diff --git a/.buildinfo b/.buildinfo new file mode 100644 index 0000000..73c8860 --- /dev/null +++ b/.buildinfo @@ -0,0 +1,4 @@ +# Sphinx build info version 1 +# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. +config: 4cfbc83e63b16564b19272d94b7868c5 +tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/.doctrees/api.doctree b/.doctrees/api.doctree new file mode 100644 index 0000000..caf16d9 Binary files /dev/null and b/.doctrees/api.doctree differ diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle new file mode 100644 index 0000000..65cdc7e Binary files /dev/null and b/.doctrees/environment.pickle differ diff --git a/.doctrees/faq.doctree b/.doctrees/faq.doctree new file mode 100644 index 0000000..0ac4bb1 Binary files /dev/null and b/.doctrees/faq.doctree differ diff --git a/.doctrees/index.doctree b/.doctrees/index.doctree new file mode 100644 index 0000000..a7eacd1 Binary files /dev/null and b/.doctrees/index.doctree differ diff --git a/.doctrees/nbsphinx/notebooks/ImagePatches.ipynb b/.doctrees/nbsphinx/notebooks/ImagePatches.ipynb new file mode 100644 index 0000000..a1e0ffc --- /dev/null +++ b/.doctrees/nbsphinx/notebooks/ImagePatches.ipynb @@ -0,0 +1,179 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Real projective coordinates on data set of image patches\n", + "\n", + "In this example, we explore the topology of a collection of image patches capturing line segments, which, as we will show using persistent cohomology and projective coordinates, are parametrized by the projective plane $RP^2$.\n", + "Each image patch is a square $d \\times d$ region of pixels.\n", + "Each pixel can be thought of as a dimension, so each patch lives in $\\mathbb{R}^{d \\times d}$, and a collection of patches can be thought of as a Euclidean point cloud in $\\mathbb{R}^{d \\times d}$." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "from ripser import ripser\n", + "from persim import plot_diagrams\n", + "from dreimac import ProjectiveCoords, GeometryUtils, GeometryExamples, PlotUtils, ProjectiveMapUtils" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now examine the collection of patches which hold oriented, slightly blurry line segments at varying distances from the center of the patch.\n", + "We start by considering a small sample of these patches.\n", + "Below, the \"dim\" variable sets the patch resolution, and the \"sigma\" variable sets the blurriness (a larger sigma means blurrier line segments). " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "small_sample = GeometryExamples.line_patches(dim=10, n_angles=16, n_offsets=16, sigma=0.25)\n", + "\n", + "plt.figure(figsize=(8, 8))\n", + "PlotUtils.plot_patches(small_sample, zoom=2)\n", + "plt.gca().set_facecolor((0.7, 0.7, 0.7))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's compute persistence diagrams for this collection of patches with both $\\mathbb{Z}/2$ coefficients and $\\mathbb{Z}/3$ coefficients up to $H_2$." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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eLnRJFjGgEpEkVA2nlROiPDw8hC6LiEgyLM3Wb9mypdBlWcSASkSiZymcckIUEVHtiXEpqeowoBKRqDGcEhE1jNTCKcCASkQid+zYMYZTIqIGOHfuHC5evCiZcApwHVQiErmJEyfCx8cHgwYNYjglIqqHPn36YNu2bQgODpZEOAUYUIlIhE6cOIHAwEA0a9YMADB27FiBKyIikpaMjAxcv34dHTt2BAD069dP4Irqhqf4iUhU1Go1Bg4ciLi4OFy/fl3ocoiIJCcjIwODBg3CwIEDceLECaHLqRcGVCISjaoTojw8PODi4iJ0SUREklIZTlNSUuDm5gY3NzehS6oXBlQiEgXO1iciapiq4TQ0NBQJCQmIiooSuqx6YUAlIsExnBIRNYwzhVOAAZWIBMZwSkTUMM4WTgHO4icigfn6+sLb2xutWrViOCUiqgcPDw/4+fk5TTgFGFCJqvVP7j9YlrwMJ7NPIsovCk9EP4E7mtwhdFlOJSIiAnv27IFKpWI4JaJG4bdLv+H7k9/jZslN9G/RH491fgyeLp71fj8fHx9s3boV169fR6tWrWxYqXAEPcX/2muvQSaTmfy0a9dOyJKIjLKKsjBx60T8fP5nnL15FlsvbMXErRORXpAudGmSp1arsWnTJuPj8PBwhtN6Yh8lkpbtF7djesJ0HEg/gNM3TuPz459jxp4ZdX4fjUaD5cuXGx/7+Pg4TTgFRHAEtWPHjti1a5fxsVIpeElEAICNZzciuzjbZFtuaS42pG7AU12fEqgqcThw9QB0eh16h/au1fgkTRJOZZ/CA+0fMF5zmpOTg61bt2Lw4MF2rtb5sY8SScdXJ74y2/bnlT+ReiMVUX7WT81fuHkBe9P24p6oe1CSU4K4uDikpKSgpKQEzz77rB0rFobgXUypVCIoKEjoMojMZBZlWtyeUZTh4ErE46jmKB7d/ijK9eUAAIVMgWWDl6FXSC+L47OLszF43WCU6coAAPN+mocr715BUU4RYmNj0aNHD4fV7szYR4mkI6PQ8r8h1wuvWw2o/X7oh5ulNwEACxMW4uq7V5GblovQ0FAMGzbMXqUKSvBZ/KmpqQgJCUGrVq3w4IMP4tKlS1bHlpSUIDc31+SHyF76hPSxuL1vSF8HVyIeU3ZMMYZTANDqtXhy15NWx4/aMMoYTovTinHh7QsoyilCt5hunBBlQ+yjRNKRW2r5/7nWTVpb3D5x60RjOC3PKceFty8gNy0XfoF+SExMROvWll8ndYIG1F69euGrr77Ctm3bsHTpUly4cAH9+vVDXl6exfELFiyASqUy/oSFhTm4YmpM+rXoh/va3meybUzrMYhvGS9QRcK6mHPRGDarKteXIyUzxeJrKhtxZTjV5mvhEemBTi91Yji1EfZRImkp1hZb3P7F8S8sbk++ngzgVjgtuVoCpZ8Sd8y5w2nDKSDwKf6qh6Wjo6PRq1cvhIeHY+3atZgyZYrZ+Llz52LGjFsXEufm5rK5kl29cucreKD9AziVdQpt/NqgtZ/zNoOaKOXW24WrwtXqc6WZpSbhNGJWBHx9fe1RYqPEPkrkHNyUlm9JKoMMulKdSTiNnBMJ72BvB1foWIJfg1pVkyZN0KZNG5w9e9bi81K+pyxJVytVK7RSOc/MyPpq4dMCHgoPFGmLTLa7KdysBvcAjwBcb3odvt19UZxWjIhZEVB4KbDwroWOKLlRYh8lErcI3whczL1otv35bs9bHN8vtB8SLyfCb6AfMrdlInJ2JNwC3TAzdqZ9CxWY4NegVpWfn49z584hODhY6FKIyIK1o9bCU3lrrT4PpQdWj1htdfzO/9sJHzcfhEwOQcRsQzid3m06vN2d+5u/kNhHicTtp9E/IdAz0PhYKVNiYb+FUCgUFsd/Ev8Jwn3CEfCvAES9GQW3QDcMChuEka1GOqpkQcj0er1eqJ3PmjULo0aNQnh4OK5evYp58+bh2LFjSElJQbNmzWp8fW5uLlQqFXJycnjKkMiBcktzodfqofJQWXw+OTkZS5cuxeLFi6FUKpFfnI+c8hyEeoc6uNKGE3ufYR8lkqai0iLka/PRzMPy/6cajQazZs3Cxx9/DD8/P5SXlyMtPw2RTSIdXGnD1afPCHqK//Lly/j3v/+NrKwsNGvWDHfddRf2799fq6ZKRMLxdbXeYJKTkxEfH4+srCw0b94cr7/+OrzdveENHjW1B/ZRImnycPWABzwsPqfRaIzrnObl5WHjxo1QKpWSDKf1JWhAXb3a+qlBIpKequE0NjbWZDIO2Qf7KJFzqRpOQ0ND8e677wpdkiBEdQ0qEUnX7eGU65wSEdXN7eHUmdc5rQkDKhE1GMMpEVHDMJyaYkAlogYpKSnByJEjGU6JiBrgoYceYjitggGVGoeSfCDtIJBv+R7IVH9ubm5YuXIlBgwYwHBKRFRPixcvRmxsLMNpBVEt1E9kF0e+Bra/DJTmAXIlEDsVGLoAkMmErkzSdDod5HLDd9zBgwcjPj4eMn6mRES1VrWPtm3bFgcOHGAfrcAjqOTcMlOBLc8bwikA6MqBA0uB4+sELUvq1Go1unTpglOnThm3sakSEdWeRqNBbGwstm/fbtzGPnoLAyo5t1O/AHqd+faTPzu+FiehVqsRFxeHEydO4MUXXxS6HCIiyamcEJWUlIRnnnkGZWVlQpckOgyo5NzcfOq2napVGU4rJ0StWrVK6JKIiCTl9tn6W7duhYuLi9BliQ4DKjm3jmMBDz/TbTIFEPOIMPVI2O3hlBOiiIjqhktJ1R4DKjk3z6bApJ+BO+IAV28guAtw/3dAWKzQlUkKwykRUcMwnNYNZ/GT8wvqDDy8QegqJO2ll15iOCUiaoCPPvqI4bQOeASViGr03Xff4YknnmA4JSKqp9dffx3Tp09nOK0lmV6v1wtdRH3l5uZCpVIhJycHvr6+QpdD5FSysrLg7+8vdBmCc/Y+4+y/H5GQbty4AZVKZVzrtLGqT59p3J8YEVmkVqvRrl07vP/++0KXQkQkSRqNBnfddRcee+wx6HQWljukajGgEpGJyglRmZmZWL16NUpLS4UuiYhIUqpOiNqxYwfS09OFLklyGFCJyMjSbH1XV1ehyyIikozbZ+snJCQgJCRE6LIkhwGViABwKSkiooayFE6joqKELkuSGFCJiOGUiKiBGE5tiwGViLBnzx6GUyKiBkhOTkZqairDqY1woX4iwrPPPguVSoXRo0cznBIR1cO//vUvbNy4EVFRUQynNsCAStRIVZ6GUqlUAICJEycKXBERkbRoNBoUFhYiMjISADB8+HCBK3IePMVP1Aip1Wr0798fQ4cORU5OjtDlEBFJTuU1pwMGDMD58+eFLsfpMKASNTJVJ0RptVpI+GZyRESCqDohSqfTcSF+O2BAJWpEOFufiKhhbp+tn5iYiNatWwtdltNhQCVqJBhOiYgahuHUcRhQiRoBhlMiooZhOHUsBlSiRkChUEChUDCcEhHVk0KhgFKpZDh1EC4zRdQIdOzYEXv37kVgYCDDKRFRPQQEBGD37t3IycnBHXfcIXQ5To9HUImcVHJyMhISEoyP27Zty3BKRFQHGo0Gq1evNj4OCAhgOHUQHkElckLJycmIj49HYWEhdu/ejd69ewtdEhGRpFS95rS0tJQ3M3EwHkElcjKV4TQrKwudOnVC+/bthS6JiEhSbp8Q1adPH6FLanQYUImcSNVwyglRRER1x9n64iCagLpw4ULIZDI8//zzQpdCJEkMpwSwlxI1BMOpeIgioB46dAjLli1DdHS00KUQSdLZs2cZTom9lKgB8vPzGU5FRPCAmp+fjwcffBCff/45/Pz8hC6HSJLCw8MxcOBAhtNGjL2UqGG8vLwwbtw4hlOREDygTps2DSNGjMDgwYNrHFtSUoLc3FyTHyICXFxc8MMPP2DXrl0Mp41UbXsp+yiRZTKZDPPnz0dycjLDqQgIGlBXr16NpKQkLFiwoFbjFyxYAJVKZfwJCwuzc4VE4qVWqzF79mzodDoAhpDq6+srcFUkhLr0UvZRols0Gg2eeOIJFBQUADCEVH9/f4GrIkDAdVDT0tIwffp07Ny5E+7u7rV6zdy5czFjxgzj49zcXDZXapTUajXi4uKQlZWFgIAAvPDCC0KXRAKpay9lHyUyqDohqqCgAN9++63QJVEVMr1erxdixxs3bsTYsWOhUCiM27RaLWQyGeRyOUpKSkyesyQ3NxcqlQo5OTk8ckSNRtVwymtO7U/sfaahvVTsvx+RPXC2vmPVp88IdgQ1Pj4ex48fN9n2yCOPoF27dpg9e3aN4ZSoMWI4pduxlxLVDcOpNAgWUH18fNCpUyeTbV5eXvD39zfbTkQMp2QZeylR7TGcSofgs/iJqGYFBQUYMmQIwykRUT3p9XqMHz+e4VQiBDuCakliYqLQJRCJkpeXFxYvXoz3338fv/zyC8MpVYu9lMicTCbDRx99hMmTJ2P9+vUMpyIn2CQpW+DF/eTs9Ho9ZDKZ8bFOp4NczhMfjuTsfcbZfz8i9lHh1afP8L8QkUip1WrceeeduHTpknEbmyoRUe1pNBr06dMH+/btM25jH5UG/lciEqHKCVEHDx7kGqdERPVQOSFq//79mDJlCrRardAlUR0woBKJzO2z9ZctWyZ0SUREknL7bP1NmzZxyTWJYUAlEhEuJUVE1DC3h9OEhARERUUJXRbVEQMqkUgwnBIRNQzDqfNgQCUSAb1ej+eee47hlIioAd58802GUyfBgEokAjKZDGvWrMHDDz/McEpEVE+LFi3Co48+ynDqBES1UD9RY5OTkwOVSgUACAwMxKpVqwSuiIhIWnJzc+Hj4wOZTAZ3d3esWLFC6JLIBngElUggarUaUVFR+PLLL4UuhYhIkjQaDXr37o1Zs2ZBwvcdIgsYUIkEUDkh6vr161i+fDnKy8uFLomISFKqTohas2YNrl+/LnRJZEMMqEQOdvts/W3btkGp5NU2RES1dfts/cTERDRv3lzossiGGFCJHIhLSRERNYylcNq6dWuhyyIbY0AlchCGUyKihmE4bTwYUIkcZNOmTQynREQN8Ndff+HkyZMMp40AL3wjcpBXXnkFTZs2xYMPPshwSkRUD2PHjsUPP/yAmJgYhlMnx4BKZEenT59Gy5Yt4eHhAZlMhmnTpgldEhGRpGg0Guh0OgQHBwMA7rvvPoErIkfgKX4iO0lOTkbfvn0xZswYFBUVCV0OEZHkVF5zGhcXh2vXrgldDjkQAyqRHSQnJyM+Ph5ZWVm4ceMGSktLhS6JiEhSqk6IysvLQ0FBgdAlkQMxoBLZWNVwWjkhqvJ2pkREVDPO1icGVCIbshROOSGKiKj2GE4JYEAlshmGUyKihmE4pUoMqEQ2UlJSgrKyMoZTIqJ6KisrQ0lJCcMpcZkpIlvp2bMnEhMTERkZyXBKRFQPLVq0QEJCAkpKShhOGzkeQSVqALVajcOHDxsfd+vWjeGUiKgONBoNtmzZYnwcFhbGcEoMqET1pVarERcXh8GDByM5OVnocoiIJKfymtMxY8Zgw4YNQpdDIsKASlQPleE0KysLbdq0QXh4uNAlERFJStUJUUFBQejcubPQJZGIMKAS1VHVcMoJUUREdcfZ+lQTBlSiOmA4JSJqGIZTqo16zeLXaDSYNWsWdu/ejYyMDOj1epPntVqtTYojsomiG8D+pUDaAUCmBLLOACV5QEg3YOxywLtZrd7m9OnTDKdkU+ylJBmlhcCGJ4GLvwNKN0MvLcsH/CKAUR8DwdG1epubN28ynFKt1CugTp48GZcuXcJ///tfBAcHQyaT2bouItsoLwFWDgcyUsyfO/cb8Ek3YPYlQF7zyYSWLVuiW7duyMnJYTglm2AvJcn4JAbIu2q+vegGsHwg8FySIazWQKVSYeDAgcjJyWE4pWrJ9Ld/Za8FHx8f/P777+jatasdSqq93NxcqFQq5OTkwNfXV9BaSKSO/wj8NKX6MYPnA3c9X6u3KyoqQmlpKVQqVcNrI0mwZ58RQy9lH6UanfoVWP3v6se0GQY8sLpWb6fX65GRkYHAwEAbFEdSUJ8+U69rUMPCwsxORdXH0qVLER0dDV9fX/j6+qJ3797YunVrg9+XyOjGhZrH7JoHJCy0+JRarcZbb71l/Pvu4eHBcEo2Y4teyj5Kdnf1aM1jzmwFvr/f4lMajQYzZ85EaWkpAEAmkzGcUo3qFVA//PBDzJkzBxcvXmzQzlu0aIGFCxfiyJEjOHz4MOLi4nDPPffg77//btD7EhmF963duD0LAM1Jk02VE6JefvllfPbZZ3Yojho7W/RS9lGyu87jazfuzFazL/uVE6Lef/99PPfcc3YojpxVrU/x+/n5mVwfVVBQgPLycnh6esLFxcVkbHZ2dr0Latq0Kd555x1MmVLDaVnw1JTdlOQbrtn0iwC8mwtdTcNtfg5I+rrmcQFtgWcOAuBsfbrF1n3GEb2UfVQEtGXANTXg2RRoGil0NQ23ZiJwclPN41w8gZevATCfrZ+QkICoqCg7F0piVJ8+U+tJUh9++GF966oVrVaLdevWoaCgAL1797Y4pqSkBCUlJcbHubm5dq2pUTryNbD9ZaA0D5ArgdipwNAFgFQnb5QWAX/X8u4kJfkAGE7JvuzZS9lHReLCXuCnqUB+uuFxm2HA+BWAq5ewdTWEpYmmlmjLADCcUsPVOqBOmjTJLgUcP34cvXv3RnFxMby9vbFhwwZ06NDB4tgFCxZg/vz5dqmDAGSmAlueB/Q6w2NdOXBgKRAaA0TfK2hp9bZyKFBSy3+A+7/IcEp2Z49eyj4qImVFwNqJhtntlc5sBfa8Ddz9unB1NcT2V4Cs1NqNbdmb4ZRsol7XoCoUCmRkZJhtz8rKgkKhqNN7tW3bFseOHcOBAwfw1FNPYdKkSUhJsfxNbe7cucjJyTH+pKWl1ad8subUL7fCaVUnNzu+FlvRnKjduCatkNNmLAYPHsxwSg5jq17KPioiF/80DaeVTv7s+FpsRV272fmQe0A/aTNGjRrFcEoNVq91UK1dtlpSUgJXV9c6vZerq6txHbSYmBgcOnQIH330EZYtW2Y21s3NDW5ubnUvmGrHzadu26VArjAcCa7OU/uBwPZQwXB06fPPP8e2bdsYTsnubNVL2UdFxBn7qItHzWPu/RroOAYyAO+88w4ef/xxbNmyheGU6q1OAfXjjz8GYFgi4osvvoC3t7fxOa1Wi71796Jdu3YNKkin05lcH0UO1HEs8Nsbpt/+ZQog5hHhamqoln2A8wnWn/cKhL55O1ReYTtlyhRMmjQJSmW9vrsR1Yq9eyn7qIDCegJBnYH046bbe9Q8YU20Br8O/DjZ+vNyJfQd7jH20QEDBuDvv/9mH6UGqdPfng8++ACA4Vv/Z599ZnIKytXVFREREXVajmfu3LkYNmwYWrZsiby8PHz//fdITEzE9u3b61IW2YpnU2DSz8DOV4G0g4D/HcDAuUBYrNCV1V8NkxKS+6/A83FxWLNmDZo3N6xYwKZK9mbLXso+KjIyGfDgT8COl4Ez2wFPf6D3NCDGPvM4HKLT2GoDqmbYV7g/Lg6ffPIJOnXqBIB9lBquTn+DLlwwLHo+aNAgrF+/Hn5+fg3aeUZGBiZOnIhr165BpVIhOjoa27dvx913392g96V6uqYGSguAB9YBCok1l9PbgNQdQNcHgWvHgNSdQN/ngKHvAae2WHxJcroO8SPGIisrCy+88AK+/roWS1ER2YAteyn7qMhknQNyrwAjPwTcvGscLirpx4HDK4FWAwClF3D4C6DDPUBX63eR0uTrEDd5DlJSUjBx4kQcOXKEt+wlm6jXrU7Fguv32Uj+deCH+4Erhw2PfUKA+74FWsQIW1dtvR1heVICALj5AuUlgNb0dGdyuhbxq2XIysnnhCiqlrP3GWf//RymvBRYPxVI2Wh47OYLjPyg9ovcC+2z/kB6suXnZAogpDtw5ZDJZk2+DnE/6JFytYAToqhadl0H9XaXL1/G5s2bcenSJePtyyq9//779X1bEsL2ubfCKQDkXTWcznkuGZDXa6EHx/lyuPVwChiWmPJoCvh3BS4fAFAZTsFwSqLAXuok9i+5FU4BQ+/Z+BQQOQDwbiZYWbVy5Cvr4RQA9FrDvxED5hruuoeKcLpagZSrOQynZBf1Cqi7d+/G6NGj0apVK5w6dQqdOnXCxYsXodfr0b17d1vX6FBH/snGjhQNVB4uGNe9BQJ93YUuyf5O/Wq+7eYlwxJNwdGOr6cuLv1Z85iibGDsZ4B/KyQnJyM+Ph5ZOVxKioTnrL303PV8bDp2FXq9HqO7hCAqUMIz2GvLUh/VlgJndwJdH3B8PXWx7aVaDNIbbt7yWs6tdU6vcCkpsp96HR6bO3cuZs2ahePHj8Pd3R0//fQT0tLSMGDAANx7r0QXdAewJOEsxi3dh2V7zmPRttMY/N4eHL+cI3RZ9ufRxPJ2d5VDy7Crg8uh1+sxZcoUrnNKouGMvXTbiXQM+WAvPt6dik9+O4uhH/2OLeqrQpdlf1b7qJXtYlJeXLtxx9cAAF566SWuc0p2V6+AevLkSUycOBGAYaZeUVERvL298frrr+Ptt9+2aYGOkpVfgo92md4pI6+kHO/uOC1QRQ7Uc6r5tjZDAb9wx9dSV4parufYYTRkMhl+/PFHjB8/nuGURMHZeqler8ebv6agXHdraoNWp8dbv5yEVifZ6Q61E2uhj/pFAlESmKwW0LZ241r0BGC4Xe+ECRMYTsmu6hVQvby8jNdKBQcH49y5c8bnMjMzbVOZg51Oz0Op1vwuSsevNIIjqH2fB/71JuDfGvAJBno+AYz7QuiqamfcihqHFMILCO8DAIiIiMC6desYTkkUnK2X3iwsQ1p2kdn2qznFyMp38nVZ2/wLuPcrILgr4BkAdBoPTNoMKFyErqxmj26tcUhhmQwYswQA4OPjgzVr1jCckl3V6xrUO++8E3/88Qfat2+P4cOHY+bMmTh+/DjWr1+PO++809Y1OsQdzb2hlMtMvvkDQNvGcO2UTAb0ecbwIzUdRgEt7gQu77f4dHK6FkM36fFplw0YO3asg4sjqp6z9VKVhwuCfN2Rnmt6yjjA2w1Nvep2l0FJ6jjW8CM1Hk0Md9RbavnvnCZfh7hfQvGg11t46aXaXK9K1HD1OoL6/vvvo1evXgCA+fPnIz4+HmvWrEFERARWrKj5iJYYBfq6Y8pdkSbb3JRy/OfuNgJVRLX2mOUFyZPTtYhfVYj09HS8++670OnMj5ATCcnZeqlcLsMLQ9qi6jKYMhnwwpA2UCpEviJIYxfY3uJmTb4OcasKkXLqND799FPcvHnTsXVRo8V1UG+z+6QGOytm8U+IDcMdzSS20HJj9X4Hw+LYFSrDaVaRnhOiqEGcfZ1Qe/x+Ry/dwIajV6DXA2O6hSAmvKlN3pfsbN0jwN/rjQ+N4fS6DqGhoUhMTETr1q0FLJCkqj59pt4B9ebNm/jxxx9x7tw5vPDCC2jatCmSkpIQGBiI0NDQ+rxlnTn7PxxUR8c3AhunIvlKEeK/K0VWfhnDKTWYvfuM0L2UfZRM3LgILO0LTXYu4r4tRYqmlOGUGsxhC/Wr1WoMHjwYKpUKFy9exNSpU9G0aVOsX78ely5dwqpVq+rztqKw9fg17EzRwNfDBQ/0aok2jeEaVGfReQySdZGGdU7zCxhOSfSctZceupiN9UmXodcD93QNRe87/IUuiWrLLwKaKUmGdU41KQynJJh6XRQ0Y8YMTJ48GampqXB3v7WQ/fDhw7F3716bFedor/+cgqe+S8L6o1fw1V8XMfKTP7DvXJbQZVEdfPPNN1znlCTDGXvp2kNpmLBsH344mIbVh9Lw78/347sD/whdFtXB9u3bjeucMpySUOp1BPXQoUNYtmyZ2fbQ0FCkp6c3uCghpOcU4+t9F022lZbr8OGuM+h9R29hiqI6W7RoEQICAvDkk08ynJLoOVsv1er0eG/nadx+4dj7O85gQo8wuHCilCRMnDgRJSUlGDRoEMMpCaZeAdXNzQ25ublm28+cOYNmzUR+z2ErzmfmW1xIOjUjX4BqqC7OnTuH8PBwKJVKyOVyzJkzR+iSiGrF2XppblEZNLnm651mFZTiRkEpmjeGW0dLVEZGBlxcXODn5wcAmDrVwo0HiByoXl9nR48ejddffx1lZWUAAJlMhkuXLmH27NkYN26cTQt0lHZBvnBVmn8cXVo40e0+nZBarUavXr3wwAMPoLy8XOhyiOrE2XppE08XhPt7mm0PbeKBAO9a3vWNHE6j0WDQoEG4++67cePGDaHLIQJQz4D63nvvIT8/H82aNUNRUREGDBiA1q1bw8fHB2+++aata3SIpl6umHnbmqe+7krMGlLLW8CRw6nVasTFxSErKwsXL15EYWGh0CUR1Ymz9VKZTIb/jugAF8WthVCVchn+O7I95HJZNa8koWg0GsOEqJQUpKenIzs7W+iSiAA0cB3UP//8E8nJycjPz0f37t0xePBgW9ZWI3ssj6K+fNO4Duo9XUPRzMcJvvWfSwCSVxv+3OU+4I44Yeux5sfHgNO/ADI54OoNFFw3rPLdZhhw/7cmQ6uGU06IIntyxDJMQvZSe/x+/2QV4Ofkq9DrgZFdQhAZ4GWT9xVU+nHg8JdAYTbQdjjQ+V5ALsJrahMWAvuXANoywMPP0Ef1OiCwI/Dk7yZDq4ZTTogie3LIMlM6nQ5fffUV1q9fj4sXL0ImkyEyMhJBQUHQ6/WQyaT9LTm6RRNEt2gidBm2c+gL4JeZtx6rVwPD3wV6iuz6osU9gMzUW49LK6791QM49TOw6A7gRcN9yhlOyRk4cy8N9/fCM3FOdJ/2C78D3/4foC01PE7ZCPzzJzD6Y0HLMvPjFODEj7ce5xXd+nO6GnjND3jNcAqf4ZTErk5f//R6PUaPHo3HHnsMV65cQefOndGxY0f8888/mDx5Mu91LjbaciBxofn2xAWGb9dikXPVNJxaUpgJrBjNcEpOgb1UYva8fSucVkpaZVjUXkz+/qmGATrgtWYMpyQJdTqC+tVXX2Hv3r3YvXs3Bg0aZPLcb7/9hjFjxmDVqlWYOHGiTYukeiq+aTi9c7vCLMNpKp9Ah5dk0T9/1m5c2h5kRmaioICL8JO0sZdKjMUv0Hog6xzgF+Hoaqyr1RV7pci9fh03btxgOCVRq9MR1B9++AEvvfSSWUMFgLi4OMyZMwffffedzYqjBvL0B5q2Mt/uFwF4iWgJm7bDaj00Li4Ou3fvZjglSWMvlZgWPcy3KdyA4C6Or6U68todc4o6/hYSExMZTknU6hRQ1Wo1hg4davX5YcOGITk5ucFFkY3IZMCwRYZGWknhCgx9W1wX97t5Ax5NrT6t1mhxKlNrfNynTx+GU5I09lKJiX8V8Aww3Rb3CuAVYHm8UKLvt/qUJl+HxIsVS/G1HYE2bdownJKo1ekUf3Z2NgIDrZ8WDgwM5BpqYhN1N/DsEeDvDQD0QMexQJOWQldlrsjy0iZqjRZxXxdCKQf2PuKLNhZHEUkLe6nENGsLPHsYOPETUHgDaDsUCOosdFXm/l5vcbMmX4e4VYU4l63Dlgc8Mbj7gw4ujKju6hRQtVotlErrL1EoFFwsXYyahAF9nxO6ijqrDKdZRXrEhrqg+RsXhS6JyCbYSyXIww+IfUzoKqpn4RrUynCacl2HUB8Zwl/YK0BhRHVXp4Cq1+sxefJkuLlZXhu0pMT8FndSdO56PnzclWjuw9vyOUyLXsDlA8aHJuGUE6LIyTSGXnr5RiH0eiCsqfmdpchO/m8FsPYB40OTcBoaioSEBERFOdHyX+TU6hRQJ02aVOMYKc86PXElB9NXH8W56wWQy4BhnYPx7vgu8HBVCF2a83tsB/BGc0BbwnBKTs+Ze2lGbjGe/eEoDlwwXLbTI9wPnzzQDcEqD4ErawQ6jACaRAA3L5qG05AQhlOSnAbdSUpotrwDilanR/9FCbhys8hk+2N3ReKVkR0a9N5Ueyn796D/v4YiK6+Y4ZREwRF3khKSrX+/ySsPIvG06fJ2fVv747vH7mzwe1PtZGVloX+3NkhJy+aRUxKF+vQZEU3lFtaxtBtm4RQAtqivCVBN4xXavivuaB/NcEokQXnFZdhzxnzt5T/PZuFGQamFV5A9qFQqdLlrCMMpSVqdb3XqrFwVlk/ju7swwzuSSqXCjh07oNfrGU6JJEYpl8NFLkepVnfbdhmUCuneulVqlEolVq1ahfT0dLRo0ULocojqhemrQucWKnQKNT/sfF+sCJdkcjLJyclYsmSJ8bFKpWI4JZIgD1cFRnUJMds+IjoYPu4uAlTUeGg0GsybNw9arWHNaKVSyXBKksYjqFV8MTEW8zafwK6TGfB1V2Ji7wg80d/CnZjIZpKTkxEfH4+srCyoVCo89NBDQpdERA3wvzGd4O4ix/qkK9BDjzFdQ/FfXsdvVxqNBnFxcUhJSUFRUREWLVokdElEDcZJUhbodHrI5TwdZW9VwymvOSWx4iSp+qn8p0UmYy+1p6rhlNeckljVp8/wCKoFDKf2x3BK5NwYTO2P4ZScmaDXoC5YsACxsbHw8fFB8+bNMWbMGJw+fVrIkqSpMBs4+Dmw910g46TwtXwzFviwM7C4J/BmC+DDaODyEeMQhlMi22EftZGyYiB5DbBnEXDxT2Fr0WqBDU8b+uiSXsCCcOCdKED9o3EIwyk5O0FP8Q8dOhT3338/YmNjUV5ejpdeegknTpxASkoKvLy8any9s596qxVNCvDViCr3spcBwxYBvR53fC0Zp4FPewGw8lcq7lVkdpiEdu3aMZySZIi9z7CP2kBhNvDlUCCzSrCPmQyM+sjxtWi1wIIQoLzY8vPh/aGduBE9evTAsWPHGE5JEurTZ0R1Der169fRvHlz7NmzB/37969xPBsrgO/uBVJ3mG5z8QRmnAQ8mji2lo+7A9nnahikwCLPOfjxxx8ZTkkSpNZn2EfrYdd84I/3zbdPTQBCuzu2lh8fA06sq3HYzzHfYvr06di+fTvDKYme5K9BzcnJAQA0bdrU4vMlJSUm96jOzc11SF2ilnbQfFtZIaA5AUTc5dhactJqMUiLF1sm4/k//oCrq6vdSyJqbNhH6+HyIevbHR1QL/1Vq2GjjjyKIaeusI+S0xLNOqg6nQ7PP/88+vbti06dOlkcs2DBAqhUKuNPWFiYg6sUAZ0WyEwFig3/CCHAwjdnmQJoWs/lscpLgSPfANfUdX+twnKjVGu0GPVDIXKKKw7Wn9rCpkpkB+yjdZB9HsjPMPzZv7XlMda214Z6HXB+T91f59bE4mZNvg7DvivA+RuVN0EoZR8lpyaaU/xPPfUUtm7dij/++MPq4sKWvvmHhYU1nlNTqTuBn6cDuVcApTvQcyoQOQD44X5AV35rXOxUYMS7dX//zc8BSV/feuzhD8w8BShraIIpPwNrH4ala0/VGi3ivi5EVpEeT8a4YOlID8MTr+XUvT4iAUjpFDj7aC1oUoCfHgMy/gZkcqD9aKD/C4Zr+Ytv3hoX3heY/AtQ19UIjnwF/Pw8jP1Q4QY88TvQvG31r7t5Gfi4i2kvryw5X4e4VYVIua5DnzAF/njE07BKAvsoSYRkT/E/88wz2LJlC/bu3VvtnS/c3Nzg5uZm11oSTmdgZ4oGKg8X3NcjDBEBNU8ycIiCTGDNw0B5keFxeTHw1ydAQFvgsV3A4ZWGo6rtRgKdx9f9/TUppuEUAIqygC/igSd/r/61tQinsSFyLBjsbngickjd6yOiaompj6ov38SGo1eg1wP3dA1Bt5Z+dt1frel0wJoHDUdPAUCvA1I2Aj5BwBN7DKuh3LgIRPQDYibVPZwCpuEUALQlwIrBwNwaLoH69M4aw2mojwxfj/GoWMKLd+Yi5yZoQNXr9Xj22WexYcMGJCYmIjIyUshy8Pa2U1iaeGuSz8o/L+C7x3ohJtzytVwOdfrXW+G0qhM/Ad0fBkZ3a9j773jZ8nbN39W/7toJ1Cac7njYC03cK5r9pLUNq5WIjMTWRzcevYIZa49BV9EWvt53EYvGRePeHiK4lODa0VvhtKoTPwHD3gaGvNmw9z+wDBZXMSmpxXW+pXlmm24Pp4mTvdC6acWVea9lNqxWIpET9BrUadOm4dtvv8X3338PHx8fpKenIz09HUVFFoKYnWXkFuPzvaaNq7hMh/d2nHF4LRYprBzxUNroSIi196npCIKrp9kmk3AaqsSOh33RxNMFGP0FT0kR2ZiY+qhOp8fb204ZwykA6PXAou2nUa7VWX+ho1jro9a215Wrj23eBxbC6ZQgtPZ3AbpNYh+lRkHQI6hLly4FAAwcONBk+8qVKzF58mSH1nI2Ix/lOvNvvqfSzb/VCqLdcMCjaZX1Tit0n2ib9x/+PnB6q/n2yBqWqfFvBciVxlNTOr0e//6pyBBOuc6p6On1epSXl0Or1QpdimAUCgWUSqVk73wkpj6aU1SGaznm63dezytBdkEpmvu6O7QeM0GdgJBuwNWjpttt1Ue7PQBsfgbQ3/b/k09Qza/1ag4UZBgfTt9WbAinoaFITExE69YNmLBFdsU+ap8+KvgpfrFoE+QDV4Ucpbd9y+8YIpJJA24+wMMbgK2zgbT9gE8I0H8W0G6Ebd5fFQIMWQDseOVWc23ewbDPmjzxB7CsH6Arg1wmw9oJ3phzugu+WbeZ4VTESktLce3aNRQWFgpdiuA8PT0RHBwsyVnRYuqjKg8XtPDzwOUbpkdvg3zd4e9t3+tea+3+H4BfZgJntgGu3kDso4ZeaisTtwDfjb210L5XM+BpC8sB3u4/J4F3WxlXaFk83AN5qnB89PUGhlMRYx+9xdZ9VDSz+OvD1rNrP9qVig923Tql7+2mxHeP9UKXsCYNfm+b0pYBCjteIF+UA3ioqh9zMx1Y1tvQhEd+hJJ298BNrge05YC7t/1qI5vQ6XRITU2FQqFAs2bN4OrqKtkjiA2h1+tRWlqK69evQ6vVIioqCnK56ZVPUprFXx+2/v1+PX4Nz/5wFNqKM1IKuQzvT+iCe7qGNvi9bUpbDsgV9ZsIVRsl+Yal92paBeXDLkDeNSB2CkoGvQY3hQIoy3f8jVaozthHDezVR0Uxi18spg+Owp2tmhpn8Y+LaYGQJh5Cl2XOnuEUqDmcrnsE+Hu98aH6s0cxanUxVv60A3FxcfatjWyitLQUOp0OYWFh8PQ0v464MfHw8ICLiwv++ecflJaWwt1d4NPQEje8czBaN/fGpmOGWfyju4agXZAIg73Czv/8udXwRT3lF2DtA8aHml2LET9xEZ55fQmefPJJ+9ZGNsE+eos9+igD6m16tfJHr1b+QpchblXDaZUJUa+/MgeD/jzQKL9BStXt33IbK34OttUm0AcvDGkndBniVjWcVpkQ9eYrs/DQQw/B25tnoqSC/cPA1p8DP1Wqt9uXkto4pozhlIioDm6frZ/wgJLhlAgMqFRPFtc5bdNX6LKIiCTD4jqnwSK8HIJIAAyoVGdqjd7yIvxjFgtdGhGRJGj0zSwvwv9ULWb8EzUCDKhUZ4u195uH0ym7hS6LiEgy1jV73jycDngZaFKLNVOJGgFOkqI6W7JkCQIDAzFz5kyuc0pEVA/Tpk1DSUkJ7rnnHq5zSmQBAyrVyqVLl9CiRQvI5XK4uLjgjTfeELokspOCggKrzykUCpPlQ6obK5fL4eHhUe1YLy+velZJJD3Xr1+Hp6cnvLy8IJPJMHPmTKFLIjtxZB8FnLOX8hQ/1UitVqN79+54+umnodOJ4H7aZFfe3t5Wf8aNG2cytnnz5lbHDhs2zGRsRESE2RiixkKj0WDgwIEYNWpUtYGEnIMj+6iz9lIGVDL13QTgNZXxR/3fnoiLi0NWVhaSkpJ4OzcSjf/+979o27YtHn74YeTm5mLTpk2Ijo5G//79kZycLHR51JjtW2rSRzX/DUdcXBxSUlJw5swZZGRkCF0hEQBx91Ge4q/i0IXrmLD8ICpv/qpyVyL5tSHCFuVIe98DUrcbHxqWkjpsmBAVG4sdO3Y47Tc1uiU/P9/qcwqFwuRxdf/Q3r5o88WLFxtUV1Xbtm3DjRs3cPjwYXz00UcYN24csrOzsX79euh0Ojz99NPYtWuXzfZHtVdSUoJO83ejrOJWp0q5DH/Pi4ebm5vAlTlIcTGwfY7xoWEpqcuGCVGhoUhISEBkZKSABZIjsI82HANqFfcuM13eI6e4HO3/uxUn3xhm5RVO5rdb15WarXO6YwcnRDUSdbmWyV5ja3L06FFMmjQJPj4+eOWVV7Bhwwa8+OKLxskm/v7+KC0thatrDfdBJ5trO8/0H7RynR5t5+3CxYUjBKrIwT7uaPyj2SL8CQmIiooSsDhyFPbRhuMp/gqPf33I4vaissZ0zaXhiIfFRfgZTklE2rZti23btgEAdu7cCZlMhoULFyIzMxM3b96ERqNhOBVAanqu1ecOXbjuwEoEVGL4DMzC6SRPhlMSFbH3UR5BrbD7FK8Jgqc/UJiF8zd0yCmpEk693Gt+LZEDjR07Flu3bkXLli0REhKCTZs24ZdffkGXLl3g4eGBTz/9VOgSG6XVBy5Zfe7LPy4gNrKZA6sRSLfJwOHlSM/X41pelXDqr6jxpUSOJPY+yoBaQa4HtEIXIbQXzwOvqTCmnQt+fUCG2FCFYRH+WWeErozIhEwmw+eff26y7fHHH8fUqVMhk8kEqor8faxfZ+rv3Ui+6I58BzjyBboEAbsnesHbFYZwOppfmkhcxN5HGVAr+LoBWSVCVyEctVoNlUqF8NdygK9G4m7FQSCgHfDUXqFLI6o1MTTVxqypl/XTgQFezj9JSqPR4NKlS4iddwPYNhfdDq0APJoCs04JXRpRrYmljzKgViiDAo31GGpycjLi4+Ph6+uLPXv2IGzyFqFLIiIJ8qzmLLZMpndcIQLQaDSIi4tDWloaduzYgTuHLgCGLhC6LCLJ4iSpCm4ujfP6oMpwmpWVhYCAAPj4+AhdEhFJ1M1S61/yi8udN6BWhtOUlBT4+vrC399f6JKIJI8BtcLnD/cQugSHqxpOK9c55Wx9IqqviX1aWX1u9rD2DqzEcaqG08p1Tjlbn6jhGFArRDT1qHmQE2E4JSJqGIZTIvthQK3Qa+FvQpfgMCdOnGA4JSKbW3fgnNXnPtp+0oGV2N/169cZTonsiAG1QonWea+Pul2zZs0QGBjIcEpENvXOztNWn/ss8bwDK7E/Hx8fREREMJwS2Qln8TdCgYGB+O233+Dm5sZwSkQ2M6lPS7yz4x+Lzw3tFOTgauzL3d0dP/30EzQaDcLDw4Uuh8jp8AhqhcSZ/YQuwa7UajW++eYb4+PAwECGUyKyqWlxnaw+98GDMQ6sxD40Gg3effdd6PWGM27u7u4Mp0R2wiOoFSZ/dVjoEuxGrVYjLi4O2dnZ8PHxwZgxY4QuiYic0MakNKvPfbH3HB7rf4cDq7GtqhOiiouL8corrwhdEpFT4xHUCvkl5UKXYBeV4TQrKws9evTAwIEDhS6JiJyUr5v19aRdldK9zv/22fr333+/0CUROT0G1ApFJc53F6mq4ZQTosjZDBgwAI8++qjZ9k8//RTe3t7Q6XQCVNW4pWjyrT53+qr158Ts9nCamJiI1q1bC10WkU2IuY8yoFYoF/Ifs8Js4OTPQNqhmsdmnQfWTgR+mQmUl1odxnBKzkyv1+Po0aOIiTG/rvHw4cPo2rUr5HK2N0crLi62+lyRtsy+Oy8rAs5sB84lALoaDjiU5AMbngZ+fAzIv251GMMpOTOx91Feg1ohpqUf/rpww/E7PvYDsOV5oLyisbfsDTywFnD3NR+74Wkg+btbjw+tMIwN6Q4cXwu0GwH4hePq1asMp+TUUlNTkZeXZ7WxDho0SICqaHyvCCzea/k61Il32jHYXdoPrH4AKMwyPPaLBB76CfC3cM3roZXAL8/fenxiHdDvBWDAHODw54YeHNIVZWVluPvuuxlOyWmJvY/yEEOFc1kFjt9pQRbw8/Rb4RQALu0Dfn/XfGxRjmk4BQDoge8nAO/eAWyfC3wUDbzXAcHBwZgyZQrDKdldcZkW3x+4hLnr1Vj55wWHXct95MgRKBQKdOnSxWR7UVERUlJS0L17d4fUQab2pWZbfS7hVLp9dqrXAxueuBVOAeDGBeDXFyyP/3WG+bbf3wH+5w9smwMsHwD8Lwgu0OKFF15Ay5YtGU7JrnQ6PX49fg0vbTiOj3enQpNr/UyELYm9jzKgVmjm5eb4nV7YA2hLzLen7jTf9scHVt7ktokHeVcgWzsJCxcuRGJiIsMp2U1JuRb3Ld+PlzYcxw8H0zD/5xSMXfIn8ortfCoXQFJSErRaLTw9PSGTyYw/np6e0Gq1xsa6ZcsWtG3bFlFRUfjiiy/sXldjd0dzb6vPRQVZOCtkC1lngRsXzbef+838VH/OVUBfi8u5youAj7vj4YcfxsmTJxlOya5mrUvG098l4fsDl/D+zjMY9tHvOH/d/tdsi72PChpQ9+7di1GjRiEkJAQymQwbN24UrJYXhrZ1/E69A61sb26+7Zq62rdSa7R44KdCFJXpgTNbjX/JiOxlS/I1JKfdNNmWmpGPNYesLzVkK0lJSRg7diyOHj1q8jN79mx4eHigQ4cOKC8vx4wZM/Dbb7/h6NGjeOedd5CVlVXzm0uMmPpoz1YBVp8b2SXUPjv18APkFq5W8woA5LetKlBu4YBAFZp8HcatLcS1PB2QdwUA2EfJrv6+moP1R6+YbMsuKMWSBOu3DbYVsfdRQQNqQUEBunTpgiVLlghZBgDg5Q0nHL/T8D6G60dNyIDez5iPDbK+ALZao0Xc14X44UQ5XvmtxPAeRHZ28lqule15dt93UlISBg4ciK5du5r8ZGdnIzo6GgqFAgcPHkTHjh0RGhoKb29vDBs2DDt27LB7bY4mpj767b4LVp97b8dJ++zUKwDoYmHZp97TzLe5+Vh9G02+DnGrCrH+ZDkmbiyyYYFE1p2y0i9PpVvur7Yk9j4q6CSpYcOGYdiwYUKWYJRTZH1GvN3IZIYL+fcsAs7uAnyCgD7PAlF3m4/91+vAXx+Zba4Mp1lFesSGyPHfAW5A1wccUDw1dh1DLZ+y7WRlu62cP38eN2/etHh9VFJSEnr16gUAuHr1KkJDbx21Cw0NxZUrV8xeI3Vi6qOeCutrncrt+b155IeAXwRwYgOgdAW6TwR6mC+dA+8AGI7LmJ7mrwynKdd1CPWRYekID8A/yo4FExlY66MdQ9hHJXUNaklJCXJzc01+bMXDVaCs7tkUGLYQePYwMHkL0GaI9bFjPkPVo6PqTCXivik1htMdD3uhSXg0MOpDu5dNNKJzCHqE+5lsaxfkg3t7hNl1v0eOHIFcLkfXrl1NtpeVleHEiROCX9gvdvbso/nVzJErtef8OYUL0P8F4Om/gMcTLYfTStMOAHIX40NNgQxxqxXGcJo42QutWzQz9GQiO2sX5IsJPVqYbAvwdsW0Qfa97lkKfVRSy0wtWLAA8+fPt8t7RzZzR0aeAEdR66Lrvw0/N/6BOjUNccPHIKugzDBb//tP0SSiK6CU1H9SkjBXpRzfTe2Fn5Ov4fjlm2gT5IOx3ULhaecve0lJSYiKioK3t+mEnJSUFJSUlBgba0hIiMk3/StXrqBnz552rU0K7NlH+7e1fg3qkA5BdtlnnTVrA7yaCeRnQqO5hrjR9yPlSsVSUhtWoXXXPoCLu9BVUiPy9rhoDOkYhN9TMxGkcsf4mBYI8LbvxG0p9FGZXq8Xxf3nZDIZNmzYUO194ktKSlBScusi99zcXISFhSEnJwe+vg07HB7zxg5kFViefXxx4YgGvbetlZeXo127djh37hyXkqJ6KS4uxoULFxAZGQl3d+f8x7i8vBzt27dHYmIiVCoVYmJi8Ndff8Hf399sbHWfR25uLlQqlU36jL0J3UcX/3YG7+5Itfjc5N4t8do9nRv0/rZ2zz33YPPmzVznlOqFfdSUrfuopA63ubm5wc3NPt8qPJTSudpBqVTi+++/xyuvvIK1a9cynBJZoFQq8d5772HQoEHQ6XR48cUXLTbVxsaefbR3ZAAAywE1Olh8s+GXLFmC3NxcfP755wynRBYI2UclFVDtKT2v+uVHxKC8vBzKilP4PXv2dMoZyUS2NHr0aIwePVroMhqN36pZjH/P2Rv4PxFcYVG1j7Zo0QIJCQkCV0QkbkL1UUEPG+bn5+PYsWM4duwYAODChQs4duwYLl265PBa3EW+MpNarUb79u1x+DAv3CeiW8TUR/29rZ/m9PcR4GYot9FoNIiJicGaNWuELoWIaiBoQD18+DC6deuGbt26AQBmzJiBbt264dVXX3V4Le/dJ65ro6pSq9WIi4vD2bNn8fLLLwtdDhGJiJj66KP9Wll97tVRwvZYjUaDuLg4qNVqzJ49G8XFjrmdJBHVj6Cn+AcOHAiRzNHCW9vsf9eG+qgMp1lZWYiNjeU3fyIyIaY+uiXZ+vqIq/46j4l9rAdYe6oMpykphtn6O3fudNpJLUTOQjozg+xMf/s97UXg9nDK2fpEJFXlWmH2e3s4TUhIQFQUF+EnEjsG1Ao7nusjdAkmGE6JSGpGdgm1+lx1p//theGUSLoYUCu4u7ujb6umZtt/fbavANUYFtNmOCUiqXl1RHuzbTMGC7OE05dffslwSiRRXGaqiu8e742z6TcxesmfCPRxR8KL8YLV8uWXXyI4OBivvvoqwykRScaj/VrhgdgQ9FmUAK0eODB7kGDXe86ZMwfFxcV46KGHGE6JJIYBtYqOr25DQanhQqkL2cWImPMLXh3WBo8OcExju3btGoKCgiCTyeDh4YH333/fIfslIrKV+z/7C/sv3jA+bvfabnRt4YuNz/RzyP4zMzPh6+sLV1dXyGQyu93WlYjsi6f4K6RcuWkMp1W9vvWMQ/afnJyMzp074+WXXxbNjFwiorqqGk4rHbuc65B9azQaDBgwAPfddx9KS0sdsk8isg8G1Aqjl/wp2L6Tk5MRHx+PrKws7Nq1i+vzEZEkvbXluNXnnv72kF33XXVC1KFDh5Cebv2uVkQkfgyoFYS6kVTVcFo5IcrDw0OgaoikY8CAAXj00UfNtn/66afw9vaGTqcToKrGzbWaf1HcFPb758bSbP2WLVvabX9EzkLMfZQBtcLO/zjm+qiqLIVTTogiqpler8fRo0cRExNj9tzhw4fRtWtXyOVsb442a7j1u0V98G/z/1a2wKWkiOpH7H2UHbyCu4urQ/fHcEpUf6mpqcjLy7PaWC1tJ+fDcEpUf2LvowyoFcYtdew1qMnJyQyn5BwKMoHze4Dcaw7b5ZEjR6BQKNClSxeT7UVFRUhJSUH37t0dVgvdsu7QJavPLf7N9hNOz58/j4sXLzKckvSVFgAXfgeyHHfbdbH3US4zVcHDzbEfxcSJE+Hj44NBgwYxnJJ07X0X2PM2oC0F5ErgzqeBf71h990mJSVBq9XC09PT4vOVjXXs2LFITExEfHw8fvzxR7vX1dgFeFs/ExXoY/u1UHv37o1t27YhKCiI4ZSk6++NwObngJIcw+P2o4BxKwClm113K/Y+yiOoFe4IsPwfyJZOnDiBjIwM4+OxY8cynJJ0XToA/PaGIZwCgK4c+Otj4PQ2u+86KSkJY8eOxdGjR01+Zs+eDQ8PD3To0AEAMH36dKxatcru9ZBBZHPrfTSquY9N9qHRaPD3338bH/fr14/hlKSrIAvY8MStcAoAJ3829FI7E3sfZUCtcPgf87X7auX4T8CClsBrTYD/BQKJb1scplarMXDgQMTFxZmEVCLJOv2L5e2ntth910lJSRg4cCC6du1q8pOdnY3o6GgoFAoAwMCBA+HjY5tgRDXbkmx9aaeNxy5bf+GVI8B77YHX/IDX/YEfH7M4rPKa04EDB+L4cetLWhFJxrnfgHILS0ue+tXuuxZ7H2VArTDr7jZ1f9HBz4GfHq345qM3/CVLfAv49UWTYWq1GnFxccjKyoKnpydcXR07IYvILtybWN7uYWW7jZw/fx43b960eH1UUlKS4Bf2N2bPxFnvo3OGWDnKeX4P8HkckHcVgM5wJP7EOmD5IJNhVSdEubm5cTk+cg7W+qW7yq67lUIfZUCt8O87I6CwsBhqv9b+ll+g0wK7XrP83KEVxj9WDaecEEVOpcu/ATdf021Kd6D7JLvu9siRI5DL5ejatavJ9rKyMpw4cULwC/sbu2YWrkNt6ukCd3cr16AmvGl5+9UkQGu4u9/ts/UTExPRunVrW5VMJJxWgwB/C3+Xez5u191KoY8yoFYxrluo2bZP7utqeXBpvuHHEn05AIZTcnK+wcCkzcAd8YCnPxDRD3h4AxBg3+sBk5KSEBUVBW9vb5PtKSkpKCkpEUVjbczeHNPRbNuro9pbf0FWqvXnci4znJJzUyiBiZuAzvcCngFAUGfDBKl2w+26Wyn0Uc7ir2Jt0hWzbd3e3I0LC0eYD3ZXAU1aAjctLKvi4sVwSo1DSDfg4fUO3eWCBQuwYMECs+1dunSBXq93aC1k7vFvj5pte36NGmO6hVl+QeQg4O+fLD6VUe6BuLhBDKfk3FQtgHFfOHSXUuijPIJaYfB7eyxur/Y/05jPAJmF6wLGLoevry+8vb0ZTokENHjwYNx777349ddf0aJFC+zbt0/okpxawknrk6SsrpE6+FXAxcL1pL2fhYeHB/z8/BhOiQQkVB/lEdQKRaXldX9RRF9A4QGUF5puT3gTEdP2Yc+ePVCpVAynRALZtWuX0CU0KjnFZVaf0+RZmKkMAH4RQNPWgOa2WfkHv4DPkP9h69atyMzMRGRkpO0KJaJaE6qP8ghqhXfGml83VaPT20zCqVqjxaZTZcD1FKCsGOHh4QynRNRoWD2Nj2pm+JcVm4RTTb4Oy4+UAtoiIOVn+Pj4MJwSNUIMqBVmrK/HmnoJbxn/qNZoEfd1IcavK8Ku8+XA/s9sWB0Rkfj9sP+i1ec+3nXa8hNHVhr/qMnXIW5VIZ7YUoyPD5RYn+FPRE6PAbVSfa4JbtETwK1wmlWkR7cgOXqEKIDIfratj4hI5AJ9rd+asZmPlefCDb2yMpymXNch1EeG4VEuQEgPe5RJRBLAgFohI6+07i8a+a5JOI0NkWPHw15o4q4AWgi/yC0RkSNt+9v6JKmfk69afiK4EzQFMpNwmjjZC62byoGxi+1UKRGJHQNqBWU9Pgm1Wo24ta6m4dTbC3jluu0LJCISuVYB1u/udEeAl8XtGo0Gcb+G3hZOlcCz5stVEVHjwVn8FYZ3DsFGa9/wLfjnn38M65xm3+BSUkREAIZGh2Dh9nMWn/t3r3CzbcXFxYiPj+c6p0RkhkdQK/x+tm5HPcPCwvB///d/DKdERBW2JFs/xb/2cJrZNnd3dzz++ONo0aIFwykRmWBArTBtoHljVKIYh1yfAF5TGX7eamF8Ti6X47PPPsNvv/3GcEpEBOtLSW1xmYN5R+8y9NHX/YGbl43PPffcc/j7778ZTonIBANqhev5JWbbUtymopk8z/hYnXYTT/ZwRXm5YVF/uVxudh9bIqLGqrjYfDH+Pa7PoZPiEirvuafJLcVD/VvhxvVbZ618fX0dVCERSQUDaoXbTz+1w3m4QGt8XDlbf9mRMrz++D2OLo+ISPS++Mv8dqYtZZnGP1cuJfXd8TI8EscjpkRkHQNqhaHtA00ev6H4ErKKr/y3LyU1o435tVRERI3dQ7EtTR7fCbXxz7evc/ruIEdXR0RSwoBaYf1tM/i7KP8BYB5OdzzshSbR/xKiRCKqYsCAAXj00UfNtn/66afw9vaGTqcToKrG7aejl00ev+P6OWQy83CaONkLrSMihCmSiIzE3EdFEVCXLFmCiIgIuLu7o1evXjh48KDDaygqM/2PoIDOyiL8MmD4uw6vj4hu0ev1OHr0KGJizG+IcfjwYXTt2hVyuSjam8OIoY8evJBt8lgGK+G0qRyYtMHh9RHRLWLvo4J38DVr1mDGjBmYN28ekpKS0KVLFwwZMgQZGRmC1nWgtBVGfm8hnHb4P0HrIiIgNTUVeXl5Vhurpe3OTDR9VG/6RX+7rice3lBkHk69AwH/Vo6tjYhMiL2PCh5Q33//fUydOhWPPPIIOnTogM8++wyenp748ssvHVpH+2am94l+BxOxbLQ3BoQrboXT5h2BCSsdWheRmJ3MOomndj2FAWsG4LHtj+FohmPu/nPkyBEoFAp06dLFZHtRURFSUlLQvXt3h9QhFmLpo1P6m058Wl4+Aq8Na4aeofJb4dS9CTDrjEPrIhKz9IJ0zP19LgauGYj7ttyHbRe3OWS/Yu+jggbU0tJSHDlyBIMHDzZuk8vlGDx4MPbt22c2vqSkBLm5uSY/trJ1pqEGfcURgKP6KLwR+glGPjARTQY9CzyyFXj6L5vtj0jqMgozMGX7FPxx5Q9kF2fjQPoBPL7jcVzMuWj3fSclJUGr1cLT0xMymcz44+npCa1Wi+7duyMtLQ0DBw5Ehw4dEB0djXXr1tm9LiGIqY/2bBUA4FYf1aApnvT+EMMnPonWw54G7vsWePGCzfZHJHXlunJM3TEVW85vQVZxFlKyUvDCnheQmJZo932LvY8KGlAzMzOh1WoRGGg6gz4wMBDp6eZ3JFmwYAFUKpXxJywszKb1PNlRhmtfPoOyTMMsfY0sALPe+hIY8iYQ3sem+yKSus3nNiOvLM9kW7G2GOtT19t930lJSRg7diyOHj1q8jN79mx4eHigQ4cOUCqV+PDDD5GSkoIdO3bg+eefR0FBgd1rczSx9dF1k9oi/ev/oOj8EQBALrzx4HNvAsPeBtqPAhrZtcFE1dl3dR8u5l402/7DqR/svm+x91GlQ/ZiI3PnzsWMGTOMj3Nzc23WXJOTk/HufyaiLCsLMRm/YvMXm23yvkTOKrfU8pG3nNIcu+87KSkJ8+fPR9euXU22f/rpp4iOjoZCoUBwcDCCg4MBAEFBQQgICEB2dja8vLzsXp+Y2bOPajQaTB5/D0o15+CTtAonv5sLFxcXm7w3kTOy2kdL2EcFDagBAQFQKBTQaDQm2zUaDYKCgszGu7m5wc3NzWx7QyUnJyM+Ph5ZWVmIjY3FqlWrbL4PImczKGwQVp4wvyZ7UJh9F7g8f/48bt68afH6qKSkJPTq1cts+5EjR6DVam1+tFAMxNJHNRoN4uLikJKSgtDQUGzdupXhlKgGfUL6wFXuilJdqcl29lGBT/G7uroiJiYGu3fvNm7T6XTYvXs3evfu7ZAabg+nO3bsQJMmTRyybyIp69a8G57p+gxc5IYQopApMKnDJAwMG2jX/R45cgRyudzsW39ZWRlOnDhh1nCzs7MxceJELF++3K51CUUMffT2cJqQkICoqCiH7JtIyvzc/fBmvzfh7XLrtulxYXGY3GmyXfcrhT4q+Cn+GTNmYNKkSejRowd69uyJDz/8EAUFBXjkkUfsvm+GU6KGeaLLExjfZjxSb6Yi0jcSgV6BNb+ogZKSkhAVFQVvb2+T7SkpKSgpKTFprCUlJRgzZgzmzJmDPn2c9zpyIfsowylRwwyNGIr+of1xPPM4mns2R6Qq0u77lEQf1YvAJ598om/ZsqXe1dVV37NnT/3+/ftr9bqcnBw9AH1OTk699jtixAg9AH1sbKz+xo0b9XoPIikqKirSp6Sk6IuKioQuxW50Op3+/vvv18+bN6/GsdV9Hg3tM44iVB996aWX9AD0oaGh+jNnztTrPYikiH3UlK37qEyv1+sdF4dtKzc3FyqVCjk5OfD19a3z63NycjB79mwsXLiQR06pUSkuLsaFCxcQGRkJd3d3ocuxiz/++AP9+/dHdHS0cds333yDzp07m42t7vNoaJ8Ru4b+fuXl5XjhhRfw9NNP88gpNSrso6Zs3UcFP8XvaJmZmQgIMKzVp1Kp8NlnnwlcERHZw1133SXofaSdWXZ2NlQqFRQKBZRKJT744AOhSyIiOxCyjzaqBenUajXat2+Pd999V+hSiIgkSaPRoF+/fnjssceg1WqFLoeInFSjCahqtRpxcXHIzMzE2rVrUVpaWvOLiIjIqOqEqJ07d5otbUVEZCuNIqBWhtOqs/VdXV2FLouISDJun62fmJiIkJAQocsiIifl9AHVUjjlhCgiotqzFE5bt24tdFlE5MScOqAynBJVT8KLeNgUPwfrGE6Jqsf+YWDrz8GpA+qePXsYToksqLwFZWFhocCViEPl58Bbc5pTq9VITU1lOCW6DfuoKVv3UadeZurZZ5+FSqXC6NGjGU6JqlAoFGjSpAkyMjIAAJ6enpDJZAJX5Xh6vR6FhYXIyMhAkyZNoFAohC5JdO6++25s2rQJUVFRDKdEVbCPGtirjzpdQK08DaVSqQAAEydOFLgiInEKCgoCAGNzbcyaNGli/DzIcFq/sLAQkZGGWy4OGzZM4IqIxIl99BZb91GnCqiV15xGRUVh27ZtxpBKROZkMhmCg4PRvHlzlJWVCV2OYFxcXHjktIrKa07z8vKQmJiIVq1aCV0SkWixjxrYo486TUCtOiGqVatWvGiZqJYUCgUDGgEwnxDFhfiJaod91PacYpLUiRMnOFufiKgBMjIyTMJpQkICoqKihC6LiBoppziCOnLkSNy4cYPhlIionkaOHInTp08znBKRKDjFEVSGUyKihmE4JSIxkfQR1MrrTLt06YIff/wRcrkcubm5AldFRM6ksqc463Xtlb9XYGAgfv75ZwQGBrKPEpFN1aePyvQS7rqXL19GWFiY0GUQUSOQlpaGFi1aCF2GzbGPEpGj1KWPSjqg6nQ6XL16FT4+PjZdHDc3NxdhYWFIS0uDr6+vzd63sePnah/8XO2j8nO9dOkSZDIZQkJCIJc7xVVRJthHpYWfq33wc7WPhvRRSZ/il8vldj2i4evry7+odsDP1T74udqHSqVy6s+VfVSa+LnaBz9X+6hPH3W+wwFEREREJGkMqEREREQkKgyoFri5uWHevHlwc3MTuhSnws/VPvi52gc/14bh52cf/Fztg5+rfTTkc5X0JCkiIiIicj48gkpEREREosKASkRERESiwoBKRERERKLCgEpEREREosKAepslS5YgIiIC7u7u6NWrFw4ePCh0SZK3YMECxMbGwsfHB82bN8eYMWNw+vRpoctyKgsXLoRMJsPzzz8vdClO4cqVK3jooYfg7+8PDw8PdO7cGYcPHxa6LElhL7Ut9lHHYC+1nYb2UQbUKtasWYMZM2Zg3rx5SEpKQpcuXTBkyBBkZGQIXZqk7dmzB9OmTcP+/fuxc+dOlJWV4V//+hcKCgqELs0pHDp0CMuWLUN0dLTQpTiFGzduoG/fvnBxccHWrVuRkpKC9957D35+fkKXJhnspbbHPmp/7KW2Y5M+qiejnj176qdNm2Z8rNVq9SEhIfoFCxYIWJXzycjI0APQ79mzR+hSJC8vL08fFRWl37lzp37AgAH66dOnC12S5M2ePVt/1113CV2GpLGX2h/7qG2xl9qWLfooj6BWKC0txZEjRzB48GDjNrlcjsGDB2Pfvn0CVuZ8cnJyAABNmzYVuBLpmzZtGkaMGGHy95YaZvPmzejRowfuvfdeNG/eHN26dcPnn38udFmSwV7qGOyjtsVealu26KMMqBUyMzOh1WoRGBhosj0wMBDp6ekCVeV8dDodnn/+efTt2xedOnUSuhxJW716NZKSkrBgwQKhS3Eq58+fx9KlSxEVFYXt27fjqaeewnPPPYevv/5a6NIkgb3U/thHbYu91PZs0UeVdqyPyMy0adNw4sQJ/PHHH0KXImlpaWmYPn06du7cCXd3d6HLcSo6nQ49evTAW2+9BQDo1q0bTpw4gc8++wyTJk0SuDoi9lFbYi+1D1v0UR5BrRAQEACFQgGNRmOyXaPRICgoSKCqnMszzzyDLVu2ICEhAS1atBC6HEk7cuQIMjIy0L17dyiVSiiVSuzZswcff/wxlEoltFqt0CVKVnBwMDp06GCyrX379rh06ZJAFUkLe6l9sY/aFnupfdiijzKgVnB1dUVMTAx2795t3KbT6bB792707t1bwMqkT6/X45lnnsGGDRvw22+/ITIyUuiSJC8+Ph7Hjx/HsWPHjD89evTAgw8+iGPHjkGhUAhdomT17dvXbPmeM2fOIDw8XKCKpIW91D7YR+2DvdQ+bNFHeYq/ihkzZmDSpEno0aMHevbsiQ8//BAFBQV45JFHhC5N0qZNm4bvv/8emzZtgo+Pj/E6NJVKBQ8PD4GrkyYfHx+za8+8vLzg7+/Pa9Ia6D//+Q/69OmDt956CxMmTMDBgwexfPlyLF++XOjSJIO91PbYR+2DvdQ+bNJHbbKegBP55JNP9C1bttS7urrqe/bsqd+/f7/QJUkeAIs/K1euFLo0p8KlUWzn559/1nfq1Env5uamb9eunX758uVClyQ57KW2xT7qOOylttHQPirT6/V62+ZmIiIiIqL64zWoRERERCQqDKhEREREJCoMqEREREQkKgyoRERERCQqDKhEREREJCoMqEREREQkKgyoRERERCQqDKjklC5evAiZTIZjx47V6/UymQwbN260aU1ERFLCPkpCYkAlSZo8eTJkMpnxx9/fH0OHDoVarQYAhIWF4dq1azXequ61115D165dHVAxEZG4sI+SmDGgkmQNHToU165dw7Vr17B7924olUqMHDkSAKBQKBAUFASlUmnxtXq9HuXl5Y4sl4hIdNhHSawYUEmy3NzcEBQUhKCgIHTt2hVz5sxBWloarl+/bnZqKjExETKZDFu3bkVMTAzc3Nzw7bffYv78+UhOTjYeQfjqq6+M75+ZmYmxY8fC09MTUVFR2Lx5szC/KBGRnbCPklgxoJJTyM/Px7fffovWrVvD39/f6rg5c+Zg4cKFOHnyJO6++27MnDkTHTt2NB5BuO+++4xj58+fjwkTJkCtVmP48OF48MEHkZ2d7Yhfh4jI4dhHSUwsH7cnkoAtW7bA29sbAFBQUIDg4GBs2bIFcrn1712vv/467r77buNjb29vKJVKBAUFmY2dPHky/v3vfwMA3nrrLXz88cc4ePAghg4dauPfhIhIGOyjJFY8gkqSNWjQIBw7dgzHjh3DwYMHMWTIEAwbNgz//POP1df06NGj1u8fHR1t/LOXlxd8fX2RkZHRoJqJiMSEfZTEigGVJMvLywutW7dG69atERsbiy+++AIFBQX4/PPPq31Nbbm4uJg8lslk0Ol09a6XiEhs2EdJrBhQyWnIZDLI5XIUFRXV+jWurq7QarV2rIqISDrYR0kseA0qSVZJSQnS09MBADdu3MDixYuRn5+PUaNG1fo9IiIicOHCBRw7dgwtWrSAj48P3Nzc7FUyEZGosI+SWPEIKknWtm3bEBwcjODgYPTq1QuHDh3CunXrMHDgwFq/x7hx4zB06FAMGjQIzZo1ww8//GC/gomIRIZ9lMRKptfr9UIXQURERERUiUdQiYiIiEhUGFCJiIiISFQYUImIiIhIVBhQiYiIiEhUGFCJiIiISFQYUImIiIhIVBhQiYiIiEhUGFCJiIiISFQYUImIiIhIVBhQiYiIiEhUGFCJiIiISFQYUImIiIhIVP4fKM/GUxM/FIIAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 4))\n", + "for i,prime in enumerate([2,3]):\n", + " pd = ripser(small_sample, coeff=prime, maxdim=2)['dgms']\n", + " plt.subplot(1,2,i+1) ; plot_diagrams(pd) ; _ = plt.title(\"$\\mathbb{Z}/\" + str(prime) + \"$\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are two high-persistence classes in the persistence diagram with $\\mathbb{Z}/2\\mathbb{Z}$ coefficients that do not show up in the persistence diagram with $\\mathbb{Z} / 3\\mathbb{Z}$ coefficients.\n", + "This is the signature of the projective plane $RP^2$.\n", + "To verify this, we will map these patches to $RP^2$ using real projective coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "X = GeometryExamples.line_patches(dim=10, n_angles=75, n_offsets=75, sigma=0.25)\n", + "dist_mat, pointcloud_permutation = GeometryUtils.landmark_geodesic_distance(X, 300, 20)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "pc = ProjectiveCoords(dist_mat, n_landmarks=300, distance_matrix=True)\n", + "proj_coords = pc.get_coordinates(proj_dim=2, perc=0.8, cocycle_idx=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "subsample = GeometryUtils.get_greedy_perm_pc(proj_coords, 300)['perm']\n", + "stereo_projection_dim_red_subsample = ProjectiveMapUtils.get_stereo_proj_codim1(proj_coords[subsample, :])\n", + "\n", + "plt.figure(figsize=(8, 8))\n", + "PlotUtils.imscatter(stereo_projection_dim_red_subsample, X[pointcloud_permutation][subsample], 10)\n", + "_ = PlotUtils.plot_proj_boundary()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "fiberwise-dim-red", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.0" + }, + "vscode": { + "interpreter": { + "hash": "5319f7d1bb481ce08c8f66b2d322eecc66f5ad1db17e754b4db3cc689c7d8716" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/.doctrees/nbsphinx/notebooks/MooreSpace.ipynb b/.doctrees/nbsphinx/notebooks/MooreSpace.ipynb new file mode 100644 index 0000000..6c16797 --- /dev/null +++ b/.doctrees/nbsphinx/notebooks/MooreSpace.ipynb @@ -0,0 +1,161 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lens coordinates on Moore space\n", + "\n", + "In this example, we use lens coordinates to parametrize a finite sample of the Moore space $M(1,\\mathbb{Z}/3)$, characterized by the fact that its reduced cohomology with coefficients in $\\mathbb{Z}$ is zero in every degree except for degree $1$, in which it is $\\mathbb{Z}/3$." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from dreimac import LensCoords, CircleMapUtils, PlotUtils, GeometryExamples, LensMapUtils" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The Moore space $M(1,\\mathbb{Z}/3)$ can be constructed by taking a quotient of the two-dimensional unit disk $D \\subseteq \\mathbb{R}^2$, where each point in the boundary is glued to its rotation by $2\\pi/3$ radians. Here, we display a fundamental domain. We color points so that points in the boundary with the same color are close to each other.\n", + "In order to perform the gluing, we use a function that constructs a distance matrix implementing the gluing described above." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "q = 3\n", + "dist_mat, X = GeometryExamples.moore_space_distance_matrix(rough_n_points=2000, prime=q)\n", + "colors = CircleMapUtils.to_sinebow(np.array([np.arctan2(*x) * q for x in X]))\n", + "\n", + "plt.figure()\n", + "plt.scatter(X[:,0],X[:,1],c=colors)\n", + "_ = plt.axis(\"equal\")\n", + "_ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We confirm that the sample approximates the Moore space by computing persistent cohomology with coefficients in $\\mathbb{Z}/2$ and $\\mathbb{Z}/3$." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from ripser import ripser\n", + "from persim import plot_diagrams\n", + "plt.figure(figsize=(8, 4))\n", + "for i,prime in enumerate([2,3]):\n", + " pd = ripser(dist_mat, coeff=prime, maxdim=2, n_perm=300, distance_matrix=True)['dgms']\n", + " plt.subplot(1,2,i+1) ; plot_diagrams(pd) ; _ = plt.title(\"$\\mathbb{Z}/\" + str(prime) + \"$\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now compute Lens coordinates and display them in the fundamental domain given by the three-dimensional disk in $\\mathbb{R}^3$.\n", + "The plot is easier to understand if you interact with it yourself!" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "lc = LensCoords(dist_mat, n_landmarks=500, distance_matrix=True)\n", + "coords = lc.get_coordinates(perc=0.99, complex_dim=2, cocycle_idx=0)\n", + "coords_R3 = LensMapUtils.lens_3D_to_disk_3D(coords, 3)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "fig = plt.figure()\n", + "ax = plt.axes(projection='3d')\n", + "PlotUtils.plot_3sphere_mesh()\n", + "_ = ax.scatter3D(coords_R3[:,0], coords_R3[:,1], coords_R3[:,2], s=20, c=colors)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac-installed", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.16" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/.doctrees/nbsphinx/notebooks/bullseye.ipynb b/.doctrees/nbsphinx/notebooks/bullseye.ipynb new file mode 100644 index 0000000..2f2536c --- /dev/null +++ b/.doctrees/nbsphinx/notebooks/bullseye.ipynb @@ -0,0 +1,253 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Toroidal coordinates on bullseye\n", + "\n", + "An example of how toroidal coordinates is more reliable than circular coordinates when more than one prominent class is present. In this example, we seek to find a single circle-valued map that parametrizes all circularities present in the data at once. For this, we first find a circle-valued map representing each class and then add together these circle-valued maps into a single circle-valued map.\n", + "\n", + "We use two approaches. In one, we use toroidal coordinates to find three \"geometrically independent\" circle-valued maps and then sum them together. In the second, we run circular coordinates three times with different cocycles and sum the output circle-valued maps together." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from dreimac import ToroidalCoords, CircularCoords, GeometryExamples, CircleMapUtils\n", + "from persim import plot_diagrams" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = GeometryExamples.bullseye()\n", + "plt.figure(figsize=(4,4))\n", + "plt.scatter(X[:,0],X[:,1], s = 10)\n", + "plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The persistence diagram suggests that there are three prominent 1-dimensional holes." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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isjC///47g1Fk9mI3QERE+qZPnw5fX19ERUUxGEXCLUciIgtw4MAB3Lp1S/d41KhRDEYRMRyJiESmUCgQERGBxx57DEVFRWK3Q2A4EhGJquZFxOVyOVxcXMRuiSByOKanpyM2NhY+Pj6QSCTYtm1bg/VpaWmQSCR1JqVSqVe3fPly+Pn5wdnZGaGhoTh8+LAJPwURUfPw7hqWS9RwLCsrQ1BQEJYvX96k150+fRr5+fm6ydPTU/fchg0bkJCQgAULFiArKwtBQUGIjIxEYWGhsdsnImo2BqNlE3W0anR0NKKjo5v8Ok9PT7Rr187gc0uWLMHzzz+PKVOmAACSkpKwc+dOrFq1CrNnz25Ju0RERrF3714Go4WzymOOwcHB8Pb2xogRI3DgwAHd/IqKCmRmZiIiIkI3z87ODhEREcjIyKh3eWq1GiqVSm8iIjKVzp07o3379gxGC2ZV4ejt7Y2kpCR8//33+P777+Hr64uhQ4ciKysLAHD9+nVoNBp4eXnpvc7Ly6vOccmaEhMTIZPJdJOvr69JPwcR2baePXvi4MGDDEYLZlUXAQgMDERgYKDu8ZAhQ3D+/Hl8/PHH+Oabb5q93Dlz5iAhIUH3WKVSMSCJyKgUCgU0Gg0ee+wxAICfn5+4DVGDrCocDRk8eDD2798PAPDw8IBUKkVBQYFeTUFBAeRyeb3LcHJy4l9vRGQy1YNvBEHAf//7XwwaNEjslugerGq3qiE5OTnw9vYGADg6OiIkJAQKhUL3vFarhUKhQFhYmFgtEpENqzkqdcSIEejfv7/YLVEjiLrlWFpainPnzuke5+bmIicnBx06dMB9992HOXPm4MqVK1izZg0AYOnSpfD390efPn1QXl6OL7/8Env27MEvv/yiW0ZCQgLi4+MxcOBADB48GEuXLkVZWZlu9CoRkbnwdA3rJWo4HjlyBMOGDdM9rj7uFx8fj+TkZOTn5yMvL0/3fEVFBV599VVcuXIFrq6u6N+/P1JTU/WWMXbsWFy7dg3z58+HUqlEcHAwUlJS6gzSISIyJQajdZMIgiCI3YSlUalUkMlkKC4uhru7u9jtEJGVOXr0KB588EEGo4hauh63+gE5RESWpk+fPhg9ejRKSkoYjFaK4UhEZGT29vZYs2YNNBoNg9FKWf1oVSIiS6BQKPDCCy9Ao9EAuBuQDEbrxS1HIqIWqjn4pnfv3vjXv/4ldkvUQtxyJCJqgdqjUqdNmyZ2S2QEDEciombi6RqtF8ORiKgZGIytG8ORiKiJioqKMGbMGAZjK8ZwJCJqonbt2mHNmjV48sknGYytFK+QYwCvkENEhlRVVcHenoP8rUFL1+PcciQiaoTU1FT07dsXFy5cELsVMgOGIxHRPaSmpiI2NhanT5/GwoULxW6HzIDhSETUgOpgrB588+mnn4rdEpkBw5GIqB61g5GDb2wHw5GIyAAGo21jOBIR1SIIAubNm8dgtGEMRyKiWiQSCX788UckJCQwGG0Uw5GI6E/5+fm6f3t4eGDx4sUMRhvFcCQiwt1rpfbo0QNffPGF2K2QBWA4EpHNq76I+O3bt7Fz507wwmHEcCQim1b77hqbNm2CRCIRuy0SGcORiGwWbztF9WE4EpFNYjBSQxiORGSTMjIyGIxUL957hYhs0uuvv45u3bphzJgxDEaqg1uORGQzDh06hNu3bwO4e6L/3//+dwYjGcRwJCKboFAoMHToUN0pG0QNYTgSUatXc/BNmzZtIJVKxW6JLBzDkYhaNY5KpeZgOBJRq8VgpOZiOBJRq8RgpJYQNRzT09MRGxsLHx8fSCQSbNu2rcH6LVu2YMSIEejUqRPc3d0RFhaGn3/+Wa/mzTffhEQi0Zt69eplwk9BRJaoffv2cHFxYTBSs4gajmVlZQgKCsLy5csbVZ+eno4RI0Zg165dyMzMxLBhwxAbG4vs7Gy9uj59+iA/P1837d+/3xTtE5EFGzBgAA4ePMhgpGYR9SIA0dHRiI6ObnT90qVL9R6///772L59O3788Uc88MADuvn29vaQy+XGapOIrIRCoYCLiwuGDBkCANxrRM1m1ccctVotSkpK0KFDB735Z8+ehY+PD7p164YJEyYgLy+vweWo1WqoVCq9iYisS/UxxqioKBw/flzsdsjKWXU4fvTRRygtLcUzzzyjmxcaGork5GSkpKRgxYoVyM3Nxd/+9jeUlJTUu5zExETIZDLd5Ovra472ichIag6+CQ8PR8+ePcVuiaycRLCQu3pKJBJs3boVcXFxjapfu3Ytnn/+eWzfvh0RERH11hUVFaFr165YsmQJnnvuOYM1arUaarVa91ilUsHX1xfFxcVwd3dv0ucgIvPiqFQyRKVSQSaTNXs9bpUXHl+/fj2mTp2KTZs2NRiMANCuXTv07NkT586dq7fGycmJv0xEVojBSKZidbtV161bhylTpmDdunV4/PHH71lfWlqK8+fPw9vb2wzdEZG5HDlyhMFIJiPqlmNpaaneFl1ubi5ycnLQoUMH3HfffZgzZw6uXLmCNWvWALi7KzU+Ph6ffPIJQkNDoVQqAQAuLi6QyWQAgJkzZyI2NhZdu3bF1atXsWDBAkilUowfP978H5CITKZv374YNmwYpFIpg5GMTtRjjmlpaRg2bFid+fHx8UhOTsbkyZNx8eJFpKWlAQCGDh2Kffv21VsPAOPGjUN6ejpu3LiBTp064eGHH8Z7772H7t27N7qvlu6rJiLzKC8vh0QiYTBSHS1dj1vMgBxLwnAkskypqalQKBR4//33IZFIxG6HLJhNDsghItuTmpqK2NhYlJeXIyAgAM8++6zYLVErZnUDcojI9tQMxpiYGEyYMEHslqiVYzgSkUWrHYwcfEPmwHAkIovFYCSxMByJyCIVFhYiLi6OwUiiYDgSkUXy9PTEihUrMGrUKAYjmR1P5TCAp3IQiUer1cLO7q+/2wVB4Gkb1GQtXY9zy5GILIZCocDAgQORn5+vm8dgJDEwHInIIlRfRDw7OxuJiYlit0M2juFIRKKrfXeNDz/8UOyWyMYxHIlIVLztFFkihiMRiYbBSJaK4UhEotBoNHjllVcYjGSRGI5EJAqpVIpdu3bhxRdfZDCSxeF5jgbwPEci07lx4wY6duwodhvUyvE8RyKyGgqFAv7+/ti4caPYrRA1iOFIRGZRPfimpKQE69atA3dakSVjOBKRydUelbp+/Xpe+YYsGsORiEyKp2uQNWI4EpHJMBjJWjEcichkdu3axWAkq2QvdgNE1Hp99NFHCAwMRHx8PIORrAq3HInIqLKyslBRUQHg7u2mpk2bxmAkq8NwJCKjUSgUeOihh/DMM8/oApLIGjEcicgoag6+0Wg0PI+RrBrDkYhajKNSqbXhgBy6t9x04Oh6QBCA/s8A3YeJ3RHdS9Fl4H9fArcuAn4PAw9MBBycTfJWDEZqjRiO1LDMZODHl/96fHQtMPIjYPDzorVE93DzArDyUeDOrbuPT24DTv0ATPoBuHQA2D0fyD8KePYGIhYAPSKa/VYMRmqtuFuV6qfVAHvfrzs/LRGo4mALi3Xws7+CsVpuOpCzFlgzGriSCWirAOUxYO04oPD3uzV5h4DMrwHlCcPLvZkLXDutN8ve3h52dnYMRmp1uOVI9SsvBkoL6s6/fePu5O5t/p7o3q6fNTz/l3mAttYfNdpKYN9CoPIOcOanv+aHTAFil94N1VM/AudS726RAoBXX+DprwGPHggPD8f+/fvRu3dvBiO1KgxH0ld55+7xReWxu7vdOnT7a6VYrd19gJuXOP3RvXUZCFz8b935d24Yrv9tS915mavv/gF06oc6TykycuCZPxb93s4EADzwwAMt6ZbIIjVrt2pBQQEmTpwIHx8f2NvbQyqV6k2NlZ6ejtjYWPj4+EAikWDbtm33fE1aWhoGDBgAJycn9OjRA8nJyXVqli9fDj8/Pzg7OyM0NBSHDx9uwqezYZXlwOqRwI4ZwJFVwK6Zd3etSmtsEdg5AFEfAHbcI2+xwqYDHXu0fDkGgjH1QhVi1t3Go4uzce7I3pa/B5GFataW4+TJk5GXl4d58+bB29u72beeKSsrQ1BQEJ599lk8+eST96zPzc3F448/jn/+85/47rvvoFAoMHXqVHh7eyMyMhIAsGHDBiQkJCApKQmhoaFYunQpIiMjcfr0aXh6ejarT5txfBNwNUt/XtElYOhcwN7x7mjVPqOBDv7i9EeN08YD+Md/724R/rb17i5RI0i9UIXYdbdRXgVEdJPC16+bUZZLZIkkQjPO1G3bti3++9//Ijg42HiNSCTYunUr4uLi6q157bXXsHPnTpw48deAgXHjxqGoqAgpKSkAgNDQUAwaNAjLli0DAGi1Wvj6+uJf//oXZs+e3aheVCoVZDIZiouL4e7u3vwPZW1+eg04lFR3/gMTgVHLzN8Ptdw3o4Hze5r+Oud2QHmR7mHNYIzpaY/Nrz8Jp0kbjNYmkbG1dD3erH1jvr6+olz9IiMjAxER+sPOIyMjkZGRAQCoqKhAZmamXo2dnR0iIiJ0NYao1WqoVCq9ySbJ+xme7x1k3j7IOKrUf41Ebar6gjHQEZvfmwqnZ/5jnB6JLFSzwnHp0qWYPXs2Ll68aOR2GqZUKuHlpT8QxMvLCyqVCnfu3MH169eh0WgM1iiVynqXm5iYCJlMppt8fX1N0r/F6/sU0Hmg/jyvfkDQeHH6oZb59XOg5GqLFpFxuUYwjhiKzUdVcHpqBeAsM1KTRJap0ccc27dvr3dssaysDN27d4erqyscHBz0am/evGm8Ds1gzpw5SEhI0D1WqVS2GZAOzsDkHcCxjX+NVg0aBzi2Ebszao7TKS1eRF9PKUK8pWjvIsHmdyfzdA2yGY0Ox6VLl5qwjcaRy+UoKNA/766goADu7u5wcXHRjZY1VCOXy+tdrpOTE3/pqzm4ACHxYndBxuDSvsWLaOskwU8TXOEoBZza1f87RNTaNDoc4+PFX2GGhYVh165devN2796NsLAwAICjoyNCQkKgUCh0A3u0Wi0UCgWmT59u7naJxDX4eeBMCoCmjQ9QXKhCZr4Gsx66+wdjWyfJ3d2oLbjMHJG1adYxR6lUisLCwjrzb9y40aTzHEtLS5GTk4OcnBwAd0/VyMnJQV5eHoC7uzsnTZqkq//nP/+JCxcuYNasWfj999/x+eefY+PGjXjllVd0NQkJCVi5ciW+/vprnDp1Ci+88ALKysowZcqU5nxUIuslkQDt/QBI/pzuTfHneYyvpaqx8bfKuzM79gCe/Rmwa/zvNpG1a9Z5jvWNVFWr1XB0dGz0co4cOYJhw/66w0P1cb/4+HgkJycjPz9fF5QA4O/vj507d+KVV17BJ598gi5duuDLL7/UneMIAGPHjsW1a9cwf/58KJVKBAcHIyUlpc4gHaJW7dppYO1YQNP4a+BWB2P16RqjAu2BAZOAJz4zYaNElqlJ5zl++umnAIBXXnkF77zzDtzc3HTPaTQapKen4+LFi8jOzjZ+p2Zks+c5Uuvxyzzg4KeNLq8djJufdoGTvQSYtB3oNtR0fRKZSEvX403acvz4448B3N1yTEpK0tuF6ujoCD8/PyQlGTiJnIjMq/K24fld/wZc0r/uar3B+Mi/GYxks5oUjrm5uQCAYcOGYcuWLWjfvuWj4YjIBHqPunuz49qundR7eEWl1b/yzdMucHKQAvE7Ab8hZmqWyPI0a0DO3r17GYxElsz/EWD4AsDB9e5jRzfAJ+TunTZq6Oxuhw8inBBbHYwyT+DVMwxGsnnNurYqAPzxxx/44YcfkJeXh4oK/YP+S5YsMUpzYuExR2o1yovv3nKsYw9g2SCgJB/A3UMjNS/qoRUE2Ll2BGaeAaQO9S2NyGqY9ZhjNYVCgSeeeALdunXD77//jr59++LixYsQBAEDBgxoziKJyBScZYDPn/dbdPMCSvKhuFCFt9PV2DbWFe1dJICdPey6DQWeWs1gJPpTs3arzpkzBzNnzsTx48fh7OyM77//HpcvX0Z4eDiefvppY/dIRMYw5F+6wTfplzT4YL8a6DECmH8D+L/vAWfuJSGq1qxwPHXqlO7kfHt7e9y5cwdubm54++23sXDhQqM22NqdLSjBy+uzEbU0HbM2H8Xlm/WMMiRqIUVhe8RsrLo7+KZve7w9bw7wzBqx2yKySM3ardqmTRvdcUZvb2+cP38effr0AQBcv37deN21cleK7mDMioNQlVcBAH5XlmDv6WvY/cojaOfa+IspEN2LQqFATEwMytUViImJwebNm3k9YaIGNGvL8cEHH8T+/fsBACNHjsSrr76K9957D88++ywefPBBozbYmq09dEkXjNWulaixJeuKSB1Ra6QLxvJyBiNRIzVry3HJkiUoLS0FALz11lsoLS3Fhg0bEBAQYPUjVc1JWaw2OL9AVW7mTqi1qqysxD/+8Q8GI1ETNSscu3Xrpvt3mzZteFWcZurp5WZwfh8f3kiWjMPBwQG7du3CokWLsHz5cgYjUSM1a7cqABQVFeHLL7/EnDlzdDc3zsrKwpUr3CXYWMp6thD/KOKgHGqZ4uJi3b979uyJL7/8ksFI1ATNCsdjx46hZ8+eWLhwIT766CMUFRUBALZs2YI5c+YYs79W7bZaY3B+Sa3jkERNoVAo4O/vj5SUFLFbIbJazQrHhIQETJ48GWfPnoWzs7Nu/siRI5Genm605lq7yL6Gb6MV2Yd3XKfmqR58c+vWLXz11Vdit0NktZoVjv/73//wj3/8o878zp07Q6lUtrgpW/FoLy9MH9YDjtK7/xucHezw+sj7EezbTtzGyCrVHpX67bffit0SkdVq1oAcJycnqFSqOvPPnDmDTp06tbgpWzIzMhBTHvJD7vUyBHi1hcyFl++ipuPpGkTG1awtxyeeeAJvv/02KisrAQASiQR5eXl47bXXMGbMGKM2aAs6ujlhoF8HBiM1C4ORyPiaFY6LFy9GaWkpOnXqhDt37iA8PBw9evRA27Zt8d577xm7RyJqwNq1axmMREbW7FtWAcCBAwdw9OhRlJaWYsCAAYiIiDBmb6LhLavImlRVVeGzzz7Diy++yGAk+pPZb1ml1WqRnJyMLVu24OLFi5BIJPD394dcLq9zjzgiMo3jx4+jd+/ekEqlsLe3xyuvvCJ2S0StSpN2qwqCgCeeeAJTp07FlStX0K9fP/Tp0weXLl3C5MmTMXr0aFP1SUR/Sk1NxeDBgzF16lRoNIbPlSWilmnSlmNycjLS09OhUCgwbNgwvef27NmDuLg4rFmzRnc7KyIyrtTUVMTGxqK8vBzXr1+HRqOBVCoVuy2iVqdJW47r1q3D3Llz6wQjADz66KOYPXs2vvvuO6M1R0R/qRmM1YNvHB15azMiU2hSOB47dgxRUVH1Ph8dHY2jR4+2uCki0mcoGDn4hsh0mhSON2/ehJeX4UueAYCXlxdu3brV4qaI6C8MRiLza1I4ajQa2NvXf5hSKpWiqooXzSYypjt37kCj0TAYicyoSQNyBEHA5MmT6/3lVKsN37yXiJovNjYWaWlpCAkJYTASmUmTwjE+Pv6eNRypStRyaWlpuO+++3Q3Fh8yZIjIHRHZliaF4+rVq03VBxH9qfpaqZ06dcKBAwfg6+srdktENqdZ11YlItOoeRHxoKAgeHp6it0SkU1iOBJZCN5dg8hyWEQ4Ll++HH5+fnB2dkZoaCgOHz5cb+3QoUMhkUjqTI8//riuZvLkyXWeb+j8TCKxMRiJLEuzbnZsTBs2bEBCQgKSkpIQGhqKpUuXIjIyEqdPnza4S2nLli2oqKjQPb5x4waCgoLw9NNP69VFRUXpHSPlioYs1f79+xmMRBZG9HBcsmQJnn/+eUyZMgUAkJSUhJ07d2LVqlWYPXt2nfoOHTroPV6/fj1cXV3rhKOTkxPkcrnpGicykl69eiEwMBC+vr4MRiILIepu1YqKCmRmZurdB9LOzg4RERHIyMho1DK++uorjBs3Dm3atNGbn5aWBk9PTwQGBuKFF17AjRs36l2GWq2GSqXSm4jMxcPDA3v27GEwElkQUcOx+q4CtS9J5+XlBaVSec/XHz58GCdOnMDUqVP15kdFRWHNmjVQKBRYuHAh9u3bh+jo6Hpv75OYmAiZTKabOHSeTE2hUGDlypW6xx06dGAwElkQ0XertsRXX32Ffv36YfDgwXrzx40bp/t3v3790L9/f3Tv3h1paWkYPnx4neXMmTMHCQkJuscqlYoBSSZTc/BN586dMXLkSLFbIqJaRN1y9PDwgFQqRUFBgd78goKCex4vLCsrw/r16/Hcc8/d8326desGDw8PnDt3zuDzTk5OcHd315uITKH2qFRDf6wRkfhEDUdHR0eEhIRAoVDo5mm1WigUCoSFhTX42k2bNkGtVuP//u//7vk+f/zxB27cuAFvb+8W90zUXDxdg8h6iH6eY0JCAlauXImvv/4ap06dwgsvvICysjLd6NVJkyZhzpw5dV731VdfIS4uDh07dtSbX1pain//+9/49ddfcfHiRSgUCowaNQo9evRAZGSkWT4TUW0MRiLrIvoxx7Fjx+LatWuYP38+lEolgoODkZKSohukk5eXBzs7/Qw/ffo09u/fj19++aXO8qRSKY4dO4avv/4aRUVF8PHxwWOPPYZ33nmHKyMSxYULFxiMRFZGIgiCIHYTlkalUkEmk6G4uJjHH6nFBEHAm2++iaysLAYjkZm0dD3OcDSA4UjGIAgCJBKJ7t/3ulk4ERlPS9fjoh9zJGqNUlNTERMTg7KyMgCARCJhMBJZEYYjkZGlpqYiNjYWu3btwqJFi8Ruh4iageFIZETVwVg9+Gbu3Llit0REzcBwJDKS2sHIwTdE1ovhSGQEDEai1oXhSNRC5eXliI+PZzAStSIMR6IWcnZ2xo8//oiJEycyGIlaCZ7naADPc6TGuH37NlxdXcVug4gM4HmORCJITU2Fv78/Dh48KHYrRGQCDEeiJqoefFNYWIhly5aJ3Q4RmQDDkagJao9KXb16tdgtEZEJMByJGomnaxDZDoYjUSMwGIlsC8ORqBGSkpIYjEQ2hLcJIGqEb7/9Fg888ABmzpzJYCSyAdxyJKrHmTNnUH0asLOzM15//XUGI5GNYDgSGaBQKBAUFISZM2eC18kgsj0MR6JaFAoFYmJiUF5ejjNnzqCqqkrslojIzBiORDXUDMbqwTcODg5it0VEZsZwJPqToWDkMUYi28RwJAKDkYj0MRyJACiVSqjVagYjEQHgeY5EAIAJEyZALpfj4YcfZjASEbccyXalp6cjPz9f93j48OEMRiICwHAkG6VQKBAZGYlHH30UhYWFYrdDRBaG4Ug2p+bgmx49ekAmk4ndEhFZGIYj2RSOSiWixmA4ks1gMBJRYzEcySbs27ePwUhEjcZTOcgmdO/eHZ07d8b999/PYCSie7KILcfly5fDz88Pzs7OCA0NxeHDh+utTU5OhkQi0ZucnZ31agRBwPz58+Ht7Q0XFxdERETg7Nmzpv4YZMG6dOmC/fv3MxiJqFFED8cNGzYgISEBCxYsQFZWFoKCghAZGdng8Hp3d3fk5+frpkuXLuk9v2jRInz66adISkrCoUOH0KZNG0RGRqK8vNzUH4csSGpqKjZu3Kh7LJfLGYxE1DiCyAYPHiy89NJLuscajUbw8fEREhMTDdavXr1akMlk9S5Pq9UKcrlc+PDDD3XzioqKBCcnJ2HdunWN6qm4uFgAIBQXFzfuQ5DF2b17t+Ds7CxIpVJh7969YrdDRGbW0vW4qFuOFRUVyMzMREREhG6enZ0dIiIikJGRUe/rSktL0bVrV/j6+mLUqFH47bffdM/l5uZCqVTqLVMmkyE0NLTeZarVaqhUKr2JrFdqaipiY2NRXl6O6OhohIWFid0SEVkZUcPx+vXr0Gg08PLy0pvv5eUFpVJp8DWBgYFYtWoVtm/fjm+//RZarRZDhgzBH3/8AQC61zVlmYmJiZDJZLrJ19e3pR+NRFIzGDkqlYiaS/Rjjk0VFhaGSZMmITg4GOHh4diyZQs6deqEL774otnLnDNnDoqLi3XT5cuXjdgxmQuDkYiMRdRw9PDwgFQqRUFBgd78goICyOXyRi3DwcEBDzzwAM6dOwcAutc1ZZlOTk5wd3fXm8i6nDp1isFIREYjajg6OjoiJCQECoVCN0+r1UKhUDT6OJFGo8Hx48fh7e0NAPD394dcLtdbpkqlwqFDh3jsqRXr1asXnn32WQYjERmF6BcBSEhIQHx8PAYOHIjBgwdj6dKlKCsrw5QpUwAAkyZNQufOnZGYmAgAePvtt/Hggw+iR48eKCoqwocffohLly5h6tSpAACJRIIZM2bg3XffRUBAAPz9/TFv3jz4+PggLi5OrI9JJiaRSLBs2TJUVlbC0dFR7HaIyMqJHo5jx47FtWvXMH/+fCiVSgQHByMlJUU3oCYvLw92dn9t4N66dQvPP/88lEol2rdvj5CQEBw8eBC9e/fW1cyaNQtlZWWYNm0aioqK8PDDDyMlJaXOxQLIuikUCnz11VdITk6Go6MjJBIJg5GIjEIiCIIgdhOWRqVSQSaTobi4mMcfLVTNi4h/8MEHeO2118RuiYgsSEvX41Y3WpWo9t01ZsyYIXZLRNTKMBzJqvC2U0RkDgxHshoMRiIyF4YjWYXS0lKMGzeOwUhEZsFwJKvg5uaGzZs3Y+zYsQxGIjI5jlY1gKNVLYdarWYQElGTcbQqtVoKhQI9e/bE8ePHxW6FiGwMw5EsUvXgm7y8PCxevFjsdojIxjAcyeLUHpXakjuuEBE1B8ORLApP1yAiS8BwJIvBYCQiS8FwJIsgCAIWLVrEYCQii8BwJIsgkUiwefNmvP766wxGIhIdw5FEdenSJd2/27Zti3fffZfBSESiYziSaBQKBXr16oX3339f7FaIiPQwHEkUNQffZGRkQKPRiN0SEZEOw5HMztCoVKlUKnZbREQ6DEcyK56uQUTWgOFIZsNgJCJrwXAkszl16hSDkYisgr3YDZDtmD59Onx9fREVFcVgJCKLxi1HMqkDBw7g1q1busejRo1iMBKRxWM4ksmkpqYiIiICI0aMQFFRkdjtEBE1GsORTCI1NRWxsbEoLy+Ht7c3XFxcxG6JiKjRGI5kdDWDkYNviMgaMRzJqBiMRNQacLQqGc2ePXsYjERmotFoUFlZKXYbonFwcDDplbUYjmQ0Xbp0Qfv27RESEsJgJDIRQRCgVCo5yA1Au3btIJfLIZFIjL5shiMZTc+ePXHw4EF4e3szGIlMpDoYPT094erqapJgsHSCIOD27dsoLCwEAHh7exv9PRiO1CIKhQKVlZWIiooCAPj5+YnbEFErptFodMHYsWNHsdsRVfUI+MLCQnh6ehp9FyvDkZqt+lqpgiAgPT0dgwcPFrslolat+hijq6uryJ1YhurvobKy0ujhaBGjVZcvXw4/Pz84OzsjNDQUhw8frrd25cqV+Nvf/ob27dujffv2iIiIqFM/efJkSCQSval6y4aMo+ZFxEeMGIGgoCCxWyKyGba4K9UQU34Poofjhg0bkJCQgAULFiArKwtBQUGIjIzU7UuuLS0tDePHj8fevXuRkZEBX19fPPbYY7hy5YpeXVRUFPLz83XTunXrzPFxbALvrkFErZ3o4bhkyRI8//zzmDJlCnr37o2kpCS4urpi1apVBuu/++47vPjiiwgODkavXr3w5ZdfQqvVQqFQ6NU5OTlBLpfrpvbt25vj47R6DEYisgWihmNFRQUyMzMRERGhm2dnZ4eIiAhkZGQ0ahm3b99GZWUlOnTooDc/LS0Nnp6eCAwMxAsvvIAbN27Uuwy1Wg2VSqU3mcvlm7cxf/sJjP0iA+/tPInCknKzvXdTHT16lMFIRDZB1AE5169fh0ajgZeXl958Ly8v/P77741axmuvvQYfHx+9gI2KisKTTz4Jf39/nD9/HnPnzkV0dDQyMjIMHrRNTEzEW2+91bIP0wyFqnLEfrYfRXfuHmQ/lHsTO47l45dXHkFbZwez93Mvffr0wejRo1FSUsJgJKJWzapHq37wwQdYv3490tLS4OzsrJs/btw43b/79euH/v37o3v37khLS8Pw4cPrLGfOnDlISEjQPVapVPD19TVt8wBWpJ3XBWO1/OJyfHcoD/8M727y928qe3t7rFmzBhqNhsFIRK2aqOHo4eEBqVSKgoICvfkFBQWQy+UNvvajjz7CBx98gNTUVPTv37/B2m7dusHDwwPnzp0zGI5OTk6irOx//k1pcP4POVctJhwVCgU2b96MZcuWQSqVwt7eHvb2Vv03FVGrU1ZWVu9zUqlUb+OhoVo7Ozu9O+jUV9umTZtmdGldRD3m6OjoiJCQEL3BNNWDa8LCwup93aJFi/DOO+8gJSUFAwcOvOf7/PHHH7hx44ZJrqLQErcrqgzOLym3jOslVg++SUpKwueffy52O0RUDzc3t3qnMWPG6NV6enrWWxsdHa1X6+fnZ7CuuebNm4fAwEBMnDgRKpUK27dvR//+/fHII4/g6NGjzV6uKYi+CZCQkID4+HgMHDgQgwcPxtKlS1FWVoYpU6YAACZNmoTOnTsjMTERALBw4ULMnz8fa9euhZ+fH5TKu1tf1f/TSktL8dZbb2HMmDGQy+U4f/48Zs2ahR49eiAyMlK0z2lIGyd7FN2pG5DtXUT/31JnVOq0adPEbomIrFhKSgpu3bqFI0eO4JNPPsGYMWNw8+ZNbNmyBVqtFi+++CJSU1PFblNH9LXw2LFjce3aNcyfPx9KpRLBwcFISUnRDdLJy8uDnd1fG7grVqxARUUFnnrqKb3lLFiwAG+++SakUimOHTuGr7/+GkVFRfDx8cFjjz2Gd955x+KOk7VxMnxFB3dXRzN3oo+naxBZl9LS0nqfqz0Isb5zyAHorWsB4OLFiy3qq6bs7GzEx8ejbdu2eOONN7B161bdhgsAdOzYERUVFXB0FHf9V030cASA6dOnY/r06QafS0tL03t8r/9ZLi4u+Pnnn43UmWmpDGw1AsDN2+LtVmUwElmfphwDNFXtvQQGBiIlJQWDBg3C7t27IZFI8MEHH2D48OGwt7dHQUGBxQQjYCHhaKtulhkOwSu37pi5k7uKioowZswYBiMRGd3o0aPx008/4b777oOPjw+2b9+OnTt3IigoCC4uLhY3roHhKKIKjdbg/OI74mw5tmvXDt9++y2Sk5Px3XffMRiJyGgkEglWrlypN2/atGl4/vnnLfJasQxHQlVVle70jJiYGMTExIjcERHZCksMRsACrq1K4lIoFOjbty8uXLggditERBaD4WjDqgffnD59GgsXLhS7HSIii8FwtFG1R6V++umnYrdERGQxGI42iKdrEBE1jOFoYxiMRET3xnC0IYIg4I033mAwEhHdA8PRhkgkEvz4449ISEhgMBIRNYDhaAPy8/N1//bw8MDixYsZjEREDWA4tnKpqano3r07kpKSxG6FiMhqMBxbsdTUVMTGxuLOnTvYtWsXBEEQuyUiIqvAcGylqoOxevDNpk2bLPYyTURElobh2ArVDkYOviEiSxAeHo5nn322zvzPP/8cbm5u0GoN34xBDAzHVobBSESWSBAEZGdnIyQkpM5zR44cQXBwcJ2bLYvJcjoho8jIyGAwEtE9nSkowaELN6Cu0pjl/c6ePYuSkpJ6w9HQfDHxllWtzBtvvIHu3btjzJgxDEYiqqOkvBL//DYTB87dAAB0bOOIT8Y9gIcDPEz6vpmZmZBKpQgKCtKbf+fOHZw8eRKvvvqqSd+/qbjl2AocOnQIZWVlAO6e6P/3v/+dwUhEBi3+5YwuGAHgRlkF/rUuC+WVpt2CzMrKgkajgaurKyQSiW5ydXWFRqPBgAEDAAA7duxAYGAgAgIC8OWXX5q0p4YwHK2cQqHA0KFDERMTowtIIqL67D5ZUGferduVOHLxlknfNysrC6NHj0Z2drbe9Nprr8HFxQW9e/dGVVUVEhISsGfPHmRnZ+PDDz/EjRs37r1wE2A4WrGaFxF3c3ODvT33khNRw9xdHAzOl9Uz31iysrIwdOhQBAcH6003b95E//79IZVKcfjwYfTp0wedO3eGm5sboqOj8csvv5i0r/owHK0U765BRM0RH9a1zrwH7muHfl1kJnvPCxcuoKioSLfrtKasrCzdYJyrV6+ic+fOuuc6d+6MK1eumKyvhjAcRdTRxfDXH+rf8A8pg5GImmvc4Pvw/uh+CPB0g4ebE8YN8sWq+EEmfc/MzEzY2dkhODhYb35lZSVOnDhhMDTFxv1wIspcEI3uc3dCU+O81zYOEmz4x8P1vobBSEQt9ffQ+/D30PvM9n5ZWVkICAiAm5ub3vyTJ09CrVbrwtHHx0dvS/HKlSsYPHiw2fqsSSLwgpt1qFQqyGQyFBcXw93d3SzvWXS7Au1cHe9Zl5WVhYiICDz00EMMRiIbU15ejtzcXPj7+8PZ2VnsdoyuqqoK999/P9LS0iCTyRASEoKDBw+iY8eOBusb+j5auh7nlqOFaEwwAsCAAQNw8OBB+Pv7MxiJqFWxt7fH4sWLMWzYMGi1WsyaNaveYDR5L6K8KzWJQqGAi4sLhgwZAgDo1auXyB0REZnGE088gSeeeELsNhiOlq76GKODgwMOHDiAfv36id0SEVGrx9GqFqzm4Jvw8HD07NlT7JaIiGwCw9FCcVQqEZF4GI4WiMFIRCQuiwjH5cuXw8/PD87OzggNDcXhw4cbrN+0aRN69eoFZ2dn9OvXD7t27dJ7XhAEzJ8/H97e3nBxcUFERATOnj1ryo9gNEeOHGEwEhGJTPRw3LBhAxISErBgwQJkZWUhKCgIkZGRKCwsNFh/8OBBjB8/Hs899xyys7MRFxeHuLg4nDhxQlezaNEifPrpp0hKSsKhQ4fQpk0bREZGory83Fwfq9n69euHRx99lMFIRCQi0S8CEBoaikGDBmHZsmUAAK1WC19fX/zrX//C7Nmz69SPHTsWZWVl2LFjh27egw8+iODgYCQlJUEQBPj4+ODVV1/FzJkzAQDFxcXw8vJCcnIyxo0bd8+exLgIQE1qtRoAGIxEpKe1XwSgqUx5EQBRtxwrKiqQmZmJiIgI3Tw7OztEREQgIyPD4GsyMjL06gEgMjJSV5+bmwulUqlXI5PJEBoaWu8y1Wo1VCqV3mROCoUCc+bMQfXfKU5OTgxGIiIRiXqe4/Xr16HRaODl5aU338vLC7///rvB1yiVSoP1SqVS93z1vPpqaktMTMRbb73VrM/QUjUH3wQEBODZZ58VpQ8iIvqL6MccLcGcOXNQXFysmy5fvmyW9609KnXChAlmeV8iImqYqOHo4eEBqVSKggL9O1MXFBRALpcbfI1cLm+wvvq/TVmmk5MT3N3d9SZT4+kaRGRrwsPDDe4d+/zzz+Hm5gatVmvgVeIQNRwdHR0REhIChUKhm6fVaqFQKBAWFmbwNWFhYXr1ALB7925dvb+/P+RyuV6NSqXCoUOH6l2muTEYicjWCIKA7Oxs3Y2Nazpy5AiCg4NhZ2c5OzNFv7ZqQkIC4uPjMXDgQAwePBhLly5FWVkZpkyZAgCYNGkSOnfujMTERADAyy+/jPDwcCxevBiPP/441q9fjyNHjuA///kPAEAikWDGjBl49913ERAQAH9/f8ybNw8+Pj6Ii4sT62PqXLt2DaNGjWIwEpFNOXv2LEpKSuoNx2HDhonQVf1ED8exY8fi2rVrmD9/PpRKJYKDg5GSkqIbUJOXl6f318SQIUOwdu1avPHGG5g7dy4CAgKwbds29O3bV1cza9YslJWVYdq0aSgqKsLDDz+MlJQUixj63KlTJyQlJWHz5s3YsGEDg5GIzC/za+DQF8DtG0BgFDB8AeDawbRvmZkJqVSKoKAgvfl37tzByZMn8eqrr5r0/ZtK9PMcLZEpznPUarV6IS8IAiQSiVGWTUS2wSjnOWZ9A/wwXX+ebyjw3C8tb7AB//73v/HRRx/V+/yxY8fQr18/jB49GmlpaRg+fDg2b97c4DJb7XmOtiI1NRUDBw5Efn6+bh6DkYhEceiLuvMuHwKu5pj0bbOysjB69GhkZ2frTa+99hpcXFzQu3dvAHcPna1Zs8akvTQGw9HEUlNTERsbi+zsbN1xUyIi0ZQXGZ5/55ZJ3zYrKwtDhw5FcHCw3nTz5k30798fUqkUADB06FC0bdvWpL00BsPRhKqDsXrwzYcffih2S0Rk6wKj685zaQ/cZ7rR/BcuXEBRUREGDBhQ57msrCyDg3TExnA0kdrByFGpRGQRHn0D8PvbX49dOwJPrQIcTDdgMTMzE3Z2dggODtabX1lZiRMnThgMTbGJPlq1NWIwEpHFcpYBk3cABb8Bt28CXQaZNBiBu1uHAQEBcHNz05t/8uRJqNVqhqMt0Gg0SEhIYDASkWXz6mO2t0pMTDQ45iIoKAiWesIEd6samVQqxa5du/Diiy8yGImImigiIgJPP/00du3ahS5dutR7NyVT45ajkVy/fh0eHh4AgC5dumD58uUid0REZH1SU1PFbgEAtxyNQqFQwN/fHxs2bBC7FSIiMgKGYwtVX0S8tLQU69evt9j950RE1HgMxxaofXeN9evX88o3REStAMOxmXjbKSKi1ovh2AwMRiISEw/f3GXK74Hh2Ay7du1iMBKR2Tk4OAAAbt++LXInlqH6e6j+XoyJp3I0w0cffYTAwEDEx8czGInIbKRSKdq1a4fCwkIAgKurq02OcxAEAbdv30ZhYSHatWunu2i5MTEcGykrKwt9+/aFo6MjJBIJpk2bJnZLRGSD5HI5AOgC0pa1a9dO930YG8OxEaqPMUZGRmLjxo1wdHQUuyUislESiQTe3t7w9PREZWWl2O2IxsHBwSRbjNUYjvdQc/CNRqPhgXAisghSqdSk4WDrOCCnAWlpaRyVSkRkg7jl2IBnnnkGarWawUhEZGO45dgABiMRkW3ilqMB1ccVhw8fjlWrVkGtVkOtVovcFRERNZZKpQLQ/AsFSASOMKnjjz/+gK+vr9htEBFRC12+fBldunRp8usYjgZotVpcvXoVbdu2NcsJtiqVCr6+vrh8+TLc3d1N/n62gN+pcfH7NC5+n8Zl6PsUBAElJSXw8fGBnV3TjyByt6oBdnZ2zfpLo6Xc3d35i2Jk/E6Ni9+ncfH7NK7a36dMJmv2sjggh4iIqBaGIxERUS0MRwvg5OSEBQsW8HQRI+J3alz8Po2L36dxmeL75IAcIiKiWrjlSEREVAvDkYiIqBaGIxERUS0MRyIioloYjmayfPly+Pn5wdnZGaGhoTh8+HCD9Zs2bUKvXr3g7OyMfv36YdeuXWbq1Ho05TtNTk6GRCLRm5ydnc3YreVKT09HbGwsfHx8IJFIsG3btnu+Ji0tDQMGDICTkxN69OiB5ORkk/dpLZr6faalpdX52ZRIJFAqleZp2MIlJiZi0KBBaNu2LTw9PREXF4fTp0/f83UtXYcyHM1gw4YNSEhIwIIFC5CVlYWgoCBERkaisLDQYP3Bgwcxfvx4PPfcc8jOzkZcXBzi4uJw4sQJM3duuZr6nQJ3r56Rn5+vmy5dumTGji1XWVkZgoKCsHz58kbV5+bm4vHHH8ewYcOQk5ODGTNmYOrUqfj5559N3Kl1aOr3We306dN6P5+enp4m6tC67Nu3Dy+99BJ+/fVX7N69G5WVlXjsscdQVlZW72uMsg4VyOQGDx4svPTSS7rHGo1G8PHxERITEw3WP/PMM8Ljjz+uNy80NFT4xz/+YdI+rUlTv9PVq1cLMpnMTN1ZLwDC1q1bG6yZNWuW0KdPH715Y8eOFSIjI03YmXVqzPe5d+9eAYBw69Yts/Rk7QoLCwUAwr59++qtMcY6lFuOJlZRUYHMzExERETo5tnZ2SEiIgIZGRkGX5ORkaFXDwCRkZH11tua5nynAFBaWoquXbvC19cXo0aNwm+//WaOdlsd/nyaRnBwMLy9vTFixAgcOHBA7HYsVnFxMQCgQ4cO9dYY42eU4Whi169fh0ajgZeXl958Ly+veo8pKJXKJtXbmuZ8p4GBgVi1ahW2b9+Ob7/9FlqtFkOGDMEff/xhjpZblfp+PlUqFe7cuSNSV9bL29sbSUlJ+P777/H999/D19cXQ4cORVZWltitWRytVosZM2bgoYceQt++feutM8Y6lHflIJsQFhaGsLAw3eMhQ4bg/vvvxxdffIF33nlHxM7I1gUGBiIwMFD3eMiQITh//jw+/vhjfPPNNyJ2ZnleeuklnDhxAvv37zf5e3HL0cQ8PDwglUpRUFCgN7+goAByudzga+RyeZPqbU1zvtPaHBwc8MADD+DcuXOmaLFVq+/n093dHS4uLiJ11boMHjyYP5u1TJ8+HTt27MDevXvveUtBY6xDGY4m5ujoiJCQECgUCt08rVYLhUKhtyVTU1hYmF49AOzevbveelvTnO+0No1Gg+PHj8Pb29tUbbZa/Pk0vZycHP5s/kkQBEyfPh1bt27Fnj174O/vf8/XGOVntLkjhqjx1q9fLzg5OQnJycnCyZMnhWnTpgnt2rUTlEqlIAiCMHHiRGH27Nm6+gMHDgj29vbCRx99JJw6dUpYsGCB4ODgIBw/flysj2BxmvqdvvXWW8LPP/8snD9/XsjMzBTGjRsnODs7C7/99ptYH8FilJSUCNnZ2UJ2drYAQFiyZImQnZ0tXLp0SRAEQZg9e7YwceJEXf2FCxcEV1dX4d///rdw6tQpYfny5YJUKhVSUlLE+ggWpanf58cffyxs27ZNOHv2rHD8+HHh5ZdfFuzs7ITU1FSxPoJFeeGFFwSZTCakpaUJ+fn5uun27du6GlOsQxmOZvLZZ58J9913n+Do6CgMHjxY+PXXX3XPhYeHC/Hx8Xr1GzduFHr27Ck4OjoKffr0EXbu3Gnmji1fU77TGTNm6Gq9vLyEkSNHCllZWSJ0bXmqTyWoPVV/f/Hx8UJ4eHid1wQHBwuOjo5Ct27dhNWrV5u9b0vV1O9z4cKFQvfu3QVnZ2ehQ4cOwtChQ4U9e/aI07wFMvRdAtD7mTPFOpS3rCIiIqqFxxyJiIhqYTgSERHVwnAkIiKqheFIRERUC8ORiIioFoYjERFRLQxHIiKiWhiOREREtTAciVqpixcvQiKRICcnp1mvl0gk2LZtm1F7IrIWDEciKzV58mRIJBLd1LFjR0RFReHYsWMAAF9fX+Tn5zd43zsAePPNNxEcHGyGjomsB8ORyIpFRUUhPz8f+fn5UCgUsLe3R0xMDABAKpVCLpfD3t7wbVsFQUBVVZU52yWyGgxHIivm5OQEuVwOuVyO4OBgzJ49G5cvX8a1a9fq7FZNS0uDRCLBTz/9hJCQEDg5OeHbb7/FW2+9haNHj+q2QJOTk3XLv379OkaPHg1XV1cEBATghx9+EOeDEpkZw5GolSgtLcW3336LHj16oGPHjvXWzZ49Gx988AFOnTqFESNG4NVXX0WfPn10W6Bjx47V1b711lt45plncOzYMYwcORITJkzAzZs3zfFxiERleH8LEVmFHTt2wM3NDQBQVlYGb29v7NixA3Z29f/d+/bbb2PEiBG6x25ubrC3tzd4l/TJkydj/PjxAID3338fn376KQ4fPoyoqCgjfxIiy8ItRyIrNmzYMOTk5CAnJweHDx9GZGQkoqOjcenSpXpfM3DgwEYvv3///rp/t2nTBu7u7igsLGxRz0TWgOFIZMXatGmDHj16oEePHhg0aBC+/PJLlJWVYeXKlQ2+prEcHBz0HkskEmi12mb3S2QtGI5ErYhEIoGdnR3u3LnT6Nc4OjpCo9GYsCsi68NjjkRWTK1WQ6lUAgBu3bqFZcuWobS0FLGxsY1ehp+fH3Jzc5GTk4MuXbqgbdu2cHJyMlXLRFaBW45EViwlJQXe3t7w9vZGaGgo/ve//2HTpk0YOnRoo5cxZswYREVFYdiwYejUqRPWrVtnuoaJrIREEARB7CaIiIgsCbcciYiIamE4EhER1cJwJCIiqoXhSEREVAvDkYiIqBaGIxERUS0MRyIioloYjkRERLUwHImIiGphOBIREdXCcCQiIqrl/wN7F3dGw0Jc/AAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_landmarks = 300\n", + "\n", + "tc = ToroidalCoords(X, n_landmarks=n_landmarks)\n", + "plot_diagrams(tc._dgms)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now run the toroidal coordinates algorithm with the 3 most prominent classes and plot the result." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "perc = 0.1\n", + "cohomology_classes = [0, 1, 2]\n", + "\n", + "toroidal_coords = tc.get_coordinates(perc=perc, cocycle_idxs=cohomology_classes)\n", + "\n", + "plt.figure(figsize=(10, 4))\n", + "for i, coord in enumerate(toroidal_coords):\n", + " plt.subplot(1, len(toroidal_coords), i + 1)\n", + " plt.scatter(X[:, 0], X[:, 1], s=40, c=CircleMapUtils.to_sinebow(coord))\n", + " plt.title(\"toroidal\\ncoordinate \" + str(i+1))\n", + " plt.gca().set_aspect(\"equal\")\n", + " _ = plt.axis(\"off\")\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now sum the three maps returned by toroidal coordinates and display it" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "t_sum = CircleMapUtils.linear_combination(toroidal_coords, [1, 1, 1])\n", + "\n", + "plt.figure(figsize=(4,4))\n", + "plt.scatter(X[:,0],X[:,1], s = 40, c=CircleMapUtils.to_sinebow(t_sum))\n", + "plt.title(\"sum of toroidal coordinates\")\n", + "plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Run circular coordinates algorithm with three most prominent classes" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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1NTXxl7/8hZEjRzJx4sT4dpWVlSkVFaLRKPfeey95eXkce+yxO5XHsixOOeUUXnjhBTZs2BBfvnTpUt544409OtfWn5N8fgDhcJj777+/zba5ubnt3mwXXXQRmzdv5uGHH26zrqWlhaampm6T12DorZgxpOfGkMrKSk4++WSklLzxxhsdhk4YDL0dM4703DjSXmjVunXrePvtt9vNlzGkYjwaneBXv/oVb775Jscee2y8NNqWLVt45plnmDVrFkVFRfzgBz/gX//6F6eddhrf/va36devH4899hhr167lueeei88YzJgxg4ceeoirrrqKefPmMXLkSJ599llmz57NPffc06m+ET/72c94/fXXmT59Otdff318cNh///1ZsGBBt5zzkUceSXFxMVdeeSXf/va3EULw+OOPp9zsMaZMmcJTTz3FrbfeyqGHHkpeXh5nnXUWl19+OU8//TTf/OY3mTlzJkcddRSO47Bs2TKefvpp3njjjZ3epHV1ddx7770AzJ49G4D77ruPoqIiioqKuOGGG7rlXA2GdGPGkJ4ZQ0499VTWrFnDbbfdxqxZs5g1a1Z8XWlpKSeddFK3nKvBkAnMONIz48jkyZM58cQTOeiggyguLmblypX87W9/IxKJ8Jvf/KZbznOvpmeKXfU91q9fr6+44go9cOBAHQgE9OjRo/W3vvUtHQqF4tusXr1aX3DBBbqoqEhnZWXpadOm6VdeeaXNsbZu3aqvvvpqPWDAAO33+/XkyZP1I488krJNrKTcXXfd1a487733np4yZYr2+/169OjR+sEHH9R33HFHp0vKtS6PN3PmTA3omTNnxpfNnj1bH3744To7O1sPHjxY33bbbfqNN95os11jY6O+7LLLdFFRkQZSysuFw2H929/+Vu+///46EAjo4uJiPWXKFP2zn/1M19XVdfBtp34H7b3aK2FnMPRmzBiS+TGko/ED0Mcee+xO9zUYeiNmHMn8OHLHHXfoqVOn6uLiYm3bth48eLC+5JJL9IIFC3a6n8FFaN2OWWgwGAwGg8FgMBgMe4DJ0TAYDAaDwWAwGAzdjjE0DAaDwWAwGAwGQ7djDA2DwWAwGAwGg8HQ7RhDw2AwGAwGg8FgMHQ7xtAwGAwGg8FgMBgM3Y4xNAwGg8FgMBgMBkO3YwwNg8FgMBgMBoPB0O0YQ8NgMBgMBoPBYDB0O8bQMBgMBoPBYDAYDN2OMTQMBoPBYDAYDAZDt2MMDYPBYDAYDAaDwdDt2D0tgCH9bGATVVRTSAFjGIVAtNlmLWupZCt55DGBCdhYPSCpwWDojbQ4Dp81NhJRikm5uQzw+9ts0+Q4zKmvJ6QU++fmMjwrqwckNRgMvZXNbGELW8knl7GUI9uZ697ABiqoIJts9md/bKOm9nnML9gHWK+3sFiv4QM+4yMWECJCOUO5WJxMKcV8yiKiOExgNMcxjSBBPuZzlrGKWcxhHRsQnm0xjMF8lfMpoT8ODg5R/sk/WcHK+Of1px9XcDlHcSSv8BIzeYtGmhjCEM7kbCYwgVp2kEc+oyhv13AxGAy9hybHYWFjI2/s2MGrNTWsaG4m27K4YOBALi8tZV5DA+uCQYpsmwsGDmRMdjbzGhr4rLGRV6qrmVlbS6NSANhCcOGAAVxRVkZQKQosi//u2MGDFRU0Og4AAjitXz/+b8wYVrS0cP/mzXza0IBPSs7s35+vl5URAcJKMSEnp13DxWAw9C426a0s1av5gM/4kPkECTGcQVwoTmEkZcxlAREijGEEx3MEURFlDp+xgtXM4mNWszauLZRRwmWcz1AGESWKRPMvnmQxi+OfV0gRl3IpJ3ESr/ESb/MGDdRTShmncw4HcBA7qCaHXEYxtl3DxdDzCK217mkhDO3zrp7HfeoZlrEWcH8mIbz/0UgUQoCFRCCIEsGPQBFtdaTYtt7/aO9mV9771G3d4yssUi8Ndz+dsv0QhnIF13A8J3XbeRsMhu6hPhrlp2vX8teKCpp3MtQLXAPC0Rrl/R3N0KPBFoKLBg7krvJyBgcCGflMg8HQeebohdyr/8VCVpDQEXaui/gQaKKkKAxaI4RO7BPXJzQWTju6iPZ0EQDlfZ67TrbSRUoZxCVczcmcZSY/exnG0OhFhHWE1/Ucnlfvs4aNbBc7EGh07IaL3zsaK3bTxZcpLBKziclo74a0iSCFTrpRW2+vvcHDvYlbr2u7LME3+TZf5qLdOm+DwdB9rGxu5oGKCl7fvp01LS2Etaa3D/K2EJT5/cw95BAGGWPDYOhRIjrK2/oTntczWckGtlODEEm6SHzL9nQRjeVNdopWyoLWrmFiiWiSoaDb0V1cAyOhd+gkX8XOdZGvcC1f4drdPXVDGjCGRgZRWrFSV9BMiGFiAANEISEdYTsNhHWEm9Q9LGejd0PFbtTYTZy4uUVsJiDpxpZEd+E0dG9WPxFvPxUfIGLrk2cokj0XImVd62PGtpH8gXsRQCH9GMrwTn8vBoOh89REIqxqaSEgBJNyc7GlpDocJqgUb2zfzowVKxDgPbr7DhK4qKSEW4YOxdGa/XNzKbBNdK/B0N1orVlNBQ20MJj+lIpiwjrKduqJ6ii36XtZwCokAogAsWgKnaJ7iBSvBMR1kZ05FFxrAx+RuKFhp4xWMSMj5i1pq5u4f7c6ZhK/4l78+MmnkKGMRLS2eAwZxRgaGUBrzb/V+zzovMYmagD3hikSOTTSgoNCet4Gd51yX55BkAiXcpE4KTMFAtWOd6J9fIQ9r4b3GQkp4wOGSHJRJrspabUtSetbh1SN1mOZyuGsZTnVbKWI/pzA6UznJPzCzFgaDF1lYzDID9as4elt2+JhTblSYgtBndPXzIpdkyUlXx4wgIE+Hx/U1RHVmiMLC7l+8GAm5+X1tHgGQ5/kRfUh96kXWc9WwH3eF5FLEy1EcRKTlqKtLhLzZsT0j9Z6R4ousgtlxCbiGRFtJz1lXAeJeTU60EX0rnWRYYxiGkezmTVsZTMFFHEMpzOd08gS2Z370gx7hDE0MsDvos/ykHodAalhUJr4DWyLRF6FwEmaNdi1oSGJtrm5OsImgiVUG0Mj1bhQSUYGpN687d/YyfKhY/GXILzgr9j/QxjOL3mA/qIErTXNNGJjEzA3vMHQIRuCQQ777DO2hcN9zlPRncRyR341ahQ/HDECgJBSNDkOhbaNZWYuDYYOeVC9wt3q2SRdJFkHANDYIjHCtNFFUiIpPF2E1u/VLo0MtMYSDpanhyQbGiLZoPH+TtTATNJFOjAyEu8hFtrVni4ygDJ+zl8oE8M8XaQBC5sskbML4Q1dxRgaaWahWse50f/nvUtKohLJswBOivHQ3s2dvH1Hhoa7786JGRqxHI3UcKzE3+5xY6QaGokZhfbdmFK3513R3jEthjGK4/gS/+VpdrANgPEcxLlcwTRx/C7OwGDY97hw0SL+U129TxsZrfnVqFF80tDAi9XVKCDfsrhm0CC+N2yYSSo3GFqxVldyivMD710iDApaeyRUh7rIrjwaKbrILpQRi6hnYKQmgouUYyYng7vv4/qH7oQu4h23vTAricVABnEqX+YN/k01WwAoZ3/OFFdyJKeakKtuwhga3UxUOzhoAsKNLf5h5FGe1R+ivBsKdJv4RffmTJ4FUJ4xAK73I7naQtscDRGbRWBXhobGT7jtIEKqR6NtRYfk5Ku226V+hN5J7oc7i2K19r5od5YBFOM4kEvE9UxiGlKYUnWGfQ+tNUGlCEiJFILKUIghH32UclcZXCSkfC8CN+TqxiFDuHnoUJNYbthncbQigkMAGyEEv3H+xaP6TVTcyEjVK9y/Uw2NNrpIq8Tv1jkaMV1kpzkaAFrjExESBkprXSQ5gkK169EQehe6SJI3I/aZ7vap0Rnt6yKaUUzgInEDB4mjkcL0FdsTjKHRTbzjLOHeyJt8qtegAT8W42QZa1lLJB4W1b6h0dqjkVIRSnjuTZE8ICTFMLo+xHiVB/d4bdG4Mwi2cFodx0kxAEhZlzAQEl6O9sOt4p+tVZsbObFNO9UiktyfyfIPYTQ/EvdSKoa2czYGw97H9kiEP27cyL2bN8dzLgbaNmWBAAubmnpYur6HBfxkxAjuGGmSQQ37Dh86y7kv+jof6uVoND4sxopSNsuNBEXY2yqR+5CMSDEsIFUXAWIeghRdJVXhT9FF2rnttHYNi/Z0EYmri6SW3U+qbEWSLqLbzzFNPpf4hGkncjlcD0nr7wNKGMr35J8ZKsrbnoyhUxhDYzdxtGKOWkuVamCWWsa/1Yeewp50w4kIUiSXeYvVkG6NxopXdkgsSzY2Ws8kxG5wIRI3rhSpc57Jn+PDoh/Z1IntCITnYXHrXiuiDKaUBnbQQnPSXip+48WqPXTF0Gjt/Ugsj51CR9WsXLdmMQP4g3iWPFHQ5hszGPYGKkMhPqyvpyYS4efr1rEpHN71Tj1IkeXO7NU6TtybEBv38i2LIsticzjsTan0Dn4zejTfH26q4Bn2TpRWzFPrqNC1fKpW8Q81M35Pgqs/uLpIssHQulpUjKRSs+3oIu5EaQe6SOzzcFImQnUsF9VTjmwt6SdyqaNjXaSJWpppTD7L+ERoXBfpgqHR2vvRfl4pqcs8JBa5FPA7+R+KxIA235hh1xhDYzf4T+RzfhF+jQpdByhsK6EcxF2BIhYOlVy1oSNDw705LeEkbkq87T3XoV/YZGPRKJq9ljjuRg4OQxjAoWIizTQzjwU00BA/bj8KuYErOYsvIYRgAxv5D6/wCZ+hUBzA/nyZs9mPMWg0/+bf/Isnk46hyCGLEEFiA0pyXGRrd2XC0GidQB7bPrZrx0ZG4jsRXC5u4WxxZUc/hcHQJ9kRifCtlSt5uqoqY3kXAsizLCJKEdRugqXwkqt9QnBMYSHDs7JY1tzMR/X18f0kcFxREU9OmEBpIEBYKZ7fto2/btnC+mCQgX4/Xy0t5fLSUvJtm1XNzVy/ciX/27EjfgwL8ElJUGU+ACxXSrYedRS5lgl/MOxdvBFdyJ2RF9iga3DDnCKJsKZYHkWKLtJOvkWrY8bCp5KPkayL+IRNDj4aaXR1EZHQRcrox6FMIkyI+SxgB7Xx4xaQz7VcxkXibASCCrbwIi/zMXOJEmUi4zmXs9mfiWg0L/I8/+QxaomNI4ocAkQIoVFIvQtdJOYJ0e3rIql5pTvXRSSSc8UMLpQ3dPRTGHaCMTQ6QYuO8GJkMfOim1ioNjKftfF1MjZT0Cq0KXHDa0RKGFTS/60+x73BoynuxjL6cZO8kHPldADW6y28rN+jiu0Ukc/p4mjGi1Hx7SM6wkKW00yQoZQxcjdCj8KEWcgCmmhmEIMYwxhq2cFWttJIPT/jNqJE0bFEdVrPDMQSvJIHgdh3kbxdB5eeNzBYKGwsBjKEaeJLfElcwkAxpMvnYzD0BpY2NfH0tm0sa2zkzdpaaqPRjORdCOCcAQP489ixDA4EiCjFC9XVvFNbS1Rrpubn85WSEvKSelasDwZZ0tSEX0oOLyjYLSV9TUsLCxob8UnJUQUF5Ns2S5uaCCrFXyoq+FtlZcbyToptmwNzc/nmkCGcP2AAtjT5X4a+R0hHeTW6iE+i61msNzGPlXHvhRTRVl4LF0uEk3SRRF+ujhKo3fetczVgAIVcJ87nIuFOWlboKl5mJlvYRj65nMrR7C/GxrePaodFLKORJgZTymgxosvnGyXKIm/ydCAljGM89dRRSQVB3cIvuJUQQXS7OScJQ6M9XSSxWXJVq1Z4eorEwUYwgCEcLE7kBHkZZWJkl89nX8UYGrvgv5FlXNf0HA2EAI1thYDEjWzJUDteCo0tI0nvFfEEp7hnw10jUvZyZ/5ulV9mlCilvyjgIMZi9bKk6E/4iJ/zQxyiqKQkrljYmNAqxfMh2vxPx4aGdpv3yKTjudtKpBacI79OhGbCtDCYco6Q55ArCtN9ygbDbtPkOFy5dCnPVVdn7DMPzM3lxyNG4JeSKXl5DM3Kythnd4aQUly0eDEv1dRgQ1JUd/qIhXodmJvLV0tLWRMMkiMlZw0YwDGFhSaPw9CreS+6ihktT7JDN7sTca11ERF2dZHUxINWuohO0kVad/lO6CPus1dzgziP8XI4heRyMOOwe1lS9CL9GXdyi2dsqLa6CBqpnRRDI7Y8TkeGhtbYRLHQbXQRoTWny2sBh5BupkSM4DDrPPJF/zSebd/FGBo7YXZ0Hec2PuJVaQAholgy1ePQkaGR7MKMLXNvcC+xW2jQqTMPExnOL+2rmNQHLOUatvFfXmIOswnRQjbZ1FNLE40UUcxwPYJPeNvbOtlF632XHRgalnZSErji/Th0chyowMJC4WDh4zL5Y463Lkv7ORsMXUVrzZkLF/L69u0Zmb23heB7w4bxkxEjyOnloUJKa/63YwcPVVSworkZCfilZEMohAam5eWxsLmZjaFQWj4/OXTs4Lw8Xp48mSGmSpWhFzLf2cTpTQ/g1rQEKRwsK5KyTUeGRvu6SKyHhmtwxEK2Y5uVM5hfyGs4RO6XztPqFmr1dt7kJT7iXYK0kEWAJupppJ58Chij92MOb3hbt9VFOjI0LO0kyu7qRE6I0MmVMwUSyzNyJOda3+Nke0Z6T7gPYgyNDohoh+MbHmKpqowvk9INk0rpYSHDbqiQSPVOSBFJiodsjXthl8lCJovhjGUwF8tjGCL3rkSjX+vvMpf3UJ6HwiVxuUndytWpNb6kGzteaUK3rmyR2D42M3GyvJoLrNuwhT89J2Mw7AYvbNvGeYsXp/UzjissZHAgwLn9+3PewIF7VVjQ8uZmJsydm/bEcgn09/n43wEHcGB+fpo/zWDoPI5WnN30Fz5V690QIeFOekqROunphnG3zq1IztFo7+iuLjJA5HGQKGeULuVCeTwjZGk6Tynj3K/uYCYvoTvURdqGgPuJJHQRndBFEknpSSTlgRwlL+Ei38/wid7lRe5JjKHRCq01DwU/5XfNH1Bn1aaskyKKbOXRECgsLxk89T5WWCkVp5L3EVhIXvB9n/3l3lsNpVbX8H2+RhUV6FZNeNz/WpXQ1QpfSum6RMWIlIoSunX5O3f/XIq5zLqTadZZ6T41g2GnbAgGuWHlSl6uqUnbZ1jAaf378/LkyWn7jN7Ag5s3c93KlW16ZqSLU/v14/Hx4xngN5MWhp7l8dBn/LLlHWpETVKOZ/uGBihs2dp7ATGvRmzfZGJlZZ60vs9UObb1jnsNTbqen+qr2cSanegixJcLrfB7AZ1CK6SO6SKt2gB4no7k6AwBZJHPl323c4R9SXpPrI+wzxsatSrI66E11KoQw60C5job+GPLR4DCtluXmlT42izzZhKk0yYUym1cE0UA0luh0OQS4M++GRwr90/befUWGnQdL/A4/+UZmr1KVikl6TRxb4WlhVvmV6c22knpNJ4cTtXBZ37Dvo+p8vS0nI/B0BqtNZ80NPBpQwO2EEzMyeHCJUvYFg53a0Wp2DUvvXCf0/r14+mJE1OSuPdW3tq+nd9t3JhSySpGLCYbXONrT79zCxiXk8PcKVNMpSpDxmhQIV4Pr2a7CjLYymOl2sr/C76DW9ky1MaosGS4HcMhiiXbJoTHJj6TdRGNxo+PP1jXcqqcmr4T6yU060Ze1o/zBv+mwatklaqLiBRdxCaU6s0g0bsjtp+lHFqX1U3mMt9dxthgHzY0olpxZ8MH3N/8OQl1QGHZsbhHjW23jQ2O52S0jnkUjuvBaBVCNUWM4DhrPOvYCsBUWc658jDy9jG3mqMdaqjiY95mJq9QzVYKKOJ4zuQYfTqLxVyWqXl8wHNeElZi7lLqRGMf0abzuLdcKa86hEZicay8gmPsKymVozN0hoZ9kQWNjVyxdClfNDWlKLzdSY6UfK2sDEsItoTDlHjlZKfl5+9zCczNjsPH9fX8o7KSN3fsIKo10/LzuWHIEIYGAjxXXc0zVVUsbW7eY+9HeVYWd4wcyUUlJQT2onA0Q+9Cac1vmz/knqY5tBDFHUU8/cMrHmPJoOfJSOwnRdgtWdvG2HCwZNtoisliGCfLyayjEoXmQDGKL8ujKBA5aT7D3oXSih26mrm8xXu8RBWbyaWA6ZzBcZzDSuazVH/KLP0kaIWtEyOJldy7Q2t8up1pDaXiORwCyeHWZRzjv4YyOS4Tp9cr2WcNjetr3+Dx4KIUxUDIKCIpB8MNiWp9I2ssK4xMSqCKlSQYI0r4XeAc1lBFDn4OlMMp38tiHdPNL52vsVR/giSR6Jbs0YgZHck3u6VVqjszjuAy+zccZV+aZqkN+yIrmpuZOm8ezY7TLZ6LWGjQr0aOZHxuLtWRCIMDAU4oKiLbzKx3mnkNDUydN6/bjjc+J4eZBx5ImUkUN6SBHzW8w30tnxIzMMDVRaRM6CJShtspXas9r0ZbXWSY6MfdvotZJ6oIaB+T5DDGSVMavivcG72Bz/VbCB1Jiq5IeDSkSipcE1uv3ByQ9qZ/zvHfybG+fTNRfJ80NBZEqjiy5vE2y6UMI2RSrJ1Q7rJ2Yh6FUF5iuGZ/OYjr/cdwln0AAbH3hzGkk816NberywjreuIVIpJiIK0k7wa4rsv2jYwEN/ufYaw8LG0yG/ZNLl68mOe2besWI8MvBNcOGsT1Q4awf25uNxxx3+aWVau4Z9OmbjvetPx8Pj7kkH3Og2RIL2uiOzh4+8NeAVXvOSbcwjOp3gqFJUO0day51SyFdEN4xsoSrvMdzznWIWSbwih7xDa9iZ8759OsakjoIokcDUtFSf45pHKwSCrL3w7XBv7BRPtLaZW7N7JP+oP/0bIIu91LQaBT8nwkSvniyxLrBFpbOMrPd32n8k7uzVzgO8QYGd3AEFHOz+W/GMH+STW9RXwYThqOd9n0D6WQyuG54I9YHH2DiA6mW3zDPsKOSKRbjAwBDPb7WXToofx5v/2MkdFN3F1ezh/Ly/F1k2Ewt6GBn65dy+Kmpm45nsEA8ERwETJZF+nwcpUo5Ud5UTwpuggWSvn5unUi72b9gEvsw42R0Q0MFEO53XqWcpHIX0nVQUQrXQRvaSuSdJEXgz9mceRVwro5rbL3NvYJj0al08SjTUt4J7gRB02l3sF6XddmOyEcpNVe6yjtVnmQbqObAhHgRHsMX886nMPtrne7NHSOZ53/4yX9ABKJ0o7bBDApTMpS0bb1r7XG0hq7dYgVkEUBJ/tvZbo9w8xMGrqE1pq3d+zg75WVrA0G8QvB+3Vtx5DOYgGjs7P5+qBBXDNoEP18vu4T1hBnUzDI9M8/Z10o1G1Vq44uKOCR8eMZk7NvxbYb9pxqp4XHmpfyv+AGwtphh6hlta4m2ZsBri5i7UwX8aIp8kSA6VY51/qPZLo9JlOnsc/xuvMXnnV+h0CgvV5fVlL+RrshU1ojO9BF/ORybODbHOu/GdnLGjKng73e0HiiaRnf3PEOTrztnkbKCLRJ6PbWxUrVtqOHSgTn+yfy14Jz0iu0Ic5GvZy31b9YpucCgsF6FCv1B4RoRKpIqqGhNT4vbjKls7i3zs3x0AyVB3KQfQ4H+y4iTw7M7AkZ+hzN0SgnfPEFcxoaukVZtYB5U6dyYF5eN0hn2BVBx+Gpbdt4ZMsWKsJhSnw+bCF4bzcNRYEb6nZZaSkXl5RwUnFxvJKPwdARL7Ws4fKaN4gk6SK2HQThpIRs462zdqKLWAhOsMfwVL5pVJsptujVvOs8wRI1G9AMopz1zmxaqEW2CqNCa2yl4tUzW4dTCc8IKZMTOMB/AQf6L6ZADsrk6WSUvdbQCGmHa2ve4tmWle6C+EyBAhyk1ZG6oJBJHTeFcG9qB82R9jCeKbyYPOOW7FFq9GbuiVzFNrU8ZRbBUqrd2YPYTR8zPgAkEoHgpMAPOcZ/o/FwGNrl47o6TlmwgHpnzzMxYp2o/zlhAheXlOy5cIY94k+bNnHzqlW7XSkspkCMy87mlcmTjYfD0C5Rrfj29vd4pHmJuyDJayFkxPVciPauwoSx4W7vTnYqNAdZg3g+73KKZHb6T8DQIfV6Gw+ELqfCWZCii0ilUipSJU94tqeLAEzPuoXjs360V+oie6WhobXmwm3/5dXQGndBUpUGN8FKQ5sKDilHcMOopCJL2BzpG8pVWQdzhn8/7H3AzdUXcHSUl5w/8Fb0z/FlfieaaPIXW+jd2Dvru3F21m843P+19Aps6HPMa2jgyHnzaNs5p+uMzMri/AEDuG7IEMqzjXLQW9gcCnHIp59SFYnseuMOsIBSL8+m2ITAGVpxbfXbPNGyzH2TpIu4Cd8aIaMgvLKpHRWekQ4BLA73DePywMGc5ZuIX5hKdL0BpRXvRO7ntciv4st8ni7SnpdjZ7rIiVk/ZXr2LWmUtmfYKw2NF5vWcEnNG64x0ao0rZtn4f5NUinbjni26DxOzTK9GHojjo5yZ2g629kMWpOlHBJpWi5Ca3xq58EuOaIfP8hbgG08VYYkJs2dy+LmPUvas4GxOTksPvTQvXKmam/g6aoqLl6yZI+OIYHfjh7Nd4cP7x6hDHsF7wc3c0rVSyBUG13EshI9u4SMtBM+lcpf88/ioqy9v8lvX0Rrze+aj2crK4DEpCd0TRfxkcN3i5YREHtXWO1eOT1/4/b33Uz/nT7XBWjZTkUp4j6tH+cdaYyMXowlbG70/4sCOg5DsZRqGxqhNZZS+KMRAtEI0chWXmy6gUa1Na3yGvoO/6mq2mMjQwAD/X5emjTJGBm9mItKSvjFyJF7dAwF3LluHS9VV6P2vrk7w24yo2ZmJ7p4CrTyoZWrjrWni9yQfSgXBiamQ0RDNyCEYEb2ExQzrMNtpNbt6iJSKfxRh0DUQUQbeKlhBvVO95Xm7g3sdR6NeaFtHFX5rOup8MKj2oZOJe/hFSsTiTbzpTKXR4rO4JhAxxeNofcQ1I3MdZ7n1dDPiNKcYl/ajtPGfenONriI+OUvCMhCLs9/gcH2QZkQ29CLOeazz/igvn6PjvHNQYP4xahRDPAbT1lf4LOGBn6yZg3/3bFjj47zlZISHpswAcsYl/s0KyO1TK74l6eLeDPZbUKnWu0kFEK4ORsCKBI5/K3wTL7kG2UmK/oAYd3MZ9H/8N+WOwjjFpuI/Wrt6yKJfI1kXcQncrio8DmG+Y/MmOzpZK/yaISUw/31i9wkPQ3oNncxrXtleD0eQdugbbS2+WvR6cbI6ENkiTyOsa/g4sDvidW2bmdSCACf48Qb70iv9rUFWGgiqpbH688iso/VuDaksqalhVl7YGRYwMF5eTwwbpwxMvoQh+Tn8+oBBzAxJ2ePHoxPVFVx+5o13SaXoe8R0Yr76hbvVBfRSREVcbREKz/aCaCcAPfmncZJ/tHGyOgj+EUOh/u+wqXZDxIzMWI/sRYiRReJ5WvEyuB6migSTVQ38VTduTQ7NZkUP230eY9GUDnMaanmH/WrealpA3WyESGjbpKV0O3OJIgk70Vseayaw3fypvLzgqMyfBaG7kBrzXPhH/JR9LF24yJFzJvRQXMd7fXgKBLDGeM/mVH+ExkdOBVpku72eta1tPDWjh08vGULcxsadvs4NlBo28w+5BDGmSpEfZJlTU1Mnz+f7ZHIHpUyvmDAACbn5XFlWRkjsrK6TT5D7ySsHD5p2c4/69fwn8YNbJcNCCuMlLGoidReGa5XI0qs63RCF3FD8a7JPoB7Ck8wRkYf5fXg/+O98P+lFKbxJ3VcDDgK4RkY0L4uki8GMSZwOsMDxzE660ws0TeLTfRZQyOiFf9v22Lu3b6celrifTGEFUVYYdfIgA6NjWws8m2batUCwBRfKTflHcL52ftl/mQM3YbWmvnOS7wf/gsb9GfezQ0ChaUct7ScblWZCrccnaUSt4LEQuNQKEdwfvGz9LfHZ/xcDOlnfkMDt65ezcza2t3af0xWFmuCQRSQIyVXl5Xx/eHDGWYUyz7N5lCIezZt4i+bN1OvErXwu4qFqzTeOnQovysvN/029kIcrbirejl3Vy9jO81JukgEYYda6SJtjY2AgP62j63K9aRPsgfw7dwpXJo9wRgZfZwlkf/yQegB1qmPQau4LiKVwq90PFwqpceGcqtTxYjpIrlyEOf0f5YS30GZPYluoE8aGkprLtw0i5caNqOFQqR00NRIf9C7ud0bXmv3JtexmQMt2TjkKvpZWWxXQfxCUiADPXMyhrThaPe6CNPEv5tnsCbyFrbjuP0MkraL39it6wcIEFhki35cPWAOOaa5317Fp/X1HDN/PiGldmvm+vwBA3h20iRaHIcGx6HYtvHJvSoadZ9Ha01Ya/xC8EJ1NV9bvpzaaHsdm3fN7SNG8LNRo7pZQkNPorXma5vn8njterRQSLuVLhJo7kAX8Z41GpYM/ioj7Xy26yA2kkKji+x1KO2gUUQJ8ULT9awIvYTPaVvqVmiN7ah4g+HECoHAwi/y+GrJXPKtoZk9gT2kTz4Vn67bwIsNm90ZJuG0ybnQjk0iH8OLk9OxKlMWvyk+igF2NlIIBljZ+4SRoSMRVMU61LL5qMpN6F2UWdsbsISNJWyyRSFX5z7Fudn3tFvD2nIUQsfiI4k33hEatHZo0TV80fxohqU3pBOtNZctXUrLbhgZAij1+bh37FgAsi2LEr9/nzAydG0DavEa1LJ16LrGnhYn7QghCEiJEILzBg6k4ogjmLCbIXG/27iRut00Ugy9k9cbK/lH7XrXcJDt6CJRPzE9JFUXcXM0flAwlVG+AoQQ9JfZ+4SREVGK1S0tfFhXx+rmZqL7gC4ihYUlfAREHhfn/YML8h4D2tFFok48tDtVF9FoHSWsG5nfeH9mhe8G+pxHI6wUg5f/h1oVcX8BK9xuLwwhowg7tapDfxngzqJpfD1/7y0Tp5vqUB88h/r4FWiuh/6DkeTA558gIlHil3ZeIZx/DeKMryCsfSMHQWvFPbUTaE4uY6sUASdxC6TESSb9X2SP5usDvsiEmIYM8MDmzVy/cuVu7XtCURGPjB/P8L04PEp9tgr1z5noL9aAz0aMLYN16xBrN8THVA2IIw5A3PoVxPiRPSluRnlu2zYuWLx4t/Z9dPx4riwr62aJDD2BozXDl71MZTToer/tjnSRCMKXuq5Q+PlR0RS+nT95rw2Pqo9G+UdlJY9v3UpNJMLQQIB8y+KtHTsIJqmdBZbFbcOG8b3hw/HvA5M1MR6qOYQ6Z1VigVIEnITR1ZEukm0N5Btl6zMhYrfR5wyNe6tXcsvWeYlfoQNDw0WDVAg0dw04lOsK9+5umnrjcqK/uxIad4DSXuXemFYgEC3+eLt70O66CdMQx5yNyMmFQ6ZBbm5PiZ8RVobf5OmGi+LvLUfhUx3cAlonVaeSDA+cyKTcqxmddSZS2BmS2NDdRJWi/+zZ1DtOl/bbLzublydPZr+9OMlba4363bOoh18HS4LjeHHlXiyxFUH6ErPyGhA+CzHjbBhSAqOHwcQxe63yBG7o7qS5c1na0tLlfUt9Pi4vK+O6wYMZbTrE92ke276er22eE9dFOjI0XDRIByE0t/c7kO8WH0DWXvwMWdXczPFffMHmUKjTuU3T8vOZMWgQBbbNl4qLKfb1zcTnzrIp/DFP1p4cfy8dlUgWb43WbtSFF949NHA8E/KuZHTOeVh9oNFwnzI0VgYbmbrqfzSKUOKGllGv9nTH+w2wAqwffUGfNTK0csAJgZ3d4QNch4NEv3ciNNS4yoFjIRCktIjRAhm2EcqCqEQEAwjtGR4akD4YPQ72mwjl5fClE6CTSlXsMuoLCsbT9ZeyMvJfAPwRp91wKnRqQpa7jZuUNcQ/nbP7P49P7t1G2d6I1pobVq7k/oqKLu3X1zs/a60h6IAtEL6Ox0H11Ps4P37MDQERCiFTH3zu7a28GVrtjr8yefzVMLAADp6AGDYIjjsSJu7HTgfoVnL2hTFkXUsL5XPm7FZuj4U7Tj4xYQIXlXTcbNTQe1kfaubQlW9To1sShkabe6EtucJm85gLyJV908hwtCaoFDleOGF7RJVi3Ny5rA8G6dpUTgILOCA3l8MKC5mUm8tXSkoo6qTh0Zd0kVfrZ7A4+G8AfJFoPFQqBa2xkwYaVxeRaBQD/VM4q+QVArIoMwLvJn3G0FjQUsf0Fe/TKINuFSmvsgNosCJA+88yAfys/0H8sP8BmRS3W4hunEPww/uILH8dtIPIHUhg6tX4D/smNNejPv0PzrwX0NvWI4ISq0W4BoPjKhKi1SWr0YiYZ6MxN7GNBsI+iLWO0QKUBMtCH344nHMWlJbAkFLYXI1ethZh2+iD9oOZC3D++Ras3AyWREyfjLzqZOQRvTc8LajqeLz+DLZFF+OPRndqZLQ3VAkk47Iv4eR+f023qIZuRGvNt1au5IHdMDJyLIt1hx9O/z42y6ZbojQ9OJ/Gh75AbWwAAYHjh5N70xQCRw0m+tE6Is9+RvTNpYiWFvxZ2xEoEAppta9G61jj00AjQnrjbqxBquXEt8LSCOFA/35wyXlwyIHQrx+6qAgWzoGmeuhfhi4uQr39KGrOSxBsgsISrGMvRZ5wOSKvOEPfVNf519atfHXp0jZ9ezqLBXw2dSoH5OV1s2SGdLIi2MhRyz9wK0xJRaKKiEbYHesiErileCK/KTkkg9J2D/MaGrhrwwaeq64mqjX9bJtvDB7MzUOGENaaJ7Zu5cmqKpY1N6O0prszkSzgS0VF3DhsGCMCAUZlZ7MlFOKThgakEBxZUMA7tbX8adMm5jc2YgnBsUVF3Dp0KKf179/N0nQfEd3MUzvOpiL6CYFIZKdGRvu6iMXw7FM5feCzaZZ0z+gThobWmglL32JlqBFst+403kxbvAO4dBLvIV6O8OL8kTxWdjSW6P2xf9HtK2j+/K+EN7yHaGpA1lSihQTtuGNZVCAdC+nYWGHpnqASSCURQR/CkQjlGgmtjYw4GohaWDsKkowMz/WmBSjLS5rX7t9eYr1WAu1kQTSW0Aba8bsGSaycBnjhFgr5/Yuxrjktzd/Y7hPWjcxtfpA5DT9rs04oha11ovKDd2rxnkteBYiry5aTZw3OlMiGPeSV6mrOWrSoS/tYQJaUvHbAARxTVJQWuboTHXZoemEtDY8ux9lQj6yuRTeE4tewEAoho9gygu0LI0UY0Fh2GCEcfNlugrewort0QshAEyIWRiWjiJhhIhTYXg4dCnwRsBRaaPBH0dmOO6YByoqi8kLeGJI8bSehuAzfD55C9Ou999hHdXXMWL6cRc1db/JpC8GVpaX8dbwpnd2XOGzZe8xrrkVZ0bbl85OqYLbWRc7IHcLTQ47pE5EVa1paeGDzZt7csYPaSISN4TAC2njwdrfs854S6zWys+UW4ND7q71FdAuft/yVj3f8kNZnJWKGRitdJKa6xS6ySwctpMg3JmMyd5Veb2hsDrdw6Zp5zGqpdhfIqOvNkCpekzru2RAOSIVE8KWcMq4vHs8ZuUP7hAut6dP7aJj5w/id62+24yasjEpERCAcidQSEZGuZ0IJhHINKNnsQyAh0r43ozVWTSHCsSAaMyZwPSGx6hhR2zM4QCsLwrFqGO5xVdR2DZGdfI717x8jDxm7u19JRnhm+9lsDL+PTnLyWo7j5mW0ujNig6oSgBCcWHQ/++delUFpDbvLY5WVfGP5ckJdGO6KbZvrBg/mm4MH94m+GE51kIrjXsBZ5XY1t0TIa07qXrm2FUIKB0tGAIXtC+EaGRHc5mEOdlaT583YVdCDBiuKld3s/h0rvBEzMsCdDAqE3K2FRmeFwO8kHUHjFDS5b9obRqSFGH0Qvh88vbtfSUb4vKGBQ+bN2619i22b7Ucf3c0SGdLBtkiIK9Z+zhuNXjERGXWTwNv06tII6Xj5oXBsTinXFe/HuXnD+sSE598rKrh2xYoeMSDSxesHHMAp/fr1tBg75bWar7I6+GKqLqI0Uu1cFxHC4oiiX3FgwU0Zlbcr9OpAwTXBJqYunUWtCsUC00BL9ybW0itKrYlXpdY2RCUPDzmUK/v1Xgs2htaa0JbZ1M+6A7Vhbvxha4VlipEho673Qmr3f6GFa0go4fUGEe7pq9jX1AnDSirXsPDCrFz/vzcIKgnacp0UjoRoLNko4c2IGxmx2f5Y+WDlRRkK0D/+J75/fAcxsGBPv6q0MSX3W2wIz0xZJpKMjHb1H+3OO0R115NBDZnn+6tX87uNG7u0T6nPx8YjjugTJWud2hANj62i9vaPIZQIXXKNDDcc0mcFAbCkO9tqeYaEkDreUEzrTowbcUTCxZecI+d5lhEa/GH3uEKj/RHwpRov2h9NHIqksdxWaOk1N9vwEbz3GPb0yxG99Lc4OD+fIwoK+KShgWgX5+2C+0Bpz72BinCQKYs/YKsTTDQFUBbCdnAvYIlXDx1iJfajkj8MOpCbBvbuybYYc+rr+cmaNby1m81LezPXr1jBewcdxNBePGF0UN63WBV8PnVhJ3QRjSCqg2mXb0/onSM3sLSlkQMWfUBtNJK6Iq7MJpRbN8THAmVxY/+xXFE8MvMCdxGtNbWzvse2/5yEs3EO8ThPAVIlLinhhSoJJV2jQol4yJPw/gFomWjwojszF6FiP71Ieu/tpyz3byVdb4ZulS4de+8ZJ1pZaMeHVrE8D+l6RpZtJXzcT1Fzd6+MaCYYHTiFw3O/D7jxjkDbG9urPhWrQCW0RihFkTWWqGqhlzsF91m01nxn1aouGxkFlsXrBxzQJ4yM8PI6NhzwH6pvSzYyQOAQG96liIVyKESsa7F03P+FSqr9L5JeuyKpy3E8YdwLaRXeMqndcClfNCl3I+kIloNGo6VyQ6sshc6Kom13XyRgaaLP/Zjw365FR8Nd/n4yxVMTJzLI7+/yA3V0IEBYKSLG4Oi1rA02M3HB+1RGWl9/Au200kW05T0zLa4oHsGNA3pvOEsyt69dy+GffbZXGhkAa4JBxs6dyxvbt/e0KB0yOHAERxf8CkjoIlbr/IxYSHeSLoKKUGj3bl2kV4ZOtSiH8s/fo1I1x12RbR5UQsWTwsGd5f9m/3LuG3JQrw2VcsK1hOuXo4XE2TiH2tnfc0OYQ4kwKRT4gm7FKBEVyIibbyFi/ztunoYbKZZ4rImI5b4c2akcDXtHofs+5IVEOQmDQof98fAprQU4qQmwWgl0JBD3gCgvryNZQXFDrgSu0SGhKBcxaRi+W05FHjq61/1Ga0P/Y17Tn9kYeh9/NMlT0bpDJ57HQ4FNAEUIn8hnXP5VTC68mTy7b3Xs3Jv5+5YtXLN8eZf2CQjBkkMPZXQvLWGrtSa8opFITQir2EflGa/jbG5GEkWg454FKcJIL2zKZ7UQC42Sws29sOyga3TIiGeAAGjsrEZ3uRXZZY6GCDS5pW5lBGF5KdGeFwM7AnYUbSmwHbQvmjBCPJycFpQ/EjdIdMzjkTyngUZZjmt0+PyIglLsqRfhP/paRE7vShSviUS4f/Nm/lJRwaZw54wivxCEvUfwofn53DR0KJeVlPS68XFfJaoV4z//gDXRxoQuIp1WtnjMwI7pInBp8XAeHz611/6ODdEoS728ooWNjVy7YkUPS5Q5imybA3JzuX3kSE4oKup1v9Gm0Pt83vgnNrS8hR0Npk54ttpWeGVvfWTh6CC2yGFM/uVMKr6FfN/oDEveMb3S0Hhk2ya+tmYhItm4kAk3e2skkCMtNk06lQKr91WFiQarqJr/I+rX/BOcKGjIbrQRWiAdsCOJCDbheIYHICLCzc9IMjTcIlu2azA4CY8GCmTQj9DCzbugbQhVrOqUrMtFhAPu2rihIePGQsLQ8HnhU60MDQ06lO1uqwVaxTqxx9Z7Mz2x42ntJnfGQi0GFxH469ewDux9pUK3R5byr0qvKojXoTMFrdvOMuDOQPhlIWcNeodi/4QMSGrYGVprxsyZw5pg513KEvjB8OH8cnTvGaCTqXt+E5U/XUhkWSwHI4pPhr2/U6vduIaGO7T7rGbPe5EwNKTl5m9IGY17NwCkL4i0IgjpdJin4d7ODjKn0d1Puh4LAeALuzeGFQVfBG1HXUPCF3Wn55INjawgKifkRZ64Ho3Y+riBEY/QTHIzejlSvqO+TuDk7yMCva9q0xVLl/Lk1q1dKu8ZS2T9+qBBPLTffr1OAdoXeX57Jeev+DxR6AB2qosIwC8k6yadRKmv94Xp1EYi/GjtWv66ZQuR3qf6ZZxSn49n99+fo3thoY+m6Gae2FTuvulAF5Ht6iI2tsjm1CH/Y0BW76hw1utiA5odh/+3aU3bUgYqKZcgGe3e2P8ZfXivMjKUE2T7xifYMP+brHplAnWrHkN4DcKkI5C6A5+D6Phv7YVXaeFVcEl+AEvQtuMut1MTLmP/hOVH3Hg34jd/TRw6FlMtVeIDhWr1PbdXwFG0enlbapKMjNheFkklm6CiltDpfyT8q5d7nasvR5bgfrG6bUWNDowMAI1DWNXxv6qLe9057Yv8c+vWLhkZACcUF3P7yJHpEWg3Ca5oZMsvVrDqxA/YcOHsuJEhhGtcdHypiZSQKNfjLuIGhVI+r1hcagUcFXHzsbSyUI4V89THXwDi4HLkxw8ipu7v7WTFP8fN78KrRkeSp1a2vWlEQnjdql+HtlT86aSJhVGRlKunicz6C42/m4ZTubSjL6HHGOz3d9lQiH0DD2/ZwpNVVd0vlKFLhJTijg2rd66LJK/TYCF4atTUXmVkhJXimaoqblyxgjFz5vBARUWPGxkW8Pf99uPzKVN6VAndGokwff58rluxAtXLntsB2Q+Jr0NdpD0jA0ATJaqbeXvL+Sjd3YWGd49e5dFojkY5+PNPWBGt92J0U8vEufFCnovS++ZH+3N5eczhTMjK7ymx21C39b+sm/dVnMgOfCGJFQYrKdHSDgr84cRgZYeshPdBg6/F80hogeWFUaFwQ6a8bWQkNXwqnrcRsRBRK54/IbQAIREHHoO87m5kttdk7v2Z8Js7IRJNVJSKVZ1SEh3xu5WncEvbohJeF60FOpST+Dt5nSPR2svRiCXJeRJqDWjhhlp55ysPGUbWL8/FOmRYN3zz3cOr285nfcvrXpx7AqE0VifuljPK3mBw9nHpEc6wSx6vrOSKZcu6tM+Phg/nzpEje01ehmpxWHfNfHb8uwKExkcQSWqVPb9wm4W5ureDTErKFjjxxG8pIljSDYWSMhwPsZIygrSiIKJYluN6KgQgHGx/ECGV20DPUgg0FOYi7/wq1pmHA6CbW+A7v4a5C1wPhnTc7XxeXl0ghE4pbRtJMT6c3BZUwPWAKDuaMCyERiWFUcUmVZK9HVp6uR0CEDZZJ/2IwKFXI7J6R+GJJU1N7P/JJ7u1rwQOzsvj06lTu1coQ6cJOw6HfTGP+cEdrr4RK56QoovE9BH37SA7i9fGHs6BOYU9JXYb3qut5aLFi6nyejT0tLIngOOLinh24kSK/e6kxus1NZy3eHGPF0aYnJvLn8eOZXov8m68s+1rrG78dxtdJHnSc2ecUPYMI/LOSY9wXaDXGBpKa6Z9/inzGhvcXhnSzcEQHTWN0hopBB+OP4rDelFTp8btH7Ji1nGgHVCarBaBdLyEbu9J6WuR2JFE2JOMSKyoiI9iMiKwY2VqIwIrFgrliERSuBaIqNs3I8XYAJA2csjBWGOOgP5DkIee2n7jq/o6eONVmPMxfLEcQhGvj4ZAOxY6lJXI21AyniSeMDS8mVLlepJi1agSyfqxvI3YdpY3g6rjy2LaQ+CHJxG45cRu+Q32lG3hz3m28hggtRCBVDpu4ybHS7qnEfuNbQ4u+iFTin+SOYENcT6tr2faZ5916YF6fFER7xx0ULpE2i1WX/AJtS9UgtJIolhEsFJsII1furlEwntviWiKImQJN6xKCO3labh/WzKxXAgHaUW9EKrU/cWgPHxHj0TuV4Y4eDTiiPFtZum11vDFMnj5bfh8PlRsdhUwO4IQGh0IQiCS8L76I/G+oE5OEJXthk65eRja+1u5RoRM8mYkh1QlVa/SMa+IEMi8UvK+/iZWUe/Ik7py6VL+sXXrbu8fPOYYAr3E8N2X0Fpz4oL5zKzb4RnQXoPgDjU793n25n6H8aXCAZkUdad80djIYfPmEdF6tzrYdwcSmJKfz/FFRQzPyuKCgQMp9fvbbFcXjfJYZSWvVFczq66Olh5US787dCh3jekdSfy14eU8V3EYulWFS7EzXQRwe335mFB4HYcN/H3mBO6AXmNo3LtpI99e41UnksqtVAKusSFVYrYNYvc1j4w8kCsH9J6ZcK01yz44gpYdn4JWSAcCQelNeiR5NEISX8hVwGP5ZVbYci8cT/m2IhIr6jbOs6JWvPpUrEFfvOpU/1H4DjwXWT4dmusRloUcNQWR18Wa0dEozJoNn82HxiYIR1GNDnywBBzlnR9eaIRAhbPjXg7luB4KrV3Ph3aLOydK3QJKybjnI96bI5bjoQEk+H3I4UUErjiEwBVTEAU9535e1vhPZm6/NmWZVDru1YjX6EoqP+c6bCTjC7/BkQP/lGGJDRGlKJ09mx1O5yPjhwYCfD5lCgPaefj1FPXv17DyuA+9dwqLKBZRZCtDwyda3NwLb4lAIUXyzKtKyt1QXh8N7Y4ploPAy82wBb5Tx+L/8kSsAh8Ew4jSQuSUEV3PE6isgtfegopKaGqAbBu99jOo3gDaMwxiVaZsh2i/BvdskpLBUwwNoVNCqJTtxL0bWmivDC6oWNU+CSKrGHvIoWQfdSu+oYf1WK5DWCn2nzuXVV0M4Yux46ijKOpjnej3Bh7fWskVy5e4b0SShy65+EzM8PX0knuGTeTbZaN6QNqOOfmLL3h7x46MGRkjAwEuKinh1OJi6hwHKQTT8vMpCwR2vXMSjta8VlPD69u3UxuNEvSqsr2+Y0fGQr78QjA8EODKsjKuHzKEfj14H65vfpX/bf1yyjKRpIskoklT+21oIRlRcCnHDHoso/K2R68wNJTWjJ7zMesjSVablVylRNO6wtTfRh7A1SW9x8iorXmLNUu+AdvXAsSLYrVnaAgHspqSEsDBDYdyEsnfAFbeCPy55dC8A7CwsgZi5Q1GFAzC3v8srJKxiDTnpeiKKvTv/g7vfZoI0s4OoI8+HPXiAld5UBqtbM8QseMGho4ng4OKdRhPCrVSSpAIvNaQ9B2R4yP/pauwDxmS1vPbGc9uOZJtkc+JzRMIR+GPxUVqnRzBlzKjIBAcXfo3ygsuz7zQ+zDPbdvGBYsXd3r7MdnZzJsyhQK7d7QTUkGHtbetpPr+NViO4/W30NhE3apSCacnALYIeSFTydega2x4+dIgNNnHlSGCYXRTBFlo4SvNwhqci31gKYEzxiAKs9KujOs3X4Qn/wI1SbkH5eOJDAqh132K1o6Xl6FRdgeGhlAonzfpITTa0rhVuHXK0JH8t3/c2eR/+e8I2TO/8bs7dnD8F1/s1r6Tc3N558ADe5URvC9w4CdzWdDSmLiOZDRRZzQeMpXQRe4ePoGbB/UeI2NWbS0zVqyIV5XqDgb7fEzMzaUmGgWtGej3MyQQYLDfz5cHDGByXl7aw063hELcvGoVz23bFg8kypKScwcM4Plt24imyXMTEII3DjyQY3swpOq1LadREXyXWCaXcBS+lB6R2uup0VoXgamlf2Jc8fUZljiVXmForA8GGTnnI1LbH8ZmvlqVklPwn3EHc26/0kyL2SHVlc+wYuFFoCAr6IXQKHcQ8rck+mIk52H4my2vSl5snbfK82j4y6ZRdsG7GT2PnaG31sDqDWDbMHksIjsL9cY8nFsfhnAEjUBHLTfkSkkQqf1OlOM+LJO9H24Y1U4UnBwfhfNvRg7ITf8JtkNF8H1eqjodt1OnxnIUtkq9sTtGcMaw2QzIOjQjshrgm8uX8/CWLZ162IzPzuaTKVPI6y1GRkTxxdQ5NC9oxEcYiYobGhIHW0SQrW4VgYMtwuDlXCSvjhWJGPTiyeSd1jtCibTjwMol0FgPA0sRI8agQ81EHr4evehdtLRARFCWg/I6iGuh8UrKoyzHzc2IGRkCVJIh0hFZh91A3pf+X5rPrn201pyzaBGv1tR0WQmygOOKinirl4X17c3URiMUz55FIi4F4rpI67K2Gv46ehLXlPaO+wvgjZoaTl+4sFsV7onZ2SyaNq3XVEHbGg4zv7ERCzi0oIBC2+aN7du5YPFimhx3kqW7DQ6/EKw87DCG91DDv22hebxccTyKCKCwHJUo4rdLXQROHPYmZbknZEDS9ukVhsaqlmbGzp3raufQSvdMmkFQgim5BXx6yLSeEDMFrRU1tW+weetjNG58GnBnuLNakgwNBFbYLSkvdaunoYJAi4VUbvlXt7u3BK3wDTiAkrNfwcoemPkT6yK6vhn1/Gz0F2vdcKmsLKJPfAKO9joNW55Hw++FTLmeDRXrsbEzQwMI/Oh47GP3Q9eHsEYUYo/JbD7Oxpb/MXP7N2hyKghEVCImMhYa3sF+ApuReRdyzKB/ZEhSwzXLlvH3yspObfvipEmcPaDn46lDW8NU/HUrVX/fRHRNIwA2ESwSHg2BxiZRrjb5eS+JeuFRiR4aMRfHwHsOo+i63l9qWWuNXjcfZ84LUF8N+f2IVs7F2fyFazDFDA3bMzRiL6GTa010jPRR+M2PcRrWIywfvpJDkL7MTV4EHYcbVq7k0crKLpW7jbFw6lQm5fW+Er57I9vCYUo++nDnuogbA0h5IIeVhx7R4wq41pqZtbU8UlHBk9u2dYuSHfPUj8vO5u2DDmJIF8OfeoKGaJR/bt3KrLo6NFBs2zxUUbFb91x7fHfoUC4uKWF7NMqwQIAJuZmdAK0MzubdbVfTGF2Pz9NFBG4YFexcFxmUexLHD3s5U6K2laE3GBohpSic9QEhrdiVaXZ/+X5cN7hnZhCagqtYv/XPbNn+DKplK+godhgCSRXEfEFv8iPmxdACXwtYXkdvjU7xbMiowI5IAvnjsAtGkTv+q+SMOhth9V13ufP+UsLf+Cu6PkyqoSHiiePJlaeSUQq0tlFKoLHQpG7nO2ww+b8+Hv+hgzJzMoDSDhtaXmfmlvPcBZ2YQQCwRS5fGVObVtkMCe7asIHb1qzZ5XZZUtI4fTpWDygI2tFUPredDfdvpeGzBkSDmygd0InEboEiEPNUxNP7HHwkmugli661wpIOdoEkMDaf7OmlFH59HP79ek/1m66iI0GCT38H5/Pn4uFTSiq0rVDeVJ7r2Wh/fyUVytZuuJWdMFYAhC+X3MkzKDj8doSVOQWqIhTimytWdMm7YQG/GDWKH44YkU7RDB5Ka4pmz6IhGmVXJQZ/NnwUt4/omZCp9cEgD2zezL+qqtgSDndr7sLY7GxGZmVxeWkpFw4cSJbVwU3WB5hVW8vZCxd2KW+vs0zNy+Ou8nKOK87c5KfWis3Bd3h341loop3WRUBy6bhmpOgZD36viBuwEGQJi5DSrs+ro2AzJSjJ4IMhmaraV5m38sugHKTjxD2rtpMqatQH/pD7EHRLy0IkCwh55chSknU0KstPyWkvkTuod1Rc6g6sYyaQNf83OC98SuTpj+GLCkSj8nI2OsaJJYwLgUZ6Rob7hcUSxkMfbyX8pX9T9PiZZJ89Nu3nAiCFxYjs07GE230zBe9Gl95El5KgvAB5R4cyIp/BpX8nw6D6WVaPGBlOSPHZeSuo/m8dQips5aABqVWriAyJoyWSRKiGwCIK2Dri9b9INjYkgemljHrjOIRv76hSJHxZZH/lz6iTv0Pkg78RWfIaoqkSTVLH7XZ+Qo3G8ccqVimUT6es0wK000Dd/Ltp2fg2JRe8h7Qz80wZHAhwUnExr9bUdHofKUSPl/3cl9BArrBowNmFLgJDe6hXxrs7dnD6woWEleq22XpwlcFnJ03inF7g6e0uji4qYutRR/FMVRV/q6xkTn09Td10P33a2MgJX3zBI+PGceWgzEx8CiEZmv0l/FYxIWdb6kpPF4k73ZJ0EVAoHekxQ6PHn0o7IlGOmrOQupB3y2jhfTuQ0hDHEW736h7wUraENvDZyvPROgLaoXXuYTLagog/IXasPGMkG0JZmqitcSyNYwuKJ32PMedv3KuMjBgi4MO++Aiyn7uFnFV3kfPxDxGDCkj9URMkqlJ5pXC9KUitBY5joZTtbSNQEcGOS1+j7gfvo53MPISFEIzMvRDh2eYa12Xpc7yGx941YSnwOa5Xq9C/X0ZkM8DTVVXMWLGiU9v2VK+MlT/eSPUbdQBY3sPO9WC0vR8i+FCeN8+tKOLeExECRLUPpQWOFsgR+Yx8+3hGvX38XmNkJCMHjibw5V+S95PPyf9VBVnH3RafwGn9tSWMDHeFis1Ie96PqK1xbO1OBkhNqHY+mx8fRahqXsbO59wBA7pUejmiNRMzHKKxr9IYdfjSp0uoDHohCjvTRZRMdStmiOpwmDMXLiTUjUaGAL41eDCbjzxyrzIyYvik5LKyMt4+6CAajzmGTYcfTnk35Vpo4Krly/n6smVEMjghMCr/4lRdRGtsJ16J2S3Ap9yJcKE0OfZQLNFzVTx7/Ml0yRcrmNfQ5GrojojVCHXNMS3dG9qxQLnVmA4ryHxDpg1VD7kdFrVu0zRbtTPWKBtCORAOeDNosVl5C6JZYA2awugz5lN68K+xAl0sQ9tHkSP7k/ferdhHjwAEQiTcO1qD0q6RgcDzfHjKgrJwL9Pkl2uMNP7pc+p/Ojtj5zCp6OZ4Lo3QGjspjDf+0hqpNP6wwgo2smjrHTSHN2ZMxn2ReQ0NXLZkSacevLYQPVI9JNrgsP6BKi9L0Q2JSkyStqewCCL4CekA0ZT4IIHCwsnOZsCPJjN+xWnkHVfS43HimUAIQdaJ3yf3kifB8reZs9Cx4cELUY2lgCkUUVsnblJvOw04oe1sffkUInWrM3IOw7KyuKK0tEsP3ue2bXOr6hjPRlq5ZtFqPthenzQVTFtdRMn4hXZkD+gif6+spEWpbkt2npybyydTpnDffvtRso9UNxuSlcX8qVM5o1/36V5/razk+pUru+14u2J80Q2ud0JYoHWsn2S7ukggogmEHBZv+SFNoV2HFqeDHs3RWNDQxIEfLvDeabdRn/D+TkFgCzizf3/+c8D+GZWxJbyJWYumEIlWgfaKYCV5NKwo+MOJH7c1GpBKMma/B5BCkl00hZyigzN3Ar0MrTXBO18ndN9sr+qUa1g4KjHIOZ5xoZRA65irr/W3610jlqBs5TVYZZmZ9dvY9Bozt16KDDe19Wwl3fAQuyYsNJqDB/8fY/r3bIm5vZXLlizh6aqqTs/wzTnkEKZlUEnQSrPil1tYc3vM4NT4iSZvgZ9QivHRzlEoPLKAsivLsIp8FJxWgpW/7/ZYiG5fR8Ojp+E0bYlPl0V9jhdXL7zu4gqNJupLeDZSiD1mhEX++Kvof+yfMyJ70HG4eMkSXupkCJXEtU8n5OTw5gEHMLSHKt/szaxtDlL+weexqa+kPl7t6yJHFxYy8+ADMyrj1nCYw+bNY31oz0Jy/2/MGLKl5MC8PA7Nz98nJik64hfr1nH7unXddrxVhx1GeXZ2tx1vZ1Q2v8fMzeeiI/WJClQeokNdRDFx0C8ZV/qDjMiYJE/PGRp3rNzAL9ZsTpgV0otDSY6J9P4ckRXgoykHUxbInNVdVf8Wc9acgwg3u8+yWJW75B9VQyBIvHFKTPTkL3XIqB8zckzPlFfsrUQ/30zovg8Iv7ICFQKlE0qToyy3JG7c+NjJQCih8DfTybshc8ZbS7SaF1cOdZOxYrSaVWiPI4c/x5DCc9Mt3j6F1prA++93Ohnyl6NG8aMMJtaqiGbuZeupfG47AR3rNK/xEU25TiQO/uT8g1aIbMmhm6bj67dvzDp2Bh1uJLTwWZo/vAdVv46o30lt7udXOEKhdmaPeZeNtLIYdk0NQmYm8VVrzU0rV3JvRUWn97GBsTk5LJg6Fdt0DO9W/riugluXr08siJXWhza6SKnfx0eHHMzI7MwZfB/W1XHqggU07GFS8/WDBvHnceO6Saq9gwWNjfxhwwae2raN0B6owxK4feRI7hg5sttk2xVhp5aXlw3D0Uk9U7wwKuhYF5ky/FGG97si7fLF6NHRavaOJlJ+V2VB1HLdlTE0TM7J45Oph2TUyGgJb2bOmnNwdNALf/LEaf3LCQgHvLDNhMjx/4eM/AEjyn+REZn7EvbBQ8j92yUUVf6U7F+enLLODatKdgJ2hJuopyqb0ihpW/wyP9XIwH0uwc6klSyp+mU6xdonCSvVaSPjwbFjM2pkACy5o5KK/9S18lUIFDI1BBOLCL54NFDyOl+pn4M+O9wYGa0Q/jyyplxFvxvn0+8767EKR6Zu4BVn2GlShDfEKCeIjjSkT9jWHysE/Xw+fF2YTY4CS5ubebkLyeSGzvHhjsZWMdEyoYskPdDHBHL4bOohGTUytkcinL5gAU17amQMHsx9+5m8wdYckJfHYxMnEjz2WB7dAyNM4zYVzCR+qwgVn8By2bUuAssqf0EmfQwZT0Hf1BzhodXbeXZjLSt1Q0rZQcCNf3QkOIkv4SslpQzwZzZMYG31g16FITd5MO6GEu7Yk+xR1RJCWYlJkJysMZSWfIWyIdcQyOo93ct7I0IIsmccSvNdH6F3uBWdBLEeHAncPA4rrrAJdLwDshyYk1GZLRkgYA0g5FTHl6X2d3L7bCRXGVPSobZlHk3hdeT6R2ZU3r0NpTWv1dTwQEUFc+rrO7WPTwiuKCtLs2SpRJscVv9pm2sPC4lKShNwkEhUivPWwcbBwsJBCk3pxQMYcFEp/c4agLDNDPbOkFmF5B7+Her/dyPgptALR4Cf+BesccvhOklxBjIqkI5ASB/Cl9leFSOzsoh28WEvgX9v3cp5A3t/j6XeztZghL+s2c5TG+pY5tS21Ya0hGiSparh/KEDGZThnhJ/37KFesfpUhGBGMMCAa4oLeXqQYMyFtLTl7m8rIyfrlvHxt0wGDT0SJ5Ljm8YTZFE7kVKSLdXhSqWJK5xL+um0GrqgwsozM5M+F9Gn14zqxqZ8N8V/GbpNpY3hnHauAeS8R7JWnDmwMzVKQbXrb2m+s/Ek5VJmdRw89Nl6jKEm7MeycliymELGVF+pzEyOonwWeT+aHrivQApErM3Sksc7UMnJYQrLYmoAGEnQNPcHTQ+tRod7v5a2R1RXnQtoo2VTNxt6fNyeWItCS3lhv1ub/wwYzLujUSV4tIlSzhr0SJe376dmmh01zsB5VlZZGe4HvyGf9XitCTUg2iskhrgJnvbccNZpyz3UXLrKMb9azL9zysxRkYnyZ5wETJ/SPy9UCL+xWo00YAiGlBoyy3MoaQmkqUI5jmE+xWwdeFPCNUvy5i85w8cSHYXQ6AU8EFdHU7Pt7/q08ypaWb8f1fw88VVLGkI4sQmhdr9WhPe9ZP7F2VQSpd7Nm3aLSPDFoIFU6fy/0aPNkZGJ5FC8MtRu98bZVFTE49VVtKShr4dHVHebwbtqvJeTrGdlFccr0YVhZqGDzImY8aeYFtaIpz23jqaHR0PMRIx7Rw6dm8rmdGQKYCa5g+JOLWJBUKgRNtCFI7lGhwxw8OxYOSQH2BJk6zXVbK+PoWcHxydmGkUDnieDRWvuuOuVFqgsNGewdH47Dq2Xv4ua0v/Sf3fl2XEJTiu301k2YPiJebAvYRjxQLQ7sxCPKfHE2nhxhuJOHVpl29v5ZZVq3h6m1s/vCuVV6bk56dHoJ2w+sHtKe+VsFBJhgUIothEPE+GgySMjcrxM+p7Q9ocz7BzhC+Hfhe/gVXoKgoCgRVxv++oX6V0EddoHB84PjdiN+xspXr5H1jx+v6sfvsoIi1b0i5vvm3z29Gju7zflkiEX3RjAuu+Rm04yonvraE+qlrpIrLdsslxlMhoyBTAwsZGNoc7zt3aGTcOGUKRb98tGLG7XF5Wxh/Ky3dLOX6hupqrli2j36xZ/HHjRlQGdJHR/WaQ5y9PKXfrFiFK6B2xClRSaYQn0/KNPyAYqUy7fJAhQ0NrzbkfbCCSpBm4N7ZAxGIh2+wEwpFMzs2l2Jf+mcgWZxt1kZWEVR1rah6KiRATFiUFSJFSVhuRqHqnJfQvPIkxQ36Sdln3RoQQ5P5wOv0WXk/2947Ef8xwfMOzcVoZGVoLz7OBF15leeUGBbrJYds3P2LjAf8hsja98dZZ9kBOGvk+A7IPB7zrI6lhju3NJEjlejNsx51FiER3sLHm8bTKtreysLGR+7qQPJvMWRmoD68imvo1ERrWRWhaH2bH56nNHTUCLQROUucM7S13kDhYIAWH/nccgVKjIOwOduEIBnztc4rOfZrAfl8mq/80tGURq54NnpFhuxNGCo2SbkiVFm5IVfP2j1n26nC2Lkl/HPMNQ4dy/9ixFHbR23bPpk0ZnTXdm7jww420RBO/q3Af8J4u0v7MMI5kuC+LEdnpn/SsiURY0dzMjkiEh3ZzvDssP5/f7IYRa3C5ddgwNh5xBD8bMYLji4oY2clwudhVFdSaW1evpvzjj1nalN4cUr9VyPGj3qUk93ggpovEDA2N5Wh8XnshS4NPge1oHKeFjdv+mlbZYmSk6tSH1c1Mf9uLIUvO87YcCLiJLDoWTBZfKRAI/nbgSK4elj4lYUvLe8zf8Su2BGd6jU8keS0OluO4MfZxebzZaVzDSbYSd3jZDew//E/7dKm47kYFI2ws/lvKDJOjrXiX8MTF1Oo7l2ANzmHYvHOxitMfT1sbXMiWxv+xovIXEKrrsOJD7DQKC6dz9Lj30i7X3sYR8+bxcUPXDEgLGOj3s/7ww/GnqVJPtFnxxe/rWPJQPcFqBVqTHYjibw5jeUV3k/N3fETcPB5ISQn39beZ9tZ4Cg8yDdq6k6qPb6J2xf3xH0EJ15uhYr02oMPMybJJv2bg+NvSLmOL4/BKTQ0vVlfzRFVVp/b53wEH8KVu7AWwL7CoNsiBb3r9DpJ1EdlaF3H/chcIJII/TBzGzaPTl+f1cV0dP1+/nte3b4+PCrHSxl3hytJS/j5+PNLoIt2G0pqsLlQ3jCGA/j4fC6ZOzUhuT31oGZUNb7Kq4v+hgttSen0lEzuL7NzJHDt5AekmI8ngf1m1w/2j9dk6EiIW+By326u3gQU4wIzhA7hqaP+0ybWm8SnerboCYjOMWmM7DhqFEq2eQcLzXODG/sY8G7bdjyPHvklh7iFpk3OfJbniB3gGRutqVCKlcpkQgAKnopn6v62g+LuT0y5mUdZkirImE9ABlqz1klG1jodNxYiF2AVD6zs4kqEjNgWDu2Vk5FkWr0yenFYj49VTK6maG0q0dkGhgu4bJ95JJTaOCCLahxQKiUOsdd/wawYw6Y/DsPMym0eyLyCz+4G0Qbv5PFq6k0XJcxWaVAVCeCu2Lv0F/cqvw/KlN/Qu27K4sKSEC0tKOp17VNvJ/CRDgr+u2eFGR7XSRYSy0BENvqiniwCIuKJ/0aB+3DiqNG1yvVJdzXmLF6N06pXYFSMjT0reOOAAjuyBhqR7O1IIdmdGXgM7IhHu27yZX2bAw1QQGE9BYDw5YiALV14GJJLB29NFwuHd85h1lYyETi2s9UIIWv1SAgERG0I+NwFCgy3gqH55PDOlnAcmj0ibhyDo1PB+1bVuJRLvdo55MJQU8byMFLG9ilOOV4U3asOk4f9njIw0IbIsZGlqEluysaG1wNEWUW0T1X4iOkBY+YkqG+1Aw6MrMipvnn+MK5nW2NG2ZeaklxDuhGszKtfewPKWli5tP8Dn4+ahQ1lw6KFpzc/44g91KUYGWiPRngEB8UmMZITAERYR4Scs/NjDcjnggRHGyEgT/vyxcSMDvPmLWK0RrXGkJmpDxAcRP4T9EPa5y5XTRH3FixmVt8ju3PzfpgyX0twbWFwX8iYV264T0Zgu4s4oWgIOLcrlnweP5olDRmOlSRdpchwuW7qUqNZ71PH7t+XlxshII+VZWTstGdsRDm7lsEySHxjn6SLsVBfR0cyU9M6IoWGJWE3YtuvcMoQWIhhANGfx29GjePfI8Zw/qDitYUgrG/6Bk9wgKxYORSJlRMlEAnhyUYrYQ2pU/28xtPiytMm4ryOEIH/G/iBTexDEksQd7HhiuMLylDuJg01YZxFcH+zo0GnBb/WLGxkxSZODu+J/hztXktWQoCvVebKkZN3hh/P7MWMYnsYuyiqqWfJgfYrSEg+FEoKocK9Jt2eGSBlDwM3NsAssjnxxJNI2YQ7pIm/4eUhfUid4rRMJ4ZY7cRTLs4sbIBKiftfwCDWuzKi8ZZ0skfl5Y2OaJdn7kDF3Rge3m1AWIuRHtGTxo2HD+ejoiVw2pH9aw5D+tXXrHjfiu7y0lG8OHtxNEhna47ohu1+gY2sksuuNuhHbyndL7O9CF7HCYZRKv2c07YaG0prNjdEkLb2djWLLHMFfVtWmWyQAqkOftlkWH0qEIOzzvBpeNamYN0ML8Fv9mTbiGQ4canIy0k3BDZOxxxSCJdywKDRag4Obq6FSov9Sw6qiLRYNL2/OmKw+uyiljByuuAivv4rlNb4XSlPX8EnG5Nob2NaFyitBpXjeq0yVTpo2Rd2cjCSS/RdR4VaSglgCeOpr6AWFnLRwP4oOMqUn04m0symZ9qf4e+HFsWnhlrn1kmVSh4+kCoNVFY+gVOYUhbE5nesL9GGdqV7XFbTWrK2PuKFRKbXpkzfy/ncED6+uzYhcnzQ07LYilm9ZPDZ+PI+ZnIy08/VBgzg4L6+9ova7RAP/rMxMhScA2y5MKa8fE0IokI738qpS1da9m3Z50m5ovLWlma0tyqvsEBvd29lQCQSSDU2ZGdAdHaK1ICmxkVIQ9AuitkRJQdQSRGxBKCuL0/ffwpDi842RkQFkYYCyd84h59xRIAXCC0uBRPWp9qen3GVVdyzMWAfMnMAY/LJf/DqKV5/ybuhYrKTtwIZNf8iITHsLv9+4sdNua1sI1gXT780S1i4kEoKItAlJn1e+1iKKRVj6GHlrGYc/NYKcoabbdyYoGP0VBh3zb+zc4UjPTa0s17mxq3ZO4dAm6ra+lBlBgTM7meC9Khhk626WPt0XmVMTZE2DN3ubXK++NZ4uUhV0iKj0PzvCSu1WyJQANh9xBFeUlRldJAPkWBbvHHQQl5WWYu/G9337unUZKXcLEPCVkO0bmtBpddJEZ5IuYjmwcePv0y5P2pPBX9rUiE8IIo5AWLjNk2KZkd7/yTMM+b70R3O1RGtYF3ojVXERIp4QmOzZiNoQ9ZYIbEYXfAUpM95QvdPo9Vtx/vg8euZ8CEVhYCHyqpMQFxyDXrEVXVWHs6gKZ0EFhKKISYORB45A10cgy4f/hFHIgb2r6o01IJuBT5xMtKKJuvsWsf2upbiBD14DNA0KiaPteJ8CC4UlooQW1BJe0UBgXMFOPqF7EEJQmHMg2+tmxm/s+Drv+o7FSu7Y8hSLI0FGjv5/5OZNSrtsfZnaSIRZnewADq4XtbCTce57wsK/N6FI9WA5yHilKcD1iiJQVuq4tt+MorTLt7s4WvPYli38esMG1oVCWMBJxcXcNnw4o7OzWdTUxNqWFj5paGBtMEihbXNav35kSUlIKcqzszmuqKjXzbDmjzifvOHn0VI1m42fXkUksjbVe+GFUikvhEp497BUkppNT1A86PyMyHl0YWGnty3/+GPuHjOGy0tLM96Qsq/x8saGLukiWVKQ7ojGxmg03heoK1jAOQMGkJ+BcW53WR8McvvatTy/bRstSjHQ5+PGoUOZMWgQq1paqAiFWNDUxLzGRpodh0k5ORxRWEij4xCQkhOLixmc4S7su6LQtvnHhAn8vrycBysquKML/WzWBoN82tDAtIL06yIAhXnT2Bbc1L4uohO6SMPWN1g072RGjv0teQUHp0WWtJe3vfrDLfxrbT2OBi2cVnElpGRa2wKu368fd09JX3UHgBe2nsKW4Lv4nVaVRryuzrQS0UViCT+nD59DUWBiWuXrKlopmDmP6P89D8sqiY+a7lq334S0CDfkop1EzLpSNpFIlhc/4G0tBPLIkfiPK0eW5JB1xmisgZ1z5WcCHVWsGfEM0aowjrbR2q3i44ZQJbwdsQvLR4QxHxxLzlEDMyLfhor/Y/naW5BOIucn7rIk9ZeJ3Qz7TXiU0kGXZ0S+vkhFKMSQjz7q9PYSWH/44QxNY35Gw8Yoj46rxFIOtlYp44WlHS8roy1CwogL8jj2n4PSJtvuUhEK8edNm/jDpk2E9vCxMNC2+fLAgYzNyeGgvDyO72WGR33FS6yae66blyHdkreRpNYlyY53oaEoewqTprcNt00HjtaUzp7d6a73AJNzc5l50EH0Nw3aOuTmT7fylxU7iHRSF/nKyEL+dnh6G2eev3Ahz9fUdGkfgZv3+tHBBzM1Q0prZ9Fa8/r27dy+di2fdpBD1JWSvUcUFHBav36U+P2c3b9/RkrEdhatNaM+/pj1XSjK8OrkyZzeP32VVJPZsvVRlq642tU9VCtdRLfWRQAEo8ffx6Bh13e7LGk3NH69sIY7F1SjtFdCULb/cQLIsgRfnDGa0XnpCydojlbxaMVwAKRS+Fpd8ULpeO3hmFwAPlnEcYOfpSzn2LTJ1mm0hkVL4ZU30RWVqKU7UJsaQMW+N6/kq0odSbUWhJuLQNsoZREJ50CSYu4om6jyo5RAayuuKsniAEW/OoK8y8YjAj0/a9b44gY2X/B+SsUpIB77nmxogCD3yCL2++/hWPnpn/2JRHfw3txBWJFQIvkq5q7scC/JwYfOIy//oLTL1xeJKEX/2bM7lTApgSvLyvj7+PFplenli2pY90qLOzmhoqlxu1pje9kZ8avQe7oOPzeX6Y+VYWdnpA7HTqmPRnl861be3L6dynCYzxoaSFdaoABOKSrirjFjmJSXl6ZP6RpL3p5ES+MSlKUJe0OnFq5Ho9UQAggmTHqagSUXZES2O9eu5efr13e6pKYFnNyvH68dcEA6xerT/Hn5Dm75dKuXKqoTbuZ2Bma/FMw5ZRSTi9I3WdEYjZI/a1aX98uVkqf2358zMqSw7op5DQ38dcsWVjU3s6KlhQ1prIaWLyW/HDWKawYPJqcXePA+qK3lmPnzO7395Jwc3j34YPplYELAcZqZNWcQhOpTdBG5Cytv0tT3KSye3q2ypPVpVxdWLK+OouKltUS8jG3r5PA8W/LKccPSamQALGpKdELUUhKRqbkZWgoiltsgVAvJkNzTOaL0L1wwen3vMDLCYfjhz+EbN8Orr6FmLYeKelAxJVqgFUlPy8RLCI0/pxYhI0TC2SSPsI6yiTgBlLJQ2vbCktyX2hFl+3XvUzH1KVR9z8cE5549jMDkIkAR1QlPRqJjOCgtiWqLqLaom93AZ8NnUv/+9rTL5rOLmVD+QGJB0vOsI4SQVGz608432od5e8cOAp2cDT97wADuHzs2zRLBxplBT/8URKWN491LOrZM2ISxUAhyhtlM+FYhZ84ZxvFPD+4VRsYHtbUM+fBDbli5kpdqapibRiMD3O/l9dpaJn/6KQ9szlyBhp0xdPIfgcR8TNzI8NDCrTUftSBqaRYuvZDFS75CJLIj7bJ9d9gwyrqgjDjAf7dvZ3lzc/qE6sM0RRSLq6Lxnksi9oNDG10k2xI8N31oWo0MgCe2bu30tgI4pbiYB8aOZcuRR/YKIyOqFF9dsoSp8+bxYEUFb9XWptXIAGhQim+vXs34OXOoyXAlp/aYXlTE9C6EOi5sbmbERx/xehe9WLuDZeUwYezfEgs8b8ZO1RFhU7H+nm6XJW0ejYaw4viXK1i8I4xjOegk10HrLuDDs/zMP3skBb70W6jPVB3DtuBcIDkbX2MpneJsUQIO7fdrDi78Ttpl6jROFG78HnyxyH0b8kFzoatkR71Z/ZSnZfvKmVKCxu0jiRkgWkPYyUYpida2p7C7jjWlBY72obW7zD8qh6EfnYvVv2ddmOGV9aw58k2aa3zeMyJmZAhvLrl9Za7sphGMvGdC2uX7YHYxTrTWjY9s1WE+dukn9ajE9g3giOnpr5TU13imqoqLlyzp1Mzun8aM4YYhQ9KeGNm4JcrfyitTK3oAQiss5cSvPA2QZTFjxzCETK9MXeHjujqO+vzzParZv6f835gx3JiB32pXVCy7g/Vrf45KKnEL7m8XqzbYGsvK59BDPiMne0xaZXu4ooIZKzrfC0gCd48Zw01Dh6ZPqD5IMKo45dVK5mwLoiwH7XficSPx9njeoDzQ9rHk3NEU+9Ovi5z6xRe8saNzRusPhw/nVxlo+NZZHK05e+FCXtue/sm7jijx+Vhw6KGUdrIcdLrYGAwybd48Krto+FxVWsojE9Kvi3z84TDCoba5Gm10EXDzlESAI7/UvcVU0ja19qdFdSzeEUFp3D4ZSa4DgUBoiXAkMuRj8w5BVXP6H3tVkYVURD5rG5smBI4lidiJl2NZTMy/Nu0ydRb94bvoc06NGxnascELfdLxry4WWNw6+DQVKTW2vzG+jdJWq3ApN68j4viIqByUtnG0RUT7aVodZcXg56h/bn3azrUz+McWMPiJZPeee84qXqvS/SoUruHhIFEItvzfeir/ujHt8g0dfAMkB9Rot6ScHfUqUTluwxwr4s0yKNN8qzXNjsO1y5d3alsLeL+2NiOK69u3NYBXyDbFGyokUctHOOk15rK8XmNk1EYiXLxoEUf0sJEBcNOqVUydN4+mHu5uPXj8z8jrd1Tco4Fua2TEolBjr6jTwCefTU17NbtLS0rI7WJH+5Dq6V+29/HwsgbmVIXc9imOhQhbqboIIq6LbK+3WFef/mtyZXMzb3XSyAD49h70cOhu3qypof/77/eokQFQFYkw6MMPeTTDzfBaMywrixcndb2gy6Nbt/Lb9enXo4YMvYkUVd/zbMSqUFleJUzL8XQRHen2sS0thobSmgeX1BOvDBe7wUM2Iuze6CJkIcI2QkmkgBfXN6VDlBTeqr8ZLRRatFUSWjM06yQCsvMuse5Eb1mNeu8p1Lv/Rm9chn7iYfj5D6ExkrAlIv5UP7+7pzclt/OLRGvwZSUStRJ5DQmz1q3g5EdpiCgfjvajsVHYhCN+Vl84j0Vj32TTnSuom1mD07JnDYd2h5xDixG+hNxaJ3k2wGuUlvDuuE3TLNbesAwVSe8DeciQG/H7BoLX78PyalcLV7D4Syq3qU5WYGRa5emLPLNtG/WO0ylvhgP8p7o67eUDty2OsPw/4XjzPWj/botNZhz2054ZQ0JK8WJ1Nfdv3szTVVWsbGpi1Ecf8XR1dY/I0x6fNTaSP2sW5y5cyD8qK3ss7KdwwJeITwrEDI7kqJqk2T689xFVx6q1t6VVrjzb5uejRnV6ewVM7GQPjn2JBxYnVayL6yK+hD4Sst33joUt4IV16ddFblq5ks4+Mafl51PWQ0nQq1ta+GtFBQ9VVDCvoYG7N27klIULqctQmdZdoYGrly9n+Icf8qPVq3lr+3Yae2DyYnJeXpcnBQB+snYtLXvYrHFXDBp0LYGs4YCFxtU5YrqIUKkv6UAgMKzbJ+zSkh1bG1JUtbRV5OI5Gq2wcGMo08mOyBq2ROaAEEih48m57d0uQvg4bcDTaZWnPVR1Bc49X4fNXidaB0RTFlZLtjsrqryZGJ3k4wekBKUc6EIrGSkSF7drdsmE4qTB0a6R4WhfbCMv58GH1oIoPoKrNA0/WwesQ+ZaDLppOEPvLEdmoEQxgF3sp/iSIdQ8sTmpjIWIGxkJYoal+/2okGL1DUsZ+9D+aZPN7y/hoIM/YPGi82ipW+QmYCVdbImaYO4Nr5qr0iZLX2VRU5NbjrKTDzUHV8FOZ5nP/36rAS0ESkiEVqgkUzYldxgY/7Uc8gZnPmHxrg0buH3dOoJ9YHZbAy/W1PCiF7N8WH4+d48Zw5FdiHveU0qHXMPGNb+IC6SSwqd06kRgyvt1Fb9nyKBvkpNdnjbZbhk6lKjW/HTNGjqTHVfXwx6i3kZUaVa346HoSBcRAhrTrItUh0L8t5PeDAG82QMJ/ltDIc5YuJB5faT7/MZwmF9v3MivN24kW0quGzyYX44aRVaGEsazLYuvDRrEnzdv7pK3OApcungxL6TxN7Z9RRx48PssWfRlmnd8Gm/UF0MkaSNCA8HtaK271dhIi0bo31Ujq1ZENJQXpC8LX2vNi3Vfdd8IgZKJV0roA+AIOLH/37FlehPBWqPqqnF+fCpsXuHOukQsZEsAGfQnptTiAXXeW68gstYgLIe2qk77CAGO44tvn2x0gJtIjTf77wXt4WhJVPtRWhAhkOQ50CgEkSbFxl+tY/mX56OdzimG3cHgX03EV5I4F1emhIdGA1EsoviIYnsvP5v/so1tL6R3djcnewxTpy6gOP/IJFd9q7h+7/9oaCt11e+kVZ6+RkAIol2YOSvx+cjajVmlzrJtaYQt81ylxRHSNTgQKIjPTrrXG1j9JMf8uihtsnTE91ev5rY1a/qEkdEecxoaOObzz5nZhbCSPSWQNYyRY3+bePjG6pUkzUQpgdtTKekVsWHe8nNwnPR5YoQQ3DZ8OHOnTOnU9j9cuzZtsvRFLOG+OktUpVcXAbhwyZJOb3vvmDEUZrhkcV0kwri5c/uMkdGaFqX446ZNnLpgAeEMjoO3jxjB8N3wPL24fTuPpTn8KytrGAdPmUv/4tPbhA3GiP2tIg1sr+jeifa0PJXzfJJB2VbKDO7OyPcJzhuVviZxy0MvUBVdEH/vCEFUSpRndDixlyXRdg775VyYNlk6wnnoFgi3gBaIiAVRgfCyE+OGpe3NzKR0f3MQri2AkFEQu3bDaQ2h5qLYO3dfHE8td6s3aY2bAC7c7V1PhiZKIvHKwSJEgDABIt7/W1+pZ+0PVnfTt7Jr/EOyGT/3OHIOzE+cXyzPBHCwUch4GJX2OhwoBIu+vJgdM9Or0AghcMLubG1Hz7vY8m2b/trBFvsmRxUWdqm85/VpTi5+/qsNiTdCEBGWG4Yp3GvKib2ExSE3F+DPz2x1qW2hEL/bmP78o3TjAGcuXEh1BrteDxn5XcaOfwghrBSDI2Z0RK2kgolCeC9oCC1m7rJTUSq9FXC2djLRdFMoRL3xasQRQjAqz+60LuKXcOmY9JVffmv7dt6tq+vUthJ3TMs0Vy9fTl2aw3nSjQbeq6vjW10oprCnDPD7mTNlCofn5+9641ZctXw5L6c5rFUIgQrXxmqQtr+Nt7x682Pd+tlpexL6Xe2Vnc6uezf/H44YQI6dHlGqoot4qf5aSM7L8AyMiBRELElUSiKWJCwFA/wHp0WOnRENtaCXzoEkd66I2m3HRl8UhEZIDTLqBtRJ4iX7EBphh4FWcTpJaA1OxI/WqV4Anx0kEUzmNb4TsZKdrvHhYBP7PaNYRPDT+vfVCNb/voLKJzpfum9P8Q/NZsJnx1J2yyiSvTquQSHjIVMJYtW2BMtnrEx7UietGrq5y1ybUHoJWGhobliYXjn6GF1xeo/Kzk5bwqTWmpeua6Bmpfvwjf+WXmnbsLCISvcVkTaOtNj/K9lpkWVndDZxvi/QrBRT5s3LaChQ2dAZTDl8GVlWWcryqJWcp9FqvBOC7Y0fULnjubTKltvJEBANfFxfv8vt9iVyLWvXuojHL6f1pzhNvaJWNDdz9sLOj/Hjc3IyXpXNUYoXelEe157y18rKjJbTLvH7+WjKFO4YMaLL+85YvjztOYZaR9oaGbFcDU8XEVrQ0rC4Wz83bYZGgc9KxEDqpFcrbtq/kCv367oF2Bm2O2t5rPYkFBFiObgxcQDX+IiFUnlugVLf1LTI0hGR+c8T/sGkRBq2EwsQ9i6H5GA6qSHLq07kC7ueCF8EIZx45SkpQfqDtHO27vHLB8O5x4KMGYLuN2NJB0uG3YCpVl4R7ZXAVbEcByCCz/vfJoSPIH5a8BPETxTJ8m+swmnK3KyIEIJhd+/Pfi8fEs/IcFolg7faA4DmVUEaPm0gneQWJl1T2k3+9oXBFxXYUYEvIvBFcMsXGxJ08iGbIyWzDz6Y4jSEGGitef37zSz4l3vftTuUeTkbygunQkL+oMzlZuyIRDh3wQJeylAVGFsIvlpSwqTc3E6obrvPhlCIuzPsocnJGcPhR28iN2dSvAJVolp4q7ONvReCNRW/Tatc0/LzO/2wbuzjs9HdTaHPQjhJmfzt6SIarhyTz42T0pMbVBEMcthnn9HSBUXyoNz0RXm0x4vV1RTNmtVpL/KeUp6VxddKS7s0obQ73LRyJdsz3HPjzlGjeP+gg7q0T2UkwjtpDhnNK5yWeKO9SpiRpGqYUfe96GZdJC2GRlNEIZRAKOEmPWiRuMEd3GWOxFKSmw9Iz429Ofopf6k9gjBJ8bMikZPRnsKggFLfQWmRpz0in/yL4D+vg2A4RRKRnKYuFdrLwwDAH4GsFoQdhUALQipEIIzwRdwHo8I1UnwRhBWCwizElDHIC4/G/s9P8P/v5+TcezH5/7gAfNINYBWA0PizmrGtMFIoBBFiT1qB9hR2d7AO4/c8Gj6UF5oUxcYRPqLCT1BkU98UYMm312Xqq4zT78xSht81lkSOSeqw6V6CsUAx17NR92F6ZwDLhl0f/3ArGqv4IFIuQqEEzo4VNFS/l1ZZ+hLNjrNLRdYCLi4poSQNtdS10rz07SY+fTgY94TGq77FtqHtOGLnZ24WsjEaZfrnn/NiGo0MAeyXnc2pxcXcU15OzVFH8fjEicw95BC+VFwMtPU+ddeD5dfr17Mh2L013XeFEBbTDpmHz+6XVGMi8ZtqvFK30gun0pqGYHq9ST4pOaCTiucfNm4k0kdzdLqbUFQTCYNQEhGVieSbmC4SFYioREQtbjuoKC0yLGxsZNzcudR20Tt3eAYLIjxbVcW5ixbRmMbrpsCyOKKggCtKS5l98MGsPOww/jZhAv894ACypUwZM7pTMY0AX1++PP2RC62YXlTEI+PGdWmfd2tr0yOMR8mI6+N/y+RKmK1eunELdZWvdtvndnvVqVBUc/bzNSytUuDzlGYtWut7WALOGZXD4NzuL3wV0g082XARjm4BEuFSeJn0SifShSERaKSFYHCGPBo63ETwxR8hoxJ8Ch3UqUqV1GglELaDVhYyea0/Cr4owpFo1YgQWYhrv+MqznUhqKqDgA9x3MEwdXy77tfAmeOw511P8NHPCL+5CsIO9iGDKbpmCqKsgMZHl7Pl1ytRIdf5EfsB3WRXn2d4SBwESljx+C3XP+Iq8aseqcc/egvjfjwoLd9hRwz97mia5jWy+d+1xH7lWFJ48i/v4JojTcta0ipPfr+jyc6bRLB+EZZK3AvJVc/cosSa9Z99jf1PWtXjjcx6mje3b+eCxYt3ObvmADekKWRq7sMh5v8zHFeiY9e2FEmGfxIKQMDwYzPXQOqhLVtY0k1lYU8pKuKcgQOJaE1FKESTUpRnZfHV0lIGtGPIZVsW/z3gAF6tqeEvFRWsammh0La5tKSEy0tLmdPQwO83bGBmJ2PS2yMCHPzppyw69FAGZbDEp5R+phwwiw8XHAgioSAq2U4jPy3QTrjbK7W05v/GjuXY+fN3ud2H9fU8VVXFV8vKdrnt3kxUaS5+YQfzNisIuJM7QrWdP7cEHDs0wJii7veIhpXi1AULaNoNBf6IgoJul6c9IkrxzW7KZZDA3eXl+KWkLhqlIhzGLwSn9uvHCcXFyHbuj5P69WPVYYfx8JYtvFhdTYtSHJSXx3WDBzM2O5tHKiv5xbp1BPfAUHi+uprvrV7N78ekt8lma64aNIg59fU82Mlk72VpLvGdkz+RvOKjaayZ5TYSTkoMjzWvlF5MyMZPv0bBGRUIsec+p27vDP7wF03cPNN9sKhYR3A3xzjxocDoApt3zytjYHb3O87mBf/Oa83fQSovNl4nun6LVkZGwsMhGOE/lkuKX+52edoj8um/CT51E1bEfWrJJj8yaruGh5LuDEzYM8IcCRGfOwseQwvXdsrKgvufQJR1v7IVqWhm3fFvE17dTNixCZJHBIsWstFeTeYotteXRBCNJVsL3A7lAEIz6qpiDrl/CFYgc8mxOqp4v99HOA0KjRvi5QnUekvsQpujlxxI1uD0KYjNDUtY+u5BiGg0ESbXRhKXUYc9R9Hg89ImS2/H0ZrhH33ElnB4l4bG70aP5nvDh3e7DMrR/N9BddRvUt6VDkLpxHgSW+Zt704Eue8ue6WQEcdkxtgY9fHHrOuGGf+rysp4ZPz4bpCoLX/YuJHbVq/eoyaB+VLy4uTJHO95UDLFhsqHWbjhG4BnZNi0eZ7F2K/0R0wc9P/SKs/Xli7lka27zn8b5PNRcdRRaZWlt/P00ha+9lqSLuL3Qspa6SKDcy3e/XIpQ/O6f9Lz31u3cunSpV3e75C8POZNzcyk53+2bePLi/c8Jj8gBJ9OmcKkvO5Ppq8Jhzlu/nwW7aEifv6AAfxjwgRyMlT2Fty+coM+/JCqToRv5UjJwkMPZXR2+nL8gs1rWPr2JIgEk3SR1rm27vNt6MEPMWDU1/f4M7td8/vlxw2JqB/HQoat1HrVGixH8vpZpWkxMgBWRd4iVto05s1ITuZzy1KmejJyZQmnFdyXFnnaI7Lif4D3g2pQ2WEQCmW5j2MtFTrWL97SEAihrQg65ueSGnXexfDvN9JiZAD4BucwZumZDPnH4eQfmIvE8fpTuKaa8tStKBZR4YVQCUkUC0d6LyxWPVbH7As2ZNR1KWzJ4K8P8owMK155StG6WaMg2uiw5jcVaZUnJ38i2Tnj3P4t2i0YFmuSEw+f8ratXvNgWmXp7fx761YqOmFkXDBgQFqMDICaVYr6zQkvHSQ5Zr2cjFj1stgLITjsppyMGRlhx9ljI6PM5+PDgw9Om5EB8J1hw1h/+OF8a/BgcnZzxr9BKb70xRfMSnNoQWsGD7wUIfxuPprt9dkU7ZfbWLH11zSHN6RVnss76aXYEolkPOSst/HzWY2pukjI9kK5vQ00iIjkpTMGpsXIAHht+/Yu5yAU2zZPTJiQFnna4/VuCLu8tqyMmqOOSouRAdDf72fBoYfy7P77M2UPPuO56mpO+eILnAzqIlIIbuyk1z2kFHeuW5dWebJyRpNXeGi8YZ90hJsI7hAf2ISn421f1z2VMLvV0HhnXYhtzSp1xkBJrIiNDHqvkI2OWDSG0/dDR3UQ0GiR1IpEiNQHhJf8rYXgwMDVXNnvAwqtrlcK2B20ihJa/Tpa6EQXWgnRvCDKH0HFytj6FMoXQQvH3cbvQL5Gn3MW+rl3kV+/BeFPbziBkIKiy0YwZv6pTPz4SFK9aG4pT+0p71HhKfRCJgw5IdFasvm1Jir/m96k69aUXVVK2MsjAeJyxkK74legA5v/XoUKpTeuWVo5SJ3I749dnTHjI2ZsNNV8kPF40t7EHZ0caMNp/I6c2Pgk2k5YxMssxOtKC/z5grP+ksfxP89cZ+bHOjGz3RH7ZWfzyqRJbDnqKI7IQCz40Kws7ttvPxqPOYbLSkp26xgK+EoXehB0B7aVR7+iLxHxbMd4aVtwy6MnbSuQbNj+SFrlye/CTOyTe3B99HU+qYiwrs5pq4uEfcgWH7LZ/V9EbBpC6ZMjpFSXkqsvLynhsylTGJ+hRHCtNU9v27Zb+/qE4MrSUmqPOoqHx48n106PsRZDCMH5Awfy6dSpLJg6ld2dzplVX8+/MnxvXF5a2qnCGQ7w76qqtFfbE1YeUol4lEx8Hl4nJj8F0FL7OcrZ8xukWw2Ne+c1dbhOJP0DyLbTF8va39rP+9DUBwFCoL1GfVEBUQERKZiSdx35VmbyCKJNW9jy8AgUTWhLI2TCTYUElRMhWtRMuLiBSG4zKieMU9CCOuUU+MsbiH/NRX7jp8iszJfPzD+siP0ejs20aE9plyAEjuctcITrOXCETVTYhIRFRFooIfjstsze3Mt/uhktZSKsxW02Akmz0bGHgNOkCFen7+bWWuE0rgdIuQ9S/vaE0SqIVml8+vViFjQ2sroTM7ECyE5jc77iERbSe27GQqLiExSxhp+xMURA2dE+Jl2clbHcmt+uX8+MLsZVZwnBq5MmET7mGJYfdhhnDBiQJuk6RgjBY+PH71ZjK4AN4TBz9iDno6vUtSxkS/Ob3kSVSOQSy7bGhgYaQ+ntIbS5k71FJFCZwT4kvY0H5nUcYpNJXWRiTk6XQgavGzKEkWkMm0mmJhJh8IcfdjlJ/bz+/Vlz2GGEjjmGRydMyHhDQYDJeXk8M2nSbu//ozVrulGaXXPHunWdrtAX0ZrNofQ9/7XWROvc4hXJaQQpf8cjLRycSO0ef2a3Pam11ry7Idx+6biUDWFUocWIgvTFyNkiMauY/IBIQQgcKdFSonT6y4qqSCOVH32TTY+PgsZalKXQlnZDpUSrL00AtnaNjvwWImU+rGt+hexf1uNJwmVXlfH/2Tvv+DiK+/2/Z3b3Tl2yXHHvBduYjukEEtIIBEJ6Ifz4JqT3BqT3BqmUkAKBBAIktFACgdA7BgMGbIx777bq3e3uzO+P2b3bk2X7TtKcZMPDa5F02vN9dLc786nPUzMpTaHfJ1bflqiouhEIaaobwgHhEAqXrEyz8RXIbqsM9WL74gwbb9mep/3dmVihS1UDcOrsOa5tG+8hzG7aqRcyRn7j0yCdWoSs3ODrQMI9JdL7aeAdFh1ltxpwC8GFSgYbsQ1xG6YwwpqVwGM7djDqkUf4Rg8UoH86aRJvGzIEz2KAVgpcKbl06tQeP/8rSyonCPrqpt8Wrxsiap2KWKc0mjCqcgkEnrQn9gZm3qVUDLfAxLa34L9LS/NFhtZIZg6xl4mvKzPLH1Sgkt0Zhnxp8WKGPPII68ukfa2Rkr/vvz8Tqqv73Rc5dcgQDu5hG9WqXI41FWotXJvN8rcNG8oKOMupXJaLzq1P4rcv22Xgkww4EC6O1/uKd5/tOK1ZRRCJfQC7vsEFnDPLrhDNS8FthLHYXN4ZEITREURBBkLgUUOzM9GaLQDbXv0Ti28YSvuLf0GoQgUjTAWEqdAEHfm3QxctkEoqnLd8BuHYLUuWCiEEM/802YgGRpej6Vs2I7OhcNCiwJGlMXSygZD4wuWWY9fgt9unXtzw720UXYr5Fpiop16YGZMQiZbQ/IYGvEZ773HLuttBdPn3dfGchrkuJM3jPtrvi3h/4ckSxcaqpeTMoUOt2bH43oBctriSYVoCEwrgmMeEKxg5x+79udX3OWLePI569lnW9oATvkZKPj1ypAXLeoa3NDdzSnNzj577cEsLf1lrd6YqxtqWG9GEZu2I4slkwBE6proVApqAkU3vsmZLWxDwUInVHAV8YPhwa7YMZGQCTWtWl+SLfGD/Khxpb629buPGks/1hGCm5ZapazdsoOnhh/lVD0XsPj96NNUVHKTeEy6bOpWe1lMOnzePbRXQ17hz61ZKTa8K4KC6OsZUVVmzpzRfxPjyTaPfi3R6b0ufBRpXzs9CFGh0e4NH31cJwacOsnszbVcr0UIUf7iJmYyYE10gOSj9YTxhr696+9K/sv7JTyD8ACcQCA3ajYZMHY0WmqAqIKj2Cd0ALTVaKpQb4lflCAalSM/9qDX7eoLmExo59L8zqRllLp+4fcoIlhWi4UBIOqVHxvHolB4dToq1Sx3+PGU9Kx+wm00I2xUirmQlgowiEmEBWjj4ymHC1+22zukwQaGrjbC7EwqkMocTCpxAIHEZOvlLVm0ZqPCV4o4tW0o69+P77UfaYmZ+20oVtQQa5JeyuEc/sY6g4ZCz7FWgfKU4bN48nmzt+YzTV8aMwe3nSkYSUgj+OWtWj4Ofc155hQ+99JJ1Ia5AdeSDDCgEGUVbmxSErqA6PZUhdSdasyVTBkXqWcOGMc6iszKQcf2CLCr2RdSufREX+PoRdn2RxZ2lUadL4P3DhtFssQ3ppk2b+MDLL/d4ts3DEDsMJBzW0MADBx3EhB60Yq71fcY+9hi3b95sdSayvQQ9qBgaOM8SwUn+NcJO8l5a3hcBRwkcJXBDgRMACIZP+3qfvGaf7Dx+qPnJQ515Vev8Dd6lX0UEgrNn1ZJ27W54ccUgyS7VlSVEA4PkeE6oPs+eHVqxft5nSdbMBALtEA2Ca1TKDKwpRxFWh/i1Pn6dj1/jozxN7bsvRaQqqxBaCgaf2MgbVh1Mw8y0cby0Rif6XgMhyUqXQEpCKVFRm5qWks4Wwb/etpXr3rgJZUkgqG5aFVqZqkt+RiMPkTgAIdnyqF0tjXTDTNCG6lnuJr3hqjRSVL7ndSDgV6tW0Vri9XDeOLvEDR1bIzukJIyHf+nWX+FtP6+hcbS9Ne2ytWtZ2osy/4SqKr5mefPqCdJS8vupU7lz9uwePf/vGzcy7JFH+FcPh1lLQV1qYp6ww+jOxmtGgQggRoteQ2fQs0xxKWj2PIaU6IgOfY22TSmt+e69HcYXEVFL6i58kTMmV9FQZTc7nytxPdsvleIXkyZZs0Nrzf8t6p2o5F+mT2dwP8xj7AlHNjayZO5cjuqB7kibUpyyYAEHPf20NZHLaTU1ZRECPGx5Bi3dsD9oI/DshLEnVBwKCcALPaTomwRan+yOf5ufpcPXhVRPRI8ltUSqwiG04NTJdnvPt4TLCAgSLDGisDlEMO6ny/81/I8qaY9xpXX1reigA5nXlDBBkBaaIGXapbSjCdNRJSNxOWpH4x7z//BmvM2afb2FEILDrhqL9BKbL+b9zQonctC6VBEKT2bt4wE3vsOOovGw0wYh0nF5pUtgEdmoMNofIZLFv1hP0GpvfmTQ2A8hpGtKk5Cfxyja/LRAqwybXv6ZNTsGKkKt+WmJ/efTqqut959vWJxgi0kOAnc5b+rbPQ77f3bXtItWr+7xc1PAEwcfTO0Aanfoijc3N/N/+/WsohgC737xRZ7pRbVnd5gw+FwTaETtBGhdFFxojMxR4ApyZHhly8VW7ABTBfrkyJElbdoXrl7N8hKz6fsSbnrRZ2tn3HdMfl3dyRdB8M5pdis+m3I5OkpwXgXwzKGHMszimvbojh1s7QWT0YeHDx/QApBCCP4yfTpVPWw5fq69nbnPPNPHVhm8cdAg6sqoJl+8Zg0bLRI5NI15D9KtK2a/7MYXQYdseuF7ffKafRJoXP6UybYJBCJwTDaha+pPmd+NbrDby3x/7jf5l04GG8kZDSUEQlZbDTIA2jf8r+hnw1YSz2colKsI3TAfbATVPn51jmxdDjVuErVv+LZV+/oCTQdWc8SfRxVtviExBWQhyNP5+RijJh5/Rqse8Nn0Yt+3PzhpydiPD4P8axUuSIUgh0dOpAiEhy88OjMej565gjBjJ6vhpgez3wG/iqhsRULEpcsRhmxfekWfUMrtTbh761a2lbgRzrbcx9y6UfHyXSboLGqZkjK/jsRzXmPm2p+d6g0DycVTpw747LYQgj9Mncr+NT1rYdXAWQsX9q1RESYM/jgSL7+XJJMpvivIpAW5lMT3JLm04Lm2X7Om4x4rtoBpgRtRwucpgCvWr7dmx0DFH5+MfBEtEKEstE7FyPsikrEWZ/Kg9MF9CVaDDID/lkiy0R0mVFXx6woravcE02pquLEXTFTPtLXxQC/ep13BEYILyqjAh8A7FyygzRLFrXRrGXXIpUgVl2nZpS/SsuJ6wtz23r9mb/+BQGkWblJFlQyhJMJ3ig4ZOMwY4jJxkL3M2la1nKdz1xTR2hbYQgrVDSUEtdL+oJxSJqOkpGkqCl1dGFCWmqAqRDmgPG0Cj5T5mpp0Is3v+w8yZZfBpK8w/gONDD7UMFEl32sw9I8Z6ZKRLjnp4gtJznHJSpcQAVrz1C/arNg14+djkvQJgAmCsngRHW+xI7n+3g4eOWMlKrTTr9k87qxC9oDiOkuy3qKDDGHWXjvIQMS81taSha3eZ3nI9Z5f5ghzRR2PheRFomVGA3VD7M899ISJJi0EV06fzv8NoAHw3UEK0SsmqgXt7ay1QAnpyCrGNL2v6DENZD2B0aItrnQpQv677h3Wgo0G1+WDJVz/CpjfZmddHch4fl2YDy7yvkggEX50BBIZSkbVOxwwwp4vsiGX45clBho25zJi9JTN6tiGBh456KCK2NgXeOvgwZw8aFCPn//jlXYEN78+dmxZwo2Pt7TwluefL7n1rlw0jf0AIiLtEXrXvggqJOjsfTtor3dJGe+7XYauBCI/GC5MsySfPsxuqfKp3N/NDASF+YydCiuYzWGQM96qLQBbN99eGB4UGiU1oaNRjgk4VBRs+OmA0FP4qZC6t13KoDNvRlYPtm5fX+L4f4ykqqm40y+IgoxACAIpC18xUbsvHUIh2b7UTuTuVElGfShmttGESDIijZJOvuISswiZtghYf1cb626304YhnDRE4oFFebZkyTJ6KMzZ7dMcaPAivZM9oUoITh1s797ItWue/odv6ErjxET0u4IzWaiWTjjGblb06ZaWsvp7AYa5LjuOPpqzBnCrQ3c4rqmJH0+Y0OPnlzp4Wy4OHHEhQkjQJpGS8QSBI/IaPSq51wjQKB7f/DlrA6altg0u7Ni1lsS+CleSyAqYL6LLfwj46EFppEVmvyvXry/5vp1YgaH963ogUHfhxIk8ePDB7NdDzZv+wl+nTy+p6tcdllpaQ4QQfLpEdXAwl+4jLS1lsZaVbZNTt3MvcBdfRABBZ+/1z/og0BDsP9SJSpWJG7drz1coqHfsZv8WBw+ghEZFoy3JCobqMq+xVi1EaXs9+WuX/4pcbh1KaISA0DWfXOhpQlejXIVyNKFUBJ4iV+cy9P0PUbf/h63ZZBN14zze+eI4hs9N42qFAjKOZ7RKuvaHR8PhARBISVWzvetixs/GkGp2CHHIiMTi02WYMxbvEw4sudzO3IgQkqrGmYUHdEQpp8krhsc/t6651YoNAxVvHDSoJJ7xailxLDoIW1Yqgmzx8pWc9YorGqYVEF66y54GT0cY8tbnny/rOacPHsyao44ibVml1xbOGzeOq6ZPJ92Dz7jGEqtW2hvMnBG/yAcZoZMYAk/YWUhsaVr8V9mYecyKPe8sMdBe0tlJR1gZ3aKBggNGlOaLDLM8BH7Ptm0l6ya83NFB1lLmGuCq9et5tYxqnwvcN2cOXxqABBKlYEQ6zcuHHcYbm5rKfu4gi+vmd8ePZ2QZAZAELrVI41096MDCD0W+iChSCG9fd3evX6tPVuZJTU6B4SGMbvL4plbmZzeUPL7S3qLXqVpYraJNuYvAVtchzhBBKxtp0eus2BKGHax65Xy0hMDTqIhhKoiCjMDT+CmNn1bkqkNamwLqjv8R6aGHWLGnUqge6vK2B0fztntHoqsdVHLjjxw0FfW3B0KYYENIhh5qrz+1aoTHcfNm4Mel30SPtRkGdwiEa/Q/AB1C6yJ78xHphkhZPQosoFDFyH/VkN32nDUbBiIOLFF4aVsYWlU8vv/yaF4oCiRidF1HFKAdwfKn7DkIl61dy+Yy+nTTwPUzZw4oGtue4MMjRrD+qKP4fBltXy6Gf94Wpg35AmOaP0Doyp2HwQWEUhBKQSAKLXct/qtWbBldYgY8BKtDpQMRU5p37YvEbFNOKHlyhT1fJBuG3FdGr39LGPKKpeqTrxSfWby4rOd8e/x4TuhF+9FAQJPn8d8DD+Sxgw6itoz18JD6ems2DfI85h1ySMlJFIW9Ki1AunGm8TmKfBFR/FULslvm9/q1+mRHmtDkIGM2nahdSirTCxlT3UptCDts4cbceaZ6EP2so2AjVn/WkBfZwmJGFGDzhutRKmOUYyX4niaUZi5DOxCmNLkqRUddSEejIkxLBo15357/4b0EI46tJqxNFVUMQiHodB2yrovvOvieS8Zz6XQd6kbZzb76bRCGsijICHAJhZtnxVJIMxyOg2dRtT7dMCO6R8zP8Y1eYHswXzvW3YPW9pzYvRm2lpFcp+apG8Ki1qhQQNBlXs4XoKT9deTiMkW1zhk5cq8PMmI0eR5HNJZO1iHB+t/uOxIRdVoXAoy4NdYcypH4jtlzPGnHaUkJQVWJf+vtJerS7CsY0+iYIVd29kVi5kup7a0hAF9burRkgTbbuG3LFlrLrGp9ZC9rudwd5jY2llWlGG15KD+nNdkyHOFy2KrKRaphGhT5Il2C8mhQPLPxUbTqHWFPn/wVB492IJSIrjtylEEQoSBUglH1dt40pRUvhncVEfkAiZYHGR2Fdpl6MYIGYUekrbN9oRGuEyIfbISpqIqRUuRSiiBlgg40eIP2x03bUznuD3S2kY8sAyHIOY6Zh5AR8xeYCod0uPt3Pn7G3tLftqxwk8RBRvx9kfiaEATSpXpqtTVbGsa9B9CFgavETV04QGW3077uv9bsGGhwhGBKCZnaGikZbmkwcf7tIUpFrHTxg3ElTkYK0IkAQ2sYf5itNU2XrZ1x+pAhVmzpL5RTucpRngpzT9ASLEFHLqRhENy5pS6G70iGVx1lxQ4hBB8YWtp+8bseKkDvrTh0jBOxSnXxRTAtU0IJlBKMqLPnwP2jzOuwyXWZ2kPGtT2h3DmdcanUPif0WE5V7zdr1tBqie0JYEWZa/oUS9cFQP2YM0AkZpd24YvooJO2lTf36rX65G5zo8hHKGEyB0F0xBWN6Pd/uN+nPdf3DmU7W8nqtigDWdwyReJrDIHgaO//kMJO5joMMxiNoGj4WyRs6TLW73sa0TjOih39CekWmHmyjkPOkWQ9h6wbHy5Zx0EJ2L4anrzaXonfayxc5ipimwqEJIyP5EA4mo1P5iKxv75Hun4KqbpJ+eHzXaXWhBZse/k3VmwYqCgl79ahVK90JXaH1QtMw6US3SiCd/keKUhVw8HvthP0FDF/lIiBrJXREzSV2S999sKFdFqcSUjJQYDMVzNUfMRBaLzOC4EWsCJzpzVbPl5iW9mizk5rA64DEZ4wvWtFlYywiy8CXP2wz7aOvl/js0qxsQy1egl8cuRI0gOkEjl6Lxv8LgVeGe/tpiDgohLZwnqCxjLXtGdaW60JCXo1I6lqPKA0X+Sl3vkifXJ13zQ/wA2if6q7KXbA8SVbOuDm+X0fLTokPrzISegaZBQGOyVTnBM4NvWJPrcjhkw3IwQELvkB8MCD0AElQQnTStVRrclVO1TXTLRmS3+hcYwArfGlJOtKfFeiHFloMZAQSEHWcQiBhy62F2gMObKGquHGCQtwDOsUZkZD5TU/Iv0PBO0rA7Y8Y29Oo3bYcfngGwr9kDHinzvW3kuQeW3Q3C7t7Cw5g//LVausLL6OC0hT5QodB7+bpAUAQiBd+ODlVVTV22mfEkIYp6nU84Gx+1gm8owyKzSdSnHj5s2WrIFJdWcChuhCSZFnMFSiMAgePw6SV9qutWZLOZnOn1qi7ByI+NczAV64e19E+pK2rOC6pyzoN5VxrgCObGjgW2VoLJSLUWW0AjnYzaD3F2aU+Tf9Zs0aa4xxs2trmVRVVXISaUsQ8KBFpfDaESeW5ItkNz2J37aix6/TJ4HGy+sVKIHjy/ykOpCfZHf8KJsA/Oelvg80akQTI51Z8UsaVqME01SSYejtqe9wVvXVOMJOJlJpn5Wt10eZLhNsxFUM5ULoQZCCbFrjp0DokGEjz7FiS3/ibb+oAyHIuA4qyTZW9HmYjdl3HHas1dZubukKZp431LRuRVWvUJphdSUloXQIEsEHQG6bvcxozbBjMe1ThWpf9xkFTcuSq63ZMZBQTkl5k+/ztAUl6OnHO8SFLA1oKfGlNAr3CbappnGCz9xezYw32pst+u/WreTKuB/e0tzMqH0sG9noeWWxtAAssKgdMbH2PdS6YwgdiRKYr45ZQ5Qj848rKdAoMsrefMQg12VydWktnn/fsOE1wz61cL1CK4GT29kXIfJF4hmOOxb0vS/iSskJJbIdfX/8eO6ZM4dqS5VIpTWXlcFaFMJeo7tTDv40bVpZ528LAtot3S9CCL49fnxZM0Jby6iQlYvqYUdTmi8iaVn8lx6/Tq8DjedXh7y6QeV7u5zAwclJnKw0XwMnX67UQHvWjjN5iPOe4jaHPAWlMDSqQCBrOSJ1trUgA2DtthvY7r9IEK0dWoLvgu9qfFeTczU5D/yUefPTjQdTWz/bmj39hYknejRPEuS86I2IMn85R5CNBiaVEBD3OUtzE9rClE8Pou7AGhNgILppmSL6nblOa0bbu0bqx74bIdJRid/QycVH0eYoHHI7XrZmx0BCueXqDgsVjSlHS6qaTDsMFNpglJT4QuALQU4IZr/fY/QB9tqUtNZ8/tXyGIu+N368HWP6GTfMnLnnkxKwqY3gymreOPw6QgmhjIKN6FCQoFI339e79jLVQgg+V6JT2KFUr9Tl9xa8ulHxzIrIF2FnX8RN+CIA7ZaK6OeUMEztAJ8ZNYoqi+2Od27dymNlJGSmVFdzVEODNXv6C3Pq6zmsTEa6lMVWto+MGMHxZRBdjLGYQKod/XakU5/wRQpHkS+CJrdjYY9fp9fv5h/u93G0KGooLhLHSb6YgGnD7dxY29lKIKL+2eixwlyEwJcOGSfgOfUfK68fY/nmP4Jw8D1TzQgcE2yo6Ag9CKOWqsCBmuEnWrWnP/HWi+vzWeCMK+lMufiOJHAEOUfSmXLIOYJQQrrJLoOPEILWjZgAQxbYpjSCUBjhQNP6IKmb5NE0wy77hOvUR334O//dIpFREK69wfSBguWdndy+tXTtEgFMLTGbWw5CH9qy0lTauvJaCDMInks7PHytTc4aeLq1lZfLHOKcVVtryZr+xVGNjUwuoyXMtqPUoTbnqWxVJNgXt0yZuQ0j5KfQzKg726otpdLcgtGf2dfx54cCE0iU6ItMH25nz1lbwvBxCFxrmbzgj2vXltXKdVxjo9VkX3/iiunTSz63RkqrgQbA2hID/+GexxFW1zSN6zbsciYw74sIiXB6vuf2qvavteb250OUojC9uJvrVGnBh46w026wUD+ELx0UEkcVQjHDdCRRQgKCTXq5ldeP0Z59FVBkUyAVuMoEGJroQxPGtKwLYcqog++raNkcDYO7klCa7wPHDE7GyHqSdDZk5gH2F7jWzTHfE/lB9fhVNQIlJEIrxr3XHpc2QMviK1DZbd0HGQg02rA96IC60adYtWUg4JYtW+LbYo+QwJubmxljYR5hx0ZNGApCV+IojVQ6b1eScWrHRghyGjdl55pdViYziQPW2i8GAoIyWsiOLiNT2BMsy95troMYXdYRJUAoDdJjbPVbrdkRas2nS9RHmFVbu8+11XWHW58NyBc69+iLwEeOtJNMuquEpIkAXrU8pL+4s7Msmt1y7rO9DaUEfzGmW0hidUWpa/ypQ4ZYDf7all5H2LG2+yCDgt+qdUjtmLf3+HV65fWHCnKBcY5kCMrRCeu6ni049xiPmfvZ2RDX66XEQn1qFwrkGo2j7Wo2KHzjmDiQS0EYghsYB0nHpXYv4l8HXG/forVNoqaBQi8zpoUMIY0jnRBUzFa5bKs2Mxq2bqrtr/poLaPPwLBNxXuS1BoPhdQKLQQjT7Q7ELdj0R8KP+Qp5RInRKw1Xv1kavZ7o1VbBgLawrDkntU6x+GiSZOs2PHqM7EYkFF/DnexVAkBjr3OupI1EmLs6933Y6qqWF5iBnBJZyeHWKI/BljtPwFEzGSywHII4CiNqxRKCKrlCGushgB3b93KuhKdp2+MHbvPZqqTaM9FFWIFWiZ8kW7wvkNdDh9vJ2v9fAlzQpVw6TNltpcOtawh0Z8oh8Eu1BqltbU2zLXZLKVOB53UA3XzcrBj4eUgJGjV7XyGiMh7nKoR1I05rcev06s7zXUEVS6FnshQIrp7B7XgvJM9vneKnQs50DkydJY0yT9altfzWw6UDsiIqOVBCALXtEllqyCTNoefNkEGgO9BqPdd6sFJR0iolmit8V1QQhJIU9UIZHE8+uKTgnuutSdQt/i6DjSanHTwRTTgKyVaSkIpyTguvpBoBA0TLHqRgN+6FNB5soSkeJ8g6pVU0Dzt8wix77c8NDhOSRtvs+vy2MEHM91Sm9D8/+2W5Q+i39UNtTtPtP410E9fDsrRBzl2/nyylugglQ7ZFC4glJKcY9YQhAApQZph8JzrEAoY5JXeqtETLO7sLGnzrpeSDwwbZtWWgYLqhC8ilTSDmd0wT33qeI8L3522cg8rrdlSog7DbIvtjlprdpSpB7HN4tBxf+OQ+nrqS6z6PtfRwY9W9JxhaU+4voyWuf0tt8T6La8WgozETEZSW0MoaJzycYTTc/+9116MDrv0PmqJE0ikL5CBQPoCJwunzvasbc7P6Ht2Fuvramd0eKK8oaBy0OGvJiPbC68nhZnREAXmKY3J8uc8046xyZ9nzZ7+hpsSDJ1khiYzniSbEuQ8ge8Kci50psCXhc/mml9gjXmqc5PCl66peMWVry70tr7jQoND3Vi7VS/hmoqJiBPoFBcA4++3P/djtLInHjRQUOoidGh9vdWF95V5RvNmV6tUfGUqy8nhp3vAnGRTP6K/ceKgQSWf26mUNR78QHcQEuAnhPpUJD6a33+EIOe5TK463YoNMeoch1LCqValymIe2qvR5RaQRGrgoSgcgeDU2R6OtHMT/3fbtpKrFeXqxJSDHUFQcsAT4wWLjG39DSkEB5Sxd3x/+XJCS75IqTorKWCm5UBDetG/n/dFiueZ4u9bF/wOFfQ8Kd7rQEPGq12Xz0RgVDhj4ZysRX9puX4BLRyCxJ/TnY5GgOTe8J/2DAFD6ZoutAUpKQgixzo+fE+gpVEN35Z7xa49/YyJhwjaqh2UI/ICV6GEMJrVyKUE2aiA4Gdg+ct2bm63XhBEbFMqUonPD3LGjwEdvmdNrC9G3fgzAWe3bcQCCDvW0b7yNqu2DATYq2OVjjDQbNkYMwftnLQoEEvA5q2SjavtXSPLy5zRAHjMItd6f2NsmfMFthxrT9SipRetGcXD4PnHomRai7BHbQvw9sGDcUtM3P1y1SprCZyBBA+6zTbG1J1CC5xQkAvsvRdPt7aWrJHwJ4sBYE/CqHJVq/c2HFtGG1IA3LXFzj1caoAZYH9uxvgislvChBgCgcptp33pDT1+nV4HGtP3k7hhNzsz5mcZmBt801Z7b5jEJRTStCsh85Sl8REiUUgC6fK4uINA2+G1aw1W5oOLTMoI9HVlrVGOyM9q+I7dFoyBAKdZohzDyOJ7Aj8lCTxz+J55TwJHmvkNYP7DduyoG++hhWmVKtbyKLz/SkjCAJbdY088EGDQjM+AUui4dSo0R1FqFEC4dKy+y6otAwGlthAs6uggsNQWIyQIGQfDYmfWKcizCoUCHviXvfBoXQ9ap/ZlN3KQ55EqY51cban1TAiJIxtRyRmaLutInMB4JnulFRtiDE+lOLsEGlWApZlM2QQDeyNmjXHwuukzByJfxFDwr7cYA5Ya/AHcsW0bLWVWHUpFT5IV7OO+yIgyZ7f+u327FTtK1b9RwI2b7Ar2Nsz4BELLfIuUjHwRobrQ2wpJx6qe+yK9DjTeM9dBazOfIQNTmhRxy1RohPocJfjFjfY25v3FkWgBQRRsmAy1E9GWOmghCKRDIBxCAtppsWJHp1pPEJVkTduUIEgJ0yaVoLkNHAhck9EfVnO8FVsGCh6+11QxAs8EWF0Rumbo1ndNC4JraTzCq5f5bGO3SDgL6+fZ7VV1qkfguYNxIm82ziYktTTMTa5A2Q16BgKOb2piRAmDiCuyWW61lGWSUjDlYKNWryHSzxB5tikVMU75jvm63l4Lb49Uz2eVyRO/N+GpHTvKEi+0GnSJgi7Qzr8ToDVKCFr0GgJtd9amHC7+nKUAfSDhPUc4KGWqFjIAER3SByeMuyvgwptClKWq9UlNTSVffxpYXwYbUjkolSggiaMsM7b1N/6yfn1Z5/c9r6FBbRlkH09aEKZNwkkPxkuNwFECEc83Rb5IPCtqkqAa3QtfpFeBhlKa2x/WxpDYyNhZopASlL7gpVWal1baWexmiCOppQklJL5wot77OEEsyOV1EszmUIWdvrcqOTQ/5GwqGCYLijCVDOUUHJecNOfMGvxVK7YMBGit2bDWBFVAngoycEw1J3RExNBlMsi+C6Mn2cmqZNv1njM2kZNgkSwGrTUb//sedGYbsAsdjXgIK9Skmg+wZ8wAwYM7dpS04TrYa4sBeMvZEiFMgsCPqxtE1QwpyDmFgKOh2ZoZjCyTuvfEpiaG78OMMddv3lzW+UMt9r6HYg9uZCJhIXqfx9slHtuxg48sLE1Aq0ZKxlmggx5I0Fpz60PakNHsyhfBKIOv3gxPLbYTaBza0FCWwJqtOY2eMEh9c9w4C5YMHCwsU5todr0dmvty2MAcy1Wmzf/7f6h2E4B19UWSCjRC0ytfpFcr4aMva555VeDmJDIUxamkqBTj5WT+D1hV3n5RMoQQvEt+zbysEITSIZBudEQVDRwQgpkcSVrY4UkeUX0sVe4wcq7IBxhaGoYlPzpyErKeQAhBrmYIdZ4dqs6BgDAwgZ6OhidzHrTVQHs1dFQXvg+kRkmBTAnmHG3JmG5uWAX4UuJLSRANd6Jh7LH2nLbspqfIrHuQPU0mxDd41XBbb8jAwbeXLSuppzjEsO3YwiFvklQ3ka9mhI4kcCW+K1GyQBoAcMypFpVjhw8v6/x3lsHKtDdCldmn/MXRoy1ZAlJ4RWuJaakTBEISJCizBztTcYQ99rqfrlxZch/+yFRqn9ZZAXh+mebBBeD6EifYhS+STfoi9upev588uaTzDq6rY5ilBMHBdXVMLCPgqQLm7MNVUQC/jHVEAmdYWlfLqc6+wSK9rb9tIZ3Lb6UUX0RqqBp6WI9fq1e75S2PKRxpDHF9iZeVuNHhZSWe7xRFSbUWkyqL5CKyeMaxJTGghwkyYidhnDzQmg1SuBwy+PsmsHElWddULgLH/JxzBYFnSh5tVQ5bUm28mLM8nN6PcD2BVwVoTSYF7VUQeJGOSHT4KWirNcPyx7wNpGMngq8bbi51DeSkpMNz6fRcclKaw3XpdF2olYyca89BaF/6LxAlZrGEpGP5LdZsGQhYm83y4I4dJbcbNFp0mLZv0WzNmSRB11ZvJWL2OAEejJhgzQzeO2xYWf3EP1m5cp8e9j2wTAfocxYDjSY5Nh9cZB2XTtcj67j5hEXO9chKhxmePdapzjDkti1bStZPWZrJsGUfpi4FuPVxnfdFnKAUX8RepviRltJasw+zlDEHk3z9cRl6Qxng0jVrrNkzEDCojOrR25qbqbK01+xXYnDpAm9ptlc6b196I6W3b0g6V9zR49fqVaCxucWI9iW5d4vKlQk01sBhU+zc3KEOuJ/byDopfOESCBc/OkLh5DNQWeFyp7iJQNtbdKc1nEMmlTItF8KIBypHEkozJN6WcthelyKbctHAXR3n79NOwgFHmBapTBqUB8ot0P1qYWZXlKNpr4P3fdre4j/hpBSywQQYviOjS7YwyBl/Ah2+y4Kb7F0fKpdgB4q5q5NDV0UQBK0WhwEGADaV4QBJ4P1lZvvLwcN3msRE1iuezwhlxCYUUZl2SLjXYvxX7Th8ctSoks9fl8vx9w0b7BnUzzhjaOmipmNTKWostk7NSr2brOOSdb2CjgYYTZ6YyU5InlX/Jqvt0IW2h2FZTG0KWLOPa7NsadHoRGZgd75IlQfHzrS31/x53bqSzrt6/XraLdJSv3fYMNJltN6cv2xZj+bD9ha8Y/Dgks/90QR7maSjGhsZWkIiKQD+VOK11BOo3A7DggIl+CKKoHV5j1+rV4HG8CaQgp25ZLvBuW9xSHt2bu4O2smRBSHIOmkyoriy4ePQKdMo6dLKdp7jSSt2AAQ6Q1tK0FrtGu0IBzodE2C0VHsEnpN3bLWANr2ZpeFD1uzpb3zk05DxNGFKk0spOqoV7XWKjlqF7yk0Gh3Nrzz8hL3Ff/2LIW05p4iGMtY2iaGjRfk/3+xEhXaCP69+PChlyBJ8gRtI3EDi+CI/61SAQKYarNgxUDC8jMx9o+tyTolMOz3Blo0aKc3MUMYzc0QF6lLIupBNAQhu/4c1MwDKFp270JJ2xEBAreNwXENp98FaS8O1MRbrx/NU2IXAoriVCgGb9BKe8a+zYkOT65Y1UArm3tmXMbRJmJivBF/k7DdK6ixVNMIyBPs6tObWMuePyoHWuqw2ndYw5N+WyDYGAr5fRvBwg0W2p4UdHWwr8Rr52pIlZCwFo279eAiD0nwR4SDTTT1+rV4FGqcfLVHR4FU+xZLsN4i+DquF9xxjz4msogaHwkKqpGMCDqeKjFOF73hFWetXWGDNlkBnCRyT3cp6Dpm0RzbtErqFykrsuAghUNLhleB/1uzpb4ybLMjVadpqFZkaTZDSKEejXMhWQ3udRmmFkpobLUpGPPibDCEQRErggZT4QuBHVKZJtG3QLH3QDu1g1bCjcHzyDA9JOGE06xRDB9ROfLcVOwYKRqTTHFpia8xXR49miMWh54ZBgrx/H+nfZNPmyKVMMBzfw1ssFxDKFYua396+T7fHfG7kyJLOC7CncLxZLeWF8HYCKcxcRrSOBEIQQr7qFX9yT+ausmKHKyXTampKOlcCh9TV7fPD4KcfJQlVF18EdvJFGtPwkTfYm69yhKCujJabRyzq33TH8rs7CODOrVstWdP/GFtVRalpravLZKgqBxeuXFny3NkOi8Ff1fCjTFDRxRcRCGRoBLcL909I7aSe+yK9uuPGDiFfasnf4MkbWxtquW1bJO+6QLN6o6UssfA4kjfu9pzCKwtepTS2jp4gLeqpkoPJOIWZgK42KGFoNEPAF7AsfMaaPf2NJxYqNg8JydUr/OroqFKEjjIrm4SOelPd2WZpzfWzihfuCAl18UAv0uhqGIdBFC3MO9bYKSG3PPXjbsVx4p9lTHUkHFJDD6Nqv+Os2DGQUKoTdP7y5Zy/dKk1O44+Gfa0/gui+zeEbRYHSnuiCLvc4qB8fyJQiu+tXFny+UssvQ+P5v5s9JoormIQifeFQqC0jtYQzQ5lp+f96ZYWnilRxVkB3x4/3oodAwljhhR4//O+SJfkp/ChfYfkjPMUS9bYu3c/XEZ753MW1bilEEwoI8DUwBMlzpfsjXi6pYVSUxBbLembAPx1w4aSWx8dYJWltsfWJ38Skdl2z3wZU9wiXLxBM6ge+9Yev1avAo2WDoGjTHYWjBiOUAIRmsMJhHGcgE3b4DMXKWvzCGdwNgLZbQTfJfbhJV4ih50SuxCSwamDCB2HjOsYka/Ea/tSGK0NIejwTKVlEfNYpB63Yk9/4olFio/8MiBImYpFfgsWEKQ1gVsINnxPU2tpNu7lOwM0Iu8cFLU9QKS9YoQD42ulurHvK3D+9iVk1zxgXrXAVlCUetKADAWpwXMY8eab9nlBR4CUlCUvRD9ZuZLrN260YsewUYI3nLbrLGDyetECHvivFTMAOLOMuYQY5y5atM/Ne4Va8+4FC3ihDGrKUjRZeoL54e0AxesIxddF6Dh5vZ5q0WTFjsvWri1JGE4Al0yZwqn7OCsZQGtHQmBM7+yLyDDyRQRsb4dP/kIRWtLS+NLo0SUL9z3X1mZ1TmNuiS2HMV5ob7faztVfeLqlhaOeKT2hW2+p1fDB7dtLJnEAw7RYzhB7yf9u+zoyy24jH43vtJiBRiNCgdc0hWFvvw0he25HrwKNYU2mVOgogRNE4h7afHVCoojI3HChgldWwdOWignjxVRO5j1At+9ZfvhXIdjBdm6m53Lqe0Jzag6hEIRSknVdcq4k5xqqTCWNoGCr5xFGJVZfSG4NLrJmT39g3XbFWX/I0lYXkK0P6az36aj3yaUDdBSZhp4232vDPvXW3ReleoxnrvchCnNURGObPyA/uB//PlULk0/qe+Ypf2vUsqdMMOGEEkfJfMuUiOIut3YMI9/5CE51+c7m3ohxVVXIEjdmid15hHMvEDjRR991DQHybXYa+MsfoLM8avaSUe04JdOXxpjX3s5DFlsx+gNffvVVbi6jnUMCoy20Ca1Xi2hhgyGxILFmJNYRjemLD4XJnhzk2Wl7nNfWRlBCQPm7yZPLIhXYm9HcACnX+CIyVjbWBbVjqQp6GkoJVm+CB561Y8vkmhouGDOmpHNbleJHK+wRfhzSA8raby1bZsGS/sOmXI6Tn3++5GoGwOmWgvPLy9SBSgnBaRZsCbYuAq0ifm5MUB4dcTVQaIGTama/M5/Cre3dOtKrQGNQveCkg8nTyslIBbwr00Nc8XAcePh5exm393EumtROFQyT6DBBBghCJH/ninyGva8xUs6mJV1F1nEKuh5CkhOSjJS0pTxUFGR0RPMjr+qnWKiesmJPpbF+h+LkX2RoVRolFKFUhK4iTCmytSHtDTkC18T1oatBgJbwkffasWfdAmXIAWJntkvbAxSulVAKjv5smlRN31cShEybIKPrUEgEqSRCgVM1GCHs9REPNHx0xIiSHCcw9/KTra20WCpteynBaWeLgvAmsVYC6KgSGQpQEnI5wT+vtWIGAKPL4MGPcfbChfsMc8xFq1bxmzIpNw+2pAWwXpkM2e763uOgA0CINIenPmrFllKZhEb24PrZW1GVEpx6lCjyRWRXX0QXfBHXsi/ylbFjS1aWvnDVKnKWqhozetCC+Xx7OzdbHIauJLb4PgfPm1fy8HWMC8ugBi4Hz5bZKvepkSNpLoMwpWQ46YJz3A1ElFGR6cZeVTJi9Nqb+ey7HFIu3WffugxiCcC31/pGo2jiFN5HgEOAg0KikOjoa3wgJBk6eZZ5VuyY7b4FKVK0pdJsq6qm1fOMbkPKI5dKgTTCTu2Ohx8JCgrgD+F5KL33Owk/uMVneyf4XoBfExBUBYRuiBYaLTUqpcnUBQSpMF/daKiBMolUSoYb77cJOsoixMFG9PvDP2Zng04NOxSpzB+5qxkNoSTpkfv+XEYS02pq+MTIkWVl8HMWnem3vQe8aqMQriI1cB0FGGHEVBZGjFS33mjNDL7UAz2IpZkMV+0DVLfLOjv56pIlZT/vU5Yy+G6UwMq7pl3XkUQSQyOY5p1Mg7RDxbxfCQGEAI63KPY1EPHJUyU1Vd0v8XkfJNGiatMXqXNdvlUiy1FOa6635NifPGhQ2QxlAP+3aNE+kbD41rJlrC1zxiEtBGlLGhpVZX4Wn7W0nnlD5yD0HnwRLUjtd1SfvF6vXbupowVXne8wKG4F7JLyEapgeBDCtLG9fcXd472cg8KJKhiJ4AKzAQQJdqrbuNWKDSlRzVvdb0SDo4Kc69Hppck4RswpI1063BSBNBeziqotm8UaXtJ796zG1jbNzS/4tNV34tf5hFUhQVVIWB0SVAcEqQCNRrmaTG1A1FnH+3s+Z7RHzHiLh5ICX0BOivzhS1EI6BOVDS9tZy4it/aRqKaW6L+JswpxuVKB8DNWXn8g4/dTpvCVEh3rEamUnSxPhOYhgv2PTGi9SHPEdMiBG1U3gB3bYa0lnauPjRxJdQ+chN+tXm3Bmsri8rVry9KKADM4aWseYaJzJAIXJSShcAiR+SOmUgcMm4CQNIr9rNgB8GqJ8yr7thb4zhgzTHDNNx1GDIoe6OKLyIQvopR9X+SrZSQK/mJJL8GVkkunTi37eVuCgFv3cqrbtiDgL+vWlb2OfGw/e/duOVoeALWWZkX8dU+A1jv5IkIVDhSQ65tB9D7JIc+eKPj1Jwz3br43MtkXGaGuGt58hN3h1mvEtfjCJYdHmKhq+LgEokBzq4FXedWaHSemP4kQxYNYJisq8aVDGL0voZAgBL5wAMEKbY8RqxK4d7FPe10W7YF2QQkdVTJAeRrlKcJ0aIINqQlSIekUvOeN9q6LQZOMam9csUhWMALH0FPGw5wjZ0u8aju2BFsXFlTBuwwAFJioBJ0vXI2/8TkrNgxUOELws0mTmLOHUr8EPj1yZMkzHT3B9h3w5HxB4IHvFgKN0AHfKwQZMW3/Skst1rWOw1XTp5f9vBfa2y1YU1n8vQf0kueOHMlgSwGoRxWubEDHLY1F60hcOSfaXxQzXEsDZ8CrmT0nIjTwoZdfLplGc1/B1NGCiz8rcBK+iAzB6eKLeC6capFyH+AXZQT8L5dBdlAuPjxiBEPLdFgF8Gxrqx2DKoQHd+wgW+b17wnB53pQSS4VpdJSA0xIpxluidjC37oQEkGGSLQVioQ3klt8K7k1j/X69fok0FBK8+1LBG4gCmwPRUpo5hg/GFrssbnRQQc3cRMKYTQqhEMoXELhFjYIIopKBCnscfIDvMf7GVnp4MeaDVKSkw6hEGghCYWMNilBIBw0mhUstmqTTWit+enTLeSaOsg0t5FpbiU3qBO/LktQ7aNcZYIPV6Mdba4+T/HH8wXDm+0s+ltWKf71ncB86N3MZgDRgL75/tD32suUC7eKIpYHkgFG/DOgArbedDo62LfVfLvin5s28dwenGQN1Fsqa8e4807IBiYQVVIQuuZI6mjk40QBNlvh3zV0aNl/r6J8HY6BhIe3b2dVmVoYJzY28qvJky1ZBLf6P6WDiPpzV+sIEq0hJWqYLI+xZkupMxq3bd3Kr/aB6lY50Frz3UsFXliY0+jOFxk7CFotxuNZpcoirUjb6huO8LcyExYa9rgWD3R8d/nysp9z2+zZTCkjGCgHG3M5zllYeiL5A2XQJJcL4VaTp0japS8iQIdsu/lMVLZ3tMd9cnU/9jys3WQm12XAztNy2uhpvLJU8JHzNVt32NkEn+M5smTRiDyFWPKV4u/j4fDjOMGKHTGq3MFkZApfOITSiQILwzql8kEGZKJKiwCWWKyy2IQfKk6/ex0vyO0E1TmUG6IdhXIDwqocQVWWoDpH4PloRxO6IQh4y1zBwdPtZZYevTpAhbCLKaI8QiHwamDu2fYCjaoJb80zPQgiRjZlqn/xYS5OjerYSOfim6zZMhDx29Wr99juoYEvLFnCTywytTz4YETBLAuv2dUGgFCC48H+s6yZghCC6dXVZT/vjr207eHB7dt543PlV/MumzaNlCVnrVO38kh49e5PSlRJT3A/gbRI5nD6kCGUmp++aNWqvTroLBcvLIZXVgChYcLs7uZ1Ali5WvCh8zQbtth5b55saSlLi8E2BXFDDyp9z7e17ZV02aHWfOCll3iqzIrMyYMGcXJzsyWr4M/r1pEp8f1MAeePtdfbVzXuTSBkYnZpV74I6GwLnS/3jvWkT1bDFxYb5ikwlLZuIHBy4Pjg5MANTHZBadi4Ff5ys52LN4MpKWscdNQ/25XqNoxaqRxczuBMK3bECAnodNJkZIogqmAUDkGAICvTRjgOCBAsE6+yRe89ToLWmksXb2XYja9w29btqCofVZtD1WYJq3yUF6I9hfZClBsSVgeETmiuPA0nz7bn2AO8eE+I1lGWVxgdE98ReYG+PIRgzukujmsv6HEHTSU9/s2ARGudaDUs0EBLbWhuQZJdfrc1WwYinmptLZljvCdDfqViy1byTGhBNJtRtI4IE2Qg4E0n261oAD1qE/vjunV7VdvM6kyGd77wAsfPn192u0OT4zCpB8FYqVimniYglx+nChAEQhJEiaJiax1O8D5uzRaAz48eXTJf4tpcjpf28sx0OXhhcaHIJLXACwRu5Iu4OfAibS+tYUcrXHqdnXuko4xBaoldpxLA78FasDKb5RWLLV028Nf16xn+yCNc2wOtJRs0skncsWVLyfft24cMocbSfAaAUz+K6qlnAtL4H2FBhyZmnIrpodGQXdY7X6RPAo3uEklxxrbrRHuo4MZ7wA/6/gYfwYj8q5ueWYHCSQztOdHgnuBUzqQOO1SIMcYxDYQk66Roc6rJCI+ccPGFQ0565GTK6DpgNqus8NDAmZzBH/gTYVnSLv2D772wkc88s4Yd5FBugHaDws3kKHQqQEuFdjXaC0BowirTFlHnCt42214bTGerZssWQWfKIZN2yXoOvisjjRNBLvo+xsSj7Y9PDnrzn3Cqh+IE5gaXWuYDDaFEIcMQagjtiEoOVJQjTqiBK3vQx18KYp9VmbEpwmg+I/kVATjw8c9YMaEIhzc0lK2p8e8tWxjx6KO8aFF5uK+wLpvlsHnzuKWHVZgvjxljdWZntV5ITjpkpUvO8QiiGbsQQSDdqO0VEIIa0US1aLRmC8CB9fVcPWNGyefn9qKAs7fYlS/SlXIfjC9y24PQ0dn378+0MgLf9w0dygjL2Yr9a2tLFhFMYvpTT/HZV17ZKxioLly5ko8uXMiWHlCfp4TgIxZblTrCkOVlJMZOqgBjXONJv8OpH2uqF1ogtDRMVLE/omMmTA29bOPuk0Dj0P3NTbtbJK7x9k7YbmHOaDKTE/O1STYQM2Sbb3lAcj3/5lWW9r0RCQwW+3EwhqpUC0nOSZGRKXLSIxROnnM9QJKN5kgCHBBwLX/js3yFAIscfL3Eneta+N6SNaiqHNrzwQvQVT66thPtKECA0GjPDH9rx6iDa08hQsGVZ1eRslRBaN+u+emZPjtad+6nNjMZ0XvvSkNZCgweY1+7QqQH4UhDEtB14wMKGQXAaSyNHnFfwVFlqNhKYJGlbNuM/aNvBIRuoaKR/LhCCVkXfnShFROKcO7IkT1S/Nnk+8x6+mnuKkPwrtLQWnPKCy+wvsyZjBizamo4f9y4PraqgMfCG/mX+qXRYEpS2HYR6vOjYGOYmGjNliRmlqiPIIHJFqs9Aw2H7m+Iv0qFH8AGC7fH+OrqkpMD127axKOWhTYHex7vGzasR8/9/dq1HD5vHp0WFcx7i8e2b+crS3vuz/1j//2ps1RBaAsCTpg/n9VlBBoTKnDPylQdrje424IAkPBFBLKhd2tsn3hWU8ZqY+YulYx2/l2VhTlsD4/JTM2zwYBEJ5inFJIwaqtSWvF3fX3fG9EFH5XfpIraIv51FZXdQyHxhYOSDloYJeCc8Ihd0Bd4jj+zh97gfsIDm1s45ZmFkPYhFUAqQHs+2oTH6KosWobkvTPHRKLaNfLXvz2zimOn2CsNXvvdgA1LMa/fnUCfiHQztCZ0JIPHCcYfaj/Q8Fc9gtq2tNsbu0hYCnB6qca5t2FcOVk9Iai1NBT+jlMSS5YA5ZqAI3ANC1XgmsqGkvDQ47B8pRUz8phZW8sPxo/v8fNPef551ltqM+sNlNac+vzzPNPDqosLzD/0UGvVjM16FX8Nv45G71I3I65kIAxF+VHuB63Y0hXnvvJKSeelpKTRYgvGQMO4kVEb9+58kS6otlRMOKGxtMqWBn5sceYsxi8mTmRID6+F+e3tfKUHujaVwLzWVo6bP7/Hz//BuHGcPnRo3xnUBd9YupRnypgXGea6nDxo0J5P7CX8Dc8Rrp9P9/OrSdpbjVs3slev1See1VMLCi0fu5ycpPDnTBsP9bV2NoezOStSAE/CtEvpSE9DIdEC7uZ/XKX/ZXXgaagYyS/EzaSo2emtCSP9jDCyL4eLErHzpJForudGsgysFpoHt7Zw0lMvo4QufKgiOlyFdqNgI1XIUmoZlbykeRcOGmNv82vZpHnqdk0Qmh77/CHAVAkLwUacnTzuY15ZrTs9Rcf8PxcNXXW9KPLMDzpmqXrtoByWk0Br3mZpcG//6TB1mvm+kCAoHEoUNDY0ms9coFmxxm57yjfHj+eCHvZxB8CfLbWZ9RSh1rxrwQJu27atx//GQfX1OBbZeh4I/x7N9QkCZOIw+js6GWxoTUo0cLBzqjV7YqzIZHi8pTQWmFQF1rSBhOcWQhg3AezGF4kxehgML0/aoGR8u4zkwO1bt/LNpUutzlWNSKd54bDDaOphguaPa9eyowdtSTbxdEsLRz7zTK/6Pk60OADeEgT8ef36sprgzx01CtcyCxlA5/wrQAlEaI6d7w+z4QkkMlXfq9fqk7+mM1vYh4Fug47kcrdkOTz7kp0b6miO4iTeGA2Di7wYnoosjGc3YqN+xxVcwlVWbIkxRI7kTPkNOkjhR5tViIzod027VEak8GWyzGPqMh3kuEvfb9W+ctARhpw27xVCFLiBofCQ8RRRdJLUaCcwMxrJxzGnpSWMa7A3D7FkviJQpkWqyEOMBnxDQX42JsawKRWoZqx8jPDF28x8RnRzO75E+t3d5OAO2X/nB/dhtJZZmv+1JUYdIeCH3zWSJwoTnOY1FaNLKXTJX9ebtsBZX4F1G+0GGz+cOJEhPXQSLlmzhtYB5CRcumYNN/eSGct21u95fT8+2uwXyaUEU5UOEflgAyFokqPwhN1ee18pvri4dAr0A0pssdpX0JGhuLtiVwnQCOvWwWPP2rHlhEGD+GIZmgw/WrmSz5Tx2fYEI9JpLumBgB+Ajz1hwZ4gUIpTFyzo0aB7DIfytC3KxbNtbWTKnG+ZU2d3dhggWDcf/9nru/giDtKXXe4VU9t3eumL9Il3NTaawRbRP5i80UXy52iKXSjBz//UF6/cPSYzjSAKKJJHrOIKhnVCR70RV/JP5ukF9gwCZok5ZJ0a2mQ9HbKaTllFB2naqSEjq43WBxSCIHS+AvNdfTG/UlcNCKq5S1duYLvsgKqcCTTcAFI5SGejND35QVkdKybFVD0CZCg5e2YttZ49x/7FR3TBAShCIeBQXXz7JntzYAAEa5+h5e+nQehHliT6IjU7BRuyfjTefofZNWqAYUZNTVlqxvfu2MEtmzdbsWX4cKC6MBCer2DI4iAjnv1q7dB89vsapezeo28cPLhHis9rcznGP/YYLw4ABiKtNd9ZtqxX/4YEPj6yd+X83UHpkLVE7Sw7F8jz38TVc4FkMPZbHc9euLCsAO1To15b7ZdjI1Fngdl68lRhydsy+l6Ghpnqp5dh7b7dkwBpV1y6di03b9pkxZYYc3tALhHjS0uWcO6iRQPCF7lqwwbW5XrX7fG+YcOsiXwC3NeDiu1+lkT6YgQbX2bHX98OfifQnS+SDDYEoqqZ1PgTe/WafeLtzZoCE0cnZuUSRx7CBBkxze2iZbBomZ2L1cnT2zr5Q+FETnzBqmSL1Rf5IRltr495IpOZwSyEMArlvkgRSi9Pk5EcVDcQhBiPRgNXcgvnqd9Zs68UbPV9zl+xhITCS3HrVMo3q3cMR+UDDBGayHlyQ4pvHm6PlUVrzfMPmB0mSUlajLh1SiAEjN5fsJ/likb7vd8GFWWUdfER3+QioeXX8NbLKtLKNZDwiZEjyyoxO8Bla9faMgfXM4FG6BWOOPBIQknzGS5bBX+9xZo5AHxm1Kgec9FtDUPmPPUUK/uZsvJ7y5eztZeDpRdOmsTYKnuthc/r+wnxiboYu0+Ii+RtrDjKebc1ewCeamnh7xs3lkwMMLm6mvf0cAB4b8WE0YI50wrsU0W3auKDlAF5mts1G+DZl+zY0xMP5/0vv2y1RWlCdTVvaW4uWYulKy5ft45TXnihT20qF21BwOd6Wf0ZnUrxi0mT+sii7vHvMqu2E6uqmFsGKUpP0HH/jwssUrv0RQp3Tv1bfofopS5Qn3hXQggu+LgoopYralqJKxldnrfaUtvwDKbmKwPd3ejxYyrKDWqMqvg9PGrHoAhf5ZvUUYfskpPUmPcmxHgxpi9YRkqzGpAINLfzIKcF5/FE8CoX+ndwif9fFoV2SplKa17NtvFiZgfr/QyXb1rOMS89Ri7VDp5Pt++soPh3UhvWglAgQ8lZExu4/8xhDK6y1za1ZQ1sWgW+I/Fdge9FX52ddTPie+n0r9sdlgy3ryRY8TAoZeYzlEAqmT/i/sj45q6a+QHS4463atNAxJubm3nnkCElZ9tCsMrzfsD+O88Ad4VG51dRgeDqWzRBaC/bd3RjY55zvydhaAiMe/JJbtiwgT+sWcO3li3jmg0baLfEKLMjCFjQ1sbyzk6ebWnhq6++yvd7Mfg6MpXi+v335wtjxvShlTvjOX0fIZKccMnJlDmEm9dmKobDOHEAc+Qbrdp0xfr1JVOUukJw1+zZOK+xZAXA188RuIktpltfpMuHaMsXOawHTmNGKa6yPFP1h6lTGZZK9TjYuGPrViY/9hiPbd/O95Yv5ycrVjC/TIG8UqG1ZmlnJwva2lifzXLFunUcN38+7b2g3H3v0KE8dcgh7GeRVnib75dNdPHzSZOsUnWrjq34r9wBOox8ERNwx0c8NyoiKs7U5LdRNbX3c2d95mEdsr/gk2dqfv8PdurJNzRZCVadCDWWGLxmM4OJjGc5K9HRmFDszMc/mFmNQmQkEDzIU5zCG+wYBYxiDBfzF67hSu7mjrxOho6GDXW0iYU4BHigze+EALRGCnhFr+RD6gdkQlMV+An/Zj+a+Ip3Cm9yZjFI9K7fUGvNH7Yu5cJNr7DUj9osNKAkOnAgJRDk0EpCZ7Wh5OkK14fAlP/GVHl8Zspg/t+0egZZDDBiLH5O48eUuUk6SszjbqjjeXQQ8H+XuOx/vN1qhmpZbV4u4qbW3bgqUkkUivT0M2h46++t2jNQIYXguv33Z8xjj7GxRLpTm4w67z4VHn3SfB87KjrxVaOLKhwazbYd8Mpy2N9iouxHEycyq7aWn65cyfM9bIV6z8svF/3sAGcMGcLXx47l4Pr6XlfTlnd28q3ly7lu48Ze9VDHtp3c3MxXx4zhhKYm65U+pRXP6ycIRNeEkCAQDhKBq8P8fjJUjOVz3lU4wq746LJMhqCE99IF7j7gACZa7D0fyNh/kuCrZ2l+dDnFqVSdCDQq5IvMrK3lmIYGHm1poRy3+JbNm/lsGfMd5WJMVRXzDjmEH65YwR/XreuR1sqSbJajEmxP5y9bxnDP43vjx3PG0KEM7WULkNaaqzZs4CcrVrCos7NX/xbACM/jMyNH8vGRIxlqW2UVymKaArhi2jTeZZH9CkC1rgVtEp5yl76IQElNauLJNJ52ZZ+8bp96WHVVAjc0Zcm8lHn0B3W9setq4GBLs64Cwff4OtVUI7SXEO8ThDoW7it4CAJQmoqwOw1jBF/gG/yFG2ijnlZq6aCaHClyeGSpIsDcoFoIE3AUQSFFiIhU0AHWsY0v5f7GjPZvcXz7RTwfrtmjHa0qx5qgjawuZDKzKuDUFQ/y6XVPsyxoJTloo6WClI8Q5nwhgZoO8Lq8Z4JoONwwnix910S+PKepIkFG4Guu/JFGSQgdYQTWZMwSZD7rIFHZGDlFcPBb7dslqhrzFQsRCmQgEUGB6SG+NyRpGt5xBUK+dugouyIlZckbsgDea7E1ZO4h8K53ELXI6HyrtxkM12gRtVJBYcEW0Mu24ZLw/uHDmX/ooXyuj3rwQ+CGzZs59JlnqHvoIT6/ePEeRbpCrVmXzbI5lyvq2f7ftm3MeuoprtmwoddBhgC+OW4cdxxwAG8YNKgi7YQP6htZK9YQCAdfOBGBRzT4LUSeKt0YKDjN/TK1lkX6AAaVGFR/eMQI3lABesyBjJq0wAsFjg8iiOYxQuNEdfVFUh7MPdCeLX+ZPp1BrlvWbFU5yuI9xYh0mt9PncrqI4+kr6YCNvg+n1i8mGGPPsr0J57g0e3b9/ictiBgTTZLJlFVDZTi/S+9xEcXLuyTIEMAS+fO5YIJEyoSZCit+X+LFpV8/uh0mo/ut59FiwwKvgi790W0Q8O7/tFnzJd96tE01AO6y23c3b6gYVgjpFP2No3JTOAv/Ia/iGu4S99HkvdcJ6oZBVIKwTbdik+AJ+w7eiMYzns5k2v0v/LT8skxcLSIBAdlXoAon4gXgrSbIRdKlE5hhiA0jvR5OVzHmzp+wxQ1nhW+6cM70hvNudWHclJqAg9l1vLzHc9wT2Y1GqgSDh+snUom5/CPlpVktQJpNtS4koF2zAavMdS1WpvHlURUZdFaQFAcEDnAmSOaKzpncMvlmpYdGNsLb2Z+kNdsMqCFRmg46cP2maYAnKH7I6lBBrmIw8bYp7VGhhIlFUIKUAHhuvm4Iw+qiF0DFc2uy+YSKhqa8octy4EQ8JVPwZSJcMU/YMPG+HU1WiYGxaM7U0nz25yCnjU2lWuf4Otjx3LV+vVs78PWpw6l+O2aNfxl3ToGex6bfZ/BnsfZI0bwyVGjqHccLly1iovXrGFD9DnNrKnhzKFD+efGjbzYB45BDA3Ws3xJKB3yV30hoXDMOhfvGxoCRDT9p01lQytqaeAgYbdlKsbRDQ1cu3HjHs+z2U64t6A+Iu4xquB0aWlIQENzHdTV2Ltfp9TU8PQhh/D9FSu4cv36kuY2WoKArFKkK0BzOjSV4lvjx/Ot5cv79N9d1NnJ0fPnM7OmhjW5HKHWzG1o4LOjRnHK4ME81drKj1as4LYtW1CYxOT7hw0jLSVXrV9Ppo8GziXwluZmqi3pLnWHS9asYWWJ2kUCM3tXCTiNY5BuIyLbGr12sS+iRdwKrAmXP4Kc2Dct3EL3IX1Aa5vmzR+FnF8gGiq8EvmbXYSGrOgflwkm9Iwaviys0Kt4l/5k5DuLblogDLuTr12O4RB+I75akWAjJOQi/sC/+LfZ0+JfCFBaRJUN82ioTdDhq1Q0uyHwdTVh6KHjWRMNgXJR2gyR57J1aO3l/04VOoShi1AeYXHPh2nZ8tOGVofIM1cSkGhFvkVKx+0/Ec+nDiLp5PY6ktORrl/FE0fO4uDGytArtu3QfOJ4RRgkg8cCYgYSV2mkgkkzNOdd55Kqsu8QZh66hOyd38lnC/LZb1n40JVUIKHm1N+RPqgyol8DFT9cvpzvLF++x8qGBE4ZPJhbZs+2bpPW8NFvKBbEHUfdDIRrEVXTajSXflly3JzKBLLPtbXxpvnz2TSA6Gv7Cm9pbubOAw6o2Ov9U13G9fr3UbtlMv0DaMNf6EU0IimV41znV8yV77BuV2cYMuHxx/OB3e7Q7LpsOeYY6zYNZGRzmjd/BNo7uhnmT/oiEUv7n38lmDndvl1rOjsZ/cQTJZ17bGMjdx1wQEUcZK0131i6lJ+vWmX1deK3flc/23rN+w88kOOamiy/kkFHGDL0kUdKrkpNq67myUMOoaECwprZp/5G5qYvAibIKFTiu/gijqT65B9QdeQn++R1+3QnrK8TfPA0831+8Crp9elCkCGF4H8P9+Wr7xpbdBsBKULtoHXcOhOVwCPHOv76MPO5kn9XxC4Hh6/yKX6uvwd4EUOWi69TBKQBw4qholmNUJtKTBEVmSxsPKayr6IknMb1OgBlnq9ByBDpBGgZIN0sxPw1UdbOcXNIqREiPyUEaNMmJc2UkIg+UCEBoREy+r1b8PCFlvzjwCkVCzIAHrxV54OMoo0lzkhKYbLQwH6T4Gt/q0yQ4T93E7k7v1v0WP7zizh2NTo/CC5c+2XdgY6PjxxJUwmLrsKwemQr0GYgBLSi8V2NkoWtMY7HdXRfhK4hF/v87xQt7ba3UIM5dXWsOeooTqjQRlopzKmt5doZMyr2eoH2+Q/XEKt8F2b4ogkdYR4Losf/n/xJRYKMjjDkiGeeKSnIANN++FpHOiU4OyIBSw6DA4V9ShkZKEcK7nmwMnaVw7b28I4dfLePqwy7ghCCn02axH1z5pRMONATdF0RK7FCXjF9esWCDIDrNm4sOcgYl07z8EEHVSTI8Bf+l+xNXwYKPkjBl+ziiyjdp75In69In/gATIiqQHGgIZVJ3sooeyAQaAW33QUlVpd6hVY60JETbwrfTr6KQX5uI26l0vxd30mg7bCwdIfjxOH8hh8Q6nTeRjDBgekJlyZIimzWUeBBokMohojywCbo0CAChAyI/1YpQ4QMEQKk6xPTDAgBQmoQkc6D0Ahp6Dm0jiPGggufL4QJZVq7EjQeNx0wg3eNsKe22R3mP2R66ANh5jACRxDKKKhMLJyhIzjzSw7V9faDDNWxlc5/frbQLpVAMtgQ8QyTkLgTjrNu10DHsFSKG2fOLOlcjVnYK4GWDghTEdWtYwbBdRRkaAF+qhBwZLJw88OVCTQAPCm5Z84cjmu0PytQCYxOpZh36KE0WeS474rVLKGFbYRAgBOpgDuJyppZcBWSJkZwjDyzInb9dOVKFpQ49C+A0wZbkrrey/CRM2BmRMqQ90WizhCpo4QnAhXC3f+DSkjMlJMU0Rj67k5LjHDd4YRBg3j0wAN7pNUzEPGnqVM5a8SIir7mf7ZuLfnc744fzxDLuhkAOtdO53Xn7t4X0QlfBHAn9U47I4k+DzQcR/COEwReNAiev8EDcEKK/sgNG+Cii/vagp0xmTGReywJ8Qi0S6gdAh0HH7HGhsEWdrBc2+Pn7w5zxRwuFd8DXYWvjG0BDr72CLULyKglChAQ6uINeKfyMIUKBxAFG+bJ5jFT+ZAyMB9UFMAIR5kAI/5XRYiI9CaSKaH87EUcYER9ct8YN4bThg3pg3ekPGzcADlXEHiS0BEoKQgdQeBQcBSEAAkTZlXGAfTn/QNCHxlKpC+ROfM1OXiVvB+8Ge9A1r22eO93haMbG6kvMTP7/xYu5KUKeAnDBmHuPdcEFb6nzZGKSNZEYX1TaG5/3H6lJQlHCO6dM4dT93JHs8FxeOTggytOzZolQxYXnxShcAiFgxKSABc/T2trbGoSIysyf+YrxSVr1pSV+a1Uv/dAhxCCU08SJrnZ1RcJin2R7dvgxxfat2lydXn0Vi1hyFMtLZas6R6HNTby8EEHUb2XUyN/Yr/9OMeiqOeusCqT2fNJEQ6tr7doSQH+czdBpg0ZipJ8EXfCsTjN4/vs9a3UWN96kjHcUQInNEd3zFNouOO/sG27DSsKGCWH0UTyA43L4nkd80SvoPn5Zh6ya1Q3OELM4lbxG97AkYTaQWkzR6GioKjQShXZrxMD4tFXjZNXPY+Vz/PVjfyZpgUqrlSIfFUjDigCU9GI+9+6IjEAGwcYU1P13DBrf34yaaKNt2a3uO/fmuWrBNopXF95JWcBYTLYQPD8Y5VZQIMljyBzXRgdNIbtwY8/v+hDlA417/hVRezaG+BKycdGjiwps6aA365ebdskPvLWxHUjompGYQkptO1FPz+/TNOeqVxVA8z7dtOsWVy///7U7GUtNAI4Z8QIXj78cKtifN1Ba81POA8lnDxDHZj5PS0EWhRaphCCVSyviF2rslm2lDF78/5hw5hVV2fRor0LbzoBPHfPvojWcP/DsNaOLFUeTZ7HmDJZj660rKnRHeY2NrLoiCP4yF4o+Dg2nebq6dO5ZOrUir/27Zs28ViJtLYCuLsHyuE9QbDkEWTglOCLmBbRmjMu7dPXt7ITDR0M/+/9uz8nnj1RCp542oYVxfgCH+w2679TTz9m0ble308fzsmXjNFiGL91vsw/xc9RqppApyIqXonSRBUZM7+BABUPaUd2K+2YoXctSAZSQFS50El5icJXkXDFY8ep6M/v7t0DtOTswWNYdMQRnDmscuwwMVp3aH73fcj/nV0acnXUPhUWfASyfUeKs0torWHJ05FJhY0t+b0MZDSUKEgd9SlkVZN9w/YifG3sWJpLaJ2pVPvUm+cKhjUXXrOrDWapLgzVBWiue7BybQ8xpBC8e9gwWo89lvcNqXx1sSdIAc8ecgh/mj6dkRWgn+yKK/gNW9hM8QKSDDhMsBGvkjlKz1r2Bo/s2FHyuQ7w68mT7RmzF6K+Dj519u7PSczB5nVzbOJXZapRX7tx4x6ppm1gTFUVf91/fxYefnif0d/ahMBoAS2fO5cPjRhRUcZLMDS9Z7xUusS8I4Q1odSu0K88ulPlosgX8Qu+iHfIh3Ea+pZq11rK65wPQJXDzhRAmkhbo/Dzhk22rCjgDHkSH+LtRaYkEbdWmfkHSSsdvD/4GS26f6gCZ8hx3Oj8kFBV46uUOXSVaaOKUqZaG3VzE2QItI5YorTZJOOKRhJaJxzy/GPdWRAFJNqok5tzZKGaEQ0PndE4ksvG22f96YowhEcfgM+fAx0OZFIQON2zi2gpYnPRGvYbb98+tfRx6GzZuYqXN03kBfxE0xiqjvuCfaP2MgxPpfh6iQrQbRUZCBdc831JUz0krzQdBeEa0E5hTkNJ+NG/Qm58qn/YoKQQXDtrFu8c4K1UKSG4/YADmFOhNoIkNrGRP+vL+Qf/JEOaLF436t9R0KGJZvkE+zGuIvZdvWFDyef+ZsqUXouk7Yt43+lQV8UufZHkz7YrGgDvGjaM744r/frJaM3h8+axqRICPd1gWk0NLx1++E6KXgMNbxo0iKtnzKh4gKG05o4tWzjy2WfLEj4MtGZaBUQ1wzULoGXjLjyRQsAhtEDUDaHqjef1uQ3WAg0hTIYlFsoROhbMSQQZAALSFVobvyY/yiWcj9KR6JaO8/TGSY+vkXgw/Cn1Cif632SD2l4ZA7tghhzNne53mcIYdEJgECBUDoGqiuwWaASB8lBKRo9JlPLyz9GaqM8DIKanjX5KVDCSLVdaY5iRgIKnbh6rFy63TjiKGyYdUnGWk0wGzv8ifO88WLO2EEj4UcChkndUPjlp2sKah8MBc+3bGL58D+xBeE+jEU41dZ+6F1G9bwzx9jXqSqR29Cq0uew3WPCfX0smjDNzGCoKMCK5mUKQEd2uSsHnrvb5zo394yQA3DR7NuePHTsgW6ne3tzM+qOO4o3NlSWPAHiKJzmLD/AP/o4SMqpYOOREGh+vS7Bhxih1lL14i3ivdft8pbinxNaKz44cyadfn83YJTxJQURYkxcTTlYzEEa8rxL4zoQJPHrQQSWfP7+9nSlPPMGSftJImVRTw8IjjuAgi7pFPUW1EPxjxgz+c8AB1FRQKwMgpxRnLFjA2194oWTChhiDXJfTKlBxDl++B8Tu3xeNRogUtZ/+H7Ku7ztTrHJqNTVAZrP5vrtW/3gln21JIbw7HCMPQgTVBDrAEWFRlKciIb846y8EbKOVU/wfcVfqOzSLyve+TpEjuSv1XTapHbykV7Fe7+Ch8FX+o18go300AqU8QmW0MyCubohCW1W+spEIOigEH/FXIUAp03KlowEHHQcnylQzmkjzyzEH8tHmsRXPHMS4+EJ4/hmKGaUS0VLGg+pcl1pOJFTy8e8IpGPfbh0k6NTyjfu6S0eGwDvgdGTNIOv27K0otY2m3L7n3qC+RnDyUYLfbVQmiaJMVkiTUAuX8bCpaaf60/0Bwxrh0yf1T8b5RxMn8sMJE5jX2srqTIbn2tv5x8aNvNLZWbISe1/ipKYmrpg+nTEVnsWIsY61fJvz8AkMaxjF64jGwWhmFEg0iM6awmzewGnWbfS1prttszucX0aG/LWIYUNgRzxTvRtf5MAKFuePbGykRgg6SsyC7whDDp03jwWHH86ofmgvnFhdzTOHHcbmXI55bW2szWa5f/t2bty0qSIV5a6ol5IfT5jAp0aPRvaTL/KNpUv595YtPXruZVOnVkSQkSBHXoB5d77ItJNxGuwwdFn9K9/6pq6NOwlE95ZQcNWlsK10RrBeo5oaEJIQl0CbI2afioenk075Vnbw6+C2yhnYDYbKRo53ZvFe92h+nz6LV6t/ybKqC7nAeRfD9BDieYw4wAjDgg4HgFaFmFKrWJQveo5youdF09PKAS1QsRifcmh201w56nC2zDqNsweP67cgY+sWuOdOCA1RlkHyhomYpYIuV7brwPmXCg46tjJ2yxHTIAwQOQeZcXGyLk7WQ2ZcRNQPKQBn3KEVsWdvxYmDBpWUiV/R2clla9ZUwCKDgyZptNCErib0IPDMV+WB4Wkw/ylRKE3/+PaA1Vv7w603EEJwaEMD7xw2jO9MmMDLRxxBcPzxLDjsMN49dGhFKC1Pampi/VFHcc+BB/ZbkAHwb24hIMR0znTRywC0cLpUNcwNexCH823xB1LCvqNXLSWjS3Aom12XIRWkAd4b8ZY3FnJRuxiwQmj4x59gYwVnrweV+bltD0O+vmSJJWtKw5BUijc3N3P2fvvx1xkzaD3uOILjjuN3kyczoQL3dKPjcMmUKbQcdxyfGTOm34KMHUHApWvXlp2okcDNs2bxngoN2ud9EV8isy5OzsXJecisi4jmRIUQSIu+SJ8qg3fFps3wgbMNp7yC4qjDEB6RykJaw34j4Xd/gUpU5k4Lvs0ilkZD08WtQ/FjWgsCnSKe20hTwzOpX1AtBl4PbKgVq/V2FgQb+Gn7wzwfbkj8HU5UtTB/pAol4KATLVY6EgTwcJjqDOa49H4c4A0mi/nIxnq1vKluOJ7o/9aLu2+HX/6IgnC5MO14O1UvNNRkyW8i5/0SjjixcguS2rSc7PeOw6gJd5mTQaOlRtd61HxvASI98MrRAwnfXraMH6xYUdK5F0+Zwqcq0EKyfFPICRcEOGFhsC5GnIdWDihHEbpxVKn53MkuX3vrwFtDALb7PquyWf6xcSM/X7WKoIdbQ5PrcnxDA0c1NdHoumitSUnJcY2NTK5AT3Ip+DDvYw1rI6INA4HeKTGW0hm8SNi0njquEfdV0Eo49YUXdpsxlcA3xo7lRxMrz/a3N6GlBd57FrS1m5bpbn0RH9IKBg+Gi6+Exib7dp347LPcV8bAP4ArBOuPOorBAzC4VFqzMpPhxfZ2frhiBY+XyMDUFa4QTKmu5oSmJg6pq8OP1qKR6TRvbm6uTCVgD7hp0ybOePHFsp/3pylTOKeCbY6qZSPZbx4GSnXriyA1Ki2o+c6ziDo7rVxWW6eGDoELfwJfuwDajEh1fkBXCHBzRjRHAWtXw39uhXftga2qLzCZ0SzUy6LAQpPcT2OH3GhXFCoCneRYo7cwWfTtNH5fwBGScaKZcalm3p6awQ2dL/Hj9odZkpgtcZE0UsNEt5nx7iBmuIN5Q3oMC3M78FEckBrMIenKs0aVi82bwfdMP3yMEEDFAkyYi0uYHnoJvOmdlQ0yAPw7foNQMi++DhArRgkhEEogD/vw60FGCfjO+PGsymZLonn8+tKlnDViBLWWe3XrqiTa0ShENFCayH0LjHq4AJXoGVXAy+us5XV6jSbPo8nzmF1Xx5fGjOErr77K3zdsIKlHXS0lY1IpJlRXM6W6mpMGDaLGcViRydDguryluZnGCqjc9hZbacUnEj/JQyNQJOVbAzw8AhxcLuaGitq4OpPhtj20ZThC8JXRoytk0d6Lhgb4zS/gS1+H7S0U+SIIs3e4vnl4y2a45Z/wkf+zb9fMurqyA41AaxZ3dDB4AIpzSiEYX13N+Opq3j5kCLds2sT5S5fyUmeB6tEBGl2XKdXVTKyqYkZtLW9tbmZhRwcZpZhZW8vchoZ+65ooFet7MJz/riFDKhpkAAR3X2xobcPEnpjwRbQC94DTrQUZYDnQADhgFvzxd/DRDxtWICgohMtEzUlruOOWygQab5aHckv4OA5GMbtr4k4hQch8QBTqZGl94OPd1ftzZtUMFoZb2K4yjHLqGet0vygdmh5eYet6ju3b4YZbEjPtSchINE2BG4JUGp2Cz3wD3nhahVkotq1HP3YzQguSSpxaA6EAR4GU6NWvVNSuvRWOEPxl2jSyYci1m3ZPUdcWhty0aRMfsqwGO6ReMHOc4KUVqkh3AQrVjdAxpTadDzY0OzoHbqCRxGDP44oZM/jV5Mm83NGBIwSza2uprvCwpQ3cxK200J2TINCRIrgZC1coJOOYzE/5I3WisqxYX1u6dI8zGr7WPNvezomvs03tEVMnw1//AO89U+NHySgR+SJOwhdRCu64uTKBxulDhvD7HrR89l8DZnk4behQTh0yhEUdHWz2ffZLp5m0C9HCQxsaKmxdz7EjCPjpypUlny+AiyZN4gslsij2FVR7C+p/VyPULnwRqRBSwprFVu2oSP0p02myBVUZc6RyxUFGjPUVEuM+UcxhDMOAFKF2zAB4lMsKcVHaybdPFb4KPpj5M08GyytjZC8hhGCGO4QjU6N3GWTsbbjuepONUtIwS3W7CQsIXFPxeN+5lQ8yAIK/n5/PcCdLlfnvQwlKoVeVX3Z9rUIIQabEVp4lZSiz9gafOtk116ITtcJFI06hVCgnqmhIs7ibcSjBIyt9vvmfDrZ17h2uQpPncWRjI4c3NOwTQUY77fyeP0SaQ3KnJJOB2QsCjHjfb8TfKx5kLO/sLEkbRgLPtbXZN2gfQTYDTk5QlTW+SDpXHGTE2LbVBBy28YamJg6orS17PurdCxZw37Zt/aL1VS6EEEyvreWYpqZdBhl7Gy5es4ZV2eyeT8QEGV8aPbriQQZAeMP38xdyt76IkqA1eu0iq3ZUJNAo9doKw11pOvQtXOFwhftFhtAI+dyVm1fiNohmGnAQQhBqh5V6M+/ovJSPdfwdpfcOR2FfQWsb/OMW6PQglzZHNr0L7QzAl4LJUysfZOiWTegFDyC0MGmnUBRFRfkbXAtwBn6LyUDCFt/f80nAwjJpBnuKUw52+PIprpkTckE72hzSDIprUQg2tDTD4aFUXPpwjtm/3s6jK0r7e15H3+EKfS1tGrJUk6OKLFXkdAqlu64VAo2kmaE4FRmTL8ala9eWxDilqBy1876A6ppSHQyNVvadESEEt82ezfiqqrL6Jdb6Pic+9xxve+EFgn5gfHotIxOG/GzlypIZ4TRwUF3lGUt1Zyvq6dv27IsoAZaTSBUJNHZso0CttStoIIRFCyphEYwXw/mP+0O+JT/AHCaQ0inDh68ESktC7RJGgUeoZBSEgBAht4YvcHjbhaxTLbt9jdfRN+johE9/AzqTTFMRAjea2Ug+aBh6qeuHQo5a+BiEChFIZOiYWYxQIgKJCBJlGC2Rs06svIF7MbaWGGg81cMBxJ7g8291ue3rKd51hGTsEKIAA0JHo6LKmo6Eg4JUmJ/Pac9pTvlrCxc92rFXZCX3BdynH+Mqbs1PYBiY6kWONGqnnkyNR/8Mr9+8eXPJjsyb+kGDZG+F8UX07jOaWiMUzH+6MjaNqariucMO4w9Tp3JkQ0NZejf/2bqVsY8/ztLEDMTrsIesUrz5+edpKVPRu6kfBvfVq09DLrtbX0REzpKccYJVWyrWOiW7Mj0kkaCX27znanGfoV5U8xHnJP7lfZN38AaCoAFfpVHajUTwHPzQI9QF4bsYq/QW3t72R7br129wW9BaM+9FzUe/pnlxlSaX0viuJnA0oSxkjpUTMVB1warV/WDz8gWIsGBMnDUQplkfEUqTYdAa94SzK2/gXoywRId8a1BZJe4Dxkp++aEUt38jTabeJ1cToLzo+pQa5SqCdJhfbWO6Ww18/38dXPJUZVq9Xqto0W38Wd3El/VFZLWHrz0CLQmRqATXVI5UF/9T0Erl25LCiLmnFBxcV1cRdeF9BZmORNt2d+tJ9JissC9S6zh8bORIHj34YD4zalRZw7PrcjmOfuYZNvSTcvhrAVprHt+xg6OfeYYHyxzeF8CSfggE9aqFe/RFTAFA455odyCpIoHGyNERQ7khLd/5oEBR+tsLFJd+X7FuZWWzfCNEExpBqFP4qgpfVRGo1E6K3HkIWKm28oYdf+CKzDza9Os3eV/C9zVf+wV87Jvw6uq85Ada5mU+8gGG1pqgm5W5kppGatViwou/Crdfg8y5yJy70yCJQJgBcQ1y2pHIMbMqZ+A+gCklOlTbgoBpTzzBlevW4VewraA2BdUp0K4mTIcEVSFBOkTF9LYRkjJsQgkuuLeNj925jXnrX2+l6mvM14t4i/40v+EaAjQ64pQK8Qi1g9JJninzfXK1T1O5RSRQit+tXs3sp54qeR7pj1OnWrZq38LwkcbpkfnKsi4+KPgif/qR5vcXKFYtqawvMiqdLnvYe73vc8jTT/O71avZUeFEy76OUGvOWbSII599lnk9mIfSGLa+SkGtW074h/PQN1yCyDmInAOx7x0h6YuIsbOQk4+wapNVHY0kPvZuWLPSOIixOKGAYoFCpanKmfyS68H5vxXMObIy/aer1FbmZn6w++4uDUoVKBHD0AySh2GKEdRxa9OHmerYl5R/LeDnf9Jcd8cuKtzJ4DQKVp1QkM4W/DnXhX/dALYZAHX7DtSvvwAvPUHsQsYq0QLQUqHdMG+Yjkjb3e/djhw9w65x+xge37GDI599tqznnNTUxG2zZ1NVoUHmr93SyVVP+UZQshtoojkOT+V/Dj2FdhTa0Xzq4Bp+dkL9gKd23BuwUW/lVP15MmRRu1jZJSFSqPz3LgGuMI6ag+QMTuPzfMq6rTdt2sSHX36Z9jIC4yPq63n8kEMsWrVv4vNnaV5dWPBD4vEcEelpGL9EUx3tJ9KBL/9ScHiFKNI35nKMeuyxHuvYNDsO9x54IAfWV5bAYF/Ft5ct44crVpTcytgVElgxdy6jLYsZ6kw74cVfgWfvZ1e+CK7q4ouA+41/ICcfZtW2ioVZX/gmhk4uelHH0PiaPFLkLLpBQTAp8OFnX9S0bKtMNmGMbOajzjG7/H1e/C6Z70o4Axto450tfyejX88m9BStHZo/36x40ycUf7tL4zuaQGpCoVHRoRORqY4jVNElSyzgbW+rQJCRy6B+cFYUZEDcFAOJq0SJor4ugUDUD309yOgBjmho4JgyKRD/t3075y9bZsminfGZ49LUpYqvxxjxY9qJg4yCkxN/c8kzHVzybEclTN1n8bxewrnhLzhZfZkdWpHVLoGWqOiI2QRBo0iImXbZDgWS0znVur23bt7MGS++WFaQAfCh4XsPNflAwhe/nZdaQmrDOuUo830+URUUvlchXPRVzaYKaeAMS6X4ei8YiraGISfNn/96ZaMXaAsCfr1qFRMee4wf9CLIcID3DB1qP8gIfMKffSwKMmCXvkiXViqRrkNMsqcIHqNigcbMOfCtn8NOMzHaRBlOoHG7rLO5LNx7c4UMBL6fOp25YvJO1dQ4yNDRQHihylr8Qa5VLRy39UreseUGvt5yHwuD3YstvY4Clq3RnPxJzW+ugQ1bKbypjhmoVQmyJo0GnXDS4lOjq/mQQ+DT9pOQ6If/Dat2pYVR6IfM90LG2G+yddv2RQghuP+ggzipqank52jgD2vX0lqhTXfsIMmtH68lrpTr6D/AMFClkrMaCY2NhLDfdx5u5Y03r+c9/9nIXxe20Rm8zipTKn4W/p33qu/wIM+RxSfORGhcwog9SkeMUjqfqSB/nmmikri4/IBvMRa7YnhKaz67uGcc9tNfn83oEcZPEvzwd9201kYVBCfQeF1mfVUI/72hci1U358wgXcMHtzj528NQ46YN483zZ/PZ1555XUK5DKwvLOTCU88wReXLGF5iRS2XRHXz+c2NHD5tGl9Z9wuoJ++BxbvqtqfmM3oqgswdGxFqucV1XE/8ji48T445BCNVBoZapwA0llNKixUM2JoDc8+Urmb2xGSS9MfRqt0pKXhoLWLUil0rBQOxmHIa23EGrLmf4vUBu7zV3BJxzwO3XwF32598HVWmT3ADzQf/qairVPv5JjlIQsVDFPuLn5Pa6vg0EPgB9+Hn/0E0hXQr9L/u34PZxiDRbI+D8gjTrFq174MRwjuOfBAFh5Weqm3QymerCAT1f4jHD5+nItKhSjXtESFXlgUZOSv8/hnWbieMz48ssbn38s6Ofe+Lcy4Zg0Ltrw+A7Yn3KQe5Ap9Z0L/KP5NfO8VZjEAdF7/u3BvjmMk7+fdXMsVHMtR1m1+YPt2VvbAmWl2XY4tI+B+HcU48DDBP++Ho48FEfsiIVRlNemA7n2RhytnnxSCq6ZPpzfb2KLOTu7Zvp1L1q7lwKef5lOvvIJ63RfZLZTWHPPss2wukeGwO9RIyQlNTVy3//7cd+CB1Lv2aezVfWX4InHWVgjkEe+wbRpQAWXwrnBcmDIFXn5co0tgCKt09W+4bOBc7zgu8x/MD2QVLTo6yojFAYZy8udoYX4vRGGTu6j9SYbLOj5de3CF/oK9B2s2a5as1fzxRsXWThBOvnkQtI5K2SL/ASSJy7RIsIcI+M7X4fi5lbWfjauLW6NkuOvQXWOafesHI+fab8fY1zG5zGxuJYfCAT45t5prns+xo1OjdHESJQ6klVOst1EEFREgABvaFW/+9wYWvH8kg9J7v2heX8LXAS/oFbykl/NjdQ1KJLc0jdARr5Qwi7MRZw3zbQVag4iSFiMYxrXi8orav7yH4pLfGDuWdAUHTPdFSCmYNk3z7L2UJLUdVJirocnz+Ob48Xx7+fJe/TtxaHHp2rUM9zy+M2FCr23b17A6k+Gljg4uWrWKNb1k77pkyhTO2m+/PrKsRGxYGfki0UYi1e7LCFJCdQPymDMrYl6/KIaNn2ZKkXsu2GiqUgKtdUWHI7+dfgsAl/sPo1AmOxZbpGU+yFChqXIYSymcFG1scbDx7dYHmUQzU1KDmORZHhzYC/DSCsUPr1LMi7qOBIBrMktCk/+slQCpdETHhrlxYi2NKBgBwaBGONruLFMR9OKX4NrLEBt8BFUmABIajQuOQqf9nS9uoaFxCO5XrkJU1VbO2H0UjhDMqKnh5Y7S5hnqK6xqPapBcvtH6vnQ9W0s3RavITpPa6tcZdYIodFde0YjxIN8GtjSqfjsQ1s4d1Y9hwxJU+O+tp1MpRW/D2/jSnUv22kvjMtpaUhrozVCCwcdSbJ2k6eO7l3zXn+AylUaM2HIH9et44IezA99YfRovtIPKsP7IsZPA61K80Vqairvi3xz3DgCrfnxypU9Hg5P4ocrVnBQXR1Ta2qYXvv6PrSwvZ1PvfIK95VJWbsrNDgO7x42rE/+rVKgl78C112OXLENYoY8Ec8ChuhUN+U5AdQ04X7pCkR9ZTR4KsY6lUQuqznnTdDRoouy1N3B8zWn/T/B+79c+Y11g2rhxuA5Xg43cG32OZSOyu06rmgULM8HIspBKReQRYxJYZAC5XFkagQ/HXQUh6dfe4N8fqD5yTUhf7s3Mbgd05ARM4+Bkx/IMIejCz/LhE/mBcZB+MV5cPzcyiz++r7b4Tff7UKHVfheCzNVqKtyIKLcdXUN4qMXII94O8KrIOfuPo5L1qzh0yX2tw9yXR47+OCKaw4orbl/acDDy31uX5Ll5S0BoNEyYgHpsqzp6KLXnipipopJEHSVT50nOHd6E989sJm089oLOF5Wqzgn+B3rKAxzRU2t+eqEJExydSAIkHHHACEyep8lISmpmcp4/syPqRb278+2IOCk554ru53vzYMG8YtJk5jdDyrD+yrCUPPJt2i2bWSPvkgqpzjp3YKzvycrzgq3KZfjmo0beam9nT+vW0d5cnHd47D6en4+cSInDBrUB//a3oVQay5YupSfrVrVp//uVdOn8+ERI/r039wV9OP/g198Ha3CQqdHd75I2i/MAKZSiLPOQ849DZGu3F7YL4EGwFMPaH76RW1aBCi+weOfnbAwIP7dv0mmHtR/lI9faruDK7Lzuv1dXM0wX12Uckh6EFqDCh10mMZB4iC4fdg7OKZqZAUsHxjI5BSnfitk+QYS/U/RV0W+aiEAGQUQ8TlCYdjt40Ajet7k4YIvngNHH1qhIGPNCvjMu2GXbThRJkEqtBeAF4IUyPOvQMw4vCI2vpaQU4o3P/cc95eQjXIwg3kPH9x/LYxrWkNm/3kT2VAXru8E8puEq0ylIxFogJlL0ukApJkueMN+1dz6xlF4sv/WxUrjX+GjfDX8axcWGJ0/BHGwoXEi2tr8kK807pkkyL/7ngg5VRzHVzmHOlGZjfdjixbxl3XrytJKOLaxkf/NmYP7ertUn2PBk5rvf8K0cu/SFwk0Xmiuo69cLplzXP99DuctXcpPV67s9b8Tp0r/PXs2b+3F4PnehkApDp03j+fa2/vs3xyfTvPLyZN519ChffZv7g568wb45KnowO82ONZJX8QNjS8iQH75UuSBJ1TExiT67W457HjB9y8XjIkIeJIbh9AaN8FCJR24+9r+ZV75ce3JNGM2ojg0i7c3NIbBRO+6PSNOgIRoAhTnbr3vNTMkrpTmvT/sEmSQ+F4mnCzdReU7OUetC4996BS44ZLKBRkA3HHDHk5IBEeBA/VNyPNeDzJsISUldx5wAN8YM2aPPaAh8EhLCy/24eZSLkbVO1x0kqHn7Y7+FjCtd93NbMRQMRUr3Luuk2uXVm7Ivb8xP1zGV8K/7uK9Swx5a0FRRVnEj+dXbACqSHEnl/A98dmKBRlbfZ+r1q8vK8h4z9Ch/OeAA14PMixh1uGCH14pmLi/+XknX8RXuFGQIR3479/61xf5wfjxjOkDNVoVHWcvXEhQ4Rm2/oLWmhOfe67PggwBnDNiBEvmzq1YkAHA3TdCopKxs11dfJGaOsSX+ifIgH4MNABmHio463OClK/xAo3razxfkwqMzkYMFcKjt2l+cIbPY7colKq8g14lXH5R+zZU5AXHe5ZWcRuVk+BnLwwa6jgIyQ8WmJt7adDCQ9m1Ff87+gN3zdO8vIrunadidkmKGCeT0Kb6JyXMmgKf+aCovKjZvEfA1xA45uj2Moz4q5008tJHEPu/HmTYRJXj8JNJkzi0RHGqw55+ms+88gqvljjb0dc4a1Y104YJhCwwrBkRv9CIKcloNiPBQpUfXJZqp2vuty9tq6T5/QatNZ8N/0j3DS6FjIXu7vH8miwg0v4WwPfFJxghK+gcAI/u2EGuxASTAL4+ZgzXzZxJTYVnjF5rmHqA4JyvCtJZhZdTuL75ms7ppMYZKoTnHtD84BSfh68PCYPK+yKulPypjxThNbDB97l969Y++fcGOv67bRsP9dE8hgPsX1PDRZMnIyvti8x/DILd+yIi8Z+8+FGcg06orI0J9MsweBKOE0U7e7pfNSxfAH/8csgLDwj+75cOssItA6emp3F45xjmBWsJuxbv44R8QtRPiKjLRhfPa5gT4eb2pfiBw5OdWxDACLeGOuHR5HgcWzuEtNx7NpcdnZp5y0P8EGaOktSlBPOWKkIFf7ozNHMtYmfnKfoBiIZlVfefqVCQ9uCdJ8EXPiSoSlfws/d9uP6f8OoORFgbSZJHWWkvAG/n4W9RW/e6unMFUWrP3sGTRwAAQvlJREFUcqfW/GHdOq5Yv56758zhaNuqjl0ghOCXxzdx2i1bQO+cmy9QO+uin5NClUks2JZjU8bnX+t2sDHr0+Q5DE87pBzJzPpqptbZFYrqS2itWaDWsUpto1FUc5gcy0LWsVptY5PewSq9pYhkA6D4FouDkF1tJgoHzURG8UX5AU4QlVXVXtTeXhaDkABG90Hm+nWUBhn5IrK48NUtVi/UXPWNkOf+qzj3EhfXq+xa/8bmZt40aBD/27atT+Y1rt+4kWbX5eEdO9DACM+j0XWpc12Oa2ykei8KdFuDgEdbWsgqxazaWgZ7Ho/s2EFOKS5es6ZPXiMlBB8cPpyLJk2ioQL0tXkEIdxyMzy/GuF38UXcAFLdENGk0ohK2tgN+m1GI8b65YovvU113TGKobVxNPPZA83JZ0ne963Kv3k7VIZPtt7G7bnFyAQrTEE5XEaUidFjqsBSpcMUyWqHVA65znokIl9K1xoIXeqlx/nDpvPVoVMHtMO6vV3x8auzPPqqIkws0I4CmZMFxigFThBVIaLz8vS1MRSIUBhmtoTuxFuPgDPfIJk5GeprK/xe3HoHXPIHaO/IswaZCfUQnNAET04I6Vz00WpwBLz9vYhzvlpZW1/DOO7ZZ8vOVFVLySuHH25dtbU73LG0k0/eu53NnQpHmOFEiFionMTmAdE1Fg2DixDcxMAfGl2TQbtm+FklAxWpObK5lssPGM/M+uqK/43l4Ibcs3w7ewebdUFYzEGAzCFFkN8epAgRMasUGiFU9DV+lo5+bwa9C7UOwYXOx5gkRjKNcRVdUzfmcnx04ULuLDNrLIEVc+f2y/X5WkTLZsWnjwnZ7Ui4NsyIVQlf5Oh3ST7yc7fi+3RHGPKxRYu4duPGQsWlh/9WHJ7HxI5J1EjJV8aM4dvjx+MMYF+kLQh4/0sv8Z+tW0mqIuwu9VAOBPD25mY+N3o0B9fXM3gn9WnL+O+98JvfQmtrF19E7cIXibr5TzgF+ZnvV9bWLuj3QOPlJxQ//KiKWma6uYgj82SoSYWFxwRw2icEp361wh92hCXhVv6TfZUO7XNJ63Ns0u1F9mtleoZ1njFJRpobydYrSZBLg3JBOdH50T8QUeeOcmo4rX4M72gczhsbhlS+RLcLaK3538KAj16RxVcRe1QSUbnZzSaCDcDxRdHPUiWCjRCEEjhhcQBy928lo4b2w9994y3wq9/v+vdOAK65KHVVxtzkAFUp+PV1iP3GVsDI1wFw/LPP8mAPSuINjsOThxxScTYqAD/U3Lk8w8KtAYt35LhqcQsi2c0qtGmhSoj8IVW+rzTPUOWGqHRAdOMQn40wm5BA8JaRNRwzqJ6PjhzOfpVQsywRncrnrI6/8b9wcT54MCi4B470cWTSdVC4MkycawKOmHFKECKFRkYuk0RwipjLL91z7f9BXbAjCDh83jyWdHaWlXkWwEeGD+fKGTNsmfY6umDFi5pvnR7s2hcB0Bon1KRU8WMnfUDwnh96/ZIUXJHJcMvmzbSGIZevWcPKXupA7ArDXJd3DR3K2wYP5q2DBw+ooOPBbds4+bnn6JmOd+l44dBDmdUfrG933Q0//ukufhntC5GcvU5n0W60XnoO4ufXIMb3TatdT9HvgcbiZzXfe3/YZQA4ds6jjUMbPQWvy0qd9kM+donHwW/v37LeOzbdwv+yKw2dWCK7ln9nIypcE3wk2qi0Qxi4aOWaCWjlFp6nZRR8AL5RKJ9ZVcdtUw5nXAVpybpCa82183x++0CWpVsKA9wiFAhVHESgzPXv+onPR4Eb5D0nIAo2tIAQ3CDuKjS/vuBswQdO7odRovZ2OO29sFvVXg2pXCGTUJWFqjRc8GvEAa/PZlQSp77wAv/esqVHzx2XTrNk7tx+3Tjnb8ly+C2ro2qfKAq0dRw0xO1TTlxHJU9hqGLtlq7BRjxcDpDK4kj43qRxnD9+dL9WSleF2/l15iGuzj0TtaGaQ8gwHzAk85Cek0k8DhKfwmx0HGhE6y8hjlCGwQ7BfgzmBvdbDBGVbZMD+OmKFVywbFnZmea3Nzdzw8yZe1XLyt6ONYs1F7wtIJQUWhK6bOYy9kW6fKCeH/KhX3gc+b7+bVF534svcsOmTT2ubJSKSVVV3HHAAUzthwRNDK01127cyE9XruQFiyQfsS/y4wkTOG/cOGuvs0vkcnD6mdDWtvvzvFyUmArR1VlIuYiv/BJx2PGVsXM36Hcai/EzobYhdjajB/NT1JHAoTIq0TtBa278UYXlOrvB+2qmRuxTMqpcmMP8XKhU6GTWX8ctVlEbQIK3VQjMUALaPM8JgZAXO9uY+sL9/HzNMlr6SDK9Lad4dmOO5zf5+KGm09dc/XwHR1+xhWm/38QxV2zh2gWdBEqjteZLN2b4wo2ZQpAR/zmORrmq0EsOhk0qySgVPaZi2snErGaVC+mEgzVrEvz+K7J/ggyA/z0AuZx5/3MeOptG51JRsJhA6BibZQre/3H4839eDzL6AW9tbt5dw8NusSKb5e/r1/epPeViTnOKSQ1utBZotFD5g5iFSmCqHMn2KAEgChXFrtdnMmgJXEIN31yygkOffoaHd2zvM/uXBy08ndvAmtBshguDLXxy+13M2Hg50zdeztnbbmOJv838LtzICa2XJYIM4j8OrdzEOlkg0VBdGP1U0XihiIRUYRBV+SCjmhTvk2/gX+63+yXIALhs7dqynL7p1dXcf+CB/Hv27NeDjApjv4nQPDxq+40JZyJfJCoOGgHZblOzmlt+7Pc7k+T7hw+3HmQALMlkmPnkk3xv2TK2+n3jg3WEIc+2tjK/tZWsUmSV4m/r13Po008z6tFHOeCpp7h87VpySqG15qtLlvDBl19mQR8HGSkhilaX2bW1XLf//v0TZAA88ii0tZlL0XfR2ZTxRcLkWq9BRb6I8BCnn4W4/K4BEWTAAKhoANz4e8XNF6udB6Yhn0lwuyqJa006MBvKN+/2GDmt/xbljA44dP01rAhbdhoSj6HygUe0oep4VsNBh575MxNVDQAduOTbqUIHlGG2EqHDuFQN9888nHHp0nqvtdbctzbDZS+18PSmLI6ABsdl6WZFNjC2DEoLgpyko6M4owowok5wwWF1fPmWbJLAJe/g5HUwQoFMOjsKvKwsbq0KwQ0LVY2h9fDwhS6dWcHGbVBXDcOb+7csqy/7E/z1Fsh0zVAJcHyoijKskWaGmDkbfnNxv9j6OswA4LjHH6clCHo0HDm1uppFRxzR53aVg+uWtvLh+zd2+7t8cBEN/5GgwDW6LaEJUOL5obgNKZ7vIJ7viCn9NHg+3x43nu+Nn1iyjVvDDFe0LuKatsVsUVkapEdO5FihtueTvxPdBpbpzUUViBhfr53LbeGzLA63JlZKjRC6qHVKSL/oZylCXKe4JcQRflGHy3fdM/iocyJr2EyOgP1orogA366gtUY+8EBZz7lz9mze8hrSNBhouPuKkGt/vBtXXWsTcHR5LBX5Ip+5JsW0Y/vPFwmU4pB583ipo6NPlMRLwYhUigcOPLCs6sbD27dz8dq1PLJjBwJodF1e7eykM6LZbYyC7B3hzqv5YNflosmTOWvhwj6xP4lGx2HDUUeR05o12Sy1jsPodLp/52Sv+Qf64ish23VMQBjRsbwvog05zbjx8Me/9YOhu0a/s06BmbVYtQie/q+hL81TOsdCS2rnIMNVOv/YY/8Iedd3+u/mrhIudw49ndM238LCYBsughBNnoVXO/kZDCi0VOmEKjZQ9EcWzsk/Eh0CLUNWZDO8+cWnOaN+DB2hYngqxbSaGoalPOY21aGBeds66QgVU2pT/HJ+C5e91IorDCua+SdDcEFoBxk6bMtq81gahC+RphyBQLC+TfPZe1vxPK9gs2M2U6IBbiEE2tFo1b0gWR6SPE2QlHD8HIHrSOproL7/KrHFWLwOMlEAqEXecRMCMz/TWY2u7ogcJAHHDYzMwWsV9a7LHbNnc/Lzz9MRhmUHG4s7O9ni+5Uf8EvgvRPr2ZxRfOWJzYXuw+T60CXbUqhskC8HC0RxqkN0/SHREqIF31+5nO06C05ArZRMqKphdKqa/asaGJeqYbXfwSu5FmqkS40UvH39HWxSmfxrrAvj7zykaxz/pcEOwEOL0LQziUI76c/aH0fKHDLf92QqFlrrfHVXCG2SMmL3uVnd5a89Xs5CCMFoKktZuyu0hWFZg6gNjsNxTU0WLXode8Ibz5KsWqR5+F8a6Rg6W6Dgi+idgwwn4Ys8eUPQr4GGKyV3z5nD255/nmfa2nCFQGlttcqxIZfjpPnz+ejw4bQoxXDPY1pNDUNTKeY2NCCBZ9raaAtDJlZVcfm6dfxk5UpcIQrBUJcW5e4CjBhbgsBKkCGAEwcNIu04pIHp/czUFEO/uhqyqYIvAoU1VTmQqUZXdZi1UEo47sT+NLdbDIiKBhhRt2fu1dxzjWLFQsi2a8KMGQIviiajMmYqVJHvp2mo1Zz5bY8573Txqvsv8gy14u7MCm7pXEq79vlPx2pagxASlIxx62e86avAJT+3EVU08hdU0ffCBCwxVW4QOUQdVaYKEn+KocTDxQkcMlkHGS+LgURkXKRyIJSFQCB+XuAgg8LjIhAILU3VQhUqHMIXuEHiBsy/rkBG5xWxTYXg5WRx4KHB9QvL9Y8/4vDe4wZOm4Da2oI+6VPoThPY5W9qoRCOj3CiZbuqA1GThYZauPpaqCtNy+F12MOabJbL1q7lmg0b2OL7tIS7qjHujHcMHswPJkxgTn8M+yWwriPgyldaeXFbjvUZn/s3tkfXoMizjcQtimZGA5IDbNoJCgFGVN3Iz3m4IcgoYHHiAXKFqOlMWKDAUdQ4gk6ZQcg4iNHmOTJASEVxks8kQqQb5JW5zZOCwr2TqFA4TraIKSoukQqhkFKBUMjEwLcrc9HPBUgRIKMAq5lankz/BE8MnHXkG6++ys9Wry7pXAF8a9w4vjdhgl2jXsceobXm+fs19/5NsXyBJtsBfkcUUHTji3gJX6Q2rXnXt1zmvDtFqtIMiQkorbl32zZu2LSJHUHAvdu2saWP2q3LgRu1IWUGhpu5W0jg55Mm8eUxY/rblDxUWyf6Tf8HrX4+4ZlvrXcCRExAk+5EVOegNgV/uRYGD+lXu7tiwAQaXREGRhRn5WKKBrIclahmaG0Gs6I2qqFTBB+/sYb6Yf0+egLAfzpWcfqGu9EF0skIIh9AaGXaoyDqv4uocAkTvcpaYCbU4tkPYbLqcUtVJmqfivfrIJoNUQKRTZmAId73Mx5CC4TvIlShfcm0PTmIIGpz0iBDJ/87qQr/hpNzitujAKJhcKmjQCOy3c0JZLKXUEf3SCgRAmrT8NiFHjWV1MXYBbTW6L/8B3XRP8FPstpgjJYhQggTbLg+uD5ilIafXwRTp/Wb3a9j13i2tZWD580r6VwHU2j75QDabAKledt9K7lvfUc0Bxb9QlAY8nZDMw8V36xuNO9V1DYVzXq4CkQUaLg++eG36jZEYrgaMBuZwJTnnbAQKAiFcKJqhQyLAw4RIJ0CAxRxVQMSwQZAiOP4XYINABNgCKkSgYWKhsGT74zGiYIYieBzzlv5ovf2Mt9dO1iVyfDBl17ioZaWkp/z4eHDuWL69AHF5PM6DJTSXHhmjsXPspMv4iR8EaHBU4oaP6RprOCcW+poGjMwfJGHtm/nxOeeI+xGu+d1mOUwJQRrjjqqX6vaSajr7kX/9GrI+BT7IjrvixD7Ik6AGB7Aj38Js+b0m827woANNADWLAz54ck58xYLkR8NAAqlzFCTUgpPaYQDYw6SfPK2mgGjPfGfjlV8fsujLA9a84/FrFI6SWmrBTqqUujQVC4AU8kwXkWBAjdw4ilr83hHbeEF8xWKKIAJJML3CsGGEsicaX8SOdc8Hj1PhE7EHmXOlYGT+F2BUUooiZPbuSoiQokITSAiEMY/8XeuZjiBwBUCKeCPn3M5dmb/Lsbq+eWE/3wM/cRCWLwGIcOidg+D2MGKmG1SWcTYwYhrLny9kjHA8ebnnuPubdvKes5ts2fz9gHSK98ZKL44bwNXLt1OUojYiDSFecVTDehEQGC+j6sf2lQvpC4EGkmhyXQnwk1WDIqvd5ywkD0DE2xHBBaFx6PniCR7lM6fZ77Pl0CRRcEEXR4PzH3IzoxT8b/lyhCJ4HAxmb+mPk2V6D8HoS0IuGbjRu7cupW7tm4lo7oml3aNiyZN4guj+5cF7HXsHlvXKL4zN2P2ahHPJUbIt3hr0qEy3RYODJ0i+fSDdRUXFt4VHti+nXMXLWJRZ+eeT34NIa6BXj9zJmcM7d+2S/3yStS/HkY9uRBeXrEbX0QXOiu8DGJYPeK630NjUz9YvWcMjHB7Fxg13WHWsQJXgNS66MY2+6Z5zI0amXUIK59WrJzXF1qZfYO31Izh5dHv4Y7hb+VQdzgqdJFhCqk83OjtHy6rEX4KHTpmADweGo+DDGUCjZiMC72bhSuOxoQ2+7HUBX0HgaHGjAZJ81zLCWinm+2xKMKLzkvSgInCVxEKpBA4OYHrO4WWK4iqJCbIePPBgn9d0L9Bhs76+J/6A/5pP0Fd8yD6lXVoLVFhChUP6OchSCq8a+XC7P1fDzL2Avxi0qSyn/OtZcssWNIzVLuSy47Yj1WnT+FbswdTk9ZoN8BJhThOdFsLwX41wgg3OQE6mufQIqRAmYOpzAmxMw2u6rqmCGJabrMGJWi50XmdINP2KYqfB0W9xIXHi8/TWrJzmisiyhAKgcKTnd0OlTsiZD+a+Lp7Glf1c5Dx0PbtjHn8cT7xyivcsnkznWUEGQBvGjTo9SBjgKN5lOSwUySOANHVF4F8ZcMNjfOnQ9i4UPHqvZVvV9oVjm9q4uXDD+f+OXM4trERME62g2lxAhjieQPbKSwT3d1VycckcMrgwTx80EH9GmToICT4+p8J3vFd1NX/g5dWG38jTKGD3fkiGpQH06YM2CADBnhFA6B1i+a3Z2bZ8KouerNF9EM6DCnyjbVm0GjBGz6dYuwRLiNmDZyeXYDns9u4umUJ64IOhjhVfKBhIoelB7Pa7+SYVx5klZ/INuh4tsPMS2glTatUPP8QnVNU0YgRivzshggdyHkFpz8XtU0pEFmvwBwV6XaIiCVKhoX3ToQRhaYCoSUiFDgJ5ijzfMmV767mDVNdrntU8dcHQpZv0rgSTpotOesEh2kjJHXVUJXq/43V/+qVqBsf7zJxG8NkDWTX9g6pTIZWhMjLv4Y4+uAKWvw6eoq/rFvH/y1alOQh2CO+PHo0h9TX847Bg6kbIIOBAJ2h4rpVO7h/UxuhhsMHVfPhcYNoSjn8bOkazlu0quD8R8xo0eSgCTTc0AQeQL43MpVDeF2dIl2ocojAXPv55ymkF0TPTzwuokqG0NGsRVB0/whZqH4IAVLmumTrQg7whvH3+vfSQgeX+/fx73A+WQJG0MhHvKM5wzmEWpGmiRqk6F+36NWODg54+mmySvVo4HZ8VRVLjzji9UBjL0Bni+aS92RYtUB36WQxP1QFYT7pCYDW1A8TnPilFCMPcRl58MBoyYnxcns7V65fz6pslkGuy/uHDePoxka2+D5HPvssr+7llY8/TZ3K+4YN4+oNG/jdmjW81NGBA7y5uZnPjhrFQfX11DsONQOARjr40bXoK++hm8wL+Wqw28UXiasaQiF++TnEycdWzuAyMeADDTCD4Y9eG3LXRT4dO6LhQKVxldo5+tYaoc3chtAw+lCHd11WQ/OE/r+Y9oSsCrl+21r+tGUFK3MdrMpmCRVmPkMXWKuKgozAhVw3FI5BQfBPKAeyXQKNKEgQmehxJfLtVcKXyMApoqQ1w+GmsmKCkMTshQahBe+c6fGn9xYHPaHSSMGA20j16i3kjrtgFzd2AdLJJdo94ps7gIZq5KN/RMh9Kf+zb+PplhZ+uWoV123aVNbzaqTk/HHjOH/s2AF3HXeHV9o7uWTVeu7avJ1Nvs+WIGcGwGUcdMRnxhkCDVWdieu88Ps9Bxrme+FE38cK3dFQdzKwAKI2qsJguJRd5zQ0jzR9nJnu8IIV2ky5Of0cVHSHzy5ezGVr1tDTvHW/iYC9jh4h16l58rqAuy70aYu0pDyl8EK1s9ZXVO1IqQChYfgBDqddXs/Q6QMnabEr+Epx4+bNXL52LUs7O1mdzfb4Gu8PvHnQIP4zp3hWIdTaFHUH2Bqut7YSHPUlCHafAhPd+iIK/n975x1nR1nv//fzzJyyvWZLNj0xJIFAEgNSQlGUcilKUekCwZdcFCv3XkXv76pYrvWKXrEiYCiKICqChSuCBOmdFEISkuwm2exmeztlZp7fHzNzzpySttnd7Nl93q/XvvacOTOzz5w9z5zv5/m2IhPx5O2IcZJbko+CEBo+/7w1wR9u3EeTeU9oGI7CAKQBRdWCa/9eRnnj+Pui2hu37drO1ZvWgFdhJkUqfEpALJqnSReuAPGFgSPTHg2V5cUY8oVGOgnciGclikOqCpUvVoxEen+AEIJHri1jceP4F3QA1s8ewfr6/RnejNz7j7sCK7Nj0A0H8fELkdeeN1bD1YwQSika//lPdg2jydTnZszga3P2v+fEeMBWisOef5LNQ3Hf1PdeSbkh3fyLSCLP0Q4ilVjuekFS+RbSCcwLL38jkOwtpOX+ZERLBfI2vN+GkTZfJIrTw2/jnvIPjtTljzpVq1fTPcxqPhEh6FixgpJxsKKqOTBevjfB/dftY8VfKaRSGMrBUG4OabhUsPLxSqpmFdb//Lft7VywZs2hHsZ+IYAnli7lBC88bLzj3PsPrM/dnrEtny2CcJCpcPeA0PjQWcgbrhiDkQ6fgrK8l14Ywq1euAdt5GkmoVQqusixYaBd8cvz+9jxciFpcriybiqfbZoNCAw/b8P/QUA8nCsyIJXTkXrsBMvNBpKzvTCo1OsCZMLYu8hQgA0iENNdJAV3XlpSMCJDOQ72ExtQyRDKing/Xo5MzqpUVvy5VFAUQVx82lgOWTNCCCFY2dg4rGO/vm0bN23ZQt8hKBM5XAwh+OviZUwvirieC+Gkf3wPRzhbZHjhVL6oSHUm95O6CXgqSJ0vXb42N2QKfE9GOrExWL4WFKeEZvGzssIR7xsHB4ctMiTw8WnTtMgoUA4/J4QRhj3aIh5+WJXCzduI9yjueW83258ZmW7aY8X5U6bwda/08nj+xIaAexctKhiRoZTC/sc6LxcjbYs4+WyRDIR7Xw6ZiMvPHqvhDpuC8mgA3HHZIOsesUk1nfLxngvHcRPHlZf7mN4B6ShOu6mI4z62f920xwvP9PXwo9Zmnu7rcRvwWJJ1PUlSlamAQCl6sAxApkWF782wvbK2/rsyaGI4oVQTvxLHID4UuI04YDhumVxDgK2gvlhSHzLoj0N9qeS8w0NcvCxCeXR8uSP3hHIc4h+7A+f3L+GurGav8Cq3oo5nNKU9Gq6xJYoF8pYbEMcdcUjGrzl4upJJap58cthlHmdFozy2ZAkzo9ERHddo0m9b3NnWyqq2nbQnE9SEQryU6CCe1V3bRXm9MgJ5HdJJVZcShuW58N13UIZcL7MAIkKSMIIJ3AoplNe8DwwEDoojzGpiIo4UsMRo5MNFyznGLJzKS6/097PixRfpd4aTmeEmgD+4eDERHXpZsNx/7QAv35f0vntzbRHp2yKozGI2uN3FT/iPYk78fJ78ynHMS319/GjHDp7o6UHiJpG/OjAwYuc3AQs3XHUwa25JXPPG/z0lFKIxFKLHtmkIhzl/yhSuaWykehyHEAVRSpG88W6cu1bjG3DZYaTpvAwFWbYIYZD/82nEO5cfkvEfCAUnNHZvsvnOsf0ot4Vs+gUVmMxKuVUcvZf839JxG+tc8ptS5r07PKbjHkmUUty3q4Ob3mpmTb9bX99t4idBuR29HeX2tSBpemVrvb4a3rsxNRzCGQwjBJzSFOW6I8pYWhvm6R0JBpKKaWUG69ts7nk9Tmu/w7RyyaVHRjnrbWFCRmEYA9motl7i19+Js3oDmSEkTsYEFzJdylOaXmOxkERceALy6rMQMxvGfOyakeXStWu5u61tWMeawMKSEl5ZvrxgDON87EjE+Ebrm/yiYxsDjt/F2u2NISVu7w3fsyFtN2Qw0DdDAjPCIfpFgjpZzJVlC7iydAHdTox1VgdhDKYYRdwTW8MTiW0IBCeGp7OyaAlzzapDeOUHx2/b27lk7Vriw/jqnB2N8l+zZnFJXR0hLTIKmr6dDt9Z3IOt8tsi/n/XtTsyAxf9KlXn3lbGwgsKZ8EiG6UUf+zo4EtbtvBSfz/p5QcXXxTsjTq/0IYQnFhRwceamjihooKnenvpsSyaIhE2DQ1xW2srLfE4jeEwH2po4IIpUwpWqKuufpI33InzyKtk2iLe5yRHXIAwE+4CjiHgvccjrz4XMXfaIRj9gVNwQgPgnqsHeO0PyZxANl9kABmVqNLiQyENmHmCyRW/Lx+r4Y4JjlL8tb2X1Z39CGBFdSndg/BvL7Szcygd5hCRgk8vquKLR9UiC9hIOlDsli5iZ3wHOjNXX9yVV3flNtjRWJgJ5IxKjBPmI849DnHswoI2KjWZrB8YYPHzz2MdxO3vb0cdxbuqCtdgzseuZIxf9zSz0xqizohyRlk9X+t+md/0v5VhMCwMVXB7/UksjY6PXiNjxRffeosvbd263/sbuGVFT62qYmVjI/Xhwl3g0uTy0A0DPHdrHIRIBRVAti2S9u4FhYaUULfY5MonJtY9RCnF37u7eay7G0cp3lFejqMUn9i4ka3xdI5tSAg+OnUq35w7d1KJbmd3L4kz/xvVGmzoqQK2iMrwCAszgZhagXHCYYizjoMTFhdcEZqCFBqDnQ5fnd/rCo2Mmrcix5sB6ThJI7Dv+28tZuYpYYqrC+sfdqDYjuJvrYNsHUhSFTY4fWoJZaGJfc3ZWI9vIH75TyEZNJX8UCnvlwBIr9aaHzoW88sXIYzJ9V5NJq5at47bd+0a1rF+mcQvzJzJseXlE16EbrcGeHRwJ0nlcGSkmrdHaib8NQcZsm0+uHYtD3Z07PcxZYbB35cs4e1lutfORMVOOHy1oduVEHltkcyQKd8WMQO7nnVLCXNOi1BcN56zHw4eRyke6+5m09AQZYbBGdXVVBZImNNIYT+3mcTFP4C4XxrcR5AKlxIQjLKQ71uC+e2ViND4r1a2JwpSaACs+mA/bz5qZbRAEFkCw93mxRFnTHgwHQczDIsviXDq10oJl0yeL83JROIXq0l+/gHIWG9KrxwAbl5GRjUciDzzRWRT9ZiPVzN2vNrfz1HPP3/Q55lXVMT35s0bN53ENSNLZzLJ8hde4K1YbL+PkcBFdXXctWjR6A1MMy544Jo+1j6QwA4USBFZAsPfBl4NhsDxhmMjDVj4gSjv+nY5kQq9uDURse5/luQnV+1lDz9syvF+e+WT//IF5IKm0R7eqFKwn+gTPxF1Q9gCP+kwe5X+IWvSe9sVYCfglV/G+fUFPdiJgtRbmj2gLBvr8TdI3PiAtyWrelTWNuVX8gJoqkI0Vo7+IDWHlCNLSzmjuvqgq6hsGhrinNde43cH2J9DM75RStFvWVy6du0BiQxwTYaTKytHZVya8cWxXnEZ6SV9yxx7g5Qtki0yfFtE2bDu3hj3ntlJclDbIhMJZdnYz28m8ck797Gn+6lRwUqXVSWIOfV72L9wKFihMet4kwtuKUaasKc+Tv6kz3jZy9tKrW070PKUxZp799GfQ1MQ2C+3MLTyLvqn/z+G3n87ygnhOHsqFedtDE5sAaFrTim4GEjN8PjVokUc75VC9AXHgf7n/Y/WRzZsIDnMKkSa8UPccfheczNzn3mGstWr+XNX1wEdL3DDpi6tL3wDQbNvGpeYXHB7KUZ4T7aIwlBu3qjM2k7QFrGh7TWLV28bHO0ha8YAZ91OYh+9m8E5NxI75xaUFdqPsrUBpMD40CmIcOGGTPkUbOiUT+8OhxfuTLD1KQsE7F6XZKDV8XtgZ+2drvwgnYAAEdC41OTKv1eO0ag1o0HyoTXErrnbfWLn5mMIma+Up/e619HYOHMx4R9fhTAndrysJo2jFI90dXFHayvb43FMIXi0u3tY5/r9EUdwbm3tyA5QM2bEbJszX3uNx73//3C+HCNC8PCRR064QgGavdPf5vDyqhhbn0iiFPRstujbau/VFsmuUAVQNc/g6penjMmYNaOD/fgGYpff6jYEzmeLGMlAwjdZr7sh3PLEwwj94jpEpPDzWApeaGSz6pwetqy2Al8QmX0S/AAZ6WTmbAgB5/64hMPOj2KEdb5GIaGUIvnQWoZW3gOO4+qGQGMwby9AIY18DbbcpmThG/8F819P1Qngk5znens55sUXh3Xs0aWl3LFwIQtLCqs+vsbNxbho7VoeOUAPRpA50SgPLl7MIv3/n/Q8cGk3b/4xEVjBzurZhN8H08nxop7xwzIO+2AxZoH0p9K4KKWwH3+ToctuA8v2bBEnry2S7teVjUPo+tMwPnnWhPBmwAQUGs/9dIi/fHYQVO5qVDBuMrsyFUphKoepR5tc+LsqIuXa2CwEnN0DDF6yCvvFFnKrODg5gsP1agT3cx+Hb76I0AeOGYMRa8Y7luMw/emnaU1kd8zePyRw+4IFXN6g+60UCne2tnLNG28MqzeGT0M4zNqjj6ZqklXS0eTn9buHePjaPmBftojKtUVwmHKEyXkP11JUo73rhYDqGWLoqlXYT24mvy2SKTiEkcjj1VCYXzyf0Mp3jf6Ax5AJZ00v/mCEokqBMNLei0CaL3iTOntig5uU1fqCxUMre8ZyyJphoJTC3tlL37k/J/niDpQSqZ9gsndGYhUqMx/DuxmEbjhNiwxNClNK/mP69GEf7wBXrl/Pkz36PjLeidk2v2xt5fL16w9KZFQaBi8sW6ZFhibFgvOjlE6Ve7VFIJ8tAg6CjrUWD13cOWbj1Qwfu72fgfffSvLJLXuxRYLmtgKVa36bK9854UQGTECPBsDOVyzuPq+Xoe6AW0Op/H02UpPdrXFteNsal0pO/loF006MAGDHFTueiBHvdiibaVK3PDyp6siPB1TcQimF9cf1DH3/SZzX/R4IgeY2WWVq3cf+SoJCCBshvY7HQhD60nsJf/ikMb4SzXhHKcXHN27kf7dvxxRiWI39TOD6adO4afZsSgx3VXLT0BAv9fURkpIVFRXUaMN0THGUYshx6E4m+fq2bdza2krsIBP4Z0ejPLl0KY2RyAiNUjNR6HjD4ldndzPQ5n3G/ApU+fpsBISHQGF432u1CyQr/ruSGe9xq1s5ScXOJ2LEO21Kmkzqjo1oW2SMUQkblCL5fxuIf+8J7Je2+6/gNmb0bBCRbYvYaVtE2giZbqZsfuZfCH3yzLG9kDFiQgoNgKFuh1fvibPudwn6dtr0bPXiIJVKT8qgyPCe+0JD4v6UNQiko4h3OTgxJ3VTqDzMZMV3qph+atFYX9qkQjmK+N2vEvvxs9ivt/lbvVrTwbAo/2PseP9fJzXBhQg8lkmEAXL5TCL/eylyuu6VodkzT/f08KMdO3ipv59NQ0MMHqBRKoBiKakJhRi0bXZb6RyhkBBcXl/PzfPmUWpOjFjc8cpbQ0N8u7mZ21tbU//DQCedYVFtmnx62jQ+P2vWSAxRM0GJ9zms/XWMdffF6dth0/OWjfTK7OfaIqkip67Q8G0RBaX1ICUkumzswbQtUjbH5Nhv1DDzXJ0XNJoopUjcv4bYj57GfnGHvzW1cJltiwhs9/+bsj9Upi1iJBASxFEzCN98BXJO3Rhf0dgxYYVGkP5Wm1sWduDYEIyGFIEEcX+ip4SGUkjcxGJDqdS+0j+DdI8787dTmHm6FhujgXIU/R/5PYnfrAEpSHdn9BvuZcc9Zja8SedoKIQpkPNqiX7zXOSCRkRV8Zhei6bw+bdNm/huczMjWcDWAJaXlfHYkiVEDR2LPRq83NfHKS+/TL9tY+97933ytdmzObO6mqNKS/VKsuaAiPc4/GTWLqxE/rwNX2QAaaHhiQ0UGDipxn+pBVLvI/iuO+uYc2HpmFzHZEMpxeBnHiZ+2wt5bBH3t5C5togUfvSEb4s4CFMgGssJ3/wBjPmNiNqysb2YQ8CEy9HIR2mDwfxzIkiDlKfCFwypz4UQgXK3/lqX23QjGEnp+JLDcbXJ4x/txLEnvFY7JMR/+ZIrMoCMFvCp/5oMPE5vz46NRApEZRFFd1yOcdxcLTI0w+IjjY0HtQKeDxt4tq+P21pbR/jMGgBbKd73+usjJjKub2riszNmsKSsTIsMzQETqZAsvKTIs0Uyf4JLoNK/04jA9xjeQqlIP1buAwCe/Nhu7Li2RUaDxANrXZEBeWwR70fls0UynyMFlISJ/nIl5vHzJ4XIgEkiNADe/a1SyrzErAyyu4f7Ls3A6yrfZHcfMLDdpuXRA+saq9k3SimGbnk2NT+zmr37e2UlWEFmCUH3cehDR1P8t+uRc3R/A83wmVdczM3z5o3KuW/ZsWPfO2kOmD93drI1Hj9okdEQCrFqwQJunjdPCwzNQXHiTeVUzjVybRHSngr3aZYtQsALInJtkXiXw9YHB0Zp1JOb2I+edkUCfhZGrkdKKZllnwT+c8p9bl64jKK/fgq5sHE0hzvumDRCo7Te4IrHqll2TREyK/9S+A1z/PAp5bDnrxKR+QGT0L0hX28GzcFgvbEba30Xtm1gOwaOMryJ7Fd0gFTa3F4WcaLfPIeib74PObVijEaumchcP20aDx5xBG8vHbkQBQW8Oai7AY80jlLctnPnQZ9neiTC2mOO4bKGBi0yNAdNtFpy0aO1LPtYCUZW/QDhxUz44VE5pW8zds58RZjQsyE58gOe5Ng7+rCe24FjS88OCdgiGQH4e7k3CAh//nSi378IObNmbAY+jpgUORrZJIccXvjhIM99f5B4V+DylcorMgwne1u6IgTA9JNDTDk8RPnbQsy5qBRsaP5dH4kOm6JpJtPfW4ZZMmk03UGTeGwL3R+4H2JJcj0Uyr0Zp6pIgRBWVmykuz36n+8i+smTx3z8msnBq/39fG7zZh7uPPgSlCEhuG7qVKJScnZNDceXl/PP3l6e6etDACdXVvL2ssnhZh8Jko7DxWvXcv/u3Qd1nlrT5MXly5kejY7QyDSaNFZc8epPBnjhu30MtjsZkRTZHcMBpLIzt/n5Gx4Nx4apXxaibE6Y2ZeUIwzY/kAvsXaLonqTpvPKCZXrXLD9JflsC70X/ArVF/e2BMLqURC0RQAhM20R31YJX38Ckf88c9IuVExKoeFjJRx+sbidgR02OHn0aMrDEVxVCCRqeftIHMI4bgF9CaayXXEiQdnuSkPV4jBzr6lg1qWVhEr1RN8TyfW76TzhDkja+AGouV01/SQrAAfDsDNeE1IR+sBRlNxy/tgMWjOp+cXOnax8442DPo9vQDhAWAgSAUPDAapMk7Orq/nYtGkcU15+0H9voqKU4qr167lj165977wXTCF4eflyDtddvjWjjGM73LNsF90brb3bImSKESBDaEjlEBZ2Kq7HEDaGHbBFDKhYFGb2yipmXVFNqELbInvCau6h6+ifQszaqy0SLD4jZbp8LSikBPP0wyhedfkYjnz8MamFBkDnBov7Tt/N0G4HlSonk+6/YeRxXUp/squ06DCczJUG6diYZHpCBA7hcsGK30yn/tTJVx1CKUX8qVZij7YgikzCR9WgemMkn9uFEgK1q4/YfesQOSVEg14M/3namyFTtajdSlShM+ZT8osPIKK6R4FmbPjPt97iK1u3DrvnxoFyTk0Nv1q0iOJJWKmqN5nk7rY2WhMJmiIRlpSU8Eh3N22JBCEheLijg7VDQ8M+vwAiUnLf4YdzVs3kC3PQHBr6tlo88J42+re7C58uAVuE3GgLobJtETCUnSk+HDvnWIEiVATH3D2DqedOzrDi+PO7iP11KyIsCR1RCwmL5DM73Leyc4DYva8jrOzsLq+KZZ4ICoGFNNL7CxzME+dQvOoyROnk7rEz6YUGwNBum9duG2TNLwcZ3OVgDbol5ET2yoJyO/1J5fVq8NyWwit/a6beSm/SOzZmRkaH6/0wwoLTnptD+YKIW9hKTnx3Wt/P1tB149OoPj+GNP1eGSEHoTyPEAqZ4X70cQJeDC+WVbgNcGSpgZxSjHF0E5ErlmOeMGvSuig1h47Hurr4/vbtPN7dzYBtH1Sn6X0hgAtqa7n38MOxlcKUEz80szUe54r163mkqyvv6yYw3Gw5gRsmNTMa5YIpU1jZ2MiUcHi4Q9VohkW822Htbf2su32AgR12wBZRubYIntBI2SKkbZFgEW6lkMrJ3OZX3zTglNXzqHp70aSxRQbuWU/3p/+B6k4EtnoeiLCXH+N4z4UVaLgX2E8Gt/m9MRyMUoGsLcZYNpXIZUdjnDwXMQnuzftCC408dKxN8o9PdbH9H4EPojeB/drV/oqBCLxmZr2VQtmEMnI+3P0kDkYIzHgSIaH2lFLmfqqOhrMm1sqCSjoMPraT3h+uIfanLVleCcgQG6k8C88dnCM2lNcAx30mcOtRF994EsU3HD/al6LRHBBKKb7d3Mw3tm2jwxq9YhEhIAnUmCbXNDbyiWnTJlyH6m2xGA91dPBvmzYxcJBdvPMhgORJJ2Fog0AzzujdlGT1pzpoeSQW+Lr0VtGVb4u4pGpj5ogKEI6DiZ1riyiFDIGZdJvHVR1fypxP1NNwftWEWqxTtkPsH6303bqG2H1v7tUWyQx/AimSOQuf6Q7fAA4iJIle9w5KvnTqaF5GwaKFxl7o3phk7c/7efV7venmOPnwPBtGjtBwMJQTSBz3hYbfiMcmhIM03PjJ+V9oYOGXC6/sWXxjH923bib+Rh+y2KDk3fUkXumgb9VGnJ5Exs3NEEkMGXRHpuMcDZHOtRDCQcrMFRiRWjkgdaOo+NsVhJY3je4FajTDJOE4rO7p4cp162hOJPZ9wEFgADWhEKuXLuVtxYXVKybpOPx+924e2L2bfttmfnExRxYX88MdO3imr2/U/q4BnFBRweNLl47a39BoDpbet5K8uaqfl7/Suff6Rr4tkuXREMrdJjNsEdK2CLYrRAzAhlnX13H492YUnNhIbu2n5xcbib/ejYgaFL+zHmtTN323vYnTGcsIeTJEMmBzuNsAhFCBcGzPU5FjswS9Gq4tUnb/xYTfNXcUr65w0UJjH1gxhztnNpPo2cvbpBRmnmpVQtlu/obKIzRwhUhIWRm5HYf9Vz2zP1JLpCG/2z7ZkaT9Dx1Y3TbRGRFqz65GRsZmJc7qTtB5RzNdv2rB7koQnluCWSrpv28rwhRgq3QxBtyblysMlJfX4lZrMEQir9gwMlYOFIZhZe2jkN6NQZpgHFFH5eNXFdzNUDP5+OH27Vz/5psj3vAvGwnUh8M8sGgRyysqMPLMDaUU/+zt5YW+PgwheGdlJYvGMOH52d5efrh9O8/29REWguPKy/lTRwfbEgk8O2dM+e3hh3PelClj/Fc1mgPDsRW/mbOVwdZ0snc+TGXl2iKOkyVAfFvEe105mFgZuR1zP13H7E81EG3K7yFNdlt0/GE3yQ6LyNQwNefUYBSPTc6Y3W/RvWor3Xdtxd4dJzSrhNAUk/5fbUYYe7dF/PxOwBMb2XZGdkSFyvJq+ELDfS+FCXJmJZXPXTcpQs+GgxYa+8Gb9/Tz96v2XCZRKifLm5EWEoZSGR6NYCK58LwdZmDy490MKo6KEK6QYEPp4cU0XV1H26/baPnBDlRS4X8jm1Um8745i6KZETr/3IkTdyhdXErdJXWYZeZer0s5ip5HOmi7tYXYxkHMmhC1FzdSc1Fjzg1jaE0vG099Eqs9nh6qxKuQ4WDmuBf9ihh2ygshsVNVp0MylrO/kRUPKWX25HbzNIQBsq6Eyj9fhjG7aq/XqNGMB4ZsmxUvvcQr/f1jZkhXGAaLS0pQSlFimry3tpYjS0q4dsMG1gwOIvHvOPDOykq+P28ej3R1sXFoiFLD4PwpUzhmPzpgtyUS3LpzJw91dBB3HN5eVsa1U6eyJKscr1KKz23ezDeam8csaX5ffGbaNL41d65erNAUBNseHOBvF7a6T3I7xuXmZ/jb83g6MmwRz9th+ncnb26aOJQdESVcLcFRFL+tiKZrGuj8025avt2CE0vbIka5weybZlFyZDFdD3XiDNoULyyh7rJ6zMq9F2ZRStH3WAftP2smtqEfoyJE9YWN1FzWhJFlx8Q39bPl1MdItgyl34eUqNg/WyRYIj8kcm0RN3wqYIuIRH6hYYCsjFL+xyswF+rFij2hhcZ+sum+AZ76904GdwTMhFSt69ywKuFNYtPx4yJ9EaHSZemUu8ofykrSMrDxlbehHKQJyvLP6eTtsihwMExAgLIUMiIoXVKCvSuBiEiqz66l8cONDK4doP2unSRaE8Q3DWDtjIMhELZKCYdQfZiyo0sZeLYbJ+YmW9vtcZTlh4FlX697owrJ7Fh07wYWWEmQOOwphCrbo5GdpyFIYtREKFq5jKJrlyOn6LKTmsKhx7L41w0buLetbcxX7XO70WTiTX33niXc5QBLKWZHo5QZBj2WxZyiIj7c2Mg7ysq4Y9cunuzpocuyeG1gAEup1Dl9EfHuykpaEwm2xeMYQmAAu0cxX2V/EcCJ5eV8esYMzq2p0SJDU1A0PzTA05/cTf/WwFzy7JCUeAjg53IYKU9HoER/Rolch1DWnclQvv3iuKFXGbZIbp8PyLVFREhQurQEqz2BMAVVp9dQf+00EluG2L1qO4ntMeJbBrGah8D0bBHf41AVomJFOYNPd+IMOshSA6cjjpN0vEpauSVnBQ7mPmwR10vh2WTCyvFq7N2j4VW7rAgTvXIZ0WuPxpiqy43vDS00DgDHVux8PEZ/i4WQ8Mwn2rH6/A9uGr+zp5sg7n99O6kKVcF9ZM4KRHrVQXiTPNfdGay+ROrvZ95k0jcQAalVBxGIwwyaHZliyR+jjRSZ+/ljlxmJZe4+oQzVnz5PMPfC92pIYQVuBukJn27EF8jRkILwKTOoeuAC7ZrUFDw743Ee6+4mqRT/7OnhJyPQvXos8MVI9uNCwI9r/7+jjuKUykotLjQFjXIUu1bH6NuSRBjw0g1txHfbKeHgk1GsBpuM7/ugLUJwnzTpBsb5bBHy2CKQEbnhPQeREidpW8RBGiqPLeJkeQ9A4oeY59oiBjbZ09kU8X3aIn7Op8TGlMFqmNkJ4YEcDSkwlzVQ+chlSEMXj9hftNA4COJdFn9+z3Y6X/XUrlIpIz5aI7DaE17JOW/SeWXogonlZkbNa3+lwUk9lsrJmbTpfAeXVLWJgPGfs3IReI53vmxhEex2njpfytWY3lcEQrwIbHdXBnJ7YAQTriSWe3MQFoa00tcprMBqA0jDQpgSLIfwabOp/OU5yBLdF0Mz8VjV2srV69dnlGb1q8kUS0nfKFRamiz44WFRKblr4UKdi6GZkFgDDn87fRvtT8cQfkiz9ztSLbE74u53vtcsTOSxRYxgjkYqdCr9nZy7wOgvUGbbImnhEtzmPnbyPs+xRURuIRhf1GQe79sudpYHws5K9Ha3B7f59o3EX/T08zPS+Rzu82TKFgmdMJ2Ke85HVkbR7D9aaBwkylHs/PsQm+/qZajNprjRZO7lZdSfWMRrX2hl/Td2Zzg80nPBneBmlmcg30SWak/7BCd45uQO/q18ng6RMWn3tJ/K6l2ReW5XNKT3zxUavqciGBfqHmPKIU9YgDAcDFNB0kHWFhE9uQGUwqgrJnrRIkJHN+oVSM2Epj2R4LbWVlb39KCUYkVlJVc3NKCAhc8+S5dl5YQ7aTIx8dcf4fjycpq8Mr/HlZfzoYYGqkJ6oUIzcVFK0f7EEJtX9TC03SJabzDrkgoaTi1mw7d2seZzrTnHBO0IM/h9ngrFSm3IG8kgs4SDe06/AMzeF0ODkRjZ+8ks4ZAOKRepsQSPMcgOdcoWGtkeDV9ogCliKTtHGA7CBGE5iMoI0Xc2uWKoppjo+xcROn6atkWGgRYao4hyFC9/eicbf9DhejoA5X3O/VrXmZM0GMKUDn3as9BI/aWA0AiezxcE2XGbwYmaPkZk3VgAbwLuecUieJMwRSIlHjLGGlgdMLBwO6Q7RI6tp+g9TTjNfSAFkRVNRM+a7a4eaDQaAF7v7+dfXnuN5ngcUwgcpQoqbGm0EMD0SIQP1tURFYLdlkVjOMxl9fXMLio61MPTaMYNSinWfqGVDf+9y/V0AMr/alcOprBTYVY+RpY9kU9o5OaMBm2R3DAukcd2yS65m7JFshrlGaTDnvzzBf9ecEHTEMmMRdLcHA0/NNwhVGwTPrqeorNm4rT0goLwsVOJnjsPER6bKloTHS00xoD+TXG23NHFwJYkZqnE6U2y/e5ORGrKZQsFF4Hj5XFkCoVsr4e7b+7xwTjKvQmN9PGQGcYVnOz5J7cMhHmFciozZK5MCGyKllcz9cF3Y9Zq16NGs78kHYcHOzr4U2cnCcehwjR5uKODTbHYoR7amCOAH8+fz4cbtadTozkQBrcl2HpbJwOb4xjFEmIWLXfszvFk5IYzpb/v9x4F4dsSeZLS2bfQSB+fbXtklub1z5crNDzvzD5tEYfwogoaHj6D0FRdVGa00ULjELH235vZ9O1dqefZkw9cr4fMMxGzcyPSgkLlngOVlXuRGduYM7kDe4oc92X6OP9mIoUC5XkzpAqsiHg3JS9IOjyvhClfXUrpudO1x0KjGQHaEgnmP/MMPfZY17AaedLpnXsmJASX19dz48yZzNUeC41mRNj41Rbe/ML21PN8tohfzCbbFslfRMbJskXc1wRkCZD0OTKPz/VoZIZp++cLelocz/7wvBmGA05+W8ScUUzNV5ZRev5s7bEYI7TQOEQ4luLVj2yh5bYO3AkmMn67VamcPKFUuSsFqYpWGdvSoiTf/vlWITLP4eS4Lv39/PFIbIoWl9P03SMQMYv4G73YnQmsrX3Enm5HOVC8YgpV186n6DidhKnRjDQv9vVx+iuvjIuyscMlIgRXNjTwmenTebS7m65kkh2JBM/19tKSSFBrmlzR0MBVDQ1U6jwLjWZEUY5i3ae2su37u8hni+R6M/KJDJ/s4jVp9hzynX4OaeGQrvqUr4pVpi1iYBNZUEbDt47ECEP89W6c7gTWtj5i/9wFliL6jilUXLuAopMaDvg90hwcWmgcYnpeHGDTd1rperKfxG4LaYJZJkjuTICdOQnzhUDBnsSH2qM3gzyTW6ZiLdNVpXKjEtIVImoum0r9p+ZQtKRChy9oNIeQAdvmrtZWft7aysahIeKOQ4lhYCtF5zgVIAZQZprcPG8e59TU6ERtjeYQ0/f6IG99Zyddj/WSaEuCAaFygdWWQCWzbZH8C5sCO09vjT1FYpBXaMis3lu5YVjpKA4BVJzXSP1n51O0vErbIuMULTTGKYmOJB1/7aHriR62/8Sts59TOTav+PAQwWY77r7+7+z96z88lYG/txN/a9AVNzknTB8bqjRp+vJhTPnoLD2pNZpxjFKKp3p7ebW/n5tbWnhjaGif4UlBBFAkJYP7UV63xjS5qqGBb7e07Ne5T6qo4PYFC3TStkYzzkl2W3T8pYvep3tp+cEOUGoPtki2xyKNFDbpAIl8IsOl9pJ64q93EV/TB04+j0naFjHLTOpvPIy6f3+btkXGOVpoFADdq3vY/JVmOv/aDQqECZUnVdD7RJcbhxgM0fZqZx/28/lUv6eStWe/zMCawfyTVkL12bUs+v0S4s1DrDvxKRItscxOXBJESNLw8ZmUHldFxRlTkFEd16jRFBIx2+Zbzc387/bttCXd5lQzIxEqTJNXBwZy9jeAOUVFrF66lN+2t3Pdm2/uUaRIYPXSpRxXUcF3mpu5YdOmVHdw/3UHWFpayrVTp7KiooJFJToBU6MpNHqf62PLTVvpeKjTndQSKk+uoP+pLlTSyWuLzPnuPOouqmf9eS/R/1yP2+Mj+8QSylZUcsTj7yDZFmfDSU8Q3ziQaYsYgBTUXTeL0hU1lJ9Zjyw2R/mKNSOBFhoFRLIzSbLLIlwXwiwz6X2+j81feIuuv3alhH7pslJmf3EmtefUpo5Ze9ZL9D3dm+rIiQlYUPGuKhb+7ijMMneyWp0J2n60jbafbiOxM45ZaVJzWRMN188iMrv4kFyzRqMZOSzHYXvCbSTaFIngKMW3mpv5XktLSoBEpeTKhga+Mns2NV5I071tbVy2bh12oLSuBAwhuHPhQj5QV5f6G493d/M/zc080tWFpRRHlZby8aYmLq6vx9ArjxpNwZPstrA6koRqQ5gVJgOv9/PWjZvo/GNHyhYpPryEmf81mynvd+8Ndp/F+ve9RO+jnWAKsBQYAmxF6bEVLHhoGaHqsLtvb5LdP9lC+0+2kGgewig1qbqoibpPzCU6v/RQXbZmmGihMQGI74gT35EgVG1SNCc3FEE5iq6/dNB+ZyuJ1jiRaVHqPtRIxTt1TKNGo3HL564fHCSpFG8rKqLMzF0pbI3HubW1ldXd3QCsqKzkmsZG6sPhMR6tRqMZjyR2JYg3xzArTKLzinLsC6UUvY920nbHDhLbY4QbItRe3kjlabUIqW2RiYoWGhqNRqPRaDQajWbE0Q0NNBqNRqPRaDQazYijhYZGo9FoNBqNRqMZcbTQ0Gg0Go1Go9FoNCOOFhoajUaj0Wg0Go1mxNFCQ6PRaDQajUaj0Yw4WmhoNBqNRqPRaDSaEUcLDY1Go9FoNBqNRjPiaKGh0Wg0Go1Go9FoRhwtNDQajUaj0Wg0Gs2Io4WGRqPRaDQajUajGXG00NBoNBqNRqPRaDQjjhYaGo1Go9FoNBqNZsTRQkOj0Wg0Go1Go9GMOFpoaDQajUaj0Wg0mhHn/wMfXMLndapaxwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cc = CircularCoords(X, n_landmarks=n_landmarks)\n", + "circular_coords1 = cc.get_coordinates(perc=perc, cocycle_idx=cohomology_classes[0])\n", + "circular_coords2 = cc.get_coordinates(perc=perc, cocycle_idx=cohomology_classes[1])\n", + "circular_coords3 = cc.get_coordinates(perc=perc, cocycle_idx=cohomology_classes[2])\n", + "circular_coords = [circular_coords1, circular_coords2, circular_coords3]\n", + "\n", + "plt.figure(figsize=(10, 4))\n", + "for i, coord in enumerate(circular_coords):\n", + " plt.subplot(1, len(circular_coords), i + 1)\n", + " plt.scatter(X[:, 0], X[:, 1], s=40, c=CircleMapUtils.to_sinebow(coord))\n", + " plt.title(\"circular\\ncoordinate \" + str(i+1))\n", + " plt.gca().set_aspect(\"equal\")\n", + " _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, see how the sum of the three maps returned by the circular coordinates algorithm fails to parametrize the three circles properly" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "c_sum = CircleMapUtils.linear_combination(circular_coords, [1, 1, 1])\n", + "\n", + "plt.figure(figsize=(4,4))\n", + "plt.scatter(X[:,0],X[:,1], s = 40, c=CircleMapUtils.to_sinebow(c_sum))\n", + "plt.title(\"sum of circular coordinates\")\n", + "plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "087e6391ed1cd4684da4d47dd76868e5fa890f509da77f6f7afb76c04058243b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/.doctrees/nbsphinx/notebooks/circleLensCoordinates.ipynb b/.doctrees/nbsphinx/notebooks/circleLensCoordinates.ipynb new file mode 100644 index 0000000..9856f27 --- /dev/null +++ b/.doctrees/nbsphinx/notebooks/circleLensCoordinates.ipynb @@ -0,0 +1,83 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lens coordinates on a circle\n", + "\n", + "In this simple example, we use lens coordinates to parametrize a finite sample of a circle." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from dreimac import LensCoords, CircleMapUtils, PlotUtils, GeometryExamples, LensMapUtils" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "X = GeometryExamples.noisy_circle(500)\n", + "lc = LensCoords(X, n_landmarks=50)\n", + "coords = lc.get_coordinates(perc=0.9, complex_dim=2, cocycle_idx=0)\n", + "coords_R3 = LensMapUtils.lens_3D_to_disk_3D(coords, 3)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "colors = CircleMapUtils.to_sinebow(np.array([np.arctan2(*x) for x in X]))\n", + "\n", + "fig = plt.figure()\n", + "ax = plt.axes(projection='3d')\n", + "PlotUtils.plot_3sphere_mesh()\n", + "_ = ax.scatter3D(coords_R3[:,0], coords_R3[:,1], coords_R3[:,2], s=20, c=colors)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac-installed", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/.doctrees/nbsphinx/notebooks/coil20.ipynb b/.doctrees/nbsphinx/notebooks/coil20.ipynb new file mode 100644 index 0000000..505e629 --- /dev/null +++ b/.doctrees/nbsphinx/notebooks/coil20.ipynb @@ -0,0 +1,241 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Circular coordinates on COIL-20 data set\n", + "\n", + "An example of how the persistence diagram can suggest preprocessing the data by performing clustering before applying circular coordinates.\n", + "\n", + "We use the coil-20 dataset, consisting of pictures of five objects taken at different horizontal angles." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from dreimac import CircularCoords\n", + "from persim import plot_diagrams\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Download the dataset and treat images as vectors." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# NOTE: the following will download and unzip the coil data from here\n", + "# http://www.cs.columbia.edu/CAVE/databases/SLAM_coil-20_coil-100/coil-20/coil-20-unproc.zip\n", + "# into the directory ./data/coil-20-unproc/\n", + "import urllib\n", + "import zipfile\n", + "\n", + "url = \"http://www.cs.columbia.edu/CAVE/databases/SLAM_coil-20_coil-100/coil-20/coil-20-unproc.zip\"\n", + "extract_dir = \"./data/\"\n", + "\n", + "zip_path, _ = urllib.request.urlretrieve(url)\n", + "with zipfile.ZipFile(zip_path, \"r\") as f:\n", + " f.extractall(extract_dir)\n", + "\n", + "# treat images as vectors\n", + "from PIL import Image\n", + "import os\n", + "\n", + "data_directory = \"./data/coil-20-unproc/\"\n", + "file_names = [n for n in os.listdir(data_directory) if n[-3:] == \"png\"]\n", + "file_names.sort()\n", + "\n", + "X = []\n", + "imgs = []\n", + "for file_name in file_names:\n", + " image = Image.open(data_directory + file_name)\n", + " l, h = image.size\n", + " imgs.append(image)\n", + " x = np.array(image)\n", + " X.append(x.reshape(x.shape[0] * x.shape[1]))\n", + "\n", + "X = np.array(X)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Start by computing and displaying the persistence diagram in dimensions 0 and 1." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cc = CircularCoords(X, n_landmarks = X.shape[0])\n", + "plot_diagrams(cc._dgms)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The diagram suggests that the data has five connected components (the five high prominent blue classes, on the left).\n", + "Indeed, looking at the diagram we see that, choosing the Rips parameter to be 10000, the Rips complex will have precisely five connected components.\n", + "\n", + "Because of this, we first cluster the dataset using single-linkage with distance scale 10000, and the compute and display the Rips persistence diagram of each cluster individually." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.cluster.hierarchy import linkage, fcluster\n", + "\n", + "def single_linkage(point_cloud, distance_scale):\n", + " single_linkage_hierarchy = linkage(point_cloud, \"single\")\n", + " return fcluster(single_linkage_hierarchy, distance_scale, criterion=\"distance\") - 1\n", + "\n", + "clusters = single_linkage(X, 10000)\n", + "coordinatizators = [ CircularCoords(X[clusters==i], n_landmarks = X[clusters==i].shape[0]) for i in range(max(clusters)+1)]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_, axs = plt.subplots(nrows=1, ncols = len(coordinatizators), figsize=(18,2))\n", + "for i,axc in enumerate(zip(axs,coordinatizators)):\n", + " ax, c = axc\n", + " plot_diagrams(c._dgms,ax=ax)\n", + " ax.title.set_text(\"cluster \" + str(i))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, we compute circular coordinates for each cluster, using the most persistent class, and order some images of each cluster according to the circle-valued map." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# get circular coordinates for each cluster\n", + "perc = 0.1\n", + "circular_coords = [\n", + " coordinatizator.get_coordinates(perc=perc, cocycle_idx=0, standard_range=False)\n", + " for coordinatizator in coordinatizators\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_images_to_plot = 15\n", + "n_clusters = max(clusters) + 1\n", + "\n", + "def representative_point_at_index(circular_coordinate, index_in_circle, n_bins_circle):\n", + " return np.argmin(\n", + " np.abs(circular_coordinate - (index_in_circle / n_bins_circle) * 2 * np.pi)\n", + " )\n", + "\n", + "f, axs = plt.subplots(n_clusters, n_images_to_plot, figsize=(20, 10))\n", + "for i in range(n_clusters):\n", + " for j in range(n_images_to_plot):\n", + " coordinates = circular_coords[i]\n", + " index = representative_point_at_index(coordinates, j, n_images_to_plot)\n", + " axs[i, j].imshow([img for c,img in zip(clusters,imgs) if c==i][index], cmap=\"gray\")\n", + " axs[i, j].axis(\"Off\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.0" + }, + "vscode": { + "interpreter": { + "hash": "087e6391ed1cd4684da4d47dd76868e5fa890f509da77f6f7afb76c04058243b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/.doctrees/nbsphinx/notebooks/complexProjectiveOnGenusTwoSurface.ipynb b/.doctrees/nbsphinx/notebooks/complexProjectiveOnGenusTwoSurface.ipynb new file mode 100644 index 0000000..35f3b04 --- /dev/null +++ b/.doctrees/nbsphinx/notebooks/complexProjectiveOnGenusTwoSurface.ipynb @@ -0,0 +1,127 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Complex projective coordinates on surface of genus two\n", + "\n", + "We use complex projective coordinate to parametrize the two-dimensional void of a surface of genus two." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from dreimac import GeometryExamples, PlotUtils, ComplexProjectiveCoords, ProjectiveMapUtils, GeometryUtils" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = GeometryExamples.genus_two_surface()\n", + "\n", + "fig = plt.figure(figsize=(4,4))\n", + "ax = fig.add_subplot(projection=\"3d\")\n", + "ax.scatter(X[:,0], X[:,1], X[:,2], s=0.1)\n", + "PlotUtils.set_axes_equal(ax) ; plt.axis(\"off\") ; fig.subplots_adjust(top=1, bottom=0, left=0, right=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "dist_mat, pointcloud_permutation = GeometryUtils.landmark_geodesic_distance(X, 400, 10)\n", + "cpc = ComplexProjectiveCoords(dist_mat, n_landmarks=400, distance_matrix=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "coords = cpc.get_coordinates(perc=0.9, proj_dim=1)\n", + "coords_R3 = ProjectiveMapUtils.hopf_map(coords)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next is the original pointcloud colored by the $z$-coordinate of the sphere coordinates obstained with complex projective coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8,4))\n", + "ax = fig.add_subplot(projection=\"3d\")\n", + "Y = X[pointcloud_permutation]\n", + "ax.scatter(Y[:,0], Y[:,1], Y[:,2], s=5, c=coords_R3[:,2])\n", + "PlotUtils.set_axes_equal(ax) ; plt.axis(\"off\") ; fig.subplots_adjust(top=1, bottom=0, left=0, right=1)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "087e6391ed1cd4684da4d47dd76868e5fa890f509da77f6f7afb76c04058243b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/.doctrees/nbsphinx/notebooks/genusTwoSurface.ipynb b/.doctrees/nbsphinx/notebooks/genusTwoSurface.ipynb new file mode 100644 index 0000000..16f28dc --- /dev/null +++ b/.doctrees/nbsphinx/notebooks/genusTwoSurface.ipynb @@ -0,0 +1,279 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Toroidal coordinates on surface of genus two\n", + "\n", + "An example of how, in the presence of more than one prominent circular feature in the data, the toroidal coordinates algorithm returns circle-valued maps that are geometrically less correlated and easier to interpret than the ones returned by running the circular coordinates algorithm on each individual class." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from dreimac import CircularCoords, ToroidalCoords, GeometryExamples, PlotUtils, CircleMapUtils\n", + "from persim import plot_diagrams" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We start by displaying the data, which consists of a pointcloud in 3D." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = GeometryExamples.genus_two_surface()\n", + "\n", + "fig = plt.figure(figsize=(4,4))\n", + "ax = fig.add_subplot(projection=\"3d\")\n", + "ax.scatter(X[:,0], X[:,1], X[:,2], s=0.1)\n", + "PlotUtils.set_axes_equal(ax) ; plt.axis(\"off\") ; fig.subplots_adjust(top=1, bottom=0, left=0, right=1)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compute and display the Rips persistent cohomology." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_landmarks = 750\n", + "\n", + "tc = ToroidalCoords(X, n_landmarks=n_landmarks)\n", + "plot_diagrams(tc._dgms)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now construct two sets of four circle-valued maps. For the first set, we use the toroidal coordinates with input the four most prominent persistent cohomology classes; for the second, we run the circular coordinates algorithm on each of the four individual classes." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "cohomology_classes = [0, 1, 2, 3]\n", + "toroidal_coords = tc.get_coordinates(cocycle_idxs=cohomology_classes)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We display the circle-valued representations obtained with toroidal coordinates using two different colorings." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(9,4))\n", + "fig.suptitle(\"Toroidal coordinates with cyclic colormap\", fontsize=20)\n", + "for i, coordinate in enumerate(toroidal_coords):\n", + " plt.subplot(1, len(toroidal_coords), i + 1)\n", + " plt.scatter(X[:, 1], X[:, 0], s=20, c=CircleMapUtils.to_sinebow(CircleMapUtils.center(coordinate)))\n", + " plt.title(\"toroidal\\ncoordinate \" + str(i+1))\n", + " plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(9, 4))\n", + "fig.suptitle(\"Toroidal coordinates with levelset colormap\", fontsize=20)\n", + "for i, coordinate in enumerate(toroidal_coords):\n", + " plt.subplot(1, len(toroidal_coords), i + 1)\n", + " plt.scatter(\n", + " X[:, 1],\n", + " X[:, 0],\n", + " s=2,\n", + " c=CircleMapUtils.levelset_coloring(CircleMapUtils.center(coordinate)),\n", + " )\n", + " plt.title(\"toroidal\\ncoordinate \" + str(i + 1))\n", + " plt.gca().set_aspect(\"equal\")\n", + " _ = plt.axis(\"off\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "cc = CircularCoords(X, n_landmarks=n_landmarks)\n", + "circular_coords1 = cc.get_coordinates(cocycle_idx=cohomology_classes[0])\n", + "circular_coords2 = cc.get_coordinates(cocycle_idx=cohomology_classes[1])\n", + "circular_coords3 = cc.get_coordinates(cocycle_idx=cohomology_classes[2])\n", + "circular_coords4 = cc.get_coordinates(cocycle_idx=cohomology_classes[3])\n", + "circular_coords = [ circular_coords1, circular_coords2, circular_coords3, circular_coords4 ]" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We display the circle-valued representations obtained with circular coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(9,4))\n", + "fig.suptitle(\"Circular coordinates with cyclic colormap\", fontsize=20)\n", + "for i, coordinate in enumerate(circular_coords):\n", + " plt.subplot(1, len(toroidal_coords), i + 1)\n", + " plt.scatter(X[:, 1], X[:, 0], s=2, c=CircleMapUtils.to_sinebow(coordinate))\n", + " plt.title(\"circular\\ncoordinate \" + str(i+1))\n", + " plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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XKlg9WQQ+DxurNB955JG9luE4jgwbNkwAGTZs2CZPeWwtpXljuPzyywWQyZMn93i+8IP8+uuvf+7riGx+u+WVGNM0e+yg8xx11FECiGEY3TqliRMn+p1db+4+lmXJhAkTfGWoq2Jf2O7nn39+r/XIZDJSVlYm4Fk4ehvArF69utPU6OYozYMHD+51ILJw4cLNfp/mzZvnl9GTYrSxst3a2iolJSUCyO23397nNe+66y7/uRdaqm+66Sb/GX0R/M///I8vR4Wymk6nJRqNCiCzZs3yf3d1CcrL2hlnnNGt7C9Kaf7www97TOO6rm+hPPXUU/stsyf6Upq3xPMUEX8Q0pvbhUiHG8eYMWO6nTv//PMFkH322adPg0FjY6OEw2EB5N577+10rq9+96GHHvLP9TQ46YsHH3xQAIlEIv1a+/fbb78eBxYiW1ZpzrvJKaV6HEj3Rf79APp0+ymcfcq7NBTS1zd5a/bXXdP2NMOUp/Cd6+p6lSeZTPozPFdccUWf1+2N+vp60XVdAHniiSe6ne86O74x35gTTjjhc9Xly8AOvxCwtbXV/x2Px7fqtb/zne/0em7evHn+gqqLLrqIRCKxtaq1WTQ2NrJ06VI+/vhjFixYwIIFCygtLQXgk08+wbKsXvMOHz6cQw89dLOuvzntZts2r732GgDHHHMMw4cP7zXtRRdd5OcpXHi2bt06Pv30UwC++c1vUlRU1GN+wzD8BW2NjY3MnTu312v1JSdz5szxFz2dc845vS7gGjZsGMccc0yv5WwKp59+OuFwuMdz48eP99u8r0U9eTKZDKtWreKTTz7x5UUKFih9+OGHn7uer732Gs3NzX6d++KrX/0qAJZlMWfOHP/44MGDAe8Z/etf//rcdemNfFhL27aZNWuWf/zdd98llUpRUlLCAQccwAEHHAB0jqVdU1Pjy9rW2vp8ypQp7L777j2eU0rxla98Bdi4Z7+pbInnCR3vU21tLTNmzOiWd9WqVbz55psAnHXWWd3OP/vsswB84xvf6HPBZGlpKVOmTAFg9uzZfda3kLzMgRcKdVP497//DXhyVVVV1WfafBttSt02Fdd1eeGFFwBPRvPysbG8/PLLgNeWp512Wq/pLrzwwm55Noat3V93pevi3ULy75lSim9961s9polGo4wbNw7YuHfOsizWrFnDp59+6ve369ato6KiAui/v93Yb8yrr74aLArshR1eaS58Sdrb27fqtXv7+ACdVsRuriL5RTN//nzOP/98Bg8eTHl5OWPHjmXy5MlMmTKFKVOm+NFAXNftM0pBX+2xsWxOuy1btsyPorL//vv3mbbw/IIFC3r8/XnL6Epf7TJ//nz/97777tvn9fbbb78+z28s/UWXKSsrAzoPSAtpb2/n5ptvZo899iAejzNy5EgmTZrky0vhh7W/yCt9URi9YPDgwT1GiMj/mzx5sp92w4YN/u+TTjrJH/SdeuqpHHnkkdx6663MmTNni3wU9t57b3+QUagQ538fcsgh6LruK8WFafIDPKDHmPJfBP09+/LycqD3Z785bInnCd4zzff7Dz30ULfrPPLII/7ArasCtHLlSj82/y9+8Ys+66CU8uvctQ59ccghhzBmzBgALr/8cvbbbz9uvvlm3nzzzT4jOEBHG02fPr3fut1yyy2bXLdNZfny5X6Eos/zHcv3i3vttRemafaabuDAgf7Oln31pb2VD1unv+7Krrvu2uu5fL9TWVnp96l9pevtnbMsizvvvJMDDjiARCLB8OHD2W233fz+dsqUKdTU1AD997cb+41pb2//QgbOOwM7vNKcH2EBVFdXb9Vr9/UiFApvoeVhe+O+++5jr7324v7779+ozjeVSvV6rq/22Fg2p90aGhr83wMGDOgz7aBBg3rMtyXK6Epf7bIp1xs4cGCf5zeWWCzW53lN87qFnpTKFStWMGXKFK655ho++uijfhXPvuSlP/Ifgk0lP3ACr3/497//zdChQxERXnnlFX7yk5+wzz77UF5ezmmnncZzzz33uetoGAYHH3ww0LNCnFeW8/9//fXXcV23U5qqqiomTZr0ueuwKWzOs99ctsTzBM86d+qppwJe2Lqu5/OK9F577dVtkLCl6tAXpmny7LPPMnHiRADee+89rrnmGg455BBKS0s57rjjePjhh3ts489Tv815x/pjc79j+f6tv74NOvrTvvrS3srfmGtsif66K329T/l3aXPeuYaGBg488EAuvfRS3nnnnX4HXf3JwqZ8YzblOXyZ2OE3N9ljjz38331NuXwR6Lq+Va+3pVm4cCE/+MEPsG2bAQMG8NOf/pQjjzySUaNGUVRU5FsG/va3v3HBBRcA9LnF+PbUHpsTG3pLlgEb3y5b6npfJN/73vdYvny5H2/529/+NhMnTvTjyCqlcF3Xv+e+5KU/Cj8ic+fO7dNSVciwYcM6/X3ooYeyZMkSnnzySaZNm8brr7/OmjVraGlp4emnn+bpp5/m2GOP5amnnur3A9cThx9+ONOnT2fOnDm0tbURDof9KfO8srz//vsTiURobGzko48+Ys899/SV5vw0+87Olnqe4FmQH3zwQdrb2/nXv/7FmWeeCcDHH3/sz970NM1eWIfrrruOM844Y6PqsKmuf7vtthvz58/n2Wef5dlnn+X1119nyZIlpFIppk+fzvTp0/njH//ItGnTOiky+fp9/etf5/e///0mXXN7Zmv0bVu7v94a/PjHP/bdk0455RTOP/98dt99dwYMGODHgAcYMWIEq1ev7re/3RG+Mds7O7zSPGnSJCorK6mrq+ONN96gpaWF4uLibV0tKisr/d/r16/f6A1X8uRHn4BvmeqJzXFJeeCBB7BtG13X+9xFcWuOODen3fJTy9D/rEOhVb0w35YoY1MotGpUV1f3Od23tWdSurJw4ULfb/eaa67hN7/5TY/ptpS8FM4iVVVV9ag8bSyRSITvfOc7viK1fPlynn/+eW6//XY+++wzpk+fzrXXXsutt966yWV39WsuKioimUxSUlLiu6qEw2EOOOAAXn31VV599VWGDRvGxx9/DGw9f+ZtzZZ8nl/72tcYOHAg1dXVPPTQQ77SnLcya5rWo79pYR1M0+zkBrKl0XWdU045hVNOOQXw+rMXX3yRO++8kzlz5jBnzhy+//3v8/TTT3eq37p168hms19o3TaWrv3xplJeXs769es3qu/K96eb0pdu7f56a9LS0sKjjz4KeAPAf/zjH72m7W9zpzyb8o3ZEdpoW7DDu2copTjnnHMAT4H861//uo1r5LHXXnv5v19//fVNzl/oq93XC/HZZ59tctl58h/tPfbYo0/ldHN3xtoUNqfdxowZ41sK33nnnT7Tvvvuu/7vwo9T4e/PW8amkF9oBN40bl/0d/6LJi8vQK8LW6B/edlYa0ehb3R+YdeWYvTo0Vx66aW89957vvL22GOPfa6y9t13X98S+eqrr/oW5Lw/c55Cv+bXX3/dtwp9Xn/mHc1qtCWfp67rvlL80ksvUV9fj4jwyCOPAHDEEUcwZMiQbvnGjBlDSUnJFqnDpjJ48GDOO+88Zs+e7fdzzz33XKcp9Xwbvf/++/1OxffFlpKN0aNH+z63n+c7lu8X586di23bvaarqanxdzHclL50a/fXW5PFixf7C+/76m8XLly4UTvcwsZ/Y2KxmO+XH9CZHV5pBrjiiit8Zem6665j4cKFG5XPdd0eF5JsCfbYYw8/esNf//rXjRbqPKNHj/Z/96WE5D8Sn4d8J9aXtXr9+vX+iu6twea0m2EYvgIyY8aMPreDzg+uDMPoZOkbMmSI74v42GOP9Xp9x3H8bVXLyso6Kfubwt577+1bm//+97/3Or22du1aXnrppc91jS1F4UevL5m55557+iwnEon4v/vauvqoo47y3+s///nPm+Xq0RvFxcX+4pjPu2jRMAwOOuggAN+SDN0tyIV+zTNnzgQ8y+Ln/YDn23FTt//eVmzp55mfNbAsi8cee4y33nrL3465twgIuq5z/PHHA56ynY+8sDUxTbPT7ER+oR14ixzB28Z5UyNvFLKlZEPTNE444QTA88Hvb8vnrhx11FEANDU18dRTT/Wa7r777vPlIZ9nY9ja/fXWZEv1t4Vs7Dfm8MMP367cVLYndgqleejQodxxxx2AJ1yHHXZYp5XpPfHJJ59w3HHH8Yc//OELqZOmafz0pz8FYM2aNZx99tm9Wg5c12XdunWdjk2ePNmfHrnjjjt67Pwee+wxHn/88c9dx3yom8WLF/PWW291O59MJjnrrLO+0IUmXdncdvvhD38IQDab5YILLugxRN7f/vY3v3M47bTTui1wyZdRW1vLZZdd1uO1b7zxRj755BPAC1/XWwi3/giHw34opHnz5vUoj7Ztc9FFF22W5WlLkJcXwP8AdeXuu+/uN7RbYXsvXbq013SlpaVceumlALz11ltcccUVfboqVVdXd5tpmj59ep/Tys3Nzb4FqnCguqnkFeI5c+b4FsyuSvP+++9POBymsbHRn2r96le/+rmtgvl2rKmp+UKiXWxptsTzLGTffff1ZfKhhx7i4YcfBjyF8Rvf+Eav+X7xi1+g6zqu63L66af3Obh2HIeHHnqozzRdeeONN1iyZEmv57PZrP99SiQSnULLnXPOOb7R4KqrrurXujtr1qwev3V52ejr/dpYrrrqKjRNQ0T49re/3WdbdD133nnn+QOlK6+8krVr13bL8+GHH/Lb3/4W8L7leXeWjWVr9tdbk7Fjx/p9w9SpU3tUdp999llf99kYNvYbc8kll3zOWn8J2Aaxob8wCrf6BOSYY46RO++8U2bOnNlp68kTTjjBDwa+xx57dCuHPgKpb8puZl23g951113ltttuk1mzZsncuXNl2rRpct1118m4ceN6vNYvfvELP+9BBx0kzzzzjMydO1deeOEFOf/880XTNH9LZD7H5ibvvvuuf660tFRuuukmee211+Sdd96Ru+66S8aNGyeAHHzwwX3e85YMpC+y+e12xhln+Hn32msv+cc//iHvv/++zJgxQy644IJN3kb7yCOPlCeeeMLfwvu0007zz23Mtqz90dTU5G/oAsiZZ57pb7v7yCOP+Fuc5rfT7u05bOzmJj3JSSG9PU/XdWXy5Ml+Od/85jfl2Weflffff1+eeeYZOf3007vJS0/Pp6WlxQ/ov9dee8lLL70kixYtksWLF8vixYs77cyXTqdl//3398vbY4895I477pBZs2bJBx98IDNnzpTbb79dTj75ZAmFQrL33nt3utY555wjpmnK8ccfL7fddpu/De1rr70md955p78xAiC33nprn+3SF7NmzerU95SUlPS4G2L+GeX/9bWBTH99zYwZM/zzZ511lsyePdtvw8WLF3dKu7Hv6KZsmNITG7ON9uY8z67ktypXSvkbp5x++un91vPWW2/t9Kx++tOfygsvvCBz586Vt956Sx5++GH50Y9+5O9M2HU3yb7ep+uvv140TZPDDjtMfv/738uLL74oc+bMkVmzZsnf/vY3f1MSQH784x93q9vs2bP9TVV0XZfvfOc7/rbQ7777rvzrX/+S6667TqZMmSL0slHMtdde61/j5ptvlnnz5vly0VOf1x+//vWvO30rrr32Wnn55Zflgw8+kFdeeUVuvfVWOfTQQ/vdRnvgwIFy6623yjvvvCNvvvmm3Hjjjf6Os1tqG+0vur/e2LQb+y711W+fcMIJ/rWOOuooefLJJ+X999+XadOmyQUXXCC6rsu4ceOkqqqq1/e7sB/Jf0MKvzH//Oc/O8nkiSee2G8bfJnZqZRmEZEnn3zS34a0v3+TJk3qcbvMLaU0i4i0t7f7ykRf/3q6Vnt7uxxwwAG95jn88MNlwYIFn1tpFhG58cYb+6zXlVde2e89b2mlOX/vn7fdUqmUnHrqqX3mGzJkSLfd2Qqpr6/vpPz19G/ixImyYsWKHvNv6k6MCxYskEGDBvV6rXPPPbff5/BFK80iIh988IG/g2FP/6ZMmSLr1q3r8/mIiFx99dW9ltFV2Wppaen04evr3xFHHNEpb/7D1d+/H/zgB922uN4Ustmsv10w9L6jVqFcADJv3rxey+zveTuO02f/UMj2ojSLbN7z7MrixYu75Xn66ac3qq733ntvp2fW279QKNRtENKf0rwx93byySf3unX77NmzZfjw4RtVztSpU7vlX7NmjZSXl/eYvqf+YWO46aabxDCMPuvSW9k33XSTvxV3T//C4XCP95Gnv/5ka/bXW1NpXrVqlYwYMaLXexoxYoR8/PHHfb7fhf3I3Llz5Stf+Uqv5R188MG97qoY4LFTuGcUctppp7Fo0SIeeughvvvd7zJ+/HjKysowDIPy8nL22msv/uu//ouZM2cyf/78LbbLWm/EYjEef/xxZs6cyfe+9z1Gjx5NNBolFAoxfPhwTjzxRP7yl79w5ZVX9ph35syZ3HTTTUyZMoVoNOr7YN5xxx28/PLLm70L4nXXXcfzzz/PMcccQ1lZGaFQiGHDhnHaaafx0ksv+QH0tzab026RSISnnnqKf//735x22mkMGTKEUChEWVkZ+++/PzfffDOLFi1izz337PX65eXlvP766zz44IMcd9xxDBw4ENM0qaio4PDDD+eOO+5g3rx5jBw5covc76RJk/j444+5+uqrGTduHOFwmMrKSo444ggefvjhzfJv3JLsueeezJs3jx/84AeMHDkS0zQpLy9nv/3245ZbbuHdd9/dqHiuv/vd7/i///s/Dj30UMrLy/v0nysqKuLJJ5/kjTfe4MILL2T8+PEUFRX57/S+++7LD3/4Q6ZNm9Zth7hbb72Vf/zjH5x//vnss88+DB06lFAoRDQaZdddd+Wcc87hjTfe4O677+4UsWZTMU2TAw880P+7t4gYhcfLy8s3a0MgTdN46aWX+OUvf8kee+xBIpHYIRYHbs7z7MrYsWM7bfpTVlbm+yz3x0UXXcSyZcu48cYbOfjgg6msrMQwDOLxOLvuuivf+MY3uOeee1i7di1jx47d6Pu76qqrePLJJ7nkkks44IADGDFiBJFIhEgkwqhRo/jmN7/Jc889xzPPPEM0Gu2xjAMOOIDFixdzzz33cMIJJ/h9WCQSYfjw4RxzzDHcdNNNLFy4kLPPPrtb/qFDh/Luu+9ywQUXMHbs2E7rCD4v11xzDZ988gmXX345kydPpri4GMMwqKqq4rDDDuM3v/kNf//733vN+8EHH3DRRRexyy67EI1GicfjTJw4kR//+Me93sfGsrX7663F8OHDmTt3Lj/96U/ZddddCYfDlJSUsMcee3D99dczb948dtttt40ur6ysjLfeeoubb76ZPffck6KiIhKJBPvuuy+33347r732Wq+7KgZ4KJEvYHVNQEBAQEBAQEDANuWBBx7w180sX77c33kx4POx01maAwICAgICAgICArY0gdIcEBAQEBAQEBAQ0A+B0hwQEBAQEBAQEBDQD4HS/AWzYsUKlFK9xrUt5Nxzz/3c/kajRo3i3HPP/Vx5AwI2lUCuA3ZGArkO2Jl54okn+k0TyHXf7PRK81tvvcUNN9zQadelgIAdnUCuA3ZGArkO2BkJ5Hrn4UuhNN94443bTFhHjhxJKpXie9/73ja5fsDOSSDXATsjgVwH7IxsS7k+99xzcV2XVCrFFVdcsdWvv7Ox0yvNWxoR2aRtpZVSRCKRYB/3gO2aQK4DdkYCuQ7YGQnketuxUyvNN9xwAz/96U8BGD16NEoplFKsWLEC27b59a9/zS677EI4HGbUqFFcc801ZDKZTmWMGjWK//f//h/Tp09nn332IRqN8pe//AWAZcuWccYZZ1BeXk4sFuOAAw7g+eef75S/Nx+5Z555hsmTJxOJRJg8eTJPP/10j/dwyy23cNBBB1FRUUE0GmXvvffeKL+kgJ2XQK4DdkYCuQ7YGQnkeufC2NYV+CI57bTT+Oyzz3jkkUe49dZbqaysBKCqqooLL7yQqVOncvrpp3PllVfyzjvvcPPNN/Ppp592E5xFixZx5pln8v3vf5+LLrqI8ePHU11dzUEHHUQymeSyyy6joqKCqVOnctJJJ/HEE09w6qmn9lqvl156iW984xvstttu3HzzzdTX13PeeecxbNiwbmn/9Kc/cdJJJ/Gd73yHbDbLP//5T8444wyee+45TjjhhC3bYAE7BIFcB+yMBHIdsDMSyPVOxrbcw3tr8Ic//EEAWb58uX9s3rx5AsiFF17YKe1VV10lgMycOdM/lt/T/cUXX+yU9vLLLxdA3njjDf9Ya2urjB49WkaNGiWO44iIyPLlywWQ+++/30+35557yuDBg6Wpqck/9tJLL/W4T30ymez0dzablcmTJ8uRRx7Z6fjIkSN73Hc+YOckkOuAnZFArgN2RgK53nnYqd0zemPatGkA/OQnP+l0/MorrwToNrUxevRojj322G5l7LfffhxyyCH+sUQiwcUXX8yKFSv45JNPerz2+vXrmTdvHueccw4lJSX+8aOPPrrHPeSj0aj/u7GxkebmZg499FDmzp27Mbca8CUikOuAnZFArgN2RgK53jH5UirNK1euRNM0xo4d2+n4oEGDKC0tZeXKlZ2Ojx49uscyxo8f3+34xIkT/fO9XRtg3Lhx3c71VN5zzz3HAQccQCQSoby8nKqqKu6++26am5t7ubuALyuBXAfsjARyHbAzEsj1jsmXUmnOo5TaqHSFo6ytyRtvvMFJJ51EJBLhrrvuYtq0acyYMYOzzjoLEdkmdQrY/gnkOmBnJJDrgJ2RQK53LHbqhYDQs0COHDkS13VZvHixPyIDqK6upqmpiZEjR/Zb7siRI1m0aFG34wsXLvTP95YPYPHixd3OdS3vySefJBKJMH36dMLhsH/8/vvv77d+ATs3gVwH7IwEch2wMxLI9c7DTm9pjsfjAJ2Cih9//PEA3HbbbZ3S/vGPfwTYqNWgxx9/PO+++y6zZ8/2j7W3t3PvvfcyatSoHv2CAAYPHsyee+7J1KlTO01tzJgxo5v/ka7rKKVwHMc/tmLFCp555pl+6xewcxPIdcDOSCDXATsjgVzvPOz0lua9994bgGuvvZZvf/vbmKbJiSeeyDnnnMO9995LU1MThx12GO+++y5Tp07llFNO4Ygjjui33J///Oc88sgjfP3rX+eyyy6jvLycqVOnsnz5cp588kk0rffxyM0338wJJ5zAIYccwvnnn09DQwO33347kyZNoq2tzU93wgkn8Mc//pHjjjuOs846i5qaGu68807Gjh3LRx99tPmNE7DDEsh1wM5IINcBOyOBXO9EbNvgHVuHX//61zJ06FDRNM0P+2JZltx4440yevRoMU1Thg8fLr/4xS8knU53yjty5Eg54YQTeix36dKlcvrpp0tpaalEIhHZb7/95LnnnuuUpqdQLyIiTz75pEycOFHC4bDstttu8tRTT8k555zTLdTLfffdJ+PGjZNwOCwTJkyQ+++/X66//nrp+ui+DKFeAjoTyHXAzkgg1wE7I4Fc7xwokS+hJ3dAQEBAQEBAQEDAJrDT+zQHBAQEBAQEBAQEbC6B0hwQEBAQEBAQEBDQD4HSHBAQEBAQEBAQENAPgdIcEBAQEBAQEBAQ0A+B0hwQEBAQEBAQEBDQD4HSHBAQEBAQEBAQENAPgdL8Objhhhu6bYs5atQozj333G1ToYCALUAg1wE7I4FcB+yMBHK9bQiU5h2Ihx9+uNuWm1uCRYsWccUVV3DQQQcRiURQSrFixYotfp2AgJ74ouT6qaee4lvf+hZjxowhFosxfvx4rrzyyk5b2QYEfFF8UXL99NNPc+yxxzJkyBDC4TDDhg3j9NNPZ8GCBVv8WgEBXfmi5LorRx99NEopLr300i/8WpvCTr+N9tZi0aJFfW5ZuSV4+OGHWbBgAZdffvkWLXf27Nn8+c9/ZrfddmPixInMmzdvi5YfsOOyI8v1xRdfzJAhQ/jud7/LiBEjmD9/PnfccQfTpk1j7ty5RKPRLXq9gB2HHVmu58+fT1lZGT/+8Y+prKxkw4YN/O1vf2O//fZj9uzZ7LHHHlv0egE7DjuyXBfy1FNPMXv27C+s/M0hUJp7wLZtXNclFAptdJ5wOPwF1uiL5aSTTqKpqYmioiJuueWWQGneSfmyyfUTTzzB4Ycf3unY3nvvzTnnnMNDDz3EhRdeuG0qFrBF+bLJ9XXXXdft2IUXXsiwYcO4++67ueeee7ZBrQK2NF82uc6TTqe58sor+dnPftajrG9rtjv3jLVr13LBBRf4U0+jR4/mkksuIZvN+mmWLVvGGWecQXl5ObFYjAMOOIDnn3++W1k1NTVccMEFDBw4kEgkwh577MHUqVM7pVmxYgVKKW655RZuu+02dtllF8LhMJ988gkAs2bNYt999yUSibDLLrvwl7/8pcd6d/UleuCBB1BK8eabb/KTn/yEqqoq4vE4p556KrW1tZ3y/utf/+KEE07w73mXXXbh17/+NY7j+GkOP/xwnn/+eVauXIlSCqUUo0aN8s9nMhmuv/56xo4dSzgcZvjw4Vx99dVkMpl+27y8vJyioqJ+0wV8fgK53vpy3VVhBjj11FMB+PTTT/vNH9A/gVxvfbnuiQEDBhCLxQLXoy1EINfbTq5///vf47ouV1111Ubn2ZpsV5bmdevWsd9++9HU1MTFF1/MhAkTWLt2LU888QTJZJJQKER1dTUHHXQQyWSSyy67jIqKCqZOncpJJ53EE0884X8UU6kUhx9+OEuWLOHSSy9l9OjRPP7445x77rk0NTXx4x//uNO177//ftLpNBdffDHhcJjy8nLmz5/PMcccQ1VVFTfccAO2bXP99dczcODAjb6nH/3oR5SVlXH99dezYsUKbrvtNi699FIeffRRP80DDzxAIpHgJz/5CYlEgpkzZ3LdddfR0tLCH/7wBwCuvfZampubWbNmDbfeeisAiUQCANd1Oemkk5g1axYXX3wxEydOZP78+dx666189tlnPPPMM5vzWAI2k0Cutx+53rBhAwCVlZWbnDegM4Fcb1u5bmpqwrIsNmzYwG233UZLSwtf+9rXNvpeA3omkOttJ9erVq3id7/7HX/729+2X/c52Y44++yzRdM0ee+997qdc11XREQuv/xyAeSNN97wz7W2tsro0aNl1KhR4jiOiIjcdtttAsg//vEPP102m5UDDzxQEomEtLS0iIjI8uXLBZDi4mKpqanpdM1TTjlFIpGIrFy50j/2ySefiK7r0rXpRo4cKeecc47/9/333y+AHHXUUX7dRUSuuOIK0XVdmpqa/GPJZLLb/X7/+9+XWCwm6XTaP3bCCSfIyJEju6X9+9//LpqmdWoTEZF77rlHAHnzzTe75emNP/zhDwLI8uXLNzpPQN8Ect3BtpLrPBdccIHoui6fffbZJucN6Ewg1x1sC7keP368AAJIIpGQX/7yl357Bnx+ArnuYGvL9emnny4HHXSQ/zcgP/zhD/vNtzXZbtwzXNflmWee4cQTT2Sfffbpdj4fWmXatGnst99+HHLIIf65RCLBxRdfzIoVK/zpjGnTpjFo0CDOPPNMP51pmlx22WW0tbXx2muvdSr/G9/4BlVVVf7fjuMwffp0TjnlFEaMGOEfnzhxIscee+xG39fFF1/cKSzMoYceiuM4rFy50j9WOKJqbW2lrq6OQw89lGQyycKFC/u9xuOPP87EiROZMGECdXV1/r8jjzwSgFdeeWWj6xuwZQnk2mN7kOuHH36Y++67jyuvvJJx48ZtUt6AzgRy7bEt5fr+++/nxRdf5K677mLixImkUqlOU+kBm04g1x7bQq5feeUVnnzyya0SmWNz2G7cM2pra2lpaWHy5Ml9plu5ciX7779/t+MTJ070z0+ePJmVK1cybty4bitJC9MVMnr06G71SaVSPX5cx48fz7Rp0/q/Kegk6ABlZWUANDY2+sc+/vhjfvnLXzJz5kxaWlo6pW9ubu73GosXL+bTTz/t9LIVUlNTs1F1DdjyBHK9fcj1G2+8wQUXXMCxxx7LTTfdtNH5AnomkOttL9cHHnig//vb3/6231a33HLLRuUP6E4g19tGrm3b5rLLLuN73/se++67b7/X2pZsN0rztuaL8p/Rdb3H4yICeH5phx12GMXFxfzqV79il112IRKJMHfuXH72s5/hum6/13BdlylTpvDHP/6xx/PDhw///DcQsEMTyDV8+OGHnHTSSUyePJknnngCwwi6vR2dQK47U1ZWxpFHHslDDz0UKM07MF9WuX7wwQdZtGgRf/nLX7rtEdHa2sqKFSv8xa7bmu3m61FVVUVxcXG/AdpHjhzJokWLuh3PTx+MHDnS//9HH32E67qdRnld0/VVn2g0yuLFi7ud6+n6n5dXX32V+vp6nnrqKb761a/6x5cvX94tbdfdf/LssssufPjhh3zta1/rNU3AtiGQ620r10uXLuW4445jwIABTJs2zV+0ErB5BHK9/fXXqVRqoyyCAb0TyPW2ketVq1ZhWRYHH3xwt3MPPvggDz74IE8//TSnnHLKJpX7RbDd+DRrmsYpp5zCs88+y/vvv9/tfH5EdPzxx/Puu+92Cnzd3t7Ovffey6hRo9htt938dBs2bOi0OtS2bW6//XYSiQSHHXZYn/XRdZ1jjz2WZ555hlWrVvnHP/30U6ZPn75Z99r1OoX3B5DNZrnrrru6pY3H4z12it/85jdZu3Yt//d//9ftXCqVor29fYvVN2DTCOR628n1hg0bOOaYY9A0jenTp/c6bRiw6QRyve3kuqdp7hUrVvCf//ynRz/cgI0nkOttI9ff/va3efrpp7v9A68Nn3766R7dYbYF242lGeC3v/0tL730EocddpgfsmT9+vU8/vjjzJo1i9LSUn7+85/zyCOP8PWvf53LLruM8vJypk6dyvLly3nyySf90dzFF1/MX/7yF84991zmzJnDqFGjeOKJJ3jzzTe57bbbNiou8Y033siLL77IoYceyn/913/5wj5p0iQ++uijLXLPBx10EGVlZZxzzjlcdtllKKX4+9//3kl48+y99948+uij/OQnP2HfffclkUhw4okn8r3vfY/HHnuMH/zgB7zyyiscfPDBOI7DwoULeeyxx5g+fXqfnWlzczO33347AG+++SYAd9xxB6WlpZSWlm5321juaARyvW3k+rjjjmPZsmVcffXVzJo1i1mzZvnnBg4cyNFHH71F7vXLSiDX20aup0yZwte+9jX23HNPysrKWLx4Mffddx+WZfG73/1ui9znl5lArre+XE+YMIEJEyb0eG706NHbhYXZZ+sH7OiblStXytlnny1VVVUSDodlzJgx8sMf/lAymYyfZunSpXL66adLaWmpRCIR2W+//eS5557rVlZ1dbWcd955UllZKaFQSKZMmSL3339/pzT5UC9/+MMfeqzPa6+9JnvvvbeEQiEZM2aM3HPPPXL99ddvdKiXrmFrXnnlFQHklVde8Y+9+eabcsABB0g0GpUhQ4bI1VdfLdOnT++Wrq2tTc466ywpLS0VoFPYl2w2K//zP/8jkyZNknA4LGVlZbL33nvLjTfeKM3Nzb20duc26OlfT6FlAjadQK63vlz3JtOAHHbYYX3mDdg4Arne+nJ9/fXXyz777CNlZWViGIYMGTJEvv3tb8tHH33UZ76AjSeQ660v1z3BdhhyTon0MJQICAgICAgICAgICPDZbnyaAwICAgICAgICArZXAqU5ICAgICAgICAgoB8CpTkgICAgICAgICCgHwKlOSAgICAgICAgIKAfAqU5ICAgICAgICAgoB8CpTkgICAgICAgICCgHwKlOSAgICAgICAgIKAfAqU5ICAgICAgICAgoB8CpTkgICAgICAgICCgHwKlOSAgICAgICAgIKAfAqU5ICAgICAgICAgoB8CpTkgICAgICAgICCgHwKlOSAgICAgICAgIKAfAqU5ICAgICAgICAgoB8CpTkgICAgICAgICCgHwKlOSAgICAgICAgIKAfAqX5c9Lc2IaIAPD01Df41aV/p70tTe2GRn5w6p/43dWPAvDum4u45r8eZPmSDQCk01nSqew2q3dAQF+0ZFt9ub7jw7f4r1efJm3brKxr4MQ/TeWaJ6cD8PrsRVz5q8dZs64BgHQqSzodyHXA9oeI0NzQ4sv1gzc+zm+/+ycsy2b5p6u5cJ9ruP0nDwLwyjPv88uz/0LN2kYAUskMmYy1zeoeENAbIkLKavbl+t5Pn+V3HzyM7dh8VLuGEx+/i1vemwHA029/yGV/eZK61nYA2toyZLOBXH8elORbPKBXmhva+P4x/4OVdbjtmcu55IQ/4tguAPseMZH33vjMTytGxzhk0Igy1q9tAaVAhP2OHM87ry8G4MDDxjFoZBXPPTWHKXuN5Hd/PGvr3lTAl56WTC2PrrgQEL418q+cN/dGvwM2Ww/k7Q3rUAoUEFkSAgUCTIiUUjunHoX394EDqvjwg5UAHHXcFCKpNP954n32P2o3rv3LBdvo7gK+rKxduoEfffUGNF3jL+/dxJnDL0FsBzSNsXvvwrIPPVnVQwZOOIJyvL58xB4jWFWdRAm4Oow6ZAwfVzcB8K2vTqJBc5gxbwnHfGVXrrvshG11ewFfUtpTn/Bh9dnoKsTug5/lmo/+C0fT0BxoatyDV6u9dGPMdtauLsYydRDhwFgRK2Z4eoimsoyJJtjw3npQ8O2rj2bV60uY858FHHXmQVx287e27U3uAARKcwHN9a0oBUVlCU7e9adYGRvD1FGGjpW1OxIaRsdvTYHWoSgXKs3SJa1oOQ0kfy7Uce6rR0/g1dc85fugQ8bx69+cwfr1TVRWJjDNgusFBGwitl0LmCiV4J01u4FYaCrKnNQQBAeAjGPwVvM4P8/HKwaRyoZ9xTi6LATkFOhah3hNR/nRtcmOPxwXY32DP1A84sQp/OfBNwD42lkHcfX//YB1S9dTNaIS0zS/2BsP2Kmpr24mFA0RCmmcOvxHOBmLWHmCZG0Tbq6/VoaOZDJ+HhUJo9zcJ08pVCwGuU+gPbAUE6+vFaB5Sjm65XXYlmFjlYYg90ac+NUJPLrqE0TgnIl78IvTjmJVSyPDi8vQlNpaTRCwE+LY1aASgMvSdZNxsTFVBYszENHSKAXLkoOYlxnq55k5ZyKtIa+P1tJAW8j3Ixj4QQotGfH+cIWij2tB071raRn0DW1+OV87Y19mPPAqoDjzmpM595ffYN3SDQzZZRAqkGvgS640iwhNda2UVhbx3+fcw5yZnwIwYHg5NWubOhJqylMC8hhdlFhD7yizq9Ks674CIbpC5RRsV6ST0uwayrtOPm9Ez/flPPDXCxk0oJis5VCUiGzWPQfs/IgIrlOHpleyoeZkMtZ7AKTdUTRItZ9uXmo4bq5nFVd4pXG3vKiyeE0FLamEpyIIRJeH/HxmvUPxBk99cBXE1ibRcrIq2SxGbauf1m1s8pUSADedyr0Y8PDquykqL8K2bBLF8S+kLQJ2Hjw3i3ZKKxJc8vXfs3zucgDKh5bSsLTaT+Om0gWZXHDdjr/LStHac4O8WAQpK0FragNdp2m/wZSszKBsF6s0TMuuRURaPGFtq3TR6BjkpcZlsDPeO6GbFpUTG2k1TCK2zfTjrsfMfQZiZtBfB/SNiIvrNKIbFTRsOBzbWYwLZGQQWdbn0sDH6QGUGZ7sftY+kA/SIwnpDhlH551pE2gcYYAGkRUaRotGcrCGnoFRz60lVTUQMTXMuhSRVU0Q9eRSmhrRsm7uGoLb1kbesicAtuW9P5rGc20PYlsOuq4RiX155fpLqzTbts1JI37c8T3XtM6KsdbF3Vsv+DuvCIMnX3qB0qyrzuc03RM+EcTU84ZmXAUUWJBds8Ni7SnUum+VjiVCtOYsJxN3HcRf/vd7n/OuA3Z2HCdNe/Wu/t8NboffmuVAjUR9xXhJuopWYgAoXGbUTQK8znJ9bQnVDaV+3uiKkC+PkXrBbBGU4w0ES5YkfYu0amnDaOlQWtyGxo7frgsFVr/iymJaGr2PwJ5HTeIPL/xyC7VCwM5Ge1uK0/a5DmUJbkih1bf6/axYFtgOSilEBCed7rAmi0AkDNksGAbupJEYDUmwXKzh5TRPjJNYncWK6zTt6WLUGoRahLbRCicGieU6ri7I+BbcFSWYSYUVF/SJbaTXFwEQrWqB4R0zkXuH0wwcsBQRqOBortrjkq3eXgE7BpZVQ6pmXwylyIgiSdYfmjW4GhoOSoEtintXHciRgz7DFo0HFx/A0iXDqBjVRN3qUsY838LqgZW4IUXFRy3o1e1kRpRiNGcoaVxOm1UBYRPV2AyWgyotAdtBMg1gh1GGgVgWbjqDljMKuo4Ndodcl42oornWs0offdZBXPV/P9jazbVd8KVSmj9+dwlXnfi/AIzdYwRL5q/pOKk6u1l4Vt8CJXpjlWaNjnLyZeQ680KlWQyF5KZIRAQpUJJdhac053DMnBVaBJQiFDdJZ2yKEmFeePBHn7c5AnYS7NRr0Oz5DmdlHLZ87J9rci0K7GyssqJoClygzkpQ7ZSBAkcUM+snkhfC+uY4K6orc5qwEFkeQuXOxeoFLZmfqBZKlnQoKUZtMyq30FUAKVSaM5nOVj9N92deAMKlCayMTdmAYh5ZfNsWap2AHZUZsz7h5mufQDnCsNFl1Mxe7Z9zmprQDTNnWU4h6QxK1xHbhuIwtHiDMxUOw8jBaE1JMA1a9q1CWTq6LbQP0GmaIoRrdJwIFA9voE4SiK1RVNxOPJGmvqYULeTw1cpPmd02jmx7iEHl9UweuI63Fk1AXDhxzHu8lJxM1jExlMM3hn9As3iD0YhtsWd8PSVmM/XOJE4f9/Q2acuA7Yd02z+g9QYUkJIhhFWHXK+1bUp0FxFYbkVYkS1lWKiZhekB/OP1w2koCoESsguLGDA7TfugMKFWl5Grl9LQUIwyNGhqRlraIRwGx6GkpJXG2ghK0zD0DFZaoQwDXBct4eI0e3oFOmBJh64TDkEy5ddNxeOofP+ta+iJOK4rDB1Vzn1v/2brNeA2Zqd3ll312Tr++1u3M2TMAD5+b5l/fMmHqzoryZsydthE356exiWiaf4181a6/LQ1oQIXD6FDd1cKV4R0xhv9tbZlmPrkbJ6ZOZ/hg0r50y/PCPyOviTY6QXQfAmYEyH7un/ckEUUeN8TRdFOh/xZGN5CJyCs2Vi2lvtbYSgXFw0BwqaNUuLJnhJy2rNXSE6RFgA3l0ZX3mHH6XAzcpxOA8pOCjN0fo+UwsrJdUN1M/++/1Uev2smYyYN4cYHvpwWjS8j761czS8efY4pIwfz4b0f5XyKFes+rkV3XZSmIa6L66ahPQsuSDoFiTDSmvFkKhFFM2Jg2VAUp3lSGYnVMVxTp22kSTasMNKQHiiYQ5IkS0NoujC8pJFoLEXWNhgZamRQaTNry8pIGGkOMJdRNDBLmx1md3sV4RKHwXu1EFI2X5FVlJRnWNg2iN2i6ygxMzRnPXejsZFqKsKNgDBQ+4i1Tc/S0PZboqG9GDvgzm3a1gFbj2T7TJparsYMHUQ8M41wru8LswZXBE0pbHF5r62SsdEmbDTeah/No+8eROXwJuqbEhjLoqiWGE5IUVztULJ0DeH1FaiMhZI2qM4gmoays4jjQMoFEZQIODbigBFxsJK6NzsjgqZMHLFBXPQBYZwGAcf1Fg2WFeOiwLIg4indZHMRksIRJGcoWbuigTenfcCdv/oXXzlwLD+99bvbqpm3Cju9pfnrVV0+uFrnD3U3l4z837oC6cnSrFCm3lnHLvRp1gHV2dLsJzU70rkFvzE0b5FgDifcUQ8B3JDma9auAoyCtCa+BXD8mCruv/nsHlohYGfDWj/WF1VXOot10i0I/SZCs3jKqKZggxWjXkxAoeHwYXqkP2hb0DKcVjsMCtpTJp+uG+wP5MJLQ6ic/3OsVlC5S+gZl6LVHdczV9Z1zKakU5DM5KqR95fLoUDpBQsBQwaa3rEISxUl/AHgnoeM5eZHghmVLwNfufQWXM1b9V/+UTOGbXof/mQWVq5BhaJIJo2k2lCuhoigdB01vgK1OgWaQiqKsQaVordb2MVhag8LE16jcA1ITrKxSxzcrIYRtxhTVUtDJk7IcDgwtJK2IhNbNIbbjQwsa6LRSVCsJdldX0ONXoyIoqouiT7IotmNEifDAC1FrUSw0CluVMQqWvk0OxCFMMmop055cq6AgXqqwwgSOp1xA/68zdo6YOsgItSuG+4ZIYAoYaLK+/7bOLydDDMy1M4aO8TTdbtTZxVTZKb5uG4Y9qwS6lQczYKSNVmii5M4iRBmfYrixqW0tcTBcYgXtdFWa3oRjlwXhYOI119XDBHq13mhj0qHaDTV6r6fsl4aw23z+ujI+BIyy5LeOdOAqnJUazu4gjWqAqMhDQ3NoGk4VaWYdc3e50EppKwYzfEMKf/vjL249Dff3AYtvXXYKS3Np428lGRrJmcl0/yPr4j4CmbuQBdrl3RYe23pbCVTOVcLkS7m375Q/n97HJnk61Vo8M7nyF1CDOUvxkIEzAKFOZc2X/aiFbXs/70/AnDyYZO55sJjNqKOATsCIkLd+rFAGtApVZ7i6+FSGHI9pELY4imySmkUOAVRrqdptb20unLRcXHQUQhFepoWO+ydM1zP9zlfaG5ipKvUa3bBO5R/N/J/Wx02725jcz2n8OQcrJXe0RUp6DRj8uF7Kzl2z+sA+MbZB3HxT47bmCYL2AGwHZsDp/4P9akQVUYWkagvQ1bCwFze7o32ahrQImmc2qQnL5qGPrAItykLpkEoamINjIErOOVxmvaIYDZEsWIKbViaprIwCMQHJSmKW2QdnVgoyy4ldVQ6ScKazShqycR0XDSGpRopD7UywG2lWKUYYqaIi4WmoCgcRulJqvQUqilEaTkYrufXnwgn0HQoiW5AdxRRXSGSJu3qxF3V6Z1yUy/SuHY4AhiJqygu+fE2fBIBWxLHybJo7W7EVJJ2KWWAUTDbJw46ggKqnQyzWifwluGSdEJ80DCSDfMG41Y4OPUmg2osSpsdUIrIBhtzxTpMM4qkM7gJF7fVM0RkDE9Z9si5WDi5v0JhVG4dt1EWQk+bSDaLXhTBDUfRVAg0RbayGNVkguXg7BKHTARN9wx47aOKiUQjGOUJrKiOGBp61oaMhVWZINSWi1YDTHtxPk+/+hmIy49+eDSnnHXg1mn0rcROozRXr6rjnenzGDiiylOYIedU6Xb2OaZ3xVkVWoW7nENc/FWljgN6b01XqFYUKNfdFGMKXEK0jtRGh4IjklfSc6X4PtK5JAadNHIn/zfwr9cXcMaxe7Jg2XpOPHgyRoE1PGDHIW2voLX9NaJKw1OYARws0TDxnqmLoInyQ10ZuDj5AZtShMQkm1Oiwwim6rA8F6kM7RJGIZQZbazNlgCgK0FclRtIKlwdNNubfBGlciIrntKcx3U7uwdZjv9Tc51cnXLpc6+TiKCFjE6+zSSindrAjkf9cp/8+2wOP3lPliyv4etfmxK4I+2gVKfWsKzlEz7YALXZMOhQLWEGNaVJl0TQMy6R5S1oG9bhWibYNiIOyjA9S1g4RNGoKC2r46BrpLU42dEx9LSQLdFxx2ZpbojihKGqLIlbmcVxFQOKW4iFs6Qck4SZZUSknhRthDSbYU4TbshFgCrLocxoxaKNSFajWIew2OhAvCQMmuGFpcvEKdZSRLBQomGU2qBCuAgNdcXEB7YxXGxEBzsbJY1FEs99tNxII7nuPNv2R+zQ4eAsRY+fGsj1DkprZjHNqY9Ip98hpnkbicRVI7pr4moOBhrg8E46RKmeJkWYNstk+tLdUSGH1jUllK1WZFaE0RyBdULR6iYIm2hN7YjTjrSkEMclE9bI96dW1kBpChEXpemokA6WZ012w1G0XJeqlUYhFUI5LkaVTtqJoaJhxNBpHZog3hIGEdoONWBpiEidQbpMI1ukEMJoboj0QNCbFRKqRBQkqxTlC9oxWrKIqZEtiqBnBdC4864Z7LL7UGpqW/naEZO2xSPZ4uwU7hkL5y7l8q/d3PlgJ7eL/KK+nB23QIlWutbZ1aLw411oadYLLM1KdQ47V+ieoQrK0LUOBdnQEKU6amHq/jkxC9wxQpq/cEuUQswOq7MT6nAncQEJ0elvjA6F2gUkp0Qbusbb915OwI5Fc/J1Vtad5T1iEQYVjtMEilTIixiAIOiEVYfspsVGIV40ARHa8aJoiAhr3LAv82utcmqcBCAkbZO3mncFFCLw/pJRfnnGOh3d8uQ8th5/4V+8xiLU5FlCVDqLWd3qRYoRgYYmP7+TTHp+JJBbG6t8S7MWjXa4RolAabHnhyfg6gpKi/1y7JDyLIpKEQkbvPTYFVuotQO2FnPrZvHf8x9DM4R0XYjF6weT0yUY8XwrkYUtKFdQLe0kEo00r9UBbzYisWsx7dWCCpmYo2MkJYFyhMyACOkJArUmVhwSX62jJpVAGS6jBtQSjdo4ojMg1ExFuJ3abBEDQy3sHltFmjAhZTNOGpGQ954UtccoL21EAKc1QWWxhY2LcsHUdfTc9ODaBpdBFaChsaZaUV6VJqKZCEJjq6KqyJvpbE9phCMWSsAWhxYrSiKUws719so1SOgGSikyxIgOmrdNnk3A52dl0yOkWq5EKbAck4SRm+0DiomilCdbbWLzZP0kEpEkaTfEv1ftwfoZI8jGwWxTFC3PYiY9XSJcl0JbtR6lDLBsHCMFdTl3uGId1Z67uJYLZ+t6RkIVNZGspzTHxhaTqvX63pJJYRrXR7x4+7u4NKYS6GkHp1hRvZdJYiW4JkSOqqdxYTl6uyI8JkVqZZxIrXcuOT6LsT6EkQQ3YuPoOkUrBCMlpMscSlYKZtIzmKTKNLJl3vWqdIPnHrhs6z2QL4gd2tI884m3ee3xt2lqaO8/cc8OEp4zey+j+vw3HABHcooz3aehu7p5dLpmD8dzuo0S8XyUC/2XCy3fRs7yreiIgJCrkBZSOIXX1AsuJR0KM4Btu7zw7qfMmLOYa848ksrSRI/3G7B9sLj5Oda0vcYgea9DrJQi7QiR/PhMgQ10DL08HzbfJR8dN7ckUKNDRJVSRIB0TraLVTtNKgIIup77gCO5cvJuH+It/Os6iYJnfc5fVMs6HesErI5QdyLSoTADmqZy9cnJfd5FQwRVEvfvFwVSVkzOFRABrKqof7102uLpt+fz2qfLueGMYygNYphv1yxseJrV7e8zbVUKLTddHSq3GDQ9TXNVhOhal/Aai3h6He0tEcS2aWlRaLEQYnmKcqhYp12KEaVo12K07BbBaIVUpSI+rpWayhBowoBomqFlWQQYXNTC0GgTlhgU6UlGhBpojcSIqQyjzCZaMYkohypx0Yy0t641FKNEhRCgVYUwlIOGoj2r4UaymErHEcFOZGlzdTQFa+0omjhEXKElqZGI2aTEQIliTXOM0WEXXWnoSgctSwgDLTeHbhQYa0xpx2r7O252NkbJ/6DrRVv/YQVsNPPr/klt5mOi1gzKc/1zSLeISQQ0ixg6pgZvt8cYFGqlVUK4mnD7+0ejYg6ptUUUNUNstYtyIFKdxaxthXAI1dqOjY3enPLWhcTxZxQlo7xoGXiGQGUaYDueES8eQ9Mt0HUy8TiS8aar20pMnFQIBJKjbVpbDYykTmy3VrQhDvUVEUKhLLsNruFTpSOimDRwHfOjI8gMiFBc0UpaD5FBJ2srhlQ2sKa1DNf0YkQbAyxaVJTEOoWrK9qHGJg59axaLB544z0WrNvAr089jmhox9zcaodVmv/1lxnc/dOHOw4ULuLLObl3WimV3w+YLspwF4VXaTlPDHJuGFqBtbk/o3ze19kvu0CvxlOS8xfxDfyFG5pQoEjgTbvny9NCGk5BWW5Xd4+8s5zKW7s7zrsKrrn/RRTw6kdLmXt3YJ3bXplXey/zm+4DFOuxmBzukNd6YEjOOisitJOhmLAv1w7kfOUUOp6FWSmFUgrd1b1V0kBU2aTFQCmI6hlCro2gMDQXTXlCJAKa4eYCXojnjmTlZMuFjhGZ+OKuCnfNtDtcM0TcTm5ErttxD3o04t+gAIQiOSuzeBsF5XyfEcGJm7kX1Lt8Nqr478dfRgH/WXA38/83kOvtlTfX3sLMxlfRFGS1YuxsFYbh0lQfJ7QWRrxeB4Bq9hYeSSof6koxYKxB3dqwtwFJS4LMsGKULVjFJuFdk9S1JnAjLtGyLEZpG2iCExZ2L19L0gkxKlbLiFADKTdEQk8x3GjCyg0rB+sZhmntKAUxN0FU83z60yaYygCErLKxxXM9qknplIUdsjg0JE2SpgGuhS0a9YkQUcfEVC6r60sYO7QBx7WxBIzSVjICOhqrmuMMLG7FQkdDY0UmxOhwFj03U5QRG2m5FqUU2eppFA1ZsfUfWMBGMXPNdTjWY4Ai69qQV5qBKDqm8lzckm6WumwFS50KLAwWpgahFidIZ3WMDOiNFomVKcTQMJqSSGsLWiOIZaPEws14rnmaGLmZckGho6IRlOsiuu65tdle5Au7Mo7Z6iC6IlURRdc8A1zrIIVlmCgBc2KKZLWLllHssedaNKMYyzaYXLqGXRJ1RA2LIiPNrt7UIq3DIuwWr+Hj9kGsiJRTEkoxtLiZ9gadTGWIXbQ61ocSNEyO0jbKZHDFBrLLBvlKc3qQzY0fvIZC8cJti/j46qu2wRPbfHY4pXneG58y85E3+eC1TzufyCvKeboaeAv+dm0HtI4FgoVKtNidfaB7tSJLF43YV4h7SNrl/52qlRNmT0spUHyFDgu0Ald1nFCFG6iAH03DWywIbsFTFQExOxmheX3BEl77eDlXnHwoiUhgndse+LRpHh80v4duPUX+aTmYNFgRykyvwxQ02hyI6R0KaYctWLDIYOB99DWleaqzeJs+hNBI5WQmJK7vGqEDGoLyLcmenCnlKc1532NCgmvlFumJoFxAKbQOgzLKcjrk0rY6fjs5X+cu74ZSXqxyz8UEtGi4I49SuMXxgndAkS3NRVIQT+FuHa537EQITF+5iFnrV3LNPkcQNXZMK8bORkPbDBozs3inYYHfPVfE2/noqQm0xUyM5QYl9SkG6GuoXhVCLIs2S6eowqa10YuH31IDUlWGcgUnHiM81qGpKYodhZBSZEZ4QpgxNYYWNSKiKDHT7J5YTZtEKNfbGGnW0+ZGiGsZhuntpDEIK4ciZWAqEx0NpWmYSkehSGtZ8sPBtJ4hIzYI1KuwF7pLwSetpZSWtpNBZ0NrghqzFN1R2KJRF4tT5KSIKYuV6ysZNbiekGTAdZhjl3GQ24poNhlXsdqNMkAsoq7XgafEIeoba1za2p4ha31ASfG16HqoeyMHbHXer5/N8taF6NYMinLfW0dTFDkxwmaGKBqmJrzblGBUUR1tomOZwiOf7U+8KENtSxFZS1GyzOszo00uem0jCg1JZyCVwfEjD7n+hiMoDRUKeeE8QyaqtBiVtSAcwq4q8qLMhE3aR0XQ0i5uxKB9JJj1XhSu9AgbLawhOuw+qpqaSBgX2GPocgZLnDY7zFFFi0gqg0HhFspVG6buYFYKIWUzUG8hFkqzS1EtI2imTo/iKs/IclzsY2Zbu7AwZJFQGfasWM2T0RKa41E0zcUdbqFavPtIRYV/L53L4pYafrz70Rj6jrPmaodSml95/G1+d97dHQdyVjQf1+30ofbCxBVYmwusuvkpYgBxuijcnRTlAheLvLUsPwXtF9DFVaMLXraOBYiFThtuLo9ALsydl0AZXZTtAuXBNTor127BhZThjWx9cn7P+Wu6wKV/fRYFPDF7AR/eFljntjWvV7/EE2vv91zlKWKPeJM/cbDSraRY1voCUy+KaIG4tUmWhOp4jR0BTeWtzR0uPKZSJHMKsKGBcnMuFbkJGReFiCKmWSRd78Ns6C5WToEW00Epw1OsHciHdCmMgEGHLg9Zu+MdsQsjR9ORB/wFgEopiET8d0k01fFOKoVbHvL+9lydaR9hIJpCcte0Eg7ff80bcDz02VyWnf3zzX4uAZvHmsY7mNNwL5qCEiNBozWAsGaztLmKZGuYAa+2IUpHNbZT1xCCVLu3+Nlx0QxBC0e8GQU7QnSUQVtLBDusoSuX5CCFKGixw5RVNeOiEQtlOKRiCQ1WghHResaGa7FFoSmhUssQ0yzCCCWaSRQHU+lE0dGVQkORIQtoOLjYWhZLDFyEjA5NYiMCa7UYtuOgKZel7gCGO3VoLsxtGEmsLEvKNaltTqDHIWrZuKJYqcqJO2mSYvBx9VCa4lEWZ0uJaxn+vvIQDhj0GVVGO3HN5pXWcXy9aBFhpaGARkdobfghSkFt298ZP3xZf80e8AXzxIqprE0/CCiKEUoMwQVKtAzFhkInhKF560pioVZmtI/E0BxWZipp3xBn5dLBOFmdWEqRWNEMuoHWmkKls0gy7fWr6bSnGOP1jSoc9vQbw4DiuGeg0DWyAxKEWrI4UZPmMRGi9SZWQqdpnIaZNLATgjUqi7XORGI2xSNaaDDKCIWzjCurpqgoAwh7J1aw2i7FRWdEqJF2MRAU5VqWdtFIRNLEcTCVQGI5uhJKSfOJNYgBoVaGZJNUFddjZzUmJdaxR3MdqxJRDp2wiMbRcfZzlvN0y1eoaY2AQFVFE79f/gigmPb8m/znpF9vwye6aewQSrPrutSsrOPR/32284lefYk3okzb6bQgsNeyCo9J4d8CBQuv+sJTYZWvvHY6Xlh+of5fYHWmYDGgFKbLWZELy3MLFGYBHN9/umPxYOFwIJm2aMukGVAS+M1tbWzHpjrdwn9qn+uI0iYGK1JljIw1+ulWZisZHq6HXHSXZtekVM8t7EM6R3nDIpLbiFVHYecX2ynVSdRCSsjknJSVuDjiKcRxPU021y3Ewlnasp6/syiFmzfrKs/ai0iHyPozLapTeLm8v7L/d34zFECLRjoUaE3LuV54rhhuRVFuBsabaUnHdFRuTOzq0F4OmpWTaYTMLp7CA55bU8pOkZUsJWbJ53o2AZ8fx7FwpZrFTY/7doqKUDv/fHscGzLF2GujVGxwqDLqqFsKuA5u2qZqiE3NKm/qublaJz4mSjppeD6aYpOu8Dqv1pRGaoyLuBoSUUwqr6bdMUmEsuwWraE90kCxlmKoaiOt6YSVQ0JTlOZGdWEV8uPkImCge8qxWCil44rQLoItWRwX6iRO0tZJiclKtxIcyLgm1VoxqZSJobmsVOVUWElq7WIWbahk6OAWkm6Y6toERpFLSSaNjnD/wkPYbYLnNpJMhXlzzSicmMs6q5Sa9mJaJcyYyDpG0obt6jRIiHLdm2nKSpas3YpLhohRufUf7Jccy7Gpz7SwuPk5YmFPsJNEGWzXUxxJklAaIWWysDZCRUUTFkK7HuPtJRPIlAg1qSJaIyESb2u4IYXZ5qKSWfTmZq/PS6WRVMrrHsXz4c+7lqpEDDIWhEys4RWolA0Rk8zgKE55zPuWD9OwS0xcU3BGpklnQhghm6qBTVQnSogaGYYNqKeoPEVUy7BP8XKqrWJKtRTlRhpTq8fApUi3CYmDAKVKYWIBFnEMLGzGhxrBNTE1l5C+GgudwaEIltlOTFuHbmuMHpGmylEMDbVgtLi0J3TWNpWxKJEk5FiEokJNxtM5nFiStN2Gg0Pc2P776+1eaW5vS3PawIs7H+xLUS7wnfSszYU7knX2be6VQi2k0ELtSsdiQMft+N2pPj0XXmhdLlz451vWuh7P/fAMzwW5Q50VaCn0xzbxFQ0AN+olUvlqhTrKVHi+zvtefwcAIypLeeGn5/XTMAFbisZ0Gwe9cAugCGnFHDa81rcuL8sMYFikGUNzUUCzRBjomujK++g3i1BSIKIpsYmp/MYgbmdLboF8hNDJ5vyaI8rxleMiLU2d43VgUS1Ls+MFhzM0B91b6YcTcjvWBOYLFPwoGspyUPmBntPhpiF2D7GaXc8VpEDlRhXF/TJdU8M1DPKLAzODIl68cltwBer21MBRiAGuIajx7YDmmdlRVCRaueLDiwAYHB7F9ZO/PFu8bmssey2frdsfpYSYCtHolmAql1qriHotyrB/2aTsLKHmLHU1EeLGOtoaTcR1qVmtoZngOt4ASjcsKCkFTdHWGCa7OziOjhOC4qoWmtwwGFCltzEkZlGkp6kyWplgtAJCWNOI4i3gK8IbFGooDOXFJVco0thkXU8pTYlLxnGxBerFJOwIdU6UJdkBDDSaWZsppSZbTIsToyUbpsmJkRaTlGPSTgQr5b1PqzKVpNtCLG8Xat4tZ8i+9TRk47SuiNLYluDDtcNYEa2kbXYlVrnG2+YYPgoNo21pCZWT63jG3Jtyo40P1o7i4vGvUqp5ixOXZSqZ9tkZaAh7JkZx9Ii/bLPn/GVjWcs6rpl/A6JpVGoGE8MODhrlehuJSDsJJ04s7JJ1bUrKG3mrcTDF8TQ1dhy72OK9hRMQDVKNUQY0Zwm3KLSsoByQhibPmmx7imp+pz1lhnJumxoSCaMlEgiQLjPRysM4YUXjeA0jDU5EYY2xSLqeH3N5eRIt3IpCmDRgA7vYdRSbKfZKrGJdupTR4RqGGi0ktCzFKkNEuUT0DAaKqNIxcTGUIqI0TPH0k4jSscjNFOomqCwRJViuSWnMIisGRSpLtr2ESMximHIYpDejxcJUmxmOLFnIfonlTLTr+XtqL2oz3v3sF1/BS6sO9iYr9RM4bdRvt92D3gi2e6X5iVuf7/O85FwyVKGSCwVKb+++ziIuKm8t7sfFok+6XqNgwZ9/2U4W6wLlPa8wawXuGKqj/t5vzb81yfs+04OV2b8WiN7FvSMf6zznveFALmSdl2ZVXdOm3XPAZnHrJy+Tb/ysa/L+hiFMqqrBFg1BZ3bzGA4pXeorl59lq5gY2uDJOtDompTnrM1OF2uzg6CLJ3O6eNPNACE0rFyiCC5tuRWvcS1DjVOCAsrMJDW2N9oP6RaaFvJC15kWjhYGF8/KDGi2m/MEEk95zsu0Y3cMXm2r+8Ym0PG+uK639aum+7LoVBTlNlPxVmBn4poXI1qDzACFFVHoGc/abZRauFEXwxZsBE0J+45c5V9mXXrl5j+sgI2mvvEa8jufFelZFtUOYrE1gCUNA0gvKUZSTUTW1HsDnGSKlKXjZrN+Z5WoFFobwihNo70aZEoEx/E2UwiXZmmQKGIoim2H0UPqiIWy6CGb8dENCApTWZRr3qAvrBTh3GBSR/OjDqQk61uXU2Kj4e1l1eRqRJTQ5IRZ4xRTprezNF1JtVNMsxtjYctAaq0ionqW5fUVlMeTZKMG66tLcOIQNSzaVsVIOhHWWAZGEoymKMvnRwjHspS8DKFdQyTTGlZznPB6E8NROK0J3DpQcVi7uoLG5gSla4WmSsWMpt3Yu2gFGUtnmT2QypC3quqD1pUcvbUf7peYPy96BMn1WXVuMUOtTxlU1EK5ylCk6dhpqDPSuAjtosB1mdk8noyY1FglGNVCKh0nmoJMeYjiD6tRKFTGwrUtXNv13UuVruc6c4UKe65ydixEdkAxrq6wSgzSVTm5rkxjazrKcBk3bD3N2RgR02J4aR0pJ0x5uJ3JiXXUZIsYFmpkpNlAiZ5igN5KkZahSMsSAsJ4+kNMee9JXOmYGOiArVw0FLrS0EQhSrw4/mJ4M9sKTHQ0pWi3DSrKUoCOrnRqqiMMHJTGEI1yvY629cWEB6X4enQ+Q8LN6I7LniVraM9NgbvZ6UCgNH8ubrv0Pl6479Wc9aqL60ShNZkeDM9dFdRCS21+elipnOWYzmkLFeeeftNL+h4otPj1qCirgtvQOrZccfWCMgt+i46vMLvkFWpybhrK9zN18OIp5i2XAp1C0AmdFWbwrM4Trr8VXVP8+5LvssuAYPrvi+Dy557juU8/QzdAjexw+61LFdOSbicSzgKCq3RWpgcwNOJFFRAMmt04pbq30r8dKC0Yq2XEIZpTEBwcjNzWvVqBi4buOS97nZzknT0UhnJxcw7yYc1G81b5kQhbtFh55yKvs/SCV+RltcNXXhVsZEI6t7mQAmynIyJMQdg5Zei+RVrFcpH3BRxTxw17Iz4lkBwaQjSFawiiKRp3ARzBCYNSLuGRbeBq6LqGrjscNmJxQfegKDHaeXzJXihl8vUR/yZuDtxSjzKggNaa80haL+G6pj85Z4tChV1WPzqGttYEFesd3FadikQ9Dcs1cBysjFA8xKFlrSfILdUaoaoITlZByEQLZWiPlWJHNDJtkBlvgy7UmWEOqVpIRkxGR+rYNbwBUOg4RHP9awidqDI7zfIppRBXkcZCgJQrmAqyAq1uCEezaXUNau0iGpwEn7QPZnm6krBm89HKoSRiWcKmTeuGYhrLvNkRtShKfFQbmbiF80Ex0SIDu1ijdE4W1wQ9pTCbFKF6l+JlNla1RtmHLaSGJhAtjJYWEusyqJERlG2gWRr6pxb2oSFmarvxljkWZ3Gc/Y9ZQFXYU5pXN5az16P/zcBYlkeO/SWlocC97ovg3Jen8lHrEhI4DBnkImhENItozGJEOkxpsUNImdgJm09Wl5IY2EJGDCJFNgvmDqO1NEzaMmgeoFP2lvdimEmFY7oYtUnEsrwIXZIzNJBzyxC8/5eXogBNFC1DQ2gWJIdotI/wHNPipRaJKm9XwGFFDZTqSUzlMDG6gUZJUKwnGWw0kdAzVKhWqoxWqmgjJJKbeBbCefc9IKxMRHnGlHBuYGmicHPzgrpStLsOsZwhzxIhpGWxxFvQ3eLYhA2HkGaQzkLJgDZEDGIqhNOmGDokjYPJlFALE4xPKBKNz8SgXbwF7KVkWb56JBnijB3yDsZ2GG5xu1WaX7jvVaDwQ9vFZaJAWRU3F1HCT9pFme3qplGIuD37Jm+MotyD9TgfVq6bbS3v61no11ywMNG3HhdkcQH0wg1RCi5n4pclioKtuFVu8R8dinmoS8FdFWZyaQDHFc74v0eYe+2Put97wGYhIjz3yWeAZ4xldRRtmBdaSylY0DCAAwavQilBIazJFlMVasbUPBeHVXYpJXq7/+gaRKcy56dp4eYWCHpnHfGsA4rOi2W9saInDBres48oG83bVxBDuf7+lEoJuuZ1oE5IEAOUTU7GFXq6Y6ttlXX8e8RxcyXgz7p0sjYr1XkHwNwCQAHcijjedAhYYbCiGsrx8jSP99w6lObJe/Golpzcu2iasFflOgy9w3dJw2a/xHJvkyAsXlp9JqeOmfl5H19ALzhOkpQ13Vt+oVukMmGa3BDr7RLebRjDulCcUR/WY6VNtPY0jS1RItEGkvXeZgwt63S0CLhZT1bFFAgnwDSwm0zaxxvgQqoMBg+tpUVCjK2oZbf4ekzNQcehWGVRCsLKQcdAz9sncgtZHRGy4jnBJ8UmnZPHjGhkXQ0XRYMbp8EVVmfLWZIeRFhZzFq1C8pUmLqDuz5KTXkUXAitM6DZxcgK4TXQpkrQki4DP7VwRwlSpyhalsUqgVCLQWxBjRftwEqgmtoxmpLEjBCRehtjXS1uRRnRiE6kThFfXI1bWkrZRybWihjDapMsGxVi1tJdaRgeQ8so5mwYCabQmg5z+azf88CRO85Cqh2F6mQrc1NLwIAmDMZaKUaWNjIqXMNIs5nisIGVNdDCNmnXYfCgJt6uHUasNMu6bBlDhjXyn08n4BoaWruOcm3CDRpG2kVFEtBe610oa6F0b6pZmSYqGvW++ZqGVRZFoXAjBqlKBZqOE3YoGtSGndXZdch69qpcjSOKkaF6QoaNhhASG9NYhy4OQ41WXCCqXCLKxQEMlK9+JDSTTC6mf0h528gLgoOLqQxs1yFF1h+AJsVGXMFAo9p1KVIOUU1Ynw0TN5NYomM5Dotaouxa7mLjgMAGWxgGRJXJAF1nTYNBuDLNGDdF3LURW2NAPIMAYZpYuuFUxg99eas/9/7Y7pTmmf98kzWfre9+oqv+WrDwCPAiYBS6aXQ538naXPgzZ21W+Tw9uWh8TkuzKvjhKw2FyXOju07uGIUFFOxKIZp0uGmAF10ghxvy1GqFwtW8hVL5wlTXJ2x4iwNzRmlP6Y50vrDlOFw37WUuPnBfhpWV9Hp/ARvPM2/Np6alrfPBpIHRYiKlnnVZoZhbPYR9B68BvGf0cftg9ixancugscoqY1SoEVCk0HDE8ScjsuISzi1wcnDQc9ZmXRSW58RBCI208pRdw3HJiJc+rGyymCT0VG56XRHSHP+3pnudqnI82VM5fyDfp75QcPPvRbYgHp3Q8U4ZescsTDjsK9Cia7iR3MhQQfuwsPdu6JApErLFnsCKgqKKNFrI8YrUFCPizVTGWsi6hheGTwnHl35IKmfBAIWSNOvrf0ZlyRWYxqBNfIIBPWG1PYzjNHay5kY0m3s/OZ6lbeW0boiRqNewYiba6gbP4GHZpGwvvnF+EYaYOiq3atlpcpApRZDVyJaFIGGTjBlI1CUcyXD4kFUoXOIqRaXRhoGDoCjSvG2uDaW8jUNyAzodDVccUuKgo2hxddI5F6MmNwxotLph1tjlFGlpPmgYTqObIGpYZBpiNIdC4EKs3iTaJBjtYKQU6TKdyDqLRL0QrbMIr2xC08KULQGtvhU9ZaFEEVrfhtbUDvEooaSFu6EG4jH05evRbBvlCpqriKdikGyFdgfdbqO4PUs42ka6NUYJDq1OEUv1cZ7P9wEZ/xm0tjv85s0X+MFXDqUyFmxctSV44L05JO1Mp2MpPcwJ7goGxxuJKoWpFOmMRquewlWQRMcyNGa37IIjOhusEmLNNtlkEcoGJyLEVrd421w3t3mGAisXZUjT0Mxc3xcP40YiYOi4YQ03HsIOK1KDHZy4i5gwqKSFrGbi6orhkXosMRhsNKEpb/6vRCVxNJOYsinWHLKiiCoXTXlKXwQDm3zcfoOw6Lh4Cq6BTrMrRDQH23VZaSuKNIVoFvWOhi0aaA7tLjSJjqE7ZFybV5OjOSy+HEezmd86hIpEM42OENNs3l4zmF0Hr6fdFbLK4bPVRYwd1oqpQiQ0CNsaZlhoKWhvx03R0vjfxIt/gq6XbZ0HvxFsV0rzDWf8kdnPzik4ogqsy6AZGq7r9pjXo7Dr7vyTfFi5/twvCv2Te1KKNyJiRw8enJDflEIVWI4L/JbzSoTkYjDn/ZDzeQvDzPlxmFVuk5Oc5u0CbkEYT1cVlJGbmZfCgCEqpzAXVNoFMrrwz3nz+ecH83n90osYVBJ0xJvDhX96jPcWr/Wmv6KQqQQcUK4iuyFCLGYjUc9Sa4vB8sZKdimvBQQbnbWZcoaGG1C4tLsRLFdh5iJZNLg6Vbm4zRlsQuLFH/d01FzkDDRcyS/IU/4ePHEl5DZkRcNBcgG9NQQXRdSwPBEVQXJTGY6Rm9UQ5c2O5GRYy1mXCxVlcZyONzK/YxCeldkfpMY6wszZlXHPiq0U6RLNcylC4SqhdXTHoFM3HWLlbbjibTkfN7JMqViDJTohzcUV4diS+YBgYmFjomMx0VxPS3IFLcm/s8uQhRh6x/bcAZtOqvpEHOdDlFK4onAQsq7wSXYATaZBybsmRp2J2eIi7TpmmU12VcbbNMoWVJmONHhyKa0uWmUcMgKahmW7ZEeVeG7xNthjUwgKC4Mjij5GVy5hzaZMSyMo4ppNScHsRT5aTNq1UeLiAm2upzRkxaTZDaMhrLdLiWkWzXaEmmwRSSNMfbKYRUnPjSdbE8dEEWoWorWCVaSI1FqIbmC2K0o+akZ0HT1qYq5pQikdTB1aWqGoCD1j4dbWI6aJakviplKI4+C2tXs+srYFhokOuE2tkEp54cXEhSRkW7OoEogt14iuUYTCNht2rYA1IWSAjZaGDxsr+VBfyENvLuDDn1xByNiuPus7HMf+7a8schoBobzExSxySITS7Fe6jFhRE1pTCYmKDBqKRJHNwrWluFUWbU4EN6Kz4rMK6qMJ2lJhkpUGJa87KE1Hy4JYWcwNLYiIP+MHeJtHlRTlFGgdu9Jz/clURUgONlAoYnoSKi0M02GfihVoBhQZGQYaLSgFUbIkNK9Hj+Ji6J6/flh50ZI0V/Oi8AIJDAQvUo2Di6YUzY6Q0Fwc5fJxNkKZpogoeLd9EGMiGzAQ1jqljDHrSLsac5IjGBuuwUbj2drdCRkOs7WR6K7LzPrxHFCxHDuyjuWNldQnEhQ5LVikWFdbTHRghlZx0dwsrqORdmGAphF1dTI44OqM1tdB+h+0Jf9B8ZClHevPtjHb1dv13ovzuhzprAR7m5J0VljzO4v1kLz7312tzXmXj/xiJKU6K8Q9KdY9WdS8inTUKV983mG1BytyoaLs+TMrbw1jYfXy/suq8/F8sVDoliGeL3Rh/i4LBaVQoQYId9RJabljBb7PKPjXxx/z/YP2J+DzM3fpWr9JzZRCq4N0qeTnj2lbHSe+Swvo3tOoTieoTLdTEvH8F6uzRQwym4noWRTCSquCseE6QJFGw3YdjNxC0m7WZtHzTho5Bwz8mY9CH+cyLUXSifiDLwDL1b16KzBMx1Oos4DmpdEzrucuYdkdC3Bdt0PmHcfzhe60EFC8zk8AQ/eszK6DGwlByABXcHVIVRi+oKcGuQU9lTBgVAOegdlFR9h/4AoUgq5cNFwOSiwhpGwcNMLKISI2o8xCGwa0JWdSWnTKlni8X1psZ35uxkqIaRpPNw9nSaaK5ckK1reWYhVFGfNhE06jhmpLYbXoqBIXd4OFuA6qAdyEidbu+bZL0kKrrEBCJmYKakd4g3zXVIwtqaGoOENJJE2bHWF0pJ64yhJRLromGECcEIJgqFyYFxSWuF7cZRFWWEWENZc1VgmrrXIU0OpEqMkWk3RM1iZLMXBYvWQwGdtAs4TIBg0rAZFaGzOpYWQgvj6LiI0rNtqGZlRRAr2uDRpbIZKLp+u6SFOzpxhZFtg2omlIxptVEnG9ztt1wbZx2tr9gaVkMijLwmmxMYwwtCXR0hmiJRnazUHEq2102yBkCM1FYVJDvd7FEoP5devZe9DwbSMQOwlLrTrfcNaUSnDp4JmMHVLDIL2ZIs0lWtpKc3OERLFNWmwGDGrj5ZW74FQoaq0iYlUW8+eXYEUMVGOIbAmUL8xiJB1UJILTuMrrI10XolFvC2xdx41FIOT9P1saQmk6bhhadrNQrkIvg1EDG3HQqTTbKAunSGhpBuqt2OjEVZYo3ndFEwih0BWY5GPheyE9Fapjh0DXIYyGrqDaUTS7NjVWCc81TuS4igWsSpXzQvNk9owXk7QMRiYaWSiD2JAqpsmNkxXPReWlJbtTWtXKyFgDS1cNJpVQlEeSrEhV8p8V4zlo5HIMHDTH5ZPMIE6QBdQ5WZocYWlDJQcMqAFCxLUQblonHnFw8wvYNXCcdRjGsG0kEZ3ZLpTmO654gGfvnoFm9GDB1fBWWhf6M+e//OBHz8jTLZpG1/Bx/W0801VR9pXlXizTXfJ10tPzdStwv+i4L8/i7IlFXvEuON8RRtSzMucu4eodZXmW5Ly1WnVSkuliUe70pBXopsLKrXxFelCY8Xxf/zD7Tf707tv8+ztnMbaqqnt7BfTKzbdNY/p/PiZaqtFWovlNq7dBJKxIFudkWSnaVxYRH90CSlAKFjVVsM+ApLe1NbA4VcXu8TUoJbhoNNlRSo0koKgTg0G5qbZCa7OTsyUopTDRyYjt/RZFFkETwVEg4m2hLY733pTqSZqcONGcku7N+HiKrwJcrWMpIAUyCEBuulEct/O7k0c3OhYPxqK58HMKtyhCTpsnW6L7ozg3BOkB+RxC1eBmdN3NvZqK3cs3oCvBFYWuXCZGq0noKa9K4mIgDDHaOz0XBUjLj2lqvZqiAa+gG0O33EP/EpCu/yF25gVENFRu0VBGXMpCrby37ECWVlcgLSEi7RqtkSiJ+vXeSrtsFqdZcE1BpQEE1WaDaXq7TGo6dnEINxEjWx4h1C607ebgxh02ZIo5vPR9YnqWwaEmynUvDFupBuGcUmCLENI0HHFpEwuFt1AplVNG11tlRPUMq1PlfJwcQlS3WdxSialcWpuitLUkCMezhJdrZIsMtJRgtLvolkbROgujTRDXwaxpxSmLo7UlIZ1B0hncZLtng0mJZ0kHlGF4IRcdO7cxT+c5SKVp3vfKddAiEdy0t9EEIrhFYbRWwXWzKNvGHAjJmgiqOElkpRCvtiGtkdqnivRAEAPMlMP3//hPQkUm/7r8IqryYRwDNopL/vokr61bQSihYefWn8XiGZpLIgyqzTJiWJaQ0jCVhhl1WJOxUQY0ujqxqjRv1IzDCenUZIowi1yc5V6fZqQFoymF0WKhNbZBJIwkU96uxI6NKi8FXUfFItjFYUQpkgMNMiWe7lBltuKWuYwqreXkoR/goKjQ2ynP9WtxBY6yiSqF52mpCOcMgIZSGLkVK4bSsXFwEVwEXWk0OBqoLE12lLfTI5kcXseCxsEsaB/Kp+2DWTV/IJXDWnm3Ygwb6ospL2plt+L1fFw9nExMsUuslrXzB9GULsZF0ZxN0LShjNCINl62J8C8BPaENPNqhrImUsqS94ew2wGreL9tFINDzXy8fCgHj/2MOkdHyNKWDBOLJCki7BtvHAFqjiSrxYhUvYamb1uX0W2uNCfbU/z7zpcAcLIdU7C+0uu4aIaO6xR0OC7eUMo3q3bxX+6q1HZSePNKdlcLcj9KsXciX7le76e3MzkPig7Xi66KtOC5ZpC3MtOhcBsdx6VgYJEPOSfk3DIKrMyFfs3ouWvn66KDrYlvZhbopjA7IuR2ZCbjOPy/fzzEwisu7/W+AzpT19DGCzMWeI+vwSGadkgPMP02N+ohHIJ03vNFNNrXxike6cXWFBQLGgaxT5WnKNsYrM2WMiLciFKKejdOkaTRlWABaVcRyW2FbeNiiueon9+JUpeCqWs85VgpCDtC2nPgIC8AhnIxlItZoAyLKN81qKAoRFdoKafD3SKTzWcgv3W25F03wPtQgGdlDnsC5hoaEo/k3hFFutzIuWlAy64OkvPBjydSJIpTuAKuUgxPNBEzMjiiIUox2qxjoNmIm1PmNIRBuWgjeRRQpeWVvRStNUdQOuSzzXvYXyIc6zPczPNoeGOlWsslraDODbE6Ww5Ri3i1Aes0zBYhlARXN1BtTYjjolwXZQv5vlQBmDrKML0ILxmhbbcYYmikyyBSnkLFHHatqGaMWUtpuJ0i5VCmFHrORSmCFypIF+WFV1TQ6mgoJdQ7YVZaJYjAgtRQ2twoKdvg06bBKA2SzSFSyoR2hWyI0qonKF/vULYOjDaHcIuDqwvhpU1IUQSyWchkMWodnPo6xHK8ReYu4NgIeQUZJJvNWSy974vSdG9tighaPAaWhTJNxNC9tjBNxHHQiuNIKpPbfdNFygyya7MoM4PWqtCzrSjHwSmppHhZCi0bQYvYZMMhslGNbIPLqbffx6xrLts2QrID8u7iVbxcvdKLVpUyqBxYS8mANCNL6hkTriVe2kr7uhKKh6XQUGghyDYZLDWLSEqIpBuh1Q6zpr2cTNYkhUGkziHcaqAc0LKCvqHRc3WzLFTehSYURoqioBtYCYPW0RHQvDVM2eE2aDBoWCt7DV0DCBVamohuUaUnKdU8V7goGrrm6TR504wmCj1nLTfIuewJhJRBu5ulwUkjovN8+3gmhqtZ3lLOeimhxY3xrw/2IYlJIpzGXRdhVVsCLQNhZZHcw2BVdRWZ9XFKRzcxvz5K9p0KzOHQkimmbKFgDIbsyiKiGxyvRksi1FbpZOdUYA/W+WjZCBqqErQviTL6K9Wss0q9hfAtOlnN5KvRFWTEJqR0Ug7EdQ0vrnqSdO2xxAa9vQ0kpINtrjR3UoYLKAzX5tqONyovTOriWb96UWA7xWDudEHJ+WJCbo43n6FziLge6UHRzleqMBpA3i+6MFJGLns+gka+3nmPDz/+svK2h82X562N8T4wrpn7rRROoSVZx/dd9izTBedUxzkldFooqHLNgUlHeyhvR7WuETbsPn3JA7ri2LloEnjNGEqBVu+QKtMQPPkzaxSuKWQjnrKLrZNcHycxpA0QMq7JspYKxpXWooA6u4RBZgth3cFFo9ZOMMhsBRTNohNWNgov/JypeQ/ZwiEknpKsi4aNtxgKPJkLASkUYezc0hCDmJal1Ykionuh6AA95CC4GBkNdM+SnHOfQ2UcT37d/PujENezfLuecOcSKrT8exIK+e+bPaAYcsp9+yDTM2oLtA9ycbx1WuiGxYBBTXiRRTTKjCQDo625d0dRrrexS2RDrs0VjqsYbrR1U5grNNXlHc8SsAm4HT7rSinCuvBSyy58mh5ITaaYumQRLRXC8PcymBss9LY0muXimhqkM7iO4ymQhu7PIKqsDVWVYBgopWFFXdrGGKCE8kSarwxf5fWdms5ksxlvUk3DxMBAoUT3FmVhU+NkEYFW0ciKjiXCwuRAQprDB+uG0eZEaWuL0La+CE13cTI6oVaI1AjxGk9BTixrxy4yUfVtaIaBpmuQzaC3CG5LK246BbqGpCzAi1Hux9Y1dLAsb7Aai3mDSKVQ8ShY3kyPioRzA1q8c1FPGVeAKoqjdAMsbyDqJkKoZu+exLJwsCADokVRepLwWqGsKUO7E6P68I7FrVYykOtNIZnp3F7tKsqpah77Vi6nVE8T0VxKh7bSsL6YqiFpUmJTUuTQtj7Cp6HB1GaLcE2DppUxsoSgXSdTpTPw3Vb0rKBZuUFUKu3rAHqRt+upHdLIDkl433VTSFeBlRBClWkypk6JkeToogXoymWw0U4iF4c8jjdr521s5bngacqbIda0/MoUr69zXJdWMpiiMz9TRFiZpK0Qq9vKyYrJf1ZNYFlLJVVuEvujOKkROm59mOKVCrPEJdRikxxgIq+WUbo8S82eGg1LKhgxsxUpcUisNkhUp8mGDRKOBq5FrNohU26CqxP9yCHSLEhGI5mNUP9mJfZAg09qNeKhDPPbh/JZ82BO3/U9apwINhnq2uOMiLeQwAtJKghI51nDbcE2U5rrNzRx5ohLCj6oheYrfAWzI8ari9J1P0pGz3R2ChZ6iJOc/w3e34Vxm/1iNsbqDJ004q7+zT0oyJ3S5+9L66Fsw1PIRancE1KeK4bu/fYt0bki84v7RHIKc8E6RoyO67qqwzpN3tBc4Oect0xKVyVaBEwY/ef/ZURJCa+dc2HP7RHA2tX1nHfGnSCCHjdwoqbnv64UelqINDikKnT/uYfWgzscrLAXcs1KhUjXR4lVJgHYkCqmItJOZSSJAJ+khrBnfDWgaJEYFW4bpiZkUaQFosrb3MRyHQzVsShQy03TOeJFztBF4SgwlYsSQdNAV95uaCWGtx1wVLcwNQfL1T3hUQrR8OI1K4UYCnFyYiL4u/+JCGQzeALVMdhShulbvlXUsyy7IQNCnsBZUYUT86x0dkhIDYCc4ZCBA5rQda+NIprFmOKG3LUUUZVmSmy1J/+AhstwszW/gSHgWdfLcrM3+ToIQhRFZv0Y0McTHvDCFykaOzR25hOchpO8zQ5E0BRYrkO7uAyN1PPyht34oHoodtZAtWu0VRhULW5CNSaRdAZlubiGhrJtvAfseDMNbi4ubXuSzMShODGDaLNGcmQrxFwaCbNraB0VkTZCmo2SMHHlEs5/LxRYZGkXbyfMVieErYSV2TJWZivIuBoftIzEVjppN8T62hLIKqLVCidkEGsAZQvheguz0fFkuy1FyHKQljSagJu1oL0dR9OQ9jaUGUJsx/+OqIh3H7iaN/WeU7SVaSK6DqaBMnREy1meo1FPSdYdSMS8RequC+EQUloMrUlULIponsVQdDvXyQt6WMNptVGGBW3tlMaaaFoZggqT+OosyWEhNMvFWO1w4Lf+wK77DmbqVd/dVmKz3TPvk9Vc+IdHEV1hDLexYgYStykpa6exIo5bbTJkeDMhpWEoReWQNMurNaKVDk2ORlVFK7OWj2MZldQmE4ihoa8IIboi1AQtYyJUztqApLNgmjgtLXlPN+zKYlQ4jFI6qVKFE1FkixT2AAelw5TBa9l/6ApAiCqHYj1NkVKUEEZTYCpvQxE3t7LbFSEtNppSZJwsYc3wFvmh4aCodUxKNJuVmRIMw+LT5oH8e8UUivU0zqwyGObS1JygqFGjshmKFrWRLQ+jZ3Qi9TahBgdHdzFSGoPetXAzKYw6i6ImcDQXI2VjxCOYrTZGXTuaYeKGNEINWWKr23BKY0CWyBobMy20WGGS0QRvLJuIajQJf6WVD9pG0epEaW+MM27QWgbSQkYswsrEERedJPb6sTjmwYQrp24TmdlmSvMvT/qfzj5ekpse7qJgFiq+4uQszvk4zb6rY+HfXdw2OpmaVOf/d8UtiOfc1R+z0L/ZlQ4rd4GLQ4Ge2VlBzpObmnZzoeQkr1Ar5W9o4qsYSvn+y50UYzr8mkWks5Ks0ckXmi4W58KFgEJOge40zhDPml3QPHmFOa+BrGpuJus4hHqLe/0l55rLH/J/m/+fvfeOkyw767u/55wbK3cOk3d2Nmp3tdIqSwhENEkiCTDYYMA2YAO2MRhjY2HjFwcwvDhjGwwYjDHpBZkkgUASSquVVlpt3smhZzpWV7zxnPP+cW5Vd8/uSsKa3UXA8/n0TNetW9VV55577+/8nt/ze0YlItMUc/F0TFUG8Y5htOhclK0UhFfBrAp04FYyyU6EH5T4rRxtBB/bXuXVy+fwpKG0PmeSBW6KN7HAxWKWm8NNBJa+lcQVN1wKg8fEotAgUSgrp0DSw2meQ1x3J4MgIqdy+UQKi6pkEUqARiD2JRuEhaoHCl5WukVAUWKtwZpJ43cLZl/TE+HYEGpxlVER6JYbGyssWdufzsekIs2EETRbI+p1xwRJDLe0NwB3Ovqi5OXNc4CgRKEwHK0As6hOSA9BS7KXuao+W51gb67rJz6JTNOf3yi7f41ASKy11GXAI2mBlpahrbFetllo92hcWmF8NsAbQrir0UGAV+xC5grh0BrhyT3iwxhkve6uVY0aVlnGh3zGSwL6AXccO89iPKBHnVf4V2mpgposCYWHmIIFAMG10qNEcLmsMSaitILHB0sYK3nyyRVK7aE3Ahobrtg03nFkiUw1/siiRhq/myCMge7AXcuHA7SQTqNsjetaWckuhOeD54GSiDiGvMC2GhB4iN4QM9dEaQFpip6t440N+BmmGeHlLrOkaz7KC2CYYOsxdqGDTAtsIwYdQBggugOo1xClRjQ8zNbQnS9lSWM+Y+eSQvgaORjTfOgas+c0/aUl8sUYrOXJD157webMp0N894/9GgiJMBBf8em89hpzR0fMxyMOR7uoTsHWtQYnV3MUAoXgyKLm/ZstdBO2TYP23JjuYw3GeUzRi/CNoHYVl00cQ1Hz8LsDTJ4jvMBdlzwP0e0zvu8oRdMjbyvKurOl8w+PUaHhXDbLG9WHqcmCOZXQrlySfOkjEBSUYCBHk1XkxLSxEKApKC0oNLmVXCoaXAJ+Yf2l1GTO1kfn8ZKARElqu4Z67tN5OMFLMsoI5DAlLi0iLRz+KCNqOwNsCWUnxt/sYgsQzQivyDFGIY0l3M6Rwxw716R+cYDY3EXU69h+QjgA0R/DXIvGhYRwU6Fyy/bdiu5mnQ+Xx3h8cIiZm/ss620uFTUKmzAsfe6INHXpMpSqeM8LNGNeINBcFCXHbj/EmQfPXfdMRX9er/XlIONMVQW6B2DFQeDMHlieVO6LyT7Xt7u+7iY5vXE+EzP9THGdJlpMtu1nkM0+mcTkc8FU42xgr7hR4NwJrK3YSPde1q9eN0ExVCy1IyAci3xdsd8ExVtBJe2YDumBFtyOirQVGD/4HpUL2YFVgdb62ZvF/DmOoihZOTTD1Su70znhZQa5MSZbipkMrsqgvm4YrshqngiiNUuyOjlOgsF6k4bfRwaa0gjed/U4r1o5jxCC9aLFgj+g7mVk+HTLGnPeCI0gs2LKNk8OmcbgoZBSoqyqVuwuhABpHWie9cakpU9TZSihMSi0ca4uQjlnCm/sXqnSSrgx0SuLilW2VSGUsc4eciLrqVhvwDV5AEzoYVsu9VbGEh1XkpI65E3rKsa9ksXV3elpdry+NfWllhjuq5/DOYO4BOVRr8++WlkCIWgIDoBhhUdduG5X+8OYDKUi/iIOhtY5RiyB7VZg1dDxcv54cJjT5SIDE7ORtVBzGd65mLlHNCrVeP0EawSYEqM1wlqXMZzoOZVy17PVBYSQaF8xOmbRdZhb7nMk3mG11udF8RUOyRGRAsXeRSq1hq7RZNqyY2Jyq9gom5zPFkmNx0e2DpPYAK0l+kpIsGtpnUmxQLyZY3yBTA2iLBG9ESLNXbZknGCExBYaIasMZ1Zg0VPZnag76YVt1qDVxFjN+OYO9SspxWKD4fE67cd6lMsx2XKD2rkBxo8w9QixPsLWPJITHernB9CsMTpcp9YtMaEHnsQGHnKcYVt1RF5gaz5s9hGBYz7iFRheKt2iVGvseMzc7C471zrI2erACYEwmiwvCAP/+sP65z6KvGSmEdHvu5S/UdAL67ysvMCrZs7Q8jKaIqO2lLO7U2Np1l0vSkqOzw74jY3b2fHqrOUz2MhiLkV4mcDvgcwMzSvakQvaYooMyqo4uh4jfJ9yeZbxUoCOJemqdoV/CJaLglcff5LZaEhTZcwoV/DdwEdVGUMpJJkxpFYzNoJ+pcnMEChc3a1EMLQBAsH5bJ5HklWivGDjqXmCuRS7EeENfaINmHkiofRHeBc2kZ0OajNFJBnWG2HzAtFq4fe7ME4QcYx/eRuS1LX53uljtUXUYsR2H5IUwhA2diFNEEEISYrMFYzGzmZ0d0gw9gmzguymeWrrGlF4xLsR3ZeBX2Q8PDxEt6yzNW7xWXOPcJt12UUhBKU1CJ2+INfr5x00/8IP/yo/+5Zf/jh77KM+9206KLUw1wFle5BxPvDa68DvM+5T/XM9WL7+Pfa//rp9Djz6eGyVZco42+v+noAKBFffpwLSutpmhaiydNXvvkPEdj9gthzQMVtxncYZDng1A1hl9/k9u72ED+VeDUs1vBYCy+0//RMgBI9903cR+39xMQb4r//iN/m1n3q3e1ALIApc6hlQpSVaG5Me2qtmVwU01gzDQ3LKwMZXIVkBUx3X4ZUmtcMDkJZRHvDRzVVetHANi+DR8SovbV5ACLim28yoMVLAwAhqnru4pxTE1hVYaWtQQiIrqY+HRFqDERBUFdWe0ARSI8mcPloJaqpgUIaUhYKq4A7jsiVWMk01ogSkuVvETtpo71tsisk8kVU3QGspO7XpXE4XnYOClYLhERDWLYgXTuxgrZNSLIZ9at6Euba8pH6+agHuTptj3i5+RYdbC5GQ1K8rawgJCSsQLaydwmaBwGzc6ZKZi4+i1F/Ma4DRzveg0l9FCRgZgS8sI5MzsrAQD3h4e5UPbR1hbD16oxjqkiLIiR/dhLJElGWVmDOO8LDW6eGjEJQEz6P0LOlNLXTsEZqMhXvXQQgOhV2+sPUoQkAgfNrSXcgGOmekS3IsG7rG2Po8kq6wrVtYC2d358m1R/Z4g2IU4e1IOhtOuxN0C4QFOcqQUkBWIIzFprmzgzO68hd39xirjdOe1mpORpTnaGnBC5CeR/f1J4g2UozQ5Is1yk5I7xZDvC7ZftkMvVdlzL1LMLi9zc7tsPy+kuxQk+3bPVqXYXiiSRkYPO2RWYE3EhQtn6CbY+IA4Wv0fB1vawRxhBCC4KYm6aUE5NBZ2xUFi4cyNs75iIYmuNytMosCYQWf96Yfg1jwR7/yPX+RSaniB7/3F3nX/edAgD4pyWd9kmMFC60xo3bMzrDGqeYmNa8kFpb2bM5gFKLjMQWWEsuJ1gZ/eO51bGUNdpIaCku4LZAFeLmE8ZDgwg4qLdHWEX4CoFajPLkMCLK5ksFt7iK1ONOlVUupxymr0S7zwZAlb8iylwLgyQiFYGgzjIGRtexax0vsmBiJZaNsUpM5O7pOKEoupTNEqmBr2OD8aB7fakbrdXa3m6x8tKRDSfjYOhKFZwxilMF4AzsaVxlBsHmBGadQFshaDQYD7HDsZElJClpDEMBwhE0cqLbjBKtLlJBYCrewS1NEGLnXVEw77SbexpBGETPzUMLweAs7VHTXmzyY+Hy4d4qVYxv0Tcz50nKcDFv1sg3Wb8OIgMbK81vI/fyD5n/+6594J2umFch7264HzhW4PiDN2L9/9eIKmDoCWxwo0pvud72e+Zl+fzZAvffxrof6B2M/qywqwDxhgyvyxOwnpyfMMtYBEuG6/U0+i1F7f3HiLmAtDixX72epALPYe2wnRI11KXGU2zb50xaLCARa2r3vI9x26x1MX/+Xj97Pd933mo/3rf/cxP/3M++Zzg2VFJi0wLZqQLVOMpb40pD0cB1TZSFUCY0rmuGqcmDSCqJ1S7rsjq/QkvGVBsGq0zdvjRtcHrRZqg8oUDw6XuZUvIEQiovFLCeDLayAoXGNS4xw3swKgcGgkCgkGlMVBrrnG8JSWEuAxkdXx1tURkVQGoWxArSbs8KCKl1BnSyMA855dWHcL2di3zlYnSGi7hYOxpMQByAEaadiHBEMVqu5WEDt8BAhISs92mHCcjxxwrDcFV8iEkWVnLEc8XbxnXcCAqgLSXwdYK6LiP2ullLIao24f15bbPIb0PjKT31S/BkIm/7a9JIXSsuTqWUoPFLrs6tjorBAeYbuo7PYQqF6AikDTC1ArA2cH7Pds/GeMrW+B3Hkbp5BRNa2jI5rkmXFPWWPLzj6MWaDMaGIWVWGQEoSU1BY17Vs24QMrc8j6RJ9WyMpPR7YPMywCLm0OY8uPHwLrQsQ9HIaZ8cIY5Cjwi2WcmdJZ7VGaI1NM8ccVxZwIvCRnRmMkujlWcRgRNkMCLZT9KEWWTuiiMaMj1jwG2zfaxC5YW5UUBxVZIuaE81thlGDrTdkHI162IuLXH21QqoSb1swOGQRpcR6irBnscKnf8SntmnI2wEq1ZStmKCboxsRUgrssSb5Ro7wS6jFiLJgZkWzfqZwEpIsg+0us3KdQXyU/GjHjXsKH/jYBV559/HnfxL9KYx3feBMlbGG1kVL994et96xQydK6XhDbCTZsXUW04RWQ+MLSb1hWU98rkrLyAYIKbh5ZoMnP7qKHHmIQiGwRLsWmRuCBLfI6g+drr/dRLTaSN9j+6hh954QXZMsd3ZoNFNqYc5K2KPjj7mjtsaCN8LD0hIhHlRdLgVDI7lYSgbGZ0sHFEayodsA9HSMkpZR6VPisTFqMbARm1sNzl9bpHbZsvCgQRdj4qd2KGfrTkNvJfQHmCyrak+AcbKHxaSELMcUpbPHsxYzTgAQgY9NU2etaAUkiWvck+WYwJEhZpBN9xOeB8Mx+D4MRihtUNe2odXEG5XMPqJIrsWIcUT/tQXNPOSDg5volTGDIuZNncc5VTl7KQp08RTKP/W8zZ3nFTSPRwkLR2e5embjE+9sDELJ/XVETwfOE6j6bMAZDrDEU+C8H1Dve+8J22yNmbJhzw6uOcBui6cB732d//Z9p2lLHnAuBNaB3knxoPPXxYFZxFRWYSuZhgPXe/KPSZvhqS553+/mOlcNu89WzoFgDtiHgcWG7v331BgW5UGJfdp3fNXKkb/QgeLmdWu2xu7WXmWvNBbTHcBMY8rGCiC8OCQ7VMcECqxF5dC8pBkccdX3Ugviq5bxsssAiEJRXIvxl11a+XxvlkaQE/sFm3mTWW/EnD9ix9RZMgPaMiUDYuHSdGUFlg3OHUYKJ9EwGHwEZbVuV8ISiZJQlFS8K6VRDLKQvFBYBCiNN3IWSiqxruguK906tEJFzkVDT1lF98Ur2ZKnqqI/0LPN6UKwaHsYKdCRpWw6Db9fL4hmM7SRBKrg1rbrkAiCO6MrNL20Ypgtx7xdIlFMbRVbQhJdt+ZuiGgq63AfFKxQCKsPnNfWWqx321/Ma6DUfQoa+AyqLYJ5P6ObxTzQv4nMV1zJ5sith2lpZv5IEuxq/EGJFB42CqA3wBhTXYKdrZrwfFAeptXAzrewCrKWIjo05Oh8n6OLOyx4Oce9jGXl5mNmXJOSobWMrceFssHQ1hjqkN++egdJGZCmAUXiUbso8S5KvKGlsVYgtEUOU4Q2MBxhrEBkmSMwjMGU5VRmJFotCBT5fIytR84FphXgxQHjoxFjUzL6woT4wxDPCa4dE9Tv2+bO2T4PnT/KoVdc5rhfcmVzhiOrm8zqXYpUYgOJaqxR7AZcKtroWkmwK8jqknALBJL+cUO0LRkvQDgQ5Ec8wl3j/r6S5MdqBDslXgwqjxGxT9TQdM8PQZRgLSZLmV8es30pRBwr9kSu2rAy1/yLeQ0MemNCT5JXSSsdSAY0CMoN7pBrtKKEGS8h8Eq0yin6LRrtEoOlHRuuJYozxQLbZYMgMHRmh/TW5pCpy5RFG2OiboktNbY3Bl0i4gjpB2RLMdlKDd2MmZ3r01wc02kPqXsZLS/lRfXLNLwcZRU3K4snXFt4gWBbpwyMoW89Hs+X0FZwNeugkTwxWkJieHDjMJHS9IsIPVIU2xE+hoV3ZRwZjbG9Ht6OQPkC0U/wBylma5tSCEQUMamVcllvBcqHLHPuMGHoFpkTyZ3nOaeYvADfg7JqUuQ0nIBjqa12za9sliN8z7mITBqtWIMZjVwm0vOIrnj422Pa2rL1sll0z2MjbDFMQj7Qu4Ujx6/xhtZT2KrnQGkNnqkhn8d5/byB5n/3HT/Fb/7Ht+1tEDztSypPoss9lDwtGHFot9r4CYCz2QOUzxrPJsGYaIrtdfZzzwaeJ7qF/duvf18hpnh8Aoyf8X8mEgs79WtGOBBs97HMFnEQ/Hp7X39SxCeorOr2FQU+DTD7BwGzxe4VCk7XIBY80Ow7VhYsGhFa3vz7vwjAh776bzMX/fk00v/X3/bTvOOXP+AeRAFE0XRKSAN2q4+caaCrRZhEEF8aki2ElPUAYcEroHWuZHDcdcGTVSHJeMWCtNjUo9z28eZyCu3x1PYCdy65SpNzyQItLyMQmmtFm2aYUWLJDNQUFNbgY5DC2c15Vk0/n48iwzgwWc13T2gKFDNqxBUzS8dPGOVRVc8n9vy/sdOW1wL2QEdZuvm+b3E6YS5E4Px0bS3AtmIskM75rnmPsIwOgVEOxLeO9xDV4u2lc5dQwmKt4Hi4zqw/cvMVwQlvxwH96kt1hCTam6oIoCnCpyeIhPOm3u9fXpqSkS1g5wuwFmaWn0Sp2qc0Pz5d48r6N1Mr34YQkJQBoTKktiCxlkgVLNZ6/Obpl3HNj+mPI4rCZ7CqWH2qh7edI/ICoRRaSedfPFk/eZ5rahP4SKnozcHg5hjrwcrCLq84cYaOSjjm77KshOtaCWRGU1jDplZkeCQ64Le7L8IisZliuN0g24wg8RCFpXktxR+U+E9tuQVd6UAleeHAZe4KS6eNSGY7oA3p4SZK+mRLHrbZpKwJ0hlFvpRjmzmnhrvMz40591nzfPnJ+zmzu4hnSkRDcOfyJQ4FuzyWrPKK+bN4GJ5Ilrlr/jLbRYNHvRXml0Y0txZ5XKzQOD5AX26TzQeURxNsPyIDgl3B6CiEOwKLIlCG4eGIYGARDZCFQXfaSGtIL/YRUYi0FuWVxE3J1sUUhEFudgmFwDQcIPnmr/3PGN/yu7/7fQT+C+42+4LE3//Kn+DhD1/CCiiON8mWYnZvkXizKTaUjKOQk7s7rC7v0JI5kbTUminr3ZhWZ8jYGjpBTljkPDZYYW3coogkUlnCHUvY1QQ9g11bh+2+a9oT1xBxiA199Eyd8bGIYs7gzRSsznZZDnsshH1KfGqy5LPjixWEUUgkZdXVUgCP5otsFnV+a+dFWAQ+hkBp1vtNSqOQGyG71scOPVQXZh4aUNR99JUujXXpAHB/hC1LTJYh6zXkTAdjNEjnxkHdFbbi+Q781moOFPf6TsuvDTZNUI26k26kKSpyzUhslrl9khRrtft9nLjrrLXYonLPwSBQmFFeAXWQSQqjsfOcXl2gfjXHxCH6fAyDmMErNIM85Lf6d2B5jI4saKqcaOtlWOuzfOj88wKcn7cz5//85O8f3PA08MsBwLy3n53ufz1whgmYu45ifiYbucl7XQ9+r2edn02ucZ3cw71/JfOQe50An4nsFuCK9ipG2mqL9R2ImmyfSDOcVtm9334vZmT1nIcDUteB5/2uF0YyPbJTwDwF3fscMqZ/0+69l9g3vj7VqlPsHS/fIryDY/SjH343/+LVX8Cfx/ijX71/70Gauw5hreZ0DgjA7gyc/VQjdilUa4nWE4pGSTkTgwU/hda5guERHyud/KG+BuNVN9dsP0B7BtHQ9E3Mk1uLHJ/tklmfC8ksp+qb7Jg6fRPSVhl9C5FxVnI5htDuzbGpRANXDW6FJbKQTfTAuHlaWI84KLBDXEqjdJr66WLLWFRaOvBcpeomIGR6vkzS8eCkGVJQtmL3drEkbztpxngVyjoIDe0Tu0jfCS1eNX+O2CswVrDgDzgSdN2fBk7524TCgXQLzApJsG8xHiCJKqeFSdhqBSvZW/Baa0mtJbfldF4LAcnwP9No/71PeY58OoZXvGPqAqpUwVYhWdcKIQU9E6GF5PDKJuc/eophv0EwlMhCMD7SptG9hhiNXfOOirlCKoSn3LGIQ2yzho48pAyIZhK8O0f04pCb1Qaval2sSjpCfOGhrWFgHTNsbcgfDO/AIjGZ4MmdBXZ2WsgtH28EncdLVGaIr+aosXPssEnmWllXRaoCHPNljCNYAp98NsBXNcpjNZJmjeHNhmRGEC+NUKngtZ3znBazzNe3+NJjH3VYQpU05zOO+Nv0dYiHxUjJ5wcPM6dGnCvn+fL4QxgrCVXJKxpneCQ5BAuCN6w+zu9cvRN7GJqm5GrWQPsCTUB6IsFuRaRCEPowPiLwdwEjEFqRLcaIDOprGbLpWLbGyZBkWzFc33WFi0WB6fdptAeMkkXMcWdHIwvB29/1GF/02Xe9IPPqhY6HH7wEgLAQryVs3xcy/+JN2p2MpdoQKS35HES7itX5klh6KCFYmik4NwjQcULX1JgJEhKtuLY+S7EToo0i7Oa0zoxhmEB3iFACpGvUpOfb2LkWSsP45pxy3hJZwcvbZyrddMqS10cKSG3MkjT4SHI0ibU8VUQkRvJIusxOUac3iNnN6nQHNYyR2MLdvIMtiTeUBENL86wmvJDTHoyx3QF2OIJKkibmOghjMfUIpQ3UAkStRlYTWK0J13rIWh1blJR1H7+fY46vYgKFd2Ube2QRU2rkZg91eAl2B66xyvIC9IfYOEbEIaJ03VtJU0S9jhkM93jOypXGWclo7HDorhNRANs9ahZqF8GEIbt3t7A9wdp2hz/IbuWBiyf5jtt/n5f7lUREFJTZu/Gjz3jO59DzBprnD8+wcWH74EYLQgmMNp/ECsE+DTg7htXuAefrn59Spnsg74D04uPKL57h8QHnDQ5Y1An2/e0J47z/R06A/mSb288qMZVeTAv6Jq4ZngMH08K9inlGVA1Qqh8t937fzyofAMz26YDZ6aU5WBho7QGLOfdVLQKLiOzeB9m3/1fcdOezHrU/69GcrdPfdrIMO5lTu31Eq4aZ9GeyILLc3bhbFSNvwe8XiMyg5x2b6aeC1rmcwREfq0ClgtplGB92c1F3Q6TKILBs9JuEXsFMPeWJ0TIdf0zbT3k4O8x90VmkgB0DMxisMPhiYjc3kWhIjDRI4+ZaCBRAnZyBDafa5KKyVBHSrRFlCQLXGlYYUMPcscz6ei+KCnwqz83nRh08hfUkthVhhGPwrIC8BdmcOwcaSwOCeo5FcKq5TitInKxFFpyKrlUZEMEpb4dI6un6dU6qiY05AAGKQO5d3qx1DiGVitmNAxJjDEPy6vzlwP5B9KU3Yop8WkZKmxB3vVZIWp5hIDR/fO1WaBVslk36ZYRY0nhblvoFQZBYZGGwnTamO3Js06SZiZLIKHI6Zt8nn4nIFyJ0KBiEAXfWLvPyxXM0ohRszKJyi7qxcYxwDY/3Z21yPGRZ8r7uSdaGHfrbDbyepPkkSCNQ45Kwm6O2+s59oij2fiYLOiEgCFBhiJWC8tQhhnfFJDM+2akU42e87tRTjEYRp5rXOJ0scPPMVV4an+N10RkKJJ6vsCLnlnAbbT22ZUxTjcmtR1t4lCLj5eoagRB0jeG4P2JkJC+pXeD26Cpn8wU+Z+kxLo9mSL0Q1S25yAz33HyBh9dXKOcz6PmUN2Xo9RhrBRhIlwRqLAh3DHknwHiC6CWK7lmPwHSdm4G1hG2FCATDSxlipjpHlQRteMW9x1+gWfXCRxAoiszNAx15yNxnY7fDPeHjzM/1aKqUlkqpz43QRYAnPLzq/nikaXg0qXNWtzmTLCI9idkJsGsBcd9gPY9y0MO/uD3FFyLyIY5R45Kte2F4IoK+4TPufYRWPWW9aPHy8ByeMDSEYUUVzEqLEorcaq5oN/+7ZZvLRYf3bZzgYjJHniiyQYgYSrxM4XclKoNoUxOO3PW4fqGPuLiNTRKHU4IA5uegLNGLbWRRotsRQks27qsR9Ep0bAl7PuNTM6gkJ9pIsHGNcl6Tzlgam4LesRomErQuavqnOoQ7OaFSZMc8wu0xtJpYYZCtVgWmwS4twHYXWYudbloqJ9OYsHS6xErpCJi8xJoEWRQQhIjVkGizoP2YT3mpRh5HnH9RyWZRmwoLCgvSf8nzMoeec9D87l//AP/sK3/sWZ83pZkCOLH/rvWMYadAbr+G+QBwvv49noFRntrQmX2NUuSUimX6RybVK/u6Bh4A0pP31RpbieMnIMlpqN3zdsJKV5pkC07PDAfBswBdSTTMpHV2Bbin4Fkc/H2qaZ782QoUWypGcLKeEAc9mCea5oll3WSba3ayN45CgFBgvb02y3vjpBGB5c1/+HP4UvL4m7/vz41e7vf+xzv5sb/x39wDz12QxL75afpjtxCK4z3W2Vjs7hAaMVQd+7xMI9aHlPN1wOKVOOB8LMAq8IdQuyQYHwWswHYD7GwBHlzZmcFTO4ReyQO7x3nV7Fk8oXk8W+GWYJ2RsNSsxReWwmrHXIiSiACJxGIJUE73LAEjiGSBMNBSCR4lnihRlT+oCTSykI5hziyicNZyVI0ebHUuuC8LCOkKvqRANOuAoJyrYzxJGQiKlsJISzrr5EJRlFBvpwhhmQ+HHGvsIHGuHnfGl6vT0HJc7RBWrLgQsCDUFPRaIBI+3r5mSQ4wW9y/whUAWsvQlGibT+fs5AqSl7BhBZevfRZCRNxz9KkbP4H+lMaF3Z8m7/8AShrGZciM54pFx7bEIlic2+JdV27jdL5Az8SM0oAy8tARROdS/MQi8gIpFUY4BskRCwI8D9uqY2oBNvRJZqB3u1uQKc9wIt5iQY6RJFgiPKHwrGLHJuQYZmXOe8erbOg2u+M6aT/CuxSgUoEsSuprGjUq8XadftlWoN3ukwyJwIcoojg8i51vYn2PrZdKjr7uMoGwvGH5YTbSJjc3Num2GiwFPV4k1rg7uILFY16BJqchvOoq6TMiZ9mzWCvpGc2KgtR6aCAUlhoSKS0tqWkawVgNiUTJZTXLyxrn+ePBLYgZy9cfeg+/P7ibk/NbrO02ufn4Do9sLSMWUqwMSBYtYtcHA2VdMKyBXBIMLzSpRzlep4HwFPNHC7YfL7G7Totuez3kUwI6MQQhX/fZP0IwF/LW3/9HL9xEe57jv/+zX+F//b+/66SLCx2KpSaDkzXSeUc6XWk0WR3tcM/sJWa8lEhq4tARDIPUJ45ySms4HI14T/cID24fY3OjzSgLafShfi1HbaYEI+3aoheuc6aVEuoRuhUT9SV2dox/YsTlos1XxU+xGuwSy4JZlTEjMjrKx0OR2oLSWnZ1k4tlg62yzqPDVUQp6G/UsImHGijX3rpribYKwu2SYCfDSw2iMNiNLcfsCpAzM6DALDQxwlDO15BaMDzsQ7tA356Qb/iM5iQYzUJzl/zDbYanWpDDSjFms9FGnEhYXOhyurtKejRDJYqiXWec5/iph4195O4YO9fC202QnSbpiXmitQG0GohR4harw5G7HmhXeE61uMYaTGkQxhWVC+UhdwbUipKoC2mnyfY9IeXY8vOXXklx2OOIvwvK8NTFl9KSHe479oHndC4956D533zzf/7EO03yq/sA3MffeR97fD1wtpWP875dn/4Wz8AwX++qAXvgesJgX++mceDzT9J9DlS4Tnx26nwx3VW4m4TdL8mQVP3mq+8iq25rsHeEKsmFhQPFfgdY5WnR4MF9jLAHGpsY9rHJVK8Xxm3b/6WEhcDu6T4nX99alz5Xe/Ka0lr+cO00bzj0/FWxvpDx7//Oz+09KDXoBBsGTFu3W+tWN8OR86WUrvBPCIEdjCEMIApxxYAGeW1AOVd3nakyS/tMxuBY6DpLDcBehuSQgELBNjBfoKVifbfJ8kyf0koeGyxzZ/MqXdOga4a0VMLIWlpWkwpDIJSDjvuqa5UQTq5hXGHfpA12JAtCWdKOUoKxq4o2nkEYEKVrHSwL4863qnEFZbnXeEgIhFKuwCMMnCdv7FPO1cDAeFlhFBQNKDsgpaYzNyIMCgJZclfnKr40gOHFtQtMvFxWVI9YVYAZB5iZfm6Ihe90eVWYCjBPJq/Boo0mRSOuv9gYuGZdY4CpVpuUUfox6tGfj3T2xu6PMue58S1khjYRjw8CwnrJrokY65B6J6fclmw/2SY1MWogkBpM5CGubKN6ibObMwYrFdL3wPexSmIlFPN1ypqkjCQNMubv2qLvxYzKkKV4hCcEqjo2Go2H5GIZcblosl00uJa02eo2yXoRoYHGFUBL1ChBDZxmE60xZYktCnd+AqJRx8YBdrFDcjRgdGtIGQtad+zyOUuP4fmGe2rriNY1OiqjtGv4whALS0u6RVdNgEdAIHwymyORRCJyiUcsi0pU801Ql87qsaYkvlWMRc6ygqFVCC/lVn+Np8qI1zWfoGEV6/jcay9wRi3wFcsP8Lbu3Ryf2WHLq/Gik+u887Fb0HWN0Aq7kJPHAm/dJ2yBl/joGUu44LP53gLJrnMmiUMwBYG/S9EXcKgFQLaTsbMzZHa28fxPshcgfvnf/t60IFttD+jfPc/ojhyWLQtzQ2KvoKgrhiJkNdHMNgs8IVECGlHJRqrww4ytMkIqw6gXsnFhlnAXvBHIvqZ+Ztv5eWeZs5Wt1xBAGXoUCzWKuqTwBYebfe6YWaPh5TRlRk3mtGVJTShifKSQDA2c1xZNwaOjFU4PF3hw8whlofC6HmIoidYtSgvitQI1zImuDmE0RoxzKErIcsT8LFZa0ptmAUOxECMUDA6F5LOWoq25u7HO9qqHPS64KRojx4ZBEFA7vsMJ1eX9H7ydm192joXdGo2BYfmOdeae7HOhbHM5bzN/zrITx/jrgtYFGN4xS/tsiZmJGM9L6jtQzsaonoB6hNjoOru6PHedMvN8ar/rigirrGVZTi3tbJmiRjVUrUnQtZRrAWuDJX7qqTfw9Z/5Tl7cuALAwHSxNkeI4Jknwg2I5xw0n7jrKA//8eOf1L5WT9hgPgFj+UkA54kM4nrgvF+qMd3/OjZ6Uk13/YufsYAQxyDv3/XALtV7SVHpl8F4E53fpNufk2hYKVxjk0nHQCX29vGduGPCLB+QYQgHmKfQQDIFxIZ9bbHZB5j3Mc4oO2WrpyEteGaiO6m+h9PIWm/iOCD2DZ3lnrnVZz9kf8Zi5cQiFx65vLdBCEhzrJKuAcH+hdI4danRKNrLRiSp84Vt1HCuGQZ/c0gxWwMlUZmhfSald1MEEsJdl3FIFkBqD7MNLBSMspDdJKZdS7mWtViNesz4CdfKFjWZ0cOjZksMrpgqlI5ZnnQLlELiW4kRGmWd2wYIl8GWmppXEnolpVbT7IUscR7UhUYUpaug1trdLKxrZI1UztNTCrdo8BXZjAMX2aykaDqJ1Pi4AQvt9phOe4w2gvtmLtL0UgqreFntbAWYDQtqTFO6ojIPJ8nYzxJHwp8+Nna/XKRqm20tOYbclqjq+jDR3Pa0ood+2hrbWgj9Ezdu4vwpj5JDQBdwnRQ9CUdaIx5cn+WsmmVX1djMG+TWQ7eh9qAm2IVgZJEFyCDE6iF2t8dEwmYBWY+xUQhxhLXaZVJ8GISKxdTyxSsfpR7kJKbGclBgsWg0GktmBdd0g23d4KnBPKd3F1EW6mclwgq8QUG4W6KSEtEfOxarcBaIAqDVQvgKu9jBRh6DUw3kcol/14i4VvKSo2d5UWOTuWDMqlfgUxBUBdzGgkRWDjOSoGqKU1pNbgWBNKyXhlkpGWMZW8us8LmkC+ascgItkdGRMcIKtLW0pGJG+PRJudlPKW1IKMeQ16jVLvPG5hO8L1vlnsZFtoIGr1w9zdv7d3Pz8gZPXl3k3tuf4mO9Q9jtiKJtEFYR3zZgY1Sn9YikExtEs4ZQktkVn50nS7L1HqKRTYt30Zpm889PI59GO6a/46w78RSqlNhBwPzSFre3rzIbjWh7Y0JVIsKEYVZnOdIIBFIIWmHG41mD96aHuDZqc3Y4h/WhvaVRQ/AzQdmuI9YvVNlnB/6YbeNnhn7b0Ls9RCVwU2ODI3GXhkipyYJIWNpCUZOu1mRsc6SFK/kSl4sma8kM57YW0Rfq6HGA37dEO4b2owO8kUZtDR1hMR47wDkptosiRrfNQiAZ31QjiCzprMQ0DKPFlJcsXCIpfW5tXWF2bsSK1+V8Mk80W6KU4Xa5xRN6gc/54t9kVqW8rXkT3zr7Id6bHObue9aIbMpPPPnZ3HHHOucvLfGYOkLji9YY/fZheqckspNjdgK8QqO9GH0opvVED9uqQ5ZDuwmb287CDiAMna+7zveAsxKQaKRSCKkJNoZ08pDVoeZqo8HOnTW2i8YUh+TW4zr274bHcwaarbV82ew3MupVE3UCYq8LqQRG2+tezDMzxM+007MB50mqXIhndtR4NgeNCXg2dirZsJa9i83+fSt8UH276ceeKjyuk0BPiwaFqGQX1ZgIpkV+Bru3jzeRUVQAlQoo24pVngDjfQzz1KcZJ8mYMMzWWsdkH+gMaMG3e59z8sEDuw8sT8Igq+0HZTQWaw3Kt7zqt/4Nbz7+Yv75S//sakHLsuTL5r6JdJQ5+YHnVesrO00z2SRBxiFmuuYQbuVfDiGO94rjtIb+EJr1qmmIxd8aodsx1leI0tJ5KqF3KgZhibouG5HNWuRYYXcNzBV0RzVaUYqVkqdGi7ykc5FN3WLJ9GmplG3jMadKhlbjGVElYtwNfeLjrIQgxumafUokQVUs586jUkvn1SxwgNmCyEsoNDbLqy6Ae90BxUTL73tQiyhrPib2MJ5guCwRWJLDGjxL6OcsruwihOXezhXmwyEGwUvCc1UTTUtbZrRljgV8BHP7OlIqJJH0mRQHHwTMbr5qq0msni7I3fOWXMM160D5/jWvxTLSigt6gUfPvoFT7a/nZYvf+ZzMqT8NUeqC3zj9mSwF64zziKXQmc0VGAyW1bkug9zngSdPciFqM0hi0iQgjj38K4ba5RSVlMhcu/bWvo9NUse4+b6znlqapax75DMB3tiy9XKNkBBGJZn1uMnbpi4TChPQlAEW2LZDNGC04r39m0FIkisNijSghqV5udLWbw4QuyMYjR1zVdlaiWadcrmDmWswOFmjbCvEyYTOzIAXn7xEJxrzuvZpbg8S6jKnJj0EPgqFM150zgUGixKSxBq2dYG0dbZsynYxQ2oly0GXdw5u4zMaj/OubJWmTFhQA54oVnh97RxXS01DSJZVyY7OWVUNajYgFyV1KRlYwW1Bhi8UPVNyk7fL4fqA1c6AJ4sOt0RXaS2P+cab3s39yc2cGS+gOxI/Nhy9c5unthdgKEjnoZ/XaBy3CFtj54EhmB1XHDgYwbkr2GaM1PDFN383f/Uffilf962f/UJPv+csknHKVyz+DcpCQyPGdprkR2dJFhTWE2yKOjNFi9vyHW5pXaMtE2JR0ooSrPAZao9AphgsTTVigSH/8YnPokx9vEQxnLEsX0hds5zuCNFoYgZOFiOUwCpJvtogGnqIqI+6e8zHhof5vLlHaKiMltTMKVf94uE6pW4ZybqBgJT3bt3NY5ur9K+08LclzWsGb2iJro2RV3uI7QFmlEyz4gS+84P2fbLjbZJX+6iGwFtJCOspMwsJd7WvUBcZp4J1dmhzX+08vijQwmNRjVlUu2Q0WVUJ94oNfBFhRMrd4UOUSD6zvkYgAp4sND/z4l/lA+MjNE+mfM8dv8O/Wv9cDr/hErIHp4MZ1IMB/QWwDU3zwwHjpQhVBiAV0cUeplZDFDlibga7vesyVL5fyTYENskQUVTpn0HIktiEjIM5uFkghopff+KlFDcrFvwBqQh45NHP442r38DJma9/TubUcwaaf/lHf2MfYAaX7hd7ba+reBpgnuxd6YnFx7WPs3v/TYAzPDOzvB847wfHzybTmG5jj8KdPC/EdW2k3WvF/kLB/c9WINnplsV0G4IpqzxlbicSjX19jq3koHZ5X+Gf3tfIhCkLbafss/salX556qhRfS9v3/cTtmKXrxs/DNKzrhHK0xY9Gs+3B/b/3+c/8mcaNP/X7/0fZGN3AmMNNs+dabvdt5SwYMaZ+yUK9+alsa7TUuDvdcizFvpDZ8OlFFYIVC9BNx07C4LW6YT+TREoQdR1c6NoAT0PAo2cKbnca3NqfovMBlwYz3Kyvs2T2TIvic+T4ZEaTSAtOda1zRYahcKgkUgULg09wtKQGbs6prSCVHtkpfuxZo/VBRyTUpbOnug6X2Y8x0xPWPey4aMjxWhJYH0oWgbdNoDl6NEtAE7GGxwKuyAEp/w1YuEYk1hqOsqNeWyhue8881GEE8Bsq7m/73hN2OXMlgdkG6WxbFtBYfdW6JPfMiM4X85T4jmWW8CTvV/4Mw2a/3DtX7AYrmOxdIXkkJVc6taIOl0SBCPrI4Xl0OFtnjo9R/epJkHp4Q0EKnfXVtVPsL2Ba/tc3fRkLXYer76P2OqRHV2lqEvGSxB0JS9+zVN4quqcKaAuFZ6w5BQYLHV83pHOUUiFSDUPbR7Hxpr6Ey7j4XUTom6BGCTY4dCdXxZEvYYMQ/TKLPmhiN07amRHS7zlES9bucDJ1javbZ2jpVKOqgSEpSRgUwtS46HISDFEQpDbgLyMafhdPpYeprQF62mLy2aGYsdjrdYivxwytzTgA+vHSDKf1xw5w7+++Lm86ehD/Gx6H4e9He6qXeIj6SFeFl/kapngi4BAOkAe4zTSnpWEKO4KkqpRUcmcSHlt/QIdL+NcUSdKc161ehZySzPOeGD3OL7SFAsZZSxpv6LLxUeWmP+Ixg99579rDX6cU4xTZOK79LiBn/tXb/0zDZrf8mX/hjIv3YPBGNFpMzoZMjxu0XM59UaGRbDm1zhRhpwUY1q+V1V9COqqYFdD1xpyAbny+LLbH+Stf/gKilTgD6G/GjF3ehORFZgkAQSy0wIpKVsRRTugf1IwiGrcY9e5d/Eij+WrvLH+KIG0hAQ0ZEhuNV2TYC08PL6JM/kcm1szFOfqNM4qgoGhfmFEsJshr+5gkwSbFW5h6ilsu06+EJDeOkvZ9Kjdk3LHyUvQ0CzX+yz7Q+bDPncE10B4LKkSyzodYTFIUjKOexk+ioHtsywDNo2ljiZHMLYlDeExpsAHbvVcu+7Pql/ixdEAKfv87ZV383C6jDimWTv7Mm763CuUheKhzUOUhwWjExGqJ2idMxTtENEIEYGH6KeuL0cUIQWYonQNU8AtgrXGeCVeP8AGMSrVRDtO/hWNff7PxVfwhZ/zQY7WXJbsd67+d/72pxtoXrlp6ekbKyZKSGe79kzM8/XxSYPnCaitXiPkFA0eBM6CA4B56qZx4O2q14kDf2EfKLL7wHW1dfKeB96r+gz7Qa3L8x3YNmmPveei4YCyEVRsMwfcMmzVtMRUMoynAWbJtK32xJN5v+XcHhs95cWfQaLhWEbp7WOXp4Ng8P1KK3rd1//ER/TTO1ZvXtlb1Vdhclf0IcKg6vAumHTlsWnmpBnKm46NzQtsWSLCcM/JZTTGRuEUZHqDFF0LsLGPQNC8mDE4GiKUJNpx2YWyLjB9HxFaRN1ysdvh5PwO1/I288GQGd9wLp/naNBlxwjmRcIQg4fr9ierAjo3LQUKg4+lJnKEcOzysIgoCoXWrtGQmXSQNCAKvccw72OZ3Ru6LoeEAWUoKZo+eUOQdyQ6hHKpACU4Mr+NFJbloMex2g6eNKx6XWZVAlhioWkqd9OrIahXLejByTHU/u49MIXMTrttSSmn83QCrMcGBpOF4r4cUW4kV/QcpYVJt7DJ83/W53UzWKVI3NhNrmrH5hI2MsVTG3OM5yRbZYudoo5Xt+impPkRTbwFXmqdvVtlM2DG4+kiygxHiJk20lNQj2meG9I/0UG3BNGhMef7c3zL8XcxGyTk1icUxbTd+9gYdnTJIbXLT2+9Bh14xLuWUTcCDI0rTlsvru24jE2aOfLC9xCtOma2zfD2BtkpOPLyKyzN9rhn5hJ3RJsc9fusKEsgoKtD/nC4ysgo1rMGSeZhhWCzbOKVFjOWzGcJj3fm4FxEe3nIBy6cYDXssd1vYQtBOLB89GzA8nbC5VsD1j6wgr0145c+9nIOh302jzV538WbuPfYZbLRcZa8HpEquT3IuWrG1IQiEsJppPFci28LudC8yC+wUjO0hlCUfE7zUbT16JmAR9PDtP0xZgYW54eUnuT05iI6EmRtiTpUp7EANeMzfrAPwwG0zD4rwBdsyj0vsXx8/sBjoTX1S4ZkXtI8OWBmpk8nHDPjjRDKIvyC0sT4nmN/S2uoScgM/MHwJANT41I6Q/OuLuPfmcdLBNGOJr9pGe/+J10DHSmwwxHFvbdAHJC2BOMVQa0zZuD5xCbj3vpFetbnNiGQCPomRWPY0hEXywb9wucdT93O+uVZmk8KmpcKgp0ceXUbugN0liMCD5bmoRGTH6nBKUPrcMKr7v0YcTPl5vlrHPeHCHxaqkSJnLZMaIkQLXLX2h5JTSgGZMQ2ZGgTdnQNKXIe1R5DM8O8t8u1ss0Jv8vAaupCsmtTfASecF2Oj/kpYxvy4niLW6I+fzA+zD+7/a1cKWa4knfYShvc/qZ1HnnyGOtrHYK+IJ3pEG+X+LslUknsyiK2yBGDBFEOQVZeR6GHTUtkzyJqHjbN8XZGzNgxc8rjouowahsys98t6Xq96Y2L5wQ0n3noHP/yG/79sz5v9aQQ6ZO/Fe0B4Wfd45MDzvA0aca04A8OMtDT/axDrftZ6Kf9+X3vOWWn7fR2WxnLYRFuIeBXtnFyP+vswLKuvHAnjhoTkGvZ6/JnJq+17rmJpZ17XfWRxD498wQ0TJnkCStor5sFFa3uubT49ayz7wmsMK6gcR/odoBZE/mGL/+jf8uvvv47/sw5aTzyvif4ye/5+b3Fw3VJEpNVKSR/XxUmVJZsOdbz9uaIdqyzDQJk1SVPpBmUGhtHICVqnKONwbYihIHGWsFwxYdYEm3BOHTtqE3PR3iWLIC1XovjMzucSxZoeJfZMXWaZUpN5cSmRKiSzBqkEHjW3TyFAGklnrAEVuML55TgCU1mFGjQmUQUwkmSsG5NsO88sfulGTimGd/DKkXR9NE1RTovKOtgF1NEaFlsjmjWMmIv56b6FrEqWFQ951eKIZaahnQq6waSWMhqzSuoiXD6+7SwcV9WKKOktPtLAC25hUFlCzqZm1JYCiO5XM6RWzF1iLSAxGCAXhHxZHqIy4/9I7739v/nRk2nPzXxWPcjPHj1lzkW1ViN+sx5hpoMKNFEgeGmlS0+2l3ifVdOcM3vcGWng8okRUsRb5aEV4fI0sAoqaRHEmMruYuSiDTDBgE28skWYppXBfJIit9JOd7c5nI5z4ujxzjqDTBW4VV2WzklAxtyTTdZVV3+19lXkMiAxrpAJeBf7RGuj7CDkZOCYJFBAJ0m+XKT/t0darcNufWlF/ns1Uc5FXc54mUEwmKM5D39GTaKOm+/ditPnD6CTQV24OMnllRIGAuiQYHIJHJQEBoPY0suLC7SSj16QYs4CRH5GCEilpKMshGy+pQla3qUWyGyoXlytsV4rc75WoONtM2R+S6pVPyVlffxu6Mj3BGuMytTEB5bdsycClBWoISkYQM8JSitIBAZ9/gJudBsaQ+pQxa8Hq/vDIhUwZlskYvjOfywJF4ekdQkbZvRfXcT82DlEuN5mF7PnbOehFLwd7/qJ/jxX/6uF3gW3vh416/fz+//z/dUbaAF1GPsXAsdCmQuWe82oV7wquY5TkabHPa6+MISygQISKxFYSmtyzi8JL7Af7r8es6MFkivxqSzis5GiT8o8TYHeO0WuiqAFa0mwfaIrZeFFLM+4bCk2RkzF46peSU1ITiiDBqBEAplBacLn6EW3N8/xpOjZcoLMe3HJI0LGcHGGLXZd/eMooT5Fvmxefp31lEnco7ctsm9y+e4ZeYar6hv01AWH8HAwMhkpNZysZjDEx3GpsSnpK0MV7M2x8NN+sxgjaJHm2tJh0JJtsYNWnHKenI7tzeuslHGHPV3aasUaSVNpdFG0BKSlIJQKDwp8Ch4Y/0K27ZgxkvQKP7D3f+LX9l9KZy8SJp7bH1mSOcDAVmp8IeG4U0t/MTibQ0hKyEM3OJXgBklFVdn3D22t0uj1mfUXaK70kRYgRpJfveRu0hveRwlLIkO+bmn3sJfPfVPb/i8ek5A87e95B9MGeKPG/Y68PwJQJY1dt+uz7TvJwGcJwzy/lTyMwFqu+81z/Z48jMJMWGExbRpyaQK30LllSmwUjpmuaomt14FglXFHiv2AWqmbLLx3OOJVMPAtOjPYqcMNJU8Y1LwN01Y++yNxQRA7yPLAYSy0/fYGw6L51mQ+zuo7XHvUhh8zzDp4HZmuMnfe+B/8uMv+7qPezw/3eLvvPaf7D2YyowO5CDcU0VVre+pg/O0sr4Snrf3qizDFIWTZwiBKEvnuFGvYZVCpiXCJJSzdYSG2nrBeMmHmqK2ZhkeFZhcoXcDvJmMgQjYGddYqg+5kMxxqr7JtbLDMbnFromIxJCRsITWUoqSAN91XbOghSsQlIA2AiUMSliksNhSIXOBLEHmIK3z0RW+j1V7Fksoz3nF+h40a+iaTz4bkjUFeVtAo8TvFMig5FBnF6Esd9TXaPsps3LIstdDYajJkobUWKCFJKwAs6wAM1Rz3lp05Yjtiv1gSCWfmZx71tI3zhWjWssCltIKNk2LXRPtnRXVYRXWsJs3eDxfwVTdXK6kZ/nFC/+Nrz32LTdmQv0pifvXvp3ZRs6AiLFNWNwNGNQTCEpy68ZpppVwi9rg0YdWkKd95FgS7lSsWhxgN3uIJKvS0yCMBlEVxUrpZDxpStFqMV6AcR6x0h9y4vA282pAYi0Q0pASjSWhILeCxErWig7n8wU6JsNcaSBzQ+dMgcosZn0T8tJZyQU+dmGG7FiH3Rf7zL/mKm848iRfMf8UiyohBx5J2zy4fYj3PHEr2+9tUKwp/LWU9u42woBMXdak7UuEdl0vrTFQGAQWPEUcBK6rpacQQoExSDPECIsIAoyyxHFMXhOUMxFqU7Mbz1DrGM5uH2L9zBILL13nhz7yJXz+yUcojeSO6BoPFB3ui9bY1QWx9NA2pyMjDBZPCFo2xiiNMYYZWWCQrNTPsWMCzubzNLyUupdxS2edufmMB3dWWPvYIh0BuhniJ87Nwe9o8rUhMqyDgEd//2P8zI/8Ft/4PV/0Qk7DGx4/9FU/Nr0/iyjEnlxhcKROOq/I2mADy8gEvH94nMP1Healpi0grBoiRQLGRjOylm3tiK/F2pArGwXdi4v4fYvQAis03iBxWuY8h3oNmnWKdkCQCJLIkNUVwWbEbUfXaaqUjkzwhcsqJLakb3IK2+Aj2TF64zoPf+Ak9pLHwhNj/M0xbO5gKpu28q6jjG5qMbwTDt9xjXuOnueLZx/nRDBmXkpG1pJawXsGLd599TY2kjqXklnSYYiQGqMkYWEJ/Yy0WyeXgk5rzEpnF90ybA5aZEKRZx7WB6UtH2se4pC3y2csP0mhfe6OL7KlY9pqTIGlrkqULWnLkJr1sdIgrcAn5c2t01wzltfVn+J+eZzWvQm//PBLGZ8o4azH+kJIYxNUWaDbro+BaDeQOz3saOz0+KWzoKMpoJsyXm/ACviDkiCWoGG2gHcO7+Cel1xAKsvvbq9xa/utvGLxS27ovHpOQPOzAuZnYOeqV+z994nYySl2rU6Gp+1/EMQ8K3Cefp59bNnk/fYD4cmvgr3XT+ioCmwIJZhbneHUiw7Tmq8zu9QhqvucP73JpUtdrl3bpTdMKaZFf1Q6Z8cuG6/6v2qZDThwLSoHDcEUENsKVE8B88RJY8o2V/sEFabHTpno6feV9hns5cx1emY3ZlJapKf3vv++A+gJg1T6Gcn3i6PuMx6+PzOxf5El4UA/5ipsUTjDdqX20qEWbF5Ukg3FRCdvhyNELXb7g3MAqNXAV4hC420PKRaaSC2It0rSeSjrisYly/CIwFqFlj7MGjZGDRpBhhQx20XMrGfp6xipRoythxIlhXVd8byqM+AkoREIR8rMywFZVCcj5GXNE5TZMotHWjTu8bhwdof1B6+yVWiG/aEr/DKV64YUEIYQx5hGjWwuoKx7ZB2BjizBfIofF9zaWacWlhwJd5j3R8yoIct+n0BoarKkLfWUYQ4qGz9PKGLpKluNNZX3spuP2hpK68DWRMBhrCUxlmT/KV+dwlumzsCElFV+en/yYCtvcyGfIbM+13vHX0uu3KAJ9KcnQq9a8GDJULRnR3gonroS06trsthnp6xTWEUwqxnMCWoXNfGWIRhoVyRNRQZgodhbtFCUiHYDAh+8kPjqmN3bWqhOTjf2OLMzx2cde4xAagqbkRgfX0qkVfSMJTMe3bLOle0Z1vstmjuG2jWLurqNvLyDMIDvIRZm0fMNunc38O7K+Nz7PsqXrDzF3dEuu9by7tE8bz19F+d/ZwH5oGR5JLjvnlXatzapvX6G+mKL0xfWOb92je0rGwzPdLHrGXacV5aSGisVE2cm4XlI30N4ntPv54Wz1jMGVYvBS1DNBuWgxO9EFHWDSjxq64LRSsDWH6zQu8nwzrO3csehNf7P5l189cqHeCKfZ04NCY1myYORKQhRKCnwhecaEAkPhaWtNNu2YGQ8lrw+2irunLlK19T4yPCIIzFmC/qHI6yqM3ePxT7epHz4CuQGoslhElw4ffV5n3fPfey7j2uD2hxRUx7p8Rr2eEKtWVALciSWTdNk03q0sVNnIWstSggEml1T5x2DW0ltQFdE6KWMzpM+XqrxEotu1WBjy0kK8gKdJeRLC1hf4o2BoynFvOFCf4Yvbj+ELywBEieQgF0TkhrBI90lPrR1nOajBfGjGd7FDdgdOoY1DilvPUL/3jr2ZSPedPdHecPsWV4S98mNx7nRKr+x8WKy7qtQySytDcl9QnDu0cvEj11h81qPfl5gIleIlzZCvLxA+ZJRvcFjzTZ2VTGc81AakqYkHFmSRUu9Z7h4ao4n1pe578QlrmQdTsSbzKiYOW+EZy1H1Zh1nTAvQxCCulA0pEdiCzoCZNCj5CLv5yT3rlzgMX+ZUT3EPx+gPUs64yEaGjnboXl+6CwTg8Adxk7d1S10nc7ZZDmi2ycymiVbsNWbZyuoo28eI8UEG8JWfvGGz6obDpo3r+5w6LYVrjz+DCfhJySfJ8yt+PjgeR+Q3XPL+Di7P5tU4xn+nwLnj/O3au2Ir/z2z+VrvvML/sQShLWrXf7zf/sj/uiB01MQPPVlFiAqAD3ROh+QYlQM81TfPAHMFdtscNumBX+iAswTg0oqsHxAy0llLbd/HC1CuAJAITiwHcCrigaFsOxfY+zhSMNnLtz0SR2bT5e4dmGTlZOLXD29/vS5eV1xK7A3KMZgjXHNb/Y13EAbt7iUewWkNkkduPB9935JgrAhNvARxuJvDsmXGqhSEG1rUhxwrq9ZRssCa32MshTzlgu7HW5f2ORSMktYK7lGm0gUJLKkRUmBxgcKNAFeNb9niRrfwovaf4u7/oTH7cLjV/ip7/8FPvA7D4E12NDDhB7ZbEDeFOSzIBolNDRz4ZD5eMyMP2Ql7NGQKcten5rIqElNp2qm0rAKv2KLPaHwK09mY52jwSSHYqwloXTgvTpPM+t0y9pC1ScIY93NacfUp2teZW2lf5ZsFG16JiK3XnUrcyFx3QSzUrIYvvJPNC5/2uNSf5PTO/fyooX78UXJCW+Ewln3HV5NaRnN+67M8N78JGf0Ilnqo3NF0RKUPU24mSG7Y1fkWhSuy2LVyEkItwKz4xSaTXSsSJZiWucMg5Ml8+GYQ+0eHxkf5avaH8UTTiOZGk1KSWkjLpUzXB51uDZs03hSEa5bGg+to3aG6MEIW68hDi+RHG7Ruz0guneXr7n3fXzl7DmMhf96/k4+8r6X86ZTn8N/e9Nr4E9Ipq7tXOat7/kl3vGrp1m/2oReibdRwCBz3ytJEb7nqvurugWR5c5eMi/x6zEyKRDzNYKRJZn3aJ+GZN4jPqc5319mY32W+Vt2ePu127i1s8GJcIvD/jZbpU8kCjrKElnputOhKIG6NJRoQi1YUAkNqbnJ2+WyabKVNZj1Rxxt76KE5vCJER86cwT+sEV71Ju699g0QwQ+2pfcfd/x52B2vXBx9pFLtJc79K713IledSSVxhJdsuQqxrvTcGJhh5OtTdoqoSYKl61CuBpn4a4phTXURcGcP+Q3Tt9NL6vj73gMlxWLl1JkWiC6A0Szien1EWGIUiHRhV12XrGA9aAcBrzUP899CxfZNS1u9ruOSBHQ0yWl9fjA+CTeUBH9YpPw7BDv9AZ2NHJ1V50W+tgCyef63PWZT/DNJ+/nlqhNrfW9NJt/BYAl4JW3fXLj8/hjl/mvP/FbPPSbH0J0x/hSEfkKEfjUDrUR9QZpW6KUT63u7lFyo87Oaszbh01OHdrgYmuG2xvXUNJyd3SRj+g5bvW36ZqClnTuM4FUBFYRSDBGc9jf5VS5Tnt1zFgHnNELWM+nfxxUCkHfo75pKWoKzzYQkY/ISuQ4cdd3pVyzojyj4ack6yN6cpn8tgChQW+EXFxss9gc4WtNW918w+eWsNdXNX0KMegO+PK5b7pRb8cnJduY7iKu3/D0XeUz7LNfJ72PQRbT56uGJ0rwLT/4FXzFt3/eDQOCG1t9/ul/+G0++OQVTABGOWcBo8S04Gr6M2GbJxIObz9gtlN5B9Luc9uoQATGPVfJM9zHrxhnNdnmQLSQjl1G2OkQuv8NXrWdSgcLVXvt6ndPWDxPT8e449d4++f84xsyVi9kbF3Z5utOfpe70UzStbrcl5F4hjm3r4HIgag0n273fa/z1N68k9JJHCYM9aQRiqewUlDMxRhfoT1BOicpGx5lbEkXQNc03kxO0M6ZjYccbu4yGyQcjnZY8Xc57m8wr3JaUlMTrjFD2HgLqvlXbti8vnp+k3/9936ehy7tMjjVZHBUkC9YxGJGszPmtrl1lqMBt9evEAjNkurRUgktWTCrHByuoaqCRYEnFR6yygJRAWYHnksMKXqaebJW0LVV18xKWoSFofHZMXU08sBhKozgSj5HWnkzFlaRW0VmPHLrURjJ+rjFetacZlRmvQ6/9Nq33JCxeiHjQn+Tf/Pkd1JKRUOmfL33EY6Ggriu3bjakpExXNMhDyRHeesT93D2scPIkUe0BfWrBeFOgb+2i+31oNCOEdPanR+e5zTGvoeMIvLDM4xvatE/oSjrgqP3XuQlKxd5XedJ2irj3qDAR4KAM4Xkkvb5/e07eP/6zfQf6uA/Jpl9aABrW9idXWSjjj4yz/iWWbp3CW6+7zLfePMDvDTe4OcfeQkv6vxD3vTqe2/YeI3zC3zsyvfz64+VPHDmCOaDIfbDY7ztFDEYY8vSSfCMdkW+QeDO41oMYUC+1MJaSzEXUIagQ0negvGqoFMbsLPo8cU3fYzD9R1m1Ih2kHJ3cI3QWjqeorSWtgynWasCpyk1wpCakqE1XNYNBiZiu6wTYrlYdHhg+wQfevQ4nQd8Ok8k+Fe72MEQE5TYjQTpOZblyItP8FPv+ac3bLxeqHjs/tN856v2dTtcWUDMNrFRQD5fY7zgMVoRpCuGzuEeX3bzh/niziPMK82MFATCRyLIbMGmyRkbjyfzeXom4tfWX8KVhxdJzzSJNjWNdYN/dRe10Ufv9py8rtlEzLXJV2cwNcX6fQH+SsKh29b5mqUHeGXzPAvSp6E8ejrjqvZ5OFvkdx67hw89cDNLb+8SPlV181MKuTRPdtMss1+7zbe95kO87sjfI2p++Q0br7OXN/lH/+1/c/mtpwkvDhCFcd2SwxDbiBBhRDkTYwPF6FBMcgiSo5bDRzbx2gWvmD1Pr4h4XecpZuWIVW9AS0JHShSSUPgUaEpr2DElJZr/M7iDy6M2v33hTpQyDC7O4Hcl3sBS2wSVGqLtgmA7QfUTGI+xhcaUOaIJ5ppjnGUthvkO+Yl5hisBpmmpL6T078nptJ0TyecvRnz/3f/8ho3XDWWa3/sbDzzrc1IKzCejcz4QT9eLPtsuH7eV9mTXZ9rnekcN4ABalIIf+Jlv5TVf8tI/4Wf/xLE43+I/vOVrAPi+f/eb/N7HTk9Z5WlMWOWJFd2UYXbNUKy0e8WCU+kHB7ya99hn634ECO+gFntiLTcFw9NxAiU1eySpGxsHSFx5Y6wMSL3vw7rYLfZbDn76xtt//o+nc0II1+kOpdx8stq1gn9aHGTnp2FclzukOijxKJz7gBXCgY4kdW4cQYAoSgfUaxEiDPC7GflMiEIRbxsS6fSjQdeSSUnRDxGeYcs08ITBNgQtNWZeKbT10GSU1qM2+3PEtc+64eO1cnyBH/+1vwvA9/zTX+b/4yKyWSDikk6YICTM+QM8LPNyQCRL6tLQkhphBXUhnXc0Ak96zjH3uiLb0hpyHLiz1mIsZMDoOmXVWPts2QYCWxWvWqwVJMZjo+yQ2GCyDtzT72MYW8ETu8tsFzEKTbDvfNkudm/4mL0Q8Run30VZtXMfmojLcchN8ZDxMGCzLwkXc1Jg10SUVrKwPOSCGSM+0KS2VhIMDbKyFZVCYUyBFa4FLuCyLEWBrMeYeohUAUG/ROWK8vaEi/ksd+tLGOux6nXpWcOCiBkZjRQZ9+/eyulkmf7pNvK8ovPEGHFlEzsYOh/01QV698yQv7LgC+77KN+49BAfWb+JYfPn+MdfeOMZplpwjFec+AVeftyytfF1XPyiB/nfD9/D299zJ80PFURn+zBKscMxNknchKo6ZYpGnWBNo+cayE2DH3qUkURmCm9k0KqJfFXGHzx+B7curuO1cr5y+cM8mi4y7w1Zt3Czn6CxVRMii8IjUJAZiy8EHrCqRhQqZU6NuFx0kMLSjBLqcwnD2wRqWRAWM0RvC+HR88h92rrLj1664WP2QsQv/Zu3Htyw3UPWamSzPuPDHqMZyFpgI41ShovZLDsm4oQ3xjWxlhS2RCBQAnomYKes8d7+SYSAUaTQHcPsY8b5M2vhfPWtBakQSYqhDcKSzvo0rlnk3QnH422ioCAWNWpS0zcZm8bjfFHnf519KafPHGbpnSOC0w4wC8/DHl1m8NoG3/xtH+Dr7/xXhNFP3PDxuunwAr/4g38L/QOab/+t/8r737tD+11DonO7iPUdrLH4O01o1fCGBV7WwBtIrgyXmDnV5de37+HFq1d4X+8mXtS44qg0r4cBZqQhACd5ETAjPDat5iXRZWoiR514mLet34EMNHnbYZdBTdI6p0CV2MBzbcnrNYwPsjvG7Fa4orq+iO6ATjhkZaS4WjvM5SMx87XhFM7dv31jpaI3FDS//qtfxY9+0398xuemgHmfKuCTC7sPzD6bc8Xkv/2NTezT9z+Apy1TDbWtHk/unFU6/W/+8Jv58m///D/Jh/2/jn/5HV/KW9KCr/mRn+fs1u5UjmHFXpHgRLvs9Myi8k6unqt+n2iep0zyxIsZHEtcyTWmLJwAIQ1C7kkppsyy51Lg7vHTJRq+r917wdQDd3/eYjaoP0ej9fzGl/zNz+Zn3vLLT8teOFbYg0kRZKH3PbkPED9TGI2tWr5PLQ9L7TIfE6udLHeLujBwp80odY+bMf6gQNcBoYg2DMmiILBuEZUEgrwb4ZOyKRqEXsm6arEU9NgxMbc0f4jDM199Q8fo2eJH3vJVvCVN+Yrf+08Mgm06tYQ5b0RNZbTkmI43JsTSkgUeEE4As5D4wjVg2c+AW2sprCbHNdGwOFeMsaWyiqtAsVUMTEhq/SlYxlpS43OxmKe0CotA7pMYaSu4mrY5n8yRaI+k3BP571dyLQZzz8vYPdfxVbe8gR954pdIRUBbjVhRQwAaTUPU1OwWgo+sLfBUtMC5coErA3dXyzuCdFHh9zL8NEeMXXMFay2Sau7KKjMgBHY4htk2OhDkLZ9wF5LE4+VHz9OuFdVCBmZkiMYysiUfSw+RS4+zjy5RrPssnCtRF9adD7NSsDjH7ss7qM8Z8J33/hGfUb/GKPxZvuGVr3nOx00IwcLS/2RW73I4/HzefOdH+XdPvZIn3naS4EFNeKmH3Ow6ptDYqSWjqNdRWwYZhpjQQ9RDvHGBDXyGq4r2e3yGRwLOJcss3r7Fb5x5MWns87qZJ7mztkbuCUYmx0cSC2golx0JhMJimUHREznaaCQeNZnRlCkna5scvWWXh5eW+fDDNzH3PkktHWCExGo9vf4ce/GJ53zsno/4ph96M+/5lfdPH4vQjZPfL2icUYhDPhzNaS73WZ7tc3f9suOphEUKSWk1BYaRLStXKMOi32POH3L/EydJsohmT5AseMysDSHJYHeAUMppbedm8KRHWVpEYRiuKKJLdZZP9TnpD2nIlDHQ1R7nijr/48pr2Dy7wNw7wL+w47zOfR99bInwLwve+vfewFz9uc9sKaX4yS/9Vvpf0Ofvv/8HeeA3DzHz9gHq/Aam20WMx6hhQqMweOM6KvcYjGcpjmZ8ND/M8eUYicU2BJn1WPV7NIVl04yZUaGrmZGSjvHx/T67JmYU+UQyJz6+xfZmk8yLCLYUJrAkcwFGWLy4hd9NkYORy8YqNb1H1mYS9ChhfKVJYjqYlkImMEoCgqYrSn71/MINHacb5tI4HCS8sfVXP/GOn4oYxFYNFJ4NiFgOFiFOUuRT0O1uus/4aru3X3uhye/u/tTzBpgnEUc+v/EDf41f+vtfe8BFQ0xY5H0uG1baqXOGA8jsFfxhDvouCwvSIFQFAexkG86b0l0xmGqZpQPMB/XMAJrQK4mCAj/Q+7TS+w+JQZATexkZO/zN+3/8ORqt5yd2twZ81c1/dyqPAJ6WkZBSOiGB5yGqws1pCLl3AK8Pax14Lssp6MDYqvComrtFgU1SbFG6I5TmzqQfUOMSNSqQAuKuxksMMhOEWyAySdELyVOPa8Mmw9xnu7yDrzj5kecNME+iEUX83hv/Lj/zqm/meLzNStilITPm1JC60CyrFB9LJBS+kNN2xRNHjEkYYxjZ3LX6riQYY2txjs5uhAsjWTc1+jaiRLnFjLV0dY0z2RLniiUM7kSYrN8Hhc+Hukd4T/dmLqRz096AFVxGo8hKwXY35PS5Jd7zuM9X/9YvPq9jeKNjrdfnC//3v+VtT95GMEj5mvAj3ORbAtQkH0Wg4NTqNofru/R7EZtrHcoLdVQKXirAkwg/wBqDKbKpfn9a3AruBhcGyEGCSHOwht7NIFNBKj1mGHDE38EXziawQKNtQGYtbzt9B6M8oPOEITh9DYZjVx8w36b72gXCv9Tln7zi//DauM2p46d58cpzD5j3h1Idlg59gMML/5kfuv2P+Oa/9nuEXzWm/5JF9JElxOyMk2wUJTbNsP0BjJyUQw1S/K0Bfq9A5CWdx4b4I5yV5Fqd9Q8u8senb2esAz7cP8q1osXPde9g17hW9yXGZVusprCCUPh41fXIF5aGyJhXY+4Jr3BTuEEqPK5mLYyV5E1JMVdHLs5CHDhjRa05//4nectf/nfP6xje6Lj4xBX++ou/zxVaexLmZ5BzHWzgY30nb5MFiAshu9sNbgmvck9tndv8xF1v9nF7Bsu1MiSziu2yweFol9mlHnNpQrQF0Wbu6k8qssMkicMceUERCgh9TABxUXLkJWuUxmNO9YmFh7UB58uI396+h62n5jDvrRGf3YWr2yAl5sg8r35Lh9/+gX/NXP11z+sYtoIW/+Uzfoxf+sf3ob47J335UUSnDUWB2e0hLl8jPt+neTajdaYkfjwgu1Lj0qU5PtY7xId7RziTLTDQAR/IWqTWMDZldV2ZSIzghLfLnD/mG4++j5l6ih9pTGywvqF3m2Z0xJIu+IiqyN5WDjmiHqGONhC+YHRVkI08V1OR5vj9nNlHDfb9dfqXaxgNb9vY5aef/A83bHxuGNP8ljf+q2fs7ifks8s7/+9iqseo/sDTwcgBT+cDwHmyRrAHmcB97/FZX/1qvu+nv/VGfuA/cdxxZJmHf/TvcN8P/nvGZTltYjK1l5uc2bICz5Uqwm23e0dVWISyex0EAYSZYrj9rhcOLNtKwj3Rh7rfpbD4SldsNPvfzO2HsybzlQFhqt4tTrrxxOAypdF48rkzG38u4/u/4sddwxIp3YD5rvucMMZ1Y4LpHBJY3MqkAsB638QXk4M0gST7wzoNqFR7dafGYAvrnAGMcd2RtEbUY2xeQnfgbHky8Hcz8hmfoC8wnvMStzuWvKMoiMiV4aUzX8z33vllz/2AfZy4pXM7P/LiX+B/n30D83KTmizpyAJfCnwkHgIPxzBPsx6Ifeyya3KirSWzhsyp9SsGWTG2Aand88I2CIY64mrZxqAoK0AoLGgr2c4bXEhmyYxfZUv2PqsvDVaWjEcRO8MaWgtMVnk+Ynn/tRtflf18xrf8ys/T9UMoLL915cV83qHHWc57DLYjwmaG19Rk1pIhKa1iaWbAou1xJgmZecQj2M4JtzPIC4SUVZGrhkouAzjgnOdOe9yInKuKsXgDwZGXrWGlpeGnjEydVW9AiI9FcU4LHhkcIpCGzoc8wgvbyO4Ik6Yw22F0zwrylQnf8+Lf557ON3Fo4YXt1LjUej1Z7XFuGr+OH/5Lv8F/OfRq7v/jk8y+08e7oGCniy1dLYSwFhkGkGaIyDkDBIMEOnWCnRw19lCJJBtGcNJy5aFFLi/OsjVs8vLVC6TWZ9toagJ2dMqip6hVF3QhBK2q9XlTWpTN2bQxGoXEsBgNGK9GjGXE+GYBT67Q/m0wVzedFMBa3vfr97+gY/mpxvd+4b9y7HmVQba7fWw9Qi+G5LFPGSmKWFDWHGF0drzAE/kmy16fDgFaOFcebZ3kRWHpmhrbZYMHe0dBSbJYURwXNM9oGCWIUk+zK7LRwN2DA4rIUjQVo6ahd7HOmz7jQdrSzfGzpeapbJn1y7N0H+0we3qEXNvG6BK7Mst3/Oxf4o2v/LwXdCxPdT6f3/q6V/PPj30Df/jTdxO9I8BudmE4RpgNgqKDLNr4Qx9vEDAsGqxrSXLIJxSatbzDa1pnuKobpIyYB2pC4AuYEREtz1DS5xHqhKLgxOIm3bBOeLTgqavL+Ls+RR1Xx9MOEcZD5iHe1gjbHbjLDVSWkAWq12Wu0SV/qsHF+BjmdSVh4GSjv3TlSb7plhszLjeMaT5y68ozbj8AmD+BPPmTD7vv55ONffICS3Vht3vbgL/1/37DCw6YJyGE4EP/9Ds4ttiZdv9z2uU9Vvlp8oxpsR8gjZNmSKpivYptrkCxu/UbkAalDMqzB7qHg0VJje85D2bE/ucAjPPT9UpqfoHvOeb5oKrZ/aaeTVbzaRDLx56eihcIV6QXhc7tIvAOTHQhBFLKypJKXb86eXb22VQFVPsXenkxbQZkyxJGY0RZIg2I3hiRF8jS4vcKVG4IehDsWvy+INoGRooffvHXvOCAeRKe8vnLp97NQjDPjMwIBQRI/EqO4Qs1ZZeFFRhrya1jIK2xJEbTt5qsSumXRrCtI/o2JEcBFm1gLW9zPl/gWtlh/+RNtceTwwUeGhzmQjpHad1rqqcptKA3ijlzZZknLq+w2a9z/az+sxDLtdb0d1+5m74JNHOHEmZagnSkeOLaDI+Nl7hSdLiSdsgKha3B6KgkWfLJG7Iq0CkrQ56quGKyAhHuPLGjMaLUlEozPBxApDnfm+XO+Ap1WTDrDdFVM48dk5CXEWcGyyTvnyNaGxNcHWCGQ9cOemmW/HbLN736Xbx+9cdecMA8idALecPt9/PBS/fxffe+ky/48gcovgKSu5cQh1bcdUI7FlIPRm4RPE6QvQHSGOgNiS8N8IYl0bbGH8Pch0E8WSfph1zpzzAufP7T2mfwkeQwa2Xsjpm1jLVrOW6spSFCYqkwAhQWH01TptwUrfP6udO88eRD3HzHVXbzmOAikBUHM7ef5tO8s9h6mtuTSAq8q2PCrQIZa8xtBfLImLiTcEt7g5rIyYDcFtNEdmY1PS0wErT1iFTJblljuFYn7cVE25ZsKcYE0lnDjsbu76Ypdr6DDRW67mE9S9AseM3tT3GxWKUmBEObMjI1zg3nOT2ap3auxF/rYkZjmGvy4+/8nhccME/CV01+8DN+lX/0fe9Ef0MLe9MK+Mp1/dzp4V3tEa+lNC/lzDxhSNfq7F5p887Lt9LXEe/vHuNtw9vp6YieNmgsA5sRSoUvJcsqJxIlf2P5XXzuwmO8aOUKnu880YvVnGzBsvZ6RfeOGkJ6yNxilSOwhO8jPI/agqU1m1D2E7YuSga6TdGQaLNX9K24ccztDUMz7cXOJ+jYx0GMe6NOTmueLtvY99575iC22o9q34lUw73uB37pO/nSv/E5N+hD3bj43e/6a9x5aAEEmKrob1rsJwVGVO2sK+cMt8o1e9ZyopJq7GeRhUVUQFlVzetsxaBJafA9TeAblLreQcMihSZSJZFXEvjavf++AbcITDW2Cs18ILkwXHt+B+0GxvKpVXfDAw5M4AokCCkRyoMocvupg6eUEAKpJDIIXKr64JPP/EeN2ZNsYF1jiLKstJEWO0qmhUZilMEoQWWaYDtDDQuirqG2bfCH8ItvejNvPHX7DRuPGxX3HnkPdf8kgQCFY5qnDHOlm9Bocgo0htIYdjEMcUV/iZF0TciGqVGgsFYwKn02yjZPFcv0bR1dFQIYI7k87vCxwWEeH60yMPF07FWVVemNQ566usgjV1a5sDXLuFB7WBum5wzCIEeC5Y0GF7d2XpCxuxFxc7HAUn/MqZl1vuW2d3LS3yWs3EqEELTqcHJ5l6PhDmUq2N5qcmVjBtVVCCOQWqCbMXQ6VfbLpfinmTt3EXCLxigEDbKw1DY1xa0Zs9GIvqpjrBPhtKRHZkoyE/JHw5vpnulgNw31y2Ps2GkTiUP6t9R51Rc+zF+59SfoNF//go7hM8W3fcbP86sPfTHffugjfNUXvIfZNw/YfcUc5ugiYqbNpGbGpClmNMIUBabbQ/aGYC3+1pB4PaV9JiXqujGMn/QYX2rytgfu4Xwyj0bQLWMKK3ksr3HJWHZNXtWzO0lTLCShsCypgpP+DotqgBCWgQkYFiHGg7zlYedbiDB0DCeWznKbzcvbL/Qw/l/HiZeexHrKyXisRcaxuy5PpHS7En01oLCSO2eucmu8zp3RGh3h5r1E4AtFQ/jkFraLBlu6wdWsTc0v0bHBxjnxFqhehlQ+eNX1XwiIQmRhKGsCHUnSWUGjkTDUIa+Pr1BYzdj4DI0iNx48HFK/nMBuH2Kf//Lhf8FdJ0++wKN4MIQQfP7tf8iPf/MfI75NkN11BKLIWaT2h6itHvG1hPhaSfspjT0T0xvU+MhTJ/j9jTvRRvLB0XHWTMSaFhRWT3sWdJThM+Iux8NdlLQshz1iL+cNJx/lRS+6hP+iEWXdzWntC0zkQxDAQgPvSBNZj0h2fHrXJi2TDSQZzdM5yYNNtnfqlKnglprPsBjckPG4IaD55/7ZL/M///mvOeA1YdA+kX3Vp6Jt/kRvWGmb92yo7HX72Slwxli+979/G6/90pfd6A90w+LX/vrXc3yuzdQ9Q4JV1kkzKhs619ragj/RMps9S7np4TBIbwKWJ8pNx0L7FQj2PSfTcCEqxxGDLzWhpwm9g0WDUJGn1bgGaGIvp+Hn1IOSjJS//eC/5AY6Gz5v8R/+ya/w6z/1LkQcIVoNaDURtbBqZmLZv1ATgFAeInCNPZzX8r43s9Y1OfGri+wkJqzz09j4SrJhXDGmqxQunR8suAYpwyGiKJxP6CBFJgXxZkawleIPNf/xm97EK24++hyO0KcWh1beTSCP4Ik9sCasS6vmE32rMYysYQdDgetUuKEjNk2NofEprCQxHk9li5wtl9jSTayVGAPbWZ3HR8u8r3eSi+kcBV4FgN2w9tOA8zuzPHptmcu7syT6QHef6joisDl4uz7+5ZDamYD4ms9gmPMFP/azL8zAfYrx/T/5Vn7xI4+QnJ3h6kMrtFVCuRWR7zQRVqKtobCaorqmHm50uevwJZaWeohUULuq8UeWYLtyiJAKoZy/uJ0QGJMoNcLzMDVFsVSnaArM5RrL4YCGSFnydxFWkuFA2+miTbnrcfniHK2zJSSZA81Ckh+bofPV2/zQy76XOLrnBRq9Txzf88U/wU++54t489x5/trr38X8l20yfsUseqmNmJtx3T+Nk2+Z/gCbphitsZvbqO0BapDh9QtkbmidTqmtCbxNRT4IMAZ+6+Ld/O72i/il7ku5XLZQwlTCGENpnQNNiM+iiomlIAeKSrMXyYIjjV1mTu2Qvi5j86tm6X3R7Y61s5beWpevv+W7XtDx+7+N7//af8c7fu5dSLVndWgPNTHLdXQjRNcUZSTQISDgUjLLh0dHeSxbQVlLgIeqCgEtEAvNjEroyCFnxgts9up0kxoWwe4pSdkQlLKA/mhKdBCGlDWFaUZkTZBRiVnKeWnzLDvGtczObM5G0eL9F48jexKxvovNcv7TA/+SE4cXX+hhfNa4+8Q7+fEv+UMWvqNP8soj6HoA48QV+l7dIjy7Tf1STnTNED8WsLnRIc8V7zh/ig8OT7BetNgqAzILl3VObp2+IqzwyX3RGi+rnecrFz/Ebe11pA+BV1K0LFnTsHNbyOhIRDEbgVboHlOJBpUBhM0ygt41jl17gtv+1wXENY9GveBMXvCN7/0HN2Qcboim+d2/+oGDG/bTk3ZPc8uf2HLuU4xK/gw8Q6MNB3je/D1fymd/7Wuf38/1fxFv/7Zv4q4f/7eMdLlnM7dfy+wxBcgWuw+HVSyzMlPbaQBXKVxJM6r99g+PwOBJg5KTBid7KWzYA+ECCKVBij0Jh4CnrZlyUxBW1d6fLnH/Hz52YC4LAM9HNHysNgitsUXhCkEOLCKEA81Vu2yK0rFw1XNCCAiCKRsyec4VAFwnO6r2scaxdlYbRJpB4Lk5ME7cDa/0EEWBDTwCHfKtf/0NvPbeP12MxTNFa+UDpFdvRVAirHCscgWWSwwjq0ktlAjGxqdnAywSYS2bZZOurjM2gdPjYxmWAQMdcX48R4m/V7IgoNCWYR6wm8TsJPV9LpPugjt9bAUiEQR9H5sK558OyEkf7n0MtDEW+YkybH/K4v6zF6c1B/R9zpcLvGj+Goe8DGzIVldxLY9J25qeDdnSLQZlhFQW3bKk8xJvbKlLC4OKvdHuHJDKw9gCDHvd8nBjF26kXLuvRq01ZkvUUWiGukbHHxETMsKjXyjeeukuausWkRbOmcBamGsxelPMT33uq+jU7n1Bx++Tif/na/893/2zf5V/+IZ30bzvHfyL4HMZ1BZov1OCJ5CBD6MxNstcd9heHxmGjkXrDvDKOqI0mNgnn4N4XTMmYOv+BS4sKO69/Rxtm6KFZLOsk8iMobDEIqGtPOoiJLclPs7pqCUTlr0uC2rALdEmR+NtfkvfRXGhxuyFXWcNOGmypG9cKvv5jMfvPw1UJJmUMM4Qa0NER6GXfcRRsCcLyvkSv1UwXx/R9FIKFEMMoS2pVZLHnTJHI+gb54vdCVMu2w6etagtDzW2FM0Avxnhz7axZy84MmScgG1ji5yiFZPPaQ6JHidqPY56HiObsaWbnE3mEUOfxpMjxEaXf/yb/4Cbb1l9gUfwE8eLjn+Qt3A7/7b5ch77+ZPId1yEXt95speaoCxpJS2EaWMUJHmTwXLM0bld3rFzK3e31xjZLQ57PWYVJKakLn0Wpc+8n5BiGJcBkSpY9Hs0D48J1SJbURtzukb7okFoWzULE1XXQEPcNNRize66Ie1aNvIAffMs3nI+va4n9sbUVd0Qpvkf/I+/9exPTgug9ukCb1AThaeHPchyVJsmGGTqUFDF8k1LfMsP/+Xn6LPc+Hjo73wHVk0WIRZUpVuedP0Tjl0WFXgGg/D29MoO+BqUKgkqrbKcAl1bAeWSqGKUPTUBzHufQQiLL0pqXk7NK4j9Eik1ewSd3VOcV4cjkN6nHWAG+O4f/dqD88lOJ9LeCRvHUK9BFCJ87+C+FUAWgQ9h4NKE+/TNQkrkhH2etNQ+oHmGahUE1mKLCfOMK0JMMleZn2UOPKc5Yphy02qLr/krz6+TwKcS/uIjSETlCqAprSahYIimwDUm2dA1dq3zC+7rkI+lhzlTLLFrHGgeFBEf6R3ifbsneWRwiESHgGOmu+OIC9sdHrxyiDPbC2yPG9ddJiyiFMgtH+9chH82IlgPsYk8OPknNpDVvG4E/qcdYAb4J2/+XGykQULtZI9j8Q4hrrpdSMv8rObkUsqKnyA17PQbPLa9THe9idUCbwxWCcpmDdusOX2/tM7pZeIAM1kc+oFb7DVrlDVJ87JEepq2GLMUDmiqhL6VKCHYNmMupHMctkO8nkWNtWvDrRTpnYt891eMODnzphd6+D7p+Jd/+af5yUfu5e5owA/c9XZu/qyLXPucDvktK4hOC1oNZKvpxklrTKnRO7uIJIWiRI5yZKapne7TOl8SbVtM4qRiO9sNPrR9hPdu38Q7B7ewrWvTzABAaTUeilBIjiiPe/0R90VXORpso7FsFC3GeYDxcEVWcTRdxHeWZ1+oIfuU4tt++GuY1icUhbvWSunubbml3FCUZ0PYDJiRCcejbe6I17jZ30IKCIREAL5QtIRC4mEQfHB4nEJLdrMY6RuKWYvKLTIpidarYxXHCCkxUYj0A8qah59YAmH4wuMPM68MGTnJ/0/ef8dLdl1l3vh37b1PqHRv3di3k1qtaEmW5Wxj48SYjLENJgy8MzAYBg8ZZhh4GcbAEH4wDJg04CENeGAAY2ObZILBGHDAUbYkK6uDOt9c+YS99/vHPlW3utW2ZXW3uqXf0qdU6dTpe1ad2ufZz37Ws7ww9HCqP0N2qEZy/waf83Uv4MVfeOWunJwbN+75CD/w9H/kc1/3cVa/Zj8sz4VVk60tWN0kfniL1l2bzH2yQG9p6CnueGA/9/T3sFE2eDifo+Ni7swbrLsCiw+5F5gVy0GzyU3Rab5i8SNc3djERcJYkpy3oGgnFO0Ybmijb1hE5mcYdRM2TsSUI5lgEd0dkX28GWoxPFxXSy7K8V8waC7Lku9+wX99dBrlMSAIo/OF/tOfOs5ZOg+v7dzGwPl37/mFS/c3XIIQEd721V9byTIqdll5RLkppjkAY9EOMaG737SNnDE7QDjIoh1GSuIKKEdnMcvhprAkuqAZZTTjgiSy59jRPfLL11gSyWhGGbHu83N3XzzLl8cjiqLkB7/9/+DaLdxMAxebwAg9YlIWALQYE1iiZiNoOKd0dHhfaZ918AydAOiq4E0kgGdjwn7GIYpzZy3eWlye79h7ZfmkWNBnGWQjfu3P/+OlTs9FDa0NfuaNlM4ycpa+t+Re6FnFmTJlw6V0bcJ6WeehfBcP5LsY+YjCCQ/0F/nY1lV8ePsAa8UMIJRWsTVIObLW5mNH9/Lg6hJr/Sbey2QyhxVcR+MfrCH3NJAHG8hGDFadsyJV/aS8x3tHNPTUjzlmjjj0fRk/9j//8jJk7LHHaFTwA294O+lJIWoMeeWNH+Cm4SlWBNKqCNPjsT6sIi0nPV64fC9fcfXHmJ/rMtMriIeO+pkSyUvIXfCMVxFBRlT9Psb6fQG8R40KeisxdqakV4tIdMl60aShRqxow9CVKK84ls9x8vhiaJySZYGJrafs/touX3vTz16mrD22iCLD0/Mf4A9PXcc1tW2+4ZkfZvmZ69ibPVvPnKc4uAs/NwONOqrRCBPissRZi1vbQFY30Ge2Mb3Q3jneKmkedszc5dl89zJH1hfYzBoTi8SOjcjxbFjHGTdiSE4shoTg6R+uDBBJyVLU5ZqlNdz1A9aeH7H9ZTfg9iziS8vmsTP8yvf8zuVM3Wcdve0BP//9/xep1fDicTWF7J5FmnVcLfhi20jhtSAONrdbfHhzP0eKJUaVnCXU1wd5EgKROPZH2zy1dpyGH5EoS7mZIEELE2qK6jF+cyuMv0WJ5AV+awtxntG80DA5H+pczbIeoBFKV3Isn+e+rd1EDziiwYAf++1vu8zZ++wijuuc1D/Bd9zwMV7x1R/FvKqNa9eDJWtR4Nc3MEfXaNy3zezdI5r3avr9GmUuvPvIjbzt9DN4X+9aNlywnus6T+kdCsVTIsWeKGcx6k8knwdn1kjnhixes8rwy3qsPU8zuKpBUcaUXdmRaEClbgA3GhFtneT6tz7A8I0t7rljH395+wK/8cm/veDjv2B5xh//7J9TZOVOAQ9MRN5AgOXj1Z5z7N0mwHm6WO+CY3ofsrPv6X/Xw8/94+sfcXF8IsTT9+5lX7vFscH2jpOGIgBnFZii0AJ7h13W2k0RnAFIa7FoNXbM2JFmeMIyt1KWWDuU+Arb+SlLrqpSa3LvqSlHpEq0clPL3jvx4e3bL2VaLnq88WffGVQTY9Bar+FrHvGVdVRRwCjHW3aYZ6qfwLhjYFRN3MYMccUSiwrdkYgMvrTVxdKGz46lG2NtaGnP+/d5a8Ha0C2pDBZ4IPzK+/7bE/K8jhovZ2t7lsyeoY+i42JGXhi6mNWyxZZrkHvDyBo6tsZG1uBE1qb0GsFjbQDLnUHKWqfJWVohD74MDXj8pkI2Y3wpiDtLjzQJD4jz6AySPiTbHpWF95zeGdu8wDvfezc/8u1f8jhk6OLET/zcn+Ex6ALUgzXecfOzmN81Ys4/BD2FHdQoowxp5QyBvo8ZuQglkKY5/eWcfjchPQPRah+tLG44qgpXK8kHhBwZg2gFjQZeQWPLs7VLaPYte2e2OZisMnQJBQMsniN2AVWWqChDhsCoAGspnrqLX/u677yMWXvs8aVf/ny+8OtfQOOHhnxJ+zT/7/P/gl/c/Xkcfv9VZAt16sdiakdq6LUO0u2HmoXRKEyKm00YjRBr0UXG7H0We/US/SJmuBTYt8Nri8zEI96y+Sx2z3V4bv0h9kYd2sqiK0mZQgVjJYEFlRGbNZaaQ/ZHm7xT3cwnO1cT/4tDjq8ydu55x6+8k+/4hW+8nKn7rOLHvu13oAge4apWx6+tw9DjZwWzJ8VcYynbBaOmpmh7mu2cdjzEIwxdxKotUJKxLDUKbxl5oesdmzYl1Za5dMhtu4/zrrUZ4s1QCNs4Fc5PMVGoMVGCiiJ8nFI/PiRbiEmfNeCLZu7CecGJsOZTDmWLdM7UWfjoGm+6439c7tQ9pnjR3q/n7Z/8Db7p4O1sfGWTDw6fwvzfruE3NqEoYH0LVVhqkcMMW3ifsHVmmd5Bx7X10xzuBz/8TpGS6JwX1k4zo5KJc9KMsnjJeXn9EK9ofoIPLl7NBzYOcvup/fhCo2yJMzoUGkcGGnXSZEijDjbzbJ90ZBsleX2B089pYZsei+IX3/8vfMvNn39Bx37BoPm6Zx54hF5Yphm5syznztE6c+57cukA9KS2TVjY0+bWF9x8EfZ/eeKdX/MN3PqmX6yKAIMsQ3QFmPGI8lPOF34yY1PKE9xaXADG4/crL2ajbPBYrlhmJROiqPpOK100nlhZjHKVftlPFRWe/beerRt94sQNN+8D/6Gz2OJJKIVPkuA7O9Yk5yU+yyfnmfgqJ0pBEu/8HsYuGGONswmVnD4ywZLKWsQ7pNJfea0DOLb2/D+J0gIWrzX7nrKb6287cAmy8fjE3PLfcsfDz2aLhL5L2CgbrNsWfZeQO8163mAtazJ0MbnTlFbhnGKzV6MzrAMeN+5D70EyEC9IRyOZnprjBTZiIk/2HpWDKiDpgelV358XcD4YxJwTkzWWJ9ZpzU3X7uZv7z4MgNegY0fuDQMUS42Mdit09dt2wkZuWMua3J8vc2d3L708JV9LUUWQZ7h6jC0cYkaQ5Yi4cJ5SrUJJAHYikLUTykQYtjXzScGx4TzPbR5iXpWA0FIJMQNu7+xHHalhRoNQna8UL3jdMgv1/ZcvaRcYv/PT38XX/2HGvle/k9sa67x631380+f2+NiRgxStiMFyi/YDdeIj68hWFz8aggtsGdvbSBwHF4hGHbGO9HgfT43GWx3ZzDJ/+5x5Duw/zdLcgFQVlD5MyjPnQEoiMdRJiLG0dLCgKy2sDg5wejCLZCqspig1GZeUuTj6z8crrr1lL3f83Z3hyXiV2TkoSso1R6k1+e4YiYU0HbGvuc3zF45yVXSGVJXMqBxdFSNrr2io4LTVqSbjx/M5jq7PgRF8JGRtoWxGqBNrEz9yROE63eDosDCLa+Vs9ur0VEQdRd/lbNkZDnWXkLsjnv/0q1na88SUwgA8Z/+bUJsv5msOfIwTL1ni9Jl56g9GqNOboYA3L9B3HiHe2o23cwyurmHaQvfUHH82t8IzbjrCra3j3NI4TolwKE/YG+UUVthtYlbwdNQ2G96SY2iYDBKPzOR0r1O4GYU/GKO2FjBHc7LVDqPTvdBIqKwGHi+ooYTlQg81c+G48oJB880vvIlGu0Z/a/jZfXBSJDi+6kxV2HzaRhCPNXb0qG/86M9cpH1enmglKZ938CB/f/yBCbu8cyMURY3Z5qppyfR8JcgywjZa2QCkq/ycRcj7UAgYKYeRUBjoqS6I3k/2NR3TX6kH8JZYOT534bmXNikXOV748pv45V/+K7LN0Lp6QtSfC6LHXrQ1DVWzArwLzMMoND8ZM8giEgD0eF8VW0xRrdQYHQqnxgN+1TiCSv7hrQ1FOudKjwDKkv/5gZ+8lCm55GHMMoPoxRzuPcDxcp6RjRjZmDNZk62yRu5MsJYbxGz36xRWUziFH9vDlILqKygFvTVuRFJFVcwXcucwA8H0PVEfoh47RbRhFvip0bAjDMCFI+qWfOVLb73Uabmo8UWffwu//vZ/pLsEydM7vOzqu7kuPs2sshhRE6YnEmHGFOzXm0jk2XQNTm7Mse2FuZMFeugwgxJGeZhQizD5lVTnLMZALQ0p1xonHp0J7ZVtVswWHVcDydEYVkvHkdEKcREIFzXIYDDArrT48a/5vsuYsQuP3fsXOfC+Od50/fP40We+my+bOUKq+uxubnLPtXv4+Ievo7lRUNIgXmoSHdvAd/uQZTvnbJaFceETmyRpjWRzkWypRtESvIPV3gxFKfzD6ZtYaHa4Ktnm2mSVq4wjFUUp404Q4U7jmDED5up9NpZabN4Ss7B9kOiuhxHn+crv+eLLla7HFK/+ppfwp7/3T5RnOsHTW1ToHpfE+MjgdLjC6QKyrZR7NpbRtZLujCESy1WmR4t4Is0ofSCNFtUAnVi2fY1Dq/PUfI7tG2prHpsqxIeGV+jK8iyK8L0hM0f69G5u8Zz6w7SVx4ql9AnHijanejPUbx/wk3/zQ5c7bRcUe1tX8Rv3vYzX7Pp7Xv2cD/FTR1+FoIlnUuL1DFldDy5mvQHpRzrUjy9TPzHD4KoatGHUj/lo52oGSxF/s3YzC/Uh/7r9QZa1QlUy5qQaj56VnuQavcZ1tVXW99R52+Gn0/3gLP5hQ61TQDl1PRyP4bbEr26w560xa1/QRrWEb/7Cl17wcV8waP7KhX+HcztM85hRE109P0+XwEmcdWE6h2X21f1FjvbKLO2l9kXf7+Mdv/3yr+bq3/8JlASQLJWeWcSjlQu3CVkQ2GYR0OKIjT2nuK+6r7aLVEmsK3cN5THiJw59Z60onPUXOSIJmmijSnRFzwXwDh/bfi9vfDDjddd+z6VKyUWNL3/1LwTN8UKwh7IecB5dWHRW4sug35RpED2ZRWioVf60ECQYeRFavI/bDENYvo4ifOJ3GOiqXTZaQ81UUqcd+YZovQOe3Q4Fuvu6FWr19HHLz6WKF+77Pd7y0dfQyesc77fJfBiivBW63ZRur05mDRKB4JAcJBPUSGG2g2WcV5VIQFeWiQWAJ92GaAAmA1V6ZEzeT0/ypp5DkL2YkSceWNSgRAofWDkbVln+8o8/gs8c3/v6Vz4+CbrAeOW/+1VEaeoPw9ZsmxM3tdlydQbe0osUqlkiSUaPkhEK64XSSwBZs0MemFWYXULdOqKOwawV4IpwgSpDx8axFn98HttU4xPDYJdClOOhzSVmkyGDIsL6iBpCX41Yty16WwnJtkP3clxpue6bbkSrS1j/8jjFb//JD/D8r/4x/nzvdXz9nrt5SfMkNVPQ30qJr7uP7aUmh+7fw+4PFPi1Ll4a0NdIWYaJc57jO53glJOCL0ritQHZjGbPO0a4hTp/c/VzcdeU3Pa0Q9xYf//EygtACLaOCkhEWFKWZyen2L+rz/2NBd6un0n+QI3kLgXe8tY3vBOtFK/9ia+9rHl7NOG959++5KdQXqPm2oH1LQeYlqN+QLCLUDQ8xQxkbfAzNpBF4ii9Zt026XpNH0vTK4wYLCUjByVwrGwjeEotJPWSbktwqx6XZ+jC4YZDRKkwznsHkSavg0sNzEFT9QHFpvN0XYIbaF64sPiElNGdG9/8zN/mI4du4bn1NZ7+jPu4c3gjM/fEmGwb/CyqWYftLjrLUDMF8ek+ZpCi8oiNj+xh9RbDlkrZ1dpmgSHbNsX7Ag1sOGEWy1Um5oAeciLaZJUG967vmqwWuhhsTeNjg68lqMQyU1PEFGSdjO6ZHDmxBfkKWan4hT/7EJFJ+KZnPXYS74JBszvHRk7k7CuQqCmpxrQM9nxxLgC5BMD5jR99YhWTfLp42sIKn+yeqFhjh9IVg1z5LEtVIhKY5/F7bvJeeC20wDaVFnkMnLXyE2nGjrIlNNvQ2NBRWoUiwQlrfZYc5JGk7L2dux6v1Fx4TFPm43stWCXYxEyKw7AOyUt06aAMS3rjJf/JZyMT9MtUp38ZmkDIGEhXFnUCkCSBpfYecR5xFkTjdbCbw4buayKqKmoL3/GvfvCnHtf0XMpYHzyVj62V+FIjmaLsRWTO4FCVXMJjCkF3NeJ0lavxypXDDEAPBfGOuAMBd4f3lZcdsDyOqhGHHll0CabwyMghLpz8Qarhp9fCJiHA+//pXr73ccrNhYRzfuLeIkB8RjjSXeDozAJ7G5ssR30SnaAxdAtPpzA8XLY5WsxzZLjAw6cWEAt6SLhoVVpCj4SCwKwAxq4ZVTtzE/T9ygGi8I2C2FtM5JiLBpQ+IWPI0CZsFCnrrk5DV9roWswvfP+V0aH1QkNE2HdXlzf/yXN53msPc2Otz3PTHvsWP8LHGrt4z+mbObK5xOA6T753mbnDED14OnSYy8OKFSYCa7H9AXR6qEad2e4I266T1TSjWGFcmLg8nM2xYAa0nMXKiJqKEIRUEuoCDSlpqm0Qyzu2bmLz0Bz7j23s2F8C73nLvzwhQHOelZMeWyKCSmu4Xp9itaDb7yELMbK/jo4UCSX1xpD982usJNvsijscjNdQjJvpCkYUda9DDYQKniRnhk0yGzNcrYH1eCWQRti9C6heP9SgVO4jUjkeLW0NQFvaZkgsQiKC90JxR8pP/Z8npkb/3BARfvHjX8jPPvtP+JIDd9LtNjlk9uDiWerHU9SZLvQGeBHcmVXirRi1awlUi+GKAgej1YTD5TyzZsg7/VM5kK5zMF5lUQ2ZjxyRKMrqejqvBtw4c5r7t5aoP2sDZyM6vTpntlLUg8vMPpThjmwhq5u4UYnPLbJ3hqJVjdxK+LM77ri8oLm9PMPWmc6n3UZ2pruT+wAWOD8mPgusjJHXRfCOFFhYmbvw/Vwh8csv/Ao+/69/KdSdKRBxgWkWN1khxe+0xw5NSgqMopJmOM51zBprk72vfJrFY8RW+/RnbT9Nrp61ZjC9zdR7r9zzVRc3AZcwmq2EXjebmrxxfh2+0XijKSYvVkC69KiiRDK7kx+pphOVs4ZPk6BJ9h4pSlxeTCzq/HRGy1CVHQTlEnTOLgA5sRaTxDTbzUuaj8czfvDmb+bL3/Ym6Eb4QsAKuvAkQ1C20nqPraW0RxWe2ppD5wTXxRzQ4DTBaWYsPnJhdUAPLDp36KHF9KsCzLCMgtfjE3r8S5iaNDL1YKpu43Xf94WXPCcXI5QSUvGMvOAMDA46rm30qKkcI25yrAphxnj2yhBtQkfRY8U8tztNbduSeqivl8igRMogI5rEuCBWqQCclVDOJOT1QKAUWiO55tSgRbxQsKQsDs/QG1KVsxCNGOoY3xlgnrmLWvzEs6r8VPFDv/pa/vO3vpHffObn8oPPezf7jUVHllSOIytCp4w5e4fC+wABAABJREFUWlvB3ptiT5RIK4a5OqabwXCEZHnwds6LYPMHQTo2yCErmb+9ZLidcGR7D3fMHuDlz76Dz2/fzS3pBimWuALO1juqXqMo8cyaEXquYLivTvNQHBx5RPjuX/7Gy5uwRxlJGiEtg+8GP3zX68FYsoWEHBUOk8Ggb+ifbPJJF3FyV4N0T8FNyQkSFCWOOprSB8/x3IffRCoFy2mP6xfW6Kw1KIdhzE/O5DAYhdW/arLoswwpLbaR4q8fMa/65C4iZ4jzhkEZ07o9JYouGHpdMfEN138L79j6KF829yAnb57l4X6bXtbAkdJUiqg/hCLH5wWiI3yeE5/YxmQtylQYrTTJb8uwqMnYar1i4DS5E066MnS4dBEvSbd5fm2VW2un+JfeVbx/4xqOHV6mvhnR6jskr1Zgx4O197DeoX58F4N9BpM7fvSLLmy8vqBvrihKBt3sMX1WdgyCAc5mo8//gZ3Hfty6+bNjoV/8Vc//rLa/0uNAax5TWc5p7dDCRMssEpwvzPg5FVDW4wK/ILlAHLqCaCKORFmMHhcKngXdHgGwocKRFa4MBaHh0mvwRGJRUqII49dDvY/w0l1fcOkTc4ExGhWstxVFIzA7OhfizKMKkNKffdqd6whTeYP6CGwtwo8nLKUNANoHz1AZr9CYcPHzkcHXQ2Ghdz6wdq5q+66D1y2lDQB67MRRaehe8brPe3wS8zjFzfP7cJ2YaEORbFdNRZwEtlccqvTEPRAXpBiqDDLjMcPvrcOjMIMSVXi8eNLNigWtkOH06LHz+HxcMlVRkQdrUUUZij6H2aRA8IN/+XE+74tvu7RJuQjR6w7x/RISw2gJllZWuWa4yjX9dRa1o64jDAqLw3mPFU/pVTXBhlZtxOp8ymAtQc0KsVeo3CGdbrA/pGKyhQnDLL76zQhI4bEpNFsDluMumU9IdVb9m56RM2wXMWkGkud8/eueOK4kjyae9dKbUcc2eejvruKtB27ktXvvYk4ZxIzYG/W4be5hZq8b8b74WnQRU2stUjuTI0OL1yr4XUMYb8oCl2VIliNpTL0/xM3UMCxzpj3D/MoWyngWTH+i7R9fYxWCRpGgWJEBX9S8h9qtlo80r2G7eTWz/7KOZCXvfefHedbnX/nn9cZmn7IeoQoPW12kURDPK7QxuLhGPlMnb8dBMqE9zgjGOByCQ7Nta2zpjFk9IPehjXaERpHTdSmFV9w7WGGYB9CrEWxNyJZi8A41mkX6A5z3oaFVWVJbyzgyaqJdZdnqNamUnOzN8p2vfXKd1y9/6s284S238aLnHOFL24cpnmn4I/U8yk6NoqORuRqmtLjVtSCd2e6hbB3aoHNQI8FbOLkxi51XGCynpcm+ZIu+32ROD1k0Q3aZGMFS4um5CIdgtEPEYRuObEYRzcToQZ0oymk6hwbK3hby53dgr7oKVzf809Pu57av3/eYj/eCQPN/e80byEcFn9Jz+dxCvvO5ZpwTcg4y8+frIjixqhvv89Gx0D/8B0/sgpLzxfOW9vOx7UMVaxw0yHrCCHu0VEVjwoQ5FvHEqsSosRxjzBiPwfUOkJgsDkhoDKMr1KHZKRKMKiZ6Wpkz3meQd4S93dP7CM5blFzZldnf+d/fQmndBADbCIZjItcxkU4o61CloHOPziy+PJt139HIStBcxVWHQCVQBIZZ5w7yMmgOCxeW/YwgscFZh3gfZB9ltfPJZFOqToTwrT/+1Y9bbh6veJpb5PCZdaJBYJLNwKHHeuKKEfYGvHOozFVSFo/p5OjS4ZRCHDu28BBY+mr/E8A8Lqq0bsLeq6II30lpJ+PPeKVgHJPn3vOet3+EH/zlf/v4JOYC4rte99s4MZgcWsfg1KHdvLNdxy4YWvEdzEmf1AsjJ2zZmE2fcNI2uWuwl1PdJmd6TeJ1XTF31U6NhiRGueAT7kqL94LyHqIIGxuINEVT4QyIFQqnSFVJDYtgqyYSOc04p9UcYYsYypL/56tefFnzdSli6ZY9nHn3kPe+/BpesHiMm5Nt6mK4Lemg2g/SoYaPPb7pGK4ovImxqo6PWtSPD0Izo9EIcgvW4Y2e/CbGHtlRFza2WnR7KX9V3MyL5+9jd1RQo8AoIUaRiKYhCmVyluod+i3DmePz7PnoGmqQ44G//IMP8F0/f+Wf19/27b+FGknwyV9YhAcGZOtDkAxV14irE7VS4gT0vKW2UJLM93nKwilWzBbzpkdbFQhUNn2CEkVdDMvaYuNNYkr6wxhnFfG2YHoOcYLOwkRRNeq4oqgkjZ4iKQO4SjxKFZTiiYCjJxb4otc867Lm61LE8J+v4n037eMr2w/z7JkTHD94Dx8fXk/ft1DZDGY7B6TqLZAF8mg7pXX3kGR7luFCypk9bWozJX2XMB/1JzVYY3SXe0e9akDzlLjDjCpZVENe+rT72H5qjXs6u/nk6RVW759h8SMN3D3rcPwMrg88ZQ++WUeAt/7GP/EdX/+yx3ysFwSam3P1T7/BtLzirNd4BKCe1kJ7/Nm2dZ8uHs025/4bT6L44ae9gq957xt2wHLlnBGY4gCSVSXZGOuUx8zzjvtF+C5kzEzjMFSWclIB5MmqddjvmLke/ztq+mvlbPL17Ljyv4NGLTrPqz4wNgEtBX2zVtgEygZ4b3a0zM6jysDk69KHgRVQdkz6eDBh4mcjjW9EyDhveQDTyjr00OOdQKwm4GRipVRpqTGPbMbxZIgf/YqX8x3f8X/QhaCKkI+x9jjY8oG4IIMRB36sQfIBWKtxnlCIDQADrcMS99iBpLCTr1PBTmOOqTFlR5Ihj2rSfyVHbfq8rk7l0ip6NqHrEkb0aGFpak2iHC0KRpnjhO5jjCVOS7xPQ95TT7SeBYeXMgA5P56ATKj7SkLkPB7Bxh7lHCp27K1vsWAG+KpArSEQ+5JiENE8OkRqT57l6+n4zv/+b3j9K3+O4++6jvdev4c9ZotlI9SV47qoz62NY6zta/JwvMzDpxcoj8T4SJOsZuGaSGiU5KHyi/c4pWC7hy4yGg84akdShgfb/MP2rey95XQosjIPUVOeGEWqhLg6lQsPfR9caijlnIH7iTGuxOnUeX3O79NbG9j4nkVOJYxMTDf2SF0z1xgynww4VbaZVQUGiBQ0RMjF4oGO82ROs2kblNZMrgHOCGVD4eoGO8pC46rKK1+0RkpoHFV8cnWFbL4GhM6Xa8dWHsfMPH7xXS/9XH7/8IN88W3HeWqyzqHlYxzfWOLQZo1BLyHeaCHdLgxH+MEAcQ7VGaLiJkJw33GFxjqhM0oZlRF1yemXKyybDs4prBmwxwizktKKHMt6k5bucOdoL4d785wqmnR7dRodRdQrkNziKkJVxgX44/HpAuKCRqb//L+/jff/xccYbA8u7K+YiolW8dFcnCY/8M/MNjfmahf4l12Zce3srsAgK4coMOIqgFxJNaZcM4JMIjQ2iSpmWFdWcmoaSPvwOaPd5BybLACcs4IdZBk7pP+EXZ58fW5SGPjc2S9GXcpOkBcpfu77Xs3n/YdfYTAqJ44hMrYvm/rNjbGBn3ocrOMEG4Xx1SpwQpBpVCDaA1HPIdYhLrg5OE34N1KD84HV92kExbggrWJCLWAdqnT4OGJx9+zjnZ7HJW67ei/JRh58fguLym3IV2VvxlgK5KoCPaWhyJHCVkx+iVg3+WJkrCcfuzqM49FOOM69GI/lMXi++ruvfMkRwC++8Zv44i/9GYapobtfwdUDrl1Y5cb6KVZMh4aEIiiPxzF2zBEUjnpUIBrcrGVUxJihxi8IcVSQdDP8YLjz4zdV0avWuFoUCt1NmJlIqejnKX2b4HyQfwSAotksGgy3Umb6Hfbcsvdyp+uSxHM/9yYkL2jcN+Tv73gqe5+9xQsaR9mjY5aMYynqsdLo0mnU2Z5JKZs1RgccvT3BiUfN7SM52UdOncEXRXAs8R6JDL4wUETYVoxHMZr3tNMB3gdVfxirqv+q3goxwj494PkzD3L8OW3WTy3Tfo9DhiXf/B+fGFr9X/+1b+EVX/QTyGqGnNmAfBT0WkojcQxp1REwVbiJRD54uo9cjMWw6VKEIQ09IsIRo6lJTFNG9DDMx33uHyxT0znkaSBCXJDVIUG/L3GMG42CjCxSOClZyYaUVmO8IneKG5uPXRZwJcfL/9Vt/NRvLHP4pgZPS/q8tHmY7nUp9xfz5Kda+DRGJTG+qHTn1qL6fdSwT+Idy2VM72CTB+pLnGy1WGz1qZmSXdE2BYa2GdJQEiSoKEpCwasnYJi6LkijEkksZUMzWtBEm3XUsAlFjjt8DCUe14z43v/fhdVWXRBo/uFX/neG3eEjJRXTF5hzpcf+EQ/OikewZtMAbbp48Nz9nqV5PkcWAjzr5Ve+NuuxRjQGzRLYZl25ZOgJE+wxFRssEvTKRo0B9Y7f8tkFfNXASgDf+LAfptjlSBxaBI0Nsg9cxTpPryDsKEfv7b+djezLmE/2PJ7p+azj3/z6mzmzFFhKX3VcxDFhNcUG1liXQW8rtroVj1TFetixC9aCrXKdz2qEIFPJyrDUh3hMBpQOIRS/6cr71is9rXcJQNo5XvgVT398kvI4h4igN4ahhG/MGlcs8uS5qyYS05+DqpitinOHGecC6IYdIDw1y/PWgrOTIiucPatBk5/+jAos/x/91Nt51Te+hPldV/YE5tte9Quo0xkNMlSecmqxzn3x7tAd1DpU/Ri7I0i0kONZszGrtsmhbIl71pcgE3w3Iu4TxoO8kg6NZ8sqzAylLIOEZpSh+sG/1gwTvBO0txhvaUQ5bd0lFY2pio1jbWFbIf0RX/odL7/c6bokoU2w30uPDTl9/wIP3rDMgXiTpgxpKuGpcY96+z6uqq3x/vZ1fLK5i8FGDb8u2GaC6eSVFONsksiPnRvyHN0VWKjRvgvu7+9nSfU51Wwz3+5zsLbFvBrS8pYZgZaqsUscL6sfpXd1wpuufhny/gTtDb/1xvfwJf/upTRbVzbh9HXf/xuUUQp7UowIapgjRQa+JDIjorhHrWnQuxz+IKRLBfX2kH2tTa5K1ogoqUtOSwUgpgh+5SJCJDCrcw7UNjizu0nW0JzqpSgHpuIKJQ9e+0CoqdAKXWpcN+bocIGhFxye3Cu+6llPrrqqcTRbNdztEfd+wRy3pn3a2nJtbY1bV45x7/K1DFcMtWwevZHC2gZ+OMR1e0gUEXULkBqiBRcJWu1Y3A5dFBh/m6LJaIlDpMSgiESxT3vm0pPcGG/wOY3DnFqe4fZr9vHhA9ew/ZEmrTsM+o4c2e6i17qYTc2vfMNv8sWHfpEoPt+K8meOCwLNH3nXHed9/XzA95HM8fnQ77lI+JxPnFs8ON72Ebt+5DLqV33fKz7lfp/o0YoMmR9hxtIM8RNZhkzJJwSHwlXbuUrDVVnGAQaLqGB8H7r97djPKT/dYZDq834CzGFHFz2OndNAJs//6cwf8sr9V7a2/OPHTk0eh6V/zqLbvYIy9pSBlq/Y52rpFMbOZ5PzUuUBKYvz6FHYlwqN/PACSlXgHKGsg0dVq4AVSC9BWU8wi65y7QTvPK96xTMer7Q87hG7knJ7XAlPaCIz/bs+9/EUIPZFGSxlILR1FXXuEsg5UrEqKjBy1ugx7eYzsYyRyTgnwNve+De89keubHeYw8e2kGo6kWwWJJ2UfifhRH+Oe5srXNNYZVlvUVeGJkIsJUM6NHTOcrPPiIQzVxnyNKZMNbU1gbzACaH5RmVX5rUOS9RjMK0Fk4ein7IU8lHEpq1ToHAUCAotnmEZwUChekO+4ElWtD0dsm8WOblN46553nfrDSw0eizqB2iIYk5nzOqUeTNiIeqxXKsRL29zXC9R7I4ZzNWYE4V2BTLIYWs7yI2KArTCb4NYS/1kgrIpg2HCX6W3cetNh3la8yj7WWfebLOkFDUxRGLouZzjecLHO/uJP27QWdUV0MLfvflfeOVrX3p5E/YZYv3+LVR1jXGzdVQUQVHirCPbthRFhgxzilGDzCUMooT6rgEjH7FpG9RcQdcl1CRo7GNlUUoonKX0jiPFAso5Hh7MwSBMDM0wFCZTXQJQKjTzQZCsQAYZpmvZ3myQ+BKlhL4zvOiW6y9nqi5pzNw74J9OXsfLZ4+yqA231k5x5/xJ7p+9Ctc0oYNir+pNkFeTv6LA9wek9+eYbBlfN3RbbbauarDVrZPWcvqLCVkacVN6ipbq0xJBi1DDgCoQKSmkpOfhZLaX961eTf7QDHPHHNGpAbY/hCRGqsYV2sIH/v5uXvRFT3tMx3lBoPmGZ13LvR964LF9+Cy982fQUU2kF+cB1Z8KY48vktUGuw4uP7a/8wkQS0mL00V/4pYxBstj4DwGzTv6YxcktRWTrCUA5fB4XOw3VRDoz2ahd7TQZ8cUnjj3HUDwHp638KqLn4CLHNcuznP/2gbAWU3lzqppPWt6sPMaVKfeGGgL2Gjn/bLBREfrwrpp0OcW4TO6BJWN5RyCLkCPqNpDh9d9Ja3z4lmYb138BFwhMVMzrJ+pXESUBBszqE4wv6Nx/nQxllGcT7517on9GeKs0cfvLHF74Eu/8SWPej+XK5bn66xtjPBA3ooo6h5iSxKV1HROqnKMTJ3H1eciKYm1DU2UYoedsbjCUDQVaq5G3Lf4eh01HOHKwLp558NFKjIQCbpXhk4E4mn5grxUNCTHeNBeBb9xX3lkW0dz9jPUyzyBI7puluLQJvF6wfbRGd7Xvo6ZvSN04zS7jOKWOOOgOcq+aJ17Gis8NFqkV09YX1vCPKzxTQnF1JWPuPe+WmmVINNQCrTCxYIzHlRwixjXCo5ZvPHNiDCrcvbWNvno9R53p0IVDqfhJa+68ovWmvvqDI6OwupHbwTWTunr1WQVxIe1/epHHLoYFN5g0ZQo+t6QUDDCojwkKqGJ4ZZkk+VonXJFONpe4H21a9kq5uivGpItReLBl2WYNI7HJgRlFetZDa908If3ilqcXNZcXcqoDUpOrs2xbmOWdMmsCM+pH+WBm3Zxf7Gfnmkwq2MirVFrGt8fhFqIXh+jW5gtiytSrHYUXoOGpskxKrjAmKq2SlM1rVJqp5ledTM46lFOXnPYFFw9DmNQluGtQ7TCiefZL77xMR/nBYHmH/jd1/FNt/7nMNMd/+nVOv/k3CFYaEnld+s/Jcr9NDEGwOcwyHIOevPj0WBng8nfMLfc/uz/3SdI7G20Wds6OQG8Y4mEMAbNY32zmxQHSqUJVVQssnKYyhlD2NlGKxuWqgjWOSKyw14TxqAAyN1EP60qAB7gRCioUAJz0T5W6tdczlQ9qviZb/givvSP3oQvPc6FDsvaCspJQKsViyxOAvs7xm6WcFXSctaS/piNCEOp7PwGtODFByeIOLzmqmIfT9WIwwFjCQiT0zkUcSVCmjx5fGzPjfZswlqeV+CUwCKPZQDn4t3xRVKp8z+GidzIj9HDeH/OIlINwN5Vw8bOqtb4nwm/Dj/xex6f4Qdvu4qVA1f+pPyHf/Zr+Z6v+hVcLSKvxUSFI7UFi3bEghviyhqZ9uQGclew6hSn81m6NmV9UMfmhPO6a4h6wUHDdALDLKXF2amTvlpdFOcQG1xiTO4pBprRMOH4cI4MzUgKGiI0RWiqARKFgk31JOgC+Kli9voWq39ZYnolvTNtHtpc4vh8i/VkkznlMaoIDTbEMqcL9scbHIoXKZsp6mrF8FQdFmNMamAwRLTC50XoFDoYhgWxXp/kZIGRGnJEcaJYZnt/g1O7Zrm7sc61yQb7pcuc99R9nXkLX+nuZ+7z+7y19nzcXU2e0Z6nvXDlT8p/+D+9kv/8o/8XvWGJy23qixnG5eE6FGloQDFvkQMlg2scyys96uQYHG3dIyEHLzQlQweQQoIOpIZA5jzWC14rcjQmsoxaQrwp+IhQpC0yaYBEUSCDEXHXIoWm4+tY+uCevOc0QNM6HjgzS99HIJZUKXaZDs1Wn6ReMKqFa5YRAa1CP4IsC/UhwxEMM5IzEXFfszWrGEnKyUyzr77FHX4PqmFpSUmpSuZ0YI5iDKrCNZHOSBsPsutgn3+o38jhuRX6+2okB65B3XGa4sQmShme8QVPp1Z/7JOXCwLN33LbD4ZB9NzirrMIoGmKcqrt8PTm02D3fAqNR1EU+CkLB8/n4PEki/21Re7qBF2zGbtbVMzyDnAOuuYgt9gBtUHfHGQbeiLj8JMCwcnnx/tSDuVBKnmHiEf5INeACpyP9c9MxAQAdOwx3n3yDbxs9/dejjQ96vjit/8uPgGq35X1HgtMjHkrpgI7BagEQmKm3nfVG3m1nRekDGyxEICwiyoZhgVvHIJCMglFhDjES5B3lIGV9ip0nHICrrbTvevJGMt7Z7n//TmTWde5v+XzGYdPdTQ76zFMigbPF95bxmfrI4afT/UHVpP4Qx8/wpv+2x/zb19/ZcszvvdVv4AgmMIyc7dHs8C2bXK7RPQSjUtgJrqbWe9oKiERT5qeBnEsRV0eGi3xD/n1ZO2ckSQMFgUpU8REmH7V5MEHqYAvPZJloYFPUaKHOSpPEBvYIFfAyMfg81D4KoqaKomTAmee3OBi4aoWq0pQ6z2SzVm2T7f4YPs65pMRdf0wVylLW9W4NbYs6xOsJVA3BR+O+zy8vcD9w1nmzDz14znJ9hDf7QZLSluGiWJWQGZRCbgO2G5CpxezuRWRz3puXDjF7toau02fOWVoqIiBK7g3a/L2w89Ebm9jLNxxqsc7/uSDvPIrHnv3tMcjvu8n3wzElAuC0/uwdxnY6uCyLMgA9ADVEvxaHRm0WF9d5uF9jkMrfU7MzrC31eH6xml6LmEx6uH1NuIsLeVIMTQVaEpuMGeYrfdpqIy/XU9RvYjBQouGqUjCavl/wnI7RyKOgYsDTHJXttXqhUarZuCQ4XTewCYDIlHM6YJbZk5zYu8Sx7fbRP2IeD1GFQ0QhYwyyHNwFr22xew9hnypRn8lplcIykWczmeYj/ps2wY+Xq+c1RxazIQ5ibFoldEtm3xisMInT+xmeHyG9pESc9c6/vB6kO1Yz+3v/Bjv/fOP8MIve2yrKBcEmm15Ebr0scMYf3rgO358/oK/6a6Dj2Ccn+RhfRFArriJX7MwlmP4HQAtDs3YRWOaHX6kLnk6fWc9/kx5/QwbbOYPP4YjfHzDf8pnO+fYuXL8s+Uafud9CFQ11UqLroCZVCyzgDceqjbmXhy+TsVUC+I8dqzTFQ/aoSrHNJ2WF/Gor7zIevmOxniMfyfA2Vezjyrv42W68ZJdtXwX3vKXjrmsvpsjdx+/NPu/iHHWee0calzAahWl05ReU3hNiQUEJYKSUJ0efN2r8UL70JpcgUs0aB/awEclSmtcnk9AA0WByiN85oj7nmwkZKOIzazOtqtR0AM8qQjLSRe/2+Eaj61A54kSpbJBRpHnJOs5w/WIbrfOZp7Scwm5y7FVgyktFiMRkVhQntSVKO0w1uHGxITbWekdu8uois3zYZkRbzzaBDIkUo5kqulUkCp4cq/JBjGxHe8NDh8+8/gn6LMNWw20PjQuGbfDnTjmVOGtQ+UeKSvKyEHhNLayNiow4ysiJR588GtOBKyy7I220MrSkQZLyx1WB3MUM4KvxUgtgcEo/EPVeR/1S6SXslmmlM7R1E9ukqPMS2TN0SlqFN6TiGBwNHRBw4yIawVFI8ZrwUUKVTkZubHMrVodnFwj9U7X4lQVk1VyU1F+Y8zn/Q5eKVEMXURR6FCwXxCKlasYf+bYfTt1S59tXBBo/oYffQ2/+6Nv+cwbihD8WT7DZjwqUjnEeeQa44vp2M/y/1+Ac6fYwqiq7fUUM6zH2uaKWTZiGRf2mUpjMC7yU2Oruokvc+VviA0nt/cosROZTeWoX5GAO6AbAvvsPGe5aISvS/Gl+3788UzNY4rXPfXZvPHOD4Unk0MY5yOEyHj+Fs5D0b7CuSHv1Uo/RoMrg/2G0mALhTLBCs2WCp2WeB/yaKKQ37KourDpqqujcsTGorVFK0dhFaIhMVPti5+E0VvffuSLUxNlfy6TfM5r048/5fR+urhvvH81Bcyp7s5dIRvr0RGU0fzgm77j0RzSZY0v+ern8Jd//BFQimK5RX+XJlsumd+1zfWt01wXn2FR5aRIUGG4gq5NcRi2ijrbg4REleRZSjwMMgo9tFgcpmJ/AtsWgIuzFlVafFHAaITKGuhMY/vQ76fc1d/LQbPFXOUfn6qc2mKffPeTV88MMNQ5Po6hMyQ9XZDsTljvNVgtZ+jYiIF2NFRBXRLmlCelIItPYWYtm80Gcavg+Moix0/Ps2t+L9HJWdIHz+A7HShHQb+cbaO3h8TJLH7ToyPDQCLWzSz/6K5ney7hOc2HuVr3WFAQS8r1rscrnvIR3v6UFxMfNsR5wbd/1xdf7nR9xnjR59/AP7/zPqTw1I51UMMOSo2QOEelIDWFn4vI9mvsVYJdKomMJfLQUhm6sOS5IVE5XoQcjRZHgceJp/Al4hUiFjws6W3m4h71uucTe+rkLY3pGkw/gdEoFCFnGaozQK/VuLe7yHrrAdpRfrlTdUlj1B9SO9lgtahT4km9IlHCSrRNY3YAiwXD7YTB/ga1IxY9KMPvwFp8luO7PcwhT3Q8RtjNYLemc7DGoWSB3oyG3UJbDdljOuwxObiCSBQGTSKeOp79usNLZu6nvCbiE/kBhlkNPZgj6XTwnQEoRTLX5Ku/97F3Zbwg0OzFn3+J9Lyh4VMxwJOLlnvEtekRm44bEEyYZXVepD1hr6vts1FOkj459Z991626/U0B38paTmQsu5CKWQ6tJccNTqj0omOf5gCad1wzAnwIXf8mn5l8R1XTFPzU91bZgqkdu7txwWHQh175UpnWbIdrrz4NVN2TfRCyjIsrIbzmvMK66jZVMTi22aumcGdJlawd62XHs+TwuoitJLY7YE1VeU1MQSMeYcQTYSvNOdSj0ROiw+Jjje72EJSeArJVnOua8ahn2ueJaQu5cbgdYH7ef3McNuj1rSsfuf0VGHl/ANsdAGJnmfNC/UxC59g8/3Brk82nNljYvc2CGdISz4yKiCSnqU4zq0bsTjqcKWcQhLVoBtVX4COaxw1Rr4aOVGhkUpQBKDuPz7Kw6hXHxN2SqKvIhoZRlnAib9O3CqsdojwNk9FojFhfXpgUWT4ZY8OVMFOHk6uYMx1qJxP6Z2K2dzc52Zhhf7RNy5fUxAMOiwSPWVFslTXQsNafIe4IgiFa7Yf6i8wiJqLIBZVrqNWxecRIpeQi2Mwz7Kccs22uM2cYRhofFyjtSSViwVsOluu4G3LWliJmhu4JoS0vZkt6u3WwBc1bqKHFbffwgyF+lOG3M2S7j9gW9SJFziT0VwyD3TF3bqXo2Rx7QCiU5iq1QUwBLmeXGZGgiEUTCbR9SRRvU3cZL5l/gE+ofXzE7mG0O6ber0O3QIypzv8yuGj0hWPdNqtlwsEnOckx7GWYnuXjJ/ZxZuFBmqas6p4CKbeQ9DnZqIUeBnj8GE+4qvsuoJTGzqYoNMNFjUpKcqO4qrVNLCWzZkhTlTvS0rHTlBcK7xh6RSmKKC3ws45Ma2ZHgphgXefLknKYXdBxXtAv4vd+8h07xTTnt0149PEZLny+qlY/b5z17+/cfCXkR+D00SfAMtNjjDPZqYkmWVfNS8aPI3EYPKkqqKuCui5JVUFD5dRVRkNl1FVGIgU1lWOkREkZmGYfwPO5382kHksY133uvDe13biV91iOKsCH13750ifkAuNtx/9p8rha3axCJqTjDuPsz7ofb7cTZ08oqJa7pWL6a1FOrEsSXTCf9plL+rTjAfsaW1zXXuVpCyd4xvwxntk+zvPnD/OChUM8f+EIT2uf4NrGGsO8fwkycGXExulOsC6LTLg/54ZSqChCxjcTgTYBaI9vophU0F+q8PCHP/32S7f/ixTv+oMP7EwyegN0P8cMLUkH/HbEZq/JybxNz4XzXFdLoIqdVSohrKKM5UMqJ3hllwTXDO/P0pJ7gnzAlyWSO0zfEnfAbUXcubqHf+rewDGbohCWdMb+9ibDa2OsvTjSvysx1rdzfBTcL3Q3R/c9RTdhzbUoEYZeMfSOwpfEYphVmhWdsddscWN6kmtqqxzcf5K5m9bp74HR7gQ325g6xyeaseAYIYIzoX5Ca4fSjuWky4LuUVeORBSCYsN5/urU0+iutfBWsR3X+dN//sRly9OjjX9430MTV6H+3ghfjyGOEBPGjYmv9ShHjSy6COSNWELnqfGKaXV+CxBVK60aNcEepfdYH3zHS69IyDkwu45vlwxXDPmeWWSmhRgdLAA3tmndM+DBh3fxQDZHLOWnxjBPghj1R6DBjKBnDSIKh8cKtGo5UbPAzll6+zXlXIqfqUOSIFEEHlyW4wdDZL2LWR+SrBWYTYWzwqg0WKfYgXRSmRIEVYElrPRmGDZsgxPDWbbXGjRPeOK1PvSHE6lf2Rvywb+6/TEf5wUxzTMLTbbOdC5kFyEmS6Pj/00tjYYNdsaDswinqeXTc/fF2azm23/5r/muX37thf+tV2DkrodWOwxzJMH1Qo+ZYCkrprly0JjSMY8dNwyhEEorj/hKFjBe1JZxYd/YU2CsepZKUlO5Eky9NpbaTNQc1fO96fMe9/x8tlHXKQM3BM51NdvxYa7gAN4LsSowldC4FpWkusB5IdbBqquwmtQEP9rSCYkpGZYm/Ojl7DyNnUiMWCLlmIlGNNSQhs5oSE6iChIKIlUSYTnS+2NuTp6k53UJMu0Ocg7DPBkSqkYnExn5lNZt/HismZto56ZjzGp6X8m6Pnv2+raX3vJZbX85Ik4i8lHFdmkVupYZRVEDmS3Y3drkYLJBWwUpXe4dFshRbNiUfhnRNBkxJSYtsDVDNgNRV7A1hZQJ0ukjaRwAdJYH8GAtUksxnRFxS5NloSB2a1QLsg8bU0YD2spxa+Nh7rt1L3//5g/wBV/3wsuar0sVg66mTvXD7/WpnRnSOhxzcmWRB9MV6sslUf0Mc6rEIORV97MCoevqoSvdrMOXnu3rFPUTs7gixWx0g4VXNgLjEcmJdU7rlEeVKb08YqA1g1bCJ5sr7DWbLOkRLeVI8NTw7G1uIMrhnULEces1V3YjKoCkCWUn/M71yEHhoLRhsjaewKUGZlPsfETerupIJBSwt8gZZjFDE3Eim2VG9XFe4XGkypIqoS4xbeWpY8l8wfXpaWbMkC3T4hPXzzIs6ySdIjhCKAXW4YoS1R3iHprlfTdew/PqZzi59gluXrrt8iXrEkYYMhUne/MMnKXwJQ2JSKSkqUfMRgMWan26tTh0VKyckRirB6oJtzhIVgekGwkYYWutxv1qhQ4pbdNnO95gX7TJXhxeFSRiiBASUcxIxq5om721bR6eHZK1m9hahNJnQ91rbt3/mI/zgkDz79/3Br7m4HfS2xy3xqn+9witcRXTusHzhZvsJNxPtjv/9pML4DTGDsryHdFp5c/64b++/dEf2BMtqrbYY3mGIkgmjNhJJ8AxEDPKhmWNiWa5KgwkbEP1WLw/q+ZywipXQHwMrCds8gRQ+imWOkQJeK+4uvFVHJh96eOTkwuIP/ncH+Pr3/cDWHokktGKSxIpiLStiqEIS0ISCkiU95QoXCXjcAil23kcgPf4eXgcaYerJB9eZML0W6+Yi4YsRl1iVdJQGTWVk6iSSGylN7fUKFBAOXwH8OQEzTQbiLWTznze+R1bJ9gp/hsD4gokT1oLA5R2su3O6sA5rPNYEiMq7GNaCiKPHGeCS52d2M695j99GU970c2XKAkXL/7w0C/xtdd8N6OswDcSfAISFSRAueV5aHWej8/uZbd5mH2moKFiNDmlL7ku2kQpT8fVaJqcfz7ewLZLcgycUtiaxvTVpBDt3HDOgbWYviXZ9KRnYBTX+WhygIO1Da5JOrSU5fraGtftO8m7/vCOJyVo9t5T5gqq1RJfhmV8M/Cc6TU5E83QJ6LjDD0/pCYRCZoZHPNqyMh0cUBNZ/R9DcQRd0B1h4j3uKIAbfBOg2ngXAw9jcwYzFCIeortXoOTwzZHszl2qy3UKGNUgnZ1XmM+QfEMxd0n9/FV7Vdz7b6ly52yzxh/8wPfxZf8/BvorwtznT4zs0PElWRiyUuHLQX6GXJiizT3ROtNBntrmJ6Qd2I2xJA2cjIxXNdaZ7WcRVAsmj6Zh8R7RAWCw1aDj/VBdqcpMWnJ9lUl/V5MtNFClQWysY3Pc/TpbZKHWtx/bDcfn1ukNXj3kxI0F3nVQAphI0vp2BqWIYqIsKJaktYL4lZBtuwY7EupOUuSOSTLociD17VziAjOOWzdULTDgDs31+dAukHDFCyaHjUBrRyxxNVqmEJ7IRXLXrPFDfWTHN01x+GbYrb7TWbLZdTDQF7yrT/zNSztW3zMx3pBoPnPf/Mf6G+PdpoOwFmVUuft3vWpAPOnA9lwDgt9nk0meHxM2/mz3jh1aPXTH8wTNDKbTYCymjhoBOY4EjupeB9rnFVV6Cd4IhXArxBkHFKBaVcBYQEsodnzdK3U9CRm/HrF7VX+zaFISlXccxxmMpwc/RHwg49jdh5b/N2Zt7KneXzqNHLUVDHBUpVoZWeeNgWmxqfdjptGOGcTKXAojJQ0TY5zwowZEKngf52qMlgCVsWbpmpTnpJRUyU1yYklbBNRkiqHAXL/scczNY9b9LpDfCNFSgtFAL4ydsUYOzNYN2GFxbnJmKOiaGfsiSonhuozY+9gX9pPPbmfCpliqsOD8eu6ckWBt77hnXzrz/ybi3r8lyJ+8wd+j+HaVnjSH6Azi+61kaEmJ2ajtcCH5q7m+toWK2YVkRhcaH4xLuq1aHpFDB58pogG1STGOWysgpTGxYHpUzKpm/BlifRHmEaKLkPDnmKg6XXqPDha5KHiFDdHfW5OOnzOrgd5U+/A5UnSJY5+vobOISQQ8B7VHZKeGjF7b507565i5oY+ek7RbAnLiaXEkYmQqpKmynBa8ay5h/mkKzlhm2zfmhC3Z5jNi+A5XlTgYzJoBy/4MhXKhqPZGLHS6vD05sPsMX0WlKKphOPlgPds3cx9ajd6r+OvO3/Ea3nJ5U3Yo4gf/+CfcmzWQBs6KzPs/ocGjU4X8Z1wDuqq4clohPQT1GwDSo8qpZJngNaeRJWId2GspaC0CoyjIIwbBkWKpSaWJd0HEZbjHgsHNjitarhUcGmE1GIkTcA6fH/AzB0d1md38RcrN/N1C28HvucyZuvSxIN3H6tkdArdyBhJQumhKYobTYfT0TqHowXOUFKXDHxK1MnD+G40Pq/O1TzHd7qQ5TTvrxH1YvJWQn87YSuuYb1g/XhcAVVdlAscOTBEsWqb/Mv2tdx7eDdzn4hof3wLdXwjLF0Cv/lf/piv/PbLVAj47je//9O+P20JMvUiZ9HCE5Qh5+LhnZh8/JwNzuOcsbOZfIrtnlzxe4d/N8gwlK/Y5gCYJ+2xK02zEoupJBciDoVFVxORccGZrphmLUz0i/GUlGP82mQgBqgK3ULb52lpzCNFNuBxvkTJBZ12lzw+sfWBc+Zr00dTSVLOOlZHLI4IS9OMwsTBQ81kZC6q9M6KzGt8VUYQUVRFhYKmJKoa0mgs86pPTRXEUtJQOYlYDL5qfCLEeBKBCNjxYntyxU/98J/gZuqowiHWBQ/aMrCVk/uzJusC1u1o8PMCKtcXILymApPsRSZtnv25k3nnQvHw2OpuqiDtU8o7niDxL395+84TV2mPx8XZEho1LKU9lvUIg8Z6iwNy7ylchMGSqpyVeoelmQ4dSjqzdcwowkV12g/kuEYamiWNsvD9TOzQgLJEBgVmM6OhIsRrNmszHDswx7pNyUyPGaV5du0Ef/OKJyfJ8Yf3/ww6W0Z5hU9Cu2dvSxwl4NjuNfhodhXNYkSaZyzqw8zrmJpo2mJZm1obvGdrF3rLwDAm2SrxzSa6McIPR7heH7exAaMOinnixFH3NWxsGC7F9POYgY1wZmfUzrxwKp9hfO3Mm5cpSZ9lfPD40cnw7BJwaWhEMpno+opsiyJ8I6WoCz7yOA3KOczA0x/EnGCGhil4UJbpJnUSXeJtxgE1oPAWI4oSNZEtWh8qU2biIcvLW3T3LbBdpLSiOdLCB41ulqPPdKg/1OSOD13L6MvuvFxpuqTxM//xf4PWFLMRNT+ksOFal1PQ9ymRWBpxgdRKkoWMjVtS4rUaiQeT5zAYTEgMiSJ8q4bWMYNdMXHh0DXH0MV8crCHzBlWTIcbkg2goCEKgxARPOBjCauyUvVFULkLPuZVuAu0Sr4g9PIff+21/Pvn/JdHvnFWpfvOwwkjXV10zmKFPxsGGqaA8TlskYxBzfgiuCMY/eOf/zO+6vte8SiO7IkTH9l6/xTTPPb1DE1OggVdkGWosSuGuKodZRALJKqstM0upAqCb+WEYdupFh2DaSZFh+Ovz0+GckJPJRywozL11edbVzxgBviafa/jFx54/YRRjrBEWGpSUq8KJ1OVTdhhpcJxOg8lmsIpqmkJ+BKLYmIzXA24EZY53UfwzMiQhs4BH/To1cTHiCUWiAkAWQsYgVC2U/noAln/LSSN11yOVF2y+MADx3GzCSqz4ZYLYipGGcIJVpRQFuH0si4U4FTerJJOdXyqnBzIiwDcpuseJgxyda/1Djs6kX8w0Ty70gamemrMmVl8YqCL733jN/P/fslPTy5MzDSwSzEcdNSvHtBoDjjTb/HP3d0wc4QbooKaGBJtaKocWw64tXacoU+ZjUdkSQx9QsOdMuTLOxfYfaMRF1XuGQJFiYxyxDpMv8SliqinGQw1G/0mdw+X2Wu2eYrAblPyoqfcy/s+dg8veMZTLnfaLmp8snuMorYLmwSfWu8cuvTEPUfjVIBkm81ZXFvRoMB6TV1FFD60Jb4x6rCtB8zqAQ/MLXCo2MV6vAdxHiks4j12lFXXQUF0DQaeZMtB7JGHPdrFfGx4Nfl+zYvb93NbcpKr05yZuuHZjSMcGS0wshHzp6/8LpcAP/SCL+Lb/vQvsEqRnBGaGwNm1DbxQg/byBh1HaMuuOEQdWKVeLtPvDpLrZ0y2l2nrGl6cYtyn2JoDQOXAH28l0pqGKgSWwnqIlHElDgP++MN3KzijJuhO2cpOobhICZeryODYbCf2+xQO9xicPcif/30G3jxVXcwW7v1cqftosbxTxyHJGU0r9ndGLLHbJIgRAgN5dirtomlYGgjik6CGXjiTKNKB0mMShJcOVUHMcqQrMTpGNMoEe1ZSnu0zIi6LtgVbaOxlVWuRhAa3jAvJVvkPKv5ML2DdR7q7aa32qC5VZ84B+259sLO6wtCMFfduIeX/esX8u4/mmKcz9Utj5fo3CPR/VmszVnU3hSYnl4WnX5+LntdzSbDxc3tsENTu/0/P/6WJxVoLmxRNTYJADmSHUmGIiz7m8pJI5JK00wA0J7ALKuKYRY88bj1ti6qpXCwEnS4qmKUxwsC02Yp03Z1UAQAD1DZ243jeXv+7HHNz2ONA60bedXyXk4O/rE6XouZSDOo8uEr6z4YMzNTyqSJnEjEMSdDIlWivWNGD7EojATGU2MnBZngiXFEeBKxNMQTi1QOHpUlD6GiW1fAWUSwnZ+CJxFo7g1H9BuCURqjBSKNd3EAxmWJZBaxDoWBNJpUUPqinCzBydR44+NQTChJHFhk78PAXNpK5nF+tn4aXHuk0qGaR7z3vz76Mxc7BZcknv0FT+e2z38aH/+b2/FFjj+9jslL1NYM+UaTrY06x69rs66b3FA/zYq2xNphqsuEAH2XUFjFsIww1oIFWxMGuxVmEBPX5qmfHEKeowCXV4WH42LNwRBd5NSGdcq6QQ+E/nbK6fYMR9NZZtQWe7XhRbNH+Om//BNe8Iwfumz5uthR2g2OdmfRIwhkD+E8zMMytVOQzQiSKw4Vy+wrN4mLghm9QVpNBhHYdhGdMqWMY8gMw2WI96eULUNLlYi30Bngfai/wOjgLhFpsrZmtM+y5+pNbtt/nKfNHOdg1GFZRxTOoQeeG5pnyDsxP/Lqn72M2Xr08YUHbuGLb3snf3VkRBlrTq82yB5KSNaHSNZHRh181oeywCsVJAFZji6qImMvqNhhvEU7S5Zp1lSdZV1DSdCSi2TMSITyQl1pei7U8yRSkqiSph6ysH+DE/MzWNWgcaqG6aUBOOc5cmKV9sdi3n/jTRy6/sd5+lVvvrxJu4hxcmMb389h/zxlQ7CzFqUdBZaEmNyPOFyu0C8SCm/wHYMZCUVdh9Xu8areeHWQSv620WP2gYhyy7BVn+X4gRGy4LkqWgcgFhAvaKWw3jGiZMsbjrsW92VLHO22KbcidFkEN5VaDVHwxn/5iQs63gum/d795g+cDXjHcS6DPA2OVRgwJkyz7CwReT/Vyevci9lZ3mbnLv6fsxSDP7tIUIRRL39S+X/+3uH/HQBzpWVW1W3cHTCScfGYPatpicJPfJejyvosaGnHeQusJgIKG7wWxaGxEymeQ1ckfpAMTDoKsgMex6By/DV/5NRX85IDn17Sc6XEqeE/TgBxkFSc3dxkJ/zkPhVLU0YYZ6mZbLLg4tCU1RXPodDYShQT5BizUiLiSSUAZk3QaoW8hzxqBIOqWObQh1sgPOYiONhcQfGDv/EXZLMKV1MUzqNHDj30mEIhzkALpAiFgTq3qEERhpE4giQOXRZFArPsHJKXQf/MFNiNY4imVrzGt7wIUpDzLXBNiICznTq/9wt/mjd9/MoHzt57Pv7XUxr44QhqKSorMX0Xumd5IZKSRErq4hCvGVFSekNLSm6O1xEcs3rAg7PLbA0aZEuK5GQUlsV7O0WTYqKADZ2HLMdrjfT6qDTB12voQUnjuKLbanHvwi721INHdFsNOWgUtz3vPcCTBzQ/cOrfc7x3HV4pXDNFJzFkEV4UKrckXY8ZQTQqWB/UWFrqsMf0Kb0lUTUQT+w1fV3SLUtaekhno4Hpe6KBEK8VWF85BdRruMEQ2+/ifYaIRWZi9FCh8jAe13ROKqEQ1KA4ai3v611L7g00hNe//+d5w0vOs5J8hUXhSv761BASQVJL/2ZNfV0T9yIkMo/4vWIUrhZjDZheRv1EhN2M2Lxujjv7MY35IbfoE8Sq5JnNo+ReU/eV1SKCwTMrwj49IqVgy9bZW9vGOs2ZooGqWbp7DXU3T5o7WN/AD0dEJzZJ3ruXd75gxNOvuhyZujTxn3/qtxDrcM0UiaExLBi6OooRSoRIOUqvsCXkucZtxjRWg1uXEgWRwScxZKGdtvceSWJsI8LXYrYOCOUo4ZSboehpSjQdW+PaZJ3r4w0isYFcqlaGMxexXaT0uwkzJ4T0ZB/pdAN2sfD/fvnP8fN/89jHlUuzVl6hJNFqUpyzI9kYIwk3WfKcZo3Pan05Lec4n4zjEew0E4A8kd5SSTWq1//zF/wkP/u3P3zRD/lyxAc2/xEjfuKaYSpf5khcqOqtmOVIBdeFcbGfTBUEMgbQlS7aV7Zb4gUnlS+iGrfcJmwDCEXVJbByNBC94xQh0wrgne/ByBNjGftTxfjMS3DMqJymGhJRBBZaKkmKl9AmdKz1rj4zZuiNt9RwtHSJq+QY01XZqpLDJCiMCLoCymOwpyvQPPan9ITJTrn+nZiFK98D+9HE324eRlaEcghmIJhIsDXIg/4FUzhMX4JrSWUlpbICX3qiUYmMLYxqSZBZNARKi7MuNBwY5TtFUuNJtKqaJNX0WTpnEUJRW158SqlYq914fBJzMeKsatXAntvEUO6F5v4+uxf6zPshdw73ojnBVdE2y9rQUpqGMmy6jLbKaJv+ZLXJhA5AWC0UsxFlJ0GZecxaBwYRkudhou0cMspQHmS7S+2YR2iyuSvm5MYsdyV7qauMBXWIq7Tn1Yv386vvfzPf9jlffVlTdrHigeEDjMqb8Cpo9H1RgHd4W+LzERR1yjQlXxCSQnPXcD+zqiDF0dZh6m7xNFTBUtTjVfMfhdvggV0rnN7eQ3KasBLjg+ctzkFeoFWEqAx1ooPOHMl2TOfkPH//tJtoPHXI4spDtHWokxjLEQAa0cxlzdejDSGMBXYsKSwEnYXfekSfaHZIXhPyjsaPCtjcRvUH6FoNs9jGdGv0rmlg+o6iFQHDUDsiZeiI7RUjClp4lAg10YjzFKpkw2kSKbm2dpr5eIASx6lrFumM2sRdgVqCpCm+28NtbFF/sMVfvOtZfMNT/id7Fr798ibuIsXxdx7DGE3ZNPTnFXPtIbNqgIgi85bMxXR8wp1beyi2YiT3qBxUXpGiwyxYzY2dkYoC3+silOhuE1yMTi2iYLneYyHq0zAZLd2j8DDwGZoEoUatjNgvfa5LV3lgZhej2QRvqi6l1Yk9v9K+oOO9YND8/f/rtfzs635rBx2owH8xAb87bPIERZzrcHEOgzxOnlQXMj8t7ThXnjHej5q+P88fWuXs4+/5JEVREkVXvrb208XfnHwnwA6zPLaUqxjhsVRjrMdVEgCyqbTMY+s5mdwqUFbJNXSlh8Z7nGhKL+c6cVWLBuPSNjthuithDN6HdtqOCGSW5+19YsgzAJ658IN8dP2nScmYoUdLFUTKVZOUs7sCBf22nIOpAntfR4ilqLTJwfe2mtPhdpT3RBAGYyCSnSIWYQycVfU8/N/hcHicd0Fvl70D7X/pCb+K8nMffzfZSoHpaVysKBsChRAPQA9CPkoULEK8bdFDjy48vhGD92SzCZJbpHCY3CL5zhI1RuNqSTVGeWSQI70hYu0O0OY8OudYTzTSQXXjg6QjK5hpp/zCu54YbKiI8Nqf+Tf81n/9A7x1SCuGGuiiIH2gpN+vc2ytyZHrZtgoa8geYXe0TUm4UHig9MLAGmac5bbaYcq9cM/8ChuDJYYYzMOCrRtUZncKJ7UOhTijUbBDiyIkL1H9jGQtIT0a0W22ecgUtKIBK7pLPV1lr4Zm85eAJz5o7mz9V+4bzlMOYqKhhBzEEb5PuOapCFU4Wkcc6zdq9sUdEnKMKiixrLmcBZUCYBA6PuLwaJFVPcNqd5buASHqpJQzhmbkoMh3ZEcikCa4eoKdjenvT9i61lHbE7FWa3Ha10gGGY0s5ZXR3fxLtocTm7fyYy/9tsuXsM8ijNL84NOfxa9+7P3kmaHWc+h5TZEl+HiJYqOO9LeQYT+45igf2r17H6QaCpx4vDhqJy1d2+JoXrLebrAQ9VEi3KLPkHtHiq7sRmFBC7nv06of4bRrcOcwZinp0V2oc2Z5hsGmIdpokOQ5UhT4LEed2ISPtvnNu97F61/8xAfN/+Mv/i/6xDbUG2RLKb7puae3iBdPQww9nzHwKfOqx1ZWg1Mx0dATjUBlDp+YUF+R5WF1ygNRFOQZjQbxdk7z4ZhiEDFKU9ajOnOmX3UDdLRUSYLBiCAU1OMemZ8nF00S5QxWSjaeWmc2myda67BrucV/+d3/cEHHfMHI8ZbnXw9Kn63/O5eROcuvbOrx+QoGxyz1NPus1FRRTgXJxkD6fMzzOXZz42K1cfzU1/8SP/Lm7/usjvNKCu89f3z8DyeNScZNTIwED9+oaowRXDTcpCBQV+4MMLY1C7rnsa9yAAQS3B58IN8CvihJK0bUeV8VuREkBhWdvMNgh79xLC0IX0kBdDA6vRzpekyxkj6F6+PTjGdbY7BqGR/r2VKNsaQlAdKqSDIUXk5vJTt5hqpQQqMQtD4b7I6lFyb0ZZtSH3ksAZA4fADPHkocbvOHac3/5CXIxuMT3nv+75G/IZ5NyZMYmhrdF9RIkcUC84IegumDKiGfNUjDg4Uod0TbFUBODT7x5BJDEYCzyS0qq8YMFb49X4/xaRw8yUsb/EKHeShag53xZErAHwC4CfKOep2iZp5QE/CnPO9asB6Fwm9n2L5FzwlaG+JmRNSNsSON80JDjdCAdUIPIcKxolJe3ugxZIN78zptM+S+h1cwtZJi24Tz00AUaXxskFYLtrcDcLah4QRFgYggcYQaFaTrBe6hiGNmF2UC19TX2BNtUZecL5t/mHc99DZefs2rL3fqHnM4W7K6/Xvc3X0Bg0HEnAfpV0ViAL0+kiTkB2YZLjlcP2LD1zk2muOa2hrXpB1qGEw1/jQk4qAZkkfbXJee5o7+1aTrnmgopKcyXGmQOAEv+ETjvEMNh9BIw2Rdg65ZVma2eWbzGNfGfRYl4WhcsF2kPKV2inlpoLX+dId1RcWzlubYtWcLraC3L+JobS/zJdRLIRrGQbqlpn7PWuG1gjzHHFll4URE++MpxZ5ZzjxTcSJf4Np2RqdM2RN1cB4KQqF96g0NSSixNBVYV2Io2WM2aM0MOJm1gx/xYkznhjrzmaBHOeQFvtejdtcqf/KuZ/PaW9/B3rlXXt7EXUDkZcE7fvVe0mGGW26TzStMO+P57cMYDLkfooDjZcp7164hzyLoRKgiOP2ZQQGDLGCzsgSt8WUBtvLajyOyuQiXaDoHLOQxD24vslXUWM8aqDlPXDvFrMqqlVfHyGtOlrPctb2H1UOLNO7RtO/YJtroI0pTanPBxNIFj/Z/8Tv/+Ig/4hFWc3oss5CJftm7aWDtw1LSIzTLU0+pcPWEWVY7nzkXpMvkf5PdTwPn977tQxR5QRRHj+GIL3/8zkO/DX4Mkiud8thebvwaY7mGRbxFqWBzttPYxFfAzE9YY4NFKY/yle/F1Pc1Pc+JpJw0RHHeEz5ZNYYez4nG2owqvM8fxwxdeKz2f4OdAxDGmmamXtWiiAkMclAiBSnSuPjUn3OKKxFiQtW8eBD1yB9vNFEu7/xjU+08ggzEOUoctgLgpXeU4uj3/zf12R9D6ycOiJuOn7/7l5lvDqinBcMsotOpk0UxUnrUQKFHAezaGqhMUCOI+4IoyCNF3lTozKNzT9yrmu1EGh8rMolCIWHh0LkPy7eeifczIqFgsCoa9N6HxiqDUQDeY9kXctbYNBoUlyNVjzn+6A3vnKwqiVJ4V9nOKXCJoOZz9ixusahGPDBYoqmGXBNvsWIGmOp3nohh6MGIZ5CnLKttdu/v8qH2VRgbYZMkWKClMZJVxT1RhLdh3KEsQ56tQ/oj6qc0thFhtoT+yQYfqF/DUtSlISfZaxwr6vux9sufUCBuOjZXv5aHyjrrRROTC1HHEeWEznHjJifOka4OGe6NmBsVlCKhIM9pjpc1vC6JpCQWTe4sBsdKvMmXz93O3pdscudD+/koT0EOeySrOq3lebhZh88dykFtlKO6M3gS1vc06C/H1XVAWLPj66FnoXb4Mmbss4+/O/WnE5jRiAv8jMVrE679hQUp8HMRfqigmwV3htIivbCKJLFHPBTMoiwktmDQiXmoXMasBIejIuqzxyucjHsQeFoqJpKcwg8xkeNh5pk1A67Zd4q7491gE4pZjd81g3EOv92BU2vM/l2d737GX/PHr/ryJ+zq4H/6458jvWMd0Qo7W2c0r/CpZaHeZ5cucTh6ThNJzql8lrgPmYN03aOGBVJ6yMvgK25tJVcKq4nkBerUGjFNilbosqiT0JxtudXnmsYakbbU1Yiu9/Ryj7gW4nIW1IDUhH2pAkwndPf1wMZq94KPW33mTT59vPrffx5jmngCklWYyYlWof+7KERpRE0tO8tYpzkls5Cdz05+AePXYceybryf6ds4zjkBx3/TpCiwiq/c/S0XeuiXJfIy5z3r76ns5QLLrMa6ZsZtsV3ljFH5Nk+KAP1EpjEuDIwIhYLhcsikAUosjliVoWWzFGNIHKT2fho4QqxyWmpIW42YURk1QpHhtARdq9nLk7DHGHva38t0kR8E67c5gXkRFrQwp6ClhOic83ocqireq2FoSERdImJlAmieAswRhhhDSoypJBoeP5FfjMM5R+YKMiyldxTeMvAlPe8YOuh5uOfEsy5xZi5NDIseJ/P3cP3MKrsaHWYbIxYW+rTnekS1AtfwFG1HMWspE4eLoWx6hrugaIGLAASbCtmMorvPMJgTijqTMcFrhasbirmY0XLCaCGmaFQTjOkJTsVEuVqMXW5T7l+k2LeA3TWDTdTOhN975pdbj2OWLjy+6Ue+cmdS5xy0UuL9itbMgNr6gPrtwsY/LPFPd9/I7atX8cnBXtZsWCHyhIlfNxNUGXGdsXz53GG+4+r388U3fYI0yinblYdtJGS7GrhWHebnUFE0qVHxpQ1M0ihDihJxjnh9xNw9luyhFndv7OKu/h4eKttsWMfBuOQv7v2qy5GuC45RdhJVfpCRU+T9mHhLUIXDSqjp8dYFP1+gNB4hYjNJOHRkF5/srBBREuFoqBzrQ4ONSBSxaCzCibKNNcIn0hWKZ2SceVmTzWfM4eabO0yTUojRSKuBbzVDEWKRsHFknr+491be89Bejm8Iu1U5GdfXsmdcvqQ9hviyvV8/MejaHiY0j3sW0y5mf8noqhbFvj2o2gJGElAqmAyM5SvVhNhp0Ktdlt6zTfttEaf/cRfvvPs2CqvZdHWsV+ReWLU5uS8RhIaKUCI0FCzpAbtMh5fN38PKfAcTWczeIademDC4YR4/N4vUazAckdxzmsNv38dv3PUdly1nFxInt4/wkd8vkc0uzDTIlmu4mueW9ikOJF1m9BCFYs1q7umvcDKfYzCsUcyAV0LcqVb0BkN8cTahJiJIkgSDv2SGZLNk4U6YOaLwWxHWCTWdsaB7JHgaCnbHwp7akKVaxnVxh89Jj7B7cYN8xZMv1if7PnjDhdsoXjBonl9p84f3/zyYCugaHQbHc0GtP4svqxg0Kg1A9aNWFZMwxf4wLtKZ3i87n52AlKn3JkBbmAIzY6Ad3h91RvzK9/z2hR7+4x6v++h3VRZkY3bZTrrwGbGhhXblqKErta2WnWI/M2Gmw71IsDmLxZJIEdhm/E4KxWMEUmWpS05NymDu7j1jpKF8ZTlHAN01VdBWOW2dMyM5c+YanrX/45cvaY8hUnM1t6x8hEUsK2LZpR2z2oUOflO/mnExXvUEhSJF0SSioWJSMeiJRnnnFxBhSIgmQHmsWXbeYQm3IL3wWO/IXMmAgtxbnHdkOPrek3nIvdDxmr4zrJc97lx/4+OYqYsTbzn0ReyNt1iKe+ytdbi6sc5c2idOS2ozI5KZISopcTWPnfFkCyU+BpynqMNoQRgsQFkLhZgAZV2RzRl6y5qsIdhYzhojfKIp2zHDvXWGu2vkrRg3ro2gqo9QgjcKF2nKRkq5d4H86gWy/XNc87Ib+P33vf6y5eyxxPW3Xc3v3P1zuEYUCrW3+gzv2qJ/f45ezUg2i+Di0IFRHpGokhTLVl6jZx3bboREQxLjaesgHppVOYVTxKpk3/Vn6F1vOf3CGm42xTUSSKLQma1eg8o60RVFAM5FgWz1SNcyop4jXoXigRYfPnOA+0Z7eKiYYc0VfN7sR7jz1Fsvc/Y++9g88yK63nOsmGPb18iUCisdVoUGO3E1mShKlBeStRHOCIuLHY4MFrhjuJ+PD69i08XUVGCCUxXRUIartLCiRyTekbkI+0Ad1RUaawrSBObaqNkmRBo39hZXQtGK6F4NN992hG+85b289OAxludKZnXJs6Mt5tXn8s23PbGujdfP3spvPfO7ubVxjM9ZfoiDLz/MvbfVODXXJJtPsO0E6jFEZoe8Uwrw+CzDd3qozT7J8S1qJ/pQWpINR6Is3WHMHzz0bP65f5D3DJcY4MgqeZz3nhqGFQ0tcSzpISvxNvvSDV52zT00r+uQL8DggKLz1DZuZQFp1KHbZ+4fTvKrb97NXWvvutzp+6zCe883vfl/kh7aChKjZh3bMESLGQd2r3FdfBrnhYETtp2w7RpcX1uldJrZQyDOonIfuldCcNaxruqpofAuNPwJGkfFYHdMkSg6ccJolHD38WU+sbGfB0bLFFU78/Fkr+dy/q5/gDcdfQ5HTy3hB4JvpuTXLPG8Vz2DX/u7CzeBuCjruD/5Tb8OyNkk77meymN2bbzM6f1kaXTCBo91FNOoZOyrOgYcVXHgRHPoXFjemgbaZ93DlCB06l54x6/8NZ/7Fc/n6S+++WKk4ZLHj97xP8h8Tk3GmmG/Y0lWgehxIaBUjHM0tqLDTlhpU/kyj90zRJg8DjZxOwyrVN+rTG0XSdhGvMd6g52sFkzmKpMQAWvvwfsckfjxS9ZFiM7m1xHrncne+etLBYMhBrRSZ23jzvmEnnhh7Eg5YKxT3ikLHBdQWW8p8Ti3A83LyYANhYccRYmQOU3Hp+TO8Mkz/4e59PPZ27j24ibkEsUnjn05bbWFM01qKidVBSeZZbd0qJuck/0ZPII2jjLX5N1QzJcvONQA9EDQhYIEshSkDK9FGVB6REHZUpQexILpO3QB2u3oiHykKRc0xWIKzhEPS1SnmJLJ7JzVAngR7n5g9QlpYflDX/c/0bkPFnBK4fMcnxeIC+eYq8Hcco+mybljaw+iLE9NT7JPF6x4S1mtcDnvKUthXgpuTk/yX2/7C96++Sx6gxrr5RweT7YYkZoWogTVG+JGWdCSFiVeVcU/opCsIDk9YNbV2IpjHprfxcfqfUw7yF9uSTrsK/8TvdGzaaYHLm8CH2W8+8HX8Ny04MFSGPoIRkLzVMXEJ4JWEprt4IOncpoyWo5pHNIMWjUONDYw4lhJNjnlasy7Hi3RJGLIvcXjOBBv09IDmgcH/OHJz2X1xK5AYGz0YDDCDUZQSWT8mTV0WRDNasygSaoKZnVOXTRWPJkPRXFX8+fAr13W3D2W+LuT/4l6HM6Xpy2c4NDKItnxOfw6VRVriTMOEoPvl6Gt9lgeE0Wh86h2QUVqHc0HhsRbDd75sc9l7cWOhUafZy0exXrhwaLB7miLWYGaROSU1JTioCrR9CjrR/mk2s163iS51vJwfZ7SxGi3QN075MQanFxn4Y9jvqX2Ht75H5/ObLx4WfP3aOP37/4aNv/xqbSOPoRoTTHfoHONYnFXhwXp0dY5bUk47Cw9m9D1KZ9cX0G1cmycYLpFkMZ0Bju1aeN7AUQH3JcVJBvrxEtLjObTMAa3C65e2GSx3uOG9BQ5EWsFdF2NpShHiWJQJmSjmKijaB/KSLYKPPC+Dx+9KMd/UUBz2qi6b50rk5iY/U6xwOcpEhxLLWTqtZ39UC0nVowxcpZ/sx9rbr0PGrHzFAb6MUAfr1dN6aC//2U/xh88/Gss7pl/7Al4HOJ3H3o7d3XvI6mW9XXViCQsmboJszwGzmbKm3nMHkdSoiqbuND8xE+6BcpZBX1MqlNFgqmZm0qbUn5S6BfJeEnPE3w5zqn7nMQTC1gACPVP8bohRQVm/ZwDVUgFf8P5NXa+OHc7oPK/4CywTPU893bCZDigxFN4V01tIPcw8JoSYeQiht6QecOWbTDyCT961+v5+Wf8Oq3oyrZDW9v8AVz5UeZ0TCol69LEKEdTDzmRzeEJNoebJudkfxZlPEmjYLSVUAwjXE1wNU/uLHFXo3LBRYKbg1wg6gpRD3QB4PEairYil6B3izsWk1XvSfC/9kaRzcT4mRgPRNajuyVyYd1Xr5hIaudMXkUwM4aZfTlZ0qc8bui/r8Unb5hh9oYtUlMyb4bsjTYrK2uDKEFHJTORponHO4+wDcBCvcv6gRodp4kebmCyAWYUwyBDZlswHOFHGb4MS9xehoh1aNfEpIbmkaAv/6i6mjP7muTLEY7jPC3ZIl37V7jdn0Dp8/82r5R4+33/g5c2PsQIx6arc3iwSLdMGC0pGkccuvBBz5wkuF4PpTU8fAZ13QFGi55ykHBfZ5ltG3Nj7SS3xNsVYRG+uxhNgcN6OG7rbNo6jZv7dFubnJ5fYLmbEvX6U2Ck0pW7wGbv+ge4b/Mgf/eqk1x1w13Up4Yn6594YzVArAwiRWXSJeSjiNrA0kpzSgOulqItYDUuDxpaX5FuUI3DeQ7eEx1eJWrU0YUm9yl4z/Zmkz8rb+Xu5goHmxv8K90jUpZIglHBgkrJKJjXUFMbGIEZNeRD0TV0ipjM19lKErLGIu17aqgHjqMOnaLxq3O8pvh5/vK//BiRvrLrrB44+R/4rb8/SOsDWyFXuxYY7k/RCzkz7R6f036AukRs+4Kus/R8yj6zgTKe9FAUKAplKGuaRCRMor0H7yb4YwweVKtJntSIeormsZK69mzMC/GSZXe8TUtn7NIZMyoiliHeezaymKfkmzyldYo704P4T9Gd+kLiguUZAD/yO9/K7LiVrJJg52JMmDGI2gHN5wJmpULL1bHe7Vz5BUH/IhUjcpb8QsmO/GIMuqelGlMhwuSz0xKNcfzr/f+B7fUrt0HEW46+m7cc/5vKRSEwyMGpIsgqpNK/Bl/mEu+rDoGUE1eN0BnQhw5G1S10B2TivpFQElFWHf0cTJhsR6osqVhiVQFsCIVU1d+ogFgcNfHUlCfGVw21Pa303yJyZQ8G54u5xbeCtBEgRjGDYVYlode9PBIwVz95BBXkFxIF6cXU5M15R+ktmS+C4wVh2dR7T4EjoyTDYistc+YdPW8ZeEfuA1juOkXfGQoUPZfS8wldV+NMMUPH1dgqG2Qu5uXv/Am62ehxzdlnE4PtNzDqv4mWtrRVRlPnrJhtllSHhi7Yn25yTW2VhsmZqw+5bu4MM8kIJZ76/JDWUp+okeO1hxTy5ZJ8scTW7GTJo5iBwR7o7oUyJXRGA1CCTWCwy7B9QDNYVrjonDUFFbTSo4aitzehcyCms1czaoTv+Wu+5nlPOJYZ4Jf+8gdI9rRxmsC8KU9+cpvN23sM7slIz4yobTjiLpQjg1GW2JX0hnW6KMooA1NQYKvalHDNi7znS+Y+wStuuZ0DS6sUB4K3dd7SlItN3MIM0p5FqVDrQlkGiUaW47MM+gPMWpfaWkH9qEfdU+P0oSXe+tAzeefWzXxwuETPj9g+eSvWXrnn9e/d+RZuSX+Zmmi6TjhezjL0MdkwonZaQiMII6HQ1DlIU7xz2P1L1E+V1E95ar7EKc/e2Q4f7h/kvrxNz9VCPQSCRhOLJvWalJKH83l63YSjR3ahu5rB9QvkN+5Bdi3tXA+1hkaNYrnJxjMb1F/eYWGlz4nC0M0EY1O6eRPXfGL2MXjF1b/LohIKq6FwHFhcpXNbybF9NQZLKeVcDV9LgqWZqfjCypnL5wUMRlVX0QJxbrISrvuWufdpPvbemzl2Zom7u7vBw6GszYOF5rQtKbAoCauIu7VhWeApcYebayd57swhXrT3ARb3bVK7ucPwWcLmc+t0X3gQWZiDtS34uVO88vt+lKIsL2MGP32cXns9v3L3Bu7PG8jaNmI0vhZTLBrc1RnPmTuM+BozyuKx1CTCSMntg6vY0+xQNj1mEKQZ8fogFF6roBbw3od7V9VMiYOyxNbiUKcyH7GdRrCRcGZtlns7u+jbAMLHjb+2fcYnXYO/52rWkxp6ecTWdUJ/yWCN49u+619dlDxcFNCstea1P/IVEFcA2Oiz7eRgh34ca58jE37E00B4Z4fhpK7en2617UUQox/5merkP1uvNBVnkeA7OudAPntes/RaVo+vX3gyLnK86aG/5X899LZqjuAm7K+uWOPAAIfCPZAAKFRR+Ta7qiOgI5UKEI+LAnEkqiSuHDXGrZxj8dRVSSpBzuF9xSoTwHWCo64cNRy60ulO5i3s3IyCREFNYM/ST1/GDD720DpivvXdtFVCU8UYtVO9/8hJa7COM6IxUz7LY0DsfGgrWmCxU04c3kOBC3plLNaHZW8LbLuSAR7rofBCzxm2XMTIa0Zec8a22HI1tmyNk2WbLdfgVDbLmWKG7Sxlc5TyjF//JTb6/Uueq882su2fIe//HIkoagJN5VhQQxoqZ8n0OGDWmNc9luMuT2mcYCnuUItKDrbX2dvaItaWKC2YWegzt6uDjgJQdnWHXS7J94xwkcVLYDCIYLBH6O0VspmxFAxQ4LWQtTXbBw2b1yqyBbWzuiUEXfN4aSU2ZMsx3asTvvV1F2cQfrwjrSV82X/4AnScYpImKqlDnuOyDMkLxFq88sTtjHqUc7I3w6FiiaPS5rStTVY+APIsqPFXDOyOCp5ZOwZ45uM+JI58X0H3mhibCLYRB4leq4GqpWHMdhafZ5Bl+MEQGeWotR7No0Nah8DdW2Pj8Dzvvf9Gfv/kc3hX/yqO2JLNkzdibe9ypvG88fPvfxu7a69nxUCGZdMJuVM8uLVAkRvylkWsR48sqOD5y2iE6/VRZzYZLiikEIrtBDmWUDjNjbWTjLww8AWn7aCaYIfahk0cszrjxtppdsdbgCfZhPTUkHhtBNvd0BUPjxSVm4YHFi1P3fMwz2sc5brYsyuNmI8N7chw9fy/v6w5fKwR6yZftHgbn9N8gBfNPcA3XvM+rr3qNPmypWgqfFQRd85WckMJNohlOelEx7SrV1kSrw2J13Pm7gpg1vU1J9bn+OdT1/HWrWewZWtsWs3Ie9btiPF6dqwUu43jKdGQFzQO89TmSV6193aee+2D7HvqCaKX9Rg9P2LzxSu4a/Yg3lP++mG+/DU/xCi/8pymjp38fv7qxLv5lz99Ksnda9AbgNZkB+bo3Oi5sXmaA41tbko2KQmWlhklTSlYins8+NAKpVUImrwRgDHdbsj3tEe+NgFMxDV8XpKMBkhWgveUTajv6dNe6PKipftQojhV1Hh4WKPwwXhgtWxwdDjPydNzJB+tMXtUQy2hWE559f/zoouSi4vmTfWO3/3nR67Jj9llo5g4guOnGGfP5CybArDh6ucm7LGf3td4G1VRRsrvFA6O/ZyngfgUux32PNYxjjeRMHB5z9ftfx3//e9ezzNeduvFSssFxQ9+9Pd53/qHqccVqFXh+INlnEKqLoC6ymOsyqqRiSeWwBibyhljbDWnxKN91d1PqMByOXHEUFNEvJmIB2Tna9rBEUTiJum1SKXvfORp4H3xhGSaAdzgDxHkEa9XIpkqf+qsV8cRLm4lltCAZHo/3ntyLEXVaVGqNoql94zwE1AC0HGGvDIHtCiGNqLjawCslw3OFLM4FGt5g75N2MpSjvXbqFLh+poXvf5/8Uev+1qeev2ei5ucxxjF6jfiy/cQYxCxGGSiqZ+TnKHXk06XkbWUXnNNbZ22GfJwtsBirU87HXKy16KTJWAUMwsDhoOIPDN4rxDt8Xtz/EhQPYMMwlDnIk+2BKMliPsQdSpNczXb80YYLAqDeY8qoLYpSO4rqdl0XKS1vssU73rbh3ZYcqMntSZJW6jtzSiGEfajNbpr8/RvjUmjkvbigKviDcpSMbQKkpJ6LCgMHkcqii0r1KXgxSv3c2bU4vSNYP4lZjSrQBKkLDEiMBiFTmmjwBj7vOrtvF2ibHCWaBYlwixSGLYGc9w5Sv8/9v483tbsLutFv78x3mb2c7V77bX7XX2TSqXSkYQQSYAEhBMaARsQUDx6QMULCnouXuHq0aNwFD7eo6KCCtI3IogRCIYmIX1TSVVS/a7dN6uf/duN8bt/jHfOtSrk3HsMVZUEHfXZtdaee6653vnO8Y73Gc/v+T0Pg7zJjeM9Xt2+yN3X7uX4xtuJ03s+cyfyyPgLv/CvecMDP8ptyQBDTOYduSY8lR2nG1V0tYSDBLTAW8GUZVgTogiTpjCa0f3EAflreqiNma0qH7lxmnPNHc539+nZgrbEgeGvd3wVnmeKNYa+wVW/xPq920xHqzRuUNvNuaDdTRI0ScEK0cGEziNtdl7TRY49N0ypbz97mc7/O+PW5B2L+0/X5nTjGVJCnDuIFdeMsN02FCVUoRHtUO5ZywTm9mfeh8+mqHDtiGTfob/fZfASx8OThNfd9wxPjjfYa00Z6T4b0ZgWMQOfk9YEypKNMOS8uX2Zqy4ijRx3t29xbW2ZJ1Y3uHZsg/1jy7QfbtK8sEv1mzd46yu+i3/7ju/n5Ppnh8b5oxe+jlvlM/zz3/wKem8fw+4gKABObDA9bjjeHnHX8S1OxQeU3rIWxQwoaCA8Xm5SOaG3OSK6GCFZRPt6jrYS2JdD7/ZFgJ0HgrLAL/cobUrVjYlmnl5W4Tycbu7Ttxm3J3v0xNIUB1iycY/js5yenSFOSI/sqavIfop39umN54VpBvj27//q5zbaiQQ2OU3A2COR2Ed+SCQs2At22jyXIRY5ZJ1FDiUa9fdyFKH935JpSA0D/6BEYw54vueL/i4/9G3/6vk6LZ/WKF3F57/t7/Pbtz4aDEnmkoyaOVao/ZlD6pxBSU2F4EhMMFo3eGIpscyjmoOWOSYEnyTG1TKMubRCScUT102C1ADYCsSiNEVDA2B9jPOvVoK+uiHQEIiR5+yLRJLPWcAMYLt/B33upA0WcRITixwBzIfDqZJrSR74IOBQt+y9Z+ILJlpQLv4tMHcj7xmgFHUFofTCzarBRGMqbxi5BltVhz3fplLDM9kxLuXrZD7m8dE6l6arXJv0uDReoZgmlNspUgrxSPnW7/33/Mg//c0X+nT9/xzOzchvvASqd4amSKnDXURIxNASQyzQFkdbStqmYCMacirepWELNtMDXta5TGQqYuM43R1ytndAw1aA0mwVLPWntNuzuUkD0vLosQI9OYXEgdQ+2hEUS8rkrDLd9Phkrhafj6CNHh8XhueF6QZUwuI5zc9Rj/f5+Avf/dagvFdFi4J0HZK4YHZ1zP6HpyQXZzS3SpKBoqMobLhzYZLFbJEyix0FgU0VEbwXjELTOF7euEwijvO9HTBKdaxkdFtE0RHKXoqKwHIfE8dBZwuo8+hsFiQbkwmytUs0yGleHtO74mhfBXexycVnNvnVSw/yy7sP8VuzUzx640sZD/7JZ/RcjqcZr/8Xf5eX3feTvLR5gyVjSLBkKDNvWTNDMmcZRgkSldgcTOUDyVNWqPf46RR6XYgsnZuW3tUKKQ0v2bjOdtXjQrHKU8UKqYR24kQsVoS+GEThynSZg7LF7tOr5NYyOdNidvtSkCNAkDh22lTHVxjcu8z+S2Ku7K/w81dezs38sCK245c+o+fyDzvOL/8vuNpR4XrRp5xF9DeG7N8P++dTspNt3FIbaTYPDQQkWP/NrRDVOajmdnQeigo7c6x8IkcqJdk36Cji8SdP8M+f+UKenaxytVhi4iI+kjeYaEWOZ+xLnHf0TMySVc5Yx1u6T7GZHPD5vaf4+tMf4A2vfITVL96i+grD9pedpHjwLHqz4Fvu+m5+4T//9mf0XI6LAR988uUM/OP84LveROuXQgOj5jmSpuQ9QTYhOTvluDlg2UzoWGWiOV6Dr/jrG8/wwf0z5JOEQS+h6IV7nuwMQqX/OZhP0LopSqpZYJe7ET61jE8ZxknMsEy4Olhiv2yCQiRCSsREc/YbUwYd4Y7mFuebN5hsVNRwhGPmsxA03/eK2/ilT/wjpJlCmgbz+rn84qiOWKgjbaMAlq39g0B5DriPAOGjgFjnLgXCoRTDCPJJgFnqr4cWeOH54VA+BQKsx9v+5dt569I3U5Yv/q77P118lPt/+X9j7KZYC7HxR1L96tOHHtrOoSSmxOJompDTF5oTKmytcxY86dw9g9AUaait5ub6ZdU6xS6A31SClRyw+L0x0BAhRUKi2HP7NbEixEZoGENDhEb0Bk6fvPQin8Hnd8StNxKtfwxDTCwRqUSfsqlPNTTqZVpSEebNUWbZqTL1BSNKKoL8AsB7ZeiUofeU9Qkt1XDgErZ8kyCuEW66Ptuuy9g3mfmYj01Ps131GFcxHzo4zV7RZX/W5Nm9VaazhGy3hWQR6X5ogktGyi/87Hv52lf+HarPgG5uNvr3jG/dhQ+5wTVPFq7XOXC2Rkhr4Nyznq5UNKRk3Y65I75FKhVtm/O6/rOs2DFWHL00597Vm6w1Q1OOtY5OK2d9ZUiSlLVkSyH1mDNT5MwUaZXMSysKuFSZHVcmJx2ucyTcvAbXPhaqljA7LYzOCK/9wtt55498x4t+Dp/P8ea3voJfePqH8BsdzOoqJWvkQ4fOMnSWQVmBU7St2Jbj+rjL026NR91pxppS1LWBcmZRhcRaUgNLxtahShV39W5xvDdA756CVbIVoewlzE51oNkI2tI0+OZiQxO3z4twDGUFu/skWxOSG2OWnshpX1OSpxL2P7HK7zxyHz975VX8+Par+JVbP8NHLr/mUMb3Io5//2vv4Qt/9u/zlV/we7ysdY1j1pGKpdTAYnpiTARLUUZ/XFGlCVUj9DKgiqRx7QAVwfVbVA1L1YBZP8E+22CUNTiV7NG2GYV6PlpArlCqI6fiwFnWoiFn4n2Woim+MrSvQ2OrpHk9C+RSqxnYPFehiSE7bli9f58/ff97+fNnPsBKWjHWnFH8lZw4+f4X/Rw+n2O19y286dQ7OG5nfGH7Et9999t58z2PsnTXHrM1pWqagHqqChPbQ23zUaZn7upVlHAwQvISM84wHkyl9B9Xmh+LGb9nDbzw+K1N3rZzPz++9Xns+5SRT/hE2WLHw0CroEBA2YxiGuL5ouYu55M9bk/2+ZrVD/N1d3yAN/6xh7n7f7pM8edg76tuw28u86++7sf4xi/7f35GzuMvPvLLXLn2ecys459+4AuZ/mKH5MIuzLJwqvodpN3GrTvubt6i18hpG4PV4CYSEQGex4oN3rr5COVBQjJQujct+VojpP8VRdig+LoHBQ04Lo7waRspHbHLQT1qhWKj4tT6Lq88dYWVaMalrM/1SROPUgK7vsWT2Sb/4cLLufTYOZJhwmTd8PVveSn/8Rf++vN2bp7X6LCPvvfpsFP4JKeMUPmTINOQkNLzHC/mOTU/T3yyBOPxuUWdalhUawsH8X5hPYevk78W0o3aUaP+3UetvRYdK0dlG2JAD9045mM2nPHHG9/AK//4Q/zdX/rrL3h64NP7O7z1bT9OJjPiJDDDiS0RExhiEVn4K0dzlliUpimIJDDHgqchIeg5Eg3SDAmgWMST1nroqHZtOJRnHJ7medKfNfN5LLgapM8FBlbmp1DwWJw6PrnhOujF3vWCnrMXa5jsV1jYixwZwdlCqIIx3CcJMMK/B7nFUbFFGF4h90GKMR+CMHaWqcbMI8oLNVytVhEUp4apT7harOIx7BcNLoxWQYThJGUwa4EX8v0EzSMaA4imEE091oGUntG44CtOfQef/+b7+Vs/9pde8AjoSf4YW9t/nFQymlic+KD+FsFo0MNWOBKJUA2McSSGrNbO42EMtE3BnektrpUrTDXh/u5NbuVdrubLFBpzrnfAqJiyPWszcylGHMeWx1QVjKYNsiq4DtjUw/EMSih3G1DZWm+kqFWyY4GNTqcWe0NC56BwxDlDePuFCy/oOXuxxs/97HuIMguWAKySNKT1GaFzwuE7Ben1mGGjw05p+KgxLJ+Yol7Js4iy7Wg2Kqbq6UgDi8U7R4Xh3sYNCo141dol/tOVl8JqwTROwXhakuK3Zpj1Jdjaw7gEzYugG/e1geVsBs0msj8gLUvccpuV/SnTs13KLUO+0uLy9dM8e2KDRzZOccfaFucOvpQvOvZqXrH+fS94KuaTH7/Kt/7vP0X25hFf9YoPcn/zOieiGS0xRGLJKZk4oWvHHBTnyYzFrVW0PlKhjQa+mSEDCYxmXLuZLPVIb03INmLEG6q7Z1weLnO8tcZ6NKSX5mwYj+LI1RCJYV8tT+cbXPDHcJUhWZ1SXWkSjUuYztDhOMgQGik4T7I7IdmLMaKcTvZZsof5o3n+C8D/8YKetxdjZJMfZDlY4nBGxtzR2OLdyR2MS4gyT9m26NljxLtjZO8AxpMgDwJUPZoXSFUFO8ZGAylKSCySlyw9UZJtNBEM2RrETyW8X+9n6dwBK5sH3N+6zi9PHuLNy49SquGYGXEgykbkmWhFT2KMwCki1M448IYznctM2s/yzNIm4zuU99x3Jx+69y78O3psfXSXL1n683zF/+OL+Y7v+9MveOPxw89e4Ref+W6+/e4P8Oisw//58S9g5z9s0H5qDx2N0bLE9PtoI2HnoSZnjt/kWH/EvfFNrMzwElOpIxJAW3i1vO3K/WTL0HzKoSo0L4+g0UBms3De6+Y/AGNrqUazSbnepljuUHYMDV9QVMp6Z8zpeJc70i3WTGDxsypmurdE0s5xapgMW7R3DMYBCD/1no/y1/7im5+3c/S8riybZ1afqyFWReJwU9IaVcncc3kuZzagNgqXrfeH6A2pmwnrSeKDh+TC+0yC9dxcJr1AzEYW7g5zcBziYn3YbStBfiAGFiEdckRPvTh6QPjQrz/MV/S+hXteexc//I6/87xP2ie2t/man/tpxjaH1GMbNegXqHxEo3ZBFvU4FZIwE4jEkVCiIjSkXASagNKgRGr3CouGQI5amRzjF0AZDksNtj4FhiP7lPrkRkccTebNlkBdXlfmYdzlnD1ZnKPnrZDxmR3xPbWyuz4PGna2TstD1rmeRlpP7ArItDjS8lc/TWGicLhNq29YGrxcHQZVocQwdE12fBcUSrXslW22qy6J8Vyf9Lg4XsEYZThqMpolaGUhs2huiYcBMNtCiacKpcNU9UbVWt71Kx/iy3/+m3np6+/i//it73veT9n29GO8+8a3smlu0bJV2HQZh1GhxJFgQ9VHg/Zv/lgpIZq9hWWEo2FC3DUerFpuS7a5XC4z9C020hH9aMqVfI3dqk0nzuklGaMi5fp0CcHTTJRWMiYvI3bGbZxKCBtNlObJKeqEfLeBK2vwbBWsUixVsKRBD3kjRsWG9gkg+hSSnM/FcffdJ8P1TL30+ZLV08pgUDJ+IsP0ItobFt9oMVqPSW1FY+rImjFlKycXYazKsoDzYY1PIuWYCrlzLEdTbOQ51h6wd97jnxGKXky6D6N7l+g+vo/ptOpSuIRmQDR00RsTGgNTh/EeWxRoI6U7KaiW2lT9CHcxYrKRcmPtJDePr/PO5YpfinOOrfw13nLqPH/tvr/xvJ+zD7/rSf72d/4kNx/qYL94xJtf+gj3t25yPhrQM4aGxKh6Mq2wYrhe9DmWDMFDNkmZ3mM5/eszTJJCuxkkKbMZagzGGPLNDlYapENPObLccdcNSrHs+zZXi2Xua20TYWnYmFwrNvB82De4Ne7w1M4GdjdG+4bx+ZRoN8beCoSTdFr4jVXGZ9sUy5bZ033edewOXn32gyT1ei6kz/v5+kyMOHoI1Z8GQq/NtXwJxhY5PWOr0aBzpUn7RvAKjsZTVMcBI6hCFRrqlcP7mM5miHPINEfX+tisbiQslOZ2zMHtSn6jyZYz/MDjb+Whl17gg4Nz3NnZ4oosc0/jJtfKlLbNWDUW7ytaEqEScUICKdUFNto3GXvhofZNPnrsKX7nnvt41zvuZ/kjBb/6Mx/m137ot3j9n/o8vu9f/qXn/Zy988OP808+8KN8z5t+k+++d8jvT9f4d4++mpu/cpruYzvI1h6a55hWC9dJGbx6g97alI3bt3mwdZnYlqwaW8eLCw5Py8y4O94L2XRPJfhZjI8KNLbI9j7qwj1VjYQbojFABElCZHLytE/RgdmKMDsDtlcxLBsclC1ilFQMDYnIogJWJzRcypmdbc63b3IzOktUhM+v8zzLQ59X0HzuzuP8qW97Ez//o79DVacDqieUn450SaqCic2hvpjae/lIs58k0WFX5fyrqYEuJjAicoj8xM9fC+YIZs5wLwy04ZC9JjB7KjUIDxQ1z9E11h2ZeM/j73mKL+18M3Gnwdd/55fzTX/rKz/t81SUFX/+X/8CH7h5E9fwVE1F5hqIwyOrD0HqQxZS4/AqpFIFVwzjaUqBQ4jqqOtYqsBS104ZkThElcTUNnU1m2w4BMpzkBwfAdK+buybM8/C3GJNjuwz6v/q7yNsSLRTxZs+/dW3fdrn6LNpmPSVuPRbcNlPUuoMj1/Ie8KpOATTBUKm+XN+XmuwlSvMjjxuCfvEPW3MZzUiMNGUXdch08BADasGN4olMk0wojw9XObGrA8KB4Mmk0mCOoPJDMwsUgV/YjzEk2ARaAuPqA/ohiBpEmP46O98gi8xX0fSSvim7/+T/Mm/8dZP+zzNqozvf/SHydzDHE/3uS2pGEgLq5Ngf6hQikdUqESI5iyuBsugSjyxWioJDtY9LEN1xHh6Rpl4ZaYRp+J9dsqKXd+mYeGu1g1u5H2uF8HXeaM54lhjzFOjNQpniSMlNjmdNGc4SznIWiDBaYbI0z4+QT1k+00Kbw9bHQRIleJcAR6i/Yi1rMMv/8Vv/LTP0WfTeMMb7+O9f+n1/NbPvxspBRpn2L2+BbMMSRWJI0zexCUQRcrBuMVHkhNI7ni5eZYmjlQdlbf4piPGYIhRymBBR0kkjgfWbvKu6y20V1GOY4bnhd5FoVhKSScl0gkJaUQR4jh0MRDQLMd7RcoSSodMhDgriQYp2ohJdhPKfkz5VEy+ljLrtHm6s8wTTfhnb/sB1pYc3/HaN/Kn7n/Np32exgdjvucrfoBnbk3ITi+z9/k90geHvOq+Z7ineYOz8X7w5q3tJSv1OCxjH5JY932bji1oxzn5fsrOg02Ov2M3kA9JElg3ayHLECDvKbPVGG5ZttZ6vOTsNdbjMevRmMtOuS0SSl8xJqc0MfemN7hpOnxQz2GmEe0bSrrnsU6QlSV07wCMoerETE9H5C+b8bq7n+KNx55kzxlaXmlGayxtfG4l0/1fjWb3G+nm72dr+mu0xPHnVh/lVd2L/Mb+S/iNJ15CNmzT3DEhYMMapNMOUowsBxeqXSB452A0QpIEnENMG1VPsjXFtxPiOGK2YWjdUHQrQZ9KKO+HWxdWeLx7jKd7x3jD8Wf48CRmNZlwnj22K8OyrehKSUpMIhUtkxLj8bULVq7Ka1s3uP3+fR44c4nfeOXLePqpE7QeX+V3PnaVd574NloRfPs//DN86Z/59B0h9nZH/NX/179j7/6LfM3rPsCPfvlFZmr4z6M1/t1Hv4Cb79tk/eMD7LU9dBZ0zH6li7t9E04VlA9OOd/YoR/NWDMVGdAIdAiGmGu+zdtnt3N/5xbX85OkuxWtHY+PBRsZdJqH5D9VZJ7pEUeYXpe800ISizEOjS2+ozxw6gYn2gc04pIPH5zm5c1teh1Hrp4Dn/CB2Vl+dfIgF6+dIG4pVeE4pU1+7of/wvM0s8J43mtY3/ydb+Gnf+o9h9KLORit6V+TRFSq+KOyjFrSIeYwAld93ZA2f04U1ZINE2781gQgXvv7Bb1yvVus2ew5wwws9NCHDhzzhw93lZ8U9L049rn5tmAoZyU//Y/+Ez/9g7+GxBHLJ5a5/zV38mXf+Pncfs8JOr0mtu7UdJXn2cs7PHN5m196+8M8cusWMwOuAa4haDOELQQkO9dYBxmG17D7L70JYNd4rHHE1mNMAMOpVBiCxRwIzbnVXJ0I2JQyyDFUEfWEFGGtSyeHoFnmH1EtaxHmAPqIawaBwbe1F+W8beqTE9GMhJK7jV9Hkpz7w02mz6Jhl7+X2fV/tdggHB1zsFxo/gdnkMJMhSkccvIaNiVTbxnSqHl6MDiulz0mvrngta/nPa7ny/WGEp4drXBQtFCF0bjJdJqAN8jIILkBJ6R74TNt7CvGQTQtsU6hrMLn68N1pPN+AO8ppgU/9r/+ND/2vT+HJBFrp9d4yRvu4y3f9AXc+ZJTtFopNgqNM84rT1/b4RPbW/z0xz7KR90NpDOl1Zlxtjdgs2lJjKckpiKnUkMpFo+nIlgeioZNmNVw3VkJ2lgfVKCUeLxAD8sBDqtKxziMhxkRG/GQpivYdl0qtZxJd1mJJ1zJVyjr6IeHlq5xUKZcna1QqcWIZ70z5Vhnwu60zX7WXABkGym9YyMMMB60mBXx4W7RhSdVy54vvP0cm8u9F3Kqvajje/7WV/Ob/+VjSGXrjYSgF64EoqMpNDYcrasVEDE+WOGZBw2393bI05gys9huSREXeB8iyNULmXqWI2XPl9zTusl7RnfQiEqGTUWOFfgbCVWquHaDatURbzlIk/C785oscPMqIEH7GFmM82gSB7BTVsjUEs+aREND2m7Q2LeU3ZiqIZQtwFgyb/iBd72Lf1y8E+uFY2ttXnHnKf746+/jnntO0EqTxbz2zvP0Ry9x4eFn+c//5rd5+iPPhlbpXhc9scr0rjVGdya4ezJ6J8bc1tpmPZ7Qt47ISLCaVChwiDpGGubXKE/ZKVuUYnCpp3NdGN2/TPedl45UXhU9vk40c4HJ9EK+6RlMm1yerHJbc5u1aMK6WGKBvAIMXHFNni3W2E6WuH/zOo9vn0aqlOaVEbI3Rg8GaFHg9/awS03QFp2lGW9a+QQPNgaLWmC79Wew9rM74Ou/ZSyv/VPs9V8hQhAxPJCMuNi6xTuTu6mmik89ozu6NPsNkt0ZcmMbihL18zVxjj00VLS9D9KEa7vocg8jgu9bku2c+MDiWkq+ZGlfVvaeWsedz3nmzDGiQmguF7y6+zRPzI6zGR9wKjmgJY6GyThpYMqUJUlBIJWIWCJiX9GOKtaXnuYln7fLh+87zodff5pHLp7F3zqFfdLwD/7Fb/AD3/dLRMMpGxt9XvaGe3nT176au191O+knzeunPvIsTz16lbf96od4PB8xuiui//IBf/bb3sfr+9dZjwoulDHvnZzmVx59BbsfXmf5PQfYi9uQ5UgUBU/pVptbrzaU5y3/09IF7u7comcKBGhgKHB0pUGhYbVfKyf82/e8EWOCG44WBcnWMGAuU2+QFbAREkWYRoSKUG30mK5ZxpsWl3qkgCSqONvc5Wy8y7nWHj3r2Bo0UBdDJ+dascyFi8dpXozDJRVZvuXLX0en1Xhe59YLJPyqocMcoAIkoaHJA+L0OSxwAMu2liHoAkSrUTA2vETlgubZ+9BIWE9ovA9yBivPAciH8g2p/UDr582B83yxqo+jPqD6oeeyzYcdQ34BMrAR6pX96we869c+yjv/yyMQRWgcoYnBRxHaiHANi0ssVVuoUoNJ5NBdpZZMgqASCvZiFFXBGsV7oZFUOC+0bGheakiJAWJTYdWT2BDD2pICReoGQE9CkK4kCx1z0CXPs8Aic/jWjAhRrf1WDuPQ5wCZWk5wVJkSdpPhwXm8ylEw6d2VT2PefG6NAIiVirJmicMZcHWFIldhtNh2HI6pRgx9isNgCPMy8xHb1TIVQapUquXCbI3dqgd48jLi6mSZUdlA8AwHLWazBESwBxYzC9GjyUG4vtKhEuVgc4edhW5wKRzi/GITqPM3Ue8i1dcVD4Xda/v87i9/kN/9tY9CGuNbDXwrwTUiqn7MdNlS9A35iqdaBogpUkdWBe+WwgsTn7KiY2Ya08Qx9WHeFeJrmUaFqUtnXj2R2KAOV4ixlFR4EZawDHF4Vfq2IvbKWCP6Nvg6b1cdxtpgyc5Ybl1hq+xxq1xCRFlNM1aTa1yeLnNQtUIypnWc6h1wonPApeEy0yoJloxGiaxnZW2IwbN/0GVSPDc979nh/gs5pT4zw88lRiFaO4odvU3P/tYInTg6Sx7r+sxWY0wF0dAzbjaoWhNGalkiRGu7zBA1KjoaUfqC5SjnetXHeaHfzCnKGQdlG4082TFLNPPYWUqU5hhtBqAcRYf1wjlw1rDh8xFIrhBH4T4RRQE8RxFmVmJHEfFBgm9YfGTQxCBVICakUMysZPrkAb//Xy/y7h9+R2h2nOVolh1ajPn6vmAjTKeNdNv4jSVmJ5pMTsZMTirtVsXtS9tYlDU7RlASwqbQiMVqkBb1JeeD+VnaSclg0GaUpbS84K2nezGHU+voo0+HSPEY2Dtg+upzGCckA6gGyr133ySOHJmP2aua3NUI94k0AnURPV9yMV/j5rjLY9vHsViy9Yp22xKVZUhdjGNMu4t3Qv8TE4ZnWlR3RwvALCK46ukXedK98MMcWXcjgcvjFTbtmN0vKdi6tUR0OUGMJR6WYX8cW2ikSBkcNLSqFhs3P82QvEA6HSQrkAhkr8ImCVU7RkwE+0pz3zBZV+RKTF5YPtjp8bJ7L/ATW6/jZPeAs70eO0WHTlJyLtoms1PWbUkuGW1jQ7UCoWlinDqaxrJsxtydPMkXL11i99x7eXS8wbUvWebqzipbO332b22wtd3k8eE1fvUnf47yh2RRJfexhRWLOemIj+ds/sUdXre2zct713l1e4cmyo63/KeDE7z/xnl+54n70I8bNn5vH3NrAMMxxDFmZYlqqcnea9ZouopXveQJykbEqp3QoaAhQRvfkQaqyi0/Y1S1ed/+OZLljOX3NDAZmDz09+hgHDDZvPcsikJfRbuFphGmqshWYsolJd/w9JYyruyscD7dodXMWbaOJWNJ+p5Mc4qh4fbJdpCo1ooBQbhwbed5n1cvCGj++m96HT//4+8OODO10IgDw+W0ZofrMrERNIpQY0Luey2FCIvWXBhA0L7M9c1zp42yrAW4ITFwDpBV9fDvi2bB8CPmCPOsdVk4MNLBciZ8/RRss1ewoBpSglQ1HO8cRXpfH2/9eYkJryWykEkbB7ZSiMB5wVQ1kTVvHBUFUcTUSXx4jA1Wc624QhXakcMh9CUHLA07w6ojMUGa0ZICg5CII5JQ1g5pf4olfNjCoRuGPYKCVYPfsNTnpcI957H5rczXk3G+4BoMVmTRIRz+3dBa/ak/zBT6rBxR8xuoZj+Jogx9FSQVEhbnBfRUpVRhUG9AjgJmr7DjWlQcanEU4UbZZeJTRAwGx0HV4mK2xsSH+NZR2eTmpEvuE0DZ2+1Q5DGCYAcGOwk+u/FQMIVic0gHgEK6k2MUZJKHuTt3zlCA2o1GqC8IFiBlMccTjsigZNEFapzWv0vwE/A2wuWGvWmbY60J+1WHlnVMNMGi5L5EjQaHEAFXz6NCK6IaqQd9c0RJuFnFRBQEGVYPy6Q28OsaR6QhGdFKyel4n23XZeRTBOVsusNaNOaJfBNVITaeuzpbZD7mmck6XgVrPHHkuXd1i9JZnjxYqysmoTdABFZXRqx45WDUYjhuYTH86Jv+xAs+z17s8dqveYD3/tLHoHL4JU+1epy9q7toOcUiSLOBqscmnuJ6g1/lAbKmxfcNL21cpZgZioan16hFRhI21d6HXorb2rvs5W2GUQNFyY97zGWh7AqNHfDLbWSrgma6WF/xPlQKXXAEAoId3XxNrypIkhDYESeQ55g0QaY5JgnBWBrV1ciyQryieQFlERjFogRfXw/zZL66OipxgvR70Gvh+x2mJ1tkKxGzdYFWBW3HsWjIWjKhJZ7YeCISEiIKwlqsmrCrMesy5Nd3X0Krn9N83CAZmCJUVKKb+9Dvo/sHYcPqPOmNIfsPLuMN2LHl1nafN9/9CBvxiBVbsl151qwlxzGUkn7iebW5yMeqk8jAYG9F9J51wZd5vY+MJ+F+2GkxuXuFrVca2ucHPD48zl3pLrelU6zGNJZ+6DM5BV+QIfEbqcp34LzifcS3bnyAy2uP8dvDu3m73MfewWqQZ2pFde4Y0UGOjCcgOWS+lnLaQ/u5Ock3mUBZYJIE3zPYmSKlJzKGcimmueMpZoZ431K8FB59/23IWsE4T8nLiEvNFe5q3yBLLRvRkFyD/do5u89QPCvGMtaSJhEWCcmPEtETz/loxn3JJSoukB+DoU/JNGJSWabOMHYJmAgjwY5NELq2om1mtE1G3xSkdV/UpaLBx0cb/Oq1B3ns6TM0P25Yfawk2h3B01fRosAs9ZEkITu9RLnRRY+VTF+ec33U4U3rn2Dft3ggHdMAmiYJgTuaEQP/8urreWRwguY1g0uE9pMjzLQMHtki4RoETLOBJAbSBG0m6FIHbwzNA8/0lNBsFfR6M+5ZuomJ4antE5xan3G8CYVWbHvPw2aN3/F30YwKZssJ0SCiXcB3fdObnvd59YKA5m/9jrfwRW99iG/9lh9d6JS1qmMpXViYXDsGBKnqRp85YA3GxOBC6AO+toCKAzAQ5bmss0j4+9wlwxyhUOcEyidLNT5p6EJrXcskfPipI8+ohdjz1+ZQqLpgrcP3IoQypTU1i8zhv/lDEL3Qw9YSU9SAqRCFOArNf50oB4SWzUmsw4qjaSqcCEtmisfQtAVRnfgXiachQaIRozVoZvEnnssv5g2SMmeMpW43BKuBaY6JauO0Q5AcdMshP9BTLSJd4VCWAYbm5jP/DbPlc2c0lv8B08ZXsbX7lYvH5lNGCal9t5zBAxG+DsUMlYOhS5mQLGC0avBhvuKOMRd8GFUu5yvcLJdwGoDkdtZmb9bCEf6+t92jLC2oYAdCNAkMczQWolow3d4On2WyX4TrJSsDAJ4DA52r9ubAPhxniMc78ob1sDFXjMFHBh8bXEQAFwrGC6ZSnBdwllItWRVxULZZjacMXIeGcYxIWVXHBKWvkIvHquAkvG8jgsNh1RIfAc4pEQXBnaVLxFQdHqUrntgqAx9m3YYd0ZKCfd8ClJVozGujp3l0dpKZT0ijirbN2Fw+4PJshevF0iIdM4kqXr5+jVmV8vRwefH2BSWOlI2VCSdWcn79C3/w+ZxOnzXj733nV/M7f/x+vufv/yfUCvaUo/9u0Os3Q1/DhiUaF6y8Vxidb1CVlsc6mzzYvsqNgy5pVznPGHxO36TkpSG1lq5x3JveYHvaI7HBlby/MmNvK8KlYe5NN1PiZ2b4ThOjhJ1lVSJRFFhSbCiZ+xo8z9kpa5A8DxKjyi2IEqzFFDVoBkAWIR8h0KLCL4DycyuOGIs00uA00e/i+k2KYy3yvqXsCVVbMZHnxNIAY5TNaB+PpauKr+1VrFqmlHSNYytb56Zf4oQ94B1X7oETFetPxJhCA5vpFUZjQDDdNtpqYkqluVey89KIfFXJi4gnJ5u8dHWLFVPQNwneR1RSkXnDtmuSNy1fsvkY5hZcmZ0jHjnSJ7aDK4QIJBb1jqJnkNM53/GSd/Dy1hVE4Ea1ysvPfvQzMOte+NFe/7dkk58nHn4vfSthTZUhtze2+W3jaQ0dk5c7BneusPSko3V5QlyWwYc4SRAJri54H5hnqzAeBw165dA4RkYziGMiW+KWWsT7GTaOSEaG0emY1YeF6aZQ+oTSwWPTE5xe2+NRd5L1dEzZvcnHZyd5efsyN8su5+NdxiYnwtAxJV6gTUTLgGBIJKYbumowVti0ikqJT/K5uhOv1DXMsH6XQOWFAmHPt7mQ9Xh4dpwPXjrD7jPLmHcnbN7y2Ft7yNY+MsvROApa706D8vwGvm3ZeZmh7Bvu7V3n5PKAWdXki3uX8UC71ntPKZl4y0/tv4y0VdF4T0L2bEI8yAP3Mh6hkxlalSAOSZpBehvFAYUYQ5UK+WpK0YZ4D+ga2sdz+vGMB1pXON/fxZqSZ691ObkxJVPLu4Z38u4P30u8H4OBbj/i3f/vv/qCzKsXzJfnN3/9kUOGqpZLoFB1k5Am42vmWQkdq5FB50dT+SC3cBokFWkcmOMafBMZqAhMclWFpqa6tEid7iMLllcXjMWiQ3YOHlgQboGxPgKynzNUa5b5CKiYa7brHxKlljeEh3z9vo0QdrMEL2m1ASh7W//+6LlaaqeGNHLEERhR2nGBU0PLzLDiaJiCVByKsmRmgKFnJ8TiiTWEPiT4IMcAYkOtRQ7HHNXA38icETI1YJP6LQWAbMSQEjYiVd34dgiLFTt3fVb3SY4in3pj8kdljKY/8Qce8wo3XEItM0TE44OTNVPfYM+FQAczDzNR2Kp6DHwLWfDRypOzDcYuZQ6iL4/6DIrG4vxu3erhKouoYEZCNIkCIzsRomB/TPuGQzzYzGHzsCMzeYWIARd29ji3YJMXCB4ON5lzGdPhrjNgZxO2UPNrWeo3L7UuucoMvitkVYRvGCYuIZUGPRN8enuagQiFOlKBAk+ihkockdr5CxKF6BO0tloULzXjDB2JyDSUZ9qqRMZz4AUvQs9ktEzJbn1eLZ5XtZ5lq+xy1a3QNBWxlNzfucY9/joPj88y1bQuXindeMKr1kYM8jYXJsuhUbA+PXPv7T+q4xfe/6FFP4lrWjSNaC97SimoPr5D0u1g13pUnS6jcwYdGn63cxcrjSmvrJ6lKY5zJqNEaMdK5g1rVhlVQouMhnWcW9rjyb0NYluBsUw3hd5FJV+KScsKcQ1MXiBJGiK9rUXF18uz1Gt7XQlxQb4hkQXnUeuRulroy5ADIDWpsgisKOeRyT5sCOfD1M2fjQaSJtBu4dsJvhVTtA0aCVVToeFwTWUlmtCMq5qoKIkkJhKDI2zoRC0jX3Ei2ud3BneyLx1WyBlf6jM8q5z+LxNsHsggrer0uYMBrHRwa11MJbR2ld65EedP7+BEuFAsczouaJgIFSXShFEGZWS4Vq3wocFpdlY6RHeOKC/ENCuHzzJ0zqrnFZ0LDYZv6HIyOQDCvHY6erGn2os6yslPktTrp0GIgMuDNV679DTDt7Z4cnCM7UvLTIdNmtct2krQ9nqQERwMQ4WiLFHvkMKHqlyeI50mOgxNgiYqQzT8/gSNImzsqJYatK+V5CsRzS2LFyEaN9CTJVf8Cu1mhtswXBytcmd/i9/M72M9GTFrBmLl7vQGF8uUjpSkUtIwnoiI4yarm6kNRgSjihOlVAPE5AiVMzit2HENvDqenq0xzRKuT1a4tr3G1v4yV6+uEd+s6D4+Ibl8EzvMgu2jc0Eq0Wigp4+hScT4eMRsI8Y2S9rnRmRieX3ncc6me3gSjpsYVWVCQeYNH56d4Gbe4bEPnGc4atM5KGhezyArEFF8VYbNiDHBQ9/UagGbwKxAiwQXNchWLfnxErow20vRLnRNzprNWDXQPDEL/Tw30lBtz+wCS+3xwkWRv2Cg+U9/w+v4uZ9934IBLpsCvRTxYNyc6gp33qoZBfmFV0wROlrxird16HXlDpniNAostAiU7pD9FRt2fwuALAtWW9UvpBpCsLQSCB9WzfT6OZv8KcecFqZm3+rAFPXoXDk1bz5k/tYC4J+DDDXgDWgUfrxGsYfOH1JXv6OgX+01JpRqaNiC1IaEv+ai8S+jYSqMOFbsBIPSlCIEoOihxdw8AyeSuRwjgN5oDpQ5ApQlpNup+vpcBGxkxBBjcYCvAfKcXzYSoEl1FCjL8edvEn0WjtX+93Jl9ksLrHnNJVREUMtgQDEadN5Xih6lRCFkhgBcZy7marlChQ1cvggzH3NhtoZXw3zaPnWwxrSKFzbmW7d6qK8B81hIDuqb50SI6/teY7tCKsU4JZpUAYxP8/ru6BZNtar1pvGIPyZweE3UX0NzavgjzC/XcM0ubKt9+CMC3llUhYOiyXI1Y482LZsz9g1SUzHwTVZlyhghVqWqI+DDITisGpzUTYJH7AqtMSQaUdVGfa2afa4EUmDVKAc+JP3FlJyyQ/Z9gwqLwXMq3WfTH3Ch2EAIPuWp9bxh6Ul2ii4PT0+FWHgTEjc3WvtsNne5OFnlVr4EwKnmZ0ek7Qs1vustX8w3vOPf4oiID3LMsjIZrCDDMbhpUMb12/hEcGN49vomF3SF1518lu20x3o2wy3PmEmG0ZjYGMaV0hHhfBp0he8e3knDFkxaCXq8gCsNqgb4VCiXUkzmoNuugzhC9VCq2uN8DpA1NGbNSQudl869D8y0NVAZxJSHq5LX4Iowf93FqOd2FIX7Q5ogSYymCRpH+NjiGoK3QtUiVCvWxhRi6NoZnpi2mZJT0aQZNo51z8nUp2y5Dkt2ygf2zzKWiKhydC4axufa9N9zBSkrSGK0KAKzuTuiXGuRnV4O98yDlCiveN2xZ2iTc7MydKSibSNyrei3HOdnjqf9jIuTNcaPL2GuWJpaoJt9ONgP77LZQE8eY3pimfiK8hvX7ucbz74Pg7Ke3PviTLDP0Gj0/h7V/p8I3u/qaPiUv3TiI1yqYj6WnyBzMTvNHtGsZPeBlKhs0b7maF46CBKXOmzD+hQ/noR5F3nceBaCUVQxNsUPx2EeJRGYlGhrhK50SAYOFxtaW0K+rMQ3IkzPM1lvcvGZhNbqjI8VJ4nwHOt3uTJb5vb2DleLZSIq1mXITV2mGFnWm0O6rZy9ssfpaJ9T6S4jTRi6Fo+NN2m5nKFLiCtlTIsrg1WmRFy+sk41M3AjoX21JN1ynLq4FTT9gyGaF/i8BpnWQquFdNtUkZCdbEMEs5MOlpVz7QGvWLtEy1bcGSsrNqLQiiklXuHXp6cZupTxzSbb1/r0LjkaB0BVYg7GIbSodiwzcYLWZKUCYi2+1yTylsZ2wXgzwfWUB89cZ7NzwHI64cqNFe49sxsSMRF2KdlZi9kYDtnY2GLn4gYAr109+YLNqRcMNHe7TX7jt/4mP/wjb+dXfuuR8KAqVFqfKIWGpehE4MCWtS2dCeJ1rXWTWtaA2SiIWYSZgEcjC65mxaoqRG7XJbpFOMrc17ke6v2h/+IiGGX+lAAaF9Z3R4eE11JD6KS19tAPGg7VIJ6FuD2UwuVQpiE1Y1KjWUMdzWsCCgk+p+FmYVDaUYlXQ1pLLyKpSE1JbKp69xncEBqmQhESPLEJDGJsjuiXRWphQGCURWShUTZimEP/cCi2zvIBDrcEtVdzROB6HFbs4udTQpeurvw6UXr7pzFbPndGFG1yZvMyT21/F1vZfzmiWJ5PGWWrWmbbN7H4EG8uQen9bL7GgWuFzxKHF8OtrMeNoh+kAqKUzvD0YI3chQY5Vxl2dzp4Fz4JOxbi3SDViGdCPAxTMx46oixYCtqpCxvTuvEPY6DKaxASPHHn14H39a5RwrydR9WLsfNdU907oHVfAnOscdgXoAoO1Bt8ZZhWCZkPN5rCxQykzZKdMpaUruY0RMlVaQk4Amvi5DBYJ5ytOZUdhq2dCVz9eKqCUgWbJmDNwsDXlR48m3bKSBPG3tbNf577GiGSeOgbxLXu/1RjjxPpHh8a3cawtvSL8TSiipcs3eI+f4s/f9tPsNn6ow2abz+2zu/96+/i77ztx/nFRwdsfd4plh4rWXnbhcCCRgbfM7QvTonHTfbuSahanvFawtZBm/5KF1967ksmNIziXULfljS0otKCXTtjyU5YazcRYKfo4WOPawjZkqU99bilBuxNgzbZzTd4tciiXn+l3s2r+6SKlg9gWN3hZm+hf/a6+PfFkPk8N0gSB8u3NKm7+C0+ElzT4lLBNUAjxallvTmmmVS0JWfqI1K1YMK8tGGBx2lFoSm7rk3mYsrS4IYxUWUwmad1I8f3O8ila0FaGFkkTZE0IRmU5MOcnQcTotRydbDMzfUeX9x9gggYariUbewZqadIK243O7wqepa3z9ZZ/1hGfPUA2R+hjQZEBWIs+ek+wy+qeOMrHsfEhn978wv4J6/4AeLohQMXnw0jbjyIP/Yol259M6u8h3YcpIfn44LL1YwqF+6yW7hvUK4eLDF9ZIV4bEhjg272MYXHzCo4OECiCC8V5IDO79PgRu5Q2iMe3Z4hzSbRYIqmHRr7jmzVEA8N4gSMxU6g6BmGWUQqFVkPhsMWa/0xB0WbvUmTB9Zv8MtXXk5LCxoT5SldYWnkOLW6RzfNiI9nvO/x2zjPALefYOKK6+Muzht8lpAMw3rYvlZBpTS3x8hgRrw3geE4SE5cXXWZ4540Qa2ga13EGCYbkK0b0m7G7aev89JjV7m/ucdL04xV45n4ioKKoUt5quwhlPz0h/8YN0fLNCNH50qFGUyQgwlaOfxospDRqvdIq8U8sdmpg0ZMvppSdiLSgeKuGZp3F9zR2uJkvMex7pjtWYLJhZNrni1n+YW9l/PuW7dTrVjWW9v80hd/LxvLnRdsTr2gsUlRZHn77z8R/jIHqgJiIWsFT0tT1cDVCWIg66fh5ulAZlUot0W1n2tV+29obdJlDhWZIU3QEVawAGoX0o3akm7R5GdMzWTUx+VqzeZ8Ia7lGke0GPWXwGgvhkhYfOvvdQHO5TmAev5SvnYmUBskICqCOI9PFawHo6gTGmlJ7iyrJiT6xeIw4mmZgriOw26aAqs+WNDhiXE1SNaFM0ZcA/k5QI4wtY7Z1JKA8ISIw0js+ePhUOdW5YfPjRG8Hsoy5prmYFd3AfijDZoBrI3Zyf7rcwAzwMSnPFFsBFmMOBCHx1N4w3vH5xEjxOJo2wIjysdHm0yqBpHxRKZiXKZcGS9R+cBgFEXEYL+Fr3W7dmiId4ObjMkhHmrQFBeOeBwAM5nD5HXITBE08uTFoYXSwuax7hU43DEeDgmG80ZCRUVrAK1aUwIOJLgc1qlLYEpwKbhSKBPLME9JjCPTiFQdQ9dk2UwZaINEJxQIDa9UZi73Cc2nwbs5OIXPN3gQ5l8kEaI+6J2BJjE5Fa5udF0RGKsunF6WpaAphgMfL6wUj8cDlv2Em66Lqa9rI/Cq3gUyF/Oh6Vls3QgI877jPeCPNmgGSKKIdz99DUy44UxOx6zEEb2TnsHNCeZjV7DLS8AK6bCDTBxP7Kwz6De5Gq3x1uWPMC5zGpGnaUoSiXDqScTRkIqX9q6HxK48BZSyq5gS4qmhWIqxhcekEUwF4mgxX8WYIKuQw2qgMQZf1YzzvIeFWp9cb56OyvAWYz6frA33hsgiSRwIlygK95ok3BarRpDTVU3wRikxxIVnbWlC12a0bcZMDauAq+89DmWmSioVl7I1Br7Bii+Y7MUogp2WyKRE8hLiGJ8VoIqfzjCnNtDUEk+U5o5n7Qt2SeKCDwzPcXdji5ek+0QIaRyCUsrmlCeLNZ7O1rgRL3H83A18tIQMJ/jJNJTAVfGrBoqCjRNTWnGQaKWNilITXtic28+OYWyD2H1kQVZVOEQNo90uX735YQbHW3XKqvBsvwuq3Hx9n+aB0NrxNC7uoVGEdNuYogSX1dXsCjdxgWBIQMoZfqph4yWhQV4u75OfXSbdU0xbEYmIpg5vhXhgcG2PakrSUrJWxMVBi7VpzngZfu96H26kDJdLmk8l9CxIDs8snaB1U2j4ghPXSvZWW8R7gsZNju15RB1QBbCvPuiuvUdGY7zz+CwL2Ohoj1c9/6XdRntNBicNk3NttO1Zv2uHzZN73NG/xcuaW3xp5zpelQOtyNRzrepxueqxlbX5va272HFtek9AcydituzpPb4Xegmy/FAeC0F65RzSbII1gXnOClzaZHpMKFYUt1Hy1GMbPPjKSyw1Zpy2Q5Y7hmbXsnOrBf2My5NVKh8+3GEjYrnXfEHn0wubNQq86fV382tvD0yzAllXMJEJNejaR9w6xbcteRwFuUSpWB/yxstmHDLfS134CWOCjpKiBGsW0HZx6xcJpa+5i4a1C2ZtrnuWeSOhn0s35to5c0Tv9imA83zMF2sj9U7JgAkM+Xztnpe1tdaHqtTNgNQMnQGpABvej4kchQvm52nkMBL8llNb0bQVhVqW7STEauPp2AIIKYFRnfR3NLgEJDT/EVLMjM4BsyycRkztmhDJ/Dwevk9bw2VfuwocNv3VgFqVox7XEn/6AQKfa2O5+Ub2Zr8BBCOYTxSblMFqIjgmagg2eGa2wbWaSY69x1plWsU8PDgfLAFN+Ny2Zx22Zx2oz2uexQwPWgugGg1CNzYauu+TQWjCw3mSoWI0WMYlkyrggtJjKx+YhCo4oZAfSjWOLl6LcSTpTowJ1o4y/xp81I/sC4PGucYrpgjNpFUZYb2yO2vTb+Tsl23aUcWtqk8vyiiIKOuSXAEkKDlKQ0PVwtVqcH90swbMExkNQkJEVVs0NjQir9WkYoQ+hql3lPU8bojnmM3Zc1F4RQ1SptuiXXZ8l7y+kwqOjnW8ofMEV7IltnR5UXBaT8+/EFPos3K84r4TXH84lC9at3JkJWa4tQo6xM8yTDIFv0Qy8RSXW2SzJhfONllpzdjfbzFYP0A8HBNXWwgaEim5p7HNI1nESjzF4kh7Jb6yuFFKtgx2BlXLYgcKrUaQY5RSyxdKTL2G4/3h2n2kp4R5xeRoY99zAHPNINShPhJFoQGpDhgJ8owUMYJLI7CCiwN542MgUeh6tqYdHrRXyDVmyWZMgWMSB7cQ9RiFPRczUeGu5Aa/fv1etGFoaUG0nVKspTSf2oVpfugEZQ1iDXpzm9nr7sDHQvuaodpKeOm91+hFMz5ebLJEyX2NghhDsyPEkw6Vt3xg/xzPXt9g+Gyf9AE4ttPDHgyDdKCRQtrHzjz+AzHlSROIFqc0o9UXa1p9xkdp7wM+DIB6i/XwJ09f5MBXfKLoMHQtYu843ttm9xuaFDstqqeapEPFNWPobyCjDLs/whUlkhp8VjeURoJxOS7TBYBmMkWzDOn3SG4OqdopyTQF54izUA0ZHRd6V4W8oxRdQ9NZqmZJNU1JE0vn+pTJMaXzTETrVkUZh8bYzrNK80ZG6WfEo5KlZwTJyuDYhWB8bSc6mYZ1vihRDVriww0mYOq1TwAbwXKf7PwK2e3LuESRuyc01jM2j+3yYOcqf2r14/RsyViVEqVS4ePZBk+Xa0xcwn++dD+DSZv0AJKBoXF1ROPKEOIIvz9Y3HMUMHWWBUWJViXS7qGNmKrXJD0oGZ0yVKcLjm0ecN+xmxwUbXZ2W9x7fJ+2xHj1ZKsjZlXCq6JnuCzLoSo/hcRaXsjxgoPmv/mXv5SHXnKaH/kP7+bycABi8IFUDf8TYbZUl8mcYkOrZ9C5teMAojOPcQ4X2wD4VDBZhUR1o4g1UNSNOsYEO7rIBquheoENcY1m0RxytJEvRMlKeB1XTzgjzwUVXoO+ybkgWtC5trMuF0JAqubIV6OhucYo2MPgFiA0AwoLbbN6gxFPFIeO18g4LJ6WLZlUCRvJgEgUJ4ZVO5zDWTqmQFVIjV8wy3NDszlgTmoPRQldiRwNKjlyCWFrHakXXTDlUktFlKANNzWw0rpMrihq34xZ/l6M7T7Ps+ezd9y/8c+4Mfx5PrDz41wpJogItmY5IXRq//7BWRyWSByR8ah4rkyXuDJZwoqS2lBJuDLsMy4TjAnTJpvFDA+aBDcLJTqwxHt1dcAFOzlbBvYrHSq2plaTQbCVQyGahF291IyCHm3+K8vF92Jk4R4TZBcSbuIQEj2NoJEJJbv5RDFH2OnQ+Rg2wYArLN6XlM5Suog9bbMWj0ktjF2KjRy5xiQoQ/Us1y4uBUqDWiJdzzOHHrq9QO2DGzZ9VgO7JyI0CBrPOdDumIjMOzICYxwrbNiKPR9R6Vx1ohw3AzKfcMu1ntOzfLZ5wGk9ILN/li86+W1E9r8HPi6MH/rSv8AbbnsPv/D7b+d9dBjccYbVD+X03/EsejDELyVENwb0hhnNzSW2XplSHBPG2wnvPH43N4bLfHH/EyypYtSTinLcRlx1JT2TkZqS+9dukW9F5HFM2a6oZjFFD9I98Mst/O4EE0XQbCKzGQtvfJnbix5+v5jTcwCqnyzFqBdFwj0mrM219Mia+jETyJQ0xkeGqpfibZj3xgk+DoXApDPDpo6GFAx8i8hD0zoqjYjFUgZncdaM5b3Tk1Qm4q5kh3c/dg/04Ni0onPD4U+sYj7yFJqX4f2YWleNkF7eZe+1G7gEJp9YY399h5eeu8KKHTM2hmvTiNs64NQjrZLXVxnvrQ545OYddK5B+1oJSQPuOAGPXYZWi+ndx7jxpSlVHw7e1eYff5Xy+hN/JTQH/3cyzp/4j2wPfozL+z/KcnQRMbCsMX0T0TMlxY7lS9ceYbzR4pnpMd7pb6dMUqabyvjkCuluRfdahB9OYHMNmeZIVOCHQ8R6XFY7DUUCeR7cLZIEGU8wWU6yN6E6u0b/8QxUyc4scewjU8p2hLiE/sWCybGIVuZo7jpmrZLWjqN1xWFu7VOtdYlLH0Kqdg9QMcRFEeQ9ZVlrhQOe8QQizxfFp7geWBB90kghijFLPYgs5VKC71r2X5njesra6piXr1zi648/zKk0YA7VYFV7q2zx/mwTj/DUeJ0nJ8dptSpG72/DyOKNo3F5iEwzdDwNv7MM96DwOopJknAcTlHvcJ0OVctSLEc09pVyH07dc8BdrZucTvZZshOevrrE+pkZI3U8W7Z5ojxBc0X5htYHGO38Zb77LW9+wefSCw6aAd78x+7nb//73zxksmrxorYMk6S2rSq1TgfzFB1bN+kpNlMQpWwGDbFxBpM7fGyQKOgcdVaEJpFadiEa1T6ecTCOlxB+InNAPL9DLoCzHhIUIojU9kXPGUfZCwlsHfEhCD/6rNpFY+5OoARds5pammEPHTPUaPgULKgzxI0SI56GrZj5hNuiXVLrKL2lH49D2V+hYzMiHEY9TeNrSYUSi9TSjKC3imqQEVg6syDP53ZxC6GGHL4Bi8FLiPJWtGaUwwbCKQtXgcWIlzDRiT/cJPkcHJu9r+fq9R9hvu0QQgX5crbG5Vkfa+aev4pVzyN7m8xc0M1iHF4dF/ZWKH2EMYGZnk5ixoPmYicT7RuSvfBZqSiNfbDBiZB04InqBLXoIMMUQccvgxlhT6OQ1SmF8/l8xHN04Ylbj0WzrK2XBXPkpioBfKiAuHrO+sMtV/BRV7w3qBO8NSHN0kTslW2O2yGZj1lGOdAmbS0wYph5pWWVCqVSH2Qa4ok0sMzhe/Nc4IwJTa2qgWFGSCWi0CCHUZSmCQ4cM61q3CSsWsfUR0w1MPMW6JiClhRcd13ckTgEI/CSbp9OtPy8zZfPlfHVd72Wf/grv7VwIBzdntD/XUN0zFBd3kHjGNPpYJsJ0dTir1gey0/xbJFhzinDssnUjInULXzeUwzL0YzXd5/mHaN76cU5+2lJ3o9wmYMty+xYhLlZYtMYbSmMM4jrDcscFPja398HOV8gATj036+ZaPV+sZ4fbgZrlwxj6obXI1VCG+wUNTJ4Cz4R1IZmdJ+E6Ka2OGzsWYkm9KKckbZYZTKv3RERsatTvFSsyZT/sPsyhtKk4UvMtZSqDcymxHszZKlPde3GIs2WbgfiiHjsaN2YsvNgC99UPvDMbZxfusm9GzdYMhlpDLcGDZZ7jpFXdoC3nP04xXaTdz/8MppXp8itPXQ4hkYMccH0TELVD6fxoJmCfQPpf4fzer3/rewM/i4QpsZUKzqk6G7K155/hH0fc61aYlg1aZU5+Z0HjO5s4PaF3iMRrVs5o1cdp3ngSYYOLl3HrPbQaYFEVXBBwaNzkxdT4Q8C2DSry5hPXAIxyOoyjcduQBKT+BbJ1X18v0V7Zokvb+PX+rSvTTGTDG8D2IzyCpllaGTRWRaq6LNsITMN/SmHRKAYE64D1eAIoxqqK0KIBReBRoI3huHdXcrVmN2XpZAI62t7PHDyMq9bf5ozzX0SPKdti0QMW5Xjw1mHicYMqgZPTY+zXzYZ7rbYvb4MLeH4h3MaA4/b6GMf3gqkjK+dR+YmDC44gJlWE00SiGOk8lQtQ9ERshXBuZjrT6zQft0THIsGHLcTlk8L41lM6WL2TZtMQ/iUNOBrX3E73eT5Tf/7VONFAc0AZ48v8+yNPQDUK6ON4NhgSoVCQzOgwGypdnaoICoExFN0owCYK0VmvgbMwfnC5A6JI9R61AdtZZBNJMGf09rFYhuCRzgE14tGEX/IFh8FEs+RatSvO38NCOyz98jcUYM5Jj3qfivP/WrBRxp2pPjQWJgLmgYwY42n8BFL0Ywk8kxcwnK8TyIOq55USmLjiNSFbn8TmmNime9FNKT7AbHYRVIddZnfiDBPrjv0wajFF3o0TtwH85H6Tfn6nHjKwGRyCGRIv/p5mCGfm6NtjzHxtwCoFN6xc1dQ6IqGVEajGG953/aJwEaboENH4cL2amh4NUosnumgQTZKDwHzgZDsmGBeJ5DOATMQTT1RVksYpiV2VuuXs+IweGdaGzfXrgHqg1xjEXLi9ZPezZHJ/cn/NH+olhqJB+PreVG7v+i8uuJCmfAga7DWnjJ1YdHedR2O6wHWwMin9G1OgSH1YeEv0UVQzjxrBUJjYCC3wxyeS4KORm8LIQSg1MPrL0WIJGaiwUkEVTqmIlVheGSvawROR0MmlWWbDvPt4kb7hWctPlvHuROenRvh+9ZugVtrws0KZBJszMoSrLD0iZJiKWJ6PGL0SsVPDaPllOuupJApmxI65JcsdE3B42XK6WiXa2mP0VKDsoooJWZ2HNrXhKppsJlFyggaMWYBhjUQFEfGPE12wUIf3fkvtM6EkjkcITfmgLmWqdkAnLX2158/10Xgm4prK5oqRpQo8tzKOtzZ2CIVR4LB46hqRjsm5tkqplKYFDE3hz1MbrATRZyg6qAo0CwP962iDPeh8QDOnkUjQ+dSwfREzPRVFbZf8o69e7ijuc0bVy7TEWj0KiYHKVlvwuVyhcdnx9k+kbD+phuUH02RyQydzjCtBj7qsH51m73yGBpD4hwPrtz9As6cz+6x5zbYNHVarY8o8Ty0OaPUiFhy9nyBbitfdvsj3CqXeGx0nIvVOhjDtS9qEY2FbAzrHxqR37tGMoJo5tAr15FGhJYaXLycW4R3qDH4vf2ALaII3dpBrMGkKX40CYRX5WHvIGinb+ygwzGaplCVQbtfL8jSaKBZkNmZJAmGBI0kOIzFMTqbhYbWvIBmIxgjtJvgFN9uICi+1YTEMr6jj8aG4pinsznhC05d4pX3Pk2cVCTiWbaeV6U5DRGcwnUXZG77LuFGuczFbI3tWZtbB322b/WJBobGbiBSzM4IO5qhS310eyeA95pMxNgw511wPNJ+G22FZMV46hifjMg3S1onpiyvj/jIM6e5797r9GNYNgl5o6TwjmOjKVdNoFG0gtt7516UOfSigeaf/3vfzD/497/Fbz/2DNfsNJQRPKCCrRSbCtOehptxJQuWdta3GB/K0eI9VSqQhseiac04G0HUInmFeoOaGMmDQT5hOTvswo6i4I1ZL7Lq5t8T/KJrJlZMfQyfBB5Uw3EEFk5rfSgBXJt6UbZHyn8LoB5AhhMQJ7gkxLsS179Pwu/uNWdEBsZVwu3NHRqmIsKRSEViShomWMOkxpHUus5EDlUhFsGKBJ9bWHDJpmbmRIWovonMgfC8ISwYIYTz7rT2EYXgoUtty1ePCo+VBzDdv0rUfOXzN1E+x8Y33fEzvP3aP+Q9e0/xoUGTmt+twZ0wzjpcGHSDJKBuelMvXNpeDg38Jnz22X5KlcWLanJ0AHENmAGSoRJl4YVNqUTTOhTIKdGoCHIn50OQiRLS0+ZOMcWhZ6Us9MyfNLFr3Tq1Tp0jLjNzTTO1Dk2tLDybDYJxNbDNDL7tQxgFwihPWW3NmLi0vg6ErarLiWRIToTTHC8hbjyVoG1OVLFGqPDE9XsPwTsmaOznc7QG0ZFYqnlzmAQGuvBVMPYnSJU6EjPx4QYmQMOEa2ZQk5EGxQr0Y0dXB+zwOu5Y+U466Z3P1zT5nBs/+2f+Dj/4+z/Bw089xbsfWGLngZOsfaBk+VeegvEE02sgF7eJWk3i432qTpveOGcaRbxneDv3da7TNVeZovStwZAwpWDZVNze2OX48SE/c/1VbEsH33dIaSg7SjoQqk4SpHp5Ca0GOgnlXTEWLYMUQ+YX1LyvwtTOSrXcSIytfb453H2hC5Z5cUFCsJkzBk3jhRQJggqpjARbOqqup5tkrDVmXC1XacvjiHhSscGBSJWqVuSPfEIpltkwYXuvh/QM60PFziA/0SO6cCs06UZxsMwzdSvsYA89dQK1hqUnHNVdyubpfY53xnykOsPpwZTXLg+IxZAsO+SgRWEt7z84xzOPnMY90aTxQEXv1i4ytfhTGwwfOoZvGE6/L+Pz/mzMtzz0taw1lz4TU+qzYrzmzLt5+Nb3sDt5P/3kKgKs+4KTtoGpKuS65evv/DBjjfhYdoatosvOdInqzRkyTJntN4iega1XN/BJFztTNt65i7ttHZk6ommJG4wwjbq/ZTJFpLZJ9DULVRQBM3T8IbBOY5hldYpwvQ5n2aKyInGMFjkUBZImSKuJJAm+zNFeGxllyHIP4xXSONyDkihUvBuhWuNtWD/LplK2oLw9Iz+nPHDHFc6s75NKwb3tLTqm5M54gpWwvhcKmVf2PWy5JpfydXZcl9xFPHrpJHmeYCuhc0mxs1CyN9M6nj7LQ+9AHtieQMIJJAkmDvbB6jxlJ8G1LUXH0NipGN0Nd23e5HUrFzjf2GYwazL1BSstZdtXXHZdypbh7vIGj46+hq+988/Rjtovyhx60UCziPC93/Ql/Oz3fbwW8xKQHkreE2YRSAm2APEgkTBbqrW1hWAqT9UUVCzGKfFUcYlAbDEqmFmFqctrklWh+5qaTS7LoPWM4+DlWVuczIGBWIuflzkIDDDwSY0kHD5W/5l71S5A+bwXheCk4Wv2TaPapzkSsIK48LiUdciJgShWxHryLObY8gENU5JISSoVDSlo24oKS0tCDGaBpSclkYRf25TA3M/lFUFGXbsuzMvZC1wUmDpzhF2nfg9KkBjMAbOiFFoi2D9gsqCNNxK1vuT5mySfg0NEePOp/5V/cfGvHD5Wf312d5mZC04BgcVXqixhZ5jWINUjxlHtpGgehbt0BNEQGjcDMPAG4rESTVmwpfHIY+q5Fg8LbOFDU2lWBukEBD3/fFM4t2msvTjni/Jzhy6qCgI1oKhBqjF1M2so/3kb9P1YrRtzw3kwBfg2FLOYpBXK6b72rN7J25xsDsg0wSuUYsnVkopnDMTqMAJjPL3aNaPEE2uYt6HjfX6kBLBeyzYiiXDqFvM6MRGlOpy6umwu9E3CyBdH5BfCslFGPjCFLB6He/t/gn779X/4yfE5PESE73n9N/P5H/l+5pbZoztjViLQ1FBd24YownqPmTWxVcpgr8vHP3obo/uanG7s4byhMCX7vmTZNLBqOR451u2IjxU9zjT3GCw3ebzcxLcF3YmZrRvYcZgiRhOL7E4xRRTmX14gNrQn+2ouuzmiZa4X5CDPCNfc4RsiaKBFajKF2hlGQrBWbWuqEtZpjYJ7hm8IphBM4tifNHnw+FV6NqNpQrjJlIglYpx4Cq1oSsXV4hg3qi6vOXuBi0+cxhcRw9s8G+8tsQ7cPSeJPvDkYU+BtZg4hgLMdMrktlWqZkTyUSW+Dc6u7XA8HXDDpjyz3+KelZxCK7RX8pJZQafMKZ5tsfH+MdHFLXRWkm4Ko7U2vhHOz8w2+KrzX839q+dfrCn0WTmsjXjFiX/Cbz9zDxDWkqE3rKmSzBq89tyAsSpWK5bNhNsnOzz0BVe5MlvmfVtnKYcx2T0VlbX4XOlcFPYfbGP8MtEMWg9fRVaOBc/97QFG08CnecWXRZ0dESrYfjwJBxVFQfdbM9GIQFVhOm3wHpdlSKuBaTVhpY/OMlw7wdgE0iWq9Q55WxndlhLvF5RdS3pQUXYibObJly3GK2U7pBS7pqKR0OhPuO/8FVKb8yd6HyESzzGbBeZbIloS4VSZaUWh8JHZafZ8i9QUfOTWSSZVg3Y/I3lXC1sYXOJZ/dgYUyq+00C2dxee63ODBKkxhzECzQakMYJii4rsWEzRFYq+Jb3h0DvgzOYuZ6N91pcKEiw7uw3GfUdZQ9co9nzrfX+OteaLN69fNNA8Hw+eOs6HLt8IN2OvzDYIpYay9gKuFEmFrK1IKZgq6H6rdrDBkjIwbi5SqrhmnGceEoOPBFN6jAaTNY2julxt0DgO4NmEpDHqErbOpRq15m3e3fl/CZitrfVKJpQ+JKobDWv3CT9n6wL410DbokkQCKoFjTSAZyH8vkiJpCRtOpwYElOR2CoszrYiJ2ZdxiTGUWHokRNJKErHaB2tUUdi15rmaOGjfFhuN2IOtdRzqQksWEanc0WoYmrTOa8eh+IJjHqKXTQDRu2vfCGmyOfkONvc5NlZqGeXTriwuwoYRHSxUJTjlOk0BtHgXKjAVgpFFB6LBTtSmtfNopQcTzSEl9TgNBkqURk2M3ZaYscBCEtWQVaLnV2dfCayiKNX7wPzDH/QNYMjJewoCnM4qifHIgDl8HoQF+wTpSJ0ijuZazdABfUGVwkSC5UTmhEMXIuTuk+pEZUaEvEcaIs1nYBETBS6Ejjlop7TYTji2uGixBFxtOpRe+PCgu2bA+dYQjts8F0Pm+GuSZhosOyR+nh7RkMpPewHUKDdfNOnMwX+SI6XnLNcq6vZ7e2M6QPHaT6+h+weLJL2RKB5tWQti9i7L2V2MmX5+JQJEbGW9AlMVctENIkZkdGWijPNPWarKbMq5dLOJtm60tiBoi34KKKxV2JaSfhQxjNwAVBIVQdgcUSioXI4Q+fhVkc1PsYw94Nd7A7n8jylJlFY2IG62AS7uRZI25O2Kso6kCi1Bc4ndOJQ0VBVrBhKggTwDa3L/K+X38ygatHbHDL++AqmFIqe0LmUhWS5lT56azccmhRIoxMY9EGOFCXj22PKrvDUI6d5cOMSJ9r7rEZTXFpwdSeht1pxuUq5oCu8dO0aF9rnsXsTdHcf9Z68sURzesC0aqORIZaSl57afLGmzWf9GOh5WjwOhD6pvahkpS00TIx6GLiK9YMp33Lf+xl4y+/JPTwZHWPlthl5FHGQNZle61BsKpPzKZTC+oeV4WtWURvTueyR0mGqdqhu7+xhE4PaGJ3OkNiAjfFZDpHFdjv40RhJE0ya4rxDex3MZAa3n8B1GuhggF/tkO4mFGd6aGQYHRd8LGAc2YqnbEfQc/hly8rakOmwQX95glchaRYkrZIT3QPOHd9iWSa8pH8NVVizGakIHZOQ1tihqu/9153iEM7HW7z/4NVkPqYVlWw9sU41jolU6FwpiabB+ECu7mCcxzcbITxl3vxHqOqYea+MEfxSB99OqVoRJqsoT8TMzjm66xN2ih67+y0eOH6LFZMQYZmsTJgWESLBGb1wlqXk1Is6d1500PyT//Of4v/zX3+f337mWR6ebAUWo64W+wJoCWUUStAGQVwAzN7WwFoFHynZkgmAeeKRWPDWBpatlkj4RoqZlqEEoBqYtzrBB+/B1r9Ya7AMh3YotYBey0+OzlUWejnvA3A+wtIuytkmFNVdbdE1Z6RNWTPMGvRywdA3/CmyhF5/SGwcy/GM2Hr2qjZ3xTcXqWkxFRbFiieRYFUWEbpZ5+pkyzxhRxduGLVOY3GMeuSY5/9BhKdagGTwGEKZxy2gNmQ42vEXYNvfhY1ue/4mxuf4+OFXfC8/8ewv83s3n+JdWzM4XCZQ9eR7DZyro6KNgHrsVgpFaGjyVrATpXEz3NhFwRRKclAvOAbigSee1Dr4yhPvZ+GXKzDJamGIonM5hvfP+V6o9fquCsd3tHRwtIpQA4mAKw+bRNXUDhq2tp+r/90U4FpgyqP+5AHl70w79Bu7OLVEErTbO1WXE8kARcixpHhyLC11oflcfaiW1JuNo9dWpW6xIfTU6YF1s+s8y2g+v2MxhAzN2tNEhDYRMxSVcG1bAlOdqJLFn89y928TRX+0Uy3/W8aPfMXf5t89+os88uzj/MdZi4PbWrSurHDy3zyGjsZB2nZ9j3TQQpySnG5zvHPAx6anUCvcJVsk4uhGFQWelBjB0jczXtO5gBF41J+AtQLdjinbNswjlLxnMTOHlBbTSg8rJfXavZgXxtaVv3r+164azF01dC7p4HDOz6N7ob4XhMfmDdIaCTYTfKzY0rDcnBBbx4lkQD/JuFz1OBnPjvAOQlMTbvocJwXHoyHPHqxRxgbjPTY3FF0DlUeyHJrN8D6cx5dgsymysoZaQ/PKmL37GhSbHm05fvnph3jwoctsplM6As1VZfdWi+1ezG/s3c8HnjqPa6Ys3+9pPu3gzCbTB06CFVbGQ+79qrv4K1/6FrrpC98k9bkyvvL2t/Hum/+Ya4P3s5x+jJuVsGQy7o8d3hl6s4TNExMy9YhR+jrlS1Y/gUssT2cbPLZ7DNsz6MkKqpjqRpPpfY5yOaKaJEBJdGKdWT9m+cP7pPESRZpibu2HIl6jgU4yTNeix9fQ4QRpreBPHUO3D0KVcX2JwhcM7m3R2FFYP8ZsI8ZMKnzDEs2UqgsuFlwzouwpZeyIlgsQx7kz1xCoI7ZlLhxkOR7x0s51So24O55ggGUTHxJsBOnmhFrSpgnvnJ4n1wjnDE/c3GA6aVAMElpbEA898cgTHcwwszLM6ek0SC9EFk3oC8/9VrN2vgGsYbaeUrVDP0MyKqn6JQ+cvsr9nWtEkXL11hJnT07ZdxkjwCQFy0XMNXkrf+zUd77o7kafEc+Zv/pFn88wLf/Ab9ck7Ox9HP6oQKsT41LQqG6gEyj6hqprcDGh2zk1uJbFp0HfPF8YfaPmYCMDjSRMmblHJ9SlOrtogBNr/4CjwHPRxJG/iRzqP488PmfylABslBBrDErRC+AHCY2OAGYaTkKnk5NGDmuUq9MlALo2IzriVBHjQ4qgWtI60KGkTksjAIZ5o9/8gCwGa8wR2Hs4eRFqZhmUCsPqfFtQg+US6HD0bACkqz9G3Hw5/2M8d3zT+a/m6YOIT0KgZLstvAuWUvV+hM6wCbksTratoHmzVqDXjzX2FevDpivyQjSpFx8P8SAL81YVKYqgs/d1BWV+BDXLDASN83Pm9XMlGodzQg7//cgI87puPCzDz4oDVKna9TXgJZgvA8UkdDX3GzOEwFRcyVdQhYZUNaYRqrleXqHALNoCKnRxLtzRYxGe8z5czfSFfzp0g5mPSEA5tEIUEZqBd65jwWXxtjfXf5Zm8wH+xzgcIsKfe+DrGAync/N3sg1BUwPtFpIXwQ92PEFKx+ZLDxglKY9NNnlyssFe2aFnK3I8lXoqHIrjeAR9Cb0ql4ar4V7QrzBecE3IlgXjBd+MKFYaaBWaPedrtIjUfSd/4IgJzdvKvDlQam/mhdWcec6zmXf0hxRCxVThPjM+o/gESmPQ0iIGHh0Fl6CT0WyelUFGmM9jDUp6gxKVnsG0wZQIbVWhH8Faij6YWY5xjnTtUIPpZjlqBL/SQbstjn94gm94jm8MWN8Y8y+efSPGQ9/EJBhOHC/Zu3SKyzur8KE23Y8mlI0eG2/q4Nc6i89q4tv80Dd9I7cfW3+eZ8bn9hARPn/zb5BXu4vHxj4myy2T/YTVviGViFQMVWaRGxHn+7vc2dridLpHN6+48/xN7lrboZPmmHZF/OCI9vkJyUqGPeuYriX42DC5rU2+soRf6eLObkCrDZ0OsroM/S50W+jmKtptB8nQ+hKu30ZRqn6D6cmEvQdSik7AHK4doZFQdIV82VB1w+bu6JpdqcV7syDtFu1ZCt+w8kFe2bzKa5oXaeBoiKfCh2upls4KUif9wlOzdaaa4NRweXuFK3sr7GYtGgNP+xokI5CsIN6fYbKqNlqo70NzQtJGwZXJ1T7rnQ502pjBDG+FfMngUvBJzOqNks10yMuaV3hJ8zqttSmPXTrJYWcO9OIpX3X+B1luvPiuXZ8xo8ZXnTlxeNNW5e+8+QtQW/+9rqx96SvuIFt4DNYlOAvzG75GQjz/57qRbfNYL6yEEizmjuraxPsFIDxaoj5qV7RgYecWXUcA6HOZuUNWGQFpN8IxGAKLoYqPTPCZTm3wZZ7rKAjAZw68UbC2joFFyFxE5YXctxeueJU//Kj8kY/N6eExOXTR3OdUqWT5cHcnglNzCDBEUJae85mY5GXIJxUfwrbg8LHw8wn/Y3zqcXf7BEcXrx984OtQ99zL7JvPvYxy7A+f5qFZOxXUjti0dzXIesKDnJLGIupc8gqbVQsWlmnOnHk76sEcLJA49GmGINuYjzlOtkdRxOG8FkA6aXg9S1gtvIZ57MFEtXxqLjUh2EdCsIv0PiRUQgDIkyqhUsPI9+bOSFRq62VAcHoIgtzhKcQd2ciqKl6e2/Bx9HoIG8b+4rkAcfLm57weQNM04Khcaf6z/2N8ynHPbS1MfSNcuTnln73jf178HQBV/sxXPoT2M+aG3tf3l7kjGS6eUqFk6usNk9IQ5d2PvyGwUQLNm+WCTJCsIpocvr6MZ6FJSoL1IkC5nCB3CKywsG4TC2funLK0WhIl87XuEFCcf/CA2x7c5/bXDWivZJx8aEDScSydGdE8UdDemLL84JDlU0No1+AboSqC3Cc2jtIbSh/VVyoMfMRUDbuuXf8+SKSqay3K8dYICD0N68eni+esnXFEtWvSsXMT1t5YLiqlJhOWbpbE9Q3Op4a3ve1V+IUFFNxdfTl+FJEM63ApBL78Du44f2UBWpK1yR/iU/+jP8bctVi74lIYVD/F6nqYhCLCbBThbvxdXOkON2gXoRPli9do24LW8ozaVp+oW/Cal22HoDQR7rl/B23EiMDSsRJazTBH2ooeWwaBpOVgpQVA69yM7GyQ5wzurO+1BtR4pDhMudS6JwyBxvaI3pUBaze2sQcFZ67ewswc+kyJ3vCYKxXdRwoaTxYsM6vfX61gEti+2ebgoMHFZ/uLIM2dW212t1s89v6TzCuT00vxgtRJdivmvV2S1/ca1UXDOIDEMVGv/Zy1VdFFdUeMYWl//JzP5C+dfiPDj6d0aqsoI/Do9p08uX8oL7pZvHAx2f//xosuz5iP9+1fxndcSAVM4Ps/+l9J4hQfPKNwEfzKpSdZ6iaUgzCJyzYgdQCKgjPKeAlaO4CEMsUzzGjEEvRpvQg7zGowG8pkAgu/wMUQCcC5ZqFVNfjZHtEDA4e6OGvrm3P9xwcVMF4Rr+CVqhdDYqgSIe8eSiLmE85ZAI+ulxijtFtZaB7Ac1d3i36ccybZQgmA+aQdBfG7CqlOyXyQgDREyGsGMKnL1KUqMYYGIyr1GCQEP0htxlUfSsXuQtaBwiR/J0K5EBYAzLTAkS+eFx4vgPT5nA5/ZMbDN3fIZjHGOnyV8pd/4z9jjcGb+gaeCz/5oUfoasxUa5vBKQsJDSgy02BdVH9WJnPsjAaYonZ3mYZY7OCMUR2mo3lfa5lN0PJWwaNc61Vw/nUx6t8p83kdRYdVinmkcF2VkSo4r+RLEZoIVQpFu345R7Cp8MHNWypFlisqb4isI3MRVjyrzTFTTVk1u8xcKKm1zZSyNgRWPLVwBNHg2zyfc/OgE1Uw1LKARcFxzkvXTSYMqcUooYRfvo1EDKVWC2YZndIQQ1mbqiZ1EuP/AM6fejx5a0S0obQlZ7vd49vf8hPYdhOdzBY3yZ/7mQ/gv73FzINXYbY540K5zIN2C6fB4ahnoBIAIVbHV933GzzzxBtxlaXxsgm7PxNYgrJtMQc5GtXhVHOZHVClMa4ZkeznyG6Y6+ceOggZDgqXP9YDYPPsjOVjORWwfa3N8nrO1ae6FEWMNANAmew30a5halbRRkTZtmTXY7xVurdNmBUJzWZOrz+in+S8on+J2HjWogFXyw6C4fbE0xJHz4wYKUx9zEcnJ3hZ7zreC4PpGg+cvklRWsxWybmHdnGVsH9hQme5pH+84ObFLuVvKPL6HL0V4253HJxs0Xvcwz2G6ELFG9/8QS58okuZRajC3qmf5ETyEgbne8hTKUknR/7LMzxzfRM97/CJo7r6wkYKf66PsrzK5WIJ5y39OOOu9Ov4yDuP8cBrDrh1NaG7lHP+3PfzxMMn2Hm0hajyxx78BNuPLLPjG/jcclu8y37S4NJ0BYCVpTGXmznn3nABo8pjtsOrJjfxmeHZTot7O9tMhwmub7G9GZrDIGoxWE1o+ykXbZ/xSyvUQ3QhyN+qlmf0FRnqBftYROOG4qzHTlOiUckdX7bF6sqE443R4r19SfcR1u6ckeCJgaYJ1cDHPrLE0qkJ+9fbtEiwEdz3wAFGoPIljz26SumFwZkxNC2/uXae/odm2Mxz4/IxWpIjXmlfAKxDBaJbg8CeCPj9AYv+rywP4riaIJQkhnY7xMa3mvg849Yda5jBLDQQGuWf5r/La+73fOLR09x/zxX2trvcc/rjnFu5ycBBoYbbkvGn+jhflPGig2ZV5bs//GM0+jdhkCwS8QDK41PsbormJjSYCuy3ClJn0BrDFkuCZEoyAU1M8NCMQ0oaEsBo1I0xFXgD+WaHZC8PXolrfewg+CJqywaNnPoAlOuIVqgZpziqbWKOpgIeumpoFCHGhK7nuU7amEMJSB09FkgOrZPVwjEWHSABnwR23ACRVQTH8eaAXpxj8DRtiUFJyIgjJaGkbQq61tVlbqFhamYPaEr4OC2Q1B9tLFGdsLaAC1TqF5ZcWrPTGR6lYO427dUTsNx0weMFAA9PXnsd6/3vZKX7jc/r3PhcHpVzfMvP/Qf8vqBti3d2USVmJNhEcKIYJxgV8pkjqctmUoJxYKZh1259kO/YzCE+2DBSeUwZgm1M7oI2sqoOgXFZ1uySBODswgVzNC573pC4GPWE8K7mar1HIxvSydJkYUqPCT7RaqWe13UFBQINMM+faPkQ0mNDEp8RpSRUWVbSMS0bFMbUjGFCWetRHU0pSYLkk1ggNiGW2yDEixTKoN+ffz+f11oDZK9+EeBjFz8jaF3Ymz8mGHwdtB3LIStS3Hod0v0ekvZXP2/z4nN9VK7kJ5/8XlaWJ+Q7q2RxSvuyIHmF293HLvchipFGgosM43e2WPvmfZZ6E9bSMZeqDifKEefiksgaYiLGWjDRAi9wrnOLM+s77GmLQd7Av96QX2+DF/YfatC/UCEeynUh3g43ymgG0fiQ6RMxXPzYapBl6CGrfONSkxuXAjjGGvZvNRb9K4v+jvACtZROFu4zKjDc7QSGbz3Dli2WkxkiEIsjMSUtM6BvElqS4FFiCamWF4olup2KrXGbrUsr2FGTW6Wnd6mkcyVlO2/B7gF+KwdvOLiRYtpNJPXw+2PKUz2unl5GphWXe2vcdnCLb/vC30NjYeneAQ0xuGGXpH2DB9M+Nx/qMdzsYN4Zc/N3C0z/gOh4H0pDxx7wJ779h/gr3/plvPEV97xIs+azf2RVwXd/8J8RVSd5VecmzirrdoK1ystff8DBbsTJ27JaTef5oocu89FhG9uuqNTwFQ9+gI/cOstWq0dsPeftNsdGI7Zcn8Q6unbG0/01Zj6mm2R87K42W9dWKHrKdtzAPhUzW4tIpILKMlsSiJVdbVOeqJu7jWDvCJrjtFGS+xBOsvSyAf4By9n+Ad5Zmo2cJPVUerjxb5mMWByVCumRQqIx8PmvyigU5PiEWDJKDeu/R2muzDi/kvFwtoIVx5XpMtcmS4zXUvRmgnUJLo1ZejIjyTxqwdzax2YVXstgLVcU4RIsQ9O1zqmKNEVWlwIpkiYULWH4mtOhCt5vUUbK7Iwj6Uy5PuvTPpUxmka8fPka9/f3qbyhZR0tPJOqwY3rn8fS0j+i2frCF3XuvOig+c+++we5ONsB4ORJ5dq1ZRADRmvxe04yiSlG0cLOKltxxEMDTlCj+B4UMcRTQISiX7+Zaejqn65ZWjvhrl52YuzMYQpF0xifxkjhwuJpJGh4bN3QVydJ6dwsH2qrlEMZSfiiCy2cujrGew6oRUIKYbNu8kgCA62WGiwQ2D0FbYYSfaNR4FSwoqymUzIfsx4PQilOhCU7DQwxnrZxQTcn0DiS2NY48lHG9ffzoJKjTeRzh4z5UFVmtT8GECI41TNWv9CX1lCMqQs8tHCTG/t/kzS6n3bzoT/kjPijMd74I/+GG+P6pj6MqPoVqGDKukltCA0MRaRIFTy7zUSxPlRFjFPiUjGZx/ggbzCVYnKPqVxgbwuHyeoymHOHOuV5UInWfqDuSDpare/xSj1Hj9YR5IijQJjD88Cf+bzWetMHApWr3WYUTSR8jQnXkKmj6B1oSylzS9Jy5JVFrRBbz27RZiUZU3rLhAYNm1Nq2Gh2TEGlwYMmEahUQxK9CVUSg9QuBbIIMzkM5tG6ohLkFvOv1NcMhGvBhjZZvDrmW835km4xoLfQ4V/HpS/HRmdf+EnzOTD+94f/Fz5RWmjA6XQP+eeQXh7BKMx1P82wZ5eoui2qTkLRinjysRP8yS94D6db+3RtRmFKnBha9brUwDDwMZlWxLbkazY+xA9efAuK4Fcq5JaD0oZwkURCV34SQWSD7vgI66w4AqNC/VF/0vyej6C/YaF3m3+FsE4HDRyKxRQeFwk2B5+AesMkT1ldmXKz6HN7eouJM7SMJ5EIj6fUkCfZMTAi4XRjD3Vwudwk7inJPkSZUDWjUPE8GC2sT8VqwPujEdJqMT3XJx6DmoiemfG6lz7LVBMuV32WZcbZzLDaz3FO+cLO09xx+w7/5/SLyPaaJO0WuntA8u4ZzeMxk5O3kT2W8b/9jV/kwV/5TlZ6L46X7Wf7+OZ3fi9VOgFj6I6O800rD9OPPA2JMAKr645r15qsnZyEdcfC3d0hHxmtIs2warxy41meHJ5gGDWw4nnd2jN8fHySsaY0bcXrjl3g4cFpBOX8fVfIY0PhI+584BrX+ptomdC7Y5/tp9YxTkjvGLKvTUDpt6dEVoltWKtSW3JXdwuDstYch3u7h9xbIhyr8ZhKLfc0bjDThJVozLLJWTXBSchiiUSocDj1RGIoayww1uAbPfQRiKFrPI8W60RUvOfqbThn2B+06byvhWkG84XexQK1BpkWRIMgOQo5AfkCdyxcxAiSDbPUC1ek95T9lMk9q0GamofHpick2ApPY57aPsb2QYevP/9B+q0Jufe0TUzkLRMnrMQFcI3J/jeSpE9ibetFmzsvOmi+lu0yX9TEwG1nt9nZ7zPOk7pUrLAyo9G2THcagYY1UKxVRAMLPgDPqgsYxeaBtcpW/r/s/Xe4bMtZ3Qv/3qqaoeNKO+8TpKOcEEiIbMCIZDDY4ID9GWObHI3BBsM113zca/s+H+Ya4wQm2VxsMMFgchTBIECAEJJQOJJO3Hmv3HnOWVXv90fN2WvtI3H9WNonCFzPWWetXqu7d/fsmrNGjXe8Y0AhyWEjGmFxVugdJFasOlNQ3k4erXHUwx4t0oeXZclo3BjWHhHWJu3zKS3waeCsIaxN8YG1+XiK7W4jHWHNWEjryyjKSZS2U6IoWiQQ41zyi97Il8lYAWFgarwahpIcEhTDtul+FoYtiygidwBmeyoKuHPG6G4nZ4yuUUyIqiy0oUtYE8BHZdHdR9dVf47VoUSy9slEYFH9xv8Cze24PZuv12rBUN7IoATvSOxyVFhAzwveKSYqJgpunhpFJdACZbArvwbOtglIHZI+37eVDx/Wmzbqd9ctEwKdVj6GyB2plncMbaVq7a6qlWnIusm1fS6bdTJVjG+DrEMLkhVOQuFBgybpRErKoYkZPbtiGXKkNQ85Dj3GLPHGUYuQyzJ1eItSSiRqKuEbwGp6jbEFzF4jRgxmDZrkFOOcJmzQLg6lBdbSfSonvIfQOs2sOZaTEVZvwA7/F2gGeGhq0FaJVZxtiIsMptOUZGdtcqCYrqifvcHRAwXNplINDb99+Gw+ZPwIl/JjSkme2TUnFpgbRjmoC5YiDLMVr95+Kz965YPBCOGcp3gwSeCqsZAfJ7/9WDjsoj5xLYqnwPJ6c9eN0z+/B8lNF1AlaeNofERzME1EApgmJfgZVTwW20S8scxjQVTDjJwEb9KWLqLkYjgKytCs+LCNh3nH8VmK4YpKSoZXwJfJLqn38I3kC+0cNBXRCxLrxNhvjXGTmsHNEmM9l55/m1koue63qNRxr84YbXjAsGMydOm4ZgJVaZndV5AdXcYeb7Cx2mM676010mB5+Nr+/wLN7bDuGN+2ct4OGyyJDI7G5Dv12o3n3ns8V673GZ+fpqqXgQ8c7/PG6Rmy0mNE+ZCNh3hodQ51gpPIqzfewhuX9xHFsGGXXMiOuNqcwUjkM17xuzxancUSef7HvZ4/nD4LJ577L93iZr2FIXImHGMNGKMU1JwrZtwzOEw2mnh60nDRHiaHLWmocaimfqUGyzm7QlkwkoaxUXJxFO0cyLFkGLwGvEaOtSYEyxU/4KxdcbUZUtiKnzm+n3etzrPjZvzhzWfh65zRlVT9NEvYfv0MomI0INf2WCs+Z/P0XTWF9qynnsVsbraAWfHDnNX9WynILkA0kcUlQ8hBaiFMM3yt3P+iK1in7Ps+JTMy7+lJzrZraH2jWlfV61j73Kds7jxloNmHhu986H/jFVt7vO7gDACmBWeXzhxQr0oePx4hohijuGHFRllztDvsRI74Mw12asGntKd6A9xMsXUqya7OQLmfgKovhWqUfG6lsFRbjvLIQ5ER+zl2UUOeob5pfWltir9cg8JkOq9tmfvkgpxmyEkH/4nWUlKHy9rVAJEUaCJCLIBI6nJt2YVuUvX7NT4IhamJKhTSUNoGRSilLSPjcZLK3j1Yx2NnnV+AJOeAtc2ctK+xI1PazvV03A1BI3M9SUlDoVJYEtdd4ZGEmQ41w4mugbYI1EF4y9F/5t5oeM72SbDHn7ZRN56/+S0/yHhqORy3DSQBRAV7DCVQFYr4lJxnVtCvIGQJgJoAbq7tRagFzgFs5RO7HBVT+8SwhRYwh5A095DmZejAQ2j19QlQaDwpVZ8uW5+M1l2gA8xyco8OR3dbLlEwmsCwaJI+SdeYG0lNvFFQF1EVCAaxMK8yBm5FEy3BGGrNcJpK4fNYgFZEK9RiEU1SkyBK1JTaV6niWs1xV2GJnXuC0AaYnJQlvXZz/JQU5VSzbLdBsGsNdHy3cEQ3+2dE9jHDz3vfJsf78fBhwWuv/i0+YMPzG5OLIHDwR1tsV8dQB9ywRxSTiIciJ99rkOc59MUVF0ZLnFPeXl3khfmEbZM8+C2SQmfaWbXjGt5SbTLVnAvDGc/u7/H2vQtoX7DjQO+mI/QdwdTk0wB5RlxUaf5bu7ayumNat42G3Vhr1NeVQHvCMEPLOLe/0kQmZCulGRrsAupBJNYGLWHlMw5kgPSVa80mF4o9olpUIq6tbjQol90hb6su4Vxk+54JB48LoSxZ7VjGDy4AgeEggYzWWUkxmLKA2jN8eMrEBJavNkxWPW6VY4IKL+8/Rjn0zKOCccyP+5jxhKLO+ZAL7+J1Hw+rl+fY12xgfm4fbY6Q2TbaL3Bxxjd9ww/yuV/w8XzGJ7/ySZs3z/RxXK34nJ//LrzdYrRziKC8bPA41iirzSMeu3KGZ99bpTRJhMuXGm4dlJjxApHkxvPKjT0enI3Iixoryiv6V7nWjHE24CTw0cN38q76LLkEzufHnMnmeISBbXhOcRsVg5PAc3u3U1gbkRvVmKGtWMSC29WIe8sD+q4hYtg2U3IJ7Lhpuw4rQ1EsSk5KVbUkbJAjaylmiSMTSyaOWhsqGibRs4qRvTBkoQVgOQgFx5rzC8cv47yd8Mh8m9rmvOPaJWYHQ6yJlFfBLWJKn22dbNg9XFch10EtcELeKMnGcbOVAsRI6Bc0lzcTYG5ATWRxPlUjjU/1bpcpo4szohiurTYRVR6Zn+Flw+t8QNHgEoIhAjFaFnt/mTj+x5SDz3xK5tBTBpr/7we/mFk4oJ/Bx5074Hf27sPjEkhG2RhM+cDBhAf3zyb3CVHyMnD20hF7e6MkMTCg2w1MFW1sAtIboNOI8QJGWuCcPsh61GpIayWOHbaO2EqRcYk0AfERKUtYLBPbLKH9oM2aiZAuzeaJI7TNKY1P8oUYUN9Gc9eeuJlcB2ImEJPllsS0fivaBpwoZVEDihWl7zxVNGxn0wSeTaAwqTWqL01HDJKbEyDj5MSL2UliZ7RzT6ADuieAGaBRz6Jl44Q075ckgGJpMYbCTHNmUXDm5Lm8wmEoaDRHZMJDx/+WUfYSzo3+7JM2d57J49Xf8J1Mlklf2Z8o1UYCcyZoApOV0D8EX2oCnaH1G58FsJL8yCOYpSIxJf2JKtJETB3SPFWFJiSmuWtS7WRE0KYutdKLznquK1N3iPDd8PKJ5pdO6CBpvkuWnTBxUZN+WgSpAnFsU8OfbeUZkWQ1187NzgZMJNJ4015hhMOqR99W1NHisFTqsBrpm5qVpkCB3ARW0ZCJUkik0dTyoApeFKep59CRJBtdgqUlVXN8mwAotDKoVnQkrbxD1m4ZCVJ3hXwjnauMtLrnI5j9/4j2gzB/Sq0Vf/qRT2WqS84O4f5Zxh/8kxew/dgx5vYhMUb8bJESy85uEYucWDjyA4c/9rzkgetc6h2Rm8BuNJy1lr6kJtNchWmsaTSQG9iwFe9anWMRc85vzriy55nPMqqRoXczkh8rfiMnmy7SxrHIoVk8gVUmVVM6O4C2NNw1gN9hp5h0Suv+ExFQ3/nJpgh4U6VrufECXtBgyE3kqOkxtCv2mxGSzbCizLRhS8pUOYzQl0gjluPQ43nj2wDs6SazZ0WGjwpupcStDcxxYuu7tcbkWdrwHk2I5zY4fHkfVjXXJhv4KHzQpcchNxxHi5pAc1hwbnvFJArPcsf8+TNvYcc0fN/tD2MrGtgcIbf3kTe9g2LbUt37XKprFf/uH/8Ur3zZs7jv8s5TOZ2eMeMTf/KbWZYetODeZcbX3vMLnCkWFK0jS3l5j6sHPS6MLTZLblpntpT5skeVLbEmbcRePJxxfZmR5zVG4AXFMbshx4knM8qretfYDSU5gVeW17geBmQSGNiaJRk98dhMmYSSkal4INvnOPTYtguO+zkRw1kzp5AExINacoGhJNmka+e0bUPVcjICSkEKdjMtIbKixsfAsdaICld9HyOe3VAy04zbzQaP1mc5XJXsVkOOXI9H5juowvFbziCZ0Lst9PaVaCLlbpXWobqBVTJZiI1fVze75L9u2K3NRBLGSOwVxAtbiYBplJhF5meTC41dkU7bvhI2GxpvuLkYUwXHourxEVsPYkSZxsCmNfTICFHABuAQf/xVhOKjsO7ckz6HnjLQvAiHnKpf8zHnH+b2coOHFttYE7FGKUzgFReu8s6jczTRIqJkeeTChSP2DkZETJJvbNbEmUPbJDU/jriZTZg3h9UOlIegRlhtpJ9FodrK6e3VEIQwLHDHK3A2AeYYkzRDw4k5PiQgAajENSvRMROq2vrjJgYQa5PNoWonpTwBE+3jsOlLhykG1rm0rA+zmtxGeqbBScTj2DHJFiQTT88k0NuTVFAWhLxtYhKETE4+Sk9YizSiausQkP59r5H5mo1La8hUDY0qpi2JNxEO4pAaJW89SIMYqijcDBuUpu5sQBFgf/Wbf2pB83RZnZrWQn9PESfURdIt25Ca+8rDiLqWqQ1pM2dnIe3EQwLKpoqYEJGQGGbxMQEF327munkGpyQYLfhrf16PjlmWUz/fMXStX+5KuCeyHhKb55KvJs6ePLp1KEhsemKfCRCShiLZIDUGzUJyg5HAwucMsopGLUe+T5Y31NHhCKxMjiWQSWAZM3rS4CTQqJCJtnMvvbZGtdXlxVaD3G4KRdFWpwxpUUtqPWkBc5I3JdmGwUgHpZP+OaLrUIs7hv894E8naN5rInlbcjq7MaXa6FNWu8TJtJ0zNs3FgwnLV91LPc5oxjBvSt55cJaPe87buZQf4SSywlNi1mmOFpioYRlhYFcMqHjj8j7EwHi0YrU3gEbwJfT2Im4Vk9d+1frRnd4HxlabodpWVlgTB9350TXErj9dlWTNmGepKhIj0iTgLNGiKrgGQkOaeCuDbkUOVz3O5lMWWpBxzFFUtk2qaDgsKxqcQK05I7diKywIUeifm7OIQ/KZY3mhR3lTMdfnqZemfR8aSTHhvZLlC87hFuD3C1A4d37OwuTcChsEDL1qzr1bqbtkiMOawPVZwTUdEnrK9NkO488zXvWxb96jmrOWFIoxPPjI7T+1oNlnFZ3T7lHT5x3xAv72hAcu7tK5ahabFQvvkElOb5QW8lEPeqHPJFSYVk55X89z1FgyFzACl03NLKaU3sIEtmTBKnUJ8UIz5yim6tk5WVEpFAI7Zk6jynnxLN0CBe5luZ4XIoYMQ97JRVvIVoi742oVScawSTwnNAQ0wpSAKOzFEktgqhl1zHmoPsNSC153cB+5UXanA1Ym47GDHebLnFEVCZUjW8CZP/TEwlAcVbhZ02rsZok0UUUXy/ZVCKInUje7vbmu0mueES4kdxHTKL6AxbkW4DcQRfGjSCgjUhsmi5IQDc/uHfLs8U0ChsNYIj5ytbY8J28YWEtnoCoCITz8lIDmp8Sn+U23/w9eXCavSkilBID7Bnt8/Jm3MbY1uQlYCTijvHTnOhf6E5wJiEQyF7l49piyqBHTyjc2akyvTgDWCn4jtNIHiAWsNnQti6g2BKwQSqEetE4AvQzNTALM/TIBiC73vdW5rX+Gk++nLsad9hMlgQtlHZgg/kQ7nJwH0rU6lK0OzpDY9MwjAmfLCaAMTIrIHsiyZUiUcyYJ7XOBPCFmMjFrYJyJXUs0vKZpFFu13UqbpNgUaDS0gDl9Do3CfjRU2skChUW0XAlj5mqIKgQsXg3X623eWZ9PhwBZywiX0fLao4d5dPoHT9b0ecaOf/Lvfo7t+pT5drtRsvPI4IaSzdIFobNrc3Mlm0XsKmK63y0CpgrYVcB0QLkOSJV8Xgmx1TO31nKxtZKD9W1dM8xtVE3nN95h5TtYuW7X106kbsSWJWgZivXfTmsXhPQaFSTSxsSTgLSQ9PuRtRY+eIOYgI9CVGHuS5pg8NEyiT1qMmq11GQ0OCJCg6VWS0TwmuZZBKpWahLai3L3HUkBJ11IT8LusfV2jms22qe8S6D7Xbrgh3c7PmkoSlz8KH75+vdqbry/DlXl+u7f5X4XWMSMRcx57cPPxS3BhALplZBliRlttcXl43MW9ypHL1TyjYqp9vij+SU2jeeya7CSJGE+BlatJMwQmQfHYeixU8zYYsLD0x3swNMrKvKZEHOwVcAuA2o6330SgPb+5Nob9eQj7LT9nRyju32qiXtdrQnt+RQi0nhMiBh/YsvoliCNYGfCYt5jUeV4tVyvNumbJQvNCECtDZ6AFUOOxUjFUCpKadgulxSFJ1uldcgPLeZ4ns4/55I1pJJkgoCcP4OpAuNHlXIvIpueech41/I871qexVae4aimau0TY5PhvaXoL7mYH/GSe29Qfugh9s8vmcsIP4vodApHMwgBXU35/m//ed75rutP3aR6BgxV5Ut/7L9hj8ZYiTgTeWC0R2Yi8x34o/1zxIXDtatqliluWHO4l69Z28IZtlyB1hmurUqdzQ2ZZuQkl5/z1jEwlhLHhmRsS86mOEbGcI8zbFqlb2DbCn0jjI1l21r6xnDeZFy0GWPjGBrHWDI2jKVvHCUZAynoSXYHYO7W+aCRRj3LGJhFz3GMHGrgMDgOIhzGjOu+x5Vmk6vNNr83eTZvPb7ArekGt+YjruzvcO3WFpPHR4R5zuqxPtmhMH44BWe5eUNx5TidL5M5WtWoKnG+QONJZRtI68RwuMZM6izhwk67nim+EJbnHSgYn4iN1bkUJEQQ1FukFu7dOGKjnFOFnEnsc9uPuFKfYZwtyeSkNwUgRoM/+kZ89a4nfS496Uzz7934Mm4vf52Rgw8dwIOLC6wkxxETw2QCH7X1II+tznOrGSCSGIF7hkfslDMeme0kxkjg0vYRB7M+s7pM+qKNimYeaVZZaiDZ9MiRRYIQekITFLuEMBBqr2Qrod7OyFY1EgS/1SPfW6SLl3OJvcsypK5bH1hS1KlvUcGpkeKI453BEC3D3BmGE5Obh4qkQIhEedGJho1CUXgGrmrJPmUnnxGj0Hc1RpS+1MT2IYP2JThMOrlF1tpMYN0ABQk4VIn/Q4E6RhYa0n4AoVY4jB1TncrXk5Ax0bJ9tjQp5yHjcX8WQSmMx2vq/jYE3lFdIJAhcp0fufL1fMnzf4ih27yLs+eZO77oG36AN78zJZL0VVmNZc0a00osyoOI5IbGJNs4UbCNIlXSyZsWBEjdWstpxzAn6RCtrzgaT5jl2Go2fUiMmvdJU28M2vgThoL2IvZuTYC63v2vg3k6AbOc6IDXiqQ7pn17TsT2DrGzVATxoFkr1egwikIIjlrSBrEKFnXCIhZYWdJEw4QSh6cnhloyLEoQbSOXlabd0DlJ6ZcOUI1kYtYLRnpL6bX79v2etMMKoWUZOwbaYoiqBJJemlMsc2fFKAhGH0OP/xox/0OM/dPRQPXojU9h4v+IcwXszi7wL7/708nfbhhcm6bOeAUNATPso1mO9kskcwwfEcx2zej5h9wzOMI64Ybvc9EGNozDIq3LBCw1IEaxJnLY9JnGko1yyeZszsPHZwkXG9yjDdm+Y7mTkR8sMQoxt9jpChHTitvh1Kp5IsloN5DSSZCkBdfSSjhcuiZL16/ik/RJKzA2NW1nc9NWiAxVgHqWsTDKtf4mmXhu+Q0KEzhrjlkqre7eUuHJBe5xhxyEPsOsYkjNfia4TcPGOxaYqGiv13qsr884zHgAUeldmTK/f8TqbAG14bGDHUIwvKx/BVcq+8FixbM4Fs5tRLwGLsQVHzZ8mPNmyq+5F/C6R17A+SygZ7aQxsNjVzF9A+Pz7P72Nb7sk7+Fn3nbN5NlT1tUw1M6Pu47v5tH/ARwWB3wt178W9y7uc/YLlMxYhR5axxzz/XAsy+3bhAo/Z0Fx7OczZZsc8awWVjmtSHLEuO87SyLYHCiOElJgl2PRUZqXrYIRgy1Ni2D3AZV0bkCdXI5TXIxlEBMxIpYoiiVNoS2IVpJlbeGSNX2CQRgGQ0rtTRqqdRyGPpkJnK7GeGx/MHsfparjLftXWCsNQeLEV4t4XoPJwFtDKyE8Tshukj/ZoOdR8zxLGGe+RIm07RWVNVJX8GpYXq9tKlWiNagZ7fTuuEjzUZGda5oATP4XFlcTKQiIR2XoqzZODNHDOxXQ3LjmfmC5/Vuci4/IgJLAkYFg01wygDxnfj9T8RefOhEkvUkjCf9jDlYJaamUza8pH8Vp8pb60tYSVpeg/L8/jWeo4Y3zO5P4gJRNvIVL9+8xjum5/BqcEa5vHnM4aLhYJlSZvrjijqLLJc5GCXsKHYveSc3w3RhtbXSjFovXC/Mz2cMrzeIs/hhgZnXSK+AxQqsnjDNXXraacYZ1uwGRk+ci0x3PwAhtuWw2BJ6IhCSQUCS3Vmh16vRCKXxFNazk81ABWMifVMloCoBj9Bv4YxAav57QuOfdgCCE8CcflYajSzaMjXAPAjTU0UGVWE/DlLIRPcGVdgNm+yGIQYlkybZg2nGrbDB1XqTsV2S2c7SC24u38FzRx9yl2bOM3s8+Mjt9c+C0DuI2EapRiadzLGVBswCpVdC2Uoz2oY/s2yS9Ce2FYqmdchowXXHMCc2rF30fauvj0naE0MLnDtmTUhdy21j6ntiUE+9aGj1vXf8es3ItRd2OWWTKImNNjE9VkggOWpyGhDbNglKTD0HLhKiSQ193uEk0qhlFTIGtmIWSrZkTlDLNJRs2gVBLFVMC0ONwcmJhyikpMBSoF4vRGlD7dsFxrSbws6mLrZ5gWsABTRtneR05HYn3RA6J5muHCoQHgX7kvd6rrw/jb368bVDzuXeEctLlsHvLZCru2jdJA9whTBbImdL6vu28eOMmBv8fsnysSEv/dC38qxyj6GtWJEYMKTd5KviVZjGznHCc63ZotGMXtaQaWBx2GN5r2FnN1JMlGo7p3djnhZeA9ShrZSEOwN7wglwTnupBGo6YLre7HEi24D0OzECrV95DCllj+DIC0FV0MLRBLhlxhTScG24w8DUbJkVlpph64JnxbBpEpAduxUPlLd5u5wnbgY49NgawvYYc+sgVY+sRWNAigQy9HhCuLCF38gxNYQbJfH8ktGFmmgMD9fnCPke/fmM+8dpzvYlR0xDU8O8N2OyX6BbgePnWUJ2lmd9oHD4KwdEr2ufcxOEyWTJzs5JxPyf5HG1Pl5f6kLt+LXZ8/mQ5WN8yPl3YQoAQQzsnVGWBwXPH9XYLM2bfFCzCIacfO101c+hbhxllq5Bfav4eHL9Ce3mXNvys5KalEWkZbNPri9dwmXXNxSIBE1EXSByHFeICE0UKjUs1YMoUR2rmHHTb+PVUIthFkqOY5+gwrHvcWO1SaWWdxycpVTP4WTIlq+YTIZMVwadZPT308ZSRVAnDK6m2HepPcWtFcSAzFZoiLBYpvWladDmdLps+46yDFOW6f04C2e3ENJaVW8XLWBWTCNUm7A6l85H8YAD2ajJhskQ4ajqEVVwAi8bP0puPLUajqMjqMci3GM9pcnW60Oa3g1PZmrxkwqavb/N/eVLeGj5OqBdokUpTcOH9R/mRnOG3dBrmU6lZ5d83OZb+KP5feyHQbqva/jg7cd5ZH6GaShwErk4mtDPam4vRxhRivEClwVm8wLJFD1fwe0CSGBZjlLndj1SiuNWprblKPcbYmGR2kDDSeqUtYm9s7ZtBGyZrLWLRntR7lwyujIh2jYbJfkFQgsi2ip517OXteyYTa4Hg7xGgaGtMKLsuDlBDX2pMZJs3nJJADj5SBrQk7AGYG0lF1VZ4BOprUqtyuoU4FhGw7zt9QZoorAXR0lb1G5g6mi50WyzJFs73jbqWAXhncuLOBMoTUOjQmcCUkfD2ycznjP8k5+qdvPmIS+/7zy/99C19SLcSRb6ux7pWRrTUqStB7M98miWPNckatItdyXZ2FYtOg1zlyzZgeE2ZEQhbeRE0gXslGaTFminnzvxzHsaawTcUdJpdPpmSP+ePfUQ07GwJ0y08akZsAtfMVFRFaRpvZtT7Bs+pMZA36ZFLXxGbjzLmONMkpbMQs628zSkJsOBCazUUYhHsITURktQJSO5vNjubbTyC21f5jr9kqR97lr+uhAf6Pa2smZz2tMZ07I8wLrUGFSh+UOy7MV/4ud1XT/KTvEidqvX4yTwO8cPEI7z1LRcFJiqwndJqdYgi4rs5jGzB86x3IaYwX7o87OPvIyvefEvcdFWDCQQSTKbWn1i61CCWo5Cj5U6xrLkjxb3IBbKzDOtBDMTqjEURxFbB0LPkR1VIBa0ar3J23Oga0JC179TSPNYujOh/cS1O19Potm7aow4BzFio4I1afNwJIBF1KBYlqbkZrHBa3k2gwsVZ9yMTVszjQ1jyRhIjlBTmsCz3AGPs8W58YzJsse82uLoOQXbb/G4VU1s0w7Xr265hK0NJM+QqGw8DMfPU5osSeXeNLmH5/dv8mx3i81BQ0PL4AdBmj4bowmyKnn5+CrV/RmLnYJmY8zuj5e4kLSnOqohy/Bl4Pd+40E++S9+8FM8y5768dDtPV7YO8Ob65QP4YYNufUcDvu8vno2z9o75PLlPaxEDEocBh5W2D527Gy0wNBGKlZUq4J+mXognIvUwZC7ds2TgNfkEh8I1OqxbZNxrQ2u/TlVuJL/g+lIrxY4+xhQSazxSgNRYanCSg1LhZVmzOOQWh17YcDclzy+3GbqS6a+oI6OqS9pouVg3mf2zg1KibBnWeWBWBsOYp985ejtRWwdKW7PacYF2TKdL2ZWQVmQPbybzvVVha5WqWegqlgHZrVrz7o3xhrsoK3IOZvmMonwaDZLmq0SUSUaYbWVgupQxayU0FN07DFO8cFQNQ40cnFQs11MAcM8lhiURSwYuCO2XY1Itnb0SlymJS5+Fjv4i0/afHrSQHPjr3L15qsogRdncLUpWUlGRlxrmu/Pb3GfwjvrC0QBRyQn8KrhQ+w3Q966uowIFMbz4vF1bldjblQbyc+wP2eQ1dxYJo1SMV5gJDJblmlFPVvBXolmSjNWzFF6t00Pci/ETAmlwS2UWGTYUKcP2nvIs/TdGAjJIzR99PakEQvuYDW6S/P6R5GkW4aThm6bgHN0EWtCWx1XcuvbBsBAIQ25JLF9Txo0CqVNrJ4Ts04wc2LXu1V/ilVekIBYUKVSpWoZwagwU0ed/DEICotYcBD7ZG2NPUTY9UMO4xDTnsSRxLQ8vjjDYSgpTEwldISVFqzqwDtnF1Cx/OHkR/ihKz/J93/Yv3xS5tQzYTz88C0+//O/F0QoVGl6gma29Vpul+dpQ+GV0GuRZ9vYZ+Z10gGbtjTnQ3pMN4c6SUbnkrGWZKSSs4RWfhNaXXpXiu4Wf5FkOwen5uUTR4eU5aSC0j18/b9Tz/dETX87pMPrASQjyZLa2yYKGpXgDdYpIRpCFOpgsRJpomXlHeNCWcaMzHqiGKroMCayjBl9U9GoQ/DUCF6V0sg69EQBo0rTbkxN2+zV0DllJB9mJTmwdxKNVv1P0jR3fHnAtudV1LQgevXr6r9M/neqyb+gvPgnV9+8Wv4ef3Trr5CZwCQM+Kev/XT233KG8SORbJqSU0PXp9EvMSY1UBvjGD5cEUY5B88Fm0ekF3nN4fN4QXlE3wh5G2AjCPPoqVEyCVTqOAxDDsOAHTfljUf3YItIbjw6Tb79wQmZnjiimKY50e83J8A5VVt0DYDXGuZ1Q3angZeTKox2rwpUU1M4dbrGG1WcAGIImQGTgqokOo50DKo8NDrD0CzZNEtyWzMUhwFysWwLLEW5pzjiVrnHO+I56oseO8/IlqkxiqZBV6mRODYNpt9LICIovRtLDl/cSy8zCu+6fobnnNnFjiBzyn7MEGlYzCxnRgZnPXU0vDg/YDiuuVxM+L4HP5z5pKQ3CLjRMOUPHO8RncP1xnzbl30f//Hbfp7/8qvf8BTOtKd2/PqD7+Jz/9tPJrmVFbbv2efchQnb5ZLMeMTAja0xB/sFL8uuMdisMBIJCLv9wOzYct84XW+jKDFfMq1y+kWScgUTWIQuwTTi8YimSnmtqYHbtXKLOgacGDzpGmMRvDY4sfi2H0VVWMW0MZ1HwwIIajgKfeZasIg5B82AR1ZneXy5xd5ixGJeUC1z/NIRoyGsDDEI+S3L2bcnxjqfVIQ284IQMRIors1Qp8iyobyxQJc1sbTYIGh1CIskXWUyTRWRukajttLT1DhrbAshjWCGg0QkOgvDQXtlVZqtkmYjSzhEhOU2+H5LeAQljiCOEgCPXmgw9LOKzd4KZyJVdOw2I1bBYjI4l98mM4Gg0Eha70QNOSads5OvoZn9W7Lzv/SkzKknDTQfT79nTWKJwOV8hdEVeyHZ87hWu2xFeWlxnePYYz+UGAErkQv5MRezY/5geT8NGU4C95YHbNoFj1ZJVF6Unn5Wc2MxJqqwszFHRJkte4ntOlPBfkEsoR5DfgyhB3EJxhtCodgqQm6JdauOaWxakZ1NOk1rTxqvujcDdPpSujTAqCcX6nZSrbPYuyqwBTUKTjA21eEHWU3EUJoGJ8qGnSHQapmF3CiuTVsrxRKJZOt2hRPAHDR1qUNa+JctYLZApcIsOgIGI9C0WqeFZtj2sV4tD1fnQIRcfCJpRNmrhjy8OptAuwkEFepo8LHg0ekZFtGleNn28CzDSbztn8TxAz/4uvUcEBHypSKTGi3TVnDdKAdkkwaMEludZGKXUxy2tp3zhNDGZJ9yyOgA89o+jrWMo0v7k/QBtbv+jktrS2xry7kn6plZS4ikA88nCoX27603y+mqSvc4TW4xqkLrnZhee6tjFmUt1VAV8JYQA4235NbTBEtuIgufU9qGVczITIqKr2JyAaijwxql0hwjDQ0GVSE3gSae+DRnAnVLiAvtWrB+15EM2zLLrfdnyyDHjmVsj4A75aSRmIpIo8nych2OAsDhez1n3h/GweRfkbUOPeeyOTuXJkx/7SyjB/cxt6dJutYB1MUSPbsFO9vEwhEGGdm+YfgonP+4G2yUS1658RjXQ8llN6UThlmETITDaJlHS980HPhhKiMvN8jxPLJ7htC3lC6QzS2hMBB9W9FI2n5tfLK8at1kTjNfnQ3jyQX7CTvHdkqrxlPNgqFN2LSpudGH1sWmddWwAmoJVpAoiDfM7ZDfLe7nfHHMXj5g03iW6hliyCQjirJlGi7YOYXxXN464mjaB4Wmb8k2h8h8sX5Z3flmmkA8mlFfPINEwXiDvQncU+ONZRFzHq12CG4fqZV7h4FOdzCWnHnt2LBLpjHH9Tyr88rxi/ts7JzlvC84/PU9jEnLvqpy8K6bd30uPZPGv/rV3zmRQgRh93iTmc+5/9K72OivUvYBSug73ir3cO7WMS84f3PNICz7yrs8XApCUaTKVMxWNN7QM4YoiTleRcW11a1ISFI8Ennl28RKJen5DeAVsvbyu4hNqta2PMdKLcchw2O53YxYkjMPBUehz0EzYLIqefPNezg8GtHc6GFWKW3SLZSsgXI/JciWN6a4G+11q27SNdykVE0BtKpbljiu1xXTmuPQpPvH6Tz9oqvswPqUMibRF2IsMhqkvzsLg0F6LNBs9/CDDKNC7SLLHUvISB7/qvgRhLIjjUhk4aBZ68UXjeO2DrAoZ8oZhanxWKpomJtAHQMFMDRgxK3XMhMfe9Lm1JMGmseDL2Q6/w5akhVIn9mFbIVG4VAT49kFFm3bJTtmyc0wpEZSL72BDxs8zOP1FrfCBpbI2WLKwFVcqbaoY0aRefLBIberIU20nN+cIQKzVUnMI2xXcFAQ+mkeFFOhHoNbKjE3hEJwUdCeQ+cRyhyZLVO6X1iuTfSlZd0Sk3zSgbJmAENKEkzSjmTFFZW1X5YaCDlorskBxAWMUXquISNQWI+VQGEDjkDfNBgiGyZpCEuTmDCDwYlNE+4UYK7w7aKvzFXpYksWwTAjS31fArOQcRAG+LZw7YFDP+aW30xdxRrxGKpoefPkHiKWzCYwHmIKmLg53+LWqoc1Ss/VBFjrIE9b3/1JHJ/9Nz6CX3nNW+5kXgXsvMFGRQuDRklaGE02cuKbZHui0voug6l8WrhFkg9yd2GCExas7Upel8FaFlmjngBuST7cnUyhq3J0LNq7080deyzJD31NPHe/b5kEkRQpH1pQ3urxjbY+zGtvZumeNQFoFcRrwushedzGKAS1NDFSx4iLlqApUhY1SaohaePmWpbHARWWQhVjIl4TW2O1bQqMLROoyUyhVl0DaIHWKWP9jlN3d/uRdY21XTS3iLThPyloIEHlJxoL/cluBNwefzVXbv0mpfHs+T7Xpps0Y4uWJTQH6HKZ9PKtBI3jOUSh+sj7qAvLakOIIjzy1nv4/I/5Ze4tJjwnm1ET6JNRx0AjoXWRVY5jj2vNFmO34A+O72URcyZ1SZ57qsd6NH1Dj0Axh5gJdj9ZrFHXicQICejeIVNas8f/b6P9+6lKTLfxVB+Sz3jTJL1xU2NWNUXjMcseEktWMc2c5X7OKu/z9o2LnMnmnLNzetLQk1RyL0zGQFPC5YV8wnZ/kdaBAo6f12P795fYPEfyqmWbFW080TbI1hi78mTLgmJfqXfS+X97OeTx6SZxBRtbFZfzBapQE8A7gjpGvQWzoOxkM16+fYXhByyRewfc+uUzFL+dtLFxVWGLFPM4vHfrSZpRz4zxdz/2w/ncn/iJVKlotYSVyfjN2QPcv9jng7avkI1TUAjA7mjM7nzIi5obnN1OgR0RwxULWxWMikijikpgqYFCDdqGMS1QMrRdlbXdzAsrZd3LFEkFRSMwi5CLJj0y6dp6FAsqMvZ8qsBMfMmNepNFzDhYDbg22+T4YIBeLZEDy9Y1yGYBt/C4gxWyajC3DpHGp3N27RwjoBGxltg1n57Ke1B0bUu47olB363Rb00iGEFsW0kdt04ZRQZlCWKIRqguDYlFcsmo+7A4Z1P1XYVgoN7UZJDQyRhdxPYDUYWohkXlyErP5XzZ4gxDrZZJLPEKO9qw45ZYiUgrJDVt0FU05+9QGN7N8aQgnPn+F6HVz3FGHBP1VNxJaDkDFwjUKkxbul9QxMB9Zso8Wg5iQRc/8Kx8n7NxymPNGWp1DF3Nc+U2t5sxx35AltX07CG3qxFTXyTgPFGmix6xiLBRw7HDbxiMV7J5it0e3FZ832HqBpM5Yh6Th2uZp51ZlkponRF+txtLQ08ACqyBSMf5dRZ0RjVdiCVpPTWPYCJZnpxDjFF6piYjMLZzMgIbZonRyIZNE7YUQ9b6RReStbqo04C5TcdRZaYJCMeYdqwTzelUnYe+x5EO17ermPFodaYFC4lZW8SMG6sz3Kw2sCYmEBPbhW454upsg8wGnA3pgh0c06bAauDK/jZVyHnO4/+UX/ikL+S5W2efjOn1tI2v//L/hz/4nYcTO19YyN3J4tuyrjKt2wu0rJlhA7DypzTHJN1yaF0xWhkQ0AJnaS9ceodMSCU9n7TMmgIaQpp12rIH6xfDewAQXZWEEycXI4ldbkF350LRNQSKNWtNPtA2Jib7L6MGn2re6e8xXRBj1LRZ1EgMhhig8QZnhDoYek5Y+oyebVhpTqGeBkemHi9CJEXCGlVCG5mtWJCwLmEmWJuaH2tNTjTrxGBIMo723LS0IFrTBrZ1rEXRtNVsN/DSUh1d/Dx0kdwKHDO7fj+9c7+FdZffl2n0jBtXb/xlduvfJajjR258IL/48MuYvGObzettAJRzyZrTBDCtLadziCq9t0/xLxvjdxyrTcH1PD9645U8qzzipfmUEQXWWEyMNFE40oADVpqziDkPrc6xVSy5Nh9TB0dTObQIFLcFPzBwsyFbJf28Pa7Sv1/P00auA8xridLp+S4nE0JMavTrpBmceoySSJDWuz71X5kEoOsmeSevVmSrEXbpcVWfZeOITliMCh46OMsDgz2u52O27CGVhnWDthVDzyzZzuZEFfLcs7ps6d2whJ0hZrJAJu1L8B4xBmMt6lMDVswsyzM9JMBiUoKNPGa2uef8MfthQA3sRmW0cmwPQfHUKgwl8oriKoMtzzSU/N7Dl+gHCL0MtzFCDo8Jk0PE5iwerPmky1/KD735m9ncHj51k+4pGH/ln3wfb53sp0bk7YYwVugFrE3pecdln99tnsWlq8e86OJNJEtVKcTy5uw+do6nvGRwDefSvDqwlkNv2aTGmEhE2AuOvgnkJq4zD0pJOKG7olhSL5ERCBg8LXoWYddnCMpSMwKGRSy4Vm8xiwWPLM4ybUpuzIZM6xJ/WFIf5WTXM4p9pbfnKfZr3KRC9iYwn6egts5yVKR1mqEl/Gya/6ZdH9bVmfbcCV2t7omEi5z6ls4j4zrAPEqEYp7BoARjiAqre8aQp61IvSEsLrj104VCCaOEl8QrmqfPRZ2iQVBnqL3hwnjJZrkkItTqWEXHXjNOIS9uhTP1ms2vk3Iap0klbuJ1mhvPxZz7Q6y9u/P6yaEF659fN81sSEZQZUVKojtdCS4NFCShe91KCQAGJtCXBZOYMdP0Eoe25oXmBteaLQ7iiMwql80hQ1ux68cUFu6z+9xajdmrh5wbz3ESOZwPYNigRomTjOps+qAyDNWGUB6CHzqyqUfLjOgrTGaRxqfGQB9Q55CmSY2Aaean0XaMdo2CCYTYNeOnKMEk1ww1KbIXo4hLlkt9V+NMZCNbUpiGvtRkEiiNJydQErBAr9VbFuQtYD7xqq3bW0GVqaaTPkSYxYwlWfo41HIQ+tQkdsErHDYjrjbbOGKrX45cXW1wfbVJ1MRCqwpeDUerHleONxGjONuCNU1AabVyXDvYRq1ina73EF/2O/+VX/hzX3y3Z9bTOv7gdY+kC4Yqpo7oagWZSZu7dFBOmOM6tBctOcWCkRis9c6/Xbw7wNzJKlp2oIti11ZHrxrT4n+qJC3QXoxaZrjDDu8JMK9lJdzxvWOaxcjJezDpqwvrSYqMli7pGLqWIehwOrRsM62LhgoS2uaMqPhok59otO2Xo4qOxhi8GlZkZBpYRqUvSjAGoxFVR248jbaaNZJVXI1gI1iTKlY1J14gWfeSuqqLpItdYlWk3WampkErp8KA2udoWg2sQe9ouK0Ov5T+2Z/4n5s4z/CxW/8euQRyG/iArRv88LU/w4U3NBSPTDGHizUTmhpSA2yNoChhOERzS34o9K5AfmYOlysuFkcM8hm3Q8bIRZoYMCLkApkaHvIbqAirmOHVcHs1ZLOsOTwa0jQW4wV1SnFdiYWBWwtsHdIGcrWia3btPt+TXWvHghmk/cKYVC0UwNq2QZo0eWN3vvpUieji6dtytcaA+gZp0pddrijnNW4+QJqSkFkOyjG/P7if89mE+7IjejaQrz30IwMTqKMlk8DFzWOuXL/A6oyhv2fIVdJmZF3NNEleMplDmZPVaa0qrxlWlyLLfsHO1pzHl1uMsyVvX5zlzwxvMxx4oqYKZCYO05QE8UxiThMtxahidl+BhAHnnhOQawPC7z6GKfPkFFNH/vnX/iD/9Lu/4OmZgE/SeOvxPmpSzag4clQmMmhq7L0VReZxkhqMb/Y3uX64wXP8be6/cIgYISJcl22uzLZ5gVznOeM9vArzmPN42GJbloyyBY1YDn2P0nhGpiIiTEJB3ySJY2hb7i2RZchSro46vBoWMafBMQklIsLtesQiFlxdbrBfjdidDtmfDOAwg31HuSds7kbK20vygxV2bwKzRWKUm9QgTp4hZY7kGbEsCL28rZy1DeYrf9Js7puUhlnXaFOvG85PsHIXfpXC3qSVooptswkGfcSYpM8f9dfnWX12CDaFTi13LPVmkrymarsS87ZK2SjaVyjbdS4KIQg9GnYGC5yN+GjwalmGjKFxDLIpmdSJvY6WVWs3FTSSo/TF4iRb40+d/h+w+c13dV49SbX01DjXJTOJCD2gLxmNCp4msUCadDEDoKcpZKMrqxqBTdswiA27mlhnA9ybHdALDbf8iCiWnWzG0FXcqjeIRnhW/4DCBG5WIy5szMgzz95sCKOaaCL+uGR1HuzVSDNIEdvZ0iDe4hRMaRPqtHad8rfuJjFySqCsuNzyso95MR/5GR/Kn/vbH0uWu3frsPc+cHsy54d//43810fexhWOMJI8SvtZzdCuyIxnaCtEUvOfITkIGKCUtDvMxdHZynUd/zVh3eR01JZcGhUmsWCJw2lkEpMFjdfkIzkJBTfqTWaxxIkSVFiEjHfOzhBxLWeYWOfDRcGtyYigKZ3RKIl1FoNfOOa7Q4IFioCRjptL59krz9z75EytZ8LowCdAlaziTGYJnddyBzxDu3vvQOkpJ4y1PgzWmuTTXrOnJRoCSQbULuynb68Z4nWNo/NnfiJobj+dji1A7njciZuGISsyXvpRz+ejPuUD+fi/9CryP2ZeX9+f8BO/+WZ+4g1v42a1QAOI07W2mdBeCL0QrCHG5PriY1qUqmBprGUVs2QtZyILzRmg1KJYjRixCIFaLbmEpMvXSC2tBIo0Lxu6lr4kFfKQ7M1IfcFGIUinO0zvOW13ZM0qq4Jvj5+Rk6bB9RFUxeYf9d7OmmfsqDWnMEkatOeH6CCyGmWUPmIXc/xicaIVBljWiHXELUszGuBLIVphedBjvF3xBS/872zYhh1bUQGWnEY9KklSs2mXvG5xgRUFrnXs2V/0KIae5lAJlWn7SYTiMP1bOp+mT6ppWmlGew51ja+nQLI4l9w9rEvVoCyHzJJtDHj5Rz6Hj/y4l/DqT/0gsty+27xuas+Nh2/x8//pN3nNf/rvHFzdS84BTYPUDbKqyKqaUb2B0R5HtuDx4ixv6N3H2WzKsHeDgkhuUlCGwdCThvPFMW9aXcb3IeZgmsSoMeinXICuslTVSDFEVnXroNEwebbDL4RKheNJj9LUrErH1tYSZ5RKA1aEZQNRLHk+Q5tk4fj88W2aey3z0YTd8gxHrxsz2t1rq11pnVNVPvijX/DUTLancMipS6BKsvycag+uFVzqHZLfG04p2YSHs/NcPdjm2brHzs6ytXjL+P3wAG87usyH9B4iGsNtP+Ix3WHDL7kn32+Bb4/D0GdslkQxHDZ9CuMxKB5L1NQ/MfUlEWEWeyyj42a9yTLmzELOymc8Ot9mPivZOxxh9yzulqM8SDrlYurJrx/DwQQ9nhKbBqyjPL/JKz7lg/jIT/0gPvaTXk6Wvfu8rn3gkYMDfvxNb+SXf/ctHD+yJL8ZyY49duWxR3NktlBfKN8AAQAASURBVEKqhlit2jXmznVEIFXfo0KRp/Msd7AxgMyhQLPTBxGCFVZnDM3oBDDHnFbml+Qfsa8pkI60VopVeoOavEjXmqV3qXHcC6PCk5kGQZNtKVlKHwwGb2pGpnNKOvWZqyLZxzwJ80rfbXV9n0bc/1JC/Us02qwZ0W6kKkGavA2k9LrTn62mib5oxQenHzsNjhkO35rGVtGyH0YstcC04G+3TrdFIrvVmBurMSAcLEt250NiFPw0pz7uQQ3Dx1Knf3GkuGXEzQPZ3GOnFWZVI8sKbUt06j3qPTvnx3zFt/1tPuLTX/VeHyNV5Zvf/DP8/uQX2Cn2udibcH+2z6adc9bNGEjN2ARKEXqtWXppcqJGPCGxdUQCim8Z5qCwioaJlqw0Wcrd9BusNOmZLcq1epMDP2xDthUfDTeWYya+tf1rWbyqcVw7GBNalt8YpQudkYWlPijblMO2tJIFxEbEKkRw1wsy7/iev/4ZfPgD97/Xx+mZNL7+876bN/z2w2huU7MDtIt2+p6alBSxne6dVoLRdfWfms0hnLDBp5PLYO2QkTYf6e9rDfPpZqdTEo2T59C2wan7906fQS3T3DHKnVVQm3x5/jkX+Yp/8dm86tUvfa+Pkary//3pX+a/vO3NVC5CEdFSMUUgKz1F3tAv6hT4kDVs5AvGWcXILhm7FYU09E1NzzaU1PRMQ8/UyQpKI1aSb7m2TLORpEU0km53W4HTyhPDiXted6mx0kXRJ9cN0S4dPD3WtlIog9AFHScpB4BjtPXj5L0Peq+P0zNp7N7+y9xcvp7HqhFvml/iR97xwSzfvMnWg8roHceYG3vE4wldyqRYlypw/R6m38Nvj5i/asDxZsbicuT8uSNe9JxrfNW5X+Oia+iLWzdhHgTPnkbmMedNq8s8sjrDfjNiUhdcW2xw+2hM0ziyRzLyXcvwmqfcbcj3lsiqgsNjtPHocnVHyt8aJDuXekqyDPoFcdDj/Ade5h983V/g5R9w33t9jLz3fNuXfQ+/+B9/jRgUKUtka0y4sM302QOOXyTIi2e8+tkP8qln3szL8iN2rMOoYT82PNo4fnDvQ/nt2w9weG3Mxu/nDK82ZLsL3KM30fkiVa2MwQwGSJEjgz6xX7C6b5P5JcvirFCfD9jzK15w6RbPG9/mEzbfwqapuUDF0Fg2MktEmcaaucKNpuAxv81vHD2PX37HizBvGbD5jsDgsTly5TYcTVBnUCtk4z7f/pr/nWc9/9JdmVdP9/j8L/sPvP3qLpN7LfWG4HtKGLR2mFYhS+vWRXPM6MISk0NHLKT+n8iz3T69QUNQQyQxnmfMMaMsecwHLJl4LmcH9F1DHR2NWkZmgYhhGR25eKxEas3WdnRHvs8qZlyrN5k0BXvViElVcrToUe33CPs5g6tCsRcp9jz5tMYczGH3CJnN0BC4/1XP4x/8m8/lha984L0+RrX3/J+/+d/46d98CL1q6d9oKA4bst0ZMlul/oHOi9mfqpxak3q+jCFuj6HMU0PkZpkkKT2oNh2+J4QMfF/WHdsq4AuIPSU6TcYIecQOG0wRcc7TLxNA3ihWbBVLBq5mnFVsujkDU7FhF2zbBZt2zoZZMTANA1EKSamMuZq2OiiIlNidnyfL7x4OuaugOVZ/CId/dX1bNSV61VTrBQpYexPSMst1213avk0MQqORuXbuw213vAqHMWepJq3/GpnFkv0warvdI4d+wGFIGpbdesDNagOvlsNVyd5yQF07qsMezXFBNhWKgxSXms+Sk0Z+UOOWETNZYqoGlhX4hj/31z+cr/zWz7lbh2o9Zv6Y73/4qxjKH3HOTtgwS8amoTTKSAy5GHqSYVpfR1WlosFrKiHPoNVSZUxDQUOy93qkOYtKirkNGB5Z7uBbuUaIcFD1ub7cTN7M7deqdhwt+izqrF2PWvgRFTN3xMM8SVSsoiaV69UpGCVfCnbPEgs5QScC7/iGr7rrx+ypHr/za2/lm77k+9e3tS1VRWdPZBRtAIm0sbzrY9AxOpDAcqdrTk/E2inj1G091Xyh2mqf27+vGwPvAMrdbb0TVD9xGJM0bh1Tbg1/8cs/mS/55599dw7UqXFzNuUzfuQ/cT0cI72AyyJF3tAraoZ5wzCr2MyXDLOKbTdPQNlUlOLpmZqe8fTNiqy1YbRoag4WJSP1HtjW9y437d84UeMZaEH1qbff/s21DY+0DFMqn6ZhWxDdyWpa59Yk/V5/qIadS4/f9WP2VI9q+sPsHf89IB2K//OxP8vrfuwVjN9Wke9VuL0pejRJbhlt+ddsDFJqqnEwGhD7Oc25Ibdfbtn5wH2e9cAtzuVTPn3rDVy0DRedUEqGEWERam5Gw2+tztGo49HVDtdbSdiizrg9GVHd6sPKsvlWZXAzUN5cYqYrZDpPZehVS2R08ztzmCxLgLnIoFfSXNrkL3/Jx/Aln/2xd/2YXX/oJl/10d/Iwe4Eu72Fv3SG+XNH7L9UGL30mA+/7538pe3X86K8Yts4ljS8vXb85PEH8t9vPIdbb7hE/6rQu+UZvvMIsz9BD4/RqkpzrguH6BXIxpjVxSG+55jea1heMMhLppwbznjhmds8r7zBRxQPcV+vYiSGoc0JGgkxcjsargXhjat7+b2jZ/M7V5+Ff9eQ/hUY7Ho2/QL/h4dwbS9VUwGzNeDnr33HXT9mT/X4/h94Ld/5X35rfXs1FlYXlPklJfZaAOdiG2SmGBc5ZyZsnlsmWYECbefP0Cw5W8xxWZIKLEPqEdpyST4Q1OCDsJ3N2SnmeDXMfMnILMltYBmydvOegPMyOCKGG6sNpr7gqOlz63jIfN4j7Bbkty3968ro8YrsqMJOl3A8SxtXIp/zTX+Nz/7aT7/rx+yRoxt84c98P9febBhcj/Sv12RHDXa6RKomgeeuUb0skhRwZwxZRsgNYZjCROqh0AwMMRNCLtRDgXytICRkiuZCdEq0ipYRhh5xirERlwV6ec35wYwy8xTGM8gq+ramlIZL+YStbMqWnTM2K0YmxdX3JJKRjAgyCYwkyVLSfz2Ki2+9a8fq7sozdH7HTWl1bDklUSN1UvmeugPkWLIWEHbSDEXJxLCJwROZtfHPuSjnpWauluNowAhbsmBkK276JEi/kB0wtEuuNmc5mye7nxvVJlk/SQj2GaCbBioh+px6nPw/o4X82MCGQ4KHQY5E5W9/9Sfz1774496t3HG3xtBt8CXP/16aUPGH1z4Fqw9igZyUNOTa0k5rFY0nWX4FIitSmeM4FkxjTq2WKmY81JzDSsJRR02fvWaEStJVHVR9bi9HLEJGZlLXb+MNB7M+TUxKUGlL+OpBphk6ce0n04G9VBGQRhjsWnSmaCb44glv7q7WMJ6+MT1asq7jiSSQ3ARMnQr9kru2mYJTUgs98Vk25lSzEmsNZdetLGst8qn7dGxxJ7/omGhaBvrUfZLVHBC7ktp7ehed/CL98Uv+5d/hM770E+/ykToZF4YjfvvvfAnzpuYTfurfc6s5IEQhRoNvZRpNTDxuo5ZCGyJm/eVVqNqKSYPDSGoSzOhY4RSFbUWJGqg4YY9zSdp+beUbIoJTXZPtQXVtT2e1ZfFb8BxaZ5yo0jLaoX3e024a78HK7/1wRN09mdbA+f6E2f2B/iOO3tEBcnhMXK7uTP5aNYCBM33iOKcZ9wkZZAvD7atblKMlf/slv0kukZ5pWKqQYfEo1ghjal5Z3OBHJx9AOs4GR+BoNYYgRAv9W5JcjaYrTNUgyxVUFTQ+AebWx1acQ7IMyXPolzQXNvmqf/5X+PMf+7In7Zhdes4Ffujav2cxW/B3XvjVHD50lWFzHmWbA7fB72bPYsOt2Np6Ez0JFOIYG8+zij1+rnox2vf4MsMEJYxK7OEMzdxaoiGtM4j4ZDmZ7S8Jlwbkc2Epgu7mzIocmsDOeMGgqKmBIJFlbPDNgCJfINoABUNbsV3MecHZWxwVU/Rij+WvjWnebpHDBadLvbFunrTj9lSOg/35nW1sCmbh6N1QNAv4HU99Jt1DTLrXrow42O+z6WaMRw3i0uX1sBmwXw0YuJqd3oKIsAo5k6akZxMDqhgeq3pcqzc5n08Jari+2qBnG0ZZxaQpU7iTQqWOVciYNQW3FwMOjvtUkxK7m9HbFQY3AsPHV7jjJTKZJxnGcsE//uG/z5/5i+99dft/NJ69eZFf+htfy7xe8lk/9c286019+ldKens9ioMKU0XsrFrX3WK/BGfwPUccpDTLeiD4viFaiFYIvZSyqBFiRos20wVHDcRehDy5FREV6yKjckWZe1SEoIaAoQqODbuiZxuMpCptwOI1GRekqik0VAzFU0rno5RG5yV2t8ZdBc2eDTRanPh3A5lGDCWpOSggRE6aAlNGuyXH4TXStMDaCBRiKdWxUJ/ibwXGkprkFmqYi6HA80B2wGEoWUjOBkt6+XUeqs+zkS0pbcOV5RYXB55CAlfiJlyA+jY0Nidm4OatGtQmgPjsYoMf+IEve9LA8hNHZgtedd9rWC5/n9t7n44DurBN2+pNIzExCe0GQzU1/M1iThUd+2HIFb9NJsrSW65VW9SxVWZK5O3HF1iFLOnDJa1/k3mPOiRhfxfso16Ixw5WGerljuknUXALoTgWxLfwobOu6TCfAEF51fA8jfdk7v3bhu6ee3faQBc4bVUFSZ/Fsk4Mc2ZP/naaXe7CSrq51DXwdQ1IIncwx+v7diy2dnZyrTfGqd/DqWQz9ERU/seMe190me9+47c8ZfN6kOX81md+Bb916yE+/7e+j6AGjQkoR4QmpvJwxBDVoJKaTzNJXs81KRClxlK0ciSDw7bXCAFWWFy7kzNEkuOdYFuv5eSekYilpj20nc9/Zz8XVdfJdalqFU6YZWl1z5oWDOxHEILH2vfvee2yD+bYD0AqHqq2+ZUbL8DMDCoR7RVEMcnSzQKYZDFlUhw2y4DYBrvVcHR/H99XVmO4Nd/kO299LF954dewGEosUSIOy0xrKgINlg/rP8QvH7+QgGHpM0rxHM+H2LmgDjbeVWEaRZZ1SiELEW0a1naf1kKeI72SuDXi3k99Ed/zLz73KTt2/WGfH7r6Hbz2J3+fb/qr38q4iUS3w1Fvm/9un8tzyltcGF6hNJazFoam4cXbN/id62MwSjU2FPsCZYHMF6hzybEJ0LpGihydL2HUwzSKnUO2H1icNWwXS8SmuXmt2eSe7ICmtpwvIhuFp1IYiDAyKy67Q4ajmh235KeWL2bvxiY7K00NcsMBcb5IG3KBD/vUV+C9x72fX68/8oOfzY///B/gnSVkQsgENW0zs3HIzGGbgMsqmnParl8KYpjokNk00qNmOKhR0zbD1332qyGb+ZwyCymgKSQbuEG2opdFZk3B7mrMKFtgBW6uxgAMXMMypOa/vvVM64IrRxtUxz38YU5xWyiPhMENT3l9iTuYIZMpcTrnJR/2XL71V77xKTt2g7zHT/+lb+S3P+o3+eKf/WX23zWkfzujOArYZY/ioElmQ84lcFwYooNQCr5oAXMhyV6XFmC3WmZVUAu+ULSAtlc2VQtLT1nWSOuB2kSDk0A/qyhdSJp0YBUzesYxDwXWCrCkkIagnixxMckgQTw5DtWIuk9a99bdjXHX5Bmr+c9THX8BpyFWT4q1jvmJQzU1tcW2rCrI+n4Gg9ew9iGm/XvU1PRQd06ImpwgjlsBuNFk3XIYUzxrUMv1ZotKLajw6HKbleZMqoIHD89R1xmrox5+5bBTwc2EfCL875/6sfzVT3zF3Tgs79VQVY5ufBy5PowzFodda5lX2lCjNKocR8sk5kxjydVmi70wJqiwX/XZ8+OkWw6GZci4vthg3ewUhOUyZ1kXIK1eWUBrQadZSsXq6im+ZZW9UkwEu6BtnjrZy0WTvlQi5QyyQ0WLVjcLvO77vvrpOpTv8/jZH/gt/vU//KGTX3T2OusOEk6sr0535KcUjjvlF50utH0qPf23dgfe3f/0SXknu/wEcN2C5hPZxsnv7xzC3/8PX8on/62PvTsH5r0Yqsqff823cBhvM8gqRnnDRrZgM1sysDV9W5O3LjKlacjFU0pDbiJOfNsYCFnLNVtJTZGZKJaQ5rGmwKRUEk2a59OSDUGxdyqITpL/uvuckopB2hj5xOcnaZ4k5fTly1ef2gN4F0c9/Q6q6T/DiDANyle/9RN406++iMGjkcH1mvzqIbp3SFwsISTbQxn1oZdjJLG7YdRD+znLSwP2PlApnz3nWffvslks+ayzv8NFu+L+zK9LpVVsmAFvqksOfJ/bYYM3HN/Lw9OzXNvfxM8zsqs5w8eVcj8wePshZjaH5QpdLFPjUwhgXXIIGA7x95zhH37bZ/GJH/Hip+1YNo3nbzznKzjqDTj4kPNMXxn5iA95K19x6dd5QQ4R5REv/D+7r+K173w+Bw+eYfRIpH+rpn91BgfHMFsQ5vOE3fIMKQrMeETYGhF7GcsLJYuLjsMPa7i4dcR9Z/d5yeAaLyuucl95xLbxbFnDQIoELtQzCcpNVR6szvG78+fyG9cfYPLOTXoPWYZXAuXxEllWyJuvJrcoEezWkJ+98e+ftmP5vo7v+rZf5Id/8HfSeW2Fxdmc5XlLPUqSAXVKzISYpyY0dWBlhdnwyJC2oT2d94pQmJoy92DSJr7ySZc8zGsyF4kqVN5iTWSjqPBRWv95yGygDhYfLc5Elo1jWWcs5gVmN8McOYpd6B1EisNAsZccMfRoQpzP+Sc/8bV86J97+nonmtDwOb/2j/i9N5yluGkpjpVsGsnnMTHFLUqNmRCzdNuXJGtdEUKuhDJdbNP9lZiBOpKeOYtIz2PLQJZFMufJs4bCes72FhTOU5iGwoZkyyuBkV2x7ZYUtmLbLtiwczZkSSGeTCK5aCvTMGRESuma2PuML739rhyXu7albObfdgdgBqipERUMKXnOngLP0jbjWBxBu2JpGkqyebKaZBudstmI0MeRY1ipx4uSC5wXmATwAkNpKCRwGHoc0udidsQ0lExjyXMHu+zVI0TGPHdrn8enm4hVltOSJssQMfzcV34+95zZuFuH5b0aIsLWpV+lOfpXsPy2lEKkSqOBmtT0dxQtlRqWMeNKvc1x7FMHyyOLMyw1uREcrvpM6pIqODoy83jSowkO1VTSIII2Fp3blIh1ekTFLiGfCqYxayITTkl2Y6RcCPlhaopTA6EFzJCAkg8RZ58YFvH+MX70219z5y9UEyOketIQ2BUDT7tgtJHY69CQzjszdM2xHbilfVz729YdowPK3UZSRO50MDhVVqd7+GnG+QnjB658O2cv77wvh+J9HiLCz3z81/Av3/4T/PSNXyEqeLVU0VEYj1fBRYO3hph8HIlYgiqqpu28jtRicERULbZtiA1ikvsNcc0cK4lxTjKw9VHnRMEi6wbXbnZ2ANt3+yG6+G19gq75TtP/97dRz79n3WMyMPCp97+Jd77iIuHGBtnuFN0/TFZzp/T1smpSqM24gO0MXEa9mY6snRqa3ZL9M33+1oXfIJfA0FYsNKZyaXtgfWx4wFWpKbkesCLHe5MqWgc50oCpoH9zla5PPqBVnRjvkMIZpCiQ0ZD6Ay7yX3/477E1fnqDZ7LM8cOPfzvf8oXfzi/8+rvQ7CKv33kWf7j9Tu7LrjLCMpLAq4aP8Ac790Lf4weGUDqafka27MF8iWQZWlXpWtE0qA+Y6YI42MSEiAlCfluoRpZtM2c7X9LPGwLCUqGvSgiBwuRpQykpmS45Uc158fZNHn5eDWd6LM/2sL9d0H/okFDV66AKfzh7Wo/l+zp+9iffcLJGBSVbKuaWks0izVhZbYH2bGKeTcIaXgpY5EjTkOc1Mji5pM5WJfMlZC6Qlw0grOqMZV2QGU9ZNFgD01XO4WLAMKuIQB0doTE4G6mjw1cpFbaZF9gDQ75n6N9SertNMiCYrJC9CfHoGBM9P77/vQxHvaftOAJkNuMHX/3N/OsL38a3/eYCf62g6Fn83GB8ItJi0aa/Spu2bDsMAOpSf4h3tA2YaU1TFM0Uyog4XbfoGIn0XUPpUv+EKjTR4iSAgb7xWKM0CAVJe95Ey8IUBIQBhkgFEjDEtVUvgDL/49/o/+S4a0gmH319y+mcGtp983g8lTYpTecUua2t5nDtHYucPI+AFUuGbe17EhvtxNDHMcStgfjYwlCS73MukTNmwSVzjJXAlptxITtiJCsuFYdczI7YLhbcMzpi3Fsx2FjS7zW86au+8mkHzKdHtvl3sRvfQWibJZcE6gjHEWo17Poh76zPM9OCvXrIW6aXmIaSOhge3D/L9fkGiyanbizzRc7u/pi6ydFoEr22ENgt4ShP8eGQJAEV5AfC4DGhPDSIb4Eb7UcaFDuPDG5FRteV/CCeoI327+vOdpH3W8AM8Nlf/Snv+Q8iSXZRN0lvGVq/F9VT4JXW+9XfaTPXaZc7BNfdV0+A3R3nSIyn4oG7xj89+bnVNb8nLbPNDD+7+oGnHTCfHn/vhX+Bf/jCz26J8WQ/V8dUvoytzjW2AomggldLwKYI91bGEehkXkLT5vsl22ihVqFW2+qj08U3aIK5HqFuH3f6cHV7Dq/JhabRBJjhZN7HTp4B3Nli+P438uGXtDHjsFDllh8TBJoNS31uBOMR6iziTnkddwlgUdFJRJuI6cH0XtBMaDYju/MRr5m+lFv1JqhhII5IxEky+GtQboc+F7NjAhAa4aDqo1WyPiv2wa0CIROYr2BVrZ2LACTLkeGA8JH38Is//XVPO2A+Pf7Bd34JX/73PonN37yBvn7Ib+09h5s+bf62jHIxn/BBG48TLtSEPJWw4zAHa9BemTZkkhIJAVgtk99048lmEWkCMVoubR+TuUgdLfOQM48ZPqSgpb6DnknXilKgkMi97oBX9q7yov4uKobrkxH+ZoFp0sZfWts5ALf1zDme7834jM961fq87pxBILlkmcZSHFl6NxKzKx3rIB1hkbFa9Vke9ggTS2gSfRGjsKpyJodDZkcl0RtCEJZ1zv7tMfu3hzS1o145bh+OOTocspiUzOclx7eGrHZL6llOuFaSXbX0rgrjxwKDqxXFfkW2P0f2jtHjCf0cfm72/U87YD49vuIlX8m//dQXYl8wYXFZWZwTqk1heUZoyuSW0QwhOkkNgL0ksVJRmj5oQcrJkOS2FUs9oWsjWBvplxW93Lc9J5IcJVUY2ZqRa3BG15EAjVq8GqaxpNIejeY06qjaemCnUPR6asMvd29e3xU0E8KSB3f/Do96ZdcHQpuC9kRZhqoStKGiYRkrgipR4533WS9KumY2jRisJJmC6QqnxuCMZUhOjsUilMYwFGEo4IwytjUP2APGpmJkKs66KQNTcTafci4/ZpTVnO9PONdb8Ma/9rX0s+xuHI67Okz/E3Cb/5EGTx1hprCIjuvNBtf9FsuY8bbZRd6xuMAyOPYXPd6xf56lLwjBMJmUTCZ9ptMeaTsIHFlkP4fjnDa1AjzYGfQfEQZXhfwIpA2yEBJwM8tA/2ZgcCPSO1SkeXeUJgqmjri9iuGjS0YPL/iav/efn+KjdnfGbLrkX3zp98Cqgqo+8YSFE2DcMcmNP+kw1ri2xFqfAUrbDBhPbq+fStegWk4/N6zTne4Azmug3QHlk03m6cfa3PLT8/9Mlj/z5vUnXHwVX/OCLyQoxJjAre+As5oEcmNqBIkteG7Uolgi0GCJ2NRggxAUGk22UI3adWOfAgFhhaFR0zb4nTBJoQXKtULV3jdt5E+AdGKs030XEeZRWcTI1duf9zQdvfdthLBHPflnGAxXKse3XX8FP/aOV7B41wbFQcQuU7XDOIdKKxQ0go4L6PdSQqpzCII5AlMJceTJRjUvO3+NKEKF4Z3NBkEVq7alPJQt4zASuek3KWxk5nPyGPHLjGwB6hS3Ajdrkta28akRUWPSMA/7xI+4zC/+8D/EuWfexuUvfMkn8jXf8Gmc/aVbvP71L+Bt1VkqDWQIl9yc5w1vc3l0THVW8b3kbx2GZWJ6rYXO3SYE1Ae0abDTFaGzSjPCapFzbbXBpClZhoyRqRg4v76keI1kYnFiOQdsmopDzXm8TiQKRmlGsDzjqC9uoPdfQIclMUaagxnf/MXf9TQewfd+3Li6zw/+69cg04roA3U/STKiE4JLEQuCYNRilxm9G4byZpIc0LpBgUAUfF0SDgrikYPapAerEBc59X6JHmWEhUPVEI4LqqtD4nEOC4Of5/i9HDnIkIXD7jnyq4780NHfNQxvRor9hmzaJG/k4zk6mdEvDT++9x+esn6T/5nxSfd8Bt/16g9m6wV7VBc9i/NKMxLqseAHbeNfAbFMADnkih8mnVskEspI7LUWte0V1WSevN9Q5B7EtOSG4CRSmoaBa7AmnPTPI6lHSwWj0oZQgbZXbZCWGElfc4WJehbqWcYpk4NvuCvH4q6A5kd2/yZKDcAM4ZpGroeG3dBQqxCfUFbuvjc01Hia6Nesxx0MmyheQ4qybX9vxeDaVqBOB12Ko2hdOIwR+mLYMYYekBnlrJmzbeYMzYoL9pgtO+NMNueB3i3u7+3zUx/7z8jdMw9YdCPrfQyDjW+lIkVj74Uh+3HAbjPmjdN72a1HzOuMq8cb7C7GxChUS8vx3oC6ygmNhVpgYjC3c8zKIaG9ENRKcRP614XytmBj134oiEayaWBwPbBxNTLYA/sEa20ggcMm0DuqGTw+Z3h1Sf840DYm84bXP0LTvP+Vs7/2076F4E8YXmqf/FTriiTHeA9hJK0EQ6Km5qUWdd3ROtCiMT39+PbfuEO73AHlFnxL1FNSjk7L3DrOPKFBEeCnJt//jG7q+ahzH8TfvO//gycBZK+pIdC3nqhRTMs0J9GFIngVGk2LVUrcagH1HWxzOky1mjUr0W1fOleNWoWVtkC65SdOy8va/hQiqeN9qcKq4zHaytii+jnuUkvIUzqavb9EaSAXy7ML5c/uPMi4vyLbh/EjM+ytwxTH21VIAJqAHK/Sxq502JEhjArqQdIzarDMDwZMfck5OWbDLblsFzREokaaNjZmEj07ZsWmmbOsLTNfMpsnb31iajAmtJvOxQqt282qc0iR4190np/94X/4jAQW3fjkz/lYPu+zP4Lxj674gYdexUEUnHEMRXlueYvnnb+FFpGYC7HnILcpHCJ3J85FTZscOl8iYpCg5IeKWUUeunaWGNL50IVVLlUIKPPgqTWl0lpSr0n7jGy5GQ9s7TM8OyV74ZTwqobFswoMFqbLxLyGwC9972ve8xt7ho+v+uvfgbZun3bpKQ8qir0KN6ux3kPXDIgmgCyCVUc2yek9ash2BbM4VQFUgzQOOc6RiYOZARVMLTDNKR7PyK86TGWQRjBHDneYYY4NprHkx4biwJDNhWJm6N2O9HY9xaHHTWrMrMJMFuhsjg0NP3bru5/R8/ojL/x5/q8PeYDLz7tNONdQb0X8UPEDodmAmEOwmgJ8yoTfQhaIQ00RrUbBRqSImJ7HZqmfKrQXW2MCw7yml/m1vLPRlKioUXGkfhWR5Jmv7aFq1NLgqKKljgWr2GOultbnJ9mIoqyW/+GuHIe7sqJaM77jdreM1EQOdYUBsgA9yVunYL0jLTBKYqDRxCo7NRgxJ/oXIBCwJN9h014pukSwVP5LiX4ZipeUlDcyhlKVKZqCEyQwixmZiQylYt8M+fLn/ntKV96Nw/Ckjt7ws9iofpsbk59kRcpgv1ZtsvQZ1ydjJqteOl7eUC1yYkgsjFSKnSRAkRgjICjZVDAebH3imd3JBtxcyeaKq9t/XBKIVlhvs8RHTK3kc49UIcUndwDCyMmMpvvVM/di8MeN/vA9zAsF9REJySIKAbFmPefXWmRYA2KNLV3fgbJOUvEEKcdat/wEIPaEeg2di4Z0YPw0Ldq+kh+48h3PSIb5ieNTL7+ad83exjtmryWoxUdB2xhbH9s4ZBSjQkNKiMqI7XlvyVq3DNNqm1UMluSy4aS7erR7HqTtwta2STDNatW1AUxSFokQo4XWn1k1pZueFnS8H2LlkyG9OzZYmQTu2Trkwefew+1mzFY/p3zrDWS1OpnXzp70KXglLkAHwuq8JY6UageKfs1BNeBGs8lGteID811yHNakZLxMHE48N3yPzAQKF7mnOOKG3USWFlunhTafBczxAq0qNPjU+Jfn6OUdfuSnvvYZyTA/cfyNr/9M3vjaB3ntf8n4sa9+Ll909iF6xnHOLtnI5gzPzqmvjSkPhJAbbJljJkK0FtSnPbkPGOtRH8iOahYXCrKVUBmDGOVWPeZ5/Zvc9GPuN8dYK+QYerY1CFUhRygl8rxsj95AKQ1Mm5yHji/Qu5pz5naN1L7dMJ6+ir3/jbx4ApzRdI3MKjCHYBeBmHn8EJab7tQ1OeUN5zNB56na0fRb14d0GcCsDNJoWueMYBow3mAqJZ8IoYTgAKNkK0FatZ7xYFfglkoxVcqDBndUIcsamS1gvoDVkh/ZfWYD5m58/KUv4Nrsy/lus8s1cwbvsnRsfALNaiSFnrlILGgtitoPokze2MnmL5E+RpQy92Q2Yk36NEJrRBVV6ZuAMREjiscky1GVVq5nWOIoyFOVEUGpEfGU3EXt8RPGXXnereE/YhnytjEpRaXCnW2BAZhrzUQbZtGziiE16zwBNDQaWGrDMtbU6k/kG6p4QpIpaLNmpq0YuuIfksBZLo4eyVA/N4ZNYxiIMDSRHVuxw4IzbsbHnf88tnrvfVLUUz3O7fxLnJzh0PeZx5yDuseV2QbHqxJfC9VxyfK4R6wtUkG2Z8h3c2xjkQbcHIoDGF4Riqlgq7abLEbcXOntK4PrSu9AyapW6tWBsaiYOpAf1fSvL+ndqiiOGqR+D561QU9CPmrPPaMSfT/0tv2Cb/pMupO7G9KlIrU/EzWxQq12WUM4afrr1qH2fqlB0K8lF3R/BjSEO1LOnqiNTkqMU69F0//e04X2q77ri59RGub/0fjKF3w5TgZJ86oWH02rY+6kGpamvUhG7djmjlkWAq2fJw5tGenQNop4FTyGhsQ4d4Cgm9oewQMrNSyjpaJjvDu/8jVWvIPFDgpRXvJUH6q7Mszgm1iEyEIjD9fKG5f38I7988jKJNvIzKDjPvQHyQNZIJYO3SghS97IWlhEwM6F7FDIDoRyuORcfsw9/WM27YIjtdSa5AIGodKGHoYts8Ro0iw+ND+DNRHNlGwG/f2AzJawXCXfYBHEGmQ05Ou+53OfURrm/9H45p/+ejZec4Of/bVX8Y4qo4djywTu6+/DuCEMtS1vO9RaKAooipNzumnSNWM+b+3+koSOCO+6cpbd5Yhrqy0EGGS+tVA8ubYISdZYiKVGuBkGXK3HHNV9NBpCAU3fEjf6sDFO1pfG8KKPeuH7ZQXly7/hL6wrI5rZpGc2aROerrNJmpFPDRtXlNHDgfJ2g1StWra9tptoKA4t/ZuG3g3BzEGatAkxPjHH2TG4GUhIX9lMKfeUYrcDyUJ+DMVhJJ8pvaNAcVBjj2vMskbmrSPMasU/++mvYzB85miY/0fjbz3/3/Cx5x/l8uV92KwII08YRnwRiVkk9pMUAxtAkhczvbhOBRSjWKdkWcA5XS+PquCjkBmlsJ7iVFk7aupNqdUSkGQxqqlB27df3dVdoZXrwVKhjhGPIvYj7sr7f59B87R6nF+/8Znc0hGPhR0e9VtcaTaZxxKNJw1kbcWf7hcNKfFvpp558HhVgrZG122FpCawxLPUBt86SHSMZ4PHE/Ca/FRNK9noALQ1hr7klDicCKVYhlj6Igxd5Jzb4b7NL3hf3/5TPj78/t9pAfOA26sRq6qkPiyoj/rEpcPMhWzfkN+22LlBvOImyvgx6N+G4iid5MRIPon09lIzX/8gkq3WPREJkzURuwoU+yt6t1b09muymT8Bgt0QaYllRRqPm85x1/bJHt8ju37IrT+6yme+6Oue4iP1vo23/8HDfOXH/1+ob8Fw06ChNR7TUzZvwp3HIiZ5Rkr/C+tNCW1lRSHd7kDyGmCfeo7TIL2TZJxqHtR4Ap71CRvPy8+/yKd83quf3IPzJIxvfvm/Sf7KmuQWsQXJvv0eWulGaHXLqkKjwkodTWsvGbXtqG4lGRXuDqBMu0cMmsJLKjVUamhwrVvHnRzbqf0iXoWl5szUMVPHEsciPsgbrzx9VmfvzWiWv4GZfDZD6+iJoSHyyN55jh7cYfgO6F33uKMas6ihdXIBkOkKDhdJt59H2HZUI5sCDvqCaYTj4wGTRZ/b1ZAX5tcpgZ6wbuAWEWpAJJXJz2UT7h/vs5wWZLPkpUsTsMepARCfbNCk3+f+v/YBvPrDX/Q0Hrn3bvzQm78F/wOR73r4Q5mrZ2wsl92Uc+WcelNp+oI6Q+g5KPIUbd81XGor8aobNCq9WzV2KZS3DctlgcvSelhpKk0vNVJFYR6SDtQZIRBYqST3GaA0Ded7U4bbC/yzKuYfqMxeOiLes5OAufe87df+iL9yzxc/fQftvRi/+pN/wDd+wfciPiB1g6yqZKOnkWiSzZwa2mtrmtU2CuXEMr4hDK8r5W5AViGRPigSwNZCb9/QvwXFvmCWqVHeeMHWkM8Ft1DMCkyAfK6U+0p5EMgWSj5LTYdu6nHTBjOvYVGhqxW6XPGBH/0CXvnqJy+M58kaX/vif8dLd65x8fwRbqtCBx4dR8LYo3mELEKu6VphW82MRMQFjEuguZMtqiq5C5TOk5uQMr+EliRJa4KTSC4eJwErum7S7la+TqqXZBqOhoyVlkzVsoxtg3f4TW5cf+X7/N7fZ3nGo9MfO7XgJ2RcY7gahsAQQ2AsNTumZmg9pu0s6+auAl6URtvUKU2BJiZ2zThpF1G3YQNGhRLb/lMG1UiQxGS4ditjTi2STpJw3BMIolgVjAbOXf799/WtPy1DxPDc0Vfxu0c/yfG0x/HegLBwmErIZilwRKJgKzA16XsrEYoRskVENJWLBNo47HZ/pmBWAdsk7ZxR2ojo96xjxgek8dhVg67qU5KEd3/dzer9K23qJ77jV05urKlGJUZ/AmoFcO4UO8wdgFcVpAW7JzKKU0xyd/uJrHL3Ya1/9e5sd9dQmCQd3eOV//j2f3W3DsFTOgpb8tE7f47XHf40XhM4DtI2fHTNaBpRSSmAqoIl4iQSCTRqsdImzElcK5hVEutAq1lWOp1bksckpZeuf9+lCKawleTyfHo/cwqCt//C3bMyeipGWHw3efuGnFjO2SWfdM+b2Xd9Xjd4Hva3HeYdyyTNqGtiXZ+q2qf5qnOPzg3WRnwvQCn4M6mZanOwYBEK9nVAT1fUVAzIiW1zWkFKySvE8+DqAk2wDM8uWByPKfeU/CCl/2nbUEtWEu/Z4Tu/9YuevoP2PozR1pBXv+AefvHnevzufX/ER/cPeSDf5dzGMY/lF9HM0PQFO8xxx226YQjJYi9GtKmxgx5htcTWDlwq/TeNYzbPeRP3sGlnjEzFC4sjitaGtathWQxDExiamvvdHkVfsRH25n0W1RB7VSivVLiDOaE5uUYf3zp6mo7Yezd+7Hv/+/rn9dv3IHNP1ih2kRxZtDD40oJNicJJwJWOabYSsirJRdVA00uSAwHEg2uS/apoRFuiSEKLCWtdSxRNFEytuCYmAN4obt5gFjVS11DXsFwhMfDNP393mtOe6jHKz/PxOxc5rA+JKhzlPZbzAlFBrJ4oBduLpWkjy9P1NiISyVxcyzI6g61UyVN8NPRcyvJwLZkRRZI5QXoGPMkhqYqWopV8RGJqFFdSboTq2hlWFRq9/j6/9/eZaX7+5t8+teC3kb4tlU47Iedk3IwFj/g+7/IlN5qMaTR47XBGq23WJOOYaeC4/aoB3z6/V6UhMqVpOyLTSR410qhnRY1PnHR6zrX7g+DEkmMxIgwHX/R+oR/648Yn3/MZvHP/PHvTIXHqKG4ZereEbCKUh9C/Ab09khn5POAWgeLAM75S0zuMFNOIaW3hpApkRxXFfk3/xoryyOOWAdPpctuhGqFqYFZh96fYm4e43WPs0Rw6wPzHDVWGm/0n+ajc3fE5/+gv/PF/XANdkuWcDycSjdNR2E9sbu1s507Zx935vf05xPX5c8cOpPv7HcC8A/DCF/zzz37v3/AzYPzl+/9O2wjYsszRtl+poa9eO2YkCUVy1DBUmhGwKVFQk2+oR6jX0g5HxBFb1rnbq0QgxpQ+VWNYqGOhjiVZe0G+EzC/+1CcnH1qDs5dGm74v7VR4dCoZ6bCMra+7Vmk3jI0F4boeIiUBZJlYFvnjF4OvRLtF0DabLsKipuG/JZlMIM8C7xi+AhWYGTq1kM7tmmmqddkrjCQiuf2bhOCwa3AaCQ6wTQRWVZJmmAMsjHm677zbz6dh+x9Ht/wfV9O9ksLfvKRl7AkctbCi3o3GG/OqUdCtWmhcGhhU3CStYlxNpJIC2OQkCJ47DSQ7RvMzHD1+hkWsWDgavK2RBhRGo0oSlSlIKMQQ88IjThu+iGPLLc5nA+hNmmNFIEsS591Oy6+4NLTdLTeu/HF/+jT3v2XcoLbjIILQrZUyqNAsV+THdVJWxxPsUKqmAZcBf0jGNyO9HYVt1JM3W60PdgG8iW4ZcSsFBPBrSL5LFLuN0mXvwrYZSBbeMy8waxqpG6S73jj+eZf+EdP3QF6EsZnPuv/5ln9fbb7Czb6KwajiqzXYFzEZhGTR4wD4xQxETGKMbENMlGM0fUOJ7You7CRTJTcRKzEtchXSYwz7XVdW9ekTqbXkLCj0PannJLUdb38AJl73yuD7zPT/Ku3f5bfmT9AT2q2ZMK5Yk5h/BqNC21P+3rxMSxQltFg2vW/EKWQSN80qbkJ1grYWQtORCEXMBGsgEcJogTSY2y7q1ZSkqDFYEQwrWRD24t3jiPf/Mfv69t+2sc3vvyz+fIf/RnskcEtIJ+CWyQWAY1IE8mmHlenxa1j7dWCXbTNe0gCz/ZkYt4hMGoCMl+l+8SucY01y/keRytD6PS7rFagsJjPONqbsnlm9BQcnfd9/Pi//YXE+HSMsDlptrtjw3Va39w1/cGJJKO7T3wPx+wOfTJ3/Nw1nZ0A7vZ1nGKZn/jYv/r3/1+A/vvJ+EuXv5D/du3b8ZKagbs2HacRB3giIhYhVZk6N+YIVFhEDJmmOO1cUjRS16a53nO0OmijXbhJmxzYHeIn3L/7uBNT0Tl8QBIeLPBhirPvH/O6nn0XokoVGx6qIq+f389vHz2Xt9y6SNzLKQ/Azf16volJVlBMVigrdNVAeRZxNaZwrIYmsfm5QDBcW2xyazDmbD7HZYf0ydbAJdIFXHlu+S2q4HCZor1I0USyeUCWVbKZixGKgvDAGV79Ye+f2vFuiAhf9Lkfy7f81u/xzue9gRfmM146uM7Pn5tzdGUTtUJTgh2XZCuPLJaotclyDyUuV0hZokZxDdRGTjpXgWurLfqmZssvqcQzsorVQC4px6DR1ADf2Xll1pPlDc3YM7/kMI2jl2+SDzJ47AbMlxxcP2S1XFH2nvlN8gD/9Xt+HRqf2F9rwLaprbbVNIuspXQJU0kK0vGgS598s0uTkm2zpO1Gk0TDCNhpIo4U2sQ7UmW2BhMU2yQNgK0jEhQJaQ02UaEKmKqGpknhNXWNMfDyj37/knY9cYgIn3bpU7he/RZVcDRqgBwfTnr/VFPjX7eEinRVUyVdSZXcRTKjOJMqgJ1GNLQgOeFEQ892nVGJ5CgAm+j91u+/tQZtoXZAqMmYELHRp6TA5jFCaLD2vW+Sf59B86/t/VfAsNAeSy24sTxDJmmhchLYdkvOuikbZoYznhNJfrswiTBTyyQaYuxRtBzP0Hgy9ScLFknU3VkDlwg90kEUVRrSQmmATFLLa0xLK6KCFZu0zuWnvV+zzN345Htfipv9IvkeFDPF1opdxfYrYBvWk09DxFShlQrQdgCflKcQgarBNKksaGqfbI7Wqpv3fLzW4LjT79b+3VnUdgQf+dKP+sf8wNu/9ck5IHd5/MS3//Jah6mpQ2H9N6W9MHddB2u90anxRCnGE8cTf9c5YpxCwesQkz9G77wG6MCnfckn/k+9v2fq+Iizn8CPXvsuag2YaBHTbUo6AYXDtX0MXpSoFiNJSiFrZ42ARkOUQBCbHHcAWuGWbRl8s67j3jlCbG1ZcW0zYrfnV2QN47vHNbzhxmfyqnt+6ck9MHdhqCp5/d/SuW0szykqrHuckBmuLjd4bD6g3Au4gzlMZuiqOvEbPy0nmiyTfrN2NGLwfYuxyvDeCUO74kJvQiGemuSgZBRKyVhpzUojDsWZiBVl0y2QCGGRURxXsKpTbLcIZnuTz/qaj3u6D9tdGZ/1lZ/Cv371a/n9zzzLi85MOJvVXCqPOdjcoT7ukW1Y8olrgZ5F8gz1PgGPELDGoEawdUTV4CYwGWUcTnv8kbmH+3oHBIRMIk6SRLHrubAIO7ZhEmdccocs+jm6+f8n773jJsmu8v7vufdWVXe/OUzendUGSYtWWUJCAiMkJAthAQJhGRssbIxBSEY2GBuMfwaMnAADMsEGDMg4gBFgg00OAgRCSKCAItocZifPvLFDhXvP7497q7vfd2ZWu5NnffYz293V1fV23bp96tznPOc5hrsHltrNIt7ghoo5u03Y7ANKudHnH7/ibfzoe//1tR66T2t11fDe3/zYpCYhRAlUCUqoYuBscofmlmANODv51UuLRAtSpjleQTApQLagKUpq4zkzAql9jNCEiE436d+oiXUoXuNjHZDhCEYVWlVRe9t73vz9N3ZWsLXP3vv3+eWjv8mp4Qy9rI7c+Sp1cJUWHY4mKM5GzrIxUcGoBSlCyqx6BZfCX49gkmZ/BP1CO9xADKqr4KK6BpH+FRI9uFE/pu8JgTbPHRhw/Mzf5tDe/3nR53xFRFwVAxLwOI7XcxytF2ixhjkZsORG7HebzNntBOClW5AqFRYjljJkkYsoyow05EQ+tDFKCMI2wgaQSbwJ9oxSqNIoNBILWDIRshQsB1UMQrb09itxytfE3vzMF/DfP/l+3EDJBk0sSEjpfZqAeB+dh48pvnEQ3QZiwxGmaYvVNKUETUtNj/u2dIDEsaNuok6xf+JqGDei7Nx5TTUWCO62hGSMm49MI8zT596O3YRKnpQ4AuNumLtgzvb3cSGU/60/cmM22jifvWDxc/nIxu9TS0tTCcRbfxStl9SEwChRqUdD0vk1iCgVOUagUYPRhGLQjFN3beOkoMTmHcTmJh4zznQZ1TGYN+4ydQESkuiN0/GyRX3b506UBTvkluU17nnaPs6UPSTkdD1wZj0uhnNHkIARG9P4zqHdLM1JsKViBpazp2fp2RGVOg7aDYxK8s9RU99KpBtorH1nzXcZ+IwiBEaqyKhBqoYQAuIcfv88X/O6l12bgboC9tl7VvnQicP8rZX7OegGPGvhUe5dOcDmyQ511xAKg5/JsVUnLhySSV2jTUP26Dq4FWwVpbroQp41dGyNEaiJlEevgRENhThQmKNDbmq2bMUnfI97Bnu49+wq/VMz9NYNtvRIk2hlYyAA7A3SyfWxQLC4LpaYNQ1g8QSpERczJJJZmo5Fp38ZqpjWvTdA3ydlkSgrJxrrI0wTUWVThbFalKQuSKbxqWNsEwsTm4bQRAqfhMCXfMOrr+iYXE177tw+7u83lN5T2wbJofaRpmva7J2JjtWYNpvXJnBTy2sX1TIyE7AiGEkARUrw+kT59RictD0ghEYstTqcKA2BGk+mCdVmJwjVmsilSVZe8q/ic5e+jBASOT6Fv0LbcGH33sK2znCsWeSj5SH+dPA03je4g48Mb+LBeplTzVzs+tXe0ICghs3Q4XiY54hf5Ei9xOnQYy108VhqFQZqOOUzjoWMNbVsq1ACJUqpnlI9I22ouTFSqI/XvvF1n0v3TEPnbE227aOUzeYQsz7Abg4x2yVS1jHQLSvYGsDaFrKxjaxvIWUd00iJjhFCIFQ1oawIgwHh9Bn07DqcPgvrG7C5BcPhEw6YQwggyn9673dfmYG4Avbar335RBrufEjx+axVumj/+TChJZ+v4G8atdQke7T7T6X9pf1ttZJ3U/vtufnGkZd7PPY3bn5T5C0HN1bLqJNsnE8d/0JqetKkltll4i6PNB83M1GiSkYIUKmjxjIKlu1Q0KfDJh36WjBMbVhVx4nbCaKh42XMTo4/rfSc5XkHf+VqD9FFmYhQZV9IpYFhqDgTak40XY5UyxzbXoChwTRE9M1IbLHsHILBVgrDmjAYwWAQpRa7AclhtCJRaqpQelnNUAu2NaNUQyMR5W/wiUceNbTnzJCD+QaNWgbrHTonA3ZYR0qX90ivx4EvuOVaD9lltX/5jm/gyCf3MFCYIXBzZ43e4gCdjZq2TccQOpHXLBLHv13d6XA0oXwZkDq+tdbvsdZ0OTJa4OFqnrWQsxkiwo8oVgxBAjVRp3wzdAkqWBvQXPFdaLqGZi5DV+aR+XmwFjvT5ft//zuv8Yg9PnOZ5TNfcSetuoC2NLZku0NqI4IJkYdsq0C+UcV21mdLzLCGskmakhN/bbziSqWzVlOsV+RrJaZfY4f1hIpRB0wTMHVchEjlMVV8X0O6z3rPsz/n6VdvcK6Cffkt38ui65NbnzJIAWtioV+eBZyLOstRbzlg8FjxFC7+c4m+EakbEagLif/SvnbS0jWiH1OgkRhIGyFS8JRY0yIt+SPS8JrUyKoBQsjZt/xfL+l8Lwlp/sjavfzI/e9D5GDi+8UofNaVzLuKWVfSsTXONNg2DSJt1T8pRjAMtcN204mohYCjRoBFN6BHiTOerq3xaqgxbIUcEE56Q0ZNJg25eHqmxktDiWA1kKN0RclEMQq9pRufyzxtIkLPWZrNQSwyaAO1tiVzVceb/m55uESrkBC5oJTlBB2dJnHCuOPU7u2MN0eOkqR9RJJMUotgJwvAGw5+Pb8xuP5bav/Jr32AX/2J1BUrTKHCbS6vnbxT9IgLVoyN09qcgxKfE5DrrkciKjrmhrWo8/TfVeUf/qevfWIneJ2bsw7IaDQgGlFKDU2ciwnIDxKwCLWmxtqtZJwQSVohUNKJxSSJi59LwCYJ/FiRHRLKP8WkIeXEWqeNoGqpxeDHe0yb8DsPv5QvuPWDV2t4LtrK/jvJ619HjERlELXcvb2PPz/6FB68b5XePcLcvSPyR/voYBSLXL3fNUc1quZsjbAqFBRkSwY/F9GkZ6weZV4GzMuIGWkXfPH/LtFjGqAKGVWw9JucQVmwMhSkicdGQVfm+Sdf+5qrP0hX0DrdDsM/sKx/ieUWZ9if9VnJ+5zoNNTdnOGyQXwXN/CIc7FdeUJ/pWmw2yOaUc3sI4Etl1OvC8Mip7CBWVvSMzWZCSn70maoUoYVmBHlWd1HGHmH94JphH6YYygO4y12q8BmLs7/UcWXH/x6fuXUT13LIXtc9ks//nv82W9/DADFJ0UjwCZ6XaqD0BDAmp2+dOq59YoMfIJAw7iuSl0iZoXUmbWJClQmUUDG2tAiSa6OlO2NSkua6IsaIv3xG3/0yZMVBCjcLKvFgFPlHLlLVSZexvU4oozrqlpKBmjKGGrClJTGG5wNSaFIUmZaE8k2TNP4I2gRDMEEvAolltg31uOCIwh4AqqBWiyBKlVXwEePvoDn3vzhiz7fSwqaf+qBX97RAMARU6LbTYe+76BljPyDSkoFehazAbNZyZyrmHcjuqYCBNJqQxXqdHpH6+WxqLU1gZyagLDoBnQlBtE2Qe3S8uQIzJqSGSnpmooGjwtR1uTg7Jdfyulel/ZFL38mv/KT78YMy4gotz9g2uAqJZ7GzTNIdAt/zu1/2sY6wCEGHWM1B59aHbVcpbaNc4pYxsc8z8F97fGNx17nHb1+8p///OTFdBUYmipUd52c6pj6MgmkU/g15ZzPKSJsCyt3HGcSwbWd6NqddHfwkt578Wuef9Hner3aM+dfzEc334Mk7XbBUocYGLvkfCPzLTYvcRLSJVAmFQ0txSIFzpKQCDSuKyPzk4bYDMWkoRYNY76zkVgk2HIRzpcKDpRXa1guyertH6STvr4RYcnCs+aOceTACifdLA/NFNSzHZZyy0wAW0ZtclUl5Kkbq8liUGItoZejAsHGOatqOD5aZK4oKcXGK6SAEYIGmhSG5ARi+1yDVfCVwQ4iH1QTdFTtn+HZt9x07QbrCtkLFm/iWNXj9mzIvBmyp7ONmWvwMzlh06A2zlPyHMmqiDADOhpi8gxTNmAi91kLxkWufV9QqqVRGAYhN0oVIm0pF4cgzKd7Y4Ph0eEip8/MkZ3K6B5XOqcDbqtE+xMJxeH6jSGn+PM/MqkniD93j9ooUxmDXB1rfo/lVUUQK5EvYE3c36TC45RmGosZVMTPR7mdca1JS6lr/U77PhAXf+meK6qEceYxcPjph67SyFw9u6N3iHu3KzITYkdmSbnR9PvXnTe61P0vFQiaCLYaaTOpbXo2WttQqgoGsQEfBG9s1GtWyyBA15DaWimBBotiETJD6v6aAniBOqxd0rleEj3jSw++YgdCc76k/eTUhUYd680MR4dL3LO9lw+uH+Y9Z2/nT9Zu48PrN/GXW3v51PZeTlczbDUFIx+5b55I+F5vZlhvZrhvtJ+PDQ5xz2g/d4/2c7Ra5Gwzw9lmhvWmx+lmlqPNAkfqJR5t5jgVuqz5G6fjzhOxr/+mV0N/QBiVkVZR1YRRiQ6G6GCADoYwGKJlNW66oX7SjTF4jzae4D2hqghlSRgO0eEwFgINR/F4ZRkLGbzfkbYaJ78eJ1/5eg+YAV735k9TVHfeoj/GgdU0ZKyhlaFLi4upxiTjY7Wvx8oY8RjTaAi7D52Ca3E3Bu/widpXHX4zTRC8ukTDMNTBxUYO6qg0o1QXpeawpLISQkjcNyV2AgzCKETaxnbI2dAuWzrDZugw0IIRHSrNiMvteB0jwpEacqTvE9OHF5rjN8Y1sN2/OZm6CpUG+iEf010ECE5puga6BZI5MDYqEDUgowaqCi1LpCxBlSYPiIFqb81CNmS11+emLN6UrCQUqV30kcgvogw041Q1y2BQ4EpSsKEx4DEG94wbS6Ly8dp3ff/f5QNnbkJF6UrNYj7E54GmqzSd2ISjmcnQIpuabzpxEWVNtumRRsmPWraGBaGELe2CRKzNCWRGKMTiiCoQnsCWwplmloEv8MHGYi0lavVb0MxCpxh/V1tcvMLA1bSXv+4Fu2CMye903FBq6h2T6iGkDkjZYIY1sl1itkfQL5FhDcMaah8LwJPcX1xpR76yaQvmyybuV/lYQxQ0NlhpO+L6kO6ZMYiemb8x1EieqH3pzf+UPHGS27bX1kyBD+y4KiQXOwbjAjoGSJtUIzLBlCKooePwN1LzKrVR9lJ0HDBPM3N06hjTsamR/JLO9ZKQ5uctPYMjJ/djsj4insJp5KjYgJgwKTwbf+J8pTRxoAY+UjRUhaOjxfHnOqaKfBhgKeujCM4E5rKSoY9Fa9u+Q1DGih1OAl2pmHUjFt2AZdtnJb/tUk71ujVrbeQZlxXaTFDm8ahHyHknoul3Jpon6PDOFd7jsTHFwKS/MUZGo0KKTjXpeO6rbozOR5/9JS/kx7/lv9HUDTBVGHk+VLi13VJw4827ckrp8VxqRnTMbbpwnNraxV/e8fdRnvU5N16XtMdjmcto1KbCvAylidrhEiutvegYP7Ci+DbFKqmzaKJk+YQm2zHA1LphxsmA9mlr7eY4dSUVyevY9fu0rW2Jsr9zYyg82M7rObXxH5kzNacr+Phghfev38ZHzt7EiVPz6HFH77jSO15hNgeojwh92D1XQywaM8OKYt1SbgjFIwX9yvHQoUUOudNs5x0yW5KTMoEiNBrwkBSO4g3Va5S9jOidR6sa8oyXvOLJ6a/nFmf58L03M7r5L5kxgVk3ip3qbAs+KGoESSoLAK16iQJmu8IVndTuPPqgg3MbzNsRRqCQZlcaW6NaigqzRjmQrbM/X+fQzBrlcsZ2M8OADLIcX0DHHMA8cBSGJZ/31z/rag/PRdlfe+Nn839/6g8IbTG7s1Epauy4GVMUL7Tsbd20CUCVxr2K1KQdt7XWU/hWj1+iNGC7H0TVE++RxoMPhPSoIfCqN37uZT//68FWOgeT1HCIaLPxqBpUlFY4NAH87RUZ++PJlYlja2XnDa/VLJr21e01aYsDa0yUHQ4C2FgsKDZKkaqhFksmDRY40PvKSzrXSwqaP/f//gh9D/iECqS4Qf1kssZVhWJtvJFlJrZLtDaQO0+RVTirSWknxOx2C9ypMPRFWi0Ia1UX2uIeFQpToypkNjDrSnJbx1WHKJlp6Pqa9WaG7axg39yTQ5LrvJYQ5rgiboPldiDTFJMniIZNBb/T2wTGtI+xxQqfc4Lu3bHeh3/no/z6T/8eX/g113eb579z5zfT1IExgrj7fGmD3ukNU89lats0QjlNv9iBWk6i6emAOfqVXaO4a4xf+sUvfIJnd+NYHRxCIIgQxGFSSj+TENXXJaQrpIjGKmwl3SA1dpYyEgtCYtAbU4ZWlZosYheqtASQcb3FGLeOTt0QfYqZvk5M6GTHRn/Aka0/5Ka5l12TcXq8dvbUy1lwkUqyvyPM5GfJujXDnuO4zDLamMVWghlzi1PnMwPBgWQuFgh2O5AZ6BSUixmKUs8IWdFQhyymQFMjqfa3YBAkXZM6IUUbocPmKMdWkJWKNhrT3VnG5z7rxtZmvpCJCGfvn2f4MoMjppSLrGHgAupMbCWegiwZ++5U/CuCtKnuAFIKiHJie5aurTgcTnPW97D0KQCRhp5kGJQMy4zULJsR+7Jteq4mmKSUqyClkq812COn0e0hAL/3P97DF3/9q/iMz3ratRyyT2tv+itvI7GvkvQpY9rFTnod4yLBcYSS+AFiTKQZhRAD73GwHBVfRIkAEOyoHWoJie19UYUJwhxCRJhTDRFB+ZwvftHVHJqrZiJJ1UJC4i5DEMUanUpMC+NidnYGy9N3w5Aa7oT0GUugxhB8aoKEI7Oxa2wjhsI0qIlF2aV4nHgyPDk1DkMmDR2apL8ExwY/y03lG5kpLm5hfklB87BpOCc02o3KSRwSH2Lr67p29IddJsuGyY6GqM9pTaBT1LGVYqfG2YYQDJ2iQSRQNxax0AQbC4obODvqISJRwiTd4JyJHOqFYp43HH7dpZzqdW2zM47N/uDcNyae4fzv7d7UFp7AJHgTmdp5F7Vg/MHpKPGx7aGPPvxp97nWVlfNzg3TlWI7Nu+iT7TW5oXSc50KtibbpxYXu9Dl8THgXJ3mXWP86q+5MVDOizEjM9Qh4EySL5J4UxKJOsokHrKTQE0MjqNObVIOYLKwcRr9QsttloRaG43NlyLiYSY3wfGQp+C5TZHLTgff7rddPQhc30GzYzKvFcgQuqZm3o2YKSo2ep5mLqOesbiZDtLKZWGwwUzqGahQkyX994CpAFW6eYUhsDfbpBfVsjE6CZyDRB1Wr3H50bWevOsZFtB0LZI6uWqe8Yqn33n1B+gqWf/oHJvq6ElFhiczPs4rBZpYYEZdT5DmENAkB6rG0CwVmKCIj1r6I58T1JCJpyuxIqgwQpHE/qwYRlozUGUzdFj3PR4ZLjEY5UglmApsSeT+tn8z2bEHT133QfP5bkm77YLUKk0NqUKkVwCTxj6Qor+E/idUUJG4qGmdi8hEgjRlBca9C3yYPKI8+3OfnJlBgMLIGFywJiAqqUtfS3eDNjhUIiWj9bheoyRlFJ6SpIBEAkJiezoESs3IY0SOWKGQ1PtDJXYcTAG7YUIJiXzpneunOpwALi5oviQy3ve9+LVjzkgbJ+gU2LnbdmT5pgOLZCE4vLfUTcbmoMuwLDi7OcvJtQVOb8xx5MQKjxzdw7Hjyxx7dJlTx+Y5c3yeU8cWWDszy9Z6h+2NDhsbHda3uqxtdzm6tcQjm8usdlcv5VSva7v56YfA2pZ4mZj1JqLLElfRkoQLx48JvZj+B+x43tqFUlrn2mPvaTPL3/++678l7lt+4G9PJqvqRHru8doT2Ze0QAnTP6QLHPM89I+ZuScn9xNg3q0m/nKUmWs0anLGbQ6PS7KTjkYdaMSIJ6M0WfCNFzhT23bbbqr5+DkTkf7p5WE7RYScpy+/8fKc9BU0O/OPomxT+t7HPTxUrXBff5W1zRl0w+G2lGwQolRlEwvzpEXp2gNNkQaNjy2KbQXNKCNgOF4vciZ02FaoRBNFQDAquHQLjb1bhdJbQi2YStEqFQJmBmtuDJ74xdhy3WErZMQ6tEAnrxEbMI3ihg2m8pOgCyISKoJ0CrTjwAhNR9A8gEAvq6NKzHT6WpXxfxqLogoReiYWyN/UXWNuZoT2As2sMlqCciVH9y4heeym153v8oqv+OxrNk6P177sTa+YuM5U7KfnCZLP61bT406m3QSJbvnJ0vgo21o1SFkhdZJyrRuo6rRPlEuMDUwisqxJyeoJSZfeoNaxkQ8vBKxJRdTpX6uYAVPdAVMgLUyC2rE2/mStvQOTi8M4KTL0alJfQZLoRCwOD0QkOmjkSFchFpIHBSdzLHZfctHneUlI8/s+8ij2vlhgFwyQxXQmXtKKizQiSqxHiMiDura63YILccURJLanTCsKCom8LavxuFVME2oAmvijqOp8LFqgtVJqSgCIRjUOq4gNnDQzZJfQNvF6t4XVecTaGCjDJP3fvm5XzSFEB9y2aG1TUyGmtcfP28BZp1KD7XOIq20lSXnpxCFM82+1TXW3FvUTN05usnJw+aqMy8XaB3/vY+NU3LTtDpzPKeg7h6Oh5zw/B01+rHXGDlT6/A73ydDd8kLWtTPUITXPFiEk+kXsHyAJQYjIcgQ0Lc57jERyRYZPiZIoS9dy46z48XND/KxLlIsWoY7SSG2X0QlFA+KxRKaTikLpt+m461sH/tHBh1kIJVZggQ4zAnOMmNURdhDITgWy9YAMa6SsouScxvEJwaMGrBXoZEjPIRnUi5Z6VvE9YXbfFh1TsSffYMkMQSFPqQFtqTKq4xuaENf1IY+oUdtYRp+8UxqAuSKjCdGnOvHMuRFnRGNb5xqkiZKd44W0MVAUBCf4Ts5oLlI06kzIpOFof449vS3W6i6Zq8mlIQsBL7GToCHgMHQlsGI9L+g8jF1s8MHw0coybHqUtWO0aekUDmst4gOjUcOgP6I3c30Xr330PXfH4BXiPciHqNgwRWuBKTpGa+P3PVPaqpPftYaU1pr4YYEdC8n4CcY8f2BScD8FvJxLQnjyWWY6QB3HfZwgTTc5jbgxMAZaxcTsXWqgiNWokGEN4MEDzqZAm8i2UaAMjoYQEekglMbSsSZlGT2ZeHJpcGJxOHIaaiw1sSmK4C+plfYlBc2/+NFP0N71TSDKqjgBC5J4zW3Kqd1HFBjFLlEA+Mg0aR0mkCgdaaMRVCPUD6Am9oMXEbxN07A9rokOV20MttWAiiLy5A2YAWb3LkGnEyt2UwDcOghVxUyjNi2ny7mJA7D2nOdA/LFP5TTGwXNKquj09l3csZ02ef9tX/nDvP06F81/zy//2ePfuV0snEPhuNDzXZsuhCo/1mf/H7FMetQ+lfabeCOM8zQtrg2AUKtptTPw4mLhGgERh8XHNKG0c1YxyffEFKEZy9dZmUq9SZvei/w7k1bnMfXImG/X2h8e/1e8+qbvuUojc3HW878Tu5oBAyr22JxbinWevXyUBw+vcs+ZBaqtjGKgmLLB1hFhU20wYtGmQb3CoESDQG8Wt9lg53J8pmwNuyyGPptNjy07jA012kWIWKwacjHkovRMhUtNENRCSDfanYvNJ6fNBIMl6gAvuCHdrMY1iq0TNcPHdsHB+xgwO4spcuqFHn7W4ruGagmk53G9wIHZTXqmZCkbMmsqDErHKB1xsfG8WEoqKg1UChta8LHhzTy4scJou8D0LfmaMnOywZ7YjIslAB/4sW/6Gb75J77+Go7Wp7e7P/gA0zmgHaHp1L1p3E+g3R43pmyRPzcgPl8BLIyBuvjXpoENkoh8mHw26ZzrBTq5PpnMSY4nytrKOAqZvhpT8YTANKVC2sZS6eevYhATCGoi5UPi84hAa9TMH2dXYoZRJP5u7BjoiGCIS+CHnfoq96z9Z+5cffPFnedFfSpZYQ2ln1Js2JG7ZOL7hJ2aHzL1fvveNFA5fh43iJpIvkcQHxFoDDif3vc6OZYSg2UTkU1EMPWT2wl3lmYwM71JOjVoomHspFpICHFFbc049SfWpqIfRZyNK/aUG5G6SfsGHjei+Vj3PFWe//LrX0HDOoNvHqeTe8zFAmO+8vTzx6R6TBcL/j9ulpxGbUrLGVzwBAEjKUgO0UFG/lxczLUOEiwqniAROXISG6CIKEY8QWTsWKdcR9sjJd7z2hRh+l+rvDG5NJNP3tT7zKs5NBdlw1CQmYhgOAw1gUotfZ8xqHJCFWkSptEYvAU/DjTC1HyURP8SEXzHECxoJhRFjSHQszW5RDajJQ2fJim/dJ1aeamgoJ74xJmd2aonqeXe4nFAYN4OWS76dPIaiFJYsgNqTz6jk6NGCLklWAUvBG/QoGzXOaU66laGy4DXKDOnqU5FiIx9kzIl827ITFZxxinBRrTfZwbynSHB8195/fvrnXPmwvepC93DdgBD7fESpSJS58J4P01VbTsLtsP48xMwZCrgbulNT3Kf3oSM2ld4NfgQa0wmYLuM6ROmDXSTElIr/uAVJEgMmEMM8pwJSRUlghqa9pX22DIpKWx9dsoZjrOS4/10Ury93H3BRZ/nJQXNf/rNb+Ilb/uP1F7xAkUZMx3Gx5OPFadx36Agob3/aMx8tAIFKohX1LZBMqgDqXVMtzB13KYSkWaMECS2wjRVZIDIROI2Og4H2BBbjj6J7chDZwm9TuRUjTsUTa1glEmRX1pISJGn37dAVyYr8jZgTs5CAqhvJimmMP4VYLSVlEsplKl0FBAdT9sdUIQ7X/gU3vgdX3b1B+gJ2s8+/CN8xc1vHkv4RW44k1VwGtPzBbY7NJV3b9v1PG3YFSTreY/7/6IdG56lDikjpTGdpEawEmJltkaJKQ2ShPGVSiUW9qF4THQaMC4kiQB1y7fzCU3WpMTRUjJadLRtbhJ1R1v3bBNrTmgQMdxUPI+7lq//xkm37H03dx9/BSt2yKDqcLRvuWewwANr+2ge7NA70tA54XGnhrA1iBzORL9S3yTfbWL6NZEPJ5m9gDfgrI9tzUMc91oVRyA3MeAwGHLxLJoBC27ASnfAdhEIHYM6h1gDoye3wz61uU0uikfJxVMYT2gMrgqYKqCpkxwaEJdBkcNsj3q5Qz1j8D2DFpF6aG30HwFDFRylxBqASiNtKWggSMynZFgKCeyxJS+eeYD5fSUfdLfwl3Y/ZTNLf2Aw5Sqdqka2+7z41XfxeW946bUerk9rP/6n38XXf9Z3TWgZkBZpNiK80756t/udetIizeMNmnTGQ2qakd6axoXigmQSLO9As8f3Qybr6yexna0rmkSZCGqTaobgtfWyxEeNjUzQmNprySuKIeKfEfSIUW+k2fggSRXNtyEylZoI5KeMY5Nk5bxx5KlLtBeHl9g1uqHBmcBTeq9h78yLL/o8Lylo/srv/B9kZ0jiTRCyeK5tiC9KqlaXScCGxCD5nKOlpQYJ3mnSELftYIBJFzpQE1EiUyvSJK50UEyTkOegZJqCaq+cOLXJvj3zl3K6160dH9b4lTnEKzY1H9GgiJ9A+KoKTeIuS6S84ANYm1C6pETbMvATOkHqyDbeNr6G6fpMV5+kY4+hOmNivJnYMXd/7Dgf/uNP8dzPefpVG5uLsW94/rdNAmaIAZvu7Gp0Xj3lqcerhSYP+yO61znn8GLtRNmnDlESS210niEhaJFSEeIUliauvVVaVeD4zySxOVXMODc3kTzShDxL+mxaG0WTln4U3Y7XmLUxRH3oiHVEKtP9o49xcngfe7u3X9XxeaL23mNvYMUNOAOsFH3u6jn2hw1u3n+azsGSX5t5Ln3fw42UompiS2BVtBaMdWhTAxIzU0lHONtuqLxga6WqMowIo5DhpRUDTMhP+r2Ipk5r0qL/irYiTLlDrIsNlYJizJMzylgblnRNFD3sSIMxSnAS5zjRb4c6LRxEIrLf8pvbe60Fk8X09GIxpCsVufH0TI1Dycf0DMGKpdKaCk+lylChT87xMMeReo7NQYfuaUPnhKd731nY3ALgfb/xUU48fIp9h/dcq6F6XPbWz31bnJOQoMXIRQ7SEAvhd1E0prOv7ZPWj8MOKoUmqsz0Pkz7fTgHQBnXwyTqx1gd4UkOhpweBipv8WoJasbF00HNrrWDpEs08QfTSHAE+dqx1annbQFhG2ibSNvAUCtjtNVoVPxp6Q2G2JLbicVjubf/uzyn+ad03MJFneclBc1Hz2ycu7HFz3dtm5woU7nQqeChnY8+tOAorkx3rBBwlaIuoAFc0+4eEWjxyRFr/HxL1xDVMTL6yL0nn7RB85HCM9xfYKt47rYKmJHH1B5VwWiIPPBsavytmQTQNq0CrSE0qXtdSPSM1OGIJD3VcrQu9nb2rl/40+s+aF47vv6E9t+d9jtvwLybp9xGZOe898Ts+P0nuPVZt1z0569nO1uVMTw2oD6l40zAtgsUEx2jiE0LOk2NR+KivAk2osOi1H4iLedEETUxTSgeI0nOTidsm/PZ+DK1P6Opx3s3333dB809OUE754aAFYOV2Gika2oy5xNqw9g/R44nhGlOprWxgYQzVIsZvhfwPeh1SkIAi6dUi1eJyJFEepcEIRNLh8Cc1NyUnWXelbjC4zsZmiekuSw5tbbBvpXFqztAV8mqzGPxWBEyicFe5Q3dkWKHNVTVJIhzLrYtVxKIwbiux1eWauQ43Z9hT7FF3+d0yOm4ilqhIpCNA7wkmQa0cyCoUHuLNibKzlUKw2rHd33fr3+IL37T9d3joBxMfWfVmAl5Ap/fqWyhu15P/PkOrvP04/mOM0aZw459t9a2mVuafQLf7saxrQZqHwPmuFBOC7yEOEMaBhORaEtI+xh8CKmgJNK+QtDIJECSjzZYCSmZ0IIX7PDFu0NPaf+1HQOn9j01+hA3z37eRZ3nJQXNX/ySZ/C/3vtxYAICt6NkGrAhUjXwkScndeQhqqZiPgUsGD+FArXLEThPAB6mkEygiUFim1aRRpHaY5qANAHThNgGE+XXfu69vPAld1zK6V63dmYBXNdBE1VI3Chga41jkxYQKoItG6SK6hhWFSoFK2muptV4ZqMUiiqau7YtWnwdIl+aqVbQEgI0HvFNRK4rD76ZrPx32df8i9dftXG5WPuc17+YP/rF941fx/g2jLlU0AbKmkD3yaLvvLY7YN7xeGn2f3/id3jrD3/tZTnW9WbDBqxJDljaHnxCMAYviklNZ1wIUeuWWKRnVcZ8ZJGJD9HUUritwvBqadQlnvNuxYzYmSoj0TgkBjpRXYN0hImzfv7KX7/aw/OELWSvhPCrCLBsDAPfcLLM+Mj6AT5032Gaj+fMP1KSrZVQltDE33HwzSTbB+NGDcEasr7SN5bsrHDaLLCyZ4uHy1UKF/AqVAqtKGIs+CEuviVgxTPrRhTdiqaTEXoZLncwGPBb7/04b3zt9S93djE2c/uIORv1ZaN6i1BZgzoDdYPWNVpWkIJkjIlUNyc03XSL7YKZjYucpy6dZskNyE2gZ6qY7FVoRGPgnIrcnEaKRgfDPCPuyE6zNd/lw8sZW/vnGW4YOnvmsNv9CI4Y4TVf8/JrOlaPx+58wW188gP3xxcyFYhomnCwY+GniejaJr93UCpgsmBp0c+pbWOkukWTd3Cbzw2ax5TGZO/79Q/yyq98cnYFHDaOJljGknC0Up0yRp0hauNDUkHyMlbL1SmEOd5SDZhAIHZ49AhliPS8WNcSCB4K0yAYrIljHoLFi1KLxRiPDYbGxJjHpNv2TTMXfw0uKWj+tje+knf/wl9Q1T5OMEkwu5VI00gEfRm3hJFJrLBj0avjfcc2DkQ0FqI1GgPskY/PBaSKgbEQL4CkSSotr7fVUfSBD//ORy/lVK9rGxxUpAFbmsgprwzZCNxQyQataL5ClkNaodU2FvDEnAe4bY8q2EaxAx+5o+0imRblmDiKdparMYgDtSauaXId7zO+nCa+ftHLnsbi6vW/yv6n73gzf/xL7yP4XYGttqP3OG03dHkFCvze/QvvfVIGzaoaHTCSOFopAaIBp+CMHzO5ghiqIIgEfEg5LY2JbCcxmHYmog0KU1XUOl6DxwC7XY+3vQXj9zCpSYRIRPwmoGvc5675z6Xjrv95/eID389v3PN+Vop1+tKwzwo3dRpeuudhRp0Ox+08G2YZzR29RzOyoxtQVoi18cbftg5uor+n8alAG9QpLotFhj1T0qWkbTwOQkh1FhaTOnbBihlwqLPOX87U9HvgC4PNMgjKb/7Ce56UQXNTNyw/YysVSkJBzZLpg/NI43DbJX44ijuLRMWYFEW4YSDvC03XYEoIpUAQysYSXJzUmQRckkTMEbJEIVKgFo8nIFLjTA0uoBnQ8YSeorkQcod1DlBe88a/QpZf/8pT3/nz38hX3PYPJ77VmLSgFfDs1G6eSra2bmBcv3OeNFOrGDUdWE8jyufVXx5naHRHwAzwzu/7lSdl0LxR9ym9S92azY4ugEamdO4l3UMl7gdKFWI23JgASSbUpv3GwysgO/x1fM/a6K8bDaDRb9etn8FHjjWWMlhKjbS+5y19JfJEOyRP2SUFzd/5Xf+LpkmpN5gs7lIHnbE2S/ur3WE6fpAmjUwdIhqqIJUnFbzHfvC7J3S7kksT1vgAtW/vrJMuPCFqJg5bR/Qksw+ceohweIgOHM22wY0sUoOfiZwfCYodJLm/Wsn7qajSKEZNvE6qNHMZ+Fjs0Mw6RKEOijRxPG0ZMGWiv1Rt4+GdNk5ftelzUgYitSV9/x/ejfcBa6/vxgXf+qp/fW7A/HhtKs03eTh/Ou+STQwbp7Yv7zGvE/vD45+IfOYWJRYQKzQYfFBqNVGyTBSjEWk2RAqHTXCCQkQpCDQKTQrhmtAW9SlOAgYfP6MaA+pd6xwZi/NPtqVnAHx884+Ab7nCI3Lp9n8f+jrmiwFDMh5sLHttRQfLomm4KT/LzfNrfGxuEV+YscZ7RNuIgUB6TSeDjEjx8g2mDLg+DOcz+sOM++0ebu2dZaAdRgyZJ+UI2vtEKgjPpWFvvsX8yjZnVpaoF3LyXgdEOPWBY9dqmK6o/e4vvY9nP/0hMjFUGtjWGdZGPfI+mNKjtR+rGQHx0TlCbsEI1bwldIjBbjcGAafqOdTAjKvIqFm2W3SNp0LJJHZUSweL/h1Dg2MQCs5UM2xuz+BOO2YfqsgePBmzDMBv/Jd3849++GuuyTg9EXvry757p2+dAit2Y3RjmwIwWqRYQ9i539T29jMy/RqSygZjLm78mzoOnHcG1/Dgx49cyqlet/bLD/9Jqj+R8b92iMOOADApaBD9asL0x+MX1GJSN9GgBqsBpQETmyORsrsxGNepgDq9ZSbgh0tUPAvkMlnAf2j9Z3nxvouXUbykoHlmpjhn2znxcYiBlmlSsOUD2oQYxBF3lunlhBJ7uqeZuONYqhMRc+9TkDwJniPaneRKmpTmSvQBgLqqb4iV8xOxH73nl5lfHrBddKh7GWVDVBdpFKnAjWysQPWCOKE/a6BtR6zgBgpByIdgR4CPxPmIQAuaR75oU7g0zjKmaKCKaQJ21GDKBoYNJhUPXYgc+lic0evFOrPnzusLWjvhL6jDeZkD5R1/OFrTNDh3ST/l686+7+O/ifcWox5PbNwTb2ohts42MdBViQV9sSNgWkCr4vAokJsQxfKVSSFf24sbpVYwmMTi0nGAbBNK7aTBSeRC3+hN6jLZ1T1SY2vrMgjHqwUeOrVM8Sh0To0w/WHyExPuYPTXARlVUd9aNyj8AtlmQ77mGB6EunEtRk9OE9F9VRqJDTZs+leI0jUNc1lJljf4Rc9gj6Mz18N0CvSRNXYXbT0Z7D/+zO/wlh86EovnReiaSNOYqxpkEMb3LiDCaBDnZdVg+g1u6Kg7ElOrmTKbl2Q2cLDYoCMVc7Zk1sSiHzfudaVYsRQUVBrpTNYHFqTP3mKL+zslZd4h5HJjOOhdVnTPvafvmDfpfjQWIpsWF2BC0Ugf3IEoCxOahk4FwDJ16BYtjO/vRJ7j2zsLC5+M8/qn7/1jvG9VICIdQ4OMX09qMVOchhKSIIRPmnNWDEHDjq6AzrRF+DF74JMzasuxq6BgooCBkC6rRh/uta2DYQeV7lLtkm4D/+zbvoiVpV4s3qtqZFCSrQ/JTg8ojg8ojg3pnBqRnylx6xWuX2OHHtdEPqKMFw1TXI02gG6LzwYjZKsPm9vIxjZmWGIGI6RMrStVEe+RukFHJTIYwmCIlhXq/ZiioXXNd3z5D1zygF1vVspHuHV5jacdOMkt+8+wvLxJMTdC5jxhSakOevrPaBgebhgebKiWfVThcqAO6jmhnhcGew3bhwxbh4X+HqGaFaruWEI7TsQp1A8jqDP4jqNe6lLum6U8vMjgKYsMbllkeNM8o/0zVDMZjTMEA6//6s/e2WjlOrV//avfxtwFaSS7fnXT1KOrZe1yOtm//3v/6er97atkD25vENTE9tnB0IQoOxTU4FWog2PQOEaNo/SG0stUsYlQa6yULoNj5HOGPqP0jjoIXiVSEpMDHg+ltDdIoVFDqY5hKOj7DutNl/W6y0bTZbsp6DdCkjLmZatfcY1G6YnZFx7+UdbKQ2RBOegbNjZ6HDvT4eh6lyzUfMZTjuJe0ufY5/bYuGuZZu88LMxjijymM3ffdRIlL+QxHWhHEAaOk6N5OlQMtEAkcsjD9O9GSI0HPEYCq90+3dUh1TKE2RzyHPpDfuwXfutqD9EVt+GLtrip2MYkhXAnnqPVIvZoRrY+iiDPuJMrSd7PEGY6UZ3KGEIO0gABBnXG2WGXtarHMOQRmCbgJBZMFVispO6LEvBSoiZQGkefDh1Tc2h+nWLfkP5hobptD/Q64Bxv+rc3xrz+0ff8S4pePokdAA1R3YVxa+vIz9c6qUbtMhHZoYbUosQawlhWtW2JPWF3tUEy6f7Yxi+M/+2A/dKx/9cP/9qVGoprZqdHgcYbGu+ovcV7SwhCSOpHk6aKSZ89QCJ9pmGJQqE+tbwuvaUJUb6uDX7jJxJriYm4RFBLnfx1GXJGIWcYcrZ8h/Vmlo26x0aTU/oog/fyvd92Sed6SfCUiFDdf5a8nMjjqDHjig+d7Bgf20k2HWAk+SKaBsqkBRrCjq47pNTpeN2S+MrSXo2WuA+TSe7Tj6bt/47ygd/80KWc7nVnj2zfzVNnT4AKa1WXR90SNvcs0aduLKMyY1RmVLVjRCcueEOg2qOYvkADWV+wI4nyUkZAhXpGaXoxTy2hLbBU8n7kSRuf0Owpa69q+hlE/ljmCCsOn66fX+mdcw7Xo1lrGW4OL/DuruD4CvCUH9vODc7f9bPv4dt+5huv4ne4svae4/fTBIMJrVRcpBq1KT8rIRYGikk1q4KEEFuxStRozkxqnZ1SeSB4DQTNxoV/7Y0uF5+KS9hJzSAxzGSyWRW8CFDQaLz2YTeCe52asxl9X3HCzXMaz4vmz3CrdSz7kk7zKCOX88hwmfUT84RcCIUZ01Y0IcaSO4IDqWvY6oMIc38J3bUF6q6hzxxusWGj7nIgi9JlQQO1xAJNI1FBIzdRoccRmLcD9ixu8si+LsM9GfMzXXRri//9Q7/LN7zhC67xqF0+e9ev/Dn7X7xBT2I2r9EIHB3obPGwOGb6NTqaKEFIqpDSqkaqBqkt0iTf3PXQURZnh3ERaCxbocvxZiHicLJNVwN10mh2LTWJwHbosu57nKlnOTJa5OHTK5hPdln8yIDi4bPxnpo5irnutRqqJ2RFp6Dsl5MNU3SKHbHHbhR5dxFfetSpfWCK+9x+jnS/a7Pc5/tSKdbZoduf7hU//e0/y+vf+tpLOufryf7bve+lrmMo2frocQpWSM2mSDKSE/ZMmAJNVSdFeqSMYAhQ4/CieDy5CM6MVyPjyzumqseLsuPvK0qQgIqjj4sxkL00FbVLhv3KckqI/kLBg2pc3dUNDEewvo2c3UJOb2DWtjBbA8yoxqhG9Hj6cxqbY0hdo8OEJI/K2N41aYWq94SmIZQlOhqhZZlavnq0rlMVeIM2nvs+8uClnvJ1Y3964p9ze36SWzsnuXXmNM9deITnLT3CTb01VrrbLM/3uXnPGrfuP81TDx9lca5PkddAIHQgzEC5VxkcCvRvVsrFgM8CwaVZrXElp84QOobRimX7JsvW4YzNw47BPks9Z2jcZHENUwHG9AuEX/m1G2fR0lS7VwXnmdvTy98rRsOYtgunT48/cPIq/P2rY9/y/l8ieEMTDN7bhF4Yah+1P70ammCpg2NYZzTBoGqS0Et8XgfLyDuGjaPyZlzeMC720xSIYyk1YxgKBr6g3+SUPh7ThwnCsTuYHm8Q4Q9O3RjIUdDATD4AwGM53uQIMpbw6/ucsp+TrSvZWoXdrCKg4SxibAziqgZGDdR1bLdcN9ix5Fcs6PEeTo5meaReZDtYtoiNPFofYRB8ypvOmhGHOuuszPdp5gPlokWLHFMU6F+c5MxG/5qM1ZWw7/nR/8NdBx5myUTkvVHlSLVI//gMuqlkW/E+NzYRJM/AGoxz+K7DVoqtwPSF0MRgozANVpQ9bpOO1Cy6EbNJf7wNHTwaGwWFLj0aulLGOgABDYasD3bQTFpoq/Jz3/er12KYnrCNBuXjAi5a+oSikGIGbZHohCLv3HdnUKcpPolNv8KOgFlbRSmNnx0vMhOCPY2CV4Oa7fUnTy3Kv/3Q7+O9wXtDCIJvDN7LuOtnC1oENamWOL7WQMyaksrQprKAqlOoctsIRYSApU6I8tDnVMlXhzBpagMTPy8w6Uqatv/xyf96Sed7yUTILLfUKcDQ9oYeAlLXyKhCax+LxtoR2G27Cfmq0SEnVFRMW2SY9EJbWN6HVOznd342Yf+aZJHSm7Sj+U0v+w7+z9qlDdr1YKrKivkwRdEQsKw1Q47KAiIw60pUhTIYTpaLnK17mGA5tG+NYe1QFTbWZ9hc68ZWrDgIUC/Ef0As7tkGWwpuML3aTilwIzS54POpFbgKtlHcIGA3PbZtWiDRVb3qFc+8BiN1cXahVtpi2dX45EoGy1PkrvO8Nc2Le+vn/H+889GfuILf5epY4z0nB0MgNhsJRKepYggEGh+zWJlRRKIcYh0sjcYUdKae3MRiYpN8Rx0MTXLOVgNOPMYojintTibBtJdYkNJgGSW/k0nsbGeljn5+LGWnvHTllVd/oC7CjBi26y4z+QhDYL+t2B5Z7l3r8onBKqeqGZaybU7fMsv2sAN2jrmHM+SRJlLwhhqzd60JYGNAYbdr5u9TRhtdNhc9f6B3cvPc+xmEnK6JShoNHocdc5s7Aj1TMetKVoptlhf7VCsLhPkO9mwOm1v8g3/8Y/zcT/7jazZml8vqumH9r8Cz547jRChpGGjgvnqVB4/vwdSeMFsgx1Lu2toxnxaI0n+5pZpRQiE0+yJf3DooQ8aZsseS6TFjYsF7JuBIyD6OhiibmJmaoBmZBDLfMOdrVos+p2/JqR7KcUezqBMNvP7NN8a8Lrr5Dh85nctu701jBHkKXZYpJFqmPjeJJeLR2tcyve+039fJ44TvPJWeSn93+l7xLa/4l/zYB7/vMpz9tbVhUzMo09ioodWTE8O4aVrQqLcsEhfKbftsIWKpLjnfcWMwiA1SiKomKhN+fotPSWpuF4AyWBoRXOrc6rwnT9xfL4FGhIz2usGLV95wSed8yUHzL7//O/mKF34HW6c2z+Uot+mQ6RnZvp84QhI0ocF+clYyHkUgTdDUkpmmmUzqdCzVuHJkmns0veyYCj6GWxUnHjrFvluu7y5Hn84ePPqF3Oq28cBALWKVwtTscVucbWZZ87N0jLCcH6cJhlPlLGt1l0fCCkGV+aU+vcUR3hsGWx0GZzuExqCpbXEooMpibBBl7MAMlGwAtgLRiQOJxZwRmfZWCHOWMGdRS/wRNcobP+c5fPPfvjGcMMCv9v8br1/9GgbTNA1N3cuuhj2WJM6ugBlg/eQmWxsD5hZuDKrAhezVv/oTBG+jiwgBycCrQX0qxDOaAuGISljxmJhNBpRGDcFnMZ7TQG4aQLACkiqyK5WoDiNt++wQg+JWQFQnwx/5c6QmHYZaizgHEn/si/d+CV948PrXHm/tjU9/Fz/xkS/m0OwxNoJlTx545oGaueZReqOSbBtGWvDwxl7y0y768FSEqaKE3GKaEINnY5GtPs4r0unQtV3K1RypBW2ErbrgL3Uvn2GOkUvkL7sk/JeLYcHW9EKUXNuXb7F3cZN7DsxR7u0xc6oH233O/PKnqP5TQ57d2IWuX/maf8v8WzbZ5/o4FdbV82C9wJHRIke3l7j5wSGsbyUqYmzYoyIYa6HXxQvYBmyp2GEs5O7kNdYoK50+mTQ4A7VmnGm6dKxibUVHY9ChRGrGSA2bmvNQvcp91R4+1V/l5LFl5h822P4ILRwi8PXf/kW87s2vvtbD9rhMRPiVM/+ZL9//9VSpBbuKiTQVMwnEpru27gh62xRUihnGINAUQryTyhFBoB36UQld3h3qjDX8d4Er9334wSdFQeBLf+mHo9AAZpxaFqLUXrAG41IhXxoYJXVptpPYrsEgXvHKuE22JJavkgCMEBc9uYklgVYm0qEt4GGkDaRNkpezZMTL26jDSuCv3/QWnrn0+Zd0zpdMz3j3//kw2yenAubHsNjKuUH7Q3RzG7b6aH8QU0JtwDvZG3xDqGt0VKKjMiLQU6j0mH5RVeNOdZOAeipgFkldrBwmc7zps7/jUk/7mppvTrLER5k1hp4RFoxn1ZbMp+rpfdkGn9E9wuH8DIu2T9dU7O9sccfsaT575T4OdtaZy0bjtUl3rmTllg1Wb11j4eAGtqgREzMEpMyIZtDMw+gA9G+G/k1Kuaw02RQHjKk5YBjrM5MZ/uv7biyd7F/+4V/fGTB/Gru2zk9ADH/vrm++ht/h0u3BjbPct76OeknpNkPwhpBeh2Bo2jRgWiN7NTRqKWtLk/aDFCQEw9Bn8V/jYuCrTKTPADB4dZTqGPiMkc9iK9iw8z43pnW0L9IE/z8n/+/VG6DLYL/6yDvpzGxxRmf4YLmPtdCQYVkQT89UOBOogyXbFDqnS6Rp0G4HWZjD9HoYcSndorEKMhVVxS5sATMIZJ8oePj0Hv7k+B3cV+4DhEojhzdoLAzsSY4VYcZ4DmQbHOqcZXm+jyzVDA/mNHvmMN0ObGzx1W+5sQu47/nIQ9x3a8bLD9/NrblnW2tOe8sHhzfz8YduxvUDfiaLBetNM0E/W31sEUIvQwUGe12kzw0yqs2Cte0udTB0TIMI7M/WWTAVM7aiK1Hn3OOp1VCFAqNErj9KFRzDYY5bt8w90pA/so4MSmg8P/G2X762g/YE7Yfe/FPUo3ocQLXypy1tQqYBuPZ1m6luAbx0rOmAeky5CG134faN8Q60bbJ3o9s79t/xoWhvev4/uVynf03sT449yNqgQhuDhijiiZfUvTWqZ4T0XuuvI3QhY/8a1xPJ16esYR0MtZekhDGhaAgSG1LhKH3GoHGUtaMOkTWtU8PdfsZKIJfYrErV8EtHfuySz/uSl+8ba5vn3R4XbQETAmFUjVdzk5vO+fbXxC/SHXcsMYbQvk7co3aSn7cbz/iDEtEQayapGGsZbpf83i++n8//8hdd2slfI6tPv4bcODKNXLWReqzxZDJgQUu2JGegljzzLOs2tXOs+x4PVauIwC2z69Rhk4Bw98ZeNqsOZcgRC1mvZr67RQhCM3KUZwp0mEEwk5oKE/9VC1DPx8BavNIZGOyZKCc4bhG5I5K+cWzt5MZj7zBpbQ/sStddsp1/wMRcYCDThVk/ucl7f/UDvOS1L7iM3+Xq2Rf80n9B1YBtO2mF2IBHTOIUhoQ2J8frFatKbj2I4NXhvVJ5pbANxkzQoCg3niOi2BARaGcYr6nbvElE5ByNt2P0IjMeJ/V4kRntxpzY281kXrdhQkA5XWU8eGKZY6cXGK5Zqp7Sv6nAeENRZGRrUZFInIu1JABWEBPBC3tqDeMXmc0MI9+FEBiVOcPgOFotULptum5ITWxbrigFjkO2wUrDQ1XNsuuzf+86J+5aJT87w9z6IlQVp//nJ/jAtzzAC5526zUZs0u1f/DVP8bCt3heu/pJemo4qsqRZoGHR6s8cmaZ2YfBnd7GeCWEENvDqyJFjnQL1Bg0s2MsqOkBoshiTcdFel5QwdLEAlobM63OCLnEeZzhGUpFndLoM75hNYxY6m7T783hM5no7MPu+O66t40z5+cI7/jNtnGFSIrgxsvgsY1l4xKyeV40eBxz7ORA7wjMH4fd/xcPcfeH7uNpz7v9ce1/vdlX/uY7UT91nyfGBQiIFzQJsocgY0GYyDyKvlMBgtA2rzJt2prIha59RkPAWU9uoxxotIhmB4QaCyp4b6mCJzeBrmlQDePvMm1PqDnZBeySkebXfc3LmV+dTSurEIvw+gPY7sNWn9AfjnnH09YS69V7tKphVMKwjMWCiZA/ln9J0jFaVbGobzpgbgn8uyeqc0iWYayJTsi5yBPLMuh0+L5v/h/UVc2NZtXWL2N0nYKMTBwWQ9dY5oxj1hhmjWfVDtnvBuw1fXpS05WK/W6DF/Ye4FB2hiW7HdsNi3Lnwkmes/Ioz1p6hDk3Sjq2ceqawlPsH5Hdso29pQ/zFeM2gTBJTyUkerAY2LpDWbtTWX9aoL8c8C7u/1Wf97xrMFoXb1/7b76KmcWZC+9wIVnmizZJRLCdcnIQg+ULBsy7vMJ3ffkP0DRXi0Ny+ew/f/D9DCufCG2CesZoha/jo2oqDGxS4YcKPhjKxtF4SXLsse1OHRyVd5RNLD5p8efoN4RaHaOEVtRexoUnrY1RJ4QqOPpNl826w1ZdMKhl7NJed+BLr9oYXQ77ilu/jo3+Hrpacwvr+O0ew6FwSxF4zc338dpn/AXPuvMo3YMjylWlnrcxaGuLqAqLFBliLFQerTxalkjtJ/rtBIrjhk/cczOPbC3x5/1b8Fi8RoqAqhJQupLhgEzhluwsT+mdYX52BHsbtp6aUd68iMzPwnDEt73+P1zmhenVsZ/8jl9g7ZWzfPGzP8BTMtjWiqNNl0+MDnLP0X2E0458A+xmtRMsMqmltgjBCdrNGO1xmEaQRjADCLVhrhhRmJrbZ06z322y6IYU4vEIdRpnEDyKV2VNLQ81y9zvV7ivXuTE5gIo9PdBuW8OXGyi8nXfdWPN6+/6xW8m77gxwqsaQBOl04cxF3+suZw+N9Zf1hRn6M5YYkzLmAqUVUMb8k0Q5anj7bBzMt877S0v+Gc35Lz+5nf9KqGGWACS/mlEmmnahkgG9SYiz6FtegI+pKLt0N7q0uJdk6xo24k4gSSqhso7hk3GqDFjlHpMDRUdS9AFhVEwjDRjFGKWceBdTIgJvP7QpatMXRbR3G99+1dCUrWgGePw59z8k9tN8nJl3L+lVrT7tJB926CkLAlluSNQ1pB+BGFX5CIyCZZNQpezDLIMcQ7pdqHXhU6BznT4ilf8u8tx+lfNvB9Sbf7DcVGNQehIRiEZuVjmJGNeMmaNpZDAvKk55LZZtsMoqUXgcH6WZ3SP8uzuQ/RkhOCxBjrOc+fSCZ67eoQ7F4/RtXUL/6NqCAIsNXBoCDcNkOUSXGxRPDaJaVoskIHfA/3bYetpgW/58s+7FkN20SYi/MP/eBXaU18gUH4cH2Sa9x9j7vj8K2//h5f1K15p2xqN+NfveXdciNRm4oQbQUNMawRvaGozvgd5b/Ahui9VkpazpWpimm+SCoz0iyq4sU4nMgGc2gB60GRsNzHInnZfU6UTY9gqkDHSgmHd5bWHvuSqj9elmLOOu1bfygP1Hv64up0/sMtQVPSMY8kIe9yA5ayPsx5TCm7b47tQr/YIN+3DLq0geYEpdjYAEqtQVXRODClONSx/DFQt/UGX09Uc2z7j0dBFBRoUT8AQ5eeWLSzYUdQM7q6zd3WD/s2Bzdt7hEOrSG8GPnmMv/Pm77lGo3ZxtnFmk//yvo/xtFc9yOsW7iFD6avlVDPD/dt7+dTp/cwcM7iNEXZQw2iIJkqG5DnqXET2nYWgNIXQ9JTQEfys0mznnN2a4VS/RxUM83ZIjmfGNMyayONHoVal1JwQLJZIadpqujy6ucjo+Awz9xpW379J8eAppGrIneFLv+GvXuvhe0KWZY43/OMv3kGfiOhvfHlu/1oYdw9WJl3+dFegrFGWcjpQHgfeU/SL3ZznnTzmxwqKlW944aXpBl9te3h9jV/6xCeR0iC1QbwZB8vj4DnEYDleB4mCA6HVegcwUYc/BdhxqKJ/9Wqpgx0H1wCoJo6zpfKtPr+NnOcdjWpScyqJGuhWYhuUoRb4sMjzVl5+yed/WYLmH/tnPz9185YdAcAYoahrGA5hOIrIsjLer5VnUQ1RKm5UTpqTTB1HL4QqJyRZnIvBsjFRIL8oYrCcZdDrop0cigxmu4ROwZoq3/kvfvFyDMFVsRPHnsqQhpHWqMYbT2ySashwWDE4gQ7Ckjg6Egn4c6bmJrfFih3QlRoRZc6OeO7MEZ7Te4Sb8jNjl9Jxnj3dIS/e/zAv3v8gT5k7TWZa5DJGGmJB5hvM4QHm9i3cTQOkMxVA7/JPARjWNx6q/5Pf9j+uzIHHgfLj+PmdN5aWHb8zMTJJIYph/eQmP/imG0dJ4zk/9h9T59DkUJuEWLQcuSZ1l1LBNxZN7bVVJXKcQ5Q3gohWVN5SBUvtzdTwRaS69DnDOqNq7M41t8Qba4NlFDL6TUZZZwnR3vl926H2eMIFO0Fev/Z7R99Jk4SYjtTLDDRqEjWqHNue4777V6lOG0b7A6eem7H5lA6D/R3CQifmUDMXkbxCotxnf4jfLuHMBgK4UY0EcJvKo39yiAe3V3jv5h0M1eKDshkaqtBQqyeXjByhI8JT3Cn2d7ZY6A3prIwY3Cz0b5lF9i4jRcHRd3yEn/jFG0MGTVX5spe9DV7n+Tu3vYd9LhYzPeoN7+vfzidO7ic7IxQnoXO0H7vXtrKsxsTn1hBQ/PIM5bxFCyE4IIDm0JmpkDxw6/wam77LwOfUCc1zQIaNCxMgkxHOKi5At/EsS5+5fAgo2VCxa/1xb4RqdONlqgB+8e3nl34cg3XopOlJan899qG7VLza7oGaft/TXQFjhnsXraMNoCcQ9tRff2y778MP8s7v/z9P6Fyvlakqn/dT78BUJvrrAFTEvg0hPTYy6YoW2nZ8cUhCyhL6lBUEwacAebqOpL02jRoaH2VGz+eHa7WMQs6gcfjgxomCFok2U7fKYXj8NUqPZZclaP7ir3vFjrONAW6DjkZQVWhZ7aJoTKc2og6z1jU6Rc0Y79nCRucLlsWAdVFDVCTqiGZZDJatjcFztxPR5TyDmR4606XpOJqlAj+b89sfu4+f+aU/vRzDcEXtgw8/lzNR9YlalRENXgNKrGoXERyWQnJc4rHNGMui2CjpAsxKzT7bZ6/pY9MvPLeem/KzvHj2Pm7JT9GTEe316bqGWxfXednh+3jRwYdY6W4jqaVwyxUzRjEzNdnhPsUdWxQ3b2GLmmn2kACdG7DN8xf+/cuo9vFEA2XZFQxPNp4XXd5tv/kzf8Sv/dTvXY5vfkXtOT/4Q1CD8YKE9E8ZI82xClXAm7behuANPiHCIUSKRuMtTROVX2IaMOo6jxpHVUsqqWgX6YYqOLbrgkGd7aBnTAfZNcIwBdCD2tH4qWwrMcg2j+d6Xmd21/LnjVGzFbuFqwpOnswo+wVPn1/nC5/5UW595inMnoowq9QzgjqJaW6IusHdLiJ59LkQ/Teg6rFrI9xGYOWjgXqzoNooODJaZK3p8tFqkSFKpVDRYBFycawaZcEOOZSd5Y7ZUyytblPfXLN1a87wKYvInmVE4Rf+zi/whx/4yDUbu8drr73zH7P2mmW+6EXv41ndAYhyTD0PVHs50+9x5MwSvQccbmOEGXnY2EyqTwFxNmpju6heYgc11bzB50IzJ4Q8QBPvjY7ASmfA7cVJlt02K67ESuSrh5ZnK5GesRaU46HHWdPlTJghl8BMMWK0GmiWZ3YUUd2I9jmv+0x2B6njADdobGEddEcAPN4nQqKToHrXMc7hNl9okHakpuDT1z3E9//zP/0f/PnvXv/z+jP+zdsxZfLXDZEupII0bRA9RhRaqnJEnZsIcsQwzhBC1HKOFqPqEAw+tGCGjmtNAq0/t4Rp9JkUFAMQJXaHoWDkM+rgon7zlL+2l8lXX5ajvPZrXs53/c9vhKaOgXJZRhH881jLJwpNjVaxCck5NIvxzpwbKAMYG4NlaycTOc8nNAxjxkEyzqGZIyzMoDMF9WxOvdih6TjKJUuz4Pj373oP//X3P3A5huKK2H+798u4tzT0g2NLhX5Qag0pcE6LFOJd3yAU4uiYGKQ6YEkMcyJkacU1IxWH3Rr77SY9qQHBSGBfsckzZo7y9O5xulKmsFcIwFxnyLMOHOezDz/AZ+w5ScdG5Hjad6hCsIpZrcgPDcgObnNwb86Hvv4tN6S0zlf+89fz7T93MVSHNrh9AoHy9EdFzh2vXRmc8wbUu47zQ2/9GX7zv737Ir7/1bEX//v/RH/QICE52PbRp8AZQVrnq8TA2U9E7NVbQts+O/HhqtpR17F7oEn0C4+l9I6ysVNNTuJ4eZVYiV1njOpzVTNoedBApY6hj0H0gtnLOz7zP1zF0bp89san/g0+Z+lb0RGsNz0+TsH86jYH5uE2V3Nn5yyHOuvkWRO79g0CPleqhYx6zwxmZgayDJPn8YCioD76/qOncYMatzXCVhHw2Pj4Ivdvr/Ke9aeyrTlVMBwLQqmBkTZkYukaOOQ8txcnOdjZ4GkLJ9h3YI3tp1WceV6H0a3LcNM+pG74V5//dv7og5+8toP4GPa6p30Tp5+3yl2vuJfXrD7CrCjr3nOi6XHPcC9/cvwOukcsbi0w+2AfHQxi4FbFQktxLtIzBFiYoSkE00jSPYRmVjF57AioKhwdzBMUChpyCSyIoYPQMxmCYRCysY55qY4T9Tyf2tzLvfcfQD/VY/EvKtzZPmSOg7cv88sP35jz+p/81DfwDT/4RtCAtnINu8C2ab8qQlykkLLYsvP9VnP5cd27plQ0dqysn0Dh2be/5t/wF+/+xOPe/2rbc972Q4Q6+mNTxcyg1IKUAm2iOZCAjwh0MBUGtnSNlk4xptn5ndm8GFS3akjRvbSXoA5Co44qWBpv4rHSZ40EnInSlopSqxnzmg9kT+H7nv0zl2UcLhtM8js/84cRKT6PTbg+CVGudiPPj2HTtI82WDZTahjOIb0upg2Wsww6RQyijUF7BSz0ILM0PUeYzfE9S7loaXqG0bJQ7RG+633v4t+++w8vw0hcXvua938TH9qwbPgux5oFtnzOAGWoilXBE/CkBi8omrT/LIYZycerq0KEeSP0WoRYlDlTcWt2lpvcGkXqi22ARTfgWTOP8sLZB9mfrSWCfVy1eSwL3QHPPniUFxx8hFsWNrDiJ8oa7bovOaDT+Vnm2pvrDWi/9uO/++l3GseuF8lP/rTI8qf5mba/hbG4MOPv8IPf8FP87Pdef6m/F7zth1nbHsWA2QNBxgEzTL1ONAz1aW6pjCWO4lo7ydIFGe8b1FDVkd+8gysXhDJx4Wo/maegGBEatYx8zqDJqBu3w5FPK2yA8Gi5Tsd1rsJIXRn7zUd/n3XX41izyO9sP531EAgEjAgD7zh5co7OZgUHStaeBVuHDVs3Ofx8B02FqSGXqEzkHFo1kYJXVqgqtl/SOV2ycF9Fc7xHc7bg/u1VjlfzvH94mBLDQIWSGq+eDMuSCey1JZ/ZvZ+nzZ7klqUzHDi0Tnl7zfHPmWHwzH3oLfuRqua7X/G9/NJvvf9aD+MOU1Vee8s3cuqpq+x77Sm++qkf4BbXp6/KUW/4WLmfD525GXfWUDyUMffwAPUNurkV74mAZBmSOUweH2k8o9UCX0C5AmoURDFFwErgKUtrzNkRzgS2QnecMckkZgAsgpMh4Gl8RihzZmWEUcWMLN3TSu++s5j+COqGR+8/S9EpLnyS17n98g/9BrAr+J3KbLdbzlfwd77n0/SNieby1B+cDpan/uK5Oz4++yef/zZ+7+f++Al/7kpa03ie9S/eTjnyqW9DDIpNHYtSRRPy7GMRNgkAUUmkmIQyx9EwEXlupUE1BsneR4rGGBEhAR5qaFInQWgVNoBUoD1oCoZNhk7RN9rbYWY0aTkL942O4uzlyXZftqC5GlUXeEfRxhPqhlBfBP9PmKy+22AZIpLcKTBFPgmgZ3tQ5FEpw1l0rod2OwSEaj6nmc3wuVAtWJoZYbQg1LPQzATCsvKOh/6Qr/yDn7zoMbicVtY1T/3Zf8OnTjvWmy5HymW2QpdTYYZByKhV2dImBc1KpXWU5Uu/1Rat7KYiQZNisEKEJSN0kHFst2BG3J6f4mnZcYokrSWiFMZze/cUnzV3L3d0TlJIuyhqpQNhsdvnM/ac5M6Vk6z2BuO0b9oNuBjXcf3YhRRWdtAixoHZE7SpQPnTIcu7P3eBF5OAeerfz/yr/80//9Lvf+Lf7wrY1nDIXd/2g/SHsWufaItKkIpIph6ViFS0FI2mpV4Qq7KDEHycXZEnJzuSVt5bytoxqlqnK+nmF4sGR42jbnY629ZqhEHjGDUZIZhxgfKTxZop+RfV2Ep7sJXxyKMdVnWbr3r6n/JXnn8vy3u2yGZrmhlQC1J7ghPodrAmR7pdxEYaAZpkodbWcae2sJtD8o0IQQ3unuOeM3v57WPPoK8F63WHE95SKpR4rBgKMTwl86y4Ac/tHuGlS/dzePUMBw+fQZ465OSLHGsv3Q+H92O88mNf9iN8x/f83LUbxClbO73Bqw9+A2vPOUDvyzb5qhf+Cc/rniGocMwHjvs57t3aw7GzS4R7ZyhOj8jWKzi9RtucSxKtkCyLTTlme/jCkA0C3sQApFoNSB5w3ZostVy9o3eCeTPizuI0s0ZwYmjauY7iNbCugVPkrLucU/Ucvbphrjugnt11Ijf4JG+aXdQKIo0KSTxlTXK156Fo7FaxOIfHvBMOTa8vccCmQcFk3/N3/iM/8A3XRxxydG2D53zrD+FHGgGOhigp2yTEOcSAeUzHqEl8ZpnQ61JtigRQn6idSqxNmaoZURWapNHcFmpDvA5eLXXSz2+tVc1QYOAt23XOdl0Qgt3Jjb7MdtmC5u/8hW+iO9dBVQlNE4PkqibUu4iA7U1e2v9dIDgQEGcnCHKERyfIclLIQCSiynMzqYGJhW4Bc70YOGeGak8XLRxNIQz2OXxuqOYlto2e9TQLHtepKeZrjtYf401/9ncZNVuXa2iesL3z3R/iWd/9Q7AubFYdjg/mOdvMct9wD2UwrIcOWyGm70YaqIJHFRpiEC0IJl1aBZxYOmQUxE5rBpg1sGogb8capWM8d+SnuMmepUM15hMJyv5ig8+av48Xzd3PnJkQ6oNK1Hs1yr65LZ5/8BGev/9BloptBOULDz3jsnGJroV97+9+B0XvXKRcwyX8Gs9BldPGT4csj38uU2j09DHMub+ltpHHB971cb744Jvob12eYoiLsXf8zvt4ybf/GJqaf0pKveFTCi7EINpAdLzt/W9cYypJ4qgFJAQNdqwVGt3MucGzqqFOAXKkZkyQjEYtwzpjWLld1Awdd6QaBUu/ydiuLe09+ZV7XnLlBuoq2Hc/71sJw4IFBtwqp9moMorZiqceanhaz3NnZ42nFGdYLEagSjaIF61cdpSHFtFOjhZ5zP4Zje25vCdUDToYxXR3WWMrz9x9IzjZgRMFR7aWuGdjH7+68VyGIWPNG0r1jIg0DSfCU5zhjuIMN2VrvHr54zxt9QQ3HThD56lbrN0FZ1+yj/CUg5hOh/d+5//lr33eP2dYXgi0ufL20//qf/PXn/VtrL/iFtzf3OBvv+QP+by54+Q4jgfPWd/jk/0D3N0/SPnILPmphrmHS9jYjIV/oxG0NTl5An0S2lsv92i6QjNvsFWkEOSzFVnW8LQ9p5jLRjgJ9EyNEZgXS0ccM8aBwnZw1Br9yVAzHihX+dPTt/KRBw9T3T9DcdbTLHQIRQbW8Lqv/dxrNo6Xw370ff8Gm9mJukUrPzetsLCLojFdxNc2QwF2Isut/9mBLF9KRCY7/PzEpUen81vv+H1ef9ObqK7hvP7XP/+7vPpf/DSmAetB6uSvU8Ac/+nYj4uPC5S2OzDIpCgQaBs8BM94KEGmsobRJ4Oh9tFfT4NCSuzsV3obs4s6uTiCYk3s8Dr0hkGTs1EX1AnR/uKDr7ts43LZohnnHP/9nv8QKRrj+HhqFZXymxOEzpwXTZO2c59zOye3s0i3O0GWIfGWu0i3iNuchZkOFHGl3vQc9XIHjGE0J4xWHMEZhquxKYfvBfxqwHYaevMjZouS1d6ATIb813u/gA8++o3nrD6vpB0/usYXvP4H+N6ffBeuFPwoo97MOdZf4MHNZc40c/zl8CbWmh6nQpeNJqMOgSGeUn2iFAV80kI1GFr9ACNChqWLiy2FU/C8aGFRIE+LmADM2pJbsrMcdqfJaMaUC8Uw40peuPAQL1v4FIeLdaYuNpk0dG3DXOF51r4TvOopj/IDL/7rV238roQVnYKf/uR/+PQ7XlBHOVn7UzgnWG7ffwxkefrz5wuYZervTyHM0irKp/2qYcPrD38j3/uWn/q0p3M57aHjZ/msf/Qf+MH/8ydAahTZ8pebNmCWCVXDTwJoQpvy2+V8p4r31MfOUy2q0XLi2uB5Qh2KxSRlPUEiYilATAOOmpxhk+GnkApp/T8GcIxCDrrIP7zzK6/G0F0xm8k6/KO7voczzRx/Xt3KT258Jg/WUY0nE4NBWet3cac9e/euo88ZMnpaw8YdFnWGkFvURv1gii620wNrYxGVKDoqMZt9ZKNP92yD1AH7QM6ZY/P89j13UeP4yOAQa8GyHiylNniUHEchhkWxPKs4zh63zUvn7uX5ex7hlj2nWXraOmvPDGw8fwl/635kaYn6fQ/xJfu+nh/4z79yVcfw3o89zBeu/D1+9r+/h7UvP8zcV5zmTc/9PT5//gRdgTUt2QgF95erHKmXOXrPKtXpjN4pCMMBbA+jkhQgrYSfEcgddAvq2QyAcskQnDI4DGIDznnmipLcBj5z7gH2Zlus2D61Rv9tiLraQRUjA4I09OsufpST0zAsc8ymY+7hwOIHTpEfXcPUDSt7ZnnTv/1bV3UML7ctri7wfb/z/53Dljin6A9iQL07+d36ih3d/6Zhy6sXD2yf3uaLlr+Wn/rOd161vwnw8fuP8aKv+0F+8Xc/gm0mPtlqRJpbgCMWWEYHKZ6kfpR44Jr8OTKWpBuvNYIQ6unQM4IffgedDkIwlJWlrMw5cVilhrLJqZqMtpGakbYLIFgDgmXbd+naW/iig1962cbnskoavOdX/uzcG/80zk6C4s+HpCW1i3GL23Y2WwtZVMjYcSfrxmAYSYSAIodOHtcdTmhmMkJCCIfLJlaAZ0I5r/gehI6nWfLYomFxvo/LAjfPrbOUD9ifr6MIa+Vv8dGHb+aWxW9mYeHKtShWVd70hd/PvSe38IsFJndkfUc1FOrtDiZXHvArUXNwNk7S58w8zDF6qAyYCzW1eEKAGZPFoBnFqUWIqhqeuBy0GLoaO+3UEm+SuSiLApV6Toe4uhOBQhpuz08xCjmP1IsMKWgntDPK02eO8bTeMU6Ui3xo+xAtOoe2CF15xcbsatrv/bc/vPCbbVT1WL60RYcvGBN/+oD7HFR6OmA+D7VjIkGXHqcC6Hf93J/yrne+j7//tr/B69/0+Y/9ty/Bmsbz+v/vHTxyZpNgQWzkv41F7dPCLSTk2SMRaG8gONC2CC+CD7SFJtj4XEJMn0qShwneQFCMnSDJMVWnWDstHSVUjcFIILMeY3Q8VKpC6R00ltwomavOuTzbzbVD6y+n/eojf0xJDMy2fZdTvsdTqTl2KmO9gc9evYeDCxv82fpT+NT6Po4vOuyxDFDKlQ5ZJ8duDhDjYG0j+m6nEThpBpH7PCzRhR4Lnxqw9ZQuPZfRv0N48ME9rB3sMmtKbO8EGQFvRiybLqIwl5DSO/NT5NLQtTUzpuTezpB7s5ozrBLsPPO9jOxIAWfW+c1/8PP8xtt+lbe+42v5os9/8RUbt7pu+DvP/zZOPrpGfedN9F/tuO1lD/DlBz/IZ3ZPMSeKBuGsdxxpFnioWuHd9z+VNSnYd7/izvRx60NCXcdCeGMiPWOmF59nGcFAs9ilmhV8bqLUnFF6KwPyvObAzCZdU9G1FYfcJkumZJ/NyUSoVcglSiI2qmyFwCl1HDczbJVdDjXbnC0WEW+QUTV2XWdPnb+r3o1mv/QD55eeay0GbztSUVMr60joOIezdSWlJS/o/mOG/p3f/2v8wg/+Bt/2jq/n817/WVfsa4xGNV/6zf+Z01ujSMWygCgmROla31I/x+AF4OJr395eGkl1VbrDX0urqoES5bw0Ah2iGJuGWVPbbRObmrRhYlBDWRsy67E2TG5pQKNCUxcYCYhrcHmTeMzp+wDHR6cu6zhd1rz5y94wlbIci+U9FnoWU1KSuUkzkvjhOGJFgeQ5IrGtaFyFZ9DtTPZ1Fp3tjgPm0HXUCx18L77e3u+oZ4SQG8oFaGYhFEozF5As0OtVdIqam2fWWO1sc6DY4ECxxV67RW48hQT6W9/H9qOHqU59DcEPLtt4ffAPPsHfuOOtfMHeN/HQp45hqxppAnkfTKMUGxAqYXC2Q1MbHtxa4sRwjo3Q5WPDmwA46bush5ygMMSzHWIhTkCpacZFEFHL2aZhFxyGLg4zxULOBfabwCwTIXcD9EzF0/MTPCM7So+dAYMI7O+s8drVD/PKpU/gZMIB3lfsvWxjdS3ti9786vO/IVN9mKc3p4Dw/DSMJ2Dn+/zuQsMLFK3AVBw/HWADLcH9J7/zF3nN/jfzL//ej1/W7ph/8qH7+atf9yN81t99O0dObCY0N32F1pG2tIzEiyM9Sp3mXZKga7U/xafzSuh0PMGIQGs9JZCvEhU2dtAPBd8YvN/pknwwjGrHsMzOeQ+BSoXtqqCf3kdjt8zbewcv21hdS/ubt72SzMfB3Os2WBkEhlXg0J6Gu/aPuD3b5rA7w94iUtU6m0qz4Dn5mY7+4S7VYkboFfHi5oJ0u6jEIBxN2vxVgzm9Rb4dKDYaeo8qcx+33Pfxwww2O7x363YeKhd52HcJwNkwjGtQVRZNzpLJuSNf547sLC+auZ+XLN7P5+6/l8PPPUrzvJLTz+vRf8Ze/C37YXkRWav5oS94O3/1wNfy3d/3s9QXKE6/GPvj3/gQr7v1Lfy1fW/ihHdsv/J21r/K8NyX38OXHfwwzyhOst9aLJaTWnHCz3PvaB/vPvZUhmXO4gdzglGKo1voYAhVPZWBMvH17AyaOZr5DuKV0YqlmYFyD5gaVJSbZtdZ7fR54ewD9KTGiacQgxMhw5GJ0mjDps9pVKjUsh5m+NTgAO85exsfPn0Iti3lQqBZ6o7P767nH75sY3Ut7Wu/5zxZIJ2mYexEOMbZ790BM3Bukd/lsN33i6kbRvtnW3BxDHIr/+7v/jhfsPj3+P63vuOydn39rT/6BK/8qrfzeV/9Hzi7MUxQ8tQ3TXQ48ZGJNaZmpDoTaP11OosWdW4tMB5WDSb66/boKoQmKmq022Jh4M4mUwCNjwXevpnWbBZaCdxRMGxUHTarYiyaoijPW7jrso0VgOhl5h80TcNbPuvbuf+DD6Yteg6ybJxFW0R58lXi6BiJqPN0MRNE6kWW7UDQdKYTg+iEolXzBaHjwAjBQP+gI7hY5d0GzBilWa5RA93ZEbOzI5Y6A+5cPMmMlNzaPcWsGXEg22BOKva7khlxFMaQ4/AEmiAM3YtZWvkJnJt73GMTQuD9v/UX/Og3/jTHHzgZFw1ZhvQ6cXEwP0szW1Dum2G0aOgfMDSzUK2A7VV0VkYsz/R52sJJbps9zZwd8PT8BCKwxw5YlAprIEOYlzwNU0Sap9s8VFM6MIpSBU+JHy8MIfqKLTWMEqcZJgyA0jvurVYZENUDLJ5CGhokYoMKL1h5O89YubF5n9NW1zVf95x/wpG/PHrBhaCxQgh6EUHyuYE3sLPYcPc+uxHm9reSIr/xdzBTQXaLdouAmHj89n1jMJnlBa94Bt/+I2+k0338FfQhKH/0vnv44Z9+F0fPbKFOCDZmfIIR1CWN+5zYFjhl1NRO/TOkz2hElrN4jsEqagGTlGEyGEfhTif3GlHEhomzF0ACxuoYZAdAFWPD+LSnvZ8RpcjqlNrTKRqkpH2VH37BV/NZe+983GNzvduoqfin7/kX1DOPUpia1y5+lJd2hlgRTvmSD4xW+IN77+Rkd4azOseZ/ixn7ltm5j5h/v6G4uwId3aIVA26sRl1+UfDuHgJisz0sHOz+P3LUNfUiz20m3HspRm97ohDzz3GwcV13rD6fpzAbdk2uQg9DFaEjuQMtGaoNeveUeK5p9zHRsj59ZPP5OjxVdY/vEzvEZi7b0h2ug8bWzAYEEYVZBZ7xwov+bLn863f+hV0Oo9fySeEwLt+5c/5qe96J2fuPw3zs/j9Swxum6V/h+GWFz/KC2+9h1fMf4rDrmS/zRjRsBk8d9cLfLR/gN868QyOnFjF/+Us+cnAvj9ajw2+Hj2O+ii3Ks7FIsBe7Fjb7J2nWejQ3+doZg2Dg1AvBuz+IblruHPlBE+dO8nz5h7hjuwUC7ZiFsOMsfQkp8HTaKBWT189D/UXOKZd3rV9J3/88B0MPrnI8kdqFt9zBBmMUGv4wV/7Fp7xoqdeuYl2lW00HPFVt/0DNk5snutb04/eWCG0/ZWnkeZIdL6M30amjrkzS/hY9SmCJJ6BTHx6+88asl6Hz/6iF/BNP/i3KIrHP6+9D/zGb3+En/7vf8zptX6MkZyJftomfy3xUQU0g2AEHPjkrxHQ5JvVtPtq3Ne17ynqGAfhOvbXE//d1pcAiAmI1R23KwhYG3Au+uRxjwiUTBRjfGzXYaLcnDMNzrS3BeXHnv8t3Dp/80VdtQvZZQ+aAV5l3nCevySYzBJUYgHf7snZysWRJlL7tVwsjpCpO5+KwGwPdZMbfr3UQTOLGsE7GO5zBCv4QiiXoOnFi+ZXazCQ5TXd2ZKFYsit82fY09nmcHGWZbfNqtliwY5YMSNmjTIvjsw4HI6RVlTqWfeeNXUcref4s/7tvO/UXejWIbrrS+w5kzFXCuv3rNG/+yT9E2dp1rZil8O62Sm3l0X+NkWOzPbQXo/y4CzNXM7mzYamJ5TLiu9Cd2XAzPKAA71NnrlwlP2dTWbNiJvdWURg1QxZthWZRIR4Xib87yg9FNk4bTfB2FEwjLdVGhjFsr54HYi0pfUgNGmrTMGGdbB8qtxPhaEwflxwAsJ8dgtf8pSfv5RpdN3Zq+zfOO9244TQ6AUbjVzYHk+wzM5F5+5gGXY41fbnPHawu3jN7cpHWsTaSPyNSVysjr+Ts6izFLMFy/vn6c536c53yIucEyc3WNsq2SyrmMuIZLLoLJ1Ex5uc6Th4tsRg2ab9THK+bbBsAJuC5OSsU9M6gkvOuU37Ze04aIQ+xiSzVBTidGqIFLGKMbpj2FTBuSmpRJ3cjwxKJ2urXmTH5+5aOMQ7XvKWx7imN5696c++iiZJlN1WnOQtKx/HquUTD+fonoo10+PhaoUPbB/mY2cPcuq+FbqftJhK6B2v6ax53LENZKuPafo0WzEYVO/BWezKYrygvRgwlwfnqXuw8dSMmZv73PyCoxzqrPOqxY8xYwKrdouOKHtsXK7PS4eSmqCBviq1eo77Hid9wfs3b+VDGzdz4u69DD81R++Bhu7REjsoMRtDKEt0YyvSIETivWSmoFjtsfyUZWYXuuSzOS7LOP3waTYeOsvg2Ba+X0HmYLZHWJ2nPDDD6EDO4FZl9ilbPO/2+/nS1b/gmd01lmyGRehrTV+F++oufznYzzuPvoD1o/NU98/ReVRZvLdGzm5h7zkSm2jUNRg77lorK4uEuS5hoctoOaN/U8FwVamWFOnV2NWS5+4/ynw24pkzR7ipOMNzOidZFEtXhEwctVqEQKBmOzScDBn3VCt8pH+IB0/t4/6NZU5+Yh8Hf3uLzscfHc+BF7ziM/jXv3jlKIjXwl5l3nDegNk4Q9ilsrET/b2cIdH5ffyOgPk8dFVp5a7MxI+f49Otid2OjUkiCI58vsPy/kVml2fIejl5kXHy5CZrGwO2yzrRkONx1UFwghoTg11r8A5wEXTESgQzXPLlGW0t39h/T/y1QJYYGYWO6USh9c+SwBCjE7CD5JONTg2TIiZgdhGHjVEyV0/dzibBswWKrCaznsw0ODv53Cv3vJB/8oyvupgLd0G7Im3abGbxTVsOGVfSmlQBxvHAFCpGlo07S41NFTqdODHaIBtixXZaVYlCyA3NQjcWpQC+I4wW4902ZFAtQMgBJgGzzRqybk1mPMudAR3nmTND5uyIHiVzdkQhDYVRMgxGYkmdEosr6nEFUpzYPVfRy9Z5WC3rZ0u6Rw2dM4GZ4w35sMJi4+ROOYMdHYd8QE1AQoBRhXS62M2KciGn2ATfgWxb8J3AaLNDr1eyXRQ8PFxmzo3AwaPNEofcGmdCB4uyZCpEhE0q5jSi80Gg1gZHRPGtGiyGkshpExEKLA7DQJux23ACexw0QTgbdNzwR4DceO7qPEqjhvvrFeox51nZ03n25ZxS14WJkZ2qGfFUI0f3CQfMnIscM4087HrjsT5/voD5vPvv+txYbSP9U2UnBKuMBhVHHzqLOhODY2sJVqJDtQZxkn4K6TGke0ACVYymZiKJ16aWyIkTwMefkKRHUtMRDRozk57ImWuidJaY6MSp28BZ4t9pX6cT1CYiHdHBSmyAEhTrdqJHTeMwohi7M3gOAoMqw4iS2QZrJ13EXrh8x4Wvxw1qTZVBEefOHtdn6/QcK8tD7rplxEAbToWKrdAhE49Zh+W965xcmCV7JMN3cor1EeQGugWhH5BujQ4G6RoHwtlNzPwsUlWIM+QntjHLPXonPBvdOfyHD1E8v+G9G7dxoLvFvJ3nOZ0j3FdbDrmaDR3RE4cTh5VAUEsuI/baIfOLn+K5sw/x3pk7+Itbb2b9niVO3z+H6ffonVqgkYCtPW5LMdtDzNYIO2wotwLH/+Ik8QcscW4XGc1sh+YZC/Rv6dIsGOpZcAcq3FxDttDnr+x9kJcv381nzZ5kxTo60mWkFUMNrAXhWFPwwe3D/NbJZ9J/eJ7y7gVmjjfMPuIxZ7awJ9cjuLM9ApLfsBZyh/YHhJuWqWcd9XyG1Eq1DGa2wS5VFC4GBi+Ye5DD+RluzraxROESJzY1tlI8ypmqi7V9tkLOJ4YH+OD6LTywscLwdJe8aRjucXSmwKkXvuLyprCvC9u9So5PzhMwk3z5FaBhfLqA+QIfG5tC6tK0M2s4rZRk2uAaqu2SY/efgofOoKkiLmQuAoxpP5mqDzE+xgb4mGkjCMGnP5lULsQDokgTA2NCAjkUJOkvi6SmJVnUbsbGIFkQ1Ece83iIG5A8UWHQSZ1KOnkNFl8rxgUmSkdQNxnOBKxrxttEYi3MoM6Q2rLQacbgvKry/JXLnxW8IkHz/3z0x3jzC/8Zpx9dQ03SVz7fhMzPEyxDTEl0igm6rBq3FcUkgBbB9zJ8Nx9fjGbOUs8YRIUmg3JpEjA3eyNy5DKPK2oEZaEYMpeXdKVkf7FJTsO8HeFQZk2DAXKJWL9BCKnQLaCEEEnoteZUIaPf5HhvxjJZaiKPOvQcpimgrKBpUK2mghImXYvqJi4syhI3tLiyRjsF2SByufMNqFaEzbMzzPZGrLsej4yWua13ig3tYVBuyc6wpjlWlUXi99+SmnnyeG9AacTjdDLmHSmotE6FguAwzJNTaqCkoS3MzExgnwilWs5q20wFFMFK4On5KVTh/voAS92/ykv3//PLMpeuJ/vZB3+Uf/BZ386Zo+txw8X62N3IwqdzotPW+przHnc35WmyfYJQp7Tf7sVrK+u4IzcmrVvb+V01diKLRSFKkIhtkbqOaRt52vgopn2cOli77vQxoDY+UjhQxoUnoGgDOI3OnRS8QtQDzTQiHO1rp+ncBDwE/PiUVIWmNjFIdpNB9EHwwZIZEDe5mbZupvQZeGUuD7zmwHN4y9MvwG+/ge07nv09/LsPfS9z2YM8Wi3wJ90Br5Qt5iRq51g862c7HNSzLN454MH+KsVGwyPDFTpHoJ4RMPO4032MdciZNSQXwihdG++jtNpU1iuManqnLGo9m9ksx44s88jSAvs7m7x05QH+YPvpPKf7MI82sGJraipmJSfH4iWwJAVDbSiyPvtMxcHVv+AlC/fxwaVbeN9Tb0O3HU3fctp1WG1Ktgcd6jlDsT2DG8UmN/WWQ2vBoHg16EpAep6s19CbPUuvO2Lv7CYHuxvc3DnLZ3ROsMc23OI8hTgaPFuhoq/KZoATzSx/sPV0jmwts/mpBfoPzjN3pGHmaINd62PPbKGjEh1VUaqvZXE6E1HtPcvYrYqtw13qHgwOghuCHKiY74y4bfk0hanpmZJVO2TRlMwbh0Oo1eCM4DWwHUq8KTnrLSc2l3ES2Cg7DNZ69O5zrL5/m87dJ1FncRZe/YYX8aUXqtu4ge3HP/y9/NNXvY2NkxuffufLGjBP+9Bz3zqnRmX67QmqyDgTOH2sabS5DaJ3/R3RxA/2sdBD2paqCYKd+PT0zESkQyEBFxqlPW0CQYiPRsA3CQBpIm2jrTlRSQG0VzSPLbbVkKSSiNxnl0ZGZOyvx6BNUFTC+LRRCLXB2AllQxVqb6h9TuECxk3X4cQx6Nc9Bo2y2qn5kkMv5fP3vfDTXKsnblckaF5cXeCrv+sN/MCbfhKR80ygTgY7WLbJxkoZu4KKPI9OJR1DAb/QRZ0ZT4ByyRIKgyDUOYxWY1oYUar9DRjFOk/RrbAu0LMl+2b7dEzN3mILQZm1IzqmpisNhSgFhsyYiM5GliOCwatSYxlowZrv0m8KhnVOU7tYkZx0C9VAKBzqPGJNlNKzluB9KkWNpiEgTRPPvaygW1CcKgl5RtcLPoc8WHzPU7uMM6fmmb/5JMfLBbq25qZijY3Q5Wi9wC35GTbUxkUBnkygrzUzkmElSrc0eJxMAudcMhr1RFZyDKg6YsnVMJrugynQkcABFYbBsM6ki6CNMRRPzY9x16F/c/GT5zq21UMrvPbrX8XPfOcvXMSnL4A68AQC5nSYc6zlMU8OGB+nkYndf+u8DlfTAlXGwahO+3eZOFsJRJ7xlLSQBsBqLBCBHYiE8anFepNSfz6m94xGCpCQEA3DhPqXpFjUC7gYTAdRxEYPqrVAi1gkBEOdTsbBJ1h7vC0qZ/g60TXaqm2ERoHKkltQ2+waZ2Grsnznc29s+cQL2eG5vdy18GI+2pxgo+lwamuep+dn+IwCtrYN/b7lRfse5lSY4f5yD0NfcHx7gZm6gduUM/MFi5+q6dYdbFmhRQbaRfIqdrozShgMMHTjsHZy7FaJZobe6Q6DPZ4HH9lHbzAgHDT8+pG7eNHeh/io3Mzt+XGGWrLPlJQ6YtZkdDAogSJpEnekZkkr9tt1bis2edXyJ7l7uJ+A4EyD98IpP89cNmKj6VBpznaTU/nYjreQqHE8a0cs2gHL2YC9+To9UzNnlRmUBRuYMx6DYBAaVda1YaDKKd/j3nIv95er3HNqH+/72NPINmHPpxqyLY89vYlZH6BVhZZl1LAOPqbciySXOtPDZ4btO+bBCOWSEDoBDo8QF1jsxEzoX13+ODOmpiueXIRMDBkOI8LIG1QCDbCpho+WB7iH/RzZWmRuy2NQijWle/cpSM3IvBfe+va/ey2n3xWz2551C8/6nKfzx//riXWOnMa0LsoeI9P3WAHzlAM/96NtkJwQ5nGlUVu82PpAUiAaUmZu6ogxKE77i6aMn4xBCk3vqWHs3yXEeMB4CKIYjf7baMzokSXgow2OgyCNojmIjxlChCSTBLgpEMZHYGXCa45ReotcAwRvI6iYhbGvBqX0BvE53dyjqSOxs2nkVDg7ynnTU7/sQlfokuyKBM3AeaqWFYoMxO7kLLdWFDF1MD2pTEScWyKLAmoNYT7SNkgTZ7Ani+ljwGfKaG+cWCpKua9BreJsoNOryPMGK4GbF9cRAivZNnuzLax49rpNHMqM8bgUOEJUnlCSIoUGGoWtkDMIGcfqBdbqLhvDDvXIYZKOITJmb8R/LgbNY/7RdGubtDKUxkc0uqpwQ0u2UeHnc2aOw2Cf0nvUsHVHYHu7x4mTixw6cJYHBqv0TMVqtsU6MxRNw83ZGn0iur+SJm1fazo48nROjcaJZjVeDycWqyYpbqThF6FHhlcomazqrMCcVWZVOO2FEXpFOu9cjxZ8+PQ77bDHQB2m3r7wx6ed7AWO81hBd5ulmf5ju6kk7SLV2DRvJ875fEjGWMmGGCCragpoU/zeBtQtupzSfPh0uCYGvq3IfXTI0a/6hEiMG5uYCcWjlS5SNKYeAaljoBxl6CQGzqJI69nUoJWiNkRwL41DaHWipwoFFaH0gHfkWcPutfuT2ZqpwiclrkXOnCxY2TNkftazHQKBASdsid8UbitOse85Gzy0vcLWxxYpT+Zk2xaWZ3EuRzY2IQRMU8YW5wZ0VCJFhm5uIwuzuHWhmctZeMBiAgxMl9C3rB8Y8edymGeuHGXNz/C87gOUalnWikbL2MSDDBHFiqEjGV2BrngWNKCu4qA7gmqNT0HuQA2lRhrRKGTUalKdh9IRyCRESp4oXfF0JMI6Tkxy4bGqf4iyEWpGxHvAsXqBh+pl7l7fz7sfvoPt7R6zxz2LnzSYoad48DQ0Hh0M0FGS4Aw+Fru3fNTVFbAmtsvuGDZuh2ZGMXMNttPwrL1HWe4M2ZetU0jDs/Iz5AI5Ni5I0+/ZmJp+qDgxnGXoKk43c9zd38fdZ/aysTaLO2kIWZPS5u3FfnI77nARTage/5BMMNvJpgs4jQsEzGPK324XLlMXyUz57RZlnvbNuuvzrZTQ9IVWYsDc1rSMv3m7b/StpIBZ0w6tcpxoRJfFAVXM4FugaQPmOgEkJL/qgbz93TA5SCNTCHNEtNUw8deYFA+FyXipwVeCtQpJcq59a1hbjBhyV09RPK6sXbGg+bV//5X80tt/g6P3n0zFRhk7ksfpYptuThB7buxQ5KhzO6Zl6GZoJ4v8SYWQCaO9Oa0wn89hcCAFzCYFzC6iSp1eRbdTE4DbFs+SW0/PVNzRO4WIckt2FkN0mGOUGZN0JwSPR1GGGihVOOu7bPoOj46WOTWcZzAsoHJxBQZjMT81BrWp2MP4+Nz7nT+1ENE9Qoh8zlEF3Q752SFlYSkqQ1MofsYxd6+w9TTl5OlFik7F4uKQD23czF9ZvgcrgdN+jq6pOOA2qRDOemU5IWojGrwGupJNgXORrtG2cs7J8Ko0UwizFeipo0QJUU03XUJhj4sBzakQMy77Fr798kyg69T+9nf8dX7zHX/AqUfOxA0XiFeNNbHF86dDkS9It9gVrJ5THDgJxnc6411B+vm41rv3OZ8j3vGaCcw8/X0VRDVSl1THgvaYiY/UKRknSVF1y6MzJmk0O8bpPusjACEuIhia+HySAmss4zQgLv2KmnTjcGncVNAqIOOCQYHUCpspveaQ0GmTKr+nx75uMlQDeeYxRvgXz/rC812kJ4299Tlv4C2//35mZh9mzoz47cFtvGzxfhaAQjJqCdSNwZ0OfN6hv2Q9zPCXowNsVl36+TzDvULTyZk5XtB9ZItsmCGZQe0c9AdRJcKCX9/CzMxAfwhFRnFiSNhb0DueI0EoFwtQ4eF9hke3F/nCWz7Oe8LTuTU/xS3FaR5sFnl6dpp1lA7CjAlYGdLF0RFL12QEAgedohrpJUGj36pSrjlojcOiRD1jJwZLBAliL1VHOx0q8dTq2QoNpSonfI+1ZoEjfpEqWO5Z38uHz9zMoxuLZCctqx/OMB6yY+sUp4doE9C19RgYNU2cy6lVNnmOzM2CFTaevYLvWkbLSj0Hcwf+//b+PN6SrCrzxr9774g487lzzpWZlZU1V0EhFgUigmIrtKKoIGCDtIri9LaKQ9uDrW2jaA/atv5a325tx1ZfbSdaW2xkEEQBgQIKqCpqyso57807nzGGvX5/7B3DuXmzqoCixvN8Ppn3nJhPxI4VK571rLX61GZG1E3MQmPIM5onuaK2ToMYg9BRkXfqDQNraOqMbTtmPTP0w4TVuIMaKgZJRG+jQe2+iNm7Elr3biJRCGmGyjJ+5Fe+5fEcdp93/NgfvIlX7n0DvfX+Qy53Sb7Kw0JV/ubs7eWJkcs1pRLx+y644+r83MFVpf3NmWTtI/VVCSvWER75YeVVKqQ02oU/VbHjBavsc0GUBdHimpJ4LbOY3F4L2jhywoYQpJBqXCQwhqzhtq1TF+gjwLHTRTiRkhDJnVxRSOqIj4JNFt/QRJdHnvl23WFoC/8q/z1xGpCklkYtJTTwH7/gdQ93AT9rfF6qZ1Txxuf9GA9+qszSzR/GKtBIVHMnJH9b8qyY1Grk4WbBPThtu0Y1LTJtBcSzkQv1KsW4C8Ml94CXAMZLGbbhdBKtzohmO0YpONRepxPFaCXc1r2fQKXsMdvsDbZQyrLfxBilaGGo6YDA99WLJSHFci6zjETxqfE+1rImf7VyI5uDBicvzsN6SLAeUFuDqAe1ixnhIKW2FqMGI1Rv6MoNDUfY0ZiJXr/GoI1B1evudy50IQxJGyHJQgPRiu1DARLAaNEy2gcgHLnyAlE9Q0R42d6PY7QQqIzrovPMm4FjkxGW/Klzfoer0ZzfyBYh9BKUakJZXpquvN3djTtk95q+nT1/hwke3fIuT1R807Hv4WLuOFegjHfoHmnr8J0MRDlx4uvk9x1GdTcnuOrsKoWqGtNKmbkJfZyPguTVMDC6+CyerRZjfGUL7atfuHmuVJF2WdWBr5ChfBUN46tnaOV0cMqF+FxpI1yIT3lNsw/f2RBXTUNwpep8AxIbUejkLNb3gceFAf36eUQQZLIsXf6gqCT+ucXcA0uHO0rW4UzSh772B5mtNXg64Lv++gfodbYB4XBtle9b/DAzJuTeUwHtPX1iI2zYiNPpLHeODnL7ycNc0A2GG03WT84xdyc0Tw6pr4xQmUUurMJohEqGrvkMCqII3W64Jh7zXbJOjfFijawV0N8DacPrjJ/VJxHNtfMXuGHpPBdGHZ4/ew81nVJTKceCZZZlhj1mwIIe09QZdTQNFRIqZ88srlIQ3i1R4LvmKTLJvEbeDYzEZz7lzaEE6GWKTRtyfzzH+bTDiXieQRJx//ISp7fn6I1r1FYU9bsizFgRrse0Tw1QqYULqzAeOzlenLdDLu9tfWg/thYQ72kxPNRk/Qss8ZIQSMrivh6HW2scaa0R6JQv6tzHgu6zYIZogQNBSE1FCJYUy2YakjLkgmjujZc4G89yLp5lZXmGD164AvPBDnveu0Z4bs05TUrxv0/+AmEUPtZD7HHBy7qvY+STL6so7PUjxk7nOKdiP0OHGS7VLwNlGR9K57hqo/PCCNV/yttrrZGisoYpEgElMM5Oe3mHGO2IDe0SYMVoJFSuzFxIWfXIV9UQ7eQbNi9B52279U6x4J1l7e6trOFICDFg6xQO7iX2Wknx3esqnPOuiwl4CrwizQCUYDToKPWckJ04/Z96+Y9/ZpLHzxCfN6Y5x9r5zUsn1iPPPFM6ywDNugtbgfeWBakF2EY0UZ0g7oakrSA/xwxnYbTgH5MG4vkMqftdtRLqbefk7WtuMlMbIShubJ5Gq4xIZSwG2ygFczr141Wo6cAbWbfdMRljC2OBRBQXszYrcRutXN3i/Kmct113TJvXCCncQPcOi+ucZZDYljeJtYhxmh6lDGz2YH4W00/IWiG2FlDbyBgvGKINTdKxZE04f3aOfVesoY3wl8s38dK9n0RQ3DE+yK2NB2mpmAxYyWCPzm9gYURKXYJiHMaSuuz0iv1wdakV1jvJGoXSirbUiAViJjv+ZemJp43T3FvfrXuWQuxDMA6XLv7ZO8zF1132tdN5riJPvN25TJFwsss2/JgohsbOXYo4Zk5ymY5yCSI+kcSxw17WloBE4rv5+c3nyYBe6kklMVABKgZbcw8SFQvii7QoFBI7w1u87CVUrJqCREFgy4QUAVKNMuIc8SI6qbCxIdAWwsmH6PJw+2njNI8Zk1/pQVbDxgG9VHP8UEJCQM+mjFWKSoW54TZfeuVdrMRt3hMep3+xTdIMiefr2GZE89Q2qlFDSYqlCZl3WpIxdiNBz82ie0MkMjRWDUMFM/cpsMLmNSH1d9YZH8y46/g+1u6fZ+7IJm9PbyRSCc+df4Db+4eZN336tRVWwzEtUuZMwj4zwqCIfDWgAE1GWWYzFedAj3Es21CcnV+TGlosY1xXvYEEbGQNlpMuZ/tdPrV1gPvWl9iOG+gtRf1kwNwZRTAE3U9pne6hMoHR2LXITpOixKhIHoJ0tat1u4XECcMb9mDrhrgrxPPCfHeb2e4AJZbjnRUWw20OR6uIwJwe0lGamcCAKBIBpSxDmzJkxJaNWBt0GRvD+WSWT27s597lPchqRKBT58jnEKG/OWB2aeYxHmGPD5LR7kTP5+Yw59MeYo2qw7xjtV23uZvt3u3zxHe/bu5H7bThVfjooEhOkJXraqVcNdw8JzyvYKSdH1PITm3FXvvIoo4hq/lHyRiylivVqcbeXmtvr32lo0K24RO6i3NVyEhyhkM53Yfyr7Y+BGQFbGwIg6zITcl/SyqWsJKz9Wjj8+40v/mPv5/ve9Gb3ZcogkatcETLozBIs+6dR986VwTbqSNRWVsYYDwfYSNTRCkG84rxrHKvQFqI5zNsC0CoNRLq7TEiirlGn8VGH6NhT7BONxhgFBwI1gmUpYGl6S/MjKoV5JRSiqFNyEQYAWPRLKcdRBS9tI5CnGYvh/F1XXU+gP3VrNZdBAomsjKwBUGlKRIGaCvIcIyqRQS9mDgyhH0h7rhN1y8q+odgPKixcbHDzNI221md9148zvMX7kNr4QPDo7ygcS+hts5xtrBPl/sakVLzQ0ApJ0GxGELKkL9B0BKQ4ViZPFGwpiC0EQMSz8nMENVf8LkMlScVfuKPfogf/cqfqky51KAWN3LurLFz8Z2GdJfEkMs5zA8ny5gwrDn7UNl+laGoLJ/7vFVnuWRf1SU/I58t3ml2lIRLmBXtg47W/1U+OcU7xkXWtXUvu55UKJIBVeqWE5xRtpELoctYsDXKF+kEJJRibOJDfWU40JfCMOUPsqm/KEHlFwmkmcs3MJFFaViqN7lm9qnR2fKR4HXXfhe/d/I/EIQZS2zz1tEhvqT1AA0CJ1dTsHm+wcHFdfYsbbOZ1UjlAC09ptUcMjisGc8GzN8NWd0QNBuI1ijbd7WS09gldqoMGQ5RSmHOJWT752ieGEKWkS51mf1EH6UN9ZWIYD1ho95ha73NzNw2XDHi9OYcxgrX77vAn5y5hRtaZ7mudZ7DnTXu0xmzKuFQ0KNrMgKVYEVYzwIyNBtZi4iYno2o6SEXkg51k3DfaBGjLMvjLkmm+eTmftbHLU71F51TsWWgp2mfDDEDRW01JeonNM4OHMU2GqP6IyfDiBNk7Ntki/hsV4WqRehaRNapk+2bRVtYuVGRzChMT+geHjAXDdjb2GZkA45GK8zoEQfDbTTQ0AqDxihNSspGGpKpMRdtnTVbpxcEDLcapCgubneQE01mPi1079yEOMaGBpVa9uzrPG0cZoDv+5Xv4Ofe8MsPucxDSjQeaeSwWH43+64unbcr6VEuP7FczjoX1Y522XaxrHeKVf7w8X93daTFdVZVlRyVVGGVRWldEB85Oawtrv6yUl6C56Yr69hopRzRId5e27Eg9YpTnNtr/90lFIo/FFVECiV/hPkurwpHdGjf3hslpNbR20HgGlZd1V4g1J8/hxn4/MszcnzjLf+S7Q3fgllyhkdQ7RpivO+uFGSCQkhmGo51Lt7QLaP5WlExA2B7vyZpuyejaGG012Lb7m06qKc0ZoYoDZ1ozPGZZRphRkDKDa2z1HVKmyGHo1W0UuzRCTXttMxN5Wob5y2mexJjsVzMDFtWc+94ibWsxd2DvZwbznF6fY7lXge1HKJ7hsaKIhgKzfMpJhaii0N0YmGzh0pS2NpGrMUOd4SLoghtNIQhOgqRMHRNXIwm3t/GBoakqRgtBQjQv0KIZ9xLxvyhDWqtmMxqbpw5yzNnT2MUKCzPb9xb3Cshiv3Fm5m7maJcU6582ARN3TvTefZrfhmM35BU3aeZ/0bQ+LJHbaw8mfA1c9/CqD++ZLry5UREfJm0ijHetabzZ+Iww2SFmd0c5Uoi30QnqUtkGflfN03yiIgx5HU98zAeWjsjnFfXCNxfV7Q+b1qikciH+vIGJ6GfrwDjpBnWuOO1kQ/5KUppRkAR0svC8rNrnkIxTm1eFtx/lyi3tn66mTRtSoENbLmMz3bRRooqH8W5F/iTl7yOZ+05eOm1ehrgO9/57fRb7oRc3zzDt8/dQUsizl0IWDgwYmBTNkRxIW1x++oR1nSDB8eLnOnNcvYDB5m5y1JbswS9mGhlAGsbMOhhE+vYVwXKGFeOdKYLoXEVhaKQrFNHJxalNMMDTZQOsJFm86hCAoOZTbHdlK1FTbNvIdNEV/ZYX29zoL7JsdoqzztyLwfa64QqY5DV6aiUc+M2M8E258azJCbgfNJlZCPOjmZJrGGYBliBYa+OVbB9ukOWatRyBKlCjzVYS+tUQrSVUV8eowEZeuldmjonOUmQUexLL1r/BujajKsgQDXqxFfvI56LGOw19A4ruGKE6aYEKuMFh+5lIepzpLZK24y5OTpHV1lmTYSgqClFKhljydgWYWXcIjYZ59IZziYznI3nWBs2uff0Ps595AD73r1FdN+FYtj/+t//BPuP7X0cR9fjh6+MXoWtMu45diM2inmfq8M8SajsKsuootrQBFwBAYDAF1EIgkl7Do4QqUg4nH2+zF/l7XRQ2nGrfA18rQt7nRmc5E7lNtnbdLz9Dty+05ojg1GQejmGKN/Myqt/Cnudk3bK2Wsh76Ar4L/nJZu0ds75zhogKi9DN9GwSvjA17yJhXrrM7tWnwU+70xzjsG2dxC9jy4As2130QrHGKgZ4lZErsEU3MM4nq2T1wwWoHdAkzZ0ETIY7bHYptuOiTJqnZEzVFiOdNbohC6T+nhjhaZOsCiuiNYJlWAQWj77PvLNP/JrYREycUztpnX1MFMMgRJEDIHJGCSRe/EZ+fJbiTtIleH7tEtZp1opx6zHu9y4aQo6hDRBwgCVpUhm0UoRrA2I93SIBkIysGRNQ+uUH6ShYv3BOeauWkUFwsc3DrEY9Tjc2kDQvH94jNsaD6CUMBDNyUxxhdd1WhEGktBQZfKLYBkwpk40MSgFIRWXNDMRLBi/F56mTvN4GO8+Y4cBzrVzj8hhvlzSn/98WYZ5p8PMLs71hJH2N8/lGG+V/4w8LpfrKSYZiyop7SLQlXrKeEbZRdjcS4SUoT6VOMOq8U1QtEsisT6JTyf+swaTJ50YUCj0WJxmzvvKxMo5zvmBJKrSfcr7LrGG0JaXRxzrrJRr+1pcCgXvv3Dyaes0p0FK/oTbTJsMtyPCVsaBAxatDEpDP8sYXqhx69772LQtjqZr/En8LEKTsXXEUO9oOqc14dYI3WkhgUFtbiOZj1rlY6nfc4rjwD1hzYWRs5ezXZr3rWG1Ir5ykb1/PyZpazavqhHZGrMdAYTRbACfilhMLetHu3xQzfOBk8fRI8NzD3+aepBw9ZEzfGz7MJu6xj3Le5EM4pUG9TAhHkYEQUbSDwmMRW86skYPwGRCOBBMItTWE3QK4UaC7ieo4Qh6QxfuHo9dLerYOcviG1kBEIaYWs2NuYVZaDUwvZiNZzexbSHoJNh2wp5Wj4PdTXpZnWfXTrJg+hwN1wmU0DYBrlmbJhFFQsqWFTZEs6kV28MOCYa1rMWdW/u469R+7IUa9SxxSX/+uirgzg8/8LR1mnd1mOEy9prdndqHwWUd5gln+iEcZqhomdXks5ZdjsmYSTKkuswu9rr4nJv1fFJus32pUG0h81Km3K/NpXQmg0y7CLoZu47LuUzDemmsTl2Qr7DXsXeccd+dNKNyKGPlGOdcgpHhGHAjE+dNMu0C+VG1Qpvi05vLPK9+5aXn9FHGY+Y0f8uPvIxf/ek/cwRPI3L6Za9fcddDoF0jC0zhvKEga2qSpqOX8gfy9kHtajL7l5Lh3sxnbSqUsTRmRy4jXuDq2YvsafTIRHNVtMKecJOEgGPBRZraOdL7jNNkKuWae7hdu4uU4Cpd9KzGotHA0Dqt70bWILOaYRIUHdDwYWgkZ6/E69mkfGHInfIwdK1Uc+TVM8idC1CDIXTbmJFFDxOkFtJYzehHjvFrn1L0DruBvXn/HN3jGygtvGP5Or7h4O10ojFjCfmH0VFuqZ8ChJHAiTTgcOBbBYsrSVcjIFC+pBcwYEwoEZFyCTX+IEkRtGi0UoBGdX7k8zFknhR49T//Wn7vLX9aTriEZXCO4O5dA3cxnJ+rw6wq0x+KjdbKHVhl3eK5ke9ip7HdicKJ9uuIf6nNdXE58Wsv3VbhSEMhzyg6AyrvOHtCRScu1IcC47VzuUZOj8UlByrlXk5jhY0qL+E7HGdQEGt0WHa3dD/FGXEJnONslOIN1996+d/+FMczZ17GR4dvxeiMBdnmLznEs+2DHLExXVNzXRZX69x6xRpDES5klvWsydxwSO/WZYarDXp3zNFcEfqHO4RbNWrLEQxHmFbDPZi3t11FjWEMIuimgo1NN1aaTWTlIqBQnTbRx064NsH7FtnzjnMkMzUGV81Q6xva0QizPiBZatO5zxJu9Onth6yhef/21Zix4m8/diNm01BrjWmtG5IZoT5UJI0aNesiLK0+KDS1tQxtIRh4GywCmaBHKcEgRW8NMYMYay2Mxo5dHo9LZ9l3fBVt0J4VlEYdNdMBY9g83qR/pIFWgr2uj2plzNWG7O9sshRtc7RxkRTDleEaszqhqwOUGIzWpGKJSRlb6GURmxKwlrW4qDqsJ03Gm3XWB03sgw26d8HMR1cxW0Mny0gygkDxpa+47XEdW48nXvzaF/CO33nvQy+k8tyUz3z7kzb+cg4zO+w6zl5VpXKVHKhLIoa7HG9x3EpxifQz/+5tsBTJhn67ud31ZIfK8B39yi5+ypMXSio65hRs6LZlxpB4x5kUl+CXkx7epivx9jp3nK2CGJfjgk/ITbSz17mmWZRjSoz4d3hn2DMBxhodZa4ysQl57p6jj/g6fS54zOQZOV79Ff+e9VVf/sUbI0RIZ+qF7ldZ57QlsyFZpEsnGtg65LL0cwz2ZWRN/ACzdPdvE0SWzCqOtNe5dvYCiWjmzYDrG2fJ0LT1mMPhOkoJHRRdH05oEGD8AMtFIBsywlq4aA3r1hmo0+ki63GDuwb7GSQhnzh7gDQLUKcjVGyon4cwhsZyQjgQgs0RZpA4ViL2LWbjBMkyJJ5MUFBR6NhBY9DNhhsi3ZYLW9YDkrkmKMVo3hB33Lnp74Nkxjkd4dyY1hXbLlJDxiuv+AiBztBAR4+4rnYOpZxjHig4ZJwmOX//DgmIihfRPOM8cEmuO/272T8gbDz6HXeejPj6vW+gvzl85CvsFvJ7pA5zbvDyW3eCYWDSIO4M4+XLmorD7JMDxZhJQ53LMDRetqF8hrb/7jOwURQVNKiE80SpMtM6z8IGJHTHYn1ljTIj24f5vCQtM5ThPO1Dfd5Hz6rSDJU7zpDXLLUF4+yeSMrgK3CU500bRabs5LgWeNcr38CxmflHcBGf+vj+d38bWddFCQ9FF3nVzB10h03CEOp1ISGjbxNOxQGntmegpTkfd/ndM89h9f17GGtNbR3aZxSdu9ddZaAkwyxvQb+H9RbG9vuovCOUcs6HzayrZawUZBkqDLHWraFnu7Ddw9ZDsv0LBKt9Vwt/axvptlHax5F9s6zBwRrKaob7akTbQto0mNiS1QxZADZSBEPHDofbGSax6LFFxxYTW3TmBWlJisoyWFlzLcJj5/BLmlacZY3OjzsI0I0GdNskC3VGSzV6RxqYY0PCIwOSGlwzt8x8Y0hAyrHGCnuDba6OLtJSMfuNJlIajWIkAUaN2bYZW1YYSMC5/hwrpsknBge5d3uJ5X4Hsxqwct8CB/5ig9oDK+6YgN/75M8yt2fmcRlHTzS8pPZqsmSXdtqwu23edTnnCOfSu8s6zJVlL5lXkByeyBCBoKxsVeSh5AUS8j4P+eeK/SYw3l57pzu300ZV7LWP4Bsnz0C7/hYSeFLS2/ws8nZfqWJeFvrfq3J5nbfzTgdK0vR2HD+/Yq9tWJpZawRb8w48jqSwleRrQVCBeJWGysOXmEBhVVY8E/KlP/GqN9Gu1R7ZNXsU8JgxzTl6W7lMA8BdkPFCwwnMU4vyA3C8GGEDXToGOIe5msw03GOxdfcGI0qY3dujVk9JLSzVh1w3ex6loKkTjtfPU9MJFs0es41RggZafvyGGAJlEKRwmBPfLlpr2EgjUtGsph0yUaSisKIIlCW1xtdaccdmMkCEorFYPrBrIcSJa+QSJ7u+NUpmXR1Pa7HWorVG0gyiED3OXBmnwFBfz0jr7iZonYXtuhvA6XqddGZMc35AYIS/Wr6Br953ByjYtnXuifdyTXQelMuXOpWFHNCxr/ohjEhIJKRJHmIXMl98ri4BumJQJPkQTJ1mgAldc6Fj9i8dk7gMW/BQDjOXYSl2OsQT83asA7uH73ZW0xAuXabKZPi/OTmS/wVQmTjNcYXYLZJIbOVZZAXRaqJwfkFE54X1NWWioAJlXT8g8cZax5SMhSh0Il7S4R48OtaFIVYoyMCIciFFz47b1J+oQEpDrODjy+emTrNHZmLyKzy0NXprTeoLQ7TSZBI4ucBY002FZ86v0rNgRTGXDZh93km2ek0eOL2H+oaw+uwuZgydUxl6MMbun3POwInzhIElTZWr3wzYNC0aQEmeSCcCmUWsJYvH7jrbOsHdJ90x1uswjiFOHR2mNYQBUqvRiOsQhdTXnPRNFKjMVVWRMJgYjzpO3TwrSJI5pnk4RomgxrFzMtIMSRIXKfR191VRj985NioIUJ0ONjJk7YDN62fIGoLtptSu32auMWS+1mcuGnBt4zz7o01S0dwUXaCrMromL3gKKZaEAWtJHXTKuq2zkrU5b2bYXmuzETQ5tTnP2tkuwbKhtpW5LrMeCjj16XNTp9kju0SmscPWPQxyB1nAJd1NzFSFjcm/l5vd4TBrXbzoF4l7uc9T8XUmOrlWUeU8dy6z0377p1HR5TWVouSb8gbYTkjwJhlqnUcEvYJCFEVtZ0FhRpC2PLeSeR208j/Ty/AE0JlCEkdsuCoagk50kW+ilILMNTPJVHnkWQqgIcomnm0XhtuPqdP8GSrcP3f8wL/5muLNYdwNGR1sITWNDRXW14XtHYxI69rJHJQTqG8eKmvFAoyWbFFIG2Bmzzb1ltOXNoKUZy6cIdIZgbJcEa0yG47QSpjTQ9omQSE0FYQ651LLzk95lc7Ed8nayjSpl4ekaFLRbKRtLJrlXscdQOIuYm54wemFharBF/9i6V2N3W7QvDwRlF0DR7ELlWhNuDYkL1peX81QeOffPzcEoXeiCz7bNLYBf7t6VbG7Tdvk/qSsBpAJnM4irHtGkAqMJGFdrAs34t8HEHokxTmBENN6w2c3CJ6C+M5//9ric35DX+ow89k5zA8ls6guWwnvKbXLOrssV/2rJuZdepgFpEwDLZ4L+Sr52K3acpwDXJ2ncI5w0c0qK6fnnzXeKIufl5TbzQ1x8d0qV20jd/oFdKKcE+7Xtxno1D/M8m2Kcveu32fdGL72+A0P8eOfXviiPa8lyCw1ErIYfss+k7f3D7JqM1cfeD1kJgg52DbMaE1Tg91S/JOr/o6vPng7h/dfZKbdZ/ScEcmzEvoHA0bzmtUXLLHynC5p08C+LunCAqrdRrVboA26VocgQKxF50mpmUUbjTLe0cgy7GCAjWMks9he3zmyoxF2NMImCTIYIptbsLKGOn8Rde4i+tQF9Mom+uImaqOPPr+OWd5En1/DnF9Hr2yiVjZRq1uYzR5qq+/KyI3G2OEI6fWR4dC1CLeuWYkOAscuhyEqitCdNqrVxAbQv2kPo+MLaCts3JqyfX3GqBdyw+x5jjZXuaK+xv5okz1mmxujcxgyFk1EHU2oYCSGgaT0RRjoEedGbUZW86nhAd6zdpw/71/HyZNLjMYB4XnD0ocSDv7ZBYLVAdZ3yq03Q57xxdc93sPpCYNXvOllkxMuJ32YWMb/qdjr3GeoSiJUrkfOv+/KMKvSudV6wsZfchQ7neDd5nnG+OEkJbvaa9lprPG2dIcIweLbcHt7TmmjyQORo8pmyuqVlWeA+24ShUl9xQ5/HNo3qRIrYMEmCpM5X0nyo1dAqj27L8xGda6aXXzoH/0o4zGXZ+T45//uj/j7D91fXsVM0JnQ2+tisjoT15JaQ28PxaBQwHjRkvgkSQW09vRozQ/9d+HZCydZrPexopgxA26sn/GSIeGI2fTdJRUHjMF6ZrmpI1fmLr88ImzIGARWbcDFrEaC4Y7RYazAx7f3E0vEqfUZzm/PIjGo0y0QaJ4FkwiNlZSwb9H9hKifwjhBb7jKGbK1DYCNHVPhKWn3G6LQsc1ao9ot9wZai6DTRJQinomQmlPQDxcMtuHOzXABxot+O2HKwWecR2s3KK9pX+DGzrnivtsbbHIkXPW+g5u4T49c6AX3D1HM+5eW6iBZ3H9q0imbosD3fcm/4a4P3rfLnB1GOadoPxMNc84UV/XBE+yCN2g5e1xMZ9JIV5oEFZnYudHNG5ugXKiusrz4BMO8IL5bX7mxEriwuvUhv0J6AUioihBdLtHASzQyXc7PWWQoK2gI+KxuN88CtlFZzkyuJ0YKhiMftFLVNPuPNrjU7J347h+6ZNoUDt/z7p9kq+HezJs65tuW3su+9Rrze8dF9Z2xpNx/IaS72CdFcSLt8q7N6zi5sUgWwt2bexl/ukMcG7KGUDtraJ/OqF/MCFKFWe0RbfXJwjqyvoEeD5BGBxkMUGmManeR0cgl3ZnAydtSzypXmTF2OAKoIqytohBtjEu0xlXjIPOltXJCQPBJ2co5y8rdW0opbJYhWea2nzrPQRmDqkfO2W813SaigGzfPKIVg/0RazcbsgjMgSHPvfY+GmFCx4z4gvYJApVRJ+FYtM6M0rS0qy1tgJiMkWRspRFjHXM+6bBmW6z3W5ywC7x3+WrOrswgvZBoy6I3Aq7442XM6pa/nzVvu/BfH4MR8uTEqw69kbVzGxPTdis95zq82oeWYMAEA60uZ/NhMlnbmAq77D/rir02ppTZVaUZ4G23Am3cWIbSvmu3nBjtJBQo/5dSlhF6m27KSkgSeoldqC6x11ZTSOqKZlTKdWPGL5tGFAl+VoFUStxbTdFuG+3YZhv4Khg+7JgFOyK0Pkmb/DngT9WD3/b45FI95vKMHNvb1TJdQhYpeguubbZ7CivQsL1YMnaFw9yWIsbQnB3SWXAOMiiu7V7gYHOT1CoCpbi5ccrvQXGF2UIrF0qY9wNWo2gQUdR49Yl7I/GhLQVD0YQ643zc9dvCtVz1rJbSFpUFbjBkPuQQeBbL6DLMUguKdyZy2QVUHCF/NrKskGiQZkgYOA20tWA0wSAl9fWra5spw1qI0or6GsRdXNJUErB+YpbFY+sA3N3by2zQ52BjC60sF9M2ERl7ww3XL0sUp7MG+/TQOcniyLcLIiz5nvQl8kyvKXZisL2brnnSeKpcdVQ1wJWXJvd9F2e66jBrVTHAjtkQ2bFe1cneja2oOteXHG/lRUnyh8BkOFKqhyiCKF0yAhWzVySeeImGAjLrHgxKcA8o5RNSvANclWbk2dzgbWaMK5iPCwNmisKpVlleCaM8rSotNXjF4eVNUCq/IZfVTHEpRrbUf2Yo1tfapPNDkixhQWe0dMTqmRZXHRxgCenZjBkdc7Oc4dmHHuRTw4PE1vDgIU2rlrK63iFOFb3AsHlNSOfBlDkdsXG4TW1lRE26pPU59DBxtV5bC0XkTXU7zmHd2kKZmhtfmevmJ0lSYQ3zN6vcyU3BZlitUeNK9zSfQ0MRRVNFMEKJLWutWylKyAmAceyyqkXopvMMbDNCZjughLSuGO6NSOYha1uaewfMdft0oyHHGyvUVUyNhCvDNScXFJgP8r4EkIiwRcJmFjJAMRi1WVUtPto/zJnBHINejVFskM2IaNnQWBaCXlY+Y/INTXFZpGk2OUF5O1BxnE2oydKHcZgVE7bDmfMd9r0aYb6clCL/XJk+Ic24XHK2910mnikVIsTVyadiyHNGIb9HfGUnYUKikVtxm9tr32I7l+hZoZDSWW+HTQp5vzcNTlbhUwxU5omQvMpwrlL1daARjUnESzX8AVvPltSeGGP5cfN8/tO/fSVh6HY/7miGe01R9xXlHL/tvbi3F39dkyUh7nqToIR6O2b+4AZaCUYLBxqb3DhzDk2GUcKzGicIsARK6KoxNWUJFIRI/iLkm0e7R3yWM80K10pVYGx9YQwRMgwiQmIDYl+AcDupEQYWmyls4CpmiHFvVEU92oLecsLMXD+kYPebJpdlKAVpWj7X08xpv+MMFbvRZ2IIBlmhDW1egLza+GC9yWCjhhXnUL1//Sq2kgiNYFGcSudYS9qIKDI0Ywk4kXXIrMKiyHAPyPMW4jwcEzwPpZ4erVc/G/zcO3+cIKw4o3mFiuLrbs5t5QFPOe+SxL+J5ctVJkOBO5bPDXAh59j9uAtzVJWCVB64E6vZiuYhn2dUpf2pQmwZVCvkGFm5rzy5N9+u8tOUlJ+L7NR83fx9MwNyuaZMyjTAOclFfp8AVhXLKH/YWjTKyzcAvuyKo1OH+SHwM897EwwCGjYhHgT8p80v5xfOvJiPjhYYYrlwps6BQzE1FVBTASGKxqbmRUvnuTpa44bGGQ6oHi869ikOzq6zZ3ELO5sxvmGEnU/oH9Cce2aTwYGA/pUdBlc0iPd3SA/MkS01yRbbyFwHu6dLNt92XWX37YGD+1H1mvsXhehWE9Ptoms1CAOvLQ7RYeC6sIKrkZ8khYSj+Je56kWSpe5Jn6XOCU8TV05OnHBPRRG6VsM0G6iaE4XamRZ2zyzMtEk6AYO9DbYP1xktGMZdQ2tfj+bSgG63z6LZZjHY4kC4wZwZESEc1Ip9RpN50iYmY4xlbA0rWZ174kXus4usDLqcHszz8ZWD3H7hEFtn26gYGsvC4vvXWXz3GcwgRiInaXnhy575uI6bJzp+4b0/OSm3qDqpCnSgnMO806ndYdMnoZhIJiwc5l3W3UlyFH8v41RfTmo3sbMdsLao4JXbVSVO1llI5CqdEZVIQTZI/jm3y5VdFB0CwRGEOQR06n1gRSGby5fQuS33zwsVq5Io9YejU+1lrf5ZiIKxcnwd8E3XPuPS3/kY4XGTZ+TYHAx50Zt+pbwYGRDCcMZdEZ25B2ayaBl3PeUlEIUZh68+j8Ul5Bll+er9d3gNrmZJbXGktoZSTo97xPQcS6WgqwyRH9Q1FRIq4w2VexJbEbYlBoEtgS0JEeAjgyPEEnBmPMvp8TyZVdyzvsgoCYk3I5L1BmTQPuVGUmPFEvUtKrY0LwzdoD236gbxaARx6nTDcZlsk98wuhaVYfZOu0gSkLlOwfLFiy33Bgn0DodYX8mgv9dV0xADSlv2X3+BIHQnTmP52n0fQ2tIfJmCa8NzNExMjMGKRhCOmg23vQKam6849fkbCE8xnLn3At9682S4XwWqJLOKicV/5XelJ02fnnS8JzXJVSZiB4Oxm6E3FbYiL5pflWaYkqLN5RjFdgL3MHBNSvw6YR7mc4XzrSnn5ZUzXOMSVYT88jBeLqOwyo9VpUoWwhvjvF4z5KHB8jzlpedy9iSLymVFBMIKGy7OiRffwrV6Ku/9vjcxxSPDhy8+yA9+7BeL7y9cuJuXje9l9kCPWQ1dHaGA8xcCFvaMyRCGYvnAygKN7pgLaZdT8Rz/9/RNdJoj1gZNzm50aWzBWBmSOGTx45bBrKMz5u+MyWoBEijq54euuZUo9GBMVtMEWwnhKEZ0gIzGMBg5feho7CQXgMQJymhkVCkLlyQ+2pe6+tB54qDWrjpGYIppKl9OlXIlVa+D0ailebePKCCeqyEG+gfrvvmDZf0WV9kl0ilf94wPs1gfgFhuaZykrUfUtWVBW+aVoq4jMoGYmKFk9C1spjUezDrcG+/lweECoyzk4labj587iFyoE20ozMhSvwhL7zzlSBlAB5q/ePAXHo8h8qTEu37/fbzldeW4FhG00Zd2CNwhS1SFOa1a7CppwQ7bXUmuq2qfq/OqZeYCU4ku6kl7nDczQZz+P49AFtU03PZy6QVQVkrSlCSKv0+yyG3fGpCoIrdTuQTP23PA1t26FoqSn4K3yf53pzUcw+wP2QalPVb5fO9Nu2cIXpJXlqCTnHH269WM4e43/sDOy/eY4nGTZ+Soh5VDECFuKMaLoFLnMIsFuyjOYQb/kBSOXOP0uRohsYqX7PkkoNAIiowrvMMMsF8PCf0FjlCE/oIYdOEwW8pM7ao0I7WaEEvPhoQ6Ayu+TJJglJCJJgotY6tda0hLEUZRgjPyaYU5Do2jr4PQZXq7vU6cA5QqJRoAcewyw5VCxQkYJ2PRgwRpuYdUfTVlsCdEtKK5Imx2AeVqLa48sMi+4ytucCrF2y/eyIv33In1746fig9ybe2sqwSCxori0+kiR4O1/L5DUREmTfGw6Mw3L5m202HWRruw1wR2pA/u5vxW/l7CjlZrcFaN7cQu1KXSjDycXZSxy2t0VhqVePlFdZdFtC/fTC6x2HG4effJXNmjwN2QpmR/ybeVT8ezHT6woXKZht9hUbPZH0iQQJovqxSSiMsOz3+SKCQWp3H2Lx6d6LHLun4qYG+ti8Z62wEb23X+Z+Nmbu6f5Jn181wbpWye63Dg4BiRgJSMtU3DsxYvkggsBdusjDq8/PBH2EobfCI8RH8YsP+6bRJrOPnAEpsvEFQkmHvqbN1oGEeaxrJAPaI/GxJuZ7TOK+JugNoLwYZrZNU4p2Cm7dp29wbYwKD6I1QcOx8lMNgkda3YM8ceirXoMHTOtHeMEV8vX+Ulsbweutlwv7rVRAUBKEvcCUnbETZSJJ0IMYqkBdtXAyiCKOHGY2eohwmRybgiXKGlXQWOPWZMTbvnRKgbiAgpKb2sxkgN2JCANakxGjdYTducHMxxodclHgWYAeh1xcz9Gc3TQ/QgRrR7ZgLMdKf2+jPBwav3T3zf2cUV8M/1yUkP6TAX6+TGrSQ4pMpo58vlyxTOc8XWX65xCRSOvPLbnTi+8qiKz1L9rxL2U8rZRS2uqYmrBQdoL7PIN1T+8DKa5226ypy9FgUmcWVDlV9cZ1624VcJUkUauG+u2YkgUXk+FQpJ9USd/X2tNo83HnenuRaG/MvXfCk//8fvJW4Lo07qH+ogQ5AZYditehvCldecnfALvmj+AVeH1S9xdXSBDDdYWyql5S2JATo6KAZQzYs0lFJkFY8m8w50Kk76CJBYjcFijGWQRQTa0otDImOd1C1Tnp0r36asdu29Ja+/iB88nvFzyXa4G8KW+1eKsoyRl2g45wVklEDThd6CfkzccvVAg6GgEkHq7sR0TsPWcRcgj5OA9fMzLBxcB6CfhfzdxWu4beFeT9wr7hof5JrorH97dJ7JA+kiVwUjQtPmmn1vfxSu9tMH3fkO3/ZTr+Z33vzH7hqMd9TjNmoXh3mHAZ7wTqXigXIpQ60rN8TlQnk7vlaXVRU9nFTmq53HAG6Ai/gyhR65Jg5KDfNO6bvymrhKCSOba5GrWrmKc6zFq5W8UTZZqZdD/HdTHl6QesdZnNFVsUsMzH+FQkMqNJoBs/U6b3vd65nikeNQZ45X7f9q/uzE28kS4d3mWthUPNBZYP+h99A+k7J4YIORDYiUIR0b5loZRgeMSYlT+ML6g4SR5XQ6w1rc4qbjp6iZjI9vHaR+OGV/e4O71vZx4QqIEw39gKEK2W4rVJYhStM7EIGG9ilh3Gm4RgszhiQMCLdS6ivKPezrNVTmOuLJYIgSDXFcSOPUYAj1uivPlqTOFqcJyrjuWAp8NQTBRhFSC7ChYXR0FpUJWTMgC0AhbB/VJB1FSEq9HdNeGNCJRiw0trm6uUxTx7T1iKWgj0EIEGZVRKA1I1EYEsZiUbrP5rjJeeqcTuZYkzb0Qy4O2lw4M0u4HGLGghlYWqcGRA+uua6EWhE1AmbnW/y/f/OvH9+B8iTDNc8+xit+4Kt466/8X9Iku7RzoFETcrEcl5AWE/a7Mk1BNXn+EmJkt/V3YqIcnKr827FMYafzv5Xt+jGd/yfV7VZL0ClXCq5sQqXcPeajedXmVDqFzJS2uzhN3nFOo5Ik0bbMLxErGAuZKZ1kYikaWYHLOZMU6k3D/laHv3rV42+vH3d5RhXX//tfIKk4j5qM8YK7Csq6J/SBI6uEtQSjhDCwHG2scVV7GYVFKdhvNlgMtt0Fw3I83CKPRNRQNFVAnjRVJ0RrjRVL4sUyqVj64hycvoWef3o/mMzRkwax1bx/+yoyUayPGpzpu/Dc2vku40GIThXNk+71qnHREm2709u+f8u90G310b2hY7e3tt3blM0mOgMq495lVC1yjAY4diMPrbTrvhGFIunWsE1Hp9lQsX0oLJyf4T7LaE6KJKl9V6zSaJcJmFe1VrmmcwFwtVUF4Zro3ET5mxvmvo/r5v/po3OBn6Z4aff12GzHbbaLsZ1IJDG6lBTv5gRfEtqrMByXYyV2k2bky0NZEUMp95Dw8wr2Ig/3aZdVDbha6spVWMFrRl3bax8aj1Se3+GyuIv5+foUjrXVJVMieVUMz2LYStJeZigaoAi+XnPVOQ+Kkum+BKRgDRPaw5/7qpfwNTdezxSfPZ73p/+SgR8TnWjMd838De2FMQeCTQ4FCbPUSMYBzabFevnb6YshswtDRtZyLmtxbtBhT3OTB+NFPtk/wL76FmMbspE1effpqxCl2YybBOcNtpvR6zWpDzJXD3YjIBwqxpFBj4XmBWcDwz6YkWOvoo3YPawTS7g+RiJNsB37zpMKk2UusmFxET1AsrTi4CikWQebMbpi1kkzdEZ/T0jScs7DYL9xyYSRUDswAAUz+7aYqQ1pBTHPn72XA9EmTR3T1UMWzZC2d3gWtCFUbjCvp8JIDdmyAakoPj3cw0fHh/nU5j62hg3GazWWH1ygcx80VjJILY3T24QXt4tr8h/+8Hu56XnXPGZj4KmIrwhffenEndWi1G4Ex2XssZ9/WUKkaq9zu64oK2nsjAxWqmoU2zIVG547096GS+B8BYGJ2s95dSTRjt22GmzNbdMaVcx3FZHctrIaRd6Zs91uehJR7M9tpzwdmZddgLfXEUVioKOcK7lfXgVgQ5mw1+/51m/jUHeGJwIed6a5ilc96yZ+58MfA0ACYTyfyxoAgYV9mxBaUtefmlkz4mhrhQyFRtOQlLmgT6Y0GmFBDSdewnKHGSBSrlGHiBTM8oQ0A4h9RQ4rMCbAUGYyaYRUArQWRCBODYS42oReQqLH/u0pq5QN8HIUpbVzjrPs0hvSQ6wtj38cQ6vhbobhGGY6jmHup8StyIV7RBH2LfGMQQzUVhXjGTcACYRzF+Y40lgmMBathBODWWaDPov1PmOrSSTk9uFRntE4RaCdx3ZV9xs+l0s6BfDCV9zGu/6/95cTdjjMakciYJEsWP2+g5W+rMOs1CXG2v2tfN+hqysWxRuyHcxFIc/I5xeaM8cEQ16KPK+5WQlj5mx1pTHJRIgz89MUznHJC+LLjmPJm6TgwnxWU7DPOi4ZEBRIAjrwbLXkLMmkLOMl117NFJ8bbmnfyN+P7kSAKE55y9mX0LoY842H/4GXzd5Ftq6YWRyTiiZQhotn21yxv0+KwWjQ64Znzp1nLBqJLrp8kGjEWAJGg/284OD9WAwfXTmIPQ5haNnaHrLRbxAZiDsZw7UQ0RbZDugddmM57Fl07JgxpQxiFSZWpN0QlJPLqdSNy7A/QnQImcX0YmeX0wQZ24KRyxohSiDpaAb7DSZVrD7TzavFGUEtxnQSApVhZhNmoyENE/PcxRNoZdFYrowuEqoMEZjXmoaCQBmsGBIyBiRkKqBvDStZg7PpLGkWcHHU4r5zSwzOtDEjRbRtaSxbmg9sYTYHLn/A3y8gXHfrscdtPDxVcNPzr+MT77urnPAwDrMOzAQpovJ8j2LCI3SYq8tV/xY22ksmigihDznu5F9wRMEEk7xD9mf9mFF4EqQ6U6lddR0Czl57NhrPNgMEMaTNSjuvir02qXec83eBGLI6pd3PI5LKHZRjr1VhrxVwsNPliYInFNMM8MDqOhvjIS9/228DrhqAWOg0R7Tn+4BCK0uoM/7RvjvRyhk/LZYb66fLUrRkXB1sFNGLtjLUtfEyB02dsAhBlAmAlp4k7m1IYMXHjjML96ZLAJyPZ7lntB8RuGtziWFWw1o4d2YeEYXqQ+tMCCI0zlvqPTfYWqd6zrANx+iNnttfr+86AwLWd7gCnGY5D5s3G+WN1Gn5eqKCdNtOHw2krYB0plawdJuHtUvM8q0st44lXhckBFo4csUyoSkd8ttm7yNTAXm9ZqMC3njse9lbfw6BmWrjHg2cvOsMw/6If/bCn5yYPtG4JMdOHTNMfJ+sw+yd5NwBrm5vIuzH7gxFlZ3Ojb2ilGpUjyVnmhVlsp+pMs26YCbEuGTGzLPKjmHwL6EK3xJ7R+KfUHb1o3SM84E6kUiivQyjeBmYTBoUKbebox4Yfu4VX8WXHD1CFDyh+IInLe5cvcAwTXjV3/y6f7Yqbt5zmn/W/Bvae4fM65gFbbBbTTqzTiaRkrHWF6KGs7sDyTix0aXeGZOiWM9aLI+71MKMC3GHe/t7ma8P6Kchd2/tJTCOqDi9PsNoFBAnETLWZEpDqqhtCNYaVKyIhoJkBpUIwdCNu9qmYH39+vpWRtzUmJGgBxlpx1BbT1xb+NAQxjGjuQaIMFhSpIuuZaW6ckh7qU8WG7JQmAlHpFbxrMUzdEKnob6qfoGrohVSNHt0n72B9fpOw4JxWvpEYMiQDSsMBdaHXU7Q4cO9o5wazBH0NB+69yitOwPqq4ISIdxIaN25DJ5UabYjfuQ/v5YvePFNhOF0XD8auPejJ9ha7/GjX/nTE9MvrZQB3osuv06QGHBJT4NdHeJd7PpENQ1Ke507NdX5eTK30ZM2XVVsNFBJUiLPUZFQFctmkSmjiJF/BiiFDVXhS2d54l/ONvv9pTVca+6cYa6kiyijSKu18bVbvvDJBUfuVUqDLjWb/NRL/xFfcuQowWXLoz72eMLdYVcuzAFzE9PCKKaz0AccmyUovmjpfhIJ0eIc6KPRCoFy9TNFFEfDLapduGu5WF4pIkzhiKYVoZLF6Y0d4+wnitCTBoFy726baQOtMsTHG/L8JvFXXks5wB3r5olnrVCZQC0s30KNcYIgv3ypQbKFRANrSycnTV3HKaUgjpHIMc9mmJF0Kd7c2quWzYPaNZNQUNvUxEuup3emFKurs+zfs1Ycx/s3jvEFsyeLvINANTnYeuFnctmmeBgcvu4gj+j9tOoEw6XM8SW1nSmXq8I9nct1Llfjs9iXlKvtfC7sqP8p+dhWZTttbIVAzhlncPrk3I5acaXpKrI7hXspnkgkyWs1V+ozk88LK4dkvdH2CKwiNVKejtRvy29jpl7ny49fxRSPHq5f2Ms4ScibxgNsb9V409o3cLS/wrdc8XfcGq1Tb4wYC77zqiZINW2lSCQjFWF/p4cywshqNoeK69tnGdkICYXZbh+jhJNqkRs655iJhpwezpHOaLIZTWYVy6ttwsCyNWiShtrV7k4hW9NImBJtaLK6Z7ICV0pTCWQzhlQrV5YwNkhNGM/VCYZC2haaWyEbV1myGtSDMVydgECzNmShOUC3hLoec6DVQwTmAtcS2yhLVw9YMDEtlWLRhGjqyhD7VMpYEjKElVGLfjDkdDLLWBsubMxy59Z+7j2zB3qG5pZQXxdaZ4aEF7b8/VneYzNzTW57yS2PzwB4iuL4LUdZX9l4ZAvvpmMu9MeVaRXW9tL1dmxjp73eTaK3Y93SAa2s57iy4u4snkE5qeA/o1VZlq7KPBgfNRQpZXpeMqcAJarISzEppIHfk6pEBAFJfU5WZZ9BViYKokAllInewL5Ohy879sSz1084pznHjz3nRbzlQ++hEWpaC9vkZ1Ip4aaZc2QYxlYRKVjQA2aDvCMgdFRCQ/tC+Ao61Z8poFXu8JZVMwDGnnFWSjEuFlds2lqx7QTX/UopyyCtISjSRBUPZpX6nQA68UctAtXwundUVBS6cnO5xjTxPYOlHNwqy8obaDSGWs1tfpxCS4qyYOEgJemEiAI9EFRmkYbTKamehnmKq705qNEdhTTrCbmnffvGYW6dO0ugGvzgdf/ls79wU1wWSile+69ezu/+zFuptSJGvXjHAngD5crsTOiawYWqHqoTY2FQc6u2i4P8MMX0L+/WV1omqMr61WRBb1hVBtbkug3HMgju3siTR1Qu18AbV69fVvnY9w65kkoJz1x7mifb5mE9L8PI0jxSU/mJFrRRdGoRf/md33z5czfFZ41aGPKGQ8/nd+//O5oSck/vAKBY32pzQ/cse8yQYC5lMUtYMAGbZ9vsOzgkv1C9tQYLS31XKlZZjrTWCbVloDK2+03m2j36NkQEjkTiHFCV0Q0H1HXGPf091JYSFLA402d7UKMWplxYnyEJXOJ33NBI7N+4xikj3xyqkaWM91vUCFQMdkbQfUUyDsAo+omgWjELjR69uMazFk7SicZsJQ069REGS0DG8foKDR2jERZNj1kzIhPNkompYRCEhnKvDC2tWE0itBkxEIGwz2rc4Z7xXu4d7iFLFWtbDcx9DRrnBZOAGaZEZzZQQ9enWHw78W6nxi+/61891pf8aYG5pVm+6ttfzF/+j3dRb0cMJxqywU6GWZlLZXUTzIYwwUBf3mnehTTZSXhc5vMlsjYobLRA0SNiws7nzX2K/VSONz8Eyu1qC1ngfRibs8NuJTfP778qvaN0igvHOPV/c8JcKVdBo6ZYarf4g296FU9EPOHkGTvx6/e/g/92b1m5YSbc5qa5ZTLctWrqmOe17qlEOYTrgo0ycoFmVpdOc0hA4MvMueYdZW3mnpROzIWsZJIfSOexGETgb7evAaVIMsWHVw8jokgTzcWVGbe/dWhciEp5hs/RqJ8bYFJPx11Yc895a5HtnnM2ABkMy7fGSr1cajU3oABmOgULLY0Q22kW64/21BGfmIWGlRt1JVwixIdjCiETcPzgBYxxr8Ii8H9f9J8/28s0xWeIX3rTb/Hnv/quyYk7DeEu+uRczqHy9qY7Q307M6thR+miyriqSi+qITxdbleqEg8vB3J1lyuf86S/oPxsQ1XU9JSaLoxuVnNW1IJrter3k1WkFKJ98omHzdliPymt6JdhMklQhKLep5sAd/3bH2CKxwbf/ed/yl8sf9p/E27b82k2VJtn7XuQr5y/k6uHMbOzFo0iQDPohTTaLjEvlowzK3UWF/ukIgxESDKD0ZYEuGdrL4utbYYScGo8T2RSBrbGyXieuWCAVvDRzYMImsxqVscthlmIUtDfrKEiQUQxuhhR6yakiSEZaxb39RjGIUZSrllY4Xy/S9OmXL3nAg+uLnDN0nnqYUZ/HFIPExZMj/W0yVzYpxuMGWQhHTNmxgyIxXBTtEwdp09tK0NdGbTSbCQhs2FCIhmZaC7aEfcnHVbSLukg5L3JMf7h3FFGvRqNUUZ6e5eZ+2LqZ3qIZAQbfUjKDnZvO/f/e1yu8dMRb3rxv+WT7/v05MSdBMbOKKAqk7VzWWU5v0pggNIV+cFEsp6ZfAYUErsdy1Q+F3sp2mmrQiKHUYWdl9AUdtnWvE8B2LopIo5ZrdyP9a20XdtsVTj+makwyEBaL0lEmIwGKgNJpZazOw4mnPy7f+yJba+fsExzjtceeSG/du/byRAMGV8w7+ozZwKxBNzSOIH1kgqt4KjpUcoloKMqA0rAaNe8w5WZKytWpBUmLRXXihdRZEqReXZ5bL3uV9wy4uPYWVa+YRpbMnnFOFCeVfNl6ZTRPjmwcqA73iRFXDVo52lkZbWD4QjabbfsyLHNPhpCvZcynKsVIe3mJvQXKV4Rw82AZC4pXpDvO7fE1QdXAOHm7hMvDPJUxht+6hv5i197d2lIHyLsBrhGChXLIjvn79Y5qupAT6ypJlmPYlZ+LLvprB+a5XDGt8qqTDLQxf3gW2ZrfJVFn0noShH5+0Mqx4l7Oc4q7IcRXx0jv+fEz89/aqW28wuPH730t0zxecNbvvwlvP237iYOoGkTPnT/9YDi/rP7uOqLV2gF5zibGPbrmEUToAGjnH1NMzi0MEargFRZNlYjluZHZLhKRte0lwmMMBZNkhhmoxFjDGSwr7ZJ39a4th34JGbFycEsDZMwzgLu1/Ms1Ib00hprtSYztSFDGxFgmasPSCTgQH2NA7VNrp5ZwSjLgXCdg40N5nSf47VllmttWnpEXaekolnN2uwxPcYmINQJbZURKKFGwKK31+tJRCd0ssGWEWJJGUhGIpZzWwvcwV4+0T/IIA0Zb9bYPNshOh2SDKDWT2mcWMesbgEUVRAQ4YVf/czH5wI/TfGv/uf38U1Hv8d9UTBZrmcXqMnqRmJtaTe12mFjL2db85Vl0snOp12yfMUWV/ft0/MKtjjfdLXkaN7cx0+XXFoilSIGVooKS9V6zNo6UrmoSCNF4z7vhVNEB0X8ukF5HJJQJBe+5gtuvvRcPsHwhHeaQxPwt1/xMwD8wl1vYtmTwRo4oFcxBlICNJY6CXWdumsNRCoE5VhkBYQqcK6xlIMnRywpxjvfw8rI6qX1opB/z9aL5ftJoxivaVIWjlVJ5elumQh1VMPbbnwprNYo6wvt546Ol2gU66Zp6TTHSTFLAXo4xja8fKSfIjOhS2Ixitp5S39eofwNrtY1dEEVulA9ZZcfJ9Qbdf5y838A8Pqbf5gLJ1cnF5hI6MtNnv8a+KYoO43pzu95XK2KfPBUaofvaqj956qh3W2ZavMTkdI4F6E9SrmFj74jPgnLad78xjKc9+s3XpVsWB/GK8J6parIbT/FWbIKiX7nlF1+XDBTr3PPd/xzAJ7/i7/EOS90y0YhHzx5lD/kVp65dIp/PPcJRmdh/lCPgRjqBGwud9h3YID1hMH+tvgueZb1zYDFOSfB27aW4811AiUMrUHXz9M0CSMTgoWFsEfP1sCmLARDNrMGi1GPxaiHRbE2bnGgsUlqNedGXa5objC2hhk14IraBoloQjK6ZoQVCJTQ1a4ZycAaFk1CiqKjYjraEijoW8UVgdNtbqYNAhyb3tUKiyWRDKuElX6DUa3PiXQRU7c8sLbAJy/uY2OrRY2UYNUwd1dG83QPUosaVCQBWcbbzv/yY35Np4CFfbP81eh/AvB1e76dwfZocgFdtc9mQqahA1Pa652oRA8dKg/+neTFTntdlW7sOIaqbK265UvsdZGXUjrcE8eQV8GQyrPAO8ppvoKX1bnooGcwlBQl6HKJXWG/c5lA/g4B3PkEZ5ereMI7zVV89cFv49fu/zE/VizHWxfJz7wFjpjNCV+z5b+5caMomhMryKSsHmGr41QpRvlCwEal4OBq0nIMNLCV1IqxmqUGEjeAq13fqklMEugytGYM+OLpKjDIOPOfNZJkXJJA4HvHF6GeOIYocssNYqhHxY3UXhuzebDp6twqxcwpxdYV5D+O6GREfCxGKQgfSh87xWOGN77l1fzkP6mEWndmClfHApRNUXKn+HJGdCc7UdXgVcvNXYb0yPer2GHvrVB0kfL3V/Uw8g0V754+oU/hWYl8f5ZJFrrysqoKFloV66W6nG+yMuyncPm0eUJKLXziZFo/nfEDX/xCfuS9fwUo6jrmHfc8C0Rx4twerrn1Aiwuc27c4mDQZyEzzO7bZCyO7NhcrrNnT4xCkaqMuVDTVTUSLBvbIXtnxgiwoTKakYsujiUhrKXUdUbdpjQbMW0Tk4hiO6tzJNqgl9U4azociTbYtjVmTY8j4QZ9W8Moy2EzcIl6Avscic1YFB3vkGwitFSAQpEow1LgXhQv2oimtoTKoP2yI2KUgYvjBhIM6UtArBPujhd52+qNnBvOMNvLuLgygz5ZJxkIzXFG674tgnNrjtwLg+L+ajbCx+dCTjGB1/zoy/m1f/X75YQdFTWsnWwKVdjrXfNJmPy8WzWlfJ3d9NA77XJu+qqZ1pXN59HxS8mQktVT1XJx1WS9HcRGwU4qZ3+zvBSdCAGKvHiv8tHBtEp0VNjluUZJRj4Z8ITXNO/EVrzOg/27OLv5Zkb2TDF9r9pgPnBv5aGCOgFNn/ipUdQIMZWOZbYyZIaSkfhLnAms2HJQfDpZQlBYET7cP0ZGgAjcsbqXrdS1St5cbjHYrqOUIrqoCLfdK15zxRJtug2FGzHRtk807A1R2wP3OY6xA8egiLVItbW2Kus2qlqt1DlrjZqbLU9Kp46N8qocwtbRJrYR+JtA2DyiICp/07ve9K18bO0cLzl87cTNPcXjh5XTa3z6Yyf4xR/8HTaWtydn5jpmpdzbe+FcqkvL01WN6yXLVlvnlaHeanmjvJzcxLaUb2ZSlKFTpUZO4Rrt4BxjyUsaGYU15TI20njF00SZorwkHYDSqmiDDU7SZIt71peUqzY1MVCorwT+77/5Nj51Zpkvu/6q6bh+guD0+gafXl7lR//if7MSetJAC8++8m4ejJe4avEC37z/A1yxNqS+b0hNCfM6YtwLqbdTDIpxv0arnXmSyrK2EbAwm5KK5dxmyELX2c+NzBY+R18EA9S10LOuk0JHw1BgbBVdLcQIA6uZ00KCYEUzb1w4e2QN834sb6WGRa+xX0kNc2aMQrMSh+yppWgUw0xTMxkjcY7+MA3JzIAEYbs/S7+W8KnREr2sxspGlz85dwtby20CZaGnmPuIpnPPNliL2Rhg+j7hT8Gvv+/HOfnp8zznK58xHddPEJy57zynP32eN7/uF4mHlW6vih365IrNhUn7DEw0qZpgir29zqOHpmLodjav8iSbGF2w1hJUCJM8IVH5esyFHXe2W+HstugypyWrlZ2Trc9DAZ9Pkj+PAkVSsddpjeK4BHEl6yr+deabmuQT/vyHX8/p9U1ecM2VD3mun2h4UjHNAN1ojpuj5zEXfD8fWv4hN+DEMheOixBDKkJdlyWQLEKgtGfFXAKg5FUzhMJhBhhZTd4I0uayBsT3XndXXCkYZiGZOOFDMgzQmdNK6zgn4VxJI7cJhco7rIkUCVVKKadTyzFhEHcYxywtbxxrkSzzN4jA1hC7GHhHCNrnxmxdGficP8XMg8LmcVUQjQc6MxzozHx2F2CKzwuWDs2zdGiejeVtfvEHf6ecoaucgCo0wcAl4T5ldKUJivdQC4OsuSS8t5vmeeczuZhXDceU30SXWrkJ9sIKYlTBUitfm1HtCBcaUYX+TazkdR/dbvLsa/+MMHlmdj45L08HaK3YP9Nl/8wTpwj+FHBobpZDc7O84dxtvOWO9wGKmor50IlrQRSrq11uqZ9iY2adYCQci1YYr2o6iwMyUdTQ9LZa1FpjZy8Tw8JsilKKUBmaEtLWQoawvmlYmBsDgkmhaQSDItQpIS7xsKEsoqCuDZlYRgR0A0ekbKcBTZWhlCK1IUGeJG4b4GUmOoswgZs+F7jqS0NJUVqxmWj6KiNB6Pfa2LblwaRDLchY7s/yJxefxcV+myXp0zvbpn1fQNSDrJ4x88l1guVNt7+oZJcDrdh/bC/7j+19zK/dFJfHwav2cfCqfbzsO17MH/3C24rpEw4zXGpjJxxmZzElt43sWG4XtngiWljdXumfljZYynXKMqGVWYWDC8oKVpeNSVSxZvkbBAikZJBt6pltb6+D2DvO3u/QiW865bejY7C+qUkjCrhyaZ4rl+Z5suFJxzRXsT1+gJXB36GHf8Q4KzuudYFGJcRdJyLyg7nazMR9V/S9QRSBZVvqezbTJudsBxCsVXygf7xY791nryJ3EzbumwPrygrVzyuMl6E11so22mEvpXbR66Ayi86TO0SQzS3yRis564yI10aVl0c1ykYnqh5Bs1nMy2Zb2GbN3whC70ANIv+bEX7v51/Pe+87yWu+8BnTxg5PcNz/iVN84gP38H9+8z2c+NTZyhxXhq5ANbM6l1vk40OrSl1NcaxFlYGuOMD5y5jk83JjWtHbVRloV0fZVclQWk1U2LBRWbrORrqI+klUWSdUZLmmWqmiWxTgWmCb8qHgWmarwiPPKtplBP7oX7yOD957ilc+72bC6bh+QuNTZy5wx6lz/I+//zvujrydU8KRpXOc31xkfmGLN17/Lm5MziNdaJMwp6DuGy+ESrN5ocPcPleC1IhBo3yekuLiWp3FuRGCsLwVsth1UbtBCnVjffK3YJQmVAYrlpFVNI2zvWtjw1w9RUS4OGqyWB8gwPqoyUJ9iEUYpwFhkDh5n7gExS1iBOhvd+k1Uy5mLZo24Uw2w9vWbmR7XOfIeJt3XLgG/UDdvUCmwsLtGY0Tm45YGcVozy6jFb/0th/mrg/czz/+1heiLxeyn+IJgTv/4R5OfPIMv/GTf8xmpaU5cAmrfAlB4b/v1EFP2PYJZplJCUfFz5EKay1GUWiiTYV1NpXnggJbeZ5IVD4Hsnpl/6Eqc0+AtF7Zf4Src57Pq7DNII5d1qpw4H/7h1/NXWdXeOVtNz9poyZP6qdMp3YlndqVDFvP5+SF55E/eRs7NKFV7a6dfG1jWHGgoXSYAdZs2dJmO2sWpZZFFJkXUColTkzp365UBjpTxZZUrnE2lTdHmNAoF46OUqgwQNIUlML6BMH8dymxRTxaRjHU62UJso0+tMpaLq1zY3pHXDe/brPGsaVFji0tPtTpnOIJgmM3XcGxm67ghluP8b1fVnakmnCYoWQxgIkuVFTZhl3Y5KpGemeHqwr7UHSZqkwHN85t+eWSRMGC664kBkrR4QRIxcmFdjGaklJomVGVhEC/r7zWM8BCt8Hx/Ysc3z8d108G3HBwLzcc3MvxpXle+X9+H6s1rSTm1KkDAFzYXuTvZo5x98w+mhsxX9g6wXBtTGf/CCPQVYKt9enblEApks23BsgRAAASF0lEQVSQ9mwMAgZDoz4g8UklKm4BzmmWcY2g5WQTLh5oSSR13wXG/rPNaozFOfNpohnXfNhdXJm4hAxtMoZi6Vv33FjvtzgZdti2NdpJxplRmzv7B9AIac/wkVNHsVsRJ2pjzIMR3Tszoq2U8Yym+cA6qu8Jm1AX7OKevV2O33yE4zcfeQyvzhSfLa6/9Wquv/VqZha7/OQ3/SKQKyZ2cQoLuQVUu0i5Z31Zgm6CDNmtyUkVftxMOqG72FbKaGCVSa4+K8RHJFWlmYny1S8qB+uW07ik7BpFBDEYQVo0EZ5km6/cN88zDu/nGYf3X/obnkR4UjPNVWRZTJI9iM42GKx/fTG9RkBNl8KbcaXMnIjQp/w+zgxrudFFuDPeSz687h8tcTqeQwFpFvC3546SO829e2eL5ZqnwcRuKNa3hNqa35611M/03WAE1Oqm3w9Ivw+ZLdIW7XBUNjfJnWalQCt0lKvtgXYTVSsd+2SpC1H5W//3X/8IK+s9Du+f+yzO6BRPBMTjmPMPrnL/J0/ys9/5G5Mzd7bMrjrHFSfa1QiliEJwuXatiqKkkGOdK8sFlXFoSqdZGVcBBv9OKGGFuTAULLQykAXltm3omRFwGrrK67tjk9Wl3721/9uf/x5Wt/tcsTQd109WjOOEc5s93nXHp3nzR98HuIjY7OIGGxszqNDysi/4IM9r3ceq6XIoXOda1lE1ixVoK8vgQpvWvj4GqKURJsqc5AdNf6NOa3aEQrG11mFm3jGAkoZIECMIBk2cKlTgdMnr2y3aHbfcxtYsnY7rmmrTEBOkDH00emsUsRooYglINlrcHu7lTDzLrBlwcdjmfWePk4xC9skWZ+/ZR/d+1xbTmpSFD22it4auDX2gUWOf52LgDz/2FrZXt9l/5Z7H/oJM8ahg0B+ycX6LP/3vf81bf/kdkzN3VESaICImbK3xti6PDJpd11NGI2rHM8BDquyyt/GCt9eqUn7OlMSIrWnPTguEGltprpXVKvsNIAl14W3bSl4KQFKneNYYrXj7f/wuBnHMgfmnhnTuSc00V2FMhDFXAzDYuALkFNAg0uU7gfUVM3JtcwpFRQ1B2JC8PbbrOuW5YkBYjjuk4kTz20m9yEJ13kL5QNcpXoupHDOc09NWXC1EufT9U0UhMoq9PlsqulQfIse/bWaufJ72vebpD8sqGkC03iPZ6xyJb/vOF9Goh1OH+UmOqBZx+Jr9HL5mP//9x/+YtQtbNDt1Bv2d3QQrzMSOz2KlYlAvHxIrGqZcdoEy7JazIlLJtHbpBa7ep5pYHsTX5szvKCUUkRfJ8IbdraNSKbTKAJEoxxkq+Jev+TKa9YhmvfLyOMWTDrUo5OjSHP/0S5/Dr33gg1yojdiXRpzZ7AJOu/yhE8d4l7qRTDTPueI+Xq4/wvLsLC095troAqYzZiOLaKqEcEPRXnKvcnUsujlgJBaDZpxkjCRFAckoQLdSl+eCJkVhxVXijzNL3zqFfWpj+lZIgFDHDDPNqm2iEXrbLT4e7WU9bbHfbvDxrUPcu7GEFqHRSxjd06VxTrE8V6f7QMbcJ7ZQ45SkG6G3R+7eyCxhqEh8Cs2P/IdX0+42aHcbu5+wKZ4UaLYaNK9q8F1v+Sb++n++j8HWiPm9M6ytXF62ocwOm1x1mHea653RxV0MtlTXKwPVhT55on607MI6K+Wigboyz0ohk8tLfBb5KTFQKYDRUQHbuCpgP/+9X8Nsu84sT64KGQ+FpwzTfDlk56/xg0HIJCtDxwh9zzqLT5o6UzZbYitrcjbrevca3rV5fTHv1OYCJ7Zn3RcLo3tcUp0o6JxwjjMo6oOMyDPNWKFxaqvcwcZ24TQoyZDesDzm/mDiN6hqCD0M0LXqCG27sL0Iz37hdbz5N9/4GZ2fKZ6ceOmB7ykNZl5Fg8r3aqhuQh8HZf1PmZgnQWlhBVxt8KJrjyqZYQOiSoaiGlqWimZOGa9d9rAVSYaossMU+DJ0UVlvOgtVERJ8yW3X8e/e+I8/85M0xZMO1/38zxCbEBCazT49cU5kqz3iur2nObG9xIGZdV69+EGGYY2BrXE4vMjS2pB0jyLAss+O0KElRtFQQv9iA7UwQiPojQZ6dkgG1IDMKhLtKm30Vlvo+aGLovRCxk3LljRoqTFr4yZ3ZgexopnZHPPn6Y1cHLSYqw1Z3mixdfc8ZqgIZoZ03xXQOuGcpLhlaCwPJ547OnXPoa957XP57p9+9WN9iqd4HPCSuTeUXxSX6JJzwgwoezLApTroy3UCrEYMpWKT83kV6YdUtmEVvnEWECoy/zwQEWxYqexhIIvK9RIDusJSZxUt8xu/4Yv41pc/9xGclScnnvJOs802sevfiwpvIh38DtAHdpNmwEUpnv18erzIkMh37xXeXTjNwh3LBxzbDJAqxnfnTrM4p9kCKKJhRu1i6YlXnWbV6yOpr8+MYDdLJ9rGsesCmEObSgF0Qbdaxawf+W/fyl/98e1c84zDfNu/eNnnfL6meHJgfXmTn/muX+em517NH/7yX5PE1fGyQ/s8YYR3aOMq1VukkgTojGtA4ZnrSafZVsKCeQKJ28akls+GpbG2AWUyobhWrLlRtghSK53mn//hr+HX3/YRvvC6Q3zHy5//SE/LFE9ynFvf5Ef/11/wJVdfxS/e8U426m5sNaIRQ1z/dKUsL9r/CT7WP4rWwgsP3c0xdZF77F4Woj7Pye5no9Wkb2scj5ahJ2w1m4QqZWYtIVkQRhKwoIcIijWpUyfFXgzYXggYS8j8uM8Js8SpeIG2GTLYiHhH/zoGScQN4Tned/Ya5EwdiYRaMmb+bxS1iyOGe2u0HtjGDF0kKAsNJi27zf7cH7yR//5v/5TnfvlNvOr7Xvr4nOQpHnOcvu88/+l7foMXfd2z+ZUf+18T0WS1M4G56gzvrLxRdZqrDnXgpRV59C6cdKgnZBxBxWkOqg61KhK5wZEakncDFMgaRacLrHKOef4rfuM/vpaf/c138I9uvZZXv/TZj/CsPDnxlHeaq0jiB7GrXwEkZOFLGMZvLeZdzPK0ETfubh8fKsIV49Twof6xYtm/PXUl1mcj6USR3NMt2Oz2ibIRTzSy1JedMyMKGqc2S63mYIQajBw7B8iWD98I2Cx1XQBzKD3RNWjvtYdYObvOoav386sf+HeP3gma4kmJB+8+y3d/xb/HWsuzX3QtH/6be8qZSk3WCq3WZ1ZMZl9PVM4ATDAxr8o6WFWyyzYsjaloX9PZw0alYbdQ1gsHUjMZRenuabG+NeSaI0v81k+97nM9LVM8yfHRB8/w2j/7bSSw3NY+zDulrMvfCEYMY8dCL8xtYoeG3kaT7lKPr1n8CB9VR8jQ3Dr7AF094N54P/NBj+v7ZzjZXWIkAcfDZWI098X7aJsRBzfWuL1xhIGtcW3tHLf3DnP3+l4aYcJMr88dZ49htgP04gDzqTpLH41BhO39mqV/2CjyVQRQOemhoNOO2O4l3HDTfn7urT/02J/IKZ5Q+PC7P8W//sZfABGO33KEe+/w4/qSmsxcGkG8nNOsJ9eTimMsO9p2T8wLylwYV1vZFLY8U7gKXLnTHDHhh9RmagyGCbc+4zD/+cde+dmejicdnlZOcxUiwtq5q4ERoDiblachE/j4+FDx/d7+IqcSl6EfkPHOB67GpfALZgT2VMvlSImie7+XXAB6bGldcM6vALVz2yUHl8SozV4xz271SscDQcZl+9T5g/Osn3cs9QtecRs/9nvf/2ieiimeQsiyjK+9+ofJUlspB1eOLC5hNXYxoHnm9GWMMIqyvvgOpzkP9+XbyQJXJk+8ky4VJmPv3i5n1tzL4su+9Eb+xfdMmbcpdkeSpnzBf/sP9FowNxC26kLqU3LqKiY976NvCub2r7B1YhFRsHjDMnEasHV2hvrSgC/dewd/s3wDyTjiWVffz2bc4J77D9LojHje3D28+9yNZGshS1ddZP1il/D2louQXLVB6z1dom1L3NVEq2Nqay5SmTY0teVecawHDnY4c3IDgK9//RfxHT/xisfyVE3xJMKgP+YVx38AsULUCImTHe6YMaVsYwfJMSG7o7TJil2cZu17YYtnoat2vpqgHemKthlsrdzf4WMLPHBmHYBv/yfP55u/8YselXPwZMPT1mneidMr/5L10W8CkPE87hidLua9f/MoA/E6YoH3PHCcwhFZV6ituvuaweyny1kMUjrLthiEwfntosQsNkOtbRb7sIMhpGWIPQyEsS9H9AcXfpW5pZlH+RdP8XTAz37/b/PuP/soAFc/8xD3fOq8m7GzEyD4EF9F07zTaS7mSSnr2KF9s5XmPeDLxVUcc9MKiJMMpeAvf/ef0WqW1V+mmOKR4rt//3/xl4N70Qi3DPfy8e1NchGEkQw18GOwm6A3QpRViBKCvdvwgIsMJnsS9IamtqqRALLjPaJPttEZjLuCGUPdm+hRN6N7qvKoHIwI+74JVgDR9hCbCkrBn97xZmr16bie4jPHD3/Df+YT778PgIPH93DmgdXSaa7qlsERIBPObyWiWHWMobTJIq6D6262HF8Jo6J/tnWDtRAYxV+99QcJqs3YnqaYOs2Xwf+676UM7Tp13eVd68cYinNgFfA39+eNTYDVANX3Zd4EZu+mCGfoUUb7fOkIBxe20HnVDbGwulE41K/6f17M7//0n4HAN3z/S/iOt/yTx+aHTvG0gYjwjbf+BL2tIfNLXbb740ILrfRkAftH7DTj21lXGqKUCYXCt7zhBfzab/0dAN/yzc/n9a+Z6pOneHSRZRnP++lfYiNMOGbaXNjsM/IP/jopcVqJrkiCGQUoFFko1NbLKgBpPaW25ZYVQFnry4dCZjIa61K0gn/jNzyb//ErfwMC3/19/4iv+6df8lj+5CmeBkiSlFfc+C+IRwmHju/lzIMr+Iq4mNCQsZNN3qFbrhIgOfMsPhGwwlDboGSXv/V7XsSv/ep7AMWP/POX8pUvueXz+AufnJg6zY8AaZby5jvfTCxj/vX1P8bz3/pf2UpcDdDXzt/G79z+cVBglKJ7l3+zE3jWsf3c+84HiwH56q+4mT/5TVeT9Ou++XkcO7rAb/z0W3nxK57Dt/6br3+II5hiikcfo+GYH3jNr2At/Jc/+E5e9aKfZTSIUQpe9FW38M6/vAOAMDLERfq/cMttV3L7R04W23npy2/hL/78YwD80299Ad35Nr/9O+/jZV91C69//Qse6581xdMc24MRr/+53yUKAn7rB1/DF//of6EXKaIk48V7DvP2s2dQKDoZDIcpSlw31xddeYj33HMabRWiMl5y9ZW8/Y4TIMIPf9MLSftj/uAPP8irXnEbr3zdFz/eP3OKpxk2Vnv80Cv+C+2ZJj/7/30X3/CsnyBLMoLIcM2zr+STHzoBStGZabDdGxVM820vupb3/+29Bc/3rC+6mo984H4AfvjHv5az59b5P2/9KK/9lhfwsq97aifxPRqYOs2PAj585gwfP3eO1z3rWaSp8O9+86+46dheXvPlX8jZcxu8852f5OVf+2za7adOrcIpnvr42Ice4MF7L/CyV93GYBDz8z/1Vp757KO87Btu5fSpVd77rjt5+Stvo9EIH35jU0zxBMH7b7+P88tbfO1X3MJ2b8zP/te/5Iu/8Gpe+uKbeODBFf7+g/fy9S/7Qur16bie4smDv3/Hp9jaHPCVX/+FrF3s8Us/9Va+5Ctv5kUvuZl77zrL7R+8n5e/5rmE4VOmPcfjgqnTPMUUU0wxxRRTTDHFFA8D/fCLTDHFFFNMMcUUU0wxxdMbU6d5iimmmGKKKaaYYoopHgZTp3mKKaaYYooppphiiikeBlOneYoppphiiimmmGKKKR4GU6d5iimmmGKKKaaYYoopHgZTp3mKKaaYYooppphiiikeBlOneYoppphiiimmmGKKKR4GU6d5iimmmGKKKaaYYoopHgZTp3mKKaaYYooppphiiikeBlOneYoppphiiimmmGKKKR4GU6d5iimmmGKKKaaYYoopHgZTp3mKKaaYYooppphiiikeBlOneYoppphiiimmmGKKKR4GU6d5iimmmGKKKaaYYoopHgZTp3mKKaaYYooppphiiikeBlOneYoppphiiimmmGKKKR4GU6d5iimmmGKKKaaYYoopHgZTp3mKKaaYYooppphiiikeBv9/WhlAsr33l5kAAAAASUVORK5CYII=", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(9, 4))\n", + "fig.suptitle(\"Circular coordinates with levelset colormap\", fontsize=20)\n", + "for i, coordinate in enumerate(circular_coords):\n", + " plt.subplot(1, len(toroidal_coords), i + 1)\n", + " plt.scatter(\n", + " X[:, 1],\n", + " X[:, 0],\n", + " s=2,\n", + " c=CircleMapUtils.levelset_coloring(CircleMapUtils.center(coordinate)),\n", + " )\n", + " plt.title(\"toroidal\\ncoordinate \" + str(i + 1))\n", + " plt.gca().set_aspect(\"equal\")\n", + " _ = plt.axis(\"off\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "087e6391ed1cd4684da4d47dd76868e5fa890f509da77f6f7afb76c04058243b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/.doctrees/nbsphinx/notebooks/movingDot.ipynb b/.doctrees/nbsphinx/notebooks/movingDot.ipynb new file mode 100644 index 0000000..60f0dd5 --- /dev/null +++ b/.doctrees/nbsphinx/notebooks/movingDot.ipynb @@ -0,0 +1,172 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Complex projective coordinates on data set of image patches\n", + "\n", + "In this example, we explore the topology of a collection of images of a moving dot, which, as we will show using persistent cohomology and complex projective coordinates, are parametrized by the 2-sphere.\n", + "Each image patch is a square $d \\times d$ region of pixels.\n", + "Each pixel can be thought of as a dimension, so each patch lives in $\\mathbb{R}^{d \\times d}$, and a collection of patches can be thought of as a Euclidean point cloud in $\\mathbb{R}^{d \\times d}$." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from dreimac import GeometryExamples, PlotUtils, ComplexProjectiveCoords, ProjectiveMapUtils, GeometryUtils\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from persim import plot_diagrams" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's start by looking at a small sample of image patches" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "small_sample = GeometryExamples.moving_dot(10, sigma=2)\n", + "\n", + "plt.figure(figsize=(8,8))\n", + "_ = PlotUtils.plot_patches(small_sample, zoom=4)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The topology of the data is best captured by approximations of the geodesic distance. This is what the function `landmark_geodesic_distance` does." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "P = GeometryExamples.moving_dot(100, sigma=2)\n", + "dist_mat, pointcloud_permutation = GeometryUtils.landmark_geodesic_distance(P, 300, 20)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see, the data has one high-prominence 2-dimensional void." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cpc = ComplexProjectiveCoords(dist_mat, n_landmarks=300, distance_matrix=True)\n", + "fig = plt.figure()\n", + "plot_diagrams(cpc._dgms)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now apply complex projective coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "coords = cpc.get_coordinates(perc=0.9, proj_dim=1, cocycle_idx=0)\n", + "coords_R3 = ProjectiveMapUtils.hopf_map(coords)\n", + "coords_R2 = ProjectiveMapUtils.stereographic_projection_hemispheres(coords_R3)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "subsample = GeometryUtils.get_greedy_perm_pc(coords_R2, 200)['perm']\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "PlotUtils.imscatter(coords_R2[subsample], P[pointcloud_permutation][subsample], 10)\n", + "_ = PlotUtils.plot_2sphere_boundary()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac-installed", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/.doctrees/nbsphinx/notebooks/parameter_n_samples.ipynb b/.doctrees/nbsphinx/notebooks/parameter_n_samples.ipynb new file mode 100644 index 0000000..24a091b --- /dev/null +++ b/.doctrees/nbsphinx/notebooks/parameter_n_samples.ipynb @@ -0,0 +1,87 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Parameter n_samples for speeding up computations\n", + "\n", + "The purpose of this example is to demonstrate the speedup gained by using a small sample of the dataset to build the topological coordinates, instead of the full dataset.\n", + "The size of the sample is chosen with the parameter n_samples.\n", + "In this simple example we do not average several runs since the trend is clearly apparent even without a careful efficiency analysis." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import time\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from dreimac import CircularCoords, GeometryExamples" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = GeometryExamples.noisy_circle(n_samples = 1500, noise_size=0.8)\n", + "\n", + "subsample_sizes = (np.arange(10) + 1) * 150\n", + "\n", + "times = []\n", + "for size in subsample_sizes:\n", + " start = time.time()\n", + " _ = CircularCoords(X, size, prime=3)\n", + " end = time.time()\n", + " times.append(end - start)\n", + "\n", + "plt.scatter(subsample_sizes, times)\n", + "plt.xlabel(\"n_samples\")\n", + "_ = plt.ylabel(\"computation time (seconds)\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac-opt", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "b92ccc6cf4753cf244c150496a947045c7076528614dfd2e8804a0f6266fa336" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/.doctrees/nbsphinx/notebooks/parameter_perc.ipynb b/.doctrees/nbsphinx/notebooks/parameter_perc.ipynb new file mode 100644 index 0000000..5b04404 --- /dev/null +++ b/.doctrees/nbsphinx/notebooks/parameter_perc.ipynb @@ -0,0 +1,161 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Choosing the parameter perc\n", + "\n", + "The purpose of this example is to demonstrate the effect of different choices of the perc parameter.\n", + "Roughly speaking, this parameter tells the algorithm at which geometric scale that data should be looked at when constructing the cohomological coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from dreimac import CircularCoords, GeometryExamples, PlotUtils, CircleMapUtils\n", + "from persim import plot_diagrams" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data consists of a trefoil knot in $\\mathbb{R}^3$.\n", + "As such, at a small scale, the data is parametrized by a circle wrapping around itself.\n", + "Keep in mind that, although the $2$-dimensional projection we display here seems to have self intersections, these intersections are not present in the point cloud in $\\mathbb{R}^3$, at least when the point cloud is looked at from close enough.\n", + "\n", + "When looked at from further away, though, the data stops looking like a circle wrapped around itself, and starts looking like a single circle without any wrapping.\n", + "\n", + "We will identify this behavior by finding two circle-valued maps using the same cohomology class, but two values of the perc parameter.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = GeometryExamples.trefoil(n_samples = 2500, horizontal_width=10)\n", + "fig = plt.figure(figsize=(10,6))\n", + "ax1 = fig.add_subplot(121)\n", + "ax1.scatter(X[:,0],X[:,1], s=1)\n", + "ax1.set_title(\"Trefoil 2D projection\") ; ax1.set_aspect(\"equal\") ; ax1.axis(\"off\")\n", + "ax2 = fig.add_subplot(122,projection='3d')\n", + "ax2.scatter(X[:,0],X[:,1],X[:,2], alpha=0.5, s=1)\n", + "ax2.set_title(\"Trefoil in 3D\") ; _ = PlotUtils.set_axes_equal(ax2)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The persistence diagram has a single high-persistence class.\n", + "It is this class that we use in this example." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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HECQikgAD0DYwBImIrGzv3r0MQBvBSySIiKwsJCQEHTp0wKBBgxiAEmMIEhFZWUREBLKyshAUFMQAlBhDkIjIClQqFbRaLR5++GEAQLdu3aQtiAAwBImILK5+EIwoivjuu+9w3333SV0S/YYDY4iILKjhKNCHHnoIAwYMkLokaoAhSERkIbwMwvYxBImILIABaB8YgkREZnb8+HEGoJ3gwBgiIjPr27cvJkyYgPLycgagjWMIEhGZmaurK9avXw+tVssAtHE8HEpEZAYqlQqzZs2CVqsFUBeEDEDbxz1BIqI2ajgIpk+fPnj++eelLolMxD1BIqI2uHMU6MyZM6UuiVqAIUhE1Eq8DML+MQSJiFqBAegYGIJERC1UUlKCiRMnMgAdAEOQiKiF2rdvj/Xr1+ORRx5hANo5QRRFUeoibE1ZWRnkcjlKS0vh5+cndTlEZCNqa2vh6spB9fbA1N9x7gkSEZlAqVSiX79+uHjxotSlkBkxBImI7kKpVCI5ORlnzpzBu+++K3U5ZEYMQSKiZtQHYP0gmOXLl0tdEpkRQ5CIqAl3BiAHwTgehiARkREMQOfAECQiuoMoiliwYAED0AkwBImI7iAIAr766iukpqYyAB0cQ5CI6DcFBQX6f/v7+2PZsmUMQAfHECQiQt29QMPDw/Hxxx9LXQpZkaQheODAASQnJyM4OBiCIGDnzp36ZTU1NXj55ZfRv39/tGvXDsHBwZg2bRquXbvW7DYXL14MQRAMpsjISAu/EyKyZ/U3w66qqsLXX38N3kjLeUgagpWVlYiKisKKFSsaLauqqkJOTg4WLFiAnJwcbN++HWfOnMHYsWPvut2+ffuioKBAP2VmZlqifCJyAHc+DWLr1q0QBEHqsshKJL0JXmJiIhITE40uk8vl2LNnj0Fbeno6hgwZgvz8fHTp0qXJ7bq6ukKhUJhch0ajgUaj0c+XlZWZvC4R2S8+Dons6pxgaWkpBEFA+/btm+137tw5BAcHo3v37pg6dSry8/Ob7Z+Wlga5XK6fQkNDzVg1EdkiBiABdhSCarUaL7/8MqZMmdLsHcFjYmKwdu1aZGRkYOXKlcjLy8P999+P8vLyJteZP38+SktL9dOVK1cs8RaIyIZkZ2czAEnaw6GmqqmpwaRJkyCKIlauXNls34aHVwcMGICYmBh07doVW7ZswYwZM4yu4+HhwT8AIifz2muvoXv37pg4cSL//p2Yze8J1gfg5cuXsWfPnhY/3699+/aIiIjA+fPnLVQhEdmLQ4cOoaqqCkDdBfFPPPEEA9DJ2XQI1gfguXPnoFQq0bFjxxZvo6KiAhcuXEBQUJAFKiQie6FSqTBq1Cj9pRBEgMQhWFFRgdzcXOTm5gIA8vLykJubi/z8fNTU1ODRRx/FkSNH8Nlnn0Gr1aKwsBCFhYWorq7WbyM2Nhbp6en6+blz52L//v24dOkSsrKyMGHCBMhkMkyZMsXab4+IbETDQTDt2rWDTCaTuiSyEZKeEzxy5AhGjx6tn09NTQUApKSkYPHixfjyyy8BANHR0Qbr7d27F6NGjQIAXLhwAdevX9cvu3r1KqZMmYIbN26gU6dOGDFiBL7//nt06tTJsm+GiGwSR4FScwSRt0ZopKysDHK5HKWlpS0+B0lEtoMB6LxM/R236XOCREStxQAkU9jFJRJERC3VoUMHeHl5IS4ujgFITWIIEpFDGjhwILKyshAWFsYApCbxcCgROQyVSoWsrCz9fGRkJAOQmsU9QSJyCPXnAN3c3HDw4EH0799f6pLIDnBPkIjsXsNBMCNHjkRERITUJZGdYAgSkV3jKFBqC4YgEdktBiC1FUOQiOzSkSNHGIDUZhwYQ0R2qV+/fhg9ejRkMhkDkFqNIUhEdsnT0xPbt2+HIAgMQGo1Hg4lIruhVCoxf/581N/y2NPTkwFIbcI9QSKyC0qlEsnJyVCr1ejZsyeefvppqUsiB8A9QSKyeQ0DMCkpCVOnTpW6JHIQDEEisml3BiAHwZA5MQSJyGYxAMnSGIJEZJOKi4sxfvx4BiBZFEOQiGxSQEAAVq5ciXHjxjEAyWIEsX6sMemVlZVBLpejtLQUfn5+UpdD5FR0Oh1cXH7/73NRFCEIgoQVkT0y9Xece4JEZDNUKhUGDx6MgoICfRsDkCyJIUhENqH+ZtjHjh1DWlqa1OWQk2AIEpHk7nwaxNKlS6UuiZwEQ5CIJMXHIZGUGIJEJBkGIEmNIUhEktBqtfjrX//KACRJMQSJSBIymQy7d+/G7NmzGYAkGV4naASvEySynBs3bqBjx45Sl0EOjtcJEpHNUalUCAsLw5YtW6QuhQgAQ5CIrKR+EEx5eTk2btwIHoQiW8AQJCKLu3MU6KZNm3gnGLIJDEEisiheBkG2jCFIRBbDACRbxxAkIovZvXs3A5BsmqQheODAASQnJyM4OBiCIGDnzp0Gy0VRxMKFCxEUFAQvLy/ExcXh3Llzd93uihUr0K1bN3h6eiImJgaHDx+20Dsgoua8//77+PjjjxmAZLMkDcHKykpERUVhxYoVRpe/9957WL58OVatWoVDhw6hXbt2iI+Ph1qtbnKbmzdvRmpqKhYtWoScnBxERUUhPj4excXFlnobRNRATk4OqqurAdQ9BmnmzJkMQLJdoo0AIO7YsUM/r9PpRIVCIS5dulTfVlJSInp4eIgbN25scjtDhgwRn3vuOf28VqsVg4ODxbS0NJNrKS0tFQGIpaWlLXsTRE5OqVSKnp6e4rhx40SNRiN1OeTETP0dt9lzgnl5eSgsLERcXJy+TS6XIyYmBtnZ2UbXqa6uxtGjRw3WcXFxQVxcXJPrAIBGo0FZWZnBREQt03AQjFar5XWAZBdsNgQLCwsBAIGBgQbtgYGB+mV3un79OrRabYvWAYC0tDTI5XL9FBoa2sbqiZwLR4GSvbLZELSm+fPno7S0VD9duXJF6pKI7AYDkOyZzYagQqEAABQVFRm0FxUV6Zfdyd/fHzKZrEXrAICHhwf8/PwMJiK6OwYg2TubDcGwsDAoFAqoVCp9W1lZGQ4dOoRhw4YZXcfd3R2DBg0yWEen00GlUjW5DhG1nqurK1xcXBiAZLdcpXzxiooKnD9/Xj+fl5eH3Nxc3HPPPejSpQtefPFFvP322+jZsyfCwsKwYMECBAcHY/z48fp1YmNjMWHCBMyZMwcAkJqaipSUFAwePBhDhgzBhx9+iMrKSjz11FPWfntEDm/kyJHIzMxEnz59GIBklyQNwSNHjmD06NH6+dTUVABASkoK1q5di3nz5qGyshIzZ85ESUkJRowYgYyMDHh6eurXuXDhAq5fv66fnzx5Mn799VcsXLgQhYWFiI6ORkZGRqPBMkTUOiqVCgEBAejfvz8A4N5775W4IqLWa9VDdYuKijB37lyoVCoUFxc3Ggqt1WrNVqAU+FBdIuOUSiWSk5Ph4+OD7OxshIeHS10SkVGm/o63ak9w+vTpyM/Px4IFCxAUFMRHohA5gfoAVKvViIuL46VE5BBaFYKZmZn47rvvEB0dbeZyiMgWNQxADoIhR9Kq0aGhoaG8GwSRk2AAkiNrVQh++OGHeOWVV3Dp0iUzl0NEtiQ7O5sBSA7N5MOhHTp0MDj3V1lZiR49esDb2xtubm4GfW/evGm+ColIMv369cOgQYPQoUMHBiA5JJND8MMPP7RgGURki3x9ffHNN9/A3d2dAUgOyeQQTElJsWQdRGQjVCoVjh49innz5gGoC0IiR9Wq0aEymQwFBQUICAgwaL9x4wYCAgLs/jpBImfV8F6g3bp1w6RJk6QuiciiWjUwpqmRoRqNBu7u7m0qiIikcefNsMeNGyd1SUQW16I9weXLlwMABEHAp59+Ch8fH/0yrVaLAwcOIDIy0rwVEpHF8WkQ5KxaFIIffPABgLo9wVWrVkEmk+mXubu7o1u3bli1apV5KyQii2IAkjNrUQjm5eUBAEaPHo3t27ejQ4cOFimKiKzjl19+4XWA5NRaNTBm79695q6DiCQQEhKCJUuWQKlUYuvWrQxAcjqteooEAFy9ehVffvkl8vPzUV1dbbDsH//4h1mKkwqfIkGOThRFg5tf6HQ6uLjY7DO2iVrMok+RUKlUGDt2LLp3746ff/4Z/fr1w6VLlyCKIgYOHNjqoonI8lQqFd58803s3LlTf0qDAUjOqlXf/Pnz52Pu3Lk4ceIEPD098d///hdXrlzByJEj8dhjj5m7RiLbUaMG/t9rwNKewLJIQPUmoK2RuiqT1Q+COXDgAJYsWSJ1OUSSa9XhUF9fX+Tm5qJHjx7o0KEDMjMz0bdvXxw/fhzjxo2z+xtr83AoNWnnbCD3M8O2IX8GxrwnTT13U10JXDsG+AZBlXuJo0DJaZj6O96qPcF27drpzwMGBQXhwoUL+mXXr19vzSaJbJ+6FPhxS+P2Y/8BajXWr+duftoJLOsNrP0jVH8dgKTEeAYg0R1adU5w6NChyMzMRO/evTFmzBi89NJLOHHiBLZv346hQ4eau0Yi21CjBnRGDn3WVNUdEnWVIFRKrwL53wPtuwKh9/3eXnkD2PFnoFYN1cVaJG2sgroWSBrWmwFI1ECrQvAf//gHKioqAABvvPEGKioqsHnzZvTs2dPuR4YSNck3EOgUCfz6c+NlH48EPHyAgU8C9z1jnXoyP6w7Jyn+dq/e7qOBKRsBNy/gggqoVaNGK+LPu27XBWCEK7b9KYABSNRAq0Kwe/fu+n+3a9eOd4kh5xHQ13gI3jxf979f59YdNr3/JcvWcf08oFwMoMEp/Yt7gUMfAyNeBDzlAAA3mYDdU73x3sFqrBjjCQ9f3uCCqKFWj4suKSnBp59+ivnz5+sfopuTk4NffvnFbMUR2RxvE0IkewXQustvTXdeBYMArHdBBQAo9R8M3NMDABDRUYZPx3rBw1UAhsy0bF1EdqZVIfjjjz8iIiIC7777Lt5//32UlJQAALZv34758+ebsz4i2xI1BYDQfJ+qm4DOwo8Tu3HWeLtnB6hUKoSF90RGyF+Bfo8C3h0BxQBg4r+BXomWrYvIzrQqBFNTUzF9+nScO3cOnp6e+vYxY8bgwIEDZiuOyOZ0Hgw88n8BeWjdvItb4z7dRwGyVp1pMI22tm4wjBGqfAFJSUm4desW/r3pS+DRfwPzLgJ/+Q7o/6jlaiKyU636S/3hhx/w8ccfN2oPCQlBYWFhm4sismkDJgH9HwM05UDxaWDTE0DVb5cGdegG/HGZ5V5bWwNsmAgUnWy0SHWxFklbNkKtqUFSUhI2bNhguTqIHESrQtDDwwNlZWWN2s+ePYtOnTq1uSgimycIgKcf0CUG+OtPQN5+QOYOhD0AuMjuvn5rnfqi7rXuUHcZxG2oa0VeB0jUAq06HDp27Fi8+eabqKmpu2ZKEATk5+fj5ZdfxsSJE81aIJHNc/MEIuKBHqMtG4AAcHFfoyYGIFHrtSoEly1bhoqKCnTq1Am3b9/GyJEjER4eDl9fX/z97383d41EdOUwkH5f3d1p7vD5iRoGIFErtfpRSgBw8OBBHD9+HBUVFRg4cCDi4uLMWZtkeO9QsinVVcAHfYHbN40urpWH4V81kzD7hZcYgES/sdijlHQ6HdauXYvt27fj0qVLEAQBYWFhUCgUjZ5RRkRmcEHVKABPFGnRp0tHyP7wPFwHP42/et8jUXFE9q1Fh0NFUcTYsWPxzDPP4JdffkH//v3Rt29fXL58GdOnT8eECRMsVSeR8xIM/0yVF2sx5NNKPLOrBto//BVgABK1Wov2BNeuXYsDBw5ApVJh9OjRBsu+/fZbjB8/HuvXr8e0adPMWiSR09LWAj98qp9VXqxF8m83w74uC4BWq4VMZuHBOEQOrEV7ghs3bsSrr77aKAAB4MEHH8Qrr7yCzz77zMiaRGSSKz8A/5lQ9wikTVOB7HTgwrcADAMwaWAItu05BHd3d4kLJrJvLQrBH3/8EQkJCU0uT0xMxPHjx9tcFJFTun4OWJdcF3rl14CfdwF73wFwRwBGuGLba+M4CIbIDFoUgjdv3kRgYGCTywMDA3Hr1q02F9VQt27dIAhCo+m5554z2n/t2rWN+ja8tRuRzTq6Fqi9bdim1TQOwMe84KGIlKREIkfTonOCWq0Wrq5NryKTyVBbW9vmohr64YcfoNX+fjPikydP4qGHHsJjjz3W5Dp+fn44c+aMfp4jVskmaGuBUzuBK4eAe7oD0U/oH3kEoO7G20bcFryh1VX9HoD+3YB7/2SVkokcXYtCUBRFTJ8+vcnDMBqNxixFNXTnbdiWLFmCHj16YOTIkU2uIwgCFAqF2WshajVRBDZNAc797/e2Q6uAGUrA57fveEQ8cPzzRqsmv/YZ9g3ejkHym/DoPAAY8mfAi88FJDKHFoVgSkrKXftYcmRodXU1NmzYgNTU1Gb37ioqKtC1a1fodDoMHDgQ77zzDvr27dtkf41GYxDgxu6LStQmF1SGAQgAty4Bhz8GHny9br7PuLqn0h9ZjX151ejS3g3dx78CRDyM4REPW71kImfQohBcs2aNpeowyc6dO1FSUoLp06c32adXr15YvXo1BgwYgNLSUrz//vsYPnw4fvrpJ3Tu3NnoOmlpaXjjjTcsVDURgIIfm2hvMJBMEIA/LoOqZiCS0p5Gp07tcfClqQi1ToVETqlNt02ztvj4eLi7u+Orr74yeZ2amhr07t0bU6ZMwVtvvWW0j7E9wdDQUN42jczn3B7gMyPP8xuRCsQt0s+qVCokJSVBrVbzXqBEbWCx26ZJ5fLly1Aqldi+fXuL1nNzc8O9996L8+fPN9nHw8ODPzRkWT1igR4P6q/5AwDIuwBDZ+lnGYBE1mc3IbhmzRoEBATgj3/8Y4vW02q1OHHiBMaMGWOhyohM4OICPLEFOPlfID8buKdH3QjP3255xgAkkoZdhKBOp8OaNWuQkpLS6BKNadOmISQkBGlpaQCAN998E0OHDkV4eDhKSkqwdOlSXL58Gc8884wUpRPVPQ2+ohjwCQSiHq+bGsjMzGQAEknELkJQqVQiPz8fTz/9dKNl+fn5cHH5/Zr/W7du4dlnn0VhYSE6dOiAQYMGISsrC3369LFmyUR1ctYDqjeByl8BHwXw8FvAgEkGXSIjI9GrVy+EhoYyAImszK4GxlgLnydIZnHlB+DfDwFo8CcmuAB//g5Q9DPoevPmTbRr144BSGQmpv6Ot+rJ8kRkghNbYRCAACDqgBNboFKp8Mknn+ib77nnHgYgkQTs4nAokV3S1hhtVin3IGn5UqjVaoSEhHDQFpGEGIJE5iCKwC9HgZoqIHQo4OoOyEMadVNdrEXSpsNQ1+iQlJSE2NhYCYolonoMQaK2KrsGfDYJKDpRN+8TCEz+DAg0vFWf6mItkuqfBsFRoEQ2gecEidrqm5d/D0AAqCgC/jsD6D4akNfd9MwgAEcOYgAS2QiGIFFbnc1o3FZyGbh5AZj2BS7Kh/8egCOisO3/HWQAEtkIhiBRW3ndY7z98CdAxx4Ie3E35r26sO4QqPIQA5DIhvA6QSN4nSC1SOYHgHJxo2ZRFCE8dxgIiIQoind9KDURmQ+vEySytKqbwOWsuptjCzKDRcqLtUjaeBuVZ/cDqHvQMwOQyPbwr5KoNQ7+E9j7DlCrbrRIebEWyb+dA3xv6/d4Y8SfJSiQiEzBECRqqatHgD0LjS5qGIBJ/Trg1fdWWbk4ImoJHg4laqmfdxltNgjACFds+2I3B8EQ2TiGIFFLeTQ+yd4oAGf2hkf3oRIUR0QtwRAkaqmoxwF3X/2sulZEys7bvwfgJB94PPGZhAUSkakYgkQt5RcMpHwBhI0EPOXwDOqDr2ZF4skod2x7fig8pv8XCOovdZVEZAJeJ2gErxMkU1RVVcHb21vqMojICF4nSGRBSqUSYWFhyMrKkroUImoDhiBRCymVSiQnJ6O4uBjp6elSl0NEbcAQJGqB+gBUq9VISkrCmjVrpC6JiNqAIUhkojsDkI9DIrJ/DEEiEzAAiRwTQ5DIBKtWrWIAEjkg3juUyAQbNmzAvffei7lz5zIAiRwI9wSJmnD27FnUX0br6emJ1157jQFI5GAYgkRGqFQqREVFYe7cueD9JIgcF0OQ6A4qlQpJSUlQq9U4e/YsamtrpS6JiCyEIUjUQMMArB8E4+bmJnVZRGQhDEGi3xgLQJ4DJHJsDEEiMACJnBVDkAhAYWEhNBoNA5DIyfA6QSIAU6dOhUKhwIgRIxiARE6Ee4LktA4cOICCggL9fGxsLAOQyMkwBMkpqVQqxMfH48EHH0RxcbHU5RCRRBiC5HQaDoIJDw+HXC6XuiQikohNh+DixYshCILBFBkZ2ew6W7duRWRkJDw9PdG/f3/s3r3bStWSPeAoUCJqyKZDEAD69u2LgoIC/ZSZmdlk36ysLEyZMgUzZszAsWPHMH78eIwfPx4nT560YsVkqxiARHQnmx8d6urqCoVCYVLff/7zn0hISMDf/vY3AMBbb72FPXv2ID09HatWrWpyPY1GA41Go58vKytrW9Fkc/bv388AJKJGbH5P8Ny5cwgODkb37t0xdepU5OfnN9k3OzsbcXFxBm3x8fHIzs5u9jXS0tIgl8v1U2hoqFlqJ9vRo0cPhISEMACJyIBNh2BMTAzWrl2LjIwMrFy5Enl5ebj//vtRXl5utH9hYSECAwMN2gIDA1FYWNjs68yfPx+lpaX66cqVK2Z7D2QbOnfujMzMTAYgERmw6cOhiYmJ+n8PGDAAMTEx6Nq1K7Zs2YIZM2aY7XU8PDz4w+iAlEolbt68iUmTJgGAyYfVich52HQI3ql9+/aIiIjA+fPnjS5XKBQoKioyaCsqKuKPnxNSKpVITk5GTU0NAgICMGrUKKlLIiIbZNOHQ+9UUVGBCxcuICgoyOjyYcOGQaVSGbTt2bMHw4YNs0Z5ZCPqA1CtViMxMZH//xNRk2w6BOfOnYv9+/fj0qVLyMrKwoQJEyCTyTBlyhQAwLRp0zB//nx9/xdeeAEZGRlYtmwZfv75ZyxevBhHjhzBnDlzpHoLZGUNA5CDYIjobmz6cOjVq1cxZcoU3LhxA506dcKIESPw/fffo1OnTgCA/Px8uLj8nuPDhw/H559/jtdffx2vvvoqevbsiZ07d6Jfv35SvQWyIgYgEbWUIIqiKHURtqasrAxyuRylpaXw8/OTuhwywenTpzFw4EAGIBEBMP133Kb3BIlMFRkZiaeffhr5+fkMQCIyGUOQHIIgCEhPT0dNTQ3c3d2lLoeI7IRND4whao5KpcITTzyB6upqAHVByAAkopbgniDZpYY3w46KisLLL78sdUlEZIe4J0h2586nQbz44otSl0REdoohSHaFj0MiInNiCJLdYAASkbkxBMkuVFRU4PHHH2cAEpFZMQTJLvj4+GDbtm2YPHkyA5CIzIZ3jDGCd4yxHRqNhoFHRC1m6u849wTJZqlUKkRERODEiRNSl0JEDoohSDapfhBMfn4+li1bJnU5ROSgGIJkc+4cBfrxxx9LXRIROSiGINkUXgZBRNbEECSbwQAkImtjCJJNEEUR7733HgOQiKyKIUg2QRAEbNu2Da+99hoDkIishiFIkrp8+bL+376+vnj77bcZgERkNQxBkoxKpUJkZCTeeecdqUshIifFECRJNBwEk52dDa1WK3VJROSEGIJkdcZGgcpkMqnLIiInxBAkq+JlEERkSxiCZDUMQCKyNQxBsprTp08zAInIprhKXQA5jzlz5iA0NBQJCQkMQCKyCdwTJIs6ePAgbt26pZ8fN24cA5CIbAZDkCxGqVQiLi4ODz30EEpKSqQuh4ioEYYgWYRSqURycjLUajWCgoLg5eUldUlERI0wBMnsGgYgB8EQkS1jCJJZMQCJyJ5wdCiZ7tYl4OevAfd2QJ/xwPVzQEEuENgX6Doc3377LQOQyEq0Wi1qamqkLkMybm5uZrnTFEOQTHN8E7BzNiD+do/P3X8DtNW/L+/1R3SOfh0dOnTAoEGDGIBEFiKKIgoLCznYDED79u2hUCggCEKrt8EQpLurrgK+mfd7AAKGAQgAZ75GRJ9xyMrKQlBQEAOQyELqAzAgIADe3t5tCgB7JYoiqqqqUFxcDAAICgpq9bZsOgTT0tKwfft2/Pzzz/Dy8sLw4cPx7rvvolevXk2us3btWjz11FMGbR4eHlCr1ZYu13Gd2AqoS40uUl2sRY0OSAh3BS4dQLdxk61cHJHz0Gq1+gDs2LGj1OVIqn7EeXFxMQICAlp9aNSmQ3D//v147rnncN9996G2thavvvoqHn74YZw6dQrt2rVrcj0/Pz+cOXNGP++M/6XUYtoa4Oha4GwG4O0PdIoAfj0L3DgP/HLE6Cqqi7VI2lgFUQQOPNUOQ0Z3tW7NRE6m/hygt7e3xJXYhvrPoaamxjFDMCMjw2B+7dq1CAgIwNGjR/HAAw80uZ4gCFAoFJYuz7Fsnwn8tN3k7vUBqK4FkiJcEdU9EBiYYsECiage/8O+jjk+B7u6RKK0tO6Q3D333NNsv4qKCnTt2hWhoaEYN24cfvrpp2b7azQalJWVGUxO5dezrQ/A3l7Y9u5sePzlW8A30IJFEhGZn92EoE6nw4svvog//OEP6NevX5P9evXqhdWrV+OLL77Ahg0boNPpMHz4cFy9erXJddLS0iCXy/VTaGioJd6CbSkrAC5nAcVngO3PmLzanXuA2/72MDzG/xPowEOhRGR/BFEURamLMMWsWbPwzTffIDMzE507dzZ5vZqaGvTu3RtTpkzBW2+9ZbSPRqOBRqPRz5eVlSE0NBSlpaXw8/Nrc+3Nqa7V4ZuTBThbVI7+Ie3xUJ9AyFwseKhDWwvs+AtwcmuLVz1eqMXQf1f+HoCPecFjwnJg0HTz10lEjajVauTl5SEsLAyenp5SlyO55j6PsrIyyOXyu/6O2/Q5wXpz5szBrl27cODAgRYFIFB3QeW9996L8+fPN9nHw8NDkiH9t6u1eGxVFk5e+/3w6/AeHbH+6SFwlVloJ/3QylYFIAD0DXDBhEhXlFejLgD7jwPunWbmAomIrMemD4eKoog5c+Zgx44d+PbbbxEWFtbibWi1Wpw4caJN15FYyvrsSwYBCABZF25g148FlnvRkztavaqri4D1E7zqAlARCUz+D+Bi018hIqJm2fSe4HPPPYfPP/8cX3zxBXx9fVFYWAgAkMvl+mtEpk2bhpCQEKSlpQEA3nzzTQwdOhTh4eEoKSnB0qVLcfnyZTzzjOnnvaxl4+F8o+0bvr+M8feGWOZF3Vs2tFp1sRbbTtUgfYwnZC4CXF0EuHaNAR7/3DL1EVGLVVZWNrlMJpMZHCpsrq+Li4vBE1+a6tvcJWr2xqb/M37lypUoLS3FqFGjEBQUpJ82b96s75Ofn4+Cgt/3nG7duoVnn30WvXv3xpgxY1BWVoasrCz06dNHirfQrKu3bhtt/7nIgqNTI+JN7lo/CGbV0Rp89MNv9yj07gjM+B/Qzt9CBRJRS/n4+DQ5TZw40aBvQEBAk30TExMN+nbr1s1ov9ZasGABevXqhSeffBJlZWX44osvMGDAADzwwAM4fvx4q7fbFja9J2jKmJ19+/YZzH/wwQf44IMPLFSRedXqjL+/CrXWaLtZ3Hm7sybcOQp05iC3ugXjPrJcbUTksDIyMnDr1i0cOXIE//znPzFx4kTcvHkT27dvh06nw+zZs6FUKq1el02HIFnAzby7dml0GcRjXvBwdwcmrQd6JVihSCJqiYqKiiaX3Xknlfr7bRrjcsc5/kuXLrWproaOHTuGlJQU+Pr64vXXX8eOHTswb948hIeHAwA6duyI6upquLu7m+01TcEQdCbqMuD45ma7GA1AT2/g1WscBENko1pyjs5Sfe+mV69eyMjIwH333Yc9e/ZAEAQsWbIEsbGxcHV1RVFRkdUDEGAIOpfzSkDX9OHQErWIiVvuCEBXAXhiEwOQiNpkwoQJ+Oabb9ClSxcEBwfjiy++wNdff42oqCh4eXnho4+kOdXCEHQmPzV/eUR7TwEbHvHC2twafPbIbwE4YDLQfZR16iMihyUIAj755BODtpkzZ+LZZ5+V9F6oDEFnUV1Z94QII2p1Ilx/u0tNUoQbkiLcALgAT+0Cuv7BikUSkbOR+mbgPMblLCp/NToyVHWxFv0+qsTFW7oGrULdhfAMQCJycAxBZyHvUvecwAbqB8GcuaHDu5m/3TvVPwKY/T3QO0mCIomIrIsh6CxcXIDxHwGoO/Rw5yjQ5YmeQPuuwHOHgYBIaWslIrIShqAziYgHUk9DpR2KpI236wKwjw+2zYyEx7CZwLN7AT6sk4icCAfGOBnVD6eQ9P4BqGtFJCUlYdu2bZI8QYOIyBZwT9CJiKKI119/HWq1mgFIRASGoFMRBAFfffUVUlNTGYBERGAIOoWGT9nw9/fHsmXLGIBERGAIOjylUokePXpg1apVUpdCRGRzGIISiovsaLT9lfgeZtm+UqlEcnIybt++jd27d5v0aCoiImfCEJTQp9OHYmBnwwdUxvfuhL+Mbvt1evUBWD8IZuvWrZLfnoiIyNbwEgmJbZ8z0uzbvDMAOQiGiGzByJEj0aNHD6xevdqg/aOPPsK8efNQVlbW6JmGlsY9QQfDACQiWySKIo4dO4ZBgwY1WnbkyBFER0dbPQABhqDDyc7OZgAS0V2dLSrHoYs3oKnVWuX1zp07h/Ly8iZD0Fi7NfBwqIN5/fXX0aNHD0ycOJEBSESNlKtr8JcNR3Hw/A0AQMd27vjn4/diRE//u6zZNkePHoVMJkNUVJRB++3bt3Hq1Cm89NJLFn39pnBP0AEcOnQIlZWVAOouiH/iiScYgERk1LL/ndUHIADcqKzG8xtzoK6x7B5hTk4OtFotvL29IQiCfvL29oZWq8XAgQMBALt27UKvXr3Qs2dPfPrppxatCWAI2j2VSoVRo0YhKSlJH4RERE3Zc6qoUdutqhocuXTLoq+bk5ODCRMm4NixYwbTyy+/DC8vL/Tp0we1tbVITU3Ft99+i2PHjmHp0qW4cePG3TfeBgxBO6ZSqZCUlAS1Wg0fHx+4uvLoNhE1z8/LzWi7vIl2c8nJycGoUaMQHR1tMN28eRMDBgyATCbD4cOH0bdvX4SEhMDHxweJiYn43//+Z9G6GIJ2qmEAchAMEZkqZVjXRm33dmmP/p3lFnvNixcvoqSkRH/Is6GcnBz9oJhr164hJCREvywkJAS//PKLxeoCODDGLjEAiai1Hh/SBToRWHMwD7eqahDXOwAvJ1j2QdpHjx6Fi4sLoqOjDdprampw8uRJzJo1y6Kv3xyGoJ1hABJRWz0R0wVPxHSx2uvl5OSgZ8+e8PExvEPWqVOnoNFo9HuIwcHBBnt+v/zyC4YMGWLR2ng41M506NABXl5eDEAishtpaWn4+eefG7VHRUVBFEXce++9AIAhQ4bg5MmT+OWXX1BRUYFvvvkG8fHxFq2Ne4J2ZuDAgcjKykJYWBgDkIgciqurK5YtW4bRo0dDp9Nh3rx56NjR+IMGzPaaFt06mYVKpYKXlxeGDx8OAIiMtOzxeyIiqYwdOxZjx4612usxBG1c/TlANzc3HDx4EP3795e6JCIih8Fzgjas4SCYkSNHIiIiQuqSiIgcCkPQRnEUKBGR5TEEbRADkIjIOhiCNubIkSMMQCIiK7GLEFyxYgW6desGT09PxMTE4PDhw83237p1KyIjI+Hp6Yn+/ftj9+7dVqq07fr3748HH3yQAUhEZAU2H4KbN29GamoqFi1ahJycHERFRSE+Ph7FxcVG+2dlZWHKlCmYMWMGjh07hvHjx2P8+PE4efKklStvHQ8PD2zfvp0BSERkBYIoiqLURTQnJiYG9913H9LT0wEAOp0OoaGheP755/HKK6806j958mRUVlZi165d+rahQ4ciOjoaq1atMvoaGo0GGo1GP19WVobQ0FCUlpbCz8/PzO+oMZVKBaVSiXfeeQeCIFj89YjIPqnVauTl5SEsLAyenp5SlyO55j6PsrIyyOXyu/6O2/SeYHV1NY4ePYq4uDh9m4uLC+Li4pCdnW10nezsbIP+ABAfH99kf6Dulj5yuVw/hYaGmucNmKB+EMySJUuwZs0aq70uERHZeAhev34dWq0WgYGBBu2BgYEoLCw0uk5hYWGL+gPA/PnzUVpaqp+uXLnS9uJNcOco0KlTp1rldYmIqI5Nh6C1eHh4wM/Pz2CyNF4GQUTOZuTIkXj66acbtX/00Ufw8fGBTqezek02HYL+/v6QyWQoKioyaC8qKoJCoTC6jkKhaFF/KTAAicjZiKKIY8eO6R+g29CRI0cQHR0NFxfrR5JNh6C7uzsGDRoElUqlb9PpdFCpVBg2bJjRdYYNG2bQHwD27NnTZH9r+/XXXzFu3DgGIBE5lXPnzqG8vLzJEDTWbg02HYIAkJqaik8++QTr1q3D6dOnMWvWLFRWVuKpp54CAEybNg3z58/X93/hhReQkZGBZcuW4eeff8bixYtx5MgRzJkzR6q3YKBTp05YtWoVxo0bxwAkImkcXQd8NBx4vxfw1QtA1U3Lv+TRo5DJZIiKijJov337Nk6dOqV/sK612fxTJCZPnoxff/0VCxcuRGFhIaKjo5GRkaEf/JKfn2+wCz18+HB8/vnneP311/Hqq6+iZ8+e2LlzJ/r16yfVWwBQtwdbX+ef/vQnTJ06lZdDEJH15fwH+Or//D5/dC1QfBqY8T/LvmxODrRaLby9vY0urw/BCRMmYN++fYiNjcW2bdssWhNgB9cJSsHU60tMpVQqMW/ePHz99dcICgoyQ4VE5IzMcp3gyhFA0YnG7TP3A8HRbaqvObGxsZDL5Vi4cKFB+6ZNm7B8+XKUl5dDJpNh3759KC8vx7p16+4agg5/naAjUCqVSE5OxrFjx5CWliZ1OUTk7NQlxttv37Loy+bk5GDUqFGIjo42mG7evIkBAwZAJpMBAEaNGgVfX1+L1tIQQ9CC6gOwfhDM0qVLpS6JiJxdr8TGbV4dgC6WGzx48eJFlJSUGD3vl5OTI9mgGIAhaDF3BiAHwRCRTXjwdaDb/b/Pe3cEHl0NuFnuNmxHjx6Fi4sLoqOjDdprampw8uRJyQbFAHYwMMYeMQCJyGZ5yoHpu4Cin+pGhXa+z6IBCNTt7fXs2RM+Pj4G7adOnYJGo2EIOhKtVovU1FQGIBHZtsC+VnuptLQ0o2MioqKiIPXYTB4ONTOZTIbdu3dj9uzZDEAiohaKi4vDY489ht27d6Nz587NPvzAHLgnaCbXr1+Hv78/AKBz585YsWKFxBUREdkfpVJp1dfjnqAZqFQqhIWFYfPmzVKXQkRELcAQbKP6m2FXVFRg06ZNkh/fJiIi0zEE2+DOp0Fs2rSJt0IjIrIjDMFW4uOQiIjsH0OwFRiARCQlnnapY47PgSHYCrt372YAEpHVubm5AQCqqqokrsQ21H8O9Z9La/ASiVZ4//330atXL6SkpDAAichqZDIZ2rdvj+LiYgCAt7e3U45DEEURVVVVKC4uRvv27fU3324NhqCJcnJy0K9fP7i7u0MQBMycOVPqkojICSkUCgDQB6Eza9++vf7zaC2GoAnqzwHGx8djy5YtcHd3l7okInJSgiAgKCgIAQEBqKmpkbocybi5ubVpD7AeQ/AuGg6C0Wq1PCFNRDZBJpOZJQScHQfGNGPfvn0cBUpE5MC4J9iMSZMmQaPRMACJiBwU9wSbwQAkInJs3BM0ov68X2xsLFavXg2NRgONRiNxVUREZKqysjIAd7+gXhA50qORq1evIjQ0VOoyiIioja5cuYLOnTs3uZwhaIROp8O1a9fg6+trlQtRy8rKEBoaiitXrsDPz8/ir+es+DlbHj9jy+NnbBpRFFFeXo7g4GC4uDR95o+HQ41wcXFp9r8cLMXPz49faivg52x5/Iwtj5/x3cnl8rv24cAYIiJyWgxBIiJyWgxBG+Dh4YFFixbxMgwL4+dsefyMLY+fsXlxYAwRETkt7gkSEZHTYggSEZHTYggSEZHTYggSEZHTYgjagBUrVqBbt27w9PRETEwMDh8+LHVJDmPx4sUQBMFgioyMlLosu3bgwAEkJycjODgYgiBg586dBstFUcTChQsRFBQELy8vxMXF4dy5c9IUa8fu9jlPnz690Xc7ISFBmmLtGENQYps3b0ZqaioWLVqEnJwcREVFIT4+HsXFxVKX5jD69u2LgoIC/ZSZmSl1SXatsrISUVFRWLFihdHl7733HpYvX45Vq1bh0KFDaNeuHeLj46FWq61cqX272+cMAAkJCQbf7Y0bN1qxQgchkqSGDBkiPvfcc/p5rVYrBgcHi2lpaRJW5TgWLVokRkVFSV2GwwIg7tixQz+v0+lEhUIhLl26VN9WUlIienh4iBs3bpSgQsdw5+csiqKYkpIijhs3TpJ6HAn3BCVUXV2No0ePIi4uTt/m4uKCuLg4ZGdnS1iZYzl37hyCg4PRvXt3TJ06Ffn5+VKX5LDy8vJQWFho8J2Wy+WIiYnhd9oC9u3bh4CAAPTq1QuzZs3CjRs3pC7J7jAEJXT9+nVotVoEBgYatAcGBqKwsFCiqhxLTEwM1q5di4yMDKxcuRJ5eXm4//77UV5eLnVpDqn+e8vvtOUlJCRg/fr1UKlUePfdd7F//34kJiZCq9VKXZpd4VMkyKElJibq/z1gwADExMSga9eu2LJlC2bMmCFhZURt8/jjj+v/3b9/fwwYMAA9evTAvn37EBsbK2Fl9oV7ghLy9/eHTCZDUVGRQXtRUREUCoVEVTm29u3bIyIiAufPn5e6FIdU/73ld9r6unfvDn9/f363W4ghKCF3d3cMGjQIKpVK36bT6aBSqTBs2DAJK3NcFRUVuHDhAoKCgqQuxSGFhYVBoVAYfKfLyspw6NAhfqct7OrVq7hx4wa/2y3Ew6ESS01NRUpKCgYPHowhQ4bgww8/RGVlJZ566impS3MIc+fORXJyMrp27Ypr165h0aJFkMlkmDJlitSl2a2KigqDvY28vDzk5ubinnvuQZcuXfDiiy/i7bffRs+ePREWFoYFCxYgODgY48ePl65oO9Tc53zPPffgjTfewMSJE6FQKHDhwgXMmzcP4eHhiI+Pl7BqOyT18FQSxX/9619ily5dRHd3d3HIkCHi999/L3VJDmPy5MliUFCQ6O7uLoaEhIiTJ08Wz58/L3VZdm3v3r0igEZTSkqKKIp1l0ksWLBADAwMFD08PMTY2FjxzJkz0hZth5r7nKuqqsSHH35Y7NSpk+jm5iZ27dpVfPbZZ8XCwkKpy7Y7fJQSERE5LZ4TJCIip8UQJCIip8UQJCIip8UQJCIip8UQJCIip8UQJCIip8UQJCIip8UQJCIip8UQJHJQly5dgiAIyM3NbdX6giBg586dZq2JyNYwBIns1PTp0yEIgn7q2LEjEhIS8OOPPwIAQkNDUVBQgH79+jW7ncWLFyM6OtoKFRPZHoYgkR1LSEhAQUEBCgoKoFKp4OrqiqSkJACATCaDQqGAq6vx++SLooja2lprlktkcxiCRHbMw8MDCoUCCoUC0dHReOWVV3DlyhX8+uuvjQ6H7tu3D4Ig4JtvvsGgQYPg4eGBDRs24I033sDx48f1e5Rr167Vb//69euYMGECvL290bNnT3z55ZfSvFEiC2EIEjmIiooKbNiwAeHh4ejYsWOT/V555RUsWbIEp0+fxkMPPYSXXnoJffv21e9RTp48Wd/3jTfewKRJk/Djjz9izJgxmDp1Km7evGmNt0NkFXyeIJEd27VrF3x8fAAAlZWVCAoKwq5du+Di0vR/37755pt46KGH9PM+Pj5wdXU1+uT36dOn65+9+M4772D58uU4fPgwEhISzPxOiKTBPUEiOzZ69Gjk5uYiNzcXhw8fRnx8PBITE3H58uUm1xk8eLDJ2x8wYID+3+3atYOfnx+Ki4vbVDORLWEIEtmxdu3aITw8HOHh4bjvvvvw6aeforKyEp988kmz65jKzc3NYF4QBOh0ulbXS2RrGIJEDkQQBLi4uOD27dsmr+Pu7g6tVmvBqohsF88JEtkxjUaDwsJCAMCtW7eQnp6OiooKJCcnm7yNbt26IS8vD7m5uejcuTN8fX3h4eFhqZKJbAr3BInsWEZGBoKCghAUFISYmBj88MMP2Lp1K0aNGmXyNiZOnIiEhASMHj0anTp1wsaNGy1XMJGNEURRFKUugoiISArcEyQiIqfFECQiIqfFECQiIqfFECQiIqfFECQiIqfFECQiIqfFECQiIqfFECQiIqfFECQiIqfFECQiIqfFECQiIqf1/wHYeydh4fQlmAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cc = CircularCoords(X, 300, prime=3)\n", + "plot_diagrams(cc._dgms)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now choose a small and a large perc parameter and get circle-valued representations that parametrized the small and large scale circularity of the data, respectively." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "perc_choices = [0.1, 0.5]\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "for i,perc in enumerate(perc_choices):\n", + " circular_coordinate = cc.get_coordinates(perc=perc,cocycle_idx=0)\n", + " plt.subplot(1, len(perc_choices), i+1)\n", + " plt.scatter(X[:,0],X[:,1], s = 10, c = CircleMapUtils.to_sinebow(circular_coordinate))\n", + " plt.title(\"perc = \" + str(perc))\n", + " plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac-opt", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "b92ccc6cf4753cf244c150496a947045c7076528614dfd2e8804a0f6266fa336" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/.doctrees/nbsphinx/notebooks/parameter_standard_range.ipynb b/.doctrees/nbsphinx/notebooks/parameter_standard_range.ipynb new file mode 100644 index 0000000..0967525 --- /dev/null +++ b/.doctrees/nbsphinx/notebooks/parameter_standard_range.ipynb @@ -0,0 +1,229 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Choosing the parameter standard_range\n", + "\n", + "The purpose of this example is to demonstrate the effect of the standard_range parameter.\n", + "\n", + "For efficiency reasons, the algorithms implemented in this library work with Rips complexes; however, when this parameter is set to True, the output of the algorithms are guaranteed to represent non-trivial, continuous maps on the Čech complex of the data.\n", + "In order to be able to guarantee this, the persistent cohomology class has to be sufficiently long, in the following sense: if the persistent cohomology class is represented by a point $(a,b)$ in the persistence diagram, we must have $2a < b$.\n", + "If $2a \\geq b$ and standard_range is set to True, the algorithm will return an error, and suggest setting standard_range to False.\n", + "\n", + "The user can then decide to set standard_range to False, or to increase the parameter n_landmarks, which often results in a persistence diagram with classes that are born earlier (i.e., classes $(a,b)$ for which $a$ is smaller)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from dreimac import CircularCoords, GeometryExamples, CircleMapUtils\n", + "from persim import plot_diagrams" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We consider two datasets, both consisting of a noisy circle with different levels of noise.\n", + "We start with a not very noisy circle." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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hhBBCCCGaFZlmL4QQQgghhBBC+Bm/22deCCGEEEIIIYRo6STMCyGEEEIIIYQQfkbWzAshhHAyDIOMjAzCw8PRNM3X3RFClFFKkZeXR7t27dB1GYsRQgghYV4IIUQlGRkZdOzY0dfdEEJ4kZ6eTocOHXzdDSGEEE2AhHkhhBBO4eHhgCMwRERE+Lg3QrRs+/bt49JLL+XAgQN07dqV1NRU52dUCCGEkDAvhBDCqXxqfUREhIR5IXwoNTWVyy+/nAMHDtCzZ0++++47EhMTZfmLEEIIJwnzQgghhBBNiGEYjB07lrS0NHr27MmyZcsIDQ31dbeEEEI0MVJBRQghhBCiCdF1nffee4+zzz6bZcuW0bZtW193SQghRBMkI/NCCCGEEE2AYRjOSvVnnHEGq1atkmn1QgghvJKReSGEEEIIH0tNTWXAgAH88ccfzmMS5IUQQlRHRubFSUtJyyL1WAFdW4eS3Cna190RQggh/FJqaiojRowgLS2N+++/n99//12CvBDCp0qtioxMiIqAY9kwe6GiqBjOPV3josHy36emQsK88MpTWC8/9suuo8xNyXC2vXt4AlNH9/ZVV4UQTchnf6Tx9foDKKUYk9yeiWd3lmAihBeVg3zPnj2ZN2+efF6EEI2muETx4RzYvQ/axsFt18D+Q/DANEV2nqONbgGU49/fLlccugluvlz+O9UUSJgXHk2fv423lu913r57eAKAy7HK3lq+l1FJ8TJCL0QzUVBQgMlkcjtuMpkICgpyaVfZa4t3MWPZHscNTWN9WjYZ2cVMHd3LrW1luq4THBzsvF1YWIhSymNbTdMICQk5qbZFRUUYhuG1H5UrhtelbXFxMXa7vV7ahoSEOMNcSUkJNputXtoGBwc712OXlpZitVrrpW1QUJDzvVKXtlarldLSUq9tAwMDMZvNdW5rs9koKSnx2jYgIACLxVLntna7neLiYq9tLRYLAQEBdWqbmprK8OHDSU9Pp3v37vz4449ERES4fFYqn1cIIeqT3a544GlI2eLI6roGy/+ArGJFfqGjjdLAbgMqZfcZsxQ3XSZLgZoCWTMv3KSkZbmF9reW7/Ua5MulHvP+h7oQwr+0a9eOsLAwt69x48a5tIuLi3O5/5Erk0l/6WrSX7qazC+fAOCj3/ZRVGqnS5cuHs8ZFhbGsGHDXM7bp08fr20HDRrk0nbQoEFe2/bp08el7bBhw7y27dKli0vb0aNHe20bFxfn0nbcuHFe24aFhbm0nThxYrVtCwsLnW3vuuuuatseO3bM2Xby5MnVtk1LS3O2/cc//lFt223btjnbPvfcc9W2Xb9+vbPtK6+8Um3bX375xdn2nXfeqbbtwoULnW0//fTTatvOnTvX2Xbu3LnVtv3000+dbRcuXFht23feecfZ9pdffqm27SuvvOJsu379+mrbPvfcc84R+fT0dAB2795N9+7d3dr+4x//QAghGsKWXbBuMxgKlAK7AQePQF6e45hTlcxeUgI279ekRSOSMC/cnGwo79pa9sAVQrgrLLWTV+x9tFaIlujZZ58lLS2Nzp07+7orQogWqrDI/ZjbYLvCOcUewKTDgF5gMcuofFOgKW9zE0WtNbdCcClpWYydsapOj5k0PIEpsmZeCL+Xm5tLZGQkGRkZREREuN1f0zT7a95axeaDuY4bmoZuCaRXfDgL/m+YTLOvZVuZZu/Q3KfZG4bB5MmT+cc//kFUVFSN5y3/bObk5Hj8bAohGta+FaUsmJxP3kGDuH5mLn8znJhu7svR/El2rmLM3Y5QX/7rzqTDqPMU3y4DswnsCkKCoaDIkemTusHLD2vExUiYbwokzJ8iT2vLG6IQXGNfMKj6uiYNT0Dhumb+quR2DO0R22wuYgghOOXAsPlgDrd8sJpj+Y7gFR1i4YNbz2RAx6h67qkQ/uf48ePExMSc1DpTCfNC+M7xXTbeG5KNYQNlgGaC8LY6d62JxhJSv6H2+CHF9+8rco5Dj2QYNUFDNzVccN68QzHlBThyDMJD4Z/3wYizYcFK+HOnolWUxrWjIMACJaUQESZr5ZsSCfOnwNsI9tx7htRruG2sCwZVVVfNvmqAb26zE4RoqeojMBRb7SzfeRSlFMN7xhEc4N8jF0LUh/I18tdddx3Tp0+v8x/DEuaF8J0/Xi9iyeMFqCqTtSYuiKTjYEu9PU/WUcXUMQYFuY417MqA4WPhrmcb9veoUo5t54KDag7qO9MUXywyKLVqjBgIiZ01FNAhFnRdQn5jk2r2p8Db2vLUYwX1Fmi9FaNrjMrxyZ2i3Z7D07EHZ6W4bFM3Nrkd58qIvRAtVpDFxKikeF93Q4gmo/L2c/PmzePRRx8lMjLS190SQtSSKcARrqvSLWDYFZpeP6PVS79SFOSCUWkl1vK5cM39ipg2DReUNU0jJLjmdu99Y/Dy5+XfCMWcZYDuuH1aN3jrYZ2ocAn0jUkK4J0CbwXfrHaDOesPkJKWdcrPUd0Fg6agapAHmJuSweTZGxk7YxXT52/z8kghhBCi+au6j/yyZcskyAvhZ3pdEUhwlIZWNkCumSC2n86SZ4p4Ni6L5ztmseo1D9Xk6qgo30MBurLj9SXtIPy5FfLqeM5Nu1WlIO9YP6+V/wPYkgpPf+C9zoxoGDIyfwqSO0Vz9/AEl5HzAR0jmfL1Juft8inxJzsN3dsFg/qsHH+yfUtJy3IL8lXJ/vNCCCFaKk9Bvm3btr7ulhCijsLidW5eHMXSJwrISbfTNtnM4e0G+1baUAaUFsDP/yzCEqyx+Sc7+/6wExqjMfqpIPpd4ToN31aqOHFQERqtERrlmtz7DdH44YOKwKybIDoW2nQ89degFEx/Db5Z4LgdEgz/fgJOP612j1+R4jo1obzn5UftBqzbfur9FHUjYf4UTR3dm1FJ8aQeK8BqN1yCPDjC7JHcYpfQ62nNu7dA7emCwaThCfUWjk9lPX5tZwfU57IDIYQQwh9IkBeieYnpZmLcJ456FaUFiukdXGfgajr8/GwxBUU6hh2yixRf3F5E+LcaXc52RK59Gwxm3FZK/nFAg0seMHHZgxVh/7RzNG55TOOTFxS2UojrAJNf0zEHnPrU9flLKoI8QFExTH0Gvv8EAgNqfnxwoGPWgLdqa5oGrWTSUaOTMF8PyteRz1l/wOP9VUevq45W1xSoK18wqM916Ke6Hr+2swPqOotAiukJIYTwd3/88Qfp6ekS5IVohkwWx1R7VXmXUQ2KchRGea06BZhg4xwrbfuZ0E0w49ZSCrIr7v/xZTsd+ugMGFVR4O6iCToXjFcUF0JwPVWOVwrWbQCTCcp3RlXKMdX+cCZ07lDzOS4bqvG/bxW5BWXF+cqO63rF0oC/Taj9Cm6rTfHZcoNtaQY9O2iMP9dEaJCst68rCfP1qC6h9cu16c5/ewrUXVuHYjHpzkDrqfDcqVq2I9Pj8dqOpHuaNdAjLpRdmRUj9nWdRVB1DX5jVe4XQggh6tN1112HyWRi6NChEuSFaGZMARpnTQri99eLAUew1zSw6xVhVgE2NFZ+ZGflRwX0vdxUNiJfEVh1M3z1nI15rxp0OQ2umWomNNKxFV1IeP30taAApjwF6/4EpVExPx5HEI+Jqt154mI0Zj2n89bXioxjit5dYPQQWLTGUc3+4rM1+nSpXRjPzleMfsJKZk75EcUnSwy+fcJCWC0D/ZEcxeo9doIsGkMTdYLrYfaCP5Kt6epZ1VH2q5LbMaeadeUjE2NZuuNotedsiOrwVftZWV231pu1Jo2N6dn07xjF+EGdTnpk3VMxvbr2R0b1hTg1sv2VECcvNTWV4OBg4uPrfzcH+WwK0bQoQ7H6nRJ2/1xKUITO2X8NZPFLVnYscqyjt+maIzyXp2cNSnUdq9l19Npu0rBrmmN9fEeN1gkadjsMuVTn3Ku0Ux6Zn/4yfLcQjPLRdM2xJEApuO8vcMO42p1nx37FP94y2HcIOraBf92p07fbyfXtgXesfL/aPYJOvcbEHaNq3oZvfarBhDdKKChx3O4Rr/H1/wUSHdryAr2E+QZQNVBWF5zrqj5GqlPSshg7Y5XH+yYNT2BKHc5/Kmvua9unF6/tz1UDa57/U199EaIlk8AgxMkpXyMfGhrKkiVL6j3Qy2dTiKbPWqT4+YUSUn+1kbqJirnoZSLaaxw6ZsJkdmw/ZyiwmjTQNOwa2KoE/Rsf1Rl106ltPnb1LZBx2PHv8u4EWOA//4JBA2p3jqxcxaUPGeQVgmE4RvRDAuH7/+rERtc9QJ/3aCn7PUwQvvUCnceuq3ni+LlPFZN2XGGUvSCTDjecY+LZa2ux+L+Zka3paiklLavW280ld4rmqoEdnCPDU0f3Zu49Q5hwpudSlOf1iq11P95avveUt7zzNr1+/Bkd6hTkva25P5n+VVdMrzbLF+qzL0IIIURdVC52Z7fbkXESIfxX1i4bG98rYNsXhZTm1W2rNUuwxugngrjnpzBColzv03To1F/n1lctDL3BROIwHZtFc067t+vu1eV+eO/Ut3ortVbqQ9mXzQZn9K/9OdZuh5x8R5AHx//mF8Hvm0/uv3WdYz1fADita80XBgxDsf9YRZAHRyX93Ydb5n93Zc18LVQd8T2Zae/l7T5bne52333n9eC+83p4rYhfVUNVh4+PDKpTe28B/GT65y2wX5Xcrlbnqs++CCGEELUlVeuFaD5Sfyrm2+uyMKyOXB0al0f/u0JoOyiAzucF1ulcF08NZM6UEvRKe9Ofd18AHZNNDLrSxOG9iq2XWrHbQBmUJW3XMGstOfXX1LE9HDvuekwpKCyC0JDancPsZea7uZZJUilFVj6EB4PFrPHoeDNrn7VSWOn1XZSscfmZNY8z67pGx1YaB064jswntGl5U+xBwnyNPI34zk3JcK7trstU7pq2mSv/39RjBdVOyz/VPeZHJMbxyuLdHo/Xhbd+1LZ/VZcjVP3eXJXcjhfHJzdKX4QQQoi6kiAvhH9QSlGaqwgI19B076Fv4Z05ziAPUJCpWPWvAqCAgfeGMGJ6BMpQHNtux1aoaJ1kxhLs+XyDb7YQEa+xZb4NcyCcfZOFdkkVqTg+QePBmWY++aeNrMMQ3QoOVyodpekw6OJTD6iDkmHDporXpGnQJtaxz3xtnZUEndrAwaOOUXCTDnHRcG7/mvu3LU0x6TUbB4+DxQSPXqdz4/kmFj1jYd5vdjJz4IIBOkN6137C+Ms3WbjxjVIKSx23O7fW+Pulluof1Ey16DXztSmWNmf9ASbP3ljteebeMwSg1oXXavO85W1+2XXUpShcXde0e1N1tsHJnvdkz+NtffupFLCrr9ckREsm63KFqJ3GDvLy2RTi5GSuL2XB9cfIS7NjDtEY8Xo0ide7D/bYShSvtXIsLneEI/eget3iGFY+V8D+JY4UGdZO59pvo2mVeOrjo4Zd8eXLBos+VRh2GHyZxs2P6wSc4nZtpaUw9Wn4fa3jdmQEvPQs9OpRt/MczVa8+JnBrnTo2g4emqAT36r6vhWXKs6bYuNEnuMiQLmP/m5icB3CuyeHshS/77YTFKAxvJdOSGDLHJlvsWHe09T5lzyMAldXmK3ceb1iWbK9oiJ9fRdea6gK7fV13rqex9v3tK5V9OujL0IIVxIYhKidtLQ0RowYgcViaZQReflsClF3pXkGH/c+REm24bIn/OXftqbThe5D0//rk0neAbtzbXjVQN99TBA7vytxTIvHMXW+dW8zt/zWquI5CxR7llmxl0LnIWbC2/i+RJlhwO5Ux9T67l0hrJEmrm5LU1zxpM3lmNkEt1+s89C4mqvWi5q1yGn23qbOA26B3tP076oqB3lwFF4blRTvEiZPJWQ2xB7z9Xneup6nIde3N9T3SgghhKisU6dOLFu2DIvFIlPrhWiijm+yUnzcvYjcggnHuW5tPBGdXaPQJR9GMXfMCYpzFG4j8xrkHbY7gzyAssPRLTYMu0I3aeRnGvzvkjxOpDoaBUbAzXPCaZ/s28il69CzW+M/b7iHNfmG4fm4ODktMsx7C5NzUzK4aXAXtzA4dXRvRiXFe5z2XnVUvvJzlJ+npWyZVtsLFnVZ3171nDLyLoQQwldSU1PZtGkTV1xxBeAI9EKIpisgwvPUa2u+4tep2Yz+vLXL8baDArh1YxyH1pay8+titn5e7LhDg5H/DufwBhuH1toqRvk1CG6loZscz/Pzv4rISqtI+6UFMPevBdy7KrLeX5uvKKX4/GfFvJUKXYPrztMYM8zz7IMOrTXGDNGYt0phKmvSKhzGnePefuchg+/WGhgKLhuoY1OwYIMds0ljzBk6XeN8P8OhKWqRYb66omivLdnF+7ec6Xa8fMT3qoEduGlwF2egBPeR+crP4W3LtKoj9/6uLhcsaioE6O2cAzpGsiE9p1bPURO5KCCEEKIuytfIHzx4kHnz5nHZZZf5uktCiBrEJFnofGkg+39wLwu/74ciCjPt2EsVwa1NmMvWpge31km4OIiEi4MYNNlGzn4bMT3NRCWYydlvZ8+CEoqzlGPgXsGFL1csezm6w+4ynV/ZcY7SNxcfLlA8/2nFKu2NuxWGMrhquOewPf02E/26GGzcq4iN1PjLxTqtqlxkWbvH4PpXrM519W/+ZMOo2LWPNxfBnMkB9O1Y90BvNxQ/b7eTmW+Q3MFE33bNa3p/i10z/+CsFJcR9sr+OrIb3WLDah30qiu85q2A3ovX9ueqgR1OsvdNy8muga8uUNemVkFtnsOTljJTQoiTIetyhXDXFKrWy2dTiJNjL1W83+kgpTmukUdB2Ux6DT0ARr4eTe8ba15Mnn/EzrbZxdiKFV0vCCQ+uaKK+rz7Ctg4qxSjLNBrJmjdXW9WI/MX/J+dg8dcj/XuDHOePfmQPO4/paxPrdhqTmnlpfcd/6NrcG4vnY//GlCn81rtigkfFLFit915uhfGBnLTWXU7T1PWIkfmwbE2Pu14IevSst3ue2PpHue/axP0Kk/DrxpMW8KWaSe7Br669e3ezlnX56iqpcyUEELUQW4GLH8e0ldDTAIMnQwdTvd1r0QT0RSCvBDi5JkCNAY9EsGvUytmd6rK/9DAKIXFd2XRKslCXHL1QS+sjYlB93n+O/78x4LZ95uNrLLR+IAQGPt68/mbH8Bqdz9m83CsLjJzK4K8U6XBe0M52tTV52ut/LK7onMKmDqvhMv6WogJbR7V71v04oPHLutTY5u3lu8lJS2rxnblU/CrBsLyKeWVeZpS7s8a4oJFbR9b1+eo7sKDEKIFshbB+xfDupmQuRW2fw8zL4EjW3zdM9EESJAXonnoNTGU4NYaWuXko1Wax13m0Cr36fh1Ed5GZ9KyCK77MJSr3w3lvj8iaT+weY2dXnGOVvXbxuXnnFowHtRNd66pd6qS3c9IqPtz7DtuYK5yXruCjJzms/Sheb27qJi6bbUbWEy6M+xVXuNeeQS9pkr15e1PJXxXN3LfHNR2DfypnrOq83rF1vk5WsJMCSFEHWz9BrL3ux6zFcPqd+DyV3zTJ9EkZGZmSpAXookqOmTlj7sPc3xNEZYInZgzQohIDCBmYBA5u6wExpgI724h/YdCNLNG9wlhXLW0DSv+L4sjq0spyS+fz60qAr2CwOhTH+cMDNPofVnzmcZd1QPXaBgK5q5wFMC7/gKNv1x6amH+iWvM7DtqZd3e8p8LLiPzFhM8cqXF42Or0zPOhNWwuhwLMEHHevg5NxXNKsxXXQtdk/Ip9F1bhzLl601e29VH0GvuW6Y1xAWL8nMu25HJK4t3u91/33k96nzOhrjwIITwY3mH63ZctBitW7fmkksuYcmSJRLkhWhCDKtiyag0cneWYtig6KhB7p5clKZhKB00R0Y3NB3NDCjY/FI2ly5txxXfx5G108oXZxxGWQ1HDTulMNCISbLQbYz73vPCldmk8ffrNf5+ff2dMzJE46vJFvYdVazcYfCPWVY0rTzTa0y90kRYUN0vGFwz0Myi7Wa+3+zY696kwyvXBBEZ3Dym2EMzCvOe1kLXpHyt9PhBnUg9VuDx8RL0aq8hLliUn7PEZtRbAC+/gLMxPZv+HaMYP0i2FhKixep+Pvz8hPvxbuc3fl9Ek6LrOm+88QbZ2dnExMT4ujtCiDLZm4rJ2VqKAhSOxOcI8mXl5ZVGWUxH2RyhzVCKtY+f4OIf26GbQUdRPtFaAywBiku/aIUlpPmM2PobXddIaKORfkIRGAAljvzNeUkat488uchq0jWmXRlAfBRkFcDYAWYuTKz7CH9T1mzesSe75rn8caOS4j3ef5GX48K3TmULhunztzHl6018tjqdKV9vYvr8bfXWLyGEn4nvByMewWUhZc+L4fRbfNYl4Tupqancd999WK2OaZm6rkuQF6KJ0fRKo6ou6941XOZmV/q3MqDosKMQWsaKEqrMvMYohRNbqxwUjS63SHHX/0oprVRQb/EWg583n9wa97Qsg+GvF/DuH6V8vbmUiZ8WsnB78/o5N5swf7JT4Suvo/dECqP5nrcK9LUpTNiQ5xJCNBMjpsL9G2Dc/+DOZTBhFpib73pH4Vl5sbvXX3+dqVOn+ro7QggvIvsGEj0wCN2EYz69c4in8r9x+bdmgjbnBAFgDgFNKXTDQFNG2TnAEtZsYpHf2pupKChx/kgAMOuQsv/kwvwLS4o5UeColG8oMAx46Juieupt09Bs3rWeqsbXpPJU7V92HfXYRgqj+V59XmiRizZCCI+iO0O/q6Fdsq97InygatX6v/3tb77ukhDCC92scd6CTnS+PoKwziZMQToajqnzmtkxGq+jsERUxJz4YUEMeq4VAEd+LcakDDQUulKYMGg9wELboYG+eDmikrgI92N2BXERdV/jnleiWLjdSvkgvwIM4Gi+QqlTmePbtDSbNfPgWoStttXswTFaOzclw+18VyW3k/XyTUB9VqCXizZCCCEqk+3nhPA/gTEmhsxsDzgK4uXtKcUcomMK1jixsYTAaBNR/QPI32NDM2uEJ5jRNI3s7aVseysPqDQJX0Hf20MxBTSfomj+ql20zl8vNPPGIhtmE9gN6N1OY/zZpjqf65Hvi8iuMgivAb3b6GhV99bzY80qzIP3ImyVj1W939uo7NAesfXbOXFSPFWgP6NzFMt2ZDrvrw25aCOEEKIyCfJC+D/dohHZq2JUvd0FFfEmMtF1yVTBITtVaSYozWo++477uymXm0nuorN8m52UNIPCUsVVr5ZwUT+dm86x0CqsdkF8yS6bW40tXYN3rg2p/077ULOZZn8qZO/xpm/q6N7MvWcIIxMdF1jW7s/mlcW7GTtjVa0L2MlFGyGEEOXsdjuXXnqpBHkhWpDoXhb0KiVRlB1aD5Qp9k2FpmmckaDzw592thxU7MmETekG//3RxgXPF3Ekp3ZT5CODNbdyiP3bm+gZV/dR/qbM78J8SloWc9YfqNeCZZ7W28uWdE3T0h3u0+RrW8BOLtoIIYQoZzKZmDFjBsnJyRLkhWiCclMK2HTrbjZcs4ODMzPrZZ1zSFszIz+MQ6+U3buODUFDoYzms47a3/24wc6JfEfROgfHTgXH8mHGktpVo3/kfEfBQ5MOprJND6ae3/wu2vjVNPvp87e5TLUem9yOc3vEuqx/P1me1tunpGVJoG9CqitSl3qswO1nlZKW5VIfwdN0fW8Xbao+VgghRPOglHKulxwxYgRr165F1/1ubEOIZi13fT6/D94MdoUy4MhXJ9g5NY3Yy6Lp+UJnAmJOPsIkXBVKu2Gd2Pp2LhueOUHanHzS5uTTflQwF85pi25pPuup/VWJDUd+r3J9RSnIzHW/6LI2zcaCbTYCzRrjB1roFK1zRV8LX98aylcbS9E1uH5gAGd1dn/fHC80WLCnFJuhuKBrAO0j/Gvk3m/CvKctxeamZDjXQN89PIGpo3uf0nMkd4pm4ZbDLs9TH+cV9aO6EfSq91W98FP+c5w6ujddW4eyMT2b/h2jGD+ok9u5vD1WCCGEf0tNTWX8+PF88MEHJCUlAUiQF6IJ2vfSIZRdQaUl7qVHbGTMPErehkLO+r0vuvnkQ7cpSGPT81ku5z/4UxE7/pdL77sjT6Hnoj6c10fnue+g1Oa4rcpTvYLkzq7/zf5us5W/fF6ESXOE/RkrS1g4KZTjRQb3f1dIerZBp2idCWe4bzm7N8vOhZ9kcbTQcf6wAI3vr4tkYFtLg76++uQ3v8Fq2jqsPvYKlz3ImzZv2w9WHV2v7uc4ff42pny9ic9WpzPl601u6+3lPSCEEM1TebG7NWvWMGnSpGa1NZEQzY0t1+7YR8zJEdyVHXLXFZC7Lv+Uzl+QbsNe7PrfAM0MOTtqN4VbNKyEOJ2P7w6gXRRUHp6/cqCJ2851HYt+9LtiUGAzHNvYFZXCk/OLufqTfA7kGCggPdvg6o/zOJLnWujw0SX5nCiqOH+RVfHAwlN7bzU2vxmZr826Zk9Treuiuj3IZap101C+HKK8kv2IxLha706wbEemx6A+KineeQ55DwghRPNTtWr9rFmzmtXWREI0N7Gjozj6rfeBFGU7tfOHdjCjB4BR6nrOiO7+MyLb3J3Tw8Tqp4IpKlXsyVSEBUHnVprbf7uPFyqX2fh2BXuPGxRVui5jKMgvhd/SbIxJqhih35Nlx65cH7s/x33Hg6bMb0bmvY3KVlZT4K+peJ4USPMPyZ2iefDCRB68MNFjwK7rz6tygJf3gBBCNC+y/ZwQ/qfDXW1IeLQ9OKfSKzTsmLBiCbRTvK/I62OVUmR8mcW2Rw6S+kYm9iL3becs4TpD345Dq7Q8uu2IIBLviKjnVyJOVXCARt8OOl1ae94ffmAHE6ZKiVbXoGcbzxE3pEo9hH5xZkyVDpk06N3av9bM+02Yh4rtyV68tj9jk9u53b9wy2Gvj50+fxtjZ6xi8uyNXrczk6r2zYO3n+OIxDiP7SsHdXkPiKZkxYoVXH755bRr1w5N05g3b1617ZctW4amaW5fhw97/2+jEM2ZBHkh/JOmafR4thMXFZ/F6T/1JjDOhAnDUROtxGDrjTs48qX7DkcAm+9PZ934vex58TCbH0jn1+E7sBe7B/ruN4QzZl1Hzn0vlgvnxTPqh3aYAmTGjr9589pgusZURNrzeph4aUww3VrpzqBu0qBXrM6wrq6T0qedF0aXqIrwHhui8/ro8Fo/t81QPl+ypSlf9+AkpaRlMXbGKrfjc+8Z4rGqeW3blreXSub+z9PPsWpxu0nDE5jiobjdyb4H5L0j6tP8+fP59ddfOf3007nqqquYO3cuY8aM8dp+2bJljBw5kh07dhARUTG6EBcXV+siX7m5uURGRpKTk+NyDiH80XXXXcesWbOaRZCXz6ZoCex5NrQAHT3Q9XfWija/Y810Xc8eOTSCM37p73Isf2cxS3ttcT2pBv3f7Uyn21o3SJ+F71ntir3HDAItGp2jHQn+WIHBC8tL2HXMTmKsiUdGBhEV7P63UJFVseqAFbuhOLuDhYjAmv9eOlZs5+almSw5WEyASWPqgEimDojyyfKtJr9m3ls4qsva5rqugy7fxkz4t8o/x/L30aikeOcWhNUF7pN5D0gVfFHfRo8ezejRo+v8uLi4OKKiouq/Q0L4mXfeeYeAgACef/55vw7yQjR31swSdo5LIX9lNugQf39nOv23F5peVvjO5j72qErdR9tLDrsXsNNMUHxICts1ZxaTRmIbE3ZD8djPhby3thhDwbikAD6fEEZwNdsNBls0zu/qXum+OjcuyWTFoWIMoNiueHJdNm1DzNySWPtR/frSpMN8deGoLmubZR10y1bbkH0qo+requBXLq4nRGMZMGAAJSUl9O3blyeffJJzzjnHa9uSkhJKSkqct3Nzcxuji0I0mJycHCIjHVtLRURE8NFHH/m4R0KImuyesJH833IcNww4/PJ+AjoF0/bBLgDEXx/LgTcPuVS4bzPBsXzSsBroFsdoalifYPRgDaNYOYugKxtEnyV/87cE//21iBl/FDsL4s3eXEqQuYCXLw1ztsnIszNlWS5bjlnpEWNm+vAIukbVPhKX2hXLMopdiu5pwI9phT4J8012zXxNW4RVt7a5aqE7WQfdctV2q7na1FSoTnWzP4RoLG3btuWtt97i66+/5uuvv6Zjx46MGDGC9evXe33MtGnTiIyMdH517NixEXssRP1KTU3ltNNOY/r06b7uihCilpRdkbv0BNgNNBxfoMj56ZizTY//JtD+7raYo81YYs0k/KszwV0C+DVuFSsCfuGPxNXkbcgnsLWZM2Z3w1Q+nVqDxH+1I/YCWZrSEny7vdQlZBsKvttRsWVBgdVg1OzjfLe7mJ1ZdhbsLeGCL45zosjgUIGdVYdKOFRQfTV7sw6WKgla1yC0mtH/htRkR+ZrMzW+fJuyyqOp3kZhPbUVzV9t3kfVjaqXt63pPSOzP0RTkJiYSGJiovP2kCFD2LNnDy+99BIff/yxx8c88sgjTJ482Xk7NzdXAr3wS5WL3c2cOZP77ruP0FD5b7AQTZ4OeiBQ5NhvTtMcg+p6UEU40gN1er3RnV5vdAcgf3MB65LXocr2FSvaU8SfF/7JWbvPpM2lkVx48DQK9pQQ1NZCUFvZbq6lCLFojiKJlY4FmyveR7+kl5Jaaes5u4IjhQaPrMzmk10FGMoRzF8eFs0dfcPwRNc0HjotimkbstFwtNeAvyZFNshrqkmTDfNWu/s6GIA9R/NdblddF13dVGdZC9/y1CZkewv8ry7exdIdFZVSq1sDXz77o2pxPXm/CV8788wzWblypdf7AwMDCQwMbMQeCVH/qlatX7p0qQR5IfyEpmmYAhX2IkeQL1e8KZuS1EICu4a4PSZrURbKqJhKjx2sx6zkrc8jemQ0lkgTUQPdHyeat/sHB3Pjl3lUbGgI/zck2Hm/4aHsu9IUH+0scGnzwPIszmkbSGK0ma3ZpRgK+kQHYCmr4fDE6VG0CzUxP62Q8ACd+5IiOSPWN39LNdkwbzF5XgHwxtI92A3lMVTVtdCdaP5qE7K9Bf7KQR5qHq2X2R+iKdqwYYMU/hLNmmw/J4R/U3aFkWNzCfIaULq3kG1nrKBPyjACOrkGc1OI7jr8Wn481L/2CBf167LEAGZfF87M9cVYDbi2byDX9K0I2UPaBxAXonO8yMCuHFvWWQKgaoJUwKpDxdzxay5rjzrqCvWOsjB/dFvahpjRNI07e0dwZ2/fL99osmG+uunJ3gqLyVRn4UlNIdtT4D+vVyxLtrvvX/rakl0ux6uO1svsD1Gf8vPz2b17t/N2amoqGzZsICYmhk6dOvHII49w8OBBZ4Gvl19+ma5du5KUlERxcTHvvfceS5Ys4aeffvLVSxCiQUmQF8L/aSaNwO4hlOwtdClwB46t6o6+uZ/201wH8WKvjWX/M/spOVwKNkCHyKGRhJ/e+AXIRNNyUfcALuruuTp9VJDOgmtbce+ibLYft5EQZWZivyDuXZHl1nZeWgEpxyoKBO/MsTJp5VHmXdS0fsc02TDvKWBV5mm0XaY6C29qCtlVAz/gMcxXPSYV60VDWrt2LSNHjnTeLl/bfvPNNzNz5kwOHTpEWlqa8/7S0lIeeughDh48SEhICKeddho///yzyzmEaE4WLVokQV6IZiDh09PZceFvGLk2l+OaBvYqxwAs0RYG/jGQfU/vp2R/MWHJYXR+rDOayTdFyIT/6Blj5qfxrZ23lVL8fKCYeXuLMOtgM+CqbsFszCvCXmn2h13BmswSD2f0LU0p5WGSStMxa00aU77e5HZ87j1DvAaoU9liTIhyVYspehutf/Ha/lw1sENjdk2IBpObm0tkZCQ5OTlERPh++pgQNXn//fcZPXp0sw/y8tkUzV3p4WK2nb4C65ESMHCue+425wyixjTvz7fwLUMpZu8qZHe2je5RZq7tEcKoHw+x8nCxc7KIDvSNCWDN2A6U2hXHS+3EBZow6b69gNTkwzy4h6pJwxOY4qUQmRD1qfKFIYCxM1a5tSm/sCQXkURzIIFBNHX79+8nMjKSqKgoX3elUclnU7QExbvy2TN2DcVb89EsGu2e7U3837r5uluihVl+qJAxPx+moNQRk3U0LDr8cHFbUotKuGf1EUoMRetAE1+d256hcb4rtugXYR5ktF34XtWLSlBxYcnblohC+BsJDKIpK18j36ZNG3766acWFejlsylaElu2FVOYCc3suSC2EA2lwGrQefY+8q2Go/p9WVL+z5mtGdw2kCEL9ztrL+pAmEVn9xXdiAn0TfHFJrtmviopLCYaU9WLR562PQS4KCm+xi0RhRBCnLrKxe6CgoIoKipqUWFeiJbEHCV7w4vG8fPBQqasOc6RIjtD2wQxqXcEudayyfWa48uiQUaxjRWZdnQN51p6A8i1GmzMLmZkG98UXPebMF9ORuhFQ/M0yh7o5cqwt+0Qy++T96gQQpw6qVovRMtjPVhI4fIjaEEmwka1Qw/1u9gimriUYyVcsegQhnIE82/SClhzrNgxGl9pKbxdQXywiXCL5nGv+ugA11F5pRSa1jhr6f3qUyFTmUVD8zbK7k112x6W3ycXoIQQ4uRJkBei5Sn67ShplyxG5Tsq2Vu6h9N5+SjMcUE+7ploTr7clw9U7IhoV5BeYAfNkebLBubpGWnhLz0jAcV/t51gT34pWln7KzqE0T/KsZf9G7uP8fjWwxTYDEbGhvHRoE7EBTVs3G4SYb42YUemMovGUN1Ie1WVtz30tiWiXIASQoiTJ0FeiOZD2Q3yX1hN8Zc7IdBE6L3JhNzQx2PbjNtWoQortqSzpuZz9J8baPvW2Y3VXdECeCtEr3THYnmlNO7rFcXTA1sRZnHM0v11VGde3HaCA4VW+kcHcW/PaDRN4+uDOdy/McN5jqVH87n6932sGNG9QV+Dz8N8bcOOt5AlU5lFfapupL2yB87vzoMXJjpvj0qKd07FH5EY53WdvVyAEkKI2istLaW0tFSCvBDNQN5Tqyh4ca2zoFjOnT+hBZgIvibRpZ1SCuve/IrhUgC7onRHbuN1VrQI1yeE8/LmbHTAUKCoNIdeAzTFOfFBziAPjm3sEiJNdAjXuahNGOayKwLfZeRiqrSe3qbg1+OFZJfaiQpouOJ4Pg3zdQk73kJWbcOXELWR3CnabZTdkxGJcc5/V70gVWIzSO4ULReghBDiFCUmJrJs2TIiIiIkyAvhZ5TVjmapCDGF722CKuuNC9/f5BbmNU3D0j0c6568imRk0gjsHdnQXRYtTFJ0AIsubs9j646zL99KeqHVMSpfNmJv0qB/dKCz/f6CUoYs3c3hYhsaEGTSWHhuAue0DiXIpFF1oF8DAk0Nu3a+Ufd7SEnLYs76A6SkZQHVj7ZXVR6yKqs8zVmI+jJ1dG/m3jOEF6/tz9x7hlT7vvN2QSolLUsuQAkhxElITU1lyZIlztuJiYkS5IXwI7Z1B8lOfpWsNs+Q1eu/WJfscdzhYTds5amaGNDugyEuBe8CuofT+un+DdJf0bINbhPE4kvas+faLrx4dmvn1HuzBu8MbkP3iABn20c3H+JoiWP5hwJK7Io71x0A4O6EVuiaRnl214C7E2IINjVs3G60kXlP0+lHJcV7bOst7Ewd3ZtRSfFSTEw0uMpbISZ3ivb6vqvugtRVAzt4XUsvhBDCXfka+czMTBYsWMDw4cN93SUhRB0YxwvJu/oTVF4JAOpoPnkTPidy1T0E39iHwjc3uIzOe1szH3xmaxK2XEHhyky0IBOh58ejB/t8dbBo5u7tFc3VncPZn28lIdxCbJXidbvyS52TRcCxEmR/YSkAA6KCWTG8G//emUl2qZ0L24QzuWdsg/e5UT4V1U2nr2vYkf3mhS94e9/VNPouF6CEEKJ2qha769mzp6+7JISoI9vaA6ic4ooDCii1Y12RSvjT54AOxXN3owWaCL1vIMETPYd5AHN8MBFXd274TgtRSXywmXgvF46SI4PYkF1UefUHfSIqdlgYFBPC7LO7NEIvKzRKmPc2erlsRyY924Tz/Lh+WEy6hB3hdzytsa96QUouQAkhRPWkar0QzYMWYvFwVGH9aQdFD/8ANoOQIZ0J/eAa9NiwRu+fEKfiuX5t+f1EEZtzHResWgeYmTmoo0/7pCnlYQFLPUtJy2LsjFXVtpEtu0RTVdutE2X0XTQHubm5REZGkpOTQ0REhK+7I1oACfK1I59N4Q+U1U7u6PexbzzkKF5n0tCiguB4YUUjk4b5nC6Ez7vZdx0VoorNOUXcvDad7XnFdA4J4L3TOzKklfsM3BK7wa/HCyk1FINbhRBpabhK9bXR4GG+POT8susoc1Myqm07954hEoREk1K11sPIxFjuP7+HvE9FsyWBQTSmjIwMBg8eLEG+FuSzKZo6IzMX6/urMA7nYjtSirJrmLpEY+w5hm3ZXtdK9ppG1JHH0My+DUJCAGSV2uj903ZOWO3YlaNCvK7BqLZhDGsdxgMJcVi8bUrvYw06zb5qEBqb3I5ze8Sy/3gBryze7dZetuwSTYmnWg9Ldxxl6Y6jMpNECCHqQVxcHIMHDyYoKEiCvBB+StkN7Cn7Kbnhf6i8YtA0NLsi4P7zCXx0NAV3fu1IRpUrhwWZoYGrfAtRW6uOF3K01O68beDYT/6HQ7n8cCSX1VmFzDqjC5rW9AJ9g32KZq1JcwtCc1My6No61GWP7spkyy7RlHir9QAV288JIYQ4eWazmU8++YSVK1dKkBfCD6ljeRRf8iKlV76Clp+Phg1N2UAzsL62GJVdSOA9gx1h3qRRvu9X0N+GNclgJFomz3vBaygcE0q+yshmZ36J18cfL7WSVlSC0fCr1900SJifPn8bU77e5PG+ZTsyATivl2upftmySzQ1NV1cqi7sp6RlMWf9AQn8QghRRWpqKo8++iiGYQCOQB8b2/Db9wgh6l/J32ehtlVdRlsWaJSi5O9fYX30S4JGdSDgit5YLu9NyIwxBP3f0EbvqxDeDG0VSlJEEBWZXqFQjs3iy+Ta7G6PsxmK2zbvpvXStXResZ7+qzaSVuQ99DeEep9m72lqcmUrdx1zmWIva5BFU+WpUn1l3sJ+1eUlMiVfCCEcKhe7s1gsPPXUU77ukhDiFBhr9oLdcN7WNCgfnNR0Dfv8zY77TTpafASBb0zA1KedjMqLJiXIpLP03G48uuUQK48XsD2vGHRHmNdxVK3vEx7k9rgX92cw8+BR5+1tBUWM37iT387u12h9r/eR+epGKwHWpWW73F664yhfrE7jpUU7ZBRTNDlTR/dm7j1D3GaSXJXczuMFKE8Xs2RKvhBCuFetv/vuu33dJSHEKdJahzsSfBlnkAfHAH150LcbqIPZlIyZQWGvxym6agb2370P/gnR2FoFmnl7YEe2XNiLB3u2Bs3xZjZQ9I2yEKi7x+ZlJ3Jd6jraFfyRk4/NaLzp9vUe5qubmnxG5yiPx2etPcAri3czdsYqps/fVt9dEuKUJHeK5v1bzmRscjvnsTkpGR7fq94uZtV0kUsIIZoz2X5OiOYp4IkxjnXwuuZarD6+mj3kDYXx216Kx72J/ZddDd1FIeqk1DD4X8YRMNvAbAWzjaVZubydlunWtnWAmar7MYSbTHhcgt9A6j3Ml09Nruy8XrGMTW7H2v3ZNT5eRjFFU5SSluW2taKn96q3i1lS3FEI0VJJkBei+TKN7E3QDw9ivuc8zDefQ8A/x2C+4jQ4lgXO8mHgui9d+SFF6etLG7G3QtTsYLGVHJvdMb2k7MuswZ95hW5tH+naniCTjlkDc9kMlRcSOzfqMpIG2Zpu6ujejEqKJ/VYgTPEjJ2xqtaPly3qRFNT3Yh75feqp3X2UtxRCNFSlZaWctFFF0mQF6IZ0/t1JKBfRwCUUhT3/NYxzd5kRdnLo4bCpZpY+aH84sbrqBC10CbQjEXTsFaqTG9X0Dk40K1t77AQNgw+jXcPZFJgt3NpbDSjYxv3b/4G22c+uVO0M8DMWX+gTo+VUUzR1NRlxL3qxSwJ8kKIliogIID//Oc/PPbYY/z0008S5IVoCcrWyWuaQjNbHRk+NAQju0o1cA1MF/Zp/P4JUY0Qk4kZfbtw56ZUNBx7zvcND+b+Lm08tu8eGszziZ0btY+VNViYr8xbEBqb3M5t6rKMYoqmqK4j7pUvZoFjmr6EeyFES6GUck4zvPLKK7n00ksxmxvlTw4hhA9pmoZ++UCMeWuhvAiYAsuTYzBOlGD7+HdU6jEw6ZhvHozl3pG+7bAQHvylYyz9w4NZmZVPqwAzV8fHEGyqeXV6Zmkpt+3cxvKcbGLMZl7o2p3xcZ4vAtQXTanG2d2+6nZdk4YnMGV0b1LSspx7z49IjJOgI5q0kwnlslWd8Ce5ublERkaSk5NDRESEr7sj/FBqaiq33HILH374IV26dPF1d5oN+WwKf6GKSrE+8TX2+RsgOADLPRdgvmV4xf2lNtA1NHPV0mFC+C+lFIM3rGNdXi62smMasPS0ZIZHNVy+bbQwDzI6KVqelLQsj/Ui5t4zRD4DokmSwCBOReVidxdddBELFy70dZeaDflsCiFE03WgpJiOf7j+zW/WNCa1bc+r3Xs22PM26py3qlOPhWjuals4Twgh/F3VqvUzZ870dZeEEEKIRhGgeZ6Gb2ngyvb1vjWdEKKCbFUnhGgJZPs5IYQQLVlcQABXtYp1hmsdMAG3xjfs70IJ80I0oPLCeZVJkUchRHMiQV4IIYSAT3v34W8dOnF6WDijomNY0f90+oaGUWIYbC3M50hpSb0/Z6OtmZf18qIl8/T+l8+EaIpkXa6oq8suu4wffvhBgnwDk8+m8Bfqzz2o5SkQFIB2xVC0NjG+7pIQPrMuP5dLtq0n01oKwINtO/PfLj2dO76cqkYJ81LNWwhX8pkQTZUEBlFXR48eZdKkSbz22msS5BuQfDaFP1AL/8B46DXQNFBAeDD6rH+hdWrY7bmEaIqshkGndSvItJZiVDr+Ufe+TIxrVy/P0eDT7FPSslxCC8Bby/eSkpbV0E8tRKNJSctizvoDXt/Xle+Xz4QQwt8VFhY6/x0bG8tXX30lQV4IgfGvmY795e0GGAbkF6FmzPF1t4SoN8tyjvPMgT28eTiNfLvN7f4lOce5cfdGJuzayEdHD3K4SpC3aBq/5WXXW38avJq9VPMWzV1No+xV7z+vV6zH88hnQgjhD1JTUznvvPN49NFHueOOO3zdHSFEE6EMA7LyXA/aDdQRGawQzcMrh/bxf/u3Y0bDjuLVw/v5ve/ZRJotAHyXlcmVO9aj45iY8vmxQ2joVJ4GbyhFrCWg3vrU4CPzUs1bNGc1jbJ7un/J9qMezyWfCSFEU1de7G7fvn28+OKLlJTUfzEfIYR/0nQd+nQBU6V4oWloA7r7rE9C1Jdcm42H9u8AwIZCAbuKC3j9SJqzzTMH9gBgB8dovAYxFsfYuUXTMAHtAoK4r22neutXg4d5qeYtmrPqZp5Ud//IRNfReflMCCGauqpV65csWUJgYKCvuyWEaEL0/9wLbVtVHDj3NLS7x/isP0LUl6O2Uuy4l5o7WFrs/Heu3ebWIkDXmJs4gPviO/F0p+6s7382retxZL7Bp9kDTB3dm1FJ8VK5WzQ7Nc088Xb//ef34P7ze8hnQgjhF2T7OSFEbWid49G//zfsOQjBgdA5vt6qdgvhSzZlgDOqO97TdhTtA4KcbS6PjmPnoVTnGnkTcGlULGNaxTGmVVyD9KtRwjw4RuglsIiWpnxmSuWp9pVH4eUzIYRo6iTICyHqQguwQO8uHu9TR45DqRXaxaKZTI3bMSFOQUphLmgKlOvFqQ4BFTPU/tWxB0dtpXx09CAKGBvThpe79GrQfjVamPdG9toW/qw2BR5lZooQwp/NmTNHgrwQ4pQoqxX1yCuw6HfHgYQOMOMfaG09FwUWoqmJNlnKdlxUUGkyfauy4ncAgbrOB9368XbXJFTZ7Ybm0zAve20Lf1fbAo8yM0UI4a8mT56MyWRi/PjxEuSFECfnf3Ph5z8qbu/PQE19Be3DZ3zXJyHq4PzIVpwbFs2v+VnoaBgoBoVGcVGk+wWpgEYI8eUa75mqkL22RXMgBR6FJ0eOHGHixIm0a9cOs9mMyWRy+RKiqUtPT3fuJa9pGv/3f/8nQV4IcdLUuq2gKpUGsxvw506Uci8oJkRTZNZ0FvY6k2c6JHJD63Y83aEni3ud1ajB3WO/fPXEsv+8aC5kGr2o6pZbbiEtLY3HH3+ctm3bSvEf4VfK18j36NGDb7/9lpCQEF93SQjh71pFObassxsVxyJC5fej8CtBuomp7br5uhsufBbmZf950ZzINHpR2cqVK/nll18YMGCAr7siRJ1ULnYXFBREbm6uhHkhxCnT7hiHWr4WSkoBDQw72t9v9XW3hPB7PpsXINOThRDNVceOHetl6uCKFSu4/PLLadeuHZqmMW/evBofs2zZMgYOHEhgYCDdu3dn5syZp9wP0TJ4qlofHx/v624JIZoBrVtHtNn/gdvGwoRL0N59Eu2yYb7ulhC1ZlMGh6zFZVvUNR0+LYAn05OFv5PdGIQnL7/8MlOnTuXtt9+mS5cuJ32egoIC+vfvz2233cZVV11VY/vU1FQuvfRS7r77bj799FMWL17M7bffTtu2bRk1atRJ90M0f7L9nBCioWkd49Huvd7X3RCizr7NOcTE/WvJM2xE6GY+7TyISyObxsVuTUnlCSFOiuzGICqLjo52WftXUFCAzWYjJCQEi8Xi0vbEiRN1Pr+macydO5cxY8Z4bTNlyhR++OEHNm/e7Dx23XXXkZ2dzYIFC2r1PLm5uURGRpKTk0NERESd+yn8jwR5/yCfTSGEaHx7SvLps/1nbMqxKZ0GBGg623pdQJdA3y8P9/k+80L4I2+7MYxKiie5U7SM2LdAL7/8sq+7wG+//cYFF1zgcmzUqFH83//9n9fHlJSUUFJS4rydm5vbUN0TTVRWVha5ubkS5IUQQogqfis4gbXS2LcCSpTBb4UniDJb+NeRbewoyaNHYDiPx/UmxhzQqP2TMC/ESahuN4aFWw7LiH0LdPPNN/u6Cxw+fJg2bdq4HGvTpg25ubkUFRURHBzs9php06bx1FNPNVYXRRM0cOBAlixZQnx8vAR5IYQQopIok8Xj8VDNzMg9K9hSnIsdxU95mSzKO8KaHucTrDfeNsS+3RhPCD/lbdcFq93wOGKfkpbVGN0STYTJZCIzM9Pt+PHjx5vcPvOPPPIIOTk5zq/09HRfd0k0gtTUVFavXu28nZycLEFeCCGEqOKi8DacGRKNDpjQ0IEhITGgKf4szsGOY9TejmJbSR4L8g43av8kzAtxErztxmAxef5IeRvJF82Tt1IkJSUlBAQ03PSr+Ph4jhw54nLsyJEjREREeByVBwgMDCQiIsLlSzRv5WvkL7zwQtasWePr7gghhBBNVoCus6T7UJ6I782E6A48Fd+HRd2HUuylqv1xWwkHrYUYjVSWTqbZC3GSPO3G4G0Efv/xAlLSsmT9fDP36quvAo5ide+99x5hYWHO++x2OytWrKBXr14N9vyDBw/mxx9/dDm2aNEiBg8e3GDPKfxL1WJ3HTp08HWXhBBCiCYtRDfzeLzr329DQ1sRqpsoMuwYOEbIdTTuOrQWDkP3gDC+63QuPQPDG7RvUs1eiHpWtcp9ZbJ+vnnr2rUrAPv376dDhw4uU+oDAgLo0qULTz/9NGeddVatzpefn8/u3bsBxzToF198kZEjRxITE0OnTp145JFHOHjwIB999BHgCGp9+/blr3/9K7fddhtLlizh/vvv54cffqj11nRSMbv5kqr1/k0+m0II0bSsLDjGjWmrSbcWEWWykK2KHeXucUzJ7xYQytbuo112O6pvjRrmpcK3aClS0rJYtiOTVxbvdrtv7j1D5P3fzI0cOZI5c+YQHX1qP+dly5YxcuRIt+M333wzM2fO5JZbbmHfvn0sW7bM5TEPPvggW7dupUOHDjz++OPccssttX5OCQzNkwR5/yefTeFXThyHlNWg63DG2RAe6eseCdFgrMrgzoy1fJq937mGvtyhxCuIMwc12HM32jR72ZNbtCTJnaKrrXgvYb55W7p0ab2cZ8SIEV7X3wPMnDnT42NSUlLq5flF85Ceni5BXgjReFJ3wcP3QH6e43Z0K/jvO9C2vW/7JUQDsWg6MaYAqo6/60CpsrO7NI/OFkfx7ELDRqSp/uonNUqYr2lPbiGao+oq3s9Zf8B5v8xWaZ4OHDjAt99+S1paGqWlpS73vfjiiz7qlWiJYmNj6d27N0FBQRLkhRAN75XpUFhpQCMnG95+GZ78t696JESDuz+mBx9m7SPPsAJgw+DskGi67P4GgAjdQoFhw46iX2AkczoMp2tAWHWnrJVGCfMyQilaovKK95UvZA3oGMmUrzd5bC+zVZqPxYsXc8UVV5CQkMD27dvp27cv+/btQynFwIEDfd090cIEBQUxb948cnJyaNOmja+7I4Ro7g4dAKNSpW/DDgf3+64/QjSCzgGhrO92Ia8f38V+ewF2ZWde/gHn/bllIR9gW0kuV6YvZ2PCJae8nr5RtqbzNkLp7bgQzcXU0b2Ze88QHji/O+PP6MCG9ByvbWU/+ubjkUce4W9/+xubNm0iKCiIr7/+mvT0dIYPH84111zj6+6JFiA1NZVp06Y5l2kEBQVJkBdCNI5OXUGvKACLboLO3XzXHyEaSXtLMIfJY07hXuYVpHltZ0OxtTSHTHvxKT9ng4X5lLQs5qw/4NyOy9Oe3DIqL1qChVsO88ri3cxae6DGtrIfffOwbds2brrpJgDMZjNFRUWEhYXx9NNP8/zzz/u4d6K5Ky929+ijj/Lf//7X190RQjRjattG1H3XoMYPRT18C+rAPnjgEYisVPAuNg7uetBnfRSisbyTs4sv8vZVOuK97pEGhOqnPkm+QabZeyt2V3VPbiGaO0/1Iqojs1Wah9DQUOc6+bZt27Jnzx6SkpIAOHbsmC+7Jpq5qlXrb7jhBl93SQjRTKkjGfDEPWAtdUyr37UVHrsLNeNrtHdmwaYURzX70wZCcIivuytEg1tXfBwTGjYUaAqUBihMaNipGEU3gP+L6UWYbjnl56z3MF9TsTsJ8aIlqctIu8xWaT7OPvtsVq5cSe/evbnkkkt46KGH2LRpE3PmzOHss8/2dfdEMyXbzwkhGtX6VVBSaZqwYYesY7BzMww4GwYP813fhPCB9uYQ51i8poHSDXSlc3tkd5ICo9hakkOWUcrIkDb8Jap+lp7Ue5iXYndCVPA20v7A+d0ZkRgHSDX75ujFF18kPz8fgKeeeor8/HxmzZpFjx49pJK9aBAS5IUQjc7sJUaYGm3nayGalAeie/NFXiqp1nzHCL2meK3NIO6K6tlgz1nvnzYpdidEBU8V7ScNT+DBCxNd2ojmJSGhokZIaGgob731lg97I5q7oqIizjvvPAnyQojGddZw+PgNyMtxjMrrJujQBXqd5uueCeETMaZAVne6lE/zUsm2lzAsuA1DQxq2+Kymykvd1qOqa+YnDU9gimy5JVqwlLQsGYFvYbKzs/nqq6/Ys2cPf//734mJiWH9+vW0adOG9u3b+7p7XuXm5hIZGUlOTg4RERG+7o6opZkzZ/LCCy+wePFiCfLNlHw2RVOkDh9AvfcC7N0MYWFw2Q1oF157ytttCSFqp1HmwXi6WiDhRrQkUi+iZfnzzz+54IILiIyMZN++fdxxxx3ExMQwZ84c0tLS+Oijj3zdRdHM3HLLLUyYMIGAgABfd0UI0ZIEBkLaRijKgeIs+N8zqGMZaBMc1euVYUd9/wFq3RIIDEG/7Fa0087xcaeFaD7qfWs6bwXwKu+fPX3+NsbOWMXk2RsZO2MV0+dvq+9uCCGEz0yePJlbbrmFXbt2ERQU5Dx+ySWXsGLFCh/2TDQXqampjB49msOHDzuPSZAXQjQ2tfDzimn2dpvj4DcfoApyHfd//hLqi5dg10bY8jvG83ehtvzuwx4L0bzUe5ivrgAe1C7sC+FvUtKymLP+gLyPBQBr1qzhrrvucjvevn17l/AlxMkoL3a3YMECJk2a5OvuCCFasvxcR9luFwoKclGGgVr4aaXDCtAwFs1qzB4KUW+O2AsZl/kD7Q/8j+SMz1lUlObrLjV+ATypdi+am6o1Iu4ensBUqRHRogUGBpKbm+t2fOfOncTGxvqgR6K5qFq1fsaMGb7ukhCiBdP6nIGqHM51E8TEQat4QIFhc32AUmArbdQ+ClEf7Mrgyszv2Ww9jh1FtlHCVUd/4Jf4qxkQ4Lu/7ep9ZL68endllffPlmr3ojmRmSbCkyuuuIKnn34aq9UKgKZppKWlMWXKFMaNG+fj3gl/JdvPCSGanMGjYNzdFaPzMXFoU95AM5nRdBOccQHoleOGgs4Nt02XEA1lty2HjdZj2MuqwRllx+cW7vFdp2igAnhTR/dmVFK8xwJ3nrbqAli45bCMzAu/IzNNhCf//e9/ufrqq4mNjaWoqIjhw4dz+PBhBg8ezLPPPuvr7gk/JEFeCNEUaZqGdu1fUZffAgV5EBPrCPFl9LuewbCVoNYvBxTKAvw4A619F/QhV/qq20LUmdnDGLjycrwxNVg1++qqd49Kivc4mjkqKV4CkPArMtNEeBIZGcmiRYv49ddf2bhxI/n5+QwcOJALLrjA110Tfuovf/mLBHkhRJOlBYdCsPvfPlpwKCoiBBVsOIrklbF/9qyEeeFXEswRnBvYjlUlh7CjMKFh0XTGh/bwab8aZWu6qmQ0UzQXnmaaVF5WIloewzCYOXMmc+bMYd++fWiaRteuXYmPj0cpJXvvipMyc+ZM7r77bv73v/9JkBdCNHlKKdT+TZB7FHXsoEuQB6AwB2XYXUbxhWjKNE3jq9hLeDRrFb+WHKKtKZSno86ip8W3f/M3apgv31veajc83i+jmcIfVbesRLQsSimuuOIKfvzxR/r370+/fv1QSrFt2zZuueUW5syZw7x583zdTeEnSkpKCAwMBKBTp078+OOPPu6REELUTBkGtvcno1Z/6zhgmNHQoGytMboJOidJkBd+J0IP4PVWI3zdDReNFuarVvwe0DGSDek5ztsymin8WXXLSkTLMXPmTFasWMHixYsZOXKky31LlixhzJgxfPTRR9x0000+6qHwF6mpqVx44YVMnz6dq6++2tfdEUKIWjP+mFcR5AE0G0o3o5WP5bXugHnSSz7pmxDNjaaUUg39JClpWYydscrt+PPj+mEx6TKaKYRoFi666CLOO+88pk6d6vH+5557juXLl7Nw4cJG7lnt5ebmEhkZSU5ODhEREb7uTotUudhdUlISGzZswGz2yao40YTIZ1P4C+tHUzB++wrsRtmIPKDAdP/76K07QmwnNLPFt50UoplolPJ73tbIW0w6Vw3sIEFeCNEs/Pnnn1x88cVe7x89ejQbN25sxB4Jf1O1av2iRYskyAsh/Ibt57ewr/4cZbKiAuwovWw4XtfRu5yG1rabBHkh6lGjhPlfdh31eFzWyAshmpMTJ07Qpk0br/e3adOGrKysRuyR8Cey/ZwQwp8ZB7Zim/ecyzFlNlCawjT+cbTwGB/1TIjmq8HDfEpaFnNTMtyOX5XcTkbkhRDNit1ur3YU1WQyYbPZGrFHwl9IkBdC+Dt1aKfH4/pl92I67+ZG7o0QLUODz93zNsV+aI/Yhn5qIYRoVEopbrnlFmcF8qpKSkoauUfCX3zwwQcS5IUQfk1r1cHjcT1xSCP3RIiWo8HDvLep9DLFXjR35VsxSoHHluPmm2seeZBK9sKTJ598EovFwu233y5BXgjhl7Sup6MPvRFj5SegaaAU+tnXovc429ddE6JBbbQeYWHpHoI0E9cGJhFvCmu0526UavZVt6WbNDyBKaN7N/TTCuEzVd/zdw9PYKq854UfkIrZjefgwYPExcVhsUgxKFEz+WwKf6CUwti2AnVkN1pcAnqfEWia5utuCdFgfizZxQ05cwFQQKQWyNLom0gwN85AXqOEeZBRSuH/avse9rYV49x7hsh7XzR5EhgaR/ka+TPOOIMvvvhCAr2okXw2hRCi4R01Criv4Dt+t6XTSgvmXyEXcklAotf2PY+9wREjn/JAbULj6sA+vBt5WaP0t9H2u0nuFO0WZCTgC39R00h75feytzoRy3ZkyvtcCOFS7C4oKIisrCzi4uJ83S0hhGgQRvZBir6chD1tDVpINEGXPIOl/1W+7pYQbgyluCbvczbbD2NHkauKmZj/JQsjbuUMc3sAMo185pZsoxQbF1i6cdQooGJkXGHHYLUtne22o/QyN3yNOJ9tXivTkIW/SEnLcnmvAry1fC+jkuJJ7hTt9l4em9zO43leWbybEpsh73MhWjBPVeslyAshmitl2Cn8cDzGsd1g2FH5xyiafTdaRDzmrlIYTzQt+40sNtoPOW8rHCPt35Ruo7cplu9Lt/P3ggXkqRI0dJ5mKV1NrUi152DHAM1AA/arLIZm/48vIq7hgoBuDdrnRtlnvipv4SglTfZfFk2Pt5H21GMFzFqT5vZenpuSwfCerT0+Rt7nQrRcsv2cEKKlMU7sw8jcAYa97IgC3YRt+0Kf9ksIT8yYPB4vVCUMzXmLSQXzyKcYUBgYWDE4TDYxegBoZePzmuMigA2D+/N/bPA+N1iYT0nLYs76Ax6DS3XhSIimxtvOC7/sOsqUrzd5vG/5zmOc3jnK433yPhei5ZEgL4RojpRhULx4OrnTepH7XE+KFjyJstuc92vmIE+PArPnLVyF8KUOegTnmRPQcRRt1NEwobPdfpQDRo5LW61scn0hVk7ouXQwhVG51qMCDhv5NHR5ugYJ89Pnb2PsjFVMnr2RsTNWMX3+Npf7rXbD4+NkuzrRFCV3iubu4Qkux65KbsfclIxqH7duf7bH4/I+F6LlSU9P5+jRoxLkhRDNSskvr1Ky9D+ogmOowhOUrnyDksXTAEdle9uhFLS4nlAWjtBMYA4kYOD1vuu0EF5omsZH4ddwe+AZJJniGG7uyg8RN5FqP4G90sr4itCuyr4g08hzPRfQ2xTb4Ls51Pua+bquLy43aXiCFAcTTdbU0b0ZlRTvUuRuTg1hHqBTTDBpJ4qctwd0jJT3uRAt0LBhw/jpp5/o1q2bBHkhhN9TSmFkp1O67pOq91C64UsCL3yMwu8fpHT9R6CZ0HQDPSgGc8IwAs/7O3qrrj7ptxA1CdUCeD70YpdjnU3RHLUVOAO962C744ZNs4EyUX7hSqG4M3hgg/e3XsN8SloWX65N93hf+dRiT0H++XH9GD+oU312RYh652lHhppUDvIAG9JzSEnLkkAvRAuQmppKYWEhSUlJAAwdOtTHPRJCiFOnbCUUfH0n1m3fo9lAw3XkUTNZsGekOII8gLKjzGC3HSdo4DWY2vTyQa+FOHkvhIzm8rwPyVUlAARqJkqUHVBomqNInl1TgN35GDM6e4zjDd63eptmXz61/rPVnsN8dVt2WUw+qcMnxEnzNPV+QMdIl9vn9fK8HYWsmRei+StfIz9y5Ei2bt3q6+4IIUS9Kf7lZazbHYW9lIc/4QMG34mR63n2oso75PG4EE1ZP3M8qyIn8WLIpbwYcinrIu/l5sCBzun2ibrjb35Nq/hCU0RonmpG1K96GZn3NLW+spqm0MsaYuGPqk69T+4U7bLfPMCS7UfdHifvdyGat6rF7qKjZSaOEKL5sKX/Aaqs/pUOBgrN0DB3GIhl4PUEDLoFIysVNL2iXRlTfF8f9FiIU9dOj+CWoNOdt18Ou4yn1YWUKButtRDuK/iOT0s3oJfNVYnRQpgYmNzg/aqXMO9tpHHCmR255oyOziBfPppZOfjLWnnhz6pOva96W97vQrQsUrVeCNHc6WFxjkJ2qmxKsQ6ERhF290/ONqaYBEIue4nC7yeXtdMIPv+fmDsM8kmfhWgIEVogaI6dGV4JvYzTzPGsth0gVgvlvuDBtNHDGrwPmqqHevkpaVmMnbHK7fjce4Z4DC6VRy8l2IjmTt7vwp/k5uYSGRlJTk4OERERvu6OX5EgLxqSfDZFU2E/tpvcdy+E0gLHfGLDTshVbxJ42jVubY28Q9iP70GP6owpqqMPeitE81YvYR5wq1I/aXgCU0b3ro9TCyGEaCQSGE7O/v37GTZsmAT5U2C327Farb7uhk8FBASg657rCMlnUzQl9ux0Sjd8jrIWYel5EZbOg33dJSFapHoL8yAjkEII4e8kMJyc3NxcLr74Yo4fPy5Bvo6UUhw+fJjs7Gxfd8XndF2na9euBAQEuN0nn00hhBBV1WuYF0J4Jxe7hD+QwHDycnNzKSgokCBfR4cOHSI7O5u4uDhCQkLQNK3mBzVDhmGQkZGBxWKhU6dObt8H+WwKIUTTV6ysfGFdT4aRy2mmdlxq7tOgv9fqdZ95IYRnVZeh3D08gamyDEUIv5aamsr8+fO55557AIiIiJCQVUd2u90Z5Fu1auXr7vhcbGwsGRkZ2Gw2LBaLr7sjhBCiDoqVlSsL3iPFOIAJHRsGd1oG82zwZQ32nLLBuxANzNPWjW8t30tKWpaPeiSEOFXlxe7++te/8s477/i6O36rfI18SEiIj3vSNJRPr7fb7T7uiRD1x7AWYM3agVGa6+uuCNGgvrZuJMU4gAJsOLZlfMf6G3vsxxrsORs8zKekZTFn/QFmrUljzvoDzgBTflwCjWjuvG3d6O24EFW98cYbdOnShaCgIM466yxWr17tte3MmTPRNM3lKygoqBF72/xVrVp/+eWX+7pLfq+lTq2vSr4Pwp9Zj20mP+UNjn51EYfeT+Tol+eRt/5FDv2vE0c+TSbjvQ4UbJ3p624K0WAyVT66h3h9WOU12HM26DT7qlOLyw3oGMmG9BznbZlyLJqzrq1D63RciMpmzZrF5MmTeeuttzjrrLN4+eWXGTVqFDt27CAuLs7jYyIiItixY4fztgSE+iPbzwkhhLuCzTPJWXwv4CjFpVCU5B+g5MjvFY0MG1lL/oolNpmA2P6+6agQDSjZ1AF72Yg8gAYEYiZR9/z3Wn1osJF5T1OLy1UO8iBTjkXzltwpmruHJ7gcmzQ8QYrgiVp58cUXueOOO7j11lvp06cPb731FiEhIbz//vteH6NpGvHx8c6vNm3aNGKPmy8J8kII4c4oOk7OkgcoD/JOXmpslx7xPrtMCH82wtydqYHnO28HYua94OtorTfcAF6DjczXdQpx6rECCTei2Zo6ujejkuKlmr2ok9LSUtatW8cjjzziPKbrOhdccAG//fab18fl5+fTuXNnDMNg4MCBPPfccyQlJXlsW1JSQklJifN2bq6safQkLy+PkSNHSpAXQogq7HnpoGy1bK3Qg1o3aH+E8KWHAs/jBssZHFK5JOitiNSCG/T5Gmxkvq5TiGXKsfAnJ1PzIblTNFcN7CBBXtTasWPHsNvtbiPrbdq04fDhwx4fk5iYyPvvv88333zDJ598gmEYDBkyhAMHDnhsP23aNCIjI51fHTt2rPfX0RyEh4fzwAMPkJiYKEFeCCEqMUV0Bt3D7gua8/+V3a8TEH82wV0v9Xoue3EWtoJDyM7ZoinYaE9jRNF0uhT+jeFF00ix76/V4+L1CJJNHRo8yEMD7zNf2zXzk4YnMMXLmvlZa9LYmJ5N/45RjB/Uqdrnk328RWOQbeZEY8nIyKB9+/asWrWKwYMHO48//PDDLF++nD/++KPGc1itVnr37s3111/Pv/71L7f7PY3Md+zYUfay9qKwsFAqr9ej4uJiUlNT6dq1qxRqpPrvh+wzL5qywu2fk/3TXaDKdmIwBWJqnUTkudOxZW3Denwr5sgEwvrejmZ2/6zbrQWkf38W1tydAOgB0XS87HcCwru6tTVsRRxafx+56V+i6QG06vl/tO7zqNSHEfXqqMrj3KLnKKAEA4WORggBrAh+hDZapK+759SgBfAqTy222g0sJt0ZtKsL3uX3vblsN7syHdP1P1udzuer05j316Een0sClmgM3raZG5UULxeQRL1r3bo1JpOJI0eOuBw/cuQI8fHxtTqHxWIhOTmZ3bt3e7w/MDCQwMDAU+5rc5Samsrf//533nvvPaKiogDZQq0xFRR4X65nMplcwm51bXVdJzg4uMa2oaEyQ1CIkxXS63oC2gzCenQDekgcAe2HomllE4Dbn+P1cYatiPzU2Rzf+Cy2gn0Vx0uzSP9xBN3Gu4+EHlp/P9mpH0JZobHMzf9ED4iiVY+/1udLEi3cKtsu8ih23jZQ5FPCb/Y9jDEP9GHPXDX41nTlU4vHD+rkMsXY25Tj6fO3MXbGKibP3ugM8uU2pOcwa02a23PIPt6isSzbkenxuGwzJxpCQEAAp59+OosXL3YeMwyDxYsXu4zUV8dut7Np0yaZFl5H5cXuvv76a/76V/kD0RfCwsK8fo0bN86lbVxcnNe2o0ePdmnbpUsXj+1O1uOPP05iYiITJ04kNzeXb775htNOO41hw4axcePGkz6vEP7GHN2d4J5XE9hhWEWQr4ZhLeDAj8PI/PUOlyDvvL/4EMpwX4ufmz4bKlUMB8hJm32y3RbCzQr7dqZYv/B4X0DDjoXXWZPpTUpaFst2ZHqtgF9uY3q223T76vbxltFSURu1WaLhbdkISM0H0XAmT57MzTffzBlnnMGZZ57Jyy+/TEFBAbfeeisAN910E+3bt2fatGkAPP3005x99tl0796d7Oxs/v3vf7N//35uv/12X74Mv1K1av1//vMfX3dJNFELFiwgKyuLtWvX8sorrzBu3DhOnDjBnDlzMAyDe+65h59//tnX3RSiSSk8+DPFx9ZSkvUnpcf/dCyrL1/06zJTXgPN5PZ4TQ8E8l3a6SZZpiMqFKtStqp0ArHQW+uAXuni0iGVxdf23ymmlJF6P07XXXecyjCyuK30XUqwUfGG1DCh0UGLYbgpsfFeSC00iTBfXUiqqn/HKLdjso+3qI3ywF51yUdtlmhUt9WibDMnGtL48eM5evQo//znPzl8+DADBgxgwYIFzqJ4aWlp6HrFL6msrCzuuOMODh8+THR0NKeffjqrVq2iT58+vnoJfkW2n2s68vPzvd5nMrn+gZ+Z6XnWFODy+QDYt2/fKfWrspSUFG6++WbCw8N57LHHmDt3Lg8//DDdu3cHoFWrVpSWlhIQEFBvzymEPzue8jRZG55xhPTy9fUKR2bSKv0bCO92o8d18K0S/4/MTY+X3XI8qFWPexu878I/7FWHmWh9kUM4Zmj3pB0T9BEM1BMI04K5svR58ihGA96wL+QV861cYRrkfPwaYy8lWB3XkpRClb0hB+kJvBV4C6Fa01qa6PMwX11Iqiq5Y6THInjl+3hXPo8ELFGZtwtGY5PbMTclw+WYpzXw3mZ/PHB+dx68sGldoRPNz7333su993r+Q2XZsmUut1966SVeeumlRuhV8yNBvmmpyxr2hmpbk8TERBYsWMCgQYNYtGgRmqYxffp0zj//fMxmM0eOHJEgL0QZa366I8hDRZAvo1G2Lb2mYQ7tRHjC9bQe+LTH87Tu/Qi6JYrc9NloeiAxPf5KePvLG7bzwm88aHuPTCoKre8kgyeNz8DQ6EtX8inGqLRM40nbbJcwH65VzPLQNNBQgOIuywhitfBGeQ114fMwX9Na4xE9W9MuKrjGavayj7fwproLRlWDfLmqSzS8zfIYkRh36h0UQvicUooJEyZIkBd1MnbsWObPn0+nTp1o164d33zzDT/88AP9+/cnODiYGTNm+LqLQjQZ9kJPf3NVzLHXzSHEj5xNaPuLqj2Ppmm06nEPrXrcU/+dFH5vmzqAvUpNhXJ/qv1UWctBFgUYynBOxR+qJ9Jf68Qmle5s01trx3C9V4P1+VT4PMx7C0kPnN+dEYlxdQrlyZ2iJcQLNydTnK7q+1JmfwhRe4ahWLs/C0MpBnWJwaQ3/e2CNE1j5syZ3H333Xz22WcS5EWtaJrGu+++63Lszjvv5I477pBtsoSowhLZA80UhLIXVzqqaH3WiwRE9yUwOglTUKzP+ieah1giOEw2Ck+7ryu0srF2ABM6SVpHlzX1AZqZWYH3McP2M3uMI3TV4/ir+QICNUuj9L+ufB7mvYUkmbos6ktNtROqTrX3FtJl9ocQNdtzNJ/bZq5h//FCADpEB/P+LYPo2abpTU0DsNlsmM2OX4WJiYksXbrUxz0SzYEEeSHcmQJjaDP8Y44sn+gM9JFJDxDZ+6/ymRH15hnzRO6yvY4d3AK9GY2ztV6sVNsBaEc0r1pucztHqBbI3y2XNkZ3T5mmlPJ02aLR1aaauBAny9ua+UnDE5gyure8/4Qok5ubS2RkJDk5OURERNT58de8tYo1+1y3BT2tQyTf3ju0vrpYb1JTUxk9ejSvvfYaF154oa+70yIVFxeTmppK165dXfaNb6mq+36c6mdTiKbCXnyU0uxtmILbEhDZw9fdEc3QNuMAy4w/mW+sZzOOqfU6Gs+aJnKtfg5pHKNIlZKgtSFA8/nY9ilpMmFeiIbmrZq9EKLCqQSG3GIrpz35k8f71vzjAmLDm04F2MrF7gYMGMC6devcqp6Lhidh3pWEeSGEqD9KKdapPWSSTS+tAwlavK+7VO/8+1KEEHUgNRWEaFiBZh2TpmGvco1Y1yA00H2vYF+pWrX+xx9/lCAvhBBCNDOapnGG1t3X3WhQEuaFQJZ5CFEfbHblFuQBDAUlVoOQJrBDl2w/J4QQQrRMdmXwhvE93xi/Y8bEzfoFXK8P8+uaDRLmRYtXdT393cMTmDq6tw97JIR/auq/CiXICyGEEC3XS8Y83jJ+dJbFe9z4GItm4hqt6dX1qS2ZVyhaNE970L+1fC8paVleHiGE8OZ4QanX+w7lFHu9r7G8+uqrEuSFEEKIFmqWscJtw7rZ9l980pf6IiPzokXztgd96rECmW4vRB21CvM+j75dlO+Lm/373//GYrHw4IMPSpAXQgg/oJTCWpSOoUoJDOmKpjWd+ivC/3jeed6/a8H7ZZj3tL5Z1jyLk+FtD/qa9qYXQrgLCTBzbvfW/LL7mMvxM7tEE+WjBfOHDx8mLi4OXdcxm8288MILPumHEEKIujHsRexdO56czO8BCA7vR/ez55N9dD4Hdz+J3ZZHZOxouia9hdkS6ePeiqauRFmJJZws8qi8MPBa07m+61Q98Lsw72l9M3DKa57lYkDLtHDLYbdjk4YnyHtAiJM087YzeXTOn3z/5yEUMLpvPNPHneaTvpSvkb/gggt49913pWK9EEL4kYwdT5CT+aPzdlH+NnauHk1BwZ/OYycOfYlhyyPxjO9rfd7S0kzSDr1CifUwkeGDaR93G5omvx+au5ftc9jNwUpHFMl08+v18uBnYd7b+uaq3lq+l1FJ8bUOZFIArWXy9H4C6CKj8kKctOP5Jew+WkBBqR2A3Zn5HMsvoW1kcKP2o3Kxu5UrV5KVlUWrVq0atQ9CCCFOXt7xXwCj4oCyUZi/BTS90nE72Ud/wLAXoZuCsdlyMekhaLrniFNqPc7vf55OSekhNE0jI/N9cvPX0qfbWw39coSPLVEbAYVeaVr9n+ziJtvzXKsP5yy9N3FalM/6d7L86jKUt/XN1bVNSctizvoDXguaSQG0luuL1Wkej0/5ehO3frBa3gNCnIS7PlnHuv0Vn52NB3K4/cO1jdoHT1XrJciLhjJ8+HBuu+02t+MzZswgLCwMwzA8PEoIURNLYBug8hp5DV0Pwn3vFJ3ion2s+6M/v62I5NfloaTv97yk6uCR9ygpzQDsKGUrO/Y2xSUHGuAViKagSJUwxfYWBzmMVuniUPm76He2M9l4mwttU1lj7PRNJ0+BX4X5uqxj7to6lOnztzF2xiomz97I2BmrmD5/m1u76gqgieZrzBsrmbXW+3+4l+446vU9I4TwLL/ERkpattvxLRm5HM8vaZQ+yPZzojEppUhJSeH00093u2/t2rUMGDBAlncIcZLaJT6JpgeAZnZ8Ae26PYKjjFn550qjdftb2br5KgoLtgKgVCn79kzhWObXbue02U54LKJntckAjr9SSrFNpfKL2sARdcLlPkMZXGt/km/4FStWNAw0lMvloPJ/F1PKJPurrDS2YC270OMP/GqafXKnaO4enuAykj5peAIK3I6B+xR8T9PvpQBa8+StBkJKWhZfrE5jQ3pOrc7z1vK9BJp1RiTGyTp6IWqQX2z1el92oZVWYYEN+vwS5EVj27VrF3l5eV7D/MiRI33QKyGah5DIAfQZvoHjBz5EGaVExY8hLGYIodFnk7F3GjZrNtFxl9Kqw61k/NbV5bGaZibrxE+0jhvncjw6ciT7MiqP2psIsLQiJLhHI7wiUd8MZfCY8TbfsgIAC2b+rd/PBdogbMrOR2oBu0gHQNMcsV1VKV5fftNAkUMBt9r/w0C686H57wRpvineWxd+FeYBpo7uTdfWoWxMz6Z/xyjGD+oEwKikeJfwNme951HXqluOebtAIMHNf3mrgVD1eG29sng3ryzeLbUUhKhB67BALCYNq931N6VJ12gf3fBr5rdt20ZGRoYE+RaqxGZnQ1o20aEB9GwT3ijPuW7dOkwmE/3793c5XlRUxNatW3nooYcapR9CNEeGUUr20R8otR4jKLQ7IZEDAYhsfT6Rrc93trPZ3AdoFGAyR7gdbx19MT06/4dd+6cAdgID4hnQ61tMuu+3TxV194P61RnkAazYmGK8zs/aazykXud3tqABmgaGAtDQMFCVlm9ouG9Zt4E9vGcs4F7TFY3wKk6N34X5yoHss9XppB4rcAvyULcR96mje3s8h/A/3mogdG0delJBvup56lJYUYiWxmzSsdvd92s1DEWQpeH3Br7kkkv47rvv6N+/vwT5FmbV7mPc93kKxwtKARjSrRVvTTydiCBLgz7v+vXrsdvthISEeLx/4EBH+Pj+++956KGHMAyDKVOmcPvttzdov4Twd0rZ2bn2MnKPLQbNBMpO1pF5dD1tJvk5v6Obw4hudTG6KQizOZJ2He4n48CrgA6ajkkPoV37ezyeu0v7h+gYPwmrLYvAgHjZu96P7SQNMyZs2J3HSijlCxbzO1sAR5AH0DWFoRwj9OfSF7My8zvbKKAE9zoMsEdlNMZLOGV+Fea9BTVPo7B1HXFP7hRdbUiTrev8g7daBxvTs6t9XHLHSP55eRKvLdnFku1Hqz2//PyF8OxAViGeSn0pYGtGDn3a1f8+wKmpqQB07eqYYnnxxRfX+3OIpq3EZufez1M4URbkAVbtOc5/F+7gqSv7Nuhzr1+/nrFjx/LPf/7T5fgXX3zBq6++Sp8+fbDZbEyePJmlS5cSGRnJ6aefztixY6UooxDVyDu+nNxjixw3lOM3S272r2xYlYRSjs96SFg/+g5agdkSRUKPlwgJ7U121lIslla07/gQQcFdPZ7bZi+gqGQvAZY2bkHebhSx+9hr5JfsIjywF91a34tJb9glYuLktScWe5W/PHQ0iijBhO52H0AfuvCG6X4CtQCKVAlLjA1MMf5HCa5LBTtrbRq07/XFr8J8bYrSVR49rcuIe3Vhver07JGJsdx/fg8JdU2QtxkZ/TtG8dnqdLfjF/WJ4/zebZzLNd6/5UxS0rJYtiOTVxbvrvX5hRCwPcN7LYo/9hyt9zBfvkYeYNmyZc5AL1qWdfuyXIJ8uUVbjzRKmH/qqacYMGCAy/EZM2Zw2mmnYTKZWLVqFUlJSbRv3x6A0aNH89NPP3H99dc3aN+E8Gc263GX2wowdEBVBK7C/K3s2nIrnbo/Q2hYEm3b303b9ndXe95jOT+zfudV2I08QKNHh3/Rvf0/AMe0/hV7LuBE4Wo0dBR2dh97gx5xk+ka8xfMeuNusSpqdpU2kh/Ur6SwEw0NheLv2kQ6aG14T33n0taEiY/1xxio9XCunw/WArnUdBZBWgD32t9wjvAn0pHbdf8YHPCrMF/bIPXlWkdoKx9tryl0V7fPvKfZAEt3HGXpjqOyhtpHqrvw4m1GxvhBnUg9VuB2fIqHn1/5e6bEZkgtBSHqSfkvzvpStdhdUJCsd2ypIoI9T6X3dry+7N27l+zsbOdU+srWr1/PWWedBUBGRoYzyAO0b9+egwcPNmjfhPB3oZFnoGkWVKXw7pgJXbGUS2HnROY8jp2YR8cuj9El4V/VntNqy2b9zrHYjQLnGXYdeIzI0EHERl3E4bwFnCj8vewex4hukXU/KYceYF/2h4xMWCGBvhEVqWJe5WPWs4VWRHMvN9BH6+7SJkCz8L7+OIvUao6TQz+tGwO0niiluJFRfMJCAMyYmKbdzel6T4/Pdb6ezHztGdaqXUQQwnDtNAK1hv0dUl/8Ksx7CmqefLY6nc9Wp9cqbHubul8+ul/dbABZQ934arrwUl5DwdOMjLrWRpBaCkLUTand+37aBSXeK93XlVStF5X1bR/J6Z2jWbffdWupm4d0adDnXbduHbquu43KW61WNm/ezKRJkxr0+YVozgJDutI9eTZ7Nt6IYS9A0wMxmYOx23Kh0tRpVXadOH3fM0THjCIyaqjXc+YXbcNu5Lsc0zCTnf8bsVEXUWo/4fFxmoKs4hT2Z39Et5i7Tvm1iZoppXiI6axmEwYGe0jnNrbwuXqRrloH/lQ7WcNmwgllNEO5RB/i8nhN03jUdBPXqPPI5ATdaE+8Vv3Spi5aPF20+IZ8WQ3Cr8I8uAeshVsOew33tQnb1e0zn9wpusbZALKGuvFUd+Gl6vvA24Wc6mZqeBrxr83MDiGEQ2Q1I6GxkfUzmiFBXnjy3k1n8MLC7Szamkl0iIVbzunC9Wd2atDnXL9+PT169CAsLMzl+NatWykpKXGO2Ldr185lJP7gwYOceeaZDdo3IZqD6PgxDIw9RmnxQSxBbcnPWc229ZdiGIXONkqvaF9YsLnaMB9ocV8DrbA7j7cKGYyGGYUdUM45AEoDDRNF1kP18bJELRziKL+z0XnbwMAO/MAyOqh2PKlmoKNjoPiQb/mU6URp7ruY9NA60IMObsdTVQZr1XbCCGaENpBgzX/rIvhdmAf3gBVo1tl2KJeftma6ta0pbNdU9b6m2QCyhrrxLNvh/vMFeHPZbreffV1nTVQ34i+EqB2LyXtF4ED91KsF79u3T4K88Cg6NIBpV53GtKsa7zmnTZvGtGnT3I73798fVWkj4zPPPJPNmzdz8OBBIiMjmT9/Po8//njjdVQIP6abgggK7YZSipzcVdh1A6U0lFb2Gau0gisoqPq6KSFBCcTHXMvhE7Odx0KDEmnf+iYAwoMSObPzJ6xNuxW7KgLK1ulroLARE3xGvb424d1Wdnk8vkXt5n2+Q4GzuN0hjvK6+pxLGUYX2hGtuW5JeExlU4qVeFqhazpL1XoeMF52ro/vptrzmf4k4ZrnXUmaOr8M8+Vqs294TWE7uVM0AzpGsiG9onDTgI6RLiFwVFI8gWadlbuPsW5/tvO4rKFuPNX9rD1dxAFH+Pc0Rb7qCHxNSy2EELUTGuj9V0pkyKmvPQsNDSUyMlKCvPArZrOZ//73v4wcORLDMHj44Yelkr0QdZR56EP273EUqkOHit3BHf8b2+YGomIuqvYchSX7OJzzA4amOyrkazqlqrhi7zIgOmQQPdpMIatoPYfzFwIlAPSOfYR2EZc1wCsTVW1Q23iU/5TdKv8ZO8L772zEoMoOBBh8ySK+VIuwYGYa93OhNhirsvGoMYP5rAKgBx15Q3uYqepN7JW2skvlEO+qb5msXdcYL6/e+W2Y9xTAqqpN2E5Jy3IJ8gAb0nN4adEORiTGuU3fHpvcjnN7xMoa6jrwNH29Llv9zVqTdlJ7xFeuRl8+0u5pBL5nG/dpOSBLKISoq7jwAK/3da6HWUyxsbEsXrwYq9UqQV74lSuuuIIrrrjC190Qwm8dP/YdFQEe5/927fYfQkITiW51SY2FVo9kf+cYcddUWYBXFFn3s3b/TQRYWhMR1J+NmVOxG4XO5+of/x86RlxNSEDHhntxzYQdO8tZxhGO0I1unImjCOh6NrCIJejoXMyF9CPJ4+MNZfAOn/EhczAwyn4ClX/m5T/fqrcrfu5WbDyiXmUAvfhaLWEBvznv28tB/qZeJY+KZRqOsynS1JFTeu2+5Ldh3tta9wfO707nVqG1DtvezvPK4t0etyabm5LBTYO7SMirJU/hGaj1lPbazL6ojbeW76Vr61CPI/DPj+vn8TGyhEKIuomNCCYyyEROsd3leFiAia6tw7w8qnqpqan8+uuv3HjjjY7niI095X4KIYTwLyZTKI4h+YrfL5pmoX2nB9z2ivdGQ3e5bWhgM0NG7jeAhsKGoWkovSIs7j7+BomtH6yX19Cc2bHzDx5hNX+UrWU3uJbx9KYfj/E0JhzrFb7nR/7Nc5yJ+5KFmXzJ/5hVFuC1sv/v+Fmosi9N09CVgeHys6wYvQdHoN/LAdaorZUqHzhG8Dexh1ZEkkUeRtl9GtBdc19X7y/0mps0Td6C1ojEOK4a2KHWYftkAltt9rsX3gvWeTqWkuZahdjb40/FxvRsj8ctJt15kaGcLKEQ4uTMuWcokUEVU+rDA018NWlINY/wrrzY3cSJE/niiy/qq4tCCCH8TLuO96FpOlSaYt2h89/RNBPFJekcO/EDufnrXepVVNUmegxmUyRa2TkMXQNNQ2FHYQNAc3m8otjmvyO2jekXVrCaPwBHsTqA2cxiBm8DjiBtx44C3ucjj+eYz7Kyf5VH94pblWkaaBhoZYUKXQonlIklmhgtEr1K1I0khBf1+wmkYiZhf3pwu3Z5LV9p0+O3I/Pe9hOv6zTu2m53V9mpjtjWZYq5P6vLRQ9PU9rr+6JJ/45RfLY63e1419ahXDWwg2xDJ0Q96BYXxsYnL2LTgRwUin7tI09qj/mqVeuHDx/eAL0VQgjhD8IjBtH/9JUcTH8Jmy2PmNaX0Lb9JI4cnc3mnTc696NvF3cbvXu85/Z7x2rLQSkbQ3otZWv6wxSV7KNIy6XY8FB3qSwfapiICR500n0usB/il5xHOW7dQrS5J+dGTiPc3Dyn62eS6RyRrywb18E6hSKXPI/nMFF1hkVFUK8a6CMIIY9il+MmdOwYTOASErQO3MlYlql1lGJFQ8OGnb9pNzJI680C/UX+ZDdhBHM6vTDXcnZHU+S3YR687wNem8rklQN1+Xm+WJ3GrLUHqn3OUx2xbUlV0+ty0cNT27o8/vlx/Ug9VuD1osyk4QmMH9TJrU3ln6dsQydE/enXIfKkHyvbzwkhhKgqPPJMekV+7rxttZ5g886JziAPkJH5PjHRFxEfOx5w7Fe+M+Of7Dr0HKAIsnTgzB7fExrUk3Xpf+FAdsWsLw0TZlM4drIBCA3oxpkdZp5UX61GAV8dvYhc+34Udk7YtnOo9A9ubLOGQD3qpM7ZlHWnh1uQByikCMqm2APo6B6n2ANcx+U8y+vO+F4xPq+VrZx3HHmUSVysDWOmmscaNhNFOL1IQNN0etKZkTguwPTQOvKVPp05ainFlDJCO53BmmNpbawWxfle+uFv/DrMg3sAq01lcm/ruD0F+UnDE7ionkZsW1rV9NrOevB2gSS5UzRjk9sxNyXDpa0Ct0A+fpBjP+HKF3cAt5+btwtAQoimQYK8EEKI2igs3o1SpS7HNM1CfuEmwBHmD2XNZtehZ533F1sP8ceuS9ACY8kt+dPlsZHBAxjcZR5WIwdDlRIR1Add874Ti1IGBfaDWLQwAk2uf08eKP2FHHvF36oKOwVGBvuKfyIx5NqTfclN1kAGciM38UnZFHoNDVU2yb1yxB/KECZxu+dzaH25XJ3HRrYSShhjuIhDHOd9viw7J9zNBK7WLgbgXm1Cjf3qrLXlwVq082d+H+ar8jY1u3wat7dA7cnz4/o5Q2Llc1cXAKubQl9T35qj8vD85dp0j1PcHzi/Ow9emOjxsdPnb3MJ8mOT2zGlbBaDt0Be9eJO+c98zvoDzrYyAi9E05SVlSVBXgghRK0EBXaEKnFRKRvBgV2ct4/nrUDTzChlKztip8SagVUdcVlqbdLCGdH9N9Bg/4nZZBatJNDUmj6t/k54QDe358617uGnw2PIse4EoHfEJAa3erFsXT8YlWYLVGZgcztmVYUctK1HQ6O9+XTMWlCdvg9NxW38hYsYRSZHmMs3/MoqNAxMzlJz8BD3EUig22NXsYYp/Aur5vj+dKUTF3Iu4YRxvhpCGhl0oT09ta4A7FL7SOUAHYmnt9YdgCJVzCd8z0F1hG5aR65jNJZqLsY0F80uzHubml15pLa2LCbHB7K2U+NraldT3yprTuvqy/vvKcyPSIzz+BhPF10q7yTgKZB7+p61pGUNQvi7qKgobrrpJmbPni1BXgghRLUCA9rSo8sL7Nr3N8q3kouOHEHbuJudbQLMMeChKJ6qsgrbrvKwGTmsz5zC3pyZgGPafVruV1ySsI5QS2eX9j8fuZZc6x7n7W25bxJl6UWfyLsBaB94DkF6K0qMbBR2NExYtFA6BY50OU+2PY2P8q4g29gPQCu9JzdHfEuY3uZkvy0+1aHs/7awjV/L9ncH0NEIJZRI3JfgKRRP8h9slXYq2M8BZjKL+/gLvbQEelFRqHqmmsNrlYroTVRjmMQEblOPs4NUNHQMZfAbG3mdf6BrflvvvVaa3asrn9pdWeVp3HVdx+1tJL9q9fXatKupb+Wmz9/G2BmrmDx7I2NnrGL6/G1e+1g+6uypGvyptK1vtX3t5aqbxeCJp+9ZbX92QoimQdM0nn76adasWSNBXgghRI06d3iIM05bRc+El+nXazbJfX9C1ytGYzvH/ZUAcywaJjQcx6PCh5btM19OJ8DUCruysjfnA8qrqSts2Iw8dme95/KcpUYeWaWbUdhdznG4eIXzVpAew7jWC4izJBOgRdDa0perWv9IqMn1d9sPBQ+SY1Qs8z1h7GFBwVS312lXVuaXTOPfBcN4tXA0m23zq/2+2JWNFGMhS+0fsdfYUG3bhnAt19C30n7yFiz8k8c9FLlzrKvPJc/lAotCcZBDbm33qDSXIA/wMfP4gDlsYy8GqqxqvmIVG9jIjnp8VU1TsxuZh+rXRXurgu9pHXZyp2jmrPdcEK/q1PjaTqGvac12XdbV12XUua4j1A0xM6Au69XrOovB0/cs0Oz5WlVzXtYghL9JTU3lqaeeYsaMGYSEhKBpGhEREb7ulhBCCD8RFTGYqIjBHu8LssRzbtJ69mW+TqntGK3ChhMXdQW/7r2YE4WOkWOTFsiZnT/Hrjz9La9hNfJdjpi1YHQCMCit1EonUI9xadfK0ofxccur7fth+yaXiwIKO4fsG93azSv5B7/bPgYUKI0Pi2/lL0Gf0ct8nltbm7Lymu0vbFMrKZ+xcI3pH1xo+otb22JVyPtqGutYThAhjNPu4jxtbLV9ro1AAnmRF9nIRvLIow+9icPzbNwQgokhmiyynYFeQ6Mrndza7sNzLksjw+PxHPI9Hm9OmmWYh+ork3sLlZ6O1TZU1iV8Vte32l4UqEvor2vhvYacml7b9eo1bT0IFRcc9h+v2xZ2p7q1oBCiflQudhcQEMA777zj6y4JIYRoZoIs8fRq/4zLsWHdl3IsfzlWew4xoWcRbGmPoeyEW3qQb0117juvsNEubJTLY3XNzBkxT7H6xCNoZVHKrIXSL+rBOvctUu9Eof2EM9BrmIjWu7i0MZSd1bbPqNigTaGhs8bqOcz/Ycxjm/rV2RbgK/tzDNIvJ0pzDdRvqMdYwxIMDPLI5i31BKGEc5Z2AQdUKoc5QHs601ZzD9Y1MWPidAbW2E5D41mmMpknKKIYgD705CYqCgXuVvv5jp85ygmP5ziDvixglXN1voZGABZ6k+CxfXPSbMN8TTyFSm/HagqVdWlXk9peFKhLMb26tK0p+FcesS8/h9VuYDHp9b6+v7qR/KoXHDwZkRhHic045Z+JEKL+Va1a/9RTT/m6S0IIIVoIXTMTF35+lWMmRnT6nl8OXE12ySZMWjDJcc/TLuxit8f3i5pMuKUbBwsXYdEj6B1xJ+GWLnXuxyWh/+aj3MsppRCAAC2Mi0KedWtXdY2/QmG4TPOvcEylY8KEvVKxPYXihMpwCfM2ZeUPFuO6i7vG9+oTVqtfWMK3ZcsRNCaoSRRRwhY2sJddlFJCH/rzEE/TWvM84l4XyfTjS95jC9sJIYRk+mIui6lb1E7uYGqlre8MKq8UH8MFjOVCgrRgnlIzKKGUUIJ5XptMG63VKfetqWuxYd4bT9PLazs9vD62PavtRYG6zASoS1tvwf/Ltel89Ns+l+ryntR3gTlvhe5qu91dcqdo2YpOiCZGtp8Tzcnw4cPp1q0b77//vsvxGTNm8PDDD5Obm4uuN7sSRUL4Nas9n63HniWneAthAQkkxT5GoLk14QHduCQhBZtRiEkLclan96RL6JV0Cb3ylPrRzpzM3ZGr2GVdiIZOYsAlhOuuvw91zcQA8xg22OainIFWMdBytedzaj1dgjyACQuxVUbXNTR0NOdotgIMNLayga1scEzQd8zq52PeAvSyZ1eAxhY28iT/x6vqk3opMteaGIYzxO34u3yOHbszzOtANOHczUQ6EM8g+qFpGpdwLhdwNsfJpjXRWLSWEXNbxquspeqml9dlevipBsbaXBSoy0yAurT1Fvw9VaL3pLrp+/XF2wWHB87vTudWoTVuVyeE8B0J8qI5UUqRkpLCtde67xu9du1aBgwYIEFeiP9v796joyrv/Y+/98zkQhII11wkAVITI0hJINytSkowCHIE/FWk/R0BlR7tTw8Y24ocRMFj8VJbUOCHFFtqOSoClQpWvARTW0OlEIJ3Fmi4JxCEkAuQ2+zzR8iQyUwuk2QmGfi8WFkrs+fZe3+fmZW1+O7neb5PB2M3K8k6dDNnzu92VJrPL3mHm6/eRYC1MwA2S4jP4ulq7cMw6+xG2/wo6NcEEcYX1e8QSAhjA+fwfdtEt22HWibyhf1vZJubALBgZab1WTobzmv6rYaNsebtfMDGiyP9Nevr6+7ZZ2BivzgKfmmDOePi62oOcoBCCojkKs873kxFFNcZla9xnvNMNW52aRtoBBBNL6/F0hEpmb/I03Xl3tacBNSTmQDNbesu8feUtwvMNfTAYUxihJJ2kQ7MbrczdepUJfJy2di/fz8lJSWkpKS4vLdr1y5SU1PdnCUi7enUuY85fX6n47VJNaWV33CsZAv9uv64HSNrWIDRiduDn+F2nmmyrWEYzLA9yxjz3yniJDHGtfQ0Yty2nWXMo4vZnV18yEHynKbu16b2TQkksJm9aJmhDOJL9juWGlixkMJAr97Tn+hx8UWeboXWUQzu042pQ2KaPWugOW3n3dKfN382mh8Pj21RTN4uMOfpNnci0jFYLBbWrFnDyJEjlchL2zp3GrbMhV8nwspRsHutT267e/durFYrSUlJTsfPnz/Pl19+yZAhTRd/EhHfqrK7r3De0HF/ZGLSy+hLkjG2wUQewGYEMM3y/3jOspG+JGCpkxpeGoevGa036p1rYPADxtLN6Nnm8df1U37MD+tMv7+Wq1nIXK/e059oZP4iT9aV+ytPtpurfb+50+trTR18leMBiDeT67aoTyAivmG32x1TjVNSUsjOzsYw6v+3QKQVXpsOR/5Z83tpAWyZAxiQMsOrt83JyaG6upqQEPdTcmuT+SlTppCVlcXYsWPZuHGjV2MSkcZ17zSCAEs4lfYSaoqpGViMACJDL4+ZNJ/Zs3i56iHOcZYwunGvbRkDLD9o8rz/MP6Lx82fUs55AEII5RamM4Ah5HOcNTxPJVUEEEgMcfTlamLpx4ds4wbSHAXrWsqOnX0coIQSriGeroQDNVPnn2YeZ8yzVFJFL7rr/xB1GKZpNmcGxRWh/pr5+2/6Ho/UK+bmjf3XfaGl283VP2/q4Kv4QUIvt9Xs/76/0KlAXmpiL/5zbEKrPid//bxF2tKKFSt47rnnKCgoICkpiRdffJHhw4c32H7Dhg089thjHDx4kISEBJ555hkmTJjQrHsVFxcTHh7O2bNn22S/97y8PG677TZWr17NyJEjW309ubxcuHCBvLw84uLiCA4ObtlF8vfCSze6Ho8cCPd/7Hq8DY0dO5bw8HAWLlzodPz111/nhRdeoKSkBKvVSlZWFiUlJfzxj39sNJlv7PNo679NkSvZd+c+IfvojzlXeYggay9G9P4D0Z2dq9aXVh7m+PntWI0gYkMnEmjp+H93heZhFlaOw04VJiYGBjYCeTIgk+5G4+va3zM3stp8ChMTCxbu4RHGW6Y53q80KyihmK50Z73xB9axGgsW7NiJIJqp/F/SmEAnPK83UEUV81nMx3wC1Ow9/yyLGcwgj691pdHIfB1Njfa2NCFu74S0JfUAamM+UXzB6XhEl2CmDrk0Xaf2/D2Hz5Dxxl6nth/uK+TDfYUtrnDvzf3uRfzF+vXrycjIYNWqVYwYMYKlS5eSnp7Ovn37iIhw3Q4mOzub6dOns2TJEm699VZeffVVJk+eTE5ODgMH+naNWd1id3PmzOGf//ynnqZL2ztf1MDxM16/dU5ODosWLSI5Odnp+MqVKxk0aBBWqxWAMWPGkJWV5fV4RKR5eoSMYNI131BtL8dqCXJ5/8T5bN7Ln0CVWbNlXKitD7f2/ogQW01CbDerKK0+SoARRifrpWnmp6v2cbD8fWwEEx98GyFW3xZjO2DfRTWVjtcmJhWU8619D92t7pP5vWY2m82X+Zyd1KyUr0nQX+ZZksxRjj3mA4xAutOTQk6wjtUAjsJ0J8nn//NrtrCJ37KGUDyb2byRv5DNpToG57nAfBazlfVYsXp0rSuN1szX09C68oYS4j2Hzzi1+XPOUadjT7/zFVNWZpPxxl6mrMzm6Xe+8m4H3Gho3X/WvpNuj9eNuf5WdPX73NQ9GjunMc35vEWuBL/5zW+YPXs2s2bNYsCAAaxatYqQkBCXbbBqLVu2jPHjx/OLX/yC/v378+STTzJkyBCWL1/u07jrV63fvHmzEnnxjtgREOJmL+HE5s1Gaalvv/2WoqIit+vic3Jy3BbFE5GOxV0iD/CPwnupMi8NaJ2rOsbu0zUzcIoq9/Pa8UH8z/H+rD0Wy0en52Kadg6Vf8C6wpH8vfhRthfPZd2p4RRXHcY0TU5V7eNE1adUmxVe7U+wEeb43QSqMbAbFl6xL+RLu+tMpRzzI54y7+ML/gWABRPjYoJeU61+n8s5hZxwOVa7ud0xDrOFDR7HvZ9v663XNymmhNMUeXytK42S+WZqqkCeu6S9sYTUXeLvLQ2t+1+WecDl4UJz9nB391k0VVvA00KC/lqQUKQtVVRUsHv3btLS0hzHLBYLaWlp7Nixw+05O3bscGoPkJ6e3mD78vJyiouLnX5aS9vPiU8FBMPtLzsn9P1ugB8u8Optd+/ejcVicRmVr6ys5PPPP1fxOxE/VlJ5EOpsh2ZSTXHFfkzT5J3CH1FSfdjx3helL/FF6Ro+KHrg4vR2O2By3v4d/yhZyPqz/8bLZ4ax9swPWHN6OGerD3kt7oHGTcQaAzCwXNxSruYh+jmKWVY9m0LzsFP7Lebaiy1MR4E7o04N+3BcH5T2pg820+ZU6t64eAUDC6co9DjuKCIc1eprBRJIVzr+0ob2pmS+mRorkNdQ0t7QyPcLmft9Olrvrvp7rfqj3c1Jlt19FoP7dGPK4IbX4nhaSPBKKEgo0pRTp05RXV1NZGSk0/HIyEgKCgrcnlNQUOBR+yVLlhAeHu74iY1t2S4WtZTIS7u4OhUyvoIZW+H+bJi5FTp19eotc3JySEhIICwszOn4l19+SXl5uZJ5ET8WHpCIUWd6t4GVbkEDqTCLKKrah+m0hZuV/PKPKbXnU/8BwKGqbA5X/t1x7Kz9EFuKG99TvjUCjCB+bnuNZCO9JsM2amMxqaKCr81PnNpf4JxLEl2b1I8kjf4MdrnHJvOVi1P5L51X+1s1VSSQ6HHc0/k/9CHm4v1r/v2S/ySAAI+vdaVRMt9MjW2H5ulo8Yf7nJ9YuZs+3tYj9/Nu6c+csfFu36sbf1PJckNbwD39zlcuU/KbOqcx2n5OxDceffRRzp496/g5csSzHSzqe+qpp5TIS/uwBUHcDRB5nU9ut2TJEr7++muX40lJSZimyeDBrv8JFhH/cGPkHwi0hDtehwckMqT7YmxGGBaXBNOgk6UHPW0DXB4A2A37xZH6GibVFFTtufTaNNlb8Qbry+7mz2U/42jV7lbH3snozI3W6W7fC6pXnG644TyTz8AghgQeMBaTYTzjsjxuj/kJb7LO8ZzAME0M08Q0a46kMYFx3OpxzGGEsoYX+S9+zoP8lJd5kVsY5/F1rkQqgOeBhgrkNZQAj0mMoLzK7jRq/8Nre7H9a9fpJ3mnyhzX81bhtzGJESzLPOByvG78tUl0QxXs3SXTDU3NnzM2njGJES1OwLX9nFzpevbsidVq5cQJ5/VpJ06cICoqyu05UVFRHrUPCgoiKMj9msGWWL58OYGBgTz22GNK5EUuSktLY+/evZSVlRETE8OGDRsYNWpUe4clIg3oEZTM1D5fcPJCNlYjmMjgG7BZanaYGNF1ETuK5mPBholJoKUzg7rMob85mz+fvpUye81MuMiAIQTYovim8t06I/kGoZZLxWs/Ll/OexeewLg4Jf7Tyk3cE7aVWNuwVsWfaAynLwM5wlfYqcaClV70Iclw3n7vNmZRQhHv8hp27IxkHP9hPEGw4b4i/UEOYGDBxO607/xsHmQY1xNDXzc70jdPJ4KZoATeY0rmPTS4TzeXpNJdAlw7ijy4TzenhBRwm8zXvteSyvOexN5QnHV5mkQ3NDOhb4/WJ+DuPm+RK0VgYCApKSlkZmYyefJkoGbP9szMTB544AG354waNYrMzEzmzp3rOPb+++97NXH47rvv6N69Zt/X4OBgVq5c6bV7ifijDz74oL1DEBEPBVt70Cd0ksvx5C4PEW6L5+iF7QRawrku7B7CbDVL1Gb0yuVE5R5sRjCRAUM4U/0tR4r+QYV56f/K48J+DdSMyv/twvM1vztG7y18fGEld4b9oVWx24xAfmH7E1vsKzhu7ifC6Mu/WR4kqF6SbjGs3GX8nH83H67Zks5ofNJ2BNFOMw1qDeN6YunXqpilZZTMt5HGEuD6CWljCXVjhd/aIqltTqLu6VZ6Wt8u4j0ZGRnMmDGDoUOHMnz4cJYuXUpZWRmzZs0C4K677qJ3794sWbIEgDlz5nDTTTfx/PPPM3HiRF5//XV27drF6tWrvRJf7Rr5O+64g2effVYV60VE5LIXFzKJuBDXRD/Q0pnYoBsdr3vYruHubjv4snwDVWY5CYETiAxIAmrWsVdyzul8EzvltL4QLdRMt7/DOq/RNjvs29jDRwQTQroxnd5c3Wj7UYxhBDfyCR9hYGBi8iNmEmv0a5OYxXNK5ttQc0eRG0uofZEYNxZnS6b4N3fEX0Q8N23aNAoLC1m4cCEFBQUkJyezbds2R5G7w4cPY7FcepI+evRoXn31VRYsWMD8+fNJSEhg8+bNXtljvm6xu7feeosFCxYQHh7e9IkiIiJXiC7WWEaGZLgctxgWrralcqDqQ6eCetcE3OyTuLbYf8//mL/BcnGdf5a5macsrxFrJDR4jsWwMN98lk/4GycpoB/xJBmtWxIgrWOYpmk23Ux8qX5Cff9N3+ORNlgz35Q9h88wZWW2y/E3fza6WYm5pyP6ItLxFBcXEx4eztmzZ+nSpeEtYVS1XtrChQsXyMvLIy4ujuDg4PYOp9019nk0929TRPzHOftp3jh3L99W/Q0LNkYF3ce44MebnO7eWnbTzgz7UCq5tO+9BSs3GJO43/LfXr23tC2NzHdA7VX4rbVT/LW+XeTKoEReRESk9UIs3ZkZ9mcqzQtYsGE1fJOaVVPllMgD2LFTZrbNFH/xHSXzHVR7JMZa+y4iTVEiL96gSYI19DmIXJkCDN/OTAowArmGZA7wGXbHFH+TgcZIn8Yhrad95sVBe7uLSFM++eQTjhw5okRe2kRAQM1+zefOnWui5ZWhoqJmpMxqtTbRUkSkdeZanqcfiRdfGUww7uJm4852jUk8pzXz4kJr30WuXM1Zl7tx40auv/56JfLSJvLz8ykqKiIiIoKQkJArdkcEu93O8ePHCQgIoE+fPi6fg9bMi0hbM02TMooJJIhAH88OkLahZF5ERBzcJQx5eXl06tSJqKiodo5OLkemaVJQUEBRUVF7h9LuLBYLcXFxBAYGurynZF5EROrTmnkREWlQ7Rr50NBQtm/froRe2pxhGERHRxMREUFlZWV7h9OuAgMDnbaaFBERaYySeRERcat+sTtN5BJvslqtWisuIiLiAT3+FRERFwcPHlTVehEREZEOTCPzIiLiYuLEiRw9elSJvIiIiEgHpZF5ERFxoUReREREpGPTyLyIiDjUrouPi4tjy5YthIaGUlxc3M5RiUjt36FqV4iISC0l8yIi4lBSUgLUFL9LTExs52hEpL6SkhLCw8PbOwwREekAtM+8iIg42O12jh8/TufOnTEMo8XXKS4uJjY2liNHjlw2e2Jfjn2Cy7Nfl2OfTNOkpKSEq666StvXiYgIoJF5ERGpw2KxEBMT02bX69Kly2WTTNW6HPsEl2e/Lrc+aUReRETq0qNdERERERERET+jZF5ERERERETEzyiZFxGRNhcUFMTjjz9OUFBQe4fSZi7HPsHl2a/LsU8iIiL1qQCeiIiIiIiIiJ/RyLyIiIiIiIiIn1EyLyIiIiIiIuJnlMyLiIiIiIiI+Bkl8yIiIiIiIiJ+Rsm8iIi0yIoVK+jXrx/BwcGMGDGCnTt3Ntp+w4YNXHvttQQHB/P973+fv/71rz6KtPk86dPatWsxDMPpJzg42IfRNu2jjz5i0qRJXHXVVRiGwebNm5s8JysriyFDhhAUFER8fDxr1671epye8rRfWVlZLt+VYRgUFBT4JmAREREvUDIvIiIeW79+PRkZGTz++OPk5OSQlJREeno6J0+edNs+Ozub6dOnc88997Bnzx4mT57M5MmT+fzzz30cecM87RNAly5dyM/Pd/wcOnTIhxE3raysjKSkJFasWNGs9nl5eUycOJHU1FRyc3OZO3cu9957L++++66XI/WMp/2qtW/fPqfvKyIiwksRioiIeJ+2phMREY+NGDGCYcOGsXz5cgDsdjuxsbE8+OCDzJs3z6X9tGnTKCsrY+vWrY5jI0eOJDk5mVWrVvks7sZ42qe1a9cyd+5cioqKfBxpyxiGwZtvvsnkyZMbbPPII4/w9ttvOz1kufPOOykqKmLbtm0+iNJzzelXVlYWqampnDlzhq5du/osNhEREW/SyLyIiHikoqKC3bt3k5aW5jhmsVhIS0tjx44dbs/ZsWOHU3uA9PT0Btv7Wkv6BFBaWkrfvn2JjY3ltttu44svvvBFuF7T0b+n1kpOTiY6Oppx48bx8ccft3c4IiIiraJkXkREPHLq1Cmqq6uJjIx0Oh4ZGdngGuSCggKP2vtaS/qUmJjI73//e/7yl7+wbt067HY7o0eP5ujRo74I2Ssa+p6Ki4s5f/58O0XVetHR0axatYpNmzaxadMmYmNjGTNmDDk5Oe0dmoiISIvZ2jsAERERfzRq1ChGjRrleD169Gj69+/PSy+9xJNPPtmOkUl9iYmJJCYmOl6PHj2ab775ht/+9rf86U9/asfIREREWk4j8yIi4pGePXtitVo5ceKE0/ETJ04QFRXl9pyoqCiP2vtaS/pUX0BAAIMHD+bAgQPeCNEnGvqeunTpQqdOndopKu8YPny4X39XIiIiSuZFRMQjgYGBpKSkkJmZ6Thmt9vJzMx0Gqmua9SoUU7tAd5///0G2/taS/pUX3V1NZ999hnR0dHeCtPrOvr31JZyc3P9+rsSERHRNHsREfFYRkYGM2bMYOjQoQwfPpylS5dSVlbGrFmzALjrrrvo3bs3S5YsAWDOnDncdNNNPP/880ycOJHXX3+dXbt2sXr16vbshhNP+7R48WJGjhxJfHw8RUVFPPfccxw6dIh77723PbvhpLS01Gn0OS8vj9zcXLp3706fPn149NFHOXbsGK+88goA9913H8uXL+eXv/wld999N9u3b+eNN97g7bffbq8uuOVpv5YuXUpcXBzXXXcdFy5cYM2aNWzfvp333nuvvbogIiLSakrmRUTEY9OmTaOwsJCFCxdSUFBAcnIy27ZtcxRPO3z4MBbLpclfo0eP5tVXX2XBggXMnz+fhIQENm/ezMCBA9urCy487dOZM2eYPXs2BQUFdOvWjZSUFLKzsxkwYEB7dcHFrl27SE1NdbzOyMgAYMaMGaxdu5b8/HwOHz7seD8uLo63336bhx56iGXLlhETE8OaNWtIT0/3eeyN8bRfFRUVPPzwwxw7doyQkBAGDRrEBx984HQNERERf6N95kVERERERET8jNbMi4iIiIiIiPgZJfMiIiIiIiIifkbJvIiIiIiIiIifUTIvIiIiIiIi4meUzIuIiIiIiIj4GSXzIiIiIiIiIn5GybyIiIiIiIiIn1EyLyIiIiIiIuJnlMyLiIj4sYMHD2IYBrm5uS063zAMNm/e3KYxiYiIiPcpmRcREenAZs6ciWEYjp8ePXowfvx4Pv30UwBiY2PJz89n4MCBjV7niSeeIDk52QcRi4iIiC8omRcREengxo8fT35+Pvn5+WRmZmKz2bj11lsBsFqtREVFYbPZ3J5rmiZVVVW+DFdERER8QMm8iIhIBxcUFERUVBRRUVEkJyczb948jhw5QmFhocs0+6ysLAzD4J133iElJYWgoCDWrVvHokWL2Lt3r2OEf+3atY7rnzp1iilTphASEkJCQgJvvfVW+3RUREREmk3JvIiIiB8pLS1l3bp1xMfH06NHjwbbzZs3j6effpqvvvqKcePG8fDDD3Pdddc5RvinTZvmaLto0SLuuOMOPv30UyZMmMBPfvITTp8+7YvuiIiISAu5n5MnIiIiHcbWrVsJCwsDoKysjOjoaLZu3YrF0vAz+cWLFzNu3DjH67CwMGw2G1FRUS5tZ86cyfTp0wH41a9+xQsvvMDOnTsZP358G/dERERE2opG5kVERDq41NRUcnNzyc3NZefOnaSnp3PLLbdw6NChBs8ZOnRos68/aNAgx++hoaF06dKFkydPtipmERER8S4l8yIiIh1caGgo8fHxxMfHM2zYMNasWUNZWRm/+93vGj2nuQICApxeG4aB3W5vcbwiIiLifUrmRURE/IxhGFgsFs6fP9/scwIDA6murvZiVCIiIuJLWjMvIiLSwZWXl1NQUADAmTNnWL58OaWlpUyaNKnZ1+jXrx95eXnk5uYSExND586dCQoK8lbIIiIi4mUamRcREengtm3bRnR0NNHR0YwYMYJ//etfbNiwgTFjxjT7Grfffjvjx48nNTWVXr168dprr3kvYBEREfE6wzRNs72DEBEREREREZHm08i8iIiIiIiIiJ9RMi8iIiIiIiLiZ5TMi4iIiIiIiPgZJfMiIiIiIiIifkbJvIiIiIiIiIifUTIvIiIiIiIi4meUzIuIiIiIiIj4GSXzIiIiIiIiIn5GybyIiIiIiIiIn1EyLyIiIiIiIuJnlMyLiIiIiIiI+Jn/BSmPjXuE2bx6AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, (a0, a1, a2) = plt.subplots(1, 3, width_ratios=[1, 1, 1], figsize=(14,3))\n", + "\n", + "X1 = GeometryExamples.noisy_circle(n_samples = 200, noise_size=0.2)\n", + "\n", + "a0.scatter(X1[:,0],X1[:,1], s = 10)\n", + "a0.set_title(\"Not very noisy circle\") ; a0.axis(\"off\") ; a0.set_aspect(\"equal\")\n", + "\n", + "cc = CircularCoords(X1, 30, prime=3)\n", + "plot_diagrams(cc._dgms, ax=a1)\n", + "\n", + "circular_coordinates = cc.get_coordinates(standard_range=True)\n", + "a2.scatter(X1[:,0], X1[:,1], c=CircleMapUtils.to_sinebow(circular_coordinates), s=10)\n", + "a2.axis(\"off\") ; a2.set_aspect(\"equal\")\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now for a quite noisy circle." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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LrVbLea6Hhwfc3d0tPreurg537tzhPNfd3R0eHh6Cz2UYxhDAeXp6YsOGDejTp4/J70nD+xWEIS5t95lCpt1b6Zz/dp8plHuIhBCJlJaWMgA4/w0dOtTofB8fH85zPcO6Me3eSmf2nC1iGIZhgoKCOM/t3bu30f22a9eO89wuXboYndulSxfOc9u1a2d0bu/evTnPDQoKMjo3Pj6e81wfHx+jc4cOHcr7ujU0ZswY3nPLy8sN5yYlJfGeW1RUZDj3xRdf5D03Ly/PcG5KSgrvuSdPnjScO3v2bN5zs7OzDed+/PHHvOdmZmYazl20aBHvuenp6YZzV6xYwXvu999/bzj3+++/5z13xYoVhnPT09N5z120aJHh3MzMTN5zP/74Y8O52dnZvOe+8847zLBhwxgAjIeHB++5KSkpDMPc/d0sLS1l+NByqgsrqazG4t3nec8Jb06zcIQQ4QrKuGckCHFFf/31l2EJdcmSJaLet4phOOalidNLXJaN/eevo47lI6BRqdA/MgirJsfKMDJCXMvevXvxySef4OjRo7h27Rp+/PFHjBo1ivP8jRs34osvvsDx48eh1WrRtWtXvPvuuxg8eLBFj1tWVgZ/f39cvXqVtWMD33LqZ7v+wtI9uXdPVqng7umFvW8OROsAb1pOFXguLafWc/bl1M8//xw9e/bEwIEDUVVVZfZ+9b+bpaWlvN1UaE+cE8stLsfFm5UIb+5rsq+Nay+cXq92AVg4rqfUQySEoD446tGjB5555hk8/vjjZs/fu3cvHn74YXzwwQcICAjAihUrMHz4cBw6dAg9e1r+e+vr62sUePCdp/fPR+9DztUqHLl4CwCgUavwr8fuResAb5NzzWkYeIl5bsNAUcxzGwa2Yp7r6ekJT09P0c/18PAQvM9KqnPd3d0NAZKY57q5uRkCOjHP1Wg0gj/DbOdqtVpUV1cbep+mpKQYbrPkd8McCuKckJCSIRdvVvLex4sDI6m8CCF2MmTIEAwZMkTw+Q3rSwHABx98gM2bN2PLli1WBXHWaOLphh9e6IfsvJu4WlKFPu2bI9RfeMBCiLPSZ6HevHkT27dvN9vE3hYUxPHgm8lSMr6SIfrl0XbN+P+apb1whDgOnU6H27dvo1mzZrznabVao+WksrIymx87NoL/MQlxJY3LiJw8eRJ9+/aV7PEoiGPhyMVvhZYMad+iCR7s2MJkT5x+L5wjBa2EuLpPP/0U5eXleOqpp3jPmzt3LtLS0uw0KkJcS+MALj09XdIADqBiv6wcufituWXS/Bt3NxsvHNcT/SODjG7vHxlEe+EIcSBr1qxBWloavv/+ewQHB/Oem5qaitLSUsO/y5cv22mUhDg3tgDO0mb21qCZuEYcvfitJcuk/j7uWDU5FnnXK5B/o8Lhlo0JcXXr1q3DlClTsGHDBiQkJJg935LN8IQQYeQK4ACaiTNhyUyWEumXSTWNmulqVCo82LEFa5AWEeSLgZ2DKYAjxIGsXbsWycnJWLt2LR577DG5h0OIy7p8+TIOHTpk9wAOoJk4E0ra8G9tYsXCcT3xytpjRjOKtExKiHKVl5fj/Pm7hbfz8vJw/PhxNGvWDG3btkVqaiquXLmCVatWAahfQk1KSsJnn32GuLg4FBQUAKgvk+Hv7y/LcyDEVUVGRmL37t0oKirCoEGD7PrYVOyXBVsRXHsWvxUrsYKWSQlxDFlZWRg4cKDJ8aSkJKxcuRKTJk1Cfn4+srKyAAADBgzAnj17OM8XSmhBUUKIMa1Wi1OnTklW0kfo7yYFcSxKK2tMZrLsmZ0qdxBJCHENFMQRYjn9HriMjAxs27YNAwYMEP0xqGODDeTc8O/oiRVK5qh1/wghhChD4yQGvpZq9kBBHI+IIPt/2QtJrKAAxDKOXPePEEKIMsiZhcqFslMVRimJFbnF5cg8W4S868rOxuXScPyOXPePEEKI/JQYwAE0E6c47Vs0QaCPO25V1pjcFujjLvksnKPPWrGNnw0tTxNCCBFCqQEcQDNxipNbXM4awAHArcoayWfGpJq1stfMHtv4+Si97h8hhBB5qVQquLu7Ky6AA2gmTnHk3BMnRVKFPWf2uMbPx551/wghhDgeDw8PrFu3DidPnkSvXr3kHo4RmolTGDn3xEnRrcKe+9HMjb8hvg4WhBBCXJtWq8WXX34JnU4HoD6QU1oAB1AQpziWts0Sc5lS7ABSPzNW16gUYcOZPTGZG39D1MGCEEIIG/0euOeffx6vv/663MPhRcupNrK09piQ84W0zZJimVIfQHIVGrZ01srczNgra3OwenIf0ZZVzY0/bWRX6mBBCCGEU+MkhmHDhsk9JF7UscFKlgZR1gRdfMWGperqIGa3itzicgyaZ9oaSE+tAu6PbCFqFwq5u20Q4kioY4OLqbkD7F8AnEkHPP2B2ClA19Fyj0oxlJSFSm23JGZpEMV2vloFRLcLxIbn+1n02OaCo8yUATbPNInVrSJxWTb2nSuGjuecuY/fhz7tm4s6O0Z9Ywkxj4I4F7P+H8DpLcbHRn0BRI2XZzwKoqQADhD+u0l74qxg6V4vrvN1DHA4/xae/OIASjnKirCRIgGhsYggXwzsHGxzALRwXE90acX/5ZC68QQGfpqFxGXZFr0OfMQaPyGEOIWbuaYBHADs/9z+Y1EYhmHw9NNPKyaAswQFcVawNIgyd/7Ri7csytZUSlcHIfx93PG5wAQC6qJACCESKS9iP377mn3HoUAqlQrjx49H06ZNHSqAA1w0iLM1o9Pci9Y4iDIXdOkA7D1XjHXZlwSNydIMVrlxjbcxS7JWHb0tGCGE2FXLKMC7menxSMcJWKT05JNPIi8vz6ECOMDFgriSymokLsvGoHl7kLzisMVLePrrk1YcZr2dK4jSBzFq/hgGMyxYVlw4rif6RwYZHVNy2Qy28XLhWw629T0khBCX5O4FjFoCuDf4fgrqBDz8vnxjkpFWq8VLL72Ey5cvG441b95cxhFZx6USG2zN6GS7viG+LMjSyhpMWXUYh/NvmX0cS8bkaBv49/5VjMTl2bzn8CVmSJWVS4grosQGF1RVAuRmAV5+QEQ8oNbIPSK7a5jE0K1bNxw/fhwajbJeB6G/my5TJ87WllLmWjr9d3IsHujYgvN2fx93bHi+H5784gCOXrzFm61pSZuriCDHCN70uAJgvW6t/Difj5D3kGEYi+r2EUKIS/EOALqOknsUsmmchbpgwQLFBXCWcJkgztaepOaur9UJm9D8JinGpI6ZtWNyROb2B34w+j7O28wWD16Tg5NXyww/y1EfztLiz4QQQuxDaWVExOAyQZytGZ1iZYT6+7hj1eRY5F2vwG+5N5C68YTN9+lIuLoq6Av/dg8L4LzW3HtwqkEAB9zNdrXHMqsUHTQIIYSIwxkDOMCFEhtszegUOyM0IsgX42LbOlSWqZ6tmaFsSQ73R7Ywm5TB9R7oE0YaL1FL1aOVzT/XHsf+89eNjlHJFEIIUYY333zT6QI4wAkTG/iWs2xtySRFSye52kRZs+wn9myTNUkZbK9Xt9Z+OHmljPOaFckxGNg52OLxCWWPDhqESIESG4irKCgowLBhw/DRRx85RADncm23LAkwbM3oZLve1r1QUmSZso3JlkBMSZmhDV8vhmFkDaIyzxYhmaPsDCB9EEmItSiII86MYRioGqzc6HQ6qNWOsQDpcm23LFnOsrUlU8PrxapbJmabKL4xWbvsZ2mrMak1fL3kLn7sSB00iDLt3bsXw4cPR6tWraBSqbBp0yaz12RlZaFXr17w9PREZGQkVq5cKfk4CXEUWq0Wo0ePxqpVqwzHHCWAs4RTPCM5Awx77IWydA8a15imrDps9etkj36tQnC9FnIWP5Y7iCSOr6KiAj169MDixYsFnZ+Xl4fHHnsMAwcOxPHjxzFt2jRMmTIFO3bskHikhCifPolh8+bNePHFF1FUxNFyzAk4RXaqreVDrGWubtmv54p5a8eZY83SJ9+YzBUa5nudxJxtkmI/XsOsXzmKHy8c19Nkr56SO2gQZRkyZAiGDBki+PylS5ciIiIC8+bNAwDce++92LdvH/7zn/9g8ODBUg2TEMVrnIW6efNmBAc773YWpwji5FrOMhc8TlyWjX4dmuOLCdFWbfznm+Xj2oNmbkx8+F4nrtIg+j1xQgImW/bjCX0t5Cp+LHcQSVzLwYMHkZCQYHRs8ODBmDZtGu91Wq0WWq3W8HNZGXdCECGOxlnLiPBxiuVUa5ezbC2VYS54BIADF25YtbRq7RKxuTHFtAu0etnP1iVLZ9mPx0fMvY2EcCkoKEBISIjRsZCQEJSVlaGqqorzurlz58Lf39/wLywsTOqhEmIXrhjAAU4yEwdYtpwlVqkMffC471wxbxstoS20GrJ2idjcjJkty362zDbZ0vZMruVyQpxNamoqpk+fbvi5rKyMAjniFNauXetyARzgREGcJQGGNcuUXBaO64kJ3/xm1O6JjaWBRqA3fzDJt/TJF6iJsexnbslSv+dNo1KhjmEQ3tzXpkCMsj8JMRYaGorCwkKjY4WFhfDz84O3tzfndZ6envD09JR6eITYXVJSEs6dO4dBgwa5TAAHOFEQpyckwLB2RoiNv487Ph/Xk7dOGcAeaPBt8J//yznO+zK39CkkUJNi7xjbDKde73aBvNdKvR+PEGfSt29fbNu2zejYL7/8gr59+8o0IkLsT6vVgmEYeHl5QaVSYc6cOXIPye4cPoizNNNRiqU5fZDB1dS+cdD1++VbeOfHk5zN2rkCTb2URzoJGpe9N/mzzXDqHbtUgkAfd5RV1fIGYlzvJ9vs4r2tmiJlsLDXwhLUxJ7YW3l5Oc6fP2/4OS8vD8ePH0ezZs3Qtm1bpKam4sqVK4aaV88//zwWLVqEN998E8888wx2796N77//Hlu3bpXrKRBiV/o9cDU1Ndi0aRO8vLzkHpIsHDaIs3Zfm1RLcwvH9cTz3x3FwdwbRsf7dWhu2G/GN1PVcDnXXKB5o7LaqjFKyVzgWccwuFVZg5jwQKNSJ/plXqElRBoGwCevlGHEov2itSmjJvZELkeOHMHAgQMNP+v3rSUlJWHlypW4du0aLl26ZLg9IiICW7duxWuvvYbPPvsMbdq0wTfffEPlRYhLaJzEcOLECcTExMg9LFk4bNstW1pASdk+Ku96BX7LvQEVgLj2zY1mchKXZWPf+WLoeF7xzJQBsreRsoa51lN6K5JjEN7c12SZV+h7IuV7p6S2YoTYA7XdIo7GVbJQhf5uOtRM3N0N87BpX5ulGZqWLK9xLWGam6nSy79RgYGdg9G7XSByLt4yynpV8h4wIeVWABhew4bPQeg+RbH3MzYk5X0TQgixnasEcJZwiCCObxmSjbl9bUIzNMVcXhNahLeZjwcSl2XjyEXT7gpK7gDAlXygxxeACt2nKGWpESpjQgghykUBHDuHKPbLt2GejdB9beYKs4rZF9XcTJUa9QHivJ1/mTymWgXEhAdi1eRYRe/NYisGrMcXgArdpyhlqREqY0IIIcp17tw57NmzhwK4RhQ/Eyd0GRIQd7lR7OU1czNV93dsgdcf6YSRi/eb3KZjgMP5txS7pNdwubnhDKebWoVaHWN2GVpoCREpS41QGRNCCFGubt26YefOnaioqKAArgHFz8RZ0gtUzOVGIctrlmKbqerW2g8/vdwfqybH4qaZrFNrHlNKJZXVSFyWjUHz9iB5xWEM/DQLicuy0czHAwM7B+OBji0Et6AS2tLL1tZfYozBEra2diOEEFel1Wpx+vRpw899+vShAK4Rxc/EmVvm+u/kWEGzPWI/rjXLa+b24jnakp6YnS+E7lOUstG8mPdN5UoIIcR6+j1w+/btw65duxAdHS33kBRJ8UGcuWWuBzq2kOVxbQkcuDJYHWlJT6psTqEFiqUsZCzGfYsZ4BJCiCtpnMRQUlIi95AUSzHLqXzLTlIuofGR43Hleq6WkmK52VnoA9zGex8bBriEEEJMURaqZWSfiROy7GTJMpeYLZOkXLpT0mNaw9GWfu2JypUQQojlKICznOxBnCXLTnzLXFLuQbJnD9KGQejAzsF2eUxrWLP06yo9SSnAJYQQy1AAZx1Zgzhr91WxBQOOvgfJETfCC+184SjPTawg05H2NhJCiBLU1dWhsrKSAjgLydo71Vy/zRXJMUazUVzBAFd9NcPjNOo1qsQZIbH7dtrzOZpb+lV6T1IpgszSyhqTAFeJgStxbdQ7lShJZWUlTpw4gbi4OLmHIjuH6J1q6bIT12zbzQot7/3o9yApdUZIzExPOZ4j33Kz2FmsUgSnUsziOsreRkIIkYtWq8WGDRswYcIEqFQq+Pj4UABnIVmzU/XLThqVyui4RqXCgx1bsDZJZ8v4O3m1jPdx9MGgmG20xCRmpqfSnqNYz42tsPCwhb/ij79LbBqf1Jmk5lq7EUKIK9LvgZs4cSLef/99uYfjsGQvMSK0pIa5YKCJp4b1eKCPOyKCfBVd9kGsjfBKfI7mntuSzPMorawxez9swenJK2UYsWg/EpdlC7oPNlQqhRBC7KtxEkP//v3lHpLDkj2I0y87ZaYMwIrkGGSmDGBt9G4uGCjX1rEev1VZg7zrFZJ9WYvRVsmSGUk+SgxIuJ6bXs7FErOzhFzBqd6+c8VWzzRSJikhhNgPZaGKS/YgTs/cshNfoNOtFf+G3PwbFaJ/WXP1DbV2RkiMIr/2CkgsDVwXjuuJnm0DWG8TMktoLjjVAVbPNAoJoKn/KSGE2I4COPHJXifOElwlLcxlp+o3lYtZ9kHszfBibISXurSFtUkT/j7ueGlQJG8mMl8BXHPBqZD74MP1ufr3qK5IXJatuEQYQghxNAzD4Mknn6QATmSKDOK4MhD5Ah0hwYvQumZCxidF31DA9sLCYj1HNuYCV77MUVtmCfXB6b7zxdDxFMSxdqaR63OlL43SkCPVHiSEEKVQqVQYPnw4MjIy8NNPP1EAJxK71IkTWhbClvIYltTlsrXsg6X17eQgdmmL3OJyDJq3h/P2mHaBOHzxluFntteer17cuyO68H5G2N7fxvchZmBl7vk2rj1IiCOiOnHE3goKChAaGir3MBRP6O+mpEGcpUGZGEVh7VGXyxW/4M0FrmrU703TY3vf2AKxfh2ag2GAg7k3DMf4PiN/XC7B2z+eMCorI8USpyME6oTYioI4IiWtVovU1FS8/fbbCAoKMn8BMVBEsV9L9o2JtURpjz6nrthWydxyqK7Rz2zvG9uy5ezNf1q0ZNk9LADp/3xA8mCdslYJIcR6DZMYDhw4gIMHD0LFUaWAWE+y7FRLa5YpsTwGG32mYsrgTjZnk/Ldv9IyIbmyONVmfifZ3jd9JjLzv8+CNXXtpC6iK1bZF0IssXjxYoSHh8PLywtxcXHIzs7mPX/BggXo3LkzvL29ERYWhtdeew137tyx02gJYdc4C3XOnDkUwElEspk4IUFZwy9Cpc98cC0N//RSf9yorLZ5RkipLcEaYkuaiG4XiMP5tziv4XrfcovLseWPq7yPZ222qVhsTRJRYo9eolzr16/H9OnTsXTpUsTFxWHBggUYPHgwzp49i+Bg06X7NWvWYMaMGVi+fDn69euHv/76C5MmTYJKpcL8+fNleAaEUBkRe5MsiLM0KFP6EiXX0jAAw7KfLV/aUvTvFJu5LE4h7xtbsMpF7sDd2rIvjhCQE+WZP38+pk6diuTkZADA0qVLsXXrVixfvhwzZswwOf/AgQPo378/xo8fDwAIDw/HuHHjcOjQIbuOmxA9CuDsT7LlVGuWo8QoeCsFc0vDv18usanwrxLbZfFpvJRpyfvGFqw2prQlS0uXbpXWv5YoX3V1NY4ePYqEhATDMbVajYSEBBw8eJD1mn79+uHo0aOGJdfc3Fxs27YNQ4cO5XwcrVaLsrIyo3+EiOXVV1+lAM7OJE1ssHQ5SoyCt1IwtzT8zqYTOH31ttExS2bRLF16Vhqh7xtX8kpjSgjcrSVlDUHivK5fv466ujqEhIQYHQ8JCcGZM2dYrxk/fjyuX7+O+++/HwzDoLa2Fs8//zzefvttzseZO3cu0tLSRB07IXpvvfUW9uzZg0WLFlEAZyeSBnHWBmX2yDC1hLml4ZNXTP+ateRLW+n7AYUy976ZC1Zfe7gjRvRoraj33lKOHpATx5GVlYUPPvgAS5YsQVxcHM6fP49XX30V77//PmbOnMl6TWpqKqZPn274uaysDGFhYfYaMnFCDMMYkhYiIiJw4sQJuLkpso+AU7JL79SIIF+0a+aD/BsVilsaFKJ9iybo3S7Q5MUS2rdVyP27QiakuWBV7ABOjkxfZwnIiX0FBQVBo9GgsLDQ6HhhYSFnYdSZM2di4sSJmDJlCu677z6MHj0aH3zwAebOnQudrnHRn3qenp7w8/Mz+keItfR74DZv3mw4RgGcfUkexInVKN7SL2SxvsD14z9y8ZZJLbT+kUGYM/o+3uuFfmkrdT+gmMQMVvneX7E+c9ZwlYCciMvDwwPR0dHIyMgwHNPpdMjIyEDfvn1Zr6msrIRabfy/cI1GA6B+doQQKekDuI0bNyIxMRG3bnFXKSDSkTxkfnF1Dg5cuGF0bO+5Yryw+ijWTO1j9npLM/3Ezgxk26SuVtWX1tDvdxMjq1ap+wHFZmvZDiHvr9yZvlL2ryXOa/r06UhKSkLv3r0RGxuLBQsWoKKiwpCtmpiYiNatW2Pu3LkAgOHDh2P+/Pno2bOnYTl15syZGD58uCGYI0QKjbNQN27ciMDAQLmH5ZIkbbslRnsqS1txidG6y9LxW9K3ldSzNlg19/5K1RLNmvIxzh6QE/EtWrQIn3zyCQoKChAVFYXPP/8ccXFxAIABAwYgPDwcK1euBADU1tZizpw5+O9//4srV66gRYsWGD58OObMmYOAgABBj0dtt4hZd0qBPR8D5zOAJi2gjX4WY1K/oixUiSmi7dahvBv8t+fe4P1yszTTT+zMQKGb1F1lFk1M1iSvCHl/xU4ssGVmV2kJOkT5Xn75Zbz88sust2VlZRn97ObmhtmzZ2P27Nl2GBlxWaufBC7X1x7UXjuFMR9sR/pftRTAKYTEe+L422yYmwK0tBWX2K27LN2kLnUrKFcn5P21JbGAbZ8d1XwjhDiduhrgz03A3k+BvF+5z7ucbQjgAODrnJr6AM5dTQGcQkg6ExcX0Yz39j7tm/PebukXstiZgUrvIuFqhLy/EUG+Fr9nXLNtrz/SkWq+EUKci/Y2sHIYcO343WPdxwKPf2V67u0Cox9fjHHH6eI6PN4nggI4hZB0Jq59iyboyxGo9W3f3OwXYPsWTRDIsWQV6ONucr0UmYGukDXqKIS+v5a+Z1yzbe9sOsk7HktndgkhRHaHvzEO4ADgj/XsM3Lh90MLT9Tq6v8gVqtUWPyYNx4aOlr6cRJBJM9OXfqPaM5N/+bkFpfjFkdZiFuVNawzIWyZgT3bBmBs7zZWzZzQfjdlEZL5acl7xrfPjq2Ic0OWzOza0leXEEJEc4mjt+7l34CIB4wOaTW+GJMZBt+bf+K70R5wU6uA1tHAgLfsMFAihORBnKVfqA2/6KzZpN7w8U5eLcWqA/k4nH8LRy7W17CxNmuUNqkrgyWfJyHvmbnPGBehM7til7whhBCbNO/AcTzS6EdDGZG9OfDy8sLJHmmI6t0HaMdet5DIw26llfm+ULn3JHXivU++mZCIIF/M3vwnci6WGB23Z70wIh2xgmpz++y4pJj5bOrJXbOOEEKMxD0P/L4OqGzw/6WWPYB7hhl+bFwHLj09HVG0B06RFNEfg+uLDgB6twtETqNuCUISC6gRORGCK3lFDZh06GjoRmW12fumzyAhRHECwoBnM4FDXwI3LgBhsUDMFEBTvzLAFsBREoNyyR7EmfuiYyMksYAakTsHe+wlY9tn16tdoGEJno2Q/XD0GSSEyKb0CsDo6oO2xgLaAoPnmBymAM7xyB7EmSsI3JBaBXRt5Yfk+8Nxs7Kad08RNSJ3bEL3kokR5HHts+PrDiHksegzSAixu/JiYOMUIDer/ue2fYEnlgH+rY3PO7UZOLMN8A4AoicBwffixIkT2LVrFwVwDkTStlt82L6kLWVug7iYLbiIfZl77+yRMGBJOzWuYJI+g0TJqO2WE1o3ATiTbnws/AFgUoNj21OB35bc/VnjCUzcCITfj507d0Kj0VAAJzOhv5uyBXFsX26WMvdlaE1PUyoFIT8h/U9nb/7TbsERXyasuWCS+uo6v8LCQqSkpCAjIwNFRUVo/L/Uuro6mUZmHgVxTqa6Epjbun4ZtbGU80CTFkDZVeA/3QCm/nOprWVwrZxBeI8HgeStdh4w4aKI3qlcuPbBWcrcBnFLylFQKQjlMLeX7Lfc63ZNGODLhDWXfUp1Bp3fpEmTcOnSJcycORMtW7aESsXfbpAQyajUgNodqNOaHtf87+v+xnmjAG7MhiocuVqHrOd/R2c7D5fYTpYgztyX9NzH78PPJwoEz9SZ2yAupBwFlYJQDvNlP/i/JO2VMGBJ9inVGXRe+/btw6+//oqoqCi5h0JcnbsX0P1J4Nh3xsfvHQ54B9b/d3BXQOMJrfYOxmyoqu+F6gZc9ehAQZwDkrTtFhdzX9IqACmDO5m0TuJiaeX8xk3O9V/GjQPGhl/GxH7Mtdcy15PXXgkDQrJPifMLCwszWUIlRDZDPgGikwE37/q9bj3GAyMW3b3dtzm0/d80CuDSk1pg4CuLuO+TKJYsM3Fctbn0Zmw8AaB+OfOnl/rjRmU1luw+j5xLJVZnCvItl1IpCOXha691o0LLc6X9UPYpAYAFCxZgxowZ+PLLLxEeHi73cIir8/ABhi8AHpsPgAHUGqObtVotxvxnT30A5+GG9E+ex0PPzASaBMsyXGIb2UqMsH1JN6Zf3lw1ORa9wgLN9szkw7dc+u6ILrzX0pex/fHtJcu5zF2/DbBf0M31x4glf1wQxxQYGGi0962iogIdOnSAj48P3N2N99DevHnT3sMjBFCbLrRRHTjnI1sQ1/BL+rfcG0j93+xbQ433FlmyQbxhlinDUThYf/+q/y3T0Zex8rDtJVPSDBjfjCFxXgsWLJB7CIRY7M6dOygsLKQAzonIXuw3IsjX7N6hhjMrDb/U2cqBsC2bdmvNnzqff6OCvowdSDNfDwT6uONWZY3RcY0K6B8prDG9GPSfv7SRXQGAsk9dSFJSktxDIMRi/v7+2LlzJ06dOoV+/frJPRwiAtmDOMDymRW+/W1sy6anrpaZvX8qBeE4/rn2OEobBXAA4OftLnnQnVtcjj+vlWHVgXwczr+7rEvlaFyXRqPBtWvXEBxsvKfoxo0bCA4OVnSdOOL8tFotfv75Z4waNQoAEBAQQAGcE5ElO7Uxc9mIjYMprv1tk789zJplqvvfj42fLNv9RwT5YmDnYArgZMSWQdzwtr3nilmb09+qrMFNAY3prVFSWY3EZdkYNG8PXllzzCiAA+7urySuhyszVavVwsPDw86jsa+q6jr8cPRvLMw4h6M8vYaJPPR74EaPHo3PP/9c7uEQCShiJg4QvreIrzYXX8NyAOjSyg8nG8zK0XKpsggpuCxXJjHbHw4NSVVomCiX/ktRpVLhm2++QZMmTQy31dXVYe/evbjnnnvkGp7kisru4MkvD+LijfrfyXm//IUp90fgX8P4E8WIfTROYujatavcQyISUEwQJ3Q509yXOJ+F43sBoL1LSiWk4LIcSQ2WdBihcjSu4z//+Q+A+pm4pUuXQqO5W8rBw8MD4eHhWLp0qVzDk9wXey4YAji9b/bl4enYMEQGN5VpVE7ixA/AoS+BOyVA5yFA/FuAh/D/r1AWqutQxHJqQ+aWM819iceEB/Iuy9JyqTIJLbhs6dK7GCz5w4HK0biOvLw85OXlIT4+Hr///rvh57y8PJw9exY7duxAXFycRfe5ePFihIeHw8vLC3FxccjOzuY9v6SkBC+99BJatmwJT09PdOrUCdu2bbPlaQmWw7HykXOxxC6P77SOrwX+bzLwdzZw/S9g/2fA94mCL6cAzrUoLogzx9yX+DeJMSadHmjZVPks6X6wcFxPu77H5tuASRtEEmXLzMxEYGCgzfezfv16TJ8+HbNnz0ZOTg569OiBwYMHo6ioiPX86upqPPzww8jPz8cPP/yAs2fP4uuvv0br1q1tHosQXJ/1iBb0O2CTg4tNj53fBRSdMXtpXV0dBXAuRjHLqZbg2z9HWaaOyZJlUkvfY7ZSNJYw12EEoD8UXN3ff/+Nn376CZcuXUJ1tXFyzfz58wXdx/z58zF16lQkJycDAJYuXYqtW7di+fLlmDFjhsn5y5cvx82bN3HgwAFDgWFzHSO0Wi202rsdT8rK+DP3+Tw/oAO2nSxAde3dNKPY8EDEhPO3xSNmVLAH7fXH+fdYajQa9O/fHxkZGdiyZQsFcC7AIYO4xl/iGhVQxwA3K6sNG+Cp4bhjsab7gbn3WEiihFBsfzjEtAvEpH7h6NLanz5rLiwjIwMjRoxA+/btcebMGXTr1g35+flgGAa9evUSdB/V1dU4evQoUlNTDcfUajUSEhJw8OBB1mt++ukn9O3bFy+99BI2b96MFi1aYPz48XjrrbeM9uc1NHfuXKSlpVn+JFnkX68wCuAA4PLNSmhr6+Dpxv74RIAOCcDvq02P15mWVWIzY8YMjBs3Du3atRN5YESJHG45taFAH3es2JePxOWHkbziMAZ+moXEZdmsNcSI8om9TMqXKCFEw1In+j8cMlMGYEVyDDJTBmDDC/3wWI9WFMC5uNTUVKSkpODEiRPw8vLC//3f/+Hy5cuIj4/Hk08+Keg+rl+/jrq6OoSEhBgdDwkJQUFBAes1ubm5+OGHH1BXV4dt27Zh5syZmDdvHv7973/zjrW0tNTw7/Lly8KfaCOrD10yOXatTIvMM8KSgAiHjhyzZ4eXsR7WarV4++23jWZVKYBzHQ45E6cnJJuROA4xl8L5StGYKwXCN4NHM7yksdOnT2Pt2rUAADc3N1RVVaFJkyZ47733MHLkSLzwwguSPK5Op0NwcDC++uoraDQaREdH48qVK/jkk08we/Zs1ms8PT3h6ekpyuNXVbMXMa6qqRXl/l1WrZb9+O1rJocaJjFkZ2fjl19+MerpS5yfw87ECc1mJI5HjAxiSxIlGrN1Bo+4Fl9fX8M+uJYtW+LChQuG265f564t2FBQUBA0Gg0KCwuNjhcWFiI0NJT1mpYtW6JTp05GS6f33nsvCgoKTPblSeHRbqbj8nJXY2DnYJaziWAR8YCaZX4lMgEo/Rv46Z/Akr7QfjceY4Y9YkhiSE1NpQDOBYkaxPFV2hebLV/SxPlZW0+O/jgglurTpw/27dsHABg6dChef/11zJkzB8888wz69Okj6D48PDwQHR2NjIwMwzGdToeMjAz07duX9Zr+/fvj/Pnz0Onu7kv766+/0LJlS7t0ipjULxxje4dBo64PHIKaeGLx+F4I8HHuLhWS828NDPkIUDfYt9uuPxAzGVj+KJDzLbRX/8SY9zcgfddeeHl5UhaqCxNlOVXMDeRCyVH0lTgOaxIlAPk6QhDHNX/+fJSXlwMA0tLSUF5ejvXr16Njx46CM1MBYPr06UhKSkLv3r0RGxuLBQsWoKKiwpCtmpiYiNatW2Pu3LkAgBdeeAGLFi3Cq6++ildeeQXnzp3DBx98gH/+85/iP0kWbho1PhrTHa8/0glFt7XoFNIUHm4Ou7ijLDFTgHtHAPm/An5tgLZxQM4qoPQytLUMxmyoQvpftfByA9JnjqQAzoWJEsTJsTfN2i9p4jqEtnJriP44IJZq37694b99fX2t7tIwduxYFBcXY9asWSgoKEBUVBS2b99uSHa4dOkS1Oq7QVJYWBh27NiB1157Dd27d0fr1q3x6quv4q233rLtCVko2M8LwX5edn1Ml9AkGOj2xN2fb9cnuDy/9c7dAG6cDx7qQDOfrkzFcHVvFii3uByD5u3hvD0zZYBkAVVpZY3Jl7TUM4DE8ViaKJG4LJvzjwNKmCFsSkpK8MMPP+DChQt444030KxZM+Tk5CAkJMRuxXetUVZWBn9/f5SWlsLPz0/u4Tg37W2AYQAvK1/nv48A3zyEk0V1GLamEstGeOOh9m7AsAVA72RRh0rkJ/R30+aZOCmXn8wVaaXCvkQISzNKF47riSmrDuNw/t22QlTMl3D5448/kJCQAH9/f+Tn52Pq1Klo1qwZNm7ciEuXLmHVqlVyD5HIqaoE2PJP4HQ6AAboNAQYuQjwsbAocpvewP3T0W3ff/DXK03goVEB9wwDev5DilETB2FzECfF8pOle+yo7AMRi/6z1zCAi2kXSLO7hNP06dMxadIkfPzxx2ja9G7j96FDh2L8+PEyjkx6205cwxdZF3CttAr9OgThrSH3oHWAt9zDUpb0acCpzXd/PrsV2KQDxq8TdLlWq0VSUhKef/55DEiYDfSaCI+/jwJBkUAr+sPS1dm8C1WKhuRU4oHI5Z9rj2Nfo/pyOZdK6LNHOB0+fBjPPfecyfHWrVtzFup1BplnivDi6hycuFKK6+XV+On3q5jw9W+oqdOZv9hVVFcAp34yPX5uB1B1y/R4I/o6cOvXr8eYMWPqE2iatQe6P0kBHAEgUokRMSvtU4kHwkfKMjbHL93C3nPFaPwVRJ89wsfT05O1B+lff/2FFi1ayDAi+1h1MN/kWP6NSuw5Sx0bzGKY+n88Ghby9fLywvr169GkSRM7DZA4ClGyU8Xcm0YlHlyL0Ob09ihj86/NJ3lvp88eYTNixAi89957+P777wEAKpUKly5dwltvvYUnnnjCzNWO6yZHe8OSKmp7iJxVwG9LgcobgH8YUJJvfHunwbx74hoHcFQHjnARte2WGHvTqMSDa7A0KJO6jE1ucTlOXjGdTWmIPnuEzbx58zBmzBi0aNECVVVViI+PR0FBAfr27Ys5c+bIPTzJlHEEa+HN+f8f7vSOfQf89IrxMe9A4E5p/X93ehQYsYjzcgrgiCUU1zuV6r+5BkuCMlv6oAplbga4Wys/+uwRVv7+/vjll1+wf/9+/P777ygvL0evXr2QkJAg99Akdfkm+/aClQfy0TvcwsxLZ3KIpU5g1S1g0lYgpBvgHcB7+WeffUYBHBFMcUEcYF2RVuI4LA3K7LHEbm4G+IPR99l0/8Q56XQ6rFy5Ehs3bkR+fj5UKhUiIiIQGhoKhmGcupcl15au23dcfDm1qpT9eF212QAOAF577TX88ccfSE5OpgCOmKXIII7qvzk3S4Myeyyxc80Aq1XA/ZEt0D0swObHIM6FYRiMGDEC27ZtQ48ePXDfffeBYRicPn0akyZNwsaNG7Fp0ya5hymZ8Ba+uFBkOhuX3D9ChtEoSOchQPaXxse8A4G27D1wAaC6uhpubm5Qq9Vwd3fHd999J/EgibNQdKO7iCBfDOwcTAGckzEXlLmpjWcvpChjw4Yty/r+yBY0A0xYrVy5Env37kVGRgaOHTuGtWvXYt26dfj999+xa9cu7N6926kL/Y6PCTM5plEBfTs0l2E0CjLoHSD8gbs/ezcDnlgGuLPXz9NqtXjiiSfw8ssvQ6ej8izEMja33SKmhGZcujK21lYNNU5ysGeLNZoBJkI88sgjGDRoEGbMmMF6+wcffIA9e/Zgx44ddh6ZcLa03Rr62a84dc00GWjR+J4Y1r2VWEN0XIV/1mentokF3Nl7yzZOYjh69Ci6dOli54ESJRL6u0lBnIjsUQbDWbAFZQ1x9SqlAIsoRWhoKLZv346oqCjW248dO4YhQ4YouuCvLUFc93d3oOxOrcnx5H7hmD2iq1hDdFqUhUr4CP3dVPRyqqOhThPC6fc9rnomhvV2rgK7tMROlOLmzZsICQnhvD0kJAS3bpmvyu+o3DXsXx9tm1PbLXMogCNioSBOJNRpwpjQzgp1ZuaB82+41utGHEddXR3c3LhzwzQaDWprTWeqnEVTL/bn3tTLw84jcSwUwBExKTI71RFRp4l6li4pU3Fn4qgYhsGkSZPg6enJertWq7XziOyrupZ9E36F1nkDVzEcOnQIP//8MwVwRBQUxImEgpF6lnZWoOLOxFElJSWZPScxMdEOI5GHE5fAk9SDDz6IdevWITAwkAI4YjOXD+LEyiSlYMT6zgpU3Jk4ohUrVsg9BFlFBjfBlZI7JsdbB9CeuMa0Wi1u3ryJli1bAgDGjBkj84iIs3DZIE6KTFJXD0asXVKm4s6EOJ4h3Vpiz1/Gs+4eGjXiO7eQaUQKcSsfOLAQKDoNtOoJbfSzGJP8Mk6dOoWsrCyEhZnW1yPEWg4dxNkyiyZFQ3VXD0ZsXVKOCLL/60U1/QixzqLM8ybHqut02Hu2GA914c7adWq3C4BvEoCK+j/ktRf2Ycz0hUg/dRteXl64cOECBXFEVA4ZxNk6iyZ1Q3U5ghElcKQlZarpR4htrtyqYj3+5a8XXDeIO7LibgBXy2DMhiqk/1ULL093pKenY8CAAfKOjzgdhywxYms9NiHLfmITWnLD0bG1rlLikjLV9CPENlzVgVw6O7XkEoBGAZwbkJ72JCUxEEk4XBBnSz02fSDVuAdnY2JmkpZUViNxWTYGzduD5BWHMfDTLCQuy0ZpZY1oj6Ek+iXlzJQBWJEcg8yUAVg1OVZRs1tU048o1eLFixEeHg4vLy/ExcUhOztb0HXr1q2DSqXCqFGjpB2gAD7uGrmHIJ/w/qYB3DgfPDTaebOUibwcLoizZhatcSCVuDwbgT7u0DSK5cRuqA647oyPkjsryDETS4g569evx/Tp0zF79mzk5OSgR48eGDx4MIqKinivy8/PR0pKCh544AHe8+zF3c2Fg7juY1HWegAu3NTdDeBGjgc6PiL3yIiTUlwQZ27Z0ZrN82yBVGllDfy8jWeHxF72oxkf+fB9jqimH1Gi+fPnY+rUqUhOTkaXLl2wdOlS+Pj4YPny5ZzX1NXVYcKECUhLS0P79u3tOFpuQb4u3LFB444WL/yE3Vv/DzsWvo6H5mQBT3xNRfWIZBST2CB0o7mlm+e5khh0AG5V1uC/k2NRq2MkyU6kLg72lVtcjlNXy/DtgXwcvni3Z2Xjz5EjJWAQ11BdXY2jR48iNTXVcEytViMhIQEHDx7kvO69995DcHAwJk+ejF9//dXs42i1WqNOEmVlZbYNnMW1UvaEB2em1Wqxd+9ePPzwwwCA0NhRCI0dJe+giEtQzEycJcuOlmyeNxdI1eoYyZb9aMbHPhoul7+89phRAAewf44cJQGDuIbr16+jrq4OISHGWZ0hISEoKChgvWbfvn1YtmwZvv76a8GPM3fuXPj7+xv+SVHuouyOayU26HuhDh48GKtWrZJ7OMTFKGImztKSH5bUY5MzkKIZH/tg+wOgIbbPkavX9COO7fbt25g4cSK+/vprBAUFmb/gf1JTUzF9+nTDz2VlZaIHcp1Cmop6f0rWuJl969at5R4ScTGKCOKsXXYUUo9N7kCKrYvDvS2bIuWRTpI+rqvg+gOADdvnyFVr+hFlCQoKgkajQWFhodHxwsJChIaGmpx/4cIF5OfnY/jw4YZjOl19Q3o3NzecPXsWHTp0MLnO09MTnp6eIo/e2N+3+P9/7iwaB3DUzJ7IQRHLqVLPlsm5dKaf8dn8Un90a+0HADh5tQwjFu/Hk18ccNpSI/Zi7g+AhuRcvnaVOoHEOh4eHoiOjkZGRobhmE6nQ0ZGBvr27Wty/j333IMTJ07g+PHjhn8jRozAwIEDcfz4cVm7AhSUmfZTdTYUwBGlUMRMnNSzZUpYOpu38y+cumK8ifjwxVsY8GkmslIGKqqOmiMx9wcAYNvnyNa2XNQZggg1ffp0JCUloXfv3oiNjcWCBQtQUVGB5ORkAEBiYiJat26NuXPnwsvLC926dTO6PiAgAABMjktFowLqWCr+PtjRuXun1tTUUABnI51Oh+rqarmHISt3d3doNLaX41FEEAfYp3m8XEtnfEt+typrMGXVYWx4vp+dR+UcuP4AaMiaz5FYwZcUPXqJcxo7diyKi4sxa9YsFBQUICoqCtu3bzckO1y6dAlqtSIWTwAAo3q1wv8dvWpyPG2kfYJIubi5ueGee+7Brl27KICzQnV1NfLy8gzL/64sICAAoaGhUNlQgkbFMBzffDKRerZMjobnmWeLkLziMP85KQNob5aVSitrTP4AiAkPRFK/cHRt5W/V65q4LJtzZlho8JVbXI5B8/Zw3k7vOZFbWVkZ/P39UVpaCj8/P4uunfD1b9h/4YbJ8XVT+6BPh+ZiDVGRGIbBuXPn0KkT7W22BMMwuHTpEmpqatCqVStF/VFiTwzDoLKyEkVFRQgICEDLli1NzhH6u6mYmTg9/WyZfg+RWMGWtTMrYgR9Qpb8qGac9cReLrc0W5oL1QkkzuzElVLW47+cLnS6IE6r1eKTTz5BSkoKvLy8oFKpKICzQm1tLSorK9GqVSv4+Jj/XnRm3t7eAICioiIEBwdbvbSquCBOqj1Eli5riTmO9i2aoHe7QBxpVL+sIaoZZztzy+VCA3Kxgi+qE0icmaebBoBpTbhmTtaxoWESQ05ODjZu3Cj3kBxWXV0dgPpEHgJDIFtTU2N1ECfZXKa12XhS9Bq1pv2V2ONYlhSDQJbgT6OC6P1a7U3pmZeNe+cO/DQLicuyOTODxQq+9Pv1NI32O0jRo5cQexsZZboEpAIwuqfz1EprnIX60ksvyT0kp2DLHjBnIsbrIPpMXEllNaZ8e8Ro1knoDJZYy1iNCZ1Z0c/UaFQQfRz+Pu7IShmIKasO43D+3demf2QLh+0S4CiZl5bOwoqZLW2PhB1C5DDt4c44frnU8P96jQqYNbwrWgV4yzwycVAZEeIIRA3iSiqrMfDTLNxqNMOx71yxoGw8qfYQmZtZaebjjsRl2TYVjRXC38cdG57v5zRdAhwh89LaPwwWjuvJEnBbHnwpobwNIVJo4umGH17ohyP5N3G19A76RDRDsJ+X3MMSBQVwxFGIGsRNXXXEJIAD6pvNC5nBkmoPkbmZlXk7z/G2bRJrHHrWljqxNclCzMxcqWZNxaJ/rgWl/IVH2QJy/QxjwwAupl2gTTOM1BmCOKve4c3kHoLonnnmGQrgiEMQLYjLLS43+tJjY24GS8qiv1zLWq8/0hEjFx8QdB9y9Ty1ddlSimVPS2dN7VXahe258mELyNlmGHMulShqhpEQIp1XXnkFGRkZWL16NQVwRNFEC+KEtD8SMoMl1R4irmWtzLNFgu9Drr1Mti5bSrHsKXTW1N775tieKxuugFzpM4yEEOn16dMHubm5Ll8GgyifaEGcuS/1mHaBrF+YjWdnpNpD1PCxBnYOFjzu/06ORa2OkW0vk61BhVRBidBZU3vum+PrjNEYV0BOtd0IcT1arRZTpkzBtGnTEB0dDQAUwNlRRQV3ZQONRgMvLy9B56rVakP9Nb5zfX2d5//hogVxd7/Ui0366QX6uOObpBjDz0JmZ8TaQ2TuscwFIw/I3AfQXFDxypocrJ7SB/4+7qxBsZRBiblZU3vMajV8zuae64eP34cQfy/egJxquxHiWhomMezevRsXLlwwChqI9Jo0acJ529ChQ7F161bDz8HBwaisZP9/fXx8PLKysgw/h4eH4/p105UZaxtVzZw5E99//z1iY2OxePFiZGZmYubMmQgICMDChQvRo0cPq+7XFqImNrB9qceEB+KbxBijpTOpZ2cafrHP3vyn2cdiG3evdgGKKANhLqg4dbUML6w+Cje1mjVQlTIoMTdrKmUAyRacx4QH8l4T17652ceTcl8mIURZGmehrlq1igI4wmr79u24desWjhw5gs8++wxPPPEEbt68iY0bN0Kn0+HFF1/Erl277D4uUYM4IUuhUs7OCN3U3vix/H3c8fm4KEz99ggO/6/m0eH8W3hl7THZa57pg4p954uhY/njQQfgwIUbJlWb9YHq5+OiEOjjbpI1rFHV16gTIyjhmjWVMoBk+0OAK7HG0gCMarsR4vyojIhylJeXc97WuJNBURH3PvbGvVjz8/NtGldDx44dQ1JSEpo2bYp//etf+PHHH/Hmm28iMjISANC8eXNUV1fbvRuFJG23+JZCpZydEbqpne2x/rn2OHIulRjdrpSaZwvH9cSEZb/h5JUyznN0jX7WB6pTvz3C2pnAz9vd6qBEaKapVLNalux9AywPwKi2GyHOjQI4ZbFkj5pU55rTuXNnbN++HTExMfjll1+gUqnw4Ycf4qGHHoKbmxsKCwtlaSdm996pUs3OWPrF3vCxbJkdtEfpDH8fd3z+dE8MmrfH4msPc/RrvVVZg5uV1RbNMlqTaSrFrJaQTOiG0kZ2tWo2lWq7EeKcPvzwQwrgiEVGjx6Nn3/+GW3btkWrVq2wefNmbN26FT169IC3tzeWLFkiy7jsHsRJNTtjyRd748eyZnbQ3qUzuF43tQqsy6xCWDrryTbTue9cMSZ88xsWju/Fel9SzGqZ+0OgMcooJYQ09MYbb+Do0aN49dVXKYAjgqhUKnz99ddGx5599llMnTpV1l6wjbdS2cXCcT3RPzLI6JitszOWfLE3fixrZgf5kjOkwva63R/ZAn3bN2dtsm5uo78ls5762cq6Rlk9OgAnr5aZbSofEVRf2kWMYIqrsTwXNzU1WybE1dXW1hqyEn18fPDTTz9RAEdsJmcAB8gwEwdIMztjboYvbWRXzseydHZQroKwXK9baWUN55LlK2uPiTLrKWSm0557CBeO64nJ3x42NN/mU2vtVCUhxCno98BFRUXhvffek/2LlxCxyBLE6Ym954hv/5W/jzvvY1myd0uugrBcBYv5gmKx9qQJmem0V1cD/VK2kAAOoNpuhLiyhkkMu3btwqRJk9ChQwe5h0WIKGQN4sRmywyfJdfauyCs0P13bEGxWLOeXLOVbKTeg2Zray1CiGtgy0KlAI44E1n2xEnNlv1XQq7l2pOlUanwYEdxaq81JMb+OzH2pLHtyWMj5cwX1948NlTbjRDXRWVEiCtwqpk4e7JXQVglNWRvOKv3ytocnLpaZpQZq5/5YhgGmWeLJCm7IkZrLUKIc6MAjrgKlw7ibKnxZq+CsEpsyB4R5IvVk/uYBLHd2/ihVqczqmcnRtmVhu+TuaVsIa21CCHObffu3RTAEZfglMupucXlyDxbhLzrFay3l1RWI3FZNgbN24PkFYfNlsfgI2bpDDZKbciub1UW0+5uGZNjl0tx4MINo/NsKbvC9j69+9MpzpIqUixl65n7TBEihsWLFyM8PBxeXl6Ii4tDdnY257lff/01HnjgAQQGBiIwMBAJCQm857uSIUOG4JtvvqEAjjg9p5qJE5oAwLfHTO4WW40puSE7W6uyxmxZ9uV6n+LaN0P/yCCLl7KtmXm1d1Fn4rrWr1+P6dOnY+nSpYiLi8OCBQswePBgnD17FsHBwSbnZ2VlYdy4cejXrx+8vLzw0Ucf4ZFHHsGff/6J1q1by/AM5KXValFeXo7mzZsDACZPnizziAiRnophBOwQdxCJy7I5gx19cJZbXM7bviozZYDiluPY6sDJEUg0DIIYhrGoDdiK5BijsihCHsvc+wRA0FK2LYGYkM8UIWKIi4tDTEwMFi1aBADQ6XQICwvDK6+8ghkzZpi9vq6uDoGBgVi0aBESExMFPWZZWRn8/f1RWloKPz8/m8YvJ/0euIsXLyIjIwMtWrSQe0iExZ07d5CXl4eIiAh4eXnJPRzZ8b0eQn83HXYmrvGsitAEACXuMTPHkv13UvRyZQuCurW27H/4li77CnmfhC5jWzvzqqSkEuLcqqurcfToUaSmphqOqdVqJCQk4ODBg4Luo7KyEjU1NWjWrBnnOVqtFlqt1vBzWVmZ9YNWiMZJDGfOnKEgjrgMhwviuGZVxvZuw3udPjhT6h4zIfiKI0u57McWBP15Rdj//DUqFXq1C0D+jfq9ZEKDHrHeJ1sCMUcM+Iljun79Ourq6hASEmJ0PCQkBGfOnBF0H2+99RZatWqFhIQEznPmzp2LtLQ0m8aqJGxZqA888IDcwyJOKj4+Hh06dMDy5cuNji9ZsgRvvvkmysrKoFbbN9XA4RIbuGZVVhzI572usPQO8q5X2L3Gm73YUkuOb9M+V102oWvwft5uOJx/y+IEErHeJyGBGBdHDviJa/nwww+xbt06/Pjjj7zLVKmpqSgtLTX8u3z5sh1HKS4qI0LsiWEYHDt2DNHR0Sa3HTlyBFFRUXYP4AAHC+K4Aoo6hsGRi7cQEx7I2RR9xsYThiBizqhuJkVrHbUwbG5xOdZmX+J8XfSzTWyEZOkK6ZnK5sPH70NMu0CUVdUaHbckW5WtuLCl75MtgZizBvxEeYKCgqDRaFBYWGh0vLCwEKGhobzXfvrpp/jwww+xc+dOdO/enfdcT09P+Pn5Gf1zRBTAEXs7d+4cbt++zRnEsR23B4daTjUXUCT1C4e3+9+sy2d6+89fxzubTtqlxpuU2JZPuXAt+wnZK2YuCFKrwFrwNzaiGWZsPGFyPt8yZuP9fHx7AYXu/bM1u9deRZ2Ja/Pw8EB0dDQyMjIwatQoAPWJDRkZGXj55Zc5r/v4448xZ84c7NixA71797bTaOVXXFyMP/74gwI4F3bySinu1NShZ9tAaNTskzdiOnr0KDQaDXr06GF0vKqqCqdOncLrr78u+RjYOFQQZy6g6NrKH6smt0Le9Qr8lnsDqQKCCEcL3vSE9g8F2GebhO4V4wuCYiOawV2jZg1wci7zN6dvGFiWVFZj6qojOJx/95qG+/kavk/W7P2zJRCzV1FnQqZPn46kpCT07t0bsbGxWLBgASoqKpCcnAwASExMROvWrTF37lwAwEcffYRZs2ZhzZo1CA8PR0FBAQCgSZMmaNKkiWzPwx7atGmDrKwsXLx4EQMGDJB7OMSOisruYMqqI/jj71IAQCt/L3w5sTfua+Mv6ePm5OSgrq4OPj7scUivXr0AAOnp6Xj99deh0+nw1ltvYcqUKZKOyyGCuIazLkJmVSKCfHn3OgHK2pRuaUYpVwDWGN9skyWb9vmCIH8fd9YAR+gyZkllNQZ+moVbjfbJ7T9fzJo9ak2mqRiBmCMH/MQxjB07FsXFxZg1axYKCgoQFRWF7du3G5IdLl26ZLTn5osvvkB1dTXGjBljdD+zZ8/Gu+++a8+h24VWq8WRI0fQv39/AEBERAQiIiJkHhWxt3e3/GkI4ADgaukd/HPdMex+PR4qju1UYsjJycHo0aMxa9Yso+Pr1q3D559/ji5duqC2thbTp09HZmYm/P39ER0djdGjRxtqF0pB0UEc26xLvw7NERvRDAdz73YGYJtVMbfZz80O06/mmJuB4iJ0n1qvtgGcs02W7BUzFwSxBThClzGnfHvEJIADgDoGJsuutpb8iAiqr29naaYsIfby8ssvcy6fZmVlGf2cn58v/YAUQr8Hbvv27fjhhx8wcuRIuYdEZLLrVJHJsbzrFThfVI6OIU0le9ycnBykpaUhKirK6PiSJUvQvXt3aDQaHDhwAF27djUU2x4yZAh27tyJcePGSTYuRQdxbLMuh3Jvon9kEDJTBvDOqujM3HetTt4ax5bOQDVkLgDTO3zxFl5Ze4w1KLRmr5ils1HmljFzi8tx5KLwZVdbSn5Q5wVCHFPjJAZnXyom/Py83XC9vNromEoFNPWS7v/jubm5KCkpMSyZNpSTk4O4uDgAwNWrV426pbRu3RpXrlyRbFyAgrNT+TJR9V/EfMVelV4eQsgMFBeurEk2fNmgYmR/8tHP4GWmDMCK5BhkpgzAqsmxhqBJyIxiw/fJlvfUlhIshBB5UBYqaSyxb7jJscFdQhHqL10HiKNHj0KtVpvMwtXU1ODkyZOswZ29KHYmztZCq/boOWptdwRLZ6DYsM1yseFbarTXpn2uGTxzQVlMeKDRdda+p9R5gRDHQwEcYfPKoEh4uqmxNvsSqmrq8Nh9rZAyuJOkj5mTk4OOHTuazAKfOnUKWq3WEMS1atXKaObtypUriI2Vtj2jYoM4MWbSpCoPYevSnKUzUGwaB2CFpXdYS3ro8QWFcm3a1wdl+84Vmyx/B/q445vEGJNrrHlPqfMCIY5Fn7BBARxpTKVS4bn4DnguvoPdHnPu3LmGrPCGevTogYbt52NjY3Hy5ElcuXIF/v7++PnnnzFz5kxJx6bYIE6MmTSpZpqs7cWpZ+kMFB99AJZbXM57ntzLx1zYgrKYdoH4JimGNSC25j1V+tI6IcSYm5sbgoODKYAjDsXNzQ3z5s3DwIEDodPp8Oabb0qamQoAKoZh5N3hz6O0ssbkC17uzei5xeUYNG8P5+2ZKQMEBWCJy7I5Z6CyUgZa9fwSl2VzBr1Cgks5Sb2k68ivDSFSKSsrg7+/P0pLSxXXvUGn0+HUqVPo1q2b3EMhIrlz5w7y8vIQERHB2x7OVfC9HkJ/NxWb2ACY3xgvB1t6cTa0cFxP3N+xhdGxmHaBVgdw+vu0JlGBr3eqLedacj8RQb68iSq24nttxHpOhBDrabVazJ8/H7W19a361Go1BXCEmKHY5dSGlFRoVaylOSmWei29T0v29lmzD5At8UOuUh9sr02gj7viZnoJcUUNkxhOnDiBFStWyD0kQhyComfilEjspuhSzEAJvU9Lym5Ycm5JZTUSl2Vj0Lw9SF5xGAM/zULismyUVtbIXuqj4Wsj91gIIaZZqP/4xz/kHhIhDoOCOCtIXV9NKg2XDc3V4Wu4tGjJuQB3wDf528MW3Y+ULH1OhBDxURkRQmzjEMup1rK2jps5jtYUnW0Js1tr/k3M1nZK4KvJZmttPDEdyrvBezuVHSFEWhTAEWI7pwzi7LXvSkl79fiwzYydulrGe421nRKE9nU1dz9SYftsyDUWQlzZxIkTKYAjxEZOuZxKe53u4lo21LeObfwBYNvbZ8k+QKF9Xc3dT+PnIFb2KNtnw5KxEELEMXXqVDRr1owCOEJs4HQzcdRiyZi5mbEurfxwssGsHNfePqGdEriKNPPhekyxZ1S5PhtCxkIIEdfDDz+MvLw8xdWnI8SROF0QRy2WjJmbGVs4vr7nm7m9fZbsAxTa1/XDx+9DXPvmnPdja2eMxsx9NuY+fh/Gxba1+H4JIeZptVq8+OKLePPNN9G5c2cAoACOEBs53XIqtVgyJmQp1JIyJ0LO1Qd8cx+/j/e+Qvy9zDatFzN71Nxno097adujEOKq9EkMy5cvx9ChQ1FTUyP3kAhxCk4XxIldx80ZyFUSJS6iGe/tfAG1WJ0xGqLPBiH21zgL9auvvoK7OxXTJkQMThfEAY5bx00q/j7ueHdEF3z4+H2Y+/h9dmtfZkvQZG7WrLmPh1Vjos8GIfZDZUSIM4mPj8czzzxjcnzJkiVo0qQJdLrG3dCl53R74gDHq+MmJbnaXOkJTYhoTB8Acu2r+3TnX1bti6PPBiH2QQEccSYMw+DYsWN46qmnTG47cuQIoqKioFbbf17MKYM4PUep4yYlsZMDLGVL0PT6Ix05gzhbM43ps0GItGbPnk0BHHEa586dw+3btxEdHW1y25EjRzBw4EAZRuWky6n2JmYdMzEpqbWUNT1ib1byb362Zl8cIcQ+ZsyYgfj4eArgiLgYBjiwEFgYDczvCmx/G6iW/rvg6NGj0Gg06NGjh9HxqqoqnDp1Cr169ZJ8DGyceiZOCL7WXGy3NTwW6OMu61KlOY5eboUyjQlxLDqdzrCkFBAQgMzMTKga7YklxCZ7PwUy/333598WA6WXgbH/lfRhc3JyUFdXBx8f9u8lfRA3evRoZGVl4aGHHsIPP/wg6ZgAFw7i+PaKMWBMbuvXoTkYBjiYe7fnZqCPO8qqjGeL7LlUaY6jB0FchYM1KhX6RwYhIshXsv64hMhh8eLF+OSTT1BQUIAePXpg4cKFiI3l/n/Jhg0bMHPmTOTn56Njx4746KOPMHToUDuO+C79HrhBgwbhtddeAwAK4Ij4sr80PXZ6C1B2FfBrJdnD5uTkYPTo0Zg1a5bR8XXr1uHzzz9Hly5dAACvvvoqnnnmGXz77beSjaUhl11O5dsrxnbbgQs3jAI4ALhVWYO6Rk0JxFqqFGOJ1hlKanBlk/57VFckLsvGoHl7kLziMAZ+moXEZdkoNbMES4hSrV+/HtOnT8fs2bORk5ODHj16YPDgwSgqKmI9/8CBAxg3bhwmT56MY8eOYdSoURg1ahROnjxp55EbJzG88847uHz5st3HQFxEVQnLQQa4Uyrpw+bk5GDAgAGIiooy+nfz5k10794dGo0GADBgwAA0bdpU0rE05JJBnLm9Ymy3Wcra/VolldWiBie2ltSQe7+fPjEiM2UAViTHGMqj/GvTn9QflziV+fPnY+rUqUhOTkaXLl2wdOlS+Pj4YPny5aznf/bZZ3j00Ufxxhtv4N5778X777+PXr16YdGiRXYdd+Ms1C1btiAsLMyuYyAupPMQ02PN2gMt7pHsIXNzc1FSUsK67y0nJ4c12cFeXHI51dxeMTFYu1RpbTYp17KitdmhcpcmaaxhNin1xyXOprq6GkePHkVqaqrhmFqtRkJCAg4ePMh6zcGDBzF9+nSjY4MHD8amTZs4H0er1UKr1Rp+Lisr4zxXCCojQuxuyMdAyUXg2u/1P/u1Bp5YBki4dH/06FGo1WpERUUZHa+pqcHJkyfxwgsvSPbY5rhkEGdur5gtGu7XspQ1wYnQYMvSkhpylybh4+gJG4Q0dv36ddTV1SEkJMToeEhICM6cOcN6TUFBAev5BQUFnI8zd+5cpKWl2T5gUABHZOLXEnhuL3D1GFBTBbSJBTTShjI5OTno2LEjmjRpYnT81KlT0Gq1smWmAi66nGpurxjbbWzUqE9uaMiW6v/WtJriC7aspaTSJGwcPWGDELmkpqaitLTU8M+WvWtbtmyhAI7Ip1VPoF0/yQM4oP6PH7Y/pnr06AGGYdCzp3wdf1xyJg4w30mg8W1s2an3/2/G62ZltSjV/y0NTqRaVlT6TJeQrFVCHElQUBA0Gg0KCwuNjhcWFiI0NJT1mtDQUIvOBwBPT094enraPmAAY8aMwSeffIKePXtSAEfI/yQkJOD3339HRUUF2rRpgw0bNqBv376SPZ7LBnHm9opx3cZ2zN/HXZTAwdLgRKpgy9qZLnuW+7C2nRchSuTh4YHo6GhkZGRg1KhRAOprrmVkZODll19mvaZv377IyMjAtGnTDMd++eUXSb8wtFotqqurDdl3KSkpkj0WIY5o165ddn08lw3i9Pj2irHdJnW7JkuCE6mWFS0NJuVIgqAeqMTZTJ8+HUlJSejduzdiY2OxYMECVFRUIDk5GQCQmJiI1q1bY+7cuQDq61HFx8dj3rx5eOyxx7Bu3TocOXIEX331lSTj0++Bu3HjBrZv3w4/Pz9JHocQIpzLB3FKY0lwIuWyoiXBpJxJENQDlTiLsWPHori4GLNmzUJBQQGioqKwfft2Q/LCpUuXjBps9+vXD2vWrMG//vUvvP322+jYsSM2bdqEbt26iT62xkkMf/75p6QzfoQQYVQMY2NBNCKr0soak2BLzFkwc8FkbnE5Bs3bw3l9ZsoACrIIUaiysjL4+/ujtLSUc2aNslCJWO7cuYO8vDxERETAy8tL7uHIju/1EPK7CdBMnMOTelnR3EyX0pMgCCHWowCOEGWjIM5JyLWsSOU+CHFOFMARqdACYD0xXgeXrBNHxOMM/VkJIaYuX76MQ4cOUQBHRKPvL1pdXS3zSJShsrJ+Jcvd3fqtTzQTR2xG5T4IcT6RkZHYvXs3ioqKMGjQILmHQ5yAm5sbfHx8UFxcDHd3d6NEHVfCMAwqKytRVFSEgIAAQ3BrDUpsIKKhch+EOJbGm6e1Wi1OnTolawV64tyqq6uRl5cHnU4n91BkFxAQgNDQUKhYOkRRYgOxOyr3QYjj0u+By8jIwLZt2zBgwAC5h0SckIeHBzp27OjyS6ru7u42zcDpURBHCCEuTqvVYsKECYYkhrq6OrmHRJyYWq2mEiMioSCOEEJc3MSJE7Fjxw5KYiDEwbjmrkJCCCEGFMAR4pgoiCOEEBfn6elJARwhDoiWUwkhxEXpixOsXLkSMTExKCsrk3lEhBAAht9FcwVEqMQIIYS4qL///hthYWFyD4MQwuHy5cto06YN5+0UxBFCiIvS6XS4evUqmjZtylqrSoiysjKEhYXh8uXLvPWsCD96HcXhLK8jwzC4ffs2WrVqxVsUmZZTCSHERanVat6/8i3h5+fn0F+aSkGvozic4XX09/c3ew4lNhBCCCGEOCAK4gghhBBCHBAFcYQQQqzm6emJ2bNnw9PTU+6hODR6HcXhaq8jJTYQQgghhDggmokjhBBCCHFAFMQRQgghhDggCuIIIYQQQhwQBXGEEEIIIQ6IgjhCCCG8Fi9ejPDwcHh5eSEuLg7Z2dm852/YsAH33HMPvLy8cN9992Hbtm12GqmyWfI6rly5EiqVyuifl5eXHUerTHv37sXw4cPRqlUrqFQqbNq0yew1WVlZ6NWrFzw9PREZGYmVK1dKPk57oSCOEEIIp/Xr12P69OmYPXs2cnJy0KNHDwwePBhFRUWs5x84cADjxo3D5MmTcezYMYwaNQqjRo3CyZMn7TxyZbH0dQTquw5cu3bN8O/ixYt2HLEyVVRUoEePHli8eLGg8/Py8vDYY49h4MCBOH78OKZNm4YpU6Zgx44dEo/UPqjECCGEEE5xcXGIiYnBokWLANT3Ww0LC8Mrr7yCGTNmmJw/duxYVFRUID093XCsT58+iIqKwtKlS+02bqWx9HVcuXIlpk2bhpKSEjuP1HGoVCr8+OOPGDVqFOc5b731FrZu3Wr0R8TTTz+NkpISbN++3Q6jlBbNxBFCCGFVXV2No0ePIiEhwXBMrVYjISEBBw8eZL3m4MGDRucDwODBgznPdwXWvI4AUF5ejnbt2iEsLAwjR47En3/+aY/hOhVn/zxSEEcIIYTV9evXUVdXh5CQEKPjISEhKCgoYL2moKDAovNdgTWvY+fOnbF8+XJs3rwZ3333HXQ6Hfr164e///7bHkN2Glyfx7KyMlRVVck0KvG4yT0AQgghhBjr27cv+vbta/i5X79+uPfee/Hll1/i/fffl3FkREloJo4QQgiroKAgaDQaFBYWGh0vLCxEaGgo6zWhoaEWne8KrHkdG3N3d0fPnj1x/vx5KYbotLg+j35+fvD29pZpVOKhII4QQggrDw8PREdHIyMjw3BMp9MhIyPDaJaoob59+xqdDwC//PIL5/muwJrXsbG6ujqcOHECLVu2lGqYTsnpP48MIYQQwmHdunWMp6cns3LlSubUqVPMs88+ywQEBDAFBQUMwzDMxIkTmRkzZhjO379/P+Pm5sZ8+umnzOnTp5nZs2cz7u7uzIkTJ+R6Copg6euYlpbG7Nixg7lw4QJz9OhR5umnn2a8vLyYP//8U66noAi3b99mjh07xhw7dowBwMyfP585duwYc/HiRYZhGGbGjBnMxIkTDefn5uYyPj4+zBtvvMGcPn2aWbx4MaPRaJjt27fL9RRERUEcIYQQXgsXLmTatm3LeHh4MLGxscxvv/1muC0+Pp5JSkoyOv/7779nOnXqxHh4eDBdu3Zltm7daucRK5Mlr+O0adMM54aEhDBDhw5lcnJyZBi1smRmZjIATP7pX7ukpCQmPj7e5JqoqCjGw8ODad++PbNixQq7j1sqVCeOEEIIIcQB0Z44QgghhBAHREEcIYQQQogDoiCOEEIIIcQBURBHCCGEEOKAKIgjhBBCCHFAFMQRQgghhDggCuIIIYQQQhwQBXGEEEIIIQ6IgjhCCCHEQeTn50OlUuH48eNWXa9SqbBp0yZRx0TkQ0EcIYQQohCTJk2CSqUy/GvevDkeffRR/PHHHwCAsLAwXLt2Dd26deO9n3fffRdRUVF2GDGREwVxhBBCiII8+uijuHbtGq5du4aMjAy4ublh2LBhAACNRoPQ0FC4ubmxXsswDGpra+05XCIjCuIIIYQQBfH09ERoaChCQ0MRFRWFGTNm4PLlyyguLjZZTs3KyoJKpcLPP/+M6OhoeHp64rvvvkNaWhp+//13w4zeypUrDfd//fp1jB49Gj4+PujYsSN++ukneZ4osRkFcYQQQohClZeX47vvvkNkZCSaN2/Oed6MGTPw4Ycf4vTp03j44Yfx+uuvo2vXroYZvbFjxxrOTUtLw1NPPYU//vgDQ4cOxYQJE3Dz5k17PB0iMvb5WEIIIYTIIj09HU2aNAEAVFRUoGXLlkhPT4dazT3v8t577+Hhhx82/NykSRO4ubkhNDTU5NxJkyZh3LhxAIAPPvgAn3/+ObKzs/Hoo4+K/EyI1GgmjhBCCFGQgQMH4vjx4zh+/Diys7MxePBgDBkyBBcvXuS8pnfv3oLvv3v37ob/9vX1hZ+fH4qKimwaM5EHBXGEEEKIgvj6+iIyMhKRkZGIiYnBN998g4qKCnz99de81wjl7u5u9LNKpYJOp7N6vEQ+FMQRQgghCqZSqaBWq1FVVSX4Gg8PD9TV1Uk4KqIEtCeOEEIIURCtVouCggIAwK1bt7Bo0SKUl5dj+PDhgu8jPDwceXl5OH78ONq0aYOmTZvC09NTqiETmdBMHCGEEKIg27dvR8uWLdGyZUvExcXh8OHD2LBhAwYMGCD4Pp544gk8+uijGDhwIFq0aIG1a9dKN2AiGxXDMIzcgyCEEEIIIZahmThCCCGEEAdEQRwhhBBCiAOiII4QQgghxAFREEcIIYQQ4oAoiCOEEEIIcUAUxBFCCCGEOCAK4gghhBBCHBAFcYQQQgghDoiCOEIIIYQQB0RBHCGEEEKIA6IgjhBCCCHEAf0/cD+zV2J/5+QAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, (a0, a1) = plt.subplots(1, 2, width_ratios=[1, 1], figsize=(9,3))\n", + "\n", + "X2 = GeometryExamples.noisy_circle(n_samples = 200, noise_size=0.8)\n", + "\n", + "a0.scatter(X2[:,0],X2[:,1], s = 20)\n", + "a0.set_title(\"Very noisy circle\") ; a0.axis(\"off\") ; a0.set_aspect(\"equal\")\n", + "\n", + "cc2 = CircularCoords(X2, 30, prime=3)\n", + "plot_diagrams(cc2._dgms, ax=a1)\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using the most persistent class to construct a circular coordinate with standard_range equals to True results in an error, as described above:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The cohomology class selected is too short, try setting standard_range to False.\n" + ] + } + ], + "source": [ + "try:\n", + " circular_coordinates = cc2.get_coordinates(standard_range=True)\n", + "except Exception as e:\n", + " print(e)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "However, using standard_range equals to False gives a good result, even if the theory does not guarantee this:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "circular_coordinates2 = cc2.get_coordinates(standard_range=False)\n", + "\n", + "plt.figure(figsize=(3,3))\n", + "plt.scatter(X2[:,0], X2[:,1], c=CircleMapUtils.to_sinebow(circular_coordinates2), s=20)\n", + "plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As explained above, sometimes another option is to increase the parameter n_landmarks so that persistent cohomology classes are born earlier:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, (a0, a1) = plt.subplots(1, 2, width_ratios=[1, 1], figsize=(9,3))\n", + "\n", + "cc3 = CircularCoords(X2, 50, prime=3)\n", + "plot_diagrams(cc._dgms, ax=a0)\n", + "\n", + "circular_coordinates3 = cc3.get_coordinates(standard_range=True)\n", + "a1.scatter(X2[:,0], X2[:,1], c=CircleMapUtils.to_sinebow(circular_coordinates3), s=20)\n", + "a1.axis(\"off\") ; a1.set_aspect(\"equal\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac-opt", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "b92ccc6cf4753cf244c150496a947045c7076528614dfd2e8804a0f6266fa336" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/.doctrees/nbsphinx/notebooks/parameters_n_landmarks_and_cocycle_idx.ipynb b/.doctrees/nbsphinx/notebooks/parameters_n_landmarks_and_cocycle_idx.ipynb new file mode 100644 index 0000000..ef7e7ff --- /dev/null +++ b/.doctrees/nbsphinx/notebooks/parameters_n_landmarks_and_cocycle_idx.ipynb @@ -0,0 +1,176 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Choosing the parameters n_landmarks and cocycle_idx\n", + "\n", + "The purpose of this example is to demonstrate the effect of different choices of the n_landmarks and cocycle_idx parameters.\n", + "\n", + "## The n_landmarks parameter\n", + "\n", + "The n_landmarks parameter tells the algorithm how many points to sample from the original point cloud in order to perform the main computations.\n", + "Sampling allows the user to run the algorithm on large datasets as long as the n_landmarks parameter is kept relatively small.\n", + "The choice of the parameter n_landmarks is done to strike a balance between computation time and how representative of the whole point cloud the sample is.\n", + "\n", + "\n", + "## The cocycle_idx parameter\n", + "\n", + "Once the n_landmarks parameter has been chosen and the persistent cohomology of the landmarks has been computed, the cocycle_idx parameter tells the algorithm which persistent cohomology class is used to build the cohomological coordinates.\n", + "Roughly speaking, short-lived classes (that is, classes represented by points close to the diagonal), represent small topological features.\n", + "This means that cohomological coordinates built using these classes will be constant on large portions of the point cloud, and will parametrize small topological features.\n", + "Conversely, long-lived classes represent large scale topological features.\n", + "The user often starts by considering long-lived classes as these are usually easier to identify and to interpret." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from dreimac import CircularCoords, GeometryExamples, CircleMapUtils\n", + "from persim import plot_diagrams" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We load a simple dataset consisting of three circles in $\\mathbb{R}^2$ of different radii." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = GeometryExamples.three_circles()\n", + "\n", + "plt.figure(figsize=(6,3))\n", + "plt.scatter(X[:,0],X[:,1], s = 10)\n", + "plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here, we display the persistence diagram for various choices of the n_landmarks parameter.\n", + "We see that, when n_landmarks is too small, the persistence diagram does not reflect the topology of the data well, and only when the parameter gets to about $50$ we start seeing the three classes clearly." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_landmarks_choices = [10, 20, 50, 100, 200]\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "for i,n_landmarks in enumerate(n_landmarks_choices):\n", + " cc = CircularCoords(X, n_landmarks=n_landmarks)\n", + " plt.subplot(1, len(n_landmarks_choices), i+1)\n", + " plot_diagrams(cc._dgms, title=\"n_landmarks = \" + str(n_landmarks))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now fix n_landmarks $= 100$ and focus on the cocycle_idx parameter.\n", + "\n", + "We display the output circular coordinates for the three clear choices for cocycle_idx: the most persistent class (cocycle_idx $=0$), the second most persistent class (cocycle_idx $=1$), and the third most persistent class (cocycle_idx $=2$).\n", + "DREiMac always indexes classes by their persistence, from most persistent to less persistent.\n", + "\n", + "We see that, in this case, the circular coordinates given by the algorithm reflect precisely the three circular features we see by directly looking at the data." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cc = CircularCoords(X, n_landmarks=100)\n", + "\n", + "cocycle_idx_choices = [0,1,2]\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "for i,cocycle_idx in enumerate(cocycle_idx_choices):\n", + " circular_coordinate = cc.get_coordinates(cocycle_idx=cocycle_idx)\n", + " plt.subplot(1, len(cocycle_idx_choices), i+1)\n", + " plt.scatter(X[:,0],X[:,1], s = 10, c = CircleMapUtils.to_sinebow(circular_coordinate))\n", + " plt.title(\"cocycle_idx = \" + str(cocycle_idx))\n", + " plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "087e6391ed1cd4684da4d47dd76868e5fa890f509da77f6f7afb76c04058243b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/.doctrees/nbsphinx/notebooks/parameters_prime_and_check_cocycle_condition.ipynb b/.doctrees/nbsphinx/notebooks/parameters_prime_and_check_cocycle_condition.ipynb new file mode 100644 index 0000000..c468c89 --- /dev/null +++ b/.doctrees/nbsphinx/notebooks/parameters_prime_and_check_cocycle_condition.ipynb @@ -0,0 +1,237 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Choosing the parameters prime and check_cocycle_condition\n", + "\n", + "The purpose of this example is to demonstrate the effect of different choices of the prime parameter, and to explain why you should probably leave the default check_cocycle_condition = True.\n", + "\n", + "These parameters only apply to the circular and the toroidal coordinates algorithms.\n", + "\n", + "## The prime parameter\n", + "\n", + "This parameter tells the algorithm which prime field to use when computing persistent cohomology.\n", + "Specifically, if prime = p for $p$ a prime, the algorithm will use cohomology with coefficients in the field $\\mathbb{Z}/p\\mathbb{Z}$.\n", + "\n", + "Field coefficients are required for the persistence algorithm (and to have a well-defined persistence diagram), but, once a cohomology class has been selected using the cocycle_idx parameter, this cohomology class must be lifted to cohomology with *integer* coefficients - that is $\\mathbb{Z}$ coefficients - because of how the representability theorem of cohomology works.\n", + "This is where the parameter check_cocycle_condition comes into play.\n", + "\n", + "## The check_cocycle_condition parameter\n", + "\n", + "The circular coordinates algorithms that appear in current published papers use a heuristic (recalled below) in order to lift cohomology classes from $\\mathbb{Z}/p\\mathbb{Z}$ coefficients to $\\mathbb{Z}$ coefficients.\n", + "This heuristic works well when the topology of the data is not too complicated, but it can fail when the topology of the data is more complex.\n", + "\n", + "The check_cocycle_condition parameter tells the algorithm whether to check that the heuristic mentioned above worked, and, in case it didn't, to fix the lift in order to have it actually represent an integral cohomology class.\n", + "\n", + "In general, check_cocycle_condition = False will result in less computation time but in a circle-valued map that can fail to be continuous.\n", + "We recommend leaving check_cocycle_condition = True unless computational time becomes an issue that cannot be overcome by, for instance, reducing the n_landmarks parameter.\n", + "\n", + "\n", + "### Heuristic for lifting cohomology classes and algorithm for fixing the lack cocycle condition\n", + "\n", + "The heuristic takes a cocycle $\\eta \\in Z^1(K ; \\mathbb{Z}/p\\mathbb{Z})$ and returns the cochain $\\eta' \\in C^1(K ; \\mathbb{Z})$ with value on an edge $(i,j) \\in K$ given by $\\eta(i,j)$ if $\\eta(i,j) < p/2$ and $p - \\eta(i,j)$ otherwise.\n", + "It can happen, however, that the cochain $\\eta'$ does not satisfy the cocycle condition.\n", + "\n", + "It is explained in (de Silva, Morozov, Vejdemo-Johansson, 2011) that, if the class represented by $\\eta$ does admit an integral lift, then one can find such a lift by \"fixing\" $\\eta'$ using a linear integer program; we refer the reader to the paper for details.\n", + "DREiMac uses the function milp from scipy to solve this integer program." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from dreimac import CircularCoords, GeometryExamples, PlotUtils, CircleMapUtils\n", + "from persim import plot_diagrams" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data consists of a trefoil knot in $\\mathbb{R}^3$.\n", + "\n", + "The topological complexity of the data comes from its embedding.\n", + "As we showed in the notebook about the choice of the parameters n_landmarks and cocycle_idx, this point cloud has a single circular feature that gets represented in different ways depending on the scale (small or large) at which the data is looked at." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = GeometryExamples.trefoil(n_samples = 2500, horizontal_width=10)\n", + "fig = plt.figure(figsize=(10,6))\n", + "ax1 = fig.add_subplot(121)\n", + "ax1.scatter(X[:,0],X[:,1], s=1)\n", + "ax1.set_title(\"Trefoil 2D projection\") ; ax1.set_aspect(\"equal\") ; ax1.axis(\"off\")\n", + "ax2 = fig.add_subplot(122,projection='3d')\n", + "ax2.scatter(X[:,0],X[:,1],X[:,2], alpha=0.5, s=1)\n", + "ax2.set_title(\"Trefoil in 3D\") ; _ = PlotUtils.set_axes_equal(ax2)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "perc_choices = [0.1, 0.5]\n", + "prime = 3\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "cc = CircularCoords(X, 300, prime=prime)\n", + "for i,perc in enumerate(perc_choices):\n", + " circular_coordinate = cc.get_coordinates(perc=perc,cocycle_idx=0)\n", + " plt.subplot(1, len(perc_choices), i+1)\n", + " plt.scatter(X[:,0],X[:,1], s = 10, c = CircleMapUtils.to_sinebow(circular_coordinate))\n", + " plt.title(\"perc = \" + str(perc) + \"\\ncheck_cocycle_condition=True\")\n", + " plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This topological complexity causes the following problem at the larger scale, when the heuristic for lifting cohomology classes is used directly.\n", + "At a small scale, the heuristic works fine." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "perc_choices = [0.1, 0.5]\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "cc = CircularCoords(X, 300, prime=3)\n", + "for i,perc in enumerate(perc_choices):\n", + " circular_coordinate = cc.get_coordinates(perc=perc,cocycle_idx=0, check_cocycle_condition=False)\n", + " plt.subplot(1, len(perc_choices), i+1)\n", + " plt.scatter(X[:,0],X[:,1], s = 10, c = CircleMapUtils.to_sinebow(circular_coordinate))\n", + " plt.title(\"perc = \" + str(perc) + \"\\ncheck_cocycle_condition=False\")\n", + " plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we know that the heuristic does not work at the larger scale, we suspect that, at this larger scale, the output of the algorithm will depend on the prime parameter.\n", + "Here we display the output of the algorithm for a range of choices.\n", + "We see that, in general, the larger the prime, the more complicated the cohomological coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "prime_choices = [3,5,11,13]\n", + "perc = 0.5\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "for i,prime in enumerate(prime_choices):\n", + " cc = CircularCoords(X, 300, prime=prime)\n", + " circular_coordinate = cc.get_coordinates(perc=perc,cocycle_idx=0)\n", + " plt.subplot(1, len(prime_choices), i+1)\n", + " plt.scatter(X[:,0],X[:,1], s = 10, c = CircleMapUtils.to_sinebow(circular_coordinate))\n", + " plt.title(\"prime = \" + str(prime))\n", + " plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The above behavior is that of DREiMac's current implementation.\n", + "The reason why different primes lead to different circle-valued maps is that the integral lift of a cohomology class $\\eta \\in H^1(K ;\\mathbb{Z}/p\\mathbb{Z})$ is only uniquely determined up to the kernel of the morphism $H^1(K ; \\mathbb{Z}) \\to H^1(K ; \\mathbb{Z}/p\\mathbb{Z})$, which is usually non-trivial.\n", + "The upshot is that one should be able to design an optimization procedure that finds good integral lift $\\eta'$ of $\\eta$ by minimizing a notion of Dirichlet energy.\n", + "Although this hasn't been fully developed yet, it is actively being researched." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac-opt", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.0" + }, + "vscode": { + "interpreter": { + "hash": "b92ccc6cf4753cf244c150496a947045c7076528614dfd2e8804a0f6266fa336" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/.doctrees/nbsphinx/notebooks/twoSphere.ipynb b/.doctrees/nbsphinx/notebooks/twoSphere.ipynb new file mode 100644 index 0000000..b05953f --- /dev/null +++ b/.doctrees/nbsphinx/notebooks/twoSphere.ipynb @@ -0,0 +1,222 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Complex projective coordinates on a 2-sphere\n", + "\n", + "In this simple example, we use complex projective coordinates to parametrize a finite sample of a 2-sphere." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from dreimac import GeometryExamples, ComplexProjectiveCoords, ProjectiveMapUtils, PlotUtils\n", + "import numpy as np\n", + "from persim import plot_diagrams" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The original data." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = GeometryExamples.sphere(2000)\n", + "\n", + "import matplotlib.pyplot as plt\n", + "fig = plt.figure()\n", + "ax = plt.axes(projection='3d')\n", + "_ = ax.scatter3D(data[:,0], data[:,1], data[:,2],s=20, c=data[:,2])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These are the two hemispheres of the original data." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_R2 = ProjectiveMapUtils.stereographic_projection_hemispheres(data)\n", + "fig = plt.figure()\n", + "\n", + "plt.axis(\"off\")\n", + "_ = PlotUtils.plot_2sphere_boundary()\n", + "plt.scatter(data_R2[:,0], data_R2[:,1],c=data[:,2])\n", + "_ = plt.axis(\"equal\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The persistent cohomology clearly shows one high-prominence two-dimensional void." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cpc = ComplexProjectiveCoords(data, n_landmarks=300)\n", + "fig = plt.figure()\n", + "plot_diagrams(cpc._dgms)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now apply complex projective coordinates, and display the data in two hemispheres as before. We color the data using the $z$-value of the original embedding, to make sure that our parametrization is continuous." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "coords = cpc.get_coordinates(perc=0.9, proj_dim=1)\n", + "coords_R3 = ProjectiveMapUtils.hopf_map(coords)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coords_R2 = ProjectiveMapUtils.stereographic_projection_hemispheres(coords_R3, center_vector=np.array([1,0,0.7]))\n", + "fig = plt.figure()\n", + "plt.axis(\"off\")\n", + "_ = PlotUtils.plot_2sphere_boundary()\n", + "plt.scatter(coords_R2[:,0], coords_R2[:,1],c=data[:,2])\n", + "_ = plt.axis(\"equal\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The recovered paramtrization, but this time as a sphere in $\\mathbb{R}^3$." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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a/_sources/api.rst.txt b/_sources/api.rst.txt new file mode 100644 index 0000000..fd3d89b --- /dev/null +++ b/_sources/api.rst.txt @@ -0,0 +1,189 @@ +API Reference +============= + +Index +----- + +.. rubric:: Classes + +.. autosummary:: + :nosignatures: + + dreimac.CircularCoords + dreimac.ToroidalCoords + dreimac.ProjectiveCoords + dreimac.ComplexProjectiveCoords + dreimac.LensCoords + dreimac.PartUnity + dreimac.GeometryExamples + dreimac.PlotUtils + dreimac.CircleMapUtils + dreimac.ProjectiveMapUtils + dreimac.LensMapUtils + dreimac.GeometryUtils + + +.. rubric:: dreimac.CircularCoords methods + +.. autosummary:: + :nosignatures: + + dreimac.CircularCoords.get_coordinates + + +.. rubric:: dreimac.ToroidalCoords methods + +.. autosummary:: + :nosignatures: + + dreimac.ToroidalCoords.get_coordinates + + +.. rubric:: dreimac.ProjectiveCoords methods + +.. autosummary:: + :nosignatures: + + dreimac.ProjectiveCoords.get_coordinates + + +.. rubric:: dreimac.ComplexProjectiveCoords methods + +.. autosummary:: + :nosignatures: + + dreimac.ComplexProjectiveCoords.get_coordinates + + +.. rubric:: dreimac.LensCoords methods + +.. autosummary:: + :nosignatures: + + dreimac.LensCoords.get_coordinates + + +.. rubric:: dreimac.PartUnity methods + +.. autosummary:: + :nosignatures: + + dreimac.PartUnity.linear + dreimac.PartUnity.quadratic + dreimac.PartUnity.exp + + +.. rubric:: dreimac.GeometryExamples methods + +.. autosummary:: + :nosignatures: + + dreimac.GeometryExamples.line_patches + dreimac.GeometryExamples.moving_dot + dreimac.GeometryExamples.torus_3d + dreimac.GeometryExamples.klein_bottle_4d + dreimac.GeometryExamples.genus_two_surface + dreimac.GeometryExamples.trefoil + dreimac.GeometryExamples.bullseye + dreimac.GeometryExamples.sphere + dreimac.GeometryExamples.noisy_circle + dreimac.GeometryExamples.moore_space_distance_matrix + + +.. rubric:: dreimac.PlotUtils methods + +.. autosummary:: + :nosignatures: + + dreimac.PlotUtils.plot_patches + dreimac.PlotUtils.plot_proj_boundary + dreimac.PlotUtils.plot_2sphere_boundary + dreimac.PlotUtils.plot_3sphere_mesh + dreimac.PlotUtils.set_axes_equal + + +.. rubric:: dreimac.CircleMapUtils methods + +.. autosummary:: + :nosignatures: + + dreimac.CircleMapUtils.offset + dreimac.CircleMapUtils.linear_combination + dreimac.CircleMapUtils.to_sinebow + dreimac.CircleMapUtils.levelset_coloring + + +.. rubric:: dreimac.ProjectiveMapUtils methods + +.. autosummary:: + :nosignatures: + + dreimac.ProjectiveMapUtils.get_stereo_proj_codim1 + + +.. rubric:: dreimac.LensMapUtils methods + +.. autosummary:: + :nosignatures: + + dreimac.LensMapUtils.lens_3D_to_disk_3D + + +.. rubric:: dreimac.GeometryUtils methods + +.. autosummary:: + :nosignatures: + + dreimac.GeometryUtils.get_greedy_perm_pc + dreimac.GeometryUtils.landmark_geodesic_distance + + +Details +------- + +.. autoclass:: dreimac.CircularCoords + :members: + + +.. autoclass:: dreimac.ToroidalCoords + :members: + + +.. autoclass:: dreimac.ProjectiveCoords + :members: + + +.. autoclass:: dreimac.ComplexProjectiveCoords + :members: + + +.. autoclass:: dreimac.LensCoords + :members: + + +.. autoclass:: dreimac.PartUnity + :members: + + +.. autoclass:: dreimac.GeometryExamples + :members: + + +.. autoclass:: dreimac.PlotUtils + :members: + + +.. autoclass:: dreimac.CircleMapUtils + :members: + + +.. autoclass:: dreimac.ProjectiveMapUtils + :members: + + +.. autoclass:: dreimac.LensMapUtils + :members: + + +.. autoclass:: dreimac.GeometryUtils + :members: diff --git a/_sources/faq.rst.txt b/_sources/faq.rst.txt new file mode 100644 index 0000000..2ce4c3e --- /dev/null +++ b/_sources/faq.rst.txt @@ -0,0 +1,23 @@ +FAQ +=== + +.. contents:: + + +Why does my output not look exactly like the output in the examples? +-------------------------------------------------------------------- + +There is more than one source of indeterminacy. +First, cohomological coordinates take values in spaces with many symmetries; for example, any rotation induces an isometry from the circle to the circle. +As such, cohomological coordinates are only well-defined up to rigid symmetries of the target space. +Secondly, since several of DREiMac's subroutines are numerical, the exact output can depend on your machine's specific architecture. + +Having said this, if you are getting outputs that are qualitatively different from those in the examples, please let us know by filing an issue on DREiMac's repository. + + +How can I get further help? +--------------------------- + +If you have further questions, please +`open an issue `_ and we will do our best to help you. +Please include as much information as possible, including your system's information, warnings, logs, screenshots, and anything else you think may be of use. diff --git a/_sources/index.rst.txt b/_sources/index.rst.txt new file mode 100644 index 0000000..03f1538 --- /dev/null +++ b/_sources/index.rst.txt @@ -0,0 +1,92 @@ +DREiMac: Dimensionality Reduction with Eilenberg-MacLane Coordinates +==================================================================== + +DREiMac is a library for topological data coordinatization, visualization, and dimensionality reduction. +Currently, DREiMac is able to find topology-preserving representations of point clouds taking values in the circle, in higher dimensional tori, in the real and complex projective space, and in lens spaces. + +In a few words, DREiMac takes as input a point cloud together with a topological feature of the point cloud (in the form of a persistent cohomology class), and returns a map from the point cloud to a well-understood topological space (a circle, a product of circles, a projective space, or a lens space), which preserves the given topological feature in a precise sense. +You can check the :ref:`theory section ` for details and or the examples below to see how DREiMac works in practice. + +Installing +---------- + +Make sure your Python version is >=3.8 and <3.12. +DREiMac depends on the following python packages, which will be installed automatically when you install with pip: +`matplotlib`, +`numba`, +`numpy`, +`persim`, +`ripser`, and +`scipy`. + +.. code-block:: + + pip install dreimac + + + + +Contents +======== + +.. toctree:: + :maxdepth: 2 + :caption: About + + theory + api + faq + + +.. toctree:: + :maxdepth: 2 + :caption: Choosing parameters + + notebooks/parameters_n_landmarks_and_cocycle_idx + notebooks/parameter_perc + notebooks/parameter_standard_range + notebooks/parameter_n_samples + notebooks/parameters_prime_and_check_cocycle_condition + +Further examples +---------------- + + +.. toctree:: + :maxdepth: 2 + :caption: Circular coordinates + + notebooks/coil20 + +.. toctree:: + :maxdepth: 2 + :caption: Toroidal coordinates + + notebooks/bullseye + notebooks/genusTwoSurface + +.. toctree:: + :maxdepth: 2 + :caption: Real projective coordinates + + notebooks/ImagePatches + +.. toctree:: + :maxdepth: 2 + :caption: Complex projective coordinates + + notebooks/twoSphere + notebooks/movingDot + +.. toctree:: + :maxdepth: 2 + :caption: Lens coordinates + + notebooks/circleLensCoordinates + notebooks/MooreSpace + +Authors +======= + +Jose A. Perea, Luis Scoccola, Chris Tralie + diff --git a/_sources/notebooks/ImagePatches.ipynb.txt b/_sources/notebooks/ImagePatches.ipynb.txt new file mode 100644 index 0000000..a1e0ffc --- /dev/null +++ b/_sources/notebooks/ImagePatches.ipynb.txt @@ -0,0 +1,179 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Real projective coordinates on data set of image patches\n", + "\n", + "In this example, we explore the topology of a collection of image patches capturing line segments, which, as we will show using persistent cohomology and projective coordinates, are parametrized by the projective plane $RP^2$.\n", + "Each image patch is a square $d \\times d$ region of pixels.\n", + "Each pixel can be thought of as a dimension, so each patch lives in $\\mathbb{R}^{d \\times d}$, and a collection of patches can be thought of as a Euclidean point cloud in $\\mathbb{R}^{d \\times d}$." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "from ripser import ripser\n", + "from persim import plot_diagrams\n", + "from dreimac import ProjectiveCoords, GeometryUtils, GeometryExamples, PlotUtils, ProjectiveMapUtils" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now examine the collection of patches which hold oriented, slightly blurry line segments at varying distances from the center of the patch.\n", + "We start by considering a small sample of these patches.\n", + "Below, the \"dim\" variable sets the patch resolution, and the \"sigma\" variable sets the blurriness (a larger sigma means blurrier line segments). " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "small_sample = GeometryExamples.line_patches(dim=10, n_angles=16, n_offsets=16, sigma=0.25)\n", + "\n", + "plt.figure(figsize=(8, 8))\n", + "PlotUtils.plot_patches(small_sample, zoom=2)\n", + "plt.gca().set_facecolor((0.7, 0.7, 0.7))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's compute persistence diagrams for this collection of patches with both $\\mathbb{Z}/2$ coefficients and $\\mathbb{Z}/3$ coefficients up to $H_2$." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 4))\n", + "for i,prime in enumerate([2,3]):\n", + " pd = ripser(small_sample, coeff=prime, maxdim=2)['dgms']\n", + " plt.subplot(1,2,i+1) ; plot_diagrams(pd) ; _ = plt.title(\"$\\mathbb{Z}/\" + str(prime) + \"$\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are two high-persistence classes in the persistence diagram with $\\mathbb{Z}/2\\mathbb{Z}$ coefficients that do not show up in the persistence diagram with $\\mathbb{Z} / 3\\mathbb{Z}$ coefficients.\n", + "This is the signature of the projective plane $RP^2$.\n", + "To verify this, we will map these patches to $RP^2$ using real projective coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "X = GeometryExamples.line_patches(dim=10, n_angles=75, n_offsets=75, sigma=0.25)\n", + "dist_mat, pointcloud_permutation = GeometryUtils.landmark_geodesic_distance(X, 300, 20)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "pc = ProjectiveCoords(dist_mat, n_landmarks=300, distance_matrix=True)\n", + "proj_coords = pc.get_coordinates(proj_dim=2, perc=0.8, cocycle_idx=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "subsample = GeometryUtils.get_greedy_perm_pc(proj_coords, 300)['perm']\n", + "stereo_projection_dim_red_subsample = ProjectiveMapUtils.get_stereo_proj_codim1(proj_coords[subsample, :])\n", + "\n", + "plt.figure(figsize=(8, 8))\n", + "PlotUtils.imscatter(stereo_projection_dim_red_subsample, X[pointcloud_permutation][subsample], 10)\n", + "_ = PlotUtils.plot_proj_boundary()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "fiberwise-dim-red", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.0" + }, + "vscode": { + "interpreter": { + "hash": "5319f7d1bb481ce08c8f66b2d322eecc66f5ad1db17e754b4db3cc689c7d8716" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/_sources/notebooks/MooreSpace.ipynb.txt b/_sources/notebooks/MooreSpace.ipynb.txt new file mode 100644 index 0000000..d00f757 --- /dev/null +++ b/_sources/notebooks/MooreSpace.ipynb.txt @@ -0,0 +1,162 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lens coordinates on Moore space\n", + "\n", + "In this example, we use lens coordinates to parametrize a finite sample of the Moore space $M(1,\\mathbb{Z}/3)$, characterized by the fact that its reduced cohomology with coefficients in $\\mathbb{Z}$ is zero in every degree except for degree $1$, in which it is $\\mathbb{Z}/3$." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from dreimac import LensCoords, CircleMapUtils, PlotUtils, GeometryExamples, LensMapUtils" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The Moore space $M(1,\\mathbb{Z}/3)$ can be constructed by taking a quotient of the two-dimensional unit disk $D \\subseteq \\mathbb{R}^2$, where each point in the boundary is glued to its rotation by $2\\pi/3$ radians. Here, we display a fundamental domain. We color points so that points in the boundary with the same color are close to each other.\n", + "In order to perform the gluing, we use a function that constructs a distance matrix implementing the gluing described above." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "q = 3\n", + "dist_mat, X = GeometryExamples.moore_space_distance_matrix(rough_n_points=2000, prime=q)\n", + "colors = CircleMapUtils.to_sinebow(np.array([np.arctan2(*x) * q for x in X]))\n", + "\n", + "plt.figure()\n", + "plt.scatter(X[:,0],X[:,1],c=colors)\n", + "_ = plt.axis(\"equal\")\n", + "_ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We confirm that the sample approximates the Moore space by computing persistent cohomology with coefficients in $\\mathbb{Z}/2$ and $\\mathbb{Z}/3$." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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TgqwtsI8SUW1cJcgCIi/NFRISAplMVuMZvgUFBQgLC6t3X41GgzVr1mDOnDn1jlMoFFAoFFbXSkSu49SpU7hw4YJHBFn2USKyh4sXL+LkyZNOH2QBka/MyuVyxMfHIz093bTNYDAgPT0dffr0qXff9evXQ6vV4vHHH7d3mUTkYlJSUrBlyxa3D7IA+ygR2UeHDh3w008/OX2QBZzgoQmpqamYMGECevbsid69e2Px4sXQaDSYNGkSAGD8+PGIjIzE/PnzzfZbuXIlhg8fjubNm4tRNhE5GZVKBa1Wi3bt2gGA2YQod8c+SkS2oNFocOzYMdNtR126dBG5ooYRPcyOHTsWV65cwaxZs5Cfn4+4uDhs27bNNJlBqVRCKjW/gHzq1Cns2bMHO3bsEKNkInIylffIarVaZGRkmAKtp2AfJSJraTQaDBkyBFlZWdiyZQuSk5PFLqnBJIIgCGIX4UhqtRpBQUEoLi5GYGCg2OUQkZWccbKXu/cZd/98RJ6mMsj+/PPPCAwMxPbt25GYmChqTZb0GZdezYCIPJszBlkiIlfijEHWUgyzROSSGGSJiKzjDkEWYJglIhd04cIFBlkiIiu4S5AFGGaJyAX5+fkhKCiIQZaIqJHkcjlCQkJcPsgCTrCaARG5rtLyUqw4sgI/X/gZzXya4fE7H0dSVFKD9zcIBnx95mukn09HE+8mGNNxDBLCb7+eYXBwMH788UeUlpaiVatWVnwCIuf3x/U/8PHhj3HmzzO4M/hOPN3tabQJbCN2WeREMlQZ2HhmI/SCHg/e8SAeinnotvt4e3vjq6++wpkzZ9C5c2f7F2lHXM2AiBptyo4pyLycabbtvaT3kNKmYWu8zsmcg/Wn15t+lkCCt/u/jYHRA2uMValUSE9Px8SJE62q2RHcvc+4++dzJvmafIz8biTUOrVpW7BPMDYO24jmvlwfmIA1J9dg3m/zzLY9Hfs0pnWfVmOsRqPB8uXL8c9//rPGcn3OhqsZEJHdnbx2skaQBYBVx1Y1aP/C0kJ8ffprs20CBHxy+JMaYysne02aNAmrVjXs+ETuYOOZjWZBFgCu3byGTX9sEqkiciaCIGDZoWU1tq8+vhql5aVm2zQaDQYPHowXX3wRr7zyiqNKdAiGWSJqlCulVyzaXl1OQQ4MMNTYrlKrzH+utmrBgAEDLC+WyEVdKbPu7xm5t6s3r+Lqzas1tpdVlJltrwyyu3fvRmBgIMaMGePIMu2OYZaIGqV7y+7w8/Krsf3uyLsbtP+W3C21bo9pGmP6by6/RZ7u7oja/z7VtZ08S/XfblUK8A5ApH8kgJpBdseOHUhIuP3cBFfCMEtEjeIv98cbd78BhUxh2taxWUdMi6t5n1Z1p/88jd0Xdtf6XuUEMAZZIiCldQqGtxtutm1sx7Ho26qvOAWR01Dr1Fh5dGWt790VchekEqlHBFmAqxkQkRUevONB9Anvg1/zf0WwIhi9wnpBIpHcdr//nfhfrbcYAMChK4ew89ROPDP4GQZZ8ngSiQRz75mLCZ0n4PSfp9GpeSfEBMXcfkdye1tyt6CsoqzW9/JL87Hp7CZ88MwHbh9kAYZZIrJSU5+mGBQ9yKJ96roPEACyC7KRU5CDvsP7At+CQZYIQLtm7dCuWTuxyyAnUlhaWOd754rP4bW9r+HuB+/GwYMHsWXLFrcNsgBvMyAiOxMEAYWlhdDpdaZtfcL71L8PBJTfV44DBw4wyBIRASgqKzJboaAh900fiTiCU2dOuXWQBXhllojsaM/FPXjrt7eguqFCoDwQk7tORnLrZChkCkghNbvVQHdVh8KvCxE+PhwyHxkuay5zDVMi8nhn/zyL1/e+jqNXj0IhU2BEuxF4qutTKCorQoB3AG6U3zCNNWgNuLT6Elr+rSXkzeW4obsBie/tb/1ydQyzRGQXV0qv4IVdL0Cr1wIwTlZ4N/tdvJv9bo2xuqs6nFtwDuVXygEAraa0Qu/w3g6tl4jI2egNekz7aRoullwEAGj1Wqw5tQbrTq+DQTCfd2DQGpC3KA+lp0px88JNtE1riw7NOyDYJ1iM0h2KYZaIrHboyiFkXspEaXkpzvx5BsobSkghNQXZ+lQNst4tvNFyZEtEBUTh+e7PO6ByIiLnkFechx+VP6JEVwKVWoVT10/BW+JtCrJV1Rdkpb5SRIyPQIAiALMSZzmqfFExzBKRVRZlL8JnRz9r1L7Vg+wdM+5AZKtIbBq+Cd5SbxtXSkTknL7/43u8tve1GiG1IaoH2eiXoxHUPgg7R+2Ev9zfDtU6H04AI6JGO68+j1VHVzVq39qCrLy5HE91fYpBlog8hlavxX+y/mOzIOvX1g8Dowd6TJAFGGaJyAqHrxyGAMHi/QRBgGqpqkaQTW6VjLEdx9qhUiIi55RXnIdiXXGj9r3838s1gmxMUAxm9J5h4yqdG8MsETWaj8ynUftJJBJETIyAb4yvKchOiZ2C9we8D5lUZuMqiYicV0u/lo3eN3RkKHzb+ZqCbL9W/fDNw98gSBFkwwqdH++ZJaJGiwiIsGi8YBAgkRqXifFt7YuY12MgkUjwTOwzmNp9qj1KJCJyav7elt0OULWPegV5IeZVYx/tFdoLSwcstUeJTo9XZomo0Zr7NG/wWN1VHf5I+wOa0xrTNolEgpY+LTGl2xR7lEdE5PS8ZQ2fI2DQGpD3dh7+/OVP0zaJRAIJJHg3qeayh55C9DC7dOlSREdHw8fHBwkJCcjKyqp3/PXr1zF16lSEh4dDoVCgQ4cO2Lp1q4OqJaKq/Lz9GjSucrLXTdVNXP7iMgSD8T5bhUSB9LHpnPBlA+ylRK5LIVPcdkzlZC/NCQ0uf3UZFSUVpveyHstCM59m9izRqYkaZteuXYvU1FSkpaUhJycH3bp1w8CBA1FYWPvzhnU6He6//37k5eVhw4YNOHXqFJYvX47IyEgHV05EABAoD7zto2mrr1rQ+oXWkEiNVxJ2/323gyp1b+ylRK5tYueJ9b5fY9WCl6Lh5W+8U/TroV/Dx6tx8xfchUQQBMunIttIQkICevXqhSVLlgAADAYDoqKi8Nxzz2HGjJoz8ZYtW4a3334bJ0+ehLd3467kqNVqBAUFobi4mI/KJLKBmxU3MffXudiSuwV6QW/2Xl3Lb0X5R2HrSPe9CujoPuPoXso+SmRbgiDgo0Mf4bOjn+Gm/qbZe3Utv+Uj9UHmo5nwkrnn9CdL+oxoV2Z1Oh2ys7ORkpJyqxipFCkpKcjMzKx1n++++w59+vTB1KlTERoairvuugtvvfUW9Hp9reMBQKvVQq1Wm72IyHZ8vHww7955GNlhpNn2OoNskyh8P+J7kap1P47opeyjRPYlkUjwbNyz+Ffvf5ltryvIeku98eOYH902yFpKtDBbVFQEvV6P0NBQs+2hoaHIz8+vdZ/c3Fxs2LABer0eW7duxeuvv453330Xb775Zp3nmT9/PoKCgkyvqKgom34OIjKSVmsnRVuLagTZQHkgto7ayuW3bMgRvZR9lEgc1zOv1wiyUkiR/Xi2xy2/VR/RJ4BZwmAwoGXLlvjkk08QHx+PsWPH4tVXX8WyZcvq3GfmzJkoLi42vVQqlQMrJvIcQ2KGQAKJ6eewv4cheECwKchG+0dj15hdIlZIlSztpeyjRI6R0joFvl6+pp+b9W+GFg+3MAVZfy9/bBu5DRKJpJ6jeB7RwmxISAhkMhkKCgrMthcUFCAsLKzWfcLDw9GhQwfIZLeu6tx5553Iz8+HTqerdR+FQoHAwECzFxHZXlzLOLzc+WXTmolSLykixkVA3lyOoTFD8f3I7yGXyUWu0v04opeyjxI5RjOfZng78W2Eeht/0yKRSBA6IhR+bf3QKbgTMh/LRLh/uMhVOh/RwqxcLkd8fDzS09NN2wwGA9LT09GnT+2zo++55x6cPXsWBsOt5xefPn0a4eHhkMv5P0kiMalUKsx+ZDZ6/toTywYsw5gOYzDkjiH4bOBneKvvW2KX57bYS21IWwJsfxX4v27Asr5A9udiV0QeRqPRYNYTs+C12guf3fcZJnaeiPvb3I+F/RZi/dD1YpfnvAQRrVmzRlAoFMKqVauE48ePC1OmTBGaNm0q5OfnC4IgCOPGjRNmzJhhGq9UKoWAgABh2rRpwqlTp4TNmzcLLVu2FN58880Gn7O4uFgAIBQXF9v88xB5KqVSKcTExAgAhJiYGKGoqEjskkTl6D7j6F7qtn30y1GCkBZo/spaLnZV5CFKSkqEfv36CQCEwMBA4fDhw2KXJCpL+oyo0+DGjh2LK1euYNasWcjPz0dcXBy2bdtmmsigVCohld66eBwVFYXt27fjxRdfRGxsLCIjI/H8889j+vTpYn0EIo+nUqmQlJSE3NxcxMTEICMjA82bN/zJYGQ99lIbKDoLnNlRc/uvy4BeTzm+HvIoGo0GgwcPxu7duxEYGIjt27eja9euYpflMkRdZ1YMXB+RyHZqC7Kc6e7+fcYtP5/yN+DTB2pu920GTM9zeDnkOWoLsomJiWKXJTqXWGeWiFwbgyy5lYjuQJOWNbd3GOT4WshjMMjaBsMsETXK/v37kZeXxyBL7sFLDoxcAfgG39oWHgfcP0e0ksj9nT17FgcPHmSQtRIfHUFEjTJixAhs2LABPXv2ZJAl9xDTH0g9AZzfC/gEAa16il0Rublu3bphx44dEASBQdYKDLNE1GAqlQpSqRSRkZEAjIGWyK14+wDtBohdBbkxjUaD3Nxc0wSvhIQEkStyfbzNgIgapPIe2aSkJFy8eFHscoiIXE7lPbJ9+/bF/v37xS7HbTDMEtFtVZ3sZTAYzBbbJyKi26s62UsQBOj1erFLchsMs0RUL65aQERkneqrFuzYsYO3F9gQwywR1YlBlojIOgyy9scwS0S1YpAlIrIOg6xjMMwSUa1kMhlkMhmDLBFRI0kkEsjlcgZZO+PSXERUq4iICGRkZECv1zPIEhE1gp+fHzZt2oSzZ88iNjZW7HLcFq/MEpGJUqnExo0bTT9HREQwyBIRWUCj0WDFihUQBAGAMdAyyNoXwywRATAG2eTkZIwePdos0BIRUcNU3iM7efJkvPnmm2KX4zEYZonIFGRzc3MRHR2NXr16iV0SEZFLqT7Z64EHHhC7JI/BMEvk4aoGWU72IiKyHFctEBfDLJEHY5AlIrIOg6z4GGaJPNTVq1cZZImIrGAwGPDQQw8xyIqMYZbIQwUHB2Po0KEMskREjSSVSvHYY4+hadOmDLIikgiVa0d4CLVajaCgIBQXFyMwMFDscohEJQgC/vzzTwQHB4tdiltx9z7j7p+PyFJXr15F8+bNxS7DrVjSZ3hllsiDqFQqTJ06FVqtFoDx6TQMskREDafRaPD000+jsLDQtI1BVlx8AhiRh1CpVEhKSkJubi4AYOnSpSJXRETkWqpO9jp27Bh++eUXSCQSscvyeLwyS+QBqgbZmJgYzJgxQ+ySiIhcSvVVC959910GWSfhFGF26dKliI6Oho+PDxISEpCVlVXn2FWrVkEikZi9fHx8HFgtkWupHmQ52cs9sY8S2Q+X33JuoofZtWvXIjU1FWlpacjJyUG3bt0wcOBAs3tRqgsMDMTly5dNr/PnzzuwYiLXwSDrGdhHieyHQdb5iR5mFy1ahMmTJ2PSpEno3Lkzli1bBj8/P3z66ad17iORSBAWFmZ6hYaGOrBiItdgMBgwbNgwBlkPwD5KZD/PPPMMg6yTEzXM6nQ6ZGdnIyUlxbRNKpUiJSUFmZmZde5XUlKCNm3aICoqCg8//DCOHTtW51itVgu1Wm32IvIEUqkUS5YsQVxcHIOsG2MfJbKvuXPnIjY2lkHWiYkaZouKiqDX62tcEQgNDUV+fn6t+3Ts2BGffvopNm3ahC+//BIGgwF33303Lly4UOv4+fPnIygoyPTi/9DJ3VVdOvqee+5BdnY2/9y7MfZRItur2kejo6Nx4MABBlknJvptBpbq06cPxo8fj7i4OPTv3x8bN25EixYt8PHHH9c6fubMmSguLja9VCqVgysmchyVSoXExEQcOnTItE0qdbm/5mRn7KNEddNoNHjggQfw7bffmraxjzo3UdeZDQkJgUwmQ0FBgdn2goIChIWFNegY3t7e6N69O86ePVvr+wqFAgqFwupaiZxd1cleU6ZMwa+//splYzwA+yiR7VSd7HXgwAEMGDAAAQEBYpdFtyHqPzXkcjni4+ORnp5u2mYwGJCeno4+ffo06Bh6vR5HjhxBeHi4vcokcnrVVy3YsGEDg6yHYB8lso3qqxZs3ryZQdZFiP4EsNTUVEyYMAE9e/ZE7969sXjxYmg0GkyaNAkAMH78eERGRmL+/PkAgDlz5iAxMRHt2rXD9evX8fbbb+P8+fN46qmnxPwYRKLh8lvEPkpknepBdvv27UhMTBS7LGog0cPs2LFjceXKFcyaNQv5+fmIi4vDtm3bTJMZlEql2b0qf/75JyZPnoz8/Hw0a9YM8fHx2LdvHzp37izWRyASDYMsAeyjRNZgkHV9EqHqlD0PoFarERQUhOLiYgQGBopdDpFVJk6ciM8//5xB1sm4e59x989HnmXRokV46aWXGGSdjCV9RvQrs0TUeEuXLgVgXAeRQZaIyHIvvPACVCoVxo4dyyDrohhmiVxMcXExgoKCAABNmjTBqlWrxC2IiMjFaDQaKBQKeHl5QSqV4r333hO7JLICF04jciEqlQo9evTAG2+8IXYpREQuqfIe2UcffRQVFRVil0M2wDBL5CKqTvb64osvUFxcLHZJREQupepkr+3bt9e5tjK5FoZZIhdQ26oFlbcaEBHR7VVftWDHjh3o1KmT2GWRDTDMEjk5Lr9FRGSd2oJsQkKC2GWRjTDMEjkxBlkiIuswyLo/hlkiJ7Zr1y4GWSIiKxw5cgRZWVkMsm6MS3MRObHx48cDAJKTkxlkiYgaITExEd9//z0CAgIYZN0UwyyRk1GpVPDz80Pz5s0B3Aq0RETUMBqNBpcvX0a7du0AACkpKSJXRPbE2wyInIhSqURSUhJSUlJw9epVscshInI5lffI3nvvvTh58qTY5ZADMMwSOQmlUonk5GTk5uZCrVajtLRU7JKIiFxK1cleZWVlUKvVYpdEDsAwS+QEqgZZTvYiIrJcbasW9O7dW+yyyAEYZolExiBLRGQdLr/l2RhmiUTEIEtEZB0GWWKYJRJReXk5dDodgywRUSNVVFTg5s2bDLIejEtzEYmobdu2yMjIgFwuZ5AlImqEoKAgbN++HefOnUP37t3FLodEwCuzRA6mUqmwc+dO089t27ZlkCUisoBGo8HatWtNPzdt2pRB1oMxzBI5kEqlQlJSEh566CGzQEtERA1TeY/sI488gg8++EDscsgJMMwSOUhlkM3NzUWrVq3QqVMnsUsiInIp1Sd7cektAhhmiRyiapDlZC8iIstx1QKqC8MskZ0xyBIRWYdBlurTqDBbUFCAcePGISIiAl5eXpDJZGYvSy1duhTR0dHw8fFBQkICsrKyGrTfmjVrIJFIMHz4cIvPSeQIhYWFDLJUJ1v2UvZRclcVFRUYMmQIgyzVqVFLc02cOBFKpRKvv/46wsPDIZFIGl3A2rVrkZqaimXLliEhIQGLFy/GwIEDcerUKbRs2bLO/fLy8vDyyy+jb9++jT43kb01b94c9957LwAwyFINtuql7KPkzry8vDB48GAcOHCAQZZqJREEQbB0p4CAAPzyyy+Ii4uzuoCEhAT06tULS5YsAQAYDAZERUXhueeew4wZM2rdR6/Xo1+/fnjiiSfwyy+/4Pr16/j2228bdD61Wo2goCAUFxcjMDDQ6vqJbkev1+Pq1av1hgpyLw3tM7bqpeyj5Any8/MRFhYmdhnkIJb0mUbdZhAVFYVGZOAadDodsrOzkZKScqsgqRQpKSnIzMysc785c+agZcuWePLJJ297Dq1WC7VabfYisieVSoXp06dDr9cDAGQyGYMs1coWvZR9lNyRRqPBCy+8YPZnjUGW6tKoMLt48WLMmDEDeXl5Vp28qKgIer0eoaGhZttDQ0ORn59f6z579uzBypUrsXz58gadY/78+QgKCjK9+GtesqfKyV4LFy7Ev//9b7HLISdni17KPkrupnKy1//93/9hzJgxYpdDLqDB98w2a9bM7H4ujUaDtm3bws/PD97e3mZjr127ZrsKq7hx4wbGjRuH5cuXIyQkpEH7zJw5E6mpqaaf1Wo1GzHZRfVVC6ZNmyZ2SeSExO6l7KPkzKqvWvDGG2+IXRK5gAaH2cWLF9v85CEhIZDJZCgoKDDbXlBQUOuvE/744w/k5eVh6NChpm0GgwGA8QbxU6dOoW3btmb7KBQKKBQKm9dOVBWX36KGsnUvZR8ld1E9yG7fvh2JiYlil0UuoMFhdsKECTY/uVwuR3x8PNLT003LwhgMBqSnp9d6VatTp044cuSI2bbXXnsNN27cwP/93/8xPJAoGGTJErbupeyj5A4YZMkajVqaSyaT4fLlyzUmtVTO2K6c+NIQqampmDBhAnr27InevXtj8eLF0Gg0mDRpEgBg/PjxiIyMxPz58+Hj44O77rrLbP+mTZsCQI3tRI5QUVGBQYMGMchSo9iql7KPkqubNGkSgyw1WqPCbF2zb7VaLeRyuUXHGjt2LK5cuYJZs2YhPz8fcXFx2LZtm2kyg1KphFTKB5WRc/Ly8sI777yDl19+Gdu2bWOQJYvYqpeyj5KrS0tLw8GDB7F69WoGWbKYRevMvv/++wCAF198EXPnzoW/v7/pPb1ej927dyMvLw8HDhywfaU2wvURyRYEQTCbxFNRUQEvr0b925Dc0O36jKv3UvZRsgX2UaqPJX3Goj817733HgDjH8Bly5aZPW5RLpcjOjoay5Yta0TJRK5DqVRi3LhxWLFiBdq3bw8AbMBkEfZS8nQajQajR4/GK6+8guTkZADso9R4Fv3JOXfuHAAgOTkZGzduRLNmzexSFJGzUiqVSE5ORm5uLp566ilkZGRY9Thn8kzspeTJqk72OnDgAHJzc+Hr6yt2WeTCGvXPoF27dtm6DiKnVzXIxsTE4Msvv2SQJauwl5Knqb5qwTfffMMgS1Zr9DX9Cxcu4LvvvoNSqYROpzN7b9GiRVYXRuRMqgdZrlpAtsJeSp6Cy2+RvTQqzKanp2PYsGGIiYnByZMncddddyEvLw+CIKBHjx62rpFIVAyyZC/speQpGGTJnhq1VsvMmTPx8ssv48iRI/Dx8cHXX38NlUqF/v37Y/To0baukUhUqampDLJkF+yl5CkWLVrEIEt206gwe+LECYwfPx6AcfZhWVkZ/P39MWfOHPznP/+xaYFEYvvkk08wcuRIBlmyOfZS8hQzZszApEmTGGTJLhoVZps0aWK6tys8PBx//PGH6b2ioiLbVEYkotLSUtN/BwcHY8OGDQyyZHPspeTOysrKYDAYAADe3t749NNPGWTJLhoVZhMTE7Fnzx4AwODBg/HSSy9h3rx5eOKJJ/gHlVyeUqlE165dsWTJErFLITfHXkruSqPRYNCgQXj22WdNgZbIXix6Alil3NxclJSUIDY2FhqNBi+99BL27duH9u3bY9GiRWjTpo09arUJPrmG6lN1slfbtm1x+PBh+Pn5iV0WuZiG9hlX7aXso1Sf6pO9cnJy0LZtW7HLIhdjSZ9pVJh1ZWzCVBeuWkC24u59xt0/HzVe9SC7Y8cOJCQkiF0WuSBL+kyjbjMAgOvXr2PFihWYOXMmrl27BgDIycnBxYsXG3tIItEwyJJY2EvJXTDIklgatc7s4cOHkZKSgqCgIOTl5WHy5MkIDg7Gxo0boVQqsXr1alvXSWQ3DLIkFvZSchcMsiSmRl2ZTU1NxcSJE3HmzBn4+PiYtlf+QSZyJd999x2DLImCvZTcxW+//Ya9e/cyyJIoGnVl9vfff8fHH39cY3tkZCTy8/OtLorIkaZNmwYAePjhhxlkyaHYS8ld3HfffVi3bh0iIyMZZMnhGhVmFQoF1Gp1je2nT59GixYtrC6KyN4uXryIoKAg+Pv7A7gVaIkcib2UXJlGo8Gff/6JVq1aAQD+9re/iVwReapG3WYwbNgwzJkzB+Xl5QAAiUQCpVKJ6dOnY+TIkTYtkMjWVCoV+vXrh8GDB6OkpETscsiDsZeSq6q8R7Zfv344f/682OWQh2tUmH333XdRUlKCFi1aoKysDP3790e7du0QEBCAefPm2bpGIptRqVRISkpCbm4uLl68iOLiYrFLIg/GXkquqOpkr6tXr6KwsFDsksjDNeo2g6CgIOzcuRN79+7FoUOHUFJSgh49eiAlJcXW9RHZTNUgWznZKzIyUuyyyIOxl5KrqW3Vgl69eoldFnk4i8OswWDAqlWrsHHjRuTl5UEikeCOO+5AWFgYBEGARCKxR51EVqktyHKyF4mJvZRcDZffImdl0W0GgiBg2LBheOqpp3Dx4kV07doVXbp0wfnz5zFx4kSMGDHCXnUSNRqDLDkb9lJyNQyy5MwsujK7atUq7N69G+np6UhOTjZ776effsLw4cOxevVqjB8/3qZFElnj+vXrKC4uZpAlp8FeSq5Go9GgqKiIQZackkVXZr/66iv8+9//rtF8AeMaczNmzMB///tfi4tYunQpoqOj4ePjg4SEBGRlZdU5duPGjejZsyeaNm2KJk2aIC4uDl988YXF5yTP0bVrV+zatYtBlpyGPXop+yjZU8uWLfHTTz/hp59+YpAlp2NRmD18+DAGDRpU5/sPPvggDh06ZFEBa9euRWpqKtLS0pCTk4Nu3bph4MCBdc6ODA4OxquvvorMzEwcPnwYkyZNwqRJk7B9+3aLzkvuTaVSITMz0/Rz165dGWTJadi6l7KPkj1oNBps3rzZ9HNoaCji4+NFrIioDoIFvL29hUuXLtX5/sWLFwW5XG7JIYXevXsLU6dONf2s1+uFiIgIYf78+Q0+Rvfu3YXXXnutQWOLi4sFAEJxcbFFdZLrUCqVQkxMjNCkSRNh3759YpdDHuh2fcbWvZR9lGytpKRE6NevnyCRSITPP/9c7HLIA1nSZyy6MqvX6+HlVfdttjKZDBUVFQ0+nk6nQ3Z2ttkyNFKpFCkpKWZX1eoiCALS09Nx6tQp9OvXr9YxWq0WarXa7EXuq+pkr9DQUNOTaYiciS17Kfso2VrVyV4BAQHo0KGD2CUR1cuiCWCCIGDixIlQKBS1vq/Vai06eVFREfR6PUJDQ822h4aG4uTJk3XuV1xcjMjISGi1WshkMnz44Ye4//77ax07f/58zJ4926K6yDVx1QJyFbbspeyjZEvVVy3Yvn07EhMTxS6LqF4WhdkJEybcdowjZt8GBATg4MGDKCkpQXp6OlJTUxETE4OkpKQaY2fOnInU1FTTz2q1mgHHDTHIkitxhl7KPkrVMciSq7IozH722Wc2PXlISAhkMhkKCgrMthcUFCAsLKzO/aRSKdq1awcAiIuLw4kTJzB//vxam7BCoajz6ge5h8uXLzPIkkuxZS9lHyVb0Gq1DLLksiy6Z9bW5HI54uPjkZ6ebtpmMBiQnp6OPn36NPg4BoPB4lscyH00b94cXbp0YZAlj8Q+SrYgl8uRmJjIIEsuyeLH2dpaamoqJkyYgJ49e6J3795YvHgxNBoNJk2aBMD4q7bIyEjMnz8fgPHerZ49e6Jt27bQarXYunUrvvjiC3z00UdifgwSkVwux4YNG3D16lWEh4eLXQ6Rw7GPkrUkEgkWLFiAZ599Fm3atBG7HCKLiB5mx44diytXrmDWrFnIz89HXFwctm3bZprMoFQqIZXeuoCs0Wjw7LPP4sKFC/D19UWnTp3w5ZdfYuzYsWJ9BBKBUqnE6tWr8eqrr0IikUAulzPIksdiH6XG0Gg0mDdvHl5//XX4+vpCIpEwyJJLkgiCIIhdhCOp1WoEBQWhuLgYgYGBYpdDjaBUKpGcnIzc3FzMnTsXr732mtglEZlx9z7j7p/PE1Sd7DV69GisW7dO7JKIzFjSZ0S9Z5bIUlWDbExMTINmhRMR0S3VVy2oulIFkStimCWXUT3IcrIXEZFluPwWuSOGWXIJDLJERNZhkCV3xTBLTk+r1SIlJYVBlojICo8++iiDLLklhllyegqFArNnz0aHDh0YZImIGunVV19FVFQUgyy5Ha5mQC5Dp9NBLpeLXQbRbbl7n3H3z+fO2EfJVXA1A3J5KpUKDz74IC5evGjaxgZMRNRwGo0Gw4cPx/79+03b2EfJHTHMktNRqVRISkrCtm3b8NRTT4ldDhGRy6mc7LVp0yaMGjUKOp1O7JKI7IZhlpxKZZCtnOz1ySefiF0SEZFLqb5qwdq1a3lFltwawyw5jepBlpO9iIgsUz3I7tixAwkJCWKXRWRXDLPkFBhkiYiswyBLnspL7AKIAODpp59mkHURgiCgoqICer1e7FJEI5PJ4OXlBYlEInYpRCZz585lkHUR7KNG3t7ekMlkVh+HYZacwooVK/DUU0/h448/ZpB1YjqdDpcvX0ZpaanYpYjOz88P4eHhvBeRnMasWbNw5swZ/Otf/2KQdWLso7dIJBK0atUK/v7+1h2H68ySWLRaLRQKhdhlUAMZDAacOXMGMpkMLVq0gFwu98grk4IgQKfT4cqVK9Dr9Wjfvj2kUvM7tty9z7j753MlWq3WY/8uuiL20VsEQcCVK1dQWlqK9u3b17hCa0mf4ZVZEoVKpcKAAQOQlpaGxx57TOxyqAF0Oh0MBgOioqLg5+cndjmi8vX1hbe3N86fPw+dTgcfHx+xSyIPVHmP7D333IN58+Z5bChyJeyj5lq0aIG8vDyUl5dbdbsBJ4CRw1VO9jpz5gxmz54NrVYrdklkgepXIT0VvwcSU9XJXkuXLoVKpRK7JLIA+4eRrf4Bxm+THKr6qgXp6em81YCIyAK1rVrQunVrscsiEg1vM3AnV/8Azu8FmrYB7ugHONmvnLj8FhGRdbj8FlFNDLPu4ueFwK63APw1ny8qAXh8I6CwboagrTDIEhFZh0GWqHa8zcAdXDkN7JoHU5AFANVvwK8filZSdV988QWDLBGRFX766ScGWaJa8MqsOzj3c+3bc38G+v/LsbXUYebMmQCAcePGMcgSETXC0KFD8dlnn+HOO+9kkCWqgmHWHQS1qmN7pGPrqOby5csIDg6GQqGARCLBv//9b1HrIfvRaDR1vieTycyWrqpvrFQqha+v723HNmnSpBFVErkejUaD0tJStGjRAgAwceJEcQsiu2EfbTynuM1g6dKliI6Oho+PDxISEpCVlVXn2OXLl6Nv375o1qwZmjVrhpSUlHrHe4T2DwChXc23efkAic+KUw+M98jee++9GDVqFJfe8gD+/v51vkaOHGk2tmXLlnWOffDBB83GRkdH1zqOamIfdT+V98jed999KCwsFLscsjP20cYTPcyuXbsWqampSEtLQ05ODrp164aBAwfW+Rc3IyMDf//737Fr1y5kZmYiKioKDzzwAC5evOjgyp2IVAZM+A645wUgMh7o8jdg0g9ARJwo5VSd7HX8+HFcu3ZNlDqIqnv99dfRsWNHjBs3Dmq1Gps2bUJsbCz69euHQ4cOiV1eo7GPup+qk72USiWUSqXYJREBcNI+Koisd+/ewtSpU00/6/V6ISIiQpg/f36D9q+oqBACAgKEzz//vEHji4uLBQBCcXFxo+ql+imVSiEmJkYAIMTExAhKpVLskshGysrKhOPHjwtlZWU13ispKanzVX18fWNLS0sbNLYxfvjhB2Hq1KmCWq0W5s6dK6SkpAg9evQQzpw5I5w6dUoYMGCARcer7/twdJ9hH3UvJSUlQr9+/QQAQmBgoJCZmSl2SWQj7KPmbNVHRb1nVqfTITs72zQ5CDDe65GSkoLMzMwGHaO0tBTl5eUIDg6u9X2tVmv2a261Wm1d0VQnLr/luSy598peY2/nwIEDmDBhAgICAvDaa6/hm2++wb/+9S+0a9cOANC8eXPodDrI5XKbndMR2EfdS/Xlt7Zv347ExESxyyIHYB9tPFHDbFFREfR6PUJDQ822h4aG4uTJkw06xvTp0xEREYGUlJRa358/fz5mz55tda1OT6cBMhYAJ77/a4MAaEuAZm2A4Bgg9C6g+zigSXO7nJ5Blpxdx44dsW3bNvTq1Qs7d+6ERCLBggULMGDAAHh5eaGgoMDlgizAPmpTBoNxScMDXwLlGkDqDZRdB4IigGZ3AC06AnGPAcF32OX0DLLk7Jy1j7r0agYLFizAmjVrkJGRYTbLr6qZM2ciNTXV9LNarXbPkLXhSeD0DzW3lxYBF7OBI+uB35YBT/1Y9+oHVrh48SIKCwsZZMlpjRgxAj/88ANat26NiIgIbNq0CVu2bEG3bt3g6+uLDz90nnWZHYl9tIpd84Bf3qm5vewqkH8EOAEgcykw7hugte1D5rVr13D+/HkGWXJaztpHRQ2zISEhkMlkKCgoMNteUFCAsLCwevd95513sGDBAvz444+IjY2tc5xCoYBCobBJvU7rWm7tQba6G5eBve8DgxfavITExETs3LkTkZGR7vk/OXJ5EokEy5cvN9s2ZcoUTJ48GRIne/SzJdhHbcSgB7I+uf248lIgfS4waYvNS4iKikJGRgYKCwvRu3dvmx+fyFrO2kdFXc1ALpcjPj4e6enppm0GgwHp6eno06dPnfstXLgQc+fOxbZt29CzZ09HlOrcLlkwezD/iM1Oq1QqzWYuJiYmMsiSy3HlIAuwj9qM+hKgbeC9wPm2m7Gt0Wiwa9cu08/R0dEMsuRyxO6joi/NlZqaiuXLl+Pzzz/HiRMn8I9//AMajQaTJk0CAIwfP95sYsN//vMfvP766/j0008RHR2N/Px85Ofno6SkRKyPIK4/zwObn2/4+CsngYLjVp9WqVQiOTkZ9913n0svaUTkDthHrVR+E/hiRMPHV2iBMzutPm3lPbIPPPAANm3aZPXxiDyV6PfMjh07FleuXMGsWbOQn5+PuLg4bNu2zTSZQalUQiq9lbk/+ugj6HQ6jBo1yuw4aWlpeOONNxxZunP4fQVws7jh48uuASvuA2LuA3pOAtrfb/EpK4Ns5WSvumZAE5FjsI9a6fgm4OqZho/X64D/jQXa3AN0G2ucFGbhlanqk72qT+AjooYTPcwCwLRp0zBt2rRa38vIyDD7OS8vz/4FuZJileX7lJcBp7YYXyM+Bro90uBdqwdZTvYicg7so1YobsQDCQQ9kLfb+LpyCnhgboN35aoFRLYl+m0GZKXovtbtv/vt2rdrioxL0lTBIEtEbim6n3X7Z31So18CMP7WrOSK2SYGWSLbc4ors2SFdvcDkAAQGrf/n+fNfy6+CHzzNJD3CyCRAXcOBYZ9gItXbzDIEpF7atUT8PYzrlTQGBU3gZJCwLep8WedBvj+BeDYRsBQAbS+GxixDGU+LRlkieyAV2Zd3eltaHSQBYDoe81/3vCEMcgCxl+jHf8W2DYTTZs2RatWrRhkicj9qH5rfJAFgIAIoHnbWz/veB04ss4YZAFAuQ9YNw4KhQIdOnRgkCWyMYZZV2fNchgSL2DgW7d+vq4EVL/WHHdkPZr4+mLr1q3YvXs3gywRuRkrlxUauhiQym79fGR9zTGXD0F69Qw+/vhjZGdnM8gS2RDDrKvrPByQNvJuEaEC2L0QKDpr/BXZ3vfN3lYVG/D+b1pAIgUkEjRp0gSRkZHW10xE5EyiEoCA8Mbvv2cxoMoCdKXAvg/MrvJqdALe3K1FhUEAJDJIpVLTc+yJyDZ4z6yr828BhMUCl3Iat/+xb4AzOwBFoPEJYX9RFRuQ9LkGuX8KQFQn/NPFF5YnIqqTVAp0HAzsX9m4/ZX7gJUPAC06AVdOmDZrdAIG/68Uu8/rkVfeHCvmMMQS2QPDrKu7UQBctvKhBTqN8fWXqkE2JjQQI6Y34BGPRESuymAwLlVoFaHOIBvo64XJsz+28vhEVBfeZuDq/kg3TtSykepBNuP3o4hq28FmxycSU//+/fHEE0/U2P7hhx/C398fBoNBhKpIdAVHgRv5NjucWZD1kWHHrj1IuO8hmx2fSEzO2EcZZl3dtXM2O5RZkG0mQcbnb3GyF7kNQRBw4MABxMfH13hv//79iIuLM3tKFnmQ0ms2O5RZkFUAO/4zHgkJCTY7PpGYnLWPsnO7Mn0FkLPaJocqLReQXDXIpg1EVMoUmxybyBmcOXMGN27cqLMJ17adPERdD4+xkCAIGLW+SpCddicSnrTNsYmcgbP2UYZZV1VeBnw2CCixza/G/LwleDFRgbYhCmRs+hJR/9wKyLxtcmyiqir0Bmw6eBEzNx7B0l1ncbVE65DzZmdnQyaToVu3bmbby8rKcPz4cfTo0cMhdZCT+eYfwPk9NjmURCLBS30UCAuQYcenbyFhwUGgSXObHJuoul/OXMHr3x7Fwm0nkVekuf0ONuCsfZRh1lUd+BK48LtNDzm1txyHFw5BVN9HrVu/lqge//hvDp5fcxBfZSnx9vZTGPz+L7h0vczu583JyYFer4efnx8kEonp5efnB71eb2rCmzdvRseOHdG+fXusWLHC7nWRiJS/Aof+Z9NDpsR44Y+ZMUh4dCbgJbfpsYkqLdpxCuNWZuGLX8/jw4w/MOj/duP3PNvdLlMXZ+2jDLOuygZBVlVswMh1pbhaeutmbb/4R6w+LlFdfsu9ip3HC8y2Fai1+GR3rt3PnZOTgxEjRuDAgQNmr+nTp8PX1xedO3dGRUUFUlNT8dNPP+HAgQN4++23cfXqVbvXRiJRZVl9CI1OwNgNpThZdGsirl/8WKuPS1SXohItlv1s3jNvlhvwzvZTdj+3s/ZRhllX1by9VbtXTvbaeKICUzbfND4YoddTQOxoGxVIVNOJy2qLtttSTk4OkpKSEBcXZ/a6du0aYmNjIZPJkJWVhS5duiAyMhL+/v548MEHsWPHDrvXRiIJsa6PVk72WnesAsPXlBkfjNA2GUj+t40KJKrpj8IS6PQ1Vww4mX/D7ud21j7KMOuqek4Cghq30kD1VQsWv/M28PJZYMi7Ni6SyFyXyKBat99Vx3Zbyc3NxfXr12u9nysnJ8c0aeHSpUtmT7mLjIzExYsX7Vobiaj9A8anfzVC9VULPp8+El4vHQfGfQt4+9q2TqIq2ocGQC6rGd+6RATa9bzO3EcZZl1VkxBg0jZAprBotxrLb01ogqiWgZykQA7RKzoYg7uGmW2LCPLB5L4xdj1vdnY2pFIp4uLizLaXl5fj6NGjnPzlqaQyY/hs2sai3Wosv/W4HxJa+wBBrexTJ1EVwU3kmHaf+dPk/OQyvDywo13P68x9lE8As5FL18sgk0oQGujjuJP++iGgb/hM8FqDbJAUaH23HYskMvfB33tgWLd8/Jp7Da2a+WJUfCs09bPvRJmcnBy0b98e/v7+ZtuPHz8OrVZrasIRERFmVxAuXryI3r1727U2uqWoRIsynR5RwX6OO2luBnD9fIOH1xpkW3kBMf3tVyNRNf8c0B697wjGzuMFCPDxwqj4VmjVzL5/b5y5j0oEQRDsegYno1arERQUhOLiYgQGWn9J/tL1MvzzqwPYf/5PAEC/Di2weGwcgpvYeRbrj3OAPZbdFpD8uQYZeXrzINu8HfBctp2KJHdy8+ZNnDt3DnfccQd8fBz4jzYHqqiowJ133omMjAwEBQUhPj4e+/btQ/PmNX9zUd/3Yes+42xs/flKdRV4Zf1h/HD0MgwC0Dk8EO//PQ7tWgbYoNp6HN0IbJhk0S7P/3AT72fpzIOsly8w4zzgZdlvysjzsI+as1Uf5W0GVnquSpAFgN2nr2DmxsP2PWnxBWDvexbvtmKoL5KiZbeC7J0PA1MybF8fkYvy8vLCu+++i+TkZMTFxeGll16qtQGTbS3YehJbjhiDLAAcv6zGk6v2w67XWvQVwNaXLd5tTrICD7SV3QqyET2BaVkMskR/EaOP8jYDKxSobyK7SpCttP1YAbQVeii8ZPY58cUDgNCwZx9XGAR4SY1rxrYNlmLXhCYAJMCU3UBErH3qI3Jhw4YNw7Bhw8Quw6N89buyxrbz10px7JLafpMD1ReA0oYtF1S1jwb5SLD98SbGN4Z+AMSPt099RC7M0X2UV2atUKC+Wed7FRUNC5uN4tusQcNUxQbEfqTBltPl5m9M+J5BloicRrm+9iuwxy5et99J/cMA3P7hMBqdgJTVpXh3X7X5CYPfYZAlchIMs1YorCfMlugq7HfiVj0Baf2Pmq2c7HWiyIBXdmqN6x8CwDOZwB197VcbEZGNXK6nx1rN2wcIjKh3SOVkr5/P6zFntxb5JX9dpHhgHtB7sv1qIyKLiB5mly5diujoaPj4+CAhIQFZWXU/keXYsWMYOXIkoqOjIZFIsHjxYscVWguZtO5/1TfxtuNX6+0DJM+s8+3qqxZsf9zP+CuypJlAWGf71UVEonHlXlqXP0t09j3BkEV1vlV91YLtj/shzF8K3DkUuHuafesiIouIGmbXrl2L1NRUpKWlIScnB926dcPAgQNRWFhY6/jS0lLExMRgwYIFCAsLq3WMIy2q59FxP50sqPM9qxkMgLYEtf2KrNblt5p6A39bASTNsF9NRCQaV++ldVm7X2XfE9y4BMhqrjxTW5BNbOUF9PsXMPpz+9ZERBYTNcwuWrQIkydPxqRJk9C5c2csW7YMfn5++PTTT2sd36tXL7z99tt45JFHoFCIP3P0wrW6Hx1XWFxqvxPv+z9gzyIA5veZ1RpkQwKAVy/zMbVEbszVe2ldblbYcTWDMz8Cm18E9OZXf2sNslFyYNp+4L5XjQ9aICKnIlqY1el0yM7ORkpKyq1ipFKkpKQgMzPTZufRarVQq9VmL1v5s57nFZy8ZMdnJOd8UevmD3/X1Xwgwj/2cskYIjfmiF5qzz4qmoNf1rp506mKmldkRywDQto7uEAiaijRluYqKiqCXq9HaGio2fbQ0FCcPHnSZueZP38+Zs+ebbPjNVSFofz2gxqr7Fqtm9+8zxhan+0lNwbZ2EeA4DvsVwcRic4RvVSsPmpX6ku1bn60qzcKNQYktpIZg2yLO4G7+JstImcm+gQwe5s5cyaKi4tNL5XKzvdg/cVHYsev1qep6T8LSgzQ/7VSgUwqwfwUH0QFeQO9nwYeXmK/GojIY4jVR+3KL8T0nxqdALX21i0NLyQqjEG242Bg0lZA6vb/qyRyaaJdmQ0JCYFMJkNBgflEqYKCAptOSFAoFKLcE3buqsY+By65AkT0AP48B2WxAcmfa9CnlRc+H+4DmU8AMOozoMMD9jk3ETkdR/RSsfqo3dwsBsJjgVNbTPfI6vTG2woCfbyBB/8DxE8AZPUvgUhEzkG0f27K5XLEx8cjPT3dtM1gMCA9PR19+vQRqyybuXrDxusjam8Aax8H3u0AHPsaymIg+a/JXpkXKlAkbQG8eIxBlsjDuHsvtSmDAdg2E3i7PZAxH5oKmWmy1/ErevyhlgNTdgG9n2KQJXIhov7uJDU1FcuXL8fnn3+OEydO4B//+Ac0Gg0mTZoEABg/fjxmzry1nqpOp8PBgwdx8OBB6HQ6XLx4EQcPHsTZs2fF+gh10uttfMCds4AT3wOC4a8rsjeMk71a+CFjaSpCp+8HfJva+KRE7qV///544oknamz/8MMP4e/vD4PBjk/usyN37qU2lf0p8OuHgF5rvCL7pdo42cvXC9vffATd5/5uvGJLRHVyxj4q2m0GADB27FhcuXIFs2bNQn5+PuLi4rBt2zbTRAalUglplXuVLl26hO7du5t+fuedd/DOO++gf//+yMjIcHT59QqouXShdY58DQCmWwtMqxZs24SoHim32ZmIBEHAgQMHMGbMmBrv7d+/H3FxcWb9xpW4cy+1qaMbAdSy/NYnaUh8/DWRiyNyfs7aR0UNswAwbdo0TJtW+9NUqjfV6OhoCIId1x20oRJbX5n1kkNZWC3ITmiCqNbRNj4RkXs6c+YMbty4gfj4+Brv7d+/H8nJySJUZTvu2kttSuZd+zqy3buIXRmRS3DWPuqalyFcQKDCxl9t98dx+qoBF9RVguxddwMh7Wx7HiJHuKkGzu0Grp1z2Cmzs7Mhk8nQrVs3s+1lZWU4fvw4evTo4bBaSCTdx+HSDQNOFhluBdmOEUCHQWJXRmS5Ch1wfh+Qf9Rhp3TWPir6lVl3pVDY+KtNfhUp+nJs8foYHZtWICrhoXqfK07ktA78F/jhX4Dur0cyx44BHv4QkNm3HeXk5ECv18PPz6/W9yub8IgRI5CRkYEBAwZgw4YNdq2JHKzrKLR/rAi7fObjxp9FSLi7HzD4bcDbV+zKiCxzfh+wfiJQ8tcqJq3vBh75L+AXbNfTOmsf5ZVZO2ni62OT46hUKpw5c8Y4s3bgPKSsKETU20XA2C8B/5Y2OQeRw1xXAd8991eQBQABOLwW2F/7Y1dtKScnByNGjMCBAwfMXtOnT4evry86d+4MAHj++eexevVqu9dDjqPRaPDbb78Zf0h8Bp0X5iFh2Z/AEz8AYXeJWxyRpfTlwPpJt4IsACj3AT+m2f3UztpHGWatMLRrSJ3vvTL4TquPr1KpkJSUhKSkJGOgBYyLd9v5ChaR3ZzZDgi13FB+crPdT52Tk4OkpCTExcWZva5du4bY2FjIZDIAQFJSEgICAuxeD92evw3+D6XRaDB48GAkJyfjp59+Mm6USAAvW8/SJXKQizlASX7N7Se32v3UztpHGWat8MFjCXW+d2dE3UG3ISqDbG5uLnx8fODjY5srvUSiqvL0OjN2XlYuNzcX169fr/V+rpycnFonM5D4jr41xKr9K4Ps7t274e3tjSZNmtioMiIR1dUvfYLselpn7qMMs1ZaMjauxrYt0+626phVg2xMTAwyMjIQFRVl1TGJnEKnIUBgpPk2iRToNdmup83OzoZUKkVcXJzZ9vLychw9epSTv0SW8++aM6D/mRRt1TGrBtnAwEDs2LEDCQl1X4AgchktOgJ39Ku5PeFpu57Wmfsof19tpYe6R+Kh7pG4cuMmZFIJgptY98hHBllya96+wMTNwI9vAHl7gKZtgH4vA3f0tetpc3Jy0L59e/j7+5ttP378OLRaLcOsyIID/ZC3YAjUZeUoK9cjNNC630QxyJLbG/MFkD4bOLnFeEW212QgYYpdT+nMfZRh1kZaBFh/G8CFCxcYZMn9BccAYxw7wWr+/PmYP39+je3dunXzzPVWnVSgrzcCfa17jCyDLHkE36bAQ+8ZXw7izH2UYdaJ+Pn5ISgoiEGWSEQpKSk4dOgQNBoNWrVqhfXr16NPnz5il0UNJJfL0aJFCwZZIhE5uo8yzDqR4OBg/PjjjygtLUWrVq3ELofII/34449il0BW8Pb2xldffYWzZ8/izjutX1WGiCzn6D7KCWAiU6lUWLVqlenn4OBgBlkiIgtoNBosXrwYBoMBgDHQMsgSeQ5emRVR1cleADBx4kRxCyIicjFV75FVqVR49913xS6JiByMV2ZFUn3VggEDBohdEhGRS6k+2WvMmDFil0REImCYFQGX3yIisg5XLSCiSgyzDsYgS0RkHQZZIqqKYdaB1Go1gywRkRUEQcDw4cMZZInIhGHWgQIDAzFp0iQGWSKiRpJIJHjmmWfQvHlzBlkiAsAw63CvvfYaDhw4wCBLRNRII0eORG5uLoMsEQFgmLU7lUqF8ePHo6SkxLQtMDBQxIqIiFyLRqPBhAkTcP78edM29lEiqsR1Zu2o+jqyq1c79nn0RESurupkr8OHDyM7OxtSKa/DENEt7Ah2Un3Vgnnz5oldEhGRS6m+asGyZcsYZImoBnYFO+DyW0TOqX///njiiSdqbP/www/h7+9vehwqiY/LbxE5J2fso04RZpcuXYro6Gj4+PggISEBWVlZ9Y5fv349OnXqBB8fH3Tt2hVbt251UKW3xyBL5JwEQcCBAwcQHx9f4739+/cjLi7Opa/6uVMfZZAlck7O2kdF79xr165Famoq0tLSkJOTg27dumHgwIEoLCysdfy+ffvw97//HU8++SQOHDiA4cOHY/jw4Th69KiDK69JEASMHj2aQZbICZ05cwY3btyoswnXtt1VuFMfBYAXX3yRQZbICTltHxVE1rt3b2Hq1Kmmn/V6vRARESHMnz+/1vFjxowRhgwZYrYtISFBePrppxt0vuLiYgGAUFxc3Pii63Ho0CEhISFBUCqVdjk+kVjKysqE48ePC2VlZVYdR6lWCi9lvCT0X9NfeHTzo8Iu5S7bFHgb//vf/wSZTCaUlpaabS8tLRVkMpmwatUqi45X3/dh7z5Tnbv10fz8fKFPnz7Cr7/+apfjE4nFVn1UrVULczPnCvetvU94+JuHha9OfGWjCuvnrH1U1CuzOp0O2dnZSElJMW2TSqVISUlBZmZmrftkZmaajQeAgQMH1jleq9VCrVabvWyt6v0hsbGxyMzM5BVZolrcrLiJJ7Y/ge1523H15lUcLjqM53c9j9/zf7f7uXNycqDX6+Hn5weJRGJ6+fn5Qa/Xo0ePHqbbhDp37ozY2FisX7/e7nVZyx37aGhoKPbu3csrskR1eDHjRaw9tRaFZYX4o/gPzPttHv534n92P6+z9lFRw2xRURH0ej1CQ0PNtoeGhiI/P7/WffLz8y0aP3/+fAQFBZletg6ZSqUS3bt3xy+//GLaJpFIbHoOInexS7UL+Rrzv6sGwYA1J9fY/dw5OTkYMWIEDhw4YPaaPn06fH190blzZ3h5eWHx4sU4fvw4duzYgRdeeAEajcbutVnDHfqoRqNBSkoKPvvsM9M29lGi2uVez8Vvl3+rsf2rk1/Z/dzO2kdFv2fW3mbOnIni4mLTS6VS2ezYSqUSycnJOHz4MJ577jnOhCa6DbW29it6xbpiu587JycHSUlJiIuLM3tdu3YNsbGxkMlkCA8PR1xcHAAgLCwMISEhuHbtmt1rc3b27KOVk7127dqF1NRUft9Et6HW1dFHtZ7bR0V9aEJISAhkMhkKCgrMthcUFCAsLKzWfcLCwiwar1AooFAobFNwFZVBtnKy1/fff+/SM6GJHKFfq36QZcmgF/Rm25Ojku163tzcXFy/fh09evSo8V5OTk6tv87Ozs6GXq93+luGXLmPVl+14IcffkBwcLDNz0PkTrqEdEGIbwiKyorMtie39tw+Kmr6ksvliI+PR3p6ummbwWBAeno6+vTpU+s+ffr0MRsPADt37qxzvD1UD7JctYCoYcL9w5HWJw2+Xr4AAAkkGHzHYIztONau5618alTl1YJK5eXlOHr0aI3mfO3aNYwfPx6ffPKJXeuyBVfto9WD7Pbt25GYmOiw8xO5Km+pN97u9zaCfW79w697y+54sceLdj2vU/dRi6ad2cGaNWsEhUIhrFq1Sjh+/LgwZcoUoWnTpkJ+fr4gCIIwbtw4YcaMGabxe/fuFby8vIR33nlHOHHihJCWliZ4e3sLR44cadD5rJ2Fe/78eSEmJkYAIMTExHDVAvIYtpqFKwiCcEN7Q8i8lCkoix3z92fGjBlCx44da2w/ePCgAEDIyckxbbt586bQt29fYfXq1fUe05lWM3C1PlpSUiL069dPACAEBgYKmZmZjToOkauxZR/VVeiErMtZwsmrJ21Q2e05cx8VPcwKgiB88MEHQuvWrQW5XC707t3bbDmW/v37CxMmTDAbv27dOqFDhw6CXC4XunTpImzZsqXB57K2CU+dOpVBljySLZuwszIYDMIjjzwipKWl3XasM4VZQXCtPvrJJ58wyJJHYh81Z6s+KhEEQbD/9V/noVarERQUhOLiYgQGBlq8v06nQ2pqKqZPn85bC8ij3Lx5E+fOncMdd9wBHx8fscuxiz179qBfv36IjY01bfviiy/QtWvXGmPr+z6s7TPOztrPJwgC5syZg4EDB/LWAvIo7KPmbNVHRZ0A5iquXr2K4OBgSCQSyOVyLFmyROySiMgO7r33Xq5KYicajQZSqRS+vr6QSCRIS0sTuyQisgMx+iin39+GSqVC79698c9//hMedhGbiMgmKid7DR8+HGVlZWKXQ0RuhmG2HpVPscjNzcXWrVu5/iERkYWqrlrw66+/4uzZs2KXRERuhmG2DlWDbOXyW82bNxe7LCIil1F9+a0dO3bUet8cEZE1GGZrUVuQ5WQvIqKGqy3I1raoOhGRtRhmq2GQJaof7x034vdQNwZZovqxfxjZ6ntgmK1m//79yMvLY5Alqsbb2xsAUFpaKnIlzqHye6j8XuiWP/74AwcPHmSQJaqGfdScTqcDAMhkMquOw6W5qhkxYgQ2bNiAnj17MsgSVSGTydC0aVMUFhYCAPz8/CCRSESuyvEEQUBpaSkKCwvRtGlTq5uwO4qNjcXOnTshCAKDLFEV7KO3GAwGXLlyBX5+fvDysi6OMszCeGuBVCpFZGQkAGOgJaKawsLCAMDUiD1Z06ZNTd8HGW8tyM3NNU3w6t27t8gVETkn9tFbpFIpWrdubXWg9/gwW3mPrFQqRUZGhinQElFNEokE4eHhaNmyJcrLy8UuRzTe3t68IltF5T2yhw4dwo8//oiePXuKXRKR02IfvUUul0Mqtf6OV48Os9Une/HJP0QNI5PJGOYIQM3JXhUVFWKXROQS2Edtx2MngF24cIGrFhARWaF6kN2+fTsSExPFLouIPIzHXpkdMmQIVy0gIrLCqFGjsG/fPgZZIhKVx16ZZZAlIrIOgywROQOPuzJbuUBv69at8f333yMoKAhqtVrkqojInVT2FHddGL3yc/n7+2Pjxo3o3Lkz+ygR2ZQlfVQiuGu3rcOFCxd4JZaIHEKlUqFVq1Zil2Fz7KNE5CgN6aMeF2YNBgMuXbqEgIAAmy5UrFarERUVBZVKhcDAQJsd19XwezDi92Dkqd+DIAi4ceMGIiIibLLsjLNhH7Uvfg9G/B6MPPV7sKSPetxtBlKp1K5XSgIDAz3qD1td+D0Y8Xsw8sTvISgoSOwS7IZ91DH4PRjxezDyxO+hoX3U/S4ZEBEREZHHYJglIiIiIpfFMGsjCoUCaWlpUCgUYpciKn4PRvwejPg9kCX458WI34MRvwcjfg+353ETwIiIiIjIffDKLBERERG5LIZZIiIiInJZDLNERERE5LIYZomIiIjIZTHMWmDp0qWIjo6Gj48PEhISkJWVVe/49evXo1OnTvDx8UHXrl2xdetWB1VqX5Z8D8uXL0ffvn3RrFkzNGvWDCkpKbf93lyFpX8eKq1ZswYSiQTDhw+3b4EOYun3cP36dUydOhXh4eFQKBTo0KGD2/zdoNtjHzViHzViHzViH7WSQA2yZs0aQS6XC59++qlw7NgxYfLkyULTpk2FgoKCWsfv3btXkMlkwsKFC4Xjx48Lr732muDt7S0cOXLEwZXblqXfw6OPPiosXbpUOHDggHDixAlh4sSJQlBQkHDhwgUHV25bln4Plc6dOydERkYKffv2FR5++GHHFGtHln4PWq1W6NmzpzB48GBhz549wrlz54SMjAzh4MGDDq6cxMA+asQ+asQ+asQ+aj2G2Qbq3bu3MHXqVNPPer1eiIiIEObPn1/r+DFjxghDhgwx25aQkCA8/fTTdq3T3iz9HqqrqKgQAgIChM8//9xeJTpEY76HiooK4e677xZWrFghTJgwwS2asKXfw0cffSTExMQIOp3OUSWSE2EfNWIfNWIfNWIftR5vM2gAnU6H7OxspKSkmLZJpVKkpKQgMzOz1n0yMzPNxgPAwIED6xzvChrzPVRXWlqK8vJyBAcH26tMu2vs9zBnzhy0bNkSTz75pCPKtLvGfA/fffcd+vTpg6lTpyI0NBR33XUX3nrrLej1ekeVTSJhHzViHzViHzViH7UNL7ELcAVFRUXQ6/UIDQ012x4aGoqTJ0/Wuk9+fn6t4/Pz8+1Wp7015nuobvr06YiIiKjxPyhX0pjvYc+ePVi5ciUOHjzogAodozHfQ25uLn766Sc89thj2Lp1K86ePYtnn30W5eXlSEtLc0TZJBL2USP2USP2USP2UdtgmCWHWbBgAdasWYOMjAz4+PiIXY7D3LhxA+PGjcPy5csREhIidjmiMhgMaNmyJT755BPIZDLEx8fj4sWLePvttz22CRNZgn2UfZR9tCaG2QYICQmBTCZDQUGB2faCggKEhYXVuk9YWJhF411BY76HSu+88w4WLFiAH3/8EbGxsfYs0+4s/R7++OMP5OXlYejQoaZtBoMBAODl5YVTp06hbdu29i3aDhrz5yE8PBze3t6QyWSmbXfeeSfy8/Oh0+kgl8vtWjOJh33UiH3UiH3UiH3UNnjPbAPI5XLEx8cjPT3dtM1gMCA9PR19+vSpdZ8+ffqYjQeAnTt31jneFTTmewCAhQsXYu7cudi2bRt69uzpiFLtytLvoVOnTjhy5AgOHjxoeg0bNgzJyck4ePAgoqKiHFm+zTTmz8M999yDs2fPmv4nBACnT59GeHi4RzZgT8I+asQ+asQ+asQ+aiNiz0BzFWvWrBEUCoWwatUq4fjx48KUKVOEpk2bCvn5+YIgCMK4ceOEGTNmmMbv3btX8PLyEt555x3hxIkTQlpamtssKWPJ97BgwQJBLpcLGzZsEC5fvmx63bhxQ6yPYBOWfg/VucssXEu/B6VSKQQEBAjTpk0TTp06JWzevFlo2bKl8Oabb4r1EciB2EeN2EeN2EeN2EetxzBrgQ8++EBo3bq1IJfLhd69ewu//vqr6b3+/fsLEyZMMBu/bt06oUOHDoJcLhe6dOkibNmyxcEV24cl30ObNm0EADVeaWlpji/cxiz981CVuzRhQbD8e9i3b5+QkJAgKBQKISYmRpg3b55QUVHh4KpJLOyjRuyjRuyjRuyj1pEIgiCIdVWYiIiIiMgavGeWiIiIiFwWwywRERERuSyGWSIiIiJyWQyzREREROSyGGaJiIiIyGUxzBIRERGRy2KYJSIiIiKXxTBL9Je8vDxIJBIcPHiwUftLJBJ8++23Nq2JiMiVsI+SGBhmyWNMnDgREonE9GrevDkGDRqEw4cPAwCioqJw+fJl3HXXXfUe54033kBcXJwDKiYici7so+SMGGbJowwaNAiXL1/G5cuXkZ6eDi8vLzz00EMAAJlMhrCwMHh5edW6ryAIqKiocGS5REROh32UnA3DLHkUhUKBsLAwhIWFIS4uDjNmzIBKpcKVK1dq/HosIyMDEokEP/zwA+Lj46FQKPDll19i9uzZOHTokOnKxKpVq0zHLyoqwogRI+Dn54f27dvju+++E+eDEhHZCfsoORuGWfJYJSUl+PLLL9GuXTs0b968znEzZszAggULcOLECdx///146aWX0KVLF9OVibFjx5rGzp49G2PGjMHhw4cxePBgPPbYY7h27ZojPg4RkcOxj5IzqP33AERuavPmzfD39wcAaDQahIeHY/PmzZBK6/533Zw5c3D//febfvb394eXlxfCwsJqjJ04cSL+/ve/AwDeeustvP/++8jKysKgQYNs/EmIiMTBPkrOhldmyaMkJyfj4MGDOHjwILKysjBw4EA8+OCDOH/+fJ379OzZs8HHj42NNf13kyZNEBgYiMLCQqtqJiJyJuyj5GwYZsmjNGnSBO3atUO7du3Qq1cvrFixAhqNBsuXL693n4by9vY2+1kikcBgMDS6XiIiZ8M+Ss6GYZY8mkQigVQqRVlZWYP3kcvl0Ov1dqyKiMh1sI+S2HjPLHkUrVaL/Px8AMCff/6JJUuWoKSkBEOHDm3wMaKjo3Hu3DkcPHgQrVq1QkBAABQKhb1KJiJyKuyj5Gx4ZZY8yrZt2xAeHo7w8HAkJCTg999/x/r165GUlNTgY4wcORKDBg1CcnIyWrRoga+++sp+BRMRORn2UXI2EkEQBLGLICIiIiJqDF6ZJSIiIiKXxTBLRERERC6LYZaIiIiIXBbDLBERERG5LIZZIiIiInJZDLNERERE5LIYZomIiIjIZTHMEhEREZHLYpglIiIiIpfFMEtERERELothloiIiIhcFsMsEREREbms/wdhuq0cdZb9IQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from ripser import ripser\n", + "from persim import plot_diagrams\n", + "plt.figure(figsize=(8, 4))\n", + "for i,prime in enumerate([2,3]):\n", + " pd = ripser(dist_mat, coeff=prime, maxdim=2, n_perm=300, distance_matrix=True)['dgms']\n", + " plt.subplot(1,2,i+1) ; plot_diagrams(pd) ; _ = plt.title(\"$\\mathbb{Z}/\" + str(prime) + \"$\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now compute Lens coordinates and display them in the fundamental domain given by the three-dimensional disk in $\\mathbb{R}^3$.\n", + "The plot is easier to understand if you interact with it yourself!" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "lc = LensCoords(dist_mat, n_landmarks=500, distance_matrix=True)\n", + "coords = lc.get_coordinates(perc=0.99, complex_dim=2, cocycle_idx=0)\n", + "coords_R3 = LensMapUtils.lens_3D_to_disk_3D(coords, 3)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "fig = plt.figure()\n", + "ax = plt.axes(projection='3d')\n", + "PlotUtils.plot_3sphere_mesh()\n", + "_ = ax.scatter3D(coords_R3[:,0], coords_R3[:,1], coords_R3[:,2], s=20, c=colors)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac-installed", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.16" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/_sources/notebooks/bullseye.ipynb.txt b/_sources/notebooks/bullseye.ipynb.txt new file mode 100644 index 0000000..60c6d79 --- /dev/null +++ b/_sources/notebooks/bullseye.ipynb.txt @@ -0,0 +1,254 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Toroidal coordinates on bullseye\n", + "\n", + "An example of how toroidal coordinates is more reliable than circular coordinates when more than one prominent class is present. In this example, we seek to find a single circle-valued map that parametrizes all circularities present in the data at once. For this, we first find a circle-valued map representing each class and then add together these circle-valued maps into a single circle-valued map.\n", + "\n", + "We use two approaches. In one, we use toroidal coordinates to find three \"geometrically independent\" circle-valued maps and then sum them together. In the second, we run circular coordinates three times with different cocycles and sum the output circle-valued maps together." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from dreimac import ToroidalCoords, CircularCoords, GeometryExamples, CircleMapUtils\n", + "from persim import plot_diagrams" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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dFII11myx4zhjRuYz4hnejApZAKPDqYU+RYML27alccIagcSeGl2rF8BmTXWJjciE8MV1i3iGN6NFljt4Fwq32W5szCHUodpi23Iu1myxsTrk3pOXyW0jZO6C/swV+B//55z08zb5XBg78OYOPqMpiLBpW2oKdsxY+lsUWCOQANMzZnra6qFrdWF6C6UuIJjgfXrphvR1ioubCRfVGqFabuukUwV+eIBpY8KWe90agRTF6/sHRqH3JF6KRAHVYt7UmG8JUPWvMuGCiQkAQF/mCqkdlhvMMrblXrfCB6mLYAuoWFpiMct8Rq+0NcArbQ2xSvhlwuGZhmrUD0k1UGN7JNsKC9LkaUHJ0spkc/BMQzVsXFqV9zo3umVKQScatlhdfpDFHmwqO7Si1BAru6NYj8xpPEyQeNeXG8pD22wtO7Rii401oqDWwQaLXnMaTz5+aorjVn9cKiIFyCsmVAM1bmRlh4urKiI1kqywIAXUb4bOt/5VGqnuaauHHc82hn9AFqIb4iTWwO07U/DP/3a1wKKQNZtNKt4JiTZYXMViMrAuivOzwoIUUG5Ekcnm0DQe5v58aFUjEtX2UXzW677Y1+XM/P4kCaesw/6BoxfgoQdmkRwXaxKUiSIQZZVAUl7kKgd5kubImJRXenlrcBTamucZZTK4EQIx77GH83726YWV8Iu/forcGvIDtt72D4zC/oFRctakzM0mI+wqm8i32OKGOjYyQXq7gAWaOpxa2HvPyok7sgBV+vHvwv6B0UiOh9oa8oPJjO2etnpy1qTbxSLr7BV2ICpSgdRZFpSicrIoXJLE0eSGjQJKa8gvuvtHQPVB4T2/7o1LQu90FZlAmtxQVLpqyyYTbm9tiO2N6SWTzcFbg6Pw4bnxQH7/4ie+Cxev/0dRP7v5qRrobqmP7bUQvl2dlU71QdF7Igtnxm7AirrKSLJaIvNBmiS12pJNrwKbTEh9Gp0JmWwO/vs/nYNT2Rtl+51N878Hn1/908y/O5xa+PG6RejDtMOpheu3/gxHz09K3//w3Dh8eG48tvmoIrD5zbdTSmvyN8ez5M7bbXi8e3wMLk7eSk4UWyd+VCpnXj88In3dppZNQWC6vfPL/+z4SwCAgkBPa1O1dCSuGPuLCaSgP3NlxsdNdcupQuRHYpZ878nLkKp4kMx5Y6MnEhPFdtIpWFk3F06P3Zx5raGmArpb6sk85TPZHDrHmoL1qwPLKvhfH3xeFnH01qu7H4re67+9tUH6XRfzPbvTYQAKxZgqTjoF3S31qKuDUr02tsN8bWAEfvmztaEdR2QCmcnm8sQRAGBknNZCxazH1qZqMueAgZVMvjU4CiPjaveIiJ4CAJr0LRzuL65bZCRQurG/JikibkQ6jJs4WJa6dJnB4XESaxN78B0Zngh1FG5kQRosc55KYEYVZKLqEBeUEpFWRe7Lkeeq+h26FBETqF87Qe+JLPodUHkQvPTOcemuIUyNsM4HSWFrmsnm4P2TY1EfRmAMDhcXjW5ZWqVMaypHpZTqd7jfuzh5qyg3ABULS0fXmjT6HVDZapfTrVIskbU7k7U5ohCYEY193z2OCyTFtlNurt782vfPdDi18M5LPwjgaIpj19Zm6N+2vqBBsY79A6Nkm8962bW1GXra6qXvUVijNmhEpKWGsuFENhO3xr5usIomHQsffwT+948cK6+dk07BL3+2Nm9b/vrhETSwJqBiYZlQW/mI9PXbd6ZCPpLicGvE7TtTMGf2rFB9kJHXYlNpUGG6raZgBXvxm7LTsrQKaisfiSx51y/uNYZt27zEJU1rzmz5JhF73UacdAo++OyqsgtUUEQikNSaUugEhGJjX4GJVdy1egH8aG2a1DXDMG2KQMXC0kHZ1y+IMicydIHU9QO0DZ2AUGzs68bEFzV/7sNkLH0TdEnVAAA7D56NpHKj3MgeCB1O7cx1p3BNo5yfHapA2pId7wfs4qxb8jj80Pk+aXEEMLMk4tiuzUmnoPkvHlPWj1Pur+jG7cc7NjIBfZkr0Eeoqkg1PzvodJ9QHRGqJ4GtYBfnkwv/DjsPniUf8VSNEwWIRyt/DBPh3z8wCu1vfhyL67y4qkLaZNeWGdQYUc7PDlUgj43QK8uTpRq4obDAVOw+NKSMWv943aLwDiZkdNfWDfXrDEDTQBFENT87NIGUtYgHoGGh7NraDHs6l8O6JY9L36ewwGSYBGionpspIl+yp60emuZ9T/nZ1wbkpaW2k8nmoO/UZTTwZLOBIojq2EPzQWI32gbkyWATuig2hQXmRfRw1EHx3PwiAlALn6hQDo4Kuw64HHjXrrdBDIW0NOz+C+PYQxNIqukGJlFs2xeYF+80PAyK51YKJmuRUimibO2eHrsJL296Ep6s/h6JlC3s/tvTuTyUAGloW2yZo5XCDYhZvi+srYP+betDbwFfCplsDjrf+letOFI8t3Jg4pMspgwzKrC1+8aRL+D8ta+sv/cA8HMIK9E9NAvSGwxod2pJ3ICYVfHc6joSCwxAPi9HBaVzKze7tjbD4qoKtBMOpcazKovY9vQ6QdQ7z1BkWGYmhxGiLweisa+blXVzrV9YAtFcw1QcKVj1QaOzTqhEtHUWcbFdm8Ik6oYVoViQ2IWgUO8qa+x7euwmCWe9aXMNAIDVCyvhv8V8lrQpJtbJ+yfH4Py1r6wvMd21tRlmz/oOvHHki4L39g+MwjffTllvDUfZsCJwgVRFgG0P0ABEW+ZUKqYWQpLG05pgUq/97vGxvJZ3NlekPFmNpy9R2WpH1bAi0C22yoKhspWjnDum4umFldDTVg/929azOErw20/S5m23bq1SyHXFypRJV9JgX3xPWz2JAM3uQ0NSZz0VccdK6TYurYKD3f8JdjzbSOI8okL0kxSJ5JufUpcm2urT0/kiKTzso6oCClQgsS+eQvMDzPp9edOTJMQdAOD8ta+krx89P2mttWMjTjoFO55thO4WeXduCmAWsejsY/t6iCqaHahAYk+uDz67GuSfLQuqHDIKjQsw61dAYVtlG7rGHrY/+N0W8d7nV0C7Uwt9mSvw6ntnrG/IEZWWBJ7ms2XZ/ILXbPbXCHQ5ZDYfv0n0msK2ykb2dTmwcWlVweuUUr+cdApu35ki19knCi0JXCCpdhDRPZlsPn5sXreAig/VRnYfGoKj5ycLXhepXxRQ7S5sXtdRaEngAhl1JnwxULbAMtmccuYKlQomG9GtC5vFRaA7B1vXNUA0WhK4QEadCV8MlC0w3U1KpYLJRnTfLYU5NqpzsHldA0TjhwylkkbUt54Zu2H9JDyVBdbTVm99+32TpymFJHcb0X23FCYFYufQtXoBbJb4+Gxjy7L5oY5tCeWKCp/Hu8fHYOfBs7CjNxPGny0K7Anb2lQdm7xBm7dRNuOkU9IAjeCLiT+FeDTFgVlhvScvWx/JBgjfDxm4QGKNKmwVSUw8trc2hHwkxaFbKLZvo2znVy/9ABpq5GvkjSNfwA/f+G3IR+Qfdxd1L7ZHssP2Q0YWxbbVF0bRZ+pGtVD2dC7nAE0Z+OjVFtjTuRye+otHC947PXYTek9kIzgqf4gO6jJsDjaF7YeMLIoNYO+FEE/Yvc+vINk49ul0pfT1pfMKb2imOLrWpOHuXfl7Z8ZuhHosxUIxwwQg3HzIUHyQ2A1r+4Wghuj9+Gn2hvR9Wx9IFMlkczB0VV7Kmap4MOSjKQ6Z1UVhtxSmHzLQKLaq1ZnNF8J73Da3shJQzt2kiKoxhaq9mC1g64VCJDtMyzcwCxK7AKLFlq3b1qjaKpWK7ulJqRSOOhQeRNgIWwq7jDDnWwUmkNgXvfAJe7svA9AtjdTdlJRK4SiANaagMOc9k82hIzgoiHuY860CE0iqDmCsGsL2KgmTiXy2izwlZLOKGmoqSDQfVuX6UhD3MOdbBSaQVIddYdUQFKokdNgu8pSQzSoaGbe/ryIAvg5k0WHbiE2iuGrYlc0cG6G59TAJ0sRB5G0BuyHfGhy1fo1TNgJikyhO0ZeXyeYKeuQBALQsrbLe8jX5Xv/x9B9COJJkgN2QH54bt75kj6r7C0DuSgrS78s+SBeYyAyen7R6wQOYfa88aqF86Hy+Nmc+YP5T240Awa6tzXlR7L7MlcDuz0B9kNRK9ih3ETfFZgueGru2NsNfNeFTD20d4oX5T23tj+BFttMjWUnjLtnb07kcGuY9arXI6KwCWxc8gLnw2WzBU2P3oSH4F0VzYluh1h/BS2wqaQCiG/hdLLu2NkPu1p+h9+TlqA/FFybCZ7sFTwmToJitQ7x0/RFsXyOxqKQRUKxM+dFaeUNfWxc8AG79tiytItt0w2Z0uwkKCeMyKOwwwnTfBSqQmWwO3j85Jn3PZl8YRf8pwH2XxtMLK2deGzw/CcdGJqw/9rixoQH3TUYN5URxgGldWTrvUXh505Pwwtq6QNv4BbbFVjWqALD/SbVl2Xx46IHp54ftYxa8fHrpRt6/hUN7H4EqDyq0NNbA/oFR9H2b1zflptAyXXn3+BhcnLwViNsuEAtS55+x3RoTbcP2D4zC/oHRwIeTlxPqDngqOOkUtCIRbNstMao7JJWuBOW2C8SCxG7SF9bWwXOr66y+EJjPdHFVhdXDxgSqZPDB4XGrv3tqbG9tkA54o2CJ7draDFuWzYeLk7dgcRWNHEidWy6IAFMgFiRmwtsujgD4Rdh58Kz1yeKZbE461F6wf2DU+nOgRBRjSMuJk05Bx6oFAADQd+qy9TsMnduCTBQ77HKgckI5Wdwk8GX7OVAjzPb/5SSTzUHfqcuwozcD7W9+DK++d8b6EklVnnJQLoLAgjS7tjbDtS+/ngkQ9GWuQM1jD1ub/ygQFwHzddicJ2b6BLX5HKjxm+PyAV2/OZ619jtWBVCDnDFdDtyugdt3pmDO7FmBuggC7eYTVjlQudm1tRle3vSk9D2bW4aZ9IQEsDvCSo2zf7gpfd3WNDaTBHdbjx1g+viF37RrTRo6Vi0IVMwDsyBV5UC2Pp3cYHNFbG8JtWXZfOUNQKEnJxV2HxqCc3+UD+6y9SFkIn62HnsUs6JC7+Zz6TqNpqIUuxEB6G8AKnObbUdniWHVWFGD9TsV2JruE1VFXqjdfACmI6m2O4MB5MeP5b3ZhImAU4jI246q1NDWgCTW73RV3Vzry1Gj6i8bSjefnrb6gvco+CPF8QthPPz5hPXibuqHpPD928ruQ0PKKhpbywwxMTk1dhPOX/vKSlEXRLWjC9yh5qRTsPAJ+UnY7Ax2400Gtl1cdm1thq7VC7Sfs7l9m630nsiSnT9OOYUtzFGvbkKJOFD15wHgIv76YflcYVsw8YFx4rg/dh8agp0Hzyo/Y6sPD0C/u7DZYAlz1KubUASSau0nAC7ihz+fsP6Ju6lRv9Wz3XKwBV1Qpqet3mofnkA1udBWgyXsUa9uAm+YK6BY+6nD9pSlV9oa0AHxbmw/DxtQWVcr6+bCjmcbQzya4qHY6izKlMFQk/pE7aetF0KGyk9n6xNXwInj5UNVIEBhnLGAYquzKF10oQmkqP2kspAA1NFKW1M5/ELF1RElJr5Hm/13XtwNlQHsXwNYb4eLk8HnVIeyxY4iA75UVD6nDqcW9hJoPmtSVnY3pGOhisl3CEDDCpfVYIcV7CgVt4vu2MgE9GWuQN+9oE2QehLZTJp9Hw1bbU1iFsHTCytJiCMAd/cpBybfIYXdBCb0lBopO+kULK6qCLXHQ+ACiS0w2ytqMIvg00s3yCwoP919GDm65iQtS6tIPDBV15jS9Q+7oiZwgdTdpLZaMKo0GSoLioM0paHzPbYsrYJ3XvpBiEdUPKprTOn6hx2wCaWSRneT2io4r7TJI3uUFpS3XNJLh1MLg8Pj1rs8wkIEE3UVM/Mee4iMOALg96HtARovTjoFK+vm5r0WZIeq79y9ezcUP33viSwMDF2DD88Vps30b1tv7UXyOrZbm6phe2uDtcerIpPNweuHR6RzVAQUAmhBoZvE6cXmdYsh7sPUdx+EH61Nkzx+mVUf1LWIJIrtxvYnmIieCWER/1EVEpU4AtAaUFZOTKPVbigk2LsbzH7w2dW8c0xVPGj98btR6UhQ1yJwgcQWXk9bPal507KGFTa3ppdh6srYefBsYHOGbeW1Af+19ba7WnQWMaU1rHuAkfVBYjflwifolBtG1Yuu3PhZRLYGz8pNJpuDfR8NG5VkurF952NqEVNZw6rjDPJaBG5BqqJObvPf5sWGpXp8MfEn6Dt12frjF+gGknmhsIUsBb8+xw6nFjY0VJO43qbCZ7sVLMCOc0/n8kDdQYELpOym7N64pMAfYrNPD5tD88aRL2b+3+bjd+NtGnL+2ldoKovNA8pKxY/PkWJgzkT4bLeCBcKQandq85LEuzcuCdxXHkqQxntTAgC0v/lx3mds9oeYLDabj9+Lk04ZHeepS7nAx2pGhc7CWr2wEl74wUKy5/7BZ1cLXltZNxf+/m+Xkdi1CbxWfrtTC8+EaMWH1qzC3ckH65Bjqz/ENOHa9ia6MlTfee/JyyQGyheDzjp+bnUduc5TAsw6Pj02PaKWynlhfSDDFPfQZ5iqOuTY7A8RCdd7n18BezqXSz9jexNdGabf+YGjF2IzDdGkO4/t431VcFlh+Qh1Faj8PhT8IcIK7lqTJl+GKDC1jgGm039+8vbvAj6iYIlTdx4MLissH6EKJCYePW31JFouuYlDGaJANX3Sy9Hzk/DMnoEQjioYTAaVUXhY65CVllI7L6wPZJjnENrIBQBcPFoaa8I8jLKARecpLUA3InDzzbdTWgtrLPc1/OTt38Gv7tUiZ7K5GeGJOvlfljrmfk1HT1s9mfEJMrxBjafTlbChoSry61Isu7Y2w7Uvv56JXvdlrkDNYw+HljESqkDKRAVrokCBXVubYXFVxUxt62bFQCQqiHPS+eiOnp+ETDZXkK61f2AU2p1aeHHdotCjpbLGzACQLxiebtpeKD6sBTL3wafZG/CLv3mKpDgCTJ+TrP9jWBkjoTWrcCNrmkAlj9CNLNGY4nnIMEmi/qvmGviXIf2Wtd2phX0B90zMZHMFqWN+odIpHqPv1HTWgZe9z6+AjlX6Oek2su+jYWlQN6xzCtWCdEO9thlz9h84egEeemAW2S2NwJ27uvvQEIx/9eeCz5iIIwDMWABukTStotJ9Tmzvh/74pdGxYFAXRwCAYyPyckmKfnEA9UM6rHOKRCCjHONYLlTR6v0Do7B/YJS8NSn8kh2rFsBP3v4dHD0/WfTv6s9cgRfXLQInnUJnFHnFUDXLyKR1m46etnpY+EQFmaRpFbKtKACNcRAyVP04w/T1RyKQNoTvSyVu1TU6fvXSD+Dvfn1C2s/TFBHIkc0oGvrjl3kC7C0rE5/bsmw+/PqT30vFwC/UrXw32AN7QwM9H7/Kcgw7iBZJNmyUYxzLhWn+ILW8SBVtzfNK+vmrN79G02y81ikmgP/lnRNlEUfKGQcysAc2tu22FV2eathBtEiCNAKxpTo2MpG36CltTYUP7OrNr6H35OWC9yl2nVbxwzd+O1OyBgCwtKYCzo+bPQSeXlgJn166EdCRmUGx8YQpO3oz0ocHpTWIBZoAph9qYedLRxakAYCZi+b9QihtTd2NH1IVDxY8/T747CqJ8zDlH17eAL0nsnBm7AasqKuErjXpgi1Rh1M7M7PYTZTiGGdhBJj22V29+bX0PUq+/ajammFEKpAA8QjYCLYsmy/1r1ERe1O61qTzFqu3W5OTTkHNYw8X5LuWElAp+lhXLyA5e8UPz+4dhBGFFU/Jt++kU5G0NcOIXCCxrioUexHGSez94m2hJmtxF4RANtRUoOIQxZYsbH7y9u+U4kjN17r70FCeOLY7tZFew8gFEuuaQrGbSpzEvhx4RdNPN3NB98YlcNVVagZQ2NnbW0pIqd9hKWSyOTT1at2Sx+G//ucmUt8B1t5MpIdFQeQCGYeUHwEm6mfGbsDSeY+SWqxB4J0QKaO1qRq2LJtf0KhXVbroFeKkfM+qDIkfOt8n9z3YuAOLXCDj1PQBE/V3j4/Bu8fHSEXng8JJp+Dtn671bfWZdkGPO+7vDVtvS2toju210ViKNM3HDZUBXipM6oGjisYx9DFpxtGytAreuddliSLec4zaj2yNQMYBVQ6XG7YkGb9gD9/+besBIF5+V5uMJSsjIZlsDvpOXSZTVSPwM76A2rkx0YL5514bGMmb90Qdm8QRwAIfpBdVgwLb8TN3OgmpP0z5wB6+R4an5yDFYS3ZeO9bZUHKwvzUrC33cK/+bevRAV8Uo/RMdDjpFNpcOg71/rbe+1YJpA1TzMqBe8vTtSZd0NSCapSeiY5MNgfLvz9X+l4cHra23vtWbbFtDPOXA3dVye07UzBn9qzYbIuY4FG1/4rLwxYrpoj63rdKIJ10ClbWzc3rFgMQj4YPTjpVML/FBh8LYze69l9xSEHBHgA2iL9VW+xMNlcgjgB2+CJKBfOx9J7IkozYM+Gg22JSvzewB8CezuVW1NFbZUGqFgP1qC92bu7pgWxRMm4y2Rxcuq73wVG+N7D7wpZeDFYJpMrfELUvolRMRzQsrqJZJsaUF5OpkgLK94btcQc7ZPoe2BgDG3wRpWI6omHnwbOw+9BQCEfE2Aq27expq4d2pzbvNer3xgefXS14zaZzsrLUUIwxAIjXYCWA++cmm/XrhlKbfKZ03BUkFydvKedb21ZtUiyq8klbzsuqLbYgzp1bnHTKKLeLsl+J8Yd3O91Qo952xuX+sLG9mRcrBVKGeGqKPELKT08T/8rtO1Ow76NhAIifFc3cR7adlnUIpzrf2o13Z2i7/xHA0i22F8xhTTnqq3LCy3JBKZ8rg2PaAUpsr6kiW++ydm1RtzfzYr1A6nos2uSv8IusaeztO1N5qT9uKJ8rcx/vddf1EAWgfe1V97Dt7dqs32Lr/HU2+Sv8IhsV0HeqcLa2gPK5MtN4LamVdYX11d4dhE1R3WLQ5Tfb3KrNeoHU+SNs8leUAz+5oHGJZiYFmb9RVjn293+7DADstar8Qjm/2ao8SBmq/EHqT1YZqvMVOWOZbA5eeuc4tL/5Mbz63hlof/Njzp0kgAhQ6BA7BZstKz9Qzm+23gcpiFMU24TeE1mpL9I7VN0NZT9V3Mlkc/DW4Ch8eE4vknG9jhTzm63fYgtkuV9x3mJitaiYOAIAvH54BN7+6dqgDokxxLsu/ZQNUrCq/OD9LqidGxmB9GJje/ZyUoxv5vDn8Wm/TxXvulRZ/ADTgrj5Xq/QuDzohSgeG5nIO3eK9yiZLbYbCiVK5cB7s3U4tdCnuNkA4leORgnMLSLjhbV18NzquthdG521TO0eJWlBUihRKgfuTuRC6Goee1i5ABdXVcTeuraRHb0ZpaXoZUVdZazWKoC+uS8AvXuUpEBSKFEqF16/jVs0vVuYbkllgvj3lmXzSS1MSvgVRwB7+h2WE5MeA9TuUZJXSYxmcLOybm5iBECkgMx77OG81++CvcOP4komm1OKY4enPZmAmlCYoDsnigEokhakbDTD6bGbM63nk+B7w0Y4YGNmj41MkK7ltRXVg2dP53LoWpMucItQFAoTZHPhO5xa2NBQTfZ+JCmQ2KJ8/fAIHP58Yubfcfa9qVrVyyKn/Zkr8OK6RSQXqc1gVlOHUzvTGV7mS44bIii4Zdn8WJ0rSYHEFqVbHAHi7XvT+WFl2z6Zg9wb7U569Ft2/qrvBLOa9nY5BZ+L2/cZp3QeDJICKVuUrU3VBQIJAPD+ybGZn4kTsu9At3X7x9N/AABAE5i9TRLitNBN8AZbZO243N9JXK0mE1TpPHEyTEjmQQr8tI2K682OWTe6yKougVlALW+tWPxEovu3rU/0jHNdC0IA+v0rBaQF0kvcklRLwbQRq46nF1bCL/76qdhZR8X0ZBQ8na6ET7M3Cl5PyvoyWVtx+S5IbrExhDP8/ZNj8O7xsYL3k1SrXK40kk8v3cgTjzhYSt4H6abGal8/LxNHAHpJ0MUSx3QeDJJ5kCqcdAqeW10nfU/UKicBkzGz3hGi6dQj2t974OgF6D2Rhb5Tl637LjPZnPa4ZOlRR4YLfdcA08GW1iZz8YxjbqMMJ50qWDsdTi3sfX4F9G9bb9XIhFKJlQUpcNIp2NRYLV34SXnKA+irbnZubYYX1y3yvdV01xsHZVH6jSablldi6VHeIJ+IRGeyOWnwz+vDjZPVpGP3oaG8c2+XRO3jQqx8kG6S0tDCDyYpPMWUzZX7O5WJHYA6mmxyrVUzyVWzUbzHIx4uSUyJStp9FUsLEqC4NJi4Y5KLt++eJeBHJL1WuWwYmVdEMHHBKoS8iFQSAIC3BgsFT7ze3VKv7cnoXhey7wdL9I5jbqOOpDSKEcRWIAHwhZ3EJ78f9nU5BVvvi5O34IuJP8EbR74o+PztO1Mz/6+yQDc1VsMrbQ3SFBlxnS5dN68Z91ZOefnw3Dh8eG5cm9K0+Z7QqkiiGMpwX2s3cfW/xnaLjcGtwIoHS+8QOW/FbM9tIC45e0GSyebQB5Jts6zLSeyi2Cqw7Ztt0VhbUZU36rralBs/0WUdcbV+ysXuQ0PQ/ubHUnHc07k8tuIIkDCB5FZgpSFLHRL+u3J/hz1t9fDCWnm6Vk9bPWxvbZC+17Vabgl601IESfdLe/GmSuma4Maxr6WbWPsgvWCWArcCMwfz65bbCmtprAEAkCb8i4l4siDczq3NkKp4UPq68KsmZTKmX2Tup6XzHlX+TNyt78T5IDE/WVzTFMJENkPnx+sWFfiuxKAqrOKptal6puIJS7ERqKLhHIgzB0vf2dO5HJ2zE2ffoyBxAqkLNADwzVUKfgTLT/4iX49gUd0X5699VdA5a3trQyKuRaK22AD4lkCkL3CUuzSwdBjZ66a5qpxiEzyqAFzHqgWJa+cmSJwFCYB3/cHy5Xj7HSxsIdqBzp2RRBIpkAD+Zhj3tNXDwicq+AZmYolJ5VNSSdwWW+AnPcFdu8tbbiZOsEtJTbyTmBRgPhcsX07AieVMXODCCT2JFUgs6XlflwP929bD3udXQE9bvfRnObGcoU4mm5uZ1+SF1/d9ErvFBtB3aclkc9LWWHFPjmXijW40Ca/v+yTWghQ46RR0rFqApqZgpXUMQ5HeE1mlOPL6zifRFmQxJDLkz5BH1Y0HAOCFtXXw3Oo6FkcPLJAKMCe2mPnL+XsMBXRbagBgcURggVSg6v6T5LnIDB103XgAeFutIvE+SBWqskROj2AooItIx72fY6mwQCrAgjRYkjmnRzBR4+3nqIpId29cAl1r0mEdGkl4i61BlgqEWYqcHsFECVYV420IkqRuPKWS2FrsUpE5vtkPyUSFrnUcBxSLgy3IItmybL7UD7m4qoK7VTOhIYQPmwYpxrFyy7jiYIEsEszf6O4QxBYlEyQm6Tvs9ikNDtIUicnC48g2ExScvhMObEEWiawbtozB4XH2/TAl4+3ZiDWa4N6l5YWDNCUiFu7tO1PaBry6LTc70hkZJltpAXe/Ly9sQZaI2/l9cfKWciGryhS5cSkDUPiQNNlKC3hLXX7Ygiwz7qiirFWabEocz8JhAPC51LJpg2640URwcJCmzIj2aWLwvRdZmaJMHAG4MidJYI1RxLRNFSyOwcECGRB+yxRlcIpGcsAehnNmzypYR254Wx0s7IMMED9lit5tNi/8ZOFnLjUATx4MC/ZBRgA2f5ij2MlmR2+m4CHJnXaihQUyIjAxZJFMHrJu3+1OLezrciI8KgaABdIqdKk+KvFkYaWJKseRsxiih32QlqAb76AST+977U4tPNNQzWJpObocR9FogokOFkhLUI13AABUPGXv9WeuzPiyOOHcPnQdeAScxRA9LJCWoIpiYuL5+uER+Ju/rFX+XrcVygSHzMUhe820bJCzGOyABdISZM0vdDfJ4c8nZqxIFYPD43yzBYQswCLyFr0uEVkPUS/c7dsuOEhjGViw5We/PA5HhgtnGstKF2W4t9oc0CkPfppIAEx32pGVn3IHHnthC9IysM7Pr7Q1SAXSm0h8bGRCWrootto8rrZ4vC3H/IijipbGGhZGS2GBJIJuCy6EtWPVAkg//l2ppTI4PK6MlCcdlR/R++DZ1Fjt+/e3NNbAN99O+XKjMNHCAkkIWemijJbGGqlAYiQpnQRzL8jSqABwK1FmzQu6Ny6Bu56fFULopFNG15CxA/ZBxhRZOePmZfOlk+/2dC6HObNnwe07U9KBYzqfZZg+zVL+FpZLik0E1NHaVJ0XnPEGWNjXSx8WyBhjkmaysm4unB67WfCzQjx01T0mjX7LJRSlNBVWjUW9OHlL23NRRv+29QDAjSPiDG+xY4ws4OPepqvGRIgRtiqfpa76B0Atan4sU/G7VX9L9jPi/1WJ+MUkZHv9v0w8YYFMIEI4+05dVn7uzNgN6etCbLDBUcKnqRJQXTTdK6xYUMTtP1Wl3bQ78oR6Ic6yAJjXj9jh1MIGLuFMFCyQCUZnOa2oq4R3jxeK4LGRCeWWVPzeweFx6fu6aLpMWLGgiPhbvSeyyrSb/swVZc9NLADGAZVkwwKZYFSja7s3LoGuNemCQWQdTi30ISMixM/JmmuYoLNMvUERv3/rmYZqeHHdIlTwZC4JLC+VSQYcpGHyRtfqothYQMM9OEoVFVZF07HhZQJZUMRPBJrbhzF+YQuS0VpJJlaUe3AUFhDpaauHHc82AgAUWK6mlqk4HoHpYDNOyGaKgQWS8YVJUw3Mt+me9Oj1+V2cvCUVSN1IU+xv7elcDkvnPcr+Q6YkeIvNFIUuRQebu6P6fVieok7c/P4thjGFBZIJDL8J4qUIHVetMEHAAslYBQsdYxMskAzDMAizoj4AhmEYW2GBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQfj/S2OOn/gfYxAAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = GeometryExamples.bullseye()\n", + "plt.figure(figsize=(4,4))\n", + "plt.scatter(X[:,0],X[:,1], s = 10)\n", + "plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The persistence diagram suggests that there are three prominent 1-dimensional holes." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_landmarks = 300\n", + "\n", + "tc = ToroidalCoords(X, n_landmarks=n_landmarks)\n", + "plot_diagrams(tc._dgms)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now run the toroidal coordinates algorithm with the 3 most prominent classes and plot the result." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "perc = 0.1\n", + "cohomology_classes = [0, 1, 2]\n", + "\n", + "toroidal_coords = tc.get_coordinates(perc=perc, cocycle_idxs=cohomology_classes)\n", + "\n", + "plt.figure(figsize=(10, 4))\n", + "for i, coord in enumerate(toroidal_coords):\n", + " plt.subplot(1, len(toroidal_coords), i + 1)\n", + " plt.scatter(X[:, 0], X[:, 1], s=40, c=CircleMapUtils.to_sinebow(coord))\n", + " plt.title(\"toroidal\\ncoordinate \" + str(i+1))\n", + " plt.gca().set_aspect(\"equal\")\n", + " _ = plt.axis(\"off\")\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now sum the three maps returned by toroidal coordinates and display it" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "t_sum = CircleMapUtils.linear_combination(toroidal_coords, [1, 1, 1])\n", + "\n", + "plt.figure(figsize=(4,4))\n", + "plt.scatter(X[:,0],X[:,1], s = 40, c=CircleMapUtils.to_sinebow(t_sum))\n", + "plt.title(\"sum of toroidal coordinates\")\n", + "plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Run circular coordinates algorithm with three most prominent classes" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cc = CircularCoords(X, n_landmarks=n_landmarks)\n", + "circular_coords1 = cc.get_coordinates(perc=perc, cocycle_idx=cohomology_classes[0])\n", + "circular_coords2 = cc.get_coordinates(perc=perc, cocycle_idx=cohomology_classes[1])\n", + "circular_coords3 = cc.get_coordinates(perc=perc, cocycle_idx=cohomology_classes[2])\n", + "circular_coords = [circular_coords1, circular_coords2, circular_coords3]\n", + "\n", + "plt.figure(figsize=(10, 4))\n", + "for i, coord in enumerate(circular_coords):\n", + " plt.subplot(1, len(circular_coords), i + 1)\n", + " plt.scatter(X[:, 0], X[:, 1], s=40, c=CircleMapUtils.to_sinebow(coord))\n", + " plt.title(\"circular\\ncoordinate \" + str(i+1))\n", + " plt.gca().set_aspect(\"equal\")\n", + " _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, see how the sum of the three maps returned by the circular coordinates algorithm fails to parametrize the three circles properly" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "c_sum = CircleMapUtils.linear_combination(circular_coords, [1, 1, 1])\n", + "\n", + "plt.figure(figsize=(4,4))\n", + "plt.scatter(X[:,0],X[:,1], s = 40, c=CircleMapUtils.to_sinebow(c_sum))\n", + "plt.title(\"sum of circular coordinates\")\n", + "plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "087e6391ed1cd4684da4d47dd76868e5fa890f509da77f6f7afb76c04058243b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/_sources/notebooks/circleLensCoordinates.ipynb.txt b/_sources/notebooks/circleLensCoordinates.ipynb.txt new file mode 100644 index 0000000..4cdcf23 --- /dev/null +++ b/_sources/notebooks/circleLensCoordinates.ipynb.txt @@ -0,0 +1,84 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lens coordinates on a circle\n", + "\n", + "In this simple example, we use lens coordinates to parametrize a finite sample of a circle." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from dreimac import LensCoords, CircleMapUtils, PlotUtils, GeometryExamples, LensMapUtils" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "X = GeometryExamples.noisy_circle(500)\n", + "lc = LensCoords(X, n_landmarks=50)\n", + "coords = lc.get_coordinates(perc=0.9, complex_dim=2, cocycle_idx=0)\n", + "coords_R3 = LensMapUtils.lens_3D_to_disk_3D(coords, 3)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "colors = CircleMapUtils.to_sinebow(np.array([np.arctan2(*x) for x in X]))\n", + "\n", + "fig = plt.figure()\n", + "ax = plt.axes(projection='3d')\n", + "PlotUtils.plot_3sphere_mesh()\n", + "_ = ax.scatter3D(coords_R3[:,0], coords_R3[:,1], coords_R3[:,2], s=20, c=colors)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac-installed", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/_sources/notebooks/coil20.ipynb.txt b/_sources/notebooks/coil20.ipynb.txt new file mode 100644 index 0000000..529ef14 --- /dev/null +++ b/_sources/notebooks/coil20.ipynb.txt @@ -0,0 +1,242 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Circular coordinates on COIL-20 data set\n", + "\n", + "An example of how the persistence diagram can suggest preprocessing the data by performing clustering before applying circular coordinates.\n", + "\n", + "We use the coil-20 dataset, consisting of pictures of five objects taken at different horizontal angles." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from dreimac import CircularCoords\n", + "from persim import plot_diagrams\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Download the dataset and treat images as vectors." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# NOTE: the following will download and unzip the coil data from here\n", + "# http://www.cs.columbia.edu/CAVE/databases/SLAM_coil-20_coil-100/coil-20/coil-20-unproc.zip\n", + "# into the directory ./data/coil-20-unproc/\n", + "import urllib\n", + "import zipfile\n", + "\n", + "url = \"http://www.cs.columbia.edu/CAVE/databases/SLAM_coil-20_coil-100/coil-20/coil-20-unproc.zip\"\n", + "extract_dir = \"./data/\"\n", + "\n", + "zip_path, _ = urllib.request.urlretrieve(url)\n", + "with zipfile.ZipFile(zip_path, \"r\") as f:\n", + " f.extractall(extract_dir)\n", + "\n", + "# treat images as vectors\n", + "from PIL import Image\n", + "import os\n", + "\n", + "data_directory = \"./data/coil-20-unproc/\"\n", + "file_names = [n for n in os.listdir(data_directory) if n[-3:] == \"png\"]\n", + "file_names.sort()\n", + "\n", + "X = []\n", + "imgs = []\n", + "for file_name in file_names:\n", + " image = Image.open(data_directory + file_name)\n", + " l, h = image.size\n", + " imgs.append(image)\n", + " x = np.array(image)\n", + " X.append(x.reshape(x.shape[0] * x.shape[1]))\n", + "\n", + "X = np.array(X)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Start by computing and displaying the persistence diagram in dimensions 0 and 1." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cc = CircularCoords(X, n_landmarks = X.shape[0])\n", + "plot_diagrams(cc._dgms)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The diagram suggests that the data has five connected components (the five high prominent blue classes, on the left).\n", + "Indeed, looking at the diagram we see that, choosing the Rips parameter to be 10000, the Rips complex will have precisely five connected components.\n", + "\n", + "Because of this, we first cluster the dataset using single-linkage with distance scale 10000, and the compute and display the Rips persistence diagram of each cluster individually." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.cluster.hierarchy import linkage, fcluster\n", + "\n", + "def single_linkage(point_cloud, distance_scale):\n", + " single_linkage_hierarchy = linkage(point_cloud, \"single\")\n", + " return fcluster(single_linkage_hierarchy, distance_scale, criterion=\"distance\") - 1\n", + "\n", + "clusters = single_linkage(X, 10000)\n", + "coordinatizators = [ CircularCoords(X[clusters==i], n_landmarks = X[clusters==i].shape[0]) for i in range(max(clusters)+1)]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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p0qX44osvsGbNGpw8eRKVKlWCr68vMjMzNW1GjhyJc+fOISwsDLt378bRo0cxceJEzfr09HT06dMHdevWRVRUFJYtW4Z58+bh22+/1bQ5fvw4AgMDMX78eERHR2PQoEEYNGgQ4uLi9HfwRM8RGxuLnj17IikpCZ07d0ZoaChcXFykDouILERISAhmz54NAFi0aBGCgoIkjoiILEVKSgr69OmDyMhIuLq64uDBg2jZsqXUYRGRhQgNDUVAQAAyMzPh7++Pbdu2wdbWVuqwiMgCqFQqTJgwAWvXroVcLsf69esRGBhY6tfLhBBCj/GVmkwmw86dOzFo0CAAeYMKe3p64v3338cHH3wAAEhLS4O7uzvWrVuHESNG4MKFC2jRogVOnz6NTp06AQD27duHfv364fbt2/D09MTXX3+NWbNmISEhQZOYP/zwQ+zatQsXL14EALz22mt48uQJdu/erYmnS5cuaNeuHdasWVOq+NPT0+Hs7Iy0tLTndtE/duUhdkbfAQAMaV8TLzZyLf0bRRYhLS0NjRs3xoMHD7QKvGU5z8iylPbcyMjKxaZT8Yi6mYJ6rg4Y1aUePJztDBgpmYKNGzdi5MiRALQLvMxBVJSynBdX7j/GhpM38eCREt2aVMeQDrVgJeckJaStT58+CAsL0xR4W7duzfxDxSrLubH3n3vYfy4BjgprBL5QB61qOhsoSjIVV65cQevWrQsVeJmDqDilPTdSnmRh/YmbuJjwCC08nfAfr7pwdrAxYKRkChYuXIi5c+cWKvCW9jwz2jF5r1+/joSEBPj4+GiWOTs7w8vLCxERERgxYgQiIiLg4uKiKfACgI+PD+RyOU6ePInBgwcjIiICXbt21frlzdfXF0uWLEFKSgqqVKmCiIgITJs2TWv/vr6+2LVrV7HxKZVKKJVKzfP09HQAeb2TraysCrW3srKCnZ0d1p+4idm74qDKyuuNvDXiCuYObIHAF+po2srlctjb22ueP3nypNg4CrZ9+vQpiqvby2QyODg4lKttRkYGVCpVsXFUqlSpXG0zMzORm5urk7YODg6a2SyVSiVycnJ00tbe3l4ze2FWVhays7N10tbOzk5zrhRsa21tjXnz5uHHH3/Ezp07OfYTlVpJOcjGVoH//HASUTdTNDlo47HL2PZfb9RweZZHmIPK19acclCfPn3Qs2dPdO3aFW+//TZyc3OLPK+I8nveNVDMrVSM+PaEJqf8Hnkdh+JuYdmwtpq2zD/la2tO+QcA5syZg2vXrmHDhg1o0aJFsdshyu95OWjR3gv49ug1zTXQpmOX8dXI9ujWxE3TljmofG3NKQd5eHjgrbfewrlz57Bu3Tpe/1CplZSDlCorDFp9DDeTnkKVlYk/ooDtJ65gy3+9UUnxrCzHHFS+tuaUg0aNGoVt27bhvffeg7+/f9m/h+lvFImyQYExeY8dOyYAiLt372q1GzZsmBg+fLgQQoiQkBDRpEmTQtuqXr26WL16tRBCiN69e4uJEydqrT937pwAIM6fPy+EEMLGxkZs3LhRq82qVauEm5tbsfF+/PHHmnEKS/Po16+fyMrJFR0WhIq6M3cLmY2i2LbdunXT2perq2uxbTt16qTVtm7dusW2bdGihVbbFi1aFNu2bt26Wm3VY6IV9XB1ddVq261bt2LbOjg4aLXt169fie9bfq+++mqJbR8/fqxpO2bMmBLb3r9/X9P2//7v/0pse/36dU3bDz74oMS2cXFxpT5HTp06pWm7dOnSEtseOnRICMHxfqh46nOjpBy0L+6eqDtzN3NQPsxBeZiDqCJKk3+EEGL8utPMP/kw/+Rh/qGKKk0Oup+eKRp9tIc5KB/moDzMQVRRpclB3x65yu9hzEEGyUGSjslryoKCgpCWlqZ53Lp167mvSX2ajaQnWQaIjoiosKsPHksdAhFZsGvMQUQkkfjkJ8jOFVKHQUQWit/DqDhCxyPoGu2YvNeuXUPDhg0RHR2Ndu3aadp169YN7dq1w8qVK7F27Vq8//77SElJ0azPycmBnZ0dtm3bhsGDB2P06NFIT0/XGnrh0KFD6NmzJ5KTk1GlShXUqVMH06ZNw7vvvqtp8/HHH2PXrl2IiYkpVfzq8THu3r1b5PgYVlZWUCgU6LbsMOKTn2puEwKAOtXsse+drpou4+yiX762ptxFPzIyEr6+vkhOTkZgYCC+++67IttyLCgqTmlyUPSdJwj87gQAaOWgt3o2wv/1aKR5zhxUvramnIPmzZuH+fPnAwD27t2Lrl27FtmWOYiKUpr8Y2dnh2lbz2LHmTta+UcuA0Lf64qaVfI+78w/5WtryvknMTERfn5+OHv2LBo0aIAzZ87A2tq6UFvmHypOaXJQNqzgtSgcT7NytXLQiw2r4YexnTXPmYPK19aUc9CePXswZMgQZGVlYfbs2fjwww+LbMscRMUpTQ7aFXsfH+74B4D297Blw9pgQBtPzXPmoPK1NdUcpFKpMG7cOPz000+wsrLC2bNnUb9+/SLbmvyYvPXr14eHhwfCw8M1Rd709HScPHkSkydPBgB4e3sjNTUVUVFR6NixIwDg4MGDUKlU8PLy0rSZNWsWsrOzYWOTN6h1WFgYmjZtiipVqmjahIeHaxV5w8LC4O3tXea4K1WqpHUyFvTxwBaYvP4MsmzzJjqytZJj/pAOcHR0LHGbpZX/w6jLtvmThy7b2tmVfsKnsrRVKBRQKBQ6b2tra1vqmVVL2zYmJgZ+fn5ITk5G586dsXr16jL9PyfKr6Qc5N3QDgPbeuKPmLuQ/y8HNXWvjIk9W6BSCYP+MweVva0p5aDg4GBNgXfRokXo27dvqbZPVNDzroHe7dUEf19+iPuPni17q2cjNKlVvcRtlhbzTx5Tyj8pKSno378/zp49C1dXV+zatQvOzs6l2gdRQSXlIDsAQX2bYe7v5zTXQE521pg9qH2JeYY5qOxtTSkHhYaGYujQocjKyoK/vz/mzJlT6n0QFVRSDhrUviZ2nLmDUzeSNTno5UauGPJCQ9hYFX+DPXNQ2duaSg5SqVSYMGECfvrpJ8jlcvzyyy9o1apVqbZfEkmLvI8fP8aVK1c0z69fv46zZ8+iatWqqFOnDt59910EBwejcePGqF+/PubMmQNPT09Nb9/mzZvDz88PEyZMwJo1a5CdnY2pU6dixIgR8PTM+zXk9ddfx/z58zF+/HjMnDkTcXFxWLlyJT777DPNft955x1069YNy5cvR//+/bF582ZERkbi22+/1fkx92rujvD3u2F37D0AwIA2NVC7auk/YGReYmJi0KtXLyQlJaFz584IDQ2Fi4uL1GGRGftiRDu82rEWom4ko55rJfRrXQN2NpxQwlIFBwdjzpw5APIKvEFBQRJHROasTjUHHHi/G347excPHynRvWl1tK9TReqwSCIpKSno3bs3oqKi4OrqioMHD6J169ZSh0VmbJR3PXSuXxWh5xLhqLCGfztPuDqW7ss9mZ/Q0FD4+/tDqVTC398f27ZtY4GX9MbOxgobJ3gh9HwiLt5LRwtPZ/Ru4Q4ruUzq0EgC6gLv2rVrIZfLsX79egQGBupm4yWO2Ktnhw4dKnJg4TFjxgghhFCpVGLOnDnC3d1dKBQK0atXL3Hp0iWtbSQlJYnAwEDh6OgonJycxBtvvCEePXqk1SYmJka8/PLLQqFQiJo1a4pPPvmkUCxbt24VTZo0Eba2tqJly5Ziz549ZToWDsROZXX27FlRrVo1AUB07txZpKSkPPc1PM+oODw3qKwWLlyo+bu7aNGiUr2G5xkVhecFlVVycrLo2LGjZtKW2NjY576G5xkVh+cGldX+/fuFQpE3+ZW/v79QKpXPfQ3PMyoOzw0qi9zcXDFu3DgBQMjlcrFx48ZSvc4kJl7r3r07hBCFHuvWrQOQNxbIggULkJCQgMzMTBw4cABNmjTR2kbVqlWxceNGPHr0CGlpaVi7dm2hoQ/atGmDv/76C5mZmbh9+zZmzpxZKJZhw4bh0qVLUCqViIuLQ79+/fR23ERCCIwfP549eIlIEjExMZg7dy4A9uAlIsNbuHAhe/BK7OjRoxg4cCA8PT0hk8m05i8BgLFjx0Imk2k9/Pz8tNokJydj5MiRcHJygouLC8aPH4/Hj7UnF4qNjcUrr7wCOzs71K5dG0uXLi0Uy7Zt29CsWTPY2dmhdevW2Lt3r86Pl0gtIyMDY8eOZQ9eIpLE77//rp8evP8jaZGXyFLJZDJs374dr776Kgu8RGRwbdu2xffff4/FixezwEtEBhcSEoLXX3+dBV4JPXnyBG3btsWqVauKbePn54d79+5pHps2bdJaP3LkSJw7dw5hYWHYvXs3jh49iokTJ2rWp6eno0+fPqhbty6ioqKwbNkyzJs3T2tIvOPHjyMwMBDjx49HdHQ0Bg0ahEGDBiEuLk73B02EvDFDf//9d4wePZoFXgnxhyayVAEBAZg7d65eCrwAIBOimCn1qEw42yaVxtOnT8s0yHlBPM+oODw3qDSYg0gfeF5QaTx9+hT29vaaGa3LiueZ/shkMuzcuVMz7wmQV2BJTU0tVHhRu3DhAlq0aIHTp0+jU6dOAIB9+/ahX79+uH37Njw9PfH1119j1qxZSEhI0BTSPvzwQ+zatQsXL14EALz22mt48uQJdu/erdl2ly5d0K5dO6xZs6ZU8fPcoNLgNZBx+fPPP3Hs2DF07NgRQ4YMKTIHJSYm4scff9QsUygUqFLl2Vj+ffv2xb179/DNN98gOzsbb7zxBjp37oyNGzcCyPt/1qRJE/j4+CAoKAj//PMPxo0bh88//1zzg9Tx48fRtWtXLF68GAMGDMDGjRuxZMkSnDlzptSTYPHcoOdRqVRQKpVlmpiuoNKeZ+zJS2QgMTExaNiwIXbu3Cl1KERkgYKDg9G5c2fcv39f6lCIyMKkpKSga9eu+PDDD8H+Jabj8OHDcHNzQ9OmTTF58mQkJSVp1kVERMDFxUVT4AUAHx8fyOVynDx5UtOma9euWj0lfX19cenSJaSkpGja+Pj4aO3X19cXERERxcalVCqRnp6u9SAqSWhoKBo0aKA5N0l6ffv2RXBwMAYPHlxsG4VCAQ8PD80jf4H3woUL2LdvH77//nt4eXnh5ZdfxpdffonNmzfj7t27AIANGzYgKysLa9euRcuWLTFixAi8/fbbWLFihWY7K1euhJ+fH6ZPn47mzZtj4cKF6NChA7766iv9HTxZFPUkawMGDMDTp0/1vj8WeYkMICYmBr169UJCQgI+/fRTqFQqqUMiIgsSHByMOXPm4Pz58/jtt9+kDoeILEhKSgp69+6NqKgorF27FgkJCVKHRKXg5+eHn3/+GeHh4ViyZAmOHDmCvn37Ijc3FwCQkJAANzc3rddYW1ujatWqmv/HCQkJcHd312qjfv68NiWdJ4sXL4azs7PmUbt27YodLJm10NBQ+Pv7IzExkYU7E8MfmsjUqQu8a9euxeHDh3Hs2DG975NFXiI9Uxd41ZOs7dmzB3I5P3pEZBjqAi+QN8nahAkTJI6IiCxF/gKvepK1GjVqSB0WlcKIESPg7++P1q1bY9CgQdi9ezdOnz6Nw4cPSx0agoKCkJaWpnncunVL6pDISKkLvOpJ1n744QepQ6JS4g9NZOryF3jlcjk2bNiA3r17632/1nrfA5EFK1jg5SRrRGRIBQu8nGSNiAylqAIvJ1kzXQ0aNICrqyuuXLmCXr16wcPDo9DwPzk5OUhOToaHhwcAwMPDA4mJiVpt1M+f10a9vigKhQIKhaLCx0TmrWCBl5OsmZYRI0Zo/t26dWu0adMGDRs2xOHDh9GrVy8JI8v7oWnatGma5+np6Sz0kpaiCrz5z2l9YndCIj1hgZeIpMQCLxFJhQVe83P79m0kJSVpemJ7e3sjNTUVUVFRmjYHDx6ESqWCl5eXps3Ro0eRnZ2taRMWFoamTZtqxtb09vZGeHi41r7CwsLg7e2t70MiM8YCr/nJ/0MTAMl/aHJyctJ6EKlJWeAFWOQlQ4n7Fdg+DvjjHeButNTRGMQvv/zCAi+RMcvOBE5+C2wZBYTOBlJuSh2RzqSlpWluSWSB1zgdPXoUAwcOhKenJ2QyWaEZ7MeOHQuZTKb18PPz02qTnJyMkSNHwsnJCS4uLhg/fjweP36s1SY2NhavvPIK7OzsULt2bSxdurRQLNu2bUOzZs1gZ2eH1q1bY+/evTo/XrN1OxL4/S1g+3jgvAWPd52Znnf8Vw4AqlwcOXIEZ86cYYHXiD1+/Bhnz57F2bNnAQDXr1/H2bNnER8fj8ePH2P69Ok4ceIEbty4gfDwcAQEBKBRo0bw9fUFADRv3hx+fn6YMGECTp06hWPHjmHq1KkYMWIEPD09AQCvv/46bG1tMX78eJw7dw5btmzBypUrtXrAvfPOO9i3bx+WL1+OixcvYt68eYiMjMTUqVMN/p6YvPR7QPiCvOuaY18AykdSRySZr7/+mgVeM8MfmozYjb+BXf8H7JgIXA6TOhrJ3bhxAzt27JCkwAsAEKQTaWlpAoBIS0uTOhTj8+eHQnzs9Owxv6oQ/4ZJHZXe5ebmisWLF4uUlBSdbZPnGRWH50YZqVRCrBugnZsW1xHi4RWpI9OZ69evi1WrVul0mzzPdGfv3r1i1qxZYseOHQKA2Llzp9b6MWPGCD8/P3Hv3j3NIzk5WauNn5+faNu2rThx4oT466+/RKNGjURgYKBmfVpamnB3dxcjR44UcXFxYtOmTcLe3l588803mjbHjh0TVlZWYunSpeL8+fNi9uzZwsbGRvzzzz+lPhaLPS8u7BZiXhXtPBL2sdRRGd7lMCFCaj57D1a2FyL5hvj5559FbGysznZjseeZnhw6dEgAKPQYM2aMePr0qejTp4+oXr26sLGxEXXr1hUTJkwQCQkJWttISkoSgYGBwtHRUTg5OYk33nhDPHr0SKtNTEyMePnll4VCoRA1a9YUn3zySaFYtm7dKpo0aSJsbW1Fy5YtxZ49e8p0LDw3hBBpd4VY1kQ7H63pKkS2UurIJJGRkSGCg4OFUqm74+d5pluPHj0S0dHRIjo6WgAQK1asENHR0eLmzZvi0aNH4oMPPhARERHi+vXr4sCBA6JDhw6icePGIjMzU7MNPz8/0b59e3Hy5Enx999/i8aNG2tdB6Wmpgp3d3cxatQoERcXJzZv3iwcHBwKXQdZW1uLTz/9VFy4cEF8/PHHvA4qi+gN2nnnYych/l4pdVSSi4yMFFu2bNHpNkt7nsmEEMKwZWXzlJ6eDmdnZ6SlpbG7fn6PEoHPWgCqHO3lNTsCEw5KE5OuPHkI5GYBT5OBAx8Dt07hqqom6g6ZB+vmfs99eXnwPKPi8Nwoo6uHgF8GFV7ecSwwcKWho9GZS5cuoWnTpnrbPs8z/ZDJZNi5cycGDRqkWTZ27FikpqYW6uGrduHCBbRo0QKnT5/WzCy9b98+9OvXD7dv34anpye+/vprzJo1CwkJCZpeTB9++CF27dqFixcvAgBee+01PHnyBLt379Zsu0uXLmjXrh3WrFlTqvgt9rz4+iUgMU57mZUCeP8i4FBVmpgMLTcb+Kwl8DgRKRkCWbkC7o5yoNkAYMQGne7KYs8zei6eG8jrwfvX8sLLh/4AtH7V8PHo08MrwKEQ4PZpoLIH0MgHaDMclx5ko0mTJpDJZHrZLc8z3Tp8+DB69OhRaPmYMWPw9ddfY9CgQYiOjkZqaio8PT3Rp08fLFy4UGuStOTkZEydOhV//PEH5HI5hg4dii+++AKOjo6aNrGxsZgyZQpOnz4NV1dXvPXWW5g5c6bWPrdt24bZs2fjxo0baNy4MZYuXYp+/fqV+lgs9twQAvisFZB+W3u5whn44BJgYy9NXBJQqVS4evUqGjdurLd9lPY848RrpF/J1woXeIG8P86mKjMd2DUJuLgXgABkVoDIRWxiLnr+dAc9NwVg456jsK7rJXWkRFSch5fLttwEhISEYN68ediyZQuGDBkidTikA4cPH4abmxuqVKmCnj17Ijg4GNWqVQMAREREwMXFRVPgBQAfHx/I5XKcPHkSgwcPRkREBLp27ap1m6qvry+WLFmClJQUVKlSBREREVq3TqvbFFdcBgClUgmlUql5np6erqMjNjEP/y28LFcJpNywnCJvwj+aAm/vX54gIwc4ONoB7ldN/Id8IlNTVD4CgCQT/s5VlIxU4Me+wJP/jcWadgu4fRqhPyyE/xYl3n53GpYsWaK3Qi/pTvfu3VFSf8P9+/c/dxtVq1bFxo0bS2zTpk0b/PXXXyW2GTZsGIYNG/bc/VEBWU8KF3gBQJkGPE4EqtQzeEhSUI/Bu23bNoSGhqJLly6SxsMxeUm/3FsANpUKL6/VqfAyU/H7O8DFPci7qw35CrxPkZQhcCMlB08j1koaIpUOx8S0YLU7F728VjHLjVxISAhmz56NnJwcXL5suoVqesbPzw8///wzwsPDsWTJEhw5cgR9+/ZFbm4uACAhIQFubm5ar7G2tkbVqlWRkJCgaZO/xwsAzfPntVGvL8rixYvh7OyseVjsjNK1Xii8TOEMVNdfb3qj4+iGlAyg9y9PEHVPhftPBB4+FXm964jIcIq7fjHl71xFidv+rMD7P6FXc+C/6SmU2bn4N+ak5u8kEemZwhFwa1F4eWVPwKmW4eORQP5J1p48eYKbN6Wf44VFXtIvO2eg93wA+X5NtXMBfOZJFFAFXdoPnN+htSh/gbezpxyhoyrBSZ4pUYBUFk+ePEHbtm2xatWqYtv4+fnh3r17msemTZu01o8cORLnzp1DWFgYdu/ejaNHj2LixIma9enp6ejTpw/q1q2LqKgoLFu2DPPmzcO3336raXP8+HEEBgZi/PjxiI6OxqBBgzBo0CDExRW4DZh0x7N93tAM+VVrBLz4VsW3nZEC7JoCLKoFfNoEOPwJoNLfFw51gRfIm2St4C1oZJpGjBgBf39/tG7dGoMGDcLu3btx+vRpHD58WOrQEBQUhLS0NM3j1q1bUockjT4LAEW+2+VkcsA3GLAt4sdtM5WiqoTe220QdU8FVwcZDo52QEs3K93kUiIqvU7jgBpttZe1CAAa9pImHn15mqz1VFPgzQUCmlpj67SesLbmzcpEBuP3CWCdb1gGuTXgtxiwMv/PYf4Cr3qStddee03qsDhcAxnACxOAui/l9X61cwJavQpUqiZ1VGWXfg/YNFxrUVEFXhc7GdB8oERBUln07dsXffv2LbGNQqGAh0fRPZIuXLiAffv2aY2J+eWXX6Jfv3749NNP4enpiQ0bNiArKwtr166Fra0tWrZsibNnz2LFihWaYvDKlSvh5+eH6dOnAwAWLlyIsLAwfPXVV6UeE5PKYeDKvHx042+gSl2g5WDdjB217Q3g2qG8f2c9Ag4vzhuzqkdQxbddQMECb1CQ7vdBxqFBgwZwdXXFlStX0KtXL3h4eOD+fe3eTDk5OUhOTtbkLA8PDyQmJmq1UT9/Xpvi8h6QlxcVCkWFj8nk1ewIvHUmr2dZ1mOgub/59uJVqYArB4B7MXl3aTXxQ0paOnr37o2oa0lwda6Eg281Qev67nnFpja87ZXIoBSVgfEHgAu/5w09Vasz0KgXYG7DFjTukzceL4oo8A6zh23VmhIHSGRhGnQD3ooCzu3IG6e/5WCgan3d7yfxPPDgQl5HnaoNdL/9kigfAQ/+zTuu/w3HVVSBd8SIEYaNqxgs8pJhuLfIe5iyXf+n9bTIAq+DDdD5TaDVUImCJF3jmJhmrv4reQ9dSb72rMCbX+RanRd5WeC1LLdv30ZSUhJq1KgBAPD29kZqaiqioqLQsWNHAMDBgwehUqng5eWlaTNr1ixkZ2fDxsYGABAWFoamTZuiSpUqmjbh4eF49913NfsKCwuDt7e3AY/OhDlWB7pMljoK/crNATYHApdDNYtSqndB77UPEXXmDFxdXXHw4EG0bt1awiCJCNa25jfJWkGe7YCecxD63YLCBV6XmkBr/sBEZHDONfV3B49KlTcfUuyW/y2QAd5TAN8Q/eyvoJPfAuHz837Mt1IAL70DVfcgoy3wAhyugah42RlA/Ekg9Vbev68f0Vr98KnAk+z/FXjfqA6XyfuAd+OAvkvM71dzC8UxManMsp4Ws/yJTncjhEB8fDwAFnhN1ePHj3H27FmcPXsWAHD9+nWcPXsW8fHxePz4MaZPn44TJ07gxo0bCA8PR0BAABo1agRfX18AQPPmzeHn54cJEybg1KlTOHbsGKZOnYoRI0bA09MTAPD666/D1tYW48ePx7lz57BlyxasXLlS60eld955B/v27cPy5ctx8eJFzJs3D5GRkZg6darB3xMyUhd+1yrwAsCjK8eRnHiLBV4iMryuH+DeS8HIUskQ0KEGtk5uD9uOo4Bx+/KGCiQi8xH3a74CLwAIIOKrvDsx9e1eDPDn9LwCL5A3ue7Rpcg+vwd37941ygIvwJ68REU7/xvwxzt5Y2sWo2d9a4SPdkCL6lZw8Z0B1H3RgAGSIeRP2K1bt0abNm3QsGFDHD58GL16STvGWVBQkFahJj09nYVeY+DeMm9s34KzWbcI0OluZDIZvv76awwePLjQZIBkGiIjI9GjRw/Nc/XnecyYMfj6668RGxuLn376CampqfD09ESfPn2wcOFCrWESNmzYgKlTp6JXr16Qy+UYOnQovvjiC816Z2dnhIaGYsqUKejYsSNcXV0xd+5crXHDX3zxRWzcuBGzZ8/GRx99hMaNG2PXrl1o1aqVAd4FMgkX9hRaVMdZjsPz/JDeZQbPFSIyuDGT3kbNRi0K3S1HRGbmyoHil9d7Wb/7vvBHkYsVV/Zh586dOH78OHr27KnfGMqBRV6igh4/AH6dkPdLTQGxibmwtQKauVoBAF6s/b+P0EvvGDJCkgjHxKTnksmAYT8BW0cDyVfzltXvprNbinbs2IGBAwfCxsYGcrmcBV4T1r17dwghil2/f//+526jatWq2LhxY4lt2rRpg7/++qvENsOGDcOwYbzFlQrISAXW9QcS8yYBTckQOH03F30a5l371GnWAWCBl4gM5MiRI2jWrJnm7jcfHx+JIyIivavsXvRyx+K/J+tMvol0VUJgx4UcDG1uDZltJdjZ2RllgRfgcA1EhV0JK7bA2/Onp+i+7in+Tcr931IZ8H+nAbmVYWMkSZQ0JqZaUWNiHj16FNnZ2Zo2xY2JmR/HxDRhHq3yJiCY9DfwdjQw5nfNIP0VERISgqFDh2LkyJFQqVQ6CJSIqAQ7J2kVePusf4L+G59i18VswMEV6DBa4gCJyFKEhobCz88PPXr0wMOHD6UOh4gMpeMbgG1l7WWO7kCb4frfd5vXAFtHqITAhN8zMWxbBj4Mzzb66x8WeYkKUlQutCj/JGt1nGVwq/S/j47/l4BbEwMHSLrCMTFJb2QywKN12Wd/TbsNHFqUN1zMhT+A//X0zD/JWvv27SGX8883EenZ/8bhVRd4I++q4GInQ8MqcqDdSJ38eEVE9DyhoaEICAhAZmYmGjduDCcnJ6lDIiJDqVofGPcn0GIQ4NoUaBuYN/62Ia5BnDyhGvkrJhx0wtqz2ZDLgHZD38vr0GPEOFwDUUGNffN6qDzN+5U4f4G3s6ccoaMqwcVOBvScC3QYJXGwVBEcE5OMSuJ5YK0foEzLex61DugwBiH/uGsKvJxkjYgMR2gVeF0dZDg42gGt3a04DwERGUT+Aq+/vz+2bdvGMXiJLI1Ha2D4TwbfrUqlwoQF32Ht33cgl8uxfv16BAYGGjyOsmKRl6gga1vAoRrw9GHxBd7eC4GX3pY6UqogjolJRuXo0mcF3v8J+fxbzD6UN3wMC7xEZEgp9vXR59uYwgXeao2Bxn2kDo+IzBwLvEQkFZVKhQkTJmDt2rUmVeAFOFwDUdEe3cP5B8UUeJv2Y4GXiHTvXozW06XHlCzwEpEkHj9+jD5bROECb6XqwP9FABwyhoj06NChQyzwEpFkJk2aZJIFXsAEirz16tWDTCYr9JgyZQqAvJ54BddNmjRJaxvx8fHo378/HBwc4ObmhunTpyMnJ0erzeHDh9GhQwcoFAo0atQI69atM9QhkjGq442aleVoWFWWr8ArB158BwjcJHV0RGSO7KtoPe1Ywwr21sCiwQ1Y4CUig3JwcEDHzl5wdXXFwa/eRetuAYD/V8D0K4CVjdThEZGZa9iwITw9PVngJSJJvPTSS7CxsTG5Ai9gAsM1nD59Grm5uZrncXFx6N27t9ZtzRMmTMCCBQs0zx0cHDT/zs3NRf/+/eHh4YHjx4/j3r17GD16NGxsbLBo0SIAeZMt9e/fH5MmTcKGDRsQHh6ON998EzVq1NBMsEQWpk8wnO+dReh/EiAAuNhbA4NWA21HSB0ZEZmrVkOBO1Gap70aWOPCFEfU9fKSMCgiskRyuRyrV6/GRx99hDp16kgdDhFZmDp16uDvv/9GtWrVWOAlIoMbM2YMunfvjrp160odSpkZfU/e6tWrw8PDQ/PYvXs3GjZsiG7dumnaODg4aLXJP+NmaGgozp8/j/Xr16Ndu3bo27cvFi5ciFWrViErKwsAsGbNGtSvXx/Lly9H8+bNMXXqVLz66qv47LPPDH68JK2YmBisWrUKqN4EeOsMnAO/hcvgT4F3zrLAS0T61WkcPjtjiwsPnv2wWddFDnQeJ2FQRGQpUlJSMGvWLGRnZwPIK/SywEtEhhIaGopff/1V87xGjRos8BKRQahUKsybNw8JCQmaZaZY4AVMoMibX1ZWFtavX49x48ZBJpNplm/YsAGurq5o1aoVgoKC8PTpU826iIgItG7dGu7u7pplvr6+SE9Px7lz5zRtfHx8tPbl6+uLiIiIYmNRKpVIT0/XepBpi4mJQa9evTB16lSsX78eUDjmFXa9JgIu/JJDRPoVvGQ5pv3xED025CIptxLg1hJ4dS3QyOf5LyYiqoCUlBT07t0bixYtwtSpU6UOh4gsTGhoKPz9/fHaa689d7JiIiJdUk+yNn/+fPTu3VvzY7epMvrhGvLbtWsXUlNTMXbsWM2y119/HXXr1oWnpydiY2Mxc+ZMXLp0CTt27AAAJCQkaBV4AWieq6v0xbVJT09HRkYG7O3tC8WyePFizJ8/X5eHRxJSF3iTkpLQuXNnDBgwQOqQiMic5SiBKwcAVS7QyAfBS1dgzpw5AIB3Zs5FNY7BS0QGoi7wRkVFwdXVlUVeIjIodYFXqVTC398fXhymiogMRF3gVU+y9tFHH8HGxrTnHjCpIu8PP/yAvn37wtPTU7Ns4sSJmn+3bt0aNWrUQK9evXD16lU0bNhQb7EEBQVh2rRpmufp6emoXbu23vZHFZT1FMhIBpxqAvl6gQOFC7yhoaFwcXGRJk4iMn8JccD6ocDjvB8ag4/LMScsFQCwaNEiTrJGRAZTsMB78OBBtG7dWuqwiMhCFCzwcpI1IjKUggVeU5xkrSgmU+S9efMmDhw4oOmhWxz1L39XrlxBw4YN4eHhgVOnTmm1SUxMBAB4eHho/qtelr+Nk5NTkb14AUChUEChUJTrWMjADi0CIlYBWY/ziryeHQCHKkDzAMQ8rc4CLxEZ1u53nxV4jyox55ASAAu8RGRYLPASkZRY4CUiqZhrgRcwoSLvjz/+CDc3N/Tv37/EdmfPngWQN1A7AHh7eyMkJAT379+Hm5sbACAsLAxOTk5o0aKFps3evXu1thMWFgZvb28dHwUZXMxm4MiSZ8/T7+Q9ADz8ex16faNCUvpTFniJSD9ylHk/Ml36E7CvAnQYBdw+DQD4MTrrWYG3pwJB/zdaykiJyIIIIRAQEMACLxFJ4ty5cyzwEpFk5s6da5YFXsBEJl5TqVT48ccfMWbMGFhbP6tLX716FQsXLkRUVBRu3LiB33//HaNHj0bXrl3Rpk0bAECfPn3QokULjBo1CjExMdi/fz9mz56NKVOmaHriTpo0CdeuXcOMGTNw8eJFrF69Glu3bsV7770nyfGSDv2zrdhVrg5yzOgiQ+eOHVjgJSLdykgBYrYAP/YDwucDt08Bl/cDW/4D2FYCAAxpbgOvmlZ5Bd4eLoCds7QxE5HFkMlkmDdvHurUqcMCLxEZXPPmzfHGG2+wwEtEkvjvf/+LJk2amF2BFzCRnrwHDhxAfHw8xo0bp7Xc1tYWBw4cwOeff44nT56gdu3aGDp0KGbPnq1pY2Vlhd27d2Py5Mnw9vZGpUqVMGbMGCxYsEDTpn79+tizZw/ee+89rFy5ErVq1cL3338PX19fgx0j6YnMqsTVM7yt8O6Y1bBlgZeIdOVyGLB1DJD9pOj1Cmcg6wmc7WQ4+oYDbK1kQOfxgMLRsHESkUXr2bMnLl++zOIKERmcXC7HqlWrkJuba/KTHBGR6alduzb++ecfs7wGMokib58+fSCEKLS8du3aOHLkyHNfX7du3ULDMRTUvXt3REdHlztGMlLtXs/rPfc/sYm5mHVQifWD7eFsJwNsHWHr2ULCAInIrORmA79NLbbAG3JUCVuHh5g+fyVwdiNsVblAm+FA5wkGDpSILE1KSgpGjRqFJUuWoGXLlgBgll9uiMg4hYaG4ueff8aPP/4IGxsbyOVyyOUmcWMxEZk4lUqFyZMnw8fHB8OGDQNgvtdAJlHkJSq3ag01/4xNzEXPn54iKUPgwwOZ+HqAPdBrLqCoLGGARGRWHlzUTKpWUMhRJWYfUgJQouuc5vAaH2rY2IjIYqWkpKBPnz6IjIzEjRs3EBsby+IKERlM/knW2rVrhw8++EDqkIjIQuSfZO2nn37Ciy++iJo1a0odlt6wyEvm7V4sAO0Cb2dPORb71wLGbwdqdpA4QCIyK44eRS5+VuAFFs39EF5eXoaMiogsWP4Cr6urKzZt2sQCLxEZTP4Cr7+/P95++22pQyIiC5G/wCuXy7Fu3TqzLvACLPKSufNoVajAGzqqElza+LHAS0S651i90CKtAm/wQgTNml2oDRGRPhQs8HKSNSIypIIFXk6yRkSGUrDAu2HDBowYMULqsPSOP+OTWYt9IEPPDTnaBd6qrsAr70sdGhFZAK0Cb08FgqZPkzgiIrIULPASkZRY4CUiqVhqgRdgT14yYyqVCoGBgUh6pETnVo0R+lEvuNRsALQfDVR2lzo8IjJzJ27naBd4X1EA2RmArYPEkRGRJQgKCmKBl4gk8ejRIwQGBrLAS0SS2LRpk0UWeAEWecmMyeVybN26FR9++CF++eUXuLi4SB0SEVmCyjWBR3fQpZY1lvookKNCXoHX2h5wqCp1dERkIZYsWYK7d+8iJCSEBV4iMqjKlStj+/bt+O6777Bu3ToWeInIoAIDA3HixAm89NJLFlXgBVjkJTOkVCqhUCgAAC1btsQff/whcUREZEmUg76H4pe+AIDpLymerXh1LSCTSRQVEVmC/NdAzs7O+P333yWOiIgsSf4c1KNHD/To0UPiiIjIUqhUKuTm5sLGxgZyuRxffvml1CFJgmPyklmJjY1FkyZNcPDgQalDISILFBISgm4jpyHtjeNA7S6AnQtQszPw1lmgWT+pwyMiM5aSkoKXXnoJS5culToUMgFHjx7FwIED4enpCZlMhl27dmmtF0Jg7ty5qFGjBuzt7eHj44PLly9rtUlOTsbIkSPh5OQEFxcXjB8/Ho8fP9ZqExsbi1deeQV2dnaoXbt2kefntm3b0KxZM9jZ2aF169bYu3evzo+X9C80NBRNmjTBuXPnpA6FiCyMegze1157DVlZWVKHIykWeclsxMbGomfPnoiPj8eCBQsghJA6JCKyICEhIZg9ezZOnjyJXYcjgfH7gQ9vAhMOANXqSx0eEZmxlJQU9O7dG1FRUVi2bBkePnwodUhk5J48eYK2bdti1apVRa5funQpvvjiC6xZswYnT55EpUqV4Ovri8zMTE2bkSNH4ty5cwgLC8Pu3btx9OhRTJw4UbM+PT0dffr0Qd26dTXn5rx58/Dtt99q2hw/fhyBgYEYP348oqOjMWjQIAwaNAhxcXH6O3jSOfUka/Hx8VixYoXU4ZAJ4A9NpCv5J1n77bffEBERIXVI0hKkE2lpaQKASEtLkzoUixQTEyOqVasmAIjOnTuLlJQUqUPSC55nVByeG9IKDg4WAAQAsWjRIqnD0RueZ1QUnhfSSk5OFh07dhQAhKurq4iNjZU6JL3geaY/AMTOnTs1z1UqlfDw8BDLli3TLEtNTRUKhUJs2rRJCCHE+fPnBQBx+vRpTZs///xTyGQycefOHSGEEKtXrxZVqlQRSqVS02bmzJmiadOmmufDhw8X/fv314rHy8tL/Pe//y11/Dw3pLV//36hUCgEABEQEKD1/9uc8DzTrb1794pZs2aJHTt2FMpBQgjxySefCGdnZ7Fr1y4RExMj/P39Rf369UVGRoamjZ+fn2jbtq04ceKE+Ouvv0SjRo1EYGCgZn1aWppwd3cXI0eOFHFxcWLTpk3C3t5efPPNN5o2x44dE1ZWVmLp0qXi/PnzYvbs2cLGxkb8888/pT4WnhvSyc3NFePGjRMAhFwu1/yNMkelPc9Y5NURfrClYykFXiF4nlHxeG5Ix1IKvELwPKOi8byQjqUUeIXgeaZPBQssV69eFQBEdHS0VruuXbuKt99+WwghxA8//CBcXFy01mdnZwsrKyuxY8cOIYQQo0aNEgEBAVptDh48KACI5ORkIYQQtWvXFp999plWm7lz54o2bdoUG29mZqZIS0vTPG7dusVzQyKWUuAVgjlIn/hDE5WHJRV4hSj9ecbhGsikqYdoSEpKQufOnREaGgoXFxepwyIiC6EeogEAFi1ahKCgIIkjIiJLkX+IBldXVxw8eBCtW7eWOiwyAwkJCQAAd3d3reXu7u6adQkJCXBzc9Nab21tjapVq2q1KWob+fdRXBv1+qIsXrwYzs7Omkft2rXLeoikA+ohGpRKJQICArB161bY2tpKHRaZgevXryMhIQE+Pj6aZc7OzvDy8tLcih8REQEXFxd06tRJ08bHxwdyuRwnT57UtOnatavWeenr64tLly4hJSVF0yb/ftRtSrrlX6lUIj09XetBhpV/iAa5XI4NGzZgxIgRUodlFFjkJZP21VdfscBLRJJISkrSzNrKAi+VFceio4ravXs3C7xkkYKCgpCWlqZ53Lp1S+qQLI4QAkuWLGGBl/SCPzTR81y8eBGbN29mgbcI5SryJiYmYtSoUfD09IS1tTWsrKy0HkSGsmrVKsyePZsFXgvDHETGoFq1ajh06BBWrlzJAq+F0UUO4qRHVFGjRo3CqlWrWOC1MIa4BvLw8NDsq+C+1es8PDxw//59rfU5OTlITk7WalPUNvLvo7g26vVFUSgUcHJy0nqQYclkMuzcuROzZs1igdfC8HsYf2gyBi1atMCePXuwceNGFngLsC7Pi8aOHYv4+HjMmTMHNWrUgEwm03VcRMWKj49HrVq1IJfLYWNjg4ULF0odEhkYcxBJ6ebNm6hbty4AoHnz5mjevLnEEZGh6SIH9e3bF3379i1ynRACn3/+OWbPno2AgAAAwM8//wx3d3fs2rULI0aMwIULF7Bv3z6cPn1ac6vil19+iX79+uHTTz+Fp6cnNmzYgKysLKxduxa2trZo2bIlzp49ixUrVmiKwStXroSfnx+mT58OAFi4cCHCwsLw1VdfYc2aNeV5e0iPUlJSIJfL4ezsDAD4v//7P4kjIkMzxDVQ/fr14eHhgfDwcLRr1w5A3o9GJ0+exOTJkwEA3t7eSE1NRVRUFDp27AgAOHjwIFQqFby8vDRtZs2ahezsbNjY2AAAwsLC0LRpU1SpUkXTJjw8HO+++65m/2FhYfD29tb5cVHF5b8GcnJyQnBwsMQRkaEZIgfl/6GpRo0amuWJiYmanCT1D00KhaIcR0YVoVKpcPv2bdSpUwcA0L17d2kDMlblGfDX0dGx0ED8lo6DbRuGepK1//73vyI3N1fqcAyO51keXeWgI0eOiAEDBogaNWoUOaurSqUSc+bMER4eHsLOzk706tVL/Pvvv1ptkpKSxOuvvy4qV64snJ2dxbhx48SjR4+02sTExIiXX35ZKBQKUatWLbFkyZJCsWzdulU0bdpUKBQK0apVK7Fnz54yHQvPDcMIDg4W9vb24sCBA1KHIgmeZ3l0fR1UMP9w0iMqSnJysujUqZN44YUXRGpqqtThGBzzTx5d5Z9Hjx6J6OhoER0dLQCIFStWiOjoaHHz5k0hRN7M9i4uLuK3334TsbGxIiAgoMiZ7du3by9Onjwp/v77b9G4cWOtme1TU1OFu7u7GDVqlIiLixObN28WDg4OhWa2t7a2Fp9++qm4cOGC+PjjjzmzvZHav3+/sLOzE5988onUoUiC51kefdSCCl4HqSde+/TTTzXL0tLSipx4LTIyUtNm//79RU68lpWVpWkTFBRUaOK1AQMGaMXj7e3NideMjHqSterVq5fp74M50evEa7Vr14YQooLlZaKyyT/J2pkzZ/D06VOpQyKJ6CoH8XZpKgv1JGsZGRk4c+aM1OGQhPR9HcSx6KiglJQU9OnTB5GRkbh27Rru3r0rdUgkEV3ln8jISLRv3x7t27cHAEybNg3t27fH3LlzAQAzZszAW2+9hYkTJ6Jz5854/Pgx9u3bBzs7O802NmzYgGbNmqFXr17o168fXn75Za3rG2dnZ4SGhuL69evo2LEj3n//fcydO1frOunFF1/Exo0b8e2336Jt27bYvn07du3ahVatWlX4GEl3QkNDERAQgMzMTBw/fhwqlUrqkEgiuspBjx8/xtmzZ3H27FkAeZOtnT17FvHx8ZDJZHj33XcRHByM33//Hf/88w9Gjx4NT09PDBo0CEDe3XR+fn6YMGECTp06hWPHjmHq1KkYMWIEPD09AQCvv/46bG1tMX78eJw7dw5btmzBypUrMW3aNE0c77zzDvbt24fly5fj4sWLmDdvHiIjIzF16tQKHyPpRv5J1pKSknDhwgWpQzJu5akg79+/X/Tp00dcv369PC83S/z1Rr/UPXgBiM6dO4uUlBSpQ5IEz7M8+shBKOYX5GXLlmmWpaamFvkL8unTpzVt/vzzzyJ/QVYqlZo2M2fOLPQLcv/+/bXi8fLy4i/IRiQ4OFgAEADEokWLpA5HMjzP8ug6BxXMP8eOHRMAxN27d7XaDRs2TAwfPlwIIURISIho0qRJoW1Vr15drF69WgghRO/evcXEiRO11p87d04AEOfPnxdCCGFjYyM2btyo1WbVqlXCzc2t2HjZk9ew1D14AQhXV1cRGxsrdUiSYP7Jw+9hhfHc0C91D14Awt/fX+ua1pLwPMujqxx06NAhzbV1/seYMWOEEM/uqHR3dxcKhUL06tVLXLp0SWsbSUlJIjAwUDg6OgonJyfxxhtvlHhHZc2aNYvsib5161bRpEkTYWtrK1q2bMk7Ko2IugcvACGXywtds1qS0p5npR6Tt0qVKlrjrTx58gQNGzaEg4ODZowlteTk5LLWmomKlb8Hb+fOnTnJmoUydA66fv06EhIS4OPjo1nm7OwMLy8vREREYMSIEYiIiICLi4tmPEwA8PHxgVwux8mTJzF48GBERESga9euWhNS+Pr6YsmSJUhJSUGVKlUQERGh9Yuyus2uXbuKjU+pVEKpVGqep6enV/iYqWjqHrwAsGjRIk6yZqEMmYM4Fh2p5e/B6+rqyknWLBS/h5FU8vfg9ff3x7Zt2zjJmgXSRw7q3r17iT2CZTIZFixYgAULFhTbpmrVqti4cWOJ+2nTpg3++uuvEtsMGzYMw4YNKzlgMrj8PXjlcjnWr1+PwMBAqcMyeqUu8n7++ed6DIOoaCzwkpqhc5Aub5euX79+oW2o11WpUqXct0vPnz+/HEdGZcECL6kZMgdx0iMCWOClZ/g9jKTAAi+pMQeRobHAW36lLvKOGTNGn3EQFenatWtIS0tjgZeYgwoICgrS6v2bnp7OcTF1TKVSISYmBgALvKT7HPT48WNcuXJF81w9Fl3VqlVRp04dzVh0jRs3Rv369TFnzpxix6Jbs2YNsrOzixyLbv78+Rg/fjxmzpyJuLg4rFy5Ep999plmv++88w66deuG5cuXo3///ti8eTMiIyO1xtUkaTx48AC3bt1igZd4DUSSuHjxIgu8BIA5iAwvIyMDFy9eZIG3HEpd5M3PysoK9+7dK9SDLSkpCW5ubsjNzdVJcESDBg3C3r170blzZxZ4ScMQOYi3S5NcLseGDRsQGBiIwYMHSx0OGRFd5KDIyEj06NFD81z9o82YMWOwbt06zJgxA0+ePMHEiRORmpqKl19+uchJj6ZOnYpevXpBLpdj6NCh+OKLLzTr1ZMeTZkyBR07doSrq2uxkx7Nnj0bH330ERo3bsxJj4xEkyZNcPjwYWRnZ7PASxr8HkaG8vbbb6Nu3bro27cvC7ykwRxEhlCpUiXs27cPx44dg5+fn9ThmBR5eV5U3NgpSqWSfwCowmJjY3Hz5k3N8969e7PAS1oMkYPy3y6tpr5dWn0bc/7bpdWKul366NGjyM7O1rQp7nbp/Hi7tHT27NmjmTXaxsaGBV4qRBc5SD0WXcHHunXrADwbiy4hIQGZmZk4cOAAmjRporUN9Vh0jx49QlpaGtauXQtHR0etNuqx6DIzM3H79m3MnDmzUCzDhg3DpUuXoFQqERcXh379+pXqGEj3UlJScOzYMc3zZs2ascBLWvg9jPTpr7/+QmpqquZ5QEAAzyvSwhxE+qJSqbB3717N88qVK7PAWw5l6smr7h0ik8nw/fffa32RyM3NxdGjR9GsWTOdBTdv3rxCY042bdoUFy9eBABkZmbi/fffx+bNm6FUKuHr64vVq1drjW0ZHx+PyZMn49ChQ3B0dMSYMWOwePFiWFs/O/TDhw9j2rRpOHfuHGrXro3Zs2dj7NixOjsOKr2YmBj06tULTk5OOHLkCG8/Jy26zkG8XZoKCg4Oxpw5czBx4kSsWbNGa5IJIkNfB5FlSUlJQe/evXHu3Dns2bMHPXv2lDokMiLMP6RvoaGh8Pf3R9u2bREWFgYnJyepQyIjwhxE+pR/DN5PPvmkyE4JVDplKvKqixJCCKxZswZWVlaadba2tqhXrx7WrFmj0wBbtmyJAwcOaJ7nL86+99572LNnD7Zt2wZnZ2dMnToVQ4YM0fSAyM3NRf/+/eHh4YHjx4/j3r17GD16NGxsbLBo0SIAeUWd/v37Y9KkSdiwYQPCw8Px5ptvokaNGvD19dXpsVDJ1AXepKQkNGjQAJUrV5Y6JDIyus5BvF2a8lMXeAGgXr16LPBSIVJcB5FlUBd4o6Ki4OrqiurVq0sdEhkZ5h/SJ3WBV6lUwsPDQ+talwhgDiL9KTjJWp06daQOybSJcujevbtITk4uz0vL5OOPPxZt27Ytcl1qaqqwsbER27Zt0yy7cOGCACAiIiKEEELs3btXyOVykZCQoGnz9ddfCycnJ6FUKoUQQsyYMUO0bNlSa9uvvfaa8PX1LVOsaWlpAoBIS0sr0+soz9mzZ0W1atUEANG5c2eRkpIidUhGiedZHkPlIFNS2nNDpVKJo//eF0v3XRA7om6JjKwcA0Vo3BYuXCgACABi0aJFUodjtJiD8jAHaeN5UTHJycmiY8eOAoBwdXUVsbGxUodklHie5WH+KYznRsXs379fKBQKAUD4+/trvieTNp5neZiDCuO5UX65ubli3LhxAoCQy+Vi48aNUodktEp7npVrTN5Dhw5pxpLUt8uXL8PT0xMNGjTAyJEjER8fDwCIiopCdnY2fHx8NG2bNWuGOnXqICIiAgAQERGB1q1baw3f4Ovri/T0dJw7d07TJv821G3U2yiOUqlEenq61oPKJ38P3s6dOyM0NJRj8FKJDJmDzM2oH05h1A+nsOrQVby3NQbdlx1GWkb2819oxvL34F20aBGCgoIkjoiMHXMQ6UrBHrwHDx7kGLxUIuYf0qX8PXj9/f2xbds2jqtKJWIOIl0p2IN3/fr1CAwMlDosk1em4Rryu337Nn7//XfEx8cjKytLa92KFSsqHBgAeHl5Yd26dWjatCnu3buH+fPn45VXXkFcXBwSEhJga2tbqBjo7u6OhIQEAEBCQoJWgVe9Xr2upDbp6enIyMiAvb19kbEtXry40HjBVHZxcXFaBV71rfCZmZlShyYJGxsbrVtfqHiGyEHmJvRcAv6+8lBrWUJ6Jhb8cQ7Lh7eTJiiJLV68WKvAO2PGDIvNPwBzUFkwB1FFpaWlaRV4w8PD0bhxY4vOQba2tpDLy9UHxaIw/5AuHDhwQKvAu3nzZqhUKovNQbwGKj3mIKooIQQmTpyoVeAdPny4xeYfQHc5qFxF3vDwcPj7+6NBgwa4ePEiWrVqhRs3bkAIgQ4dOlQ4KLW+fftq/t2mTRt4eXmhbt262Lp1a7HFV0MJCgrSjN8JAOnp6ZwkrByqV68Od3d3NGzYEJs3b0ZiYqLUIUnOxcUFHh4eHA+0BIbKQeZma+StIpcf+feBgSMxHk2bNoW1tTUWLFiAsWPH4t9//5U6JMkxBz0fcxDpQqVKldCgQQPcvHkT4eHhUCgUuH79utRhSUoul6N+/frsSVgC5h/SlVq1aqFKlSp44YUXsGrVKty4cUPqkCTHa6DnYw4iXZDJZGjVqhWsrKzwyy+/oHv37vweBt3koHIVeYOCgvDBBx9g/vz5qFy5Mn799Ve4ublh5MiR8PPzK3cwz+Pi4oImTZrgypUr6N27N7KyspCamqrVmzcxMREeHh4AAA8PD5w6dUprG+oiYv42BQuLiYmJcHJyKrGQrFAooFAodHFYFs3d3R0HDx7E06dPkZmZCTc3Nzg4OFjkH1YhBJ4+fYr79+8DAGrUqCFxRMZLqhxk6h4rc4pcnpGVa+BIjMeQIUNw7tw5VK5cGampqcxBzEGlwhxEumBtbY2NGzfi5s2bsLa2RnZ2NmrXrm2xPVlVKhXu3r2Le/fuoU6dOhaZh0uD+Yd0pVmzZoiIiIC1tTUePXrEayBeA5UKcxDpyrvvvot+/frxexh0m4PKVeS9cOECNm3alLcBa2tkZGTA0dERCxYsQEBAACZPnlzugEry+PFjXL16FaNGjULHjh1hY2OD8PBwDB06FABw6dIlxMfHw9vbGwDg7e2NkJAQ3L9/H25ubgCAsLAwODk5oUWLFpo2e/fu1dpPWFiYZhuke7GxsYiJicGoUaMAAK6urvj333/h5uaGatWqSRydtNQ/LKjPWd4yVDSpcpCpK+7PpYAwaBxS++qrrzBgwADUq1cPANCwYUPmoP9hDiod5iAqr5SUFHzzzTeYMWMG5HI5rK2tUadOHVy5cgWenp5wcHCQOkRJVa9eHXfv3kVOTg5sbGykDscoMf9QRYSGhkImk6F3794AgNq1a/Ma6H94DVQ6zEFUXiqVCkuWLMHkyZM1HTX5PewZXeWgcnUVqFSpkmbslRo1auDq1auadQ8fPizuZWX2wQcf4MiRI7hx4waOHz+OwYMHw8rKCoGBgXB2dsb48eMxbdo0HDp0CFFRUXjjjTfg7e2NLl26AAD69OmDFi1aYNSoUYiJicH+/fsxe/ZsTJkyRdMLd9KkSbh27RpmzJiBixcvYvXq1di6dSvee+89nR0HPRMbG4uePXtizJgx2LVrFwAgOztv0idL/2Kjpn4f1O8LFWaoHGRuMrOL7rGrUhk4EAmFhITgrbfeQo8ePTQTZjIHaWMOej7mICoP9SRrQUFBmDFjhmZ5bm5ebuYQBc/eA/V7QoUx/1B5qSdZ8/f3R2RkJABeAxXEa6DnYw6i8lBPsvbRRx+hb9++mr/zzEHadJGDytWTt0uXLvj777/RvHlz9OvXD++//z7++ecf7NixQ1Ng1YXbt28jMDAQSUlJqF69Ol5++WWcOHEC1atXBwB89tlnkMvlGDp0KJRKJXx9fbF69WrN662srLB7925MnjwZ3t7eqFSpEsaMGYMFCxZo2tSvXx979uzBe++9h5UrV6JWrVr4/vvv4evrq7PjyE8IgR+P3cD3f18DALz5cgO88VI9i+iSri7wqidZ6969u9Z6S3gPSoPvw/MZKgeZG3vbon8NtLKyjHMuJCQEs2fPBgBMnDgRTk5OWuv52cvD9+H5mIOorNQFXvUka2PGjCnUhp89vgelwfxD5aEu8KonWWvTpo3Wen728vB9eD7mICordYFXPcnaO++8U6iXKj97eXTxPpSryLtixQo8fvwYADB//nw8fvwYW7ZsQePGjXU6m+LmzZtLXG9nZ4dVq1Zh1apVxbapW7duoeEYCurevTuio6PLFWNZTd4QhX1xz8YAXrD7PE7fSMbX/+lokP1LpWCBNzQ0VGssZaKyMFQOMjdta7ng+NXkQss9naWdyNIQ8hd4Fy1ahKCgIIkjIlPGHERlUbDAe/DgQbRu3VrqsMhEMf9QWRUs8G7bto13DlC5MQdRWRQs8G7YsAEjRoyQOiyzVq4ib4MGDTT/rlSpEtasWaOzgMxZZnauVoFX7c+4BChzcqGwNs9xf1jgJV1jDiqfJ1lFT7yW9Fhp4EgMiwVe0jXmICotFnhJ15h/qCxY4CVdYw6i0mKBVxrlnr43NTUV33//PYKCgpCcnNcz7MyZM7hz547OgjM35++mFbvuwt10A0ZiOHfv3mWBl/SCOajsfj1T9HuT/NR8xx379ttvWeAlvWAOoudRqVTo378/C7ykc8w/VBpnzpxhgZf0gjmISuPDDz9kgVcC5erJGxsbCx8fHzg7O+PGjRuYMGECqlatih07diA+Ph4///yzruM0C9ay4mvqCuty19uNWo0aNTB+/HgcOnSIBV7SGeag8lEWM/GaORs0aBC++OILjBw5kgVe0hnmICoNuVyO6dOnY+rUqdi3bx8LvKQTzD9UWm3atEFAQAAyMzNZ4CWdYQ6i0ho/fjw2bdqEZcuWscBrQOWqLE6bNg1jx47F5cuXYWdnp1ner18/HD16VGfBmZsrD4rvrXspwTx78spkMnzyySc4fPgwC7ykM8xB5WNvY54/JpXEzc0Np06dYoGXdIo5iEpr8ODBuHz5Mgu8pDPMP1Ra1tbW2LBhAwu8pFPMQVRaTZs2xaVLl1jgNbBy9eQ9ffo0vvnmm0LLa9asiYSEhAoHZa4eZ2YVvy7LfG6Xjo2NxSeffIIffvgB9vb2kMlkcHBwKNe2njx5Uuw6KysrrT8sJbWVy+Wwt7d/bttKlSqVI0oyNOag8nF1VOCRMqPQcnMr/S5atAgeHh4YN24cADD/kM4xB1FxUlJS8Oabb2L58uWoV68eAOYg0i3mHypJaGgofvvtN3z55ZeQy+Wwti7X130Ahs1BzD+mgzmo/BLTMzBj+z+4mJCOVjWdsXRoG1RzVEgdls6oVCq89dZbCAgIQJ8+fQDwGkgK5fpur1AokJ5euOfpv//+i+rVq1c4KHN18d7j4tfdfWTASPRHPcnapk2bNONgVoSjo2Oxj6FDh2q1dXNzK7Zt3759tdrWq1evyHblNWfOHDRt2hSjRo1Ceno6fvvtN7Rp0wZdu3ZFTExMubdLRWMOKp9G1SsXudzOjHr4BgcHY9asWXjzzTcRGxtboW0x/1BxmIOoKOpJ1nbs2IHhw4dDCFGh7TEHUVGYf8ovIysXIXvOo8uicPRafhjbIm9JHZJOqSdZW716tU4mwzJkDqoI5iDDYg4qn4S0DHgvPogj/z5AYroS4Rfuw2tROFKeFt8R0JSoJ1lbvXo1hgwZggcPHlRoe7wGKr9yfbP39/fHggULkJ2d1/tUJpMhPj4eM2fOLPSG0zOV7Ir/JdWxhHWmQl3gVU+yNmfOHKlDMoh9+/YhJSUFkZGRaNq0KYYOHYoFCxZgx44d+P777/H+++9LHaLZYQ4qn7O3U4tc/jRbZdhA9CQ4OFiTd0JCQtCmTRuJI9I/5h9pMAdRQeoCr3qStR9++AEymUzqsPSOOcjwmH/Kb+T3J/DdX9eRkJ6Jqw+eYPr2WKw6dEXqsHRCXeBVKpUICAjAm2++KXVIBsEcZHjMQeUzZeMZqAr89pujEnhnU7Q0AemQusCrnmTt+++/t4iCv7Hmn3JVFpcvX45XX30V1atXR0ZGBrp164aEhAR4e3sjJCRE1zGaDUeFTbHrnO2KX2cKChZ4dTXJ2uPHxfd+trKy0np+//79YtvK5dq/Z9y4caNCceUXHR2NMWPGoHLlypg9ezZ27tyJGTNmoFGjRgCAatWqISsri2Nh6RBzUPkkPTGPX4qLkr/Au2jRIp2Mwcv8Q8VhDqL8ChZ4Dx48qJMxeJmDqCjMP+Vz5f5jnIlPLbR89aErmNKjkeED0qGCBd6tW7fq5DPHHERFYQ4qn0sJRd+5HXsnzcCR6FbBAu+GDRt0MgYv80/5lavI6+zsjLCwMBw7dgwxMTF4/PgxOnToAB8fH13HZ1YauhY/Hkn9qhW7TUVK+irwAmUbG0VfbZ+nadOm2LdvHzp37oywsDDNZHO9evWCtbU1EhMTeWGhY8xB5VPw12NzoY8CL8D8Q8VjDqq4XJWAldz0e7rqq8ALMAdR0Zh/yuf0jeQilz/JyjVwJLqlrwIvwBxERWMO0i1TvhTSV4EXYP6piDIXeVUqFdatW4cdO3bgxo0bkMlkqF+/Pjw8PCCEsIhb08rLxsaq2HVWNqb5vuXk5GDIkCF6KfCaisGDB+PPP/9EnTp14Onpid9++w179uxB27ZtYW9vj9WrV0sdollhDqL8Dh06pJcCr6lg/jE85qCK+WBbDH47ewfZuQK1qtjjm/90RMuazlKHVW7vvPOOXgq8poI5yLCYf8qvfe2i84wpv2PJycl49dVX9VLgNRXMQYbFHFR+T5VF/6CU/jTbwJHoztq1a/VS4DUVxpp/ylTkFULA398fe/fuRdu2bdG6dWsIIXDhwgWMHTsWO3bswK5du/QUqumLTy48q73a7RLWGTNra2ts3LgRs2fPxtatWy2uwAvkjUP03XffaS2bOHEiJkyYwD90OsYcRAV1794dQUFBqFy5ssUVeAHmH0NjDqqYub/FYXvUbc3z2ykZGPL1cZyb7wtrK9OcAHL58uW4c+cOPv/8c4sr8ALMQYbE/FMxJ64V3ZPXlG9yqlq1Kn755Rds2LAB69evt7gCL8AcZEjMQRVT3AwouSachMaOHYsjR46gf//+FlfgBYw3/5SpyLtu3TocPXoU4eHh6NGjh9a6gwcPYtCgQfj5558xevRonQZpLjycFMWuc6tsWn+Uc3JyYG2dd/q88MILCA0NlTgi48MLC91jDiI1dQ6SyWRYtGiR1OEYHeYf/WAOqphfz9wutEyZo8LPJ25i3Ev1JYiofPJfA1WvXh3h4eESR2R8mIN0j/mnYjKycqQOQWfy56CAgAAEBARIHJHxYQ7SPeYg/TC14RpUqrxytVwuh7W1NX755ReJIzI+UuefMnWb2LRpEz766KNCH2oA6NmzJz788ENs2LBBZ8GZm8fK4i8uHmebznhQsbGxaN68OSIjI6UOhSwMcxABQEhICPr164eMDNO8A4JMF3NQxWRmF92PJTEt08CRlF9KSgpeeukl/PDDD1KHQhaG+adialXR3TiMUgoNDUXr1q11OnkQUWkwB1VMcQN3mlKNVz0G75tvvqkp9pLxKVORNzY2Fn5+fsWu79u3L2JiYioclLlq7elSwjrTGI9OPcnalStXMGvWLKnDIQvDHEQhISGYPXs2wsLC8Ntvv0kdDlkY5qCKsS6mu0oTt8oGjqR8UlJS0KdPH5w6dQofffQR0tJMe0ZsMi3MPxXz4LFS6hAqLDQ0FAEBAbh48SKWLl0qdThkYZiDKqiYaq7cRLry5p9k7aeffsLJkyelDomKUaYib3JyMtzd3Ytd7+7ujpSUlAoHZa4qOxQ/OkZlOxsDRlI+6gKvepK1LVu2SB0SWRjmIMumLvACeZOsWeLYTyQt5qCKsbEq+otMbrEj1RkPdYE3MjISrq6uOHDgAJydTeMHejIPzD8VU9/VQeoQKkRd4M3MzIS/vz8+//xzqUMiC8McVDGqYsbeVQnjH5Q3f4FXLpdj/fr18Pb2ljosKkaZiry5ubma8X+KYmVlhZwc8xnvSNcysor/EvPUyIdrKFjgDQ0NtchJ1khazEEVY29jGr8UF6VggdcSJ1kj6TEHVYzCuuibFe1tyjRFhMEVLPAePHjQIidZI2kZOv/MmzcPMplM69GsWTPN+szMTEyZMgXVqlWDo6Mjhg4disTERK1txMfHo3///nBwcICbmxumT59eKMbDhw+jQ4cOUCgUaNSoEdatW6ezY8jvYsIjvWzXEAoWeLdt22aRk6yRtJiDKqa4Uq6xj3pQVIE3MDBQ6rCoBGW6qhZCYOzYsVAoip5ATKk0/dtg9Ck7p/hPcE4J66TGAi8ZC+agiqlsZ4OM7CypwygzFnjJWDAHVUxNFzskPSmcg5p7GO9wDSzwkrGQIv+0bNkSBw4c0DzPX+B57733sGfPHmzbtg3Ozs6YOnUqhgwZgmPHjgHIKwj1798fHh4eOH78OO7du4fRo0fDxsZGM2Hq9evX0b9/f0yaNAkbNmxAeHg43nzzTdSoUQO+vr46PZasXOP9rlUSFnjJWDAHVYy9tQwZOYVLvZXtjPeHbhZ4TVOZzqgxY8Y8tw1nUyxezK3kYtedvZOMlrVcDBdMGSxevJgFXjIKzEEVI/VMn+Vx7949LFu2DAALvCQ95qCKeaws+q6lB4+z0Kj4O0AltXnzZhZ4yShIkX+sra3h4eFRaHlaWhp++OEHbNy4ET179gQA/Pjjj2jevDlOnDiBLl26IDQ0FOfPn8eBAwfg7u6Odu3aYeHChZg5cybmzZsHW1tbrFmzBvXr18fy5csBAM2bN8fff/+Nzz77TOcFFhurMt3AahRUKhXmzJnDAi8ZBeagiimqwAsAaZnGewfY2bNn8csvv7DAa2LKVOT98ccf9RWHRbj/qPhft1LSjLd33dq1a1GjRg3MnTuXBV6SFHNQxTzOzJY6hDKrUaMGwsLC8Ndff2HatGlSh0MWztA5aN68eZg/f77WsqZNm+LixYsA8m5VfP/997F582YolUr4+vpi9erVWmPmxcfHY/LkyTh06BAcHR0xZswYLF68WKs3zOHDhzFt2jScO3cOtWvXxuzZszF27FidH8/t1Iwil19OfATvhtV0vj9dmDRpElJSUjBw4EAWeElSUlwDXb58GZ6enrCzs4O3tzcWL16MOnXqICoqCtnZ2fDx8dG0bdasGerUqYOIiAh06dIFERERaN26tVY+8vX1xeTJk3Hu3Dm0b98eERERWttQt3n33XdLjEupVGr1GkxPT3/usdx6+LiUR2085HI5du/ejSVLlmDRokUs8JKkmIOeKU8OMkUdOnTA9u3b8eTJExZ4TYjp/aRpwro2Kb6byotN3QwYyfPdu3cP4n+DgNvb22PFihUs8JLFMbexoHJM6FbFe/fuaf7duXNnFnjJYrVs2RL37t3TPP7++2/Nuvfeew9//PEHtm3bhiNHjuDu3bsYMmSIZr36VsWsrCwcP34cP/30E9atW4e5c+dq2qhvVezRowfOnj2Ld999F2+++Sb279+v82Mpbtiq60nGVXxJTU1FRkZeQVomk+Gjjz5igZcsjpeXF9atW4d9+/bh66+/xvXr1/HKK6/g0aNHSEhIgK2tbaHvBu7u7khISAAAJCQkFJqkSf38eW3S09M1n8GiLF68GM7OzppH7dq1n3s8VRztntvGWOS/BqpevTo+/fRTFnjJ4phbDjIVKpVK8/4AgL+/Pwu8JoZFXgOqUqn4P84uDsbzhzsmJgatW7fGrFmzNIVeIktlTgWW6pWLHkPL2AQHB6N58+Y4ffq01KEQSU59q6L64erqCuDZrYorVqxAz5490bFjR/z44484fvw4Tpw4AQCaWxXXr1+Pdu3aoW/fvli4cCFWrVqFrKy8O4jy36rYvHlzTJ06Fa+++io+++wznR9LcVcUlRU2Ot9XeaWkpMDHxwf+/v4lfsEjMnd9+/bFsGHD0KZNG/j6+mLv3r1ITU3F1q1bpQ4NQUFBSEtL0zxu3br13NckppnG5zk0NBQNGzbE999/L3UoRJIytxxkCtRj8Hp5eeH69etSh0PlxCKvAVUtochb0jpDiomJQa9evZCUlIQDBw4gMzNT6pCIJGVOBZb/dKlX5PI2NY1n0qPg4GDMmTMHaWlp+Ouvv6QOh0hy6lsVGzRogJEjRyI+Ph4AnnurIoBib1VMT0/HuXPnNG2KulVRvY2iKJVKpKenaz0q4sp94+jJm5KSgt69eyMqKgpnz541my9tRLrg4uKCJk2a4MqVK/Dw8EBWVhZSU1O12iQmJmrGz/Tw8Ch0d5P6+fPaODk5wd7evthYFAoFnJyctB7Pk23sU9gj77pR/QPTnj172NmGKB9Tz0HGLv8ka7dv30Z0dLTUIVE5schrQFUq2aKVZ+EE0MrTySh68uYv8KonWSspudEz3bp1w7hx4wotX716NRwdHaEygQtLKpoxFliA8hVZAr3qopJN4cnX5g5s9dzXGoK6wAvkTbLGIRpKh/nHfBnrrYq6vk0x9k5qhV6vC/kLvOpJ1po0aSJ1WCaBOcgyPH78GFevXkWNGjXQsWNH2NjYIDw8XLP+0qVLiI+Ph7e3NwDA29sb//zzD+7fv69pExYWBicnJ7Ro0ULTJv821G3U29CllxtV1/k2dUld4FUqlfD398eWLVtMcsJcKTAHWQZTz0HGLH+BVz3JWv67U6l4xph/jLrIu3jxYnTu3BmVK1eGm5sbBg0ahEuXLmm16d69e6ExMydNmqTVxpjGxPzq9Q5o7Oaoed7YzRFfvd5BL/sqi6IKvByDt3SEEIiOjkbHjh0LrYuMjES7du0glxv1R42KYawFFqB8RRZnexts/7+X8UpjV9hZy9G8hhPW/KcjOtWr+tzX6lvBAm9QUJDEEZkG5h/zZqy3Kur6NkVPZ2nHyiyqwMsxeEuHOch8ffDBBzhy5Ahu3LiB48ePY/DgwbCyskJgYCCcnZ0xfvx4TJs2DYcOHUJUVBTeeOMNeHt7o0uXLgCAPn36oEWLFhg1ahRiYmKwf/9+zJ49G1OmTIFCkTd81KRJk3Dt2jXMmDEDFy9exOrVq7F161a89957Oj+e+q6Oz28kkYIF3m3btnEM3lJiDjJf5paDjFVRBV6OwVs6xpp/rJ/fRDpHjhzBlClT0LlzZ+Tk5OCjjz5Cnz59cP78eVSqVEnTbsKECViwYIHmuYODg+bf6jExPTw8cPz4cdy7dw+jR4+GjY0NFi1aBODZmJiTJk3Chg0bEB4ejjfffBM1atSAr6+vTo+pnmslhL7XFf/cSQMAtK7pLPmvtCzwVszly5fx6NGjYj/cPXr0kCAq0oW+fftq/t2mTRt4eXmhbt262Lp1q+S93IOCgrR6uqanp5eq0Nu8hhN+Ge+lz9DKjAXe8mP+sSz5b1Xs3bu35lbF/H+zC96qeOrUKa1t6OJWRYVCofmCpAv/JjzS2bbKigXeimEOMl+3b99GYGAgkpKSUL16dbz88ss4ceIEqlfP6xH72WefQS6XY+jQoVAqlfD19cXq1as1r7eyssLu3bsxefJkeHt7o1KlShgzZozWd7b69etjz549eO+997By5UrUqlUL33//vc6/fwHA35cf6HybusACb8UwB5kvc8tBxogF3oox1vxj1EXeffv2aT1ft24d3NzcEBUVha5du2qWOzg4aL6sFKQeE/PAgQNwd3dHu3btsHDhQsycORPz5s2Dra2t1piYANC8eXP8/fff+Oyzz/TyAZfJZGhTy0Xn2y2vmJgYsynwPs3KQcytNHg426G+a6Xnv0AHoqKiYGVlhbZt22otz8jIwPnz5/H+++8bJA7SP2MpsAC6L7JIJScnB0ePHgVgHgXe+KSnuJ36FK1rOqOynf4nk2L+sSzqWxVHjRqldavi0KFDARR9q2JISAju378PNzc3AEXfqrh3716t/Rj6VsXUzFyD7aug+Ph4XLlyxSwKvCqVQPStVFjLZWhTyzCdCJiDzNfmzZtLXG9nZ4dVq1Zh1apVxbapW7duofxSUPfu3Q0y9qOVkXbmPH78uNkUeFOfZuH83XTUr14JNZwN0xmCOch8mVsOMkaPHj3C6dOnzabA+2/iIyQ/yUL7Oi5QWFvpfX/Gmn+M9M9d0dLS8nq/Vq2qfWvxhg0b4OrqilatWiEoKAhPnz7VrDOVSUekNHr0aOzYscPkC7x7/7kHr0XhCPzuBHp8ehiTfomCMkf/XxzPnDmD3NxcODg4aA0b4uDggNzcXHTokDccx+7du9G0aVM0btyYM+aaKI4FpXvW1tb47bffsGnTJpMu8ObkqvDelrPo9ukhvP7dSXRZFI5tkfqftIn5x7zxVkX9a9u2LQ4cOGDyBd7LiY/QY/lhDP36OAJWHYPf53/hVvLT57+wgpiDyFS0quUsdQhF+vjjj7F+/XqTL/B+/9c1eC0Kx+vfn8TLSw5h7m9xBpk4jjmIqPycnZ1x8OBB7Nq1y6QLvI8ys/Gf70+iz2dHMeLbE/BefBB/GeDuDWPNPyZT5FWpVHj33Xfx0ksvoVWrZ5MEvf7661i/fj0OHTqEoKAg/PLLL/jPf/6jWW8qk44YWlxcnFbhafDgwSZd4E1+koX3tpzFo8xnYy3vO5eA745e0/u+z5w5g8GDByM6OlrrMXPmTNjb26NFixbIycnBtGnTcPDgQURHR2PZsmVISkrSe2xUMSyw6M+hQ4c0F//29vYYMWKExBFVzPoTN7Ez+g7U32eeZOXiwx3/4E5q8eMq6wLzj3lT36rYtGlTDB8+HNWqVSt0q+KAAQMwdOhQdO3aFR4eHtixY4fm9epbFa2srODt7Y3//Oc/GD16dJG3KoaFhaFt27ZYvny52d+qmJKSotVrp1OnTiZd4AWAd7ecxc2kZ0XdS4mP8NHOf/S+X+YgMhVRN1KlDkHjxIkTmk5JMpkMI0eONOkC7/m76QjecwHKnLwJhnJVAj9H3MQfsff0vm/mIKKyUalUOHz4sOa5q6srBg4cKF1AOrAi7F/8feWh5nnykyxM3RiNzGz9dvgz1vxjMkXeKVOmIC4urlC3/YkTJ8LX1xetW7fGyJEj8fPPP2Pnzp24evWqXuPR9aQjhhQbG4vu3bujZ8+eWoVeU/bX5QeaC4v8ws4nFtFat86cOYPu3bujXbt2Wo/k5GS0adMGVlZWOHXqFFq2bImaNWvC0dERffv2RWhoqN5jo4phgUU/QkJC0LNnT5PuuVtQ2IXCuSZXJXDwon5zLPOPedu8eTPu3r0LpVKJ27dvY/PmzWjYsKFmvfpWxeTkZDx58gQ7duwoNHyV+lbFp0+f4sGDB/j0009hba09Wpf6VkWlUomrV69i7Nixhjg8SajH4O3evTtOnjwpdTg6cTc1A+fuFr6j7O8rD5GRpf8vOMxBZApOXDOOol5oaCi6d+8Of39/rbtPTVlx37f4PYzIuKjH4O3Rowe+/fZbqcPRmaJyTVpGNk5dT9brfo01/xj1mLxqU6dOxe7du3H06FHUqlWrxLZeXnkTCl25cgUNGzY0mUlHDCU2NhY9e/ZEUlISGjRoYNK/GufnZF/02JfFLdeVa9euITU1VdMVP78zZ85ozse7d++iZs2amnU1a9bEnTt39BobVRzHgtK9kJAQzJ49G0DeLULmwrm4HGSnvz+zzD9EZVNwkrX8E/Waskq21rCWy5Cj0r412sHGCjZW+huXlzmITMmt5CdSh6A1yZqjo2OhH9xMlbN90cdR3HJdYQ4iUyIDUNQAJobKAgUnWXNycjLQnvXP2d4Gt1MK3z1Z3PczXTDm/GPUPXmFEJg6dSp27tyJgwcPon79+s99zdmzZwEANWrUAMAxMfPLX+A1h0nW8nulkSsaFDHR2mjvenrdb1RUFORyOdq1a6e1PDs7G3FxcUV+6IksVf4CrzlMspbff7rUhbxALaWGsx18WxY9KaguMP+QudD/FIWFC7ymPgZvfs4ONghoV7PQ8pFd6sJaj7NNMQeRKXmUkS3p/vMXeAMCArB161az6Wzj364mqjhoZ3IbKxkCX6ij1/0yB5EpaVmz6KJqh3pV9L7vggXeDRs2mPxQefmNKaLm07a2C9rWdtHbPo05/xh1kXfKlClYv349Nm7ciMqVKyMhIQEJCQmacXKvXr2KhQsXIioqCjdu3MDvv/+O0aNHo2vXrmjTpg0AjompZs4FXgCwtpJj/ZteCGjniWqVbNGihhO+CGyP3i3cn//iCjhz5gwaN24MR0dHreXnz5+HUqnUfLg9PT21frG5c+cOPD099RobkTEx5wIvALzY0BVr/tMRbWs5o2olW/Rr7YHNE7vAzkZ/M7sy/5C5eKFB1ec3qgBzLvCqLRrSCpO6NUQNZzvUrmqPab2bYKZfM73ukzmITElu4VHdDMacC7wAULWSLTZN7IKezdxQtZItOtergnVvvICWnvq9Y4s5iEzJOz0bF73cp4le92vuBV4AGN65NhYPaY0m7o5wdVTgtU618ePYznrdp1HnH2HEkNejvdDjxx9/FEIIER8fL7p27SqqVq0qFAqFaNSokZg+fbpIS0vT2s6NGzdE3759hb29vXB1dRXvv/++yM7O1mpz6NAh0a5dO2FraysaNGig2UdppaWlCQCF9m0MYmJiRLVq1QQA0blzZ5GSkiJ1SFoyMjLE+fPnRUZGhtSh6E12drZo1KiRuH37tnj06JFo0qSJePjwYZFtS3o/jPk8I2kZ87kREhKiyd+LFi2SOpxCzD0HlSX/CMEcRGVX2vOi7szdRT5C9sTpLbaUlBTRsWNHAUC4urqK2NhYve2rvJiDnmH+ofIozbnhs+xgsTlIn0JDQ4VCoRAAREBAgFAqlXrdX1mZe/4RgjmI9K+058bHv8WJev/LO/U/3C0W7T2v17hyc3PFuHHjBAAhl8vFpk2b9Lq/8jD3HCTF9zCjHghIiKJGLXmmdu3aOHLkyHO3Y+ljYjo5OcHR0RENGjQwux68psLa2hrLly9Hjx49oFKpMGPGDFSrVk3qsIgMwsPDAzKZDCEhIWbXg9cUMP+Qsbv+QH9jZSoUClSrVs1se/CaAuYgMgZ1q1XC5YeGn+isSpUqsLe3h5+fn9n14DUVzEFkLOb5t8T4l+vj38RHaF7DCZ4uRc//pCsymQyenp5m24PXFEiRf4y6yEu6Ua9ePRw5cgTOzs4s8ErI398f/v7+UodBZHDjxo1Dp06dNMPokOEx/5Axi45P1du27e3tsWvXLty6dQtNmuj3lkgqHnMQSa2ynidjLk6nTp0QERFhVhNemyLmIDIWtas6oHZVw0z8KpPJsGDBAgwbNozfwyRk6Pxj1GPyUvnFxsbit99+0zyvW7cuC7xEZDDffPON1oSXvLAgouJk63iwzJSUFHz11VeaO8Ls7e1Z4CWycDm5uQbbV1hYGE6cOKF53qxZMxZ4icggVCoVPvvsMzx9mnfngkwm4/cwC8MirxlST7L26quv4sCBA1KHQ0QWJjg4GJMmTULPnj01FxhERMXp38ZDZ9tST7L21ltvITg4WGfbJSLTlpaZY5D9hIaGYuDAgfD19cW5c+cMsk8iIuDZJGvTpk3DoEGDnjv8KZknFnnNjLrAm5SUhPbt26NTp05Sh0REFiQ4OBhz5swBAIwcORIODoa5HYmIjF/7Wk5FLp/Wu7lOtq8u8EZFRcHV1RWDBw/WyXaJyPTVcqmk932EhobC398fSqUSPXr0QOPGjfW+TyIi4FmBd+3atZDL5Rg3bhxkMpnUYZEEWOQ1I/kLvJ07d+Yka0RkUPkLvIsWLeIka0Sk5cdxXqjhbKe17MO+zeBaWVHhbRcs8B46dAitWrWq8HaJyDy82Fi/E93kL/AGBARwkjUiMpiCBV5OsmbZOPGamWCBl4ikxAIvET2Pi4Mtjn/YEyevJ+N+eiZeauSKao4s8BKR/g1o44n3t5yFMlf79uV2tV0qvG0WeIlIKizwUkHsyWsGbt68yQIvEUnmq6++YoGXiEpFJpOhS4Nq8G9XUycF3pycHPj6+rLAS0TP9dvUl+Fa6VnxtV0tZ2ye2KVC2zx58iQLvEQkmffff58FXtLCnrxmoHbt2hgyZAjOnj3LAi8RGdzAgQOxfPlyTJw4kQVeIjIoa2trTJ48GfHx8Thw4AALvERUrGY1nBA5pzeSn2RBYS1HJUXFvwq3bdsW3bt3h52dHQu8RGRwo0aNwvr16/Hll1+ywEsAWOQ1C3K5HGvWrMHTp0/h6OgodThEZGHq1q2LmJgYODkVPakSEZE+vfHGGxg6dChzEBGVStVKuivE2tnZYdeuXZDL5SzwEpHBdejQAVevXuU1EGlwuAYTFRsbi0mTJiEnJwdAXqGXBV4iMpTFixdjx44dmue8sCAiQ0lJScGoUaOQmJioWcYcRESGEhoailmzZkGIvPF97ezsWOAlIoNQqVR45513cOLECc0yXgNRfuzJa4LyT7Lm5uaGBQsWSB0SEVmQkJAQzJ49G9bW1jh37hyaNGkidUhEZCFSUlLQp08fREZG4tatWzh06BBkMpnUYRGRhQgNDUVAQAAyMzPRpEkTjBkzRuqQiMhC5J9k7ZdffsG1a9c4VCcVwp68JiZ/gbdz586YNm2a1CERkQVRF3gBYMGCBSzwEpHB5C/wurq64ssvv2SBl4gMJn+B19/fH4GBgVKHREQWIn+BVy6XY9WqVSzwUpFY5DUhBQu8nGTNeHTr1g3jxo0rtHz16tVwdHSESqWSICoi3cpf4F20aBEnWTMSzD9kCQoWeA8ePIjWrVtLHRaBOYgsQ8EC77Zt2zhEg5FgDiJzV7DAu379ev7IZCSMMf+wyGsiWOA1XkIIREdHo2PHjoXWRUZGol27dpDL+VEj08YCr3Fi/iFLwAKv8WIOIkvAAq/xYg4ic8cCr/Ey1vzDjGcClEolBgwYwAKvkbp8+TIePXpU7Ie7qOVEpmTv3r0s8Bop5h+yBP/9739Z4DVSzEFk7hITEzF48GAWeI0UcxCZu1WrVrHAa6SMNf+wyGsCFAoFfvzxR3Tr1o0F3pKk3QF2TASWNQa+6QbE7TDIbqOiomBlZYW2bdtqLc/IyMD58+fRoUMHg8RBpC9+fn6YOHEiC7zPc+lP4LteeTlo6xgg+bred8n8Q5bg008/hZeXFwu8JclRAgfmA5+1Bla2A44sA1S5et8tcxCZO3d3d6xevRqDBw9mgbckieeBjSOAZY2AH/sB144YZLfMQWTuJkyYgAEDBrDA+zxnfgZWvwh82hT4/W3gabLed2ms+YdFXiOWf/yOXr164dChQyzwFic3B/g5AIjdAjy5D9w7C2x/I6/oomdnzpxBbm4uHBwcIJPJNA8HBwfk5uZqPtyDBw9GlSpV8Oqrr+o9JiJdUOcguVyONWvWsMBbkut/AZtfB+5E5uWg87uAdQOA7Ay97pb5h8xV/mugOnXqICIiggXekuyeBvy9AkiLB1KuA4eCgQPz9L5b5iAyV/lz0JgxY/Drr7+ywFucp8nAuv7Av38CTx4AN48BG14FEv7R+66Zg8gcqVQqCCEAAHZ2dvj9999Z4C1J9Abg97eA++eAxwnAmZ+AjcP1vltjzT8s8hqpmJgYtGnTBhcuXNAs4wzSJbh2CEi6XHj5qW/1vuszZ85g8ODBiI6O1nrMnDkT9vb2aNGiBQDgnXfewc8//6z3eIh0ITg4GCNGjEB2djYA5p/nOv0dIAoMrJ9+G7i4R6+7Zf4hc5SSkoKXXnoJv/76q2YZc1AJMlKA2M2Fl0f+mPcjuB4xB5E5Cg0NRefOnZGYmKhZxhxUgn+2ARkFes3lZgFR6/S+a+YgMjfqMXhnzJihKfQy/zzHyTWFl90+Ddw5o9fdGmv+YZHXCMXExKBXr144d+4cZs6cKXU4piEjtZjlKXrf9ZkzZ9C9e3e0a9dO65GcnIw2bdrAysoKANC9e3dUrlxZ7/EQVVRwcDDmzJmDbdu2Yffu3VKHYxokykHMP2RuUlJS0Lt3b5w4cQJvvfUWnj59KnVIxi/rCaAqopib9Tiv0KJHzEFkbkJDQ+Hv748zZ87gk08+kToc08DvYUQ6kX+StRUrVuDs2bNSh2QaMlOLXm6h38NY5DUy6gKvepI1/uJYSg17AlaKwsub9tfrbq9du4bU1NQix1s5c+YMB/snk6Mu8AJ5k6wNHjxY4ohMRNN+hZfJrIAmvnrbJfMPmRt1gTcqKgqurq7Yv38/HBwcpA7L+DnXAjyKGMqiQXfAVn/vH3MQmRt1gVepVMLf3x9LliyROiTT0LRvMcuLuDbSIeYgMif5C7zqSdbat28vdVimoahcY+cC1H1Rb7s05vzDIq8RKVjg5SRrZVCpGjB4DaBweras2QDgxbf0utuoqCjI5XK0a9dOa3l2djbi4uI42D+ZlIIFXo7BWwad3wRaDwPwv9upbCoBA1cCLnX0tkvmHzInBQu8nGStjIZ8B1Sp9+x59eZ5OUiPmIPInBQs8HKStTKo0QboE/Ksw41Mnndd1GqoXnfLHETmoqgCL8fgLYMes4D6XZ89t68KvLoWsLHX2y6NOf9YS7Zn0sICrw60GgI07gPciQKcPAHXxnrf5ZkzZ9C4cWM4OjpqLT9//jyUSiUvLshksMBbQVbWwNDvgR4fAanxgGd7wM5Zr7tk/iFzwQKvDrg1B96KBm6fAuQ2QM0OgJ7H8GMOInPBAq8OvDgVaBsIJP4DVG0IuNTW+y6Zg8gcsMCrA3ZOwJg/gMTzwNMkoFZnwMZOr7s05vzDnrxGYtasWSzw6oLCEWjQzSAFXgBYvHgxLl68WGh527ZtIYTgLRZkEm7cuIFFixYBYIG3wqo2yLtFWs8FXoD5h8zHd999xwKvLsjlQJ0uQK2Oei/wAsxBZB5yc3Px3nvvscCrC5Wq5V0DGaDACzAHkXmIiIjAjz/+yAKvLri3AOq/ovcCL2Dc+YdF3gJWrVqFevXqwc7ODl5eXjh16pRB9rthwwb897//ZYHXjPn4+GDYsGHYu3cvatWqhYiICKlDIiMjVf6pV68e/vjjDyxdupQFXjPF/EOlIVUO+uCDDzBjxgwWeM0YcxA9j1T5x8rKCn/++SemTJnCAq8ZYw6i55EqB7300ktYt24dC7xmzND5h8M15LNlyxZMmzYNa9asgZeXFz7//HP4+vri0qVLcHNz0/n+Hj58CFdXVwCAs7Mz1qxZo/N9kPE4cOCA1CGQETN0/gG0c1CvXr3Qq1cvveyHpMf8Q89j6ByUlpYGBwcH2NjYQC6Xc4IjM8ccRCWR+hqoTp06+Oqrr/SyHzIOzEFUEkPnIJVKhdTUVFStWhUAMHr0aJ3vg4yHofMPe/Lms2LFCkyYMAFvvPEGWrRogTVr1sDBwQFr167V+b5iY2PRvHlzfPrppzrfNhGZHkPmHwAICQlBy5Ytcf78eb1sn4hMiyFzUEpKCnr16oXAwEBkZ2frfPtEZFoMfQ0UGhqK+vXrY/v27XrZPhGZFkPmIPUYvC+99BISEhJ0vn0iFnn/JysrC1FRUfDx8dEsk8vl8PHxKbI7tVKpRHp6utajtGJjY9GzZ088fPgQW7duRVZWlk6OgYhMU1nzD1CxHBQSEoLZs2fj/v377NlARAa9Bso/ydqRI0cQHx+vk2MgItNk6Gsg9SRrjx8/xpYtWyCEqPAxEJHpMmQOyj/J2r///muwISHIsrDI+z8PHz5Ebm4u3N3dtZa7u7sX+QvL4sWL4ezsrHnUrl26AebVBd78k6xx7Cciy1bW/AOUPwepC7xA3iRrb7/9dsWCJyKTZ6hroPwFXvUkaw0bNtTJMRCRaTLkNZC6wKtUKhEQEIANGzZAZoBJConIeBkqB+Uv8MrlcmzYsAH+/v46OQai/FjkLaegoCCkpaVpHrdu3Xrua4oq8HKSNSIqj/LkoIIFXk6yRkTlUZ78U1SBl5OsEVF5lCcHFSzwbt26lR1tiKhcypqDiirwjhgxwkDRkqXhxGv/4+rqCisrKyQmJmotT0xMhIeHR6H2CoUCCoWi1Ntngff5eLtUHr4Plqes+Qcoew5igff5+NnLw/fB8uj7GogF3tLhZ4/vgSUyxDUQC7zPx89eHr4PlkffOYgF3tLhZy+PLt4H9uT9H1tbW3Ts2BHh4eGaZSqVCuHh4fD29q7w9o8cOcICbzFsbGwAAE+fPpU4EuOgfh/U7wuZP33nH6VSiT/++AMAC7xFYQ7SxhxkefSdgy5cuIDz58+zwFsMKysrAOAcDXj2HqjfEzJ/+s4/ALB3714WeIvBayBtvAayPPrOQUlJSTh8+DALvMVgDtKmixzEnrz5TJs2DWPGjEGnTp3wwgsv4PPPP8eTJ0/wxhtvVHjbb731FpydneHv788CbwFWVlZwcXHB/fv3AQAODg4WOT6WEAJPnz7F/fv34eLiwi84Fkaf+UehUGD//v3YtWsXxowZo4NozQtzUB7mIMumzxz04osvYs+ePXB1dWWBtwjW1tZwcHDAgwcPYGNjA7ncMvtgqFQqPHjwAA4ODrC25lcUS6LP/AMAK1asQIsWLTB27FgWeAvgNVAeXgNZNn3moOrVq+Pw4cOIjIzE4MGDdRCteWEOyqPLHMQrqHxee+01PHjwAHPnzkVCQgLatWuHffv2FRqEu7TOnz+PmjVrwtnZGQAwevRoXYZrVtS3Qqg/3JbMxcWl2FtDyHzpOv8AwIkTJ9ClSxcAgLOzMwu8JWAOeoY5yDLpOgelpKQgMTERzZo1AwD06NFDl+GaFZlMhho1auD69eu4efOm1OFISi6Xo06dOhb5Bc+S6eMaKCoqCm3atNH8cDJx4kQdRmxeeA30DK+BLJOuc5BKpUJkZCReeOEFAEDt2rVLPUGkJWIOekYXOUgmOPiFTqSnp8PZ2RlpaWlwcnLSjMHbuHFj7Nu3T1PopZLl5uYiOztb6jAkY2NjU+KvNgXPMyK1gueGegzepUuXYvr06VKHZzKYg5iDqOwKnhcpKSno06cP4uPjcfDgQbRs2VLqEE2CSqWy+CEbbG1ti+3JzPxDxSl4boSGhiIgIAB9+/bFli1beOt9KfEaiNdAVD75zw1HR0dMmDABP/30EzZt2oRhw4ZJHZ7JYA7STQ5iT149yD/JWoMGDTiIdBlYWVnx9hiiCso/yVpOTo7E0ZgW5iCiilEXeCMjI+Hq6gqVSiV1SCZDLpfDzs5O6jCITJq6wJuZmYnc3Fx+DysDXgMRVUzBSdb4PaxsmIN0wzIH/dKjuLg4TYGXk6wRkaEtW7ZMU+DlJGtEZEgFC7ycZI2IDCk8PFxT4PX398e2bds4Bi8RGcxbb72lKfCuX78egYGBUodEFog9eXVswIABSElJYYGXiCQRHBwMgAVeIjK8wYMHIzo6mgVeIpJEYGAglEolC7xEJIn169ezwEuSY09eHWOBl4ikxgIvEUmBBV4ikhILvEQkJZlMxgIvSY49eXVEPd5T27ZtsX37dsjlcqSnp0scFZkb9TnF8cWoIPU5MXPmTEyZMoX5h/SCOYiKoj4fqlSpgt9//x1169ZlDiKdY/6h4qjPCR8fH/zwww/IzMxEZmamxFGRuWEOouKoz4kvvvgC/fv35zUQ6UVpc5BMMEvpxO3bt1G7dm2pwyALcevWLdSqVUvqMMiIMAeRITEHUX7MP2RIzD9UEHMQGRJzEBXEHESG9LwcxCKvjqhUKty9exeVK1eGTCZ7bvv09HTUrl0bt27dgpOTkwEiNG58P7QV934IIfDo0SN4enpCLudoK/QMc5B+8f3KwxxERWH+MRxLfu+Yf6g4zEHSspT3kzmIilOWHGQpnxdDsaT3s7Q5iMM16IhcLi/XL3pOTk5mfzKWBd8PbUW9H87OzhJFQ8aMOcgw+H4xB1FhzD+GZ6nvHfMPFYU5yDhYwvvJHERFKU8OsoTPiyFZyvtZmhzEn6CIiIiIiIiIiIiITBiLvEREREREREREREQmjEVeiSgUCnz88cdQKBRSh2IU+H5o4/tB+sZzrGz4fhHpDj9P5cf3jqji+DnSLb6fRKXHz4tu8f0sjBOvEREREREREREREZkw9uQlIiIiIiIiIiIiMmEs8hIRERERERERERGZMBZ5iYiIiIiIiIiIiEwYi7xEREREREREREREJoxFXgmsWrUK9erVg52dHby8vHDq1CmpQ6qwefPmQSaTaT2aNWumWZ+ZmYkpU6agWrVqcHR0xNChQ5GYmKi1jfj4ePTv3x8ODg5wc3PD9OnTkZOTo9Xm8OHD6NChAxQKBRo1aoR169YZ4vCe6+jRoxg4cCA8PT0hk8mwa9curfVCCMydOxc1atSAvb09fHx8cPnyZa02ycnJGDlyJJycnODi4oLx48fj8ePHWm1iY2PxyiuvwM7ODrVr18bSpUsLxbJt2zY0a9YMdnZ2aN26Nfbu3avz4yXTZo45qCB+JomMlyXkIDXmIiLjYkn5pzjMS0TSsfQcxPxjAIIMavPmzcLW1lasXbtWnDt3TkyYMEG4uLiIxMREqUOrkI8//li0bNlS3Lt3T/N48OCBZv2kSZNE7dq1RXh4uIiMjBRdunQRL774omZ9Tk6OaNWqlfDx8RHR0dFi7969wtXVVQQFBWnaXLt2TTg4OIhp06aJ8+fPiy+//FJYWVmJffv2GfRYi7J3714xa9YssWPHDgFA7Ny5U2v9J598IpydncWuXbtETEyM8Pf3F/Xr1xcZGRmaNn5+fqJt27bixIkT4q+//hKNGjUSgYGBmvVpaWnC3d1djBw5UsTFxYlNmzYJe3t78c0332jaHDt2TFhZWYmlS5eK8+fPi9mzZwsbGxvxzz//6P09INNgrjmoIH4miYyTpeQgNeYiIuNhafmnOMxLRNJgDmL+MQQWeQ3shRdeEFOmTNE8z83NFZ6enmLx4sUSRlVxH3/8sWjbtm2R61JTU4WNjY3Ytm2bZtmFCxcEABERESGEyPuwy+VykZCQoGnz9ddfCycnJ6FUKoUQQsyYMUO0bNlSa9uvvfaa8PX11fHRVEzBZKVSqYSHh4dYtmyZZllqaqpQKBRi06ZNQgghzp8/LwCI06dPa9r8+eefQiaTiTt37gghhFi9erWoUqWK5v0QQoiZM2eKpk2bap4PHz5c9O/fXyseLy8v8d///lenx0imy1xzUEn4mSQyHpaYg9SYi4ikZcn5pzjMS0SGwxykjflHPzhcgwFlZWUhKioKPj4+mmVyuRw+Pj6IiIiQMDLduHz5Mjw9PdGgQQOMHDkS8fHxAICoqChkZ2drHXezZs1Qp04dzXFHRESgdevWcHd317Tx9fVFeno6zp07p2mTfxvqNsb+3l2/fh0JCQlasTs7O8PLy0vr+F1cXNCpUydNGx8fH8jlcpw8eVLTpmvXrrC1tdW08fX1xaVLl5CSkqJpY4rvERmGueeg0uJnkkgazEHamIuIDIf5p3SYl4j0gzno+Zh/dINFXgN6+PAhcnNztQqZAODu7o6EhASJotINLy8vrFu3Dvv27cPXX3+N69ev45VXXsGjR4+QkJAAW1tbuLi4aL0m/3EnJCQU+b6o15XUJj09HRkZGXo6sopTx1/S//eEhAS4ublprbe2tkbVqlV18h6Z+vlFumHOOags+JkkkgZzkDbmIiLDYf4pHeYlIv1gDno+5h/dsJY6ADIPffv21fy7TZs28PLyQt26dbF161bY29tLGBkREREREREREZF5Y09eA3J1dYWVlRUSExO1licmJsLDw0OiqPTDxcUFTZo0wZUrV+Dh4YGsrCykpqZqtcl/3B4eHkW+L+p1JbVxcnIy6kKyOv6S/r97eHjg/v37WutzcnKQnJysk/fI3M4vKh9LykEl4WeSSBrMQdqYi4gMh/mndJiXiPSDOej5mH90g0VeA7K1tUXHjh0RHh6uWaZSqRAeHg5vb28JI9O9x48f4+rVq6hRowY6duwIGxsbreO+dOkS4uPjNcft7e2Nf/75R+sDGxYWBicnJ7Ro0ULTJv821G2M/b2rX78+PDw8tGJPT0/HyZMntY4/NTUVUVFRmjYHDx6ESqWCl5eXps3Ro0eRnZ2taRMWFoamTZuiSpUqmjam+B6RYVhSDioJP5NE0mAO0sZcRGQ4zD+lw7xEpB/MQc/H/KMjUs/8Zmk2b94sFAqFWLdunTh//ryYOHGicHFxEQkJCVKHViHvv/++OHz4sLh+/bo4duyY8PHxEa6uruL+/ftCCCEmTZok6tSpIw4ePCgiIyOFt7e38Pb21rw+JydHtGrVSvTp00ecPXtW7Nu3T1SvXl0EBQVp2ly7dk04ODiI6dOniwsXLohVq1YJKysrsW/fPoMfb0GPHj0S0dHRIjo6WgAQK1asENHR0eLmzZtCCCE++eQT4eLiIn777TcRGxsrAgICRP369UVGRoZmG35+fqJ9+/bi5MmT4u+//xaNGzcWgYGBmvWpqanC3d1djBo1SsTFxYnNmzcLBwcH8c0332jaHDt2TFhbW4tPP/1UXLhwQXz88cfCxsZG/PPPP4Z7M8iomWsOKoifSSLjZCk5SI25iMh4WFr+KQ7zEpE0mIOYfwyBRd7/b+f+QaL+/wCOv67sjtSEsOgOKyKsxQihf0tDEtIZNUiQSEO2trq4BNkQztVWUIMQ1BJh1BI2hi2nSwRBRsNFf4cUicr3d/oJ/fr2/fYt7XNnjwccePj5vHl/hnsOr3tzGbh48WLavHlzyufzae/evenhw4dZb+mX9fX1pVKplPL5fGpra0t9fX3p6dOnC/+fm5tLp0+fTmvXrk2NjY2pt7c3VavVr9aYnp5OPT09afXq1WndunVpcHAwffr06atrxsfHU2dnZ8rn82nr1q3p6tWrv+Px/tX4+HiKiG9eJ0+eTCmlND8/n86cOZM2bNiQCoVCOnjwYHry5MlXa7x9+zb19/en5ubm1NLSkk6dOpU+fPjw1TWTk5Np//79qVAopLa2tjQyMvLNXm7cuJG2b9+e8vl86ujoSHfu3Fmy56Y+LccG/T+fSahdf0KD/keLoLb8Sf35Hl2C7PzpDdKfpZdLKaXfcWIYAAAAAIDF5zd5AQAAAADqmCEvAAAAAEAdM+QFAAAAAKhjhrwAAAAAAHXMkBcAAAAAoI4Z8gIAAAAA1DFDXgAAAACAOmbICwAAAABQxwx5WXLT09ORy+WiUqn81P25XC5u3bq1qHsC/gz6A2RJg4AsaRCQFf3JhiEvv2xgYCByudzCq7W1NcrlckxNTUVExKZNm6JarcaOHTv+cZ2zZ89GZ2fnb9gxsFzoD5AlDQKypEFAVvSnNhnysijK5XJUq9WoVqtx//79aGhoiCNHjkRExMqVK6NYLEZDQ8Pf3ptSis+fP//O7QLLiP4AWdIgIEsaBGRFf2qPIS+LolAoRLFYjGKxGJ2dnTE0NBQvXryI169ff3NM/8GDB5HL5eLu3buxa9euKBQKMTo6GsPDwzE5ObnwTdC1a9cW1n/z5k309vZGY2NjbNu2LW7fvp3NgwI1R3+ALGkQkCUNArKiP7XHkJdFNzMzE6Ojo9He3h6tra3fvW5oaChGRkbi8ePH0d3dHYODg9HR0bHwTVBfX9/CtcPDw3H8+PGYmpqKw4cPx4kTJ+Ldu3e/43GAOqI/QJY0CMiSBgFZ0Z/a8PfnpuE/Ghsbi+bm5oiImJ2djVKpFGNjY7Fixfe/Rzh37lx0d3cvvG9ubo6GhoYoFovfXDswMBD9/f0REXH+/Pm4cOFCTExMRLlcXuQnAeqN/gBZ0iAgSxoEZEV/ao+TvCyKrq6uqFQqUalUYmJiIg4dOhQ9PT3x/Pnz796ze/fuH15/586dC383NTVFS0tLvHr16pf2DCwP+gNkSYOALGkQkBX9qT2GvCyKpqamaG9vj/b29tizZ09cuXIlZmdn4/Lly/94z49atWrVV+9zuVzMz8//9H6B5UN/gCxpEJAlDQKyoj+1x5CXJZHL5WLFihUxNzf3w/fk8/n48uXLEu4K+BPoD5AlDQKypEFAVvQne36Tl0Xx8ePHePnyZUREvH//Pi5duhQzMzNx9OjRH15jy5Yt8ezZs6hUKrFx48ZYs2ZNFAqFpdoysEzoD5AlDQKypEFAVvSn9jjJy6K4d+9elEqlKJVKsW/fvnj06FHcvHkzDhw48MNrHDt2LMrlcnR1dcX69evj+vXrS7dhYNnQHyBLGgRkSYOArOhP7cmllFLWmwAAAAAA4Oc4yQsAAAAAUMcMeQEAAAAA6pghLwAAAABAHTPkBQAAAACoY4a8AAAAAAB1zJAXAAAAAKCOGfICAAAAANQxQ14AAAAAgDpmyAsAAAAAUMcMeQEAAAAA6pghLwAAAABAHfsLlx9QgI+XKaEAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_, axs = plt.subplots(nrows=1, ncols = len(coordinatizators), figsize=(18,2))\n", + "for i,axc in enumerate(zip(axs,coordinatizators)):\n", + " ax, c = axc\n", + " plot_diagrams(c._dgms,ax=ax)\n", + " ax.title.set_text(\"cluster \" + str(i))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, we compute circular coordinates for each cluster, using the most persistent class, and order some images of each cluster according to the circle-valued map." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# get circular coordinates for each cluster\n", + "perc = 0.1\n", + "circular_coords = [\n", + " coordinatizator.get_coordinates(perc=perc, cocycle_idx=0, standard_range=False)\n", + " for coordinatizator in coordinatizators\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_images_to_plot = 15\n", + "n_clusters = max(clusters) + 1\n", + "\n", + "def representative_point_at_index(circular_coordinate, index_in_circle, n_bins_circle):\n", + " return np.argmin(\n", + " np.abs(circular_coordinate - (index_in_circle / n_bins_circle) * 2 * np.pi)\n", + " )\n", + "\n", + "f, axs = plt.subplots(n_clusters, n_images_to_plot, figsize=(20, 10))\n", + "for i in range(n_clusters):\n", + " for j in range(n_images_to_plot):\n", + " coordinates = circular_coords[i]\n", + " index = representative_point_at_index(coordinates, j, n_images_to_plot)\n", + " axs[i, j].imshow([img for c,img in zip(clusters,imgs) if c==i][index], cmap=\"gray\")\n", + " axs[i, j].axis(\"Off\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.0" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "087e6391ed1cd4684da4d47dd76868e5fa890f509da77f6f7afb76c04058243b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/_sources/notebooks/complexProjectiveOnGenusTwoSurface.ipynb.txt b/_sources/notebooks/complexProjectiveOnGenusTwoSurface.ipynb.txt new file mode 100644 index 0000000..b2288ba --- /dev/null +++ b/_sources/notebooks/complexProjectiveOnGenusTwoSurface.ipynb.txt @@ -0,0 +1,128 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Complex projective coordinates on surface of genus two\n", + "\n", + "We use complex projective coordinate to parametrize the two-dimensional void of a surface of genus two." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from dreimac import GeometryExamples, PlotUtils, ComplexProjectiveCoords, ProjectiveMapUtils, GeometryUtils" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = GeometryExamples.genus_two_surface()\n", + "\n", + "fig = plt.figure(figsize=(4,4))\n", + "ax = fig.add_subplot(projection=\"3d\")\n", + "ax.scatter(X[:,0], X[:,1], X[:,2], s=0.1)\n", + "PlotUtils.set_axes_equal(ax) ; plt.axis(\"off\") ; fig.subplots_adjust(top=1, bottom=0, left=0, right=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "dist_mat, pointcloud_permutation = GeometryUtils.landmark_geodesic_distance(X, 400, 10)\n", + "cpc = ComplexProjectiveCoords(dist_mat, n_landmarks=400, distance_matrix=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "coords = cpc.get_coordinates(perc=0.9, proj_dim=1)\n", + "coords_R3 = ProjectiveMapUtils.hopf_map(coords)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next is the original pointcloud colored by the $z$-coordinate of the sphere coordinates obstained with complex projective coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8,4))\n", + "ax = fig.add_subplot(projection=\"3d\")\n", + "Y = X[pointcloud_permutation]\n", + "ax.scatter(Y[:,0], Y[:,1], Y[:,2], s=5, c=coords_R3[:,2])\n", + "PlotUtils.set_axes_equal(ax) ; plt.axis(\"off\") ; fig.subplots_adjust(top=1, bottom=0, left=0, right=1)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "087e6391ed1cd4684da4d47dd76868e5fa890f509da77f6f7afb76c04058243b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/_sources/notebooks/genusTwoSurface.ipynb.txt b/_sources/notebooks/genusTwoSurface.ipynb.txt new file mode 100644 index 0000000..d06af5a --- /dev/null +++ b/_sources/notebooks/genusTwoSurface.ipynb.txt @@ -0,0 +1,280 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Toroidal coordinates on surface of genus two\n", + "\n", + "An example of how, in the presence of more than one prominent circular feature in the data, the toroidal coordinates algorithm returns circle-valued maps that are geometrically less correlated and easier to interpret than the ones returned by running the circular coordinates algorithm on each individual class." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from dreimac import CircularCoords, ToroidalCoords, GeometryExamples, PlotUtils, CircleMapUtils\n", + "from persim import plot_diagrams" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We start by displaying the data, which consists of a pointcloud in 3D." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = GeometryExamples.genus_two_surface()\n", + "\n", + "fig = plt.figure(figsize=(4,4))\n", + "ax = fig.add_subplot(projection=\"3d\")\n", + "ax.scatter(X[:,0], X[:,1], X[:,2], s=0.1)\n", + "PlotUtils.set_axes_equal(ax) ; plt.axis(\"off\") ; fig.subplots_adjust(top=1, bottom=0, left=0, right=1)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compute and display the Rips persistent cohomology." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_landmarks = 750\n", + "\n", + "tc = ToroidalCoords(X, n_landmarks=n_landmarks)\n", + "plot_diagrams(tc._dgms)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now construct two sets of four circle-valued maps. For the first set, we use the toroidal coordinates with input the four most prominent persistent cohomology classes; for the second, we run the circular coordinates algorithm on each of the four individual classes." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "cohomology_classes = [0, 1, 2, 3]\n", + "toroidal_coords = tc.get_coordinates(cocycle_idxs=cohomology_classes)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We display the circle-valued representations obtained with toroidal coordinates using two different colorings." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(9,4))\n", + "fig.suptitle(\"Toroidal coordinates with cyclic colormap\", fontsize=20)\n", + "for i, coordinate in enumerate(toroidal_coords):\n", + " plt.subplot(1, len(toroidal_coords), i + 1)\n", + " plt.scatter(X[:, 1], X[:, 0], s=20, c=CircleMapUtils.to_sinebow(CircleMapUtils.center(coordinate)))\n", + " plt.title(\"toroidal\\ncoordinate \" + str(i+1))\n", + " plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(9, 4))\n", + "fig.suptitle(\"Toroidal coordinates with levelset colormap\", fontsize=20)\n", + "for i, coordinate in enumerate(toroidal_coords):\n", + " plt.subplot(1, len(toroidal_coords), i + 1)\n", + " plt.scatter(\n", + " X[:, 1],\n", + " X[:, 0],\n", + " s=2,\n", + " c=CircleMapUtils.levelset_coloring(CircleMapUtils.center(coordinate)),\n", + " )\n", + " plt.title(\"toroidal\\ncoordinate \" + str(i + 1))\n", + " plt.gca().set_aspect(\"equal\")\n", + " _ = plt.axis(\"off\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "cc = CircularCoords(X, n_landmarks=n_landmarks)\n", + "circular_coords1 = cc.get_coordinates(cocycle_idx=cohomology_classes[0])\n", + "circular_coords2 = cc.get_coordinates(cocycle_idx=cohomology_classes[1])\n", + "circular_coords3 = cc.get_coordinates(cocycle_idx=cohomology_classes[2])\n", + "circular_coords4 = cc.get_coordinates(cocycle_idx=cohomology_classes[3])\n", + "circular_coords = [ circular_coords1, circular_coords2, circular_coords3, circular_coords4 ]" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We display the circle-valued representations obtained with circular coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(9,4))\n", + "fig.suptitle(\"Circular coordinates with cyclic colormap\", fontsize=20)\n", + "for i, coordinate in enumerate(circular_coords):\n", + " plt.subplot(1, len(toroidal_coords), i + 1)\n", + " plt.scatter(X[:, 1], X[:, 0], s=2, c=CircleMapUtils.to_sinebow(coordinate))\n", + " plt.title(\"circular\\ncoordinate \" + str(i+1))\n", + " plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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XKlg9WQQ+DxurNB955JG9luE4jgwbNkwAGTZs2CZPeWwtpXljuPzyywWQyZMn93i+8IP8+uuvf+7riGx+u+WVGNM0e+yg8xx11FECiGEY3TqliRMn+p1db+4+lmXJhAkTfGWoq2Jf2O7nn39+r/XIZDJSVlYm4Fk4ehvArF69utPU6OYozYMHD+51ILJw4cLNfp/mzZvnl9GTYrSxst3a2iolJSUCyO23397nNe+66y7/uRdaqm+66Sb/GX0R/M///I8vR4Wymk6nJRqNCiCzZs3yf3d1CcrL2hlnnNGt7C9Kaf7www97TOO6rm+hPPXUU/stsyf6Upq3xPMUEX8Q0pvbhUiHG8eYMWO6nTv//PMFkH322adPg0FjY6OEw2EB5N577+10rq9+96GHHvLP9TQ46YsHH3xQAIlEIv1a+/fbb78eBxYiW1ZpzrvJKaV6HEj3Rf79APp0+ymcfcq7NBTS1zd5a/bXXdP2NMOUp/Cd6+p6lSeZTPozPFdccUWf1+2N+vp60XVdAHniiSe6ne86O74x35gTTjjhc9Xly8AOvxCwtbXV/x2Px7fqtb/zne/0em7evHn+gqqLLrqIRCKxtaq1WTQ2NrJ06VI+/vhjFixYwIIFCygtLQXgk08+wbKsXvMOHz6cQw89dLOuvzntZts2r732GgDHHHMMw4cP7zXtRRdd5OcpXHi2bt06Pv30UwC++c1vUlRU1GN+wzD8BW2NjY3MnTu312v1JSdz5szxFz2dc845vS7gGjZsGMccc0yv5WwKp59+OuFwuMdz48eP99u8r0U9eTKZDKtWreKTTz7x5UUKFih9+OGHn7uer732Gs3NzX6d++KrX/0qAJZlMWfOHP/44MGDAe8Z/etf//rcdemNfFhL27aZNWuWf/zdd98llUpRUlLCAQccwAEHHAB0jqVdU1Pjy9rW2vp8ypQp7L777j2eU0rxla98Bdi4Z7+pbInnCR3vU21tLTNmzOiWd9WqVbz55psAnHXWWd3OP/vsswB84xvf6HPBZGlpKVOmTAFg9uzZfda3kLzMgRcKdVP497//DXhyVVVV1WfafBttSt02Fdd1eeGFFwBPRvPysbG8/PLLgNeWp512Wq/pLrzwwm55Noat3V93pevi3ULy75lSim9961s9polGo4wbNw7YuHfOsizWrFnDp59+6ve369ato6KiAui/v93Yb8yrr74aLArshR1eaS58Sdrb27fqtXv7+ACdVsRuriL5RTN//nzOP/98Bg8eTHl5OWPHjmXy5MlMmTKFKVOm+NFAXNftM0pBX+2xsWxOuy1btsyPorL//vv3mbbw/IIFC3r8/XnL6Epf7TJ//nz/97777tvn9fbbb78+z28s/UWXKSsrAzoPSAtpb2/n5ptvZo899iAejzNy5EgmTZrky0vhh7W/yCt9URi9YPDgwT1GiMj/mzx5sp92w4YN/u+TTjrJH/SdeuqpHHnkkdx6663MmTNni3wU9t57b3+QUagQ538fcsgh6LruK8WFafIDPKDHmPJfBP09+/LycqD3Z785bInnCd4zzff7Dz30ULfrPPLII/7ArasCtHLlSj82/y9+8Ys+66CU8uvctQ59ccghhzBmzBgALr/8cvbbbz9uvvlm3nzzzT4jOEBHG02fPr3fut1yyy2bXLdNZfny5X6Eos/zHcv3i3vttRemafaabuDAgf7Oln31pb2VD1unv+7Krrvu2uu5fL9TWVnp96l9pevtnbMsizvvvJMDDjiARCLB8OHD2W233fz+dsqUKdTU1AD997cb+41pb2//QgbOOwM7vNKcH2EBVFdXb9Vr9/UiFApvoeVhe+O+++5jr7324v7779+ozjeVSvV6rq/22Fg2p90aGhr83wMGDOgz7aBBg3rMtyXK6Epf7bIp1xs4cGCf5zeWWCzW53lN87qFnpTKFStWMGXKFK655ho++uijfhXPvuSlP/Ifgk0lP3ACr3/497//zdChQxERXnnlFX7yk5+wzz77UF5ezmmnncZzzz33uetoGAYHH3ww0LNCnFeW8/9//fXXcV23U5qqqiomTZr0ueuwKWzOs99ctsTzBM86d+qppwJe2Lqu5/OK9F577dVtkLCl6tAXpmny7LPPMnHiRADee+89rrnmGg455BBKS0s57rjjePjhh3ts489Tv815x/pjc79j+f6tv74NOvrTvvrS3srfmGtsif66K329T/l3aXPeuYaGBg488EAuvfRS3nnnnX4HXf3JwqZ8YzblOXyZ2OE3N9ljjz38331NuXwR6Lq+Va+3pVm4cCE/+MEPsG2bAQMG8NOf/pQjjzySUaNGUVRU5FsG/va3v3HBBRcA9LnF+PbUHpsTG3pLlgEb3y5b6npfJN/73vdYvny5H2/529/+NhMnTvTjyCqlcF3Xv+e+5KU/Cj8ic+fO7dNSVciwYcM6/X3ooYeyZMkSnnzySaZNm8brr7/OmjVraGlp4emnn+bpp5/m2GOP5amnnur3A9cThx9+ONOnT2fOnDm0tbURDof9KfO8srz//vsTiURobGzko48+Ys899/SV5vw0+87Olnqe4FmQH3zwQdrb2/nXv/7FmWeeCcDHH3/sz970NM1eWIfrrruOM844Y6PqsKmuf7vtthvz58/n2Wef5dlnn+X1119nyZIlpFIppk+fzvTp0/njH//ItGnTOiky+fp9/etf5/e///0mXXN7Zmv0bVu7v94a/PjHP/bdk0455RTOP/98dt99dwYMGODHgAcYMWIEq1ev7re/3RG+Mds7O7zSPGnSJCorK6mrq+ONN96gpaWF4uLibV0tKisr/d/r16/f6A1X8uRHn4BvmeqJzXFJeeCBB7BtG13X+9xFcWuOODen3fJTy9D/rEOhVb0w35YoY1MotGpUV1f3Od23tWdSurJw4ULfb/eaa67hN7/5TY/ptpS8FM4iVVVV9ag8bSyRSITvfOc7viK1fPlynn/+eW6//XY+++wzpk+fzrXXXsutt966yWV39WsuKioimUxSUlLiu6qEw2EOOOAAXn31VV599VWGDRvGxx9/DGw9f+ZtzZZ8nl/72tcYOHAg1dXVPPTQQ77SnLcya5rWo79pYR1M0+zkBrKl0XWdU045hVNOOQXw+rMXX3yRO++8kzlz5jBnzhy+//3v8/TTT3eq37p168hms19o3TaWrv3xplJeXs769es3qu/K96eb0pdu7f56a9LS0sKjjz4KeAPAf/zjH72m7W9zpzyb8o3ZEdpoW7DDu2copTjnnHMAT4H861//uo1r5LHXXnv5v19//fVNzl/oq93XC/HZZ59tctl58h/tPfbYo0/ldHN3xtoUNqfdxowZ41sK33nnnT7Tvvvuu/7vwo9T4e/PW8amkF9oBN40bl/0d/6LJi8vQK8LW6B/edlYa0ehb3R+YdeWYvTo0Vx66aW89957vvL22GOPfa6y9t13X98S+eqrr/oW5Lw/c55Cv+bXX3/dtwp9Xn/mHc1qtCWfp67rvlL80ksvUV9fj4jwyCOPAHDEEUcwZMiQbvnGjBlDSUnJFqnDpjJ48GDOO+88Zs+e7fdzzz33XKcp9Xwbvf/++/1OxffFlpKN0aNH+z63n+c7lu8X586di23bvaarqanxdzHclL50a/fXW5PFixf7C+/76m8XLly4UTvcwsZ/Y2KxmO+XH9CZHV5pBrjiiit8Zem6665j4cKFG5XPdd0eF5JsCfbYYw8/esNf//rXjRbqPKNHj/Z/96WE5D8Sn4d8J9aXtXr9+vX+iu6twea0m2EYvgIyY8aMPreDzg+uDMPoZOkbMmSI74v42GOP9Xp9x3H8bVXLyso6Kfubwt577+1bm//+97/3Or22du1aXnrppc91jS1F4UevL5m55557+iwnEon4v/vauvqoo47y3+s///nPm+Xq0RvFxcX+4pjPu2jRMAwOOuggAN+SDN0tyIV+zTNnzgQ8y+Ln/YDn23FTt//eVmzp55mfNbAsi8cee4y33nrL3465twgIuq5z/PHHA56ynY+8sDUxTbPT7ER+oR14ixzB28Z5UyNvFLKlZEPTNE444QTA88Hvb8vnrhx11FEANDU18dRTT/Wa7r777vPlIZ9nY9ja/fXWZEv1t4Vs7Dfm8MMP367cVLYndgqleejQodxxxx2AJ1yHHXZYp5XpPfHJJ59w3HHH8Yc//OELqZOmafz0pz8FYM2aNZx99tm9Wg5c12XdunWdjk2ePNmfHrnjjjt67Pwee+wxHn/88c9dx3yom8WLF/PWW291O59MJjnrrLO+0IUmXdncdvvhD38IQDab5YILLugxRN7f/vY3v3M47bTTui1wyZdRW1vLZZdd1uO1b7zxRj755BPAC1/XWwi3/giHw34opHnz5vUoj7Ztc9FFF22W5WlLkJcXwP8AdeXuu+/uN7RbYXsvXbq013SlpaVceumlALz11ltcccUVfboqVVdXd5tpmj59ep/Tys3Nzb4FqnCguqnkFeI5c+b4FsyuSvP+++9POBymsbHRn2r96le/+rmtgvl2rKmp+UKiXWxptsTzLGTffff1ZfKhhx7i4YcfBjyF8Rvf+Eav+X7xi1+g6zqu63L66af3Obh2HIeHHnqozzRdeeONN1iyZEmv57PZrP99SiQSnULLnXPOOb7R4KqrrurXujtr1qwev3V52ejr/dpYrrrqKjRNQ0T49re/3WdbdD133nnn+QOlK6+8krVr13bL8+GHH/Lb3/4W8L7leXeWjWVr9tdbk7Fjx/p9w9SpU3tUdp999llf99kYNvYbc8kll3zOWn8J2Aaxob8wCrf6BOSYY46RO++8U2bOnNlp68kTTjjBDwa+xx57dCuHPgKpb8puZl23g951113ltttuk1mzZsncuXNl2rRpct1118m4ceN6vNYvfvELP+9BBx0kzzzzjMydO1deeOEFOf/880XTNH9LZD7H5ibvvvuuf660tFRuuukmee211+Sdd96Ru+66S8aNGyeAHHzwwX3e85YMpC+y+e12xhln+Hn32msv+cc//iHvv/++zJgxQy644IJN3kb7yCOPlCeeeMLfwvu0007zz23Mtqz90dTU5G/oAsiZZ57pb7v7yCOP+Fuc5rfT7u05bOzmJj3JSSG9PU/XdWXy5Ml+Od/85jfl2Weflffff1+eeeYZOf3007vJS0/Pp6WlxQ/ov9dee8lLL70kixYtksWLF8vixYs77cyXTqdl//3398vbY4895I477pBZs2bJBx98IDNnzpTbb79dTj75ZAmFQrL33nt3utY555wjpmnK8ccfL7fddpu/De1rr70md955p78xAiC33nprn+3SF7NmzerU95SUlPS4G2L+GeX/9bWBTH99zYwZM/zzZ511lsyePdtvw8WLF3dKu7Hv6KZsmNITG7ON9uY8z67ktypXSvkbp5x++un91vPWW2/t9Kx++tOfygsvvCBz586Vt956Sx5++GH50Y9+5O9M2HU3yb7ep+uvv140TZPDDjtMfv/738uLL74oc+bMkVmzZsnf/vY3f1MSQH784x93q9vs2bP9TVV0XZfvfOc7/rbQ7777rvzrX/+S6667TqZMmSL0slHMtdde61/j5ptvlnnz5vly0VOf1x+//vWvO30rrr32Wnn55Zflgw8+kFdeeUVuvfVWOfTQQ/vdRnvgwIFy6623yjvvvCNvvvmm3Hjjjf6Os1tqG+0vur/e2LQb+y711W+fcMIJ/rWOOuooefLJJ+X999+XadOmyQUXXCC6rsu4ceOkqqqq1/e7sB/Jf0MKvzH//Oc/O8nkiSee2G8bfJnZqZRmEZEnn3zS34a0v3+TJk3qcbvMLaU0i4i0t7f7ykRf/3q6Vnt7uxxwwAG95jn88MNlwYIFn1tpFhG58cYb+6zXlVde2e89b2mlOX/vn7fdUqmUnHrqqX3mGzJkSLfd2Qqpr6/vpPz19G/ixImyYsWKHvNv6k6MCxYskEGDBvV6rXPPPbff5/BFK80iIh988IG/g2FP/6ZMmSLr1q3r8/mIiFx99dW9ltFV2Wppaen04evr3xFHHNEpb/7D1d+/H/zgB922uN4Ustmsv10w9L6jVqFcADJv3rxey+zveTuO02f/UMj2ojSLbN7z7MrixYu75Xn66ac3qq733ntvp2fW279QKNRtENKf0rwx93byySf3unX77NmzZfjw4RtVztSpU7vlX7NmjZSXl/eYvqf+YWO46aabxDCMPuvSW9k33XSTvxV3T//C4XCP95Gnv/5ka/bXW1NpXrVqlYwYMaLXexoxYoR8/PHHfb7fhf3I3Llz5Stf+Uqv5R188MG97qoY4LFTuGcUctppp7Fo0SIeeughvvvd7zJ+/HjKysowDIPy8nL22msv/uu//ouZM2cyf/78LbbLWm/EYjEef/xxZs6cyfe+9z1Gjx5NNBolFAoxfPhwTjzxRP7yl79w5ZVX9ph35syZ3HTTTUyZMoVoNOr7YN5xxx28/PLLm70L4nXXXcfzzz/PMcccQ1lZGaFQiGHDhnHaaafx0ksv+QH0tzab026RSISnnnqKf//735x22mkMGTKEUChEWVkZ+++/PzfffDOLFi1izz337PX65eXlvP766zz44IMcd9xxDBw4ENM0qaio4PDDD+eOO+5g3rx5jBw5covc76RJk/j444+5+uqrGTduHOFwmMrKSo444ggefvjhzfJv3JLsueeezJs3jx/84AeMHDkS0zQpLy9nv/3245ZbbuHdd9/dqHiuv/vd7/i///s/Dj30UMrLy/v0nysqKuLJJ5/kjTfe4MILL2T8+PEUFRX57/S+++7LD3/4Q6ZNm9Zth7hbb72Vf/zjH5x//vnss88+DB06lFAoRDQaZdddd+Wcc87hjTfe4O677+4UsWZTMU2TAw880P+7t4gYhcfLy8s3a0MgTdN46aWX+OUvf8kee+xBIpHYIRYHbs7z7MrYsWM7bfpTVlbm+yz3x0UXXcSyZcu48cYbOfjgg6msrMQwDOLxOLvuuivf+MY3uOeee1i7di1jx47d6Pu76qqrePLJJ7nkkks44IADGDFiBJFIhEgkwqhRo/jmN7/Jc889xzPPPEM0Gu2xjAMOOIDFixdzzz33cMIJJ/h9WCQSYfjw4RxzzDHcdNNNLFy4kLPPPrtb/qFDh/Luu+9ywQUXMHbs2E7rCD4v11xzDZ988gmXX345kydPpri4GMMwqKqq4rDDDuM3v/kNf//733vN+8EHH3DRRRexyy67EI1GicfjTJw4kR//+Me93sfGsrX7663F8OHDmTt3Lj/96U/ZddddCYfDlJSUsMcee3D99dczb948dtttt40ur6ysjLfeeoubb76ZPffck6KiIhKJBPvuuy+33347r732Wq+7KgZ4KJEvYHVNQEBAQEBAQEDANuWBBx7w180sX77c33kx4POx01maAwICAgICAgICArY0gdIcEBAQEBAQEBAQ0A+B0hwQEBAQEBAQEBDQD4HS/AWzYsUKlFK9xrUt5Nxzz/3c/kajRo3i3HPP/Vx5AwI2lUCuA3ZGArkO2Jl54okn+k0TyHXf7PRK81tvvcUNN9zQadelgIAdnUCuA3ZGArkO2BkJ5Hrn4UuhNN94443bTFhHjhxJKpXie9/73ja5fsDOSSDXATsjgVwH7IxsS7k+99xzcV2XVCrFFVdcsdWvv7Ox0yvNWxoR2aRtpZVSRCKRYB/3gO2aQK4DdkYCuQ7YGQnketuxUyvNN9xwAz/96U8BGD16NEoplFKsWLEC27b59a9/zS677EI4HGbUqFFcc801ZDKZTmWMGjWK//f//h/Tp09nn332IRqN8pe//AWAZcuWccYZZ1BeXk4sFuOAAw7g+eef75S/Nx+5Z555hsmTJxOJRJg8eTJPP/10j/dwyy23cNBBB1FRUUE0GmXvvffeKL+kgJ2XQK4DdkYCuQ7YGQnkeufC2NYV+CI57bTT+Oyzz3jkkUe49dZbqaysBKCqqooLL7yQqVOncvrpp3PllVfyzjvvcPPNN/Ppp592E5xFixZx5pln8v3vf5+LLrqI8ePHU11dzUEHHUQymeSyyy6joqKCqVOnctJJJ/HEE09w6qmn9lqvl156iW984xvstttu3HzzzdTX13PeeecxbNiwbmn/9Kc/cdJJJ/Gd73yHbDbLP//5T8444wyee+45TjjhhC3bYAE7BIFcB+yMBHIdsDMSyPVOxrbcw3tr8Ic//EEAWb58uX9s3rx5AsiFF17YKe1VV10lgMycOdM/lt/T/cUXX+yU9vLLLxdA3njjDf9Ya2urjB49WkaNGiWO44iIyPLlywWQ+++/30+35557yuDBg6Wpqck/9tJLL/W4T30ymez0dzablcmTJ8uRRx7Z6fjIkSN73Hc+YOckkOuAnZFArgN2RgK53nnYqd0zemPatGkA/OQnP+l0/MorrwToNrUxevRojj322G5l7LfffhxyyCH+sUQiwcUXX8yKFSv45JNPerz2+vXrmTdvHueccw4lJSX+8aOPPrrHPeSj0aj/u7GxkebmZg499FDmzp27Mbca8CUikOuAnZFArgN2RgK53jH5UirNK1euRNM0xo4d2+n4oEGDKC0tZeXKlZ2Ojx49uscyxo8f3+34xIkT/fO9XRtg3Lhx3c71VN5zzz3HAQccQCQSoby8nKqqKu6++26am5t7ubuALyuBXAfsjARyHbAzEsj1jsmXUmnOo5TaqHSFo6ytyRtvvMFJJ51EJBLhrrvuYtq0acyYMYOzzjoLEdkmdQrY/gnkOmBnJJDrgJ2RQK53LHbqhYDQs0COHDkS13VZvHixPyIDqK6upqmpiZEjR/Zb7siRI1m0aFG34wsXLvTP95YPYPHixd3OdS3vySefJBKJMH36dMLhsH/8/vvv77d+ATs3gVwH7IwEch2wMxLI9c7DTm9pjsfjAJ2Cih9//PEA3HbbbZ3S/vGPfwTYqNWgxx9/PO+++y6zZ8/2j7W3t3PvvfcyatSoHv2CAAYPHsyee+7J1KlTO01tzJgxo5v/ka7rKKVwHMc/tmLFCp555pl+6xewcxPIdcDOSCDXATsjgVzvPOz0lua9994bgGuvvZZvf/vbmKbJiSeeyDnnnMO9995LU1MThx12GO+++y5Tp07llFNO4Ygjjui33J///Oc88sgjfP3rX+eyyy6jvLycqVOnsnz5cp588kk0rffxyM0338wJJ5zAIYccwvnnn09DQwO33347kyZNoq2tzU93wgkn8Mc//pHjjjuOs846i5qaGu68807Gjh3LRx99tPmNE7DDEsh1wM5IINcBOyOBXO9EbNvgHVuHX//61zJ06FDRNM0P+2JZltx4440yevRoMU1Thg8fLr/4xS8knU53yjty5Eg54YQTeix36dKlcvrpp0tpaalEIhHZb7/95LnnnuuUpqdQLyIiTz75pEycOFHC4bDstttu8tRTT8k555zTLdTLfffdJ+PGjZNwOCwTJkyQ+++/X66//nrp+ui+DKFeAjoTyHXAzkgg1wE7I4Fc7xwokS+hJ3dAQEBAQEBAQEDAJrDT+zQHBAQEBAQEBAQEbC6B0hwQEBAQEBAQEBDQD4HSHBAQEBAQEBAQENAPgdIcEBAQEBAQEBAQ0A+B0hwQEBAQEBAQEBDQD4HSHBAQEBAQEBAQENAPgdL8Objhhhu6bYs5atQozj333G1ToYCALUAg1wE7I4FcB+yMBHK9bQiU5h2Ihx9+uNuWm1uCRYsWccUVV3DQQQcRiURQSrFixYotfp2AgJ74ouT6qaee4lvf+hZjxowhFosxfvx4rrzyyk5b2QYEfFF8UXL99NNPc+yxxzJkyBDC4TDDhg3j9NNPZ8GCBVv8WgEBXfmi5LorRx99NEopLr300i/8WpvCTr+N9tZi0aJFfW5ZuSV4+OGHWbBgAZdffvkWLXf27Nn8+c9/ZrfddmPixInMmzdvi5YfsOOyI8v1xRdfzJAhQ/jud7/LiBEjmD9/PnfccQfTpk1j7ty5RKPRLXq9gB2HHVmu58+fT1lZGT/+8Y+prKxkw4YN/O1vf2O//fZj9uzZ7LHHHlv0egE7DjuyXBfy1FNPMXv27C+s/M0hUJp7wLZtXNclFAptdJ5wOPwF1uiL5aSTTqKpqYmioiJuueWWQGneSfmyyfUTTzzB4Ycf3unY3nvvzTnnnMNDDz3EhRdeuG0qFrBF+bLJ9XXXXdft2IUXXsiwYcO4++67ueeee7ZBrQK2NF82uc6TTqe58sor+dnPftajrG9rtjv3jLVr13LBBRf4U0+jR4/mkksuIZvN+mmWLVvGGWecQXl5ObFYjAMOOIDnn3++W1k1NTVccMEFDBw4kEgkwh577MHUqVM7pVmxYgVKKW655RZuu+02dtllF8LhMJ988gkAs2bNYt999yUSibDLLrvwl7/8pcd6d/UleuCBB1BK8eabb/KTn/yEqqoq4vE4p556KrW1tZ3y/utf/+KEE07w73mXXXbh17/+NY7j+GkOP/xwnn/+eVauXIlSCqUUo0aN8s9nMhmuv/56xo4dSzgcZvjw4Vx99dVkMpl+27y8vJyioqJ+0wV8fgK53vpy3VVhBjj11FMB+PTTT/vNH9A/gVxvfbnuiQEDBhCLxQLXoy1EINfbTq5///vf47ouV1111Ubn2ZpsV5bmdevWsd9++9HU1MTFF1/MhAkTWLt2LU888QTJZJJQKER1dTUHHXQQyWSSyy67jIqKCqZOncpJJ53EE0884X8UU6kUhx9+OEuWLOHSSy9l9OjRPP7445x77rk0NTXx4x//uNO177//ftLpNBdffDHhcJjy8nLmz5/PMcccQ1VVFTfccAO2bXP99dczcODAjb6nH/3oR5SVlXH99dezYsUKbrvtNi699FIeffRRP80DDzxAIpHgJz/5CYlEgpkzZ3LdddfR0tLCH/7wBwCuvfZampubWbNmDbfeeisAiUQCANd1Oemkk5g1axYXX3wxEydOZP78+dx666189tlnPPPMM5vzWAI2k0Cutx+53rBhAwCVlZWbnDegM4Fcb1u5bmpqwrIsNmzYwG233UZLSwtf+9rXNvpeA3omkOttJ9erVq3id7/7HX/729+2X/c52Y44++yzRdM0ee+997qdc11XREQuv/xyAeSNN97wz7W2tsro0aNl1KhR4jiOiIjcdtttAsg//vEPP102m5UDDzxQEomEtLS0iIjI8uXLBZDi4mKpqanpdM1TTjlFIpGIrFy50j/2ySefiK7r0rXpRo4cKeecc47/9/333y+AHHXUUX7dRUSuuOIK0XVdmpqa/GPJZLLb/X7/+9+XWCwm6XTaP3bCCSfIyJEju6X9+9//LpqmdWoTEZF77rlHAHnzzTe75emNP/zhDwLI8uXLNzpPQN8Ect3BtpLrPBdccIHoui6fffbZJucN6Ewg1x1sC7keP368AAJIIpGQX/7yl357Bnx+ArnuYGvL9emnny4HHXSQ/zcgP/zhD/vNtzXZbtwzXNflmWee4cQTT2Sfffbpdj4fWmXatGnst99+HHLIIf65RCLBxRdfzIoVK/zpjGnTpjFo0CDOPPNMP51pmlx22WW0tbXx2muvdSr/G9/4BlVVVf7fjuMwffp0TjnlFEaMGOEfnzhxIscee+xG39fFF1/cKSzMoYceiuM4rFy50j9WOKJqbW2lrq6OQw89lGQyycKFC/u9xuOPP87EiROZMGECdXV1/r8jjzwSgFdeeWWj6xuwZQnk2mN7kOuHH36Y++67jyuvvJJx48ZtUt6AzgRy7bEt5fr+++/nxRdf5K677mLixImkUqlOU+kBm04g1x7bQq5feeUVnnzyya0SmWNz2G7cM2pra2lpaWHy5Ml9plu5ciX7779/t+MTJ070z0+ePJmVK1cybty4bitJC9MVMnr06G71SaVSPX5cx48fz7Rp0/q/Kegk6ABlZWUANDY2+sc+/vhjfvnLXzJz5kxaWlo6pW9ubu73GosXL+bTTz/t9LIVUlNTs1F1DdjyBHK9fcj1G2+8wQUXXMCxxx7LTTfdtNH5AnomkOttL9cHHnig//vb3/6231a33HLLRuUP6E4g19tGrm3b5rLLLuN73/se++67b7/X2pZsN0rztuaL8p/Rdb3H4yICeH5phx12GMXFxfzqV79il112IRKJMHfuXH72s5/hum6/13BdlylTpvDHP/6xx/PDhw///DcQsEMTyDV8+OGHnHTSSUyePJknnngCwwi6vR2dQK47U1ZWxpFHHslDDz0UKM07MF9WuX7wwQdZtGgRf/nLX7rtEdHa2sqKFSv8xa7bmu3m61FVVUVxcXG/AdpHjhzJokWLuh3PTx+MHDnS//9HH32E67qdRnld0/VVn2g0yuLFi7ud6+n6n5dXX32V+vp6nnrqKb761a/6x5cvX94tbdfdf/LssssufPjhh3zta1/rNU3AtiGQ620r10uXLuW4445jwIABTJs2zV+0ErB5BHK9/fXXqVRqoyyCAb0TyPW2ketVq1ZhWRYHH3xwt3MPPvggDz74IE8//TSnnHLKJpX7RbDd+DRrmsYpp5zCs88+y/vvv9/tfH5EdPzxx/Puu+92Cnzd3t7Ovffey6hRo9htt938dBs2bOi0OtS2bW6//XYSiQSHHXZYn/XRdZ1jjz2WZ555hlWrVvnHP/30U6ZPn75Z99r1OoX3B5DNZrnrrru6pY3H4z12it/85jdZu3Yt//d//9ftXCqVor29fYvVN2DTCOR628n1hg0bOOaYY9A0jenTp/c6bRiw6QRyve3kuqdp7hUrVvCf//ynRz/cgI0nkOttI9ff/va3efrpp7v9A68Nn3766R7dYbYF242lGeC3v/0tL730EocddpgfsmT9+vU8/vjjzJo1i9LSUn7+85/zyCOP8PWvf53LLruM8vJypk6dyvLly3nyySf90dzFF1/MX/7yF84991zmzJnDqFGjeOKJJ3jzzTe57bbbNiou8Y033siLL77IoYceyn/913/5wj5p0iQ++uijLXLPBx10EGVlZZxzzjlcdtllKKX4+9//3kl48+y99948+uij/OQnP2HfffclkUhw4okn8r3vfY/HHnuMH/zgB7zyyiscfPDBOI7DwoULeeyxx5g+fXqfnWlzczO33347AG+++SYAd9xxB6WlpZSWlm5321juaARyvW3k+rjjjmPZsmVcffXVzJo1i1mzZvnnBg4cyNFHH71F7vXLSiDX20aup0yZwte+9jX23HNPysrKWLx4Mffddx+WZfG73/1ui9znl5lArre+XE+YMIEJEyb0eG706NHbhYXZZ+sH7OiblStXytlnny1VVVUSDodlzJgx8sMf/lAymYyfZunSpXL66adLaWmpRCIR2W+//eS5557rVlZ1dbWcd955UllZKaFQSKZMmSL3339/pzT5UC9/+MMfeqzPa6+9JnvvvbeEQiEZM2aM3HPPPXL99ddvdKiXrmFrXnnlFQHklVde8Y+9+eabcsABB0g0GpUhQ4bI1VdfLdOnT++Wrq2tTc466ywpLS0VoFPYl2w2K//zP/8jkyZNknA4LGVlZbL33nvLjTfeKM3Nzb20duc26OlfT6FlAjadQK63vlz3JtOAHHbYYX3mDdg4Arne+nJ9/fXXyz777CNlZWViGIYMGTJEvv3tb8tHH33UZ76AjSeQ660v1z3BdhhyTon0MJQICAgICAgICAgICPDZbnyaAwICAgICAgICArZXAqU5ICAgICAgICAgoB8CpTkgICAgICAgICCgHwKlOSAgICAgICAgIKAfAqU5ICAgICAgICAgoB8CpTkgICAgICAgICCgHwKlOSAgICAgICAgIKAfAqU5ICAgICAgICAgoB8CpTkgICAgICAgICCgHwKlOSAgICAgICAgIKAfAqU5ICAgICAgICAgoB8CpTkgICAgICAgICCgHwKlOSAgICAgICAgIKAfAqU5ICAgICAgICAgoB8CpTkgICAgICAgICCgHwKlOSAgICAgICAgIKAfAqX5c9Lc2IaIAPD01Df41aV/p70tTe2GRn5w6p/43dWPAvDum4u45r8eZPmSDQCk01nSqew2q3dAQF+0ZFt9ub7jw7f4r1efJm3brKxr4MQ/TeWaJ6cD8PrsRVz5q8dZs64BgHQqSzodyHXA9oeI0NzQ4sv1gzc+zm+/+ycsy2b5p6u5cJ9ruP0nDwLwyjPv88uz/0LN2kYAUskMmYy1zeoeENAbIkLKavbl+t5Pn+V3HzyM7dh8VLuGEx+/i1vemwHA029/yGV/eZK61nYA2toyZLOBXH8elORbPKBXmhva+P4x/4OVdbjtmcu55IQ/4tguAPseMZH33vjMTytGxzhk0Igy1q9tAaVAhP2OHM87ry8G4MDDxjFoZBXPPTWHKXuN5Hd/PGvr3lTAl56WTC2PrrgQEL418q+cN/dGvwM2Ww/k7Q3rUAoUEFkSAgUCTIiUUjunHoX394EDqvjwg5UAHHXcFCKpNP954n32P2o3rv3LBdvo7gK+rKxduoEfffUGNF3jL+/dxJnDL0FsBzSNsXvvwrIPPVnVQwZOOIJyvL58xB4jWFWdRAm4Oow6ZAwfVzcB8K2vTqJBc5gxbwnHfGVXrrvshG11ewFfUtpTn/Bh9dnoKsTug5/lmo/+C0fT0BxoatyDV6u9dGPMdtauLsYydRDhwFgRK2Z4eoimsoyJJtjw3npQ8O2rj2bV60uY858FHHXmQVx287e27U3uAARKcwHN9a0oBUVlCU7e9adYGRvD1FGGjpW1OxIaRsdvTYHWoSgXKs3SJa1oOQ0kfy7Uce6rR0/g1dc85fugQ8bx69+cwfr1TVRWJjDNgusFBGwitl0LmCiV4J01u4FYaCrKnNQQBAeAjGPwVvM4P8/HKwaRyoZ9xTi6LATkFOhah3hNR/nRtcmOPxwXY32DP1A84sQp/OfBNwD42lkHcfX//YB1S9dTNaIS0zS/2BsP2Kmpr24mFA0RCmmcOvxHOBmLWHmCZG0Tbq6/VoaOZDJ+HhUJo9zcJ08pVCwGuU+gPbAUE6+vFaB5Sjm65XXYlmFjlYYg90ac+NUJPLrqE0TgnIl78IvTjmJVSyPDi8vQlNpaTRCwE+LY1aASgMvSdZNxsTFVBYszENHSKAXLkoOYlxnq55k5ZyKtIa+P1tJAW8j3Ixj4QQotGfH+cIWij2tB071raRn0DW1+OV87Y19mPPAqoDjzmpM595ffYN3SDQzZZRAqkGvgS640iwhNda2UVhbx3+fcw5yZnwIwYHg5NWubOhJqylMC8hhdlFhD7yizq9Ks674CIbpC5RRsV6ST0uwayrtOPm9Ez/flPPDXCxk0oJis5VCUiGzWPQfs/IgIrlOHpleyoeZkMtZ7AKTdUTRItZ9uXmo4bq5nFVd4pXG3vKiyeE0FLamEpyIIRJeH/HxmvUPxBk99cBXE1ibRcrIq2SxGbauf1m1s8pUSADedyr0Y8PDquykqL8K2bBLF8S+kLQJ2Hjw3i3ZKKxJc8vXfs3zucgDKh5bSsLTaT+Om0gWZXHDdjr/LStHac4O8WAQpK0FragNdp2m/wZSszKBsF6s0TMuuRURaPGFtq3TR6BjkpcZlsDPeO6GbFpUTG2k1TCK2zfTjrsfMfQZiZtBfB/SNiIvrNKIbFTRsOBzbWYwLZGQQWdbn0sDH6QGUGZ7sftY+kA/SIwnpDhlH551pE2gcYYAGkRUaRotGcrCGnoFRz60lVTUQMTXMuhSRVU0Q9eRSmhrRsm7uGoLb1kbesicAtuW9P5rGc20PYlsOuq4RiX155fpLqzTbts1JI37c8T3XtM6KsdbF3Vsv+DuvCIMnX3qB0qyrzuc03RM+EcTU84ZmXAUUWJBds8Ni7SnUum+VjiVCtOYsJxN3HcRf/vd7n/OuA3Z2HCdNe/Wu/t8NboffmuVAjUR9xXhJuopWYgAoXGbUTQK8znJ9bQnVDaV+3uiKkC+PkXrBbBGU4w0ES5YkfYu0amnDaOlQWtyGxo7frgsFVr/iymJaGr2PwJ5HTeIPL/xyC7VCwM5Ge1uK0/a5DmUJbkih1bf6/axYFtgOSilEBCed7rAmi0AkDNksGAbupJEYDUmwXKzh5TRPjJNYncWK6zTt6WLUGoRahLbRCicGieU6ri7I+BbcFSWYSYUVF/SJbaTXFwEQrWqB4R0zkXuH0wwcsBQRqOBortrjkq3eXgE7BpZVQ6pmXwylyIgiSdYfmjW4GhoOSoEtintXHciRgz7DFo0HFx/A0iXDqBjVRN3qUsY838LqgZW4IUXFRy3o1e1kRpRiNGcoaVxOm1UBYRPV2AyWgyotAdtBMg1gh1GGgVgWbjqDljMKuo4Ndodcl42oornWs0offdZBXPV/P9jazbVd8KVSmj9+dwlXnfi/AIzdYwRL5q/pOKk6u1l4Vt8CJXpjlWaNjnLyZeQ680KlWQyF5KZIRAQpUJJdhac053DMnBVaBJQiFDdJZ2yKEmFeePBHn7c5AnYS7NRr0Oz5DmdlHLZ87J9rci0K7GyssqJoClygzkpQ7ZSBAkcUM+snkhfC+uY4K6orc5qwEFkeQuXOxeoFLZmfqBZKlnQoKUZtMyq30FUAKVSaM5nOVj9N92deAMKlCayMTdmAYh5ZfNsWap2AHZUZsz7h5mufQDnCsNFl1Mxe7Z9zmprQDTNnWU4h6QxK1xHbhuIwtHiDMxUOw8jBaE1JMA1a9q1CWTq6LbQP0GmaIoRrdJwIFA9voE4SiK1RVNxOPJGmvqYULeTw1cpPmd02jmx7iEHl9UweuI63Fk1AXDhxzHu8lJxM1jExlMM3hn9As3iD0YhtsWd8PSVmM/XOJE4f9/Q2acuA7Yd02z+g9QYUkJIhhFWHXK+1bUp0FxFYbkVYkS1lWKiZhekB/OP1w2koCoESsguLGDA7TfugMKFWl5Grl9LQUIwyNGhqRlraIRwGx6GkpJXG2ghK0zD0DFZaoQwDXBct4eI0e3oFOmBJh64TDkEy5ddNxeOofP+ta+iJOK4rDB1Vzn1v/2brNeA2Zqd3ll312Tr++1u3M2TMAD5+b5l/fMmHqzoryZsydthE356exiWiaf4181a6/LQ1oQIXD6FDd1cKV4R0xhv9tbZlmPrkbJ6ZOZ/hg0r50y/PCPyOviTY6QXQfAmYEyH7un/ckEUUeN8TRdFOh/xZGN5CJyCs2Vi2lvtbYSgXFw0BwqaNUuLJnhJy2rNXSE6RFgA3l0ZX3mHH6XAzcpxOA8pOCjN0fo+UwsrJdUN1M/++/1Uev2smYyYN4cYHvpwWjS8j761czS8efY4pIwfz4b0f5XyKFes+rkV3XZSmIa6L66ahPQsuSDoFiTDSmvFkKhFFM2Jg2VAUp3lSGYnVMVxTp22kSTasMNKQHiiYQ5IkS0NoujC8pJFoLEXWNhgZamRQaTNry8pIGGkOMJdRNDBLmx1md3sV4RKHwXu1EFI2X5FVlJRnWNg2iN2i6ygxMzRnPXejsZFqKsKNgDBQ+4i1Tc/S0PZboqG9GDvgzm3a1gFbj2T7TJparsYMHUQ8M41wru8LswZXBE0pbHF5r62SsdEmbDTeah/No+8eROXwJuqbEhjLoqiWGE5IUVztULJ0DeH1FaiMhZI2qM4gmoays4jjQMoFEZQIODbigBFxsJK6NzsjgqZMHLFBXPQBYZwGAcf1Fg2WFeOiwLIg4indZHMRksIRJGcoWbuigTenfcCdv/oXXzlwLD+99bvbqpm3Cju9pfnrVV0+uFrnD3U3l4z837oC6cnSrFCm3lnHLvRp1gHV2dLsJzU70rkFvzE0b5FgDifcUQ8B3JDma9auAoyCtCa+BXD8mCruv/nsHlohYGfDWj/WF1VXOot10i0I/SZCs3jKqKZggxWjXkxAoeHwYXqkP2hb0DKcVjsMCtpTJp+uG+wP5MJLQ6ic/3OsVlC5S+gZl6LVHdczV9Z1zKakU5DM5KqR95fLoUDpBQsBQwaa3rEISxUl/AHgnoeM5eZHghmVLwNfufQWXM1b9V/+UTOGbXof/mQWVq5BhaJIJo2k2lCuhoigdB01vgK1OgWaQiqKsQaVordb2MVhag8LE16jcA1ITrKxSxzcrIYRtxhTVUtDJk7IcDgwtJK2IhNbNIbbjQwsa6LRSVCsJdldX0ONXoyIoqouiT7IotmNEifDAC1FrUSw0CluVMQqWvk0OxCFMMmop055cq6AgXqqwwgSOp1xA/68zdo6YOsgItSuG+4ZIYAoYaLK+/7bOLydDDMy1M4aO8TTdbtTZxVTZKb5uG4Y9qwS6lQczYKSNVmii5M4iRBmfYrixqW0tcTBcYgXtdFWa3oRjlwXhYOI119XDBHq13mhj0qHaDTV6r6fsl4aw23z+ujI+BIyy5LeOdOAqnJUazu4gjWqAqMhDQ3NoGk4VaWYdc3e50EppKwYzfEMKf/vjL249Dff3AYtvXXYKS3Np428lGRrJmcl0/yPr4j4CmbuQBdrl3RYe23pbCVTOVcLkS7m375Q/n97HJnk61Vo8M7nyF1CDOUvxkIEzAKFOZc2X/aiFbXs/70/AnDyYZO55sJjNqKOATsCIkLd+rFAGtApVZ7i6+FSGHI9pELY4imySmkUOAVRrqdptb20unLRcXHQUQhFepoWO+ydM1zP9zlfaG5ipKvUa3bBO5R/N/J/Wx02725jcz2n8OQcrJXe0RUp6DRj8uF7Kzl2z+sA+MbZB3HxT47bmCYL2AGwHZsDp/4P9akQVUYWkagvQ1bCwFze7o32ahrQImmc2qQnL5qGPrAItykLpkEoamINjIErOOVxmvaIYDZEsWIKbViaprIwCMQHJSmKW2QdnVgoyy4ldVQ6ScKazShqycR0XDSGpRopD7UywG2lWKUYYqaIi4WmoCgcRulJqvQUqilEaTkYrufXnwgn0HQoiW5AdxRRXSGSJu3qxF3V6Z1yUy/SuHY4AhiJqygu+fE2fBIBWxLHybJo7W7EVJJ2KWWAUTDbJw46ggKqnQyzWifwluGSdEJ80DCSDfMG41Y4OPUmg2osSpsdUIrIBhtzxTpMM4qkM7gJF7fVM0RkDE9Z9si5WDi5v0JhVG4dt1EWQk+bSDaLXhTBDUfRVAg0RbayGNVkguXg7BKHTARN9wx47aOKiUQjGOUJrKiOGBp61oaMhVWZINSWi1YDTHtxPk+/+hmIy49+eDSnnHXg1mn0rcROozRXr6rjnenzGDiiylOYIedU6Xb2OaZ3xVkVWoW7nENc/FWljgN6b01XqFYUKNfdFGMKXEK0jtRGh4IjklfSc6X4PtK5JAadNHIn/zfwr9cXcMaxe7Jg2XpOPHgyRoE1PGDHIW2voLX9NaJKw1OYARws0TDxnqmLoInyQ10ZuDj5AZtShMQkm1Oiwwim6rA8F6kM7RJGIZQZbazNlgCgK0FclRtIKlwdNNubfBGlciIrntKcx3U7uwdZjv9Tc51cnXLpc6+TiKCFjE6+zSSindrAjkf9cp/8+2wOP3lPliyv4etfmxK4I+2gVKfWsKzlEz7YALXZMOhQLWEGNaVJl0TQMy6R5S1oG9bhWibYNiIOyjA9S1g4RNGoKC2r46BrpLU42dEx9LSQLdFxx2ZpbojihKGqLIlbmcVxFQOKW4iFs6Qck4SZZUSknhRthDSbYU4TbshFgCrLocxoxaKNSFajWIew2OhAvCQMmuGFpcvEKdZSRLBQomGU2qBCuAgNdcXEB7YxXGxEBzsbJY1FEs99tNxII7nuPNv2R+zQ4eAsRY+fGsj1DkprZjHNqY9Ip98hpnkbicRVI7pr4moOBhrg8E46RKmeJkWYNstk+tLdUSGH1jUllK1WZFaE0RyBdULR6iYIm2hN7YjTjrSkEMclE9bI96dW1kBpChEXpemokA6WZ012w1G0XJeqlUYhFUI5LkaVTtqJoaJhxNBpHZog3hIGEdoONWBpiEidQbpMI1ukEMJoboj0QNCbFRKqRBQkqxTlC9oxWrKIqZEtiqBnBdC4864Z7LL7UGpqW/naEZO2xSPZ4uwU7hkL5y7l8q/d3PlgJ7eL/KK+nB23QIlWutbZ1aLw411oadYLLM1KdQ47V+ieoQrK0LUOBdnQEKU6amHq/jkxC9wxQpq/cEuUQswOq7MT6nAncQEJ0elvjA6F2gUkp0Qbusbb915OwI5Fc/J1Vtad5T1iEQYVjtMEilTIixiAIOiEVYfspsVGIV40ARHa8aJoiAhr3LAv82utcmqcBCAkbZO3mncFFCLw/pJRfnnGOh3d8uQ8th5/4V+8xiLU5FlCVDqLWd3qRYoRgYYmP7+TTHp+JJBbG6t8S7MWjXa4RolAabHnhyfg6gpKi/1y7JDyLIpKEQkbvPTYFVuotQO2FnPrZvHf8x9DM4R0XYjF6weT0yUY8XwrkYUtKFdQLe0kEo00r9UBbzYisWsx7dWCCpmYo2MkJYFyhMyACOkJArUmVhwSX62jJpVAGS6jBtQSjdo4ojMg1ExFuJ3abBEDQy3sHltFmjAhZTNOGpGQ954UtccoL21EAKc1QWWxhY2LcsHUdfTc9ODaBpdBFaChsaZaUV6VJqKZCEJjq6KqyJvpbE9phCMWSsAWhxYrSiKUws719so1SOgGSikyxIgOmrdNnk3A52dl0yOkWq5EKbAck4SRm+0DiomilCdbbWLzZP0kEpEkaTfEv1ftwfoZI8jGwWxTFC3PYiY9XSJcl0JbtR6lDLBsHCMFdTl3uGId1Z67uJYLZ+t6RkIVNZGspzTHxhaTqvX63pJJYRrXR7x4+7u4NKYS6GkHp1hRvZdJYiW4JkSOqqdxYTl6uyI8JkVqZZxIrXcuOT6LsT6EkQQ3YuPoOkUrBCMlpMscSlYKZtIzmKTKNLJl3vWqdIPnHrhs6z2QL4gd2tI884m3ee3xt2lqaO8/cc8OEp4zey+j+vw3HABHcooz3aehu7p5dLpmD8dzuo0S8XyUC/2XCy3fRs7yreiIgJCrkBZSOIXX1AsuJR0KM4Btu7zw7qfMmLOYa848ksrSRI/3G7B9sLj5Oda0vcYgea9DrJQi7QiR/PhMgQ10DL08HzbfJR8dN7ckUKNDRJVSRIB0TraLVTtNKgIIup77gCO5cvJuH+It/Os6iYJnfc5fVMs6HesErI5QdyLSoTADmqZy9cnJfd5FQwRVEvfvFwVSVkzOFRABrKqof7102uLpt+fz2qfLueGMYygNYphv1yxseJrV7e8zbVUKLTddHSq3GDQ9TXNVhOhal/Aai3h6He0tEcS2aWlRaLEQYnmKcqhYp12KEaVo12K07BbBaIVUpSI+rpWayhBowoBomqFlWQQYXNTC0GgTlhgU6UlGhBpojcSIqQyjzCZaMYkohypx0Yy0t641FKNEhRCgVYUwlIOGoj2r4UaymErHEcFOZGlzdTQFa+0omjhEXKElqZGI2aTEQIliTXOM0WEXXWnoSgctSwgDLTeHbhQYa0xpx2r7O252NkbJ/6DrRVv/YQVsNPPr/klt5mOi1gzKc/1zSLeISQQ0ixg6pgZvt8cYFGqlVUK4mnD7+0ejYg6ptUUUNUNstYtyIFKdxaxthXAI1dqOjY3enPLWhcTxZxQlo7xoGXiGQGUaYDueES8eQ9Mt0HUy8TiS8aar20pMnFQIBJKjbVpbDYykTmy3VrQhDvUVEUKhLLsNruFTpSOimDRwHfOjI8gMiFBc0UpaD5FBJ2srhlQ2sKa1DNf0YkQbAyxaVJTEOoWrK9qHGJg59axaLB544z0WrNvAr089jmhox9zcaodVmv/1lxnc/dOHOw4ULuLLObl3WimV3w+YLspwF4VXaTlPDHJuGFqBtbk/o3ze19kvu0CvxlOS8xfxDfyFG5pQoEjgTbvny9NCGk5BWW5Xd4+8s5zKW7s7zrsKrrn/RRTw6kdLmXt3YJ3bXplXey/zm+4DFOuxmBzukNd6YEjOOisitJOhmLAv1w7kfOUUOp6FWSmFUgrd1b1V0kBU2aTFQCmI6hlCro2gMDQXTXlCJAKa4eYCXojnjmTlZMuFjhGZ+OKuCnfNtDtcM0TcTm5ErttxD3o04t+gAIQiOSuzeBsF5XyfEcGJm7kX1Lt8Nqr478dfRgH/WXA38/83kOvtlTfX3sLMxlfRFGS1YuxsFYbh0lQfJ7QWRrxeB4Bq9hYeSSof6koxYKxB3dqwtwFJS4LMsGKULVjFJuFdk9S1JnAjLtGyLEZpG2iCExZ2L19L0gkxKlbLiFADKTdEQk8x3GjCyg0rB+sZhmntKAUxN0FU83z60yaYygCErLKxxXM9qknplIUdsjg0JE2SpgGuhS0a9YkQUcfEVC6r60sYO7QBx7WxBIzSVjICOhqrmuMMLG7FQkdDY0UmxOhwFj03U5QRG2m5FqUU2eppFA1ZsfUfWMBGMXPNdTjWY4Ai69qQV5qBKDqm8lzckm6WumwFS50KLAwWpgahFidIZ3WMDOiNFomVKcTQMJqSSGsLWiOIZaPEws14rnmaGLmZckGho6IRlOsiuu65tdle5Au7Mo7Z6iC6IlURRdc8A1zrIIVlmCgBc2KKZLWLllHssedaNKMYyzaYXLqGXRJ1RA2LIiPNrt7UIq3DIuwWr+Hj9kGsiJRTEkoxtLiZ9gadTGWIXbQ61ocSNEyO0jbKZHDFBrLLBvlKc3qQzY0fvIZC8cJti/j46qu2wRPbfHY4pXneG58y85E3+eC1TzufyCvKeboaeAv+dm0HtI4FgoVKtNidfaB7tSJLF43YV4h7SNrl/52qlRNmT0spUHyFDgu0Ald1nFCFG6iAH03DWywIbsFTFQExOxmheX3BEl77eDlXnHwoiUhgndse+LRpHh80v4duPUX+aTmYNFgRykyvwxQ02hyI6R0KaYctWLDIYOB99DWleaqzeJs+hNBI5WQmJK7vGqEDGoLyLcmenCnlKc1532NCgmvlFumJoFxAKbQOgzLKcjrk0rY6fjs5X+cu74ZSXqxyz8UEtGi4I49SuMXxgndAkS3NRVIQT+FuHa537EQITF+5iFnrV3LNPkcQNXZMK8bORkPbDBozs3inYYHfPVfE2/noqQm0xUyM5QYl9SkG6GuoXhVCLIs2S6eowqa10YuH31IDUlWGcgUnHiM81qGpKYodhZBSZEZ4QpgxNYYWNSKiKDHT7J5YTZtEKNfbGGnW0+ZGiGsZhuntpDEIK4ciZWAqEx0NpWmYSkehSGtZ8sPBtJ4hIzYI1KuwF7pLwSetpZSWtpNBZ0NrghqzFN1R2KJRF4tT5KSIKYuV6ysZNbiekGTAdZhjl3GQ24poNhlXsdqNMkAsoq7XgafEIeoba1za2p4ha31ASfG16HqoeyMHbHXer5/N8taF6NYMinLfW0dTFDkxwmaGKBqmJrzblGBUUR1tomOZwiOf7U+8KENtSxFZS1GyzOszo00uem0jCg1JZyCVwfEjD7n+hiMoDRUKeeE8QyaqtBiVtSAcwq4q8qLMhE3aR0XQ0i5uxKB9JJj1XhSu9AgbLawhOuw+qpqaSBgX2GPocgZLnDY7zFFFi0gqg0HhFspVG6buYFYKIWUzUG8hFkqzS1EtI2imTo/iKs/IclzsY2Zbu7AwZJFQGfasWM2T0RKa41E0zcUdbqFavPtIRYV/L53L4pYafrz70Rj6jrPmaodSml95/G1+d97dHQdyVjQf1+30ofbCxBVYmwusuvkpYgBxuijcnRTlAheLvLUsPwXtF9DFVaMLXraOBYiFThtuLo9ALsydl0AZXZTtAuXBNTor127BhZThjWx9cn7P+Wu6wKV/fRYFPDF7AR/eFljntjWvV7/EE2vv91zlKWKPeJM/cbDSraRY1voCUy+KaIG4tUmWhOp4jR0BTeWtzR0uPKZSJHMKsKGBcnMuFbkJGReFiCKmWSRd78Ns6C5WToEW00Epw1OsHciHdCmMgEGHLg9Zu+MdsQsjR9ORB/wFgEopiET8d0k01fFOKoVbHvL+9lydaR9hIJpCcte0Eg7ff80bcDz02VyWnf3zzX4uAZvHmsY7mNNwL5qCEiNBozWAsGaztLmKZGuYAa+2IUpHNbZT1xCCVLu3+Nlx0QxBC0e8GQU7QnSUQVtLBDusoSuX5CCFKGixw5RVNeOiEQtlOKRiCQ1WghHResaGa7FFoSmhUssQ0yzCCCWaSRQHU+lE0dGVQkORIQtoOLjYWhZLDFyEjA5NYiMCa7UYtuOgKZel7gCGO3VoLsxtGEmsLEvKNaltTqDHIWrZuKJYqcqJO2mSYvBx9VCa4lEWZ0uJaxn+vvIQDhj0GVVGO3HN5pXWcXy9aBFhpaGARkdobfghSkFt298ZP3xZf80e8AXzxIqprE0/CCiKEUoMwQVKtAzFhkInhKF560pioVZmtI/E0BxWZipp3xBn5dLBOFmdWEqRWNEMuoHWmkKls0gy7fWr6bSnGOP1jSoc9vQbw4DiuGeg0DWyAxKEWrI4UZPmMRGi9SZWQqdpnIaZNLATgjUqi7XORGI2xSNaaDDKCIWzjCurpqgoAwh7J1aw2i7FRWdEqJF2MRAU5VqWdtFIRNLEcTCVQGI5uhJKSfOJNYgBoVaGZJNUFddjZzUmJdaxR3MdqxJRDp2wiMbRcfZzlvN0y1eoaY2AQFVFE79f/gigmPb8m/znpF9vwye6aewQSrPrutSsrOPR/32284lefYk3okzb6bQgsNeyCo9J4d8CBQuv+sJTYZWvvHY6Xlh+of5fYHWmYDGgFKbLWZELy3MLFGYBHN9/umPxYOFwIJm2aMukGVAS+M1tbWzHpjrdwn9qn+uI0iYGK1JljIw1+ulWZisZHq6HXHSXZtekVM8t7EM6R3nDIpLbiFVHYecX2ynVSdRCSsjknJSVuDjiKcRxPU021y3Ewlnasp6/syiFmzfrKs/ai0iHyPozLapTeLm8v7L/d34zFECLRjoUaE3LuV54rhhuRVFuBsabaUnHdFRuTOzq0F4OmpWTaYTMLp7CA55bU8pOkZUsJWbJ53o2AZ8fx7FwpZrFTY/7doqKUDv/fHscGzLF2GujVGxwqDLqqFsKuA5u2qZqiE3NKm/qublaJz4mSjppeD6aYpOu8Dqv1pRGaoyLuBoSUUwqr6bdMUmEsuwWraE90kCxlmKoaiOt6YSVQ0JTlOZGdWEV8uPkImCge8qxWCil44rQLoItWRwX6iRO0tZJiclKtxIcyLgm1VoxqZSJobmsVOVUWElq7WIWbahk6OAWkm6Y6toERpFLSSaNjnD/wkPYbYLnNpJMhXlzzSicmMs6q5Sa9mJaJcyYyDpG0obt6jRIiHLdm2nKSpas3YpLhohRufUf7Jccy7Gpz7SwuPk5YmFPsJNEGWzXUxxJklAaIWWysDZCRUUTFkK7HuPtJRPIlAg1qSJaIyESb2u4IYXZ5qKSWfTmZq/PS6WRVMrrHsXz4c+7lqpEDDIWhEys4RWolA0Rk8zgKE55zPuWD9OwS0xcU3BGpklnQhghm6qBTVQnSogaGYYNqKeoPEVUy7BP8XKqrWJKtRTlRhpTq8fApUi3CYmDAKVKYWIBFnEMLGzGhxrBNTE1l5C+GgudwaEIltlOTFuHbmuMHpGmylEMDbVgtLi0J3TWNpWxKJEk5FiEokJNxtM5nFiStN2Gg0Pc2P776+1eaW5vS3PawIs7H+xLUS7wnfSszYU7knX2be6VQi2k0ELtSsdiQMft+N2pPj0XXmhdLlz451vWuh7P/fAMzwW5Q50VaCn0xzbxFQ0AN+olUvlqhTrKVHi+zvtefwcAIypLeeGn5/XTMAFbisZ0Gwe9cAugCGnFHDa81rcuL8sMYFikGUNzUUCzRBjomujK++g3i1BSIKIpsYmp/MYgbmdLboF8hNDJ5vyaI8rxleMiLU2d43VgUS1Ls+MFhzM0B91b6YcTcjvWBOYLFPwoGspyUPmBntPhpiF2D7GaXc8VpEDlRhXF/TJdU8M1DPKLAzODIl68cltwBer21MBRiAGuIajx7YDmmdlRVCRaueLDiwAYHB7F9ZO/PFu8bmssey2frdsfpYSYCtHolmAql1qriHotyrB/2aTsLKHmLHU1EeLGOtoaTcR1qVmtoZngOt4ASjcsKCkFTdHWGCa7OziOjhOC4qoWmtwwGFCltzEkZlGkp6kyWplgtAJCWNOI4i3gK8IbFGooDOXFJVco0thkXU8pTYlLxnGxBerFJOwIdU6UJdkBDDSaWZsppSZbTIsToyUbpsmJkRaTlGPSTgQr5b1PqzKVpNtCLG8Xat4tZ8i+9TRk47SuiNLYluDDtcNYEa2kbXYlVrnG2+YYPgoNo21pCZWT63jG3Jtyo40P1o7i4vGvUqp5ixOXZSqZ9tkZaAh7JkZx9Ii/bLPn/GVjWcs6rpl/A6JpVGoGE8MODhrlehuJSDsJJ04s7JJ1bUrKG3mrcTDF8TQ1dhy72OK9hRMQDVKNUQY0Zwm3KLSsoByQhibPmmx7imp+pz1lhnJumxoSCaMlEgiQLjPRysM4YUXjeA0jDU5EYY2xSLqeH3N5eRIt3IpCmDRgA7vYdRSbKfZKrGJdupTR4RqGGi0ktCzFKkNEuUT0DAaKqNIxcTGUIqI0TPH0k4jSscjNFOomqCwRJViuSWnMIisGRSpLtr2ESMximHIYpDejxcJUmxmOLFnIfonlTLTr+XtqL2oz3v3sF1/BS6sO9iYr9RM4bdRvt92D3gi2e6X5iVuf7/O85FwyVKGSCwVKb+++ziIuKm8t7sfFok+6XqNgwZ9/2U4W6wLlPa8wawXuGKqj/t5vzb81yfs+04OV2b8WiN7FvSMf6zznveFALmSdl2ZVXdOm3XPAZnHrJy+Tb/ysa/L+hiFMqqrBFg1BZ3bzGA4pXeorl59lq5gY2uDJOtDompTnrM1OF2uzg6CLJ3O6eNPNACE0rFyiCC5tuRWvcS1DjVOCAsrMJDW2N9oP6RaaFvJC15kWjhYGF8/KDGi2m/MEEk95zsu0Y3cMXm2r+8Ym0PG+uK639aum+7LoVBTlNlPxVmBn4poXI1qDzACFFVHoGc/abZRauFEXwxZsBE0J+45c5V9mXXrl5j+sgI2mvvEa8jufFelZFtUOYrE1gCUNA0gvKUZSTUTW1HsDnGSKlKXjZrN+Z5WoFFobwihNo70aZEoEx/E2UwiXZmmQKGIoim2H0UPqiIWy6CGb8dENCApTWZRr3qAvrBTh3GBSR/OjDqQk61uXU2Kj4e1l1eRqRJTQ5IRZ4xRTprezNF1JtVNMsxtjYctAaq0ionqW5fUVlMeTZKMG66tLcOIQNSzaVsVIOhHWWAZGEoymKMvnRwjHspS8DKFdQyTTGlZznPB6E8NROK0J3DpQcVi7uoLG5gSla4WmSsWMpt3Yu2gFGUtnmT2QypC3quqD1pUcvbUf7peYPy96BMn1WXVuMUOtTxlU1EK5ylCk6dhpqDPSuAjtosB1mdk8noyY1FglGNVCKh0nmoJMeYjiD6tRKFTGwrUtXNv13UuVruc6c4UKe65ydixEdkAxrq6wSgzSVTm5rkxjazrKcBk3bD3N2RgR02J4aR0pJ0x5uJ3JiXXUZIsYFmpkpNlAiZ5igN5KkZahSMsSAsJ4+kNMee9JXOmYGOiArVw0FLrS0EQhSrw4/mJ4M9sKTHQ0pWi3DSrKUoCOrnRqqiMMHJTGEI1yvY629cWEB6X4enQ+Q8LN6I7LniVraM9NgbvZ6UCgNH8ubrv0Pl6479Wc9aqL60ShNZkeDM9dFdRCS21+elipnOWYzmkLFeeeftNL+h4otPj1qCirgtvQOrZccfWCMgt+i46vMLvkFWpybhrK9zN18OIp5i2XAp1C0AmdFWbwrM4Trr8VXVP8+5LvssuAYPrvi+Dy557juU8/QzdAjexw+61LFdOSbicSzgKCq3RWpgcwNOJFFRAMmt04pbq30r8dKC0Yq2XEIZpTEBwcjNzWvVqBi4buOS97nZzknT0UhnJxcw7yYc1G81b5kQhbtFh55yKvs/SCV+RltcNXXhVsZEI6t7mQAmynIyJMQdg5Zei+RVrFcpH3BRxTxw17Iz4lkBwaQjSFawiiKRp3ARzBCYNSLuGRbeBq6LqGrjscNmJxQfegKDHaeXzJXihl8vUR/yZuDtxSjzKggNaa80haL+G6pj85Z4tChV1WPzqGttYEFesd3FadikQ9Dcs1cBysjFA8xKFlrSfILdUaoaoITlZByEQLZWiPlWJHNDJtkBlvgy7UmWEOqVpIRkxGR+rYNbwBUOg4RHP9awidqDI7zfIppRBXkcZCgJQrmAqyAq1uCEezaXUNau0iGpwEn7QPZnm6krBm89HKoSRiWcKmTeuGYhrLvNkRtShKfFQbmbiF80Ex0SIDu1ijdE4W1wQ9pTCbFKF6l+JlNla1RtmHLaSGJhAtjJYWEusyqJERlG2gWRr6pxb2oSFmarvxljkWZ3Gc/Y9ZQFXYU5pXN5az16P/zcBYlkeO/SWlocC97ovg3Jen8lHrEhI4DBnkImhENItozGJEOkxpsUNImdgJm09Wl5IY2EJGDCJFNgvmDqO1NEzaMmgeoFP2lvdimEmFY7oYtUnEsrwIXZIzNJBzyxC8/5eXogBNFC1DQ2gWJIdotI/wHNPipRaJKm9XwGFFDZTqSUzlMDG6gUZJUKwnGWw0kdAzVKhWqoxWqmgjJJKbeBbCefc9IKxMRHnGlHBuYGmicHPzgrpStLsOsZwhzxIhpGWxxFvQ3eLYhA2HkGaQzkLJgDZEDGIqhNOmGDokjYPJlFALE4xPKBKNz8SgXbwF7KVkWb56JBnijB3yDsZ2GG5xu1WaX7jvVaDwQ9vFZaJAWRU3F1HCT9pFme3qplGIuD37Jm+MotyD9TgfVq6bbS3v61no11ywMNG3HhdkcQH0wg1RCi5n4pclioKtuFVu8R8dinmoS8FdFWZyaQDHFc74v0eYe+2Put97wGYhIjz3yWeAZ4xldRRtmBdaSylY0DCAAwavQilBIazJFlMVasbUPBeHVXYpJXq7/+gaRKcy56dp4eYWCHpnHfGsA4rOi2W9saInDBres48oG83bVxBDuf7+lEoJuuZ1oE5IEAOUTU7GFXq6Y6ttlXX8e8RxcyXgz7p0sjYr1XkHwNwCQAHcijjedAhYYbCiGsrx8jSP99w6lObJe/Golpzcu2iasFflOgy9w3dJw2a/xHJvkyAsXlp9JqeOmfl5H19ALzhOkpQ13Vt+oVukMmGa3BDr7RLebRjDulCcUR/WY6VNtPY0jS1RItEGkvXeZgwt63S0CLhZT1bFFAgnwDSwm0zaxxvgQqoMBg+tpUVCjK2oZbf4ekzNQcehWGVRCsLKQcdAz9sncgtZHRGy4jnBJ8UmnZPHjGhkXQ0XRYMbp8EVVmfLWZIeRFhZzFq1C8pUmLqDuz5KTXkUXAitM6DZxcgK4TXQpkrQki4DP7VwRwlSpyhalsUqgVCLQWxBjRftwEqgmtoxmpLEjBCRehtjXS1uRRnRiE6kThFfXI1bWkrZRybWihjDapMsGxVi1tJdaRgeQ8so5mwYCabQmg5z+azf88CRO85Cqh2F6mQrc1NLwIAmDMZaKUaWNjIqXMNIs5nisIGVNdDCNmnXYfCgJt6uHUasNMu6bBlDhjXyn08n4BoaWruOcm3CDRpG2kVFEtBe610oa6F0b6pZmSYqGvW++ZqGVRZFoXAjBqlKBZqOE3YoGtSGndXZdch69qpcjSOKkaF6QoaNhhASG9NYhy4OQ41WXCCqXCLKxQEMlK9+JDSTTC6mf0h528gLgoOLqQxs1yFF1h+AJsVGXMFAo9p1KVIOUU1Ynw0TN5NYomM5Dotaouxa7mLjgMAGWxgGRJXJAF1nTYNBuDLNGDdF3LURW2NAPIMAYZpYuuFUxg99eas/9/7Y7pTmmf98kzWfre9+oqv+WrDwCPAiYBS6aXQ538naXPgzZ21W+Tw9uWh8TkuzKvjhKw2FyXOju07uGIUFFOxKIZp0uGmAF10ghxvy1GqFwtW8hVL5wlTXJ2x4iwNzRmlP6Y50vrDlOFw37WUuPnBfhpWV9Hp/ARvPM2/Np6alrfPBpIHRYiKlnnVZoZhbPYR9B68BvGf0cftg9ixancugscoqY1SoEVCk0HDE8ScjsuISzi1wcnDQc9ZmXRSW58RBCI208pRdw3HJiJc+rGyymCT0VG56XRHSHP+3pnudqnI82VM5fyDfp75QcPPvRbYgHp3Q8U4ZescsTDjsK9Cia7iR3MhQQfuwsPdu6JApErLFnsCKgqKKNFrI8YrUFCPizVTGWsi6hheGTwnHl35IKmfBAIWSNOvrf0ZlyRWYxqBNfIIBPWG1PYzjNHay5kY0m3s/OZ6lbeW0boiRqNewYiba6gbP4GHZpGwvvnF+EYaYOiq3atlpcpApRZDVyJaFIGGTjBlI1CUcyXD4kFUoXOIqRaXRhoGDoCjSvG2uDaW8jUNyAzodDVccUuKgo2hxddI5F6MmNwxotLph1tjlFGlpPmgYTqObIGpYZBpiNIdC4EKs3iTaJBjtYKQU6TKdyDqLRL0QrbMIr2xC08KULQGtvhU9ZaFEEVrfhtbUDvEooaSFu6EG4jH05evRbBvlCpqriKdikGyFdgfdbqO4PUs42ka6NUYJDq1OEUv1cZ7P9wEZ/xm0tjv85s0X+MFXDqUyFmxctSV44L05JO1Mp2MpPcwJ7goGxxuJKoWpFOmMRquewlWQRMcyNGa37IIjOhusEmLNNtlkEcoGJyLEVrd421w3t3mGAisXZUjT0Mxc3xcP40YiYOi4YQ03HsIOK1KDHZy4i5gwqKSFrGbi6orhkXosMRhsNKEpb/6vRCVxNJOYsinWHLKiiCoXTXlKXwQDm3zcfoOw6Lh4Cq6BTrMrRDQH23VZaSuKNIVoFvWOhi0aaA7tLjSJjqE7ZFybV5OjOSy+HEezmd86hIpEM42OENNs3l4zmF0Hr6fdFbLK4bPVRYwd1oqpQiQ0CNsaZlhoKWhvx03R0vjfxIt/gq6XbZ0HvxFsV0rzDWf8kdnPzik4ogqsy6AZGq7r9pjXo7Dr7vyTfFi5/twvCv2Te1KKNyJiRw8enJDflEIVWI4L/JbzSoTkYjDn/ZDzeQvDzPlxmFVuk5Oc5u0CbkEYT1cVlJGbmZfCgCEqpzAXVNoFMrrwz3nz+ecH83n90osYVBJ0xJvDhX96jPcWr/Wmv6KQqQQcUK4iuyFCLGYjUc9Sa4vB8sZKdimvBQQbnbWZcoaGG1C4tLsRLFdh5iJZNLg6Vbm4zRlsQuLFH/d01FzkDDRcyS/IU/4ePHEl5DZkRcNBcgG9NQQXRdSwPBEVQXJTGY6Rm9UQ5c2O5GRYy1mXCxVlcZyONzK/YxCeldkfpMY6wszZlXHPiq0U6RLNcylC4SqhdXTHoFM3HWLlbbjibTkfN7JMqViDJTohzcUV4diS+YBgYmFjomMx0VxPS3IFLcm/s8uQhRh6x/bcAZtOqvpEHOdDlFK4onAQsq7wSXYATaZBybsmRp2J2eIi7TpmmU12VcbbNMoWVJmONHhyKa0uWmUcMgKahmW7ZEeVeG7xNthjUwgKC4Mjij5GVy5hzaZMSyMo4ppNScHsRT5aTNq1UeLiAm2upzRkxaTZDaMhrLdLiWkWzXaEmmwRSSNMfbKYRUnPjSdbE8dEEWoWorWCVaSI1FqIbmC2K0o+akZ0HT1qYq5pQikdTB1aWqGoCD1j4dbWI6aJakviplKI4+C2tXs+srYFhokOuE2tkEp54cXEhSRkW7OoEogt14iuUYTCNht2rYA1IWSAjZaGDxsr+VBfyENvLuDDn1xByNiuPus7HMf+7a8schoBobzExSxySITS7Fe6jFhRE1pTCYmKDBqKRJHNwrWluFUWbU4EN6Kz4rMK6qMJ2lJhkpUGJa87KE1Hy4JYWcwNLYiIP+MHeJtHlRTlFGgdu9Jz/clURUgONlAoYnoSKi0M02GfihVoBhQZGQYaLSgFUbIkNK9Hj+Ji6J6/flh50ZI0V/Oi8AIJDAQvUo2Di6YUzY6Q0Fwc5fJxNkKZpogoeLd9EGMiGzAQ1jqljDHrSLsac5IjGBuuwUbj2drdCRkOs7WR6K7LzPrxHFCxHDuyjuWNldQnEhQ5LVikWFdbTHRghlZx0dwsrqORdmGAphF1dTI44OqM1tdB+h+0Jf9B8ZClHevPtjHb1dv13ovzuhzprAR7m5J0VljzO4v1kLz7312tzXmXj/xiJKU6K8Q9KdY9WdS8inTUKV983mG1BytyoaLs+TMrbw1jYfXy/suq8/F8sVDoliGeL3Rh/i4LBaVQoQYId9RJabljBb7PKPjXxx/z/YP2J+DzM3fpWr9JzZRCq4N0qeTnj2lbHSe+Swvo3tOoTieoTLdTEvH8F6uzRQwym4noWRTCSquCseE6QJFGw3YdjNxC0m7WZtHzTho5Bwz8mY9CH+cyLUXSifiDLwDL1b16KzBMx1Oos4DmpdEzrucuYdkdC3Bdt0PmHcfzhe60EFC8zk8AQ/eszK6DGwlByABXcHVIVRi+oKcGuQU9lTBgVAOegdlFR9h/4AoUgq5cNFwOSiwhpGwcNMLKISI2o8xCGwa0JWdSWnTKlni8X1psZ35uxkqIaRpPNw9nSaaK5ckK1reWYhVFGfNhE06jhmpLYbXoqBIXd4OFuA6qAdyEidbu+bZL0kKrrEBCJmYKakd4g3zXVIwtqaGoOENJJE2bHWF0pJ64yhJRLromGECcEIJgqFyYFxSWuF7cZRFWWEWENZc1VgmrrXIU0OpEqMkWk3RM1iZLMXBYvWQwGdtAs4TIBg0rAZFaGzOpYWQgvj6LiI0rNtqGZlRRAr2uDRpbIZKLp+u6SFOzpxhZFtg2omlIxptVEnG9ztt1wbZx2tr9gaVkMijLwmmxMYwwtCXR0hmiJRnazUHEq2102yBkCM1FYVJDvd7FEoP5devZe9DwbSMQOwlLrTrfcNaUSnDp4JmMHVLDIL2ZIs0lWtpKc3OERLFNWmwGDGrj5ZW74FQoaq0iYlUW8+eXYEUMVGOIbAmUL8xiJB1UJILTuMrrI10XolFvC2xdx41FIOT9P1saQmk6bhhadrNQrkIvg1EDG3HQqTTbKAunSGhpBuqt2OjEVZYo3ndFEwih0BWY5GPheyE9Fapjh0DXIYyGrqDaUTS7NjVWCc81TuS4igWsSpXzQvNk9owXk7QMRiYaWSiD2JAqpsmNkxXPReWlJbtTWtXKyFgDS1cNJpVQlEeSrEhV8p8V4zlo5HIMHDTH5ZPMIE6QBdQ5WZocYWlDJQcMqAFCxLUQblonHnFw8wvYNXCcdRjGsG0kEZ3ZLpTmO654gGfvnoFm9GDB1fBWWhf6M+e//OBHz8jTLZpG1/Bx/W0801VR9pXlXizTXfJ10tPzdStwv+i4L8/i7IlFXvEuON8RRtSzMucu4eodZXmW5Ly1WnVSkuliUe70pBXopsLKrXxFelCY8Xxf/zD7Tf707tv8+ztnMbaqqnt7BfTKzbdNY/p/PiZaqtFWovlNq7dBJKxIFudkWSnaVxYRH90CSlAKFjVVsM+ApLe1NbA4VcXu8TUoJbhoNNlRSo0koKgTg0G5qbZCa7OTsyUopTDRyYjt/RZFFkETwVEg4m2hLY733pTqSZqcONGcku7N+HiKrwJcrWMpIAUyCEBuulEct/O7k0c3OhYPxqK58HMKtyhCTpsnW6L7ozg3BOkB+RxC1eBmdN3NvZqK3cs3oCvBFYWuXCZGq0noKa9K4mIgDDHaOz0XBUjLj2lqvZqiAa+gG0O33EP/EpCu/yF25gVENFRu0VBGXMpCrby37ECWVlcgLSEi7RqtkSiJ+vXeSrtsFqdZcE1BpQEE1WaDaXq7TGo6dnEINxEjWx4h1C607ebgxh02ZIo5vPR9YnqWwaEmynUvDFupBuGcUmCLENI0HHFpEwuFt1AplVNG11tlRPUMq1PlfJwcQlS3WdxSialcWpuitLUkCMezhJdrZIsMtJRgtLvolkbROgujTRDXwaxpxSmLo7UlIZ1B0hncZLtng0mJZ0kHlGF4IRcdO7cxT+c5SKVp3vfKddAiEdy0t9EEIrhFYbRWwXWzKNvGHAjJmgiqOElkpRCvtiGtkdqnivRAEAPMlMP3//hPQkUm/7r8IqryYRwDNopL/vokr61bQSihYefWn8XiGZpLIgyqzTJiWJaQ0jCVhhl1WJOxUQY0ujqxqjRv1IzDCenUZIowi1yc5V6fZqQFoymF0WKhNbZBJIwkU96uxI6NKi8FXUfFItjFYUQpkgMNMiWe7lBltuKWuYwqreXkoR/goKjQ2ynP9WtxBY6yiSqF52mpCOcMgIZSGLkVK4bSsXFwEVwEXWk0OBqoLE12lLfTI5kcXseCxsEsaB/Kp+2DWTV/IJXDWnm3Ygwb6ospL2plt+L1fFw9nExMsUuslrXzB9GULsZF0ZxN0LShjNCINl62J8C8BPaENPNqhrImUsqS94ew2wGreL9tFINDzXy8fCgHj/2MOkdHyNKWDBOLJCki7BtvHAFqjiSrxYhUvYamb1uX0W2uNCfbU/z7zpcAcLIdU7C+0uu4aIaO6xR0OC7eUMo3q3bxX+6q1HZSePNKdlcLcj9KsXciX7le76e3MzkPig7Xi66KtOC5ZpC3MtOhcBsdx6VgYJEPOSfk3DIKrMyFfs3ouWvn66KDrYlvZhbopjA7IuR2ZCbjOPy/fzzEwisu7/W+AzpT19DGCzMWeI+vwSGadkgPMP02N+ohHIJ03vNFNNrXxike6cXWFBQLGgaxT5WnKNsYrM2WMiLciFKKejdOkaTRlWABaVcRyW2FbeNiiueon9+JUpeCqWs85VgpCDtC2nPgIC8AhnIxlItZoAyLKN81qKAoRFdoKafD3SKTzWcgv3W25F03wPtQgGdlDnsC5hoaEo/k3hFFutzIuWlAy64OkvPBjydSJIpTuAKuUgxPNBEzMjiiIUox2qxjoNmIm1PmNIRBuWgjeRRQpeWVvRStNUdQOuSzzXvYXyIc6zPczPNoeGOlWsslraDODbE6Ww5Ri3i1Aes0zBYhlARXN1BtTYjjolwXZQv5vlQBmDrKML0ILxmhbbcYYmikyyBSnkLFHHatqGaMWUtpuJ0i5VCmFHrORSmCFypIF+WFV1TQ6mgoJdQ7YVZaJYjAgtRQ2twoKdvg06bBKA2SzSFSyoR2hWyI0qonKF/vULYOjDaHcIuDqwvhpU1IUQSyWchkMWodnPo6xHK8ReYu4NgIeQUZJJvNWSy974vSdG9tighaPAaWhTJNxNC9tjBNxHHQiuNIKpPbfdNFygyya7MoM4PWqtCzrSjHwSmppHhZCi0bQYvYZMMhslGNbIPLqbffx6xrLts2QrID8u7iVbxcvdKLVpUyqBxYS8mANCNL6hkTriVe2kr7uhKKh6XQUGghyDYZLDWLSEqIpBuh1Q6zpr2cTNYkhUGkziHcaqAc0LKCvqHRc3WzLFTehSYURoqioBtYCYPW0RHQvDVM2eE2aDBoWCt7DV0DCBVamohuUaUnKdU8V7goGrrm6TR504wmCj1nLTfIuewJhJRBu5ulwUkjovN8+3gmhqtZ3lLOeimhxY3xrw/2IYlJIpzGXRdhVVsCLQNhZZHcw2BVdRWZ9XFKRzcxvz5K9p0KzOHQkimmbKFgDIbsyiKiGxyvRksi1FbpZOdUYA/W+WjZCBqqErQviTL6K9Wss0q9hfAtOlnN5KvRFWTEJqR0Ug7EdQ0vrnqSdO2xxAa9vQ0kpINtrjR3UoYLKAzX5tqONyovTOriWb96UWA7xWDudEHJ+WJCbo43n6FziLge6UHRzleqMBpA3i+6MFJGLns+gka+3nmPDz/+svK2h82X562N8T4wrpn7rRROoSVZx/dd9izTBedUxzkldFooqHLNgUlHeyhvR7WuETbsPn3JA7ri2LloEnjNGEqBVu+QKtMQPPkzaxSuKWQjnrKLrZNcHycxpA0QMq7JspYKxpXWooA6u4RBZgth3cFFo9ZOMMhsBRTNohNWNgov/JypeQ/ZwiEknpKsi4aNtxgKPJkLASkUYezc0hCDmJal1Ykionuh6AA95CC4GBkNdM+SnHOfQ2UcT37d/PujENezfLuecOcSKrT8exIK+e+bPaAYcsp9+yDTM2oLtA9ycbx1WuiGxYBBTXiRRTTKjCQDo625d0dRrrexS2RDrs0VjqsYbrR1U5grNNXlHc8SsAm4HT7rSinCuvBSyy58mh5ITaaYumQRLRXC8PcymBss9LY0muXimhqkM7iO4ymQhu7PIKqsDVWVYBgopWFFXdrGGKCE8kSarwxf5fWdms5ksxlvUk3DxMBAoUT3FmVhU+NkEYFW0ciKjiXCwuRAQprDB+uG0eZEaWuL0La+CE13cTI6oVaI1AjxGk9BTixrxy4yUfVtaIaBpmuQzaC3CG5LK246BbqGpCzAi1Hux9Y1dLAsb7Aai3mDSKVQ8ShY3kyPioRzA1q8c1FPGVeAKoqjdAMsbyDqJkKoZu+exLJwsCADokVRepLwWqGsKUO7E6P68I7FrVYykOtNIZnp3F7tKsqpah77Vi6nVE8T0VxKh7bSsL6YqiFpUmJTUuTQtj7Cp6HB1GaLcE2DppUxsoSgXSdTpTPw3Vb0rKBZuUFUKu3rAHqRt+upHdLIDkl433VTSFeBlRBClWkypk6JkeToogXoymWw0U4iF4c8jjdr521s5bngacqbIda0/MoUr69zXJdWMpiiMz9TRFiZpK0Qq9vKyYrJf1ZNYFlLJVVuEvujOKkROm59mOKVCrPEJdRikxxgIq+WUbo8S82eGg1LKhgxsxUpcUisNkhUp8mGDRKOBq5FrNohU26CqxP9yCHSLEhGI5mNUP9mJfZAg09qNeKhDPPbh/JZ82BO3/U9apwINhnq2uOMiLeQwAtJKghI51nDbcE2U5rrNzRx5ohLCj6oheYrfAWzI8ari9J1P0pGz3R2ChZ6iJOc/w3e34Vxm/1iNsbqDJ004q7+zT0oyJ3S5+9L66Fsw1PIRancE1KeK4bu/fYt0bki84v7RHIKc8E6RoyO67qqwzpN3tBc4Oect0xKVyVaBEwY/ef/ZURJCa+dc2HP7RHA2tX1nHfGnSCCHjdwoqbnv64UelqINDikKnT/uYfWgzscrLAXcs1KhUjXR4lVJgHYkCqmItJOZSSJAJ+khrBnfDWgaJEYFW4bpiZkUaQFosrb3MRyHQzVsShQy03TOeJFztBF4SgwlYsSQdNAV95uaCWGtx1wVLcwNQfL1T3hUQrR8OI1K4UYCnFyYiL4u/+JCGQzeALVMdhShulbvlXUsyy7IQNCnsBZUYUT86x0dkhIDYCc4ZCBA5rQda+NIprFmOKG3LUUUZVmSmy1J/+AhstwszW/gSHgWdfLcrM3+ToIQhRFZv0Y0McTHvDCFykaOzR25hOchpO8zQ5E0BRYrkO7uAyN1PPyht34oHoodtZAtWu0VRhULW5CNSaRdAZlubiGhrJtvAfseDMNbi4ubXuSzMShODGDaLNGcmQrxFwaCbNraB0VkTZCmo2SMHHlEs5/LxRYZGkXbyfMVieErYSV2TJWZivIuBoftIzEVjppN8T62hLIKqLVCidkEGsAZQvheguz0fFkuy1FyHKQljSagJu1oL0dR9OQ9jaUGUJsx/+OqIh3H7iaN/WeU7SVaSK6DqaBMnREy1meo1FPSdYdSMS8RequC+EQUloMrUlULIponsVQdDvXyQt6WMNptVGGBW3tlMaaaFoZggqT+OosyWEhNMvFWO1w4Lf+wK77DmbqVd/dVmKz3TPvk9Vc+IdHEV1hDLexYgYStykpa6exIo5bbTJkeDMhpWEoReWQNMurNaKVDk2ORlVFK7OWj2MZldQmE4ihoa8IIboi1AQtYyJUztqApLNgmjgtLXlPN+zKYlQ4jFI6qVKFE1FkixT2AAelw5TBa9l/6ApAiCqHYj1NkVKUEEZTYCpvQxE3t7LbFSEtNppSZJwsYc3wFvmh4aCodUxKNJuVmRIMw+LT5oH8e8UUivU0zqwyGObS1JygqFGjshmKFrWRLQ+jZ3Qi9TahBgdHdzFSGoPetXAzKYw6i6ImcDQXI2VjxCOYrTZGXTuaYeKGNEINWWKr23BKY0CWyBobMy20WGGS0QRvLJuIajQJf6WVD9pG0epEaW+MM27QWgbSQkYswsrEERedJPb6sTjmwYQrp24TmdlmSvMvT/qfzj5ekpse7qJgFiq+4uQszvk4zb6rY+HfXdw2OpmaVOf/d8UtiOfc1R+z0L/ZlQ4rd4GLQ4Ge2VlBzpObmnZzoeQkr1Ar5W9o4qsYSvn+y50UYzr8mkWks5Ks0ckXmi4W58KFgEJOge40zhDPml3QPHmFOa+BrGpuJus4hHqLe/0l55rLH/J/m/+fvfeOkyw767u/55wbK3cOk3d2Nmp3tdIqSwhENEkiCTDYYMA2YAO2MRhjY2HjFwcwvDhjGwwYjDHpBZkkgUASSquVVlpt3smhZzpWV7zxnPP+cW5Vd8/uSsKa3UXA8/n0TNetW9VV55577+/8nt/ze0YlItMUc/F0TFUG8Y5htOhclK0UhFfBrAp04FYyyU6EH5T4rRxtBB/bXuXVy+fwpKG0PmeSBW6KN7HAxWKWm8NNBJa+lcQVN1wKg8fEotAgUSgrp0DSw2meQ1x3J4MgIqdy+UQKi6pkEUqARiD2JRuEhaoHCl5WukVAUWKtwZpJ43cLZl/TE+HYEGpxlVER6JYbGyssWdufzsekIs2EETRbI+p1xwRJDLe0NwB3Ovqi5OXNc4CgRKEwHK0As6hOSA9BS7KXuao+W51gb67rJz6JTNOf3yi7f41ASKy11GXAI2mBlpahrbFetllo92hcWmF8NsAbQrir0UGAV+xC5grh0BrhyT3iwxhkve6uVY0aVlnGh3zGSwL6AXccO89iPKBHnVf4V2mpgposCYWHmIIFAMG10qNEcLmsMSaitILHB0sYK3nyyRVK7aE3Ahobrtg03nFkiUw1/siiRhq/myCMge7AXcuHA7SQTqNsjetaWckuhOeD54GSiDiGvMC2GhB4iN4QM9dEaQFpip6t440N+BmmGeHlLrOkaz7KC2CYYOsxdqGDTAtsIwYdQBggugOo1xClRjQ8zNbQnS9lSWM+Y+eSQvgaORjTfOgas+c0/aUl8sUYrOXJD157webMp0N894/9GgiJMBBf8em89hpzR0fMxyMOR7uoTsHWtQYnV3MUAoXgyKLm/ZstdBO2TYP23JjuYw3GeUzRi/CNoHYVl00cQ1Hz8LsDTJ4jvMBdlzwP0e0zvu8oRdMjbyvKurOl8w+PUaHhXDbLG9WHqcmCOZXQrlySfOkjEBSUYCBHk1XkxLSxEKApKC0oNLmVXCoaXAJ+Yf2l1GTO1kfn8ZKARElqu4Z67tN5OMFLMsoI5DAlLi0iLRz+KCNqOwNsCWUnxt/sYgsQzQivyDFGIY0l3M6Rwxw716R+cYDY3EXU69h+QjgA0R/DXIvGhYRwU6Fyy/bdiu5mnQ+Xx3h8cIiZm/ss620uFTUKmzAsfe6INHXpMpSqeM8LNGNeINBcFCXHbj/EmQfPXfdMRX9er/XlIONMVQW6B2DFQeDMHlieVO6LyT7Xt7u+7iY5vXE+EzP9THGdJlpMtu1nkM0+mcTkc8FU42xgr7hR4NwJrK3YSPde1q9eN0ExVCy1IyAci3xdsd8ExVtBJe2YDumBFtyOirQVGD/4HpUL2YFVgdb62ZvF/DmOoihZOTTD1Su70znhZQa5MSZbipkMrsqgvm4YrshqngiiNUuyOjlOgsF6k4bfRwaa0gjed/U4r1o5jxCC9aLFgj+g7mVk+HTLGnPeCI0gs2LKNk8OmcbgoZBSoqyqVuwuhABpHWie9cakpU9TZSihMSi0ca4uQjlnCm/sXqnSSrgx0SuLilW2VSGUsc4eciLrqVhvwDV5AEzoYVsu9VbGEh1XkpI65E3rKsa9ksXV3elpdry+NfWllhjuq5/DOYO4BOVRr8++WlkCIWgIDoBhhUdduG5X+8OYDKUi/iIOhtY5RiyB7VZg1dDxcv54cJjT5SIDE7ORtVBzGd65mLlHNCrVeP0EawSYEqM1wlqXMZzoOZVy17PVBYSQaF8xOmbRdZhb7nMk3mG11udF8RUOyRGRAsXeRSq1hq7RZNqyY2Jyq9gom5zPFkmNx0e2DpPYAK0l+kpIsGtpnUmxQLyZY3yBTA2iLBG9ESLNXbZknGCExBYaIasMZ1Zg0VPZnag76YVt1qDVxFjN+OYO9SspxWKD4fE67cd6lMsx2XKD2rkBxo8w9QixPsLWPJITHernB9CsMTpcp9YtMaEHnsQGHnKcYVt1RF5gaz5s9hGBYz7iFRheKt2iVGvseMzc7C471zrI2erACYEwmiwvCAP/+sP65z6KvGSmEdHvu5S/UdAL67ysvMCrZs7Q8jKaIqO2lLO7U2Np1l0vSkqOzw74jY3b2fHqrOUz2MhiLkV4mcDvgcwMzSvakQvaYooMyqo4uh4jfJ9yeZbxUoCOJemqdoV/CJaLglcff5LZaEhTZcwoV/DdwEdVGUMpJJkxpFYzNoJ+pcnMEChc3a1EMLQBAsH5bJ5HklWivGDjqXmCuRS7EeENfaINmHkiofRHeBc2kZ0OajNFJBnWG2HzAtFq4fe7ME4QcYx/eRuS1LX53uljtUXUYsR2H5IUwhA2diFNEEEISYrMFYzGzmZ0d0gw9gmzguymeWrrGlF4xLsR3ZeBX2Q8PDxEt6yzNW7xWXOPcJt12UUhBKU1CJ2+INfr5x00/8IP/yo/+5Zf/jh77KM+9206KLUw1wFle5BxPvDa68DvM+5T/XM9WL7+Pfa//rp9Djz6eGyVZco42+v+noAKBFffpwLSutpmhaiydNXvvkPEdj9gthzQMVtxncYZDng1A1hl9/k9u72ED+VeDUs1vBYCy+0//RMgBI9903cR+39xMQb4r//iN/m1n3q3e1ALIApc6hlQpSVaG5Me2qtmVwU01gzDQ3LKwMZXIVkBUx3X4ZUmtcMDkJZRHvDRzVVetHANi+DR8SovbV5ACLim28yoMVLAwAhqnru4pxTE1hVYaWtQQiIrqY+HRFqDERBUFdWe0ARSI8mcPloJaqpgUIaUhYKq4A7jsiVWMk01ogSkuVvETtpo71tsisk8kVU3QGspO7XpXE4XnYOClYLhERDWLYgXTuxgrZNSLIZ9at6Euba8pH6+agHuTptj3i5+RYdbC5GQ1K8rawgJCSsQLaydwmaBwGzc6ZKZi4+i1F/Ma4DRzveg0l9FCRgZgS8sI5MzsrAQD3h4e5UPbR1hbD16oxjqkiLIiR/dhLJElGWVmDOO8LDW6eGjEJQEz6P0LOlNLXTsEZqMhXvXQQgOhV2+sPUoQkAgfNrSXcgGOmekS3IsG7rG2Po8kq6wrVtYC2d358m1R/Z4g2IU4e1IOhtOuxN0C4QFOcqQUkBWIIzFprmzgzO68hd39xirjdOe1mpORpTnaGnBC5CeR/f1J4g2UozQ5Is1yk5I7xZDvC7ZftkMvVdlzL1LMLi9zc7tsPy+kuxQk+3bPVqXYXiiSRkYPO2RWYE3EhQtn6CbY+IA4Wv0fB1vawRxhBCC4KYm6aUE5NBZ2xUFi4cyNs75iIYmuNytMosCYQWf96Yfg1jwR7/yPX+RSaniB7/3F3nX/edAgD4pyWd9kmMFC60xo3bMzrDGqeYmNa8kFpb2bM5gFKLjMQWWEsuJ1gZ/eO51bGUNdpIaCku4LZAFeLmE8ZDgwg4qLdHWEX4CoFajPLkMCLK5ksFt7iK1ONOlVUupxymr0S7zwZAlb8iylwLgyQiFYGgzjIGRtexax0vsmBiJZaNsUpM5O7pOKEoupTNEqmBr2OD8aB7fakbrdXa3m6x8tKRDSfjYOhKFZwxilMF4AzsaVxlBsHmBGadQFshaDQYD7HDsZElJClpDEMBwhE0cqLbjBKtLlJBYCrewS1NEGLnXVEw77SbexpBGETPzUMLweAs7VHTXmzyY+Hy4d4qVYxv0Tcz50nKcDFv1sg3Wb8OIgMbK81vI/fyD5n/+6594J2umFch7264HzhW4PiDN2L9/9eIKmDoCWxwo0pvud72e+Zl+fzZAvffxrof6B2M/qywqwDxhgyvyxOwnpyfMMtYBEuG6/U0+i1F7f3HiLmAtDixX72epALPYe2wnRI11KXGU2zb50xaLCARa2r3vI9x26x1MX/+Xj97Pd933mo/3rf/cxP/3M++Zzg2VFJi0wLZqQLVOMpb40pD0cB1TZSFUCY0rmuGqcmDSCqJ1S7rsjq/QkvGVBsGq0zdvjRtcHrRZqg8oUDw6XuZUvIEQiovFLCeDLayAoXGNS4xw3swKgcGgkCgkGlMVBrrnG8JSWEuAxkdXx1tURkVQGoWxArSbs8KCKl1BnSyMA855dWHcL2di3zlYnSGi7hYOxpMQByAEaadiHBEMVqu5WEDt8BAhISs92mHCcjxxwrDcFV8iEkWVnLEc8XbxnXcCAqgLSXwdYK6LiP2ullLIao24f15bbPIb0PjKT31S/BkIm/7a9JIXSsuTqWUoPFLrs6tjorBAeYbuo7PYQqF6AikDTC1ArA2cH7Pds/GeMrW+B3Hkbp5BRNa2jI5rkmXFPWWPLzj6MWaDMaGIWVWGQEoSU1BY17Vs24QMrc8j6RJ9WyMpPR7YPMywCLm0OY8uPHwLrQsQ9HIaZ8cIY5Cjwi2WcmdJZ7VGaI1NM8ccVxZwIvCRnRmMkujlWcRgRNkMCLZT9KEWWTuiiMaMj1jwG2zfaxC5YW5UUBxVZIuaE81thlGDrTdkHI162IuLXH21QqoSb1swOGQRpcR6irBnscKnf8SntmnI2wEq1ZStmKCboxsRUgrssSb5Ro7wS6jFiLJgZkWzfqZwEpIsg+0us3KdQXyU/GjHjXsKH/jYBV559/HnfxL9KYx3feBMlbGG1kVL994et96xQydK6XhDbCTZsXUW04RWQ+MLSb1hWU98rkrLyAYIKbh5ZoMnP7qKHHmIQiGwRLsWmRuCBLfI6g+drr/dRLTaSN9j+6hh954QXZMsd3ZoNFNqYc5K2KPjj7mjtsaCN8LD0hIhHlRdLgVDI7lYSgbGZ0sHFEayodsA9HSMkpZR6VPisTFqMbARm1sNzl9bpHbZsvCgQRdj4qd2KGfrTkNvJfQHmCyrak+AcbKHxaSELMcUpbPHsxYzTgAQgY9NU2etaAUkiWvck+WYwJEhZpBN9xOeB8Mx+D4MRihtUNe2odXEG5XMPqJIrsWIcUT/tQXNPOSDg5volTGDIuZNncc5VTl7KQp08RTKP/W8zZ3nFTSPRwkLR2e5embjE+9sDELJ/XVETwfOE6j6bMAZDrDEU+C8H1Dve+8J22yNmbJhzw6uOcBui6cB732d//Z9p2lLHnAuBNaB3knxoPPXxYFZxFRWYSuZhgPXe/KPSZvhqS553+/mOlcNu89WzoFgDtiHgcWG7v331BgW5UGJfdp3fNXKkb/QgeLmdWu2xu7WXmWvNBbTHcBMY8rGCiC8OCQ7VMcECqxF5dC8pBkccdX3Ugviq5bxsssAiEJRXIvxl11a+XxvlkaQE/sFm3mTWW/EnD9ix9RZMgPaMiUDYuHSdGUFlg3OHUYKJ9EwGHwEZbVuV8ISiZJQlFS8K6VRDLKQvFBYBCiNN3IWSiqxruguK906tEJFzkVDT1lF98Ur2ZKnqqI/0LPN6UKwaHsYKdCRpWw6Db9fL4hmM7SRBKrg1rbrkAiCO6MrNL20Ypgtx7xdIlFMbRVbQhJdt+ZuiGgq63AfFKxQCKsPnNfWWqx321/Ma6DUfQoa+AyqLYJ5P6ObxTzQv4nMV1zJ5sith2lpZv5IEuxq/EGJFB42CqA3wBhTXYKdrZrwfFAeptXAzrewCrKWIjo05Oh8n6OLOyx4Oce9jGXl5mNmXJOSobWMrceFssHQ1hjqkN++egdJGZCmAUXiUbso8S5KvKGlsVYgtEUOU4Q2MBxhrEBkmSMwjMGU5VRmJFotCBT5fIytR84FphXgxQHjoxFjUzL6woT4wxDPCa4dE9Tv2+bO2T4PnT/KoVdc5rhfcmVzhiOrm8zqXYpUYgOJaqxR7AZcKtroWkmwK8jqknALBJL+cUO0LRkvQDgQ5Ec8wl3j/r6S5MdqBDslXgwqjxGxT9TQdM8PQZRgLSZLmV8es30pRBwr9kSu2rAy1/yLeQ0MemNCT5JXSSsdSAY0CMoN7pBrtKKEGS8h8Eq0yin6LRrtEoOlHRuuJYozxQLbZYMgMHRmh/TW5pCpy5RFG2OiboktNbY3Bl0i4gjpB2RLMdlKDd2MmZ3r01wc02kPqXsZLS/lRfXLNLwcZRU3K4snXFt4gWBbpwyMoW89Hs+X0FZwNeugkTwxWkJieHDjMJHS9IsIPVIU2xE+hoV3ZRwZjbG9Ht6OQPkC0U/wBylma5tSCEQUMamVcllvBcqHLHPuMGHoFpkTyZ3nOaeYvADfg7JqUuQ0nIBjqa12za9sliN8z7mITBqtWIMZjVwm0vOIrnj422Pa2rL1sll0z2MjbDFMQj7Qu4Ujx6/xhtZT2KrnQGkNnqkhn8d5/byB5n/3HT/Fb/7Ht+1tEDztSypPoss9lDwtGHFot9r4CYCz2QOUzxrPJsGYaIrtdfZzzwaeJ7qF/duvf18hpnh8Aoyf8X8mEgs79WtGOBBs97HMFnEQ/Hp7X39SxCeorOr2FQU+DTD7BwGzxe4VCk7XIBY80Ow7VhYsGhFa3vz7vwjAh776bzMX/fk00v/X3/bTvOOXP+AeRAFE0XRKSAN2q4+caaCrRZhEEF8aki2ElPUAYcEroHWuZHDcdcGTVSHJeMWCtNjUo9z28eZyCu3x1PYCdy65SpNzyQItLyMQmmtFm2aYUWLJDNQUFNbgY5DC2c15Vk0/n48iwzgwWc13T2gKFDNqxBUzS8dPGOVRVc8n9vy/sdOW1wL2QEdZuvm+b3E6YS5E4Px0bS3AtmIskM75rnmPsIwOgVEOxLeO9xDV4u2lc5dQwmKt4Hi4zqw/cvMVwQlvxwH96kt1hCTam6oIoCnCpyeIhPOm3u9fXpqSkS1g5wuwFmaWn0Sp2qc0Pz5d48r6N1Mr34YQkJQBoTKktiCxlkgVLNZ6/Obpl3HNj+mPI4rCZ7CqWH2qh7edI/ICoRRaSedfPFk/eZ5rahP4SKnozcHg5hjrwcrCLq84cYaOSjjm77KshOtaCWRGU1jDplZkeCQ64Le7L8IisZliuN0g24wg8RCFpXktxR+U+E9tuQVd6UAleeHAZe4KS6eNSGY7oA3p4SZK+mRLHrbZpKwJ0hlFvpRjmzmnhrvMz40591nzfPnJ+zmzu4hnSkRDcOfyJQ4FuzyWrPKK+bN4GJ5Ilrlr/jLbRYNHvRXml0Y0txZ5XKzQOD5AX26TzQeURxNsPyIDgl3B6CiEOwKLIlCG4eGIYGARDZCFQXfaSGtIL/YRUYi0FuWVxE3J1sUUhEFudgmFwDQcIPnmr/3PGN/yu7/7fQT+C+42+4LE3//Kn+DhD1/CCiiON8mWYnZvkXizKTaUjKOQk7s7rC7v0JI5kbTUminr3ZhWZ8jYGjpBTljkPDZYYW3coogkUlnCHUvY1QQ9g11bh+2+a9oT1xBxiA199Eyd8bGIYs7gzRSsznZZDnsshH1KfGqy5LPjixWEUUgkZdXVUgCP5otsFnV+a+dFWAQ+hkBp1vtNSqOQGyG71scOPVQXZh4aUNR99JUujXXpAHB/hC1LTJYh6zXkTAdjNEjnxkHdFbbi+Q781moOFPf6TsuvDTZNUI26k26kKSpyzUhslrl9khRrtft9nLjrrLXYonLPwSBQmFFeAXWQSQqjsfOcXl2gfjXHxCH6fAyDmMErNIM85Lf6d2B5jI4saKqcaOtlWOuzfOj88wKcn7cz5//85O8f3PA08MsBwLy3n53ufz1whgmYu45ifiYbucl7XQ9+r2edn02ucZ3cw71/JfOQe50An4nsFuCK9ipG2mqL9R2ImmyfSDOcVtm9334vZmT1nIcDUteB5/2uF0YyPbJTwDwF3fscMqZ/0+69l9g3vj7VqlPsHS/fIryDY/SjH343/+LVX8Cfx/ijX71/70Gauw5hreZ0DgjA7gyc/VQjdilUa4nWE4pGSTkTgwU/hda5guERHyud/KG+BuNVN9dsP0B7BtHQ9E3Mk1uLHJ/tklmfC8ksp+qb7Jg6fRPSVhl9C5FxVnI5htDuzbGpRANXDW6FJbKQTfTAuHlaWI84KLBDXEqjdJr66WLLWFRaOvBcpeomIGR6vkzS8eCkGVJQtmL3drEkbztpxngVyjoIDe0Tu0jfCS1eNX+O2CswVrDgDzgSdN2fBk7524TCgXQLzApJsG8xHiCJKqeFSdhqBSvZW/Baa0mtJbfldF4LAcnwP9No/71PeY58OoZXvGPqAqpUwVYhWdcKIQU9E6GF5PDKJuc/eophv0EwlMhCMD7SptG9hhiNXfOOirlCKoSn3LGIQ2yzho48pAyIZhK8O0f04pCb1Qaval2sSjpCfOGhrWFgHTNsbcgfDO/AIjGZ4MmdBXZ2WsgtH28EncdLVGaIr+aosXPssEnmWllXRaoCHPNljCNYAp98NsBXNcpjNZJmjeHNhmRGEC+NUKngtZ3znBazzNe3+NJjH3VYQpU05zOO+Nv0dYiHxUjJ5wcPM6dGnCvn+fL4QxgrCVXJKxpneCQ5BAuCN6w+zu9cvRN7GJqm5GrWQPsCTUB6IsFuRaRCEPowPiLwdwEjEFqRLcaIDOprGbLpWLbGyZBkWzFc33WFi0WB6fdptAeMkkXMcWdHIwvB29/1GF/02Xe9IPPqhY6HH7wEgLAQryVs3xcy/+JN2p2MpdoQKS35HES7itX5klh6KCFYmik4NwjQcULX1JgJEhKtuLY+S7EToo0i7Oa0zoxhmEB3iFACpGvUpOfb2LkWSsP45pxy3hJZwcvbZyrddMqS10cKSG3MkjT4SHI0ibU8VUQkRvJIusxOUac3iNnN6nQHNYyR2MLdvIMtiTeUBENL86wmvJDTHoyx3QF2OIJKkibmOghjMfUIpQ3UAkStRlYTWK0J13rIWh1blJR1H7+fY46vYgKFd2Ube2QRU2rkZg91eAl2B66xyvIC9IfYOEbEIaJ03VtJU0S9jhkM93jOypXGWclo7HDorhNRANs9ahZqF8GEIbt3t7A9wdp2hz/IbuWBiyf5jtt/n5f7lUREFJTZu/Gjz3jO59DzBprnD8+wcWH74EYLQgmMNp/ECsE+DTg7htXuAefrn59Spnsg74D04uPKL57h8QHnDQ5Y1An2/e0J47z/R06A/mSb288qMZVeTAv6Jq4ZngMH08K9inlGVA1Qqh8t937fzyofAMz26YDZ6aU5WBho7QGLOfdVLQKLiOzeB9m3/1fcdOezHrU/69GcrdPfdrIMO5lTu31Eq4aZ9GeyILLc3bhbFSNvwe8XiMyg5x2b6aeC1rmcwREfq0ClgtplGB92c1F3Q6TKILBs9JuEXsFMPeWJ0TIdf0zbT3k4O8x90VmkgB0DMxisMPhiYjc3kWhIjDRI4+ZaCBRAnZyBDafa5KKyVBHSrRFlCQLXGlYYUMPcscz6ei+KCnwqz83nRh08hfUkthVhhGPwrIC8BdmcOwcaSwOCeo5FcKq5TitInKxFFpyKrlUZEMEpb4dI6un6dU6qiY05AAGKQO5d3qx1DiGVitmNAxJjDEPy6vzlwP5B9KU3Yop8WkZKmxB3vVZIWp5hIDR/fO1WaBVslk36ZYRY0nhblvoFQZBYZGGwnTamO3Js06SZiZLIKHI6Zt8nn4nIFyJ0KBiEAXfWLvPyxXM0ohRszKJyi7qxcYxwDY/3Z21yPGRZ8r7uSdaGHfrbDbyepPkkSCNQ45Kwm6O2+s59oij2fiYLOiEgCFBhiJWC8tQhhnfFJDM+2akU42e87tRTjEYRp5rXOJ0scPPMVV4an+N10RkKJJ6vsCLnlnAbbT22ZUxTjcmtR1t4lCLj5eoagRB0jeG4P2JkJC+pXeD26Cpn8wU+Z+kxLo9mSL0Q1S25yAz33HyBh9dXKOcz6PmUN2Xo9RhrBRhIlwRqLAh3DHknwHiC6CWK7lmPwHSdm4G1hG2FCATDSxlipjpHlQRteMW9x1+gWfXCRxAoiszNAx15yNxnY7fDPeHjzM/1aKqUlkqpz43QRYAnPLzq/nikaXg0qXNWtzmTLCI9idkJsGsBcd9gPY9y0MO/uD3FFyLyIY5R45Kte2F4IoK+4TPufYRWPWW9aPHy8ByeMDSEYUUVzEqLEorcaq5oN/+7ZZvLRYf3bZzgYjJHniiyQYgYSrxM4XclKoNoUxOO3PW4fqGPuLiNTRKHU4IA5uegLNGLbWRRotsRQks27qsR9Ep0bAl7PuNTM6gkJ9pIsHGNcl6Tzlgam4LesRomErQuavqnOoQ7OaFSZMc8wu0xtJpYYZCtVgWmwS4twHYXWYudbloqJ9OYsHS6xErpCJi8xJoEWRQQhIjVkGizoP2YT3mpRh5HnH9RyWZRmwoLCgvSf8nzMoeec9D87l//AP/sK3/sWZ83pZkCOLH/rvWMYadAbr+G+QBwvv49noFRntrQmX2NUuSUimX6RybVK/u6Bh4A0pP31RpbieMnIMlpqN3zdsJKV5pkC07PDAfBswBdSTTMpHV2Bbin4Fkc/H2qaZ782QoUWypGcLKeEAc9mCea5oll3WSba3ayN45CgFBgvb02y3vjpBGB5c1/+HP4UvL4m7/vz41e7vf+xzv5sb/x39wDz12QxL75afpjtxCK4z3W2Vjs7hAaMVQd+7xMI9aHlPN1wOKVOOB8LMAq8IdQuyQYHwWswHYD7GwBHlzZmcFTO4ReyQO7x3nV7Fk8oXk8W+GWYJ2RsNSsxReWwmrHXIiSiACJxGIJUE73LAEjiGSBMNBSCR4lnihRlT+oCTSykI5hziyicNZyVI0ebHUuuC8LCOkKvqRANOuAoJyrYzxJGQiKlsJISzrr5EJRlFBvpwhhmQ+HHGvsIHGuHnfGl6vT0HJc7RBWrLgQsCDUFPRaIBI+3r5mSQ4wW9y/whUAWsvQlGibT+fs5AqSl7BhBZevfRZCRNxz9KkbP4H+lMaF3Z8m7/8AShrGZciM54pFx7bEIlic2+JdV27jdL5Az8SM0oAy8tARROdS/MQi8gIpFUY4BskRCwI8D9uqY2oBNvRJZqB3u1uQKc9wIt5iQY6RJFgiPKHwrGLHJuQYZmXOe8erbOg2u+M6aT/CuxSgUoEsSuprGjUq8XadftlWoN3ukwyJwIcoojg8i51vYn2PrZdKjr7uMoGwvGH5YTbSJjc3Num2GiwFPV4k1rg7uILFY16BJqchvOoq6TMiZ9mzWCvpGc2KgtR6aCAUlhoSKS0tqWkawVgNiUTJZTXLyxrn+ePBLYgZy9cfeg+/P7ibk/NbrO02ufn4Do9sLSMWUqwMSBYtYtcHA2VdMKyBXBIMLzSpRzlep4HwFPNHC7YfL7G7Totuez3kUwI6MQQhX/fZP0IwF/LW3/9HL9xEe57jv/+zX+F//b+/66SLCx2KpSaDkzXSeUc6XWk0WR3tcM/sJWa8lEhq4tARDIPUJ45ySms4HI14T/cID24fY3OjzSgLafShfi1HbaYEI+3aoheuc6aVEuoRuhUT9SV2dox/YsTlos1XxU+xGuwSy4JZlTEjMjrKx0OR2oLSWnZ1k4tlg62yzqPDVUQp6G/UsImHGijX3rpribYKwu2SYCfDSw2iMNiNLcfsCpAzM6DALDQxwlDO15BaMDzsQ7tA356Qb/iM5iQYzUJzl/zDbYanWpDDSjFms9FGnEhYXOhyurtKejRDJYqiXWec5/iph4195O4YO9fC202QnSbpiXmitQG0GohR4harw5G7HmhXeE61uMYaTGkQxhWVC+UhdwbUipKoC2mnyfY9IeXY8vOXXklx2OOIvwvK8NTFl9KSHe479oHndC4956D533zzf/7EO03yq/sA3MffeR97fD1wtpWP875dn/4Wz8AwX++qAXvgesJgX++mceDzT9J9DlS4Tnx26nwx3VW4m4TdL8mQVP3mq+8iq25rsHeEKsmFhQPFfgdY5WnR4MF9jLAHGpsY9rHJVK8Xxm3b/6WEhcDu6T4nX99alz5Xe/Ka0lr+cO00bzj0/FWxvpDx7//Oz+09KDXoBBsGTFu3W+tWN8OR86WUrvBPCIEdjCEMIApxxYAGeW1AOVd3nakyS/tMxuBY6DpLDcBehuSQgELBNjBfoKVifbfJ8kyf0koeGyxzZ/MqXdOga4a0VMLIWlpWkwpDIJSDjvuqa5UQTq5hXGHfpA12JAtCWdKOUoKxq4o2nkEYEKVrHSwL4863qnEFZbnXeEgIhFKuwCMMnCdv7FPO1cDAeFlhFBQNKDsgpaYzNyIMCgJZclfnKr40gOHFtQtMvFxWVI9YVYAZB5iZfm6Ihe90eVWYCjBPJq/Boo0mRSOuv9gYuGZdY4CpVpuUUfox6tGfj3T2xu6PMue58S1khjYRjw8CwnrJrokY65B6J6fclmw/2SY1MWogkBpM5CGubKN6ibObMwYrFdL3wPexSmIlFPN1ypqkjCQNMubv2qLvxYzKkKV4hCcEqjo2Go2H5GIZcblosl00uJa02eo2yXoRoYHGFUBL1ChBDZxmE60xZYktCnd+AqJRx8YBdrFDcjRgdGtIGQtad+zyOUuP4fmGe2rriNY1OiqjtGv4whALS0u6RVdNgEdAIHwymyORRCJyiUcsi0pU801Ql87qsaYkvlWMRc6ygqFVCC/lVn+Np8qI1zWfoGEV6/jcay9wRi3wFcsP8Lbu3Ryf2WHLq/Gik+u887Fb0HWN0Aq7kJPHAm/dJ2yBl/joGUu44LP53gLJrnMmiUMwBYG/S9EXcKgFQLaTsbMzZHa28fxPshcgfvnf/t60IFttD+jfPc/ojhyWLQtzQ2KvoKgrhiJkNdHMNgs8IVECGlHJRqrww4ytMkIqw6gXsnFhlnAXvBHIvqZ+Ztv5eWeZs5Wt1xBAGXoUCzWKuqTwBYebfe6YWaPh5TRlRk3mtGVJTShifKSQDA2c1xZNwaOjFU4PF3hw8whlofC6HmIoidYtSgvitQI1zImuDmE0RoxzKErIcsT8LFZa0ptmAUOxECMUDA6F5LOWoq25u7HO9qqHPS64KRojx4ZBEFA7vsMJ1eX9H7ydm192joXdGo2BYfmOdeae7HOhbHM5bzN/zrITx/jrgtYFGN4xS/tsiZmJGM9L6jtQzsaonoB6hNjoOru6PHedMvN8ar/rigirrGVZTi3tbJmiRjVUrUnQtZRrAWuDJX7qqTfw9Z/5Tl7cuALAwHSxNkeI4Jknwg2I5xw0n7jrKA//8eOf1L5WT9hgPgFj+UkA54kM4nrgvF+qMd3/OjZ6Uk13/YufsYAQxyDv3/XALtV7SVHpl8F4E53fpNufk2hYKVxjk0nHQCX29vGduGPCLB+QYQgHmKfQQDIFxIZ9bbHZB5j3Mc4oO2WrpyEteGaiO6m+h9PIWm/iOCD2DZ3lnrnVZz9kf8Zi5cQiFx65vLdBCEhzrJKuAcH+hdI4danRKNrLRiSp84Vt1HCuGQZ/c0gxWwMlUZmhfSald1MEEsJdl3FIFkBqD7MNLBSMspDdJKZdS7mWtViNesz4CdfKFjWZ0cOjZksMrpgqlI5ZnnQLlELiW4kRGmWd2wYIl8GWmppXEnolpVbT7IUscR7UhUYUpaug1trdLKxrZI1UztNTCrdo8BXZjAMX2aykaDqJ1Pi4AQvt9phOe4w2gvtmLtL0UgqreFntbAWYDQtqTFO6ojIPJ8nYzxJHwp8+Nna/XKRqm20tOYbclqjq+jDR3Pa0ood+2hrbWgj9Ezdu4vwpj5JDQBdwnRQ9CUdaIx5cn+WsmmVX1djMG+TWQ7eh9qAm2IVgZJEFyCDE6iF2t8dEwmYBWY+xUQhxhLXaZVJ8GISKxdTyxSsfpR7kJKbGclBgsWg0GktmBdd0g23d4KnBPKd3F1EW6mclwgq8QUG4W6KSEtEfOxarcBaIAqDVQvgKu9jBRh6DUw3kcol/14i4VvKSo2d5UWOTuWDMqlfgUxBUBdzGgkRWDjOSoGqKU1pNbgWBNKyXhlkpGWMZW8us8LmkC+ascgItkdGRMcIKtLW0pGJG+PRJudlPKW1IKMeQ16jVLvPG5hO8L1vlnsZFtoIGr1w9zdv7d3Pz8gZPXl3k3tuf4mO9Q9jtiKJtEFYR3zZgY1Sn9YikExtEs4ZQktkVn50nS7L1HqKRTYt30Zpm889PI59GO6a/46w78RSqlNhBwPzSFre3rzIbjWh7Y0JVIsKEYVZnOdIIBFIIWmHG41mD96aHuDZqc3Y4h/WhvaVRQ/AzQdmuI9YvVNlnB/6YbeNnhn7b0Ls9RCVwU2ODI3GXhkipyYJIWNpCUZOu1mRsc6SFK/kSl4sma8kM57YW0Rfq6HGA37dEO4b2owO8kUZtDR1hMR47wDkptosiRrfNQiAZ31QjiCzprMQ0DKPFlJcsXCIpfW5tXWF2bsSK1+V8Mk80W6KU4Xa5xRN6gc/54t9kVqW8rXkT3zr7Id6bHObue9aIbMpPPPnZ3HHHOucvLfGYOkLji9YY/fZheqckspNjdgK8QqO9GH0opvVED9uqQ5ZDuwmb287CDiAMna+7zveAsxKQaKRSCKkJNoZ08pDVoeZqo8HOnTW2i8YUh+TW4zr274bHcwaarbV82ew3MupVE3UCYq8LqQRG2+tezDMzxM+007MB50mqXIhndtR4NgeNCXg2dirZsJa9i83+fSt8UH276ceeKjyuk0BPiwaFqGQX1ZgIpkV+Bru3jzeRUVQAlQoo24pVngDjfQzz1KcZJ8mYMMzWWsdkH+gMaMG3e59z8sEDuw8sT8Igq+0HZTQWaw3Kt7zqt/4Nbz7+Yv75S//sakHLsuTL5r6JdJQ5+YHnVesrO00z2SRBxiFmuuYQbuVfDiGO94rjtIb+EJr1qmmIxd8aodsx1leI0tJ5KqF3KgZhibouG5HNWuRYYXcNzBV0RzVaUYqVkqdGi7ykc5FN3WLJ9GmplG3jMadKhlbjGVElYtwNfeLjrIQgxumafUokQVUs586jUkvn1SxwgNmCyEsoNDbLqy6Ae90BxUTL73tQiyhrPib2MJ5guCwRWJLDGjxL6OcsruwihOXezhXmwyEGwUvCc1UTTUtbZrRljgV8BHP7OlIqJJH0mRQHHwTMbr5qq0msni7I3fOWXMM160D5/jWvxTLSigt6gUfPvoFT7a/nZYvf+ZzMqT8NUeqC3zj9mSwF64zziKXQmc0VGAyW1bkug9zngSdPciFqM0hi0iQgjj38K4ba5RSVlMhcu/bWvo9NUse4+b6znlqapax75DMB3tiy9XKNkBBGJZn1uMnbpi4TChPQlAEW2LZDNGC04r39m0FIkisNijSghqV5udLWbw4QuyMYjR1zVdlaiWadcrmDmWswOFmjbCvEyYTOzIAXn7xEJxrzuvZpbg8S6jKnJj0EPgqFM150zgUGixKSxBq2dYG0dbZsynYxQ2oly0GXdw5u4zMaj/OubJWmTFhQA54oVnh97RxXS01DSJZVyY7OWVUNajYgFyV1KRlYwW1Bhi8UPVNyk7fL4fqA1c6AJ4sOt0RXaS2P+cab3s39yc2cGS+gOxI/Nhy9c5unthdgKEjnoZ/XaBy3CFtj54EhmB1XHDgYwbkr2GaM1PDFN383f/Uffilf962f/UJPv+csknHKVyz+DcpCQyPGdprkR2dJFhTWE2yKOjNFi9vyHW5pXaMtE2JR0ooSrPAZao9AphgsTTVigSH/8YnPokx9vEQxnLEsX0hds5zuCNFoYgZOFiOUwCpJvtogGnqIqI+6e8zHhof5vLlHaKiMltTMKVf94uE6pW4ZybqBgJT3bt3NY5ur9K+08LclzWsGb2iJro2RV3uI7QFmlEyz4gS+84P2fbLjbZJX+6iGwFtJCOspMwsJd7WvUBcZp4J1dmhzX+08vijQwmNRjVlUu2Q0WVUJ94oNfBFhRMrd4UOUSD6zvkYgAp4sND/z4l/lA+MjNE+mfM8dv8O/Wv9cDr/hErIHp4MZ1IMB/QWwDU3zwwHjpQhVBiAV0cUeplZDFDlibga7vesyVL5fyTYENskQUVTpn0HIktiEjIM5uFkghopff+KlFDcrFvwBqQh45NHP442r38DJma9/TubUcwaaf/lHf2MfYAaX7hd7ba+reBpgnuxd6YnFx7WPs3v/TYAzPDOzvB847wfHzybTmG5jj8KdPC/EdW2k3WvF/kLB/c9WINnplsV0G4IpqzxlbicSjX19jq3koHZ5X+Gf3tfIhCkLbafss/salX556qhRfS9v3/cTtmKXrxs/DNKzrhHK0xY9Gs+3B/b/3+c/8mcaNP/X7/0fZGN3AmMNNs+dabvdt5SwYMaZ+yUK9+alsa7TUuDvdcizFvpDZ8OlFFYIVC9BNx07C4LW6YT+TREoQdR1c6NoAT0PAo2cKbnca3NqfovMBlwYz3Kyvs2T2TIvic+T4ZEaTSAtOda1zRYahcKgkUgULg09wtKQGbs6prSCVHtkpfuxZo/VBRyTUpbOnug6X2Y8x0xPWPey4aMjxWhJYH0oWgbdNoDl6NEtAE7GGxwKuyAEp/w1YuEYk1hqOsqNeWyhue8881GEE8Bsq7m/73hN2OXMlgdkG6WxbFtBYfdW6JPfMiM4X85T4jmWW8CTvV/4Mw2a/3DtX7AYrmOxdIXkkJVc6taIOl0SBCPrI4Xl0OFtnjo9R/epJkHp4Q0EKnfXVtVPsL2Ba/tc3fRkLXYer76P2OqRHV2lqEvGSxB0JS9+zVN4quqcKaAuFZ6w5BQYLHV83pHOUUiFSDUPbR7Hxpr6Ey7j4XUTom6BGCTY4dCdXxZEvYYMQ/TKLPmhiN07amRHS7zlES9bucDJ1javbZ2jpVKOqgSEpSRgUwtS46HISDFEQpDbgLyMafhdPpYeprQF62mLy2aGYsdjrdYivxwytzTgA+vHSDKf1xw5w7+++Lm86ehD/Gx6H4e9He6qXeIj6SFeFl/kapngi4BAOkAe4zTSnpWEKO4KkqpRUcmcSHlt/QIdL+NcUSdKc161ehZySzPOeGD3OL7SFAsZZSxpv6LLxUeWmP+Ixg99579rDX6cU4xTZOK79LiBn/tXb/0zDZrf8mX/hjIv3YPBGNFpMzoZMjxu0XM59UaGRbDm1zhRhpwUY1q+V1V9COqqYFdD1xpyAbny+LLbH+Stf/gKilTgD6G/GjF3ehORFZgkAQSy0wIpKVsRRTugf1IwiGrcY9e5d/Eij+WrvLH+KIG0hAQ0ZEhuNV2TYC08PL6JM/kcm1szFOfqNM4qgoGhfmFEsJshr+5gkwSbFW5h6ilsu06+EJDeOkvZ9Kjdk3LHyUvQ0CzX+yz7Q+bDPncE10B4LKkSyzodYTFIUjKOexk+ioHtsywDNo2ljiZHMLYlDeExpsAHbvVcu+7Pql/ixdEAKfv87ZV383C6jDimWTv7Mm763CuUheKhzUOUhwWjExGqJ2idMxTtENEIEYGH6KeuL0cUIQWYonQNU8AtgrXGeCVeP8AGMSrVRDtO/hWNff7PxVfwhZ/zQY7WXJbsd67+d/72pxtoXrlp6ekbKyZKSGe79kzM8/XxSYPnCaitXiPkFA0eBM6CA4B56qZx4O2q14kDf2EfKLL7wHW1dfKeB96r+gz7Qa3L8x3YNmmPveei4YCyEVRsMwfcMmzVtMRUMoynAWbJtK32xJN5v+XcHhs95cWfQaLhWEbp7WOXp4Ng8P1KK3rd1//ER/TTO1ZvXtlb1Vdhclf0IcKg6vAumHTlsWnmpBnKm46NzQtsWSLCcM/JZTTGRuEUZHqDFF0LsLGPQNC8mDE4GiKUJNpx2YWyLjB9HxFaRN1ysdvh5PwO1/I288GQGd9wLp/naNBlxwjmRcIQg4fr9ierAjo3LQUKg4+lJnKEcOzysIgoCoXWrtGQmXSQNCAKvccw72OZ3Ru6LoeEAWUoKZo+eUOQdyQ6hHKpACU4Mr+NFJbloMex2g6eNKx6XWZVAlhioWkqd9OrIahXLejByTHU/u49MIXMTrttSSmn83QCrMcGBpOF4r4cUW4kV/QcpYVJt7DJ83/W53UzWKVI3NhNrmrH5hI2MsVTG3OM5yRbZYudoo5Xt+impPkRTbwFXmqdvVtlM2DG4+kiygxHiJk20lNQj2meG9I/0UG3BNGhMef7c3zL8XcxGyTk1icUxbTd+9gYdnTJIbXLT2+9Bh14xLuWUTcCDI0rTlsvru24jE2aOfLC9xCtOma2zfD2BtkpOPLyKyzN9rhn5hJ3RJsc9fusKEsgoKtD/nC4ysgo1rMGSeZhhWCzbOKVFjOWzGcJj3fm4FxEe3nIBy6cYDXssd1vYQtBOLB89GzA8nbC5VsD1j6wgr0145c+9nIOh302jzV538WbuPfYZbLRcZa8HpEquT3IuWrG1IQiEsJppPFci28LudC8yC+wUjO0hlCUfE7zUbT16JmAR9PDtP0xZgYW54eUnuT05iI6EmRtiTpUp7EANeMzfrAPwwG0zD4rwBdsyj0vsXx8/sBjoTX1S4ZkXtI8OWBmpk8nHDPjjRDKIvyC0sT4nmN/S2uoScgM/MHwJANT41I6Q/OuLuPfmcdLBNGOJr9pGe/+J10DHSmwwxHFvbdAHJC2BOMVQa0zZuD5xCbj3vpFetbnNiGQCPomRWPY0hEXywb9wucdT93O+uVZmk8KmpcKgp0ceXUbugN0liMCD5bmoRGTH6nBKUPrcMKr7v0YcTPl5vlrHPeHCHxaqkSJnLZMaIkQLXLX2h5JTSgGZMQ2ZGgTdnQNKXIe1R5DM8O8t8u1ss0Jv8vAaupCsmtTfASecF2Oj/kpYxvy4niLW6I+fzA+zD+7/a1cKWa4knfYShvc/qZ1HnnyGOtrHYK+IJ3pEG+X+LslUknsyiK2yBGDBFEOQVZeR6GHTUtkzyJqHjbN8XZGzNgxc8rjouowahsys98t6Xq96Y2L5wQ0n3noHP/yG/79sz5v9aQQ6ZO/Fe0B4Wfd45MDzvA0aca04A8OMtDT/axDrftZ6Kf9+X3vOWWn7fR2WxnLYRFuIeBXtnFyP+vswLKuvHAnjhoTkGvZ6/JnJq+17rmJpZ17XfWRxD498wQ0TJnkCStor5sFFa3uubT49ayz7wmsMK6gcR/odoBZE/mGL/+jf8uvvv47/sw5aTzyvif4ye/5+b3Fw3VJEpNVKSR/XxUmVJZsOdbz9uaIdqyzDQJk1SVPpBmUGhtHICVqnKONwbYihIHGWsFwxYdYEm3BOHTtqE3PR3iWLIC1XovjMzucSxZoeJfZMXWaZUpN5cSmRKiSzBqkEHjW3TyFAGklnrAEVuML55TgCU1mFGjQmUQUwkmSsG5NsO88sfulGTimGd/DKkXR9NE1RTovKOtgF1NEaFlsjmjWMmIv56b6FrEqWFQ951eKIZaahnQq6waSWMhqzSuoiXD6+7SwcV9WKKOktPtLAC25hUFlCzqZm1JYCiO5XM6RWzF1iLSAxGCAXhHxZHqIy4/9I7739v/nRk2nPzXxWPcjPHj1lzkW1ViN+sx5hpoMKNFEgeGmlS0+2l3ifVdOcM3vcGWng8okRUsRb5aEV4fI0sAoqaRHEmMruYuSiDTDBgE28skWYppXBfJIit9JOd7c5nI5z4ujxzjqDTBW4VV2WzklAxtyTTdZVV3+19lXkMiAxrpAJeBf7RGuj7CDkZOCYJFBAJ0m+XKT/t0darcNufWlF/ns1Uc5FXc54mUEwmKM5D39GTaKOm+/ditPnD6CTQV24OMnllRIGAuiQYHIJHJQEBoPY0suLC7SSj16QYs4CRH5GCEilpKMshGy+pQla3qUWyGyoXlytsV4rc75WoONtM2R+S6pVPyVlffxu6Mj3BGuMytTEB5bdsycClBWoISkYQM8JSitIBAZ9/gJudBsaQ+pQxa8Hq/vDIhUwZlskYvjOfywJF4ekdQkbZvRfXcT82DlEuN5mF7PnbOehFLwd7/qJ/jxX/6uF3gW3vh416/fz+//z/dUbaAF1GPsXAsdCmQuWe82oV7wquY5TkabHPa6+MISygQISKxFYSmtyzi8JL7Af7r8es6MFkivxqSzis5GiT8o8TYHeO0WuiqAFa0mwfaIrZeFFLM+4bCk2RkzF46peSU1ITiiDBqBEAplBacLn6EW3N8/xpOjZcoLMe3HJI0LGcHGGLXZd/eMooT5Fvmxefp31lEnco7ctsm9y+e4ZeYar6hv01AWH8HAwMhkpNZysZjDEx3GpsSnpK0MV7M2x8NN+sxgjaJHm2tJh0JJtsYNWnHKenI7tzeuslHGHPV3aasUaSVNpdFG0BKSlIJQKDwp8Ch4Y/0K27ZgxkvQKP7D3f+LX9l9KZy8SJp7bH1mSOcDAVmp8IeG4U0t/MTibQ0hKyEM3OJXgBklFVdn3D22t0uj1mfUXaK70kRYgRpJfveRu0hveRwlLIkO+bmn3sJfPfVPb/i8ek5A87e95B9MGeKPG/Y68PwJQJY1dt+uz7TvJwGcJwzy/lTyMwFqu+81z/Z48jMJMWGExbRpyaQK30LllSmwUjpmuaomt14FglXFHiv2AWqmbLLx3OOJVMPAtOjPYqcMNJU8Y1LwN01Y++yNxQRA7yPLAYSy0/fYGw6L51mQ+zuo7XHvUhh8zzDp4HZmuMnfe+B/8uMv+7qPezw/3eLvvPaf7D2YyowO5CDcU0VVre+pg/O0sr4Snrf3qizDFIWTZwiBKEvnuFGvYZVCpiXCJJSzdYSG2nrBeMmHmqK2ZhkeFZhcoXcDvJmMgQjYGddYqg+5kMxxqr7JtbLDMbnFromIxJCRsITWUoqSAN91XbOghSsQlIA2AiUMSliksNhSIXOBLEHmIK3z0RW+j1V7Fksoz3nF+h40a+iaTz4bkjUFeVtAo8TvFMig5FBnF6Esd9TXaPsps3LIstdDYajJkobUWKCFJKwAs6wAM1Rz3lp05Yjtiv1gSCWfmZx71tI3zhWjWssCltIKNk2LXRPtnRXVYRXWsJs3eDxfwVTdXK6kZ/nFC/+Nrz32LTdmQv0pifvXvp3ZRs6AiLFNWNwNGNQTCEpy68ZpppVwi9rg0YdWkKd95FgS7lSsWhxgN3uIJKvS0yCMBlEVxUrpZDxpStFqMV6AcR6x0h9y4vA282pAYi0Q0pASjSWhILeCxErWig7n8wU6JsNcaSBzQ+dMgcosZn0T8tJZyQU+dmGG7FiH3Rf7zL/mKm848iRfMf8UiyohBx5J2zy4fYj3PHEr2+9tUKwp/LWU9u42woBMXdak7UuEdl0vrTFQGAQWPEUcBK6rpacQQoExSDPECIsIAoyyxHFMXhOUMxFqU7Mbz1DrGM5uH2L9zBILL13nhz7yJXz+yUcojeSO6BoPFB3ui9bY1QWx9NA2pyMjDBZPCFo2xiiNMYYZWWCQrNTPsWMCzubzNLyUupdxS2edufmMB3dWWPvYIh0BuhniJ87Nwe9o8rUhMqyDgEd//2P8zI/8Ft/4PV/0Qk7DGx4/9FU/Nr0/iyjEnlxhcKROOq/I2mADy8gEvH94nMP1Healpi0grBoiRQLGRjOylm3tiK/F2pArGwXdi4v4fYvQAis03iBxWuY8h3oNmnWKdkCQCJLIkNUVwWbEbUfXaaqUjkzwhcsqJLakb3IK2+Aj2TF64zoPf+Ak9pLHwhNj/M0xbO5gKpu28q6jjG5qMbwTDt9xjXuOnueLZx/nRDBmXkpG1pJawXsGLd599TY2kjqXklnSYYiQGqMkYWEJ/Yy0WyeXgk5rzEpnF90ybA5aZEKRZx7WB6UtH2se4pC3y2csP0mhfe6OL7KlY9pqTIGlrkqULWnLkJr1sdIgrcAn5c2t01wzltfVn+J+eZzWvQm//PBLGZ8o4azH+kJIYxNUWaDbro+BaDeQOz3saOz0+KWzoKMpoJsyXm/ACviDkiCWoGG2gHcO7+Cel1xAKsvvbq9xa/utvGLxS27ovHpOQPOzAuZnYOeqV+z994nYySl2rU6Gp+1/EMQ8K3Cefp59bNnk/fYD4cmvgr3XT+ioCmwIJZhbneHUiw7Tmq8zu9QhqvucP73JpUtdrl3bpTdMKaZFf1Q6Z8cuG6/6v2qZDThwLSoHDcEUENsKVE8B88RJY8o2V/sEFabHTpno6feV9hns5cx1emY3ZlJapKf3vv++A+gJg1T6Gcn3i6PuMx6+PzOxf5El4UA/5ipsUTjDdqX20qEWbF5Ukg3FRCdvhyNELXb7g3MAqNXAV4hC420PKRaaSC2It0rSeSjrisYly/CIwFqFlj7MGjZGDRpBhhQx20XMrGfp6xipRoythxIlhXVd8byqM+AkoREIR8rMywFZVCcj5GXNE5TZMotHWjTu8bhwdof1B6+yVWiG/aEr/DKV64YUEIYQx5hGjWwuoKx7ZB2BjizBfIofF9zaWacWlhwJd5j3R8yoIct+n0BoarKkLfWUYQ4qGz9PKGLpKluNNZX3spuP2hpK68DWRMBhrCUxlmT/KV+dwlumzsCElFV+en/yYCtvcyGfIbM+13vHX0uu3KAJ9KcnQq9a8GDJULRnR3gonroS06trsthnp6xTWEUwqxnMCWoXNfGWIRhoVyRNRQZgodhbtFCUiHYDAh+8kPjqmN3bWqhOTjf2OLMzx2cde4xAagqbkRgfX0qkVfSMJTMe3bLOle0Z1vstmjuG2jWLurqNvLyDMIDvIRZm0fMNunc38O7K+Nz7PsqXrDzF3dEuu9by7tE8bz19F+d/ZwH5oGR5JLjvnlXatzapvX6G+mKL0xfWOb92je0rGwzPdLHrGXacV5aSGisVE2cm4XlI30N4ntPv54Wz1jMGVYvBS1DNBuWgxO9EFHWDSjxq64LRSsDWH6zQu8nwzrO3csehNf7P5l189cqHeCKfZ04NCY1myYORKQhRKCnwhecaEAkPhaWtNNu2YGQ8lrw+2irunLlK19T4yPCIIzFmC/qHI6yqM3ePxT7epHz4CuQGoslhElw4ffV5n3fPfey7j2uD2hxRUx7p8Rr2eEKtWVALciSWTdNk03q0sVNnIWstSggEml1T5x2DW0ltQFdE6KWMzpM+XqrxEotu1WBjy0kK8gKdJeRLC1hf4o2BoynFvOFCf4Yvbj+ELywBEieQgF0TkhrBI90lPrR1nOajBfGjGd7FDdgdOoY1DilvPUL/3jr2ZSPedPdHecPsWV4S98mNx7nRKr+x8WKy7qtQySytDcl9QnDu0cvEj11h81qPfl5gIleIlzZCvLxA+ZJRvcFjzTZ2VTGc81AakqYkHFmSRUu9Z7h4ao4n1pe578QlrmQdTsSbzKiYOW+EZy1H1Zh1nTAvQxCCulA0pEdiCzoCZNCj5CLv5yT3rlzgMX+ZUT3EPx+gPUs64yEaGjnboXl+6CwTg8Adxk7d1S10nc7ZZDmi2ycymiVbsNWbZyuoo28eI8UEG8JWfvGGz6obDpo3r+5w6LYVrjz+DCfhJySfJ8yt+PjgeR+Q3XPL+Di7P5tU4xn+nwLnj/O3au2Ir/z2z+VrvvML/sQShLWrXf7zf/sj/uiB01MQPPVlFiAqAD3ROh+QYlQM81TfPAHMFdtscNumBX+iAswTg0oqsHxAy0llLbd/HC1CuAJAITiwHcCrigaFsOxfY+zhSMNnLtz0SR2bT5e4dmGTlZOLXD29/vS5eV1xK7A3KMZgjXHNb/Y13EAbt7iUewWkNkkduPB9935JgrAhNvARxuJvDsmXGqhSEG1rUhxwrq9ZRssCa32MshTzlgu7HW5f2ORSMktYK7lGm0gUJLKkRUmBxgcKNAFeNb9niRrfwovaf4u7/oTH7cLjV/ip7/8FPvA7D4E12NDDhB7ZbEDeFOSzIBolNDRz4ZD5eMyMP2Ql7NGQKcten5rIqElNp2qm0rAKv2KLPaHwK09mY52jwSSHYqwloXTgvTpPM+t0y9pC1ScIY93NacfUp2teZW2lf5ZsFG16JiK3XnUrcyFx3QSzUrIYvvJPNC5/2uNSf5PTO/fyooX78UXJCW+Ewln3HV5NaRnN+67M8N78JGf0Ilnqo3NF0RKUPU24mSG7Y1fkWhSuy2LVyEkItwKz4xSaTXSsSJZiWucMg5Ml8+GYQ+0eHxkf5avaH8UTTiOZGk1KSWkjLpUzXB51uDZs03hSEa5bGg+to3aG6MEIW68hDi+RHG7Ruz0guneXr7n3fXzl7DmMhf96/k4+8r6X86ZTn8N/e9Nr4E9Ipq7tXOat7/kl3vGrp1m/2oReibdRwCBz3ytJEb7nqvurugWR5c5eMi/x6zEyKRDzNYKRJZn3aJ+GZN4jPqc5319mY32W+Vt2ePu127i1s8GJcIvD/jZbpU8kCjrKElnputOhKIG6NJRoQi1YUAkNqbnJ2+WyabKVNZj1Rxxt76KE5vCJER86cwT+sEV71Ju699g0QwQ+2pfcfd/x52B2vXBx9pFLtJc79K713IledSSVxhJdsuQqxrvTcGJhh5OtTdoqoSYKl61CuBpn4a4phTXURcGcP+Q3Tt9NL6vj73gMlxWLl1JkWiC6A0Szien1EWGIUiHRhV12XrGA9aAcBrzUP899CxfZNS1u9ruOSBHQ0yWl9fjA+CTeUBH9YpPw7BDv9AZ2NHJ1V50W+tgCyef63PWZT/DNJ+/nlqhNrfW9NJt/BYAl4JW3fXLj8/hjl/mvP/FbPPSbH0J0x/hSEfkKEfjUDrUR9QZpW6KUT63u7lFyo87Oaszbh01OHdrgYmuG2xvXUNJyd3SRj+g5bvW36ZqClnTuM4FUBFYRSDBGc9jf5VS5Tnt1zFgHnNELWM+nfxxUCkHfo75pKWoKzzYQkY/ISuQ4cdd3pVyzojyj4ack6yN6cpn8tgChQW+EXFxss9gc4WtNW918w+eWsNdXNX0KMegO+PK5b7pRb8cnJduY7iKu3/D0XeUz7LNfJ72PQRbT56uGJ0rwLT/4FXzFt3/eDQOCG1t9/ul/+G0++OQVTABGOWcBo8S04Gr6M2GbJxIObz9gtlN5B9Luc9uoQATGPVfJM9zHrxhnNdnmQLSQjl1G2OkQuv8NXrWdSgcLVXvt6ndPWDxPT8e449d4++f84xsyVi9kbF3Z5utOfpe70UzStbrcl5F4hjm3r4HIgag0n273fa/z1N68k9JJHCYM9aQRiqewUlDMxRhfoT1BOicpGx5lbEkXQNc03kxO0M6ZjYccbu4yGyQcjnZY8Xc57m8wr3JaUlMTrjFD2HgLqvlXbti8vnp+k3/9936ehy7tMjjVZHBUkC9YxGJGszPmtrl1lqMBt9evEAjNkurRUgktWTCrHByuoaqCRYEnFR6yygJRAWYHnksMKXqaebJW0LVV18xKWoSFofHZMXU08sBhKozgSj5HWnkzFlaRW0VmPHLrURjJ+rjFetacZlRmvQ6/9Nq33JCxeiHjQn+Tf/Pkd1JKRUOmfL33EY6Ggriu3bjakpExXNMhDyRHeesT93D2scPIkUe0BfWrBeFOgb+2i+31oNCOEdPanR+e5zTGvoeMIvLDM4xvatE/oSjrgqP3XuQlKxd5XedJ2irj3qDAR4KAM4Xkkvb5/e07eP/6zfQf6uA/Jpl9aABrW9idXWSjjj4yz/iWWbp3CW6+7zLfePMDvDTe4OcfeQkv6vxD3vTqe2/YeI3zC3zsyvfz64+VPHDmCOaDIfbDY7ztFDEYY8vSSfCMdkW+QeDO41oMYUC+1MJaSzEXUIagQ0negvGqoFMbsLPo8cU3fYzD9R1m1Ih2kHJ3cI3QWjqeorSWtgynWasCpyk1wpCakqE1XNYNBiZiu6wTYrlYdHhg+wQfevQ4nQd8Ok8k+Fe72MEQE5TYjQTpOZblyItP8FPv+ac3bLxeqHjs/tN856v2dTtcWUDMNrFRQD5fY7zgMVoRpCuGzuEeX3bzh/niziPMK82MFATCRyLIbMGmyRkbjyfzeXom4tfWX8KVhxdJzzSJNjWNdYN/dRe10Ufv9py8rtlEzLXJV2cwNcX6fQH+SsKh29b5mqUHeGXzPAvSp6E8ejrjqvZ5OFvkdx67hw89cDNLb+8SPlV181MKuTRPdtMss1+7zbe95kO87sjfI2p++Q0br7OXN/lH/+1/c/mtpwkvDhCFcd2SwxDbiBBhRDkTYwPF6FBMcgiSo5bDRzbx2gWvmD1Pr4h4XecpZuWIVW9AS0JHShSSUPgUaEpr2DElJZr/M7iDy6M2v33hTpQyDC7O4Hcl3sBS2wSVGqLtgmA7QfUTGI+xhcaUOaIJ5ppjnGUthvkO+Yl5hisBpmmpL6T078nptJ0TyecvRnz/3f/8ho3XDWWa3/sbDzzrc1IKzCejcz4QT9eLPtsuH7eV9mTXZ9rnekcN4ABalIIf+Jlv5TVf8tI/4Wf/xLE43+I/vOVrAPi+f/eb/N7HTk9Z5WlMWOWJFd2UYXbNUKy0e8WCU+kHB7ya99hn634ECO+gFntiLTcFw9NxAiU1eySpGxsHSFx5Y6wMSL3vw7rYLfZbDn76xtt//o+nc0II1+kOpdx8stq1gn9aHGTnp2FclzukOijxKJz7gBXCgY4kdW4cQYAoSgfUaxEiDPC7GflMiEIRbxsS6fSjQdeSSUnRDxGeYcs08ITBNgQtNWZeKbT10GSU1qM2+3PEtc+64eO1cnyBH/+1vwvA9/zTX+b/4yKyWSDikk6YICTM+QM8LPNyQCRL6tLQkhphBXUhnXc0Ak96zjH3uiLb0hpyHLiz1mIsZMDoOmXVWPts2QYCWxWvWqwVJMZjo+yQ2GCyDtzT72MYW8ETu8tsFzEKTbDvfNkudm/4mL0Q8Run30VZtXMfmojLcchN8ZDxMGCzLwkXc1Jg10SUVrKwPOSCGSM+0KS2VhIMDbKyFZVCYUyBFa4FLuCyLEWBrMeYeohUAUG/ROWK8vaEi/ksd+tLGOux6nXpWcOCiBkZjRQZ9+/eyulkmf7pNvK8ovPEGHFlEzsYOh/01QV698yQv7LgC+77KN+49BAfWb+JYfPn+MdfeOMZplpwjFec+AVeftyytfF1XPyiB/nfD9/D299zJ80PFURn+zBKscMxNknchKo6ZYpGnWBNo+cayE2DH3qUkURmCm9k0KqJfFXGHzx+B7curuO1cr5y+cM8mi4y7w1Zt3Czn6CxVRMii8IjUJAZiy8EHrCqRhQqZU6NuFx0kMLSjBLqcwnD2wRqWRAWM0RvC+HR88h92rrLj1664WP2QsQv/Zu3Htyw3UPWamSzPuPDHqMZyFpgI41ShovZLDsm4oQ3xjWxlhS2RCBQAnomYKes8d7+SYSAUaTQHcPsY8b5M2vhfPWtBakQSYqhDcKSzvo0rlnk3QnH422ioCAWNWpS0zcZm8bjfFHnf519KafPHGbpnSOC0w4wC8/DHl1m8NoG3/xtH+Dr7/xXhNFP3PDxuunwAr/4g38L/QOab/+t/8r737tD+11DonO7iPUdrLH4O01o1fCGBV7WwBtIrgyXmDnV5de37+HFq1d4X+8mXtS44qg0r4cBZqQhACd5ETAjPDat5iXRZWoiR514mLet34EMNHnbYZdBTdI6p0CV2MBzbcnrNYwPsjvG7Fa4orq+iO6ATjhkZaS4WjvM5SMx87XhFM7dv31jpaI3FDS//qtfxY9+0398xuemgHmfKuCTC7sPzD6bc8Xkv/2NTezT9z+Apy1TDbWtHk/unFU6/W/+8Jv58m///D/Jh/2/jn/5HV/KW9KCr/mRn+fs1u5UjmHFXpHgRLvs9Myi8k6unqt+n2iep0zyxIsZHEtcyTWmLJwAIQ1C7kkppsyy51Lg7vHTJRq+r917wdQDd3/eYjaoP0ej9fzGl/zNz+Zn3vLLT8teOFbYg0kRZKH3PbkPED9TGI2tWr5PLQ9L7TIfE6udLHeLujBwp80odY+bMf6gQNcBoYg2DMmiILBuEZUEgrwb4ZOyKRqEXsm6arEU9NgxMbc0f4jDM199Q8fo2eJH3vJVvCVN+Yrf+08Mgm06tYQ5b0RNZbTkmI43JsTSkgUeEE4As5D4wjVg2c+AW2sprCbHNdGwOFeMsaWyiqtAsVUMTEhq/SlYxlpS43OxmKe0CotA7pMYaSu4mrY5n8yRaI+k3BP571dyLQZzz8vYPdfxVbe8gR954pdIRUBbjVhRQwAaTUPU1OwWgo+sLfBUtMC5coErA3dXyzuCdFHh9zL8NEeMXXMFay2Sau7KKjMgBHY4htk2OhDkLZ9wF5LE4+VHz9OuFdVCBmZkiMYysiUfSw+RS4+zjy5RrPssnCtRF9adD7NSsDjH7ss7qM8Z8J33/hGfUb/GKPxZvuGVr3nOx00IwcLS/2RW73I4/HzefOdH+XdPvZIn3naS4EFNeKmH3Ow6ptDYqSWjqNdRWwYZhpjQQ9RDvHGBDXyGq4r2e3yGRwLOJcss3r7Fb5x5MWns87qZJ7mztkbuCUYmx0cSC2golx0JhMJimUHREznaaCQeNZnRlCkna5scvWWXh5eW+fDDNzH3PkktHWCExGo9vf4ce/GJ53zsno/4ph96M+/5lfdPH4vQjZPfL2icUYhDPhzNaS73WZ7tc3f9suOphEUKSWk1BYaRLStXKMOi32POH3L/EydJsohmT5AseMysDSHJYHeAUMppbedm8KRHWVpEYRiuKKJLdZZP9TnpD2nIlDHQ1R7nijr/48pr2Dy7wNw7wL+w47zOfR99bInwLwve+vfewFz9uc9sKaX4yS/9Vvpf0Ofvv/8HeeA3DzHz9gHq/Aam20WMx6hhQqMweOM6KvcYjGcpjmZ8ND/M8eUYicU2BJn1WPV7NIVl04yZUaGrmZGSjvHx/T67JmYU+UQyJz6+xfZmk8yLCLYUJrAkcwFGWLy4hd9NkYORy8YqNb1H1mYS9ChhfKVJYjqYlkImMEoCgqYrSn71/MINHacb5tI4HCS8sfVXP/GOn4oYxFYNFJ4NiFgOFiFOUuRT0O1uus/4aru3X3uhye/u/tTzBpgnEUc+v/EDf41f+vtfe8BFQ0xY5H0uG1baqXOGA8jsFfxhDvouCwvSIFQFAexkG86b0l0xmGqZpQPMB/XMAJrQK4mCAj/Q+7TS+w+JQZATexkZO/zN+3/8ORqt5yd2twZ81c1/dyqPAJ6WkZBSOiGB5yGqws1pCLl3AK8Pax14Lssp6MDYqvComrtFgU1SbFG6I5TmzqQfUOMSNSqQAuKuxksMMhOEWyAySdELyVOPa8Mmw9xnu7yDrzj5kecNME+iEUX83hv/Lj/zqm/meLzNStilITPm1JC60CyrFB9LJBS+kNN2xRNHjEkYYxjZ3LX6riQYY2txjs5uhAsjWTc1+jaiRLnFjLV0dY0z2RLniiUM7kSYrN8Hhc+Hukd4T/dmLqRz096AFVxGo8hKwXY35PS5Jd7zuM9X/9YvPq9jeKNjrdfnC//3v+VtT95GMEj5mvAj3ORbAtQkH0Wg4NTqNofru/R7EZtrHcoLdVQKXirAkwg/wBqDKbKpfn9a3AruBhcGyEGCSHOwht7NIFNBKj1mGHDE38EXziawQKNtQGYtbzt9B6M8oPOEITh9DYZjVx8w36b72gXCv9Tln7zi//DauM2p46d58cpzD5j3h1Idlg59gMML/5kfuv2P+Oa/9nuEXzWm/5JF9JElxOyMk2wUJTbNsP0BjJyUQw1S/K0Bfq9A5CWdx4b4I5yV5Fqd9Q8u8senb2esAz7cP8q1osXPde9g17hW9yXGZVusprCCUPh41fXIF5aGyJhXY+4Jr3BTuEEqPK5mLYyV5E1JMVdHLs5CHDhjRa05//4nectf/nfP6xje6Lj4xBX++ou/zxVaexLmZ5BzHWzgY30nb5MFiAshu9sNbgmvck9tndv8xF1v9nF7Bsu1MiSziu2yweFol9mlHnNpQrQF0Wbu6k8qssMkicMceUERCgh9TABxUXLkJWuUxmNO9YmFh7UB58uI396+h62n5jDvrRGf3YWr2yAl5sg8r35Lh9/+gX/NXP11z+sYtoIW/+Uzfoxf+sf3ob47J335UUSnDUWB2e0hLl8jPt+neTajdaYkfjwgu1Lj0qU5PtY7xId7RziTLTDQAR/IWqTWMDZldV2ZSIzghLfLnD/mG4++j5l6ih9pTGywvqF3m2Z0xJIu+IiqyN5WDjmiHqGONhC+YHRVkI08V1OR5vj9nNlHDfb9dfqXaxgNb9vY5aef/A83bHxuGNP8ljf+q2fs7ifks8s7/+9iqseo/sDTwcgBT+cDwHmyRrAHmcB97/FZX/1qvu+nv/VGfuA/cdxxZJmHf/TvcN8P/nvGZTltYjK1l5uc2bICz5Uqwm23e0dVWISyex0EAYSZYrj9rhcOLNtKwj3Rh7rfpbD4SldsNPvfzO2HsybzlQFhqt4tTrrxxOAypdF48rkzG38u4/u/4sddwxIp3YD5rvucMMZ1Y4LpHBJY3MqkAsB638QXk4M0gST7wzoNqFR7dafGYAvrnAGMcd2RtEbUY2xeQnfgbHky8Hcz8hmfoC8wnvMStzuWvKMoiMiV4aUzX8z33vllz/2AfZy4pXM7P/LiX+B/n30D83KTmizpyAJfCnwkHgIPxzBPsx6Ifeyya3KirSWzhsyp9SsGWTG2Aand88I2CIY64mrZxqAoK0AoLGgr2c4bXEhmyYxfZUv2PqsvDVaWjEcRO8MaWgtMVnk+Ynn/tRtflf18xrf8ys/T9UMoLL915cV83qHHWc57DLYjwmaG19Rk1pIhKa1iaWbAou1xJgmZecQj2M4JtzPIC4SUVZGrhkouAzjgnOdOe9yInKuKsXgDwZGXrWGlpeGnjEydVW9AiI9FcU4LHhkcIpCGzoc8wgvbyO4Ik6Yw22F0zwrylQnf8+Lf557ON3Fo4YXt1LjUej1Z7XFuGr+OH/5Lv8F/OfRq7v/jk8y+08e7oGCniy1dLYSwFhkGkGaIyDkDBIMEOnWCnRw19lCJJBtGcNJy5aFFLi/OsjVs8vLVC6TWZ9toagJ2dMqip6hVF3QhBK2q9XlTWpTN2bQxGoXEsBgNGK9GjGXE+GYBT67Q/m0wVzedFMBa3vfr97+gY/mpxvd+4b9y7HmVQba7fWw9Qi+G5LFPGSmKWFDWHGF0drzAE/kmy16fDgFaOFcebZ3kRWHpmhrbZYMHe0dBSbJYURwXNM9oGCWIUk+zK7LRwN2DA4rIUjQVo6ahd7HOmz7jQdrSzfGzpeapbJn1y7N0H+0we3qEXNvG6BK7Mst3/Oxf4o2v/LwXdCxPdT6f3/q6V/PPj30Df/jTdxO9I8BudmE4RpgNgqKDLNr4Qx9vEDAsGqxrSXLIJxSatbzDa1pnuKobpIyYB2pC4AuYEREtz1DS5xHqhKLgxOIm3bBOeLTgqavL+Ls+RR1Xx9MOEcZD5iHe1gjbHbjLDVSWkAWq12Wu0SV/qsHF+BjmdSVh4GSjv3TlSb7plhszLjeMaT5y68ozbj8AmD+BPPmTD7vv55ONffICS3Vht3vbgL/1/37DCw6YJyGE4EP/9Ds4ttiZdv9z2uU9Vvlp8oxpsR8gjZNmSKpivYptrkCxu/UbkAalDMqzB7qHg0VJje85D2bE/ucAjPPT9UpqfoHvOeb5oKrZ/aaeTVbzaRDLx56eihcIV6QXhc7tIvAOTHQhBFLKypJKXb86eXb22VQFVPsXenkxbQZkyxJGY0RZIg2I3hiRF8jS4vcKVG4IehDsWvy+INoGRooffvHXvOCAeRKe8vnLp97NQjDPjMwIBQRI/EqO4Qs1ZZeFFRhrya1jIK2xJEbTt5qsSumXRrCtI/o2JEcBFm1gLW9zPl/gWtlh/+RNtceTwwUeGhzmQjpHad1rqqcptKA3ijlzZZknLq+w2a9z/az+sxDLtdb0d1+5m74JNHOHEmZagnSkeOLaDI+Nl7hSdLiSdsgKha3B6KgkWfLJG7Iq0CkrQ56quGKyAhHuPLGjMaLUlEozPBxApDnfm+XO+Ap1WTDrDdFVM48dk5CXEWcGyyTvnyNaGxNcHWCGQ9cOemmW/HbLN736Xbx+9cdecMA8idALecPt9/PBS/fxffe+ky/48gcovgKSu5cQh1bcdUI7FlIPRm4RPE6QvQHSGOgNiS8N8IYl0bbGH8Pch0E8WSfph1zpzzAufP7T2mfwkeQwa2Xsjpm1jLVrOW6spSFCYqkwAhQWH01TptwUrfP6udO88eRD3HzHVXbzmOAikBUHM7ef5tO8s9h6mtuTSAq8q2PCrQIZa8xtBfLImLiTcEt7g5rIyYDcFtNEdmY1PS0wErT1iFTJblljuFYn7cVE25ZsKcYE0lnDjsbu76Ypdr6DDRW67mE9S9AseM3tT3GxWKUmBEObMjI1zg3nOT2ap3auxF/rYkZjmGvy4+/8nhccME/CV01+8DN+lX/0fe9Ef0MLe9MK+Mp1/dzp4V3tEa+lNC/lzDxhSNfq7F5p887Lt9LXEe/vHuNtw9vp6YieNmgsA5sRSoUvJcsqJxIlf2P5XXzuwmO8aOUKnu880YvVnGzBsvZ6RfeOGkJ6yNxilSOwhO8jPI/agqU1m1D2E7YuSga6TdGQaLNX9K24ccztDUMz7cXOJ+jYx0GMe6NOTmueLtvY99575iC22o9q34lUw73uB37pO/nSv/E5N+hD3bj43e/6a9x5aAEEmKrob1rsJwVGVO2sK+cMt8o1e9ZyopJq7GeRhUVUQFlVzetsxaBJafA9TeAblLreQcMihSZSJZFXEvjavf++AbcITDW2Cs18ILkwXHt+B+0GxvKpVXfDAw5M4AokCCkRyoMocvupg6eUEAKpJDIIXKr64JPP/EeN2ZNsYF1jiLKstJEWO0qmhUZilMEoQWWaYDtDDQuirqG2bfCH8ItvejNvPHX7DRuPGxX3HnkPdf8kgQCFY5qnDHOlm9Bocgo0htIYdjEMcUV/iZF0TciGqVGgsFYwKn02yjZPFcv0bR1dFQIYI7k87vCxwWEeH60yMPF07FWVVemNQ566usgjV1a5sDXLuFB7WBum5wzCIEeC5Y0GF7d2XpCxuxFxc7HAUn/MqZl1vuW2d3LS3yWs3EqEELTqcHJ5l6PhDmUq2N5qcmVjBtVVCCOQWqCbMXQ6VfbLpfinmTt3EXCLxigEDbKw1DY1xa0Zs9GIvqpjrBPhtKRHZkoyE/JHw5vpnulgNw31y2Ps2GkTiUP6t9R51Rc+zF+59SfoNF//go7hM8W3fcbP86sPfTHffugjfNUXvIfZNw/YfcUc5ugiYqbNpGbGpClmNMIUBabbQ/aGYC3+1pB4PaV9JiXqujGMn/QYX2rytgfu4Xwyj0bQLWMKK3ksr3HJWHZNXtWzO0lTLCShsCypgpP+DotqgBCWgQkYFiHGg7zlYedbiDB0DCeWznKbzcvbL/Qw/l/HiZeexHrKyXisRcaxuy5PpHS7En01oLCSO2eucmu8zp3RGh3h5r1E4AtFQ/jkFraLBlu6wdWsTc0v0bHBxjnxFqhehlQ+eNX1XwiIQmRhKGsCHUnSWUGjkTDUIa+Pr1BYzdj4DI0iNx48HFK/nMBuH2Kf//Lhf8FdJ0++wKN4MIQQfP7tf8iPf/MfI75NkN11BKLIWaT2h6itHvG1hPhaSfspjT0T0xvU+MhTJ/j9jTvRRvLB0XHWTMSaFhRWT3sWdJThM+Iux8NdlLQshz1iL+cNJx/lRS+6hP+iEWXdzWntC0zkQxDAQgPvSBNZj0h2fHrXJi2TDSQZzdM5yYNNtnfqlKnglprPsBjckPG4IaD55/7ZL/M///mvOeA1YdA+kX3Vp6Jt/kRvWGmb92yo7HX72Slwxli+979/G6/90pfd6A90w+LX/vrXc3yuzdQ9Q4JV1kkzKhs619ragj/RMps9S7np4TBIbwKWJ8pNx0L7FQj2PSfTcCEqxxGDLzWhpwm9g0WDUJGn1bgGaGIvp+Hn1IOSjJS//eC/5AY6Gz5v8R/+ya/w6z/1LkQcIVoNaDURtbBqZmLZv1ATgFAeInCNPZzX8r43s9Y1OfGri+wkJqzz09j4SrJhXDGmqxQunR8suAYpwyGiKJxP6CBFJgXxZkawleIPNf/xm97EK24++hyO0KcWh1beTSCP4Ik9sCasS6vmE32rMYysYQdDgetUuKEjNk2NofEprCQxHk9li5wtl9jSTayVGAPbWZ3HR8u8r3eSi+kcBV4FgN2w9tOA8zuzPHptmcu7syT6QHef6joisDl4uz7+5ZDamYD4ms9gmPMFP/azL8zAfYrx/T/5Vn7xI4+QnJ3h6kMrtFVCuRWR7zQRVqKtobCaorqmHm50uevwJZaWeohUULuq8UeWYLtyiJAKoZy/uJ0QGJMoNcLzMDVFsVSnaArM5RrL4YCGSFnydxFWkuFA2+miTbnrcfniHK2zJSSZA81Ckh+bofPV2/zQy76XOLrnBRq9Txzf88U/wU++54t489x5/trr38X8l20yfsUseqmNmJtx3T+Nk2+Z/gCbphitsZvbqO0BapDh9QtkbmidTqmtCbxNRT4IMAZ+6+Ld/O72i/il7ku5XLZQwlTCGENpnQNNiM+iiomlIAeKSrMXyYIjjV1mTu2Qvi5j86tm6X3R7Y61s5beWpevv+W7XtDx+7+N7//af8c7fu5dSLVndWgPNTHLdXQjRNcUZSTQISDgUjLLh0dHeSxbQVlLgIeqCgEtEAvNjEroyCFnxgts9up0kxoWwe4pSdkQlLKA/mhKdBCGlDWFaUZkTZBRiVnKeWnzLDvGtczObM5G0eL9F48jexKxvovNcv7TA/+SE4cXX+hhfNa4+8Q7+fEv+UMWvqNP8soj6HoA48QV+l7dIjy7Tf1STnTNED8WsLnRIc8V7zh/ig8OT7BetNgqAzILl3VObp2+IqzwyX3RGi+rnecrFz/Ebe11pA+BV1K0LFnTsHNbyOhIRDEbgVboHlOJBpUBhM0ygt41jl17gtv+1wXENY9GveBMXvCN7/0HN2Qcboim+d2/+oGDG/bTk3ZPc8uf2HLuU4xK/gw8Q6MNB3je/D1fymd/7Wuf38/1fxFv/7Zv4q4f/7eMdLlnM7dfy+wxBcgWuw+HVSyzMlPbaQBXKVxJM6r99g+PwOBJg5KTBid7KWzYA+ECCKVBij0Jh4CnrZlyUxBW1d6fLnH/Hz52YC4LAM9HNHysNgitsUXhCkEOLCKEA81Vu2yK0rFw1XNCCAiCKRsyec4VAFwnO6r2scaxdlYbRJpB4Lk5ME7cDa/0EEWBDTwCHfKtf/0NvPbeP12MxTNFa+UDpFdvRVAirHCscgWWSwwjq0ktlAjGxqdnAywSYS2bZZOurjM2gdPjYxmWAQMdcX48R4m/V7IgoNCWYR6wm8TsJPV9LpPugjt9bAUiEQR9H5sK558OyEkf7n0MtDEW+YkybH/K4v6zF6c1B/R9zpcLvGj+Goe8DGzIVldxLY9J25qeDdnSLQZlhFQW3bKk8xJvbKlLC4OKvdHuHJDKw9gCDHvd8nBjF26kXLuvRq01ZkvUUWiGukbHHxETMsKjXyjeeukuausWkRbOmcBamGsxelPMT33uq+jU7n1Bx++Tif/na/893/2zf5V/+IZ30bzvHfyL4HMZ1BZov1OCJ5CBD6MxNstcd9heHxmGjkXrDvDKOqI0mNgnn4N4XTMmYOv+BS4sKO69/Rxtm6KFZLOsk8iMobDEIqGtPOoiJLclPs7pqCUTlr0uC2rALdEmR+NtfkvfRXGhxuyFXWcNOGmypG9cKvv5jMfvPw1UJJmUMM4Qa0NER6GXfcRRsCcLyvkSv1UwXx/R9FIKFEMMoS2pVZLHnTJHI+gb54vdCVMu2w6etagtDzW2FM0Avxnhz7axZy84MmScgG1ji5yiFZPPaQ6JHidqPY56HiObsaWbnE3mEUOfxpMjxEaXf/yb/4Cbb1l9gUfwE8eLjn+Qt3A7/7b5ch77+ZPId1yEXt95speaoCxpJS2EaWMUJHmTwXLM0bld3rFzK3e31xjZLQ57PWYVJKakLn0Wpc+8n5BiGJcBkSpY9Hs0D48J1SJbURtzukb7okFoWzULE1XXQEPcNNRize66Ie1aNvIAffMs3nI+va4n9sbUVd0Qpvkf/I+/9exPTgug9ukCb1AThaeHPchyVJsmGGTqUFDF8k1LfMsP/+Xn6LPc+Hjo73wHVk0WIRZUpVuedP0Tjl0WFXgGg/D29MoO+BqUKgkqrbKcAl1bAeWSqGKUPTUBzHufQQiLL0pqXk7NK4j9Eik1ewSd3VOcV4cjkN6nHWAG+O4f/dqD88lOJ9LeCRvHUK9BFCJ87+C+FUAWgQ9h4NKE+/TNQkrkhH2etNQ+oHmGahUE1mKLCfOMK0JMMleZn2UOPKc5Yphy02qLr/krz6+TwKcS/uIjSETlCqAprSahYIimwDUm2dA1dq3zC+7rkI+lhzlTLLFrHGgeFBEf6R3ifbsneWRwiESHgGOmu+OIC9sdHrxyiDPbC2yPG9ddJiyiFMgtH+9chH82IlgPsYk8OPknNpDVvG4E/qcdYAb4J2/+XGykQULtZI9j8Q4hrrpdSMv8rObkUsqKnyA17PQbPLa9THe9idUCbwxWCcpmDdusOX2/tM7pZeIAM1kc+oFb7DVrlDVJ87JEepq2GLMUDmiqhL6VKCHYNmMupHMctkO8nkWNtWvDrRTpnYt891eMODnzphd6+D7p+Jd/+af5yUfu5e5owA/c9XZu/qyLXPucDvktK4hOC1oNZKvpxklrTKnRO7uIJIWiRI5yZKapne7TOl8SbVtM4qRiO9sNPrR9hPdu38Q7B7ewrWvTzABAaTUeilBIjiiPe/0R90VXORpso7FsFC3GeYDxcEVWcTRdxHeWZ1+oIfuU4tt++GuY1icUhbvWSunubbml3FCUZ0PYDJiRCcejbe6I17jZ30IKCIREAL5QtIRC4mEQfHB4nEJLdrMY6RuKWYvKLTIpidarYxXHCCkxUYj0A8qah59YAmH4wuMPM68MGTnJ/0/ef8dLdl1l3vh37b1PqHRv3di3k1qtaEmW5Wxj48SYjLENJgy8MzAYBg8ZZhh4GcbAEH4wDJg04CENeGAAY2ObZILBGHDAUbYkK6uDOt9c+YS99/vHPlW3utW2ZXW3uqXf0qdU6dTpe1ad2ufZz37Ws7ww9HCqP0N2qEZy/waf83Uv4MVfeOWunJwbN+75CD/w9H/kc1/3cVa/Zj8sz4VVk60tWN0kfniL1l2bzH2yQG9p6CnueGA/9/T3sFE2eDifo+Ni7swbrLsCiw+5F5gVy0GzyU3Rab5i8SNc3djERcJYkpy3oGgnFO0Ybmijb1hE5mcYdRM2TsSUI5lgEd0dkX28GWoxPFxXSy7K8V8waC7Lku9+wX99dBrlMSAIo/OF/tOfOs5ZOg+v7dzGwPl37/mFS/c3XIIQEd721V9byTIqdll5RLkppjkAY9EOMaG737SNnDE7QDjIoh1GSuIKKEdnMcvhprAkuqAZZTTjgiSy59jRPfLL11gSyWhGGbHu83N3XzzLl8cjiqLkB7/9/+DaLdxMAxebwAg9YlIWALQYE1iiZiNoOKd0dHhfaZ918AydAOiq4E0kgGdjwn7GIYpzZy3eWlye79h7ZfmkWNBnGWQjfu3P/+OlTs9FDa0NfuaNlM4ycpa+t+Re6FnFmTJlw6V0bcJ6WeehfBcP5LsY+YjCCQ/0F/nY1lV8ePsAa8UMIJRWsTVIObLW5mNH9/Lg6hJr/Sbey2QyhxVcR+MfrCH3NJAHG8hGDFadsyJV/aS8x3tHNPTUjzlmjjj0fRk/9j//8jJk7LHHaFTwA294O+lJIWoMeeWNH+Cm4SlWBNKqCNPjsT6sIi0nPV64fC9fcfXHmJ/rMtMriIeO+pkSyUvIXfCMVxFBRlT9Psb6fQG8R40KeisxdqakV4tIdMl60aShRqxow9CVKK84ls9x8vhiaJySZYGJrafs/touX3vTz16mrD22iCLD0/Mf4A9PXcc1tW2+4ZkfZvmZ69ibPVvPnKc4uAs/NwONOqrRCBPissRZi1vbQFY30Ge2Mb3Q3jneKmkedszc5dl89zJH1hfYzBoTi8SOjcjxbFjHGTdiSE4shoTg6R+uDBBJyVLU5ZqlNdz1A9aeH7H9ZTfg9iziS8vmsTP8yvf8zuVM3Wcdve0BP//9/xep1fDicTWF7J5FmnVcLfhi20jhtSAONrdbfHhzP0eKJUaVnCXU1wd5EgKROPZH2zy1dpyGH5EoS7mZIEELE2qK6jF+cyuMv0WJ5AV+awtxntG80DA5H+pczbIeoBFKV3Isn+e+rd1EDziiwYAf++1vu8zZ++wijuuc1D/Bd9zwMV7x1R/FvKqNa9eDJWtR4Nc3MEfXaNy3zezdI5r3avr9GmUuvPvIjbzt9DN4X+9aNlywnus6T+kdCsVTIsWeKGcx6k8knwdn1kjnhixes8rwy3qsPU8zuKpBUcaUXdmRaEClbgA3GhFtneT6tz7A8I0t7rljH395+wK/8cm/veDjv2B5xh//7J9TZOVOAQ9MRN5AgOXj1Z5z7N0mwHm6WO+CY3ofsrPv6X/Xw8/94+sfcXF8IsTT9+5lX7vFscH2jpOGIgBnFZii0AJ7h13W2k0RnAFIa7FoNXbM2JFmeMIyt1KWWDuU+Arb+SlLrqpSa3LvqSlHpEq0clPL3jvx4e3bL2VaLnq88WffGVQTY9Bar+FrHvGVdVRRwCjHW3aYZ6qfwLhjYFRN3MYMccUSiwrdkYgMvrTVxdKGz46lG2NtaGnP+/d5a8Ha0C2pDBZ4IPzK+/7bE/K8jhovZ2t7lsyeoY+i42JGXhi6mNWyxZZrkHvDyBo6tsZG1uBE1qb0GsFjbQDLnUHKWqfJWVohD74MDXj8pkI2Y3wpiDtLjzQJD4jz6AySPiTbHpWF95zeGdu8wDvfezc/8u1f8jhk6OLET/zcn+Ex6ALUgzXecfOzmN81Ys4/BD2FHdQoowxp5QyBvo8ZuQglkKY5/eWcfjchPQPRah+tLG44qgpXK8kHhBwZg2gFjQZeQWPLs7VLaPYte2e2OZisMnQJBQMsniN2AVWWqChDhsCoAGspnrqLX/u677yMWXvs8aVf/ny+8OtfQOOHhnxJ+zT/7/P/gl/c/Xkcfv9VZAt16sdiakdq6LUO0u2HmoXRKEyKm00YjRBr0UXG7H0We/US/SJmuBTYt8Nri8zEI96y+Sx2z3V4bv0h9kYd2sqiK0mZQgVjJYEFlRGbNZaaQ/ZHm7xT3cwnO1cT/4tDjq8ydu55x6+8k+/4hW+8nKn7rOLHvu13oAge4apWx6+tw9DjZwWzJ8VcYynbBaOmpmh7mu2cdjzEIwxdxKotUJKxLDUKbxl5oesdmzYl1Za5dMhtu4/zrrUZ4s1QCNs4Fc5PMVGoMVGCiiJ8nFI/PiRbiEmfNeCLZu7CecGJsOZTDmWLdM7UWfjoGm+6439c7tQ9pnjR3q/n7Z/8Db7p4O1sfGWTDw6fwvzfruE3NqEoYH0LVVhqkcMMW3ifsHVmmd5Bx7X10xzuBz/8TpGS6JwX1k4zo5KJc9KMsnjJeXn9EK9ofoIPLl7NBzYOcvup/fhCo2yJMzoUGkcGGnXSZEijDjbzbJ90ZBsleX2B089pYZsei+IX3/8vfMvNn39Bx37BoPm6Zx54hF5Yphm5syznztE6c+57cukA9KS2TVjY0+bWF9x8EfZ/eeKdX/MN3PqmX6yKAIMsQ3QFmPGI8lPOF34yY1PKE9xaXADG4/crL2ajbPBYrlhmJROiqPpOK100nlhZjHKVftlPFRWe/beerRt94sQNN+8D/6Gz2OJJKIVPkuA7O9Yk5yU+yyfnmfgqJ0pBEu/8HsYuGGONswmVnD4ywZLKWsQ7pNJfea0DOLb2/D+J0gIWrzX7nrKb6287cAmy8fjE3PLfcsfDz2aLhL5L2CgbrNsWfZeQO8163mAtazJ0MbnTlFbhnGKzV6MzrAMeN+5D70EyEC9IRyOZnprjBTZiIk/2HpWDKiDpgelV358XcD4YxJwTkzWWJ9ZpzU3X7uZv7z4MgNegY0fuDQMUS42Mdit09dt2wkZuWMua3J8vc2d3L708JV9LUUWQZ7h6jC0cYkaQ5Yi4cJ5SrUJJAHYikLUTykQYtjXzScGx4TzPbR5iXpWA0FIJMQNu7+xHHalhRoNQna8UL3jdMgv1/ZcvaRcYv/PT38XX/2HGvle/k9sa67x631380+f2+NiRgxStiMFyi/YDdeIj68hWFz8aggtsGdvbSBwHF4hGHbGO9HgfT43GWx3ZzDJ/+5x5Duw/zdLcgFQVlD5MyjPnQEoiMdRJiLG0dLCgKy2sDg5wejCLZCqspig1GZeUuTj6z8crrr1lL3f83Z3hyXiV2TkoSso1R6k1+e4YiYU0HbGvuc3zF45yVXSGVJXMqBxdFSNrr2io4LTVqSbjx/M5jq7PgRF8JGRtoWxGqBNrEz9yROE63eDosDCLa+Vs9ur0VEQdRd/lbNkZDnWXkLsjnv/0q1na88SUwgA8Z/+bUJsv5msOfIwTL1ni9Jl56g9GqNOboYA3L9B3HiHe2o23cwyurmHaQvfUHH82t8IzbjrCra3j3NI4TolwKE/YG+UUVthtYlbwdNQ2G96SY2iYDBKPzOR0r1O4GYU/GKO2FjBHc7LVDqPTvdBIqKwGHi+ooYTlQg81c+G48oJB880vvIlGu0Z/a/jZfXBSJDi+6kxV2HzaRhCPNXb0qG/86M9cpH1enmglKZ938CB/f/yBCbu8cyMURY3Z5qppyfR8JcgywjZa2QCkq/ycRcj7UAgYKYeRUBjoqS6I3k/2NR3TX6kH8JZYOT534bmXNikXOV748pv45V/+K7LN0Lp6QtSfC6LHXrQ1DVWzArwLzMMoND8ZM8giEgD0eF8VW0xRrdQYHQqnxgN+1TiCSv7hrQ1FOudKjwDKkv/5gZ+8lCm55GHMMoPoxRzuPcDxcp6RjRjZmDNZk62yRu5MsJYbxGz36xRWUziFH9vDlILqKygFvTVuRFJFVcwXcucwA8H0PVEfoh47RbRhFvip0bAjDMCFI+qWfOVLb73Uabmo8UWffwu//vZ/pLsEydM7vOzqu7kuPs2sshhRE6YnEmHGFOzXm0jk2XQNTm7Mse2FuZMFeugwgxJGeZhQizD5lVTnLMZALQ0p1xonHp0J7ZVtVswWHVcDydEYVkvHkdEKcREIFzXIYDDArrT48a/5vsuYsQuP3fsXOfC+Od50/fP40We+my+bOUKq+uxubnLPtXv4+Ievo7lRUNIgXmoSHdvAd/uQZTvnbJaFceETmyRpjWRzkWypRtESvIPV3gxFKfzD6ZtYaHa4Ktnm2mSVq4wjFUUp404Q4U7jmDED5up9NpZabN4Ss7B9kOiuhxHn+crv+eLLla7HFK/+ppfwp7/3T5RnOsHTW1ToHpfE+MjgdLjC6QKyrZR7NpbRtZLujCESy1WmR4t4Is0ofSCNFtUAnVi2fY1Dq/PUfI7tG2prHpsqxIeGV+jK8iyK8L0hM0f69G5u8Zz6w7SVx4ql9AnHijanejPUbx/wk3/zQ5c7bRcUe1tX8Rv3vYzX7Pp7Xv2cD/FTR1+FoIlnUuL1DFldDy5mvQHpRzrUjy9TPzHD4KoatGHUj/lo52oGSxF/s3YzC/Uh/7r9QZa1QlUy5qQaj56VnuQavcZ1tVXW99R52+Gn0/3gLP5hQ61TQDl1PRyP4bbEr26w560xa1/QRrWEb/7Cl17wcV8waP7KhX+HcztM85hRE109P0+XwEmcdWE6h2X21f1FjvbKLO2l9kXf7+Mdv/3yr+bq3/8JlASQLJWeWcSjlQu3CVkQ2GYR0OKIjT2nuK+6r7aLVEmsK3cN5THiJw59Z60onPUXOSIJmmijSnRFzwXwDh/bfi9vfDDjddd+z6VKyUWNL3/1LwTN8UKwh7IecB5dWHRW4sug35RpED2ZRWioVf60ECQYeRFavI/bDENYvo4ifOJ3GOiqXTZaQ81UUqcd+YZovQOe3Q4Fuvu6FWr19HHLz6WKF+77Pd7y0dfQyesc77fJfBiivBW63ZRur05mDRKB4JAcJBPUSGG2g2WcV5VIQFeWiQWAJ92GaAAmA1V6ZEzeT0/ypp5DkL2YkSceWNSgRAofWDkbVln+8o8/gs8c3/v6Vz4+CbrAeOW/+1VEaeoPw9ZsmxM3tdlydQbe0osUqlkiSUaPkhEK64XSSwBZs0MemFWYXULdOqKOwawV4IpwgSpDx8axFn98HttU4xPDYJdClOOhzSVmkyGDIsL6iBpCX41Yty16WwnJtkP3clxpue6bbkSrS1j/8jjFb//JD/D8r/4x/nzvdXz9nrt5SfMkNVPQ30qJr7uP7aUmh+7fw+4PFPi1Ll4a0NdIWYaJc57jO53glJOCL0ritQHZjGbPO0a4hTp/c/VzcdeU3Pa0Q9xYf//EygtACLaOCkhEWFKWZyen2L+rz/2NBd6un0n+QI3kLgXe8tY3vBOtFK/9ia+9rHl7NOG959++5KdQXqPm2oH1LQeYlqN+QLCLUDQ8xQxkbfAzNpBF4ii9Zt026XpNH0vTK4wYLCUjByVwrGwjeEotJPWSbktwqx6XZ+jC4YZDRKkwznsHkSavg0sNzEFT9QHFpvN0XYIbaF64sPiElNGdG9/8zN/mI4du4bn1NZ7+jPu4c3gjM/fEmGwb/CyqWYftLjrLUDMF8ek+ZpCi8oiNj+xh9RbDlkrZ1dpmgSHbNsX7Ag1sOGEWy1Um5oAeciLaZJUG967vmqwWuhhsTeNjg68lqMQyU1PEFGSdjO6ZHDmxBfkKWan4hT/7EJFJ+KZnPXYS74JBszvHRk7k7CuQqCmpxrQM9nxxLgC5BMD5jR99YhWTfLp42sIKn+yeqFhjh9IVg1z5LEtVIhKY5/F7bvJeeC20wDaVFnkMnLXyE2nGjrIlNNvQ2NBRWoUiwQlrfZYc5JGk7L2dux6v1Fx4TFPm43stWCXYxEyKw7AOyUt06aAMS3rjJf/JZyMT9MtUp38ZmkDIGEhXFnUCkCSBpfYecR5xFkTjdbCbw4buayKqKmoL3/GvfvCnHtf0XMpYHzyVj62V+FIjmaLsRWTO4FCVXMJjCkF3NeJ0lavxypXDDEAPBfGOuAMBd4f3lZcdsDyOqhGHHll0CabwyMghLpz8Qarhp9fCJiHA+//pXr73ccrNhYRzfuLeIkB8RjjSXeDozAJ7G5ssR30SnaAxdAtPpzA8XLY5WsxzZLjAw6cWEAt6SLhoVVpCj4SCwKwAxq4ZVTtzE/T9ygGi8I2C2FtM5JiLBpQ+IWPI0CZsFCnrrk5DV9roWswvfP+V0aH1QkNE2HdXlzf/yXN53msPc2Otz3PTHvsWP8LHGrt4z+mbObK5xOA6T753mbnDED14OnSYy8OKFSYCa7H9AXR6qEad2e4I266T1TSjWGFcmLg8nM2xYAa0nMXKiJqKEIRUEuoCDSlpqm0Qyzu2bmLz0Bz7j23s2F8C73nLvzwhQHOelZMeWyKCSmu4Xp9itaDb7yELMbK/jo4UCSX1xpD982usJNvsijscjNdQjJvpCkYUda9DDYQKniRnhk0yGzNcrYH1eCWQRti9C6heP9SgVO4jUjkeLW0NQFvaZkgsQiKC90JxR8pP/Z8npkb/3BARfvHjX8jPPvtP+JIDd9LtNjlk9uDiWerHU9SZLvQGeBHcmVXirRi1awlUi+GKAgej1YTD5TyzZsg7/VM5kK5zMF5lUQ2ZjxyRKMrqejqvBtw4c5r7t5aoP2sDZyM6vTpntlLUg8vMPpThjmwhq5u4UYnPLbJ3hqJVjdxK+LM77ri8oLm9PMPWmc6n3UZ2pruT+wAWOD8mPgusjJHXRfCOFFhYmbvw/Vwh8csv/Ao+/69/KdSdKRBxgWkWN1khxe+0xw5NSgqMopJmOM51zBprk72vfJrFY8RW+/RnbT9Nrp61ZjC9zdR7r9zzVRc3AZcwmq2EXjebmrxxfh2+0XijKSYvVkC69KiiRDK7kx+pphOVs4ZPk6BJ9h4pSlxeTCzq/HRGy1CVHQTlEnTOLgA5sRaTxDTbzUuaj8czfvDmb+bL3/Ym6Eb4QsAKuvAkQ1C20nqPraW0RxWe2ppD5wTXxRzQ4DTBaWYsPnJhdUAPLDp36KHF9KsCzLCMgtfjE3r8S5iaNDL1YKpu43Xf94WXPCcXI5QSUvGMvOAMDA46rm30qKkcI25yrAphxnj2yhBtQkfRY8U8tztNbduSeqivl8igRMogI5rEuCBWqQCclVDOJOT1QKAUWiO55tSgRbxQsKQsDs/QG1KVsxCNGOoY3xlgnrmLWvzEs6r8VPFDv/pa/vO3vpHffObn8oPPezf7jUVHllSOIytCp4w5e4fC+wABAABJREFUWlvB3ptiT5RIK4a5OqabwXCEZHnwds6LYPMHQTo2yCErmb+9ZLidcGR7D3fMHuDlz76Dz2/fzS3pBimWuALO1juqXqMo8cyaEXquYLivTvNQHBx5RPjuX/7Gy5uwRxlJGiEtg+8GP3zX68FYsoWEHBUOk8Ggb+ifbPJJF3FyV4N0T8FNyQkSFCWOOprSB8/x3IffRCoFy2mP6xfW6Kw1KIdhzE/O5DAYhdW/arLoswwpLbaR4q8fMa/65C4iZ4jzhkEZ07o9JYouGHpdMfEN138L79j6KF829yAnb57l4X6bXtbAkdJUiqg/hCLH5wWiI3yeE5/YxmQtylQYrTTJb8uwqMnYar1i4DS5E066MnS4dBEvSbd5fm2VW2un+JfeVbx/4xqOHV6mvhnR6jskr1Zgx4O197DeoX58F4N9BpM7fvSLLmy8vqBvrihKBt3sMX1WdgyCAc5mo8//gZ3Hfty6+bNjoV/8Vc//rLa/0uNAax5TWc5p7dDCRMssEpwvzPg5FVDW4wK/ILlAHLqCaCKORFmMHhcKngXdHgGwocKRFa4MBaHh0mvwRGJRUqII49dDvY/w0l1fcOkTc4ExGhWstxVFIzA7OhfizKMKkNKffdqd6whTeYP6CGwtwo8nLKUNANoHz1AZr9CYcPHzkcHXQ2Ghdz6wdq5q+66D1y2lDQB67MRRaehe8brPe3wS8zjFzfP7cJ2YaEORbFdNRZwEtlccqvTEPRAXpBiqDDLjMcPvrcOjMIMSVXi8eNLNigWtkOH06LHz+HxcMlVRkQdrUUUZij6H2aRA8IN/+XE+74tvu7RJuQjR6w7x/RISw2gJllZWuWa4yjX9dRa1o64jDAqLw3mPFU/pVTXBhlZtxOp8ymAtQc0KsVeo3CGdbrA/pGKyhQnDLL76zQhI4bEpNFsDluMumU9IdVb9m56RM2wXMWkGkud8/eueOK4kjyae9dKbUcc2eejvruKtB27ktXvvYk4ZxIzYG/W4be5hZq8b8b74WnQRU2stUjuTI0OL1yr4XUMYb8oCl2VIliNpTL0/xM3UMCxzpj3D/MoWyngWTH+i7R9fYxWCRpGgWJEBX9S8h9qtlo80r2G7eTWz/7KOZCXvfefHedbnX/nn9cZmn7IeoQoPW12kURDPK7QxuLhGPlMnb8dBMqE9zgjGOByCQ7Nta2zpjFk9IPehjXaERpHTdSmFV9w7WGGYB9CrEWxNyJZi8A41mkX6A5z3oaFVWVJbyzgyaqJdZdnqNamUnOzN8p2vfXKd1y9/6s284S238aLnHOFL24cpnmn4I/U8yk6NoqORuRqmtLjVtSCd2e6hbB3aoHNQI8FbOLkxi51XGCynpcm+ZIu+32ROD1k0Q3aZGMFS4um5CIdgtEPEYRuObEYRzcToQZ0oymk6hwbK3hby53dgr7oKVzf809Pu57av3/eYj/eCQPN/e80byEcFn9Jz+dxCvvO5ZpwTcg4y8+frIjixqhvv89Gx0D/8B0/sgpLzxfOW9vOx7UMVaxw0yHrCCHu0VEVjwoQ5FvHEqsSosRxjzBiPwfUOkJgsDkhoDKMr1KHZKRKMKiZ6Wpkz3meQd4S93dP7CM5blFzZldnf+d/fQmndBADbCIZjItcxkU4o61CloHOPziy+PJt139HIStBcxVWHQCVQBIZZ5w7yMmgOCxeW/YwgscFZh3gfZB9ltfPJZFOqToTwrT/+1Y9bbh6veJpb5PCZdaJBYJLNwKHHeuKKEfYGvHOozFVSFo/p5OjS4ZRCHDu28BBY+mr/E8A8Lqq0bsLeq6II30lpJ+PPeKVgHJPn3vOet3+EH/zlf/v4JOYC4rte99s4MZgcWsfg1KHdvLNdxy4YWvEdzEmf1AsjJ2zZmE2fcNI2uWuwl1PdJmd6TeJ1XTF31U6NhiRGueAT7kqL94LyHqIIGxuINEVT4QyIFQqnSFVJDYtgqyYSOc04p9UcYYsYypL/56tefFnzdSli6ZY9nHn3kPe+/BpesHiMm5Nt6mK4Lemg2g/SoYaPPb7pGK4ovImxqo6PWtSPD0Izo9EIcgvW4Y2e/CbGHtlRFza2WnR7KX9V3MyL5+9jd1RQo8AoIUaRiKYhCmVyluod+i3DmePz7PnoGmqQ44G//IMP8F0/f+Wf19/27b+FGknwyV9YhAcGZOtDkAxV14irE7VS4gT0vKW2UJLM93nKwilWzBbzpkdbFQhUNn2CEkVdDMvaYuNNYkr6wxhnFfG2YHoOcYLOwkRRNeq4oqgkjZ4iKQO4SjxKFZTiiYCjJxb4otc867Lm61LE8J+v4n037eMr2w/z7JkTHD94Dx8fXk/ft1DZDGY7B6TqLZAF8mg7pXX3kGR7luFCypk9bWozJX2XMB/1JzVYY3SXe0e9akDzlLjDjCpZVENe+rT72H5qjXs6u/nk6RVW759h8SMN3D3rcPwMrg88ZQ++WUeAt/7GP/EdX/+yx3ysFwSam3P1T7/BtLzirNd4BKCe1kJ7/Nm2dZ8uHs025/4bT6L44ae9gq957xt2wHLlnBGY4gCSVSXZGOuUx8zzjvtF+C5kzEzjMFSWclIB5MmqddjvmLke/ztq+mvlbPL17Ljyv4NGLTrPqz4wNgEtBX2zVtgEygZ4b3a0zM6jysDk69KHgRVQdkz6eDBh4mcjjW9EyDhveQDTyjr00OOdQKwm4GRipVRpqTGPbMbxZIgf/YqX8x3f8X/QhaCKkI+x9jjY8oG4IIMRB36sQfIBWKtxnlCIDQADrcMS99iBpLCTr1PBTmOOqTFlR5Ihj2rSfyVHbfq8rk7l0ip6NqHrEkb0aGFpak2iHC0KRpnjhO5jjCVOS7xPQ95TT7SeBYeXMgA5P56ATKj7SkLkPB7Bxh7lHCp27K1vsWAG+KpArSEQ+5JiENE8OkRqT57l6+n4zv/+b3j9K3+O4++6jvdev4c9ZotlI9SV47qoz62NY6zta/JwvMzDpxcoj8T4SJOsZuGaSGiU5KHyi/c4pWC7hy4yGg84akdShgfb/MP2rey95XQosjIPUVOeGEWqhLg6lQsPfR9caijlnIH7iTGuxOnUeX3O79NbG9j4nkVOJYxMTDf2SF0z1xgynww4VbaZVQUGiBQ0RMjF4oGO82ROs2kblNZMrgHOCGVD4eoGO8pC46rKK1+0RkpoHFV8cnWFbL4GhM6Xa8dWHsfMPH7xXS/9XH7/8IN88W3HeWqyzqHlYxzfWOLQZo1BLyHeaCHdLgxH+MEAcQ7VGaLiJkJw33GFxjqhM0oZlRF1yemXKyybDs4prBmwxwizktKKHMt6k5bucOdoL4d785wqmnR7dRodRdQrkNziKkJVxgX44/HpAuKCRqb//L+/jff/xccYbA8u7K+YiolW8dFcnCY/8M/MNjfmahf4l12Zce3srsAgK4coMOIqgFxJNaZcM4JMIjQ2iSpmWFdWcmoaSPvwOaPd5BybLACcs4IdZBk7pP+EXZ58fW5SGPjc2S9GXcpOkBcpfu77Xs3n/YdfYTAqJ44hMrYvm/rNjbGBn3ocrOMEG4Xx1SpwQpBpVCDaA1HPIdYhLrg5OE34N1KD84HV92kExbggrWJCLWAdqnT4OGJx9+zjnZ7HJW67ei/JRh58fguLym3IV2VvxlgK5KoCPaWhyJHCVkx+iVg3+WJkrCcfuzqM49FOOM69GI/lMXi++ruvfMkRwC++8Zv44i/9GYapobtfwdUDrl1Y5cb6KVZMh4aEIiiPxzF2zBEUjnpUIBrcrGVUxJihxi8IcVSQdDP8YLjz4zdV0avWuFoUCt1NmJlIqejnKX2b4HyQfwSAotksGgy3Umb6Hfbcsvdyp+uSxHM/9yYkL2jcN+Tv73gqe5+9xQsaR9mjY5aMYynqsdLo0mnU2Z5JKZs1RgccvT3BiUfN7SM52UdOncEXRXAs8R6JDL4wUETYVoxHMZr3tNMB3gdVfxirqv+q3goxwj494PkzD3L8OW3WTy3Tfo9DhiXf/B+fGFr9X/+1b+EVX/QTyGqGnNmAfBT0WkojcQxp1REwVbiJRD54uo9cjMWw6VKEIQ09IsIRo6lJTFNG9DDMx33uHyxT0znkaSBCXJDVIUG/L3GMG42CjCxSOClZyYaUVmO8IneKG5uPXRZwJcfL/9Vt/NRvLHP4pgZPS/q8tHmY7nUp9xfz5Kda+DRGJTG+qHTn1qL6fdSwT+Idy2VM72CTB+pLnGy1WGz1qZmSXdE2BYa2GdJQEiSoKEpCwasnYJi6LkijEkksZUMzWtBEm3XUsAlFjjt8DCUe14z43v/fhdVWXRBo/uFX/neG3eEjJRXTF5hzpcf+EQ/OikewZtMAbbp48Nz9nqV5PkcWAjzr5Ve+NuuxRjQGzRLYZl25ZOgJE+wxFRssEvTKRo0B9Y7f8tkFfNXASgDf+LAfptjlSBxaBI0Nsg9cxTpPryDsKEfv7b+djezLmE/2PJ7p+azj3/z6mzmzFFhKX3VcxDFhNcUG1liXQW8rtroVj1TFetixC9aCrXKdz2qEIFPJyrDUh3hMBpQOIRS/6cr71is9rXcJQNo5XvgVT398kvI4h4igN4ahhG/MGlcs8uS5qyYS05+DqpitinOHGecC6IYdIDw1y/PWgrOTIiucPatBk5/+jAos/x/91Nt51Te+hPldV/YE5tte9Quo0xkNMlSecmqxzn3x7tAd1DpU/Ri7I0i0kONZszGrtsmhbIl71pcgE3w3Iu4TxoO8kg6NZ8sqzAylLIOEZpSh+sG/1gwTvBO0txhvaUQ5bd0lFY2pio1jbWFbIf0RX/odL7/c6bokoU2w30uPDTl9/wIP3rDMgXiTpgxpKuGpcY96+z6uqq3x/vZ1fLK5i8FGDb8u2GaC6eSVFONsksiPnRvyHN0VWKjRvgvu7+9nSfU51Wwz3+5zsLbFvBrS8pYZgZaqsUscL6sfpXd1wpuufhny/gTtDb/1xvfwJf/upTRbVzbh9HXf/xuUUQp7UowIapgjRQa+JDIjorhHrWnQuxz+IKRLBfX2kH2tTa5K1ogoqUtOSwUgpgh+5SJCJDCrcw7UNjizu0nW0JzqpSgHpuIKJQ9e+0CoqdAKXWpcN+bocIGhFxye3Cu+6llPrrqqcTRbNdztEfd+wRy3pn3a2nJtbY1bV45x7/K1DFcMtWwevZHC2gZ+OMR1e0gUEXULkBqiBRcJWu1Y3A5dFBh/m6LJaIlDpMSgiESxT3vm0pPcGG/wOY3DnFqe4fZr9vHhA9ew/ZEmrTsM+o4c2e6i17qYTc2vfMNv8sWHfpEoPt+K8meOCwLNH3nXHed9/XzA95HM8fnQ77lI+JxPnFs8ON72Ebt+5DLqV33fKz7lfp/o0YoMmR9hxtIM8RNZhkzJJwSHwlXbuUrDVVnGAQaLqGB8H7r97djPKT/dYZDq834CzGFHFz2OndNAJs//6cwf8sr9V7a2/OPHTk0eh6V/zqLbvYIy9pSBlq/Y52rpFMbOZ5PzUuUBKYvz6FHYlwqN/PACSlXgHKGsg0dVq4AVSC9BWU8wi65y7QTvPK96xTMer7Q87hG7knJ7XAlPaCIz/bs+9/EUIPZFGSxlILR1FXXuEsg5UrEqKjBy1ugx7eYzsYyRyTgnwNve+De89keubHeYw8e2kGo6kWwWJJ2UfifhRH+Oe5srXNNYZVlvUVeGJkIsJUM6NHTOcrPPiIQzVxnyNKZMNbU1gbzACaH5RmVX5rUOS9RjMK0Fk4ein7IU8lHEpq1ToHAUCAotnmEZwUChekO+4ElWtD0dsm8WOblN46553nfrDSw0eizqB2iIYk5nzOqUeTNiIeqxXKsRL29zXC9R7I4ZzNWYE4V2BTLIYWs7yI2KArTCb4NYS/1kgrIpg2HCX6W3cetNh3la8yj7WWfebLOkFDUxRGLouZzjecLHO/uJP27QWdUV0MLfvflfeOVrX3p5E/YZYv3+LVR1jXGzdVQUQVHirCPbthRFhgxzilGDzCUMooT6rgEjH7FpG9RcQdcl1CRo7GNlUUoonKX0jiPFAso5Hh7MwSBMDM0wFCZTXQJQKjTzQZCsQAYZpmvZ3myQ+BKlhL4zvOiW6y9nqi5pzNw74J9OXsfLZ4+yqA231k5x5/xJ7p+9Ctc0oYNir+pNkFeTv6LA9wek9+eYbBlfN3RbbbauarDVrZPWcvqLCVkacVN6ipbq0xJBi1DDgCoQKSmkpOfhZLaX961eTf7QDHPHHNGpAbY/hCRGqsYV2sIH/v5uXvRFT3tMx3lBoPmGZ13LvR964LF9+Cy982fQUU2kF+cB1Z8KY48vktUGuw4uP7a/8wkQS0mL00V/4pYxBstj4DwGzTv6YxcktRWTrCUA5fB4XOw3VRDoz2ahd7TQZ8cUnjj3HUDwHp638KqLn4CLHNcuznP/2gbAWU3lzqppPWt6sPMaVKfeGGgL2Gjn/bLBREfrwrpp0OcW4TO6BJWN5RyCLkCPqNpDh9d9Ja3z4lmYb138BFwhMVMzrJ+pXESUBBszqE4wv6Nx/nQxllGcT7517on9GeKs0cfvLHF74Eu/8SWPej+XK5bn66xtjPBA3ooo6h5iSxKV1HROqnKMTJ3H1eciKYm1DU2UYoedsbjCUDQVaq5G3Lf4eh01HOHKwLp558NFKjIQCbpXhk4E4mn5grxUNCTHeNBeBb9xX3lkW0dz9jPUyzyBI7puluLQJvF6wfbRGd7Xvo6ZvSN04zS7jOKWOOOgOcq+aJ17Gis8NFqkV09YX1vCPKzxTQnF1JWPuPe+WmmVINNQCrTCxYIzHlRwixjXCo5ZvPHNiDCrcvbWNvno9R53p0IVDqfhJa+68ovWmvvqDI6OwupHbwTWTunr1WQVxIe1/epHHLoYFN5g0ZQo+t6QUDDCojwkKqGJ4ZZkk+VonXJFONpe4H21a9kq5uivGpItReLBl2WYNI7HJgRlFetZDa908If3ilqcXNZcXcqoDUpOrs2xbmOWdMmsCM+pH+WBm3Zxf7Gfnmkwq2MirVFrGt8fhFqIXh+jW5gtiytSrHYUXoOGpskxKrjAmKq2SlM1rVJqp5ledTM46lFOXnPYFFw9DmNQluGtQ7TCiefZL77xMR/nBYHmH/jd1/FNt/7nMNMd/+nVOv/k3CFYaEnld+s/Jcr9NDEGwOcwyHIOevPj0WBng8nfMLfc/uz/3SdI7G20Wds6OQG8Y4mEMAbNY32zmxQHSqUJVVQssnKYyhlD2NlGKxuWqgjWOSKyw14TxqAAyN1EP60qAB7gRCioUAJz0T5W6tdczlQ9qviZb/givvSP3oQvPc6FDsvaCspJQKsViyxOAvs7xm6WcFXSctaS/piNCEOp7PwGtODFByeIOLzmqmIfT9WIwwFjCQiT0zkUcSVCmjx5fGzPjfZswlqeV+CUwCKPZQDn4t3xRVKp8z+GidzIj9HDeH/OIlINwN5Vw8bOqtb4nwm/Dj/xex6f4Qdvu4qVA1f+pPyHf/Zr+Z6v+hVcLSKvxUSFI7UFi3bEghviyhqZ9uQGclew6hSn81m6NmV9UMfmhPO6a4h6wUHDdALDLKXF2amTvlpdFOcQG1xiTO4pBprRMOH4cI4MzUgKGiI0RWiqARKFgk31JOgC+Kli9voWq39ZYnolvTNtHtpc4vh8i/VkkznlMaoIDTbEMqcL9scbHIoXKZsp6mrF8FQdFmNMamAwRLTC50XoFDoYhgWxXp/kZIGRGnJEcaJYZnt/g1O7Zrm7sc61yQb7pcuc99R9nXkLX+nuZ+7z+7y19nzcXU2e0Z6nvXDlT8p/+D+9kv/8o/8XvWGJy23qixnG5eE6FGloQDFvkQMlg2scyys96uQYHG3dIyEHLzQlQweQQoIOpIZA5jzWC14rcjQmsoxaQrwp+IhQpC0yaYBEUSCDEXHXIoWm4+tY+uCevOc0QNM6HjgzS99HIJZUKXaZDs1Wn6ReMKqFa5YRAa1CP4IsC/UhwxEMM5IzEXFfszWrGEnKyUyzr77FHX4PqmFpSUmpSuZ0YI5iDKrCNZHOSBsPsutgn3+o38jhuRX6+2okB65B3XGa4sQmShme8QVPp1Z/7JOXCwLN33LbD4ZB9NzirrMIoGmKcqrt8PTm02D3fAqNR1EU+CkLB8/n4PEki/21Re7qBF2zGbtbVMzyDnAOuuYgt9gBtUHfHGQbeiLj8JMCwcnnx/tSDuVBKnmHiEf5INeACpyP9c9MxAQAdOwx3n3yDbxs9/dejjQ96vjit/8uPgGq35X1HgtMjHkrpgI7BagEQmKm3nfVG3m1nRekDGyxEICwiyoZhgVvHIJCMglFhDjES5B3lIGV9ip0nHICrrbTvevJGMt7Z7n//TmTWde5v+XzGYdPdTQ76zFMigbPF95bxmfrI4afT/UHVpP4Qx8/wpv+2x/zb19/ZcszvvdVv4AgmMIyc7dHs8C2bXK7RPQSjUtgJrqbWe9oKiERT5qeBnEsRV0eGi3xD/n1ZO2ckSQMFgUpU8REmH7V5MEHqYAvPZJloYFPUaKHOSpPEBvYIFfAyMfg81D4KoqaKomTAmee3OBi4aoWq0pQ6z2SzVm2T7f4YPs65pMRdf0wVylLW9W4NbYs6xOsJVA3BR+O+zy8vcD9w1nmzDz14znJ9hDf7QZLSluGiWJWQGZRCbgO2G5CpxezuRWRz3puXDjF7toau02fOWVoqIiBK7g3a/L2w89Ebm9jLNxxqsc7/uSDvPIrHnv3tMcjvu8n3wzElAuC0/uwdxnY6uCyLMgA9ADVEvxaHRm0WF9d5uF9jkMrfU7MzrC31eH6xml6LmEx6uH1NuIsLeVIMTQVaEpuMGeYrfdpqIy/XU9RvYjBQouGqUjCavl/wnI7RyKOgYsDTHJXttXqhUarZuCQ4XTewCYDIlHM6YJbZk5zYu8Sx7fbRP2IeD1GFQ0QhYwyyHNwFr22xew9hnypRn8lplcIykWczmeYj/ps2wY+Xq+c1RxazIQ5ibFoldEtm3xisMInT+xmeHyG9pESc9c6/vB6kO1Yz+3v/Bjv/fOP8MIve2yrKBcEmm15Ebr0scMYf3rgO358/oK/6a6Dj2Ccn+RhfRFArriJX7MwlmP4HQAtDs3YRWOaHX6kLnk6fWc9/kx5/QwbbOYPP4YjfHzDf8pnO+fYuXL8s+Uafud9CFQ11UqLroCZVCyzgDceqjbmXhy+TsVUC+I8dqzTFQ/aoSrHNJ2WF/Gor7zIevmOxniMfyfA2Vezjyrv42W68ZJdtXwX3vKXjrmsvpsjdx+/NPu/iHHWee0calzAahWl05ReU3hNiQUEJYKSUJ0efN2r8UL70JpcgUs0aB/awEclSmtcnk9AA0WByiN85oj7nmwkZKOIzazOtqtR0AM8qQjLSRe/2+Eaj61A54kSpbJBRpHnJOs5w/WIbrfOZp7Scwm5y7FVgyktFiMRkVhQntSVKO0w1uHGxITbWekdu8uois3zYZkRbzzaBDIkUo5kqulUkCp4cq/JBjGxHe8NDh8+8/gn6LMNWw20PjQuGbfDnTjmVOGtQ+UeKSvKyEHhNLayNiow4ysiJR588GtOBKyy7I220MrSkQZLyx1WB3MUM4KvxUgtgcEo/EPVeR/1S6SXslmmlM7R1E9ukqPMS2TN0SlqFN6TiGBwNHRBw4yIawVFI8ZrwUUKVTkZubHMrVodnFwj9U7X4lQVk1VyU1F+Y8zn/Q5eKVEMXURR6FCwXxCKlasYf+bYfTt1S59tXBBo/oYffQ2/+6Nv+cwbihD8WT7DZjwqUjnEeeQa44vp2M/y/1+Ac6fYwqiq7fUUM6zH2uaKWTZiGRf2mUpjMC7yU2Oruokvc+VviA0nt/cosROZTeWoX5GAO6AbAvvsPGe5aISvS/Gl+3788UzNY4rXPfXZvPHOD4Unk0MY5yOEyHj+Fs5D0b7CuSHv1Uo/RoMrg/2G0mALhTLBCs2WCp2WeB/yaKKQ37KourDpqqujcsTGorVFK0dhFaIhMVPti5+E0VvffuSLUxNlfy6TfM5r048/5fR+urhvvH81Bcyp7s5dIRvr0RGU0fzgm77j0RzSZY0v+ern8Jd//BFQimK5RX+XJlsumd+1zfWt01wXn2FR5aRIUGG4gq5NcRi2ijrbg4REleRZSjwMMgo9tFgcpmJ/AtsWgIuzFlVafFHAaITKGuhMY/vQ76fc1d/LQbPFXOUfn6qc2mKffPeTV88MMNQ5Po6hMyQ9XZDsTljvNVgtZ+jYiIF2NFRBXRLmlCelIItPYWYtm80Gcavg+Moix0/Ps2t+L9HJWdIHz+A7HShHQb+cbaO3h8TJLH7ToyPDQCLWzSz/6K5ney7hOc2HuVr3WFAQS8r1rscrnvIR3v6UFxMfNsR5wbd/1xdf7nR9xnjR59/AP7/zPqTw1I51UMMOSo2QOEelIDWFn4vI9mvsVYJdKomMJfLQUhm6sOS5IVE5XoQcjRZHgceJp/Al4hUiFjws6W3m4h71uucTe+rkLY3pGkw/gdEoFCFnGaozQK/VuLe7yHrrAdpRfrlTdUlj1B9SO9lgtahT4km9IlHCSrRNY3YAiwXD7YTB/ga1IxY9KMPvwFp8luO7PcwhT3Q8RtjNYLemc7DGoWSB3oyG3UJbDdljOuwxObiCSBQGTSKeOp79usNLZu6nvCbiE/kBhlkNPZgj6XTwnQEoRTLX5Ku/97F3Zbwg0OzFn3+J9Lyh4VMxwJOLlnvEtekRm44bEEyYZXVepD1hr6vts1FOkj459Z991626/U0B38paTmQsu5CKWQ6tJccNTqj0omOf5gCad1wzAnwIXf8mn5l8R1XTFPzU91bZgqkdu7txwWHQh175UpnWbIdrrz4NVN2TfRCyjIsrIbzmvMK66jZVMTi22aumcGdJlawd62XHs+TwuoitJLY7YE1VeU1MQSMeYcQTYSvNOdSj0ROiw+Jjje72EJSeArJVnOua8ahn2ueJaQu5cbgdYH7ef3McNuj1rSsfuf0VGHl/ANsdAGJnmfNC/UxC59g8/3Brk82nNljYvc2CGdISz4yKiCSnqU4zq0bsTjqcKWcQhLVoBtVX4COaxw1Rr4aOVGhkUpQBKDuPz7Kw6hXHxN2SqKvIhoZRlnAib9O3CqsdojwNk9FojFhfXpgUWT4ZY8OVMFOHk6uYMx1qJxP6Z2K2dzc52Zhhf7RNy5fUxAMOiwSPWVFslTXQsNafIe4IgiFa7Yf6i8wiJqLIBZVrqNWxecRIpeQi2Mwz7Kccs22uM2cYRhofFyjtSSViwVsOluu4G3LWliJmhu4JoS0vZkt6u3WwBc1bqKHFbffwgyF+lOG3M2S7j9gW9SJFziT0VwyD3TF3bqXo2Rx7QCiU5iq1QUwBLmeXGZGgiEUTCbR9SRRvU3cZL5l/gE+ofXzE7mG0O6ber0O3QIypzv8yuGj0hWPdNqtlwsEnOckx7GWYnuXjJ/ZxZuFBmqas6p4CKbeQ9DnZqIUeBnj8GE+4qvsuoJTGzqYoNMNFjUpKcqO4qrVNLCWzZkhTlTvS0rHTlBcK7xh6RSmKKC3ws45Ma2ZHgphgXefLknKYXdBxXtAv4vd+8h07xTTnt0149PEZLny+qlY/b5z17+/cfCXkR+D00SfAMtNjjDPZqYkmWVfNS8aPI3EYPKkqqKuCui5JVUFD5dRVRkNl1FVGIgU1lWOkREkZmGYfwPO5382kHksY133uvDe13biV91iOKsCH13750ifkAuNtx/9p8rha3axCJqTjDuPsz7ofb7cTZ08oqJa7pWL6a1FOrEsSXTCf9plL+rTjAfsaW1zXXuVpCyd4xvwxntk+zvPnD/OChUM8f+EIT2uf4NrGGsO8fwkycGXExulOsC6LTLg/54ZSqChCxjcTgTYBaI9vophU0F+q8PCHP/32S7f/ixTv+oMP7EwyegN0P8cMLUkH/HbEZq/JybxNz4XzXFdLoIqdVSohrKKM5UMqJ3hllwTXDO/P0pJ7gnzAlyWSO0zfEnfAbUXcubqHf+rewDGbohCWdMb+9ibDa2OsvTjSvysx1rdzfBTcL3Q3R/c9RTdhzbUoEYZeMfSOwpfEYphVmhWdsddscWN6kmtqqxzcf5K5m9bp74HR7gQ325g6xyeaseAYIYIzoX5Ca4fSjuWky4LuUVeORBSCYsN5/urU0+iutfBWsR3X+dN//sRly9OjjX9430MTV6H+3ghfjyGOEBPGjYmv9ShHjSy6COSNWELnqfGKaXV+CxBVK60aNcEepfdYH3zHS69IyDkwu45vlwxXDPmeWWSmhRgdLAA3tmndM+DBh3fxQDZHLOWnxjBPghj1R6DBjKBnDSIKh8cKtGo5UbPAzll6+zXlXIqfqUOSIFEEHlyW4wdDZL2LWR+SrBWYTYWzwqg0WKfYgXRSmRIEVYElrPRmGDZsgxPDWbbXGjRPeOK1PvSHE6lf2Rvywb+6/TEf5wUxzTMLTbbOdC5kFyEmS6Pj/00tjYYNdsaDswinqeXTc/fF2azm23/5r/muX37thf+tV2DkrodWOwxzJMH1Qo+ZYCkrprly0JjSMY8dNwyhEEorj/hKFjBe1JZxYd/YU2CsepZKUlO5Eky9NpbaTNQc1fO96fMe9/x8tlHXKQM3BM51NdvxYa7gAN4LsSowldC4FpWkusB5IdbBqquwmtQEP9rSCYkpGZYm/Ojl7DyNnUiMWCLlmIlGNNSQhs5oSE6iChIKIlUSYTnS+2NuTp6k53UJMu0Ocg7DPBkSqkYnExn5lNZt/HismZto56ZjzGp6X8m6Pnv2+raX3vJZbX85Ik4i8lHFdmkVupYZRVEDmS3Y3drkYLJBWwUpXe4dFshRbNiUfhnRNBkxJSYtsDVDNgNRV7A1hZQJ0ukjaRwAdJYH8GAtUksxnRFxS5NloSB2a1QLsg8bU0YD2spxa+Nh7rt1L3//5g/wBV/3wsuar0sVg66mTvXD7/WpnRnSOhxzcmWRB9MV6sslUf0Mc6rEIORV97MCoevqoSvdrMOXnu3rFPUTs7gixWx0g4VXNgLjEcmJdU7rlEeVKb08YqA1g1bCJ5sr7DWbLOkRLeVI8NTw7G1uIMrhnULEces1V3YjKoCkCWUn/M71yEHhoLRhsjaewKUGZlPsfETerupIJBSwt8gZZjFDE3Eim2VG9XFe4XGkypIqoS4xbeWpY8l8wfXpaWbMkC3T4hPXzzIs6ySdIjhCKAXW4YoS1R3iHprlfTdew/PqZzi59gluXrrt8iXrEkYYMhUne/MMnKXwJQ2JSKSkqUfMRgMWan26tTh0VKyckRirB6oJtzhIVgekGwkYYWutxv1qhQ4pbdNnO95gX7TJXhxeFSRiiBASUcxIxq5om721bR6eHZK1m9hahNJnQ91rbt3/mI/zgkDz79/3Br7m4HfS2xy3xqn+9witcRXTusHzhZvsJNxPtjv/9pML4DTGDsryHdFp5c/64b++/dEf2BMtqrbYY3mGIkgmjNhJJ8AxEDPKhmWNiWa5KgwkbEP1WLw/q+ZywipXQHwMrCds8gRQ+imWOkQJeK+4uvFVHJh96eOTkwuIP/ncH+Pr3/cDWHokktGKSxIpiLStiqEIS0ISCkiU95QoXCXjcAil23kcgPf4eXgcaYerJB9eZML0W6+Yi4YsRl1iVdJQGTWVk6iSSGylN7fUKFBAOXwH8OQEzTQbiLWTznze+R1bJ9gp/hsD4gokT1oLA5R2su3O6sA5rPNYEiMq7GNaCiKPHGeCS52d2M695j99GU970c2XKAkXL/7w0C/xtdd8N6OswDcSfAISFSRAueV5aHWej8/uZbd5mH2moKFiNDmlL7ku2kQpT8fVaJqcfz7ewLZLcgycUtiaxvTVpBDt3HDOgbWYviXZ9KRnYBTX+WhygIO1Da5JOrSU5fraGtftO8m7/vCOJyVo9t5T5gqq1RJfhmV8M/Cc6TU5E83QJ6LjDD0/pCYRCZoZHPNqyMh0cUBNZ/R9DcQRd0B1h4j3uKIAbfBOg2ngXAw9jcwYzFCIeortXoOTwzZHszl2qy3UKGNUgnZ1XmM+QfEMxd0n9/FV7Vdz7b6ly52yzxh/8wPfxZf8/BvorwtznT4zs0PElWRiyUuHLQX6GXJiizT3ROtNBntrmJ6Qd2I2xJA2cjIxXNdaZ7WcRVAsmj6Zh8R7RAWCw1aDj/VBdqcpMWnJ9lUl/V5MtNFClQWysY3Pc/TpbZKHWtx/bDcfn1ukNXj3kxI0F3nVQAphI0vp2BqWIYqIsKJaktYL4lZBtuwY7EupOUuSOSTLociD17VziAjOOWzdULTDgDs31+dAukHDFCyaHjUBrRyxxNVqmEJ7IRXLXrPFDfWTHN01x+GbYrb7TWbLZdTDQF7yrT/zNSztW3zMx3pBoPnPf/Mf6G+PdpoOwFmVUuft3vWpAPOnA9lwDgt9nk0meHxM2/mz3jh1aPXTH8wTNDKbTYCymjhoBOY4EjupeB9rnFVV6Cd4IhXArxBkHFKBaVcBYQEsodnzdK3U9CRm/HrF7VX+zaFISlXccxxmMpwc/RHwg49jdh5b/N2Zt7KneXzqNHLUVDHBUpVoZWeeNgWmxqfdjptGOGcTKXAojJQ0TY5zwowZEKngf52qMlgCVsWbpmpTnpJRUyU1yYklbBNRkiqHAXL/scczNY9b9LpDfCNFSgtFAL4ydsUYOzNYN2GFxbnJmKOiaGfsiSonhuozY+9gX9pPPbmfCpliqsOD8eu6ckWBt77hnXzrz/ybi3r8lyJ+8wd+j+HaVnjSH6Azi+61kaEmJ2ajtcCH5q7m+toWK2YVkRhcaH4xLuq1aHpFDB58pogG1STGOWysgpTGxYHpUzKpm/BlifRHmEaKLkPDnmKg6XXqPDha5KHiFDdHfW5OOnzOrgd5U+/A5UnSJY5+vobOISQQ8B7VHZKeGjF7b507565i5oY+ek7RbAnLiaXEkYmQqpKmynBa8ay5h/mkKzlhm2zfmhC3Z5jNi+A5XlTgYzJoBy/4MhXKhqPZGLHS6vD05sPsMX0WlKKphOPlgPds3cx9ajd6r+OvO3/Ea3nJ5U3Yo4gf/+CfcmzWQBs6KzPs/ocGjU4X8Z1wDuqq4clohPQT1GwDSo8qpZJngNaeRJWId2GspaC0CoyjIIwbBkWKpSaWJd0HEZbjHgsHNjitarhUcGmE1GIkTcA6fH/AzB0d1md38RcrN/N1C28HvucyZuvSxIN3H6tkdArdyBhJQumhKYobTYfT0TqHowXOUFKXDHxK1MnD+G40Pq/O1TzHd7qQ5TTvrxH1YvJWQn87YSuuYb1g/XhcAVVdlAscOTBEsWqb/Mv2tdx7eDdzn4hof3wLdXwjLF0Cv/lf/piv/PbLVAj47je//9O+P20JMvUiZ9HCE5Qh5+LhnZh8/JwNzuOcsbOZfIrtnlzxe4d/N8gwlK/Y5gCYJ+2xK02zEoupJBciDoVFVxORccGZrphmLUz0i/GUlGP82mQgBqgK3ULb52lpzCNFNuBxvkTJBZ12lzw+sfWBc+Zr00dTSVLOOlZHLI4IS9OMwsTBQ81kZC6q9M6KzGt8VUYQUVRFhYKmJKoa0mgs86pPTRXEUtJQOYlYDL5qfCLEeBKBCNjxYntyxU/98J/gZuqowiHWBQ/aMrCVk/uzJusC1u1o8PMCKtcXILymApPsRSZtnv25k3nnQvHw2OpuqiDtU8o7niDxL395+84TV2mPx8XZEho1LKU9lvUIg8Z6iwNy7ylchMGSqpyVeoelmQ4dSjqzdcwowkV12g/kuEYamiWNsvD9TOzQgLJEBgVmM6OhIsRrNmszHDswx7pNyUyPGaV5du0Ef/OKJyfJ8Yf3/ww6W0Z5hU9Cu2dvSxwl4NjuNfhodhXNYkSaZyzqw8zrmJpo2mJZm1obvGdrF3rLwDAm2SrxzSa6McIPR7heH7exAaMOinnixFH3NWxsGC7F9POYgY1wZmfUzrxwKp9hfO3Mm5cpSZ9lfPD40cnw7BJwaWhEMpno+opsiyJ8I6WoCz7yOA3KOczA0x/EnGCGhil4UJbpJnUSXeJtxgE1oPAWI4oSNZEtWh8qU2biIcvLW3T3LbBdpLSiOdLCB41ulqPPdKg/1OSOD13L6MvuvFxpuqTxM//xf4PWFLMRNT+ksOFal1PQ9ymRWBpxgdRKkoWMjVtS4rUaiQeT5zAYTEgMiSJ8q4bWMYNdMXHh0DXH0MV8crCHzBlWTIcbkg2goCEKgxARPOBjCauyUvVFULkLPuZVuAu0Sr4g9PIff+21/Pvn/JdHvnFWpfvOwwkjXV10zmKFPxsGGqaA8TlskYxBzfgiuCMY/eOf/zO+6vte8SiO7IkTH9l6/xTTPPb1DE1OggVdkGWosSuGuKodZRALJKqstM0upAqCb+WEYdupFh2DaSZFh+Ovz0+GckJPJRywozL11edbVzxgBviafa/jFx54/YRRjrBEWGpSUq8KJ1OVTdhhpcJxOg8lmsIpqmkJ+BKLYmIzXA24EZY53UfwzMiQhs4BH/To1cTHiCUWiAkAWQsYgVC2U/noAln/LSSN11yOVF2y+MADx3GzCSqz4ZYLYipGGcIJVpRQFuH0si4U4FTerJJOdXyqnBzIiwDcpuseJgxyda/1Djs6kX8w0Ty70gamemrMmVl8YqCL733jN/P/fslPTy5MzDSwSzEcdNSvHtBoDjjTb/HP3d0wc4QbooKaGBJtaKocWw64tXacoU+ZjUdkSQx9QsOdMuTLOxfYfaMRF1XuGQJFiYxyxDpMv8SliqinGQw1G/0mdw+X2Wu2eYrAblPyoqfcy/s+dg8veMZTLnfaLmp8snuMorYLmwSfWu8cuvTEPUfjVIBkm81ZXFvRoMB6TV1FFD60Jb4x6rCtB8zqAQ/MLXCo2MV6vAdxHiks4j12lFXXQUF0DQaeZMtB7JGHPdrFfGx4Nfl+zYvb93NbcpKr05yZuuHZjSMcGS0wshHzp6/8LpcAP/SCL+Lb/vQvsEqRnBGaGwNm1DbxQg/byBh1HaMuuOEQdWKVeLtPvDpLrZ0y2l2nrGl6cYtyn2JoDQOXAH28l0pqGKgSWwnqIlHElDgP++MN3KzijJuhO2cpOobhICZeryODYbCf2+xQO9xicPcif/30G3jxVXcwW7v1cqftosbxTxyHJGU0r9ndGLLHbJIgRAgN5dirtomlYGgjik6CGXjiTKNKB0mMShJcOVUHMcqQrMTpGNMoEe1ZSnu0zIi6LtgVbaOxlVWuRhAa3jAvJVvkPKv5ML2DdR7q7aa32qC5VZ84B+259sLO6wtCMFfduIeX/esX8u4/mmKcz9Utj5fo3CPR/VmszVnU3hSYnl4WnX5+LntdzSbDxc3tsENTu/0/P/6WJxVoLmxRNTYJADmSHUmGIiz7m8pJI5JK00wA0J7ALKuKYRY88bj1ti6qpXCwEnS4qmKUxwsC02Yp03Z1UAQAD1DZ243jeXv+7HHNz2ONA60bedXyXk4O/rE6XouZSDOo8uEr6z4YMzNTyqSJnEjEMSdDIlWivWNGD7EojATGU2MnBZngiXFEeBKxNMQTi1QOHpUlD6GiW1fAWUSwnZ+CJxFo7g1H9BuCURqjBSKNd3EAxmWJZBaxDoWBNJpUUPqinCzBydR44+NQTChJHFhk78PAXNpK5nF+tn4aXHuk0qGaR7z3vz76Mxc7BZcknv0FT+e2z38aH/+b2/FFjj+9jslL1NYM+UaTrY06x69rs66b3FA/zYq2xNphqsuEAH2XUFjFsIww1oIFWxMGuxVmEBPX5qmfHEKeowCXV4WH42LNwRBd5NSGdcq6QQ+E/nbK6fYMR9NZZtQWe7XhRbNH+Om//BNe8Iwfumz5uthR2g2OdmfRIwhkD+E8zMMytVOQzQiSKw4Vy+wrN4mLghm9QVpNBhHYdhGdMqWMY8gMw2WI96eULUNLlYi30Bngfai/wOjgLhFpsrZmtM+y5+pNbtt/nKfNHOdg1GFZRxTOoQeeG5pnyDsxP/Lqn72M2Xr08YUHbuGLb3snf3VkRBlrTq82yB5KSNaHSNZHRh181oeywCsVJAFZji6qImMvqNhhvEU7S5Zp1lSdZV1DSdCSi2TMSITyQl1pei7U8yRSkqiSph6ysH+DE/MzWNWgcaqG6aUBOOc5cmKV9sdi3n/jTRy6/sd5+lVvvrxJu4hxcmMb389h/zxlQ7CzFqUdBZaEmNyPOFyu0C8SCm/wHYMZCUVdh9Xu8areeHWQSv620WP2gYhyy7BVn+X4gRGy4LkqWgcgFhAvaKWw3jGiZMsbjrsW92VLHO22KbcidFkEN5VaDVHwxn/5iQs63gum/d795g+cDXjHcS6DPA2OVRgwJkyz7CwReT/Vyevci9lZ3mbnLv6fsxSDP7tIUIRRL39S+X/+3uH/HQBzpWVW1W3cHTCScfGYPatpicJPfJejyvosaGnHeQusJgIKG7wWxaGxEymeQ1ckfpAMTDoKsgMex6By/DV/5NRX85IDn17Sc6XEqeE/TgBxkFSc3dxkJ/zkPhVLU0YYZ6mZbLLg4tCU1RXPodDYShQT5BizUiLiSSUAZk3QaoW8hzxqBIOqWObQh1sgPOYiONhcQfGDv/EXZLMKV1MUzqNHDj30mEIhzkALpAiFgTq3qEERhpE4giQOXRZFArPsHJKXQf/MFNiNY4imVrzGt7wIUpDzLXBNiICznTq/9wt/mjd9/MoHzt57Pv7XUxr44QhqKSorMX0Xumd5IZKSRErq4hCvGVFSekNLSm6O1xEcs3rAg7PLbA0aZEuK5GQUlsV7O0WTYqKADZ2HLMdrjfT6qDTB12voQUnjuKLbanHvwi721INHdFsNOWgUtz3vPcCTBzQ/cOrfc7x3HV4pXDNFJzFkEV4UKrckXY8ZQTQqWB/UWFrqsMf0Kb0lUTUQT+w1fV3SLUtaekhno4Hpe6KBEK8VWF85BdRruMEQ2+/ifYaIRWZi9FCh8jAe13ROKqEQ1KA4ai3v611L7g00hNe//+d5w0vOs5J8hUXhSv761BASQVJL/2ZNfV0T9yIkMo/4vWIUrhZjDZheRv1EhN2M2Lxujjv7MY35IbfoE8Sq5JnNo+ReU/eV1SKCwTMrwj49IqVgy9bZW9vGOs2ZooGqWbp7DXU3T5o7WN/AD0dEJzZJ3ruXd75gxNOvuhyZujTxn3/qtxDrcM0UiaExLBi6OooRSoRIOUqvsCXkucZtxjRWg1uXEgWRwScxZKGdtvceSWJsI8LXYrYOCOUo4ZSboehpSjQdW+PaZJ3r4w0isYFcqlaGMxexXaT0uwkzJ4T0ZB/pdAN2sfD/fvnP8fN/89jHlUuzVl6hJNFqUpyzI9kYIwk3WfKcZo3Pan05Lec4n4zjEew0E4A8kd5SSTWq1//zF/wkP/u3P3zRD/lyxAc2/xEjfuKaYSpf5khcqOqtmOVIBdeFcbGfTBUEMgbQlS7aV7Zb4gUnlS+iGrfcJmwDCEXVJbByNBC94xQh0wrgne/ByBNjGftTxfjMS3DMqJymGhJRBBZaKkmKl9AmdKz1rj4zZuiNt9RwtHSJq+QY01XZqpLDJCiMCLoCymOwpyvQPPan9ITJTrn+nZiFK98D+9HE324eRlaEcghmIJhIsDXIg/4FUzhMX4JrSWUlpbICX3qiUYmMLYxqSZBZNARKi7MuNBwY5TtFUuNJtKqaJNX0WTpnEUJRW158SqlYq914fBJzMeKsatXAntvEUO6F5v4+uxf6zPshdw73ojnBVdE2y9rQUpqGMmy6jLbKaJv+ZLXJhA5AWC0UsxFlJ0GZecxaBwYRkudhou0cMspQHmS7S+2YR2iyuSvm5MYsdyV7qauMBXWIq7Tn1Yv386vvfzPf9jlffVlTdrHigeEDjMqb8Cpo9H1RgHd4W+LzERR1yjQlXxCSQnPXcD+zqiDF0dZh6m7xNFTBUtTjVfMfhdvggV0rnN7eQ3KasBLjg+ctzkFeoFWEqAx1ooPOHMl2TOfkPH//tJtoPHXI4spDtHWokxjLEQAa0cxlzdejDSGMBXYsKSwEnYXfekSfaHZIXhPyjsaPCtjcRvUH6FoNs9jGdGv0rmlg+o6iFQHDUDsiZeiI7RUjClp4lAg10YjzFKpkw2kSKbm2dpr5eIASx6lrFumM2sRdgVqCpCm+28NtbFF/sMVfvOtZfMNT/id7Fr798ibuIsXxdx7DGE3ZNPTnFXPtIbNqgIgi85bMxXR8wp1beyi2YiT3qBxUXpGiwyxYzY2dkYoC3+silOhuE1yMTi2iYLneYyHq0zAZLd2j8DDwGZoEoUatjNgvfa5LV3lgZhej2QRvqi6l1Yk9v9K+oOO9YND8/f/rtfzs635rBx2owH8xAb87bPIERZzrcHEOgzxOnlQXMj8t7ThXnjHej5q+P88fWuXs4+/5JEVREkVXvrb208XfnHwnwA6zPLaUqxjhsVRjrMdVEgCyqbTMY+s5mdwqUFbJNXSlh8Z7nGhKL+c6cVWLBuPSNjthuithDN6HdtqOCGSW5+19YsgzAJ658IN8dP2nScmYoUdLFUTKVZOUs7sCBf22nIOpAntfR4ilqLTJwfe2mtPhdpT3RBAGYyCSnSIWYQycVfU8/N/hcHicd0Fvl70D7X/pCb+K8nMffzfZSoHpaVysKBsChRAPQA9CPkoULEK8bdFDjy48vhGD92SzCZJbpHCY3CL5zhI1RuNqSTVGeWSQI70hYu0O0OY8OudYTzTSQXXjg6QjK5hpp/zCu54YbKiI8Nqf+Tf81n/9A7x1SCuGGuiiIH2gpN+vc2ytyZHrZtgoa8geYXe0TUm4UHig9MLAGmac5bbaYcq9cM/8ChuDJYYYzMOCrRtUZncKJ7UOhTijUbBDiyIkL1H9jGQtIT0a0W22ecgUtKIBK7pLPV1lr4Zm85eAJz5o7mz9V+4bzlMOYqKhhBzEEb5PuOapCFU4Wkcc6zdq9sUdEnKMKiixrLmcBZUCYBA6PuLwaJFVPcNqd5buASHqpJQzhmbkoMh3ZEcikCa4eoKdjenvT9i61lHbE7FWa3Ha10gGGY0s5ZXR3fxLtocTm7fyYy/9tsuXsM8ijNL84NOfxa9+7P3kmaHWc+h5TZEl+HiJYqOO9LeQYT+45igf2r17H6QaCpx4vDhqJy1d2+JoXrLebrAQ9VEi3KLPkHtHiq7sRmFBC7nv06of4bRrcOcwZinp0V2oc2Z5hsGmIdpokOQ5UhT4LEed2ISPtvnNu97F61/8xAfN/+Mv/i/6xDbUG2RLKb7puae3iBdPQww9nzHwKfOqx1ZWg1Mx0dATjUBlDp+YUF+R5WF1ygNRFOQZjQbxdk7z4ZhiEDFKU9ajOnOmX3UDdLRUSYLBiCAU1OMemZ8nF00S5QxWSjaeWmc2myda67BrucV/+d3/cEHHfMHI8ZbnXw9Kn63/O5eROcuvbOrx+QoGxyz1NPus1FRRTgXJxkD6fMzzOXZz42K1cfzU1/8SP/Lm7/usjvNKCu89f3z8DyeNScZNTIwED9+oaowRXDTcpCBQV+4MMLY1C7rnsa9yAAQS3B58IN8CvihJK0bUeV8VuREkBhWdvMNgh79xLC0IX0kBdDA6vRzpekyxkj6F6+PTjGdbY7BqGR/r2VKNsaQlAdKqSDIUXk5vJTt5hqpQQqMQtD4b7I6lFyb0ZZtSH3ksAZA4fADPHkocbvOHac3/5CXIxuMT3nv+75G/IZ5NyZMYmhrdF9RIkcUC84IegumDKiGfNUjDg4Uod0TbFUBODT7x5BJDEYCzyS0qq8YMFb49X4/xaRw8yUsb/EKHeShag53xZErAHwC4CfKOep2iZp5QE/CnPO9asB6Fwm9n2L5FzwlaG+JmRNSNsSON80JDjdCAdUIPIcKxolJe3ugxZIN78zptM+S+h1cwtZJi24Tz00AUaXxskFYLtrcDcLah4QRFgYggcYQaFaTrBe6hiGNmF2UC19TX2BNtUZecL5t/mHc99DZefs2rL3fqHnM4W7K6/Xvc3X0Bg0HEnAfpV0ViAL0+kiTkB2YZLjlcP2LD1zk2muOa2hrXpB1qGEw1/jQk4qAZkkfbXJee5o7+1aTrnmgopKcyXGmQOAEv+ETjvEMNh9BIw2Rdg65ZVma2eWbzGNfGfRYl4WhcsF2kPKV2inlpoLX+dId1RcWzlubYtWcLraC3L+JobS/zJdRLIRrGQbqlpn7PWuG1gjzHHFll4URE++MpxZ5ZzjxTcSJf4Np2RqdM2RN1cB4KQqF96g0NSSixNBVYV2Io2WM2aM0MOJm1gx/xYkznhjrzmaBHOeQFvtejdtcqf/KuZ/PaW9/B3rlXXt7EXUDkZcE7fvVe0mGGW26TzStMO+P57cMYDLkfooDjZcp7164hzyLoRKgiOP2ZQQGDLGCzsgSt8WUBtvLajyOyuQiXaDoHLOQxD24vslXUWM8aqDlPXDvFrMqqlVfHyGtOlrPctb2H1UOLNO7RtO/YJtroI0pTanPBxNIFj/Z/8Tv/+Ig/4hFWc3oss5CJftm7aWDtw1LSIzTLU0+pcPWEWVY7nzkXpMvkf5PdTwPn977tQxR5QRRHj+GIL3/8zkO/DX4Mkiud8thebvwaY7mGRbxFqWBzttPYxFfAzE9YY4NFKY/yle/F1Pc1Pc+JpJw0RHHeEz5ZNYYez4nG2owqvM8fxwxdeKz2f4OdAxDGmmamXtWiiAkMclAiBSnSuPjUn3OKKxFiQtW8eBD1yB9vNFEu7/xjU+08ggzEOUoctgLgpXeU4uj3/zf12R9D6ycOiJuOn7/7l5lvDqinBcMsotOpk0UxUnrUQKFHAezaGqhMUCOI+4IoyCNF3lTozKNzT9yrmu1EGh8rMolCIWHh0LkPy7eeifczIqFgsCoa9N6HxiqDUQDeY9kXctbYNBoUlyNVjzn+6A3vnKwqiVJ4V9nOKXCJoOZz9ixusahGPDBYoqmGXBNvsWIGmOp3nohh6MGIZ5CnLKttdu/v8qH2VRgbYZMkWKClMZJVxT1RhLdh3KEsQ56tQ/oj6qc0thFhtoT+yQYfqF/DUtSlISfZaxwr6vux9sufUCBuOjZXv5aHyjrrRROTC1HHEeWEznHjJifOka4OGe6NmBsVlCKhIM9pjpc1vC6JpCQWTe4sBsdKvMmXz93O3pdscudD+/koT0EOeySrOq3lebhZh88dykFtlKO6M3gS1vc06C/H1XVAWLPj66FnoXb4Mmbss4+/O/WnE5jRiAv8jMVrE679hQUp8HMRfqigmwV3htIivbCKJLFHPBTMoiwktmDQiXmoXMasBIejIuqzxyucjHsQeFoqJpKcwg8xkeNh5pk1A67Zd4q7491gE4pZjd81g3EOv92BU2vM/l2d737GX/PHr/ryJ+zq4H/6458jvWMd0Qo7W2c0r/CpZaHeZ5cucTh6ThNJzql8lrgPmYN03aOGBVJ6yMvgK25tJVcKq4nkBerUGjFNilbosqiT0JxtudXnmsYakbbU1Yiu9/Ryj7gW4nIW1IDUhH2pAkwndPf1wMZq94KPW33mTT59vPrffx5jmngCklWYyYlWof+7KERpRE0tO8tYpzkls5Cdz05+AePXYceybryf6ds4zjkBx3/TpCiwiq/c/S0XeuiXJfIy5z3r76ns5QLLrMa6ZsZtsV3ljFH5Nk+KAP1EpjEuDIwIhYLhcsikAUosjliVoWWzFGNIHKT2fho4QqxyWmpIW42YURk1QpHhtARdq9nLk7DHGHva38t0kR8E67c5gXkRFrQwp6ClhOic83ocqireq2FoSERdImJlAmieAswRhhhDSoypJBoeP5FfjMM5R+YKMiyldxTeMvAlPe8YOuh5uOfEsy5xZi5NDIseJ/P3cP3MKrsaHWYbIxYW+rTnekS1AtfwFG1HMWspE4eLoWx6hrugaIGLAASbCtmMorvPMJgTijqTMcFrhasbirmY0XLCaCGmaFQTjOkJTsVEuVqMXW5T7l+k2LeA3TWDTdTOhN975pdbj2OWLjy+6Ue+cmdS5xy0UuL9itbMgNr6gPrtwsY/LPFPd9/I7atX8cnBXtZsWCHyhIlfNxNUGXGdsXz53GG+4+r388U3fYI0yinblYdtJGS7GrhWHebnUFE0qVHxpQ1M0ihDihJxjnh9xNw9luyhFndv7OKu/h4eKttsWMfBuOQv7v2qy5GuC45RdhJVfpCRU+T9mHhLUIXDSqjp8dYFP1+gNB4hYjNJOHRkF5/srBBREuFoqBzrQ4ONSBSxaCzCibKNNcIn0hWKZ2SceVmTzWfM4eabO0yTUojRSKuBbzVDEWKRsHFknr+491be89Bejm8Iu1U5GdfXsmdcvqQ9hviyvV8/MejaHiY0j3sW0y5mf8noqhbFvj2o2gJGElAqmAyM5SvVhNhp0Ktdlt6zTfttEaf/cRfvvPs2CqvZdHWsV+ReWLU5uS8RhIaKUCI0FCzpAbtMh5fN38PKfAcTWczeIademDC4YR4/N4vUazAckdxzmsNv38dv3PUdly1nFxInt4/wkd8vkc0uzDTIlmu4mueW9ikOJF1m9BCFYs1q7umvcDKfYzCsUcyAV0LcqVb0BkN8cTahJiJIkgSDv2SGZLNk4U6YOaLwWxHWCTWdsaB7JHgaCnbHwp7akKVaxnVxh89Jj7B7cYN8xZMv1if7PnjDhdsoXjBonl9p84f3/zyYCugaHQbHc0GtP4svqxg0Kg1A9aNWFZMwxf4wLtKZ3i87n52AlKn3JkBbmAIzY6Ad3h91RvzK9/z2hR7+4x6v++h3VRZkY3bZTrrwGbGhhXblqKErta2WnWI/M2Gmw71IsDmLxZJIEdhm/E4KxWMEUmWpS05NymDu7j1jpKF8ZTlHAN01VdBWOW2dMyM5c+YanrX/45cvaY8hUnM1t6x8hEUsK2LZpR2z2oUOflO/mnExXvUEhSJF0SSioWJSMeiJRnnnFxBhSIgmQHmsWXbeYQm3IL3wWO/IXMmAgtxbnHdkOPrek3nIvdDxmr4zrJc97lx/4+OYqYsTbzn0ReyNt1iKe+ytdbi6sc5c2idOS2ozI5KZISopcTWPnfFkCyU+BpynqMNoQRgsQFkLhZgAZV2RzRl6y5qsIdhYzhojfKIp2zHDvXWGu2vkrRg3ro2gqo9QgjcKF2nKRkq5d4H86gWy/XNc87Ib+P33vf6y5eyxxPW3Xc3v3P1zuEYUCrW3+gzv2qJ/f45ezUg2i+Di0IFRHpGokhTLVl6jZx3bboREQxLjaesgHppVOYVTxKpk3/Vn6F1vOf3CGm42xTUSSKLQma1eg8o60RVFAM5FgWz1SNcyop4jXoXigRYfPnOA+0Z7eKiYYc0VfN7sR7jz1Fsvc/Y++9g88yK63nOsmGPb18iUCisdVoUGO3E1mShKlBeStRHOCIuLHY4MFrhjuJ+PD69i08XUVGCCUxXRUIartLCiRyTekbkI+0Ad1RUaawrSBObaqNkmRBo39hZXQtGK6F4NN992hG+85b289OAxludKZnXJs6Mt5tXn8s23PbGujdfP3spvPfO7ubVxjM9ZfoiDLz/MvbfVODXXJJtPsO0E6jFEZoe8Uwrw+CzDd3qozT7J8S1qJ/pQWpINR6Is3WHMHzz0bP65f5D3DJcY4MgqeZz3nhqGFQ0tcSzpISvxNvvSDV52zT00r+uQL8DggKLz1DZuZQFp1KHbZ+4fTvKrb97NXWvvutzp+6zCe883vfl/kh7aChKjZh3bMESLGQd2r3FdfBrnhYETtp2w7RpcX1uldJrZQyDOonIfuldCcNaxruqpofAuNPwJGkfFYHdMkSg6ccJolHD38WU+sbGfB0bLFFU78/Fkr+dy/q5/gDcdfQ5HTy3hB4JvpuTXLPG8Vz2DX/u7CzeBuCjruD/5Tb8OyNkk77meymN2bbzM6f1kaXTCBo91FNOoZOyrOgYcVXHgRHPoXFjemgbaZ93DlCB06l54x6/8NZ/7Fc/n6S+++WKk4ZLHj97xP8h8Tk3GmmG/Y0lWgehxIaBUjHM0tqLDTlhpU/kyj90zRJg8DjZxOwyrVN+rTG0XSdhGvMd6g52sFkzmKpMQAWvvwfsckfjxS9ZFiM7m1xHrncne+etLBYMhBrRSZ23jzvmEnnhh7Eg5YKxT3ikLHBdQWW8p8Ti3A83LyYANhYccRYmQOU3Hp+TO8Mkz/4e59PPZ27j24ibkEsUnjn05bbWFM01qKidVBSeZZbd0qJuck/0ZPII2jjLX5N1QzJcvONQA9EDQhYIEshSkDK9FGVB6REHZUpQexILpO3QB2u3oiHykKRc0xWIKzhEPS1SnmJLJ7JzVAngR7n5g9QlpYflDX/c/0bkPFnBK4fMcnxeIC+eYq8Hcco+mybljaw+iLE9NT7JPF6x4S1mtcDnvKUthXgpuTk/yX2/7C96++Sx6gxrr5RweT7YYkZoWogTVG+JGWdCSFiVeVcU/opCsIDk9YNbV2IpjHprfxcfqfUw7yF9uSTrsK/8TvdGzaaYHLm8CH2W8+8HX8Ny04MFSGPoIRkLzVMXEJ4JWEprt4IOncpoyWo5pHNIMWjUONDYw4lhJNjnlasy7Hi3RJGLIvcXjOBBv09IDmgcH/OHJz2X1xK5AYGz0YDDCDUZQSWT8mTV0WRDNasygSaoKZnVOXTRWPJkPRXFX8+fAr13W3D2W+LuT/4l6HM6Xpy2c4NDKItnxOfw6VRVriTMOEoPvl6Gt9lgeE0Wh86h2QUVqHc0HhsRbDd75sc9l7cWOhUafZy0exXrhwaLB7miLWYGaROSU1JTioCrR9CjrR/mk2s163iS51vJwfZ7SxGi3QN075MQanFxn4Y9jvqX2Ht75H5/ObLx4WfP3aOP37/4aNv/xqbSOPoRoTTHfoHONYnFXhwXp0dY5bUk47Cw9m9D1KZ9cX0G1cmycYLpFkMZ0Bju1aeN7AUQH3JcVJBvrxEtLjObTMAa3C65e2GSx3uOG9BQ5EWsFdF2NpShHiWJQJmSjmKijaB/KSLYKPPC+Dx+9KMd/UUBz2qi6b50rk5iY/U6xwOcpEhxLLWTqtZ39UC0nVowxcpZ/sx9rbr0PGrHzFAb6MUAfr1dN6aC//2U/xh88/Gss7pl/7Al4HOJ3H3o7d3XvI6mW9XXViCQsmboJszwGzmbKm3nMHkdSoiqbuND8xE+6BcpZBX1MqlNFgqmZm0qbUn5S6BfJeEnPE3w5zqn7nMQTC1gACPVP8bohRQVm/ZwDVUgFf8P5NXa+OHc7oPK/4CywTPU893bCZDigxFN4V01tIPcw8JoSYeQiht6QecOWbTDyCT961+v5+Wf8Oq3oyrZDW9v8AVz5UeZ0TCol69LEKEdTDzmRzeEJNoebJudkfxZlPEmjYLSVUAwjXE1wNU/uLHFXo3LBRYKbg1wg6gpRD3QB4PEairYil6B3izsWk1XvSfC/9kaRzcT4mRgPRNajuyVyYd1Xr5hIaudMXkUwM4aZfTlZ0qc8bui/r8Unb5hh9oYtUlMyb4bsjTYrK2uDKEFHJTORponHO4+wDcBCvcv6gRodp4kebmCyAWYUwyBDZlswHOFHGb4MS9xehoh1aNfEpIbmkaAv/6i6mjP7muTLEY7jPC3ZIl37V7jdn0Dp8/82r5R4+33/g5c2PsQIx6arc3iwSLdMGC0pGkccuvBBz5wkuF4PpTU8fAZ13QFGi55ykHBfZ5ltG3Nj7SS3xNsVYRG+uxhNgcN6OG7rbNo6jZv7dFubnJ5fYLmbEvX6U2Ck0pW7wGbv+ge4b/Mgf/eqk1x1w13Up4Yn6594YzVArAwiRWXSJeSjiNrA0kpzSgOulqItYDUuDxpaX5FuUI3DeQ7eEx1eJWrU0YUm9yl4z/Zmkz8rb+Xu5goHmxv8K90jUpZIglHBgkrJKJjXUFMbGIEZNeRD0TV0ipjM19lKErLGIu17aqgHjqMOnaLxq3O8pvh5/vK//BiRvrLrrB44+R/4rb8/SOsDWyFXuxYY7k/RCzkz7R6f036AukRs+4Kus/R8yj6zgTKe9FAUKAplKGuaRCRMor0H7yb4YwweVKtJntSIeormsZK69mzMC/GSZXe8TUtn7NIZMyoiliHeezaymKfkmzyldYo704P4T9Gd+kLiguUZAD/yO9/K7LiVrJJg52JMmDGI2gHN5wJmpULL1bHe7Vz5BUH/IhUjcpb8QsmO/GIMuqelGlMhwuSz0xKNcfzr/f+B7fUrt0HEW46+m7cc/5vKRSEwyMGpIsgqpNK/Bl/mEu+rDoGUE1eN0BnQhw5G1S10B2TivpFQElFWHf0cTJhsR6osqVhiVQFsCIVU1d+ogFgcNfHUlCfGVw21Pa303yJyZQ8G54u5xbeCtBEgRjGDYVYlode9PBIwVz95BBXkFxIF6cXU5M15R+ktmS+C4wVh2dR7T4EjoyTDYistc+YdPW8ZeEfuA1juOkXfGQoUPZfS8wldV+NMMUPH1dgqG2Qu5uXv/Am62ehxzdlnE4PtNzDqv4mWtrRVRlPnrJhtllSHhi7Yn25yTW2VhsmZqw+5bu4MM8kIJZ76/JDWUp+okeO1hxTy5ZJ8scTW7GTJo5iBwR7o7oUyJXRGA1CCTWCwy7B9QDNYVrjonDUFFbTSo4aitzehcyCms1czaoTv+Wu+5nlPOJYZ4Jf+8gdI9rRxmsC8KU9+cpvN23sM7slIz4yobTjiLpQjg1GW2JX0hnW6KMooA1NQYKvalHDNi7znS+Y+wStuuZ0DS6sUB4K3dd7SlItN3MIM0p5FqVDrQlkGiUaW47MM+gPMWpfaWkH9qEfdU+P0oSXe+tAzeefWzXxwuETPj9g+eSvWXrnn9e/d+RZuSX+Zmmi6TjhezjL0MdkwonZaQiMII6HQ1DlIU7xz2P1L1E+V1E95ar7EKc/e2Q4f7h/kvrxNz9VCPQSCRhOLJvWalJKH83l63YSjR3ahu5rB9QvkN+5Bdi3tXA+1hkaNYrnJxjMb1F/eYWGlz4nC0M0EY1O6eRPXfGL2MXjF1b/LohIKq6FwHFhcpXNbybF9NQZLKeVcDV9LgqWZqfjCypnL5wUMRlVX0QJxbrISrvuWufdpPvbemzl2Zom7u7vBw6GszYOF5rQtKbAoCauIu7VhWeApcYebayd57swhXrT3ARb3bVK7ucPwWcLmc+t0X3gQWZiDtS34uVO88vt+lKIsL2MGP32cXns9v3L3Bu7PG8jaNmI0vhZTLBrc1RnPmTuM+BozyuKx1CTCSMntg6vY0+xQNj1mEKQZ8fogFF6roBbw3od7V9VMiYOyxNbiUKcyH7GdRrCRcGZtlns7u+jbAMLHjb+2fcYnXYO/52rWkxp6ecTWdUJ/yWCN49u+619dlDxcFNCstea1P/IVEFcA2Oiz7eRgh34ca58jE37E00B4Z4fhpK7en2617UUQox/5merkP1uvNBVnkeA7OudAPntes/RaVo+vX3gyLnK86aG/5X899LZqjuAm7K+uWOPAAIfCPZAAKFRR+Ta7qiOgI5UKEI+LAnEkqiSuHDXGrZxj8dRVSSpBzuF9xSoTwHWCo64cNRy60ulO5i3s3IyCREFNYM/ST1/GDD720DpivvXdtFVCU8UYtVO9/8hJa7COM6IxUz7LY0DsfGgrWmCxU04c3kOBC3plLNaHZW8LbLuSAR7rofBCzxm2XMTIa0Zec8a22HI1tmyNk2WbLdfgVDbLmWKG7Sxlc5TyjF//JTb6/Uueq882su2fIe//HIkoagJN5VhQQxoqZ8n0OGDWmNc9luMuT2mcYCnuUItKDrbX2dvaItaWKC2YWegzt6uDjgJQdnWHXS7J94xwkcVLYDCIYLBH6O0VspmxFAxQ4LWQtTXbBw2b1yqyBbWzuiUEXfN4aSU2ZMsx3asTvvV1F2cQfrwjrSV82X/4AnScYpImKqlDnuOyDMkLxFq88sTtjHqUc7I3w6FiiaPS5rStTVY+APIsqPFXDOyOCp5ZOwZ45uM+JI58X0H3mhibCLYRB4leq4GqpWHMdhafZ5Bl+MEQGeWotR7No0Nah8DdW2Pj8Dzvvf9Gfv/kc3hX/yqO2JLNkzdibe9ypvG88fPvfxu7a69nxUCGZdMJuVM8uLVAkRvylkWsR48sqOD5y2iE6/VRZzYZLiikEIrtBDmWUDjNjbWTjLww8AWn7aCaYIfahk0cszrjxtppdsdbgCfZhPTUkHhtBNvd0BUPjxSVm4YHFi1P3fMwz2sc5brYsyuNmI8N7chw9fy/v6w5fKwR6yZftHgbn9N8gBfNPcA3XvM+rr3qNPmypWgqfFQRd85WckMJNohlOelEx7SrV1kSrw2J13Pm7gpg1vU1J9bn+OdT1/HWrWewZWtsWs3Ie9btiPF6dqwUu43jKdGQFzQO89TmSV6193aee+2D7HvqCaKX9Rg9P2LzxSu4a/Yg3lP++mG+/DU/xCi/8pymjp38fv7qxLv5lz99Ksnda9AbgNZkB+bo3Oi5sXmaA41tbko2KQmWlhklTSlYins8+NAKpVUImrwRgDHdbsj3tEe+NgFMxDV8XpKMBkhWgveUTajv6dNe6PKipftQojhV1Hh4WKPwwXhgtWxwdDjPydNzJB+tMXtUQy2hWE559f/zoouSi4vmTfWO3/3nR67Jj9llo5g4guOnGGfP5CybArDh6ucm7LGf3td4G1VRRsrvFA6O/ZyngfgUux32PNYxjjeRMHB5z9ftfx3//e9ezzNeduvFSssFxQ9+9Pd53/qHqccVqFXh+INlnEKqLoC6ymOsyqqRiSeWwBibyhljbDWnxKN91d1PqMByOXHEUFNEvJmIB2Tna9rBEUTiJum1SKXvfORp4H3xhGSaAdzgDxHkEa9XIpkqf+qsV8cRLm4lltCAZHo/3ntyLEXVaVGqNoql94zwE1AC0HGGvDIHtCiGNqLjawCslw3OFLM4FGt5g75N2MpSjvXbqFLh+poXvf5/8Uev+1qeev2ei5ucxxjF6jfiy/cQYxCxGGSiqZ+TnKHXk06XkbWUXnNNbZ22GfJwtsBirU87HXKy16KTJWAUMwsDhoOIPDN4rxDt8Xtz/EhQPYMMwlDnIk+2BKMliPsQdSpNczXb80YYLAqDeY8qoLYpSO4rqdl0XKS1vssU73rbh3ZYcqMntSZJW6jtzSiGEfajNbpr8/RvjUmjkvbigKviDcpSMbQKkpJ6LCgMHkcqii0r1KXgxSv3c2bU4vSNYP4lZjSrQBKkLDEiMBiFTmmjwBj7vOrtvF2ibHCWaBYlwixSGLYGc9w5Sv8/9v483tbsLutFv78x3mb2c7V77bX7XX2TSqXSkYQQSYAEhBMaARsQUDx6QMULCnouXuHq0aNwFD7eo6KCCtI3IogRCIYmIX1TSVVS/a7dN6uf/duN8bt/jHfOtSrk3HsMVZUEHfXZtdaee6653vnO8Y73Gc/v+T0Pg7zJjeM9Xt2+yN3X7uX4xtuJ03s+cyfyyPgLv/CvecMDP8ptyQBDTOYduSY8lR2nG1V0tYSDBLTAW8GUZVgTogiTpjCa0f3EAflreqiNma0qH7lxmnPNHc539+nZgrbEgeGvd3wVnmeKNYa+wVW/xPq920xHqzRuUNvNuaDdTRI0ScEK0cGEziNtdl7TRY49N0ypbz97mc7/O+PW5B2L+0/X5nTjGVJCnDuIFdeMsN02FCVUoRHtUO5ZywTm9mfeh8+mqHDtiGTfob/fZfASx8OThNfd9wxPjjfYa00Z6T4b0ZgWMQOfk9YEypKNMOS8uX2Zqy4ijRx3t29xbW2ZJ1Y3uHZsg/1jy7QfbtK8sEv1mzd46yu+i3/7ju/n5Ppnh8b5oxe+jlvlM/zz3/wKem8fw+4gKABObDA9bjjeHnHX8S1OxQeU3rIWxQwoaCA8Xm5SOaG3OSK6GCFZRPt6jrYS2JdD7/ZFgJ0HgrLAL/cobUrVjYlmnl5W4Tycbu7Ttxm3J3v0xNIUB1iycY/js5yenSFOSI/sqavIfop39umN54VpBvj27//q5zbaiQQ2OU3A2COR2Ed+SCQs2At22jyXIRY5ZJ1FDiUa9fdyFKH935JpSA0D/6BEYw54vueL/i4/9G3/6vk6LZ/WKF3F57/t7/Pbtz4aDEnmkoyaOVao/ZlD6pxBSU2F4EhMMFo3eGIpscyjmoOWOSYEnyTG1TKMubRCScUT102C1ADYCsSiNEVDA2B9jPOvVoK+uiHQEIiR5+yLRJLPWcAMYLt/B33upA0WcRITixwBzIfDqZJrSR74IOBQt+y9Z+ILJlpQLv4tMHcj7xmgFHUFofTCzarBRGMqbxi5BltVhz3fplLDM9kxLuXrZD7m8dE6l6arXJv0uDReoZgmlNspUgrxSPnW7/33/Mg//c0X+nT9/xzOzchvvASqd4amSKnDXURIxNASQyzQFkdbStqmYCMacirepWELNtMDXta5TGQqYuM43R1ytndAw1aA0mwVLPWntNuzuUkD0vLosQI9OYXEgdQ+2hEUS8rkrDLd9Phkrhafj6CNHh8XhueF6QZUwuI5zc9Rj/f5+Avf/dagvFdFi4J0HZK4YHZ1zP6HpyQXZzS3SpKBoqMobLhzYZLFbJEyix0FgU0VEbwXjELTOF7euEwijvO9HTBKdaxkdFtE0RHKXoqKwHIfE8dBZwuo8+hsFiQbkwmytUs0yGleHtO74mhfBXexycVnNvnVSw/yy7sP8VuzUzx640sZD/7JZ/RcjqcZr/8Xf5eX3feTvLR5gyVjSLBkKDNvWTNDMmcZRgkSldgcTOUDyVNWqPf46RR6XYgsnZuW3tUKKQ0v2bjOdtXjQrHKU8UKqYR24kQsVoS+GEThynSZg7LF7tOr5NYyOdNidvtSkCNAkDh22lTHVxjcu8z+S2Ku7K/w81dezs38sCK245c+o+fyDzvOL/8vuNpR4XrRp5xF9DeG7N8P++dTspNt3FIbaTYPDQQkWP/NrRDVOajmdnQeigo7c6x8IkcqJdk36Cji8SdP8M+f+UKenaxytVhi4iI+kjeYaEWOZ+xLnHf0TMySVc5Yx1u6T7GZHPD5vaf4+tMf4A2vfITVL96i+grD9pedpHjwLHqz4Fvu+m5+4T//9mf0XI6LAR988uUM/OP84LveROuXQgOj5jmSpuQ9QTYhOTvluDlg2UzoWGWiOV6Dr/jrG8/wwf0z5JOEQS+h6IV7nuwMQqX/OZhP0LopSqpZYJe7ET61jE8ZxknMsEy4Olhiv2yCQiRCSsREc/YbUwYd4Y7mFuebN5hsVNRwhGPmsxA03/eK2/ilT/wjpJlCmgbz+rn84qiOWKgjbaMAlq39g0B5DriPAOGjgFjnLgXCoRTDCPJJgFnqr4cWeOH54VA+BQKsx9v+5dt569I3U5Yv/q77P118lPt/+X9j7KZYC7HxR1L96tOHHtrOoSSmxOJompDTF5oTKmytcxY86dw9g9AUaait5ub6ZdU6xS6A31SClRyw+L0x0BAhRUKi2HP7NbEixEZoGENDhEb0Bk6fvPQin8Hnd8StNxKtfwxDTCwRqUSfsqlPNTTqZVpSEebNUWbZqTL1BSNKKoL8AsB7ZeiUofeU9Qkt1XDgErZ8kyCuEW66Ptuuy9g3mfmYj01Ps131GFcxHzo4zV7RZX/W5Nm9VaazhGy3hWQR6X5ogktGyi/87Hv52lf+HarPgG5uNvr3jG/dhQ+5wTVPFq7XOXC2Rkhr4Nyznq5UNKRk3Y65I75FKhVtm/O6/rOs2DFWHL00597Vm6w1Q1OOtY5OK2d9ZUiSlLVkSyH1mDNT5MwUaZXMSysKuFSZHVcmJx2ucyTcvAbXPhaqljA7LYzOCK/9wtt55498x4t+Dp/P8ea3voJfePqH8BsdzOoqJWvkQ4fOMnSWQVmBU7St2Jbj+rjL026NR91pxppS1LWBcmZRhcRaUgNLxtahShV39W5xvDdA756CVbIVoewlzE51oNkI2tI0+OZiQxO3z4twDGUFu/skWxOSG2OWnshpX1OSpxL2P7HK7zxyHz975VX8+Par+JVbP8NHLr/mUMb3Io5//2vv4Qt/9u/zlV/we7ysdY1j1pGKpdTAYnpiTARLUUZ/XFGlCVUj9DKgiqRx7QAVwfVbVA1L1YBZP8E+22CUNTiV7NG2GYV6PlpArlCqI6fiwFnWoiFn4n2Woim+MrSvQ2OrpHk9C+RSqxnYPFehiSE7bli9f58/ff97+fNnPsBKWjHWnFH8lZw4+f4X/Rw+n2O19y286dQ7OG5nfGH7Et9999t58z2PsnTXHrM1pWqagHqqChPbQ23zUaZn7upVlHAwQvISM84wHkyl9B9Xmh+LGb9nDbzw+K1N3rZzPz++9Xns+5SRT/hE2WLHw0CroEBA2YxiGuL5ouYu55M9bk/2+ZrVD/N1d3yAN/6xh7n7f7pM8edg76tuw28u86++7sf4xi/7f35GzuMvPvLLXLn2ecys459+4AuZ/mKH5MIuzLJwqvodpN3GrTvubt6i18hpG4PV4CYSEQGex4oN3rr5COVBQjJQujct+VojpP8VRdig+LoHBQ04Lo7waRspHbHLQT1qhWKj4tT6Lq88dYWVaMalrM/1SROPUgK7vsWT2Sb/4cLLufTYOZJhwmTd8PVveSn/8Rf++vN2bp7X6LCPvvfpsFP4JKeMUPmTINOQkNLzHC/mOTU/T3yyBOPxuUWdalhUawsH8X5hPYevk78W0o3aUaP+3UetvRYdK0dlG2JAD9045mM2nPHHG9/AK//4Q/zdX/rrL3h64NP7O7z1bT9OJjPiJDDDiS0RExhiEVn4K0dzlliUpimIJDDHgqchIeg5Eg3SDAmgWMST1nroqHZtOJRnHJ7medKfNfN5LLgapM8FBlbmp1DwWJw6PrnhOujF3vWCnrMXa5jsV1jYixwZwdlCqIIx3CcJMMK/B7nFUbFFGF4h90GKMR+CMHaWqcbMI8oLNVytVhEUp4apT7harOIx7BcNLoxWQYThJGUwa4EX8v0EzSMaA4imEE091oGUntG44CtOfQef/+b7+Vs/9pde8AjoSf4YW9t/nFQymlic+KD+FsFo0MNWOBKJUA2McSSGrNbO42EMtE3BnektrpUrTDXh/u5NbuVdrubLFBpzrnfAqJiyPWszcylGHMeWx1QVjKYNsiq4DtjUw/EMSih3G1DZWm+kqFWyY4GNTqcWe0NC56BwxDlDePuFCy/oOXuxxs/97HuIMguWAKySNKT1GaFzwuE7Ben1mGGjw05p+KgxLJ+Yol7Js4iy7Wg2Kqbq6UgDi8U7R4Xh3sYNCo141dol/tOVl8JqwTROwXhakuK3Zpj1Jdjaw7gEzYugG/e1geVsBs0msj8gLUvccpuV/SnTs13KLUO+0uLy9dM8e2KDRzZOccfaFucOvpQvOvZqXrH+fS94KuaTH7/Kt/7vP0X25hFf9YoPcn/zOieiGS0xRGLJKZk4oWvHHBTnyYzFrVW0PlKhjQa+mSEDCYxmXLuZLPVIb03INmLEG6q7Z1weLnO8tcZ6NKSX5mwYj+LI1RCJYV8tT+cbXPDHcJUhWZ1SXWkSjUuYztDhOMgQGik4T7I7IdmLMaKcTvZZsof5o3n+C8D/8YKetxdjZJMfZDlY4nBGxtzR2OLdyR2MS4gyT9m26NljxLtjZO8AxpMgDwJUPZoXSFUFO8ZGAylKSCySlyw9UZJtNBEM2RrETyW8X+9n6dwBK5sH3N+6zi9PHuLNy49SquGYGXEgykbkmWhFT2KMwCki1M448IYznctM2s/yzNIm4zuU99x3Jx+69y78O3psfXSXL1n683zF/+OL+Y7v+9MveOPxw89e4Ref+W6+/e4P8Oisw//58S9g5z9s0H5qDx2N0bLE9PtoI2HnoSZnjt/kWH/EvfFNrMzwElOpIxJAW3i1vO3K/WTL0HzKoSo0L4+g0UBms3De6+Y/AGNrqUazSbnepljuUHYMDV9QVMp6Z8zpeJc70i3WTGDxsypmurdE0s5xapgMW7R3DMYBCD/1no/y1/7im5+3c/S8riybZ1afqyFWReJwU9IaVcncc3kuZzagNgqXrfeH6A2pmwnrSeKDh+TC+0yC9dxcJr1AzEYW7g5zcBziYn3YbStBfiAGFiEdckRPvTh6QPjQrz/MV/S+hXteexc//I6/87xP2ie2t/man/tpxjaH1GMbNegXqHxEo3ZBFvU4FZIwE4jEkVCiIjSkXASagNKgRGr3CouGQI5amRzjF0AZDksNtj4FhiP7lPrkRkccTebNlkBdXlfmYdzlnD1ZnKPnrZDxmR3xPbWyuz4PGna2TstD1rmeRlpP7ArItDjS8lc/TWGicLhNq29YGrxcHQZVocQwdE12fBcUSrXslW22qy6J8Vyf9Lg4XsEYZThqMpolaGUhs2huiYcBMNtCiacKpcNU9UbVWt71Kx/iy3/+m3np6+/i//it73veT9n29GO8+8a3smlu0bJV2HQZh1GhxJFgQ9VHg/Zv/lgpIZq9hWWEo2FC3DUerFpuS7a5XC4z9C020hH9aMqVfI3dqk0nzuklGaMi5fp0CcHTTJRWMiYvI3bGbZxKCBtNlObJKeqEfLeBK2vwbBWsUixVsKRBD3kjRsWG9gkg+hSSnM/FcffdJ8P1TL30+ZLV08pgUDJ+IsP0ItobFt9oMVqPSW1FY+rImjFlKycXYazKsoDzYY1PIuWYCrlzLEdTbOQ51h6wd97jnxGKXky6D6N7l+g+vo/ptOpSuIRmQDR00RsTGgNTh/EeWxRoI6U7KaiW2lT9CHcxYrKRcmPtJDePr/PO5YpfinOOrfw13nLqPH/tvr/xvJ+zD7/rSf72d/4kNx/qYL94xJtf+gj3t25yPhrQM4aGxKh6Mq2wYrhe9DmWDMFDNkmZ3mM5/eszTJJCuxkkKbMZagzGGPLNDlYapENPObLccdcNSrHs+zZXi2Xua20TYWnYmFwrNvB82De4Ne7w1M4GdjdG+4bx+ZRoN8beCoSTdFr4jVXGZ9sUy5bZ033edewOXn32gyT1ei6kz/v5+kyMOHoI1Z8GQq/NtXwJxhY5PWOr0aBzpUn7RvAKjsZTVMcBI6hCFRrqlcP7mM5miHPINEfX+tisbiQslOZ2zMHtSn6jyZYz/MDjb+Whl17gg4Nz3NnZ4oosc0/jJtfKlLbNWDUW7ytaEqEScUICKdUFNto3GXvhofZNPnrsKX7nnvt41zvuZ/kjBb/6Mx/m137ot3j9n/o8vu9f/qXn/Zy988OP808+8KN8z5t+k+++d8jvT9f4d4++mpu/cpruYzvI1h6a55hWC9dJGbx6g97alI3bt3mwdZnYlqwaW8eLCw5Py8y4O94L2XRPJfhZjI8KNLbI9j7qwj1VjYQbojFABElCZHLytE/RgdmKMDsDtlcxLBsclC1ilFQMDYnIogJWJzRcypmdbc63b3IzOktUhM+v8zzLQ59X0HzuzuP8qW97Ez//o79DVacDqieUn450SaqCic2hvpjae/lIs58k0WFX5fyrqYEuJjAicoj8xM9fC+YIZs5wLwy04ZC9JjB7KjUIDxQ1z9E11h2ZeM/j73mKL+18M3Gnwdd/55fzTX/rKz/t81SUFX/+X/8CH7h5E9fwVE1F5hqIwyOrD0HqQxZS4/AqpFIFVwzjaUqBQ4jqqOtYqsBS104ZkThElcTUNnU1m2w4BMpzkBwfAdK+buybM8/C3GJNjuwz6v/q7yNsSLRTxZs+/dW3fdrn6LNpmPSVuPRbcNlPUuoMj1/Ie8KpOATTBUKm+XN+XmuwlSvMjjxuCfvEPW3MZzUiMNGUXdch08BADasGN4olMk0wojw9XObGrA8KB4Mmk0mCOoPJDMwsUgV/YjzEk2ARaAuPqA/ohiBpEmP46O98gi8xX0fSSvim7/+T/Mm/8dZP+zzNqozvf/SHydzDHE/3uS2pGEgLq5Ngf6hQikdUqESI5iyuBsugSjyxWioJDtY9LEN1xHh6Rpl4ZaYRp+J9dsqKXd+mYeGu1g1u5H2uF8HXeaM54lhjzFOjNQpniSMlNjmdNGc4SznIWiDBaYbI0z4+QT1k+00Kbw9bHQRIleJcAR6i/Yi1rMMv/8Vv/LTP0WfTeMMb7+O9f+n1/NbPvxspBRpn2L2+BbMMSRWJI0zexCUQRcrBuMVHkhNI7ni5eZYmjlQdlbf4piPGYIhRymBBR0kkjgfWbvKu6y20V1GOY4bnhd5FoVhKSScl0gkJaUQR4jh0MRDQLMd7RcoSSodMhDgriQYp2ohJdhPKfkz5VEy+ljLrtHm6s8wTTfhnb/sB1pYc3/HaN/Kn7n/Np32exgdjvucrfoBnbk3ITi+z9/k90geHvOq+Z7ineYOz8X7w5q3tJSv1OCxjH5JY932bji1oxzn5fsrOg02Ov2M3kA9JElg3ayHLECDvKbPVGG5ZttZ6vOTsNdbjMevRmMtOuS0SSl8xJqc0MfemN7hpOnxQz2GmEe0bSrrnsU6QlSV07wCMoerETE9H5C+b8bq7n+KNx55kzxlaXmlGayxtfG4l0/1fjWb3G+nm72dr+mu0xPHnVh/lVd2L/Mb+S/iNJ15CNmzT3DEhYMMapNMOUowsBxeqXSB452A0QpIEnENMG1VPsjXFtxPiOGK2YWjdUHQrQZ9KKO+HWxdWeLx7jKd7x3jD8Wf48CRmNZlwnj22K8OyrehKSUpMIhUtkxLj8bULVq7Ka1s3uP3+fR44c4nfeOXLePqpE7QeX+V3PnaVd574NloRfPs//DN86Z/59B0h9nZH/NX/179j7/6LfM3rPsCPfvlFZmr4z6M1/t1Hv4Cb79tk/eMD7LU9dBZ0zH6li7t9E04VlA9OOd/YoR/NWDMVGdAIdAiGmGu+zdtnt3N/5xbX85OkuxWtHY+PBRsZdJqH5D9VZJ7pEUeYXpe800ISizEOjS2+ozxw6gYn2gc04pIPH5zm5c1teh1Hrp4Dn/CB2Vl+dfIgF6+dIG4pVeE4pU1+7of/wvM0s8J43mtY3/ydb+Gnf+o9h9KLORit6V+TRFSq+KOyjFrSIeYwAld93ZA2f04U1ZINE2781gQgXvv7Bb1yvVus2ew5wwws9NCHDhzzhw93lZ8U9L049rn5tmAoZyU//Y/+Ez/9g7+GxBHLJ5a5/zV38mXf+Pncfs8JOr0mtu7UdJXn2cs7PHN5m196+8M8cusWMwOuAa4haDOELQQkO9dYBxmG17D7L70JYNd4rHHE1mNMAMOpVBiCxRwIzbnVXJ0I2JQyyDFUEfWEFGGtSyeHoFnmH1EtaxHmAPqIawaBwbe1F+W8beqTE9GMhJK7jV9Hkpz7w02mz6Jhl7+X2fV/tdggHB1zsFxo/gdnkMJMhSkccvIaNiVTbxnSqHl6MDiulz0mvrngta/nPa7ny/WGEp4drXBQtFCF0bjJdJqAN8jIILkBJ6R74TNt7CvGQTQtsU6hrMLn68N1pPN+AO8ppgU/9r/+ND/2vT+HJBFrp9d4yRvu4y3f9AXc+ZJTtFopNgqNM84rT1/b4RPbW/z0xz7KR90NpDOl1Zlxtjdgs2lJjKckpiKnUkMpFo+nIlgeioZNmNVw3VkJ2lgfVKCUeLxAD8sBDqtKxziMhxkRG/GQpivYdl0qtZxJd1mJJ1zJVyjr6IeHlq5xUKZcna1QqcWIZ70z5Vhnwu60zX7WXABkGym9YyMMMB60mBXx4W7RhSdVy54vvP0cm8u9F3Kqvajje/7WV/Ob/+VjSGXrjYSgF64EoqMpNDYcrasVEDE+WOGZBw2393bI05gys9huSREXeB8iyNULmXqWI2XPl9zTusl7RnfQiEqGTUWOFfgbCVWquHaDatURbzlIk/C785oscPMqIEH7GFmM82gSB7BTVsjUEs+aREND2m7Q2LeU3ZiqIZQtwFgyb/iBd72Lf1y8E+uFY2ttXnHnKf746+/jnntO0EqTxbz2zvP0Ry9x4eFn+c//5rd5+iPPhlbpXhc9scr0rjVGdya4ezJ6J8bc1tpmPZ7Qt47ISLCaVChwiDpGGubXKE/ZKVuUYnCpp3NdGN2/TPedl45UXhU9vk40c4HJ9EK+6RlMm1yerHJbc5u1aMK6WGKBvAIMXHFNni3W2E6WuH/zOo9vn0aqlOaVEbI3Rg8GaFHg9/awS03QFp2lGW9a+QQPNgaLWmC79Wew9rM74Ou/ZSyv/VPs9V8hQhAxPJCMuNi6xTuTu6mmik89ozu6NPsNkt0ZcmMbihL18zVxjj00VLS9D9KEa7vocg8jgu9bku2c+MDiWkq+ZGlfVvaeWsedz3nmzDGiQmguF7y6+zRPzI6zGR9wKjmgJY6GyThpYMqUJUlBIJWIWCJiX9GOKtaXnuYln7fLh+87zodff5pHLp7F3zqFfdLwD/7Fb/AD3/dLRMMpGxt9XvaGe3nT176au191O+knzeunPvIsTz16lbf96od4PB8xuiui//IBf/bb3sfr+9dZjwoulDHvnZzmVx59BbsfXmf5PQfYi9uQ5UgUBU/pVptbrzaU5y3/09IF7u7comcKBGhgKHB0pUGhYbVfKyf82/e8EWOCG44WBcnWMGAuU2+QFbAREkWYRoSKUG30mK5ZxpsWl3qkgCSqONvc5Wy8y7nWHj3r2Bo0UBdDJ+dascyFi8dpXozDJRVZvuXLX0en1Xhe59YLJPyqocMcoAIkoaHJA+L0OSxwAMu2liHoAkSrUTA2vETlgubZ+9BIWE9ovA9yBivPAciH8g2p/UDr582B83yxqo+jPqD6oeeyzYcdQ34BMrAR6pX96we869c+yjv/yyMQRWgcoYnBRxHaiHANi0ssVVuoUoNJ5NBdpZZMgqASCvZiFFXBGsV7oZFUOC+0bGheakiJAWJTYdWT2BDD2pICReoGQE9CkK4kCx1z0CXPs8Aic/jWjAhRrf1WDuPQ5wCZWk5wVJkSdpPhwXm8ylEw6d2VT2PefG6NAIiVirJmicMZcHWFIldhtNh2HI6pRgx9isNgCPMy8xHb1TIVQapUquXCbI3dqgd48jLi6mSZUdlA8AwHLWazBESwBxYzC9GjyUG4vtKhEuVgc4edhW5wKRzi/GITqPM3Ue8i1dcVD4Xda/v87i9/kN/9tY9CGuNbDXwrwTUiqn7MdNlS9A35iqdaBogpUkdWBe+WwgsTn7KiY2Ya08Qx9WHeFeJrmUaFqUtnXj2R2KAOV4ixlFR4EZawDHF4Vfq2IvbKWCP6Nvg6b1cdxtpgyc5Ybl1hq+xxq1xCRFlNM1aTa1yeLnNQtUIypnWc6h1wonPApeEy0yoJloxGiaxnZW2IwbN/0GVSPDc979nh/gs5pT4zw88lRiFaO4odvU3P/tYInTg6Sx7r+sxWY0wF0dAzbjaoWhNGalkiRGu7zBA1KjoaUfqC5SjnetXHeaHfzCnKGQdlG4082TFLNPPYWUqU5hhtBqAcRYf1wjlw1rDh8xFIrhBH4T4RRQE8RxFmVmJHEfFBgm9YfGTQxCBVICakUMysZPrkAb//Xy/y7h9+R2h2nOVolh1ajPn6vmAjTKeNdNv4jSVmJ5pMTsZMTirtVsXtS9tYlDU7RlASwqbQiMVqkBb1JeeD+VnaSclg0GaUpbS84K2nezGHU+voo0+HSPEY2Dtg+upzGCckA6gGyr133ySOHJmP2aua3NUI94k0AnURPV9yMV/j5rjLY9vHsViy9Yp22xKVZUhdjGNMu4t3Qv8TE4ZnWlR3RwvALCK46ukXedK98MMcWXcjgcvjFTbtmN0vKdi6tUR0OUGMJR6WYX8cW2ikSBkcNLSqFhs3P82QvEA6HSQrkAhkr8ImCVU7RkwE+0pz3zBZV+RKTF5YPtjp8bJ7L/ATW6/jZPeAs70eO0WHTlJyLtoms1PWbUkuGW1jQ7UCoWlinDqaxrJsxtydPMkXL11i99x7eXS8wbUvWebqzipbO332b22wtd3k8eE1fvUnf47yh2RRJfexhRWLOemIj+ds/sUdXre2zct713l1e4cmyo63/KeDE7z/xnl+54n70I8bNn5vH3NrAMMxxDFmZYlqqcnea9ZouopXveQJykbEqp3QoaAhQRvfkQaqyi0/Y1S1ed/+OZLljOX3NDAZmDz09+hgHDDZvPcsikJfRbuFphGmqshWYsolJd/w9JYyruyscD7dodXMWbaOJWNJ+p5Mc4qh4fbJdpCo1ooBQbhwbed5n1cvCGj++m96HT//4+8OODO10IgDw+W0ZofrMrERNIpQY0Luey2FCIvWXBhA0L7M9c1zp42yrAW4ITFwDpBV9fDvi2bB8CPmCPOsdVk4MNLBciZ8/RRss1ewoBpSglQ1HO8cRXpfH2/9eYkJryWykEkbB7ZSiMB5wVQ1kTVvHBUFUcTUSXx4jA1Wc624QhXakcMh9CUHLA07w6ojMUGa0ZICg5CII5JQ1g5pf4olfNjCoRuGPYKCVYPfsNTnpcI957H5rczXk3G+4BoMVmTRIRz+3dBa/ak/zBT6rBxR8xuoZj+Jogx9FSQVEhbnBfRUpVRhUG9AjgJmr7DjWlQcanEU4UbZZeJTRAwGx0HV4mK2xsSH+NZR2eTmpEvuE0DZ2+1Q5DGCYAcGOwk+u/FQMIVic0gHgEK6k2MUZJKHuTt3zlCA2o1GqC8IFiBlMccTjsigZNEFapzWv0vwE/A2wuWGvWmbY60J+1WHlnVMNMGi5L5EjQaHEAFXz6NCK6IaqQd9c0RJuFnFRBQEGVYPy6Q28OsaR6QhGdFKyel4n23XZeRTBOVsusNaNOaJfBNVITaeuzpbZD7mmck6XgVrPHHkuXd1i9JZnjxYqysmoTdABFZXRqx45WDUYjhuYTH86Jv+xAs+z17s8dqveYD3/tLHoHL4JU+1epy9q7toOcUiSLOBqscmnuJ6g1/lAbKmxfcNL21cpZgZioan16hFRhI21d6HXorb2rvs5W2GUQNFyY97zGWh7AqNHfDLbWSrgma6WF/xPlQKXXAEAoId3XxNrypIkhDYESeQ55g0QaY5JgnBWBrV1ciyQryieQFlERjFogRfXw/zZL66OipxgvR70Gvh+x2mJ1tkKxGzdYFWBW3HsWjIWjKhJZ7YeCISEiIKwlqsmrCrMesy5Nd3X0Krn9N83CAZmCJUVKKb+9Dvo/sHYcPqPOmNIfsPLuMN2LHl1nafN9/9CBvxiBVbsl151qwlxzGUkn7iebW5yMeqk8jAYG9F9J51wZd5vY+MJ+F+2GkxuXuFrVca2ucHPD48zl3pLrelU6zGNJZ+6DM5BV+QIfEbqcp34LzifcS3bnyAy2uP8dvDu3m73MfewWqQZ2pFde4Y0UGOjCcgOWS+lnLaQ/u5Ock3mUBZYJIE3zPYmSKlJzKGcimmueMpZoZ431K8FB59/23IWsE4T8nLiEvNFe5q3yBLLRvRkFyD/do5u89QPCvGMtaSJhEWCcmPEtETz/loxn3JJSoukB+DoU/JNGJSWabOMHYJmAgjwY5NELq2om1mtE1G3xSkdV/UpaLBx0cb/Oq1B3ns6TM0P25Yfawk2h3B01fRosAs9ZEkITu9RLnRRY+VTF+ec33U4U3rn2Dft3ggHdMAmiYJgTuaEQP/8urreWRwguY1g0uE9pMjzLQMHtki4RoETLOBJAbSBG0m6FIHbwzNA8/0lNBsFfR6M+5ZuomJ4antE5xan3G8CYVWbHvPw2aN3/F30YwKZssJ0SCiXcB3fdObnvd59YKA5m/9jrfwRW99iG/9lh9d6JS1qmMpXViYXDsGBKnqRp85YA3GxOBC6AO+toCKAzAQ5bmss0j4+9wlwxyhUOcEyidLNT5p6EJrXcskfPipI8+ohdjz1+ZQqLpgrcP3IoQypTU1i8zhv/lDEL3Qw9YSU9SAqRCFOArNf50oB4SWzUmsw4qjaSqcCEtmisfQtAVRnfgXiachQaIRozVoZvEnnssv5g2SMmeMpW43BKuBaY6JauO0Q5AcdMshP9BTLSJd4VCWAYbm5jP/DbPlc2c0lv8B08ZXsbX7lYvH5lNGCal9t5zBAxG+DsUMlYOhS5mQLGC0avBhvuKOMRd8GFUu5yvcLJdwGoDkdtZmb9bCEf6+t92jLC2oYAdCNAkMczQWolow3d4On2WyX4TrJSsDAJ4DA52r9ubAPhxniMc78ob1sDFXjMFHBh8bXEQAFwrGC6ZSnBdwllItWRVxULZZjacMXIeGcYxIWVXHBKWvkIvHquAkvG8jgsNh1RIfAc4pEQXBnaVLxFQdHqUrntgqAx9m3YYd0ZKCfd8ClJVozGujp3l0dpKZT0ijirbN2Fw+4PJshevF0iIdM4kqXr5+jVmV8vRwefH2BSWOlI2VCSdWcn79C3/w+ZxOnzXj733nV/M7f/x+vufv/yfUCvaUo/9u0Os3Q1/DhiUaF6y8Vxidb1CVlsc6mzzYvsqNgy5pVznPGHxO36TkpSG1lq5x3JveYHvaI7HBlby/MmNvK8KlYe5NN1PiZ2b4ThOjhJ1lVSJRFFhSbCiZ+xo8z9kpa5A8DxKjyi2IEqzFFDVoBkAWIR8h0KLCL4DycyuOGIs00uA00e/i+k2KYy3yvqXsCVVbMZHnxNIAY5TNaB+PpauKr+1VrFqmlHSNYytb56Zf4oQ94B1X7oETFetPxJhCA5vpFUZjQDDdNtpqYkqluVey89KIfFXJi4gnJ5u8dHWLFVPQNwneR1RSkXnDtmuSNy1fsvkY5hZcmZ0jHjnSJ7aDK4QIJBb1jqJnkNM53/GSd/Dy1hVE4Ea1ysvPfvQzMOte+NFe/7dkk58nHn4vfSthTZUhtze2+W3jaQ0dk5c7BneusPSko3V5QlyWwYc4SRAJri54H5hnqzAeBw165dA4RkYziGMiW+KWWsT7GTaOSEaG0emY1YeF6aZQ+oTSwWPTE5xe2+NRd5L1dEzZvcnHZyd5efsyN8su5+NdxiYnwtAxJV6gTUTLgGBIJKYbumowVti0ikqJT/K5uhOv1DXMsH6XQOWFAmHPt7mQ9Xh4dpwPXjrD7jPLmHcnbN7y2Ft7yNY+MsvROApa706D8vwGvm3ZeZmh7Bvu7V3n5PKAWdXki3uX8UC71ntPKZl4y0/tv4y0VdF4T0L2bEI8yAP3Mh6hkxlalSAOSZpBehvFAYUYQ5UK+WpK0YZ4D+ga2sdz+vGMB1pXON/fxZqSZ691ObkxJVPLu4Z38u4P30u8H4OBbj/i3f/vv/qCzKsXzJfnN3/9kUOGqpZLoFB1k5Am42vmWQkdq5FB50dT+SC3cBokFWkcmOMafBMZqAhMclWFpqa6tEid7iMLllcXjMWiQ3YOHlgQboGxPgKynzNUa5b5CKiYa7brHxKlljeEh3z9vo0QdrMEL2m1ASh7W//+6LlaaqeGNHLEERhR2nGBU0PLzLDiaJiCVByKsmRmgKFnJ8TiiTWEPiT4IMcAYkOtRQ7HHNXA38icETI1YJP6LQWAbMSQEjYiVd34dgiLFTt3fVb3SY4in3pj8kdljKY/8Qce8wo3XEItM0TE44OTNVPfYM+FQAczDzNR2Kp6DHwLWfDRypOzDcYuZQ6iL4/6DIrG4vxu3erhKouoYEZCNIkCIzsRomB/TPuGQzzYzGHzsCMzeYWIARd29ji3YJMXCB4ON5lzGdPhrjNgZxO2UPNrWeo3L7UuucoMvitkVYRvGCYuIZUGPRN8enuagQiFOlKBAk+ihkockdr5CxKF6BO0tloULzXjDB2JyDSUZ9qqRMZz4AUvQs9ktEzJbn1eLZ5XtZ5lq+xy1a3QNBWxlNzfucY9/joPj88y1bQuXindeMKr1kYM8jYXJsuhUbA+PXPv7T+q4xfe/6FFP4lrWjSNaC97SimoPr5D0u1g13pUnS6jcwYdGn63cxcrjSmvrJ6lKY5zJqNEaMdK5g1rVhlVQouMhnWcW9rjyb0NYluBsUw3hd5FJV+KScsKcQ1MXiBJGiK9rUXF18uz1Gt7XQlxQb4hkQXnUeuRulroy5ADIDWpsgisKOeRyT5sCOfD1M2fjQaSJtBu4dsJvhVTtA0aCVVToeFwTWUlmtCMq5qoKIkkJhKDI2zoRC0jX3Ei2ud3BneyLx1WyBlf6jM8q5z+LxNsHsggrer0uYMBrHRwa11MJbR2ld65EedP7+BEuFAsczouaJgIFSXShFEGZWS4Vq3wocFpdlY6RHeOKC/ENCuHzzJ0zqrnFZ0LDYZv6HIyOQDCvHY6erGn2os6yslPktTrp0GIgMuDNV679DTDt7Z4cnCM7UvLTIdNmtct2krQ9nqQERwMQ4WiLFHvkMKHqlyeI50mOgxNgiYqQzT8/gSNImzsqJYatK+V5CsRzS2LFyEaN9CTJVf8Cu1mhtswXBytcmd/i9/M72M9GTFrBmLl7vQGF8uUjpSkUtIwnoiI4yarm6kNRgSjihOlVAPE5AiVMzit2HENvDqenq0xzRKuT1a4tr3G1v4yV6+uEd+s6D4+Ibl8EzvMgu2jc0Eq0Wigp4+hScT4eMRsI8Y2S9rnRmRieX3ncc6me3gSjpsYVWVCQeYNH56d4Gbe4bEPnGc4atM5KGhezyArEFF8VYbNiDHBQ9/UagGbwKxAiwQXNchWLfnxErow20vRLnRNzprNWDXQPDEL/Tw30lBtz+wCS+3xwkWRv2Cg+U9/w+v4uZ9934IBLpsCvRTxYNyc6gp33qoZBfmFV0wROlrxird16HXlDpniNAostAiU7pD9FRt2fwuALAtWW9UvpBpCsLQSCB9WzfT6OZv8KcecFqZm3+rAFPXoXDk1bz5k/tYC4J+DDDXgDWgUfrxGsYfOH1JXv6OgX+01JpRqaNiC1IaEv+ai8S+jYSqMOFbsBIPSlCIEoOihxdw8AyeSuRwjgN5oDpQ5ApQlpNup+vpcBGxkxBBjcYCvAfKcXzYSoEl1FCjL8edvEn0WjtX+93Jl9ksLrHnNJVREUMtgQDEadN5Xih6lRCFkhgBcZy7marlChQ1cvggzH3NhtoZXw3zaPnWwxrSKFzbmW7d6qK8B81hIDuqb50SI6/teY7tCKsU4JZpUAYxP8/ru6BZNtar1pvGIPyZweE3UX0NzavgjzC/XcM0ubKt9+CMC3llUhYOiyXI1Y482LZsz9g1SUzHwTVZlyhghVqWqI+DDITisGpzUTYJH7AqtMSQaUdVGfa2afa4EUmDVKAc+JP3FlJyyQ/Z9gwqLwXMq3WfTH3Ch2EAIPuWp9bxh6Ul2ii4PT0+FWHgTEjc3WvtsNne5OFnlVr4EwKnmZ0ek7Qs1vustX8w3vOPf4oiID3LMsjIZrCDDMbhpUMb12/hEcGN49vomF3SF1518lu20x3o2wy3PmEmG0ZjYGMaV0hHhfBp0he8e3knDFkxaCXq8gCsNqgb4VCiXUkzmoNuugzhC9VCq2uN8DpA1NGbNSQudl869D8y0NVAZxJSHq5LX4Iowf93FqOd2FIX7Q5ogSYymCRpH+NjiGoK3QtUiVCvWxhRi6NoZnpi2mZJT0aQZNo51z8nUp2y5Dkt2ygf2zzKWiKhydC4axufa9N9zBSkrSGK0KAKzuTuiXGuRnV4O98yDlCiveN2xZ2iTc7MydKSibSNyrei3HOdnjqf9jIuTNcaPL2GuWJpaoJt9ONgP77LZQE8eY3pimfiK8hvX7ucbz74Pg7Ke3PviTLDP0Gj0/h7V/p8I3u/qaPiUv3TiI1yqYj6WnyBzMTvNHtGsZPeBlKhs0b7maF46CBKXOmzD+hQ/noR5F3nceBaCUVQxNsUPx2EeJRGYlGhrhK50SAYOFxtaW0K+rMQ3IkzPM1lvcvGZhNbqjI8VJ4nwHOt3uTJb5vb2DleLZSIq1mXITV2mGFnWm0O6rZy9ssfpaJ9T6S4jTRi6Fo+NN2m5nKFLiCtlTIsrg1WmRFy+sk41M3AjoX21JN1ynLq4FTT9gyGaF/i8BpnWQquFdNtUkZCdbEMEs5MOlpVz7QGvWLtEy1bcGSsrNqLQiiklXuHXp6cZupTxzSbb1/r0LjkaB0BVYg7GIbSodiwzcYLWZKUCYi2+1yTylsZ2wXgzwfWUB89cZ7NzwHI64cqNFe49sxsSMRF2KdlZi9kYDtnY2GLn4gYAr109+YLNqRcMNHe7TX7jt/4mP/wjb+dXfuuR8KAqVFqfKIWGpehE4MCWtS2dCeJ1rXWTWtaA2SiIWYSZgEcjC65mxaoqRG7XJbpFOMrc17ke6v2h/+IiGGX+lAAaF9Z3R4eE11JD6KS19tAPGg7VIJ6FuD2UwuVQpiE1Y1KjWUMdzWsCCgk+p+FmYVDaUYlXQ1pLLyKpSE1JbKp69xncEBqmQhESPLEJDGJsjuiXRWphQGCURWShUTZimEP/cCi2zvIBDrcEtVdzROB6HFbs4udTQpeurvw6UXr7pzFbPndGFG1yZvMyT21/F1vZfzmiWJ5PGWWrWmbbN7H4EG8uQen9bL7GgWuFzxKHF8OtrMeNoh+kAqKUzvD0YI3chQY5Vxl2dzp4Fz4JOxbi3SDViGdCPAxTMx46oixYCtqpCxvTuvEPY6DKaxASPHHn14H39a5RwrydR9WLsfNdU907oHVfAnOscdgXoAoO1Bt8ZZhWCZkPN5rCxQykzZKdMpaUruY0RMlVaQk4Amvi5DBYJ5ytOZUdhq2dCVz9eKqCUgWbJmDNwsDXlR48m3bKSBPG3tbNf577GiGSeOgbxLXu/1RjjxPpHh8a3cawtvSL8TSiipcs3eI+f4s/f9tPsNn6ow2abz+2zu/96+/i77ztx/nFRwdsfd4plh4rWXnbhcCCRgbfM7QvTonHTfbuSahanvFawtZBm/5KF1967ksmNIziXULfljS0otKCXTtjyU5YazcRYKfo4WOPawjZkqU99bilBuxNgzbZzTd4tciiXn+l3s2r+6SKlg9gWN3hZm+hf/a6+PfFkPk8N0gSB8u3NKm7+C0+ElzT4lLBNUAjxallvTmmmVS0JWfqI1K1YMK8tGGBx2lFoSm7rk3mYsrS4IYxUWUwmad1I8f3O8ila0FaGFkkTZE0IRmU5MOcnQcTotRydbDMzfUeX9x9gggYariUbewZqadIK243O7wqepa3z9ZZ/1hGfPUA2R+hjQZEBWIs+ek+wy+qeOMrHsfEhn978wv4J6/4AeLohQMXnw0jbjyIP/Yol259M6u8h3YcpIfn44LL1YwqF+6yW7hvUK4eLDF9ZIV4bEhjg272MYXHzCo4OECiCC8V5IDO79PgRu5Q2iMe3Z4hzSbRYIqmHRr7jmzVEA8N4gSMxU6g6BmGWUQqFVkPhsMWa/0xB0WbvUmTB9Zv8MtXXk5LCxoT5SldYWnkOLW6RzfNiI9nvO/x2zjPALefYOKK6+Muzht8lpAMw3rYvlZBpTS3x8hgRrw3geE4SE5cXXWZ4540Qa2ga13EGCYbkK0b0m7G7aev89JjV7m/ucdL04xV45n4ioKKoUt5quwhlPz0h/8YN0fLNCNH50qFGUyQgwlaOfxospDRqvdIq8U8sdmpg0ZMvppSdiLSgeKuGZp3F9zR2uJkvMex7pjtWYLJhZNrni1n+YW9l/PuW7dTrVjWW9v80hd/LxvLnRdsTr2gsUlRZHn77z8R/jIHqgJiIWsFT0tT1cDVCWIg66fh5ulAZlUot0W1n2tV+29obdJlDhWZIU3QEVawAGoX0o3akm7R5GdMzWTUx+VqzeZ8Ia7lGke0GPWXwGgvhkhYfOvvdQHO5TmAev5SvnYmUBskICqCOI9PFawHo6gTGmlJ7iyrJiT6xeIw4mmZgriOw26aAqs+WNDhiXE1SNaFM0ZcA/k5QI4wtY7Z1JKA8ISIw0js+ePhUOdW5YfPjRG8Hsoy5prmYFd3AfijDZoBrI3Zyf7rcwAzwMSnPFFsBFmMOBCHx1N4w3vH5xEjxOJo2wIjysdHm0yqBpHxRKZiXKZcGS9R+cBgFEXEYL+Fr3W7dmiId4ObjMkhHmrQFBeOeBwAM5nD5HXITBE08uTFoYXSwuax7hU43DEeDgmG80ZCRUVrAK1aUwIOJLgc1qlLYEpwKbhSKBPLME9JjCPTiFQdQ9dk2UwZaINEJxQIDa9UZi73Cc2nwbs5OIXPN3gQ5l8kEaI+6J2BJjE5Fa5udF0RGKsunF6WpaAphgMfL6wUj8cDlv2Em66Lqa9rI/Cq3gUyF/Oh6Vls3QgI877jPeCPNmgGSKKIdz99DUy44UxOx6zEEb2TnsHNCeZjV7DLS8AK6bCDTBxP7Kwz6De5Gq3x1uWPMC5zGpGnaUoSiXDqScTRkIqX9q6HxK48BZSyq5gS4qmhWIqxhcekEUwF4mgxX8WYIKuQw2qgMQZf1YzzvIeFWp9cb56OyvAWYz6frA33hsgiSRwIlygK95ok3BarRpDTVU3wRikxxIVnbWlC12a0bcZMDauAq+89DmWmSioVl7I1Br7Bii+Y7MUogp2WyKRE8hLiGJ8VoIqfzjCnNtDUEk+U5o5n7Qt2SeKCDwzPcXdji5ek+0QIaRyCUsrmlCeLNZ7O1rgRL3H83A18tIQMJ/jJNJTAVfGrBoqCjRNTWnGQaKWNilITXtic28+OYWyD2H1kQVZVOEQNo90uX735YQbHW3XKqvBsvwuq3Hx9n+aB0NrxNC7uoVGEdNuYogSX1dXsCjdxgWBIQMoZfqph4yWhQV4u75OfXSbdU0xbEYmIpg5vhXhgcG2PakrSUrJWxMVBi7VpzngZfu96H26kDJdLmk8l9CxIDs8snaB1U2j4ghPXSvZWW8R7gsZNju15RB1QBbCvPuiuvUdGY7zz+CwL2Ohoj1c9/6XdRntNBicNk3NttO1Zv2uHzZN73NG/xcuaW3xp5zpelQOtyNRzrepxueqxlbX5va272HFtek9AcydituzpPb4Xegmy/FAeC0F65RzSbII1gXnOClzaZHpMKFYUt1Hy1GMbPPjKSyw1Zpy2Q5Y7hmbXsnOrBf2My5NVKh8+3GEjYrnXfEHn0wubNQq86fV382tvD0yzAllXMJEJNejaR9w6xbcteRwFuUSpWB/yxstmHDLfS134CWOCjpKiBGsW0HZx6xcJpa+5i4a1C2ZtrnuWeSOhn0s35to5c0Tv9imA83zMF2sj9U7JgAkM+Xztnpe1tdaHqtTNgNQMnQGpABvej4kchQvm52nkMBL8llNb0bQVhVqW7STEauPp2AIIKYFRnfR3NLgEJDT/EVLMjM4BsyycRkztmhDJ/Dwevk9bw2VfuwocNv3VgFqVox7XEn/6AQKfa2O5+Ub2Zr8BBCOYTxSblMFqIjgmagg2eGa2wbWaSY69x1plWsU8PDgfLAFN+Ny2Zx22Zx2oz2uexQwPWgugGg1CNzYauu+TQWjCw3mSoWI0WMYlkyrggtJjKx+YhCo4oZAfSjWOLl6LcSTpTowJ1o4y/xp81I/sC4PGucYrpgjNpFUZYb2yO2vTb+Tsl23aUcWtqk8vyiiIKOuSXAEkKDlKQ0PVwtVqcH90swbMExkNQkJEVVs0NjQir9WkYoQ+hql3lPU8bojnmM3Zc1F4RQ1SptuiXXZ8l7y+kwqOjnW8ofMEV7IltnR5UXBaT8+/EFPos3K84r4TXH84lC9at3JkJWa4tQo6xM8yTDIFv0Qy8RSXW2SzJhfONllpzdjfbzFYP0A8HBNXWwgaEim5p7HNI1nESjzF4kh7Jb6yuFFKtgx2BlXLYgcKrUaQY5RSyxdKTL2G4/3h2n2kp4R5xeRoY99zAHPNINShPhJFoQGpDhgJ8owUMYJLI7CCiwN542MgUeh6tqYdHrRXyDVmyWZMgWMSB7cQ9RiFPRczUeGu5Aa/fv1etGFoaUG0nVKspTSf2oVpfugEZQ1iDXpzm9nr7sDHQvuaodpKeOm91+hFMz5ebLJEyX2NghhDsyPEkw6Vt3xg/xzPXt9g+Gyf9AE4ttPDHgyDdKCRQtrHzjz+AzHlSROIFqc0o9UXa1p9xkdp7wM+DIB6i/XwJ09f5MBXfKLoMHQtYu843ttm9xuaFDstqqeapEPFNWPobyCjDLs/whUlkhp8VjeURoJxOS7TBYBmMkWzDOn3SG4OqdopyTQF54izUA0ZHRd6V4W8oxRdQ9NZqmZJNU1JE0vn+pTJMaXzTETrVkUZh8bYzrNK80ZG6WfEo5KlZwTJyuDYhWB8bSc6mYZ1vihRDVriww0mYOq1TwAbwXKf7PwK2e3LuESRuyc01jM2j+3yYOcqf2r14/RsyViVEqVS4ePZBk+Xa0xcwn++dD+DSZv0AJKBoXF1ROPKEOIIvz9Y3HMUMHWWBUWJViXS7qGNmKrXJD0oGZ0yVKcLjm0ecN+xmxwUbXZ2W9x7fJ+2xHj1ZKsjZlXCq6JnuCzLoSo/hcRaXsjxgoPmv/mXv5SHXnKaH/kP7+bycABi8IFUDf8TYbZUl8mcYkOrZ9C5teMAojOPcQ4X2wD4VDBZhUR1o4g1UNSNOsYEO7rIBquheoENcY1m0RxytJEvRMlKeB1XTzgjzwUVXoO+ybkgWtC5trMuF0JAqubIV6OhucYo2MPgFiA0AwoLbbN6gxFPFIeO18g4LJ6WLZlUCRvJgEgUJ4ZVO5zDWTqmQFVIjV8wy3NDszlgTmoPRQldiRwNKjlyCWFrHakXXTDlUktFlKANNzWw0rpMrihq34xZ/l6M7T7Ps+ezd9y/8c+4Mfx5PrDz41wpJogItmY5IXRq//7BWRyWSByR8ah4rkyXuDJZwoqS2lBJuDLsMy4TjAnTJpvFDA+aBDcLJTqwxHt1dcAFOzlbBvYrHSq2plaTQbCVQyGahF291IyCHm3+K8vF92Jk4R4TZBcSbuIQEj2NoJEJJbv5RDFH2OnQ+Rg2wYArLN6XlM5Suog9bbMWj0ktjF2KjRy5xiQoQ/Us1y4uBUqDWiJdzzOHHrq9QO2DGzZ9VgO7JyI0CBrPOdDumIjMOzICYxwrbNiKPR9R6Vx1ohw3AzKfcMu1ntOzfLZ5wGk9ILN/li86+W1E9r8HPi6MH/rSv8AbbnsPv/D7b+d9dBjccYbVD+X03/EsejDELyVENwb0hhnNzSW2XplSHBPG2wnvPH43N4bLfHH/EyypYtSTinLcRlx1JT2TkZqS+9dukW9F5HFM2a6oZjFFD9I98Mst/O4EE0XQbCKzGQtvfJnbix5+v5jTcwCqnyzFqBdFwj0mrM219Mia+jETyJQ0xkeGqpfibZj3xgk+DoXApDPDpo6GFAx8i8hD0zoqjYjFUgZncdaM5b3Tk1Qm4q5kh3c/dg/04Ni0onPD4U+sYj7yFJqX4f2YWleNkF7eZe+1G7gEJp9YY399h5eeu8KKHTM2hmvTiNs64NQjrZLXVxnvrQ545OYddK5B+1oJSQPuOAGPXYZWi+ndx7jxpSlVHw7e1eYff5Xy+hN/JTQH/3cyzp/4j2wPfozL+z/KcnQRMbCsMX0T0TMlxY7lS9ceYbzR4pnpMd7pb6dMUqabyvjkCuluRfdahB9OYHMNmeZIVOCHQ8R6XFY7DUUCeR7cLZIEGU8wWU6yN6E6u0b/8QxUyc4scewjU8p2hLiE/sWCybGIVuZo7jpmrZLWjqN1xWFu7VOtdYlLH0Kqdg9QMcRFEeQ9ZVlrhQOe8QQizxfFp7geWBB90kghijFLPYgs5VKC71r2X5njesra6piXr1zi648/zKk0YA7VYFV7q2zx/mwTj/DUeJ0nJ8dptSpG72/DyOKNo3F5iEwzdDwNv7MM96DwOopJknAcTlHvcJ0OVctSLEc09pVyH07dc8BdrZucTvZZshOevrrE+pkZI3U8W7Z5ojxBc0X5htYHGO38Zb77LW9+wefSCw6aAd78x+7nb//73zxksmrxorYMk6S2rSq1TgfzFB1bN+kpNlMQpWwGDbFxBpM7fGyQKOgcdVaEJpFadiEa1T6ecTCOlxB+InNAPL9DLoCzHhIUIojU9kXPGUfZCwlsHfEhCD/6rNpFY+5OoARds5pammEPHTPUaPgULKgzxI0SI56GrZj5hNuiXVLrKL2lH49D2V+hYzMiHEY9TeNrSYUSi9TSjKC3imqQEVg6syDP53ZxC6GGHL4Bi8FLiPJWtGaUwwbCKQtXgcWIlzDRiT/cJPkcHJu9r+fq9R9hvu0QQgX5crbG5Vkfa+aev4pVzyN7m8xc0M1iHF4dF/ZWKH2EMYGZnk5ixoPmYicT7RuSvfBZqSiNfbDBiZB04InqBLXoIMMUQccvgxlhT6OQ1SmF8/l8xHN04Ylbj0WzrK2XBXPkpioBfKiAuHrO+sMtV/BRV7w3qBO8NSHN0kTslW2O2yGZj1lGOdAmbS0wYph5pWWVCqVSH2Qa4ok0sMzhe/Nc4IwJTa2qgWFGSCWi0CCHUZSmCQ4cM61q3CSsWsfUR0w1MPMW6JiClhRcd13ckTgEI/CSbp9OtPy8zZfPlfHVd72Wf/grv7VwIBzdntD/XUN0zFBd3kHjGNPpYJsJ0dTir1gey0/xbJFhzinDssnUjInULXzeUwzL0YzXd5/mHaN76cU5+2lJ3o9wmYMty+xYhLlZYtMYbSmMM4jrDcscFPja398HOV8gATj036+ZaPV+sZ4fbgZrlwxj6obXI1VCG+wUNTJ4Cz4R1IZmdJ+E6Ka2OGzsWYkm9KKckbZYZTKv3RERsatTvFSsyZT/sPsyhtKk4UvMtZSqDcymxHszZKlPde3GIs2WbgfiiHjsaN2YsvNgC99UPvDMbZxfusm9GzdYMhlpDLcGDZZ7jpFXdoC3nP04xXaTdz/8MppXp8itPXQ4hkYMccH0TELVD6fxoJmCfQPpf4fzer3/rewM/i4QpsZUKzqk6G7K155/hH0fc61aYlg1aZU5+Z0HjO5s4PaF3iMRrVs5o1cdp3ngSYYOLl3HrPbQaYFEVXBBwaNzkxdT4Q8C2DSry5hPXAIxyOoyjcduQBKT+BbJ1X18v0V7Zokvb+PX+rSvTTGTDG8D2IzyCpllaGTRWRaq6LNsITMN/SmHRKAYE64D1eAIoxqqK0KIBReBRoI3huHdXcrVmN2XpZAI62t7PHDyMq9bf5ozzX0SPKdti0QMW5Xjw1mHicYMqgZPTY+zXzYZ7rbYvb4MLeH4h3MaA4/b6GMf3gqkjK+dR+YmDC44gJlWE00SiGOk8lQtQ9ERshXBuZjrT6zQft0THIsGHLcTlk8L41lM6WL2TZtMQ/iUNOBrX3E73eT5Tf/7VONFAc0AZ48v8+yNPQDUK6ON4NhgSoVCQzOgwGypdnaoICoExFN0owCYK0VmvgbMwfnC5A6JI9R61AdtZZBNJMGf09rFYhuCRzgE14tGEX/IFh8FEs+RatSvO38NCOyz98jcUYM5Jj3qfivP/WrBRxp2pPjQWJgLmgYwY42n8BFL0Ywk8kxcwnK8TyIOq55USmLjiNSFbn8TmmNime9FNKT7AbHYRVIddZnfiDBPrjv0wajFF3o0TtwH85H6Tfn6nHjKwGRyCGRIv/p5mCGfm6NtjzHxtwCoFN6xc1dQ6IqGVEajGG953/aJwEaboENH4cL2amh4NUosnumgQTZKDwHzgZDsmGBeJ5DOATMQTT1RVksYpiV2VuuXs+IweGdaGzfXrgHqg1xjEXLi9ZPezZHJ/cn/NH+olhqJB+PreVG7v+i8uuJCmfAga7DWnjJ1YdHedR2O6wHWwMin9G1OgSH1YeEv0UVQzjxrBUJjYCC3wxyeS4KORm8LIQSg1MPrL0WIJGaiwUkEVTqmIlVheGSvawROR0MmlWWbDvPt4kb7hWctPlvHuROenRvh+9ZugVtrws0KZBJszMoSrLD0iZJiKWJ6PGL0SsVPDaPllOuupJApmxI65JcsdE3B42XK6WiXa2mP0VKDsoooJWZ2HNrXhKppsJlFyggaMWYBhjUQFEfGPE12wUIf3fkvtM6EkjkcITfmgLmWqdkAnLX2158/10Xgm4prK5oqRpQo8tzKOtzZ2CIVR4LB46hqRjsm5tkqplKYFDE3hz1MbrATRZyg6qAo0CwP962iDPeh8QDOnkUjQ+dSwfREzPRVFbZf8o69e7ijuc0bVy7TEWj0KiYHKVlvwuVyhcdnx9k+kbD+phuUH02RyQydzjCtBj7qsH51m73yGBpD4hwPrtz9As6cz+6x5zbYNHVarY8o8Ty0OaPUiFhy9nyBbitfdvsj3CqXeGx0nIvVOhjDtS9qEY2FbAzrHxqR37tGMoJo5tAr15FGhJYaXLycW4R3qDH4vf2ALaII3dpBrMGkKX40CYRX5WHvIGinb+ygwzGaplCVQbtfL8jSaKBZkNmZJAmGBI0kOIzFMTqbhYbWvIBmIxgjtJvgFN9uICi+1YTEMr6jj8aG4pinsznhC05d4pX3Pk2cVCTiWbaeV6U5DRGcwnUXZG77LuFGuczFbI3tWZtbB322b/WJBobGbiBSzM4IO5qhS310eyeA95pMxNgw511wPNJ+G22FZMV46hifjMg3S1onpiyvj/jIM6e5797r9GNYNgl5o6TwjmOjKVdNoFG0gtt7516UOfSigeaf/3vfzD/497/Fbz/2DNfsNJQRPKCCrRSbCtOehptxJQuWdta3GB/K0eI9VSqQhseiac04G0HUInmFeoOaGMmDQT5hOTvswo6i4I1ZL7Lq5t8T/KJrJlZMfQyfBB5Uw3EEFk5rfSgBXJt6UbZHyn8LoB5AhhMQJ7gkxLsS179Pwu/uNWdEBsZVwu3NHRqmIsKRSEViShomWMOkxpHUus5EDlUhFsGKBJ9bWHDJpmbmRIWovonMgfC8ISwYIYTz7rT2EYXgoUtty1ePCo+VBzDdv0rUfOXzN1E+x8Y33fEzvP3aP+Q9e0/xoUGTmt+twZ0wzjpcGHSDJKBuelMvXNpeDg38Jnz22X5KlcWLanJ0AHENmAGSoRJl4YVNqUTTOhTIKdGoCHIn50OQiRLS0+ZOMcWhZ6Us9MyfNLFr3Tq1Tp0jLjNzTTO1Dk2tLDybDYJxNbDNDL7tQxgFwihPWW3NmLi0vg6ErarLiWRIToTTHC8hbjyVoG1OVLFGqPDE9XsPwTsmaOznc7QG0ZFYqnlzmAQGuvBVMPYnSJU6EjPx4QYmQMOEa2ZQk5EGxQr0Y0dXB+zwOu5Y+U466Z3P1zT5nBs/+2f+Dj/4+z/Bw089xbsfWGLngZOsfaBk+VeegvEE02sgF7eJWk3i432qTpveOGcaRbxneDv3da7TNVeZovStwZAwpWDZVNze2OX48SE/c/1VbEsH33dIaSg7SjoQqk4SpHp5Ca0GOgnlXTEWLYMUQ+YX1LyvwtTOSrXcSIytfb453H2hC5Z5cUFCsJkzBk3jhRQJggqpjARbOqqup5tkrDVmXC1XacvjiHhSscGBSJWqVuSPfEIpltkwYXuvh/QM60PFziA/0SO6cCs06UZxsMwzdSvsYA89dQK1hqUnHNVdyubpfY53xnykOsPpwZTXLg+IxZAsO+SgRWEt7z84xzOPnMY90aTxQEXv1i4ytfhTGwwfOoZvGE6/L+Pz/mzMtzz0taw1lz4TU+qzYrzmzLt5+Nb3sDt5P/3kKgKs+4KTtoGpKuS65evv/DBjjfhYdoatosvOdInqzRkyTJntN4iega1XN/BJFztTNt65i7ttHZk6ommJG4wwjbq/ZTJFpLZJ9DULVRQBM3T8IbBOY5hldYpwvQ5n2aKyInGMFjkUBZImSKuJJAm+zNFeGxllyHIP4xXSONyDkihUvBuhWuNtWD/LplK2oLw9Iz+nPHDHFc6s75NKwb3tLTqm5M54gpWwvhcKmVf2PWy5JpfydXZcl9xFPHrpJHmeYCuhc0mxs1CyN9M6nj7LQ+9AHtieQMIJJAkmDvbB6jxlJ8G1LUXH0NipGN0Nd23e5HUrFzjf2GYwazL1BSstZdtXXHZdypbh7vIGj46+hq+988/Rjtovyhx60UCziPC93/Ql/Oz3fbwW8xKQHkreE2YRSAm2APEgkTBbqrW1hWAqT9UUVCzGKfFUcYlAbDEqmFmFqctrklWh+5qaTS7LoPWM4+DlWVuczIGBWIuflzkIDDDwSY0kHD5W/5l71S5A+bwXheCk4Wv2TaPapzkSsIK48LiUdciJgShWxHryLObY8gENU5JISSoVDSlo24oKS0tCDGaBpSclkYRf25TA3M/lFUFGXbsuzMvZC1wUmDpzhF2nfg9KkBjMAbOiFFoi2D9gsqCNNxK1vuT5mySfg0NEePOp/5V/cfGvHD5Wf312d5mZC04BgcVXqixhZ5jWINUjxlHtpGgehbt0BNEQGjcDMPAG4rESTVmwpfHIY+q5Fg8LbOFDU2lWBukEBD3/fFM4t2msvTjni/Jzhy6qCgI1oKhBqjF1M2so/3kb9P1YrRtzw3kwBfg2FLOYpBXK6b72rN7J25xsDsg0wSuUYsnVkopnDMTqMAJjPL3aNaPEE2uYt6HjfX6kBLBeyzYiiXDqFvM6MRGlOpy6umwu9E3CyBdH5BfCslFGPjCFLB6He/t/gn779X/4yfE5PESE73n9N/P5H/l+5pbZoztjViLQ1FBd24YownqPmTWxVcpgr8vHP3obo/uanG7s4byhMCX7vmTZNLBqOR451u2IjxU9zjT3GCw3ebzcxLcF3YmZrRvYcZgiRhOL7E4xRRTmX14gNrQn+2ouuzmiZa4X5CDPCNfc4RsiaKBFajKF2hlGQrBWbWuqEtZpjYJ7hm8IphBM4tifNHnw+FV6NqNpQrjJlIglYpx4Cq1oSsXV4hg3qi6vOXuBi0+cxhcRw9s8G+8tsQ7cPSeJPvDkYU+BtZg4hgLMdMrktlWqZkTyUSW+Dc6u7XA8HXDDpjyz3+KelZxCK7RX8pJZQafMKZ5tsfH+MdHFLXRWkm4Ko7U2vhHOz8w2+KrzX839q+dfrCn0WTmsjXjFiX/Cbz9zDxDWkqE3rKmSzBq89tyAsSpWK5bNhNsnOzz0BVe5MlvmfVtnKYcx2T0VlbX4XOlcFPYfbGP8MtEMWg9fRVaOBc/97QFG08CnecWXRZ0dESrYfjwJBxVFQfdbM9GIQFVhOm3wHpdlSKuBaTVhpY/OMlw7wdgE0iWq9Q55WxndlhLvF5RdS3pQUXYibObJly3GK2U7pBS7pqKR0OhPuO/8FVKb8yd6HyESzzGbBeZbIloS4VSZaUWh8JHZafZ8i9QUfOTWSSZVg3Y/I3lXC1sYXOJZ/dgYUyq+00C2dxee63ODBKkxhzECzQakMYJii4rsWEzRFYq+Jb3h0DvgzOYuZ6N91pcKEiw7uw3GfUdZQ9co9nzrfX+OteaLN69fNNA8Hw+eOs6HLt8IN2OvzDYIpYay9gKuFEmFrK1IKZgq6H6rdrDBkjIwbi5SqrhmnGceEoOPBFN6jAaTNY2julxt0DgO4NmEpDHqErbOpRq15m3e3fl/CZitrfVKJpQ+JKobDWv3CT9n6wL410DbokkQCKoFjTSAZyH8vkiJpCRtOpwYElOR2CoszrYiJ2ZdxiTGUWHokRNJKErHaB2tUUdi15rmaOGjfFhuN2IOtdRzqQksWEanc0WoYmrTOa8eh+IJjHqKXTQDRu2vfCGmyOfkONvc5NlZqGeXTriwuwoYRHSxUJTjlOk0BtHgXKjAVgpFFB6LBTtSmtfNopQcTzSEl9TgNBkqURk2M3ZaYscBCEtWQVaLnV2dfCayiKNX7wPzDH/QNYMjJewoCnM4qifHIgDl8HoQF+wTpSJ0ijuZazdABfUGVwkSC5UTmhEMXIuTuk+pEZUaEvEcaIs1nYBETBS6Ejjlop7TYTji2uGixBFxtOpRe+PCgu2bA+dYQjts8F0Pm+GuSZhosOyR+nh7RkMpPewHUKDdfNOnMwX+SI6XnLNcq6vZ7e2M6QPHaT6+h+weLJL2RKB5tWQti9i7L2V2MmX5+JQJEbGW9AlMVctENIkZkdGWijPNPWarKbMq5dLOJtm60tiBoi34KKKxV2JaSfhQxjNwAVBIVQdgcUSioXI4Q+fhVkc1PsYw94Nd7A7n8jylJlFY2IG62AS7uRZI25O2Kso6kCi1Bc4ndOJQ0VBVrBhKggTwDa3L/K+X38ygatHbHDL++AqmFIqe0LmUhWS5lT56azccmhRIoxMY9EGOFCXj22PKrvDUI6d5cOMSJ9r7rEZTXFpwdSeht1pxuUq5oCu8dO0aF9rnsXsTdHcf9Z68sURzesC0aqORIZaSl57afLGmzWf9GOh5WjwOhD6pvahkpS00TIx6GLiK9YMp33Lf+xl4y+/JPTwZHWPlthl5FHGQNZle61BsKpPzKZTC+oeV4WtWURvTueyR0mGqdqhu7+xhE4PaGJ3OkNiAjfFZDpHFdjv40RhJE0ya4rxDex3MZAa3n8B1GuhggF/tkO4mFGd6aGQYHRd8LGAc2YqnbEfQc/hly8rakOmwQX95glchaRYkrZIT3QPOHd9iWSa8pH8NVVizGakIHZOQ1tihqu/9153iEM7HW7z/4NVkPqYVlWw9sU41jolU6FwpiabB+ECu7mCcxzcbITxl3vxHqOqYea+MEfxSB99OqVoRJqsoT8TMzjm66xN2ih67+y0eOH6LFZMQYZmsTJgWESLBGb1wlqXk1Is6d1500PyT//Of4v/zX3+f337mWR6ebAUWo64W+wJoCWUUStAGQVwAzN7WwFoFHynZkgmAeeKRWPDWBpatlkj4RoqZlqEEoBqYtzrBB+/B1r9Ya7AMh3YotYBey0+OzlUWejnvA3A+wtIuytkmFNVdbdE1Z6RNWTPMGvRywdA3/CmyhF5/SGwcy/GM2Hr2qjZ3xTcXqWkxFRbFiieRYFUWEbpZ5+pkyzxhRxduGLVOY3GMeuSY5/9BhKdagGTwGEKZxy2gNmQ42vEXYNvfhY1ue/4mxuf4+OFXfC8/8ewv83s3n+JdWzM4XCZQ9eR7DZyro6KNgHrsVgpFaGjyVrATpXEz3NhFwRRKclAvOAbigSee1Dr4yhPvZ+GXKzDJamGIonM5hvfP+V6o9fquCsd3tHRwtIpQA4mAKw+bRNXUDhq2tp+r/90U4FpgyqP+5AHl70w79Bu7OLVEErTbO1WXE8kARcixpHhyLC11oflcfaiW1JuNo9dWpW6xIfTU6YF1s+s8y2g+v2MxhAzN2tNEhDYRMxSVcG1bAlOdqJLFn89y928TRX+0Uy3/W8aPfMXf5t89+os88uzj/MdZi4PbWrSurHDy3zyGjsZB2nZ9j3TQQpySnG5zvHPAx6anUCvcJVsk4uhGFQWelBjB0jczXtO5gBF41J+AtQLdjinbNswjlLxnMTOHlBbTSg8rJfXavZgXxtaVv3r+164azF01dC7p4HDOz6N7ob4XhMfmDdIaCTYTfKzY0rDcnBBbx4lkQD/JuFz1OBnPjvAOQlMTbvocJwXHoyHPHqxRxgbjPTY3FF0DlUeyHJrN8D6cx5dgsymysoZaQ/PKmL37GhSbHm05fvnph3jwoctsplM6As1VZfdWi+1ezG/s3c8HnjqPa6Ys3+9pPu3gzCbTB06CFVbGQ+79qrv4K1/6FrrpC98k9bkyvvL2t/Hum/+Ya4P3s5x+jJuVsGQy7o8d3hl6s4TNExMy9YhR+jrlS1Y/gUssT2cbPLZ7DNsz6MkKqpjqRpPpfY5yOaKaJEBJdGKdWT9m+cP7pPESRZpibu2HIl6jgU4yTNeix9fQ4QRpreBPHUO3D0KVcX2JwhcM7m3R2FFYP8ZsI8ZMKnzDEs2UqgsuFlwzouwpZeyIlgsQx7kz1xCoI7ZlLhxkOR7x0s51So24O55ggGUTHxJsBOnmhFrSpgnvnJ4n1wjnDE/c3GA6aVAMElpbEA898cgTHcwwszLM6ek0SC9EFk3oC8/9VrN2vgGsYbaeUrVDP0MyKqn6JQ+cvsr9nWtEkXL11hJnT07ZdxkjwCQFy0XMNXkrf+zUd77o7kafEc+Zv/pFn88wLf/Ab9ck7Ox9HP6oQKsT41LQqG6gEyj6hqprcDGh2zk1uJbFp0HfPF8YfaPmYCMDjSRMmblHJ9SlOrtogBNr/4CjwHPRxJG/iRzqP488PmfylABslBBrDErRC+AHCY2OAGYaTkKnk5NGDmuUq9MlALo2IzriVBHjQ4qgWtI60KGkTksjAIZ5o9/8gCwGa8wR2Hs4eRFqZhmUCsPqfFtQg+US6HD0bACkqz9G3Hw5/2M8d3zT+a/m6YOIT0KgZLstvAuWUvV+hM6wCbksTratoHmzVqDXjzX2FevDpivyQjSpFx8P8SAL81YVKYqgs/d1BWV+BDXLDASN83Pm9XMlGodzQg7//cgI87puPCzDz4oDVKna9TXgJZgvA8UkdDX3GzOEwFRcyVdQhYZUNaYRqrleXqHALNoCKnRxLtzRYxGe8z5czfSFfzp0g5mPSEA5tEIUEZqBd65jwWXxtjfXf5Zm8wH+xzgcIsKfe+DrGAync/N3sg1BUwPtFpIXwQ92PEFKx+ZLDxglKY9NNnlyssFe2aFnK3I8lXoqHIrjeAR9Cb0ql4ar4V7QrzBecE3IlgXjBd+MKFYaaBWaPedrtIjUfSd/4IgJzdvKvDlQam/mhdWcec6zmXf0hxRCxVThPjM+o/gESmPQ0iIGHh0Fl6CT0WyelUFGmM9jDUp6gxKVnsG0wZQIbVWhH8Faij6YWY5xjnTtUIPpZjlqBL/SQbstjn94gm94jm8MWN8Y8y+efSPGQ9/EJBhOHC/Zu3SKyzur8KE23Y8mlI0eG2/q4Nc6i89q4tv80Dd9I7cfW3+eZ8bn9hARPn/zb5BXu4vHxj4myy2T/YTVviGViFQMVWaRGxHn+7vc2dridLpHN6+48/xN7lrboZPmmHZF/OCI9vkJyUqGPeuYriX42DC5rU2+soRf6eLObkCrDZ0OsroM/S50W+jmKtptB8nQ+hKu30ZRqn6D6cmEvQdSik7AHK4doZFQdIV82VB1w+bu6JpdqcV7syDtFu1ZCt+w8kFe2bzKa5oXaeBoiKfCh2upls4KUif9wlOzdaaa4NRweXuFK3sr7GYtGgNP+xokI5CsIN6fYbKqNlqo70NzQtJGwZXJ1T7rnQ502pjBDG+FfMngUvBJzOqNks10yMuaV3hJ8zqttSmPXTrJYWcO9OIpX3X+B1luvPiuXZ8xo8ZXnTlxeNNW5e+8+QtQW/+9rqx96SvuIFt4DNYlOAvzG75GQjz/57qRbfNYL6yEEizmjuraxPsFIDxaoj5qV7RgYecWXUcA6HOZuUNWGQFpN8IxGAKLoYqPTPCZTm3wZZ7rKAjAZw68UbC2joFFyFxE5YXctxeueJU//Kj8kY/N6eExOXTR3OdUqWT5cHcnglNzCDBEUJae85mY5GXIJxUfwrbg8LHw8wn/Y3zqcXf7BEcXrx984OtQ99zL7JvPvYxy7A+f5qFZOxXUjti0dzXIesKDnJLGIupc8gqbVQsWlmnOnHk76sEcLJA49GmGINuYjzlOtkdRxOG8FkA6aXg9S1gtvIZ57MFEtXxqLjUh2EdCsIv0PiRUQgDIkyqhUsPI9+bOSFRq62VAcHoIgtzhKcQd2ciqKl6e2/Bx9HoIG8b+4rkAcfLm57weQNM04Khcaf6z/2N8ynHPbS1MfSNcuTnln73jf178HQBV/sxXPoT2M+aG3tf3l7kjGS6eUqFk6usNk9IQ5d2PvyGwUQLNm+WCTJCsIpocvr6MZ6FJSoL1IkC5nCB3CKywsG4TC2funLK0WhIl87XuEFCcf/CA2x7c5/bXDWivZJx8aEDScSydGdE8UdDemLL84JDlU0No1+AboSqC3Cc2jtIbSh/VVyoMfMRUDbuuXf8+SKSqay3K8dYICD0N68eni+esnXFEtWvSsXMT1t5YLiqlJhOWbpbE9Q3Op4a3ve1V+IUFFNxdfTl+FJEM63ApBL78Du44f2UBWpK1yR/iU/+jP8bctVi74lIYVD/F6nqYhCLCbBThbvxdXOkON2gXoRPli9do24LW8ozaVp+oW/Cal22HoDQR7rl/B23EiMDSsRJazTBH2ooeWwaBpOVgpQVA69yM7GyQ5wzurO+1BtR4pDhMudS6JwyBxvaI3pUBaze2sQcFZ67ewswc+kyJ3vCYKxXdRwoaTxYsM6vfX61gEti+2ebgoMHFZ/uLIM2dW212t1s89v6TzCuT00vxgtRJdivmvV2S1/ca1UXDOIDEMVGv/Zy1VdFFdUeMYWl//JzP5C+dfiPDj6d0aqsoI/Do9p08uX8oL7pZvHAx2f//xosuz5iP9+1fxndcSAVM4Ps/+l9J4hQfPKNwEfzKpSdZ6iaUgzCJyzYgdQCKgjPKeAlaO4CEMsUzzGjEEvRpvQg7zGowG8pkAgu/wMUQCcC5ZqFVNfjZHtEDA4e6OGvrm3P9xwcVMF4Rr+CVqhdDYqgSIe8eSiLmE85ZAI+ulxijtFtZaB7Ac1d3i36ccybZQgmA+aQdBfG7CqlOyXyQgDREyGsGMKnL1KUqMYYGIyr1GCQEP0htxlUfSsXuQtaBwiR/J0K5EBYAzLTAkS+eFx4vgPT5nA5/ZMbDN3fIZjHGOnyV8pd/4z9jjcGb+gaeCz/5oUfoasxUa5vBKQsJDSgy02BdVH9WJnPsjAaYonZ3mYZY7OCMUR2mo3lfa5lN0PJWwaNc61Vw/nUx6t8p83kdRYdVinmkcF2VkSo4r+RLEZoIVQpFu345R7Cp8MHNWypFlisqb4isI3MRVjyrzTFTTVk1u8xcKKm1zZSyNgRWPLVwBNHg2zyfc/OgE1Uw1LKARcFxzkvXTSYMqcUooYRfvo1EDKVWC2YZndIQQ1mbqiZ1EuP/AM6fejx5a0S0obQlZ7vd49vf8hPYdhOdzBY3yZ/7mQ/gv73FzINXYbY540K5zIN2C6fB4ahnoBIAIVbHV933GzzzxBtxlaXxsgm7PxNYgrJtMQc5GtXhVHOZHVClMa4ZkeznyG6Y6+ceOggZDgqXP9YDYPPsjOVjORWwfa3N8nrO1ae6FEWMNANAmew30a5halbRRkTZtmTXY7xVurdNmBUJzWZOrz+in+S8on+J2HjWogFXyw6C4fbE0xJHz4wYKUx9zEcnJ3hZ7zreC4PpGg+cvklRWsxWybmHdnGVsH9hQme5pH+84ObFLuVvKPL6HL0V4253HJxs0Xvcwz2G6ELFG9/8QS58okuZRajC3qmf5ETyEgbne8hTKUknR/7LMzxzfRM97/CJo7r6wkYKf66PsrzK5WIJ5y39OOOu9Ov4yDuP8cBrDrh1NaG7lHP+3PfzxMMn2Hm0hajyxx78BNuPLLPjG/jcclu8y37S4NJ0BYCVpTGXmznn3nABo8pjtsOrJjfxmeHZTot7O9tMhwmub7G9GZrDIGoxWE1o+ykXbZ/xSyvUQ3QhyN+qlmf0FRnqBftYROOG4qzHTlOiUckdX7bF6sqE443R4r19SfcR1u6ckeCJgaYJ1cDHPrLE0qkJ+9fbtEiwEdz3wAFGoPIljz26SumFwZkxNC2/uXae/odm2Mxz4/IxWpIjXmlfAKxDBaJbg8CeCPj9AYv+rywP4riaIJQkhnY7xMa3mvg849Yda5jBLDQQGuWf5r/La+73fOLR09x/zxX2trvcc/rjnFu5ycBBoYbbkvGn+jhflPGig2ZV5bs//GM0+jdhkCwS8QDK41PsbormJjSYCuy3ClJn0BrDFkuCZEoyAU1M8NCMQ0oaEsBo1I0xFXgD+WaHZC8PXolrfewg+CJqywaNnPoAlOuIVqgZpziqbWKOpgIeumpoFCHGhK7nuU7amEMJSB09FkgOrZPVwjEWHSABnwR23ACRVQTH8eaAXpxj8DRtiUFJyIgjJaGkbQq61tVlbqFhamYPaEr4OC2Q1B9tLFGdsLaAC1TqF5ZcWrPTGR6lYO427dUTsNx0weMFAA9PXnsd6/3vZKX7jc/r3PhcHpVzfMvP/Qf8vqBti3d2USVmJNhEcKIYJxgV8pkjqctmUoJxYKZh1259kO/YzCE+2DBSeUwZgm1M7oI2sqoOgXFZ1uySBODswgVzNC573pC4GPWE8K7mar1HIxvSydJkYUqPCT7RaqWe13UFBQINMM+faPkQ0mNDEp8RpSRUWVbSMS0bFMbUjGFCWetRHU0pSYLkk1ggNiGW2yDEixTKoN+ffz+f11oDZK9+EeBjFz8jaF3Ymz8mGHwdtB3LIStS3Hod0v0ekvZXP2/z4nN9VK7kJ5/8XlaWJ+Q7q2RxSvuyIHmF293HLvchipFGgosM43e2WPvmfZZ6E9bSMZeqDifKEefiksgaYiLGWjDRAi9wrnOLM+s77GmLQd7Av96QX2+DF/YfatC/UCEeynUh3g43ymgG0fiQ6RMxXPzYapBl6CGrfONSkxuXAjjGGvZvNRb9K4v+jvACtZROFu4zKjDc7QSGbz3Dli2WkxkiEIsjMSUtM6BvElqS4FFiCamWF4olup2KrXGbrUsr2FGTW6Wnd6mkcyVlO2/B7gF+KwdvOLiRYtpNJPXw+2PKUz2unl5GphWXe2vcdnCLb/vC30NjYeneAQ0xuGGXpH2DB9M+Nx/qMdzsYN4Zc/N3C0z/gOh4H0pDxx7wJ779h/gr3/plvPEV97xIs+azf2RVwXd/8J8RVSd5VecmzirrdoK1ystff8DBbsTJ27JaTef5oocu89FhG9uuqNTwFQ9+gI/cOstWq0dsPeftNsdGI7Zcn8Q6unbG0/01Zj6mm2R87K42W9dWKHrKdtzAPhUzW4tIpILKMlsSiJVdbVOeqJu7jWDvCJrjtFGS+xBOsvSyAf4By9n+Ad5Zmo2cJPVUerjxb5mMWByVCumRQqIx8PmvyigU5PiEWDJKDeu/R2muzDi/kvFwtoIVx5XpMtcmS4zXUvRmgnUJLo1ZejIjyTxqwdzax2YVXstgLVcU4RIsQ9O1zqmKNEVWlwIpkiYULWH4mtOhCt5vUUbK7Iwj6Uy5PuvTPpUxmka8fPka9/f3qbyhZR0tPJOqwY3rn8fS0j+i2frCF3XuvOig+c+++we5ONsB4ORJ5dq1ZRADRmvxe04yiSlG0cLOKltxxEMDTlCj+B4UMcRTQISiX7+Zaejqn65ZWjvhrl52YuzMYQpF0xifxkjhwuJpJGh4bN3QVydJ6dwsH2qrlEMZSfiiCy2cujrGew6oRUIKYbNu8kgCA62WGiwQ2D0FbYYSfaNR4FSwoqymUzIfsx4PQilOhCU7DQwxnrZxQTcn0DiS2NY48lHG9ffzoJKjTeRzh4z5UFVmtT8GECI41TNWv9CX1lCMqQs8tHCTG/t/kzS6n3bzoT/kjPijMd74I/+GG+P6pj6MqPoVqGDKukltCA0MRaRIFTy7zUSxPlRFjFPiUjGZx/ggbzCVYnKPqVxgbwuHyeoymHOHOuV5UInWfqDuSDpare/xSj1Hj9YR5IijQJjD88Cf+bzWetMHApWr3WYUTSR8jQnXkKmj6B1oSylzS9Jy5JVFrRBbz27RZiUZU3rLhAYNm1Nq2Gh2TEGlwYMmEahUQxK9CVUSg9QuBbIIMzkM5tG6ohLkFvOv1NcMhGvBhjZZvDrmW835km4xoLfQ4V/HpS/HRmdf+EnzOTD+94f/Fz5RWmjA6XQP+eeQXh7BKMx1P82wZ5eoui2qTkLRinjysRP8yS94D6db+3RtRmFKnBha9brUwDDwMZlWxLbkazY+xA9efAuK4Fcq5JaD0oZwkURCV34SQWSD7vgI66w4AqNC/VF/0vyej6C/YaF3m3+FsE4HDRyKxRQeFwk2B5+AesMkT1ldmXKz6HN7eouJM7SMJ5EIj6fUkCfZMTAi4XRjD3Vwudwk7inJPkSZUDWjUPE8GC2sT8VqwPujEdJqMT3XJx6DmoiemfG6lz7LVBMuV32WZcbZzLDaz3FO+cLO09xx+w7/5/SLyPaaJO0WuntA8u4ZzeMxk5O3kT2W8b/9jV/kwV/5TlZ6L46X7Wf7+OZ3fi9VOgFj6I6O800rD9OPPA2JMAKr645r15qsnZyEdcfC3d0hHxmtIs2warxy41meHJ5gGDWw4nnd2jN8fHySsaY0bcXrjl3g4cFpBOX8fVfIY0PhI+584BrX+ptomdC7Y5/tp9YxTkjvGLKvTUDpt6dEVoltWKtSW3JXdwuDstYch3u7h9xbIhyr8ZhKLfc0bjDThJVozLLJWTXBSchiiUSocDj1RGIoayww1uAbPfQRiKFrPI8W60RUvOfqbThn2B+06byvhWkG84XexQK1BpkWRIMgOQo5AfkCdyxcxAiSDbPUC1ek95T9lMk9q0GamofHpick2ApPY57aPsb2QYevP/9B+q0Jufe0TUzkLRMnrMQFcI3J/jeSpE9ibetFmzsvOmi+lu0yX9TEwG1nt9nZ7zPOk7pUrLAyo9G2THcagYY1UKxVRAMLPgDPqgsYxeaBtcpW/r/s/Xe4bMtZ3Qv/3qqaoeNKO+8TpKOcEEiIbMCIZDDY4ID9GWObHI3BBsM113zca/s+H+Ya4wQm2VxsMMFgchTBIECAEJJQOJJO3Hmv3HnOWVXv90fN2WvtI3H9WNonCFzPWWetXqu7d/fsmrNGjXe8Y0AhyWEjGmFxVugdJFasOlNQ3k4erXHUwx4t0oeXZclo3BjWHhHWJu3zKS3waeCsIaxN8YG1+XiK7W4jHWHNWEjryyjKSZS2U6IoWiQQ41zyi97Il8lYAWFgarwahpIcEhTDtul+FoYtiygidwBmeyoKuHPG6G4nZ4yuUUyIqiy0oUtYE8BHZdHdR9dVf47VoUSy9slEYFH9xv8Cze24PZuv12rBUN7IoATvSOxyVFhAzwveKSYqJgpunhpFJdACZbArvwbOtglIHZI+37eVDx/Wmzbqd9ctEwKdVj6GyB2plncMbaVq7a6qlWnIusm1fS6bdTJVjG+DrEMLkhVOQuFBgybpRErKoYkZPbtiGXKkNQ85Dj3GLPHGUYuQyzJ1eItSSiRqKuEbwGp6jbEFzF4jRgxmDZrkFOOcJmzQLg6lBdbSfSonvIfQOs2sOZaTEVZvwA7/F2gGeGhq0FaJVZxtiIsMptOUZGdtcqCYrqifvcHRAwXNplINDb99+Gw+ZPwIl/JjSkme2TUnFpgbRjmoC5YiDLMVr95+Kz965YPBCOGcp3gwSeCqsZAfJ7/9WDjsoj5xLYqnwPJ6c9eN0z+/B8lNF1AlaeNofERzME1EApgmJfgZVTwW20S8scxjQVTDjJwEb9KWLqLkYjgKytCs+LCNh3nH8VmK4YpKSoZXwJfJLqn38I3kC+0cNBXRCxLrxNhvjXGTmsHNEmM9l55/m1koue63qNRxr84YbXjAsGMydOm4ZgJVaZndV5AdXcYeb7Cx2mM676010mB5+Nr+/wLN7bDuGN+2ct4OGyyJDI7G5Dv12o3n3ns8V673GZ+fpqqXgQ8c7/PG6Rmy0mNE+ZCNh3hodQ51gpPIqzfewhuX9xHFsGGXXMiOuNqcwUjkM17xuzxancUSef7HvZ4/nD4LJ577L93iZr2FIXImHGMNGKMU1JwrZtwzOEw2mnh60nDRHiaHLWmocaimfqUGyzm7QlkwkoaxUXJxFO0cyLFkGLwGvEaOtSYEyxU/4KxdcbUZUtiKnzm+n3etzrPjZvzhzWfh65zRlVT9NEvYfv0MomI0INf2WCs+Z/P0XTWF9qynnsVsbraAWfHDnNX9WynILkA0kcUlQ8hBaiFMM3yt3P+iK1in7Ps+JTMy7+lJzrZraH2jWlfV61j73Kds7jxloNmHhu986H/jFVt7vO7gDACmBWeXzhxQr0oePx4hohijuGHFRllztDvsRI74Mw12asGntKd6A9xMsXUqya7OQLmfgKovhWqUfG6lsFRbjvLIQ5ER+zl2UUOeob5pfWltir9cg8JkOq9tmfvkgpxmyEkH/4nWUlKHy9rVAJEUaCJCLIBI6nJt2YVuUvX7NT4IhamJKhTSUNoGRSilLSPjcZLK3j1Yx2NnnV+AJOeAtc2ctK+xI1PazvV03A1BI3M9SUlDoVJYEtdd4ZGEmQ41w4mugbYI1EF4y9F/5t5oeM72SbDHn7ZRN56/+S0/yHhqORy3DSQBRAV7DCVQFYr4lJxnVtCvIGQJgJoAbq7tRagFzgFs5RO7HBVT+8SwhRYwh5A095DmZejAQ2j19QlQaDwpVZ8uW5+M1l2gA8xyco8OR3dbLlEwmsCwaJI+SdeYG0lNvFFQF1EVCAaxMK8yBm5FEy3BGGrNcJpK4fNYgFZEK9RiEU1SkyBK1JTaV6niWs1xV2GJnXuC0AaYnJQlvXZz/JQU5VSzbLdBsGsNdHy3cEQ3+2dE9jHDz3vfJsf78fBhwWuv/i0+YMPzG5OLIHDwR1tsV8dQB9ywRxSTiIciJ99rkOc59MUVF0ZLnFPeXl3khfmEbZM8+C2SQmfaWbXjGt5SbTLVnAvDGc/u7/H2vQtoX7DjQO+mI/QdwdTk0wB5RlxUaf5bu7ayumNat42G3Vhr1NeVQHvCMEPLOLe/0kQmZCulGRrsAupBJNYGLWHlMw5kgPSVa80mF4o9olpUIq6tbjQol90hb6su4Vxk+54JB48LoSxZ7VjGDy4AgeEggYzWWUkxmLKA2jN8eMrEBJavNkxWPW6VY4IKL+8/Rjn0zKOCccyP+5jxhKLO+ZAL7+J1Hw+rl+fY12xgfm4fbY6Q2TbaL3Bxxjd9ww/yuV/w8XzGJ7/ySZs3z/RxXK34nJ//LrzdYrRziKC8bPA41iirzSMeu3KGZ99bpTRJhMuXGm4dlJjxApHkxvPKjT0enI3Iixoryiv6V7nWjHE24CTw0cN38q76LLkEzufHnMnmeISBbXhOcRsVg5PAc3u3U1gbkRvVmKGtWMSC29WIe8sD+q4hYtg2U3IJ7Lhpuw4rQ1EsSk5KVbUkbJAjaylmiSMTSyaOWhsqGibRs4qRvTBkoQVgOQgFx5rzC8cv47yd8Mh8m9rmvOPaJWYHQ6yJlFfBLWJKn22dbNg9XFch10EtcELeKMnGcbOVAsRI6Bc0lzcTYG5ATWRxPlUjjU/1bpcpo4szohiurTYRVR6Zn+Flw+t8QNHgEoIhAjFaFnt/mTj+x5SDz3xK5tBTBpr/7we/mFk4oJ/Bx5074Hf27sPjEkhG2RhM+cDBhAf3zyb3CVHyMnD20hF7e6MkMTCg2w1MFW1sAtIboNOI8QJGWuCcPsh61GpIayWOHbaO2EqRcYk0AfERKUtYLBPbLKH9oM2aiZAuzeaJI7TNKY1P8oUYUN9Gc9eeuJlcB2ImEJPllsS0fivaBpwoZVEDihWl7zxVNGxn0wSeTaAwqTWqL01HDJKbEyDj5MSL2UliZ7RzT6ADuieAGaBRz6Jl44Q075ckgGJpMYbCTHNmUXDm5Lm8wmEoaDRHZMJDx/+WUfYSzo3+7JM2d57J49Xf8J1Mlklf2Z8o1UYCcyZoApOV0D8EX2oCnaH1G58FsJL8yCOYpSIxJf2JKtJETB3SPFWFJiSmuWtS7WRE0KYutdKLznquK1N3iPDd8PKJ5pdO6CBpvkuWnTBxUZN+WgSpAnFsU8OfbeUZkWQ1187NzgZMJNJ4015hhMOqR99W1NHisFTqsBrpm5qVpkCB3ARW0ZCJUkik0dTyoApeFKep59CRJBtdgqUlVXN8mwAotDKoVnQkrbxD1m4ZCVJ3hXwjnauMtLrnI5j9/4j2gzB/Sq0Vf/qRT2WqS84O4f5Zxh/8kxew/dgx5vYhMUb8bJESy85uEYucWDjyA4c/9rzkgetc6h2Rm8BuNJy1lr6kJtNchWmsaTSQG9iwFe9anWMRc85vzriy55nPMqqRoXczkh8rfiMnmy7SxrHIoVk8gVUmVVM6O4C2NNw1gN9hp5h0Suv+ExFQ3/nJpgh4U6VrufECXtBgyE3kqOkxtCv2mxGSzbCizLRhS8pUOYzQl0gjluPQ43nj2wDs6SazZ0WGjwpupcStDcxxYuu7tcbkWdrwHk2I5zY4fHkfVjXXJhv4KHzQpcchNxxHi5pAc1hwbnvFJArPcsf8+TNvYcc0fN/tD2MrGtgcIbf3kTe9g2LbUt37XKprFf/uH/8Ur3zZs7jv8s5TOZ2eMeMTf/KbWZYetODeZcbX3vMLnCkWFK0jS3l5j6sHPS6MLTZLblpntpT5skeVLbEmbcRePJxxfZmR5zVG4AXFMbshx4knM8qretfYDSU5gVeW17geBmQSGNiaJRk98dhMmYSSkal4INvnOPTYtguO+zkRw1kzp5AExINacoGhJNmka+e0bUPVcjICSkEKdjMtIbKixsfAsdaICld9HyOe3VAy04zbzQaP1mc5XJXsVkOOXI9H5juowvFbziCZ0Lst9PaVaCLlbpXWobqBVTJZiI1fVze75L9u2K3NRBLGSOwVxAtbiYBplJhF5meTC41dkU7bvhI2GxpvuLkYUwXHourxEVsPYkSZxsCmNfTICFHABuAQf/xVhOKjsO7ckz6HnjLQvAiHnKpf8zHnH+b2coOHFttYE7FGKUzgFReu8s6jczTRIqJkeeTChSP2DkZETJJvbNbEmUPbJDU/jriZTZg3h9UOlIegRlhtpJ9FodrK6e3VEIQwLHDHK3A2AeYYkzRDw4k5PiQgAajENSvRMROq2vrjJgYQa5PNoWonpTwBE+3jsOlLhykG1rm0rA+zmtxGeqbBScTj2DHJFiQTT88k0NuTVFAWhLxtYhKETE4+Sk9YizSiausQkP59r5H5mo1La8hUDY0qpi2JNxEO4pAaJW89SIMYqijcDBuUpu5sQBFgf/Wbf2pB83RZnZrWQn9PESfURdIt25Ca+8rDiLqWqQ1pM2dnIe3EQwLKpoqYEJGQGGbxMQEF327munkGpyQYLfhrf16PjlmWUz/fMXStX+5KuCeyHhKb55KvJs6ePLp1KEhsemKfCRCShiLZIDUGzUJyg5HAwucMsopGLUe+T5Y31NHhCKxMjiWQSWAZM3rS4CTQqJCJtnMvvbZGtdXlxVaD3G4KRdFWpwxpUUtqPWkBc5I3JdmGwUgHpZP+OaLrUIs7hv894E8naN5rInlbcjq7MaXa6FNWu8TJtJ0zNs3FgwnLV91LPc5oxjBvSt55cJaPe87buZQf4SSywlNi1mmOFpioYRlhYFcMqHjj8j7EwHi0YrU3gEbwJfT2Im4Vk9d+1frRnd4HxlabodpWVlgTB9350TXErj9dlWTNmGepKhIj0iTgLNGiKrgGQkOaeCuDbkUOVz3O5lMWWpBxzFFUtk2qaDgsKxqcQK05I7diKywIUeifm7OIQ/KZY3mhR3lTMdfnqZemfR8aSTHhvZLlC87hFuD3C1A4d37OwuTcChsEDL1qzr1bqbtkiMOawPVZwTUdEnrK9NkO488zXvWxb96jmrOWFIoxPPjI7T+1oNlnFZ3T7lHT5x3xAv72hAcu7tK5ahabFQvvkElOb5QW8lEPeqHPJFSYVk55X89z1FgyFzACl03NLKaU3sIEtmTBKnUJ8UIz5yim6tk5WVEpFAI7Zk6jynnxLN0CBe5luZ4XIoYMQ97JRVvIVoi742oVScawSTwnNAQ0wpSAKOzFEktgqhl1zHmoPsNSC153cB+5UXanA1Ym47GDHebLnFEVCZUjW8CZP/TEwlAcVbhZ02rsZok0UUUXy/ZVCKInUje7vbmu0mueES4kdxHTKL6AxbkW4DcQRfGjSCgjUhsmi5IQDc/uHfLs8U0ChsNYIj5ytbY8J28YWEtnoCoCITz8lIDmp8Sn+U23/w9eXCavSkilBID7Bnt8/Jm3MbY1uQlYCTijvHTnOhf6E5wJiEQyF7l49piyqBHTyjc2akyvTgDWCn4jtNIHiAWsNnQti6g2BKwQSqEetE4AvQzNTALM/TIBiC73vdW5rX+Gk++nLsad9hMlgQtlHZgg/kQ7nJwH0rU6lK0OzpDY9MwjAmfLCaAMTIrIHsiyZUiUcyYJ7XOBPCFmMjFrYJyJXUs0vKZpFFu13UqbpNgUaDS0gDl9Do3CfjRU2skChUW0XAlj5mqIKgQsXg3X623eWZ9PhwBZywiX0fLao4d5dPoHT9b0ecaOf/Lvfo7t+pT5drtRsvPI4IaSzdIFobNrc3Mlm0XsKmK63y0CpgrYVcB0QLkOSJV8Xgmx1TO31nKxtZKD9W1dM8xtVE3nN95h5TtYuW7X106kbsSWJWgZivXfTmsXhPQaFSTSxsSTgLSQ9PuRtRY+eIOYgI9CVGHuS5pg8NEyiT1qMmq11GQ0OCJCg6VWS0TwmuZZBKpWahLai3L3HUkBJ11IT8LusfV2jms22qe8S6D7Xbrgh3c7PmkoSlz8KH75+vdqbry/DlXl+u7f5X4XWMSMRcx57cPPxS3BhALplZBliRlttcXl43MW9ypHL1TyjYqp9vij+SU2jeeya7CSJGE+BlatJMwQmQfHYeixU8zYYsLD0x3swNMrKvKZEHOwVcAuA2o6330SgPb+5Nob9eQj7LT9nRyju32qiXtdrQnt+RQi0nhMiBh/YsvoliCNYGfCYt5jUeV4tVyvNumbJQvNCECtDZ6AFUOOxUjFUCpKadgulxSFJ1uldcgPLeZ4ns4/55I1pJJkgoCcP4OpAuNHlXIvIpueech41/I871qexVae4aimau0TY5PhvaXoL7mYH/GSe29Qfugh9s8vmcsIP4vodApHMwgBXU35/m//ed75rutP3aR6BgxV5Ut/7L9hj8ZYiTgTeWC0R2Yi8x34o/1zxIXDtatqliluWHO4l69Z28IZtlyB1hmurUqdzQ2ZZuQkl5/z1jEwlhLHhmRsS86mOEbGcI8zbFqlb2DbCn0jjI1l21r6xnDeZFy0GWPjGBrHWDI2jKVvHCUZAynoSXYHYO7W+aCRRj3LGJhFz3GMHGrgMDgOIhzGjOu+x5Vmk6vNNr83eTZvPb7ArekGt+YjruzvcO3WFpPHR4R5zuqxPtmhMH44BWe5eUNx5TidL5M5WtWoKnG+QONJZRtI68RwuMZM6izhwk67nim+EJbnHSgYn4iN1bkUJEQQ1FukFu7dOGKjnFOFnEnsc9uPuFKfYZwtyeSkNwUgRoM/+kZ89a4nfS496Uzz7934Mm4vf52Rgw8dwIOLC6wkxxETw2QCH7X1II+tznOrGSCSGIF7hkfslDMeme0kxkjg0vYRB7M+s7pM+qKNimYeaVZZaiDZ9MiRRYIQekITFLuEMBBqr2Qrod7OyFY1EgS/1SPfW6SLl3OJvcsypK5bH1hS1KlvUcGpkeKI453BEC3D3BmGE5Obh4qkQIhEedGJho1CUXgGrmrJPmUnnxGj0Hc1RpS+1MT2IYP2JThMOrlF1tpMYN0ABQk4VIn/Q4E6RhYa0n4AoVY4jB1TncrXk5Ax0bJ9tjQp5yHjcX8WQSmMx2vq/jYE3lFdIJAhcp0fufL1fMnzf4ih27yLs+eZO77oG36AN78zJZL0VVmNZc0a00osyoOI5IbGJNs4UbCNIlXSyZsWBEjdWstpxzAn6RCtrzgaT5jl2Go2fUiMmvdJU28M2vgThoL2IvZuTYC63v2vg3k6AbOc6IDXiqQ7pn17TsT2DrGzVATxoFkr1egwikIIjlrSBrEKFnXCIhZYWdJEw4QSh6cnhloyLEoQbSOXlabd0DlJ6ZcOUI1kYtYLRnpL6bX79v2etMMKoWUZOwbaYoiqBJJemlMsc2fFKAhGH0OP/xox/0OM/dPRQPXojU9h4v+IcwXszi7wL7/708nfbhhcm6bOeAUNATPso1mO9kskcwwfEcx2zej5h9wzOMI64Ybvc9EGNozDIq3LBCw1IEaxJnLY9JnGko1yyeZszsPHZwkXG9yjDdm+Y7mTkR8sMQoxt9jpChHTitvh1Kp5IsloN5DSSZCkBdfSSjhcuiZL16/ik/RJKzA2NW1nc9NWiAxVgHqWsTDKtf4mmXhu+Q0KEzhrjlkqre7eUuHJBe5xhxyEPsOsYkjNfia4TcPGOxaYqGiv13qsr884zHgAUeldmTK/f8TqbAG14bGDHUIwvKx/BVcq+8FixbM4Fs5tRLwGLsQVHzZ8mPNmyq+5F/C6R17A+SygZ7aQxsNjVzF9A+Pz7P72Nb7sk7+Fn3nbN5NlT1tUw1M6Pu47v5tH/ARwWB3wt178W9y7uc/YLlMxYhR5axxzz/XAsy+3bhAo/Z0Fx7OczZZsc8awWVjmtSHLEuO87SyLYHCiOElJgl2PRUZqXrYIRgy1Ni2D3AZV0bkCdXI5TXIxlEBMxIpYoiiVNoS2IVpJlbeGSNX2CQRgGQ0rtTRqqdRyGPpkJnK7GeGx/MHsfparjLftXWCsNQeLEV4t4XoPJwFtDKyE8Tshukj/ZoOdR8zxLGGe+RIm07RWVNVJX8GpYXq9tKlWiNagZ7fTuuEjzUZGda5oATP4XFlcTKQiIR2XoqzZODNHDOxXQ3LjmfmC5/Vuci4/IgJLAkYFg01wygDxnfj9T8RefOhEkvUkjCf9jDlYJaamUza8pH8Vp8pb60tYSVpeg/L8/jWeo4Y3zO5P4gJRNvIVL9+8xjum5/BqcEa5vHnM4aLhYJlSZvrjijqLLJc5GCXsKHYveSc3w3RhtbXSjFovXC/Mz2cMrzeIs/hhgZnXSK+AxQqsnjDNXXraacYZ1uwGRk+ci0x3PwAhtuWw2BJ6IhCSQUCS3Vmh16vRCKXxFNazk81ABWMifVMloCoBj9Bv4YxAav57QuOfdgCCE8CcflYajSzaMjXAPAjTU0UGVWE/DlLIRPcGVdgNm+yGIQYlkybZg2nGrbDB1XqTsV2S2c7SC24u38FzRx9yl2bOM3s8+Mjt9c+C0DuI2EapRiadzLGVBswCpVdC2Uoz2oY/s2yS9Ce2FYqmdchowXXHMCc2rF30fauvj0naE0MLnDtmTUhdy21j6ntiUE+9aGj1vXf8es3ItRd2OWWTKImNNjE9VkggOWpyGhDbNglKTD0HLhKiSQ193uEk0qhlFTIGtmIWSrZkTlDLNJRs2gVBLFVMC0ONwcmJhyikpMBSoF4vRGlD7dsFxrSbws6mLrZ5gWsABTRtneR05HYn3RA6J5muHCoQHgX7kvd6rrw/jb368bVDzuXeEctLlsHvLZCru2jdJA9whTBbImdL6vu28eOMmBv8fsnysSEv/dC38qxyj6GtWJEYMKTd5KviVZjGznHCc63ZotGMXtaQaWBx2GN5r2FnN1JMlGo7p3djnhZeA9ShrZSEOwN7wglwTnupBGo6YLre7HEi24D0OzECrV95DCllj+DIC0FV0MLRBLhlxhTScG24w8DUbJkVlpph64JnxbBpEpAduxUPlLd5u5wnbgY49NgawvYYc+sgVY+sRWNAigQy9HhCuLCF38gxNYQbJfH8ktGFmmgMD9fnCPke/fmM+8dpzvYlR0xDU8O8N2OyX6BbgePnWUJ2lmd9oHD4KwdEr2ufcxOEyWTJzs5JxPyf5HG1Pl5f6kLt+LXZ8/mQ5WN8yPl3YQoAQQzsnVGWBwXPH9XYLM2bfFCzCIacfO101c+hbhxllq5Bfav4eHL9Ce3mXNvys5KalEWkZbNPri9dwmXXNxSIBE1EXSByHFeICE0UKjUs1YMoUR2rmHHTb+PVUIthFkqOY5+gwrHvcWO1SaWWdxycpVTP4WTIlq+YTIZMVwadZPT308ZSRVAnDK6m2HepPcWtFcSAzFZoiLBYpvWladDmdLps+46yDFOW6f04C2e3ENJaVW8XLWBWTCNUm7A6l85H8YAD2ajJhskQ4ajqEVVwAi8bP0puPLUajqMjqMci3GM9pcnW60Oa3g1PZmrxkwqavb/N/eVLeGj5OqBdokUpTcOH9R/mRnOG3dBrmU6lZ5d83OZb+KP5feyHQbqva/jg7cd5ZH6GaShwErk4mtDPam4vRxhRivEClwVm8wLJFD1fwe0CSGBZjlLndj1SiuNWprblKPcbYmGR2kDDSeqUtYm9s7ZtBGyZrLWLRntR7lwyujIh2jYbJfkFQgsi2ip517OXteyYTa4Hg7xGgaGtMKLsuDlBDX2pMZJs3nJJADj5SBrQk7AGYG0lF1VZ4BOprUqtyuoU4FhGw7zt9QZoorAXR0lb1G5g6mi50WyzJFs73jbqWAXhncuLOBMoTUOjQmcCUkfD2ycznjP8k5+qdvPmIS+/7zy/99C19SLcSRb6ux7pWRrTUqStB7M98miWPNckatItdyXZ2FYtOg1zlyzZgeE2ZEQhbeRE0gXslGaTFminnzvxzHsaawTcUdJpdPpmSP+ePfUQ07GwJ0y08akZsAtfMVFRFaRpvZtT7Bs+pMZA36ZFLXxGbjzLmONMkpbMQs628zSkJsOBCazUUYhHsITURktQJSO5vNjubbTyC21f5jr9kqR97lr+uhAf6Pa2smZz2tMZ07I8wLrUGFSh+UOy7MV/4ud1XT/KTvEidqvX4yTwO8cPEI7z1LRcFJiqwndJqdYgi4rs5jGzB86x3IaYwX7o87OPvIyvefEvcdFWDCQQSTKbWn1i61CCWo5Cj5U6xrLkjxb3IBbKzDOtBDMTqjEURxFbB0LPkR1VIBa0ar3J23Oga0JC179TSPNYujOh/cS1O19Potm7aow4BzFio4I1afNwJIBF1KBYlqbkZrHBa3k2gwsVZ9yMTVszjQ1jyRhIjlBTmsCz3AGPs8W58YzJsse82uLoOQXbb/G4VU1s0w7Xr265hK0NJM+QqGw8DMfPU5osSeXeNLmH5/dv8mx3i81BQ0PL4AdBmj4bowmyKnn5+CrV/RmLnYJmY8zuj5e4kLSnOqohy/Bl4Pd+40E++S9+8FM8y5768dDtPV7YO8Ob65QP4YYNufUcDvu8vno2z9o75PLlPaxEDEocBh5W2D527Gy0wNBGKlZUq4J+mXognIvUwZC7ds2TgNfkEh8I1OqxbZNxrQ2u/TlVuJL/g+lIrxY4+xhQSazxSgNRYanCSg1LhZVmzOOQWh17YcDclzy+3GbqS6a+oI6OqS9pouVg3mf2zg1KibBnWeWBWBsOYp985ejtRWwdKW7PacYF2TKdL2ZWQVmQPbybzvVVha5WqWegqlgHZrVrz7o3xhrsoK3IOZvmMonwaDZLmq0SUSUaYbWVgupQxayU0FN07DFO8cFQNQ40cnFQs11MAcM8lhiURSwYuCO2XY1Itnb0SlymJS5+Fjv4i0/afHrSQHPjr3L15qsogRdncLUpWUlGRlxrmu/Pb3GfwjvrC0QBRyQn8KrhQ+w3Q966uowIFMbz4vF1bldjblQbyc+wP2eQ1dxYJo1SMV5gJDJblmlFPVvBXolmSjNWzFF6t00Pci/ETAmlwS2UWGTYUKcP2nvIs/TdGAjJIzR99PakEQvuYDW6S/P6R5GkW4aThm6bgHN0EWtCWx1XcuvbBsBAIQ25JLF9Txo0CqVNrJ4Ts04wc2LXu1V/ilVekIBYUKVSpWoZwagwU0ed/DEICotYcBD7ZG2NPUTY9UMO4xDTnsSRxLQ8vjjDYSgpTEwldISVFqzqwDtnF1Cx/OHkR/ihKz/J93/Yv3xS5tQzYTz88C0+//O/F0QoVGl6gma29Vpul+dpQ+GV0GuRZ9vYZ+Z10gGbtjTnQ3pMN4c6SUbnkrGWZKSSs4RWfhNaXXpXiu4Wf5FkOwen5uUTR4eU5aSC0j18/b9Tz/dETX87pMPrASQjyZLa2yYKGpXgDdYpIRpCFOpgsRJpomXlHeNCWcaMzHqiGKroMCayjBl9U9GoQ/DUCF6V0sg69EQBo0rTbkxN2+zV0DllJB9mJTmwdxKNVv1P0jR3fHnAtudV1LQgevXr6r9M/neqyb+gvPgnV9+8Wv4ef3Trr5CZwCQM+Kev/XT233KG8SORbJqSU0PXp9EvMSY1UBvjGD5cEUY5B88Fm0ekF3nN4fN4QXlE3wh5G2AjCPPoqVEyCVTqOAxDDsOAHTfljUf3YItIbjw6Tb79wQmZnjiimKY50e83J8A5VVt0DYDXGuZ1Q3angZeTKox2rwpUU1M4dbrGG1WcAGIImQGTgqokOo50DKo8NDrD0CzZNEtyWzMUhwFysWwLLEW5pzjiVrnHO+I56oseO8/IlqkxiqZBV6mRODYNpt9LICIovRtLDl/cSy8zCu+6fobnnNnFjiBzyn7MEGlYzCxnRgZnPXU0vDg/YDiuuVxM+L4HP5z5pKQ3CLjRMOUPHO8RncP1xnzbl30f//Hbfp7/8qvf8BTOtKd2/PqD7+Jz/9tPJrmVFbbv2efchQnb5ZLMeMTAja0xB/sFL8uuMdisMBIJCLv9wOzYct84XW+jKDFfMq1y+kWScgUTWIQuwTTi8YimSnmtqYHbtXKLOgacGDzpGmMRvDY4sfi2H0VVWMW0MZ1HwwIIajgKfeZasIg5B82AR1ZneXy5xd5ixGJeUC1z/NIRoyGsDDEI+S3L2bcnxjqfVIQ284IQMRIors1Qp8iyobyxQJc1sbTYIGh1CIskXWUyTRWRukajttLT1DhrbAshjWCGg0QkOgvDQXtlVZqtkmYjSzhEhOU2+H5LeAQljiCOEgCPXmgw9LOKzd4KZyJVdOw2I1bBYjI4l98mM4Gg0Eha70QNOSads5OvoZn9W7Lzv/SkzKknDTQfT79nTWKJwOV8hdEVeyHZ87hWu2xFeWlxnePYYz+UGAErkQv5MRezY/5geT8NGU4C95YHbNoFj1ZJVF6Unn5Wc2MxJqqwszFHRJkte4ntOlPBfkEsoR5DfgyhB3EJxhtCodgqQm6JdauOaWxakZ1NOk1rTxqvujcDdPpSujTAqCcX6nZSrbPYuyqwBTUKTjA21eEHWU3EUJoGJ8qGnSHQapmF3CiuTVsrxRKJZOt2hRPAHDR1qUNa+JctYLZApcIsOgIGI9C0WqeFZtj2sV4tD1fnQIRcfCJpRNmrhjy8OptAuwkEFepo8LHg0ekZFtGleNn28CzDSbztn8TxAz/4uvUcEBHypSKTGi3TVnDdKAdkkwaMEludZGKXUxy2tp3zhNDGZJ9yyOgA89o+jrWMo0v7k/QBtbv+jktrS2xry7kn6plZS4ikA88nCoX27603y+mqSvc4TW4xqkLrnZhee6tjFmUt1VAV8JYQA4235NbTBEtuIgufU9qGVczITIqKr2JyAaijwxql0hwjDQ0GVSE3gSae+DRnAnVLiAvtWrB+15EM2zLLrfdnyyDHjmVsj4A75aSRmIpIo8nych2OAsDhez1n3h/GweRfkbUOPeeyOTuXJkx/7SyjB/cxt6dJutYB1MUSPbsFO9vEwhEGGdm+YfgonP+4G2yUS1658RjXQ8llN6UThlmETITDaJlHS980HPhhKiMvN8jxPLJ7htC3lC6QzS2hMBB9W9FI2n5tfLK8at1kTjNfnQ3jyQX7CTvHdkqrxlPNgqFN2LSpudGH1sWmddWwAmoJVpAoiDfM7ZDfLe7nfHHMXj5g03iW6hliyCQjirJlGi7YOYXxXN464mjaB4Wmb8k2h8h8sX5Z3flmmkA8mlFfPINEwXiDvQncU+ONZRFzHq12CG4fqZV7h4FOdzCWnHnt2LBLpjHH9Tyr88rxi/ts7JzlvC84/PU9jEnLvqpy8K6bd30uPZPGv/rV3zmRQgRh93iTmc+5/9K72OivUvYBSug73ir3cO7WMS84f3PNICz7yrs8XApCUaTKVMxWNN7QM4YoiTleRcW11a1ISFI8Ennl28RKJen5DeAVsvbyu4hNqta2PMdKLcchw2O53YxYkjMPBUehz0EzYLIqefPNezg8GtHc6GFWKW3SLZSsgXI/JciWN6a4G+11q27SNdykVE0BtKpbljiu1xXTmuPQpPvH6Tz9oqvswPqUMibRF2IsMhqkvzsLg0F6LNBs9/CDDKNC7SLLHUvISB7/qvgRhLIjjUhk4aBZ68UXjeO2DrAoZ8oZhanxWKpomJtAHQMFMDRgxK3XMhMfe9Lm1JMGmseDL2Q6/w5akhVIn9mFbIVG4VAT49kFFm3bJTtmyc0wpEZSL72BDxs8zOP1FrfCBpbI2WLKwFVcqbaoY0aRefLBIberIU20nN+cIQKzVUnMI2xXcFAQ+mkeFFOhHoNbKjE3hEJwUdCeQ+cRyhyZLVO6X1iuTfSlZd0Sk3zSgbJmAENKEkzSjmTFFZW1X5YaCDlorskBxAWMUXquISNQWI+VQGEDjkDfNBgiGyZpCEuTmDCDwYlNE+4UYK7w7aKvzFXpYksWwTAjS31fArOQcRAG+LZw7YFDP+aW30xdxRrxGKpoefPkHiKWzCYwHmIKmLg53+LWqoc1Ss/VBFjrIE9b3/1JHJ/9Nz6CX3nNW+5kXgXsvMFGRQuDRklaGE02cuKbZHui0voug6l8WrhFkg9yd2GCExas7Upel8FaFlmjngBuST7cnUyhq3J0LNq7080deyzJD31NPHe/b5kEkRQpH1pQ3urxjbY+zGtvZumeNQFoFcRrwushedzGKAS1NDFSx4iLlqApUhY1SaohaePmWpbHARWWQhVjIl4TW2O1bQqMLROoyUyhVl0DaIHWKWP9jlN3d/uRdY21XTS3iLThPyloIEHlJxoL/cluBNwefzVXbv0mpfHs+T7Xpps0Y4uWJTQH6HKZ9PKtBI3jOUSh+sj7qAvLakOIIjzy1nv4/I/5Ze4tJjwnm1ET6JNRx0AjoXWRVY5jj2vNFmO34A+O72URcyZ1SZ57qsd6NH1Dj0Axh5gJdj9ZrFHXicQICejeIVNas8f/b6P9+6lKTLfxVB+Sz3jTJL1xU2NWNUXjMcseEktWMc2c5X7OKu/z9o2LnMnmnLNzetLQk1RyL0zGQFPC5YV8wnZ/kdaBAo6f12P795fYPEfyqmWbFW080TbI1hi78mTLgmJfqXfS+X97OeTx6SZxBRtbFZfzBapQE8A7gjpGvQWzoOxkM16+fYXhByyRewfc+uUzFL+dtLFxVWGLFPM4vHfrSZpRz4zxdz/2w/ncn/iJVKlotYSVyfjN2QPcv9jng7avkI1TUAjA7mjM7nzIi5obnN1OgR0RwxULWxWMikijikpgqYFCDdqGMS1QMrRdlbXdzAsrZd3LFEkFRSMwi5CLJj0y6dp6FAsqMvZ8qsBMfMmNepNFzDhYDbg22+T4YIBeLZEDy9Y1yGYBt/C4gxWyajC3DpHGp3N27RwjoBGxltg1n57Ke1B0bUu47olB363Rb00iGEFsW0kdt04ZRQZlCWKIRqguDYlFcsmo+7A4Z1P1XYVgoN7UZJDQyRhdxPYDUYWohkXlyErP5XzZ4gxDrZZJLPEKO9qw45ZYiUgrJDVt0FU05+9QGN7N8aQgnPn+F6HVz3FGHBP1VNxJaDkDFwjUKkxbul9QxMB9Zso8Wg5iQRc/8Kx8n7NxymPNGWp1DF3Nc+U2t5sxx35AltX07CG3qxFTXyTgPFGmix6xiLBRw7HDbxiMV7J5it0e3FZ832HqBpM5Yh6Th2uZp51ZlkponRF+txtLQ08ACqyBSMf5dRZ0RjVdiCVpPTWPYCJZnpxDjFF6piYjMLZzMgIbZonRyIZNE7YUQ9b6RReStbqo04C5TcdRZaYJCMeYdqwTzelUnYe+x5EO17ermPFodaYFC4lZW8SMG6sz3Kw2sCYmEBPbhW454upsg8wGnA3pgh0c06bAauDK/jZVyHnO4/+UX/ikL+S5W2efjOn1tI2v//L/hz/4nYcTO19YyN3J4tuyrjKt2wu0rJlhA7DypzTHJN1yaF0xWhkQ0AJnaS9ceodMSCU9n7TMmgIaQpp12rIH6xfDewAQXZWEEycXI4ldbkF350LRNQSKNWtNPtA2Jib7L6MGn2re6e8xXRBj1LRZ1EgMhhig8QZnhDoYek5Y+oyebVhpTqGeBkemHi9CJEXCGlVCG5mtWJCwLmEmWJuaH2tNTjTrxGBIMo723LS0IFrTBrZ1rEXRtNVsN/DSUh1d/Dx0kdwKHDO7fj+9c7+FdZffl2n0jBtXb/xlduvfJajjR258IL/48MuYvGObzettAJRzyZrTBDCtLadziCq9t0/xLxvjdxyrTcH1PD9645U8qzzipfmUEQXWWEyMNFE40oADVpqziDkPrc6xVSy5Nh9TB0dTObQIFLcFPzBwsyFbJf28Pa7Sv1/P00auA8xridLp+S4nE0JMavTrpBmceoySSJDWuz71X5kEoOsmeSevVmSrEXbpcVWfZeOITliMCh46OMsDgz2u52O27CGVhnWDthVDzyzZzuZEFfLcs7ps6d2whJ0hZrJAJu1L8B4xBmMt6lMDVswsyzM9JMBiUoKNPGa2uef8MfthQA3sRmW0cmwPQfHUKgwl8oriKoMtzzSU/N7Dl+gHCL0MtzFCDo8Jk0PE5iwerPmky1/KD735m9ncHj51k+4pGH/ln3wfb53sp0bk7YYwVugFrE3pecdln99tnsWlq8e86OJNJEtVKcTy5uw+do6nvGRwDefSvDqwlkNv2aTGmEhE2AuOvgnkJq4zD0pJOKG7olhSL5ERCBg8LXoWYddnCMpSMwKGRSy4Vm8xiwWPLM4ybUpuzIZM6xJ/WFIf5WTXM4p9pbfnKfZr3KRC9iYwn6egts5yVKR1mqEl/Gya/6ZdH9bVmfbcCV2t7omEi5z6ls4j4zrAPEqEYp7BoARjiAqre8aQp61IvSEsLrj104VCCaOEl8QrmqfPRZ2iQVBnqL3hwnjJZrkkItTqWEXHXjNOIS9uhTP1ms2vk3Iap0klbuJ1mhvPxZz7Q6y9u/P6yaEF659fN81sSEZQZUVKojtdCS4NFCShe91KCQAGJtCXBZOYMdP0Eoe25oXmBteaLQ7iiMwql80hQ1ux68cUFu6z+9xajdmrh5wbz3ESOZwPYNigRomTjOps+qAyDNWGUB6CHzqyqUfLjOgrTGaRxqfGQB9Q55CmSY2Aaean0XaMdo2CCYTYNeOnKMEk1ww1KbIXo4hLlkt9V+NMZCNbUpiGvtRkEiiNJydQErBAr9VbFuQtYD7xqq3bW0GVqaaTPkSYxYwlWfo41HIQ+tQkdsErHDYjrjbbOGKrX45cXW1wfbVJ1MRCqwpeDUerHleONxGjONuCNU1AabVyXDvYRq1ina73EF/2O/+VX/hzX3y3Z9bTOv7gdY+kC4Yqpo7oagWZSZu7dFBOmOM6tBctOcWCkRis9c6/Xbw7wNzJKlp2oIti11ZHrxrT4n+qJC3QXoxaZrjDDu8JMK9lJdzxvWOaxcjJezDpqwvrSYqMli7pGLqWIehwOrRsM62LhgoS2uaMqPhok59otO2Xo4qOxhi8GlZkZBpYRqUvSjAGoxFVR248jbaaNZJVXI1gI1iTKlY1J14gWfeSuqqLpItdYlWk3WampkErp8KA2udoWg2sQe9ouK0Ov5T+2Z/4n5s4z/CxW/8euQRyG/iArRv88LU/w4U3NBSPTDGHizUTmhpSA2yNoChhOERzS34o9K5AfmYOlysuFkcM8hm3Q8bIRZoYMCLkApkaHvIbqAirmOHVcHs1ZLOsOTwa0jQW4wV1SnFdiYWBWwtsHdIGcrWia3btPt+TXWvHghmk/cKYVC0UwNq2QZo0eWN3vvpUieji6dtytcaA+gZp0pddrijnNW4+QJqSkFkOyjG/P7if89mE+7IjejaQrz30IwMTqKMlk8DFzWOuXL/A6oyhv2fIVdJmZF3NNEleMplDmZPVaa0qrxlWlyLLfsHO1pzHl1uMsyVvX5zlzwxvMxx4oqYKZCYO05QE8UxiThMtxahidl+BhAHnnhOQawPC7z6GKfPkFFNH/vnX/iD/9Lu/4OmZgE/SeOvxPmpSzag4clQmMmhq7L0VReZxkhqMb/Y3uX64wXP8be6/cIgYISJcl22uzLZ5gVznOeM9vArzmPN42GJbloyyBY1YDn2P0nhGpiIiTEJB3ySJY2hb7i2RZchSro46vBoWMafBMQklIsLtesQiFlxdbrBfjdidDtmfDOAwg31HuSds7kbK20vygxV2bwKzRWKUm9QgTp4hZY7kGbEsCL28rZy1DeYrf9Js7puUhlnXaFOvG85PsHIXfpXC3qSVooptswkGfcSYpM8f9dfnWX12CDaFTi13LPVmkrymarsS87ZK2SjaVyjbdS4KIQg9GnYGC5yN+GjwalmGjKFxDLIpmdSJvY6WVWs3FTSSo/TF4iRb40+d/h+w+c13dV49SbX01DjXJTOJCD2gLxmNCp4msUCadDEDoKcpZKMrqxqBTdswiA27mlhnA9ybHdALDbf8iCiWnWzG0FXcqjeIRnhW/4DCBG5WIy5szMgzz95sCKOaaCL+uGR1HuzVSDNIEdvZ0iDe4hRMaRPqtHad8rfuJjFySqCsuNzyso95MR/5GR/Kn/vbH0uWu3frsPc+cHsy54d//43810fexhWOMJI8SvtZzdCuyIxnaCtEUvOfITkIGKCUtDvMxdHZynUd/zVh3eR01JZcGhUmsWCJw2lkEpMFjdfkIzkJBTfqTWaxxIkSVFiEjHfOzhBxLWeYWOfDRcGtyYigKZ3RKIl1FoNfOOa7Q4IFioCRjptL59krz9z75EytZ8LowCdAlaziTGYJnddyBzxDu3vvQOkpJ4y1PgzWmuTTXrOnJRoCSQbULuynb68Z4nWNo/NnfiJobj+dji1A7njciZuGISsyXvpRz+ejPuUD+fi/9CryP2ZeX9+f8BO/+WZ+4g1v42a1QAOI07W2mdBeCL0QrCHG5PriY1qUqmBprGUVs2QtZyILzRmg1KJYjRixCIFaLbmEpMvXSC2tBIo0Lxu6lr4kFfKQ7M1IfcFGIUinO0zvOW13ZM0qq4Jvj5+Rk6bB9RFUxeYf9d7OmmfsqDWnMEkatOeH6CCyGmWUPmIXc/xicaIVBljWiHXELUszGuBLIVphedBjvF3xBS/872zYhh1bUQGWnEY9KklSs2mXvG5xgRUFrnXs2V/0KIae5lAJlWn7SYTiMP1bOp+mT6ppWmlGew51ja+nQLI4l9w9rEvVoCyHzJJtDHj5Rz6Hj/y4l/DqT/0gsty+27xuas+Nh2/x8//pN3nNf/rvHFzdS84BTYPUDbKqyKqaUb2B0R5HtuDx4ixv6N3H2WzKsHeDgkhuUlCGwdCThvPFMW9aXcb3IeZgmsSoMeinXICuslTVSDFEVnXroNEwebbDL4RKheNJj9LUrErH1tYSZ5RKA1aEZQNRLHk+Q5tk4fj88W2aey3z0YTd8gxHrxsz2t1rq11pnVNVPvijX/DUTLancMipS6BKsvycag+uFVzqHZLfG04p2YSHs/NcPdjm2brHzs6ytXjL+P3wAG87usyH9B4iGsNtP+Ix3WHDL7kn32+Bb4/D0GdslkQxHDZ9CuMxKB5L1NQ/MfUlEWEWeyyj42a9yTLmzELOymc8Ot9mPivZOxxh9yzulqM8SDrlYurJrx/DwQQ9nhKbBqyjPL/JKz7lg/jIT/0gPvaTXk6Wvfu8rn3gkYMDfvxNb+SXf/ctHD+yJL8ZyY49duWxR3NktlBfKN8AAQAASURBVEKqhlit2jXmznVEIFXfo0KRp/Msd7AxgMyhQLPTBxGCFVZnDM3oBDDHnFbml+Qfsa8pkI60VopVeoOavEjXmqV3qXHcC6PCk5kGQZNtKVlKHwwGb2pGpnNKOvWZqyLZxzwJ80rfbXV9n0bc/1JC/Us02qwZ0W6kKkGavA2k9LrTn62mib5oxQenHzsNjhkO35rGVtGyH0YstcC04G+3TrdFIrvVmBurMSAcLEt250NiFPw0pz7uQQ3Dx1Knf3GkuGXEzQPZ3GOnFWZVI8sKbUt06j3qPTvnx3zFt/1tPuLTX/VeHyNV5Zvf/DP8/uQX2Cn2udibcH+2z6adc9bNGEjN2ARKEXqtWXppcqJGPCGxdUQCim8Z5qCwioaJlqw0Wcrd9BusNOmZLcq1epMDP2xDthUfDTeWYya+tf1rWbyqcVw7GBNalt8YpQudkYWlPijblMO2tJIFxEbEKkRw1wsy7/iev/4ZfPgD97/Xx+mZNL7+876bN/z2w2huU7MDtIt2+p6alBSxne6dVoLRdfWfms0hnLDBp5PLYO2QkTYf6e9rDfPpZqdTEo2T59C2wan7906fQS3T3DHKnVVQm3x5/jkX+Yp/8dm86tUvfa+Pkary//3pX+a/vO3NVC5CEdFSMUUgKz1F3tAv6hT4kDVs5AvGWcXILhm7FYU09E1NzzaU1PRMQ8/UyQpKI1aSb7m2TLORpEU0km53W4HTyhPDiXted6mx0kXRJ9cN0S4dPD3WtlIog9AFHScpB4BjtPXj5L0Peq+P0zNp7N7+y9xcvp7HqhFvml/iR97xwSzfvMnWg8roHceYG3vE4wldyqRYlypw/R6m38Nvj5i/asDxZsbicuT8uSNe9JxrfNW5X+Oia+iLWzdhHgTPnkbmMedNq8s8sjrDfjNiUhdcW2xw+2hM0ziyRzLyXcvwmqfcbcj3lsiqgsNjtPHocnVHyt8aJDuXekqyDPoFcdDj/Ade5h983V/g5R9w33t9jLz3fNuXfQ+/+B9/jRgUKUtka0y4sM302QOOXyTIi2e8+tkP8qln3szL8iN2rMOoYT82PNo4fnDvQ/nt2w9weG3Mxu/nDK82ZLsL3KM30fkiVa2MwQwGSJEjgz6xX7C6b5P5JcvirFCfD9jzK15w6RbPG9/mEzbfwqapuUDF0Fg2MktEmcaaucKNpuAxv81vHD2PX37HizBvGbD5jsDgsTly5TYcTVBnUCtk4z7f/pr/nWc9/9JdmVdP9/j8L/sPvP3qLpN7LfWG4HtKGLR2mFYhS+vWRXPM6MISk0NHLKT+n8iz3T69QUNQQyQxnmfMMaMsecwHLJl4LmcH9F1DHR2NWkZmgYhhGR25eKxEas3WdnRHvs8qZlyrN5k0BXvViElVcrToUe33CPs5g6tCsRcp9jz5tMYczGH3CJnN0BC4/1XP4x/8m8/lha984L0+RrX3/J+/+d/46d98CL1q6d9oKA4bst0ZMlul/oHOi9mfqpxak3q+jCFuj6HMU0PkZpkkKT2oNh2+J4QMfF/WHdsq4AuIPSU6TcYIecQOG0wRcc7TLxNA3ihWbBVLBq5mnFVsujkDU7FhF2zbBZt2zoZZMTANA1EKSamMuZq2OiiIlNidnyfL7x4OuaugOVZ/CId/dX1bNSV61VTrBQpYexPSMst1213avk0MQqORuXbuw213vAqHMWepJq3/GpnFkv0warvdI4d+wGFIGpbdesDNagOvlsNVyd5yQF07qsMezXFBNhWKgxSXms+Sk0Z+UOOWETNZYqoGlhX4hj/31z+cr/zWz7lbh2o9Zv6Y73/4qxjKH3HOTtgwS8amoTTKSAy5GHqSYVpfR1WlosFrKiHPoNVSZUxDQUOy93qkOYtKirkNGB5Z7uBbuUaIcFD1ub7cTN7M7deqdhwt+izqrF2PWvgRFTN3xMM8SVSsoiaV69UpGCVfCnbPEgs5QScC7/iGr7rrx+ypHr/za2/lm77k+9e3tS1VRWdPZBRtAIm0sbzrY9AxOpDAcqdrTk/E2inj1G091Xyh2mqf27+vGwPvAMrdbb0TVD9xGJM0bh1Tbg1/8cs/mS/55599dw7UqXFzNuUzfuQ/cT0cI72AyyJF3tAraoZ5wzCr2MyXDLOKbTdPQNlUlOLpmZqe8fTNiqy1YbRoag4WJSP1HtjW9y437d84UeMZaEH1qbff/s21DY+0DFMqn6ZhWxDdyWpa59Yk/V5/qIadS4/f9WP2VI9q+sPsHf89IB2K//OxP8vrfuwVjN9Wke9VuL0pejRJbhlt+ddsDFJqqnEwGhD7Oc25Ibdfbtn5wH2e9cAtzuVTPn3rDVy0DRedUEqGEWERam5Gw2+tztGo49HVDtdbSdiizrg9GVHd6sPKsvlWZXAzUN5cYqYrZDpPZehVS2R08ztzmCxLgLnIoFfSXNrkL3/Jx/Aln/2xd/2YXX/oJl/10d/Iwe4Eu72Fv3SG+XNH7L9UGL30mA+/7538pe3X86K8Yts4ljS8vXb85PEH8t9vPIdbb7hE/6rQu+UZvvMIsz9BD4/RqkpzrguH6BXIxpjVxSG+55jea1heMMhLppwbznjhmds8r7zBRxQPcV+vYiSGoc0JGgkxcjsargXhjat7+b2jZ/M7V5+Ff9eQ/hUY7Ho2/QL/h4dwbS9VUwGzNeDnr33HXT9mT/X4/h94Ld/5X35rfXs1FlYXlPklJfZaAOdiG2SmGBc5ZyZsnlsmWYECbefP0Cw5W8xxWZIKLEPqEdpyST4Q1OCDsJ3N2SnmeDXMfMnILMltYBmydvOegPMyOCKGG6sNpr7gqOlz63jIfN4j7Bbkty3968ro8YrsqMJOl3A8SxtXIp/zTX+Nz/7aT7/rx+yRoxt84c98P9febBhcj/Sv12RHDXa6RKomgeeuUb0skhRwZwxZRsgNYZjCROqh0AwMMRNCLtRDgXytICRkiuZCdEq0ipYRhh5xirERlwV6ec35wYwy8xTGM8gq+ramlIZL+YStbMqWnTM2K0YmxdX3JJKRjAgyCYwkyVLSfz2Ki2+9a8fq7sozdH7HTWl1bDklUSN1UvmeugPkWLIWEHbSDEXJxLCJwROZtfHPuSjnpWauluNowAhbsmBkK276JEi/kB0wtEuuNmc5mye7nxvVJlk/SQj2GaCbBioh+px6nPw/o4X82MCGQ4KHQY5E5W9/9Sfz1774496t3HG3xtBt8CXP/16aUPGH1z4Fqw9igZyUNOTa0k5rFY0nWX4FIitSmeM4FkxjTq2WKmY81JzDSsJRR02fvWaEStJVHVR9bi9HLEJGZlLXb+MNB7M+TUxKUGlL+OpBphk6ce0n04G9VBGQRhjsWnSmaCb44glv7q7WMJ6+MT1asq7jiSSQ3ARMnQr9kru2mYJTUgs98Vk25lSzEmsNZdetLGst8qn7dGxxJ7/omGhaBvrUfZLVHBC7ktp7ehed/CL98Uv+5d/hM770E+/ykToZF4YjfvvvfAnzpuYTfurfc6s5IEQhRoNvZRpNTDxuo5ZCGyJm/eVVqNqKSYPDSGoSzOhY4RSFbUWJGqg4YY9zSdp+beUbIoJTXZPtQXVtT2e1ZfFb8BxaZ5yo0jLaoX3e024a78HK7/1wRN09mdbA+f6E2f2B/iOO3tEBcnhMXK7uTP5aNYCBM33iOKcZ9wkZZAvD7atblKMlf/slv0kukZ5pWKqQYfEo1ghjal5Z3OBHJx9AOs4GR+BoNYYgRAv9W5JcjaYrTNUgyxVUFTQ+AebWx1acQ7IMyXPolzQXNvmqf/5X+PMf+7In7Zhdes4Ffujav2cxW/B3XvjVHD50lWFzHmWbA7fB72bPYsOt2Np6Ez0JFOIYG8+zij1+rnox2vf4MsMEJYxK7OEMzdxaoiGtM4j4ZDmZ7S8Jlwbkc2Epgu7mzIocmsDOeMGgqKmBIJFlbPDNgCJfINoABUNbsV3MecHZWxwVU/Rij+WvjWnebpHDBadLvbFunrTj9lSOg/35nW1sCmbh6N1QNAv4HU99Jt1DTLrXrow42O+z6WaMRw3i0uX1sBmwXw0YuJqd3oKIsAo5k6akZxMDqhgeq3pcqzc5n08Jari+2qBnG0ZZxaQpU7iTQqWOVciYNQW3FwMOjvtUkxK7m9HbFQY3AsPHV7jjJTKZJxnGcsE//uG/z5/5i+99dft/NJ69eZFf+htfy7xe8lk/9c286019+ldKens9ioMKU0XsrFrX3WK/BGfwPUccpDTLeiD4viFaiFYIvZSyqBFiRos20wVHDcRehDy5FREV6yKjckWZe1SEoIaAoQqODbuiZxuMpCptwOI1GRekqik0VAzFU0rno5RG5yV2t8ZdBc2eDTRanPh3A5lGDCWpOSggRE6aAlNGuyXH4TXStMDaCBRiKdWxUJ/ibwXGkprkFmqYi6HA80B2wGEoWUjOBkt6+XUeqs+zkS0pbcOV5RYXB55CAlfiJlyA+jY0Nidm4OatGtQmgPjsYoMf+IEve9LA8hNHZgtedd9rWC5/n9t7n44DurBN2+pNIzExCe0GQzU1/M1iThUd+2HIFb9NJsrSW65VW9SxVWZK5O3HF1iFLOnDJa1/k3mPOiRhfxfso16Ixw5WGerljuknUXALoTgWxLfwobOu6TCfAEF51fA8jfdk7v3bhu6ee3faQBc4bVUFSZ/Fsk4Mc2ZP/naaXe7CSrq51DXwdQ1IIncwx+v7diy2dnZyrTfGqd/DqWQz9ERU/seMe190me9+47c8ZfN6kOX81md+Bb916yE+/7e+j6AGjQkoR4QmpvJwxBDVoJKaTzNJXs81KRClxlK0ciSDw7bXCAFWWFy7kzNEkuOdYFuv5eSekYilpj20nc9/Zz8XVdfJdalqFU6YZWl1z5oWDOxHEILH2vfvee2yD+bYD0AqHqq2+ZUbL8DMDCoR7RVEMcnSzQKYZDFlUhw2y4DYBrvVcHR/H99XVmO4Nd/kO299LF954dewGEosUSIOy0xrKgINlg/rP8QvH7+QgGHpM0rxHM+H2LmgDjbeVWEaRZZ1SiELEW0a1naf1kKeI72SuDXi3k99Ed/zLz73KTt2/WGfH7r6Hbz2J3+fb/qr38q4iUS3w1Fvm/9un8tzyltcGF6hNJazFoam4cXbN/id62MwSjU2FPsCZYHMF6hzybEJ0LpGihydL2HUwzSKnUO2H1icNWwXS8SmuXmt2eSe7ICmtpwvIhuFp1IYiDAyKy67Q4ajmh235KeWL2bvxiY7K00NcsMBcb5IG3KBD/vUV+C9x72fX68/8oOfzY///B/gnSVkQsgENW0zs3HIzGGbgMsqmnParl8KYpjokNk00qNmOKhR0zbD1332qyGb+ZwyCymgKSQbuEG2opdFZk3B7mrMKFtgBW6uxgAMXMMypOa/vvVM64IrRxtUxz38YU5xWyiPhMENT3l9iTuYIZMpcTrnJR/2XL71V77xKTt2g7zHT/+lb+S3P+o3+eKf/WX23zWkfzujOArYZY/ioElmQ84lcFwYooNQCr5oAXMhyV6XFmC3WmZVUAu+ULSAtlc2VQtLT1nWSOuB2kSDk0A/qyhdSJp0YBUzesYxDwXWCrCkkIagnixxMckgQTw5DtWIuk9a99bdjXHX5Bmr+c9THX8BpyFWT4q1jvmJQzU1tcW2rCrI+n4Gg9ew9iGm/XvU1PRQd06ImpwgjlsBuNFk3XIYUzxrUMv1ZotKLajw6HKbleZMqoIHD89R1xmrox5+5bBTwc2EfCL875/6sfzVT3zF3Tgs79VQVY5ufBy5PowzFodda5lX2lCjNKocR8sk5kxjydVmi70wJqiwX/XZ8+OkWw6GZci4vthg3ewUhOUyZ1kXIK1eWUBrQadZSsXq6im+ZZW9UkwEu6BtnjrZy0WTvlQi5QyyQ0WLVjcLvO77vvrpOpTv8/jZH/gt/vU//KGTX3T2OusOEk6sr0535KcUjjvlF50utH0qPf23dgfe3f/0SXknu/wEcN2C5hPZxsnv7xzC3/8PX8on/62PvTsH5r0Yqsqff823cBhvM8gqRnnDRrZgM1sysDV9W5O3LjKlacjFU0pDbiJOfNsYCFnLNVtJTZGZKJaQ5rGmwKRUEk2a59OSDUGxdyqITpL/uvuckopB2hj5xOcnaZ4k5fTly1ef2gN4F0c9/Q6q6T/DiDANyle/9RN406++iMGjkcH1mvzqIbp3SFwsISTbQxn1oZdjJLG7YdRD+znLSwP2PlApnz3nWffvslks+ayzv8NFu+L+zK9LpVVsmAFvqksOfJ/bYYM3HN/Lw9OzXNvfxM8zsqs5w8eVcj8wePshZjaH5QpdLFPjUwhgXXIIGA7x95zhH37bZ/GJH/Hip+1YNo3nbzznKzjqDTj4kPNMXxn5iA95K19x6dd5QQ4R5REv/D+7r+K173w+Bw+eYfRIpH+rpn91BgfHMFsQ5vOE3fIMKQrMeETYGhF7GcsLJYuLjsMPa7i4dcR9Z/d5yeAaLyuucl95xLbxbFnDQIoELtQzCcpNVR6szvG78+fyG9cfYPLOTXoPWYZXAuXxEllWyJuvJrcoEezWkJ+98e+ftmP5vo7v+rZf5Id/8HfSeW2Fxdmc5XlLPUqSAXVKzISYpyY0dWBlhdnwyJC2oT2d94pQmJoy92DSJr7ySZc8zGsyF4kqVN5iTWSjqPBRWv95yGygDhYfLc5Elo1jWWcs5gVmN8McOYpd6B1EisNAsZccMfRoQpzP+Sc/8bV86J97+nonmtDwOb/2j/i9N5yluGkpjpVsGsnnMTHFLUqNmRCzdNuXJGtdEUKuhDJdbNP9lZiBOpKeOYtIz2PLQJZFMufJs4bCes72FhTOU5iGwoZkyyuBkV2x7ZYUtmLbLtiwczZkSSGeTCK5aCvTMGRESuma2PuML739rhyXu7albObfdgdgBqipERUMKXnOngLP0jbjWBxBu2JpGkqyebKaZBudstmI0MeRY1ipx4uSC5wXmATwAkNpKCRwGHoc0udidsQ0lExjyXMHu+zVI0TGPHdrn8enm4hVltOSJssQMfzcV34+95zZuFuH5b0aIsLWpV+lOfpXsPy2lEKkSqOBmtT0dxQtlRqWMeNKvc1x7FMHyyOLMyw1uREcrvpM6pIqODoy83jSowkO1VTSIII2Fp3blIh1ekTFLiGfCqYxayITTkl2Y6RcCPlhaopTA6EFzJCAkg8RZ58YFvH+MX70219z5y9UEyOketIQ2BUDT7tgtJHY69CQzjszdM2xHbilfVz729YdowPK3UZSRO50MDhVVqd7+GnG+QnjB658O2cv77wvh+J9HiLCz3z81/Av3/4T/PSNXyEqeLVU0VEYj1fBRYO3hph8HIlYgiqqpu28jtRicERULbZtiA1ikvsNcc0cK4lxTjKw9VHnRMEi6wbXbnZ2ANt3+yG6+G19gq75TtP/97dRz79n3WMyMPCp97+Jd77iIuHGBtnuFN0/TFZzp/T1smpSqM24gO0MXEa9mY6snRqa3ZL9M33+1oXfIJfA0FYsNKZyaXtgfWx4wFWpKbkesCLHe5MqWgc50oCpoH9zla5PPqBVnRjvkMIZpCiQ0ZD6Ay7yX3/477E1fnqDZ7LM8cOPfzvf8oXfzi/8+rvQ7CKv33kWf7j9Tu7LrjLCMpLAq4aP8Ac790Lf4weGUDqafka27MF8iWQZWlXpWtE0qA+Y6YI42MSEiAlCfluoRpZtM2c7X9LPGwLCUqGvSgiBwuRpQykpmS45Uc158fZNHn5eDWd6LM/2sL9d0H/okFDV66AKfzh7Wo/l+zp+9iffcLJGBSVbKuaWks0izVhZbYH2bGKeTcIaXgpY5EjTkOc1Mji5pM5WJfMlZC6Qlw0grOqMZV2QGU9ZNFgD01XO4WLAMKuIQB0doTE4G6mjw1cpFbaZF9gDQ75n6N9SertNMiCYrJC9CfHoGBM9P77/vQxHvaftOAJkNuMHX/3N/OsL38a3/eYCf62g6Fn83GB8ItJi0aa/Spu2bDsMAOpSf4h3tA2YaU1TFM0Uyog4XbfoGIn0XUPpUv+EKjTR4iSAgb7xWKM0CAVJe95Ey8IUBIQBhkgFEjDEtVUvgDL/49/o/+S4a0gmH319y+mcGtp983g8lTYpTecUua2t5nDtHYucPI+AFUuGbe17EhvtxNDHMcStgfjYwlCS73MukTNmwSVzjJXAlptxITtiJCsuFYdczI7YLhbcMzpi3Fsx2FjS7zW86au+8mkHzKdHtvl3sRvfQWibJZcE6gjHEWo17Poh76zPM9OCvXrIW6aXmIaSOhge3D/L9fkGiyanbizzRc7u/pi6ydFoEr22ENgt4ShP8eGQJAEV5AfC4DGhPDSIb4Eb7UcaFDuPDG5FRteV/CCeoI327+vOdpH3W8AM8Nlf/Snv+Q8iSXZRN0lvGVq/F9VT4JXW+9XfaTPXaZc7BNfdV0+A3R3nSIyn4oG7xj89+bnVNb8nLbPNDD+7+oGnHTCfHn/vhX+Bf/jCz26J8WQ/V8dUvoytzjW2AomggldLwKYI91bGEehkXkLT5vsl22ihVqFW2+qj08U3aIK5HqFuH3f6cHV7Dq/JhabRBJjhZN7HTp4B3Nli+P438uGXtDHjsFDllh8TBJoNS31uBOMR6iziTnkddwlgUdFJRJuI6cH0XtBMaDYju/MRr5m+lFv1JqhhII5IxEky+GtQboc+F7NjAhAa4aDqo1WyPiv2wa0CIROYr2BVrZ2LACTLkeGA8JH38Is//XVPO2A+Pf7Bd34JX/73PonN37yBvn7Ib+09h5s+bf62jHIxn/BBG48TLtSEPJWw4zAHa9BemTZkkhIJAVgtk99048lmEWkCMVoubR+TuUgdLfOQM48ZPqSgpb6DnknXilKgkMi97oBX9q7yov4uKobrkxH+ZoFp0sZfWts5ALf1zDme7834jM961fq87pxBILlkmcZSHFl6NxKzKx3rIB1hkbFa9Vke9ggTS2gSfRGjsKpyJodDZkcl0RtCEJZ1zv7tMfu3hzS1o145bh+OOTocspiUzOclx7eGrHZL6llOuFaSXbX0rgrjxwKDqxXFfkW2P0f2jtHjCf0cfm72/U87YD49vuIlX8m//dQXYl8wYXFZWZwTqk1heUZoyuSW0QwhOkkNgL0ksVJRmj5oQcrJkOS2FUs9oWsjWBvplxW93Lc9J5IcJVUY2ZqRa3BG15EAjVq8GqaxpNIejeY06qjaemCnUPR6asMvd29e3xU0E8KSB3f/Do96ZdcHQpuC9kRZhqoStKGiYRkrgipR4533WS9KumY2jRisJJmC6QqnxuCMZUhOjsUilMYwFGEo4IwytjUP2APGpmJkKs66KQNTcTafci4/ZpTVnO9PONdb8Ma/9rX0s+xuHI67Okz/E3Cb/5EGTx1hprCIjuvNBtf9FsuY8bbZRd6xuMAyOPYXPd6xf56lLwjBMJmUTCZ9ptMeaTsIHFlkP4fjnDa1AjzYGfQfEQZXhfwIpA2yEBJwM8tA/2ZgcCPSO1SkeXeUJgqmjri9iuGjS0YPL/iav/efn+KjdnfGbLrkX3zp98Cqgqo+8YSFE2DcMcmNP+kw1ri2xFqfAUrbDBhPbq+fStegWk4/N6zTne4Azmug3QHlk03m6cfa3PLT8/9Mlj/z5vUnXHwVX/OCLyQoxJjAre+As5oEcmNqBIkteG7Uolgi0GCJ2NRggxAUGk22UI3adWOfAgFhhaFR0zb4nTBJoQXKtULV3jdt5E+AdGKs030XEeZRWcTI1duf9zQdvfdthLBHPflnGAxXKse3XX8FP/aOV7B41wbFQcQuU7XDOIdKKxQ0go4L6PdSQqpzCII5AlMJceTJRjUvO3+NKEKF4Z3NBkEVq7alPJQt4zASuek3KWxk5nPyGPHLjGwB6hS3Ajdrkta28akRUWPSMA/7xI+4zC/+8D/EuWfexuUvfMkn8jXf8Gmc/aVbvP71L+Bt1VkqDWQIl9yc5w1vc3l0THVW8b3kbx2GZWJ6rYXO3SYE1Ae0abDTFaGzSjPCapFzbbXBpClZhoyRqRg4v76keI1kYnFiOQdsmopDzXm8TiQKRmlGsDzjqC9uoPdfQIclMUaagxnf/MXf9TQewfd+3Li6zw/+69cg04roA3U/STKiE4JLEQuCYNRilxm9G4byZpIc0LpBgUAUfF0SDgrikYPapAerEBc59X6JHmWEhUPVEI4LqqtD4nEOC4Of5/i9HDnIkIXD7jnyq4780NHfNQxvRor9hmzaJG/k4zk6mdEvDT++9x+esn6T/5nxSfd8Bt/16g9m6wV7VBc9i/NKMxLqseAHbeNfAbFMADnkih8mnVskEspI7LUWte0V1WSevN9Q5B7EtOSG4CRSmoaBa7AmnPTPI6lHSwWj0oZQgbZXbZCWGElfc4WJehbqWcYpk4NvuCvH4q6A5kd2/yZKDcAM4ZpGroeG3dBQqxCfUFbuvjc01Hia6Nesxx0MmyheQ4qybX9vxeDaVqBOB12Ko2hdOIwR+mLYMYYekBnlrJmzbeYMzYoL9pgtO+NMNueB3i3u7+3zUx/7z8jdMw9YdCPrfQyDjW+lIkVj74Uh+3HAbjPmjdN72a1HzOuMq8cb7C7GxChUS8vx3oC6ygmNhVpgYjC3c8zKIaG9ENRKcRP614XytmBj134oiEayaWBwPbBxNTLYA/sEa20ggcMm0DuqGTw+Z3h1Sf840DYm84bXP0LTvP+Vs7/2076F4E8YXmqf/FTriiTHeA9hJK0EQ6Km5qUWdd3ROtCiMT39+PbfuEO73AHlFnxL1FNSjk7L3DrOPKFBEeCnJt//jG7q+ahzH8TfvO//gycBZK+pIdC3nqhRTMs0J9GFIngVGk2LVUrcagH1HWxzOky1mjUr0W1fOleNWoWVtkC65SdOy8va/hQiqeN9qcKq4zHaytii+jnuUkvIUzqavb9EaSAXy7ML5c/uPMi4vyLbh/EjM+ytwxTH21VIAJqAHK/Sxq502JEhjArqQdIzarDMDwZMfck5OWbDLblsFzREokaaNjZmEj07ZsWmmbOsLTNfMpsnb31iajAmtJvOxQqt282qc0iR4190np/94X/4jAQW3fjkz/lYPu+zP4Lxj674gYdexUEUnHEMRXlueYvnnb+FFpGYC7HnILcpHCJ3J85FTZscOl8iYpCg5IeKWUUeunaWGNL50IVVLlUIKPPgqTWl0lpSr0n7jGy5GQ9s7TM8OyV74ZTwqobFswoMFqbLxLyGwC9972ve8xt7ho+v+uvfgbZun3bpKQ8qir0KN6ux3kPXDIgmgCyCVUc2yek9ash2BbM4VQFUgzQOOc6RiYOZARVMLTDNKR7PyK86TGWQRjBHDneYYY4NprHkx4biwJDNhWJm6N2O9HY9xaHHTWrMrMJMFuhsjg0NP3bru5/R8/ojL/x5/q8PeYDLz7tNONdQb0X8UPEDodmAmEOwmgJ8yoTfQhaIQ00RrUbBRqSImJ7HZqmfKrQXW2MCw7yml/m1vLPRlKioUXGkfhWR5Jmv7aFq1NLgqKKljgWr2GOultbnJ9mIoqyW/+GuHIe7sqJaM77jdreM1EQOdYUBsgA9yVunYL0jLTBKYqDRxCo7NRgxJ/oXIBCwJN9h014pukSwVP5LiX4ZipeUlDcyhlKVKZqCEyQwixmZiQylYt8M+fLn/ntKV96Nw/Ckjt7ws9iofpsbk59kRcpgv1ZtsvQZ1ydjJqteOl7eUC1yYkgsjFSKnSRAkRgjICjZVDAebH3imd3JBtxcyeaKq9t/XBKIVlhvs8RHTK3kc49UIcUndwDCyMmMpvvVM/di8MeN/vA9zAsF9REJySIKAbFmPefXWmRYA2KNLV3fgbJOUvEEKcdat/wEIPaEeg2di4Z0YPw0Ldq+kh+48h3PSIb5ieNTL7+ad83exjtmryWoxUdB2xhbH9s4ZBSjQkNKiMqI7XlvyVq3DNNqm1UMluSy4aS7erR7HqTtwta2STDNatW1AUxSFokQo4XWn1k1pZueFnS8H2LlkyG9OzZYmQTu2Trkwefew+1mzFY/p3zrDWS1OpnXzp70KXglLkAHwuq8JY6UageKfs1BNeBGs8lGteID811yHNakZLxMHE48N3yPzAQKF7mnOOKG3USWFlunhTafBczxAq0qNPjU+Jfn6OUdfuSnvvYZyTA/cfyNr/9M3vjaB3ntf8n4sa9+Ll909iF6xnHOLtnI5gzPzqmvjSkPhJAbbJljJkK0FtSnPbkPGOtRH8iOahYXCrKVUBmDGOVWPeZ5/Zvc9GPuN8dYK+QYerY1CFUhRygl8rxsj95AKQ1Mm5yHji/Qu5pz5naN1L7dMJ6+ir3/jbx4ApzRdI3MKjCHYBeBmHn8EJab7tQ1OeUN5zNB56na0fRb14d0GcCsDNJoWueMYBow3mAqJZ8IoYTgAKNkK0FatZ7xYFfglkoxVcqDBndUIcsamS1gvoDVkh/ZfWYD5m58/KUv4Nrsy/lus8s1cwbvsnRsfALNaiSFnrlILGgtitoPokze2MnmL5E+RpQy92Q2Yk36NEJrRBVV6ZuAMREjiscky1GVVq5nWOIoyFOVEUGpEfGU3EXt8RPGXXnereE/YhnytjEpRaXCnW2BAZhrzUQbZtGziiE16zwBNDQaWGrDMtbU6k/kG6p4QpIpaLNmpq0YuuIfksBZLo4eyVA/N4ZNYxiIMDSRHVuxw4IzbsbHnf88tnrvfVLUUz3O7fxLnJzh0PeZx5yDuseV2QbHqxJfC9VxyfK4R6wtUkG2Z8h3c2xjkQbcHIoDGF4Riqlgq7abLEbcXOntK4PrSu9AyapW6tWBsaiYOpAf1fSvL+ndqiiOGqR+D561QU9CPmrPPaMSfT/0tv2Cb/pMupO7G9KlIrU/EzWxQq12WUM4afrr1qH2fqlB0K8lF3R/BjSEO1LOnqiNTkqMU69F0//e04X2q77ri59RGub/0fjKF3w5TgZJ86oWH02rY+6kGpamvUhG7djmjlkWAq2fJw5tGenQNop4FTyGhsQ4d4Cgm9oewQMrNSyjpaJjvDu/8jVWvIPFDgpRXvJUH6q7Mszgm1iEyEIjD9fKG5f38I7988jKJNvIzKDjPvQHyQNZIJYO3SghS97IWlhEwM6F7FDIDoRyuORcfsw9/WM27YIjtdSa5AIGodKGHoYts8Ro0iw+ND+DNRHNlGwG/f2AzJawXCXfYBHEGmQ05Ou+53OfURrm/9H45p/+ejZec4Of/bVX8Y4qo4djywTu6+/DuCEMtS1vO9RaKAooipNzumnSNWM+b+3+koSOCO+6cpbd5Yhrqy0EGGS+tVA8ubYISdZYiKVGuBkGXK3HHNV9NBpCAU3fEjf6sDFO1pfG8KKPeuH7ZQXly7/hL6wrI5rZpGc2aROerrNJmpFPDRtXlNHDgfJ2g1StWra9tptoKA4t/ZuG3g3BzEGatAkxPjHH2TG4GUhIX9lMKfeUYrcDyUJ+DMVhJJ8pvaNAcVBjj2vMskbmrSPMasU/++mvYzB85miY/0fjbz3/3/Cx5x/l8uV92KwII08YRnwRiVkk9pMUAxtAkhczvbhOBRSjWKdkWcA5XS+PquCjkBmlsJ7iVFk7aupNqdUSkGQxqqlB27df3dVdoZXrwVKhjhGPIvYj7sr7f59B87R6nF+/8Znc0hGPhR0e9VtcaTaZxxKNJw1kbcWf7hcNKfFvpp558HhVgrZG122FpCawxLPUBt86SHSMZ4PHE/Ca/FRNK9noALQ1hr7klDicCKVYhlj6Igxd5Jzb4b7NL3hf3/5TPj78/t9pAfOA26sRq6qkPiyoj/rEpcPMhWzfkN+22LlBvOImyvgx6N+G4iid5MRIPon09lIzX/8gkq3WPREJkzURuwoU+yt6t1b09muymT8Bgt0QaYllRRqPm85x1/bJHt8ju37IrT+6yme+6Oue4iP1vo23/8HDfOXH/1+ob8Fw06ChNR7TUzZvwp3HIiZ5Rkr/C+tNCW1lRSHd7kDyGmCfeo7TIL2TZJxqHtR4Ap71CRvPy8+/yKd83quf3IPzJIxvfvm/Sf7KmuQWsQXJvv0eWulGaHXLqkKjwkodTWsvGbXtqG4lGRXuDqBMu0cMmsJLKjVUamhwrVvHnRzbqf0iXoWl5szUMVPHEsciPsgbrzx9VmfvzWiWv4GZfDZD6+iJoSHyyN55jh7cYfgO6F33uKMas6ihdXIBkOkKDhdJt59H2HZUI5sCDvqCaYTj4wGTRZ/b1ZAX5tcpgZ6wbuAWEWpAJJXJz2UT7h/vs5wWZLPkpUsTsMepARCfbNCk3+f+v/YBvPrDX/Q0Hrn3bvzQm78F/wOR73r4Q5mrZ2wsl92Uc+WcelNp+oI6Q+g5KPIUbd81XGor8aobNCq9WzV2KZS3DctlgcvSelhpKk0vNVJFYR6SDtQZIRBYqST3GaA0Ded7U4bbC/yzKuYfqMxeOiLes5OAufe87df+iL9yzxc/fQftvRi/+pN/wDd+wfciPiB1g6yqZKOnkWiSzZwa2mtrmtU2CuXEMr4hDK8r5W5AViGRPigSwNZCb9/QvwXFvmCWqVHeeMHWkM8Ft1DMCkyAfK6U+0p5EMgWSj5LTYdu6nHTBjOvYVGhqxW6XPGBH/0CXvnqJy+M58kaX/vif8dLd65x8fwRbqtCBx4dR8LYo3mELEKu6VphW82MRMQFjEuguZMtqiq5C5TOk5uQMr+EliRJa4KTSC4eJwErum7S7la+TqqXZBqOhoyVlkzVsoxtg3f4TW5cf+X7/N7fZ3nGo9MfO7XgJ2RcY7gahsAQQ2AsNTumZmg9pu0s6+auAl6URtvUKU2BJiZ2zThpF1G3YQNGhRLb/lMG1UiQxGS4ditjTi2STpJw3BMIolgVjAbOXf799/WtPy1DxPDc0Vfxu0c/yfG0x/HegLBwmErIZilwRKJgKzA16XsrEYoRskVENJWLBNo47HZ/pmBWAdsk7ZxR2ojo96xjxgek8dhVg67qU5KEd3/dzer9K23qJ77jV05urKlGJUZ/AmoFcO4UO8wdgFcVpAW7JzKKU0xyd/uJrHL3Ya1/9e5sd9dQmCQd3eOV//j2f3W3DsFTOgpb8tE7f47XHf40XhM4DtI2fHTNaBpRSSmAqoIl4iQSCTRqsdImzElcK5hVEutAq1lWOp1bksckpZeuf9+lCKawleTyfHo/cwqCt//C3bMyeipGWHw3efuGnFjO2SWfdM+b2Xd9Xjd4Hva3HeYdyyTNqGtiXZ+q2qf5qnOPzg3WRnwvQCn4M6mZanOwYBEK9nVAT1fUVAzIiW1zWkFKySvE8+DqAk2wDM8uWByPKfeU/CCl/2nbUEtWEu/Z4Tu/9YuevoP2PozR1pBXv+AefvHnevzufX/ER/cPeSDf5dzGMY/lF9HM0PQFO8xxx226YQjJYi9GtKmxgx5htcTWDlwq/TeNYzbPeRP3sGlnjEzFC4sjitaGtathWQxDExiamvvdHkVfsRH25n0W1RB7VSivVLiDOaE5uUYf3zp6mo7Yezd+7Hv/+/rn9dv3IHNP1ih2kRxZtDD40oJNicJJwJWOabYSsirJRdVA00uSAwHEg2uS/apoRFuiSEKLCWtdSxRNFEytuCYmAN4obt5gFjVS11DXsFwhMfDNP393mtOe6jHKz/PxOxc5rA+JKhzlPZbzAlFBrJ4oBduLpWkjy9P1NiISyVxcyzI6g61UyVN8NPRcyvJwLZkRRZI5QXoGPMkhqYqWopV8RGJqFFdSboTq2hlWFRq9/j6/9/eZaX7+5t8+teC3kb4tlU47Iedk3IwFj/g+7/IlN5qMaTR47XBGq23WJOOYaeC4/aoB3z6/V6UhMqVpOyLTSR410qhnRY1PnHR6zrX7g+DEkmMxIgwHX/R+oR/648Yn3/MZvHP/PHvTIXHqKG4ZereEbCKUh9C/Ab09khn5POAWgeLAM75S0zuMFNOIaW3hpApkRxXFfk3/xoryyOOWAdPpctuhGqFqYFZh96fYm4e43WPs0Rw6wPzHDVWGm/0n+ajc3fE5/+gv/PF/XANdkuWcDycSjdNR2E9sbu1s507Zx935vf05xPX5c8cOpPv7HcC8A/DCF/zzz37v3/AzYPzl+/9O2wjYsszRtl+poa9eO2YkCUVy1DBUmhGwKVFQk2+oR6jX0g5HxBFb1rnbq0QgxpQ+VWNYqGOhjiVZe0G+EzC/+1CcnH1qDs5dGm74v7VR4dCoZ6bCMra+7Vmk3jI0F4boeIiUBZJlYFvnjF4OvRLtF0DabLsKipuG/JZlMIM8C7xi+AhWYGTq1kM7tmmmqddkrjCQiuf2bhOCwa3AaCQ6wTQRWVZJmmAMsjHm677zbz6dh+x9Ht/wfV9O9ksLfvKRl7AkctbCi3o3GG/OqUdCtWmhcGhhU3CStYlxNpJIC2OQkCJ47DSQ7RvMzHD1+hkWsWDgavK2RBhRGo0oSlSlIKMQQ88IjThu+iGPLLc5nA+hNmmNFIEsS591Oy6+4NLTdLTeu/HF/+jT3v2XcoLbjIILQrZUyqNAsV+THdVJWxxPsUKqmAZcBf0jGNyO9HYVt1JM3W60PdgG8iW4ZcSsFBPBrSL5LFLuN0mXvwrYZSBbeMy8waxqpG6S73jj+eZf+EdP3QF6EsZnPuv/5ln9fbb7Czb6KwajiqzXYFzEZhGTR4wD4xQxETGKMbENMlGM0fUOJ7You7CRTJTcRKzEtchXSYwz7XVdW9ekTqbXkLCj0PannJLUdb38AJl73yuD7zPT/Ku3f5bfmT9AT2q2ZMK5Yk5h/BqNC21P+3rxMSxQltFg2vW/EKWQSN80qbkJ1grYWQtORCEXMBGsgEcJogTSY2y7q1ZSkqDFYEQwrWRD24t3jiPf/Mfv69t+2sc3vvyz+fIf/RnskcEtIJ+CWyQWAY1IE8mmHlenxa1j7dWCXbTNe0gCz/ZkYt4hMGoCMl+l+8SucY01y/keRytD6PS7rFagsJjPONqbsnlm9BQcnfd9/Pi//YXE+HSMsDlptrtjw3Va39w1/cGJJKO7T3wPx+wOfTJ3/Nw1nZ0A7vZ1nGKZn/jYv/r3/1+A/vvJ+EuXv5D/du3b8ZKagbs2HacRB3giIhYhVZk6N+YIVFhEDJmmOO1cUjRS16a53nO0OmijXbhJmxzYHeIn3L/7uBNT0Tl8QBIeLPBhirPvH/O6nn0XokoVGx6qIq+f389vHz2Xt9y6SNzLKQ/Azf16volJVlBMVigrdNVAeRZxNaZwrIYmsfm5QDBcW2xyazDmbD7HZYf0ydbAJdIFXHlu+S2q4HCZor1I0USyeUCWVbKZixGKgvDAGV79Ye+f2vFuiAhf9Lkfy7f81u/xzue9gRfmM146uM7Pn5tzdGUTtUJTgh2XZCuPLJaotclyDyUuV0hZokZxDdRGTjpXgWurLfqmZssvqcQzsorVQC4px6DR1ADf2Xll1pPlDc3YM7/kMI2jl2+SDzJ47AbMlxxcP2S1XFH2nvlN8gD/9Xt+HRqf2F9rwLaprbbVNIuspXQJU0kK0vGgS598s0uTkm2zpO1Gk0TDCNhpIo4U2sQ7UmW2BhMU2yQNgK0jEhQJaQ02UaEKmKqGpknhNXWNMfDyj37/knY9cYgIn3bpU7he/RZVcDRqgBwfTnr/VFPjX7eEinRVUyVdSZXcRTKjOJMqgJ1GNLQgOeFEQ892nVGJ5CgAm+j91u+/tQZtoXZAqMmYELHRp6TA5jFCaLD2vW+Sf59B86/t/VfAsNAeSy24sTxDJmmhchLYdkvOuikbZoYznhNJfrswiTBTyyQaYuxRtBzP0Hgy9ScLFknU3VkDlwg90kEUVRrSQmmATFLLa0xLK6KCFZu0zuWnvV+zzN345Htfipv9IvkeFDPF1opdxfYrYBvWk09DxFShlQrQdgCflKcQgarBNKksaGqfbI7Wqpv3fLzW4LjT79b+3VnUdgQf+dKP+sf8wNu/9ck5IHd5/MS3//Jah6mpQ2H9N6W9MHddB2u90anxRCnGE8cTf9c5YpxCwesQkz9G77wG6MCnfckn/k+9v2fq+Iizn8CPXvsuag2YaBHTbUo6AYXDtX0MXpSoFiNJSiFrZ42ARkOUQBCbHHcAWuGWbRl8s67j3jlCbG1ZcW0zYrfnV2QN47vHNbzhxmfyqnt+6ck9MHdhqCp5/d/SuW0szykqrHuckBmuLjd4bD6g3Au4gzlMZuiqOvEbPy0nmiyTfrN2NGLwfYuxyvDeCUO74kJvQiGemuSgZBRKyVhpzUojDsWZiBVl0y2QCGGRURxXsKpTbLcIZnuTz/qaj3u6D9tdGZ/1lZ/Cv371a/n9zzzLi85MOJvVXCqPOdjcoT7ukW1Y8olrgZ5F8gz1PgGPELDGoEawdUTV4CYwGWUcTnv8kbmH+3oHBIRMIk6SRLHrubAIO7ZhEmdccocs+jm6+f8n773jJsmu8v7vufdWVXe/OUzendUGSYtWWUJCAiMkJAthAQJhGRssbIxBSEY2GBuMfwaMnAADMsEGDMg4gBFgg00OAgRCSKCAItocZifPvLFDhXvP7497q7vfd2ZWu5NnffYz293V1fV23bp96tznPOc5hrsHltrNIt7ghoo5u03Y7ANKudHnH7/ibfzoe//1tR66T2t11fDe3/zYpCYhRAlUCUqoYuBscofmlmANODv51UuLRAtSpjleQTApQLagKUpq4zkzAql9jNCEiE436d+oiXUoXuNjHZDhCEYVWlVRe9t73vz9N3ZWsLXP3vv3+eWjv8mp4Qy9rI7c+Sp1cJUWHY4mKM5GzrIxUcGoBSlCyqx6BZfCX49gkmZ/BP1CO9xADKqr4KK6BpH+FRI9uFE/pu8JgTbPHRhw/Mzf5tDe/3nR53xFRFwVAxLwOI7XcxytF2ixhjkZsORG7HebzNntBOClW5AqFRYjljJkkYsoyow05EQ+tDFKCMI2wgaQSbwJ9oxSqNIoNBILWDIRshQsB1UMQrb09itxytfE3vzMF/DfP/l+3EDJBk0sSEjpfZqAeB+dh48pvnEQ3QZiwxGmaYvVNKUETUtNj/u2dIDEsaNuok6xf+JqGDei7Nx5TTUWCO62hGSMm49MI8zT596O3YRKnpQ4AuNumLtgzvb3cSGU/60/cmM22jifvWDxc/nIxu9TS0tTCcRbfxStl9SEwChRqUdD0vk1iCgVOUagUYPRhGLQjFN3beOkoMTmHcTmJh4zznQZ1TGYN+4ydQESkuiN0/GyRX3b506UBTvkluU17nnaPs6UPSTkdD1wZj0uhnNHkIARG9P4zqHdLM1JsKViBpazp2fp2RGVOg7aDYxK8s9RU99KpBtorH1nzXcZ+IwiBEaqyKhBqoYQAuIcfv88X/O6l12bgboC9tl7VvnQicP8rZX7OegGPGvhUe5dOcDmyQ511xAKg5/JsVUnLhySSV2jTUP26Dq4FWwVpbroQp41dGyNEaiJlEevgRENhThQmKNDbmq2bMUnfI97Bnu49+wq/VMz9NYNtvRIk2hlYyAA7A3SyfWxQLC4LpaYNQ1g8QSpERczJJJZmo5Fp38ZqpjWvTdA3ydlkSgrJxrrI0wTUWVThbFalKQuSKbxqWNsEwsTm4bQRAqfhMCXfMOrr+iYXE177tw+7u83lN5T2wbJofaRpmva7J2JjtWYNpvXJnBTy2sX1TIyE7AiGEkARUrw+kT59RictD0ghEYstTqcKA2BGk+mCdVmJwjVmsilSVZe8q/ic5e+jBASOT6Fv0LbcGH33sK2znCsWeSj5SH+dPA03je4g48Mb+LBeplTzVzs+tXe0ICghs3Q4XiY54hf5Ei9xOnQYy108VhqFQZqOOUzjoWMNbVsq1ACJUqpnlI9I22ouTFSqI/XvvF1n0v3TEPnbE227aOUzeYQsz7Abg4x2yVS1jHQLSvYGsDaFrKxjaxvIWUd00iJjhFCIFQ1oawIgwHh9Bn07DqcPgvrG7C5BcPhEw6YQwggyn9673dfmYG4Avbar335RBrufEjx+axVumj/+TChJZ+v4G8atdQke7T7T6X9pf1ttZJ3U/vtufnGkZd7PPY3bn5T5C0HN1bLqJNsnE8d/0JqetKkltll4i6PNB83M1GiSkYIUKmjxjIKlu1Q0KfDJh36WjBMbVhVx4nbCaKh42XMTo4/rfSc5XkHf+VqD9FFmYhQZV9IpYFhqDgTak40XY5UyxzbXoChwTRE9M1IbLHsHILBVgrDmjAYwWAQpRa7AclhtCJRaqpQelnNUAu2NaNUQyMR5W/wiUceNbTnzJCD+QaNWgbrHTonA3ZYR0qX90ivx4EvuOVaD9lltX/5jm/gyCf3MFCYIXBzZ43e4gCdjZq2TccQOpHXLBLHv13d6XA0oXwZkDq+tdbvsdZ0OTJa4OFqnrWQsxkiwo8oVgxBAjVRp3wzdAkqWBvQXPFdaLqGZi5DV+aR+XmwFjvT5ft//zuv8Yg9PnOZ5TNfcSetuoC2NLZku0NqI4IJkYdsq0C+UcV21mdLzLCGskmakhN/bbziSqWzVlOsV+RrJaZfY4f1hIpRB0wTMHVchEjlMVV8X0O6z3rPsz/n6VdvcK6Cffkt38ui65NbnzJIAWtioV+eBZyLOstRbzlg8FjxFC7+c4m+EakbEagLif/SvnbS0jWiH1OgkRhIGyFS8JRY0yIt+SPS8JrUyKoBQsjZt/xfL+l8Lwlp/sjavfzI/e9D5GDi+8UofNaVzLuKWVfSsTXONNg2DSJt1T8pRjAMtcN204mohYCjRoBFN6BHiTOerq3xaqgxbIUcEE56Q0ZNJg25eHqmxktDiWA1kKN0RclEMQq9pRufyzxtIkLPWZrNQSwyaAO1tiVzVceb/m55uESrkBC5oJTlBB2dJnHCuOPU7u2MN0eOkqR9RJJMUotgJwvAGw5+Pb8xuP5bav/Jr32AX/2J1BUrTKHCbS6vnbxT9IgLVoyN09qcgxKfE5DrrkciKjrmhrWo8/TfVeUf/qevfWIneJ2bsw7IaDQgGlFKDU2ciwnIDxKwCLWmxtqtZJwQSVohUNKJxSSJi59LwCYJ/FiRHRLKP8WkIeXEWqeNoGqpxeDHe0yb8DsPv5QvuPWDV2t4LtrK/jvJ619HjERlELXcvb2PPz/6FB68b5XePcLcvSPyR/voYBSLXL3fNUc1quZsjbAqFBRkSwY/F9GkZ6weZV4GzMuIGWkXfPH/LtFjGqAKGVWw9JucQVmwMhSkicdGQVfm+Sdf+5qrP0hX0DrdDsM/sKx/ieUWZ9if9VnJ+5zoNNTdnOGyQXwXN/CIc7FdeUJ/pWmw2yOaUc3sI4Etl1OvC8Mip7CBWVvSMzWZCSn70maoUoYVmBHlWd1HGHmH94JphH6YYygO4y12q8BmLs7/UcWXH/x6fuXUT13LIXtc9ks//nv82W9/DADFJ0UjwCZ6XaqD0BDAmp2+dOq59YoMfIJAw7iuSl0iZoXUmbWJClQmUUDG2tAiSa6OlO2NSkua6IsaIv3xG3/0yZMVBCjcLKvFgFPlHLlLVSZexvU4oozrqlpKBmjKGGrClJTGG5wNSaFIUmZaE8k2TNP4I2gRDMEEvAolltg31uOCIwh4AqqBWiyBKlVXwEePvoDn3vzhiz7fSwqaf+qBX97RAMARU6LbTYe+76BljPyDSkoFehazAbNZyZyrmHcjuqYCBNJqQxXqdHpH6+WxqLU1gZyagLDoBnQlBtE2Qe3S8uQIzJqSGSnpmooGjwtR1uTg7Jdfyulel/ZFL38mv/KT78YMy4gotz9g2uAqJZ7GzTNIdAt/zu1/2sY6wCEGHWM1B59aHbVcpbaNc4pYxsc8z8F97fGNx17nHb1+8p///OTFdBUYmipUd52c6pj6MgmkU/g15ZzPKSJsCyt3HGcSwbWd6NqddHfwkt578Wuef9Hner3aM+dfzEc334Mk7XbBUocYGLvkfCPzLTYvcRLSJVAmFQ0txSIFzpKQCDSuKyPzk4bYDMWkoRYNY76zkVgk2HIRzpcKDpRXa1guyertH6STvr4RYcnCs+aOceTACifdLA/NFNSzHZZyy0wAW0ZtclUl5Kkbq8liUGItoZejAsHGOatqOD5aZK4oKcXGK6SAEYIGmhSG5ARi+1yDVfCVwQ4iH1QTdFTtn+HZt9x07QbrCtkLFm/iWNXj9mzIvBmyp7ONmWvwMzlh06A2zlPyHMmqiDADOhpi8gxTNmAi91kLxkWufV9QqqVRGAYhN0oVIm0pF4cgzKd7Y4Ph0eEip8/MkZ3K6B5XOqcDbqtE+xMJxeH6jSGn+PM/MqkniD93j9ooUxmDXB1rfo/lVUUQK5EvYE3c36TC45RmGosZVMTPR7mdca1JS6lr/U77PhAXf+meK6qEceYxcPjph67SyFw9u6N3iHu3KzITYkdmSbnR9PvXnTe61P0vFQiaCLYaaTOpbXo2WttQqgoGsQEfBG9s1GtWyyBA15DaWimBBotiETJD6v6aAniBOqxd0rleEj3jSw++YgdCc76k/eTUhUYd680MR4dL3LO9lw+uH+Y9Z2/nT9Zu48PrN/GXW3v51PZeTlczbDUFIx+5b55I+F5vZlhvZrhvtJ+PDQ5xz2g/d4/2c7Ra5Gwzw9lmhvWmx+lmlqPNAkfqJR5t5jgVuqz5G6fjzhOxr/+mV0N/QBiVkVZR1YRRiQ6G6GCADoYwGKJlNW66oX7SjTF4jzae4D2hqghlSRgO0eEwFgINR/F4ZRkLGbzfkbYaJ78eJ1/5eg+YAV735k9TVHfeoj/GgdU0ZKyhlaFLi4upxiTjY7Wvx8oY8RjTaAi7D52Ca3E3Bu/widpXHX4zTRC8ukTDMNTBxUYO6qg0o1QXpeawpLISQkjcNyV2AgzCKETaxnbI2dAuWzrDZugw0IIRHSrNiMvteB0jwpEacqTvE9OHF5rjN8Y1sN2/OZm6CpUG+iEf010ECE5puga6BZI5MDYqEDUgowaqCi1LpCxBlSYPiIFqb81CNmS11+emLN6UrCQUqV30kcgvogw041Q1y2BQ4EpSsKEx4DEG94wbS6Ly8dp3ff/f5QNnbkJF6UrNYj7E54GmqzSd2ISjmcnQIpuabzpxEWVNtumRRsmPWraGBaGELe2CRKzNCWRGKMTiiCoQnsCWwplmloEv8MHGYi0lavVb0MxCpxh/V1tcvMLA1bSXv+4Fu2CMye903FBq6h2T6iGkDkjZYIY1sl1itkfQL5FhDcMaah8LwJPcX1xpR76yaQvmyybuV/lYQxQ0NlhpO+L6kO6ZMYiemb8x1EieqH3pzf+UPHGS27bX1kyBD+y4KiQXOwbjAjoGSJtUIzLBlCKooePwN1LzKrVR9lJ0HDBPM3N06hjTsamR/JLO9ZKQ5uctPYMjJ/djsj4insJp5KjYgJgwKTwbf+J8pTRxoAY+UjRUhaOjxfHnOqaKfBhgKeujCM4E5rKSoY9Fa9u+Q1DGih1OAl2pmHUjFt2AZdtnJb/tUk71ujVrbeQZlxXaTFDm8ahHyHknoul3Jpon6PDOFd7jsTHFwKS/MUZGo0KKTjXpeO6rbozOR5/9JS/kx7/lv9HUDTBVGHk+VLi13VJw4827ckrp8VxqRnTMbbpwnNraxV/e8fdRnvU5N16XtMdjmcto1KbCvAylidrhEiutvegYP7Ci+DbFKqmzaKJk+YQm2zHA1LphxsmA9mlr7eY4dSUVyevY9fu0rW2Jsr9zYyg82M7rObXxH5kzNacr+Phghfev38ZHzt7EiVPz6HFH77jSO15hNgeojwh92D1XQywaM8OKYt1SbgjFIwX9yvHQoUUOudNs5x0yW5KTMoEiNBrwkBSO4g3Va5S9jOidR6sa8oyXvOLJ6a/nFmf58L03M7r5L5kxgVk3ip3qbAs+KGoESSoLAK16iQJmu8IVndTuPPqgg3MbzNsRRqCQZlcaW6NaigqzRjmQrbM/X+fQzBrlcsZ2M8OADLIcX0DHHMA8cBSGJZ/31z/rag/PRdlfe+Nn839/6g8IbTG7s1Epauy4GVMUL7Tsbd20CUCVxr2K1KQdt7XWU/hWj1+iNGC7H0TVE++RxoMPhPSoIfCqN37uZT//68FWOgeT1HCIaLPxqBpUlFY4NAH87RUZ++PJlYlja2XnDa/VLJr21e01aYsDa0yUHQ4C2FgsKDZKkaqhFksmDRY40PvKSzrXSwqaP/f//gh9D/iECqS4Qf1kssZVhWJtvJFlJrZLtDaQO0+RVTirSWknxOx2C9ypMPRFWi0Ia1UX2uIeFQpToypkNjDrSnJbx1WHKJlp6Pqa9WaG7axg39yTQ5LrvJYQ5rgiboPldiDTFJMniIZNBb/T2wTGtI+xxQqfc4Lu3bHeh3/no/z6T/8eX/g113eb579z5zfT1IExgrj7fGmD3ukNU89lats0QjlNv9iBWk6i6emAOfqVXaO4a4xf+sUvfIJnd+NYHRxCIIgQxGFSSj+TENXXJaQrpIjGKmwl3SA1dpYyEgtCYtAbU4ZWlZosYheqtASQcb3FGLeOTt0QfYqZvk5M6GTHRn/Aka0/5Ka5l12TcXq8dvbUy1lwkUqyvyPM5GfJujXDnuO4zDLamMVWghlzi1PnMwPBgWQuFgh2O5AZ6BSUixmKUs8IWdFQhyymQFMjqfa3YBAkXZM6IUUbocPmKMdWkJWKNhrT3VnG5z7rxtZmvpCJCGfvn2f4MoMjppSLrGHgAupMbCWegiwZ++5U/CuCtKnuAFIKiHJie5aurTgcTnPW97D0KQCRhp5kGJQMy4zULJsR+7Jteq4mmKSUqyClkq812COn0e0hAL/3P97DF3/9q/iMz3ratRyyT2tv+itvI7GvkvQpY9rFTnod4yLBcYSS+AFiTKQZhRAD73GwHBVfRIkAEOyoHWoJie19UYUJwhxCRJhTDRFB+ZwvftHVHJqrZiJJ1UJC4i5DEMUanUpMC+NidnYGy9N3w5Aa7oT0GUugxhB8aoKEI7Oxa2wjhsI0qIlF2aV4nHgyPDk1DkMmDR2apL8ExwY/y03lG5kpLm5hfklB87BpOCc02o3KSRwSH2Lr67p29IddJsuGyY6GqM9pTaBT1LGVYqfG2YYQDJ2iQSRQNxax0AQbC4obODvqISJRwiTd4JyJHOqFYp43HH7dpZzqdW2zM47N/uDcNyae4fzv7d7UFp7AJHgTmdp5F7Vg/MHpKPGx7aGPPvxp97nWVlfNzg3TlWI7Nu+iT7TW5oXSc50KtibbpxYXu9Dl8THgXJ3mXWP86q+5MVDOizEjM9Qh4EySL5J4UxKJOsokHrKTQE0MjqNObVIOYLKwcRr9QsttloRaG43NlyLiYSY3wfGQp+C5TZHLTgff7rddPQhc30GzYzKvFcgQuqZm3o2YKSo2ep5mLqOesbiZDtLKZWGwwUzqGahQkyX994CpAFW6eYUhsDfbpBfVsjE6CZyDRB1Wr3H50bWevOsZFtB0LZI6uWqe8Yqn33n1B+gqWf/oHJvq6ElFhiczPs4rBZpYYEZdT5DmENAkB6rG0CwVmKCIj1r6I58T1JCJpyuxIqgwQpHE/qwYRlozUGUzdFj3PR4ZLjEY5UglmApsSeT+tn8z2bEHT133QfP5bkm77YLUKk0NqUKkVwCTxj6Qor+E/idUUJG4qGmdi8hEgjRlBca9C3yYPKI8+3OfnJlBgMLIGFywJiAqqUtfS3eDNjhUIiWj9bheoyRlFJ6SpIBEAkJiezoESs3IY0SOWKGQ1PtDJXYcTAG7YUIJiXzpneunOpwALi5oviQy3ve9+LVjzkgbJ+gU2LnbdmT5pgOLZCE4vLfUTcbmoMuwLDi7OcvJtQVOb8xx5MQKjxzdw7Hjyxx7dJlTx+Y5c3yeU8cWWDszy9Z6h+2NDhsbHda3uqxtdzm6tcQjm8usdlcv5VSva7v56YfA2pZ4mZj1JqLLElfRkoQLx48JvZj+B+x43tqFUlrn2mPvaTPL3/++678l7lt+4G9PJqvqRHru8doT2Ze0QAnTP6QLHPM89I+ZuScn9xNg3q0m/nKUmWs0anLGbQ6PS7KTjkYdaMSIJ6M0WfCNFzhT23bbbqr5+DkTkf7p5WE7RYScpy+/8fKc9BU0O/OPomxT+t7HPTxUrXBff5W1zRl0w+G2lGwQolRlEwvzpEXp2gNNkQaNjy2KbQXNKCNgOF4vciZ02FaoRBNFQDAquHQLjb1bhdJbQi2YStEqFQJmBmtuDJ74xdhy3WErZMQ6tEAnrxEbMI3ihg2m8pOgCyISKoJ0CrTjwAhNR9A8gEAvq6NKzHT6WpXxfxqLogoReiYWyN/UXWNuZoT2As2sMlqCciVH9y4heeym153v8oqv+OxrNk6P177sTa+YuM5U7KfnCZLP61bT406m3QSJbvnJ0vgo21o1SFkhdZJyrRuo6rRPlEuMDUwisqxJyeoJSZfeoNaxkQ8vBKxJRdTpX6uYAVPdAVMgLUyC2rE2/mStvQOTi8M4KTL0alJfQZLoRCwOD0QkOmjkSFchFpIHBSdzLHZfctHneUlI8/s+8ij2vlhgFwyQxXQmXtKKizQiSqxHiMiDura63YILccURJLanTCsKCom8LavxuFVME2oAmvijqOp8LFqgtVJqSgCIRjUOq4gNnDQzZJfQNvF6t4XVecTaGCjDJP3fvm5XzSFEB9y2aG1TUyGmtcfP28BZp1KD7XOIq20lSXnpxCFM82+1TXW3FvUTN05usnJw+aqMy8XaB3/vY+NU3LTtDpzPKeg7h6Oh5zw/B01+rHXGDlT6/A73ydDd8kLWtTPUITXPFiEk+kXsHyAJQYjIcgQ0Lc57jERyRYZPiZIoS9dy46z48XND/KxLlIsWoY7SSG2X0QlFA+KxRKaTikLpt+m461sH/tHBh1kIJVZggQ4zAnOMmNURdhDITgWy9YAMa6SsouScxvEJwaMGrBXoZEjPIRnUi5Z6VvE9YXbfFh1TsSffYMkMQSFPqQFtqTKq4xuaENf1IY+oUdtYRp+8UxqAuSKjCdGnOvHMuRFnRGNb5xqkiZKd44W0MVAUBCf4Ts5oLlI06kzIpOFof449vS3W6i6Zq8mlIQsBL7GToCHgMHQlsGI9L+g8jF1s8MHw0coybHqUtWO0aekUDmst4gOjUcOgP6I3c30Xr330PXfH4BXiPciHqNgwRWuBKTpGa+P3PVPaqpPftYaU1pr4YYEdC8n4CcY8f2BScD8FvJxLQnjyWWY6QB3HfZwgTTc5jbgxMAZaxcTsXWqgiNWokGEN4MEDzqZAm8i2UaAMjoYQEekglMbSsSZlGT2ZeHJpcGJxOHIaaiw1sSmK4C+plfYlBc2/+NFP0N71TSDKqjgBC5J4zW3Kqd1HFBjFLlEA+Mg0aR0mkCgdaaMRVCPUD6Am9oMXEbxN07A9rokOV20MttWAiiLy5A2YAWb3LkGnEyt2UwDcOghVxUyjNi2ny7mJA7D2nOdA/LFP5TTGwXNKquj09l3csZ02ef9tX/nDvP06F81/zy//2ePfuV0snEPhuNDzXZsuhCo/1mf/H7FMetQ+lfabeCOM8zQtrg2AUKtptTPw4mLhGgERh8XHNKG0c1YxyffEFKEZy9dZmUq9SZvei/w7k1bnMfXImG/X2h8e/1e8+qbvuUojc3HW878Tu5oBAyr22JxbinWevXyUBw+vcs+ZBaqtjGKgmLLB1hFhU20wYtGmQb3CoESDQG8Wt9lg53J8pmwNuyyGPptNjy07jA012kWIWKwacjHkovRMhUtNENRCSDfanYvNJ6fNBIMl6gAvuCHdrMY1iq0TNcPHdsHB+xgwO4spcuqFHn7W4ruGagmk53G9wIHZTXqmZCkbMmsqDErHKB1xsfG8WEoqKg1UChta8LHhzTy4scJou8D0LfmaMnOywZ7YjIslAB/4sW/6Gb75J77+Go7Wp7e7P/gA0zmgHaHp1L1p3E+g3R43pmyRPzcgPl8BLIyBuvjXpoENkoh8mHw26ZzrBTq5PpnMSY4nytrKOAqZvhpT8YTANKVC2sZS6eevYhATCGoi5UPi84hAa9TMH2dXYoZRJP5u7BjoiGCIS+CHnfoq96z9Z+5cffPFnedFfSpZYQ2ln1Js2JG7ZOL7hJ2aHzL1fvveNFA5fh43iJpIvkcQHxFoDDif3vc6OZYSg2UTkU1EMPWT2wl3lmYwM71JOjVoomHspFpICHFFbc049SfWpqIfRZyNK/aUG5G6SfsGHjei+Vj3PFWe//LrX0HDOoNvHqeTe8zFAmO+8vTzx6R6TBcL/j9ulpxGbUrLGVzwBAEjKUgO0UFG/lxczLUOEiwqniAROXISG6CIKEY8QWTsWKdcR9sjJd7z2hRh+l+rvDG5NJNP3tT7zKs5NBdlw1CQmYhgOAw1gUotfZ8xqHJCFWkSptEYvAU/DjTC1HyURP8SEXzHECxoJhRFjSHQszW5RDajJQ2fJim/dJ1aeamgoJ74xJmd2aonqeXe4nFAYN4OWS76dPIaiFJYsgNqTz6jk6NGCLklWAUvBG/QoGzXOaU66laGy4DXKDOnqU5FiIx9kzIl827ITFZxxinBRrTfZwbynSHB8195/fvrnXPmwvepC93DdgBD7fESpSJS58J4P01VbTsLtsP48xMwZCrgbulNT3Kf3oSM2ld4NfgQa0wmYLuM6ROmDXSTElIr/uAVJEgMmEMM8pwJSRUlghqa9pX22DIpKWx9dsoZjrOS4/10Ury93H3BRZ/nJQXNf/rNb+Ilb/uP1F7xAkUZMx3Gx5OPFadx36Agob3/aMx8tAIFKohX1LZBMqgDqXVMtzB13KYSkWaMECS2wjRVZIDIROI2Og4H2BBbjj6J7chDZwm9TuRUjTsUTa1glEmRX1pISJGn37dAVyYr8jZgTs5CAqhvJimmMP4VYLSVlEsplKl0FBAdT9sdUIQ7X/gU3vgdX3b1B+gJ2s8+/CN8xc1vHkv4RW44k1VwGtPzBbY7NJV3b9v1PG3YFSTreY/7/6IdG56lDikjpTGdpEawEmJltkaJKQ2ShPGVSiUW9qF4THQaMC4kiQB1y7fzCU3WpMTRUjJadLRtbhJ1R1v3bBNrTmgQMdxUPI+7lq//xkm37H03dx9/BSt2yKDqcLRvuWewwANr+2ge7NA70tA54XGnhrA1iBzORL9S3yTfbWL6NZEPJ5m9gDfgrI9tzUMc91oVRyA3MeAwGHLxLJoBC27ASnfAdhEIHYM6h1gDoye3wz61uU0uikfJxVMYT2gMrgqYKqCpkxwaEJdBkcNsj3q5Qz1j8D2DFpF6aG30HwFDFRylxBqASiNtKWggSMynZFgKCeyxJS+eeYD5fSUfdLfwl3Y/ZTNLf2Aw5Sqdqka2+7z41XfxeW946bUerk9rP/6n38XXf9Z3TWgZkBZpNiK80756t/udetIizeMNmnTGQ2qakd6axoXigmQSLO9As8f3Qybr6yexna0rmkSZCGqTaobgtfWyxEeNjUzQmNprySuKIeKfEfSIUW+k2fggSRXNtyEylZoI5KeMY5Nk5bxx5KlLtBeHl9g1uqHBmcBTeq9h78yLL/o8Lylo/srv/B9kZ0jiTRCyeK5tiC9KqlaXScCGxCD5nKOlpQYJ3mnSELftYIBJFzpQE1EiUyvSJK50UEyTkOegZJqCaq+cOLXJvj3zl3K6160dH9b4lTnEKzY1H9GgiJ9A+KoKTeIuS6S84ANYm1C6pETbMvATOkHqyDbeNr6G6fpMV5+kY4+hOmNivJnYMXd/7Dgf/uNP8dzPefpVG5uLsW94/rdNAmaIAZvu7Gp0Xj3lqcerhSYP+yO61znn8GLtRNmnDlESS210niEhaJFSEeIUliauvVVaVeD4zySxOVXMODc3kTzShDxL+mxaG0WTln4U3Y7XmLUxRH3oiHVEKtP9o49xcngfe7u3X9XxeaL23mNvYMUNOAOsFH3u6jn2hw1u3n+azsGSX5t5Ln3fw42UompiS2BVtBaMdWhTAxIzU0lHONtuqLxga6WqMowIo5DhpRUDTMhP+r2Ipk5r0qL/irYiTLlDrIsNlYJizJMzylgblnRNFD3sSIMxSnAS5zjRb4c6LRxEIrLf8pvbe60Fk8X09GIxpCsVufH0TI1Dycf0DMGKpdKaCk+lylChT87xMMeReo7NQYfuaUPnhKd731nY3ALgfb/xUU48fIp9h/dcq6F6XPbWz31bnJOQoMXIRQ7SEAvhd1E0prOv7ZPWj8MOKoUmqsz0Pkz7fTgHQBnXwyTqx1gd4UkOhpweBipv8WoJasbF00HNrrWDpEs08QfTSHAE+dqx1annbQFhG2ibSNvAUCtjtNVoVPxp6Q2G2JLbicVjubf/uzyn+ad03MJFneclBc1Hz2ycu7HFz3dtm5woU7nQqeChnY8+tOAorkx3rBBwlaIuoAFc0+4eEWjxyRFr/HxL1xDVMTL6yL0nn7RB85HCM9xfYKt47rYKmJHH1B5VwWiIPPBsavytmQTQNq0CrSE0qXtdSPSM1OGIJD3VcrQu9nb2rl/40+s+aF47vv6E9t+d9jtvwLybp9xGZOe898Ts+P0nuPVZt1z0569nO1uVMTw2oD6l40zAtgsUEx2jiE0LOk2NR+KivAk2osOi1H4iLedEETUxTSgeI0nOTidsm/PZ+DK1P6Opx3s3333dB809OUE754aAFYOV2Gika2oy5xNqw9g/R44nhGlOprWxgYQzVIsZvhfwPeh1SkIAi6dUi1eJyJFEepcEIRNLh8Cc1NyUnWXelbjC4zsZmiekuSw5tbbBvpXFqztAV8mqzGPxWBEyicFe5Q3dkWKHNVTVJIhzLrYtVxKIwbiux1eWauQ43Z9hT7FF3+d0yOm4ilqhIpCNA7wkmQa0cyCoUHuLNibKzlUKw2rHd33fr3+IL37T9d3joBxMfWfVmAl5Ap/fqWyhu15P/PkOrvP04/mOM0aZw459t9a2mVuafQLf7saxrQZqHwPmuFBOC7yEOEMaBhORaEtI+xh8CKmgJNK+QtDIJECSjzZYCSmZ0IIX7PDFu0NPaf+1HQOn9j01+hA3z37eRZ3nJQXNX/ySZ/C/3vtxYAICt6NkGrAhUjXwkScndeQhqqZiPgUsGD+FArXLEThPAB6mkEygiUFim1aRRpHaY5qANAHThNgGE+XXfu69vPAld1zK6V63dmYBXNdBE1VI3Chga41jkxYQKoItG6SK6hhWFSoFK2muptV4ZqMUiiqau7YtWnwdIl+aqVbQEgI0HvFNRK4rD76ZrPx32df8i9dftXG5WPuc17+YP/rF941fx/g2jLlU0AbKmkD3yaLvvLY7YN7xeGn2f3/id3jrD3/tZTnW9WbDBqxJDljaHnxCMAYviklNZ1wIUeuWWKRnVcZ8ZJGJD9HUUritwvBqadQlnvNuxYzYmSoj0TgkBjpRXYN0hImzfv7KX7/aw/OELWSvhPCrCLBsDAPfcLLM+Mj6AT5032Gaj+fMP1KSrZVQltDE33HwzSTbB+NGDcEasr7SN5bsrHDaLLCyZ4uHy1UKF/AqVAqtKGIs+CEuviVgxTPrRhTdiqaTEXoZLncwGPBb7/04b3zt9S93djE2c/uIORv1ZaN6i1BZgzoDdYPWNVpWkIJkjIlUNyc03XSL7YKZjYucpy6dZskNyE2gZ6qY7FVoRGPgnIrcnEaKRgfDPCPuyE6zNd/lw8sZW/vnGW4YOnvmsNv9CI4Y4TVf8/JrOlaPx+58wW188gP3xxcyFYhomnCwY+GniejaJr93UCpgsmBp0c+pbWOkukWTd3Cbzw2ax5TGZO/79Q/yyq98cnYFHDaOJljGknC0Up0yRp0hauNDUkHyMlbL1SmEOd5SDZhAIHZ49AhliPS8WNcSCB4K0yAYrIljHoLFi1KLxRiPDYbGxJjHpNv2TTMXfw0uKWj+tje+knf/wl9Q1T5OMEkwu5VI00gEfRm3hJFJrLBj0avjfcc2DkQ0FqI1GgPskY/PBaSKgbEQL4CkSSotr7fVUfSBD//ORy/lVK9rGxxUpAFbmsgprwzZCNxQyQataL5ClkNaodU2FvDEnAe4bY8q2EaxAx+5o+0imRblmDiKdparMYgDtSauaXId7zO+nCa+ftHLnsbi6vW/yv6n73gzf/xL7yP4XYGttqP3OG03dHkFCvze/QvvfVIGzaoaHTCSOFopAaIBp+CMHzO5ghiqIIgEfEg5LY2JbCcxmHYmog0KU1XUOl6DxwC7XY+3vQXj9zCpSYRIRPwmoGvc5675z6Xjrv95/eID389v3PN+Vop1+tKwzwo3dRpeuudhRp0Ox+08G2YZzR29RzOyoxtQVoi18cbftg5uor+n8alAG9QpLotFhj1T0qWkbTwOQkh1FhaTOnbBihlwqLPOX87U9HvgC4PNMgjKb/7Ce56UQXNTNyw/YysVSkJBzZLpg/NI43DbJX44ijuLRMWYFEW4YSDvC03XYEoIpUAQysYSXJzUmQRckkTMEbJEIVKgFo8nIFLjTA0uoBnQ8YSeorkQcod1DlBe88a/QpZf/8pT3/nz38hX3PYPJ77VmLSgFfDs1G6eSra2bmBcv3OeNFOrGDUdWE8jyufVXx5naHRHwAzwzu/7lSdl0LxR9ym9S92azY4ugEamdO4l3UMl7gdKFWI23JgASSbUpv3GwysgO/x1fM/a6K8bDaDRb9etn8FHjjWWMlhKjbS+5y19JfJEOyRP2SUFzd/5Xf+LpkmpN5gs7lIHnbE2S/ur3WE6fpAmjUwdIhqqIJUnFbzHfvC7J3S7kksT1vgAtW/vrJMuPCFqJg5bR/Qksw+ceohweIgOHM22wY0sUoOfiZwfCYodJLm/Wsn7qajSKEZNvE6qNHMZ+Fjs0Mw6RKEOijRxPG0ZMGWiv1Rt4+GdNk5ftelzUgYitSV9/x/ejfcBa6/vxgXf+qp/fW7A/HhtKs03eTh/Ou+STQwbp7Yv7zGvE/vD45+IfOYWJRYQKzQYfFBqNVGyTBSjEWk2RAqHTXCCQkQpCDQKTQrhmtAW9SlOAgYfP6MaA+pd6xwZi/NPtqVnAHx884+Ab7nCI3Lp9n8f+jrmiwFDMh5sLHttRQfLomm4KT/LzfNrfGxuEV+YscZ7RNuIgUB6TSeDjEjx8g2mDLg+DOcz+sOM++0ebu2dZaAdRgyZJ+UI2vtEKgjPpWFvvsX8yjZnVpaoF3LyXgdEOPWBY9dqmK6o/e4vvY9nP/0hMjFUGtjWGdZGPfI+mNKjtR+rGQHx0TlCbsEI1bwldIjBbjcGAafqOdTAjKvIqFm2W3SNp0LJJHZUSweL/h1Dg2MQCs5UM2xuz+BOO2YfqsgePBmzDMBv/Jd3849++GuuyTg9EXvry757p2+dAit2Y3RjmwIwWqRYQ9i539T29jMy/RqSygZjLm78mzoOnHcG1/Dgx49cyqlet/bLD/9Jqj+R8b92iMOOADApaBD9asL0x+MX1GJSN9GgBqsBpQETmyORsrsxGNepgDq9ZSbgh0tUPAvkMlnAf2j9Z3nxvouXUbykoHlmpjhn2znxcYiBlmlSsOUD2oQYxBF3lunlhBJ7uqeZuONYqhMRc+9TkDwJniPaneRKmpTmSvQBgLqqb4iV8xOxH73nl5lfHrBddKh7GWVDVBdpFKnAjWysQPWCOKE/a6BtR6zgBgpByIdgR4CPxPmIQAuaR75oU7g0zjKmaKCKaQJ21GDKBoYNJhUPXYgc+lic0evFOrPnzusLWjvhL6jDeZkD5R1/OFrTNDh3ST/l686+7+O/ifcWox5PbNwTb2ohts42MdBViQV9sSNgWkCr4vAokJsQxfKVSSFf24sbpVYwmMTi0nGAbBNK7aTBSeRC3+hN6jLZ1T1SY2vrMgjHqwUeOrVM8Sh0To0w/WHyExPuYPTXARlVUd9aNyj8AtlmQ77mGB6EunEtRk9OE9F9VRqJDTZs+leI0jUNc1lJljf4Rc9gj6Mz18N0CvSRNXYXbT0Z7D/+zO/wlh86EovnReiaSNOYqxpkEMb3LiDCaBDnZdVg+g1u6Kg7ElOrmTKbl2Q2cLDYoCMVc7Zk1sSiHzfudaVYsRQUVBrpTNYHFqTP3mKL+zslZd4h5HJjOOhdVnTPvafvmDfpfjQWIpsWF2BC0Ugf3IEoCxOahk4FwDJ16BYtjO/vRJ7j2zsLC5+M8/qn7/1jvG9VICIdQ4OMX09qMVOchhKSIIRPmnNWDEHDjq6AzrRF+DF74JMzasuxq6BgooCBkC6rRh/uta2DYQeV7lLtkm4D/+zbvoiVpV4s3qtqZFCSrQ/JTg8ojg8ojg3pnBqRnylx6xWuX2OHHtdEPqKMFw1TXI02gG6LzwYjZKsPm9vIxjZmWGIGI6RMrStVEe+RukFHJTIYwmCIlhXq/ZiioXXNd3z5D1zygF1vVspHuHV5jacdOMkt+8+wvLxJMTdC5jxhSakOevrPaBgebhgebKiWfVThcqAO6jmhnhcGew3bhwxbh4X+HqGaFaruWEI7TsQp1A8jqDP4jqNe6lLum6U8vMjgKYsMbllkeNM8o/0zVDMZjTMEA6//6s/e2WjlOrV//avfxtwFaSS7fnXT1KOrZe1yOtm//3v/6er97atkD25vENTE9tnB0IQoOxTU4FWog2PQOEaNo/SG0stUsYlQa6yULoNj5HOGPqP0jjoIXiVSEpMDHg+ltDdIoVFDqY5hKOj7DutNl/W6y0bTZbsp6DdCkjLmZatfcY1G6YnZFx7+UdbKQ2RBOegbNjZ6HDvT4eh6lyzUfMZTjuJe0ufY5/bYuGuZZu88LMxjijymM3ffdRIlL+QxHWhHEAaOk6N5OlQMtEAkcsjD9O9GSI0HPEYCq90+3dUh1TKE2RzyHPpDfuwXfutqD9EVt+GLtrip2MYkhXAnnqPVIvZoRrY+iiDPuJMrSd7PEGY6UZ3KGEIO0gABBnXG2WGXtarHMOQRmCbgJBZMFVispO6LEvBSoiZQGkefDh1Tc2h+nWLfkP5hobptD/Q64Bxv+rc3xrz+0ff8S4pePokdAA1R3YVxa+vIz9c6qUbtMhHZoYbUosQawlhWtW2JPWF3tUEy6f7Yxi+M/+2A/dKx/9cP/9qVGoprZqdHgcYbGu+ovcV7SwhCSOpHk6aKSZ89QCJ9pmGJQqE+tbwuvaUJUb6uDX7jJxJriYm4RFBLnfx1GXJGIWcYcrZ8h/Vmlo26x0aTU/oog/fyvd92Sed6SfCUiFDdf5a8nMjjqDHjig+d7Bgf20k2HWAk+SKaBsqkBRrCjq47pNTpeN2S+MrSXo2WuA+TSe7Tj6bt/47ygd/80KWc7nVnj2zfzVNnT4AKa1WXR90SNvcs0aduLKMyY1RmVLVjRCcueEOg2qOYvkADWV+wI4nyUkZAhXpGaXoxTy2hLbBU8n7kSRuf0Owpa69q+hlE/ljmCCsOn66fX+mdcw7Xo1lrGW4OL/DuruD4CvCUH9vODc7f9bPv4dt+5huv4ne4svae4/fTBIMJrVRcpBq1KT8rIRYGikk1q4KEEFuxStRozkxqnZ1SeSB4DQTNxoV/7Y0uF5+KS9hJzSAxzGSyWRW8CFDQaLz2YTeCe52asxl9X3HCzXMaz4vmz3CrdSz7kk7zKCOX88hwmfUT84RcCIUZ01Y0IcaSO4IDqWvY6oMIc38J3bUF6q6hzxxusWGj7nIgi9JlQQO1xAJNI1FBIzdRoccRmLcD9ixu8si+LsM9GfMzXXRri//9Q7/LN7zhC67xqF0+e9ev/Dn7X7xBT2I2r9EIHB3obPGwOGb6NTqaKEFIqpDSqkaqBqkt0iTf3PXQURZnh3ERaCxbocvxZiHicLJNVwN10mh2LTWJwHbosu57nKlnOTJa5OHTK5hPdln8yIDi4bPxnpo5irnutRqqJ2RFp6Dsl5MNU3SKHbHHbhR5dxFfetSpfWCK+9x+jnS/a7Pc5/tSKdbZoduf7hU//e0/y+vf+tpLOufryf7bve+lrmMo2frocQpWSM2mSDKSE/ZMmAJNVSdFeqSMYAhQ4/CieDy5CM6MVyPjyzumqseLsuPvK0qQgIqjj4sxkL00FbVLhv3KckqI/kLBg2pc3dUNDEewvo2c3UJOb2DWtjBbA8yoxqhG9Hj6cxqbY0hdo8OEJI/K2N41aYWq94SmIZQlOhqhZZlavnq0rlMVeIM2nvs+8uClnvJ1Y3964p9ze36SWzsnuXXmNM9deITnLT3CTb01VrrbLM/3uXnPGrfuP81TDx9lca5PkddAIHQgzEC5VxkcCvRvVsrFgM8CwaVZrXElp84QOobRimX7JsvW4YzNw47BPks9Z2jcZHENUwHG9AuEX/m1G2fR0lS7VwXnmdvTy98rRsOYtgunT48/cPIq/P2rY9/y/l8ieEMTDN7bhF4Yah+1P70ammCpg2NYZzTBoGqS0Et8XgfLyDuGjaPyZlzeMC720xSIYyk1YxgKBr6g3+SUPh7ThwnCsTuYHm8Q4Q9O3RjIUdDATD4AwGM53uQIMpbw6/ucsp+TrSvZWoXdrCKg4SxibAziqgZGDdR1bLdcN9ix5Fcs6PEeTo5meaReZDtYtoiNPFofYRB8ypvOmhGHOuuszPdp5gPlokWLHFMU6F+c5MxG/5qM1ZWw7/nR/8NdBx5myUTkvVHlSLVI//gMuqlkW/E+NzYRJM/AGoxz+K7DVoqtwPSF0MRgozANVpQ9bpOO1Cy6EbNJf7wNHTwaGwWFLj0aulLGOgABDYasD3bQTFpoq/Jz3/er12KYnrCNBuXjAi5a+oSikGIGbZHohCLv3HdnUKcpPolNv8KOgFlbRSmNnx0vMhOCPY2CV4Oa7fUnTy3Kv/3Q7+O9wXtDCIJvDN7LuOtnC1oENamWOL7WQMyaksrQprKAqlOoctsIRYSApU6I8tDnVMlXhzBpagMTPy8w6Uqatv/xyf96Sed7yUTILLfUKcDQ9oYeAlLXyKhCax+LxtoR2G27Cfmq0SEnVFRMW2SY9EJbWN6HVOznd342Yf+aZJHSm7Sj+U0v+w7+z9qlDdr1YKrKivkwRdEQsKw1Q47KAiIw60pUhTIYTpaLnK17mGA5tG+NYe1QFTbWZ9hc68ZWrDgIUC/Ef0As7tkGWwpuML3aTilwIzS54POpFbgKtlHcIGA3PbZtWiDRVb3qFc+8BiN1cXahVtpi2dX45EoGy1PkrvO8Nc2Le+vn/H+889GfuILf5epY4z0nB0MgNhsJRKepYggEGh+zWJlRRKIcYh0sjcYUdKae3MRiYpN8Rx0MTXLOVgNOPMYojintTibBtJdYkNJgGSW/k0nsbGeljn5+LGWnvHTllVd/oC7CjBi26y4z+QhDYL+t2B5Z7l3r8onBKqeqGZaybU7fMsv2sAN2jrmHM+SRJlLwhhqzd60JYGNAYbdr5u9TRhtdNhc9f6B3cvPc+xmEnK6JShoNHocdc5s7Aj1TMetKVoptlhf7VCsLhPkO9mwOm1v8g3/8Y/zcT/7jazZml8vqumH9r8Cz547jRChpGGjgvnqVB4/vwdSeMFsgx1Lu2toxnxaI0n+5pZpRQiE0+yJf3DooQ8aZsseS6TFjYsF7JuBIyD6OhiibmJmaoBmZBDLfMOdrVos+p2/JqR7KcUezqBMNvP7NN8a8Lrr5Dh85nctu701jBHkKXZYpJFqmPjeJJeLR2tcyve+039fJ44TvPJWeSn93+l7xLa/4l/zYB7/vMpz9tbVhUzMo09ioodWTE8O4aVrQqLcsEhfKbftsIWKpLjnfcWMwiA1SiKomKhN+fotPSWpuF4AyWBoRXOrc6rwnT9xfL4FGhIz2usGLV95wSed8yUHzL7//O/mKF34HW6c2z+Uot+mQ6RnZvp84QhI0ocF+clYyHkUgTdDUkpmmmUzqdCzVuHJkmns0veyYCj6GWxUnHjrFvluu7y5Hn84ePPqF3Oq28cBALWKVwtTscVucbWZZ87N0jLCcH6cJhlPlLGt1l0fCCkGV+aU+vcUR3hsGWx0GZzuExqCpbXEooMpibBBl7MAMlGwAtgLRiQOJxZwRmfZWCHOWMGdRS/wRNcobP+c5fPPfvjGcMMCv9v8br1/9GgbTNA1N3cuuhj2WJM6ugBlg/eQmWxsD5hZuDKrAhezVv/oTBG+jiwgBycCrQX0qxDOaAuGISljxmJhNBpRGDcFnMZ7TQG4aQLACkiqyK5WoDiNt++wQg+JWQFQnwx/5c6QmHYZaizgHEn/si/d+CV948PrXHm/tjU9/Fz/xkS/m0OwxNoJlTx545oGaueZReqOSbBtGWvDwxl7y0y768FSEqaKE3GKaEINnY5GtPs4r0unQtV3K1RypBW2ErbrgL3Uvn2GOkUvkL7sk/JeLYcHW9EKUXNuXb7F3cZN7DsxR7u0xc6oH233O/PKnqP5TQ57d2IWuX/maf8v8WzbZ5/o4FdbV82C9wJHRIke3l7j5wSGsbyUqYmzYoyIYa6HXxQvYBmyp2GEs5O7kNdYoK50+mTQ4A7VmnGm6dKxibUVHY9ChRGrGSA2bmvNQvcp91R4+1V/l5LFl5h822P4ILRwi8PXf/kW87s2vvtbD9rhMRPiVM/+ZL9//9VSpBbuKiTQVMwnEpru27gh62xRUihnGINAUQryTyhFBoB36UQld3h3qjDX8d4Er9334wSdFQeBLf+mHo9AAZpxaFqLUXrAG41IhXxoYJXVptpPYrsEgXvHKuE22JJavkgCMEBc9uYklgVYm0qEt4GGkDaRNkpezZMTL26jDSuCv3/QWnrn0+Zd0zpdMz3j3//kw2yenAubHsNjKuUH7Q3RzG7b6aH8QU0JtwDvZG3xDqGt0VKKjMiLQU6j0mH5RVeNOdZOAeipgFkldrBwmc7zps7/jUk/7mppvTrLER5k1hp4RFoxn1ZbMp+rpfdkGn9E9wuH8DIu2T9dU7O9sccfsaT575T4OdtaZy0bjtUl3rmTllg1Wb11j4eAGtqgREzMEpMyIZtDMw+gA9G+G/k1Kuaw02RQHjKk5YBjrM5MZ/uv7biyd7F/+4V/fGTB/Gru2zk9ADH/vrm++ht/h0u3BjbPct76OeknpNkPwhpBeh2Bo2jRgWiN7NTRqKWtLk/aDFCQEw9Bn8V/jYuCrTKTPADB4dZTqGPiMkc9iK9iw8z43pnW0L9IE/z8n/+/VG6DLYL/6yDvpzGxxRmf4YLmPtdCQYVkQT89UOBOogyXbFDqnS6Rp0G4HWZjD9HoYcSndorEKMhVVxS5sATMIZJ8oePj0Hv7k+B3cV+4DhEojhzdoLAzsSY4VYcZ4DmQbHOqcZXm+jyzVDA/mNHvmMN0ObGzx1W+5sQu47/nIQ9x3a8bLD9/NrblnW2tOe8sHhzfz8YduxvUDfiaLBetNM0E/W31sEUIvQwUGe12kzw0yqs2Cte0udTB0TIMI7M/WWTAVM7aiK1Hn3OOp1VCFAqNErj9KFRzDYY5bt8w90pA/so4MSmg8P/G2X762g/YE7Yfe/FPUo3ocQLXypy1tQqYBuPZ1m6luAbx0rOmAeky5CG134faN8Q60bbJ3o9s79t/xoWhvev4/uVynf03sT449yNqgQhuDhijiiZfUvTWqZ4T0XuuvI3QhY/8a1xPJ16esYR0MtZekhDGhaAgSG1LhKH3GoHGUtaMOkTWtU8PdfsZKIJfYrErV8EtHfuySz/uSl+8ba5vn3R4XbQETAmFUjVdzk5vO+fbXxC/SHXcsMYbQvk7co3aSn7cbz/iDEtEQayapGGsZbpf83i++n8//8hdd2slfI6tPv4bcODKNXLWReqzxZDJgQUu2JGegljzzLOs2tXOs+x4PVauIwC2z69Rhk4Bw98ZeNqsOZcgRC1mvZr67RQhCM3KUZwp0mEEwk5oKE/9VC1DPx8BavNIZGOyZKCc4bhG5I5K+cWzt5MZj7zBpbQ/sStddsp1/wMRcYCDThVk/ucl7f/UDvOS1L7iM3+Xq2Rf80n9B1YBtO2mF2IBHTOIUhoQ2J8frFatKbj2I4NXhvVJ5pbANxkzQoCg3niOi2BARaGcYr6nbvElE5ByNt2P0IjMeJ/V4kRntxpzY281kXrdhQkA5XWU8eGKZY6cXGK5Zqp7Sv6nAeENRZGRrUZFInIu1JABWEBPBC3tqDeMXmc0MI9+FEBiVOcPgOFotULptum5ITWxbrigFjkO2wUrDQ1XNsuuzf+86J+5aJT87w9z6IlQVp//nJ/jAtzzAC5526zUZs0u1f/DVP8bCt3heu/pJemo4qsqRZoGHR6s8cmaZ2YfBnd7GeCWEENvDqyJFjnQL1Bg0s2MsqOkBoshiTcdFel5QwdLEAlobM63OCLnEeZzhGUpFndLoM75hNYxY6m7T783hM5no7MPu+O66t40z5+cI7/jNtnGFSIrgxsvgsY1l4xKyeV40eBxz7ORA7wjMH4fd/xcPcfeH7uNpz7v9ce1/vdlX/uY7UT91nyfGBQiIFzQJsocgY0GYyDyKvlMBgtA2rzJt2prIha59RkPAWU9uoxxotIhmB4QaCyp4b6mCJzeBrmlQDePvMm1PqDnZBeySkebXfc3LmV+dTSurEIvw+gPY7sNWn9AfjnnH09YS69V7tKphVMKwjMWCiZA/ln9J0jFaVbGobzpgbgn8uyeqc0iWYayJTsi5yBPLMuh0+L5v/h/UVc2NZtXWL2N0nYKMTBwWQ9dY5oxj1hhmjWfVDtnvBuw1fXpS05WK/W6DF/Ye4FB2hiW7HdsNi3Lnwkmes/Ioz1p6hDk3Sjq2ceqawlPsH5Hdso29pQ/zFeM2gTBJTyUkerAY2LpDWbtTWX9aoL8c8C7u/1Wf97xrMFoXb1/7b76KmcWZC+9wIVnmizZJRLCdcnIQg+ULBsy7vMJ3ffkP0DRXi0Ny+ew/f/D9DCufCG2CesZoha/jo2oqDGxS4YcKPhjKxtF4SXLsse1OHRyVd5RNLD5p8efoN4RaHaOEVtRexoUnrY1RJ4QqOPpNl826w1ZdMKhl7NJed+BLr9oYXQ77ilu/jo3+Hrpacwvr+O0ew6FwSxF4zc338dpn/AXPuvMo3YMjylWlnrcxaGuLqAqLFBliLFQerTxalkjtJ/rtBIrjhk/cczOPbC3x5/1b8Fi8RoqAqhJQupLhgEzhluwsT+mdYX52BHsbtp6aUd68iMzPwnDEt73+P1zmhenVsZ/8jl9g7ZWzfPGzP8BTMtjWiqNNl0+MDnLP0X2E0458A+xmtRMsMqmltgjBCdrNGO1xmEaQRjADCLVhrhhRmJrbZ06z322y6IYU4vEIdRpnEDyKV2VNLQ81y9zvV7ivXuTE5gIo9PdBuW8OXGyi8nXfdWPN6+/6xW8m77gxwqsaQBOl04cxF3+suZw+N9Zf1hRn6M5YYkzLmAqUVUMb8k0Q5anj7bBzMt877S0v+Gc35Lz+5nf9KqGGWACS/mlEmmnahkgG9SYiz6FtegI+pKLt0N7q0uJdk6xo24k4gSSqhso7hk3GqDFjlHpMDRUdS9AFhVEwjDRjFGKWceBdTIgJvP7QpatMXRbR3G99+1dCUrWgGePw59z8k9tN8nJl3L+lVrT7tJB926CkLAlluSNQ1pB+BGFX5CIyCZZNQpezDLIMcQ7pdqHXhU6BznT4ilf8u8tx+lfNvB9Sbf7DcVGNQehIRiEZuVjmJGNeMmaNpZDAvKk55LZZtsMoqUXgcH6WZ3SP8uzuQ/RkhOCxBjrOc+fSCZ67eoQ7F4/RtXUL/6NqCAIsNXBoCDcNkOUSXGxRPDaJaVoskIHfA/3bYetpgW/58s+7FkN20SYi/MP/eBXaU18gUH4cH2Sa9x9j7vj8K2//h5f1K15p2xqN+NfveXdciNRm4oQbQUNMawRvaGozvgd5b/Ahui9VkpazpWpimm+SCoz0iyq4sU4nMgGc2gB60GRsNzHInnZfU6UTY9gqkDHSgmHd5bWHvuSqj9elmLOOu1bfygP1Hv64up0/sMtQVPSMY8kIe9yA5ayPsx5TCm7b47tQr/YIN+3DLq0geYEpdjYAEqtQVXRODClONSx/DFQt/UGX09Uc2z7j0dBFBRoUT8AQ5eeWLSzYUdQM7q6zd3WD/s2Bzdt7hEOrSG8GPnmMv/Pm77lGo3ZxtnFmk//yvo/xtFc9yOsW7iFD6avlVDPD/dt7+dTp/cwcM7iNEXZQw2iIJkqG5DnqXET2nYWgNIXQ9JTQEfys0mznnN2a4VS/RxUM83ZIjmfGNMyayONHoVal1JwQLJZIadpqujy6ucjo+Awz9xpW379J8eAppGrIneFLv+GvXuvhe0KWZY43/OMv3kGfiOhvfHlu/1oYdw9WJl3+dFegrFGWcjpQHgfeU/SL3ZznnTzmxwqKlW944aXpBl9te3h9jV/6xCeR0iC1QbwZB8vj4DnEYDleB4mCA6HVegcwUYc/BdhxqKJ/9Wqpgx0H1wCoJo6zpfKtPr+NnOcdjWpScyqJGuhWYhuUoRb4sMjzVl5+yed/WYLmH/tnPz9185YdAcAYoahrGA5hOIrIsjLer5VnUQ1RKm5UTpqTTB1HL4QqJyRZnIvBsjFRIL8oYrCcZdDrop0cigxmu4ROwZoq3/kvfvFyDMFVsRPHnsqQhpHWqMYbT2ySashwWDE4gQ7Ckjg6Egn4c6bmJrfFih3QlRoRZc6OeO7MEZ7Te4Sb8jNjl9Jxnj3dIS/e/zAv3v8gT5k7TWZa5DJGGmJB5hvM4QHm9i3cTQOkMxVA7/JPARjWNx6q/5Pf9j+uzIHHgfLj+PmdN5aWHb8zMTJJIYph/eQmP/imG0dJ4zk/9h9T59DkUJuEWLQcuSZ1l1LBNxZN7bVVJXKcQ5Q3gohWVN5SBUvtzdTwRaS69DnDOqNq7M41t8Qba4NlFDL6TUZZZwnR3vl926H2eMIFO0Fev/Z7R99Jk4SYjtTLDDRqEjWqHNue4777V6lOG0b7A6eem7H5lA6D/R3CQifmUDMXkbxCotxnf4jfLuHMBgK4UY0EcJvKo39yiAe3V3jv5h0M1eKDshkaqtBQqyeXjByhI8JT3Cn2d7ZY6A3prIwY3Cz0b5lF9i4jRcHRd3yEn/jFG0MGTVX5spe9DV7n+Tu3vYd9LhYzPeoN7+vfzidO7ic7IxQnoXO0H7vXtrKsxsTn1hBQ/PIM5bxFCyE4IIDm0JmpkDxw6/wam77LwOfUCc1zQIaNCxMgkxHOKi5At/EsS5+5fAgo2VCxa/1xb4RqdONlqgB+8e3nl34cg3XopOlJan899qG7VLza7oGaft/TXQFjhnsXraMNoCcQ9tRff2y778MP8s7v/z9P6Fyvlakqn/dT78BUJvrrAFTEvg0hPTYy6YoW2nZ8cUhCyhL6lBUEwacAebqOpL02jRoaH2VGz+eHa7WMQs6gcfjgxomCFok2U7fKYXj8NUqPZZclaP7ir3vFjrONAW6DjkZQVWhZ7aJoTKc2og6z1jU6Rc0Y79nCRucLlsWAdVFDVCTqiGZZDJatjcFztxPR5TyDmR4606XpOJqlAj+b89sfu4+f+aU/vRzDcEXtgw8/lzNR9YlalRENXgNKrGoXERyWQnJc4rHNGMui2CjpAsxKzT7bZ6/pY9MvPLeem/KzvHj2Pm7JT9GTEe316bqGWxfXednh+3jRwYdY6W4jqaVwyxUzRjEzNdnhPsUdWxQ3b2GLmmn2kACdG7DN8xf+/cuo9vFEA2XZFQxPNp4XXd5tv/kzf8Sv/dTvXY5vfkXtOT/4Q1CD8YKE9E8ZI82xClXAm7behuANPiHCIUSKRuMtTROVX2IaMOo6jxpHVUsqqWgX6YYqOLbrgkGd7aBnTAfZNcIwBdCD2tH4qWwrMcg2j+d6Xmd21/LnjVGzFbuFqwpOnswo+wVPn1/nC5/5UW595inMnoowq9QzgjqJaW6IusHdLiJ59LkQ/Teg6rFrI9xGYOWjgXqzoNooODJaZK3p8tFqkSFKpVDRYBFycawaZcEOOZSd5Y7ZUyytblPfXLN1a87wKYvInmVE4Rf+zi/whx/4yDUbu8drr73zH7P2mmW+6EXv41ndAYhyTD0PVHs50+9x5MwSvQccbmOEGXnY2EyqTwFxNmpju6heYgc11bzB50IzJ4Q8QBPvjY7ASmfA7cVJlt02K67ESuSrh5ZnK5GesRaU46HHWdPlTJghl8BMMWK0GmiWZ3YUUd2I9jmv+0x2B6njADdobGEddEcAPN4nQqKToHrXMc7hNl9okHakpuDT1z3E9//zP/0f/PnvXv/z+jP+zdsxZfLXDZEupII0bRA9RhRaqnJEnZsIcsQwzhBC1HKOFqPqEAw+tGCGjmtNAq0/t4Rp9JkUFAMQJXaHoWDkM+rgon7zlL+2l8lXX5ajvPZrXs53/c9vhKaOgXJZRhH881jLJwpNjVaxCck5NIvxzpwbKAMYG4NlaycTOc8nNAxjxkEyzqGZIyzMoDMF9WxOvdih6TjKJUuz4Pj373oP//X3P3A5huKK2H+798u4tzT0g2NLhX5Qag0pcE6LFOJd3yAU4uiYGKQ6YEkMcyJkacU1IxWH3Rr77SY9qQHBSGBfsckzZo7y9O5xulKmsFcIwFxnyLMOHOezDz/AZ+w5ScdG5Hjad6hCsIpZrcgPDcgObnNwb86Hvv4tN6S0zlf+89fz7T93MVSHNrh9AoHy9EdFzh2vXRmc8wbUu47zQ2/9GX7zv737Ir7/1bEX//v/RH/QICE52PbRp8AZQVrnq8TA2U9E7NVbQts+O/HhqtpR17F7oEn0C4+l9I6ysVNNTuJ4eZVYiV1njOpzVTNoedBApY6hj0H0gtnLOz7zP1zF0bp89san/g0+Z+lb0RGsNz0+TsH86jYH5uE2V3Nn5yyHOuvkWRO79g0CPleqhYx6zwxmZgayDJPn8YCioD76/qOncYMatzXCVhHw2Pj4Ivdvr/Ke9aeyrTlVMBwLQqmBkTZkYukaOOQ8txcnOdjZ4GkLJ9h3YI3tp1WceV6H0a3LcNM+pG74V5//dv7og5+8toP4GPa6p30Tp5+3yl2vuJfXrD7CrCjr3nOi6XHPcC9/cvwOukcsbi0w+2AfHQxi4FbFQktxLtIzBFiYoSkE00jSPYRmVjF57AioKhwdzBMUChpyCSyIoYPQMxmCYRCysY55qY4T9Tyf2tzLvfcfQD/VY/EvKtzZPmSOg7cv88sP35jz+p/81DfwDT/4RtCAtnINu8C2ab8qQlykkLLYsvP9VnP5cd27plQ0dqysn0Dh2be/5t/wF+/+xOPe/2rbc972Q4Q6+mNTxcyg1IKUAm2iOZCAjwh0MBUGtnSNlk4xptn5ndm8GFS3akjRvbSXoA5Co44qWBpv4rHSZ40EnInSlopSqxnzmg9kT+H7nv0zl2UcLhtM8js/84cRKT6PTbg+CVGudiPPj2HTtI82WDZTahjOIb0upg2Wsww6RQyijUF7BSz0ILM0PUeYzfE9S7loaXqG0bJQ7RG+633v4t+++w8vw0hcXvua938TH9qwbPgux5oFtnzOAGWoilXBE/CkBi8omrT/LIYZycerq0KEeSP0WoRYlDlTcWt2lpvcGkXqi22ARTfgWTOP8sLZB9mfrSWCfVy1eSwL3QHPPniUFxx8hFsWNrDiJ8oa7bovOaDT+Vnm2pvrDWi/9uO/++l3GseuF8lP/rTI8qf5mba/hbG4MOPv8IPf8FP87Pdef6m/F7zth1nbHsWA2QNBxgEzTL1ONAz1aW6pjCWO4lo7ydIFGe8b1FDVkd+8gysXhDJx4Wo/maegGBEatYx8zqDJqBu3w5FPK2yA8Gi5Tsd1rsJIXRn7zUd/n3XX41izyO9sP531EAgEjAgD7zh5co7OZgUHStaeBVuHDVs3Ofx8B02FqSGXqEzkHFo1kYJXVqgqtl/SOV2ycF9Fc7xHc7bg/u1VjlfzvH94mBLDQIWSGq+eDMuSCey1JZ/ZvZ+nzZ7klqUzHDi0Tnl7zfHPmWHwzH3oLfuRqua7X/G9/NJvvf9aD+MOU1Vee8s3cuqpq+x77Sm++qkf4BbXp6/KUW/4WLmfD525GXfWUDyUMffwAPUNurkV74mAZBmSOUweH2k8o9UCX0C5AmoURDFFwErgKUtrzNkRzgS2QnecMckkZgAsgpMh4Gl8RihzZmWEUcWMLN3TSu++s5j+COqGR+8/S9EpLnyS17n98g/9BrAr+J3KbLdbzlfwd77n0/SNieby1B+cDpan/uK5Oz4++yef/zZ+7+f++Al/7kpa03ie9S/eTjnyqW9DDIpNHYtSRRPy7GMRNgkAUUmkmIQyx9EwEXlupUE1BsneR4rGGBEhAR5qaFInQWgVNoBUoD1oCoZNhk7RN9rbYWY0aTkL942O4uzlyXZftqC5GlUXeEfRxhPqhlBfBP9PmKy+22AZIpLcKTBFPgmgZ3tQ5FEpw1l0rod2OwSEaj6nmc3wuVAtWJoZYbQg1LPQzATCsvKOh/6Qr/yDn7zoMbicVtY1T/3Zf8OnTjvWmy5HymW2QpdTYYZByKhV2dImBc1KpXWU5Uu/1Rat7KYiQZNisEKEJSN0kHFst2BG3J6f4mnZcYokrSWiFMZze/cUnzV3L3d0TlJIuyhqpQNhsdvnM/ac5M6Vk6z2BuO0b9oNuBjXcf3YhRRWdtAixoHZE7SpQPnTIcu7P3eBF5OAeerfz/yr/80//9Lvf+Lf7wrY1nDIXd/2g/SHsWufaItKkIpIph6ViFS0FI2mpV4Qq7KDEHycXZEnJzuSVt5bytoxqlqnK+nmF4sGR42jbnY629ZqhEHjGDUZIZhxgfKTxZop+RfV2Ep7sJXxyKMdVnWbr3r6n/JXnn8vy3u2yGZrmhlQC1J7ghPodrAmR7pdxEYaAZpkodbWcae2sJtD8o0IQQ3unuOeM3v57WPPoK8F63WHE95SKpR4rBgKMTwl86y4Ac/tHuGlS/dzePUMBw+fQZ465OSLHGsv3Q+H92O88mNf9iN8x/f83LUbxClbO73Bqw9+A2vPOUDvyzb5qhf+Cc/rniGocMwHjvs57t3aw7GzS4R7ZyhOj8jWKzi9RtucSxKtkCyLTTlme/jCkA0C3sQApFoNSB5w3ZostVy9o3eCeTPizuI0s0ZwYmjauY7iNbCugVPkrLucU/Ucvbphrjugnt11Ijf4JG+aXdQKIo0KSTxlTXK156Fo7FaxOIfHvBMOTa8vccCmQcFk3/N3/iM/8A3XRxxydG2D53zrD+FHGgGOhigp2yTEOcSAeUzHqEl8ZpnQ61JtigRQn6idSqxNmaoZURWapNHcFmpDvA5eLXXSz2+tVc1QYOAt23XOdl0Qgt3Jjb7MdtmC5u/8hW+iO9dBVQlNE4PkqibUu4iA7U1e2v9dIDgQEGcnCHKERyfIclLIQCSiynMzqYGJhW4Bc70YOGeGak8XLRxNIQz2OXxuqOYlto2e9TQLHtepKeZrjtYf401/9ncZNVuXa2iesL3z3R/iWd/9Q7AubFYdjg/mOdvMct9wD2UwrIcOWyGm70YaqIJHFRpiEC0IJl1aBZxYOmQUxE5rBpg1sGogb8capWM8d+SnuMmepUM15hMJyv5ig8+av48Xzd3PnJkQ6oNK1Hs1yr65LZ5/8BGev/9BloptBOULDz3jsnGJroV97+9+B0XvXKRcwyX8Gs9BldPGT4csj38uU2j09DHMub+ltpHHB971cb744Jvob12eYoiLsXf8zvt4ybf/GJqaf0pKveFTCi7EINpAdLzt/W9cYypJ4qgFJAQNdqwVGt3MucGzqqFOAXKkZkyQjEYtwzpjWLld1Awdd6QaBUu/ydiuLe09+ZV7XnLlBuoq2Hc/71sJw4IFBtwqp9moMorZiqceanhaz3NnZ42nFGdYLEagSjaIF61cdpSHFtFOjhZ5zP4Zje25vCdUDToYxXR3WWMrz9x9IzjZgRMFR7aWuGdjH7+68VyGIWPNG0r1jIg0DSfCU5zhjuIMN2VrvHr54zxt9QQ3HThD56lbrN0FZ1+yj/CUg5hOh/d+5//lr33eP2dYXgi0ufL20//qf/PXn/VtrL/iFtzf3OBvv+QP+by54+Q4jgfPWd/jk/0D3N0/SPnILPmphrmHS9jYjIV/oxG0NTl5An0S2lsv92i6QjNvsFWkEOSzFVnW8LQ9p5jLRjgJ9EyNEZgXS0ccM8aBwnZw1Br9yVAzHihX+dPTt/KRBw9T3T9DcdbTLHQIRQbW8Lqv/dxrNo6Xw370ff8Gm9mJukUrPzetsLCLojFdxNc2QwF2Isut/9mBLF9KRCY7/PzEpUen81vv+H1ef9ObqK7hvP7XP/+7vPpf/DSmAetB6uSvU8Ac/+nYj4uPC5S2OzDIpCgQaBs8BM94KEGmsobRJ4Oh9tFfT4NCSuzsV3obs4s6uTiCYk3s8Dr0hkGTs1EX1AnR/uKDr7ts43LZohnnHP/9nv8QKRrj+HhqFZXymxOEzpwXTZO2c59zOye3s0i3O0GWIfGWu0i3iNuchZkOFHGl3vQc9XIHjGE0J4xWHMEZhquxKYfvBfxqwHYaevMjZouS1d6ATIb813u/gA8++o3nrD6vpB0/usYXvP4H+N6ffBeuFPwoo97MOdZf4MHNZc40c/zl8CbWmh6nQpeNJqMOgSGeUn2iFAV80kI1GFr9ACNChqWLiy2FU/C8aGFRIE+LmADM2pJbsrMcdqfJaMaUC8Uw40peuPAQL1v4FIeLdaYuNpk0dG3DXOF51r4TvOopj/IDL/7rV238roQVnYKf/uR/+PQ7XlBHOVn7UzgnWG7ffwxkefrz5wuYZervTyHM0irKp/2qYcPrD38j3/uWn/q0p3M57aHjZ/msf/Qf+MH/8ydAahTZ8pebNmCWCVXDTwJoQpvy2+V8p4r31MfOUy2q0XLi2uB5Qh2KxSRlPUEiYilATAOOmpxhk+GnkApp/T8GcIxCDrrIP7zzK6/G0F0xm8k6/KO7voczzRx/Xt3KT258Jg/WUY0nE4NBWet3cac9e/euo88ZMnpaw8YdFnWGkFvURv1gii620wNrYxGVKDoqMZt9ZKNP92yD1AH7QM6ZY/P89j13UeP4yOAQa8GyHiylNniUHEchhkWxPKs4zh63zUvn7uX5ex7hlj2nWXraOmvPDGw8fwl/635kaYn6fQ/xJfu+nh/4z79yVcfw3o89zBeu/D1+9r+/h7UvP8zcV5zmTc/9PT5//gRdgTUt2QgF95erHKmXOXrPKtXpjN4pCMMBbA+jkhQgrYSfEcgddAvq2QyAcskQnDI4DGIDznnmipLcBj5z7gH2Zlus2D61Rv9tiLraQRUjA4I09OsufpST0zAsc8ymY+7hwOIHTpEfXcPUDSt7ZnnTv/1bV3UML7ctri7wfb/z/53Dljin6A9iQL07+d36ih3d/6Zhy6sXD2yf3uaLlr+Wn/rOd161vwnw8fuP8aKv+0F+8Xc/gm0mPtlqRJpbgCMWWEYHKZ6kfpR44Jr8OTKWpBuvNYIQ6unQM4IffgedDkIwlJWlrMw5cVilhrLJqZqMtpGakbYLIFgDgmXbd+naW/iig1962cbnskoavOdX/uzcG/80zk6C4s+HpCW1i3GL23Y2WwtZVMjYcSfrxmAYSYSAIodOHtcdTmhmMkJCCIfLJlaAZ0I5r/gehI6nWfLYomFxvo/LAjfPrbOUD9ifr6MIa+Vv8dGHb+aWxW9mYeHKtShWVd70hd/PvSe38IsFJndkfUc1FOrtDiZXHvArUXNwNk7S58w8zDF6qAyYCzW1eEKAGZPFoBnFqUWIqhqeuBy0GLoaO+3UEm+SuSiLApV6Toe4uhOBQhpuz08xCjmP1IsMKWgntDPK02eO8bTeMU6Ui3xo+xAtOoe2CF15xcbsatrv/bc/vPCbbVT1WL60RYcvGBN/+oD7HFR6OmA+D7VjIkGXHqcC6Hf93J/yrne+j7//tr/B69/0+Y/9ty/Bmsbz+v/vHTxyZpNgQWzkv41F7dPCLSTk2SMRaG8gONC2CC+CD7SFJtj4XEJMn0qShwneQFCMnSDJMVWnWDstHSVUjcFIILMeY3Q8VKpC6R00ltwomavOuTzbzbVD6y+n/eojf0xJDMy2fZdTvsdTqTl2KmO9gc9evYeDCxv82fpT+NT6Po4vOuyxDFDKlQ5ZJ8duDhDjYG0j+m6nEThpBpH7PCzRhR4Lnxqw9ZQuPZfRv0N48ME9rB3sMmtKbO8EGQFvRiybLqIwl5DSO/NT5NLQtTUzpuTezpB7s5ozrBLsPPO9jOxIAWfW+c1/8PP8xtt+lbe+42v5os9/8RUbt7pu+DvP/zZOPrpGfedN9F/tuO1lD/DlBz/IZ3ZPMSeKBuGsdxxpFnioWuHd9z+VNSnYd7/izvRx60NCXcdCeGMiPWOmF59nGcFAs9ilmhV8bqLUnFF6KwPyvObAzCZdU9G1FYfcJkumZJ/NyUSoVcglSiI2qmyFwCl1HDczbJVdDjXbnC0WEW+QUTV2XWdPnb+r3o1mv/QD55eeay0GbztSUVMr60joOIezdSWlJS/o/mOG/p3f/2v8wg/+Bt/2jq/n817/WVfsa4xGNV/6zf+Z01ujSMWygCgmROla31I/x+AF4OJr395eGkl1VbrDX0urqoES5bw0Ah2iGJuGWVPbbRObmrRhYlBDWRsy67E2TG5pQKNCUxcYCYhrcHmTeMzp+wDHR6cu6zhd1rz5y94wlbIci+U9FnoWU1KSuUkzkvjhOGJFgeQ5IrGtaFyFZ9DtTPZ1Fp3tjgPm0HXUCx18L77e3u+oZ4SQG8oFaGYhFEozF5As0OtVdIqam2fWWO1sc6DY4ECxxV67RW48hQT6W9/H9qOHqU59DcEPLtt4ffAPPsHfuOOtfMHeN/HQp45hqxppAnkfTKMUGxAqYXC2Q1MbHtxa4sRwjo3Q5WPDmwA46bush5ygMMSzHWIhTkCpacZFEFHL2aZhFxyGLg4zxULOBfabwCwTIXcD9EzF0/MTPCM7So+dAYMI7O+s8drVD/PKpU/gZMIB3lfsvWxjdS3ti9786vO/IVN9mKc3p4Dw/DSMJ2Dn+/zuQsMLFK3AVBw/HWADLcH9J7/zF3nN/jfzL//ej1/W7ph/8qH7+atf9yN81t99O0dObCY0N32F1pG2tIzEiyM9Sp3mXZKga7U/xafzSuh0PMGIQGs9JZCvEhU2dtAPBd8YvN/pknwwjGrHsMzOeQ+BSoXtqqCf3kdjt8zbewcv21hdS/ubt72SzMfB3Os2WBkEhlXg0J6Gu/aPuD3b5rA7w94iUtU6m0qz4Dn5mY7+4S7VYkboFfHi5oJ0u6jEIBxN2vxVgzm9Rb4dKDYaeo8qcx+33Pfxwww2O7x363YeKhd52HcJwNkwjGtQVRZNzpLJuSNf547sLC+auZ+XLN7P5+6/l8PPPUrzvJLTz+vRf8Ze/C37YXkRWav5oS94O3/1wNfy3d/3s9QXKE6/GPvj3/gQr7v1Lfy1fW/ihHdsv/J21r/K8NyX38OXHfwwzyhOst9aLJaTWnHCz3PvaB/vPvZUhmXO4gdzglGKo1voYAhVPZWBMvH17AyaOZr5DuKV0YqlmYFyD5gaVJSbZtdZ7fR54ewD9KTGiacQgxMhw5GJ0mjDps9pVKjUsh5m+NTgAO85exsfPn0Iti3lQqBZ6o7P767nH75sY3Ut7Wu/5zxZIJ2mYexEOMbZ790BM3Bukd/lsN33i6kbRvtnW3BxDHIr/+7v/jhfsPj3+P63vuOydn39rT/6BK/8qrfzeV/9Hzi7MUxQ8tQ3TXQ48ZGJNaZmpDoTaP11OosWdW4tMB5WDSb66/boKoQmKmq022Jh4M4mUwCNjwXevpnWbBZaCdxRMGxUHTarYiyaoijPW7jrso0VgOhl5h80TcNbPuvbuf+DD6Yteg6ybJxFW0R58lXi6BiJqPN0MRNE6kWW7UDQdKYTg+iEolXzBaHjwAjBQP+gI7hY5d0GzBilWa5RA93ZEbOzI5Y6A+5cPMmMlNzaPcWsGXEg22BOKva7khlxFMaQ4/AEmiAM3YtZWvkJnJt73GMTQuD9v/UX/Og3/jTHHzgZFw1ZhvQ6cXEwP0szW1Dum2G0aOgfMDSzUK2A7VV0VkYsz/R52sJJbps9zZwd8PT8BCKwxw5YlAprIEOYlzwNU0Sap9s8VFM6MIpSBU+JHy8MIfqKLTWMEqcZJgyA0jvurVYZENUDLJ5CGhokYoMKL1h5O89YubF5n9NW1zVf95x/wpG/PHrBhaCxQgh6EUHyuYE3sLPYcPc+uxHm9reSIr/xdzBTQXaLdouAmHj89n1jMJnlBa94Bt/+I2+k0338FfQhKH/0vnv44Z9+F0fPbKFOCDZmfIIR1CWN+5zYFjhl1NRO/TOkz2hElrN4jsEqagGTlGEyGEfhTif3GlHEhomzF0ACxuoYZAdAFWPD+LSnvZ8RpcjqlNrTKRqkpH2VH37BV/NZe+983GNzvduoqfin7/kX1DOPUpia1y5+lJd2hlgRTvmSD4xW+IN77+Rkd4azOseZ/ixn7ltm5j5h/v6G4uwId3aIVA26sRl1+UfDuHgJisz0sHOz+P3LUNfUiz20m3HspRm97ohDzz3GwcV13rD6fpzAbdk2uQg9DFaEjuQMtGaoNeveUeK5p9zHRsj59ZPP5OjxVdY/vEzvEZi7b0h2ug8bWzAYEEYVZBZ7xwov+bLn863f+hV0Oo9fySeEwLt+5c/5qe96J2fuPw3zs/j9Swxum6V/h+GWFz/KC2+9h1fMf4rDrmS/zRjRsBk8d9cLfLR/gN868QyOnFjF/+Us+cnAvj9ajw2+Hj2O+ii3Ks7FIsBe7Fjb7J2nWejQ3+doZg2Dg1AvBuz+IblruHPlBE+dO8nz5h7hjuwUC7ZiFsOMsfQkp8HTaKBWT189D/UXOKZd3rV9J3/88B0MPrnI8kdqFt9zBBmMUGv4wV/7Fp7xoqdeuYl2lW00HPFVt/0DNk5snutb04/eWCG0/ZWnkeZIdL6M30amjrkzS/hY9SmCJJ6BTHx6+88asl6Hz/6iF/BNP/i3KIrHP6+9D/zGb3+En/7vf8zptX6MkZyJftomfy3xUQU0g2AEHPjkrxHQ5JvVtPtq3Ne17ynqGAfhOvbXE//d1pcAiAmI1R23KwhYG3Au+uRxjwiUTBRjfGzXYaLcnDMNzrS3BeXHnv8t3Dp/80VdtQvZZQ+aAV5l3nCevySYzBJUYgHf7snZysWRJlL7tVwsjpCpO5+KwGwPdZMbfr3UQTOLGsE7GO5zBCv4QiiXoOnFi+ZXazCQ5TXd2ZKFYsit82fY09nmcHGWZbfNqtliwY5YMSNmjTIvjsw4HI6RVlTqWfeeNXUcref4s/7tvO/UXejWIbrrS+w5kzFXCuv3rNG/+yT9E2dp1rZil8O62Sm3l0X+NkWOzPbQXo/y4CzNXM7mzYamJ5TLiu9Cd2XAzPKAA71NnrlwlP2dTWbNiJvdWURg1QxZthWZRIR4Xib87yg9FNk4bTfB2FEwjLdVGhjFsr54HYi0pfUgNGmrTMGGdbB8qtxPhaEwflxwAsJ8dgtf8pSfv5RpdN3Zq+zfOO9244TQ6AUbjVzYHk+wzM5F5+5gGXY41fbnPHawu3jN7cpHWsTaSPyNSVysjr+Ts6izFLMFy/vn6c536c53yIucEyc3WNsq2SyrmMuIZLLoLJ1Ex5uc6Th4tsRg2ab9THK+bbBsAJuC5OSsU9M6gkvOuU37Ze04aIQ+xiSzVBTidGqIFLGKMbpj2FTBuSmpRJ3cjwxKJ2urXmTH5+5aOMQ7XvKWx7imN5696c++iiZJlN1WnOQtKx/HquUTD+fonoo10+PhaoUPbB/mY2cPcuq+FbqftJhK6B2v6ax53LENZKuPafo0WzEYVO/BWezKYrygvRgwlwfnqXuw8dSMmZv73PyCoxzqrPOqxY8xYwKrdouOKHtsXK7PS4eSmqCBviq1eo77Hid9wfs3b+VDGzdz4u69DD81R++Bhu7REjsoMRtDKEt0YyvSIETivWSmoFjtsfyUZWYXuuSzOS7LOP3waTYeOsvg2Ba+X0HmYLZHWJ2nPDDD6EDO4FZl9ilbPO/2+/nS1b/gmd01lmyGRehrTV+F++oufznYzzuPvoD1o/NU98/ReVRZvLdGzm5h7zkSm2jUNRg77lorK4uEuS5hoctoOaN/U8FwVamWFOnV2NWS5+4/ynw24pkzR7ipOMNzOidZFEtXhEwctVqEQKBmOzScDBn3VCt8pH+IB0/t4/6NZU5+Yh8Hf3uLzscfHc+BF7ziM/jXv3jlKIjXwl5l3nDegNk4Q9ilsrET/b2cIdH5ffyOgPk8dFVp5a7MxI+f49Otid2OjUkiCI58vsPy/kVml2fIejl5kXHy5CZrGwO2yzrRkONx1UFwghoTg11r8A5wEXTESgQzXPLlGW0t39h/T/y1QJYYGYWO6USh9c+SwBCjE7CD5JONTg2TIiZgdhGHjVEyV0/dzibBswWKrCaznsw0ODv53Cv3vJB/8oyvupgLd0G7Im3abGbxTVsOGVfSmlQBxvHAFCpGlo07S41NFTqdODHaIBtixXZaVYlCyA3NQjcWpQC+I4wW4902ZFAtQMgBJgGzzRqybk1mPMudAR3nmTND5uyIHiVzdkQhDYVRMgxGYkmdEosr6nEFUpzYPVfRy9Z5WC3rZ0u6Rw2dM4GZ4w35sMJi4+ROOYMdHYd8QE1AQoBRhXS62M2KciGn2ATfgWxb8J3AaLNDr1eyXRQ8PFxmzo3AwaPNEofcGmdCB4uyZCpEhE0q5jSi80Gg1gZHRPGtGiyGkshpExEKLA7DQJux23ACexw0QTgbdNzwR4DceO7qPEqjhvvrFeox51nZ03n25ZxS14WJkZ2qGfFUI0f3CQfMnIscM4087HrjsT5/voD5vPvv+txYbSP9U2UnBKuMBhVHHzqLOhODY2sJVqJDtQZxkn4K6TGke0ACVYymZiKJ16aWyIkTwMefkKRHUtMRDRozk57ImWuidJaY6MSp28BZ4t9pX6cT1CYiHdHBSmyAEhTrdqJHTeMwohi7M3gOAoMqw4iS2QZrJ13EXrh8x4Wvxw1qTZVBEefOHtdn6/QcK8tD7rplxEAbToWKrdAhE49Zh+W965xcmCV7JMN3cor1EeQGugWhH5BujQ4G6RoHwtlNzPwsUlWIM+QntjHLPXonPBvdOfyHD1E8v+G9G7dxoLvFvJ3nOZ0j3FdbDrmaDR3RE4cTh5VAUEsuI/baIfOLn+K5sw/x3pk7+Itbb2b9niVO3z+H6ffonVqgkYCtPW5LMdtDzNYIO2wotwLH/+Ik8QcscW4XGc1sh+YZC/Rv6dIsGOpZcAcq3FxDttDnr+x9kJcv381nzZ5kxTo60mWkFUMNrAXhWFPwwe3D/NbJZ9J/eJ7y7gVmjjfMPuIxZ7awJ9cjuLM9ApLfsBZyh/YHhJuWqWcd9XyG1Eq1DGa2wS5VFC4GBi+Ye5DD+RluzraxROESJzY1tlI8ypmqi7V9tkLOJ4YH+OD6LTywscLwdJe8aRjucXSmwKkXvuLyprCvC9u9So5PzhMwk3z5FaBhfLqA+QIfG5tC6tK0M2s4rZRk2uAaqu2SY/efgofOoKkiLmQuAoxpP5mqDzE+xgb4mGkjCMGnP5lULsQDokgTA2NCAjkUJOkvi6SmJVnUbsbGIFkQ1Ece83iIG5A8UWHQSZ1KOnkNFl8rxgUmSkdQNxnOBKxrxttEYi3MoM6Q2rLQacbgvKry/JXLnxW8IkHz/3z0x3jzC/8Zpx9dQ03SVz7fhMzPEyxDTEl0igm6rBq3FcUkgBbB9zJ8Nx9fjGbOUs8YRIUmg3JpEjA3eyNy5DKPK2oEZaEYMpeXdKVkf7FJTsO8HeFQZk2DAXKJWL9BCKnQLaCEEEnoteZUIaPf5HhvxjJZaiKPOvQcpimgrKBpUK2mghImXYvqJi4syhI3tLiyRjsF2SByufMNqFaEzbMzzPZGrLsej4yWua13ig3tYVBuyc6wpjlWlUXi99+SmnnyeG9AacTjdDLmHSmotE6FguAwzJNTaqCkoS3MzExgnwilWs5q20wFFMFK4On5KVTh/voAS92/ykv3//PLMpeuJ/vZB3+Uf/BZ386Zo+txw8X62N3IwqdzotPW+przHnc35WmyfYJQp7Tf7sVrK+u4IzcmrVvb+V01diKLRSFKkIhtkbqOaRt52vgopn2cOli77vQxoDY+UjhQxoUnoGgDOI3OnRS8QtQDzTQiHO1rp+ncBDwE/PiUVIWmNjFIdpNB9EHwwZIZEDe5mbZupvQZeGUuD7zmwHN4y9MvwG+/ge07nv09/LsPfS9z2YM8Wi3wJ90Br5Qt5iRq51g862c7HNSzLN454MH+KsVGwyPDFTpHoJ4RMPO4032MdciZNSQXwihdG++jtNpU1iuManqnLGo9m9ksx44s88jSAvs7m7x05QH+YPvpPKf7MI82sGJraipmJSfH4iWwJAVDbSiyPvtMxcHVv+AlC/fxwaVbeN9Tb0O3HU3fctp1WG1Ktgcd6jlDsT2DG8UmN/WWQ2vBoHg16EpAep6s19CbPUuvO2Lv7CYHuxvc3DnLZ3ROsMc23OI8hTgaPFuhoq/KZoATzSx/sPV0jmwts/mpBfoPzjN3pGHmaINd62PPbKGjEh1VUaqvZXE6E1HtPcvYrYqtw13qHgwOghuCHKiY74y4bfk0hanpmZJVO2TRlMwbh0Oo1eCM4DWwHUq8KTnrLSc2l3ES2Cg7DNZ69O5zrL5/m87dJ1FncRZe/YYX8aUXqtu4ge3HP/y9/NNXvY2NkxuffufLGjBP+9Bz3zqnRmX67QmqyDgTOH2sabS5DaJ3/R3RxA/2sdBD2paqCYKd+PT0zESkQyEBFxqlPW0CQYiPRsA3CQBpIm2jrTlRSQG0VzSPLbbVkKSSiNxnl0ZGZOyvx6BNUFTC+LRRCLXB2AllQxVqb6h9TuECxk3X4cQx6Nc9Bo2y2qn5kkMv5fP3vfDTXKsnblckaF5cXeCrv+sN/MCbfhKR80ygTgY7WLbJxkoZu4KKPI9OJR1DAb/QRZ0ZT4ByyRIKgyDUOYxWY1oYUar9DRjFOk/RrbAu0LMl+2b7dEzN3mILQZm1IzqmpisNhSgFhsyYiM5GliOCwatSYxlowZrv0m8KhnVOU7tYkZx0C9VAKBzqPGJNlNKzluB9KkWNpiEgTRPPvaygW1CcKgl5RtcLPoc8WHzPU7uMM6fmmb/5JMfLBbq25qZijY3Q5Wi9wC35GTbUxkUBnkygrzUzkmElSrc0eJxMAudcMhr1RFZyDKg6YsnVMJrugynQkcABFYbBsM6ki6CNMRRPzY9x16F/c/GT5zq21UMrvPbrX8XPfOcvXMSnL4A68AQC5nSYc6zlMU8OGB+nkYndf+u8DlfTAlXGwahO+3eZOFsJRJ7xlLSQBsBqLBCBHYiE8anFepNSfz6m94xGCpCQEA3DhPqXpFjUC7gYTAdRxEYPqrVAi1gkBEOdTsbBJ1h7vC0qZ/g60TXaqm2ERoHKkltQ2+waZ2Grsnznc29s+cQL2eG5vdy18GI+2pxgo+lwamuep+dn+IwCtrYN/b7lRfse5lSY4f5yD0NfcHx7gZm6gduUM/MFi5+q6dYdbFmhRQbaRfIqdrozShgMMHTjsHZy7FaJZobe6Q6DPZ4HH9lHbzAgHDT8+pG7eNHeh/io3Mzt+XGGWrLPlJQ6YtZkdDAogSJpEnekZkkr9tt1bis2edXyJ7l7uJ+A4EyD98IpP89cNmKj6VBpznaTU/nYjreQqHE8a0cs2gHL2YC9+To9UzNnlRmUBRuYMx6DYBAaVda1YaDKKd/j3nIv95er3HNqH+/72NPINmHPpxqyLY89vYlZH6BVhZZl1LAOPqbciySXOtPDZ4btO+bBCOWSEDoBDo8QF1jsxEzoX13+ODOmpiueXIRMDBkOI8LIG1QCDbCpho+WB7iH/RzZWmRuy2NQijWle/cpSM3IvBfe+va/ey2n3xWz2551C8/6nKfzx//riXWOnMa0LsoeI9P3WAHzlAM/96NtkJwQ5nGlUVu82PpAUiAaUmZu6ogxKE77i6aMn4xBCk3vqWHs3yXEeMB4CKIYjf7baMzokSXgow2OgyCNojmIjxlChCSTBLgpEMZHYGXCa45ReotcAwRvI6iYhbGvBqX0BvE53dyjqSOxs2nkVDg7ynnTU7/sQlfokuyKBM3AeaqWFYoMxO7kLLdWFDF1MD2pTEScWyKLAmoNYT7SNkgTZ7Ani+ljwGfKaG+cWCpKua9BreJsoNOryPMGK4GbF9cRAivZNnuzLax49rpNHMqM8bgUOEJUnlCSIoUGGoWtkDMIGcfqBdbqLhvDDvXIYZKOITJmb8R/LgbNY/7RdGubtDKUxkc0uqpwQ0u2UeHnc2aOw2Cf0nvUsHVHYHu7x4mTixw6cJYHBqv0TMVqtsU6MxRNw83ZGn0iur+SJm1fazo48nROjcaJZjVeDycWqyYpbqThF6FHhlcomazqrMCcVWZVOO2FEXpFOu9cjxZ8+PQ77bDHQB2m3r7wx6ed7AWO81hBd5ulmf5ju6kk7SLV2DRvJ875fEjGWMmGGCCragpoU/zeBtQtupzSfPh0uCYGvq3IfXTI0a/6hEiMG5uYCcWjlS5SNKYeAaljoBxl6CQGzqJI69nUoJWiNkRwL41DaHWipwoFFaH0gHfkWcPutfuT2ZqpwiclrkXOnCxY2TNkftazHQKBASdsid8UbitOse85Gzy0vcLWxxYpT+Zk2xaWZ3EuRzY2IQRMU8YW5wZ0VCJFhm5uIwuzuHWhmctZeMBiAgxMl9C3rB8Y8edymGeuHGXNz/C87gOUalnWikbL2MSDDBHFiqEjGV2BrngWNKCu4qA7gmqNT0HuQA2lRhrRKGTUalKdh9IRyCRESp4oXfF0JMI6Tkxy4bGqf4iyEWpGxHvAsXqBh+pl7l7fz7sfvoPt7R6zxz2LnzSYoad48DQ0Hh0M0FGS4Aw+Fru3fNTVFbAmtsvuGDZuh2ZGMXMNttPwrL1HWe4M2ZetU0jDs/Iz5AI5Ni5I0+/ZmJp+qDgxnGXoKk43c9zd38fdZ/aysTaLO2kIWZPS5u3FfnI77nARTage/5BMMNvJpgs4jQsEzGPK324XLlMXyUz57RZlnvbNuuvzrZTQ9IVWYsDc1rSMv3m7b/StpIBZ0w6tcpxoRJfFAVXM4FugaQPmOgEkJL/qgbz93TA5SCNTCHNEtNUw8deYFA+FyXipwVeCtQpJcq59a1hbjBhyV09RPK6sXbGg+bV//5X80tt/g6P3n0zFRhk7ksfpYptuThB7buxQ5KhzO6Zl6GZoJ4v8SYWQCaO9Oa0wn89hcCAFzCYFzC6iSp1eRbdTE4DbFs+SW0/PVNzRO4WIckt2FkN0mGOUGZN0JwSPR1GGGihVOOu7bPoOj46WOTWcZzAsoHJxBQZjMT81BrWp2MP4+Nz7nT+1ENE9Qoh8zlEF3Q752SFlYSkqQ1MofsYxd6+w9TTl5OlFik7F4uKQD23czF9ZvgcrgdN+jq6pOOA2qRDOemU5IWojGrwGupJNgXORrtG2cs7J8Ko0UwizFeipo0QJUU03XUJhj4sBzakQMy77Fr798kyg69T+9nf8dX7zHX/AqUfOxA0XiFeNNbHF86dDkS9It9gVrJ5THDgJxnc6411B+vm41rv3OZ8j3vGaCcw8/X0VRDVSl1THgvaYiY/UKRknSVF1y6MzJmk0O8bpPusjACEuIhia+HySAmss4zQgLv2KmnTjcGncVNAqIOOCQYHUCpspveaQ0GmTKr+nx75uMlQDeeYxRvgXz/rC812kJ4299Tlv4C2//35mZh9mzoz47cFtvGzxfhaAQjJqCdSNwZ0OfN6hv2Q9zPCXowNsVl36+TzDvULTyZk5XtB9ZItsmCGZQe0c9AdRJcKCX9/CzMxAfwhFRnFiSNhb0DueI0EoFwtQ4eF9hke3F/nCWz7Oe8LTuTU/xS3FaR5sFnl6dpp1lA7CjAlYGdLF0RFL12QEAgedohrpJUGj36pSrjlojcOiRD1jJwZLBAliL1VHOx0q8dTq2QoNpSonfI+1ZoEjfpEqWO5Z38uHz9zMoxuLZCctqx/OMB6yY+sUp4doE9C19RgYNU2cy6lVNnmOzM2CFTaevYLvWkbLSj0Hcwf+//b+PN6SrCrzxr9774g487lzzpWZlZU1V0EhFgUigmIrtKKoIGCDtIri9LaKQ9uDrW2jaA/atv5a325tx1ZfbSdaW2xkEEQBgQIKqCpqyso57807nzGGvX5/7B3DuXmzqoCixvN8Ppn3nJhPxI4VK571rLX61GZG1E3MQmPIM5onuaK2ToMYg9BRkXfqDQNraOqMbTtmPTP0w4TVuIMaKgZJRG+jQe2+iNm7Elr3biJRCGmGyjJ+5Fe+5fEcdp93/NgfvIlX7n0DvfX+Qy53Sb7Kw0JV/ubs7eWJkcs1pRLx+y644+r83MFVpf3NmWTtI/VVCSvWER75YeVVKqQ02oU/VbHjBavsc0GUBdHimpJ4LbOY3F4L2jhywoYQpJBqXCQwhqzhtq1TF+gjwLHTRTiRkhDJnVxRSOqIj4JNFt/QRJdHnvl23WFoC/8q/z1xGpCklkYtJTTwH7/gdQ93AT9rfF6qZ1Txxuf9GA9+qszSzR/GKtBIVHMnJH9b8qyY1Grk4WbBPThtu0Y1LTJtBcSzkQv1KsW4C8Ml94CXAMZLGbbhdBKtzohmO0YpONRepxPFaCXc1r2fQKXsMdvsDbZQyrLfxBilaGGo6YDA99WLJSHFci6zjETxqfE+1rImf7VyI5uDBicvzsN6SLAeUFuDqAe1ixnhIKW2FqMGI1Rv6MoNDUfY0ZiJXr/GoI1B1evudy50IQxJGyHJQgPRiu1DARLAaNEy2gcgHLnyAlE9Q0R42d6PY7QQqIzrovPMm4FjkxGW/Klzfoer0ZzfyBYh9BKUakJZXpquvN3djTtk95q+nT1/hwke3fIuT1R807Hv4WLuOFegjHfoHmnr8J0MRDlx4uvk9x1GdTcnuOrsKoWqGtNKmbkJfZyPguTVMDC6+CyerRZjfGUL7atfuHmuVJF2WdWBr5ChfBUN46tnaOV0cMqF+FxpI1yIT3lNsw/f2RBXTUNwpep8AxIbUejkLNb3gceFAf36eUQQZLIsXf6gqCT+ucXcA0uHO0rW4UzSh772B5mtNXg64Lv++gfodbYB4XBtle9b/DAzJuTeUwHtPX1iI2zYiNPpLHeODnL7ycNc0A2GG03WT84xdyc0Tw6pr4xQmUUurMJohEqGrvkMCqII3W64Jh7zXbJOjfFijawV0N8DacPrjJ/VJxHNtfMXuGHpPBdGHZ4/ew81nVJTKceCZZZlhj1mwIIe09QZdTQNFRIqZ88srlIQ3i1R4LvmKTLJvEbeDYzEZz7lzaEE6GWKTRtyfzzH+bTDiXieQRJx//ISp7fn6I1r1FYU9bsizFgRrse0Tw1QqYULqzAeOzlenLdDLu9tfWg/thYQ72kxPNRk/Qss8ZIQSMrivh6HW2scaa0R6JQv6tzHgu6zYIZogQNBSE1FCJYUy2YakjLkgmjujZc4G89yLp5lZXmGD164AvPBDnveu0Z4bs05TUrxv0/+AmEUPtZD7HHBy7qvY+STL6so7PUjxk7nOKdiP0OHGS7VLwNlGR9K57hqo/PCCNV/yttrrZGisoYpEgElMM5Oe3mHGO2IDe0SYMVoJFSuzFxIWfXIV9UQ7eQbNi9B52279U6x4J1l7e6trOFICDFg6xQO7iX2Wknx3esqnPOuiwl4CrwizQCUYDToKPWckJ04/Z96+Y9/ZpLHzxCfN6Y5x9r5zUsn1iPPPFM6ywDNugtbgfeWBakF2EY0UZ0g7oakrSA/xwxnYbTgH5MG4vkMqftdtRLqbefk7WtuMlMbIShubJ5Gq4xIZSwG2ygFczr141Wo6cAbWbfdMRljC2OBRBQXszYrcRutXN3i/Kmct113TJvXCCncQPcOi+ucZZDYljeJtYhxmh6lDGz2YH4W00/IWiG2FlDbyBgvGKINTdKxZE04f3aOfVesoY3wl8s38dK9n0RQ3DE+yK2NB2mpmAxYyWCPzm9gYURKXYJiHMaSuuz0iv1wdakV1jvJGoXSirbUiAViJjv+ZemJp43T3FvfrXuWQuxDMA6XLv7ZO8zF1132tdN5riJPvN25TJFwsss2/JgohsbOXYo4Zk5ymY5yCSI+kcSxw17WloBE4rv5+c3nyYBe6kklMVABKgZbcw8SFQvii7QoFBI7w1u87CVUrJqCREFgy4QUAVKNMuIc8SI6qbCxIdAWwsmH6PJw+2njNI8Zk1/pQVbDxgG9VHP8UEJCQM+mjFWKSoW54TZfeuVdrMRt3hMep3+xTdIMiefr2GZE89Q2qlFDSYqlCZl3WpIxdiNBz82ie0MkMjRWDUMFM/cpsMLmNSH1d9YZH8y46/g+1u6fZ+7IJm9PbyRSCc+df4Db+4eZN336tRVWwzEtUuZMwj4zwqCIfDWgAE1GWWYzFedAj3Es21CcnV+TGlosY1xXvYEEbGQNlpMuZ/tdPrV1gPvWl9iOG+gtRf1kwNwZRTAE3U9pne6hMoHR2LXITpOixKhIHoJ0tat1u4XECcMb9mDrhrgrxPPCfHeb2e4AJZbjnRUWw20OR6uIwJwe0lGamcCAKBIBpSxDmzJkxJaNWBt0GRvD+WSWT27s597lPchqRKBT58jnEKG/OWB2aeYxHmGPD5LR7kTP5+Yw59MeYo2qw7xjtV23uZvt3u3zxHe/bu5H7bThVfjooEhOkJXraqVcNdw8JzyvYKSdH1PITm3FXvvIoo4hq/lHyRiylivVqcbeXmtvr32lo0K24RO6i3NVyEhyhkM53Yfyr7Y+BGQFbGwIg6zITcl/SyqWsJKz9Wjj8+40v/mPv5/ve9Gb3ZcogkatcETLozBIs+6dR986VwTbqSNRWVsYYDwfYSNTRCkG84rxrHKvQFqI5zNsC0CoNRLq7TEiirlGn8VGH6NhT7BONxhgFBwI1gmUpYGl6S/MjKoV5JRSiqFNyEQYAWPRLKcdRBS9tI5CnGYvh/F1XXU+gP3VrNZdBAomsjKwBUGlKRIGaCvIcIyqRQS9mDgyhH0h7rhN1y8q+odgPKixcbHDzNI221md9148zvMX7kNr4QPDo7ygcS+hts5xtrBPl/sakVLzQ0ApJ0GxGELKkL9B0BKQ4ViZPFGwpiC0EQMSz8nMENVf8LkMlScVfuKPfogf/cqfqky51KAWN3LurLFz8Z2GdJfEkMs5zA8ny5gwrDn7UNl+laGoLJ/7vFVnuWRf1SU/I58t3ml2lIRLmBXtg47W/1U+OcU7xkXWtXUvu55UKJIBVeqWE5xRtpELoctYsDXKF+kEJJRibOJDfWU40JfCMOUPsqm/KEHlFwmkmcs3MJFFaViqN7lm9qnR2fKR4HXXfhe/d/I/EIQZS2zz1tEhvqT1AA0CJ1dTsHm+wcHFdfYsbbOZ1UjlAC09ptUcMjisGc8GzN8NWd0QNBuI1ijbd7WS09gldqoMGQ5RSmHOJWT752ieGEKWkS51mf1EH6UN9ZWIYD1ho95ha73NzNw2XDHi9OYcxgrX77vAn5y5hRtaZ7mudZ7DnTXu0xmzKuFQ0KNrMgKVYEVYzwIyNBtZi4iYno2o6SEXkg51k3DfaBGjLMvjLkmm+eTmftbHLU71F51TsWWgp2mfDDEDRW01JeonNM4OHMU2GqP6IyfDiBNk7Ntki/hsV4WqRehaRNapk+2bRVtYuVGRzChMT+geHjAXDdjb2GZkA45GK8zoEQfDbTTQ0AqDxihNSspGGpKpMRdtnTVbpxcEDLcapCgubneQE01mPi1079yEOMaGBpVa9uzrPG0cZoDv+5Xv4Ofe8MsPucxDSjQeaeSwWH43+64unbcr6VEuP7FczjoX1Y522XaxrHeKVf7w8X93daTFdVZVlRyVVGGVRWldEB85Oawtrv6yUl6C56Yr69hopRzRId5e27Eg9YpTnNtr/90lFIo/FFVECiV/hPkurwpHdGjf3hslpNbR20HgGlZd1V4g1J8/hxn4/MszcnzjLf+S7Q3fgllyhkdQ7RpivO+uFGSCQkhmGo51Lt7QLaP5WlExA2B7vyZpuyejaGG012Lb7m06qKc0ZoYoDZ1ozPGZZRphRkDKDa2z1HVKmyGHo1W0UuzRCTXttMxN5Wob5y2mexJjsVzMDFtWc+94ibWsxd2DvZwbznF6fY7lXge1HKJ7hsaKIhgKzfMpJhaii0N0YmGzh0pS2NpGrMUOd4SLoghtNIQhOgqRMHRNXIwm3t/GBoakqRgtBQjQv0KIZ9xLxvyhDWqtmMxqbpw5yzNnT2MUKCzPb9xb3Cshiv3Fm5m7maJcU6582ARN3TvTefZrfhmM35BU3aeZ/0bQ+LJHbaw8mfA1c9/CqD++ZLry5UREfJm0ijHetabzZ+Iww2SFmd0c5Uoi30QnqUtkGflfN03yiIgx5HU98zAeWjsjnFfXCNxfV7Q+b1qikciH+vIGJ6GfrwDjpBnWuOO1kQ/5KUppRkAR0svC8rNrnkIxTm1eFtx/lyi3tn66mTRtSoENbLmMz3bRRooqH8W5F/iTl7yOZ+05eOm1ehrgO9/57fRb7oRc3zzDt8/dQUsizl0IWDgwYmBTNkRxIW1x++oR1nSDB8eLnOnNcvYDB5m5y1JbswS9mGhlAGsbMOhhE+vYVwXKGFeOdKYLoXEVhaKQrFNHJxalNMMDTZQOsJFm86hCAoOZTbHdlK1FTbNvIdNEV/ZYX29zoL7JsdoqzztyLwfa64QqY5DV6aiUc+M2M8E258azJCbgfNJlZCPOjmZJrGGYBliBYa+OVbB9ukOWatRyBKlCjzVYS+tUQrSVUV8eowEZeuldmjonOUmQUexLL1r/BujajKsgQDXqxFfvI56LGOw19A4ruGKE6aYEKuMFh+5lIepzpLZK24y5OTpHV1lmTYSgqClFKhljydgWYWXcIjYZ59IZziYznI3nWBs2uff0Ps595AD73r1FdN+FYtj/+t//BPuP7X0cR9fjh6+MXoWtMu45diM2inmfq8M8SajsKsuootrQBFwBAYDAF1EIgkl7Do4QqUg4nH2+zF/l7XRQ2nGrfA18rQt7nRmc5E7lNtnbdLz9Dty+05ojg1GQejmGKN/Myqt/Cnudk3bK2Wsh76Ar4L/nJZu0ds75zhogKi9DN9GwSvjA17yJhXrrM7tWnwU+70xzjsG2dxC9jy4As2130QrHGKgZ4lZErsEU3MM4nq2T1wwWoHdAkzZ0ETIY7bHYptuOiTJqnZEzVFiOdNbohC6T+nhjhaZOsCiuiNYJlWAQWj77PvLNP/JrYREycUztpnX1MFMMgRJEDIHJGCSRe/EZ+fJbiTtIleH7tEtZp1opx6zHu9y4aQo6hDRBwgCVpUhm0UoRrA2I93SIBkIysGRNQ+uUH6ShYv3BOeauWkUFwsc3DrEY9Tjc2kDQvH94jNsaD6CUMBDNyUxxhdd1WhEGktBQZfKLYBkwpk40MSgFIRWXNDMRLBi/F56mTvN4GO8+Y4cBzrVzj8hhvlzSn/98WYZ5p8PMLs71hJH2N8/lGG+V/4w8LpfrKSYZiyop7SLQlXrKeEbZRdjcS4SUoT6VOMOq8U1QtEsisT6JTyf+swaTJ50YUCj0WJxmzvvKxMo5zvmBJKrSfcr7LrGG0JaXRxzrrJRr+1pcCgXvv3Dyaes0p0FK/oTbTJsMtyPCVsaBAxatDEpDP8sYXqhx69772LQtjqZr/En8LEKTsXXEUO9oOqc14dYI3WkhgUFtbiOZj1rlY6nfc4rjwD1hzYWRs5ezXZr3rWG1Ir5ykb1/PyZpazavqhHZGrMdAYTRbACfilhMLetHu3xQzfOBk8fRI8NzD3+aepBw9ZEzfGz7MJu6xj3Le5EM4pUG9TAhHkYEQUbSDwmMRW86skYPwGRCOBBMItTWE3QK4UaC7ieo4Qh6QxfuHo9dLerYOcviG1kBEIaYWs2NuYVZaDUwvZiNZzexbSHoJNh2wp5Wj4PdTXpZnWfXTrJg+hwN1wmU0DYBrlmbJhFFQsqWFTZEs6kV28MOCYa1rMWdW/u469R+7IUa9SxxSX/+uirgzg8/8LR1mnd1mOEy9prdndqHwWUd5gln+iEcZqhomdXks5ZdjsmYSTKkuswu9rr4nJv1fFJus32pUG0h81Km3K/NpXQmg0y7CLoZu47LuUzDemmsTl2Qr7DXsXeccd+dNKNyKGPlGOdcgpHhGHAjE+dNMu0C+VG1Qpvi05vLPK9+5aXn9FHGY+Y0f8uPvIxf/ek/cwRPI3L6Za9fcddDoF0jC0zhvKEga2qSpqOX8gfy9kHtajL7l5Lh3sxnbSqUsTRmRy4jXuDq2YvsafTIRHNVtMKecJOEgGPBRZraOdL7jNNkKuWae7hdu4uU4Cpd9KzGotHA0Dqt70bWILOaYRIUHdDwYWgkZ6/E69mkfGHInfIwdK1Uc+TVM8idC1CDIXTbmJFFDxOkFtJYzehHjvFrn1L0DruBvXn/HN3jGygtvGP5Or7h4O10ojFjCfmH0VFuqZ8ChJHAiTTgcOBbBYsrSVcjIFC+pBcwYEwoEZFyCTX+IEkRtGi0UoBGdX7k8zFknhR49T//Wn7vLX9aTriEZXCO4O5dA3cxnJ+rw6wq0x+KjdbKHVhl3eK5ke9ip7HdicKJ9uuIf6nNdXE58Wsv3VbhSEMhzyg6AyrvOHtCRScu1IcC47VzuUZOj8UlByrlXk5jhY0qL+E7HGdQEGt0WHa3dD/FGXEJnONslOIN1996+d/+FMczZ17GR4dvxeiMBdnmLznEs+2DHLExXVNzXRZX69x6xRpDES5klvWsydxwSO/WZYarDXp3zNFcEfqHO4RbNWrLEQxHmFbDPZi3t11FjWEMIuimgo1NN1aaTWTlIqBQnTbRx064NsH7FtnzjnMkMzUGV81Q6xva0QizPiBZatO5zxJu9Onth6yhef/21Zix4m8/diNm01BrjWmtG5IZoT5UJI0aNesiLK0+KDS1tQxtIRh4GywCmaBHKcEgRW8NMYMYay2Mxo5dHo9LZ9l3fBVt0J4VlEYdNdMBY9g83qR/pIFWgr2uj2plzNWG7O9sshRtc7RxkRTDleEaszqhqwOUGIzWpGKJSRlb6GURmxKwlrW4qDqsJ03Gm3XWB03sgw26d8HMR1cxW0Mny0gygkDxpa+47XEdW48nXvzaF/CO33nvQy+k8tyUz3z7kzb+cg4zO+w6zl5VpXKVHKhLIoa7HG9x3EpxifQz/+5tsBTJhn67ud31ZIfK8B39yi5+ypMXSio65hRs6LZlxpB4x5kUl+CXkx7epivx9jp3nK2CGJfjgk/ITbSz17mmWZRjSoz4d3hn2DMBxhodZa4ysQl57p6jj/g6fS54zOQZOV79Ff+e9VVf/sUbI0RIZ+qF7ldZ57QlsyFZpEsnGtg65LL0cwz2ZWRN/ACzdPdvE0SWzCqOtNe5dvYCiWjmzYDrG2fJ0LT1mMPhOkoJHRRdH05oEGD8AMtFIBsywlq4aA3r1hmo0+ki63GDuwb7GSQhnzh7gDQLUKcjVGyon4cwhsZyQjgQgs0RZpA4ViL2LWbjBMkyJJ5MUFBR6NhBY9DNhhsi3ZYLW9YDkrkmKMVo3hB33Lnp74Nkxjkd4dyY1hXbLlJDxiuv+AiBztBAR4+4rnYOpZxjHig4ZJwmOX//DgmIihfRPOM8cEmuO/272T8gbDz6HXeejPj6vW+gvzl85CvsFvJ7pA5zbvDyW3eCYWDSIO4M4+XLmorD7JMDxZhJQ53LMDRetqF8hrb/7jOwURQVNKiE80SpMtM6z8IGJHTHYn1ljTIj24f5vCQtM5ThPO1Dfd5Hz6rSDJU7zpDXLLUF4+yeSMrgK3CU500bRabs5LgWeNcr38CxmflHcBGf+vj+d38bWddFCQ9FF3nVzB10h03CEOp1ISGjbxNOxQGntmegpTkfd/ndM89h9f17GGtNbR3aZxSdu9ddZaAkwyxvQb+H9RbG9vuovCOUcs6HzayrZawUZBkqDLHWraFnu7Ddw9ZDsv0LBKt9Vwt/axvptlHax5F9s6zBwRrKaob7akTbQto0mNiS1QxZADZSBEPHDofbGSax6LFFxxYTW3TmBWlJisoyWFlzLcJj5/BLmlacZY3OjzsI0I0GdNskC3VGSzV6RxqYY0PCIwOSGlwzt8x8Y0hAyrHGCnuDba6OLtJSMfuNJlIajWIkAUaN2bYZW1YYSMC5/hwrpsknBge5d3uJ5X4Hsxqwct8CB/5ig9oDK+6YgN/75M8yt2fmcRlHTzS8pPZqsmSXdtqwu23edTnnCOfSu8s6zJVlL5lXkByeyBCBoKxsVeSh5AUS8j4P+eeK/SYw3l57pzu300ZV7LWP4Bsnz0C7/hYSeFLS2/ws8nZfqWJeFvrfq3J5nbfzTgdK0vR2HD+/Yq9tWJpZawRb8w48jqSwleRrQVCBeJWGysOXmEBhVVY8E/KlP/GqN9Gu1R7ZNXsU8JgxzTl6W7lMA8BdkPFCwwnMU4vyA3C8GGEDXToGOIe5msw03GOxdfcGI0qY3dujVk9JLSzVh1w3ex6loKkTjtfPU9MJFs0es41RggZafvyGGAJlEKRwmBPfLlpr2EgjUtGsph0yUaSisKIIlCW1xtdaccdmMkCEorFYPrBrIcSJa+QSJ7u+NUpmXR1Pa7HWorVG0gyiED3OXBmnwFBfz0jr7iZonYXtuhvA6XqddGZMc35AYIS/Wr6Br953ByjYtnXuifdyTXQelMuXOpWFHNCxr/ohjEhIJKRJHmIXMl98ri4BumJQJPkQTJ1mgAldc6Fj9i8dk7gMW/BQDjOXYSl2OsQT83asA7uH73ZW0xAuXabKZPi/OTmS/wVQmTjNcYXYLZJIbOVZZAXRaqJwfkFE54X1NWWioAJlXT8g8cZax5SMhSh0Il7S4R48OtaFIVYoyMCIciFFz47b1J+oQEpDrODjy+emTrNHZmLyKzy0NXprTeoLQ7TSZBI4ucBY002FZ86v0rNgRTGXDZh93km2ek0eOL2H+oaw+uwuZgydUxl6MMbun3POwInzhIElTZWr3wzYNC0aQEmeSCcCmUWsJYvH7jrbOsHdJ90x1uswjiFOHR2mNYQBUqvRiOsQhdTXnPRNFKjMVVWRMJgYjzpO3TwrSJI5pnk4RomgxrFzMtIMSRIXKfR191VRj985NioIUJ0ONjJk7YDN62fIGoLtptSu32auMWS+1mcuGnBt4zz7o01S0dwUXaCrMromL3gKKZaEAWtJHXTKuq2zkrU5b2bYXmuzETQ5tTnP2tkuwbKhtpW5LrMeCjj16XNTp9kju0SmscPWPQxyB1nAJd1NzFSFjcm/l5vd4TBrXbzoF4l7uc9T8XUmOrlWUeU8dy6z0377p1HR5TWVouSb8gbYTkjwJhlqnUcEvYJCFEVtZ0FhRpC2PLeSeR208j/Ty/AE0JlCEkdsuCoagk50kW+ilILMNTPJVHnkWQqgIcomnm0XhtuPqdP8GSrcP3f8wL/5muLNYdwNGR1sITWNDRXW14XtHYxI69rJHJQTqG8eKmvFAoyWbFFIG2Bmzzb1ltOXNoKUZy6cIdIZgbJcEa0yG47QSpjTQ9omQSE0FYQ651LLzk95lc7Ed8nayjSpl4ekaFLRbKRtLJrlXscdQOIuYm54wemFharBF/9i6V2N3W7QvDwRlF0DR7ELlWhNuDYkL1peX81QeOffPzcEoXeiCz7bNLYBf7t6VbG7Tdvk/qSsBpAJnM4irHtGkAqMJGFdrAs34t8HEHokxTmBENN6w2c3CJ6C+M5//9ric35DX+ow89k5zA8ls6guWwnvKbXLOrssV/2rJuZdepgFpEwDLZ4L+Sr52K3acpwDXJ2ncI5w0c0qK6fnnzXeKIufl5TbzQ1x8d0qV20jd/oFdKKcE+7Xtxno1D/M8m2Kcveu32fdGL72+A0P8eOfXviiPa8lyCw1ErIYfss+k7f3D7JqM1cfeD1kJgg52DbMaE1Tg91S/JOr/o6vPng7h/dfZKbdZ/ScEcmzEvoHA0bzmtUXLLHynC5p08C+LunCAqrdRrVboA26VocgQKxF50mpmUUbjTLe0cgy7GCAjWMks9he3zmyoxF2NMImCTIYIptbsLKGOn8Rde4i+tQF9Mom+uImaqOPPr+OWd5En1/DnF9Hr2yiVjZRq1uYzR5qq+/KyI3G2OEI6fWR4dC1CLeuWYkOAscuhyEqitCdNqrVxAbQv2kPo+MLaCts3JqyfX3GqBdyw+x5jjZXuaK+xv5okz1mmxujcxgyFk1EHU2oYCSGgaT0RRjoEedGbUZW86nhAd6zdpw/71/HyZNLjMYB4XnD0ocSDv7ZBYLVAdZ3yq03Q57xxdc93sPpCYNXvOllkxMuJ32YWMb/qdjr3GeoSiJUrkfOv+/KMKvSudV6wsZfchQ7neDd5nnG+OEkJbvaa9lprPG2dIcIweLbcHt7TmmjyQORo8pmyuqVlWeA+24ShUl9xQ5/HNo3qRIrYMEmCpM5X0nyo1dAqj27L8xGda6aXXzoH/0o4zGXZ+T45//uj/j7D91fXsVM0JnQ2+tisjoT15JaQ28PxaBQwHjRkvgkSQW09vRozQ/9d+HZCydZrPexopgxA26sn/GSIeGI2fTdJRUHjMF6ZrmpI1fmLr88ImzIGARWbcDFrEaC4Y7RYazAx7f3E0vEqfUZzm/PIjGo0y0QaJ4FkwiNlZSwb9H9hKifwjhBb7jKGbK1DYCNHVPhKWn3G6LQsc1ao9ot9wZai6DTRJQinomQmlPQDxcMtuHOzXABxot+O2HKwWecR2s3KK9pX+DGzrnivtsbbHIkXPW+g5u4T49c6AX3D1HM+5eW6iBZ3H9q0imbosD3fcm/4a4P3rfLnB1GOadoPxMNc84UV/XBE+yCN2g5e1xMZ9JIV5oEFZnYudHNG5ugXKiusrz4BMO8IL5bX7mxEriwuvUhv0J6AUioihBdLtHASzQyXc7PWWQoK2gI+KxuN88CtlFZzkyuJ0YKhiMftFLVNPuPNrjU7J347h+6ZNoUDt/z7p9kq+HezJs65tuW3su+9Rrze8dF9Z2xpNx/IaS72CdFcSLt8q7N6zi5sUgWwt2bexl/ukMcG7KGUDtraJ/OqF/MCFKFWe0RbfXJwjqyvoEeD5BGBxkMUGmManeR0cgl3ZnAydtSzypXmTF2OAKoIqytohBtjEu0xlXjIPOltXJCQPBJ2co5y8rdW0opbJYhWea2nzrPQRmDqkfO2W813SaigGzfPKIVg/0RazcbsgjMgSHPvfY+GmFCx4z4gvYJApVRJ+FYtM6M0rS0qy1tgJiMkWRspRFjHXM+6bBmW6z3W5ywC7x3+WrOrswgvZBoy6I3Aq7442XM6pa/nzVvu/BfH4MR8uTEqw69kbVzGxPTdis95zq82oeWYMAEA60uZ/NhMlnbmAq77D/rir02ppTZVaUZ4G23Am3cWIbSvmu3nBjtJBQo/5dSlhF6m27KSkgSeoldqC6x11ZTSOqKZlTKdWPGL5tGFAl+VoFUStxbTdFuG+3YZhv4Khg+7JgFOyK0Pkmb/DngT9WD3/b45FI95vKMHNvb1TJdQhYpeguubbZ7CivQsL1YMnaFw9yWIsbQnB3SWXAOMiiu7V7gYHOT1CoCpbi5ccrvQXGF2UIrF0qY9wNWo2gQUdR49Yl7I/GhLQVD0YQ643zc9dvCtVz1rJbSFpUFbjBkPuQQeBbL6DLMUguKdyZy2QVUHCF/NrKskGiQZkgYOA20tWA0wSAl9fWra5spw1qI0or6GsRdXNJUErB+YpbFY+sA3N3by2zQ52BjC60sF9M2ERl7ww3XL0sUp7MG+/TQOcniyLcLIiz5nvQl8kyvKXZisL2brnnSeKpcdVQ1wJWXJvd9F2e66jBrVTHAjtkQ2bFe1cneja2oOteXHG/lRUnyh8BkOFKqhyiCKF0yAhWzVySeeImGAjLrHgxKcA8o5RNSvANclWbk2dzgbWaMK5iPCwNmisKpVlleCaM8rSotNXjF4eVNUCq/IZfVTHEpRrbUf2Yo1tfapPNDkixhQWe0dMTqmRZXHRxgCenZjBkdc7Oc4dmHHuRTw4PE1vDgIU2rlrK63iFOFb3AsHlNSOfBlDkdsXG4TW1lRE26pPU59DBxtV5bC0XkTXU7zmHd2kKZmhtfmevmJ0lSYQ3zN6vcyU3BZlitUeNK9zSfQ0MRRVNFMEKJLWutWylKyAmAceyyqkXopvMMbDNCZjughLSuGO6NSOYha1uaewfMdft0oyHHGyvUVUyNhCvDNScXFJgP8r4EkIiwRcJmFjJAMRi1WVUtPto/zJnBHINejVFskM2IaNnQWBaCXlY+Y/INTXFZpGk2OUF5O1BxnE2oydKHcZgVE7bDmfMd9r0aYb6clCL/XJk+Ic24XHK2910mnikVIsTVyadiyHNGIb9HfGUnYUKikVtxm9tr32I7l+hZoZDSWW+HTQp5vzcNTlbhUwxU5omQvMpwrlL1daARjUnESzX8AVvPltSeGGP5cfN8/tO/fSVh6HY/7miGe01R9xXlHL/tvbi3F39dkyUh7nqToIR6O2b+4AZaCUYLBxqb3DhzDk2GUcKzGicIsARK6KoxNWUJFIRI/iLkm0e7R3yWM80K10pVYGx9YQwRMgwiQmIDYl+AcDupEQYWmyls4CpmiHFvVEU92oLecsLMXD+kYPebJpdlKAVpWj7X08xpv+MMFbvRZ2IIBlmhDW1egLza+GC9yWCjhhXnUL1//Sq2kgiNYFGcSudYS9qIKDI0Ywk4kXXIrMKiyHAPyPMW4jwcEzwPpZ4erVc/G/zcO3+cIKw4o3mFiuLrbs5t5QFPOe+SxL+J5ctVJkOBO5bPDXAh59j9uAtzVJWCVB64E6vZiuYhn2dUpf2pQmwZVCvkGFm5rzy5N9+u8tOUlJ+L7NR83fx9MwNyuaZMyjTAOclFfp8AVhXLKH/YWjTKyzcAvuyKo1OH+SHwM897EwwCGjYhHgT8p80v5xfOvJiPjhYYYrlwps6BQzE1FVBTASGKxqbmRUvnuTpa44bGGQ6oHi869ikOzq6zZ3ELO5sxvmGEnU/oH9Cce2aTwYGA/pUdBlc0iPd3SA/MkS01yRbbyFwHu6dLNt92XWX37YGD+1H1mvsXhehWE9Ptoms1CAOvLQ7RYeC6sIKrkZ8khYSj+Je56kWSpe5Jn6XOCU8TV05OnHBPRRG6VsM0G6iaE4XamRZ2zyzMtEk6AYO9DbYP1xktGMZdQ2tfj+bSgG63z6LZZjHY4kC4wZwZESEc1Ip9RpN50iYmY4xlbA0rWZ174kXus4usDLqcHszz8ZWD3H7hEFtn26gYGsvC4vvXWXz3GcwgRiInaXnhy575uI6bJzp+4b0/OSm3qDqpCnSgnMO806ndYdMnoZhIJiwc5l3W3UlyFH8v41RfTmo3sbMdsLao4JXbVSVO1llI5CqdEZVIQTZI/jm3y5VdFB0CwRGEOQR06n1gRSGby5fQuS33zwsVq5Io9YejU+1lrf5ZiIKxcnwd8E3XPuPS3/kY4XGTZ+TYHAx50Zt+pbwYGRDCcMZdEZ25B2ayaBl3PeUlEIUZh68+j8Ul5Bll+er9d3gNrmZJbXGktoZSTo97xPQcS6WgqwyRH9Q1FRIq4w2VexJbEbYlBoEtgS0JEeAjgyPEEnBmPMvp8TyZVdyzvsgoCYk3I5L1BmTQPuVGUmPFEvUtKrY0LwzdoD236gbxaARx6nTDcZlsk98wuhaVYfZOu0gSkLlOwfLFiy33Bgn0DodYX8mgv9dV0xADSlv2X3+BIHQnTmP52n0fQ2tIfJmCa8NzNExMjMGKRhCOmg23vQKam6849fkbCE8xnLn3At9682S4XwWqJLOKicV/5XelJ02fnnS8JzXJVSZiB4Oxm6E3FbYiL5pflWaYkqLN5RjFdgL3MHBNSvw6YR7mc4XzrSnn5ZUzXOMSVYT88jBeLqOwyo9VpUoWwhvjvF4z5KHB8jzlpedy9iSLymVFBMIKGy7OiRffwrV6Ku/9vjcxxSPDhy8+yA9+7BeL7y9cuJuXje9l9kCPWQ1dHaGA8xcCFvaMyRCGYvnAygKN7pgLaZdT8Rz/9/RNdJoj1gZNzm50aWzBWBmSOGTx45bBrKMz5u+MyWoBEijq54euuZUo9GBMVtMEWwnhKEZ0gIzGMBg5feho7CQXgMQJymhkVCkLlyQ+2pe6+tB54qDWrjpGYIppKl9OlXIlVa+D0ailebePKCCeqyEG+gfrvvmDZf0WV9kl0ilf94wPs1gfgFhuaZykrUfUtWVBW+aVoq4jMoGYmKFk9C1spjUezDrcG+/lweECoyzk4labj587iFyoE20ozMhSvwhL7zzlSBlAB5q/ePAXHo8h8qTEu37/fbzldeW4FhG00Zd2CNwhS1SFOa1a7CppwQ7bXUmuq2qfq/OqZeYCU4ku6kl7nDczQZz+P49AFtU03PZy6QVQVkrSlCSKv0+yyG3fGpCoIrdTuQTP23PA1t26FoqSn4K3yf53pzUcw+wP2QalPVb5fO9Nu2cIXpJXlqCTnHH269WM4e43/sDOy/eY4nGTZ+Soh5VDECFuKMaLoFLnMIsFuyjOYQb/kBSOXOP0uRohsYqX7PkkoNAIiowrvMMMsF8PCf0FjlCE/oIYdOEwW8pM7ao0I7WaEEvPhoQ6Ayu+TJJglJCJJgotY6tda0hLEUZRgjPyaYU5Do2jr4PQZXq7vU6cA5QqJRoAcewyw5VCxQkYJ2PRgwRpuYdUfTVlsCdEtKK5Imx2AeVqLa48sMi+4ytucCrF2y/eyIv33In1746fig9ybe2sqwSCxori0+kiR4O1/L5DUREmTfGw6Mw3L5m202HWRruw1wR2pA/u5vxW/l7CjlZrcFaN7cQu1KXSjDycXZSxy2t0VhqVePlFdZdFtC/fTC6x2HG4effJXNmjwN2QpmR/ybeVT8ezHT6woXKZht9hUbPZH0iQQJovqxSSiMsOz3+SKCQWp3H2Lx6d6LHLun4qYG+ti8Z62wEb23X+Z+Nmbu6f5Jn181wbpWye63Dg4BiRgJSMtU3DsxYvkggsBdusjDq8/PBH2EobfCI8RH8YsP+6bRJrOPnAEpsvEFQkmHvqbN1oGEeaxrJAPaI/GxJuZ7TOK+JugNoLwYZrZNU4p2Cm7dp29wbYwKD6I1QcOx8lMNgkda3YM8ceirXoMHTOtHeMEV8vX+Ulsbweutlwv7rVRAUBKEvcCUnbETZSJJ0IMYqkBdtXAyiCKOHGY2eohwmRybgiXKGlXQWOPWZMTbvnRKgbiAgpKb2sxkgN2JCANakxGjdYTducHMxxodclHgWYAeh1xcz9Gc3TQ/QgRrR7ZgLMdKf2+jPBwav3T3zf2cUV8M/1yUkP6TAX6+TGrSQ4pMpo58vlyxTOc8XWX65xCRSOvPLbnTi+8qiKz1L9rxL2U8rZRS2uqYmrBQdoL7PIN1T+8DKa5226ypy9FgUmcWVDlV9cZ1624VcJUkUauG+u2YkgUXk+FQpJ9USd/X2tNo83HnenuRaG/MvXfCk//8fvJW4Lo07qH+ogQ5AZYditehvCldecnfALvmj+AVeH1S9xdXSBDDdYWyql5S2JATo6KAZQzYs0lFJkFY8m8w50Kk76CJBYjcFijGWQRQTa0otDImOd1C1Tnp0r36asdu29Ja+/iB88nvFzyXa4G8KW+1eKsoyRl2g45wVklEDThd6CfkzccvVAg6GgEkHq7sR0TsPWcRcgj5OA9fMzLBxcB6CfhfzdxWu4beFeT9wr7hof5JrorH97dJ7JA+kiVwUjQtPmmn1vfxSu9tMH3fkO3/ZTr+Z33vzH7hqMd9TjNmoXh3mHAZ7wTqXigXIpQ60rN8TlQnk7vlaXVRU9nFTmq53HAG6Ai/gyhR65Jg5KDfNO6bvymrhKCSOba5GrWrmKc6zFq5W8UTZZqZdD/HdTHl6QesdZnNFVsUsMzH+FQkMqNJoBs/U6b3vd65nikeNQZ45X7f9q/uzE28kS4d3mWthUPNBZYP+h99A+k7J4YIORDYiUIR0b5loZRgeMSYlT+ML6g4SR5XQ6w1rc4qbjp6iZjI9vHaR+OGV/e4O71vZx4QqIEw39gKEK2W4rVJYhStM7EIGG9ilh3Gm4RgszhiQMCLdS6ivKPezrNVTmOuLJYIgSDXFcSOPUYAj1uivPlqTOFqcJyrjuWAp8NQTBRhFSC7ChYXR0FpUJWTMgC0AhbB/VJB1FSEq9HdNeGNCJRiw0trm6uUxTx7T1iKWgj0EIEGZVRKA1I1EYEsZiUbrP5rjJeeqcTuZYkzb0Qy4O2lw4M0u4HGLGghlYWqcGRA+uua6EWhE1AmbnW/y/f/OvH9+B8iTDNc8+xit+4Kt466/8X9Iku7RzoFETcrEcl5AWE/a7Mk1BNXn+EmJkt/V3YqIcnKr827FMYafzv5Xt+jGd/yfV7VZL0ClXCq5sQqXcPeajedXmVDqFzJS2uzhN3nFOo5Ik0bbMLxErGAuZKZ1kYikaWYHLOZMU6k3D/laHv3rV42+vH3d5RhXX//tfIKk4j5qM8YK7Csq6J/SBI6uEtQSjhDCwHG2scVV7GYVFKdhvNlgMtt0Fw3I83CKPRNRQNFVAnjRVJ0RrjRVL4sUyqVj64hycvoWef3o/mMzRkwax1bx/+yoyUayPGpzpu/Dc2vku40GIThXNk+71qnHREm2709u+f8u90G310b2hY7e3tt3blM0mOgMq495lVC1yjAY4diMPrbTrvhGFIunWsE1Hp9lQsX0oLJyf4T7LaE6KJKl9V6zSaJcJmFe1VrmmcwFwtVUF4Zro3ET5mxvmvo/r5v/po3OBn6Z4aff12GzHbbaLsZ1IJDG6lBTv5gRfEtqrMByXYyV2k2bky0NZEUMp95Dw8wr2Ig/3aZdVDbha6spVWMFrRl3bax8aj1Se3+GyuIv5+foUjrXVJVMieVUMz2LYStJeZigaoAi+XnPVOQ+Kkum+BKRgDRPaw5/7qpfwNTdezxSfPZ73p/+SgR8TnWjMd838De2FMQeCTQ4FCbPUSMYBzabFevnb6YshswtDRtZyLmtxbtBhT3OTB+NFPtk/wL76FmMbspE1effpqxCl2YybBOcNtpvR6zWpDzJXD3YjIBwqxpFBj4XmBWcDwz6YkWOvoo3YPawTS7g+RiJNsB37zpMKk2UusmFxET1AsrTi4CikWQebMbpi1kkzdEZ/T0jScs7DYL9xyYSRUDswAAUz+7aYqQ1pBTHPn72XA9EmTR3T1UMWzZC2d3gWtCFUbjCvp8JIDdmyAakoPj3cw0fHh/nU5j62hg3GazWWH1ygcx80VjJILY3T24QXt4tr8h/+8Hu56XnXPGZj4KmIrwhffenEndWi1G4Ex2XssZ9/WUKkaq9zu64oK2nsjAxWqmoU2zIVG547096GS+B8BYGJ2s95dSTRjt22GmzNbdMaVcx3FZHctrIaRd6Zs91uehJR7M9tpzwdmZddgLfXEUVioKOcK7lfXgVgQ5mw1+/51m/jUHeGJwIed6a5ilc96yZ+58MfA0ACYTyfyxoAgYV9mxBaUtefmlkz4mhrhQyFRtOQlLmgT6Y0GmFBDSdewnKHGSBSrlGHiBTM8oQ0A4h9RQ4rMCbAUGYyaYRUArQWRCBODYS42oReQqLH/u0pq5QN8HIUpbVzjrPs0hvSQ6wtj38cQ6vhbobhGGY6jmHup8StyIV7RBH2LfGMQQzUVhXjGTcACYRzF+Y40lgmMBathBODWWaDPov1PmOrSSTk9uFRntE4RaCdx3ZV9xs+l0s6BfDCV9zGu/6/95cTdjjMakciYJEsWP2+g5W+rMOs1CXG2v2tfN+hqysWxRuyHcxFIc/I5xeaM8cEQ16KPK+5WQlj5mx1pTHJRIgz89MUznHJC+LLjmPJm6TgwnxWU7DPOi4ZEBRIAjrwbLXkLMmkLOMl117NFJ8bbmnfyN+P7kSAKE55y9mX0LoY842H/4GXzd5Ftq6YWRyTiiZQhotn21yxv0+KwWjQ64Znzp1nLBqJLrp8kGjEWAJGg/284OD9WAwfXTmIPQ5haNnaHrLRbxAZiDsZw7UQ0RbZDugddmM57Fl07JgxpQxiFSZWpN0QlJPLqdSNy7A/QnQImcX0YmeX0wQZ24KRyxohSiDpaAb7DSZVrD7TzavFGUEtxnQSApVhZhNmoyENE/PcxRNoZdFYrowuEqoMEZjXmoaCQBmsGBIyBiRkKqBvDStZg7PpLGkWcHHU4r5zSwzOtDEjRbRtaSxbmg9sYTYHLn/A3y8gXHfrscdtPDxVcNPzr+MT77urnPAwDrMOzAQpovJ8j2LCI3SYq8tV/xY22ksmigihDznu5F9wRMEEk7xD9mf9mFF4EqQ6U6lddR0Czl57NhrPNgMEMaTNSjuvir02qXec83eBGLI6pd3PI5LKHZRjr1VhrxVwsNPliYInFNMM8MDqOhvjIS9/228DrhqAWOg0R7Tn+4BCK0uoM/7RvjvRyhk/LZYb66fLUrRkXB1sFNGLtjLUtfEyB02dsAhBlAmAlp4k7m1IYMXHjjML96ZLAJyPZ7lntB8RuGtziWFWw1o4d2YeEYXqQ+tMCCI0zlvqPTfYWqd6zrANx+iNnttfr+86AwLWd7gCnGY5D5s3G+WN1Gn5eqKCdNtOHw2krYB0plawdJuHtUvM8q0st44lXhckBFo4csUyoSkd8ttm7yNTAXm9ZqMC3njse9lbfw6BmWrjHg2cvOsMw/6If/bCn5yYPtG4JMdOHTNMfJ+sw+yd5NwBrm5vIuzH7gxFlZ3Ojb2ilGpUjyVnmhVlsp+pMs26YCbEuGTGzLPKjmHwL6EK3xJ7R+KfUHb1o3SM84E6kUiivQyjeBmYTBoUKbebox4Yfu4VX8WXHD1CFDyh+IInLe5cvcAwTXjV3/y6f7Yqbt5zmn/W/Bvae4fM65gFbbBbTTqzTiaRkrHWF6KGs7sDyTix0aXeGZOiWM9aLI+71MKMC3GHe/t7ma8P6Kchd2/tJTCOqDi9PsNoFBAnETLWZEpDqqhtCNYaVKyIhoJkBpUIwdCNu9qmYH39+vpWRtzUmJGgBxlpx1BbT1xb+NAQxjGjuQaIMFhSpIuuZaW6ckh7qU8WG7JQmAlHpFbxrMUzdEKnob6qfoGrohVSNHt0n72B9fpOw4JxWvpEYMiQDSsMBdaHXU7Q4cO9o5wazBH0NB+69yitOwPqq4ISIdxIaN25DJ5UabYjfuQ/v5YvePFNhOF0XD8auPejJ9ha7/GjX/nTE9MvrZQB3osuv06QGHBJT4NdHeJd7PpENQ1Ke507NdX5eTK30ZM2XVVsNFBJUiLPUZFQFctmkSmjiJF/BiiFDVXhS2d54l/ONvv9pTVca+6cYa6kiyijSKu18bVbvvDJBUfuVUqDLjWb/NRL/xFfcuQowWXLoz72eMLdYVcuzAFzE9PCKKaz0AccmyUovmjpfhIJ0eIc6KPRCoFy9TNFFEfDLapduGu5WF4pIkzhiKYVoZLF6Y0d4+wnitCTBoFy726baQOtMsTHG/L8JvFXXks5wB3r5olnrVCZQC0s30KNcYIgv3ypQbKFRANrSycnTV3HKaUgjpHIMc9mmJF0Kd7c2quWzYPaNZNQUNvUxEuup3emFKurs+zfs1Ycx/s3jvEFsyeLvINANTnYeuFnctmmeBgcvu4gj+j9tOoEw6XM8SW1nSmXq8I9nct1Llfjs9iXlKvtfC7sqP8p+dhWZTttbIVAzhlncPrk3I5acaXpKrI7hXspnkgkyWs1V+ozk88LK4dkvdH2CKwiNVKejtRvy29jpl7ny49fxRSPHq5f2Ms4ScibxgNsb9V409o3cLS/wrdc8XfcGq1Tb4wYC77zqiZINW2lSCQjFWF/p4cywshqNoeK69tnGdkICYXZbh+jhJNqkRs655iJhpwezpHOaLIZTWYVy6ttwsCyNWiShtrV7k4hW9NImBJtaLK6Z7ICV0pTCWQzhlQrV5YwNkhNGM/VCYZC2haaWyEbV1myGtSDMVydgECzNmShOUC3hLoec6DVQwTmAtcS2yhLVw9YMDEtlWLRhGjqyhD7VMpYEjKElVGLfjDkdDLLWBsubMxy59Z+7j2zB3qG5pZQXxdaZ4aEF7b8/VneYzNzTW57yS2PzwB4iuL4LUdZX9l4ZAvvpmMu9MeVaRXW9tL1dmxjp73eTaK3Y93SAa2s57iy4u4snkE5qeA/o1VZlq7KPBgfNRQpZXpeMqcAJarISzEppIHfk6pEBAFJfU5WZZ9BViYKokAllInewL5Ohy879sSz1084pznHjz3nRbzlQ++hEWpaC9vkZ1Ip4aaZc2QYxlYRKVjQA2aDvCMgdFRCQ/tC+Ao61Z8poFXu8JZVMwDGnnFWSjEuFlds2lqx7QTX/UopyyCtISjSRBUPZpX6nQA68UctAtXwundUVBS6cnO5xjTxPYOlHNwqy8obaDSGWs1tfpxCS4qyYOEgJemEiAI9EFRmkYbTKamehnmKq705qNEdhTTrCbmnffvGYW6dO0ugGvzgdf/ls79wU1wWSile+69ezu/+zFuptSJGvXjHAngD5crsTOiawYWqHqoTY2FQc6u2i4P8MMX0L+/WV1omqMr61WRBb1hVBtbkug3HMgju3siTR1Qu18AbV69fVvnY9w65kkoJz1x7mifb5mE9L8PI0jxSU/mJFrRRdGoRf/md33z5czfFZ41aGPKGQ8/nd+//O5oSck/vAKBY32pzQ/cse8yQYC5lMUtYMAGbZ9vsOzgkv1C9tQYLS31XKlZZjrTWCbVloDK2+03m2j36NkQEjkTiHFCV0Q0H1HXGPf091JYSFLA402d7UKMWplxYnyEJXOJ33NBI7N+4xikj3xyqkaWM91vUCFQMdkbQfUUyDsAo+omgWjELjR69uMazFk7SicZsJQ069REGS0DG8foKDR2jERZNj1kzIhPNkompYRCEhnKvDC2tWE0itBkxEIGwz2rc4Z7xXu4d7iFLFWtbDcx9DRrnBZOAGaZEZzZQQ9enWHw78W6nxi+/61891pf8aYG5pVm+6ttfzF/+j3dRb0cMJxqywU6GWZlLZXUTzIYwwUBf3mnehTTZSXhc5vMlsjYobLRA0SNiws7nzX2K/VSONz8Eyu1qC1ngfRibs8NuJTfP778qvaN0igvHOPV/c8JcKVdBo6ZYarf4g296FU9EPOHkGTvx6/e/g/92b1m5YSbc5qa5ZTLctWrqmOe17qlEOYTrgo0ycoFmVpdOc0hA4MvMueYdZW3mnpROzIWsZJIfSOexGETgb7evAaVIMsWHVw8jokgTzcWVGbe/dWhciEp5hs/RqJ8bYFJPx11Yc895a5HtnnM2ABkMy7fGSr1cajU3oABmOgULLY0Q22kW64/21BGfmIWGlRt1JVwixIdjCiETcPzgBYxxr8Ii8H9f9J8/28s0xWeIX3rTb/Hnv/quyYk7DeEu+uRczqHy9qY7Q307M6thR+miyriqSi+qITxdbleqEg8vB3J1lyuf86S/oPxsQ1XU9JSaLoxuVnNW1IJrter3k1WkFKJ98omHzdliPymt6JdhMklQhKLep5sAd/3bH2CKxwbf/ed/yl8sf9p/E27b82k2VJtn7XuQr5y/k6uHMbOzFo0iQDPohTTaLjEvlowzK3UWF/ukIgxESDKD0ZYEuGdrL4utbYYScGo8T2RSBrbGyXieuWCAVvDRzYMImsxqVscthlmIUtDfrKEiQUQxuhhR6yakiSEZaxb39RjGIUZSrllY4Xy/S9OmXL3nAg+uLnDN0nnqYUZ/HFIPExZMj/W0yVzYpxuMGWQhHTNmxgyIxXBTtEwdp09tK0NdGbTSbCQhs2FCIhmZaC7aEfcnHVbSLukg5L3JMf7h3FFGvRqNUUZ6e5eZ+2LqZ3qIZAQbfUjKDnZvO/f/e1yu8dMRb3rxv+WT7/v05MSdBMbOKKAqk7VzWWU5v0pggNIV+cFEsp6ZfAYUErsdy1Q+F3sp2mmrQiKHUYWdl9AUdtnWvE8B2LopIo5ZrdyP9a20XdtsVTj+makwyEBaL0lEmIwGKgNJpZazOw4mnPy7f+yJba+fsExzjtceeSG/du/byRAMGV8w7+ozZwKxBNzSOIH1kgqt4KjpUcoloKMqA0rAaNe8w5WZKytWpBUmLRXXihdRZEqReXZ5bL3uV9wy4uPYWVa+YRpbMnnFOFCeVfNl6ZTRPjmwcqA73iRFXDVo52lkZbWD4QjabbfsyLHNPhpCvZcynKsVIe3mJvQXKV4Rw82AZC4pXpDvO7fE1QdXAOHm7hMvDPJUxht+6hv5i197d2lIHyLsBrhGChXLIjvn79Y5qupAT6ypJlmPYlZ+LLvprB+a5XDGt8qqTDLQxf3gW2ZrfJVFn0noShH5+0Mqx4l7Oc4q7IcRXx0jv+fEz89/aqW28wuPH730t0zxecNbvvwlvP237iYOoGkTPnT/9YDi/rP7uOqLV2gF5zibGPbrmEUToAGjnH1NMzi0MEargFRZNlYjluZHZLhKRte0lwmMMBZNkhhmoxFjDGSwr7ZJ39a4th34JGbFycEsDZMwzgLu1/Ms1Ib00hprtSYztSFDGxFgmasPSCTgQH2NA7VNrp5ZwSjLgXCdg40N5nSf47VllmttWnpEXaekolnN2uwxPcYmINQJbZURKKFGwKK31+tJRCd0ssGWEWJJGUhGIpZzWwvcwV4+0T/IIA0Zb9bYPNshOh2SDKDWT2mcWMesbgEUVRAQ4YVf/czH5wI/TfGv/uf38U1Hv8d9UTBZrmcXqMnqRmJtaTe12mFjL2db85Vl0snOp12yfMUWV/ft0/MKtjjfdLXkaN7cx0+XXFoilSIGVooKS9V6zNo6UrmoSCNF4z7vhVNEB0X8ukF5HJJQJBe+5gtuvvRcPsHwhHeaQxPwt1/xMwD8wl1vYtmTwRo4oFcxBlICNJY6CXWdumsNRCoE5VhkBYQqcK6xlIMnRywpxjvfw8rI6qX1opB/z9aL5ftJoxivaVIWjlVJ5elumQh1VMPbbnwprNYo6wvt546Ol2gU66Zp6TTHSTFLAXo4xja8fKSfIjOhS2Ixitp5S39eofwNrtY1dEEVulA9ZZcfJ9Qbdf5y838A8Pqbf5gLJ1cnF5hI6MtNnv8a+KYoO43pzu95XK2KfPBUaofvaqj956qh3W2ZavMTkdI4F6E9SrmFj74jPgnLad78xjKc9+s3XpVsWB/GK8J6parIbT/FWbIKiX7nlF1+XDBTr3PPd/xzAJ7/i7/EOS90y0YhHzx5lD/kVp65dIp/PPcJRmdh/lCPgRjqBGwud9h3YID1hMH+tvgueZb1zYDFOSfB27aW4811AiUMrUHXz9M0CSMTgoWFsEfP1sCmLARDNrMGi1GPxaiHRbE2bnGgsUlqNedGXa5objC2hhk14IraBoloQjK6ZoQVCJTQ1a4ZycAaFk1CiqKjYjraEijoW8UVgdNtbqYNAhyb3tUKiyWRDKuElX6DUa3PiXQRU7c8sLbAJy/uY2OrRY2UYNUwd1dG83QPUosaVCQBWcbbzv/yY35Np4CFfbP81eh/AvB1e76dwfZocgFdtc9mQqahA1Pa652oRA8dKg/+neTFTntdlW7sOIaqbK265UvsdZGXUjrcE8eQV8GQyrPAO8ppvoKX1bnooGcwlBQl6HKJXWG/c5lA/g4B3PkEZ5ereMI7zVV89cFv49fu/zE/VizHWxfJz7wFjpjNCV+z5b+5caMomhMryKSsHmGr41QpRvlCwEal4OBq0nIMNLCV1IqxmqUGEjeAq13fqklMEugytGYM+OLpKjDIOPOfNZJkXJJA4HvHF6GeOIYocssNYqhHxY3UXhuzebDp6twqxcwpxdYV5D+O6GREfCxGKQgfSh87xWOGN77l1fzkP6mEWndmClfHApRNUXKn+HJGdCc7UdXgVcvNXYb0yPer2GHvrVB0kfL3V/Uw8g0V754+oU/hWYl8f5ZJFrrysqoKFloV66W6nG+yMuyncPm0eUJKLXziZFo/nfEDX/xCfuS9fwUo6jrmHfc8C0Rx4twerrn1Aiwuc27c4mDQZyEzzO7bZCyO7NhcrrNnT4xCkaqMuVDTVTUSLBvbIXtnxgiwoTKakYsujiUhrKXUdUbdpjQbMW0Tk4hiO6tzJNqgl9U4azociTbYtjVmTY8j4QZ9W8Moy2EzcIl6Avscic1YFB3vkGwitFSAQpEow1LgXhQv2oimtoTKoP2yI2KUgYvjBhIM6UtArBPujhd52+qNnBvOMNvLuLgygz5ZJxkIzXFG674tgnNrjtwLg+L+ajbCx+dCTjGB1/zoy/m1f/X75YQdFTWsnWwKVdjrXfNJmPy8WzWlfJ3d9NA77XJu+qqZ1pXN59HxS8mQktVT1XJx1WS9HcRGwU4qZ3+zvBSdCAGKvHiv8tHBtEp0VNjluUZJRj4Z8ITXNO/EVrzOg/27OLv5Zkb2TDF9r9pgPnBv5aGCOgFNn/ipUdQIMZWOZbYyZIaSkfhLnAms2HJQfDpZQlBYET7cP0ZGgAjcsbqXrdS1St5cbjHYrqOUIrqoCLfdK15zxRJtug2FGzHRtk807A1R2wP3OY6xA8egiLVItbW2Kus2qlqt1DlrjZqbLU9Kp46N8qocwtbRJrYR+JtA2DyiICp/07ve9K18bO0cLzl87cTNPcXjh5XTa3z6Yyf4xR/8HTaWtydn5jpmpdzbe+FcqkvL01WN6yXLVlvnlaHeanmjvJzcxLaUb2ZSlKFTpUZO4Rrt4BxjyUsaGYU15TI20njF00SZorwkHYDSqmiDDU7SZIt71peUqzY1MVCorwT+77/5Nj51Zpkvu/6q6bh+guD0+gafXl7lR//if7MSetJAC8++8m4ejJe4avEC37z/A1yxNqS+b0hNCfM6YtwLqbdTDIpxv0arnXmSyrK2EbAwm5KK5dxmyELX2c+NzBY+R18EA9S10LOuk0JHw1BgbBVdLcQIA6uZ00KCYEUzb1w4e2QN834sb6WGRa+xX0kNc2aMQrMSh+yppWgUw0xTMxkjcY7+MA3JzIAEYbs/S7+W8KnREr2sxspGlz85dwtby20CZaGnmPuIpnPPNliL2Rhg+j7hT8Gvv+/HOfnp8zznK58xHddPEJy57zynP32eN7/uF4mHlW6vih365IrNhUn7DEw0qZpgir29zqOHpmLodjav8iSbGF2w1hJUCJM8IVH5esyFHXe2W+HstugypyWrlZ2Trc9DAZ9Pkj+PAkVSsddpjeK4BHEl6yr+deabmuQT/vyHX8/p9U1ecM2VD3mun2h4UjHNAN1ojpuj5zEXfD8fWv4hN+DEMheOixBDKkJdlyWQLEKgtGfFXAKg5FUzhMJhBhhZTd4I0uayBsT3XndXXCkYZiGZOOFDMgzQmdNK6zgn4VxJI7cJhco7rIkUCVVKKadTyzFhEHcYxywtbxxrkSzzN4jA1hC7GHhHCNrnxmxdGficP8XMg8LmcVUQjQc6MxzozHx2F2CKzwuWDs2zdGiejeVtfvEHf6ecoaucgCo0wcAl4T5ldKUJivdQC4OsuSS8t5vmeeczuZhXDceU30SXWrkJ9sIKYlTBUitfm1HtCBcaUYX+TazkdR/dbvLsa/+MMHlmdj45L08HaK3YP9Nl/8wTpwj+FHBobpZDc7O84dxtvOWO9wGKmor50IlrQRSrq11uqZ9iY2adYCQci1YYr2o6iwMyUdTQ9LZa1FpjZy8Tw8JsilKKUBmaEtLWQoawvmlYmBsDgkmhaQSDItQpIS7xsKEsoqCuDZlYRgR0A0ekbKcBTZWhlCK1IUGeJG4b4GUmOoswgZs+F7jqS0NJUVqxmWj6KiNB6Pfa2LblwaRDLchY7s/yJxefxcV+myXp0zvbpn1fQNSDrJ4x88l1guVNt7+oZJcDrdh/bC/7j+19zK/dFJfHwav2cfCqfbzsO17MH/3C24rpEw4zXGpjJxxmZzElt43sWG4XtngiWljdXumfljZYynXKMqGVWYWDC8oKVpeNSVSxZvkbBAikZJBt6pltb6+D2DvO3u/QiW865bejY7C+qUkjCrhyaZ4rl+Z5suFJxzRXsT1+gJXB36GHf8Q4KzuudYFGJcRdJyLyg7nazMR9V/S9QRSBZVvqezbTJudsBxCsVXygf7xY791nryJ3EzbumwPrygrVzyuMl6E11so22mEvpXbR66Ayi86TO0SQzS3yRis564yI10aVl0c1ykYnqh5Bs1nMy2Zb2GbN3whC70ANIv+bEX7v51/Pe+87yWu+8BnTxg5PcNz/iVN84gP38H9+8z2c+NTZyhxXhq5ANbM6l1vk40OrSl1NcaxFlYGuOMD5y5jk83JjWtHbVRloV0fZVclQWk1U2LBRWbrORrqI+klUWSdUZLmmWqmiWxTgWmCb8qHgWmarwiPPKtplBP7oX7yOD957ilc+72bC6bh+QuNTZy5wx6lz/I+//zvujrydU8KRpXOc31xkfmGLN17/Lm5MziNdaJMwp6DuGy+ESrN5ocPcPleC1IhBo3yekuLiWp3FuRGCsLwVsth1UbtBCnVjffK3YJQmVAYrlpFVNI2zvWtjw1w9RUS4OGqyWB8gwPqoyUJ9iEUYpwFhkDh5n7gExS1iBOhvd+k1Uy5mLZo24Uw2w9vWbmR7XOfIeJt3XLgG/UDdvUCmwsLtGY0Tm45YGcVozy6jFb/0th/mrg/czz/+1heiLxeyn+IJgTv/4R5OfPIMv/GTf8xmpaU5cAmrfAlB4b/v1EFP2PYJZplJCUfFz5EKay1GUWiiTYV1NpXnggJbeZ5IVD4Hsnpl/6Eqc0+AtF7Zf4Src57Pq7DNII5d1qpw4H/7h1/NXWdXeOVtNz9poyZP6qdMp3YlndqVDFvP5+SF55E/eRs7NKFV7a6dfG1jWHGgoXSYAdZs2dJmO2sWpZZFFJkXUColTkzp365UBjpTxZZUrnE2lTdHmNAoF46OUqgwQNIUlML6BMH8dymxRTxaRjHU62UJso0+tMpaLq1zY3pHXDe/brPGsaVFji0tPtTpnOIJgmM3XcGxm67ghluP8b1fVnakmnCYoWQxgIkuVFTZhl3Y5KpGemeHqwr7UHSZqkwHN85t+eWSRMGC664kBkrR4QRIxcmFdjGaklJomVGVhEC/r7zWM8BCt8Hx/Ysc3z8d108G3HBwLzcc3MvxpXle+X9+H6s1rSTm1KkDAFzYXuTvZo5x98w+mhsxX9g6wXBtTGf/CCPQVYKt9enblEApks23BsgRAAASF0lEQVSQ9mwMAgZDoz4g8UklKm4BzmmWcY2g5WQTLh5oSSR13wXG/rPNaozFOfNpohnXfNhdXJm4hAxtMoZi6Vv33FjvtzgZdti2NdpJxplRmzv7B9AIac/wkVNHsVsRJ2pjzIMR3Tszoq2U8Yym+cA6qu8Jm1AX7OKevV2O33yE4zcfeQyvzhSfLa6/9Wquv/VqZha7/OQ3/SKQKyZ2cQoLuQVUu0i5Z31Zgm6CDNmtyUkVftxMOqG72FbKaGCVSa4+K8RHJFWlmYny1S8qB+uW07ik7BpFBDEYQVo0EZ5km6/cN88zDu/nGYf3X/obnkR4UjPNVWRZTJI9iM42GKx/fTG9RkBNl8KbcaXMnIjQp/w+zgxrudFFuDPeSz687h8tcTqeQwFpFvC3546SO829e2eL5ZqnwcRuKNa3hNqa35611M/03WAE1Oqm3w9Ivw+ZLdIW7XBUNjfJnWalQCt0lKvtgXYTVSsd+2SpC1H5W//3X/8IK+s9Du+f+yzO6BRPBMTjmPMPrnL/J0/ys9/5G5Mzd7bMrjrHFSfa1QiliEJwuXatiqKkkGOdK8sFlXFoSqdZGVcBBv9OKGGFuTAULLQykAXltm3omRFwGrrK67tjk9Wl3721/9uf/x5Wt/tcsTQd109WjOOEc5s93nXHp3nzR98HuIjY7OIGGxszqNDysi/4IM9r3ceq6XIoXOda1lE1ixVoK8vgQpvWvj4GqKURJsqc5AdNf6NOa3aEQrG11mFm3jGAkoZIECMIBk2cKlTgdMnr2y3aHbfcxtYsnY7rmmrTEBOkDH00emsUsRooYglINlrcHu7lTDzLrBlwcdjmfWePk4xC9skWZ+/ZR/d+1xbTmpSFD22it4auDX2gUWOf52LgDz/2FrZXt9l/5Z7H/oJM8ahg0B+ycX6LP/3vf81bf/kdkzN3VESaICImbK3xti6PDJpd11NGI2rHM8BDquyyt/GCt9eqUn7OlMSIrWnPTguEGltprpXVKvsNIAl14W3bSl4KQFKneNYYrXj7f/wuBnHMgfmnhnTuSc00V2FMhDFXAzDYuALkFNAg0uU7gfUVM3JtcwpFRQ1B2JC8PbbrOuW5YkBYjjuk4kTz20m9yEJ13kL5QNcpXoupHDOc09NWXC1EufT9U0UhMoq9PlsqulQfIse/bWaufJ72vebpD8sqGkC03iPZ6xyJb/vOF9Goh1OH+UmOqBZx+Jr9HL5mP//9x/+YtQtbNDt1Bv2d3QQrzMSOz2KlYlAvHxIrGqZcdoEy7JazIlLJtHbpBa7ep5pYHsTX5szvKCUUkRfJ8IbdraNSKbTKAJEoxxkq+Jev+TKa9YhmvfLyOMWTDrUo5OjSHP/0S5/Dr33gg1yojdiXRpzZ7AJOu/yhE8d4l7qRTDTPueI+Xq4/wvLsLC095troAqYzZiOLaKqEcEPRXnKvcnUsujlgJBaDZpxkjCRFAckoQLdSl+eCJkVhxVXijzNL3zqFfWpj+lZIgFDHDDPNqm2iEXrbLT4e7WU9bbHfbvDxrUPcu7GEFqHRSxjd06VxTrE8V6f7QMbcJ7ZQ45SkG6G3R+7eyCxhqEh8Cs2P/IdX0+42aHcbu5+wKZ4UaLYaNK9q8F1v+Sb++n++j8HWiPm9M6ytXF62ocwOm1x1mHea653RxV0MtlTXKwPVhT55on607MI6K+Wigboyz0ohk8tLfBb5KTFQKYDRUQHbuCpgP/+9X8Nsu84sT64KGQ+FpwzTfDlk56/xg0HIJCtDxwh9zzqLT5o6UzZbYitrcjbrevca3rV5fTHv1OYCJ7Zn3RcLo3tcUp0o6JxwjjMo6oOMyDPNWKFxaqvcwcZ24TQoyZDesDzm/mDiN6hqCD0M0LXqCG27sL0Iz37hdbz5N9/4GZ2fKZ6ceOmB7ykNZl5Fg8r3aqhuQh8HZf1PmZgnQWlhBVxt8KJrjyqZYQOiSoaiGlqWimZOGa9d9rAVSYaossMU+DJ0UVlvOgtVERJ8yW3X8e/e+I8/85M0xZMO1/38zxCbEBCazT49cU5kqz3iur2nObG9xIGZdV69+EGGYY2BrXE4vMjS2pB0jyLAss+O0KElRtFQQv9iA7UwQiPojQZ6dkgG1IDMKhLtKm30Vlvo+aGLovRCxk3LljRoqTFr4yZ3ZgexopnZHPPn6Y1cHLSYqw1Z3mixdfc8ZqgIZoZ03xXQOuGcpLhlaCwPJ547OnXPoa957XP57p9+9WN9iqd4HPCSuTeUXxSX6JJzwgwoezLApTroy3UCrEYMpWKT83kV6YdUtmEVvnEWECoy/zwQEWxYqexhIIvK9RIDusJSZxUt8xu/4Yv41pc/9xGclScnnvJOs802sevfiwpvIh38DtAHdpNmwEUpnv18erzIkMh37xXeXTjNwh3LBxzbDJAqxnfnTrM4p9kCKKJhRu1i6YlXnWbV6yOpr8+MYDdLJ9rGsesCmEObSgF0Qbdaxawf+W/fyl/98e1c84zDfNu/eNnnfL6meHJgfXmTn/muX+em517NH/7yX5PE1fGyQ/s8YYR3aOMq1VukkgTojGtA4ZnrSafZVsKCeQKJ28akls+GpbG2AWUyobhWrLlRtghSK53mn//hr+HX3/YRvvC6Q3zHy5//SE/LFE9ynFvf5Ef/11/wJVdfxS/e8U426m5sNaIRQ1z/dKUsL9r/CT7WP4rWwgsP3c0xdZF77F4Woj7Pye5no9Wkb2scj5ahJ2w1m4QqZWYtIVkQRhKwoIcIijWpUyfFXgzYXggYS8j8uM8Js8SpeIG2GTLYiHhH/zoGScQN4Tned/Ya5EwdiYRaMmb+bxS1iyOGe2u0HtjGDF0kKAsNJi27zf7cH7yR//5v/5TnfvlNvOr7Xvr4nOQpHnOcvu88/+l7foMXfd2z+ZUf+18T0WS1M4G56gzvrLxRdZqrDnXgpRV59C6cdKgnZBxBxWkOqg61KhK5wZEakncDFMgaRacLrHKOef4rfuM/vpaf/c138I9uvZZXv/TZj/CsPDnxlHeaq0jiB7GrXwEkZOFLGMZvLeZdzPK0ETfubh8fKsIV49Twof6xYtm/PXUl1mcj6USR3NMt2Oz2ibIRTzSy1JedMyMKGqc2S63mYIQajBw7B8iWD98I2Cx1XQBzKD3RNWjvtYdYObvOoav386sf+HeP3gma4kmJB+8+y3d/xb/HWsuzX3QtH/6be8qZSk3WCq3WZ1ZMZl9PVM4ATDAxr8o6WFWyyzYsjaloX9PZw0alYbdQ1gsHUjMZRenuabG+NeSaI0v81k+97nM9LVM8yfHRB8/w2j/7bSSw3NY+zDulrMvfCEYMY8dCL8xtYoeG3kaT7lKPr1n8CB9VR8jQ3Dr7AF094N54P/NBj+v7ZzjZXWIkAcfDZWI098X7aJsRBzfWuL1xhIGtcW3tHLf3DnP3+l4aYcJMr88dZ49htgP04gDzqTpLH41BhO39mqV/2CjyVQRQOemhoNOO2O4l3HDTfn7urT/02J/IKZ5Q+PC7P8W//sZfABGO33KEe+/w4/qSmsxcGkG8nNOsJ9eTimMsO9p2T8wLylwYV1vZFLY8U7gKXLnTHDHhh9RmagyGCbc+4zD/+cde+dmejicdnlZOcxUiwtq5q4ERoDiblachE/j4+FDx/d7+IqcSl6EfkPHOB67GpfALZgT2VMvlSImie7+XXAB6bGldcM6vALVz2yUHl8SozV4xz271SscDQcZl+9T5g/Osn3cs9QtecRs/9nvf/2ieiimeQsiyjK+9+ofJUlspB1eOLC5hNXYxoHnm9GWMMIqyvvgOpzkP9+XbyQJXJk+8ky4VJmPv3i5n1tzL4su+9Eb+xfdMmbcpdkeSpnzBf/sP9FowNxC26kLqU3LqKiY976NvCub2r7B1YhFRsHjDMnEasHV2hvrSgC/dewd/s3wDyTjiWVffz2bc4J77D9LojHje3D28+9yNZGshS1ddZP1il/D2louQXLVB6z1dom1L3NVEq2Nqay5SmTY0teVecawHDnY4c3IDgK9//RfxHT/xisfyVE3xJMKgP+YVx38AsULUCImTHe6YMaVsYwfJMSG7o7TJil2cZu17YYtnoat2vpqgHemKthlsrdzf4WMLPHBmHYBv/yfP55u/8YselXPwZMPT1mneidMr/5L10W8CkPE87hidLua9f/MoA/E6YoH3PHCcwhFZV6ituvuaweyny1kMUjrLthiEwfntosQsNkOtbRb7sIMhpGWIPQyEsS9H9AcXfpW5pZlH+RdP8XTAz37/b/PuP/soAFc/8xD3fOq8m7GzEyD4EF9F07zTaS7mSSnr2KF9s5XmPeDLxVUcc9MKiJMMpeAvf/ef0WqW1V+mmOKR4rt//3/xl4N70Qi3DPfy8e1NchGEkQw18GOwm6A3QpRViBKCvdvwgIsMJnsS9IamtqqRALLjPaJPttEZjLuCGUPdm+hRN6N7qvKoHIwI+74JVgDR9hCbCkrBn97xZmr16bie4jPHD3/Df+YT778PgIPH93DmgdXSaa7qlsERIBPObyWiWHWMobTJIq6D6262HF8Jo6J/tnWDtRAYxV+99QcJqs3YnqaYOs2Xwf+676UM7Tp13eVd68cYinNgFfA39+eNTYDVANX3Zd4EZu+mCGfoUUb7fOkIBxe20HnVDbGwulE41K/6f17M7//0n4HAN3z/S/iOt/yTx+aHTvG0gYjwjbf+BL2tIfNLXbb740ILrfRkAftH7DTj21lXGqKUCYXCt7zhBfzab/0dAN/yzc/n9a+Z6pOneHSRZRnP++lfYiNMOGbaXNjsM/IP/jopcVqJrkiCGQUoFFko1NbLKgBpPaW25ZYVQFnry4dCZjIa61K0gn/jNzyb//ErfwMC3/19/4iv+6df8lj+5CmeBkiSlFfc+C+IRwmHju/lzIMr+Iq4mNCQsZNN3qFbrhIgOfMsPhGwwlDboGSXv/V7XsSv/ep7AMWP/POX8pUvueXz+AufnJg6zY8AaZby5jvfTCxj/vX1P8bz3/pf2UpcDdDXzt/G79z+cVBglKJ7l3+zE3jWsf3c+84HiwH56q+4mT/5TVeT9Ou++XkcO7rAb/z0W3nxK57Dt/6br3+II5hiikcfo+GYH3jNr2At/Jc/+E5e9aKfZTSIUQpe9FW38M6/vAOAMDLERfq/cMttV3L7R04W23npy2/hL/78YwD80299Ad35Nr/9O+/jZV91C69//Qse6581xdMc24MRr/+53yUKAn7rB1/DF//of6EXKaIk48V7DvP2s2dQKDoZDIcpSlw31xddeYj33HMabRWiMl5y9ZW8/Y4TIMIPf9MLSftj/uAPP8irXnEbr3zdFz/eP3OKpxk2Vnv80Cv+C+2ZJj/7/30X3/CsnyBLMoLIcM2zr+STHzoBStGZabDdGxVM820vupb3/+29Bc/3rC+6mo984H4AfvjHv5az59b5P2/9KK/9lhfwsq97aifxPRqYOs2PAj585gwfP3eO1z3rWaSp8O9+86+46dheXvPlX8jZcxu8852f5OVf+2za7adOrcIpnvr42Ice4MF7L/CyV93GYBDz8z/1Vp757KO87Btu5fSpVd77rjt5+Stvo9EIH35jU0zxBMH7b7+P88tbfO1X3MJ2b8zP/te/5Iu/8Gpe+uKbeODBFf7+g/fy9S/7Qur16bie4smDv3/Hp9jaHPCVX/+FrF3s8Us/9Va+5Ctv5kUvuZl77zrL7R+8n5e/5rmE4VOmPcfjgqnTPMUUU0wxxRRTTDHFFA8D/fCLTDHFFFNMMcUUU0wxxdMbU6d5iimmmGKKKaaYYoopHgZTp3mKKaaYYooppphiiikeBlOneYoppphiiimmmGKKKR4GU6d5iimmmGKKKaaYYoopHgZTp3mKKaaYYooppphiiikeBlOneYoppphiiimmmGKKKR4GU6d5iimmmGKKKaaYYoopHgZTp3mKKaaYYooppphiiikeBlOneYoppphiiimmmGKKKR4GU6d5iimmmGKKKaaYYoopHgZTp3mKKaaYYooppphiiikeBlOneYoppphiiimmmGKKKR4GU6d5iimmmGKKKaaYYoopHgZTp3mKKaaYYooppphiiikeBlOneYoppphiiimmmGKKKR4GU6d5iimmmGKKKaaYYoopHgZTp3mKKaaYYooppphiiikeBv9/WhlAsr33l5kAAAAASUVORK5CYII=", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(9, 4))\n", + "fig.suptitle(\"Circular coordinates with levelset colormap\", fontsize=20)\n", + "for i, coordinate in enumerate(circular_coords):\n", + " plt.subplot(1, len(toroidal_coords), i + 1)\n", + " plt.scatter(\n", + " X[:, 1],\n", + " X[:, 0],\n", + " s=2,\n", + " c=CircleMapUtils.levelset_coloring(CircleMapUtils.center(coordinate)),\n", + " )\n", + " plt.title(\"toroidal\\ncoordinate \" + str(i + 1))\n", + " plt.gca().set_aspect(\"equal\")\n", + " _ = plt.axis(\"off\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "087e6391ed1cd4684da4d47dd76868e5fa890f509da77f6f7afb76c04058243b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/_sources/notebooks/movingDot.ipynb.txt b/_sources/notebooks/movingDot.ipynb.txt new file mode 100644 index 0000000..0294f9f --- /dev/null +++ b/_sources/notebooks/movingDot.ipynb.txt @@ -0,0 +1,173 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Complex projective coordinates on data set of image patches\n", + "\n", + "In this example, we explore the topology of a collection of images of a moving dot, which, as we will show using persistent cohomology and complex projective coordinates, are parametrized by the 2-sphere.\n", + "Each image patch is a square $d \\times d$ region of pixels.\n", + "Each pixel can be thought of as a dimension, so each patch lives in $\\mathbb{R}^{d \\times d}$, and a collection of patches can be thought of as a Euclidean point cloud in $\\mathbb{R}^{d \\times d}$." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from dreimac import GeometryExamples, PlotUtils, ComplexProjectiveCoords, ProjectiveMapUtils, GeometryUtils\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from persim import plot_diagrams" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's start by looking at a small sample of image patches" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "small_sample = GeometryExamples.moving_dot(10, sigma=2)\n", + "\n", + "plt.figure(figsize=(8,8))\n", + "_ = PlotUtils.plot_patches(small_sample, zoom=4)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The topology of the data is best captured by approximations of the geodesic distance. This is what the function `landmark_geodesic_distance` does." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "P = GeometryExamples.moving_dot(100, sigma=2)\n", + "dist_mat, pointcloud_permutation = GeometryUtils.landmark_geodesic_distance(P, 300, 20)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see, the data has one high-prominence 2-dimensional void." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cpc = ComplexProjectiveCoords(dist_mat, n_landmarks=300, distance_matrix=True)\n", + "fig = plt.figure()\n", + "plot_diagrams(cpc._dgms)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now apply complex projective coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "coords = cpc.get_coordinates(perc=0.9, proj_dim=1, cocycle_idx=0)\n", + "coords_R3 = ProjectiveMapUtils.hopf_map(coords)\n", + "coords_R2 = ProjectiveMapUtils.stereographic_projection_hemispheres(coords_R3)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "subsample = GeometryUtils.get_greedy_perm_pc(coords_R2, 200)['perm']\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "PlotUtils.imscatter(coords_R2[subsample], P[pointcloud_permutation][subsample], 10)\n", + "_ = PlotUtils.plot_2sphere_boundary()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac-installed", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.0" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/_sources/notebooks/parameter_n_samples.ipynb.txt b/_sources/notebooks/parameter_n_samples.ipynb.txt new file mode 100644 index 0000000..24a091b --- /dev/null +++ b/_sources/notebooks/parameter_n_samples.ipynb.txt @@ -0,0 +1,87 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Parameter n_samples for speeding up computations\n", + "\n", + "The purpose of this example is to demonstrate the speedup gained by using a small sample of the dataset to build the topological coordinates, instead of the full dataset.\n", + "The size of the sample is chosen with the parameter n_samples.\n", + "In this simple example we do not average several runs since the trend is clearly apparent even without a careful efficiency analysis." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import time\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from dreimac import CircularCoords, GeometryExamples" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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L9wKTk5N16tQptxYHAIBV+frYNDv2wrOql89oc/H97Ngo5rupBNPh5quvvtJ1112nl156Sa+88opycnIkSWvWrNHMmTPdXR8AAJY1JDpMi0b3UKjd9dZTqN1fi0b3YJ6bSjJ9W2ratGl64IEH9PLLLysgIMDZfvvtt+u+++5za3EAAFjdkOgw3RoVygzFbmQ63OzZs0dvvfVWqfbmzZsrIyPDLUUBAFCb+PrYFNOmibfLsAzTt6X8/PzKnKzvP//5j5o1a+aWogAAACrLdLi54447NGfOHJ0/f16SZLPZlJaWphkzZuiuu+5ye4EAAABmmA438+bNU0FBgYKDg1VUVKQBAwaobdu2CggI0AsvvOCJGgEAACrMdLix2+3asmWLNmzYoIULF2rSpEnauHGjtm3bpmuuucbUvuLj49WrVy8FBAQoODhYw4cP15EjR371c6tXr1aHDh3k7++vzp07a+PGjWYPAwAAWJTNMIyrXpErJydHjRo1Mv25IUOG6N5771WvXr30888/6+mnn1ZKSooOHTpUblDauXOn+vfvr/j4eP32t7/VypUr9dJLLyk5OVnR0dG/+p15eXmy2+3Kzc1VYGCg6ZoBAEDVM/P7bTrcvPTSS2rdurXuueceSdLdd9+tf/7znwoNDdXGjRvVtWvXShf+448/Kjg4WNu2bVP//v3L7HPPPffozJkz2rBhg7OtT58+6tatmxYvXvyr30G4AQCg5jHz+236ttTixYsVEREhSdqyZYu2bNmijz/+WEOHDtX06dMrV/H/Lzc3V5IUFFT+VNO7du3SoEGDXNoGDx6sXbt2ldn/7NmzysvLc3kBAADrMj3PTUZGhjPcbNiwQXfffbduu+02tW7dWjfccEOlC3E4HJo6dar69et3xdtLGRkZCgkJcWkLCQkpd46d+Ph4xcXFVbouAABQs5i+ctO4cWOdPHlSkrRp0ybnVRTDMFRSUlLpQh577DGlpKRo1apVld5HWWbOnKnc3Fzn62LtAADAmkxfuRkxYoTuu+8+tWvXTqdPn9bQoUMlSfv27VPbtm0rVcSkSZO0YcMGbd++XS1atLhi39DQUGVmZrq0ZWZmKjQ0tMz+fn5+8vPzq1RdAACg5jF95ea1117TpEmTFBUVpS1btqhhw4aSpPT0dD366KOm9mUYhiZNmqS1a9dq69atioyM/NXPxMTEKCEhwaVty5YtiomJMfXdAADAmtwyFLyyHn30Ua1cuVIffvih2rdv72y32+2qX7++JGnMmDFq3ry54uPjJV0YCj5gwADNnTtXw4YN06pVq/Tiiy8yFBwAAAtz+2ipL7/8ssJfXlhYqK+//rpCfRctWqTc3FzddNNNCgsLc77ef/99Z5+0tDSlp6c73/ft21crV67U22+/ra5du+qDDz7QunXrKhRsAACA9VXoyk27du107bXX6qGHHtLtt99e5gR7hw4d0ooVK/TOO+/opZde0pgxYzxS8NXiyg0AADWPmd/vCj1QfOjQIS1atEh//OMfdd999+m6665TeHi4/P399dNPP+nw4cMqKCjQ7373O33yySfq3LmzWw4EAADALNPP3Ozdu1c7duzQiRMnVFRUpKZNm6p79+66+eabrzj5XnXBlRsAAGoet1+5uVTPnj3Vs2fPShcHAADgSaaHggMAAFRnhBsAAGAphBsAAGAphBsAAGApVxVuiouL3VUHAACAW5gONw6HQ88//7yaN2+uhg0b6vjx45KkZ599Vn/961/dXiAAAIAZpsPNn/70Jy1btkwvv/yy6tWr52yPjo7WkiVL3FocAACAWabDzfLly/X2229r1KhR8vX1dbZ37dpVhw8fdmtxAAAAZpkON6dOnVLbtm1LtTscDp0/f94tRQEAAFSW6XATFRWlL774olT7Bx98oO7du7ulKAAAgMoyvfzCrFmzNHbsWJ06dUoOh0Nr1qzRkSNHtHz5cm3YsMETNQIAAFSY6Ss3d955p9avX69PP/1U11xzjWbNmqVvvvlG69ev16233uqJGgEAACrM9KrgNR2rggMAUPN4dFXwSxUUFMjhcLi0ERgAAIA3mb4tlZqaqmHDhumaa66R3W5X48aN1bhxYzVq1EiNGzf2RI0AAAAVZvrKzejRo2UYhpYuXaqQkBDZbDZP1AUAAFAppsPNgQMHlJSUpPbt23uiHgAAgKti+rZUr169dPLkSU/UAgAAcNVMX7lZsmSJJkyYoFOnTik6Olp169Z12d6lSxe3FQcAAGCW6XDz448/6tixYxo3bpyzzWazyTAM2Ww2lZSUuLVAAAAAM0yHmwcffFDdu3fXe++9xwPFAACg2jEdbk6cOKF//etfZS6eCQAA4G2mHygeOHCgDhw44IlaAAAArprpKzexsbF6/PHHdfDgQXXu3LnUA8V33HGH24oDAAAwy/TaUj4+5V/sqQkPFLO2FAAANY9H15a6fC0pAAC8pcRhKDE1W1n5xQoO8FfvyCD5+jDQpba7qoUzAQDwlk0p6Ypbf0jpucXOtjC7v2bHRmlIdJgXK4O3VSjcLFy4UI888oj8/f21cOHCK/adPHmyWwoDAKA8m1LSNXFFsi5/riIjt1gTVyRr0egeBJxarELP3ERGRmrv3r1q0qSJIiMjy9+Zzabjx4+7tUB345kbAKjZShyGbnxpq8sVm0vZJIXa/bVjxkBuUVmI25+5SU1NLfO/AQCoaomp2eUGG0kyJKXnFisxNVsxbZpUXWGoNkzPczNnzhwVFhaWai8qKtKcOXPcUhQAAOXJyi8/2FSmH6zHdLiJi4tTQUFBqfbCwkLFxcW5pSgAAMoTHODv1n6wHtPh5uICmZc7cOCAgoKC3FIUAADl6R0ZpDC7v8p7msamC6Omekfym1RbVXgoeOPGjWWz2WSz2XTddde5BJySkhIVFBRowoQJHikSAICLfH1smh0bpYkrkmWTXEZMXfxlmh0bxcPEtViFw838+fNlGIYefPBBxcXFyW63O7fVq1dPrVu3VkxMjEeKBADgUkOiw7RodI9S89yEMs8NVInlF7Zt26Z+/fqpTp2aOf8fQ8EBwDqYobj28OjyCwMGDKh0YQAAuJOvj43h3ijF9APFAAAA1ZlXw8327dsVGxur8PBw2Ww2rVu37or9P//8c+dDzZe+MjIyqqZgAABQ7Xk13Jw5c0Zdu3bVm2++aepzR44cUXp6uvMVHBzsoQoBAEBN49WngocOHaqhQ4ea/lxwcLAaNWrk/oIAAECNZzrcnDlzRnPnzlVCQoKysrLkcDhctlfFwpndunXT2bNnFR0dreeee079+vXz+HcCAICawXS4eeihh7Rt2zbdf//9CgsLK3O2Yk8JCwvT4sWL1bNnT509e1ZLlizRTTfdpN27d6tHjx5lfubs2bM6e/as831eXl5VlQsAALzAdLj5+OOP9dFHH3nlakn79u3Vvn175/u+ffvq2LFjeu211/T3v/+9zM/Ex8ez5hUAALWI6QeKGzduXK3WkOrdu7eOHj1a7vaZM2cqNzfX+Tp58mQVVgcAAKqa6XDz/PPPa9asWSosLPREPabt379fYWHlT7Pt5+enwMBAlxcAALAu07el5s2bp2PHjikkJEStW7dW3bp1XbYnJydXeF8FBQUuV11SU1O1f/9+BQUFqWXLlpo5c6ZOnTql5cuXS7qwvlVkZKQ6deqk4uJiLVmyRFu3btUnn3xi9jAAAIBFmQ43w4cPd9uX7927VzfffLPz/bRp0yRJY8eO1bJly5Senq60tDTn9nPnzumJJ57QqVOn1KBBA3Xp0kWffvqpyz4AAEDtZnrhzJqOhTMBAKh5PLpw5kVJSUn65ptvJEmdOnVS9+7dK7srAAAAtzEdbrKysnTvvffq888/d84SnJOTo5tvvlmrVq1Ss2bN3F0jAABAhZkeLfW///u/ys/P19dff63s7GxlZ2crJSVFeXl5mjx5sidqBAAAqDDTz9zY7XZ9+umn6tWrl0t7YmKibrvtNuXk5LizPrfjmRsAAGoeM7/fpq/cOByOUsO/Jalu3bql1pkCAACoaqbDzcCBAzVlyhT98MMPzrZTp07p8ccf1y233OLW4gAAAMwyHW7eeOMN5eXlqXXr1mrTpo3atGmjyMhI5eXl6fXXX/dEjQAAABVmerRURESEkpOT9emnn+rw4cOSpI4dO2rQoEFuLw4AAMAsJvEDAADVntsn8Vu4cKEeeeQR+fv7a+HChVfsy3BwAADgTRW6chMZGam9e/eqSZMmioyMLH9nNpuOHz/u1gLdjSs3AADUPG6/cpOamlrmfwMAAFQ3pkdLzZkzR4WFhaXai4qKNGfOHLcUBQAAUFmmHyj29fVVenq6goODXdpPnz6t4OBglZSUuLVAd+O2FAAANY9HZyg2DEM2m61U+4EDBxQUFGR2dwAAAG5V4XluGjduLJvNJpvNpuuuu84l4JSUlKigoEATJkzwSJEAAAAVVeFwM3/+fBmGoQcffFBxcXGy2+3ObfXq1VPr1q0VExPjkSIBAAAqqsLhZuzYsZIuDAvv27dvmYtnAgAAeJvp5RcGDBjg/O/i4mKdO3fOZTsP6QIAAG8y/UBxYWGhJk2apODgYF1zzTVq3LixywsAAMCbTIeb6dOna+vWrVq0aJH8/Py0ZMkSxcXFKTw8XMuXL/dEjQAAABVm+rbU+vXrtXz5ct10000aN26cfvOb36ht27Zq1aqV3n33XY0aNcoTdQIAAFSI6Ss32dnZuvbaayVdeL4mOztbknTjjTdq+/bt7q0OAADAJNPh5tprr3WuL9WhQwf94x//kHThik6jRo3cWhwAAIBZpsPNuHHjdODAAUnSU089pTfffFP+/v56/PHHNX36dLcXCAAAYIbptaUud+LECSUlJalt27bq0qWLu+ryGNaWAgCg5vHo2lLLly/X2bNnne9btWqlESNGqEOHDoyWAgAAXseq4AAAoNrzyqrg33//vct6UwAAAN5Q4Xluunfv7lwV/JZbblGdOr98tKSkRKmpqRoyZIhHigQAAKioCoeb4cOHS5L279+vwYMHq2HDhs5tF1cFv+uuu9xeIADAvUochhJTs5WVX6zgAH/1jgySr0/pK/JATVXhcDN79mxJUuvWrXXPPffI39/fY0UBADxjU0q64tYfUnpusbMtzO6v2bFRGhId5sXKAPe56qHgNQ0PFAOorTalpGviimRd/o/+xWs2i0b3IOCg2vLoA8U+Pj7y9fUt9wUAqH5KHIbi1h8qFWwkOdvi1h9SiaNW/f8uLMr0wplr1qxxGS11/vx57du3T3/7298UFxfn1uIAAO6RmJrtcivqcoak9NxiJaZmK6ZNk6orDPAA0+Hm4oPFl/qf//kfderUSe+//77Gjx/vjroAAG6UlV9+sKlMP6A6M31bqjx9+vRRQkKCu3YHAHCj4ICKDQKpaD+gOnNLuCkqKtLChQvVvHlzd+wOAOBmvSODFGb3V3kDvm26MGqqd2RQVZYFeITp21KNGzd2eebGMAzl5+erQYMGWrFihVuLAwC4h6+PTbNjozRxRbJsksuDxRf/RZ8dG8V8N7AE0+Fm/vz5Lu99fHzUrFkz3XDDDWrcuLG76gIAuNmQ6DAtGt2j1Dw3ocxzA4thnhsAqGWYoRg1kUfnuZGkn376SX/+8581fvx4jR8/XvPmzVN2drbp/Wzfvl2xsbEKDw+XzWbTunXrfvUzn3/+uXr06CE/Pz+1bdtWy5YtM38AAFCL+frYFNOmie7s1lwxbZoQbGA5psPN9u3b1bp1ay1cuFA//fSTfvrpJy1cuFCRkZHavn27qX2dOXNGXbt21Ztvvlmh/qmpqRo2bJhuvvlm7d+/X1OnTtVDDz2kzZs3mz0MAABgUaZvS3Xu3FkxMTFatGiRc0bikpISPfroo9q5c6cOHjxYuUJsNq1du7bMeXQumjFjhj766COlpKQ42+69917l5ORo06ZNFfoebksBAFDzePS21NGjR/XEE0+4LLXg6+uradOm6ejRo+arNWHXrl0aNGiQS9vgwYO1a9cuj34vAACoOUyHmx49euibb74p1f7NN9+oa9eubimqPBkZGQoJCXFpCwkJUV5enoqKisr8zNmzZ5WXl+fyAgAA1mV6KPjkyZM1ZcoUHT16VH369JEkffnll3rzzTc1d+5cffXVV86+Xbp0cV+llRQfH8+aVwAA1CKmw83IkSMlSU8++WSZ22w2mwzDkM1mU0lJydVXeInQ0FBlZma6tGVmZiowMFD169cv8zMzZ87UtGnTnO/z8vIUERHh1roAAED1YTrcpKameqKOComJidHGjRtd2rZs2aKYmJhyP+Pn5yc/Pz9PlwYAAKoJ0+GmVatWbvvygoICl4eQU1NTtX//fgUFBally5aaOXOmTp06peXLl0uSJkyYoDfeeENPPvmkHnzwQW3dulX/+Mc/9NFHH7mtJgAAULOZDjeS9MMPP2jHjh3KysqSw+Fw2TZ58uQK72fv3r26+eabne8v3j4aO3asli1bpvT0dKWlpTm3R0ZG6qOPPtLjjz+uBQsWqEWLFlqyZIkGDx5cmcMAAAAWZHqem2XLlukPf/iD6tWrpyZNmrgsommz2XT8+HG3F+lOzHMDAEDNY+b323S4iYiI0IQJEzRz5kz5+FRq9QavItwAAFDzeHQSv8LCQt177701MtgAAADrM51Qxo8fr9WrV3uiFgAAgKtm+rZUSUmJfvvb36qoqEidO3dW3bp1Xba/+uqrbi3Q3bgtBQBAzWPm99v0aKn4+Hht3rxZ7du3l6RSDxQDAAB4k+lwM2/ePC1dulQPPPCAB8oBAAC4OqafufHz81O/fv08UQsAAMBVMx1upkyZotdff90TtQAAAFw107elEhMTtXXrVm3YsEGdOnUq9UDxmjVr3FYcAACAWabDTaNGjTRixAhP1AIAAHDVTIebd955xxN1AAAAuEWlFs6UpB9//FFHjhyRJLVv317NmjVzW1EAAACVZfqB4jNnzujBBx9UWFiY+vfvr/79+ys8PFzjx49XYWGhJ2oEAACoMNPhZtq0adq2bZvWr1+vnJwc5eTk6MMPP9S2bdv0xBNPeKJGAACACjO9/ELTpk31wQcf6KabbnJp/+yzz3T33Xfrxx9/dGd9bsfyCwAA1DweXxU8JCSkVHtwcDC3pQAAgNeZDjcxMTGaPXu2iouLnW1FRUWKi4tTTEyMW4sDAAAwy/RoqQULFmjw4MFq0aKFunbtKkk6cOCA/P39tXnzZrcXCAAAYIbpZ26kC7em3n33XR0+fFiS1LFjR40aNUr169d3e4HuxjM3AADUPGZ+vys1z02DBg308MMPV6o4AAAATzL9zE18fLyWLl1aqn3p0qV66aWX3FIUAABAZZkON2+99ZY6dOhQqr1Tp05avHixW4oCAACoLNPhJiMjQ2FhYaXamzVrpvT0dLcUBQAAUFmmw01ERIT+/e9/l2r/97//rfDwcLcUBQAAUFmmHyh++OGHNXXqVJ0/f14DBw6UJCUkJOjJJ59k+QUAAOB1psPN9OnTdfr0aT366KM6d+6cJMnf318zZszQzJkz3V4gAACAGZWa50aSCgoK9M0336h+/fpq166d/Pz83F2bRzDPDYDKKnEYSkzNVlZ+sYID/NU7Mki+PjZvlwXUCh6f50aSGjZsqF69elX24wBQo2xKSVfc+kNKz/1l6Zkwu79mx0ZpSHTpQRYAvMf0A8UAUNtsSknXxBXJLsFGkjJyizVxRbI2pTBSFKhOCDcAcAUlDkNx6w+prPv3F9vi1h9SiaNSd/gBeADhBgCuIDE1u9QVm0sZktJzi5WYml11RQG4IsINAFxBVn75waYy/QB4HuEGAK4gOMDfrf0AeB7hBgCuoHdkkMLs/ipvwLdNF0ZN9Y4MqsqyAFwB4QYArsDXx6bZsVGSVCrgXHw/OzaK+W6AaoRwAwC/Ykh0mBaN7qFQu+utp1C7vxaN7sE8N0A1U+lJ/ACgNhkSHaZbo0KZoRioAQg3AFBBvj42xbRp4u0yAPwKbksBAABLIdwAAABLIdwAAABLqRbh5s0331Tr1q3l7++vG264QYmJieX2XbZsmWw2m8vL35/JswAAwAVeDzfvv/++pk2bptmzZys5OVldu3bV4MGDlZWVVe5nAgMDlZ6e7nydOHGiCisGAADVmdfDzauvvqqHH35Y48aNU1RUlBYvXqwGDRpo6dKl5X7GZrMpNDTU+QoJCanCigEAQHXm1XBz7tw5JSUladCgQc42Hx8fDRo0SLt27Sr3cwUFBWrVqpUiIiJ055136uuvv66KcgEAQA3g1XDz3//+VyUlJaWuvISEhCgjI6PMz7Rv315Lly7Vhx9+qBUrVsjhcKhv3776/vvvy+x/9uxZ5eXlubwAAIB1ef22lFkxMTEaM2aMunXrpgEDBmjNmjVq1qyZ3nrrrTL7x8fHy263O18RERFVXDEAAKhKXg03TZs2la+vrzIzM13aMzMzFRoaWqF91K1bV927d9fRo0fL3D5z5kzl5uY6XydPnrzqugEAQPXl1XBTr149XX/99UpISHC2ORwOJSQkKCYmpkL7KCkp0cGDBxUWVvbCdX5+fgoMDHR5AQAA6/L62lLTpk3T2LFj1bNnT/Xu3Vvz58/XmTNnNG7cOEnSmDFj1Lx5c8XHx0uS5syZoz59+qht27bKycnRK6+8ohMnTuihhx7y5mEAAIBqwuvh5p577tGPP/6oWbNmKSMjQ926ddOmTZucDxmnpaXJx+eXC0w//fSTHn74YWVkZKhx48a6/vrrtXPnTkVFRXnrEAD8ihKHwWraAKqMzTAMw9tFVKW8vDzZ7Xbl5uZyiwqoAptS0hW3/pDSc4udbWF2f82OjdKQ6LJvJwPA5cz8fte40VIAao5NKemauCLZJdhIUkZusSauSNamlHQvVQbAygg3ADyixGEobv0hlXVp+GJb3PpDKnHUqovHAKoA4QaARySmZpe6YnMpQ1J6brESU7OrrigAtQLhBoBHZOWXH2wq0w8AKopwA8AjggP83doPACqKcAPAI3pHBinM7q/yBnzbdGHUVO/IoKosC0AtQLgB4BG+PjbNjr0w/9TlAefi+9mxUcx3A8DtCDcAPGZIdJgWje6hULvrradQu78Wje7BPDcAPMLrMxQDsLYh0WG6NSqUGYoBVBnCDQCP8/WxKaZNE2+XAaCW4LYUAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFCbxA6qxEofBzL4AYBLhBqimNqWkK279IaXnFjvbwuz+mh0bxZpMAHAF3JYCqqFNKemauCLZJdhIUkZusSauSNamlHQvVQYA1R/hBqhmShyG4tYfklHGtottcesPqcRRVg8AAOEGqGYSU7NLXbG5lCEpPbdYianZVVcUANQghBugmsnKLz/YVKYfANQ2hBugmgkO8HdrPwCobQg3QDXTOzJIYXZ/lTfg26YLo6Z6RwZVZVkAUGMQboBqxtfHptmxUZJUKuBcfD87Nor5bgCgHIQboBoaEh2mRaN7KNTueusp1O6vRaN7MM8NAFwBk/gB1dSQ6DDdGhXKDMUAYBLhBqjGfH1simnTxNtlAECNQriBJbEmEwDUXoQbWA5rMgFA7cYDxbAU1mQCABBuYBmsyQQAkAg3sBDWZAIASIQbWAhrMgEAJB4oxmVq8igj1mQCAEiEG1yipo8yurgmU0ZucZnP3dh0YYZf1mQCAGvjthQkWWOUEWsyAQAkwo3blDgM7Tp2Wh/uP6Vdx07XqBE5VhplxJpMAABuS7lBTb+dY2aUUU1YCoA1mQCgdiPcXKWLt3Muv6Zx8XZOTbhaYMVRRqzJBAC1V7W4LfXmm2+qdevW8vf31w033KDExMQr9l+9erU6dOggf39/de7cWRs3bqyiSl1Z5XYOo4wAAFbi9XDz/vvva9q0aZo9e7aSk5PVtWtXDR48WFlZWWX237lzp0aOHKnx48dr3759Gj58uIYPH66UlJQqrtw6k8ZdHGVU3k0bmy7cZmOUEQCgJvB6uHn11Vf18MMPa9y4cYqKitLixYvVoEEDLV26tMz+CxYs0JAhQzR9+nR17NhRzz//vHr06KE33nijiiu3zu0cRhkBAKzEq+Hm3LlzSkpK0qBBg5xtPj4+GjRokHbt2lXmZ3bt2uXSX5IGDx5cbv+zZ88qLy/P5eUuVrqdwygjAIBVePWB4v/+978qKSlRSEiIS3tISIgOHz5c5mcyMjLK7J+RkVFm//j4eMXFxbmn4MtYbdI4RhkBAKzA67elPG3mzJnKzc11vk6ePOm2fVvxds7FUUZ3dmuumDZNalTtAABIXg43TZs2la+vrzIzM13aMzMzFRoaWuZnQkNDTfX38/NTYGCgy8uduJ0DAED14tXbUvXq1dP111+vhIQEDR8+XJLkcDiUkJCgSZMmlfmZmJgYJSQkaOrUqc62LVu2KCYmpgoqLhu3cwAAqD68PonftGnTNHbsWPXs2VO9e/fW/PnzdebMGY0bN06SNGbMGDVv3lzx8fGSpClTpmjAgAGaN2+ehg0bplWrVmnv3r16++23vXkYTBoHAEA14fVwc8899+jHH3/UrFmzlJGRoW7dumnTpk3Oh4bT0tLk4/PL3bO+fftq5cqV+uMf/6inn35a7dq107p16xQdHe2tQwAAANWIzTCM6j19rpvl5eXJbrcrNzfX7c/fAAAAzzDz+2350VIAAKB2IdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABL8fokflXt4rQ+eXl5Xq4EAABU1MXf7YpMz1frwk1+fr4kKSIiwsuVAAAAs/Lz82W326/Yp9bNUOxwOPTDDz8oICBANlv1W9gyLy9PEREROnnyZK2eQZnz8AvOxS84F7/gXPyCc3GB1c+DYRjKz89XeHi4y7JMZal1V258fHzUokULb5fxqwIDAy35h9MszsMvOBe/4Fz8gnPxC87FBVY+D792xeYiHigGAACWQrgBAACWQripZvz8/DR79mz5+fl5uxSv4jz8gnPxC87FLzgXv+BcXMB5+EWte6AYAABYG1duAACApRBuAACApRBuAACApRBuPCw+Pl69evVSQECAgoODNXz4cB05csSlT3FxsR577DE1adJEDRs21F133aXMzEyXPmlpaRo2bJgaNGig4OBgTZ8+XT///HNVHorbzZ07VzabTVOnTnW21aZzcerUKY0ePVpNmjRR/fr11blzZ+3du9e53TAMzZo1S2FhYapfv74GDRqkb7/91mUf2dnZGjVqlAIDA9WoUSONHz9eBQUFVX0oV6WkpETPPvusIiMjVb9+fbVp00bPP/+8yxTrVj0X27dvV2xsrMLDw2Wz2bRu3TqX7e467q+++kq/+c1v5O/vr4iICL388suePjTTrnQuzp8/rxkzZqhz58665pprFB4erjFjxuiHH35w2YcVzsWv/Zm41IQJE2Sz2TR//nyXdiuch6tmwKMGDx5svPPOO0ZKSoqxf/9+4/bbbzdatmxpFBQUOPtMmDDBiIiIMBISEoy9e/caffr0Mfr27evc/vPPPxvR0dHGoEGDjH379hkbN240mjZtasycOdMbh+QWiYmJRuvWrY0uXboYU6ZMcbbXlnORnZ1ttGrVynjggQeM3bt3G8ePHzc2b95sHD161Nln7ty5ht1uN9atW2ccOHDAuOOOO4zIyEijqKjI2WfIkCFG165djS+//NL44osvjLZt2xojR470xiFV2gsvvGA0adLE2LBhg5GammqsXr3aaNiwobFgwQJnH6uei40bNxrPPPOMsWbNGkOSsXbtWpft7jju3NxcIyQkxBg1apSRkpJivPfee0b9+vWNt956q6oOs0KudC5ycnKMQYMGGe+//75x+PBhY9euXUbv3r2N66+/3mUfVjgXv/Zn4qI1a9YYXbt2NcLDw43XXnvNZZsVzsPVItxUsaysLEOSsW3bNsMwLvylrVu3rrF69Wpnn2+++caQZOzatcswjAt/2H18fIyMjAxnn0WLFhmBgYHG2bNnq/YA3CA/P99o166dsWXLFmPAgAHOcFObzsWMGTOMG2+8sdztDofDCA0NNV555RVnW05OjuHn52e89957hmEYxqFDhwxJxp49e5x9Pv74Y8NmsxmnTp3yXPFuNmzYMOPBBx90aRsxYoQxatQowzBqz7m4/IfMXcf9l7/8xWjcuLHL348ZM2YY7du39/ARVd6VftQvSkxMNCQZJ06cMAzDmueivPPw/fffG82bNzdSUlKMVq1auYQbK56HyuC2VBXLzc2VJAUFBUmSkpKSdP78eQ0aNMjZp0OHDmrZsqV27dolSdq1a5c6d+6skJAQZ5/BgwcrLy9PX3/9dRVW7x6PPfaYhg0b5nLMUu06F//617/Us2dP/f73v1dwcLC6d++u//u//3NuT01NVUZGhsu5sNvtuuGGG1zORaNGjdSzZ09nn0GDBsnHx0e7d++uuoO5Sn379lVCQoL+85//SJIOHDigHTt2aOjQoZJq17m4lLuOe9euXerfv7/q1avn7DN48GAdOXJEP/30UxUdjfvl5ubKZrOpUaNGkmrPuXA4HLr//vs1ffp0derUqdT22nIefk2tW1vKmxwOh6ZOnap+/fopOjpakpSRkaF69eo5/4JeFBISooyMDGefS3/ML26/uK0mWbVqlZKTk7Vnz55S22rTuTh+/LgWLVqkadOm6emnn9aePXs0efJk1atXT2PHjnUeS1nHeum5CA4Odtlep04dBQUF1ahz8dRTTykvL08dOnSQr6+vSkpK9MILL2jUqFGSVKvOxaXcddwZGRmKjIwstY+L2xo3buyR+j2puLhYM2bM0MiRI51rKNWWc/HSSy+pTp06mjx5cpnba8t5+DWEmyr02GOPKSUlRTt27PB2KV5x8uRJTZkyRVu2bJG/v7+3y/Eqh8Ohnj176sUXX5Qkde/eXSkpKVq8eLHGjh3r5eqq1j/+8Q+9++67WrlypTp16qT9+/dr6tSpCg8Pr3XnAr/u/Pnzuvvuu2UYhhYtWuTtcqpUUlKSFixYoOTkZNlsNm+XU61xW6qKTJo0SRs2bNBnn33msip5aGiozp07p5ycHJf+mZmZCg0Ndfa5fMTQxfcX+9QESUlJysrKUo8ePVSnTh3VqVNH27Zt08KFC1WnTh2FhITUmnMRFhamqKgol7aOHTsqLS1N0i/HUtaxXnousrKyXLb//PPPys7OrlHnYvr06Xrqqad07733qnPnzrr//vv1+OOPKz4+XlLtOheXctdxW+XvjPRLsDlx4oS2bNnisvJ1bTgXX3zxhbKystSyZUvnv6EnTpzQE088odatW0uqHeehIgg3HmYYhiZNmqS1a9dq69atpS4FXn/99apbt64SEhKcbUeOHFFaWppiYmIkSTExMTp48KDLH9iLf7Ev/4Gszm655RYdPHhQ+/fvd7569uypUaNGOf+7tpyLfv36lZoS4D//+Y9atWolSYqMjFRoaKjLucjLy9Pu3btdzkVOTo6SkpKcfbZu3SqHw6EbbrihCo7CPQoLC+Xj4/pPka+vrxwOh6TadS4u5a7jjomJ0fbt23X+/Hlnny1btqh9+/Y16vbDxWDz7bff6tNPP1WTJk1ctteGc3H//ffrq6++cvk3NDw8XNOnT9fmzZsl1Y7zUCHefqLZ6iZOnGjY7Xbj888/N9LT052vwsJCZ58JEyYYLVu2NLZu3Wrs3bvXiImJMWJiYpzbLw5/vu2224z9+/cbmzZtMpo1a1bjhj+X5dLRUoZRe85FYmKiUadOHeOFF14wvv32W+Pdd981GjRoYKxYscLZZ+7cuUajRo2MDz/80Pjqq6+MO++8s8xhwN27dzd2795t7Nixw2jXrl21H/58ubFjxxrNmzd3DgVfs2aN0bRpU+PJJ5909rHqucjPzzf27dtn7Nu3z5BkvPrqq8a+ffucI4Dccdw5OTlGSEiIcf/99xspKSnGqlWrjAYNGlS7Yb9XOhfnzp0z7rjjDqNFixbG/v37Xf4tvXTEjxXOxa/9mbjc5aOlDMMa5+FqEW48TFKZr3feecfZp6ioyHj00UeNxo0bGw0aNDB+97vfGenp6S77+e6774yhQ4ca9evXN5o2bWo88cQTxvnz56v4aNzv8nBTm87F+vXrjejoaMPPz8/o0KGD8fbbb7tsdzgcxrPPPmuEhIQYfn5+xi233GIcOXLEpc/p06eNkSNHGg0bNjQCAwONcePGGfn5+VV5GFctLy/PmDJlitGyZUvD39/fuPbaa41nnnnG5UfLqufis88+K/Pfh7FjxxqG4b7jPnDggHHjjTcafn5+RvPmzY25c+dW1SFW2JXORWpqarn/ln722WfOfVjhXPzan4nLlRVurHAerharggMAAEvhmRsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAKEPr1q01f/58b5cBoBIINwAAwFIINwAAwFIINwCu2k033aTJkyfrySefVFBQkEJDQ/Xcc8/96ucMw9Bzzz2nli1bys/PT+Hh4Zo8ebJz+9///nf17NlTAQEBCg0N1X333aesrCzn9s8//1w2m02bN29W9+7dVb9+fQ0cOFBZWVn6+OOP1bFjRwUGBuq+++5TYWGhS72TJk3SpEmTZLfb1bRpUz377LO60lJ7OTk5euihh9SsWTMFBgZq4MCBOnDggHP7gQMHdPPNNysgIECBgYG6/vrrtXfvXpNnEoA7EG4AuMXf/vY3XXPNNdq9e7defvllzZkzR1u2bLniZ/75z3/qtdde01tvvaVvv/1W69atU+fOnZ3bz58/r+eff14HDhzQunXr9N133+mBBx4otZ/nnntOb7zxhnbu3KmTJ0/q7rvv1vz587Vy5Up99NFH+uSTT/T666+XqrdOnTpKTEzUggUL9Oqrr2rJkiXl1vr73//eGZqSkpLUo0cP3XLLLcrOzpYkjRo1Si1atNCePXuUlJSkp556SnXr1jVxBgG4jXcXJQdgBQMGDDBuvPFGl7ZevXoZM2bMuOLn5s2bZ1x33XXGuXPnKvQ9e/bsMSQZ+fn5hmEYxmeffWZIMj799FNnn/j4eEOScezYMWfbH/7wB2Pw4MEu9Xbs2NFwOBzOthkzZhgdO3Z0vm/VqpXx2muvGYZhGF988YURGBhoFBcXu9TTpk0b46233jIMwzACAgKMZcuWVeg4AHgWV24AuEWXLl1c3oeFhbncQirL73//exUVFenaa6/Vww8/rLVr1+rnn392bk9KSlJsbKxatmypgIAADRgwQJKUlpZW7neHhISoQYMGuvbaa13aLq+lT58+stlszvcxMTH69ttvVVJSUqrOAwcOqKCgQE2aNFHDhg2dr9TUVB07dkySNG3aND300EMaNGiQ5s6d62wHUPUINwDc4vJbMDabTQ6H44qfiYiI0JEjR/SXv/xF9evX16OPPqr+/fvr/PnzOnPmjAYPHqzAwEC9++672rNnj9auXStJOnfuXLnfbbPZKlXLlRQUFCgsLEz79+93eR05ckTTp0+XdOHW2Ndff61hw4Zp69atioqKctYLoGrV8XYBAGq3+vXrKzY2VrGxsXrsscfUoUMHHTx4UIZh6PTp05o7d64iIiIkya0P6O7evdvl/Zdffql27drJ19e3VN8ePXooIyNDderUUevWrcvd53XXXafrrrtOjz/+uEaOHKl33nlHv/vd79xWM4CK4coNAK9ZtmyZ/vrXvyolJUXHjx/XihUrVL9+fbVq1UotW7ZUvXr19Prrr+v48eP617/+peeff95t352WlqZp06bpyJEjeu+99/T6669rypQpZfYdNGiQYmJiNHz4cH3yySf67rvvtHPnTj3zzDPau3evioqKNGnSJH3++ec6ceKE/v3vf2vPnj3q2LGj2+oFUHFcuQHgNY0aNdLcuXM1bdo0lZSUqHPnzlq/fr2aNGki6UL4efrpp7Vw4UL16NFDf/7zn3XHHXe45bvHjBmjoqIi9e7dW76+vpoyZYoeeeSRMvvabDZt3LhRzzzzjMaNG6cff/xRoaGh6t+/v0JCQuTr66vTp09rzJgxyszMVNOmTTVixAjFxcW5pVYA5tgM4woTOwCABd10003q1q0byysAFsVtKQAAYCmEGwAe8+6777oMnb701alTJ2+XB8CiuC0FwGPy8/OVmZlZ5ra6deuqVatWVVwRgNqAcAMAACyF21IAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBS/j9/mQUmLA5H5QAAAABJRU5ErkJggg==", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = GeometryExamples.noisy_circle(n_samples = 1500, noise_size=0.8)\n", + "\n", + "subsample_sizes = (np.arange(10) + 1) * 150\n", + "\n", + "times = []\n", + "for size in subsample_sizes:\n", + " start = time.time()\n", + " _ = CircularCoords(X, size, prime=3)\n", + " end = time.time()\n", + " times.append(end - start)\n", + "\n", + "plt.scatter(subsample_sizes, times)\n", + "plt.xlabel(\"n_samples\")\n", + "_ = plt.ylabel(\"computation time (seconds)\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac-opt", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "b92ccc6cf4753cf244c150496a947045c7076528614dfd2e8804a0f6266fa336" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/_sources/notebooks/parameter_perc.ipynb.txt b/_sources/notebooks/parameter_perc.ipynb.txt new file mode 100644 index 0000000..5b04404 --- /dev/null +++ b/_sources/notebooks/parameter_perc.ipynb.txt @@ -0,0 +1,161 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Choosing the parameter perc\n", + "\n", + "The purpose of this example is to demonstrate the effect of different choices of the perc parameter.\n", + "Roughly speaking, this parameter tells the algorithm at which geometric scale that data should be looked at when constructing the cohomological coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from dreimac import CircularCoords, GeometryExamples, PlotUtils, CircleMapUtils\n", + "from persim import plot_diagrams" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data consists of a trefoil knot in $\\mathbb{R}^3$.\n", + "As such, at a small scale, the data is parametrized by a circle wrapping around itself.\n", + "Keep in mind that, although the $2$-dimensional projection we display here seems to have self intersections, these intersections are not present in the point cloud in $\\mathbb{R}^3$, at least when the point cloud is looked at from close enough.\n", + "\n", + "When looked at from further away, though, the data stops looking like a circle wrapped around itself, and starts looking like a single circle without any wrapping.\n", + "\n", + "We will identify this behavior by finding two circle-valued maps using the same cohomology class, but two values of the perc parameter.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = GeometryExamples.trefoil(n_samples = 2500, horizontal_width=10)\n", + "fig = plt.figure(figsize=(10,6))\n", + "ax1 = fig.add_subplot(121)\n", + "ax1.scatter(X[:,0],X[:,1], s=1)\n", + "ax1.set_title(\"Trefoil 2D projection\") ; ax1.set_aspect(\"equal\") ; ax1.axis(\"off\")\n", + "ax2 = fig.add_subplot(122,projection='3d')\n", + "ax2.scatter(X[:,0],X[:,1],X[:,2], alpha=0.5, s=1)\n", + "ax2.set_title(\"Trefoil in 3D\") ; _ = PlotUtils.set_axes_equal(ax2)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The persistence diagram has a single high-persistence class.\n", + "It is this class that we use in this example." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cc = CircularCoords(X, 300, prime=3)\n", + "plot_diagrams(cc._dgms)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now choose a small and a large perc parameter and get circle-valued representations that parametrized the small and large scale circularity of the data, respectively." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "perc_choices = [0.1, 0.5]\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "for i,perc in enumerate(perc_choices):\n", + " circular_coordinate = cc.get_coordinates(perc=perc,cocycle_idx=0)\n", + " plt.subplot(1, len(perc_choices), i+1)\n", + " plt.scatter(X[:,0],X[:,1], s = 10, c = CircleMapUtils.to_sinebow(circular_coordinate))\n", + " plt.title(\"perc = \" + str(perc))\n", + " plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac-opt", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "b92ccc6cf4753cf244c150496a947045c7076528614dfd2e8804a0f6266fa336" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/_sources/notebooks/parameter_standard_range.ipynb.txt b/_sources/notebooks/parameter_standard_range.ipynb.txt new file mode 100644 index 0000000..0967525 --- /dev/null +++ b/_sources/notebooks/parameter_standard_range.ipynb.txt @@ -0,0 +1,229 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Choosing the parameter standard_range\n", + "\n", + "The purpose of this example is to demonstrate the effect of the standard_range parameter.\n", + "\n", + "For efficiency reasons, the algorithms implemented in this library work with Rips complexes; however, when this parameter is set to True, the output of the algorithms are guaranteed to represent non-trivial, continuous maps on the Čech complex of the data.\n", + "In order to be able to guarantee this, the persistent cohomology class has to be sufficiently long, in the following sense: if the persistent cohomology class is represented by a point $(a,b)$ in the persistence diagram, we must have $2a < b$.\n", + "If $2a \\geq b$ and standard_range is set to True, the algorithm will return an error, and suggest setting standard_range to False.\n", + "\n", + "The user can then decide to set standard_range to False, or to increase the parameter n_landmarks, which often results in a persistence diagram with classes that are born earlier (i.e., classes $(a,b)$ for which $a$ is smaller)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from dreimac import CircularCoords, GeometryExamples, CircleMapUtils\n", + "from persim import plot_diagrams" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We consider two datasets, both consisting of a noisy circle with different levels of noise.\n", + "We start with a not very noisy circle." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, (a0, a1, a2) = plt.subplots(1, 3, width_ratios=[1, 1, 1], figsize=(14,3))\n", + "\n", + "X1 = GeometryExamples.noisy_circle(n_samples = 200, noise_size=0.2)\n", + "\n", + "a0.scatter(X1[:,0],X1[:,1], s = 10)\n", + "a0.set_title(\"Not very noisy circle\") ; a0.axis(\"off\") ; a0.set_aspect(\"equal\")\n", + "\n", + "cc = CircularCoords(X1, 30, prime=3)\n", + "plot_diagrams(cc._dgms, ax=a1)\n", + "\n", + "circular_coordinates = cc.get_coordinates(standard_range=True)\n", + "a2.scatter(X1[:,0], X1[:,1], c=CircleMapUtils.to_sinebow(circular_coordinates), s=10)\n", + "a2.axis(\"off\") ; a2.set_aspect(\"equal\")\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now for a quite noisy circle." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, (a0, a1) = plt.subplots(1, 2, width_ratios=[1, 1], figsize=(9,3))\n", + "\n", + "X2 = GeometryExamples.noisy_circle(n_samples = 200, noise_size=0.8)\n", + "\n", + "a0.scatter(X2[:,0],X2[:,1], s = 20)\n", + "a0.set_title(\"Very noisy circle\") ; a0.axis(\"off\") ; a0.set_aspect(\"equal\")\n", + "\n", + "cc2 = CircularCoords(X2, 30, prime=3)\n", + "plot_diagrams(cc2._dgms, ax=a1)\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using the most persistent class to construct a circular coordinate with standard_range equals to True results in an error, as described above:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The cohomology class selected is too short, try setting standard_range to False.\n" + ] + } + ], + "source": [ + "try:\n", + " circular_coordinates = cc2.get_coordinates(standard_range=True)\n", + "except Exception as e:\n", + " print(e)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "However, using standard_range equals to False gives a good result, even if the theory does not guarantee this:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "circular_coordinates2 = cc2.get_coordinates(standard_range=False)\n", + "\n", + "plt.figure(figsize=(3,3))\n", + "plt.scatter(X2[:,0], X2[:,1], c=CircleMapUtils.to_sinebow(circular_coordinates2), s=20)\n", + "plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As explained above, sometimes another option is to increase the parameter n_landmarks so that persistent cohomology classes are born earlier:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, (a0, a1) = plt.subplots(1, 2, width_ratios=[1, 1], figsize=(9,3))\n", + "\n", + "cc3 = CircularCoords(X2, 50, prime=3)\n", + "plot_diagrams(cc._dgms, ax=a0)\n", + "\n", + "circular_coordinates3 = cc3.get_coordinates(standard_range=True)\n", + "a1.scatter(X2[:,0], X2[:,1], c=CircleMapUtils.to_sinebow(circular_coordinates3), s=20)\n", + "a1.axis(\"off\") ; a1.set_aspect(\"equal\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac-opt", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "b92ccc6cf4753cf244c150496a947045c7076528614dfd2e8804a0f6266fa336" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/_sources/notebooks/parameters_n_landmarks_and_cocycle_idx.ipynb.txt b/_sources/notebooks/parameters_n_landmarks_and_cocycle_idx.ipynb.txt new file mode 100644 index 0000000..8fa6bc9 --- /dev/null +++ b/_sources/notebooks/parameters_n_landmarks_and_cocycle_idx.ipynb.txt @@ -0,0 +1,177 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Choosing the parameters n_landmarks and cocycle_idx\n", + "\n", + "The purpose of this example is to demonstrate the effect of different choices of the n_landmarks and cocycle_idx parameters.\n", + "\n", + "## The n_landmarks parameter\n", + "\n", + "The n_landmarks parameter tells the algorithm how many points to sample from the original point cloud in order to perform the main computations.\n", + "Sampling allows the user to run the algorithm on large datasets as long as the n_landmarks parameter is kept relatively small.\n", + "The choice of the parameter n_landmarks is done to strike a balance between computation time and how representative of the whole point cloud the sample is.\n", + "\n", + "\n", + "## The cocycle_idx parameter\n", + "\n", + "Once the n_landmarks parameter has been chosen and the persistent cohomology of the landmarks has been computed, the cocycle_idx parameter tells the algorithm which persistent cohomology class is used to build the cohomological coordinates.\n", + "Roughly speaking, short-lived classes (that is, classes represented by points close to the diagonal), represent small topological features.\n", + "This means that cohomological coordinates built using these classes will be constant on large portions of the point cloud, and will parametrize small topological features.\n", + "Conversely, long-lived classes represent large scale topological features.\n", + "The user often starts by considering long-lived classes as these are usually easier to identify and to interpret." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from dreimac import CircularCoords, GeometryExamples, CircleMapUtils\n", + "from persim import plot_diagrams" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We load a simple dataset consisting of three circles in $\\mathbb{R}^2$ of different radii." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = GeometryExamples.three_circles()\n", + "\n", + "plt.figure(figsize=(6,3))\n", + "plt.scatter(X[:,0],X[:,1], s = 10)\n", + "plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here, we display the persistence diagram for various choices of the n_landmarks parameter.\n", + "We see that, when n_landmarks is too small, the persistence diagram does not reflect the topology of the data well, and only when the parameter gets to about $50$ we start seeing the three classes clearly." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_landmarks_choices = [10, 20, 50, 100, 200]\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "for i,n_landmarks in enumerate(n_landmarks_choices):\n", + " cc = CircularCoords(X, n_landmarks=n_landmarks)\n", + " plt.subplot(1, len(n_landmarks_choices), i+1)\n", + " plot_diagrams(cc._dgms, title=\"n_landmarks = \" + str(n_landmarks))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now fix n_landmarks $= 100$ and focus on the cocycle_idx parameter.\n", + "\n", + "We display the output circular coordinates for the three clear choices for cocycle_idx: the most persistent class (cocycle_idx $=0$), the second most persistent class (cocycle_idx $=1$), and the third most persistent class (cocycle_idx $=2$).\n", + "DREiMac always indexes classes by their persistence, from most persistent to less persistent.\n", + "\n", + "We see that, in this case, the circular coordinates given by the algorithm reflect precisely the three circular features we see by directly looking at the data." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cc = CircularCoords(X, n_landmarks=100)\n", + "\n", + "cocycle_idx_choices = [0,1,2]\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "for i,cocycle_idx in enumerate(cocycle_idx_choices):\n", + " circular_coordinate = cc.get_coordinates(cocycle_idx=cocycle_idx)\n", + " plt.subplot(1, len(cocycle_idx_choices), i+1)\n", + " plt.scatter(X[:,0],X[:,1], s = 10, c = CircleMapUtils.to_sinebow(circular_coordinate))\n", + " plt.title(\"cocycle_idx = \" + str(cocycle_idx))\n", + " plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "087e6391ed1cd4684da4d47dd76868e5fa890f509da77f6f7afb76c04058243b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/_sources/notebooks/parameters_prime_and_check_cocycle_condition.ipynb.txt b/_sources/notebooks/parameters_prime_and_check_cocycle_condition.ipynb.txt new file mode 100644 index 0000000..c468c89 --- /dev/null +++ b/_sources/notebooks/parameters_prime_and_check_cocycle_condition.ipynb.txt @@ -0,0 +1,237 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Choosing the parameters prime and check_cocycle_condition\n", + "\n", + "The purpose of this example is to demonstrate the effect of different choices of the prime parameter, and to explain why you should probably leave the default check_cocycle_condition = True.\n", + "\n", + "These parameters only apply to the circular and the toroidal coordinates algorithms.\n", + "\n", + "## The prime parameter\n", + "\n", + "This parameter tells the algorithm which prime field to use when computing persistent cohomology.\n", + "Specifically, if prime = p for $p$ a prime, the algorithm will use cohomology with coefficients in the field $\\mathbb{Z}/p\\mathbb{Z}$.\n", + "\n", + "Field coefficients are required for the persistence algorithm (and to have a well-defined persistence diagram), but, once a cohomology class has been selected using the cocycle_idx parameter, this cohomology class must be lifted to cohomology with *integer* coefficients - that is $\\mathbb{Z}$ coefficients - because of how the representability theorem of cohomology works.\n", + "This is where the parameter check_cocycle_condition comes into play.\n", + "\n", + "## The check_cocycle_condition parameter\n", + "\n", + "The circular coordinates algorithms that appear in current published papers use a heuristic (recalled below) in order to lift cohomology classes from $\\mathbb{Z}/p\\mathbb{Z}$ coefficients to $\\mathbb{Z}$ coefficients.\n", + "This heuristic works well when the topology of the data is not too complicated, but it can fail when the topology of the data is more complex.\n", + "\n", + "The check_cocycle_condition parameter tells the algorithm whether to check that the heuristic mentioned above worked, and, in case it didn't, to fix the lift in order to have it actually represent an integral cohomology class.\n", + "\n", + "In general, check_cocycle_condition = False will result in less computation time but in a circle-valued map that can fail to be continuous.\n", + "We recommend leaving check_cocycle_condition = True unless computational time becomes an issue that cannot be overcome by, for instance, reducing the n_landmarks parameter.\n", + "\n", + "\n", + "### Heuristic for lifting cohomology classes and algorithm for fixing the lack cocycle condition\n", + "\n", + "The heuristic takes a cocycle $\\eta \\in Z^1(K ; \\mathbb{Z}/p\\mathbb{Z})$ and returns the cochain $\\eta' \\in C^1(K ; \\mathbb{Z})$ with value on an edge $(i,j) \\in K$ given by $\\eta(i,j)$ if $\\eta(i,j) < p/2$ and $p - \\eta(i,j)$ otherwise.\n", + "It can happen, however, that the cochain $\\eta'$ does not satisfy the cocycle condition.\n", + "\n", + "It is explained in (de Silva, Morozov, Vejdemo-Johansson, 2011) that, if the class represented by $\\eta$ does admit an integral lift, then one can find such a lift by \"fixing\" $\\eta'$ using a linear integer program; we refer the reader to the paper for details.\n", + "DREiMac uses the function milp from scipy to solve this integer program." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from dreimac import CircularCoords, GeometryExamples, PlotUtils, CircleMapUtils\n", + "from persim import plot_diagrams" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data consists of a trefoil knot in $\\mathbb{R}^3$.\n", + "\n", + "The topological complexity of the data comes from its embedding.\n", + "As we showed in the notebook about the choice of the parameters n_landmarks and cocycle_idx, this point cloud has a single circular feature that gets represented in different ways depending on the scale (small or large) at which the data is looked at." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = GeometryExamples.trefoil(n_samples = 2500, horizontal_width=10)\n", + "fig = plt.figure(figsize=(10,6))\n", + "ax1 = fig.add_subplot(121)\n", + "ax1.scatter(X[:,0],X[:,1], s=1)\n", + "ax1.set_title(\"Trefoil 2D projection\") ; ax1.set_aspect(\"equal\") ; ax1.axis(\"off\")\n", + "ax2 = fig.add_subplot(122,projection='3d')\n", + "ax2.scatter(X[:,0],X[:,1],X[:,2], alpha=0.5, s=1)\n", + "ax2.set_title(\"Trefoil in 3D\") ; _ = PlotUtils.set_axes_equal(ax2)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "perc_choices = [0.1, 0.5]\n", + "prime = 3\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "cc = CircularCoords(X, 300, prime=prime)\n", + "for i,perc in enumerate(perc_choices):\n", + " circular_coordinate = cc.get_coordinates(perc=perc,cocycle_idx=0)\n", + " plt.subplot(1, len(perc_choices), i+1)\n", + " plt.scatter(X[:,0],X[:,1], s = 10, c = CircleMapUtils.to_sinebow(circular_coordinate))\n", + " plt.title(\"perc = \" + str(perc) + \"\\ncheck_cocycle_condition=True\")\n", + " plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This topological complexity causes the following problem at the larger scale, when the heuristic for lifting cohomology classes is used directly.\n", + "At a small scale, the heuristic works fine." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "perc_choices = [0.1, 0.5]\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "cc = CircularCoords(X, 300, prime=3)\n", + "for i,perc in enumerate(perc_choices):\n", + " circular_coordinate = cc.get_coordinates(perc=perc,cocycle_idx=0, check_cocycle_condition=False)\n", + " plt.subplot(1, len(perc_choices), i+1)\n", + " plt.scatter(X[:,0],X[:,1], s = 10, c = CircleMapUtils.to_sinebow(circular_coordinate))\n", + " plt.title(\"perc = \" + str(perc) + \"\\ncheck_cocycle_condition=False\")\n", + " plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we know that the heuristic does not work at the larger scale, we suspect that, at this larger scale, the output of the algorithm will depend on the prime parameter.\n", + "Here we display the output of the algorithm for a range of choices.\n", + "We see that, in general, the larger the prime, the more complicated the cohomological coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "prime_choices = [3,5,11,13]\n", + "perc = 0.5\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "for i,prime in enumerate(prime_choices):\n", + " cc = CircularCoords(X, 300, prime=prime)\n", + " circular_coordinate = cc.get_coordinates(perc=perc,cocycle_idx=0)\n", + " plt.subplot(1, len(prime_choices), i+1)\n", + " plt.scatter(X[:,0],X[:,1], s = 10, c = CircleMapUtils.to_sinebow(circular_coordinate))\n", + " plt.title(\"prime = \" + str(prime))\n", + " plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The above behavior is that of DREiMac's current implementation.\n", + "The reason why different primes lead to different circle-valued maps is that the integral lift of a cohomology class $\\eta \\in H^1(K ;\\mathbb{Z}/p\\mathbb{Z})$ is only uniquely determined up to the kernel of the morphism $H^1(K ; \\mathbb{Z}) \\to H^1(K ; \\mathbb{Z}/p\\mathbb{Z})$, which is usually non-trivial.\n", + "The upshot is that one should be able to design an optimization procedure that finds good integral lift $\\eta'$ of $\\eta$ by minimizing a notion of Dirichlet energy.\n", + "Although this hasn't been fully developed yet, it is actively being researched." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac-opt", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.0" + }, + "vscode": { + "interpreter": { + "hash": "b92ccc6cf4753cf244c150496a947045c7076528614dfd2e8804a0f6266fa336" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/_sources/notebooks/twoSphere.ipynb.txt b/_sources/notebooks/twoSphere.ipynb.txt new file mode 100644 index 0000000..1903238 --- /dev/null +++ b/_sources/notebooks/twoSphere.ipynb.txt @@ -0,0 +1,223 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Complex projective coordinates on a 2-sphere\n", + "\n", + "In this simple example, we use complex projective coordinates to parametrize a finite sample of a 2-sphere." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from dreimac import GeometryExamples, ComplexProjectiveCoords, ProjectiveMapUtils, PlotUtils\n", + "import numpy as np\n", + "from persim import plot_diagrams" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The original data." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = GeometryExamples.sphere(2000)\n", + "\n", + "import matplotlib.pyplot as plt\n", + "fig = plt.figure()\n", + "ax = plt.axes(projection='3d')\n", + "_ = ax.scatter3D(data[:,0], data[:,1], data[:,2],s=20, c=data[:,2])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These are the two hemispheres of the original data." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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5pSXLVBLq76Wss41Qfx8CZ/Eyq7qWey6/mlIVpfBPRQkD/0JM2+aaVau4f2CAeElJanuor5fy9nZCfc4LMqa0lNXXfTz1+YamZn783Eu81ngQcFR/J06fwldOP5l5Y+pS+x3q6eP03/wJKd2d8iHT/ySQDAdoWDovNyqhAIYQfGjMGG6YO/dwLj23G1Jy1k03sbe7a1jnxXg4RF9tHYNV1anQK800KW9vY9NFFzMx414qFP8o+k2TL2/eyI1t7ZjepGrblPR2UdHdwXgBD17xfsaVFhauTdvm0f07uGPHBg4O9FITDHPR9Hk8un8H69qa0BDYSAQCiWRuVR13nHM1VcHC2QifbtzNR5+6f9j+//Fdl3LWlFmHfd1/D7aU3HXoEB97fR2RsrS2z4jHqGhvobS7E10IPrvseL64/MR/at9GO6pQ0b8AW0rubmvjqLVruUNK4iUlCNumrKODCdu2MnbPHsKuIADQOjCA6aoc1zYe5L233M3aA02p9iSwel8jV910J5uaW1Lb/7B6rTOxFhMELBAmaJbzLzAQp7KtG0OI1D+PzG3eP0tKnuju/rvviRCCzy1fXjRrmvdLIBql7kAjk7ZsoupQE3oijm0Y9Iwbz8L16/leQwP9/+CkSorRS9Sy+OmBA0x/9VX+0NOH6Q+gmSYV7c1M2LWJ2kMN+KKDdEUj/O/qVQDs7e3i8f07efHgPmLuij1mJvnA43fxuecf4tXmAzT29/JmezPXv/Ys69qc99vGS0Dk/NzV08GXV+X3DUr1r4hGIJPYv+Ad0YSgvamRsY17mLBzM+XtrQjLxAwE6Zw4labZR9FbUc0tmzeg1qn/XJS3xj8RKSWPdnXxjb172eB67IekJNTSQmlHO3qBlzNoGOhCIKXka488hS1t7CHviSUl0rL45mPPsPLa9wPw8ObtzoSfTxiQjhCQOfsKQEoYu72RMyZOYOJEp7xpma4zORhkS4Eog7/XROBx0dy5tA0O8r+rXkRCKtOZadtMq6pi7xChQ7csKttaqWhtZbCqit5x4+gJBPl/+/bx0wMH+PKkSXx2woSi8dgKxUhJ2jY3trTwnf37aXKjdox4jPLOVkp6OtGGTF6WlDywcxsPNm7FyigdVObz86nFy2mJ9PNaq6PdS0/6xbGk5NmDe2js72FyWSV7+zp54sBOBpIJppdXc97kucypqhumFYc5VbUjvPK3ln09jkOxL5GguuUgla2H6K+ppbdurCMUTJpKbzzGH5qa+Oj48SknY8U/FjVK/pN4qaeHr+7dm8roVa7rfGnSJI6TNp9+Mzce2EMXgovmzEUIwboDTTR29xTc15aSLS1tbG9rZ05dLf3xRLoy0FCBwHa2D90sAKRk9QtrWfWlj1MS8Dt2zL0H6H9zOx0Dg4yrKOPSpUexeNK4vI6DB7t7eXLLLvpjCSZVVWAjuf+NLezv7KYsGODCRXN577GLqSnNDZH62DHHcOGcOdy7dQv7u3soC/i5cM4cplRUsuKGP5D08ipI5xqEBUJCeWsPs2MmZ550AncNDrAjGuXr+/bxi4MH+fbUKUyJRumNxZlYXs7ySZNUSlXFiJFSckdbG1/auYMWy3n+9GScaf3dmC2Hhl3BWpbthN649CcT/HDdi+iayKpB4IkCwxUAk8BLh/bzavt+HmrYhiYEGgJT2nxr3ZP8aPkFLKufwBvth/KG9epCsKh2LHOqRyY0vNWU+v2I1MAEmrSp6GijrLOD/po6euvGYAaCfHL3bn7V3MwvZs7kjKqqf0lfRxPKZ+Atpi8e56/bt7Gjo4OQ4WPplCncHolwq5sKOKRpfG7CBP5j8mRqfD5sKbnyrrvYkCceXxOCgK7z0Ps/wPTqau7fuIX/fPjJYfvwq/dcyFlzZnLKL/5IS/9Aesb3fkoQyexN+bj+gjO5aNE8Pn/HQ7y0qwFdE1i2TP28YPFcvn/Z2Ri6I7knTIvrH3qGleu3IIRAc0P/JI5p0PNh1ISgMhTklmuvYEZdzchuLHDHpo1OISYJmCBsx44q3Kvwoii+ccap+CaN5/qGBna7zkqBwUGqDxwgGIkwvryM773rXZw6ddqIz60YnWweGODTu3axyg0P1MwkFe3NlPW0o0lXeV/UFgfSb+U3yKYOkc7nmnSebXv4lfCi+nq29LSkNAqZTQoEP1p+Ptevfo7+RDxrXNGFoNQX4P4L38/MypG/e28lqw828r6V9xT8XOg6Y2bOZWe4lC5XWzolGWdSVztTgwEun7uAc2fOViXQ32KU/uUt5NGdO1n+h9/zrWef5a7Nm/nFwQOcv2cPt7a1IYCPjxvH7uOP539nzKDG5yNhWTy2bSezy6oZ5y91bPeIlFqsLhzmlvdczvTqaoARlyEud/e7eukiZwXsjQUZzoLOoFEYQ9PY2tzGdx9+lld2NwJgubYJ7+cjG7bzq2fT4UvfevBpVr6xxVm0S5nycwDH/OD1w5aS3miMz9zxIPZQe0cR3rtwEb+74CImlJYjbKf3IuMqvFXW9599gRU+P1/SdaoPHkRYFvGSEprnzqV98hQODEa59v6V3Pj660NWZgqFQ79p8qXduzl63TpW9fYibIvKtiYm7NpEeXcbwhMEwFOn5bQhkUghhxllJejSEQRSL+Xwz+TG7uYcQSB1pIC7927kkYs/xFWzFxFw65MEdJ0rZy/kkUs+9C8TBACWT5jEsnET0PNoQASgS8kfjl7CxqVLmRWLgJQ0+AK8XDeeh+Mm//b0Y1xx3x30xWP//M4fwSjNwFvEuqYmrr7nbqSURMNhOidNThXpCUQGWRGJ8ux73pNSAW5rbee6u1bSNjCIcP0BwFndLp08jg8fdwxnzJieZS+LJpOs+PnviSQLOwjVhEO8+Lnr8Ok6/bE4V/z5Dhq6etKrA1c7pw3jO2RoGpcsnscD67YWnTAFcOmio3j3opl86ra/FhzGUtuHDIw3XnMZJ8w4vBTDH7jjXtYcOFiwX7oQXLl4Iffu2Ew8aWEZBl0TJjBQ6wyAwrKoOXCQ0s5OJleU860zzuD06dMPqw+KIxMpJfe0t/PF3bs55PoFTEzGEPt3ohXKDpgtFbib3AgAn5VlIkghHCFAiExbnfuLJQpqG3QhmFhWTlO8O68JIJPX3/N5qoNhkrbFYDJBic+PT3t7rKZ7YzE+8/hDvHygEd1NN27aNuWBAL88+3xOnTKNrz/7JHdt20zMH6Br3CRipU75ZiMRp76pgUvGjePX51z4L76SIwclDLxFXLvyfl5sbKRjzFh6x4wBIdBMk6pDhyjr7EAAt11+OSsmTaZrMMI5v7+J3niMnLvv/l1q+PjuBe/mvKOy85Df8Oo6fvjsqoL9+Pa5Z7Jk7Die2ryLwXiSMZWlvNnazJM79qRW6hWhIGFh0NY3UHQN8rEVx3DjqteHvXbNAmkDOtg6aQ1EHvWDzNima4JPnXI8nz09N4dCMZb8/NeOP0QRplRVsm+g21G7usTCYTonT0qFcYZ6e6lraMRnJvnjJZcogWCU05FI8ImdO7m/w0mCMyMY5FezZvEfK2+nLxEvfrDMs5433FW/yN5RGDbCoMC77woClveiOC+S18T0imqOnzCBe/ZswMTOPm4IL1z0SSaXvb1t7ZvaWnl6725ilsncmjrOmzmbgGHQHY1y3J9/lxqzJBApr6Rr7CQsN/9AeWcbr5/5bmZWvr2v8Z2CciB8C4gmkzzZ3EL7rNkpbUBpRyfVB5vQLRMEGLrG47t2sWLSZO7esDm/IACp938gmeSL9zshRJkCwUePP4ZY0uQ3L7+GZdvomoZl2/h0nc+etJxVG/fynbufQdcEAkfaDvkMrr/wDCbXVeLTdRaMq+el3Q18+s4H816PJgRlfj9v7Dk0ouu3vfHOBGG7/9zPpHAFhAILkr/Fkc83jK3QuYWO/TXTdzIYiTB++w56x9TTPX480YoKDs6fR+3Bg3z7+ec5bdq0YZ23FEcmj3Z2cu327bQmk/iE4BtTpvDVSZMI6jrfGOZ5k57NX+D8zzMNiNwXXBhpZ8KcR02AtKXzgS4dacEWaAIWVI/litkLedfkGfz7ayvBl8TnJeS0wbI0ZIavQUA3qAuV8s+iPTrA7bvf4LHGbQyaSeZV1vOBWcdw8rji79TC+jEsrM+tRrq+5VCWmVEAJX09hAb66Bo7kYHqOvpq6jl502buXriQkysr/wFXNbpQmoG/k5caGvjgmjXsr6kBTUNLJqlraKSkJ52PXArQdcGsqhrG+ErYcKiFgQIFhdIHOZNqXWkJz3/+YznhNV2RKI9v20n74CBjyko5b95s/vOux1m1Y3+O+twbo2746HtYPmNyavtNq9fzgydfQOA43qXSGNsQiLtVBofLfuo58w0JUcz8WAC24QoFQ7QFt3/0SpZOPrwUwt94/Cnu3biloJpUABcvnMf927YW9ItIBIO0T52S0hKEe3p4ZNkyTps48bD6onhnM2CafHnPHn7f3AzA/HCYW+fNY0lZOlHQ159/iru2bSz4vEmkM8HnyAxDXwqJCNgF83mlmh+y0p9RXs0zF3+c/mSMq579M3sHOrPecenKD5apYVsauhBcNeNovnf8OSO4A38/m7ta+MAztzNgxnPSoL9/5hK+few5hy1kP71vD9c98kDBz6OlZXSMn4rl9ztFzyZO5H+mT8evwhD/ZtSd+xvojER4s7mZP23axFkbN7K/rg40jXBPLxO3bMsSBMCZKC1Lsqu1k5f3NTIwjIo7k/aBQdbsP5CzvToc4n3HLObzp5zA1UsW0dTVxwvb9+W1o3uKxt8+81rW9g+tWMpT/3Yt1510LCfPmIJhCYwYGBGwLZAWqRDEvGQ4I6audcguqUAGL6dBholg/rh6lkwaP8wdyOWDS492rrNAv8oCAb5y8klFHST9sRjjtu+g+mAT2DaRykqu2rePNRk51BVHNhsGBljy+uspQeCLEyfy+jHHZAkCANcuWlpQg5VyI8w7kg6RfPXi6y4hcrUFGoJLpy8A4E87VmcIAhIhbDTNRtdthJBouoUuYEyojC8s+sfWHfCIWybXPn9XliAApASn23a/wd17Nhx2u4vHjC2qNQwN9DNx9xauqqlGAj89eJDT3nyTgzHlVPi3ooSBw+BQfz+fefghjv/D7znvwb/yieZmomVlCMuidn8DY3bvwciTOCgVfpSUQzYWYMhnbQPDlxR+cvMudK3wy2NLybp9B+kZzC6hOrGqgi+eeSJLx4xHRCXCzJ7QNc9XsYBvA1b69+Fk/0zzwfiKcn793osOe8XwekMTn7n9QYQnT8ncfyXCR21JmEVjxxS9zQKobG1lwo4d+GIx2iyLk954g980NansZ0c4t7e2smL9enZHo0wMBHh68WJ+OnMmwTwmgZnVNfz0zPMAN0LA/S+FQcGH/7ixE5hbVcdxYyZyTP34vB70hdCFoDoY5r2zjqYjNsBf9qxGaCa6bqHrNrrrgCiERNdtDN1mVnUVD5zzYepCuSm5Y1aSRw9u4o87X+Tu/Wvpio+sVHkxHj+wg47YYEFnXgHcsP21Eb1Pr7cd5AurHuKMlX/kw8/czeyxVRRa6OtCcMakKdy5cBF/XbCACl1ndV8fS15/nae6uv6OKxq9KJ+BEdIy0M+lt99GVzRKT3U1nRMngabhi8Wo37sHfzRedDJ0JsKMPYruDKnan8CYsuFtf5F4IiuRRwrX3OCtynccauP4Wbne+09t3Jn3hRYStDhIA2TmOGk7/4amMCiEBpQHA8ycVMcFC+dw4aJ5hP0jq8Dm8fLuBj5+6/2YwjmflnD6JN2/cf0V2hIDrNq9n+vPPJPLbrs9r0CQ5UsQjXJ8czP1xx7L/R0dfGbXLl7u7eX3s2dTqrIXHlGYts1/7N3Lzw46mf/Orqri9vnzqfYNU/xHJpAB23kv3bBWqdkZi//sN0ATgnOmzOK377o4te2xxu18etXK4h2UXr4MmFZezR9Oew/7B9v5xCu3ErcdyVyItEkhU7YQmqQh1szHVv+J905fznsmH5OKHnj04Ca+s/EhBsw4utCwpc3/bHqUa2acwOfnnYkm/rZ14Zq2RgyhYUo77+cS2NPXSW8iRmUgfz0FKSU/euNFfrPpVXShYUmv2qOAEpCDGpotst7ZKRWV/PBMxwxyUW0t65ct4/ItW3hjYICzN27k+qlT+caUKSq52GGgRroR8vNXVtMZi9E2cSL9tU7mrnB3D3UN+9FsZ1CQQx2HXYTM40vkPdmZT3jKwJ7ebUxZKcdNybZj72vr4s39zWgCls2YyITqCqbWVmPZ2S+kMEmt9L2mr/v1/UyoLue/r3oXy+ekhYJosnCsoXDb8qMTk1bejIZ5NmWhaRqXLV3AVy44pchehbFsm2+sfNJJw6xl9MvK3dfQNNY2NvHRFcdw4ay5PLRre0ZyGOfAlBDj/nL9qady+rRp/OzgQf5jzx5ub2vjle5uHlm4kPnl5X9TnxVvL9oSCa7aupXne3oA+PrkyXx72jR0IYgkE2zuaEMimV9Tn1NCtycedZJtCU8F5ZL60wsN1rCl5Pxps/nxKedmtXHmhFlUB0J0x6N5BVRNCGZW1HLB5Hksq5/I8jGT6U1GuerF3xGzzOyJP+/L5mzcO9DB/2x6mGebt/Hr49/Py217+M/196aVee5ka0qbG3e/hAC+MP/dAPQloxyK9FDmCzIhnPbSj5hxehNRKvxhwoZ/yBmHp9ic/EjDdn6z6dWsvoGTolkTgnC5xnSjjtbBAepKSrhy3gKumLeAkoyqhtNDIV5ZsoTP7d7NDc3NfHP/ftb293PH/PmUqOREI0IJA0XY09XFLRve5MX9+9nT30/rjJlO+VwpqW46RGVza2qiTYXMFYgQyDdpYZP7Ng1JE/z1s05Fd3Vl7X0DfOEvD7GxoSXrkOWzJ/PfV7wLn6GTMJ0TCcvJJZAx/6V+aeru4xO/u5+ffPgC3rXYqVo2b3w9zd19qYRCQ9E1wfyJ9axvdOyrhysQWLbNOYtmF/h0eF7Z00hrf/FQyEz2d3Zz6i9uIGlbaBJsH0jNFcpsnBWeD8ZWlXL9mWdyxvTptA4MsHXdOsa0ttE6fRr7gcWvvcYnfD5+dvLJw0YxKN5eDCQSrNy+lb/u3EaTabG5fjwDmkaprnPz3LlcWldH3DL533UvcevWN1MlfwO6wVVzFvK1408l5JYLnlRamd+BcIi37McXHstVcxYyvaI6Z1e/rvPjFRdw3Qv3phJzeehCUBUIc+PpVzChpCK1/f6GN4iYyWyzRFEkthQIIXmtYy9/3v0Sjx7cXPSIm/a8wrkTFvKXvat4snlzakKeUz6WyyYuY03nPp5p2YYtJYbQOHv8Aq6beQoBw8dR1WMwd+fXCoBze2ZU1FLuCxbc549b1qadl4dgS0nEStIbGuS/zzyNC6bOK9hOUNf545w5nFhezqd27eKhzk5Oe/NNHlqwgLEjTNg2mlHRBAX46/ZtfOnxxxFA3DBomTGTZCiEZprU79lPSYajWWpBn7HiRKYn5PSMLPLOlpMrymnq7ceyZerjceWlfP2s0zhrnjNZD8TinP8/f6ZrIJrbADCxuoLrzjqOb97/lNOG60dTUCCXUBb089x3P4HfMFiz+wAf/d29Re/JHz/xHp7YuJO7X9uU/YErBGnuz6EPlCYEy2dN5vcfvfRvDt279dU3+P6jzzuykjcnF2lK05xETlnDVJ79rzthGV8542R6olEuvvU2mvv7saTE9PlonuV858KyOD8e58Fzz1Whh+8Qmvr7uPq+u2jq7yMWLqF1ykxsw8CIx7gSi5vf7azaP/bkSl44sC8nm58mBMfUj+e286/Cr+sMJOMsuOUX7qSc7xmQ+H0aM+vKOGHMNN4/YxnTy/Nn+VvbdoCfb1zFK60NAPg0nYumzueLi05iS+9B7m5Yw57+NkqMAKYtaRzoLXDOfDjXYbjOipX+MN3xyLDHl/n9xO3s1MVIN8oILev+pBZAEqQUJKNBLHvIu5bBd489h1MnTKfCF6LUlz0pxy2TObf+ZGSXJuDTC5bzH0tPHXbX1b29XLhpE52mydRgkEcXLmSeKm1eFKUZyMOeri6+9Pjj2FKSCAZpmTETy+9HTyQYt3M3gWi2x2pK5ZwRGmTEQLjJ+DMHEKmRpeY2dI27PvJeqsIh1h9ooq1/kNrSEpZNnpCyd9m25Jt3PklXf7TgO32wq5f+SJzffeRSfvTQC+w7OIwTjYD+WIJnN+7hnKVzOHbGRD548hJuWfVGtk3SdkwEy6ZPoDoY5JuXncnCyWO5+cX17G7tBGD++Ho+cuoyQn6D/7zzcQZiCQxNQyKxbMlJc6byo/ed93dNpGXBQPou2u59zIMmBCGfQcwysys7Fjj1Da+s431LF3Pv1s0c6u930iNLMGJJJmzdQevM6UQrynk4FOIbW7fx/aPm/83XoPjnIKXkE4/8leaBfgbLKmifPB2paQQiA9Tv381qy+L3NbXMrK3muQN787ZhS8na1iYe3LONy2cv4MVD+5C67SYDGioQOA+abSTY1dfB3v5Obtm9jp8cfzEXTl6Q0/asyhrOmDKJPrroS8aYWV7L2VOm8bPtj/NU8xY0BDaSroTj4GfoYFoaIxUIMl+znkRk+P2BiJnIsmU6E717XUMEJU8Q8M7lCyRIRg0EIrWnZ/ufVVnN9zc/xvWbLASC08bO4nPzTuWoqnEjupah/Gbzq5wxcQbL6ouHAK+oqGD10qWct2kTu6NRTnjjDf66YAGnqHwEBVGagTxc/9yz3LphA4PhMK3TZ2AbBr5olHE7d+NLFE4F7N1IX0wg7PwWA4mzstV1gZTw80vP45x5hdXn0USSL9z4IK/sdOoDFBsPxlWV8eT/+xhPvLGDr9xcvOY5OA46nzl3BdeddbzTNyl5eP02bnphPTsOtqPHnOyCkHZaWjJzPD+47nzqKkuJxBMgRJYjYCxp8sTGnext7STo83HmgpnMHvf3l0rtjcY45Yd/IGFZzj30hKohvhd1pSVEkgkGE8n0/S9yz3Qh+Owpy7lt60Za+wey/DUEAltAx9TJ9LsFlb49dSr/NXXq3309in8c6w41ccV9d9JfVUPnhCkgBKG+Huoa96G5KvCaUJgFE+tYdXB/wfwBGoLF9eNYefH7+fbap7l5x3qSlp2RHRAclZjECJoM9cHThODRsz/BzPL0879voIOPvHwjXfFISvXvqMhtNC1/P7zujVQg0LXsXAbO8dnCi65JDN1yNJpSYNnZcY3eqn84vLalBCtpMCU0hoRtMaW0io19B4hYceyMl0oXAl1o/OnE93Nc3VQAzn/oL2ztahveFCIcIeOCKXP4xSkXDds3gPZEgos2b+bVvj78QnD3UUdxce2/pnTz2x0VWpiHlxob6S8tpWXmLGzDIDAwwLidO4sKAgBIOGbsOGflWmAXARhScP78Odz3kfcWFQQAvn//s7w6AkEAoKWrnxc37WVc9cgc3iSS0lBabSeE4MJj5nPzp69kWqgCn8weHAA27m3moz++m8FYgnDAnxMREPQZXHzMfL543sl86t3L3xJBAJwUyh858RinnxL0OBgDzj99EEQSzp8/m0c+dU2238Mw90wIQUvfAO0DgylBQLj/AWgS6vY1UtXk+Ep8c/9+vrVv31tyTYp/DKubDtBfO4bOiVNBCEq7Oqhv2JMSBAA6oxH2dhXP728jaervBdKZMoWGk2bYsNH8JnooiS+cKwiA8+jduntduj1p87nXbqcnEcma+Gzp5Ako1BUv/0BxxZonWGQKAjaasDC0zGQhkrA/QUkggV+38OkWAcMk7E9iaPkcm4rj6T6FAJ/f4uo5R/HshZ/CH5BE7ViWIABO/gHTtvmPdQ+kfBOuO+rYEftEWNJmU1friPtX5/fz7OLFXFpbS0JKLt+yhZXt7SM+fjShhIE8dAYCtE2fgdQ0Qr29jN29C90a/kURwNZD7cOqwwXwo4vO4ahxuWk4M+noG+TBNVud5D8wbG4CacO//f6v7DvUydS6qqL7ek6KZy6amfPxw69uo6mjN68zoWVLmtp7eXj11qJ9H4ptS/Y1d7HrYDvR+DBCVQH+7YwTuGzxfLSYGyXhXoNmgxGHZL9J2O9j3ti6dEjRMGOMlJLakjAlPl+WEJCJAKqbmpnQ7AxC1zc08N/79qlcBG9TXkiYdI5z1MgVbc3UNDXklQkrAoG837eHAKqCTjjcCWOnpMLnvIlZM2yK1f2xpGRVy57U36+276NhsDOvADLcZO9kGcycWHPb0ISNpoEubEr8capCMSpDccqDMcqDMUr8UcqCMXQt+zq88wYMC79u4tdN9BEKBj7DIugzMXQLTTiaj9ZoHy+07CooaNlImqN9vO/5P/O5V+8mIiO8f/ZihGYjdBuRJbx4Nyj9a1A/POt2SNe5e/58rq6vx5SSK7du5X4lEOSgfAaG8GRHB5vGjEUKQbinh/r9+xBuzGCOZ34eEjGzwJSSxrIltpTDJiB5bdcBvMWMKGIn9zqlubH/37n5KQyhY5jOMbbPyRMAZCUIuvqko6mvyM1hMJKJ/uFXt3LV6UcPu5+UkpWrNnHjo2to7uoHIOT3ccnJC/jUxSdQEvQP00JGW0jW7jiIXsDz+Pmte/nz869zzXFL+OL9j6aDO4qEOVhScvGieTy5fw87Yu2Fd0QQPHCI7684nq/v38+3GxqwccwGyqnw7cPvmpq4zw2TrWhrpqo1f30NieSkCVMKrDLTz9YVsx2b/6njpzO1rIoDAz3DVgvMbCcuY9zdsIYJoSrWduwvGpNfDCFkypcAQBcSXTfRhMS0dCQCXQg0zaQsEHePSR/r0y18GYKLaWvIjLWgs6+znyYkfgl9lpc/vPD1acLRChiajRRJ/JrO/oGuYdf5AtjQ3YTohiebtiOkwJeRhkDaYCYMpKVldUFDcO6UOTntDYehadwydy4acHtbG1du2cKd8+dzeX39Ybd1pKI0Ay798TgffeZZzt2wAVMIQr291O/dh7DT7vGeF3veB106qmrNFvnqk6QQwIy66lS4YDFMy8rU7hU+uRsuJ5Kgm04q4aRpZa2aNS9jn7sSuOqkxXz5kvxeud0DkfRpHOMhmTpMCXT3549qGMqvVr7M9259JiUIgOMHcddzb/KJH99zWFqCVdv3c6i7r2C2Mwnc+tJ63j1nJpctdhz9UvN0gaiwq5YsZGp1FTOqqhiJPfaaqmp+MmMGAN9taOC/9+8fcf8V/1j+1NzMp3btAqC8rZmK1qa8+3mFhaoDYWZX1WQI5Tb4LQhZiLAFYYv7DmzkkYZt6JrGjWdcQW2wJN2KFAVU+xLDMAmHEvTLHr636SE+veZm7mx4NUdtnjoi+xXLg8CnW5QEkpQEkgT9Jj5domvgNyymllZwxti5lAecFz1bPs30cXAwNDvD3S93P02DgJEZCpWLkeGb4GgYJFIks/IQDIftXnfOXRFgBEynsJOLJgQlPj9Xz1o84vaz+6tx87x5fGDMGCzg6q1buU9pCFIoYQCIJJOcv/IB/oLE1nVCfX2M2bMXIZ3Kd1k5RrxYdciaoLUEaDFSmfmK5fT/4HFLRtSvoyY7ZgTvFRVe6t/Mdl1BQIuD7jn75WlLT4IWlYz1l/CVc0/hPy87HUPP//VPqK1As0CPSXwx8MVcgcJ03lxNCCbUVgzb/z2HOvjL42vzfmbbku0H2rj7uTeHbcfjzYZDOQWbUrj3pas/SnNPP9+/8Cz+96KzmT+m3rkfQ26KX9f52IplfOvcMwCn5HHR0dithfDc7n38+6RJ/MwVCL7T0MBvmvJPOop/Hre2tHDdjh0AvLeqgsr2JlczlE4dnFVHwCd5paWR28+/iuVjJ4FhIUI2Ykj9gO09bXz2pQf4zeZXmF5ezdMXXceKcRPQNLDt/KYon2ER8FvpiRKJLmwSMoYQXsGPTARSioJmAuG2UUhU1YXgvImLOH/SXHBX6oVbSqOJ4hqKoM/ErzuDjpbSdzovmq7Z6EMcHoWAl9q3Ma9iDGNDhf2WUvJ5EQHIuwbDZ6K7v1f4g9z67qvyploeKboQ/GXuXK5xBYL3bd3Ki24SqtGOMhMAP3t9Pa/UVGPrOsH+fsbs3oOW8ZQKHLWVsNN5A7wkQ8J2hAAhRcqGndIk4GoTMjRd75o3kyuW5oYb5WPm2FoMt0Sx149UlELGYkbgeP0X0YaDlOgm9LQP8Is7XmBPYzvf/OjZeVXcNcEQemKIS4906hQICyy/zWUnLxy2/w+s2uxkbSuQyEhKuOeFjXzonGMB6OqLkDQtaipKMHSNeNJk9ZYGugcijKsuT6v9h/TLE9i8z//n/mf54gUnc8ni+VyyeL5b1Eiy8VAruzs6Cfl8nDxjCuVBJxFK12CE/W3dpGxB+W6iEGDDa40H+MAxi/nCpEkMWBb/tX8/n921i3F+P5fW1Q17TxRvPc92d/ORHTuQwHVjxvCpqgo2+H0MWglXMHdyTiBAGnaq3PCqQ/vRhcaZM6fxSm86xDDf1/+jDS9wyvhpLKgex2kTp/NGbwO2lEMmNOcJ9PnSTj6GZqNr6X0MwzkmYYI9xO7nVR/0wvK8flT5Sxgw+/N2TCDwaTqXTTqOlQdXjeBuOX0UAjSka/LIjjRI7SkgHEgSsE1OqlnK9t4WDkQ6cqIVvOME0JXoJ2GbfHbeqfy/9Q/lPftwWzLPj4CTJkzm/ElHceG0eakkUH8PuhDcOHcufZbFAx0dXLx5My8tWcJRozwPwagPLexJJpnw7LNEAgH8kQjjd+x00gtnIp1JULPyPLiWRE+kHQqGvlYCp3TvpJoKPnbiMi5fsiDLRGDbkld3NPLouu3sbemkNOjn5KOmccmKBZSFAvzXbU/w4JoCNvxU7VLQEyNQckvpCDMu3/vk+Zx1fLb9bc/BDt739ZuLNjNpUjXXnnMsg5EEE8dUcuzCKXm1DF/4vwdYtamI572reVkwZQx7DnUSTTid8xkaMybWsr+jh0iGGaG8IkiHnZHjQTrCEWRfu64JDE3jD596D0umZZdHllKybn8Td6/ZxP7ObsJ+g+0dTu5000daV5ZpXhCkND1Lxo/lng+9N9XWJ3fu5A/NzQQ1jWcWL+aEiuE1Joq3jm2Dg6xYv55ey2KWncTctdEtwy1hBPNGaUhnUMRHcCaJpktOGDeJK6ct4Str/pqy36cFAidcz+9qBXzupDl04vRG3LhpIKVIlfs9d/wCrpi2jPsa1rG7v5USI8A54xdy4cSjWd2xk//acLebSMuNHHAFgZ8c80GOr53Fn/Y8zm37n0Zznf8sWyugT3Bs/QHddP8SxC2DhOWs//OFOF416UT6kvDgwXVZKYOFe82e74CUcFz1LD4+8zxebGngZ1ueQ7raRGuIr8RIwxd/fNwlXDR5+MXH4RK1LN61YQOv9PUxKRBg9dKlTBjFmQpHtTCQtG3O27SJp7u70RMJJmzfgZEsYMO2QDfzvNW2QHfHkvyvncOPrjyHCxZlp9Ls7BvkU79dyY4D7VkaBWE7A8jsCXVcddpifrDyeeKJJFju6jwjZbHEETYcIXqYFytDGNCEYOHMcdzw9auzdvnxzc9y/7MbCq7mvesUZvrlr6ks4WvXncWJS6an9onFk3z6R/eyZVez89JrYBu4aQqdvggrfQ25J3A1KwJSekIgGQZhOA6EoohZRBOCsVVlPPr1a9Hcc9q25P+tfJIH1m/N0VhIAWY4rfHJajRD4DhtxlT+eOWlqY9M2+ayLVt4qLOTasPg+cWLae9opysaZVxpGcsnThyRf4ji8GlNJFi+fj37YzHCsUFqG7Y7zr7gPJjD6j0lGDbCP7IhUAgbf1AipeSUMTN5oWU3ALpm4fdZ6HpaOHCc8Yq/Q2EtTFgvY3ppLVdMPZaT62cVdUZtjnZzf+Ma1nftQxOC42tnccmkY6kNlBGz4vx8502s6XozJXxICTHLIJL0kfmm+XWTsJFdi0QISNqCvngAv26jC0czmLB0bDRKDJMPT72En2x7Ivt+uLbJzG5rCHSh8/Oln2BcsJa/Nm6kKdLLqpbdNEV7Uj4/IxUG/nzy+zlxzPSi+9hS8lLzfl5u3o8tJcfUT+BdE2cVNiu6dCaTnLh+PTuiURaVlPDikiVUjNLiZKNOGDBtm82trUSSCX7T189tHR1olsW4HTsJRAs4xbkrUC2Z8eB675YFRiL/YZl8+ozlfPaMFam/bVvy3h/dxo6D7c4C3yZlZvAWo97PeZPr2dXYhp0olgzV9WcoNJi4XjpahnAe8Bv89zXv5q9PbeJQWw/hkJ/eWJy2vgFSM73tJh6SgOYIHoh0MiJwnYcQ/OLrl7PsqMk0tnTz2e/fQ1vXQNa1gBPZYBukBIF81+E0mr5Q79rQhNOHUg3TtrNKIhfie+87mxPmTKWmLMyfXlzLT554Kf/tAcwQUCRUTAD/fuqJfPKE47K2D1oWZ775Jq/19+NPJBi7c1sqFHVsaSnfOf1Mzpw+Y5ieKg6HiGVx+ptvsqa/n5CZpGbfFnQrc4KTRb/L1D4+G+EbyRAoEZrE8DsvkC40Pj77BG7Z+xIY8ZSSDpzXRhM2Wh6tQCaG0Fh11rfRM5IUdMS7eb5tHd2JPir9ZZxWfyx1gaqiPUvaJt/a8nN29uemVZYSkrZGfyIACHRhUhmIownPj0JguROykI4TYGqRIYUrEBgIJJPCY0mY1Wzra8KSNn49WTAkUkMwKVzHzcu/nBqTnm/eySdX35nVt2wTSy61wRJePO8LRSf1xv4ern32Hnb3dmIIxyZr2jbjwmX88fT3sKBmbNH7tz8aZcUbb9CSSHBOdTWPLFw4KqsdjhoRSErJzRve5NdrXqMjEqG3rp6uCRMRUnKxabE5FqNgZK10HPS8ycez2Wc5Ew5DZSi7UMfqHQ1sP9iesnmn/A3I/bmtsS117kKPqABnBZtvAHTfOGFlNGBL7N4k//2L7EyF7pyPNJyVt5aZQMkGw0wLBGQMfkLAb+9cxe//+2o+/4P76OwZzHstepJ0yeEC1yG9jmSuNmwvLapA9NlceNJcHlm/vUArab5xu7OSWTRlHLu7OwvuJ3BMLVb+KqsA+HSdKxbn+nuU6DrX+nRej8dJBAK0T57KmH17EEDrwAAff+iv/OniSzlt6rRh+6sYHiklH92xgzX9/ZQKQXnD9iGCADgvaB7bXboV559uU2SnrPY0PS1JSylJyCTCSDhPZeY6YRghwMOUNknbJC5tHj70AvcdfJqIFXPP5rwJt+x/mMsmnsmHpl5UUNB/qWMd2/vzp1UWAvy6jV+zMKWgJhjL+kxK6SY8Sr+Uwn0JDU1iS0eTIBEciLbynQVX8Ltdz7Ohex/FFt02koZIG1v7GjmqYgoAp46dxQdnHMcte9Y4YZKeQCIzlz7ZfG3Ru7MEgbhl8nDjFu7a+wbNkT6qA2EaevvojyVS99QbsNqiA7zvyTt46uKPMSZcVrCvU0MhHlm4kJPeeIPHu7r49v79fGva6HtXR43+8ievvMz1zz9HRyRCrKSErvGOLbnmUBOHGvbhN/T80qAJRoSsVain0hcZkX/DMbYi+2F8ftMe53wZdu9ipH2iC+MIBDItcmeI3lrcCTt0xkCJESdPPE96jtfMbHt8piCi5XGItqVk654WVj67keaOwtUPJcMLUEO/hdR9t52+C2DRxOLS/lA2NTYz2JdApO4BuV+eBXhWoozPNOH4IPzy0vOpKQlnHXKgp5efv/QKP3nheeob9iJsm2h5BT31Y7Oa+d6LL6gkRW8Rvz10iDvb2jCEYHZHE75kAZu/94wOve26hQiaaCVWOmmQzPdAeDifiSG29NUdO0cw6UtE3ofNcQxM2km+suGn3NLwcEoQcI6S7lGS+w4+zT0Hnix4hqdaXypuIpROmGBN0NF85hNWhGvzzwwVBFcZJzzrnk13spvldTXUhAqXPM/kYKQj4xyCry86m58ffzlHV09EFwKfpjGvsp5yX7YUXh0I8+PjLuHCDF+BgWSc9z13M19d+xBvdjbRHO1jS08L/XYEfLlhkJaUDJgJbtnxxrD9XFpWxh9mO9lgr29o4JHOwguHI5VRoRlo7O3ht2vXAGDpOm1TpoEQlHR3UdreRqcQnD97NusPNtPU14cunNfXtiW+hMgrs+ZT5xeiPBjg5FlTs7bFEumHd6QKqRGMO2hJQCOVE8GrnCgy9xmJADLchO0lQRrSqdc2NaBnREDkHOe1/bdq4dxjl82aSF15Ce19g8X3lRm/ChxhYKiGx3B+ekKQdLU+HhcvmMt1K45lVm26Cp0tJf/z3Av85fX1oIFlQCAapeZgIx2Tp9IzdhyBaIRwfx8S2NPdxdb2do5SSU7+Ll7v7+eLux1b/fWTJ/OHbflDVx2EIxxnLnl8Fprfzg1py3xBcrxHwQhYQ1b/gqgVK5jzAiQhXzIViy+lk+gnbho4dQAF75l0PH/au5KDkeHT69578CkumnA6mhDs6t9F0k4yITyBukAt7fHO4ksFAdX+ADG70ARe+GWU0ok6MKVAE5JbGx6kJ+FFNgzvbFdqZE/yQgjOmTCfcybMd7USTqRHzEqytqORtugAdcFSThgzDd+Q9I7fffNJNnU7acGzqigKV6Pps7CT2VOaLSV/3beFLyw+iacad/Ni0z6aB/uZUVHNlbMWMqc6HQH0gbFjWd3Xx28OHeID27bx+jHHMD1URFV4hDEqhIF7t2xBEwLTlrRPmYrl9+OLxag90IjAkSCf2buX1z/xKV5ubGRzaxu2ZfHoGztpGOwprpoHpo6porG1u+Dr+KWzTybgy77VM8fXOg+w/PvmxqEd8iY08rz33vn0lFqueFvgmgAKfJwblSRpOdSDiJjogK0Ld6LNbkFIp8RwMe1BITQJcybXM2tCHSfNmcrKtVvyN+D+S2khhHuvMwd07/qSjkAg3OJHwtX6CCG4+piFfOu8M3NO8evVr/Ln19en++vei7LuLuLhEvpr62ifPJXxu7bjSzgqzPZIEcFFMSw9ySRXbNlCQkouqa3lE2Pq+cOwRwmw4e6Lr2ZffydfW/eIs3WIWh8ylAOZ5inDQtNzY/ctaTMhXElnojfHTq8LO08WQCdJj+FPEE0GmFoyhosmLuWTr3+7YCKiTKJWnD/uvZUtfeuJWmnfpoUVCyjRw3TRW/T4QWsQXeSONDL1//wjUDppl8TQNHoS/djYGAIEskC0gkNYD7CselbBz5uj3dy2/0Uea15P1EpQ5S/hkonHc1bt7BxBoCse4YH9mwoKX0KA0ME2Zc4A0huLseKu39KW8f49d2AvN2xex+K6cfz2jIuZUOrkRfjZzJmsHxjg1b4+Ltu8mVeWLiWsD+t8ckQwKswEB/p6sW1Jb/0YouUVCNumfu9eNDNtXxpMJomZJqdPn87nViznjb3NNHb1jKj9z5y2nF+870Lqy7LjVCtCQb59ybu44tjcsJiLjpuPruXmACvGsPsOs+LXBBwzbxIXnrRgRDbNw0GzwReHxn0dYDmTqZ6QGBEJVkbPpURYcthohWIS2JevPA3Tstm+uwUtTrbaP0MISLWTObgPMXGkTBBWel/djT44c/Z0vn7WqTldiCSS/GFNugDN0LG05tBB/JFBbMOgffLU1Pc2piQ39bNieKLJJHdt2cjyl1exLxZjnGFww+zZVIfCjCspbAv2WD5+IseNm8iu/vZhU4AjIGjAcePqCQRtdCN/Ep+6YAnvmbwsRxAASdifLQikmnb/nlAS5A/Hf5zORBeWLOiplMPLHa9mCQIAW3q30m8Ol0XPSXr09yw5hJAEtAQBPYaGjS4saoKDVAcGqfRH8Gu5avprpp1JQM8f37mr/xDXvPpL/tq0hqjlCMvdiUH+suc5rlj1E36780lWtW1PhSNu6jpUII1z9ouv6RZCl1n/+hOxLEEgkw3tzVz015v51kvPcvF9t3LlA7dzRmKAGsNgw+AgX92b3xfjSOSI1wxIKdnc3EosFKZ7/HgAahsbCcRi6RUd4NM1Qj7nwd3S3Mqr+w6M+BxlwQCnzprG6XOn89reAzT39lNTEuaEmVPwG/mlyqrSENe//2z+318ecyanolVKSHn151PNZ+5TDCnhwxceR0fHAA89s2n4CysifXgqdsDJ1BhP7y6G7GfEJGaY1DVqCVcgCGlomsC2s9cncmgjGe1euOIolsycwLdveordBzrRcTQhTtiiu7orcI88TUDm/qlTSThpzlR0n6PCnVxRyfTaKjoHooyrzJ5wXmlsJJoZgpppEhbO/ajfv4+mOfOIl5TSVzeG46XFXFU69bB5+UADn3r0QZpKy+maMAVsG7Zv4r0Nu7nxwsu4dtFSvr/6hYKPqqFp/OHsSwDY0dtWtK6Al5/fNkw29za7TkG5BkIhbAZkN7sH2pgYrqY52pOatHRhYxQoReydozvZy6benfQkejgcvaCeR9K3sZF2lBK9jKiVyKNlkGhIfMImKYdIxnjvW3EzgYdfs5z3x7CdVjM+K/EliZoGXfEQIJhZWsV7J59WoE3Jf228g6gZz8rVYLv3ujsR5S97n0cCdYEyvrP46px+e9fm+TmkojkMibRtJzukN5D4QBgWMp5nYLChsz/KTZvXp56hTe2tBEoqYOJMftXUxMU1NbyrurrgPTpSOOI1A+uamtjd00P7lCk45Uy7KOvqAjIc4oAL5szB56qDnt+5b/gVhEtpwM/xUycBoGsaJ8ycwnuOWcBpc6cXFAQ8akMhyqThTkYFBhDXCdDnVerLfddTP7N8A4aga4Kp46tZNn8yZ54wm9LwyPKH521PSoRlI9wVv4iTju8ucLyWdPe1nIgCXwwCg5K60jBeqt/My8k9p/Pv/e9eyt5Dnfz15c3pc0inTT3urvyLfHXCNaWIPGaUFVMm09rRz7Mb9/CXVa/zzZVP864f3cBX7nqUSEb56uiQXBSCDM2CJ1wmE9Q0OQJl19hxvG/5Caqg0WGyu6uTax9aSbcUdI91qhBWtTQRiEbY093F+1fezfvmL+bMKU7YZubdFYBf07j5/MspDziRPCWGH20EE68QjhnAZ1gE/Ul8hoWu2xi6TcDn1AUQAm7a8xLfX3wlk8KeL4lMVQQcjh9u/wM3NdxBSDcxUnnG8+FsLyZkSGHj12LMK88NXzWETZkvRlDP4xmbdY7C6ncbQVCzUr97wsPQqodB3aQuOEhNMEKv1UR7vCtvm29276NhsD1Lq2KnhC6R1cuOeD+fXXsjUXsww3Qg0TQbTXMiITwsS7hREQJNd8wGjtOns5/w5SaTw8p177SkxD/QQ3mPo3H5yI4d9BTKP3MEccRrBu7dsoXeceNIhkLoySQ1B7JX/N6q8NPHHp/aljAtZ+Aegff3x086lqDv8G7jQy9v5md3vUDfoKtO9Bz+hgYru30TCeenBuAWItICTqx9KneATM9FQwdFcBID/fhLl6BpgoDfx/e/fDH//r37MK38g9eEMRUcaunN7pPXL+nULRBSInWQhmA4u4MwQZe2I9B42xKS3oZ+fD6B6QcMdyGmkf12ugfMmzSGmRPr+NXKl4qmOR7JYkuzwbJIhWJK4DfPvZoz0UsJj23cSedAlD9dexlCCGbW1OS0J2zAJOW4CVDa3QW19XSEw/y4q5srp9n4VQKiEXPDG+swbZuOSZORuk5gsJ/yzjbAcQxr7Ovlc088zC/POp9H9+7k5s1vsKu7i6Chc/6MuVy7cCkzq9Lf1dmT5vDkwZ1FzpgZMSDdyQa0rAneqeznd7PuffHN37K8ZjYd5gGSlo4+Avs/4E6pNj7dIqhLbCmImAZJmSmkS3c/QanhDAK6sDHcFYEpdSzX0zUp43xt3ifpiPewrW83IFjd+SwHonvRsAnrCTRh05sMk/mCCOE40uT6Dkg8r4CQnsDQcLMfFlJNksq66GkgNvVux9dvELVijA+O4aiK2WhCY1d/M8JtG7yhLn+bEkjaFv+18U7qwzU0D0bQdDtdFwKnWFTm35n9kTgCgbQ1hA7SzHAcco/JF4khgeq2gxiVdRyMx/n87t3cNG9ezn5HEke8MLBhcJDuMU7Bn9rGxlQymEwMTWNGhhpo3tg6Z6IdhmtXHMN1Jx57WP3508Ov8dsHXs6a7LyMgs5Ekp58hYWTdRDHPOBpBTQJJcLgY1eu4Be3veA447mefgLwGTqLZo6nuz9CWTjAu1fM5dyT5lMSSg80yxZM5uYfXcOvb3uR1W/sS6nqgwGDy89ZwocuPZ4Pf/4vNLf3pZ0ApURLSkfNj/uiWaTLIxdA4Kze8zk1gqM10AyQpsA2QFpk66wsCAUM/vtjZwNODYOsZXgmI9e6olluzgTA8GlEE8m8amRbSl7d08irew6wfMYkTNNiSkWl44uSWcPCLVClaTCpsoKfnX8+9VVVLFy7lg2Dg3x7/36+O714JjVFmkd376S3soZYWTnCtqk92DDEBCV5bv8+PvLY/dx6wRVcObd4ytrzJs/jF5tW0TTYm+d7dv423Cp5+XMFSML+hOuI53wetxO80O5oqcK+RMZTWfghFNiU+mKplb6TpEhS4U8gSdCX9JO0/WhIgnqCMp+TJCigmRiaTKdPEJCwNQbNIIbwE9ACTAqPY1J4HADNsZ00RfeltAIlRhKfNsBAMkDc9iEBn7AIGgmiph8LDVtqjqMxEp+WJKQlEBrEbZ/7yg0j9AvQpGNG+MOe27PMFnWBaj414xpa4x1kRj8UyzPgtSklRGQnuh7AHiI8SJkrCGQeiwDpLRw0CV5aeTu/IJBq17aY3nWI7urx3NzayqW1tVxyBNcfOaKFgbhts66yEoSgpKuLkt7evPtVDQkfOWPuDGpKwnRHonm9VwXwniVH8R9nnXJY/enqiziCQB6EdFbPaQm9+Jw2GE0wb+oYbv/Bh7jv6TfZuOsQPl3nxCXTOfv4OZSGA5SXhVKpePMxdWINP/rqpQDEE0licZPSkkAqfe6xi6bw6KMbkfH8/Un9bePGK/5tanCBa8f3uz91t00BwpQEhM77T1uSckSsqyyloFozs1pkId8K7yNvXwG6oZE0C8dO65rgT6vW8t0nnmNPRxdSSOxg7jkMIQgZPn530cXMrnN8BH4/Zw6Xb9nCDxobuaq+noWlypFwJPQj6BrnmAcqW5vwJbLzCXiry7XNTdy7Ywvvn7+4aHsB3eC2M9/Ph5+7kz19TrY6xynNFQR8Fl4yQC9FR+YjHTBM9CJVAZO2jj+VmrPw5FYbHEwJFJB9DgFU+OMgY5Qaibzny/zbJ2zKjRiLKk9CE9lap5NrT+XljuezzuXXLKoDkZw+mdLAkU0sNCxKjAQBzQQhSFg6CfScwkqF8BTvQ/0XWmLdfGPT/2HaGhBiqBaiaJsC4rYT6iPILh1dTLPgfe5oB0RKW5CzT2rMzW4nEB3g/FCAh6NxPr5jB2dUVVF+hKYrPjKvyuWHjY10ahpaMkntgfwOgQJYXD+WwUSCEr+zcvbrOj+7/Hw+dtv9WLadpY7WhGDumDr+8+zTsG3Jyzv28/K2/SRNi6Mmj+WcJXMIB/J70P7lsTXD9jn1KLrqeC8aSOSRyC3bZvqEGr7yISf07dU1e7j1rle55fcvAlBTXcJlFx3DFZcuw+8v/lUH/D6EFPT1RhkcjLN3TxtN+zqy+5QHCWimjR04zPAbz0/A9lZhEnwaQgh0y1FJ6knn+qWwuHXlGm65fw1Hz5/IJz94Cn965LVsM46nTcEpJ237yR1jZPZPgSM8fPC0pdz02vqi3bVsySt7Gh3HQ5zvQ49KbB+pPAWGpnH+3Dl87oTlTK2qSh37nro6Lqut5f6ODj63axfPHX208h8YAYNTprvmgQHKO9pyPpektWG3bnlzWGEAYEJJBU+c/3GePLiDn21+jn39HQhNohvpictROQtsW6Ts0obmmAYKf23OB7Ybj5+x7s3aq0RPENTNYeRmQUhP4BNWVtpge2hoDLhVDm2ml+Qm4ZpeOoN5ZbNpjG7O+WwourCwJdT4BwhpZmo1LgG/YRLSk8Qsg85kaU4fQKIj8WkWQkhsTZCwDJJSJ31fnLTIALom8WsWCVt3zB46xK3hpiKJZQ99mcWwgkBWC3KI5VdIpJCOqdBVTkjb0Rx4QsHB3j4OvL4aY8Z82gly3NNP8uLJp1B/BEYGHbG1CQ7GYsxZs4aIbbO8t5eOvXtzV/me5igGYZ+fL59+Eh889ujUx7vaOvjTK+t4dPNOEpbFmLJS3rtsER9cvoTegRif/sNK9rZ2pdJlmrZNyG9w7JSJ6AgqSoKMrSyjIhykuryEWx5bw84DHeTgFhAS7suHdFLjeuZLiWNCcN4t5yE1dI1HfvUJKsocrcbKh9bzi988neWdDyCEYMmiSfzvd67A58udsBNxk/vvW8vKlevoaOtPfyAc04QdGF5elLZE+gTSp+Uup/IeIBFJmb5e3HdRh2SJhmYIZDz/K65rgrraMqRfcKi1N6WWtX1g+QXSPbflJzeqwPUUytz02QtPoK1/kFvXbRh2TJEZyZyytgtJTWmYJz73EcoKVD1riMWYt2YNUdvm9nnzeK9rulLk58muLs7euBGkZPyurfjjsbz7ScP5Qkt8PrZ89PMjajtpW1z78k282XUgby5/cAQCISAciBPyJymiYMs8Gg2ZlWhIAn5XvR/QLPy6iV8bThgAHZMqX+41W3iVCCV+YaEJGyk1Jpcs4tMzv5mz/5vdr3JTw8+H7XnC0igz4k7rGW5LFgLpOvFIKehIlBCzvcJHzjUHNROfZqdefe+naQsGzCBOVUQ9S98pJfQn/fg0G1sKBtzaCflxjozEfVi281JbqQqy3u/FNQNIsC2BjOtk9j31e+YmAFMgbOFGaAmipeW0TZkFUrKs9QDPX3Z1avF4pHDECgMf2LqV29raOKmigkfnz+drTz3F4zt3piZbBI59N5G96v72uWdy9dJFWW1JKTFtOxVtkDBNLv3BzRzqzpN21xMw3FWtY2cnexKS6T5oZnZZYUirsDOL+XgCsPMeCqoCAc5fMY9LzluC36dz9Yd+XzQhx2c+fgaXX7Isa/ue3a38+xduY6A/VnABbYf0dCP5yIwE0AW2IbLt/TLjF80RFkSiuBnE9oHtz69pkMITioZsx5mskyGQupZ34s53vnlT69l6qB1Tk6kVfiFsncLxNwL++IFLOXnm1ILHf3f/fv5r/37G+/1sP+44yo5QdePfi2nbLF63jq2RCPPiUaI7s0t4S9epTmoy5QA6tqSUVz/4yRG1/0TTFv593T0FP5fSGRMM3aaiJDIi+dbrmSYkhrDTyYaQ1AQHnckIDUNY7gq6eEsaFjX+7JwC3uttug9hjeHW/xDOmU6vv4YVtZdnaZ264y38dMe/YWKSsA3XATD3ejWsVMSAhym9yIH0RksKWuNlruOiwC9M/AWuxwsXHLR8DJq5k32mgBAzDeKmj0LqPAHETZ140nlJM50GbVsbVkNgm6DpEtsGO6GTUyDFO15m/B4XiAzTSNukGUTLKwkO9PG7yRP50KKlBc/3TuSIHI1e7e3ltrY2BPDzmTMpCwT41QUXsL+7m4v/fBuDyYRbJTD34fnp8y9z2eKj8GdknRJCpAQBgKc27OZAZ37/A2+pauugJyVaIr05Cw1EQqIXyjniTnqZZXqldP6WmmSwLcL9D63nvgfXc+KxM1LnzYeUcO99a6kMB5FSctSCiZSWBfn3L9zKQH9uXnevKQGIhIUspB2Q2ZO6sCSa5ZR4xXZ+98yVtgZ2QHeEhXz3I7NZMpYXWdvzr8xT7dlOiKFlgLAltnDf+aEjlfvCB/0GW/a3OdkHZUbb+QY2QfFAXAmtfQM5mwfiCdoHBykPBvjypEn8paWFPbEY32lo4IczVCXDfPy+uZmtkQg1hsHzy0/nO1g8tHN7lj1X6jL1fehCcMms+SNuf2XjG06hnEJ+JwIq/AECgR4sRioIgGNxThdEKDFMyn1RDM3CsgUx24eNGFE9g3xRCd6qW8Px6rcRGf4AkufabkIiWVH7Hnb1r2JNx+10xhuodqsySgmDtp9uswQ5ZCYcKgg4Mn7uilsXkjGBfgbMAAOmv6Ag4PVXF5JyLUGJkaA3EXIcEbPadwgaJhqSmGlkbHeEKymde+Y3LFcYcNIYa5p0NTiyoBOipxXQdNekJJzFSkqDAWkTgSURmmt6cBwNssbUqpYDREvLiZWW88t9+5Qw8HbHlpIvuLnLPzx2LMeUpRPGNPX0EY0mi8Ya90RjvLr/AKfMmFpwn2c37UYTonBecnfiyJzIcz6XEt3O9/hm7CNAZpX6dSoJGoM2gnRo3ao1uwvG+SMlWtyivaGLH3z3r6nNlZVhBvszK6Tlnh5cj/ukhTTyzISmOyAPGUW0pM3QcVbYYEQtzJCeUuUXQjMllj/P+YprAxG45pWkjdQEls+rQujpL8mQ/CEed9dYlisISNfXINO84H5BI/GdKg+lTQSH+vr42apXeGjbjlRkyorJk/jckkV8ofkQPzt4kE+MH8+MUZT7fCR0JZN8c98+AL49bRr1wSA/ftc5bOtuY29Pt/POZTwDuhCU+gN8eMESAA4M9HDr7td5tmk3lrRZWjuRa2Ydw6Ka8aljWqJ9BQUBj5gdwShcxzQPTthfdSCCT0jCvrhrWnC8/306+PQ4PpLEpS/vRJtGEDbyO7M63voSN+1PxhESvzBZ1/EH3uy8AVNaOWGAQkCJlsDnk7Qly1JH5yu1XKx/upBU+GKU6AkGrGDeffIdU+WP0pUQJGwj7933GxY+3UqVThZITFsnYflS/QwHkkTijgZBCIGuO44Atgammb1ScGofpC9DSrBNLacYU+r+6DjODZ4jiiZT4Yfg5A6p6Giht348G8NlNPT1MqW8YkTX/07giAt6vrOtjdf6+ynVdb4/pAxlTzS/3TELCbvbOmjp7S9YZW4wlihSoCTdkLCKzF2SrLLFhfbJ/IYEwsnrb+F41nsrcymzI35siZaw0KMmetREWE5OgMyKhj09Edd0UcTW5v7UTIkWsxBe+mbL+Vs3bYSd7od3bu+6MlvONJGMYGGU3aa3uYj2I/M8Aufe+hLg7yedYCjjnosh+2uW809Pgkg4xwiTdBK6TOFAOsKNF0ro9WnRBMeJ62BvL5fefDsPbt2eFaL62oGD/ObBRzk2GMSUkm/v3z/cnRh1fKehgS7TZEFJCR8f54TIBXSDOy66iqVjx4NwBAAvKdiE0nLuvOgqxpaW8ULzHs569Pf8ecca9vZ30jDQzYMNW7j0qb/wx+2vps4xNlQ+fPKhfFmpAC2nFKLzUxOSMl8cn2ZS4otnTsFZmqkkPoJa8QRAPkx8IlcQEdiU6DHq/H2M93cT1BJOamAsyrQoAZFEFxaQwMDCTxKdJH6RJCAS+EUSXdgEtATLqxZwRu1RzAz2MNmfx4+pYP9GiqPd8AkTvzBdZ0iLMsOtnJjVflpCF8JxMDQ0iZ4nyZJPtykNJvAbFkLYCCEJ+eA3K66iKhDMaCs3CsM2vcE0z3ef8Y6LzMFqCOUdLejJBKbPz3GPPsTBvgIa4ncgR5RmwJKSb7kD7NcmT2bsEGeuiRXlhQ+Wrp3fhB8/vIofP7yK2WNq+cTpx3HuwjlZu84aX8truxqLJ70ZyaQ3AgpqDlzbu6eKzzR5aWam+t6dQV29mLBxhRwJ+Vb7GWTOvUJKSLp2fzutyBOmRPrTan1hycJ9dvvt7FBgD+m2naeREcgCWfuCWzMhClZCYgdIawiGnkM4YY2WBsLI/izTsdMrZS0zzyOd0MTaEqc2xfeefYGeaCwnlt12r21wy3aYMZVbW1v52uTJzC3JrmkxWjkUj/PbpiYAfjJjRlYd+7pwCfde8l42trWw6uB+TNvm6DHjOHniVDQh6IgN8KmX7iNpW1nPiJcm+AdvPstRVWM5YcxULp28hFVtu4v2xZc325+kzB/Hsp3VrS0dUdqvOw50QkDSNoB8DoKe25+zoq81BhiwAxnOeM75/JiUGfGsCcknLHzCpNyIpbQBnprbpyUQ7jVqwpmAMx9xQ8gMxz7HudGUGu3R593WbQwNDGFiyqHOdcXHBx0vc2L2xQq3z14/veb8msQQSWz6GTRD2NIxD3jhmJYURC1fVmRB0EimNAOp82qSkN8khHcPdM4cP5cPzGzlV1tXpe941lcohkj1efAupcggo0lJRXszXeOn0FlTz8cee5DHr/pg4QPeQRxRmoE729rYFY1SYxj824QJOZ8vGj+WaTVVuY+DBN1L95uxeVdbB1+681H+/NLrWbu/Z/nCLI/9fGiJYSYuMYKJTZCuugd4RX6QEi1hO5O+TO2KsCWamUfB572RmlMuVJgyJTAUI/tdEuhxC2MwwazJ6Rz7AhAJO62pGEYI0kxZWBBwzyNMib/HRI+YQ7QOQy8st79Dr0pCRhEi4bThruqFzF7dO/eQnCgE4dZgyUwFLTL+AUjLZltzG+0DAzyzcw92UjrHDck0K4F4ZzcrgkFsnNrpCocfNjYSl5KTKip4d0ZoZiaL6sfymaXL+fyyEzh10jQ091m6a88GkpZV8J3SheDPO5zQ3jPHzWVp9eS82gFdCOqCYYI+74tLt+jTLDQBPl1S4ktS5k9Q6k/g1z2HQYEpdTKHBl1YlOhxKowYFb4Y5Ubc8UHSbKp9Ucb5+xjj72Osr4863wAVvgieDBTUEozx9VHv76fKF03lHBiq5pbCib/P9DPIt5/3U8dGYCIz9i/T42SZFJyWKTxKSXyaTakeH7KPdNMrZ7/maYdKJ/lRhS9KuT+e8jnw/AtKDSfJEjg5EQKahU9PYmiOJmAojguA4JmWLWzu20PAn8TQhxZNEvkUjfnJuFeFtKalPZ3oiTiWz88aCU39fSNs/O3NESMMWFLyXXdg/dKkSZTm8dQWQvCdc9+FrmmpQQQyBvsh+3sP0I8ee5H3/fJ2ntywE9uWTK2v4vMXnASQ1U5KI2CBMLMVYXk644QLFvpckv0uup3RTOmq/XNV8UUzoWYIBOju7+YQFf/QQ1J9kWA5E75I2Ozfesj5O8OBUHM/GxZLZh2bhZTOOdzVtx6T6NG0utTQRJZaPm9/vUk/Y1vqL3uIcJWJJxDk+dwzIxRaVwicAem3z73Gx+/6KyRJCx0WiCRkmp91ITjTPc9dbW1sGsh1PBxttMTj/L7ZqVX/zSlTDjsPw2ttDUX9ACwpea2tEQBD0/ndivdz0aTF6BmJegRw+ti5/HDZpSBsAnqGfQlnshp+UhEpj32fsCjVE1nRBZpwJrkkemrFrguJpjmpfH2aY4oIaXFqfIN5ixPlki4lPJLb5kyg2RN9UEtSrkfIVLHrOSaR9PkETpriKt8gfpEWnAQyrw9C5rl1IGobiCEJlTyhwK9ZlBqOSTchdcI+kxJ/gjJ/nLAvTmatV9uGmCX4yvo7eKNnH36fRThkUhqOZ6WRLqb6H3JpGfckf+igkJLKdudZ7a0dy4b23BwY70SOGGHg3vZ2tkciVBkGn8mjFfA4bspEbv7A5Swc58Z5e+aBYo1L2HiolS/d8gjfuOsJbFty7ZnH8tOPXMD8SfVZ+2kJR8ugQarRrMfPTemrR6WTnlfmeTy9SdaUWY6BesIRAoqt6otehxCut5C7YvZ8APLZ51P9djQJesxKPyw2aNGks4Ntu4KC7VQvLHZ+t3/C02jkaD1IaTa8ffWYxBhIYgyY1Jd7edVl6hjHBUKC6eQu0BISkbRhiObGSzSXz4SRKSx45oAiNyQvlpQ8v2Mv25rb0teZ0bbIKJ1sS8ncYIjL6+qQkDJtjWZ+fOAAMdtmeXk57yqgFXgrKTECfG/pJTx71r/z82Ov5KfHXsGDZ3yaU8aN5497HkQXYNkaAT2ZUs2PfHHpPCxh3QklypdBUCKwhgy/3muoC5tK43BCGr1cACNHCDCGrB5K9AT1vj7K9BgVusnk0ATKtAhhkV79CySlWozx/h5K9RiakIwJ9FJpRNBcE8hwApMnABUaraR0zC2mzHWANDSb0kAM4Z5HAghPc+AkPfL2LQknyCxkJPThOuZcpi4Ei2vHMbGksFm5pKcTIx7DNnw8NJib0fGdyBGRZ8CWkgVr1rAtGuXz9fX8bN681Mpid0cnt67bwPO79mJJybJJ4/ngsUtYOnE8+7u6aerp47o/3V/8BK6K2MsH8F/vOZMrVzi5CJKmxbu//Hv6IvH8KvIM1bkwJb4oWcl2ACcm3g13QTpCgp5MjwTCTq+WkRIjYjn72aSEBakJx5Y/koQ/lgTTdrP74SQL0rWsfUhYaBEn17qjTdDw9JdSSrAs59wyrUyTmsAMGuDX845iEre/7rktHfCyNRYwL0hwJCtNIDUwfQLbr6XDAD31fcbxnjOl9AlsDQJ+gy999Eyuv+Wp4vcGJ1mR7SenVHQqx8AwtzdPOHX6OgRIn6NNWvXJj9GhCRasXYsAdh53HDPD4WH7dyTSlkgw7dVXidg2jy5cyLl5CkENx6+3vMzPN71YUDugC8HksgrGlRtIJMfXTufyKccyLlQJQHein397/dc0Rdsz152U+pLO5CSdlXywaBZCZzKsDkQI6CYhLTnMZC7x5/EvCAhHjT503+EevgDp8wkkAZFEILERxKUv5/iwiBGVfhIy0ybv2PsDrgOlxCmIFLd1bHQE2UmJ4tKXCpmUUtBjhkjaxrBCTHcyiFUgTti0NfqShaMUpHQyFsZNX1aiI4+km5hISognDOKJdDijbWrplzF9yc6fNmho1AbD3HveB3h4505++GraB2EoAxXVdE6cxlifj4YVK97xRcje2b0HOiMRrnj6abZFo2imyQNPPcXpN97IvVu28MT2XVz4x1u4642NHOrrp7V/gMe37+Lqm+7ij6vXMrW6iuVTJ6GPLL1Yit8+uZpo3PEI3nmgnf7BeOHIAO+tMCU+TwtH9spR2I6pQtqOU6Av5uQf0E2Jbko0e0jbtrsKtmRKHa2Zmc6BBchIEITEWc2btjPpD8QRkQRiMI7eG0WPJNJzny0haaXU+45vgms2kBmmBlviiyQRsQxbf8bnwpaIhOWYFGznGoWrmi/0DQiZXgFICUZC4h+w8PdaGBEbLelqFOyMf67W0stymIyaPPLilsL3Zeg5c83Fhc0Lmbe3WJukr/XqxQsZU1bKUSUlnFtdjQT+z3WcG438uqmJiG1zbFkZ5/yNdeOvmrEYn64XfI4sKWlNtLGxp5HNPQf4854XuODZn/DQwTcA+MHWO2mOdmZ9h5pIy8E+zUbXXGtS3i/amVH8uoUptRFWL8zf2+ySxhI/iWHakRmTtCQk4tTo/ZRqMUq0OGVajBq9n6BItyOwMbAo16IZandJSEsQEGaqPU1kmjusHLW+XyRTVyoElOrxYQUBWzrOgoWIWzrF3iYhHKdN7/fMn5abDtp7gX1G+l4KAZphp8oae/h1HT86E8IVfG7RCTx28bVMLqvkmoVHEyqSGKykt4syoCWZ5O62d76p4B2tGeiJRrnsjjt4rbaWSHk5Fa2t1GQMqropEMnCj9UtH7ic46dM4kt3PsKTW3YVjg7Ay1SY/ntyRQU3fu4Kmjv6+Oj/3l20n0IIxviCdLcNFhysJE54oLAkRqLAMCEl+kAypaHI8XFIdZbclbn3NVuOGl4biDlhgUOOzToqT9IffLojRAwtfZzhsSSFkxZY+jSk658gTNvxUTAEwtVCSAFWyFdUFyohnYZ5yG42IIOam0xMZB3jtS91QBNYBiRLh5d9rQCgpc/raQgkOBkKvVVEPgcCn8AcRhV57sLZ/PiCc1JJrJ7o6uKcjRsp03UOrlhxxBZBKUTCtpny6qu0JBLcOX8+V9XXD39QAV5o3sMnV92bFVHgan4J+JP4/cmsVMEe54xfxEuda3MeQ13YlPjSJa2dSSztdiNdm5J3XMCNKgBJuREjrA+nGQA/Q/eRVBsDGK69u0yLokubHulFnBQQIEiiA2Et7jr1ZeOtoCOWj4BmOhO+ew1R20+nVYohLPyicDZBCQzauaqvHjOc8pOQ0vl7qIo/s52k1OgzC+fX6E/4s+oaFKI35lQKk65wka6l6p3L+ax/MICU+pDPQNMkn5x3Il9acHpBjeqXn32Me7dtgay2nX11DS4+/Tx+1tLKsrIy1ixdeti+Lm8n3tGagd+vXcveaJRIeTlISXl7e9bnli6xCyzpdCG4aY2zKrjmhKWFJQZJXqe1Q129/NsfH2T6uGp8RvEiPVJK4v2JYf0SPA2AFI5wMBRjwCwoCGRt85bR6Q44P213JW9aWYKAd2xeE8dQXP+AHEzL0R64GgThJh/SY5bjb+BFOZgyZc8XknTuA+98dvpzNy9sgc45ZgCn79kfpuz03neHa+IZmhMhsy1XGEt5E+PmHvDyDligxZ2kRnrc+T0zf0FtWQlm3nC0NGGfjx9lCAIAZ1VVMS8cpt+y+HNLS9Hjj0Qe6OigJZFgrN/PpbW1wx9QhKllVVSHDYTmvbCODUk3TDQ9mZpgIS27CgFPNG8kYeW+w5bM9kLXBPi0tP+tc7ygRI8zJtBHSYZnfdLWhhEE3NJDWS+ts1qv0BwTgQ8Ln7DRNCjTYhn7kfV7gATlWgwhbMJariDg9RUpKddjKUHA2x7SEoz19WRtz3e8JnL9DIb2SQgoN6IpB8XMVzu9p3Pt+QbdkfpJZJYxtmSmS2FaUhfCsWyGQ0l8vmSq6JTmFqbSNMnte9bREu3Pdwqa+vu4b9cWx+NRG3LfhcSy4b4XnkLYNuv6+3mwpXn4jr+NeccKA7aU3LlpEz3uABLq68OXyFWnFcocZ0nJmsaD9EZiXH//M1gZYXpZKmI5xMHQnWBsG7YfbGN3SyfnL59XtFSwsCTRaLLg5+AMKk6cPs7kmcyeJIVp5w8bzH9xWQmGHMNfOkGQFh1O7Vigj5CVYyCFdJZLwuurZSMSJiKeRCSSYDk+DqnjMgspmZaTJCmWRI+aGDHnnx5Ngi0dX4g8SHBG5QIjR5ZA4P7ti8pcA6PXf9y6D/mkQi27Ta8DWhInUsCGGz50KSG/UfC70YTg6mMWZaW5Bud798Jgf3nwYE5ugiOdX7uavI+PG/d32VxtKfn4y7fTk4yiGzY+v+X+Mwn4TQI+ZxIrNNEkLX2ozykgSKby3udDomFTZsSp8MWo9Q8yIdjLhGAvlb5oEdnT2WhkeDjoWIz19zE56IQW+oWJXyRTx/uERYUWcf0AbAQSA4tSLUqZHkfXYJzeXaSgklMzId898JwJw1rxccF5ze2sv23pVVNMowtJtW+QUj2eqoYocWodeOmdS4zMqACZGqq8ay02ykkJSTcXQdryWWCckGDozn3WdBvdcAQCaQtsW6MvkeCUh3/JJ166i/39XVnHPrBrqzsu4wgDhvsP76QSYSYp6XWO++DaNfxh/VriRUqhv515xwoDA/E4PYkE/a6z0VCtAJar2i+SUVQA3175DLtbOpxJwyIdFy4BNwOdGHKQ9z7omsYr2xv5/OUnUV3qOn9lrcidv42IdH8dZqCXEmE7k76WsNEjlpP5L2GjRQvHUA+9JgGIhI1IWIiko9IXEkTcRBuIj8j+nb972dEN6ZOKjF9FthZdOiYCkcwQCDKFARv0uJV2kEydzN1u2flHcEHhkb0AetI1V+RBs9xojYznZUxFKTMn1DjfeZ7Tg6NxWDFtIrPH1vG/F52NEOnseKm2hWBmbTWfOen4vOf+4NixVBkGe2MxnujqyrvPkcjmgQFe7O1FBz4+fvyw+xfjpdbdNAx2pZIMAWiajd9noWl20XA3D9POHQ7jlpHXT0BzsxRU+GM59mtw/Q0yV7/SG1Q8QcBKJQmq0COMDfSjC0lcOiFGfix0YWe1qQtJiZagSo9QpQ9SrsfwZ6zm9SLX5028xVb+AZFM93eExG2DfNOIEBDSk9T4B6n191Oix/C5ZoiglsQQninF0WQ4d0ZgSc3RQGT5TWQjcYoWQXFBwOuHoyGQgHAKFdnZ+0vg+ebdvOfpG7MEgrbIIF6Z41RtEg3w4woFDmWdrQD0l1Xw7TWrOfaG33LftpH7KL1deMcKA0Gfj0h1NbZhYMTjhPsyEj+4ggB2rgrZQ9cEx0yYwJObdqVWYwJSiWgyJyeZ+p8rHHi/C7BsmzufeIPu9oF0EiBXzBWWRI+7OQFG4ulvgxGx033Bid/XTZmt1h/WSVCmHRMtiTYYR++JoCXM4bUKRfhbjk0LBRKsXF9v77oKTbZG1Mp/vSMds4auguz0fRG2m7PBTpsFjBgYA5IfX3M+93z1A+xtG35yXjDBSZt7zrzZ3PLBy1k+dVLqs/JggI+tWMadH76KsmD+8sYlus41bknjm0eRqeC3hw4BcEltLRMKlH4eKavb92GIzOHMcx47DJkxj1ObRBBNBpgcnkSJ7ti5daFxct1SLpu4HL9mpTLoDT0yqJmUaVFCIkZQ15lfvowaX4gqbZBq3wD1vl7GBXopNbJV+7Z0iu9oFH/VM9WXPkzXcS4/I7kFIiXAFP7czLC9CyFTmopiL6RPWFT4olT7I1T5ou79crIhhvUEY4P9lOoJbFeN6wgSXkrm3HZNyyvjnDY7DHttrm+BTAkC2XfEkpIBM84PNjyd2pa0TSw3OUnOMyQAnyPC+OMxApEBEIJIZRV9yQRffvpxHty5bdh+vZ14x3or+XUdn6teLevoyFLjpysFFn4FbFuydOw4Vsm9xU8kSJkGhq5eTctmam0VP/j9k86k5+a3H4oUMpWmN62/dn/xjGSWkxVQK/QuCuHYJmxZPI2wt18mCcvd9nfIfiONUijULXCEAT07jLGYgJSpWZC+DPW6q33AlsNqCNIhiE4HNVNga565IP8xVaUh3r10NjsOtRd1KgVHqMzU+Bw7eSJ/fv9EBuIJYskkleFQVlrdQnxgzBh+0dTEXzs76TPNI96RMGHb3OF6YH/y79QKADm1QnQ9WyU+Elu0GDKZajiBeXPKKzmmejwBbSrzy+dzVPk8fLqBLW229L6EJSPZWgFsKoxoVpIiIRL0x9dQ7zOJ68Xi0gUmGn4sbATGMGo84f4/pCXczIJy2NVyMQplCnEimYWbBFS6NRMlQocyIvTZJaRfKG/QFM4+yKyJfnxgJu2im7jsSX0vVYEofi1Jvxki7oYmlhgJNKERtTRiloGXS8Gn25i25YQwOgaA4tfkmjPSj0j+a7Sk5NlDu+iMDdIZjXLPns2F5xDvEjXAdvIOxMOlDFTUUO4mIfrBy6s4f+Yc9HdIyOE7o5d5OBSPc8gdMMt7elLb05UCi78M/3XWaVSFQlnuAYUQNjnhfZoQjKkspeVQD7LYhCFEulaAJXMc95zttrtKLSKV2zaaF97nZfDL5yTomgRS20wLzXPKK+JAV5DM8+RdoXufDd9U6v5pOA6H8eJ+FF6zwsp/rankS3n6JXEXepk+AjZoieFnhZ6BKN/+8xP87tHVw/dPQmU4Nya6NOCntrRkRIIAwDFlZcwNh4nZNvcNNXkdYUgpueXAAbpNkzE+H6e/BUmGltRMwsw0EWRNoiLHp3ZIjwCyHAxBMjEUYnpZhEG7gVUdq3i67Wl+tuvnfGfb9+hO9NCTbEeITmdekOnjKlIOdGk1NUDCjhC18jurZSIgldVPH5rPekifBVAiPKdAJ6ww83MPm+Eee8epryTnePddEzZJqeMTNoaw0dzVsk9YhDQTn0iiCdu70wgkurAcoUGAhYZAo8yo5tia04jLntT9sSUkLB1Dgyp/lLHBfur9/VT6owSNGJX+KGND/ZS4GhQhIORLEjISbobGwqO4o5B0ciCMBBvJoUgvP3vjZZKWndeROws3eijc1w22TTIUJhFwxoPmgX7Wtxwa0XnfDrxjlx/3tDvJQRYGAoR1nXbA0DR3hTD8zHTDM2tp6xt0PEW9uUbmlxmF7dgAvXlc1wQhv48rly3khntfGfZsWqbfgY3bUPookfPLEKRTJRCceVSaNujCWWVnkrQgYSGSJsJ1vnMc9BwXH2laTmhgsWVSKovHkG2ZAnh6uZO6ppGuQ4QmIGYipMQeQX4HAegJG9uv52hVhA1aUmL7MpZ/Xhc14YYCytRYIQDdAisukX5y70HGNf919VbMEOlEQ4VuF5Jzjp6T/8PDQAjBB8eM4Rv79nFraysfcSv2HWn8dcc2frlmNa+VVkBVDfGWQ3z16SeYWVvNjq4ONCE4ZdJUzpk+i4A+/PAkpTNcnzluDnXBUjrjg9gydwi3pIYh7DyPvrOCDRhOiJ8ubMJGgpBuIrVekp6MLdMqv4ZIA1/e8GXOqDsep/iPhSWdvgY1E408amWcZ8WUGv6iKYYFQU1HYFOnR/BhMSiDDDoPbKolDUlIJAhpyZRjIEBQWJiYTpKkjIc2ICx0bDcAEfyuz0JSam4mRIGBRUCPEZIJInaApNTRkG4uAQEaJGznOoWQ6Bnmgmo9Qo8dxhaac6VSpIYRJ0xQwxA+Flccz7NtKzO+PyfyQhM2GsLNPyCc9MzSES7iOEmDKvwxpDSIWk7iKKHZ6LqGX1huNIgk80X1hoN4MrvQ0XAENIMnGnY6PlLFRjZPOwDolkVooJdoeRWDVTUEWhzH2NUHD3Ds+ImHdf5/Fe9YYeBOV8X4sUmT+PTxx/P8vn1sb29n9Z5G1jccGtYru7VvSMx/pjrR3aQJwdkLZ3HijCnc/dIGGtp6KAn6OO+YuSycMJZv/Orh9LyY7yS2dELahnQl777STaObZ7snCGRZuyzpeOm7BAIGyYE4wrTSr4QnhLirY2FLZNIVCLyLTXXKaV03dKyklbEwSA8p0gIsE1Ie8Y7S8HBia0U8mVqxC1s6WpViqn7p+FzoA0mkX3OEgow8CsIGLS6RmnQkNumqZgM4iZxErinCiEosBLY/Y2YY8h3ZuiNECNupITFknElx5YpFjK8unLb0cHhffT3f2LeP53p6OBiLMTE4slrx7xT+uH4d33/5BaQQRMZPASDY08l9hxoBCT6BJuC+nVsYs7qUmy94D3Oq6/K2tbHrEH/asZqnD+0kaVvMLK/lkklHc8e+tUSsBLatYeiZNjvhJAMS2b7vAknAMDF0G59mUel3Qvh8ef0AMtuSvNixCr/mp1KPIHFS4fpFMktZnsZZ5fuEiQ8TiY45ZC+BRkiv5MxxX+bV5i8QcPtQRowSGSPpChyGsNx0vvkpEUmiwvEjCAoTQziRBLaEmG1QOkSAiNk6fXYAhFdTwaZC9zIgOufptUP4MZFDNF2WFK7wI6nVB4hLg4TUsdBJSg1T6hjY+EQSXUTY0P1Xes3yrLYz8zE4OQM011Qg8AlJ0rJxRAXBlJIgK2rO5p7G12iJ9QJOFcOAMDMiQlxtoNRIpDIOOj5bxWYFAcyvHEu5L5SaP5yqDwVXAtn3vafLEQYqq6lqaUIArxxo5N+OW1HkrG8f3pHCwL5olFf7+tCAK+vqMDSNd82YwbtmzOD48RN5//57Ch8sKVywRoPMqpy2JWnt6GfF+VO4dPmCrF2/8JP70YQgr4+/dHLkaxla8AJzCeDMR9WhEAM9/Wm1lLua1eImmnRWQEMnzMy/EnETzbaztufXckhk3CTtXi0dwUKAgeTW1d+ktamHB25axQsPvJ5++U3LCRME8Bngd4t4uLUO0hqFwloHadvg07P7l0gig/kLgrgjg3PvfJpjLkjY2KHsx1aAW33QvXsaGBn33hYSx+lZpL4HLe6FEhY4tcjoo006RDVLYwKfO+fEvMcPxBM8snE7O9s6KA0EOOeoWcwbVzyhztRQiFMqKnixt5f7Ojr4/MR3xopiJLQM9PODV14EIFJWgdR19EScQGQQcG+rJfHC/Tuig7zvoXt4/r0fpcyf7Vz4xMHt/Nur9yEgNWjv7utgd18HJ9RPZWHNOB49sJkuqwuZtQoXWFLHcgXcoBEnYFgYmqPSLvd7tQRkSg1eGOlmGtSwhEa5HsuQKx3LvY4kKJIEtWQqK57mCgWaSGJLQVyGsNGwsSjzjeX8if9DlX8yM8tOoD3yhHdn0ASpFMGFcWz6GpIwSQJaEh2JLmwMJAhJULdyzCUBYVGrR+i2wzn1EsAJOxyj99FthUlIg6EBzprwrlgQFCZBcvsZsw3i0p8R7SFTJoTM+yyEUyAppCeJWj6kFBjCJiEdrW9HvJs9A9uZELYZsOJETV8qAiFgWG74o8bc8gn8cPG1vNS2mwOD3dyyey1diWh6rCL/WPqlRadTGQji13QS0kLYRR8CsERqcA/39yIsE8vnJx4uIRgZZHdXZ/Hj30a8I4WBe12b6mmVlYwd4oW8bNIE5tTXsrOtI3eadjdoCXJMAtL7nyBdbc6GzY0tfPj/7uaeL3+AspBzLtOyWb1pf/qZGnIiLemEsaXIs0/mRwLBQOuAE8Nvp/NoCSnB0JD5NAY51+assvM+upliN94EN8ScYkssy+LZla9z7vtW8OqDryNjBeKOk6aTzcMwHMdESa4gMFQ4sO28woIwbYglkYE8j6JbQ0ED7KhEhgzn/iRtpDFkFMk855DNQjrfh+WTCE2kkwsVc16U6buTCjsd8sCUBHypZyKThzZu42srn8TMcOT8/ao1LJ44lj9d8x5KAwWEH+Di2lpe7O3lkc7OI0oYuDcj1GqwogqAkp7uDMFQOFoi1yxjSUlXNMLKnVu5ZsGS1LE9iShfeu0BpMwswJv+rl5p28/p42fzzLmf51Ckh0+89mcORLrQhMgyIfoNk6BhEfIl0YXj9JdptRqJsksCYS1BmRHPmWAFknI9gp5lMhBu9nADn7QQSMJanIllFzO19GQmlxyHJvTU8SNBx6JUSxB0BYW41InZPiyclMhBYWEI6WRPdO92vjwDSCjV4vTauZkBPcfEGn0QG41e2ykYpiEp0eKprIVSQkz6iNiBVEZCSFvqwBFUDCxMRMGcCF6CJJ+wSEjDFfoEUdN5b97ocZ6lMh+UGgn6kyEGTQMNgS0k00rq+cHiD1MVKOHCSYsB+NScU1ndvo/HDm5lTdsB9vY5k7QmNCxpU+oL8N1l53PK2BkAXDxjHvft2pLKBDFUOyCRCCmcMQrhmkol4f4+BiuriZZVEIwMDpuQ7u3EO1IYeMyNxc6Xsez2dRvY0dKRYd/O/lyLg24W9yrQMwRby5Y0d/ex8rXNXHPaMc42y87NWwOuSluSk7vDfdtyTAoShC4oTQriQyrtpdT7gNRF3iiF9MmdSbPo+JU5Iec73rbRNMGuTQd4/JwXiQ3EyBHbM0kmHXOBbUMi6fztnScccgQFzxnDsp0IAi8Q2tvmTt5eVkQM3U0yJHKSGwlLQtyCoIGWsJBSw/ZpZAof0gnuzjELeMKVZjqFiFJ3uYgWQzPB9meqcMl6aHRNcOnyBTnJpl7a3cBX7ns8b5sbDrbwgT/dzQOf/kD+ewqcX1PDl/bs4YWeHgZMM28p7nciDb09qe8hWuaoiUv6urP2EaR94T0e37crSxi4f98G4paZFtTyfH0371rLNTOPZXy4kvtP/RzPtmzj+dbtRKw4b3bvwiKGEFZWqmFdkxmPQ9rzvJhQoCGp9OWvLliixYcIAumrBEkS3VG7YxHWNKaWZquSQ74JOAr4Qi++o3WocbMVugMGOiZh3WRA+vELK2XXHw4hwC8tBDaZFRANbIRIv4uVepSE9GNJ5xq9Y72fQZIEdJNuqyRbICAdTVCqx+izQsNGeBiaRcJ28jzETE+AHvJuCyj3R5lROpsafx1njFnEyXVHYWi5yb1OqJ/OCfXTAWiPDvBE03b6EjEml1bx7glzsnxUvrDkRJ5u3ENvPIZtySxzgcSVbpKQWagNINTfy2BlNZGyCmrbmnnXtBmFL/BtxjtupBkwTV7qdWxFp1dU8NSu3bQNDFJXEqYuXMJ3Hn/Oed0ylg2pqnZxJ5FUPpV95uJ96OdSwgNrtqSEgYDfYEJdBYfae/EsS5qXoKiQM50nfnvnd082sb6S1q2t6RS9+Y7VBNL1qM+xz3ur/cQIs14NfQNTnvaOU+Laxzcw2DWQ3e+MioUpbAn9A+QgJQxGIBTKfdM9LcLQxD9JC2FkODbquVUPBUDSRvqd1b1I2o6PhdstS9cglL9aYup46TgcWn4BuvN9ST1Tm0HqIRA2iAKOhromqCwJ8eEzl+Wc5/qHn8l7fo/tre2s3tvIiumT834+OxRiRjDInliMp7u7uaQuv838nUZ5IIBAEA+HkbqBZpr4o9khdkMFAQns7O6gZbCfMeFSVu7fzC83v4RtZ0j6brrqzK+wcbCbqJUkbPjxaQZnj1/I2eMX0peMcGfD89x3YBWmTGCnitrkao5N1+FwKBo2fs313NcSeW33AkmwSGpf70ReLYB9fXcyp+JSdKJEknvRtTBjS86joffGrKN0bEq0BGGRwOcKGpn+vpL0s1xKdvnkkYgEjope4tUrNLDdaIZ0O35MZpVfSGvkWZJ2bupjb1VfpkVdDYJzYDKjQmFYizNo+7OEjvztOD9jSR9FRkc0NGaUlfClOYWF7KHUhUr5wMzc99djYmkFD1z4Ab7+8pO83NzgjtuSUsPP9PJqtra0YwmZ2u6JBKH+XpCSZCiM5fPzoUVLCp7j7cY7Thh4obeXpJSM0TQ++Jeb6YulH0if6aiAs/zi7HTpYQRFs++JzF+G7Nc94EjgB1q7uffZDQzGEiltgJ7H7JD/BBkqbLcs8UBfhmRfqG9CIA2B8Fybh6glRDxZNCwxdUwy6azYM1X5tptbWUrsgTgDQ/wOvPBEdLLLHA+HZYHhxAtLzVnBC/c8eTEtR+3rN3Im39R1ev3x1J2Qqj0gfMMrVr1W9aTE1BwHUUvHFcRyz+mLg50EMyzJ1GkeO3MS/+/KM9nd0slfnn8dy7JZMHkMx8+axIHu3mF6Ab9/cU1BYUAIwXk1NfxfUxOPdHUdMcLABbPmcOOb64mWOlqB4EDfEKuL+wKJ7G0dsUHOf/Amzpk+gzv3vZHTrpTuTKilV+ECclaGTzSv4yfb78GUlmMywIlf14RNSDexyPbyt6TAcCc2b2YqN6I5xYcGzAAhPVso0LGLCALpq9OFTUhLIAS81HQxIZHA5/ZBE2GqAovpjm8AnOyANW6FQV1kmLAyzuOEvEu8dfxh+PWmKNXiSAQx28DLu6ANebPqgvM5OHBvwTaEcOoqVGiDxKVBVAao1B2HbQtB3DbwCzNvWeVMJJCwNRKy+DRlY7O+e/NIL3HETC2v4vZzr6Kxr4fdvZ2U+PwsrR/PV597gq0t7U7X3TwDniCrWSb+6CCJcCnnHreCmdWHX477X8U7Thh40jURRFta04KABGywPPtN5oCiZa/08w/7QxgyMWsCxleVs+qNPXz1Vw8hpXTPRarcbZYgMRIsiRGxGOztd0VyVwXl5gPI1S66yx8vPa+bgMgLIyyKN6FbNlgJN1dq9sQuk2YqBDF/f6200+FIchWYJhgGx50xHwvB6y/tdLQbRRCmhQwU9uqzgYKGxpHmT3AnHCPpOIgiwQoUDiASNvgGoKo2xNc++C5mja/F0DU+/ccH2N3SmcojcPtLNiVhP4zARNjal0ejksH5rjDwaGenE970t4zqbzOOHjOOUyZP5S6f42MRGkhnDE1pBIbcO4FAajZdsSi3btuAkRNcMUTDJZwCZMvrpuLPEAbWdu7gB9vuSP2dGWlkS0HMMggZJpbtaAoMzSKsO4XFTKlhI6nyRQlouat9C41BK0ipHktrGUZ4TwTZE3YMH5p0BAtbRojE11EdOI7+xAbXHCCdgBlyhxlvyHIeb69AW/odd+esIji9DmoWlhTEheEeN9TUoRG3R5ArQYAtNZL43PwNTiO6lJToScrsKHGzsO+MlE6q44TUMkX/gmSGfr7VTC6vZHJ5ZervGZXV6e9YkH5uXQ10qL+XRLiUg0bh63s78o4TBrzc7aHejPTDNmiWyH1e3PdB6jhhdnl2ycuQt9mWcNbiWfznrx/CzFyBe6GDmYhhcoC5SXx8AyZ5w40FTg4Ba4hA4E3C0mlDJMy00JBhgsi5EOleQGYRJ9tTrwo3lhbHKXA4Ucm20yp8V4MgU9oFT7/u9EfXBe/5+KksPWkW5TXlbHl9H9FkcVOGgLQTWb7PDac0cj60pI0dLDwTp6IxMoQJYUv0uMDODOHO0yeAs46ezRmLZhJPmlz6w5s51O08f5lOgoPRBJQUbsujMly4fCvAqRUVBDWNQ4kEO6NR5oTDxRt8ByCE4HvvPpdbXnsNgJLBfgxNS90/qbuTji6RerY8bksJUiBtEHmfDTeuHYklJdfNXUHCMp3QNE3nlv1POc5leadpJ7bdsgVxdEJ6ghI9rWL3CUdVHtQLPbvO+x63DUKu17CFlhFyV/COEMwIN3Jeb0FCGIRIutskhrmKOi2dTbHYo+V9FhKOX1s08zPhmEjtvO94eryS0ikopOXVbuhUh84koA+vrbIlRKTnXJvxzrm/1hqD9FphN1wy+0SOXCcJaUmCPh/Tq07kmbbXcsxI6esWTC+ZMmyfDoeomeT2XW9y2843aBropdwf5LLpC/jIvGVcMXcBP1nzUlqT5XXLdZMKR3rpZQIv9PRgS4n2DhHm31HCwMFYjB3RKEhJyLNXSwoXI/LmSIOUMCAzPsrBBmGSDgkUzuCzcOpYIt2xlDbAq1ziVdcdijScdnJeO3dFokft4r4FXrIDmX1c1jXpOpptZh83VCCQOEJAIsO5Twg0XcMfMIgOOiVXZdKrWVD8oZW2k37UMytIWzoaAO/QlMAiseJJ7v7xQ9z9U41AyM+sY2ey5c0DeRr1TB/u34mkY44Y8gJJKCgIgCPbaHEbO5B7bCpXgikRGkjdu1qBnZGzoBgTaisAeHLDTg50FjAFeD4HwzQ3qbaCc/9wE239g9SWhrli8QKuOnphqnZBUNdZVlbGS729vNLbe0QIAwBrBweRQjAjEODLy44nZprMqq7hqcZdrNy9FTe3TPrryBr7RWrCz8V59jXg8hlH8Yudj7D7dad4zMLKiewZbMCnF1uve2GCEl/GxOsR0M1hnN0ESZmexEEQsX2U6YWqADrOf0N9EoQAEy11Lh92ymxwOEhXCBEye1miuQ9nWiDINrl5zpOm1FxtVOY90zG0UqZU/SeaVoFAJ9e50QkxFEBc5nf4S10rkkm+Lg4ka1x/gnR/dK+6IoAYZGzQmVAL5Y6RSM4ff/oI705+LGnzQvMe1nceIGlZPLF/Lw393W770B4b5IZta7hr9wZuOO1ypzZOymk6u61APEpY0+izLLYODrKgtPTv6ts/i3eUMPBav6Oe8kei6F7CHQnDZokCZ6CxwafpmIlc6UFI0GOkQsqE2zYWTKmuYv32g84KxctRIElpAfKp9KXhVMBLJTGSzt96wkaPD+P5D84KNiMNr7BcdbGGo+6Pxp0Mg5ke/97SwZ2Q6R/IVZ+7IVZR04J4hgOQu+SSmXZ9zRsUSPlHyMFIxsjhnTe7/Szs/8/eewdKclT3/p+q7p504+aslVarVdYqIKEsFJAIEiBEFMlkDA4YP+PnwDPgZ4xtDMbwDDY5WYBAiCghJBRQznkl7a52tTndfO+k7q7z+6O6e3pmemauBDa7+Hfgau+dqa6q7q5w6pzv+R5DbabGY7c+Af19zd+lY47i2/ZDJCgjhVyj7citId3SsgG6Flq3UBxlkF7BozVV14WwkOpntAYlrKaKVOhho+58zk6VXzy0vomNsq0PVTBF2haIWByt+OFj62w7wFStxj/+8ld88qbbOHv1wbzt+SdxyorlnD44yK0TE9wxOfk7w0Z4V5RM7Ly5c3nP4Q3Wxio+P3jm8XhKJZKGtgAdFAEr/V6Ol6xayTU772taDx4b344hT158Cm5vkG2xBRMArdTG2SKopuFWFQ/PGAo6iFw9yV2RUwHDzkyHmhqN51XYE3GfJTFdSh6hmtpkY4CgFrtqaYQgQfnbMosH3oOTO4Vnxj9BxV+f9Gm4cBp9Os+WPZcBIQMaJpuwNtJEwez38pcpRU6HDDhVwoicSAA3ojueChrhiXeP/og3r3wXX938I6vAR5M5tvacv/AMTp/XGQwYSy30mQqqDLpFcqnIgacm9vDu277LtplxXKWp11XE59b84EMRpvwa77rpKiqBnz3Ho+V4KcIG4I7Jyf9fGfivkHuixaQwk5pIQhOas5NoR/GZ117CeYet4vv3PMJnr7+DfVPlpI5i4BBiMBmb+0/uWceKgcHEJwQkM1TizaS1QdWgw3VmjA1XbD0Fd5JWv3xgUfgS5S9QNd/mIAgBN8XIF68cYWgR/VmadGzWb8EMGGOsFaHlGnFdlGvZwCT9vbIbdGJ277Vihcb2K2YvzFAEAFuf6zSlLtYhiDaYvNvcfutji+sM0q4GaXo/QmS1iU+hEuc4UEkBHZUzKQvm6uU2jHWm5ndUBMDSHRMrBC2S91xqOsi8bd8Yfrn+aa7f+DRvfd4JnHrc0QDcPtHBCnEAyj2RMn/ywEDT53MLxa7Dxw5tm0Y2q5gGzlq6gp/vfBigyZwcuwZqgYenQxzd/PRdFVJyfXJO2Kr/Nero1HBTHwx57WOPJnZjDMShEsKQU4n0dENJ1TOxBw2Jz/JCPpU/PX2Wp0M/48/zKMoRvqAgQoAiSNXgKRsyaJczW6MLFDGE5S8xp/+NrF18NZPlqwjNXoyps3fqX5lOPdd5Goz0MS0FWhWBbv1r7qs9VTlKcFKESiKQ1wEVk0v+vm3f1zhuaBU108/mmd0EEnJo/0G8ZMl5nDbvxK64mmdm9vHFDTdw/c5HCMTgKYcXLV3LO1afT17neONN32DCt8yTvjGEYWypaJdQhNF6GbQDHQiJjAhmchT653D75CTv/A0k4vrvkANKGbg7WkyWAgnLr+phGYjkS69/JadHCO5XP/84Ln3eMdy7aRujMxUqlTp/+63ru14/UqtkbvridHAJgLUGRPz56U22owKRug4j4MfmsngZsDwGpH3vtWiDjpH+xtjPuolIE5WxiHS+Jggi5kCvxV2RcYTr3CCgoFKFvhJKayRLUVGRIpBVpxHc6SrBYMFmbcwIkRSA2FrSZcNWxqqPohpcApmbTADk4KDFczlutZ3Qhyycwz0btrZ5Y5JKVJQKuQyHHjSfxXMH6ct7nH7oQfzFz37RsVuJJUrgK/c+wF8tsMrH4+UyE0HA0AHON2BEuDeav6cMNtM3b5wYbdroskQp1TESyNGaKTNBFk9BQ4R66FJM+ekLjs+A1xyCZ1Do6CSvlcFTgTV9dx3iQknXowyDLco0irwOKEVMZ91xBIIX0RrPd6pATKwUrwANFoBO3qg+ZaNkcgL1SCHIITbbbsuGnQNKqYdqjYp1xsbeT81fh0hDES0pqIoitmkqBQvdGbwwZNIUiBbiRDwVUOsaBWAXwCxgo7Vg2E9DUdSNSyAwGWwChKMGl/P+wz9G0entPls/uZN33Pkf1IyfsB/6EvKzHQ9y8551vGDeyUzUq4nSKPGm0ksc6agMABQq01YZOICU+QMma6ER4b5oMfnz49faxQEic6t0XAS0Uhy3ZFGiCIBNX3z/5u3sHp+iL+exb2wap0fSnHLdb1DSgt3og4hfgOaTZ9oC4E3apDxRV205VyFOF6OnUtYtkKrXfmYaUQT2RhL/PUHYiBiYjTRZHnogcY2xVoFfV0IDM2WUmOyVP1Zosk792E3cmaqipuvt9yn0gks3VwZJgqMsZTJ+9q5y+Oi7XmwtIyKs397MbGkVECyiOOVeMMCGLfv4yMXn84lXvYT+UiGhOO4qkZJ45T33s6pQQIA7Jyd7XbXfy/pKhckwpKg1R7dgIGYNsOpQbF6hwCMTW7soAvbiILV4O8ow4NWTIJ1YamGD/7/o+DZkUNlNKdtlLTb+32mPuY/FTXzrsUc9w2gn1t+ex6cvwhM4LVt+PFqzhrnGKgKFyLXnqeZRHd9n+uSe9dwNIdX6nU2KQFx/STUsAI3+2GfZ5jdXfnLyzxZrycxymMYGPt84zIT5KOlSI2PYjuoOPrv+Yx3qTdcj/M3D36Ma1lM0yFZCMcwENa7c/EATsHSWI7HrAdRRihP7rGvgqUqFfb+JtfO/QQ6Y48ZT5XKymLxx9WrWvPoy/u8vb+KpffsSwF6raKXwHIcPv/j85LNbn9jMR6+6nh1jjfCYIs6sI9NiUQEdAYQABIL2GyDDpuojaK8oZUFt6e9iq0ACVjSoOHFQmEp/aEzT6f65irRYCboUbDuJNzl1Z7OgR6GJZroMhUI7kZFWXesRIoUgCJFpg4nIkMTTKMeGIIWhRBuzarsWba0yoq2yJU739gBOOmwZRx68CIC712/lwad3WLN13PWmFbf5XxH4u6tv5NNvuYSZWufNIus+n9o3wgl9fTxdrfLg9DQXzZ076+v3R7k7UmhO6O9vS+t89rJDenrOOpvShGk9YjPJ9ji9p78uppNXpMQXh7z45KIwoTSozlEGp8n/L+SVb1MWdzBbeITkEvpQW8a03YqglcMAU8x1rYVBopN2KwiQ6Pd4A/OAgrILuRtHBymFVooSmqqYNphfrLvGtVo91q5S1cy7aHghc0qoSmObL6gAXzSVFoyAVjDklJkI+1JKWrwSKhATuQGyX1ol8KgkyUPaJ9mW8tM8PvEQRw2tBWCkNs4dIw8yHVRYXJjPafPW8vT0XtZP7exwR1YhqAZBc/2Jia77uiBd4CehCO88ei337NrLhkqFh2ZmOD+3/4cZHjDKwH3TNnogXkxOX3kQP/29N/HE3n3smZ5my+gEn7n5DsarjeFsjDBcypOL/NR3rt/Ce798dZuJuhqGdAUbA/2FHHOdHLtHpmxIYYfy6f1ApSiC24ZWhNYVTSPEUCIloB6iRFC1AB22BEQJlra34s9ai22TCF0fuyueax2AXdl6khFFJkSdOvnH1MjPyt2QKipin41EZv9iKuwwKxIhNdJVqvu9pFxtbBo/uWcdjlaERpA4eVGT+aa1k3DzuqeZrFT59r0P91xjWi2URxQt8GDdTCew2YEj90fztxUvALB6eB5nLzuE23Zs7oAYF5SbTeTjeWFUwv6n2xDyUlkMPR12KKs6fh6KQxi56jSGpfnJCPmedYG9j/nOFArBU0FE7RtNcxR1cVAoXKVYVjqDvH9t07UATrTxN1OB2XNyzEKY847CBOvsUEx1XitFSTnWhx3fhQhBVMRD4ab6Xu+xGCgFrlhLbLyy5VTIHF2hanK0oq08ZZjrTFMVj5pxCWKFQUJAM2Pas3IaA1Vj8xvQdM/t8ovdP+LwwWP48tNX8dOdtyT3HIrh806BU4ZnkS0wSUKiknvUrsEEmqy2HaU4c8nBHFpYwJcfub/poBf//tojjuUFBx3CUZMzbKhUeKJc5vw5c3r35bcsB4yb4KmyBfsd3ddApCulOHLhAs4+5GB++cRGJspVokwgCep/z+QMr/iPb7Jh7z7+8cc3ZzoUJDoxdhKtFK85ay2vu+hE224HK3eqY4gD2nQ3XIqy7gJqIaoWQjnAKddx/BBdabAKWhO5sQRDdd8y+eW85pN1DAzscMoXEftjLEfZkkMWcPFbz8Fxf40hEMfYx4i69EKe+t1GPOjm78OwfeWOoyC6SYt1QsXXBAZxIuNdYOzfxjQrAinlwz5Terb36IadXHfHEwCMTM0QxrTR6RWgiwSh4ar7HuPB7bsSTECWxB+LsiN02dAgh0RJuJ4ol7MvOoAka/6m5dNnX8wRc2xWx9h87cTvWgvK7XDydsOmkOFOpnwF5FpSGqe/d1SIpwNy2o/ohjvdiYUHhjgpk3nbigLAkJqh4PgUVD1RBIAE1V9UQUT3a+hnD1BHYyzZJ9EJXlnGQRfBw5DDkEfIKUEpTTF/LgPeEclGlIXF0coqHK7SKG3HVKwIKNX4mY1+nI6KiBUnR0O/qiX3rTG4hFF2RkNR1SnqOprYzaCoiRtFCwjpiVETF18cAukM4ovb31nZxpefvoqf7IzXdUncAZWwyrW7ftX1Xuq+Tiw/Tc/LEZRufrdxiaPmLOLTZ76MD51+Lp8490UcNqfBMHjw0Bz+7uwX8vFzLkQpxRGRO+xAUeYPGMvA+oql0FhdbIdp37l5K7dv2gJkncAjs81/Xs3enR2YsxSEHjgROV8SWafsPnfS6uW8+8WnooBb7tvAg49t693hLoCnVLO2nBGUMeiIsz/e4JJ7Cds3eaWUTSUchjY2P8iwW0VmQ4sn8FMqrOLY5x3C+/7hct705y/jDYf/CX4122waS+ahVgQJgihCwG60jTItR2Z7bGn8HeMddAoMGCc06tB+Uk/q14Q0KbR1KN80abihJ4iXPcxtmGE3t4S964/8+7WccMRyFg0PJJaBjDWkozy2Y3cjTjp2IcT9T1VjHEmwB9tmJvjIj38CRx3J4zMzBzwTYbf5CzCnUOTqS97Idc+s5wcbH2ekWubgwWEuO/QY/vr+n7K9PBllHYxF0Npm4zOBRinB0aZp/sbhcgroy9Wahl89dHCVQStJXAL2moblqGuEA9YvXk+W0PQbtdkEh9wqeRW0Df24HZHo9Fw4n8C/uo32N65NY7FqeRSeAl9s/oBS4QKG3KWYyhX0K5dqTxY+YWDoY9TKP0Dqd7SNX93u0MyqgkElTEdRCrEM6SqBsWtemppZBKq4zIiLS0DFJvvAVcJcZ5qaeBHPgE0UNW66R5Y0i+KnO2/u+G3BDTsyL4rYCJN2Dd0qOG4uxBiDCTUY4bxlh/GaQ9dy/vLViZvrVYcfw2VrjmayXkNEGMoXmubokbEycIAo8wecMnBYxmLyvQd781LvmJjCVXTeoDVIAZ6/6iC27BpnqlLjoAXDXHzykQTVgPd94ntUaj6rl83n0Il5bNrSI091spr0mlz2dKuClCEwHbvWy6fvOEA2QEXijIKmZTqI8POv34JScMiRSznsuIN4/K4N9rtWE3tscQgCTCrMMPkObCRCvMlFp29VaDcBZvSwOZNiaJJQRaFh8kyeRgamID7R2AyGkSKVKiOO6riya18wruWEaLr3qLwyIFowRvjRzY/y8ucfzVV3NMaaCkB6uAIVMG+wL1GNYhyTSlmjjLYWgZjBLBa3WgURpozhgZFRTpx/4PCcpyUwhk2R+y5r/sbiaYeXHnIELz3kiOSzkeoMS0oDbJ0Zp7E9Cq4X4kRAAWv1UhjjolSIF7EZejrEdUymS6ASuJTcegs2wIovDl7HbIEAQp+2Efx5bF4Dm5BYohS9VsmomDyDutJxc4s/n1c4GH+mHRmQ/ttJ/Xha4+nleOF6jH9TVJeigEOtI4rWwXEPw3VX4/t3Emb0yUXRE9miQItiUAnjQuIuMChcYiBh6kigoKgCDHX2BFHUQcokX1A+hYisaSrMJ8/EVSF1UbQ/ESsiMBFMMzfvUQk8yqHNc9AcsSyUclWm6+1rkR/E/AoKHWWslBbzsOMYtBYuP/R5fOTEF2c/DqUYymevdUdGVrADxbJ3QCgDIsL66IFmnSyeGR2fVT3GaU5P3PY9cOnpx3LR2jUAbNi2j/f+05WMT1WSRXz95r2ISHfFQiLCIUehu/Hxi6DqptkK0CqzSUDk5SCotH8Xn747yLVfuwWCAO2oZg6ApOpIEYmVkSCKVvY8+51IlCshuiC1mUqlYhMVOVES1XS0RhwBIWJ5EhzHbvxaRwyEjs1i2OhJM6dB1mPIO5mbfjd1TAFuxWByijDfUnfsDjA2EcpjG3fytpc/nxedeDg/v//J5MQWxi7jjK45WnHaYSs55/BD+Mo99ydt2vqjfjvRc44VgbTlQwSvVsMvFPj4fffx3Ysu7Hj/+7M8U6sRiFDQmqX5fO8LIqkGPm+48Zs8PRUr3vaduF6Ijsy4rVuoiCY0guNYS0EnbIBBUwsdCk67SyChFm4CCzbLPG+6sXFhMhZSawnqfcp12Df1OYZ0b0OTi+AoTR4HzM42Rk6lFIUoO6AAIUIQDTQv/wL6hz9FffIjkdMk252QE9UVO5CmNCkqYSbaQCsm8cVlXldS9bZ31SomATFZQqJ6mDEpUlINrUtBa0OfqjHt5wmbQr4UJc/nuKE13L53C05MrIZEbTWUEntPzVYCpeCg0hz+6vjnNu9iN8GOev2ACA/ev3sXyYjvMxFtSIdmKANzS8VuYyaRZXMH2bN3qsXc2JD+Qo5zjrL5rv0g5I8+dRXjU5VGZry4oFKEeUHXBd0aaxrVrQMLDjQRQDDLxA6WNU8Zae6+Sv0+Gx96JwBfluugqQt28wz9CIQVBM0bapYiEQQWDT0b4F8Q2DoBxKA8r7nOILA/WiPFQhKCmVZAkrsv5CzRR1qidk3MOJghKhDIdR8Yui7gRy4DJyNoSIHnWoXl/77xIpbMGeCKWx6k6gfoAExGbiWtFIuG+vnIq1/IwsE+Dp47zNaxiSaAnAKrNLq0gQdjcSNl4JZdu5iq1Rh4Fpvp/iJpRf7Z8LT/8JlHWT+5z/7RmBBo3W2TVdbApA3VwKXgpql1msWi/LMWDsWkX2DQq2KDARvfO8rhDQf9AXfv+cuePvbZRbqG6FmWFKWsIkDL/Iv7RkqjiPTLPA7KO57c0EdRzlzC2s10QwfkIj9+PaNPFlLX2EBzAjNYvTlIQv86ywJ3iomwlLgKWsVTYfK5jlJE24iD9DuyVqBy6KWyGSrKgRcpAu31bqmu5zMnv4MHR7cxUp9mYX6QndNV/nPTfU3lssbUBcsOb0p69WxkyHVZ4Hns9X2eqVY5bj9nIjwglIGnIxPj0lyOktP+Yt508gncvGFz5wqisf/HLzydD11xHSCZLHJ/dsk5FCL/8o33b2Dv6HRy+k+Pk/h3k1Ooagv7obEpcq27UmFyGl03CegwMWMbcMqBBbOqFs71FJhn9ktnhvTIZqiUReAn5v74tN4Taj8LzautMd3ZShHnOsioNTnD1OrgFBozNlLnRaQB9MiYzSqQRixX1vdYf6x4Ci1YoLNK/WCrPu24gwHwHIf3v+ws3nnh83lw0w78IGTxnAGuf2wD37/7UUany8zrL3HZ84/lDWccz3CfVV4/++pLeOPXr2SyWkuUUcG6CiT+A9oegBvxn9ddl70zMwekMrAxmr+Hzsp11JDvb3647Qyr9WzSA6tEu+pTwwRqhqqpJyfDUAwrSgtZVCyyp7YjswaDZtwvktMhh/YtYXFhEQf1reaUuefQ7w6yffoktpbv7jgLHEIWuNPdCDMTKarueJ1GnfFG3EERoLFZN3UseIhg74tw5n6ehmE/W5RS5LBTJsXQ3Vx38reVFkaUjpJTAYNOhX6qjIV9BC2kRAXl4xASRoqFpw1a1fCNSyAx9FAYD4pRZIJtMzAK33TayhSBCfnV3rv5syPfkny6szzZpgxkyYuXH92zTDdZksux1/fZVa9z3K9V03+9HBDKwO6ItKGTifHMQ1eyYniIreMT7V9Go/nkFcu45PgjWTI4wN9edQMbd48mRRYM9vGBl5zFJScdmXx29+PPNOcpaJXIVmYchVO3G6gOBJuts/nUbHIaY6wlQRmJqISt5QADSqvmZEtKWZa9wCQx8R1FpLMFoJuNnJTPv9fe33Yhz04XUArVjdRJKVSGkpd8HbUpobGgyeiaJERSd7EMAG45IOhzmxSG+BaMopG1MAJAJtbC6KAxUMpz0WlHNtXbV8hxxpEHJ38fsXwhf3DR6R3v4bCF8/nxu9/Et+59iB8+vI6Rcpla5JdWimZCq5Q4Edtk6LkMHoCKAMCeHvO3k+yrzrQNTTWLPAFRQUDYUamydvggXrHyeJ6a3IqrHU6ddxQnzzucb2z+Jrv37ug6lOvG4XlzL+CCRRc0fX76wvfx3c13kz0ZDEvccVyiHACd/Ym2dKIxdO6HBnLZKRtpJPnt4kajjhn7fRz3CIz/II4EhBECP31d/LeNlejsvhSxLLC23XjCdF8UJALnabHgwX3BIGm4r1KQd3zKYT6pz1GC4/gQmfZH/L4mRQAsOVG39g2GX+17gPeby/G0x3i9zF0jT3Fw/xCbp8c7Xrd6YAHHzvn1qIQX53I8PDPDzgOAeOiAUAb2Raej+V52rnulFN97++t56ee/zr7pcpOpDGDp4ACfvOwlADxv1XKu/tM38/j2PewYm2S4VOTEQ5bitBChSOwz7tYxO7IjzEyED4h3k9ixFolTNTh+KoGotr4AcRTUTTtFsdbgRh92wg3E9dc7nCy0g4RB90WiCazY7WYbctYrT+HWq+9FOxoT960b/DoNzEu3F0O3uygCTV1rbUNZSmGcDHritBhwZgKC/ubhbqL01io6nouWhkIQXacc+OxfvJpiIXvsdZPN+8b4+aPrmapUWTl/Di8+dg1/cu4ZvP8Fp/PyL3+Lp/buIxSbsrfTWubEmdFyOeZ3CMvb36XX/O0ky/uG2To93swQNytlQKIN2IL6Hh7fyp8d/TJetqwRd755Zgu3j9wLEYFO9tCxFrsThk9o+2ZO/mD6nBwzYRxS11h0+nQtIRoSVGSYau533J4G6uKgVYjbZQiXlMZBZVoFVPS/bmI39oBc8CgoG9bnS0iNoKWMrcclzmeQLUpBNU7+pSxuoperIEhcHIBAUdeZMYVkGZs2OVxlKDo16qGXWAhAcJShHOZwlFBy6lRDL7FxeCoEDXXjdlRfQjFMB1W+tekmvv70rwjEoEThaE2YoUwsLg7ylbPe1O2RzkoWR2RDu/5/ZeA3I70Wk1CEu6oVzr7kfA7eO8737n+Y0ZkK8/v7eN2Jx/KqE45J0sOCVR6OXr6Io5cv6tjmcauX8qNbHus+xaLxowBCEDcyTwoovzEsVWAVAWiZKpHCIDmNCTU6jBISpRqI0fLJdS0mfGUM/fP6mR6dQtosCBL9vz0sLbEKxGj+WbDwaEdz5PMP40NX/DHbN+zimi/fyLb1u5gYnebxO9c3QIVxh1Uqq2KWQhOX7QJyTO6TlEIAaK1YsHQOO0em7bMxdmNvayL+120AEBP/fGytiArpEBvnr0me+6nHHswRh3QeJ1lSDwI+dNX1/PjBdTjRMwiN4e9/chN/8/LzWTC3n3V79rbfYIbEykDwLDfS/w4JRfh/27cz6Di8asEC+jsApJ6rMvDaVcdz2+5NTZ/NFnLQKGe3t7v3beDIoWUA1I3PPz75aSphlTh7X1qXbPwunDHvNKaDXfxqz9cZqW+n5A5y+MAp5JTBSJmCCgnEiTYuyOMz35lqro+02y+2Blg2PxWdAKqiKShDa2ALQJ9S9OnOS/VsErXZttO/K/LawxGNLwGCkLYvaqXwROFnKAQSkRg5gC+KEG2Vr8Tf1d6XOk7bRp1XPtNSoI6DEY2nBY8aoSiqKoxoiBsu1MDRCA45ARFFLdr8PW3wtKGETznIUctwGRR0jm88fTtffbrBPSBKyHkhRgxBoBn2BlhcHOKNh57CS5cf3ZTZ8LnKklkoA6O+zxV79tDvOLx50aLfWgjxAaUMLGhZTJ6YmeFru3fz5Z072ROV+czq1fzi9N7pLHvJRc8/gr/7yi9IhYa3iSAsmTPA6PSkhSjFJ10RJK9QdYsd0H7Y092Aa31iIpErITCoar0BqoPmDTviHhBgesowb9l8ZkYmqczY4CCtFUE94haIAIaxApAMtpj4JyIkalYImhUI7WgKfXn+6P+9A4Blqxfzjo+9Pqn3o6/9F267+p72Z+S6vZepIETCsCllcls9ADUbaSBA6Lrs2j0Rbeg6ydcgEdy56azmRicMSb2j6MvW1lT8GKJiYxPPPizob35wPT99yBIVhannWvUD/vJ7P+fs41ehlWoGsnYYIDFmQPZDOtMny2X+eIMNSf399et57YIFvHXJEs4aGmoCCu7tMH97yUXLj+DUhSu5e8+WVCKZmHK301Xtm5dSqomb/q6Re5jw43wPCsuH19DCBbtZryzOZaT6K7626cekkyCtn7oXTcgiD/IqBiJaIOBAFHLY3r9YEW02W+ZToLmqOLiEeMomEfIATylKqvsybSJ1o5tC0ObvjzroKgeDicZiczilp7RlLEySBlsJopKxcwJUlBAp3sDTYsMt6zS7iOJlr4aLSDPro0boc+qUjYcf4QridVgpmE42/EZ+mrhMn1fH+DRhCDSaM+c/j29suq39uSjLi6A9w4KSy+dPex0LCu0smc9VYsvAzhY68sAYfj42xpd37uRHIyME0Vpw6fz5DP6Wog4OKGVgvucx7vt8Z+9evrhzJ/dOTeHQGMK/STrFqUrNpkztcGCO1+6RbZPRdGg2XyOCySl01WRHE7SKjge2ArGKQNtpPX10cXQDcW+EfbsmWLxkkPK4ZbsK4tO2wiYaSs02Sb6Lljil2k/nioToRkQ4+vTDef/n3smKw9t9aN/+hx9mKgK2IwHkvN6nl2oV1dfX2dwvEjEuKsg7kYsg2tV9g/J0gnoSB8TTEedBfJ+WVyDMNT7rJMrYU0MSc/QsZOvoOD96YF1nA6uCGzdssptbrJCEJCmVW0VH71jth5aBtFSN4Vu7d/O13btZkc/z9iVLePOiRRxSLD5ny4CrNV8667V8/KFf8p2nH6BuQsJQ4zhh9+uc9FgWjAjHzWkkKntkYh0andriVCasTsnT1IwNPWyNRzBoRoIBlnjjyQavsMx6uZ6AQHuFgyGf8ryDYNAEgBZDXjfTBf86ojusjiKCRiPKoEXRQn5umQtxkoPENEOEWLyVie4lXg21ssqNkYbSo0Sot/j4bbswGdrQu9Yp1ghd9CPgoGUKrItLKIqa8drqS19XcnwmjG1To5mTG2BebilG2vlojAE/dBBRPDUxzjnX/jNnLlzNnx3zQg4bfHYWwSyZF4350QjX9djMDF/dtYuv7trFPt/HBbrHfP33yQGlDFy1dy8f3ryZIBWX/+un6mmXb/3ifv7le7fYsEBIcgckOn2kCTiV6BSftWHEJ+5nG5UigqpGMc6dysSj3tGJ+V1E2LVtzP6e5gZI1ZvVVud+RP8YW8/DNz3Kn1/4US5+94W84g9fTGnAouSnx2f45t/9oHM9KtvP2SahWOxDDBBMw7BjoKDrWoxArAioxtlEfEtYpHRkVMwIt1QBKEeQHrkUYpeE1oqTjz2oY7maH1Cu+QwU87hRndc9uiFRoLLEz0UWmvQjEezKmrJYJH2J3q9pTeq0H0q8qG2t1fjbzZv58ObNnDU0xNboVDTvOSg0BdfjwyddxAeOPYdHRndixHDV1vu4bsfjWQZsu8mmqGQ1cEj/Ak6auyop1XzO7SSC25WWGAadKiid6K8hmorkGCKD86NFPAL6Vb2t/pgDQAE1EbwOoMFnIxrVNaQzVtIdNO1pjaIySuEVX8OC0uVMTn+GauWXOMqnJCFTLUmVdeRiiSqnErZbtQSYkTxZm7ptr6EQTARF6uJiREVgwc6SnPSVIKJ5/rxjeM/qy/jh1ofQShO2sDQ2OBca/bhj70Zed/MzfOvst3PE0OKu7fWSYjRvN1WrnHDvvTw4Pd10gN1fFAHYz5WB2A1w7ajVRB+Ynk6mcW8P93OTa+96gk9+92b7h7I5BkRbEiHEWgqUAIHg+vQ+OcZAwS7uBqABrDORgjEb0Q1lQCmFaN0gCpqNKIUJw84hiLHWEz3tvVtH+OqHruBH/3YtH//5hzj46BXc/qP78GuzC43qKUHQID9SKiIain38KiIoajmtpxQCaxkQVJriOH27RKf+bmDDuKzYZ/qKC9a2fffU9r184ed3ccNDGzBGKOU9Lj3tGN5+4SlMV2vtLoBILNiRxtqTuCMUBJHimMZgCTYPBfbkffljj/G2JUs4b86cZxWv/9uQeATeNjGRzNmPbt7Mn6xY0eZGmI0M5gqcsfgQAE5ffAife+Jmvr7xTqaD2PwqaGXIuSYhJEJgyC3wjye+oUkhPai4nDu4u0trQknXunFcMeRUKGnrB07jE/LKn1XoY1/XcpKc432E4iyelY40yVYLho5Ox7MRixNwsHEG7VKu/IRq+T/tHUQGNku+Jm2bajzFpk0uAhY27s26ZnrzEhCV8LRhJnBxlWHQtWGq00FnRQLgvatfxSlzT2BefgiApcU5bYqAUlZxdJ0QPxCC0PYpFKFmAv7vQz/jm2e/LSm/rzLDlulx+twca4bndz3kxG6AT26z1PUbKpX/0gPsb0L2O2Wgmxtgtunqn6uICP/x4ztT219DnMB++FyWYONqtN9qgIvqiv34QUvSn17SAvprMALObqiJMZEFoctTTbslaPw6smOMdx77AV789vNYcliP0JsIj9DTOqBTbSVYBoNoz/5eyEf9iW3rXU46voEOrLcqFJjFaUu5mo/+8UtZunCo6fP7N2zjPf/vKkJjMNG7Ktd8vn3Lg/zy4Y288cITGy6aFomtRAoso2XqQKVQlt6YSCmIbq882Gj/u3v3csXevSzJ5Xjb4sX83uLFrI5YzvZXST+Jn4yM8MORkTY3wrMVR2n+4MhzeceaM3lsfAd+GLBheiefW38dfhOAFeqEbCuPckj/QgIT8rXN3+fnu2+2gTp0GkaKPrcb+lsYcLJphh1M18CWpIbMAgpNiJvqV01M1/kT02xopZMa0qDhXsBCpRQmtUnGCoE1/gth5DgIRagy2Xa9xVvYsgaVLBUhCj90MNYJkbhhNIJHgDyLrSevAnvSj+oY8qqIKGbC7FBVheL0+Scw5Nm5M1afZiacTpbMjLMEnmsQUYQRiZwR4f7RLWyeHiGnPP72nhv4+danEiV/5cAcPrD2TF6+qpmHoNUN0KoG7c+yXygDoQjXj43xlZ07uWrfvgRMAT20KLG8/mmT8a8jW/eM88zusbbPnTrtioBSGC098QAxf4DEmIDWDRxwamGjjtneR2uYHtiTdfpE2iFKQCRKMDRbxaODXPPlX7J4Nkh7P0A8t7tCkP4uiXSI/i7kGxkajaSAgC1+yPhfDboaII62oZupnAbKYF0SkcWmVQTIeQ5f+sc3smrFgqbvQmP431+9Bj8M2x5raIQ941M89OQO+vM5ZmrtpK5p6vNEIVCpD6AR5qgst8DosiWNNqJ/d9brfHzLFv5uyxZOHRzkHUuW8OoFC35rwKPZStz/VjfC25cs4bL58ztGI3SSguNx0ryV1EKfjz3+/Yb5P/Wc68bnzx/4Jl87/X38bOfP+dW+e6zCJQ6eDps2hxgkWNI1PBV23NQ9FTYl42m+Rz2rKWwpjBuqUpxsNU5NHHnhGUiBYVuVAvu3xo2W8QY7YG8lIL7ebuLN96IijI1CRemPDUGUTTEmIhILz8GXhmXOQaiLokbk01eN+0x7/cBa3jQhoTgdn5dSYERHVohm1oMBr8pM2M5kqFAcMXA4A+4AgQn5t/U/5fvbbqceCuB2bEsEXCeMlIFGoUdGd/DRu25itFpusvZtmRrjj2/9MaO1Ci9fvZYr9uzhizt28ODMzH/rAfY3Kb/11eNz27fz4c2b2eP7uEo1KQKdxKn7DO/czeDeEXRoMFoztWAuY0sWkfs1fKuVLHO3dN7wjadwa91M7KDqBh2mjHctaqmqB81uAafhD1ednkWccyAipElK+dmZC9t2rixFopP0wBXsemak56lffB/txaQ/0PY03S6KQuuKHCsDGaKIJ1/j+anAljWettEKgK4bTDHb96gA3w959ImdbcrAbY9vZs/EdMf7DI1ww0Mb+Ms3ns//ufoXaJrdBQ7NPkKrHKbgEUQLrYLpeXMYWb4Uk8+OIogXm7snJ7lzcpL3PfUUr1qwgG8edVTH/u1PknYj/GpigvdozRsWLuSLRxzR9bosuX7XI+yqjmd+J9HPf6y/jqerDdeAQVM3CkcZnGjUDHlDLCsqJurPEEek0DL8eklVvG6El4BNZJRTKcIpidIVI+SVgHLpL72WwcL51MbfHUU3ZGCIVI7c8BdQlW9A/ZZZKQDNPRGCThgBbL/qNCKh4pTHoQgVJKIhbthRWxP9NNWXNvyJYjTsj/IDZHr0ImXDxkhYY09zAUcJee1TM7mmawTh/vGNvPf+v2HQWcQd+7ZElo1mXENW/7Le1w83PsFotdxEIw6NNfej997Ae3aO46dCP/dXN0Av+a2jkn42MsIe30fBrBQBt1pj+aNPMLRrr43LB7QxDO7ex4pHn6BUrbFnapqfPvokP354HVvHxmfdl/nDfbhucyLRbid/cRVhFiYqPvFXQnRgugxBEK+B1E0+K7g00PItEmcibN34Y0BhljIUj/SoPpktpmAW72PWMbFJiF2qvNbguZ3ZCZWyKPp414yv9o1Ny9wSDimA5LVNWtSyGqugUdbyQXS+N6Xg6p8/2Pb5xp0jON0cyVjrwWHz5/HFt17G2oMap3rP0Vx81OF4WcBGSC2psOW4I9lz6MGEHRSBtMTGhZoI3927t1fx36jkfgPWuLj/VWO48jn2/+bdj3fdCEMx3Lr3KVppHgVFIA4141EzHiP1KpcsvQyUQWGykmQCNqth2HHjU0yYUgejnP1gSFebNp/kd6VR3loOXraJBXM/Qb70YorDn8baCmzEQyjWkipqKcX5N+EVz8WZ8yW0e/yzMkOLWBeAQqFRyRhUWJyBiFBOpSxSKSCwBkoJVkclm4gBjNIdcy3Ez2PE9FET16YXlubv4x+DBQsasUmQsu7NUabp2sAoKqGHEcWe6ggby49T6Oru6S6LC4Pcsn1zmyKQFiNCfnpvonQeyPJbtwxcdcwxXDs6ypd37eInIyPJg+/0YBds2oLjB21TXwE6CPmHq3/Gx6b95ESmgLNWH8zHXn4h8/uzGdw27hzhC9fexfUPrCdwDMTJhYLuLgAAk9OIIxy+ZD5Pb9qLGHsa1YEFHfZcLpVCXN3ADAC4DlIQVC2I7HLR0xCBer3t4SQbiefZ2dVrs5+NVSCZAL+BId4K5MvNDlX+wteeStnArTc83lDqtV2UJL2Sxj31UpkNW75XIuAbJOcgnVb5uB6B7bsn2j4v5NyOSa5ayx23bAmnrT6IvZPTTNfqLBzspy+f4+xHn+ADV1/T3mb07+7DDiIozo7DPzZHntDfzzuWLOG1CxfO6rrflNRn8Sy6Sdz/kwcGeMeSJbzmOfa/GvptwLlWCcWwt1qgz6tTcrMx3IGEHFw6mrPmX8zt+37YpTbFVFhgqANuoCI5VCg2fXHLd/N0mYLuND+Fqv8ofridnLsSAK90KU7+LPzydwmDdSjyuIUX4hbOR0X8A5Ygq3vOgbY7UApHNGHknFBpl4UY6tE3na5FxOb/EkkUglqEHnAUIDbHQDPVMVTFZcYUUVirTIBDIAokRS4kmpp4VI2X0BW7mChNdMOM/7ZD3s4te5/i7pGHUhY31WhNoN+rUw08tBLCLk+o5VwBwJtXnc6H99zU9Tl6SnNef4H1pRKPl8uztm7vj/JbVwY8rblk/nwumT+fffW69b3s3MnDMzNtMZhOvU5psrOZVgEVvzmqVYDbNj7DG77yXb7/rsvpb+FHf/SZXbzj01fiByFhvEkqe4iQHFDrZlyK2nAUf/+Xl+JXfd7x+1/B95+FpyjLhA9WIVBR7HzdRwWhTdbTYZzF4WzKc+3JvzVfwSywBGnRrmNBhr0Uh9mgpRzdeIamCyAqjiBQiudfdCyveNd53HHD49xz4xPU6gHkUsO1ZUMXohN/FwekAqusCT0jCgb7G+Nk4/Z9XH/feh7YsB1qxDbdzEGxZO4Aq5fMT/5eMNhP2tlw8TFHMLdU5G+vu4mN+0aTvteLefasXk51aLBjn4BkTizwPN66eDFvWbyYow4gmuK4/4s9j7ctWcJbFi9mza8JgjxscAn3jG7ocoKLOQAVM34eDRQyFIK8zlGXMiV3IQf1ncjW8v3kVXZ44URYIqcCSo6fTAH7r+1DXTxGjEO/qlHU1v2YJ+iiCDT6WqndlygDAEoP4vW9iZzq72yJc1dBsI5nY6TWSoNeiNELEf9hwCpNdcIk9XEniRMaOYhtUZo3akcJSkJmJGexB9FPkGIitAwCJrJ6aEI0Ioppk8fPiMl2lRCKPR+Fovjetu+wqxoSEB8ump9NPBoKbh3j51NsitnPUCIio6Lj8efHXsRFS47hI3fe1FXNFIQXzFvA1WtP4cGpKb6yaxdf372b8SBowg4cCPJbVwbSMj+X4w+XL+cPly/nkelpvrZrF1/ZtSshbHA6cfC3SEIWFL3F0Ahb9o3zuZvv5s8uPKtRToS//Oo11P2w/cQXjRfjKUwoOJ3o/7XivFMOo6+Q44H1uzjn3CP5xY2P283G2BVChT04A9pugMhXqWwonRBtknRUBmxVNrwwAVVmKRoCjucS1jqbz7SjufSPXswTdz3FY7c92blBmIXpI6PPQWCtGGlxXRtSGPX57hse567rH7e8A47TUAQS5yPNioimp1JifcCCEwiB29lDprXiRecczXSlxl994RpufWRTcr0GxGCzG2oQu34k8q4XnYru4Uo4fdVKrnnPW3h4dIyT7r6b0PN6ch+A1T8uXbCAty5ezAvnzME9ALgH0uIBr1q4kLcuXsx5c+bg/AbcDIEJWV6c39WUC+AkRETCjO+Rd5o3eU8ZFuUr/J9HP2DVBgVQsqyCTpVCG+eAYm8wwAKZJOeEaLGx7fEGp5Q9zRZSBESzvl1lN0K/fj/lqc9Qr10PGLQaxnNWoMwooHDyZ5LvfyuOdwyq9Fqk+qNZNmDXPgsGLKFzZ0L/nxDW76c+/S/RU2qUa+pa2vUGFJVhOkmu0SxaQQlLOZz1dpSyClINF4WgJaAiuYR1sLUsWCXDGEAUM2YaV3lYvsa2K5LfvCjTZc4JqYfNeQisTUQ4cnAZp807kmWlYS5cdhR9rj0MnLX0EG7b2dlVEIpwycE2idnxAwN8emCAfzr0UH42MsKXd+3ipyMjBwyIUEkndpT9RHxjOPfBB7ltcpJcucKKR57oeY2uW555wsb+GQ+NM1av5J9e/WLmlIrct2Ebb/+XK3vW9+0/u5wvfv8Obr3/aRytCI0k/5545HJWDA/w8xvXYWoRKCi+MN6sfINT7WCkikBuSgRdsfTBTdcbQfkR8r9am1XooEw1W0+yUMhHHn8Q6+5a30g0FIl2NYNzB/j3B/6R4YWD3Pjt2/jkOz9PvZptlXjtB1/B9z9zDWEna0hMMexolOs2FBTHAdexCozrWm6ATuFTngt5L+IdsKd/GynQuEY0mEJ33VYA5Wq8ksfA0gH2jEw1rEGROFox0F/ga598C3/xpWu4/6nt7ZiO+BeF3aE9i3V+70tP550XPb9rH9LyTLXKwXfe2fH7VnbNPaefzrz9iJb48ZkZjr6nA/Mkjf7nlKIuwg1r13LenDm/sfZv2f0kH37oh+yrTeNqg+u0hvXZN6WV4Dlh0/AazlXwIgUhpwxDuWlrkG4bgraOoq6TUyE5HUcSCHnlU9R1BEVR1Sg5FvvkqpCC8im2kAppDIud6R5KgeLQxbdC+BSTo++IPrMG95iNsBUfofUccqW34ZptUO3m3mhs7kFqZBkRAnxMytkSRBTFrbO6cfa3T6Ymgi8wLQ4VcSNnRXP/jEAdl7o4+KFmnxlE02AmEDSBWMvAnvogddy2Ohr9t9f4xmHaFNhX64uIiDo9VCEwmrFaKelLaDSh0Xja5djhg3jNQady3uKjkvDMtDywdwevvvabhJIVGq64dNXRfPLMizu0DV/duZO3PvkkRa2pGNPTjTBx5pm/taig/f5o4WnNYZEZ8QOHrcZ1e1D6CTacL7VnpofJnRu38I6vXoUfhmzYMTKrg+3b/uHb3Pzo04QuBEqYM1zivFPW8P43nMPmp/bw0+sfbVcEoLEqucqi2Tv1N0IQiec0KwJgeQCUigh3erwukcykP62mxXwxx4kXHc+KI5amyth/Vx27kk/d8hHmLh5Ga835l5/FV574NGe98vmoGKCoNYMLhnj/59/FOz7+BpYeujj5PEFDRX8rpaJA6IgeOC4nAkGAGGPTF3dbIYPQ5mrwQ6gH8YyOH5+VNLaigyjgghcew79+6g38+Xsv5IjVll1Ma5Wc5lcsncu//d/Xs3nPOPc9uS2TSbBprzHwhnNO4JqPvONZKQKdJF4GFngef7piBT885hgA5nrefqUIdJK4/4s9jz8/6CCePOUUDnsOXAK95K59T/NHd/8nIzWr+AZGUw90c1JMwNWmTREAUh52YU6ubv/KHIL2w5qxWfQqxiMwKsohYAixGQBnpMhYUKJiPAZ1pU0RsG1qyuL1GKbCrrEPMjH6PiKDeAPJT3bIoDFj1Kc/RbV2K9L3XkQ1uPVFBCOmyfKZjiAwBIRNMQHxddlhcdGQtxtyVGcuWpacBA7aLDqyADgmZFz6cZUk+F6FVZJyKsBTIX4n/1sk8TXx+wtNL/KiFsVJWTbzRaUcV539fv7j+e/ggiXHZCoCACcsWMqXz3818wrWFedE7kaN4rWrj+Pjp724S9sNecHwMA+cdBLvXbqU4Wizf7bktP/Vsl+5CTpJf5Ti1nVd3nXySXzujruzreWRItBKHxx/B9as8/jOPfxy3UYKXmtSjWyp+VFOMm0nwli1wp2PbOaGG9c1oXC7ieQ04reAfBQ2rDC06q4om5JXRUx6hFH5eFXJeZ3TFUf1SWgaDH7QBNGVKCSxNhNyxT/+yE6sXI6B4SIv/r1zOOuVz+fwk1e3Ves4Djs3j4BycFyb53xqrMzn/uxbDMwfJFfINRSOltBJGy1gmRGTb5KVQNnEQ50wBHHx+B5U5DKpB6i8C36I5BpIYxVIZLbvcKpQ8IsbH+PaXz1u+QeAI1Yv5OgjlzN/bj/HHL6U449ajlKKb33rgcT60+FRJxanhYP9LJ7z6yU3UdiF5tL585vcALdNTAAkC8j+KPHT9pTissiNkXYDxPN3erZRLLOQTz1+XRuC24jN/umH9puBQq2j/vyna97MUK7ERH0339n25R7zN/J5i0IroSoenrQGiUqUFthhJOxngTOJRKC49HCcMHlyToDXZeWZqd2Gq7EAPcDpubrY1sXsxp+5AiVjbf236YyGMEwknxqM9djHmlAM3hbpwEGYbq+B51ICBWWxAyKhxQWkcBRgffy7TMMq1LpciIDN/Shd/exxfXFmQpVkS+ws1pXQkFPmreFPDn85S4pzu18YydlLD+GOV72XG7dtZMPECP1ejgsPWsPiUu85Px65uIddN9ON8LPIjbA/mOf33xUmJfFiMhkEfPjM09g7U+bKhx/F0Q3GKxPxAehWpsDUipFewL977yOcuHBxT3AgIhgduR0iCX3DzETV+oyVQoXSvZ6GCtyifgP1Zv1bPNeelmvtERM4DqpUgEoVpXXDxC+S+MMT9r6mtiOufK3Bt3kP4muVVpRn6vz4Szfh5nP86x99hanRaZatXsJL33k+p7z4eP73S/6ebU/tALDXKXudX/P5u8v/lZVHLW/M0vQsT0UNNG32sb/fi3TjNAVxD0lOMKGx4U4iNjrA2g7tPToqUR7SJn3xIh55P3pejmLD03t5etM+PvHhV3PC0SuSdqZmah0VgXRfUDBdqXUt10nmuC5HlUoUtE6iAea2YCnGorwc+6MysCiXY02xyLDrJtEAQxn9TM/f34RsmRnh8YkdXUrYcRQYB6cFsKdRHDt8MOcuOpmdlV188enPzrrdNPKnKjkwin6ngb0xaPIqwFGGSYmS8CDk8cnjR7psRG0k3Ya7omIg59jxp6R3fg+7/hiUZIVn2nqMTKU+iciGMhauXooANGMJbBX2b1eJjfxFo6MyoWjGwtg6lH0f8RKZVz5l6X7a9yOXAkDR8ZkOupd/16GXcnDpEMphjeWl+SwqDPe8v1bxtMOFB63hwmd53VhKGYglpzWvWLCAVyxYwJ56nf/cvZsv7NxJyXEo/BZxQPvfCpMhi6IFcle9jqM1f//iF/Lmk47nqkceZ/f0NAv6Srz86CP55+t+xT3PbG8warUoAvG/InD3hi08+uiOpFhHj5NS4Ar4rZ/TUDpm42uAZjUYUBGOoO1ypZC8G3EKhE2kROJ5vO495/HUfU9z/80p/IQx7QyETVVGCoHn2fDElJggpDrpc8XHr056s2frKPff8AhrTjqEZx7fFlWSqiclyfdxIbBuDdpdFIB1d6Qmh4pcBrGlIHOVbP0sNLYNP4Si12grtAuduI3yaRbCWJnQgWAchTGCKPiHz17LFZ9/Z+IuGJ3qnbpYAAwMlmYXCtgqg67Loyef3HWhH89YTPYXmed5PHHKKT03qkWzyOn+bGSsNjOrcsY098tRmrz2+JPDX0koIf/4xKeoBDVcR+F2Sk+aiAUHxr8bFHXxCMWPMASKfl1mwK02TUFBURUPH4cBKqDULLCuDV/9s4F0aWKevg6WsSbnSCSpojGYbjYtxuGFsaRVrrwKqJpiE36gKu1sgW39Eyg5NcpBnqxVOcYLTATFiJlQKDp1ykEOoriEtGg08/NzeMHCUyg6z22O/rrSa/4uzOV4/4oVvH/Fip4W0v9q2f9WmAxZHoUDbkvlhD5y4QL+6vxzmsp9/vJX8LFrb+J7dz9qh1KLIhCLAsS3+eUt84X9vG0StDrSIokPA/GLs1TDXaZQPIrjE3EoKN9Ysh0dba5RyFtUsXUTBKFVOmKLQqR8LDxoPsedcgj3//Kxhrm9Ax9+0+3EG7njNICICc5ANdn1bEih4qn7NtlMgKYxULPDAiHh242sEJnltEZ5XvbAjy0brRMnAgqKAnGdJmKlOcMlCkNFdo1MY4zgOIrQ05guYYYKGu8ieiY7d0/w4KNbOPG4ldT9gHWbd3d7lE2LaTdWwl7Sa/LviSwD8/ZDZQB69x8a8/fabVt5+IG7LfB2yVJef/SxLB3oHkqZJYuKQ7Ms2di8NYqjBlbwllUXsKp/MfeM3sfe+giCph7mGYw28ezbEZwoQiCWaOZTMy4lx8chYMix2Qrb61BJRsOS8rGsetJVIQhFmA6tq8CG6XV+1pLawJ8tC2FaGstMD0sn7UqKnyJ00gr6VY0pyT9L9gNwlaHPqVEO89E9Ne4sRDFa70usAvF6c/jgIGO1Artq+3CiLJIGw8q+pfzFke+m6BQwYrhz30Z+tuMBRmvTLCnO4eXLT+LY4RX/pRtwMn9nkbHzt6kIwAGiDKwoWK3u0YkJXvLNr+Nph4vXrOGtJ57UFF5V9Dz+9pIXsmJoiE9dd1uPwRz9ooA4oi09vmOlNmzxSYXtZEKiWywFGaLCqBLfRg6oNDmOYGPxA4MKDSoIUUGDBlRUpGwoEAM3/fgBxraN2FN+vEG71r1ArQ4mxCbjkTaCoTj8sKEMxDdLoz9NDyk2udNdcxVYsHwOuVKe7et3d4mH7oERSOMD4v54HuJqG1WQPDNbZnyiwor5/bz13S9g09N72bd3kr1TFbbvmUgSCc1WvvWDezjxuJU8tmkX09VZnmIVPLhxB/umZnho804E4biDlrBwqP9Ztd1JNldtlraDC7+dk81vROr2Hu7Yu4eFW54B4M7tW/n8fXfzqRe+mIvXPDsK4sXFIZ4/fxV379vU4RxrP6uHHtQVK/qLjNYneWxyMx988IscM3QwB/W5pDPtVUKPkutnKAS2rnybuyEyvUdzp8/p7Sqq4TFfzeCLJq+64ycMijpCXSwJ0KB2Mk/98f2HHUz+ZJbOLqaUQhvrs++lCLQePQS71NTEZUZyTS4VUHgEBLMAB9bFwVWGAacSMT1qfHEphy7jQSnz+j213bxk8cWs6j+aJyafRqE4dngNRw4cyq7qGDfvfpQvbLiRdZM7cZQmFMFRmqu33cuLl67lw8dehqv/a+B8B9L83e9DCwE+dued/FW1CiIc/OADyXDIOw5XvPo1HL9kSVP5qh/wis9+nS37JjrWqQKIsmF2l8ByDMRZC52qkMkbYqQpT4E9fUYrS9gIH3QqGVEHzZ1H1/zGiV+kkaMgcS/4FkjYsnLFr1JFKH2INn8T0femy8UmW2OiRaTL5gyINOrrJErBNeVvct03b+VTf/S17DKF7ExjTaK1tV44DniuDSMsZCPp4ydu+j2rYClFqEBy3Se3ACbfbD0IXHjb689g8+g419zTnV8h0aEcGB4sMirVBGOgleLCtYfx1688n6Hn6EKI5WWPPMKPR0b43GGH8Z5ly36tun4bMlapcPxV32XLspXkyjMs3dgcGqyV4kevfQNHL5hFwquUPDmxi8tv/Xd8E9CimgMKpYScE1Ly6sSQkqTNSAmYV5wm5zTmhacC8k6QSkJkLQJ5HaJTn2kET1vYV0H5lJw6893JjgRFaVmuR3G0oU9Z83GWcUywxspcCnw4rFTiT44VgrQiIEAJL/K9d7YgmMhKkpWgCKAuhoo0wqBba4rXmCh3G2CVgFHjMWnyKVKh5isDoxgJ+23vM7onYuMmJsK+xiEICMRBq/lsrg5QCTsv2K5y+eTaT1NyLep/e3mEf37iB9w9+lRTG34UVhj3TwFvP/Rcfn/NBR3r/nVkye23s6te596TTuKkgV8PZPxfLft9aOG1G9bzhTtuTza+0G2YW2phyGu++x3GK5Wmawqey59ddHbXesWxp/mOczcyIzeBEoNmw1VSTFm/tF9UhG5kzkbAgKobqwhAQj7UsU1jrNXAcRphetHGmM7MKHFEQcusirON4boox2lG+Ec+fOkQfthRUnX0MmMV+goopbjoTWdx9qUnt+ccmK0ZTMT2N2ctH+I2yIjauhf/69sYczGW5CmTXzSuHqI0warpM5NTfPEHd/CLm9d1vDbdbmwZHa1WmsCGRoRfPLyet3/+e9YV9WvIpuhk8VxS/e4PcuW6RwnKFn8RZphKFfCVBx941vUePrSYr57+dlzVrvQpJdaf7NUTw1taTOSTH681K2q+uEwHeab9HIihqOoUHR+tklx9aAQ3xYmf1z6e6kZ0mxaxkbXYbH+xpyr5VhrBhGmEAsCUCEHUbxNt5AYIUqf9OGtjlrVEIstBnJYYYqWoWbLo4JuMpspSgSeqkVga4rLkosRC2WA+J0pBnL4u/jdWgKZNwS558ZKDdT9MBuWuigBAIAGPTDwCwO7qOO++57PcO7qhqYxSkHMMrk7lNACu2Hw74/Uyv9j+BFdueoDbd2+aFe14L6mEYYKTOeQAsAzs98rAx391iz2ARb6XoIXXPjCGD9/4y7brTl+9kr5uiV4UmE7vJ1JN3UDh1iKPQRyuGO3mQrQZxJYvBTgKk1cEBYWqx9aA1IYVdgfnKN8k7gSV+gEacfpBj4UnVhri0zWRkhAR9liQXdq0oXpv0gqroLiudU14XlJ3LI6recFrTkv+fstfvYJ8seX5i8wOEOW6FiAYBPQPFRPMQNcupsiTFPZZQvtGEJ/o0wBDgDCXWoXAclV0UyaUff9GQZhhhAiN8OSOvfz4vse79rubiMgBZWbMkhs3b8IJ7IIYul5b8q1QhF9u3vic6j52znI+8bzXWOY/FSsB0aKvDa26aKv4xsU3zUugRii5dQQdJdMxaARH2UyDMZudLWuoGI+6caibzulxrQgllXY9WRxBgCKQ6AcVcfFnbNLE5nkb9hdmnOy1SkMcm/8Hll8gib7qYBlo7nGDU4CW32MJgLLRkUWgNVyqIRZE6eHj4ou1HphICQhwqIubgDjjPtbFZjPtxS4ZX7OnanE+X336eqaCSiOldYu42iRqiQiMVQPO+em/8r47ruSv7vsJv/erb3Luz/6VW3ZtyLx+tvJMNHcHHIc5+ynmJy37tTIwVauxZdya+r2afbB+of2E9JOnnsJviWEu5jzeduZJnSsXopzxtM2941ct4Rt/8jpOXbUiBTZLb8w0P7nW435MU0unqZHVH0H5nTd6BXaDn60fPFYIYmtCBOqTrIiDbpMtAhzGxEBJ9jKtmzALjudy2ftfklwW+CHKc2lbkUPTWyHwXCTvIZ5DPSZd6iUtVarQRgukH2hsETCefWHxiSf0wKR0TAXouiTWoaxmTEySphuKYqso4Kq7Hu3d9w4y4vtJbP7K/CzcK/uhBMaggwAV2mgRP9+u1ATPxlLVIuctPorPnvImVg3MTxQBgKWl2QETwyZlwCoCCluPwWE6tFS6rkoD/iRSEqwjYdoUGQ37CER1nUp9VJkxHjMml6orStPbtoi0U5hnnVZFJDH5+xJGJEOtY7ahRDSOI2kNVoGaR274s/QNf8LW2WHcx/XHikHFuBF9cJP9oE3KphEhYNBWKcAqCAYLNnYIqRubuKgqbpSrwF7RS5SCXbW91E3Az3fdTyjdr3Ei64AfONTqHpWwOVxsV2WSd976bf72/uu4butTjFRm+OW2jVz7zFNsnZ7o2R9IWfUKhd86OHA2sl+rK/XUBp+rVKgODFLPyOhmRPjFxo28ZM2aps/f/YLns2+6zBV3PWRTz4otKxDb4xoKQTSW33fRqfz+hfaEO3ewkUBFgTWRRQO+47uNnF1hQdsUy7FLHmzUQdhhwoS9cbcKLEvhbLAOQIzqJwyjSALaXQQq+U+2pE7lTbzkcWSC64Lv85YPv5oVaxqMhp/98yuo18MkciBJ8u66DQxEluQ8CxT0rGugVvMb0QVdJlQrt784CqJ01E0x0el7MFDvI5PZUQOqKgQFhag4OtxaA1rzEaggdju09AnY/WtEGjwZub+W5XIUnP8agNN/tZyweAkP7NpBrlql1tdPvVAkV2249RylOH7Rki419JYzF67hjAWHsWFqN2P1MouKQ3xz88/5xa59Pa/VKU3OUSaFF7Bi0EyFRXRokpS5c9xym45bNnlGgz7muGU8TKZSUNcWtFhDUQtdHAx9uk6BVqyBWM97SvkAKIvCMQZPKRwRdJSvJG6qRohB8HCaNm9RYtMeYzMCinskIpMomSCvF+OVXoV4p7Nv8u+p1G5PeqFEcKEph4RSDTrdGeMxJf0JNNBRghHLItiqymTRFLeKip43KReJUlATD43pWEf8rD2VY9IvUze9XXMquq5Wz94C43Xjaxvu4svr7rOHR6Ow2RXh7GWr+IfTXsTivs44gCcj99iqA8TFt19bBuYUi+SihTpXsTtgvcODvW5ju0lHa8WHXnYeP/7jN/PWM0/iBUessvkKfEsi1DSsolPet+94mCAyObuOk0z6ZHI5zX9nilIYL0qz6yhrKdDWJ93z2l4Sh9h1+j7tK0/jDKKIgCTbX9qd0E1r7RQiCA0rgeNYSuJItm3czaN3bWwQGymFcjRKa2st8Nym8MCkr46DuG6DjCjuo+lsHUjei5ehDLQ+B5XK2x4/DtP53m05weQgzIHJgWRYkiByK2Rcv3DwuUcVPDBlSWKO7//NRCb8NuQNx65FIFEA6vnm+RuK8HtrT/y121FKcdjgYk6Zv4qVffPYNLOn6zyzp31FTjdKuSp7EwcidkF7Cg4le9msmAJjQR9jQYkZk6MmbpSO16Gk6gQSc+zZ7H01XEZNH6OmFLVrTyQKcNt6r6ghlEWYMMKYwEzYTg/kYyjjMyN16hIQYgjEMg3WxTBNjRn/QcrBFmbCUUb9pxivPcL2vS+iUrsJCw1sPCMfCFKWgkBstEHZuIyYPAHNG68CcoQgBiPK0p+IRkdoh47vIzLE1YzDVJBnJshTDR1qoUPNeOR13I60XQcQisO8/Dz63QJOB2rhpuuAIOheLl4eUVGopSPJ77fu2MQrr/kmo9XOfCQPTNuDwIEyf/drZUArxYsPOxxILSYZbgKAqt+ZpvfQhfP4wEVnccaqlVYJ6LJKjEyXeWLHHgCOPHghRsA4EOYhyEOQV4S5WWzoSuFEikyShEcpYqtk0/XxCX424rqQz2Xr2F1O3DFuQOXz7Rtr3rNgvdbjjtNZEWg0afu+Ys0SRndPMDNVYcfTe7ILx6GBWtvfc17jJ4oaIOe230ca9Jg+5Uf/mqKLOFZJMoDRyrIShkAgUXhoB/9/l9uLsQERRLv7wSajegFeecrRbZ9PVqt85e77ec03vs3FX/oGH/zJtTy4Y2dbuXgxOWE/RyF3k5VDw3z8vAuT+Ru7+eLT5rtOfB7nHbLqN95uOah1nKOxpa7olPjro/4XC/Pz+DVVdMBS7gqKiuSYNCWqJkeIY8+6CXgoPZDsv1VcJo11A7kIuYTToF0hiK8RhArZrgOiz6sSJpEGdTHUmjZji4oW8ZmuXJXRVnPJAJuUKMAa+cZMttsqXi48ZZgwRUbMAKNhPyEOOULcqN0sCUXjqoAAi0GoSY6KydtMkEoo6nqU/6Dh74+tHaA4Y/7pFJwc5yw8tqtCoJR1D5meeQ2i8tE1IoC2Clsowq7yFF9Zd2/H65L5e4AoA/u1mwDgYxdcwI+fXIcXhRYazyN0XZwUtakC1syf33SdH4Zc/+RG7tuyHaUUzz94BZW63zBvd5F6FIZ31CGLLXlNUwifYHIK44JX7pKaWCAY0PzZW17I9FSVL33lFnwRTE5DzaDFbqQNTILpylWQ7rFE4WqqVyx8ehON1FyVz7P6+JVsfnAzfmDN+IlEgEsxgvKzsxRmioL3v+SfKE9XQcGatSuzy2VZA5r6S4NZsLl6Gx6ZUpoEEFfZTIVxJkMRmwMicjEkb0ywioEjTW3GGIJOMmeoyN56NXJxqEZnZiGOVqxaOJdLnndU0+fr9+7jjVd8j7FyJXm8G/aN8INH1/Ge007mA2efkShgB9pi0klefdQxTBQKvHPLNoJikaLrcsLiJfze2hO54JBDn3V9gTHcuHM99+zdgkLx/IUrOWfxoTip8XVw3yJ2VEaajMuxEmBFsWZwOUcOrmGeN4eJ+i47Znq8X41piiZolTDxxQu5KHzQI+iBe1FMk0dCGNR18sqmRE7jCrKuAaEqUGqdRpFP30fIRWtdTUxyNo/HXWe4X9Z9NaQqTmTO73A3CsphPoUlaHyuRcgRNGUmTG/qBRVQUwE1icHHQk6H1IxCK0XBCTAGJsMCaeXo5csuYW5uDgBvPeQCbt9r08gHxmYtFFGINOawR4nJcHZYlbSBEUjWaSPCt9c/zJ+e0B65Vg1DHp+xTJkHyvzd75WBoufx52eezd//6hbceo0gX6BeLFKcmmoq99pjjk1+f2znbt59xQ/ZOz2TkBJ9/a4HmN9XIlTS1TLgas0hC+ciInz4a9ehVQt8JYESC2FeNXELAMTxQdpYE+i/fO1GgmqAOKAcjXiaMCdQCdCBWD59oqmdc1C1sGXRapmwkYoqcXKgSjV7RiewYdOcURDY+ORuRBS6UxY8DSgNEQinG0mQUgpynlUEos5ueGRLdr2ziFroFPaoontylHDiWWu4/YFnaOV1tcREKRdD6lqBNoVAtDXvZ6RPx7hQL2rEKOJIpER5aLkNBeA2XoNScM6Rq/jIa15IMRX94ochb/vuD5ioVJteWYyW/vwd93DY/Pm87OgjqBvDowfYYtJNLluxkndu2Ybv5bjtHe9lziwY2bLkyfE9vPPWb7OjPIkbnf6+9NSdrOgb5otnvY5DB+2h4OXLT+VXex8jFE0YWtO8QnC0wYkiAl6+7FSqYY0np9ejcFBKCMVGD2QPVaHPseGKNpeY9W0rJTiA1oZQFBpDQQUJN4GOUh531yQVPpppyTEduQwWOpUe1ykqYg+rhXijirABfnx6BkIxmefxZwvbtGGEDtWsCZOSUBRjJsZbNfc9PmG7hFQlRzV0qeMiYomJwOYbqAW5qLzFOjnKEESau9ZAaBWBQXeAly27hAsWnpe0cUj/Ij5z0nv44/u+zJhfS85yyeleoEYF13EJglh5a3/GDY9r5/e2rzKTuT4+OjNDiGUOXX6AgH/3e2UA4PdOOIFbtzzD92fKBPkC1b4+ilNTdqMW4W/OPY9lgxY9vGdqmrd8/fvMRPGdaaTyWLkCfQo9LZlWY0crXrR2DXP6itz/1DY27Rzt3CmlMJ4g1bTRwCoCcSItBdTqgf3As3wFSgANYZ8LMwFKKbQfWoCKUkjOQfuhPYzG5u54O4ticRI0v9aQy1nWwYz+oRV4hSbCIdtPUK5jEyJlrHpKKQvii+rtTINq21Et4DaTBkkmM5AWC0unCrtLGBgWLZsDD21pmqOWqlh3bCNWCCR6MaKxCah8CFssBqELYVEzPlNprydsVgi0Upxx1MH89eUX8MCm7YjA2pVLWDq3Hc3+i6c2sGuqM6BQKfjCXffysqOP4PGZGXwRhl33gA0rTMscz+OwYpH1lQq3T07y0nnznnUdI9UZ3nDTN5jyreIZpBDjO8oTvPGmb3Dti97DUK7IUYMrKahBJoLYp2sBoIFxCI3DuYvXcOaCo5mJvjcCShQ1PAqOn4o1adgUCsqnoOr4phFLAIAoe3I2eXI6RGEoqIbb0tIPZ5PtpKU5h6qiLirJXNhNxo2iXxn6lE0rXCN2WUC+9DJMuAOp39W7og4iAgGK3WFfGzAwS8qme6ptAUb8fmak0AQKrJBHYcjjk1aClLLpkWNlQARetuRFHDt8Aqv6DsHV7dvYvtoMYxF9ffq5x8uRRijkAmZCjUj8LlMHi/gsFWSYDlOvaU6+mLk+pl18B0IkARwgyoDnOHzh5a8guOsu/rNepxqdlE5aupT3nHwy56Z8jlfc+zAz9XqmLy2MTMdeQUNNmohitFIsmzPEB192DgCPbt6F1qo7pa1SiCON0DJrB0s2STFiFYBoBBrXbj7x32HRwa2EGMe1uQlCA9hshCrmFYg3NwFcG1ooceRBfI85L1IUYpeAbgAFwZre088jUnm7DlKlmHPQAsb2TVulICP9rFLK4hci8F/TrIvSJTesEvS0DNjbbHXLNH/v5lx2jkwl9yNKWYtAlOdhNmKiNMfJMm9UEzA0LKjMA1lcXhvAtYroeWtX87dvuohi3uNFxx/etd07ntmKq3XHUDoReGLPXqZqNW6fnATgxP7+A2Yx6SVnDw2xvlLhlvHxjsqAiHDbzi3csGUD9TDkqHkLefmqI+nP5bli4/1M1qsZ8fGCKMNYMMkZP/sES4pDzCt4TNarLeMosggBz0xP8Oj4Jn655x4m6iVi/dVVISXXoeT65B2fOPLf1SEOkgAA0/XFUjceCsHTwpjpBzVNn65TNw59PYNBhNaE6qHYhL6dXn+srojAlGgqtnS0vdr5va98NXnV27vVTU9XCqbCVorhzuJ38b2JwN5gkBnJk0XBZkRTlRxxyqWs613l8bJlr8DTDaVjW3kv1+y4h13VMYa8Pu4f2dqxjrSFIJ8LqNa9toOIiFUEJAUqat1SHKV4zWHHZd5nPH9POoCsegeEMgCQcxz+au1a/vOee1BDw9z3++9lTsaJ6WePPdmVPUqAg5fN48R5i/nx/euo+gFz+oq8+tRjecvZJyX0sa7WvUjorCROuJQtKhZl49fTCoDEcelRpIFoY60FjkrC41Q9tXknvuqGvwutIEhtKHHUQpYfT8SW7xTS2EGU1oyPzFgrQT5nN3Y/iBQOxYLl89i7d8qCI50W03zs208rMznP/t4rp30cPeA41jfnWKVIiWACg3gu996xEW0Eo0AKTu+Vrql+2lc9aXzWykyYdTkCb3jBCbzqrONYuXDOrJuWeAWaRblfjo0BcO7w8Kzr39/lrOFhvrRrF7+amMj8fk95mt+77ns8NrIncQEEYvi/d93IZ869hJ9sfSxTEXDdOGrFmsS3lcfYVhaUcunL+5mvc+P0bv7kgc/gOYKIssmAlPVbT/pFfONQdB2GvAq5iH9clIqy5XW6Q6Fm7MbiaMN4WKKgfHxy1E3dMhV2cD94GZt+RVyKmdznDTES0+eoVGJVq7a6Ee6gaxI17NKgyVYIRCwjYllm59axy43pOMzr4lI1uUxFAOIlQ+Fg8KNnbSOTGxwOr1z+lkQREBH+Y+NPueKZm6IkRVYJCsWQcxW1wM1sB6z7xtGSnLVAEKMI/Cj8q+W+AMsyhsJRirmFEm876nkZzyA1f+fMfn34bcsBowwAHFkqMd/z2Of7PFGrcVqGMlCud44qiMUPQ/7mVRfwfy47nx1jk/z4/nXc8/Q2/vSbP+H5qw/ilaccw6lHrexNjpNs2Ml/miVWABwaoWetxeLjZiwm0mW7qekae9r/b5Lk5J9yB9RM6vO4X+k+piUGBMZlOykEORslESoNebcp/l8AyVtzrETWGnEaFgcFjffVCd+AjTTI/CJqw2islaWHleG0I1Y+K0UA4MTlS/nOQ51JiBSwcu4wfbkcN46PA3D+AbSY9JKzh4YAuGdqinIYUkqNp9AY3nTtlawft9wAaRdAJfB59/VXM2+4fblynIYi0Cx286jWXYr51vA3oejVQKmEgTCI8CiusniCSpgDpagbF1eFDHsVSk6dNEg98X4RD0PbCYMCcdHiE4rFIoyHfcxzp9DRRWk9WSPkaY+ND9BUjKagTPsmTWy+b76zxveKAHDjkOIuMi3WojGggqYDkFJWEdgbFjtaBRLDZUqRKCifSUqZ5WdMvidWwboFhKoBhVXU6qF98If2HcWZC85Pyn5/661c8cxNAA2ioegmHCXknMAmrEr11w8cgui9x7iO5KzlCB6GPlVivNYgdFGQ8AwAnLhgGZ8886UsLLaf/J+uVtlSq+EpxZnRmD8Q5IBSBlT0cK/et49fTUxwWsaDPmzhPEZmyh0pLB2tOHzRfDbtHeXmdZv49DW3EpoGa9fdG7fx7zfcxb++5WWcfvRK7lq3pcmdkEjiAogmQudOI1qa4bhpaalahaYn1Kin87G1rNbNykP8WTfmtx5tTI3NMLRggInxCminceKOUTfxM2vlMXDdRgplSZWJyomIDS/sQEGsRBCtMK5juQTSInTcxOPHnGXBNFowrkqwANpYhUN05/rmDmQvdt3kJUcczt/fcAuTtVo2mxzwtpNP4pGZGUaDgH7H4XkHcFhhqxxcKLA8n2dbrcadk5Ocl1J0btz2NE+M7c28ztpTBPEdHJ2mp5UeEbmKwOgW3U4o5WrRJtDsQrARqDqiHLYodMcRAnHYV+/nqIEctXB7ZIFQhE3kOoIjxoa+ReO2T9cIRCef7QsGKOo6RV1HixCKpk/3k5d9GUPd3qMF64XkCZs4T2y0QHy6br448XejCCJcVZZBDIhokO1DHBNNnhA3iqX3jWbS5DB0NvvHUz4Qu1EaIqgSPj7tp3Ij2RaBrHodJVSNnZR14zITejwwPsIHHvwYRwys4tKlF/HNzTd0rcPVgh9ad0EQair1ZgtH67Ichw+uGhrkwye8npHqDAuL/Swq9nPH7i3Uw5Bj5y3msOH5dJLYKnDq4CB9BxBZ2H7NM5Al8ekifuCtcvnJx3flsg6N8Ogzu3npv3yNf/rJLdRD07QwGxFqQcAffPWH/OGrzmLNigX2izQITqwiEE/YWW/NDXtUssC1ySyt+ZJzMcUcueFS93078utTzEMh+oni+p+VUpEh5UoQYQVodmco1b6Zp10oSrXnOYhPVVpZ0qEuIECM2NwCaVwE0Zcm9Z5SHwOELVkKIeKQKFjsR+uL1CZVX+o2Dl48h8PjcfEspOC5/PurXk7BdZtY3eLfX3nsUbz2+GP5ZWQVOHtoCG+2/BMHgCilkvkbWz5iuXbzU03PpFVCEfbNVAnSOB+dDQRuaRWTIpbKOUEMS8sum7DfKcLkOvvvtspE4koI2miBbK4BHwctIXlVp0qeCdPHaNjPZFggEIeyKTASDLI3GGIsHMbLn8dgIY6Eag72c7EA3xo5JqVITVx8FH7UVqsiEBioGIcZcZkRjwouVfGomc6ujTDtE0dRxWVaPGbEo46TQll0FgHq2PI1PCZNwXozEx9q4z05SdKn7tKwmjT4GxDNVFjnmZlt/Hz3Lbz9vg8x7vdm+HS0wRiVUgRUy0+jTQBjFA+N7mR7ZYwXLDuUo+YuYl6xj4sPPpJXHnpMV0UASObveQeYi++AW2leNHcuYBeTqaDdtHb+mlW87FibH71Z74/+DWH72ERits+aIyIQhIafPfwkX/3fr+f9l53V+CKqww6jBua4o8RBtDFoL+VOkyRaIFXcycol1lJlVA5HUxU47cJj2gvFxD7xpu841lwf+/gLBSgWoFi0EQlpc/8sk2r4MW6hdaWJ/54loE8A4zmE/XmIKaA7rRkKwlK2/1KBxV+Ezc/caEsaZXPZxt7BSBEoqmZlJlWXgMV3xO89+u4Dl53znEF9Jy5fyjXveDNvO+Uklg8NMq9U4tSVK/jcK1/Gx19yIVqpRNE973fIRRBLPH9/tK+ZKrgc+D0zxRkRLllxdOMsnuHj7iWe0xmQF9UaMQy2KoeKyaBAIPFGbD9rFhWZ572WNhR1cRkPSy2bb0goIWsXX8naxd9lxdB7mF+6kIK2m03Mzd+fP5HV8z5NnRzTpkDFeE1KUCiKaZNjmgI1cgR4BDgY0TYtMDmqkWLTcqah18ZsORWa77NuNHuDfrYHw2wPhtkVDjFl8lRMjrq4BGLvNxSHsskxGRaYNnlGgxIV47XkY2wXG5TV2KgtnkHQEUNksn4+C09p7GbIWvEVJJWa0Fo4tFJ89+kHZ99A0nfhxgN0/h5QbgKAI0qlJETp2tFRXr1wYdP3Sin+4RUv4rhli/nKHfezfcKiOg+aO8zu0alGvgOTMSxSY9SIcNPjG3n/i8/kTRc9j2vuXMeGbfusyS2db8CJUhx3EWUs+Ej7kmwy0on8ylH2u6z+xV1URCBCQTua933kUm6/4YmG6d3R7eb52J6XBhPGsd7iRQ51A3U/mo09Zlpr9EDbTcdWgFTbHe7HFDzLgpiUSdlDU38CmFwGRqG16fhasRs+UWIiFYJX8qibEKPEAsK8znUllojoZc8b6uMvXn8eZx57SOf7noUsHRrkg+eexQfPPavtu+kg4IboZPHCA2wxmY28dN48HODhmRk2VSpJauY1w/O5Rj3VFaezvH+Qfz715azdsJQvP3kXOysTEWCsW4sSJaXpbA9oFpUoJe3kQpqZME/B6TbhFRXx6JNam0IgwEyYZ9CtRp84lJwFPD5+JdP+bvJ6DkatYkf4BHUzDEBezyHvHMNDo5+mGjYwUhrDQm1PxdOSz7RRhmgQC+iblByVMKSgDG5kk6yIY5eC1GWhKOqRv8xTcS5CQxiB+SbDPFOSZoG1ClCIdZvkxUdEsScYpJFtpdGAVhYPYHMltL+N+PUH4iRKgVIw6vcTpnx8IoLWvV2q1qWjcR0hCDqrPiqZ7JGFUoTtM+Ndas6Wu6em2O379DsOzx+cXbKs/UUOOMuAUoqXR2yDV7ecLmLRSvGmU07ghj96G7/6k3dy6wfexR+eeSp+vUv634xRsnnPODevexqA//PWi8jnXJvwiNQAVBZ0ljnIIjVWtI0qCEqKUNOIUzdR8pC8JihogrzGOIowb03vaatDkwUiCqMTz+GUsw5jZrIaOeoiit9OG3WnTVmlvs/lrDLRixTGm4UeGbsLUs+jbbF3tVUE4vKt0mJ6MR1cCFkiKsoHoRRawZFrFvO9z72Tl124lny3NrPEg3e/7FResNYy5hkjCVPlb1J+NjpK1RhWF4sc29f3G6//ty1zPY+zIvPpD1Pz97WHZ4doxaKANx91Io7WvHXN87n54j/klov/iPOWrEF3fIfSZgmYhYE6Ke/pbIW4J66447KqqONGfnNrGVg38QPu2vsZ1o1/j3Xj/8aGiW9TN5PJFb4ZYcfUlVTDZrpqg2ZCClTE6+CstH9b64J1f9RwGTd5doUltgUD7Av7mDRFCrlzCQ2Mh0X2hv1MmBITpsi+cICxsEgQbcoV4zIlJbJM7ESAzZq4jAT9EZ4i/mnum0OIR9gW8WyfiY04MKKse0CsuyZtUWm0aHfwTu8jhi6FotBaKOTrzNYPq1EsyAAH9pLv7bW4l0vmzSN/gLn4DjjLAMDL583jE1u38rPRUXxj8LRmqlbje488xlWPPcZoucLyoUFet/Y4Lj7icDzHYfvYZHOMd7Qvpk1ErRIYwx985Yd8+s2X4CrNqy48nrsf38JTT+1uXKttVjtCbBKk6FoB69eWmM5abAZDz5q3lBF0COLFJ2g7sI0Xmem1QvsG5UfJUzSWVMdINAlAlLBl+zj5Up5ONMsS9bHppC5hNgujikzm+by9xneh2sIx4DhW4YDeqyI0UxDHvAMp+66JQw67bcpp9T9tNEg/bNqXwzCvmuiL123YRbXq88G3X8Afv+kF7Ng7wav/5ms9byEmKProlTfw1VvuZ/GCAe7csBUjwkHzhnnjGcfzmlOPw4tcLU/u3sfNGzZRD0KOWryAcw47pIkqt5t8P1pMLps//zm7IvZ3efm8edw0Ps4PR0Z4/4oVACzpG+Ajp17Ah+74RUImFotGcfLiZfzeUY2ERloplpaG+KfnvZL33HEF9448g6NicKEdMEoZcm5IemT4oUOuq6tA4aqQotueSVAhkYm713vpNi8UgShySiJgo4nup5ZhiWhQGmdJRdwMIGRzW2BP4AobQlmWXIowySoJOyp3YaQUAQlbXAK41MXFI2TCFKHL/SulmAyLzEip5Rkom7QICIymJh5lk0cQcipsuA2USilKDb6CqSBP+7nVliu5dcp+vm0JiYdPmAIsKgWuYwjCdlBfw21ixSBcdvDazPvsJCLSmL8Lnj2m6LctSnrGz+1/Eoqw5Pbb2ev7XL92LUe5Lq+/4juJS0AgWVBOXr6cL7/qUn5w32P83U9vTMWLRub9Wdy9oxRSE5yoTjdUONMZp4a0Qyveew3oQFB+yg8tgq5bd0PmtBJBhYLjt6rNAqFYGuPErAWrVi9kamSase1jSMr6EcfpJ5K2DPhhRHLU6aY1hKHNUxDPlDQIsIcrIdmsVXOyI4ldGBEQzAwUZpekKbK++P1eVEfqfqJ/VVoZU5ZFsHXV/4v3v4j7n97BL+9dTz0IcT3NTK3eVa8JiiCOTTJlWtMXR/+ecfjBfOw1F/LBH/6cWzc+g1bW7xgYw+LBfv71VRezdnn3VL3lMGThbbcxYwz3nHgizzvAzIyzlU2VCqvuugsH2HPGGcyNrFCP7t3Nd594hJu3b2Lz9BgomF8s8ZYjT+Rdx55CoQOWJRTDrbs38qMtD7G1PMZTkzsRFSIEFLzmF6uiaILYe9UsgqMMQ16taUjGvvWcDhn0KpTcbm4CIa8Chtx29spYBvUMdVyKyk9SJhdU1Y4lZWPsrV5uKOnOodIaQ7GLshD3R2NTM1eMl7nhx/doIlN/pzomTPeTsi+a3f5w554ITIV5Zkw+1QerZKUVoUC0JVwSRd047KkNZroUYhmpWLdF2iMp2PsxoqgFXuMejaJaz2ZIDAKrODhKcfjQQq48/63kndmfl++fmuKk++6jpDV7zzijKXT2QJADUhkAePsTT/DlXbt455IljN/7AA/t3JkZRaCV4k0nHM97TjmFc//xC80gpbC3vz+px6dxmhbBLUNX12FUThlwKi2GPCM4tR58XiI4VdNeRgRVa/88YUsMQpyZmp0NbrSitQUpRzdSC+xGnyWRMtCKpm+SsD2PQlMzec9u9PWgobsUvKb+hHGOhR5iw/yg3p+zBEsd7ikGhoqXwhekxB/WdlNv7XgnD4UDYcFiPsJc57IKWLRwkJ3lqbZxqJUi7zr84F1v5JB5czre4w/27uWVjz3GynyeTaee+jtrGQBYe889PDwzw3+sWcMFpSJ//Iuf8PDe3cn3WiletOow/vEFF9H/LLndt82M8sUNt/Cj7fdG6PUW+AxCwavjptIXW51SKDl1im7DEhZvLtXQJe/4DHll+l0/ISlqFlvfHHcGLyOZUTwsXBUgSjGsyxGEx/rcTSrJUVHV6dcV+pzOyoBCKKlevCp2I1cIM5LehDNKCvhkJN+I7mvKdA+nHQ9KTJvObdgQRM2+oD1ctnGOUsnfVeOyr9bfxe1iZaxaiKiKm60R1k2gqIeNDd0YRa2ebwOrhmEjkdHKvnmcMHQQq4fn88pDj87kEsiSv3z6af5+yxYumz+f7x2TAerez+WAVQZuHBvjvIceok9rFt5zH7rLplVwXe5477v5txvu5Gu339/8ZQA9SL4Au8mkT54YITdN16RHALpmaJ3PKsg49WdeG9LqthRABcZaBzqJH+JU6u2hd00VCYQG5Xe4eSfiIehmPYgwAEoygiRznuULAKj5dvfNN6dJFkdb8GAnCwnxhqws/a9WhH1dsAzRiqIkohROHe8MNudA0G+JikQ1exkUNKUzVsRhh1jzpROBEbt5MxSEHdZLRykOWzyfQxbNZbCQ5+IjD+eIBfO5+sl13LtjBwD3Ds3hjnqdP12+nE+sXt25od8B+actW/jg00/zvL4+zKN3M16tZipRZyw/iK9f/KrnpBi9+bbP89jEVnTmxh0ZyZXg6ZCc23AdqMgKYBMXWZ91zjG42uCqEE+HzM2VKThhokTEpro+XaWk21kPYwNWJdqYBpwqw24lClOMNzLV1LeSqrPAswnZjFhgYs14CAqHkKL2GVSVDopJ0jIuIQGW5reX+KIzN18R2BMMUNSt7pOG7PX7U9kGO/RGYJc/1PG7qnGohjmLHTAu1dCjl1tmpFrESLbCUA+cKDrEYgyOHlqBCQoRXTGcPH8lL1l+NIERvrv+ER7YswsHjYqApErBB088h3cf8/we9yWsuftuNlQqXHHkkbxu0aKu5fdHOSAxAwDnDA9zSKHApmqV8pw59I90TipUDQLW7dnL/3rRWSgF37jjAYwRtFYE3QiBUhIrnonCrxVhEdxyF/QKVoFoOz0/xwOfRPWqULp7Lj0HqfcIUYzBfVnKQLxh91iARSko5BAxET1ytOKlOQxELG8AqlkR0AqTd5swANnnEcCLCIm8lFug0z1hQwnTikDoQFBUETdBVDR9WapB0SBu5A5wVOLuyMAvtTffcFe3SSjCEzv3sm7cEsx866GH0Pl4wVGEjsMzRx4DWnOSe2CZF5+LvGnRIv7i6ae5d2aG5UZwMs4kRoRfbX2G27dv4YzlK591G3NyfYgo0qpqelgKmnqoyLcwFAqKmrHpd3M6jCwFto5AHILQZVfVtVYEJ6Do1ClqH0cZDBpfNF4Gz17VuATYemdMnkGpJIQ/zYqAkCMkECdhSJwwfU0nZ4PCNx51XBY6k0331nwnkaIwmwHcQeITfYiLLwaPdkbERs+6Yyp6HYEs4ZGOfu8e0SRiMQjG6LYmY6tAcyinsGZgCX917MsSfFWsZH7wtp/x0O49gCJMo5YF/v6+m5hbKPHq1cfSSW6ZmGBDpUK/4zynJFz7gxxYcMeUaKX4vcWLAZic3/vh271P88EXn8ONH3wnH7rkPC4/9XiG+wuzxJdahaDJEJVXHH249QM3NpQGEqXJtZCuJyP6QLDzVSJabJFUAqS4vaiMku76hFI2ec+vLTE/AZYMyBRzmIEiZrCI6csjedfyJDiOPfXnc9Yi0BrSqHWiCIhWhH15zEAxxXvQWEbSP4DdwJMj22x25GjTj+owDgR9VgmI85B3vdxA6CmMo5rfxyyans04MkYIjEE8S4Al2E1vcngOojW5SpmPX/NT9pXLPes6kGVxPs9LokVzcqjz/HWU4qonH+9a17bpcX68+XF++sw69lZmks9ftPQ4QgHfpAmErIhYhj0jimroZg4tTxtyTuS/V9afHM+8UDTlMMd0mGe03hdZBwAUNckxE8Xc18WhJi7TJo+fpP5V1MWjLh6hKCrGYzrMUTYevmgcsQq6UjBhSkyaUkbEgP29isc+09+YL9L4qYvDzmCYqvsy5hQu6/oMk2s7rCzWxQA18RKehTRnARCBHbu7ISo9MhqmOQi0gnwHP27c5rRvrQhpXTJWEuphw5RnDaGKa7Y9jm9stthYEdgxM8mVGx7JyHvRkE8/eFtXHoz/iKx7ly9cyMAseVr2NzlglQGAtyxejAIqgwP4uS6DTODjv7yFB3fY8Jz5/X285LjD+ekjTzJVrTHLHBz2hJh6YoERzjt1DV/9P5ezYtFwo1hIAhjMnBtKNSkENv2u3fiSzcdThAXdtDHG1NhNikNG9cYYS2jUzQMUx920SqtrQStM3oP+gj3hx987GgpRspDOrTQ3qRSmr9AMaozbTBgFsT+RayATItytDSzy30QWAr/Yokh02dTjr3S0pqW5ILqCtuOvurgRkveoaFAip6wiU/NsuOzAyD5mfJ/vPPpI58Z+R+StkTI/MzSv4xgKRdhXnsn8bl91hnfcdCVn//Bz/NFtP+QPbr2a037wGf7X7T9mxq9z/uKj0ViwSSiaeqipBfbHN3FGOoWfgS4H6z7oLCoCudnwvZ3VoaZ7EHSkDHiREtBu96qYHNOmSF0cQhx8cSibPBOmlGzKgTgR+r/z4KtIjtGwyHSYZ8IUGDd97AiG2RUMUxeXHeW7eWjqJqrG7R6Gl1J20p/bHAkxbsMqL+XQIxBrBamJw0RYpCounWjYks077LxOK2VP84FpJCXK6ZCc9tsUDwGmajnqoX2PsQIUhjBVyTFdzVGtedTqDkFgqYjDUDPhV7h/ZEtTu9dv3dCxT7Fsm5ngvt3b+fH6J/ju449w364dyfo64vtJSOG7li7tWdf+KgemChPJykKB8+fM4fqxMaYXzGPO9p3thaLB88juPbz+iu/yr5e8lJlqndvXP8PodNl+7URRb73cBRkT6f5N23nTuSfxrktP50P/9jNi32F8CBWHKCzQnjTj6ALJKdyaNMrEktr8bAI0jVszmDiEURRhyW2Y3EVQvkHXUxQf8SlGqc5GO6UQjD3dew7KD1BB+7nAgE0a1NK35HdHd8cVpERit0AnDgSHpt5K85+oQKAbZAD7zMI4X+yzhMNI+pcsn0Xj8Nex7a71xxFdLWt7ra8Pv1BEhSH9Y6MYEa7buIH3ndLdT3mgy0vnzcMNAwIvR6V/iNL0RHshBY+N7OGnG5/kJavWJKe5ab/Ga677Jlumx5qmZSjCDzY/xtaZCb51/uUMekXG/XKjsjYRsrL6aSWzINC0CoGrjD2FVwcp6ICcDuhz623XxyA5q/sa6rRohbECgGY8LDLXLWNDArsZxSzpjxHNJIME0h4iJdGZd8oUcJ0yjjRAlfEUMVG7pNoSgYp4TIQN5SS5bxwC4+DbWIWkPo8AX5xkBbR9t9eO+qWEOCgLUyFEVM/iYKShjNVDl/FaHk8bC7g0irLv4TeBeASlhHItl4QnEoMIQ+uaic8xM0G9qe1y4KOVygSgR1VDXXP5D67ET0VQHTZnHv98wYu4oeZTF+HE/n5OOoBziRzQlgGAdyyxZvqpRQsxXdhFjBGCmuF9V/6YD/745/zooSeavHpdUnA3JDLRp0/0Nz76NHsnpjn3eYcxf7gPHRMC6XiDUJhcxCoYxfEbTxMWNPUBB+N2MYErheQ0YU5HSXkUSrX4x5RCPE1YdBr7VbR6xFTHzSeWuO8KinmkkLN5Dkp5TCmHcRqM4kDniIRYMtpobSv+XXLZ+RC6XZu+h8Qn36m8gqCYHtIKbUgYI4WU2V83rCyN0tFnGWNBQSPzZHJDsZFE8XevuZAjli3IvJ/GvWBX3ZZHMDnXWgX6xsfQ0WJTzaDa/l2TnNaclbcnxam5GYCr6DmNVMq877of8xc3X5ecxr6z4SE2T41mLuBGhLv3bOWG7es5e9HhOKr7MpeV42AWXiFAkNgvD/jiMhUWGPH72VqZw0zQOAUnm65YAlC3a0igwsfF7wCKy5LB/JEE4hNG7oFAmlOw261ZMxL2M2UKBFgXSYBmyhSYCIsYcTAoJsIC42GR3cEg42FnNH+MRfBNoy2lwCXExSolvjhUjHWT2JN/o650bL8AodFUwxxYaKcFTYYuY7UCoPGNSzVwmarnWxQBKw1FIG3hSB0uorYO7m92Sx02NK9rPhtqGnzVpAgAbBwf5TU/+A6f3bYNOLCtAvA7oAy8cv58Dsrn8R2H4086ofkEl9q1VQanQNNQytgcmkRoqjsec0aER7fsxnMdPvWnl9JftARAaEXDRRht5Ma2ag/HVrNQyfed2o2y56XIhtrKR+0ZL3qdYVSv69iYfFoei9YWZAiNuH+trVIwWMQMFqxSkHM6Jg1qattrMCamH1eMF5A4/XFGv00q82DLIybMO5gU9qFbwjNxoT7QwB/Y+qN/jM1M2DiIpVwGurldlbqu7VYhiSpB7N8nH7KcG/7ynbzipKM5dOFcTMuMEqI23EQXbMq7ELguM8NzABgYtYx8jlIcdwCikZ+LfPq4tSBCtX+QeiFFc5uh13973SP8cP06AL6z8aGu9WqluHLjw7zhkNO6uMvs57XAJYg2tMamrWZhWFI4Td78xkYkKPbW+6mELkZsFIHFBeSpGm8WVgehLi6C6gGVETxVYE7hLCbDIhOmj2lTZNKUGDelCAiZLq0oS4GRcJA94RAj4SBlKST8ApOmRFXy1CSXUAJ3bFkgwKEmHjXT0KANlmkxrtNETILW4WGSCI1YjbL+fZexeomReomy71ILNeXAZW+lj/RgCCKcR+skNUZHikanh2XbOm54GasGmgmBzlm2ioXFPjIh1wYIsus1IkwUSjxdq9GnNa9vocY/0OSAVwY8rXn/8uUA3OXE5qmWH2NPe+I0qIOzNv7YzNs2/mOtNyYzU6nPBX523zpuenQjh66Yz3f/4fc44Yhljc1Q2YZiMGDzkJrd+aPhW+6+OomnMQVt0/HGHzrahvilf1x7+jeebiRKShMKaY0ZKCDuLKl/4wiCnIu4jr3OixIjxYpKsTXLW2Q5yTmERYcw51hXiqvsZyXbTxxFlDsEk2/ujwChhtqAxh9wmhWBlnZ02HKPTfcblVORxSTj9J7cKtZCoY3dtA9ZMJcFA5Y2eMngIDgk0QjGtb9L6hAjQBpnNblgEWhNfmaafAQaDEV443HH937uvwNy7OAQ5/Xb5zcx12IIOj17rRRffvg+APZUprvOBiPCrvIURwwt4WMnvApH6YYynUhjjRirFBmvFqgFdgN0lUfJKXXZDO3kd1QnyJ39dHdtkF21fvxoYyejFx1biNn4UkpKVjtrhi/niYiHXAAAZdBJREFU7rEfpSIT4h4qZqRA1fTyBgsGzUjYRz06wQRiQxG7RSYDVG1yDwJcjIFy6FKN7jXGIVSNy2SQZ3d9gH1+H5UwhxGd/FQDl63lYcb9YsRUaDEdNePh6ubJGJgGjir9E84GHQy8euXJbZ+5WvMvZ12Co3Vb5kwV9OA4mG/H7FsWLWLwAAUOxnLAKwNgXQVDjsMOE1IebmFtS/toI+Iace3G3zbONZgcmYtRwhbYcvBUwA0Pb+SPv/gjXvzRL7FlZJxHn9llKWxpPnG2VdvNEtF6D70ktkY4OokkaDWQpKuTnN2hMud6tFGagofJObOLSoo31yibIloT5h3qg3n8gRxh3kWcFu+sJsqzoK0ik3cxeRfxWpgDXUVYcCJXSapJIChpCzTs1b1OzzBtJVAKdEQfTefHnl6Elgw3fIRrFsxL1UWHl47lVQghdBwmI+Dg8O5dyUL0J6eeztoIXPc/QYYisqHy0FwCtzPAzIjw6L49iAiLiv1dN1WtwHU0n3n0V2ydLPNvJ7+l7UQYi4omth86TPt5KvU5vHTxhRw7ZPMltG7EdnOezeZjB0AuIQuxPQ5Ed+XyistWxcXmFWi/UxWdutcMXsq28kaMNNMup9srSx4jzb01AuUwx1RYoBzmqZlmfoGKyVELrYk/vudYEjCgKUTgRtvWvqCfiaDETFBgOsgzE+apmRxKYCIoUjE5BE3F5NhX72OsXmC0VozAl60Txv6edww68s/FIY4xysP+xGvKrFZSvrDubt7yyyv41vr7mfEb2IHTl6zkBy95I+ctPzTpQcFxOWxoPm4HhtRasY9a3wAYw+/NIqJtf5cDlnSoVf73xo38w9at9E3PsPjxpxpfJLbfdnEqFjmeLpL8njLlqgCcODqgxQ+XFq0Uec/FH7GDzIIHFU5NbJhhVh+qISrobCOIfeFOzXQtZwtHp5R6GLkVwLjWhK+M4NRCVGAid0LDsNmxXUhM66oadCR2sgQ+qRO7COJqwv5cY5MV65fVtQZm2WiFKXQHawhiy3kWGxG7HHVgCY/CkrVudHsuQnRSz3fWfUWskoiA5CxBESkjQXp82A5Y1sdf/OU7WDTUzwPbdvDGb11JvVe2R0A7iouPOpwNcwf5Ud0nVymz7KknOHnpMt550vO4YNWhPev4XZFaEHDU5/+VHQevpto/yMDILubu2daxvKcd1r/7T/jKE/fwt/dd32ELEFSkT7pK28gSEVbOyTPij7eVVsqCz1IZriMFQejP1RjI1XGVSQB3RizKv+j4FJ12gqFWGfLKCe1wLANOhZJTz7w2PlFPBkU0wjwHXrHiPVTDXTwzfRO+mWFO/lAOH7qUAe9gvrTxdd07gNCnahEgTzEV5KNwxVihsf8O6Colp041cBgJByIyJCipGgNODVfZCPy6uFRNLvk+lsmgYF0gGIq6TjxrJoIC40Ep+TvmABA0vtHUUiGAWc8iFEU18KgEbkQg1FpWQBTVemx96fAUBGoVjzj1/KJiP98873KKTo7bdj5DKMIJC5awvH+IqXqNOYUiX3zgPv757uywwj0rDqUyOMzA+Ai7X/oyir2Su+3ncmDbNVLyh8uX88lt25jp76My0E9xyqb37LbbxVEuqsEp0pA0N7m25mi31r1KI0K17qO85pNot5N1mNO4oU1GlC7W5L9WCuNq3KA7G2DUCftnwW24KqJ6gpyDqgUo08zjnyXJuSfeyPMupuInG2N8eyZv3QJOxUfFbeecBlNgSwSCFDTUjOVKiO2fXVZThSLMaySvm8raSAuVTP4uOp/tbw/rgTj2PRs3GhexJSmy3ohJjZPo89+/4FQWDfUjIvzvn11H0EOvdpRi+fAQ17zzzdSBlXfcAcCXTjiR11/0olknM/pdkmoQYEQY3Lubav8g03MWMDSyCydsB9g5SnH2ioMBeM2ha/nP9Q+wqQ1EKJZvKnrdQSrp/c7pGbxc25C0ykDq79S3TNcLgCLn1GnAV2yhrEx67RInN2qW6bCAp232vnS78a3MBJbW1wD7QmEsEE6Z9yaOnfsmAuOjlYNWmt2VJ2fRBxspoI1hJByg3hRL3TiJT5kiIsJo2N8UzliRPMZ0V9rBntohyqgYFBHRaGWi3y03Qxid7IliEFr5H1rFBhkJodCUwrilFCjBc0PqQbZiIQJh5PuP38a+6gyXXPMVymXTpEScvGg5nz7nYvKOy6WHH8kn7rq1rb56vkBlcBhEeNVA/wGvCMDviJsAYFk+z9ujyILi0UfQk740WuxN5DIwqsuGorAkMS4UvB6TIoguSPmkxemy8WqFX9RthEYQKRFxHVowimznYSoIVwKDxKC/tH89LpJ329wIWdL0XeyCKFhTv3Fs+uSwz0YioBWFoSLzFg5y6guOQAbyjWeQqiM2x0rOIchpgqLTFbSZYDtyKqmjqT6UfTdOo3xWHSaKHuh2r+LYhERhDjsrWl9zNAbEhbkDJf760vN4zwU29O+B7Tt5emSsKykJwFCxwBdf8wo8x+Hfd+xgJAhYVSjwuoUL/0cqAgAD+TxzCgWK05PkyjOIdpiYl53QKRQhpx02j4/R5+X4zgvfyAXLDmuaW7rFw5SWum9favNraoScZYtQ9r3I8tXs96lnmNBbr9VkUwULilG/j6mwkPAVGIGacZkMiqmEQVbhfWryPm7d+zM+vu4P+MtHLucvHn49X9v0j4zWOzOvJm2JYjIssM2fS61H/Ou0FNt4DYQ4nXCn+i2BU5DarF0tTBuPsaCEERsJYE38sWjCqO7ZSGBacw+0isLRJjketNZqjCLwmyd1KELV+Ihurvf+Pdu57KffYqxaYenAIO87qT3Ed2K+HaNDM5N85ORTZ3UP+7v8Tq1AH1q5kqLWbDQhhx6xpvcwi4+4Qk9WPwRMHhYOd09aYd1bzYMrToHb0W2tFUHRwe/T+EWbSIeUIgBYv3qaCa9lZpZKOd7/hxfy9ne+gF5QZXFsXb0sA03WEUBcbcMPSzlMwW1qRxc9/vOaP2XV8SvsptijcnFUAhiM62/qY/SvX+iMEI7JmtIKQdLXuA4FQR4LDMyqI6rH5iCgYRFIHkLL7xrcnOJFaxsx75tGxzrULYgWxLH//uFZp3Lw3DmM+T5/98wzAPzFQQd19En+TxCtFJcfsxZHKebs2g7A1NwFFjuQBr0IYOC6pzfwwiu+yo2bn2ZuocTnz7mMW1/xPv7fWZfyb2ddiquzzuGxKKrVxmYYR3d01+FUBHRr/0ZQTEfhg+11SNSGsf76zDYU5TDPPr+fMb+PiaCPismn/PCNcuunn+BHO77KaH13VLth3eR9fHXzpxj0VqB6LOX1KKdBbzywQmdQKccbfSZ+ApgMC22fFyP2wBgU2KpMgU4xN2aLdZnMUmlQCscJuXzVyRw7ZxnLisOEoaJec/BrWcRPkbGxRRkIRdhdnuYbTzwAwPtOOoVLDj0cNwpRrRVKlIfnAvD1E57HisGh3n07AOR3xk0AsDSf5/3Ll/P3W7bwyGAfhXiHjzf89GBIKQH0UgRSsmzeMNv3TXY+Bba2A6AUQUFwKyQ8BWlvXagi0FpMLBSdeNMyUMrz6stO4GUvWsvUZJXrbniMDRt3MzhQ4LTnr+bssw4nl3P5wpduxnE0YRciINGKMKchkEyioeTOZvtQgKmpKjfe8gRf/9ZtXU32bV8ohbjWbSGp14UiyhPQ/iyaJImGAFFRvHh8A9oqAWm3RiO7e8MNE+ZSykRMDNShTQF2T8zw6V/czt+8/HzAnm7bymlJFJW48Y/efCO7ytPsWryY0SDg6FIpodT+nyzvPulkrt+0kQ2jI0xMTVIdGGR8/lLm79zcrBBgiWGMCO+59kfc+uZ3sqDUx9K+QZb2DVIO6k1ugSwJQ4dKBYpFmz2sdSPoJBU/h+fU2z6vGQ8TKEqOn2QqtCdlh8BoHO3gKkOf2zm7oKNMk5sgNre7qc8rpp2e2kSb9qaZSebl0qtKs/hRMqQscqXZiqCoiYurDI408BNV4zET5jIUGHuVq0JqMRgnY1I5SujKuKAgCB10r4xw2P7Uanmu3bKe85YezqXHHMcrf/613jeXMdeNCN956hFeu/o4Lr/qu2wabyj844ts9NpRJuTiA5xbIC2/MwDCWMZ9n4PuuIMpY5i/dRMDY5EZzYAKFCrlo1J18EQRGpkFOA9yrsPX3nIZb/n0dxM64KTuaCPT1S71iAUS6pjzQEXhZxqcOtaXH4Bbb7wSAZYsHuIbn3wLxULvrGP//sWbuPL793RXBoAY1KBrzeyF8UZMTJKUvq7VWpESN+dSc0CFpqdylcAb8tqGDLoRQZIIOowUFKVwXE0lhw1NjF2Bgo3siG4vLPWwghC7glRyuoxxAMThpi4JJXXXUOVUnbmc5va/ei+lnEe57nPav/47Zd+P6hBbX8b65+dy7DjmGELgp8cem/Dz/0+XyVqNT999O1/ZuIFNBx8GIizZ+Di5WjWzvFaKPz3lDN73vIYJV0Q4+ep/YaxW6dKSoLTgeiGFXIBC0D0VAsFVhuFCNQIbZpQQ0BHTXxhl/tOYKDQOlhQMJXfMtm/ZetA4rOo/lC0zNvfCTJijYhpZ+hRRSuWMLIitbXsqYJ43k7QXf+6LQ100vuRQ0X30klroIF2JmgxTQR7pQZNcDi1L4FRQ6FouNIrAOChUkh8ghgdVA4szCI2mHHROZW2piBXlqnVROsqu68NOPyO1znk+REAChWRQUpdcjyMLi3hk964El1IeGGL3IatRxrD8yUf561NO410ntYcrHojyO2efvHfrM3jbLff02KJlmHhQKxBPEl/w69Yeyw3vfStvP/15nHHoQRw0b6j7HqDgXWefzKGL51MayBHmSNLamhyEMe6gizsAZdkIg4IiLCjCvErC5WKyGuOBX7Sm7SAPfp8iLCr0LEzJYWhYuGiQMDSJr9w4zS6KRBFIwgcdggGXIG9xCzjYeP2WeH6J+t9JapFyEZ/EO0ly6ldRiuCi5RfAsT8mZ9kU0XDSiQcnDI6NMEQQT0UAQuhigyVqyuIxIgtAWLI/pkijjmchcfmqGJ7ZZ08LpZzHe04/JfpekgyXWQ9idOlSQuCcwUFePHfus2z9d1cG83k+dNa5rHvjW3nJ8BAoxdii5R3fjxHhrh1bmz5TSvH6Q09A97CFKy3WhxyqZPh08/urqO6y7zVR+CYloukUiEMgLnGIXsyiB7CzqtlWGWLMLzHl5xmrF5mXP5l3r/prSk4/40GhSRGIW54Jc3bj7TFQa+KxpTaXnbUh9tat26Eiucgi0HDFdbvXGLnfyaUWl/GNa90OHQCUjYgLPSuaElfDqv4lVAIHE13rG81kLU/ZL2JMiZLb19GykXAe1BvPL4zMjCP1acQoTKCTHzHNzyHrPhQwJ1/kwV07E0VAgNElywAY3LcH1/f54gP3EswiguhAkN8pN4ER4cM3/5LB6Wkm5i0gzOUZX7SYubt2JKdKL6/45AtfwovWHIZSij89/0wA9k3PcNm/fYt90+VMF8ApBy/n919wKm/59+8yHZ0AW33K8ebiVTrsBdLyb1oUCcOeuM1+zx37Jnnrh7/F4nmDeK7DaccdzEWnHUmxYI+zdT/k61fdydXXP8zY2AyOG2+gqR4Ywakae6JuO/Eri9YHnFR65LQpPZ4vnVwKSXifanyWtQ4oYM6cPvZNVyyJEKn+JP0SgrxmYHE/bFDZZRSW1c8HyXdYlKJyscLW1Kn4X8fiPFpN+t00mtilcMOTGzlyqWUde89pJ1PxfT5/592EHU6a1VKJmblzQYSXaN0b5Po/UPKuy6fWHM7P7rqT6sAQlYFhSlPjmWWznt87jziVn297kk1Toy3z2I5mpeOTvaLuu7iOQblBQkmcrjL+Ow4L9I3LdA1KuXrb8IgZ9ZpFCCNEPQh+6FBWjdPtg+NP8eOdN3DS3JexZccP6TRjauJREJ9cz1O9srH80W3PYwovshTEiZxDNA4m814BpqPTd06HbRt5jA8oBzlqxkE7go4ubI2GqIQNwhaN6ZpsSRA2Tk0y4+cRv/30H4qworiYvZVGyGlre0Gg2iIeRMAELo10pfZficGI2oBolFaIaVmxQ/Cnm5/31Nz5+IUiOggY3mPz4Owrl9k4NsrhEV/IgSy/U5aBe7ZvY8fUFEqEedGpYWLBYur5CNyioGZC5vWX2haS+f19XPGu13Hm6pVNQ7bgubz25GM596hD+eiPb+D+zTuy8QLx4HQjMBoNTbxpZzdd9pksM7yAGNiwdYTbHtzEzfdt4O+/fD2X/umXeHTDTr5w5W1c8LbP8KWr72RkumxP26UMdKCCsKibUPWionS9+chCMOhSG3QxrooQ+IrQs7TE4jkJdW+rhH0pnVKpJnIgSf0oBX/+Zy/lym//AcvXLOh8LI+sFtfesq7Tk4pXacICmNgq0dJmDB5s5H9ofyaAnQVh6mKyu9ZQfOy1P3u0wWehlOID55zBZ195cWZ3Bdh30EEADIyNMed/QO6B5yprSiXW+jaOd3TJCkyGVUwBpy87qO3zwVyB757/Zl6w5NDk9JdwB2iDdqSpliB0KNdyVOpuk5Epxq84NLsFfOMyUS0yVcvjh5ZWN5QsRcDWL6nfDc2IfEH43rZruX3kbno41qiGnaMAlCKVnCeZPuyuDTEVFFBK40T0qYIizAh2NFg3hS9ukpWwFTTpG4cpv4AoGx5YCS0NcXxfsVtiOszZNqLPGq6L9lml0fQ5fYxUO/OrhmJ4bHwr5y44jiB0CEOFCW1yOYAg1FRqGUpEPR2i1XoKIDKZtq8NTqjQFYfRmYa7KXBdxhZbq8Dw7h1JDhGwWWJ/F+R3yjKwa2Y6+b1vcoLSxDjloWH2LTuIJU8/lbzvXdNTmdcvHR7k3998KdtGx7nm8ae49v9r77zD47iuu/3eme3ovRAkSAAEe6dIURLVe6F6b7bkklh2nHy2o9iOkziuseO4l8RN1ZZEdatTvZIURYoUey/ovW+bmfv9MbOLXWwBqdiRJdz3eUBip89i5t7fPefcc7bvYU9nN/dtssvJirDTX2e6gARBYORgJxqK2iPPWIBu2n0d26PpFiAcn7hJUmGe+JjZ+dw/OMLf/Nt9drni5PYNy22P0rXEZzR2Dq+dBAmBbT2IrYv9r4OR50ILSZIGuFIidQ2REKDlcuuEPSLWGiVYEoRtmpfYuQQAoQkuvWQJ55w9j5FghIPNPdlH34A0rawzI2KuC+ly4j6cPAAyZqXRbatHVtems1y3YGZNOduaOtAkGCK56YrtbiUEJTf19sfXtwwM8tC2rezo6Ey7Y39FBZFAAM0wKGpqYsq8eZlvXsEPZ87i7J27MDxe+sqqKW5PGBUi8LtcXDlrTtp9w6ZBiSsfKxz7w0uELnH5Mgswy9QxNRkXlmB3Yuld57aP23TKUP5vDDwRK0JrqH+cCUCj5ZIzjdbTZSmUQtAdzaUnKgnoYTyaiU8zkAh7lr+0p1VGLY0h04fLeYGilps+M4BA4tMMhJBELbtwko4kRw/H7Cx2mWbTvsaUqxZ2+mBNgFszsaQnPpCy4wMsSryFzM1bxr7+dZhpgj+lhIihE4y4eHJkJ7pwYSHRhWBKbj6DEYPWYNA+YqKlwwJpZWut0y/XEHijbqLCShr0dVdPwXK58IwMk9/dGV+e5/FQV/TRcPd9pMRAWSAn6XNJy2GCeXmEc/MYKiohr7c77XaJGJbFD195kyfe25UU+Q9kTmmbiBgdBVsewAViOPO+sfhN6RXxNzvmu4+JAc0gxaJgmRJppRmPxPISuEBGxjzyzmhaChPpHmuaT9hGSiyPQAvLpOX5OV6ioShFRTmcf8FC3ti0n227Wp0pfgLNSN7e/i6E81Fw+aV2oI01fi7WY8eZiRH3iyZWhz2KxnrGpDLuve1aXt6xn8c2bGftkcMMhaOjlgJBSnBhjtcerf3P22/z/ddej58uCQlRn5deJwdGSVMTZS4Xp9XVvc8bnRicNmUqt7W38+PhIIMl5eT2d+MJBdGEwKPp/OaCSyj2B1L2OzTQy2VP3UNf2O4gbATShOiwG1cgGu/gEx99j9sWCvbI0x45a8KiIBDOeI2mpaHr2eqeJ5ZHjsUepN8qs5nMfp4N56LlmFdMYo/G0z3k0vE7WjizHtAJWy68mokmLKQUROMVDu34hKDpxohVWBOCEdMTTwEskFjCtGMb4kGQ8XFOSiyCKbX4LIPLJp3HeZVn81LnWvYOHcItdBYXzWFZ8UIeObI+4+yscFQnFI1ZRQRmzC0gJXt7B/EKb9zsLyHuBsouBMZ+UXBOTSPnTWsEU/CFZ59OWj2cX8BIYRFISWnToVGDohBcP28h3g95TYIYH427cFg+qYbynBw6hocBcEWjFLa30ltVQ09VDYGBfqp9PpZNqsl4jJ+9spYn39tld8okP05Sg6xuuzGj+DhOAJsw02wunHVj9hTxf+yOWRgSLTbjQcrs1xE7vp56ztjyrEMRIcBJchSbJVFUmstD934myb3SMxJi2742TN25JtspOeZObP7+s2dRVVEAQE7AQ36uj4Gh9JHi8esc510WkJxMSMS+RUmO18tgNHNDPpZVy2bj0jXOnNvAmXMbeHb7Hj5//xMZt9eFYNX8WTy2Ywf/8eprme8B6Jo8Galp+AcGyOvp4ZsXXohHP5qa2RObHx23nJ0bN/LswAD9k6ZSsW8nlikJGwa/ensdLqGlvMtfeuNp+sLBNCVp7c7LCLpwB+yHdFnZFKpzcnmiabMzAnUlbW9JjWDETcCbblqgHQPg0c0MSTTt8yemIda15Jc2HvhmuAi4Ms8YEMJOcNQSKiDXFUYX9gjfsmLBfsk7xmfrxE2VdqyAGwuJRmhMaU0pYdDwErI8xDMCOBaD6Jisf1GpE7VM/Ho0nuBJx8m+aroQAvy6h5BlpyOuDUzmwqpzOKHUnvWxqvqMlPs7tWIOP9r5RIocMi2ShEDyNQssSzAijYT1EmnFpmcfJU6b9cKB/bzT0sIV9XPtmQjOl2hpGt3VtjuqoLMdb2jUdXD8pBo+v3zF0Z/rr5yPlBjQNY2vrjyVzz/zZHxZQWc7w4XFRPwBOifX8rMZMzJmewtGo9y1flOmQHCkyxmlZyHpObTtdzZOFrxYDIF0lmmmiPX56cVEfKRvB7mkr36Y6WIyLRdIKckawCYE6HZQlaULispzU7afPasa49mNzv1pmD6JZki0iIzf49QpJfzd35zJkkW1CYcWXHrOAu54aF3679m59LLiXDugM40lISak0ooaIRiJRm03SEKNiUzfh65pnLd4ZtKy02fUMaOilL2d3Zhjzq8Jgc/j5sblC/nYo49kHdcNlRQTzM9HWBYrhof518su4+SpUzNsrRjLT6ZPZ87bbzPiC9BbUkmRE7j1ZtMR3mw6wo/PuYDaokIe3r2d/X09rG9pAl1miIZylHdIZ2X1ND4/5yQMaTItUM4vd7+KnT5UJG0fitppvf2eaMqjpusWkQRBALHX1f7gEqPGe03IlPoEQkDUFESlG7/LtkJldAM4o/x+p7KfRzMp9gyn7BMTJhFr1FoghB0+mF602LkCQk6EbWy1YWlEZfruwUQnYklcWnQ08DDqdYIGYSgKP1v875R6Cwm4Uq03Yyn3FbCqZimPNW0gMXIgGB4b9UvSZ91lYUQTxZATk3FUaaIdLCCqYSLpC4d4aPfWJCtFT+UkTI8HVzhEYXtLfPnnl6/gM0uX4/4IifqPlBgAuKhxJlJKvvnay3SNjNidypGDtEyfSTC/kObc/LT7GZbFy3sPMBxJTSwSR9iR6ZqZxmoQ+zzGX6xbccu7TUwQOEFrY/fL+BhLieUCLTLmfMdArAM1vQLXUcSvWS67wreuCebPSbWmvPr2XoSmxV0dCLugkOW2r1cC0xdN4s41G/jm3c9TkOvj3BNnUVdTwv2vbo5bLhLvJfa7pgu+ftv5/OS+V9l5oD2+LhHDk7xjovkuGlswThZTAVx14nxK8pIbLbeu8/ubL+fv7n+CDYea0YVACIFhWVTk5fLTay8iKiQHenszHjvq8dA1eTIA/zhpEt89/fTMF6JIy8ObN1LSdIj2KdPoq6jCPzSAb2TYabAlf/f8E5hC4hKa43MWdv153QK3TPuSRE3JS037ebFpPwg7qNDlS1f1D0AQjroJR3Xcuokm7BF+ri+MwOk0LQ23ZtnpcKVEF6NCwJICTbpxu0fnusc6ZdOK1TcQ9IYDFHiCuGKJs3BcjQiiVrIbQAjb7N8TCVDsSZ5DL4GI6UpKAmQLilE3Q6IgsMsOJyfFiAUCZm5l7FgBl2liSJ2g6XHiJ2JrBW91v8fVU85Js296vjBrFYa0eKL5Hexi0xqGlTnYJ9amCk06LoHk5VJCqc9PbziUxkrE6EAtMnoOU0q6IkHHsygYyctnsNSeLVTafDg+c6ImL5/PLVsx7hTWDxsfuaRDMQzL4s0jh+kYHqI8J5f1QuNL+/fj1zQ2LlnCzBw7biAYjfLLdeu5993N9A+H0CO2Iy7F0iRHf4RJUpIiiWOSj3X82IIhZhQ4t7GB17fsJ+oUJIq9p7HAQgHxZDiJ7308kDB+DTJeLAlTjptCWYuOWhJit2O5beHsCmVJ8Dnq5oz7Oe/6+S3U1iQnyDn7pp8yHEwvniR27gV0gaaJ+Ohe4Ah3zY6XEKYTaOlcp+WCktwA3/yHi1g0u4ZQJMqTr27nkZe20NrZT0Gen+KSHDYcaUnKTiidxE8x92mifz9FpCVw6fK5/POVp2dV+Ftb2nl9z0GilsW8SRWsbJiKrmns7OzkgrvuTn//QtAyo5FwTg51QrBr5coJnXb4/RAxTY779S8YjETomDyV4aISXOEQk/bsQLMsLE1mCQ6V4JK2IEhdkzSC1zwmutvKaKZP3NN+H+xYgLxACF3LaEd0/hdU+Ao4u3oKz7W9YXeajlXOSuikbSwK3KF4EiQrXtQnGdMaXV6fk8+8wgZe63zVOUKq2wAgKm2fv1czcCdUYIxYGv1GYgyVfeTxahgAGJbtShmLhsbpFcv4fOP1dIUG2NhzAFNK5hZOZnJO9iRbTSPdPN+2hUNDPfxx77as20pp1xywxiQMis/gsjRqAkUcGepz7oykto1wmodHgoiA6fLQ3DgLy+Umv6udkpbRANbvnXkOV8yem/XaPox85CwDMVyaxsm1U+OfT5KSZ3t7eb63l+t37OCtxYuxTJMbHniQLW1t9khDs8NQktLVxkgwNUsXo4llGN1QytEI/nhdDQm7B7v54Wcv5rd/WsfGfS2j22uj20sdxmbtlMJerhkkxQjEXAzp4gHiG0g5qkYcLA/xhCJSl5CpcqEjaNyahmVZfOm2c1KEAJBiPk86l4u46Ek088deSGliB/25nHLBsVMLwUXnzmfRbNsS4fO4ufzMBVx+5gIADrb3cP0P/jgaABm7XSeTY7rBTLzxH3O5P/3ExZwyZ/xAvrnVFcytrkhZXlNQkORfTKSnuppwTg6aYfCvkyYpIfA+6BoZZtCx1JU0HyGUk4vh9dFdPZnSpoPZZ4kgbKu/K1kxy6Tnw34oLENDcx2FGIi59xAgBGHDjc+d6j4YPfbofkORHNqHC+KPoC5M/O4IXj3RIqERstx4SJ3jH792kh/jETOfDT1D5Ltq6TPGJGHCdg/ErA8SQcjyEIqJGjRm5M1iU9+etOfJ+lVks7YJ8GgevrzpD7zQtjXpeo8vnc6/zr+CUm9e2n1rAiV8rO402kYGxhUD9oVk/qMJAVc3ziVH97F63xaahgboD4bsqUKGI5rSaCcpoHPKVCyXG09whOLWZjQnmdoXTzjpIykE4COWZyAbmhDcOXMmxS4XG4eG+Mr+/fx+46ZRIQB2J6hjB6CM1zA4o9uk+huJPwnb7e/q5VN3PsKqU+dy9akLktZJnMyFroTjkvy75bJH0Vijpn7pElgJ5VhduobmtEplRTmsWDQVvALT7WTe85E0/99yi6Rqf4k/hkcQzdMoqMnjx9++hgvPnp/2K5jdUBk/ZyIxS0m21jXTGiklL72zN+N+P3j0VYKR5ICupCj/bH8352+j64LFdZOOSghIKTNGOu/v7cEgdX70SH4+/ZW2eJjc1Mw1jY3jnkeRit81OjrVLZOyIwdBSoaKSxkuLDoKP5lIEsQyjVC0txEYQXf2TjD24hEzQ0tMUyCzVPMDe6rakBHhsaa3k54TU2oMRfyEjOTxWNh0xSsEJuUkkKP7Jd7EgeE2dg4eZPvAEN3hAD5t1A1al9NAQC8gXQlOe3qh5MLqC6gN1CASXqCjMRXbloXR78OwNDvxkoSoabH6wA6eHyMEANZ37eWTa/+boWj24OHKQD6TAoXjig4rTQnkmNVDF4KhaISPzVrCt5edixzWIKTbbqT4iIuUQUJ/WRWh3HyEaVJ2eD9CSm5ZtIQ3bvkUn16yLPsX8yHmI2sZSEe118tvZszgsm3b+EFTE9ObW5MbemGPnvWQ/bJLASIxmcexnjA2GnVGFP/88HN846KzktbHrQGZ3XPE4gV0A5JLkQs+ddWJ5Lg87DnUSW7Aw8olDSycOYn/uuslxPYj9lz9tNdmZyk0nZkJQkqkZvv8Y0Od9oFhHnx5MwvnTE57iKsuWMzGbUdSV8R8C1mIm+zSbBaOpg9o6BoY5rXtB8YkbuGoJG3sVJoQlOXn8p0bzs26/YYjzfxm3QZe2X8Q07JoLCvl5qWLuHz+nLiv8N7Nm9E0sBLiHgy3m46ptQDkd3Qwz6WrmQPvkyK/nyVV1Wxqs99T//AQBR1t9FdU0VUzlcqDITxZ6xCMmowTg+5TH0279zDDuhM7MPYgY7ZFIqVAEwIps5no7NS6I0Y4nnM/+TgwHPXi0UcSrAuCEcONTzfsZD1xa4CIBxHG7ksChtM+mUhGTA97huCWaTdyec3paEKjPdTO93d9n+5Id9xSoKEhkdw89WZm58/mwupz+Pne345emRAIacXtB+mQ0o6HGIp6HUFjb6cLE1OCaaXv7C0kTSM9PHLkbW6sWxlfvrmnmXv2vc26zkPoQlDmzefwwAC6i4z5FexcPyJleQxDWkzKKWAoEuGmJx5iKJohHixhn5Avl74Ku/hQScthPGHbL3ta7TTKc7JXrP2wM2EsAzEuLSvjdieoa29lBWG/P3k0L+xRtOXUtZdCxi0FWRVzphgD55ixQcozO3eT43PHXFr2qN2pc5Dp+NJJ4mP4IOq1zepCE0yqKOSV7Qf4zqMv8+CmbTy1bQ+bj7RimBaz6yqJmhaWCwyvwHCsBGNLF0uXnYHQ9OtYXi0pOt+SkjXrdnOwJX3N9JOW1nP1hUsAkiwE6awFR4uuCWZNLU+7rqVnIHWkkMb8n4nSvACfOXcFq79wA1VF6QNJAR5+bxvX3fsAL+87gGHZzfjuzi6+8vQavvinp+MCcltnhz3wdAYaphC019dhud14RkYoammmdTh9givF0fG5ZStIDGsqam/BP9iP1HQ6ahowj0ZoSYjns7EEMur8GCKepx6c/PWJs0+c0bm0HN90wrYAp1bO4HMzzuXLsy9DFxpaQnOqCw0hBR7NnUYIJCKIGGMLkGkEDTf9ER+GpWNYuuObHxUCACOGK21e/UeaXo7bqyp8FXxn3nf45LRPsrRoKQsLFnJB1QV8f/73OaXsFABOLFnGhVVnO1fjdOqj2QNSjq8LjStrLqQ/nJskBCBmIRj/b/LokfXx3+/cs44rX/odTxzZRltwgKahft7pbMaSAsNItMaM3rtlgmnoKcsh9rcWuDWdi2pn8cju7fSHQ5krzTq3abg8dNbUgxDk9HaT2zva7pVmyU3zUWFCWQZifKuujneHhni2t5f2hjom7diFbiaMRoU9Ao9lAM3R3UQGDGSaWQRA/H0Rmd+f+PLXdh9iankhfe19tssqpvydTk0PkxS8GG97NFuNSJfEdKr8HezrR+8biJ+uvW+Inzz6Out3HubT56/AzNGSGlKp25H+ekjaVgbInm8Au2N/Yf1ubr3k+JR1Qgg+d9MpLJpdw+qnNrJ9bxuaprF8YS2vbTtIMJy5bKuI3fMYTEtyxekL0+5TEPClXX40CB1mTCnnU2ctz7pd68AgX3l6jR0AmfjdOf//afsuTpxay+Xz5xBwOw+IsO+lq3ZqPE6g/OB+NCS+j0hCkg+Kk2un8r2zzuUrL6zBsExcmkZV0yEO1zVieH10Taqn/PDuNONXOVplU2K/VMYYX5KUYGogJFK3g/rMiI7wmghn5GmZYwMTpD37QIMfLL0at2Z3fEtL6nn4yDrWd+9GAkuK6zmjYh6fWv/fWe9PFxqacGPPf7GfMg2NiJRYCIYMDz49ijuhUTClIGS6MKSOnibhSG90kMMj7UzLsUe4bs3NCaUncELpCWmvQQjB9bVX0BuxWNP+MhqSEcODYdmFhny6gUe34xjm5jdyXe0q1rTswkxjos8SlpxEV9gWyZu6m/jWluec+7LvxTb92y2tlBqGkVxZ0rKEk2rYrjURixC2nMQosSnQ/7ToNAq8ft5wEgVlk2SW0OiY1BCPEyhtOhwfI84sLaNhAhQVm5AtlS4Ef5w9m2mvvka/10t7/TSqdu/J+Bh7PS6EC8KMCgKIP4P279nCDMY8hQd7+sDjLDeTO3/Ta7sp4g9vSgyBvcCypJ3MyJBJJlAJvLXjMJt3tzjzi8dei8T0CbxRjUg4W/Y0G00IhoOZk/cIIVh5XAMrj2tIWv6rB9/gjsfXpfX5OdmL4+107DyWlNxw3lKWzErvlqgtL2LGpDJ2t3SOHjeTeyWBmJFmR0tH9g2B1Zu3jhtA9f1XXmPF1Cmc29DIOy0tSKCvopLhoiKwLMoP7McdiaALwfnTVbzA/5bLZ83h9Kl1PLJzO/t6ewi43UyfXMvHDx9hJCef/orJFLaPuqs07Kx7uCxcQrOryskxQiDxd+k4mQVIQ8PSJEK3HCEwFoFlCiblFMSFAMCkQAmfm3E+cH58WdCIHJXh6uzK5UzO9fNyxwZGjBA1gQosqfNu716ilsVwNAfLEggh8WgmWrzYUmbSpfbNRkuwh9WH38aUOSnWhqBhlz++bupJfGb6KkxpcVvT3eNYPLJT6LGn8t61dz16fFposuVlFJEUGxCfUmhqSdMK7dGSoCovly8sOJnL6+xYJ1Nmv1IJdE2qI+oPoEejVBzciyadeRlC8E8nnTwhiopNODdBjCK3m9811CNMk1BeHp21UzI+MKWBAPfdcjXTy0vsWBznW4s/t1ZCh35U0Tejv8bK6yYut8ZKtEyxBM7+KUgIRowMBZUEQtNYeWIjJ61oGPdyDdNiSmXROFulcuslx3PigmlAsttACCgvzuOLN5/GrGkVth5yQ0FFDuefMYdrzlmc9bifv+ikpO84Lsgy3Ej8byTAcxSj9G3tHXbjISRSc36ETAoT7B4Oct4ddzCztJRiv5+RwiL6quxRWGnTEfzDQ3baXF3npgULxz2nYnyK/H5uWbSEb51+Fl9deSpXTZ3G3bNmAdBfXEGopBKwhb5lSTBARASaoTE1r8gxf2dq0KUdxev8jU1DSxAC6fdpGR5mxMiSkwTwuzysKJ2BnqUjMaXF+dVLuGbKOfxq6Ve56/hv8O35n+XSmpMZMQSDYR9hw0XU0omYLoaiPoYi3niehXSH9mkeavzpXW2ZeLJlvRMMmS4i2v5mVh9ei5SSwWiQISNbAOD4Hed51fZ7vrbz4DELl+znFTxx3i1xIbCzu9N22WTZq7+8hmBeIcKyKD+4F5dTlbY8J5f/ufASVk6Z+me6vr9uJqRlIMZltbVctXcv90vJUGkpumFQ0tyStI0Qgktmz2ZWZTn/ddn5XPjfdxOfSQDx6YQJExKSye4utMVsYgyScDr4scnQMu0/OqgZXTxODy+l5NXN+wmFnTztWSop+jwuzjp+Zoa1mXG7dL73Dxfzyjt7eeTFLRxp6yM/18d5J87mopPnkBvwUlyWy7/9cQ2DwTCd4SCPvrOdx97ZwdUrF/DFS07Bpadq1RNnT+V7H7+Af7/veQaDYXRNgCmxEmZGpIzGNLuTOGve9HGvO2REkyVy7IvRsDNASjsIa8Qw+MJTT/N355zLzQcOAFDY2UFhXy8mdgGT/1l1CTUFBcf83SmOjsvKyvj61Kn868GDdJTXMNUCutpHg35NgWFKDvb1pQbUJyGSX+C0o9NkwqbBmqY9XDw1fbGkGLfUn8667j0IUmedaAiOK2lgdkFqQq+wqRFKiSWwsaRgJOIlz5vaIWsIzqs6AZ+eft9MHB7ucPL+ZzK1CSKWybe2PsJFNUvjwYipW5GwPP136NPc3OQED2YIT8y4BkiayZCOV1sOsLR0Mn///JNsaG2xj5fOMAQMFpbR7wjJ38+aSVXtZHpDISbl5bOiZnLGbLUfRSa0GAD47cqVbHzkEfZUVNBfWYkeNSjssM3JuhCUBgJcPc+eVzq9vJQlkyfxblPLqD9Z2Il8hOnkDDhWy1msQ0+c8++Yz0drFhzFMWTqomxEDAOhCSyXRI+kvn6xz1+86XRy/MfWsMTQNY3l86bSFQ6y7XA7bl2nalIBfp+btbsO8cXfPxG/btMpAyqR3PfquyDh7y46kSc27mT9viNIYPHUalYtmc3Zixo5dW4dL2/dT1NXP/kBLzNryrj5l6uJRMx4W265bSuLBrjRuPaEBVmvN2wYvNdhZztMZ01GA2naDYslJUek5NOHDyM1jeO8Xk4vKkIWFrCkehIXNc7A7x4/cYvif8fXamtpj0T4RUsLB8qrqQiO4E9XlfQo3ElENHBZR9UqakLQGRwad7u5hVP47sIb+Pp7DzBkhHAJzYlHsVhROoN/X3BNWhP0nftfcdwd6RoUgSl1u1CSlmheh/q8Gm6aesH4NzD2iGlqHIxFSvhT8wYePLyJUp+fESOYcn1OfbL4lMuxt6Yh+PHSmwm47JLDJ1bU8cSRbXHrgBCxzj79HyyeayFNvEKMN1oO8h+vvk7HyLCzsSP2xuQhGckvoafSrjvwtdpabnasexOVj2wGwmOhZWCQs156ke3OKK7i4CFyuruZUVrKLy9eRW1hYXzb5r4Brr3jfjqHhpPM8JoQTC4q4K4br+CrDz7H2n2HR6fPHQUimvDoSycGwSBJ1GZEJpcrTspsmAZNCApzffQPhzFN26wRS2wU20cKuyN95r8+TWnB+4ukfX37Ab70+ycJhqNojsI2LYva8iK8bp29rd0ZI3yFAF+uh6FwxJnKZ6dpDXg9/PTjq1hWb8cVHO7p4771W3hz7yGCUYP23kFC0hxNQzwai8THVizm9rMz+/8e2badLz31TOYbSgj2jAR8tMxoxHK5OKWggKfnz8evphB+IEQti9I/Pc5AQSHCNKk8sBtvMCH9ry6RGVIT2xvYD0g8wsZjonnGf3F/uOLicS0DMUJmlJfa32P/UAc+zc2pFXOoz6tMu+1ANMiZL3xjnCNK3LpJrsdOi2xJO23x75Z9iWm56Y+bjSdb1vPtbQ9lP6O0ZwtETBcuAS7dSBsTYW9nj2gSB9bl3kJ+uPRGGvOr4su29rZy+Yu/STqGlGCZqUN5DXsqtBV1Cr2kXKD9X6Unj47ekO0uSmoHpb2bBiN5hfGZA7dVV/PT6dMnRFxANpQYcLAsi4+99x539/aiAd+prORLM2bw6qGD3LFpE++0tqAJQX1RMYsqKwmNGLy6+yC9I0HK8nK4etE8rlu6gDyflx0tHVz73/dhmNbRlet1Ov6kwagFWHZa46NBWKPvRyzFL2Ru/05bWM+rm/cnZxGMTV62I2dw6Rqv/OQ2fJ5jNyDtaenimu/fi2mmjm00kZIcMS1Sh7GzlDQh8Lh0Hv/SzWxtaecLDzxlJ4AZ8xjHUh6P5esXnsHVS+cTNU10TSMUNbhz4yb+8O67tA6OP9IDiPi8tMxsxHS7qQG2n3QSeWrWwAfGUCTC3P/5Ge21DYTy8tEMg8r9u/CEbTO6RCJ946jq+GoJmkT4bFNdpv4h4HKz/tLPE3C9P6tZJjqCA9y17y0eaHplnC0lmpC49NE3KUf38adT/gWPduzPYtiMcuaLXxs3KDBs2FMdwS7x7NHt2IVYRy0ERA2NkYjb2UY6AcOCgO7ltfO+mJRMCmD1gU3888Yn0BICCTXshE55Lj+94SBuobGifCovHTyMNMRoOIM+Jm7CAqICQnaFg5gLNXGTkdw82qc2gKaR29PFtjPOZEpB4TF/Zx81VAvmoGkad86fj7ZzJ3e2t/OVtja2dHby5jtvJ6Wc3dTayqZWu3La3PJy7jjvcurGTDuZVV3OHbdewT+tfpbD3X3ZT5wQ/CaxO3TpcqYYCsdVkOX9lDgxBu7R4xCrPxCx5+3HOnzhVCu8+MS53HjWYl7atC/5YDEbH/Z+Zy5pfF9CAODOFzfYiZvSrLOOdgZAmp0tKYmaJv/9wjoefm87ppXafMUtMmnO88NX3uB3Gzeyv6cXTQgCHjdDRiSt/zMdUY+H1sYGTLcbz0iQX85oVELgA8bvcuHTdMoP76NtWiORQA5tdTOoOLAHb2gEgUCLaGh+SdSy0gaWiMTfLNsMLfTMlf5uX3h6XAiEjChh0yTP4/1fFa95sXUn//D2akzLxOcdd9YvwmkY7AQ8OrMLG9jS08Tikilo4th83V7dzeWTT2D1kTfSro+9i0ZC+WPT0hg27KAnXbOTFEUNjcR6C5YU8e952IjwZsc+zqhOjkG6ctoiFpXUcO++DazvOoQmBCdX1HNt3VJqcgqJmCard7/HV99YM3rsWANhCXtaqIYdZwVgCGL5EsZ+hcGcXDocIRDo66Wi+TCrt2/lCytOOqbv66OIsgyMwbAsbtm1i7vb20FKSo8cIq9nTNId5xvTBBR4fTxxw41U5aXm2pZS8s7BZu5d+y7PvrcnZX18WqLzEMdrHjjL9OiohSBFEIgEIeB8HntsYYJf6phhO5hh5pRyrjtjMectn4kQgm/cuYbHXk9NGaoJgdAEeaU+pCZYMLWSa1cuYtl02zQ/MBLikfXbeHbTLobCEaZXlXL1CQs4rqEmbmpb8aWfMZIlz8BRiQE9w2wJICfXy7AZSV+RjIQYsIS2w3LbnxOnNNrrZNK2mQj7fLTOaMD0eHCHQqzo6OSlG2/4yFUv+zDy1ZfWcP+294gIjfZp04kEchCmScXBPfgc3/Gi6kre6W5JefbSeKbBa4GwEHqyGAi43Hxt8VlcXb+Qt9oO8Yv33uL11oNIoMyfw00zFvPJ2cvwuY4tXuTgUBerXvhFfBqcWzfxuDLXKBDCdhNETZ1gxJ1UMKjKX8CX553LGVWzjukagmaEv9vwP+wYaEoSx7FXLGy4kqoTgp2LIRK1xXBi2GCmV+I7Sy7hkinZY3fGsqmjhUsfvzeDXHeWJroDIprjahXJFoG8fDpq65Gahn+gn4pD+9AknNcwnZ+df9ExXdNHESUG0mBJyaznnmW3105yU9J0mPyuruSNnG9NF4KbFy3in085NePxIobByf/5awYGkqN/4x1WukhXC1whe6NYXpFEQSCEU9PgKAYAmoA8v5c7bruKhsrS+HLDtPjZw69z3wubiCakLZYaSD/E3HYx68Knz17OeYtncMvPV9M7HIw3ErH1V58wn69cfjpCCBb//Y+yFjJKud8EYntZ7tRt4tYTX0KH7lgB0uiheBS5FSsEla5xjau7zNcUygnQOr0By+3CHQzScPAQz1x7DVMS4kkUHxxNAwNceN/dDEXCRIWgfWoD4Zw8WxAc2stFFRU8d2gvZK10aAvhOaXlaF6LLd2txJ6yfI+XK+sXcPui03BrOo/u38Y/vP4ntDGFqjQEi8qqufesa45JEHx7y9P88cD6hGNJ/B4DTcSses5SZ3XE0NE1k3CaGQexW/vxsquPWRCEzSirD7/BQ0fepCPcb+dlsux4hLEVCmNVAw2namDMywiZrRrfWHAxb7U28Xqrnea71JdLvsdLmT+X02vquWDqTHx6sqXtsy/+iacO7Moo/FPe/4iwZ5TEBlvAUGERnZOngRAEBvooO7QfTUp0Ibh81hy+e+bRl1v+qKLEQAYW/PLnHCwtY6DMnq9b1NJMQUd7chvifHN5Xi+bP3NbxmM9sXUn/+/hp+P7aLFgwWwDSgu0EHZiIc3eR0uYcVBWkIPm0mjtGz/drQSEDm5dZ+7kCk6eNY3LjptLcW4Ay5IMjIRYu+0QHf1D/Pip1+3iOxmurSQvQN9IMGNH/y9XnsEVK+Zz+XfuZl9rV3oTvma3xx6XK6UOQcyCa6WxCkicyotj29i4ekidERETA6aHVOdh0raZrQMjebm0Ta9H6jqe4WEq9+1lekE+z9/88fQHU3wg7O3p5ovPP8Pm9jYsIehwYghcwOfzc3hw7SuAtF1qWbjj3Cs4dfI09vZ3cXCwl3yPj8Wlo5Une0NBlj34M6JW+oAeDcE/LDyJz80/8aiv/eznfkzTSO+YpRK3buF2mXYCUglRUyNiuDAtgZ4l+ZAAKv0FPHfW58d1GQSNKKsPbuSBgxtpHRkg3+PDMCXd0V7cLjNrYF0kqicVa4plIBQkX5uGIF/Lo20gbAsoK6YchLOXHb5ZFcjj3rOvoa5g1PW64O6f0hfOktcg1unH2oGYGHDWDZSU0VM9mVia4bIjB5OagTsvvpyVCRVuJyrK2ZkBXQiKm5sQpkV/ZSW91ZMwPB5Kmo7YD1JCLzcYDmNJmdFc/NLu/cnT02Km/0wnj1m+/MSnw5huMHGCAyVMrytj54HxM+oBxKZRR0yTjQdb2HiwhV+uWUt1UT4HO3vRNMGK6bWUBgKYWnpfPdhqv3toJP1K+zTc8dI7XH78PK49eQHfuP+F+DpLjNZ7QNj3UlWUQ1vHAKaRnMTUTCh/nPS1uNIIgdiJJfHvdmyEc0yAjItM/ThcWEBH/TSkpuEbHKDi4H40aREy0xdTUnxwNBSX8OhV17O9s4MdXZ0IXefXwTDP9PbyXwPDFBWVkdfbCaZMnm3C6O/n1TZySs1U+3gFpTQUlKac56H972FkEAJgF+O5a9dGbpt3wlG7kEyZ7niCqKkTNe2LtYsD6c6a7FkIJdAa7OfBg5u4atqSjNsNRELc9Npd7Oxvs69dwmA0jBOdh65LtDHnisVRGE7VxvHQhEBYGm0DYXtaZVwIjN5n7GNHcIgb1tzPS5d+Eq9jIchaUwBSX3jnjymB/vJK+ionAZDf1UFxy5H4n1wXgnkVlZw4pXbce5gITJyMCsfIadOm4RKC4rYWipubQEoGS8toq0stjlLi92d96XtGgkmjUqmP4zKPjVAT3QfOj9TtznJPRw8leYGjv6ExJwwbJgc6e+Mv51t7DvHopu2YWaIVx7P6S+BwVx/dgyNccvxcTpkzze743Y6wGdPJH+7rJ6pJpMe+J9M96tdPd2wrMUgy3f0JezqkGZO4iZkij8b+ldjgAX1VFbQ31CE1jUB/HxUH9qFZFroQzC47tgxviv87ZpeVc/msOVzWOJPH5s3j45WVSKCnqpaeisn2HHVn2m7ij25qfGvlWeNOMdvZ2zluJ98ZHGYwkjmN91gWlUxBzzKCl1KQJJmPMkzla5ue4JvvPksmA/C3tzzL7oH2xDhmEhuecMSFYWopA4SooWEmpGuW0s7cGA3qREZchEfcREI6liVYUTaNlaWzRy0U8WOl3oQpJS3DAzx9aFd82bySiuzv71jlLwRSCLomT40LgYL2liQhAHBcdQ2/W3WpivlxUGIgAx9ftDj+jBV0dlB+YL+dujg/n9bpM4h6bF+dLgTXzp+f9VgWY5SwsCsWQoZnPDESZyzOsohlcv1Ji8a9j7glbhxiZn+pOSZ67ej6z/TnlLh0jR/cehEz6suRaWZfxRofSyep8l+maxWJ22Q87+h2gVwPzlRnRGzkkOWGEkONLE3QXjeVnppJIAR5XZ124SGnRTSl5Ib5xxYEpfhg8Ggav50xg+/W1QEwWFJBx+TpWEK3g2IMwADd0ri8cQ7F/gDBaJSHd23nv9a9wW/e3UDz4EDSMf0uN2Kcl0oA3qPIO2FYFsPRCNdPW5Y1LW9K1r2jfjkFd+1bzz37NqSs6QmP8Kcj76XxxSc3VlHDRSiiE47oRCI6kaiOZSVXUYyGXRgR3blG+0dYLqyQl+unrmB3b5d9f1mEQAxNCF5sGp3pVOrLybx5gosw9o67An76Z8xluLAEpKS4+RBF7a1owo5vumLWHB675gb+cPlVFPr8Ga9joqHcBBmYW17Bf55zLl969hksKckZ6Me1ZzftdfVEfT5aZsyk8uAB6oXg44uy59NvKCvhrQOjhVQQtsnbsmyzf9zn5Zjzx+28BUQtk4uPm8PPnn2Tjv7htJulBCgeBbF3WTpmVC02o4Gjyw9QXZxPSa6dpGjtvsNsa+2IX3PsmsYG8kmX/T2k5FoAzl04g+9ccw5D4QjHf+9XR3cTAoaiEaTn6AIsYzJCCDC9Hprr64jkBEBKSpuOkNfTFb8eCVw7dx4rlWnxQ4MQgtunTKEYyd/s3Ucor4C2qTMpO7IPT9Qevc8qLedrJ53G43t28uWX1jActQtNWVLyrTde4ZrZ8/n3k0/HreucM7mRu3dtzHg+XQhOrJqaNYBwa08bv9y6lmcO78aUFiW+AMeV1/N2776kqcwxk7xdqGf07ZCMuvMyzThI/P/Xu9/kuvolSdaHnf1tGEdZF0BKjViFjrEuA9OIFQxKvhBTSgSS2159lMpA4myr7A2SlJKIOeo2CUUN26+YzrXj/B9z3YZ9ufRNm02/lOQKQV17M4M9XQQ8blY1zuLWRUuoL/roVyB8PygxkIVLZs5iaVU1927ZzOO7dtE+PET1rl2019URycmhtb6B6ydNIt+XvbTugupK7h77/Dsdbqyzcusa0wuK2N3efVSCQNMEmib4ya2ruOUXDzISyjCN7xgtYGPdb5YbtIgdnGNJKMz1MTASzujHu/HkxfHCRPev2xKvRohzXKknv8+xk0oXuHQNK2w3ToUBHzeevJhPnHYcuqZR4PcxvayEvZ3dWT0FsSylsfNmty7agUuVeXmc0jCNrdEwz+cEiAhBqdvNZwMB3mg6zF5n+2lFRXxi8RKunjNvwmcr+zDyySm1NAZyuHjbVvp9AdrqZzNvoIcvNEznyplzWNvcxOefexKnBhCmY5iXwH3btiCl5Lunn80JVbXMLa5gR29H2gh3S0r+dm5qye8Yr7Yc4JaXVicly+oOjfDakSA1+aUMWYMY0hYpdlleSH2RBZYFeppcCKM+/dHRe1twgIODPdTnj8ZAHJt5XDiVRpPje6QEI5rZAiKxsy9WBPI4NNiHiUwISkoYIYyeBoFgbklFfFHA5cYlNQzDSrZlO9aA2N/IKKmiu6yGqJTMzcnh8blzmeY/BSmlel+PAiUGxqGmoIDbV57M7StPJmREeaellYFohLuDQf7Y1c33W1rYMDLCvbNmUeX1pj3GObOm8/VnXmIwnMaHKOyRxKXzZzO/spJ/ffz50ac7w/OrCcH08lLePtjEJ+95hKjbwMIZxY+pcXCsjInrAWkH7WkR+PLlp7FwWjWf+MWDDIUi8U4+NrXwwiWzuPakhfHd93X0JIkGqZG13kJUWPzi46uoKsynvrwYt2u0kRFC8PETlvCVx57Lft3OwS0pcesakQy2jJhMsITk11dfyl0DAzx+2E4hPT8nh8fmzmWq349cuJCBcBiJpMDrU43Kh5xTSkvZfvwKrt2+nVf7+9lcWMbrbj9XCI0frHvD7lxk6usnJdy/7T1uW7qcyfkF/P6Mq/j4Cw+wtafdqTcgsaTEpel874TzWFGZ3nIUNg0+99pjaZNlWVJypH/I7hC1Ud+a7jHiOfsTkQgME3QtVZDYfv7kHYwxQYrziybh190EzXQDiXQNkEBIjRvrj+O8mtnomkbLUB9/+8rjae81vpcQ5DiuFRGbqRRz2xnC/ok1NhoID1w1fdT1es606Ty6Z4ftmkkTZ2npOnLqLFo89qDsktJS7po5M54MTL2zR4cSA8eAz+XmxCl2YYvzgPPb2vib3bt5qa+PBRs2cM+sWZxdnGqC8ug6nzl5Gd97/jUEIqmD1IWguiCf/3faieR6PTy6aRvvHmnNOLUP7Ebj8sVzuO2+x4mYpt3due0APKRt1tci9qyD9+X3H2OrlwJ+97krWVJnV1d79PabWf3WFp7ZtJuRcISGqhKuOmEBp86pS3rxcn2jDZokuxCIsaWljdNm1wN2HYOX9x1gY5OdCnrZlBpuWLaQe9a/m3Tc+O/66LULoMDvozM0ErcAjO5jf7Y0SdTv4ep9+9gSDALwiaoqftTQQI7j7xVCUDCO5Ufx4aLa6+WFBQv490OH+OahQ/xPayuv9vYy0N9PrITBWHdVjP9c+zo/PvsCyvw5PH7Bx3ij9SBrjuwhaESpzStiWdkUqnJSE5DFeObwbvojmafJxYNdE0b7ZlTH5TGTLQDxd1tgGCC00RGETBMolOPyUJub3DYFXB5uqD+O3+x+czRMKeaqTIOGYF5RFX8/57R49sXGvPEDaU1L8sLh/RxXOoWNPUewhLTTtIdjgUmjAYs4y3d2dVE+OReAM6fW01BUzIG+3hRLTDiQS2d1Habbg0sIvj1tGl+YPFkFBb4PVJ6B/yW7Rka4ats2tgzbfvvPTprEt6dNi6vSDS3NfOX5Nezt6QHT6aSdbD5+t5srF87hMyuPpzhgB7KMRKL84LnXuP/tLRmTbJw3t5EVDbV87fE12S9OOOfLkggwkfjZ0gTqPfWFj1FbWnR0B3K447V3+M+nXrUDBWFc6SmB4+smc8fHr2BXRxefXv0YzQMD8fndhmVRV1zEbSuWc8db77CttdPeL0Pw4dVL5vGHrVvsmAc5GiQokVgaDJUV0z1lMpauU+hy8evGRq4oV7MEJhLP9/Rww44dtEejCMuksK2F/O6OjKK1IieHtbf8TdKy9uEh/mPdqzy+dyeGU31zdkk5X1h2ImfU1idt+92NL/Ob7evH9dULzRpjCZBoLgtNl/GcA6PNg0j6bywago9NX84/zT8rZV3UMvmH9Q+xpmUnulMbIJYHoMDtY9CwLYBlvlxuqF/KxxqOT6ktcNVz9/BOZ1PWKYBWREOXOvkeL+c3TOepPbvpG4mkv3egyOdn7Y1/g8cR5e3DQ3zsyYfY0d1pW2IEdJdU0l9SBUIw3e/nD7NmsTQ/P+M1KLKjxMCfgaBp8oV9+/hlSwsAU7xe/mfGDKqiEa564H4My0p+URzlf/XcuUQti52dnWhASSCHqUWFzCwt45TaWu5Z+y5PvreLtgG7gE5lfi43r1jMjSsW8fUnX+ThTdvijU8SYxoFYYBm2GV8831epleWsvFgM4ZlJSQLcUgjBFyaxpv/8rfkeNMXZdna0s5zO/YwEo0yraSYVfNmkufz0h8McfEP76JneISolONPqQSWT6vh+1edz/m/vovBcDhFEOlCUJ6bw0Mfu46b7nmQg92powVdCOpKi/njzVdzxm9/R28oSGLbG/V66J4ymZHCAgBOLijgnlmzmKwsABOStnCYa7dv5+X+fgA8I0OUNh2KFzpKRABfWnESV86eR2kgQMfwEKsevofOkeGk59AxiPP9U8/lyplz48t/tPl1fvreG5mz6cX2TxEDNi6hcWPjEnYPtfJ25+H0hYXG7LeouIb/PuEaCjzJbi7DsugKDuPVdXYMtLH64Caahnsp9eZySe0CTq9qRCCIWAZ+3Z1ibt/Z08k9O9/lrbaD7B8Zk6HVIRZ/ISO22U4XgtMn1/HqwUNEsuRqAPjFWRdxfv2MhGNJ3mg+zJ0H9vG4KYhJtlsqK/lxQwO5qkbI/wolBv6MPN/Twyd37+ZgyG5E6kIhrL27EcaYBDUxMyB235tu/n7A7eZbZ53FRTNn0Dk0jJRQlpsTD877+hMvsHrj1lQxkKW3FcCav7uFmqICeoZGeHTDNjbsb+a13QdGiweN2V/XBOfPn8l3rz435XhD4TB//+CTvLbvELpmewRNy8LjcvHNi85k1bxZHOzs5ba7HuVAVx+Wa9xL5DOnLUe6BT9/Y13m8sbAv5x9GufNbOQfH3uG1/YfSlp/asM0vrvqHIoDft44dJhbH3oYS0oMKemvKKe3ugqp6wgp+erkyfxbfT26MitOaCwpaXjwPg4WlyN1HSyLws5WCjrbEWOEvC4ELk3jp+deyJoje3lo17aMnbtPd/H2zX9LnseOJ9ra3caFT92R5Uoc43+W7IIPnnUTc4or+c2uN7ln3wa6w7ZVssyXixDQFwliSUmVP59iVz5b2joJmybFXj/XzVjI9TMWce+uTdyzcxN9jsticVk1n51/AqdPrk9/0jH8eNOb/NfG10dnPugWQneuXYwGMUoLZFQbnaaEY6EbJ2eXS9O4bdFy/uG40SyOA4bBV/bv5xctLUig2OXiF42NXK2seX8WlBj4MzNkGPzzgQP8pLkZCejRKEUtzeT29ox2gk6QUuz3dMS2vfOKyzmxNjUY6fkde/ns/X9Kv1MWvn/pucyrqWRLSxu6pjG/qpJ/XP00Ww60poQM6UKQ7/fxwGevo7oo1fz2iXsf5o39h9N22gL43Q2XcUJdLZYleXPPIb748FP0jYTTXmpsytLLX/wkN/xhNQd7+zLegwAW11Rz341XA3Cgu5cNh5sRAo6bUkNtcWHS9js6Ovn62xt4VEjCATtRU50Q3D9/PkuLjs31ofjo8qt31vOt9WvpnjSFYH4hAO5QkOKWw/iHh0anADs/mibAg10JMQMC+ObJZ3H97AXxZTes+SNvtR/ObB0QVtqAQYDjyiZz35k3xEfpprToCg3j0XSKvKNJyLZ2t3H1M38kZETHWCzArekYMtlaqSGwkHxrxTlcP2Nhlm8Jnjywk8+8mC5oUNqCIFZN0RJOAZWEmAB7M4SZvbHShOD25Sv59MJlSCl5pKuLz+3ZQ0vEdi3cWFHBD+rrKfP8eUtIT2SUXeXPTK7LxY+mT+c4t5uP79xB1Oenq3YqA2XlFDc34R8aigf/jFeaWBOCH7/5VloxcGpjHTWF+TT3D2C45Kjf3BJ2DYM06Y4l8Ku33mZPV3fKCuGxqyTGGjwJ+Pxu7vz0lWmFwNaWdl7bdyhleQwhBD9/dR0n1NWiaYKTZkzlu5efy9/e81hKgFJMCFxz3Hwq8nMZiqT3JSZunzgzY1pJEdNK0nfqzeEwP+jpZnWOHwso1HW+V1/PrVVVKshIkcRN8xfxm03v4Dq0j6GCInqqJxP1+Wmvm4G/v4/i1ibcTlZBiW22NsZJy+nSNA719yYt+/nJl3LrSw+yobMpYSaCfbz4y+BMGYwRG2Xf2rg8yVyvC40Kf3LAoiUlt738GEEjmiLUJaQ1z8fcDf+y9jnOmtxAeSA34z39YvO6uHhIRiDTdfKx2MYEavLyaR4cyBjgbEnJWVMb2Dw0xO379vFsr/0dNvj9/KqxkTOUiP+zozIQ/oU4q6yUSbt2UtTchDBNIoEAbdMbaZ9Wh+H1HtWsP0tK3mlpoWs4NalQ00A/+cU+oj5pJ/HRsFsMTWJ57PwASZH22NH2+7t7Uo4F9vRBw+f8eMH0QT8RNja3pN3+uR170LMUXLekZMPhZnpHgvFlpzbW8b0rziPgc9szCzQRLyl87bIFfPX80wCoKy7K+v3oQtBQUpJlC+h3TIrT163jt21tWMB15eXsXL6cT1ZXKyGgSCHgdnP/ZVdRlZtLbn8vk3ZvI6+rA6QkWFBI84w59FTVxNORj+f3B/s9iLkIYhR4faw+53r+eNa1XD19ARfWzuLMmgZn3rwAS0NGNbtjdUbXVlRDGlp6c8EY1rYd5tBg3/g5/dMggQf3bs24fiASZmt3e/pYhWwHdRBAQ1ExX1p2UsYjaEJw4rRG/q21nUUbNvBsby9uIfjqlClsWbpUCYG/EMoy8BeiPCeXk2oms7bpCHm9PfRWVjFYUspIYSEj+fnkd3VR2NaOKzp+qP9QJEJpTk7888HeXi69614G44mGEhoIp7GQmt35C2cQIBy3XdoGLNGKJ5IXP7BxK1cumpeyy0g06kTnZ28UgtEoRYym/Lxo/kzOmFnPc9v3cKS3n3yfl3NmT6eywB7dvLR/Pzt7U6sdJmJKybWL06eADlsWv2xu5puHDtHtxGqcmJ/P9+rrOaGgIOu1KhT1xSW8dNOtPLN3D//+6kvoLUfI6+6kt2oSwfxCBsoqGCoqoaCznfzuDnQsu//O0PGaUnJBQhBcDCEEKypr4/kINnW2sObQ3sQtwBIp70FDQQlSSsKmiVfX086h397TnpTs61gQwN7+9MGAYE/3fV8HTbA4fmHJSZw/bQadIyN8Z+0rthXUaXjCQpA7bSYPegJE2tsBuLqsjG/V1VHvV6mD/5IoMfAX5PaVK7ny/vuQpklp0xHyuzrpqZ5EML+AgfJyBkpLyevpobCtHXe6hESA16VTkZtssvvuy68yHEkjBMZguUC37GAel0sjku1FjgUMjJn00DIwQHc0mtLtVxQVjNsw5HjclOakFlMKeNxcsnB2yvI3Dh3iU489hrRk/FrS5YC/asFclk+pSVo2YBj8urWVHx45QrPjZpgZCPDdujpWlZSoxCOKo8aru7h4xiw2t7Vy95Z3EeEQlQf3EczNo7uqhqg/QG/VJPrLK6gPDhNuPYBmGmmM5jCzqIzbnvwTQSPKnLIKbpy/kOWTalKexyp/HgHdw4gRSftK60Iwp6iSX25cx2N7dxIxTUp8fq6fs4Bb5y+lwDs6E8ajuUZdDpawLQ4CO/HIOLZggYjnEEhHodfHpNx8mocGMm6TCa+u8/UVZ3D+NFscfWLBUlY1zGT1rm1sG+hji+5lkxQ02T4TTi8s5D/q6tR0wf8jVADhX5hNrS18+fk17O4e9dNb+QW0l5UTynN8fVKS29NLYVsbntDodCZdCK6eP49vnHlmfFn38AjH/+JXCVPlsndyx5VXc93SBXz1qTWExs5qGEtiYKP9kXCOn8OLZ6ZsqhkmdWvfQ1gy7RUIYOm0SXz9/DOpLylmS1sbz+/bRyhqMKu8jPOmT8fnHp2vLKXkwrvvZldX12jiFRMno+LoPOrbT13JLcuXxM387ZEIP25q4hfNzfQ7+cyrPR6+PnUqH6usjOcoUCiOlb093Zxzzx0p7rbhwmL6yiuJOkVufEKQ29uBt7MFnzSxpJ2N0I2GFR31/cci729ZuISvrjwlLgj6QkEufPBuWoYHsDwxU97oOQXg1zyYYYFhmUnWPU0IphYU8tAl11HkXM+RwT5WPvDfEI0FEsnRI3nMtLOGErn37Ks5sXpqxvW/3bqBb6x7Mav1Lnavk3LyOX1yPTOLy1hVP4v8MS6THcPDfP/IEe5pbyfq3NeCnBy+W1fHOcXFSsT/H6IsA39hFlVV8/QNN7G1o4PD/X3ke70cN6mGLz/3HA/s2kVfZSUjBQUMlRQzVFKMb2CQ/K5O8vsHqMrN5fMnnJB0vJYsQTfp+P5l51JTUMCPX3uTw739mTfMcND+yvS+ecul0944hcqdqUGEEokUgrVtTZz9+zso9PnoC4Xs6YdCYFgW//7iS/zogvM5Zdo0APb19LCzK8E8KQBXrJbB6MWVFeSgCcGmwUF+1dLCnW1thJ1GZIbfzz9OmcL1FRV4lQhQ/C9pKC7hX085nX975cV45yaA/P5ecvp6WDZ/EXty89k0NESosAy9sIy5uuAUr4tX393EYDiSFAQY68R/9+47zC0v55KZtnXs7m3v0jI0aE/vDWvgsuyiPE4/Lg3wuNwMWKk1QSwpOdTfx3fWvsL3TrWn/3aOjCCiesJ7k9ChRgV40r/suhDMLankhKrUgOVEPjZ7MW+3N/H0wd12IKG0LXkaoGkaF9fNoja/iFNrprGgrCplf0tKnu/t5efNzTyeMEg6uaCA26dM4TwlAj4QlBj4P0AIwbyKCuZVjBbf+MF553Hu3r3c/e67rN+7l7bSUgYLCgjl5xHKz2NYSi6srmZQCEoTjuVzJUzWz5azGKjKy6XaMbFdtXAeP3j5jYx1ze2ZCKMfJRDxexmoyFzha7C8GKSksbmTwaGgs58d0GjF8roCfY61w7RGTQ+D4TCfevQxHrzuWuZVVNA1MpL5umLX5HKxuq+Pr2/YwKahofjy4/PzuX3yZFaVlqrAQMWflZsWLGJ6cQm/3riBN44cwpKSBRVV3LJoMec1NALwdE8P3z50iDcGBthsSjaPRHFPaSCvp5Pc3m50Mzl6X0Pw640b4mLg/h3vjXbyUkBUh2jy6L/PzJzC2JSSR3fv4KsrTqXA6+MnG96yswime9WlBlGJz68RMg1cThVDQ1osKK3mN2dcNm5HHLVMFhZU87bVQm8wiA64PRpnT2/g/y09kWkF6duMI6EQv29r43etrRwKj04xvri0lNsnT+Z4FdPzgaLEwAeEJgTnTJ/OOdOnx5e929PD79rbWd3TQ1s0yo9aW/lxayunFxZyVXk5l5aWsrm9PUHvp1H+Cdy6bNScfu3i+ax+dytNff3pgwjHuAeGi/Npnz7FTsCSDikpammhqL2dASGwcqTtutASDpKF2NSsX61bz89XXZQSF5G4XTAvj6HiYoaLijgQDkM4jEcILi0t5TOTJrGyoECNJBR/MVZMnsKKyXZNknQV8M4vKeH8khI2Dw3xq5YWftvcTNTno6d6Mr2VkwgM9JHT34t/oB9NSiwkO7o6GYlGCbjddKYVwqPniCcEy0LEMjnQ10tDUQmvHDmQ3YQvNa6vX0x9SRE7ezvx6S7OnjKdJeWTxn2PRqJRrn/4Aba0tydZ7Kyo5Pmd+7iucUGSGBgyDJ7q6eH3bW0829MT36PQ5eL68nI+O2kSMxOCoxUfHEoM/BWxsLiYnxQX8wPL4k/d3fyqpYU1vb280NfHC319fGb3biqiUSLlJeR096EbpjPQTpQHdhGey+bO5qYli+LHzvN5+eNNV/G1p1/gxd374nt4dJ2rFs7lpmWL+PX23fy0uZlQfg5Rf/oKjDHyOzspcqJ9TcdMSEw3pAlGTIcpJWv27sWwLKYVFbGwqootbW0YQDA/n+HCQkYKCrAS0ozOCQT4ZHU1N1RUUOLOXC9eofhLkK2zXJCbyy8bG/Ee3s8f2jvoLy4l4g8wXFjMcGExwjIJDPST09eLf7A/bqUrCwRoGswckCfE0RUc87pcDEXC424rhCBsGFw3TnKhdPx0/Vu815EsBMB+l6Vl8dmn/8SfbryF5/r6eLiri+d6euJuPIDTCgu5taqKy0pL8WcaaCg+EJQY+CvErWlcVlbGZWVlHAgGeaCzkwc6Otg4NESL2w21tXRNmYJ3aJjAwCD+/gG8Q8PxtKlur8Z/nH92SsNVmpvDL69cRUv/AFtbO3BpgiWTJ1HgtyORv7ZiKT97M0LUzJ4zHCkpbGtLW+QUOCohEMOUklA0SptpMmfhQp7btYvhvLwki4QWjZLT18eXGxr4p4ULlRVA8VfNSdU1PL59GzndnbYYKChiuLAIw+ONCwPdsrhy507OLCpiZeNc7tv4VkYXnjwKy0BVTh6NRSWYUhJwuRkxMk9ZtixJbUHhMd9XxDT5w3tb0icy8vsJ5eTRnF/A5HXrkgqH1/t8XFVezi2VlTQEUmcXKf46ULMJPkTsHRnhk2vf4s1wmIg/+aUSpolvaIjA0ACzvD6evfQyAu9DeX9m925+3dqKkeWx8IyMULNzZ/YDSdILAmeUY3i9BHNzkUWF+MrK4tMBY7jCYQL9/eT09TEV+KeTT2bVzNRZDQrFXxshI8pJv/s1feFQvOO0O8xkYZCI2zTwDvXjGRnEGxzGHQ4hkGhCcMrkqXhcOmsO7suYO+CbK8/khjkLAfi311/g7m3vZkyK5BIa6276G0r8x9YxH+zr5fS7fpfU+Ydy8wjl5GLpyePKBTk5XFpWxmWlpczNyVEC/kOAEgMfMrZ2tLPqD/cS9XgI5eYRzLN/rDFlRTVgViDAkrw8luTlsSg3l+l+PxUeT9YX8+2BAZZt3Jj1GrxDQ0zavTv7hTpiwBKCiN9PJOBP+t8aU2HMIwTL8/M5rbCQVSUl+EMhmgcGKPL7WVRVha5mByg+RGxub+OmR1YzHB1NCRybkfCxBYtZtXgpL/b18XxvL6/09TEyNmeHZeENB5nj9/HJhhnMDgT4yesvsKHlEC6hYWHPbDCl5LOLj+cLx50Yf6+7gyOc9sCd9AeHkwwKMQPDJQuW8aMVJx/VffRFo2weHmbz0BBv9fby8JHDRH1+5Jj3UZgmvuEhAsODfKq2lm+fsPL9fXGKDwwlBj6EfO/11/jVhrfj1vi4Us/NI6e8HCMnl9YM+f0Dmkad30+9z0e9389Un49St5tit5til4sil4tzt2xhXyhz9LIwDCZv24bUdSxdR2oapsuF4XZjeDxJP6bbnT6FqmVRHInwqYYGzi4p4fj8fOVDVHyk6Bge4o9bt/D0nt0EDYPZZeXcMH8BJ9RMSRLkEcti7cAAa3p7ebG7m83DwwxnaJbzNI0cyyDHNJnscXNG1SQa8wsocd7fYrebIl3nuLVv0d20j5z+nnigccTjY7C0muOn1PHH2bPpN00GDIMB06QrGuVwKMShUIjD4bD9ezhMV4YMqXbnP4h/aAjf8CCe4EhceDx81XUsrEydUqj460aJgQ8hUkoe2r6dX21Yz36ngEdpIMDNCxfxqSVLces6LeEw7wwO2j9DQ2wZGuJIePzgor8EASkJhEJE+wfwBIMURqPc1Didvz/hBHJV1TGFIglLSvYHg7wzNMQG5x3ePjxM+1GkLk9hbPP+Psz1tV4vC3JzWZCbS7i/jz+sfQNXJJwSxqALwcLKKh644hrlFvgQosTAhxgpJR3DwxiWRWVu7rim9LBlcSgUYn8wyD7n/8PhMD3RKN3RKD2GQU80yvBR5h/XLAthmmjOjx6N4olE8BoG1zc2clxJKSdXVlDt5BRvHxoiZBhU5ubidanYVYXiWBg2TfYHg+wPhdgXDLI/GKQ5EqHHeXe7nfc4cpRNeq6uk6/r5DsWwSleL7U+H1N8vvjvtT4fBWPe1Z+/vY7/euv1eP0DzXF/zCkr546LL6dEBQl+KFFiQJFCyDQ5f8sWXunvJ50s8ApBy4oVaKbJb955h/u2bKE3FMKj61w8axafPu44pqnKYgrF/zkh06T8jTcYHEfQN/h87F6+/H2P4A/29fLAtq3s7+shz+PlvIZGTqmdqmJ7PsQoMaBIy+qODq7avj1luUsIrikv5+5Zs+LLpJSEDAOvy6UyACoUHyAPdXZyxbZtR7XtusWLWaaKACkclIxTpOWikhLy0wT0GVLy8crKpGVCCPxutxICCsUHzO9aWzmaMFwX8Pu2tr/05Sg+RCgxoEiLT9e5vqIC15gOfpLHw6mFhR/MRSkUioy0hcM809PDOCnDADCAe9vbCY2XYEwxYVBiQJGRj1dWJiUf0oFbq6qUBUCh+Cvk3o6OY5otNGiaSVUDFRMbJQYUGVmal0ejMxMAwARuGuMiUCgUHzxSSn7T0nJMYkAHftva+pe6JMWHDCUGFBkRQvCJqio07MxlJ+TnU58gDhQKxV8HG4eG2BkMHtM+JrCmt5cWp5ywYmKjxIAiKzdUVMSzHH6iSmUVUyj+Gvn9UQYOpuMep/qoYmKjxIAiK1VeL+cUFeHTNK4oK/ugL0ehUKRh8/DwUQUOjkUCW4aG/tyXo/gQovIMKMYlbFkYUpKjagcoFH+VHAmF2JihUy90uQhZFqEMiYhOzM+nVKUFn/AoMaBQKBQKxQRHuQkUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoKjxIBCoVAoFBMcJQYUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoKjxIBCoVAoFBMcJQYUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoKjxIBCoVAoFBMcJQYUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoKjxIBCoVAoFBMcJQYUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoKjxIBCoVAoFBMcJQYUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoKjxIBCoVAoFBMcJQYUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoKjxIBCoVAoFBMcJQYUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoKjxIBCoVAoFBMcJQYUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoKjxIBCoVAoFBMcJQYUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoKjxIBCoVAoFBMcJQYUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoLz/wHAWYTYDO1NgwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_R2 = ProjectiveMapUtils.stereographic_projection_hemispheres(data)\n", + "fig = plt.figure()\n", + "\n", + "plt.axis(\"off\")\n", + "_ = PlotUtils.plot_2sphere_boundary()\n", + "plt.scatter(data_R2[:,0], data_R2[:,1],c=data[:,2])\n", + "_ = plt.axis(\"equal\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The persistent cohomology clearly shows one high-prominence two-dimensional void." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cpc = ComplexProjectiveCoords(data, n_landmarks=300)\n", + "fig = plt.figure()\n", + "plot_diagrams(cpc._dgms)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now apply complex projective coordinates, and display the data in two hemispheres as before. We color the data using the $z$-value of the original embedding, to make sure that our parametrization is continuous." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "coords = cpc.get_coordinates(perc=0.9, proj_dim=1)\n", + "coords_R3 = ProjectiveMapUtils.hopf_map(coords)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coords_R2 = ProjectiveMapUtils.stereographic_projection_hemispheres(coords_R3, center_vector=np.array([1,0,0.7]))\n", + "fig = plt.figure()\n", + "plt.axis(\"off\")\n", + "_ = PlotUtils.plot_2sphere_boundary()\n", + "plt.scatter(coords_R2[:,0], coords_R2[:,1],c=data[:,2])\n", + "_ = plt.axis(\"equal\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The recovered paramtrization, but this time as a sphere in $\\mathbb{R}^3$." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "fig = plt.figure()\n", + "ax = plt.axes(projection='3d')\n", + "_ = ax.scatter3D(coords_R3[:,0], coords_R3[:,1], coords_R3[:,2],s=20, c=data[:,2])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "087e6391ed1cd4684da4d47dd76868e5fa890f509da77f6f7afb76c04058243b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/_sources/theory.rst.txt b/_sources/theory.rst.txt new file mode 100644 index 0000000..224f662 --- /dev/null +++ b/_sources/theory.rst.txt @@ -0,0 +1,98 @@ +.. _theory: + +Theory +====== + +DREiMac is based on `cohomology `_ and `Eilenberg-MacLane spaces `_, and turns persistent cohomology computations into topology-preserving coordinates for data. +We now give details about what this means. +For more information, please see the corresponding papers for the circular coordinates algorithm [1]_, the toroidal coordinates algorithm [2]_, the projective coordinates algorithms [3]_, and the lens coordinate algorithm [4]_. + +Inputs +------ + +DREiMac currently implements three cohomological coordinates procedures: the circular coordinates algorithm, the toroidal coordinates algorithm, and the real projective coordinates algorithm. +All procedures take 4 main parameters: + +1. A dataset :code:`X`, which can be either a point cloud :math:`X \subseteq \mathbb{R}^n` or a distance matrix. + +The dataset is interpreted as a finite sample of a continuous space :math:`X \subseteq M`. +In order to speed-up computations, a subsample of the initial dataset is computed :math:`L \subseteq X`, using a maxmin sampling procedure. + +2. The :code:`n_landmarks` parameter determines the size of the subsample :math:`L`. + +Then, a persistent cohomology computation is done using the Vietoris-Rips complex :math:`R(L)` of the metric space :math:`L`, which returns the persistence diagram of :math:`PH^n(R(L),\mathbb{Z}/p\mathbb{Z})`. +For this, a cohomological dimension :math:`n \in \mathbb{N}` and a prime :math:`p` must be chosen. +Right now, DREiMac supports arbitrary primes but only :math:`n=1`. +The choice of these parameters will depend on which of DREiMac's cohomological coordinates one is using. + +- For circular and toroidal coordinates, the user can choose any prime :math:`p` and :math:`n` is set to :math:`1` automatically. + +- For real projective coordinates, the prime :math:`p` is set to :math:`2` and :math:`n` is set to :math:`1`, automatically. + +- For complex projective coordinates, the user can choose any prime :math:`p` and :math:`n` is set to :math:`2` automatically. + +- For lens coordinates, the user can choose any prime :math:`p` and :math:`n` is set to :math:`1` automatically. + +Then, looking at the persistence diagram, a cohomology class is chosen by the user, as follows. + +3. The :code:`cocycle_idx` parameter is used to select a persistent cohomology class :math:`\eta \in PH^n(R(L);\mathbb{Z}/p\mathbb{Z})` by indicating its index when the persistent cohomology classes are ordered with respect to their persistence (i.e., their distance to the diagonal). +In the case of the toroidal coordinates algorithm, the corresponding parameter :code:`cocycle_idxs` specifies a list of persistent cohomology classes :math:`\eta_1 , \dots, \eta_\ell \in PH^1(R(L);\mathbb{Z}/p\mathbb{Z})`, such that the intersection of all of their supports is non-empty. + +Finally: + +4. The parameter :math:`0 <` :code:`perc` :math:`< 1` specifies the time in the filtration to construct the coordinates. + + +Ouput +----- + +With these choices, DREiMac returns a continuous function + +.. math:: + + f_\eta \;:\; L^{\alpha}\; \xrightarrow{\;\;\;\;\;\;}\; K(G,n) + +where: + +:math:`K(G,n)` is an Eilenberg-MacLane space (EM space). Specifically, when using the + + - Circular coordinates algorithm, the EM space is the circle :math:`S^1`; + - Toroidal coordinates algorithm with :math:`\ell` cohomology classes, the EM space is the :math:`\ell`-torus, i.e., the cartesian product of :math:`\ell` circles :math:`S^1 \times \dots \times S^1`; + - Real projective coordinates algorithm, the EM space is a real projective space :math:`RP^k`. In this case, the dimension :math:`k` is selected using the :code:`proj_dim` parameter. + - Complex projective coordinates algorithm, the EM space is a complex projective space :math:`CP^k`. In this case, the complex dimension :math:`k` is selected using the :code:`proj_dim` parameter. Note that in this case the real dimension will be :math:`2k`. + - Lens coordinates algorithm, the EM space is a lens space. In this case, the dimension is selected using the :math:`k =` :code:`complex_dim`, which results in a lens space of real dimension :math:`2 k-1`. The prime determining the lens space is selected using the :code:`prime` parameter. + +The space :math:`L^{\alpha}` is the :math:`\alpha`-thickening of :math:`L` in :math:`M`, defined as :math:`L^{\alpha} = \{m \in M : d_M(m,L) < \alpha\}`. + +The number :math:`\alpha` is computed using the parameter :code:`perc` and the birth and death of the persistent cohomology class :math:`\eta` as follows: if the parameter :code:`standard_range` is :code:`True`, then + +.. math:: \alpha = (1 - \rho)\cdot \max\{d_H^M(L,X), 2 \cdot birth(\eta)\} + \rho \cdot death(\eta), + +where :math:`\rho =` :code:`perc`. If :code:`standard_range` is :code:`False`, then + +.. math:: \alpha = (1 - \rho)\cdot \max\{d_H^M(L,X), birth(\eta)\} + \rho \cdot death(\eta). + +In the case of the toroidal coordinates algorithm, one replaces :math:`birth(\eta)` with :math:`\max\{birth(\eta_i)\}` and :math:`death(\eta)` with :math:`\min\{death(\eta_i)\}`. + +Guarantee +--------- + +When the parameter :code:`standard_range` is set to :code:`True`, +the output map :math:`f_\eta : L^{\alpha} \to K(G,n)` is guaranteed to preserve the cohomology class :math:`\eta`, in the following sense. +When one takes the pullback of the fundamental class of :math:`K(G,n)` along the map :math:`f_\eta`, one gets back a cohomology class corresponding to the user-chosen :math:`\eta`. + + +References +---------- + +.. [1] *Sparse Circular Coordinates via Principal Z-bundles*. J.A. Perea. The Abel Symposium (Book Series): Topological Data Analysis, vol. 15, no.1, pp. 435-458, 2020 + +.. [2] *Toroidal Coordinates: Decorrelating Circular Coordinates With Lattice Reduction*. L. Scoccola, H. Gakhar, J. Bush, N. Schonsheck, T. Rask, L. Zhou, and J. A. Perea. 39th International Symposium on Computational Geometry, 2023 + +.. [3] *Multiscale Projective Coordinates via Persistent Cohomology of Sparse Filtrations*. J.A. Perea. Discrete Comput Geom 59, 175–225, 2018 + +.. [4] *Coordinatizing Data With Lens Spaces and Persistent Cohomology*. L. Polanco, J.A. Perea. Proceedings of the 31 st Canadian Conference on Computational Geometry (CCCG), pp. 49-57, 2019 + + + + diff --git a/_static/_sphinx_javascript_frameworks_compat.js b/_static/_sphinx_javascript_frameworks_compat.js new file mode 100644 index 0000000..8141580 --- /dev/null +++ b/_static/_sphinx_javascript_frameworks_compat.js @@ -0,0 +1,123 @@ +/* Compatability shim for jQuery and underscores.js. + * + * Copyright Sphinx contributors + * Released under the two clause BSD licence + */ + +/** + * small helper function to urldecode strings + * + * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/decodeURIComponent#Decoding_query_parameters_from_a_URL + */ +jQuery.urldecode = function(x) { + if (!x) { + return x + } + return decodeURIComponent(x.replace(/\+/g, ' ')); +}; + +/** + * small helper function to urlencode strings + */ +jQuery.urlencode = encodeURIComponent; + +/** + * This function returns the parsed url parameters of the + * current request. 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font-weight: bold } /* Name.Namespace */ +.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */ +.highlight .nv { color: #19177C } /* Name.Variable */ +.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */ +.highlight .w { color: #bbbbbb } /* Text.Whitespace */ +.highlight .mb { color: #666666 } /* Literal.Number.Bin */ +.highlight .mf { color: #666666 } /* Literal.Number.Float */ +.highlight .mh { color: #666666 } /* Literal.Number.Hex */ +.highlight .mi { color: #666666 } /* Literal.Number.Integer */ +.highlight .mo { color: #666666 } /* Literal.Number.Oct */ +.highlight .sa { color: #BA2121 } /* Literal.String.Affix */ +.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */ +.highlight .sc { color: #BA2121 } /* Literal.String.Char */ +.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */ +.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */ +.highlight .s2 { color: #BA2121 } /* Literal.String.Double */ +.highlight .se { color: #AA5D1F; font-weight: bold } /* Literal.String.Escape */ +.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */ +.highlight .si { color: #A45A77; font-weight: bold } /* Literal.String.Interpol */ +.highlight .sx { color: #008000 } /* Literal.String.Other */ +.highlight .sr { color: #A45A77 } /* Literal.String.Regex */ +.highlight .s1 { color: #BA2121 } /* Literal.String.Single */ +.highlight .ss { color: #19177C } /* Literal.String.Symbol */ +.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */ +.highlight .fm { color: #0000FF } /* Name.Function.Magic */ +.highlight .vc { color: #19177C } /* Name.Variable.Class */ +.highlight .vg { color: #19177C } /* Name.Variable.Global */ +.highlight .vi { color: #19177C } /* Name.Variable.Instance */ +.highlight .vm { color: #19177C } /* Name.Variable.Magic */ +.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */ \ No newline at end of file diff --git a/_static/searchtools.js b/_static/searchtools.js new file mode 100644 index 0000000..7918c3f --- /dev/null +++ b/_static/searchtools.js @@ -0,0 +1,574 @@ +/* + * searchtools.js + * ~~~~~~~~~~~~~~~~ + * + * Sphinx JavaScript utilities for the full-text search. + * + * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :license: BSD, see LICENSE for details. + * + */ +"use strict"; + +/** + * Simple result scoring code. + */ +if (typeof Scorer === "undefined") { + var Scorer = { + // Implement the following function to further tweak the score for each result + // The function takes a result array [docname, title, anchor, descr, score, filename] + // and returns the new score. + /* + score: result => { + const [docname, title, anchor, descr, score, filename] = result + return score + }, + */ + + // query matches the full name of an object + objNameMatch: 11, + // or matches in the last dotted part of the object name + objPartialMatch: 6, + // Additive scores depending on the priority of the object + objPrio: { + 0: 15, // used to be importantResults + 1: 5, // used to be objectResults + 2: -5, // used to be unimportantResults + }, + // Used when the priority is not in the mapping. + objPrioDefault: 0, + + // query found in title + title: 15, + partialTitle: 7, + // query found in terms + term: 5, + partialTerm: 2, + }; +} + +const _removeChildren = (element) => { + while (element && element.lastChild) element.removeChild(element.lastChild); +}; + +/** + * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping + */ +const _escapeRegExp = (string) => + string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string + +const _displayItem = (item, searchTerms, highlightTerms) => { + const docBuilder = DOCUMENTATION_OPTIONS.BUILDER; + const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX; + const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX; + const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY; + const contentRoot = document.documentElement.dataset.content_root; + + const [docName, title, anchor, descr, score, _filename] = item; + + let listItem = document.createElement("li"); + let requestUrl; + let linkUrl; + if (docBuilder === "dirhtml") { + // dirhtml builder + let dirname = docName + "/"; + if (dirname.match(/\/index\/$/)) + dirname = dirname.substring(0, dirname.length - 6); + else if (dirname === "index/") dirname = ""; + requestUrl = contentRoot + dirname; + linkUrl = requestUrl; + } else { + // normal html builders + requestUrl = contentRoot + docName + docFileSuffix; + linkUrl = docName + docLinkSuffix; + } + let linkEl = listItem.appendChild(document.createElement("a")); + linkEl.href = linkUrl + anchor; + linkEl.dataset.score = score; + linkEl.innerHTML = title; + if (descr) { + listItem.appendChild(document.createElement("span")).innerHTML = + " (" + descr + ")"; + // highlight search terms in the description + if (SPHINX_HIGHLIGHT_ENABLED) // set in sphinx_highlight.js + highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted")); + } + else if (showSearchSummary) + fetch(requestUrl) + .then((responseData) => responseData.text()) + .then((data) => { + if (data) + listItem.appendChild( + Search.makeSearchSummary(data, searchTerms) + ); + // highlight search terms in the summary + if (SPHINX_HIGHLIGHT_ENABLED) // set in sphinx_highlight.js + highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted")); + }); + Search.output.appendChild(listItem); +}; +const _finishSearch = (resultCount) => { + Search.stopPulse(); + Search.title.innerText = _("Search Results"); + if (!resultCount) + Search.status.innerText = Documentation.gettext( + "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories." + ); + else + Search.status.innerText = _( + `Search finished, found ${resultCount} page(s) matching the search query.` + ); +}; +const _displayNextItem = ( + results, + resultCount, + searchTerms, + highlightTerms, +) => { + // results left, load the summary and display it + // this is intended to be dynamic (don't sub resultsCount) + if (results.length) { + _displayItem(results.pop(), searchTerms, highlightTerms); + setTimeout( + () => _displayNextItem(results, resultCount, searchTerms, highlightTerms), + 5 + ); + } + // search finished, update title and status message + else _finishSearch(resultCount); +}; + +/** + * Default splitQuery function. Can be overridden in ``sphinx.search`` with a + * custom function per language. + * + * The regular expression works by splitting the string on consecutive characters + * that are not Unicode letters, numbers, underscores, or emoji characters. + * This is the same as ``\W+`` in Python, preserving the surrogate pair area. + */ +if (typeof splitQuery === "undefined") { + var splitQuery = (query) => query + .split(/[^\p{Letter}\p{Number}_\p{Emoji_Presentation}]+/gu) + .filter(term => term) // remove remaining empty strings +} + +/** + * Search Module + */ +const Search = { + _index: null, + _queued_query: null, + _pulse_status: -1, + + htmlToText: (htmlString) => { + const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html'); + htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() }); + const docContent = htmlElement.querySelector('[role="main"]'); + if (docContent !== undefined) return docContent.textContent; + console.warn( + "Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you check your theme or template." + ); + return ""; + }, + + init: () => { + const query = new URLSearchParams(window.location.search).get("q"); + document + .querySelectorAll('input[name="q"]') + .forEach((el) => (el.value = query)); + if (query) Search.performSearch(query); + }, + + loadIndex: (url) => + (document.body.appendChild(document.createElement("script")).src = url), + + setIndex: (index) => { + Search._index = index; + if (Search._queued_query !== null) { + const query = Search._queued_query; + Search._queued_query = null; + Search.query(query); + } + }, + + hasIndex: () => Search._index !== null, + + deferQuery: (query) => (Search._queued_query = query), + + stopPulse: () => (Search._pulse_status = -1), + + startPulse: () => { + if (Search._pulse_status >= 0) return; + + const pulse = () => { + Search._pulse_status = (Search._pulse_status + 1) % 4; + Search.dots.innerText = ".".repeat(Search._pulse_status); + if (Search._pulse_status >= 0) window.setTimeout(pulse, 500); + }; + pulse(); + }, + + /** + * perform a search for something (or wait until index is loaded) + */ + performSearch: (query) => { + // create the required interface elements + const searchText = document.createElement("h2"); + searchText.textContent = _("Searching"); + const searchSummary = document.createElement("p"); + searchSummary.classList.add("search-summary"); + searchSummary.innerText = ""; + const searchList = document.createElement("ul"); + searchList.classList.add("search"); + + const out = document.getElementById("search-results"); + Search.title = out.appendChild(searchText); + Search.dots = Search.title.appendChild(document.createElement("span")); + Search.status = out.appendChild(searchSummary); + Search.output = out.appendChild(searchList); + + const searchProgress = document.getElementById("search-progress"); + // Some themes don't use the search progress node + if (searchProgress) { + searchProgress.innerText = _("Preparing search..."); + } + Search.startPulse(); + + // index already loaded, the browser was quick! + if (Search.hasIndex()) Search.query(query); + else Search.deferQuery(query); + }, + + /** + * execute search (requires search index to be loaded) + */ + query: (query) => { + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const titles = Search._index.titles; + const allTitles = Search._index.alltitles; + const indexEntries = Search._index.indexentries; + + // stem the search terms and add them to the correct list + const stemmer = new Stemmer(); + const searchTerms = new Set(); + const excludedTerms = new Set(); + const highlightTerms = new Set(); + const objectTerms = new Set(splitQuery(query.toLowerCase().trim())); + splitQuery(query.trim()).forEach((queryTerm) => { + const queryTermLower = queryTerm.toLowerCase(); + + // maybe skip this "word" + // stopwords array is from language_data.js + if ( + stopwords.indexOf(queryTermLower) !== -1 || + queryTerm.match(/^\d+$/) + ) + return; + + // stem the word + let word = stemmer.stemWord(queryTermLower); + // select the correct list + if (word[0] === "-") excludedTerms.add(word.substr(1)); + else { + searchTerms.add(word); + highlightTerms.add(queryTermLower); + } + }); + + if (SPHINX_HIGHLIGHT_ENABLED) { // set in sphinx_highlight.js + localStorage.setItem("sphinx_highlight_terms", [...highlightTerms].join(" ")) + } + + // console.debug("SEARCH: searching for:"); + // console.info("required: ", [...searchTerms]); + // console.info("excluded: ", [...excludedTerms]); + + // array of [docname, title, anchor, descr, score, filename] + let results = []; + _removeChildren(document.getElementById("search-progress")); + + const queryLower = query.toLowerCase(); + for (const [title, foundTitles] of Object.entries(allTitles)) { + if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) { + for (const [file, id] of foundTitles) { + let score = Math.round(100 * queryLower.length / title.length) + results.push([ + docNames[file], + titles[file] !== title ? `${titles[file]} > ${title}` : title, + id !== null ? "#" + id : "", + null, + score, + filenames[file], + ]); + } + } + } + + // search for explicit entries in index directives + for (const [entry, foundEntries] of Object.entries(indexEntries)) { + if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) { + for (const [file, id] of foundEntries) { + let score = Math.round(100 * queryLower.length / entry.length) + results.push([ + docNames[file], + titles[file], + id ? "#" + id : "", + null, + score, + filenames[file], + ]); + } + } + } + + // lookup as object + objectTerms.forEach((term) => + results.push(...Search.performObjectSearch(term, objectTerms)) + ); + + // lookup as search terms in fulltext + results.push(...Search.performTermsSearch(searchTerms, excludedTerms)); + + // let the scorer override scores with a custom scoring function + if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item))); + + // now sort the results by score (in opposite order of appearance, since the + // display function below uses pop() to retrieve items) and then + // alphabetically + results.sort((a, b) => { + const leftScore = a[4]; + const rightScore = b[4]; + if (leftScore === rightScore) { + // same score: sort alphabetically + const leftTitle = a[1].toLowerCase(); + const rightTitle = b[1].toLowerCase(); + if (leftTitle === rightTitle) return 0; + return leftTitle > rightTitle ? -1 : 1; // inverted is intentional + } + return leftScore > rightScore ? 1 : -1; + }); + + // remove duplicate search results + // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept + let seen = new Set(); + results = results.reverse().reduce((acc, result) => { + let resultStr = result.slice(0, 4).concat([result[5]]).map(v => String(v)).join(','); + if (!seen.has(resultStr)) { + acc.push(result); + seen.add(resultStr); + } + return acc; + }, []); + + results = results.reverse(); + + // for debugging + //Search.lastresults = results.slice(); // a copy + // console.info("search results:", Search.lastresults); + + // print the results + _displayNextItem(results, results.length, searchTerms, highlightTerms); + }, + + /** + * search for object names + */ + performObjectSearch: (object, objectTerms) => { + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const objects = Search._index.objects; + const objNames = Search._index.objnames; + const titles = Search._index.titles; + + const results = []; + + const objectSearchCallback = (prefix, match) => { + const name = match[4] + const fullname = (prefix ? prefix + "." : "") + name; + const fullnameLower = fullname.toLowerCase(); + if (fullnameLower.indexOf(object) < 0) return; + + let score = 0; + const parts = fullnameLower.split("."); + + // check for different match types: exact matches of full name or + // "last name" (i.e. last dotted part) + if (fullnameLower === object || parts.slice(-1)[0] === object) + score += Scorer.objNameMatch; + else if (parts.slice(-1)[0].indexOf(object) > -1) + score += Scorer.objPartialMatch; // matches in last name + + const objName = objNames[match[1]][2]; + const title = titles[match[0]]; + + // If more than one term searched for, we require other words to be + // found in the name/title/description + const otherTerms = new Set(objectTerms); + otherTerms.delete(object); + if (otherTerms.size > 0) { + const haystack = `${prefix} ${name} ${objName} ${title}`.toLowerCase(); + if ( + [...otherTerms].some((otherTerm) => haystack.indexOf(otherTerm) < 0) + ) + return; + } + + let anchor = match[3]; + if (anchor === "") anchor = fullname; + else if (anchor === "-") anchor = objNames[match[1]][1] + "-" + fullname; + + const descr = objName + _(", in ") + title; + + // add custom score for some objects according to scorer + if (Scorer.objPrio.hasOwnProperty(match[2])) + score += Scorer.objPrio[match[2]]; + else score += Scorer.objPrioDefault; + + results.push([ + docNames[match[0]], + fullname, + "#" + anchor, + descr, + score, + filenames[match[0]], + ]); + }; + Object.keys(objects).forEach((prefix) => + objects[prefix].forEach((array) => + objectSearchCallback(prefix, array) + ) + ); + return results; + }, + + /** + * search for full-text terms in the index + */ + performTermsSearch: (searchTerms, excludedTerms) => { + // prepare search + const terms = Search._index.terms; + const titleTerms = Search._index.titleterms; + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const titles = Search._index.titles; + + const scoreMap = new Map(); + const fileMap = new Map(); + + // perform the search on the required terms + searchTerms.forEach((word) => { + const files = []; + const arr = [ + { files: terms[word], score: Scorer.term }, + { files: titleTerms[word], score: Scorer.title }, + ]; + // add support for partial matches + if (word.length > 2) { + const escapedWord = _escapeRegExp(word); + Object.keys(terms).forEach((term) => { + if (term.match(escapedWord) && !terms[word]) + arr.push({ files: terms[term], score: Scorer.partialTerm }); + }); + Object.keys(titleTerms).forEach((term) => { + if (term.match(escapedWord) && !titleTerms[word]) + arr.push({ files: titleTerms[word], score: Scorer.partialTitle }); + }); + } + + // no match but word was a required one + if (arr.every((record) => record.files === undefined)) return; + + // found search word in contents + arr.forEach((record) => { + if (record.files === undefined) return; + + let recordFiles = record.files; + if (recordFiles.length === undefined) recordFiles = [recordFiles]; + files.push(...recordFiles); + + // set score for the word in each file + recordFiles.forEach((file) => { + if (!scoreMap.has(file)) scoreMap.set(file, {}); + scoreMap.get(file)[word] = record.score; + }); + }); + + // create the mapping + files.forEach((file) => { + if (fileMap.has(file) && fileMap.get(file).indexOf(word) === -1) + fileMap.get(file).push(word); + else fileMap.set(file, [word]); + }); + }); + + // now check if the files don't contain excluded terms + const results = []; + for (const [file, wordList] of fileMap) { + // check if all requirements are matched + + // as search terms with length < 3 are discarded + const filteredTermCount = [...searchTerms].filter( + (term) => term.length > 2 + ).length; + if ( + wordList.length !== searchTerms.size && + wordList.length !== filteredTermCount + ) + continue; + + // ensure that none of the excluded terms is in the search result + if ( + [...excludedTerms].some( + (term) => + terms[term] === file || + titleTerms[term] === file || + (terms[term] || []).includes(file) || + (titleTerms[term] || []).includes(file) + ) + ) + break; + + // select one (max) score for the file. + const score = Math.max(...wordList.map((w) => scoreMap.get(file)[w])); + // add result to the result list + results.push([ + docNames[file], + titles[file], + "", + null, + score, + filenames[file], + ]); + } + return results; + }, + + /** + * helper function to return a node containing the + * search summary for a given text. keywords is a list + * of stemmed words. + */ + makeSearchSummary: (htmlText, keywords) => { + const text = Search.htmlToText(htmlText); + if (text === "") return null; + + const textLower = text.toLowerCase(); + const actualStartPosition = [...keywords] + .map((k) => textLower.indexOf(k.toLowerCase())) + .filter((i) => i > -1) + .slice(-1)[0]; + const startWithContext = Math.max(actualStartPosition - 120, 0); + + const top = startWithContext === 0 ? "" : "..."; + const tail = startWithContext + 240 < text.length ? "..." : ""; + + let summary = document.createElement("p"); + summary.classList.add("context"); + summary.textContent = top + text.substr(startWithContext, 240).trim() + tail; + + return summary; + }, +}; + +_ready(Search.init); diff --git a/_static/sphinx_highlight.js b/_static/sphinx_highlight.js new file mode 100644 index 0000000..8a96c69 --- /dev/null +++ b/_static/sphinx_highlight.js @@ -0,0 +1,154 @@ +/* Highlighting utilities for Sphinx HTML documentation. */ +"use strict"; + +const SPHINX_HIGHLIGHT_ENABLED = true + +/** + * highlight a given string on a node by wrapping it in + * span elements with the given class name. + */ +const _highlight = (node, addItems, text, className) => { + if (node.nodeType === Node.TEXT_NODE) { + const val = node.nodeValue; + const parent = node.parentNode; + const pos = val.toLowerCase().indexOf(text); + if ( + pos >= 0 && + !parent.classList.contains(className) && + !parent.classList.contains("nohighlight") + ) { + let span; + + const closestNode = parent.closest("body, svg, foreignObject"); + const isInSVG = closestNode && closestNode.matches("svg"); + if (isInSVG) { + span = document.createElementNS("http://www.w3.org/2000/svg", "tspan"); + } else { + span = document.createElement("span"); + span.classList.add(className); + } + + span.appendChild(document.createTextNode(val.substr(pos, text.length))); + const rest = document.createTextNode(val.substr(pos + text.length)); + parent.insertBefore( + span, + parent.insertBefore( + rest, + node.nextSibling + ) + ); + node.nodeValue = val.substr(0, pos); + /* There may be more occurrences of search term in this node. So call this + * function recursively on the remaining fragment. + */ + _highlight(rest, addItems, text, className); + + if (isInSVG) { + const rect = document.createElementNS( + "http://www.w3.org/2000/svg", + "rect" + ); + const bbox = parent.getBBox(); + rect.x.baseVal.value = bbox.x; + rect.y.baseVal.value = bbox.y; + rect.width.baseVal.value = bbox.width; + rect.height.baseVal.value = bbox.height; + rect.setAttribute("class", className); + addItems.push({ parent: parent, target: rect }); + } + } + } else if (node.matches && !node.matches("button, select, textarea")) { + node.childNodes.forEach((el) => _highlight(el, addItems, text, className)); + } +}; +const _highlightText = (thisNode, text, className) => { + let addItems = []; + _highlight(thisNode, addItems, text, className); + addItems.forEach((obj) => + obj.parent.insertAdjacentElement("beforebegin", obj.target) + ); +}; + +/** + * Small JavaScript module for the documentation. + */ +const SphinxHighlight = { + + /** + * highlight the search words provided in localstorage in the text + */ + highlightSearchWords: () => { + if (!SPHINX_HIGHLIGHT_ENABLED) return; // bail if no highlight + + // get and clear terms from localstorage + const url = new URL(window.location); + const highlight = + localStorage.getItem("sphinx_highlight_terms") + || url.searchParams.get("highlight") + || ""; + localStorage.removeItem("sphinx_highlight_terms") + url.searchParams.delete("highlight"); + window.history.replaceState({}, "", url); + + // get individual terms from highlight string + const terms = highlight.toLowerCase().split(/\s+/).filter(x => x); + if (terms.length === 0) return; // nothing to do + + // There should never be more than one element matching "div.body" + const divBody = document.querySelectorAll("div.body"); + const body = divBody.length ? divBody[0] : document.querySelector("body"); + window.setTimeout(() => { + terms.forEach((term) => _highlightText(body, term, "highlighted")); + }, 10); + + const searchBox = document.getElementById("searchbox"); + if (searchBox === null) return; + searchBox.appendChild( + document + .createRange() + .createContextualFragment( + '" + ) + ); + }, + + /** + * helper function to hide the search marks again + */ + hideSearchWords: () => { + document + .querySelectorAll("#searchbox .highlight-link") + .forEach((el) => el.remove()); + document + .querySelectorAll("span.highlighted") + .forEach((el) => el.classList.remove("highlighted")); + localStorage.removeItem("sphinx_highlight_terms") + }, + + initEscapeListener: () => { + // only install a listener if it is really needed + if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) return; + + document.addEventListener("keydown", (event) => { + // bail for input elements + if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return; + // bail with special keys + if (event.shiftKey || event.altKey || event.ctrlKey || event.metaKey) return; + if (DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS && (event.key === "Escape")) { + SphinxHighlight.hideSearchWords(); + event.preventDefault(); + } + }); + }, +}; + +_ready(() => { + /* Do not call highlightSearchWords() when we are on the search page. + * It will highlight words from the *previous* search query. + */ + if (typeof Search === "undefined") SphinxHighlight.highlightSearchWords(); + SphinxHighlight.initEscapeListener(); +}); diff --git a/api.html b/api.html new file mode 100644 index 0000000..2147920 --- /dev/null +++ b/api.html @@ -0,0 +1,1587 @@ + + + + + + + API Reference — DREiMac documentation + + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

API Reference

+
+

Index

+

Classes

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

dreimac.CircularCoords

Object that performs circular coordinates via persistent cohomology of sparse filtrations (Jose Perea 2020).

dreimac.ToroidalCoords

Object that performs sparse toroidal coordinates via persistent cohomology as in (L.

dreimac.ProjectiveCoords

Object that performs multiscale real projective coordinates via persistent cohomology of sparse filtrations (Jose Perea 2018).

dreimac.ComplexProjectiveCoords

Object that performs multiscale complex projective coordinates via persistent cohomology of sparse filtrations (Perea 2018).

dreimac.LensCoords

Object that performs multiscale lens coordinates via persistent cohomology of sparse filtrations (Polanco, Perea 2019).

dreimac.PartUnity

Partitions of unity subordinate to open ball covers using standard bump functions.

dreimac.GeometryExamples

Finite samples from topologically nontrivial spaces.

dreimac.PlotUtils

Plotting utilities for DREiMac's output.

dreimac.CircleMapUtils

Utilities for adding, rotating, and plotting circle-valued maps.

dreimac.ProjectiveMapUtils

Utilities for manipulating projective space-valued maps.

dreimac.LensMapUtils

Utilities for manipulating lens space-valued maps.

dreimac.GeometryUtils

Utilities for subsampling from point clouds and distance matrices.

+

dreimac.CircularCoords methods

+ + + + + + +

dreimac.CircularCoords.get_coordinates

Get circular coordinates.

+

dreimac.ToroidalCoords methods

+ + + + + + +

dreimac.ToroidalCoords.get_coordinates

Get toroidal coordinates.

+

dreimac.ProjectiveCoords methods

+ + + + + + +

dreimac.ProjectiveCoords.get_coordinates

Get real projective coordinates.

+

dreimac.ComplexProjectiveCoords methods

+ + + + + + +

dreimac.ComplexProjectiveCoords.get_coordinates

Get complex projective coordinates.

+

dreimac.LensCoords methods

+ + + + + + +

dreimac.LensCoords.get_coordinates

Get lens coordinates.

+

dreimac.PartUnity methods

+ + + + + + + + + + + + +

dreimac.PartUnity.linear

Linear partition of unity.

dreimac.PartUnity.quadratic

Quadratic partition of unity.

dreimac.PartUnity.exp

Exponential partition of unity.

+

dreimac.GeometryExamples methods

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

dreimac.GeometryExamples.line_patches

Sample a set of line segments, as witnessed by square patches

dreimac.GeometryExamples.moving_dot

Sample a set of (smoothened) dots on the plane, as witnessed by square patches

dreimac.GeometryExamples.torus_3d

Return points sampled on a 3D torus

dreimac.GeometryExamples.klein_bottle_4d

Return samples on a klein bottle in 4D

dreimac.GeometryExamples.genus_two_surface

Return samples on a genus two surface in 3D

dreimac.GeometryExamples.trefoil

Samples on a trefoil in 3D

dreimac.GeometryExamples.bullseye

Samples on three concentric noisy circles in 2D.

dreimac.GeometryExamples.sphere

Samples on a 2-sphere in 3D.

dreimac.GeometryExamples.noisy_circle

Samples on a circle in 2D.

dreimac.GeometryExamples.moore_space_distance_matrix

Distance matrix of a sample of the Moore space M(1,Z/prime).

+

dreimac.PlotUtils methods

+ + + + + + + + + + + + + + + + + + +

dreimac.PlotUtils.plot_patches

Plot patches in a best fitting rectangular grid

dreimac.PlotUtils.plot_proj_boundary

Plot the boundary of RP2 on the unit circle

dreimac.PlotUtils.plot_2sphere_boundary

Plot the boundary of two sphere hemispheres

dreimac.PlotUtils.plot_3sphere_mesh

Draw a spherical mesh in 3D around the unit sphere.

dreimac.PlotUtils.set_axes_equal

Make axes of 3D plot have equal scale so that spheres appear as spheres, cubes as cubes, etc.

+

dreimac.CircleMapUtils methods

+ + + + + + + + + + + + + + + +

dreimac.CircleMapUtils.offset

Rotationally offset a circle-valued map.

dreimac.CircleMapUtils.linear_combination

Given k circle-valued maps on a dataset with n points and an l x k matrix with integer coefficients, return the l linear combinations of the given circle-valued maps induced by the given matrix.

dreimac.CircleMapUtils.to_sinebow

Given a circle map construct an array of the same shape that can be fed as color in a matplotlib scatterplot to simulate the sinebow colormap.

dreimac.CircleMapUtils.levelset_coloring

Given points on the circle and a number of levelsets subdivide the circle into the given number of levelsets and return a smoothened membership function to the levelsets.

+

dreimac.ProjectiveMapUtils methods

+ + + + + + +

dreimac.ProjectiveMapUtils.get_stereo_proj_codim1

Do a projective stereographic projection

+

dreimac.LensMapUtils methods

+ + + + + + +

dreimac.LensMapUtils.lens_3D_to_disk_3D

Project points on the unit sphere in C^2 representing points in the 3-dimensional lens space corresponding to the prime q to points on the unit disk in R^3.

+

dreimac.GeometryUtils methods

+ + + + + + + + + +

dreimac.GeometryUtils.get_greedy_perm_pc

A Naive O(NM) algorithm to do furthest points sampling, assuming the input is a point cloud specified in Euclidean space.

dreimac.GeometryUtils.landmark_geodesic_distance

Get a minmax sample of Euclidean point cloud using an approximation of the geodesic distance.

+
+
+

Details

+
+
+class dreimac.CircularCoords(X, n_landmarks, distance_matrix=False, prime=41, maxdim=1, verbose=False)
+

Object that performs circular coordinates via persistent cohomology of +sparse filtrations (Jose Perea 2020).

+
+

Parameters

+
+
X: ndarray(N, d)

A point cloud with N points in d dimensions

+
+
n_landmarks: int

Number of landmarks to use

+
+
distance_matrix: boolean

If true, treat X as a distance matrix instead of a point cloud

+
+
primeint

Field coefficient with which to compute rips on landmarks

+
+
maxdimint

Maximum dimension of homology. Only dimension 1 is needed for circular coordinates, +but it may be of interest to see other dimensions (e.g. for a torus)

+
+
verbosebool

Print debug information.

+
+
+
+
+get_coordinates(perc=0.5, cocycle_idx=0, partunity_fn=<function PartUnity.linear>, standard_range=True, check_cocycle_condition=True)
+

Get circular coordinates.

+
+

Parameters

+
+
percfloat

Percent coverage. Must be between 0 and 1.

+
+
cocycle_idxinteger

Integer representing the index of the persistent cohomology class +used to construct the Eilenberg-MacLane coordinate. Persistent cohomology +classes are ordered by persistence, from largest to smallest.

+
+
partunity_fn(dist_land_data, r_cover) -> phi

A function from the distances of each landmark to a bump function

+
+
standard_rangebool

Whether to use the parameter perc to choose a filtration parameter that guarantees +that the selected cohomology class represents a non-trivial class in the Cech complex.

+
+
check_cocycle_conditionbool

Whether to check, and fix if necessary, that the integer cocycle constructed +using finite field coefficients satisfies the cocycle condition.

+
+
+
+
+

Returns

+
+
thetasndarray(N)

Circular coordinates

+
+
+
+
+ +
+
+ +
+
+class dreimac.ToroidalCoords(X, n_landmarks, distance_matrix=False, prime=41, maxdim=1, verbose=False)
+

Object that performs sparse toroidal coordinates via persistent cohomology as in +(L. Scoccola, H. Gakhar, J. Bush, N. Schonsheck, T. Rask, L. Zhou, J. Perea 2022)

+
+

Parameters

+
+
X: ndarray(N, d)

A point cloud with N points in d dimensions

+
+
n_landmarks: int

Number of landmarks to use

+
+
distance_matrix: boolean

If true, treat X as a distance matrix instead of a point cloud

+
+
primeint

Field coefficient with which to compute rips on landmarks

+
+
maxdimint

Maximum dimension of homology. Only dimension 1 is needed for circular coordinates, +but it may be of interest to see other dimensions (e.g. for a torus)

+
+
+
+
+get_coordinates(perc=0.5, cocycle_idxs=[0], partunity_fn=<function PartUnity.linear>, standard_range=True, check_cocycle_condition=True)
+

Get toroidal coordinates.

+
+

Parameters

+
+
percfloat

Percent coverage. Must be between 0 and 1.

+
+
cocycle_idxinteger

Integer representing the index of the persistent cohomology class +used to construct the Eilenberg-MacLane coordinate. Persistent cohomology +classes are ordered by persistence, from largest to smallest.

+
+
partunity_fn(dist_land_data, r_cover) -> phi

A function from the distances of each landmark to a bump function

+
+
standard_rangebool

Whether to use the parameter perc to choose a filtration parameter that guarantees +that the selected cohomology class represents a non-trivial class in the Cech complex.

+
+
check_cocycle_conditionbool

Whether to check, and fix if necessary, that the integer cocycle constructed +using finite field coefficients satisfies the cocycle condition.

+
+
+
+
+

Returns

+
+
thetasndarray(n, N)

List of circular coordinates, with n the length of cocycle_idxs

+
+
+
+
+ +
+
+ +
+
+class dreimac.ProjectiveCoords(X, n_landmarks, distance_matrix=False, maxdim=1, verbose=False)
+

Object that performs multiscale real projective coordinates via +persistent cohomology of sparse filtrations (Jose Perea 2018).

+
+

Parameters

+
+
X: ndarray(N, d)

A point cloud with N points in d dimensions

+
+
n_landmarks: int

Number of landmarks to use

+
+
distance_matrix: boolean

If true, treat X as a distance matrix instead of a point cloud

+
+
maxdimint

Maximum dimension of homology. Only dimension 1 is needed for real projective coordinates, +but it may be of interest to see other dimensions (e.g. for a torus)

+
+
partunity_fn: ndarray(n_landmarks, N) -> ndarray(n_landmarks, N)

A partition of unity function

+
+
+
+
+get_coordinates(perc=0.9, cocycle_idx=0, proj_dim=2, partunity_fn=<function PartUnity.linear>, standard_range=True, projective_dim_red_mode='exponential')
+

Get real projective coordinates.

+
+

Parameters

+
+
percfloat

Percent coverage. Must be between 0 and 1.

+
+
cocycle_idxlist

Integer representing the index of the persistent cohomology class +used to construct the Eilenberg-MacLane coordinate. Persistent cohomology +classes are ordered by persistence, from largest to smallest.

+
+
proj_diminteger

Dimension down to which to project the data.

+
+
partunity_fn: (dist_land_data, r_cover) -> phi

A function from the distances of each landmark to a bump function

+
+
standard_rangebool

Whether to use the parameter perc to choose a filtration parameter that guarantees +that the selected cohomology class represents a class in the Cech complex.

+
+
projective_dim_red_modestring

Either “one-by-one”, “exponential”, or “direct”. How to perform equivariant +dimensionality reduction. “exponential” usually works best, being fast +without compromising quality.

+
+
+
+
+

Returns

+
+
ndarray(N, proj_dim+1)

The projective coordinates

+
+
+
+
+ +
+
+ +
+
+class dreimac.ComplexProjectiveCoords(X, n_landmarks, distance_matrix=False, prime=41, maxdim=2, verbose=False)
+

Object that performs multiscale complex projective coordinates via +persistent cohomology of sparse filtrations (Perea 2018).

+
+

Parameters

+
+
X: ndarray(N, d)

A point cloud with N points in d dimensions

+
+
n_landmarks: int

Number of landmarks to use

+
+
distance_matrix: boolean

If true, treat X as a distance matrix instead of a point cloud

+
+
primeint

Field coefficient with which to compute rips on landmarks

+
+
maxdimint

Maximum dimension of homology. Only dimension 2 is needed for complex projective coordinates, +but it may be of interest to see other dimensions

+
+
+
+
+get_coordinates(perc=0.5, cocycle_idx=0, proj_dim=1, partunity_fn=<function PartUnity.linear>, standard_range=True, check_cocycle_condition=True, projective_dim_red_mode='exponential')
+

Get complex projective coordinates.

+
+

Parameters

+
+
percfloat

Percent coverage. Must be between 0 and 1.

+
+
cocycle_idxinteger

Integer representing the index of the persistent cohomology class +used to construct the Eilenberg-MacLane coordinate. Persistent cohomology +classes are ordered by persistence, from largest to smallest.

+
+
proj_diminteger

Complex dimension down to which to project the data.

+
+
partunity_fn(dist_land_data, r_cover) -> phi

A function from the distances of each landmark to a bump function

+
+
standard_rangebool

Whether to use the parameter perc to choose a filtration parameter that guarantees +that the selected cohomology class represents a non-trivial class in the Cech complex.

+
+
check_cocycle_conditionbool

Whether to check, and fix if necessary, that the integer cocycle constructed +using finite field coefficients satisfies the cocycle condition.

+
+
projective_dim_red_modestring

Either “one-by-one”, “exponential”, or “direct”. How to perform equivariant +dimensionality reduction. “exponential” usually works best, being fast +without compromising quality.

+
+
+
+
+

Returns

+
+
ndarray(N, proj_dim+1)

Complex projective coordinates

+
+
+
+
+ +
+
+ +
+
+class dreimac.LensCoords(X, n_landmarks, distance_matrix=False, prime=3, maxdim=1, verbose=False)
+

Object that performs multiscale lens coordinates via +persistent cohomology of sparse filtrations (Polanco, Perea 2019).

+
+

Parameters

+
+
X: ndarray(N, d)

A point cloud with N points in d dimensions

+
+
n_landmarks: int

Number of landmarks to use

+
+
distance_matrix: boolean

If true, treat X as a distance matrix instead of a point cloud

+
+
primeint

Field coefficient with which to compute rips on landmarks

+
+
maxdimint

Maximum dimension of homology. Only dimension 1 is needed for lens coordinates, +but it may be of interest to see other dimensions (e.g. for a torus)

+
+
partunity_fn: ndarray(n_landmarks, N) -> ndarray(n_landmarks, N)

A partition of unity function

+
+
+
+
+get_coordinates(perc=0.9, cocycle_idx=0, complex_dim=2, partunity_fn=<function PartUnity.linear>, standard_range=True, projective_dim_red_mode='exponential')
+

Get lens coordinates.

+
+

Parameters

+
+
percfloat

Percent coverage. Must be between 0 and 1.

+
+
cocycle_idxlist

Add the cocycles together, sorted from most to least persistent.

+
+
complex_diminteger

Describes the dimension of the lens space. The lens space is obtained by +taking a quotient of the unit sphere inside the complex plane to the power +of complex_dimension.

+
+
partunity_fn: (dist_land_data, r_cover) -> phi

A function from the distances of each landmark to a bump function.

+
+
standard_rangebool

Whether to use the parameter perc to choose a filtration parameter that guarantees +that the selected cohomology class represents a class in the Cech complex.

+
+
projective_dim_red_modestring

Either “one-by-one”, “exponential”, or “direct”. How to perform equivariant +dimensionality reduction. “exponential” usually works best, being fast +without compromising quality.

+
+
+
+
+

Returns

+
+
ndarray(N, complex_dim-1)

The lens coordinates

+
+
+
+
+ +
+
+ +
+
+class dreimac.PartUnity
+

Partitions of unity subordinate to open ball covers using +standard bump functions.

+
+
+static exp(ds, r_cover)
+

Exponential partition of unity.

+
+

Parameters

+
+
ds: ndarray(n)

Some subset of distances between landmarks and +data points

+
+
r_cover: float

Covering radius

+
+
+
+
+

Returns

+
+
varphi: ndarray(n)

The bump function

+
+
+
+
+ +
+
+static linear(ds, r_cover)
+

Linear partition of unity.

+
+

Parameters

+
+
ds: ndarray(n)

Some subset of distances between landmarks and +data points

+
+
r_cover: float

Covering radius

+
+
+
+
+

Returns

+
+
varphi: ndarray(n)

The bump function

+
+
+
+
+ +
+
+static quadratic(ds, r_cover)
+

Quadratic partition of unity.

+
+

Parameters

+
+
ds: ndarray(n)

Some subset of distances between landmarks and +data points

+
+
r_cover: float

Covering radius

+
+
+
+
+

Returns

+
+
varphi: ndarray(n)

The bump function

+
+
+
+
+ +
+ +
+
+class dreimac.GeometryExamples
+

Finite samples from topologically nontrivial spaces.

+
+
+static bullseye()
+

Samples on three concentric noisy circles in 2D.

+
+

Returns

+
+
X: ndarray(n_samples, 2)

2D circles samples

+
+
+
+
+ +
+
+static genus_two_surface()
+

Return samples on a genus two surface in 3D

+
+

Returns

+
+
X: ndarray(n_samples, 3)

3D surface samples

+
+
+
+
+ +
+
+static klein_bottle_4d(n_samples, R, r, seed=None)
+

Return samples on a klein bottle in 4D

+
+

Parameters

+
+
n_samplesint

Number of random samples on the projective plane

+
+
R: float

Outer radius

+
+
r: float

Inner radius

+
+
seed: int

Seed to use. If omitted, use the number of samples as a seed

+
+
+
+
+

Returns

+
+
X: ndarray(n_samples, 4)

4D klein bottle samples

+
+
+
+
+ +
+
+static line_patches(dim, n_angles, n_offsets, sigma)
+

Sample a set of line segments, as witnessed by square patches

+
+

Parameters

+
+
dim: int

Patches will be dim x dim

+
+
n_angles: int

Number of angles to sweep between 0 and pi

+
+
n_offsets: int

Number of offsets to sweep from the origin to the edge of the patch

+
+
sigma: float

The blur parameter. Higher sigma is more blur

+
+
+
+
+

Returns

+
+
ndarray(n_angles*n_offsets, dim*dim)

An array of all of the patches raveled into dim*dim dimensional Euclidean space

+
+
+
+
+ +
+
+static moore_space_distance_matrix(rough_n_points=2000, prime=3)
+

Distance matrix of a sample of the Moore space M(1,Z/prime).

+
+

Parameters

+
+
rough_n_samplesint

The function returns a distance matrix with approximately n = rough_n_points * (pi/4) points.

+
+
primeint

The prime associated with the Moore space.

+
+
+
+
+

Returns

+
+
ndarray(n, n)

Distance matrix of points on the Moore space M(1,Z/prime).

+
+
+
+
+ +
+
+static moving_dot(sqrt_num_images, sigma=3, dim=10)
+

Sample a set of (smoothened) dots on the plane, as witnessed by square patches

+
+

Parameters

+
+
sqrt_num_imagesint

The output will consist of sqrt_num_images**2 patches.

+
+
sigmafloat

The blur parameter. Higher sigma is more blur. Default is 3.

+
+
dimint

Patches will be dim x dim. Default is 10.

+
+
+
+
+

Returns

+
+
ndarray(sqrt_num_images*sqrt_num_images, dim*dim)

An array of all of the patches raveled into dim*dim dimensional Euclidean space

+
+
+
+
+ +
+
+static noisy_circle(n_samples, noise_size=0.2, seed=0)
+

Samples on a circle in 2D.

+
+

Parameters

+
+
n_samplesint

Number of points on the circle to sample.

+
+
noise_sizefloat

Maximum perturbation per sample. Must be between 0 and 1.

+
+
seedfloat

Seed for random number generator.

+
+
+
+
+

Returns

+
+
X: ndarray(n_samples, 2)

2D circle samples

+
+
+
+
+ +
+
+static rp2_metric(n_samples, seed=None)
+

Return a distance matrix of points on the projective plane +obtained by identifying antipodal Gaussian random samples +of a sphere

+
+

Parameters

+
+
n_samplesint

Number of random samples on the projective plane

+
+
seed: int

Seed to use. If omitted, use the number of samples as a seed

+
+
+
+
+

Returns

+
+
ndarray(n_samples, 3)

Original points on the sphere

+
+
ndarray(n_samples, n_samples)

Distance matrix of rp2

+
+
+
+
+ +
+
+static sphere(n_samples)
+

Samples on a 2-sphere in 3D.

+
+

Returns

+
+
X: ndarray(n_samples, 3)

3D sphere samples

+
+
+
+
+ +
+
+static three_circles()
+

Samples on two circles of different radii in 2D.

+
+

Returns

+
+
X: ndarray(n_samples, 2)

2D circles samples

+
+
+
+
+ +
+
+static torus_3d(n_samples, R, r, seed=None)
+

Return points sampled on a 3D torus

+
+

Parameters

+
+
n_samplesint

Number of random samples on the torus

+
+
R: float

Outer radius

+
+
r: float

Inner radius

+
+
seed: int

Seed to use. If omitted, use the number of samples as a seed

+
+
+
+
+

Returns

+
+
X: ndarray(n_samples, 4)

3D torus samples

+
+
+
+
+ +
+
+static trefoil(n_samples=2500, horizontal_width=6, noisy=True)
+

Samples on a trefoil in 3D

+
+

Parameters

+
+
n_samplesint

Number of random samples.

+
+
+
+
+

Returns

+
+
X: ndarray(n_samples, 3)

3D trefoil samples

+
+
+
+
+ +
+ +
+
+class dreimac.PlotUtils
+

Plotting utilities for DREiMac’s output.

+
+
+static imscatter(X, P, dim, zoom=1, ax=None)
+

Plot patches in specified locations in R2

+
+

Parameters

+
+
Xndarray (N, 2)

The positions of each patch in R2

+
+
Pndarray (N, dim*dim)

An array of all of the patches

+
+
dimint

The dimension of each patch

+
+
axmatplotlib axes, optional

If given, plot on those axes, otherwise plot +on current axes by calling gca()

+
+
+
+
+ +
+
+static plot_2sphere_boundary(ax=None)
+

Plot the boundary of two sphere hemispheres

+
+

Parameters

+
+
axmatplotlib axes, optional

If given, plot on those axes, otherwise plot +on current axes by calling gca()

+
+
+
+
+ +
+
+static plot_3sphere_mesh(n_parallels=10, n_meridians=20, alpha=0.1, ax=None)
+

Draw a spherical mesh in 3D around the unit sphere.

+
+

Parameters

+
+
n_parallelsint

How many parallels to draw.

+
+
n_meridiansint

How many meridians to draw.

+
+
alphafloat

Opacity of the mesh. Must be between 0 and 1.

+
+
axmatplotlib axes, optional

If given, plot on those axes, otherwise plot +on current axes by calling gca()

+
+
+
+
+ +
+
+static plot_patches(P, zoom=1, ax=None)
+

Plot patches in a best fitting rectangular grid

+
+

Parameters

+
+
axmatplotlib axes, optional

If given, plot on those axes, otherwise plot +on current axes by calling gca()

+
+
+
+
+ +
+
+static plot_proj_boundary(ax=None)
+

Plot the boundary of RP2 on the unit circle

+
+

Parameters

+
+
axmatplotlib axes, optional

If given, plot on those axes, otherwise plot +on current axes by calling gca()

+
+
+
+
+ +
+
+static plot_rp2_stereo(S, f, arrowcolor='c', facecolor=(0.15, 0.15, 0.15))
+

Plot a 2D Stereographic Projection

+
+

Parameters

+
+
Sndarray (N, 2)

An Nx2 array of N points to plot on RP2

+
+
fndarray (N) or ndarray (N, 3)

A function with which to color the points, or a list of colors

+
+
+
+
+ +
+
+static plot_rp3_stereo(ax, S, f, draw_sphere=False)
+

Plot a 3D Stereographic Projection

+
+

Parameters

+
+
axmatplotlib axis

3D subplotting axis

+
+
Sndarray (N, 3)

An Nx3 array of N points to plot on RP3

+
+
fndarray (N) or ndarray (N, 3)

A function with which to color the points, or a list of colors

+
+
draw_sphereboolean

Whether to draw the 2-sphere

+
+
+
+
+ +
+
+static set_axes_equal(ax)
+

Make axes of 3D plot have equal scale so that spheres appear as spheres, +cubes as cubes, etc.. This is one possible solution to Matplotlib’s +ax.set_aspect(‘equal’) and ax.axis(‘equal’) not working for 3D.

+
+

Parameters

+

ax : a matplotlib axis, e.g., as output from plt.gca().

+
+
+ +
+ +
+
+class dreimac.CircleMapUtils
+

Utilities for adding, rotating, and plotting circle-valued maps.

+
+
+static center(circle_map)
+

Rotationally offset a circle-valued map so that most +of the points map to the center of the circle (i.e., pi).

+
+

Parameters

+
+
circle_map: ndarray

A numpy array of numbers between 0 and 2pi representing +points on the circle.

+
+
+
+
+

Returns

+
+
ndarray

A numpy array of numbers between 0 and 2pi representing +the rotation of the given points by the given offset.

+
+
+
+
+ +
+
+static levelset_coloring(circle_map, n_levelsets=4, smoothing=0.25)
+

Given points on the circle and a number of levelsets subdivide the +circle into the given number of levelsets and return a smoothened +membership function to the levelsets. This is useful for coloring a +dataset X according to a circle-valued map X -> S^1.

+
+

Parameters

+
+
circle_map: ndarray

A numpy array of numbers between 0 and 2pi representing +points on the circle.

+
+
n_levelset: int, optional, default is 4

Number of levelsets to evenly cover the circle.

+
+
smoothing: float, optional, default is 0.25

How much to smoothen the membership function

+
+
+
+
+

Returns

+
+
ndarray

The smoothened membership function of each of the given +points in the circle.

+
+
+
+
+ +
+
+static linear_combination(circle_maps, linear_combination_matrix)
+

Given k circle-valued maps on a dataset with n points and an l x k +matrix with integer coefficients, return the l linear combinations of the +given circle-valued maps induced by the given matrix.

+
+

Parameters

+
+
circle_maps: list or ndarray(k, n, dtype=float)

A numpy array with rows containing n points in the circle represented as +floats between 0 and 2pi.

+
+
linear_combination_matrix: list or ndarray(l, k, dtype=int)

A numpy array encoding l integer linear combinations of the given k +circle-valued maps.

+
+
+
+
+

Returns

+
+
ndarray(l, n, dtype=float)

A numpy array with rows containing n points in the circle representing +the l linear combinations of the given k circle-valued maps.

+
+
+
+
+ +
+
+static offset(circle_map, offset)
+

Rotationally offset a circle-valued map.

+
+

points on the circle.

+
+
+
offset: float

A number between 0 and 1 representing a rotational offset.

+
+
+
+

Returns

+
+
ndarray

A numpy array of numbers between 0 and 2pi representing +the rotation of the given points by the given offset.

+
+
+
+
+ +
+
+static to_sinebow(circle_map)
+

Given a circle map construct an array of the same shape that can be fed as color in a matplotlib +scatterplot to simulate the sinebow colormap.

+
+

Parameters

+
+
circle_map: ndarray

A numpy array of numbers between 0 and 2pi representing +points on the circle.

+
+
+
+
+

Returns

+
+
ndarray

A numpy array of floats to be used as color in a matplotlib scatterplot.

+
+
+
+
+ +
+ +
+
+class dreimac.ProjectiveMapUtils
+

Utilities for manipulating projective space-valued maps.

+
+
+static circle_to_3dnorthpole(x)
+

Convert a point selected on the circle to a 3D +unit vector on the upper hemisphere

+
+

Parameters

+
+
x: ndarray(2)

Selected point in the circle

+
+
+
+
+

Returns

+
+
x: ndarray(2)

Selected point in the circle (possibly clipped to the circle)

+
+
u: ndarray(3)

Unit vector on the upper hemisphere

+
+
+
+
+ +
+
+static get_stereo_proj_codim1(pX, u=array([], dtype=float64))
+

Do a projective stereographic projection

+
+

Parameters

+
+
pX: ndarray(N, d)

A collection of N points in d dimensions

+
+
u: ndarray(d)

A unit vector representing the north pole +for the stereographic projection

+
+
+
+
+

Returns

+
+
S: ndarray(N, d-1)

The stereographically projected coordinates

+
+
+
+
+ +
+
+static hopf_map(X)
+

Use the Hopf map to project points on the unit sphere in C^2 representing points in CP^1 to points on the unit sphere in R^3.

+
+

Parameters

+
+
Xcomplex ndarray(n,2)

Points on the unit sphere in C^2.

+
+
+
+
+

Returns

+
+
real ndarray(n,3)

Points on the unit sphere in R^3.

+
+
+
+
+ +
+
+static rotmat(a, b=array([], dtype=float64))
+

Construct a d x d rotation matrix that rotates +a vector a so that it coincides with a vector b

+
+

Parameters

+
+
andarray (d)

A d-dimensional vector that should be rotated to b

+
+
bndarray(d)

A d-dimensional vector that should end up residing at +the north pole (0,0,…,0,1)

+
+
+
+
+ +
+
+static stereographic_projection_hemispheres(X, center_vector=None)
+

Project points on the unit sphere in 3D to two disks in 2D corresponding to each hemisphere.

+
+

Parameters

+
+
Xndarray(n,3)

Points on the unit sphere in 3D

+
+
+
+
+

Returns

+

ndarray(n,2)

+
+
+ +
+ +
+
+class dreimac.LensMapUtils
+

Utilities for manipulating lens space-valued maps.

+
+
+static lens_3D_to_disk_3D(X, q)
+

Project points on the unit sphere in C^2 representing points in the 3-dimensional +lens space corresponding to the prime q to points on the unit disk in R^3.

+
+

Parameters

+
+
Xcomplex ndarray(n,2)

Points on the unit sphere in C^2.

+
+
qint

Prime number such that X represents points in the 3-dimensional lens space +corresponding to this prime.

+
+
+
+
+

Returns

+
+
real ndarray(n,3)

Points on the unit disk in R^3.

+
+
+
+
+ +
+ +
+
+class dreimac.GeometryUtils
+

Utilities for subsampling from point clouds and distance matrices.

+
+
+static get_csm(X, Y)
+

Return the Euclidean cross-similarity matrix between the M points +in the Mxd matrix X and the N points in the Nxd matrix Y.

+
+

Parameters

+
+
Xndarray (M, d)

A matrix holding the coordinates of M points

+
+
Yndarray (N, d)

A matrix holding the coordinates of N points

+
+
+
+
+

Returns

+
+
Dndarray (M, N)

An MxN Euclidean cross-similarity matrix

+
+
+
+
+ +
+
+static get_csm_projarc(X, Y)
+

Return the projective arc length cross-similarity between two point +clouds specified as points on the sphere

+
+

Parameters

+
+
Xndarray (M, d)

A matrix holding the coordinates of M points on RP^{d-1}

+
+
Yndarray (N, d)

A matrix holding the coordinates of N points on RP^{d-1}

+
+
+
+
+

Returns

+
+
Dndarray (M, N)

An MxN cross-similarity matrix

+
+
+
+
+ +
+
+static get_greedy_perm_dm(D, M)
+

A Naive O(NM) algorithm to do furthest points sampling, assuming +the input is a N x N distance matrix

+
+

Parameters

+
+
Dndarray (N, N)

An N x N distance matrix

+
+
Minteger

Number of landmarks to compute

+
+
+
+
+

Return

+
+
result: Dictionary

{‘perm’: An array of indices into X of the greedy permutation +‘lambdas’: Insertion radii of the landmarks +‘DLandmarks’: An MxN array of distances from landmarks to points in the point cloud}

+
+
+
+
+ +
+
+static get_greedy_perm_pc(X, M, csm_fn=<function GeometryUtils.get_csm>)
+

A Naive O(NM) algorithm to do furthest points sampling, assuming +the input is a point cloud specified in Euclidean space. This saves +computation over having compute the full distance matrix if the number +of landmarks M << N

+
+

Parameters

+
+
Xndarray (N, d)

An Nxd Euclidean point cloud

+
+
Minteger

Number of landmarks to compute

+
+
csm_fn: function X, Y -> D

Cross-similarity function (Euclidean by default)

+
+
+
+
+

Return

+
+
result: Dictionary

{‘Y’: An Mxd array of landmarks, +‘perm’: An array of indices into X of the greedy permutation +‘lambdas’: Insertion radii of the landmarks +‘D’: An MxN array of distances from landmarks to points in X}

+
+
+
+
+ +
+
+static landmark_geodesic_distance(X, n_landmarks, n_neighbors)
+

Get a minmax sample of Euclidean point cloud using an approximation of the geodesic distance. +Return the geodesic distance from the sample (landmarks) to the rest of the points.

+
+

Parameters

+
+
Xndarray(n,d)

Point cloud of n points in d-dimensional Euclidean space.

+
+
n_landmarksint

How many landmarks to sample.

+
+
n_neighborsint

How many neighbors to use to compute the nearest neighbors graph used to approximate +the geodesic distance.

+
+
+
+
+

Return

+
+
dist_landmarks_pointsndarray(n_landmarks,n)

Geodesic distance from landmarks to the rest of the points. +The first n_landmarks columns represent the landmarks, and are in the same order as landmarks. +The rest of the columns represent the rest of the data points. +The permutation that reorders the rows of X to correspond to the columns of dist_landmarks_points is +given by perm_all_points.

+
+
perm_all_pointsndarray(n)

Permutation of [0, …, n-1] which makes the rows of X correspond to the columns of dist_landmarks_points.

+
+
+
+
+ +
+ +
+
+ + +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/faq.html b/faq.html new file mode 100644 index 0000000..035638f --- /dev/null +++ b/faq.html @@ -0,0 +1,174 @@ + + + + + + + FAQ — DREiMac documentation + + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

FAQ

+ +
+

Why does my output not look exactly like the output in the examples?

+

There is more than one source of indeterminacy. +First, cohomological coordinates take values in spaces with many symmetries; for example, any rotation induces an isometry from the circle to the circle. +As such, cohomological coordinates are only well-defined up to rigid symmetries of the target space. +Secondly, since several of DREiMac’s subroutines are numerical, the exact output can depend on your machine’s specific architecture.

+

Having said this, if you are getting outputs that are qualitatively different from those in the examples, please let us know by filing an issue on DREiMac’s repository.

+
+
+

How can I get further help?

+

If you have further questions, please +open an issue and we will do our best to help you. +Please include as much information as possible, including your system’s information, warnings, logs, screenshots, and anything else you think may be of use.

+
+
+ + +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/genindex.html b/genindex.html new file mode 100644 index 0000000..a47f963 --- /dev/null +++ b/genindex.html @@ -0,0 +1,383 @@ + + + + + + Index — DREiMac documentation + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+
    +
  • + +
  • +
  • +
+
+
+
+
+ + +

Index

+ +
+ B + | C + | E + | G + | H + | I + | K + | L + | M + | N + | O + | P + | Q + | R + | S + | T + +
+

B

+ + +
+ +

C

+ + + +
+ +

E

+ + +
+ +

G

+ + + +
+ +

H

+ + +
+ +

I

+ + +
+ +

K

+ + +
+ +

L

+ + + +
+ +

M

+ + + +
+ +

N

+ + +
+ +

O

+ + +
+ +

P

+ + + +
+ +

Q

+ + +
+ +

R

+ + + +
+ +

S

+ + + +
+ +

T

+ + + +
+ + + +
+
+
+ +
+ +
+

© Copyright 2020, Jose A. Perea, Luis Scoccola, Chris Tralie.

+
+ + Built with Sphinx using a + theme + provided by Read the Docs. + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/index.html b/index.html new file mode 100644 index 0000000..f11f8cb --- /dev/null +++ b/index.html @@ -0,0 +1,244 @@ + + + + + + + DREiMac: Dimensionality Reduction with Eilenberg-MacLane Coordinates — DREiMac documentation + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+
    +
  • + +
  • + View page source +
  • +
+
+
+
+
+ +
+

DREiMac: Dimensionality Reduction with Eilenberg-MacLane Coordinates

+

DREiMac is a library for topological data coordinatization, visualization, and dimensionality reduction. +Currently, DREiMac is able to find topology-preserving representations of point clouds taking values in the circle, in higher dimensional tori, in the real and complex projective space, and in lens spaces.

+

In a few words, DREiMac takes as input a point cloud together with a topological feature of the point cloud (in the form of a persistent cohomology class), and returns a map from the point cloud to a well-understood topological space (a circle, a product of circles, a projective space, or a lens space), which preserves the given topological feature in a precise sense. +You can check the theory section for details and or the examples below to see how DREiMac works in practice.

+
+

Installing

+

Make sure your Python version is >=3.8 and <3.12. +DREiMac depends on the following python packages, which will be installed automatically when you install with pip: +matplotlib, +numba, +numpy, +persim, +ripser, and +scipy.

+
pip install dreimac
+
+
+
+
+
+

Contents

+ + +
+

Further examples

+
+

Circular coordinates

+ +
+ + + + +
+
+
+

Authors

+

Jose A. Perea, Luis Scoccola, Chris Tralie

+
+ + +
+
+
+ +
+ +
+

© Copyright 2020, Jose A. Perea, Luis Scoccola, Chris Tralie.

+
+ + Built with Sphinx using a + theme + provided by Read the Docs. + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/notebooks/ImagePatches.html b/notebooks/ImagePatches.html new file mode 100644 index 0000000..f631426 --- /dev/null +++ b/notebooks/ImagePatches.html @@ -0,0 +1,240 @@ + + + + + + + Real projective coordinates on data set of image patches — DREiMac documentation + + + + + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+
    +
  • + +
  • + View page source +
  • +
+
+
+
+
+ +
+

Real projective coordinates on data set of image patches

+

In this example, we explore the topology of a collection of image patches capturing line segments, which, as we will show using persistent cohomology and projective coordinates, are parametrized by the projective plane \(RP^2\). Each image patch is a square \(d \times d\) region of pixels. Each pixel can be thought of as a dimension, so each patch lives in \(\mathbb{R}^{d \times d}\), and a collection of patches can be thought of as a Euclidean point cloud in +\(\mathbb{R}^{d \times d}\).

+
+
[7]:
+
+
+
import matplotlib.pyplot as plt
+
+from ripser import ripser
+from persim import plot_diagrams
+from dreimac import ProjectiveCoords, GeometryUtils, GeometryExamples, PlotUtils, ProjectiveMapUtils
+
+
+
+

We now examine the collection of patches which hold oriented, slightly blurry line segments at varying distances from the center of the patch. We start by considering a small sample of these patches. Below, the “dim” variable sets the patch resolution, and the “sigma” variable sets the blurriness (a larger sigma means blurrier line segments).

+
+
[8]:
+
+
+
small_sample = GeometryExamples.line_patches(dim=10, n_angles=16, n_offsets=16, sigma=0.25)
+
+plt.figure(figsize=(8, 8))
+PlotUtils.plot_patches(small_sample, zoom=2)
+plt.gca().set_facecolor((0.7, 0.7, 0.7))
+
+
+
+
+
+
+
+../_images/notebooks_ImagePatches_3_0.png +
+
+

Now let’s compute persistence diagrams for this collection of patches with both \(\mathbb{Z}/2\) coefficients and \(\mathbb{Z}/3\) coefficients up to \(H_2\).

+
+
[9]:
+
+
+
plt.figure(figsize=(8, 4))
+for i,prime in enumerate([2,3]):
+    pd = ripser(small_sample, coeff=prime, maxdim=2)['dgms']
+    plt.subplot(1,2,i+1) ; plot_diagrams(pd) ; _ = plt.title("$\mathbb{Z}/" + str(prime) + "$")
+
+
+
+
+
+
+
+../_images/notebooks_ImagePatches_5_0.png +
+
+

There are two high-persistence classes in the persistence diagram with \(\mathbb{Z}/2\mathbb{Z}\) coefficients that do not show up in the persistence diagram with \(\mathbb{Z} / 3\mathbb{Z}\) coefficients. This is the signature of the projective plane \(RP^2\). To verify this, we will map these patches to \(RP^2\) using real projective coordinates.

+
+
[10]:
+
+
+
X = GeometryExamples.line_patches(dim=10, n_angles=75, n_offsets=75, sigma=0.25)
+dist_mat, pointcloud_permutation = GeometryUtils.landmark_geodesic_distance(X, 300, 20)
+
+
+
+
+
[11]:
+
+
+
pc = ProjectiveCoords(dist_mat, n_landmarks=300, distance_matrix=True)
+proj_coords = pc.get_coordinates(proj_dim=2, perc=0.8, cocycle_idx=0)
+
+
+
+
+
[12]:
+
+
+
subsample = GeometryUtils.get_greedy_perm_pc(proj_coords, 300)['perm']
+stereo_projection_dim_red_subsample = ProjectiveMapUtils.get_stereo_proj_codim1(proj_coords[subsample, :])
+
+plt.figure(figsize=(8, 8))
+PlotUtils.imscatter(stereo_projection_dim_red_subsample, X[pointcloud_permutation][subsample], 10)
+_ = PlotUtils.plot_proj_boundary()
+
+
+
+
+
+
+
+../_images/notebooks_ImagePatches_9_0.png +
+
+
+ + +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/notebooks/ImagePatches.ipynb b/notebooks/ImagePatches.ipynb new file mode 100644 index 0000000..a1e0ffc --- /dev/null +++ b/notebooks/ImagePatches.ipynb @@ -0,0 +1,179 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Real projective coordinates on data set of image patches\n", + "\n", + "In this example, we explore the topology of a collection of image patches capturing line segments, which, as we will show using persistent cohomology and projective coordinates, are parametrized by the projective plane $RP^2$.\n", + "Each image patch is a square $d \\times d$ region of pixels.\n", + "Each pixel can be thought of as a dimension, so each patch lives in $\\mathbb{R}^{d \\times d}$, and a collection of patches can be thought of as a Euclidean point cloud in $\\mathbb{R}^{d \\times d}$." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "from ripser import ripser\n", + "from persim import plot_diagrams\n", + "from dreimac import ProjectiveCoords, GeometryUtils, GeometryExamples, PlotUtils, ProjectiveMapUtils" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now examine the collection of patches which hold oriented, slightly blurry line segments at varying distances from the center of the patch.\n", + "We start by considering a small sample of these patches.\n", + "Below, the \"dim\" variable sets the patch resolution, and the \"sigma\" variable sets the blurriness (a larger sigma means blurrier line segments). " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "small_sample = GeometryExamples.line_patches(dim=10, n_angles=16, n_offsets=16, sigma=0.25)\n", + "\n", + "plt.figure(figsize=(8, 8))\n", + "PlotUtils.plot_patches(small_sample, zoom=2)\n", + "plt.gca().set_facecolor((0.7, 0.7, 0.7))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's compute persistence diagrams for this collection of patches with both $\\mathbb{Z}/2$ coefficients and $\\mathbb{Z}/3$ coefficients up to $H_2$." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 4))\n", + "for i,prime in enumerate([2,3]):\n", + " pd = ripser(small_sample, coeff=prime, maxdim=2)['dgms']\n", + " plt.subplot(1,2,i+1) ; plot_diagrams(pd) ; _ = plt.title(\"$\\mathbb{Z}/\" + str(prime) + \"$\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are two high-persistence classes in the persistence diagram with $\\mathbb{Z}/2\\mathbb{Z}$ coefficients that do not show up in the persistence diagram with $\\mathbb{Z} / 3\\mathbb{Z}$ coefficients.\n", + "This is the signature of the projective plane $RP^2$.\n", + "To verify this, we will map these patches to $RP^2$ using real projective coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "X = GeometryExamples.line_patches(dim=10, n_angles=75, n_offsets=75, sigma=0.25)\n", + "dist_mat, pointcloud_permutation = GeometryUtils.landmark_geodesic_distance(X, 300, 20)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "pc = ProjectiveCoords(dist_mat, n_landmarks=300, distance_matrix=True)\n", + "proj_coords = pc.get_coordinates(proj_dim=2, perc=0.8, cocycle_idx=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "subsample = GeometryUtils.get_greedy_perm_pc(proj_coords, 300)['perm']\n", + "stereo_projection_dim_red_subsample = ProjectiveMapUtils.get_stereo_proj_codim1(proj_coords[subsample, :])\n", + "\n", + "plt.figure(figsize=(8, 8))\n", + "PlotUtils.imscatter(stereo_projection_dim_red_subsample, X[pointcloud_permutation][subsample], 10)\n", + "_ = PlotUtils.plot_proj_boundary()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "fiberwise-dim-red", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.0" + }, + "vscode": { + "interpreter": { + "hash": "5319f7d1bb481ce08c8f66b2d322eecc66f5ad1db17e754b4db3cc689c7d8716" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/MooreSpace.html b/notebooks/MooreSpace.html new file mode 100644 index 0000000..a74bb4d --- /dev/null +++ b/notebooks/MooreSpace.html @@ -0,0 +1,233 @@ + + + + + + + Lens coordinates on Moore space — DREiMac documentation + + + + + + + + + + + + + + + + + + + + + + +
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Lens coordinates on Moore space

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In this example, we use lens coordinates to parametrize a finite sample of the Moore space \(M(1,\mathbb{Z}/3)\), characterized by the fact that its reduced cohomology with coefficients in \(\mathbb{Z}\) is zero in every degree except for degree \(1\), in which it is \(\mathbb{Z}/3\).

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from dreimac import LensCoords, CircleMapUtils, PlotUtils, GeometryExamples, LensMapUtils
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+
+

The Moore space \(M(1,\mathbb{Z}/3)\) can be constructed by taking a quotient of the two-dimensional unit disk \(D \subseteq \mathbb{R}^2\), where each point in the boundary is glued to its rotation by \(2\pi/3\) radians. Here, we display a fundamental domain. We color points so that points in the boundary with the same color are close to each other. In order to perform the gluing, we use a function that constructs a distance matrix implementing the gluing described above.

+
+
[2]:
+
+
+
import numpy as np
+import matplotlib.pyplot as plt
+
+q = 3
+dist_mat, X = GeometryExamples.moore_space_distance_matrix(rough_n_points=2000, prime=q)
+colors = CircleMapUtils.to_sinebow(np.array([np.arctan2(*x) * q for x in X]))
+
+plt.figure()
+plt.scatter(X[:,0],X[:,1],c=colors)
+_ = plt.axis("equal")
+_ = plt.axis("off")
+
+
+
+
+
+
+
+../_images/notebooks_MooreSpace_3_0.png +
+
+

We confirm that the sample approximates the Moore space by computing persistent cohomology with coefficients in \(\mathbb{Z}/2\) and \(\mathbb{Z}/3\).

+
+
[3]:
+
+
+
from ripser import ripser
+from persim import plot_diagrams
+plt.figure(figsize=(8, 4))
+for i,prime in enumerate([2,3]):
+    pd = ripser(dist_mat, coeff=prime, maxdim=2, n_perm=300, distance_matrix=True)['dgms']
+    plt.subplot(1,2,i+1) ; plot_diagrams(pd) ; _ = plt.title("$\mathbb{Z}/" + str(prime) + "$")
+
+
+
+
+
+
+
+../_images/notebooks_MooreSpace_5_0.png +
+
+

We now compute Lens coordinates and display them in the fundamental domain given by the three-dimensional disk in \(\mathbb{R}^3\). The plot is easier to understand if you interact with it yourself!

+
+
[4]:
+
+
+
lc = LensCoords(dist_mat, n_landmarks=500, distance_matrix=True)
+coords = lc.get_coordinates(perc=0.99, complex_dim=2, cocycle_idx=0)
+coords_R3 = LensMapUtils.lens_3D_to_disk_3D(coords, 3)
+
+
+
+
+
[5]:
+
+
+
import matplotlib.pyplot as plt
+
+fig = plt.figure()
+ax = plt.axes(projection='3d')
+PlotUtils.plot_3sphere_mesh()
+_ = ax.scatter3D(coords_R3[:,0], coords_R3[:,1], coords_R3[:,2], s=20, c=colors)
+
+
+
+
+
+
+
+../_images/notebooks_MooreSpace_8_0.png +
+
+
+ + +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/notebooks/MooreSpace.ipynb b/notebooks/MooreSpace.ipynb new file mode 100644 index 0000000..6c16797 --- /dev/null +++ b/notebooks/MooreSpace.ipynb @@ -0,0 +1,161 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lens coordinates on Moore space\n", + "\n", + "In this example, we use lens coordinates to parametrize a finite sample of the Moore space $M(1,\\mathbb{Z}/3)$, characterized by the fact that its reduced cohomology with coefficients in $\\mathbb{Z}$ is zero in every degree except for degree $1$, in which it is $\\mathbb{Z}/3$." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from dreimac import LensCoords, CircleMapUtils, PlotUtils, GeometryExamples, LensMapUtils" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The Moore space $M(1,\\mathbb{Z}/3)$ can be constructed by taking a quotient of the two-dimensional unit disk $D \\subseteq \\mathbb{R}^2$, where each point in the boundary is glued to its rotation by $2\\pi/3$ radians. Here, we display a fundamental domain. We color points so that points in the boundary with the same color are close to each other.\n", + "In order to perform the gluing, we use a function that constructs a distance matrix implementing the gluing described above." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "q = 3\n", + "dist_mat, X = GeometryExamples.moore_space_distance_matrix(rough_n_points=2000, prime=q)\n", + "colors = CircleMapUtils.to_sinebow(np.array([np.arctan2(*x) * q for x in X]))\n", + "\n", + "plt.figure()\n", + "plt.scatter(X[:,0],X[:,1],c=colors)\n", + "_ = plt.axis(\"equal\")\n", + "_ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We confirm that the sample approximates the Moore space by computing persistent cohomology with coefficients in $\\mathbb{Z}/2$ and $\\mathbb{Z}/3$." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from ripser import ripser\n", + "from persim import plot_diagrams\n", + "plt.figure(figsize=(8, 4))\n", + "for i,prime in enumerate([2,3]):\n", + " pd = ripser(dist_mat, coeff=prime, maxdim=2, n_perm=300, distance_matrix=True)['dgms']\n", + " plt.subplot(1,2,i+1) ; plot_diagrams(pd) ; _ = plt.title(\"$\\mathbb{Z}/\" + str(prime) + \"$\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now compute Lens coordinates and display them in the fundamental domain given by the three-dimensional disk in $\\mathbb{R}^3$.\n", + "The plot is easier to understand if you interact with it yourself!" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "lc = LensCoords(dist_mat, n_landmarks=500, distance_matrix=True)\n", + "coords = lc.get_coordinates(perc=0.99, complex_dim=2, cocycle_idx=0)\n", + "coords_R3 = LensMapUtils.lens_3D_to_disk_3D(coords, 3)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "fig = plt.figure()\n", + "ax = plt.axes(projection='3d')\n", + "PlotUtils.plot_3sphere_mesh()\n", + "_ = ax.scatter3D(coords_R3[:,0], coords_R3[:,1], coords_R3[:,2], s=20, c=colors)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac-installed", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.16" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/bullseye.html b/notebooks/bullseye.html new file mode 100644 index 0000000..73f931e --- /dev/null +++ b/notebooks/bullseye.html @@ -0,0 +1,294 @@ + + + + + + + Toroidal coordinates on bullseye — DREiMac documentation + + + + + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

Toroidal coordinates on bullseye

+

An example of how toroidal coordinates is more reliable than circular coordinates when more than one prominent class is present. In this example, we seek to find a single circle-valued map that parametrizes all circularities present in the data at once. For this, we first find a circle-valued map representing each class and then add together these circle-valued maps into a single circle-valued map.

+

We use two approaches. In one, we use toroidal coordinates to find three “geometrically independent” circle-valued maps and then sum them together. In the second, we run circular coordinates three times with different cocycles and sum the output circle-valued maps together.

+
+
[1]:
+
+
+
import matplotlib.pyplot as plt
+from dreimac import ToroidalCoords, CircularCoords, GeometryExamples, CircleMapUtils
+from persim import plot_diagrams
+
+
+
+
+
[2]:
+
+
+
X = GeometryExamples.bullseye()
+plt.figure(figsize=(4,4))
+plt.scatter(X[:,0],X[:,1], s = 10)
+plt.gca().set_aspect("equal") ; _ = plt.axis("off")
+
+
+
+
+
+
+
+../_images/notebooks_bullseye_2_0.png +
+
+

The persistence diagram suggests that there are three prominent 1-dimensional holes.

+
+
[3]:
+
+
+
n_landmarks = 300
+
+tc = ToroidalCoords(X, n_landmarks=n_landmarks)
+plot_diagrams(tc._dgms)
+
+
+
+
+
+
+
+../_images/notebooks_bullseye_4_0.png +
+
+

We now run the toroidal coordinates algorithm with the 3 most prominent classes and plot the result.

+
+
[4]:
+
+
+
perc = 0.1
+cohomology_classes = [0, 1, 2]
+
+toroidal_coords = tc.get_coordinates(perc=perc, cocycle_idxs=cohomology_classes)
+
+plt.figure(figsize=(10, 4))
+for i, coord in enumerate(toroidal_coords):
+    plt.subplot(1, len(toroidal_coords), i + 1)
+    plt.scatter(X[:, 0], X[:, 1], s=40, c=CircleMapUtils.to_sinebow(coord))
+    plt.title("toroidal\ncoordinate " + str(i+1))
+    plt.gca().set_aspect("equal")
+    _ = plt.axis("off")
+
+
+
+
+
+
+
+../_images/notebooks_bullseye_6_0.png +
+
+

We now sum the three maps returned by toroidal coordinates and display it

+
+
[5]:
+
+
+

t_sum = CircleMapUtils.linear_combination(toroidal_coords, [1, 1, 1]) + +plt.figure(figsize=(4,4)) +plt.scatter(X[:,0],X[:,1], s = 40, c=CircleMapUtils.to_sinebow(t_sum)) +plt.title("sum of toroidal coordinates") +plt.gca().set_aspect("equal") ; _ = plt.axis("off") +
+
+
+
+
+
+
+../_images/notebooks_bullseye_8_0.png +
+
+

Run circular coordinates algorithm with three most prominent classes

+
+
[6]:
+
+
+
cc = CircularCoords(X, n_landmarks=n_landmarks)
+circular_coords1 = cc.get_coordinates(perc=perc, cocycle_idx=cohomology_classes[0])
+circular_coords2 = cc.get_coordinates(perc=perc, cocycle_idx=cohomology_classes[1])
+circular_coords3 = cc.get_coordinates(perc=perc, cocycle_idx=cohomology_classes[2])
+circular_coords = [circular_coords1, circular_coords2, circular_coords3]
+
+plt.figure(figsize=(10, 4))
+for i, coord in enumerate(circular_coords):
+    plt.subplot(1, len(circular_coords), i + 1)
+    plt.scatter(X[:, 0], X[:, 1], s=40, c=CircleMapUtils.to_sinebow(coord))
+    plt.title("circular\ncoordinate " + str(i+1))
+    plt.gca().set_aspect("equal")
+    _ = plt.axis("off")
+
+
+
+
+
+
+
+../_images/notebooks_bullseye_10_0.png +
+
+

Finally, see how the sum of the three maps returned by the circular coordinates algorithm fails to parametrize the three circles properly

+
+
[7]:
+
+
+
c_sum = CircleMapUtils.linear_combination(circular_coords, [1, 1, 1])
+
+plt.figure(figsize=(4,4))
+plt.scatter(X[:,0],X[:,1], s = 40, c=CircleMapUtils.to_sinebow(c_sum))
+plt.title("sum of circular coordinates")
+plt.gca().set_aspect("equal") ; _ = plt.axis("off")
+
+
+
+
+
+
+
+../_images/notebooks_bullseye_12_0.png +
+
+
+ + +
+
+ +
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+ + + + \ No newline at end of file diff --git a/notebooks/bullseye.ipynb b/notebooks/bullseye.ipynb new file mode 100644 index 0000000..2f2536c --- /dev/null +++ b/notebooks/bullseye.ipynb @@ -0,0 +1,253 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Toroidal coordinates on bullseye\n", + "\n", + "An example of how toroidal coordinates is more reliable than circular coordinates when more than one prominent class is present. In this example, we seek to find a single circle-valued map that parametrizes all circularities present in the data at once. For this, we first find a circle-valued map representing each class and then add together these circle-valued maps into a single circle-valued map.\n", + "\n", + "We use two approaches. In one, we use toroidal coordinates to find three \"geometrically independent\" circle-valued maps and then sum them together. In the second, we run circular coordinates three times with different cocycles and sum the output circle-valued maps together." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from dreimac import ToroidalCoords, CircularCoords, GeometryExamples, CircleMapUtils\n", + "from persim import plot_diagrams" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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dFII11myx4zhjRuYz4hnejApZAKPDqYU+RYML27alccIagcSeGl2rF8BmTXWJjciE8MV1i3iGN6NFljt4Fwq32W5szCHUodpi23Iu1myxsTrk3pOXyW0jZO6C/swV+B//55z08zb5XBg78OYOPqMpiLBpW2oKdsxY+lsUWCOQANMzZnra6qFrdWF6C6UuIJjgfXrphvR1ioubCRfVGqFabuukUwV+eIBpY8KWe90agRTF6/sHRqH3JF6KRAHVYt7UmG8JUPWvMuGCiQkAQF/mCqkdlhvMMrblXrfCB6mLYAuoWFpiMct8Rq+0NcArbQ2xSvhlwuGZhmrUD0k1UGN7JNsKC9LkaUHJ0spkc/BMQzVsXFqV9zo3umVKQScatlhdfpDFHmwqO7Si1BAru6NYj8xpPEyQeNeXG8pD22wtO7Rii401oqDWwQaLXnMaTz5+aorjVn9cKiIFyCsmVAM1bmRlh4urKiI1kqywIAXUb4bOt/5VGqnuaauHHc82hn9AFqIb4iTWwO07U/DP/3a1wKKQNZtNKt4JiTZYXMViMrAuivOzwoIUUG5Ekcnm0DQe5v58aFUjEtX2UXzW677Y1+XM/P4kCaesw/6BoxfgoQdmkRwXaxKUiSIQZZVAUl7kKgd5kubImJRXenlrcBTamucZZTK4EQIx77GH83726YWV8Iu/forcGvIDtt72D4zC/oFRctakzM0mI+wqm8i32OKGOjYyQXq7gAWaOpxa2HvPyok7sgBV+vHvwv6B0UiOh9oa8oPJjO2etnpy1qTbxSLr7BV2ICpSgdRZFpSicrIoXJLE0eSGjQJKa8gvuvtHQPVB4T2/7o1LQu90FZlAmtxQVLpqyyYTbm9tiO2N6SWTzcFbg6Pw4bnxQH7/4ie+Cxev/0dRP7v5qRrobqmP7bUQvl2dlU71QdF7Igtnxm7AirrKSLJaIvNBmiS12pJNrwKbTEh9Gp0JmWwO/vs/nYNT2Rtl+51N878Hn1/908y/O5xa+PG6RejDtMOpheu3/gxHz09K3//w3Dh8eG48tvmoIrD5zbdTSmvyN8ez5M7bbXi8e3wMLk7eSk4UWyd+VCpnXj88In3dppZNQWC6vfPL/+z4SwCAgkBPa1O1dCSuGPuLCaSgP3NlxsdNdcupQuRHYpZ878nLkKp4kMx5Y6MnEhPFdtIpWFk3F06P3Zx5raGmArpb6sk85TPZHDrHmoL1qwPLKvhfH3xeFnH01qu7H4re67+9tUH6XRfzPbvTYQAKxZgqTjoF3S31qKuDUr02tsN8bWAEfvmztaEdR2QCmcnm8sQRAGBknNZCxazH1qZqMueAgZVMvjU4CiPjaveIiJ4CAJr0LRzuL65bZCRQurG/JikibkQ6jJs4WJa6dJnB4XESaxN78B0Zngh1FG5kQRosc55KYEYVZKLqEBeUEpFWRe7Lkeeq+h26FBETqF87Qe+JLPodUHkQvPTOcemuIUyNsM4HSWFrmsnm4P2TY1EfRmAMDhcXjW5ZWqVMaypHpZTqd7jfuzh5qyg3ABULS0fXmjT6HVDZapfTrVIskbU7k7U5ohCYEY193z2OCyTFtlNurt782vfPdDi18M5LPwjgaIpj19Zm6N+2vqBBsY79A6Nkm8962bW1GXra6qXvUVijNmhEpKWGsuFENhO3xr5usIomHQsffwT+948cK6+dk07BL3+2Nm9b/vrhETSwJqBiYZlQW/mI9PXbd6ZCPpLicGvE7TtTMGf2rFB9kJHXYlNpUGG6raZgBXvxm7LTsrQKaisfiSx51y/uNYZt27zEJU1rzmz5JhF73UacdAo++OyqsgtUUEQikNSaUugEhGJjX4GJVdy1egH8aG2a1DXDMG2KQMXC0kHZ1y+IMicydIHU9QO0DZ2AUGzs68bEFzV/7sNkLH0TdEnVAAA7D56NpHKj3MgeCB1O7cx1p3BNo5yfHapA2pId7wfs4qxb8jj80Pk+aXEEMLMk4tiuzUmnoPkvHlPWj1Pur+jG7cc7NjIBfZkr0Eeoqkg1PzvodJ9QHRGqJ4GtYBfnkwv/DjsPniUf8VSNEwWIRyt/DBPh3z8wCu1vfhyL67y4qkLaZNeWGdQYUc7PDlUgj43QK8uTpRq4obDAVOw+NKSMWv943aLwDiZkdNfWDfXrDEDTQBFENT87NIGUtYgHoGGh7NraDHs6l8O6JY9L36ewwGSYBGionpspIl+yp60emuZ9T/nZ1wbkpaW2k8nmoO/UZTTwZLOBIojq2EPzQWI32gbkyWATuig2hQXmRfRw1EHx3PwiAlALn6hQDo4Kuw64HHjXrrdBDIW0NOz+C+PYQxNIqukGJlFs2xeYF+80PAyK51YKJmuRUimibO2eHrsJL296Ep6s/h6JlC3s/tvTuTyUAGloW2yZo5XCDYhZvi+srYP+betDbwFfCplsDjrf+letOFI8t3Jg4pMspgwzKrC1+8aRL+D8ta+sv/cA8HMIK9E9NAvSGwxod2pJ3ICYVfHc6joSCwxAPi9HBaVzKze7tjbD4qoKtBMOpcazKovY9vQ6QdQ7z1BkWGYmhxGiLweisa+blXVzrV9YAtFcw1QcKVj1QaOzTqhEtHUWcbFdm8Ik6oYVoViQ2IWgUO8qa+x7euwmCWe9aXMNAIDVCyvhv8V8lrQpJtbJ+yfH4Py1r6wvMd21tRlmz/oOvHHki4L39g+MwjffTllvDUfZsCJwgVRFgG0P0ABEW+ZUKqYWQpLG05pgUq/97vGxvJZ3NlekPFmNpy9R2WpH1bAi0C22yoKhspWjnDum4umFldDTVg/929azOErw20/S5m23bq1SyHXFypRJV9JgX3xPWz2JAM3uQ0NSZz0VccdK6TYurYKD3f8JdjzbSOI8okL0kxSJ5JufUpcm2urT0/kiKTzso6oCClQgsS+eQvMDzPp9edOTJMQdAOD8ta+krx89P2mttWMjTjoFO55thO4WeXduCmAWsejsY/t6iCqaHahAYk+uDz67GuSfLQuqHDIKjQsw61dAYVtlG7rGHrY/+N0W8d7nV0C7Uwt9mSvw6ntnrG/IEZWWBJ7ms2XZ/ILXbPbXCHQ5ZDYfv0n0msK2ykb2dTmwcWlVweuUUr+cdApu35ki19knCi0JXCCpdhDRPZlsPn5sXreAig/VRnYfGoKj5ycLXhepXxRQ7S5sXtdRaEngAhl1JnwxULbAMtmccuYKlQomG9GtC5vFRaA7B1vXNUA0WhK4QEadCV8MlC0w3U1KpYLJRnTfLYU5NqpzsHldA0TjhwylkkbUt54Zu2H9JDyVBdbTVm99+32TpymFJHcb0X23FCYFYufQtXoBbJb4+Gxjy7L5oY5tCeWKCp/Hu8fHYOfBs7CjNxPGny0K7Anb2lQdm7xBm7dRNuOkU9IAjeCLiT+FeDTFgVlhvScvWx/JBgjfDxm4QGKNKmwVSUw8trc2hHwkxaFbKLZvo2znVy/9ABpq5GvkjSNfwA/f+G3IR+Qfdxd1L7ZHssP2Q0YWxbbVF0bRZ+pGtVD2dC7nAE0Z+OjVFtjTuRye+otHC947PXYTek9kIzgqf4gO6jJsDjaF7YeMLIoNYO+FEE/Yvc+vINk49ul0pfT1pfMKb2imOLrWpOHuXfl7Z8ZuhHosxUIxwwQg3HzIUHyQ2A1r+4Wghuj9+Gn2hvR9Wx9IFMlkczB0VV7Kmap4MOSjKQ6Z1UVhtxSmHzLQKLaq1ZnNF8J73Da3shJQzt2kiKoxhaq9mC1g64VCJDtMyzcwCxK7AKLFlq3b1qjaKpWK7ulJqRSOOhQeRNgIWwq7jDDnWwUmkNgXvfAJe7svA9AtjdTdlJRK4SiANaagMOc9k82hIzgoiHuY860CE0iqDmCsGsL2KgmTiXy2izwlZLOKGmoqSDQfVuX6UhD3MOdbBSaQVIddYdUQFKokdNgu8pSQzSoaGbe/ryIAvg5k0WHbiE2iuGrYlc0cG6G59TAJ0sRB5G0BuyHfGhy1fo1TNgJikyhO0ZeXyeYKeuQBALQsrbLe8jX5Xv/x9B9COJJkgN2QH54bt75kj6r7C0DuSgrS78s+SBeYyAyen7R6wQOYfa88aqF86Hy+Nmc+YP5T240Awa6tzXlR7L7MlcDuz0B9kNRK9ih3ETfFZgueGru2NsNfNeFTD20d4oX5T23tj+BFttMjWUnjLtnb07kcGuY9arXI6KwCWxc8gLnw2WzBU2P3oSH4F0VzYluh1h/BS2wqaQCiG/hdLLu2NkPu1p+h9+TlqA/FFybCZ7sFTwmToJitQ7x0/RFsXyOxqKQRUKxM+dFaeUNfWxc8AG79tiytItt0w2Z0uwkKCeMyKOwwwnTfBSqQmWwO3j85Jn3PZl8YRf8pwH2XxtMLK2deGzw/CcdGJqw/9rixoQH3TUYN5URxgGldWTrvUXh505Pwwtq6QNv4BbbFVjWqALD/SbVl2Xx46IHp54ftYxa8fHrpRt6/hUN7H4EqDyq0NNbA/oFR9H2b1zflptAyXXn3+BhcnLwViNsuEAtS55+x3RoTbcP2D4zC/oHRwIeTlxPqDngqOOkUtCIRbNstMao7JJWuBOW2C8SCxG7SF9bWwXOr66y+EJjPdHFVhdXDxgSqZPDB4XGrv3tqbG9tkA54o2CJ7draDFuWzYeLk7dgcRWNHEidWy6IAFMgFiRmwtsujgD4Rdh58Kz1yeKZbE461F6wf2DU+nOgRBRjSMuJk05Bx6oFAADQd+qy9TsMnduCTBQ77HKgckI5Wdwk8GX7OVAjzPb/5SSTzUHfqcuwozcD7W9+DK++d8b6EklVnnJQLoLAgjS7tjbDtS+/ngkQ9GWuQM1jD1ub/ygQFwHzddicJ2b6BLX5HKjxm+PyAV2/OZ619jtWBVCDnDFdDtyugdt3pmDO7FmBuggC7eYTVjlQudm1tRle3vSk9D2bW4aZ9IQEsDvCSo2zf7gpfd3WNDaTBHdbjx1g+viF37RrTRo6Vi0IVMwDsyBV5UC2Pp3cYHNFbG8JtWXZfOUNQKEnJxV2HxqCc3+UD+6y9SFkIn62HnsUs6JC7+Zz6TqNpqIUuxEB6G8AKnObbUdniWHVWFGD9TsV2JruE1VFXqjdfACmI6m2O4MB5MeP5b3ZhImAU4jI246q1NDWgCTW73RV3Vzry1Gj6i8bSjefnrb6gvco+CPF8QthPPz5hPXibuqHpPD928ruQ0PKKhpbywwxMTk1dhPOX/vKSlEXRLWjC9yh5qRTsPAJ+UnY7Ax2400Gtl1cdm1thq7VC7Sfs7l9m630nsiSnT9OOYUtzFGvbkKJOFD15wHgIv76YflcYVsw8YFx4rg/dh8agp0Hzyo/Y6sPD0C/u7DZYAlz1KubUASSau0nAC7ihz+fsP6Ju6lRv9Wz3XKwBV1Qpqet3mofnkA1udBWgyXsUa9uAm+YK6BY+6nD9pSlV9oa0AHxbmw/DxtQWVcr6+bCjmcbQzya4qHY6izKlMFQk/pE7aetF0KGyk9n6xNXwInj5UNVIEBhnLGAYquzKF10oQmkqP2kspAA1NFKW1M5/ELF1RElJr5Hm/13XtwNlQHsXwNYb4eLk8HnVIeyxY4iA75UVD6nDqcW9hJoPmtSVnY3pGOhisl3CEDDCpfVYIcV7CgVt4vu2MgE9GWuQN+9oE2QehLZTJp9Hw1bbU1iFsHTCytJiCMAd/cpBybfIYXdBCb0lBopO+kULK6qCLXHQ+ACiS0w2ytqMIvg00s3yCwoP919GDm65iQtS6tIPDBV15jS9Q+7oiZwgdTdpLZaMKo0GSoLioM0paHzPbYsrYJ3XvpBiEdUPKprTOn6hx2wCaWSRneT2io4r7TJI3uUFpS3XNJLh1MLg8Pj1rs8wkIEE3UVM/Mee4iMOALg96HtARovTjoFK+vm5r0WZIeq79y9ezcUP33viSwMDF2DD88Vps30b1tv7UXyOrZbm6phe2uDtcerIpPNweuHR6RzVAQUAmhBoZvE6cXmdYsh7sPUdx+EH61Nkzx+mVUf1LWIJIrtxvYnmIieCWER/1EVEpU4AtAaUFZOTKPVbigk2LsbzH7w2dW8c0xVPGj98btR6UhQ1yJwgcQWXk9bPal507KGFTa3ppdh6srYefBsYHOGbeW1Af+19ba7WnQWMaU1rHuAkfVBYjflwifolBtG1Yuu3PhZRLYGz8pNJpuDfR8NG5VkurF952NqEVNZw6rjDPJaBG5BqqJObvPf5sWGpXp8MfEn6Dt12frjF+gGknmhsIUsBb8+xw6nFjY0VJO43qbCZ7sVLMCOc0/n8kDdQYELpOym7N64pMAfYrNPD5tD88aRL2b+3+bjd+NtGnL+2ldoKovNA8pKxY/PkWJgzkT4bLeCBcKQandq85LEuzcuCdxXHkqQxntTAgC0v/lx3mds9oeYLDabj9+Lk04ZHeepS7nAx2pGhc7CWr2wEl74wUKy5/7BZ1cLXltZNxf+/m+Xkdi1CbxWfrtTC8+EaMWH1qzC3ckH65Bjqz/ENOHa9ia6MlTfee/JyyQGyheDzjp+bnUduc5TAsw6Pj02PaKWynlhfSDDFPfQZ5iqOuTY7A8RCdd7n18BezqXSz9jexNdGabf+YGjF2IzDdGkO4/t431VcFlh+Qh1Faj8PhT8IcIK7lqTJl+GKDC1jgGm039+8vbvAj6iYIlTdx4MLissH6EKJCYePW31JFouuYlDGaJANX3Sy9Hzk/DMnoEQjioYTAaVUXhY65CVllI7L6wPZJjnENrIBQBcPFoaa8I8jLKARecpLUA3InDzzbdTWgtrLPc1/OTt38Gv7tUiZ7K5GeGJOvlfljrmfk1HT1s9mfEJMrxBjafTlbChoSry61Isu7Y2w7Uvv56JXvdlrkDNYw+HljESqkDKRAVrokCBXVubYXFVxUxt62bFQCQqiHPS+eiOnp+ETDZXkK61f2AU2p1aeHHdotCjpbLGzACQLxiebtpeKD6sBTL3wafZG/CLv3mKpDgCTJ+TrP9jWBkjoTWrcCNrmkAlj9CNLNGY4nnIMEmi/qvmGviXIf2Wtd2phX0B90zMZHMFqWN+odIpHqPv1HTWgZe9z6+AjlX6Oek2su+jYWlQN6xzCtWCdEO9thlz9h84egEeemAW2S2NwJ27uvvQEIx/9eeCz5iIIwDMWABukTStotJ9Tmzvh/74pdGxYFAXRwCAYyPyckmKfnEA9UM6rHOKRCCjHONYLlTR6v0Do7B/YJS8NSn8kh2rFsBP3v4dHD0/WfTv6s9cgRfXLQInnUJnFHnFUDXLyKR1m46etnpY+EQFmaRpFbKtKACNcRAyVP04w/T1RyKQNoTvSyVu1TU6fvXSD+Dvfn1C2s/TFBHIkc0oGvrjl3kC7C0rE5/bsmw+/PqT30vFwC/UrXw32AN7QwM9H7/Kcgw7iBZJNmyUYxzLhWn+ILW8SBVtzfNK+vmrN79G02y81ikmgP/lnRNlEUfKGQcysAc2tu22FV2eathBtEiCNAKxpTo2MpG36CltTYUP7OrNr6H35OWC9yl2nVbxwzd+O1OyBgCwtKYCzo+bPQSeXlgJn166EdCRmUGx8YQpO3oz0ocHpTWIBZoAph9qYedLRxakAYCZi+b9QihtTd2NH1IVDxY8/T747CqJ8zDlH17eAL0nsnBm7AasqKuErjXpgi1Rh1M7M7PYTZTiGGdhBJj22V29+bX0PUq+/ajammFEKpAA8QjYCLYsmy/1r1ERe1O61qTzFqu3W5OTTkHNYw8X5LuWElAp+lhXLyA5e8UPz+4dhBGFFU/Jt++kU5G0NcOIXCCxrioUexHGSez94m2hJmtxF4RANtRUoOIQxZYsbH7y9u+U4kjN17r70FCeOLY7tZFew8gFEuuaQrGbSpzEvhx4RdNPN3NB98YlcNVVagZQ2NnbW0pIqd9hKWSyOTT1at2Sx+G//ucmUt8B1t5MpIdFQeQCGYeUHwEm6mfGbsDSeY+SWqxB4J0QKaO1qRq2LJtf0KhXVbroFeKkfM+qDIkfOt8n9z3YuAOLXCDj1PQBE/V3j4/Bu8fHSEXng8JJp+Dtn671bfWZdkGPO+7vDVtvS2toju210ViKNM3HDZUBXipM6oGjisYx9DFpxtGytAreuddliSLec4zaj2yNQMYBVQ6XG7YkGb9gD9/+besBIF5+V5uMJSsjIZlsDvpOXSZTVSPwM76A2rkx0YL5514bGMmb90Qdm8QRwAIfpBdVgwLb8TN3OgmpP0z5wB6+R4an5yDFYS3ZeO9bZUHKwvzUrC33cK/+bevRAV8Uo/RMdDjpFNpcOg71/rbe+1YJpA1TzMqBe8vTtSZd0NSCapSeiY5MNgfLvz9X+l4cHra23vtWbbFtDPOXA3dVye07UzBn9qzYbIuY4FG1/4rLwxYrpoj63rdKIJ10ClbWzc3rFgMQj4YPTjpVML/FBh8LYze69l9xSEHBHgA2iL9VW+xMNlcgjgB2+CJKBfOx9J7IkozYM+Gg22JSvzewB8CezuVW1NFbZUGqFgP1qC92bu7pgWxRMm4y2Rxcuq73wVG+N7D7wpZeDFYJpMrfELUvolRMRzQsrqJZJsaUF5OpkgLK94btcQc7ZPoe2BgDG3wRpWI6omHnwbOw+9BQCEfE2Aq27expq4d2pzbvNer3xgefXS14zaZzsrLUUIwxAIjXYCWA++cmm/XrhlKbfKZ03BUkFydvKedb21ZtUiyq8klbzsuqLbYgzp1bnHTKKLeLsl+J8Yd3O91Qo952xuX+sLG9mRcrBVKGeGqKPELKT08T/8rtO1Ow76NhAIifFc3cR7adlnUIpzrf2o13Z2i7/xHA0i22F8xhTTnqq3LCy3JBKZ8rg2PaAUpsr6kiW++ydm1RtzfzYr1A6nos2uSv8IusaeztO1N5qT9uKJ8rcx/vddf1EAWgfe1V97Dt7dqs32Lr/HU2+Sv8IhsV0HeqcLa2gPK5MtN4LamVdYX11d4dhE1R3WLQ5Tfb3KrNeoHU+SNs8leUAz+5oHGJZiYFmb9RVjn293+7DADstar8Qjm/2ao8SBmq/EHqT1YZqvMVOWOZbA5eeuc4tL/5Mbz63hlof/Njzp0kgAhQ6BA7BZstKz9Qzm+23gcpiFMU24TeE1mpL9I7VN0NZT9V3Mlkc/DW4Ch8eE4vknG9jhTzm63fYgtkuV9x3mJitaiYOAIAvH54BN7+6dqgDokxxLsu/ZQNUrCq/OD9LqidGxmB9GJje/ZyUoxv5vDn8Wm/TxXvulRZ/ADTgrj5Xq/QuDzohSgeG5nIO3eK9yiZLbYbCiVK5cB7s3U4tdCnuNkA4leORgnMLSLjhbV18NzquthdG521TO0eJWlBUihRKgfuTuRC6Goee1i5ABdXVcTeuraRHb0ZpaXoZUVdZazWKoC+uS8AvXuUpEBSKFEqF16/jVs0vVuYbkllgvj3lmXzSS1MSvgVRwB7+h2WE5MeA9TuUZJXSYxmcLOybm5iBECkgMx77OG81++CvcOP4komm1OKY4enPZmAmlCYoDsnigEokhakbDTD6bGbM63nk+B7w0Y4YGNmj41MkK7ltRXVg2dP53LoWpMucItQFAoTZHPhO5xa2NBQTfZ+JCmQ2KJ8/fAIHP58Yubfcfa9qVrVyyKn/Zkr8OK6RSQXqc1gVlOHUzvTGV7mS44bIii4Zdn8WJ0rSYHEFqVbHAHi7XvT+WFl2z6Zg9wb7U569Ft2/qrvBLOa9nY5BZ+L2/cZp3QeDJICKVuUrU3VBQIJAPD+ybGZn4kTsu9At3X7x9N/AABAE5i9TRLitNBN8AZbZO243N9JXK0mE1TpPHEyTEjmQQr8tI2K682OWTe6yKougVlALW+tWPxEovu3rU/0jHNdC0IA+v0rBaQF0kvcklRLwbQRq46nF1bCL/76qdhZR8X0ZBQ8na6ET7M3Cl5PyvoyWVtx+S5IbrExhDP8/ZNj8O7xsYL3k1SrXK40kk8v3cgTjzhYSt4H6abGal8/LxNHAHpJ0MUSx3QeDJJ5kCqcdAqeW10nfU/UKicBkzGz3hGi6dQj2t974OgF6D2Rhb5Tl637LjPZnPa4ZOlRR4YLfdcA08GW1iZz8YxjbqMMJ50qWDsdTi3sfX4F9G9bb9XIhFKJlQUpcNIp2NRYLV34SXnKA+irbnZubYYX1y3yvdV01xsHZVH6jSablldi6VHeIJ+IRGeyOWnwz+vDjZPVpGP3oaG8c2+XRO3jQqx8kG6S0tDCDyYpPMWUzZX7O5WJHYA6mmxyrVUzyVWzUbzHIx4uSUyJStp9FUsLEqC4NJi4Y5KLt++eJeBHJL1WuWwYmVdEMHHBKoS8iFQSAIC3BgsFT7ze3VKv7cnoXhey7wdL9I5jbqOOpDSKEcRWIAHwhZ3EJ78f9nU5BVvvi5O34IuJP8EbR74o+PztO1Mz/6+yQDc1VsMrbQ3SFBlxnS5dN68Z91ZOefnw3Dh8eG5cm9K0+Z7QqkiiGMpwX2s3cfW/xnaLjcGtwIoHS+8QOW/FbM9tIC45e0GSyebQB5Jts6zLSeyi2Cqw7Ztt0VhbUZU36rralBs/0WUdcbV+ysXuQ0PQ/ubHUnHc07k8tuIIkDCB5FZgpSFLHRL+u3J/hz1t9fDCWnm6Vk9bPWxvbZC+17Vabgl601IESfdLe/GmSuma4Maxr6WbWPsgvWCWArcCMwfz65bbCmtprAEAkCb8i4l4siDczq3NkKp4UPq68KsmZTKmX2Tup6XzHlX+TNyt78T5IDE/WVzTFMJENkPnx+sWFfiuxKAqrOKptal6puIJS7ERqKLhHIgzB0vf2dO5HJ2zE2ffoyBxAqkLNADwzVUKfgTLT/4iX49gUd0X5699VdA5a3trQyKuRaK22AD4lkCkL3CUuzSwdBjZ66a5qpxiEzyqAFzHqgWJa+cmSJwFCYB3/cHy5Xj7HSxsIdqBzp2RRBIpkAD+Zhj3tNXDwicq+AZmYolJ5VNSSdwWW+AnPcFdu8tbbiZOsEtJTbyTmBRgPhcsX07AieVMXODCCT2JFUgs6XlflwP929bD3udXQE9bvfRnObGcoU4mm5uZ1+SF1/d9ErvFBtB3aclkc9LWWHFPjmXijW40Ca/v+yTWghQ46RR0rFqApqZgpXUMQ5HeE1mlOPL6zifRFmQxJDLkz5BH1Y0HAOCFtXXw3Oo6FkcPLJAKMCe2mPnL+XsMBXRbagBgcURggVSg6v6T5LnIDB103XgAeFutIvE+SBWqskROj2AooItIx72fY6mwQCrAgjRYkjmnRzBR4+3nqIpId29cAl1r0mEdGkl4i61BlgqEWYqcHsFECVYV420IkqRuPKWS2FrsUpE5vtkPyUSFrnUcBxSLgy3IItmybL7UD7m4qoK7VTOhIYQPmwYpxrFyy7jiYIEsEszf6O4QxBYlEyQm6Tvs9ikNDtIUicnC48g2ExScvhMObEEWiawbtozB4XH2/TAl4+3ZiDWa4N6l5YWDNCUiFu7tO1PaBry6LTc70hkZJltpAXe/Ly9sQZaI2/l9cfKWciGryhS5cSkDUPiQNNlKC3hLXX7Ygiwz7qiirFWabEocz8JhAPC51LJpg2640URwcJCmzIj2aWLwvRdZmaJMHAG4MidJYI1RxLRNFSyOwcECGRB+yxRlcIpGcsAehnNmzypYR254Wx0s7IMMED9lit5tNi/8ZOFnLjUATx4MC/ZBRgA2f5ij2MlmR2+m4CHJnXaihQUyIjAxZJFMHrJu3+1OLezrciI8KgaABdIqdKk+KvFkYaWJKseRsxiih32QlqAb76AST+977U4tPNNQzWJpObocR9FogokOFkhLUI13AABUPGXv9WeuzPiyOOHcPnQdeAScxRA9LJCWoIpiYuL5+uER+Ju/rFX+XrcVygSHzMUhe820bJCzGOyABdISZM0vdDfJ4c8nZqxIFYPD43yzBYQswCLyFr0uEVkPUS/c7dsuOEhjGViw5We/PA5HhgtnGstKF2W4t9oc0CkPfppIAEx32pGVn3IHHnthC9IysM7Pr7Q1SAXSm0h8bGRCWrootto8rrZ4vC3H/IijipbGGhZGS2GBJIJuCy6EtWPVAkg//l2ppTI4PK6MlCcdlR/R++DZ1Fjt+/e3NNbAN99O+XKjMNHCAkkIWemijJbGGqlAYiQpnQRzL8jSqABwK1FmzQu6Ny6Bu56fFULopFNG15CxA/ZBxhRZOePmZfOlk+/2dC6HObNnwe07U9KBYzqfZZg+zVL+FpZLik0E1NHaVJ0XnPEGWNjXSx8WyBhjkmaysm4unB67WfCzQjx01T0mjX7LJRSlNBVWjUW9OHlL23NRRv+29QDAjSPiDG+xY4ws4OPepqvGRIgRtiqfpa76B0Atan4sU/G7VX9L9jPi/1WJ+MUkZHv9v0w8YYFMIEI4+05dVn7uzNgN6etCbLDBUcKnqRJQXTTdK6xYUMTtP1Wl3bQ78oR6Ic6yAJjXj9jh1MIGLuFMFCyQCUZnOa2oq4R3jxeK4LGRCeWWVPzeweFx6fu6aLpMWLGgiPhbvSeyyrSb/swVZc9NLADGAZVkwwKZYFSja7s3LoGuNemCQWQdTi30ISMixM/JmmuYoLNMvUERv3/rmYZqeHHdIlTwZC4JLC+VSQYcpGHyRtfqothYQMM9OEoVFVZF07HhZQJZUMRPBJrbhzF+YQuS0VpJJlaUe3AUFhDpaauHHc82AgAUWK6mlqk4HoHpYDNOyGaKgQWS8YVJUw3Mt+me9Oj1+V2cvCUVSN1IU+xv7elcDkvnPcr+Q6YkeIvNFIUuRQebu6P6fVieok7c/P4thjGFBZIJDL8J4qUIHVetMEHAAslYBQsdYxMskAzDMAizoj4AhmEYW2GBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQWCBZBiGQfj/S2OOn/gfYxAAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = GeometryExamples.bullseye()\n", + "plt.figure(figsize=(4,4))\n", + "plt.scatter(X[:,0],X[:,1], s = 10)\n", + "plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The persistence diagram suggests that there are three prominent 1-dimensional holes." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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isjC///47g1Fk9mI3QERE+qZPnw5fX19ERUUxGEXCLUciIgtw4MAB3Lp1S/d41KhRDEYRMRyJiESmUCgQERGBxx57DEVFRWK3Q2A4EhGJquZFxOVyOVxcXMRuiSByOKanpyM2NhY+Pj6QSCTYtm1bg/VpaWmQSCR1JqVSqVe3fPly+Pn5wdnZGaGhoTh8+LAJPwURUfPw7hqWS9RwLCsrQ1BQEJYvX96k150+fRr5+fm6ydPTU/fchg0bkJCQgAULFiArKwtBQUGIjIxEYWGhsdsnImo2BqNlE3W0anR0NKKjo5v8Ok9PT7Rr187gc0uWLMHzzz+PKVOmAACSkpKwc+dOrFq1CrNnz25Ju0RERrF3714Go4WzymOOwcHB8Pb2xogRI3DgwAHd/IqKCmRmZiIiIkI3z87ODhEREcjIyKh3eWq1GiqVSm8iIjKVzp07o3379gxGC2ZV4ejt7Y2kpCR8//33+P777+Hr64uhQ4ciKysLAHD9+nVoNBp4eXnpvc7Ly6vOccmaEhMTIZPJdJOvr69JPwcR2baePXvi4MGDDEYLZlUXAQgMDERgYKDu8ZAhQ3D+/Hl8/PHH+Oabb5q93Dlz5iAhIUH3WKVSMSCJyKgUCgU0Gg0ee+wxAICfn5+4DVGDrCocDRk8eDD2798PAPDw8IBUKkVBQYFeTUFBAeRyeb3LcHJy4l9vRGQy1YNvBEHAf//7XwwaNEjslugerGq3qiE5OTnw9vYGADg6OiIkJAQKhUL3vFarhUKhQFhYmFgtEpENqzkqdcSIEejfv7/YLVEjiLrlWFpainPnzuke5+bmIicnBx06dMB9992HOXPm4MqVK1izZg0AYOnSpfD390efPn1QXl6OL7/8Env27MEvv/yiW0ZCQgLi4+MxcOBADB48GEuXLkVZWZlu9CoRkbnwdA3rJWo4HjlyBMOGDdM9rj7uFx8fj+TkZOTn5yMvL0/3fEVFBV599VVcuXIFrq6u6N+/P1JTU/WWMXbsWFy7dg3z58+HUqlEcHAwUlJS6gzSISIyJQajdZMIgiCI3YSlUalUkMlkKC4uhru7u9jtEJGVOXr0KB588EEGo4hauh63+gE5RESWpk+fPhg9ejRKSkoYjFaK4UhEZGT29vZYs2YNNBoNg9FKWf1oVSIiS6BQKPDCCy9Ao9EAuBuQDEbrxS1HIqIWqjn4pnfv3vjXv/4ldkvUQtxyJCJqgdqjUqdNmyZ2S2QEDEciombi6RqtF8ORiKgZGIytG8ORiKiJioqKMGbMGAZjK8ZwJCJqonbt2mHNmjV48sknGYytFK+QYwCvkENEhlRVVcHenoP8rUFL1+PcciQiaoTU1FT07dsXFy5cELsVMgOGIxHRPaSmpiI2NhanT5/GwoULxW6HzIDhSETUgOpgrB588+mnn4rdEpkBw5GIqB61g5GDb2wHw5GIyAAGo21jOBIR1SIIAubNm8dgtGEMRyKiWiQSCX788UckJCQwGG0Uw5GI6E/5+fm6f3t4eGDx4sUMRhvFcCQiwt1rpfbo0QNffPGF2K2QBWA4EpHNq76I+O3bt7Fz507wwmHEcCQim1b77hqbNm2CRCIRuy0SGcORiGwWbztF9WE4EpFNYjBSQxiORGSTMjIyGIxUL957hYhs0uuvv45u3bphzJgxDEaqg1uORGQzDh06hNu3bwO4e6L/3//+dwYjGcRwJCKboFAoMHToUN0pG0QNYTgSUatXc/BNmzZtIJVKxW6JLBzDkYhaNY5KpeZgOBJRq8VgpOZiOBJRq8RgpJYQNRzT09MRGxsLHx8fSCQSbNu2rcH6LVu2YMSIEejUqRPc3d0RFhaGn3/+Wa/mzTffhEQi0Zt69eplwk9BRJaoffv2cHFxYTBSs4gajmVlZQgKCsLy5csbVZ+eno4RI0Zg165dyMzMxLBhwxAbG4vs7Gy9uj59+iA/P1837d+/3xTtE5EFGzBgAA4ePMhgpGYR9SIA0dHRiI6ObnT90qVL9R6///772L59O3788Uc88MADuvn29vaQy+XGapOIrIRCoYCLiwuGDBkCANxrRM1m1ccctVotSkpK0KFDB735Z8+ehY+PD7p164YJEyYgLy+vweWo1WqoVCq9iYisS/UxxqioKBw/flzsdsjKWXU4fvTRRygtLcUzzzyjmxcaGork5GSkpKRgxYoVyM3Nxd/+9jeUlJTUu5zExETIZDLd5Ovra472ichIag6+CQ8PR8+ePcVuiaycRLCQu3pKJBJs3boVcXFxjapfu3Ytnn/+eWzfvh0RERH11hUVFaFr165YsmQJnnvuOYM1arUaarVa91ilUsHX1xfFxcVwd3dv0ucgIvPiqFQyRKVSQSaTNXs9bpUXHl+/fj2mTp2KTZs2NRiMANCuXTv07NkT586dq7fGycmJv0xEVojBSKZidbtV161bhylTpmDdunV4/PHH71lfWlqK8+fPw9vb2wzdEZG5HDlyhMFIJiPqlmNpaaneFl1ubi5ycnLQoUMH3HfffZgzZw6uXLmCNWvWALi7KzU+Ph6ffPIJQkNDoVQqAQAuLi6QyWQAgJkzZyI2NhZdu3bF1atXsWDBAkilUowfP978H5CITKZv374YNmwYpFIpg5GMTtRjjmlpaRg2bFid+fHx8UhOTsbkyZNx8eJFpKWlAQCGDh2Kffv21VsPAOPGjUN6ejpu3LiBTp064eGHH8Z7772H7t27N7qvlu6rJiLzKC8vh0QiYTBSHS1dj1vMgBxLwnAkskypqalQKBR4//33IZFIxG6HLJhNDsghItuTmpqK2NhYlJeXIyAgAM8++6zYLVErZnUDcojI9tQMxpiYGEyYMEHslqiVYzgSkUWrHYwcfEPmwHAkIovFYCSxMByJyCIVFhYiLi6OwUiiYDgSkUXy9PTEihUrMGrUKAYjmR1P5TCAp3IQiUer1cLO7q+/2wVB4Gkb1GQtXY9zy5GILIZCocDAgQORn5+vm8dgJDEwHInIIlRfRDw7OxuJiYlit0M2juFIRKKrfXeNDz/8UOyWyMYxHIlIVLztFFkihiMRiYbBSJaK4UhEotBoNHjllVcYjGSRGI5EJAqpVIpdu3bhxRdfZDCSxeF5jgbwPEci07lx4wY6duwodhvUyvE8RyKyGgqFAv7+/ti4caPYrRA1iOFIRGZRPfimpKQE69atA3dakSVjOBKRydUelbp+/Xpe+YYsGsORiEyKp2uQNWI4EpHJMBjJWjEcichkdu3axWAkq2QvdgNE1Hp99NFHCAwMRHx8PIORrAq3HInIqLKyslBRUQHg7u2mpk2bxmAkq8NwJCKjUSgUeOihh/DMM8/oApLIGjEcicgoag6+0Wg0PI+RrBrDkYhajKNSqbXhgBy6t9x04Oh6QBCA/s8A3YeJ3RHdS9Fl4H9fArcuAn4PAw9MBBycTfJWDEZqjRiO1LDMZODHl/96fHQtMPIjYPDzorVE93DzArDyUeDOrbuPT24DTv0ATPoBuHQA2D0fyD8KePYGIhYAPSKa/VYMRmqtuFuV6qfVAHvfrzs/LRGo4mALi3Xws7+CsVpuOpCzFlgzGriSCWirAOUxYO04oPD3uzV5h4DMrwHlCcPLvZkLXDutN8ve3h52dnYMRmp1uOVI9SsvBkoL6s6/fePu5O5t/p7o3q6fNTz/l3mAttYfNdpKYN9CoPIOcOanv+aHTAFil94N1VM/AudS726RAoBXX+DprwGPHggPD8f+/fvRu3dvBiO1KgxH0ld55+7xReWxu7vdOnT7a6VYrd19gJuXOP3RvXUZCFz8b935d24Yrv9tS915mavv/gF06oc6TykycuCZPxb93s4EADzwwAMt6ZbIIjVrt2pBQQEmTpwIHx8f2NvbQyqV6k2NlZ6ejtjYWPj4+EAikWDbtm33fE1aWhoGDBgAJycn9OjRA8nJyXVqli9fDj8/Pzg7OyM0NBSHDx9uwqezYZXlwOqRwI4ZwJFVwK6Zd3etSmtsEdg5AFEfAHbcI2+xwqYDHXu0fDkGgjH1QhVi1t3Go4uzce7I3pa/B5GFataW4+TJk5GXl4d58+bB29u72beeKSsrQ1BQEJ599lk8+eST96zPzc3F448/jn/+85/47rvvoFAoMHXqVHh7eyMyMhIAsGHDBiQkJCApKQmhoaFYunQpIiMjcfr0aXh6ejarT5txfBNwNUt/XtElYOhcwN7x7mjVPqOBDv7i9EeN08YD+Md/724R/rb17i5RI0i9UIXYdbdRXgVEdJPC16+bUZZLZIkkQjPO1G3bti3++9//Ijg42HiNSCTYunUr4uLi6q157bXXsHPnTpw48deAgXHjxqGoqAgpKSkAgNDQUAwaNAjLli0DAGi1Wvj6+uJf//oXZs+e3aheVCoVZDIZiouL4e7u3vwPZW1+eg04lFR3/gMTgVHLzN8Ptdw3o4Hze5r+Oud2QHmR7mHNYIzpaY/Nrz8Jp0kbjNYmkbG1dD3erH1jvr6+olz9IiMjAxER+sPOIyMjkZGRAQCoqKhAZmamXo2dnR0iIiJ0NYao1WqoVCq9ySbJ+xme7x1k3j7IOKrUf41Ebar6gjHQEZvfmwqnZ/5jnB6JLFSzwnHp0qWYPXs2Ll68aOR2GqZUKuHlpT8QxMvLCyqVCnfu3MH169eh0WgM1iiVynqXm5iYCJlMppt8fX1N0r/F6/sU0Hmg/jyvfkDQeHH6oZb59XOg5GqLFpFxuUYwjhiKzUdVcHpqBeAsM1KTRJap0ccc27dvr3dssaysDN27d4erqyscHBz0am/evGm8Ds1gzpw5SEhI0D1WqVS2GZAOzsDkHcCxjX+NVg0aBzi2Ebszao7TKS1eRF9PKUK8pWjvIsHmdyfzdA2yGY0Ox6VLl5qwjcaRy+UoKNA/766goADu7u5wcXHRjZY1VCOXy+tdrpOTE3/pqzm4ACHxYndBxuDSvsWLaOskwU8TXOEoBZza1f87RNTaNDoc4+PFX2GGhYVh165devN2796NsLAwAICjoyNCQkKgUCh0A3u0Wi0UCgWmT59u7naJxDX4eeBMCoCmjQ9QXKhCZr4Gsx66+wdjWyfJ3d2oLbjMHJG1adYxR6lUisLCwjrzb9y40aTzHEtLS5GTk4OcnBwAd0/VyMnJQV5eHoC7uzsnTZqkq//nP/+JCxcuYNasWfj999/x+eefY+PGjXjllVd0NQkJCVi5ciW+/vprnDp1Ci+88ALKysowZcqU5nxUIuslkQDt/QBI/pzuTfHneYyvpaqx8bfKuzM79gCe/Rmwa/zvNpG1a9Z5jvWNVFWr1XB0dGz0co4cOYJhw/66w0P1cb/4+HgkJycjPz9fF5QA4O/vj507d+KVV17BJ598gi5duuDLL7/UneMIAGPHjsW1a9cwf/58KJVKBAcHIyUlpc4gHaJW7dppYO1YQNP4a+BWB2P16RqjAu2BAZOAJz4zYaNElqlJ5zl++umnAIBXXnkF77zzDtzc3HTPaTQapKen4+LFi8jOzjZ+p2Zks+c5Uuvxyzzg4KeNLq8djJufdoGTvQSYtB3oNtR0fRKZSEvX403acvz4448B3N1yTEpK0tuF6ujoCD8/PyQlGTiJnIjMq/K24fld/wZc0r/uar3B+Mi/GYxks5oUjrm5uQCAYcOGYcuWLWjfvuWj4YjIBHqPunuz49qundR7eEWl1b/yzdMucHKQAvE7Ab8hZmqWyPI0a0DO3r17GYxElsz/EWD4AsDB9e5jRzfAJ+TunTZq6Oxuhw8inBBbHYwyT+DVMwxGsnnNurYqAPzxxx/44YcfkJeXh4oK/YP+S5YsMUpzYuExR2o1yovv3nKsYw9g2SCgJB/A3UMjNS/qoRUE2Ll2BGaeAaQO9S2NyGqY9ZhjNYVCgSeeeALdunXD77//jr59++LixYsQBAEDBgxoziKJyBScZYDPn/dbdPMCSvKhuFCFt9PV2DbWFe1dJICdPey6DQWeWs1gJPpTs3arzpkzBzNnzsTx48fh7OyM77//HpcvX0Z4eDiefvppY/dIRMYw5F+6wTfplzT4YL8a6DECmH8D+L/vAWfuJSGq1qxwPHXqlO7kfHt7e9y5cwdubm54++23sXDhQqM22NqdLSjBy+uzEbU0HbM2H8Xlm/WMMiRqIUVhe8RsrLo7+KZve7w9bw7wzBqx2yKySM3ardqmTRvdcUZvb2+cP38effr0AQBcv37deN21cleK7mDMioNQlVcBAH5XlmDv6WvY/cojaOfa+IspEN2LQqFATEwMytUViImJwebNm3k9YaIGNGvL8cEHH8T+/fsBACNHjsSrr76K9957D88++ywefPBBozbYmq09dEkXjNWulaixJeuKSB1Ra6QLxvJyBiNRIzVry3HJkiUoLS0FALz11lsoLS3Fhg0bEBAQYPUjVc1JWaw2OL9AVW7mTqi1qqysxD/+8Q8GI1ETNSscu3Xrpvt3mzZteFWcZurp5WZwfh8f3kiWjMPBwQG7du3CokWLsHz5cgYjUSM1a7cqABQVFeHLL7/EnDlzdDc3zsrKwpUr3CXYWMp6thD/KOKgHGqZ4uJi3b979uyJL7/8ksFI1ATNCsdjx46hZ8+eWLhwIT766CMUFRUBALZs2YI5c+YYs79W7bZaY3B+Sa3jkERNoVAo4O/vj5SUFLFbIbJazQrHhIQETJ48GWfPnoWzs7Nu/siRI5Genm605lq7yL6Gb6MV2Yd3XKfmqR58c+vWLXz11Vdit0NktZoVjv/73//wj3/8o878zp07Q6lUtrgpW/FoLy9MH9YDjtK7/xucHezw+sj7EezbTtzGyCrVHpX67bffit0SkdVq1oAcJycnqFSqOvPPnDmDTp06tbgpWzIzMhBTHvJD7vUyBHi1hcyFl++ipuPpGkTG1awtxyeeeAJvv/02KisrAQASiQR5eXl47bXXMGbMGKM2aAs6ujlhoF8HBiM1C4ORyPiaFY6LFy9GaWkpOnXqhDt37iA8PBw9evRA27Zt8d577xm7RyJqwNq1axmMREbW7FtWAcCBAwdw9OhRlJaWYsCAAYiIiDBmb6LhLavImlRVVeGzzz7Diy++yGAk+pPZb1ml1WqRnJyMLVu24OLFi5BIJPD394dcLq9zjzgiMo3jx4+jd+/ekEqlsLe3xyuvvCJ2S0StSpN2qwqCgCeeeAJTp07FlStX0K9fP/Tp0weXLl3C5MmTMXr0aFP1SUR/Sk1NxeDBgzF16lRoNIbPlSWilmnSlmNycjLS09OhUCgwbNgwvef27NmDuLg4rFmzRnc7KyIyrtTUVMTGxqK8vBzXr1+HRqOBVCoVuy2iVqdJW47r1q3D3Llz6wQjADz66KOYPXs2vvvuO6M1R0R/qRmM1YNvHB15azMiU2hSOB47dgxRUVH1Ph8dHY2jR4+2uCki0mcoGDn4hsh0mhSON2/ehJeX4UueAYCXlxdu3brV4qaI6C8MRiLza1I4ajQa2NvXf5hSKpWiqooXzSYypjt37kCj0TAYicyoSQNyBEHA5MmT6/3lVKsN37yXiJovNjYWaWlpCAkJYTASmUmTwjE+Pv6eNRypStRyaWlpuO+++3Q3Fh8yZIjIHRHZliaF4+rVq03VBxH9qfpaqZ06dcKBAwfg6+srdktENqdZ11YlItOoeRHxoKAgeHp6it0SkU1iOBJZCN5dg8hyWEQ4Ll++HH5+fnB2dkZoaCgOHz5cb+3QoUMhkUjqTI8//riuZvLkyXWeb+j8TCKxMRiJLEuzbnZsTBs2bEBCQgKSkpIQGhqKpUuXIjIyEqdPnza4S2nLli2oqKjQPb5x4waCgoLw9NNP69VFRUXpHSPlioYs1f79+xmMRBZG9HBcsmQJnn/+eUyZMgUAkJSUhJ07d2LVqlWYPXt2nfoOHTroPV6/fj1cXV3rhKOTkxPkcrnpGicykl69eiEwMBC+vr4MRiILIepu1YqKCmRmZurdB9LOzg4RERHIyMho1DK++uorjBs3Dm3atNGbn5aWBk9PTwQGBuKFF17AjRs36l2GWq2GSqXSm4jMxcPDA3v27GEwElkQUcOx+q4CtS9J5+XlBaVSec/XHz58GCdOnMDUqVP15kdFRWHNmjVQKBRYuHAh9u3bh+jo6Hpv75OYmAiZTKabOHSeTE2hUGDlypW6xx06dGAwElkQ0XertsRXX32Ffv36YfDgwXrzx40bp/t3v3790L9/f3Tv3h1paWkYPnx4neXMmTMHCQkJuscqlYoBSSZTc/BN586dMXLkSLFbIqJaRN1y9PDwgFQqRUFBgd78goKCex4vLCsrw/r16/Hcc8/d8326desGDw8PnDt3zuDzTk5OcHd315uITKH2qFRDf6wRkfhEDUdHR0eEhIRAoVDo5mm1WigUCoSFhTX42k2bNkGtVuP//u//7vk+f/zxB27cuAFvb+8W90zUXDxdg8h6iH6eY0JCAlauXImvv/4ap06dwgsvvICysjLd6NVJkyZhzpw5dV731VdfIS4uDh07dtSbX1pain//+9/49ddfcfHiRSgUCowaNQo9evRAZGSkWT4TUW0MRiLrIvoxx7Fjx+LatWuYP38+lEolgoODkZKSohukk5eXBzs7/Qw/ffo09u/fj19++aXO8qRSKY4dO4avv/4aRUVF8PHxwWOPPYZ33nmHKyMSxYULFxiMRFZGIgiCIHYTlkalUkEmk6G4uJjHH6nFBEHAm2++iaysLAYjkZm0dD3OcDSA4UjGIAgCJBKJ7t/3ulk4ERlPS9fjoh9zJGqNUlNTERMTg7KyMgCARCJhMBJZEYYjkZGlpqYiNjYWu3btwqJFi8Ruh4iageFIZETVwVg9+Gbu3Llit0REzcBwJDKS2sHIwTdE1ovhSGQEDEai1oXhSNRC5eXliI+PZzAStSIMR6IWcnZ2xo8//oiJEycyGIlaCZ7naADPc6TGuH37NlxdXcVug4gM4HmORCJITU2Fv78/Dh48KHYrRGQCDEeiJqoefFNYWIhly5aJ3Q4RmQDDkagJao9KXb16tdgtEZEJMByJGomnaxDZDoYjUSMwGIlsC8ORqBGSkpIYjEQ2hLcJIGqEb7/9Fg888ABmzpzJYCSyAdxyJKrHmTNnUH0asLOzM15//XUGI5GNYDgSGaBQKBAUFISZM2eC18kgsj0MR6JaFAoFYmJiUF5ejjNnzqCqqkrslojIzBiORDXUDMbqwTcODg5it0VEZsZwJPqToWDkMUYi28RwJAKDkYj0MRyJACiVSqjVagYjEQHgeY5EAIAJEyZALpfj4YcfZjASEbccyXalp6cjPz9f93j48OEMRiICwHAkG6VQKBAZGYlHH30UhYWFYrdDRBaG4Ug2p+bgmx49ekAmk4ndEhFZGIYj2RSOSiWixmA4ks1gMBJRYzEcySbs27ePwUhEjcZTOcgmdO/eHZ07d8b999/PYCSie7KILcfly5fDz88Pzs7OCA0NxeHDh+utTU5OhkQi0ZucnZ31agRBwPz58+Ht7Q0XFxdERETg7Nmzpv4YZMG6dOmC/fv3MxiJqFFED8cNGzYgISEBCxYsQFZWFoKCghAZGdng8Hp3d3fk5+frpkuXLuk9v2jRInz66adISkrCoUOH0KZNG0RGRqK8vNzUH4csSGpqKjZu3Kh7LJfLGYxE1DiCyAYPHiy89NJLuscajUbw8fEREhMTDdavXr1akMlk9S5Pq9UKcrlc+PDDD3XzioqKBCcnJ2HdunWN6qm4uFgAIBQXFzfuQ5DF2b17t+Ds7CxIpVJh7969YrdDRGbW0vW4qFuOFRUVyMzMREREhG6enZ0dIiIikJGRUe/rSktL0bVrV/j6+mLUqFH47bffdM/l5uZCqVTqLVMmkyE0NLTeZarVaqhUKr2JrFdqaipiY2NRXl6O6OhohIWFid0SEVkZUcPx+vXr0Gg08PLy0pvv5eUFpVJp8DWBgYFYtWoVtm/fjm+//RZarRZDhgzBH3/8AQC61zVlmYmJiZDJZLrJ19e3pR+NRFIzGDkqlYiaS/Rjjk0VFhaGSZMmITg4GOHh4diyZQs6deqEL774otnLnDNnDoqLi3XT5cuXjdgxmQuDkYiMRdRw9PDwgFQqRUFBgd78goICyOXyRi3DwcEBDzzwAM6dOwcAutc1ZZlOTk5wd3fXm8i6nDp1isFIREYjajg6OjoiJCQECoVCN0+r1UKhUDT6OJFGo8Hx48fh7e0NAPD394dcLtdbpkqlwqFDh3jsqRXr1asXnn32WQYjERmF6BcBSEhIQHx8PAYOHIjBgwdj6dKlKCsrw5QpUwAAkyZNQufOnZGYmAgAePvtt/Hggw+iR48eKCoqwocffohLly5h6tSpAACJRIIZM2bg3XffRUBAAPz9/TFv3jz4+PggLi5OrI9JJiaRSLBs2TJUVlbC0dFR7HaIyMqJHo5jx47FtWvXMH/+fCiVSgQHByMlJUU3oCYvLw92dn9t4N66dQvPP/88lEol2rdvj5CQEBw8eBC9e/fW1cyaNQtlZWWYNm0aioqK8PDDDyMlJaXOxQLIuikUCnz11VdITk6Go6MjJBIJg5GIjEIiCIIgdhOWRqVSQSaTobi4mMcfLVTNi4h/8MEHeO2118RuiYgsSEvX41Y3WpWo9t01ZsyYIXZLRNTKMBzJqvC2U0RkDgxHshoMRiIyF4YjWYXS0lKMGzeOwUhEZsFwJKvg5uaGzZs3Y+zYsQxGIjI5jlY1gKNVLYdarWYQElGTcbQqtVoKhQI9e/bE8ePHxW6FiGwMw5EsUvXgm7y8PCxevFjsdojIxjAcyeLUHpXakjuuEBE1B8ORLApP1yAiS8BwJIvBYCQiS8FwJIsgCAIWLVrEYCQii8BwJIsgkUiwefNmvP766wxGIhIdw5FEdenSJd2/27Zti3fffZfBSESiYziSaBQKBXr16oX3339f7FaIiPQwHEkUNQffZGRkQKPRiN0SEZEOw5HMztCoVKlUKnZbREQ6DEcyK56uQUTWgOFIZsNgJCJrwXAkszl16hSDkYisgr3YDZDtmD59Onx9fREVFcVgJCKLxi1HMqkDBw7g1q1busejRo1iMBKRxWM4ksmkpqYiIiICI0aMQFFRkdjtEBE1GsORTCI1NRWxsbEoLy+Ht7c3XFxcxG6JiKjRGI5kdDWDkYNviMgaMRzJqBiMRNQacLQqGc2ePXsYjERmotFoUFlZKXYbonFwcDDplbUYjmQ0Xbp0Qfv27RESEsJgJDIRQRCgVCo5yA1Au3btIJfLIZFIjL5shiMZTc+ePXHw4EF4e3szGIlMpDoYPT094erqapJgsHSCIOD27dsoLCwEAHh7exv9PRiO1CIKhQKVlZWIiooCAPj5+YnbEFErptFodMHYsWNHsdsRVfUI+MLCQnh6ehp9FyvDkZqt+lqpgiAgPT0dgwcPFrslolat+hijq6uryJ1YhurvobKy0ujhaBGjVZcvXw4/Pz84OzsjNDQUhw8frrd25cqV+Nvf/ob27dujffv2iIiIqFM/efJkSCQSval6y4aMo+ZFxEeMGIGgoCCxWyKyGba4K9UQU34Poofjhg0bkJCQgAULFiArKwtBQUGIjIzU7UuuLS0tDePHj8fevXuRkZEBX19fPPbYY7hy5YpeXVRUFPLz83XTunXrzPFxbALvrkFErZ3o4bhkyRI8//zzmDJlCnr37o2kpCS4urpi1apVBuu/++47vPjiiwgODkavXr3w5ZdfQqvVQqFQ6NU5OTlBLpfrpvbt25vj47R6DEYisgWihmNFRQUyMzMRERGhm2dnZ4eIiAhkZGQ0ahm3b99GZWUlOnTooDc/LS0Nnp6eCAwMxAsvvIAbN27Uuwy1Wg2VSqU3mcvlm7cxf/sJjP0iA+/tPInCknKzvXdTHT16lMFIRDZB1AE5169fh0ajgZeXl958Ly8v/P77741axmuvvQYfHx+9gI2KisKTTz4Jf39/nD9/HnPnzkV0dDQyMjIMHrRNTEzEW2+91bIP0wyFqnLEfrYfRXfuHmQ/lHsTO47l45dXHkFbZwez93Mvffr0wejRo1FSUsJgJKJWzapHq37wwQdYv3490tLS4OzsrJs/btw43b/79euH/v37o3v37khLS8Pw4cPrLGfOnDlISEjQPVapVPD19TVt8wBWpJ3XBWO1/OJyfHcoD/8M727y928qe3t7rFmzBhqNhsFIRK2aqOHo4eEBqVSKgoICvfkFBQWQy+UNvvajjz7CBx98gNTUVPTv37/B2m7dusHDwwPnzp0zGI5OTk6irOx//k1pcP4POVctJhwVCgU2b96MZcuWQSqVwt7eHvb2Vv03FVGrU1ZWVu9zUqlUb+OhoVo7Ozu9O+jUV9umTZtmdGldRD3m6OjoiJCQEL3BNNWDa8LCwup93aJFi/DOO+8gJSUFAwcOvOf7/PHHH7hx44ZJrqLQErcrqgzOLym3jOslVg++SUpKwueffy52O0RUDzc3t3qnMWPG6NV6enrWWxsdHa1X6+fnZ7CuuebNm4fAwEBMnDgRKpUK27dvR//+/fHII4/g6NGjzV6uKYi+CZCQkID4+HgMHDgQgwcPxtKlS1FWVoYpU6YAACZNmoTOnTsjMTERALBw4ULMnz8fa9euhZ+fH5TKu1tf1f/TSktL8dZbb2HMmDGQy+U4f/48Zs2ahR49eiAyMlK0z2lIGyd7FN2pG5DtXUT/31JnVOq0adPEbomIrFhKSgpu3bqFI0eO4JNPPsGYMWNw8+ZNbNmyBVqtFi+++CJSU1PFblNH9LXw2LFjce3aNcyfPx9KpRLBwcFISUnRDdLJy8uDnd1fG7grVqxARUUFnnrqKb3lLFiwAG+++SakUimOHTuGr7/+GkVFRfDx8cFjjz2Gd955x+KOk7VxMnxFB3dXRzN3oo+naxBZl9LS0nqfqz0Isb5zyAHorWsB4OLFiy3qq6bs7GzEx8ejbdu2eOONN7B161bdhgsAdOzYERUVFXB0FHf9V030cASA6dOnY/r06QafS0tL03t8r/9ZLi4u+Pnnn43UmWmpDGw1AsDN2+LtVmUwElmfphwDNFXtvQQGBiIlJQWDBg3C7t27IZFI8MEHH2D48OGwt7dHQUGBxQQjYCHhaKtulhkOwSu37pi5k7uKioowZswYBiMRGd3o0aPx008/4b777oOPjw+2b9+OnTt3IigoCC4uLhY3roHhKKIKjdbg/OI74mw5tmvXDt9++y2Sk5Px3XffMRiJyGgkEglWrlypN2/atGl4/vnnLfJasQxHQlVVle70jJiYGMTExIjcERHZCksMRsACrq1K4lIoFOjbty8uXLggditERBaD4WjDqgffnD59GgsXLhS7HSIii8FwtFG1R6V++umnYrdERGQxGI42iKdrEBE1jOFoYxiMRET3xnC0IYIg4I033mAwEhHdA8PRhkgkEvz4449ISEhgMBIRNYDhaAPy8/N1//bw8MDixYsZjEREDWA4tnKpqano3r07kpKSxG6FiMhqMBxbsdTUVMTGxuLOnTvYtWsXBEEQuyUiIqvAcGylqoOxevDNpk2bLPYyTURElobh2ArVDkYOviEiSxAeHo5nn322zvzPP/8cbm5u0GoN34xBDAzHVobBSESWSBAEZGdnIyQkpM5zR44cQXBwcJ2bLYvJcjoho8jIyGAwEtE9nSkowaELN6Cu0pjl/c6ePYuSkpJ6w9HQfDHxllWtzBtvvIHu3btjzJgxDEYiqqOkvBL//DYTB87dAAB0bOOIT8Y9gIcDPEz6vpmZmZBKpQgKCtKbf+fOHZw8eRKvvvqqSd+/qbjl2AocOnQIZWVlAO6e6P/3v/+dwUhEBi3+5YwuGAHgRlkF/rUuC+WVpt2CzMrKgkajgaurKyQSiW5ydXWFRqPBgAEDAAA7duxAYGAgAgIC8OWXX5q0p4YwHK2cQqHA0KFDERMTowtIIqL67D5ZUGferduVOHLxlknfNysrC6NHj0Z2drbe9Nprr8HFxQW9e/dGVVUVEhISsGfPHmRnZ+PDDz/EjRs37r1wE2A4WrGaFxF3c3ODvT33khNRw9xdHAzOl9Uz31iysrIwdOhQBAcH6003b95E//79IZVKcfjwYfTp0wedO3eGm5sboqOj8csvv5i0r/owHK0U765BRM0RH9a1zrwH7muHfl1kJnvPCxcuoKioSLfrtKasrCzdYJyrV6+ic+fOuuc6d+6MK1eumKyvhjAcRdTRxfDXH+rf8A8pg5GImmvc4Pvw/uh+CPB0g4ebE8YN8sWq+EEmfc/MzEzY2dkhODhYb35lZSVOnDhhMDTFxv1wIspcEI3uc3dCU+O81zYOEmz4x8P1vobBSEQt9ffQ+/D30PvM9n5ZWVkICAiAm5ub3vyTJ09CrVbrwtHHx0dvS/HKlSsYPHiw2fqsSSLwgpt1qFQqyGQyFBcXw93d3SzvWXS7Au1cHe9Zl5WVhYiICDz00EMMRiIbU15ejtzcXPj7+8PZ2VnsdoyuqqoK999/P9LS0iCTyRASEoKDBw+iY8eOBusb+j5auh7nlqOFaEwwAsCAAQNw8OBB+Pv7MxiJqFWxt7fH4sWLMWzYMGi1WsyaNaveYDR5L6K8KzWJQqGAi4sLhgwZAgDo1auXyB0REZnGE088gSeeeELsNhiOlq76GKODgwMOHDiAfv36id0SEVGrx9GqFqzm4Jvw8HD07NlT7JaIiGwCw9FCcVQqEZF4GI4WiMFIRCQuiwjH5cuXw8/PD87OzggNDcXhw4cbrN+0aRN69eoFZ2dn9OvXD7t27dJ7XhAEzJ8/H97e3nBxcUFERATOnj1ryo9gNEeOHGEwEhGJTPRw3LBhAxISErBgwQJkZWUhKCgIkZGRKCwsNFh/8OBBjB8/Hs899xyys7MRFxeHuLg4nDhxQlezaNEifPrpp0hKSsKhQ4fQpk0bREZGory83Fwfq9n69euHRx99lMFIRCQi0S8CEBoaikGDBmHZsmUAAK1WC19fX/zrX//C7Nmz69SPHTsWZWVl2LFjh27egw8+iODgYCQlJUEQBPj4+ODVV1/FzJkzAQDFxcXw8vJCcnIyxo0bd8+exLgIQE1qtRoAGIxEpKe1XwSgqUx5EQBRtxwrKiqQmZmJiIgI3Tw7OztEREQgIyPD4GsyMjL06gEgMjJSV5+bmwulUqlXI5PJEBoaWu8y1Wo1VCqV3mROCoUCc+bMQfXfKU5OTgxGIiIRiXqe4/Xr16HRaODl5aU338vLC7///rvB1yiVSoP1SqVS93z1vPpqaktMTMRbb73VrM/QUjUH3wQEBODZZ58VpQ8iIvqL6MccLcGcOXNQXFysmy5fvmyW9609KnXChAlmeV8iImqYqOHo4eEBqVSKggL9O1MXFBRALpcbfI1cLm+wvvq/TVmmk5MT3N3d9SZT4+kaRGRrwsPDDe4d+/zzz+Hm5gatVmvgVeIQNRwdHR0REhIChUKhm6fVaqFQKBAWFmbwNWFhYXr1ALB7925dvb+/P+RyuV6NSqXCoUOH6l2muTEYicjWCIKA7Oxs3Y2Nazpy5AiCg4NhZ2c5OzNFv7ZqQkIC4uPjMXDgQAwePBhLly5FWVkZpkyZAgCYNGkSOnfujMTERADAyy+/jPDwcCxevBiPP/441q9fjyNHjuA///kPAEAikWDGjBl49913ERAQAH9/f8ybNw8+Pj6Ii4sT62PqXLt2DaNGjWIwEpFNOXv2LEpKSuoNx2HDhonQVf1ED8exY8fi2rVrmD9/PpRKJYKDg5GSkqIbUJOXl6f318SQIUOwdu1avPHGG5g7dy4CAgKwbds29O3bV1cza9YslJWVYdq0aSgqKsLDDz+MlJQUixj63KlTJyQlJWHz5s3YsGEDg5GIzC/za+DQF8DtG0BgFDB8AeDawbRvmZkJqVSKoKAgvfl37tzByZMn8eqrr5r0/ZtK9PMcLZEpznPUarV6IS8IAiQSiVGWTUS2wSjnOWZ9A/wwXX+ebyjw3C8tb7AB//73v/HRRx/V+/yxY8fQr18/jB49GmlpaRg+fDg2b97c4DJb7XmOtiI1NRUDBw5Efn6+bh6DkYhEceiLuvMuHwKu5pj0bbOysjB69GhkZ2frTa+99hpcXFzQu3dvAHcPna1Zs8akvTQGw9HEUlNTERsbi+zsbN1xUyIi0ZQXGZ5/55ZJ3zYrKwtDhw5FcHCw3nTz5k30798fUqkUADB06FC0bdvWpL00BsPRhKqDsXrwzYcffih2S0Rk6wKj685zaQ/cZ7rR/BcuXEBRUREGDBhQ57msrCyDg3TExnA0kdrByFGpRGQRHn0D8PvbX49dOwJPrQIcTDdgMTMzE3Z2dggODtabX1lZiRMnThgMTbGJPlq1NWIwEpHFcpYBk3cABb8Bt28CXQaZNBiBu1uHAQEBcHNz05t/8uRJqNVqhqMt0Gg0SEhIYDASkWXz6mO2t0pMTDQ45iIoKAiWesIEd6samVQqxa5du/Diiy8yGImImigiIgJPP/00du3ahS5dutR7NyVT45ajkVy/fh0eHh4AgC5dumD58uUid0REZH1SU1PFbgEAtxyNQqFQwN/fHxs2bBC7FSIiMgKGYwtVX0S8tLQU69evt9j950RE1HgMxxaofXeN9evX88o3REStAMOxmXjbKSKi1ovh2AwMRiISEw/f3GXK74Hh2Ay7du1iMBKR2Tk4OAAAbt++LXInlqH6e6j+XoyJp3I0w0cffYTAwEDEx8czGInIbKRSKdq1a4fCwkIAgKurq02OcxAEAbdv30ZhYSHatWunu2i5MTEcGykrKwt9+/aFo6MjJBIJpk2bJnZLRGSD5HI5AOgC0pa1a9dO930YG8OxEaqPMUZGRmLjxo1wdHQUuyUislESiQTe3t7w9PREZWWl2O2IxsHBwSRbjNUYjvdQc/CNRqPhgXAisghSqdSk4WDrOCCnAWlpaRyVSkRkg7jl2IBnnnkGarWawUhEZGO45dgABiMRkW3ilqMB1ccVhw8fjlWrVkGtVkOtVovcFRERNZZKpQLQ/AsFSASOMKnjjz/+gK+vr9htEBFRC12+fBldunRp8usYjgZotVpcvXoVbdu2NcsJtiqVCr6+vrh8+TLc3d1N/n62gN+pcfH7NC5+n8Zl6PsUBAElJSXw8fGBnV3TjyByt6oBdnZ2zfpLo6Xc3d35i2Jk/E6Ni9+ncfH7NK7a36dMJmv2sjggh4iIqBaGIxERUS0MRwvg5OSEBQsW8HQRI+J3alz8Po2L36dxmeL75IAcIiKiWrjlSEREVAvDkYiIqBaGIxERUS0MRyIioloYjmayfPly+Pn5wdnZGaGhoTh8+HCD9Zs2bUKvXr3g7OyMfv36YdeuXWbq1Ho05TtNTk6GRCLRm5ydnc3YreVKT09HbGwsfHx8IJFIsG3btnu+Ji0tDQMGDICTkxN69OiB5ORkk/dpLZr6faalpdX52ZRIJFAqleZp2MIlJiZi0KBBaNu2LTw9PREXF4fTp0/f83UtXYcyHM1gw4YNSEhIwIIFC5CVlYWgoCBERkaisLDQYP3Bgwcxfvx4PPfcc8jOzkZcXBzi4uJw4sQJM3duuZr6nQJ3r56Rn5+vmy5dumTGji1XWVkZgoKCsHz58kbV5+bm4vHHH8ewYcOQk5ODGTNmYOrUqfj5559N3Kl1aOr3We306dN6P5+enp4m6tC67Nu3Dy+99BJ+/fVX7N69G5WVlXjsscdQVlZW72uMsg4VyOQGDx4svPTSS7rHGo1G8PHxERITEw3WP/PMM8Ljjz+uNy80NFT4xz/+YdI+rUlTv9PVq1cLMpnMTN1ZLwDC1q1bG6yZNWuW0KdPH715Y8eOFSIjI03YmXVqzPe5d+9eAYBw69Yts/Rk7QoLCwUAwr59++qtMcY6lFuOJlZRUYHMzExERETo5tnZ2SEiIgIZGRkGX5ORkaFXDwCRkZH11tua5nynAFBaWoquXbvC19cXo0aNwm+//WaOdlsd/nyaRnBwMLy9vTFixAgcOHBA7HYsVnFxMQCgQ4cO9dYY42eU4Whi169fh0ajgZeXl958Ly+veo8pKJXKJtXbmuZ8p4GBgVi1ahW2b9+Ob7/9FlqtFkOGDMEff/xhjpZblfp+PlUqFe7cuSNSV9bL29sbSUlJ+P777/H999/D19cXQ4cORVZWltitWRytVosZM2bgoYceQt++feutM8Y6lHflIJsQFhaGsLAw3eMhQ4bg/vvvxxdffIF33nlHxM7I1gUGBiIwMFD3eMiQITh//jw+/vhjfPPNNyJ2ZnleeuklnDhxAvv37zf5e3HL0cQ8PDwglUpRUFCgN7+goAByudzga+RyeZPqbU1zvtPaHBwc8MADD+DcuXOmaLFVq+/n093dHS4uLiJ11boMHjyYP5u1TJ8+HTt27MDevXvveUtBY6xDGY4m5ujoiJCQECgUCt08rVYLhUKhtyVTU1hYmF49AOzevbveelvTnO+0No1Gg+PHj8Pb29tUbbZa/Pk0vZycHP5s/kkQBEyfPh1bt27Fnj174O/vf8/XGOVntLkjhqjx1q9fLzg5OQnJycnCyZMnhWnTpgnt2rUTlEqlIAiCMHHiRGH27Nm6+gMHDgj29vbCRx99JJw6dUpYsGCB4ODgIBw/flysj2BxmvqdvvXWW8LPP/8snD9/XsjMzBTGjRsnODs7C7/99ptYH8FilJSUCNnZ2UJ2drYAQFiyZImQnZ0tXLp0SRAEQZg9e7YwceJEXf2FCxcEV1dX4d///rdw6tQpYfny5YJUKhVSUlLE+ggWpanf58cffyxs27ZNOHv2rHD8+HHh5ZdfFuzs7ITU1FSxPoJFeeGFFwSZTCakpaUJ+fn5uun27du6GlOsQxmOZvLZZ58J9913n+Do6CgMHjxY+PXXX3XPhYeHC/Hx8Xr1GzduFHr27Ck4OjoKffr0EXbu3Gnmji1fU77TGTNm6Gq9vLyEkSNHCllZWSJ0bXmqTyWoPVV/f/Hx8UJ4eHid1wQHBwuOjo5Ct27dhNWrV5u9b0vV1O9z4cKFQvfu3QVnZ2ehQ4cOwtChQ4U9e/aI07wFMvRdAtD7mTPFOpS3rCIiIqqFxxyJiIhqYTgSERHVwnAkIiKqheFIRERUC8ORiIioFoYjERFRLQxHIiKiWhiOREREtTAciVqpixcvQiKRICcnp1mvl0gk2LZtm1F7IrIWDEciKzV58mRIJBLd1LFjR0RFReHYsWMAAF9fX+Tn5zd43zsAePPNNxEcHGyGjomsB8ORyIpFRUUhPz8f+fn5UCgUsLe3R0xMDABAKpVCLpfD3t7wbVsFQUBVVZU52yWyGgxHIivm5OQEuVwOuVyO4OBgzJ49G5cvX8a1a9fq7FZNS0uDRCLBTz/9hJCQEDg5OeHbb7/FW2+9haNHj+q2QJOTk3XLv379OkaPHg1XV1cEBATghx9+EOeDEpkZw5GolSgtLcW3336LHj16oGPHjvXWzZ49Gx988AFOnTqFESNG4NVXX0WfPn10W6Bjx47V1b711lt45plncOzYMYwcORITJkzAzZs3zfFxiERleH8LEVmFHTt2wM3NDQBQVlYGb29v7NixA3Z29f/d+/bbb2PEiBG6x25ubrC3tzd4l/TJkydj/PjxAID3338fn376KQ4fPoyoqCgjfxIiy8ItRyIrNmzYMOTk5CAnJweHDx9GZGQkoqOjcenSpXpfM3DgwEYvv3///rp/t2nTBu7u7igsLGxRz0TWgOFIZMXatGmDHj16oEePHhg0aBC+/PJLlJWVYeXKlQ2+prEcHBz0HkskEmi12mb3S2QtGI5ErYhEIoGdnR3u3LnT6Nc4OjpCo9GYsCsi68NjjkRWTK1WQ6lUAgBu3bqFZcuWobS0FLGxsY1ehp+fH3Jzc5GTk4MuXbqgbdu2cHJyMlXLRFaBW45EViwlJQXe3t7w9vZGaGgo/ve//2HTpk0YOnRoo5cxZswYREVFYdiwYejUqRPWrVtnuoaJrIREEARB7CaIiIgsCbcciYiIamE4EhER1cJwJCIiqoXhSEREVAvDkYiIqBaGIxERUS0MRyIioloYjkRERLUwHImIiGphOBIREdXCcCQiIqrl/wN7F3dGw0Jc/AAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_landmarks = 300\n", + "\n", + "tc = ToroidalCoords(X, n_landmarks=n_landmarks)\n", + "plot_diagrams(tc._dgms)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now run the toroidal coordinates algorithm with the 3 most prominent classes and plot the result." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "perc = 0.1\n", + "cohomology_classes = [0, 1, 2]\n", + "\n", + "toroidal_coords = tc.get_coordinates(perc=perc, cocycle_idxs=cohomology_classes)\n", + "\n", + "plt.figure(figsize=(10, 4))\n", + "for i, coord in enumerate(toroidal_coords):\n", + " plt.subplot(1, len(toroidal_coords), i + 1)\n", + " plt.scatter(X[:, 0], X[:, 1], s=40, c=CircleMapUtils.to_sinebow(coord))\n", + " plt.title(\"toroidal\\ncoordinate \" + str(i+1))\n", + " plt.gca().set_aspect(\"equal\")\n", + " _ = plt.axis(\"off\")\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now sum the three maps returned by toroidal coordinates and display it" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "t_sum = CircleMapUtils.linear_combination(toroidal_coords, [1, 1, 1])\n", + "\n", + "plt.figure(figsize=(4,4))\n", + "plt.scatter(X[:,0],X[:,1], s = 40, c=CircleMapUtils.to_sinebow(t_sum))\n", + "plt.title(\"sum of toroidal coordinates\")\n", + "plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Run circular coordinates algorithm with three most prominent classes" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cc = CircularCoords(X, n_landmarks=n_landmarks)\n", + "circular_coords1 = cc.get_coordinates(perc=perc, cocycle_idx=cohomology_classes[0])\n", + "circular_coords2 = cc.get_coordinates(perc=perc, cocycle_idx=cohomology_classes[1])\n", + "circular_coords3 = cc.get_coordinates(perc=perc, cocycle_idx=cohomology_classes[2])\n", + "circular_coords = [circular_coords1, circular_coords2, circular_coords3]\n", + "\n", + "plt.figure(figsize=(10, 4))\n", + "for i, coord in enumerate(circular_coords):\n", + " plt.subplot(1, len(circular_coords), i + 1)\n", + " plt.scatter(X[:, 0], X[:, 1], s=40, c=CircleMapUtils.to_sinebow(coord))\n", + " plt.title(\"circular\\ncoordinate \" + str(i+1))\n", + " plt.gca().set_aspect(\"equal\")\n", + " _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, see how the sum of the three maps returned by the circular coordinates algorithm fails to parametrize the three circles properly" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "c_sum = CircleMapUtils.linear_combination(circular_coords, [1, 1, 1])\n", + "\n", + "plt.figure(figsize=(4,4))\n", + "plt.scatter(X[:,0],X[:,1], s = 40, c=CircleMapUtils.to_sinebow(c_sum))\n", + "plt.title(\"sum of circular coordinates\")\n", + "plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "087e6391ed1cd4684da4d47dd76868e5fa890f509da77f6f7afb76c04058243b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/circleLensCoordinates.html b/notebooks/circleLensCoordinates.html new file mode 100644 index 0000000..ccda150 --- /dev/null +++ b/notebooks/circleLensCoordinates.html @@ -0,0 +1,190 @@ + + + + + + + Lens coordinates on a circle — DREiMac documentation + + + + + + + + + + + + + + + + + + + + + + + +
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Lens coordinates on a circle

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In this simple example, we use lens coordinates to parametrize a finite sample of a circle.

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[1]:
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from dreimac import LensCoords, CircleMapUtils, PlotUtils, GeometryExamples, LensMapUtils
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+
+
[2]:
+
+
+
X = GeometryExamples.noisy_circle(500)
+lc = LensCoords(X, n_landmarks=50)
+coords = lc.get_coordinates(perc=0.9, complex_dim=2, cocycle_idx=0)
+coords_R3 = LensMapUtils.lens_3D_to_disk_3D(coords, 3)
+
+
+
+
+
[3]:
+
+
+
import matplotlib.pyplot as plt
+import numpy as np
+colors = CircleMapUtils.to_sinebow(np.array([np.arctan2(*x) for x in X]))
+
+fig = plt.figure()
+ax = plt.axes(projection='3d')
+PlotUtils.plot_3sphere_mesh()
+_ = ax.scatter3D(coords_R3[:,0], coords_R3[:,1], coords_R3[:,2], s=20, c=colors)
+
+
+
+
+
+
+
+../_images/notebooks_circleLensCoordinates_3_0.png +
+
+
+ + +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/notebooks/circleLensCoordinates.ipynb b/notebooks/circleLensCoordinates.ipynb new file mode 100644 index 0000000..9856f27 --- /dev/null +++ b/notebooks/circleLensCoordinates.ipynb @@ -0,0 +1,83 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lens coordinates on a circle\n", + "\n", + "In this simple example, we use lens coordinates to parametrize a finite sample of a circle." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from dreimac import LensCoords, CircleMapUtils, PlotUtils, GeometryExamples, LensMapUtils" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "X = GeometryExamples.noisy_circle(500)\n", + "lc = LensCoords(X, n_landmarks=50)\n", + "coords = lc.get_coordinates(perc=0.9, complex_dim=2, cocycle_idx=0)\n", + "coords_R3 = LensMapUtils.lens_3D_to_disk_3D(coords, 3)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "colors = CircleMapUtils.to_sinebow(np.array([np.arctan2(*x) for x in X]))\n", + "\n", + "fig = plt.figure()\n", + "ax = plt.axes(projection='3d')\n", + "PlotUtils.plot_3sphere_mesh()\n", + "_ = ax.scatter3D(coords_R3[:,0], coords_R3[:,1], coords_R3[:,2], s=20, c=colors)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac-installed", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/coil20.html b/notebooks/coil20.html new file mode 100644 index 0000000..8dc6ef6 --- /dev/null +++ b/notebooks/coil20.html @@ -0,0 +1,300 @@ + + + + + + + Circular coordinates on COIL-20 data set — DREiMac documentation + + + + + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

Circular coordinates on COIL-20 data set

+

An example of how the persistence diagram can suggest preprocessing the data by performing clustering before applying circular coordinates.

+

We use the coil-20 dataset, consisting of pictures of five objects taken at different horizontal angles.

+
+
[1]:
+
+
+
from dreimac import CircularCoords
+from persim import plot_diagrams
+
+import numpy as np
+import matplotlib.pyplot as plt
+
+import warnings
+warnings.filterwarnings('ignore')
+
+
+
+

Download the dataset and treat images as vectors.

+
+
[2]:
+
+
+
# NOTE: the following will download and unzip the coil data from here
+# http://www.cs.columbia.edu/CAVE/databases/SLAM_coil-20_coil-100/coil-20/coil-20-unproc.zip
+# into the directory ./data/coil-20-unproc/
+import urllib
+import zipfile
+
+url = "http://www.cs.columbia.edu/CAVE/databases/SLAM_coil-20_coil-100/coil-20/coil-20-unproc.zip"
+extract_dir = "./data/"
+
+zip_path, _ = urllib.request.urlretrieve(url)
+with zipfile.ZipFile(zip_path, "r") as f:
+    f.extractall(extract_dir)
+
+# treat images as vectors
+from PIL import Image
+import os
+
+data_directory = "./data/coil-20-unproc/"
+file_names = [n for n in os.listdir(data_directory) if n[-3:] == "png"]
+file_names.sort()
+
+X = []
+imgs = []
+for file_name in file_names:
+    image = Image.open(data_directory + file_name)
+    l, h = image.size
+    imgs.append(image)
+    x = np.array(image)
+    X.append(x.reshape(x.shape[0] * x.shape[1]))
+
+X = np.array(X)
+
+
+
+

Start by computing and displaying the persistence diagram in dimensions 0 and 1.

+
+
[3]:
+
+
+
cc = CircularCoords(X, n_landmarks = X.shape[0])
+plot_diagrams(cc._dgms)
+
+
+
+
+
+
+
+../_images/notebooks_coil20_5_0.png +
+
+

The diagram suggests that the data has five connected components (the five high prominent blue classes, on the left). Indeed, looking at the diagram we see that, choosing the Rips parameter to be 10000, the Rips complex will have precisely five connected components.

+

Because of this, we first cluster the dataset using single-linkage with distance scale 10000, and the compute and display the Rips persistence diagram of each cluster individually.

+
+
[4]:
+
+
+
from scipy.cluster.hierarchy import linkage, fcluster
+
+def single_linkage(point_cloud, distance_scale):
+    single_linkage_hierarchy = linkage(point_cloud, "single")
+    return fcluster(single_linkage_hierarchy, distance_scale, criterion="distance") - 1
+
+clusters = single_linkage(X, 10000)
+coordinatizators = [ CircularCoords(X[clusters==i], n_landmarks = X[clusters==i].shape[0]) for i in range(max(clusters)+1)]
+
+
+
+
+
[5]:
+
+
+
_, axs = plt.subplots(nrows=1, ncols = len(coordinatizators), figsize=(18,2))
+for i,axc in enumerate(zip(axs,coordinatizators)):
+    ax, c = axc
+    plot_diagrams(c._dgms,ax=ax)
+    ax.title.set_text("cluster " + str(i))
+
+
+
+
+
+
+
+../_images/notebooks_coil20_8_0.png +
+
+

Finally, we compute circular coordinates for each cluster, using the most persistent class, and order some images of each cluster according to the circle-valued map.

+
+
[6]:
+
+
+
# get circular coordinates for each cluster
+perc = 0.1
+circular_coords = [
+    coordinatizator.get_coordinates(perc=perc, cocycle_idx=0, standard_range=False)
+    for coordinatizator in coordinatizators
+]
+
+
+
+
+
[7]:
+
+
+
n_images_to_plot = 15
+n_clusters = max(clusters) + 1
+
+def representative_point_at_index(circular_coordinate, index_in_circle, n_bins_circle):
+    return np.argmin(
+        np.abs(circular_coordinate - (index_in_circle / n_bins_circle) * 2 * np.pi)
+    )
+
+f, axs = plt.subplots(n_clusters, n_images_to_plot, figsize=(20, 10))
+for i in range(n_clusters):
+    for j in range(n_images_to_plot):
+        coordinates = circular_coords[i]
+        index = representative_point_at_index(coordinates, j, n_images_to_plot)
+        axs[i, j].imshow([img for c,img in zip(clusters,imgs) if c==i][index], cmap="gray")
+        axs[i, j].axis("Off")
+
+
+
+
+
+
+
+../_images/notebooks_coil20_11_0.png +
+
+
+ + +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/notebooks/coil20.ipynb b/notebooks/coil20.ipynb new file mode 100644 index 0000000..505e629 --- /dev/null +++ b/notebooks/coil20.ipynb @@ -0,0 +1,241 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Circular coordinates on COIL-20 data set\n", + "\n", + "An example of how the persistence diagram can suggest preprocessing the data by performing clustering before applying circular coordinates.\n", + "\n", + "We use the coil-20 dataset, consisting of pictures of five objects taken at different horizontal angles." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from dreimac import CircularCoords\n", + "from persim import plot_diagrams\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Download the dataset and treat images as vectors." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# NOTE: the following will download and unzip the coil data from here\n", + "# http://www.cs.columbia.edu/CAVE/databases/SLAM_coil-20_coil-100/coil-20/coil-20-unproc.zip\n", + "# into the directory ./data/coil-20-unproc/\n", + "import urllib\n", + "import zipfile\n", + "\n", + "url = \"http://www.cs.columbia.edu/CAVE/databases/SLAM_coil-20_coil-100/coil-20/coil-20-unproc.zip\"\n", + "extract_dir = \"./data/\"\n", + "\n", + "zip_path, _ = urllib.request.urlretrieve(url)\n", + "with zipfile.ZipFile(zip_path, \"r\") as f:\n", + " f.extractall(extract_dir)\n", + "\n", + "# treat images as vectors\n", + "from PIL import Image\n", + "import os\n", + "\n", + "data_directory = \"./data/coil-20-unproc/\"\n", + "file_names = [n for n in os.listdir(data_directory) if n[-3:] == \"png\"]\n", + "file_names.sort()\n", + "\n", + "X = []\n", + "imgs = []\n", + "for file_name in file_names:\n", + " image = Image.open(data_directory + file_name)\n", + " l, h = image.size\n", + " imgs.append(image)\n", + " x = np.array(image)\n", + " X.append(x.reshape(x.shape[0] * x.shape[1]))\n", + "\n", + "X = np.array(X)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Start by computing and displaying the persistence diagram in dimensions 0 and 1." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cc = CircularCoords(X, n_landmarks = X.shape[0])\n", + "plot_diagrams(cc._dgms)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The diagram suggests that the data has five connected components (the five high prominent blue classes, on the left).\n", + "Indeed, looking at the diagram we see that, choosing the Rips parameter to be 10000, the Rips complex will have precisely five connected components.\n", + "\n", + "Because of this, we first cluster the dataset using single-linkage with distance scale 10000, and the compute and display the Rips persistence diagram of each cluster individually." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.cluster.hierarchy import linkage, fcluster\n", + "\n", + "def single_linkage(point_cloud, distance_scale):\n", + " single_linkage_hierarchy = linkage(point_cloud, \"single\")\n", + " return fcluster(single_linkage_hierarchy, distance_scale, criterion=\"distance\") - 1\n", + "\n", + "clusters = single_linkage(X, 10000)\n", + "coordinatizators = [ CircularCoords(X[clusters==i], n_landmarks = X[clusters==i].shape[0]) for i in range(max(clusters)+1)]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_, axs = plt.subplots(nrows=1, ncols = len(coordinatizators), figsize=(18,2))\n", + "for i,axc in enumerate(zip(axs,coordinatizators)):\n", + " ax, c = axc\n", + " plot_diagrams(c._dgms,ax=ax)\n", + " ax.title.set_text(\"cluster \" + str(i))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, we compute circular coordinates for each cluster, using the most persistent class, and order some images of each cluster according to the circle-valued map." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# get circular coordinates for each cluster\n", + "perc = 0.1\n", + "circular_coords = [\n", + " coordinatizator.get_coordinates(perc=perc, cocycle_idx=0, standard_range=False)\n", + " for coordinatizator in coordinatizators\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_images_to_plot = 15\n", + "n_clusters = max(clusters) + 1\n", + "\n", + "def representative_point_at_index(circular_coordinate, index_in_circle, n_bins_circle):\n", + " return np.argmin(\n", + " np.abs(circular_coordinate - (index_in_circle / n_bins_circle) * 2 * np.pi)\n", + " )\n", + "\n", + "f, axs = plt.subplots(n_clusters, n_images_to_plot, figsize=(20, 10))\n", + "for i in range(n_clusters):\n", + " for j in range(n_images_to_plot):\n", + " coordinates = circular_coords[i]\n", + " index = representative_point_at_index(coordinates, j, n_images_to_plot)\n", + " axs[i, j].imshow([img for c,img in zip(clusters,imgs) if c==i][index], cmap=\"gray\")\n", + " axs[i, j].axis(\"Off\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.0" + }, + "vscode": { + "interpreter": { + "hash": "087e6391ed1cd4684da4d47dd76868e5fa890f509da77f6f7afb76c04058243b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/complexProjectiveOnGenusTwoSurface.html b/notebooks/complexProjectiveOnGenusTwoSurface.html new file mode 100644 index 0000000..6c4827d --- /dev/null +++ b/notebooks/complexProjectiveOnGenusTwoSurface.html @@ -0,0 +1,211 @@ + + + + + + + Complex projective coordinates on surface of genus two — DREiMac documentation + + + + + + + + + + + + + + + + + + + + + +
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Complex projective coordinates on surface of genus two

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We use complex projective coordinate to parametrize the two-dimensional void of a surface of genus two.

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[1]:
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import matplotlib.pyplot as plt
+from dreimac import GeometryExamples, PlotUtils, ComplexProjectiveCoords, ProjectiveMapUtils, GeometryUtils
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[2]:
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X = GeometryExamples.genus_two_surface()
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+fig = plt.figure(figsize=(4,4))
+ax = fig.add_subplot(projection="3d")
+ax.scatter(X[:,0], X[:,1], X[:,2], s=0.1)
+PlotUtils.set_axes_equal(ax) ; plt.axis("off") ; fig.subplots_adjust(top=1, bottom=0, left=0, right=1)
+
+
+
+
+
+
+
+../_images/notebooks_complexProjectiveOnGenusTwoSurface_2_0.png +
+
+
+
[3]:
+
+
+
dist_mat, pointcloud_permutation = GeometryUtils.landmark_geodesic_distance(X, 400, 10)
+cpc = ComplexProjectiveCoords(dist_mat, n_landmarks=400, distance_matrix=True)
+
+
+
+
+
[4]:
+
+
+
coords = cpc.get_coordinates(perc=0.9, proj_dim=1)
+coords_R3 = ProjectiveMapUtils.hopf_map(coords)
+
+
+
+

Next is the original pointcloud colored by the \(z\)-coordinate of the sphere coordinates obstained with complex projective coordinates.

+
+
[5]:
+
+
+
fig = plt.figure(figsize=(8,4))
+ax = fig.add_subplot(projection="3d")
+Y = X[pointcloud_permutation]
+ax.scatter(Y[:,0], Y[:,1], Y[:,2], s=5, c=coords_R3[:,2])
+PlotUtils.set_axes_equal(ax) ; plt.axis("off") ; fig.subplots_adjust(top=1, bottom=0, left=0, right=1)
+
+
+
+
+
+
+
+../_images/notebooks_complexProjectiveOnGenusTwoSurface_6_0.png +
+
+
+ + +
+
+
+ +
+ +
+

© Copyright 2020, Jose A. Perea, Luis Scoccola, Chris Tralie.

+
+ + Built with Sphinx using a + theme + provided by Read the Docs. + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/notebooks/complexProjectiveOnGenusTwoSurface.ipynb b/notebooks/complexProjectiveOnGenusTwoSurface.ipynb new file mode 100644 index 0000000..35f3b04 --- /dev/null +++ b/notebooks/complexProjectiveOnGenusTwoSurface.ipynb @@ -0,0 +1,127 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Complex projective coordinates on surface of genus two\n", + "\n", + "We use complex projective coordinate to parametrize the two-dimensional void of a surface of genus two." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from dreimac import GeometryExamples, PlotUtils, ComplexProjectiveCoords, ProjectiveMapUtils, GeometryUtils" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = GeometryExamples.genus_two_surface()\n", + "\n", + "fig = plt.figure(figsize=(4,4))\n", + "ax = fig.add_subplot(projection=\"3d\")\n", + "ax.scatter(X[:,0], X[:,1], X[:,2], s=0.1)\n", + "PlotUtils.set_axes_equal(ax) ; plt.axis(\"off\") ; fig.subplots_adjust(top=1, bottom=0, left=0, right=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "dist_mat, pointcloud_permutation = GeometryUtils.landmark_geodesic_distance(X, 400, 10)\n", + "cpc = ComplexProjectiveCoords(dist_mat, n_landmarks=400, distance_matrix=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "coords = cpc.get_coordinates(perc=0.9, proj_dim=1)\n", + "coords_R3 = ProjectiveMapUtils.hopf_map(coords)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next is the original pointcloud colored by the $z$-coordinate of the sphere coordinates obstained with complex projective coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8,4))\n", + "ax = fig.add_subplot(projection=\"3d\")\n", + "Y = X[pointcloud_permutation]\n", + "ax.scatter(Y[:,0], Y[:,1], Y[:,2], s=5, c=coords_R3[:,2])\n", + "PlotUtils.set_axes_equal(ax) ; plt.axis(\"off\") ; fig.subplots_adjust(top=1, bottom=0, left=0, right=1)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "087e6391ed1cd4684da4d47dd76868e5fa890f509da77f6f7afb76c04058243b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/genusTwoSurface.html b/notebooks/genusTwoSurface.html new file mode 100644 index 0000000..b0659a2 --- /dev/null +++ b/notebooks/genusTwoSurface.html @@ -0,0 +1,320 @@ + + + + + + + Toroidal coordinates on surface of genus two — DREiMac documentation + + + + + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

Toroidal coordinates on surface of genus two

+

An example of how, in the presence of more than one prominent circular feature in the data, the toroidal coordinates algorithm returns circle-valued maps that are geometrically less correlated and easier to interpret than the ones returned by running the circular coordinates algorithm on each individual class.

+
+
[1]:
+
+
+
import matplotlib.pyplot as plt
+from dreimac import CircularCoords, ToroidalCoords, GeometryExamples, PlotUtils, CircleMapUtils
+from persim import plot_diagrams
+
+
+
+

We start by displaying the data, which consists of a pointcloud in 3D.

+
+
[2]:
+
+
+
X = GeometryExamples.genus_two_surface()
+
+fig = plt.figure(figsize=(4,4))
+ax = fig.add_subplot(projection="3d")
+ax.scatter(X[:,0], X[:,1], X[:,2], s=0.1)
+PlotUtils.set_axes_equal(ax) ; plt.axis("off") ; fig.subplots_adjust(top=1, bottom=0, left=0, right=1)
+
+
+
+
+
+
+
+../_images/notebooks_genusTwoSurface_3_0.png +
+
+

Compute and display the Rips persistent cohomology.

+
+
[3]:
+
+
+
n_landmarks = 750
+
+tc = ToroidalCoords(X, n_landmarks=n_landmarks)
+plot_diagrams(tc._dgms)
+
+
+
+
+
+
+
+../_images/notebooks_genusTwoSurface_5_0.png +
+
+

We now construct two sets of four circle-valued maps. For the first set, we use the toroidal coordinates with input the four most prominent persistent cohomology classes; for the second, we run the circular coordinates algorithm on each of the four individual classes.

+
+
[4]:
+
+
+
cohomology_classes = [0, 1, 2, 3]
+toroidal_coords = tc.get_coordinates(cocycle_idxs=cohomology_classes)
+
+
+
+

We display the circle-valued representations obtained with toroidal coordinates using two different colorings.

+
+
[5]:
+
+
+
fig = plt.figure(figsize=(9,4))
+fig.suptitle("Toroidal coordinates with cyclic colormap", fontsize=20)
+for i, coordinate in enumerate(toroidal_coords):
+    plt.subplot(1, len(toroidal_coords), i + 1)
+    plt.scatter(X[:, 1], X[:, 0], s=20, c=CircleMapUtils.to_sinebow(CircleMapUtils.center(coordinate)))
+    plt.title("toroidal\ncoordinate " + str(i+1))
+    plt.gca().set_aspect("equal") ; _ = plt.axis("off")
+
+
+
+
+
+
+
+../_images/notebooks_genusTwoSurface_9_0.png +
+
+
+
[6]:
+
+
+
fig = plt.figure(figsize=(9, 4))
+fig.suptitle("Toroidal coordinates with levelset colormap", fontsize=20)
+for i, coordinate in enumerate(toroidal_coords):
+    plt.subplot(1, len(toroidal_coords), i + 1)
+    plt.scatter(
+        X[:, 1],
+        X[:, 0],
+        s=2,
+        c=CircleMapUtils.levelset_coloring(CircleMapUtils.center(coordinate)),
+    )
+    plt.title("toroidal\ncoordinate " + str(i + 1))
+    plt.gca().set_aspect("equal")
+    _ = plt.axis("off")
+
+
+
+
+
+
+
+../_images/notebooks_genusTwoSurface_10_0.png +
+
+
+
[7]:
+
+
+
cc = CircularCoords(X, n_landmarks=n_landmarks)
+circular_coords1 = cc.get_coordinates(cocycle_idx=cohomology_classes[0])
+circular_coords2 = cc.get_coordinates(cocycle_idx=cohomology_classes[1])
+circular_coords3 = cc.get_coordinates(cocycle_idx=cohomology_classes[2])
+circular_coords4 = cc.get_coordinates(cocycle_idx=cohomology_classes[3])
+circular_coords = [ circular_coords1, circular_coords2, circular_coords3, circular_coords4 ]
+
+
+
+

We display the circle-valued representations obtained with circular coordinates.

+
+
[8]:
+
+
+
fig = plt.figure(figsize=(9,4))
+fig.suptitle("Circular coordinates with cyclic colormap", fontsize=20)
+for i, coordinate in enumerate(circular_coords):
+    plt.subplot(1, len(toroidal_coords), i + 1)
+    plt.scatter(X[:, 1], X[:, 0], s=2, c=CircleMapUtils.to_sinebow(coordinate))
+    plt.title("circular\ncoordinate " + str(i+1))
+    plt.gca().set_aspect("equal") ; _ = plt.axis("off")
+
+
+
+
+
+
+
+../_images/notebooks_genusTwoSurface_13_0.png +
+
+
+
[9]:
+
+
+
fig = plt.figure(figsize=(9, 4))
+fig.suptitle("Circular coordinates with levelset colormap", fontsize=20)
+for i, coordinate in enumerate(circular_coords):
+    plt.subplot(1, len(toroidal_coords), i + 1)
+    plt.scatter(
+        X[:, 1],
+        X[:, 0],
+        s=2,
+        c=CircleMapUtils.levelset_coloring(CircleMapUtils.center(coordinate)),
+    )
+    plt.title("toroidal\ncoordinate " + str(i + 1))
+    plt.gca().set_aspect("equal")
+    _ = plt.axis("off")
+
+
+
+
+
+
+
+../_images/notebooks_genusTwoSurface_14_0.png +
+
+
+ + +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/notebooks/genusTwoSurface.ipynb b/notebooks/genusTwoSurface.ipynb new file mode 100644 index 0000000..16f28dc --- /dev/null +++ b/notebooks/genusTwoSurface.ipynb @@ -0,0 +1,279 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Toroidal coordinates on surface of genus two\n", + "\n", + "An example of how, in the presence of more than one prominent circular feature in the data, the toroidal coordinates algorithm returns circle-valued maps that are geometrically less correlated and easier to interpret than the ones returned by running the circular coordinates algorithm on each individual class." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from dreimac import CircularCoords, ToroidalCoords, GeometryExamples, PlotUtils, CircleMapUtils\n", + "from persim import plot_diagrams" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We start by displaying the data, which consists of a pointcloud in 3D." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = GeometryExamples.genus_two_surface()\n", + "\n", + "fig = plt.figure(figsize=(4,4))\n", + "ax = fig.add_subplot(projection=\"3d\")\n", + "ax.scatter(X[:,0], X[:,1], X[:,2], s=0.1)\n", + "PlotUtils.set_axes_equal(ax) ; plt.axis(\"off\") ; fig.subplots_adjust(top=1, bottom=0, left=0, right=1)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compute and display the Rips persistent cohomology." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_landmarks = 750\n", + "\n", + "tc = ToroidalCoords(X, n_landmarks=n_landmarks)\n", + "plot_diagrams(tc._dgms)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now construct two sets of four circle-valued maps. For the first set, we use the toroidal coordinates with input the four most prominent persistent cohomology classes; for the second, we run the circular coordinates algorithm on each of the four individual classes." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "cohomology_classes = [0, 1, 2, 3]\n", + "toroidal_coords = tc.get_coordinates(cocycle_idxs=cohomology_classes)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We display the circle-valued representations obtained with toroidal coordinates using two different colorings." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(9,4))\n", + "fig.suptitle(\"Toroidal coordinates with cyclic colormap\", fontsize=20)\n", + "for i, coordinate in enumerate(toroidal_coords):\n", + " plt.subplot(1, len(toroidal_coords), i + 1)\n", + " plt.scatter(X[:, 1], X[:, 0], s=20, c=CircleMapUtils.to_sinebow(CircleMapUtils.center(coordinate)))\n", + " plt.title(\"toroidal\\ncoordinate \" + str(i+1))\n", + " plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(9, 4))\n", + "fig.suptitle(\"Toroidal coordinates with levelset colormap\", fontsize=20)\n", + "for i, coordinate in enumerate(toroidal_coords):\n", + " plt.subplot(1, len(toroidal_coords), i + 1)\n", + " plt.scatter(\n", + " X[:, 1],\n", + " X[:, 0],\n", + " s=2,\n", + " c=CircleMapUtils.levelset_coloring(CircleMapUtils.center(coordinate)),\n", + " )\n", + " plt.title(\"toroidal\\ncoordinate \" + str(i + 1))\n", + " plt.gca().set_aspect(\"equal\")\n", + " _ = plt.axis(\"off\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "cc = CircularCoords(X, n_landmarks=n_landmarks)\n", + "circular_coords1 = cc.get_coordinates(cocycle_idx=cohomology_classes[0])\n", + "circular_coords2 = cc.get_coordinates(cocycle_idx=cohomology_classes[1])\n", + "circular_coords3 = cc.get_coordinates(cocycle_idx=cohomology_classes[2])\n", + "circular_coords4 = cc.get_coordinates(cocycle_idx=cohomology_classes[3])\n", + "circular_coords = [ circular_coords1, circular_coords2, circular_coords3, circular_coords4 ]" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We display the circle-valued representations obtained with circular coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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jHxFAdt111z7bPvjBDwogBx98sAAyatQosda2lGlYyNZdd90++y8Ly2eD5md0xx13lPnz5/cp09yXnnPOOUPW2R833nhjUcfuu+8+qKy88sorLb+b79WUKVP63SdJksKS+7GPfazP9uYRpp/+9KcDHnvhwoXyzjvvtKxbmutdrVYLK257e3sfK3Yzvc97Udlhhx2K/uSqq64asNxbb73VR5abLaz9vbNqtVohr4DccsstfcoMdv6zZ88uRi/GjRvX7zlOnTpVOjo6BJANNthAkiRp2d67jxqo7+2v7Je//OU+Zbq6ugq5X3vttUUpJeedd16fcq+//roMHz5cADnkkEP6Pd7zzz/f7/oGt912W2FhH0gnaG7vDjvsIAsXLuxT5vLLLy/KfOITnxj0mCVLzhqtNDcrWP/3f/+3TOpcVKV5n332GbAOa61suOGGAsiGG27Y7wMyGMtLaV4UvvzlLwsg2267bb/bm1/ISzustLTXraHEhGE46Mtpv/32E0CCIJDXXnutZdvWW28t4N0UBnL3SdNUttpqq0IZ6q3YN1/3448/fsB21Ot1GTVqlADyb//2bwO+JP71r39JGIbLRGlef/31B/wQefbZZ5f6eXrssceKOvpTdBdVthcuXChrrbWWAHL++ecPeswLL7ywuO+dnZ3F+h/+8IfFPXo3+OlPf1rIUbOs1mo1aWtrE0Duu+++Yrm3S1BD1vp7Qb5bSvPjjz/ebxnnXKH4HXbYYUPW2R+77757oTjOmjVrsfbt7OwslJcTTzyx3zLXXXddcR433nhjy7Znn322cAk59NBDF7vtS3O9f/nLXxb79qeYLS2TJ08eVEEcjFmzZokxRgD58Ic/PGC5l19+uXCtO/DAA/tsH+z8G88BMKh7zw9+8IOi3NVXX93n+I1tI0eOHNTVsrnsRhtt1EcBb/Dd7363KLfbbrsNWN8xxxyz1P3EoYceKoB89KMf7Xd7s9I8kAFApOcdFgSBvP7660vcnpKBWaMnAi5cuLBY7ujoWK7H/o//+I8Btz322GPFhKqTTjpp0OH7lYm5c+fy4osv8tRTTzFt2jSmTZvGyJEjAXj66acHnTyz0UYbseeeey7V8ZfmumVZxt133w3A/vvvP+jQ1kknnVTs0zxE/tprr/HMM88A8MlPfnJAd58gCArXg7lz5zJ16tQBjzWYnDzyyCPFJLZJkyYNOIFrww03ZP/99x+wnsXhiCOOKFyIerPlllsW1/yll14asq56vc4rr7zC008/XciLNE2oefzxx5e4nXfffTfz588v2jwY//7v/w5AmqY88sgjxfr1118f8PfoxhtvXOK2DETDpSLLMu67775i/YMPPki1WmWttdZit912Y7fddgNa3TFmz55dyNrySn0+ceJE/u3f/q3fbUop3ve+9wGLdu978/bbbxcTCT/1qU/1cbsZio6OjmIy5NVXX11M7m6m4Zqx3nrr9Rnev/nmmwvZ+8pXvrLY7V8aGpPoOjo6ir7l3agf6OPiMxR33XUX1lrAuxQOxCabbMKHPvShPvssCrfffjsAI0eO5PDDDx+w3Iknnthnn/44+OCDF9nV8vDDDycMw363bbfddsXypz71qQHraJSbO3fuoJPLG8yZM4fp06cXfd60adMKd6ah+ryJEyey4447Drj9+OOPB/q+m0qWHWu00tz8YHV1dS3XYw/08gF49NFHi+WlVSTfbZ588kmOP/541l9/fUaPHs173vMett12WyZOnMjEiROL2b7OuUGjFAx2PRaVpbluL730UvGi3XXXXQct27y92Ve4eXlJ6+jNYNflySefLJZ33nnnQY+3yy67DLp9URkqusyoUaOA1g/SZrq6uvjxj3/MdtttR0dHB+PHj2ebbbYp5KWheAFDRl4ZjIcffrhYXn/99fuNENH423bbbYuyb7zxRrF8yCGHFB99hx12GPvssw/nnnsujzzyyGIpBQOx4447Fh8ZzS+4xvIHPvABjDGFUtxcpvGBB4vuz7y0DHXvR48eDQx87wfjscceK5TWJe3zGkrVggULuO6661q2vfHGG/ztb38D4OijjyYIWqfzNPqOMAyLj5TlRePYO+64I+3t7e9a/RtvvHGLz/6isCR9Wnd392J9ODWOscMOOwyowAKsu+66RfSRJe0ze7PFFlsMuK3x7C9OuYFkf8qUKXzqU59i7bXXZuzYsWyxxRZFnzdx4kR+/etfA0P3eYvTzze/H0qWHWu00rz22msXy2+++eZyPXZDueiP5genYe1aGfntb3/LDjvswCWXXNKibAxEtVodcNtg12NRWZrr9s477xTLg01YBG+p6m+/ZVFHbwa7LotzvHXXXXfQ7YvKUC91rX2X0p9SOWPGDCZOnMi3vvUtnnjiiSEVz8HkZShmz569RPs1WyjXXntt/vznP7PBBhsgItx555189atfZaeddmL06NEcfvjhSxVqKwgC3v/+9wP9K8QNZbnx/5577sE511JmzJgxbLPNNkvchsVhae79UCyLPm+XXXZh4sSJQI9VucHll19OlmVAjzWuv+OPHj2aKIqW6PhLSuPY71ZfvzT1vxt92kDHGKr+5mMsaZ/Zm8FkuiHPi1OuP9k/88wz+cAHPsDVV1895HUZqs9bnH5+ce5ByaKzRivNzcMvgw2RvxsYY5br8ZY1zz77LJ/73OfIsoyxY8dy1lln8cgjj/D222+TJAni/eX57W9/W+zTPPTem5XpeixNbOhlWQcs+nVZVsd7Nzn66KN5+eWXUUpx/PHHc+utt/Kvf/2LWq2Gcw4RaXnpDCYvQ9Fcz9SpU3nyyScX6e/QQw9tqWfPPffkhRde4IorruCoo45iww03BLw1809/+hMHH3wwH/7wh/t1B1gUGgrxI488QmdnJ2maFpFHGtt23XVXKpUKc+fO5YknngB6lOaGa0mJp2Ftvuuuu1qiJTSU6N13332RY/GXtPJu9zHLu89cHvz973/ne9/7HgCbbropF154IU888QTz5s0jTdPiPflf//Vfi1TfqtDPr+6s0SHnttlmG9ZZZx3eeust7r33XhYsWMCIESNWdLNYZ511iuXXX399sTv55i/fhmWqP5bGJeXSSy8twiMNlkVxeX7tLs11awwtw9CjDs1W9eb9lkUdi0OzReXNN98cdAhxeY+k9ObZZ58t/Ha/9a1v8YMf/KDfcstKXppHkcaMGVMou0tCpVLhP/7jPwr/8pdffpmbb76Z888/n+eff57Jkyfz7W9/m3PPPXex6+7t1zx8+HC6u7tZa621CleVOI7ZbbfduOuuu7jrrrvYcMMNeeqpp4Dl58/8btP72V1SPvOZz/D1r3+der3OpZdeyplnnsk///lPnn32WaB/K3Pz8d955x2SJFmu1uZ11lmHV199danOe6j6Ycmua+8+bbC5Hkvap40ePZrXX399kfqoxjGWtM9c3jTcLkaNGsU///nPAUMxLmq/N9Q1at6+qlyjVY012tKslGLSpEmAVyB/85vfrOAWeXbYYYdi+Z577lns/Zt9tQfzI37++ecXu+4GjZf2dtttN6hy2uxb+m6zNNdt0003LYbgHnjggUHLPvjgg8Vysz9s8/KS1rE4NIaiwce5Hoyhtr/bNOQFBp9UM5S8LKqlpdk3emmzqPVmwoQJnHbaaTz00EOFMr6k8dJ33nnnYhLyXXfdVViQG/7MDZr9mu+5557CCr+k/swrm8Xqfe97X9GmJenzGjTcZgAuu+wyRKSI+9zR0TGg7DX6jmZL//KiceyHH354iUcsFqX+V155hZkzZy7WvkvSp7W3t7Ppppsu9jGmTp1auND0x+zZs4v2L2mfubxp9Hsf/OAHB41dvqjvycXp51eVa7SqsUYrzeBnSjeUpe9+97uFRWIonHP8/ve/f1fatN122xVf9L/5zW8WKW1zM80JHgZ7GK+66qolayAUndtg1urXX3+dP//5z0t8jMVlaa5bEASFAnLbbbcNmg668XHVnJoVYNy4cWy99daAV6IGOr61tkjfOmrUqBZlf3HYcccdC2vz7373uwHdGWbNmsWtt966RMdYVjS/DAeTmYsuumjQepoD/w+Wunq//fYrnuuf/exnS+XqMRAjRowoJuYs6aTFIAjYY489AApLMvS1IDf7Nd9xxx2At6Yv6YuxcR0XN/33u8Xo0aOL63D11VcXCUaWhIaLxowZM7j55pv54x//CPgoKgNFVTjooIMKpf28885b4mMvCQcffDDg/el/9atfvWv1A4s9GrL33nsXH2+Nj4/+eOWVV4qEUs37LAr77bcfAPPmzeP6668fsNxvf/vb4jlu7LOysyjvyUcffXTID5IGTz75ZMuE99407lHzBOKSZcsarzRvsMEGXHDBBYAX7L322qtlZnp/PP3003z4wx/mrLPOelfapLXmP//zPwF49dVXOeaYY0iSpN+yzrk+L5htt922GJq54IIL+n0xXn311UuV2WrzzTcHYPr06fzjH//os727u5ujjjpqqSZzLS5Le90+//nPA5AkCSeccEK/IfIuvvjiQgE9/PDD+0yuadQxZ84cvvjFL/Z77O9973s8/fTTgA9fN1AIt6GI47gIXffYY4/1K49ZlnHSSScNeB2WFw15AYoPht784he/GDK0W/P1fvHFFwcsN3LkSE477TQA/vGPf/CVr3xlUFelN998s89I0+TJkwcd0p4/f35hXWv+UF1cmv2aG1bx3i+8XXfdlTiOmTt3LldccQXg/ZmX1GLcuI6zZ89eomgX7wbf+MY3AN93fOITnyhCBvbHYB+1H/zgB9lss80A/3wtWLAAGNg1A3x0hMMOOwyAG264YdC+vaura9ARvMXlM5/5TJFZ9Nvf/vag75/Bznsg9ttvvyJM2fnnnz9oxr633367pc8eN25ccV3++te/ctlll/XZJ0kSjj/++KK/bDx3i8pxxx1XfOCefvrpzJo1q0+Zxx9/nB/96EeAf2f3nnuwstLo9+677z5eeOGFPtvnzJnTJzPlUJx88sn9KuFXXnklt9xyCwCHHnroSh1EYJVm+YeGXjn57//+75YA4vvvv7/8/Oc/lzvuuEOmTp0qt99+u1x44YVy0EEHFcHet9tuuz71NPYfKrnJUNnMrLVFdjRAtthiCznvvPPkvvvuk6lTp8ott9wi3/3ud2XzzTfv91j/7//9v2LfPfbYQ2644QaZOnWq/PWvf5Xjjz9etNayxx57LHFykwcffLAlmPwPf/hDufvuu+WBBx6QCy+8UDbffHMB5P3vf/+g59xInDBp0qRBr8eisrTX7ROf+ESx7w477CBXXHGFPPzww3LbbbfJCSecUCRAGD16dJ+MgiIiWZYVSRrIk9hce+218sgjj8hf/vIXOfzww4ttm222Wb8JWBYnqcy8efOKhC6AfPrTn5a//vWv8sgjj8hVV10lO++8swCy0047LZPkJv3JSTMD3U/nnGy77bZFPZ/85CflpptukocfflhuuOGGIutYs7z0d38WLFgglUqluD+33nqrPPfcczJ9+nSZPn16SzazWq0mu+66a1HfdtttJxdccIHcd9998uijj8odd9wh559/vnzsYx+TKIpkxx13bDnWpEmTJAxDOfDAA+W8886T22+/XaZOnSp33323/PznPy+SiwBy7rnnDnpdBuO+++5r6XvWWmutfrMhNu5R42+wBDJD9TW33XZbsf2oo46S+++/v7iG06dPbym7qM/o4iRMGYgTTjihaNe4cePkRz/6kdx9993y6KOPym233SY//vGPZfvttx+yLY3ENI2/97znPUMe+4033igStDSe3csvv1wefPBBeeihh+Saa66RU089VUaPHt0na9/SJpO54447iuQgQRDIcccdJzfeeKM88sgj8o9//EMuvvhiOeKIIySKoiHPoz+efvrpIjsrIIcffrhcffXV8vDDD8sDDzwgv//972XSpEnS0dHRp/3/+te/iiRKWms58cQT5bbbbpOHH35YrrjiCtl+++1bnuv+GOr8f/7znxd1rLvuunLuuefKAw88IFOmTJHvfe97RduVUnLzzTf32X9x+qhFLXvnnXcW5QbL0jjYvb/mmmta5PlnP/uZTJkyRaZMmSJnnXWWrL/++qKUanln9EdjW6Mf32qrreSSSy6Rhx9+WP7+97/LKaecUmQVHD58+JD6RcmSUyrNTVx33XWyySabtHS2A/1ts802/aY3XlZKs4hP5dmcwnSgv/6O1dXVJbvtttuA++y9994ybdq0JVaaRUS+973vDdqu008/fchzXtZKc+Pcl/S6VavVlnS6/f2NGzeuT3a2Zt5+++0W5a+/v6233lpmzJjR7/6Lm4lx2rRpst566w14rGOPPXbI+/BuK80iIo8++mjx8u3vb+LEifLaa68Nen9ERL7+9a8PWEfvl9uCBQtaPlQG+/vgBz/Ysm/jRT/U3+c+97k+Ka4XhyRJijTCgBx00EH9lmuWC0Aee+yxAesc6n5bawftH5pZnkpzlmVy2mmnFR+nA/0N1ZbmTHaA/PCHP1yk47/44ostH3eLKmfLIgPj3/72t0Gfj8XpE/rj4Ycflo022mjI+vtr/9SpU1s+KPr7O/zww6VarfZ77EU5/x/+8IeF4tffXxzHctlll/W778qqNIuIHHfccQOekzFGzjvvvCH7/OY+sXc/0Pw3YsQIueuuuwY9/5KlY413z2jm8MMP57nnnuP3v/89n/nMZ9hyyy0ZNWoUQRAwevRodthhB0499VTuuOMOnnzyyWWWZW0g2tvbueaaa7jjjjs4+uijmTBhAm1tbURRxEYbbcTBBx/ML3/5S04//fR+973jjjv44Q9/yMSJE2lrayt8MC+44AJuv/32pc6C+N3vfpebb76Z/fffn1GjRhFFERtuuCGHH344t956K2efffZS1b+kLM11q1QqXH/99fz5z3/m8MMPZ9y4cURRxKhRo9h111358Y9/zHPPPcf2228/4PFHjx7NPffcw+WXX86HP/xh1l13XcIwZO2112bvvffmggsu4LHHHlvsRAMDsc022/DUU0/x9a9/nc0335w4jllnnXX44Ac/yJVXXtknZu2KYvvtt+exxx7jc5/7HOPHjycMQ0aPHs0uu+zC2WefzYMPPrhIQ4o/+clP+PWvf82ee+7J6NGjB/WfHD58ONdddx333nsvJ554IltuuSXDhw8vnumdd96Zz3/+89xyyy2FT2aDc889lyuuuILjjz+enXbaiQ022IAoimhra2OLLbZg0qRJ3HvvvfziF79oiVizuIRhyO677178HsgXsXn96NGjlyohkNaaW2+9le985ztst912DBs2bKWYHGiM4fzzz+fhhx/m5JNPZosttqCjo4MwDFlvvfXYf//9Oeecc4bsW8aNG8e+++5b1NmY8D0Um266KY899hiXXnopBx10EOuvvz5hGBb3/JhjjuHGG298V5JOHXDAAbz00kv86Ec/Yo899mDttdfGGMOIESPYYYcd+PKXv9wygXhx2XHHHXnuuef42c9+xj777MPYsWMJgoBhw4YxceJETj75ZP7+978XCUSaed/73sdzzz3Hj3/8Y3bddVdGjhxJFEWMGzeOww8/nD//+c9cd911LXMOFpdvfetbPProo5x00klsttlmtLW10dHRwdZbb82XvvQlnn32WY455pglrn9FcfHFF/O73/2OPffck+HDhxPHMePHj+foo4/mH//4B1/60pcWq74zzzyTv/3tbxx00EGsu+66RFHEJptswqmnnspTTz213JIdrakokXdhhkxJSUlJSckKwjnH+PHjefXVV/nIRz5S+HqWlKyKND5ozzjjjCLLbsmKobQ0l5SUlJSsVjRHwDnhhBNWcGtKSkpWF0qluaSkpKRkteKnP/0p4KOEfOxjH1vBrSkpKVldWKMzApaUlJSUrPosXLiQN998kwULFnDxxRdz5513AvCf//mfBEH5mispKVk2lJZmfFIBpVSRWGB5cuaZZ64UE3BKVj9KuS5ZHelPrq+77jo233xzdtxxR37+858DfvLa4sYMHopSrkveLcr+etWgVJpLSkpKSlYLtNaMHz+e0047jdtuu40wDFd0k0pKSlYjynErfGatarVKFEUruiklJcuMUq5LVkf6k+tjjz2WY489dsU1qqRkKRmsvy6DnK08lJZmvHWiUqkMGWu1u7t7ObVoyRCR5Zq2umTlppTrktWRUq5LVkdKuV41WGOU5lmzZnHCCScwbtw44jhmwoQJnHLKKSRJ0q8v0d577822227LI488wr//+7/T3t7Ot771LQBqtRpnnnkmW2yxBZVKhfXXX5/DDz+cF198ERjYN2nGjBkopbj00ksHbesll1xSBJ+P45j3vve9/OIXv+hTbpNNNuGjH/0okydPZqeddqKtrY1f/vKXS3WdSlYtSrkuWR0p5bpkdaSU61WfNcI947XXXmOXXXZh3rx5nHzyyWy11VbMmjWLa6+9dtCvtrfffpuPfOQjHHnkkXzmM59h3XXXxVrLRz/6Uf7+979z5JFH8qUvfYmFCxdy2223MW3aNDbbbLOlbu8vfvELttlmGw455BCCIOCmm27i1FNPxTnH5z//+Zayzz33HJ/+9Kf57Gc/y0knncSWW2651McvWTUo5bpkdaSU65LVkVKuVxNWYArv5cYxxxwjWmt56KGH+mxzzhU55pvzy++1114CyEUXXdRS/uKLLxZAzjnnnH7rEpF+6xPpyXnfnO++kUe+me7u7j51H3DAAbLpppu2rBs/frwA8re//a3f8y5ZvSnlumR1pJTrktWRUq5XD1Z79wznHDfccAMHH3wwO+20U5/tg4VZieOY4447rmXdddddxzrrrMMXvvCFxaprcWhrayuW58+fz1tvvcVee+3FSy+9xPz581vKTpgwgQMOOGCZHLdk1aGU65LVkVKuS1ZHSrlefVjt3TPmzJnDggUL2HbbbRd73w022KDPTNYXX3yRLbfc8l0NmD9lyhTOOOMM7r///j7DNvPnz2ettdYqfk+YMOFda0fJyksp1yWrI6Vcl6yOlHK9+rDaK81LQ/OX1uIw0JeetXbIfV988UX23XdfttpqK8455xw22mgjoijilltu4dxzz8U5t0zaWLLmUsp1yepIKdclqyOlXK9crPZK85gxYxgxYgTTpk1bJvVtttlmPPDAA6RpOmDg/FGjRgEwb968lvUzZ84csv6bbrqJer3On//8ZzbeeONifSMtbEkJlHJdsnpSynXJ6kgp16sPq71Ps9aaQw89lJtuuomHH364z3ZZzKDhH//4x3nrrbe44IILBqxr/PjxGGO45557WrZfeOGFQ9ZvjOnTrvnz53PJJZcsVjtLVm9KuS5ZHSnlumR1pJTr1YfV3tIM8KMf/Yhbb72Vvfbai5NPPpmtt96a119/nWuuuYb77rtvseo65phjuPzyy/nqV7/Kgw8+yJ577klXVxe33347p556Kh/72MdYa621+MQnPsH555+PUorNNtuMv/zlL8yePXvI+vfff3+iKOLggw/ms5/9LJ2dnfz6179m7NixvP7660t6CUpWQ0q5LlkdKeW6ZHWklOvVgzVCad5ggw144IEH+K//+i9+//vfs2DBAjbYYAM+8pGP0N7evlh1GWO45ZZb+OEPf8iVV17Jddddx9prr80HPvABJk6cWJQ7//zzSdOUiy66iDiO+eQnP8lZZ5015ESALbfckmuvvZbvfOc7fO1rX2O99dbjlFNOYcyYMRx//PFLdP4lqyelXJesjpRyXbI6Usr16oGSxR0XKCkpKSkpKSkpKVnDWO19mktKSkpKSkpKSkqWllJpLikpKSkpKSkpKRmCUmkuKSkpKSkpKSkpGYJSaS4pKSkpKSkpKSkZglJpLikpKSkpKSkpKRmCUmkuKSkpKSkpKSkpGYJSaV4CzjzzzD553TfZZBOOPfbYFdOgkpJlQCnXJasjpVyXrI6Ucr1iKJXmVYgrr7yS8847b5nX+9xzz/GVr3yFPfbYg0qlglKKGTNmLPPjlJT0x7sl19dffz2f+tSn2HTTTWlvb2fLLbfk9NNPZ968ecv8WCUlvXm35PpPf/oTBxxwAOPGjSOOYzbccEOOOOIIpk2btsyPVVLSm3dLrnvzoQ99CKUUp5122rt+rMVhjcgIuDx47rnn0Prd/Qa58sormTZtGl/+8peXab33338/P/vZz3jve9/L1ltvzWOPPbZM6y9ZdVmV5frkk09m3LhxfOYzn2HjjTfmySef5IILLuCWW25h6tSptLW1LdPjlaw6rMpy/eSTTzJq1Ci+9KUvsc466/DGG29w8cUXs8suu3D//fez3XbbLdPjlaw6rMpy3cz111/P/fff/67VvzSUSnM/ZFmGc44oihZ5nziO38UWvbsccsghzJs3j+HDh3P22WeXSvNqypom19deey177713y7odd9yRSZMm8fvf/54TTzxxxTSsZJmypsn1d7/73T7rTjzxRDbccEN+8YtfcNFFF62AVpUsa9Y0uW5Qq9U4/fTT+cY3vtGvrK9oVjr3jFmzZnHCCScUQ08TJkzglFNOIUmSosxLL73EJz7xCUaPHk17ezu77bYbN998c5+6Zs+ezQknnMC6665LpVJhu+2247LLLmspM2PGDJRSnH322Zx33nlsttlmxHHM008/DcB9993HzjvvTKVSYbPNNuOXv/xlv+3u7Ut06aWXopRiypQpfPWrX2XMmDF0dHRw2GGHMWfOnJZ9b7zxRg466KDinDfbbDO+//3vY60tyuy9997cfPPNzJw5E6UUSik22WSTYnu9XueMM87gPe95D3Ecs9FGG/H1r3+der0+5DUfPXo0w4cPH7JcyZJTyvXyl+veCjPAYYcdBsAzzzwz5P4lQ1PK9fKX6/4YO3Ys7e3tpevRMqKU6xUn1//zP/+Dc46vfe1ri7zP8mSlsjS/9tpr7LLLLsybN4+TTz6ZrbbailmzZnHttdfS3d1NFEW8+eab7LHHHnR3d/PFL36Rtddem8suu4xDDjmEa6+9tngpVqtV9t57b1544QVOO+00JkyYwDXXXMOxxx7LvHnz+NKXvtRy7EsuuYRarcbJJ59MHMeMHj2aJ598kv33358xY8Zw5plnkmUZZ5xxBuuuu+4in9MXvvAFRo0axRlnnMGMGTM477zzOO200/jjH/9YlLn00ksZNmwYX/3qVxk2bBh33HEH3/3ud1mwYAFnnXUWAN/+9reZP38+r776Kueeey4Aw4YNA8A5xyGHHMJ9993HySefzNZbb82TTz7Jueeey/PPP88NN9ywNLelZCkp5Xrlkes33ngDgHXWWWex9y1ppZTrFSvX8+bNI01T3njjDc477zwWLFjAvvvuu8jnWtI/pVyvOLl+5ZVX+MlPfsLFF1+88rrPyUrEMcccI1preeihh/psc86JiMiXv/xlAeTee+8tti1cuFAmTJggm2yyiVhrRUTkvPPOE0CuuOKKolySJLL77rvLsGHDZMGCBSIi8vLLLwsgI0aMkNmzZ7cc89BDD5VKpSIzZ84s1j399NNijJHel278+PEyadKk4vcll1wigOy3335F20VEvvKVr4gxRubNm1es6+7u7nO+n/3sZ6W9vV1qtVqx7qCDDpLx48f3Kfu73/1OtNYt10RE5KKLLhJApkyZ0mefgTjrrLMEkJdffnmR9ykZnFKue1hRct3ghBNOEGOMPP/884u9b0krpVz3sCLkessttxRAABk2bJh85zvfKa5nyZJTynUPy1uujzjiCNljjz2K34B8/vOfH3K/5clK457hnOOGG27g4IMPZqedduqzvRFa5ZZbbmGXXXbhAx/4QLFt2LBhnHzyycyYMaMYzrjllltYb731+PSnP12UC8OQL37xi3R2dnL33Xe31P/xj3+cMWPGFL+ttUyePJlDDz2UjTfeuFi/9dZbc8ABByzyeZ188sktYWH23HNPrLXMnDmzWNf8RbVw4ULeeust9txzT7q7u3n22WeHPMY111zD1ltvzVZbbcVbb71V/O2zzz4A3HnnnYvc3pJlSynXnpVBrq+88kp++9vfcvrpp7P55psv1r4lrZRy7VmRcn3JJZfwt7/9jQsvvJCtt96aarXaMpResviUcu1ZEXJ95513ct111y2XyBxLw0rjnjFnzhwWLFjAtttuO2i5mTNnsuuuu/ZZv/XWWxfbt912W2bOnMnmm2/eZyZpc7lmJkyY0Kc91Wq135frlltuyS233DL0SUGLoAOMGjUKgLlz5xbrnnrqKb7zne9wxx13sGDBgpby8+fPH/IY06dP55lnnml52JqZPXv2IrW1ZNlTyvXKIdf33nsvJ5xwAgcccAA//OEPF3m/kv4p5XrFy/Xuu+9eLB955JHFtTr77LMXaf+SvpRyvWLkOssyvvjFL3L00Uez8847D3msFclKozSvaN4t/xljTL/rRQTwfml77bUXI0aM4L//+7/ZbLPNqFQqTJ06lW984xs454Y8hnOOiRMncs455/S7faONNlryEyhZpSnlGh5//HEOOeQQtt12W6699lqCoOz2VnVKuW5l1KhR7LPPPvz+978vleZVmDVVri+//HKee+45fvnLX/bJEbFw4UJmzJhRTHZd0aw0b48xY8YwYsSIIQO0jx8/nueee67P+sbwwfjx44v/TzzxBM65lq+83uUGa09bWxvTp0/vs62/4y8pd911F2+//TbXX389//7v/16sf/nll/uU7Z39p8Fmm23G448/zr777jtgmZIVQynXK1auX3zxRT784Q8zduxYbrnllmLSSsnSUcr1ytdfV6vVRbIIlgxMKdcrRq5feeUV0jTl/e9/f59tl19+OZdffjl/+tOfOPTQQxer3neDlcanWWvNoYceyk033cTDDz/cZ3vji+jAAw/kwQcfbAl83dXVxa9+9Ss22WQT3vve9xbl3njjjZbZoVmWcf755zNs2DD22muvQdtjjOGAAw7ghhtu4JVXXinWP/PMM0yePHmpzrX3cZrPDyBJEi688MI+ZTs6OvrtFD/5yU8ya9Ysfv3rX/fZVq1W6erqWmbtLVk8SrlecXL9xhtvsP/++6O1ZvLkyQMOG5YsPqVcrzi57m+Ye8aMGfz973/v1w+3ZNEp5XrFyPWRRx7Jn/70pz5/4K/hn/70p37dYVYEK42lGeBHP/oRt956K3vttVcRsuT111/nmmuu4b777mPkyJF885vf5KqrruIjH/kIX/ziFxk9ejSXXXYZL7/8Mtddd13xNXfyySfzy1/+kmOPPZZHHnmETTbZhGuvvZYpU6Zw3nnnLVJc4u9973v87W9/Y8899+TUU08thH2bbbbhiSeeWCbnvMceezBq1CgmTZrEF7/4RZRS/O53v2sR3gY77rgjf/zjH/nqV7/KzjvvzLBhwzj44IM5+uijufrqq/nc5z7HnXfeyfvf/36stTz77LNcffXVTJ48edDOdP78+Zx//vkATJkyBYALLriAkSNHMnLkyJUujeWqRinXK0auP/zhD/PSSy/x9a9/nfvuu4/77ruv2LbuuuvyoQ99aJmc65pKKdcrRq4nTpzIvvvuy/bbb8+oUaOYPn06v/3tb0nTlJ/85CfL5DzXZEq5Xv5yvdVWW7HVVlv1u23ChAkrhYW5YPkH7BicmTNnyjHHHCNjxoyROI5l0003lc9//vNSr9eLMi+++KIcccQRMnLkSKlUKrLLLrvIX/7ylz51vfnmm3LcccfJOuusI1EUycSJE+WSSy5pKdMI9XLWWWf12567775bdtxxR4miSDbddFO56KKL5IwzzljkUC+9w9bceeedAsidd95ZrJsyZYrstttu0tbWJuPGjZOvf/3rMnny5D7lOjs75aijjpKRI0cK0BL2JUkS+elPfyrbbLONxHEso0aNkh133FG+973vyfz58we42q3XoL+//kLLlCw+pVwvf7keSKYB2WuvvQbdt2TRKOV6+cv1GWecITvttJOMGjVKgiCQcePGyZFHHilPPPHEoPuVLDqlXC9/ue4PVsKQc0qkn0+JkpKSkpKSkpKSkpKClcanuaSkpKSkpKSkpGRlpVSaS0pKSkpKSkpKSoagVJpLSkpKSkpKSkpKhqBUmktKSkpKSkpKSkqGoFSaS0pKSkpKSkpKSoagVJpLSkpKSkpKSkpKhqBUmktKSkpKSkpKSkqGoFSaS0pKSkpKSkpKSoagVJpLSkpKSkpKSkpKhqBUmktKSkpKSkpKSkqGoFSaS0pKSkpKSkpKSoagVJpLSkpKSkpKSkpKhqBUmktKSkpKSkpKSkqGoFSaS0pKSkpKSkpKSoagVJpLSkpKSkpKSkpKhqBUmktKSkpKSkpKSkqGoFSal5B3kgQRAeC8117isOem0pllvFrt5t+euIejpk8F4Ja5b/LhZx/gqc75AFSzlO4sXWHtLikZjOSdHrl+6UczefyTz5DVLAtf6OaubZ/ksRNeBODVP83jnoNeZuGLdQDS7oy0mq2wdpeUDISIMNd2FXJ9dv2vnFq7jNRmPJ/NYr/6d/mv9CoAbrL3c1L6v7xm3wag29Wou2SFtb2kZCBEhPo7aSHXj/y/2dx3/OvYzDL74W6umfgK//zGHACeumwhf/74bLpm+z66vsCS1u0Ka/uqjJLGFS8ZkLfrdbZ67B+k4nho4q5s88QUGmrvQWuN5uYFb/cUVj2Xc7Mg5iVbBQUIHDJyHf483wvxR9cay+ZxG794ayZ7DVubv265+/I7oZISoPpqN09tPwWc8N4n3s8jmzyA5P1o/O+jWXBPl/+hoS5RQ4ypbB0z7xkB5des9cERzLmrCsAmRw/Htse8cEUnG3+knX3/sN6KOLWSNZiX0rfYr+uXGDT3VU7hfdn3QVtwmolqXZ4xMwGFcQYTdBZyvGW6ITPi6YACEbZjY57TzwLwCXconczlDj2F/eQD/Lf5yoo8xZI1kHmPLeSfe09HVxR7PfVeblj3eQSNQgi2aGf+C173CCqOahIW/fXI7QNenRagABCGvTfkjekaRNj7GyGvPKOYfqdjx08FHHJ2x4o7wVWEUmlu4q20jkIxOghpv//v1ESIUCgl1GlcJiGXvv5/K0fPCofSvco2Lzdt++SwsVzd9QYAhw4fy/Wb785LtU42DCtEJlg2J1iyRpLOrqIigxpmeKLjJkgF1W6o10PIjcMOyIiLfWoEgCl+11VUSHWKIlNRsS0hyEVe4RDqOvaKiAgbH93Os1dlILDFf1Q44DdjmPdyxrANFUHYU39JyeLyeraQdhUQE7LhvB/jtKXDVUjMQpx2AGgnmKhe7BOoWq4kAwiRqdPorwOqmKJPFiqqq6esCEb1WOYOcvtwm/4bAIfKoZyuT+U1XmN91keXA7glS0HttSrBiABEcfvIhxCniNZWdL1jAIUCUq1Im/rrhTrOt3gtw2pT9NedOgRtim2dYU9fLjhqYU9fPvFIw0PX+uX9v6j58DcqvDXTsc54jVItis8ayxqtNIsIc9KEMWHER6c9yi3z3wFgQhjyctY8JNesGC+m0qwoLM0tirJIL+cY11KPVoLLl5/dal82Dtuoi2OtJgEvKekPESGbUyMYU+Glvf5OdUo+ErJJB+nLPS4UiYQ0hM4BKZVCVOtoICzKNivNdcARFYpxosJCubBAYno6824VgC6EnmoYgfijfPaZ0bSN1kgK8YhSgS4ZHBHhLdvNmKCDPd66mKd4HYANGMYbZl6jFEb3KMaKjCBIaXTCkVqIU14+A5UQmSqZxCgcbczD6gqg0GRUdBWHN1hol6B0T4cdUaWwiIjQRr1hoOYG9Ve0KAToUKXlrmRwxAnp2wnRmJh/bvFPOqf7cWyzXkj9jbwMUCdE551wgibTPaN/b+t2KrnGUNcGpzShOBzwVthGm4hXtpWmGgQ0zHBVrcD0KNTVQBfKtwNqkcl/C//3bIjNfPG4bc3tr9dYpTmzlugfdzXZfhdDMR60rGuxZKgmd41m143eluZWpbm1zpHKMC93CNm5MpIHttpnqNMrWUOxtYwXRlxVDGqkrvGRpXAi2CbrRCKKFsWYmIbg1VFAzwdas9KcoHAECKAaluWmbVb37Netw0JpdiLUw56yZh1F51zf+U7YS3PMDSOX5tRLVmMW2DobzPmZ70NFoYMeCzFkGCM0FGOjF4Lych3oKpHpxkqMVikduhOnQNBEukpFN5TmjIqkWAUOTaRSUDYffXGELsPqAIdGY4mpY/PRFi0JcZMVepQbQTezAdhF7cd31Y+X23UqWbWovlHlofXvR1AoLdRd2CTVGsEUivF81UYbFgEWqgpVExNLRqIC5kUxofWKcWcQUQ9C2rKMTCmqFY3OFFqgbjRWKdqcN8p1h4pQNFoEqxS10BA6//Koa7BBzyh327qOt+aHgLD3x4QTfrpmGvDWKKV5yry5fOCJRwHYqb2dh6tdTVsXRzEeaJs0/VZoxBvVinIDKc39bOuliCsFjddCh9Z0iWWUDnlr4iGLcOYlqzOdf5vJ7I/d5n9MHE36eI9cpy6kaXiDROKiE84AafJVrtMzxJfR7K4h1HPLsrdWKET8UCEINR1RKNvaFNY5Qeg2TduUwgU9HW1VGwrTCWDbA7I6DBsD33p6xDK6OiWrKn9cOJ3j5v8VELbSI5luZhfbtKkCASBonWBMHZEQpVIquhuMH/Ezuk6bWYgjRGGJXUYQ1hA0AQmxquEIUAjGgg5Sr8C4DKMdNj9GaB1WK5zSGMkIJaGm2gGIbRfO9LgkVaSKND1zHQKOhNFsyC/NLcv3IpasdMy+6GVePuUZBDCbdVB90RXbqkQEOASoEZIRYrCkhMwP23DileiqiegMYiLnvLIbK1IiVK4Y1wND4ARRCozfXws4JWRKEYi3JDsjiHiHIgvUA0Vb5nWRhbEitn6bA7oqGl24gAgu1mQONtrY8b83h6wprPbOss8sXMhHpj3J5u1t3LdgXrH+4e6uXorp0jLYt4f03d7n2M0rpN9lr6IIXflsrbku5SevPcVF82awRTSMyZv9e+l3tIZQffRN5n5yMuHE0Syc/Gax3j3+DjRZkyHFW4x75KIhUVoUtum3apE71au09Kwriknz2vx34YuEo6Gu579NT8cq0phI2HDrcFg/wk3nbOH+S7u47WcwblvFiZe3D3U5SlYT7ut6g6PfvJtd47H8xU0D7WXnWXkbU0iboEjQ2ktvEHQRmXqu/FpCVccEdQSDUQkxKaIzwBGJI1RVBEWIJSDFYUEJBoMWb8FWogglwSmLEsGIt/A5UWgLgU4JpRMQQiypWDJCApdilJApP4ISuhRRDiXCXP7FvdlfuUr9D5vzPr5izlkh17hk+bPgb68x66RH6NhnDK//7p28n4T6i1UEb8hwQBVNkI/i1YhZELQTicOivTJMBY2QakNXbEhsiFUKF1m6xVuprVFkWuNypVlrRyq5OUQLiTZYB05BGipMJn4AJ3Ck2uCCvC2xJsscoYUkANHKf4sCiVa+AuBfrxj+eXvGb36q2G5X+MIPVm/XjdXe0qzuvrPp1xAWYyh+q95W4qZtBsH2sTT3dsNQXglp3jaopbm5XX1dNXoUmoHPYYd4JA9tuR8lqz//avs5jRufusakPcl/91iXRYRMvNKslJAS4FzuyyyOtEmhTkyIWN+5ZigsUSF1dcLc0qxIvV3O1w8kTe4YVRUV7kmpUWRN7h+dQVxsyxSkTRNc6/T41oFQM6b4ANz8A/C5a0rf0DWB6IXfFtEsTNSJ0rmSrCxhtMBbk3VKFHQSNhRjnRA5QUIvmQF1YlPDYTAqI84cBH4yoLFQCbu98osjIEXQKCWo1BAENa/QWEOk/bJCCF2G0/4jT2UBxtRwSqNECCQj1bnvs1VolZLkrhuxq7W4K4WSFRbpnTmILwdnL+crXLK8EREeN9ehc5/3bmkvRvQshrmMICKjTki3qmBViBYh0QG1SJNKjACp1nQHMUaEVGuq7YrMRjhABSl1VQEBp8Ep744hSvlt+Yii1ilVHeVWZ6iHijD3LNJBRl1CTL6tO9aE1r8BJHBkThHn0wOqkaIt7VFE6lFD4xE+eoTjpP+3+tpjV0ulecQ997DQuXxYYVn5Kvf81kjjI4se1wrV57fqt768rOpRjPso6AO6aniLtRqgjc3tOmGt8fxq4136XJuSVRMR4c2xP4NqBgbSxE9YArDO4Zr8ka2AE/+iVghp04Q/EUUilXwbJNJQmoXMBFhrCqtHY3a20IiQ4RXxFENDKc8UhW+nAN0qLuSzZkzhk2eBbtOjNNeCXPHOFYhaYJpeJEIaBD1PVAhJrqR/8GTFx7/TbEkvWZXJrGXEc9eQKEuEJou68y0KHXQVkS+MqREHNXSYAEJgasS65pUCLIEVgqgGQKBSYmqIVmgsQRKio4UA6EwRhb4cAoFLUTp/OrKAwFQBhWQhsenG4ZXrUFJEGRAhyDQEKQ4NThOphCS3LLdlllR7ZQURDI66jhA0xmU9k2KVInQGLVUEOEydziHhKcvjkpcsB2yS8eyIa5EUdJsm7dZFv9jt2rwrBdBNG90mJnG+T6vpiKoJMblxgsDRjR9pS7RmfltM4LwCrSopna7NW5NVSqpjEEE0WBRG8jnXYebd64AgSOjSFbQVrIEkUAQu1yyM9e4fAlpbqmGIyZXmJBbEaq9QIzilaE8E7SAJBFM4boAJLVUxKBFO+arw0SNXL8vzavM5MLNW4y+z57BJW4WFzo8huD6l8k+93p4QhQXZv9z729ZMv/W2LPYMUfel17aGYOdopKn+1jqKqgeguV2/nT+TL3a9hweq7zBp1AQCs3oJ7ppCNmMu9dtfxKrAK8yQC6mlERLOaEFcj6wY73FGQ1h04HBpfv9FerlhNIRcoaxD0VdOeotciwQ3xVR0NM2BhcKvUwAb9Bzf/88t4yJIoED1tCrVqtgPhLqYot47fyXsdGjKv54V3v/xsHRHWkV5trqQuxe8xb/sApI84lCCYFSKSAjKosMalXgBorzHpTbdREENUBiVElqDRJ34AAAJofL+yEZZTAba1FC5FEbKR0NSGgwOQaGVI8C7TuTGbYLGG0AMoWTe6uwgUtYbYERol4ws72xVWiEIEowyaOdoswk1FSGiUDZA6QyTy7yxPryXVQbEYaSeW7LhBjmHienuvCEvslt4eCnXqyi1p+ZSfWAOnVNmQz6o4KqORGIiUiyGGm100o5G4VCkLqDL+MhFqQ5QkaUrqyDKK861IEALpIHBRkJNYqxSRCajnk/UUwiZ1mgnue+9kOWWZgkUSaMvDoS6UahQochITYDLLcu1OCDKg4aZWKgrhUm95ToLFNp4g0zD179qvGXZaqjUIXD+HVDP/a5FKX55LmyytTBnNnzwQ6uHTK8WluaH5s1nl0cfy3+1ulL0+3sA6+xiTfhrXu4Ti1l6Dql6lqWwSPcTKaOwYrsB26N67zfIeTX/jlBUt/0EJasW1b+/SNfhfwClcE5wrsmabKWwLislWNGF24VCvNuFf8cjKGxueRYhH+5rTOozONdwtVAt1uU6laItKRpya1qKKRTi1Bis9FiTG5E0BKjpnlB01cBHHgCwSpGYMP+AVVQDDXhznyDUTZC7JEGG4JpmcFsgDbzVJqrAz59aM2dwr8pc9da/+I9XH8Lf5BQd9YSEM+1vE8be2myChJgMXekGHKGpE0uKBClaeetyGHn/5ICE0DrECFo5wsQQxAtQIpAFxEHVuxeJzQ0TGoMlsDYXPUEnmiD0EflVEhMHC/3HXBrQprqwSqOcMFzqhWXZpAptMpxSiI1oky4Sk8fIdRprwCmNOCl8Ua0yXrkxGpfHzzWZj96BUkSsxf+2TVv+N6ZkqXjnF0/zxmmPeUUZENGNgTQWuA5qDAMgI6QeBiRZBUHRbSp0BwHOGaw2iLbUlO97E2OoRj5ms9Ua25ayQA9DgFDX6dZtvu9Vkkd28QpwZkA7b5BzUUaSW5pjU2Oh8ftE1FkYxnk5oatDEyZ+nkrWloH1ynpMQpWIMPPviCx0KFEY5138rNaEqY+JLsoRZt4iDZBpIQu9W9/oEY6r/7LqxzBfpS3Nf3jjTa58cw5z6rWmtb2tvA1PmyaaLMitVuNWS7RW/VmVe9fhBacIbwGFT97A9NrepPg2H68xa7WxrdnwbVBYNdgxekgQ/jB3Blcv+BcXjtuJ9cK2RdqvZMVQvfJR7C1PU3tuQaF0aq1wLsOHiBOMocW6rMUi+Ux/FGgSXO7HhgiSq8lKgdIC1lt2lTiUarL6Fuo09Ezla1iH83+9RmqK0rpnbrVDtZidRXpqtUFeTvlkKEqU/6AUhQ1Vc9XYPNtE44nJTE+1SRXuujbjsbvhxO8rho0sR1NWZi56bSa3L3yLB5PZFFIjASqcDy5EBXVMkBIFdTAWpSxK14mNV16NtuhUEZgaIAQ6JaaOKEVAhrYVdNCZW5cNkY8PAyYjkAzwSrPBIUqjxBGIzWVYiASU86M5RiASn5RHrCLSFqccymoCsWjtn5fYZVi0fyZSTaQtRhwiBk1auBVlxGiVoJwAGYET6uhCmWlz9dyiDonM497kUl60UzgyOoeKGb48b1PJYjL3Z09Q/+dbzL99TtE3KYGqiwiVI5MgD1IY4sc5NPUsZoHpQAOJDtBhSpdtAxR1HZHk1uXMGHSU0uXavSuSykiNP4iTgCx3LbJKYbV3ybAKMiNoo30fGmqyYjhdF/OxtPETAbXzz0gahdjcelxr1wT5BEELpAI2A60yEqMJUn+MQFs/xyXXha1WVKp4BVvlFur82G8vUPzhGuHZZ+Gb/6mo9NhkVilWWUvz+f96lS9Of4nCcguDW2GbfhvIFc6++w5see7tW8zA2xoPzoD797IYtyQ86d+f2fRp10B+z/3/Vk1+19k2n6Jk5aT7R7eT/O/dPdZlWyk+wsQJ1vX0NA5wNsqHcoVMh0jqFWPnIJNKIQcpEZL3lk7pwvLsBGw+WU8EalTyz0xIiGjM8vZ+zF65TlSPj3RdNy8bnOTWaKNJCclHt6mZpsmCQVj4MqeRIpOeEHXVMIBcbXdKyJrciqwWbG6ZQ+WJVMIeX7rfPbtK2wBWa059YRoXzZ2Bl5UUwtx9SKcEw2cTVWqIgAlSQlUjrPiwiVqltDlQbfPxk/wSYpO7aGAJEkMQd/pRuCQminPfZWeJG+4aWEwecUghGJdnahUhzCzaeBeNKBO08UqzSg2B9sYYlUSFfzNZTJvyqbetNXRIjUznEwIzQYy3xtWlg0h3keWTBcGPyjilcC4gUAmZNt5NxGky7bxsK4W2GXFuiBE0Zw17bfndqJLF4rXP/J3OP76KUviIFBL6ZVF0uuGk+FG9jICaDqlKB94VyVBvN3TaDj/CpxTVsIISITUGooSaa8cqhY7rzNfeSm2No27yKBnKK70qV5T9gKHvu7NAUKIRpchi76sskE8YjPyHZVij21TQAkFYY37kQ44aSelqNwS5a4YzjiDVaKdok4SqisgfE7JAMFahnSKUjLo2xHWNciBBhqkbonxyed04sshbnQMl3PO3VdNdY5V7y9z99lwuf3M2f397Lj2aYatNFlQv32A/hN1QMy00WYq9Z1FjWx/LcrN5t9m63K+leCAaSmzf75Oippa685a0WKClaR9ptfb1aXDv360nccuCV7lpwWv8z3rbMzwoh7dXBpI7nie7+QmSv0zvZV1OaSQgURqUtkiWD+mqhtXX33OdpbhGwgXtrcjivClCS1pkQlOu1aLcYoUWLysNacnt0floTf/f14210iSURe0i2Fyp8JZlivMTpUjF5A+B4IIe67S3Kqt88McfISuyvHkFvx6qpmi48M+/O578Jxz9Vai0rfrDgKsDf54zh7/OfZsr58+ipw8K0JXZoDQqqGHCjEgcEnejlEWblEAcKkwBi9MZ7dq7TQRkqHqMqXSh81BxYe6vrMO690kWUMoV1mWNt/766C9C6Cw+hYlgRAhsilIQOsHb5BTaZSjl3wahrRUptJXVRCrzVr8sQCshwmGtIXZ1rNJeGZeFOAGthUTaiFTVKxICYZZhA9Ded4q2LKMrCkkRRCASi+Qfh0osj9f+xCvuIT4cn0loyv56ZWDhddNJ73md7j/PKtZpBV0uQjuvJFsCsiAgy0IyNDVXoR4YbyFGU7eaRPuRw0wHEKXUbIXMaHSg6c7Vs1S1UQ9zq7FS2MBHxsi07wON832lV5S91TcNfK8uGlygvJueUojRuLwvrrebYrSyFkMSOJRATOpdh4wisilJbHDaG+qqSmNShw4U7S6lZsLcgOGohaAtiHaAkESKdiW43E86jSDILX+pwE23OV6cAacdpwiCVUeBXqUszX94/Q0+/fR0elRNaRoCXgRrc7GcK9UD+RgPuN9Qy837+uWeEWrX2tb+9lWNZdXzOy+v+mtfQ3tokrfWcHjeR1oGUMYVkL7305SsWGqXTCH95o2Aty6La0SZEMSBdXHP3XNgJQZRhUVDXE9Yt4wIsRTbrOSRJoQ8sYmvKXE9oeZSvHVXpJEVMB8mJiiWMxQuV97rTZE06vg02UJPWDqAbtNjga6aAEGDUqRa+fBcDQt0GDaaRy00xT4OIWuaPOhiReZ6FOE0gkx08RhkCpIo/63hmkdLpXlF8/0ZL/Pd1xr9dYZqxLYyKWatOUQVHytf6Ywg6CaKqgAoZTGZIm6fC0CgMypZio6rKBw6CYkqC/w2SYlIUAq0OGJJEKUw4n2etclyv2aNDiwKIU4tGIcWR5g57/aBEKYWMeRW5wxn/MdeJbW5l5IQpILW1n8UZoZAJ6AUma3QJt2IglRCYlIyo0HAikaM4HRunXZ1ktzqHNgITZVqGPjfmaYeShGO0VhL7PIHmogzR72xfG9iSR/eOf1e5p3/bNHHOvF9mBVDpx1OHe/+mBFQI6Y7T4KTEZBFjoUyAsFP+qtHilRiMq2hkrCA4X6UL4C68RGFrFZUY9+3Wa2wgfOWY6VIY4u4AKehHjm00zgNSST+c9EIaSgEqcJpSCMhzJe7h1mU0whC2p7miVMUSqdeiQfabUJXGKIEoiyjWjEESe4ypywqDXIrc0p3bAhSb3UOopTEBoQ1hXagAoeuGaIkH+0OBBt6c0xbINx37arTX68SlmYnwsxqjR/PbLZW9P4yafheNhRhHyqo2drcQ8MK3VSX9FJYF5vGcRv75sp4n/oGc6toLtNsWe5FH8t3z34t0T/y8++x3fU9SrdNmecyxpV+zssdm2Xw+nzSn99N4y5prbDSal3WOkGyHguyUxaywHvzNN1z/zvF5SmE/bbc5qto9ehR0mQZ9ss9lua8SC4z3sbc5NvcJFGSZwnsLeGqRep0EQ0gU7qwXmeBgcIC3YiI68kC3WPBVorUquLD0QFJo07xz3ISNXliO+jqhHodRq+9CDeiZJmSWstrScr5r/+Lng7KQDAfIosKUnSQYTKD6ljgYySrDF1th44FKOVQscU40EGCUl5JiJQfE9ZxF4FkXl6VEGSgjbcWq3pEEFXR4jCZJiD1mVldRCCpV3ytwugMRIisxeCV6UDyjA8ihCJgLTjnLdPin402Z0nx/tChZIj18hvZbkweBcRZjVF+2mvqAtpJSbw5jjBxaG1zK7NiWL1KNdQETnCiCV3GQhX551Agcg6X+/UjdWp2AalUGR6suwLu7JqNTTPktW4WXj696Is0QreE4AxZni7HhYp62oYftwjRcUp3MgyrNIkLyAKw4pOSKJNRzfvrqnRQizSgyBRkYT4eovyk2EQqWAU2ctQJfEjFwJHkkYdc6MgwPmlJ7Hy/rSANBWf8HCgbgg29ZpDEgnLWK9MVhc4EUYILNCLe6jy/4ie/KhSiLVZrpOKI0oxaFGDybCdJmJEK+YemY8EwR1i12ECjcVjRVJzkKewFCfATCYHuDBZ0W7IMRo9Y+eelrPSW5s4sY/hdD+S/eluXe1uFQatmt4ze1mea9pd+lpvLLItlV/ibthyr0F6a2+9ak50U6/2+xSkP4svc6o/dbGVuVNfbraNn//cEHTy7+ccoWT7Ytzupb/ctbz1wILYRd9nf78z2WIW9tSouxNmJtz43xMSJQpqiY2SN1NiiyCRE8qkYqTM9VhFUEcs5QxW+eHUxSP4tnZFbiIHMR7wFKFJqC1BXPuybgyKhgwU/7KgUFkU9dwFyQN34bFcoRXcQeHlUiiTUOFGFAl0PA3x4PMgicE4XV6e7okB6Jh3WI1VMNFRAqiGN/NZN3wMX/L7fL9OSd4FXqjXG//Ofeb9iIbKAAp2hhs0lGjYPjMOYDG3qxDqBqA44tEoJTYLSgsISJxB3vAP4CUgxdZR2KBxRKoRRN6AIaoo47vR+xUlAJez0D0JiCMK6/xSrG6KwjhJvaQt1DZRCZ4oQP34cOACHCLSJxaEwzhI5R6Y0gbVemVYK5xShWJxSecbAHuelKPMpt0UpJI3QQYLTCmcNHVmd1CicVqg0oiJVUqNxCrTVZIH4IXylCDOhs2JI8xEXYx1t1n8ij40/wDGj/rbc7uuaTu2pOczZ6Q8opbD56B+AE023HUanjAB8Kus6MYnROBuRoajrkKqpeCVaaSROWCAjfZ8ZBHRGvp+1WpFWHLU8gpEOa3TrdpwCFSV0mXavcEZ1qrqCKO+SVFcxVvsU8DUd+veGSUm192O2YY9sprF3obCBI4sFbRXWuNzq6yeUp6FGWYVo5yf4Cd44EXoZRSB2ifetFkVoU7rbNTq3MscqpTswGOt9m1EOXQuIaj52s4sslYUhYZaPdEZegQf44DaKi765cttyV+7WAf8zY1bTr94m1vw1Kj0KqXfRafzu7evcXEeDd+ubQVpjbTYr+s0W4oHe5y27NinefazLPcdzTRsV0iPw+fZ+Fea86heyrkU7rZJlQvrjP/fY4DRkrga5K4VSYHQdZ72bhrcA13H4SX8aEJ0iLvTW5TwmZ8/t9ZY5v1+G5Jn9mj+itPT4yTfCFIGf253lciRNIx4+oiiFwuuPQqE8OxqWaYWgijKp6rFX2zyLhBKf3LvxTejw4ZIaJ5CEPQkgHOLdMHKrcsP6UliVA4VTuaBLnpQl6jn+Sy+s1DaB1Y7PP/tCkyAaoApRCkGGjhIUliCsghK0SREyjEr9byXoegXdvgClLK7NosRbZpUSqIcElU4AtPYRMTQOE+ZRMIAw7PRWaHFgsiIDn9EW7SwKCK0QKIdyPkyWUeKVaXE4pTDiCK1XfAPrMCIY5ZDM5BkEBWUNWvsJ1pmNCHXi5TxTGBEfkUAUbWk3qVM4BaYGJvDbnGjasy4yo9DOkVIhdlXqaALx4SUNdWwquVVaiMSnRQZ4sz5lOd/ZNZt5n/978T7XCmoonI1wBFgJ8hTYHeA96MEJVe0nUjsVEEXdLMxGYpXGZiH1isbhP45MWKeT4YjKI19ohVMKVEyajzJUTYUkwvfCQUg9zHvjQPtkOoBEFkuAKMHm80Gc9n2mdmCNYEPvJuSMw2kQDYHLsCpAxGfe9LGdhdgldIcByvq5BJkxOO1QCAsDhUm9XLr2FKdDRIOywryKECQ+/GN7aumMNIG2uEiIsCTOoDKHTfI+vQ3y6QPc9dTK31+vtJbmzz31Ar+cNbvH97hJAe1tMe2dUU9BPymwm90npOeN3afcEMuLUr7FQqz62d5kaW6ySveXVlv1LtPbot0wXqvmqYK5olMoza1li/Y0uxGJ95sOlOLRjQ9kq7ZRlCx76l/6Dfz5IZzWSD1ocWNwLqJ5qMASQqaLfCCWEGweU1kgcxGFb7PzcZobkTNsbq3wUTTiIl5oJj62c0/UDL/ciM9sRRXrrVdx8mPrIspGjdh3yOAjaeQWZauC3PpscLlPXLcOiklNNeOjA3gjoMFqL6BJoMlM4zhQD/0QJfjZ4Q4/Q9wh1CoNP2d/zZLIC3az1bm5r7AIaawIArjiKhg7dmnvYEl/HPzQ0/zlnXmESkijhKKzqXQTj3wLFyboMPWxlzNBhs1HKUHrlLAW5W4ZfkA71nUwGVpZotQRVRbmgbr8NiUOjaUDn70vkIxIcsXaOdolzyLoLCF+9p12eQg5pTCJj3ELoDKvUCsRQucQrVHWUrH5xMFMEbsEQaFSTaD9J6XONDrInfwSjQQWpxVRVROoBKsVJDHt1PwcE6doTy1J4P1JTRKiTeJHWBy0pUIS+gldFk1HPaOzzfjtQJwK8zuCIkmQzoT2NANd4ZhxL9AerLO8b/kawVsH/ZH07lm4QOPqge9fBWrpMLoYhrMB3qs+xsZCd304ohQWQxY7utMRiFIk+OgYDu0TmrRZ5uvhWKVJDXRWYhx+cl8a+DjfaaCK/swq6GoHJYo09HM6BAFjScP8nWASMuX7URc4ED+CYUNBi/IRWiLvaqElJQm85VeTkQU+XKmEGa5Rh0lwymcIVGFCqg3aKmLqdIcRKlNoleXWa6+5B2SkKkBbjXa5NTvV6EwTZI56mxB1hwR1g3Jeia90BgRW58e0JBWh3SgeODtgeNvK566x0irN6tZ/NP3KFc1+3TJyBVHlQtRSSe+yjd9L6nKxiAp0f0pzy/69lebG+fWtq2UCYG/XjEIpblK4pUnR7vf8myYLNiz04pXxxrGGqYC5WxxJybJFREg2/Wz+S+EsSK9Jfi7/7Z9KhXVRy2BJw21DJPd3yycBNiYINvbNJELy4JmZhIDO1wdIHn7I5hP9RMjjxSqcKDKa3DbIJ6Pk7hmCKpTmDEWm/fETtE8zDNRUiOTpgrtMRCNqRqINaK+k18OeyYtdUSPknFeYnfYRCJxSpLnVWYmf4W1zX2YB0rDxieyxMWRN8aAdQj3CKz/AiBFww01LevdKBqI7y+i4o+FCpyCo+0CtJoNKlWDYfKK2hT72ss4wJiESB5Wqj5ahcr9ibX3UixSi9nkoHAEJHcZPEDSkRKn4KBmSEWdCENZBhDARdJCiccSpd/9AHLGziILAWmKxPqydFSJJfXOdIcT7SgfOz/rXToicN0JENTDaIkCcCGK8dS203jDjJ0iJH9J2QkfNUQ+9fLZXBWcEpyGohkQkpKHC2oDhSUq1DR8SLK0Qmhqpz2FBUA9RJqUegjM+pbcNU7oqAfXQD3nHtuF6qIjCjThug+nL8Y6vGWSvLWT25r8B/LsxyQKchFgXkLh2qq6dbtoRDBmGhAgbKFIbk2FIlaGWp1C3SuPijE43HKcUiVbM7egAfHrsWpsjJSY1oMKMlBiHkLRZ7yutIWm3WBVglVCveNmrR0IW57NOtCXNDRRa2dwoATbINSMt2DykrRGL1V5RziKLcQaHI614dypRgo0cxmpEOZKODJP4ul0lhUyjnMLohCQw6EwTZ5buduXLCUQuJQlCdOoVFWUynASYut830BaqEUGiCRKNQ8g9BlEoNl8Hbvt+vJzu9qKz0rlnXDVrNs9Uq73WektTj/U4V0QLtwyKsFT+jdl7e2N5gIM2jNBD0mQ1XqT9mjYOdvxeRVuaVpxi0/4iPUpyQ5Eu2iItCrRWufGycXmUtCZF6aUwAySS8fk3/snXRm3DhLgMrL8sSK+9B96Y17JOG8Fp580L+El+QoK4Ruxl0CrB5Uqsn/iUgkRFtABLzyQ+jcVJnk0vd8sAbzN2uQLtM07mGfxE6HlsvACpxkdlk0D6Ik2p6VVjvWoq2mMxbyipWZNgFeM84sMmNULQJbq5jHiFOa8jzcMsKfwlsqphZff+dS4P7wVA4LMW9owlCbWKt8w0qCdw1v/BpP+AsaVhbpnwy5dn83aS9FqrCNu6sZUamAS0RTJFENdy67JFyAhytwyFoJIA3eatv8QpQSboKMXgoB4RVLr8J5xOqVAHhMAkGOcn8SnTkwJbiyVwFpD8xe6HlI3z7kmxZN59AlAu824hIgTOIUoRZX6inihF5HyUDUSIHOB8wgfj/KCPTiFyQpBZgsSHmKuAT3RirVfHE8XwekIagHFC2O0ggI4uL7MjbJUkAmMhlXY60m7SEJSDRLXRZrupolFkdNT8u7CryQJnbRf3zfki7xv1bTrKCYLLhO4LH8R21VvWKaCmO8hSrxQ7NEplVKUN37MaUquoqxBBYZUhMHW6ZEQ+mTkiixxWIlKjCU2VLoaRaT/xL8knP9dNlGeSVDitybR/h6dG8lBy3iIryoASbJ5+Lw10oQ/4V4rgtJ90p5zyCnPeHabGR7VwCDZ2ZOJwgcOF3jIsQYoLNDawENURHWBj/+GaBV6v0GKpxoJOBRtZukfUkDTGxhC4lK5YoZMM0Zo2l9EZKXRmcdrRkQldEURYb4CJLU5BXOtRSTtrju/8MeFrBxlGDlt5LM4rlaX5sKlPc8Oc+T1vV6RFmzO6OTpEX2tzz+/+tvdTfnGWB7L49mdBbtqumo/f2+rcFFKuxTLcy4Leb5ni2C63svfaR5rqKpRt1+t3bsluVtilaR+BGZsezgZhByVLTnr0T+Cfz4ECZxU43zE0XCasq6Bs4+MPRGkkCwt90GF63DIAm0U0LMR+EmBc7JvloeT8csNFQxXuGiJ+5jZKYYVCIU9yCzQ0WZ1pWKO9+0VG6Dt1vK91hsLq5jB0vlySx5JNUKQmzJVj7VMNo6hrjeRh6rpCkweVVlSN9h98SvlhSuPdNASoRdDwNyr8lnMhFRpuGl7td3hLDKKKR8ABWVzswt+uh+HDltENXkPZ8e5pTO3q8p9aOvVp9FRuQR62kDiq4tqqoCwmrFHJgOHzvXVZO4J6gOpYiP/8ckQuQ0V1lBIqdNMWdgM+oUkbtfxDMWOEW+gVZYQg/5gzYomcfwEblxLn/stB6gjyqBsVa30dNo+IAWir/ORC5yNmiFJEdUeU+0jHda9wayeEzvuD6tQbH1CKuFuhlY9A0N4NaC+fYarIIi98uhoQqgw0uDSkLUu9P6kClWoIHEnoU9p3JJY098KqmYD2JCOJvLw7fMzzWgy1UGMDBY5icqIAR0/oJChjOS8Vb+94EXb6gqJ/dRKCQN22Uc2GU9cxWVbB4hM4ZbGiKxmROxAZiFO6suF4JyJNPdZkLsYpRTWCrqADATqjgIVt3hUuMVCt+D5RlPL9mfKh59I8NFs9FDLvkUcaZz6kIZBWvCuRUy5PcAIol/e3IEEjar717xaELPajJy70Lhs6U9iojtP5yGJ7N84FKKdw7XXEGd+JBv5rUaHQqo7FTzw0pkY9Uiiv7SNxAlmAqYdEmaM6zKJrATozVBJHtR1MYrxV2uUjNp0Rpm4wzsc9c3Hebgf/OrcNrRfJsvmus1JZmm9+e36PAldogj1WL9vI6lsoyb2TmDSKS88PyesqXp3QY4lubOu13Fympd7m5R6bVlG82Mf/V33usbQuN4qqfJyvZXuzwtzcjlalurm6FgW4JUKHarV059dIK1p8w1sU5vx0rljwEt9Ye2LvEylZHB56vrim2giiMsTmijOgVR1HpbilGuetB/nsYo3FYXyIOAVKZ7k1Og8rJ65wxQAHjUmAZEVUDMQBjWx63jqt8dZmpVRutTZNH18NN4dGG6Tnicjlz+EtvRZVnJ+DfEKJyrP3CU58yLpCxc3TbVtF4WpRWLDzxyJtWKBFfNrYPC60oEibdIJmhRmV+2dX8spyWXb48E3Ncv3Ph+BDH1zsO1nSxGNd3UB+T8WgooVIe81HyggcqcldIqIa2mTYKCWuxUhHY6JfnbAeFW4aTjkquo5WPmmJziwmSL2CnOKjXyhBXEig62jxaa11YFECoUv980SewEQpQjKMCMoJUZqBVgTWErjcwi0Kk3kF2+QT7iqJ/2RUIkTWK8qBFbT4CbRBRm59hmF1r9ToBNrrkOWZ7LUIpu4nYAVZVkxViGuZnzClfdz0DlsnVdBmIbagAghT79kSWYuEEGTepaQeBOggw2X585r4jG02yhOhAG8lD7Fe2/tXhDisNmTT5xcvRgUkEpGlbVgJEAxkPt68dSEpIUk9QscJ9WSYd2NLI1SYYW0bmdLgfLZUqzRiFd3tkKkQUQoXptRV7KOp6IxMh2QaJMiwKkRUw8VMsMaHj1MoskB51598vbcqgxgp1BOnxH+oaUHwH3+iHKIcWWx9tJbYIhrEKLK2DJs/e+nwFFNTiLG49hSd5HU4AyZDlB8twfpU9fXhdcgMOnPELqUaK7TSZEGdLEgQG0IMhBldwy0qiXBBnm3QOWwWomOLM4K1/sMhyA1FaHhtnmPD0SuHtXmlsDR/4amXuPBfszFKSKFFX21NQkIva26T4tqvhblpXX8W46LcIFbllmP2t5+0vIz7txT3Z51u+KQ1K6qutR5yi0ZLO8SPjYivs49i3WyZbjpej03O/w6gl5tGL4U5X6cVRErz4IYHsXU5OXCxsN+6CP58r08KUqfpK0i89SLrueDOKcR6C6/CTzZxtimsnPMh4gp/ZmcQZ/KJfwonMfk7P0+R3bA2+1B2VrS3MJMnRBEf5zlrTPoTjc3jhabiQyD5wF/e0uzwqbgdiiRPYlLHIMr4iS3KxyxKlH85OOVDLUlufU6NdxupqdxnWSlqgfZxP8GH2TJeCU+1ImtMblFQyyfDCF4psY0PVNWIZZpfVaVwsZD2CLy3ljcrzPi4764Nogiu/jmsP3blsGCsKnzigRf405x5aOVIG32IsdDRSRzWSYctRBmHMgkmrPnU1oFFa4vRiXediFKUcigsoc5AC0alVLKMsLKQQKUYyWgz3ShxGCzDqOZRLlI/qQ/yCBpe8KPMEiqLcZa2zCvbWvDxl4FK4hWCwDki65Vqk7nc+uwtzVZBe81HFtBOCK3vb8O6d+/AeeU2M16Zbav7RzTqzmOoG5DMYLA+618SEEiGNSBpQJu13hrovHJsw1zGiYmljjM+6lEqMaGqkxmvGHdHbURUSUJIQu/iZBwsbIck9hNssUIgGmM6+NiEZ2gvXTUWi3mf/D3Z7TOxaB+3Eh/qspYOI4kq1Lu9/7LFUJeIhYzAYcgIqKsAqzWZhDilSZUiMT6FdqINaeTopp1EG2qhZkFbTGY0iYHudh96MzVgjQ9VWIvwsoC3JGdGkwWOWrv3tRcDLvDPnm1M+jOC5D7LzuTxjJT3q1eisMaircEZS9ZmUSjS9rr3eVaOrCPF1ANslGLb01ywa2AjlDUYlWHFoFKDCRJSo326+bBK0gYqNYg4JHaoxDvot9mUahCC1SiniUlIJEIlBmU1HQl0BwpdDzBJgMn8MxQtiAhTP1HeYtERDA8VD/y/NkZ2rFjleYUrzV1ZxrDbH25aI62KG73dMvIyhWm1t7W3/zr6WHJVP8v9KsW9l6Wf4/SndPdWmntv67WutyLdsm+jrc0RNvw21Xz8Rhuk18TAwqIsuc6dRxsRmgrRes16+WBHStO1+WcoWTTsnLmw1+f9DwUuhWKWQ2MdsY+9lq9wDiTrmfjgnA9rBHmEDKtpJD0RAZdrg86Bk9BP8BNwTa4WqYsA46NoFJP9oJHdL3UBYLACNo+znOVKs3fPyI9BQ2n2/1GKWp4ZMEOTaR85o6Z8hkALpHms5lpuZUFBTXt3DKsU1agpYkbLZMAeJbka+eD+Svng/I2JgYj3crFa+fkMClwIiVG+ktzdOeulMFsE27gNCiox3HtNqTQvKk/Pr7LNvdN6Vpi6j8UcZBDXUXGVNhzpiAWgLCaqE5IQtC8E5dDaoSXDNOIn4yfpBXEVpYRIV2mnG20sAQlxZjFBnUBS2jM/idCIpeIsSntf49j6hyh2qZ9gCESJ91UOnCW2FhEhzsSPpThH5HzHqKw3DCjriPJEJXHNeZ9NKxjnR04qieAM6Mz7M6OhrVNhnO9L27oVGFAOlBPSyC9HiY92gECl7t0uRIGkIQHeZSNzmkj86JI1UFcV2rMaNhCyALrDNtpslXrklexUgxZIIqhGkIR5enrTE7bRBKM5cvPZy00uVnVq977Ewo/+ofidZgHWRTgJSW1M4tqwsSKpdeBEUadCXRs6ZSQWjVPa+yWrNhw+NFwaCjU6EKXoCkKqUYBFUwsCOocJiYpJAkW93ZGqAKsVSSyI8pPi6rk7WT0W0oo3etUrfrQkCwQX+HViHORuF6K9Jdpqi1Iap5rWmQyFJosyskoGAsnIKjoNcEGGiyxKNG5YVz4PSuEqCcoZb1kGdHcFlEVii66HCIIb0Y1KA3AarXOXDdEYl5FF+EmDWUC7S+mOFSQhOg3oqEE10Kh6gLYGnfkPBdMdE3YHxYTCxvwehWK9NsXjZ65Yv7oV7p5h+6jsLdqcL+OUT1rSoiCqJsWu9z6ql9LXZKlu3p9e+zfGNYrlfprWX3V9FE7/u49CC32U0Z71rf7G/bpmtBxb+q7rbSnP1/ckflOgmrMENpVX9F93Tia9412XDEra+pmnA3Bi8xka/uprqeNMDJnqufRBgmRxMQFUm6yIkKG1w7nCRwmlMiR3v9Aqw1lvwW24cwAYlWJF5x5AFsmjYUDDRUOa5MG3oic+c49A5vZwPzypoDnAocut2ihVdHCSu1M4BKd8xAvrT8JfnoZDt1LUcwszSpEGPZKZGlUkP7HQss1przA32mZVrjA3tjuwjUzh+ak4fEasAoEkpWQxqDf1A96XWWFMhu3o9EqscdSClPbEkA3v9FEsTIqqxeiOhShlUVrQtRjauv1ImrGENo/jrPz4RqTyyX5BjVhSwMd1bpMEBd571Dq0864WWjm0EypZ4ifqSR7f2PlU2aJ8GmAtYJwjsl7hUKIInCOwEGRe7uPEW7uCVIqOOLDepBEm/vtAgPZu72NqUohyVwmVgYSKqC6YmkZCH6Za1Q1K+XEbSTVG/LC4yiDK8KOHgLUho+up99kXRZ2Q0dU6aey77zSDCEUaCy6DNiBIfUSk+U1ztq3rXh7isNogC1snsyoULjDUqsMQ0QgaW4uQyFGrDyMjxLmQIKpSz9byijMKHdRIbYcfbXOapOLTqjcmPSeBnxdiJaRW8e5wKZokNxRY5aNdZBpcYHFK47RQa3M+okVI7oLhw7UhkFR8cNDGKEUjUEDuOAf4mPy23aEzTdJez71fHRL6kQ9bqWOjDOXAddRRSYiYDOIMySxo/x5yw7tRQR2pt/koGm0LEfwoolYpVilw3jVEjHdDVAREdNM5PEOlISgfA3rhOqC6KxhRSGpJhmXoaoyKMlIFEqdYNJWF+XwchM7ec45XACvM0vxGrc64ux7rcRlopj/FLffBdb2Vzn6z6/X+vSjb+rMWNy8PYFXub99iXXMmv8a2hpLa1O6GlVm11uEnmzSXkz7XRjUfu89EP1qvVX6Mnu+EfizM/d0Pes5lMzOcZzb9eD9lSgDcK6/DwV8EEcQakOahJB/SzTs+ekQU4mLyeUcowIlBbNNEQBeCNIYLQZwPmg/gbFD4M1sXInkikKxYr0idN1lY0T1ZAEUjGKxTuDz5SZaHoPNh5wLywXN6LM1hkRnQxx4NEaVJMVgdFG4YPRZnv18tDztXNbnPtFJ0R76cU4paaArFOMvDdTmlqEUqV76FJFRIrhQ7ARv4ehA/szyJej4OBZ/5qvU7VrzFr2mlQwpL9Obj4dpzWoZxSpp4/J0u3nfXdN8H6RQJ8A67YR0qCYFKsSMWoLSAtpi4SjsJbtgCdB5zOUwUqqPTK87KESQG2qoYZdEqYViwwE+dUsIItwCtMxTQnlUJtPdXHp51Y3xaCIzzrhWVrO4tzCLEmY+EG1hHkPnIF7H1fZexltCKD9mW+YlSgXUovM+yV5qhUvcW3yjBp7G33pVCgEq3z1CpHLRVfWcadqtiNM9kfkicxrL2irm2Cqf9U6szv+w0iA18ZkEDgiKq+7i6VvuPxsg60kiwgS/vlMaFlnrsXURqYUCcZVQr0NWeh2h04rMbKlirY3cO2PS+FSY3KzvJAzPoOvC3IIrM+gnWzmkyG5G6NrLAUK2O8H2lGDKJqEYhtWQYKQGZMtjI0Z0NJ1MGpzQSZqS2zafNVpp5be1kucvavA6/D0rx1kjlE4YoRT32ITatVqSRH72otTnSNt93JRUfBzyLHFnoI00Q+I86aywSeDNGwxXDGYd22sti/iLJ2jOU1aQdNTBggww3rO6jEQ2rotIQ0RappP6DOKr6jla0d7KXXMh13ulqC6EtJqnnGVQgT1NvtYY0RIvDtSeQBmA1YQJpu0NVY1Q9QqXKD98kMToJ0YmhraqpRRB0xoRdIUFqiucKYO8JAdecvGICFKwwS/OBjzzXUA39ij4W2Cbrca7lOclzoPee1Ab9WIhV80b6VwYHOF6j3t4W4T6WaNVUZlG/PRR+sha0+jO31tPHraNRf37u3lDX+2NgkOW8ruLS0Pt6D3QODYXZn/eLdiGJWCK1cjjlr3Sc8gP/X4EKLOIsPf4AeZr3IPMdiPIvW3QChA1nXcD6yXLOK3HGJNgs9pZhLTjJIPdPVjoDF+WZAbMiGobWFpfvr7AIgc+SltuVG/bkRoi5hvU5NxmjyCcK9jo91euXohH6zeVZpSisw6BIdSPiRW4VVorENIWVy5dFxEcDyEUwCxQojcJbXQqFmVxhJm9urjA32tZQmBvbFCBKSIPWxtvc6tyIWjd9JsUExpK+fGTKDGjcHheC7oRK5n2ZA0sWZsTdbdhR80D7eMxplFCpB0hHDaUtrt0S1iJUexdKZVBJfMY+Y32s5NQQRnUCUqxWxGTeImsgchlGvEIcSoYWoeLSfF64EGVewY6s9WMszhE5L3Vx6i3MgRXvliFCYAHlJwhq8RPtwsw/D3EKZBDX/PmazHfVTvsAISZRhHWvMyCKMFVIAKaufBKJ0PkoAAhZIH6YWTmUUWA1upH+LDNE1su9SUGnBq0dkvrHJxBvtQ4TH+Uj1YbApKRKESNkYcRaSUI9yq3Z3UKqLGkMNvSCPb/r/uUtKqsU1U9fUXxtByahmg7L+1qDSICrRYRxjWptLZz46BiShEiYYbPYh5lLY3ScYLMOr0TbEGfAiUaUIqTuQ9VpP5pRbfdh5KJE0z1CYY1PauOU/8jKQkHykHCZ8e/pzICE3sLsAr+u3pb6ZzJwSO7f3Oi9BUHEl28Y6bKKH1bLRtS9G1+l5gUaEGO9dbpSBeMQp/zwigGUj91MZlBB6u03mUFFde9DnQVeMc5HS4y22IqFegRxDRcmFDNaFaRtFmzoI2yYDJXm83WsxcVCnAZ0jQRdC7FxhmjBZmBqEUFmEIS7Xs6Wq5w0s0KU5tRa3tte4dEF3bSYYgdSnJsUYaFZcW5SdPsotPSsb6qql/lpERTjAcoNWMdACvpg1m7Xsk01r2vU33QM1VyuWO/6trFou6BajterfQ0Fvs/u/qFTzfcIwVoLQak090bSFDZaF16dTeNaqTz2coviTK445z7JXnFOEWn4hYFI6q3CufO5NnlabRRKWx8CSBrdowWCIkqG92fuuZ9GZWQSeIXbeReNPM4FWnmVGnz6YIumEc+iES+jSaUulF+bf7m5XPlu+CALPgGJqDxknfIuIy5XpB2Q5fLkFNhcaXaKIiFKY70Sb3HOoh7BtnlIOvJjJVFDMfbb04iWZ9JpITO0PBtivK9oY5pDw1OknjoqUSnXvUkyy7iK4Y3O3AKFnzmvxCFxHYxDKUfalhHUQtRaC1HaoU1GFtWJEgNtid+zrUaYGlScoJQf9q3QjdKgdEqYWXRgCUkxVjDaEUtCZH0SlMhltLnUuyQ5R8VmaGsJxfdXRqTJwuylVUueOtsKceL71cBC48tKO+dzsTj/DRBmXh6i3Ac5qqkikZTOvzvjuld2gkQRphqXQFQ1uNgR1gPCmiFpz6jUNUGqSSpCkHqLcxYpdKaIapq0zWFScGlAkCsrBv/caJUr0NonKGpTKZl4Ya1LzMhaQr3dn4vPmBkQkrGg8Nn3XzmprRGayooQnZUam6SoddpQ8/2Yv3MK5TRihCRpAzEIPhOgDmt0J6NoTASUNMQFltRFODT1NPauDi70qbJF+0QjSpG5AFuxWAmphwYbOFIdUI39B5ZV2idqMg0zhlCPrTcWNEYkFKRB5kcoQlcY7FyYu2UEudLbpF8IgM7nLxmLjXzschsl3iATZd7VI8igUvd7tFchiSkeCJd6AUv9OmkYfCopEmb+AQkTnMaPoEYJtrE+rqMlxZkQnM/GqcIM786RgrYEKFITQZohbUJHl6F7pEXXIlzkJwhHWlOvKCpJbijKr1EtsSukv17u7hk/mP4q//XCrPxXs0ZLz7oBrK99rbq9FOfit+tbVi3Kcq91g+7TXF76Kd+w0PYuC0WidcSv73XcFqW5uXxL/Oem29YSYYOm9Y329LJe90Kp3k4yXq2yze1vWMjzRQXMm3A0bWaFu8WvFMi5F8MVNwAK8abRVkVN8IGCmxU6R5PjrS8jTTPXBHBZVIi1s9qn2s5pTBJsZBL0yyqPnpFH5JAQEUXmQv8CEI0Vb5luZARM85eDiHe98O4ZPkB/it9P8PGbG0H9rfKZA51SRSrtbh36F4g2iNa5u4Z/cVRNI44z1EPv3tEdaET72eJJ7q8suVuGV8IV1UZsZZSf0J4rzQIkYeN5z18qTckTBR/U37b0qYKLIG18dOZC7/BZtRojOI9fqgjLj0IATvrnLC5+5R3fPwSJt2iFifddiFPQCTpKkSBDBRYVJoS6SjhiLiiLNhnGpN4NIqqjlPO/nUUFKYFOiKVOHFTRyhFRp4MulILY1ehwPj5zW1ZjuK0BENiM0DmfJtt56Ywy6+MVC7nLBbRXMwJxGAdh5kf34tTf9CAfbdb5qyL073Af6i3129qqXlluW+g/4MgEG6n8GH7bsLdCbOStelEtQJRg6hoJ/XGizsiH41IQVgNqw7x1MKgaXOQ/OZ3yirLTPtJBhiFQlsbErroJCUn99kDojGPa0ipJ7Ce1WiN0VSqEtkatAvWKj2vesPz5d0jIxyfWypGUnO4TL8H++VkA0ixCXEiWhWSugpXIx1fOOnDO4AhIJSLRmoV2VB5/OaBOSDUMSSTGYki0wQYKK40Jf5ruMMZpw8LY0JnHZO6sKDo7vKtaVzskFX9Psvz+WyVkFT/xNKlYXOj7s6TNennoSHCBQ4wUMuQnAypEOxCFaIsS5ZVp0TiTIZGXKTvcP0d0VHNFuWG8tFBJ8AJaz2dR54Yfh3fFStr9vlFjO/4hargcBnWfmlXEj3xq4y0dThNgfQg+UeA0YSb+wyILIA1o79Z0RwrV1YFK8+ga1YBqKJjuCNMdEnbHKJe/XkURK8XrZ45cLjLTYLlrPN9/cVbTr2ZzcJNJV6TFetRY5xf7lm1VnJuqhF5W44GWm9sjvepQ/VphWxnIutyovj+r8iDW6P7W9bI0Nxnfe+0nPYWaFWagryVf+mm5EOTWR9VSuNUaLsD/znuS76z9vn7avAZy5U00Lo4KHOKcD+/QWKdAwjpFdHryEFWFFTq3OAepT2ySX31tkiJKBsrlMZrzOMwqQSREa4WTBJHYhzO2GUjgP4YacZiVzwrYcNFQSnlLIdqHx6JnAmDf16pqWco9M/3jl59cBj5uc25RFsiz+/mQc40a0sAUUil5LOZU99STNPVI9fy7Q8QPjTcrzGnQI7X+d7Mc5xkDG14g+JdOVunrbuKUHw4tlG+BP0+Bj+814J1eo7h05tyeftiGUFngX6zGgbJg/As7wOGCBJT1L+ckJGj3bhkAEuaxkcMMhaDDhEBlfuKfztBWiALvmqHE0eGqPvqFpLRnKVoJyjkiZ9HiXS+MCHGWeXcMEcLUFklIGmlxwpTcwgxKfDQMRY+yjHhLdJB598wggUpNeeW56hMIxVWDDQWTKawTwprGpD6qi6kbtAhhV+AVYCOEiUFSQWcahaIyP0YcSMVRWRjmHyCCSrzPaSAaFzjvKpqFxDr17qNGkRDRZlP/rBiomZiRCxOySBGlPndBVxwzorNOUvGTClUVdKJJK456peGnn/FG5+2sP/xDy1V+VlbsX56h0a8FQUq13kbq2nK3DIU4g8aS6sC7W4hGbESo6nTKCCwGlEZlChsqMnzwbec0mfbhOp0yZIFP4FQLDHWtqFV8yM16ANV23wdmxhU+7db4dWnkkLxPS2OL1Q4b9UTFsrH3Y3aBj7ssuRuHKClGg5TCK9PaeqU5znBhirTlvkVtVa+wxnX/vqh0+VmlAv7BAF3pgsz4vAJhhoQL/FCgC5GgjgoTSNqRIEGZBAgQ6n5ScOh8x0xAGFTJJPLat9NELiNpU95ypIS21NI9SkE9hvYakhiimqFruEMlIS6PJ63iDGoRUdVPDkwEnn0zY6t1l58qu1yV5q40Y6M45MVarynrDefDHhMuIr7jc8Wq3oozRdnmdNrFusYrtFCQaVUa+1OWG2X7U8Sb6+mjoEuTHt+8X5Ny30dB70XDKNBQrBs9epEmu6ftIs0W4IEszH5bz+q+CjM0f5j4dd6PtTUJjLc692373tG6pR8oQHc3jB4Bb80rVvkP6rTFLcN3YnVwUaHRtSjOgr+WQQo28OmxtULhXTn8Zc7w4YUUSgtifWITox22saycT1rinyDAD/U6EbRWGGdxBDRcNMiV2kaWtR41U3lFuKAnkZDLnzuntO/4tCnWO+X/elw4fI0JkGnvL50EjWQl4uMzo3IXDd8Sq8jnUPq+wRqK5y8NJC+Xv1RCWoYlXdCjMPs2CVncY4VuHFci8WmOW+RX2Gq8FBMq12QW1DJGGMO8PHueKNeTH0c5P1QbWNCCDSxxCm5EFaUzXCC4NCSM03ziH2AsRizapCgchoRIJ4BggpTQZYQ6JcRbomNJiCQjcBmhWALxmfxM7sMc4JOIVBKLkjz5CEKYOuLMR8+IUt/vhlme/jrLlWabf9/l69q7IcgUUU1hMo1JFSbzX4Um05gMwsSH9arMr5B2pOhEE2QGOhU609hKRtTp49O60BIkPtOJ5N+Srtv5+LkaHwXHOJQYnHEYq3GJJjY+a5sLhFQC2iTzrk4B1FXEiM4UZxQmT5qRhYZhNiGpQJD6EHoqiIhNwryInneZCG3B+LK/BuyCblSbgW7fI3i3DN/nWbzC7N96Gqz/oEnTtjyZk8GQUlfeGq2UQlvBBQqrfD+aGh+C0wE1HVKLNElgSENNEnpXX2v8CEEWeouyn+TpvME2D0tYbc9w2vsr20BI2zJsJUO0I2vzPr1i/LPpwvx3YPM5JeK35bGeZXin/9AN0ty3WPyQSpiiOzq9vtXejaSRn5OgBFSXV351hDLd3oKd+Xj84vw8AYwgugslCmUcksc1N3ENl0XoEEzUhXUxuDrKBgRkpG0q1/sMcWqpjsR35E4hKiXUhpqpoLt9QPRMWSpaU4sVUWoo3HQRhoVuucr1cnPP+MK0l/n5zDmAf2Hlb+keBAIFWYsC3I9C2BJlgl7lcuW0RaFsVoAb23op383lG+4dLdt7levPNaJPWWnZ3uOm0cvEURy3p11K9VKaB3LLKLbnu/YTxaNQLfq7Xr3PvU/9zWV6W7N77tNr449inWAN9Zk7439g8h0ASGbwYQUa5BMxiPOvjvxDRfBWuybNrsdVA/xHY+5+kV9ml2kQHxcT6YnfXJRD4ZzGWh9Q3zlTJDBx4l8A1hmcBEUUDSc+DrOIT2Li3TO8q0YqAT5SboAjQFBkGB8xA02qfLlMGVLlZ4TXTUSGIg38CyPV3iWjlkfNqBtNGhisUtQj4+s0fsa4KEgCrzgrpag2JTRJGoZ2FImRYlJgQ2F2ukfNt2Ej02B+XXOFuZBe1SjX+gUrCjIsttKz75MXGNora6abxqG3vspfZncCIGEdF2feLSP2L1qilEoG9RFd3ppsMnRYp2Iz3FrzvU+ztoSmSmh8RkCtHYHpJiBD64xApcSqSkXXUAjtdNEmNTSOYa6bNpsQiKXNJoTO+ylX0lxZtpb2NEMDQeZ89AsrxSTA9rrDWGir5cq0N2gVynKQ5q+RXI9oX/j/yfvzQNuStKwT/r0RsYa9zzn35lRZEzVSUAVY8IEUCIJIO2PL0IJj07ao7Yg4t+Ls1w4tqIiz8inaCq0tttqC2LSfOIID2M0gIFBUUVBjZuXNe885e6+1It63/3hjrT2ck1U53Js3M43Mfffea9pnxYoV64knnvd5A6kIzSYQVQhjoMkBUSGWgIyClABiNNsGohHPG6zR2g2L2+OXiDUFye4xa6l+DoY2BTSgjXviUiLaZGcDS0CiVYmGUiwRQ16SU2xjQ18mD4pqPAGQYGhbKI2RkzIllzqRCtuVsVnBpvOkGQQg+rD45711819squ3tF/1J9Nve4fK03KG5Zco9pfRMpado8gRJmxO0umVstad0yna4QSGRabiUhq30FImoRC5CyxQTk0SGmLjTJzapxUT44GnD0AY0COdrl5yVBNveyK3N6gVExBOYnHkjHdtM6QpTX7DGUJR8Onj76OcGXJ8p0TGLtTU4MKgD6NWl+yyfXDhobnyWSJqR0I1Is9nNXqbsTEVwz0UJM92hSDA0d3VbQaee1F6iltCpJbYDmhssN4T2AisdpoEYRs8hUNwRKllxCz4T0Eg7GWNrHqMztcRRnHUfe9h2MLSEscb5TC2ybQhDIp33xMn75mCBADz+5Q8/L8D5eWOa/+KPfmABd0sg31HJJst07AHzfOASEXbf94DbISu8D6KvK0/FAMtTMNByCExNdmD1CiD9EL93wHLb7v0AMO8f97COZkDrf+LR+usA8xWwe/T9WsC8z5QbB9eBGsR2UO/w+x7/9/z5l3/mh6qAl275lm9dBmXSFMwKS55nmWtuwFL0rAQzoEujdxTVCiJEsDD4SJ8qqYg1/SjzKD4jFlwZYRNmrU9v6+zXrCCKEAmhUEpAFkGa+Hrc01XNRROCgkQwracxR835Sw7aj/s611jqhVVGhCIu/SihAnXxYMBJZhZYyGnOfDXbytXkJCKMUSgV/G6bpeL2bOLkwEXD2NnMzYB5OrCdc4YvN0fDvVmOcXA7GjRWH1y7bb/m/yz8xs/9LxM0f+P7zncVVBpIl9CNrmGoD+hhNdFcRvLNDSE6mzz2SrfpkBu3a6AfEApBMkEyIhDDRCIzW89FLXRh8OyjOtHjgVmtZlrz1pa0umKI0I2jH9asBvg5aA4K/eh+zR5DZMTC8poZ5sAuSUnIHujXbSJNFpptJE6BtI2ECp4JIKM3zpADzaaK5y1gWkGxVIAhYJtAyAFrFbl0D1tLhTg0lCYjJOKmoawmxCJQQbUpIQFTSwoFC844Z0ucTC7RUKCUxGoozlLWBjuEjpPzzNQVJmFx90hDYnOS2Zz4doLxrltfzxse/mXPSzt6oRX99h/B+0KIcWIc10xljRa360QE27bQTYyXK4o1Pg839JAmprwiEwk1Y+okkSye5GmSyDYlphgZYsO2FTZtg4XA0AhT69hl7HbKvdFd7tA6OEKccZ5WhdwqpS1oVKb14KxzV7BYAXGcR4Per/lM5m65tQOsRmec1xcujeoukaDE7o63veBTLyFkJBa/Z1XIuSfGjNXcDlgipAFE0WlNs3rcHTZyR+rvoLnzhEDdHbdIDVtiJf8kG9CSmkty6RFVrDS0lplOAA0I0OjEdGI1rsd92vtc2D5o2GYFpRBSQEXdsedOT7txsk6Bb/3hic9+070fDD5voPkj+oZ3bqcj4OwKGJ8i9e0Wle214JXlAbo/7XRVfnH03bhmm/3l1/3efrmO8eZon2vW1+87XD+z5HXHGdQuf9Pe7yxP+quDCzne9mA/2wGz4+NdYZH3wfVuQ8FvwsPt/LsegWgwfunZm678jf/FlJtncOs2S90JWDsCLUz7MwQFa8oSPCECEguKMmfcEAFphl3wXwCYsNIg4sEdrmGoiU7KhJEIMVNyQCQSw0DR3kF3mFBtiCFQ1B+YDpIDUQoqiaL+N85JTmbXjF1o6AygvRiewERxTWe26BmwKvitYmtyDIt7huFyDBUH2iW6Z2mu4NkN/f23plAN+hGmyOK6Ybjp/6Jpblj0fYYtbPS8pCR/MO26AEMrq7N/SylK7g8HgdRN/uu3fdjR8Eu2nMXIHa3sVfCU00SjHQPj6eAP66BMJ5moAUmTv8SYWqMdI3G9IYaJEIwQM8kyUUYCSgwjDZnZiz5aobcBgKCF3jJZAn2ZiBiFwMk4VIs5aHIhqgPmqEY3ubQsqDtlNJNLKqU6YsxKklTl2GkUmuISh9WdRHuRiCUQt9HZ5U10j+YpokmJg6f0jedtnYz0+mD0UZmmQrDq7jQ0Prg4T+7G0GfYJiwq0RIMoG1GNg2a/JmgTfFz2yZim90uMirkhlXIHliblCk0rDfZJRrFjSG3oePBW65pDkVclloCSSB22TPLzc9JNV5+9jPvS5t6IRTpE2yrpMECgZoMqhf0sq19X0C3LQSlaKSYz7TFnAhhYrKOLAkRl2FMIZDFYfSQEhddiwoMKTElYUoQTBiSMfZCUOOyVSwKopCrhVyOhdKpzxy0ijbKtJ6cJwxgjVLaCRrz3nrRMysSXfNrMUOqM5zduIDlePaED16bC8QCoR3BhBAzIDTtHR80mAGRpttgGiil8WNrjYuhITUfdPJEO1J34TE3YoicY6UjhBEMYpMpU0NIENtLcukIYYuWliSZ3ESwCpi3wngyeqcd3Q6m30S2D2XY9h5o3AOhYBrY5oZm07Iv03jbRzw/BMc9l2f87+9+nJ//nW+v345Z2Zk1ug6Ufohly/I9tnWRZlwDDOW6z3DFleJg3TGQfap3Pdp+7+/aS0wiC1i23bZH0g45WH/0O8sx2IHvpzi/axnmDwmY7WDZcV24MlavAItZxiICDcKdN3zJfzl6uW/6x/DHvtI/lwB6dMNKJXhz2tWbgKm5PnlvZKQq7FLVOSjWaeeqoSUwezE7Res0hUFlSAQIlGl2zYioti67WN6d0SoqGC1qQrGGooFCu0g03DmjJVukkJhoqssGTCRGGlQiIx4hPsYWRRhDokhgG91yaZMaZ42TJzHZtDUhSgwuyRDIyYH1lARNgYKRk9Tgan/YAM5Y74Hi0U0/HGxgni2NHTguyQnzXavWA4mGVBs/a4wp7LRwcz+URdHWIEDfwA/+qdWzaCAvzvJV//ctfvt3PFaB3Ij2oz98u8lfydNYaz9CW9mpNBLSQKOKrjeIFFKzpW3OaeOGkCZiyDRxS2sTIU4kGWlkpMfTaa/skhPb0JBpLLPOWxpTohVO8khUpSnKesxELfTFiEXpJgfNTfZXUNcvx1zNPbRKOIsH+KUJmkFoLwPtlAgK7Z1Ee94iBOJFcuI3RwcCNahGtsmTlIwNBFvkF1jA2snTCAMWlDC4LtRMHPgaDnyiux+QnD3UVNMWdxOWFLYRW7lcQ4P6SLKpEo2kjCl6IpRQA8AMxpRoLVMaDxQr0bizbliPgwcCdspmBZdrGJp6X0QI8SY/9xNv3bd29nyX6U99A/rV/8RlGVNLyT1l6sllRSktufTkaIzjKaotapGJllETJUWm7JrmTOLJcMJGeqbQMEpiGxum6C5Cl03Lk13DnXWDVZnZ0AZKEoYGzs9gbD15znbt18sENBklKblXclKGM3eqKd1UdcyGthlNHtBnUm3mxCAWB8vN7JteHxSrS+TsFhKMuL5FCEZsN4gZkiZACGEkhEybti4JktmAtDDlkzo7WWPMQs0iGyZ3cTInUdQiViO1VROaI7HJaJkD4SdMe38ulUQogVyfS5REGqJLizS62FuNtG2YUp0qzA3kyOpOy6YRZNsj2wYZEum8I4ypxloIL2si7/wNL7+nbemeM81f8l3v2PtWmeEd3UzlrgDXnpUFxH0IxnnZRPY23WeV97c9oJX3PrP3ff+39oDj8WbHhzlY+RT7z4TyHlvru+1/twW82gx6j4Hv/rLrAPMVZpjD7wd/9zFgFo7dMZa/i71gzL3lAQ6CCCeMb7p8Fz/35LXHG780y1f9mV0TS+qi5OJBQHN7lCBYM4E1lSH2ZciElVCnZvHOSEYsz9IMIzRDTaddfZllREpbMXV1x0AIIaPaYKZInDB1mYZ3dgGRDCQ3nNdUJ2eUmm91YZ9tTs1dG4DUay8uwqhrfFxvBtSAPcO9lD1a3CUZuQbpTaFa04UaHBjEO0LYgWMRtLLS8zL3JIU5iLAS737MGigDh4B5/p7rWGO+XbKox1judTkqinbGsU+IYZTOUNkB6WGC735X4a2v+S9DpvF7vuODSx8QJk+bG5qMdtWTLSilKUgqtEMg39i49lGg9CPtIHC2JVTxsAVI6p7NgtO+jWXXPFMZJTbeGRVIVtzgUCCYEk1RhF6VtmQi5glGirobh4Hbz7ozRsxGU7FEyv5qB2f6uk3wlNfbQLONNJtIKIFm05AuWtdGbmvSoRIcHJtAEaRmOhOtSYem5K1fcLZ5bLB+IGx6fCpIfbvZ205Au8lVeU0mdCNh06KrkbBNDrr7TBlBUyaNLdZndAoQlDD29P2IBiEQ0DGS1PXcGt2FQy1CStzMW3ILIQuNCBQj5oDdVLbdPBB/ks30PlbNvQUYL5Sif/6fAN7MUjMxbm+QraOU1nW5JjA1iBnWZqZh5W5DEtCcIA3kfEYmYRbJEhmjMFmomVMTl21iqpn/gioXK29LKt5ENHq2yJJgajy1O4HFSlCTMTUFbSrzvJ5Q1L2YU3ZphmiVYNQplGD+jJm9EpuxGncr0l+S1ncQUZruEkQ9CFeMmEaCFIJMhJAJwU303HEJEGjSQBBlmE5p0zlq0TF6Gsm5d0aeQM4dkpSiDeSW1GdK6ZAwEcKE0aBlckGLZJSV29GVQBAovSGVdAqasSa4l/+ci0CNSMPmgQKbVR0gOGYpqcDtE+LkpNMHpsJYjDbeO/LunoPmt571/KsnLveW7AHVGfjW7wo7UL2vr93HgPvuFMcSjeUd3+bYAaMuvoKjnwpbH5RrjnWw/TEg39tL9h7PM1B1TMP8JJ9ZrgXIztUwg+nl2EcMOBwA5quBfDNjffj9kBA+Bsw7MG/LudWBDQ5O7Jo6elv3yNWFL9XyylfCO96xq7MAiE917bPLPgCaHKDt6QUkFazsbOkkmHd4eXbNMGi2MM0BlgXCgGm1mNOaFdANZBGJNQtgRELALAONg+XiWj1hIoi7ZpiIW3AF3B6POcnJfrFFwz7LpvYh9QKW6+dRImquZ1YRhuTBfiU4mB6C36M5yuIhOzY7icZumYMto8ow8M+lyj/BNYDTHkDeT4kNVXYxM86yuw9LtGVSwFt1laIkZUo+gN+3WjSMN7zsWbWQF2V5ZZ945+DuRlYDgTQYaRvJp0N9ULsweDoZSFvBTibPTAmU1URSIzUbfygHj/Z34FwIOGvW1bR3UkHxiW18IJaN1jKGA49g3gabUojmHsxN9WFuqkOGFE9OEtSz+nWDKyfSBO0W+gsP5muHgBSh3UTSGGkuG6QIaZuI25ZQImGoUimbqQ5DSm0pJToQnn0Rsw9cyRGLhTCcLQke2PQOYmZ6t98Sty3WTn6XXfTYyQa5qHaTEUpwW7s0rtDTLTq5x3kYe2w9UcYITSFPLT0FTZXNBrap5+S8kPvM2Pv5MihDs6IbthCVlDl4RrbhoeerWd33Ig+s4PENUN0yBJ9F6CbypmP2sIeADS00A3k8o1hEEDT3TAIXrMjioNk0ejy3eR+YCjx54tfM26/HskUEDS6LnuUYmqiJS3xGKzce0IlA7qtrRihom7FU32vCEQuu6bWVZ+/zfO8KzYQ0E9JsfaDVXdCuPCg31vtRgicJiiETZERESGEgBIf+Slx6v1YuGW3FA6v3EMhsywkn6RaDrmjbLYhwOZ3R9RdMxf08+/YW2/EBolwSxSiWUBVCVCSO5Gnt1nQSSUkp4ymoIhhJjbI2bOwgTUiBbhMYOiVHH9R46kulz4HtOqPbrg7Adxa5Tbi+Ddy1tnSv5BlmxkPf/B95Ms+2VlwDRo0oQjnQIu8l2rgC4vaXXwMaPyQTu7fPwefr9j1aNy9/qmQmy/ve+j3XDBPdyTMEFqsvYW+7GTzvbVt/ewdwdQe0r6mLawHzMwLLx3V0uFwOjnf9Pr/85M38xUd/ynUbvTRKzvD5nwPbjcsyStxVqi3/AC3kOfoYmEfwZd8frQ6FjqPVclqYXwAbu+XhaCWCusbOSqgOGYJptbrSgM2SjNIAkVI8yYmaoNagFinq0gyjoaigNGRLFGuYSNWgP+IwxyUYLs9oySSm0DBJZJSGsUaNb2NCJTDERAnCJiVKCIwpUIKnzPbkJX5uU/KHSRFhamf/5WoqIjvP5uqFX31LbUlkMg82D9QtVMC8JEXZLVvyyCzNVSgUysrmg+3qHHNGuvU2/2s+K/H7P/el6xAz5cKjX/NuLnFWS7sJ67fYqsoymhGakX4ShgfO3TEjTYSmSjOyoScbQlBi3JDSwCqdI2miCVtECiu2hDR6tj8prNjgYqGB3gZOdEvUic4ynWXEjJvjxv2Yp8zZ6OmzV4N7M6dJabMhxVgPrmNuRwfLq42Tb9020G4C7RhJl5FYAmmIhCkQtw2hBOImkc5XSI7I2DpInp9HopXgqIPhIsjgeleP6KrJGoI6KuoGGFvv82NBcuPgprh1ljSjy61Otm7hJ+ZsYe8aU8kRXY2UdvJEKTmiq4nS+ODDpobQZqbenTQMI0uiNc/4VpLPBHiCIMO6zNBnppUxtMad073g2gBveO0f4qM/4vfez6Z3T0u53KKf+quxwdDcoOOKPPaUvKaUjlxaJm2xHoY7Z6glMi2jdozWOPub1yiRLS1bep5oTyjmfZ6GwGXr/eJl0zDFwONn7mB0WaUZQ+9BzBcnsF37gP/ihkt1cjJKq1gwtqcTFo2pmyjrgsZCPt2inQNmi8Wz+Im6ZGpVg3PThAR3xJA0EroNIWRie0HX3/bPMSOSSbEQxbNzJhkxhCZ64C1mqM9jEETdRx1lJZdsWbOWcyZrmGhoyJzrDZKMDGXFaGt6ucN5ecifQTWgfMwrnzkVZRxPKLk+/wKUaUWZOkwjKW7I2nuOAgswBWKO5BCxYeXPvRIJm8a9tHML2xaZGmRoiOc9IQtE79e/8tMe5Nd/4tk9aVP3DDR/xQ+9h//x+/YTmcwsJU8BvI6XXwVvB3nrrgDnve8HwPIpJAwfCiQfg+Vj0HzwXa/f5gpotj0wvb/dThPtgV97gJo9IHwM1I/O+YoV3ZV6mcG3LN9366/bZ7d8HspclStfD7CHN/yq4w1fOuUvfDV8w99lmQowc8Z3iWbda28zSF6Keo3N2q397Wqu5xkcs+jBPOOfo0RPtmDFpwhNZ7AcXRetLvYtOQDNkilQVZxFqWBZLZI1YZYoFn260RqKRUrVM2dza6VMJOMBMpnIQEuWxCSJQRqG0DIEB8dDTGQJTDExhkCOganazI1ByCkwVpbZZ7jnbIBgwd0zcpVljNUmy6gepskrSoWFUZ71y6WmxDacuSmz5pkZ/Fqd8twNbhTFupr1Muw1YAOloO3OC3pe8Z4/cfocGs4Lu/zyb36Mr3/HxdLH5tML4smG6XRbdZIOkmkmgoykkNHTDYRCbAYkTu6JfHanAueRECZOw5NIMxHISDBO5Q6xejEHyZzYZXXNGFnrhl4nomZ6neg1I6o8MGyJwGrI9EWRoqyqS0Y/upa5GxyvdltXRPSXnt6620TSEGkv/T2O0YP6xkgaHCCHTUu4fYqUgORmB4SLLE4hNuubp9alVbXhqbotnZZESB6oayZIO8CwQvoNmDgT3YxQwi65RCy+7mSDqdQMbtn14hoRMbQdHTTh/tGlm9DeAfXQCO0I1lXWuWaT26wSXR6Z1hPjqpA718luOyhBufWyxbQHE/jZn3ZPIMALouRf8UfgX3//Yqg1nt9gLGfky1PMkqe41gY1t9ecpGcaTsiWmGjdYq7JbKebDpylZZSGJ9uObC05RFSED/YrxpDYNpEcAx+40WBB2HTC0AmjYzyGlTF1hgZlc+JJSca+UFauYx/XExqUfDq6hnk1ot3oMxSpuNYoFVhfIu0W6Tc1piAT0kSIA0134ZaOzQVtqgyzKClU4CyjJw4Sn/VITBURRGLFH01d17N10IsHqmaJJCtcsiZaZqJlsI6AMtExlYbJXLox5BMCnj47a8M0rV2CSySXljL1fk9FRTVRxhVmQhySzxLmFpsaf8ZNgXbTMSTxwenYwtggORK2bpea7py4jAqXY13++tfckzZ1z+QZb1x3R0uq/ALXpF2XLGNh6nYRbweGGDP97l617NGm+99txwzMoM6Yn6r1T7G9Odu9/eYFs6XcPi11XTnY98qJLOSV7C+7egBmYOpJIvbrxY7eD2iya9Zf9zvXfT9mjK8Dv/sDhP0pa9//ww6AXqrlVa/hyoBMJmjA2WUO16URzE3yoTaX4No01xtUG7qmYNljuUEgZaw40A3i2mibWkSCP2xztUcS10wGCai4ZEOCYloIIWI2EkILWrCqcRYCQap1oM2DrlKnpJWALK1yZrwPHTVq4pOqOTbx6cl5GTh7bEAO1UUjur5Zq755qvLvqTrcqewA81RlGNXVq8opjLyAZ/8LpirjgNmyiZoQhXobe1KAJUkKO2A9g2jZu0kdSFv1D/kvq2G//iwdkhLU61CErgSGbrtIMyx5FH+3DZQbbmEloZD7QlIhhpEQfAp4DB2djkhSEoWRjhPzB3lDRiXS6wVRvB2F6goezKUZXclMIbLeDogpUoym8gxt1S73Q7WQ3jrT3EwuxWiHQHuRaDaR5qIljoE4NsRtcnZq27p2+XyN3L7h0ouSPKjJZNe4bB50GmjyGIOx82AsixUoR0yKy6eaLbo58anyi1OfKm9HytARmgm7FE85LmD9BnnyxO//4H644c4pEp1ZlBCRsSOJ24xJmwmXLWMjrIY6ba8gU2CIgX5jpOwzLZKFZogUE3Td0A8j29Xho+0l385fdSgZDGJEVTSOTFHQyx4zl2aIJtAG+oG8WeGaXYGpIzBxHnoMD3heZeNW8piMHCInU+Zy3VBCYNsEusl47GbAUqAEd/fRVKtdHDgHg81K0WBMzeRezKnUwL+Crga0nbBuwLqalKTfQDcSTs4J7SWxu0TCRGoHUtqS4pa+vUOQTJKBFEcCDpCjuPVjoqZyr+ahBaFlINNwwgXFGhqZvPc37w0jhUwiMaJETjhHJZB83hGTQLRCjA0NI5flBifN46g1LtGwwEn3QcayAm1RDcR04cHnGt35qb0kDg3TKkPuPC6nGWkuhKkfGZPtNC7NhGQjWk/pC2zD0XW+d03qnoDm73rinF/2nT9yiPWWIjWV7THwrcv2p0llb9eDVbLbfwHZR8D5OGX0AoTnY9nRca77W/cWHgcwLsc4KjuUfLjN/vJjIHuNxzLYHsu8v51ds92HOS5zNX8Idpmry3bM9FwcUCnXBQfWvwX4ie/6O/yHj/iil56Txvd+F/y1P+nelnp06wSA0e+oKpXwYnU2QWfdgYM1MSxkyHEJCJRUMypp9OYbFStg5gF8NKMDZwLE7EbyIaCU3QWRjIQGI2MaqtQ/E0KkqBKCYKo1Q6D6Q1M8ha+JOTCZ02FXQD0LrGwWFFPXmbdR29tG8cxYiANnoAYCOkDWAGPVGZcgrl0WWQBzriB5Bsw2A+ZYwbPsAgD9fP27Luyzb1+CR6TPl8DEp7IXxnmvbSqKtLakjj8AEuYyDevgZ/zZO3zLb7g3U373s/xfP7LhT//HC7cSbByIaV91kiIMbXFmVgu5y54EQYxpPXlykUHQEyXGDPWaRs3ElBEyKg1BCyGMJCaKtLRMJHMBUJHEqlzQVlV9Y5lkDm7m7H8qwjobYp7xT9RoBqWrkoxuW22kh0C/DTTbQHcnETeR/rwnXjSEbUvadoRN6xKLJ28guUEvV+i4wix4gqJ6j5qGCqAjprtBRYyTL6/ki2ePdK1sCIaOPRIyUhq/t6LrkEWMkkdCarx7WF/AnVM/AQtIO8HtUz+ROoEZbp8R2wmNBYmK3FkRYyGUgiZFcsDMg2lP7mQsGapCnCIBYdsEVpsBCRPTGmIRTm8bF2eznSP82+/6KXzqx/+L+9b+7lUp/9e3Y//oXzLP7unUUErr/SIBGSIhDRRr0WFFofHB/7YD3PLNpoaC65o7K9yJc9KnSDJhRMgSGGNkPRUu28iUAkMTaIpw3hkledbA0nvQn+f1MMauAEZeu1fytPLrrN3k92E3oauhNuwqkVptCKe3iP0lTX9O05yT0kDbbGjCJU0cWYvLp1q2rOWS4OI7kudoJVC8+yYSULIEYm3dyQrBLohWnbEA1P33GyaX7lUwUyRilolByURECo2OXHLKjfg4Ez1FFVO42X2ATTmlkUssC32bGfKaoGAWCcFjGooYUhJBI45tAuWseOKvUjMRJaPbrhj6Qla/ByQoeb0hbntQ55R+3v/xHv6Pn/fKu96u7ok8I/3D75jVshwAsw+HoRYgu7/fDvzujrQHlJf99n/Drr4f/Mbeuv2/6VpZxjXHWo65pzGW6/e5kt0v1P2EZTuZgdXB8XUHdK8FzfPx9+rkoH72tzkG08d1srftwfpdHc8BgFev4THI9vJ5/ev426/4Wccbv7jLz/3U3WfDUVw+yogxr1SZcz8frlLYj0Sz2iwsu8WDCG5VV6Jru6AiTLeWM5OascOBtVa7CFPBigddmM2SjYBZgymuadaqadZALh1qAdXWZRkWURJZI1k7BvrKIbRMJJRIJuIT65FJGoaQyMFlGtvUMIXINjWMMTDFWN/9ATLFQE7upJGb6opRpdxTcqBVojg4FjxIJnn7y6kC6NqxO2A2B8KyU8B4qhYlt/N9VdlxgZy0yj32ehExSEaOh/fHsl9QT4Syd32/+G2RP/kFJ8+46byQy/qrfwwLPmAozYSdXpBPL7G2mhs3sw3FliQT0m+wfiSkyQOL4kQMzmpJ6yxzChtinGjFPZ2jTDQyspYLUnRdc2sjK7YkCq2NnJYNnWWSFk6ngahKVzJdVrppop+U1eSJTPpBaSbjgduOJU7uCHGUqmGOdJcN3e2O5ryjeeKEcN4Ttj2cn8B2hV6ekS/P0KmlTB2luF7d5vT2YphZHSjWtOrUmZjoAY5z/26Eip8FkVL3z0gormsO1c2gfkcgdJegweUbcUK60cXG/bYyadn7iW50n+wmU0wIXUbTVDO+KUMbaDU74xwL1iiKcX4aOdlmpvXIuM6Mq8zUGzkVtqvAlDLnD+7awKtf/7t58+v+p+e34d3jkj/uFy99ahlaxukG5WLtfV5pyaV1iZomBols8k1K7pmsRYm17xMmaRmtxSRyISu2oeUydhSEIXoyk8umYZMSmyZxZxW5fdIwJWFoPRhQk5CTcXGm5EYZ1sq4KoxdRvvigLkplJMJTZl849JnF083O5F+f0lcn9OePUbTXZLSJW28pE1bVvGcJmzowsBKLmmYONEL1ur3l4PhQ/d9Q2jM2+skkRIiRQLJXEYYzBbXIZXg5xtcqjeJd7oqgUzwjLLASOcWpKwoGhjpPG22dRRLDNphlhjyGaVEculADZMGLR6fo6UhDokxRjS3nk0w+2Cnu+jZtoZtTuByBUOHTA1WhGZIlBKI251F6Fd9yiP8uo+/eVfb1T1hmvXg2w4ELwqJpwLPs2TiALDtNvYlV9nohdW7xu7tgH3eX77PMsvRPsd//5JA5YiprtsmgVe1HT/x5IxHmpZXty0nEvme4Q7fv73gR8YLHtPx4IHN4qhxnedy1UIvoPh6sPqhALMzjEc65GvZ5v399wGCHCx/Stu5K8fy8kP59tWFL/ZyPLwM6hkUCFWTvLdRMGeki+woUsHD+kOuuslQdewgYcTGxoctIg5Wqk5aAIuTe6+JeSeaQYiENKK5AQlIyAQSZgUtnoQEK5gEsILUzH8gixxDpLIP5vMINZICsUxsI+mVLQ+/7SY80pMe7ZGTyK3vHXni+wtPvNPIt/z2mBlmFWdesgg5VA1zrAyyO3UtKbOp44pZvVJiZYRjtWeqgHkGuxqccHDo4l6ncwJDs6pnbvfYZYwS1DObz11EBcQW3UnDz1UOkvlYUkqYB9WHjfsH33/XOYb7XuZzNwzUgzaNQLdtGM8mD0AK/nAtrRKS0WwF1oqkXGdN/Pq0kxDWw0LmF4m0TARRghRGaenYEnCdZbHIygYEf3D3ZXIQKNCbVp5BSQpRjViMNCn9YKw2NRbqQug3gWYIdOcNzWWif3JFc2tFc+sUuX2GbNaU22dM5w8xTo8wPvRawk9+PfbwKeXmGXKjZ/M9t9l+zx3yO+8QnrxNx4YohRimWlOeCMOlJ4OnBpfiKYY1VKANMWWUhhgn0OIJJMRt99AG4oReniLNhG0htAEb1oTVBhtbl8FoQpqMTRGiO3eEdvLHxZTQaIQJVja5pr/KvzZtQz8UbtwulNYzGKbBA7OGFOnGEYuZYT+mVeBy833PX4N7vsqexZMEJRTDUva+5qJ3SU3dJpZEKkZuRh9EWapwwAdENIVNOcGq7KzRwrZ1AKkEUlGmPjAmt95ssnKxjlgQz1ETbMnbsT2t/VzwQbvPqBklKiVmDwLtt1i/hdUWugFZXRD6C7rTJ2ja2zTtOavmDn065yzepueCB015Y1nxE/TjebiccVM7TuyUx6fv4dbwPVzkH+d2vM2mkWoFGrw3rJ9LCEt8igEmATGjhEAoyhgbmpIZQ0uy4iDbhCCeom6kYSUbBuuALWNoWVkh0xKZAKMVcZY+bBFrnSHOHabqFnU5ElKhSO8McvR+p91mpr4wBoOxr9Y4yY9ZcP9/xDNwztcc4fufWPSSd63cddD8nssNb1klvv8yH4GpOSGv7cDHdeD5unVW/9nT1u7As13ddgHBwoLU93XLi6fz3nqYkebhtvtIqS66GQK/9TWv5/e89o3PWILw9uGC3/mj38U3XLx758l8BIrnQ145dH24yf7ffB3DvI972f98/MA/3Hd3Lscs9CGAnovKXlUf/JzxOe2rK2h/ZvXzQi32/nfDK18B73kPB9P3dVaAVJ0ycjzcMakDVY0HDDOhChpUmKPWpJ1gis5uGZCK6yx1lm9MkBsHOXGCMgPnCc1NDVzzfaQCc5NCQLCgPn0sikmq7+7BLDV9bHyo48Hf8gm87Ld/7DO+bo/9QOZb/8Btvvv/tCU5SQme/S8HQVPVOwfvsC16XING1wWWuNMla6qAuUq+FTuoPkV3wYB1cFnaeRanguIqz3C7x12focGwtOtLbP/eSz44tP17aK9hK8pPfctLy6/5hx8feW1q+NHiwWWlc2ZYEIZ+AgLdRUM+G9F2WmbOyqoQotFsI3pWQXIoPr2qwUFlDYAu0iwesA0DIy0NAwEjkhklcaaXbm8YgAKNGqjRFvU02ar0k9IU4/TS6EY4exL6TWB9O9IOkXaTaM4T3RMnNI+dEp+4AR98hKn5SOSX/ze0v/KzScAzSVVz57sv+M+/64eYvvmddDqQKmPehIk2VlAd3X4rVMtJs4kQCmbBLfc0EtOIWiTECXROfgIhBUpuiN3g9lkp+lR8zBgRCwGxDMEHubZtsMbrhEbRIgSLjJJIg3GaM9qAFfFU3pYYupb+cuSGjAwn/hhpRxjHOtuj8MD6peV4pD/0DuyRDvnAgKpQhn7uLAhj9Ix068y0OaNMrWvWRWDsEAJ0A2U4raA4IpPLD7bSotVyri1wJ7m95pgS67Fw3jY+Y5YC/QDnpwZutU2J7iMv6v1Vier9YFscRPduL2cP3cZWW8/mt9ogq0tif07T3aHrn2Dd3eKs/SBvksiXhC/kC8IX7E78aXZPty6+g+/68d/Fj5Rv5bKDsY0MMVBCrC4gQgkRE6F48gwaK0wh0ZgyhoasmSk0/p1IL8pkLW115wimjNKTbCRKZESwMBGLyykMcT2+GDEOHk/QanV9KoQ4EDOUOFFueDZdie5AgxndJrFdjQwisHGxvqTisQAlgipvffju+8/dVXnGE0Pm4W/+rvrtuun//XId43m07mD/IxAr+1vNQHePtT12k5gfhPspq5eH4/7fsr/elmOJwB9//ev5ra99/V0Dgj82XPDfvfPf8c+3H6h/i7FjkA9//xBY721zfI575y7L8qeqz/3jXQOMr+jNj35n73C7VBE7tvph6fjx1/73T10BL5Jij78PfsXP2S2o2oLDIJo9htPwrH/HMwFKDQicb+S6QRGquNfbtcouUQqCzUJfZnmG6xXcPSNC9cKco/ldU528szMPbFL1CONSGo8W1+TWc9Jw+sc/iwd+7cfftXb9+DsK/8tv2PID/09g00aGxkFzDkJOwpgcNOfoyUxy1S7n4EQcM8Mse0A6ODujCxgGQ/17W9nSmV1e3DN2KVZVPAOgV/HuPBVnolV2szK21w8oCtF/d66fV92A7/6tD9yVurqf5Qcfy3zSX3sMDyhVptMLytklZTV5Gug5w1gzQTfQlglZX1JOtkjMhDQSYiamLUkz9GNNm12IYSSFkRQnj9gPhZZLurCllZFIYcUlnY10NhBRbpYLkhb6kjkZR1Ylsxon+lxYbQurUTnZGusL4+QcTm8H1nci3aV7LrfnLd3jJ7Q//jLs8ddgX/YbaX7RZ9+1+nryhwb+xS95F/Lv388pW9ZyhxO5QxcGUhw8yCyMBMnuWhCcZRaZCEEJybMfOnvmDDVBCXF0UByV2F/6TFTSJVAQFGknTzFUXRRsDsiMLr+TWHZ+vsEosXBxGjjZ+rJpPfmrzwyrwtQqm1Vge5Z9AAqk04/m0z/lB+5afd2vot/9A9h/++VV6iaM5zfRscdyh2pHKQktDaU0ZO0YU2Q7nDJNZ2RzN4hCJJMYg1C0Z4uD5Uvp2MSWIbaLU9A2RrZN4rJJ5BB5/Kxh0we2nQc+X67cQ37bG5vTwtQb25OJcV0YVyOlK5TVSDndks822ANPwukF9BfE9Tmpv0PqzjlZf4BX9I/xR+MX8znxp9+1+jq/+F6+63t/Ae+J38dmFRhS4LyPjE1k01Tb0Bg9NXhMZHHpxBBatxiVBlAmackEsriCesQdmIzAWLPQTtahJC7LKaqxBgZCofNnkgZPyz1FVKrbU3EHDVOPOUjna8YWj0MYOtiu3Bd9apAs7rU+toQah/C2Gyv+zc//iLtWX3eVaf4H731i79veA9iuc1uQZd1BkYONuEo9V3Bndar1IBRYjra3K/ssh5SjZQfksh0c8hs+9uP4gkcffRo18MzKR3Qn/P8/2jv1X/DOf8033PmxI+DOHtif/54ZnO2B+3k72GOj99YdnN/++v1yPIg5Ytmfajm2p3fep+jgcRue+uRfTOWf/aPD7wHoJm+6uQXdZbWcr5eEycFv1UgK4vsFAy27oEDwtKdWFpZaAu6KURwt7gcIinkiBTJICCAFyyAhumOGiD9QCx4kqEBIiO0SIQiGJHjw734Bq5/+xrteXQ+/PvKb/pHrfr/qS0a+/d+wOGeUWlM1XwTFVSp+qlWeUWaALA6mnf2ty6sOes6s5emyq/40Xo3PLCi2JD2Zr1L9b54arX0Ji+bPB5rWajUJPAwOfPftu8Yz3NfyF//ddukIxNxGzYjEqZDUGLo5kYkHLE0rRVIgjYHYuWWaBJ9R1NY8W1+hSjbALFLU6OJIwFnqQvRJFJlQ4tL9N5YZpKVXB84Bpc2ZRpVuVLpsrLbK6sIlGetzYX0e6c8T7Z2G7skV3WM3CD/6JviKryS97WPven3dfFPHz/t3b8LsI/n7n/Ne3vlPnuBl+iQ39RYn5ZxOtqQ40YQRtUSXLivbLMAEuSPEyV1yQvQsnpZR7R349heU7RpJE1IK0m9hqHKNkgj9UAfNlRXNgaYd3W4On8WRIbG5Yay3gbPbBUu4rd4USJvIGAIShK5sGVfTYj0HMF7857teZ/elfO037GZrgxFDRjVi0R1I9NxTOs8xIzI2hJIo0RiLp4Uus4uRtt5mozFYW2eojKiFTZuoyvY6YS1cdpFG4bL2G9ntudn21ebPhLHNaPVj1s4D/srJQFkP2I3bcHoHWZ8T+gua9W3a1S0+Yv3j/N3ud/Ax8U13vbpOTz6OT/+U76WUwn/69s/gsc23c34jc7kWnuwjF31i2yaGFIlmDLHmAjRjG1rWUhglITYSQqqhaQ5YgsBIS2sjkzSITWxJtLJhko4uwiQrSvFsgUEiUmV4lIBQPFugTDRjz9hP5NMt5N5/Qwq0Wx9nijI2Ac0NUefQRvjOW9u7Wl93lbv+ha9+6CnWuCUV7EjTHe46BFpXFATXLtshyQMyz+Z1R59hmZo5WL9onvZoa9t9/6o3vAH97J96TwDzcfk7r/vJ3PmY/4aPSacsf8wCfPcZ57rsGFTvMcpXWeh522OJhR1+PgDS121zeNw51fIOMB+Wl4dnMhH6Ai4/+wufel3jkc2WbKmp5dIE29l0+RLfYl4uhSUCQHB2r8o2ROo20QGLs1K+j4D7x4rbVhGL32GxQMgL8zSn0xYUd/DwTmb1Z38WL7/1O+4JYD4uv+mvtvy1/xB45DWQBbeSExYbXKsssobKKgc8aYPM0g2rzBmuTTbXIufGluBAt5DziPSZbXbNs6em3d3yRkEpjVKamo0LFjbaar2WtlBapSyDa997PsZrH7g7jPz9Lr/507vlwWKiaNUPaoKxMyiBfhM9kK2ZdrrmxrM8onVxbXPg2R6x+rAL3o6zdd5XCERyDRoKJJsIsrtfeh0pIdKo0udCUKUbCk1W2lFZb1zieXIurM8T/e2G1a2e9fvPWP/IK4j/7deQvvWbiPcAMO8XEeEL/vEr+aLH38w7P+oNvD28jvfYq7mlj3CRz9jkU8Z8yjCtyTWBRinOcJbcotpQcsI0YrnDSk1GtDnBpg6bPGmKXq6wy1MYew+GUoFNj409YeqInoceyT7qzNogFji5qH9n9X4OOTLEFi0dJ3cCq212p0t1Unsu3dlb72m9PW/lS794GYxZCVgdGYgKMooz+ycDpTKZuTTeb5cG08Z75FSY8BgTw7vlQGGQCDVoLqm5rjcEhhg9O6XBphUIgTl3TW7E4zqDMa5cirE9rQxzl8mnA2U1oDcuoN8i6wvi6oJm/SSnZ+/h/3jg5/G96798TwDzfokx8taf/G185me8n9e+/xFe/j7l5bcmHr098MDFwNl25HQcWeWJrmT6MnGiA0kLnU40FJJmEpnWahilGT2XRPHlIRQa2dCGiVSzE4KSwtZTaYWCRO9LJEyIFKIVQsrkk6E++3ywHpotnRohjujZhrHLzDaRns3Uy096+O7ikLsmz7gzZR76xu++mor32ufLdQzm0br95U8FAo+A3qJPPGZgD3TP+4DTjtb7+8uayPt+yqfdNz3uf7x4nLf96DcfLJP90cbBOOMQ9F5lmK8HxXJQn/ts/XV/0QyKdw3xymZXRy8g8BPTI/zrV33RdQd9URR98gn4Hz4Lzw/N4ohxpW3Mp101yPtW4PP6HfM8M77ixzWZKVOvZ63HqctmNw3UnTAccbb+YDBxLZjhD9bSVJusWaoRnVXRCK98mJPv/PL71q6/6zuN3/br8LjJUMFXrGllhV1qWepn9rTMwaUSZU6xLVbZZ1vmy7QOHHVWwOyBZZNqQTe73bBr9QWFxo5mrfbG2AJqnkzcWgd/n/HayDf+t09FErzwy7tvFd76VU+Sg1K6ienmBfls9FS9ncsyrNn5uTU6EdqJfOPSHTOaLTFNhDQQ45YoE9KUmjq7EJiIcaIJE0EmUsw0bGjDlrVsEFHWdsHKBlY2kjTTauah6YKmFM6GLTcvR7psnF4Wbt5R1pdw47awfjJw8kTL6taK/n2ntPrJpK/5hvtWl9//T7Z8y+e+l1eOT/AwH+SMc1bxgk429M05TdwSwkQMXieILgONEBTCBBYIaUTitLiSiIB0G49LWG2xHJH1xgMIQ8HaCUzIXSFR3NO3r84awaUblyfKKitE9/+d+olplRnWmeGksO0KFydGXgECZ49+Lv+fj/8H960un2uxd/wo9oVfCgXK1FAubqDjCVpN3F0C4NZz09QzhIZtOWXYPkCxxNZWNRNqZCIxSEJpyUSKRC6kYRt7NqllDJEcEpsU2aTERd9QgvDkOrLtA0PriZumBs5vwtgWLm5kLh4ZPd352dYB83pLuXkOJxfwwOOE9QXN6hY/+aGRf3r22+5bXd56+9fxfd/zS/ngI3DnLHCxClx0ics2cdE27pAUImP07LBTCAyhqXUV2EoHAhMto7RM1lAIFBo2duLuGrpGVZjshFwa1AJFW3/ojR05uMOGyzPcEYqcCOcnjAk0d5BbD6DdupsGQ4NsGreWdO0ev/R1p3ztT3vFXamXu8Y0f963v736Lwv7qC4cE5UH23CVyJyR3xVy84iRXo6zt8n8pJvBxD77bFf3OTh2ff8ljz7C+z/r0+9rANsnnjzM9JZfwsniT3EdWK5lr7oFYyd3uabil0V29ZJcyybv/XadK7juTzjcbn+wAt+RHyObXtnjRVP+8P+As8M4OOtqKtNku1qcsZbgDT5lLGYcxu3qQ6KvI2aWegrijhox76ZhgjmTXI/hFgIF4uiMs5h/lvlzZfrCbGtlELLbYkl2/8wv+TRO/+Pvvq/t+uM/SfjGfynISig1hXaueuElEHAGz7IDzCZGkZoGe5Fu2JwAEazW9OymMTv14ftpmoP/qEz03EV4ymHrnLU+dI6ZgwTVp78bg46aPVD4lz9anufau7vlc//quScTsUCz7ZDcEKbIaojuMhDqrEfwOJHcGWNnyBRphsouVwDo3szehwY1d2SpDhzZPOg0MLnTBG5T1bOBKolRhIjS6siEsMoTbfY+Yz0UVoMuWYP7C2F9u6G/3dK//4Tu0//H+wqYAd7ys3p+9a3X8P0Pv4p3hVfyOI9wuzzIRk+4nG4446yds865dTazzBrOiOYeCJV5btHcoZMPist2hU09enmCUOMepuQ3zOWKkBua0adtxFyeMZLI1pBy4PRCdrxJcf/muElY7mnvdPTbgNX7CuD2+//hfarFu1Ps136539wBYjsRan8rq+yzVlozqVrAEEJOpEmIMpCbjBIwfJ1LtuLiEjpKIlRP465kigQmmedbve2fr9zTOc+D/+iZTuNobNfKuHameVqPlNYHOrrautH4+gJpRmJ3h6949K33FTADPPDGX8Kn/OzbvPpdiUc+qJxdFG5sJs6GzOl2pM+ZTgt9nujKRKvq7jc2ETHWNuCCr0yLxzI0eNKUnkv6sKULG3+m4fEAUSa6eE5KBWv82SViSMiekLQY0mTK6dZnSwSPB0gZ2g0pjMjqEusKnnHMmauve+f5XauXuwaa33x2nAEQWGQZ3qEuZOne+mth2DItegSugcPQ9t0xdo87qZnNONz/QG979F4B85978xv4Wx//MR/uVJ+XIiI8+TG/mDe3p4c+ywdMuh0uYn9dLXb0Xfbf9i/IMcu8Wy5y5Qot+4Yr4PzqxvF6+vrFUV7+an8/HmWEXMHx5GBtXj+fasCdM+agnfofIr6uKb7vnOpHzG3mxO2pFgDelApM6vc01QxsHH6OhRD8GBKmymAVQlSaP//L6P7IC4Ptbxr4J/8UXvZKloQlbh1ni65Zq35ZozmwjVV+IerMaGM7LbPUrH+zNZ2AoZR4BJbrchVFYwXCc6zl3j2ieL1pm9FOq0b6apt+EbdoAF51Yxdmv7OcE7YNFAJhElYbcc1y2MmELApjB6UkwjYRLVNtXEBctmEqYFUyhJKtrT7HLJnGlLTIM6L5sSNwUiYwaNU42xa60ehreux+A+0muqXcB07pfsXXEf/7X/f8V941pV1Ffs9jL+dHPubVvCu9nMd5mCf0IS7LGZf5BtvxjFI6prJmyv0uGC173ZSc0NxjltBcg3bHFTat3LN9Sg727pyhYw9jR9DgzTY3UCJTXb66jLQTzPJDKQI5MqTENnR0lw2nd4yEonFvMhJe/A37wZt7SkFPIiWADBHR4JZzvZI1uea+JAfPJjRT9Gx5caAAuU5XGa4fU4RJAkUiOUQ69TyoKjCmiAaXYWwbMAk+KVkH8+PaMwCWxpOZWDCscacH60ZPa9luif05/+JVP5cvXX32farAwxLbMz7hF4y87kcf4RXvN26eK6eXEye50OZCP000muk1s8ojjRVaK6x0JJgPhE9sSzIl2UhA6eWSLowEURrZIqKs4pO0caCJI1IlijFMBMn0dkmbNthqQNvs5KCYE0Rp8DhlVWS1IZ9dYiEsHfs+Mrxb5a6B5pel9BSs8lx2I7KnBaD3yc7rltnesj1meYddDgHxAdO8v6yC8L/3CW/m17321U//hJ+n8r0f+fl8UvvAERjeZ533GM/9bQSv5L0eUWS+CkeM8HVAXPAO54qDxiHzrVKB4P4x9xjtm0T+0/D4XaiJ+1P0FS9HgzqYOgbGgt9BMUPj7PKceW5XKms8OxEsEhdze6BUKitdr2TcZ5lrRSatSRJqwpuZPREcvMvEnGFQ8Ch84oREJXzdb6b5vLfd41p65uXvfj287rV7QX5C9fqt6bCDP4w82M9cmpHwQEAxvyYVTO/YZ130zcz+zVgF2wVtq4NGmNvsTD77Ns46O6M92ykug516KVSVEgoP3Cj88AfH+1Z/z7W85YGIFKOkzHC2QdvsgzLxvlOTsFkrRiSMgXaTKoDOiwfzlAJFOjCpcudZNx/QmoI4iks1kOoHS6Q1T4mNRMT8qZA8Aw8YnIwT3VhostFO5pasA6Tsf0f/2JruN38z8VM+4/5W4jXl93/PTd71E1/Bj7WP8Lg8zBP2MBf6AJtyysX4AOO0JpeWKZ+Qc+eJhqqrg5lQpsbZ5mmFVdlVmVz3rJdn7t9sQK4ew9uOMnWEoaMdQ1Ufuc5ZilA0sk0JUeHkQjg93824hCw0Q+DkSUhDHRvFR9lc/tj9rcTnUOTNH+EZPHOgXK7RqaMGPzhfUSJh61P2JRjaFSZtyVaTRyHEEj2xK84Sq7uKO4Q2Q7SQQ2ACohnRjC4XNk3wGE2kZlsUShRKdHnY9qT4YF3UgxJRtB+g9QYe13f4ntd+Hj+pe/19rcPjIiJ81Bd/gNf92Gt5+XuNB28Xzi4yqynTFGWVM23JNFroy0RfJoIWeh3pbUTM6GykJdMz1oQqRstAIxNn4UlS8JnWmVluojvtNM0GumnBJ1JnU6MW2qyElNGzS6b1gHdedVa2HdFuQOMEpry6Czy+vTuezXcFNP/B7303/9MPfqCCYlkeMFdISGA39XkMeve3fSrgfD3LPC+bU+DWDL+HwPo64FzX/82f8Ca+4OWHOepfSOXfvvHn8aZ0ehU472qcgwo8ZpuZswJexywfXqQZLO8OdLTfUuXXj+D2QbkEuC2ZT37/3+EeJJ685yV/7R+Cf/zXnQGep9KSOjQ4aJu1VCaYdsLShKGLj/Cyvim+zQIwdsyzB/rtb5tdcuEZHiCoA2MBpECoo/IKskMoSDMhdXn4y19G8+kvjJmT68r/+jXw6KOzVXWVZkQHzjm5/ZwGZ5JzjwcNzixy4wMME62A2pdpcpZeUQfWyRws7wUE7mzo1K9nW3YOG3tgev5gmGtC24z1Cq3x+Aif8LUvzsHgr/lfNnztv59IQ0N74QlzUnHgaiFXaUap2jr3zR5bQBNhFFLxAVyInrDAEIp4Ao3gwv+F4VNilWcoiamm7W0cUpsSxDtrA/qS6acaPJTdNSNlzyKcitCeR1bv7zn5Nd9E+qifcP8q8MOUP/jtp7z9417Ou5uH+QAP8UF7gPNyk1FXbMsJm+lmDRDsGaYzSvFsndPY72QbFRTr1Hq20JI8qE1BNyt06uHyBJtaUhEHysWDBWxoGeiIlyu6bWK92XvQG0gJNEND2DTEzYobH1jRV7UM0/v5jn/9mvtXec+h2G/5XfCP/wUxZUI3YprqbBOL5abVtOc+sEjEMdAET1E9RTACuZodB2pcNupWapV1FrytRrQmBomUIKwndU/66vpZosvISnI9M2ZoW/ucqGg/Yql4Fsj1bb7zDT+HN3f33nTg2ZbX/fJ38rp3vIJXvAceeSLz8O2J9Zhpc2E1ZdZ5pKvgeaWepEhM6XSk15FkhWgTgtJzScdQB9UetN6FC1oZaeOGJFO1XXRphttWbmhGfPDeTZT1uEdgVWKpGZH2kqa/gEcf9/ol8OOD8qqve+ddqYe7Yjn3997z5AH5ZgdAyhZ8tk8a77aeN9tjKaWuW1bvUcjzBgcJPtixnfu/tV+sbmOwS9dt/I7XvZJf+uoXbkOdy/d95BfwwH/+m1zgo7S5zMGPc5UdA+ArNXFQ/ztW+WoikqMRz5X9drUcObYTvDoZsrXCSu5JAsp7V/6ff37IKgOeeaEsKa1Fk1vOLfKfWmezThn8QaaytD8JAq2CKnMg38I8m2KmszExEtUTdKiBRSTibF8JnumvfkYiFhTJgqWEfNkvIH72Jz5/dfUsyzf9NeFtv8DYKFiyJYGiBV08mbU6k8yJSeb2qmEGzixt19001Bn7IBXS7Scyqa4Z0Qcs+xlGTQwxT8UtwZDGFsu5a4d8BmpGeJEl8PlXby9LfQQNhBLJEijRpW3tKIgFtn2VBkWd0QOlESwG3y8HJG7qQNuT+5hExAqCEcVnPhC/CpnEiguCZU85XcFywNNlgzN366GQsmcDjFVa3V0KZ4/33Pg5f4700T/x/lXe0yx//DtP+I1vNPTdgo5+L6sKp3Ybs4Ba9EQp0e2wSulo0hYzpeSWmATN4u43sXgClCiUrRBTQWQDyZ+0VgKiDVMINOeJ1BYiA9oWd9cwwarH47gK5LahGz3hcQgTlzcLU8tuUPni4ze8fM/3AxVKiA/qbNNRcvB+oSnkJlJuVwBd9cuCEUug1cJIJkcYSgcInhpKCOIC2gUk4xkqk7o14pN9zxiFpLXy1MFzSTVmo4HhJDtYjqVKM8zTY69v87+/8ZP5+O7l96vmnnZ59a97D/Ynz4jlgqb4MOL2umHTeJKdqEZKykXTYkGQkpliohDo1C3pgsFEotDQMDrDjDHRso2Ny2vFECukoIQpENKWHHomRq9MUTzep0CAtE3ELGzbAVsrUxS4c0aY0tLX3a1mfVeY5r/xya89JIUPylVm+Tosd5VF5ojkPEYvcrh8YY7t8GhHM+XLdgZv7Br+57e84Wmd4wuhPPFRv5TrGOKFabYdCN4xy7UIXPX72zvGNazzbj+ubj+zyTJLNPa3Odx8JYFVeJEBZoBf/ceutp+5VHaUNLm2OdSo9euOk9SZ5JghVhcGqltDtJoBrLLMy3FdW2uiEMwtdNKe3jkWz44UXDdNnKo1WEE+5lXEL/n8e1cvd7l829c5i1zEGRqtlnIzm6zBKI3W5CRuG5dbdQa5BgqqKFOTKZ2ijboEoxYVJce8WMlZTY6yKzPr7BZQ2rmUIy+D64NN68s4a+VFB5gBvvLnt6g4CJ667Ox8mHtoZ5W3HS42H4X+PBGLtz+pWkKoGcOswVTczkuqa22YU7VDDK5hTpIJGFk638acfQ6qzClo1nkkqbfvGaeLQjMI6ycb1qc/g+Yzf/F9qrVnXv7ED6z54Qcf5L39g3wgPMwdbnJuD7DRU8bSMWnHkE8YplNUE7kkxvHU69QCWmLVNvdo7rCSEHMW1ErExoY8tdhmhZWGZtyzjFFBpoSVyMY6ptwTty0ndxrObitx4T2EmIX+QhZXyti97D7V2HMsv/nXLh8tp2o1V3XNAlLZdZGqJV4NFDEmc8s/tVi71kjEg7AlFEY8pbZWgB1q8KqKMIWIhsA614G9GBo8eVMwMBGGtTG1Lq3TpNX9R92Z5nTDz3/lCZ9/+lH3p86eRXn0176XR9/R8ei7hVe9r/DQ+cSNbeZsmFhPE/2UOR1H1tNANL/He51oKURTkuUludGaDY1kYrVPrZ4ltDbSpQti9MD7uYgUQsjuwTG57CM2W/R0w3h2ydKw6zNSV9sFLr92dXcwyHMGzbkUPv2f/ZCPZvcx2bXooQLoGexe2dbYoTQ53G8f8M6bHgNn5vW77T0C9poHH/BDP/WFz1jsFxHh37zy5zCD1QNwXE9bxA6lEIuu+XowLPvyAdg71v5+h+BaKrjbMdPHwGF/H2VD5he+7xvvRhU8b6XkCfvKL8YWrXJNdXq84dxkIzV7WsaST3EvAVazpeESHJgXt4wZPFus4DdVx4yaic69mh0sm5gfO42OKOIMZLTKNDKSCvL1X/38VdRdKCkF/uxvNzQqJRUHyAlKULeji9WrWdSZm6pLVpQcq6dyqzubOQELRk65Rqg7UPayDFkoUijNROkL1usi4Zjb9ZXMgSgm2dO6dplbMvErv+X9z3t9PZeyGQq/6q+OpCm6jnvt2f20nZwBq4M0KqgmeGazTItNiWYLcRJkcXZxgKyhZomhMsQyMvcBM+BIjATLBIFgdQ5AjF4ngrrsqVGlnZRYjFB9oPsL4eQDNzj9svvrkvFMS9MEPucvrHn36Rnv7W7wWHyQC07Y2opLO2NTThjKikk7tuWEcTqrjhrCOK4peU3JLtcQxLOlTS1l6MkXZ1huCTnunm8lICromNiWjpI74qbj5E6kH/Zas+FOGjkSt5F40XD6WMfN9wXarRDuPMYPfu+X3qdae5bl/A780a/w9OMmlO0JxVINuIyeTW4PBwQVwrYhaEDIaJOxpExUn+Z69zcKySbE3PN+lm5QZ6+iKZsYmEJV0Bk0k4FBTs5wxhG0Maam1Aynbheo/UB/8wn+7qt/1vNfX8+htKsTHn7LH+Hh9/Y88r7Ayz9QOL0s9EPhdJs5HUbW48iqTKzzSF8movnMal8DA1c20FhevNs7tvRcchqepI0jIeWFmAtS5RmyobctbdgQ2y2cbtB+T6JBzY6ZMsQttBfwyGPkRx5DV1veYRf8gf/43Pvr5wyav+I/f4BtfR7J3n8A1Ea0w17HkGMPHO8DYuq2i1PGPjjbTac6gqkM6zG+2wPPjgGrq0b9E/7lp37sfbXferblbWcv543hhN0IZS77wHavIq4bvByBaNkD3V7Verhedq95j0O2WqtJz6zT3TtWlS38w/FHnsNZP/9Fv/7/C5r3wK4tqYUt5cVWeQkUm8u8fTQP8msqu1xBiFkNRItAWwFxzbjmYE99nwVY4wC5zR4wMjPPaYI4+brkQYYiBfnrX/2ibNef/cmJmw+bJx2p4FkbnGmONRlJ2gsAjIZ25gKz4GyyiacPLk1xtjl5BzQHZ6ooJRZnkvuC9cX3n6elZwkH83X1AM7Sj+g6o+uy+81a/tYPvLiyXn7Z35g8K6MJzZgI2xbLDWFMpCGy3gbagapprgO3PTJjagIlVumQZGKRyjwXEKnBqXP/4BZzqTLQpTJ2ZrLonI1ACYG+ZDr1YFuTOtlSTTtObidu/tpvu0819tzKz/z8xI9/9Ir3rm/wgfaM98tDPMmNCpxP2NgJ23LKlHtG7ZlKz2Z8kFJ6B3/F0whPw5pxc5My9WiuZuWATu7LrpsVeVxjQ0/IDf0mkXxCANH6HNSA5MAokU3j3rlhTHSjJ+oYbvjMDQJPvOPP3dd6e8bl9/xe5pj00EyEpuplg6cXt3XNvqehapuTy+vE7/uUhaYokexPsaDVr9mlGQGjrZkqZyninFo64RlPDSjRZRnt6K+ShHHt/b8EsKRYm9GmwI3b/NBbPue+VtuzLevP+c3c/PFHufl44sHHhUcfV25eZPqxcLqduDlMnI4T62lknQf6MnFatrSWETOSFhKZTjfcsCfpalCg1OdkZCKSWck5p/E2q/YOTbNF1i5Lqg27khyeij5maAeh0UJcX8LJBksQNif1fhH+8Pc99pzP/TmD5k+82V+7fKcjPAS9MgPaOVrvwKvriEWeix1Nkx4AwZlJ3gfWxyz1IfP8EW3DZzx045me6gum/IfXfx6LROPIIeNqwN1cxw5u98GuLIxy3e4IYR8C5f1t9PC9SjSuuAEeHu0ZnuV9Lq9/61PMllCZ5cn9mlvXp2lSZxHQI6YfSOadZQ3sWwA0FTxXQG4pg5RD4N1O1YquMoBtdkmIuG7XmefqzPGmV8GbXzzTfMflm/5QIkcltw6ec1PIVVKh0WUXyyt5AOAMhK31IBuiLW4abjE3MzvqrznBiezfCbqAamKmtBPaZbQv5KRXJqqAHdB+kTXrT3hdOBjoWQ3YczcBYdPhQX8EyEJ3EWgGFo9wqcF/PtR26y0ISE2rGyQjZCQEgvj0tMe6+oxIok5TV8YumbPMObpvYypKm13DHzOsz+Fm81NoXvGR96O67kr5yv+t4f03Oz7Q3+BWe8btcMo5Z2xYO3jWUy71lLGsGMqakhuKRjbDDTbbhxjHM3LuFqBcpg4tifHOA5TLB7DNKUwNqQSfvZofl0VgTEwSuWxacmmQoWF1u+HsFqy2htRZHFgmDbzIXU0WfO/Lm960485mjCHmgKoE5LIhDM0yIrP1ltIVsvoooVi1nhMImBseMbf1QnUaR2p7jqZEVcYQ0Wq1CNCPvm9OnngpmHmilWg+mE/qz4J+4HNem3h1c3r/6uw5ltWXfjMnH+g5uxU5uwNnF3B2oaxHZTUWHrgYednF5SLVaDWTtLDOW050Q68jreVqWwu9bWgZeZDHeDB+kJN0hzYOSE0TL/McgGRS3JBKoRugkYHYbJCzO+Qb55TVSGWggLmP84ad7gIOec53xmc8esrNyHWY66DsGOhjcDuD2rqz7a/b+77cEfPy/fXsrZO9ffYZ6d267/yMF27k9dMpZ7Hjc1av3sOhM3i1nTZ5BtNHQHZnO8euTpeyzxJXpm0Bx/PnYyb5Q/2lurx+UffieuiFT/qZ6KpzYGZHdnP7RPv8fdYWJ8VSQWNx9nO/gQoO2qKizeTbzR7O1SHDGl0AtMsB3J7ogJWOs0a67NJ0txP85b/0PNfS3S0vuxn5pDfD1GRy44xxSbMzRtUix8omp4I16vU128vVID8NxR0xWq9Pi7bX1Rhqs19zITcutSi9A+XS7ED1UxXDKFYoKfPL39o8T7Vzd8ov+BRhHYwSlO3ZQF5PaPKp6ZmVB9zSJFY9Zm+gETMjjYFY3JvZLRBn/bIHSQH+cDNFKFUbCmF205Aq08AfhCaBaEpTCsmsPpCMWHy8uL4defBLvvnqibyIyitfKTSfnnh83fF4u+bJdMaFrDjnhNvcYGBFtoat9VyWU7Z6wna6QS4rwIMGp7xmmtZcnL+cabxBGU+xKtsAQUtCFXS7Ik8dg7XY0CIl0o2BszvOwgmya9sKkoWQA+1l4ub7Eu2FEAfh0df+lvtYY8+82Bd9Edp5wKNerrCxc12zesp2qnxUxP2Sw7YjjYkkE0JB2pEx+tyIEplhVkRpzFlRH+0505wlVAs6lxolVYp4GEBT3PEFcBeghRnFWe+o2MkF/+gNn3X/KuwulOYj3sJp/gmsnmg4e0I4vYD11jg9Vx64nTkbCk1WTrYjj1xsuDkO3Ji2dJp9gG1KrwOtZR7Kt3iYJ7nBHVqZFjIiVG15Hy7obMu6DKybJ2jThrDeUM7OscWSbm7Ytkt4srrAHvog2m4gTfz+j3vgOZ/3c1ZGP/gP/lNNYFJLBb8BnIE0cMDg2xg71L/sskz/2cExYG+x7K+fd5TdNvvrZK/yDsC38Yq24WV9+2xO9QVV/v6rfxbtD/+VPaZrb9RyhQXbR8bXfa51K3AlVfbTCqXeTeGGGSbuj42Avz39IJsPFP7Xl/3cp3G8+1/yb/1EwDypEKBW6il6xNqcfXGRQuxPhsztMdiO+SgVVFQGZN5GklS3jNqpa3QmWoDWWSMxcTeNKEgUKFaZIAUJWAR51athtXr+KugelX/4m9Y8/DtvIYHFPm653eMMgGtfYvPshgf+LeB4DohlJ7dQFIsFqgf0taDYjr9WRjaou5jMnvnLwBT+yg9ekOW9/KXPvDspWu91+cTfP4FEGgwbjLzKyFBIEimS2TZKiXk3u7Hfr2hi6idCjIhGKAWkELRa0AUHyFIDKEWkujUXAkbCp2ZLtZxr8EP7OiWqEYsSi/98M8KD8VOREK8/mRdR+ct/I/GFbzVOxp5OC8GUs+yNe0PHRKDXkXW4RG1i0g4NgZIjltc0IVPClhQHb9cqqLWu+x8fwNpMM6wI7UjSS/e93R/PWe17FKQEZ6oJqDYwjCQgrQqpFKLAne/7E7wrRF7zsX/0flXZ0y9m8It+oZsPdbg936hYO6JtRMfglnPFbRHV4gHEiFKIufU8UlYoZDINRQwzIc+uT2YEqQM787RUJsIUauIeg2w+b6XVes7qi2DkJrv8LhZ+5mvTi1JGd1z6P/SvWP/OlzGuM+vTjAYjtLAVoxuUB7KxapXbJy2XqnQ5E6IjxhUjQ3IspuKpy71fmMgWeNC2KIltuGCk56KDbRKs9DuMQ7XTlerfLBmZGqQIWUbyqqBjC7dvAsKX/+D76drEb/6YZx/s+pxB89UEybJbfg0+mwGzcWhxNnMUtmxcgdw+k7yrqcODHgPl5XflcDsRvvOzPvZpndeLoXxi8zD/d64anQM2+amA7g6sHRZdVn/oaefD/XbDGFt+14432CvfOr7rKf6uF2CZg/eWQdv82XWws+LFoGoGw2Ebv8JEz4y97G4OjcyWgcTZQyBTe+MKsD1/mgXdgWdq1EkEtMo5vuprn596eR7Kax+FH7mTHa5VuUV9UtX/64Ak2JJG26t8D+SKONO/uELUPicczVBds59VeYevt2XS6mBgxG7/b/zRzT2sjbtXVG2ZqhSEOLl1XJbEJhQ0RJSE5YKokaIRRclnkDtFmjpdXd0xELc6zAYJJTDiKSGMIBOAB6n6B9+3Wmb6ZJbtCBI1otZ7oNbxyR3hkV/0fz2/lXSPighsPlZ4z7RiNU20VbOcNZE1sWJLRBm0ZeImbZjozMGvWHZnyuo1DIbZirbdotoQ4kgq3h/Y/EAuEUKsvs0Nm06wJhKz0Q6Fdio0U6asRqYzZXuqHhC7i3Pj1o/97RcHaB7H5d6ckz9JLERtkFGRUShWbcfiiLZKQdFNworUxCZg9eQjRmRum8pY3TIIMFXZiiBEjFXJDCWSo1soul0aS46NGTSbuL0jgK0G/tFbXngJp55NERHWt15DPnk727MLcip1IAxDMUJnlBhIWbmxGRnayEYaEGEUDx5utHjacRVWsqXgdoyFxBgFaN2eFQgUYhgpmujCOeRTzCCHgdwKuekpzcQ0rbDcYJcr15vp7rr99Xfcek6g+TnLMx5tnw4LcDyXP8+V4jhuBiDHDPJTaQAW8uOadUfHPlhjwiv669J9vzjL1738p+1VwX5l7pe67BoXDbfi2XfimA9ne72vsV+ZB0GBcvR9OTBXL4vBH7jxaXfnxJ+PsrpxbRs6HJzMnbT5tFvrQSeaMhqdVVB2Eo0l0UmsgPdAYuFymFnnbEk9dLupcoxZvhG1apj95fq4gJzefJ4q5t6Xv/qL1q5h7tz5QmNZJBmly1hXNeRhp0UuaUTbCesy1mp1zPDgwKVLmDXnodrLtROlc1mG9QW6Wc6hh214N5FyWOryr/jUh5/H2nn2JQThJM6epUbusteh7A2azT2aLQlTC9s1FRAApogVmlEIc/psIHg6wEp5iGufRRE8kDVQp8DFNaOeXNs7m9Ym2pKJNnti+5/RjHB2/iCxffHPnszl9/7uwAceDDx+tuJ227ONDZvQchF6ttKzpWfDmoxbzhULbEvHZK51HsoatRbVliA7uaOWiKqQhzWl9GzGE4aLB9DtGQwrQm5Y30mc3IkuG5h1BfVNVJACaRNZJOsKr/mEv3j/KuuZlK6D1rMnmgo2Nm7Jp4c3sAQjaCJuk59rTYMNRhGBdiTLHL4qywy6MMs0jIguWSxHhIy4cZJCUwxPrCnkAFNX7VgrmJZqy//Qyy5p4ot/9mQu8b//n1l94JQH3tezvhNoR2gGl6j0I7TZ6MdCU2rdlUKbJ7qaQbDTaYnHFnY4JFDAlN4uObEND+QneYT3cyM+yUn7BF13SbhxCzs792dFnQrcp0kInm3Rmok5uPsvve2Vz+l8nxPTPJXCnVGv0s3H7NyVsi/R2HsaXdHYHh102cV2vwEsSUsWJvXgpxZE90WvOPvwJ/UiKh/ZzUDJluqZQ3yc3dnfegd6d9+vq+xdHc6M9RxY8uEnk3YPX6nD7X3S/1u27+DXnH3C0ziz+1vKsEHtjrtS1Ah0zG8VH3vs2u8VLBV277Mm3JhJi3pDqBxs73WlWE2SYurbzgpPIkhQX14q+yxUZlqRn/ML71VV3Jfyia9qseSZ/5gD96g1abZMd3qSk9oRLGPl2XJRnGUWKFSt+PHA7mhG6vBa7r4pNUp7HoBGrVkMfctveu+T/OI3vfADi5+8KOTRz6lUa4qmQKiZAHWxS6yyjNn6yOrJWsCITG0mBA/cM9U6S1K8aoJbzQWp2f72SAzvio1Y5RrgEo55oD534cFNS3j447/8vtTTvSqf9gmBJ28oj99OnAwdrap3yBnGkgm0u/GZQbFAlIkoowMBDZ4oQz2ISEqCEgkxY9uGEN3OL0khNNknt6IeZi+d+6ESQBSdIiW3MEB7kVi/D6abGY1w/s5/wAMv/5n3qbaefrEnPoiFwfuDqUOJbkuJUaaElqZa+YX6LBNMXVIRQtUkm0IOKDXtO5BJ1SnDmOpnqwEPAaNxlE43TQwxUBMzevud1U3M1V77pFj4yo9+/fNfSfewpE/7mbR/YU13a8PJ6QQhww1FI5Qat74SZUrKVBRFmBLk6Pd9MI+BCBRXECk0UlASwsalG7FgwRjMfd6txNrP1wER6k4plglh8OukkSgTZXVOfrRgFzegRP739z3Opz7y7AMwnxNo/vnf9i42s//Kfllu0kNQdvCQw3YIbgFlV2HZwYT//kNuAcnirOj+seZtZta1vn392168zgJPVT6zfQX/cno3cDA+2JU60r0OQB9ux3Id2K9Km1fv0217bHUFLPvjl/3f2P/Zb57eQTElvsAjs8c/90tApz1ZAFADmhyUMdPGgDNzojWTHHuWi7vKq0PnXfe5DDTN9YkCSwY7IkgE08ws9TATsFDv2HqcaiUVf9nvuqf1cT/Km18hfO+tHes7WzbNo8Elbth0SfeM4LrlAHVUcdCGD5ruQdcwA+oZkDsbfTzot6P+aT7c17/zgv/lM+7aqd+z8oVfmZnwvzvlSJkaSgNFG1QLlOKBYRZoRkGmiPWZ8WTCcGcX92e2HSKg6kS1QWNGS0LQajtXEErVgc6sntQxjhGsAm2s2oUJ1QCCbgs3/6vfer+q6p6Vk4/O3LqdePBOQz/lOuzFL0p2ANeSyQRmUfKoYHS0YSSYp2OOGGbRbSYPOmzck7gktAhyuUZPLinBmBoBCZ7OeIqEEtyxMRViA5t1ppx5SnkxuPj+vwyf8sK3nrPf9CsJxe3yQj8gU0OwVOsnk0OmSIYE2hWKKZqhbBqKOaOstrNDhOoyWvt8JbGVSoGIs8sFqVyd135XlLEEcvTEPSZxF3I1290qWDfxy179xvtRTfe0hPI6uicv6R7cklv3159jRzSaq4XMCEVpAQSmkFlrYUgtWTMEXGcvhkrY8fy12wioa5at0MkFYmvilGjHgjKQ48jUbMgpMaaR0hSm7Sml9LA5rZl34X/+sR/nj33c6571uT4n0PxA8+HAz+FDZoeh6+NmH1Tv47i9h9vSISz9wnUb7gDMcjBheXAuW78EhPfH5c889JP5xPf9b1wBwsKufhfm+Ag/V6DgZX8QYwf7HBz7SP4xA/WnW7PXDYxeaEX606eY8DgCwQuHsOP3zTy1sth8ywdnkI/PO+wOZbHO28FiUmIivu9yLSoFNx9Xa6VLeEm26z/308/4Kf/w/Yt93Mwii1SHhzkF9nwt9n3hxPcxmzWyujzgPPPiITt9vPvBdV6+vvjr+OQaZdo8KBMNi15eo7Jtoqd67w1SqFrwsLCgYYoenR4cxIXg8/qy2DtVz2bm6VJjf0oyOh8IVMeCen2iGd1k9NsXYQbRp1F+z68M/L7vFW6dNazHiUbV7ctMiaHQaGGwgiK0ZLCIEYjLcKeC4gCq0eUuopi2lCZQihKmjqbdkjQS+g0pKAmj3QJRoMGdaJLVpEy2c045fry+GEp3tWH7LWuLw0sUgyKkqcFyD+r+1oYRKMjs8pJgKj1aqyLvZQNcenGZB33VUg5DaibLEkDF5Uzt6M6kUm0ALSlpPT5v1fJ8FvmFX0r6e7+F1a2eqVOmzq1Dc4QmQBuN1eCJj4bGIAhZlSHGpZnNMQ6zf4khNKIUbbECTZyAiMkFU2yJUhiawrQaMG0xbaF0TmFT9f/Vn5ll1uuojT+L8pwov7/+Ka85tJt7xn+MXPN6imPN5PQ8aluW1/0O9rl6rAdf2OTmsy4fs6p6yiNW7AD4YgtTvEwxX5clsD705nKtTvmIqZt/6rjsZk52tnO/svkJL4q0w82v/lq0XeEK2H3bODis6H1UtQNxEqQ+jLyjpFXXO1dPZ2uq7ZDYzrN5BoOxplqNVV+bnG31qGu3s3NNrr/sZS/SlLcfpnzKq1duhRbdg9pSdj/sxXqu1BTbrsn1pCcuMdCUsWaCPrsdUVewrqZjTbZ4OSMs2vylXNeH7Q8cq4TMTFEKRuF3vuWFL80A+Lu/LdGLd5ljm90DO1V9eHI9/pLWbL9/MPzh45YmmCZKjBQaVBuMWKe+pQKKidmD33WJR92HhL1uZP4dIZgRixGzcdK+5Xmvn+ejfOZbI0NnXLbCnT5xnhIXoWEbO6bQkiWQ65CiVDg30LBhzaAtl/km2+KezlNZuca5NKhFQonELEQxggkSCxLKnupRdpd1HihlgSEim0hznuifSIStYAVufOKLIAgQkD/z19AmQgnopkMnD/yyEqveewegZiZ5xyfZImlpJNOq0TPRMdAykZg8iyU1GHC+/2unEcwW27muGE12S7sDvkqp8SjGT3zZSyemar+E/+qnETYdcZPoLhL9nUB/KXRjdWItEIuSipImJRSlmzx7YD+N3Bw39GWk1UxnhWRKqpKvEGZLTIHgLLQdgBFqDMU8MC+ITEgYCc0W0hbOnoB2AyHzNR/9hud0rs9pOP9f//Mf4cl8BIJs+WfvO0ej1n3m8vDrIVKbRweH+xnO5C0R7vtM0EyFLMu8x/7pjz7w9E7qxVhk9wjaLVt4ieX7/vvCOl+DYRfgvC9m3qeo6+fKJ3HI/9ty/IPfBb5m+i6+LH8Sb0wPPuNTfD7L9s99PnAHq86EOrenvYySADJ7kJl3vhgHEo0Dj2Z8pmOxXIwO3gx82m6uSRNQw6SGXou38znduVgF5PPf8pNeXClYn24REWjKMl2/MAWLXVyt23DYfexPPh0X2/t3PsbMSC371BTSEmZ2Yt5mj51eDuN3wB99+2N86ce9jJf3L2zP5s/9g4VpEBoENKHVkzoIhKIwGdYb0imSQFdKCa5/LmHyAfCcKXAefC8VN2vwAyZNHWoGiiUQw0R212khQHZssz82jFAzyT/4hi953uvn+SgpCtt1YegCmy5xss20MTKYso0NydYoAdWIqzwjiYlEQS2BlAX4CbtEJlZ9iFUDEH3SYNujJtAoOgklTTVZUoYUCBYIWZBtJCK0AabVxKCFUITLb/vd5I/+1aT2hR0LpL/+FxFsQPr6XMtNTW4EmCBBMC2UokxqlAlsEsoYKaWtk3uyWNEpwWf6ar8eMRKFjkAwQSViqAcM1m5Y92a+itT7SiFlH6Va8Gv1pW966P5W1j0qcnpKuFiRti1pGEnTRBqMpi2k1pvcejDaosQebCwMyZhSoMEYxXXix7PdYm6r6smTCqA04n2R5oY2K3F0brqYs9eTjAwiTK0xBcVKZBp66CZoC7/y3d/DF7/2Udr07IIxnxNo/pb3Xz7Fmqd6YtVKWR6CHD3xOHzgXZuKqwK1wMI42/7DbPn9Q7T+Wz7qpcnIAZxK4rxOLx1D2F05XGZmR4D5mgtRgcVyyYTD6yZHv3UAKLjaDAT+6J1/y1958Gc/jbO6j+Wd33Hw9UAitIzNfFRreye7DObYNffZlnmfnViA87xr2F01AZdrwCIvgErYG3tyDRxkfNYX39VTfyGVtjO2NTgEYPF9E/Yqdr7XK4jzdHM7cD33NfMxgh32KwvmO7o/jqeqr72ndiPQP/0DH+CPfMKrnsvp3vPyfe/b1UPKgawBK1aBViLPacbbjPUB6yJ0Ak0dIGrEphZsQlUIrWf5Q0FiJkgGmxMSzNZ2Myfk1L6ZoPhgEPHPRQKlWgEmjJThgTf+svtUS/e+DA9khg+0bNrApm9JCAljUKUJkcYik0SSBdzpugUyExNFhV5gWxQpHX26JFokBs/YSOkRJrS4DCkM0ZOOTpcwBEIr1SWmuEyjg9JkaDOlLYyn7mUOfonu/PDf4MGP+fX3s7o+bAnvfu/uUZMyREVUCdHjHWQCpgBjhKmB3DPlleueBScpUIJ4oqlowZ0YRFEDd7FWsoUaw20HzhoWvJcO6tkAk8qSAj5Otf8WsGB87qte2ITRcyqXp4TLJ4hDpNk2tB3k1ggrXQbDJdjix94DiJByZq0Grbk2OQiTtAQbKRLItb+exGomUUFFSO3WZx77qaZFb1HtyHlNmTrKFFHt0NxDbpkzBCLwDx9/nC98+aPP6jSfE2j+5Ac7/u0TwzPfUZZ/nmbZR2FXwfYSLMXeg3KPZcbgDavr032/FMorZc0P2pMLJLtavUcPfNlNbnyoS7EPqq8GGF6zw450ur4Y/Mb1Jz3FyhdQefSj4P3/+XBZrTBbwMDVkzzItgXVGYO96rdlfxPDdJ/Jr8ewOsg2399m/+c9eZHnSHFQ1z7w8rtyyi/E8mBvvHuamU3ZG2jsDWKuadtLZqV5hgR2Ps/zfscDu6dgp6+U/X13wxx+1Zte+LZzr3lAeNeT3gpLrJIWqVknZ3nQnMDlStm7sTXW+gxgje9Pg6p4lkVtiUxkscpOWwUhO7Z/1wP5kqAOQ0R9ejv1D9zj2rh/pb2pTI2QkzA0QlMiyZJP9WMUiaxzxCzQWCZZRggEMg2Te2lbIASPewjVCzsAIrpHiHj97vfdtqtyZi94MfdzliI0m8h4MgfTwtkbXvjOPPbQDeSDt/28SnRm14Lbz9XX4ns/g11xlwaZ68eobi81kZVkINJQCGyJ1Zp80lSlGpAtUiSCzYYku9kUM6t169/ny7F6luzmi6OcEaZEGCOhCHES2jGw2tjilz/PSYkqYwOIMEaFJDQ2x0QEHwDWtOVIZf8NCDsrwKss3bzUaqZSRSS7m0fKMCn1ocrnPPzsGf/nBJr/5k/6CN7yjT9c3TrrH1yfVfP0P1KzAs7s0AGwPSrHD7DlwSYLXX+QBdAO973Ksu72e3T1wp46fS7ldc0ZPzTe2i04YoOBvU50b7P9AYgcr9tjo2eweA3YWPpjOb5ou9+bl7wpPMhbu2c3uns+S/vf/QUuv/qzQdVNAsLySGJ+muyzx7KX6eS6jJcHoJidbENmtwyRg3Y7OzaLBcTc8072rqVWUK2iLykf2+PyihuBd9/eeTfZwYNvnurYZ5phedrvX4LlWam7L0F31n8yJ+uAmSHdB+QH/YrsDc6LQBA+/kbLG66LsnuBlT/7qwI//48UchSISjvODwCf2i9AFnOeWH0C2r2wBe2UOSGVJdcNYiDB09y633tNXHIwEp8fk64nNQmouAexh/yIs0khUoK4X66AvMAddp5LOX1YmTqjRCHHwJCMNgeaEBhDJGnx+iiePMbMk8e4UV9LYxOTNqgJjQwYLSlAUGfcYqNkDQQaSlPIEkFa1/M35gGeHWgHMsdeADYI7ROACnld4LWfTOofuc+19eGL/bY/RPm9X4pMrsW2tmBxwlqhNBPaRZdijJFpiOQc0CxYaSlT67aJomjeWcwVizWbsSwGiTNzIUA0o1TyycfosltXDX3m92BCmMLTS677Yi7Ngw6aNThoLkLIsii6glczooaoEIv5ILkojQhBlSZnQjCyCEmMgpHNJUpKQyiFJKClISi0RZhKQqz1WZbSEi0RSiSokNUIzTnD2siSsdLz07tHWadnD32fE2j+2G96e1Vw7pU6+3ngDXn8foXVOWKPhYoM6kZ2tP74894Xsb1H3IeiUV9C5U3xJv+Ud1091T3AvAQm7GOO/XJ8TWQHDGdmGthlYFuOfyhQ2B17BzLmFvLD3OLLbn0Lf/qBn/GszvP5Kps/81Nd1708UJQ5JYSXXUXtEzcH7bACEWbWWLxt6n49X3MfmNRRpokH/1VQbrVODTweC64MdF5q5bUnge+8nA7v4yVT4vyZHaMc6vtxtchRxzHXebJdW5X9q3g4sL8i/xL8AlT7v++6M/AHfuDH+QNvfvVzP+l7WL7wD3v7SkWQsWGIQmmESSAHo4SGEioL3WYsNf7krzSbWAYZkOK6WdOI5hZMyDItVR+Sp+ouEgkhIObaXCUQUDAfWhqeWt4vqexe97me7nV5+EHlxztjbIUcZuCciGoEVaAFXDvbl5FOJgRBTUjkajcHDSOxFFo2iBhJJw8g1oSoa8nD0BKtELIhgxCagHRAV8Fza1iXKdnTPJd2pJx6eg9+7D9w+7v/Ejfe+qvva319uCK/7zf4M6Y1JAzIeYKS0MmIY0HHgo5KHkBGIWXIBdSUYpk5VN0T1MUa4jAiKBOJBr/ls0VnQRVyCH49SkZiArVdaIQ5KPTYlB3b/FLvr239ADJ0PkDQQCjBg/8mIY1GjdUkN9BkxxRtLvRRGBH6XChMjBjZqlu2eZCmipBQclACkZQGDCNTiDahNiJsMe3JeUUurl0v2ZisIecVaI8I/NPx/fz9x97D5z/y7JKcPCfQnJ9VG7gOse0/kfaQxAFDfbQZ7CHz69bb3v7P5u988ZSx6pk/xKjikGleqvgqchZ5+hV27XDkw+z6g/mJp3Xs+1uOAFQtH8oub3/dwiRXTLeAvoM6l6PtbDdbEnYyjsP7wWqAi2BmNQnFS7cMFGc1D3zYj0Hz/L3Whezb+YQFUC9BmE/VlzyTZXa0UuA/3d4+m1N8Xsvc3mzuG5HFjWhxJZoDW5fMWrUR74Tl+Ohkztwwm5nPyQYKatFtthag7CyzB1Bl3LU5OPtcGWUTZ5lzgvzSdJtbymCQo1GCSzRyFkoUNAgaAqpKkVBZeGfi50t2yFfM10RrG6/Ehe1twy7j61yW2BTZtQlqSnoNex24wPjE992zerjrZX68CT7zUeMaDqQq7JZ50tt6T9h+j+xSDcFdMaKnN6q+zQnDSJZREyKJaEYyY7J5H2eio0llWMVf5aUszQAmQ3B5jBTPMin751+lVzW5LbsoVvAGXkmjK/Bwj+k7cBjY+fUfLEOWYNk5KdNhlmn4/u3Fsz7N59Q9/aGPe4Tf972P+Zf9u/nopPe72wVAXOdTdrD1/k57n5eDXYOID+73vV99iZPN79HLw1HsfhDTdczyka3cYYex1zUfA+uFuT682Fer9/prEkT4Ow9+3tM9rftW0mf8BqZ/9We5Djx7qztkmoGlzncsZd2jMvNWmdCFjRDzTjv4EecAv6XbXphm6jW0A8ZTTFB5aYPmx22sbg177c2O3veXC/OTsJadcMw3r3W4SDpmUDhr3XxL4aql0VONvgUhIfytT3r9czzbe19+8WcKX/evDBOYmoLGgkkhWCGqErQgJROzYlPxukfdvquZlhkQTer6WxEsFGfUFAiKFgd/YpGixbnl4HIMdxhwwKwERkk0FlBxDw0VGFNg2720O+w7k5FbY2pgSkIbKzgOgRyC286FwETypDDGAtyyJQxfl5goGmmtpU8XYMUnx6KRYySEQug8HXqIgjQQGpAkSEhIKO7bLNFHKpuG5k5HXhdKV9Cu4cGf/JX3u7o+bNHP/K+I/+Kf+Thu61kS1arlfYASjZKclZykkMvkpIM2lNzUz4ZOVNvEQCke/Cd4ZjrvSxrEDDcFjEQrNJoJqkQtJA00pTBqcIOSbMQspFFIQySML3HQfDlB0xJKIFQduagQcg2KLJ7pU0ew1uVJqRhNqR7XuSCM5OBkxxgiQ2jRSTEKJg0p+4yL0hBIRE0YDWItYi3BAtEgqaH1ujRpS+7P0dJCSay04X989Uc+69N8bmN6mc2j52LXPVfqtvMo+Ig9Y484+rC/Bwc6g/nBeSXSXfaAoW+3zZn+OehYXsjlMXUXk3022ernmW3YCZIruznvbCzJMeRgxVPw/weA/DoQcaQq37tmJtcB7BdeKWGkdPlgmWuROVrGDigfJNfYh9biyU7q5yUQcO84u+Qo8+/srtMM9lR2aaAddHvSDtOChJdmZ/xBNt7LLoOFsNeE58HFzCTMe839ke195rAxLyDc9gbvO7Bttpdye79jOui6DKxguNXti6HINtBuazsrCSEQNJI1oiGTG5gkU1JEm+Spx6stHSIQRiT5dLQG8Wx02kGYEM2UHJBmoOgKIxOConjWtYii5v7DJgWrdmpF4lLzKs60jklqPMWLpGKfYbk9KlNjDB1sO2/i7eRSjSLuDFBk58JzmCneG2CoyWGEQCOZYEZjrqSRMXhik+TXN5XoThJjQ0wCSZBWkA7XAbcjqgVtJsoUaLaRVAJlCITwItCWy+CDOgNUEBtrk/UERyEHgrbIKIQJUjFKEYoKyRRVZSqembKogSqdTBSgWCEwMhBoyEuKE7UJUTBJdFYoKuRSSJqq3ziE4r7jaRJiDsTpRVCXz6HYZgNBCNuWMG2JOdRwkZruqDpWiu4/3QQLntxIxPuAHAIiUELNqhjNLRSZoD7rhE1Nd94CPvA3U7CWUNzRNRXIQ8C0c3efbgPmvt3PpTynq/gHv/uxoyXPsJPbI4MPiOd9DfPxax85HBxIOPz9ve0MfvTypZmJB+CHy22gspn+iQPAbPvs8F4tzdN0cxo6jMXbDA9Hg5n93Lsmx1W9V64A5uV3/OOX3/nnz/wEn+cy/bu/yDKnuZf94vCU9wdqcjj9uat55gDK+fMMnOf/VHT3eXYzqJ9LUrRRSqtYa2iraKf+3nhiimlz+x7Xxv0r784bpycW/6bsr1QgVa1tmz31Vls9aLsBmhGaCVJNyRVHj6Ce5wuXtItzW5/LUaO+ro0fdzH12v6xt//43T35e1C+4V/uzjXlQFQhFHFmKLsGMZToU6s6T2nK7h2OBi17A3GhRqx7fyKoa5wV1ELNsCY1YYe/RmnYSscQWnJIlODWc0MnmBVequXWHXHtcfTkZUWqPKNquh04RKaQyJKY6itLZCIyERho2dAxWWK0hqzVvcR2A/K5F5rlGH61agKrMHtuF08g1LrVoJ5mrPXrGVW5/J6/eb+q6WkX+bZvrR+AbkIcsSLBkKhIKEuiF5FSg1bh4N7fm/yeZ199MluqlGgeVs+16FKPqNnZTC30OdNPmX4s9MVYT7DaOtPcbIW0afae0S+9IttL7wdUkCxL3LVADQz0rruZaheefVkzKd2kNFOhzYUuZ1IpJC1Ec3mezAET+5JcmdO27UnJ5uGkRXJJbjlXaqZAS4AwhcI333nvsz7P5wSaH+k+zO57WKsmbmcBG/tY7Xj7mqf92uMBByD5WlAtu+PUruOrf+iDz+TUXlTlFsNeR8Dcnlj8aWtEn29jHGQEnLcF32a2MtxLmLKrRa3L9197IGTvoj0VSfTT2jfcjVO+t6XbM/O36z7umPM5Y6BPL1ewGxUNxV+xuPdt8mx2JZX6ckC8ZPZrzIMOGwfHnvXO0HqsEqpFWFA0KrlRtDG23/01z1OlPP/lIg57PazWpAz15SaoDoR3YdksgrnALoQ9GjR1brDN/t44UPDvE6TJjxfyDmBXrej1ndFeMfish17YCSAAVskHdIInW9BqM6dS22HNvCihECzTTUp/Cf0G+m2hHSCO0V0wymznVb9r8OQbCFoairYUTWRbUazD00OknZZ5BtCykyOMITHEwGUXef97/tb9rq57VqbJgx9zcnnG1MDYCNs2MKbAlCJTBc/U2pqHKFEWuIYRGOmYrGO0NdtyxphPyKVnpGWQlqEV94NuA0MDU3JnAssRSgKNiO4s52Tam7UxaF7xyfevop5msTbtIME82Jst58ouM2Cx4I4lTaGsBnQ9UNYD2vn9LygSJkQKMWSiTCQGGrY0THSMNEwIRkuhs8nfy0RbCsmMqErMhVg8613KSreFdhvoLxPf8mOb+11d96yIePCk5IQUIU6BmHftKVRcJ3ViViPevwZnm4N5W8egVSWZ0lihsUKrmcYyTVaaUYnbQNg0xE2DbCOM0TkRy0TJBCkEKdVybpaa7Rr2W7ubz/o8nxNofufnvYmHXPqz95Ld57nsMxY6W3ftXof/7ZYeBPosxzp68RTrmdf5+z9575PP5VRf4OVo5GHHy+aR8/Eod1eRMgOO2iU7O81ymWbStQ6+fbHYHiG7C0RZPBLrizpa/JL0E/jc9Ufdozq4e+Xmb/1BSntKkeKvVJhSITe5voqnIO4U7Q3tFe0L2pUd4E3m4qfZgSNSYxKsxk5VX1yhBvdV8CKKipEryNYKjrVRSuPavNI4cC7JuHj737+vdXVPSzNWMFuB7OJdVDvBiIPiVHZAuKnbx9HBtegug91clga89wrUOT2DZmawJ+jGmklqgGbvFUaQESTz21/7KD/l4QfvQwU9s/KtfyVwGsy1yUV3BP0IcRDCGAhDA8XTYw8hsW0i2y6wbVrGlMgkKC1IdOZGvWGbHffru+Qm4EkiXIsYXZZBotAw0rKVjk1omWJkTJFtG/mxD/7t+1lV96yYp5wDgZys4lafntZQ7fhmmUplm8eQmIjk+tpZoPmhIkqUCQFSGImiJBVaVdptoj1v6S4amk1H2vSEoUHKrP31VN2FiJYOuexJt1rPEvhTfxftyz72/lXW0yzh//fPyF10XXI275+7EU3Zg6VjJqSJ1Iw0YaCz7G1/gHYQmhx8bB0yUSCKEqUQAgTRJShwnlfxZ2zFHKoEVVqdaEumy5l1LvRjYT0oq8HoR6MdhO4i8fe+76kSwr24Sxkn18iLuBVnCSwOUuKAee6KU/YutRvNu+xRScVIxap9K5hqlSk5RM0SUQlOnjQF6QZktYHVltCPxHYkxAkRJYjfJR6gqbSSiXGLtBeIjPypBz6Rj+jWz/pcnxNo/gs/+CQfHI+fPnD1ifRhyhUgfHgU30aOsOExWD7+rV0Tx+Dtly/N6b5t2dfezvNL/i7zVBw7ULvPMi+GBMzbwJJZ44hRtg/Hts1l3829XiIJ/vpr5bue9Xk+n2Xzr/842C0HvQ07QDUbBQSu6i2PxyNyKMOYp/RM3Ohdo1t7laa+OkVbo7R6yDSH+or1e/JXqTKN4cn/eO8r5D6U29PorE+NIJFU5/bSnlwjFAfTM30xt71U2eVYHBU2006yMbPJzEzy8XRXLVeu597LE+h522iMr3jfj92jWri75c/+VWG8CHRDZLVpoNTMZxaJORGnhjgkwrZxtmiZsZsBMXMngQe61oFxqa1bhVI8BbTVrGpFG6isqFrC6ujR9wwUcWB4GTsuUsumadg2kR8t/+K+1dO9LO8+z+5SIrIMmnMUpiRsE1y2kSFFZ5trprmkpfbdzlAXCYzSMtGSiWzoubQVW+sYS0fW1uUw8+NvkR34bIwEdblCMxHEp8CTFELaIv1ASNDkCP/4T9yvanpGRb/m9xF1C31GTkdCyESrOSiDIk0mNJODqlCq/MIWyQqwuMXMvbXHsWl1stQ6L5I9hNXmoZ/v0ZFpTOvklhFNaYrSFqWdjJNLOLsjrC4D3/SdL015hv6nH62e7S6JiRYQE2IW2o0Q824icG6POQJinuPPjKBGl5VVyaxKoZ8yXZ6q33WpZN7+1K/V52yoprDh/2Xvz+NmybK6Xvi79hARmc9wzqmq7qrqpumBRgZBEFAQ8KLghAh6ESec7uvFi/oKXgecrtcP4PWKr+L0quhVVHyvE3BRnJhEBWmEZm7opmmapofqobqqzvQ8T2ZGxN57vX+svSPzOVWN0HXq1NDu83lOZkRGRGZG7tjx27/1W7+1jDNJY6006pk0otoh4pAu8yXn3/u0vuvTUkT/87f+THrK1h310oOFUA4A7Z04tw3UB+vljsIm7WU9XLjzPRoLLYcvvPDaF1//dnuyN4m0xUN5xXK/24f5DoF1fbE+7p/uB9u9T7A81e+2NHnSszs3S1oIz/HCBeNPfCPva7L3VGtbgZICNcmsZjpcykMTOEgILJTaPc0Fo4Fw0zNrrcxWgXK9ucryesUxKGpuli+49vlv+16TVChW4OWSJZoD5/aRE6kTYquJa6+XZihekyTb76EYUG5VA5ehQffH1rqxHoZbajsYupb1z5Ph5b98f+2H2OXvyh29WSwiojGjMRFmxSXBT0rulYxZwlEs5C1A8R71BZlXuG5ESzAw2NjnpnNWKGKuGak4VDpUBKeFRGCWyM53bPxMiIX3XHlhMnKf/28fRzgGNZY5haoocKZnNhs6z6QKGjgrPaDkPONLodeEr79iZCbUwsJBlZQ7Jj2iaESBrB6GLX7I+CiEIsR6bRyo86wJNSK2X+meJzyTvuG1+zz35mlWCaJWaMcqBJq3ePaZsppIkmBWyuSQFHACqlLLwAdUC70fmctQgbJipaYavAZQpMkIcmJVX1eE7D1dLgwj7PrA0Znj1k8fPUtn6Zlt+Y99DcEr6s3xyaSLuniwo3u2OWSl28EUaqTEW1RWK/hI3pG9Aw/Je8Mc4nAoXjNdEcgBLT1JQiWgrFTSZfa13S+kRsIAlPw0rVqfFnr56k+8o4SvnS1ExWZ5h7INZX/TW976Z2Cj2/cud4Dug61tz/2JWdZeSlxpJw++8iceff+/7HO0fe34k9zJMAMLyN23fRrafrTcDy7thxIs41grwNsDbp70U+39PytzW+Ha8gABAABJREFUXQdwv7DUl1m8E7rnPGAGOP51X8Vlln3PPqSavJNCZg5VrtFncp8ofUajJfgQeIqr6xLnTHF2ARdvkosUC7lTNBp4yT4vLHP2hRQKOVKj4mUJ795683M/Wefn2r5tfKQm79SwX5Nm+KZtnpGQwJVaia5Y4o+jehvNVbc8GrscpgquW5/fTxKXCEJLuY6lSj3y8l4uJLyvDLUcDM6qPBCfH9VG/8wX7fue9Z2CL8qQCus5s94V+gvBn3f4W0fkaWDWnq1bMfreKsvNHYvvaZPaNb/bWs1H1VGKI5dAUfNvLgS0XhRZ/aJtLlXXPEtg6zo2oWMMgbNV4F03v+lZPV/PRPvBd1n/K24PTo09Nn3zthPGYKO01zZm279JAqMbGKVnJ5GRyESg1FwhR0HEJBqmeoY+Kd1ZR3c2EHYDTANlHkhpYKJn1wfGVWAWj+4ibheWYTu/6MH3+T2eS839T//7noCcvclOnJJWmXmdmIZEjhPiR3x3QXQ7+pJYTUpfZQHez1ZGeynlDIiaXp82526Ms80mVJVAIZonDEEzQS0psMuW0LYaM6sRhm2m38Hp4x3f/84XoCnBW99hyZd1TNYamRWtSYCN25G97LxFbENS+mQscz9lQjLJS5NqlAo0su1gk7su4YYLwuqC0I1ENxFlJpSCTIGw6wljIOSCkwnx+3P+ofL+l9CGpwmaP/zait/+8hOLjhapEVIDraURn7jl7ykJmQWbyGVtdFv/VNKPO6Uay7FkX7zgcN+67Zf/2Hufztd9zrUpJ6Y2q15OyEHC39IaU1ln4QfA+ZJJRG3iWsLgnT/GUyf6HZpMFGepcZeSEMWCsa+5+rufgbNw91v/ko9HPuJXk7pC6qt0oi9oV2pCWgEP4mWpn3GpLV2wJlrVKms5FFKXmbtM6UEjlGhSjJa41hK0LHkQSxgMSqlgPLtC8oXsoVS5xqM/8Mfu8Rl6ZttZGsktgaNVpPPZ9M3O4nxa/wzUWqgZX4GxlH2/hiUZUGIV8MbRQHRL+NP3wTwsQ88+wbP6g1Wt8wj9yI9+/Mfdu5PzNNonfZzwyR9qXznOQrf1SPLMBHZVX6y5I2573GyvkRtrDzZgFCuDm5p9lNYZXiTnQJ7XaOmMcdY2c6xMnwq5eGbtmLWrpbTNei6JZ5bAxg9chI6LvuO/PPFFz+LZuvvt8d2MjL5alRkgztVOq9QB1deAR/ae2Xm2MbLxYbGiEyCQq1+w3VUzgUnNTWPrPWNNwiytW7tSgyZq1lsh4SUTJxjOHcOZI26lRh4sGVCz4/QPfNezdKZ+bs1/0mdSPvzDUJfRfqb0O5xPxJyIKdHlVOUnZoMoTaKyFESqlI8U1FvytohJMYIkhMwgOzqZbR1N49zIIjWbujKzzhN9ycQq0Yg500+Jk51ytFGOzjx/4hue+4WQfi4tP3ITH0aIpiHXWmm1BQCLUyN7KubIVv9kiWSUSmKk4MgOSwxE6HJmyDOreSSOap7YzU2DSvGpTRcTgUQkO4d2iTzsKMNIiQnxihNL8vRS+MFXfNbT+r5Pm/b7pz99bmxvDYO0trfd0kuPi4vGnUz6QvkcgOQ9DrwMrOs7LNhP93tdcglWvcRAnxd9QVm+fPET387BCbSw0SGDDAuAXlwzbMPlNdX9j7Bso08G05flHoduGe/7fF6a7gh8xq1/fHe++D1o81u+iaVbP2U75Ix16dbZFbLLlqFdQXfpDNwuGKJJL+q/7JXUmGNfyDGTq6ZZHdXlAEsCDHtds4FqZc6P3aOzcm/ab3vXd0BIiC9LUp/4hLiCqwDZxRmJI7KI5bDQbKhsR5iWBMLm+KLUPu1YtI7SLOvCWEF31Ujf2a/1yavADvhJb3jtM3xG7k5The99YyXVi9BNDp+r7dzBV26TPRHL/j/eKKtzgcnD2FFSRykDWTu7cZXasUslRmrZ91KsyEQqHVkDRR1JI4WIqhU8mTQagMZA8ySBje84iz1vW737WTtXz0T7nG97BEnmPave5iKG28SWfS0jrlAqMIslk51j8pHRRbY+MklYKgYGskX4RIlqXsyldEz5iM18lbN8ldtxxa4TkoAuNB/GpEqxAjV9oqxGyjCDsz5y8X999rN3sn4OTdOEvPkN+2jRMFOFsPu/ev8ySCCW3H08ktdbvJ8IYUOUiU4SnZY9YBZLBmzSRiMCM6E6adgEpmmcreiPK4UuzazSzHrOrFKhn5TVTjk+h3d99+rZPF13vZ3/xn+A63cQctWBt9ydfZSkiQGKVFlSDc4tgb6kuFyZVrVqmVmsMNIcAt6POKkePJotkLiNuDFAoppYNqxZJ+PFUUpHzpGSe0Aoonzmu775aX3fZyhWbmEOh+Br+E6KVYcRaslW9iz0ZWiyB8N794y6fk/h7V8/BNgLJjwUcOw/Egi/8jt+6pn5ys9C+8fTmw6+80GrwHmxh7uDid6/dgiG2W9PMaNwdC/rZA84bOHweIdOGe/7857Sv1/f87nUFGOFsnfMoRgb3VliXu4sLNXA8aVTIVR7L2MtU5eZY17sI4vXxVlDMVOCHJQUqntGaAmENlMvFUDnut1bv/u3PCvn45lo3zq/Decz4i2pZ/FbbQC6OmnYegPR4mfET8Yitf5aWWqJMxJmxI81CbD9MrbhAqS9IrHsEwfDhPNTzQp/X6gZ7gvPD3kGcKjgqv0RcgUV6zlzui2sdkq39bjNCp3XbNzAVnqYBijR0N4lFySQXEPZJZCLJ6UVqhFVTylGLZXiSCWQNZA0kLQn1eD2jGeWyOg6tr5j4zturld852MvHLb5Bx45iJdqNXWReq3XW52VYIbi9sVOcvWjDc2vtmrDtzJwzpoLBmb1ewmBgGtMaXKsLgLh4gjdrclpYNSe7RDY9Y7Zm10gs6uU37654/vv9Sl6/5q0ZIXaDJ2hxVxJ5kGZThPpeAv9Dh929G5kPWeTA4Qt3hv77Cr73JyiirQUs4yq0jPWHmseME6bpjnRaSJootfZ2OZSCNm8h4cps9plVtvCfY8FvvKbXzjWc+GRtyCxVm+NZZ80L5CrraV6A8qtkniTJMFBMMtZNCVkpZsLISVctt+jiEkzmkRDYkJWG2K/oQ87OmZiynTbSNgFq0LYLOfuYDweCu+/cwbcBdD8NZ9cdU+XmGOh+SSWcsg3ygHza02bafWhNGNhmZ8CFD+lS8b+UfRg20uv2fP/9NiWOT9PMhx+hvY3bv2gPTmQAlx2vICncsFoWx+ulwNA0GQWUhPNTC9anQbuBA3SmGyWKeM+7FXqfrbvKZH/et8X3N2T8Ay208/4qxY+pZDIJF9t57pE7mZKnM2e7LA7Kpd+DxVjkeeQmfvM3BvIzl0dVPyecS7oHgh3xkS1c2rABpLfu2i0gSZ7A85PvPvrXhBRlC+9+T0Gfl1aihK4sF82VJErCE51UCwGkF2VYHgD0Yd9VprrSZih20G3NXZZDkG0NRGpfzZRISSkm6q0YwI/gowghRf5wPd+1Cfe47P0/jUR+KLfaaew1Imxz4rLgiTHqIGNi8xEZO7wY4cUZxPnBqhUkazEnUfHiI49OnXG85SOBQWqgGrVNkdSjsxlTaFDVShqtnNJTVowMTBLZJbA6HoufM+tbuC7yvMnOvUztS/6obeb1VuxWbE6s0lWL7isuHobnIKdOt9yeZyVH98GswCcq7LWL8ANAsVchLVnx8AYhKRNqG8RSFdzA5wrdFkZbnv6Wx3xokfmgM4dcn6MuzVAEvK1F7H6n77+2TpdP6cmPiD/4xca6VAMU+Sa0+B9otOZYUp0ueCq7lZcGxcMlCnVE7+CaieT2feVQpQZJ5jvb71nOjIDE5HEiolYWWavhVAyoSRiSXQl0zd981xYj8p6o/yDr3lhVHG98QX/Gj9cINGqMqpTSJbwV6JJGlUUshFCKVRnkhrwWCaPdbzI3iaLeMjeEapHcz/PZompl4m5jCOp2TCWUCjrDXnYocGkdyKZ4Cac3wCZl8sp//ShX/60vvPTBs2/5MUrFlX38ncIau9kaFoMsDLQVYcs6haGWA6RyFMxzkvin7CIp+uel4CyHj7u3/q3fe/bn+7XflabqvInz15DY/Rhzwa3dc1r2aQWe1ZZFg305X2kJgMu1nJ6IM9YgLSVJGjb2va1HbLZFUw38C1OGd3M4J8/Zczdw7+I3GWrjtWx79qt7WN1ddG+b3LK3BXmXkmDUlpiX5NlVH9mRcnOErJSLKZx9pbg1wpOJK/1xsqehW5McwXQpT2Pylt/9Ivv9Wm6q01V+Ytn31NZ5lwlGalqEO1m53w6SPyrTHJYBLaA2g3RaS35PIPMLQ6+RE6MWc7QTeb52Y112ybP4NKcHdr1oKZn70C6mV3cEv3z5wb40R8qhFkYJs/RNhBGb2V+Z4fPzsBxHWvVWULOeqccnQv+vIeLNdy+xjwfw9yh40CTZhj5oTUxTaoFXQ9Y6VpLEISspgy1SoGeRDC/Zu2ZibbsI+dh4PH1itfe+svP7kl7mi3lzFe97sJCyfWe1yqkZVG2A8zBuqgvkCvjlh0kkVqjp1QmWZnEs3ORUUwg4FBzcBal04SMES0dc+7ZuMj5KjA6K0JjrUr2fEG6CemrafHxOa4vhBQJ54p/HvVrfcWHWxLvkOB4spyDYNUO1RXza24EjwrZKfNqYj7a4YZz+uEmR8N1jtwWLxPBT3WcKIsQz3ptIrJjYLLkPxK+Wlc6MlFnAhU858w6zQzzzJAKfcqsx8zxReHao5Gv++7nt/NRnhLyja8hrM6rtWe1Au0zxeuSLz13SupqZMvXeyE1wnLw3BeIs1phmKJLSW0VYY4m0eg00elkvMV2QGZnCZw0T5M2tkRSXpFzTy490OM8JDc+2S7259ieNmj+ez9xizvEAXAH6JVqNbIvfuIuA9+qRobKFC+JhQeAdzku+3WHoPhOIrVt/RTk27985xlTev6yzV/0xH+sz/bSiztZxiUALVySWLR1T57MWHML4G0SjcN92oLWEKDWopW6L3N58AEOd5meZ2VxNz/8N54k8rE+Jcs8LjsheZi7XJMGzT1jmTceRgxRsjSnDGXuDOiySDKsumAKkHpjm0s8TAysBJ6vujAxllkr05w9vOeRv0m+5Nv9/Gq/9Yl/WcFyxnnzkDVP2T14pt7snS+LXtnKArfM7Qp820Sx6hwlzEicED/XiWF9/bCXekViRroZiTtcqBUHL/2Ol/v1eXl+9et/8s/239mp+adSxfsqdrM/3WaOL5S4deiuY8ordqzQEnFTh5YGpgRRRUahTAM6D2iOULpaTMnCJQaUI7lYeduiJmdRtaIaiap5JjBLx1TB4OQit7o1/6p8Bfl5HB38tO/+cfxmVUuWSzVxkeX25wq1QqAucw9UCcVul7P3JO+YnTd3Ii3G1otj4wZuuFNuyZpRI1TYAJb81M1CuLVGtivSfMTWezZr2PVKKbIH0g5K36wbwd3+mexkn3tNv/mrLg/Ui3We4YwsynQ6M51uoNtZr0uFIdX7lys4Z2Onc2pA288ENxLEipd3MuFE8VWyAYWuss0Rq1jnANFMp4leE7FkQikMaWY9ZVZT4XhXuHKm/J9f4Z7X0cHHP/lr6Fe3cN0OjZNNTFxj7BOpq+C5RVFrACqHvRLI4KBVBJy9Uc8qQsiF1ZTpxnIg0ahn3Xm0y/jVBS7ORGb8JLhtj5sCTjOHOjTNXXvGu/X8aX/vpw2av/gj7uMSWq3gSSpAFm0zXLeIwq3dIbOoOqRLsoxDUNwYkIUEukOicUh5XgLbjXHVZRHgxf/6DU/3qz8rbUwz/2D3Bg5R6Z4RPmSSL7PKh3f+5rWsh9IMefLri0TjziIQut8GMceMZv1lWrpcEyd0Oe3XZLjbp+IZbVd+8Z+5NDdTlCQwR2OGU1coMaOhPCnAwTIgmKWcWcUppdrFaf2twABxipVx7jDJRl1fBJKDbPUhzEZJLAGwRK2SDRZAnR183395yT09T3er3Upb/n3+CdMwSwXDzXJOCs6rsc3OmOYGll1oBQsqi2RZbgZ43VxDdPYejWF2IdcEw8Ys73/jpQmozybL6LdIt8WFEZFs29XL5iXh+aXT/72/d/89c+17/Wx6yzAKMkW22jNKDykS5ojM5gwsauW3h50SNh7OjtDzU/LuCro7WjTNgLHMqSOnQK76ZhArcIJVoiu1clApQiIw0jNpx0ys4Dmwcx3XV2v+zo2PfdbO2dNpj1xs+J53aM3ncbjscOrMzr0ybzmw1I9pQ/YYHcnX7ahzcCdsQsfkPFmc1djRDEXw6tix5pwTzruO2e99aS0voBDCjn7n6G8OxNtH6Dwwl44xerJ63HavzdeHP+ienqen2+Q3/sk9AC3A7EwSdzShwxY/bOh1w6qYe4iLc5US7gmhuc/QbYndLdb9TdbhnD5sEBTfrCAodGzxVqicSEKwBDWrQpcY1PyzXSnEkjhOI0eVcT4aZ462mdPzzLUbjs/5E89P+7nt6x+nf+ub8P3GXIRiAq/kmChdMpAc1cikaHk3xRkRjdp9y+yWjXjiEJ45sf4rhRKFSGFICb/zNRJWfbBxKELCmwXd+pzQX9D5kVAKIXnTnIdx+dwf7V/8tL/70wbNDx0FHvu8V5h9SBak1BDfJXhstNsex9abzsI821aXWWelWcjtEweFtqU2HcydaOXw5OvlT3G47VkpfPEPvePpfv173h5+z9/bL9Qveacn8wIg6kZ3yjAaWF4qBFJBcH2Ng4GkjeIGoGtFKSnLr3k4H6FmGON0SaoQyXwk1/jp+//oXT0Pz3QLV1/Fg7/7bczNP7lXS3IQNb0rPAWbXJkhV5jrPloB7xIRoPnk1sSIBpS9Lobw2Ry8FiZZRclitj0ltiqBFYBXwFw8lAC7/Bg/9dNfeq9P19NuH3LrryyaS+cU3GzguPYlZK5JflWWUcE0YL+Jy7aNK/vkVqdWSfDQFeOOiaaEAmFCwmT66JYAy75fGxhXNGZkmCxTvN/yiacrHvmYX31vT9TTbB/284Sv/WolzAWf4OjChIaZiC8enwRXnJW8VataF3Pm9LyYpvCiZ05HlN0xbhoqRVqZ5wx5HMhjTx5PLBGwBHPRKJBSTyndUimwtKqBxIWJNqlGzySRSTpG33HhBn58dZ3v23zVs3vy3o/28u94HW7sIHkzJqrAWKHqOvUgzcctVQBjgdkJU/BM3pHEEXOuYUNHcoGNj0xidekc0DPiVIlTQFPPqB3bXtj1haJ7AkNcRuKE7zfEuKWbE65kXPb42wP6IZ/C+n/77mflfL2/LX74p6Bf9m9J3UzpE/l0g/gdvmTLdwgF8VrJHUtaTTEznu5qwu+OIWc6NxG7CZN/Jbv3+cQQzun9BUf+FtFlK7NdGf3Ijo6pFoevJZxLYqWTsc050+fEcZpYz4mjKXG6LVy7mbnxA5Fv/K7nVxRFVbnxSf+QOGzwqwsjFlxBQ0JjosRECtlqCXQmI6ynkqnb9/3irONnL3Y/85ZL4hM4tXqjiDA5j0rBdyNBTCvudxHGuAd6QMGq/23zCSODJdG7bBUiu3M+e/hgXvtBn/e0v/9dcc/4vP/8KHqJRYbDQKbWAiNNCiutIhGXCM4DMC17/v4Sg9zkG3sQLS1W3rZdjrtwoXuG+xL7LPytn7rOdz72/AlD/cr3fANbzbUEKJcAANKEA3UdcPkk75+bf62tOyy13Y61t3M3P8RLTF09lhNLEmylRO1Yl0PXDXz/uDz+vJNnALz3Wz/ryVrmg3Ns1jqGGeZYLNEv5icVNmmJfsmbdjHVRD9tmcVU1riC6FJDi5boRy1EoXu3g8Ysi7HL6g5UTx7e8o4v4+btH7pHZ+npt8+49VUkRpzbs8lOMADsZprvMq3ISZvIhbx4LbdJoKv7L1ZzrQqjCUONYV6qLdn7GwNtAFv6CYk7gk97UA6XO3bt168drz8vw6t/6o8B4vAK/SjE0S3JOO32czRlrpwn/M6RcuTC9UiKOHV721BV3KwwRbOiO7sGuUdTV7VESql2T3lek7PVS8upgmT1pBKXktuJyKQ9k5pn9CxWvGPre87imq/RP8fj05ufxTP3c2sf8drvRs9XyBxw1T3Kz9W3ugVExSbMyVcr8gxjcCRXx3O1JMHJO8YQlhC11wIFkotsXc+trmdXC/wKEGQiSCZuA3EzkNIxF2Fgc6WQnEUCbLJZPdCPR4gFcRB+5AeezdP2frf8dz/fhl2n0GW0S9VujiUIPg6Z3ZXRGGWdGbaKcxnna3i8Ej8lZkLc0He3OV29hy6MBD/hKmHUuZFedkRGOkyWEUisGM1Bo1ZrDCXT68yQJ4Y0czSNHE8zR7uJ+88SDzyh/MUvFd7zxPvwin8Otjd/yNex6m4QhzOkmywBcJgMMIdsTk+tUBcmMczBNPyi1aeZmhQIoLWWnyrJi0k6RAiqhNESZRvL0Upj02+hN9/lslvB9sQSEKtZo/nCe3JuUS7Hv89vvCvf/66A5qP4FIdRlorCskgvDhMFZdGHNh1zG0WMWW4gXPZstB5+5GpsvagRDkDxEtKS5Uaw8NyHIBv45d/5Ft612dP3z9X2v938br5rfpctHNzA67Skfuc6ENJq2O0fF+lGSxIEllKgFQiLHJTJplVFKog2eUY91MH7azOLlz3D91RAQp605rnfJDy55KkiFCfMobLBnZpE47ID155R9oX50BHjIE+21ETAObZkQV2Yp+SqDKN5Nbsq1aiJFIUKvOv65gLWLrPvfv3HMaYb9+ZEPY32xzf/kh/Wt5nlk5j0wrmCuKnKMDCt4YF+2fnqpFH7tfMZ3MTiH17BgEk08sFEsU4IvckzxDWHDQ7n+DbkhGRWdXHE+/Rkzf7zuPV3KEpKtZw7HhNHu4ybHWPuOXcDkgMhBSt0AqBmBxUntRng9sRme1NvQBmsIlvqyLs1mofqomQyvWkamPNq0TaXaj83a1fXeWY6Rnq2DOykZ5SOCz9wFtd86fTLGPNzv8T2b//JH+CNj3pk7JDscVXQmaMl+jbWuXiFils3AyBWZtjyJRyjdxSBPqVljJ9cWBhpVaUj42fHXOUZZ72x00Zu2Ljs3US/dXSPH6HbI6a0ZhsGRvH7HKPW5Hna0X13+UZTLHw/rgrzYBVF+5JZzVbhU2K65J4xd5kSZpwkBr/D+wkfJrw3SZaXmc5vWfvbrP0GEfNydmQ6NqzY4in0TAw60pWRXkcimVAyQ5k5yjNXdluubUdONxMP3ph4+D2Z3/TblGl+7p/3N/367+b4vW+hX93G9Ttk2EI/oSGjIRvLH60AV4oZ9eCT9dWxO9AT1KBf9lWF4Gq3K5YEqwpzCGjMeCnElJBtRLK5+RTxliBIhH6G9XnNoo34MdbCKXcSdXcHhdwV0PwNn/4QLx5qBsPiMmalVBdvEeASFdwmduXJQLmFRrWBbvbOGrZv2wdg/3yfOCiXWWfYVwpcUE1jweGDvvnHeWJ87iZQ/X9v/TB/5U7msBUluZNNrvf2BmzdJRb5UJJRLm3HApj30gtbV4/nTNu8t6c7kNscHsPl6nW5t5v7PeHjiPL8ycRu7aHP+jaku0ZBmV1hioU0WPGRhcGAS31TBeZQLGO4N81iA8rNFSN7NfnGgbVcK5CSQk2UaGyz1HVLEmD1taxJFQ0kN01z20Yd/Psfvp85nT0LZ+5n175y/Bb+UX4NzoFIMsbHZSAt4Nj5yZ5LQar8AnRhlN2BntmFVG3oDnTMrpgrhmtltO1nc1Vy4eKMhPFJFnXLhqKmbY4TEpvVnMk4vuTahz3tTOxno/3Nvyuc9KUG9YpVGd/VQiNEwuzx2fS3zWruaEwcbwpkT3IdyXkke0S9OR8pSBZ0M1B2x2iKlNRXttlTcmca57wCHCl1pNKTNZhUo/jq3RzJjXGmZ5SBjazYuIEzv+Zmt+aP7H4+U37uVlX744/8CP/0rRfI2CPJ45JfXDvD7BZ5hgU8xULWAusdzFGYwz5yGhSm4BlD82E2HXOu5ceTs3HDa0bIxnBuI9N8wgVHXJwU8+GGmhuQCGGicztWu0y3CxYpOBvQbbAp5G/6Q8/CWXv6rf9T/4G86kzihpLDjPYjMc+EXIzG983f3Uyyx6PEfDQiLtOVYvmDPi/yLaWgLtHFM9b9GcFPBJ9QlCATg2zoZUsvIw6IjBxxTs/IipFOZ/oyMuhEVxJDHjnKE6fzjgc2G+4/3/HQjZmXvy3zWb82Mz+HgfNP/r7X033LD7FeX8d3G1y/Q/1ssoxuNi2zt1yf0hVcsmjU3NUgYan3KGye7StfkZ0V9ZlD9dtW0CxI0aoYF4r3SD8S3YzPgm6O0Nwow5YTsWJLzxyteqyThHNbRCakwF86+oy7ch7uCmj23vPnP+4Bk120stna4FYDyfXCXcplt8xd2YPqBQdWEF0asG3HEChaGeRKDS0E0J4/bVrnZWBaBqknA+emt37Rv38d79w+9xjnv3Dz+/mSm999ieSS5b/WDliwBSQfgOUqoTBZxyHz3MDtAfAWllKjoOagcQCKG4vXpBkt/H0oDbFj1D9RvvL0192dk3GPmw+R44//EtKgaNUe39lUbfKQvDAHJXW6MMqH5E0RJXlL9svNYYM6z/Q1VFVteVqJ3blW/dM698yOZblUWUgJVcZRgzipAef6+A2vv8ouPf5Mn6qfc/sLu2/kL6d/jxfFyYyTgqtMs3cZ7/aFSpyvyX6uJTU19rhqmd18kNBaqgOH6RItgkIF1RUgu4lL14cY++y6CRdHvMvLeLXfqILtYImELs58xUs/9p6dr7vZhkH43M9U4gzD5Dk5d/Q7h5+rnrkOnH3K3Hc+42bHNvRsXIfMlsnaxuZuzpDE/JpTLYCiWPhfhTJHY5tV0Mo2p7kj5XX1cO5qwZNI1o6snqlE0zVrx6Q9s/TsZODCrbnwax7vBv7g9FHs8nNvQvgHHnktf+mnHoOxhzlYOfIiuORxxRmrX+fbbXzoZhgH2A3gs0WaihPmqvmMOZPF3DPOgwHbVuikL2rVFKMsI7mXTJSZmAvDrYEyD+x6GK9OS0Fd8dlsFlc79GiDGxI+R9xuRfysP3jvT9xdaH44gU/+dWifYZXR0xHtExqyIbSqZZ66wvbY/NxXI3ST7HMhKvM8dyb7Cj4RXCJGK0YiFLybiG7LOpzjJBOcOf30csFKdngpDIwMbFmzZaUjscysy45VmVinHafzlitpx327LS863/DiWxMvf/PMb/j0xG733APOP/b5r0e/+ns4WT1GN5zh+i3iJ3TYwTBRYqGEjA6ZEkzWqQFcsWqjU98mbhWCiDCGGhMXqr92A9AWxXVacMktDKqKWDVMr5SjHeKVMg6UzQlSahVSPAWbiM95jVnNKdEXfv/px96Vc3FXQDPAV73hydrgxdqoUmZSY8uXXTRqe5J7RjsGC7N86bW6/KRjHWK3A9QidwDzy6jTnr/sW36M//TYrZ/1d36m2+c/+q182S0r0SsHwLZxvHuSS+7QJe+Bc/u3jNSHTH8DEwtI3h9zKb/tdHnN9jmg7131z5V86dByx88xPw/1zK3dfvPff8r1BnbFnC+6gvrylFdT8mYvl2KtFNj2F9Mkpwp6tbJBllFcHTMqQ53dZXY5O8yJo65vXs7J7wH04uro4Wvf9BCPbp47pZ5/+/hX+dv6Lfiqi2/6eAsj5wqQTZbhnJXJvuSqsSxXv2YwiYbsQTI0kDwDdzhoeMuodm7GJob7PquAhoTECedHY6TbmPHUw8zzsn37t+7HTb+MuxBK5upuphuh5I4zt0Zmj5sM9AH4VOhGtYIozkT6Uq1eTMYiMA1oDpTZdMyaA1oiJQdKtaSb54GUI0W7JRFwKqv6PDDqipmuFj8xR49zt2bj1zzRDXxh+jgeST/xLJ3BJ7dP/alv4ave9gTMPaSApGAsfHK0Us7uoOqeL2bZNwerm5M8bAdTZaoqQau+WRxeC16VmAuTi8zeWQVBoFOb2HiEHR3jOqNa9f1SiH7Hair0tzoEmI4mxqNCyaY7N0Bpn0meuwHXn1XLr/um/XXqQCWDCtnD7kqixJkuF1ZbbMK9+L5D9pkcbBwJs9aol403VgDTGGfvJmIYEQHvZnq3o5ctnZgThiUGWnLgwEjPyCkX9DrTlZmVTqzLyPG85cq85b5pywMXF7z4bOSVb5n4bb8k8cgjz5175ms+6vvxX/uDXF09yrC+josjrpvg+ALXmYOUxoR22VyfguEFl2r+DmZU1FjmuWOvb3ZWtbF4wWMgWyo4GYOHkFBnJGweV4CSxVPEMUmH9jMcnVMQZOrxU4cppKVaXlpL7u517LsGmv/aL7nv8opKYkp2aJVYcADhoALemvRnLHVlnuHAYk4WQNZsj0yycQCk6yzj0p3sKcDzk8D1wnS35/AZ3/2T/P7XvfUunJH3v8058eBb/yH/z7aW/L6DPV5u8Afsss0DyiXw3CQXLYHvUpETd/mE2TbNTHsPJNp6czI48Kw9wM6GWqxkpSNDyUt0oBf3vJRmtPaijzssrGBhvzkWUm8z60vlsusT0x8fAOVDHbPUhMBowLjVBbKEQrOlO3RXnJsswz1ZmrHYzYlVwW1+zdlTy/DWY3n4N+/8VF5z/U/co7P21G2bd/yC8Qt5DW+oUp+8OKzsmeaCk4yTueqbk1UzEzVnDd+0y1V64Vqxnfa6yYIW4FyLnDg/HoDqek34goQZ9xTSjOaYQRiRWNlpzcs1d+Sev30a4H/+A/uxOAUllkycFJkDF/RIDvjZVW9hBwJXNoluKqZDdqYtklzt6OqcRdUZbaqgOZoUYTY3B83OwLMKae5N05wjOXekEpmKaZ3n0jHpilQ8U+mZtWMucQHPG1mxkTW3whF/TH8D/yr99Wf1XJ7lkeM3/DNe82g2wDxF0zEXQbIzz+BK1LTopzHNZkXnFHYrKzYpCjk45mCMW5eKsc7eswvm0xw044oVchg767keK5s9MCEXayZ6Lo4sn0IVvCt4P5nt3Kj0Fw5NgVS6WobQPle5tnr2TuRdaPFX/ZG9cjGJ5Z0M5o7Tj8nsJkOqScR2bnanM7mbCap0WqNVlcTQOhn3qsS4qeOQ3QuD37COZzhnbLSTzMqd0cmMl8wgOwY2HHNOJLFmwwmbaks3cqw7TtKGq2nDfdOGF1+c89DZBa9+54Y/9emZr/9nzy5w3j4+8639a7j642/i6vBu1keP47sNvtvi+q3hji7ZXyioFNRbny7mqUi3MWJJXS2gW4fZMVbYoDX3rYJnqbXlZXYIkMQqYk7eGbutQtkeoVX6oSLmmKErpgAlTjgSrihCKx6jvFiv3LXzInoX078vpsyLv+ZtpOIOWJnWg2VZdkBpbK9x9ejCEFUALJXiaTi6ZvztSWLdv8ehrlcMml+WFLTHeiEs+9c/p2jNnKUam58EeOJXfdw9r/b1tWdv5nc+/u3L52uFRtq5kYPvsYSjDxP5FnCsl85pc8moZ+BJzLQxE6Cqy7Ix2PV9DgC7qALO8lQbQ8Hh57Kf69PklXzDlf/5mTpV96yl3Rk/8a/uQ6Ww78U8iXnMTqrB+x0HkKZI0n157Lqzaq2S1FZJOxaXjpOa3KO+Zwr74yYPONnvVwF18sLsoXjH5K26EvF+vvCht+HvcXXGf56+nT+r/4isHtVAJljOA666JwiKhe+1JgznYq+hrpZethLMIpDrCWjLpWVIcjCvq/kUUhNLRJRSqAlr7bq2a0LaGFMCubiqVb5cYp66ya9fvYKve8mvvCfn7Zlst28WfsuvsdEhebh1qkxrZeyVeVWYhoz2E73b8cQVIa0K6jNlyJSQKKHQl4ntabIk1n6sVdkm6DZWrbHfIqHguq15bteqjj5O+LDBuYz3o02UnLkTeJcIMlrJZzfaczKxOkIESXhmep0IJLoy8ZCe8lX+O++5xvwrb/4QX/LIj6PnV0yashtg1yGbAT/2+E2HGyN+F4gXHXEMdBtP2Dni5ImjsL5wdJPgs3D1ZqEflWEuOIWTTaJPCV+UWApeM9d2O4Y8sSqZmCc6zYR4zmrKHDFiPhozg9/SuS3+5CbD8XXWm0zszgmrDX51hju6jRxZNTcVmD/zV9B90Z+/p+fvmWjTrXez/QsfY6BsdvjzjrAbkE2HHwfYduQ8MEVH/8QKSRGtPp8lBbR45k4JW/MWz1MP6iilY06dTWyKR3BM8wmpBEtiLZ6kK6YccZJJJVLEM6uVl5+0Z8MKQa1YEJb0NqknS2D0HTsC53HgRr/i+npAPyryt76l+29847vffujPPsrjf+6NvMQ/wtX+PZwcP0ocbhH6DW61QY5vI8fnlKtnpJMNZZiZTnakYSatM3OXmVaJcVXIsXB+qszRJofZwcVaGDshO2EKjuyckUneqv/tvCN5z6asmHtlCoHRBfNu9z0jke10ysiKqc9clFN25Zgx9YzpyJKNi/mOfyGfzFfc96vu2rm5a0wzwH96146sbslUv9SUvZa5HFBvVZ+8OGxUE3g5RCXNx/mQRG2sM/vtdPnv4LXGRlc2WWF/bD18XRa2WVQ4S0r3za/l137f6+9J9cA3jje47y1fw+94738yrXdlh9ukorWD2/cBE8wdN3et+3MHkL6TcW7LDTjvj+6cMXdNKbe8T9UgUWUZHkDLwblnOfZ38tN3/0Q9C+3mO/5vm5zU5f1Z1oUNnuOBi8aTXq+WcRXomsa+ei/7g4CHVBu5gHk3H7LNzVrOGUutbi/vwIk9r9vZ9rZueRSbmM7lOn/l0VP+n+u/g5Sf+TKubypv5ePz7+DL+Hs4itnRCzgay2x/viWaorgqu/DOWGejMcEdOGT4sC9yAibPkCrlWGRH3rxW9UC371zVJDfmWdp8vk5Sw4yPI51PxmTcQSmIwL/eve0ZP2/3ov2r/585/DqEmMW0nXWAPJ5m1mMma+B2XBnzPLVOqRxtjc0ZQ3WIqLohlxW0GOOqDp17YzCTR0tEs3k3q4oVPSnObOnUk0tPUZu0JO0pWpnm0pO0Y1OOGEvHTldsy5oLjtlwxLk75q1u5HP0E/gb+c+Q9JnXGPzQ+B5O3/Z/8SXveCN6cWox5zHWwSDgiq+yDGqyO2goSJZ9KWG1+9hca4p0ozJHWaoCDlMheSEFZyFuoMvK7AJT8GSs8EMg0U32O06riRSyTUJIRDdyNI/0ZxH1henqSG43RJ+gq17EQPi2b3vGz9u9aON/+nNWV8BB6UotQKWgwm5dGI9nfNiynqxKKGGmyR7HY0v47VLBRUtCFp/J3kLnMexsvPI2Jnm/o48XdH5HcDNC4ijcND9hPxFkZuUu6GQmMHKVG0RmjrnNwI5eJ0654Fg3XE23eFG6yUO7m7x0c4uX3brN1e+/4IsfPuPv/7n5nthbvuu/bvgXqx/l9p97HS/1b+dK9xhHq8cJ8QLfjVYtddggcUbXW0o0zXjuZ7P5raSlgCUCijINpgBq/XrqbdmVFgmtzLRg1UZVyc4xO0fps1ULHFdo8mTxJHUkCSbNGHa2z7hGSnVCUV8Bs91Y/165u9LEu0o3vfIkXC7ZXJPEtAgilQVa2E5rRvAsdPKys43dFdAKNYmtOWbYc73DLkoa2KystP2Ie//DVsmrbsbeG6KFy5b/MGWN45seu03/7d/DJ11Z892f+LF3ncl4/fY6n/zIv2PDXENCVZ/c6C+FS0UcDr4NB88PC5g07r61PVvcHg+3t3Wusfxt7/ZTCOZNeTjpcHtmWyVVIwmlqKv72cHdk6dOz8s2XPno1sWWlp2QvS5hvNaWsyyV9fVPfj03tvnggAUbVA7lHlmwAibLe7JUDrMy2oCISTZgMapp763emIwmWdXKRjsR3jR/I//HjRfxwfGX8nuu/June4qe1H5Uf5wv1D/DRjMJjyNQJNcJccJVyU6pFjlKwEn1blGHk0xRwTlsUlYyqh7v52pf5nG+UEoGDcYqC1VCVJZSz84BZLSUpaxzO+8uzJaAUmw2c6jnz242V48CpQT0wMEn3l2u4Vlrr/7I/WgBkJ2ymjMpCts+khTCmK2Ue3AUEtc2M493sOk6tGQkizkSFAVVK1gwdybSzR4nCc0OoUdlB+KsWuC4xvcX5BINsGQIIZFLQaVHZGbOjuBHQChqyVY79URmnASSZiYCnp4oM57Mv5Tv4N/oL+WX8El8ufzVu37O/vPup/ncJ76R890RaXOCbo9tFjuHxfpGsq8WfYpOjuILnoBkRxoy8aY3yVVQdFJCMqbfqdBN5uBQnIHnYbLkNXWOCeWoFGLJdAWyOMah0G3VmHhm/DaieMb1RNCC07yw+UEm/JnHxdncC9SZrjrUEaa/t9GnZ6r5l3w8Sb9+WdYsdp6mmW6uPFQQVDPiM2USdlcnhpvKajabOnw2Tb4rEGZCAqJSUodzhYziULxLzKnHuRmvyknYMqYjAiOiAS+JrB0wsnYzs3accJtZIx3JXFDwBBKlPh90YphGjtKOdTriZBp4x1eO/K9f1fPqz1vxRX/j7v9Ob/53G77jN7+Tl2we5RXc5NRf57R7gtXwBLG/wPcbXLfDrc6ROKEnZ2jMlGGk9MkKcHXJEv+SI8eCQ+i2nt1xMoeYGtwTtSInUG+DWdEoZBHwioqjpI7iCxlLgC3DjDpHngY0ONRJZfEjo/SkbgSNVnFzIUlsnF5zd6sR31V5BsCXfu8T/OUfOSMlqHww+iT5hFk+lSX/oG2jC3auq/ch670hs4VbpfpdXjq+6WEOZRoC1vEXNmkPBi1zs4I/p9QyWDaIt+fOquBZskSh8/AnX/EyvuxVr3y/z9GUE7/ybf+R14yPVsaWxUoLV+vau6a/bFXo9kB1L9vQy9ss368l9S0Ue7WeO0wivCzR4PD82gqbOjwVi11NFQ8TDhv+K3XVFY749vXv4xXxgff7PD2X2iM/8L9y46e+iuRnDvILnsQ+F+dqWXGWVy6BYH95v0UtwH4y1wqYtI2y1G3qcpLqmoEsjDNOKvC23y37ZuMDWYytyk5IAsk55uCZRZZHccf8iv5L+Iz+/c+cv+CCP8wf50f5CbJayDLjjT3Eo+rIBDOdx8znrSqcr+x7NIWENtlGLbusxrSVZgkiQiluD4IxecY+8cPOuJZQp78sjLE9Pvmmo834uo0fd7RSX79fj3jtS38DH9SdvN/n6bnU/saXJ77tm4SSrO9eDLA5UbZHhWkoTKvCdDRzqlsevSrkTildJg2TlSv3phffrZXSzzZOdjOEDfQJ4mxVF6PZ+klI1UN7wsUdzpsPtg+TadpdMTcVt3dVaU4qQSZLvsLWC1aZzaqzZbwkhLJENKBwTM8X8gV8rvzG9/sc3cwbfv3ZP+IHd2dM44o8rdHpiLJdm0tG6mDXwdwhc0R2HTIF3Bhxszd5xuwJ20jcBqQIq1sRn4Ru9KzOhdPbzmqMnCursdAnkKKspsRqyoRc6LJJU65sJ1Z5YpUTQWc6Jvp4m+NdoWcmMuGZGdyGcHyT4/4JjnVD11/g658MG5NmxNl+txcfI3/j63BXrt29zvUstrOv/72kH/k3UCZEHeEiErY9YWMyDTf16NizXTlWj/VIjugc0WRhvIyneCVMjjJ3Vtky9aQccUUWeYZFSfbauZRMi6/qySWQymDRd4SpdAhK0oASyGrj09jkG3TY9MfGy4nAlo5zv2bjO3Y+sgkdZzFy8XDP531Zxy/7je8/gD57NPMvPvs6+sO3uH++zYt4nFO5xcrf5ijeZOjO6Fc3iesz/HBusozVFj06R4+2lKMN+WgiDRNlSBRXyEO2x64wHiXO75/JQbl1qoyDzaezg23v2EW7T+2iN2DsC5P37PrIKI7JR7alJw9q0hUJBqIlsJtP2LiBXQxc6AlTGZhyzy4dMac1uVg2/Yu5yvdd+0JO/N0DzncdNAOs//bbD/lbe15BXhBIBWCJTwFUvagsTnJ1bd1sD7YPwe/y6A6gSX0fbWyxHACYQz1wBc0ItUAHqMsVpBfUNTBd4wh3/tXjPhQ9n3r1Kr/voZfwsUenXIkdobLqSQtv2N7mxzY3+VvXf4ofGq8ztox/p7Xwwj7pQNrzpq+u210q2lA1zo0t3r92Wfd8CLK1FjS5xBBrY+Fq0t+lCYtWkrtCjoWpPgDKalOiQgXgd/SBz/Qfwdcc/a6fY895brcf/MY7GMaDU1a8p0h+kuBJ0aXwyKUm1ezvDsn8AqzvAMjLsjPGuDHL5pLRJBgceDe7RaYxOUG9YxbTN8+Chb+8IznH5D2zmIYsI2TnOZWHeZX7JD6F38or3UfR+zVegmmwybyVN/NTvIlv4hv5Cd7MTrLdaNqgXwGzqjcdMw1AG0guVLCMI9+pYcZdAs5ZzWdPwWzLagyjlP12FkSSyjDvtc2qCiUusSOgAnS/P2HSIjMtoThQdM88H/5o/6/Vh/O3H/j0n1V/eb60//HjyjK5GAPcuAZnVwrzkDiSkUdPPXlQcpeZV4l5NVO6ibWOnB051BdKbxXBiDPa76wOdDcaC91NVqrcJ0u+jLMVrwmzFY8Ik+mZfcG5ubo+7JNDncs4KpCuHt5BzBLM12V7NMMpA9RGPlT6wH5PhId4gF/IR/Pr+HR+Ph/KSgaCeFSVTOH15R382Px2/nn5Xn4kP8pF6pmmNTmtSHMHaU0ee0i9VSKbO9iZvZxMPTIHA83J43YRlwNu65HZE8eIHz1xNOB8dCPgs7C68KzPhWs3waky7Ar9VBgSuFIYcmIYM6tU6NNEXwodG453mWPdWQU6nXAyMwy3WW2Vlbugd1sGvyX6De74Nv3J46x1h1/fxh3dQk4v9lTI7/gduN/1+5+tLviMtCe+/JoNmwJu6+lvrolnK3TbM66F9fVok5w5wm5Ax4GcAtMq02/roJsDZY7kYqBaVMhzDziLQC3WuRVAF48IpNyRck9WDxqYc7QIVjFLtFJDhpP2iBpgtqqYHQVhxqJbE5FEYCM9k+vYSmR2np3r2MSOrfdsV5HhVYGf90sDv/izHa/4GOh6jw9i43WGR34k887XTfzQP5k5/+Etw/nEcRq5v9ziWC+4IrdYyxmD37KKt+njGf3qFnE4wx/fxHU7ZLVBuxG9coYOM+lkS+lr2fKY0VgoUkhrK6G9PZ3ZHidu3m/uI9vBCpxMg3HBu+gZO2HsHZMTineMGpl7uIjRZEjeih+NOjB1yiSBRGByHROB3XzKebnCLnh26ZiL6ZSc10sf+Ivdr+P3Hv2iu9qvnpF4jD7pWU3+S0bB75leMYpHzD3jsjShwuC8D6e2ZB1th66mf5a8dlmuIeLqslw6nrTSM3WdbV/ZpeYtXWUguqxjf4NdthdQ5T1p5uufeJSvv/7oHkyLVua4WHi+PpelIIbYa7p8KRoCa+x4A65LW27sVCC7Z3+fbDenB/vfwVI35tnp8v5N12zncf/bueaw0Wyk3PJSBeCWrGLghkuf9+3lxpM7xvO8XZrP1Zacq5OtfGkj0zMLBxhuaYUKhO84dt7jP2BfLrv9aqWCYNVmU3cAmL2tt8JtVbKxAOgGsqWmB1SZTZ2kioKI2V+JOATlJu/hteVf8z3u3xoATrWEqRjgTeItsxmb/btab9yOWzVtmNuISEHVYfp4Z5NDFZNgIDg1lWVwkIqgWnDOkvZEPJ5EodpVukRRsxQRV3BaUG2MshUtMEY6LNpmlRkpvgJyaqEes83PObK/sjAtJAlXkwJLTSRs7SfTk601n/dt6bN1GHSFk3Hmhg+cdSu6XWGWYv6rRbnvYscTwXPed5Ct9LKoo58yuw5jXsMIORBktj5AjRKo1iE/mstO8ZTiEOkoZaRdLK5JjtQEvyqClkQRwZNJYJn04nCU2gdL7SkKWnAHUkBVoeB5q17wFn0tX8f31wlcqIlc0SZyJaDV8m6eT8i5J6eBbAbrlLlGPubm/9gSFaocQ50x8GNnkcqdgAe/c2hpvVSJk2NaFa48Hsx1xMGuV67drte0d6RcOEk29qpYlOi0yjNiCczevu8wmXNGpwW3HUir22SZ8HPGu5EQdsSU8ecD86pQotAf0FoI6Dvees+627PSKlG0PU10kulTQIdWXcOjolxcGzk+m1llb/knOaJAWk2ErUKXKNMK5zNJ1PT7ztfJu+CY8T6Rc8B784IPeKZ5oA8TRQNOAllNpjaXQC+FXDp6MomI00yhjXlCYCITGHRHylZWfpJIEs88RyYJzBvHfCNy8weEb/rrwoRDnPUzpxC10OeZWAonOnF/mVnpyDEbjjlj5S5Yuwt6v6EL58S4oV/fIvTnhJObuDjCamtRo5ON2cqtd4ZiQjbJrbfIfx6seuLuOFkRr1rY5OKoQihnQH7qzbM8+0qGeMfkjehJ6tDiScFiRtkLIrNFd1ygdIqlAkdSBHSHT+tqiXnIAQtvzI/d9a70jIDmP/Ixx/yVHzmvSAAEh8qhl/ABE1wT/7S5XDRA2azmhDpoKA0D7wExFWvW5QpkRdwCpFnAr23XALMuCXY1CVEPpB5a3TwqmNbiLCt8//GXfRcAfenHqs0drm+A21WAZT+wLMcoBzvqUzxvg1wFwPBk4HyQ7LeHWnrH8v4YewbZOvIeJEOpenInlvgnriB1/eI00L5ZTdRqbJ/D8bXr579rxp3t/pd/IU+87e+iaHWsADCP6nYq7TbtSF6rl86+HQLjpTto1R+LATYrEdr00PtfLVeHDKgJfwJUwFy8LNso1OII9npy1j9zBdjLtMtVhtW5donZK9JAdJVQLTMF+5Z7W0gbkJGWBCoUURyFgqcV1NkfryBqejPFgxSKeoSMiAcSqpHgE7kminmXyTUfwkmmFAM/Tizhr5RQx4MZVW/XqWBlb7UsySBOAJ8MOFWdS4u2+DBbf8/hYNZXJ48h2WVZM7e8CN/wos98+h3pOdb+h19R+I5vr8lmWTm9IWyOetaqbKVQgo2P9292POYDt/tj3DyDZNJQ6KfE6JVxiDAVZJhrsreSxCElorng7DBI6VAZEefRMluCoJtskgKIJNOgS8CJ9QepURypZEMR+z1sKMoIARXzJdYKmhv5oM19BWfFD9SRiwdxFfCYhMiSET05R3JekXNv5cBreF5ztMmfOtPBN21U9aimeCQbAaRSkGzA2W+CAefsF7tUBbrRsztSrj1mwEKdMHbK0Qb7js7cb052eXHP2HUwbAq+ZAYtFO3YHW+I55ZIG0h0W4/ImunqhpiNefd+InQbfDzHTUpxHTJNSEzQCfJHv+xZ63/PVHMf/ivQN/4HyJBDYTrdEKZIWXe4rYNs98CLa4m1bDmeA4S4VDSehkTcJXr1aKfo3Nvv6idC9uACOQs4xeUCzlGKx/kExZKY57SiixeUEnBayFrwOHIORFdM5uEK4HClmKROeyIjmYiqkogWtWNihSM3WRtCrmKkjEObo5VdKDitfsm15wuFSCIysZIdKzmjdyNDPKcLF8SwJcYtLuzoT64jccStziEUGHbQzZSQYD1CEcpqNp3+0UQJpmkuThmPLcH84jQz94U52q1wM1jeRKn3sW3vSQ52oVYDFZMS5mDjvY5H6GCThywOupkomXm6ikaLmo4lMuvATnsmXEWCCSXQl8hXnN4914zWnhF5BsCPPz7y8f/0MRY0BVU3XFnNDFSQahrl+lqRA0u4trsuek+kAV6qTdzBugq8DQRo+4aL9rk0CUOVbzQGUKUgrlRXiApTmra5yTFauucizdD9Y61Qtn8sBxplpVUZ2rPPTZKRbV1jpqVJMQ5lGlWiYVxjBQl7nXOTZ8ghu23f6knaZrOUK5fY/DaRWeQa2oB2+yUvs9qgeMTGm4PfqW3ugHcd/3/e327znG+3r7+G17/2Uy8HCOqfimMOpUm+D4B0BbQVLB/sugfRFZzmBfDeuWxneF5UBXtT+HYcrRdIK8ObHGRvw2XyNqHJzooiJGca59mbniw5k2pkEbJ4K4LuTHucnGn8kniyWKKMsczeEg2p20mg4ElNikEgq0PxZDUphckxjBk2fbNUzXItl0pAUFKJS4JwqdvbZM7X9VSrumY9hwH3O/QuJQfrsW2iJ2p+wXfwBQr44kiVjT4MKQjQ4bj+8B96ep3nOdx+4D9k/tIfsu+aBW6eOG5dVc6uFoaw49YAY++Yh0xaJea1Za5HnbhYBXI/QSzkYSL4DfNKoR/thtvvkDBaIQlPfTTvXOcUF3eIy/ha+dH7sY5tBoLdUsxGq5e39R7XxkosMtFgsUjNC6kXoGnnrR8VKmCm2hyqvwScc+6qd3RPyZ39JQuxlzmateE8oFNvNgBTrLpmj0ydgebdgKjDn/VWCXAMxF1EitCd1cfR0W0D3c60zPc97hi2SkzmmrHeFkJWYlHWaeRkm4mpsMozwU0c7WaGMtFrxqn5BK9Xj3FyLuYP7M6IbrJCHC9+jOPxgn51k3B0C396E+lmECirDvdN3/xsdr1ntJ297mvYftMX1Y4N/c2e7qLHn62YYiRuIYwB2fXI2MPYkUskBaXfmZc1xaPJfMLj7MhzB8VTUm/jVvX5tIlUzb0QIeeIIKTS1YiKWV2mbNKLUqzPIWp+2ZT6aH0z4xEgtUmduDoWLrQZpTIw7X7i2Kf2toQ4X6G1oEQ3E2Wi91s6vyHGrRVs8TO+2+HjFtdtcasL/HoDfkZXO2OSj7ZmObkaIRZSP5FORooUptMZFWXuM6nPXFxNpABnp4Wpt1zZsRN2nZACTMGxjZFN75i93ZeyBuaozD7YH8IkkU05QfuJ2UVGCcwSmQlsxxdx3glbNVnGdr6C1gpip2XNW6796WekTz1j6bL/5I1b9nceoQXKXDJXCqlAt23hgZLlQClRoYVRDwtwrjRDBXKuHrn5YNj/iwtGZZNtZl9oJbP3b1IBX91enO5Z7YWIloO/ur5RJkvYvabZqwOXDr724fsdMMmKMeGuecRWQNqS8RbEtd++gflDtn5hjmsJ0EtscftkrslX9q+3914+ImWvS67gTKQdE1T9MtkwLtUuQI+Bq/Zp6rj0gm6PvuPv7CcUwjJH2XVtUsRB36lFRrxeAtmLu4Xbb04lqw5Z6HkBzzYozgcM8yFgbtX/EGGuz4vIoqMuzq6UZsRVpA24IFqtBg+6YPturT/sp73tszS+uV1f1oxlruF1bILmMC7eYZMKO2XmZGFyDV+vDVfnXwnwOGZUYj1hMwVjlb0US/KoR/ZVJ+jEo2S8lAqkrfkw2Q1LQ5VeKC4kVBM5d7SLWFCKSyYyKWZr1H5oBUYOrt8XYPuP/7TUX6kqyrLiNbHawWY14GYluGyMUhFedDHxXt8x+ghpxrmIuB2SCok15B1MHc5tKaX2mRLBzaZMcyA5gkxo9kiNHDjJ9caXasTQzn8pAecSWWPVOwtFFS8JFY8WA8tFFKcZWSKR9t65OJR4kHjqa6JpSzYVSukt4avE6tBiTh8GiOyCFZrMR/am6Nkj2sI8HnUFt/NoyLhth1OL5PnZk7vC0a1aQVEVV6AbHbuhknk1gT5FpU+WEEjxzN3MMBdCKYQkzOLxw0y3Mdu5mBOcnzIOt+jyjNNCcDNeZvyNFbMXuHpuZj4+1+gQyHa6xz3t3rbdj371ZUbHmX99Pt4Rp4TrquNX9jB1bB6YOLqZ8cWBdGY3J4KS6fKIug4fJ+Y04BjRHCBUgOwswuKDjVHez5QcCG4mqRJCJueO4LVqmk2LnzXQ+S25uJpnBEk7AjNFHVFYckASERu593kbbSxWxJyuUJwWq65KITT/c0km13GJ4C0JN3Zb8172CQkjvtvhVhdISDBswSkaZ4jZzBc6q6Ka+gmNhewK8/FMQUmryjQPhRSUzbEulWqn2FycLHoydd5kHiVUaYfVOHAq5DlaMmEIFBFi2LCZj0hRKMHImZlA6c+J2jFPV+z7Nx9H4LZsnrE+9YyB5j/6CSf8lR88x1ggtftidgtAWOZKApr2N9TqX2Y35LxnnZvUgtLcMg70z7As66JL3n+WZlfXsgz3RSoO5Biie1lzZbXsMJWVXuLnVpbTYr4HcKL1Xuo27eVDgMV+3Z1JRqr18AskOWSTlw+zZ5pp56U9Lwsgbgl+7W+vad4nELb1hwmB7Xw27SdQ33/G4UgqTSFQJz25akrt8lcRXsLp++4UL4D2wR/2FTz+7v976U5z9VRuXeZA9WNVjw6YfBEb7vLBVdd60CKNrN2pyTFaYmw6ANBFoARZpBzlEmCujK0YnE1Ai1McgkAjZvfr28SzJX7qwk3UzykNRdtk9fAC20/RbH/TMpf9ZLRKp5wa6HFkVBxOobTJJgXE4dVclUU86IwSq/5+ruyw4Kuu2UCV+TmX0j5fwclUnTSMdRafkJLIpVu+nzgluBHJjrnKONpvqj5ZmC87wF57tbv6fvSW50/7bX/a8YOfY510FogpszoLSBKKFrYCKQqn48S5z9xcH+N3mTwkXPEcb7fc6AOaHLgJmSOdjowxQC4wgXQ7G5/VIblDZKxad4fmCDJC6VB24B2lyHLNOCCXiFWSNEjsXKJdNE3mY8DZwrRoux+4fQLqQaKp1siEAeWmZ64uLM0YvW63PGZfk0vrYFy8gdAU7FpfKtgKznzkkNGK5UiBMDmmLnN0s8MVK5ntE8RZmDtIY2E9A+rIoaCTgWdKYNcluiL0RQlaYFyzW22Iu8JKCwM74k5AIvMDG7rb4F0m+i1dd0bYZbTrKLsed7QFQD/sFZf4mRdaO/n0v8qtf/zLbSxKsFuNxJCIm86mVQreebbHmRDPWE0BHQKyW4EvbI4zq/MCPlF2A+IzYxSijovePmvAYZNzETVNspvIc4fzmZL3Y5aTCbW6jjifyTkQKtnixFM0UXJH5zY2jqvDi0WwS9nnbiQNppGm1HoKEyDLtk7MfQaU6CeQgnczIYx4P+PC1iqoVlcbF2bzuY8jxLkWvCnQG4NMnCFkY5qrxdx0PJJ787BOa9MyX1xJFK+kYOzy1LWqtcrcOQPKBLLC2DdZXrCB11uRkygTOQ2W6B4cOxfR3kz+5u19lNWOLIFZO7Z6xM4r5ISXHVmtouUnulc9Y33qGZNnAKSc+cP/8Sb/4MdGWgKE0uQYxdiCRk06aFX5ljz3dpOuV7WyX9YlqU4xGYW2b7SwtVpZ10XaASa3qNvsJR16aT87vm2nFMSrldN0B3KM5XmTbCiH1nTiqpPCIqVoso4mvailfiVXFjlbQo3k5XWTbeRFr9yq7klNOnMtwfDgPezGXy4BZ2OR73DgqOfyMInQyQFMUlcnELZfS6oR9ewrAZb9xEfhO+Of4EO7h552v3mut5xn3vhjv5MnnvgX+45V9fZolUQ0SQ4s+aZNi3x4k1rkF61JTeargFYPlqG6aVQFQnGmVYZ94p86V63nDDhnAcSkGE3jXMQKjKr3TE6qkbxJLSbxFGeJfkVMS2aPgSSmnbNkwBoMF3tMeFQcCRvYE+ZykZpDxoFzxn7ZLzcGqcdTbTINX1lCaghTKEVRaiUIpVYXtAQsgNIkHTVqspdv7CeI2oBRuy4aUE5dLcy0n6DaMeBHrv1+Xhmv3o2u85xu85T5m//LzI+8xjrYLgqP3ee5fQU2pzNrv+W9Jz0pFuZVIg3m09qz4+zIU0IhH02UbmZwF2xXGDPVmZ429XbjFWc2ctols6Gr5dGdz1YyvT26skg05HD8axKMOuaZZAOW8a7J2CqlXUvm2PNqD9akQqVY0RUDzbEyztE8ekukJNMxa4oWkt8N5tAy95AibFZQHLLtTdM8e9wUcLsetw34ORA2EZc8fvKErSPMnjA51mcBXwQ/KtdueUJS4qSsd4WTrSJa6HPmaJs4mjOiBV+UI864ss3EkvBqOtWjo8e4cpY5kjM62RGdWfr1x9dZzxPD0RPEkyfwq4uFnHH/7u/Dgw8+m13unrScdjz6jb+a8q7vA8DNwup6T397hdt27NbC+kyQ5HA7W1fGFSkW+q23AXocKFPH5D1x582eLpuTRZgtElGKydMceSnik1OsEqAaoVC3j3JUmZARd1VCVMxpyFFIJRL9WPm41t+z9U8cuQSi36I4nDMdsRPLvXL12gHB+xFETf7kJ3yYqySqYglXjFhwBWrhElYbw0DrHYRMCTNlZfaEuU/MJyPzMDMdJVKfKV6ZVoXsC+dXCiXA5OHixKq0T81erjcJ4Bg8u84xharNduYUUjqYnCOLI+E41yvsBmWSaLJB8YylY5NP2IXAWb7CxXyFrAM2iRW+f/1neYm/8oz1p2fUzTx4z9f/xMQ+gLuHCzK7vQlFvTuJiMWkxRjNlpFps3r2wBZsRl8pfYAl3tTY42XxMsN8eZ0xY0XUkjtaSG9B2NQs1LqysdhUZqwO4vt99GDnts3y4RbAdFg4pL3ebuCXp/2VddYGynU5ltSCI675OS98X7lUDnthmJUnWc4tWucDxr5NTMRl+waVbW/vIa4QoCbS7D+vCLzZPcaH8sIHzd5Hrt/4xsu/ldgZmuKBlhxArRdM8XLPQK0WQotsSHWFOWSYdWGYrd9lkb2bRk0CREzkUGTPHLfLxZRNe6v3fe/Zg+smv9h/D7m0rcqecV7sIBdKnYMru2npCtRBv+AW2Y9q5QulVMeMUnuUswlZZaRVHKJ1ii3U5wXF4R2UUqUagJfUpnT2v0z1tbrsDGjkEhcG3/kEmqprxvKVkTghBZNsHExsROAGW17J1Z+5U7wAWuw8r/+evcCqSxYhPMkT8y6w6Y7otzYG5+y4b3vBEy6w7da4saBuIsxKcYVdXCFzRl2hl8LYeZMzyEjQTPZt9qeITKDBkv+cFb/R6rRhv4S3ZD+Rg3HO1jkHmQ7U7OgApFrIycJR77Xupckt1Gy/StWaarU71AOXJG0lzOqjfZwCGg+SCIwFVl+QekFrqaRQTfxDQJJdZ644Kk5BvRK3QkyeXa/ctzG5RnGO5DInOxsEpujpS2Y1ae3PAxdXbnLtBvQ6EzThztbsrjzO6kwJYrrnyETY9MwnWzpAwlwlSnbfU+df0Cxzaz4MpEe/f1FTlmB9eHcMvYz02VN6hyOAz5xfSawubhNTtIIvu54UM+J3dHNAYrSqlZ0SR4+EQE6gYSaUySZXGD4Rl0nTarknqwqiM6U4QsiLTIOaYOpkL1Xq/YRzluTs/Y6KVihlwvuq8a/yMySBilUq1BqvdnXCWWUaLsw2Hlf7R5qdrahVhwzJ7CFjQrsJBmObyzChvSUB5vXEeLojx8J4NFuOQ1RyV8hemQY1Jxgzm8ElGI+MrEm12NbYmeIgZIN7Odqyc5lpOqIMM3PNp3F+RHfXKKuJgjASmF2wA0/HVeJ64MnqCg+4o2e0P7n/9iZPr33uzxv24VtVJAlurtW1qkMDQFBBZjMMbyWwRUGSQ4rUm2ctj10EpyZ5b8vSwmWwlC1tx3dNt1gTi/Y0ttST0HSN7F/fU90swrpDEWqjWA/Z8Kd00dgjcNHDfQ4mEnX9smcr71uZ+TuLmzRw7byFvcUdgPf2XnV5AdVLsZQKlF3jX/bA+rBktn2oWo71ABg31tvXkqFLoELhU+TVfKC0++7/rOWnLmqz6qnXGjHZbzd7x2S2nksioGLSjeKkavdrAv4BYG4J+ba9AeZ8AJhN/9wKmsgiy8gVZBewELfs5RutnPahpnmfVWC6uT1Y3m932CrkWAYOPVi/XAbsJ1pumXI2lvAAkgu16E5L+NqzhC3qIQLeFVqkRMR0rPYm+35o7IoS/GzuGkszGcYyHayTa++nmki2306c4sOIMHEYgPso96Kn6gIvyPYRH7+fDM0e+ikjZx1HZ45+63CT4LLywMWOMznCTxE/me/wte1oDNw0GIAswpASowuQBshCTJBEQIMxtEhl/6ksnEUTLCogUAvfNA2URSI8Ra3vFg210I2jENHqgWvJpVYdz1i+fUGcUmLdL1Rw3jRWJt3QWtl0IRKapASTWyzkSfZ2589uf88B3BxwOVBCxs1+GfJ98pSoxNnhqvTQqeAMr7AZoJ8VV5Q5mP1WzAWXldEHUp+IJZsd4vkx5ydWhKvDAHJ/q2dkIJ3UYjAuEeMFQ5ohe9LUL5NHlYLcf9+96lbPevMPfow9EcOX26ORPJxV54dEi0xfXJsY/AbWE9pPqFPOr8z4foPvRlwtKZiPd3Qy4fsJlUwZJoIb8T4b4RRmXNwasI0jzpsdHTLj/ESIIyKZGHd4PyFuJoaJEHYEv6OLG7ruJt5PdPGCGHaEsMX7idhtiP05sb9NjBd0wy26/px+OMfHLaE3nXJcnRGGC+LqnLi+wA8XuOEc6UYkzFYmPE64mIxM6HcmrD85R0M27/X1iPYTqZ8Z79swH0/MXeHivpF5lZmGzHSUSZ2yWyupq3UJgnkyXxwbNhs7R6r3I9R05cUpUQuaTZZREKQbKfOAFphcZBKPDhucCvO8RnEkiWx0xcZbERjPwfheHJ08s5Utn1F5Rmv//A0X/B+vOeOtNxU5uN0u8ohstlLN0aJItSdqIW+HMcrK4rZR2gxJuLxMq+6ne+mlHCQRipq4XapUpIaqWOQeZS/9cOZBiKtJe02iIdmywn2+LNFg76qxSCzuXJa2DDQpBunSshxKMxbQm/eSiFY1UPKS+NfCldYq/9YkAnIZDDfj/wXjL4CctoI9QK+vqauOGVWqoSyE/a/hF/Ll/W/gJf4DZxAGeNc7/z5veceXs53f0dQTy/1UsLDUwsRDc1IkB+MMwOZHuRJabTJU5f8GoFFyLanbmOTkZc8+HwDv2e8p0rn6Xx5KNjKAq0VOagisOMfk7HFGSN5cMoqz8FipYTIVR0bqo6tSDLOSNKcMWdabU26TaMhSDXBuxU5wUIFPJiAIWRujCLkCmKUISW2tCAqwOB9Qz1vOfmGcRaAUsw87xP0GkhzNwacBn3yQ9NeaqvIb5GP4itNfxYP++P3vJM/D9h3/eOZf/83EEzfs5nPRO65fddy+orhhy60jx9Q7pj4zHSfmfuZKOeeJk4ESM3k1kdY7QtwyrazoAasd0W2YV8nKNvsR7yfUFwgZ52ezuHKK83N1yyhIrRIoBxMq2vi1JD3vK57a729h6YOAYpXq1PB4Bcb7ZL9weTmbTENzNGa6hth17o2R3g3Gkm9WoB52tRLg2CE5QBa6G8cIgtt64qZDFPrzSJhNv3n8RMRnhyic3hBCFkJShqlwegaiilc43W1ZbxWnSlDlKNzk6JYnaKEvCSczL4rv5vSi0LOjkxnPRP/Ao5xudwzdLfrVDeLRbSs7r+B+80fj/sjvR65ceTa617PWbr7ur3P9h78C2V0HIOwc65s9/a2B2Xd024IrDjc73K5Hth27zrG+cEjyyNyj24HsFT+Zib5uj5id4CdBMNlGEbVJVInkHFALH5KmFd7ZhD6lobLIJgvyPpGqLt4tZgIJwePDjpy6pf/7uLMv5CvZ4ApWWVj2kz0VY5NFEW9OKQu5JlZUjVglGf3OMFKw2ZtePQNfKD6R+0Q63VFiJvnMxcMb1MMcMtOR2Y3OsVCive3FsVK8yQhvXYEUHFMQZi+kUCkTJ+yCZ64gOnvHOceUbjZZhnMkDZz5YyuGUqUZCcd2vo+xK9zSa2zSkUWZcGiBz86fzv85/Pq7Wv3vqdozzjQD/NaPPOIdN+UAMNsJDlR2uWYeN92zK6YvEjVmWVGkljwTrVn29blUdkIWZlmW1xrTfNiR7M33zPUhLag1HCiHHmB6uQzvgm7KAVN+4D6wp6nfx1ykgvj96wf03LJ/20YqeG6vNbu4CrwFWrW//euHgPlAKiBaK2zVhC9RLPmqrmuAWgrO5b1up508N+PdvD8zB+zz/W71AQeYAV7y0i9glx65hLfMd9kzdjY47F8w5i5HA7wNXM9VMtcY6kwroW375qpbbsdKB8A4t+PIgRUdwiQHPaKyzkUEnEk1miSjvdZAt7rmjS7tI+8/PAeXz2HfrY91CoBc2qIlF9ZElwpo3aKTb7ZIjXFu0Y+8PJdFXMKyXuv27uA173Pdtl4ekgluzzhL1fQFl+v1XKv/eQNsd16vIsJHdvd9wAFmgE/7XZEbN/aTlWE2wuLKPDHmFd22p9t5QnL0U+Fop5zJKWEXcLMnJHN4SGVAdiukOPqxMEtndm1F8IXqWmGMtIIVk6jyBiuLXu0ItWndD+UTbpFUUPXyi7yCZkNYYx7V0rD2wGV9aza2G5u8H9MbcUDVoh6sb5M3r0sFIinegMvkcSmQQ8Lt/HK/8rOn+Mq3jI55lQmz0k3Cbl0Is+IyFHFMvdnN+VzYhp7cZ2Ip+FzIu2PStQ1BC0Ezq5TZbh9gd/8WM1Ic6d2W7lZH0kgO2UqW+5ZsBvIJn/QBB5gBrv6CPwTj9WU5x0KhcHFacLJFu4yGgnpljoX5aGKQCR0mNGRSKJSTM3y3RVbGIqfjC6Lf4voRpKDDFh9Hc+iRhI87wnCBuEK3voGvz2N3VieHmdCdIS4R4ki/uoXzMyFuiMOWsDpD4kjotsT1BWG4wPVbXJgJ/QV+2OBPbuLX50h/sdjFuWGLDFuk3yHDrj6eI8MFsr5A1vYa/YiutujJOXrfTfTqORoSaTUyn27Jx2Ypt7u6Y746gcL2aGZeFbIoc6cUbw5Ru5XJuXYdTCuIk7CL1HwaQMVybZwQtKDFVctTh48jUzq2+504chQ6t6VMx2aZimOWaNVGi90olT2JIg5+U/8LnnHADM+wpvmwfdh9wo9fbxS6yTS0Vh9rSXwiipvdAixbGWyXmv5ZmzPV3unC1e2qs4O6cgBwKwhWFgb7EJy3uNkCuOtYqlrlERY/q8eoN9lLgLruR6Ns4XAwrh/i4PEALC/guS00twGtH6suF4zRrsdogKHNBham+RDAVI3yXpLRPlV9rbGhS9KTVvO+9mkK6orZAKos+4soKlN96+peAHye/8U/qz7wQmx998GM09uAvXYZ1/qZomL9bwxVs8++h6SDctnKvqx2g57J7RnnZfv6PFPv3U3TjD1vj2AVxBYAfACQVZyFyA/0y1z6ZCxdfFm/n2/SEvRY+sy+7+md/YjqiiPGlhUUV10vFI8TJavZQZqm2dcAUj13KGg9joAnV1ba5BgULJFQDDjnoktyoEgmiFoZbuql5RJBIZV9MRMniriRXAB62gXy2f1HvO8f/gXerl0tXL9pwHl20I2ZnetZA7uVkiLcv93yXt9RSiSUwnw0czSN3F55dDbdelmPdd8VbAust4QJUm/Vz1BLYCJHVCYkm/wCB6U481/WvWWpSL1ZapvoS9XLNytTs6Lbj4kWwbAxa9+JFWq3bcC68QMHYLo0IN0Y6grYpVjVwyoNxBd0Z2RL8Zm4MS9mVfDJwtMtLYVK9LnkyQHiBkLx7E4yV54wMmfyga4fOboQQlG2sqJf3aI/9/hSKLdPma89zvrxSNBE1ER+4n7Orz3KcKsQ3cQQzujiBaFkUgkEbZFBRX7RRz3Dvee523R1gmzPbKHA7mQmToWsEXYgxXFxAqvbI855inicRsZ1oZ/ObXIUHXqxYrp6TjfaMufH5PUFLgtOA2V0+GFrMGEc8MNte88ckT7ZRCx3KKP12VJwcQMaCC7h+q3Z2bkaTa7sc5kCrpsRRtxqY2NanCvzopac6mcjE32ye0lIdg35mjDrZ8Ncq519vpDQLpGHkXJkSYMqhRKV8eoGqvvFeDSTolJEba4YbH0Oyhxt/pjrXHuMQg5CPzku1u1Sq84ZYgVOgmS2umL2Jj/08YLNfBXpN8zimcTjwxlluob2M1kCG12xZU0WwZWZIrWiq8LHysvvSR+6J0wzwPf+nhfxez564OHBBgyPJU00gBBE0AN2ud2lTdPsLIFCxcjRajnQ9MxN4wzYMWvihpRmKWAn1TC3W7Cr6emW4fgA11Zv50YgV2p1YaAPB9fFDmEPLJZHB7XG7H7b5eXG+O6XQaoUpB2vyjeWgiNNuC81dFlZ5FpwZc8W7xnmphM99IJ2kqum+RA4WwWjxgraPtnCpAc0uxMrd+xd5qN4CV/tv4BfFD/k/egRL4z2qb/op3nwgd8F3YuZOrgkAAdUAlNQk1q0SRkGRBqBhRy4YlT2OLnm22z9OkkFvKoV/LKA5LadUt0yXNMv20fJ7SMB5VC2IRi7LFLrGlLBRbsQ9oC7cb3WL/fAwh2ESRqfJ8ujHXCB2MJB/2oTP5aJnF+kRubHvDDUjYWub+1ayXJYtPmLVtnl2o9rk2Ka5sNQkTPW+XCdOAgBvB/5BfIgX7/+nXx4eOE7C7yv9pdf2/PJvyZz9SRxNMFLbigvvl7oRpsTPry94Lwc020iYfS44njR5pyL0CNjh9tFpMBqTEzlCNmay0S3VVIaYFqj2VvVsloBUrLs5RLFPJJVg1WCLEBzV1HrVSbRaR25uq3U18FcCEp1JWjblXIAfpd7QbOY8wuz3fq5YiD50j4+7y1vcmWTfYFUNdrZ7i2+OCQ51KuB5yykvhAnZ6yyr9dKBjd5xiOr/CdF2YWOEhO+FGLObMsxeb2hK5lQCnLzlN0VYzc7JtZsWd3oGX2HdjPBT3TdbYajW3Qhk3dr9GM/CPkn/zvuoQeenU71HGiv+G3vofuQzyGtTklrZbya2V6ZmXuTUp7fp3TsKEcTpbdkubMrhc5v0S6hMRmAvLohDhdwcgauMF85J/Rb/DDaffvoDLfaWNG0YYf0W3w3QZiQfktYbSDujBmOO3x/UfXFO/zRzUVzHFYbJO6QYWvLp7dx63Pk5BasNkgcod+h3c4Y5NNbuJNzOL1tjydnyNEGji9gvTVWuZ/QYaR0E/l4Q7p2Rr52TlmNlH4mrSemazvS6Yh6A8vzOpFiIcdCjlC8geepN3s5xOxX0+LsZPe4OSpk0zNnZ7il4JidYwqeKDNz7knVvSl258xpbXlCLjK6DobRbCGzZ9KOSXtmXSEuEBj5qPwhfKP705z69T3pQ/dE03zYHvgLj5Naej9a9T9U8Kk18mUatWzp/6aGcGW5V2vVKLeKgM1FQytQbJrmJfFKioXSln1alUCqZhlULNPb/GhNm6wUbIp+UBlwsZVTiJXj6+qjaxrnahPXlqUtNx1e1SChVh2wbivYezhftc9YtrPp+8D0zHkBx87Nl2QVi+/yomHeA+gGmg/tmupPsFAgbnH7MIp7sXlCcerJohwqDr5Yfi1/uPucu9tBnqft331fYHFfwYBndsIiyV2uMk+q+jMAUTVA7GWZWxWBFKTRagaA60SqYLP5tv9cLeQQC4O15L1cEWZGLfnCOWYRtILryZmOdxaHVtlGdqZNnr2VM55dNFAuoWqXq6ZZD7XNTcvsTQaCr6z5gZ7Zeh2FWHXMFobPNbxmdvw28pZCdcCQmuxliVQGlJYkBUqR6s5Rv28tNNHGiFI8ZYkKUbeJy3hivxFICSQuzQP4q/Fz+e3DB2705LD93g8ZaQVrkoN3POyZ1zMXfWQOZjM1rgsPhCd469U1JViRgzRM9MNtLoaAOqWsRlb+Nhcrb+PnekvszkhdNrDgEnQTzlk0QJzpMZ2frfCClGUctd8qNVrlgDDYR9baZO1SFEXDopNvRZtUhZIi4KokxJkbgQolR9BAyQ6dOwPT42CuGhfHhgymiEy9hYS2HU4d8foRPgUoynBzbaC6KP25VYiTrFx9b2+kjxZOb3qznsswpIn1RcAVi8xc22xZ7QTfluOjnDzREYtZzsW45Vp+gmvzxFrOWPkLvJtYX3s3V/zjhH5czoD/mi/C/9KPvjcd5znefvIfdXvjqwLrx0yP3s0OPzvc7PG7wGYVOL5t5J0z7zRShFgjCDIFRiL9ZHk/nB2TY8FnkKknpVjTpQSda7EmUXTuWKoOj4OB3xo50zDjNEC3rfsFZKjF4jorqCI+15yqgnTJ8MswG1INaujV5xoJyYAzPAI1BwuKy+ZK4Qrz1Y0xwcHkb7k3S8ns1byYQ2F7YsWNCjANhpsyyu7Y7k8Z2K6NZEkinB1VkkawRNagS8RzGyNzqJUARTjjFLqpVqR1TNpzOwxMMTLRMRHIOM7S/ZzJmqLd8lv+W/fn+Xn+pfes79wzeUZrn/ASz399JFeWF6QIrnkVCvX2KeTkFmCnYpViTPumVooVtV9KWDob1CQfBPXFzOOlmG1codrT7QF7s/vSancn6lHKojc1hKgLsBR1VUpSgXUDnC3Md3DjveRmoVJVHYU9nV0/ilYAr+171RAa5g/tGutMbrlfLB7PQNNx2gvVn1mFfSGT9jnKksBX32Rh+Kzgg91kFs10O7cV8uCyfeWlqAT8+vDfgUVrx8NHcb57HQBFtVrHXd6mOF/9m2vguChzA9Zq3aQAOew70uJ+QdMhYwyYTeANmFP3W9jtPctss67FewJgkWY0KYdNHu3D5vq4L//Tmh4sHcoyGjC1vAJpWnwO63S6+qxVnbPrzanZz3mBrNmufKFeJ34BQmZLB6VKOmzCiEWJqnzIuVLdEdqy9dd8AKS9n9ESDU5VZlrdZJewBsSygvmM+OE/m5/8A6I99FLl3e+057OHkzPlPAdyEWQlpFx4aDzjXfEa3cb8mzVCZMu5rCAVJGaubkduHh0jO0WHHcOY2IUe8mxJ1iEjJaIVDBciIjM2qfIm03DOWF9VpA2W1dPNdOw1zqFGfhw6w2hlhnWRFh0EGg6f1yiLUqsBqlRW2R++vB8jDyquSjb3p3SyI7731JKnYyZuLaRUnBImi5COQ+HozCN4dsczV69bJlWio/iZfjKgvIkdw7TDJ/BF2c73s77vXawe6xl0phuV2Z2gR++g200M/oIh3iZOI6n3xu+0ZPeP/cCNCD6pHT0IF4/a8wy705kwJ9hFOiIkYXt/ZrVJpLUQth0lO9LxRDcLBIfOge1pYtjOaBTYDEz3ndFltcoe6gjRbNt0t0K9RcF06mHY4VymzD3u5BYSJ3S3QvoZibOVbu9HSyw9OTN7lTFAPyMpQz8ZZgpzJVSqUYFkaHUlQrICcb6O1r4aFfiE9pniSi0aopRgXsslGsFosotCCcq0spoTfjJ7coMLymjVxI2ECXuFyG6ol0b2Vc5RKxWqYw6OskgM90noUbacpytIt2VygSRCJLFJa3JwjHRsdcXkBFfSYi2qCq/gxfe069wzeUZr3/y7r/EnP2XFx77YZmq+Ve2qYTVXhDIbtdTwnqthLinVdq5KNBabn2o30KzpUEGSrzoyWXCqlL01kOjh8zY4YvtiCYZUkGkwwC2DLWV/zP0plENMYeubHcIe7e4fl2nugTavMZXNXaNVSmttkWbs5RcLo1yP0JhkAxbV0WO5fewTBNu+Ve9ikxJaGDwjbq7k/P74wRsY+RQ+nG/wX8Kr/Avfk/ln2z7to3+YVz74J1gNH23Jfv7ghq3G0rWCJ7YS5iAWGa59Z2GYYQG1qbpmUJ+3Qcos6ioQqM9bN06uMrtS96Eew1loutTHWk2Hwx7ROvalgUHueCL1OjwA1hXLX2p7Hvlgf5El+c8IcrvAHLWcN1WOIbq8vldQw2Ghdncg4WjAWSiLPlVcJhy+u4A4KzG8j8KY3Ci4xP/gPoRvH/4gD/nTp/iFPzDbl39Hz6/+nfCyV8z0Ce4/Kzz8eKEfwZXCOo1cL1eIO0+YrEDHIBvGcmRWdNlx3+6CW+EI5ogUx/E0s5MBpgFShy8ZckCz4HOtfFaZ4NIs4Kqn8x60siRuL7KhNtYv1nEtkfDJvahVCrycFCgGzGtWrrhCi4Ba9aB2AQarkLYYotf7RTcjs8NlT/EFSbIM+VIEDcWCmFnMmkvMHtelyNTnShwqu84mByErcYaLwYNLdDkTc2Zz9iLyi24SNDHojpN8Qb44IZ1u8G5kWF1ndXKDvh9twvFpr8Z/65fiT+5N+Pr50F79eW/n6CN+L+XqK8m9Mh8XxuNCjpnilO1JIpSRHBMaCjkUxuMJHyZKTKgrnF9N9GWCLqFO2V4dCasLdL2DOJOunKFXb0FI5OMt7ujcoiz9iBs2RkT1W+T4zNjg43O4etOY5tUOtxrR9QY9ukBDhqMdrEZYb6CbrRKlt/wjDcY6a8wmIxlGytGOcrpFj3bo0QjDDF0yh5thRmNmXk3M64m8ymhvx0pdJneZtCqUzpxAxlVhXtvka+oKqWqYmyQju/bc7juTt/6uxZF8za+pFN/knTlpqKPgmJxnFkeM54zp1AqYuMDoI9HNpHkgEdnpmsRQZRmZX8LH8B/cX6Tz8b/xa9/dds9BM8Cf+mVHbCZ3yR9ZW/BVLw+Ap1E4xHiCQnG44vf+zepwajN4d8AuSNOdqSDZXV6/hGakJh5VzbK0uoX19cpcHazBQh0CB3ZY+9Y+rx4wElS2+aC8dktuaVrsJi1BYbHS2ktSDllsY9Ma1+cOws1u0X1KBepmYdNYv7qHXAYSAOoKVzm2cyz167nEMcOyrn2Mr+7+33zcB7CO+X21j/zgv8DI9csRB63JEdX1Yjnz4egSylRksZJruGBJ/BNA3MI4g9n0tB+7LBOzAzVxvYTae1wGxpW1ZkmHNeYXavLdk1ubdAkgennipQfXcaPsfAWz5WCIaa4ZzRqOAyhDi2hYnKi+Rz2Bh8D48IyJAef2ngaKD48JuMwp+4xqWfp113July/4desv4KO7D3qKb/+B20SE3/SlkduP7/tFyBByYa3njH5FnAU/C31OfLg+wkVYmUVX8rzs4gZPrNYLqXE67jgfIqQekuel21tWbAKgeJKrIZrcqgE5q9hnH8aW7ZPZGNpmSC3aV5ME9yTFAag+JD6W73fw2Ow162RKc7ffV2oOSKiOLKljIUo6K1bvS/3IojaeV1BdXI2UCmjIZjUHBqRq/szUmf1clyAmx/bqiJRCzEqcA5tTRSTRl4xX5dbtl7H+yLcQSazYsJIdu5sPwgef1yIW9XsphH/4xwmvvnfh6+dDExEe/sS/RRnfs6wr3uzSxlUhiqJRKb6QAlx/0BNU0VhQX7hxf2E9JQOpzspt926EPqG+8MRDilTLWh1Gop+QOCMrc76QOCPDDtdNVnRm2JrtooAOVlVTwdjiLsFqR3HZ1lWpKb4goSC+LDmpy/dbCA5o1BnYNvOVHXk1k1ZWIlsdNQEXUq8mwQjgkq3b9m7JgZmjWaYWZ0C5Fsqsz80aNWlnbk9S3c9EjGEOkHJvlWe9RyOU0tEqAirCyt9iO72MLJ5JOmYXGcIFbr7GXp4HSOFr4h/m5c9C3smzApoBPvWD94ozBf7yr45LdnP7wX/Th3u26Y4dtd2+683ZNZBr8e2Xnx4cQw7vipexzCVu7RCwNga36n+sclJlt+TwRq6XjuF83oPl5cEG7oV0lEu7LHpMA6UHoLyy7rFq8OSO/S4j6DtOT3t7Fe4rx5duCr5a+7XlK3rZTusXyisJ1SJJl2OZXOYwlNnde1XP86ZdWX3CpXP1MS//55et54CXX/39JNldYr7mA5s5xPyS9QBlx+6DFgBdwEJcav0++z3QzrLvme3SsXLats3s9ox0k2Kk+rj/zQ8GWawy22H4ukk33OHwcQhc9yuXx0Our6uFKmS5IC4nDtpxDo+nl9YfLQ4XtV8fTpQFrrI6/Ej8KvnIy7V/gL7Oew8Z9uV6/O/tSe1lr2xTLMhe+Wt/fuTG2phLQVjNM3/z457AlV2d9MDPf/zdXOM67fc9GUc+ZvoJmzyp8vD5bX5demOdoQu/8Pab7fdW5Uo6o1Uy9ZprJUesdHTt2Q/mx3ipvocTPd/fS1GuyA16tlyWrtlnv+Ye55p7jPv9Y3Sy5ap/nCAzR/4mK3fO2t/ige7dXO0eXSwN94BaGLpbdOGc0/W7l+OuVk8wDDf4oIdfRwPqJ1ffYf1WCusrdVtRVvdVrYsU/IPvxMUtAOuX/iQf9Kn/ZunJeTrmgV/47csVlsdjHvrMbzEipX6Xh//YiqNXvw5foyuCsHu4s2SvNs77+a71gRdicycfvDwXFbrP/Xr6qa2AuVPOf8efJMtEG0Te/bLM2Fu1YgUujgvvelmh1OUnXpR5wy86oeJGfuznCzgr+vH4/WoMscB2UOh3FAcXKyH11q/f8MqeH/uQFe++L6LDaGDVC2986SmPngwm6YN9grbA97z8IV7z8g/iP7/q5bz76JjvetnLuNUP/Oj9D/PTJw/wxmsP8q0f/OG85sFXMcX92Fl3523Di3gsXuXHjl5OqdKmd8YX8e7wAN918onLuP6W+MFmVSrCu92LF2PQd/OwfSaE984PMVfHonfNr+BHx09e3mwlO96y+fnL8uB2vOvik5c7BMBn6RfzxPjwQriIwAPlAVIKtOs461MRlvem3fNEwNY+6a/f4k1PtEGtMsZdITX6p9ggcDQUznL9iNk6X9PolLqtxspE1YEjxaqL0wJDDQ8X0P7Aus0fJG1VrY8WkFALn3T7i6QVQyGkJdEPXwdinyy0EvdhY8KMuINCJsFKW+JbVr9izhjFfGKdgpsXECFhsnVSZ56KhZXrXV6c2dQYI5L2SWUyG6usgpOEd7nacRno8W4y1n3BZvU9Kyo/FmGUqZbOtrbCMbmJsohklTfEv0cv9zYk8nxp//b1L2Oc32nXtrfbtsheZrPkvLojCptlXTmQc+S2LIfLjlyHlQxosMlNEsje12hI0yvX524PhrP3qAiTa/piSM7XpA1XQbZb3DVmHNkFsttPkGas8MmS2FfLFZdFimTpWYojixUbmWm+ekLCikjkxWejFSyx0PusjpZmYYOx30/gFk2pGpA/iPIshU6kTSSkFrKwb9pJYNRSS9ba+/Y4RnRvQ4byzvVf++/A+X20P/7RG26cOVxRcvC8/UHPQ927eN2LH+S+3YbbnePmfR0ftfoxNlJwqrz24Q/iE6Yf5b++7GUczSOn8xnx+DabOlcPOnHjPs+D3VvpmPnRo5fxCfIjJHFcdye8qH8PZ+6IWGbi6jYqjh0dFzFyVc94l38xo+sRCi+RR6ouX3kPDyECR9xmcBuKOjZ6wiBbbuerZO0ouh+/Sg6UHKAVOMkRVeXU32Q3n9KHc5jMjePmjVehGgg7OFk/BipcvPdVpOkIfz5wevJOvExMb/553PfAT4E65nc/zPHx45TUw/UTrhw9TikB/54H6G6tWF17N5u3vZr1o1d56ENfw8XbP5Irr/hh3Hd+Kg9+yHdx802fwtVXfT/xda/mwYd/jNBtUZQXPbZieOcxD7/svzK/+xXEk+tcPX2U+3bXCfHCEr5KYPWOv/3sdJrnQXvD153CeIGieByrW4FtH7n/vY7NWokb6LLn8WtH+F2iOHj4EeHtL+141Zs82xVMMbNZO47PQq3aWuhnx/VVR3HCyx+Z+PGHH8AnuHZr5L3HVzg9U+Yus1k5fBaOdjORzPXjyIe984whbEHhtS9/iJjMk/5j3vUYAD957QHeuz4GVT7k+m0euXrMR958Oz0z4vdwLq0nis/VpUnBK1mU7736Ybzq/DHednQ/UzC98cfk1yNSeM9wytvDy8gifEj346xlw60r8FPySmY89w9v5628GgRWq0e5zf0ESejqjBv6IF4zcXUTccqtfB/39e+A1cRbxw/jofgIb0uv4sGrb+Id0yt52fBW3jG+ivXRu3ksP2y+7ShhSBC3vHN+GafdTbZ5zU6POQ+RVItYOSm8Pnzts9Jn7jloVlU+/x+c87p3Fd4zHaCzRgbEsg8ztHXhIAtaoZAhsBjHF99AbI3UhbKwuuoLJRREoTg1pwu1TmTAWQ0Ut+pStS69StUJoRaPFFDJtZprsoqALtfQXFm2se2TgeZ2zJb93RxApFYApCC+ZoQHYwSsApatc37hCo3JBiDjfUuGSfjlIrGiJO0k+VZKWOw1L3l/TtR0z20mDEqQgrJPlFQthKot3XcQm828RE75A/Lr+S3+V7wfPeCF2XJO/Oe3fyY3tz+KpscWYGqsMNVG0fqWzdRZJiuKMcdWxwy06sIsJF2PX03hwVjjIlJDchb+alUFm1wj1+OryLK9iJCgliy1xETquubdnMWTRUjVOSOLbWOg2lsVQdk7ZNgVZAA2AYiVQy1aAXkFwRlHIVTXjFoSuR7DrmmH4lHUdKjVhWMparH0S6n7tnPXSia3hN6DZSyUlpvlWEtCpOq4FxBt/fql7oQ/6T6Hz+0+8e52judxS3Pm73zulne/tfDoxYAAYxDe+eLA7StKXJ/x+LCmBMhdYVrPxKuP88RqZYlGMXMa3ssTVzubCIZEH87YHlGVD4nu9HHm4IBMiCMa67jrEqEz9wfxMz5MoLpUCLTnLRRX3YjqeNbkadAiDi2s4M3CbimAwmJnhYZaWMWkOzqbrKdMHainJAezWeexWdukbNchU2e2qBcrJDvcGOhurZAs+F0gTlYF0I+ebgxIgW4rrM+i6ZgzrHdKtzOp4JBmrt6yW4ovShducnxrYJgzQRVfEi/q38XR9Z512bBiS2Ti6vpd3JfPOD16J8P6FlB10y85IXzpbyb8mo+7dx3nOd5y2vETr/k00s230J3fAMDNwnDmibOn5FgL5VVXoyxoGhi21GFcOA+Ok9t+cZQagzDs3IIfigZCMhBdck/cBUvQy1ZxUONsUsviLTnP2ahWouELgUW3r80iVmUxNLAIeH3N2fuor0YIUsirZHk0vhKBXilSyEOGDGmVcNmRXUGjXTupN939bp3QYAnt51cKLmNuOYN9/11frcqBXRRKtPF2cpA6ux8UgfOheuQL7Fysen1jyc9YkTuttQNsTD6TE5xPTOKZxMpkn3PM1veclRMyPQCShQflPr5M/hc+2f/Ce9NparvnoPmXfuUZb7IJE0XNQHsfWjOmyEdlqhRTY1/Vac3JsI2LlMV1AGqSlWsxKUFDrphbbRCW/XN1lb4KFmJZwDIGjNUDUvav+2TvLWrrKBDNEok4LRmpy/3XJSthuZTSLgurLLCAZ3Ezraxls5Jr1cnEzbWkdgXSFfwe2s/5sAfV0tw1BLw0AF73ab62AmipCVQsN5ggmcua7Qq6D+Qj9mrCi92QVJWvlS/jF/hXP53u8IJp3/gTr2Kb3g6AFl2qsjcvZAVEAqrJ+qVjAbbU7UoFwW1Qaax0k+AX5xZLuf22+yImKhU61GNkMYs5oALjClSdt4RBLJO5IEupbbOXg6nazKXKIrfnWSx5o7HFBSud3dhnRMjq6ud31VaussxYWE0raG7HUDWbucXgUP3B8z2wNa7e7UEQFWzv7W7q8fYa6xY+tHUNah8kh6lBaNdccVC+M34Zr/AfuF62h+3P/vxzbt2ym+A2CO+537PpPbuVY7cubFfK/d0TvP34CtkX5lVmGiZWxze4sepRp+R+5ri7zq3jaDfvmBjiGbu+OvTEEXdyu/6kGd9vqqQpG2h2NmULcVpIALck1VY7T6k9pIFmWO4re9BcJ1xqk7rWlzR7Y5px5sBSAhRPqQVMytzbtmOHZmfCzqlaBJwZeHa7Dpl6BCHcHCwJMjm6ix6XBUlCt432PMPpjQ6XLPF9NWbiaDZ33VS473ammypg1onjC4i54IsSSuG++F6Gmz2rPNJrIroL7pObXE0XnPjrrLubxHCB7zYM/cUSrex/+M/jH/jvSa4AP/xvr8J8GwC3g+NbHp8cITtcckgWpthxfLvikGI+2yX1DOP+vrjzjqONX0i4hCdO2D2Sgptr5MwrMvb4DLmfcNsBV4Tcj7hxMFKvn2iF1xY7XVq3VUqoUeV6c1kSYVWNKFTQzmzm1CspJgPg3vBRUzSkLuOK/P/Z+/NAW5Ksrhf/rIjM3Pucc29V9cCMNoOAgOCTQUCRhsf4kElQRJmeDMJTQR+igoJMgiPgA5QnAvqQWUFBHHiCPAZlHhpwgIZm6G7oru6qrqp7zzl7Z0bE+v2xVkRm7nNudVXdufitqn3PHnLn3hk7cuU3vvGN7yJtDY9MgztoBNAIMQunDyVQZbdR0tau/qfHblQmcHpiyCwL7I5qLsbOaewMvLbt5hnQIFzfDG3supOefR9nwKxwPZwQw+TETGDUnrOwZYwd5xyxY8OkPVljK2qCKj8m38RRuP2VAGvccU3zSx5ZfnggjoFO55X4IJQx0KXqhGHPSQ6EMnfWUMIs2lQIObSiKFKAyfYYCF6q29f7p3k7cv1co/Vs/UhVSMoM2ktlxpS2PqlGc94I7T31O7WQ5f1Kn+dms2eYRwyo+9eZp4nnD5yZZPNubrq1BUMsLEXg2gCzaQWNcV4yMp1MVGhRP89Ad/2eNoLtJdGFWfcpIvwo/43/f1icp5fND4KQOjFJRNOfQQ6JFIMlJ8OXpjcObsiyALu1GFlx94zi/srKwnbOurAnaBqbbN3RnTFUnQGW1YheJTStvIHT+Rev0BK8mxxIFuy8qiCTVV+v+KS+oxY/aUsUK7jxxwH7/g6/bf+iXpSnWiYaZ19Ts9QBLHZWBsku967vN2snmruG+nNLy0eD+Z0kB2Bz/vmZ/JKn/Ls/2+OJJ2ZFeV9slkJOdpyfFKYBNCq/3T3E6+RHGY8Tuc8QhWvlClf1OmUwMuGJcIXjtDMZm8BOj+h1MrIBoewHy39ByHkw7W4QSok2HBMDtBa+AJA5X+LfcX6oLHPYpdFeFmbRuy8ClKVdp+VA/2i7xWLXj1gruQZj/jLmS73JSBFKNNuukM2utERls/P7HYhmVCOTqUMYciGFYB62Udns3Qs9mAvBdniC6fQB9qHjPAzsrk6oRvJ0zF43nOYHeGz/elzLz7PF8d42IsCLf+uZd4RnW4xPtN9ffXEb0hlgdqywHRPXr8rs1AWEOLLb+BooUTaaOLtiDhsalBBH0lAaw5u2k8lHY0GvnJJPdtAV8oPXKVd20BfyA9cpV614Su4mSm/OFnSFMiTK0R49mmwWvs+kYWLa7knHe/LRSDlKlCHbrSt+375T6c17ufTFHDE2ibzJjCeJ8TizO5rYH2dKr6RtIW+U6w8lJmeZp62SgzHL6uYxpyd1lhPOt/PZtu9DO41O+2D5XO1adzb0LT8nAlMf5vO2KOdhSy8jokrQQsombYkh02lmy44rnHLMuffp2rHhFTx6R7pMjTsGmqeU+aNfdsbRoVWxCIyB3lUOLcflSJz8kluckE02SgdjnEOxEWH7bwpz59bgZda03ReEoNHv472AhkSWvgHioLoaBdi1e2Gy1XKyX/rXuIIZDdMYYDs2XW5h0Up/17/1A5c7reBXqKMFWT1vYKQ6YxjwcNa6sjOy3Eehk3H1YwQKncwrr+2lTC9pvqi0lYaFb+C7+Or8rw4P/HdUpDzyb3/9ndB4dOESnWIhxa6BZOsuSopCDnZTL0iSvWLgDJxnIF0WgLdKMlZgGagSivqerGraZ2ejGxhuPswLKzrfd4WdBWjjqkVfcMLDtxPX1c8IudrHrU8FYzEWvh6LBSgXLRHnFOzTkdVCUebXZTGQlAamax9OzaUDB92dFK8waOeF+LkQl/16MWj8Qv02/un4n177j/8sjv1Z5ive/XFOYmr9+mywmY5zPeJ1y+OMm0J2x4GHu+fw4HRK3iZynyAI1/QqV/Q6uplA4DQescl7WwMiMJUtQZIl+NJ5acuMENFsOQovQGJMSNUg2azCMqTm2XZhaa+s+lTLh4ekxoKsEFEnVnyBnfgiby9QBYAvsFNxVFBPDhUDLLijQW8zkwaSFVPNCeNgs5ihBCtJHKDPiaKR/SCkCEdjaYuuksBWzkn7K4yxYwwRnvMEcnqEas+Ogetc5YnNlh1HMPaM45EXbIFchP2n/HPGb/yhW9NB7tNI+8f4uf/v95L7mZns9kJQoXSJ06vdbGWLVbQ8u4Jf+209UOwmzre5yTo7mdhvzTVDo8Iwue9xQYfEtJ3Mpq4vpO1I2U6UTWI63pGPR/J2Im9Ge+1oRIdC3o7koxHdZPKQSIO5XeSjER0yOhTKYPubjvak7Ug6Hsmb5OdgpmzMOi5vbQYoHWX2VxP7o8T+ODH1hWljZbDHo8LupLDbZCtCEpX9kTanjKmn1vKhFobbuYEMWNnsen8MUi8zIHB92LRTrAC7vqsvgSpjHFxOao0+6gkhJhPsaabXiS4rg06Ga5jBomjhE/Sz+Z78g7etzxzGHZNnvMPnnfFKmw1B1Yyzm7xCKxflco3G8mLTBp0uHttIvuZMxfXIUvehTdNc6rSFM7pVFI8opc8tCWqsMgxf8CfZrToVOlvpahINtUV9AhqrrtllGHFq0yaEZPXga834oFbhCprWWUJGYgFy0+jZNorEyYuaFGJ0fZ8kqj9zDFV+4bIPBxNxUSEwrCQatpBgZgBL0zzb1J267CI36AEQVRGZfIGNtN9OyMYEik2tfyWfyXvFd76l/eV+iW998esxqY10S5ltp+oEhCIUMblGA6/B2OR5u4U/RAPKtJuIr+MPtkEBA9vU8Z40qUauz8v8d2aYFxUDg2mGk7+3uMQii1BC9BITwiS+kE+EhPhCwOCOG17Vz3XMVaKhVdfs+6huyZlZq1y0LigMMzzW2MC9NhlG1SfPsHsuUDFD7aX8orTH1pPXEg1jvwtWKGXWSNsnhzZSUL4z/JXfsdaKX/gmj3F27rKMKLzs+QNn247dVthvYX+kxO6Mxx4KjH2gRGXaFDi6zvkD2ZjTqOTtxHD0GGfHPoXdj3TdzvzIA9DvYbuzXNxNxO05tfJq7HcmaRMI3c4HT4Xo1QKbtnk1I6EL8LzgntV7h59k2eUYYGy2yTPE5BcIeXIdc+4g96Z5TgOUgKbOqMmzE5+r3iLTgKRIHHtIgXi6IUyRMAX68x4pQrfv2F7vkQz9GDm+ZovAQoajvdLtA1JgO8LzHx8ZRuiKEotyknZ0XvCkK4WHjh9mePSYbR4ZNNFr4oHnvJyjRwaucI2T+DhH3TWG7pzYX+fk6LEm09j+l88mvunvzBLxP/nvj5BsOvkwwfHjgS47AadGxmUNXHkiElrdB1vgvDmPKy4raWQziWMGpWi0Muhi+SUkr2YaM1LrS/vASl16SbbZCClCyIESMyG7JrjLvp1r74MaY+02ceAYBWwfavuyisegnZKcAU+9PZ96w07ZgXEJBoxzlb9i49eiyt5tvVMHo0mJraCJ2BqbcahyP2HqZ9JmN3SGt4Antv5GsWveWd/PZBDCPvSNUCoSOOeEGMYm0SgI5/oAGvdMMnDOYFZ02pM0UMSdlFT5f/lnPD8857b1nRp3jGl+9TVWALmbIv00PzZyNRD2wXIm2OhOA2GSuRYIPlXSGGfa9IlWpsuctBGsIwrW+UOOnkKFkKJ9bpkTaXXswBcYVuRj27mBfe1ZOCpqNGJdre+vNSqjMrPSwHtL6so8BViLObRiJ85wALjm0tjjebGfhNz2X4E0QJBpweipszmVxTPAvHw9Sl58FsYukwlh8kPxH06NiY4rmQb8V37hqXaDZ11M+pr58hyE3EGKXQPM1Ss5RfOwVJdbCD4RUgGzd6cmzRAHiTKLbypAXgLi5fyr1t9qOScrs9lbBehZfHq7/obMp0BNQDMsbe9m3nom8mawwszY2dC1bTlDXllJMJbss21ZFs8tZRhVyjGfUxXq1jD5xQylg7PLhxKNzssxt/3YKh9ie//8bX5cf+Up9IBnZ5ydr2UZoQSO+h3nxzD1pn88i0fEfeRITpk2hRILYzD/5S7uKRuTZpxzxKZYwQfEdPNRkhENYieF9FZavuTOc6FSSvWdX8tnWg5tP/8hYF4+X9+mTftsN129b3Fxsp5aq6dRkQRuQ1qZaoHO16QEbI1LoTHPEjByRITs62ikCGkoaLC31lop0VcLJ8PtnOwyBZNjTEGIZHLpTKIRApvjx0lPPESSwCSRnXR0Dz5GeeS5FKx62lm+yhM8wOn0gBWyX6QE/YWX3sKecp9F3refWgNW2GTTNVwgCn0pjMeJqZuxQQdMx4lcjQKCEmNi3MyMM91E6pUcM9or6dhZ4ajmidyZKUHeJIiF0nmRkViMbd4mtFemk5F0MpE3JrmYNpM5YWwTaTAWOQ/JWORNJm2TSy/qrZC22YuUFHJf7O+glF7JfSENBpbHwQjM3BlYngZl6rSODykRzrfW3afOFqwjBpLrdWrvM1CIcL6ZQfC17dBydAHOu97zuF2mptCtrgEjG3oxy8qghVAyez1CotkyBs1sGTkqIxtGZEHmIcJvcGfkR3cENP+Nb9rz0GW2eqmj3wUW10LXIAdClgbWhECowk9waUYFzl7QJNOkGaIBphl4+0opWom0Ksjx9+PAulkWVM0zzPKN6g+9kGysrvhabbc8m7eiJf64gmFRc68IMztiCa0yymV+7ABEqme0FF8tjlc/M+AwM88gjMjiIhBlah0TMl1dVCh2cJ1MvjBwBkl9SLCYLhFRBi30C6/KeTBQ+An5SX5cf+5JesCzM37wFZ+MyIMHzwolFKZYHTJqV3EZhgPe4hf+2hXrgkEWQFpk7nqznF8bELfXKjDWtRSjgmUJTeIxq5+kJbZZKlGrXxqYrt36sBzEmuNd32tezX689ftKawFlll3M/a16Y9QxQO2vVcVtzVJ904sPHtcSjVnxXR8vJRoQyESyLbDx54RMX51l5oPwW+E79If46el3FnBWVf71Jz7B1e0syzjtTZt/qkdc3Y3Ebm/lcYNSQuS8HPPc8hqmbTKmi46UtwycU1yasZONaZh9pi4TbI1GSMbeZmyGTi2/Sijeh9xeQmewrI2AWALe2pdN8jMXhrLZvDWJoYvXtc3Y1fxs+VvmfUtGuoXGObiFaH3cpQaeNdr3VgdSdVa0soAlKt1kPTy3mVbB14txtDMLx7EPTFHotFA0kmJkioF+OCOdXiVJIIfIflsI/cj0+EMkAiMbzjlhfDAxjVcQFaZ0RE7m+Z9zYP9l/4npF39nAWdV5b//7IdThhMa0ZQcS5A4O3bvqCrHBMowcf1KzbmKBEhHE+NQGnCWLjNuTJahUSmbiTQUcmeAddxM5CFT+sx0ZPpm7UxfXLXGZZPRTpmORtKxg+Ehkep7B6vSN23ra5ncFVKfTKO8zaRtZjqeDCxvDTxPQ7bvMths/TQUcm9yjNQrU1/ILrvIvZI6bdr6ySv+nQ8+uAiwH+y6MXa2sA8RdsNc+OR0Exc5o5sBs8B537fzpyAzYPYx6S4MhlVEEVWyBsbQE4PrnFEiGUpvJCA+e14JkZL5u3w1v1Zexu2O2y7P+MSv2vP9v4gTWD5NEGpuqiM5JfTKtAShgFLQbr64a7GOqS4htscspjBshWidsqhJS0QowSUXuDQjQCHDxnyctb7eLFqWf4v97epfc8Rof6tvkE+NEJNVjooZorlg4DZyVhXQLOTscULEpBpCcYBsVnQhKEJq05DB5Rd1oZMl/akxbGH1/Gw7Z9ebugjQmZS24M/bXA3UhBWAsOi8k87T5BZRk8tIbK/fzz/nOfLQLek393r825e+kFeNPwpYvw7FR9DOVFXmWDSC5tavS6BJJOq4q9rHgYHdOpar4HiWWcw65Lrob97W7wdPJQtGummiHbi3v5XVJjigd1mFVx8s/rw5ZJgUI0skY9Z01SHD4OcCpGNTnMjMHVcXDYOzVZIRzGOZ0KDz/DzMsNlhtm9rfXHtojHz1j4AWLw+wx8fUDQpRx1eVps6/P1lJdP4+fiVnMSjW9Nx7vH4J3/4UX7rf1o77kLgFQ/1XD8a2A/BpBk97I+VK9vX8LKTB9rFeNpm+s11Hn9AbOq3V6btSH/0OOcnlldNmjHaFHEE4oj0o087m6TNXIeEsLmORJekdTvPM4kQHRCH5MDXek0lG+zCXAdGsij2BDPL4YsK1fS+qtFLdwvqf4uLObX0lBQh96h26NRDDui4MYnGfmPz1+dbZOoIu4Gw75EciPueMHbEMRJ3HTFFhusd2+sRycKwj2x2QsxCTHD1GlZYoyibsfDAeWFISqgSjbynd1eNTUocH72G/oktR3lkKIlt2TP0pxzJOdu9ckVOOQrX2MbrdOGcYTjlaHPNB+PKycu+hNj/zihU9ZM/9Gak818DjA/aXherZKk1ZxgW0dxzck3boN8GeML2NM6zCgqaI4NLM0qtjVBAAuRQvLKx4RXJLuEIZmsXNJjEwvtoUXXLOMMrJagvRoQcS5vVzbG4LZ1/16BWUKUza0Ei9th199UNA2xRH6hV8AvK5DblxUm43Ns5UifSdy75Hoe5RHaVBI6DnUdjL0zRSlztolmiqoiXyXZbUjGGuZJHk0RyV61KLd+PLtEA+/ydHiEhkSVi9qmBpL3XFYBEx156JjqyRnfTMIG1qvKT8t3cTr/9237G/PivsmDQhX6MgNUur8yB1XYMdNi0AZVIIKCTTSlQ7P2SbOSjUY2ez8W9C42RlmSrklXURo3OwkkJKLYiW6aADrYiWyfcEDyiYnYtVO9PLRXVQAig3oGVpliYibjFj9QYi3Uo5hdd2ZLVAhNwFto+ypg/JcTKoiw8mxswTouFf8vnZ82yQyK64EVeVBBSY9dq3wqumbZZewMLUdUZZzuoCk9sFnFyZ4hZ8f+L/Ap/hHd6Sv3ifo9Hxp9t90WEEm15Zqwzyd6u2Z0ZpBbi8QYvzuZWBrmWyDZXjdlubtnNzNJt7nK2AHCxftaB84pTWwB035zS4LrNiKgsHtcOoTPQPhRrNGmOP5O9z1hXVpefFIrX6qvwtO7DUmW086GBYFvoVdc2mJCjPqdt4IxmB86lfaaPyBfDOWmvV8BcG06AKKZoVqqkyqQb0T+7al3rvn6dh3lbXvAkveHZEw+/eBbW9KUQSqSTiWubnqnr7OIa4BF5DlfSKY+fQO4jGpRzOSaOe8LmjPPeJAp73TLka+y3igQrpBMY28VaNSBxpE27CBAmNA2EkIxkKB0E28byU7E81pjkmp0W8gnstdYH2rZilpABSvHXai4mNOY7BKz/aiB0fh4loAPVHukyWoKxzCr+2L5/6TPBQY3GjBKN7EnmgTttCsN5JKrlDSnK8d7eO/aw2UNf7PybgtKhDEUppWOKlgnC0Rnl9CpKYgx2Me0eepTw6AlFobBjrwOlXEVPRjbnkePwxNw2KvCaM3jd3xkWdOn8N1oS1ABlgDEKm50S26wwhDBx+kDg+Hpopc8jynSckCkYLxYEDYl9NJcvBEpMFJX2u+dQbDZcIPWZUCzP5h7iWBqwbYN+qeup7Kcp0Uqva1BSzNTZi+IOLM2KV4wl1qpjrhJA1OUV9jmp9+fM2dB8/V1+kWLNrfZtxo6mPJ16W3SeO6GgTL1l/STGNguwjwaorVCWkDrXZAO7vjc7PbVqtDnGxhYlBI2x5e2CMDIQw+RXADtfp3KMhNE89wkEMpuiiHakkMjVfg47jkSi5/YVX7ut8oxXP555l9/N+ioOiAb6XWCo7LqHlGDJZFH9VIoQ9+6K4T5c4r6XOLCWbLYw9lhWtjGSme+74a2AWc9R9wkU05yJz4XX1+pCgLYtWHJsGubDEU0FIxdBs9R/XKrRvBibvVZdEOhAq17uD3TO9WJRp6jFF8ccMsz4PrvmaWoL+zr3hLYTpRBJbepEfLDQkZzNYXERygyMBBkXhz1Dut/i5Q0aPZvj8fE3eN7wrqsjraB16oTihUFatxdM0+yV9yprXBVHtfR19V6uYHjedoaDVTt2cEo1Vlnqe/z71L8wi3bqD6rt35npltVosJ6wLLapEHQhj5AKpz3ps9Ycz48rYG5Gj60vL47QX6uc8+IrVJ3zvLSPJvloawLsE+29y1+hDix9qtW/X10nYMV/WnmZ1e1F5SXcpcKpdzQeecnIG7/9/Evs+s4W/DCgGnlOvMY4FFK0C/K5mEvDVb3WLtxoJO+OOdYdpZ8gmlYxJvXZPDEwKsVn3dTBZ7b+6kBWWjVTQLIDW+ur9jsvXFeavEL9+TznUtewW96sso1MkGSe9/UmGfPDTzYLGHyBdrTXCMnY8JCRmG0BY5fa7KL6wm/tkxWwCJD7yc6ZqG2h1rS1heVdCW3gMIw2EE3R15SrncO7XtCuDiCFsRNysBxedidkhClEyzlHe6bHzVt8omfPll1vOul8/QTA3DRKXVQmpP/8P+9wD7s7ce3a/2S4+nbtcS0GHFHyAPut6WQqdxUpjEeZ/WZxzgdMXzwY6SAC2mXGbSZ3VvQsuxyiRLN5mzaZ3Jt0I22sWEjpCtNxNolE1Rv3ZoCgHfP9qEzb3PaRttkeb41YHLeZ/VFhd5zZHWV2x4XdcbHntoXdUeH8uHD9inJ6RTk7Vs6P4fzIWORxO98/P7IFfrstnG1t8iR3Vtp7ijaQGyOMfSDFwBgNTGsQpgAphiY73A9du5bt+65l09QAsyGERESDA2hVL3oVZjIP4ywzHTHsMImdErXYDBAR4oSKrNw0ggr/iR+5rf3ptskzXv7qzHt+ZqnjIVK0ToEyV9lRQArZK8vYa/Z+Ddap2lQEJstQd9IAH52F+euXuJBj4FVu7J0m83AdnMZCkYJ2anIML81t0gsftXXZX7OFG02iEV3439VEWmyBS5xfI05W4S/YhUFiXe3thU6iJ/CamOtUY6jP1+Tu2h2vKBhCoosu33C/ZRGlCzOIjYxUSzmhEEO1TTJdp1XSqo1diCvGzt+zAkuG//uqDaya2TpCxrRGwd9wwhH/WZ69NnSvPv9FvuOV7+QMlSKlCgZoRUzUh+3V/teSyAKY+j/NEs5jCajr+2aJQx2jzZ+xlG3Uz8hNduEws92fdc3m+TzvJy8kG6X9NYcMK3pisogsVs3P3DEgyyy5aNIKMalG0Vr0JKwgbt2XLnpa0SrPYPUXZFHdT5kV1tLKX8/9cAnTW+Mtob+HK6i1vkuceZ9dOnC7MaDJNJ7DCT/Rf+Uz6DH3R/zmj+/4ug88RzBC9dHjjieONuz7wH4bON8K51tgMFusx7ZH5KBMR4WpzwybUx67EtEAaWM+sfLgY5xdUbRK1YbR7Oc8r5rWILtDRobeB+/9ntBPluO6ySqjSibEbOwzmViBrcwa5iCW04BGAtSQRS8o7qlf1IvcaKAUd88oYuV8i91K6VAvsa3ZKgdqcZnGuEGnwawFpt4kGmOPVAeN3UC32yBjpD8bCFOg20WOn9gw7AJxFLZnge0+ELIy7O1Ssh2VmOF4nOgnoU8QSmbQiWEMHE2ZPiX6nNlsrhHPNmxLZpNHes0MZcfVq6+if2LDCWccy3W28ZQ+7OnCGdvhGpvB/G7ljY65+rOfc2c62V2IR1717/ifP/tBdfKJOMKQzLEkqLTSCAWhS4F+0lZAzaQ7wtG5Xd08paBq0o7qYqHY5b+4A0Wd9yihgPpcmfgcltYVHoZ1clBCkSYpRSBH9ffP8tPKDFdJRukwTOUD2HpD5mVZqYP91j4rLQrB1ev66ARtCZYPczDQKdj9qTM3l90mEIoy9aEROtmvdfu+oQV2g7G7BRhjMKmgwhQjSaJLYk2ioc36VPw6U6kSu2ZN2lsDBTMRNRtVIbEli5IlMmH7LUSyVpcmE0/8Lt6YfyVfc6u60SpumzzjG7+v+qdaF+qyoEmh1zY9bKRQoNt5x/CqfKLGEPfngbSx0Xh9ThXzQhRjplVn4ByyTQMQfe8T0Nv9kgtEmfGiBDQbYCwF+4Gi2A5s9hcJtn+00GZtG/NMu3A3+Ua19GidU2ZGdrVwhfVfkXm00FYiGD8XQvZqZbb4SZVV4YcYRt+PMcYhgKorR+sFBKvNVtk+FRPRh8oMOrtoiwTnhAG2YjU6WLZvW3+7TA8odbrc4pSzp95J7sN40RN/f/5JRdAoJJ2nyxZTAqQOn6nQeQAiQhZnNQ4ZYWj061Ka0VC2zJIM9c9vfFt9jjoJTQPLwpIXrjEv0UNpgL5yxovphQvvmz9puS/vFX6osnhFqPC0Pl+3Xnps1H3Or5X2zgJNzuHvkuj2h4fvqL9DaK/XvczfVAku21LsN5rFI4UoM5Cu8Rqu36A9nh3xw397136zDgjFJBeynTjfbp1ZUiYZmErPc9Pj/PYDW0oUSqecc0QYM3LlOlPsyUNC0xFSzoxgiMW05FXSELOhgFoVtfPc2SWECDo55WoDpVBnEMSkNI1gkMysa9Y2a7fMr3ZKzb9wqBpUz39FpUk+igSkFAc5tp+ioCUiQQiiFNdAqc2j27GkDrqEFi+epZ0Xl0jEMZC7bLOh2NT71EMcfZARCxt3fNJg7N4wJauMKTDFwlYSOnYohSmAdoHYjeT9FYJkkhSQju7kccrpwPTEc+k4Z6Jjp1uKKkdDhvGIPlqFMVXQlz+78/VvvuRvLq7BoB1MovQabCGgp4uoRqadd4GjM89FYv1mf5RNl17dUYIyicykiNgCOql51Ikpy8EGcut1N7d+SUu6yalvK6hj2yV36UiOdVRcWhHUZRMm9Uh9rSxrM5f2Hju1xs6KkiAmsQDj9Eow0jLHOfFXO1MVkxKa9EIYvcJfqpplaH9T9HU2Iuy7rl17puhWew6YswSCQFJIwSxMXeXqxIs3h1c4LAQj+zC9dyAz6dYGzmFCiU38J4qvqzH2usZLefkt6D2Xx20DzR//vvC1/3G+DIIrFqdA8PLZ8wXTZRQJcjPMNleMYW+dqrHU2YBtjgZurfCJ2FQX1pELikT7VXQCeitwknNBOmwhhzjDqkKoiVOxpCfFpgxzgSCmYapUn11l8ev4jCGK1qGpH62wLB/o+GXGIpeA5LXtnF/cQwFVQpzdA2oJ2cDU9lEBM2ir+lc1oLOMA2zCY2kvh2uec4M3dsKrSTQqKbeAZAMBJc1gbkZ2DAxPq5/cb/EOD342v3L+bWvIWBlmlQazai8oJoVvg5FWza/2KSoQ9uRVwXW99Mu8L3UcV5vbJPtLdtv+VjBdwXB1xLBV4GEGyQ20Lz/TAac/36zp6lgAH5hKvUhUMFwh8LyhLB43XXIF6mh7vWrpmSFva0V7LVDFJz6URMnUhV5V/zwDdeunsjiuOsEi1JmBpV2RIqr05q/hMoO1MOSEZ/dCwBd+9hG/9MNnBMy72y6akR09G91DVM7j1jWRyuP6AN0+c9w/xiPxhNzZBT+PJ8SjJxj7QtlOtgS/iIHirswdXIrrgYPRf4Kxz0VgmLDkOpn1m4NahxjmPOSzZlWCYdIgn9NoDikLgNKuNmAX7TpbIa2QSSnBPLwlW3+SjBSb+cvJLpWaO0LIaBSKJsiTDQbM7BZCRmOwam4lEabOZjRzZSFg3CaOpp7S2eKuTkKTa0lRBlVbjBtgUuWoFDT3ZDEwE/pMOI+kvKGXZJ7vfaHv9kxnDxHLSCEx0qMo/QNPMF47YjjL0F0j5YHBbbzkde5c+eG7Eb/rzb6IX/rZP7oCIiJQOmXfQTeKjdcaeC7GzhaxRZlgUpttpiShS+a7T+eDsEIDxKXmRH9P7X6lXdul5dQ6G96Atn+9UqU9XjRIMUl/1SPnaFZxk1uFp8ELYQWYop1uuwFKFMYukLpAc1ZSpSmIFUItAwv2/Ryg6ILkydFybIkOUIPTGOIzlgI71zBnscqV9Zq1i5EiFdAaYG4Ej0KSOJ+TauwxYt9Lse9hCwGjldcmgNr5HRXQDRpcekU0XOnA+fV4nVvYi9ZxW+QZf+lLM//pJ0EpNurp64f5ZVHxK35ll6WNzATI4ov/Fh3dBO/FF0pBqU4Zfm1TtDHQiJCrG0aVcPjfEgt44i99NQov7rThAv0u+1RIsn3WSj8x22LBqFbspHMHDckwuO9odElGNzVXDalTkMFuVYMXqlwjJH/sFW/cDzS4ni6ETHRXjS7WKn+TTSi7HrOx0V6WwjTPNjlOZWkqu0zFaAaMF1gZBCKZKKUBmcrRRCCQ2hRUZW4MMCods9ftv+BreRPe5FZ3rbsa3/WKD+bl0/ehxZjiNuPlXVobQ7mAhgswO3Nd9bG/7olTpNV39PewauP2OQsZSPYkVIF3lWNUfrYVQakyj7qNJ8i6bfbvU5qDhq1arrIMc9Cw+Yxc91NdMKQ6YtiXrIVSZmeNKuNYKpGrrMM/T12OwSzfqD26hjltzANtK2JSXxWWfbKGPV4V/XZrveiv63KpYftc2me5Vs77/A/Il/OG8XlPo9fc+/EN7/MIL/kZ+/1O+8D1oed827HbBHbbwPlGOD+CbTzlie3AroukwaaI90eZst0xHhWbvg2FsinsHzylXL1O2mbolNKNMIywcWa53zuQdklGV12G3C2oGy0ndnt3zJgInUk2YtwZceCSjMY2S6ZaEs6DptJm5myhtf/OWgdN1vdMqjFLgkoJqHbmj5w7Sh4ouUfz0Aqe5GmAaUPZb02isT8yem/qIUXCbkN3uiXserrzgW7XIVNgOO3px8jmNLI9dQeNCYa9sJ2EYVRiUvpJOZ6gnzKhKF1WepkY9oG+FDYp0eXM1f4x4umWrmSGktiUia4kHrj6MOGJLcfsOeKUrZyxCTv6eM6me4xtf06MVnzr6v/4bOLzr9y9Tngb4sd/4vezu/7zuMydrtilW4rJJLwLUUQY9sJC6WmsbxH6nVvaQuWMvAox4EA5LICzYoC71mSo+KUEbXkfLO+ICMX1IdXh0MZfdYGffY/sOMZqANjzKbgtXOfFRzph3wv73osNBSEF2joa+/CZ0AuYK4vgkKXaheq8/Dpb0mt/59lIyNH2e9bHdk3JLrMwwNxZLpUKpn3QiWfUMNvTlXqtkHpddJcOGajmCBrMaSkjZI5QySSJJKLNo0swJ41Ghtjf75Xv4Aq3tl/fFqb5+36yXqACfcZG2QMzv9mYKksWVatT3xVVkNE1Pf4NRYVuDOTOwHIgoGnWOQsBTTOQjiWSyeaWURxcK4QcKZKRaE4cdNjiE8G/iLHMNt1ndmF1VbT1MDshlmyYzdOUda9avn5gtTEv7PPnnFVWcFa4sifzwhWofswOjH1KMkhpgDkyzfsnE6VyegZ2Qx3RalWU1l9E7AKETXysozSwTGWW53ehFAZyA9L19c/hC/lGvv7yDnKfxsun77M73pBJ1a2FfHqNmjzrcrY5GvitDDEzcK5JU2Ehuajjv1la0ZhlnYGzLAEzM5+2ZJDb7yLL38652cp0zGNXKnhsr7VjWIPRmdlVf9W/k/+zhKLtmNv+Wdxbs81zC4V58OF7l8X3qLMp7ZiXMpn2HuujgeX3nxckzt9sboR6QQw+BFr2+b+kX8W383k8m+IlP1OzNQwFxiHSb3Y8tj1h383W9tfiCRPKFXmC1/RHTO7bWnSAKbOJp5xuO0qwSWgdB7rNdaaYfbYuGJ16tPNzaF7Ih0ZURj+1iietSgE6uyxONLicLfjCvhCy388mTQul5UbBZW11OBTmftLEPG49VzT6LSDSoWrTnyH05JApIZOlQOhN4qZ2sReNaImQk9N+Xhcb0Dr1jhW96MdI6ZWS1M97ZezhKM0zRGMHmyLNInWMwgaTlGjuzYZMhRAL25wp5yc2O4pV7NxceYxw2jFde4gNI5lAYmCvCnEk6RF92RHjNb/uCbtP/zZOvvkT72S3u+2xu/7zloscR2mGXCJDzvPlWGxIPQ3WvsNIA8kalfFYkRTYjJbNSlRKD6GYVSABps4AaHXbSLHMOmWZs0eu13lPN0W0/cbIrIkuUSnBrBtzMKY5BwPHk4PkqTfrtzHCfgjs+8gYhHGITCKUaPRZ7uK8iFmVrkrW1KrUBrUKk10pvghVfWbUrjHorHmebeHsvNl1wQjKxjDbgY1hnm9NREqoBEXVWxtjXNfR1P2pf8fsJEyguA1eMFcm7R0PTShC0EIMjUlyjNK5cNS+7Jfzf/O5fOYt7Ve3BTSb3OHgMjRhP1hnUuPakYL1HjS7qN07VCAgRdHRtDt+bhNToKh7GVZAPInZsIhbzrmXc6eRUlzakTDA29lJYPKMgJZiHokVmdQvrX5B9S8kroNrqCfAIMK7P/QAf+z1n8Mnv/EbMITQpuFrTFr47fGMr3nNi/nm01/hZaWWRqwaPHcLaAVGfMrRV5bXqUYri+1ssb8WSMQLgLnqmWegHp3jq4imk7WeWdSqBoaVntmAdeeMTQU5dQq+FYugXvqWx628Hb/vZrvRPRhLyIYztS4Y0Ih6QZrqnNVYS4+mU5bZ6YIKeh1Qs9z34mMreMssgPRCE037W2Hqcpi2/rvgu+cPkPn7RgbeinfhHeUDePf44fQyXOjXSSdeqb/F98t38wP8O17NI6uBpKos+s1a12xDCrOerBOGM8Ct7VuXVy7e3eQYFYyz/tsGorOe2R7N0LsC9BXvr/MQYHbcqO9ZGgwp78Zb82yLWU9urFIownU9oSA8GE95xebILr5iufyJ8AClZK6Uazy6PbJzQGCvG8iZ8sCZecb2BaYt9Ht02HlTOqjsdzQ5owCSDXxqNptNPzkk1vUUyR5LcmtN0zQHf7x8rs7KNVDtUo4TIu/C2/LevDMfEv8IPd2Ffj1q4jfyw/zL8Uf4Tn6a3y5nJO0JoacEc9zIZSBLNS0UW1jYBwPOKULOQDS7OfGF5VGRMbTZzzqNP24Kx1NEo2teO6EbxQGUsOuVbVKKX3eyEy5dKITUgZrGWbKS+0yvk1nRlZGMkrAiEt3RNWSCMF6lk1MDQvWMU4jv+Za3v6PdjZhH9v7QSrwLgX6fW0aqsshpA6gwTDPxUIbCeQe92wKWznTKOYs5fYmYbELV5KIipM6BM4ZTKstb8U1xsFwJQ8d9TeWTO/NWTp1JLlJ0W/BB2G1g1wfOHSyn/ipvvHk/3mrzIbzd9kOJXJavR16ZX8KPjN/Oz/Cv2ZWH6XUilkJUZciZTpUuFy8FbsBaKplScbfroVMQSrBZyBRiI3GSBL8uCSkESrA8Pl8LfWcOlutPVBxEZ/shHCRb29rMYCBIIosRmiLRvl8JvgA4NzuCFqq8q9x6C9xbLs/4jC9RfuAnTZZRTPO97ri18/qK0IXwkGpH4guZWXodp6BNVmGbOziO2EIeMSBdr7W1rrphci+Sov63UwpWjce8NBfyjK6Yu0YwGYZGW+mt0W5vdAW+6p3ekA95w+c84zZSVf7Kq/4L/2T38yQZ3UEjG0MSspXBDkoIfkEIEzFmA6phwi4I2QHz0jLOnCykLoxUt6FzpjtKrZxWw0oNV0eNJUSJzkw39tRfC5TGRs9T6PO0ORQ6MgORL+Ef8I684zNup3sp/vXDH8RL99+/VMKuAalU6BexOZWlJrkuXquQse5EDvYxg2pYjOypg8Z56oowM9JL7+dVQRNses7AfR1ySXtscg0rhvI8eQF/Kn4xb9u/8Bm3karyj/i7/Ae+yyRWLKUWs8vGZfIM07DN8gw77vn9M5yuWtR5+LLklw8HcLPEaP4ri/uNtV6MH9RHPsvX69BmkMg38bm8fXyLZ9xO91J8y/u+ml/5KWWUjvMhcm3oOd9EdttosoytsNvC1XiNR4ct55vOK4oVcqdMm0x3dMa1oScNmdIX8lFi/9ATVumstzLCutnDdm/VO0Jplm1W4bSYfC16vur2hC4R4h6JyWUZiRBHQkjEONlNsufI5D7zJs+wEuoTQRK/R16HL+DP8Y7xbZ5xG6Wc+Kz9t/Ct+WfZ5Z4pbSl5S5q25PGIMm0o4zG6rx5exzAOyNmGcHpEPB/or2/oxp6wjwxnPd0+EKfA0fWOboTtLtCNwnZnGtt+MgeNzagMqdAlpc/KRke6faTLmaNU6HJiq3uGnOmTsC2JIY90munLyJXjR+j2HUMqHLFjkD0952zDKSf9EwzDNRCIR3D1//tk+rd6/VvXue5i/JcXvQOn137WjK1MEenMKqAzvFAi/VgWQ3QL8STd5Tk3A+DqTNMpG4AMyV0xnDCh1IXG0LJTA57aFuw1rbIv7tMFOJ56A8zJGeYU4XwDZ1s7TzfHb8f/9sBX88abZw4Kpzzy9dNf40Xl3xB1z1ASvSpDSs48GzONM9JLqWFqhUyiS/rqAkG7/qQQV1JBa9Q1XijtMU3P3OR+agv8ZovVWV5oThlDK+OdxSk8X8ib1SQbAgyy4Rv4Wt6IN3zG7XQYtxQ0/+IvKx/3V5k7WFG0s+kn/GljiqwHCT66EqUitBmQuN550ZsLXrgk+r6K2cGVnga6K5AGA9ilm4EzEQpuNdeZAbk2izmzoaOrQDr7vkyj/Mlv/QD/+N1ufUJ5dT7lvV71LfwajyKSmtY5BGdRQrZSkqHQyWiaZ7HKgAHTMxtgzq3inzkApNrigBCZGpNc4VMD0A1jFKIW/ylmpg7mMpZLrnUGFTpLOA5Ay/fxQ7e8ze50/Orpv+ffPfbH22N1WUadvq8SgeWivWXbN5DcNM9rzrrMzWWshW9Qt1kmbfXE0VgQaECZQ9Bck41/vxlU1+cC7xk/kY/YfMEtbjF4Na/iL/FJvJJXsbSRqzrnuQfK4jmYq/7NGug16PW+twDD0vbfGrG1Vd22ymZYvG8G0Mt9OwftoNlSb2kXDNtS+O/xG29xi935+IX/5xrf/Rf37fHDR1t2V5Vrw8Dp0DMOwn6wqmDmrKYcxes8tt2QYmDqTQ6XN4X90Ug52rE/NneIfDySNyMc7cibatM5Gmi+cmqIJUxWWMrFpRJtLYiEgvQ7Qpxc05zsFkZiTMQwEkMiyEQIo7GukrGiTRNbGflk+VD+QvzYW95mvzE9zIfuvpKXpsSUTkj7E3LakndH6HRs+uazYzg7gvMj4ukx4fqG/nRLt+/oTwe6MRJGYXPeEffCZhfo94HjXSBO0CeIk7JJMIxqdnRJGbKyHQuxFPqsdClzRc/o95G+JDbFQHRXEle2r2E46xhKZtCRgZENe3pGOpnYbp+gmxLPOXolMZivv2yU577yb97yNrvT8Su/+bd4yUs/tz02N0Ohn0ySUCek2lp8tYF4n+bc3MJIzHm2ql4bywIoY104uiSj5pngZF7b1YIEydG3C75WNmgDy1Nn55wBaGEf4WwbON0OvMPzPo8/dOWv3fI2e9n0Yv5e/ihSeSVDSQzFmeeUiShB1Rfo4ewx7KNVRckiTs5Y9cQGoh00t4Xl1PRrjwuzBaql3HlNSSI2AkPFqrvaosCegroVqt3aZ6ogdCSUtCh4MrDh+/j3t6ytbqk847S619SrkVjRkU0GlULZLHTNfkDBVAp2EY/qCERNw7y353Jn2weEMJnmJgdFgkk4wmjWLCJCSKAZdLDvESehdKaQUZQQAiUrKlZbpiRfHTAJwcXtdKYPE4EvfKfn8tfe4aEL0x23Kp4fT/iF1/8kdnniD73mn/KrvNpfqQtaEooZritijAo4o+IVsPDpSUzaMbPEzuXVyoZUZrquNvezWx3OLEBf5e5MWl8FBDVm/nlDQR0sH+p4ny2x19csIDAOTpWEtMWts6wAKuKtC9WWkynV/m0pz5iZan93ZYnb7taM9CHDzXK/uk7ODWwungP4iPC3eOH2E26uYZ4kns/r8I18F2ec8Ul8LK/k4cW3XsolQmu92h51xmlu2Xm2o/0ObQZlHtod3quPq72c/S7i/X2hLV99lr2vDhwvuYy2Z+/3OHt4OTCGrihT3jARiGHiKE5c707InZBdm/tEPKFQ6NhRQmA/WKWzUCJlHIjdyPTcvc/cKUw9EhU92s+65vMtnFz3H9H924LPm6gYdafB/euVWngkSHGgbMxzDJOD50yUiUH2/G35FD44vs9ta7MX9K/Lz/VfxPV8zrud/V1+Ux5Dd1dhAwnztdWt+Dx7h04j9D2lz8h533x2A0KKhSjRSKAgdg0rQsnmYKqYI8JQXCKdbXGX4bBkwqY02EwqgUmgOz6H055yfoWiE0qhSGDSHun2dMNEOY/k3RGb+Diy7Mvp8mO+32JMr2DVsQGClZBGDdw2gFyBs6hVxvOu2Lg6Z4SLrn33taMtCBcR80nW0raxXOy6dwfH2j7Q1wI4UC7OJufO9OzjUNllK3BzehR54ev9S97qyofetjZ74/4t+Ir+pzlN1/hr+b3Y51cwaKYPNqsRMGeRmgmTkzelAWYje9YFvMQksAefVbNsvRktUdGJvS/UbcSQRcZ9m1nUlVBbr1A0Eu2MMnnHwnrOvuut7djhtW/y1OM5V4Shft+DlhINxH2g2wt9WVyGHHTELPSjLQxEZxurmAPDPhCsPogtHkxCN1luBbFVrlNAkmmhg4pVXfVhYKsQ6JUEpQghRSQLoQQkBUIJtl0OMAXe9ErP7lNfwGe943NuG2Bexjb2/Mzz/xzff/XPECU1wGyzE+6mIdlXixdf3GKvVcAcJNMx+RqbQqeJoKZ/tsp/U3O4EN8maGoWdf5DYRPrE52vTa3ccQU6EWVgYsPE5ZnWPu9t9C2Yqi3efRwPxt9DHV+uGU3MnSLQmNslC2+vMxcdgXkKT6TJ45fa5MYaQxt4NoZj8b41q70Y7FRwfEmfVeB1eUu+/PjltxUwL+OYY76Z7+Dv8+X2/aigs37jw4WntNcOBRL1taViW1Z/1+9fP1/v+yhd5raq38OubeoJ+0bfq/AuvDUp3/8I4w3ftSdIJgPnMXI+xLp+jVEGHuuuoLHwoDyBxEzy8roiwhg2ZO0Y8kTpJ3PN6BQpHf31I5p7RcxGpY09qqUu1Ye0oQ1Dxay3xItBAUh37ms7ki/0UwPOIbs0zZlmmehlxzvJ6/KL3b+8rYB5GVfiEb9w9fP5tgc+guPjR+k214nDGWHYw7CDzbn5NneZMkxWrKufNc4lumuCr79JsZB81jO7vC7FOkNigGQSRUKxinY+nZqCTZXnYbRyx7srCFYwoiBM0sHROWz25HTEdHbShp9Ze3bTcXMPiR/wAnK6//v1c5/zYY3AET/dcYY5ACrKFGHqwmqWT4JtoBHzwqbmXGa9MTTgXFxKkT2ftG0WDPLU2Wx3DnYzptZ8mJP7LI+DMcz7warxjT3sBuF0K2yf91782TcfbytgXsZJd5Wv2vwUf2r4x1zrjjjrBs6HDbuu5zz2jCEyhkh2/+XqtmSFuhaA2Vp0duJlztjNBUmguWN45p3pOm9jL3xVbXMDxcCyA3irW1GAyUjTBsVz3QPvyR+6pUTHLZNn/OCPwGd/oRM5KBnLi83ZBw6AtHW0tBgUuJ0hgpClzJroBZtXOpNoAFbYBKX0FahUWzkcZMwFU4oUr3zt2/QKQcmdJa8Sstdiz/z997/Cp77jya1olmcUqsq7P/FlvFheaVOSwSQZTcNHaRcRY5VNjhGr84ZmgtRmr2CgWjDVEbZts2RCaRMelQOs29stNlXqzLquIIma00Zz5RDzQP0e+bHb22C3MV50/Z/x/dc+DcBlGTBP5MvMPMB8X2cWGWhFRnTZYLAAzfPGFyUe87YwSz2WpbW1fsZKz1ynDmdZxkf2X84f3PypW9c4TzMU5aP4KF7JK2cds/e4WRohiyRaz+uwapPVfffqW1qO0va1jOVgpvZs38J/mJnBqNsudYnLv0Ig8PPxm2+6Te5W/NSXPs4PfL4VNJmAV10ZuH6l57Fhy9QHdlthtxX2gzkLpB624ZRxUK4NR5QIqctoB2kojEdW7W/cWn6dTnZonyhHe8rWbM3KsDftwZUzkOzVVEekS0g0u03pR6QbTZrRn9F1kwHluCfGiS7s6eJIlJEujGzDGV8mn8b7xfe4a2055cQfuP63+bWzDeP5g+j+hHx2Ba49CE9cIVw/Jp5u6Z84NnnGeUc3Rrop0J9HulHop8j21GZKj3ZCn2wxWr+QZ/RZubIrdLnQT5kuF7Yy0o3B7OZyZpMTsRS27DnpX0M43zCUzJaJXkc27Niwp5OJTnZsu1O24YzjwZ00NsrzX/k37lpb3mz8t9/8q/z6K/6+XdSK0k3QZ9c168wsVyk92Fkd81xeexXzGHueFWTeV1u8bXCiXQeMOHJ5hi9sqwPSxizHmWFOwTyXx17Yd3A2BN77jb6HNzn5gNvSTk8lpjzyF9K7o/pK+pKJqkS1v2CssqB2fVEgzHPSc8XaAxQhUC1Aq2Vqdd2oLLNBXbega9cJ2hoZsz9VX49TZRpVimgyDapEBAODW474D/yHW9Iut4xp/uffMoMvs8U35rjbW6dtKKuFMb7DJHQjjUlGDZzEInSTscpiNN7MMo8CyR4HAt3kxVHUmOM4SRPyh2T3QwlEZ5aDBn9eiCkYA50DIQu/8H88764CZjAm5788+Jf5rO69rSv41KRIdvCrBBxES6FrgLmYo4bMo63gt8r+irtetB++WteR6Cjt+SUjaCYus8K0vg4Yg622QGVDMt9nOwh7mUK+j+f9fursy9t9EYEgqK8artqtGnV0TbDqSblquhbcaJHFzXY6A1xZ7KOCbJkT8wywD0Lmqn9rXrZOb8HnHv3sXQXM9m2Eb+Pb+Ag+4vBb+r3aSg5i27uWR3XAKC9cYuYJv+W+DpcG1teqkhpzrrnAzFuR71hTstSJxDoUvewKe//Ez371WWuTDhgmQcaOrijH4YzQjUy9r/L3DU/DMWdyDFrYcgpRydFcJCgBTT2SIR3tGotK7iFHNCS72sRi1FqdB18M5IkJG7woofPqpKJIMOAcZWqa5j7ueSCc8iPha+8qYAboY8cvPvi5fPIDb8Jw9BiyOSVsduCDBO2SLS4fEsXNguvC9dyVtiBs6q2vlui1ClAnlWouEGdA1T34gdyj4IuhIHeFOOxQjYy7B5yRNnCS6NjTkY+y6WjLBs0Dm7ifZ6h2lyWY+yde+qqvXQIRY/GrVVsMZHGwu0gjwRFvZYMXw2kj0jrXIHu+qdX5cqQ9V6INLEs06WgJQupqFT/7DiUeMMsbs/cee5g2wm4QzjbC2XbLx7z5a+4qYAbo48A/2fwEbxU/lF3omEJgCh1TiL7QD3KwxXq1HkD1+K/XNkMA60y8MID0qEK4yjrLgsirv4dLORaOY1TnL8cmESucF92ud+nxv7uFlYpvGWj+lE+YO+LyshYwScQwii2Y1sUGfj+o0GcDydVwHJWWV71GSGOhJZuMI45QBaKx2Chdsm0TJrxCqxCy+Pu99GU2EC2TSzYy9Agv/xsP8SbPuW1FEp92fMbx+/PPh0+0lCd10Z8B3OrF3Mns2dyRfVxlUozYGGm78Eep4y4cbGR6cpNgQE0X5sgxMNEfqNCNiVNEC73W96f2et3L0kg93r7Ck7c93u3kcy59vpY7zUFI4osVFuAYrD1Kda6ogLgu0GurgmkNtxxVz/Zza+3XDA/ryP1Q/zz/Vcw+7ouPX8qD8Q1uVZPcdHwan8bn8NdXz6144epzBBzMZbRt14M3dRkTq23Xv8gSWJf2vnkv8+tRDLipVFvIi1NlgfsbXLzzXzppR1MrAILlyDM9JuWB7TTxnHINCdkstaK/QyLncgwl0DORO7da7ApSInG3MaIDRfvsUyomhzMz2MmtlcwSzmwNvAd7hS8tZoMZwzTLMeJEJ3v6sOf5MvIT8Vt5KDx4p5vuhvEPTz6Sr3rwDzfgzODAORa0z5QuU4ZstQZ8RZo68Jo612oGmHyRWIpeuVDc/lnt+c6vj/W8LyLEOPoan54ybQ1IYw4Gk3TI9py4OQc60vkVShqsjyOMeWjpWu7zwpdv8nqf1q49jSGu06ZiC1fN61gWOdbD5Rl1YV6pIBldSS/a+pCgzdnCyA2b2a7Amep80Xnpa9csp84W1jaHjM7Y5X0v5M3z+IQ3P2UTr96pJnut8Zf7r+CDur/BLvQOnCOpuVb4wnLC6prWFqQji2veghRyMok2g+ozi/6DVQFEdVgSKj+9vCLadUJUiCi2ymi+diyEjmw5vmXtcUtA824Hn/9XYbuDuAdme+NViAphbwbivVVmtemP+joGfrvldAq2ADCqENMMnk27HOgnB8QFYrHVx2G0CdSYA3E0I/KgpnmWbPppcZsYMvQaeNnnPsBxvxaQ3wvx/sPb843dpzlXYIC5LnzpSA0gd7UaVmWSBWeky8yWAQYMEh2ZbgU+LM0OTAyuZaZtr6gWxHXSnb+fBdhehmgBnejLno2O/E39s7e/oW5D7PI1/t3pp5JsYqOppGANt6gXNalOGHPiaNHcLBZRmWRmNlpksVNmUN200Et4KfMvuv4hxAFzzxcd/zp9vPdKm78v78sX8jdZcxCHjPLcWhdmONr9stjemkQcRK9jmWiX+y+r11wEdvBJLLZ1BZ8k/mL5+0/7uO+FOH048cN//QlCyeyAR7c91zeDeb5GaTrPrD1P6FU0RzZ54gE9JXfM9p5A1g0gqFc2LYMBaClhBs8xOeunRqshDo6FOukqYnab1v/VqgA2K86JIHs62dOFkefJxH/tvoVO7r3B+J85fne+7rnvxebKI4Tj6zDs0c1obkybRIkGntWrvlXJoQRxrSsgYovPgpIxv15hXueTxaqs2ft9djD1LRtnCSSCyWM2o+mhd1dJ+2PqktiCkDQyli2n04Nc319lTAPpNPLEp37nXWu/m4lr57/OLz/8xZaLi/rss2fSRR2GKlPMcS49vQpDaPYbLEGyzDrmFHXWLjsIrhXjS5xt4hrT7dX7cu+AucozpC7+M8D8cW/6yjuyhurpxh/rPpk/Eb+QcxmYJDJJRw4LXbPMTk6t2q03dmWaqVSGGA/sFSgwzTKXkEfVRXt11WyUiBFyhkNgmbF9C7WyPpHExDW+gi+7JW1xS0DzZ/9VSJN96b6YHef23AbZHazX+sgCCCehS1hlvtW1z0padtkY44pWBDPeD5ORFaIgReiySzImB8vFpCFWSTsQkzPP2RcUZgPRJOhS4MWff8JwDwLmGi/s35a/Fz7BF/15IRJnjjsmF8e7d7Mb+kO2TqM6X5ScFY4Lxg0H3T2JflGEEgz8Bs10mhja64cLs7CRvRYGLWx0ZCCxwbwqEfhF/Qkmvf8WBH7LY++PkmwpewxoDMYse1Z11dAaxDpbtFrQx8Fp74l4JadoANoeVLa5yPxeXWxXHx8C5lngIHzBya/RxXsPWNR4L96TT+fP+aMlQzAPDdbcfd1ueZvBdmsGgepNLqsb7bklUD80rJvDfqGO6i6jPnNj7/wBfoJbbHN/R+I73uthSg5E4KRkNskKT21kxzaek/pC6qT5xwJMDFzzcrQiiUFGW1/iEgtB0NzbJFPIrmGe8DlcZ/sUusnntcNsftIq/+HA2SVjXkyki65jDokTOedHwr9ol9N7MT5q8wf5oue8A5sHXgVXrsMwmf9/yOTtROmLr7Exe1Q7z7U5QBnbDBqE1M8D6SmY7eoYZTGAth8oe56YRJF+Z3kobZjGE+pl3q4AHROd2alus82SaUcfMl0wS9Hzb3rx3Wm4m4wf+eV3Ay0moeuE1ImxymJsvI/HVoxHCAZsx97bd5FbwWYCiksrqjyuAuNqD1dzeY4z0K5gurpjFAfoKXrxkmCFhCb/jlO/5WPf7N4EzDU+sPsY3rv7VHZhIAX31RKXZ0hAm464PpYZzvrjVuDLn7OYZRmXielsC39PrWh4QR435/SoQlST14X6+cB3869vSTvcEtB8cokEWLAZt84W7tLvoNeDTutAOKqB5zjSRof19YDXjJ98tFjMQirgDho+0AhF6Irl5FBsXB6TaarJ5sLRJSHkQJcDYRRiivzIZ224sr13AXONP9G/Ox8uLwT3So5S9cpmMddJdjBsrHKHNh10dL3yLMNw7XOTZ7RZEV/slujVpBndYpnWKhSCFnot9CQGW/q5gj11O7g/p7MHqVNkS+mAoFHI0dieusxyBrwzuJ0tedYMc4V67cIvM9CFhZZ5sX2d+mr7WGilV9vYV+SzTl50TzLMh/GRfAQv5N390UJ8IitOncXwYtlyC4B9cBMQEb8I6Wofs3SDgz1BHb3XhBuwQkhLPfP8Xe/P6I7X56JgOTaXgTxt2e6Ek3HPQ3qNECYDDHHetkhkZDDGuUtIyBR3fgglIE6haTS/e3HpB2NvCKX6csEsmnZJDIoxzDEhYSLK3nTMktiEM34wfg1duHcHgjU+Y/s+fOCDJ/QPvhquPIFudl7opVBisVLaYdY2a4fZzoXSgLKVUzagPAUz0tJgNl6CrZtAYBKsjdRKOpR05L+T9fgigT0dst0RtmeW/fMRaXdEVDdz1FtqpHVXIsrRZXjL6jN01THD5BCH+VXEAHKqEooFwwy4SYCP/4J1W8LMKtfzQ2UGy5X0yM5m122NZRa/L+xj4KPuccBc4+PjZ/L64Q+wDx1psfC8yOyrv5RmLMHzPKfnBbfQOeP7IHAZS2oD8Mp/9ZW55JpdD0LDP83R6zY15y05Uz7pk9wZT9eXkuXlKAAyYhV6ql3czNvbYYvQFZNhxPp6lboBnVvNdVN930K2kcCs6vz9I81Srp8q02ystCSTgXzuh3S82ev3t6IJ7kj8ne6TeZ5cda/mWiY2GQBQs/luDhdaiA30VjbOwHLv0oyAMcRoQTTTkeidib7QMVzHHBqgHl2ikdebtX+1MdC/S99oLlN+H8V7HH1x4yWXPbv167oAIsxdda5ytIBjnoCXzLGudlZ1YXOiXnGpTYaxOmVmcL7+VnzY8OX3lIb5tcWX8Pkcc7TIcYdgWQ/ur494vl8n7eo+/JcQDu4vP6f+Wqs12Fy0nLvIdr8Fv+tpH+u9EO/xpVdBCgnhiW5g10XGOA/uBCHrwGm+Shx7+km5Wk7p4s4AXlscKOa7nKPNFoZMES+ZFiCkzuQZBdcyu/1cCu7LBXSePxQIxZw0wmSAOSZiNG/mLuz5R+HP31Ma5tcW/+rqn+V5D76S+NCjcHJG2Y6UPpm2OVQAbYvIitiiyjRgbGZw3W0QpsGujVWaocA+CiXamgoRbN6fKnaxcsYqhbg5g2DXiGl3wrS70mCIImQNJO04m06Y0sY8b9/lde/LGZS3/d3/2CzOAPIlRE8lI4Iy9S6L6GbZnU+MWr5eFBrJ3oWlvd/Ac5Wgqv9ek7tg1Fxfy18XZ52rZKNUwByMZX6f3/W9bOKVO9hSNxd/v/s2khwxhp4pxFnX3MDz+lo1X8eq7nmRwWujAzQQTWvsJYZcdsn1NbCC5WU4/sBkpaD8L/yBW3L8Nw2aX/5S+NSPtkV3fTJQ3Kd11ZTD068uou6TVz9KzC0rmKeyCl0S+gqSlxINNdeN6Av/AuKG5batFJNxdL5vKfZ6nCBMBpzf+Cp8ygfcP4C5xg+Fr3HJhcstRIkuyzD2zDTNsTptmHqNnpHeGWdxoBw0O9ucfBHhPK7TOr2thaizfKOj+jZfHBXW1awbLWx1z5HuOWLk1byET+LW14C/nfHy/c/wjdff24HuvODhcDK/tUJlNWUGzvU0rrxa1XjVaap6Aayz1I18Y5E4luyyP1er+tXnlgnkebw5f3D7Mbe6OW57/Fu+Hais8VzopPaz9eK/y8DzetHfmoFeNuW6xRb8SNv7Oub0b24a8wzPr/Ib/GG9v9r6pd93ynd8wOMma1Nb6BhDYuj2ELJNIdfFUH7hCiWwK1fIaUPI0JeRGHaUUBev+RCxRPO5z2Lg0PRx9jtWKg6dpyFLcDPi6s/sv11IxGB+DyFM9GHiXcPr8t7x3W90WPds/PeHPpP+gVfCcx6FzQ6GZIsjI+7RbAMMDQaaEcihMPYLhw2xfDxGA9EpipliaF32bZAhS0Bigm6kiKJ0pPEYLR3LoWSdZ0xEc+4YlIkNqRg9mn7sUV71Zl959xrtGcRvPvqt/MSvfaC1pSzkFETrcpeNAZw1zq4xHsMMkOfFfgvAG9YAujLOS+vQaiOXFvrmXCUZUSjRNelRSL3w/JP3442vvPedaaRbGF8VvpdROpJEsri2uWZGl2qwug7KwUDM++OikFW9rRde68E9WeX2lrd932Gxpw7oNDuZqPwCP82f5o/d9LHfNGj+j989X9fbYasxvdu9SzMmc81o16z6198XdQbcnWuV6wJBUVu4N1QAvWCoK8scp1pQypwyGljWGTwHZ51jAZngh7703p+6viyCBD5d/nRb4BdJ2CJBl2FoJlRArMXZY2ebVa2YiQPlHtP9AKDq0owZTHea6aQs2LtFOIsctbDRzFZHtiQ2JLe4W8fE/sJz93L89O7/Xo1y6yr2IuZLWTn2QxC9AsBtUYT9QvMI+wAAHzDQ4q8towLuGgKL6UNxaznhLz94f3pib9nyEXyIPzoEwPX+mmevM1gXgTBzMr3wOm5b5HKAg569TMbVQbrKNGyinNV7ztjd3IHf4fi5L7/Wvr1J35SQImXsCSnQZWXLOQ9yjS6MVoTBLdGKk0KJgSSblqeDZLNSEwOCjXrzqRWNGSUjVcCb/W+0aqeUzhhrSYQ4EkJCJNGFRJSRjZzyjd0/uFtNdlPxnHjMn3rw9emuPgpXTikbY5tzLNRCJ1ZboLgEQEm9tgpyqTMXqRwFrbaHYiK9LDDGgMbCGNxpo/TkvEHbmSFtsVYWIWzO6TZniEyAUFKPjoNdK7yctirkV413r9GeQfzqw1+6IDCwXBmghNIW/KUAyb2EV84ZngY0GmGf+pkhbrN5FYj7gr5lvj6UbqjY/eSWjaUy02GWa0yuaf7A331rvIPvdDw/vD5vJe9Gkm42tl0QOjMVsc7Gh1l8vqbNQFkXzltLKmMe9rU3O0Ysqy0qtdWMAxfa6UdaZdpnHjcNmv/4R8+0eTsc7031khSLuWps9m5dOdL0yW17o+IIzkAPDpBl0cqitq/BQXFIzjy7pKOfnHl2prl3GYhkZ5ozkIRP+IBwX+iHbhSfED6Sjfi4Ts1qrteJ6BKLzq3i6uvBZRVmIefaZvXpC81ENaa5LvZrEo/Wjyugzq5jnrwioC0QDK6zXsbh4xMeuAMtc+vijxz9jQszJLCAX0EgSPPkzCxYikveY4B5wX3KYQowUFwa0K7vrToxVttf9t3ev/v8p3uY91R8Bn+BZfKUetLLRYu59a0yDOvnZgDNQepeDD5kuQ+fS6gVM4ULHfmwXz+Ph57h0d6deLe/92BrhYQ0Fwawpg4qjHrEtXyVkge6CbZp5IRrdDL5wqZFr1WBPBBGs+9ElLKZ5sSvYiyzgFJmmUads3Ymxb5CsPvBizgFq/b3D8Ofv4MtdOvj6678aTZXHjFt89EO3STKkMx6rnpdN7BVXPJlRWU0zANkwSsDBlssOHbB8lCJbc2IQsshowR0GAn9rpUXTvsrTPsT0L51b7vECqnMM6/dm90/cgGAt3ujL7+AP+YH3s0CaLCiacknOS5ol+vGvqjvUHLRZHbBQHaV5lFB9ULjXNfAFmeoG+PsPv7v+8bffwda5vbFF4SvNdu5ECkSF7ar0mQYlShSWLhJ1Ww8N7wuc7PMzx7eW9NGi3uHKzyXUbWhCi/gzZ/RsS7jpkHz93yz0k9KNyoyORBb0uY1ZP7AUAwUbyabsYqjscXAqsObg4bl2GgLsmeWudjilWHy14oVK6maaLOhm8FymAw8d0X4qx97/y96+CL561YFkOwLQEqdcPMFfybJGNwZo3OHDWOHkzPQE4Prm+NBFwaFkonF3DAGZ6YPi5wstp4fF4WiSCnEMrIpI1oe41p+5A61zs3Hj+/+MW7p3UxtLo565xDz+GsjbVOdzwl1Ob1UAfOswrp8DN1AtqzbeOmY0ZITwnuc3N/gAuCv8umr3DGzR4fAGS4y0bWF7f4MpJdxyGDX8U8F6IfbcpDE669qszvX5XGu6/kzPdw7Hj/35dcwR1M4D4HcCWMvjJ3ZzeUoxpiJg2hM37yfrhLPNwxnghSlzyNRTJNbfWwFDCBnL0gFVtgDRYNJQWxDnb1D1X+pZcnskIkx04UdJ/H8rhcvudkQEb7kOe9CuPo4HJ9b2fHB2Pnm1yxe6KQVPrHBiaoyVUcGvPlknmMBA2JTEJJgEo9YvOBEYEonlOmoVXFbz9sIyQxLSdJxVo45m45IpSP91p58fv84Hr344X+4YjF9LGZSz8V2nipXJbObzN6Z4BVB4U1dmeRDnW5lmuvkSfVxLhVYB9t36cRZZnHzmI43PLn/+/WH8GdNuih14Z8srneOFKqrlL0LOCR9bsBQtLhIER1iECoJuLoO2Cx5REGN3HuVvpSJm+vXN40ev/3rmic4gzoQnlzbPCm9Kp1rXWusOrGYdKNPsB1niUaYl1tav3WCoi4SDAskE4ux0lWWERwsNwCdnI3Owgf+IbmvWeYa78V70GMay7rgL1aJBokBq9QndZGfpoUuWReOGQqlyjkSnY4MOrEpic3Cy/myFtNSoBRiKQylsC0TmzKyZWpSDXdlpZD4/PIhl+zl3oyfHv9JO9nxBX8allKKeHjaziG1KIG/b+l0cQCA68j60FqugeXVR9QkVLebE9C79J9w6w7+LsaH8UdZTrNx0P8uPrfOK2G13XJJSl27XbX/dmm9/BeskKK6bLRlmjbrK2anKAITmY/lM29dA9zGUFX+2zdPCGJVAMGchZLQ5cyge67Kda7IqUsz5n5ZQZsQiCmi0xa8AiDeTqnPVhDGgZ9oQP2EkRKYtct+XvnaFcEsMUPIZjlHJsjI0O348/LH7lJr3dr49KMXsjl+DWzO0e1kxU5iIcdCCcXcRzwpF4Hc+YJLZy9DHWiL/Y5ZlKKQpTDF6DKvgGqHOmNcz4yCMIk72ooS+x1xe0rs925FarIOKYFtNxJE0XPlNe//LXelrZ5ulDLy29e+01O1gzapgFhJQUgxXqjgukrEVYO4YIYvLmSj/SZ5IceoQLtKMerNrhc2EE2NYbaZgHd63VvjGXy342PiX7R+R11IvJRkzH8vE81Z1Aw8c83zHWn/Cswz36srpb2zbhN8zqV+4lwt0HL9Xs75PP7yTR3zbaNcGzs/Qef65u1O6Uelm5TobOS8JNJYh6DmxNFn2sK+WAFysf3WKoEVYDfPZicwms65OWYYoA4J/s5fvv8Bc40/zUfRuTwiMtFpofOy1lKyyTW0NO1yUCVoQYrd+jK6Fnli0CrN0ANpBlBs8WAomViSAeMyLoBxIpBa5708nmwkef9EBcNFigNoWbDR1XthZjuWAHhZ4OSQI23bLnTOaxAt8/Tg4nGNDzn+u3fk+O9E/G+8N5fxElVKsUy/szPMmv+ZuQttg3rbbtWxF3/tfpNoHHx2xXmXxf1op1gjAEGVXkFzz/l0wn46JueBkGy26Difc6LnaDe5fIDGMCPG5qGRmFyioYJ2GcXLkweXadQGbHoQ0/W2Ng5zQZMujgyy48/GP303muW2xAdefQg2e3QYycOEDl7kpGphgzlp5C6bA9wCjGVRdq6RrZ07iCBq9nPVgCt7/qnuGTqMpO3kfsW2IDBPR6TdCXna+MBlhjWrHB3vkxnZ1q+Wz82v2cvF21fagr4qnViB4sX9mjhyBdEyZwqBpmUuVaYh8z6KyPwZQnNZUoQchLd5zp/j2RJvwts36UW1OVzP5S2iEVH1WqZcuBYerN2x0IV7xvrq0HK71DPg0k9e7PPmLIZv+qz4iD+jC2p8Dm3/rCOqSS6GCY5G2IzGSEuCULzZfH+V6elcxzysdMver4s7cUyug65SDn/ebsYyP+fWVVK8J+LP8H/4gr1EdLa4FiPpfZFe8Ep+FUT3XqhkYFp50YoaaxyKg+M8scl7tjpyxMSRGntcC6DARQhcgd8SligY6M7wBfI9d6RdbkX8L/ETDxjhG4f5AYfGLBNmd4zFVouELC2Zr6QXlyYLz8QH+6pPKfAAb/iMjvFejc/i/wRm0LoGzvX+2kFjvf2h1GgprrHLXk20YcE8z6n4qYBg++wAfBNf+vQP8i6EiPDWH2lLf0cJ7CQwhWBMnEAJhwtvDJSNesSUT4hjzzCa7acAkYmIsaWKVbgjYNVXS6XlxNkMd2WtILkiDgDJZjMnXpA3ZPqw4+3C69yNZrpt8S+ufjRxe2qsTudltWNpLhrVLcPWUCo5KKOvoE8dLoFxcFJBcqjOGVYcha4whUAJkSIDKR2Rp2NK6YnUBa0zN1fPgExk0oHddETRSOnhOf/vR929xnoaEaTnda/8UculFxZYXQypI2CbNiJ3snJCvMAwwyzl6GY3jRJ8MXgb3EgjPSooNKnTTHDkAM8/euHtaoq7Ep8v/7TN49HInGU2XhBCrNt1mXXrv3rw4800CIv8tNzTctA0byEHewAlas8XcnOLim8KNP+3nyp899fAkKv7hembYzJJRifGbq71JusQDEgPvgBwlnZ4Ke2MMdIAqoSi9Fnp87xYMCQDx1JmrXO3WCxYZR3/55+9fxmhy0IQjnVrCwHJ9C6xMPcLA7g9mUGrfEMJSmOag2ZCyc44GzA+0omtGoMcuYFzxvI5l3dIKYSiDEUZcmHIE9uc2ObERgsbJj4rveOda5ybiF86/4/8TPn6xgwvGYYlz7lMrhdiKdGQQ5b48Ha4+O/gJhc/Y/5c4cO2z46pvho9PR0d69RKe3zI+K4nAGvftF9szTjPRU1g2a8Pe3ht3co+2/ReWOyjumpA4X/lo2/BUd/++KX/53F+5VtHNiWzKVbpMgclxIkh7jiKZwzdOdplZ+GcBfX3q7PKQQMhCTJtkNQ3/bKIkPvUKgISbTJc65tLFT57+9bpwViQWIwpkkIME0PY8zn8hbvQSrcvjuLAyQOvnisE9gUNxrabT7OaLMNLbCPSrNJKcD2swL4TK7DkU/0iFSCYPKMOpmtknzZPBEZ68zYKiTCcE7c7Qm9TtUqgqJvFjpFX/q6vuXONcxPxPx/+Ml5x+u8pjc1dnr3VP3jtO8DivmE8JzsiaAXGcWajL6xPEVtEW6JZAOawuCbUXB9YESPFrwPv/nr/6A61zJ2J43AFdR+uek1aLppcWqfOAHnO1Cx6bHu/v7IcxK+eWMXiaqm2mDkgjRA0HFPcUWPHx+j/dlPHe1Ollf7Fl84XMBHDTxUEV631wp3T2Qi1lbxViF/nOtpoYS59GPLizaJtWsRODGug6J+hBSuJiSd315/6zAxF4APf72aO9t6M9+dD+Y/lG5oFXeuKuga2M6NmHVQcQNdYssMCC9VMcXai7mcufGLbrtm5C518cb+QyJqIcm9X9Pr+8889OJ3XeuT6HPh4kMthlzCngxUfOnd1+yvr99lz6/aEOi245Fdtm7favM8zOMp7O96TP8z384PAMp3OybVW+tP6oyy2mV9Zcg3LX0kP9ieL30ov7cPabBQvDiHHm1xYcqfip77g8fbtoypDTkzdln3p2JfImCJJAjEInYPmQKLrU2u/J7rep6HFWFJ0wSyZrWcuCirN6x1ksZJ7He3y6dIM04sn+rDj94W3uSPtcifjf73yEP8mTmhnPtamZVbTgRdttaJKMBDdBwPHqbOKtyWoj0VkYbe4AIlq4CyUBGEihHObdaSQijAgTfecxyMSCWEkykRA6buxXdPz4xetQ+/F+OVX/Z0F/hK35qvhfa4CV51xSpV71oFJqEm+5oAK+KiAubb1AtQtsJ/IYsEmVesszTvafJ2FhzZvdWsb4B6IN+FteKn8guPWQxnc+lq2zgLSsjBYXr8UF6+ysjKL4uTCJ6hkFh3iwt8neOzpHdxB3BTT/EH/++LCf+kWK6hg6F+Fvih90sYomzZZCUndX5mV3lmwhYSxVKbZtu+rFMMXYoc8SzL6ZJ9R99tf/gXv+/h4PtO0y74gL5ZMVxK9JjqdFuWwtU3PBVXE21dKJhaXb+SJTZ4Y8sRRGTkuE8dlYlsSm5IaYz0zd9bll+BkOX6ssezu9zpgBnjn7afc4AS/5Lk6iF4xyTOwzazPghWAriPx9ri6ZVwEZvWD9EID3ye6w6cZn8NfYd2alVE+DJ2JDJlbeE6iM+O8ZI4rC7HWRNf+W/v04dDvst8Fnpqc4+7H7/2kK63vVf8PAwMzEwSKqM3WCYFMz6Rb9vmInLd0oxAnaQsA1Tmm3CXT0EZFY2nkBdSBXkUTi6FkKNXmiPZbSyHKxEP3R5M+7fj6q3/CLaN8ECE28Cgrz2YH0uJ9S2aSqIg0Gc0YDCAq2YCyVAChBDFLhzIdMY1HkAf366/kyXIIKQ1sp9K1a7rcJ7W/fteDf/qGQEQPnxLMOUOYLeOcUU4RUtAm01iWf27kSV1v4nKN5QziEjDrQpZhbho2SxDDc29rW9yt+DT+7g1Bsa4eHcbhD3b47vV9rxy/yvOrfcrhM2tyBKDn5mp03NQV9w+8m3IcC2EqyOR+wCgrz7wnaYT62KyNzEWj6pc3Lr/oR50dM1yCIUUXxToMTDeQ7EC5vqfa1b3Z7352ouYYIr0meh0N3GqmK5noYDiUQpcTfZ7o80SXJ4YysSEzlMSghUGrhKNWPbvYGZc4bvUbuoMGSxlOKcSshKx0ORH9c39fftc70yg3Gb+3/2CEoQHeyjocnopPHgZEpLpvLABvY4UO9mefI+vH1GR9caSuAi+Qd3smh3jPx+CJbeYHVq2xSJq1paqv87yPOcHWQfs80Kv7unHMgHstzrn4/Avvk2qXb/kxJ2zjHjSzB0qvSJeIwZhGldxK/07dYjp6ee47MycIIQdiDkiOdGNHGN341i3nRHAA7b09LHq9J/7VgmMFJBFj4r1uUcnbey0eisdwfIr2qdnNSZiribZ2cD1BUZ2LZrAurBEAlUgsMs/OMjOnYMBNwBcHmimp+5PYkimxVfWltwWeIwP7PJBLYPORv+fONs4zjDd93qeiEqk9DdZuRHBwpl9y2rdBt69JIYqB6c6dMg48mVt+XrDISw/n0giQpYxPeIsHP/aWH/+9EG8YXrCCsYdN/GQk1GqrNtCe48noigsQ3R3D2hQwsnBLMprg/fjgp3BEN46bov0+/X0g7aVJJOrU0qqEti4rs3gC1joK09YJ7fX6ot1v/MTSJ0bms2EJaIBZjgEgNm1otjzwLn/wWUpdAJusBKmL/pYjsblTLc3vl+Uspdgclah7P0igyjAU82StvVaKrkpcLq930oDdjdv5xfwwP7b/Zt51c2+viP+Ka/8LRcYLR1IWyHku/3njWDLs9fHcP2+8vnedYOTCa8s2fpv+A17Lt7h/w3rvxVX92v49hL++7QHIW4/bL3BPQC2rsW7x5Scsf+3DfvGD/Dg/pD/Oe8i7PLUDu0vxHW/9UnKK9Cgnmpkm4Tx0pNAzqZXCrT6zBspsMB2K2aIFZ6b3vau5I1agA2NGbVrcdcsq7oxhycOmXRdt78SKOWw40SJuPUfmPeWP3I0muu0hIvSbc6aQvX2cr69t5R3YBnn+V5n9htXzt3qFRjUoEERQLSQgSLGKfzLauhXJaCmU5NppCai62lMHUg5IDnSidCEzRKsMeP6NL2H/Kb/N5p3f4G401VOO//dX384HZNZxi4pJLZZEw4HlbeuZejFPL6GYd2XbR33iSQD5ctvZjm5mnF9w5f6xXX06ESp9/xTopKca4tl/ed2039E+p/426+uDSUOqbKzuY549VP4j386H6J/kjeVNntH3uinQPD4FT3+BtS+yAmXJMNQkKhQtLWmo9+YSDfjWi6GibSQty30CnU+nzE9bYgkC7/+hq3c8q+J5nHBWHkFV11MHCtKmpqUhCBuT27PBt2uAw6vnLJPJ8lqnqivaeQ1d1s9eFq/Q//mMjvFORuZiCdkLqUCenK+s8OuylcCXxcWRubTkvG7JeSiuwDv29/YA5GbimC2nrUz14RBCVq07XwhX8Nlek3WyXffYGZSvf8/LRBeHl9c5fp2X8R7c26A5GxaaAQPGzERVXFZrrGVx/axGJolMOPmQYdJCSGpTgpqNUVab3tfghU7EFriJiukLl84Z9Qb2DbRCQ0HEB/8kXijvfjea6I7E8Wbi8S4htbDJUuvts6khC5IVil3TxJmzag+4pN+0DQyFIKAqaOnREkjFZh4lT4gmRIP93ivXmEXRYymrWcX8a4/BPQ6aoTwJrWyxwiAVaLm4eUVS1GudD0iWCLtBFVyysdhl8euBLn8TB8yt0InAGxzd3wVNniwiESStSM0aTwV53QhyLwczlUixJ2YicJ3VXvunPMLDvDFv8hS+1cW4KXnGp/wd8KHv+vZk4SzyZduaZ+jsHRpwuYZCX8ylY3AZxlClGFWWkZWQCiHbTXIhZnfSyPC69/p5fxPxRuXNGPLEpmR6LU1ysdFMr0oP9Kh7NhtImGUYh8UjLna71eNL9baL3/FJfv9Azwf1f/PpH+Adjg84+jstd17OS944Lmzf7OVmqcbhoOOQnT+015n3uV6QCLCNV5/Gt7u/4nV53dY/4TLOndZSDQQutl09dou/S36CG8RT/9UHej6WD3/K29+teMfPewCwI9uFjn3XMcXYqsklWZT9rdPN0MiKywaADnedETUAHEokZLtJDkgJ7uVsIHkVAgVFtaBaHLSpXYCfpfG6fYAu++DCtcyiUIu9qK39CS67CGpcWVdl0HWYobWAg8VyQHmYv6r7eMGKoGRXNxcXLWWC1ZAt26ZrlquB44986zvcOk8/3uK5nzE/0IvXr8VLBw/WFov1jrjrxSy9MCtRjXYrUXxRX72J92O/yXzuVMa5WdE9i2PDyaKN10jiRtl0RU3cAFvcsNUulf4eYJFGCM5nwwkP8vvlD95or681bopp/qUfLgyjMY/rr18u3b4S52Cjr6Bz5xLV2aKk0AoZaHAeqI3ytD2O653PUTG5gBbbbz/cJ6sankFcKQ/S5+zygcqbqUs1Zq5SXYZR2x01nWeVHRwy+Er19VwznpZvZrgy620vOUmW54ROnPIqHuTeHsG8ZPphyiUn8CGzfJEdXnOZy9fL4rXDaG0nh8/Z8ysSZbXNs6O65Y3iKldY877a2pb2aH7tIqhewwhdvebskx4y1DYtrovtLl6G179iYs81TnmAK8/gKO9cvOYHr7MtEwokgq170EDwqX9b6K9EzUTnHzvU1ulFQaPSC0zRXC4ihTEU1+orqUsobqPmzhq457C1WMBXEALzNVKog8obnVnPrngg9sxTeTq7ivh1XWYJvdmoJqGbnGlOSsigqsZEq5KCzx5KJosS3au1iDKQEKzQDJrRUJiKIDm4NZf1BaEjaabHpBuFiF5T8umeeLK5W031lOLh8x+xoi+wSs7LpVVAO41FD+4zXw/rLurbqiSpsct193JJvnacWPXUzZe4bvvsTdUAbDlmx+MXroPLH+ECjlg+U2cDFzNRK2Z5lc/r6XNRkjd/soszdL5yqAg7HmfSif4ZrnS9Kab5R76D5hHZdrRg1USqX57dTPtsf3sHvV0xFrlfsslFGdyLeZPM+3le6Oee0L7Arzu4tVLbBWJWumxOGs/meEBPGLyUdV8KvRY6n3YNqnQoHXjFQGOZjYF2Nh9bhFnv1wpqcXF/rqrmlajqhy/ywdKFoL5WO37t2N9y/om3uzluOv5n/p5LmUsW9xdDkxV9qe3v/CZdbtuy9drn4XLAfDD4OADMz/Y4Ydv61fpSNrfcPHSzkKd1U5cEzE+KA8ClI8f6s2j3ls99wX1Q4OTl/9lkRwIclYltSpZ7i9JpQNTO+kJv0/vakxmYwkCmp5SeiY6QB8g9RSOhWMYoQQnF3VFVGrus2e/XShB1rrosGl2lDQBVA7quHf+sixPvcKLSmGbwWdZimEFErChXMX1uV4Q+Vwcqu1baddekNJSAaEQ0kEsHpSfkSCmD3S8RLR2ae6REuoWUz/J6oZfMEPYEyb68SHj8M3/orrTR04lHdz8xP7gkESxnluTgNZxFbj7Nwd1JnFXOkVbKvFUA9O7b/PutCy+WCzM7b4R15no2R8/Ahcv/IvSS5w6vrJ5+WXpyLfP88h2H+f/i9dph+eL6XJ//l3zd0zu4RdwU09xvYNqz+HoH8dp6ygodqCfNSnc6V6e+iE3nBqsNc+kEntaGumTg8iyNIz2iz8X8rw96pbTpCfetriOzOgrz5+0Z31K1TSV57jRN3UoXthgdyrqrHg792shT4c3jva/pEjPRWjy+GJdxkMLFLn8IgK09vW1FLkmoi3a7AZBet/OzNwaG1qbLvzWenGmGNUt9Wchqu/m5w+0vf//ye70r73Cjw7hnQkRbpyoIJYRWCr5e/Fsp4Hprb575m+LlWOt90yuLMcyov9+5nVWVwUOxjUJRW1Src5W6Z3vHHhYzHAR1F43FdYuZGUOxCrjZbEJDsTfatc2ul8UzllJzdQVzc345rHI3l61a5BsVisbFYxje+wW3v0FuMqotH8BcCI0Lybhdli57/uBxfftq88X5IA6S68ijrkFBFh9dL5Gs/z5bIxJXZ3iNJz+bL3LPzRDi0ncfbr8YEV24QlyGUWyrt72JfH1ToPkrfjzwae+YyKN9k9gJ6KLARqF1YvVE0fo2uEMD1HRK+xeWo4q2+E8ubTIH1sxt7neL1Ozy7I7XpF+mK9lXsDrgVcUMKS1E5mImZvFX276sprEu66JNQoOw1GrV30udkpsLctRfzfSKmUJEeH15J9736LNuRxPc0viMk//Bl56+NYW8aI/Zu/cyfSdczNMz0Fub4b+2JLpMuBfjMqD97IxX8NtchMzzkS8Hf/MjWGYJXfw7r5/Gn13Cufm5ZS46nPVdbld/h3fm7fkTcnM2RnciPuhXX8D3vPmvM2nkNASImY3srYR1jBAiUQJnbbVDNCCFMBKtQmA77gU4qXdqMRNVJHu/txrP1PZcGNcaC93Nc5GlBEqx2qXP5nhF3kFdQFmfrAsAi+mZRYVQfOZUbWa1szWVRK0zf+tss5QYFISM0Ekhh7robyKGCXRCSWQyUTO4hKNoYdIOKQODTBx/2Btw5Y+/5Z1smmcUH/CC/86//423bdijyQ1daFVzQB2W1Xa6DJu13FvHl/X+8gMPgbfIyiZ6ySG1a6I8SUp/lsSpPr54pJfcqy5FFnP+nh9rfYMcPMfFZq97nyU2dVg+Z/BmEtp2DO8pH3T3NM1/6wMTce8V+QBNC0Sv3hy1F1WZs78clg/q/eWIoDLLIvPo0cHgshFXOtwyA21hXkAhKI/+Vua5b/jsTMa79OsM2a2fwty1Sm30ZULwFcNCXZXNPFpWt5zjoHMqs3Z29RPb7IAx02qLfYT5NxKX4vjWj5Sf4Nf2P8ybbu5tO6mvPnsPVAqHDOUSLB9CuJoAVu+QG53oeHKf33MZUJ578/Ixi99T2OdTNvHkKR7Z/RWP8Ah1CLYGzuuUfKibm4dsy9YLB6+vYfZl0Ybwl0xVLTm6n+ZF/DIv4S15s6d2YHcpfuAP/JotjCYRsvLItGFUk2Mk7RmlY9dF9hLYi5CoxR3Uc7z12lhmfBxKoIjOU6pSweDiV3Nmw57XubP7CLKdVSoUDaTcUyiEZ2nhnlfnETQYwzxr3uaZJQVJ2ton5IM8s0Bodp2zB/W+Gf/Zwm8IBI3EUkxuUwJdCSQiQSPB/7MrY6YLmU1MiAjn3/UK0m88QfeCB+5U0zyj+N6XvRPVY65NVCvU2cIFhp3P++WTXMytdSp/zSYv9rNIGwKr9a1rYuni42drnPM4h0zzZSTcOlsf0hH23Ew0Le8v6dX1XtdXAW3PzbSVf4bAD+q/5RP5DK7Kc57Rcd5UVnr0ZZd0g8uY3aVXy2XPL500SmnVAEOxKalWDTAVJJtTRpfVNMtlfmy6aKUrhT4XhlzociHmwsMvvj9K3T6TGPe/5ZrvwpAyXbbCJjFnQjGf1aDqemZjKjpV1zJaW/WpsMlKlzLR9xGKu5EsC5iw+K0uPSWeJER40fhtt74BbnGc8vCF557syA4Bsy7+Ht7Xg20u2/eTJtjGVNunPaK/8STf7P6Oa1xbgNOlbf6yuMlTYXBq8rzsdjhx/UxC+AF++Bm+987F/rGZHY8UoqoXA6BViTtsgjr4tcVNPhgPZisHkGMGMmbvWeb04E0rVfOhYlrlJg4NVjlC/bEGtBh/mkvHw+XVd6ZR7kJcSz5wqHrmynyqEJIQa4VbdR2zssi5cz+136aQg2KUfjFS33+pvJBnrFcAWMzPuIeGKLHqmTFy5Px7f/12NsUtiaxnlyfXS+SKl8VlObrqk5fPX7q9zJUAL7wui4GQN+ouvea1f6H7NJSx9anDvHxxXco6DoG2NueL2pvX/15492XJ63DvrV8L/52fewpHdHncFGh+1z8hrkc7+Lpq3c4W2lR7MwOwXS50KdOlQpcMrPVZ7ZYKQ1ZbCFgwQFy0LRqMqraAwRcxWMW7WhbagJ042I6qvsjQQOGP/rN0M4d6T4dM12ygUNbtOai145CVIVm7R29/G5AUtzBasPP15sC6w9p/U5QhFzY+GBlSZpsSm8k/L0GXbHX3fH7owQ3e9/jz715DPcV46/jBF6AVB/eXo991zbg5mbJ437KVm/2QJ/W1fnSx3TLVHGxTP/vHd99waw/+HorSdOWXJ9w1B7++Nd9ZLibxw+fWStuld+3y8Y1At8VH88dv0VHfvnj999m2+zvp2ceO3AkqhRAnNvGco3DGFb3OVb3OVs+JMqKSZ2cjsWp/5ppTCMW00aKRmDvDgsUWpFkT1RqMsrCdm2/aALUtFS85kHXge/XeX4D2TGO3P4LUt1m5ZbcWFUIWulqqXEGaDbE2KV0AopqNXF9q8arorHOVyglFIkUgB0Xinq4/p9ue0W/PkM0OjRMqSgKSRkbtKQ0FFo7/97e5Y+3yTON5m4v+6C1nq5i1noQGgnO9ySJvL/JrYV7IrTVNLx63v4F1/paqI19KFZmt5gReevofblMr3EtxeY5cD9suG4pcYi+qF/P26nXfSOqgU93ekuVV0j9rMUPzzrzwGR/dTYHmP/23Oo6lMEyZ7ZjZTpnNlNmksvJRjn4L6gb6uP+krP0mVw1xwEJXxjk4kI6p2FRjBYtFjTEtBqxjUWNK/bXf+MF84fs/W8JArDmOdKV6V9sApbLMooWIt43SmOUhFTaTsfHRt7cylOsyMcuo+cLum9tn1ExHptfMJmeOcuYopcUt8/vkvTmJz79TzfKM48OPvxro2mKaepudMaQZ1y/Bb70tlCztycvGwJeNmS9NJ7Jkitb66Bfx3bfkmO+10JZE10OJQ0B8SC9dTiytwfSN4iJDMv8SqwHlQWGI9+PducK9L5H5w//qTYgkywVa6HLyPAE6daRpy5iO2eUTdvkKe90yMVDBmIjpbEOhyTBWIXXqetGD68LsgjPNB/WGnWWWMmuac4l8m37/nWyaOxaTZvLuZLaZW/o04/ZyYyBmadVdEcwnWITsrH/GZDMwD9Z903ZuGLAuqApRBdLANB0x7k/Y7U6Y9sekfETWDZnBerO6f7PClU96S+JwUwrOOxJ/5I3/jefohTnL4tYcSjxfN3cvBILYYtWVifu8b+HG5MmNhtCVfa6uGize96Invuz2NsZdiuv5NTckKg5z7hpGXwTA86sHYHf1rsP7lYfOIGX12cviPWjhj/Hxvv7rmcVNgeav/6SJMi0KN9RDuJwYWkdlH33aX4pCccmFM9BDvTkYHtyarsoLojogrIDawbLditmq+f30+OXe0fd7PHz9R+kzDKkQUpklK8UKwGyTMkyFTVK6aQ2MlwChU9qgpq82gC7b6JK/x38rbVKNRcg6cc/3ZvOYX52+l6L3/uDln599OCqZqmurx3Ojbn1xvHwxwR6+dnH8vUgvi6cOk+4hRDzl0Wd0jPd6/Ff+ywH7u2R9a8zAeW69i8V6WL2nPn6yS+EyLoPhc7IX4Pu4P1jRH3y3Fxsbg3Kse47y5DNyxfNklcRxoRmsHxaKKCEkOp0whscQnGRPABlC8uoQKkiJdv6rMdS2s3oTyBHNndmhlVpyKfJr5Yk72DJ3Lr7t/EWwO4ESbAq6BKuq6JUYUbNLDWVurzZQwV5bkJzYOpZADoEUlBKziaAlLRw01kBkmXG8mLYRHowcxzO6YAugr/3TX7nDrfPM4nt/893mBrl81PykWOSyXN0ee7du6KHm5AOL0SWZcrivNksDPDb996d1bPdLfJ9+K+DNr8yFP/XiT3KRcV7ma7kkf6+d+XX13vkXa9fOC7B63qMA/4Z/9swO0uOmhpHbS4qRHRZ1qAcWBLPLKXbo1YuymVOji8VmurA4U/ft9MZdMNARTxx6cFH0Ah4BEJdsCJDGTDc8uxYD/txv/0X6pOQAvS9NXa7sL1EaUxHEqkrVUIrpsXSxnS/ma53f9xNqu+e509b1yEXqAnlt7OuNcteNX7l3YiNWpOLw1DtMqCy2WvpptG3l4rHWBQtPNoTTC5+3Pqd0kRgUSDnRxXufEXo68Y/5R1Swe9HE6LUvDoTDxHvxN5wf18Umc8svB0rzZ9z7fffJIly5OHQAKCGQgnnSiiS2ktlQ6L2y37W4sRxBAApZO1JR+tF8rlMpaDY+J6i4wtmZH3cwkmxuHNKVmXF2BKIlUHJEUkdOPaVsOC8nzMt7nj3xNx//Udi/JeRo5kaxQHCQnKTJM2IxOWLtjzXHxmAAWsF1z+pgWm1goh2UTNZCFJdOipCi0nUjUfe2XiUpmrW5bFxq93efeLXGsIUDLmbZaxRLxaWiqma3sN6mXfeW72PBNsuFt60erwiPxc6W2xfJvuD+2dWv/73+kxVBYW032wbPsJfWLsv8e7BFO/PtlTnHs7pPe187U3Tex2yPcngFuLm2vymm+WO/YsMDrwdogZQRr3Pf5UyfM0NxCUCGblIbMauaPGPJ4i0dM6ocozLIRX0xXzbmU9ULeLiW2fXNlWXuSnE2WglaF8DZgrdv/5PPPvbi2rWfMmmKF32JWQl5Lmwy5JltHsZifp+1falyGVyXvJB1ZBtsmExDV719Zils+q/XwrYUtlnZulRnM2X6VAhThpwhF95x8+nNneNejo85+haOeG5jGC4yvDBP/Pjzi2m/dv/gfRf3sQipjIS0fS/Z5zWIW5/037r7S8/0UO/Z+G1+qw0V5la4ERtcGeaL8gs52ObwZvue+YwldFj+EpVvukzf/Al89C066tsb7/FDb8HwoPXpM3o0FCITQSeiZvqpMIwC+w378Zh9OiLnDX0y8y6bzav6ZNvnYuhsO85Wbc4q0M0VK0UXrjyrk0JA12xzzh37dMxXpptjhO7F+M3HjiENq9VjkoQwBUISpPh4YpF8BFsciM7rTWojWgGNMleh831W4jWqD3VKR5mOSOMxUzpCy0A1rVOghEwOcK4DU44Uhed96TO35bqT8YEv+CmCl3CuEvHC2nu8BHzNqc5Wcgt2uqoyDnP05QsCnWCCtcZZWGWGtp+G2ezOzz/2j299I9zl2HPKchbwkMZYXbkWTx8OUpbPrzK5VvB9SIasP2P5WlUfhOXKZJQ/zxc8nUO7EDeFYESE8mhmm5UBm9I3hrcm2eURCKsp/QVArtrjLs+uF72aXrlWqovqF872nlmK0ZXZGSKoEhp4typ50W+/+X3jzRzuPRePXvtJ8+8cMe24u4gMZa6aGJLrwNUdM7LJNrpsco0GjpnzSCgm1+i9KqNVYrRtWUozVv3V9yFWDtddXhmAbYFtKWzuD+KCGCPnnDZItQSwy8mjy7jHZbI9TMBak+0ClS2T7Y1CYJ7ik4vCgp/T73ymh3pPxk/xk6yHB6vL1QJEl0t/g+Uvxuo+bR9z1GR6iSbh4D3LJL38HluGp35wdzFiH8nXMoMWHtA9x2myqqpF6JOy8XUisWgDZ3M9FHvQ68hQRiQLcRS6UdicR7r9QJiEmDoEW5BjHVtNZpBNhkAKkGutUf8likDq0DSgeUDLQMoDX1/+891qqtsS33H+C+Tzq9YW2UvLCV7cBFsAmMQXtxvbjKq5lVQpOAtAgC0GLL5aTYOQg5CjImGCMLVh3gwm6kL64tIMu/VF6TWxJREkoNrD8b1dPrtGF7dkzrDpbGsH615L6ajHAfu7hFNlcV9xTbLvkzATIksLuQu35QLvxXdc+vP/xOOfc1va4W7Ff5q+4QDMXrKgDxtgvzaS1/r3fH1d70P9/+XV70ZX4EVINaOwbnHCJRKJpxE3TfuN5+17AVQb4HU40rcFY4XOWeghFzat9LP38wWwrsmhumI0kLwEyI2VLkjObWFgp0pXMrFkKx9d7HMf/oXdzR7yPRM/9+KPahpmc8iAfsIWXXpb9QWGBMNoDLRJZEpb1GTaZWOYYy4uZymrDjtva5+zadZ2hZBpFoEXrOhW/Vf4xdOvvRPNckuisB5gXQanLoLi5d9LlkR4syxZ4/WIeg0RD28VKi4/3xK18mj+zad8bPd6fAlftEqU62R8GZuxtqCbX5v3wSWvL2/r/V+meb5RCN/Cdzy9A7xLoUXRPF+QtjpZGROd+2FxEDew54TrHOkZXUmEJHRToOSBVAb6JHQ5IAVirq770vKApECYgjHPqUNKtP5eV0c1StBBtEbTNJdISpGcNzyaT3ikvOYutdatj7/w6H+GcQv7HkkRUUGmQByjWc2VYLpmpFXGjd4FK3FUFwVXOzlYsMpeLTCUiGYre16rjsa4o+9Pif05GspCHia+j0KkENxKUAQe/5KfvUMtc3ORyhlNHPckoOwQIGcWzhkLcIyX1V5Kgw6NKRuDvLrJalugSTqW2Spzzi4/dhNHfG/Ft/N3Fvl3SREtiY+ZZTZcxwXGud5mc7m1ME98MHIZQD+8pl7sBnPe+za+8pkfLLcANPc+GF3DpUIk0efEMCUGd9TosjYWY952cXiVRdZCKOY1HFTpMPG1saBlBaS7YoA4OlAOasCvcwlH9FunhU4L3/E+zw7/T1Ulnb7EGOXJ7N7iwmpvSNCPpiM3KYbJZEyuAd1k7aQOkGtSNhBtr4dUbIFmXQHP4tdSmoH+UGYGu3enFNOYLc8M5a2O/tSdbaSbCLlhVbK4tpir7MOlMMxi3QocXLCq8ksubNfeK5fvsy1AAf6v3Qc9/YO8ByOReJzXUJPuehgxx2VM8vz4cha6MsOHQxFW2y2T/vyei99l3u7D+KM3ccR3LiQIEuZz+Vx6JhFCN7Htdwyyp0uJmJSSNkzTCSUdQ4l0GWKy3hpaBzbnHAPJ0J0Hun1HmALdvkcwVwy8qImkYAC6+jSvdM0RSofmHujJpWc/nfDx+a/fnca6xTHlxMNPPAjTBnKHpA5SIEwdcTIAnb1h+0ncCtQWA9ay2FWyWMmOVr5BQSV7xUYLgUYodVog9UzjMdN4bG2NEMNEN5wS+x0JIWlHqTIahat/6e3ufEM9g4hytLouwczfeA9dAGRjovUCQF6c0XU8B01LbjIYGoO0ZP4vzSiXI7cW3/3b738Ljvzuxy6fk5xgerJDXubny2IJkC8nPi7ucZ2zn2R2UedfRoEP45OedM+vLW4aNH/RS444eSDTp8ym3Yrpawvzgj+P9cIOB3S50OdMXwqDg+QVsG62cwaiq6a59ykqY6ELfTEGuy/F9cyFXk2qEd1tozyWuPYb93+hkx//qT/YAHP0to7ZwXOuyVVnUD2ZVKO2fiywSbCdDCBTC5gws8uzRMOZ6OQOGqshog992ijQZRlazLVjKvRT5vcPf473fN4/vIMtdHPx+VdeRs/VBZtb9XF5Jo4XzPHhCX4xiV6gJVbbrWKhjV4uJmxs8wIs1/c+was4z4/f5FHf/fgkPpYlmzwfNSyB6zqxrhmNOWb2Y81OHILkw19hNTxcPb8G3oX/nY/mk/n4p3GEdzc+5Pzt6Y4zBejVbCHjHtK4oZSBToUhm3NOc2pwhjOQOMo7c+BJgAbC2NGlji4FYjKnDKloIkPYd0hyxtnBmpXW9uImFTzngOaApo6SerT05DLw3/Kesdz/+frtXv1/U/bHMPXIbkDGjjj1hBSQHIj7SD/aVa9pmqsEowDYIutqrYbSPPajgmpACW5Lp0g3IWFCa91RrWyy+jqUDCVQxg1MHR2KSLaFgSo898vegYf+/NvflbZ6uiEifNSbX0N1YzkaWv2cZjuykGkcntkXpBmyAMj+WMI6U6xydnPPuGTnLMD14rVH8ovabML9HJ+Z372Rcm0tGq/tCrfI1zpvuyxfcgiyKw6sDLWuZrbnONzXbDVnt0/lC3mPcHMkx02D5l/8ronx0ZVC7QZIwBOwFGLKDCmbv3DJ9FwyElHclzk3NrlzxwygSTJCTr6PBYB2YN1VvbS6j7Czzf/6He/vqez97hWkR3+KfnSgXGhMUHDHoWWxESnmkd0V6Bcyjfp7BWemNwn6CqAXjiSWcH3BYKEtGAxJDzTOl7OBAfil06+6E01zy+JHx69hlGuvlTGYu7qskm9N1Es2GFj9XSdeKun2JGnmBky07+BLdvd2efLXFi/nZbycl15gdy9f3DdfvpaPD/XMc1zOLl9M8IfbXx71Pf8P3/i0jvFuxy//jZeRzwIR5UT3bPPIRjNdSk3DjFg1uT7suMJ1jtOeYa/EfUcZt/RTJKpYHtHacjbLR4H+rCNMkW7fE1zjXBlnCoTUWXEPlRV41txRSqSkgZw2pLxln6/yEeXT7m6j3WS8aP9yfvXaAPsT5OyYsO8JU0fYReKuM8lKUEIR4gSUei2TVhktuL55yHaNa/rlA3a5K2pFT9IApQeJIIWuP6fvzlDyqmeb3VyhZ8827InucfvoZ/7MnW+om4gffdWnomFvD+Qia1xTeDv2ha9zA7SLHMxiezhY8XBgM3dh/colDPRl8e2/9a7P+Hjvhfgf03/lnMes2XRBSrT1amtyQi/k14t34UZ0xZpFbqTqCjyvc/v8jK9EEuWf8nlP9fBuGDcNmq+/+kB30u5Zd+kkm0wjJTbZVmj3rEG2NboBsFCUmM2Bw1wvfAaluWqYNrmrWmUf3eBlo7uSbdTsgDui9Fqcabb3pMczv/pNr7nZQ79r8Ys/8PvoJmMgugxxMqDcLcCy5Opn7XKLPAOMziUY/aQL+cbMKm0SJrWYdCXPWP5exkQrm2zbDlOhz2HWN3vcr2Pp6/oIN+YuAZ/2qwm31KxxALKXSfOwLeSS1290szfIha9UFyYqcE1ezc+P3/v0DvQeik/l41jz5zCnvXXSvOy5y9npy9joyy9nF0H0orz0awHR90vsH15XRlVMyJKDMMiOK/E6nY6Eokx5w/l0gqYNQ/JF3j57aIPqTNBsQHkfkGRsaSzRLqIuLTB3iM79iGvFCWCKsN9A6eYTaeop45Y8bcnTEeN0hZ+fCj+VX3QXWuvWxP/66DeTzh6Aa1fgfENIPTJFJEXi1NHtI91k3tbBHUeKCF1SJ0q1tbsyl9WOPkpX98SOOmKeoAZPAtDljBShTFvKtEWIiGT6fscwGIg2y7lKb3vcZ119nx+54Wt25obGIvuIZFXpb72tnxeVxDj0YvZtlwTJvFD7EnC9HPYfsM0Pn//sTR333Ywv049nTdscYLoFw2vPLXUGsvi37eJJseRl+Rpv4pqnLxavWv+4egs69k2D5j/8Z484fj5u1F6QYnZzGy+53KXqfHEQCxBcwe7gLHGrFuhaFHHN8pATfbEppplVNhZ5cBY5+PfoNRtYdqa5U5NoCAagf/Tjfos03vuFNg7jkV//Jjh/xNjlBTjuJ3PRWILnOIJ4so0FNi7RCHnu5H2mWQKuALJaRxyyg+hJkazV7NLfP3d8AaImtqmwnQqbsSCVtQbe9spfuoOtdPPxAUefw5YHLgLYyi54hanDjv1UGIbD15dp5zJfWl0k6+W2SzhXk/XXpU8g5fuvZPy/5JvYswMugtSl4nsGyZeB68vcZpfvY7VN3fe8n3XbL7eZ3anWv8L9JM0AeLuvfRP6K1ZLbk9ApSCa2OZEHAPTfovkzius2iJj8YtNoHCcz20R8CRs9r3pnScvXwveNIUwBeK5STOC65tR3EUjILmD1OG0Nky9g2dfxDZuSdOWKW05nx7gY/PfuyUXvDsdn3/9P/DEtefB9Qfh/Ii42xD2lYnvCJP5ModkZbMVmz0U1SbTEHUCxNeJ2EBHVwC6V0VKZ37PqvSyI4S9y2q8D6vSaaZXJU8Dedyay5UXrdlrZ+ldlOd/2TvdtTZ7JvFeb/CdBLbeNrS/VWahoSC15g4Hudefy/X+UussF4fZF8Dy4nssr0yIOnwAAHcASURBVBGrTHEAzmv8q1f9oftSpvG1419GyYt8uwbPy3hy4sJfl4s5Wxf7WgPV+fVl469z+sXvBcKf54uf1nFeFrfENPdPfvWWjeuRqwvGYbSEihLUXC36kq0S1eKi5MMBH0kXhpwZsssvRLwCYCFke38tC21JwXXNmg08qxIxdtl0XIlBM50mOgrf/fr/41Yc/h2LnM75rR/7ODq3e4pZGjgOLtMYqn5ZF2A6V3ZoBtT95ADYZRpBnX1OEKc6QvQP9t44LxJUwqRraQasRosB2ADbbGD9D73O371TzXRLQkT40M3fv8Ay3Cgupgu58PqlMK/JNw5gYLM3ujTFzEl/xW7Y85+3f+enebR3N065ztfyVZcm1+Wl55BJWDPPh0OQcvD64TZrVuTicOfihax+v+YmQ+Dj+Zinf8B3MWIXedu//Yb0ZE6YeKjsOMqZbZoYXAYXKlAW2HDO1XydzZjZ7gKyP0JSxzB6IQ5fFBg0IUnoxohMgeG8J2B6XcnB9M3jYOAZbFFgCZCiAWaNvmggQupMojEeMe1PGMcrvGZ8PT50/D/uYss9/Xg0XefvPPpi0vUH4foVwm5rlnspEKZIGCNxisTJ7PhiqshB6CdbBBip1q3aipmYVE5ct6sUUQpOeuASxjyQ8wYQCBNdfwaSGhAxBXSmIzMwsWXPcdgTgxKO4KG/cH8sAqzRxZ7f99y/6kxyXfdxKU4F5gzRPJi9nPZyUeASIM95mVrscp0hDtagHILlG0FKBb7tt9/tmR/4XYhXjL/Bj+l3Ni3zxaoCl7sYXQTO9bGuCtStrwPa7l2sFqiLgfryGx6SH7bU/phj3iN88DM86jluCWj+3s8+u/GLzu4G5oInXZmr+dVtlkC5L9lYZTdml7of91/utTQNM1roSnI5h3lPirPPvaZW5MQWAzp4dus7fWzkxz/iV29FE9yR+JVveciY+8krRiXz9ozqCwDTzCoPrncW3Hd5guCv1+eGZCA6pLnXVe3yxoF1XGicYQYNHcZQD5PSjxgLfUMmqJDKk/SRezT+4/SFF076+vgivFqPbw+3WcUCiHPh9fUU4Pr9C2DtH2NJfZ1KrvEqvun8M5/u4d61+OO876XsMhdalAuv4e+7yCrMzy/3sRqcHwDwwwWD4ZLtlpHJLM277pf4lS/8rXacPZmoxhjZAqrCNpxxxCl9Uhg3TOmILgW67MAtG8szlD1xEvqdIFPHsLeFgDEHA3oZhmuDgel9b9rdAuKWa2QDyLiPs92Ptqgtd2geKNMROR8zTSf89NjzFenr72bTPeVQVd7k1f+I6drz4NqDsDtCpkjY9XT7jrg3sBxSoBuDs8uw2QlSzJfZiimalWjIS+KpkkSACr0CIoSYVqAlqlfDzZE8HlHoEUn02zNC3LezQyj0YWprju/DVA3ALz72f7WcellY9UN3L6qgWi4C5Qu5/QAoX0puLD7nECxTH9fMcvAVX51fxE8/9g+fwRHf+VBVPk9fOM+8tQZR1jLOg9yq6xY6dMu4HPweAuXDfG3PNcCuAZMmXZavhXNOn+7hXhq3BDS/86ccmqD7KLaYI0Zf1NjO+WX/q+ASiq4WJFFtpUEB8Nf6klZuGeK2dL0W92wuboGWGBwUi09HDZp8wUMmkk0X7frmV37nI7z4b7/8VjTDbY1f+4Y3IIzFVlo7KxGK+ALAmfXpXN8MBoirhEOKgenewTUA6ox0NoY6OPtcO3h10NhO7vOcDphlj0Ax/+bJGeykF7aLcnQbW+f2xB/sPq7dX/KdF0/dy1nlVRxo4i5ynnKw7xvEAXOxNt6Z7/8Y38oPj//ite3trseH63txsWVrq6zFKjeSZNwI/B5e/g6T9EWgLav9rBP75UOgcGtS6B2NN/ro57ajyAQSQh8mhrKnn2zqPqUtvS8gbgYEKBvdWT5Oio4D250xoTE5ACuF4G4Zw1lHLMFAdLJKgfF8IBRjlWXsDDxPPUyDLwaMtkgwG9tc0oZpf8Q4nXA+PcA/GH+M/5R/+K613VONN3rkizm/9jqUJx6Cs2PCbiCcb2xhZA6EZCxzl4xR7vcGnGHO4cFzaBa84InSqTRG2V62mdauFDRHL4gCfTxDyASfcTFHo0RUYdodkbMV5IlxQkNhKn1L2dK91ix0T8YLTj50cXranSVQrsWhDp2HDkFyWSeIS4jMRaGT1fO0mT+4Qaa65DWA/3rts/n1s+9/Bkd9Z+PP738PMF+tLmeaadusjvRSZ426bR3A2dOqB88t9rksbrK6/klu3+HitQLCDW1kn17cGtD8Z475k99ybFKIbK4YXW5FeSwqsebMc5eTSS9KoWOpGfQvVgp9MTmF6/atJUtpCwC7+nwp9GS6YsyyOLs8YOyyYNKMbslAu4NjR+FX/vqv82tf/rJb0RS3JV7+9b+HcO1RqxiVhZBw4IwxNzqzzqIzWAba48pkNJbZZRxt1asaQB58ISGuX16ybo1ZrtKOSwE0DLhP9KQc84b8yTd79boq030S77X9P/nI7p8s4NzFCaQalzEQh+4ZF9iIS9PHen/zfVmt6q7vLYvX69N1u2/Pf50fHb/t6RzyHY2P0vdjx1lLprR/ZdUqF1voMgB8MUk+2a8kB9v55ZLLKgNe/NWVN+D1+Q9811M70Hss3vrL3pTf//VviPoE9dWyJ0xWtOg4J7a5NC2zqHLMGcflHMlQ0oZYOqIP2MHAXZ8L3VSBsknHRAWK0p8asxz3vVvMQdwPJt1IEZk6k2nst5B6NEc09ZB68rgh70+Y9sdM+6ucjc/nk/f/nB/MP3p3G/FJ4s0e+yIeufZc0rWH4OwqcnaMnA8wuiRj7L2gSaDbRTqXumx2wcGyGPGhRnKIquUQtZ5pLiczpCgxOQFSPZwzKW1tP1rYdNeBKs0wQqsnsWEk5EJfJvowUhD633vEm77m4254bPdyvMfrfx3v9NCXu2+1UIJJWGQxq7eMesZXMFsXBS5Z5+W2h6THnOu5VNu8vL/MaHrJNgDf9egH87Lze3dA+Om7t0JJK+MAuCz/LgmQRbtfMrMq7R0XyY/qr3yhyMni/up9ymHCp3r2v4C35Bv4qad4pE8et4wm+W/fvCeWG+zQDz6SXXpR2uLA2kHB2OJYEkNJ9FRphnW3upivPV/ZZs0M5Pac2csZQK7elL2XDA2UJuGIZDqKfScKv/oZv8Kv/JV7T6rxiq/83fDYywklGLucIZaA1AtWsYUkVrrWgDNFkILLJjCbJwfPdZpPMM3zEjzXCGoAuU82FbsubmK6clscCF11zKhxMEhK08sZ4s2Vrbyb8ROlsrWXJ137WwHrAihfst0yDpNoJUEuaOUOgPUh5JMFxETWaUeBb8qfyX8cv+K1HOWdjz+hL+Qaj3EZ535xSLFmkJetcZhM5+lpPXh+fg8X7q/ZZ3ssXP7L2Tav4Lc54eSpHew9GC/9v15FQIgox+zYlGRrS9ScfYew5yrX6LOSpy0pbdhMVjip+qVudU/IsD03jW4/GVhGIUxYme19R8wd0SsEBmebRa2UdAXMsh9MnjF1MG7Mfq6W1p42pLOrTPur7HcPcW18PT52/3V8W/6eu92Mq1BVfvdrPo/fevw5Jst44iHk2hXC6RFhN9Dte+LYWXXFMdI7SO7HQL+3nmcFqSw3mz+2z9K6k5T17eIkkpU919wZ+xkyQkLAr39Kp0oZt4hGokxsNqdUqFGvg0fxnC5kAsr4P86J2+6uteHNxv84/coD/9uLILUWLTk86WseXm1f5RuHrDI3ytcHGebAcrS91/89BJD/6tH353+cfutTOdQ7Fikn/sLuTUmcU3NuM2m4hKzwhlvlbPw9h3m2hqzffOG1G3k4z2Tr8pdbXzUE4Tf5JbrYP91DvzRuGWjO+8suMA5OK1BOrsNabVIX8KUmtWijDMWkFGWia2AZZ5snOjVwLdDY5uj2cgaQE51m0EIguXbPvpOBaGOcxYHzy//BS/i5P/Rjt6pJbirStOfVX/xcwrXXEDS4djkQkkAGKbbiOhQHy5OxD1VuIWrshZW7pbloVAmHTHPXiosKgnU7G6i4u8ZkiwNnXdLMC0bNXvxEkSyXss/346r3GnlR7QiWp7QrXuuy30uA8iXpZPV8qTv25LtWx67H73rD51qOugCY7fvBvy3/gK/c3RsL1k71Gh+s78w5Z7QEDKC2WGOewruMtViC4jlxrlt+KepYA+Q5hV5cuLLew8xBHXiUPGtC0/p4rC8W+rhnyIm4i0z7I2LWtqgYIDJxlM+JSUl5Q5+E6DkINXJj2AnD1BNzMBCNmh/xFOjO3Z/5/9fem8fbtl11nd8x51xr733Ova9J89IiISEh9BZY9G0FkF6kM6WUHaJ8RJGis0FUqlAUxQZBKRVNSSk2KJaJVpEqoTRKIz1CaAIhCQmkf+/de8/Ze6815xz1x5hrrbnW3ufdR/L6t8fnc+9Z7VzNXmusMX/zN34jCq4z5NnFYFrNXQPbtXGd9yvoV2hsyP0KjWvi7hr7yzvZ7+7i1u5ZfPXu3/M18Zsf4Tt33N4eb/C0d/553nrjHvqbT0Xvvxu5cR25WON2Ra86OqQvHYne/He78wZwRKHdg1cxmkZWmlQCZ2d+GVWTDlUpAJHd9CZnG5mNDp8dQTtadzHSHJ0qjUZcdsTdxvy675DQowchwOP7Oc+6UA4aQUhneaZOJp/L0kPUfOcpUJ7528pfL5cfbmueo0azx/VDIF0F7MPs/33/F/PKe7/sIbkf7669I76RP9G9F6rx0DeXi5n54YVm8tJHLxP+jn0lj1HhhohjDpLUc6UCrFrsc/zr+9DYQxY0f+4/uU57DUAhJ0OMY8KnSRZnNAERS+Brhgp+VL2NgiI3GmkqeoY5ili4WToqZLgcWZHK8FQuWcGGKIMWLjNAJhCLpl8qqh1pLIzsUS5/6F5+dPUK4v2PXhWqyx96Gbf+wrNNsg0xndMsSBnG86kEyxjyLIUK46MF0wJjoGwfsqKyUaloeC3B86C6V5CNduA826HHdQELnptuytIeH8riHIJmSx7sMpIyKDzn+hfg5KHhEj0a9sXr76FhU4VRxflJvhJRvupVnS0vgPThPoeMrKuGF4d2phdnGW4yzv88/4kv372Ibbp55bU+3PY9+jJeyidQXVm1tpzt7DKPfdYmW6LMB22Ny5cKGoddoOPB8/HgG+DT+VQez/YRP/gBuFbJCr06ywlJguy9qWmUCq0D3e2a3GKlnSXoxbXp6Q8dcRI+KiEKvvc0vTdqV+nch50nRE/ojZLgOk+4XFknvw+FouGRzigbXG6M49wH2FvgrH2DdivSfkN/eRf73Z3c3D6T77p8Mx/W/UG2efuo3ctv3n0vz3/n3+Tm/c+mu/FU8n13w807kMs1/rLFpUElIxB6k5kLpQKgS8Jm4IWXkUCfC6JPyUnJxlsewAevdt+b0lkJ0pVlSsgJlz3ar/GaWIUbiNi3bMj5aeitMxQNOIrqSGrB5F1f8T6P1m18SOxz3uOHEZopCC6BsjqdKIKzKqsVxW3BU77KX9eSdrMAfGx+QpfrbRinZXYaQ4Bde8Wf3b6Mb/uN59Kn/bt7S95l+xfbP8Nf6D6ixEuHQfEcrJ/C2iF4nQNo0/bHqvlNFfzMxsC0AuoOEepjSX8KkkfFmeFX/Dweuk6I6EMoEri7L/Htz30r9aXNv4GKc6m8rIstBNDBSec5B3ZQwFjcIJ9jCZLLD6YWCA8/ri/0C+ttx7JuCJTtkQ4kpPCbXdneSaKh587feQ/P+56PecT4uOntb2D7V1+CphukJqKtEn1Cg5J9JjdK9koKGQ1KHzK5JG2kgG2HyRBpYCr97EC9PaxaVJ5GLXuxxPXsTO1psMEJRG9Ih93ggiSXFzx6R/J5kmJTSkfFzMs1PvuDbzzs9+3htnvTr/NN2/+Oof862dRXNvzy+KtUO2GZOezDvnS9/TEO2NyRz/HYg3aPrFfgw+Tz+YOrbzl6rg+HvUlfz1fwUvbsYezKTjzxg7/DjZbDdczmtbSni3Vafg/GZYMd3stj7/ayzbld5zovf5zymWu7+epbvOr9fw7BcJp75Ro323MuXcOt1ZrL1uNXO+7jOtk5uuCI3nG5EvatgI8kJ+xDQw6wXSuxUbp1pi/gcWwzqVX25z3ZZfpVD16I5z0p9ORVIreR3ER0ZUlpbPao762XvtqXKk4dEiLiI4Q9YXNJaC/xzSVNe8FZey9/tPmt/Onmjzxi9+/V8Q18xvZbefvF09hfPI1460701h1w6zruxjlya4MfKBldoL21wu8dq8uW9pZntQu0eysMc3ZpCFnTQYiGMvtkyHLTKz4pq2gdmCZHJHuarKx6A5DaGFnrltD7IsWa8UV+1WvizN9iTQd7z4Y9a3asueTc36CRiAj457S816/+7kfs/j1c9pbL/8LL3/w/HHTJza0M3lrIizij7iKPb7/U+9a+ed72sLDeTpfuY0SaZT4v07JcDjoUS8ki/LbNV/EJd37Du3An3jV7Xf+T/K3+c0gYal9/S0a/LXOfvFw2v/65FtL4TVrc+6v89XjP5DgJI4+/rFB/84ZWn8Hz+Ov+/3oX7sRxe0hTv3/5FTsOPjRqwanXSJPjmCC42Ag/0jNMj3mQMHFFUq5Bx2WDzJxx8CjbWSVAV4LuUBBkQfAaSxZxxjNNDwGzr1BnJzYPcOt738TPN9/FO77xpx7K23R49ars//yn0H39RyHbi6pyluCzs/KqyagZw1/JQhN9Uc4oiES0u+8yYyLJSNeICo4RhXYVkO5KZcHQMXIErKMxJPRRw57j+iZlVnuMj5eV+rEHSPnWw3jXHjn7if6fz4ACOESIbxcwL4f7pnSzGg8dnA9HVTYeOGCewshh/dFzEeFH+Ff8kf3z+H/6f3DFFT80FjXypfrZfBm/k4499XDanCJRz+sRlOGqv3bd88TBJV1jWk51DKGWlFua/Tpu/KXmdpNHD61/KO3Xvv0tFbJjSkOKKSqs2BL6TNyf0SQ19LMURVrrnlWfcF2wQihRzddkrPDJ3rHqXEEzpSQDGsrcdI0p+ewsIc5Fh/TOqAu71mhl2xaJjalq7FdFy3ll/ObYot2atD+j786J3XX2uzu5cfkM/vrlr/Del1/Mv04Pb1XMPkU+/OLP8ZH3fidvvu85XN73LOL9T0Vv3gHbM2S7Rkqp7CHRMWxbUCHsGlwnhOgseTsaHSOJ0PTl+VegKE6NyiXlMQ0JNDt8yjjtS6J3st+n9zhV1uECoyHmQs1ISOfJXUuQSNPuSoihZZTVXrX4648eqvlQ2n+7/28d7e7WQV5GD0CJmV+WedA7pAhbMuDkUXJpcwgmR93ng4D59spIy256Yd/wo9tv4a++5To/f/k9t2nh3bN92vL1lx/M3+o+A6U/+OYNUzPQvPLjc3+t042c7T0h/rX/n5vtX3v5gW0wYLz1d3ioBugQ0FztZX/fyhse7C14UPaQIs39NvGtTy9IcwmWg2b8cAFa99kGB1Gq+JVexHjjNZeXnhHhlPIhc+XGiGpJZshFs3nQhDbEGiBgEd+Q9DAMNbgRXU4jr9mTcWKC75AIknD0eNcTJLL5tGdwz3d/Bv7soSGUp5/9YfK3fzX58s3QRHLIaJPsb5sMxW0yWQxZVq/EkA119kpaqSHFIZNKFmZySmpARVExeqAhxTYfy6kPL3UK5UUvkYpSkOdFLohlJNuIKf7IY672kPcBE4oHztoX8tvf/xcfknv1aNpFuo9v2L7PIdpwBRI5oJ326B6ixTZ/VVB7iIDO0FFZLj90/IcIdcUSm62zcr0fzKfwpf5baXx7xfX85uwn8qv4m3y9JfrN0IeakVzfg6Uqs11D1uE5rUO7yabOgiyW1VaPABx2feboxxW/yWj2kryAF/Cd/P2j1/54st2v7/n+5/wUAkSE+9yGS3/Ozrd0LrBrGrbBs2sC+8azCpfclA1719A3Qtc4+iD0rZJCpHcNfWs+Z3tuvqpbQQpKbDNxFcleySGTA3TXdqQmkzYd6pW0saQKXUVyMBF5Xe1LUkURlQ89+IQ0HW61wzU7XLvD+R2h2eH8niZcckd7P5/fvJhvdF9O4x4af/3K+ON8xfaf88bdGbE7J/fn9Jd3ottzdL+xAP/mNWS7wt/cWKdg3xC2VgFwfavFRcfZfQ3NTmhLAmDTiensJ9jsTF6uiUbTWPVapEILZTFOQXKbTK51o3tCL6xjoTOWugRnzS3yvqHVzDp3rLSjoaOlx9Oxkh1ncotVQVA2H/cUnvsfPvshuVePpt2//2X+5Zvef4ZKDmEEsGSKFr9UPMAS8xv+VoFerr3F4N90cYzFfsvRr5mvrwESsfmRAjIE6UM7Irx/+0V82vVvxfuHJmHzJ/b/mn8Zv5Y9F0xI8txPD9+O49+XaRuq7Qz5tcbmftSuT2RxP1gizhPMcXg8WI7aDn9rNBzgg/l4vtZ/x4O7GQ/CHtKgGSDFxD/72Lfx9p+OhTZRPWCD/q9TXMrTsiEoFusp+FLUZOqtUBDh6pOoEHTSoQQKoqxjpZqBvwwUhLmIvpcMYwr3WUplJJGCPkvRc5ZEIxEvFjh7OpzrCW2ifcmzuf6yLyRcX2pUP4DljP74D6J/76+ib38d+EQOVsc6+wRtJrmIrhLqMqmNqNeJnhEUdUpskk2Lklo1lYoSOKuDLEpqLXAG+4jlQhpXUateOwTJMtUWqGUMVQs1wzPGJcN9zkBXB88H/CT44Bd8D8992uc9+HvzGLeYer5l+wm8nV/mquBKcChzrvO8m3gY1I0hX1k84ZpyuO+VAbOO2x9DT+p1B8tFRrREJPD+fBx/VL6VVXjwutpZMz+qP8DL+Gbeym+Mxxtx3cpxLuX7lo559qBRVew6cJ7L+3gsWJ6mp+3m2xxcyxXLh32/mW/mw/iwo+sfjxZ3if/84p/g8vUZRbiQDfeFa1w0Ky59w0Xb0LY7bnBG7xuSE3bBsW+EfesIYcfNcEZ2UKpq062VfaPkIPQrtflVRLKQmoR62F+LRtc478hNJp11qFPyukddQkNGfURXFk3qel8Iv8mGvnyG1SWu6ZH2Et92uLAjNB3i9wZ0+B3r9gZ3+kt+u39//qL8Cdb+wfvrrJmXxx/hm/qX85qd0sdrxH5jBVe6FWl3Hd1uYFcC5u3GtJi3LX7XloC5wXWeZtfge8fmRoOPwtkNKz8eohA6aHqhiTpWaw1RaaPiVYuKUaYpKhqr3OOisErKKkarnKsdbUpWFTZPgXMgce7vx/WONifW7FmxZ80l1/19BGdSdM981adz7cOf9fA9aI+wxbTln77+RezlrQdvs47/mb8+xr485nNt+fQxXAblcLW/nrdZzS8C5tkyKdQDKcHzuE35NsiKF64+m88++zs04TfzXCf+6/67eWX8Zm7wFkZAo2q7Bm/q70oejz33lfW2k7+fAv36+mvfXHdGhvsgi+0O/L1UYeMV2w3tfyP/hueFFz/oe/Ng7CEPmgH+9tkbmQPoBRX2ViDDYchk3dMQEiEffg6lIM51sIzmMdFvIHwb1WJQeFCakaushdc8DEcNAtiHPGZPxEmuaBq9Ic/S411HcBEve7xPiNvjXCT4iDR7wh0Z98wz/N0t3OGQs4B765vh1tuQ3f3AFi2ab2qe0T4MIYHP5BANZW4S2kY0TEFz9jZGl5oKZW6M66yihgoLI8dZneGcsaU8/Ep2kAaUGTWuc1O9wGofvDzIl+h0u/uBAy3MpOky0DUCriYI2Hbnqxfz8R/8+CpTfjv7mlvPPFh2VbBcr5/sSPC2RCbKwtl+R4b2pmBTq+Me9txrx3XsGHNUoA5s7S0JsuZO7mEjd7DmOg0Nb+PN3OCd3OIWiTQLimtEuXa4y6LWV6HMVwfOwjwwPgyKl9zmq5ZN97Def+6urwqeX8z78nf5uwfLH8/27+VHxumI563N3dxoNsiq5349p/cNfeE098Gxaxyh2XLTndEHT/SOfQt9EFzYcxFWFhivMn0L2/MICLGxTn1cJ7JAt4nkNlngHJS06cklYMZl8ioCiq57NPTmN/0QOEdDndsOmg6/2iFNQZ59h/MJ53tEEiFc4n1HG7Z419O4xDWEZ8l1rnPOhoYVDW/Ue3lL3nNfTlykFV13RsxrctyQ+rZUKFyRuhW628DlmWlLb9dIbHCXayR5K+DSBZqLFtc5U8voPM3O0+wd124YRaXdmdZ+iPZ3s4eQLGAO0WQ9fcz4bJzmUNBlUaWNJt+6jkqT4lhJd+MukWiypE1Jml/lnkZ7NuECl5RWe65zH9eam6PrWP/2Z/Psf/tpj8rz93DZ3//V1dGAWQhk4sH3bPJDMI58FxvBDJlvv7QBAZ377wlXmtE2BsBCKn9d7Tvwm00er9528t0J0KFsOIKXc67xDFbuKTSscay4T97ETd7GjpvogJNXaPb4falGBetjDedl1zcFpZPcXgE0yvzS18/aKQsO7l0VWNtvdDWgodUuw7ZzuuNkH83v4EvDXzlo692xh0WQUQKMyi8KTqLpTlZqMCJi/BTBSlxPm4/m1ar3uWFbipbzrF+XZwGzlADa1uqIRAuMAfNQdd4+w0PfaWIlucJgcjLwnKuBZbH9nXPl5VBEBb2I8Lp3kN+0xwUbTsxNjws96jPSBCSVl0ZTiU5Npk3F4dSREzifydGRQzYJNwcuOXJj2e0qgojikyM5o2S4aIFziI5Ipsh2EjqIjd1jl0E7C5RFTGvZ9YVu4Wx7Xzh0sRrNFLWS2lmEGHT2TDpg1Rvto/dAFXDffe1j3uXn57FrjuHVrZ9TQ/TnAfHUibgCbaDuKdfrHggxPWyjDghnTv9guwcyOZgb6CUdW97Kr40FA5ZB7sAnnh97Gooc1hVMhzpNr6ZXDMccEyp1CpyndcM+MjvG1IbMzmFaNv9Fpuscrueq36/2M2Yfwofc9m4+3kwkM2T7JhziIiEnuq6ldQokcvmobbiEfk1MG9rGpM+Ss+Q0kqejpVWlk6IJn2G99ezWGZ8cWRK+c2hQQu+IDpqLlv5aj+4C4h3aZ/I64i88ed3DDrQRJHloIuoUcm+6zslD15L6BmlW5NUK13aIWOKGoOzlLsRn+w75DpzyVjK/OkRMBXjJPJUcAzkFclybUkj2kAJaqhVqt4ZuAxdnsFtbVcO+SMp1xl92+0C4bPB7T9g1+N50mUNnJbOTZDa9H/2yyxAyRKeW95iMiZI1s8qTbrMUWuKqH+gZSitb0GD1B1TR2CKaOWtuELsVXk0xqqFHohQqY6SX6dOvCmef8txH8Il7ZKz2anP/NAUiWgJn+/Iz49sO+x0LmId1Um04DzynfbT+Oy6vA73hXI754RLlFGxEK1c1Bug6tK/0XHAvryXnXx3BjFE8U+ZXZt5viMOkVOGzezLpBBS/rWqxx+iDh3OswJhyQyZPW1oYzn28JqXOQhl3lkkhQ8cWpmO5csRUAKr592aIBhWtOA4fxEMfhzwsQfMffO0z+ecf9VYu39gXaTiWQA6geE2j/icMvmvgJQ9lRGX88SZ6ht0Sp2lMZAAsyNUi0zZwlMvrYsVip8B4+Fw6Moy0DDsGoiUZUHGmdWd/y1COlGm0zJd97OR0ehKyoMkhEtCsSOEWiwo68CKcQzShvUNE0SSIc5YI6EBTQjz2ngexANrnUac5NSURKiragE9i6LMv0nO9qTeBxbQuKrEpAYMqbS/03lQ1cHYZTVd4zX76yZwqbQfZOWLIM/BO1BIGNULfNNzz1N/JB73g8c/5XNrXbX6cv739VO7nLbbgAVRVjtEwRju629S3XlI0jrWzDP+OB8xD1HlFIH40OWW+TI6cw/KMVIsrPWhv8OaTQ5y3PQ+g64/ERDmx98naltm64S7P25zCZZ3dhfkci7vtcOSZzuI8jHYEXsJL+BK+5AHvxuPRPuYXP4gf+7hXc/FmG3W7c7+FYJkoWRw9nhU7JHp2eYX3dpdzMiWfVezZsyIptAp7ByFHUmpoO6VzVsE0ixrnS5Scc+lpQxRw+wxRUG8Bs1y25FVEdg20lgCd24gmjwQL0LXpjXfmE8SABtN2ju3eOgJilZzs2UmgDnGKiCU8ijcfPwQKWvhoqs7aVylJH37Ske5aC5b3DdI1SAylSIvHRW90jN4TdgG/D/gSKFvg7EZKhqrS9Nap8wkkK+vORgTDvvCXE6jLuFh4ztkq/DkSTQafM5IDXjOt36K5NT+dI2nf0mjkbHWDvGvH6rcNHWdccOYuSepwa+WO/+m9ueuPfeCj9wA+TPY5z/wx/q+3fBpbfZstqJxF7TdGbebKZv5UDvdh6tOPQfGBr5Qr/PUM5T2yvm6gPiepzmvkOB/uMY+aymi8zNfW8dgMaJDaCy/bnLeNWggz89cHvr4CQg66MXNRz5H0MFPVmAMXylCvYwqe63N04zZrPon/kY8Kn3V4W99Ne1joGQA//7L7+U9feu+R+KAk5OVpHobbp/icCrd5Oi03VPwbFmTjKwvTrQwVZxnNNON6JdCPN99V9Iwgg6JGb1SNopwh0hPEeuTBRyuC4iJCT/AJ542a4X2Pcz0+9Ijf40LEhQ7xPeIjEpLB6yEhTY+4CKse9T3aJEtu8YqGiDpLAtSQ0ba3ZJlVbwFwY84/hgQBkkvkVS7UDEsQVFGyU1JBlqPPBmY7UFH6VicqhigpMHuGswzBdPVLKSP/eegPDH+S80YRKU9r7VBe8nEPyyP1mLBX7v4Gr0yHBRWWQezR9Vc6SDmyXA4QjskBV+HckWSI2tVcySeTCYEYttN6Hpktm4LsOc1Dx7dpWD8c45CiQdXWkp4xO+d62QwdmX+U5m0c9MoX2x+/T7WZ0xXS0bbg+/mPB8ueKPbqL/tlXvd33jnem/vkjHtXd7BvAsllLuSM5D2dd/Te0XlH22y5z10jeseuFWIQYpvYeU8KNt+vYHcWSSLE1kbE+jaVZGMlN8p+3aPBKGe5TShKWkfUZ1Kp8KEhWqJza3xmddlQZ6/ge0apiTYWn1sPa2oZamMObgxozjCqoQ6SWJAcnS3PwQLzGGwIrg+4XSkBPqhjJIfbB1z0+C4QLhp8dLQXDS4JYS/46AhRaHdD4GzKGevOTmm1g9BnzrpSjKRXXDaZOacZY/FlNr3VIzjPl0gMxmMu1f/WssVFaHOmzT3rvCeQCPRs2kvoPGdccKd/B34Q6Bd47+4PPpKP2iNq3/eW38Xrt/9mtmxAlmvfMg/NzJ+Mj0VZp8xj66v8yKG/rvev8jRG93WMVseYAGiJ+nMfq8XnapUoeIyCl4fAfbZ+8MmTDx+PswA+9MBvD+fsxsB//g2qtpOKUif1t2V+ow6+hzOfP3UUluj0ENEdp0Y6/vfwC8uWHxJ72Opl6rI2iKrxhvOy51GCZY0jojTi+UV9Q6o2LEBO456zgHnGZ7Z1viDMAFLUM4BRVs5Vy0KpOe0LZcO5NO4HGV+crNE1jPfsXEQkIy4XdKPqBNh4j51pBsSVrpmHnGydUyQLODGH7QRNgnOOHB3iFekVbRTfe5JLeDz0kFtDIbIML3iFOGejEmRny5sOYrCPliCEqCTBEv3EynG3e0sS1MKVEbGKgDkyUj4o9z3kRNgZ+JL9VT3lJ6Kl2dyEXh4GWkvUoZ7UauGxe1cjGscDxasC5ivQjWrZ7X6rZWD8QFb38OfibIcUjfoW1UjEMLekW8wCmkWbUxvT+zanU8wRiPrgNWJS/w5DezVyUl/nE9ri/NdLOFbS0UdPFk/rI50IzgkbtoTo6fKKM5e4XEFIjtZvudWfscrQicWaLkfWF57dRqGHPiRC5wySTqb80+4DkWijbjtLFvT7QGoiITlS2yO5QUPCa2M5G01Eupbc9Gjw4DLqM8RS6rTpsfKmTMGyS5N2FWpB8jDiR/G/WkTrU3FqJYta+sYC5eiNkpE9JHC9KWMYutzgkiHLzS4Yb3nrERVCZwgzSKFlW8EpUdhsMZ5yQZxXvSUASjKEuU0271JCVDnrI6INrXZj0a82R1BPyD2b5gZ5t8KhNET7XnYOT8dUzcrsAQbLnhim+WDREGzWXnuYtiCwTjuebKBjzppnMYK22GnmR+ugdhEwH/jvZTs69/ez9QPaqlPbs3OqG5GlX5zWDVSPJW2wPpxFZZR47jAZcNhuLPQyHGfh+5cAyPJANYWj/sot/fVIl5y562OM6IfOHlKd5tre70vu5I7nW/QlORE0WQWp8YItOA7OEhomAKD0H9TKb4/L1PjFQVN1QwxRLqyHMj+tn9QzpEjLTculoA0eK5MXxJJOhuRBGfWcY6FjKOLymFziSpAsQ0m+KmAeTmd89aZuY6k0YtOizj722VXbYNw9Bd8HJAs+BasKiMPvbV2IHhmG9zqLfEVLsFz8oleHHzWWSyXB8k0RFXymWm/bNFHw/dgFtfNg+AYdPi5tNJRkGDl4wfMeG2VtHy775NVXcSfPXji6pSOF8dWqvO+wT53QMEMWlq3N3vyq187CgTLfbvIdx3rmx3ZZoszHtr+9G6o/NAfhfCHMSXWUY9sObQwjS4KCXnUm9Ser0JSo8QidbS/VQ314NdNVG20Laiz+K/iq217/49ne9zteyPoZ9llKwB26Y7PbcxY7GrSkKyh3chPtW1wKBoCoEnLmPO1hv2bdmUSaS0pImfW2lInuBK+Z5tLmBx8TelfmHW5vWs6+UB2aXWsVBbsWFz0uBvx2hUSHv1wje4/btfhbG2S7QnYr5OLMpi/WsN1YWe79avq3W9u/yzOrPHjrHG5dM6m4W9eQW+fWxuUa2a5xlxvcxQZ/scZfru3vbkW4aAmXK8K2pblsabYtfu9Z3WwIXSDsPOttg8vCaiuEJPhogXN2BmL4aHmMqHK2Vdre7plPmabPrKKBTF6x+QStdqBKmyKSBK/Kyl8CsMq9Bc+7NS2RJmwRDCBq6Fiz5ZzLMWtHHNzzXR/76D10j4B90tO/m1bunvveRZJf7a/rPnr1CSw+UhfLF/kcMm9z8ChDkE613VEfK9M/LfsoTDzrxXdEZTpZWTQz/3+57tBm/ro6eVlUADSAZDoRV7aZOh6zr9+s7WG75ZUfO6djPnzZkanvsRu+E+UG/4mHMVn7YaNnDPavf+vruf/VFpCOB8U+oCHF2U+rQyCbjY4xMd+1yNANv6Qgmmh04qQJ6QBhnmsya/kYF26zDLSNmpaRS0CdisxcxkmHE8W7Du8Szm9xLuPD3qob+h3OJ6NkuITzRsmQ8W82XVFLk0Z8tCzwUIYUQ5GV86aYQTApJl3ZcGR2CW2N3p5XqfCVE9oYJSO2Cbw9rP3a1iNWiSt7m86qpLXdF8UqBtY6zApEryMojtpv0TdDoMMU1GPLxU2dx6En+aEf86usz573UD4+j1n7Xy4+lPv59cVSe8JsuOhwn6WjrZcvHfVhwFujDFdxnZdIhhysmyMeMnPOdTh7jG7BuK1Wx6qpFEcoHuN9KU5ep3aX27K4hiFstX0P3fDymut18/sybDdHqo9ve/jDfS//jutcP1j+RLTvf/p/pXu7/cIRx9v9XdzfbHDrnpv5nCiO5Dy99/Te0YYL7pfrRG/qGrvWk9uey9CiIuzW0DdCaiO9ePbrTGqgWxl9LK4SySupyagXUkiW6CfQn/Wm6tNkcpuQBGllIIeKoiEh2ZNDNOlOr6gv6kQul3bGLLrxdxcopVKFkZKBjGCF5AJwIFZ0JXkr5BIdrjfk2HUel9yYWxK2AacO1wtNZ8vbrcOnUoiqt/e+2RswQVKu3ypIcg+rLnO2zzQZyHnkLIesiCZWRZ85oATd0/bQ5IzTTJsjK7c1GbqcabS3gl2aWYcLfMxs2HEuN1j73fhbP//ii/DtwzbY/Jiy73z904iUYls6/bHUyDR95xjWFT9XBdh1oDssG0tpyHwbqvWzXA+p9lsE0vU+g5+eUTLc5K9ny2e0DBml44AiWzdtW1MmJo60zefFd2FyyQua3mKb4XsxUE+mc5rDIsvv2tLf1vdoqdK1/B1MMUPhiA//R+GXeDirOD/sb8z2zfPhINSoGIdqGVakRPIEywOIlNLaVRDgNVrCX1lm1QDT2I4b0GcoQfPw8wwBM3i68SgWMBe+c0GVvTP9ZleS/4yGUZQ0xKgmUvajtDlGj8PTNPIZyo+r5qRFBU3etEa1BFGFTmHzDvqAthHJDk3Z4N4oSACXPMlH8IbQxJLw0uw8/druQ9g7+o2xMx0ge4grOw2ngvQTr9kBTRTSkBBYTrntIJdS2dh3B8GWD5zm0dkI7La/8qQJmrfcP5ufXvg8LZDaMQyv+qEtA+bhhZ9rFA8bX50cOM5fEbDD5Njq4x20Icdnbte7XnYGlh8bGc9tcnbTnZmraQx7jnesyvCuMls4VLiYz0/nNO+umEzgA13RdN1v521PmqA53srj8+aw4HStHfv9ipXL4C3Zx2uizTu2/RlryewRoofzfMGNeG4UjVbxUUAsuE2tyashyjp5tucJ3xdFjehJJEIJXOMm0d7fmiQdVkEwrSK+PNx5FU0sXhQyuBSKXJ0jZymlUE16QlO2UT3F/OmAvYzBsiVtSBxGRsUoGdkhyaqzSu8M7e5N6Ugi+M7jO49TG91b7cr+Eavcmg1ddlkMbe8FVyqvrjpQUc72Fjj7rIRcJOYURE1z2WfjMzvp8DhCSrRJ8CSCdKa+lxNNtNHUdXNB7tqimtHjIpYQ73urljvgUIDe38HTnxxBc9LdbH7stEua+a1Z4HaF7xPmvvN2AfPSav8LS39dWl/wk5fT03ku2q/iVB0j38MvxjGAYKDY1d55CGlY+O2qqTGGyJWMsNglVFpTcz9e39nhXKRqsz7SeOhyX+q9ptankYBEJPDQFDQ6Zg8bPWOwT37FMxnugsumG1nV0ECwwDhoLHxnGB4Lp6Y/Od1MrQJmc3gWgEfGgHqkYQxUi2EwfAqApZSIFBQvPVI4ypYcoTRu4CwknFO8G7KxB+5yQc5dLkH2cM7limQ6Xxkipyu+z5rc9HArRYrOPupLBMSNNA6s/KwaiuGHabVgGbWHqC1Do4LgVMZ1FgCbQ0cZpWZCMtRkugzBR6XZuzG4B9s3pEyzA5Lt78JTuOupL3lQz8QTwX5/8w+BpQOrNpCjC44+CpMDl3cjYD7OjbsqpByXLBM/xm0Onf1Vfff6/ZwfZfH3KM3ikCpxBM9goGnUnVMpbRy/s/MrnbaZRPIOj1vfRfsF7uYpvBfPP7zoJ6h98D95PsMnKSLcFW9x3m3ZxD1NTricueZu4VMip5aQTOrMaWKTdqS4Yd0pTq0sdxOzqUck8y9N8SeSDXV1ydHuTI6z2XnarcdlR3thusbtZUt7q8F3jvZiRXPZIL0j3FoVDrGnvbEh3GoI25awXdHc3OAvVridKVy4/crKWl+UwiMXK/zlCr9dl79l/qLFXbSEC6NfNDdWNDfXrG5saC5bwjYQ9p7mVkN72RB2ntA72ktPu/e4BM3e0cSS7NcbJc4ntc5CqcsSouIjnO3sTq+7zLpXslgFXAuiTQEqJMXlTNM7WtkTcqbRxDpGQoSNvzDqI4lGM6lracMlgxRrS8+aLZu8xRFJxbE0z1sTnn72KD5pj6x9zFO+bfZmD2pRw2fXPEKB1xa5ImPsKdP2WjarA+bJz5gdVIOVyq8fVb+YwsRx8UjNGACDaX7WNocecAJtbgd4FFhB6/iL0V/PvyOLFqWaLvuMbahWAWblbwvd9tg5DFPLL+eAW9fECKnWDQHzM3kBQR6+gBl4+OkZg33PPb9I/865xq2qIbpuLGoyfbKCxlErsKzEaz+V1QYa7auKgENC4MQYtSRAwRxIxAnjtFFEBjqG4unxkgs1wzjPjb+0ddLhfMa5Du8izpl4PhLxIYJLOJ8R1yEug48WXPsecWrEYacQelvf9Jb9vepQGbLAM9r0livoE4SMSh6VM3LbWwKMy2NRk9QkCPbApDaNKHFqMqnJ5aUx2kbpnZBF6VdTgowKI41jfFfEChFA6TEWSbHkxbLV60hM4b3/+5dz17M+4yF9Xh4v9qcuXkgnF7Nl1pk+jmQee9mWiMTolKkVNG4fMMPghA8pFNOmlW5n1e6MJiGTQP0URkp5nubO+hgF46C9+hxniS9XKWlU7VXTY9LJ+AGZX/+07TG3W98XZvNXyer9Lb6D9+MDjqx54tsr1z9E2ptD6fC809/BzfaM0HTcyuf04ui9J3oPvmcnLb0PJOe4tfbkVc+lW5G80AfYr4S+yUTviE2ZDqBO2Z+p+UEgeykjWwoi9E1J3nOmuqHO1IKys+ToIa8ttSbDqS6TQ7ZCKcEUhkQhu2yJfCKGHqtDCkAgqUKYVZGSc+I7i6p8b2CDUwcZfOdwyRmKjBiy3DucgiQKd9khWU09oyDNq23RYM5wfmH85SbCqs80UQmK0Q57CvKcaaSzMts5s0qR1u1xvbOCJSVXaNPcInerMXj2aopQa7dllSPncj9n/nJEmd/zFz+X9vl3PNKP1GPCvuMN5yjL0W8Y9VYXNubyD5suUIgrQYkK/BhClpp2MbY3a2cCrGogRZ2UREDbNyGVEtYCMlhQNlTmvlOXPnM8/tw/T+ur9qttl9dY++hZIZQr6Bj1+Y73ouwzLTFfvgg3quuY7/ut7oe57p/Kw22P2NhMfyMzfySLykU1mg0gLuNTGsnmw08xStFZd6MKkO1WeqaS2TafkDLgEMZkPhmpGCA0lPRlMr4oZTgpQbRMaLSUIRyRIfi0/Z0zjVpXKB0qA41k6qEJTFlNwxUNT1/GSlEPnbbkDL1OzjLBEXPgokjv0VXEZU/KEfFS1DQi4gS/96RVBqeE3ttHJdgj2Ow8/SYXx2+yR916Cop9L6SqcIlkQ4OGwNm2s2zvHMUKpkz8F+57+/c9aYPmjsvZ/Dj0eRCGGQerDuXGZ/4If3kOQCwx0XnAXG9XO5ah7Sk/ouYSL9uZNyeL7SqY4OC4VX/raPA5P3Edz7O+moGj5sYAuA58bdre5tKdKAFAjXQcFjJZfsqWAfI8tF92MH6an3zSBs2pm+6aw+hom7gjJ89a9tCsSOq4Q25wo79G6zIuR7ZtwzW9yY39dVZB6TABiqZTRB20llOxTiaHdXkOq10mOYd6oSfT9uZc+lZZ7wIq0K0j61sN2RkI4AHt7HfLQQnbgKgQS95H2DZIFuKmA4G4jrg+gILvC3c52nMkudAzirsz2gYluJZC6zBUHCxolmzBsU9G+3ARC5Cj7eMitIXu4fvhmpRVpzTJqHDXLikoPaaOkU3P2jlDka2EtqN1plbiNdP0gmePVwhqQbN2La3bQjmXQE9LZ4nevkeSji5EBPY/+pYnbdC8DJjNL9rU3FvMS2wf+sG5r6v9n1wRMNv+lY+eO/nZsrm8HFX1vfk+8/O4QpECWAIDx7Y76sePKG4Mn/5c+fKMUTPQuffVhb8f/PM4f9D+VDxlnvrObBtRNx2zLH8jv8T78pFX3IGHzh52esZgH/yXnmYTarSLVqdEPSjBm4s23De7VclKZg83XpWGvhQ1se08A+XD5k2Sbgimh4p+4IoeMygBo1wI0MpAx8hzzvLw14FILMExzKvCVejVLCLRqeOqs/CjurRypVqGjAdlDao3pKAcooaQKIqLfqqQ2Hnj9OEIez8eu937UUVDVGh2FbUjG3VjOGfBhhIlTw+gwzLeRes7a8vbDkrtF8Dx3Pd9aMtUPp7sJf7LQZlGnOoxO+bPSO2Ul4hE7fiG7cxx2trjznC572FIOyIUx/Ybz7Nq5yqve8UjfLzlY/MPvPMU6s7xiMM7CYOM1EjVUMb3XarWrv6EHDvT+XE8ns/npQ94zk9ke94ffToweEW4I225Fre0qafB9O3v0Juk/Zp1SoRsg9vXuInuN2x6oxZ4TbR7WPVC2ykuwdmlst4adWGzyzQ7z3pn9IbV1rHaWiLdauto9sYNPr+vYX3p8clx7d6Wzc2GsHOErae9FVjfavC9Y3N/y7V3rDl754r1zZbm5or2xoqzt5+zeeeG9X1rVjda2stAuwv4vcf3Dt+ZMpHfe8LeipM0+1Aq+QWjw0UIndHammg0kqFoSdN5Q56jsNpZsp9LSrtXU87olbMLCFlZ7TJ3XgBOWfeZVW+jrT5l4zBHwfuOVbTKjKHzrN2l0WM00yYLmBu3I2DLSAGHsgqXeDINPWsuOc+3aHxHGsD7Fq594Xs/mo/Wo2ov3Ng7PX2qRxRsDibIkYC5smOAQg1MTAHzFaCGTMcdfb5U5yVLJJgqAXBYpmO7D97TPrBNZ6RT07PlQ2A7+OKhizHE10e8rk6+u/5iyaKNoZ1jwfLY1HiimYGWoUDDmhe7j3jwF/pu2CNGzxjs5c/5ObqSHFj3apxOBUwG3Mdk4uaIUdB+lJEDjFZRAmgrVDIlAbqiUYkYvznQg4hVRypIspN+FHr3rh8rBDZubwmDblfk5Xp8ME1m7yNIQopGs2s6Q7K9KW3gepzHyrj6bDCET+ASEnJRzsiopELVUGitkMlQJlYlo60J9OdQiqA4JTfRXi6frTIgQm6S0SaA5C3T3F5AtWTAoffqlNROyg5ZoF8PCDRlf7F2q6ciO0dyqY4FQeG9PuE/c/3pD3/P7vFgf/ryfdlx42D58uVaBsvzbRbOe+a0jwXIc4c8Rxwmh5qrbacgnvkwWjU/LNPZfhNUVaMBx9cv9Tsf+DjL8xo+IksNUKptxnsyUDWqc5OqHdtXkWocavjceLxVlVrYP+Sf8Vze42D5k9Feef4jxK3dx4jjPjln1zYkPD2B3gc6F9gHh3M9OzkjOuGiDXRrpaMxioYXthtBNJPFl+J6pUcncHEdKxOdnWk6O0uKTg0GtGQxrfiSvrI/yzSdkL2yXyV8tAqqzc7Rr2w8QkthJwSjr2HFV1xy5i8L7qIuT3CgWu6IpbAU1Lh0ylR1XL7a+YIwG/XCJ6EptQl8tOmhpkoThaazCn+hNx3mdZ9pe+ODh1Qk/TSZhrNmVjGzki2h8zQ50abIOlxC1xA0WgBNZhMuyH1Do5FAxJNZtZf4Dq7LvWwqWsZ7vel3Ee558vCYH8j+7hvuQFkWk5j73aus9s/D6Fbtb4AZfcBUOGz+KN1ODtU0rgqal357oGzUPtEKs0y+du7zGfetz2P2XakpdlLtW13izF+PPl8OzoW67SNUjToGPDZSSrXeYcnCyHz9t7ufYu2v8UjZI5462987D5ghF+m44UNtt22o+Ee1ddCOof44DAizzuYnpYw802Oup11JBAQrSQqGKLsiFRbcUE1qCBQd3qfyE5ckQGWkfMzxOsZy2cXblhVuRMiI3oLo8lAKgiaBoJAF8daulixwUYdl3A10DQylFgUHrvckiaizrG1NmRwURAg7T7+xB81loHcj39kptDtH307iLT4pooHsp4paLmWTeyrVAYeLvXz7q05Bc7GOBa8ZqidzYUfoFseCYtFSd6Fqc7n90F4dVI6/pkz71M7o0EFNB1hW4FtaHdQO13es131s+biPTk69bqc+yhyXn59rvaZcShnMGbK3h8B52HfohE+lsgU1qanZ2Zn9Ej9/CpqLpf18uDS4SNt7klBkJ4XkYJ0h5pZWIoTARnewWxNcpAue5BzXLyNJPF1j+RF33AIULs7g+kUkaaBrYL0DFUfy9qz4ZN8FH02NY9A5FoX9RrheEpz7YKiuy0WhSCAVmlofQb3io1VpMq5zeUacLwUtyrNTaBkAA8fZJwE1JQzAuM1JxrLYoIXLbH5WCtWi7YbEPljvLKnPZ2XV5aLBbMl/IWWCmkpG0xuHucmOlbsk9N74ynvPKtwi9S2ebNSMvuGsvUXcr8Yy2a4DLx1S0QtEoPuF+05BczElVtPT36Vrnvlj6oB5CogHjzJsUOeoZBgj1Tp4rAPmORAyP9a47AEoehNNrTzPR78vh+3ebrmM53bcB4/bjxQMHdFm22uxX/H7032cAA5XOqUTlcOWTt0RRUuO2jyfRbmXt/IsHrmg+RGjZwz2IX//uePNNprGhDBLCZsDvYlqjwRRvSJgnlCiQF8FzKWNApd6Il6sbUfCl6DWialjiNhyiorGICVnCDOMgTKMgbc4Q3llrLA0PeIDh1THayj/xh9aqmurHy6B5MamBsctacjqBYmuZLmahqg1a7qhw36+mhYEP6hmiDl9F6efXZQxm304HxfT1IZSiqYITScTLUManvair7zt7/1ksd/hvwGwWzMmfCz+Wk9/3hU81iM/DCKXTrB2use1JuZI9rRN3dKBs74yQK9tcHfz7SYfdrjnsvN71bI6VLYg91hXYrpjg6IG2OVKOf4hVWM454H6NT+P+hgtKz6RTz524U9Ke9FfeBYDSIAqd8Qtd6QL2twTUFrZ06ZI2ytNTnhVNnpJs3Nc2/e00eTU7trt2OwoBTyUu292nF9mXM6cdZHVpWe1V1YdrHbC2dbRdrDaOTaXnqa3Dv5672jKNqEXzm4Jq0vBJWG1c4TeKB3tvtAoOqHZe9a7wGbbmNLFpTNqx75sv3OmhLE1GlvYO0Jn+7a9J/TGUfbRKvs1e0fb2b6WGGhKIG0nmBy/lcdue0Vy5trWpOUE5dpe2XQ2ktjkQsdIiaBKSImmdzRuzyb1ViJ771h7u99eE/QNZ/6i1CnoaHWP7D3nzc0yMhvZcMGd7j4a15HKK+LucJx93LMf7cfpMWMfdO1PALVf5sDN1qjwsG2NCNs2UjmfAnK4erSNulLTImCedI3n/OXb+2vsMOM2Y97KcZimeOxDgc5j1NEH8uWzMIZjRUyWZ7GYr+gcc8BkgEtrKmLGVYFzDaQMBIlz7uZZ/pFVN3rE6RmD/fBnvYa3/btpOHv46YLGqiciiFN8jtWPI4uAWQpFYypsEujwRczejbSMEkxLP3xdWbl96bVkWtfZ9tIXPjMEv0NEEYmE0AHgm654oR7nFFPQsDLbrincaG+0DXyP8xnImGp9QtoybtfuDXz2vRU1QaGNhaLRW8ET1LSaRcguoq1tl/1U0ERDtnZQkk/Q2M+ZycSzND7V0SdyMz3xKSg5TJ0OBWKTGfp5Ul7Cvs2FujEFG+/zezpEHvH+1uPCvuXys3kDP1EtmZLcZOYMJ0S4Rk5rp7YcshvWzEJIOXRVUwGS+fY6W3+4DCbUYuD66aKNARk5VLw49jFYblMtO5J5fXh9DzDUx7D/vD3UUMTjblsPltVLv48f5GTH7T+/+Me59Ytx/D3ulzPiynOZ1mTn6RG6piU0e27mMxDH3ge2jUd8R6cronfsGk+QjqgtfRD6RuidgBO6YIVMSI6uNdqZ74zKkX1mtfdEr8TGOvFJlBiUXNQ1RB2pFD4ZghSXTTEoeVMJ6oOCs8E+JyXIGWsHF/+ntp+KGu2joNAIkEz+mSysd/aMGdps1I3VqMihrDsApe2UTWeUtyZmzrqSWJ4zq5StqiIdIQWaFE0pQ7dsesVpJmi2qn/RqBleM43fQvSs6YrMajR0WYW73TtofTfGPC/s/8Aj+7A8juwfvun5XOpvVCATUEak6lEr1JFJs6TtCWgYRq6YIanW4OSLD/zY6LIOQZAxkB984OB3q6GD0o8di5lM6+bHn0CcuXpGfR4zn74I4K/evjq/2X4TaLP07/M2qziv3LShrWNqUssOwT9of4VHwx41ZfN47zQ0ap+4SLPQcxEHPg+ycWZezGkMNvKWh/UFVbY2lYZuvNdBBvRZ8FgQLAJe9uNRBxUNkQqp9gnzyn19euP+U3dp/vG3H76WsikosWAf97GYSXlpMlbEJDlk4CtnQb0WUf5sFMDkjIeHoc3a2Avuh6InzhID3V7JG7tXIXk6U7oHMdRExaO+XK9akktqpqswFNrUMuZ85gSnoPmodUPVKWB4MJZZvqNTXjqT2Z6yWALVeNnopMbpRVB5VRpc/YZd1VuupR+X13L1/vP1822mIHbsIMyG6uogdz49DdZNHYz6GCXHfQp8pHxFDgCXq+5G/Rsc6JacrFjezu9fQ4fsW85lT6cN2Tdc97e41Z2zJtF78JK4M27Z9RvU9NS4K91imzcGChT+7hrPPhiFLnUNMQAosncWEAN+68aefNsJ6qBrwfWGRCVXXocwJDRPb0XygmQlq8nAZac22uhKUKTWhsuhdFartyiDFB/usr1/VmDFkhpDshSVpgTLLlmFPyFZVcAITY42nTJt7hF1NMnyb0QdbcoIAa97VlFpsxVxcdqxKoVkpPe0/hJioNXOUHRvihm+fAODppFueLIHZ3nBa7agbvID9nUOZImjOkQdJA73OpeAdObFxoDZthuVjKpg+Ep3I5NnrIPMhcsCjNqwENEb21h+D+Y+eX4Cw7pDRYu5j17SI6bof/jO6ZgUXyseTdcwtT/eCZ2OJywKpYxHOnLxj4I9apHPR7zyvZG1TXuNhKp+OYA4JeSBe1yC10XALGJZwlN/xZIhhvkhYLZ2rUy2Tcfx8y4Dd1rAuVLoRBQneTyGqlbBrrXtxjtXBpWlfpvKmpKxPBvMHsecBzWQ+QDHoKKhWtKtUrU+M2qIkof9pRRBsWO4fqJ3+OSQ6fbQFKWNwUKvtu8AzKgNP07dzCJR17lRymF9z8cj7uEVD3882x9f/St86YsuEzXMJl6tbQOHwebETTsMpm8fMM+nB9LTAwXo08QcDa9bmQe9x+xwnR5ZNx8inHczr2rn9lc4X5dns8MdYPYrzNv8MD7yFDA/gH3YD32gJTVjlVPv0D136S3WeYvXxDV/Sdy1tMkUH3zO3KU3CXtHmxKrlLhDb8G+JWSlSZnzvKXtwadMGzPt1tP2mVWnrPeJtrPptkuseqWNVm667RWflM2lcu1CCbEUDemU9VbZbAf0Fys4EmHdOTaXsLkQzi4cq62wujRQYH1p1I51Wb+5dFy75Ti7dGx2jvXeKBm+Bx9hfQnrC2G1t4BZstJ0ynqvtDHjUyb0wqovOSLJW5GXaNMhm1qGy44VO0SVTd/TRrFOROpZ5UhAjYaRI632SHQ0blfUMSIuKSvZYXTEjnO5xR3+fpxkUokvrr30tzy6D85j3D7vad8/foMPAlTA6inGSheZSTuZAdyYJ7TVcnGjd6oS+2pvNATO9TYzZHhst0zJdJwH8te20TS/BDOmf4dxy7wJnfnlY/56OV3vuzyDsY1KUWN5hsqgxnHs2Lbdxz6KykaPGj1jsP6+nv9w948xu+3eHI+ZPQreWcXAyZQ1+zJlW63YV81EmkKzQPNIyxDASz9qK3vpcK7I0Lm9fWBF8aEIlUokFDTWhy2I6TYb7UIRVwqYkHCFpiGht+P6UsyEjKxKML8yyofBE9lehtCX4CoXiga23peeZlHWUFG0SWMPNjdxmm6nFzuFiJYxBBUlruPYPRoUNaYupxbdZS3Bc6HcN7p4KRzP/+J5KdKTXW1vTb/KN3YfO1tmui1LPdAJUbC5QtuY8eaYgmStpquWx/kjHOfaoR/nQBfnL4f7LLcRqYTyj6xfHuMYRWO2T3UtcsU2w/VdpaYxzNuxHYzO+hBxHo4z7S38+xMt40Hbvf/5Pn7sY189zl8S6FYtu35FcoGdb9m7QBu2XKZzsgjROVj1XOg50Tmic0i7Z5fPyA56Z7khSRpUhH2bi3aysG2tmqkAfUkMVKwIimgpuORsiC45pXeGbhnWYO9WcqaAEYP5w+zK+jJtVAwpSdCQRfAD+FWq1GYBV1A0idAUQHdjnyBcUkIC0KKcYdSKzX6ozRI53+ZRJaOJOmo0r/LeipzkSJBu4oeTaN0OF4WWhNeIYAVPQqlVYMnvhjDf4e+b3rYWXnT5ex/+B+IJYr9061/wfff9/sVSx5TsM0FztYTnXD1j2m7mo+tAl4UfnUDaGUgy+kVXEuQGPydTG3XS9tDW4MfrcxiocjJus4yRKw72GNzXF3nMx9t/edHGwborvlXTOR+uH652aK+majSs+Pb253k07VEvPC+beV9D6AlDN7ncwBASPtY9kSlgpmzVzALmPAXM2DDhRPdJTGzSjHe5jBakSYdZ4rCx8ZYRIKFaPXizuMYZpFHOeRiisPmanlFQYikevOmmaxge+GG37IrChhoa3AzcKimxQBmG9GW692iRmnPJk1wCbw7fd4G0iuU4QtgFC6TtbAk9xHboAdpwT9NBDFpYGAJh86B/05PBGXfN5s0BLF2VZxDbHx6lOmCenFDldQ+69Eu+cf3uDKMgV9Emlmcos22WDkzk8BTq9cdsWnfYfl5stzy3ZbtT9+K4WL4gJrgP41Bofdh6n6GF80cw6/qJYO2zV7PfxBPZ7E0bf6ctvTiuhx3b/oyGRHQez47tfsPKJbxkXAtx37KSRO8djexIcYVKogue8609GftGuN5FUm6JwbSJJQXjMmcdCy4lJyCZrilSb0DvM6LOuMtFT9Opkp0rz54iYqM+PpegQQq3koxK2U6n57BJ5W8/YBDZFDQSkHMpfW1KGMXd4lRZxWRCSprxyZ7Txu1wXcCV57Up6HyTGaXlvFqhq3V7gXYNnmx1B1RwhcvcsqeRrtAyzEQgPO00GvibsTubFxwulLoeAwzf8rn/m3u+qwLmYV6kktOUqu16VHERSB5oH89403NS2ZLCMOw3q658xGR+qjOKxrB+5pfLYW7rr2dUD5mdn8eRNB9cz8GoZtXGXTzzAa7ikbFHnZgaVoH3/bvPw50JzXmmYciat0fIhYSP9edVaauAGWxoyk13GF94SuaP8lha25DlSXrOSzc+2N7FMq0jl3noV1k7A6+3vDhDhDke6MgjOcFpjCHQ+CYJ4/BJmv8MgqJ5GqK3oidM2w6xffITjUNljEIEMWmlYk7BxTA+hU4hdE0VqAhhb/tPy5yVgvXXkc2z+C2/67WH13eyK+2av5vP9l9HwwbPmkNHNgXMw7Kret7Dozagp1c8bSxd3wHdQKfwdX6MeW9+2PuBnOyxdsajXzF4tbwDh9seTsti2i22m1+j4ksnASqfr/OgXIA1G57GPbyM773q8k52xM6fv+G9/8KzCWfgV5k1mQ0dGzoCiXN/CXtHm3orzEGE5FjnSJtMXWPdJ9Z9pEnZttkHVtEk2O5IN1l3piqxjhHfhVJuWml3QhMTPhvCu+msIEjbZ5pOOdtF1rtM02crRR0HqgemZtEp651RKdo9rHZqA369EqL9awoFo+ltXRuFNoqdX7SKfj4pm60VaFl1EGKmSaa9fNZl1rnDZStastEdLittTLRiqlBNSuTYIppZp8g6QdtsWeWeoInct6zCBQ2RRhN537BeXeBK0ZKWvRU1IdFIZ+WyfWfvx3WhecGG9/zFL3i0H5XHlT1j9aH8d+dfQWADBJauE3xJMDYb/XVly4D3wJsd0O3mBzk45LCv2n+jq9RJPaJGBA68rlb/FrDN/Etx6K8PAugrbGpHxyC6Xjev7DwP6C2vx822X57PsKxlwzN4L77Bv/LKc3mk7FGnZ9T2A6tXoV39Yc+ExQ8a6EolQTPvIz4PqKmVwXZjTr1JIk0/Zo93g8pGNpqGK8cpxUyG4iXWuYm2vYC4vtA4Ms53DPJ0rihQiC8FTkRxTWdnM9IzgHZbKBsRaQoMsdqZ8oVkU8zA1hOMtqFNNO1mIE/wBuqmYibZJ9tGIYuOaDNAbEqqd5nvV7Emc5KCkENJhFB7pVJQZOqBcOeH/6/c+SFf/Zv4FU+2tC/fPo9j5VurmG7mcM0sOWlEeJWFUgbMAltZzCNVV7FsIIfuaHTmQ/9vETzr7Bj1B+FwehbQLzh9B+sXx2exzcE5VvMPRNMw82TRglBMcXndMfgavoFP5Ldzsnfd/oN7FTpq0AoX0hC1JUpg7xq2vkWd0tOQnSOKJ4Q9l/mM5By99zjfEXNLdEJyCurJYnSJLihZgg1R+w5NjVEtXCTnQHYCLqEayBT6BkJ2RqcQEWIZKVQR+pIsmP34aIDkUYgwuemN1GFaLdlPBVZ7HakWLjp8NpSvTQXvU6UtGm8hDSWylbZPpsmMEnLEZaHJmY2/gH3LOlnAu+GCEB1ODehZyyUhySinumoucL2wosNLj5Bp2LPyUzLbe/zAJ7P5mGc9Uo/AE9L+9psmLetjvvkYWLCkbSgcVmKdocn23zA/os8UHyz2d4n4DucyMFVHikbZ5BjwUlM2Zjj54nug2GhLfZza9z+Q7z4ozjILjo+c02z0dJKVm/afAyJ/KbyKp/rn8liwRx1pru1ZX/LM6oZlguWkMmJz0o0nrABO8akORoxHNqx39Ez3PRMkTdUCJeKM/ogb0WcQ4ohMuYIoWxJg1a8caRyzfhbD6zP9rV+vAV0ent4KQS7ls02n2TM1Vf08lbayDgL7YqoaQ0/S4n+x8xvkkpSRD13rNwO4Plu75VSdDtqj00bX3u8Pc7J3zz5UPns2PwTCM0d2EDBPoaGoO+jFH+ISyz7+MFnalsOtDopzHwTMDGe3WDZHbt1ifm56ZNkV53pk3yVaM3U2avddnxnWQRmjIpMWE6BGtT+GT3yA457swdjTPu2OcVrJXNcdd3KLjVpy4Fq3NAnaQj24o7lJjCtC0Sa+U27ge0+TEiFl1tnk1pqUaHJH28M6Jkus2ztLFowZib4kEyoSHT5ZcLpK0CaliZk2QoiG8IZk2tDrqKx6KzKy7mDdQ9vn8td0lVcR2mhIdRNNIs4lQ6F9Vlb7TNPB+S6z6ZTzbk+ImVWX2MQeX86xyT2rMr2SHeucaFOiIbJKiSYldN+y0m1J/utw2TIagkZW2lvQTaKhZ8MO30OQPUE6VrLlzF0QXKwqYirtR9zz6DwMTyB7ZvjoOUh7JGCGCWUV40hWy4/461nC3vGoYdgOGAevlwpLw8p5rKyz9Ye+eA4tzL80zLZarn+wNvjXeehb1sk0L9W2U6iUZ755eX9AeIp7zrtwVg+PPaaQZoCL11wQ3xH56Y/88XGZ3dtEMxsQKdWPZNoq0FVoUqKVruI1d3gZuMyKd934YzZ+SCis0WfF+2GbjCu9eXGxSNBp0Wq2bWXcNuGakvTn+zHjnHZvD4IrWs1gnOZSGVDbDlzBFtflfAR01ZfgqiDPi2kwDdMBUVaYkgLF4u7UTp0HFSspO6h9KEps83x43jXc+dn/lPVzPhHfnLjMD4W9Ob2GnV7w1+JnTQhzgRyWCIXZIbowTC+VMCbpo0klw/plgwOeOnnzIHThug/WL0LThWKHLqZny2ruXrUeKm1llkj5ESTjwPXX++qV68cAu3quV7ria+Ub+VA+goaWk737dutnbtLfivzkR/83wO7+nsBFWNOlliiezjWkoOxZo0B0AfWJrvwGyTl82LHVc7TMiyQSDUkghD1d3tiz5CNJ2rKdknBkJzhJ07ikRJIz9FmcksXqxibsEbaK21KOnXHqyDIpfsZCALXAJOOT7d9GK3MNFmw3WUESZMeg0NKkKfFPkknLCZmQlbYAPGsuaTqPU8VLTxMzK7XaA+vmFuwCLT2OzKrZ4ntYs8VjPt8ROXMXFlwIyN2eZ/+jj2X9Kc/GN496mtITwt66/yl2+X6+995PH5cdC5SW/g4WCX5l3bKNAW2uR/IGf31YalvnvrkgzUOOSY0KL483nc8hUjzsX1c0rPX1Z9+Qinc89/nT8dLRay3HwpNq4BFHlkpYVQ/P/Q6ezheFv8z78fEE/9h5rh87Z1Ls/IXn8ML5ssOAWceAefhs2nCVrQMsOUKGGmOVhBxWwGRElmXqqYtjRJ8HZNlQ5ho9nlQ9ZghceYinH73qPwqMCYC56ttlB4VmYenZpt2rY+KfdcKs4yo2FFpk8zT5ksINkgT104tIDOgQKKsaet1MCWeSGjQMcnxC6B0x5JGWIc01zp83OYuTvfv2TP9CC16n6q3T71XPMy08QB9m2wzbTb3xZcBbQVAH8MH8WFfNLU6w2vfIU36AdByeqVIKpo7v5bS/VNtddbT58qUWtcMXOb9pDx21Q+GcO/gIPu5IWyd7V+3aB10n7uNsmSNyZ7xFj+dCz8nO5Co29BipwApUgSM5k7OM0cpAZxHW7oJdOkNI4ITctwRNRO8IKZLUk5zQSE+vKzQruGgs36Ke4UrSXsxCkDxSL0TAayJhI3pNziQVAsPzKQRRkogl6blE05uqhtPEKlp1VpdS0Wt2VpxkcPVqcnogNHlPSA6fM6twQcprqwLowGlmlXsccNbegN2Khh7dN6zDLUL09o3rYdVe4jvjLze1hmh5ypt71px/xkla7qG0e1a/lYv4tgfcZhmkDvODXnP9K9nfuXer/WVNpbNwYdprFgSX4PcgBaVaf7BocR4cmR4At9rbzvYpuvrH2h3acZi+8pT4V38bEvMTzzj1aIlnkOFzNZ3B3TyLD/IvueJCHz17TNEzanuvb3kBBEts8As+qAW9lfasy3gmnWfnEl6m/pB3JXFQYErisx9pUNYQKXQOSu9d0vS8jqWyZdp3hCJsbtRtlkFlsawXqnlrUEdtuIkaYcF0ecziVMKaVE330zCQDNAIBU3L9Tot3Uc7B2dKeGMzLqZZFoMlDjqQAO0d3PP7fvpB/EIn+82aiPDp7n9G8Ky4doXnk2rKLbaR2foxUZR5oDkLtq88Rn2cQyTkmB0G7fPW6hD2qm2p3tN6//nxpzD6UDu5Psb8CHnhJ0Z/oI5regffwT87ekYne/csrALv+dXPQrzi74SWTENmQ09Lx1q3nKc9q7ynJXNHuIlkP9I2rvtbNFlpNOM0o30zJg1e52KcblOE1Iylp+mC6SJn07Mf9J5dLzR9wmUlZLWCIzHRZsMO2pRYRYyK0Seu7RObfWKzz1zbJ872mfNd4qxTru0TbbTkxU3qafvIuo+W+JgzIWfW7PCFYnLGpdE4UuJMdkbJyAntVuN06B3n4SZBE23uSfs1gZ5GI2vtkOhx5d6t2OI6cJJoZU/jehoXjXLUQHhG4D1+7Hc82o/AE9LOw9P5gM0XA57AnQc+9hDVXdIyhHqkKy/81Xykb972sP/cI05LZ7ZQuTjWVg1yHAv6ZsG0sJDVu43p8bNbnrksth1pdMWcDFQ/x508k68J/+p2R35U7DFHz1jaG/7Sr/Cmr/vlaklPK0vUeT+jaTTscK48cK4UOQELIKUg1AVNHhIAFSUUyoaqWtnsEvBa0ROb9mHHICknfqgaqLghoU4qeobrkaFUte+KfJsaVWOctqRCRYvop6DkkaKRUWgHKoaQS/ltsLKwgw6SArmp9JgF0robI4cM5II2Uyom5mDluAe752tvvis/0cneBfvu/dfxn/W7xvkabZ3mOYIyD9u4MZt76WRrLU2tylTV2x2dPkrPmKMcy3OduqbzaaAqD3vVftP8YbLI8l7U88vOQ30th8j0K+S/crJHxl79eT/D2/71OwH7XbY4PI49DVvZsAuBjhUqQsSRg7JjBQjJOdbNJRfxGlnEkpJEyRi6G8LWtJ3FkgEjbdkmk4sj6x1YYhHgTPtZAFxPylbu1IU9KRXpPDHZOC3Ztk3SgkorbVR6D22hXIjr0RQsUc/15NzigOC2xLQuHOSetiTzieooJedVWbtb0K9NSk4Sq9Szzh2eTNtscZ2joSeQCWFPE2ORlNsjZILrp4BH4EX973vEftcnu/2zt34yb46Tnnvtr4bQNlcB84jayuSvc4VUHfi72s+P7qvy4+MimVXks+3n7RwNwo/59opykWffmfqbcVxTn2q7unbA/NqOdQqMljFdn47XNdjfWb2ex7I9ZpHmwZ7zNc8rgZ1CQTBqa+hGbg5gga+bPuJe++qDrmNwLWI8Z6kC6MFkoHWUJ3j6PWupubk03Wiu6rPJ8vEty2vTankeXkI3TjscJEsSFIDYTM3n6cLttIZ15VHPlcwcFDRax+uXKrnQP/ejj5zryR4u+9zwZzkWTE7zzBxJHSja07cUPJqwhMHR2sSxZ3AIhQ8D4nfVHhjPvip0Pr7/0tW6hZtaos8y+39CZwB+G6fn+pG0F33ni6HkjiiZcwyVvc4ljUZWKXI9bVknCxZ9zqxyKlUEI/tubTJ0OXNNbhKSSbR5VXLfWinqlGmzSda1KXGmW0v4y5nrekmTEm3ObHTPqk80MbFOe0N6B4m6aAHyJkU7RsysO2tz3Sc2fWaV7G+bEmddR7OHVR9ZxUzTiekqxwh9a8mLKRGSUUg2sWedIufuftqcaXJGU4PXRKMmv3etvUlLZKN7fOdY+Utaelp2NDER/J6VbFn7HevQTXUEgOsvfY9H70d+EtpnPsUAjimonPvruqs+RgBVkJkX/nrQa76t35w5xgfno2+HNo/HqJPvdPmFme8nVeR+4LtLTDTdhzo1vEaWy3dr/EAN/npq8WPl99z+Ah9le8wjzbX93If8ALufqtHQOeosEmllkt+RkAl5KiDiXY0yK8HtxufQyb7iM0ecL1wbl/BDsROXCDWiPGSFjNMKvh+rBVoioE7TQ0DdTscl7EdZuSEZEBQNpeyUCuoUbTsGcfA8IMhYHIy38xsqAyKMKGSqqwGqkpoKXVZ46tff95v6DU720NvX7z6ad/DGcb5GHsxk5nIFT64oQ/MXeKjEVNqqUIAlujsbHryS5nFccu4Y0jwmlCzaPJSIOz69vO7D4ctj8zW6PDnql8uPcrJH1374Gf+R/q32nCpwQYtH6AhcyobUCtu4JjtHJ4F2veWyu1aqCHqc9iiBLEJo9uzSBkSIRaJKMDQ6u4yqt6p+fkevljTow44+bUgitH5HTGsAnO/QEWnuEbUEQpcjQQtnmYzLZdxGlSYbpzOJycUpxqJzpaCJkx4fbfo83CTv1mOiH+ppsn0fNu4Wrm9o1EYjN7qlJeJL0a1Az4YtbSmP3biO4Ib8Gnhh//sf0d/wZIf2bb/xLDqmOKSKAct8XdAMqPz1EjG2Z5jFOvtz1ehbfbwDP3vEj2dgKJAyeMolEl7vmw7aOdxmmresWZPcG2HnQ/R8dt3lLGTy19++fgOPF3vMI821Pfevf2A1pwfJgUH72bxPfeEPz3E1EXCuByZ92ikx0FDncVutOM+lAMrUDxv+TdXiZ4sPUOSyIFdvWN0jG5MEBVJgHKfJWPESSlCSJuk4SXVLYkl+hcuMAP2U6ykiuL6SnXOnqlGPBftc9/Xj9GHgOOfC2fxVAXP1yGnx2wfoxKFTvZ3dDt9Yhqz1cj2y/HCr5Rt6uK5Gm0fk4wBdtu1bVrc545M9Evae3/SC8TlT4JyODXuucUmjPa5TruWtocD05G3DJu1pc+Sa3KDJQpsTQTO+1yLVFrnOTVY5GydaMyFZQl/ImRxXhviq4npPkzKrmKz4SR9ZxUjTK6u+p42RJiqrGEcUetX3Nt9HzmLPWYycpT2rFFnHnvN0SZMKYq4XpThJzx16wSZFrsUe1zmCZlbaEzJs5BZN7tjkDpexad1yTS84W1kRkxV7VuxZ+11Bl7esw85GPctN9Hc+rj7XT1j7sGt/apw+DJjno4BLf13nqYjMfbtUbR2CFxx3slfYMf9+LOr4zbRlgHLd8uB3l2N/ilTInPlvqa57jkKf85TfxNk8+va4QpoB9m/ecfFf3smb/+RPkH51Oy4X9oSC0joAnwhqRHMR8L4rzDjrFzWFywwgPuI0jXQL7w2dVjW5I3s2FAn7KuGvxw9ycr43dQ6hyNCVD3gY0GW1oiYDMu0TMiDW3gqb2HllEw/VMthRI8pNNyLECuhmqoqYg5ZsP9svrfoZVzmFOOmkKJx/9U+R3vyTtO/zmRxWgjvZo2H3pt/g9foz/JP0ddzi7ePyuRYEGJd5UnA5DJrnSO1czm4ImKcwd5x+AKR5nF6gD1NAVCMKUyA7SJIP28xD20MkQ3CkRdWt4+hyvW5ywP+AV/BafoEP5+NPz/VjxHavu+TiZ27xS7/354j3T3DDJS0eNYUNOSe1SoorEsLeNYhLqDYkBPWZpMZN7sUR/J6Y1ySE0OzYpbOCQI/ev+AS9uk2jNfQ4uQcKqnIzAmOHsmGUgc6q7KKGI84Gb3Nuy1E64g14ZJ9PLfqfOGS1G/wqoiLkD1NjoDgpMNnZ0VJ2gvyrmWtpnyxche0KRNKMOWIrNixEfueBdcRBn+u8Lxf/Fz6X7iXs0/7Lafn+jFi98bX8s74Gl5+3xeRmOKQJeiRK9R5iSTb+mnBPABfINAL1HYWdlYIsVzlx69ArIeUl1qWDiaO83KfOdrsZvjf0aJT5T0sdYunfVX5c+3/x1v1DXxA+EQeT/aYk5y7na2euWb1ec/Gkfi1L/zhslRLwDz8sNmGw6qHTupiB34S01Y1CSIZunk+TT94Tc1hDtrNi53k8cWw73jdNxuCEseISI+RjKBZyubWHxsRZMTk5gY+d26hBPMCoxQdgEQht9P1Sd+gVZUo6T3qy/0QIdz1XMJdj43qOiczu9s/i7t5FjfyO/hu/TPA5KzmwaaRIKb1tblxqW1fu9fh+YN5sPmufYSnYT6pn/IqSNbFugmRqM/b4Ua0ZeS7HZEsGpbUbOy6KKzDc488k3t45rt0PSd7eGz9vDPWzzvjuV97k1/9utePv+kGq4LXEInqiV2LsiNKg6cnphUQiRRqRm/Dv6IJzaZjHJ0pcEiKZOCs2bNPG0BIYqNzghaqRy6ycaabPJQP8hKRZE9S4zpyMu3ole+Ipde3ch1dCdpbjWiRipPe47OBM5rB6ZagVppotbok7te0uSdvPWt2rLXHk3AaCSRajNeNy5zpJW0BckpRQRvdXEP7/Dton3/H0ft7skfH7g7P5+7wfH7r5kv48e23AkMQutRrnnf35yDG5K+XdiyhuW7ncPv59HLvY/PzdTJ+Wa5CUZW5rKf56ykQXn5hbJsKRIHxwW7lnHv8C7iHF1xxtMeuPe6Q5tp2v3A/N175Fi7+z9ey/08TOifsaKqRLO/3+OHDrErjJ06xAs2ILCs+dFVHKhGkH7NVfTOgu4rzFVIdKj50zV32ESmIASEjYyCrSFuOiSKriXet7X5MJtRGIUzbDYVOQMlBoJnQ5hQShCmQT00/4y6vvvZVxF/6ftoP/wP45lTY4bFsb0w/z2vSj/Iq/af8Or84Ll9yyo45yiErVoq6hs62HYLtyaXVvf/jjveBkealVnK+cvt6H3dAOamD+Dz7sAzrhjB5ji5/K/+Cn+HH+FQ+l0ZOdKPHst36yfu5+SP386a//DouXz/kYUCHpyET8dzgGr3zKJ6M0EsgiUMwPnHb7NhHK7gUcWOQksXRhC19bwVUpOmIybbLYpzn4aMuKL5MOyoes9tBNq7zKlzQ9WcW2IdL9vGswBoR1OFK9bNGe5pSvm3VXJC7tQXRYlJ4a/Y4lKbdI53QYj7bSZHjE5sXEqHi2r3Hj386+x95K3f+ofcb9fNP9ti0X9//KO/of47/ePEN7Moo4cwfF6vR1+XImaG2ebbvxDeWGQBYAxZ1EJ5n+xxHo3Xhr2dB/CxxsT73hY+fXdOk4jQcd2L91t8XO+uvDK/gjfqzfHTzux+3oyaP66B5sO1r7+f17/NvGR6l1u2rtXlGxUCgcbtxrfgeT+GNSZGaK+bcbkocDJYsOAStfqRtgGvq9ruS/IcFykMSYQDxU9At7SAvp6VaYHlgV3FGtWCzG887NwmGpBAUXdWSchldT043k9FVmd/cybX/dQq+Tvb4sNf3P8dfyp85Ic3DaAjH0AAZh6TH0YzKOR9UERxbdaPjPBjSG7c7DIJrBGGeWVDTNiYnXlM4hLoq4DKgPx6gH7vuu3gq/7u88uBOnOyxbfe/6h389Mf9FIogLpsKULEbbAoO7OloYKV0cY0i9DiciyRtUBGcRHpaBAugnUYo8EjTbtlHqzDoXU/Mtt1QtMSjZARHwukAnmxJJdBetzfZ788RwIc9Xdrg1IqveDU+tQIrf4nvvSUOhg5ioNEeRQiyY6WKJ5ExpaeWHV4MqzuTHa5KEPPlTWrfa8XzXvPSR+jXONlDZa/ZvoJ/c+N/LHPl234EkLDVjlpnfllFUJfB9gFgUcbvZr572qeWv1tSKuoROhbAih4J1Of7zCXlpu9S1UaVf6LVad3Di/izm+9f3onHnT0hgmaA1EX6194i37vjzZ/winG5Y0/w46cYJ3srfCIWeAY3VQckKL4gAQOfeewk+YiTaECeGCJtprgana4QaJo0Bc1i6MdQvtqC5rKi6cdhHPVAOwX1ut5OuswCtENFKMghQlOhy+0cXW7/6i/Czd/AP/3xNwRyMrM+7Xk7b+QN+dV8p/6Jcfnypa2D0NFm6EJxstPKqZ0ZoqBV+8cdN1WgXAfAdTBdn8MSkZ7exuNIxtGPxjiUKXw3r+I+3smz5EQxerxa3EX6X9vxju99C6/7k68D7NftcYTyFN7kjI4GB0Tx7CWgYohxRGiaPV1BlpMTUFdQZyG4PX02tYy23bLvLBhWUZyK0TPEIRoZkkrbcElfUOx1c4uuM3QZSWQNeDKKocXGdlNW7SV0pt1sXdDMms7Q7NATYhrRZSSxkR1B4ti5HPJsxCsveNsXkt++p33+nY/AL3Cyh8O6dMGFvpkfv/x7/MTu79rCMipxEEDPlCumNpbo7dIXDrS3JTo9C5qn5h8gaGYGrMy389Z2WTkBMoyjPsMZ1brOYzvFXwuBb1z9FB0XPMU/Mfz1EyYd17eB9Yvv4uwjn4l73jVbeO7xrkqaUi2lt2WUnRseGgOa99NvL7MYYQp+oRQmmWwocGLRcPVvZtWygl4P0/OsPaa2UNNaHprOQJ7akFgpYQAS1+O0+6w/hV+fnQLmx7k1fsWz/Av48OazuIN7AFhzbbZN/ShNz2/taJXJ4cHMw1V2WH3vahuOpYtlc2x4OprO8Y3ZkSaFz+PWjKkXwpfyp9nI2SlgfpxbWAc2L7zGc77m+TRPs85a+zQhMGTbw5o9d3KL69ziTLecyyXnecsq7wg5QiestafVyBk7Gk00asVEcvIENXWNJkeCGvd4RUdTpkOOpr6hCT8s00jQiMsYXzknXII2d6xyxybv2bhLVrpno3ukM4rGio4VHWfukhU7zrmgiZGGPRu55NzdYsWeUIAXJ0rYaFFmUp79so8k3LE+BcyPc2v9OXeHF/CS63+ZljtA4dw9c+aPgcX8Mig+CoHcxkvOt7t6nS7mZyc1/lUytQhXPT346ynDZD4euOZ8bOdLwsu45u9+wgTM8ARCmq+yXzv/NgN3VRGJRfOyYFeuUsNQnZQyAPHZNDahcJ0L90yAJpWS2/YI+YpbzIBOC+BzkakrD1W7nwKNUHGfHZbkN4ysr3eTtjI6VgcEyK6jVtTKbTeBcB/wcbRf8bJ395ad7HFgX9I9f5xe0hts9ir0d474LrddtjlbJlMYXDvwJfVjqaAxLZ/O89h+S6RkOK+P49P5n+UvcrInvr1K/gPD85WYOl4ZYU9DQyLi2bLC0kiViIMmk0oSX48ji4kUJkyjOUXjKrvQk1NTjZDk4mrF1DAK8OBch8aAR02lg56mPLGh2eI7V2q8ORyxcJcz6jKbvGXt9qjaiEzrUgWS5JHyd/eXv4Bn/PWPeoTu7MkeTfsrb50SOeejdrWv0yPrJhR37luXCHVRK9L6GNVI4BU0jpo+oQuqnlZbLkf/lkodWuYV+DT/J/mU1TQq+kSzJwzSfJU9+01/iObjn8O1r/wQwvX55bpqVEEHJHkEebsiwq0j6jyNSERmqNyILB8OQA+P+YiuDceskztyaaNkUo+azlK9AaUB0Xmyk/yBvwEv+kj41D9yCpifRPbX/H/lRXwEn8mXE5a6xFckC9r8Aq+4IhnjUHlz+vvAiMcS4V4uPX5eS/uzfDvvx4fwUv7IKWB+Etl///qP4q6PPef53/SehFA/P8q6lJhe0bPi0hBoLljREfrMeb40JJgd53nHWd6yzh2uV9basdKelUaa3NPmnib3NJqsumDuCQWVbnOPT8pKI2vt2GjHhi1r3bHRS0JvlIs1l2y4xZoLzrnJHXLfGDB7lwk+4WshfeA9fvCTOP/ou7nnL3/QKWB+EtkX3/UTPCd8OC85/2aQaWR5HiTPx+B0+P+Is5wNVFdWxxn1FrdDqbX6f0CRl/sdjipO01/t/wPvKb+N3+G/4QkdMMOTAGmurXvtvbzjQ18Gfab5nc9HXv7qei3eT4+HD1XVPjI+VBJufjci1Crgm900Vj1oOSuoN8RiXNfupmAkpJLwV465mlBupYd1npDnZj/r3uTnPhXe8Rvw7OcT/sq/f4juzsker/bG/pf4X/QzyWTen4/jZ+U/jeuWVfoO0N0r1TgmBz5SK67Kpq5C7CXqfSDB9ADo8p08lft4J+/Fi/lr7p89mEs/2RPY7v/hd/IzH/OT5Ax3fvw59/1/U67HqMaJIcuCEkh0eHqacei4K/iw8ZGdVVfNVui3E48oNCRLCvQRSUWmDk9DpMH4x45IIOKLyseKPWdFn7cTuC72vVBl1L4Fo16Ep3jiOyJnH303v+U/fuYjeAdP9li0126/n3956/NQlKfxwbxVfrqsOeQ+13zhZeCrSKUCdkRJYxyl4QGRZnteS7XhA8m88h1QLcmF07m1cp09t3ghH8+Xnj95/PWTKmiuTVV5x7P+CmwTuFJGuxIhb5pdtXWHr+TcXFNJ1knCh4HvrLimq57JhDQVgt1UCYMSoa1QiLA31WwdKBlTO/q0p8KNX7eZj/pk3Fd+y0NxC072BLSUEl+a359MxLQBlhy22wXNx6kah4l58yHEK4NmpmG75fGfxnN4G/ZcfyKfw5e5b3jwF3qyJ5WlPvFfNv+RlByhzaRu3qlrmHzpHscKKzKyZYWgtEQinj2B1ggd7GhNU5k9CU8vnlXRUt7REEicsUOBDsc5e7xkkjo8cZSIywgrN6kuNS/e0P3CJQLc/VUv5Bl/5cMfsft0sseX7dMF33Lvc4GMZ0MvuyNBa5lXqiD50CfP56+iYCyCbaUK0o1NXVRLbVmVwPU03oe3FgnUTw1/ik9af8W7fN2PZ3vSBs1Lu/W1L6f/zh8FwH3Ys/A/+dpppdvhx2dHcW2lqkGHawb+hOKafRVPRKSpAmPfTSMzmmHUXQZ8b9UByzH0Lge7rT3Q3/V9yJ2Pr1KTJ3ts2Hf0X8WP8G8BeB4fwK/yc+O6Japh9psPmg+D7asDcwtnOkD4x/wgG3fOyU72m7Wf/awf5+2vuAHAHR8c2P70vuqY6ahKkXF40jjY15cnUIAek4oLpWu5peWcocCIqTqHok4QVVhVyeAQR+1/RGnaiHYgQXnh/S/Frx93dcNO9hiwf3zvp/OG/IMA3M2LeKe8ZlyXF9vWPvlQw1+mkWqY8SnyFUEzDFzlqQ0tNTVFAn9x83qCPz3Xp6D5Crv1gd8Ab7sFTznDcwE3B9kgcDV1Q3pcRetwba0RXSHNYEmCI5dZoa2oG//T74J/+Y9t1ee/FP7wH3u4Lu1kT1JTVb4sfhiX3M+dPJ0LuUnPUFzhWMGRafpdDZq/gD/Ov5BvA+AL+WN8nvsjD90Fnexk2OjKjz3lB+hvKOvntfS/vkcH4DcodayrJfFPGCgeefTlSSEMo40KMyFHGcqt2DP+zG96Pu/4M78AwLP/5gfxlD/+vg/vRZ7sSWcx9Xzz/e9JYstT5UW8XX+ZieTWkKoH+8qgGcbibOO2Mh8ZrCu3fhJfx/8jfwmAz2//Fr9tddILX9opaH4QlvpI9zv+Omw72v/zK0kf/6fh/kt7EH/fR+P+j++3BzY4nN8yprB+yPsg/+1npoZ+76ch3/1vbPqlvxNe/J7w9/8BfMonwZeegomTPbK2S1u+Ub8QRflz8j38Mf0o9lwiCB/OZ/JDvByAQEsnE6f//flIfpYfHuc/gS/gB/geAD6PL+M6T+F7+d/4JL6Az/d/9JG9qJM96S3ev+fnPvKHcWvP+/7wR/ATd/2/xK3ggnL3p97Jva+4DwH8dci3SiCscOdn3sWNV9xbhqeVp33B03nHv3grCLzHt74vso+8/W/8Ck//yvfm6V/54kf7Mk/2JLOL9Hb+0Y1PZS138XvP/h3fdPFbyPR4Wp7tfhtv0B8CYMNTuOTeEZB7ofx2fonvK60Iz3f/A7+iVmTk81ffxtvz6/nR+F18YvNVfOT69z8q1/Z4slPQ/BBY+snXoD/9WuSLXoLEBH/+f4MPfAHuiz4DfdNb4P/+T/CFn4FcP3u0T/VkJ3vQ9vPpR/g1fQ2f7H8P+3zB3+PreT8+nE/yL+U30uv4EV7Jp/JFrP3puT7Z48fu/b7foHvdlnv+8HuR7u943R/6Ke767GfytN/7nmxffT/3veI3uOePvzd+cxqKPtnjx169+/ds9T4+dPO7uZXewr/d/kk+MHwOH7j+HH49/gy/3L2Kj1r9YYJvbt/Yya60U9B8spOd7GQnO9nJTnayk93GnvA6zSc72clOdrKTnexkJzvZu2unoPlkJzvZyU52spOd7GQnu42dguaTnexkJzvZyU52spOd7DZ2CppPdrKTnexkJzvZyU52stvYKWg+2clOdrKTnexkJzvZyW5jp6D5ZCc72clOdrKTnexkJ7uNnYLmk53sZCc72clOdrKTnew2dgqaT3ayk53sZCc72clOdrLb2CloPtnJTnayk53sZCc72cluY6eg+WQnO9nJTnayk53sZCe7jZ2C5pOd7GQnO9nJTnayk53sNnYKmk92spOd7GQnO9nJTnay29gpaD7ZyU52spOd7GQnO9nJbmOnoPlkJzvZyU52spOd7GQnu42dguaTnexkJzvZyU52spOd7DZ2CppPdrKTnexkJzvZyU52stvYKWg+2clOdrKTnexkJzvZyW5jp6D5ZCc72clOdrKTnexkJ7uN/f9lYgiEeK4enQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(9,4))\n", + "fig.suptitle(\"Circular coordinates with cyclic colormap\", fontsize=20)\n", + "for i, coordinate in enumerate(circular_coords):\n", + " plt.subplot(1, len(toroidal_coords), i + 1)\n", + " plt.scatter(X[:, 1], X[:, 0], s=2, c=CircleMapUtils.to_sinebow(coordinate))\n", + " plt.title(\"circular\\ncoordinate \" + str(i+1))\n", + " plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(9, 4))\n", + "fig.suptitle(\"Circular coordinates with levelset colormap\", fontsize=20)\n", + "for i, coordinate in enumerate(circular_coords):\n", + " plt.subplot(1, len(toroidal_coords), i + 1)\n", + " plt.scatter(\n", + " X[:, 1],\n", + " X[:, 0],\n", + " s=2,\n", + " c=CircleMapUtils.levelset_coloring(CircleMapUtils.center(coordinate)),\n", + " )\n", + " plt.title(\"toroidal\\ncoordinate \" + str(i + 1))\n", + " plt.gca().set_aspect(\"equal\")\n", + " _ = plt.axis(\"off\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "087e6391ed1cd4684da4d47dd76868e5fa890f509da77f6f7afb76c04058243b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/movingDot.html b/notebooks/movingDot.html new file mode 100644 index 0000000..26ec325 --- /dev/null +++ b/notebooks/movingDot.html @@ -0,0 +1,238 @@ + + + + + + + Complex projective coordinates on data set of image patches — DREiMac documentation + + + + + + + + + + + + + + + + + + + + + + + +
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+ +
+

Complex projective coordinates on data set of image patches

+

In this example, we explore the topology of a collection of images of a moving dot, which, as we will show using persistent cohomology and complex projective coordinates, are parametrized by the 2-sphere. Each image patch is a square \(d \times d\) region of pixels. Each pixel can be thought of as a dimension, so each patch lives in \(\mathbb{R}^{d \times d}\), and a collection of patches can be thought of as a Euclidean point cloud in \(\mathbb{R}^{d \times d}\).

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+
[1]:
+
+
+
from dreimac import GeometryExamples, PlotUtils, ComplexProjectiveCoords, ProjectiveMapUtils, GeometryUtils
+
+import matplotlib.pyplot as plt
+import numpy as np
+from persim import plot_diagrams
+
+
+
+

Let’s start by looking at a small sample of image patches

+
+
[2]:
+
+
+
small_sample = GeometryExamples.moving_dot(10, sigma=2)
+
+plt.figure(figsize=(8,8))
+_ = PlotUtils.plot_patches(small_sample, zoom=4)
+
+
+
+
+
+
+
+../_images/notebooks_movingDot_3_0.png +
+
+

The topology of the data is best captured by approximations of the geodesic distance. This is what the function landmark_geodesic_distance does.

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+
[3]:
+
+
+
P = GeometryExamples.moving_dot(100, sigma=2)
+dist_mat, pointcloud_permutation = GeometryUtils.landmark_geodesic_distance(P, 300, 20)
+
+
+
+

As we can see, the data has one high-prominence 2-dimensional void.

+
+
[4]:
+
+
+
cpc = ComplexProjectiveCoords(dist_mat, n_landmarks=300, distance_matrix=True)
+fig = plt.figure()
+plot_diagrams(cpc._dgms)
+
+
+
+
+
+
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+../_images/notebooks_movingDot_7_0.png +
+
+

We now apply complex projective coordinates.

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+
[5]:
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coords = cpc.get_coordinates(perc=0.9, proj_dim=1, cocycle_idx=0)
+coords_R3 = ProjectiveMapUtils.hopf_map(coords)
+coords_R2 = ProjectiveMapUtils.stereographic_projection_hemispheres(coords_R3)
+
+
+
+
+
[6]:
+
+
+
subsample = GeometryUtils.get_greedy_perm_pc(coords_R2, 200)['perm']
+
+plt.figure(figsize=(10, 5))
+PlotUtils.imscatter(coords_R2[subsample], P[pointcloud_permutation][subsample], 10)
+_ = PlotUtils.plot_2sphere_boundary()
+
+
+
+
+
+
+
+../_images/notebooks_movingDot_10_0.png +
+
+
+ + +
+
+ +
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+
+ + + + \ No newline at end of file diff --git a/notebooks/movingDot.ipynb b/notebooks/movingDot.ipynb new file mode 100644 index 0000000..60f0dd5 --- /dev/null +++ b/notebooks/movingDot.ipynb @@ -0,0 +1,172 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Complex projective coordinates on data set of image patches\n", + "\n", + "In this example, we explore the topology of a collection of images of a moving dot, which, as we will show using persistent cohomology and complex projective coordinates, are parametrized by the 2-sphere.\n", + "Each image patch is a square $d \\times d$ region of pixels.\n", + "Each pixel can be thought of as a dimension, so each patch lives in $\\mathbb{R}^{d \\times d}$, and a collection of patches can be thought of as a Euclidean point cloud in $\\mathbb{R}^{d \\times d}$." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from dreimac import GeometryExamples, PlotUtils, ComplexProjectiveCoords, ProjectiveMapUtils, GeometryUtils\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from persim import plot_diagrams" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's start by looking at a small sample of image patches" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "small_sample = GeometryExamples.moving_dot(10, sigma=2)\n", + "\n", + "plt.figure(figsize=(8,8))\n", + "_ = PlotUtils.plot_patches(small_sample, zoom=4)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The topology of the data is best captured by approximations of the geodesic distance. This is what the function `landmark_geodesic_distance` does." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "P = GeometryExamples.moving_dot(100, sigma=2)\n", + "dist_mat, pointcloud_permutation = GeometryUtils.landmark_geodesic_distance(P, 300, 20)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see, the data has one high-prominence 2-dimensional void." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cpc = ComplexProjectiveCoords(dist_mat, n_landmarks=300, distance_matrix=True)\n", + "fig = plt.figure()\n", + "plot_diagrams(cpc._dgms)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now apply complex projective coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "coords = cpc.get_coordinates(perc=0.9, proj_dim=1, cocycle_idx=0)\n", + "coords_R3 = ProjectiveMapUtils.hopf_map(coords)\n", + "coords_R2 = ProjectiveMapUtils.stereographic_projection_hemispheres(coords_R3)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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TzWZRLBZZ8ojRMFigwagpBaUS3uFheKany+RYtZKEgdVVDC8vw+33N1VwQShhu23quEEGoaDRwDs8jGGP58DP02g0219/JxtVKBTox9U4KKanpxEMBmEwGODz+WC1WsFxHDQazQsHsZzDKGcxGIz2Jm0wYHVyEitTU2Vmd9Z4HEPLyxhaXoalwjajeqGVteaSVlH53rrf/qooFjHg8UCTz1f8tSYnJ+kcnCiK8Hq9SCaTdJ9VKBQvVFiOysWLFxGNRhEKhSBJEmKxGCRJgiiK9Gvt9b199Od/jvH5eQwtL9etfY1x8mCBBqMmpA0GLJ86heWZGUhGI/37bq8XowsL6F9b29fnoVk4snfGfsg8NQ7CarXSQy+bzSKXyyGfz9Nhv+MGGyTLRR63UjnEf/2bv0HP5iYm5ubQs7nZlMEhg8GoLVG3G0tnzmyLZKhUALaVooY8HowuLKCjyarSchwOB710k4w/aWXK7wQRe+2BJaUSoxUOgRO6urqQTqehVqths9lgNBqh0+mgVqvp5b9anDt3DsFgEBaLBeFwGJubm+B5HhqN5sCAJtbZibudnXj42msYef4cE8+eNaytjdG+sECDUVWiLhcWz53D5sgIPYQMqRRGFxYwurRU8SBdM3Bk74z9qNBTY3h4mKqVpFIpqgolSVJVKhscxyGRSCCRSEAURWSzWRpwHERJqYRvaAi+oSFY43FMzc5i+PlzlgljMNqcokKBjdFRLJ09i2hnJ/37jmAQ4/PzGFhZOVS2v1F07qy9VCohk8kgmUxSlSZS4SAfy6nUO0OOUqks+1XNwGI3uw0BKz0fLnz1FZZnZiDYbFg6cwZLZ86gd30dU7Oz6PL5mjZgZLQWLNBgHJsSgEB/P+bOn0eor4/+vSsQwOSzZ+hfXa1q9aIi5ZA9OIw50bG9M/ajAk+NkZERFAoFZLNZxGIxKBQKOjtB/C62H+powcb9+/fBcRwikQi8Xi/i8TiVXjwoiPnhL3+J5ZkZrExPg3c4cO/NN/H46lVMzM1h8ulT6HckchkMRnuQV6uxMjWFhXPnqEO3slDAoMeDyWfPXjAUbXYGBwfpXppMJqFWq+nQNKkWF/ZInFTqnSHn2bNnyGQySCQS2NzcRDQaRTKZRDabrbq6XzKZhCAIEEWRVmkqqX7PPHmC6SdPEOjrw/PTp7G1k0jyDQ3BHolgenYWQ8vLDRdlYbQ2LNBgHJmiQoHNkRHMXbgAzuUCsN3LOrS8jKnZ2W1TuRpBskO1Gm6TtwVUlQo8Nc6cOYNcLod0Oo2trS168OVyOTpEuNdhWCm3bt2i8rZbW1sIh8PgeR6ZTIYeTns9r9ZEApe++gpn79+HZ2oKS2fOIGW14tmlS1g4exbj8/PQ/J//J3UbT6VSEEURuVyOtibs93oxh1oGo3nIarVY3MlwEz8jXTqNyadPMT4/37JJhevXr0OlUiGfzyMYDMLj8SAQCECpVCKXy9G9b/f+Wql3hpzFxUVks1kIggCv14tYLEZlZ6vRAivn8ePHiMfjCIVC8Pl84DiuouQRsC2H3rO1hZ6tLSStViyePYuVyUlwLhe+eucdzL7yCk49eoSRpaWmb3dmNCcs0GAcmhK2L+JPL10C73QCANS5HMYWFjD15EnNB4blA8vyIbdqbtw52dDggbzzzqEfOwWg+POfQ7VPsPDuu+9StZL5+XkUCgUoFApIkoR0On1sucLl5WX6WLFYDMlkEpIk0UDgZY+ryeUw/fQpJp89g3d4GPMXLiDmdmPx3Dn8eGwMmUwG6XQa0WgUSqUSoijSNTOZRQajeclqtVg8exaLZ8/SPdCcSGD6yROMLC21fJvk2bNnoVarkcvlYLPZqDqTIAjQaDS0ErB7ePooLb9Pnjyh8rY+n++FhE4198KbN2/SNtvNzU2Ew2FaPXnZoLscC8/j8hdf4OzXX2N5ZgaLZ88iZbXi3ptv4umlS5h5/BjjCwv7nl0Mxl6wQINRMSUAmyMjmH3lFRpgaDIZTM/OYuLZM+h2el1rjVpd/rbdPcxcjc178ulT9GxuvvTzPtxDLlH++34ctFEPDw9DkiTE43FEo1HYbDbEYjHodLqqqJV4PJ49qw6HPfyUpRIGV1cxsLoKf38/5i5exPj4ONVzJ1lC0vKVz+eZxCKD0YTkNBoskABjx9fIFo3izMOH6F9dbZvWmZGRERpo5PN5eL1ecBwHvV4PlUpVVSWojR03bwDQ6/WYmJioyuPuxfPnz6nKFAkyJEk6sl+HLpPB6UePMDU7C8/MDObPn0fabMaDN97AwvnzOHP/PkaWltrmfcGoLSzQYFREsKcHj159FbGdYToSYEzOzkKby9V1LWazmR4IxWKRXpLJZRY4fnVDWSrBxnEv/TyVrL1qd6Bz1DXY7Xak02kUCgWYTCbodLoy9ZDjHoRnz5491v/fjQJAr9eLXq8X1//qr+j8h06nQ27nvZHNZpHNZpkZIIPRRBSUSizPzODZpUvIGAwAAFsshjP372NgdbXthoF7e3uh0WiQzWbB8zxsNhvMZjMNNA6S925mlpeXkcvlaKsWaZuqtEq9H+pCAVNPn2J8bg6ehQX6NXyCgOc7X0M+c7IXrC2WwQINxoHEnU48vnoV/sFBANsyhtOzs5ianYU2m23Imux2O1XyyOfzSKfTyGazdH6hni06+p3+ZQA0c3/cNqF0Oo10Og1JkuhhIVdDaeZL+iuvvIJwOAy/3w9BEBAKhSCKInier7nyCoPBqIwSgI2xMTy+cgUpqxUAYOE4nPv6awysrLRdgEGIRCK0okFEMNLpdNWcuhvF5ORkTR9fVSxifHy8rGqiUCjK2mJZAomxHyzQYOyJpNfjyZUr8ExPAwoFFMUixufmcObBg4YPAnZ3d1MtckmSkEwmkUqloFAoaGWjXhfyTpnUYzabpUEP8ak4yuH14MEDKr3o8XgQDAaRSCRolaOZgw273Y5cLgdBEGAwGKDVaulrxWAwGk/U7cb9a9cQ7eoCAOhFEWe//hqji4tt3wqzvr5Oh8H9fj8d0JYkqepzE+3G5OQkBEEAz/NQKBR0/kMu9MGeO8ZesECDUUZRocDzU6cwe/ky7dUd9Hhw7t49WHi+wavb5pVXXoHBYIBKpaKKHuFwGKFQCIVCgfpN1GPj6+npoR+LogiO45BOpwGAlpIPe3jNzc3RAUWv14toNAqe519aom4GSJuXWq2mrQjVavliMBhHJ20w4PHVq1idmgKwXZ2eefwY07OzULeAB0Y1WFhYgFqtpoFGMBiklQ25eSnjRa5fv06VrbRaLTKZDIrFIjKZDP2YVTUYe8ECDQYl1N2Nr7/1LSR2Br0dkQhe+eILuIPBBq+snDNnzsBisUClUoHjOKjVaqjVatp3K3fRrjVjY2NQKpUoFApIJBLQaDTgOI5meo4S8Dx9+pS61obDYaq/TrJuzZw5mp+fRzQaRSAQQCgUAs/zZa0JDAajvhQVCiydPo3Zy5eR31GSGllcxPm7d2HYSYqcFG7cuFH2Z4VCgd7eXvT29jZoRa3DhQsXEAwG4XA4wHEcfD4frXCwtljGQbBAg4GMTodHr76KlelpANt66efu3WvaUvro6ChsNhs0Gg3C4TBtK4pEItBqtZAkiWbQa30hf+utt2iGbGtrC4uLi9ja2gKAspmRw6yFl1WOnE4nnDuBXyvw6NEjJBIJxGIxbG1tUT33l7WRbQ0Ook+m0sJgMI5PzOXC3evXEXe7AQDOUAivfPEFXC1mtMdoPGazGalUCgaDATqdjlatXxZgCBbLkeSBGe0DCzROMCUA6+PjePD661RxZHxuDufv3m3YoHcljI2Nwel0QqvVwmq10hkGi8UCrVZbV/WQU6dO0eFCg8FAg554PA6NRkP7V08K8/PzVM89EAjQ50MeaOwVbNz83vcwtLyMS19+2fAZIAaj1cmp1Zi9cgVLp0+jpFRCk8ngwp07GFtYaNtBb0Ztkbe/HqYV9nd/8Rc4d+8eJp8+bcrEJaP2sEDjhCIajbj35pvw7ahJWWMxXL11q+napPZCLpVK5hYaNcjX19dHAwpRFGGz2WAymaDX66viedFq3LlzB7lcDpIkgeM48DxP1bMOen0UxSLWx8cR6OvDpS+/xJDHwy5EDMYRCPT24u5bbyFlsQAAhpaXcfH27RPXJsWoLk+ePEE0GkUwGKTu48SD6aB23oJajYevv46N0VG8evMmbPF4nVfOaDQs0DhhlACsTUzg/rVryOl0UBYKOPPgAaYfP4aqRXroQ6EQMpkMbZ2Kx+NUOaTeA32khSubzcJsNlOlJfkg9ElidXWVyvxKkoRMJkP9TQ46jN7/l3/BnbfeQqKjA7fffRcbY2O4cusWuxwxGBWSU6vx+NVX8fz0aQCAKZnE5Vu30Ov1NnhljHbg4cOH4HkesVgMXq+Xnrsva4u9cvMmHr32GqJdXfjwpz/Fmfv3MfP4MatunCBYoHGCkPR63H3zTWwNDwPY7td97fPPKzKmayZWV1dhsVigVqsRj8cRCAQQjUbppldPZaa1tTXaOuXz+ejgdiaTaXqFqFrA8zzVVScBxkEtU4SOSATf/c1vMH/+PJ5duoSt4WFEurpw9eZN9K+v1/E7YDBaj3BXF7565x0IO54Y43NzuHDnDjR1NlNltC9zc3MQRRGCINB2Zbn7OLC3Se34wgJ6Nzbw9fXr2BoawpOrV+EbHMTrn33GZjdOCCzQOCH4+/vx1dtvQzIat6sYLZxV+PDDD/f8+5GREYyMjNR1LR6PhwYaXq8XkUiEKi2dRLnEVCoFAC8YJ1byHKiKRZx5+BD9a2u4/e1vg+vowK3vfhejCwu4dPs2uzQxGLsoKhR4dukSnl28iJJSCaMg4OqNG+jZEaRoNP/4j/94pP/H3KSbj/v37yOTySCXyyGRSEAQBGQymZe2xQKAURRx/aOPsDYxga/feAOR7m78/mc/w6XbtzG6uMjaZNscFmi0OQWlEo+vXsXiuXMAAFsshtc//RSOWKzmX/skHDJzc3PUoTwcDiMQCCAWi72gtHRSgo2f/vSnx34MezyO7/zmN5i9fBnz589jZXoaoZ4evPGHP8AZjVZhlQxG6yOYzbj97W8j0t0NABheWsLlL75gATkDH330EZ1dPExl+aCzd2Njgz4m8c4gf67kjFMAGHn+HG6/H1+9/TbCO7NE/oEBXL15s6kFaBjHgwUabUzSasWf3nsPnMsFAJh49gwXvvoK6jr4S5wUnj59WvZns9kMs9mM0dHRBq2oPVAVi7hw9y56NzZw+513INhs+OTP/xwXv/oKE8+esQwY40SzMTKCu2+9hZxWC002i8u3bmHY42n0sl5grxm1k5J0aSQul4uKpqTTaerBRGbljkIymaRVavJY8qp1pZgFAf/TkyfIP3gASZLg8/mwvrkJjuPAcRySyeS+3QCtlIRkfAMLNNqUzeFh3Hn7beS0WmglCa99/nndfQrYIcM4Lp2BAL73z/+MO2+9ha3hYdx/4w0Ee3vx6o0bLAPGOHEUFQo8eu01LJ49CwBwBQJN3euuUqnK/iz3FGJnQe3o7OyEJElIp9NQKpUoFotlLU5Hee5FUaT/T/44R3ms8+fPI5vNIplMUu+rYrEISZIgiuKJ6wRod1ig0WYUFQo8vnoVC+fPA9g+iN74wx9gFMW6r2W36pJ8Y2IbCKNSdJkMrn/8MZbOnMGjV1+Fd2QEnNOJ6x9/DDuTSmScEESTCV+8+y5tlZp59Ajn7t1r6jk7vV5PJb5JJlz+OzsLasOFCxdohcDr9aJUKtEL/EGD2wfxs5/9rGrrm5qagiRJ4Hke2WwWoVAIqVQKHMdBpVKdKO+pkwALNNoISa/HF++9h1BvLwBg6skTXLhzp2EHkdxLolQqlR0ylfZ1MhjAdn/v1NOncAUC+OL992kr1as3bmBwZaXRy2Mwakqopwd/eu89ZAwGaDIZvPb55y2hxmaxWOgZQHr78/k8crncS9WKGEfnW9/6Fvx+P/x+PwBQ3ymiylhocPv0qVOnkE6nEYvFkEwmsb6+Do7jTrQ0fDvDAo02Ie504tZ3v4uUxQJ1NovXPv8cA2trDV2T2WymmwYx1yMHDCnjnjRVJsbx6IhE8N1//md88e67CPb344v33kP08WOcv3u3qTO7DMZRWZ6ZwddvvIGSUgl7JIJvffIJLE3aKrWbjo4OqNXb14x8Pk/9jtLp9ImuaPzyl78E8E2AVelzUOmMwtjYGDQaDQDA5/PBYDAglUpBqVQCAE3+NQpy9rM7wMmABRptwObICG6//TYKGg0sHIc3P/oI1kSi0cuCw+GAVqulgUYqlUImk6GHzMtM3BiMvdBlMnj797+nLYIL58+Dt9tx7dNPmeIOo20oKhR4cO0aNeAbXF7GqzdutJSYx9mzZ2llWxRFBAIBJBIJRKNRxHfaHk+iDDgJvogMeLVbikdGRlAqlZDJZGCz2WAwGKDRaKBSqZqiUhAMBpFOp5FIJKjDOKl2nbT3wkmABRotTAnAs4sXMXvlCgCge3MTb/zxj00zJDszMwOz2QytVotCoYBIJIJ4PI5oNIpSqQRJkmhJl20sjMOgLJVw8c4dOMNh3Hn7bfiGhvCHf/fv8OaHH8K04+XBYLQqWa0Wf3r/fQT7+oBSCefu3cOpR49aTm3tzJkzMJlMUKlU4Hkeer0egUAAhUIBoijSdtqTZmyq0+nouZfP52krcbUu2aSToFlbkBYXF5HNZsHzPHw+H2Kx2Asu4+xO0D6wQKNFKSoUuHf9OlampwEAU7OzuPDVV03VPjI9PQ2HwwGDwYBcLofNzU34/X4oFAqkUinaK0o2WUY5v/rVrwCUl9creZ6aWQLQarUin88jk8kgHA7D7/cjkUiA53n6njiMrOHQygrMySRufve74Do68PFPfoI3P/oIHeFwPb4dBqPqpMxmfP6974F3OqHOZnHt00/rrhhYLcbHx2G1WqFWqxGLxajMKlEbymazyOfzDW/lqTdOp5NKxBJPCjIAXY1gY319HT6fD6FQCDzPQ5KkpqoW/PGPf0Qul4MkSQgGg9jckbclwcZ+d4KsVts0iVRG5bBAowXJaTT403vvITAwAEWxiFe++AIT8/ONXtYLjIyMoLOzE2azGZlMhh4mgiAgEAjQigZRJWmGDbCZID22JMCQD9C36nN17tw55HI5pFIpmEwmOquTzWapxOFh3wsd4TC+85vf4Ob3vgeuowN//NGP8MYnn6Bvc7OG3wmDUX1iHR248f3vQzIaYRAEvPXhhy+Yq7aSEeqZM2fgdDqh0Wjg9/uRSqWQzWYRjUah0+mQTqebMuNeayYmJuj5x3EcEokEJEmCJEnI7bR/HmePX1lZgd/vRzAYpI9NLvDHfexqMD8/j0KhQF3Go9Eo0uk0NQHcb31/+NGP8Pbvf98QFU3G0WGBRouRNhjw+fe/D87lgiqXwxt//GPTZrump6fR19cHm81G5zKKxSI4joPJZIIoik3TM9qMGAyGsvK6XCISaPxhcRRmZmaQyWTA8zwKhQKi0SgymQwEQYBKpaIVjcNiSqXw3v/3/+GLd9+Ff3AQt777XVy9eROjS0s1+C4YjOrj7+/Hn95/H3mNBrZoFG9/+CGMLd4GqNfrodfroVar6ZyAWq2m+z75ddIYHx+HKIpIJpNQq9V0TydtVMetPHz55ZeIx+OIxWLY2tpCIpFAOp2mVY1Gs7m5Sec00+k0DUBzudyBybRERwc++fGP8c7vftcUc6iMymCBRgshWCz47Ac/gGCzQS+KePPDD9ERiTR6Wfui0+mg1+thMBgAbB86RL7uJB8yldLR0QEAtLyeTqepahcps7dasHHx4kWk02nE43Hk83kEg0GkUinEYrGy98VR0ORyePOjj3D3zTexOjWFO2+/DclgwMzjxy3X2844WWyMjuL2O++gqFKhy+vFtz75BNo2EDZIJBJQKpVQq9XgeR6iKJZl11u5Onsczp07B57nEY/HoVKpaCY/k8nQOYXjVPnv37+PdDoNURSp2zZpU2uG53xra6ssiUbeDy9TobJwHJJ2Oz758Y/x1ocfwhUK1XnljKPAAo0WIeFw4LMf/ABpkwkmnsc7v/1t00sc8jyPxE7WQZIkCIIAURSbasNrZk6dOkXbijiOQzQaRSqVQiqVoq1UQGXBxieffEI3cRKoVDKIWe12CxJ0ptNpaLVamt0EUJXAU1kq4dUbN6BPpzF/4QIev/oqMno9Lty5w4INRlOyPD2Ne9evAwoFBj0evPbZZ1Ad8DNJJErlHFYmtV6QdimNRoNwOIxoNAqe55FOp6uSuW9V3nnnHUQiEQQCASiVSqRSKeTzedo+pVQqj+V14ff7qYw8qRY005krCAL9WB5cvGx973/wAW58//uIdnbi0x/+EG9+/DG6t7bqsWTGMWCBRgsQdbvx+fe/j6xeD1sshrd/97uW6FEMhUJQKBRIJpPIZDIIhUKIx+MQBAH5fL6phtOakampKTowFwgEaEAg9yGp9Lnr7OxEPp9HNptFOp0uq47U8/DhOA7pdJoOf5PsZjVnTxQALty9C306jYevv46F8+dRUKvxyhdfsGCD0VTMnzuHR6+9BgAYn5vDK1988VJBD7VaXaYmRPaB3Re2ZuAf/uEf9vz7np4e9PT01Hk1zUNvby91wLZardDr9VWVn41EIlRohSSWmkndS+78LX+/vux9q8tk8O1/+zfcev99BAYGcOO738W32Dxe08MCjSYn0tmJz3/wA+S0WnQEg3jrww+hy2QavayK+Ld/+7c9/16v1+PixYt1Xk3rQQanBUGAwWBAJpNBsVg8kuFVb29v2fAhADrzUU933rW1NUiSBJ7nEQwGacBBvrdqXpKmZ2ehzuVw7/p1PD99Gnm1Gldv3mwqZTbGyeXZxYt4siNNPvPwIc7fu1dRIKzX66l8KQB6oZQnb1gCp7kxGAwwGAzQ6XR7zq0cl/fff78Kq6wd8oDnsO9TdT6PNz/6CF+++y68IyP403e+g2uffoqB1dVqL5NRJVig0cREOjvx2Q9+gLxWC7fPh7c+/BAaWSaA0d68+eabkCQJHMfBYDAgmUxSd91kMnmowelLly4hlUohmUxic3MTSqUSPM/T4fJ6XUyIrKEoitja2sLGxgai0ShEUSzTUK8W4wsLUOXzuPP221idmkJRqcRrn3/Ogg1GQ3kq8z86d+8eTj98WPH/NZvN9HKqUCiQzWaRzWaRyWSojGmztlIxtolEIojFYkgkEjTRIvfTaHf++q//+lj/X1Us4o0//AG333kHG+Pj+OLdd/H6Z59hyOOp0goZ1YQFGk1KuKsLn3//+8hrtejcCTLULMg4UTidTkiSBACwWCwwGAy0beKwRkzXr18Hx3GIRCLQ6XS0XYlcUkqlUl0khp8+fUqHHqPRKCKRCARBoMOQtSjtjywvQ1Uo4Mt338X6xASUxSJevXGDtVExGsLspUt4evkyAODc3bs4/ejRof7/4OAgLBYLdDodlEolkskkUqkUOI6jXhXynnxG83Hnzh26H6+trSEajdKBbVaNqgxlqYTXP/sMqkIBq1NTuP3OO1AWi6yy0YSwQKMJITMZea0WnVtbeOujj1iQcQIh7RHkd4VCsecgaCWMj48jEolAr9cjFArBYrFQacV6qn+trq5SWUNSmSEXo1r2lw+urkLxxz/ii3ffxerUFJTFIq7cusWCDUZdeXbhAg0yzt+5g1OPHx/6MUZGRuByuWA2m6FSqWjATgzwyLxGoVBg/kSHpF4eJXNzcxAEARzHIRQKvSA/y16zyiDiHwCwOjWFL959F9/65BP0r683eGUMOSzQaDI4h6M8yPjwQ6iPoT7B2JtWML3yer2QJAmJRAKRSIReyo9yGA0PD8NoNEKpVGJtbQ0mkwk6ne7Qw4ekZSuXy9EMKlHCkpst7efsvba2Rv+d6KZXSzv+ZQysruL1zz7D7XfegWdmBsods0sWbDDqwdLp03hy9SqAowcZADA0NITu7m7Y7XZoNBr4fD7o9Xrk83nEYjFkMhlqhMo4HLufs1rtR0+fPoUkSRBFEeFwmEr/yttHWbBRGQoAV2/eRFGpxPrEBL547z1c//hj9LIB8aaBBRpNRNJqxWc//CGyej06gkG8+dFHLMioEXsdws22sX/55ZfIZrMQBAFra2vw+XzUQfWwwQY5uI57iJ05c4YqYfl8PgCgUoyVzFjwPE/XQ7Ku8nXVmiGPB0WlEl+9/Taenz4NbSaDc19/XfOvyzjZrExO4v4bbwAAzty/f+QgA9g2vRweHkZnZye0Wi08Hg8sFgvy+Tz8fj9EUUQmkykTWGBUhkql2nO+pRbPITEzdDqdmJqaqvrjnySUpRJe+/xzlJRKbIyN4U/vv493fvtbuIPBRi+NARZoNA2iyYRPf/hDSEYj7NEo3v7979ngdw3Z3YJU60PlKMzPzyObzVJ522g0+sI8Q6Vr9Xg8iEaj9HHkA4iH+X6np6epNrtKpYIoitTdVRTFlwYyZDYE+Cb4qXf2buT5cxRUKtx78008u3QJOknC1NOndfv6jJPF5vAw7r75JgBganYWZ+7fP9bjOZ1OdHZ2oru7Gzqdjhq/mc1m6HQ6OsdFOEz7VCtUemuJVqulz1UjEiGNRF5hiUQiSKVSSKfTBwaszfS6K0slvP7pp8ir1fANDeHG976Hd//1X+GIxRq9tBMPCzSagKxWi8+//32IFgssHIe3f/c7aLPZRi+rrdFqtQC+OYTlB0qzHCrPnj3bs01JkqRDr9Hj8dDhQzKALVeoqfSxrl27Rtu5dDrdoZWw8ruC5+M+z2+99RbUajXN5i4uLsLv92NrawuRSIT6dOx+vv7mb/4GGb0eT65exYNr16CVJIwsLx9rLQzGbkLd3fjy299GSanE6MICLt6+fexWPeJ/Q9qj5O2HTG3qeDgcDnoO5HI5moxpd0Wos2fPIplMgud5qNVqOutDXLtb5X2lLJXwxh/+gM9/8AOEe3rw+Q9+gPc/+ADmJjc3bndYoNFgCkolbn3nO0g4nTCkUnjnd7+DIZ1u9LLaHpvNRgesC4UCnReQmxs1uk/WYrHQj91u97Ee69atW1Tedmtri/YFHzRXsRcDAwNIp9MwGo3w+/2wWCzQ6/UvmIjtx3FlDXczMzMDtVqNXC4Hg8GARCJBJYE5jjtwTacePYJkMGDp7Fnceftt6NNp9DCXWUaVSNjtuPWd76CoVqNvba1q4gPJZBIcx0Gr1UKr1SKRSEAQBKTT6T1Vi5r9cthMdHV1UbEKURRpBRlAW1c2Tp06hXg8TpMzHMchm81CFEUolcqW+r7VhQLe/Ogj/OFHP0KiowOf/eAH+M6//EvL+I+1IyzQaCAlAF+9/TZCvb1QZ7N468MPYRKERi/rROByuaBWb7/9SUaeGOE1op2n1jx48IC2YSUSCfA8v2+2/yDk2T25I3GjGBwcpIFGNpulUpFyU7P9Ag0FgEu3byOj12N9YgJ/ev99vP/BB7DH4/X9Jhhth2g04vPvfx9ZvR6uQADX/vjHqnm3fPjhh/v+28jICEZGRo782Hup2rVKNrsaDA0N0cQTSVSkUqmyNiqg/Z6Lq1evIhwOw+fz0fYpSZKQTCYPLaXeDGizWbzzu9/hkx//GILNhpvf/S6+/dvfQsVmXhsCCzQayJMrV7AxPg5FsYhvffIJHNHosR7vpPfXHob+/n5otVoolUpIkkTbiRQKRdncQqFNNia/30+DBFEUkU6nkcvlDlXNAEB1+jmOQzKZLBtMb0TWy+VyQaPRIJvNIhKJwGQyQa/XQ6PRVHRAKgC8euMG0iYTQr29uPG97+E7//IvrKrIODJ5tRo3v/c92grbSqIeGo2mTO6a/FyTX0D7XbLlvP322zSTv7GxAY/Hg0gkQtuI2rWq4XK5UCgUIIpi2azPYVUJmwlDOo23PvwQn/z4x4h0d+Ort97CtU8/ZSqDDYAFGg1idXwccxcvAgCu3rjBWjbqzOuvvw6j0QiVSgWe57G6uopgMAiv14tcLgegeqXyX/ziF2V/rvTxqhkAhsNhOotC+m6PEhzcvHkTuVwOgiBgdXUVW1tbdLi8ERrwW1tbNNAIBoO0jUSSpIoNAFU7gf4nP/4xknY7bu4METLvGsZhIVXquMsFXTqNt3//+5Zq2TAYDGUBuryC2Uq9+kfl/PnzyGQy4HmemiES5T9BEGpmKtpoSPJJbvZ42CRUM2LjOHzrk0/w+Q9+gI3xcVh4nqkMNgAWaDSASGcnVSGZefgQo8+fN3hFJ49Tp07BarVCrVYjGo3Sw0MQBMTjcTqrUQ3DK9KiJVczIX+u1yb+ne98pyqP8/jxYypvGwwGqdmU/GJfz4NpdXWVtk75fL4yv5HDHJS6TAZv/f73+OTP/xwxtxt33noL1/74R5b9YhyK2cuXsTk6CmWhgOsff9xyQ6gWiwUqlQpqtRrFYpF6cmQyGZqoaMeMPmF0dLRsxmtjYwPxeJxWv+tpblpP/H4/FQqRt9W2wwB8t8+Hqzdv4s7bb+PZpUuwxeMY8ngavawTBQs06kzKZCobEDx/717VHnu/TbDVsxK1YHBwEA6HAxqNBmazmQ5Hm0ymittuKkWj0dCPd0smAq2VHVxaWqI9zIlEAhzHIZVK7TmEWg9mZ2ehUqlQKBQQDAbpgUnMrw4TbFiSSVz/+GN8+md/ho2xMTgikWP5HTBOFmtjY3h26RIA4MrNmy2p4T82NgaDwQCNRoNCoYBEIkGHzzmOK5PEbqV9q1L6+vogiiL0ej28Xi/MZvOhxC5alc8++4zKJHs8nrIEkrxtrlUZXVoCb7dj/sIF3HnrLVg4Ds5jtqozKocFGnWkoFTiT++/v+2VEYng9Sr3C8r7a0kmXi7Z2ooX21rR09MDh8NBM1VOpxMWiwUGg6HqvakWi4W+Hvl8npamSXkaaJ3XZG5uDsB2S0Umk6GzHkeZ96gGf/rTn6BQKFAsFiEIAsLhMJXazWazh251cAeDeOWLL3DvzTfx+OpV2GMx5jDLeIF95+H+5/8ZAHBn59dumn0ebmJiAjabDXq9HrlcDn6/H+FwGCqVilY12nVOAQAdgo7H4+B5nip5tUMb0UE8fvyYqmwFg0FwHFfmVA60zhm1H+fu3QPndMI/OIhb3/kOvvub30AvSY1e1omABRp15MG1a4h1dkIrSbj+8cdVN+TTarU080Ik6eQ9+QCrbhBIu5RGo0E0GgXP89RRt9qzBkNDQzTQEEWRDlGTnthm8u54GdFolL6HSLAkr9LU+3tYX1+nz60kSXQ+g3iEHCUTN76wgLjLheVTp/Dlt7+N7/7mN7DsOJozGO3M6OgoOjo6YDAYkMvloNVqoVKpIEkSYrEYlQGXJ7PaibW1NTqjQbL6xNy0GSTPa8Xy8jIymQwkSQLP82U+S61yNr0MZamEa59+io///M+RtNvxxXvv4Z3f/rZqanCM/WGBRp1YmZzE8qlTwM6b3VwDGVuTyUQPBmJiRmQ/RVGknhHtulkeBq/XS82JotEoQqEQzeJU25xpeHgYSqUShUIBPM8jHA4jkUiUGSK1yqGd3lFjIu8h+fupEesPh8Nl1SISKMple4+yrktffgnO6USkuxt/eu89vP/BBy2jHMRgHJVz586hp6cHVquV+uVotVpIkoRwOExnNtq1hWh+fh7ZbBapVAqbm5uIxWIQBKGsqtGOLC8v06RkJpOh+2i73Re02Syuf/wxPv7zP0eotxezly9XtX2dsTcs0KgDcacTX3/rWwCAs19/jR6vtyZfp6+vDxaLBUajETqdDul0GqlUChzHIRqN0ox9O5e+K+X58+cwmUxQq9XgOK5skJi0AVXrOTp16hQNNEKhEK045fP5I7l8NxJ5ZYz83si1x2WeF7sd3o+zNlWxiDf+8Ad8+LOfgXO58ODaNVy9datay2a0AftdtlvlZ3kvXC4Xurq6YLfbkU6nEQgEEA6HYTQay6rl7crHH39c9men0wmn04mZmZkGrag+xGIxum8WCoUX9tF2wsZxePXGDXzx/vuYu3gR7kCAtcfWGBZo1Ji8Wo0v3nsPBbUavevrOP3wYc2+1sDAANxuN+x2O4xGI5LJJGKxGILBYJkGeKMk+prJ5+PeHlkMo9GIqakpTE1NVfVrvf3221CpVMjn81hfX4dWq4VOp0Mul0MqlaIbeytUNf7yL/+y0UsoI5vNlv25mtUVoyji2qef4rMf/ACemRm4/X6MLC8f+3EZrQ+Z4ZIHG/L3XqMD8KOSzWbLfhH1PfmFsxW/L8bB7OV+3qrv4UoYXF1F6NkzPD99GrffeQff+/WvYUqlGr2stoUFGjXm6zfeQNJuh1EQ8Nrnn9dULrO3txf9/f1wu92wWq2IRqMI7iifRCIRqpGdyWToAdmuG0kzMTQ0VOZevb6+jlgsVpF7dbtw5swZWsUJh8NYXV1FKBRCMBhENBot026X87Igc3fAXO33c/fWFs48eICnr7yCe9evoyMchjWRqOrXYLQe8uy+UqksayUkiZxWzAbzPA+O41AsFqkz9G5fmlb7nhgvJ78zL3qSgsmLt28j2tmJmNuNL999F+/+67+yeY0awQKNGrI2NobVqSkoikW8/umnNTduGh8fx+TkJPr6+tDR0QG/34+NjQ0olUoEg0E6JEvkQOu9mbRjq0El2Gw2aipHlK3ILE276rLv5vTp07Sqs7m5SQcNBUEAz/PUs+SwVZ16vHdOP3iAcHc3gn19uP3tb+O9Dz6AqsXlHhlHpwRQ52SiUEeCjFwuh0wmQwPmVruY/8M//MO+/3b27Nk6ruTlNFOFvNX5q7/6q0Yvoe7I22Mj3d14dvEizj540OhltSUs0KgRgsWCe9evAwBOP3yIzkCg5l/Tbrejo6MDXV1dcLvdKBQKEAQBVquVaoFXU7b1sJDe3t3VlHYv06bT6bIhO3k7AtD+gRawrWZDgi1g2yAqkUhQOeGjVnXqcWlQlkp47bPP8Pv/7r9DzO3G01deYQOEJxjP9DSct2/DZDLBYDBAp9OhUChAkiSk02lwHEdlUeWiBAxGNbh//z59b4miSKtNL1PZq+Ve+Z3vfIcO0a+urmJpaYkaunIcVzb3WK81VYI5mcTlW7dw+9138ezSJfR4vXCFQg1dUzvCAo0aUALw1VtvIa/Vwu3343SdomQiN0qyauRCKy95N/JCr9PpytxV5S0GchOodjuUHz16BLVajWw2C6/XC6/Xi0gkAkEQTsxFZHh4mAYakiSho6MD4XAYOp2Oto81M0ZRxNVbt/Cn99/H3IUL6NncrEvygNFcCBYLHr7+Ol753e/gdDphs9lgsViQzWYhCAJisRiAb5Iq8spxu/+M15vdiYmT8vwODw9TzwsihpHNZht6fp46dQqZTAaJRAL5fB6RSASpVAo8z9NKdrMy7PHANziI9YkJ3P72t/G9X/8amh3RE0Z1YIFGDVg8exbh3l6oczm89vnndev7S6VSSCQSiMfjUCqV4DiO+kMcxbys2hDlElJVIYEQyXK3aw/w4uIi3WyDwSACgQDNejbK6K7eJBIJGmgIglBmhNUqr/nA6ipGFhexOjWF2++8gx/80z+xA+kEUVQo8NXbbyOv0aCzsxM9PT3o6OiAy+WCKIq0QkeMzkjCp1rvb9YqVI5KpaIf775kt8J+clRGRkaQSCToLE0ul6Py3o2avRwaGqJGh9FoFDabDbFYDBqNpiy52Kxc/uILhLu7IVitePjaa0xhsMqwQKPKJOx2PL5yBcD2sJE5mazb1753796eakoA4HA44HA46raWvbDb7dDpdNBoNABAh9NFUSzbGNvt0v3s2TM6CM1xHPx+PziOQyqVaitDpIPwer3QaDTI5XLUeTaVStGyf6u85q98+SVCPT1IWa149OqruPKnPzV6SYw6sXjmDMI9PVBnsxgZGcH4+DgGBgbQ29tLHZU9Hg94nqcV5XQ63TKKcrWiVgGSwWCgzyupipMKeTvvqdeuXUMgEEAgEIBCoaDVDJK4a8T37Xa7IYoilEolrFZry80harNZvP7ZZ/jjj34Ez8wMBlZW0LO11ehltQ0s0KgiJONVVKvRs7GBsYWFRi+pqRgfH4fNZoPRaIRKpQLHceA4DpFIBKFQqMyBFWifrJQoivRjvV6PkZGRBq6mMczPz9Oqjs/nQyAQQCwWo/MrrWKGpcnl8OqNG/j0Rz/C8qlTGFhZQbfP1+hlMWoMb7PhCUkgffUV3G43BgYGMDY2hqGhIfA8D6PRCEmS8Pz5c0SjUfA8fyIU5RqF1WqlH5PqEWkdbufKxuXLl7G+vg6LxUIrCJIk0Vm3RiRttra26HxSNBptSWfxzkAAk8+eYenMGdx9801Wsa4iLNCoIktnziDW2QlNJoOrN2/WVMq2FRkfH0dnZyesVitUKhWVN9VoNGWO3HvJnDJam88//xxKpRLFYhEcxyEQCNDyP1HpaZWqRpffj/Fnz7B8+jTuvvkmvv9P/wRNE/cgM45HCcDdN99EUa1G9+YmxhYWoD53Dmq1GhqNBlqtFhqNBhqNpkyuutoBxklV7dsPl8tFKxqSJNHLLfCNeSf5uJ3o6OhAIpGgCoYajYYGGY3C4/Egk8mA53naGpxKpZDNZo9tnlpPzt+9C9/gIARWsa4qLNCoEoLZjCeXLwMALty5A6Msi83YZmBgAP39/XA6ndBoNDCbzVCr1Uin0/D7/dS5vNkygKw3+vh4PB56KSBDgqIo0taSVsl6ES7cvQv/4CBSViueXLmCV27fbvSSGDXCMz293TKVy+HqrVtQANT4lMxikF+7hTeqiTyAIT9L5FczV4F3X4CrVW24ePEifR5I8oLjOMTjcSR3WpZbpVJ6GIxGI1U702g0UCgUDRfTePz4MVXB2tjYQDgcBs/zLee/os7ncVVWsR70eNDl9zd6WS0PCzSqQAnAvevXUdBo4Pb5WMvUPoyNjWF8fBxdXV3QarU00BAEAaurq3RIWJ4NbIbNqVYH5UnC7/fTSwHpXSfuw610EBE0uRyu3LyJz3/4Qzw/fRojS0twRqONXhajyohGIx699hoA4Ny9ezAJAgDg6dOnePr06b7/b3BwEIODg1VdCxmsJQEHCTDkJoFA8+1LWq22bD+Xz1Ac5+f+/Pnz1BMqEAhApVJBpVIhl8uVXXDbjdXVVWxubtJZNzLr2Mjv9caNGygUCshms7QdWhCEsjnEVqHL78f43ByWT53C19/6Fr73618z36RjwgKNKrAxNobAwACU+TzNeDFeRKfTQafTQa/X04+1Wi01vgL2bw9oJHJ1E6DchKsZDvV79+7RwzuTyVA1K/lw4F7rrGfFJRwO04/bZXCzZ2sLg8vL2Bgfx73r1/H+Bx8wZ9k248G1a8hptegIhTDx7FlD1yL3QlIqlTTAyOVyNGBvxnYhg8FAkzXkZ5+0yB5nH52amoJarUYul4PBYKBD+IlEgj5P7TiI/+TJEwSDQfj9foTDYQiCQOdTGrWXrq6u0nY1Ir1LBBFq2Tr185//HFarFRqNBuFwGLOzs1hdXcXz58/h8XiQTCbpeSgPdl529p2/exebw8PgHQ4snDuH048eVX3tJwkWaByTnEaDhzsZr9OPHsGaSDR4Rc0LcYEmgQbP81R5iAzwNWPmQ6fT0SoLySDKf290/+nAwACtFCSTScTjcaTTaQBomos86Z0GyqUoG/3cHZdLt2/DPziIWGcnPNPTmJifb/SSGFUi0NeHzdFRKIpFXLl5s+FBpMvlgslkgl6vh0ajgSRJkCSJSuuSfbRRykP7YbPZqPpQPp+nGfhMJnOsWYrz589Do9Egk8nAaDQiGo1CFEVEIhH6982YuDoui4uLiEajiMVidK+Xz0I0gnA4TM9v+WB+rYOf3t5eOBwOOivl8/kQjUZhMBjK5qUOizabxaWvvsLtb38bzy5dwpDHU1cF0XaDBRrH5NnFi0ibTDAnEph5/LjRy2lqIpEIDAYDstksdDodgsEgIpFImRxks1ULgO0Dfr+DkmQSgcatd3R0FIVCAZlMBuFwGMVika6VBHCNzurtHu5vttf4qBjSaZy7exf3v/UtPL56FQOrq9DLgipGa1JQKnH/2jUAwMSzZ3DsGPE1kv7+fjgcDpjNZhgMBiSTSQiCgGg0WpagaYbkh5zJyUlotVoolUpIkoRYLIZkMgme58Hz/JGDIzIIrVKp6LyCfCi6GYKMX/3qV2V7XaXf40EZ97t375YZ9vE8j2w2e2D1utbE43H6dUkS7ritcZVgtVphs9norKfRaKSB+HGldYeWl7EyNYVgXx/uX7uGtz76qMqrPzmwQOMY8DYbFs6dAwBc+vJLqJhS0oF8+eWX+/7bxMQEJiYm6riayunu7qatXblcDolEgs6SVKPX+Li88cYbyGazSKVSWFtbg1KphFqtpmaIzVA5aMZKVbUYn5/HytQU4m43Zi9fZkolbcDSmTPgHQ7o0mmcvX+/0csBAPT09KCrqwtOpxMmkwmJRALhcBgqlarswp7NZhueWJBz6tQp2j4lCAK8Xi9tpSRy5kcJjjiOoyagyWSSiok0k4KdRqOha5Gv6zhr83g8tDU2nU7T6kEjB98zmQz9uJ7GiaSqp9FoaIuU/Lk4znOtAHD5T3/C7/7iL+AbGoK/vx89Xm91v4ETAgs0jsH9a9dQUirRu76Ovs3NRi+HUSOGh4eh0+mgVCqRTqcRDAYRj8cBoKwK06jD/bXXXoMkSUgkEtBqtfTSIQgCBEEo691uFO2swKUslXDp9m388d/9O3impzE+N9cUGXDG0UgbDHh66RKAbQVBbTbb4BVtMzk5idHRUfT09MButyMYDMLn88FoNCKRSLzgRt4swcbY2BgsFgv1TiKJGdLyRdS6DrtHbW1t0RmNYDCIRCJBvZiaRWBCr9fTDL9CoajK0H4ikSibz2kGr4rdiaR6reXp06ewWq1Qq9WIRqNYXV2lhrgkADvOWqyJBCafPcPi2bN48Npr+P6vf93wFspWhAUaR8Tf3789AF4o4NIBmXpG6/PGG29QhSyO47C0tASv1wu1Wg1Jkl6QmKw3XV1dNKtjt9thNBqh0+mgVqtp2bgZ2gjamc5AAIMeDzbGxvDg9dfx7d/+lolCtCizly8jvzMAPrK01OjlUHp6ejA0NITBwUG4XC56wUokEjCbzXRYvNl+1i9fvgy73Q6NRoNQKET/PpVKIRKJ0LbZwwZGf/d3f/fC3+n1eszMzGBmZqYqaz8uLpeLDutXq/ogCELVqyTHpVFfe2lpCWazGSqVColEglbLBEGomqLhmfv3sToxAd7pxPKpU5hssChEK8ICjSNQVCjw8NVXAWz371rYkFBbMzU1BZvNRpUtyPAdx3HQ6XR06LBRGUSytlwuR4MMIoVZC+Mwxt5cuHMH3qEhhPr6sDU0hP719UYviXFIEg4HVqamAAAXb99uqmCRGATKTQLlKlTN+rPe2dkJp9NJ20/tdjssFgv0ev2xBnZbgenpaaRSKSSTScRiMTq0L29pPSw/+clParDS49GoivXc3Bz0ej2USiVEUXzBCLYa0rrabBbn7t3D19evY/aVVzD8/HnTVDlbBRZoHIHVyUkkOjqgyWRw+uHDRi+HUWN6enqoyaBGo8Hm5iYikQiMRiMdPmzkQbmxsQFJkqh+OZH0a7QSyUnDJAiYnp3F3MWLeHz1Kno3NliZvcV4dPUqSkol+ldX4Q4GG72cMoiKDxF5qGY/eiUc1bj0P/2n/0Qv1vI1n4S9aWJiAvF4nA5Lkz25WaWIW43Z2dkyoRbiDi+vHlXjfTa2sIDnp08j4XRi7vx5XLh3r0rfwcmABRqHJK9SYXbHAfzMgwfQyYagqgFzoW4+rFYr1eoWRbGsNekwmcT/9t/+G/34MPKuL3ttZ2dnkclkkEwmsba2VqbkdVIO9GZh5tEjLM/MgHc4sDo5ibHFxUYviVEhwZ4e+IaGoCgWcf7u3UYv5wVu3LiBGzdu7PlvJpMJp06dqvOKKoPjOADbg9Ecx1FjVnLpbuf96dy5cwgGgwgEAshkMkilUtTYrllmaFqZaDRa5tFCggvSNlWt51dZKuH83bu4+b3vYensWUw+ewajKFblsU8CLNA4JM9PnULaZIIpmWy4gdNJpd7B2MbGBniepz3GoVAI8Xgcoii+IMl7EFqtln4sN6s7rhzl/Pw8crkcRFGE1+tFNBotCzQa3b97ktDmcjj18CEevf46nr7yCoaXl5kaXQtQAvDkyhUA2ypizA+pevzX//pf9/z7jo4OvP7663VeTX154403sLa2htXVVepxlM1mIYoilEol25uPSTKZrKnH1c9//nP09vbCarVCkiQ8ffoUS0tLmBNFzM7OIhqNIplMUid68rVY4rccFmgcgpxGg/kLFwAApx88YLb0DYZUEWq9Ua+trVHVlHg8jkAgQDcYophSSR+o0WikH5P2B1JCP04Z/fbt2zRLxnEcotEoUqkU0ul0xWtjVI/JuTksnT0L0WzG0qlTmJmdbfSSGC/BPzCASHc3VPk8Tj940OjlNCV7VW3ZJflgnE4n4vE4nUkhs3MkC884HtIuzyK5olc13ptWqxUOhwM2mw2SJMFqtVLhhXafL6omLNA4BEunTyNjMMCcSNRUjWS/Ny7b1LfZ3aokL0HX4jlaWFiA0WiESqVCMpnE5uYmwuEwksnkoYySOjs76VpJGT2TyVCH3KPKHi4uLlIFEuIUnM1my8rH7L1TP1SFAs7cv4+7b72F+fPnMTE3BzWrajQtJQCzr7wCYFvcw5BON3ZBTQrphSfsbv9ke8yLKJVKdiGtIXtJIlfzfUjmMokQw27xBYApOlYCCzQqJKvRUHO+M/fv12zIU97zv3tTb0bX7EawW8JRftAdV6N8L1ZWVl74O7fbDbfbfajHOXPmDJRKJQqFAnieRzAYpA65ZFDyKP3KZNCQPMZuWb+T/F5pFCNLS3h28SJSViuWT53CNKtqNA17tl7u/N3Czq+9OOntEMTdmyRLdreqALU9l1pxfnFrawt+v59KrkqSVBUlJMY2tT7bwuEwtFot0uk00uk0otEoEokERFGkryN7LV8OCzQq5Pnp08jq9bDG4xjyeGr2dciAMcmEAN/085NNvRaX6VbCYDCUZRUKhQJVMiGX9WYcMJycnKSBRiQSgUKhgEqlQi6Xe6HH8zAkd+SV5Yd/o93KTzrKUgmnHz6kVY1xVtVgtDikqktmC4iCVC6XAwCmorQHt2/fRjAYRCgUgs/no/38zWCytxc///nPkclkIAgCnj9/jqdPn8Ln88Hv9yMajZYZBMpp1yB8dnaWmmLmcjmsrq7C6/UiEAhAEIQywRXG/rBAowLyKhUWz5wBAJx69KimkpVarRZqtZqW6siFMZ/PU0UFYO+S4UnBYrHQMqZSqaRtQsQ8jzxHzbaRnzt3jjrZbm1tUcnHdDqNZDJJN/DDqpH8+Mc/ruGq9+fKlSswmUzUyHB5eRk+nw+bm5vY2tqirWG73Vnb9VDazfDz53h66RJEiwWe6WlMMfEIRgvT399P1fYKhQJVjxIEAYIglM2rNdO+20gWFxcRi8XAcRxisRhta62mIlI1mZiYoFLpgiDA6/WC4zhotVqoVCrk8/mmahWq9VmyurqKaDQKvV6PfD5Pq1PED0UedDXj69kssECjAlamppAxGmFKJjG0vFzTr2W322EymWAwGOjwMHEV5TgOoigik8k09WZVa1wuFwwGAy3li6IIURSRTCbpD30zlqevXr0KjUaDbDaL5eVlCIKAfD5PB7hJtqhVmJiYgM1mg1qtRjQahSRJyOVy9GCSJKms1eKkoSoWcerRI3x9/ToWzp3DxNwc89VgtCwjIyMwm83Q6XTI5/OIRCKIx+OIRqN035K3r1ab3QPUrdBGPDc3B1EUqQs6Sb406+xcd3c3JEmCVquFw+GAyWSijvMncc7k+fPnMBgM0Gg0KBQK4DgOyWQSiUSCSjSf1HvYYWCBxksoKhSYP38eADD9+HHNLwoulwsOhwN2ux1OpxPFYpFmGFQqFR3IO8ntMTMzM3A4HFQJKhqNIhqNIrhjsEUM65qthcpsNkOj0SCTyUCv19Pq1e4hy1ahv78fDocDGo0Ger0ePp8PsViMtli06vdVTUaXljD7yisQLRZsjI5iuIZtl4zKkA9x7p71Ir83y57RTAwPD8Nut8NgMCCXy8FgMECn06FQKNCKLMl41+L50+l09OPd0uDVCG5qMQNit9tht9sBbCdmmh2dTodisUid58k+flJVsjweD30OiIhLNpulIi6sglcZLNA4ALrx/L//LwDg/s6vl3Gccp7D4UBfXx/cbjd6enpQLBaRTCYRDoeRTqdpTyzp6T+J2eLx8XH09PTQS67X64XP54NCoQDHcdQ1l/QONwvk9do9pN1slZdK6ejogMPhgFarRT6fh9Vq3dPM8CSjKhQw+ewZZq9cwcL58xjyeHCyn5HGIxfckL9HyYVV/vN50vbWg7h48SK6urpgsViQyWSwsLCAtbU1FAoFxONxWpGtVbAhlwcn83hkPg84foBYL7n0ZmZxcRGSJCGRSMDr9SIWi70wi3CSnp9kMllWlSezoOR9zvaIymCBRpMxODiI8fFxDA8PY3R0FMViEbFYDBsbG1TpgBj+NGN7UD3o6+vD0NAQ3G43ndUAgEQiAaPRiGQySZWpmikQ83g80Gg0yOVy2NzcRCQSAcdxTT0ceBB+vx/pdJoaGcZiMVpNIhtyK30/tWJibg5zFy8i7nIh2NuLbp+v0Us60RChDZVKRfcJuWqbXHSDvX+/YXh4GP39/dRTQBRFpNNpBIPBurTXkMoAeZ1I6woA5HK5Y79W8krXSb1ALi4uIpvNQhAE+Hw+xONxGmicxJ+HdDpddo+QJyPYbEblsECjyXA6nejv78fw8DCmpqZQLBYRDAZRKpWwvLyMSCRCzWL2ksE9CfT392N0dBTd3d20nJ7L5RAKhWA0GmnJd/fBUSm1klH88ssvoVKpUCgUEAwGsbKygmAwCJ7nW9LzYn19HfF4HGq1GrFYDMFgEPF4HKlU6shSve2ILpPB6OIinp8+jcWzZ1mg0WBI1U2n08FgMECtVlPBjVQqBUmSqMAE0LytVPWWeyWeAlqtFoVCoaztsx7n0MzMDK0IC4JATVOTySRSqRQ1Pj3qa0XEV+Qtyc362teKBw8eoFAoIJ1Ow+/3IxQK0WRYq51P1WCvrohWmA1qNlig0WSQzVu+oRPFB9aKsg2p6pCLQDabfcGh+zibwH5Dh8d93KWlJSpvy3Ec3cRJBaDVLubz8/N0HoPneayvryMQCIDjOKo21WrfU62Ymp3F89On4RschGCxwLwjScyoP2azGRaLBVarFXa7nQ43S5JEdfJTqVRZ/z97D4O2i5C2VPnFvh7Pz5kzZ2iiJhKJQKvVQqvVolgsUgW/47xWFouFZqpJG9huSfl25/bt2/T5FASBeka06hl1XE7K615rWKCxD6LRuO/QIFCe5armDx7xQZBv5rsN2E460WgUFosFwHYWKhwO07Yd4tQt3yAO+5ztDuh2Z7aO+hosLi5CqVSiWCwilUpRFTF5G1wrvb63b9+myl+SJCESidDDKZ1Os6qGDAvPo3tzE4GBASzPzODC3buNXtKJxWKxwOVywel0oqenhw43p1IpmmQgg5/kIs0SPMDf/d3f7ftvp06dqvnXn5qaglqtRj6fh8VioS2nqVSKDqMfp13W6XTSszedTlMVvXr34huNRvA8j0QiAZ/Ph2g0ClEU6Xr2W0s1pF59Ph8NrCRJou1prXg+MZoHFmjsw8rUVNmw4EFDg+TvqoHP54PP58PHH3+85787HA44HA6cPXu2Kl9vL5rdgZUMfpNZDGKgE4/HIYoiDdCOejjodLqyATC5++1xTKl6e3sP/X+aGa/XS1sn8vk8db6Vz2iwjNA3TMzNITAwAM/0NM7evw/VCfbCaRQlbCv7kXmDyclJemmV+wUAKMviMhrPq6++Sn2IPB4P0uk0Vbwiw+jH2XP6+vqoohDHcWVBSz378c+ePYtwOIxQKFQm/CIPempFLBaj5yapXtW7csVoP1igsQdFhQKe6WnarkSGBuXZLvmmxhxR68v8/Dzm5+df+HuFQoHTp08f+/GdTid9zYvF4r6Sdif9AhKJRMrc2UkLmzzQaxW+973vYWRkBJ2dndBqtfB4PFhZWcHTp09x79492uZGvE/Ia3+Y4Lp3YwOmZBIpiwXro6MYff68Vt8OYx9ibjc6RBF9fX0YHx/H+fPn4XA4IEkSnZciVcZoNEpbdZrxZ32v2Yh2lujt7u6mPkSJRAIWiwVGo5FWVY8rwXrt2jWkUimquLS1tYVEIlGWbKrHczo1NQWLxQKtVotYLEY9iuTzMLVaB8/z9OPdcyrt9n6qhEr396jbjY9/8hMoCwX8+P/5fwBJqvHKWgsWaOxBoL8fosUCi17/wtAgANr6QoYG5Y7djfhhbPYKhJxWWKvb7aYqKsQBN5VK0b5tALSd4iRuvoREIgEAZZWfvap9rYDFYqHeNVqtFpFIBGazucwYUn6hO8prryyVMDY/jydXr2JlepoFGg3AMz2NS34/jEYjzGYzfc1Ja4rJZGoZeWb53N5JkOglcxjymbxqzeUBwKVLl8BxHCKRCAAglUrR2Z1MJlO3Pf/ChQuwWq3QarUIBAIIBAIQRRGCINT8/Sg3jGVDz5XTEQ7DEQ4j7nZjbXwc00+fNnpJTQULNPbAMz0NYLtX0mKxwGw2o6OjAwaDgW50ew0NtloWdz/ksym7aaeDaz8GBwdhMpnoMH44HEYikUA0Gi0bOmzGLGc9IcP4hFrNLdUDtVpdpqpDZJN3q5cdl5GlJcxevoxwTw+SVisssgwio7bkNBqsj4/j6q1b0Gg00Ol00Ov1dF/X6/VlJmXNHGQAoGsl2Xz5vkTmo1ot4D8IonCXy+Vo5amaohOTk5OIRqMwmUyIxWLw+/0QBIEGnfXa7w0GQ5mhazX3n5fRqvt3MzC6uIj7bjdWp6Yw9fQp80uSwQKNXUh6PbaGhgAAJpMJTqeTDg1arVY6JCVvpZL7IDT74VQJ8kyZvF1stxvrUTej/Z6jZtncrl69io6ODhiNRmSzWayurmJrawtra2s0s8Va5vZW5GjV5yIejyMUCgEAtFotwuFwmYb8cQUGCEZRRLfXC//gIFYnJ3Hu66+rsn7Gy9kYHUVeo8G//eVfovSrX2F2dha/+tWv9vzczs5OdHZ21nmFh8NqtdLgiKgvkZ7+VCpFh3jbZc7kP//n/7zn309MTFTFdXt6ehqBQAA6nQ5bW1uwWCwwGAzQaDR1dcbmOA48zyOVStG9p14Jvlbdv5uBIY8HD19/HVxHB+IdHXBGo41eUtPAAo1dbIyNoaRUwhkOw+l0oq+vDwMDA5ienobL5aJO3WazmQ4NkwHkRmf796tAHBZ5NpcMRsrVsOQl6+MoOsnL/dWSkK0GY2Nj6O7upg64ZE08z1OTukwmU/Uy+pMnT+hjZjIZetCQFr39ArxGtMABjX+dqsnc3Bzi8TjsdjtUKhX8fj/8fj+8Xi94nkcmk6maitbo4iINNM7cvw9lGz2Pzcza+DiA7apS66eDgI6ODlitVphMJphMJqqWlEwmEQ6HaXvvcRNDJwWyz5Kh60a1n62vr8Pn8yEUCiGRSFC1qXpUpxp1lrQDukwG/Wtr2Bgbw8rUFJxfftnoJTUNLNDYxdpOZmTo+XPY7Xb09vZiZGQEZ8+eRW9vLwqFAuLxONLpNB0aDIVCVHavEcj7dPeTZT3MZqnfmU0hmTIAdNhXFMUyIyv575VwULlfvrk3MgPX1dWF3t5e6oAbiUQQj8dhNptr6mkyMjKypyEVAFo9KTSRUlE7HUobGxtIpVIwm81QqVSIRqOIRqMIh8O0RaNarZF96+vQShJEsxmh3l50b21V4TtgHETKZEJoR/VteHm5waupDi6XCx0dHbDb7bDb7ZAkCYIgIBKJUCdnkhxiLsYvx+/3IxKJIBwO09YsuZFqvfjss88Qi8UQDoexublJZdCbIZnJOJjRxUVsjI1hfXwcl27fZkmkHVigIYO32RDt7ISiWMSQx4OMRgO9Xg+z2QybzQaHw0E3HTIoSrL/jXTpJpUHcnmXS/LJpekqzYiQw8tsNsNqtdIMuyAICIVCSCaTVGf8sEPwpNSvVqupqhM5DEmZuFIpvVoNlpPv22azQavVwmQylQ0F12pIdHR0lPYCx2Ix2rqWz+fLWrbYQVN9VldXEQ6HodfroVQqqdswUZoibSgHvS/feustzMzMYHBwEC6XC1tbW1hdXcXs7Cz+9Kc/YX19nbZkFX7xCyiKRXxWKrVVwNasrI+PAwoF3D4fTILQ6OVUhZGREQwNDaGnpwddXV1IpVKIRCLY2NigwUWhUKhqkNzOLC8vIx6P02CDVITq7aMxNzdHHc+Jh4b8NWSvY/PStbUFnSgiYzQi0N+P3s3NRi+pKWCBhoz1ndJ6t9cLQzqN/I5Dt2Yn4DAYDMjn82WXZdJa1MjZDLJGMtBKsuLkkCF9upVWILq6utDd3Y2Ojg643W6qshWLxco+7ygypiRAI2peZI2SJCGZTNJWpcNk4OQtWNVga2sLxWIR8XgcmUyGZrqSyeQLZfVqcu3aNahUKuTzeWxtbdGKEqkkVWM+hrE3GxsbZUkD4jxP3pvyAHg/SPAsHyyXD5Tvl4goKJVQtUEPfTND26baSOlrYGAAExMTGB4extDQEBKJBPx+P9RqNfx+P5LJJERRpEmodtg3aqla+Pd///dlf+7r60NfX9+Rvt5xWFtbgyRJkCQJPM9T89OjBIt/+7d/Sx9nfn4eDx8+xObmJrxeL8Lh8J7zZ0B7VavribJUwuDKCp6fOYP1sTEWaOzAAg0ZmyMjALaHeoBtycv19XWsr6/jo48+2vP/mEwmXLlypW5r3AvSp2swGGjrB5HlI2VXsnFVMsDscrnQ19eH3t5e9PX1oVQqUZdSjuNoL+tRDrD+/n44nU7YbDZYLBZks1kIgoBYLAafz4dEIkEv1S9b6+6L234zH4dlY2MDkiTBaDQil8tha2uLKk/ttzFXg4sXL1JVFavVSvtzY7EYYrEYstlsW4gNNCOCIND3MwBaCZQP077sfUUMrnK5HA1U5H47+/3/QF8f+tiBVDN4mw2Jjg4oikUMrK42ejlVw2AwwGq1wm63w+FwQKVSQRRFOj9I2lTZntFarK+v072HVFKPOhM5MDAASZIQj8cRDodfGHBvVBdGOzPk8eD5mTPwDg+joFIxY1awQIPC22xIOJ1QFgroW19v9HIOhd1uh8vlor+r1WpkMhkkk0l4vV7E43Hq3lxJ+01vby8mJiYwNjaGiYkJFItFRCIR2O12xGIxOp/C8zwt0Ve6WfX29qK/vx9utxsulwvpdBrxeBxbW1u0PEzmQV62zt2ZYvksynEy/x6PB9FoFHq9ngYawWCQfu/HdR7fD7vdTg2piBkV8fNodk3/VkeSpLLnWD4rVOl7ye/3w2AwIJvNIhKJIBgMwufzIRgMUtf0vZx9N8bHWaBRQ0gCqdvrhXaXJHMrQyqepNqezWah0+leaPFk+0ZrkUwmyyTzj3OW2e126qBOPGJI1wN7b9QGVzAIoyBANJvhGxjAwNpao5fUcFigscPm6CiA7R67VjuM7HY7urq60NnZif7+fmg0GqTTacRisbLWqXQ6XdHAOjEvc7lc6O7uRrFYhFKpBMdx1IlVLu97GLq6ujA4OIi+vj709PTQuQ+FQoFAIIBUKoV0Ol3RxVp+CSezDSQTJNeRP2z1IRgMIhgMvvC1RkdHMbrzPqkFpN2mVCrRlhviTA80tj2v3dnr5+KwYgeLi4tIJBJYW1uDyWRCIpFAJBKB3+9HOBymUrm7g9StwUEUFQo2OFgjyN7eTtUMAHj48CEePny47783qvWnluzeA1u9FWwv5GIrx1W9IrOUpAuBVEfkj9+s/Pt//+/R398Pm82GdDqNx48fY2FhAU+ePMHDhw8RiURoa5m8razRbV8KAAMrK1g8dw7e4WEWaIAFGpSNnaxXKx5GPT09GB8fx/DwMKanp6HT6ZBMJuH3+2llIJ/PQxCEipQrSFWBtIGQCkM1ZhP6+vowPj6O0dFRDA0Nged5eL1eANslY57nkUwmy6oV+309ogJFWgRIgJHJZKhKB9D8GyphaWmJtk6tra0hGAyC4zjqUMsGwWtHNVrh/H4/JEmi1TBBEJBMJhGJRF6oaMhfx5xOh1BPD7p9vmOvgVGOYLEg7nJBUSyinx34LY9a/c2V5aiqis2OXFnwuN/TgwcPkM1mwfM8PB4PgsEgbclt9uFy+bxbPp8vM9Js9qRb/9oaFs+dg48lkQCwQAPAtvQh18KHEaloDA4OYnJyEnq9HolEAlqtFqurq1SetdIqhCiKSCaT4HkesVgMxWIRiUQCPM9TTe+9WkAq4aBy/8uGZvf6vs1mMx3OJwGGIAhla2sVaccnT57QgMnv98Pn81HVkUqGkRmNZWtrCxzH0fcjySSSn6eD9PC9w8Ms0KgB3h3zVbffD92O0ASjddHpdC+oKu42km11/vqv/7pqj7WwsEDnIL1eL6LRKPUFIs9dsyKfd9tLkbKZX2tXMAitJCGr1yPc3Y0uv7/RS2ooLNAA4BscBAB0hEIteRjtVrohWX55+4388v6ySzzHcfjyyy/x5T6GM8dxzU2n0xAEAYlEAvF4nMr4yZ1sK71QT05OUilek8kEnucRj8cRDAaxvr6ORCKBVCpFKzTNzvz8PPVjicViCAQCiMfjNNBgilPNTSQSAcdx9GdOXhl8WUVwa3gYr3z5ZVsYyTUTZG/v29jY93NqoWRUS3Wkk4zZbKYfy4elD6OqeJJ4+PAhCoUC9YMiHiGtUNFYW1tDOp2mxrkbGxu0yk+qw80aXCpLJfStr2N1agpbw8Ms0Gj0AurNQQdABMB+/9rMB8Du2QTSfrPbwbsZNuJEIoFQKASDwQClUglBEBAIBBCNRqlfQaUKG0NDQxgYGIDb7YbVakU0GkUwGIRWq0UikaAZEWJeBTT3IfTgwQMqTSyKIlUMI0EYq2jUjmr8fJOBchLYywc6DxrqVOVyEM1mcE4nHLskpBlHJ6fRINzTAwDoPSDQYLQOw8PDdB4vnU4jkUggnU7TWYSjqjO1K19//TXdg0i1P5PJlFU0mvW5evjwIex2OwwGA3K5HLxeLwKBAAKBAP0+6u1xchhooDE4iEu3bzd6OQ3lxAUazUY1Ml+iKOLu3bu4e/fuC1rgwHbFY2xsDGNjY0deZ7Ugg9Z7VUuMRiOmpqYwNTVV0WN1d3djcHAQvb29cDgcCIVC0Gq1EEURFosFiUSiTLGpGTcjOWtra3SduVyOttocJvgiTE9Pw+l0wmg0IpvNYn19HT6fD+vr61hbW6NZLWIE2CyDdIQrV65gYmIC/f396OjogN/vx/r6Oubn53H79m14vV5EIhEkEokyhbJGrj+Xy73Q9idXQSN/3k2X3w/f4CAC/f0s0Kgiwd5eFFUqmHkelkSi0cthVIGZmRlaLeQ4DoFAABzHlakqNuvFsxFEIhG6/8hbkJq5GkAgoho6nQ75fJ5WjFuhogEA3VtbUBSLEGw2JC0WWJLJRi+pYbBAg9Gy9PT0ULMql8sFi8UChUKBeDxOZzeOqo7VCHiep4EGqVDtzoZXyujoKLq6umjZmTwuz/MIBAJIp9PUl6MZN2qTyQSbzQaHwwGHw0FlkInqmdzzolnYr9/5Zc9v9+YmfIOD8Pf3Y+bJk1os7URC2qZ6NzZYS1qbMDExAZVKhUKhgFAoRH/myCxUs88d1Bue52ngJT9LDnOe/Mf/+B/hcDig0WgQDAZx584dLCws4NmzZ5ibm6PeV/LOAeD4SavV1VXodDqoVCoUi0UIgkBbr+Xzbs2KJpeDKxBAuLcXgf5+WObnG72khsECDUbLIh8UI/J9u3vhWym7JYoi/VjuBXKUrE1PTw/6+vpgtVqpYVMikYDFYqHzO83szSGfOzpo5qiZ1n/U91nPjupauLsbeZUK6haYJ2oFgjvSrt07z28lHPR+OsrrW+3HO+lcu3aNCmasr6+jVCpBqVTSCyhJzjRrAqXe7D5TjnImyuc/95v7rAVer7fMcJK0QpPZnFaYWezZ2qKBxgQLNE4m7BBobTiOQyQSgU6nQy6XQzAYpKoaByn8NCs//elPq/ZYDoeDDsqn02nY7XZYLBbo9Xpq6NVMl/TdcBxHZWLz+TxCoRBisRh9bdtJhcuSSMCYTEK0WBDq6UHvIS7GjL0RzGYIVisUxSI6KxjEJD8L8p+L3SagQOXngvwx9munk/+ZURmTk5PU1FShUGBrawuJRAIGg6HpkyeNYLcIylHeayShR1p6SSKv1hd9URTL2p53q4w1e5ABbFern1y5gkBf34mWuT2RgcZeh4D8UAHqK4m6ez0E+eHW7D9QjSAUCkGv1yObzSIWi+1pjtbMw2K1JBQKQaVSIZVKQZIkhMNhxOPxFwbum5Xl5WVIkgSfzwer1YpYLEbVxIgvRbsMyCuw3c+7Mj2NUG8vCzSqQKi3FwDgDIeh2fHT2Q+y75JBfnm2llxwDiuhKn/M3Z5A8sdpBZGKZoJUNwGU+SqQNspqBhntoBxWjfeVx+OB1WqFRqNBJBLB1tYW3YOJ6EwtzhISTBJa0TfFGYlQmdu4y4WOcLjRS2oIJy7QkAcW+x0Cu7NXtXxD716PPCOzV/tMK/xw1QufzwffPt4DQ0NDGNrR0D+JeL1eZDIZOqPh8/kQiUSon0OzD9L5fD7kcjnEYjEYjUYkk0nE43GqOEIqVs106BznguH2+7EyPY1wd3cVV3RyoW1TW1sv/VxyYVWr1dBqtdDpdHQvlhuXksRFJT838tY/nU5HL8cAylo8SbAMtF+wUYuLOjFhlV9waxWwyc/hk8ydO3dgNBqhUqmQTCapmWw0GkU6na7ZWbKXJH09XouLFy/i7NmzGB8fx8jICBKJBDY3N/Hs2TP84Q9/gMfjgc/nQygUoq7kxWJxz/etAoA7GMTW0BBC3d0s0DgpkOBCpVLRQ4X8uVgs0tJgJpOhrTe1zPzKs2jkcCIbHBneIj9w7Zr9qmfmqB2yVJWwtLREZYTl0oCRSOSFtrJmfD9tbm6C4zg6/C1JElKpFDiOo5KWzT4MeBg6AwEAQMztZnMaVSC0I2tbSduUWq2GTqeDTqeDxWKBxWKhe7EkSVQ+VR6kv8yXR6fTUVNSq9UKvV4PlUqFUqkEQRCQSqWQTqcBgPabt8t7uZb87d/+7Z5/PzIygpGRkap+LaVSiVKp9EK3QytRjXPL4/HQe5IoitTfKZlMls1EVptGPd+kVYz87IuiSGdASfvWYd4Pbr8fW0NDCPf0YGZ2tsarb05OXKBBAgytVksPFZJxyufzZYeKKIo0g1IrSBZNq9XCaDRSfwmlUkmHnDOZDFUJYgfS8ajXXM7nn39Oy/mFQgHZbLZsmG2/S361Apqvv/4aRqMRGo0GhUKBtk1xHPdCW1kzsrW1RdWliIkhySqTLFqz68AfBlMyCaMgQDSbEe3sPPEGT8dBNJkgms1QFIvoCAZf+vlqtRp6vR4mkwkdHR3o6Oig7u7Ez4bneZr0kWfQ90On08FkMsFqtVKfHxJoxGIxxONxqFQqmplvh/dwu6HRaF5onavH6/Rf/st/QTgcht/vx9dff4379+/D6/VSs7r93jO1SoY9f/6czr9ks1l6N9rt79Qu72FRFMHzPDiOo3OBPM+XnZuH+ZklyY5wdzdKwIlUwDuxgYbRaITdbofb7YbRaKS9/olEAslkEsVikV7Eanmx12q1MJlM9JCz2+3QaDRQKBRlF0MAdBirXX6gd7NXEFDt73W3Q3qt2uS6urqgVm//eOXzeZoNFUWRKoHU8uDy+/00K1sqlZBKpZDJZKgMYbO3TpHZErnLNvmZlB+0zbr+w6IA4A4EsD4+jnBPDws0jkGksxMAYI/FoMnnX/r5er0eFosFLpcLIyMjGB4epsIJ8Xgcfr8fwWCw7Ex4WUXDbDajs7MTnZ2dGBsbQ1dXFw36Nzc36cVR/l5mCaTmwm63l3U4HJQgqiZOpxP5fB6pVIomi4iARyPY2NigX5v4cZB9uNnPkaNA1K4EQUA4HEYqlUIkEsHGxgZtPz6M4aEjEoE6l0NWr0fC4YA9Hq/Td9I8nLhAQ6vVwmw2w+FwYGhoCKOjo3A4HLBYLEin0wgEAgiFQgDwQstSLSCZL7vdjp6eHnR2dtIyO1HdiUQiyGQybVvR2D2UTziq4stByJVJ9hr2rFbPf09PD3Q6HRQKBSRJgk6nQyKRKAsWa7k5x2IxekkvlUotdzhkMpkXXqfdr1W70REMYn18HFG3u9FLaWkiXV0AAFcF1QwAMBgMsNvt6O7uxsTEBM6dOwen0wmz2YxAIIDl5WUYDAaa1SQ/RwdhtVrR1dWFoaEhnDt3DqOjo9Bqtcjn82XJJI7jIIpiRe1YrcZ+1eNm3nfkuFwu6jhO9vF67J1k4F2j0ZQNvDdKzjuVStGvvVv5qZb7cKPalVdXV8HzPDY3N2Gz2ZDJZCAIAiKRCAKBAG3drbSqoSyV4AyHEertRbSzkwUaJwHSh0uyV+fPn0d3dzecTieSySRWV1exvr6OVCpFVRWy2WzN1kMqGT09PTh16hTGxsZgMpmgVqvh9XqxuroKg8FAW6jID3o7IdfmJpsquVTKpfSqscGbTKayDZwY4+0e9jzu17p06dKeA3R+v79MA7xWhxYx/9stctAq0oD5fH7fClczr/s4kEHBqNt9Ykvs1eCwgYZKpaKtU06nE11dXejs7CwzAI3FYoeSUCWVapvNhs7OTvT19VEZbnJhIa7HzWg+WQ32ep5aSTWov7+fts2QKlY91u33+xGJRBCJRKicN8mgN+I5233/aUWPqsMQiUSQzWbB8zyMRiNyuRxtp99LOr+S54AEGjG3G2OLi3X4LpqLExdoqFQqaDQamsXq7OyklQSO45BKpegbTKvVlg1ny6nWULHBYIDD4UB3dzfGx8dx9uxZ2Gw2aDQa2Gw2ANvDSaFQCIlEgiqWtBPyDI5Wq6WZE/lQvnye4Dibm9VqhcFgoK8teT7lxkbVkMS9evUqrFYr1Go1rUxptVrankdaJmplLLU749pqUsmtss5q4ohGoSgWkTEaIZpMMKVSjV5Sy1FUKMB1dAAAOnYq0y+DDIMbDAbYbDa4XC643W6azXQ4HDCbzdDpdIcKNAwGAywWC5xOJ9xuN/R6PXK5HK2gGwwGaDSaupifNQJydsqz4STZ0QpKW6+99hp8Ph+CwSCUSiWKxSL9PmpZ1bh9+zb1iFpbW6NSso0KNvJ7tB828+t2XKLRKARBoLOzRCSICJLsNgWuBLIXxU5otfpEBhparRZ6vR5msxkdHR1wu93o6uqCVqtFNBqll1FyCNQy20QCH7Ieu90Ou90OrVYLm80Gs9kMo9H4QstPO2EwGGAwGGgbGdnMM5kMkskk0ul02QYPHH2jc7lcsFqtL6gZJRKJsjIwOVSO+nV6e3vhcDjoJcbn81GpVlLBqeXruF9Ju9oHxOjoKKanpzE8PIzBwUHwPA+fz4elpSV88cUXWF1dRTAYpO1/B0kBnnRUhQLssRjiLheinZ0wra42ekktB2+3o6BWQ53NwszzFf2fK1euANhuEfn444/x8ccf7/l5RqMRFy9erOgxh4aGIEkSHj9+jMePH+/7eRMTE5iYmKjoMatFvZT3iHoX2evkrs5yL59mbYOcmZkpa2Mmib7dEvTVZm5uDoIggOd5BAIB8DxPBTAaUUlo56BiL3iep1VG0npMguPdHRaV4typVsc7OlBQqaBqs66Ul3HiAo3r168jp9Hgn/7H/xH/BOAn//v/Dr0k7fm5k5OTmJycrOl6FApFmYY7kUQk0rsajaZhQUa9DiSXywWXywW73Q6XywWVSkXVLbxeL5XSI5mF42STpqen0dPTQ3uwSeZoa2uLKsKUSqVjVzXcbjecTidVLrHb7bRVQp7pqxX1OhyMRiOsVivsdjucTieUSiVSqVRZBrjWQVU74QyHEXe5EHe5MMgCjQPZd3/6u79DHsAv9vl/LMitDy6Xi1ZylUolVXRMpVJl0qjNWr0cHBykLTNms5m23Na6ze3JkydUXY8EOKIolrXcMmqHvNtAPh8ob0E+7GtgEgTo0mlkDAZwDgc6IpEarb45OXGBBgBwTicAwCAI+wYZ9eLs2bMAtg3KfvWrX+FXv/rVnp/X3d2N7jY183K5XBgYGEB3dzcGBgag0WjoJkt+oAuFAiRJoqXjo15cBwcHMTIygu7ubthsNoTDYWr6Fw6HqSqTJEnHqmokEgkolUpoNBokEgmqolSvw7VelykSJJPWt72CY+Dwjr0n9TJoj8UAfLNHMRitCplzIVUBnueRTCahVqvLBDGa9fLc3d2NSCRC/YiI3Lb8AloLnj17RsUByDB6Pp9vCRGPdoBU2nYL05Dfj/L8KwDYYjGE+vqQcDpZoHESiO/08Dqi0ao9ZiMVNlrdhM7pdKK7uxuDg4OYnJyETqdDMpmExWKh/ZJE2/q4mXEymNnf3w+n0wmj0QgA4DgOJpMJer0egiAcO2u1vLwMi8UCjUaDaDSKra0tKo13WB3uZiaZTCIWi1FTMp7nEYlEEI/HqQ8N2bgZL4cEGgkWaDBanOnpaeoholarEQwGEQ6H4fV6kc1mywQ/anlxPyrEQ4EkieolbxuPx+nwOREqqaePx26a5Z5QL2r1+tp3Ao2TmEQ6kYEG73AAAGxVkBnbT5oVaC2FjZdRy0Cqo6MDAwMDmJycxLlz52AwGJBIJGCz2eD3+5FIJJBIJGjp+jiqWw6HgwoAuHcGs0RRhM1mo2X+arT6eDwemEwmqFQqJBIJ+Hw+OtQn709u9ffF2toaisUiYrEYNjc3IYoiotEovF4vFTAglah2+H5rjW0n0EhZLMhpNNDU2DCUwagVp0+fxuDgIDo6OqDVarG2tob19XUA25dpYmJKgo5q7Q3VSrwRr5NYLEYNc+uRIBJF8QU573a4Q5x0TnIS6UQGGgm7HQBgPWagQYILMjQkn6NoNYWNvZC3vexWWtkdRB3ne5MrTpHB8EwmQ9tw5Fri8nUdhWQyiXg8DrPZDGBbYYKYIpIhxWpciO/evQudTkd7k8mlmxxaJEvV6gR3JESJzrgkSeB5HqFQiFY1WG9x5egyGRhSKaRNJnBOJ9wVSrQyDt4X2HuvnIP20mr5FrndbnR3d1OzQkmSIAgCbDbboRS8GsXz58+xtbWFUCgEnudfUBuq1Xsqk8nQj1mA0T7YTnBb7IkMNJI7gYaN4478GPLgggxuEydmhUJBeyrlChut5n8hD6J2X/blxj3HzVYTx2rihJ7JZKhDO5mZkH+N42y8kUgEFosFpVIJyWSSelvEYjGkUqkyp97jsLCwQA/SbDZL5QnlmbF2uHz7/X4IgoBQKASj0YhsNgtJkmhARxzJ6+3kffbsWczMzODq1atwuVwQRRF+vx+fffYZHj9+DI/Hg+fPnyMej1P/lL/6q7+qy9pehjUeR9pkQtJmY4FGheyuLMtbceQBfSN/3pqlxXWv54qwO3F0nOeLiHsQaV8ivGEymai8+O45rmbaD+/fvw9g+6yfmprC1NRUXb5uOySgGC9C7puS0XjiqtUnLtDIajRIm0wAAMsxAw0yBGsymWiPul6vh0KhoAPFyWSSai/XGvmGXY1BJvI9Eklguea73GWafG9HvTiTACMUCmFrawt6vR7JZJJmkshAXDUCADL4TWZA4vE4QqEQAoEAksnkC2Y8RyUej9PnqlAoUD8QeZDRDgSDQcTjcVqVkvufNCqokhswSpJE1W7IMD4J+pvpUiPHwvMIAkju+Ogw9ofsc3KzT/JzR/a7dgnqq4XcHHW3Kpx86Pi4w8d///d/v++/tbO4CaO1qdVMiiaXg04UkTEakbRa4azijHCzc+ICDVLN0IsitMeIKMklnPhfuFwuWCwWmM1mKJVKmqFXKpX0UlPLisbuNi55sLHbhbrSgEMut0u+N3IwpVIpiKIIURTpBf2oVRvSv7u2tobPP//8hX93OBxwOBxUoes4CIKApaUlLC0tvfBv1ZQzTiQSZVrre1V/2uHiQ1qjyOVF3i7YqMoNMWAUBAHxeBwKhQLpdJrKRO4e7GwkoVAIMzMzmJqawvXr1zE2Nga1Wg1BEHA7mcTDZBILCwuYnZ1FIBBAOp1GJpPBX/zFXzR03c2AfL8jimck+UMM1kgihFTVWq2qXAuIlLpWq6V+QgQSnJPKJFHIa6XEyF6zkgxGM2Dh+e1Aw2ZjgUY7k9rpza/UzGk/1Go1vYATV2+32019IOLxOKLRKHQ6HZVKq9UhJ8/ikfYtudEguewRtaNKDw29Xg+LxQKbzYbu7m643W46LE3K4BzH0YE1MtTHAH70ox81egl1gVS1dmeRSXDVCDEEovJFfi4sFgskSQLHcVhfX0c4HKY9143OdmcyGeorQMxCiRcJmR2SX/jaJUCtBnIPIqPRSM1NiSkmqWoJgoBkMolMJlOXynKzQwIMvV5P/X3Izy55rkRRLEuQNescxV6o1eoXqvit9HNz0lSeThKWRAKR7m4IJ6xafeICDcFqBQCYksljPQ4JNKxWK/r6+jA9PY3BwUH09/dDo9EgEAjA6/Uil8uB53naTlIL5G1cer0eJpOJDleTAIBkecmlpZKgR6fTwWKxwOl0oq+vDwMDAzAYDFSqUKPRQKFQ0MsQyxiePIg05W6qNVB6FMLhMEqlEnieRywWg8FgQD6fhyAI2NjYoAIA1WrHOw7EmT4ejyMQCNCfKUmSEIlEaBWGyQS/CGn/0Wq1MJlM6OjogNVqhdVqhU6no7Nf4XCYPm/s+QNMJhOtEvf19cHpdEKtVqNQKCAUCtF2yFZVPCImqcA3s4TN7NfBODlYdhLcyZ176EnhxAUaKYsFAGA+ZqCxu3Wqo6MDXV1dNNAAtrOVVquVXs5r5SiqVquh0+lohsrpdMJkMsFgMNAsVSqVQmTHJCaTyVS04ZLDu7+/H6dPn8bMzAwsFgvUajXW1tZgNpuh1WppBoz097YLv/zlL/ccVHzZsGStM1J6vR4TExMYHh7G6OgoisUiotEoNjY2cOfOHaysrCAQCCAcDiOdTtMAsBbrasZLiCAIZXNSWq2WGj6Gw+Gy92ujL1Icx8Hn89EA3ev1QqlUQpIkrK+vw+v1UiPJaswOtRMqlQo6nQ4mkwkulwsjIyPo6upCd3c3TCYTbZ1bW1sDANpO1Qy8TPWplq+x1WpFV1cX+vr6cOrUKWqSmsvlsLKygtXVVXi9XtpC1WqtU06nk66ZtM2Rs6nRiQXGyca4c+8Ud+aETwonL9DYaZ06bkWDtCaRsr3dbkdHRwfcbjd0Oh2V+TSZTGVSfrWAZPWMRiPNUpHMXrFYRDweB8dxZeY/R6lojI2NwW63Q6vVQqFQIJlMIpFI0ApKNfwnmgm5KgqZP5DPIJDDt94Hl8VioYFtX18fSqUSdDod0uk0LBYLdbE9jjN3KyMIAnK5HFKpFHiepz93+Xz+BYf2Rl/c+Z0MF5l1slgsVGyBtCbyPE8DI3ZR+gYSaJjNZrjdboyPj2N4eBgjIyNwOByIx+MIBoO0FS2fz0OSpEYvuyLVp1ruLQaDATabDS6XC/39/RgdHYVOp6NiFWRfJ+dWLpdrqf2jv7+ftgqTVjBJkiBJEqtsMBqKMZUCAIg799CTwokLNEgkaRSEYz3Od7/7XfpxJBLBP//zP+/7uaRMXSuI8pXdbsfg4CBOnTqFrq4uuN1u5PN5+P1+mjWVJIluwi9DPmBOWrOI+pRGoymT893LsLDVId8jkfYlrQQkYCPBRr0PLr1eD6PRCIvFArvdjmKxiEwms69s5EmDSCKT/n357Mju163RmVpJksrksLkdJbxisUgV63abhbFL0jZkRkOj0cBgMMDhcMDtdqO3txcdHR0wGAwAtmVWyUyCSqVq6HrJL7JuuVoWuQSTuadavT/J7F1HRwf6+vowMjICvV6PXC5H1f8ikQh9vlptbx8cHKRiFLEd7wIyI0lmnYCTMST+zjvvYGZmBoODg3C5XNja2sLq6ipmZ2dx8+ZNbGxsUM8jud/Ry6rfRqMRZ8+exdTUFC5cuACDwUBn4D777DPMzc1Rg8ZkMkn3r7/+67+u03fenMgDjRKA1vmpOh4nLtCQjEYAgEEUG7yS6kEOWrvdjp6eHkxOTmJwcBB9fX3I5XJYXV2FwWBANBpFNBqlkp8vY3cGn1ywAdDsajsPqVosFuoWLp93IQOmxNm23gdXLpcrk28tFotl0q31fC2acXBRPsRKZkjI83HcAfXZ2VmMjY1hfHwc169fxyuvvAK73Q6dTof5+Xk8evQI8/PzuHPnDlZXV8HzPFKpFH7605/u+XiZTIYGiul0Gmr19pZcKpXobJVccrTdfsaOg1yilVyenU4nOjs74XK5oFQqafuqXq+nSYPDUE3vC5K0IZUYUnkkxp7kdSZyzLVqRR0ZGUE+n8fc3Bzm5ub2/bx6eEfUwlvktddeQy6XgyiK2NjYgFqtRiQSoUFcrRUgm4lgMAiz2YxCoQCO4xAMBrG1tYVwOEyru/Lgq1J4nkc4HIbFYqE/XzzPw+fzIRaLlSlRNjqZ00yQQKOgViOr00FXo7ndZuNEBRpFhQKZnSyXvoKLdqtA1KZIwEEy3Q6HA7lcDrFYDGazmZbCK21xOnfuHIDt4doPPvgAH3zwwZ6f19vbi97e3qp+TwdRL+Or7u5uOBwOWCwWmEymsnYc4ruRTqfLFJbqQSAQgNlsppcS0h63ubmJYDAIjuPoRaXRMwiNQK6Us5dZ23GeDyLqIIoiOI5DOBxGLpeDRqNBNBpFIpGgxo+VZKRJhYUMgMt/LuVVFxZkvMif/dmf0Y83Rkbw72dm4Pb78d7/8X+88LkKhQIjIyMYGRmp5xJfWIO8AmOz2cpUsoikLM/zKJVKNAhlHI433niDmr6azWZ64U2n00ilUg1VmvsP/+E/wG63Q61WIxwO4/79+1heXsbCwgKWlpaQSCRoBVP+2h81oRMMBqHVaiFJEqxWK6LRKILBIEKhUJmi3WGfj0QigVAoRJNwWq0WqVQKoVCIzsHtVstjAKpCAVpJQlavR9poZIFGOyLtBBmKYhG6JujVrRbkckIOMZ1ORzNmJHvGWmoOT1dXF7q6utDR0QGHw4F0Og2e5xEKheiQNdHpJ5fFemyosVgMXq+X9pwThaVQKIRoNEpdyE9qP38tK0wkuEsmk4hEItQZnSjNxWIx8Dxf8QF+UD9+K0pzNgpSqW7mBBKZpSNtXv39/XA4HHA6ndDpdHROZ2trC0qlEslkkr3uR2BgYADpdBomk4lm3Ukwt9tjqt4sLi7CYrFQCfzNzU1qTEv27GoGQUtLS4hEIlSURhAEJBIJhMNhRCIRaiZ82ISUz+ejScxAIAC1Wo1MJgOe56myn1xCnO1h36BPp5HV65HR6xu9lLpxsgIN2WF0mG2mBCDa2QlTMglDlQ6yambl3333Xfqxx+OBx+PZ9/8PDAxgYGDgSF+7GdnvwKjGptbb24uRkRH09PSgq6uLSmUajUZwHEfbqOot7RsIBJDNZmk/dbFYpIZ0cjd1lk2qPqlUCtFoFEqlEjqdDoIg0ICeONsHAgEqn0uCjaxGs6dBKHl99vPZOUmvXQlAsK8PHcEgNIdsGUqTvb2JW2JVKhVt8eru7sbExAT6+/vR19cHs9mMeDxOZyNIy1Q7qfjVC7JXq9Vq6hNCqvmNnjdZWlqiQQ/P8/B6vYhEInSO4ShtTAexvr6OUChEW4DJeUUCDtJye9jghrRgR6NRBAIBOmdG/IpEUXyhql4P7t+/TwUhrl27hsuXL6OjowNGoxGrq6t48uQJFhcXcffuXXg8HiQSCQiCgJ/85Cd1WR8AmuQ+SqAh6fVI2mxwB4PVXlZNOVGBRlanAwBoKyxXiSYTVicm4JmeRspqhYnn8e9+8YtaLpFRIXI1pf2UW457yR4eHsbMzAxGRkYwNDQEnuextbUFnU4Hn8+HZDIJQRDKBibrsaEGAgEkEgno9XrodzYrMrNBsunygdKTdFmtNaIoQqlU0jkZ0j6gVCrB8zw4jkMikaAZSvIa/OZ/+B/Qv7qK0cVFdPl8UO5RvTjpLJ49i4evvw5VPo9BjwejS0tw+/0VJYWyO+7W9WhFOGpyQy6JTiRm+/v7MTIyAqvVSoOMSCQCn88HQRDozA6jcn7+85+/8Hdmsxnnz5/H+fPnG7Cib3jw4AHdL8hFPZlMHqoKehhIKxZRhSRzliTgOKpkNjF0lCQJ4k5wT8Q2iBgHaQutZ7KL+IUlEgkEAgGsr68jkUjAYDDQ1uJoNFrmTVTvvfewgUZBqYR/YACeqSn4BwdRUirx9m9/i56trVous6qcqF2MHEYHBRp5lQre4WGsTE0h2NcHlErAzsGS3/HHYDQWueSsfOaE9OST4XV5Gfoom4lWq6UGiGSgzmAwQKfTlSlS1RuyScqHh0kbV602+Fu3bqG3txcDAwN47bXX8MYbb2BgYADd3d3gOA7z8/NYWFjAF198gadPnyIcDoPjOPzwhz+sytdvFshBStqdSOZUoVDQHvB0Ov3CpaGkUmFzdBQb4+PQiyJGFxcxsrTU4O+mucir1VAUiyio1VibmMDq1BSMgoDRhQWMPH9+oPdR7pBJpKOwO6mxX3JjP5RKJW1ttVgs6OzspKpPdrsdZrMZKpUKm5ubMJlMdICd0T54PB76mpI2zEwmU7ZvV3MuJ5lMQqVS0TNTfj7K58gOe06QIEWlUlHfIrlq2u7zt17kcjkIggCO4xAIBGCxWGCxWKDT6RAMBuH3+xGLxagE+nECjZs3b6KnpwcDAwO4cuUKrl27hv7+fnR1dYHjODp38+WXX+LZs2fUKLbz+nUAoPPC+xHv6MDK5CRWJyeR0+mgKBZRIlLtLXYXPVG7GK1oZLNlf09ao1amprA+Pr79IhaL2wEGm2doOuRqM3LVFqVSSTdQkrUhl72jIJezJSpbzTCYS76vTCZDPSLIJi+XxazmGuXqY6RljCglkYs1qaI0uie3lkpY5HAmsznEp0OhUND3HfEj2N26Rg4JyWjE/PnzmLt4Efjf/rearbUl2fVciWYznl26hKeXL8Pt92N0YQEDq6svtFaRJJKmRoGGXOpb/mt7yaWKhvblw+vFYhG3bt3CrVu39vxcg8GAiYkJTExMVP+baWL2MzBsFxKJBH3fyKWM5UFGNb9fIjBRba8Wsu6XdRPU+7UTRZG62isUCsTjcRgMBmg0GireEY/HEY/HkU6n6fN+FEirmCAICIfD2NzcpN4tpPshFAqVtcUVi0Vodu6fZM+SI+n1WBsfh2d6GrzTWRZckN9bkRMVaOR2HUa7W6PkLyrq/KK+LFNGPmZ8M1Sp1WphNpvLDAOz2Sy9+BKOGmyQFga1Wo1CoYBkMolAIIBgMEjnIBrh1kwCH/l7ZreiUrXXQy7XRHGJ53nE43Go1WokEgnq+SAP7trx/Uq+NxJokEuDPFsov3Du9xy08qFRb8hzFe7qQrinB19fv/5Ca9V+SaRqIJellfsIaXayiqRlhGSl2VzF4djPwLDRl9ZaIOz4d5EKAEnK1CqBRS7cuznu8ymfLav2Yx8Hcu6TZE80GoVGo6GqfoIgUFEXclYdR4FQkiQkk0lEo1F4vV5IkoR4PI5UKlU26C9vU9MQi4Cd/eOF1ij5/a9NzokTGWikDQZ8+oMfvNAa1agXVZ4pIx8D5ZkHJnP4DcQNmPQ5d3V1UU16QRAQi8WoK3AikaAXgMOyurqKbDaLYDCIlZUVpNNpxONx+P1++P1+2v/6sgz+b3/7W9jtdjidTkxNTeHSpUsYHBxEf38/tFot/H4/tra28PDhQ8zNzSEUCiEWi5WZQsohh8deX69WG3w2m4UgCIjH4/B6vbSn3G63QxAEeL1eeL1eRKPRMoO5doP8PJLnf/dBe+iL0Wef0Q9JokMviuhfWcHymTNQ5fP4y//7/672t9Ga7OyLe7VWkX5nTZUDjd3eFyaTiUrSmnbMXwuFwgsO1O1APWTE69UG2yxkdpKc8v27lt9TrR67WZOfpOJOvm9JkqjaGKnEy/2JjhPcZTIZJHfaOYnqFlE4y2QyiMViVJVLrgSp3rmLiCYT7r/++p6tUe3GiQg0SGuUd2gIABAcGGiK1ihySZFvsuQX8I0fgLxthwHa49zR0YGhoSE6TElMCX0+HwKBAG3vIYfVYSGKTsSciBj1xWIxqqxRiWKHfAjUYrHA5XKhu7sbAwMDNCuazWZpLynZGA+i3hs8+d4BUPUSq9VKN9VoNEqDO7lZUztyUDaP/PuRHlfWWrV86hSA7Uv18+lpDHk8e6pWnVR2t1aRPwd7e+EMhw+tWrUf8kuwTqeD1WqF1WqF3W6H3W4HsJ3ZjMfjNFnE9unKIR5Q8io1CTZIGyypHh6nDfaw1CrI2n1Bb7aLeqtDKhSkHU2uNCZvLa5Gi282m6Xv02KxCEEQqLoX6awgapDy4fOI2w0A8A8OItAmrVEvo60DDdFoxNpOa5Rgs9H+XwB1b43ajbznlxg4Ef8LoiREInKidZ2tQVtAK6LVamEymagT+tjYGBwOB0wmE0KhED3sQ6EQOI5DJpM5kqRhKBSCKIowGo3Q6XQoFAr0ws3zPA00XrZh7b6sGI1GWCwW2Gw2aLVa8DwPs9kMvV5Ph8xfFmjUG1ImVigU1GXXYDBAr9cjl8tRBa5kMnns2ZhWoaaXBNnr//X163jwxhsHqladZOQH9LNXXsHC+fOHVq3aD3IRJm2a3d3d6O7uRl9fH3p7e1EqbRvr+Xw+eDwehEIhdnk8BGRPJMkjs9lM22DlM2Ck5aWeMuK1gL03agtJ+hG53d3nqLwqdtzXQu40T76eWq2mrdbkziafBSmVStgcG6OP0c7BhZy2CzTyKhW2hofh2UM1qpkGu3cHGXa7nSok2O12GpUnEgmqkpDasa8/6ZBDyeVyYWhoCKdOnUJnZyesVis2NzcBbF+MiUZ5Op0+0sX9ypUrVVuzfFhbLi9IJAJ3mzUdtAnWcth5P8h8BmlnEEWRmkCSAIxIC8q/F0YVUChQ3Ee1yppINHp1TcdRVKv2Q942ZbPZqLfO1NQUJiYmqIfN4uIibdk4TutUPdqVmgm9Xg+z2QyLxUL9ikjSLZlM0jbYQCBAgzp2WWccxEEtadWsJJHAgQS/RJxFPn8j70ih62mie2i9aItAg6pGTU5ifWKiZVSjiHIS0VV3uVxwu91w75TWstkswuFwWcTMKJ9pIapTxFOClC5JVmwvn416Qy7pgiAgFAphZWWFKhap1WoEAgEEAgH4/f4ys71mgmyUJFAifhLyTXV3SZoFGtVlL9WqjmAQo4uLGGStVWUcVrXqIEiwodFoYLFY4HQ60dXVhb6+PgDbEqLxeJy2Emr3UJNh7I1Go6HV6d7eXgwPD8NiscBgMCAej8Pn80Gj0ZRVNJptb2Q0H/VoTdutNpfL5ZpKgauZaOlAY3drVCNVow7L7r7f/v5+at40PDwMAEin01hdXaWfW80NtpUzZ6R3N5vNIpVKged56PV6Ok9BvAyqMfBVrfWSbD8ZpiaDZGq1GrFYDJFIBJFIBIIgUA+GZoJsqmTDLBQKZSaFTLigvpB9Lup2I9rZifustWpfKlGt2o/dw+Ck7ZEEG6VSCQaDAX6/n3pfaFpM4/4w7KWMCBz9YkeEPTo6OtDf34+pqamyNlitVguFQkGN7eRKb4yXU6vzuhnuAc0Aeb8fpO4l//2k0nKBRgnAxtjYnq1Rte53q6ZJikKhoANwZrMZXV1dGB4exqlTpzAzM4NSqQRBEKDVahGPxyFJEhKsTQLANxf3VCpFy+q5XA5msxl+vx+RSIQqQjVLoEEqGuFwGGq1GtFoFIFAAEqlks58kIpGMwYawDebJale7M7ekN/beVM97AG7dPo07r/xRo1WA5pQ2au1anx+HqadAf5WoaZ7+AGqVePz8zCk0y/8l5/97Gdlfw6FQgiFQrhx48Y+X0KJycnJ6q+9CZBXh3df9o+atX3zzTfpxxsbG9jY2Njz8wYHBzE4OHj4RTMYdaDdz73j0nqBhkKBL99995u/aOLWqIOQb9hk2JBkyxwOB0qlEtRqNcxmM5VuZS6x23zrW9+iHy8uLmJxcXHPz+vt7UVvb2+9lrUvZJCa9GymUino9XrodDpq9EYCETJg3oyBBlCdDM2vf/1r+l4fHBzEK6+8glOnTuHChQs4d+4cSqUSkskkHj9+jFu3bmFpaQkej6clL3D2WKxuX0veWjV38SIUhQLOPXhQt69/XNyBQN32c9paZTLh6eXL0GYymHr2rC5f+ygc1PpZjwsOaVUlqojEm4BUNEnLZCsPateDZqwE/OpXv4JWq4XBYIDb7cb09DRGR0dx+vRpXLp0CSaTCYVCAevr67h79y48Hg+Wl5cxtKPiyag/BlFs9BIORcvdXBWlEq794Q9YmZpCoL//m4pGCwYcZKMmG7dWq4Ver4fBYKCbt06no/MGRPa21mvaCxatHx25MRMAOkBKAkfSd0z8Pk7CILW8BYu0wUmShHQ6jVKphHQ6XfZ8tOoFhnM66/a15D4cYwsLGNsnAG9Wwt3d5eIdNYQ8V8ZUCmMLCxhcWan51zwK8vmy/aoI9fj6ZB5Oo9HQFjKijlcoFGirKvGJYLQOcqESSZLAcRxCoRD1hCBtycQ/KhqNMmGaBpM2Ghu9hEPReoEGgKGVFQytrBw8o7EX77xztC+6Y6qlruKw5e6SfDgcxo0bN/YtyatUqppmdA8qi7eDUVIjkc83EDlcuUHjfsZU7Yp8noMcbmTWJhaLoVQqIZVKIZlMls3atCy1vDzviF4oi0UMrKxgdGkJnS08o6EoFlGqVUKlWASUSqjy+e0ZjcVFuAOBY8nf1hL5fizfL0gVQT6IWut1kDZfg8FAh7dJRTafzyOZTCKVStVlfqKV5wubFZL0yWQySCQS0Ol00Gq1NMAslUqIRCIIBALU+boZYa9xc9JygYYcoyji1OPHmHn8GFG3G6tTU1jbUZ1qZ5fFaiM/yEgrF8mikQswG/I9OnKDN7l5IHmOd883tHOQAXxzqBG38XA4DJ1OB6VSWVbRWFtbg9/vRywWQ3qP/vlasbu16/Lly5iZmcHFixdfaO26efMmnj9/juXl5bq2dpH9rSMcxtjCAgZWVpjq1D6Q58odDGJsYQH9h1SdagTytlq1Wg2NRgO9Xk+V9IrFIvWrydXodZcPwmu1Wur943a7MTAwAJPJBLVajXQ6jUAggFgshmg0WpO1MGoH2Y8BQBRFRCIRSJIEnucRCASg0WjozGg0GqV+SQxGpbR0oEFQAHCFw3CFw7h4+za2hobaorWqHsjbt8iBRjIZwHagQTLKtTrQTgry1qmD/r0ZqWamiFQyMpkMeJ6H1+ulYgderxfAtrRzKBSCz+dDPB6v68FGssUkwyeKInieRzQaRTAYpIcuyexJklSXn43drVHDz58zH419oK1RgrD9XC0twdwig/HyCz6R7CZeS8RFO5/P05muWgbh5GzQ6/VwOBzo7u7G8PAwzpw5A4fDQf0ulpaW4PV6mSJUCyKXIid7ciaTQSqVQiwWo6+p3CeJmQe//EyMd3RgZXISq5OTyOl0Jzr53RaBhhx1obBvaxWjHHkFw2g0wmAwUPMk0n9LZFhFUYTYYgNIe/GysvteSkpAdS/azRxQ1AP5bAbpCS4WizSLBoCaVcbjcQiCUPfebxJoENfzeDyOYDAIi8UCYDvzFwqFyhzia0ap1DatUfWgVVqj9oMkf4jHktlsht1uR2dnJ/R6PdRqNbLZLKLRKDiOq6lHkLyyYjQa6TqGhobgdruh1+vBcRxtc4zVUfyAUV3klWZ5Moi8v8i/5fP5A1tZf/nLX1LpfrvdjvHxcYyNjeHMmTN466230N3dDYPBgFgshrt372JhYQFzc3N1mUGtJ45oFK/cvo0Ld+7APzCAlakp+AYHUTqBie+2CzTk7G6t+mSPz5EP2+1ltgJsS+q2G/L+X+K0bbfb4XQ60d3dDb1eD6VSiVQqRfsyq5mtaqY+W/nrv5c+/EkPDGoBOchINpZk0iKRCABQh+VUKoVsNlvXDJq8mpFIJODz+WggFIlEqEOxz+fD5uYmwuEwhGpny3fmCQDgys2bGGStUfsizxSevn8fM48fN31r1H7IK8zEjdzlcqG3txcTExOwWq3QaDRIpVJYW1tDKBSC3++v6VpIoGEwGKix7ODgYNmFMRQK/f/t/dlznNed5ok/ub+573smkIkdJMCdlEiJ2mXZrimXXa4pO6Jjrn5/Rd91xNz072I6omMiem67omrC5equalfZZa2WRJOiSErcQRIAse/Ifd+XuSDOq4OXAJgJ5I7ziUCAIoX3PZkA3nO+2/MgFovxgTijuxAay5EkC23KSouaHNRGLZzBy2aziMfjCAaDWFlZQTabhUKhQCwW41vukskkDAZD615wC5FUKvAsL8OzvIwcx+HulStYGRoCgGNT5ejpQINAWqt2/Z1g+Jn8QgF7mJO1Yc2tgFa8IiZULpcLg4ODUKlUEIlEfMaMyLD2Gnv9HBDoB+ZRYANqu6H9OMj7m8vldimrkU2NyGa2cj6IKL4BQCqVwsbGBjKZDCKRCFZXV/l/j8ViCAaD/CDsUaFbo7wLC3g+MQFJqYShLlOPagXC1qjF4WGk9HrYNza6Nsgg0GauBoMBTqcTg4ODOH/+PCwWCxQKBeLxOK8I1CyhhF/96lcv/V06ncbt27dx+/btPb+mE7LS+5kK9gq/+c1vdlW9iCS+y+XC5cuXcfr0aQwPD2NkZAT5fB5bW1uYn5/HP/3TP73y2rTIAP0+CmXNX5V8owONTCaDeDyOQCCA5eVlJBIJyOVyJJNJbGxs8M/QXg00aLhcDuZgECtDQ3CurEAbjx+L1qpjEWjsBX2wfJUueC8GGvRchkql4p1ZR0ZGcObMGRgMBojFYmxvb0Mul0Mul7cs0DjIYbPR9xH+DEgkEj7Y4L//bZJWJRsKGcYkFSe3240zZ87w7QtqtRpbW1tYX1/H8vJyzYfef/zHf9zVFmG32+HxeDA4OIg333wTg4ODsFgsEIvFvJfF06dPEYvFjvza6HkVYqpYKpX4917oNN7KqpJwRiOVSvHqWKS1i/ihJJNJ5HK5w1dc9lGNShoMeD4x0VClu67nANWoDa8XKb0eRbl815d0UuW0FujEB2mdUqvVMBqNsNvtfLVZrVbzQgmqLpO6bCYHqSfWQ6cnh4i4CF19IMmQra0tXjigUCggGAzWVfWigwk6yKD/rZZrlMtl5HI5RKNRVCoV3i9qPxEBr9db35vQpRDjZ1U6vX9rFdBT7VXHLtCgS9PkAE0e3GQugZT78vn8i/aJdi+6CQg9PDQaDV/RGBoagslkgkQigUajQTAYRCKRQCAQaOp66HXt1cbWyMMm2YjI8LtCoYBareZ7oAHwB8hcLtew+x5mnfRaVSoVdDodHA4H+vv74XQ6odVqwXEcgBcZx8Nk18nBRiaT8S0SJLARi8XQ6/XQaDRQqVQNCTQIdPWQrIP+t0YYBB52TcCLli7SKpXJZCDb2SSIVHGhUECxWKw7q/wq1ajizs8gCzRqU42S78zwFASBRrdC71Hkd95iscBms0GpVEIikcBgMECj0fC/+8cZej8jH2Q/B/YX4OhmhG1OuVwOkUgEm5ubvOxwsVjkg4/D3uMwX0Pe70KhgGQyySdqksnknrLInSqX2wyKO3sIebYLW6uWh4YwPzaGuMnUM1WOYxlo0D2nGo0GOp0OZrN5VxYgEonwMm7xFplItYu9Mvsku0+bBTZLUUSoFU82CDpjQ8vCNuJ+tAkV+TmwWCzQaDS86lYymUQqleKz2O2EBALk4GEwGGCxWGC326HT6fhs+1F7pMn7ToIOmUzGf0+aZRrZiCCSHkA0Go0YHh7G0NAQTp06hXfffRdOpxMqlQqhUAi3b9/Gs2fPMDU1deCaSABElNfo9koAu3wMall/PapRBYUCACA7buouJOFQp2qUfOd9Ku68b93KXu1K8Xgc169fx/Xr19uwos6H3j8UCgXvAaFUKiGVSntamr1arfLVDLFYjNXVVeRyOWxubmJhYYFvXYrFYi2vfNHD5XQrLEnkkZbZ42b0SKqu8j2e7Vwuh9GpKYxOTfWUatWxCjSEw20kU0TrgstkMmSzWXAcx2uCaxIJpPT6ns4uksMSeRiQdhbambkZD+u95HUVCgUfbJDMcbFYbGjrFj1wqdFoYDQa0dfXB5PJxD+Qw+EwIpEIn8VuJ8I5EhJ0kGoMce0lD/F6oc3zSAk+EAigUqlALBYjFArx6jKdDt0fTDJ9pCpFNjZShTjo/aLbu0jP8n6Vtv0CDWmx+KI1qlyuSzUqv5OlVrSxmtZqpKUSqoc01JORikaXBxqM+qH3dPI8VyqV0Ov1/LO7F+cLhS2eALC1tYVUKoWtrS0olUq+GpvL5TA5OdnStZFnIjGpJa1T+7WoHxf4Z/srZKn3Va0Si7vuLHqsAg1gty44GbQjuuAmk4kfUpqdncXq6ipEIhHO/Pa3CNtsUHfBIatW/vZv//alv9ve3sb29ja++OKLPb+m0cNawrYgkoXSarW8gRtxic7n8w3Ti6fvqVareRWVs2fPwuv18vMpS0tLWFtbw8LCQkPue1jozBDJTm1ubkKtViObzUKj0WB9fR2rq6t1tbcJ1UEymQyi0SjW19fx9OlTRKNR6PV6iMVirK2tYWNjAxsbGx3dE05eD9nU0uk04vE470dAPDmIJO2rAjPabHGvYOJVlQz/7CxUqRRMwWBdqlF5pRLA8Qo0Rh8/hiESgXl7u+6BbpIdzNcQaOynMldrm163zX30MrTnCFHpslqtvHqiRqPhEyjtbIFtJuT5DYCfJ0un03yQ1U4PLLoqXCqVUCgUmt4W3Qn80z/9E9+GbDabcfLkSX7+9f9/9SrMZjMkly9jdXUV33zzDZ49e4anT59Co9G8dC1ha1VSr4d1e7sNr+rwHKtAQ+h0SqoZfX19mJiYgN1u5w8j5BcklUq9UK1q4nzCcUV44CdzAR6PB1qtFnK5HOVyGaFQCNFotCGus3RwQwJOUtHwer0YGBiA2WzeNRAei8UaOpdQD3QwQAKNRCKBjY0NSKVSpFIpqFQqbG9vY3NzE0GBulot16ezYkQRZGVlBel0Gmq1GgAQCoX4j76+vma81CNBv45CoYBEIoFgMMj/XG1sbPBJhPn5eayvryMcDtccNB12IxQBcGxs1P11JOvF9ejhaC9EABzr64f6WuWOx0/uFd9P8rtPfyYHH/pQxOgeyB7CcRwsFgv6+/vhdrsxOjoKo9HImxt+/fXX7V5qwxEqZJIOALK/AWho2/Fh10g+7yUfT3/uFYTVcCIqEo/HEQqFUCqVIJFIEAqFkEgk+GTqXoEGDZfLdeWecKwCDQJ9wCWD4Hq9HkajkS83kvKrvEeGCzuNvYacDQYDv0GYzWYolUoUi0WsrKxga2ur4XKFdAuSWq2GwWCA2WyGzWaDWCxGOBzmD6vtCjSAHyoa5GEVDoextLSETCYDnU7Ha5KTdiebzXao62ezWf49FovFCAaDUOxkiMm8SiwWO3Kg0azMLq10Qr5fZJhfo9HwSidErScUCnWs0gkJNORduKm0A44EGjuVoL3YaxZNOAt23No4uh2huItarYbJZILT6YTf74fFYkGxWEQikejJQAPYXRUg1dz9qnV70YpK21ECCqKOSBKSbrcbfX19GB8fxwcffICRkRHY7XaIxWI8efIEMzMzePToEZaXlxv9MupC6CVC9u719XWk02le1TMcDvNVdrPZ3NY1N4tjGWgAu6sbJODgOA5KpRIcxx25551RG+SwTw76VqsVPp8PTqcTGo1mlzNps5zJSfWCHkgnw+/CAeBWQ3tO5HI5fvivUChgbW0NHMfxc0XkYVZPoEGuT9oLyH0ymQzkcjmfFSMKS600zquHvdrARCIRn53eS+ih4SZ7DSS7U0lSHSM1lqNAKhrZfSoatMIemWtSqVRQKBSQSCT8YCrpZ2d0D/Q+TksB9/f3w+FwoFAoIBqNtnuZTaeWykE3Qz/fSdItGo3yJq8kORiLxdquYiUMMsLhMH/OKJVKUKvVvE/ZwsICAoEAotFoxya+jsqxOkX/6le/wh9/+UvEzWac//d/h219HYlEAjdu3MCNGzdavp7j3usrbJ0yGo1wu90YGxtDX18f9Ho9stksX36Mx+NHPgTQD2NyqE4mk3yVAAD/UJifn8fa2hr/IGsX5BBN+nDJayB9uGKxmB9wPkwgQAczwA/l3r08RZplDtYIhA930kaVy+V2KZ3Q0tWdSnon0FCyQKMmuJ35rb1ap4StkiqVClqtlpeKlclkKJfLiMfjSCQShxI8OOrcB6N2XrX/LS0tYWlpCZ988kmLVvSCvfZz8nNHvKqsVitOnDiB119/HX6/H/39/fhP/+k/NWwNvfjzRr8m0kJMkmrBYBAqlQq5XG5XhaATlCLpvSgSifB/jsVikMvlEIlESKfT/Ho7Yc3N4lgFGsCLDGHcbEbmFb1wjOZDb87kgUyUQ0h1CQCftZfJZA3JNtL644VCAalUCpFIBGtrayiXywgGg7sGoMPhMD+r0C7IeoHdgYBEIoFIJDpy24dQzrVcLu+q5nRD/zo9VJjP53nFqXQ6XZfSSScE8qSioWaBRk2QgKwkk6Egl++SjhQa4Gm1WlgsFrjdbuj1eigUCpRKJQQCAV6Eoh5o7x/y+yj8vemlg99eHPek2asg1XHSPaHRaPh2bcarodvCiGgJSVAGg0FoNBqIxWJsbm4iEAhgY2Oj7hbiZqwXAB9gkD/TIiTEZ4R0JPQqxy7QUO+0S6SP6DfAODrCdhfyEEkkEojv+Atks1m+f7FRGWj6ME38J2QyGRYWFhCLxfiyZigUQjgcRiAQgN/vb8i9j7Jm4MWDigQWe2VPjxIICHt991tDpyMMmshrIYFGpwdNJakUhZ0ZDVUHt3d1EtJyGYpMBnmVCimtFqYd4QihMalOp4PNZoPX68Xp06dhs9mgVqtRKBT4CmY9c3lCDyBSYaQrgbQqUCNhh/vugvxMkIQakXNnvBr6nEDaoogE/9raGm8CSCoDsVisrYEGga5qkPZkMp8BgE92Nlq+v9M4foHGTlk81eGBxn5zAd1y2KsVurKQTqeRTCYRCAQglUqRTCaRy+UQDAYRi8WQSqWOPJz/qk1WqDClVqvbHmQQ6O89CTT2+/ej3qfea/3mN7/ZJTNpsVjgcDjg8/nwxhtvYHR0FE6nEzqdDisrK1haWsL09HRTpINpSVoyp7Gf43gnkt6ptkoLBch6ePNpNJpkEnmVCmkq0AB+CAboYWGPx4Px8XF4vV7e8FIqlUIkEiGTydRUGaT9G4j/j0aj2TXbR8zIOrlNj9F86GRaOp3mZwvaXSlvBs0IZGkVJ5KQJM/4eDy+qxWJzBi2G7olmVTSaZl+sjfVY/rarRy7QEOz0wfXiRUNYStRL+tN//rXv97z78PhMD7++OM9/63TFcDoDKNQbECj0UCtVvMu5CKRiN94Tpw4Udd99hr666SfC9qAkRy+9Ho9TCYTdDod72DebD+Obv19Ser1AABtD/fsNgN1Momw3f5SEolubSIqc0qlkpfT1uv1yOVy0Gq10Gg0UCgUrzyo0Kp5CoWC/722Wq38NUQiEa/WFt/HAZ7R2wjnxuLxODY3NzEzM8P/mVEbdPsU6UgoFot8FRH4wTOkk6oDZN10RV347926V9XKsQs0SOtUSqdr80p2I3R+plWPgB9K8J3a7sF4GZLt5DiOP2gbjcYXZj07CkhHVcfoxIcT3dJFZ3zpDzJfwngZ8mzSssNpXZBqdXqfZ7sw+BfOgikUCr6lpRaEsqpGoxFOpxNmsxkqlQoikQjhcBjhcLitynXthn4e1Cq52kvQVXsyGLy2tsbPGtTLcW5928sAkJyRhBWCToKusu/3773MsQs0tDttMTmVCgWZrC633mYjHIiWSqV8ZaNYLKJUKnW06g/jB2hFLYVCAYPBAIfDAZvNBrfbzXs6EAOfvWj2htKs6wtnbmKxGILBIGQyGTKZDC/ldxh1n+MAqWhoWEWjLnQ7gVli5/0D9q+cTk1NYWpq6tD3EirmkXasU6dOweVyQa/XQywWY3V1lZehbhWddLCnk2fkz2QtzVpPJ82u0O0zpH2OJFhI65S2A7srOhlhhWCvFuJOPbh36rqazbELNOTFIpTpNLJqNZIGA8x1Oik3A5IZUygUfBneYDDsMgzMZDLIZrNt14dmvBq6TYO0DjkcDgwNDaG/vx+jo6NQKBS8e/Xnn3/e7iU3BOGQfTweRyAQwOzsLLLZLFZXV6FSqRAIBLC1tYXV1dV2L7kjSbKKxqHQ7SSREgZDU+9DV5+lUin/vCa/40NDQ7BYLBCLxdBqtZDL5bx/S7MRVsZptbVWH8DoChL9sV8LSa9CG64SiXDiUySTyXDp0qV2L7HrOO4Vgm7j2AUawIuqRlatRrwDAg36YUwOpcQh22AwgOM4iMViRCIRxGKxY2E81AvQGU+lUgmj0QiXywWfz4fx8XFwHIdYLAadTtczgQbwstZ5NBrF2toaCoUCQqEQFAoFotEo77putVobct9eaidI7EheskCjPkigkdVoUJTJWjJITxIKRLZUp9PxsqVisRg6nQ4ajaYlFQ06wJBKpXse7Fvlek6vg5jgklY1sVjM99cfF+j5AvLnXC7XUe2jpBJEEp8qlQo6nQ4WiwUXL17EmTNnMD4+jrNnz0KpVCIWi2F1dRX/5b/8l7atmQUU3cGxDDT0sRgCbje/obcTWn6RBBomkwlerxc2m22XPnSwA6ovjNoRDveTCgfZcIkDfa8gbBMgr18qlSIWi/GvN5PJIJlMIplMNizQ6BXyCgXvoWFoQQa8l5AXCuAyGeRUKiRakESiqwd7eQCRQXG5XF7z3MdR1kLWQNq5yO+bVCrlfycPY+h5mLXQzzsSfBFRCIlEwnvctBOhPHgzodt9iCwr3UrWidBVMNIKm8/n+e9bNptt+/eQ0R0cy0BDt1MViHdIoLFXr+/k5CT6+vpgMpkgFouxsLCApaUlfoiY0fnQ6lCkfE4e2GSz7bWZG7qiQTJ4uVxu18wRUQVhP8cvEzeZALwYbGbStvWji0aRU6kQNxqbFmjsN/exvr6Ov/u7v2vKPQ9CeLAnLtR6vR4qlQpKpZKX1WyF+7BwPVqtFlarFSaTCTabDVKpFPl8HslksuXtU7QCmbC9rNnQB/e95Mk7DWErLJGfj0Qi4Diu592sj8JeFfa7ly9jdnISo48e4dytW21YVfs4loGGcUdjPWo2t3UddMZbIpHwjqFmsxlerxdDQ0OwWq0Qi8X8oS0SiWBra+ula3XSABzjZX+QUCiE5eVlAC8y/hzHIZlM9mSVirx22hwvn8/zmzrZvHotyGoEsZ1AQ8+qGYfCGA4j4HYjarEAs7PtXk7LoGfC1Go1rFYrrFYrX0kgwhNEYauZ6xBW6J1OJwYGBuDxeDAwMAC5XI5UKoVwOIy7d+82dT17rY82VxQaLLYCOgElRLiP05Uym80Gv98Pn8+Hixcv4tSpU3x79X/8j/+x4Wsk+1cmk0EoFMLKygp/DqG/h4zaIM/241ipPpaBhiESAapVZDUa5DgOXAeV/4SleCIFSj43uwTfbI5DQERnrcisAplPyOfzyGQykMlkyGazu8wBewXaXElonid052bs5jhvRo2gU5JIrWKvg73FYsHAwAB8Ph+cTidMJhMSiQQCgQBWV1f3Vblr5JqI7K9KpYLFYkF/fz+GhoYwMTEBjuN4D4lWBhp0pYXIjiuVyo7fV/dat1arhdFo5EVjGgm9f+XzeaRSKWxubqJSqfCJTqlUilwuh9SOXcB+/OY3v9kljqLT6WAymeB2u3HlyhWcPXsWIyMjGB0dRT6fx+bmJubm5vAP//AP/DW6ae/fjyp+qFYfxyRS5/52NRFZsQhtPI6kwYCo2Qzn+nq7l7QLOuNLzGmKxSLvpXEcOIwRXScFMbTWdy6XQywWg0Qi4V1LSQtRKpVqepaxHdABhtCZm/5/GLuJ7MysGJt8GOxVyPsWNZtRBdDZzSmNgXY+V6lUMBqN6Ovrw/j4OPr6+uBwOBCJRLC6ugqpVNr0QINeEzkYq1Qq/nDMcRxEItErD6nNWA8Z2ifvk9ls5ofVuwHir0WCI7lc3pQ5P3r/yufzfItUNptFKpXiW3+z2Szcbnfd1yViAIVCAblcDtlslv8zkQHuJdIaDfJKJUSVCgzHUNDnWAYawIvMV9JgQNRiaVugsV+vbyAQwG9/+9uG3GMvPXVCpx309uqVJRnwRlyb/kxo1ntAVzSq1SpCoRBfgl5fX4dEIuEf4mfPnm3KGjqBg9oEhJDsFzk06fV6WCwWeDweXL58GSdOnEBfXx+cTifC4TDW1tbw/PlzfPfdd81+GS2hLJHwFQ1zINDm1XQnulgMklIJJbkcKZ3uWLmr0wpY5GBvMBhgNBpRqVQQj8eh3hEaaMVaaDEIoUFiPp9vubcIPQup1+vhdrvh9Xqh1+uhVqvx/PnzI92jWZl34aE/nU7z3kSFQqEp7yN9TwBIJpN8YozINFerVRSLxVcGGrQMrdApPZlMIh6PIxKJoFAoIB6PtzQAbRV8AikchqRFym+dxLENNEzBIFYGBxG22dq9lKZAt6oQicNObV2hh/OE62yE9jt9TWEw08z3gJ5VqFarKBQKSKVSkMlku1xMGXtDMqIkU6vT6WA0GvmDUyKRaNnBqRH85je/4bORSqUSNpsNLpcLg4OD+OCDDzAxMYH/x+OBXq/HoseDubk5PH78GPfv32/30rsGcbUKQziMsN2OsM12LAIN4YAzaVsiB3uVSoV0Os0rYDWDgw7ZqVQKN27cwI0bN5py71dBvz9065Hdboff7+cH548aaDQDYWU8EolAKpXi2bNnyOfzvE9LM6BbX2k53sN4oQhfRyKRwObmJpRKJe+5dNAMardDzpmmHpzJrIVjG2hYtrcBACG7vedK7HSAQbLD9AOiXC7zH+2GDOKRbBPRfycD8HRWpV6EwRZddqYfoM2CnlUgkoalUgmFQuHYmVbVCx0QCmeWiNEV6VnuRuifP6LSlcvlkMvlIJfL+RaC4+Q10Cgs29sI2+0I2e3wzc21ezlN46DD/a1bt3DrmCnbHAQ9x6LT6WC1WuHz+XDq1Ck4nU5YLBb827/9W7uX+RL0c4IodclkMqyvr6NSqUCpVEImkzX1/mSPIi1PwkRgPdci7VbxeByrq6vI5/PY2trCwsICyuUyX63plla2WiEVDRZoHDOMoRDE5TJyKhXSWi00yWS7l9QwhJrqKpWK11PvJHlROgNH1qlQKPhDJN3HeZhr0+8D8a0gB1VaG7yZ0N4S9IOa/rdeoNFtA7QcMMmAhcNh3lcmHA4jHA537TA9/frIwGU8HodKpUKpVEIsFkMymUQmk2n3UrsOy/Y2ZvAiicRgEMh+QJsrWiwW2O122Dq4s4GWmE0kEvxeEovF+CSiSqVq2v1pDxDhvF2te5hQICWTySAcDqNcLvOSueQ1ZjIZDAwMNOvl8C26pPJnNBpht9vR39+Pd955B6dPn8bAwADcbjeCwSCWlpbw7NkzfPbZZ4e6X0Uk4gON49oSe2wDDWm5DGM4jLDNhpDN1jOBBt3jTuRyrVYrtFotVCoVpFLpLsO0Wmn0oDUdCJC1EhddEnAQD4bD9mzS0oBarRZarRZKpRIqlYrPIjfyINcL6hidAL0hpVIphEIhLC4uolKpIBgM7lLR2djYaPdy64IehiQZylAoxGf0tre3oVarsb29jc3NTaytrbV7yV2HZWczj5lMKEqlkDEZZQZ2+1gIB5LbnXTbD6EJKmlhymQyCAQCfJfCxYsXm76OoybGyHOd/FkkEiGfzyMajUKhUOyq+Dcz0KDXI/x5KBQKvClhJpPhK8tH+fmIWiwoyWSQ53LQH8NBcOAYBxrATondZkPQ4YBvfr7dyzkye0kdGo1GeL1e2O126HQ6cByHaDSKSCSCQJujaxIQkeE8n88Hu90Og8EAnU7Hl1Hr1eoWBjFKpRImkwlmsxk6nQ4GgwGVSgWZTIYZDnUY9PA4HWhu77Q6JhIJaLVaZDIZxGIxhEKhpmbzmgHZcEkLgUgkgkwmQygUgkajgUKhQDwe53/261F1YQCqdBqqVAoZjQZhux2ODlMV7BQ6SaWvVdCH2Uwmww/Id3ILJh1skM8k+9/JzuJC6NlQ0jKazWb5rgbgh+pNKxH+TCQSCb59KxqNIpFIIJ1OH/r6AacTAGDd2uqpFv166NzfrhZg29jAzOQkAi5Xu5fSMOiKhlKphNFohMfjgdfrhdlshkqlQiAQ4AeuGjUjUI/LKT24SAZ9DQYDPB4PfD4fHA7Hrqz12tpa3ZKMZOaDyBgSoyOn0wmn08m3p2xtbWFlZaXel9uxkMMDeY8VCgWUSiW0Wi38fj/6+/vhdDrR398PuVyOTCaDSCSC6enpNq98N0TSOZvNQiQSYW1tDalUCmq1GhzH8ZtCMpnE6Ohou5dbM/TcDnl9YrEY29vbyGazfHtfJpNBOp1GIpFggcYhsG1uYml4GAGnkwUax4xaA6HZ2VnMdompI31Ipw18O91dXIhwbrFcLvMiMOTfW9VSTN7TYrHIJ65WVlYgFosRi8Wwtra2y3/msARJoLG52aildx3HOtC4/p//M/Cf/zMSAOrJ7XRqRoeeeeA4Dnq9HjabDSMjIxgZGYHL5YJWq8XKygqWlpYgFouxsLBw5Hvup+Z00ANDqLOu1Wphs9ng9Xrh9Xphs9kQjUbBcRxKpVJdgQatMEIqO1arFX19ffD5fPD5fCgUCggEAlAoFD0VaNAI32ODwQCn0wmfz4exsTEoFAr+QdpJgQatUELP0kSjUX5+p1Qq8X/fTYEGsHuDI9WNcrmMeDzOOxWTdo5e1JRvBfb1dSwND2PL7cap779v93IYjCNDt/rQs37dBv06iDhNq5QghfegTQnFYjHm5+eRTCaxsrICjUbDV50jkQhMO9Lj9VARiRDcmRWz9aCaVq0c60CjVyGHS4VCwVcLrFYr7HY79Ho9Lyen1WoPfQ+6KkGGzMkHXRqtZZ1yuRwajQY2mw19fX27BrGIg/bU1FTN6yKf6evrdDqYzWbY7XZ4PB4UCgXe3bSdCNsX6CF+g8EAg8HA+0lwHMfPltTSLkS/B2ROxWQyweFwwOv18g69pGzdSdAZPLIpFItFPpAmJfZOUE47DHspkRFVNFr6uFtfX7ux78zuRKxWFGUyyLpcvatdbU7depjtZerxJqqHVidQW1m9OGgNtD9JKBRCoVDgk5yFQgHpdBqpVOpQgUbUbEaB4yAtFI61CSsLNHoQoXQmyfySoSbiMn7YQww5wNKHWFqaltzzVbK09IOGXieR+iRZ3cMqQ9EmTQqFAmq1GlqtFnq9nn+wdJIPA12RomUY7XY7+vr6oNVq+d7+Wqswe1WOSOCiVCohlUqRzWab/MoOB/3zQTYEobRiN8sDC4OpXnt97USdSkGTSCCl0yHgdMLdo1XLZtAu3yEGo5UITQnJsziVSvEqnaTiUSgUMD4+Xvc9trxeAIBjfR3iY/y7wwKNfdgvk9MND9qDpDOJLN5RpDOFmXKiFCWXyyGXy/n7vqpaQLeQ0BKmKpUKIpEIkUgEoVCoLglT2oWUqEhks1nEYjFsb2/z6yStU4cxB9ovu0hXecgHzS9+8YtXXpu0fMnlcr6dzO12Y3h4GEajEaVSCalUquZAg1bTSKVSiEajCIVC2NjY4Csa7RYF2A+hNHA73e2FruVGo5GvwF29ehWTk5Pw+/1wuVwIhUJYXl7G9PQ0rl27tu816fYB8jrqaT9kHIx9fR0pnQ5bHk9LA41uHrLey3eIVNlY4MvoNWhTXXJmIm1UdHfGYZOymzvzdY5jrh7IAg0Br8rmdOrGf9AmdfPmTdy8ebMh9xEOm2s0GrhcLpjNZmg0Gmg0GuRyOSSTyQMDBDqLS4KhYDDIZ+1TqRQfHNR7EKb7WEulErLZLCKRCDY3N/mKC3EhXW/QoChdjSBGcqTfvtafG2EAZzQa4XK5MDw8jDNnzsBut/OzCn/6059eeT2hG2symUQwGIRKpYJarYZCoeD/rtPptN89ukVP+D0nlb1alWw67bX1Cq6VFcyPj2Ojrw/nbt7sacWXRrQ40UGGTCbjf5ZlMhnfzsda+ZpLJwSbxw1hZXkvU8LDPJ+LMhlCDgcAwMkCDQaBzkbTTtp0z/RxzujQGXuZTAalUsmrRbndblitVhiNRiSTSYTDYWxtbb2kP33QgzQej+P+/fu4f//+kddKexWkUikEAgHI5XK+ulEqlfgKylGhf25ImxbxBiGHzVrdzelBdiL9S2YrzGYz7yr+KujWG1IxIoEVCe7I/Eu3mt61E/r9JS1/pO2vWCzW1DrIaC72jQ2Iy2WkdDok9Xro4vF2L6nh0M9k8t+Eeg5HQvNUkjQiySSJRMI/NxiMWumWwIlu4T6sKaGQLbcbVbEYmni8Z3zaDgsLNHYQZqTlcjlkMhkfbJDs+HE/PJCNjQQaGo0GdrsdPp8PLpcLFosF8Xgcm5ubEIlEWF5ebtnaXvVQKxQKWF9fb1gVg0AHX2q1mjceNBgMvBFRvXMmtKFUPp9HJpNBNpvlW8Fqga4YAcDGxgYymQw2NjawtLQEiUTCS/s5djIvjFcjrMRtb29Dr9fzwWs0GsXm5iY2j7GcYScgKxZh3dzEtseDjb4+6B4/bveSADS2+rBXmxOAQyXF6ASS0WiExWKBwWCAxWKBVCrlf96PK69qiSPfV7p1ViwW4+c//3kLVsc4Ko2uLK/39wMAmw8DCzQA7D4okpYgg8EApVIJjuMgkUiQz+eRzWaPZNzSKwg3JK/Xi5GRET7YCIVC0Ov1ANDSQKMd0D87HMfxqk5WqxUejwc6nQ7lchnpdLqmeRC6J5SY1UWjUb69qVAoIF5jZlY47JZMJvm2tGQyCZFIxAfPnRBodHr2iy6tE1dvqVSK+fl5ZDIZrK2tQa/XI51OIxKJYHt7m6n2tBnXygq2PR6s9/VhrI2BBn0IpYOEw7ZmCE1JSZuTVCp96fe+1uuRJJtCoYDBYIDdbofNZoPH49lV/TzMXNtxgE5WkmHiTjYCZDSPikj0Q6CxtNTexXQAx/63QGgeRzLSZO5ArVZDLpcjmUzyesrHHWE2jQRoHMfxwRlpHzoO0JsL8exwu90YGRmB0WhEsVhEKpV65QZNDrHEjC4UCmFhYQGZTAaZTAYGgwGlUqmuIX7hnAYJYDKZDOu7PgR7zRZtbW3xBpBEe50EiC7KDFQYSFVEIvzuP/wH5FUqvPuHP8CxI8nKaBye5WXcv3IFQacTOY4D1wY5a3qPoasP9IB1PdUHYWJMp9NBrVZDpVJBqVTyldBapbvpZzkR93A4HBgaGoLf78fo6Cg/z7W9vY2PP/74sG9Fz0K3z5JkpUKhgEKhaPfSGG0gZLejwHGQ53KwssCcBRrA7gFn4jvhdrvhcDig1+uhUqkQCoUQDodZhgLYtTmS1hta2Soejx9J1aqbEA5wk0xgf38/xsfHYbVaUSwWEY/H8ec///mV16NnS+LxOKRSKd/7T1TD6vH+oAfd8vk87yZLH3TYIHLt0HMv5L/FYjFSqRQ4jgPHcfwhL51O7wo0hIRtNuRVKsjyedhYm1VT0CSTMIZCiFosWO/vx+DMTEvvL2xvoltyaT+Yo8xwmc1mWK1W6PV6GAwGlMtlZDIZJBKJutZJV2YNBgMcDgf6+vowMjICjuMQi8WgVCoP+1b0NMJkk8lkglarPZJXFaN7WfP5ALyoqB5nWVvCsT810w9upVIJvV4Ph8OB0dFRDA0NwWazQaPRYGNjA6urq+A4ritUepqJMPMei8X4YetyuYxoNIrt7e22Vn9qlZgUDn0dpn2Hruyo1WoYjUY+2HA4HLwB0KugW3OKxSLfpkfa9uRyOZ9N9+7oc9cC3Z5BMqfHpaWH/ByQYJDMzthsNly8eBETExMYGBjA4OAgL3m8uLiITz75ZN9rku8B/b06zOFxZWAAwIseXrYZNQ/vwgKiFgtW/f62BBpEuYnjOD5xtVdQWs81yaFWpVLBYrHwYhw2m42fFQqFQnXNVNBKanQrFamckCAJ6G4J30YjVGI0mUzw+Xyw2Wyw2+093z7cbTT7Z7AKYHXn2e5hbVMAWKAB4OWKhl6vh9vtht/vh9vthk6nA8dxAF4oIx3HQOOgX861tTWsdZF8Gy1b3KgDt1CBiAxwZzIZPiCr9TpE1zuVSu3yv5BIJPx96gk06Gvv9edeh/4eCw8FxMDQZDKhUCggn8+/MgtJ+3sIzfZo7fWD2mEqIhFWBgcBAH1zcw14lYz98C4u4tGlS9jyeFCQyyEXKOE1C6FCH2lJMpvNfLtTNpt9pRT4QdfU6/Xwer0YGxtDf38/+vv7USgUEAqFsLa2hlu3btW8Xtock5YHLxaLfGX1uIuh7IWwqk38j7xeL/r7+3s60KADTvq5qtfrMTIyghMnTmBwcBAXLlyAzWZDsVhELBbDf/2v/7WNq24uIbsdGY0G0kIBrtXVdi+nI2CBxh6QhwadzaGH7RjdC902RD4TDnv4pge4C4UC0uk0EokEIpEIr+xU60GCPsSSz8Qpnaz1KEHCcQow9mIvCWvyO16tVvnf81chDDaI9jr97we910GHAzmVCvJcDo4Gq6AxdqOLx6EPhxE3m1ta1aCr5RzHQaPR8AacZrMZer2eTyJsb2/XdD3ymVQ01Go1LBYLXC4X/H4/hoeHUSgUeDGOgzgoeZTP53Hnzh3cuXMHf//3f1/7i24hnVBVoYf8SaBBuiJ8Ph+Gh4fxxRdfNOx+nY5wIJ4kcwwGA5/M6XWWdxJInqUlSNj8IwAWaOwJyUzT+vjkv4+zj0Y3Qw+wk4CRNlU7rOstXcnI5/OIRqPY2NjgH7ikZzpZh442reldrzNpL7YmHBXaLZ4ejCemkMFgEDqdDoVCAcFgsKY2N3JdAC8FGbWwPDQE4EW2XcKeKU3HNzeHh2YzFoeHWxJo7DVgbbVaMTg4iJGREbhcLtjtdl4KeXFxEbOzs3Vdn3ymDfZkMlldAXOzaHTFuBE0ay1CBTCixkhEQY4rdEKH/DySn81epSIS8S2x/fPzbV5N53CsA429DmWf/fznuGGz4fHNmxj7/PM2rIrRDOieY6VSyatjkeHGSqVy6GwLGQ7OZrMIhUIAwLdDHGaAm74ufUBmHB56iDubzSKRSGBtbQ1SqRTxeBzb29v8fNFh5DvrqRSVxWKs+v0AgL6Fhbrvxaif/rk5PLx0CUGXC2mNBuoW+UHQFQ2tVsvPbtFS4AqFArlcrq5Ag25zoj136ORYO9TkhBVjumrcjmpqKwIeegaOVvzKZDJ1JZh6gb3k2ckMJ4C6qvvdyLbbjTypVHdRO3mzOdaBxl74nj9H2GbD8vAwxqam2r0cRgMQlnM1Gs0uUz3auK5ehBt9JpNBNBrl5zQ4juMPuE6n86WvZxWI1iEUMQgGg5BKpchms4jH47zHSCPc4g9ivb8fBY6DKpWCjUnatgR1Og3bxgYCbjeWhoZw8sGDlt1bWH0QtuTSldX9OOg5sbq6itUO6AUXDpGTz7SJYKvXInRObxb0TAvx2KH9jzoJuuVMKCzg8Xjg9/vh8/lw9uxZ+Hw+yGQylEol/Lf/9t8OvK5QSj0SiWBtbY0PMIk8ey+bPi6MjgJ4kdhgAh8/wAINAX3z87h3+TIiViviRiP0NbZR0HRC7yjjB/aSbrTb7TCbzbDb7ZBKpcjlckgmk3U7eAO7s+WZTAaVSoX3UiDl4nK5vGeg0UuQn3vyfisUCl5cYXh4GENDQ/B6vRgcHIRCoUAqlUIoFMLNmzebvjah/4VIJEIgEOAHZ7VaLV95SqVS8O9UHJoB2Yz8s7NsM2ohvrk5BNxuLI6M4MSDB2hVU4+w+kC35ZZKpbrkbTsVoa8S8VHiOG7XM7BVaxHOYEml0l0iII2CbnMl1dJIJIKVlRUUi8WaKxrCMwP9fhLJfYPBgP7+fvj9fuj1emi1Wty7d+/Ir4F+v0ibH9kjiVljrT+f9KxiMplEMBjkA0ytVotyuYxsNnvkNXcieYWCl7UdaLG6XafDAg0BXC4H9/Iy1vx+zI2N4fy337Z7SYwjQM9lEEUQt9uNoaEh9PX1YWhoiDejCoVCuHHjxiuvyQLC2iADkkTWk7gMk/c8kUi0VJdfKEtbLpeRSCR46U7y78Vi8aVAo1Hf84xKhS2PB8CLQIPROvoWFnDvyhUkDQYEHQ7YmmSkddDPyr179xpyOOw06F58nU4HnU4HrVYLk8nEV3VbMQi8l5EsaZMlrVzNgLw+kUjE+22R+ZvD3lOoMGYwGOByuTA0NASr1QqDwdCwnyWhchatyCeXy2tKwAmTOcTHJZPJIJ1O7/o5MJvNDVl3J7E8OIiKRAJDOAxjk6vi3QYLNPZgcHoaa34/loaHcfrOHUiZckBXs1dFg8gPDg0NgeM4JBIJqFSqdi+1ZxBu+CqVCjqdDiaTCXa7nfcRaKUKCZ19JOV98lkikfD/1szM6+LICKpiMaybm9DWYajGODqyYhH9c3OYHx/H3Ph40wKN44YwmaPT6WC322G1WuHxeHZlsmtR1zrqWujDOZFa1el0fDtXo9mrfTYSiSCfzyOVSqG/v/9Q191LtcxiscDr9cLpdMJisTT0NQgljfP5PHK5HP+6aoEImFSrVSQSCd54NhQK7ZJnv3z5csPW3inwleqZmZZVS7sFFmjsgWNtDapkEhmtFqt+P/wN1Lnfr3x73GVHmw2dseE4DjqdDkajETabDRzHQS6XI5/Pt3uZPQX9sy6UklUoFPxHK6Gd0mlZWpJ1PKz6WC1URCLMj48DAAamp5tyD8bBDE5PY358HKt+P/I3b0LBfucbAj0Dp9VqecWloaGhXcp7JNBoRnsx/YwnxnlGoxFerxculwscx0Emk2GhCQIMdGsYaZ9Np9NQKBRHCjToPYs4jrtcLni9Xtjt9oatnbR+kXZWpVKJ6elpZDIZSKXSmpMvtBJfsVjkr5vP59syq9MqwlYrolYrxOUy/M+ft3s5HQcLNPZAXK1icHoajy9exPz4+JEDDVprm1biEIlEuxQrGM2DPvTS3wfhB6MxCBVYiPKIRqOBRqPhW6eaneHcb23CQKMVbPT1Ia3VQp7LoZ+pTbUFUzAIQyiEmMWCRSb40RCEB2KTycS3SJ4/f36XUVsz57HoKqpSqYROp4PNZsPAwACGhoag0Wggl8sPHWi0umWWPKNIBZb4KaVSKSQSiYYkaYSVjGw2i2g0CoVCgaWlJWSzWUgkkrqqvOQsQ+wAyD7QTvWxZvP8xAkAL2Z8WfLiZVigsQ8DMzOYOn8eQacTUbP5SD13tNQfGUyTSCQQi8W8g3C3DwN2MsJDbyQSwcbGBhQKBTiOa+uht5ehW5RisRi2t7d5DxO5XI50Os3LAbcDeki3FZDNaHB6mhk5tQkRgKFnz/D91at4fvIkRqemurbNoZNER+iBYiLlS1pU7XY7isUi5HL5oa5bD2SfJZUVo9EIt9uNgYEB6PX6lldQj4pQKY88RwEcSjJ9v3vQFY1wOMzPsG1vb/MJ0Xqv2Y5kTjvIKxS8Sd/wkydtXk1nwgKNfVBlMvAuLmJlcBAzExN4/dq1Q12HfgBLpVKoVKpdTuNEdeQ4OGa2C/pBSg69W1tbfMBHDr3NljU9LtAbDMnChUIhyGQyZDIZXo0rl8vxA4O9TlKnw5bXC1SrGHr2rN3LOdb4nj/Hw0uXkNLrsdHXB/fKSruX1FOQLDZJ7tAftUDLAdejFLWXSaLJZILb7cbg4CCMRmNLxSeOilDNMB6PY3NzE1qtFrFYrCb391rvQyoWqVQKpVKJl+flOI4PNE7sJErqvTb9uReZHxtDRSqFMRiEuQPljDsBFmgcwOjjx1gZHMTy0BDO3L4Nrs4MglDJQaVSwWw2w2AwQK1WQ6lUIp/PH0tjn1ZBXKHJpkdKw3K5nC9Dy2QyXt62Xg7KKgrNq+gN86//+q8P9Xq6BTrQqFarCAQCyGQy2NzcxNLSEqRSKd+7Ozw83O7lNp2ZyUkAgGtlBRr2u95WZKUSBqenMX36NGYmJlig0QDogehCoYBsNsublhLVolqM2ujqP5nrIs/Oeg6rpFOAPPcLhQIKhULXtMeS91MkEvEKTmS2jAiXNEq8RDhXAYAfCCeywJ0GLaVOV9HMZjMmJycxMTGBoaEhTExMgOM4Pkj7h3/4h4auoyIS4fnJkwCA4adPu7Y62mxYoHEAlkAA5kAAYZsNc+PjmLh/v66vpxUwiJ+Ax+OBw+GA0WiEVqvly6GdaOzTzdTaHnAYF+hXIRyApg2sDlOG7kboqgYApNNplEolvqJB/p9isdjUQKMTpIjzCgWvSDL6+HGbV8MAgJEnTzAzOYltjwcxoxGGQ/gldTLNdsR+1e/V9vY2tre365rJECrVkQSdTCar+RpC07hUKoVIJILt7W3kcjlwHFfztToB8lqy2SyfNCNGsHK5HG63uyH3oYMNIlFbKpW6JjATtu6p1Wpe5ZBIG6fT6Ybfd2VgABmNBlwmA18DRYN6DRZovIKRx4/x7fvvY/bkSYw9elSz1C39oCcGRjqdDg6HA/39/bDb7TCZTEgkEggGg5DJZDVlfPajk/p1GbtVWIisrkwm68jsULOgFZzy+TzK5TLy+Tyy2SxEIhGfdex1np84gbJUCmMoBDtzAu8I1KkUPEtLWB0YwPSpU4dujSV0yvN3P8EL4IfgvxMRBhlKpZJvf6Lbdw6CHp4uFApIp9N8m6xWq4VWqz3UnEi7EFYayOsrFAp88qpRgQa5H3kmi0QilEqlV+5XnXJ+ELrAk/eHBKzkz42kCuDZ6dMAXiQu2Nzd/rBA4xX0LSzg0aVLSGu1WBgdxcjTpzV/LXlwyuVyvl/U5/PhxIkT6O/vh8PhQDgcxtraGjiOw/fff9/EV8JoBXtlVoizq1qt7siKBn1IIrrtxOjKbrfD5XLBZrPB5/PxmviZTOaV6i30QCDJzAl7rjvtvWg0ZYkEszul9bGHD1lpvYMYe/gQqwMDWBoexuT330PdhIxnK6EPW7ToiFT6YptvpnTzUaGDDI1GA6PRCIPBAIfDAYPBwD83aQnyWg+5c3NzmDsg21xvkEieX7/+9a/r+rrDQKrCdJUhm82+1IrbyPuRz92UFCNtcqRqnkgkEIlEsLm5CaVSySd0G8m2y4WYxQJJsYihOs6FxxEWaLwCcbWKsYcPcffNNzF9+jSGnj2DuI7DEXmA0g7JZrMZNpsNTqeTH4ptdutUNz00uhk6uNRqtbBYLDCbzfB6vTAajZBKpahUKtjo0Mw2nVmUy+W8o3dfXx/GxsZgMplQLBaRTCZrlomkM3PkHo2G7tkVi8W87rzRaMT4+DjGxsbg9/sxNjbGq4wFAgH84Q9/aPhaaBZGRpBXqaBKJtHHJG07CkswCPv6OrbdbkyfOoXz337b7iUdCTrJQbxqyGexWMwLj3QiwkDDYrHAbrdjaGgIDoeDl1i9c+dO29ZXz2B6I6EDRBJwtGId3ZIEIkEGMUjc2toCx3HI5XJIp9O8CEmjxV6enjkD4IVCKZO0PRgWaNTAwMwMps6dQ1qrxfLQUF2GLHS5mmR1iSZ2Pp9HoVBAsVhsmryt8AHZiVrWndJ2cFTo0i1RGCOmgH6/nw8sy+VyxwYawA9tXzKZDGq1GiaTCQ6HAz6fD1artebBTpr9ft6a8XMoPHCRgMNms8HtdvPDgc3erMtiMb8ZjT16VFeCgtEaTjx4gG23G/Pj4zh5/37dgh+10Ox5CXJtMg8ol8thMBhgMBig1Wqh1+shkUh4MYxOQ/jcVCqVvDSu3+9HX18fr9DYjkCDXh/tgdVK6DMESxr+AKm80HM58XgcW1tbvDBBMxQOQzYbtj0eiCoVjD161LDr9ios0KgBabmM0akpPLp0CU/PnEH/3FxdhwbacIeU9WKxGJRKJWKxGBKJRMMHlegAQyqV7lLyoNtZuoFuerDSmTmiMuZ2uzE8PAy/3w+ZTIZSqYQvv/yy3UvdF+FrIId0r9cLp9OJQqGASCRy6Ou3IsilDwakDUyj0UCv1/MSl81WelsaHkZGqwWXyWCQOYF3JPb1dZgCAURsNsxMTuL0d9817Np7HVCb5UAvnG8wm82w2+2w2WxwOByQyWTIZrNIJBK8GEMnQQdKpKLh8XgwOjqKkZERyGQyFItF/P3f/31L10XPuZA+/3aauzZizqbTEnRHhfbJymazvA9IMplEOBzeFWQ7nc6G3HPq3DkAgH92FpoO/H3qNFigUSPDT55g+tQpJIxGLA8OHugWftAv8vT0NKZbcOgQZnXlcjn/oKSdQDuddpasDwOdmVOr1TAYDLDb7fD7/RgdHeU3zE5GOFeRy+V4CWaVSsXLLQrppA1MaBhFpHRJRjeXy+3q9240FZEIT86eBQCMP3xYs4gEo7WIAJy8fx/XP/oIsxMTGH38uCFVDTrAIMOoRIEO+KHdoxEIKwKkRdflcsHtdsPn8/HtI5FIBI86NANLt22SvYqYqpL9q9XrIcEbqe4SH6xGr6WTnp3dBu03UqlUEI1Gkclk+LZBIm9fLpcbEmiErVZs9vVBVKngRJ1KpMcVFmjUiLxYxNijR3h06RKmzp9H//x8x7ZC0EGG8AFJ5P3IwatT2S8bSIYCO6n1ay/IAZcEdETLnfTY1ouwvYz+HiuVypeGzonrvMvlOvTa6cG6cDiMjY0NvtUvHo/Xfd1WQXt4EPfx1dVVvsTOcRxSqRQCgUDT1rA4MoK0TgdFJsMGBTsc9/IyX9V4dvo0zt6+faTr7XXwJ6pzcrmcfwY0MuEgNKpzOBwYGBjA0NAQTpw4wQ/Ebm5udmygQSc3SFJA6MXRKujnq0KhgFKphNFo5E3/us1hvNchPzv0PCDxcyFnhkZVEKfOnwfwwvhTyzyRaoIFGnUwMjWFmclJpPR6LI6MYHBmpt1Legm6XUqhUECtVsNms8FqtUKv18NgMPCqQZ16WBS2vZCMEpGHbWQ2sBkIqwHZbBbxeByxWKxhFY29ZkGMRiOcTieMRiMkEgkqlUrdfal0FSCfzyOZTGJ7e5uX6A0EAiiVSh3ZfgHsrsaQYDoajWJzc5P/e7lcjkwmg2iTvBPKEgm/GbFqRucjAjB59y6u/eQneL4jY648wiwDrdzGcRxMJhOfANBqtahUKrzHQyOhZT1VKhXvI+B0OvnDcadWU2nDPzLUG4vFsL29DaVSybectgpavUupVEKn08Fms8Hj8UCj0UCj0WBtba1l62EcDK2WVSqVXlI5bFRyMuBwYGOnmnGSVTNqhgUadSArlTD+4AEeXL6MJ+fOwff8OSQdOOdAZ9I0Gg2cTie8Xi/fs1sulxGPxxEMBhuuxNAIhIOB9AcJNAqFQruXuSd0q04qlUI4HAbHcdDpdEilUvww+FERBhoGgwFWqxU+n2+XSsthJJNJNkgkEiEYDKJUKiEWiyEQCEClUqFSqSCfz3dsOxv9PSBqIyKRCKlUCtFoFFKpFPl8Hul0uikGXrMnTiCj0UCVStUlh81oH87VVVi2thByOPDk3Dlc+OabQ11HmOjRaDSw2WxwuVwwm80wm827+scbiVBOmlQlie8C+fNhaLRgRy2tQltbW/j4448Pdd+jQLdwEf8ru92O0dFRnDx5ElarFUajEf/9v//3lq+tlQhlz+kZIKfTib6+Png8HkxMTMDj8fB72//4H/+jLeulB+abMTRfBfDw0iUAwOD0NLQNHC7vdVigUSfDT59i5tQppLXaF9mvDnT6peVJVSoVP1jn9Xrh9XpRLBYRCoXAcVzHBRr0AZps1AaDgVcOIoNdmUym3Ut9CXqDLxQKSCaT2Nra4tXFlpeX+QDgKNCHGSKjS1Shzpw5ww+dF4vFugMN4VwDybqSOQ0y41MqlTAwMHCk19Es6NapSqWCYDCIdDqNra0t3suEqL+d3ZmjaBQFmQxPd645cfcuM3HqEkQATn33Hb78y7/E3Pg4RqamoDtkxZd+/qrValitVrjdbrhcLrhcLl61TaPRYHl5uWGvgX7+EGnPRCKBaDTKV1UbqbzTy9DD6SqVClqtFjabDf39/XA6nbBYLO1eYssRtgPqdDpYLBZ4vV4MDAy0vOq0H3R1o5Fs9PUh5HBAUirh5L17Db12r8MCjTqRlsuY/P573Hn7bUydOwf/7GzHaCgLlabofl2/34/h4WEMDw+jUChga2sLSqUSDx48aPeydyFcu8vlgsfjgd1uh9fr5YcaY7FYR5au6bYpsrkTw6VYLMbPTuh0uiPd51UP/aP0NAtbv4hRVi6X44dZy+VyxwYawMuvgRy+MpkMX0pvxqb47MwZFDgOumgU/tnZhl+f0Tzsm5twLS9jo78fDy9dwtXPP6/7GvQBValUQqvVwuPx8D4ug4ODKBQKCAQCWFpaOlKg8aqqwNTUFKampvC73/3u0Peoh06tcB4F8r2kfXmsVitsNlu7l9YWSEszCcDIvkOUzTq1Ne+oVEQivpox8vgxVB2Y6OxkWKBxCPyzs5iZmEDcbMaTs2dx7tatdi/pJeiDKDm4k6E2sVjM/3cnQQ9RCuVhfT4fRkZGIJfL+UHeTgw0APBDZ7kd9RrimUIUMKrVKk6dOtWw+9ESjCSbehQJRnqgLp/P80FTKpWCWCzummF8MhxYKBT4CodEImn4cCAhrdFgenISAHD6zp2OFYtg7M+Z27ex6fVize9HwOGAbWur5q+lD9rC9lVyQHU6ncjn86hWqz1TXaATXL0UbAj9p8gMTDvlbTsBssfQ6mBklrJX35f5sTHETSbIczmcePiw3cvpOligcQjE1SrO3rqFr//iL/D85EkMP3nSceoDpIReLBb5wUOi4EHkSTtxoJcOkIjZmtVqhcvlgs/n483W5HJ5u5cKoL2yhHvJt5Lv9VFVWoT93rQHQLcglLgVHoQaHSw9eO01VKRS2NbX4W5gSwyjdehjMQzMzGB+fBwPXn8dH/7udzjM0Zn83tDPYaI8R5Tbuj37SyeGyAGcfO6GZMSrIIISpDK9ubmJ+fl5pNNpBIPBdi+v5dBV4nQ6zc/tLS0t8YPzrWqdauW+W5DL8ejiRQAvRCPkHTof2smwQOOQONfX4VhdxZbXi3tXruDtTz9t95J4l0yhTCCRJ9VoNOA4Dvl8HuFwGKFQqN1L3pO9XJ0tFgtcLheUSiVUKlXNcw61DjEKM3G//vWv6153K6HnEGhlKLVajUgk0rChc7rftVsPDmTtzcy2BhwOrAwOQlSp4Ny33x7qcMroDCa//x7Lg4MI22xYHBnBQI0tcPTPGHkGE4nNVCqFeDyOSCSCQqGAeDzedMPIZiKsPstkMr5yTkxhu8UQdi9o5Toi8U0O1alUCnq9ftf//6p9hh4wJ1VVsViMn/3sZ818GQ1H6MAdCASwsrKCUqnEu7f3GlPnz79oh41EmFT5IWGBxhE4f/MmPv6bv8FGfz/W+/rgXllp21oOivAzmQzu3buHe10ywCTsr08mk4jH4/wAezweb4g0KV0W76aS/14D2yRolEgkiEQiDRk6p+9Hf34VQrUSUlpXq9Vwu93wer1wuVwYGhqCwWDgM2TfNdCVeS+aFShVRCLcu3wZwAs1EuMRXNMZ7UeZzWLi3j08eP11PHjtNXiWll6ZxTzo+RsKhfD111/j66+/bvBK2wudEFIqlXybGDGz69ZDp1Aim8wEbmxsQCKRIBAIQK1W13w9up2VmBCStqNugRYaKBaLfFWnWq1CLBYjFAo1dM/pFBJ6PWZPngQAnPv2W9YOe0i65ye9A9HF4xh9/BjPzpzBvStX4FhfZyozR0RYjSEykJubm9Dr9VAoFHwG/yjQGblubQsiD/5sNotYLMY/5KPRKD90Xstm1swy9F4KWVarFR6PByMjIzCbzSiVSojH400PNJrF3Pg4olYrZPk8Jg8hJ8zoPEamprAwOoqE0YjH58/j/LfftntJHYOwvdVgMMBsNkOv18PhcPAS2LkGOKy3gnqef/l8Hvl8vuZuANoTigyVq9Vq3rW6Wexl8ErkaXU6HcxmMywWC/x+P7xeL+9Vcv8Abwi6ip5IJFAul3nJcKLmV61W4Xa7m/a6WkkVwHdvvomqWAzX8jKc6+vtXlLXwgKNI3Ly/n0sDQ8jpdPh2enTmOiSqkGnIqxmxGIxbG1t8RUHYrYWOULWmD780kNtJNjohhYhOuOWTqf5qkAymdw1dH769Ol2L3VXHzft+eF2u2G321EsFo9coWrXrExWqcSjHTWS03fugOuSwxXjYCSVCs7fvImvdubwBmZmWKWKgpYgNxgMsNvtcLlcGBgYgE6nQ7lcRjqdxtTUVLuX2naIHwfHcdDr9bDZbNBoNHVVRY4K/QwmKoVmsxn9/f0YHh6GTqeDXC5/ZaBBBxsA+Lkj2vy3VwKN5aEhBNxuSEolnL95s93L6WpYoHFEZMUizt66hZvvv48nZ8+ib37+0PrrnUqjzZrq/f+IB0UjNOeFD1zimKtSqbqq5E+bExG/iEKhwEvQkkCjExB6oxBZRLPZDKvVinw+33UVJcK9y5dRlMthCgQwOD3d7uUwGohjfR3ehQWsDgzgzltv4cN//VfWOoHdz1BSpbTZbHC73RgaGoLJZEKpVEIikTjWgYbQeFar1cLtdmNgYAA2mw0Wi6Vl7czCmRq1Wg2DwQCn0wmfzweDwVCTeSnZU4rFIi8RXiwWednzXqEgl+Pe668DAE7euwdNF89TdQIs0GgAffPzWBwexmZfH+5cvYr3//CHYzkM2kxFn0ZBl5DJgZcMnHMcx1cJugE62CiVSnwrVacd2oXeInQ7HOn5jcVi7V5m3Wy63VgZGoKoUsHF69fZIbQHOXfzJrY8HkRsNjw/eRKjx/jgTEMnDkjLlM/nw4kTJ+B0OlEoFBCNRlvm4dGJ0APgZI7FZDLxM2oul6ulc5Mk0CDzcqQS1d/fD6PRCKVS+cpr7KVGWCgUumrGsRYeXrqEvEoFXTSKsUeP2r2crocFGg1ABODCjRv44//+vyPocmF+bAxDxyS7ST9g9vtzp0Bn4mQyGTQaDSwWC8xmM1wuFzQaDT/z0C0a93s9+DvtvacH19PpNCKRCLa3t7GysoJUKsVnP7uJokyGO2+9BQAYfvIEpnC4zStiNANVJoMzt27hu7fewqOLF+FeWoKmA2XB2wX9PCUmhUqlEhKJBNlstt3Lazt0oKHRaGA2m+H1euH3++Hz+Vq+HrrllrjHx+NxSCQSvh2q1uuQz52aVDws204n5k6cAPDiXCfpYvW0ToEFGg1Ck0rh1Pff4/7ly3jw2mtwraz0vHukcKC60ysaQjNAm82GgYEBeL1enDhxYlfJ/49//GO7l7uLdvp1HAXhcH8sFuMH+cViMd/Pnemy35UHly4ho9VCnUjgVJcOsTNqY3B6GkvDwwg6nfju6lW88/HHx7JiTUMOmKR1JpvN8jKwCoWCF3hgYJcYhkql4s0b7XZ7y9YgVNIiksuhUAibm5vIZDJ1D6fTwUanJbcOS0kqxe233wYADD19CvvmZptX1BuwQKOBjExNYXlwEBGbDXfeegtvf/JJT25IdIBBnMfJQLVIJOKNqjoRoUcHqWaQvtlubePpVOjNDQDC4TBKpRJCoRC2t7f5drVCoQCj0djm1dbGlsuFuR3Jw0t//jNkXTDTwzg8Irz4Pn/8y19iy+s9VhXr/RCq3iUSCUQiEWxubvIDwt1WpWwWpKJLBE6Ip0ojJNrrgXy/iGR8KBTCysoKpFIpNBrNkUxwOzGxeBgeXrqEtE4HVTKJM7dvt3s5PQMLNBqIuFrF619/jU/++q+x2dfXsxsS3YJE1DSIXJ9YLOYfqp2IcO0qlQp6vR4WiwU2mw2FQqGr9M27ARJ0ikQiZDIZVKtV5HI55HI5SKVSfiM+KNCgBQlIgEt0+/v6+uD3+9Hf34/x8XGYTCYUi0Ukk0l88sknDX0tdMvU0NOncGxsNPT6jM5EF4/j1Hff4cHly7j/+utwrK8fqwHRV1VUU6kUHj16hEesn30XwoouaR3VaDRNlbc9aB3EAyOfz6NYLGJzc5Pfu2m6tYp+WAIOB2YnJgDsJJC6ZFazG2Anqgajj8Vw+rvvcP/yZdy/fLnnNiR6wI2oV2g0Gn6wWiwW85mbTkfoo0ECkGYOU++n4EVXichBmqhHiUQi/PSnP23amloBCSby+fxLClmHcRGme8O1Wi0sFgs/kNrMytTdK1dYxuuYMjo1hXWfD0GnE7fefvvYin50A81WSqwFur2MOGlvbGxAo9EgGo1ivYW+DHTrVKFQQDqd5jsPkskkZDIZxGJxz0jT1ktBLse3774LABh89ox5ZjQYFmg0gdHHj7He34+Ay4Vb77yD9/7wh55RpKH7TdVqNWw2G5xOJ3/Qk0qlyOVySCQSHdl3T8rHpLQfDAah0WgwOzuLaDSKYrHY8t5iYfBGsvUky9Tt/a/0wDodcBxFhlcomavRaGAwGGCz2eBwOFAoFI7UCrAXq34/FkdHgWoVl7/6imW8jhmkYv3x3/wNgi4Xpk+dwjjL4Hct5LnazOcrCTTIYPzm5iYqlQofcLQSoUdVuVzm5+PIs/i4Bhrfv/EGMlotNPE4zt661e7l9Bws0GgCIgCvkQ3J6cSTc+cwefduu5d1ZOisOxlss1qt8Hq98Hg88Pv9UCgUSKVSCIfDLZXuqwWh4VAqlUIwGIRCoYBarUYkEkGpVEKqDaoydABHWoI0Gs0uI8Fuh2x0RB2LOJkfBaGSGGnhE4lEDQ00MioV7ly9CgA48eABbFtbDbs2o3vQJJM4++23vAqVbWMD5hpdohmdA9nLyPOjGdDy48ViESKRiJ9bSSaTUCqV6Ovra8q991sPCXzImuiET7cntA7L0uAgloeHIapUWAKpSbBAo0loUilcvH4d3+4Y+dk3NmDrEQUDkkmWy+XQ6/Ww2+3wer0YHh6GQqFAMpmERqPpuEAD+MFzolAoIBaLQaFQ8H+n1WpbroAknBnR6XTQ6XRwOBywWCxQKBSQSqUdWR06DHT14igDhHRlivhybGxsYH5+HolEoqGVqYpIhFvvvosCx8EUDGKiB5IGjMMzOD2NLY8HqwMDuPn++/jxv/wLO5x0EaQ9lTx3m3nQpqsI9EE/mUxCKpW2NNAgVCqVXcP8vZLIOgwprRbf7ySQTt67B0sg0OYV9SYs0Ggivvl5bHk8WBwdxc1338VP/vmfocjn272sI0G3+HAcx7erkEBDqVQiFovV5DLaCmrtuY3FYm1Rm6JbgNRqNUwmExwOB0ZGRuD3+6FWqyGXy/Hpp5+2fG3N5ChBhrAylU6nEQqFwHEctFototFoQytTT86dw7bbDUmxiMtffsl01Y85RIUqbLUipdfjuzffxOWvvmLzGh0OCSakUuku3w+FQsEHG4el2wanj+qDQc/A0LLxHMfBYrHA4/HA6XRiZGQETqcTUqkUpVIJ165da9hrOCplsRjffPABinI5LFtbOHn/fruX1LOwQKPJXPjmG4TsdiQNBtx65x289emnXb8h0Q8n0udJJA3FYjHy+TzyXR5QtRI6eCMu5W63GwMDA9DpdFAoFF0VaLRi0xV6c8jlcpRKJZRKpV3Gi0dl0+3G1LlzAICL169Dx7wBGADkhQKufPkl/vSXf4nl4WHYNzYwODPT7mUxDoBO6nAcB6VSCb1eD61W21MtqrVCBxtHRZgwMxqNsNvtGBgYQH9/P2QyWccFGvcvX0bEaoU8l8OVP/2pZ+ZoOxEWaDQZaamEN774Ap///OfY6O/Hk7NnMdHFkTOdTS4Wi8hkMojH4wiFQtja2oJCoUAikUC4B5ySa1Eu2Wug8Fe/+lXN96CVpkhG3mQy8d4eJpOpY6pDnYJwqDESiaBQKPA6/gqFAtVqFYVCAX6//9D3yahU+Pa99wCRCIPPnsE/N9fAV8Hodqzb25j8/ns8unQJ37/xBozhMExsXqMjEc4XqtXqnm5RbXWFhW4BJjOGJpMJTqcTfX19fKDRKawMDOD5jhfS5a++gjqdbvOKehsWaLQAYySCCzdu4PY77+DxhQswBYNwra21e1mHhj7kxeNxBINBPkNEhsFDPb7hCocJj9rfS2eESElfq9VCq9VCqVQ2aNW9gzDYqFaryOfzyGQyvA9KpVI5dKBByup5pRKGUAjnbt5s5PIZPcKJBw8Qttux3t+PGx9+iI/+5V+6vj22F6GfrxqNBlarFTabDWNjYxgYGOAN6/7whz+0e6kvsVfCi+w9MpmM97LS6XQwGAy8YqHNZmvZGum9kOxfarUaBoMBFosFcrmcN21tN3GDAbd3vJBO3L8P1+pqm1fU+7BAo0UMzM4ibLNh7sQJfPvee/jof/2vrvHXeFV2JBwOIxwO48GDB61ZUJuhqxBk8zpK2V14aE6n04hGo9je3kYul2OBxh6Q94xULog+fD6fh1gsPnTvMeHelSsIORyQ5fN484svIG2AQhaj9xABeP2rr/DpL36BlF6Pm++9h7c/+YS1YXQgtOiGVquF1WpFf38/xsbGoNPpwHFcRwYae0Ef6lUqFTQaDRwOB1wuF9RqNdRqdUu7CuhOB+I8Ho/Hsb29DZ1OB5lM1hGBRkEux58/+ggluRy2jQ1Mfv99u5d0LGCBRgs5d/MmIhYLIjYbrv/oR/jgX/8Vsg4qJzJejbDyQDJKMpnsUJ4QQiOlTCaDRCKBQCCAtbU1JBKJljrIdhPkvS6VSiiXyxCJRA2ZDZobH8fciRNAtYorX34J7Y4kJYOxF/JCAW9+/jk+//nPseX14tHFizhz5067l8Wg2CvjrtVqYTab4XA4uqpFlVTP6XkTnU4Hu90On88Hg8EArVaLmy2swtIqVrlcjpeO39jYgFQq5YfB20lFJMLN995DSq+HOpnEG198wRICLYIFGi1EUqngzc8/x2e/+AViZjO+fe89XP3ss64fDm8WneDuSkP3oZLSsFKphMlkgkqlOlT7FF3NyGQyCIfDfEmcaK3LZLImvJpXI3z/aVljUhI3Go3o6+uDyWSCVCrlzahaBQnUyHtfr8O4kKDdjrtXrgAATt+5w8rqjJowRiJ47do13Hz/fTw7cwa6WAwDs7PtXhZDAB1skFkNvV4PnU7XVZVjUk0nkuhWqxUDAwM4c+YM7HY7zGZzywKNveY2w+EwJBIJVCoV4vE4JBJJQ3yTjsKjixex2dcHSamEq599Bi6Xa+t6jhMs0Ggx6nQaVz/7DH/63/43rPt8eHjxIs589127l9WVtMLZVXg/Oouk1WphMBjgdDphMpkgFotRqVTqHigkmaBsNotYLMYreAWDQchkMv6BTTioZ5cEAnK5HEqlEkqlkt+Uzp49e6TXvpeyiNvtxtDQEDweD7+ZtDLQINAKKuTnod7qUlKrxfUf/QgViQR98/MYf/iw4etk9C798/OIG414cu4cvrt6Fdp4HNbt7XYvi7EDXTlOp9OIxWLY3t7G8vIy4vF411Q0COR5T4avLRYLvF4v3G43rFZrS9dC+xrF43FUKhUkEgnE43FoNBq+nVWtVrd0XYSFkRE8O3MGAPDatWsw9oBYTTfBAo02YAkE8Nqf/4xv/8//E88APKvz67tNs7sZtMLZda97EhlatVoNi8UCu92OoaEhOBwO/qB9p462CaF7bDab5bPyZLBZIpFgZGTkwHUJHdtVKhVMJhN0Oh3kcnlD3iM60FAqlTAYDLBarfD5fPD5fHwf7meffXbkex2Fw8xm5BUKXPvJT5BXKmEKBPDatWus0siom8nvv0fCYMDqwACu/+hH+NHvftc1s3jtoFVVa2GLKgk0Njc3odFooNVqu65FlU607TU32Gro1ikAKBaLKBaL4DiObys+ceJEy9e15XLhzs7w98l799A/P9/yNRx3WKDRJnxzc/i23YvoQuiHqkQi2fX5qAPAr7ovuRdxRHe5XPD7/bhw4QIGBgb4PtR6Ag1gd/sUAN4PIpVK8YpWBwUaZH1kbSqVCgaDAXa7HTabDRzHQSqVIhKJHPr10/eQSqV8ION0OjEwMIDR0dGmKos0M7gui8W4/uGHSBoMUCWTeOvTTyFls1OMQyAC8PrXXyOl1SJqteLrn/wEH/7rvzIlqiNy1Ko1PUOQz+eRSCQgl8uxvLyMSqXS1hbVw0K3LBEhkUwmg0wm0zCz0nrWAoBvnwJe7GPFYhFSqfRQ84uNIG4w4MaHH6IqFqN/bo4Nf7cJFmh0OK1qC+oGSJBBDtQKhQJyuZw/SJOHbrPXQB/odTodLBYLHA5HTcoazTgw05UGlUoFs9m8S7pRq9VCLpfj97//fUPvW6lUdn0Q88Zuogrg9ttvI+hyQVYo4O1PPoGyAUZ/jOOLtFTCW59+is//6q+QNBjw548+wrv//u9MuewQ0JXreqj1OVsoFDDfhRluujqTTCYRCoWwvLwMtVqNzc1NGAyGtqwJeBFg0CqA7TrDZJVKXPvxj1FUKGDZ2mJV6jbCAo0OhX7A0r+o7cgKdAp0Rp30pRJ3V4VCsasq0Mw10OsgqlMkI9aOkrXQLMloNMLlcmFkZASnTp3iBx0bEWiQoKJQKPAyhpFIBNvb25DL5SgUCg14Ra2hCuDe5ctYHh6GqFLBG59/DkM02u5lMXoAVSaDdz7+GF/87GcIORy4+f77ePPzz5nKTY0IPYokEglLuu2wVxuYTCbD2toaJBIJ3w7WzrWRWbmjinMcloJcjq9++lOkdTpo4nG89emnkLBAv22wQKPDoA+ydGsQKT226xe33QjlCTUaDYxGI4xGI+x2O5RKJSqVSkPkTQ+CfA+KxSJfqo7H4wiHw211P6WHwYl8o06ng8lkgtFobMigI93iRQbXg8Eg334glUq7qqLx9MwZzE5OAnjR7uJcX2/zihi9hD4Ww1uffoov/+IvsO7z4burV3Hpz3/uyKxqJyn8CZ9lUqmUd+5uVwvOQbzqvdtrnlAkEuGXv/zloe8p9F4ikujVahUqlartg+1CNcBWUpJIcO3HP0bcbAaXyeDdP/6RtS62GRZodBD0QBdRDiIqQiQ70E0HuUZDWpaUSiWsViu8Xi88Hg9GRkZgMBj4uYZmyfqR1qxCocA/2MlgeDQabftBm26hIpuzUqmESqU6snSjsMc5FotBIpEgm80ik8lgfn6eV93qBubGxvDo0iUAL/xtfHNzbV4Roxexbm/jypdf4psPPsDC2BikxSLOffttRwYbtXJYVbdar02LbiiVSr563e7D82Gg93Qi7EH++yjQCa9MJsMPXsfjcT44m9xJorSTVgeFFZEI33zwAW+2+s4f/8jEGDoAFmh0EEJVH6VSCYVCAbVazQca3dSa0kjoDYg4u9rtdni9XoyMjMBqtfIP2mYEGnS5mmT0I5EI366USqXaqhVOl9JTqRTvyrq8vIxYLNbwikYmk4FEIuEH10OhEJ9tNBqNDXhFzWNxeBjfXb0K4IUKyejUVJtXxOhlvEtLuPTnP+P2O+9gdnIS8kIBk3fvtntZdbGXlHizstV0G6hGo4FGo4HVaoVWq+2qZAbd0koShgqFgu9WOCok8UUPhGezWb4DopmBRicqX1ZEInz73nvY6O+HpFTC2598AuMRBVAYjYEFGh0CPWTMcRwsFgssFgtvjCaRSPhD5HFFqHqk0+lgNpvhcrlgt9uRz+d3+U00GqEpUTQa5QffQqEQvwm2ek5D6MqaTCYRDAaxuLgIsVgMjUYDuVzekHuRTZ4M+RHPDzqQ6eRAY3lwELfffhsQiTD85AlTIWG0hIHZWZRkMtx94w1MnT8PSamEE13g0yKcFWy2lLhQ2c/hcMBms2FwcBB2ux0SiQSVSgX37t1r6jqOijAxplAooNFooNfr+bm+RkCe/bQCFZlrOU5URCLceucdrAwOQlwu483PP2ceNh0ECzQ6BKGaETHfcTgc8Hq9kMlkyGaziEajWFpaavdy24LQNI7jOKhUKmi1Wuj1ehQKhYZmuw6TtWmVpwcNvcnk83kkk0lIpVKsra2hXC5DpVI1RLqRljAsFAp8YEOqG4ROKNnvxarfj2/ffRdVsRiDz57h/DffdHULC6O7GHnyBEWZDI8uXcLD114DgI4ONuhZCdL2I5PJmiYlLmybIgp6brcbIyMj6O/v5yXEuyHQIC3QarUaOp0ODocDLpcLWq0WKpUKgUDgyPehZyHomYjjFGhUAdx5660fRD2++AKu1dV2L4tBwQKNDkB4gFYoFDAYDHA4HOjv78fw8DAUCgWfqT6ugcZeFYVAIICVlRXkcjkUi0XEYrF2L7Mt0C1d0WgU+XwehUIB29vb/OGgEZUGOtigS/advrGt+P24+f77qIrF8M/M4OL16yzIYLSckw8eoCIWY+rCBTx87TVURSKcfPCg3ct6CeG8IJESVyqVkEqlvPpcs+5LWqfoqjUxBW2X4EatCIVLSPXd4XDA7/fDZDJBq9XWHGh0YptSp1ARiXDnrbewODr6Isj405/gWV5u97IYAlig0SHQFQ3iOu31ejE8PIxTp05BqVQiHo9jfX0dX331VbuX2xZIe1CxWORlVbe2trC0tIR4PI5yuYzkMRz8ot3FC4UCqtUqr2FO5khEIhEuXrzY0HtWKhV+dqiTA43FoSHcfuedF6ZNz593rPIP43gwee8eRNUqHl+8+EKQQCTCyfv3272sXQgrxxqNBmq1GlqtFhzHNU1KnK5qcBwHtVoNvV4Pu90Ol8vVVFPQRkMHGgaDAW63G6Ojo7Db7TCZTLh27Vq7l9jVVEQifPvuu1gZGoKoUsHlr76Cd3Gx3cti7AELNDoIuheWlI+JcpBSqUQ+n29Yb2e3QbcHEZMikhESi8XQarUol8vIZDJtXml7oCsNwA9+F/l8vmk9u3T7RKcGGnNjYy8Gv0UiDExP4+L168zLgNF2Ju7fhwjAo4sX8ejiRRRlMpy+c6cjAmBhkGEymWCz2WC1WuHxeKDRaFAul5HNZhEKhRp6b1p0o1gsIpvNIpVKIRqNIhQKdUVFA8CuioZarYbBYIDL5cLw8DDcbjfsdnu7l9jVlMVi3Hz/faz5/RCXy7jy5ZcsyOhgWKDRQdCqPoVCAdlsFslkEvF4nJcUTSQSyKhUUB2DA3UtJeNKpYKFhYUj3adWDXnhYfrXv/71ke7baOjBQFL9oXXb66XbS/bTk5O4f/kyAGB4agrnb97siIMcgwEAJ+/fh7hcxoPXX8ezM2dQUChw4caNjgiEhW28LpcLbrcbY2NjMBqNKBaLSKVS+Prrrxt6372ELaLRKDY3N3nFpm6ReBfOsNA+WJ3mBdJNFKVS3PjwQ2x5vRCXSnjz88/hZjMZHQ0LNDoE+gFL/CCi0SiCwSDW19ehUCh474YvfvYzvPvv/w7tMWwTajW0M/tRDu2NpNsDgGZTBfDw0iU8O3MGADD28CHO3L7NggxGxzH+6BFkhQK+u3oV8+PjKMrleP2rryBpo4QrXVUnrbxkTsLv9++SEm9WoFEqlZBOpxGLxbC9vY3FxUXkcjl+GLxboOfY8vk8nzw8qq/RURAm1ui5GDK4rtfr4XQ6YbVaebPERCLRphX/QF6hwLWf/ARhmw2SYhFvffYZHMxoteNhgUYbedWBcWlpCUtLS/xMRkqrxVc//SnSOh2++Ku/wluffAJzg0vXjB+gh/rIxtsOVSlG7VREItx++20sjYwAAE7fvo3xhw9ZkMHoWIampyHP5/Hte+9hZXAQeYUCb37+OeRtnEWgZWa1Wi0faAwODsLpdKJQKCDSAI+CWpMms7OzmJ2dPfL9WgXd/kWShhsbG5iZmeErNPWwX9WddlAn8yBqtZpXCqtFAVA4gK/X62G1WuHz+dDX1we1Wg2ZTIYbN27UteZGk9Jo8PVPf4qkwQB5Loe3P/kElgYodzGaDws0ughNMokP/u3f8PVPfoKYxYI//eVf4o0//QnulZV2L63noLN65KFNnNqJlCCjsyjKZPjm/fex2dcHUaWCS9euYeD583Yvi8F4JX2Li5B9+ilufPghtj0efPGzn+GdTz6BKp1u67roSjvxzCGKdsfVPPZV0HMmRG5cLBZjfn4ehUIBOp0OarX6yPcRKlWqVCoYjUaYzWbe7LeeaxHPD41GA5PJBLfbjeHhYWi1WigUirYGGlGzGdd+/GNk1Wqokkm8+8c/QhePt209jPpggUaXocxm8cHvf48bH3yALa8X13/0I5z/5hsMP3vW7qXVPOsgpNNagWhpR47j+GF8on/OAo3OI61W49qPf4y42QxJsYg3mZY6o8twrq3h/X/7N1z7yU8QN5vx2c9/jrc//rgt7sZ0CxOZlYjFYggEAqhWq3zrFGNv6IpGLpeDWCzm3zuVSgWO445cHad9TogymNVqhdvt5veqjY2Nmq4jrGgQk8SJiQkYjcZdhqytZq2/H9++9x5KMhn04TDe+fjjYzGj2kuwQKMLkRWLePuTT/Dd1atYGBvD91evImkw4MytWx0xSHgQ7Z5vqAXhA1yn00Gn08FqtUKv1/MO4N3IXsEgCapohTO9Xs+72IpEIjgcjjastjZCViuuf/QRcioVuEwGb336KczBYLuXxWDUjSkcxo9+9zt8/eMfI2Ey4Yuf/QyXv/qq5d4AdBUjlUohHA5Do9FgaWkJiUSClxhn7E+1WuUDNSLSkcvlIJfLIZPJMLLT3nkYhHM0ZH8aGBjA+Pg4LBYLDAYDfvvb39Z1TRJwkAo+x3F8sq3VVPFC0OPB668DIhEca2t444svIGeVtK6DBRpdirhaxaU//xnqZBKPL17EzOQk4kZjx/4i0kPVnR5s0C1TRAOd9KzabDZIJBJUKhXMzMy0e6lHht6wSNncYDDA6XTCbrfzg4CN6MduBssDA7j9zjsoS6UwhMN465NPoG5zuwmDcRTUqRQ+/Ld/e9FG5Xbj+o9+hFPffYcTDx40bdaolqry8vIylpkZ2ku0qyIvdB83mUzwer0YHx+Hy+WCxWKpOdCg5eOLxSLy+TzS6TTi8ThEIhHy+XyTX81uymIx7r7xBubHxwEAQ0+f4vw333R8IpWxNyzQ6GJEeKHHro/F8O0772DL48Gnv/gF3vr0U+g7yCGbbkUih9pObT8SHrwNBgM8Hg98Ph/OnDmD/v5+SKVSlMvlngo0yIal0WhgNBrh8Xh2DQLevHmz3UvdRUUkwsNLlzB9+jQAwLW8jCtffglZl5h5MRgHIS8U8M4f/4h7V67g+cmTeHTpEmJmM177+mtIu0TeldEayJyGTCaDUqnkVaMMBkNNXy+cKSEBRiAQwNraGhKJRN3+XcLKOV0lMZvNsNvtsNlsvIoZcZufmppCRqXCNx98gJDDAVGlgrO3bmFkaooJenQxLNDoAbyLi9DE47j+0UdI6fX47Oc/x+vXrrXdwIY+xNLKGHK5HBKJZJeueCch7FnVarUwGo1wOp3o7+/vGtOoWiGbAHGk93g8GB8fx8mTJ6HX66FQKDoq0MgrFPjm/fex7fEAAMYfPMCp775j2S5GTyGuVnHhm29giETw/RtvYGVwEAm9Hm9+/jmTNmcA2G3yS7c9EbPfWqDnSTKZDEKhEKrVKsRiMcLhMJRKJWQy2ZHXSBsYmkwmOJ1ODA0Nwev18sm7r4JB3PjwQ+RUKsjyeVz58ks2a9cDsECjRzBGIvjR//pf+OaDDxBwuXDjww8x+ugRzty+3dYDGHn4EVUM0p4jlb740evUA7tQ0YMMg+v1esjlchR7JHMudKInLrZOpxM+nw9Go7Gtmu9CwhYLvvnwQ6S1WkiLRbz29dfoY46wjB5m6Nkz6KJR3PjwQ8QsFnz613+N17/+uuVzG4zOg3ZQJz5bS0tLyGazdbW7krYpopIFvNgbUqkUb5R4FOj9lMwAms1meL1eDA4OQiaToVgs4k9aLapiMfSRCK5+9hm0HeDdwTg6LNDoIbhcDu/++7/zLSUzp04hbLPhjS++aItKA2mXIrMOer0eOp0OJpMJHMehUql0rEQi3bNaKpX4vtVcLsf3sfYiwuwY+Wg3VQAzExN4+NprqEgk0MTjuPrZZzBEo+1eGoPRdGxbW/jxP/8z31Jy/aOPMPbwIU7fucMqeccUYSUiFothfX0darUaoVAIOp2urusAQKFQQCaTQaVSQaVSQSaTgVQqhVgsht/vP9J66aSjVquFxWKBy+VCf38/n7yrhsPom5/HpWvXIOvQJCSjflig0WOIq1WcvX0b1q0t3Hr3XYQcDnz8N3+D165da2kGjC6VqlQqmM1meDweOBwO+Hw+6PV6lEolZDIZTE9Pt2xdtSA0WwqFQlAqlZienuYfvJ1aiTkMJKgiKilEkjGdTkMmk6Hc5p7wvEKB22+/jXWfDwDgWVzEa9eudaToAYPRLFSZDN7//e/x4LXXMHPqFKZPn0bIbsflr76ChrVSdSwHyb7TiR1yECd/97Of/Wzfr6PnKkigIZVKsbW1BalUilAoVJdXB30tkgDMoptSWQAAH8ZJREFUZrOIxWL8eo4aaNCeLCSgSaVSSCQSfEXj7M2bGGXzGD0HCzR6FM/yMj76l3/BNx98gKjFgusffYThJ09w5tatlgwT0qVSuVwOg8EAh8OB/v5+nDhxAmazGaVSCYlEoqMCDaH6RjabRTQahUwmg1arRTabhUQiqevwXctGA4Aflif//ctf/vJoL6YG6ACDlNsVCgWmp6dRqVSg0Wggl8ubvo79CDid+Padd5DRaiEul3H2228x/PQp24gYxxJxtYpzt27Bsr2NO2+/jZDDgU9++UtcuH4dvvn5di+PUQd0gEHPVUgkkpo8NsjBvVAoIJVKoVQqoVQqIR6Pg+M4yGSyumTJyb5HV/Lz+XxDVCLpwCiXyyGVSiEej2N7exsqlYoPNMampo58L0bnwQKNHkabSODD3/0Ojy5exPTp03h+8iQCTicuf/llS0yghL3/RqMRdrsd/f39sNlsKBQKiHWQOhaBNqtKp9MIh8N8YBEMBnmFjKOy1xAfndFqBXSWKZvNIh6PQywWQ6lUolAoQKlU8vM0raQsFr/4uT11ChCJoInH8cYXX8AUDrd8LQxGp9G3uAhTMIhv33sPIYcD377/Pja9Xpz/5hvIe7StsxchVX9S+Ver1ZBKpTU9c4lqI6muk+CAbneq1/+I7AdEFbJRkvTC5F0kEoFSqcT8/DxyuVzdyTtGd8ECjR5HUqng7O3bcKyv49Y77yBuMuGzX/wCE/fuYfzBg6b29woHwLRaLUwmExwOB5xOJ/L5fEcMGtejg57L5Rp6b7LRkKFzuVzOVzZaBdkESGZMJBJhbW0N2Wy2IYOA9RI1mfDtu+8ibjYDAAafPcPZW7eYdC2DQaFJpfD+73+PJ+fO4cnZs1gaGUHA5cKla9fgXF9v9/IYByDcG0l7scVigVKprNmJm67A09VpUik5DOQ6jdqD6DXm83k+uZjJZJBIJPD8+fOuNsFlvBoWaBwTnGtr+Mn//J+489ZbWPf58OjiRaz5fHj966+hb9JALV0ZyOfz/IMlHA5DKpV2bEWjFdAzLGRj0el0vCJXqw735HtEXGuJlnomk+GrNyKRCJOTk01fS1ksxrPTp/Hk3DlUJBIosllc+vOfmboOg7EP4moVk3fvwrG2hlvvvIOUXo+v/+IvMPT0Kc7cvs2C8w6ErmSTwWiDwQC/34+BgQEYDAZotVrcvn27puuR5zcZ4C6VSgcGCe0wGBRWzsViMS+wEg6H+QpKX19fy9fGaD4s0DhGcLkcrn72GZaGhnD3jTcQsVrxyV//NU7eu4fxhw8haXBGgX64EFWMYDCItbU15HI5FItFJI6hfJ0wm2UwGKDT6eDxeGC32yGXyyGTyRAMBluyHroETzJipLpBsmLNDjTCVituv/UWX8VwLy3h0p//DK7BFSQGoxexbm/jJ//8z3hw6RKeT0xg7sQJbHq9uHD9Olxra+1eXtdw0DwdYa92ol/96ld13YfeAziOg16vh91uh8/ng9VqhdFo3BVotMt9vFEIla0AoFgs8mcAFmj0NizQOGaIAPjn5mDf2MB3V69io78fjy9exPLgIC5dvw7r9nZD7kOXcQuFApLJJILBIGQyGTiOQzAY5Gcgjhv0XAYt9UccyFUqFeRyOa5du9ayNdEbAcmMFYvFps+LFKVSTJ0/j5nJSVTFYiiyWZy/eRN98/Ns4JvBqANpqYQLN2/Cu7iI22+/jbROh2s//Sn65uZw7ttvocxm273EmqjlsL8XzT6M0+Z45Bl+lGvRBnZ6vR4OhwODg4NwuVww7yRcegla2Yq0UZHqBqO3YYHGMUWVyeCtTz/F8uAg7l25goTJhC/+6q8w+OwZzty+fSjp0Foe9LFYDN9///1hltxTkEF5EmhYrVb4/X6cOHECOp0OCoWipYEG8HKw0cwgowpgze/HvcuXkdFoAAD9z5/j3LffsioGg3EE7Jub+Mn//J94fOECZicmsDI0hE2vF2du38bg9HTXB/CNGlA+zH1pGVoi3HHYa9FiKUqlEjqdDhaLBTabDXa7vcGrbx2lA9p+6VZd0u3Q6u8jo/WwQOMYIwLgm5+Hc20NDy9dwvz4OObHx7Hq9+P0nTsYmJlhZlBNgK5ocBwHg8EAq9UKn8+H8fHxprpxd0IJPqnT4fs33sCW1wsAUCcSOH/zJtwrK21eGYPRG8hKJZy7dQu+uTncuXoVUasV3731FubHxnD+5k1YAoF2L/FQCKsKrTik0kEBUYTiOO5Iwh203CuZYUyn04jH49BoNJDJZE14Jc1nrb8f965cAf7hH/b9f0irbiMHzhmdDQs0GFDk87h0/Tp8z5/j+zffRNxkwndvvYW5Eydw/ptvGtZOxdibKhXM0eZ5nYKwlYHO7KlUKmg0Gr79y2w2Qy6X7ynPWJDJ8OTcOcxOTKAikUBcLmP84UOcuH+/Jd4uDMZxwxQK4Ue/+x1mT57E4wsXELHZ8PnPfw7f7CzO3L7dNe1UwO7nDplvaEXbDbmvXC7nFaLIXJ1MJjuSuhNR+8tms0gkEggGg5BIJCh22RB/zGjE/ddf55NHr4IONhi9Dws0GDy2rS38+J//GXMnTuDRhQuIWiz44q/+Ct75eZz+7jtoj+HgdrMQunGTzSaVSnWF87iw9ctiscDn88HtdvMGTI8fPwYAVEQizI+P4/H588jvVGocq6u48M037GeKwWgy4moVY1NT6J+fx8NLl7A4OoqlkRGs+XwYf/gQY48fQ9oFzxsy0yCXy/lDf7PNROl5DLlcDo1GA51OB6fTCavVCo7jIJFI6hY1oc32EokE5HI5lpaWIJVKsba2Bq1W26RX1FhyHIfHFy5gfmwMVbEY4nIZo48fY+L/+D86/meK0TpYoMHYhbhaxciTJ+ibn8fjCxcwNz6O1cFBrPn9GHr2DBN377Ie+iNC64rncjnE43EEg0EsLi7ym5lCoWj3MveFbiVQKBTQ6XQwmUzweDwYGhri1//o8WOs7UgpJ4xGAIAuGsXZW7fgXF3t+l5xBqObUGazeP3aNQw/fYq7V64gbLfj8cWLeH7yJCbv3sXA9HRHtsrSraZyuRxqtRoqlQp6vR4qlapl9yYS5KTNta+vD2q1GjKZDDdu3Kj5mvQsXD6fRyqV4v8tlUpBo9HU7KPRLopSKWYnJ/H09GmUdoI978ICTt++DW0y2ebVMToNFmgw9oTL5XDxxg0MP3mCh6+9ho2+Pjw/eRKLw8MYe/wYo48fH2pgvFXUo1xC94n++te/bsZydiF0Ho9EIqhWqxCLxYhGo1AqlR3do7uXPK/T6cTIyAhOnz4Ng8EAjuPw/ysUELHZAACKbBaTd+9i8NmzjjzMMBjHBXMwiA//9V+xMjCAR5cuIaXT4burVzE9OYnJ779H38JCRyUB6MM+GZo2GAxwOBzQ6/WQSCR8daAZ0OpQZrMZXq8XExMTmJiYgF6vB8dxdQUaBFLNzufz/GsslUrgOA5SqRTeGtuQWklZIsHz8XE8PXuWr06bAgGcvXULtq2tNq+O0amwQINxIIZoFG9/8gm2nU48eO01RGy2F3KkExMYJQFHl/WTAmjpMOFeEMUN2o1bKpUil8tBLpfzqiadCnnviKM5cX43Go0wmUxQKpWI2GyQFosYffwYY48edXRgymAcJ0QA+hcW4Flawvz4OKbOnUPSYMDNDz7Ak0gEE3fvwru42PaAQ1g9NRgMcLlccLvdGB0dhdvt5ltNP//886bdnzzrOI6DWq2GyWSC3W6H0Wg8VPWBzCaQPYDsB7lcjp896aRAoywWY2F0FE/PnuVVArWxGCbu3kU/kyJnvAIWaDBqwr65iR/97ndY9fsxdf484iYTpi5cwMzkJMYeP8bwkydQ5PPtXmZNkOwR/VlIRSRCUq+v+ZrichmVGgMDssmQLFw6nUapVEKpVEI8HuedwUdGRmq+fzugKzPFYhG5XA65XA6ZTAbVahWjjx7hxIMHrNWOwehQJJUKRp48gX92FjOTk5ienETcZMI3H34IfSSCk/fuwbu42NYqpFAG1mw2w+FwYGhoCH6/v6mBBr0GUlUhcyIcx0GpVL5SIbATlP4OS0kqxdzYGKZPn0ZWrQYAqFIpTNy9C//sLKtOM2qCBRqMmhEB6FtchHdxEasDA3h87hwSJhMeX7iAZ6dPY2B6GmOPHkHdoSZ8JKAg1QKyaexVOZidmMD9y5cbc+O//dtd/8ml0/jZP/4jJF2qtCQcZM/lckin04jFYtje3kYulwPHcTh361a7l8pgMGpAVixi4t49jExNYWZyEjM7AcfNDz6AJpHA2MOH8M/OtkUdjh7IJhUFvV4Pm80Gt9sNmUzWVJWmvUQ7kskkotEoqtVqx89THIa8QoG58XHMTE7yLVKqVArjDx9icHq6a/cuRntggQajbkQA+hYW4FlcxKrfj6dnziBmsWB2chLPT55E/9wcRqemYAqF2r1UHnqzUigU/Idard5zo5A1sc1HUi5D3OUPauLwmk6nEQ6HeVWWRCLBD0gyGIzuQl4oYPLuXYw+foyZiQnMTkwgpdPh+6tX8fjCBYw8eYLBZ89aLosrHAgnsto6nQ5yubxpgQZdtc1ms4hEIuA4DrOzs6hUKtBoNE1XvmolCb0esxMTWBgZQXnnGa5OJHDiwQP4Z2ch2RliZzDqgQUajEMjrlbRv7CAvoUFbLndeHbmDLbdbiyNjGBpZASWrS0MP3kC7+JiRzygyEalUCig0Wig0WhgMpmg0Wheap/qW1jA92++WXM7VM1UKg1x5z1o2F2oNU+03sViMX70ox8d8c4/bL60ahbwolKUyWSgUCg6er6EwWAcjLxQwOS9exh/9AgLo6OYnpxEWqfD4wsX8OTsWfQtLGBkagrmYLAl6yHPm3w+j2QyiVAohI2NDXAcB5lM1jQ5cFohkChEhcNhrK6uolqtdrxwRy1UAWy53Xg+MYH1vj5gZy80hEIYe/QI/fPzrEWKcSRYoME4MiIAzvV1ONfXEbZYMDM5idWBAYQcDoQcDjxIpzEwM4OBmRlo2iR9t5dSktlshsfjgclkglgsRqVSQWDHMVdWLMK7sICVwUFUG2kKJRLB9/x546730uVFuwIM0kO8X4vYqyjv8dppV1syY0LmTjKZDD9jYttRnGIwGN2JtFTCyJMnGHr6FCsDA5idmEDYbsfS8DCWhodhDgQw+OwZ+ubnIWviYZ+uKsTjcf6wD6DpvkN0oJHc2b9EIhFSqdS+5qTdQI7jsDA6ivnxcaR0Ov7vXcvLGHv0CLbNTTbkzWgI3fkbwuhYzKEQrnz1FbK3bmFufBxzJ04gq1bjyblzeHLuHOxraxicmYFnaallfZ502Z0ol7jdbni9XkxOTsLr9UIikaBcLuO3v/0t/3UDMzNYHh5u3EIqFdg3N5s2w0IrtJBhRZ1OB71eD4VCUVeJP2Y0YnFkBEvDw8D/+/++9O90oFGpVJDP55HNZvk2KpFIxAINBqNHEFer8M3Pwzc/j7DVitmTJ7EyOIiwzYawzYZ7ly+jf34eAzMzMAcCDTug0kkN0qoZiUR4BSginlFpUMWcDG7PnjyJu1euoCoSoQygDOD8738P++ZmQ+5zEPVUq4lClVgsxkcfffTKa1dEImx6PFgcGcG6z8dX7GX5PPyzsxh++hS6nQo1g9EoWKDBaArKbBaT9+7hxIMHWPP5sDA2hi2PB9s7H/JcDt7FRfTPzbUkc7JXRcNms6Gvrw9DQ0N7ZsXsGxvg0mnkdtQ2joxYjIHp6cZcaw9o91y1Wg2tVgun0wmXywWtVgu1Wo2tA7TOcxyH5cFBLI6MIGq1HngvcgAgfy6XyyiVSpBIJG2TDGYwGM3HHAzi8tdf48zt21gcGcHC6CiSBgPmx8cxPz4OXTSK/rk59M/PQ1unYzZQu0pTMBhEsEmtW/NjY7v+W1SpYGFkpCWBxn4Iq9Ucx0GlUvEV5P2oAoiZTHwVKkeZHJoDAQw9fYq++fm2DPozjgcs0GA0FUmlgv6FBfQvLCCl1WJhZASLo6PIaDT8xqRMpdA/P4++hQWYgsGmBR0k80Oy/WRGw2q17qlcIgIwODODp2fONKR9SlIswrO0dOTr7MVebt0WiwUDAwM4ceIELBYLDAYD/umf/mnX1+U4Dms+H1YGBhBwufjXKS6X4VpZgX92FtcPuC/JNtJzGwwGo/dRZrM48fAhxh8+RNDhwPzYGFYHBpAwGvH44kU8vngR5kAA/XNz8CwudqwaoZCoyYSY2bzr76piMVYHB3Hhm2+a1iJ2EMJqNXnG6/V6/r+FxI1GrAwMYGXne0JQZLPon5uDf3YWpnC4lS+DcUxhgQajZWiSSZy6excT9+4h4HRieWgIq34/shoNpk+fxvTp01CmUvAsLcGztATb5mbThtDoEjRpq9qr/O6fncWTc+eOfD9RpYL+ubmmZo2ExlJarRY2mw1erxcOhwPmnc0zrdFgvb8fa/39u4IL4IXLq//5c/TPzdXki0IqG6SK0agWBgaD0R2IANi2tmDb2sKFb77Bqs+H5aEhbLvdP7RWXbkCUyAAz9ISvIuLHd2eszgyAlGl8lJyqSyRYHVgAAOzsy1fE12tVqlU0Ol0cDgcfLVapVJhOxBA2GrFus+HNZ9vV3BBJ45cKytsuJvRUligwWg54moVjo0NODY2cOHGDWz09WFlcBAbXi+yGg2eT0zg+cQE5LkcHOvrcK6uwrm6eiRJRbq9J5PJIBKJYHNzEwsLC6hUKvtqsWsTCZi3thC22YAjVDWqYnFLNijarVuj0cBsNsPtdsPj8cBms+GPv/wl4oJsnTEUQt/8PLwLC9DuMazfzYZTDAajdciKRQw8f46B58+RVSqxMjCA1YEBBB0ORGw2RGw2PLp0CdpY7MVzfW0Nto2NjmnbqYhEWBwZ2buCXa1ifnS05YHGXtVqq9WKwcFBjI+Pw2w2w2Aw4D9w3K62KHG5DOfaGrzz83AvL0PeRK8RBuMgWKDBaCuSSgXepSV4l5ZQlkiw5XZjbScjU+A4rAwOYmVwEMALuT3H+jpsGxuwbm3V9eAUKpfEYjEEg0EsLS2hWCzyw+B7MTgzg7DdfqTXqU4kYNnePtI1aoFsSrRvCG1QGDebIapUYNnehmtlBd7FxUP1UTMYDMZBKLNZjD55gtEnT5BVKl9UUX0+bLvdSBoMSBoMmJ2chKRUgnVzE/aNDdg2NmAKhdqWcd/0elHYz4BPLEbI6URKq225eqKwWq3RaGC1WndVq3PhMGSFAhyrq3CvrLwILproB8Vg1AoLNBgdg6RcfvGAXFnBxevXEbbZsOnxYNPrRcRmQ8xiQcxiwfTp0xBVKjCGQrBubcGyvQ1zIABVOr3nfAetXFIqlZBOpxGNRl/cUyLhVUz2a/s5sqdGg7wzarvVi9dIa75vbGygWq0ik8ng9S+/hGt1taa2KAaDwWgEymwWQ9PTGJqeRlEmw5bbjU2vF5teLzIaDba8Xmx5vQAAaaEA69YWrFtbMAcCMAeDkLUoGz8/Orpn2xRBVKlgcWQEk3fvtmQ9u+4taIsl8uxutxt2ux3v/t3fwbq11RGeVQwGDQs0GB2JuFqFdXsb1u1tnLp7FzmOw5bbjYDLhYDTiaTBwJfiZ3a+RplOwxwIwBQK4a2+PhjC4X2DD0KhUDhQiQlogKdGA70zyhIJ4lTvLQ0JqEqlEnK5HO/avb6+jnw+j1gsBv/cXEPWwWAwGIdBVizyVewqgITBgC2PBwGnEwGnEwWOw2ZfHzb7+l58QbUKfTQKcyAAYzgMw85Ho1uB8goFNvr7D3zGV8VizI+NYeLu3YYnjvIKBaKCtlYaYbWaVKmJzK1jY6PBK2IwGgMLNBhdAZfL8TruAJBRqRBwuRC02xG22RAzm5FVq7Hm92PN7+e/Tp7LwRCJQBeLQRuLQRePQxuLQZ1K1VWeP7SnxiG8M6oACgoFUjodkjodEkYj4jsfKZ3uxUb4f//fu79G4GCb2GmHkslkKBQKvLwtg8FgdAoiAPpYDPpYDKNTU7wUa8DlQshuR9hqRVqnQ9xkQtxk2vW16kQChmj0xXM9FoM2HocuFoMilztUELA0NIRqDdLcWbUaAafzUFK3FZEIWbUaKa0WSYOBf67HjcYf5iv+r/9r76/do1q9ubOG7BHmFxmMZsMCDUZXospk4Jubg28nQ1+SSBC1WBCy2xE1mxEzm5EwGFDguBdVEJdr19eLKhWoUimoUyn+szKdBpfLQZHNgtv5kBaLEFerh/fUoLwzqgBKUikKCgUKHIccxyGrUiGrVr/4UKmQ1mqR0ulQPMBcT57LYa/OW6Fbd7lcRqVSQSqVAsdxkMvlsFgs9a2fwWAwWoQIgDESgTESwejUFAAgq1QibLMhYrXyz/aMRoO0Toe0Tgf09++6hrRQ4J/p5PnOUc90RTYLLpeDpFTaFZAIvTP2XWOlgoXR0V2BRhVAUS5HnuNQUChePNfJh1qNjFqNtFaLtFZ7YAuuOpHAXimpvarVkUiEr1bHO1jFi8FggQajJ5CWy3yrFaEsFr/IFplMSBgMSOr1SOj1SOn1KEulP2xUr7p2oQBZofCiklCtAvUY0lWreHTxIu5fvoyCQlHXnIcylYImmYQuFoM+Gn3xEYmAy2bxj3ve6kWFplwuo1Ao8LKzpVIJMpkMUqmUBRoMBqOrUGaz8Cwvw7O8zP9dXqFAzGRC3Gh88Vzfeb6ntVqU5HIkTCYkBBUQIaJKBbJCAbJiEeJyGUmDoab1VMViLA0PI2yzoSKRoCiToaBQ1LwviMtlqJNJaBMJ6MhzPRqFLhaDrFiE0BdcWK1O7gyiy+VyFAoF6HQ6qCi1KQaj02CBBqNnkVQqMIXDL5kSVfGi/J3WaJDWaF5kx7Ra5JRK/iOvVPJVhZJcjtIBFYYDEYleCmbE5TLk+TwUuRyU6TSUmQxU5HMqBU0iAXUyeSjJR1LVKBaLqFQqqFQqyOfzvF8Ig8FgdDuKfB72zc2X2pfKEskPz3Tq+U6e6eT5XpFIUBWLUeC4/VWmDkIk2jMwkRYKkOfz4LJZKDMZKNNpqHY+q5NJaBIJKDOZulW16Gp1KpVCuVxGtVrdVa02HzDfwWC0ExZoMI4dIgCqdBqqdHpXBURIWSxGUS5/8SGToSiX47s330RSr6/ZU+PcN9/AHAxCUiq9CC7y+ZdK9oeBeVswGAzGbiTlMnTx+IGGgKSFtSiXoySTIa9Q4Ouf/rS+ZFKlAl0shtevXYO0WIQ8n4c8n2+a4pOwWk2gq9Us0GB0KizQYDD2QVKpQJLLgcvl+L8bf/QId956q6avVyeTGHnypCWytgwGg8F4NSIAslIJslIJALDW319/xVosRsJkgjyX29PktBkIq9WklUoikbBqNaOjYYEGg1EHNXtqtNA7g8FgMBiHY+EV3hn7IapUsNQETw1WrWb0GiwMZjDqgHhqiF5VIheJ4Judbc2iGAwGg1E3OY7DRl/fofyRiKdGezzMGYzugQUaDEadDMzMHLwxVSqwbWzU5Z3BYDAYjNayPDhYk3fGfhBPDQaDsT8s0GAw6oR4auyLWIzBmZn9/53BYDAYbadW74z9IJ4aDAZjf1igwWDUiQjA4MzMvu1TkmIRnsXF1i6KwWAwGDUTNZkQN5vr80USUBWLsTIwgKJM1sCVMRi9BQs0GIxD4J+d3bN9SlSpoH9u7lAeGAwGg8FoDYsjI6+etauBikSCVb+/AStiMHoTFmgwGIdAm0jAvLUFCDaqqliMATYEzmAwGB1LRSTC4sjIoYbAX6JaPXILFoPRy7BAg8E4JIMzM7vL7tUq1IkELAeYADIYDAajvWz09R3OEXwvxGKEHA4ktdrGXI/B6DFYoMFgHJK+hQWI6YpGtfpidqN9S2IwGAzGKyDeGY2CeGowGIyXYYEGg3FIXvLUYN4ZDAaD0dEcxTtjP5inBoOxPyzQYDCOAO+pUa0y7wwGg8HocI7qnbEfzFODwdgbFmgwGEeA99QQiZh3BoPBYHQ4TRvcZkPhDMaeSNu9AAajmxEBOPngAZYHBph3BoPBYHQ45kAAWbW6pv+3KJejKhZDnsvV9P+bgsGjLI3B6ElYoMFgHJGRJ08w8uRJu5fBYDAYjFfw2vXreO369XYvg8E4NrDWKQaDwWAwGAwGg9FwWKDBYDAYDAaDwWAwGg4LNBgMBoPBYDAYDEbDYYEGg8FgMBgMBoPBaDgs0GAwGAwGg8FgMBgNhwUaDAaDwWAwGAwGo+GwQIPBYDAYDAaDwWA0HBZoMBgMBoPBYDAYjIbDAg0Gg8FgMBgMBoPRcFigwWAwGAwGg8FgMBoOCzQYDAaDwWAwGAxGw2GBBoPBYDAYDAaDwWg4LNBgMBgMBoPBYDAYDYcFGgwGg8FgMBgMBqPhsECDwWAwGAwGg8FgNBwWaDAYDAaDwWAwGIyGwwINBoPBYDAYDAaD0XBYoMFgMBgMBoPBYDAaDgs0GAwGg8FgMBgMRsNhgQaDwWAwGAwGg8FoOCzQYDAYDAaDwWAwGA2HBRoMBoPBYDAYDAaj4bBAg8FgMBgMBoPBYDQcFmgwGAwGg8FgMBiMhsMCDQaDwWAwGAwGg9FwpLX8T9VqFQBQLBabuhgGg8FgMBgMBoPR2ZCYgMQI+yGqvur/ALC2tgav19uYlTEYDAaDwWAwGIyuZ3V1FR6PZ99/rynQqFQq2NjYgFarhUgkaugCGQwGg8FgMBgMRvdQrVaRTCbhcrkgFu8/iVFToMFgMBgMBoPBYDAY9cCGwRkMBoPBYDAYDEbDYYEGg8FgMBgMBoPBaDgs0GAwGAwGg8FgMBgNhwUaDAaDwWAwGAwGo+GwQIPBYDAYDAaDwWA0HBZoMBgMBoPBYDAYjIbDAg0Gg8FgMBgMBoPRcP4/Ug2MYc321C0AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "subsample = GeometryUtils.get_greedy_perm_pc(coords_R2, 200)['perm']\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "PlotUtils.imscatter(coords_R2[subsample], P[pointcloud_permutation][subsample], 10)\n", + "_ = PlotUtils.plot_2sphere_boundary()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac-installed", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/parameter_n_samples.html b/notebooks/parameter_n_samples.html new file mode 100644 index 0000000..bca8ee3 --- /dev/null +++ b/notebooks/parameter_n_samples.html @@ -0,0 +1,188 @@ + + + + + + + Parameter n_samples for speeding up computations — DREiMac documentation + + + + + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

Parameter n_samples for speeding up computations

+

The purpose of this example is to demonstrate the speedup gained by using a small sample of the dataset to build the topological coordinates, instead of the full dataset. The size of the sample is chosen with the parameter n_samples. In this simple example we do not average several runs since the trend is clearly apparent even without a careful efficiency analysis.

+
+
[2]:
+
+
+
import time
+import numpy as np
+import matplotlib.pyplot as plt
+from dreimac import CircularCoords, GeometryExamples
+
+
+
+
+
[3]:
+
+
+
X = GeometryExamples.noisy_circle(n_samples = 1500, noise_size=0.8)
+
+subsample_sizes = (np.arange(10) + 1) * 150
+
+times = []
+for size in subsample_sizes:
+    start = time.time()
+    _ = CircularCoords(X, size, prime=3)
+    end = time.time()
+    times.append(end - start)
+
+plt.scatter(subsample_sizes, times)
+plt.xlabel("n_samples")
+_ = plt.ylabel("computation time (seconds)")
+
+
+
+
+
+
+
+../_images/notebooks_parameter_n_samples_2_0.png +
+
+
+ + +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/notebooks/parameter_n_samples.ipynb b/notebooks/parameter_n_samples.ipynb new file mode 100644 index 0000000..24a091b --- /dev/null +++ b/notebooks/parameter_n_samples.ipynb @@ -0,0 +1,87 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Parameter n_samples for speeding up computations\n", + "\n", + "The purpose of this example is to demonstrate the speedup gained by using a small sample of the dataset to build the topological coordinates, instead of the full dataset.\n", + "The size of the sample is chosen with the parameter n_samples.\n", + "In this simple example we do not average several runs since the trend is clearly apparent even without a careful efficiency analysis." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import time\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from dreimac import CircularCoords, GeometryExamples" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = GeometryExamples.noisy_circle(n_samples = 1500, noise_size=0.8)\n", + "\n", + "subsample_sizes = (np.arange(10) + 1) * 150\n", + "\n", + "times = []\n", + "for size in subsample_sizes:\n", + " start = time.time()\n", + " _ = CircularCoords(X, size, prime=3)\n", + " end = time.time()\n", + " times.append(end - start)\n", + "\n", + "plt.scatter(subsample_sizes, times)\n", + "plt.xlabel(\"n_samples\")\n", + "_ = plt.ylabel(\"computation time (seconds)\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac-opt", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "b92ccc6cf4753cf244c150496a947045c7076528614dfd2e8804a0f6266fa336" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/parameter_perc.html b/notebooks/parameter_perc.html new file mode 100644 index 0000000..604159b --- /dev/null +++ b/notebooks/parameter_perc.html @@ -0,0 +1,225 @@ + + + + + + + Choosing the parameter perc — DREiMac documentation + + + + + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

Choosing the parameter perc

+

The purpose of this example is to demonstrate the effect of different choices of the perc parameter. Roughly speaking, this parameter tells the algorithm at which geometric scale that data should be looked at when constructing the cohomological coordinates.

+
+
[1]:
+
+
+
import matplotlib.pyplot as plt
+from dreimac import CircularCoords, GeometryExamples, PlotUtils, CircleMapUtils
+from persim import plot_diagrams
+
+
+
+

The data consists of a trefoil knot in \(\mathbb{R}^3\). As such, at a small scale, the data is parametrized by a circle wrapping around itself. Keep in mind that, although the \(2\)-dimensional projection we display here seems to have self intersections, these intersections are not present in the point cloud in \(\mathbb{R}^3\), at least when the point cloud is looked at from close enough.

+

When looked at from further away, though, the data stops looking like a circle wrapped around itself, and starts looking like a single circle without any wrapping.

+

We will identify this behavior by finding two circle-valued maps using the same cohomology class, but two values of the perc parameter.

+
+
[2]:
+
+
+
X = GeometryExamples.trefoil(n_samples = 2500, horizontal_width=10)
+fig = plt.figure(figsize=(10,6))
+ax1 = fig.add_subplot(121)
+ax1.scatter(X[:,0],X[:,1], s=1)
+ax1.set_title("Trefoil 2D projection") ; ax1.set_aspect("equal") ; ax1.axis("off")
+ax2 = fig.add_subplot(122,projection='3d')
+ax2.scatter(X[:,0],X[:,1],X[:,2], alpha=0.5, s=1)
+ax2.set_title("Trefoil in 3D") ;  _ = PlotUtils.set_axes_equal(ax2)
+
+
+
+
+
+
+
+../_images/notebooks_parameter_perc_3_0.png +
+
+

The persistence diagram has a single high-persistence class. It is this class that we use in this example.

+
+
[3]:
+
+
+
cc = CircularCoords(X, 300, prime=3)
+plot_diagrams(cc._dgms)
+
+
+
+
+
+
+
+../_images/notebooks_parameter_perc_5_0.png +
+
+

We now choose a small and a large perc parameter and get circle-valued representations that parametrized the small and large scale circularity of the data, respectively.

+
+
[4]:
+
+
+
perc_choices = [0.1, 0.5]
+
+plt.figure(figsize=(15,5))
+for i,perc in enumerate(perc_choices):
+    circular_coordinate = cc.get_coordinates(perc=perc,cocycle_idx=0)
+    plt.subplot(1, len(perc_choices), i+1)
+    plt.scatter(X[:,0],X[:,1], s = 10, c = CircleMapUtils.to_sinebow(circular_coordinate))
+    plt.title("perc = " + str(perc))
+    plt.gca().set_aspect("equal") ; _ = plt.axis("off")
+
+
+
+
+
+
+
+../_images/notebooks_parameter_perc_7_0.png +
+
+
+ + +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/notebooks/parameter_perc.ipynb b/notebooks/parameter_perc.ipynb new file mode 100644 index 0000000..5b04404 --- /dev/null +++ b/notebooks/parameter_perc.ipynb @@ -0,0 +1,161 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Choosing the parameter perc\n", + "\n", + "The purpose of this example is to demonstrate the effect of different choices of the perc parameter.\n", + "Roughly speaking, this parameter tells the algorithm at which geometric scale that data should be looked at when constructing the cohomological coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from dreimac import CircularCoords, GeometryExamples, PlotUtils, CircleMapUtils\n", + "from persim import plot_diagrams" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data consists of a trefoil knot in $\\mathbb{R}^3$.\n", + "As such, at a small scale, the data is parametrized by a circle wrapping around itself.\n", + "Keep in mind that, although the $2$-dimensional projection we display here seems to have self intersections, these intersections are not present in the point cloud in $\\mathbb{R}^3$, at least when the point cloud is looked at from close enough.\n", + "\n", + "When looked at from further away, though, the data stops looking like a circle wrapped around itself, and starts looking like a single circle without any wrapping.\n", + "\n", + "We will identify this behavior by finding two circle-valued maps using the same cohomology class, but two values of the perc parameter.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = GeometryExamples.trefoil(n_samples = 2500, horizontal_width=10)\n", + "fig = plt.figure(figsize=(10,6))\n", + "ax1 = fig.add_subplot(121)\n", + "ax1.scatter(X[:,0],X[:,1], s=1)\n", + "ax1.set_title(\"Trefoil 2D projection\") ; ax1.set_aspect(\"equal\") ; ax1.axis(\"off\")\n", + "ax2 = fig.add_subplot(122,projection='3d')\n", + "ax2.scatter(X[:,0],X[:,1],X[:,2], alpha=0.5, s=1)\n", + "ax2.set_title(\"Trefoil in 3D\") ; _ = PlotUtils.set_axes_equal(ax2)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The persistence diagram has a single high-persistence class.\n", + "It is this class that we use in this example." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cc = CircularCoords(X, 300, prime=3)\n", + "plot_diagrams(cc._dgms)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now choose a small and a large perc parameter and get circle-valued representations that parametrized the small and large scale circularity of the data, respectively." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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pSnvrtrCi3HMhXgOAcpVx/Cv/CZkyRc5DoS0DdHKpJx42sN7KPwF0zB2TVkkBVAFtiwl9dxsqkLaUJGwhSLpHQVgH4ahm8kLNqkrNfe/FWLba2b5zD8XVRwVYVOZpnNDOk3hNaxrtd8VPJYPyjoLyas1tZymufz7ZTuPON3iU/5Rz+6zE3mvLcJ2ei/Q/5FOU/KJ8qK7xb/MyZxHU1GkK8mT1XxAEQRCEzRwrBrNnQkU5/PdlWLTA2d6tO1xzA8z8NdnWJz+l+uDbHjd8byxm8vfkeozbTrurOeVlcO35cPfTKatJeOI6FenLtelynk6R3xKX4H2Nn9rdpr19FeRCTSTZ0Gtj0MCKSvTiclT3NqkXI2whyMq/IDTBmlrNifdHmbtSg+1Xdg0FR+xs8P6EVG3feVGZvlWpcfjx9t5NTbn3K9xrSO4xDcjNgtq6eN9+lOffxHUp2KkXTJnlPPizgtCjI/w6P+XAhHdBctV/YB84Zghc+3Dm88WZ+LrE/wuCIAiCsJnT2AD/uhRmzgArJUmeYcKuu8EPP/qPibvb23EvR4+cpZU/pj51dd5t56zkp7j3K4Cgq/zHD1OQlwdVDa7iv46+43KnYUD/Xuipi518A8EAuncXmLIg2T5uKFDu9doKMKB3R9RlR2Of+6jrXZCyuu+eI/Tjnag2xQhbJrLyLwhNcO2rEeauJOMqua1hQalm114qEe/vVfhTdfpMFtisIISjnn3K95Ikgx5tuJ5mT19usHI1jJmi+XCc9u/H8VLzbmuWDwfu7OQWqK6DfQbA+UfBPsPTjc2Xnaz4bQmsqYJBA+Gkg5yJLhLRvPCeZtkqf/8AJxyEKP6CIAiCIGz+PPuEo/hnwrbgt3kweF/4doyzYqJxE+N55RxX4nMXaRKbwEkM2NiYDP9U3lh9D/G3doxEYKZyNfTbLofGCGrCNHjr8+RZTeVci9dYYBjorCw4eE8gABWVsEtfjKtOwd77IlRjhMSarwLjvKHoilr0itUYu/ZGDT8UwzCwHzuf6IPvwfxyiHmNEaAO3F4U/y0cWfkXBKAxqnn5W4tF5ZpurRWVNTaPfRrPnkKa+7tpwP7bK+47I8i971r8/JvNnKXOMzLh6KWTqVh0fNV/Xd+2daymgxOJ1aezIjvouN+fd5jJDj0UlTWacEQzaozm2Y800Rjs2R+uOtFgxgL4bqqmpg6Wr4JlpZ4hKcdAPKAnTJ6dfr6gCdp23MxsG849Ci4+MVmWsGyN5sbHNNPmQXYIjjsQhh+rMIzkKBYu1UybBYX5sOfOYhgQBEEQBGETYMXgk3dh4Xxo1QZC2fDkw5794EugZxiwzbZw38Pw0ovwyySYv8hdtfG49Mdd/W1cwwAZV/wTcfqpZfh812hAt85QXOQIVicNRe02AF1T51QI+Go8PPY6NDbC9r3R/xoOc5fA97+gK2tgxVpYsDJ5bWhHYO3VGX5dmnY6O5QDEctNCKgxThiMeetpCTlPr60jeu0r6B9mQzCAMXQXAtce7Yv3t5esxh73G+SEMA/og8rN+t0/hbBpEeVf+NsTtTQH3hZhQVnK0n2qwu4q54aCvGx455og3ds4D/rHP7G4720rre/8bHj3+gDPfGIzcqxuUvmPx4Fdcxw8+LavbGsCU8EJgwz6dFaUr4U+XeCj8ZqPfnQ67dsFnrjMoLgAJs1RLFyh6dxGsXs/eOZdzSMjdcL6nBiS4bwxMlyXgaP8K49Bo1sHePIGaN3895P6ffm95ob/JI3S2/aEJ++AnGwxAAiCIAiCsJHQGq48F2Z5Vvk1ruu+x20+Xg7PMCAQgHsfhj59nf0ffwx330vGVfvnn4WvvoMXX3UFrAwyklJO9vxzToXXP0gmUPIRgMG7w967wPIy6NEJfp4BIz9xdnduBw9dB21bOfGasxdB2xaw9wD0O9+i//2Md9DJV63SXfgBGxMdM5xKAPFxtSsh8NKlGN3bZryVXqyxcwmf/gyEnRrVqmsLst8fgSrJ/91jhU2HKP/C35673o3wxBcZCt2nxNhjw8l7G3RuqThiZ5N2Jcl9V78YY/QPdlqKl526K0ZdE0Rrzc/zNM9+avHVlPRT7dNP0b8LvPa1pqo2xUagHYND0FR0agELV4Lplo71Yhqwax/o1krxWtIzjOOHQGk5jM1wXjtu4M70FLDBsH2ZAwAoyIMPHlEUFzatxEejmiEnOWVxvWFo554MZ58gyr8gCIIgCBuJj9+GR+9J326r5Go9OALLoAOga3fYZzB06Jjc98wz8Nobbkk+j6TXti288arzdtYceOcj+NAjhMXp3we920AY9TGUV+FLEhX3BlAG9OoBMxc4gp6VQdDr2gH2H4R+5M3k9iE7o/ML4P2x/jAAZ5Dui0fBd7F0AKIBf54CgKwQwS9uRnVokT4OD/U73gjlNckyhaZB4LQ9CN12zDqPEzYtUpNL+FsRiWm01iwqt/l+jsXoCVGeH5NB8c9Ar/bwfwcF6NVOUR/2a8vd26g0Y7AB3HW6Y2lVSrFzL4PsJryhlpVrHv9As7Y2mS8g8aNg/x0VZxyoWLjK2Z+q+IPzvP9pJj7FH2DkV84xZsr8pnGMChnH2gkM1/SR2qSmDj4em/m4OGuqoDHsN2IoBctXNnmIIAiCIAjC/4SORtFao8tWoadPQo/5FP3i4+ntMi16FBfDOf8HPXo6qxdeOnYEnSp8KbjmquTbbbdxVkicM/hOpCvWwJOvQPlafJJePIfALjvAOSc5ij+kK/4Alo2et8Sv+AN8NRGqMnkSaGflJRNd2zmhDtoncTo/kSjWG+sW9HTUgtLqpOLvXp+9qGKdxwmbHkn4J/wtmF9q83/PR5i9QhM0IRrzZ0dtsu69+3teNhy2o8ngGyKJCWPE4SaXHuF8hc4YYjBmhs2EOTqhaD90rkn3tv6Hbkm+gWHYaYnyFq5q+tqDAXj4IpOHRtuYRmbFP052EOozhAwM3BamzIWGRtezzYacHOjXHX761X32e3IODD9KMWYifPxdhioCCuobm76G1ZWab8ZBKAiRaHK7bUOXjk0fJwiCIAiC8GfQFaVwzzUwZzoYgaSwpElms080dl+8uZYCQTjyRDjtxKTiffgwGHGFI/gccACMHwfffufsUwaMuAR22MF/IQX5TpKmWHyDGz66rJR1Zna6/Sr45Lt4qaWm2xkZVDfTQPXsgJ6+AFZXO6exbMgJQf8eMCGe2CnptaBOOQBjcQX2M1+lX5dSUJdi/PCgq+qxPpgCRTlQ0+hZ+VcYPaUE4OaOKP/CVk84qvnH42FWVTnvE4q/B192fpWcEEoKNEO2MzhjkMERd1i+5/FDH1hU1cOMxZrsIJx9gMGFhyqq6jXbdzHo0CL9PKcOMRj5nU04RflPrQ7gLQBw4VAD01D066KIWckLcPX1ROZ/y4azDlU8Oir9HuzS1+DQPeCdMZraes2O2yqaF8I5d+hkOVh3furWFtZWw7+HKzq20jz9Vsq1ath9+/RzACxdoTnzKjeULWXu2qk/nHAEjHxf8/HXjjH62MPg0CESBiAIgiAIwp9Daw23XQqL5ztCSuoqiaHRto1KZNInKejl58GOu8Kp58K5p/tX3D98D8wgLFjoCFuHHAZHHQ1rVjveAZ06pV/M4QfDm2/D2lpQrrCnVVKpV5Ybf++R9I47FNWsEN27W2bF33BDAiwLzhgGz36YtuKutu+J+sch6FFfoytrUH26wLZd0KfckhQY4+Nu2xLdYGFeMBQ6tsH+92vJawGwNcY+fTPf6/IaGg+7H72ikoTgGD9623YELzuQ6Kifib34A8RsAscNJHD2XokkgsKmR2L+ha2K7+ZY/DDXojBHcdJuAUryFb8uszn4HteCmVC6Ux5C2k1wl9JfvFWvtjB3WTIBoIKkxuxp99zFAfbtv+5omhPvivLzXFIexp5Sge5rwIA7zzYZtoeTYV9rzV2v2bz0mdMgOwT/PEmxuNRZYR+yk6IgR/HAmzY/zkhe/34DnQSCAROKC+DD7x1DQcBwKtmk5hcIKifRX/cOcMWpcMFtKfdEwcePK9q1dLPBas3SlRCOwDOvwnc/JUPOFNCiBG65Agb0hdffhUee9/d3w6Vw+AHrnhTWVsHCRTDxZ1i+AkqK4R8nQot1h6MJgiAIgrAVoWdPQU8ai8rKhsFHoFq0QVdWwBkHuQ3InFHfUigMdIqkl8jt1KEzLFzm9hE/3vTIjS7/vAYOOnjdF3nDHfD1GP9Kjq3QdrwaAI67v2HAlf8HxxyCct3z9Quj4dFXnDYBE0ac7pTsq6uH3XaAjm3Rj74JY352r03BntsnjQutmqPf/x6iMTADYGmfQUFr0DrbObZdCeZ/ziV2wr34BFIUgfevw+jXOXGcvXQ1VDcQ/e84rNd+9OcWyA0RevYszN17EHtvCpFLXvfdjuB1hxG6aL913jK7qgFrVhmx7xZhzSnHKM4h68LdMbuWrPteC38YUf6FrQKtNVe+EeGNCRaG+/xrXQSfXplDbYNmn9tc5T8e7O6dFNyvgEqZKNKMAZ7lcWWTrAbgonAS9714SXCd19rnvCiRmGdDSjUBL9/dF6BNMYz8VvPVLza52YpubTSvfgFVddCiCO4936ChUXHzizala5LH5mbB4XvAqK9Tb1bT50ODaavEUHNCEG5IH8ODV8O+uxiEI5p/3gNjf3a2BwMQC/v7zc6CsW85W4aerilNCQfr3QNeeqhp5f/bsXDTHRBzwxkMwDChWTN44WnnVRAEQRCErRv7lYfg3RdcRRfIzUfd/SoUFsPJg51GTSn/3lJ8CVIkv7hSHg8VsALp/XTvDs88t+4LPeIEWFPp7xfQtpEma/Liw9C7J/qL7+GTMY7C37MbjPrMUfoL8uDfF0KzIvSNj8PSVfFLh2AQhg2BN79I6u04Czig0FqlnU9r0LGsRB86Kwvq0uNJzVtOxjxlMNqyiV75KtZbPzk7QgF0o512X3J+uweVE6Lh0IewJy/x7VNtisid/O8mb1f0uwXUnfoauiZKIjzDNCA3SOG352F2KW7yWOGPI27/whZPOKa56o0wo392rJBxT6iyanjqmyjXHRHkoP4Gn8+wPcZPjzlWQch0Suk1emPUWUd0loFbEzaJxi3/ug4sWxNtImY/07lqG+DxsZqH3rbd5H8aWycj19ZUw/B7bWJRleYpVh/OoPin4As3SBhGkjSEM2cFffRV2H17zfNvwfeTkttjljNvxj3dTAN6dk3uz5S/Zl05DNZUws13QCzqr6JgWVBZCZ98Dicdv44BCoIgCIKwRaNjUfRrj8D7L7myiius1Neh33oa4+Lb0AcfA5+Odo/IIFEFDAjmQUO9Z9GnqROuY2ckQ2Il37Ea6ur821LyKvmoqUW//Snc8bjbQMHX43ESBwC1deh/3gvazWOQWMBRTom9kV8krzn+4lYQUCmD0QnDiGecDWEyqYOxRz/GOHxnrHd/Tir+4HgUGCTLJBoK1aEElRNy92dKVNi0oKcbotSd/jq6NorvDlk21EcJPz+R3FsObPJ44Y8jyr+wRfPyD1FueDvapAJZVq1RSvH4mSEe/yLGpEUWY35NyeinoFc7xa9L0o9PPDKbWC3XaJ9V9fCB6apyOKq5/x2Lr6ba2LarpHsnFkW6WxnOKnqnlpqnP7QT1xI/1sZ99mpnHjJVmt7uv/51kRJykOoYET+X914sWA5vfQGTZ/rD07TbKN62eQncdFly/6FD4L+j/cccsm/Tl7Z4iTPPZEIpqK/LvE8QBEEQhC0fPe4z9KPXJ5Vu70qAtmCN6044/J/QrhNM/xkmTYBYivDQuj1q2Qr8nWQ6YXy/cpXolPb7DUk/xrLgv6/DF187Sms4xUDgU7q98Z5uab+bH/WcO35OCzBdLwQN2isopnqv+r1QPU7+OB4AJJR1Hc/w7LsH7rm87cursZ7+HGvxWn+nOuUcRblkPX1GoqfAsTsRmbHcd6mBYwem3zMXe+laqI6Xh0qRoRXomqYTDwp/DlH+hS2WCfMt/vVWNLPWi/Os3LGz8yAJBRSn7xNgfrmV8Zk/Y2lm139nG4ls+D4MwHYMAHlZigsPNTl5n3Tl/4b/xnh7vHbyvMQf0t45IHES/3H7bgeBgPKHCPwJUh/xSrlziGt0iCv+mcaOAgxPXhnPnDVvkWbeovRjigrgweucebpPT8jNSbY571Snr4++dBP+HQ4nH9X0tbdo7h9H/JLAmWt32qnpYwVBEARB2HLRS39DP/RPJ249EwrotZ3zq2miDzwaVi5JUZRdVi5Fk8HtPnEyPAq6+2rYjtKsgVCWk+zvlFPTj33mRXj1jWQ/PuW8qdEp6LuNIzQ1htN2Zao85d+gMr53Tu/xBrUB7RoR4uESnmOUAm1o0DESxgE3R4E9ezn2r6Xp5w+YhEaNgMYoRv8OGEW5yV3D90E3RIm98D3achL+Bf91aFM3AdUyzzPeFEkvZhMc3L3JY4U/hyj/whbH2npNJKb54tdYwg0e0pXX/bY1OHVP5yMeszQnPx5m5gqdeTU8k3Lvct4BBmNmaGavSNnh5oIBeOnSAAO7pyv+0ZjmHVfxJ3EK3bSi7bZrVQT/PiWAaSj27g9jp3tyqyjH7qC0o0B3bO1UkFHQZJLYYMBxwT9yb8gKwuS5MG1eXPH3XE1TxnDvfKid83w7EWoyrLzvtxt8+DV89LUzzxx1oOboA2HRMkXrloqLz4KLz2riPCl07ADdusCCRaT9fQ7YD3bYLvm+shKefxaWLIYuXeGss6Go2fqdRxAEQRCEzQNdXwuN9egp453MxAn5yBPLr4BufVDHnuMcozXccxVMm+AKQ3GZzLvS7i7EpAo7Q4+DuXNg5gz/dgWYrvB1/XWw16DMF/z+hynHpSixtuea40puQT7ccIWzfdCu8MFX+OpAx7PjGwa0bAZrG5zszmmGEHd8WU6+KXXQ7lDSDKbNR/88N2nQUN5r8I9fARigbe02c5JM2z/Og5p0Q4oavC325zOIvTgWLBtz6AACF+yPnleGapFPcMQQQpfun/lepWAU52IO7on1zTy0jvuaOn/CwB6dCA3rk2hrVzVSf/tYolNLMbs2I++6vTE7Fq3XeYQkkvBP2GKIWporR4YZ+bMT82Qq/3PSm4Dv/H0DXD8slNg1Y5nNwf/xJ/3zPfoUiRh+76RQkg9T7s4mamkmzNPUNWq+nGYzanzyxKcNMrjlxMxJ/iIxTZ/zo36l3GusSPzu0L0NnDDI4Oi9DIrynK1VdZqrnrL4bpqjxJ92gELbmsWlii5t4P+GGsxcBA+NsimrhLJKx1BgGE542A2nK07a3+nLW2plwXLNw69rvv45s9Eg/XqT75XrMWDaKq35Lv3h52n+Pg0bDLftUYfC1Rcm56Hf4+bb4Ktv0re3LIbWreDoo2HPPWH42bBypfOZMAxo2xYefgyKi9fvPIIgCIIgbDq01uhX7kV/9LIjRBgmyraTxn8bEkr94KFwwc0Y8Sz5a8rhbE/Gf1t5FF/3J2a4sfAeASQQgNFfO5mEf50G1VUw61cY5clYv/dguO4WR7jIxCFHQW2tZyDxX1w5L56VHwXt2sARB8MRBzqxkYBuDMNtj8IXY51QgCMPgIJCmL8E2rSEc46FVavR9/8XlpdBxVo39t4V9M47FnWBkwDJK+fpZWXYj72PfmdsMieAxvEE8N345PU61QAU2AZaK7Qd8rc1FGrP3tjfzU1uU47HgI45/ZqH9iP7mVNR5rqrX8Wpv/krGh8c69niXIdqUYBq34zsU7Yn6/TtqTrwFWJTSx0DiKlQzXNp9sWpBLo2W6/zCA6i/AtbDDe9H+apb10f+FTl3f0U92mrePGcLDqU+B9s05baHHpv2Nc+Tff0ZPA33J2PnhXk8B39fWmtGT9Hs6BM062VYvdt1Drrl454OsrHE7WvJGt8xT1+3c0L4OkRJtt3a/pBGbM0psHv1kotXaN5a4ymrhH26KfYa7um289aqDnpWu2r2OLDe83x9xoM97UkT1FT5yrcykk8W5ADqyvT+wlYyeu490bYa9d1DoMFC+GnibCqFN5+N+XvZfvs/xx7LIwe6b/m+L4DD4bLr3KuTRAEQRCEzRPr/efhtfucN27Gfu/CAwAlbeGGpzHad/EdqytK4dxDPBsgLbu/DViuTBc3LFxwJRx+bPrFzJwBC36DVq1h4K5NK/4AjzwBo95JSYLkSim2uzKflwt33AA779hkN9qyQKlE2b8m262tgVFfoNdWowZsi9q/aYFKLy3HOvxap+Yz8YiIeP+ukh1v6xpLHOXfdBT6li2gosZZVVLKEfa6tkHPK/WfR4O2gvFuybrvOIIn77LOcVgL1xD9dC52WR2ND/6Q1p+tTeJXl/N/O9PwxKTkuTAS+0KHdKfo+cMx8lMMFUJGRPkXtgg+nBbl3JfCJB5RmZR3Dc3zFJ9ekU37Yv+DM2ppDrw7zIJyR9FNKLKpuKv/O3RW3HJckAFdTRoimt9WaYpyoVOL9bNiemmMaG5/00n4l58Nww8xKVsLi0s17ZrDoQMNurRWBAPruRT+FzNumub25zTLy5xneygARfmOl0F5pWNc9ir+aCdp7oDecM3ZipsehgVLoW1LuOFCuPpOqKwiLa9BXPk3DPi/0+G049ZxTePhuhvdB7yGrCxobExeh9L+7ls0hzXl/vMlIhUU/ONUOPOcv+BmCYIgCILwl2PPGI++c3jSpdP1Fkxz0Q9ko+4ZiWrf1bdZaw3XnwOzpzmhAqiku70XC8co0KkbnHcFaoednSRFSxZCdg6077j+rolxYjF49kUn4V8wCMcc6QhU8xc6q/v7DYIuHSG0aZRTPXU+1vXPw/wVYNlo04Rmhc71VFS5pa5UQubCNsEMoLq3wXziPGJXvYY9bQmqZSHBW48jcuv72L+V+W6TT/kPGgTP2pOsm4c2eU3RCUupOfK/ELFcQS8AjbFEX7b2llnUqKIQeq2z306UcnT3m4rsU/pR9OjBf+Fd23oR5V/YrJmx3OKclxpZvEanu1FBmkVYoWjbTPHxZVm8Ms7i1+U27YsVIw4MErXgn29EmLrEpk0zxQm7mNz6bixZlUR7XhU8ekaQbi0NTn8swmrXm+uYXQ3+c0oQ09g0ivrGprZe894YzdhfQFuwttp5KO/QG0acqsjL8d+HZSs1Rw7Hn0NBgbLA9MSY3XEt7LeX8/v0X2HiL5CbAwftD8XN4MjjnBj++NPJNGHvPeHA/eH66xPdguc0WQGwYsnwQC/b9IbHn/5LbokgCIIgCH8RetVi7AdHwNK5yUUGj+KuPIs+zquC3AK4dxRq3BfoOVOhqDnqqDMhNx+euhNmTITCYtj/aHjlcWhsSPahcGs5KzjnctROe8G1l0DZKqfNznvA9Xc4Cf7+BujGCPZ7P2J/+gvENPbqOpStUX07Erj2GFTzAl97u7qBhj7XoZyM14k8gratwHZTySkI3X4kobP2BMCavpLoZ7NRoQDBY7bDaF9E1T5PYf1alswobSoCu3ci+/K9qDryTRIdOVfpvMsLoRss7JjX99PBaJdPyznn//U3aCtEEv4Jmy11Yc2JTzdQWZ+6J2PKvgQr12pOeDzMb6VOYhdDwSvjYiigRaHi7hODHNQ/QGNUc+NoTyr9uMKqnOR4E+db3PF2jEpPUrvRE2y272xx+qC/x1cnP1fxj0MV/2g6UauP2x8lWRknToqXxuA9nB+Ajz+H2+91E9BqeP5VeOkJv+IPTmb/mlonP46nWx9FJZAdgOVL/duVckLnBEEQBEHYfNBWDPvu4VDhZlSO63S2zpiYLjHxN9TBPZehF8x1jzHQX78DZgDyClGnXYLa11l11q8+kTzeI+ehFMycCp9/ChXlyTY/j4c3XoLThm+AEW9+qOwQ5gn7YJ6wz3q1j970bvLv46JtfH8rY9euBP/hhCJEP59D/amvJVw5G+/5mrzPzsNeWoUvHtbS2GV1mNu0Iv5HUsRLXbuGIENjbNsSe3pFyiBAFWf/wZH/ffl7aDDCFkMkpnl+XJRv58YYN98mEvXsTFlNPmqAwcIymLrUdjclHzxzVyUfKJZ2VoQBlq/RnPN8hA8uU/RqbTRZgcWyFe/8rKmp8yuupgFTFzcVIC/MXYDzEPZu1HDqMdC+NbRuCf23hWUroGULuC9e2tb9Q9TWwSX/hM6dYMnSpPef4ZbCbdvW0693EtdOEtxDD4YxXzsZ/w3DmdsVjtv/imXw5ScQi8Jue0Of/hv2XgiCIAiC4EfbFnrMSOxp38P0cajUMneJ9R0FO+zpuOlPGefu9CTwWzCbhCeotpzV/FgMwo3oR/8NRSWoHfdyVg8yYQMTf0DXx1JkFg2zZ2Q+RsD+ZXGiIkD8X60geOoeGH3bo1rkY+zZHb2sEtoU0fDPD/EllmqMUnfU85jbdSD2w5LkPlMRGNAWozjb7VknFoaMeGWvhihZJ/RFM5PYjHJXyHPyKuRftxfWilrqXvoVXRMh64DOZO/baWPemi0GUf6FzYbpyy2GPtFAfYRkYrkm2nZurrjvhGwaI7DPnQ1U1TtKvqGcmHU3r0kaGqfNJ9MsdjjcpGNzWFpBmiIJUBfGuYAUXb9V4d/D5f/P0KLEKf+XWLXX0LwYLjjdcd1/4x24+mZHqc/LdeL44+3Auf0rVsC5p8M77zoeAAD9+sIZpzmx/2lOH+7fp74GXn7J6UsZzs8++8DxJzr5C84/DaJR5/BRrzpefXsO2nD3QhAEQRCEJHbpEuxbjoOatW42fmhS0issxrjobgjloC87EipWuXF9rsLX5PINYJjo8V86yn/nHjD3V08iIJJyXSwKQSCqfMfSvOX/NM6tGdW6ED0/6a6vteOOH7rlSFRWgOioX6jrd7sTy58TRDcmS/c5CQUNqGgka/vW2IvXYi9eC4DZuyW5tx+EygmiggbE3IW9eEgBChuDuhvGONsNxzIQPLg7eRcOxOjcjNJdX0VXhUEpah/6hWaP7EfeWbLSk8ofz14mCH8xyyptjn6qjv0frqc+on2KoG7iZ9Eam4e+ilCQDSMvyKZve0V2EFoWwI6dFUFzndMCITfZa0Pc4KxTXnGMkW7ZVAKGYzRoXQTnDBGbWVNcfo6z4m4azmsoBPfdAKap+GUaPPR0cjW/Ph6C57nn8en3v2/AQ/fBw/fDU485v+fkuBbglKdW3EswGvF8Rtw+27V34v3/+4yz37acRQCt4ckHN9RdEARBEAQhjl1TSfTB/8O65kB0TaUvI69O+Q9wJvLq1ei3HgU06t/PQK/tIJTtxPL33hGyclinpBdwBbhIJNlnIqdA/MJs0LbjsW6ajoCRlwcnn/XXDX4rI3jt4c4qm+kIxipgEHr6DFRWAGt2KY2XjHIUf4CGKMQsp4Sjjmfnd37CT/xI/vPHUPDR6RR8diaFX5+L0TwXcIwJcRIGA0BHNSr+B7QBQ2E2zyG0dydq7/vZUfwtnTAcVF39Hdpelzbw90S0GGGTMnpylAvfbEzkd3HQjg9RJsOux3L74FdRpi6zeeWsbD65Iodr3grz8rgYpTVxA0L6Cr2hnMRwx+zsfPQD6zB/GQo6t1DcfEyA8XNtinIVx+1m0ixPVv6bYtcBipfu13w9DgImHLgPdG7v3K9pM525Iu7hpd0/s5GSE0DhzNXjfoKTUyoCmCYcsD98/oWr4OuUA1M+L2HXuLNmddLoEKdq7f80VEEQBEEQfgf71x+w7j/LE8fnrhb7XC5TcGUz/cVr6PnTMG74L8atL6FHPYEe9QTMqkzzykzieAaoA4523ppmUw3dpEBFqBsegInjICsbhhwsK//rwNy+E9mfX4n13i/omE3gsO0x+rYHwJq0xB/HD6Bi4MvcT+L3yDszyL31oLRzZJ05gMYHxwNx5T+eAyCO+7nRoN0KAVZZfdq5dUMM3RBD5UmtZy+i/AubjFmrLEfxT332e5S4eP4QBRnniG/mWHw9x2JAB5OXx7klQjwHJCcYh927G9x0dIgubsm+U/cO8J8PY6RiKAiacPvxQXbtYbDnNuuYPAQf23RTbNMtfXuzwnQFHAMOOxA+/tS/WWuY91vm/i+/HHJz4fvvYXW533PA+9mxYlC6GG64PJnbJ97WMKFPvz8+NkEQBEEQ1g+9egXW/Wf7J/+4QKc0aMN5jWOnJg0CFsxAj/sQ9hqKfuspt2N31cDAVfg8Kzk9+6LOuBLVbVvn/SHHwqO3+ftUyokNRMHF10Hvvs6PsF4Y3VthXJ5eVs9onpe+zQDz3N0IP/mzf4etsWaUorVGpZRWzL1+MCpgEH5jOvaKeoilGBTiur+liVXaVBz1Prou6l8AMhWBXsUYovinIcq/sEkorbG554tw+gK9xxAcV9QU0LEZLFub2cGrrFpT05hhT7xfd464fmiQ/9vP/xC46IAAoQC8NcHCNODIgaZTMs5W7N/PoGsriYz5qzhoPxj1Pixa6hhXYhYcuj9ccRFMmQorV/kV+S++ht13gQOH+PvJCsGIS5yfc85wyuh6P0NKO+EGObaTtNe2nDm+IB+qq522HTvDlf/eCIMWBEEQhL8hurYS6/1HnUk4EwrATq7ytOiAKluR3s4wYW25G9uXsoKQMAC474edgXHapf4mBx7pyI4fjXRWBfbc3wkdCIdhwK6orj3/5AiFVMwh22Du2gVr4mIwFcRszP22IfvWQ4hNWIE1dWVydV5D7NsFhB8fT/aFe/j6UQGD3OsHk3v9YCqPeIPomEXE7QNau9n/gyZWMI/YF0sdV39ToYqy0WsbnapdHQooef3wjXwHtgyU1jqTPiUIG4yv5sY445V6GiNeL35vzRASk0F863+ODrFkNTw6JpLm6f3O+dm8OiHKW5PcCcZO9te1heL6w0P0aGXQs40o8puaunoY/SGUV0Cv7nDYAY5VuLTMCbELe5P+KujRHV58osnuOP5wWF0FtvunNW0wLDCbeKrd+B/o0Anatk/3BCwv1axcCm06QKs2EtohCIIgCH8Ge/5kYg+dCXU1zmo+6XKesj0ymWGgjroEjBCMfCDNTVBd8Th62g/w2WvuCQxU3GhQ0Aw1/CZo3R7VZZsNOCphfdDhGNEXf8RetBqjZyuCp+6CCprYq+uo2vVRWNPga69a59Ns1pVN9le+60vYM0s9Zf8MLNtEE3A8R1Jo9vQQQju3IdCtCBX0C3qxVfVEZ1cS6JhPsHvRXzDaLRNZ+Rc2Ko1RzTmv19MYI7G6n6pmtc6DinqNZTvf65AB3VsanLpbgG3aKC4bFSZqOUbF248McetHEaYus5NeAwZoW2MoRf8OBodsJx/zzYW8XDjt+PTtrVtBYaFjFPASCae39ZIVgoBN0ur/O6bMJfM1AwY6CQi9fDhK89S97udRwTmXaoadJAYAQRAEQfgjaK2JPXURNNS6MXfaVwMegOL26MpVjpJvOG1Uu66YOx+M7tgD++HLIdwAKNRxF6O/eQt++dYj59loy3AMCu26onbdb6OPU8iMygoQOm+vtO1G8zzMzsVYKco/4fTQW19/OUFsnUGOb0Lei/5aSc6wHmmKf+3I36g4+xuIOgJj0dUDKL5ll3Wee2tFtCJho7K8yqY27PHnV8p14dEEDfju0lwKshUHPtzAqhqnXcSGo55p4JbDsjhv7xBDtg2wdI1N+2KD8hqbf72Toa6f4TwX9u4lsfpbCvvtAyPf8YR7KNjvd0rxHX0iPPmQOwe4irvKmATISQL50mPwyVsQMDXVVbDtdnDUqfDkvSTzTGh45gHov5OmWy8xAAiCIAjCehOuQ1euTFZuckuyae3U4TWuHYXZtjuxm4+F0oVOG22jH7sE69BzMY+/CuPRb6F0CRS3BCOAHvmI/xwaMJzqAGqA32Vc2HwJDetDw2RPaIehCA7ts85j8i7YkbVnfYwvGbg3rhfnfVwOrH5wKjWvzUMVZWOtqie0XXOKb9uVirO+SVQBAKi6ZzLZe7cl54COf9n4thTED1rYKGitGb8oxj8/aPB46Xiy+SmIahgxupH55Tqh+Hu58aMwc8ssinMV23UwaZ6nEp5h8fJuyQTwCqXg2ncjzC9vMiWssBnxf2fDsMMgKwuys+C4I+GMU9Z9zJHHwYWXk/gMKTslhYRnfjBsZwGiYhWsWg71tTB5Ajx0MxmzBi+c+1eMShAEQRD+HtiLphB95RpnwvUSj81XNvbzV6PLlyYVf08z/fEz6DkTUbn5qK59UM1agvbkDEit8gPoUY+h503bAKMR/mqyLtqD7Mv2grwQZAcIHb8duXcess5jco7vTdFLhzrluZR2s/87Mj5KO0mkXGxMtFZYpY3E5lahq6OEx5dSdtxnPsUfAFMRmbr6rx/kFoCs/AsbHNvWnDeqnndmJF17nJx+3vT9zu8/LbF54JvGjP1oYOZKm16tkqv5vVob9GqlmFOmfV1pNLZWxCz4apZF95Zi59rcCQbhykucn/VFKRh6DGDCQ/e5K/+unNCyFdx8v+aik1KEC5LvbQvKV2Xuu3mrPz4GQRAEQfi7obUmNvJm7DEvOhviWfh16uwLlP5G7JV/Jyq+p/W1ZBZqm52TGwqbQ++dYPakZJn4+IqPW9ZP//wVqud2f/m4hL8WZRjk3LA/OTfs/4eOyz2mN4ahqDrjQ2xbo908EkbzbJqPHkbpER+hqzJ4AQNYGrs8g15hacwO6dUJ/g6I8i9scEZPj/oU//jDOz3e3/HbnrHKJieoaIim99WuKHnEpMUWX86OkZuVocB7vEcNIfH83+oZeiR07QbTpjiZ/nfeBTp2AjOgaN1GU17qrx6RyvY7w7SJoEwnBHHvA5xtgiAIgiCsGz1nXFLxj2NqiKXOuK7CvvRXKCiGmsr0zopbJ1svnYP902dgmunVnhXJiT0g5dy2drKP2gazSxGRr5xKAsFBnQj2b4kKmgR7NiMyudzJ+t/U8Yd2puGjJWCCsjXZg9uRd2z3jTiCzQdR/oUNSn1EM3JKBEMlq3sAntIsyZIfcWtuYbbixZOzOeaZRiIeL50j+5vs3NnR5N+fFuO8VxudSiKpVWTcfgylaZarOFwS/v0t6L+d85PK5TfDjSMg7Bp+lbNQ4OQZMqC4OcyYACaO99gR/4ATz4WXH4a50zXNW8OJ50G7ThL/LwiCIAhetBUl9sPr6TsUTmI+V2VXcRlQA1m5BK58mdhtJ0C4PnlM711QOzqrwvavP2L/5xxHwU/NCZcoFWVAMITae+hfOCJhcyU4oA3BAW3Stpc8Ppiyg97DrnSzRCvlCHRuCUCjeTZ1H64AgmBB4Zk9aP7A7qy5azr1Y1Zhtsim5Jr+ZO9QsnEHtImQUn/CBqM+ojn02RpmrLJdHd9b5sXR9n3qlNvm2ROyOaJfkJNeqGfMPNvJ66KgbaHimxF5NMtV9L+ljvJaj+EghaABh/QNcO2hIbq0EJf/rRnLgu++hJUroHNXyMuHebOgpAXss78TTlBeqpkx2ckn0KwE3nwW1qyGkuYwZZx/NSEYgm36w6+/OCWFDRNycuGhkdCitRgABEEQBAFAWzEij52CnjMeZafPj9pTelnF4/W1wjzhBswDziT67DXww9tOY2VAbgGBWz5AlbQhdu0wWDbP6cRWoJVfalQKdhiMcfzFqM5S4m9rRmtN4wfzic1ag9m1CLNTAZHxqzBKssk5tidGXhCrrJ7Gb5ajAgZmlwLW3vkLsUU1mO3zqftkJT5Jz1RkH9aZuveXOp9JU6GCBp1+OoysbZttolFuPET5FzYYL04Mc+UHDR53a392TidPh3I8AjTkh+D2w3I4eWCIGSss9nu43tefAs7YLcjMFTEmLvLs8HyCTTek4IXTszmwj6z4b+3YNtx8NUz4AUwTrJjjVGIYzr5t+8NdjzkKfSpaa+64HH4em/QcTHsYuqEphgGnXARHnyHKvyAIgiAAWFM/I/rMuc7kafuVc+1mZzcwHQVeA4EcjKGXEjh4OLqqnNile/o7NEzUHsOgYgXM/BlfVmfbABTKcOLz1PBbMQYftZFGKmwqtNasvfBLGl6aCQGFjro1vd0qEoFtimn5zXEYRVkZjy89/wdqnktmcFZovJqvjQkoCCiaXdibVvdu/TGfoh0JG4yyWo1puAk24zU4XBTQsVixU4cgnYsNLtorRLPc5Ap9bSTdJqUUvPhj1CkZS9yGp+L/s1cPg726BxjS26Rfewn0/zvw0w+O4g+O4p9I5GcDWjN7Oox8CU46GwzDr7i/8xJM/C753veJi6eRUMmcQtEmcskIgiAIwt8RXV3m/KLAUfc9kfkKKCjG6LU3FLXCOGA4RjNPJt2Gusx9fv+OY0SwU/oKKFTX/qgdBqP67orqNWCDjEnYvIhOKnUUf3AVf/czYTtKfHTuWtbe+CPF9+6NCvg9fatfmkfNc/N82xLFAV35zsBKGAB0Y2oc8daJKP/CX8YbUxt5YkKYqKU5dUAWO3UIpFXWiKOBVgUGz5yQm3F/3zYmJblQ1eCE7CicecAg+cX1Jn8Z0tvk2VOzyQ7KyuzfiYpy//vEX19rTMt5/+ZTjmv/jQ9p8gudFrateePp9GN90SkemUNr2GmvDTAAQRAEQdhCiM34jOgXD0GkDnP7wzG3PZDE7Omrv+4SyiVwzsOZO2vZAVp2hNUrnNI74L4abswdbm4ot88e22Fc8RQqr/CvH5iw2WItr03Z4nwetAZLB9Exg+on59DwXRmtPzyUQLtkBv/VN0/2HRPXHJSbgCJZDlpDTJM/tOOGGsZmhQRDC38JL0xq5Pz36pm2ymJWuc21nzfw8bwI/9w3u8ljjtkugy+2S0G2YuTZubSOK2vx4q4Jk128pebbK3L475mi+P8d6d7L/z4eUmikGG/n/QrP3p98b1kQybCSn+kTVNgM/vkf6NFHPl+CIAjC35PY9M+IPH8m9tLJ6NJ5xD5/gOhXDxI47hYnXj8NhbnLkU32p8wAgcufhdad3S2uQhYX9BRgaDBsjH+9hHn9q6L4/w0J9m3uuPgncCQ9SwcSySTB8QCoGD7Gd6yuSS0bllmOM4tCtH5mD/IObP+XXPPmjij/wv9MWa3NPz+tT9v+ws9hzt8ji1+vKuSz4XmcvGOQwiwoyVVcOySbc3ZtWvkH2K69SZtmCmU6FmWt/K7ZhgGH9jfZprWJUqKY/R3Zth+cfSGJ8pHKgICZLAUcx7Zh1tTk+2BQ0b036fOA4XyuwHntvT28+AXstq98vgRBEIS/J7qxhsjrF6PRvrh+a8ZnGNvtT9Ydkwj+833Mfc+E3CLILcLc/1wCh122zn5Vm66odl2ccjtKg7LR2uMyaprQcwBq211Qhqgsf0cCPYpp9ugQJ+xD4XxOQqar+Htks5gm/FOZ79jsPVqny3mmchOEOb8HexfRddnxFJ3RY0MOY7NC3P6F/5nT36olmiFMRgPLq216tzRpU2AwsGOQh/9AbpbasGbSUrfj+JfX0OQEFDkBOGDbAHcOa9qzQPh7cNwpsM8QKF0J7Ts6BoBrzobS5clEfobhZP+Ps3yxZul8/DEk7mswBC3aQJ8BcOal6bkC4oQbNSuXQH4htGgjxgFBEARh6yQ88gp0Y21qjSYAdMUijJ57YhY0x+y8A8HjbvpDfesZY+NlARwMDWY2hLKh966YZ94qCzx/c3JP70vWgZ2J/bYWs0shKjdI2bBPCf9SkawjrsBslQwljq2sp358BVonwzcBsDQqSxHsWkDWwBY0/8+uGNmZ1WE7YhGZW4ORGyDYNW+r+RyK8i/8T9RGND8uTS3A6mAAbQv+/BclKwCBeMJAF2XC0TsGuP+onD/dr7D10bqt8xPnouvhpovAst0qQTYUlUD1Ws3zD8D3n4IV9cT54+aVsCHcCKdfDLsObvqzu2CW5vYLNFVrnPf7H6MZfr1q0lAgCIIgCFsq1szPnRVXnZLNH4Vq3ul/6zwrF6Lh5HvDgP67E7jk6aaPEf52mG3zMdvmJ96XPLY3q/Z930nSZzthwWaHfKzyBtbcMYWq537DbnAqA2iPpKe0hY5oii7vT9E5TZeIDP9Ww+JDviW60ElMWXBkezq8tjtGaMtPKC4+NMKfZtySCDd9VZvJDgxohu8aIi+0fspQdaNmxHt1bH9fFXs+Us3IqWGCpuLSwU5ogKHANCBowPA91h0uIAjbDVScfbmj+McZ/w1cfip8+wnEon6lP/VTmikfQBzb1tw9QlOzNrnty9HOjyAIgiBsLVjLptDw0Y2JZVOtNPH/AIyBR6MKWq5XXzrSSOStW2i8YS/CN+9L7JsXnT6GjXAaKAMME5TCOGT4Xz4WYesia/sWNH92MNpNB6a1ovG7VSzf/V2qH5+JbojRpKSn+N3M/stOHEd0STKkuea95VTcPfuvHsYmQVb+hT/F7WPq+M8PjYn3cVcY5bGvPflTmCkrLd7+RyE560jG1xCx2feJGhZXxu3ImgtGN7Ck0ubqIdl0LDb4Zm6MgmzF8D1C9G695VvdhA3PzMmOLBE3AGgLypY7vyuSlSO8OWANw1mE6LuOCkJrK2B1qX+bYcK8aZoDj5OVf0EQBGHLJzLuORo/+BcASisMZTjynQHx7P7WlLdoWDmdnPPfQ+U2a7Iv27KI3H8sesl04jNvbNSN2KvmETrpdlRhc+xfPodACGPwyRjdtt/g4xO2fMLflzqCW8w1TsU0kcX1aAxPjrC4pBePAwUCBrkHNJ3cT8dsGqesTdkIDT9W/KXXv6mQlX/hDzO7POZT/J1kfI4lODUcZsLSGI9PaGiyr8ao5uDnallU6asOC8A934Spi8DJO4V45qRc7j8qRxR/Yf1JSQ6r3FKRBn53fw0Es1yDgA25IZjxc9PdBkM6Y2LjouZ/0XULgiAIwibEri2n8cPrEu+1obFN25lITdPr/Y9dNpfIF/c22Ze2LaJPno5eOhVSEgbaY19Br1mOMfAQAsMfIHDW3aL4C+uP93OoFTEdwCaIxsTJIhlHo7KdJIE2QXReDnVfrWqyWztmowoCyTwBAKYi0GbryDMmyr/wh1m81vZv8HjT2Nq/y8YxADTFCxPD/LrKzrjP1rCmPvM+Qfg99jvcXfV3Ff+m1uSbNYcevZ2wEq1h7Wp48FqY+qNOazvpO80Fh+DWHnYMzko5SQLra2DRnPRjBEEQBGFLQq9d7o+bU64BwLDBjvnnU62JLRzfZF/WLx9gz/6WpmZhXVWacbsg/B75J/VwqoArsJ2SEe4enSwZCRj5AXL2b+9Uj7DBXhOhbMREql9fmNZn3fcVzOn4EVa17fSiFBigAgrbVtSN2/JX/0X5F/4wvVqYTSpSOuUHIBzTrKi2iHksA+GYpqrRZmGljdnEp7AoG9oWykdU+HPstIfimruhXaemFX+AqjUwawrY3vAvpXn3Rc34LzVrypzP7ZoyzX1XaBpdRxZF0rgQbYAv34Krj9M8er1N1WoxAgiCIAhbJkZJZzCDGfd5Y/4TGQBiUeyqlWgrWVddxyLohirs8oVuLL9/1V8DBEKo1t035FCErZisgS1p88HBBPuVkFyJTMpfiS31FvUfLQXLL5uteWg21aOXEllUC4BVE2XRsO+x1kYSPWhbYWuDWERR+cpS5u89hkXHjiOyuG4jjHDDoLTWIqUK6015nc3bs8J8uyjCR3Pch7z7XetWZLCwMllywxdMDTTPVbx8TD4fz47yxE9htIbORQZL1yQzyMYPyQ3CyNPy2a2zpKUQ/jeqKjVnHpii3HswDCcfQOpKBjgeA8EQXP+4IlwPd17if1wqSHy+vR/3kpbwn1GKwhLJASAIgiBsOejGaiLTRxNbMI7Y1PdI1EoDVEkvVNlv7hvSwuvIyif7xMfRy2cT/exesC1Us/ZQvhKlFWjlvAKYAYLDn8bsP2Qjjk7YGrHDFgvavIFdF3M+Y6SotqZCa0eRj+MkClRYOoAKQMc39yTQPpf5u33pP1YpVyT0KzZGsyC9ft6fUNe8DTiyDYMo/8LvEi2bQmTVJJZFm3Po93uwukGhFChtc3PoKnYxx/ODtQ+dzQV0UQtYaPdgdPgkPokd5XQQz7GhIGQowknDMKaCwixFVZ0CDQFDc8XA5Zy5E7Rs22/jD1bYKvnyXc1jt7o6vTf5q0tenqah1t3oeSTGwwVy8mHEHXDXJSkde8IJvDKQUnDChYqjh4vyLwiCIGzexMpnEVs2ER1pIPL9Y+iqFW7GXMsNnVOuS6dy5z3lMXwrz2KrAkyMqEe1MEwI5qFqa92VfwNjh8MI7HUyRq89t5ra6cKmpfb9Jaw48VuI2snPpvejVZxDbE0EwyPm2ZjY2skEpULQ9dshzN/9q9S1S3TCUd6zx1A0P7877R/eYQOOasMgyr+AjoWJrZ6FCmRhlvROPIi11lR9ezX1Ux4H4J+R+/jIHoblFolQWLRSpXydu5uzcK9IlNwwFFxffx/vRY53d7gns/G5fYHz5Xz3HwWsXDyOdvOH0850YnAKe59Hi90elolB+EtYtlDz4PXw20x3g+uxorTOGBbgXdUH2PsQ+P6TlDYKVEpaivjn/9BT4PSrJGxFEARB2LRoO0asYhYKhdliW5SRTIZW//19NIy5FQAVUyhbJeU0T2ZcZ7tTM11p5UyS7vznMwbEFIqAP2cAkHXWy+hFk4l9+TQqGgbAGHAowbMe812PIPxZogtqWHXBeOq+KsXQNiqhlxjY7o/CwvENMJyfxKq+ptm53Vj77MLEZ1njyHlxA0ESJ0V5sxM70unVXTbyKP93RDL9mxOrWkTFSwNZ/epeVLy0M5VvHY4ddeJYwou/TCj+ACt0+4TiD6AxKdetfM41SpGwqp2W9bRHg/Ik3kjRtHICsEfbKgYuOSyh+ANUz36KusXv/nWDFf7WdOiq2KZ/Mtt/fFU/1bgU3+d151fAqqXpfRqZnqDakXn6DBSjlSAIgrBpsevKqXx5EJUv7smaF/eg8r/7YtevBiC2ampC8c+IL4za+UWhknqQocHUaMNOFnrOOPUpjC47Yo15ERWLJLbakz/B+v61/3WIggBAsFsBOXu3AW1gYWLpADYBNGbCoKV1AFs7K/7+5W+FtbIR/xZ8hoA4cRExb1CLDTaWDYko/39z1n50FlbV4sT7yLKx1I67HYDYmll4n+L9jOkYeAOnNR3UUqfsWcrDXinIIpxo18ZcxrCsN9m/q0XQcDKrm+4xV++pidX8BnYkpZMAkcppf8k4BQHgqDMgEEjKM86D3Y3vz9BeuY1yCqB9F8d7MbHPAMv3ddCgnQyzXfvAzvuK8i8IgiBsWqo/v5Ro+a+J97Gy6dR8dRUAVvkcf+OUacub3E9lauDFcPM3degPoVw3yZ+jZgT2OA0aa6Chxhdah2mil89sokNB+OMUX7ANRmEQr6SXXM/JGKjp/JtlEOpZ4F+hdPWbeClyV8wDrQh2zqX4nC4bdCwbClH+/6Zoran76QFiKyaCbTuuWxrQNtEVEwAwC7vgtXVdFHiAASpZAF0DK2lL1A44q52e57mtFZ9GhzpvlKKWQm4uuJxb7YP4z0GaE7ou4aCct7mz+DyOmNeRxpVjff1qQOsYysxd7zHZsQZql3/CmlkPsODjgcx5qyWLPt+HcNWsP3p7hK2UFm0U1z/qvtEpH1o804Hyx4o11EHHntCybXJbMOh6CNg6UeMy7jGw6FfN6lUSUSUIgiBsOuqnvUh4/geAhVauIq8toismAmAUd/G110aGuriJCAD/nOZ7n/AQ0FC5jMBhV2H0GgQ4YQTW2P9iTRydXkHAsiAQWu/x6FgUe/r32J+/QuzGE7GG74Z13bHo+dPXuw9h68YszqLTmANQKqn0x31WHENAWjpAAHTURmUZZPcvSmxTAcP1EDCwtOEe64QPRBY10Di5auMM6i9GYv7/ZuhYGMwQjTNfp/qT85LbE1n5nC9KsNUAig57gXdfuoQ9+dZJ9qrg4eilPG6PSHao4IPsg8hjNWOtIRwS/ACAUZGTebDxWjdMQNNareTz4l3QGu6vv54Fdk/ub3YmAWUlOiro+39UzU6GGQBgZtFp2M+EirZZ57hijeUs/XxfItVz3PGAVhoMEzPUnO5H/IoZKv7zN07Yqvj+M81D14MVTbcFa8/7xNfCgAOPh3+MUEwbD9EIRBo1T/5bOwo/fnlJA3e/ZdClt6z+C4IgCBsPbUXACBJZ9BVrRx/l2ZF8VVoRKNmGwqHPU/X8gWA1JCc/y9mfiPtXgB1ARS0nTE4n5zWV+MftN+quKSqNNgwCDQHf3GgOOg/7q2c9F6RAGYSuGI3Rdcd1j6uxDuuuM2HBtOThtnLyBYSyMe75ANW87Tr7EP4+1H61iuVHfovVYDlKeyJuPxHHAonfFBhQNKwdHV7djdrPS7FroqicAIuO+RGbuNtn8sOu0HT7ZA8KD2q9EUf11yB11LZitBXFrq/AyG2BVTmf6ndPw1o9G5VVhGreDe8XwEl+oZ2FUAXR8mlUvn0U18VeYVumc6D6jPesI/lR7+XTjIJE6aAXslx34D+N13NT4z1JhQmNgYWNyf/l3u+cR0FXcx7/bRzOuw0nc2zufxN9hYr7k/altBop/X447Q74ADNU2ORYK6ZcT6TmN+/oURq0trDCZdSXfodWBpULX8AI5FDU6USiDcswzGwK2x8phoG/GXsdpOi7k+bHr+D1x6Cu2r9fu/8Y7u+2Dd++Dzvsqum1HRiGIicf3nwYqsrTjw1lQ9vOG2UogiAIwt8UbVvY9aUYOS2w6lZR+dEpREsnoQK5ZLUYAEYA7JjTOC67uZ6e1prfWPvmMFQ8UzMQj+z05cLRgI6B4ciJmDqRAFBr5RjAlZsQMJ4wGg3Kwg6CGXVVDcNEFRQ7q/9WNHlBtk3kxcvJuvpdVF6zJsdqf/gMLJrh32hotG2hGuvRU75Dt+kKn7zmWOz3OBRVtcYJP9h5MKpZ8z91j4Utk/whbeix+EiqP1hG6XXTia2MpLVxFj5dg5UN1R+XUvX2CvL2aYEKKMzmIbL6FdEwoy79BAFFzg5F6du3AET534KJrZyKtWoaKr8NwR5DsNcuofGX59GROlR2EQ2TnoJILQTzIBRChx33FB2uwlr5ixN473P88Cje2sKqWsheObMYXT+Er/WBiRbxvJkaxR2By8kyInRTC/gxfzteiJzH/ZFr0FrR25xOZ3MhB4U+YL/QZ4mzzLO2JUgYK+5mkDi1jU/xdzOyNa4ex4KRbWm9xzMUdjs5470Ir50BOhmAHTdmxFm7+A2ql49KvK9a8oZzUqUpnXET3fcfTzCn3R+6/8KWTXELxSEnKKpW27z9HNhxoQd8mV3iIlBjHdwzAgy3XmCrDtC2I6wtT/eSHHwkZOXIqr8gCILw54lUziJcOgEzuzk5nQ7GbqigZvqT2I1rMHJaUDftGXR4DRhZBEItsetWAaBj9YSXj8MgQxb9uGe/ttD1FZj5XbGrlng84DyZ/t2M/t4KANp2OtCGRllOQLTzqryncMJBvTkDbAuyC1zF3yXe96rFRK/YCfP46zH3OzPzzVgx3y+zpuYnmP0L6unbkht+/MKt667g1Yfg9pdR7bs0ea+FrQ+zJIvi07tj12tWXjzZI9ulxv47r3ajzZJ//ITlfm8CbbLJ3b0YZtSmtIeCA1sTbJ29oYewQRC3/y2Uus+uJTzhicT7QJd9iK2ahI42OBu05Zbfcx+78dTm4D60jYRyHS/HopWrcHsIDv2I0z+o5LvYHgD0Zi5tcyPsEn6XHY2f2c6ckugzzo2NdzIqehJdjXmMKjyUAFFMZaM1rLTbMXTtWB4sOoM9sr5zzgsoMxsjrw3R+oXuNo2vrKabaTav4+E06zOC3DaDfNe5ctxZVC98LWEAiE822jQJ5HQg0rjYd42+rLTKpLjL6bTf+Zn1uPPC1sa7L2hefUT7qxJlCHt0XCXjyj/Jz6UrIMVDYzTw1DfQrKWULhIEQRD+HGun3Mvan24grrGEWu6EVbnUUfZRzmq8VhjuPJQoO6tdBV6ZmJbp5rdxrds2GLZ/disY9l/q37sAovXu8QqV1waqVyVW+CFpFNDxCdKd9wLhQGJ/QvZSNkYsgGEZiWvCDKGK2qLKliev0/L0HZ9at90Lc78zMLYf4rtO68170Z+8kLTUJ8RV0/EYqK5DxSzfMc4cbTir/9vvjnHdY+tz64WtjMqXF7H8zIm+bUltx/99sDXJymYKn1ELt9qFRrPNpEHkDdgyvYZF+d8CCf/6DnWjz0rbrlOKjicf0M4HNfFgNjQYBtkDzsFqKEVHagi225XaXx5BR+vcScIgq9vBFA97Ex2uZOX8H0BDcaCe2OqZ1Ey6F601qUZlSxt8HjuUK8LOA7aPOZX/y36Q5qqCGbHteaDueo7OeZ2rCv6NEZ8k4gcrsN1kM068fmIgHhxH7HZD3ievw8GJrbH6FSz+bG9idUsSY9cKMAK02/N1lo0/zn+vfB4GkNt8V7oO/hrD3DKteMKfp7JCc8VxmupKd4Pn8xYvWxnfrtyvj6+hz3vFeR1yHJzzbyOtjKAgCIIg/B6Nqyaw6v1BaduVbaBszySl42s7npTktiMKKhUkp/cJGNEYdkMFgTYDCU95FV1f5sh5yiTQdieanfIpxBqJzP4YO1KPyi7EXjOf8Jh7IRb1rfonT+uR/2wwoqYTaql04jrNSIpzsZOMCWUZTn82GLbHOOAcSXwyNc+8F3P3o5OH19dg3XYyLJuXPMYGhQkjHkLde1nG8zm/K2jdHvXAaFRWzu/dfmErw6qO8tuOXxBdWJee7E8lDU9OBIxKxPgns0L5skEBUDSsLd1G74xKrV++BSDK/xaGXV9J9QsHY6+e69ue+CMa2r8tQz0HbYLKLaHkrB8x8loltscq51P7411EV8/GzG9D1nbn81F4d5bVWGzXMsCOs8+nce5IUAZo25NUz3N9WvFW7ARuCt+ddl5D2Tx+cCHbLruSZitfAh31fwmVO6EEsjELOxGtnZMyuGTD7Ja70/HQb31bK2Y9RPkvV/j6A2jR/0bKZt6KE+jmMYpo19vBzQFiBIvovNsoClr5rc3C1k/5Cs3LD2gmfQcRt8zrbvvDnMmwdrXbyHa+XvG1jzjpU4LDTS8b9N5xy5sUBEEQhE2HHalm1WdHE1n5vX+Hu8LvW7nXYOgM84ylMAP5tPzHOALNuic316yk/vs7iJZOx8huRvaAswCNXbkAs6QnsYXjCU94PCHnoRUq6hgXfCv/kLb4E3f1zzv8Aew5P2JP/sjJN5AwoLur/I6bKUabbVFL53oOBt9s2qIjoTv8cp71y7fo+85L9Bf3G2DIiaiv34OoG1Lg9eSzFVhunfdQNlx2C2oPkfP+bsTKGll1zTSq3l6OXePkwcg/qDXheXVEFzgx/bbGVfy9kl5c+U9XqLqOGkjxMVteyLDE/G9BhH9+kfqPrkLrWNI46uJ8NHXTmogHs6Q3RSeM8in+AIHi7iw2u/N+WQ6UwZcLapnEWoqo5H51GY3KnYi07YTLA99Y+zHY+JqYdmaBGAF+tHZPeBr4UIoTt8umxujFmhUprlkq/qJQmHQ+ciorvh5K/YovSFW0tNKEa2ZTX/Y9ua32SuyrWfRKxrFXL32Hwk7HU73kjaRLmntO7TVcRKtZPO4otjl4AZG6OUQbV5JTNADbbqChchKB7NYUtDoApcSde2ujZTvFFf9RWDFNxSrIzoWiEkW4UfP8nZpvRkOyOMz6KfTly7VP+S9bqlmxAFp2gPbdxSggCIIg+Kld+Bbl352FjjaSVG39wp5Pvmpi+c4s6kiLoe/5FH8As6AtKrclsdJJAEQWfeVm8AcVU45irgBtuaEDGm2CYRk+j0nLsDFcQdSTLQoUBPoPxTYLiEx6L3nZXmHLDUkNXvMB1n//hf7xbVLiMh2FfU0F9rRvMbbzeEB8M8q5xrgQGpd5J32FPuQfqPdf9BgbcAwOlkdmi4Th3n+hHxsNNdVQthI6dUMFgjBrOuQXwI67ObV8ha2KQKtsOjy/C+2f1USX1qOyTIJtsrEjNqU3/cqquxyPEu37TPs+3X4MiCyq920KL2ugYXotwXZZ5G5XsNl6f4ryvxlg11dCpA5V2A5lZFiqB2IrplL/4RUk4k28ccfEf/UkuQvlorKboWtXpPVlhAowCzumbf9++lSG/no8URUkXsvS0DGeVWfTn5Qaqu4D9337KD6IDGMv4zvqyONV6zSW0BkMC+26c8UnqcN7hjCUorDP/1G36H3Cq75PGwOAkVWMMkzaDh7F8q+G0rDqu8TI4vOHFV3L0s/3o+1e/6WwywmsnvUAjWsmZ9TLImun0XL7W6leOpJkLgR8c4czHo1t1bF4wvHUrY5bmw00diJ3QiC3I2awkFBOB9r1uZPcoh3STyhssZgBResOyfdZ2YrhN8Dy3zRzp8a3OtVic3JhwGD44ePMfXXokfwwfvm6zYu36kQIwZH/pzhuRObvuiAIgrB1YUWqsCNrCeS2RxmZRe9ozSLKxpyWyM6vlXYV3RTiyrqZjZHXEl2zLEMbCJakl0gOL/yKugn/8ec50zoZm+9RqBNyZgAsw3Ji/zXYpg0G2FonM/67HZodBmLkNEMNGIox5UPs6Z+mxEy7ZOVhBEJw6t1YDTXoqV+7ngaA5bhjqmgU68Fz0CffgLn/adjfv4v+5SvXKOG5foCqctQ220EwBOGoa0BwwwviZXvi47EseOJumDwhcTkaE2W57Zo1h8Jm0KwETj0b+u2Qfv3CFosyFKHOeYn3Rsigze39aJhVS9V7K1FuQnONgQoZlJzWgTXPLiZtddWGnH7JKmSrR65k/ilT0W4J6ZbndqDrU/02SwOASJ+bEG1b1L93JTV39KLm3gHUPrIX9prFGdtayyfhS08R/zBpzw+QNfBc57MZbYCalRkNViqYm7YttnYBV4+ziRLEViZaOU/L7mo+26tpGCq9I1sr5trb8LE1lGtj93J77GaqdZHjMmMYEIBuwfkETIuhvUM8fqjzJVFmFm0P+5TWB76NCqTHXgXyuwKweuqtNJR+BymKv/PdcyoDlE26imj9csp/+WfG+5boM1hAxz3eBCP7dxdu6yqSbmbaPY/thghEG5bSWP0r1WVfMHfs3oTrFgCw9NermDFmO2b/sDd1a39Z9wmELQozoGjTXhNQbroMN8aysQ5OulTxwniDgYP9x/QdCF23dT5oqxZrn+IP8O6TmlkTJeJKEARha0ZrTfmUG5g3qgXz3+vO/Pd60lg5PWPbyOopOEn84t6JCq3AVhpbJbPmF2x3oSPGWGHsumW+Ffk4KkP+Iqt6GTVfXe02ICELOWsfnrh+j2KdcPU3NXbQxg7Zyf0G6IBGm44vQqDrIPJPesU51DDJOvMZss57FVXQMn2w+U7ZPf3Ni+gpX5LIuJtILkhCWbdH3o3dUIv9XDz5Yea5U9kx1L8eg7y8RD/+Bp7fJ//o36ctx9ihFVSugcULYNov8M+L4Tc3BPW/r8DZZ8MFF8AvkzNeg7BlopQi2LUQ2wxiEUATAAx0BFqc1Zntqw6j5MzOvk9eqG8Befs7n+Po6gjzT00q/gDlzyxjzVurNu5A1hNR/jch4R+fJTrxpcR7e/UC6t5IJvLT0UZ0LIK2bQjmpj3vlOc/gNAO/yAy96P40TT1gMzqe6zvfd3kJyl/bnuW1xvYXpd2pTBJcc/38ErocubTE4MYCpvrAzdQQ6GvzQLdjbu7fsArRzajIASNK76jbsHbVM98loaVYzHzOqT1G66cSv2qsdQsetMZgzfEIeV5bofXuEn+bHeyyHChRpBQwTYUdjiKroM/S+vH22WooA947kHcqU2plEgLbWPbjaxZ9jpzxu9P6YL7aKyZQe2aH5g1dmfq1k5q8r4JWw62rXnuZotxH+EmFvLzzA2a2rWaaWPAtMCwnNfZE+CMHSweutRi7Lt+xR8ABUvnivIvCIKwNVOzeCSrf72TuHASa1jBsjFD0fHVfSuCbYXRWqMCOehUVd7jqQiQ0+kQwsvHkVyij4cy+ueT3N7/8L1vmDWKiqf7Y62Z65/Ifm9RMq+l71QqqtKPURqzZS/yTx+NymuBtehnolM/JDr+FazfxqEKU5R/DawtxZr2BfbEj0gn5QSxCFQsd+L5FWlVqZxDFHToieq3K+r2V8AjG8e7dLw+FbTr5LymnjJVzowbJD7/CG6/HZ5/DhYsgFmz4IrL4ccUA4KwRaK1ZvkNsyl9cIFbFEP5vk1LLpiOVROj4o1SLEwsbRDTJvUzGvgl9zPmHDGRsieXoCO2r18VVNRPq9mYQ1lvxO1/I6Aj9ej6SghkYS360VGqO+9KZOwjfi8S28JeMQ27toz6968gNvsT3Ex0YEfACACxtOeiKupA3sF3EOh1CJEHezrnTL0II4DKbUHubiPI2u6UxObYmnlUf30VCk1/ZvCd3htLuWVbtM08ejJX96QbCwgoy3e9Exs6c1vgSpqzmmZGFUHCRAn5Thsgyq/LVmI1lFP29dmEl33uXp9OPIwTCfhw+45Vs/KTA6Cg/bpvrDIJFnSnatFIz01MtZAYtNvtRQI5rQHILuqHESzCjlZ57qMimNOOlr2vZfXi59DEfJNGfDL2eckBaE0sWkVNxdcpF6aZOXZnlJlFi07D6dz3wc3S7Uf4fb4aqflqZNP7Z0yAD15wKg/FZYf4JzAahp8+g4wWKQ0t2slnQhAEYWvAthqJNZZhBPJpKP8eraPktNiLium3+p2FtUWsfimRmvlUTr+bmvmv4mTtC4EdBtPE0BboZJUmACOrOc13u4+8bsdSOnIXku4Byc61MjGyisnvN5yCnZLJj+36cqo/OhetreQiSYrIpJV211qUU7bW3Wc3lGJETHBDEJStsILpi0JW+Wys8nnEvnwEa9Jbyb5tlQgXUPH1RltBOEL0yXNQbfr4swakhlgbBhS1xP758+Rype0obF45TZ12Haq9m9+gZTto3hq9usw3TJVXCMcPh4njYVmGUAk7QziB1hCLwpdfpt+3a/4FKgT77Qv/ugoCkg9qS2TtO6tYefu8tO3xP3fD9GpW3DgXu97CMQwkPwQ6AlUflVH1UXnaZ1fHNFmdN8/KEqL8byB0tAFdtYrI5LeIfnWv3yqrgKx8dDSDRSiQTcMnNxCb83m8J0fxB5zSLKTpEsHeR1D33kXoSA3ktyCRpTV+LgCtCbTZnpxdzvcdu2bmuwkb1232vznVeJEFOA/QbZjDrfoGqilw/Jzd/mzgYS5horEzDwUuTvRVqYsxiGF7PlYWAToai6ma8VRC8Xe6cfIWGLjhXT6XfkDbBAj5/Q407qq85Q7JIlw1k3D1THe3TtfQlSK7uB8AttXA/DGDsGM1nv7ACBTQda+PqVw+koYUl/1EycBMepq2qSpNt1oncs3oMGWLHyEaXknPndahQQqbLXMnO7KHnfp1cl8NE+qq138FXylHltjlQNhh0O+3FwRBEDZPbCtMtGEZNSs+ZtXUKxwZzQ0LUyiUmQuR+gxHKqpmP+Eq/nF393C8U7RSCeU7LjvmdTueNT9eScWYswhktSGjMIjGLOhA0a7X+7Y2zv8MMin+8aux8BkalNu1bdpoA0ytErkH4kYCdxjJPjTYMz51FX9P+IDheL4pbYDlyc7vXq+uK3dlUPekSoNpgOXeF8uGijJ491HPMJNOy/EjVadeznsrBrdchFpd7vN/VcEQXPsAasFv6F8mpLhyAvHyg6nYFkyfkfG+OcdZ8MWXsGoVPPZghgbC5k7tD2sgqCDahCxnQ3RVo6On2Cn7PAt7zidYOzWibSgYVEKL039nEXMTIcr/BiD89QNEvrgX7Ghim6eMpPNLuNb5PZ6IBEBBoPfBxOZ9iet74ifDAxcg/OPjiQeZri1H5TZDhyvxTQzaIrrga8da6n5YtRVlyaTXiTvet6GUj+yhzGRbFJptmYllmLynjmAgfqV4OM/wq+rju5QSVcn1gZu5NXazaxlT7GKM59iSyUTKK9KG49Sl1ckpLMUVTUdraLPn81T99jLhtTOww6udiRFS4v/9x6X+Xr14JC23u5malR8Srp6R1q79Tk+RXdSP2qkXOBOPZ8KNX1fCluDpXitorJuVPpHiPB/ic8vaVW/x29RTWFP2HkoFadtlBO2734BSEnWzuVNYTNrf1zs92BZ076do3lLzyYtNBdo4nHe7oq4aWnZQ7LgfGFtgbVhBEAQBVs9/mpVTL0Nbbm1YndQDtMKpGWbVO/JDir6c03J3t5JRqibhwetKpqBm5uMJBTzWuJJAVgGE65MLPeDIeeWTscNVGFlFic01425NKvf+aIGEkGObmkDMo1S7K/0a2+chr1ComEIHdFIossEItcIuW0C6QKQSY/Er/u7vDdUELngK65v/olfMhbXlOGWgFSqe+M9rTLDxr/gDKAP9wweo3gNh9lSY+UvamTjlIlSfAfDBWyhloOPJBeP9WEa6oKdxKgUsWgSe8m/Jm+T5ffoMuPU+GDPesfAfcSBcfDYERM3a3Am0DIG1DunNUOT0KSB/7xYs/ecc1iXpdXm8L3bYJtQ2m+KjW2MEN085f/O8qi2Y8NgniHx2VyJbq9e6mGpoTBP9NcSmv+u6968DZfjb+KyvGuoqCXQZ7OzwuU+ZNE58HLuhEoBY2XTaR+Yl4pG1hhBRWlJGy+atCXU/jKuK36aSEqIeO5EB5NJAd+anXdrJ5iuMDA7lxuD1PBwazjOh02i1950oo+myKco3CSV/N/M6Utj9VNrv/wF2uCLZQLkHqfgMpmnyy6gt6sq/JdqwEitalfn8hhOqEMhqBZjJP5QCZZjONkwUEMhuhxFqhrfSTOqpMw2nYtlrWFYtsVglS367iR+/yGLGhH0IN6ZXYxA2Hw49XZFX6Kzwm+5XwCsIbbMjHHCS4uSrDS5/TNEiQ7lXZUBBMexxuOKQMwwG7q9E8RcEQdhCqVw6kuWTz8e2HcVf4ZkXMr16HvcaqC8fh7YjZJACPUKFAhVIW+CPu8jHrGqyuxwKykwRQRS105/CqlsJgFVXjl27PJFwX6ukh6TRrBtZ3Q5Ctd0GpTzVooir3IpMmfoN28AIG5hREzNsEggHyD7wWgg24eLsymyeJZXk3ShojrHDAQQvexnq6zwrQQpFymp8UzqXttFzp6HLljl9ZCLkJkAsKAJlJMan3PP45OrCZlDc0i0R6J7fTFmQ04CVImN/+hm6th5d14B+/X303kehTx2BXrK8iQsXNgdanteZUOdcR/wPxv/eyW9n9rb5tL22J22v7s42X+9CTp/8lC89jhdxrknzE9rS9tKuND+h7War+IOs/P9laK2JfHYXkW8e/EPH+VaSAQwTo0UvrCXj8bnvo1DKwGjTj0CPwUSmvIKuX+1YL9OMkRpr6c+O5TnesQJijdR9fT0NE5+g2Znf0jDjv47jgas7KyCsQ9zW4kV23LYfd/1cg7YUJaoNZgZPhAnsTliHCBLFUI5rl0bRy5hNX2MGYKBC+WS13Yt8bdGwONVFXifnlQwuVc13vssdeTwuwPbcqMx4revxqaau4nvmfz6ADru/CSoI2uORYWSTW7IrkbpFZOVv41iE4z1oiw7bP0YsuoZYuIy8kj0obH0YM77s4je4ALYRQms3PMPrzZH4Nfmv4/odo3rtWCZ9255OPe+mQ7ermx6UsMlo3lZx1zsGX4/S1FdDvz0ULdvBvGmagmaKHfaGgDtZ7Lifos9umneesPnxEyc/EUBeAVzxuEEgpKip1DTWQfO2YJhiABAEQdiSKJ/3ICumXrF+K2degST+uHdXro2cFlC7GJTp8fRUYBiYBZ0p7HICtb+9jlW7FGw7Y8m/+uVfopSVPJV2FoCqJ9xC7ZRHaHX89zTOetPRURRuNnuwDY3KbU7OzudQ/cMNqGgUQxmoDKPSRjIFoXcFXtkKI+4pYIYI9j4Q3XYHrHEvpd+HhOjmj9MHCA7zVGoyvAmnMwh6cQNGfB3IaxhZ9Bv6ymPgmsdR2TnQ2JjcaRjQd0d0ZQU0bwHBAERdL1jLgjMucHIulJdC916wz35w4blApefaADsAMe1egCvoeWRXreIDdVeGLBvm/gZH/x/6pGGoK85JH5OwyQkUh+jz896UP7GYaFmY/D1KyN2pkNqxlZgFJkWHtsbIcT6bRfu2oO/kvVl193wqXl1O41wnrMfIM+kxakcCJSFiVVFia2KEOmRttgYApXVaHmrhTxCd+DrhUZf5485T4vx9NzpufU01ahomoV3PxOy+N9EZ7zgPGTMEsTBGix5k730JBHNZe2sr0FbSUuvrR/t8OhJt4s9VZZKz+6VE184jPPc9Uq6Mb/efwunjQs5EYiuydZjX9cn0YwYWJgEsHuRSHlMXMpivuF9dRr6qp0Fn8S99F32NGZxtPIsKFdLi0FFkt98HrTWrx15C7axnfPdABXJotsvtmPntKf3uLIjVghGi1V5PUtAjmZhw1bjzqP7thcRotKFJNRYoM4eYbsCbp1Mb7r1RAUp6nE9j7XxqV33sce8yaT/waZZNvRhtNTgubmYOzdofR0nn0yloua/Tj9asnHsTK+fe7nezc7uxAynmefxvbTQ60ITdQkHP/q/Tsu2JmfYKWyhrSjU1ldCmMwSz4NU7bL54xfkEtOoEVz5t0qaLGAAEQRC2BKpXfszCcUfgE7H8Yl7SQdEmobD7nvK2s6BR0OkYinsMp/q3F9B2DGWE0HaEYF4nivtfjZlVwuJXOmI3liWcG1NXwQ07VYB0+jdQoExye/+DALnUT3suLZQ0b9Cd1Hx/jXN9lnOtZthwkvPhnMs2nPJ+xCDUGHTDADSxrBiGbRBsCEIgm5wTniTY9zAAIp/dR/Tz+/zjNYIED7wMo+MAoi9eArWVYJiYR11LcMi5iaaxd+7D/ujx5P2MmmnGApSCRiNh0HAEMMO514YBux6ICuXDl+8m77wCzv83vPAw1FY7x5gh2H1f1OCDYde9k/2//TY8+ThYEaeur/e8Vj6Ek4tHiRvvXodGQTToKP+2kdwPjuHg0tNRpx2FsPUQLQ0TWRkmu3suZkGApbfMZ+nNC8CGYNsQ2344gPwdC3+/o42MKP9/EY2vnU9syrtobwyX130LIDsfY+dTCLTqQeTHZ9Blc0B7C7soMIPkX/AFZps+6zzf2nt7oWtXO+dLNSJ4kvMltsVnKwUog6x+J2G07EntdzfiNU8bhR25qddYXppZ56TVs5xJIEtHGMb7tKScAwbuyePlu/D5YidBTYgwLVQFFboFEbK4sC/cvn0FgaLuGKF833WHS38iVrMYI7c1ZlYxgcKuGEGnjbYiWA2lmDmtUGaW7zhtR1k99VZql32IGSwiGl1NxE30F8cIlWCpqJPQz0j9WBsUdjiatctHx++Ge69wXL20lbQ0K5PCNkfQdffRiaNXL3uFRZNPi9/M+I3EDBTSsuv5lK14iWh4ZfJeev6kWmvXQJBySR57QVZuN3baOz2MQtj8sGKaihWQnQdFzZ0vWbhBY1uQk59Zmf/qdZuXbk4+GwzTWf0/8kJFYYmi354KMyCGAEEQhM2V5VMvp2L+Y4mwTu86T8LL38yluNOZ5BT3p2rBKzRWuGX5dHJVWKHotP+X5LbeZ53nWzZ6RyKVM0E7K/++WHebdIMAriLvbsvqdCD53Y+j6rPzvC1QWYVk73AOtb88AHYsYahQWqEshdKQs8M5xCJVhGePTAs9QEFW18Mo3P16jJLOqGy/cmMtn4Eu+w3yW2DklaCKO6BynDbaikF1OeQVo+Ku+PHbaNvYnz2D/dOHEMxCWSbMn5pc6gfHIzavPWpNGVh2unFg251Qv/2WdP+3lfMTCLhJBD3eAD36oO59MXnsxInwz6viV+PKzBpycmD/A+GXuTB/oed6UnxNtav8x7xhrgrH9cGAvBzU2NcRNn+0rQkvbsDIMgi1cz6ndqOFHbYJFGUOY179Thlzjp6a3GBCoDhIp//0ItAsSMnBJRjZm0dFCHH7/x+xG2qwlvyCXeuJSY+jcWKgYmHngdVYiz32SSKA0fsAAgNOwF67FLtqBXZ9JUZec7IGXfq7ir+1ZhE6Ekk8+LUmoydBk2ibQLsdyd7+dKIrJxKe9wEARm5Lmh31BvN+iGLFjRaGRtsQViFmNT+Jo3YtZP/u2Xw3riqh/EdUFitonzh3p+ZFhFpmznCZ1XoXslrvknGfMkME8jtm3mcEaTHgFloMuAWAqgX/ZeX4M70tKO45nOxWe7Lk+2NBN8Y3u9hklwyE5W85Lmt4dHhijjnAHbImRlXZh/z6eQ9a9biUFl0vdMr5ue55OmHU0fTZbzah7FbkNd+TuZOGORngMl2/9++S+jdSYFtNxKkJmxWrFmluOdmiZo3zvk1X6NoHxrsRLf33hovuN8kt8P+R5/ysfVE8tgXly+CZazQKzTYD4crnTUJZYgAQBEHYnLCtBmpXjyfSuAJNDOXx+MYG08hG242gTLRVz+qFj8FCyG2+O60G3Eu0dgGxhhXEGiowQ4WU9L70dxX/WEMZ0UgF2rDdc2mU7ZbbA35f2FOEWg8ku8/JRFZMoGH6887WUAHFw96kdvpToGNguIsgbsIzs2VP8na+jJy+p1I36QHCc0c5ym6K97LZrBNmu/4Zz2y27wft+2W+KjMAxW0z7zMMzEPOwzzEMVbY077Dvu9cEhKbUqi9jsTY5wTsO8+Dujp/KIFS0HtH+HVG4h4k5OKYR/HXOGGxc2ajzxwGBw2D489ATf4FTNMJBdDKLSyl4P7HoEcPmDETLrkKImHffY6/KkDbKmU7JG5eJNVrQNgciaxoZMaeE4gsagAg0D6L4sNaUvbscrAhf/citnl7AKE2/kXK6u8qUQGFjrmfMwtiFVHmnjkLUOT1z2P7sTsRKNr0qres/P9JtBUjPOpKrJ/f9Lv6x2N/0BDMhVgDTQWph/a7lKyD/rXe57Rry4lMeYPGCc+iq5M1SpOu/84DOun2bzhu7PE2rsEp1Pc4Co542s14qrHWzGXyijW8W9mJhfUh3pnf6B0pAJfuUMCdexYTtjTHflTBl0saHWuqJq2G/dwzW9OhYMN/uNfOf5HK2Q+h7QiFXU6med9rUIZJtH4Z1cveoXzWHVjhMgCadTmDoi6ns/C7fVNG5jzj494SnkX9BB13eJqG2hmULXocrT2JHIGiVofTfeBolDJY9OvFlC9/wcn+6xoSvFbpWDxUIcOc3ar9cHr0feqvuC3CBmTE4BiVq5L+PKnfbKWgqAX03VVx6DkGnXo7f+zHLreY8HHmsBDlHnfC1QaHnLV5xocJgiD83dBas3zmPymbfx9onVwhTzQARQAVT/DsPRZAQXGn0+m4y/PrfU4rUkX1by9SPfsFYms93o1xmcICQyvX7d90Jo945nrt7gOyOuxLiyPeTnhRxtYuILJiHOGKydjhShpnv+Gbx5SGnB7HU3Loi2jbovLzc2iYM9INCUj3MCg56RtC7XZe73H9WeyfP8d+/wlorEMNGIJx7GWoYAhdtRo96RsY9RSsXuU0Hrgv6rgL4fKT0juKua6vifCIFGHstP9D2SF4/jnHQ8Bb43nb3nDffZCTDU+/DG++DQ2NJBJPe71sG0Oum2eqoKdhr4Goh2/4K26LsAGZttMP1P9SS/xLp70e3AAGmMVBioY0p+0lnSjcsxiAhVfMYeX9S9L6i8Xdrk3ocHknut3TY2MMY51sevPDFkr0q4ewfn4TcFff8T8AFAoda3T8ezNMDADRWV+st/JvV6+k5okh6LoKtOOL7ztXwuVIO1bQ3COfIzLrbeyaFdjVK9CRGsySruQNuZ1Q10EAVDRYzFgTZVJZG64fn01AWVh2Q6JX7+sebUPYWnPcxxV8uTS+qp78YsQd0oZ2z94oij9As+5n0Kz7GWnbg7kdaN7rYoq7n0e0bj5GoJBgbnsq5j2CV2WLj9AZhXJ/T/4d45P30hmXkFu0E0qF0Pj/llVlH1G28EFiVg1lS58k4f+XUTPEPx+4+3Pyt6Nb74f+1D0QNh6NdZo1rozR1JqL1rC2DH78WDPxc4ubRpl03EZRWZoeDuLtxzChdJHYYQVBEDYXKhY/Rdn8e503Kh4Z6FEEFE68/jr6qCn7fL3PZ0XWsvTD3YjWLERZ2t9vPK5cJWWTZoOfJrz4U6yaJVi1K7Ab1mIWdKBot1vI6XYESins8Foiq6cRXTObyu8ud2Qd2/aJI8r9J9BmAACVX/4fDXNHAk7eJGWRXGFXBsF2uxJss+N6j+t/wRh4IMbAA9O2q6LmqP2ORQ86EkqXOol1WrSFH5q434Z2FH5FYkVfaddzVit48UXo1QfycqGq3n/snLnO/lbt4cW4277HkOBLThiPr43j7mvTAm6//A+MXNhU1E9NKv4OKd9wG2Kro6x+axWrR5fS9+uBFO1TQnhFODU6xg0EV4njGuamfLY2EaL8/w5aa6wp72PP/xFymxHc8wxUUWtiU9/P0Bi/RokNdtN1XFVWfpP7Umkc+zC6frVj4W1iplGJJ3gWWdscQna/o5vs74ulDZzwWTn1cfcUBVHtVYP9XPJdJdUR+GKJx51e4bhOaUXAgKsGFvDPnQvWe0wbGsMMkVW4beJ9MKcdTXlhAGkGnIQRwG6krtKtvuDZHn9TXzWZtWvHZOw77k+gvRs8xwdCremz44cYZnbqoVRXjWfZ0gewrBqaNz+ctu0vSPOyEDYeoWx3kWVdOno8t09MgwXP/cviuCsM6qrwfzwSbifOL3YUKldBpFETypa/sSAIwsZkbelHVJV/jGHm07LzeWTndmPtynd8bbTy63nadUXHt82PGVh/Oa9q9hNEaxeRSI+fSRpTyV9yOw6hcJtT0tu4hEt/ouyjoejwWt/1Ke+qtoeaSXcSyG9Hw+zXkudSbsS67UxXeTteSP6e17tlkDc9ygxAu66J97qkVeaG8Qz8voNBWQbaNlDYMOvXeKf4ShzaNsyZAxNmpHXgGA/iE7/hWkuSngMaoCAb9fC/UQV56Zc1Zyn20x+hK2swdtsWddYhqMDmcW//rhjZBnZd5hBeL9oGrRRzh8+m6z29iK6J+kT8eKCJk9nN0R8iFTFiVbFN7vovyv/vEP30P8Q+f9B5GKCJjX+VnCu/QAWz/Q/5FKUOSGRGzaysK7IOvTHjOXWkHnvtMoyCVqicZs62mtLkAyZl9dC3QSlyj3gI1VS9VaA+anPy5+U0xDwjSFup9p9kVb3mom/XZBoGKM2texYxYsDmo/hnorD9keS3PpDa0s/9btsZ/j7p252ELYYKYHtX/5UimN0+YyfKCGHbEbSRdKvTHus9CiJWBVMm7sqOu00lGGqZOLa6agJTJ++DrS1As2bNp1TXTCIvry+BQBEtW51AILB53++tDcNU7HeC4us3Mmj/3q+LrZ18kxoWz9Dce4ZF1+0VhpG0BTrx/zqZY1LB9G8195wa45rXAonygYIgCMKGpXTRYyz59WLisZGli56g394/Yxh+OSq+Cu7bpjS2Uq67fYpMBbTpf3fGc9pWmGjdQsxQcwLZztwfq1+Js3JsOZWKbE88eyK603lfsts9BHIzx86Ds3BV8ekJ6Ei1/5q0Rz9NNVWEq1jz5ZlASkk+BbYJBTteSuHetzV5zs2CbXeAQYfCtx8nt+mUV+89tQ3PPdZOIsDsADTaSZnbMKBVK6hakX4+MwBWzLlBtgGGRVzoc+6vAdUafdq/YeQ9qA6tk5e1YCXW8begIzGwbKwfZsCU+Rg794bsIMZBO6NKRM7b2LT7VzeWXT8vbbtXzNNAjABoRf3cML8Om07hbgVgqGRBMDc3iB0vO6YVa3+sYdJuv7DTxJ0I5G86I48EmK4D3VhD7AvXHVtbgA11FUQ+uJXg4AuczXjcobTTBE9eEYUid8RX5Jz7FkavfaGwDUbr3uSe/wGBzjulnTP22xhq7upH3UN7UnP7NoR/eBIAs8OAxIMoca7Eg8wga8+LyT3sPxSc9y1Z2x2/znEtrolRE41XGfD8uPFLyenAr4CELcg20xa+uX6XQi7ZYf2t25sKpUy67PkBHXZ+kebdL4JgUcK4mzYJNkFes13x+u8bKotmrYfRsv3paW21HXFauZYG202sk/gxACyikVJKV77sO3b58oexdSKdLwClq15gwfyrmTPnXCZM6M7Chf+muvqnP34jhD/NGTeZHPF/isLmEAy5q0DeAh86+VBN/O2BRdM0nfsmP2PtusE//qWSnyTtWJHnT4EZ34n7vyAIwsZAa82yWfFa8xZgoe1aFv16Ia26XYJPUVTx5PEa29DOYrICDOg6+Eu6Dv6GwvZHEchpT1b+NnTZ4z2K2g9LO2fD6p/47b0uLPioH/PeaUvZ1OvQWpPdcmfQblI4lZQv457phb3Po8UeD9F26FiK+l2yznHZ4Uqs+pWg7UTlufjCtFbaL/MovGKNUyovRfnP638uBXvd8sdu7iZAKQUjboUr74Zhp0F+iVt2LyWeU6vMHWgNXbviy9JsGLD3XnB4aviBdvI9uJO4BnQsiI4FnDDcWMD5sTQ0NKLf/Mx3tP3mN+hwDGKuRcZW8MVk7LvfwLrxZaJDriF211vYP875K26NsJ50uK47nR/oTbBdCJVjoHEjRVwcNS9RPi0h51X/WEPhPsWJdlkdsunxXB98oSAW1M9poOyNso0xlCaRhH/rwK5cRuMtnsz08WeBESDnxklYiyYS/f5Z7DVL0ZVLPc3cFX/DwOi2GznnjQZt0/jmCGJT3gY0qsMOBLrtiq5ajtGqN4Edj6HxrUuxFo5zO0kqfbnnvIvZaVfq3/o/ojPedTYGc1HN2mIWdyZ7yHUE2m2/3uOqDFu0f3EZtvZ4JcSXwm1FjqFojGc59aCAbFPT4Fn4Pm3bPJ7ar/l6n3tzwrYj1K8eT2PtHJQKgBFkyeThoMPJlX+Pix04hRzT5gwjQE5Bf+pqJqfEfiWJBUneY500AMQpKt6Xdh0vYvmyh7CsWmJWHQ0N6Q/8xLwVvySge7d76dTxij91D4Q/x9ev27x0YxMhOLbOaFW9/RMTWytsC9p1h69ftXn99vSwoLPvNtnraLHLCoIgbGhsq5FJn+Zm2KPoN2gmsYblrPrtHsK1c4nULXL3kJjLlTbJKdiWXvv9AspkxbQrWP3bY2gssgr6UNTmMKJ1Cwnld6ek23BW/nIZtSveT663uGdrv+cbFHQ8hvIJI6ia84RzHiObQG4HgnmdKN7+WnLbDlrvcWnbYtlzLbGtemehwSN/OOcNoaxY3DHdM2wTAjnocJ3TXGtyuhxMi6HvpJ9kC0BbFsyZAcsWORb2nHx48C5Uo1thKWrGV2I8BByF3CtsKQU9e8LM+a4xAb89AdD1uSQFR0fQ0/HEgkqheneFi0/Gfu4TqKoDW6NnxpN3Jz1HNIDlGhDcsBLzvIMIXHPMX35/hKZZ/W45s46amuE7giPLpeV3gO2+2YGstiHseovcPvmUv1fBzBNm+Y83odsdXel8dacNO4B1IMp/BrTWWL+8R3TW1+gp74EVTRPyA0ffAXWriY1/GW1bGB23w5r/g1PWzzAhlI25zb5kH/MfVG4xjW//k+iPLyY7SCiWrqEgmAVWxHk4Jd0GwDTJ2v9fZA0agdYau3IRurEGs2XPdbr2/x6PTKvmqnFr/ONyT3vP7iXcMH4tkYRe4qxQBgyI2H6/gIABlcM7EjC2DjflhuqZVCx6nEj9ErIL+tNQM426Nd9jBPIJNy73hY35jADK89jOcCuiJml+NjYk3II0uB6HKRNAiiehN9mP9zz9+35Ai+aH/4kRC3+Gx0dY/PRpZn+RwcfBd296vicKcgrgwXEBgm4pv4kf2Tx1uYUVNye7f0szALd9HKBN163j+yQIgrC5Uln2IatXvc3aFW+hrdq0/W173EAo2JxVv92DbTeSW7QTDRXjsWO1KEz+n72zjpOjvBv493lmVs79chJ3F5wEd2ihOBQoVGlpoYXytkBLW1pqUKdCqQAtTpEixd0tISHEXc/dVmbmef+Y2d2Z3b1gd5dLMt98Nrc7ts8zO/PMzx8pc8grW8Dovf9JIKeGhhU/p36ZU81duf19zv8ix5bzXH5EYYEQAUomXUTV3r8FIN69CTPaTLBwCjLw8aMqe1bfSdPzX8TVhGTbivf+Md2LfoOKd7lbCEJiqZSHJxESX/PFLWg55R+7LcOKhjp46F7YvhVqR0F9Cyx8G0JBaOmwFf+E598Cj/XESRXIEMIAqzcHlDeUWxkJ4U+hlAQzQLJ4kHCCipWGW+5XlkSZCaNEykOn/fxc9HN2PEWkz8Cx7lurqP/LVpRhZUQ8V36plu3/aPBsL8OS/TcdSLAyCEDrM+0s+fQyO7oDry9xr9fmUXRA4aD3oT/8nH8HKxbBev1OrN52VE8z5sv/wh4IVdbkCOOB73m8r9bKFwkc8Q2Cx3wbEcgs3hZf4lhNE79+UqlzQu4N9/R6CashYJmIPNuzLoRAKx33ifsKcMnsQq57t53miDtmGWpyNb45p5BDasL84p0O3myIYVgwtzzA6w0RYm5FFHuM7IxZlIZ3jwIlOYXTGTX7TxnLW7bdxYZF5yY/Z68VoLK8I6uCiHt/l6E4I3Kgv50TVnzn/YqVn+Og+a1+QcAhIrfIjgQ0DW9F5on7wOd+pCGlxQt32T9eKA8u+YuWVPwjPYp/ftdEmV7bjhaAr/5G8xV/Hx8fn0HAsgwatt9MLLIVLIPt639hi3mAlsVqX7f2Wo+Hvqv5WUpHns+Y2X/JWqS3deM/gSxiniPPieRsSg5OFKDASub9AwTyxxDIH/OJ+5s3+RzaF/+KeLvX8ygCeRTt/V3yJp5Kx5vXEqt7FWVGCJRMJ9a+AiLNKa+2UgglMHubdh/lf0Q1XPitzOXvvgvfvoyklyeRbwF40yAS4ZupRcqzbTaEYzRQqf0Udv0f0x0WiiuVUKX2Bcwf3YP2mf0QeZnXns/Ao5cEUAoUAguBcn6jvElhxt8whUBNDpt+shGwFf9pd01PKv5KKd7/7EqsmAKcgpIAEqbcOGmnKv7gK/8AWJ1NRK89CKJ2GFDyfhYqqZvbn7372SFRieUKc+F9iE99DxXtwXjzDlRnI3L0XLRZn8r8UuXS9yCLjmcPPrJqOoE5gxPq85XpBfxyUYfnu4MaHPNIHV+cVsA9x6ceRgsboyy4P5J5EKAktPuHKAfDI5PvPyhUxoI0o7C0lyavlR0VgvSS7bsSZ1u5pqI1zHbaO15iW/1fMYx2SouPYlTtpQixexhlhhvHfVHy+sMGyj3zo4CWzRDrE1zwE53jv6ToalVUTxTkFtg/diyi+Pf3DeIRldgFhECTcMjpgn2P3/3vJR8fH5+hxjR6eOeV8RhxV66tcHyyws7jzzafvVdAs2jbfhdj5/4Ty4rRsumfxHo3kFM4i5KR55I+FUxSH1SJzyrz+AgCuaMomfjVgeqqh4IZX6P1Va+iK8Ml1D1yBPkTz6bsmH8lnQZG50a23zHVK5sIu916fu2gtG9YUe4ybiRl/yyCmgBM4fy4iRQAYU+J4ArzV+nps1kEOqVsT3/qQrNAgnQqSypLoEzdXh83sd5ah/nQQlRTJ9o+49G+cQwi6Ktyg0H112qpu3Er0caEoGf/rpF6E6PVYOyPx1H1pWqi26LkTs4lUBYA7Nme1nx3I9HmhMdfoJAIARWfKaPmwpqd1KMU/hUDxP7+JVvxT96YrgFaOJH4IlNZS7+PldAwlj5B9P4roLspYdJDP/Rr6DNPwHjrrlRkjydlSKDc+ffCDr0KHHwR4SMu/0Th/Z72KcWz2/pY3RFnclGA7+9VhAD+taqbHkPRHrXY2GWysdvkpboopgXnTrZDzp7a0pf1mGMLtD3C25xfehCltefRsu321MI0o5BAYGa5TgCCWjEyp4ZYdDOW2YfC9ESRuY9jH1qADICK7dj45LzTtCIWv38sShmASWvbE/RF1jNl4p8/Sbd9+qFqrOCs70huu8YVOaOgvRGWvarY93hB5Rj75ea27xu8/T+V/O1su6HCMgVFFbv/feTj4+OzM1j9/nkY8Uav3CZS47ClgTBBy6agOQO2AITQ6Gp+ns1LLiTWs96uF6QMOhufonjM+TSu+EnSKSyT+eKkQrxxh9hD6fgLqZx9LVqodMD62tfwKtHWJQTyR5M/7csoM0Ln+39Gxbswo60Y3VsxerYQbXgNZfRQNNuef75v2/NZOg8yVIwM7VxP5ZAwahScdTbcfbfL+58h6IHhVE50IQAKBKpyDGxvgr6YPRU2AMpW8JUkOTWkACUkSuaAkVAurZRykDywcowKGiqoE7/4FuiNgWlhvLIKa+V2An/90h4hhw81waoQE/82jWUnu6Z4VGB2mzQ/2ETtxSMJjw4THu2NxFj3/U1s/v12EteMy0dMoDIwVM3fIb6bCVDNGzwWvoypVXBZ91wknbuOhVCUjCR66xehqykZso8C48W/AgHEjk63BSJ/BNrofdCnHkveN54i57gfIoKZ84J+rD4qxSWvNvOpJ+r59ustfOqJei57vYUf7FPMuvNGURySGSlMNyy1p4h5fFMv177TkfW4Pz+wZEDaN9wRQjBu3r+YsNdd5BXvj5ABEEG0oP3AViishOKfdh7BwjTaCYarMa0+lDBt+w7uyBGc4yQuRYFSMefLccsPnm2FsoWRouKDHckilUu4re5G4vE2Glsepq7xdvoimwb2pOzhFJRmf9hamTX87OWm4s1HVHIamPSIn/df7GdHHx8fH59PRG/PMnu8dadrS1eEtQCl9aNAuRbnFO3DmtePItqz3o4YUAYKaNt6B9FoHUrTkhF5pClkSoAMFpFTPp/86uMZe/izVO/75wFV/FsXX8u2xw+n+c3LqHv2VBpeOJvCWZcw6pzV6MWTnXalnjwdS28AIFL/Oq2vZAmFF1C4z/cHrH3Dnq99DX7+c5g3D/QgBHQoKrLXKcCU2XP+lUJEYzCqGrrjELflRpE416aePIbC8fibEqLe8EEhMi4b+xhCII+el1T8E99pPb4YtbmF+PMrid/7Dta6pgE/JXsyeml2Zd1O1cjOtpsbMrzDCdm+5el2lNX/vkOF7/kHyCmC7nbnQ+KuS2Zq2TdwXili4n5YS/+XuX8wF4wYasObaStSOTzmm7fZS4S9LGFMTNzkUghCJ/2SQLYUgQHgtYYof19pF3ZJXHZ/W9nF2RMLWFAVJpblQu4zLP67oYdzn262ZwZw9wnB+VPyOHn8wEQl7AoIISitPYvS2rNI1MkUQtDdsYRlr+6NkmZ/e4LQ6Gh9Ns0oIMjNmUBvbC3gjQBQZCqCaXYCe5mAosJDCOilZJafU7yyaDKG0Zw88LhRP2DCqGt8K/EAMO0AQUEp9HTYdj6pQW4hTD+wH6OAqWwjXzIEFM8Pum6xYtGTJs2bYcR4wewjhP87+fj4+AwAgWA1fX3O3N1uMU9gWwCEQOq5VNRcQNPmGzP2F3ouWCY9LS95j+GibdPf7VUJ/5F7emYACRUzrqZi8mUD0qd0Yh2raV18rfPJ/u6ezQ/Rs+m/5I89FWVFM/ZRZpSerU/R9OQZKBV1bCMieWrCo4+jYPY3BqW9w5b58+2XW1Cvq4NzL4Te/uQ8UELAcwtdHn+H6jLYbBeUVAo7zMTegXTJLl03SC4bV4WoLct63fWd+hfU9q7kZ/2C+YR+ehJC99M+PykF+xQQHh8msili+9Y0kCFJ2UnZ618opTAjiakASVYLSBBZH6X+Py1EtsTIGRNixKmliP6MjoOI7/kH9KOzDWwCpIYoH4t2yBcJf+dxgqf9LPt2sV6wjCzrVMamiTfpdd3k9OMGTfEH2NAVz7r890vb6Y5bHD86ByUs++X8W90R56ynG7FrkSRcz7Z3e065zk2Hl+6xyolt0bX7nl80hxkL3ul3W4XCJNv1AQVFByBE6EN9p6tGjOu9IBgsp7zsRLwzkWpoWiFGvDm5jyUU67b+hGffKqax9ZEP9Z0+/ZNfIrjyDp2J8wT5JTBhLlx5h95vRMCDv7Zs5d/5nHTAKMBSaAr+epHJfb8w+fNXDG6+3MCfjMXHx8fnkzN6wjVZFSchJMGcMYwY+VVmH/Auo2f8DjJq5Uh7yrwsyjP0UxpKZESGk1N6AOWTsnjXBwijOxXdp1AoobAktK2+ETPaQu7oT2FqFqZmYUnbXWDGWql/+tMos8927UjsdUIhC2qpOP5+RHoo+p6C2w1fXQ333pLplsclj8W0lFfefZhxNVCS7/jO3OGhynMEhbCn98OJDEg4CqwAlBagHTnTe3xNonLDqO0dyX0sUxK7+U26xl9D7O6Fn6T3PoCWozHn+XmUHFVKoCJA/rwC5jw3l5xx2R2fG39dh9GdMugoNBTSqeYgMJAsOXstq76zmcVnruGdE1buMIpgsNhD72gv+owjQWYJglAmtGwCBKK4BllYiX7Y11zr8XpbM34/4V2WlmwmFJBXTvCzN5F7wb8+YS92zPSSYNblj27u5ZCHt3H3+pTV0E5UU0nPZMIYkAw/F3DUqJw9VvHPRn7RXKpGf9P5pAEaQuaCFrIjxJJV+tx7KcI545g89W+k34oZHv4sf+3CgpKRNd+ksvw0Jo3/A5pWAEiKiw7BlDKZe+guWGuYnSxadRL1LfehlB9q/kmomSi46i6dP74V4PJbdGK9ivr1yqO093Yq7vpxnKf/mQjVc2xozit5eaSNH2/+V7HmbV/59/Hx8fmkFBTtj9TSps0TgLKIRrcSN9rJyZuElEFGTvkFkFDqE09b4VqWdozUnyy1oEAGiqiZ9xcmHv7KoCrSgaLJIKQtscnEc1/R1/ASmx7dn9Y1N9rLJVi6wtQslEy12C3nISWh2sMQ0vceJykvh6+db7+X0n7pGipUgBULgqWnLPqJBzwKRpQif3khaN5zaYvQ3rpBmDrKlCglUJbAMkKgJPqFRyL3n0jgd+dDca4ti88YiZVfRPLadKcjROL0XXIf0VvfQhn9Ryv4fDDh0WFmPzGH+Y0HMe+VvUDX6F7W6wnfN/ssVl21mTVXbwES44Rd49/2/UsnGsB7/7c81UHDA61D1xkHofYg15LV0Uj8r19CbV1u/zJ6AFFai376D1F9HcRvuxTMhIdcpUbzohHkXGtb0OKLHyX+rwuTx1TpI747DUiljuMZVAEKqwge9nUCB34eoWdXzAeaX77bxo8WtvWvWWZdltIeE6FrU4p1Xju1mryAbztyo5RF45a/09n2EoFAGVVjv83CVyeS8Mh77EDObxAIVREIlKOUQU/vytS44DIKK2U/rN0eYwCpFTBj5kOUlhzuaoNjXxQaL7w1gmiisrHMLrDoeikjK77EmKpLyAmNGoCzsGeyZYXF7y8w6HQyLOYdKxg1TbD6DYstK6G3gyxSo03CyJbNlPaFX2sceKovfPn4+Ph8GAyji6VLT6Sj8w3AQMogwWAN48f9jIBWyoqlp2CZ9sxOyXpNgBRBDjgyghCCztaXWPHGoa4ITYFMOHsSep2nmJdEKCul9zl7acFyKsZ/i4pJ30LT0wwPg0THqn/Q+Po3UFqaYT+hi6YhLKcvCqSR6peWW0PN6W+jhXeT6f0GCqXgyRfgjXcgJwfOPAnrvCuh15kNy3KKSSjX476gECpLwVRYa+sglpD5U4KeEiYqHraL+0GyLiDBANqvv4z+qb29zTAthCbpWfArrLXNzrXpGA0UoDRAohSIgjCBs+YQ/uoBaBPKBvHk7N70ro+w6Ohl9K23I4BKDi+k/IQSmp9so3NplFijkQzX8N5qguRUf1kkvYnXjmTi1SMzlg8me4zyryLdRL+3P0S609YIkJLgFQ9DQTnRaw+GWJ/z+zg3ppSErn4ZWT6G2L3fxXjznmSYf3pOVzISQNjL5F4nYi5+yLMueOovCBx4AUIOvfJ8w/vtfOfNVm9bk01OuyizRC3U5OgsObOWwpCvkHwY3nqxhnisLiO/G7z2FfcyT6igs5GVWY8RgDlzX6C4+NCM71216Qo2br8+ZUBItxykIYTOqMqLmDz6OnRtz6njMBAopfjeoXFa6+zc/3Q8p1x5lyUjOfpR/q9+RGf0DN/I5uPj4/NBWFaMN94YSyxWZy9Iq7EzZ/bT5OXN4d3XpxOPN3lkHAHMOeBd8gvmsnXNj9i27uck5nJVCcXZFcEnEoVbhaCi9ou0bbrZ7e9hxJQfUj3lakS2qNJBpnPD3dS/8rlEU+12ugrNuhHO3MTJGQ0s0LRiRp3+7p4xvd8AYJ32TVi/1SXApeXwK2ELcU40uLIkygg4D36F0ExQAiOag0w32gDaHy5E+/R+Gcujf3mZ6DWPkzQgKFCWTuJCVekVpaUkcOYccn9xHLIonHE8nx3z1oHv0fl2d3LWDoRzzgHl8uinhhX33ZaIBUhfDvMemsyIkwau6OeHYY+RKo1X786i+EPiZzLffRy1fQXEI04sjktbshTx25wCLeFCkiY9x/rrVpoTn4XQELUzCJ37FwKf+Qli5By0cQcQ/spdBBd8YUgU//aoyTkv1FF553pq7lrPV1+pZ1ZpkLDmzjUiaahIolIXdMrNDELCrIqAr/h/BKbNfcieCuiDSKRUYGddSJeVXvWjsANEo9szlvX0rWLjtusRlvc4O/peSxlsavgjzywsprXr9Q9ur0+SSDc0b/0Qin+WZZmPhhST9hO+4u/j4+PzIWlqvp9YvC6rpVwIjYbGu4hFt9qKP6S2E/ZzdsX7ZwCg6YWgLCxScpCSrjFaJByrGsGcsYye9UdGz/sXucX7kld6IGP2uYuaadcMieJvGX1sf/OrrLq/glX3V7Dl1XPQcmuRweKkqgFZDMxOZzxpgRKULtDKxqLl7fy5yHcZ/nAVhBJV4bM89ZNGAQ2UhhAgA3FkMIbUHQOTJbPvC6gNjRnLrNZeoj9+DCHjSC2GlPEsx3B7fQRYFrG7FtM+/tdEn1jzsbq6J9O5qCel+EOaB08h+gvvdLZx3Y3Jd3nTw0Ou+MMe4vm3Vr1K7E+fBzOWfQMhEZP2QxRXYi76b+Z6BSKYS/g3q7BatxL55eF2kb8dIKqnEr7oLkRh5Sdu/8dBKcVB/9vK283eAjUacPWcUn79Xgc9ZioH2e39t1MURCoiSXmHkI4vjCO0E6pT7qrEoo1s3/RHtm7+GUop9zSvqdovCRKWYezosYSgYWH/dpD6WQDyi+aTlzuJ0aOuJC93KgCb6/7KqvUXebY1sz1X0iMRnO/WZD6Hz9tGQN8D5vUdACxTccmsOLFI5rqMu0SlPZpt22JS+CoohXAeTDlAcMp3NArLfeXfx8fH54Po6l7MosUHYToh/Zn6v0ZB/l4U5Myhcfs/MvZXABIWHNqHaXaz5OVpxOPNXuO56+ErgFB4HFP3f4Zw7vhB6NGHY8tLp9C9zS7gm5QrgIrp36dj5V8xY658YgVCqaScp1xynjuVAWDs6esI5PmpgB8Wq7sX7n0c/nhvxny/Kq7jvSJdnnojiLI0+6UkQtrGACGSEeQwbQJyQhXal49Azh4DQPyF1UTO/htCWMltjVguKUkxsb/3LrAdexroGsVLLkar8eW8D8vLY94hsiWWiqgl8dd7jq300UcCVqLsH+ilGrJQo2T/QqZcP5qc0R+u6PdAstsr/1ZnE/Gr9kMpy6M0pXCWagLlnocrgQKEQFaMI/SDFwGI3vI1zCU7rpYeuvQRtLF7DUwnPgZNfQa192zMuq48JPnzAZWc9XyDd4XnIedcuI5GKFwPvK4vjiMgfeX/o9LS9Bgrl56GsiKpqIp+jMSmW+cTADoWBppr0LFEwkajoWk57LvXYsLhsbyycArR6DrPMQ13LQE37p/Z+ayAwrx90bV8KoqOYXz1dxAZ1Y993Dx/m8mdP8p0/aefbqnBqKmw+X37c9UEOOMHGj0dUD5KUFgm+PPn4zSst3+Qg86RfPZaHekb23x8fHyyYlgRXn612K7G71bQVUqUSXhfhVJoWebZVgK0QDEHHtyKEIL1K75Jw6Y/Zir/yR1gyl4PUTLipMHp1IdAWSYr7/EqDslHuQwx6tD/se3po73r3amqafln0hVmOO6MTei51YPR7N0aa+kauPAn0BtxpvWTztR+6Uq4wozmOCEkYKdeCJQhkVrcvniVwDIDtpynCTts/8HvIGaOovekP8PC9Z5jxmOJ4wnnO0ge2/lWpyaAbqeyzKhBFOYQnD+SvCsORIT82d93RONDLSw5eZVHVbJLgaYp/0JQtH8+HW/YhsjwqCDT/zIWq8skVBMgd0oOb520lo53bCdy9WnFzLt9PFpo6Jw9u/0vbb35ADiKP3i9puQUQF+XvcSybTdKk3iqbwqBkDr6mT9PLcspTJlYsyAnHLhTFX+Apa1Z5nPFtvg2Ry3GFwYydxL2Vt6np0gaAACOGZXjK/4fk7KKE1hwRB+dHW+wbMmJGIZTHc51LXlEEs9pNhg98tts3v57wPJ4kBUmlhlh67YbiNJDX3RdRj6PtOxnEP0JMs7nxOrOnrcBaO16kb7oZmaO+8tH7/AexKzDJN6pFvGOEQmjjakorhSc9E+N0lpB1QSBpqd+iB8dEaXR9Tx/5U6LqgkmR35ptx+qfXx8fD4Wba1PoFSUdEFPCdC1QkzTkfOE5RjOhaPoWo4h3rakT5r6t+QsRnqgOJGSnfmsVBDOm0xx5YlD08F+iEfqk3JdCrvByoqiB0vt91iuqM6k3zm5h3DJeQpFqGSOr/h/TOSsSfD6bVhrt8BF18P2xHTLqd8pmYuvvM91oRTyK0di3vIyxE1AIYQt7ylDIXSF+fdnMcursd7aRPpEDJoWxTRy6U/QSyj+ieVqWR2GpRN/fRvGimaK7jzZn8VrB5QdXYzputsy7z3HxqgAKdn7sSmEqwPkT89BBlNS+auHrkwq/gB1D7STd812pv1i6Ir+7f4SpZa9i3LqQVirX83w9AsLxKyj0Q48E2v1a4hQHnKfU9GqJ6U2atniMq9mHls/7rIBavzH56bV7cmBHvCMBePydRoj2ab+cJnLkx9t07lyQsW+Ns0PEfqkFBYdwL7z19LV+Tbtrc+ydfMvMyyJ2ejpeZ/95i6lp28Zy1ee6VlnYbG18R/EhD2gJCy+iWe6SBxYenbyTjlLtstFsbnpJqaN+Q2a9AsB9kdxFRSVk6z2D2QRGBXSgmXPKJY9YzBmtuDi2wLkFdurW7dbHsXf2YkVL1sc+aVBa7qPj4/PLo0Q2WdMKijYh76eZamHoKNzWVKRX7AfY8deQ1vrkwgZoKLyLAoKUxXVI5HN9pR4KktxLAE147+30xWl5hXX27XkhEo+4yUCC4UWKEGpOCqhPLpV/uQ0gPYCZSknBc02EhRO/vLO6dBuhJw4CvXQr+C9tail61C/u9fjibeM7LqJenMlgSe+i9XShXXWH/B47U0L44llxNvWABIlbTk+KedJCyFjoDSUErbhALCw0wrcUQaJfaQ0sSxB9NG1WFu70Eb5Mn5/aLkaedNz6VnR5wn99wQXITDQaX69j+ZPrSNvSoj5T08mZ6Q9Rpl9Fq2vpNWfU9DwWIev/H9SVHsj1qrXEFoQRs0CqSer84MTolFSRWouDffOClk1CfO/v0A1brAX1a9Dfv6PiECI+LM3Ya18xbaiKtdTwfn15cxj0SbOH/xO7gClFC82RDLrfigoCgjuPKyK/IDMarjIXqtCgRTkaYKDq3wFcCDQ9SJKSo+ipPQoorFtNNbfllrZTzpAW9tTvNM+o59yIhamcn5zaRefk6SMAE72ihcB5cUnUJA7h/X1v9hBaxXReD1r639Fd2QFeaHJTK29llBg59SzGI7oAcFxX5Pce63pSpnxbqOlfd6yTHHfTwwu+K0dhbNpseU8wV0/lCJrLQEfHx+fPZlYvIWWjqcByAlOQspcTKs39egUUJC/Nz1di7wRAQBKkF8wj40bvk939yIAurreZsash9D1Quq330Jjw+22guwEgyYC5wSQX3QAFbXnDVFP+6e7/nFbn1PO40YD01IIEWbkQXcTyBsDQpIs9d8fjiisdJAqQMHozwx+4/cARG4YDpiJOGAmqiuK+tvD9orkjABOeIo7JPn9zZjH/MSR3dLMTgrMnsSGGpZpITUzJedZTgFyoRAux6Y+fwxy/3H0/fpN25qVaJ/AlRugMFsjdP75fWLvNqGPLqDo6n3RxxQM4BnZ9Zn445EsPmONM5QkSvylTAAG3nCM3rVRFn95Iwc+MRmAjsW9Keecs43CjuwYSnY75d/auATjt5+DSLfj+bZ/GiSgaZBXgn7B77DWvJZ1fzHtEKzVr6OaN6eO+d6TGE/9CWvTYqwVL6S2RaAsWzEWIyYROPoStL12ftjMuy1RWmJWRn5aZY7G0pPHUOpU6//u7GKuf68dKZzxID28LWkpt9+8dlINBcGhy0nZU5gy7VaEDNFQ909AoYkQwZyx9Pat8m64g8tKYXv/AbC8di23MJR+wIri4xhTfQnNnU/S1fseCiO5qXsoenXFYUSN7ShMWrteoaXreQ6Z/i66lvfRO7ybkpPvnGAnhSg9EJO0ZZYJ695OCWV6yK30p87+3KP9e87Hx8cnQU/fat5edjCxeGPC3WaPuQKE0tD1YiZPvIF4LLNKOkB+/lxi0S10dy9JLutof5n1a7+DsuI01t+SrMsjNCehS0EoPIpRE35Eec35O70OTryvnlivU9vHpUXIQC6TT1iLnjMCgMq9f0XjwstJWjHc27vfO39rD3/ED/kfBLRvn4mpBOof/wOlEEGJmlAFK921t9KENGF5vPUAVlxDKTvgXAqJZdm/q0zORZl2DF2i7z+a8PeOxFjcRPzZ9WA6USAKLKWhnO9o/dzjxNb1gaWIaoK+pzZT/c5ZaBW+0y+BlqORqOtvIkhM8SdQaFh2EU13qoUJba/3JD/LoGud67iVxxUNcsu97HZSpXHrFRDtdSn+YJs1BRiK4OX3o00/BG3fU+zqW8I5BUIixu6F/rVbUZuXeOftUgrj7Qc9ij9Ju49EKEHwtJ+i73PqkEzh90Fc/35r5kIBn5tYmFT8AX66dxlPHFvNL/cp467DR1Cdm+VhlqwDAGMKstQJ8PnECCGZMvXvHHxYnIMOjXDwYRH22usNPIN49rcenBTGrPab7DZFRW54IgB7TX6QcGiMszRz+2hsC8qZ40Rh0hNdS0PH4x+ug3sIY2cLpEgGXyQNAAKoGAV6ELxnVhHrS32aMl8yYpxwHuK2IFtUCQee4Rdb9PHx8UmwYsM3iMdbPA8rJWyHqqmZzJn1P6oqz6Gi4nQ0rYBUBXSNnJzJzNvrdTo738Rbp8WkpfkRGupvAZJlAFJh8hJGT/kVlSO/hJQ7XxZqWv3bzIUCCkaeklT8AUqnfovRx7xE5V7XUz3/NkIlc8hUMlNvg4UTBqfBPmiXn4G27Ga09/5OYNnNBB+7BkKhzPxLMiM1E7nk9iUv0fQYQpoIYSKlk9QhskhvhoUcVwZA/o0noU1PXRtKSSwrMRMBsL4FYRmABaaJ1dhDz71rB/AM7PoUzs1FhCSmkCihJQcKJSR6dQi9IFMHVK7Am8I5uRTvn59SPQXohRoTLh+Rsd9gsvM11YGmaZN9pt3l6ZM3kcKqs+e2lDVTCH7rHsTE/RGV4xGj5yCqp8ObD0Aw13P/KIDmTVm+TIAWIPjVW9EmLxi0Ln1UXm3qxQ4n8g4CJ43K9NIeUZPLpTOLOW1sPn88sALNpey7CUpBjr77XS7DCSE0pLQr9wb0YsaP+3nWFICMTBXAdGQbtxE/I8o/LfKvpuICyouPA6A3tonu2HrXvMYi4+mTmBUo8Vq29XIee6+CR5eUsnDT5zHMtDymPYzaqZLjLtKyDqrdLRDOUa4nuP1ec+UCBHME3/5PkP1PlYyZJdj3JMkVD4fIKdy5kUQ+Pj4+w4mevlUozFSZIrzPu+6e9wAIh0Yyb94rlJQcRU7OFPLz51FYfBDbG/6OJnPSTLEQj9VlN65LyeSZd1BRddag9Ofj0N30bFZDfdHI0zK2za2YT+m0Syka91mq9vkDQgazOwSEIJBbOwit9UkgpESEgsn3+rVnk7qCXdWWsgh6phEGBNKV6+8V01SGoKcdNYXAGXMBMOv76H4vQjSeg2HqmFYQd+6yadntcN9PHdcvYv3Iu1lXcQd1ZzyH2bJn5yGGa4NM+81oVEZ8LEQaTAIjQsn7MvlybSZ1wYFPTGLMhZUU7Z1H1SklHPLWNMI12euWDBa7Vdi/1bwVZSXVl6wuUlGSCmeS4/cmeNEtxK87BbVhKWrTMoxX7oSAc1qSP5jKeiwAOeMItBlHDlQXBoRcXcPrAlaMytWZX7nj0J2TxuTz6/3KuPTNZrxF/2Bayc63dO9pjBl9Jfn5c9le9w+aW+5PLk8MOXl5s+jsW5oyGu+ARHEfKXKYNu6P5ITHUlp4RDJFZW3dL528v/Tapa4vTSMa25I0OmxpvZ240cH+4x/Y6WkvO5Oiiux9j8cgGMT7fBdQNsq7fWGF4PzfDO1DwMfHx2dXIRpvJG60J7MUs424oVBqfvr8vJnMmvkI775/FO2dr9AZWYJqvAUdWx7KZkzHfVwB+QX7UFF9zoD245Mi9bzUbATY7ZaBAgprd5yvn1t5ENXzb2PLa2ckZQdh2a9Abi1iGEQ17EloZ85HjK3AvPtVrP+mcvKTEzBMHIGxos2u0q+kfV2mT0nubG/EQnauv1SEf3MKsqoI/chJyYjk7j8vhriJhY5UmUW/VaKARDKyGVRDN5ZlT2jX88hmttf3UfvC8Uhtz3UGBisCZB15FFgxK2NduMY7HWegSGP2X0YPXgM/BLvNr6fiUYxrPw1mzLUQ7/vqScjRMz37WW8/jNq+2o4WMJ1857iRKrmeGY2TIr+MwPk3DFwnBojLZ5S4Ptkn4Wd7lX+ofV9pjHhjlp33Z4z1i37sDMpKj2PWjPuYN+clqkZ8gfy8eZSWHM+UiX9m7NhrU3VjHPoTZBKZL6bqo63nTfpiWzGsruR20dh2EhWR+z3GDrGo73yIR5YUsrn1tg/efDelsCL7cmUoutucDyIVRfHpy/u3vyql6G5VRHuHthCMj4+Pz3BEKYvXl+6HYXU5SlDm8ykYqKas+FjPspa2J2jvfAmwUCoOKAx6MdOenSqLnKfJPGbMeWxA+zEQVEy6LPlct5y/lTOu+VD79ra9ZaeSO/KDcqaiLxh50mA22acf5H6TCPz28wQevgp5zsGImaMRB01Dv+pU9F9/HmUFnSKBNsoS3rrAiUBfYdcCsEyd6AvbMLZHUS5PvbktIfMJDEsnM8nzAxw3FkTfbGJd0Z20/WH5J+z1rkuoKtNAljiTkc1x11JbkZp2bdUOjxdrM4h3ZZuBbfAQSmUEl+ySGCtew/rdeajkhay8SvuICeiX3YX14PWoJc9AMBftU99A9bVjPvxbb44/iRobKe+5Svf+T9iP0CX3IrXhmY97x/pO/r22gy7D4sjqXC6eWsKIHK+i0dBn0BG3GJcfICDtzhXevpY+M/OSWHvaWMbk+xbh4cTS1edT15RStJMFilyXalKgcYQkSyY2gnBwFAtmvE1Qr2DpxgvZ3PRPd5mSZAyA+xikHdfKLEYLQHXRyUyvvpbCnBkD1t9dATOu+MN5cda86TwKXLdSei0GlGLB2RrdTYqcQsERX9WpnW6f0I56xR/OiNC8wd5+5tGSL/8ziJR7blSFj4/Pnk1vZD0vLZ5Aooazu9gfQDBYw36z3mRj3fXUNd+JEDpjqr5JSK9i5drM+VKFCTLNSZQ8LpCbN4O5e7+Nrg/Pgmcd2x+mZf1fMWMt5JYdSPmkywnljvJsY0SbMWItBHPHIjXbA7n8oSrMWJP3YAomHr2QnJK5Q9R6nw9D5Kf/I/7HF5OflQLLDCI1AyGNZISAaQQQQmJZGrFYvrO1QJSGKX3hc2hji+i67g06f/IOUhhIkabzKIlp6ShXtXq7IKCOobyea9OSKCS5R1VT8ZM55Oz34ZyLuwtKKRaetZ7t97Xbnz1rvZKeEjDyvDJiXRZaWDLhG2WUL7BTsGNtBi8es56ORbaBpmxBLoc8PR4tNPh++d1C+VfxKPEfnwiNa13KP6lidXkl9nR/Xa2ItO7KE7+J+ejvXfsICOZA5UhU/UrPcqWH0I//FrJ6EnLGUcOiuF9/RE2LE5/byvMNdkWxXE3w0OEjOawqF0spvvFmA/9Y0wnA6DydR4+spUCXjL9vg+sM2hexJiBy/qSh74TPDnn5nfH0RTckPytI1TVKhAKqVE6YmUztSg1O5UXH0dH9FlGjBYQ9R3DqeIqgXknEarJDClOHTXobMqIOkhPOCqTI4bDJr1GUM3uAerxrYMQUr99nsWGRyRv/SSu04M5RtZw6sQKktIeo/3s0RM00yU8P7aNxnXfX/c7QOO93fkqAj4/PnodSJm+uOJr2zuc9Cn9CzJNaAQFZSMSoIxW6aTO+5io2bfklKlFMVYEUAQpz96Wr47XUcQCBxpgxV5OXN4Oy8pOHRXG//lDKYsPCc2nffg8AQgQYt8/dFFefglKK+uU/pHHVzwHQghWMn/8wgbyxrHh0NKiYcx5TD/GZp8cRYvjKtXsivSf+EfPtTSQ8OEpJLDPsrE1Yv8xkumU0WoBKCwnVD6zF3NiBta0LCw3NZfFSCkRhiGibdOQT5YhxAlNpmCqUPJZtDJBYJKIGBOiC0U8eQd6hQ1uwbmejTMXWO1ppe7ubDX9u8a5LviRKODMCCJJF/g55ZjwVh+Tx/GHraHm5x7WnoPLoPA55Yvygt3+3UP7N5+/AvOOHyTwY5c6HKauF1m0uoTvN/zZyMmpbQsl3LubRMwhedgfGK3dgPvIrUCaECwh85W9oU4ZPYb8d8cPFTfwirep/UUDScMZEblrTwbfeSk2BI4CgBBNFcqpJRVK7m1EcZPFnxgxV030+JG+9N5+OrjcBKxW8lR6I4nI+W1qa11gpx6MvsACpMjP+FRB3ZB9h2V4ShR0imL6dvZF7f43RJeey95hbPnrndnE6mxR/OifK1lWJgcdrJZFKeSI0AIRUFJZDuEDQsC4j85RgHvx61fD0QPn4+PgMJvWtD7BozWmpWs6u8TMUqCIWa8Q2WWfWaMoNTSASWedx0eWGJrDP7FdpaX6YNWsuRqkYUuYwbdptVFRkFs0bjjRtuJEtS7/hWSZkiNnHNtDV+BSb3vQWKFRCQ0gNZUWdBSBNWy7WwlVMP3HbUDXd50PS9+V/YT7xPpjKDu+3NCwzpZADKCyEsBACIpEi0m8ApcCwwlgW6Jrt9U8vzdQdLcW+EgwCWhRLacRVjseRBGCohDFMJP/kHVXF6MePGOiuD3vinSavnbSetpfsdAr3KbWwZwCw0vLGlYBAuU6wVKd7ddROOXetlxqcHps16G3fPUx8rXV2kZLkFKYCoQQitwQhdOhvPlYhUPXuaSycalyblxG78SvoR19E6PolBH/4IqFfLNxlFP+Yqbh5bQfpwSgdcYvmqMnrjX2eH16hiFoKI81JiYCioODRo2oGu8k+H4NJY6+3r29H4094QEj8VWkZXcnEMBfKvVzsML9fOXmFttcadHJYMOE5coOT7Q0yCv2Z9MW3sxvYFz8y91wVo2GN8oaU4nicEu89axRY0NkIjeuUZ3liO6OPPfJc+vj4+PTFtoDQMurYCK0AqSfqHGUfH2Oxbcl9EgNqb3Qdi5YeTlXV51mwoIX99lvFggVNu4zir5RJ4/obMmv0WFGivRvpaXkNRCpqQaFAGSgz6t1egpA5jDvkySFotc9HJfh/x0AoANL2/AsBQhrOWlvCE4BlaU7QpYn3PrANYkKYCKcmQDpusUKhYVoBpDDRiKAFDaruP5zA/BFY2aQXBfHtfShrz5NN3v9eHa2v9brOi42FyH6eAUsJok0WXatizqRP0vm17O0tEyxj8M/lbqH8i9HTwTQQSNsAkFBie9qheQuYKa02lRYgUMoCK4vGi4I1b0FHIyKnEFk5DhEIsyvQGTdZ8ORG6qOGo6wpEv8AykIa5WGNjNThtBBuTcIxtblsPH08I/OGb9jbnkxJ4UEcMGch40ZeQXHhwclLl8RMl4mXpttBHOmXOqnCc3aNVydyhtSjI5kqoOxjJtbZD5s+trTcwsyR19kRBFmMC/U9z/DyxuMxrN4B7ftwZ8NCC8t0amYqkJYiv1AhXakXHsNM2nuB95YU2Abitm173gPWx8fHpyh3HmCBFCgpktPSmqqLnuhKTGn1a7wWBNMXANAdWUFP7/voej65uZPRtMzpkIcjlhll1RvH0du3Ckvaz2krUfxQgR6qQA9WkPHQT5PzEJBTui/TTtxCTpG3GLbP8ECbWk3us98mcOlRyMOm2PKXMJEy5uT8GyhlYZJDLJaHJqOkSxZSQECLEQpESNw5bnEtbtpTCNrb2rUALGXrCdIw6LphCZXX7YtFYjYAb9pA7/s9rFnwIkaL17C0u9Pyag/KxImelZhIVI6GEjLNGaZc/7vJJukJ2hb1DW7D2QWVf2WZmM/dhXHL1ZgP/QnV24XY53jE4ec6Wwjv4JZURhIhKgJyixCT9yNwyc0wfl4/XzRIHRhkrl3awrvtzg2YuKac9B8pFSPuX8PD2zoJJH9556JUKQMB2LONHF6VQ35gl7tE9ijy82YycczP2G/WSyyYuxpdswu9JK96IVHKTF0HtunRfqUZgCR2AoFyhAhDcwr6KbLNLANAc/eL1BR9hmlVP7Zzm0SqSGCiAnFD97O8X/+Dge76sKZohEjmdwnsnP4R4wShvFTelztIA7IETmTBiH3wNj4+Pj67MkoptrT8myWbvsqKbVcTiTdQWngIk2qvSWxgj5fJMVM5kQDOAiXQZAHFBfOZPekuykuOH/pODCING2+gq+U5+4NzHhIFeE1NsPTF6dRtuwn0XMAd/Zcu2kryyhagBUvwGb7IseWEvnMsefd8hfwl30eUF9rhl1goZadyoOz3hhlGyhhSRhHEQHhnBtA1A8MMYCkdC42okUvMzAUUmogjsJztUzvF3mki94ByRtywH0rqHq+2hYapdHrfaWfrxe8N1SkZFuSMDKQCy4UATZBTGyRco7sCzjMkvQ88rhUbfAW0/3mmhiFKKcwbL0O9/YT9GbCeuR3tuqfRz/sx6sjzsVa8innXNZ79hJBQPR7yipBT56Od8A2EbluCAzUTiX//UCfvIrkHjJoKRZVD07EBZFl7NOWadSPAxA7974hboKAiR6e5z0yuB9v7KxAoFAsq/fziXYm83EnMmHgzS1afhXBSAVTCP5IYzN3CUhaEAD1QSlnBEQgtxNa2O+xnDK5dXddWKGDPbTet6geMK/sqUaOBZ9fOx1S9ru0smnteGqhu7hKc+qMAf/psLOmJUSbEuhW1EwVdrdC4IWV8SeawOv8pZRsI3EOS1GDEJEH5mA9hIfDx8fHZhXl/y2VsaEpNo7y+8QaOnLGaSbU/pLbsPNq63+C9ded69hHo5OaMJ6SVU5x/ABNG/wTd8eSXFx9PY+t/USrq3oFwYCR5eYOfXzvQ9HUtz7TIJ54dQmEaHZhGBwgIhcsg0goILKGSAYL2X4vc8oOGvgM+HxtZVUj4ps/Sc9q/HIUTMC2UmSjyZ1f8t8kMPk8UgTbyCwgvqCYwqpj4jSsR2LqASBP0FAqt1I58Lr1oEoVnjsbY1se6E18nvqUvuR2moufl5kHr93Bkxk+raXq2G8uZIU1ZYEpJaGwQWWjQvTLi3Gf2HSeEAs2R7Sw7I92OHMAW0zUI1wQo2Wvwda9dyq2r3nsxqfgn6WrFuvNnAIjqCcgFZ0BJtS0tQyJBBv0rNxD87n/QT7oMTBPVsAEV6UGWjSRw2e0QdIX1j5xK8P/+k6yeuSsxMldzxXzvAKFoihp8ZXIRuTppKTz2pfqDxU397e0zTKkqO4N9pj9DbeUXGDniK0wac5294kMaEnNDE5lacx11XY+wtTWl+GdHMK3GvveUUmztvJ+lDd9z7rlUBABIwoHqj9mjXZNgjkCZJItSCaB+NWxcqGjZoCipslNrBHaV/6Jqwfl/DlI5UZBXCrOP0zjnN0FKagWBHJh4oOSi20PI9KKNPj4+PrsRHb1LWd90QzK4WAGG1c2iTRcAkBseT03ZWRTkzEIk/VcChcmM8X9j/1mvMmXcbxBCpyeylrjRQUAvYr9Zr6JrKQ93TnA8+815Byl2KR8YAMFwTUa0JpAyKCfeCkXMaqFswkXIQCFK2tEBidl6LAnbV+1ZUXm7A4GDx5P/+FcInr83wXPnEb7u057yfztCCNAqcyn90yF0P99M540r0UQM0a+wJyj52f7JT52PN7L9ByuxeiyPnKcE6FWhfo6xe6LnS+KGwCLxknSvidPyWh+dq+KER4VQ0r4bhQbBIsn8u0dSPCtMsExjxJF5HHBHLQUTgmg5gtL9cjjsmbHouf5Uf0lUXzfmd45EdbclLZdJqscT+EXKKKDq12P84zLU1pVQVIF+3k+Rsw4DwFr8DMbfLoVYH2gBtPN/hrbgNFSkB9W4EVFUgdgFPf4AD2/t4pxXthHJKLyRTWGwLVGLTxjHpPwAefesytg2JAU9n50ySK31GQriRjsvLJlI3GjJEleeykOy1+gcMPUVXl57YNJjnW0IUkBAK+GAif8jHKylvvN/bOt6mPruRMEgO3JEJSQQBfOqfsPk8kuzttFScTa030ZPfAOFoRmMKTxzl59u6MV/Gjx4TTyjviIASqGHYPpRks4GRfk4yYlXBCmu9hV7Hx+fPRdLGTy3bDo90bWkC3ohvYLj5jQkP0di21iy9jzaul8joJcybfRvqCk/B4CWrpdYuOYU4mYbIJk26nrGV30b0+yjN7IaXS8hJzR6aDs3QHS2vMjqRSdhGvZUzQkLicwi5yUiOafs/zSF5Uey8NEwyoqlRAE7gZy9PhVFyF3PCOJjo6IGbfvdRHx9NyCTcof9Oyem7rM/W2gUv3we2w98FMuw8zp1EfPIh8nokBydinuOITi3gu6Ht9LxVBNt9zU4G9imJxM9uUfVdycw8pfTs7fRUjTfXU/f8h5C43OoPL8aoe/act7mezp445wtWdclhq5RZxTStzVK3qggM35SRcGk4WEg2WXudrV+CTiKP6Q9FwrLPduKqvEErn7Iu39nC9bCJzHv+jGYTg60Gce85QoYNR1t9DTE6BmD3IvBozFi8NlXthHNWnEzW66JoCQgmVQQYHNP3Dmf3odHzFIopXbJCAgfm4BezPzpr7F47fl09i1CYbjWpu4iC0AYbGj6TdKKuyMDsiZzEDLAM6tmEbe6ErNCAqQUf9fXLG74Lj3xTShlock8lJD0xDcghU5r3yI6YyuS7anreoIDam/Zpa+7/LKM2oc2zkIzCkv/Z1vaN71jookYZ10fRAvsun328fHx+SR0R1bQE1tLNkFPT1b0twkHa9l/+vOeZXGjnYb2/7F001cxrT77MMpixeb/oyBnDhVFR1KQN2ewuzFoWGaE1YtOwTS6Uwudc2QlJbi0Ca1lmNzCecQi9aRSAF37ojDj7eghrxzts+sgQjpFj32O7oseIfrqdpSn7p6wo0QUGGYQpXS6f7MEyxAoZTtq0iuAK8dSYFkSbUwhG2b/D7M5SsTKwc4vsfUF0zO3tKD+V+sxOwxESKICGuTqRNb0gRRE1vbS82Zn8nptvree6f/bC7ELRzOGKrLPJGfb4+wI2M33ddtD2BtxYtFG5t9Wi563840eu4zyzw6sktpnvtHvOgC1aRnG9Z+Dvi6v0SAx8P3pQuT37kMUjxigxg49Kzqi/Sj+blKZXroQPHPkKBoiJns9viHDBwwwszi4SytgPjZ5OZNZMOsNYvEWXlgyAcOyPQZOFpL920sAQdxoI7EyUR/QXuMlYtSzeOvFqSr+WWpMuFGYrG65Ifm9SmaR7py/GztvJ6AXYao+RuQeydgi71zFuwJzjtcYPddgy3upXLAE2e6ot/9jUlIT5/jvBLOs9fHx8dn9EaL/mYWmVf94h/v2RNby6qpDicbrUgtdaVeL153N/OmvkReeNDCN3QlE+zZiJp7RpNIiRCLd28R5ootknvHk/Z4EFO+/NBOLuLceNhAIVqIFy4auEz6DglZbSNHD56L64jTO/ieqvssVASCwlIZSAdAFVnMfwpkJQhNGWqSArbgqJSBi0vh/izDb+qs0nCHo0XTTJjsJR0niBEnWmkp8h/O348lW1nxjFZYBhQcWUv3F6l1O36g8LI+q4/Opf6LbFphN18osXdn+aBcLv13P/jft/OnTd7754UOgVi/Ceuxmu3KpkqmKpZqOvOgP0NOBccXRGN/YD/PP30T1dHj2N/7xHYj2JI7m/BGpkbO1DuOvlwxdhwaB6pxsxhF3JTHvsrsPqmFOaQ5/XdNGxMweLfCNKSVZlvvsqgQDZRww7QVyQxNJXBQWuEYBRTg8IZmnnsgLdJPI4c8PT6U3vpHkaOdO0MyG61JMTgvoXuH6pASsbv8z6zpu5rW6c3lp6xkfvbM7GT0kuOQ/IU68UiO/FHtK0R1kWCkFK55LPTnifYr6VRbdLbtEVpaPj4/PJ6Kj7z2W1V2N0AuxnKlQARCSWaP+SEAv5bllM3h8cRlvrPkUkdh2z/7vbfo6sXij/cFV49b5SNxo4e1VJ9pTPO+iBIKV4MwLnphNJ1HpXwlHPBZgCTv6bsysv1BYdjDN227DjLdmPWbpqAt2OaXLp39EToCyx89Cm1GR9Oibpo5lOY4FQ6HNKEcKe1o/S+nELa/TQQEIgSwPE9/SC6YdOSAxnMKA/Qt6iRnuDbdvOcvmBpK6m+pp+Gc9q7+8mncPepddJAs9iZCCgx4cw7w/VJMzKpg8MypVdcPeznkpC+qeSEXtmFGLjhVR+hoMhpph7/lX65di/vx8R3h2Bu38YsS0fdDOugLVWo913fkk85fffgJz6xq0nz+WGtAaNtr7O9skHgrJy0wp1NpFKCOWnAVgV2NyYYi9S0MsbHXm+HTNgzMuL8DnxxfxwOYucjTJpdNK6TMVhz27kTWdTkXypGUudfPV9Q39BekzuBTmzeWwOasBWFf/K1ZsvSK5bmzlJbRHliXtYokRy3Lp6QIIaSXsM/Z23qu7gsbuZ5OCBthWXfUh6k3ucF471yoFbOl+kOa+tyjP2e+jdHWnowXgnXvi9DY4A61SmK6CTDJhhwSQEO8TLHnYIFwI//5qlEinveHx3w1w1KW75rjk4+Pj80F0R9fywpoFWCqKwgQJuiikPHcB02t+BkheWrGPvQ5FY+fjvLhyX46auRFN2tEC3ZEV9npXZHu6l7s3uppovI5wsHZoOzhA6MFSiiqPp63pf/YCVwf1QBm1475Py/Y7EAgqR38VLVzF++8cSaxrtb2xUBk2esPIbhTw2XXRJ5ZQ8cbnAei5bQVtX3s+6XzIOX0iRpNdj0ipRM4+xK0wtjtIIISFni8ZcdeRtN26keiyDuKWntxWYCUdQdljGYE0BdhGOXsLlCtlQACdr3XScFcDVedUDcAZGDqEDhsf7KFjswIZwASkZSZTqQ3Hu2b32NZh19/VSd4onZc/u51Ive30mfrNYvb+deWQGeKGvfJvPfEvW3G3XPON9XShfe13iGAI64mbMwrDULcO65X/oh18iv25YjTUb4DEfOckDmV/UCjQA7a0vouypSfOwtaIR+m3UZhK8f2ZFXx/pj0t263r2/jyW3WJ1Q4i4z4tCOwSgSE+H5MJVd+hovA4uiPLyQmOoyR/P15dc0xqg3QJSkBt8WeZM/JPBPUSdK3QVvwT+QGO90FTGpCLJXrte8sx2nkDUFS/BgD3qsQWa1pvpLx211L+lzxs0rja22/pRC1ppCXZWNC00uS2C03QXJZJBY9fF2fkbMnUI4b9cO3j4+PzkVnffCOmiqBIPSviqos5o28iNziSlduvITltrUM0Xsfq+p8yrcZOB8gLTyYar0dhep81afKhrhUOdncGDdPoobX1yWziGpYyqBl3GTXjLgOgtekxli/+lL1SQcDW/RFCkJrSWaD7If+7NXmfm0bwgGrii5vQqvMILqim6cv21MsWmsc/nVDIc48ZRfXN89Eqc2h7sIG4qWMQIiG1KARSWFCkobqcOSfMlNcfQGI6d2JiSeom9E44mfh2qPvb9l1O+a9/vpeGF/s8yywhEViYibBaIeyaC2h0blO8fH49mqY849LKG9opmRNmwvlFQ9LuYa3dqdXvwptPICyVKmGicMxVcfuzlFnDadWzd6LWLkYZcbQvXWcr9zvwRsrjvrpLhz7VR4xkDYN0TNf5sZTi8nfrUyuT96Y7DFtRHtI4e8zQXIQ+O4/C3FnUlJ5FSb6tWI8t+4onXDKdyoJj2NJ+N29vvoDtnQ+kCgO6trcwMelCKTNltMNVP8BziQoKg9O93ogsqQatsfc+Vv92Js0bzYxlyfAvvLYVj7kuLUNASFj7euaxfHx8fHZ1OiLvs671JixhebIxASyncpk9HV9muP7mttto6X4F04owa/Sf0WTBDoPORpZ/AV0rGOguDBmG0QoqMyLTPmeuZ61SrFv5dc9DJh7wpvEZAoQepmLUlwe30T47ncCkYnLPmETooBqEEBR8YYpjBBKe+yUhi+QcPILOR+vY9tW3abthlePx90otlpJY7SamKcCw7HRsJZKyi47h1BVwIg6m59tKMCTrUaTTu7IvY9lwp3drlghpITyKf/KvEKjEZxPvkCah/oXewWyqh2Gt/Ft/+rZHebARUFabyiFe4Hj3vborrH8P89qzMK89G7XuPYjGSH+yKGeqCnHIWegnXzrIvRlcJhcEydPdFrZUR08ZZT/smiIG+z6xno542uMx3QAg4NrZ5VRlrSPgsztTW3oGEyq/bX9Iv0xEkLUtN7J4+yVsar+jX2U9gcLJQZTCfjm3X1AUMa7wXE6etJWTJ23BEkbyGnTPMuD+el3kANAZW8P7bb9lWdvv6I5vHoguDxoj52RWglUoRCLeDkjG3u2oHoCpePXvcepW+AYAHx+f3Yt3tnwJ01ue3H5O6OVoMheA2tLPJpcn/tph/Bt5ZfUhPL9iLq09rxFXncmUzvSqMpXFJzJr3D8GtzODTDBYTSCYKkzt7mdR2dEAmEY3yxYeTTSyyV7hsi4bOsR0haGD0hUjxl9OOG/ikLXfZ3iQc1AVJb86wLk0MvWBzheb2X7h27TdvH6HxjQLW9mPEXK9glgKZJ5G5Wnl7L3+IPZrORSZF0ApiYV0ok6cVG3nWAqQObZK2rc1yobf1bH+V9vpXjW8DQIlszOn7rNrF+zYmZx+XpUF6+/qov7loTEADFvl34r0Qmt9FqFYQXMd5g/OwOrtQo6fDbMOS67y/AXUxvexbr/WGSUFyaRbZYf9a1//C4ELfj64nRkClrRHKA9nKhufqsnj1/PsMJpvvF3H0o5oxjYplyzJ6/XezZ2D01CfYc/Mkb9mStUPM8IlRxafTXvkbdwih0hPIEzotI6VMx0FxFUHRTmzyAlUsartBrpj6zK3SzMAjCv6HI19r/Lw5r1Y1HwV7zRfycOb5tIaHb4RAdOP1Bm7b2KItU9UopiibWvzloVJvU8zDADxCPz5U3101O26xap8fHx83Cil6Iwsw+MCcwbEPrOFp9ftS29sG3mhCYyq+JK9j/OyZGrs7ImsZfGmr6Cw0sU8AKaP+QP7Tn5ol47uBOjpeR8RLsnI288rmc/kWbcDsGnNlXS0PZ/9AInHsmMgaWm8f5Bb7DNcKf7mTCr+vAAcRTxxPeWfPZ7eJxtsT74TKqI5tQBSJLbWknUAUmsEBjpGHwTG5BIel0vjv+vpXmjrFCL5SsWqJI5WdUEVXct6eWXmUlb+32ZWXbmFV+cspfWl4auPlM4NM+rkfMAlGQthFy0VIpt4TCJ1wrMPYBrw5LHbaV/R3+wKA8ewVP5V41bU988gfYQTiZKmKGjciPXNw7CWvY44+0o46HQorSFZgCLpyXaUlNRRwJT2k6NmCnKvo4esX4PF6q4oJ7y4iS29cRAKKRS1uZJNn5nEQ4eOQXcqfr7c1GsXb0t/cmR5HsZ3saqbPgPL9OprOGjCc1QXn0Jt0ZnsP/YBCnKmIdCyW4KdayphYwOcEd59cYlk6NPmjrsB6Ilv6vdSFATI1UeyV8X1TCq+kDebLsVUMeeRYWGoXt5p+u6A9XkwOP26AFOPkOSV2IlLktSgm1EDwaGwAoTLMJDYJ9YH7z7gF+H08fHZ9YkYDTy9/kAM1ZchICthi8fxWB1PrprIto4HmTTiKsaOuIRweAxouid9zFb6VSp6zCXmhUK1jK64cIh7N/DEovUsWXw4vX1rMANgBASEi5l70Crm7PcqmuZEx7W9SGIat4yHq0r7qPxosj2Z4gsnM+rNT1FwxlgKTh1N1c0LCB9uT0NnB+zbUorARCNOQtCzFfyAS2zxSm4W9rQTrXfZtcWimyIIzatoSJQtHuqCYFWQMVePYewPxrLyu5sxuk0cMQ8rrlj2jY2Ddg4Ggnm/rGTkKQWEK3UUTsi/kP0kNwAoAiWaU77ULoCY3MeCNbcOvrFjWMZ1W7+/FBq2OE8AlUw1UeA1V0R7sX75RZIjmh6AogrobCZbkTFP2Yn8YvRL/7bLW4IBHt7WRcxyrGjCvme2RUy29MapzU0VMRwR1mmJmp40Ew3INtPflyaUDG6jfYY9FQWHUVFwWPJzY/dzKLzCgiCVw58I83ekitQWabeYJSBithG3uikOzWYT/0k7pmR04dnsW/UHQlrqOuyJb8XtIVKY9BhbPkkXB5UVTxv86wsRO4ff8g5d6aNOchxSir1O1nntVhMzlr4NGFkCd3x8fHx2Nd7c9iXaI4tREmRaQJN7fLRUjDc2ne7KStQoCI6nL7IOhWmLh8K7b8JHpMs8Dpj0BJrMDM3d1WhrewrTaLc/OM4tw2qnt3c5uXmTk9sFQjXQs5xkRXbnBNnmZ8tjD6io+dwQtd5nuJKzVxk5dx6a/BxZ2u4yFAkUEiEUGiZSWSgEUcIAiIR+5lFz7fdxpaP6BPGWOHmz81Fp6cZCQOmJZUy5aQqhqtRsRpFNMTxipgWRrYPvCf+4NL7ex5PHbseMKWeyBK+kp0gVQUz8NYGaY3LZ/mQP0Q7v8YQAMzL4ztdh5/lXsQhsXAGWSdKMm/T4k5ko4caIQ3sLSC3tB8hEnvptRPmuOd1LOno/9gstzbDxq3kjkMLeXhcQBF44cgy3z6/BbZS7ZEopnxtXPGjt9dk1qcw/ghlVP+t3vcfJkHh4CEhY7uz5h+3FPeYWntqwgAnFX6Y676jkfgFZyFFjnuOg2n97FH+AsvDeCJe9UqBRFtqbZe1/4MHNc3lwyzyWd/xl2MwVe9/lUSxDoUxXXn/6Kw0B1M7WOf/mkH3alF0jIFEnYOpRw27I9vHx8fnINPW8jMKwQ2SlHapviYSnsf+MWYVJZ3wNQoZ2sJW9anzVtynImTHQTd8pCJHdV5e+fMzEnyFlCCF0NKEjkEyb/TDT5z6GkCklq7zqbEaO+96gttln1yM8q5jqG/dJWtSUYwCwsPUqC+89KnF0NccgpRDECWCgE+kQLJz3NsUnlFFxTqpWhQhLpj88h9kPzfIo/gBF++UhXBnMQoeivfPYdEsLz89dwbMzlrPqZ/W2XDUMeP2SJsyosielIxVY7c6mzkBISvcKc9QjNUidZP05C1v1HfXp3EFvt1DDRVJ2UJaF9cV9IRZxErsSFkuwdAXCzHI20yxKZ12OCASw3n8dlji5T44yohxlRP/FY4iaCYPbmSFiS2+cuU+spduwMBVIoZhRFOb1I8cT1r3KwqLWPu7b3IkmBZ8dU8T0Itsi3ho1WdcdY1RuwC/057NDIvF6nl93GD2xNcllzq3qkdpSEWGCktDetEQXpiJ4HMYUnMn44s8jRQCl4pSG9yake6cespRJR2wFfUYDbzReTJexFoCS4BxGFXyGxW3Xerbfv/z3TC/6+kB2+SNjmYora7o9kZZue0gqN4zkWoEitxAufyWPgkrJhrcM/n5KH5Yr0v+Ibwc55opd34vl4+OzZ/PI6nH0xrcknx3KEVU0SxIwsoSje0LWBVMqrySsVdLa+w7bWm93lnufLwdPfoWy/PmD1YUhJR5vY+FbM4jFG0GZgE4oVMte+y4mECj2bNvbs5LmujtQyqCs8jTyi/YBwDA66etZRTBURSg8aug74bPLYDRHWf+ZV4m80ZpcZk9Xp2Ohk6xQ5Dj/TQLk7VNA+zt9JMoIJnzepceWMPLSkWhhiYpa5M3OJ1jtlWOUUnSvjBBrirPiso10LbIL/eVOCDHyG9W8f/l2z/aTvz+CadfWDFb3PzS3l64j1p2mgybeKIX0ZPrbCr4Ma3xm0SiKJgVpWxnl4f22YUZSdRUmf6mAg26sHNR2DzvlH8B68g7UrT9PzkuSUP6VlKhcLRX7amXPV5LfvAExYgzmD04FyyBtbjHEF3+KdtiZg9eBncCyjgiXv1vP2629dJkmJhCUgt/OqeaiiTuex/Wx7Z1c+m49nXGLA8tzufOAWnL0zOKBPj4JlFIsrf8+2zv/S09sExaRlPLv3s55SRmy8/UT2yRDOG1CWjm1+SciZYhJxRdSEp4NQMRs5untn6Il+i4ApcG57F36E0J6GaWhuTyweSZdxgbPdxYFpnLq6J1fCPD7Y7owIqnPGflfArQg5JYKIh2KqimSU38TpmaGfe/dfVEfi+/35vgLCT9anU+4cNdPV/Lx8dlz2dxxL69tPcdW/F3PDqE0wmYQZUVsk2g/eenzav9MVeEJPLVqOqbVi+baTAHTqn/M1OofDHo/hpJI30bWrrmU9s6XiYpOLAwEGuNG/ZDxo36wwzTWjo7XWbH6ixhGM3l5c5g57QECgcIhbL3PrkjD9atou20zsY19WD0mBhoqUVvNRUwFUELaUwCCs403ikcr1Cg9pQKZI6n63AiK5xcBYHSbvP2ZNbQ83wVA7sQQM347imC5TuHcPF47ei2tr/Z4vi9QpnFC0+xB7PmH486aDUSanegHIGXySHxUSB3yanT6WizyJwSYf0MFIxbYNTrevKKF93/X7jmmAE5fMZrCCQEGi2Gp/KvWBqzLPg2RSIaTX4VyEKd+AdVSh1ryErTVp20h7ekB8woh0uUKrbVFb/HVX6IddPKg92GoMSzFoc+t54223gwt44lDxnL0iNTctr2GxX+3dtIWNwkJwVcX1nmONb0wyNLjJw1Ry312dUwrQntkMUsavk9Tzwsez3+i8imkPN3ZCvyl143Zu/J3TC29hBfqz2FT1wPJWgNC6IzNP41Dq27HUgZ3bawlZrVltGleyY+YU/K9nVrT41cHdtO8/oOH16vezaO4xhuhs/kdg7+cYE/5kjR+Ouu++04epaP98H8fH59dl5jZzqPrptFnNtkL3EO1Uuxd+lN645to6nqBbleUmY3EEhYBWYhpdXr2QwhmjPgZU0dcOcg9GHqUUry3/BQa2x6yF7jO2cxJt1NdeW7ys2XFaW55kFisAV0vY8Wq83A/fYOBKuYfsA3xASmyPj4AKm7Rt7iDut+sp/XeOtI9/zGnDoBKVpfwGgDsdTaWYzwYfeVIJv5iHMsu3cyGP9YnSzqJgKBkfgHzX5iKUopnJi6nd4M3718B479Zwazf1iLkzpPz/nfkNhpednl5MorM25z4xkjK9wp7lrWvinH/3K12CoOr7pMATnyllsr9wgwWwzK+W73+BMSi4Ew/IVynUQiBOPxMZFEZqq8b63//RL33sp0msG0tWAqhBKqni+S8WvaeAMiRu6dS+3ZrH2+09mYky2nA0/VdrOuKs6wzQnVY5+5NHSzvjCVv0HRrwfLOGBu7o4zN98OLfT4YTYYpyz2AA0fezmNrp2FYXRnKfCIlzB32nqH4u1jYeDljCs+grudphDKRJIwJBo2R1wF4vembxMw27/c42y1q+zEFgQlMKDh7AHv60Zh7aoBnfu16YKnEeJRqrB6CvNLMB9eie+POefJIxEhNUFTje/19fHx2bbZ3P0Y0ofinIYRObclnKQiOxbSirGn6HXWdD2OYPXRGV2AJe0q/mNWJ5t0RgKKcne8RHAwikQ00tz6UpVqXoLntSVAGXV3vEAhU0Nr6BJ1dr5N44qZHnsXi9bS2PU1Z6bFD1XyfXRgRkOTuW8KYm2bT+WIrRkMs6Vs1SOTtC7fI57nqvDnw9qfNv9xK9QUjaHykDc2ykrKhFRe0v90NwKpr6ujdEMV99SaOte6GZnLHBpl46eCGyO+I8Wfme5T/rBX+JeTVZqrb6//Tk6hN70EJQeGkwfP6O00ahvR0OZUP7AphiWrZKCASQV11LqqnC5GTj3b6t9B/ch/y4FMRSnMi/F3uRbcWMm0/GD1t6PszBPSa2ef/NhU8VtfNxYu28/d1rfzw/UaWdUVJzeuZ3TPZEvPnE/f5aOQEqjlx8kamlP0fOXqimKZITf2H1zblLoqSicXmrvsxzHbPQCoUhEQpcaub1Z3/SK1w19HDtji/0nIx/9kyi/c6/rBTigAecVmQQA62QdJSSOVUtXaMAELCab8JEwh7HxWWqehpzhjA7BBYf2YmHx+f3YC41eUU+XNepApmWULx+OYD6DW2o8kQU0dcyeGTXmPyiO9gSTOZyqlE+nNEUBieRWX+ETujS4OOadnRYNkenD3di1mx+vNsq7+JDZuvoaPr9R3KeABGvHkQWumzO6MXBZi97giqfzSRwPg8DHSUR7KzsZckCtnZ0/9ZSMy0bZsfayO6oc+zn4YiUKyhlGLNdYno7lQpPYE9u5mJ4L0fNvLYlNW8/8MGlDX0ct7UCwsJVshke0whMZ1p/hLd3O+6cnJGeJV/ZSl6GszMOAHHgGkNcsX/Yef5Vz2d8Mx/k1M9CE8FMefHb9oObzyNOuh41IsPQVsTqrsNt21JIOwLQTj7VI1Fu/wmhBye9o5Pyj4lOZQHdZrjBsmpNwSENcmKTtv7GM96LblVMdvupgvBnCLf6+/z0Qlqxcytuo45I35JT3wDq1r/xOq2G5Lr3ZdgYnAU2VYCfYY3pSexXXlobxr6Xum3DcqpOhu3uuiwunir5bt0xzcyv/x3H6tPHxcrDkZPZnacpmDmSZJpRweYd0aA5vUWr98cI9qlGLufxlv/irHtXWeqUm/yGGBPZuLj4+Ozq2JaEZZ1/AVTuuQPT9irIma1s67j38wovZwN7f+mJ74R0+xL+XVEqoBWoqxTSK/g0AkvoMnBC5fdmeTmTCYnNI7e2EbbgaPsQolCaPT2LgVAqbi9cVr1w8zIO0FJ6fFD2wGf3QItV2Pkj6Yw8kdTiG7uo+HWejb9KFV7ySvnCXbkZ453mgl1xbN/0awculdGsPqZ5c9Es2sM9Ci610ZZ/rNGOpZFWHD/mE/StY+MEIJou8IUKV3VNmBqjD0hzOjjc5n6lUJ6thm8/8dOIi0mFfsEWfdQH9ufi9pRrSKz/4Ptmh9+yv+T90JbgzNVWD/hrUKguttRPzgXNq+xHxrKAqnbRQAThWOESJmGZx2CCOUMVTeGnKKgxlOHjeXs1zazujtKIhYuoiwyriLV3wf7/S9mV6Jru6eRxGdoEEKQHxzPvBHXsa3rEXrSivLZWn9aYRTnVrWAguBEikNzsh67qe9V8oLjM78Tx2aYnuevYHnnX5ha8EVKQ7M+bpc+MlK3vfvpc1gDLHvAYPkDBo9+t49on/OAFIKFdxkI93lReAqWCslOrWPg4+Pj80nZ0HUPnbHlLv3UE9+VXBazOnhh0wnU9z6PQANMhKajlIl0psdKiHkWUJI3n6BWPLSdGUKkDDJ31lO8v/xMOnrfxQhiP0otI1OYV1nfJt/X1F5CMFA6qO312f0Jjc5h1A/G0vxIMz3vdCWXp3z03rz/hPkpik5oRJDigwoBbyV/AXQu7Kb1jd6s32niTolMGRC3/beTuqe6qD6mIOt+g4WWIzG60xYqxfrHo6x/PMYrV3WiYhbCsBASVv874fySHoMcpHoTKh5cL8/w0/DWLk3LW/c+FJLxsu1NsGmNndZvObG+ppV6CoDX6vmZrwxB43cedX1x3mjt5VtTy9m3LN3qneZSzaY7CJwaCYqTR/oVYH0GBikCnDB+KTV5nwbHB14SmktJzl5AdqEEKegyNtDQ9zKSkCesUwFxq4ew9tGFlvu278M/NhZy15bpNEbe/rhd+tBoAcG0YzLtq+4UhGgXKAMwFJbhBGlaaXljrpN00NcGNw/Mx8fHZ7BpiS7asZiHXd9FUzr1vc/bhmFhOsZhEyXATG6XYlrF7j1vfcxoobn7RSpHfomiiuNS5yoj/YEMOc+SYGlgOq+K8lOHqNU+uztCCOa9sQ8VF1SBZruxcybnUnhc9lx82yigEWmx2PS3RvQyzVmeehk9FsHS7ApwwlmSjedP2MJduSt5cOxatj+VrpEPDpM+l5+xzG3UNHoUZhwMSyanbrYDVBWJyQDdMu6EM/PRQoPr5Bl2nn9y009iWmkwTUd8+3rUXX/o9xACmQr5VwIOOh5ZXD5YLd7pLOuMcMgL6+iI27kSGQ8AqRyDiCAgoCAgaI1amUXZHLoNP9/fZ+DQtTCHjv6vZ9nDG2wPfLrF00peixZrO/5NfmASnfFlyRoVAsmI3IMZX3AWbzdfSVx1est7iCx19UQqY8gSMbrM9TxUfzhn1S6hMDBhcDqNreRPP16y+mlSufoqMzsuY4gXIrkdAvQglI4X7HNukIO+6qfj+Pj47NqEZIl3QZqYJ4TkgMob2dj27/4PIgWmUsnAqBG5h1PqGJV3R/qim3l1xYFE44lK6y71QkAsAMF4YmuJHqohGtua2tL1oFEClOonntrH52MgNMHUW6cz9dbpyWULj34fy9bIPHKegWZHcJtQf387xfvl0tnS7ToWlM4vYMTxhYSqdaJ1hkvOE1joqKTv3x0B4KTCxKF3m8Hzn9rK8W+MpXTvwU0Dqj4qh+X/7E6lKCRCktIlPQFKiWRsk73Yjo6QmqJ4QoDxp+Wy1w/TxsdBYNh4/lU8jrr+O/DsYy5twC3WO4p8+Sj7b0td2mlNLzYhEEpCfjHywp8OQQ92Hpcu3kZn3Oy/gJqAsrBgxfGTaDp5GsdXF6aiK9JyijUJkwp8BcNncBmRcyhC6J7r1QKUy5pr0k17/H0SZioF5AenMCLvCAyrl1kl300uV8LOfVRSeO8DZSv+SgDSlY+FwTttP6fH8E5zOZDc86VeHvpmFAwLPmTBQaGBkAop7fd6AD5/Ty6XvlTgK/4+Pj67NEpZvNJ8Me90/jw5TnsinJyxOqjXoqRGd3zDji2lQqCkQGhhDh794G6dErVy69VE443OJ5XxTLEkxENhDth7FQcf2EJV5XlOxASe82Y/Z6Egb+4QtdxnT6XkkCIQAgu3XCds5T+BgrY3eki4RRSCwKhcyk+vINJgMP3ntckUAhOJgY4l7AKCqdB/ewsDCa66bgp490dNdG+KM1i8/O1Wnji9hXgspdInInEycO5ZIQHppHFqtuHkyDtGcMZ7I9n7R6VDMo4JtTPKYGdB3fM3uOcmOwxCi6cUU/fZtGRSyVelBdDVltrfZVdKhZIJOOkLyHMuG5pO7AS64gZljyzHTP8VPU9V+Pr4Mv44z67A/kxDN8e+uNG1obOzhLAUdJ0yE7kbP0R9dj5xq5uXtp1JXe/TAEiRg6H6vN4JHMFFOREBUkcJOyolKIs4tupRlrX/ng0992EJ23CQfcDFo/gDnu+Zmv9FDi37y4D2b8NrcW4+KZWvljBfjDtIY8MraZE1TmSCJQQjpmuc/KsQW942sQyYdrxO5WS/wp+Pj8+uz4rOv/Nqy8UA6HErWQzVPSIakqQAX2aNoje+MbUyPTEWEGiMLTqHA2tuGbyG72Qsy+DJRUVYqs+7QnnVnxElp7DPpAcA6OpZwhuL55GQjhOnztRtKfnYfSNIGcTHZ7Cw4hbvn7+GhrvtWSVknka0xxuybztjbG3ZRGJpOsqp9ybDgvn/HUv9Q+2s/0uzPbOAsIv9pbL+7SvbQqCElhwbTFe9AYCRJ+VxxH3VA6pYd26Kc/vUNAeSUlQvCFL/qjuyRjj6rEJTFoVjdQ75eznNS+IYvYpRx4SpmDe0zp2dqvwrIw4P3Q5rl8Oa96G5IZnbhW65Bno7wUsomfysxk2ELStAaijl8qzlFyG6OwABh56EuPBHCH33zZM9+Pm1vNbai1vbV9g1EIRzwQmg9cTpFAZTWR7Xr2jiqqX1Tp6/95h/mlfLRRPKhqwPPnsmSil6ja0oTF7efgFN0de86yFZ8zNZFVokAr00igKTOXXku3TEV9AeX8uW3idZ0f0Pz+WcUvZdjwmRuf6o8tuZmHf6gPXt6Z/18dJvoxnLZ3wmwIKvh1j9rMH7D8XpaVGMmCr51M9zyK8UhIuhbYNCC0LJGLlbe7J8fHx2f5SyWNZ1E3WRl2mNvUdXfB1gIU0LzdH6E6OcKcByFRsukuOI9a3HDpS11QSAoCwhZrUDitr8k5hf8y8C2tAW+RpKFq49g/q2+9OzI+z/XSLcYbPXkxcel9xva/0/WL7uK5iaHRnnZmLNj5g88prBbrqPD9G6GGavycqrtlJ/f1uGW9ye/k8SR/Pm80sIlmp8un46PWujdK2K0vByLyt+3ZZMJXD7iE2pgVJOZEDKaZJYv/cvy5h1+cAVuVzxr26e+1prxvLqA4Mc8rtSNj/Zx9r/9NKz3aRwvM5BvymmYLROuFzSscHOBS2eoCPk0Mt5Oy3nXykFv74K3nw+bYWTs29g56oDjlvPvTOisBy+dxPqzacQUoMxUyCcixg/EyqqQEhEYPe3ar7T3kfWABPpZElbdgiFnjbFoSksVxny1LkVAt5o7fGVf59BRwhBXmAUAGMLT6OpKaX8e5T2hGHPYy026YyvRQhBcXC685rCiu5/eL8jcSz3MVwSVGL9+p7/Dqjyb0RU8tjuh9OI6ZJR++iM2kfnyCu8eWgd2yxu2LeL9i321mMO1PjcvfkEc30DgI+Pz67Jq62XsbzrJuws00QAL1jSHhkTYogl3DVfbKSWy9FjXmBDx+0oLIrDc9G1AkpCsygKTEFhocvddxanBC2dz2eNajM0+xzqhi0upz8pTF0RC3gzPBPPpLbu1/DxGQpC1bYuVnVqKfX3uSO2E0iy6jEWxJpN4h0W+ZPC5E8KU3pgHit/3eoxhCVlLMsEIZ3IAeVyFtnrtzzSPaDKv+mZPz0l6RVN1CmfE6R8TpC9vlvk2SfSanH3AY20Lrcr/5XN1DnliUrCpUObhb/zcv63b4I3nnMScpVXONd0hJKIEy5A1Ey036e569ToCdCwDQ46Cdrb4W8/gxu+j7rsFHj1yT1C8QfQPafFQtkZXam7QirG5gRY0x2lxynkt7Ctl6uX1ZOZ9G8Xy6gMDb86kD67N1OLL2F26dVIgp5MH/ff9BzHXL2WlthSGiJvELd6KA5MIU+r6afuhXAKq7iOS6rOwMbIo6zrfWDA+hNzate4H04CmHtm/+PSv07vTir+AJteN/nfFdmnuvHx8fEZ7kTNNkfxBzyyiUCIIJYUTCr5KiU5+9jGgLRw4BGh+TTHlzKy6AxMqfNayzd5qfELPLRlH5Z3/HmPUPwBpLQNxaa00yISr8QDxtAFmlZMzGghbnQA0BvdyJLNF/VbYDYUqBqq5vv4AFBzdhnTfjsamSuTcprlqKHK4yZJoRdKerfHaXqtl3inSahMp3h29hB54WiKdoRnKtrTRGAJScObcVb9s3PA+tNbb+HVo+z3087P63efxz7bTIuj+AO0vG/w5OdbBqxNH5adFvavnnwAbkwrxCc1mD4XJs2AfQ5GzNjbjhBo2Ab/+RssfBk0HdXbh+izc59UwoPtPv9SQ/z9WURhyVB2aafww2X1/Gylky6RuHHSzb+WfUsU6pL7DxzLlr4YX3xnS2YMNIqwJllz3FRqcnbfVAmf4YtSioc270V7fJn9GYVAYIJzj6c0d00WEsceyMOynKkFXyGueljWeYP3mJAsJJinjabb2ux9xDhVWQWS06peoSI49xP34/Gr+3jzb1Es07v8pN/msM8FmQ8upRQ/Ku/IWJ5TAletLf7E7fHx8fEZajb3Pc0TDSd6lgl0yoNzqQktoCbncEblHuekgNXxXsevWN99HyAwRIyoarf3sRTSSp8pRXDq6PcoCk4Zug7tJDY23Mj7m79hh+9DpowHSNOuqi5FmHnjb0fT8nhj7fFozhSyXs+/ziGz3ic/Z/c/dz7Dk9cOX0XLi96p+OKJvH331ZqnEeu1DQR6oWTCl0uQIcGqXzQlbQWJmhZK2NvlTArRuTYxNag3ZRTg2MerqT0y9xP3YdFvOnnjhx2otDJOe19VyAE/LMq6z5/yt3qLnAAyCF9vH/mJ2/NR2CmefxWNwK2OgJ5082GHbJx3MeKCSxEz9gbs0GBRNRJxyU8Qtz6PyimCvh6UsJzc9rSUAJzjNG4bsv7sTK6ZPoJfzqgiX/vgn7LLsDj19Y2UBGSa09++dSSCJw4a5yv+PjsNIQQnjHqR8flnE5KlhGQJCi01bjtRQkqopOIP0Gc1827HL3i/8wZytVGph4H72EjG5J7g/jLXA8HecmvkuQHpx97nBZFZAmgeubyPdS9mVp7trDPTWmu3yYyCaQyLmqw+Pj4+HxqlFC+2XJIxDisM5hVfwf5l1zEq9zggkQJWw4Hlv+PcsVsoCs0garW5xvtEmoDnG+iIrxmq7uxUxo64iNlj/0ZQ7Mih5RQ+UxEWrT8HKWwjsyVTAcmJUOl5E+/yFX+fncr+j09izEXlBMt19GINpblCWZyr1UIQ603d9/FOi5W/beH9X7SgVwVccp5Ilf8TUHOMa8p4j5wHQodtTw1MROXks3IJFIhksxPtefsXnay6tydj+3jEQlnp4yEoE8zY0Mp5Oyfsv6keeru9SrsA5hyAmDqn392spjrYvhY0ZSc4SSeMLCNRTEJF9aA0fbghheA7U0fQftJMvju5koDrFxWQmi0R+yLrMiy29MRsw4kgWT3dtiYr1vZmFinz8RlKgrKQQ6r+zWfH13PO+EYumNBFVfhQJLprEhDvPe+2ZXWprXbl/8Sgnwz/sljR/Tcm532OXJkZ8qiwCIj8jOUfh8qpGufemRb6pRRYigcu6iHWm7oxO7db3PLpHrK5c2K98LORHbz8+8iAtMvHx8dnKIipdrqtTR7xTAGlwTmMzT2x//2sLuojL+DMhpVSB7J4uwsDEwawxcOb0RVf5ri5zUyvvQ4p3PVihCfTE0CpGD2RNXaihRQY0j5/lgBDCrrjm4a49T4+XrSwZPafx3Bs4xyOb53LiZG5jDy7BKmn5Dnbk++O9bFfGoqeBoUpJKaQSVlPYYtZq//SzoQLCsgbncUDo0DPGxjVN3+kzqnPV3oMnBb2zE3Pf7OdSGvKxR9ps7jviGaPvztZqNCEv5Ru55XvdaCsoTEC7Bzlv7CY1M/ojEpoMGu/He/3n79lysfpVU6EQHz5e4iiPatg3QvN3fxqXT3xRF4ditqwTrLqv4uX23oA5aRMKJRmp06YwuLLi7bwcnN3tq/w8dkpSKFzUOVN5GophT0gvIp1dk9/2gArwMRiZe9tdKsGCrQxJIZAgUaeVsPE3IEr+lczV0uOckKppCDbXa+47bSu5HYPXdZL+9Z0c0aqD2Ycnrk2wrKHYlm28PHx8Rl+BEQBGmEQAksKTAFKaFTnHLLD/d5r/zXpcbHZxsa9Sn9McXDawDV4F6AjsoT3mn5AREac5xkEA9VZa6W19r2D5Sj+piaIB+yXErBs+3fY1n7/kLffx6c/hCaY/fta8iel0iK1foodpwopp/L6E7dAHA0LWPOvbjq2Qv74lDVB6BAokEz+QuGAtbt0SgARsJ1NlhC2wUJIol2Cew5vTG73yvc6aF4aT7bX3RcAZcGi33fz3k2ZEQODwU6p7CYKi1Hnfg3uuBE0DSwLqkfBCR8geG/bkHYg7DN38LFw+KcR7S0wfhpizOTBavqw5arl21K5YI67f2ssZv/CliKoNOIKvj2pnG3RKEK66qclNBQLNAFPNnZxcPnAeEB9fAaCwsB4Th39Ho2R1wHJm+1X0xJdlCnzCEhUeXVXM3EmvXDNIgAd5iYm556JYfWQr49k76IrCWsDUwnWMhWP/18vQlkohWfKPgFsedOkYbnJiOka2xaaKNPVfG9nAJA6rH3eYMZn9oxCpj4+Prs2UugcVPobXmz9BgIdhEWONoJ5hZfvcL8OYw3uytmJUbAqOJ+9i39Aj7mF4uAMKsL7DGr7hyPLGn6CpeIgBIYjvXeJeghLNEMRNjRQBrWl5yJlLkJoKGXY/jXnGWQJhUSnsfMJaotP23md8fFJI1wZ4Ih3JtPyag/KUKz4Uzt1j3fjVlVS84XgkvPsLQyhoZCYpCL9O9ebjDstDxVThCs1Zn+nhPxRA6P6KqV47vJO4maiZcIj67Wvtdj8fJTRh4eofzPmyHn2tl7ZNbXPpqcjzLlo8PWvnVbWXZz5JdSEqbDyPSgsgSM/DZZC/e7H8P67UFIGn78YMXNeaqdRE2D1UjxVtMoqkN/+5dB3YJixvncHXkGpOLm6kNNrihmTp/PvLa3ewumuO8tSigJ9500C4ePTHwGZT23u0QC0N52Zvao/rkgXdx5WQvhRqUFXCJ2iwGT2Lfwea/r+w7vdfyRfG8mMvC+gi3CWI384LFPxzyM7qVuSmL3Wfkgo4VXtm1bayn9BlSDSoeyiMUoh0qY2tJ9tglB+diu4j4+Pz3Bkev4XKdYnsTXyPEFZyJS8c9FFHi+0f5tNkacJyWL2L/w+48LHJfcpDkzBLl2XkvN0kcenqp9Fyj1bNumMLQeyp0CYuqC04FhGF55Bbt5strc/iFKpquIWdu0EodkFFHXpO3h8hh9aWFJ5ZAEAb3yjMbuX3B3P7BRsVoCVSBNQCtPZQgQF4XKdBX8sZ8OjvSy/uYecCsm0L+QTLPz444lSiodOa2XDUzH7hpQpj6r79mxZHmf04SHyazXa1hgo026/lZiGMFmnXSE1CBUNzRi3U+d0E3svgL0XAPaJ5IoLYeVSOxKgsR6uvhj1+38jxtp5XeKz30Ate8eeJhAgFIZp+6Pu/gccczKitHxndWWnUx0K0Bwzsq4TwAFlOfynvpX/bG+345+zbeRwWk32KpU+PsOFPK2WDrWWZHhoWu1Pbxk/vIp/Uqk2yddqeL79Epb13owkgIXBqt47Oa3iGTSnYFKv2Uhc9VKgjUIK7QPbtuqxOHVLTE87BM4Y5zIAFI+WrPxfjMoJgpZVFhbeGh04+0gh0MKK/b7ke/19fHx2LWrCB1MTPjj5+bGW81gXecieltgUPNJyOqeVP0ltyJYFZxddzpbeJ2mOLQRAEqQm7zje6fopU/POp1AfuzO6MSzICYyiK+oUOUwzJgsC5OXOpj7+Nms2fBHNVASwn4FmQp9w8qLjmkVN8RlD2HIfn49O3pgAvVviycjIxPxPlhCeOk+psH9HzhMCnMr/mJBbq/PWte0s/HknMmAX2Fv2j25Oe6UqqWz3tZjEOhUFozSk/sGOlu1vxG3FH1L3oiNnuikaq7Pp+SihETqWFgdlYSqv8UIlEhmkYt4lQ2OU2znV/rduQr36HGrNitTC+m2wfImt+IOdAKEsePHJ5CaiqBTx67sRV/4BDv0MdMcRLz8Nd/8NvvVZVEsjeyrnjizxJj4nQ2Hsy2ptT5T7tre79nBpSa7r3AKeauzCx2c4c3DZDUgCCCeTXggdS6QufSvxEratKzndn0tgGhHcl4rgXizrvRkAizigaIgvZHXvf2iOLeOmutH8vWEctzbO4NbGmXQamz+wbRtfyqzmn8R5MOz3lSAbXojxn/O6WP14DGkpgrrTelc7EyFkR14ZpnTcBxsefHx8fIYDHcYm1vY9xPbo6yRmlI5Z3ayNPGgr/oDtA5Os6L09uV9A5nNizQscO+IhphZ+nYhmsC7yCAs7r+ee+v1oja/cCb0ZHowr/qIr9lklDdr2y8CwOlnTdiMA0lJe47fwynzbuh4Z6ub7+Hwk9v7NCLQcQbL6pyYwhIaFtI1aCAwEcaERE7pd8cwxcCXuisKJOuPPyGPhL+zZoSxb/6ZzvcHyv3fTuSXOLZPr+MeoOv49o56bx9fRsnwHMpzDttf6L46euO8mnRKmq97kvhPbWHlfBFMJrIDmRC6IZPxCwpQx+6J8KvcaGifPkCv/6tH74Gtnwc+vgks/j7rxV/aDIc1aYm9MxnIRyoF5CxDPP2mfMNO0DQZdnfDgbUPTiWHGtr4Yv1jdQMoWpmwXojPW6wLu39qO9CQ9919R8hlf+fcZ5tTkHMbptW+zf8kvmF/6a8J6VcqQJYQnxzFbuShJkKNK/0Gf1ZpRLVCg0Wlu5t6WI4ioluSqTnMz9zUfu8N2KUux9N7Mh4L7bpt8tEb5BMELP+8DUg8jM569sBVA+2arnzU+Pj4+w4tVfffxr8bZPNp2Dve2HMX/2j6HpbJNZ5rAu1wTQUblHsfqyH+cWi0GChND9bKw8xeD3v7hSMzsYEnDdwGZdDAamsDQBYYGlpRs6/gv0nLE+g9wXjb1vDTobfbx+SSUzA3zqSUT2OtXI9jr+koK5uShnOr+ptAwkc6MAAmEJ7oTCYf8vQIzas+0hEvXFBr01Bv859AmureaSTmvt9niviMbscwdy1xLb+3LOpoljlN9UJCaw4M8f4WtT1mGHXHgzlpP3699XT8rB4EhDftXDdvhr7/2KvSP3gfBILQ2Q1EJdHbYkrAQ9uB1yNGZB1q9FMz0EHcFHe2D2Prhy0N1HXQaVsra5Zn9AAwUDTHD/pAoCJiIj3ZX0nCoCu/UbBAfnw9FcWAyxUV2cc8lXX9ylrotqfbf7AO0wfreh2k03nMtw0kfMNFFLnHVnTGDQIe1mftbTuSU0v9mTQHobVFEO9NvKoWmC4onCGQcNjwZZ92T2TV9uw2unH/n/ZY3PtgS7ePj47OziVodPNV2IRYpGW1t5EFe6qwiarWTr42i29xKokCWwmJK7tkZx+mIbyJitXiWKUx6zYZB7sHwpLH7WSLG9uRnUxep3H8hMIVFr7EdTdkitCEFwYT3P62ODEBIrxiytvv4fFzyxgSY+i27EPP6h7wKtzvzRZCY9V0kPwsJGx/sSaYJgJMoqhRmXJBXo9Fbb3nTBoBIB9x5YBNnv1SJHs4U1JSlaN+YMg4ky/1JKBmvoYIam14z2fRqd6aHPZWp6tkXoPG9oZPzhtbzv21zpodfCHjgDnj5adt7L4CCQgiGQQYQ110N7y307nPbXzOPbVkwddagNX04k7XiuUjbQDiXt0qsd1m1EuucI51eWzxYTfXxGRSmF3wl6/L+41sEjcZi1vT9J7mdEqCkQBM5SJHFAObcV5tjz/FW96+yHjVUZG8jXGk3ALV7aez/xTBt6133XXrjknY7Z4VrrIx29N8THx8fn+FCp7kJE2/0k0Bjcc+NrOq7l25rO0pASJQiZR7IME91XMzayKOefd7svCbD+ApQHZo/qO0fvijPO290G7ZCI0WydowSENMFypHylfCey1FFfs6/z67F5C9+0BR9KeUnca13bjRY8nvH+47AFBJTalgBiczNogI7KTItywxeurIj+7dIgdDspCV3mmnheJ0DrymieUWq5lNWyU3gSnzCaRtEOodOzhta5b98RGZeekLAtSwnHkJA3EDE4ohY1DYY/PBbsHVT6jiN2zKPHQrD8QM3R/euxElVReTrkqQfsr/rx10dQwBS2S/PJop3O/oGpZ0+PoPF3ILLmFvwnYxLv7/IR4lOQBQg0FKClINBhNe7fopObr8HWtl3T9bjrn0ynhzVhUq9zIhF23oLqbtuz37qbkqnkoH7lVu2Z1e59vHx2TXIl7UopJ1/m3zZwrDCdN4LTBEnTgSDCB3mJh5pO4ftsbeSx2k31mURZSR7F14xJP0YblTmH0FIH4HgA2q/SJE0QCsJhi4xdYklRaomjpC0xt7b8XF8fIYZEz9XyP6/LQO8ak6/GS4W5NTqJDKelXASA5RCGfDKlR2Ey1xH8RTRFKy+L7sutPX1WDL43DYA2EaHaI+iba2JOyg0e9sESIHleiEFOUMo5w3dN5km4m9/SCtwABmaqrKgrzeVGKEUGCa89Upqm3GT7YmvEwgNZu2L2EOngamLxsnVBaZTRqIs6Do3O9SGnEeBTBQaU2gSlndFBr3NPj4DiRCCA0uuJVeO8Fzydv6Xd1udXE6qeBSTGJZI5VgJSBoj46qLKL12EcE0jwkKeq2mrO1oeM/MOtiHCiRlkzWsRCSsSA/PSQxp2eufTP20X+nfx8dneKOU4vmuK7CkXXHbksITipvCIqa6SE3nZxf+Wxt5OLlFRXAOQuhJz5pCoyw4JzkLy55Gn1EPeh6mc85yRGlqpfPMkO6ATuzzZqAwhFMfQIO4LrCkojPqKrjt47OLMP3iEorneMcAe3zwKu4yIDjqPyMIFEg71d/ROjVSo5EVg54WOyLA9kUrj6wX78nuSW1caiRnzkiggFC+pGyK5pqdIBMRBEtm99GOP+7jTzH9URk6bfm1F2DRG4A3H5eSMtBcZpJshf9QoNsKrTJNGDHKPnumtJM8KkbARXumNbg9bnD8G2tpihmOm1DRFje4YuII5pfkubZ0GVuklXJJOtNiJq4ES8HEvD3z4eqz63Nw6e+AVBhWtvmQg1ohJYFpNMYX2QtEZniWBbYHJYEQ9tDkRM3IfgTQwpH2XK8i8bI3Z/6lYeadH2LiMQGXkSGZg2O/LIVUCcu0LcUJCYE8mHmar/z7+PgMb7bFX2VF5G77gysfPU+ORHo81pm1WBR2RBbYQniuPgpTCxDXJKYUhLQyji795yD3YHhiqhjPbTmBHmMLpi4xdEmfamN6yf9RlXMkQoFmpgR6JQSGJojrEiPgvHSJoUknvUwjPzhhp/bJx+fjcsBvy1EITOelEB5ZTwEyR1I2N0TjOzEQIllGDnDmCvDm+dtvhbcooMzmyoHCWulE0NjTDiZmktrnklwmfjrEzM+llPj0cc40BRbSaXfie0EGYNYXcj7W+fg4DJ3yv3ZV9uXNbZDrKKlSwqnnwcRp9nsAqUFeASw4wv58+9/gv3fbVf4RdlzTyecjKqoGvQvDkacbO2mLm678EdtyFdYkd+493q7wn14BMPEnfbGAipDGt8ZXDkHLfXwGngm5p7Bv0Q8zru+Eqm0CXVYDdzbsR19aMSlPmQxhC6CJ/C/7fcKYICnRJ/BC99U813Ul2+K2UVMpRePSOBoKDYVEIZRF2Th484Y+3rihl0//MY/zHink5JvymH5ykNwy4RgLLBJOMCGgdKJGTolgxCyN8x8upGiUP82fj4/P8KYpvjzr8na2EhAFzifBjJwLGB06yklwspVRDZ3puecAsLj3Rl7r/gkmtuBuScm0/C9SGpg2FN0YdrT0LaTX2OpKn7DPmWF1cWjtfwiqUIYwb0hbPFYC+xlj2c8wQxeoQB4zy68e6m74+AwI1QfncNBNFSn5LC2SUgF93XD3vnV0burfDZ/w+HumwiShzEPBWMnL13Tx3Hc72fhsqo5Jw3ITU0osKTGlxARyR2ksezDOyz/vZf5VeZzzdAkn3FzEjHPD5I5wpiYUIjmbvdAERRN0wqWCsqk6pz5QQsWMwMCeqB0glMrqah94LjoPNq1NfVbuvwJ17pfg7PMRgaBd+O/WP8Pq5VBZBV+4GEaOgWgEdcFJ0JVWhGHKDMRvbx6Sbgw39nlpGYvaExel96f8ydQaygI6F7+3xVsqRiY8jtn5w4yRXDJ+xCC01sdnaNjU9xSLOn9Dm7GSqNWBSdQ2kKUXSXKRHJKEQMkACiPr+rAoIkIfllBOaKXJKUV3IF86hntP79xhu3LKBJ9/voTiMbYyv/m1OLed4B3PhAaHfi+XBZfnZjuEj4+Pz7Dk/tZT2RB7KqPesOWMubPDn+eowuvRRQ5x1curXT9ma/QVcrURLCj4ASMC8zBUlNubDqDNXOM5doE2ii9X7pmh6s/UnUpDxyNA4nySFOGmFl/MiOCBvLnt/OQzy5AQDQjH+YOt+OOqSg5ML7mcfSp+OaT98PEZSOpfi7Do5220LY0T7TAx+sBA2CGTSTnP699POoKERORIzLQs58TWgVx7G8O2P2IZcMwNBVTOC3DLoe39tMj+lkAenP9UMZUz7Uim1jUGf9+71bOl1GHel3M46vqCjKMMBUPn+d++JWt168TJEnfcjHjhGXt5QSFceBkccgwUlsBbr8JvfwonHwEdHTsq4b1HoZRicWcf7qribn64cjsT8kK8f8Q0Lp1QYYf7yw8+ef/c0vKB2/j4DGfG5BzDKSOe5Iu1m5ic/1l7pJXpBV28tUcBhMizrbPKyKwdAEwPn0tpYDaWMFEYyemsnu++mqbl3kIv2ehrUTx2cVfyc8U0jUAe3igFE0buP3QWYB8fH5+BoNF43zOeJvP1He/ckui/eLv3zwAERC6HFPyM6bnnkq/VsDH6DM91XcXvGkfQbK3xxTwXjdE3MZ0K4VZ68dn2P2HIKCdMWs70ymvoCwqiAds6oCAVwuxsnzAAbOy6d6ia7+MzKFTND3PCo9Wcu2k0M75VghXUQMqs6Z4eWS9Xw5KSeISsct74T4cYfWwYI2bLY4laTS98v5vG5enTzGcS74GHvpyS84rGaORVCoRL47YMGHngzpPzhm5Cd8OZZ94TaCC8f/94PexzgK38X3UJrHzfDv83LO8+CpzkWJtjTx7kxg9PhBAUBzRaY2bWymYSuGljE3fuPY6ZhWH0xKkUKnslNAe9H8+oj8+uyKy8r7Ci9/as6zy5/iJAXHirF0/MqgABAABJREFUu3ofDILq4L7U972HwvKs6bNaKBq940IvCTa9FOeeU9spnagz/YwQZ9xZyP2f6yLaqRBCcfCVeYw6cOiGZh8fH5+BIKI6UVLiDihVaVrny70/Y2r4FIrlOB5uP4d10ceRaBiYnmnpLAG6lZJSZuV8YSi7MqwIyTIiWhOapbJIbZK1Hf9idP4pFOTNQXTlgBXBktjlsvqxoogPslT7+OxCTD0/j/f+3IVlJEr7JbDfW4mYF00QjwjXmjTXqQ4VswPUvWtkyHOxbkXhyP7uG++d2bTC5PZPtVM+VWfKp4Ocdm8x953RTm+TnZq979dzmLQTCzkPnec/WdTPVeAqnVgMFr8D77wGK5amKv27fprkj2oJGFEDX/8uHHPiIDd++HLdtJGp4n1ptnILeLC+ndzH3uXLSzZhqcR24LLJp/ZzHthXTfRD/n12HyqDe3FK6VMZyz13jBCYmJ6RyWMpFjoBmcf40LGMDh5Cwqvi1FhmZGA+Uz8TZNzhgdTO7r9pbHg2zrv/7OP2Y9qxYopvrSrlU3/II5wveOXnPfxuTAtrHo9m39nHx8dnGBISBSkHTzKP1l1QCxQWa6KPUx9fyLroY4DCxEAJp9CWKzXLFJAnq1lQ8GP2y/+/oe7OsGGfsp+ihCCu4TE7g30+6yIvcvv6Up6pO42INLCEnV9sSkFMS027CKmw/2nF3xzSPvj4DCZFEwKc+sII0nXLlJxmj0emylT8k9toAiEEkz4TZuSBQdsISaIANFTN0xlzcICZnw0l90399SRXA7D5FYPFt0a46+ROmleZXLS8nBNvKSSnQuOtG6P8dmQrS+/eObOrDZ3yf+Ch/ebaepASOtPzZkXaJ+ffdTchPnUaYg/2VHeZpn1anUr/KeU+RWKJlTDBu4uMJy97ewaAOQVhTq0uGfyG+/gMITXhA8CpNp1xhzjjR4GsTS0idStJEaRCn8mZJY9SqI2iWBufdgzB/rmXIqSgYpqWmGb5A9OTLMOWdV+8pofeJounvtNNtMveKdatePD8TtrWf4hQAh8fH59hwNTwqSkHzQ7KSUk0Iqot+Tmz6BYkCm+dVHoP++VfjhBDJ64ON6KqC0PXMXSNSFASl8JjvE78lQp008DQSBVDk4JYQGJI7Cn/pCAYHM3U4ot2Tmd8fAaJsplBAiX2GOIefex6T/byvKrUGOM2TQpdUDpF55QHS6mYGaB4guaZPtBSgn2/nYcQdoE+Je1ZBizP0TJJpAw896Me4r2KJy7roa/Vbp0RgUe/1k3dovgn6fbHYuhG029emTIASAnz9rOr+CcGdCmhrAL23h+mzbSr/FsiNSFiemLG7HlQsWdXpX+zrZtvL9/i1THSIwBE2pv0Wn8JLcd5Lenu5dYtzYPXaB+fnYAQgqk5n3XNimEX1zelwJSSosAUzi57iaAo9NxPUsFpRfdzdOENvNd3G491XMSL3T9MHDX5Why5FYBYF8kpZRKzaKaPX55HhIKeZoslt/dhRvFIc2YMtr419A8FHx8fn4/DIQU/YVb4PAQaAslI7UDyZFVS8BZohEQhU0KfoVKfg04OphAYmswq5pXpUxmhz9sZXRk2dMTX8XzLhclK/whBXBdYIpUekTq//ZR1EoK4rhEPaBi6pINtLGq/bqi64OMzZMz8cgGJeHELW84zpEZc08gZG+D0ZyvIr5VeOQ849q9FfPr2ElY/EuN/X+3kmf/rSkUhCTtf/91/2Gmh0S67Wr+9TiaNADvy90TaFMsfiBLtUImZnME5/KaXh17OG7pq/wlMw1b4pYTGBvjDL2HrZhg3ES66FEZU29vd/k/4d6KCv9uj7QjcU6bD934MVTVD2vzhxJ82NvCtZZszLzh3KVgPWR6v0rWps3pMTogNR84Z8Pb6+OxMDNXHPU2H02Qs9ViCE9d/jqjg2KKbeLnrB7QYy1FOZn9JYBJt1sbkcRRmxj0X2Dwd8YVb0PoK6WtMFHFJm8s6yy0pJORXCzq3qqzrT7+7kEnHhz5Gb318fHx2DpaTLCuFRp/VwhNd36LeWEKpnMCRBb+kXJ8KwHu9/+Z/PZc49QAUUrkCaIWgXJvGZwpvoUKfvnM6MgxY1/MATzefk7FcNyy0fqT3mAaJB4oC20uZUGSUQloQEoV8YUzjYDXbx2enYBmKh05sZuuLUadApuNgduS9QD6ccGsxb1/fTd1bcZSyp/zLH6PT06wwHT08W/0mLQfioQBCg2i7PV4l60Y577P6/yXkVgm6tysyKgYIOP73+cz9fPiTd/4jMPRxVJruFPEz4K9/gHfegvp6WLUC+lzFtvIKXSFgjolTuU7tmlVw1WVOIcE9k+pQIKul6ZrJ1QT7y4Rwl1zI9usLaIz63kaf3Q9d5HBOxWscUngduszJKD3Sp5p4oP1UTGFiSQ1LCpCCVnOdo/CbSe+L+/ZSCuL3nEB8UxmRxoC9LrmBQiReShHMVYxakCrmVzpBo2trouaG91U+TWP8kTuvIIyPj4/Px0EKDSk0lLJ4oecnrIw9Qru1me3mu0RUe3K7gJbvirsVWM4rERHaYq7mrvYTiVgdQ9+JYUKulr0G05ySK9DJnA7WFKApgeb4zJSwlX93SoUlIa46Maydk2/s4zNYSF1w8mPlHPGXEgLFWkY6UbwbHjy9nWhEYOoaptRQUtK51cKI2Ep/NsVfAdGIINoNkQ5nBhOZMrBZQthRTFKggjD+qJScVzxW0l2XKjDtfuVXSaadOvRy3s5LorrvTnjtpdTn9jb4yVWpzxUVWWYGcInclgnbt9pRA3so3YZB+mRlEni8sZ2Tqov43sQRHFSax0GlefxyWi0bjpxJTSiI51ympwAAU/KH1gLl4zNUCCHZK//ifgUqgFZzVSrEEsgezOXKG3v8OPjHlz1rK6ZpfOqmPHTdZW8TEMoTnH5PERevLuPiVaWMOzJgT0mb5RsOuyYPrV8rno+Pj8/w5r3IHcmUKICo6uS+js9iqhjgrbPiJREBYPL/7J11nFzl9Yef896ZWd+NbNwhCRKIQLDg7j+stLgUKE6x0uIULxQpUijF3a24uwQIkoS4ezbJ+u7Yfd/fH/femTsSpM3O7ib3yWeyM9fmvXeuvOe853xPi6lhafK7tm1oByauWzPS1ZyXMK/1Q6ord2dk14vpVbw9PYq2ZlTXi/ntwGl0j4xCcFRuxB3tT+EaQyVWL0Iq6OsFrH2ICCOOK6PL+quvmlTzQxKT9In0/ZxGE5DI0h0pqVYc+mQZVqmkS0mLYBUr9rurkrNnd+PMKV0ZeVSxq32aqdUBsO2fSymqLLwp3n7G//QpnrsEbAUJYMEiiLqj/9tsD1ts7bz3KgWoPB3hyLo7Mnb1zCVZUwwaw5cNzTy/dBUPLFrBi1sM5aNtN+SCob1psjVbdivNXiXn/aGB4F/AWs6GxYdmfM6+IecrFZP+ZFGlBgGWs851FyF25kPGqCQrVi1FZ1YEpHm5Yem3Scp7Kcp7W1T0tTDaiQxQ7kswWGHoM6b9asAGBAQE/K8sSX6LYGELJJQQV4YmVlFvLwSgX2hLNi1yQtrFDYjN5+4MybprpH7VdG1Kvd/J8RdsBcvs8cyNvsp3LXeyfe8H2G/AR2zW/XK0GCpLRqY3kM+oMYYBpetulayAdYNNjsu0d3L6eT4LOFs3Xiwo76ewLSGJELdCOQsZAzXTDclW34YNxJtg7scJSrsrKvpadBmk0MaJykkqpwqHdiMHBo5rn7LO7Wf8d6t2xfx8o9BGwddfOe8tC668Af5yORxzApzzFygtdVIGwPkRttoW+qzOc7z205D0BGDIDYwAlsQSvLjMUdR9ZXktoz+byIvLV4KyiSjoE3GMC+NW2MF1EF8zawmFloIICCgk21VcwUbFR+DPy/fyTC0iCOGUaFVEShka2Se17oDwdgwvPjB1zZnDnsRk9bCW/vZKPrVvJEPZxcXy+Su7DJGczq4AI48uorzXuqtuHRAQ0PkpV72xxaCVSnWctVLMSDilV0WEfcv/ycEVj7JD6UXsU3EH5aqPzxFg0Sc0lr6hzdttH9qbVntFSrVfK5URwm/QxE0TM5qfBGBx/AsertmSH+JP0xwJYasw5VZ/x6VsTGp0U4swufVB4jq7slZAwNrDyBPK2PysMlDZlTEcAb9QifNXLLDCsOHBRSk7qufIEKNPLMEYdzTfmJRmhkfzSsPbl7eSD3/UZtf1lCPQ6WuDLbDe7mGqN2gf478w39rSAhO+BtuG0WOgqgv87mh48SV8CV/On9dege12cN5bFuyyR3o7m4yExx6AVSudigBHHpfrrlmH2KKqjNdq6tMK/jn2uiGmnYknTpxF0mg3LMWQJIkWn+Kld2IqaNaaxqSmMpwjTREQsNawd5d72MvczSt1JzAt/iwAigj7VT1A99CGzIi9gqDYoPhgqqyBxE0z2iQoVl1o1suZFHuCFr0CfdrdmJCNevYQLBUhesLd6MOfgZXdCN1yFlJXBXYIsaDnJiH6bJ4e0V851c470pWnYmdAQEBAhyVposxKvE/CtDAwvA2Vqi+bl5zEB9EbwKdUD/Bd/DG2KjnFnSRsULQ/4IxEDwnvwsfN11Cv59EzNJLtSy9CSft0kDsCA4p3pr5phmN0+IyPVIlrIySNk7v/bv05JHHKxiQtodmysIx2c5hd54uzMgZNs72MiKos9C4FBBSMHa6tZPtrKnj/zw18+0/HUBcFu91WyaBdipj+QhSdhKH7FdF9gxB732VIthqKuwrxJsP3j8Wom6tBG0RrjAhWxJCIp3tu/iJqyoLK/or1dkr382rnmDy2qklpBrQHbX9HrVkOZ58Oy5a53xiCbt1g0GDnfbZgX56RshQDBsFfrmirlnY67h+1HkM/+J6mpM4b2hUCdq+u5IklNSxLJpw4D2OcMmJGWBpLkC/IrtxSVISCUceAtR8RxX5d7meL5Jk06+X0DG1KheVEE20VOje1nDY2YUoR5Yyg1Nnz2aHsMr5rfYSF9njk1PtInnovImVommFFdyKXXI5gQ3kjVT2qGLRdKTv9tRwrnL7mynrmyccEuq4fON4CAgI6B626jgcb96HGngKAIkS59KS7NZRi1ZUWk1k+2LD6fl6l1Z99K+9q0/Z2JsZVXc3MlheI6pq04e+bb9AMLtmXObF3WKonO4n+BkSDmCSt9hLfII/nMACREBWh/gXck4CA9kFE2OWGKjY9ppSGBTbdNwzRZYhj/m7xx7LUckYbQkUQLnHsn1VzbMb9qZSJT8WY/ZEN4mqlh4GEK+cskrqbde0DQ7YNsdsVpRRVpK/Sku5k3PGcrQvdhrSfndX2xv/dd8IK340/mXRK/K1Y4YzsZ4uR7LQr3H8vTPnREf07+jjo06fNm9kZ6VkUZvZOI9n7q+l8U9+C53/yjmbS0nxS18DvJ8/KUB9HcM7E1URNjOtanvYqBwSs5YgIvcObZUwzxtCkl5IwrbzffDEz429iEWZIZFdW2fOp0RPxd8O8zmyUZkiEKDryfmTm+ogdwiib5qiw2R9K+OauFmp+SFIxQDF0nyLePrspo9ImxqCKhGH7BeX9AgICOgcftl7PCnt66rMmSYNZTFNyGfkGGEZGDuPj1luYk/yEMtWd7YrPppe17pbz+ykiqoJj+vzIqyt/y5Lo++lAT7ffHLMUS+yJvNN0XkbImFagtCOrJYbM/p5At/BGhKSkoPsSENCe9NgkTI9N0iPyxhiaawyJFsNH1zcz+dkECAzeMUy0UbNwvGuyZ3TSINYizjiqr1IJxlC3XNjshGK+eybOwq9synoKo38b5rEjWtMCA8bRZlMCI3/Xfv28tjf+5811wv2z0bbz2mwLmDcHiorg0MPh/fecvH9jnPiJzz+Hex+A7t3bvKmdkceXrOLrxmZf2L97doY0SuCJpSuwBFKilt4DIGSc38V4I4zpB8MWVWlPWEDAukaLXsGz9YexKPlVxnSDzYz4q2h8N/2M+Tie4enDUNM2SE0XbaET8NIR9TTMs53oTQUT7s7NFRPgkKeq6LreuhvmGhAQ0LlYac/IqpDioLERhCGhHVlhz0CJxdii37Pcnsp3iSdxxs4spsZf4+TK96m2hhW+8Z2AObE3mJv8CKWEkHYUZrQSYiELkTDTYs+jiadXEEdLJmk5wmJFSZ1Tg7xneExhdyIgoAMRbzI8f1wjs95Jlzb3zKTUNJ86f1aCek4JQcTRD3jxrBZWznScBqLgmwd916Vv2QPuKKHv6Pbr57V9zMHAQY5IX6pGSVZ8+i67wlMvwMNPwqaj4Kvx6WW0DU2N8O7bbd7MzspNc1zFf8H5NZVxXlqwNVRaFnp1+cMWoLIf2IYnl9UQ0z+RfhEQsBbzauMZLE5OyDsvdSmt6O7c+JPuzbupDJqLnb+r8QzUzbGdrCaTv46st1bv0YHKf0BAQOehuzUUUGicoEJ/h1lQrBfekXO6TuaPXX5gTNExfJd4An85P5s438Qebq/md3gmNN8BOGKJ8ZBFPGSRsCxnRN/YRKhY7braUkRDPn0nQCNMT7xBVNe2bcMDAjoo71zazOz3cw1/SPfFnIEewSDo1MsN98+zTWNgxQydugEaO7fCgFvzj24/UYawELS98b/zrmD7DUlXWU4pKCuHLbZKz4rHctcXgWi0rVvZKWlO2iyNJ3xTjBPnpWznrxHKxKI6EnZ/aAPZj2dlwEqCSoJKgDLMao3zXUNz4XcoIKADMD/xSd5RrBQ13aHHKud9OOk8KSqasV7cn8i512KGzURvNAVjeXomxskR+yUIFHcNUm4CAgI6DxtHDkb7blvGHRETFIoQG0T2S81LkF8dO0nQz8uHbRKsSs5MfTZA3FLEQoqEpRCjMbqVLmoIgkr18hIi2Eq5pQEVrWGLVkvRGlIkLaHVrGRh/NP22q2AgHZl7oeJjEGYTB2NtDCmNy/tEBDsVBqAIWdA+xfSY3j76qq1/be/8VqeAooKNtwIbr4dulenpw8eDD16psv5AWgNW23d5s3sjPx5xjzi2iZl0Fu2k9wlOH+VzUOLV/DR2I3Zu7oLGf4n/0+iAMs4f8Vx1FhBzn/AOkqJdCVfnmoqc+a9nXPnGUgc/SyxS2+k6PSbMKN+wPRdnLqeDnq6ipKugvyMjt+4vziiggEBAQGdhe/ijyOojFBYI0JPNYKjKl7ICOevkD70UiNQpG+GmiTDw3vkbDcAvmy5hRapR+PUTIiGFEm37J+thGjIYk78LfavfIgNig7BAEmlHAeMF7asBNtSJMMWSUthp4yaQFg2YN2ktLtKpeFDZhk+wbmGVofgpNMY7+UWez7kjmK6DPj5ft6YI8OUdFnbjf/GplzPSCQCt90Ny5bC+WfDWafDC89BOAI33gRD1nMeIF26wKVXwAYbtnkzOyPvrKxzR/qNY7x7eG4q99ftFg7zymYbsW2XivR8/3J+xDCirJjRFUHef8C6yc5lfwUcxWpFCMGif2hrulsboOurCP3rBEhamb40N6DJ9F1C9MrrCD1zEKq+gsShL2BfdTOfbXUSZV+cjzrpZecx4Sg2Zdwbi6pg24tWH74ZEBAQ0BGJmga3+5vJcVWvo0XzSNOh/LtxTz6M3oRBc0TFk/QPbYGgKJYq9i+9hWHh3duh5R2feYmPSAgkLCEZUs4YjffsEMEoxxAJSYT9q+5nWPFBzoreAE52bjJC0lKUWn0YENm+0LsTENAh2OmSUkRAhZyXCPQba9FrhIUtTnRNdsi+4I9qciMEBLQI2oLvXrapWj9ESQ9nXVHpOGu8vxYceFv721dtn3Sw1dYweWL6s1Iwdgv47FO49KL09MkTYcEC2GwsXHwZ9O/vVAMAJ+9//Hjn7w47Qpeubd7szkCz7YYc+7LrAPeh4LwdXlZEdcT5mfsURTzZ1/wbdCdvVFFEKBh9DFhH2aj4YMpUT6bGXkJJmEHhHVhgjyeum7GWNFM7fwDh868lcePFEE5ijCO+ZEQgpDH9l5Dc7Fta7rwQ3ccpcTo1CZQJXPIa253bxLTNDifR6MmgGERBr1GRdt3vgICAgP+GoeFd+DHxUuqzYNHXGs1SezIPNh0EGAyahfY3LLenMyJyIHuX3kAvtRHKHSaLmSZmJt6nUS9jo/DeVLklV9d1oroJcUfwU7XEyTQqilU1XUNOdEW51Q/jCv7lxZ1RbA0gosrbqtkBAR2awTuGOe7dKiY+GcNoGLxTmEU/2ETrNOGeiqmfGBJKEfbpn3nvMjQBvPp/Bqa+mcSzxcYeW8T0NxM0LgeMk0hqiaG6g5RxFmP+y4SFX4qdhNv/Aa+87Bilm411RvOvuhy+nZAe+XJik9Lr7b8/bLMNfDkeXnoxc5t77w0X/LlNm90ZqHz3cxptn09JTLrUixEshK+3HM2wsmLOnjaHBxcvI5kOXoaM92m261LBx1uMLMAeBAR0bJYlJ/NAwx4kaE2NbFlv70TJmTdAUZzWC28mcehLEMoUyDQ/jMAeNSXHzyaAtJZStcGXpBPHwCoVjvygOz02DlT+AwICOhfGGN6LXssn0Vsx2PS1NuOw8od5p/Vqfkg8m9JQ0YAWlbovjgwdxKjwwSxMTuCD+M0Z2xxu7cbRZU+s82WHb185gma9ACAV0u+FJCtjCGk4ovxZBhZtzwfNV/Bl7N6U8n9GL8+YjMdRlQzm9O7fF2w/AgI6KnULNf/auZGWOuOIMuOk2MRDFhhDSBssY3LuRUlwI2sg36CqiEl7DIwhFIYTXixj0Fbt389r+xZYITj7PDjtTMcRUFLqTE8kVm/4A/znP/Cfl30TfAf29ddhzBjYfd3OEcsQFfcMf0l/tjXs+M0kRpWX8ml9A1q0b6X8Ph8FjK0MvMEBAQCftP6dBNFUTpeaO4CS865BWkuQ5nKKb/wjyd0/xHStw1g61dmyR/2YFoupq6T0T5cT/ngbTEUT0T/djtGG1NiMwOCdI4HhHxAQ0CkREXYtuZidii8gSZQicdKXbBKkVf2d8Fh/V+6H5AtMTDyfd5vT7Xf4MHYLOxWf28at79gI6VH/pFIkLb9WAtjK8EzT4QyKbsfM5HvElUIZwfIlYtg4xZ3Sh17RN7x54XYiIKAD89kdUVpdw98L9Y9brk2qFEk0Kl8BtJQzIL/6PzqzNGCvTVSHMPyhEDn/HpFI2vAHpwrAryLr0H700f/cpM7O7t26kDoufsPfQwwNSZuP6xrQ3pmbEgTMv81iJRzWuzr/zICAdYwmsxyDdq4yEfSQhTR+sTvJ7T8HwFpeTcVezxB+6DCkplveB0D5H24i8uYuqMYK1OJelJ1zLWLSYzKioLRH+4q/BAQEBPyvWBJOGf4AI8L7Y9yhL+8emsHPBJ5OSbyxhlvY+RhWtA/emL2dffxEsEWwiTE78Q7RkOWM74hgi3JeqYKL6XWFECOKf1e4nQgI6MA0rzRo7YuSEaFIG5R7fzJKEbMUSUk7B1J3rpxrMv0y4tumgvIeHSeKqXA9TmPggw/g1n/AvffBVtvA70+CyiooLl79eqszVCur2qihnYd/bzyUYuUP7PJhfG9yDP7VP3BbtWa/736kNpFc7TIBAesKg0Lb5nZaS6K03HM2pqoOALW0F6WXXUTVmA+JPHFIelnjjPqHP90asR1vr1OKKX39ieWIzYw5xecYDQgICOikTEu+y8vRC3k9eiXV1kbsV/J3yqUnEUpyF85TSstPqerSlk3tFOxSdgVFqptrxJPXYWJwSvvhqo/bkh6JFCBk/J+EhNg803wCdXph2+9AQEAHZ+BWobzGfFj7RJlFSFoWsbBFUvkimIyvR5ddLxAnqF3csJsdzihqq1341RTO+H/wIbjiSnjpZXj0MTjsCPh+Mjz2FLz6Juy7b9YKniI2+W3VPfds+zZ3cLpHwvx1aH+nnJj/GHkxYiYzxC5VASDnV08fZAOsSCT5tK6hzdodENBZ2K7kPEqke2aHSxkoa8Vef05qkteFLb3gCsqOvYPSq85zPb+5sWLiBvyrEIw4soQjP+xOj03Cbb0rAQEBAW3K5/EHeLD1cL5IPMBHiTu4uWVbxief4dSKj7m0y0J2jpyXuYLvvpqvm7dZ+Mi2bXAnICyl7FZ+AwkvDFkk47hZWqPxtJ/TFQBsV61cMCSVkFBOfXIDGDEkaGFW4r3C71BAQAdji99H6DYk0zBKDeCbrAmArYSECFq8TOo8hqobgQPCyANDnPyfUoaM6xgh/1AI43/FCjj9DHjoYeezP89//Hi4+VbnAI3YxLeS7yBayikB6MVPeK/HHm/zpnd0bGOYGY06xoiYjNJhogVLVHrUP6PWBKSSUdIpK6QcLkAkUPsPCCAkRWzK4eQbl1I13TM+Ow8KoeXwF4jt9T5F9x5O5K2dSWz+Xd4yWCXdFHv+syow/AMCAjo1raaOB5oO5+WoI8RsSDs9F+pveCJ6CgADLDfP3Clz4uuCCGHKM7p4GuGD+D8Ktg8dFWMMy8xM4ipEQoVc6URBDIRsTcgoJyVNKacEoLMSGLcMmUo7DbRSKQcAgEVQYSYgQClhi+MjuSH8uMZ9Tkq1E2FjRNAIxnvl8WCqEBx6ZwkDt+g4hj+0tfFvDFx8CUyZspr5wGefOe8fezRzngj07A33PgC2v5Sd+/rhhzZrdmfh7/MX8u/FSxwDXzmvPkVhpmyzOTcMG8JWlaWgNIRs5y9OhECJKDLOZsF1GjivQcVFbN+lsl32KSCgI9G4IMnsUcdhTd7Q6UklnBt46Kn/Qy0YgN9RadDYvZaT2P0Dklt+R/TEJ7F+HE74m5FISSJn21ueFwhrBgQEdH6ebj2D6fr9vLH7BsMs+xOSJsaH8dvAK42Fc/cskipOLX8HxMKISr0QYYmeXMjd6JBMSDzF+/Fb0EqwlWCLRcjqyikVH7J3yfX0j+xASyhMY1ExLZEiYkohBkqkKj3u4zNqtGu0lEhXNgjv1V67FRDQYWheZXjzX3ZGTj9AUjKKMjm4jkvjpdkoXwRAHot6h9MiKKvjDaa2rSuioQGmTcuamFa4xgDFbh5YazRzGQMUFUOfPmDbudu2OkatxPbkqWXLc6atSibpGQnz8PLFTGxsAcQxWtwIABXSXDBwAH+dvSBzRXF/EDGsSsZJtnEFyICAzsBHf67HXlFMxQEPEzvsBUzv5ajvNyH8+q455V1MRTMN954DofS1Ez3pUUr/dSwN11zFoEFDWfXABkgiwvq/MyQPrOPzeIINQrvQTQ0q/M4FBAQE/I9oo5mefBdvcAHIcQJYhFGEiZtm0iLF3kKKvtYo4rRk1LI3gFWAglQdnUmJV5x8f1+UZrNpoEL15UteZx6fYYkQtm1sEbQoWsMWu1pn8l70ylx/jAgJpWg2rSSI5lNiCAhYp3jj5gRNKwVCIULGEfrTQFJJylTNvI4kZec7GdaSchoM3V6xeKJG24ZhO1h0XV/4+P4Ew7e36DWs4wg7t+2dtagoJz8ph6PdnK7ttnNK+/nEFdh+e6dKQHExRKOZ640Z0zZt7kTMjbY6b3xPy5jR7DThOyY2tZLhXjcCyjmhf2xppsiCmJ11SrvJLY3aZmJTM+O6BKKKAesuRhuWfeXWS46WUPzgEel53l+j0dUrkYZK6h46A3vzSZnbiCRoPf4J4of9h2lozDjnIbEUIOZEMYVjxZxY8jSDQ1sWYrcCAgIC1hiCEKKYOM2rXWbHyBkoUWwc3oclsUmkKp2g2Ci8NwDl0psGsygjQaqvGtWGLe8cLDVTs7SbBG0MD7Uew6LkFxmB+yEDcaWwlcVcmYaxKsFO6zcZ0hUDkpJgbvILRkYOLMRuBAR0SIwxzPnKdi4OJST9F5trj2r3vRhncD/fOL67OjM+0RjlpAF894bhuzeSzsCrleD4eyOM2KNjODTb1g1RXAwHHpj+LAIhCzbbzDHsL7sEDnLnn3Ya7Lab2yQLtt0BjjvOWefcc3FCxZxQMCor4cwz2rTpnYGYyVPeD5jY3Or75EtY0Y4X67kVNcSwXWPffXnCZJ6gRTDwH7AOY4zhzWNX0bTIJlvIxbliDBiNQgitqEYlQpS8uE/molooen4fEltPSJcLTJH22CWJ8Vw0SwgrICAgoBMgIuxU9EfvE16NqyEyjo2svTi46CZ2j1wAwI6Rs9k6fAJCGFssBlnbsV/RtQAcXPJ3BMuVQxXClHJIyS3tsk8diRjuwJcbZuy9X2CPz5Bs8kYow9rpy31v/4cGK06LFUKTNvxtbzsCMdNY0H0JCOhoPH9FgoWTXFWmDOF042qPuCP7SqGV5EQBZK3iCgBmYUDb8MQ5cUwHiapuexfEmWdA377wzTdQUQG/+y0MHZq7XFER9B0MCTec//3PoN9DcMoJsMfu0K8vjP8KSkudz127tnnTOzrFStGifWrifmG/1ITMmcaTHhMgpEmd3Vl+oJHlQemxgHWXRR/GmPlca+4lBegeNejudYSmpu9jpqqR8DebUnb/sbQc9CJYNkXP70PxkwdQ++qxgAXkSV/C0QqoMTOo10uoUn3aaI8CAgIC2oadIn+kXHrwY/INIpSyTeT3DA5tlbOcJSG6hzYiqgWDYiqf80L8Un5XdDMbhHbljLK3mZJ8E4swo8MH00X1b4e96VgUSyVNZkXO9HwmhPe80ga0MmgUreEiWkMRiuwEYZNZfWZIaNs2aXNAQGdgyTTNR/e5Epp5OntiDEZl2ka2CKGwQcfT07zVVAR0rrxTaqGWWlj0o6b/iPZPW297418pOPQ3zuunmDET7n0wc9qjT8K2W0P/vvD8KzBzFvTvB9ttD4HtzxG9enLHosXpCTlPg+wMOm+U35vvnu1KQHvFYoQ/D+xPVThQIA9YNzHa8O0/GjMuFU+t3yqG3Wcu4e09ivDmtvzuZer/fhWEkygTYpM3r6bs2QOQwSuoeu1zunW7kxnJjxiffMSngp2+No37/+PRUzm19MWC7WdAQEDAmkBE2CJyJFtEfro0X51ezPPxizKqn3xlP8UIew+GWtvyafIR5upv6CJ9Gc7udGnjdncGxoYO443EtekJXkUnwCBIhugs2Ai2Uo76uKRzlmNWGJWMpcKWR4d+S7W1XuF2JCCgg/H+vxMpQUzjRlJ7fb4znozw8ClxGuvdvpoxTmE1IJkUhu+kiBQLVgT6biR0H6xYNlPz9q3JlC2WbYEJ8NApcS76qBjJU1mgkHSM5AOAeQvyT581B66/CRYscgzUOfNg4mR45F6oWrcV6Q/t2YM7Fi0ifwZKNsZR/Pcb/qkQANIuY9HsV91tzTc2IKCTMOmeJua94WmMeEGoDkUVwkbhvRm/Yin12CSGzab+5r+61TRAS5If9voLBx9Yyubh36JkAwA2DO1JKFbED8mXUMaikZXYpF3HBpirx6ONRknHEYUJCAgIWFOsMHMyygACKCyW2TN4P3k38/Q3GDRLzTRmR7/gT8Xv0k0NaKfWdgxGhPbm9cT1iO+4KeO5jDMNDFuEFiuCwQntFwBjsHBEzBIqhBe4PDyyd2F3JCCgA/HtqzafP6l9JlF6MMYKwdDtQ3QfatP4jU4Z/ikMTP9Qs/eFYXY+LYwVctbV2iAifPl4EgO01EPCl4WtgZrZhuZVUJ5ZKbrgdIxeptbw7UQnWcJk1VqYNdtxDHjh7VrDqlr45LP2am2H4YO6OpRzdydbZrdnJMye1VUQSrgvG0sZVF5HgZsD5rqEv24K8sAC1l3mvx11Df604e9dNYP3crSRQ8WuaNKmU8HSOf63Z6NncVvL7rSaemd5ibB/8dVcXD6RCyu+Y6PQXoCVHrMRoZjKwPAPCAhYKzHGMNMe74xM49XHBo1NIyuZq79KOQYMNnFa+NZ+sV3b3BGYrb/EFkgiJMERHnPnFUklwyMHsjJSyopICXXhErQKgaTH9QSD5a4jIhhR2CLMMRPaYW8CAjoGUz+ynctEsl7AsG0VIkJRRaZllZ3r/+p1Ca7dtpX6pc59Sylhz/MjXDahlMsnlLLl4RZYpDQ3HOE/KO4AVZ47Rk/zkSfhxVdJH163WXvtDq+8mX8dW+efvg4xJ9rqyIilTlxHuO/eDYfx1Raj+aG1EVGk5SkV9I544fyrqckDTGxqKkTzAwI6JJFKlffOKALVm4b54op6GucmAVA1q4+SWaIn8Wr0ioxpCRPlzdgNNJplGAEtynkBO0UCEdOAgIC1ky/sJ3gjeVNKuM4ZshBGqD0Ybz+Tdx29Gp2UdYk6s9R5I47odVJZxJXFnkWXc075p8xWszHKcl4iJEToKeulhoSU8SdZpHvYS/T0gu9LQEBHobhcyLgwXMSC/psK796dYN53njMyz3Lu31UL4Knz4hnz7KThnX8mWDzdYCwwFmjLqbq+3fEhQkXtG/IPHcX4z2fg9+oFW28J8UTmwLYBImHYamwBG9gx+bi+zn3n5fI7r+N69+KbpiaWJOK+kUVHbmyPbj8vllBstb8YRUBAezH6jxWoEGTeeByPbc13cb6+sZFEs0EwFH2yBUVv7ui4drVkrQFz7fGp90md4IHWY3g3cSuz9fi0/r+AiMXHyXtpMbVtv4MBAQEBBWZ88unMCSJEpJztwifRSn1ONw9gE2uvArawYzJFf+JXbMK4iv2bh3/LChaxjNlpDQURRBQD1eiUc2V1RCQQdQ5Yd9n+GItISe50Y5xw/ZeuSdJSnw5I1/7K6WT18yakB6O1bXjs3DgvX5tkxmcG2xb3OhTEEr54xmbVovYfvG7fnP+Vq2DSVIjFc+eVlEBpCRlyCd7RPuE46NWzMG3swCyO5zluwH9WraTJTuaZY1i/uJhLBg3k3dpaFkUTzM859ob/697OySgBAQUm0aKZ+WwLdTOT1E9P0m+7IpqXaernJLBboKSHYpe7u/LGsatSQoAGEKMYdMXNzBixL7r/0owwfgzEdCsvxS5FYfFp4j5sfFKw/nKyaBrMMiYn32aL8G8Lt+MBAQEBbUizqWW2/opW05AzzyJCsZRDKhM9PUq9rfV7+qgNC9nUDskKM4+ECJZxj484aRMT9Kv0kuE5yxugRLqzb/hCfrTfoYVl1Ok5KW0AA2gRRlp7FnhPAgLaFzth+PpVzbLZmiXTYdCWFg3LDLXzNfEmKKmE31wV5tUbXftJHKE/RCjqBrGVBvGZon6dgGcvjRMphQ8fsEm05P9+oyHWDBNettnt1PYde28/4/+7SXDupdAaxRGjy5p/4L4wdgwMXQ9mz3Vy/ZWCQQPgNwe0Q4M7Hl1CIVq9ehM+Q+KIqT8SEpNShXWGFg2WGC5dMBuA0aXl7Na9ko/r65kTjZG0oVRZ/GPocPbsFhj/AesO8UbNczsupXaK32GWvqC6bWix+0PdqR4ZyXD3ekskVimq/n4qq265In0fcx8QdWYpnybud3NZf76+q18EMCAgIKAzs0hP4fbY72imFjEmp5u3bego+qtNGaa2Zab+HKc4nUWl9GSvyLnt0uaORqX0pIEa7KySY88l/0oJ3Vz1BGeUX4tgi8XrPAAGeqpBbGTtRNKUs8qeRchuxZIIe4f/xBbq4PbZoYCAdiAZN9x8eJxZ36T7bulentB9ABx7a5hhW1q8coOvL+ga+DrphO/7M5G8Hl1zA3z8sI3Jk6WUrcimBOwO0M1rH9eDMXDJdRCNgrJdpWzfIYqEYbNRUN/g/O3SBUJhKCt1dAAikXZpdkfjooGD8k5v1Ukabf9Z6DgC/KbHdy1N3L98CTNiLWix2aV7JY3bb8+Jffu1aZsDAjoan/6llrrVGP4AtdOTvLxvDbF6zfDfluBdTx523FD25P703uwV+ox+lb4bv0X3I29Fx0KYkHbzVldj+PsmhylmA2unNbVbAQEBAe3KI/GzaTX1iHu/9LtAFRYbqp1opZ4BajMqpA+KIkKUMsY6kGLW7WpOHnuEz8QrNeYngU0TNSlJJwuDMU6IssdyM4+P9FMsZBZRy6IqshnXlUxl9/Bp7V5qLCCgkLz+T5tZ36Q/Z579wqrFcOexCWqXGLY8ROWE9lsR0MYR3Uwq52UrsMVJxdGrM/x915mnZ7/JHu2fWi3GmJ8fjlrTtLTCrgelymOlYpG890rBmJEwY67jAMhoosB5p8Mh+xe0yR0RYwz7TvqB12tXZc3x8kmytCnVT//UX43akrEVwQM3YN0hGTXc33sBdsx/o/dXZk2/6zOuiCWfOS5bFYGyASE2P6+S7/61ilU/GPzD/oIQHz6LxZ8e5qvL7NzoskPGPIooZ6i1HftFLqGHWn9N72pAQEBAQTm7ZX00MSBPNw9FH9mQFmlilVmIyXKQ7hU6m33D5xW0vR2Vx+IX8Ll+MmOajaB8Wf2esRK10oNj+cz7s6x/M0rt3FZNDQjocBhjOHd0nJYGUmmbOb08t582bAth9lfOeysEXXvADsdZ/Pi+zfRPM+9RJusCS23XXUynJqS/LVwsrL+14v/+FGLgpu0X+l/4b04k4LmXIaQyfwH/e61h5hxobMzxdoKBl14vWHM7MiLCkkQruTI5kPe2b1bz3iW/TkBAwNpL49wkdsw/Jdfw9/AMfwBjQ2m1YspDTTQsbkWMF3jpGfkQmb4+4YnD0uv4lsg2/AGiNDHJfpO/te7I14ln/9ddCwgICGgXtLH5MPkACiunm+dh0NSYeawyi3IMf4BPk48WoqmdguWyCtvtrq+u9Fja8PjpQZ4Yq0lIDghYS2mph5aGLO14LxramFRev0DK8PdmhcqFH97TzJ3oM+a9bhy55f9S0TepwnWZV2k8Cj9+qLl+/zhv3e3TgCowhc35NwYuugo++8pRPvgp10M4Ql4DVgs0NKZ+rHWdya3NIDoj1zglS5nPkMl2ALiLdA+FGVMejPoHrFsUV6dvQlnj8j+JsWHZl54zII9krIu1tAeJTbJLKinCFGMTS5WyyrwsNU/Ez6K7GsgQa8tf1J6AgICAjsKTib/wue2MVGd38/y9toiUESfuaqKk0UCMGNpolHSMolTtyXwmE1UhtyyscwRL7BjhrJH/FK4DINXFcwVoI1LCUNmscA0PCOgAFJc71ZpsG1CC0SZtPvpG5lNCzu4sbcPSGWmFv+z5GbjigF40gFEQLhbsOKmUgMxrFF68zqbXeopR7ZAGUNi76vRZ8On4tGcyX20XHL+Aqal1fylyl126Eu64v+3b2wnoE46kf8XUGZmdreJ8joiVnpXlstq/WzVVofYt/hAQUGia5mcmanmXxOB9S/Lc4U2el39dX24XBqNsWrf6Hu1KMhnxXoZSutFdBv9k2z5I3P3rdyggICCgHak3y1KGv+dOzRebaAP1rESTjjj031lbVTMPJ8+jPTJTOxrd6IstlmP4i6CMJiEWcUkbDUkUSRQlGsQYLOPVKHefSwLDGEtXerfHLgQEtBu1S0k5zQCMcsQxx+yTGYXp3Xts96XJDKTJE4fujLeSqvaMUeK8EERB/xGSs46ft+5qn4jrwhr/Lf5wI0mrHziqCJgkmEQIkhFICEbCWZ4SRarJjz0HK7Jz3dc9TujdF8Q4L9x4E8uApUElQWwn118Zdu3ahbCFMz8D4cHlS/m6sb4d9iAgoHBo2/DtjfU8t80SXtp1KVMfbMpZRoA+4yJYEfAPOmVFfOWs44hquteWZbPsnoswlS3Ow0UkQ+hqfWtrjiu6n+1DpxCiIp0O4ONH+11ipnkN7HVAQEBAYWg1jekP7n3P/0oCMWURC0WIWxa2hBBfV1SLOLpPwHj9PIvMlAK2vmOyixyLFsdgMYCFJmGFabGKqbVKabSKiasQcStMH2sMlupCVEUQkYwA2cl8zPfmg/bajYCAgmCM4f3HbK4+JMG1hyZ4+wEbo8mMFhehz3ChxI0KANckFS+eXzIDqSHjfuahwZHw960DzjYHbyb8/q4wu59pUVLt1wBwvw+Y852hbmnhHZyFHepNJMGy0iP6XmKE7a+P5RvGTgIVXTC7jENefRvszNAw6uqhulth2t4B+b65gSsXzsqcKH4RRckIaXm9diWblpUxscUzeDKNjW1++IqXNxrF3t16tGWzAwLaja8ur+O7v7v1pgWWfuom/GelEE24oYEdbuvGrBdaaF1u07TQpnV51v0nC1PawoIJ/4fUVJMcvAhTEiNfgFhfNYKRof35e2wPbJIZQs5+USybBDVmNv1l0/9+hwMCAgIKSMLECVFMkqgzwb23JkU5HWtj0Mo3Yq0EMSXsrI7kffs+dyAjTSMrC9b2jshKvZR7uCQdPSHiHEs3CsBCY/nSYOfwA33ZiLlMzRuifLN9Kn8wf2M764BC7kZAQMF4+wHNU9em+2uzvjXpFHwfb9xjOOKyEJPet1m1GJprYeUi0kp+3v3KXddAqpOmvff5kwCoHijsfkqIq/dKEG91lxOnIoc/fcBoWDTV0KV3YdPYCzfyP2M2nHcF2CbTbeI5ALpUuMNsWTEWDc2w4dBMw18EKsuhf5+CNL2jctT0idjZQSQ5CWCZJ9T8aNR9uObIVJBE839Tv6M1EP4LWMswxvDFRav47u/1pMag3LtwiZf374tNjdcbvriojr2e6MGhn/bBKvr5G3OoypCobiC+8Rx0SZzsa6+SXpxX/DZ/LH6V1xM3YJPEoDFoJI9H+aceLAEBAQEdjZVmATclf0Nckhmh/rYIiKKCbmR4O10SEqenrIfJMPyFMEX0kw0L1PqOyd3mLyRJpCLIAGyxEDQYgzKZTmmDYTmzMWLl6eVBUoS7zIWs0ksLtg8BAYXitX/bPHm9ToXie3eU0q7O1ZARhRSFJ66yOfK6MBf9J0JZV8g2qTxSI/phJwJHK0lHCfiIlMCfX4lw8VsR3rnXJhF1U9l9kQcZaVAi2MnCj/wXzvj/z1ugXXeJETc5QmDkJnDG8ZgbroCu3Z2Rf/9xUAr22BlOOCJ9kCvK4e9XQHFxwZrfEVkcj+VOFDi0ay/UamyGejsJGCcdIGM97QRbGMMNi+at8bYGBLQn7x5bw/c3N+TOMIbqUREG7Fbsc+06f6MrNA1zkvx4XxNNC/IUcc1i5GWZMV3Zt/MEUcpVD6bo91hlFmSIXBkMSkJu2Bkpw/+p2AVBzmtAQECnYLz9EgmiaNHYIiRFsEUYKKPZ2zqTs0KPU6UGucJ1mffIja0dOTR0BQonKiBCCSeF7qZS1u1IxJUszrVHRNjK7E7IPVbZ8+NESYoQzUqdjUvIDU02PGNub8NWBwQUnqdusHn6Bo12xzf9meVdesEW+0uOQyzeCoumGb57y2bexPR0P+LL99z1JJVR4i9bXS2ZhK79YMqnhqUzTUrsz1tArLT+E67z4MkrkyTjhe3nFS7sP+EfTfYduesuwqyqg+P/5Bw1fw0Fo+Gs3yPlpXDSUXDo/piPv4KZ82H8ROjdC+nZvWC70NEoUgoybBLn5HmhfpmbfmIwOYUo3atCwMmrSIvBeH/nOzEqAQFrBU0Lksx6evXljYq6CLFGjWi/1r9zQRR3V0z4e64WRklPxdi/VDHtiRZQsOnJ5UR+uxxiOaE3qU+tNHN16zjiOOU5/VemwqIr/VnFfAwaT6ppgfmeJlZQwbrdAQ4ICOj42PhKV/lSqY4KX0+xVPLX5P8RleaUxolTItVmL3Uy1dKfna3j2UodzCT9EbPNZGYwkR5mfXrJoILvS0chTElGVprnC/5GPkaLQbAImUzntC0KC40RaDFhlGsEiU/ivJblBWl/QEAhiLUa3rjX6Tn5zJlUoFFZN1ARsD2Tx/jGk7vBS3+3Qbkj9DjXS6QEjvhriE+fsrETsPUhFpvsqnjTLdFnTGY/DiCZgEt2TtDaIIjJHGFXFnTt66QWGO2mDhhYuQCWzjL036hwkZ6FM/533hZeeC392VKw8QbQrQvccp/jHNC+8KVQGG69DNliVGqS+WA8XH2HoxtgDDzxH8wjNyF9exVsNzoSm5VX8GptjGxDI2lS2SQgNgrlesLcs90LrRPcJ0n6hBNg/eLSQjQ/IKAgtK7Iqhri4Z72s59rTU1Om+6GTU6v4J1jamick8y6QiC2SrP08xh7P1VNWR9n9GW+7SvX4oXxp5L5BcGQIB2t47/y+skI+qmRfGk/SXa5wRBFv3qfAwICAgrNKLU7r9u349ztDAqLahlIHxnGM/pvRGlOlTcFJwD0dPVPNrP2Sk2bar7ibv0np3qKgTf0/VwcepKBslF77FK7sz5jmG+mu9X6xB3NFJIkAY0WIUmYsNEINrZbDlDjKI6j0s8h75kjIvSRIe25WwEBa5SWhtUr84vA1C8zxz6NOAb41vvDS/+wmTHBZEqlAfEYTHjXcMzNEXoOcqauWmwyNuwY8OlpyhJijek2+Pt51QOFkXsK7/xbkz0uGy5wN69wYf9bjoEr/gQ9q6GkGLYeCzde5vwqdQ2Zhj84UQCbbZL6aIyBm+51Pti2s3xTMzzwXMF2oaMxsqwiHd4v4Bj7nvK/dhT/QzbaSoDSjup/Vk6d41JOZxuPKavgj30GFnI3AgLahFiDzWfnrOT1fZcixiDGOc9TUfW+JPtsf6sA819tYdEHsSwdfrcTlYBZz7bw0u7LSLQ4965+agR9ZCPAp3DtlfcDbDQajdcK9ypFo9gidDg7hE9A4Ve+Fra0fkeJVK7xYxMQEBCwphmgNuHU0L10pz8RShgqW/LH8GNYEqbZ5EZQgWGY2iJjyhP2NRgMGhuNTZIYL9j/KMwOdEAGyFCMhLCx0GJhUIAQQ5FAkcCixSqmQRURUxGSEkZLKBVb5ox+ZuYm92QAB8mp7bE7AQFrlFir4Zl/aC75jSYZEmwlJAVsS5yX8hng7n+pXqAS5kwUJrxpQCmMUs7AjRuSrxG+f8fwt98kaKp1+n5d+8DwrZ3rKS2tJqmXrUH7BAM1ToB2UmDzAxU7HxOiyFdhQARG7Cj0HFJYfScxHSCh1Dz0HNzxUHqCpWDkRsg912EWLYWlK6B3NRxwcu7KO26J3HRx4RrbgahLxKn++v3MyH/vdFQ+1X9bZbqzUjOy1hNN3djdqAqF26jFAQGF4bu/1/HVJbU5+qEOmaIr2SIsfvxe2+z1PfZ9uQcD9ygBoNGs4OHYqUzXn2UsK6nvzFMxQASFxbXFE1lp5vNO4g6azSqGW9uxS+g0LClsUZaAgICANc2n+nnuty9IfVZY9GQQV4fepJal1Jj5VMsALk7uTYzM1MPBbMLl4ecL3eQOQcLE+b0eR5xozrMqRghwyvlFdAILjed8zk4t89ZLisWtvEh/tV6B9iAgoG348HnNvy/1pPddjMnUNHdN3LC3jH/gPmN5yVg++9o5/kaLcYc4Fntro+Gh8xN8+5bx8mlSG7RCbga7yfo6d5FrPwyjk4ZX/mFTt8yw3maK/c6yCP8CUek1ScfoVR55ICxYDC+97XweNgSuOR9z/9Nw16PONEtBz+6wojYdJSDApuuuEuziRNyn9i+Zf32R/+kcf/+y2WaNAWWIqMIFgwQEtAWL3m/hq4trVzM3M4A/TxZA3mmrW94A/nTLCqnm9OJnOKdlMJq0zonBEKKYhETzbltjU2+W0V9twnFFd69+5wICAgI6IePkIJaombyh/43B0IOBnBW6hw/1kzyir3Ado0JPBlHDwlR6gKAYrsa2b+PbkSgtRIkhItm9vIxnkvL16bSbeOFf1rjTtVhEWLfFsgM6Pwtnau65xOSP3szouElmPkCejl5G8rPnYMvK59c+2bqSCuGUf0U4d0yc5jrfQn6DP+0PyPi6VYsMG2ytOOHW9rW1OoTxLyELLjkTc/bvIRZ3dAC++zFt+INT6m/lSqjuDsvduq977gBHHdgeTe4QNOt8CuS+K0H804wbDaD8BSrTiONQeXzlYk7oMaANWhsQUBgm35lH1T9F+jafPdJvMh8B7hTJ6xTwKO4h9B6Xmay1Si9Ck8xxryWIZiznnx+hhK7S7yfaHRAQENB5ERF+Y13Afup0ojRTSTXLmMMj+nKfzolhGXPpySCWMx+AETKOg9U57dfwdiZKa053zfj/itfDc3QWYuJEboZNAitbD8p1EXzAa/yWE9u45QEBbcc7T60+aD2jJ5cV3G5MzuVEzgJZFJXAiB0zjfXWRk1LY+4wajJBxhf4t6Ys6FXg8P7V0W7Gv6lrgNp66NMTKXY6z1JeBuVlzvxps3M9NtpA/75w+P/B7tsivddtBewRJeX0DkdYmohnznDL9qUH+l0FTHG1E8RLVslNej55zkT2rKqmf6Sk7XcgIGAN0jgnwWt7LKZhno1fHjnbpF8tqQX9Af4mT/Cks1jFEIt9XupJUVX6oWCM4b74H/I6CtJrpr/DABYhjo38k/nme+bY31BOd8ZaBxKR4BoMCAjovLSYRmpZRjV9KRJHSLhYyijG6ect0NNyBE4FKKMLB6qD2Vr2o6cM8KnUr3t0pxf9WJ/FzMqYnkSBuPVpDSRQKCApYSxjIyKO0LOLo0HjiAE+zl1saXZksAwr5K4EBPzP1K0wXHWiZtF08EksZw3V+BBB/BeCzzbynGZKTM5Iv/e+qgeceW+Irr0zt33f+UlsO28Cdc5wv6c3cOz1FrXLDJ+9qCkph632V5RWts+9rV2Mf3P/M/DPxxzDvqIMc9NFyOabZC7Us3teDwzfToZvJkFTC2bWQpg801n2T79HNlm3bmSllsU962/C/02dQMqQzzD8DRhHHKZXJEyNHXMetJ4DwEN06qMGvmqqp3+3wPAI6DwYbXhp64XEa311WuAn8vmdB4XxGftp51jmvVtS3VOhrK+iz3YljDm3gurRufKsS8w0FpjvU9dgxvfmey4hbGsdQ42Zx/OJv+IUaLL50L6fcyMvUiRlv/JIBAQEBLQ/7+uneFj/FY1NhBJOVX9nM7VbxjLd6J133dlMYqaZSD0raTGtTOFLKujGYeocNpFxhWh+h0GJ4jRzFRdzTCqVLIFFkjBiNCKCRRIRqKAPMbMK2xUCDIsTHeoIzloYsVKPoal8z2DWrT5zQOfn0qM0yxYJRoyjYe4f6My2GX3Gt+03ecQxlYwbIW0bRzdDjLPNqmpYb4yw5x8UQze3yKZhheH7t511zS/o52kFY/dViCVcc4iNiDOW/cY9mkueD1HRvfAOgIInHZjPJsCdj6Z/pKYWOPcaTHNWHe4dt0qr/ftjnDwPzn3PwPtfOmKAk2bASZdi5i8pxC50KN5vWIFlaVfNX7tXguAVmBRLI8pmeSKWtvmVBkmC2CA22U71roHgX0AnY/mXUWKu4R8CN9zRuVdUDXNEkTJzYST1v/dSCoq6SY73V3BulEqgetMIuz9cndfwB4jRkrOy8V74X973KyzCvJC8CiCV57rETOdj+5H/9nAEBAQEtBtzzCQe1Jen7mdxotypz2GVWZqx3PoyhrHilPnzunlOBRTnXv6OeZRPzUusYAlz+ZG/6ZOZbSYVajc6DJPkO2ISIUYxUYrQYqFEY0SRIExUSmiVYlbJSow4Hb2ERGiliBhh4oTRkmnElFHRTnsTEPDfUVujWboI5xy3hITlKOkjUN0/t5eXGsjxqfEjQnU/d1zUXQZXE10rp0JAeW/h9H+F8xr+ALFWMruSvn6e7XsZccqZiiUUlRgevtTGGFe2zsCqpfDaPXlEoAtA4RUHvp8Clu+AGuM4AOYuylxOBJbXkf5V3CPpW8/Y2vG62BriSXj380LsQYfi3YYVjkyOX95S3NHLjJPSGb00xjFi0uHN4hxD98m7VVkV21d0K/yOBAT8D/xwQ61bAMlBcELCiko0v5s0gMEHlOaulOX06j46TLLBvSvnwxhal+XT2UjTVzakkp547geNYEThlfbzbQxBISiGWlvmVAFQKOrMuufMDAgI6PzMMt9nTTEkiTPfTMmYKiKsMqvQhHCq1DvltfwjErZbHlW7d9DPzKtt3PqOx7d8icGpDS7i1iNHYUsoZdBohDiKdKFZ99kj4h5Ok4ph68NAtmKndtufgID/hpfuxzFgvNKVItghIRkR/vF2iN2PXI04ho+BG8PKGjLyQd1NpW47jSt/uh3d+0Kv9UAsN6rGdRzolPfB2ZD3WWvYbA9FPLOICcZA7dLVJ4m2JYU3/rtWpdX6M6Zn1bJeWQfzF/vE6Xz+HKUw3lF1h9SMbp8D2J7MijYzsbUJcPJVHJxR/4yo/tShc47XwV16s3VZFzdDzHV8CWxdVsWLw8ZircP5dQGdk7rJiZxpguME++JPK1j8VjOW0oSKNNVjQuzzak+2+GsXygdZlA+y6LtjESsmxMFXoiUffXf8aZXkIinltKLH6Sp9Mf57lvverybQjxGcFnmcDdQOFFOeka9mk6S/jPjlByAgICCgg1BBV/LdSCskc2AhaRJMlwloMa6hqlIdZ4XCxqnJrRE3ImDd6+c1mya+Y7zPpHfDmFFZKubiOpkdpf/RbM5YtvR18gVBGMgGXMrtRCR/9FpAQEdlxiQybyviBYQbnrtL8/7LYIcFiqDvMDjjH3DsZYqeA6FbbxgxDub+CMmkm/KZT/xPYIMtf9oGUpbwx/vD9BkqqXFpR1PDuf6cC9XxJvQZKpzxT4uROyu69nZlOjwMDNy4feytwhv/++8Cg/o5MbYhNwLgd/sifXtlLldWslqVLjO4n5NEod2D7CrYm/Lytmx5h2NiayPO2Wtyfsl8cgkACLxWX8M/Bm3MiFJXXFEMWjRftNay1dSPqU/mGlIBAR2Z0j4W+TqbdrNh8j/qsVsNaNAxqP0hTkkvizF/7sIR0wZw+JT+1E2OO7Vef+o7+lpscUWXn21LX7Uh24aOcu7yGbZ/+oYmKM4rfplh1jZEpIQTwvcQotjt4Ar9ZCQDZTRfJ//DFPtjbJPM91UBAQEBHY7NZTeGMhpBsNxa9FvInqzHyIzlLEJ5ys4598nu9EcTRruj2kYskoDFumW0LmMRGkgSIukq+XtaNKtHmMQEfsMJDGUMtutIiRFmhszhj3IiK1lRiOYHBKwxuvUir11ogKfvMERbwGjHuJ8/W6jsbrHrkYob3w5x8wcWK5Y7ZqMmPSqfvaGSCjjy8vzh/n56DBB2O8HCSNaGJLMn+qdHQozZXSEinP5Pi5IK57ttgeohwqY7wvjXbb7/UBOPFc65WXDjX8pK4aEb4Yyj4dB94Opz4U8nYRqaMB99hfn8O0w0hpSWwDEHOStZynmVl8LjN8O4Ld2EDcvZBe943fY4JhZfzTevfcyJtuBZLM755x4I7ZyI/nB+f8pEi9ZsO+VzJkXrEctGlEmFhc2PR3lg5YKC7UNAwJpgk/O6klLZyyJzvB2MDZNurU9Nm3B1HdEanbp9W5B58QioMOz1XE9CJb/slhmhNBVk6aup4W5OMVrtgyVpbY3halsGy5YYLIQQ880krk7szv3JM7g9cRTXx/YjYaLZXxMQEBDQ4QhJhD9bD3OEupBd5QiOV1dxmrqFGC18Zz7iW/MhraYZEeEQdRYACstVQIlwoXqY3dRxJEXQEsK4JepAeJVHaTL1P/X1axU11GD7dM2ThNw0ZU/cNv2sUr7aNDY2F3IqE2UyCQk7jgNxnoZN1PMSTxd0PwIC/lf2OULSxcrIVNY3ebpmL/ry6d990rBothfnL2ilyI5BFwVn3K4o7/LLRuOLStzIgzyZ6aJg2Fihsjo9bchIxSa7CFoJEhaWzINLDjDcebbh5j9oLtzbprmhMA6AdlH7l/JSOPbg1GczawGcdAnUuvW5B/fD3HcNnHmMEyXwzSSoKIcj9oekhoezc77cs6GhCeYsgg2HFGxf2pNaO57puRInM86JQXEjAhBMKnUCvMsmaYzPYeCre4FQk106MCCggzPo/8rY6tZqvjzbS+bKjzdn8ftO8lXN11Em3lKXmiOuqyDlCCiFQfuWMeqcSnqM+eUjTlHTlPe7BSinO0dGbsqYN9t8w1TzMZAW/fOziCm8mryVA8N/+cVtCAgICGgvIlLEHnJs6vNKs4Qr9THU4Og7dac3l6iH2FsdT3f68K15nyJK2U0dTgXducacld6YuCKpYkgQY6aZyGjZrtC71C400JCpgSAWxggWNhY2NiHAoIydcpGkjSONICQJY3DKAipsQhhqqS34vgQE/C9stJnwp1sNf/tjbi8vX69vhis9Mn+64fm7XMULSSdYehUAQhZsvquw61GKDbf65WPi0VbjOB38JhROPy9SAmf8U2WUKV02z/DZy857nUc+asUieOQqm1NubHvTvF2M/xwuv80x3D0WLIFbH0KuPAsO2M15uZgX3gNbkxlPS2p4zUychawjxv9mZVUZn3OMecAYTboapjtd2c5inkKat7gCtA4E/wI6JLFVNuPPqWHZJ62U9LLY/G896L19uiTlhidXMuP+emonxzE2TrULQHuRMKRP9+bFNo/1nUN0pWf0k+o2eY8GsWD4EeVsf4fPdfsL0Ebzun1b3nlGhHpWEDPNqbrXAM3m5ztiM/X4X9WOgICAgI7CA/pqVpJW+6+lhvv1lVxo/Zst1V5syV6peRPMx8SI+oxeccvVOe7ZyXzDaNYN43+ADMqZplEp9X4n51koIp7RnYsRQcSgUa7hDyBoQiSwGcmYQjQ/IOBXEW013P8PmPA5lFXAkSfDltunDeixOwojtzFM+tKVjxPACCpPrnNrM5y4nU1LnRsc4xnqXq6/CCjYZEc4/fZfbw4/f5vbq0yNrXoOBmhtgZVLoKJrevnGX+Bvm/X9r27Gf0Xhc/7zMXuBa9C72Bqmz82/bHmWanfK1lWAwvztQczSn5FqXEvYu6ono0sqM1TOe1hh9q7sAWhH+E+BU9bPLe1nJZ3KAMqLDCBDS9FSsFdVz4LvS0DAT2G04c29FjDn8QZa5idY+VWUt3ZdwAeHLWbqnbU0zIoz+ZY6+u9VSteRRa4jC4p6KEr7W5lhYhhEG6IrfqrEiqHPjsVsdd2vd4QliZEk9pPL/DN+PNqkvz9CCYqQL2gzl5VmkU/YMyAgIKDzMJ9pGVFNGpsFTM+7bAllGZ+dbp6AKIxYvMAjLDJz27C1HYfhbMRmZkvEiFPIyQillLEV27pCiApEEaWIViLECNNKCUkJkSCMxiJbNNtgsRt7t+duBQTk5foL4dXnYfESmDEdrjwPrjzP8NwjhuWLDf95FNYbAcNGgXKlnsoqoX/WmK9nGjbVpivEp+b5UgcGj4ATrv75HP98NGUb81li6XecaROPpr/cChkiJfyk5d2wEuxk2/fzOsbIf79eMHthugqApWBQ3/zL7rAZDB8EM7McBh6xBObEq5BXbm2z5nYUipTFhxuO44als5gRbWKD4nIu6L0+pcpi+2mf8Fmzc2Y6DoBfdjJVWuGfXyggoAA0L0qw8NUmBCFcJdR9m5WOYmD+803Mf74Jzq/BOHWQnFF/t7pFtMagijXhMiHZYjIT8Fdb1cKwy6M9WO835RkhW7+UiJRQShdaqPM3NSOdYD4TqTFz6SXr8ULib7yp78qIwsmjQ0MdS6kxc+kp60ZkU0BAwNpDHwazimUpB4DCohcD8y47nFFswhZM5mu0p53iuxdrsbmQ43jIvP9f3aM7EwrFFXIDz/E4c5lFT3rzW46mgkr+yqV8zIeAc3w0/v6bp/vv6dmkj1OIUEZ1mYCA9qK+Dj7/CJIJGDTE8PVnadvYTWRm/Cfw1SfwyJ2gEqBE0HY6nqWlERY2Q0UVtNSn+1sG+Cmz/qiLhD2PUij1310LXXpBzfz0Z2MyywfULBTmTIINxsLrD2oeu8GkhAFEDMpk9gsN0NoEM79z1mlLOobxf9npcMrl0OIKWnXrAmcfm3dRKYpgrjgZzrsZlq7A6Ky0d8DMXYKePh81PP+DZW2iwgpxVb8Ncqa/NHQrfjfra95rWp2iq/90Sx/B47r1X+NtDAj4NSSaNB8dtojFb7akJ0rOGwfPkE+mxV+Mf7oG3WIY9vsy5r3QTLxWp+3/1TgBJAS9ty35nzqVvWUYs8xXGVeZdkdexA3CFBTT9OeO4Z+xe4qtOIgvzfMYfE47EWI0/9dtCggICGgvjlEX8Vd9FE2uU7SEMo5Xl+Zd1hKLP5jLuI4zWMICp8SfMRn36ibq+YL32IZdC9H8diVChMM5Lmf6BVyIwfAJHyMZTwvjiv/5NQDSc8etIykTAR2XRAJuugY+fDM9zR/F7J/mBTwmDYQ8j4Bx/njztRHG7AbffAz1tY5VrewM3eZMBEZs/d8b/gCDRmQZ/wLa3Z4Y48TcCCyaaVzD37+ssNPvDO8/maVXIBBtybTL2oIOEfZvunbB9OqLSYadV3EFpiR/PW1T1winXw/LV6XzNvzzPeGF6x9q20Z3IJ6rXcyRc77m+LkT+LxpFQDdQxHe2WAcMzbZlSv7bkTf0E/VJ0/7ybqGgpH/gPbly9OWZhr+sPrSlXnIvWUaZjzQSLxOZy2Tu1FRsP3dPSjr+7/5RYdYmyOuHrONoH31q40ouskgesggFpvpOS02GHpbw52RLvelJEQXetNbhv5P7QoICAhoD0pNBT0YRpwIMSIoKik1FXmXjZlWruY0lrIo0wHqwwCPcmcbtrhj8TVfc4377yu+AqCEUq7gap7gWU7iFPrRDyAl/JeN54SuINB1CmhfHvgXfPBmVi8sK5h7NdX43JmZvTht4INXoaE+vaa2JCXql73hI/8kDBz+vxnYQ0cpp9K8OOKB2pJUo42lKOkKQzaFhTPJ192kqqfCCnvR2Y7OVGkFrLdp20fltPvIv3npA7jkn2SMQM9ZDIdfiDn/GKgohc02QkJu8MbnP6SrAvi3Y5z1xRW6Z+KswuxAO3N3zRxOW/CD6zETHlm1gMHFxdTZCcaWduXeAZtxSZ/hfNRYw+Imr1RYTqwEjkaAcPnSqZzSYwjVoXWrlm5A+9OyOEHjzATzX2j8BUv7dVUz76spR4Gb6hIqE+yocdIByDz7jbtCl43CjL2mG902KaJi8P/uANvH+iOz9FfMNhN8efyeMIwhRhQRoZoB5HsqjFA70kV68mTyUqI001OG8IfQXYTlp5x4AQEBAR2Pr80H/I1z0JIWa17Bcs7nME7TlxORYjZmcyLi9DtmMIllLEyt7/VSjDv6731ezDyMMWt96P+HfMgVXIFyx+ve5h36MIAGGhnCIC7gPA7jCOYyl0Xuccvu5WkggUJh8RL/4RAOZtBq0i4CAtqKujpYMA/efzs77jj3szfN/8ELlfdGfw1OVy8ShmTS3//z/ooTOQR0qYaTLhX6ry/0Gfy/3zN2P0r48Uv47kPSZf5896LWqBAKQ4/VBFQPGy2cdbvi3xdpmmqhW2844xaLiq5rufFvFtdgLr+bvD/5wmWYs290po/ZEO65BCmO5G7EM/Y9I0DjuFHiyTZte0fhr0umAZ7DzBH5mx13Rk3fa6xh11kf8/WwnXmnuYb8of5+6UuDQVieiAXGf0BBmXbHKr4+Z1nqWhaR1Yxd5BIqE7QRkk71PifUUSQdKtbsrw6SiTd1wF6lDNqv/L/fgSyKpYxzw8/win0Lr9l3kt0Vi9LEO4n7mau/p4iyjHD+PdTJ9Fcb0Z+N2FIdRJJYYPQHBAR0SppNAzebP6PJvQ83UscNnANGGMhQ/sp9VEhVzjbScijO+k5/R2EwJEkQJk/fcC3iER4BQLtmjEaxiMUATGYKZ3Eej3A/7/DhT/TyBEPI7eXBSlYGxn9AQXnnLbjhWrCTboi/Raoqubjp8GIy5I9S53EoDKUhaPWP/YqzpBGIJsFaXafRNcg33gK22HXNBbyHIsI5d1m89Yjhket1Tp81mYDXHtYsngWlldDia/t2B8Am40BEcednQiIGkeLCOTHbN+x/5oK0yF8GWYfwu6mYU6/FfDgBxo2CblWOKCA4f5WFp/bvxE8Ato1ZsKwNG98xaNJ+J0fmcUtimBFrZlKswZmXUQbQ99692gToYoUZUpSptBsQ0FbUT4nxwQHz+frsZemkfRd/yFd6qv8cdtT8f7dsfXrvVOxM9+WFelHz6QT/zHX9bHhy5ZrapRSWhNjHOotisp0KhhitPK2v4iteJkpzqmW7q5M5OHxhakkRCQz/gICATssSFhDHizpcvUt3PrO4ypzKZ+ZthppN6M0AlCvXpdwRayNe2bp06bo5TGvT9ncEmkiXwjZZwdA2NqtYxQ9MxAA2Vip62v/ESxJKrRcmzGAGFaDlAQGwdAlcczVccy0kTJbhKWCUO3Iu4qZKOp9tcULqw6Xw1Luw9W6grfSyzvqSsZ6N77zPut3sc9Sa3zelhD2OFqp6+NoEYAzGGB79G3zwLDQ1pNu13YFw8nUqFbEkIgU1/KG9jf/e2fWzvUMjzq9rVFru8espmNNvwDz8KvLQlbDlJtC7GjNiKMR9Z4n/x14HSv7tWdkTy/OT+cv3+YiIYnRJF9IOAFctQ7T7cpZTCHf0H0mJ+u/KXgQE/BpWfNHK62PnsPhVn4hdymJ38J/NkmHAO3NiNTbvH7KYYcfmjhZ5yylJuQbz5vpvfmU3Ktdrm5GjJmqJZon05Zbzk9Rrmvm8TdoREBAQ0B50pyfpsbxUAD/g3Au1T5ZuNj/ydy7gPrmBK7iXsexANX1YjxHEUW5pu8w7+HKWFHR/2oNt2MaVigV7Nd12hWIMo9EobELECJHEIkGIGBHS2uiKP3AS3YK8/4ACMH8enHACvPMO6fFGsmKAjO/uYAm2BUmVnhZrgYvPgK13ytFnBhyLRkQwlvOy3XVNumvF3kfC8FFtY/ImYtBYl9Uwce5vqTufry2Tv6DdU5XaNexfhg/EHLk3PPq675ngHRBFxsPCzennXy/Aobuh/nUJZt5SzEEXkzqNjJPZZLyw30G91/piJvcOHEOL/po3GpeSOarvMLKoipHFlfymS18mRuuxcyIA0gE2WgznLP6eXSt60CscjDYGrHmMMcz4Zy3T/rGKlkVJdCwdzPnTYf7OXH8JGEcISrH4rRbqp8aJdIF4LenRf5P/QeFNGn1pV/ruWkqvcSX/+47lIWnivJS8+Veto32KN8YYPtZP8Yl+GkHYQR3OttZv1nQzAwICAtqMrtKDIziTx81tQDoE3Y9v2AeAd3mRveS3XCC3UGtWcgaHYXx9FufO73zuz5AC7EX7cgqn0EAD7/AB4IjIpo+hoTfdGc1IVrCCCXxHwn2i2u6x8j9fbRR38xDj2Jr+rkBgQMCa5u134KFHYPlyiEVdu9cz58hNxPTOUVuR7rgpA7ZTrm/KRLjlKqjsCQ1L0tvQ5NkY4qQQAHsfZRi7g7DpVm2zn9o2PHe3wc7KNPff47Kbp7M6u1+8aXj9MU0yDtvuK+x9lLS5c6DdBf/kguNgm1GYe56H7z1JxOxg36xTpaYOenfHPP4OROOpecbgRAt4eWEn/h257wKkR5c234/2oksozL2DRjNi6tvU2zo76oSBRSXsOutTPmnOjoLIZxUZVtgxnqtfxGnV67dpuwPWLYwxLH61idkP1bLwhfzl6sRdLnfG6vP1vdCu5nnJVOqKSQuBrHadkj4Woy7shgq13Q320eQlfK6fzXnQ5ctn8xinDkm9f18/whP2FanPs+1vsUmyg3VYm7U5ICAgYE1zsJzAcDbleXM/3/NlfgkWk6nrv4rlrM9GvMN/aKQef9yWFzEAcCUXcI25nT6y9pYpLqKIszmHr5nEClb5RvEdutKDy7iaL/jSNzX/s00jxEjwGu/wB45tw1YHrIt8PQHefBvefMs30YvQdzs8Wpz8fOObr7Rv7NeHbYFyuneukr+jFaBs33azVxJncKikVDjsNKG0vO36eU/dZnj5XpNjtXrkc3TscEB6yhdvGm49Lz3oM2uSIdoCB5/ctsZ/u5f6ExFkh81gVG6tet9SpHr2JUUwqDeAk9Nv8mkGuExfgL37eein38tvVKwlnL3wBxrsZI6NJAKvNCzNY/hDdkA1pAXSYj91TAMCfiV2XPP21nP4+MAFLHyhCf+5l31789cmBlBiCBWbnGXTYWO+NADjdQvTr+xwAgOoCOz+n75tavjHTZTPzLOph5m/Gdl3IgOUUMnB1p/Z2TouNf1d+8Gc7eabFhAQENDR2US2ZKRss1pnLpCaZ2ExiGEA1LCU3HJ/6W0sYzEn8zueM4+g1+K+y308xCpq3RHFzP7bFKbxOePJp47jN0pSo6tAgkRB2h2wbqA1nHshnP1neOOtrJluJrfGeSVDkLAcJ4AWSFqgi8m1SN00UINbTk/5XiFS4f35sJRwye20qeFvjOGNx512Zjsu/Lc5L1WpqBQO+IPwmzPTM998XOd0hF9/tO3t1XYf+feQg3bCPPY6JHWqdIsBUIK493MDyF+OQyrLMHWNMGk2+YNHfETj6MsfQCU1csRubb0bBccYw5uNy1IjoP99pEg6GSfI+A9YUzTPi/PWuDnEltk/YfJ7OBlSTgfFVYY2YFrT9wN/LJAff0ap4/P1LendlQVUCA6dM4SSHm1769P4YsBS9UeFIiqIShNFlDFKdmED2YoBamMGq1E527DzdM5s1o0qJgEBAWsf27EnT3MPUVrS92vjDAJpSd/ff8ep9JS+RE0rk5jgTnXWML73HjZJ7ucOWmjhaE4u2P4Uko/4hPzjiNn8kk6gZJdUDwj4r6mtg1POgYWLWP1ovIdr4GsLtPtejCMEmNMrc0ck07n7Tl/KWILWBqWdbUiu/cxtz0L/wW2f+K3dEtKOk8LpuRZXQLQFIkXC6G1h1NaG/kMVG47NbU9GeUKX7BSCtqDdR/49ZOgA5JErMQN7A+IM6BvAPTDG1QMwT78LgL74X7CqzvnVfQIyq/MD6UezXVFrB+811dCYUvz3pT+kyBtf5/vrM8ncs+HOlbPWbCMD1imMMTTPj1P3Y5S3t3UM/6wlfuYzKSeAb6N5R/GdZTP/eu+zz/yyQSGOWLl+mxv+AMVSzgjZIaVWbdzObVSaMRiiNPGleZmVLOUz/Tyv2HfQbOqZob/iqsT+nBvfApvUUyX12kzt0eZtDwgICGgLqqU3N/AIgxiOZ4BqgQROOLqNoFG8znMYY7iPW1jEXH6Z0Quv8Eybtr+9mM1clrPCp3WQnTz2Uy719MtJlXCGS180b7RtowPWaoyB5Stg/kI4/XxYuJi0/Jq1GkssN2glFRVgcKIBskfQLS+836/ub0zaIaDcCAJ305Vd4JF3C2P4iwjj9k7bTkYEI0K0VTBGiEXhy3dh+TLhs7cNT92pqa0xzJ1muORozYk7alauEFffXpyXwOY7tXnTO87IPwBVFbBwhZu3j+/e5p4xBpg0G23b8PmktGqC+BQk8iWNACSzDZC1g8WJqO+TF7pvUvXSswmL8MfqDbipZlp6dFQyfcBz4y1oY1DtrEYZ0PmIrkjw7rg5NM1KOJev7xzKHbV3LlrJmpqem56vACMmleeJO+eXBkf13KGYPd/s36ah/tmcFLqNR5MXM8l8BEArja5f2EN4Vd+ORQiD5iP7CRpYgcbOWs47DkIr+fUSAgICAjoDFXRlIYtyVOu9EX0D1LCMOlYxgc/dyvaZz5F8o/+Az2G6dlHDSjcuziv0p1Ph//liIRSKg9iXF3gL28Tc+QrjWSkCzaaFVhOlJCglG/AraY3CyRfAtFmO+WBldmvApPP6PbT4C3T6cJcx3gh+GFTM1ztU5HYPU9GUmRscuD7c9BAUFbBs3gmXClbY8OVbYNvQ0pKZjS4KXrwPrJDT5LeeMiTiEI/6Kt37+8kKWqJt3/4OM/IPoD+fCMncYCRn5N9zEYG58gEo9yt0O3khTikFk+nqdGerA7Zr8/a3B6NLqhAxpMv2eXnPQshX3Aw0vcNh7h84hhv6bcLdA8Ygot2X8Z17hiSaidH6dtmfgM6JMQadNLy3w1yaZv18LqFKVdbLFwWQPoczHMUGinuFECtzXN8//iFZW5EQjLyoK3u+VVjDH6BUKjkwdD5Kimn21WlO47TcJomNZhVLsUlmKP5nLm1Ybua2XYMDAgIC2pjpTCJGNGe6NzJtUBgUd3AtZVT4YsCc+773XPDK/nkjfoKwM3sVajcKyhAGYhASbvk+jYVGIRhCWKmenjaKUtOVM8wZnGPO5GpzERDBJoTGwh8daoDvmdx+OxXQKUnahrMvg2kzf2ZBBaEQqXx9fzhmRsyxf7o4JmDP3hCy8jsJUqv57DylYL/fwi2PFtbwB4gUC789UyjqAk2tufM9H4WddJwDDQ3Q2gL2avJujBGWzGmz5qboUCP/krRzTYFUz165abMaeeY9OHYfeOg1sj2/jkPIdzaJgqN3RU45oG0b305sXFxJWAkJY9yrwWFouJRtS3vwdcsqJsdrQcEy08Ixi77kq9ZVzEk0Yymwjd9kShM1a6cHPWDNM/ehWr49ZzHJeu2OzPvOJ6/sno9IV8W2T/Tng73mO4vk3WruSM/Iy6oZfHQVn52wlOUft2Qsm530U7l+mM2uq6bPLqVEqtpPxeLx5FU0sQrAUzHI0ifwhWNK+smoyC6GBSD0kaAKR0BAQOfFytPtTN+/vaB2w3g+4gAOZw4zyennARqVumeKEXZjT/7AOW3a9vaiJz0opoJmWpz9BjCGSrqxE2OZwkymMB8bixgx/sa9fMtUSigmSQhDMlUa0U+MeIH3JKCz8uGXhmvugFX1YNnpfp0Xsp9xhQqEQoZ7bheOO8Wd5svc9MZp83HAQXD0UXDr9TD+M1JaICrlMTApw79rDzjhDBg7Diqq2i9S+Yk7DDVLnGOhTf6005QTBFLRDMrksb4EBgxt4wbTwUb+2Wdc/ul+Y94N65cBPZHj98tcDHLD3bWGBSsRq2Pt6ppiSbKVBNlqF5qZiQaeaJjD5ERtzq98+6oZvN24FNuLFFBu5IDrQy9VipHFXQq2DwGdl6XvNfDV7xeSrM8OU883Ng8Y58bdY8dSeu5Y6gTtpCMREQsi1SrnjhguF0oGWnz0m4XUft2CuL6uTBdB+tPenwxg0EEV7Wr415gFTOZjJ5DVCUtyDX1/DiYZqQwAnrptNuV0ZX/rj23c6oCAgIC2YyRjU1oofozvHm4QLEIUU8IJ5N7zcgaJxDBPFhCWSM6yawMJEjTTiv8ZpxFW0MALfMRk5uWkUbzFJ7zPF9g4jhKNhW0E2zi6CooQI9mosDsS0CmZMcdw/nWwsoGUan+qAoc47/0VOQxONPHggYadd3AXs1yRvxAQhqquud8TKYLBg+GKy+DbSU4VAMRJCTB45oqb+KKEa+8Udt5b2tXwr19l+Ph1NwvdbaunQWCLr5+Xp4nZQeoAxSVwzPnrWNi/6lqBXHp8njmZYV8AMrgPcv7hyNm/hbDrSRblFIXM5uvpbdHcDkEXFckyHdKOgPhP6LnGsAGTeWjd2LEWkwxG/gN+lujyBF8etgD/rStzDN59eV45N4wnUZtkytU17PjqQPofUOE/ZRGgrH+Yyo0yO3HxJsOXJy6j7vs4tm/Q3zlt02Y0wOi/VlNc3f5BTU/YV2WG8Ivn6XAutLTmhm/UHxwxmww9A0WICOeFHqVMqgrS9oCAgIC2ICRhLuBaJCfnP7OflyRJfwZzoBzJ6VxIEU5uuiJMAisnomwaU9banP8QIUpMOjdfGyfg36BIYjAZKZ4OBqij2U2g8/CeP5DA0BBoyAT8DA1NmnP/ZrBJi+xp18zyjH476zNA1IZrb4PLL4T9905LtIHjQCirguHDMr8rHoPbboEfJ0Or6+tKfWfIcQYkXeN6/0Ng4OA23vlfwJP/NMRjWROVK10nPqM/TzhAjkSdgj/fAd17r2PGP4A6fHfU89chlx2P2WAw+PKUPMxvdsEUFcHsJchJ/4f69gHUhAdg7CZ5gmUFulYUqPWFp9wKsUWJ50LLsqKATN9Sto8pD+5w6qpkEA4WkEl0eYIVHzfRPDfO/MdrebX/FBIrvc5WerTfb7b6P4tr0grw43U1NC9I0DQn8zwzNtR+F6NhWvbd1NtafgTosWUxu77cj5EXdf+v93FNssTMJu/1JqQMfoOQU+clFSXgvAayCReFnqe/2qAArQ4ICAhoW8bJrtzJ05zGhWzM5jgZqP77u2FrdqAH/ZnLbPaUA3maD3iGj9hW9swx/AHKKMdaSwsVC8LmjAYcI8pkSacZDDaCjcJGoTMM/nzPTWdaHQ1t2OqAzkh9k2HCVMO8JYZPJhh2OxEW1DgGv/Fi9RXYbj4/AsaCRMQZe9XKMdK1glfehbnzDAuXZF6yWsP8RTBztu+LBZQnW+Yjw0AWGDAELrkGTj+vbfb/17JoblYXLtvY9xwYefbLuM4BA/RdD/56nzBibGHM8vYfHsuDbDgI2XAQDOqLPuFvbpKsO4K411bw2jfopz52lv2/cajrT8J+/D3M5z+mtpHKQRFQfzmsHfaicDinSr5R/vTIfoY4pvElpbg5NP4ztkIsBkZK27DFAZ2J6PIEc+9dyY9/XeaU3gSMktQp5505xnceSVYWWE4guw1vbDqTVJXK7A6K7Wwx/X/mfMn6vlCJsMMT/SgbGP7vdrIN6CfDWGEWoN3RKEHRnb6sYGFqGfGF+Dtazv5QOiemYRfrGAaoIDwzICBg7aG/DKY/gxlmNuVcfg/YqUipsWzHJKbzsZzift6ay+VaPudj3uHNjO14T4aTObOArS88YcJo4xn22aP83iCZ92RUGJyHqzGCRhwdGS971jgRGOsxoKD7ENBxqW8yvPqJ4eZHDbG4Y5FGxBGp8zAKjO3Gkrgh7rgpmEYcgx8yxx5P+iPpkXH/aashYUgNQafy37OMfX/XUVlwyZUwpANJH/UfAlO+Be0eJxGo6gZ1K30L+fZJJCsKQgmiYMcDYaPNC5e+0OFG/v2obUZgPXQRsscWMHwAbD8SPpoEzWlJRfPyZ+h/v4r525PuFEnZs8YI8seDUTuPbofWF45SFcobUgKZEcUpz1vaWiN9ZaWzkGPG5r3mZW3X4IBOw+y7VvBa3x/58VLH8E+R5WvKdHz+THSJt07Cv1zuOpmna2bUit9I7jq6iN3fGdihDH+Aw61L6ULP1OdyunKW9W8GsrEzwTgGf3f6co51H/+nziRCKeJ25ARFMWVsJNu0zw4EBAQEtDHry3Bu4l52YHeGMJxRbMlUplMvdallvuFLHuF+buBqd0q662oQ9uEg9mDfwja8wBQRSYn9OU9D43vvD/v3HADpMrqaEBqVyr7TKOIGPuHbQu9GQAfk9c81O5yiufYhQzSZHuG3s7NojDdSbTDGpEfqTXrUPtsMabHddcTXg0uVuCO1gjcC7h9F978fNBiuu6ljGf4Ah58u9B2U/lxcCn+5VRjl67aJQHklXHwHHHEGVFQ5GghelTpRMHb7wrZbjMmOOe1YmEQS+9jrYcIMUAJ2VnNDFozdAPPZj7lnnREojhB69WpkYE/WVk5d9DX31M7OM8fkRMelf21Z7XwRqFJhlm14ICHp0P6hgDak7rtW3ts8Vy/Dudfnepq8cfi0ma7yzM2znexzMGdcwxOYyf3Ore7qw9CTuvzkfrQns/UPjDevUUo5u8hRlKsuJEyMN/S9LDA/0k36sI86lUpxUhXmmyncl/wzS5lNDwZwvHUd66vR7bsTAQEBAW2IRnM1F/EZH2FhkcwTybgRmzCZSbndPATB4k7+zTCGF6bB7cC95inu4vGMad7zVufk/DtJYwqDbSSvJgAYwoR5V+6jUsrbtO0BHZclKwx7nqWdmvP+UyQJoWyVOpMOyzcC4bgnwJeane80w7KdGamQfuOq92chGsJJfF4C53uOPx6OOe5X71rBmD9b88F/nNKGex4C3XsrbNvw2uMw7XtDVTc44DihZ1/n4CxdYPjHJTBnmlOx4OSLYfTWhRv1hw4a9u/HvDMBvnENkJTh708eMdDYmj+8HQMJG/u2F1HbbQoDe6A2K0ANhQLTJ1yChZBdKPHxflvz+8XjiRlHCyDbzTM0XMasZDN+c01cb0C9jrMsGaVfOAj/X1dZ/k7jT8zNNeZ9KU7Y+bQ3fOukruQ8i+VzR4bKASMkmp2ZVrGw2d97sv6JHVcA7yP9LPfrSzFuR3Y+MzjN3EJYitjfOj3vOgNlI/4afrmQzQwICAhoVybzPZ/xEQDJDNE+5wGhUOgsScDMODDDQ9zHTuxGNdWMYnQeF3Lnpiu5zzoDXMSp3MIjNNOC/8gIBmWEAfRjLkt9VWa8IyPESbCI5VQSGP/rKhNnmZRSfQo3HF9rdwjHZ3r5c/Dz5bJndA19jgLBt67Osx6gwlBRBg2uFIUVgmOPgSOP+q92rSB88YHhhr8ISTcydvJEuOI2Qzgi7H807H907n2o9wDhuocK3NAsOrzxz8r6bIvexZcbO3dZhhHhz2tCg3nxS+wXvwRAH74joauOafNmF5JjuwzmxpqptJgk/rHXPywZT5UKsULHcwImwFCjo+QkbuNqK4hQb8cD438do3F6lIbJUSo3LUbCv67zlO854OA8DfKN3KdCTdwNFPWyaF2qM6IIAMLlioMWbkisNkmoXGGFO3ZESoNZyQP6spThD/CVeYMvzK6Mk//7xdupMzVMN99QRAkbyzZrbSmrgICAdZdaalPvsw1753/DSlauNh1YA5/xJZ/h9PO2Yzuu4EpUx85s/VXsyjj+yWMpkT6N8/i8kYcooQRFDC22M6oqGgzYGBZRD1hoz6LDTRkwGkRRaxryawIGrLUsrDFMnacZ1EsoypctKTi2k4KULy7PiL7S/o8+q9/fEcwjR1ZUDEmv0IRvu5EQvPQyNDdDOAyRDt7dScQNN19KyvAHmPQNvPo0HPgrHBaN9YZJE8CyYNOxUFLa9hdkhzf+ZeT65Hctudg2RFejTJ+RZOJOeuJD7O4VWGcftCab2a4MipQxpqSKz1pWuhegE87fbGyaje17Svo9JJpGo1FZ4hOkFjO81byMjYu7FGYnAgqOMYZZt9Qw774VJBo1EhFaZidS86v3zD8akBbgk4xPHtrn9k2/y40U8LdDRBALxtzYm8+OXuz7Hoce25UBUNS1w9+yAKhhYUroz8Mi5FYA+GXMMN9yo30CUbcc0wA24CLrUcqkco22NSAgIKA9GcYGWFipUn3ZjmSDpmU1ZelMHsfyJ3zCTdzIn/hzG7W48HSRSjYzI3mPT92ca4XGogWbFhpx6osZQq4qr0FImhBxkogo19h3N2Zwl4cvZRLj3EoCAWsnz3yseegdm9omKA0b5i0StwcnbD7UExsm46ITDZb2CRFnjehbdnok3yn1J4gGlUwv51fu9/p5AOefDtffiD/oGICh6zl/y8rW6O63GatWQLQ1c5pSsHDuL9/G/NmGi0+Getf/2asvXH+voXvPtnUAdHi3qIxcD3XpMU6+/+roWpEhFJEqKW7l3z39z1cxC2rQ388mecuL2He9hlmyao23vZAkHfUwREymsJ8vHUJEI8p9iZcrxmq9vqvsfOXWAtYWJv95MZPOX0TjlBjRhXFaZ8czxPpq3mzKWadsWJieO5c7uV9hAKH3fhWMvrMvUqLckELvwZLellfZPl+JJoD+h1aw+xfrMfCwKqrHleTcmdY7ruv/vsMFpJp+ZNextknSSwajjc1z9u38Mbkr5yR35zX9IPmkV+62zydG+smyiJm8oG9v87YHBAQEFJI+9ONPXEYYZxjSszP8T4tSyjJshXQkcv589td5jWlMZTZzeJCHeJhHWOirtNIZ0RgMFtpYbh5/Zsk/sEiYMDFTTNwUobEwaEzK8PciZh2HiUZYaeoLvh8BheOBt5Nc+KDNlIWGZXUwp0bQIeOOjRq+nZqOkgbAQPdKw57jHOPesgwKYdRw4ZozoSoCoaST629bkAgbtHKU/u2wUwJQXG0AI070gBZn81tvbvjXTbDfHrDTdo5Z508XPWD/djpI/yVdu0OkKHOaNtBngOPsePFxw4kHGY7f3/Dovwx2bgg2t18Fjb6KmzXL4L5b2rjhdALjH0AduRvWZ3cgJ+eeGcYANfXO2eV+loE9Ua9di/XcZfk3qDX6sfdI/uY69F2vYd/8Iol9LsfM6bwK9/tW9GV1QddA5pP0FzqUJkQ7t0MkYPXUfdfMzL/7z/d0ushqTw9jaJkRZ+V7jVhouo8tZosH+rPt84NZ/5Rqtn1pEEW9Q6QTuiT3tMtj5CqgYWKUssERRIQdnh9A373LsUqFkj4htrq/L3336lw5iVVSzdHqUvwX22h2YZzsz3P6Dl4w/2Qli6lhIY/rv/G2eSxjfW1saliYkTagsVlsZhVqFwICAgIKxk7szpO8yh/4Y74IY5azPBVVZoDuVHM7/+YRns6T3+98foe3+QMn8zCP8CAPcQInMZWpbb0rbca2jEEbkxFTl0tmR8+f0em98T+GJzN3DbcyoKOwaKXNNU85LiP/NWIUGFdxzz86jwEthmWt8Mq3hlipZuBQzYUnG/59Fey7k+Kuq4TevQRbTDqH39fR0yGnB6iV+z2uA8CEYOZ86N3T+cKL/gS77QwlxdClCs44Bfbcrc0PyRolUiScfYVTgtBjw01h/8PglWfg3lth6SLHoH/yPnj8ntxtLJybLhMIzvt5BejmdY4YWkC6VmCdeyh2r66Y65/AxNzwZOPzfBrBeuYS1Oh0LQi97xaYV7/ybck58exnPnUMES/mvTmGffvLhG4+qe13pg3Ys7w3l9dMzBDmSOGflmPZreYhIrDcjq7hVgZ0BJa+Usf4/5tF7smQdgCkQ0a8SSZj4ACg9rNmhp5VTeuSBMvfbuSb05egE+ls/dU5EfJNb5wWZ8q1NYy6oTdF1SF2fGngf71/HYVd1REMk82YaybTlZ6MkG1RovjQPJ+z7If6efZQ6SQxJRbd6E0ty1MOAIVFbxlcqOYHBAQEFJQyyjmY39GNbtzCdbQSdZ9Iyn2iOMLGV3It25KujfUbDuUZniK7P/Mxn2Jj45XFS5Dgbv7FrRRgaK0N2MqMAkIYp3BfnqesyejJedF3GTpYGQj15Eb4BXR+vp1jc/DfEwgKtbremCvgJ672ksGgs6zCHxdCizY0NAtf/2i49nZojTni4EbyOJ+8r8oztFxTC/98EK44H0pL4bKL/pc97Bhst7sweJhh2kSnhN9m4yAUEt75T+6xeetlOPrUzGl9+sPsaY64IjiOhP6D277dnWLk34915G6oh/7iKEZg5YYRN7RkLn/TSbDpIMe9ZTm3QlNaAnUtmfaurTFL69q49W3HhGht5gTfvlkiPNJva/pYJVk2frZ8TvqtArYs7r7mGxpQUIw2JBrsVFi5HdN8dfCsHEGljHW8EQMFKuKeDHnuFAb47vSFvDHkR74+cSE6pn3iLpKx5Z+ISXHQ0DRrNdodnZiBsiE7qEPYVG2Pcstm5lOhzjftZHUDYdKKNz0ZwEHqzLZrbEBAQEAHYCd25x/cRzGVGEJkPoCExiyD9RROZUu2AgyWmwZQRBlLWZ5hDms0K1hZiF1oE6bJXDw5XOf/TDW1S/kD69E3Y1o+MWz3E4KwCR2scHrAr8YYQ0OrSfXzjDEccVsCbUBbmeeI/3owBrQFpUWCEje7Ok/Yze3PGHY7Q3PBLZqmVpMyVMVI5knlpQ/k8zUYx8Cdt+h/3duOR//Bwq77C1vuIIRCbv85zzHIN+2MS6DEp6vepRuccE4bNdRHpxn59zBaY59+B8QSuTOVIEOzbnwhi9DTF6Gf/QQzeR7m2c+hNY+RoQQ2GYR+YwImYaO2Ho70qGqjvVjz9LKKnTd+x7eBC6s35ozuw+kVKmavir7sNu9dvo/V+RbKGvl3P25R3J1reo4qRNMD2gBjDJPPms+8f9VgkobifhG2eGkoiSaNSXpBIMYNo8x1BUgItn17fUr6Rljyn3oSdTbTrs5Ni4mttH8yjSQdbpYdeJaFgsqNilY3t1MSN1Ee13/nOz6mlAoOUaexuezCrup3PKtvy1h2F/W7nPU3UltxvbzGFDOeIkoYJTtQJEH1jYCAgLWfq7mCFlryzls/y2AVhGu5nnd4i6lM5TXeIkZuP0+h2IgN+ZjPaaGFUWxKb3q2Sfvbgu6+cn9Ozr9jbR3KHpwkh9BburO/2ZFT9XV8xRRnOZ/UTnrk35kwhL5cpk4sWPsD1jw3vRHn9ncTxG3oWgL/Pr6Y9aqF5rhxAqMFwMZKug40ccT8lBaUCLecIYxaX/HOeENLDG59weREiLS2OiJhvuj2tP6G9584/TyVJFejzd2epWDo4DW7/+1NMgmP3gsfv+vk///mSNh1b9jrYLjj2sxl9z4kd/31NhD++azhu/GOWODm46C8sm3F/gDE5FOa6sCYFfUkx52dNdH5IyfsBYtWYpasQo1eH3XOQUhZcWox+8mPsC9+OP+Gi8LQtQssdvPcK0sIPXoOatNBa3wf2oKk0ew57wM+allOCEUCzSEVA3iy/7iUwqYxhoTRfB1dxbRYAyctGY/f+BegZ6iIPuEi9irry6XVIynyJ7MEdApWvFPPj+cvoPGH1owR93DXECPuGMSEI+cAOX4iuu9UTnG/Ior7RBhyanfKhmQa4x9sO53az1tyR/S9XC/SI9ueqe8FJnqhm6uj25Yl7Pj2YMLla8/5dpt9Ll/yluticUZqLlEPsCFjec3cz8f6RRQWu6kj2EV+m7pOAwICAtZlbGz2ZOe883ZnL2wMC1nIUIZyAidS5TOKP+VTLubSvOsqQvSiP/Nd4b8IEW7kKsYyZs3vRBtgjOFP5hbe4nNCWNhoNmcj/iWXEpZQahnbaKbIHJaalZxnbkpXYDNOT6+KSqpNNVvIxpyjDqVMin/iWwM6Il/Ptbnq1RjjZztlHb2hlWILHj6xiMNvS2Sm+rodvbH9LIZ2U3SrEH6zo2JY/8x+x5k327z9rclQ1gwnBK2cAOpIzI3qVJLyLDlK/oCGkC2Z44qktzOkH/zrBuhatfb0df51K7z0dGZKzUVXw3a7GN580cn9t5Ow675w8NGgfkq8voB0upF/Kssc94jWObPM4x84EQG2Rv8wBzN5HtZjFyDKNToiq9ldA7Ta4A+db46RvOAhIq+vRjSwgxESxeuDduT+2tnMijexcVEVx3QZjIjQopOcsnQ8zzbMI4TihK5Dub56FLesmsKUWGP6GheosVtZrluYGKtlRqKRp/rt0K77FfDrmHvnMiafOT/12X/fT9QmUeHM6f73wy/oTfcdK7BKco306LIEFZsUs/ILX7qMRSrM33nGaDzfsPcgkpTpj88VkMlGF/dgxKU9UeGOcVNcE8RMK1/wRuqzF2r3lL6FK9Tj7KdOZL9gxCUgICAgBwuLEkpopTVn3hd8QSNNaDTTmcYkJnI39xBxU6T8qVJ+NE7d+wWk444TJPgr1/MyT/5UXFqHQUT4G39kO8Yw0yygv/TiEHYhLCESJskN+jGe5X00hr3NNvxVfs9mbMI35kdfuLdQZ1pZySJmmMVMtefzsHVhKi0toOPz0vcJTnks5hicnoFvDGKEaBKWNZJp+JN+f/Ruij1HWZQV5Z7vDc2GQb0gnHRLNhsIQ6posVEQDxnCtqcJ5YW4u/08cSpSOPZt5vZ/sw/88QQozvO9nZnXX8rV0njoX7DtzsJeB8FeB7VPu36OTmf8SySEnLgX5p7XnAneyV9VlpnHrw3mq+kwczEM7w+A2nUUdq8ubnUAn2fL2XLmL2hrmLu8zfdnTRIRi1O6DcuZftayr3iiYS4GQxzN7bVTeah+Jg06lorjUQhGS0q9UwPPN85nSbKFPqEg1LgzoBOaH89b8JPLlG9YQqhUSLZk6gUL8OU+M1ElwpiHhtD3N11T67TMi/Pu5tNI1LqPAPfGXr19GRXDI8z99ypHfsPOzPNP48UAZKpRWiXCqJt6M/TkdUdbYgbf85p5kH3leCabL3lFP0CUZjaTnenDYN4xT5IkwTayN9uyH3PkRyxCrMcIQhJu7+YHBAQEFITf8wfu5B8Z00oopZ56vGeIRjOXuUxiIpuxOQCjGMVgBjGfBWg3Q97DGfz0p7kZVlFLjBjFdI7Rb0ssDmTnnJHVO8xzPMbb7v4JL/EJb+uvaTBxoAgQFAZFEiPe8TN8zTSms5AN6fwiu+sKl74UT5srrt3tCPc5n3tWCj2rYHn6Ukl19M5+OElIJbnqtyGO3C5tAtY2Gg65SLNspbNR5Xb3NhgibDUK7vuPQbnq/flLNjsN0BaILxs0HIITD4Pjf8vaGd2Yp9O7aAE88E844QyYPgWeeBDq6mDMWNh0NLzwFLS2wFbbwv6HwMxpjvk5bENXzq4AdDrjHyB0/qHYZcXof7/uyE6OXA8ZPRTz4NuO0e4nnky9laoyws9dRPL6ZzCvf+Msm4pbNm5EQTo5RYb0KtQurXGi2ubt5iUsTbbyVP3cLA1YaNBOSFAqFwwDynhXdmq5WJ4Ii4COQ82bdSx5ahViGXrs3RUTX535DVa5ItzNgohCWuwsU9xBRw0TjphN5aYbU75BCQBTr1rqGP4m8+adWGkz5q4BdNmslO/PWoTJU8M0uw0bXlxN1YYllPQPU7196dr5MADmMoViKmilMTXN29PXzMOsb0ZyrT4RXKfINDPBt5ThR/Mlj3MjraYZgEFsyEXqfiqkSwH3IiAgIKB9OIhDCBHifv5NM80MZjDbsRMP8kDOsnHSGlBFRLiVW/k39/Imb5Ek4QaoOfdWcXXynSlCN7pQROfUm0mYJF+YySxkBS/pj9P9PPdh02yipLv5gkbQhFFGZ9hvMfJoaAV0GMbPT/L4N47Bv9eGIVY2Z/W1fNJNIQUb9xUsrQCNv6PnifMnNVz4ZJIN+ghj13dGAB98zbBslavOJOKq/hsW1cG5R1hssp7mwrsMMRuM/RMKTgp+szeM2dAp4Td2U7CstbOfN3smFJWnZeTEpPt5Lz0Nu+wN550Ctu0Eq0+dBI+bVKAGE791HAMtrn5pn37wtzuhRwFMz05p/ANYp+6Pder+qc9mynySD77tWLPGOMoSfbvDsH4Z60mfboT/cTL66JkkT7od6h1BGTluF8x7E2H+CmfBsmKsG48t2P6sSZYno4yd+xpLki3g1eI0WSFdqyvRkYojcubPTzYxONK5aqyvKyx8uIaJx85ORWvMv28lqVINPp+N90uPuGMgM65bRrLJ0wvOgwGThPdH/sg2bw+neocKWhclfPlfXudCaJ4bR0RY+p96SHiRBHo1uf3CwKOq2PTKPv/jXnd8lpp5XKNPJEkC/7XkHXObBO+YJ91p2ddh+nMLzanfaAEzeFzfyMnWNW3c+oCAgICOwf4cwP4ckPq8lKU8wRMkiKPRKBSVVDKCERnrdaGKP3EeB3MQf+IvKYX/vdmd6cxhJrMBJ+f/ci7sFCH/2TSZVg61L2c2S/DKIFpZzvT0szgz/jvVy3MfNwv1KkZZgep/R+Td6QkOe6TF6bInhSfG2yjtDMSkRv99fy/YK8zjH2lW1Lm/cUZ3zHceGPjNLQnuOgH2HmNRU+voRRhxHQCujkBtI9ja8OF3hqjbpbEtg2WT97rZZrTwl5M73/X0a6mrhT+dAS3NZERfuNkPaA1vvOz89cZQvd/LH2Te3JT+VZYthX9cD1ff0vbt77TGfzay0UCsf52FfcWjTqzLpoMI/f0kpCh/qKwaO5Tw5zdi5tUg3SqQHpWY8w/EfDoVE0+ithqO9Kgs8F6sGU5Z+gVLktm5ctnm3k+N0jrzLGV4qmkOO5T2XsMtDPhfSTbbTPrDHJ/aquv3wriGv5eTBUX9wqx3Zm9K+hcx996VmGRagT+/MguYBHyxxwx2m7cpIhmOZXcBg0lo3hk1lcaJ0XTwjBg0NgbBKrWwW5y1+h1Sydj7BrTJsehoTDAfkCSBSXlg0nF3grAN+7DKLOOnr8GsiAxsZjO5DVobEBAQ0DnoTW9udP8tZQmDGMyFXEgFFXmXX5/1eJJHWcRiyimjBz2IE+crJtBKK5sygl6dSO3fz836aeawBOdJ4Sj/+5X94Wd6ee5MTZhXzJfsyxZt19iA/4qEbfjD0y0YDdiejhKO+J5Oj74roLoYjtk2zMhBwsPvJUml5RvQlkHlDAA6Rump9yV4/zJBLIP2LWLE+Q7LgsMu00yene4H6jBoZVC2oapYaG5xvmzsJsJNf27LI9JxmPAVNDX6JvjSK5SCcTs6Qn8/R0Y/z4ZZ09ZgI3+Ctcb4B1A7jUR9cMMvXl6KI8gG6cgAKStG9hjdBi0rLN96woVuDIpzwXoaB84NQ4xCS3p4OLWM5SzjTJNO6RFfW7FbbVa8Vkey0WblBw2YmKe2l75j+8eZvbH42KIEU//siADaWFm/qGSMPqeF+sDEDa/3mYinHONPHQPQUe0Y/u5Ex/ngPIgqx5Sw3Vvr0TAxSrirRdWmxWttiH82ihD5ul2CMIiNCVHMFL7NOe6ZuajedG+bFj3JjGIKCAgIWNfYhE15iNVUbcpDhAhDGJzxeVu2boOWFZYfzCwgM67MoMBojBFEhBC4Af3OfO85owlB6lkf9PM6Egnb8NbMOLVRw5TFNvUxrx/vs8xdf4/RBqWdSI4VrcLNH8SwP4BIs5Xxu1q2OOoXqTGh9OCQNrDrRUnCcXG/J5UL7Aj8KcOkuW7OgJG0c8mCXj3hmWuFOQuguAg2HNJx1OzbGms1halEoM8AGLAevP6yE/Lvn2eyMqn9w29KQc8CjbWuVcb/f4PRGvuut7Cf+ASMwTpsW6zT90pXCABMNI6eMAf7ua8wS2pRfbpgnb0PakDHFCobGC5lYdKtj+ueWd6osHPhGkYWdeXAsv682LQAG00Cm5nJBmyTNvxtDD2tIrQxqHXEcOuoJGqTjN9uEs0/tqbG61cTuA/4TE/X4ZO+weSG/2V+Si/pN03JWm51aQMCqCJhmxcGU9QtRI8d172UkS1lN54xt9NKM4Z0ioUGZjOF2W79ZdzpIUIUUUozDTnb8tYtoZzD1fmF2YGAgICAtQhjDM/zGo/xAgni7M6OnMoxhH0iqgmTYDIzeY33WcASutGF33Mo60vHFMIbID2ZZOZkTNNG4bjfHU98P3rwO9mB183XRE0S21jMZjk2NoJ2vfxCT6sbCWMTlrWn1G5npDVhOODxesYvTIIBK265ufrp8skeRnKHZYwtoAxKZ43yG0fUW4xgW9oN609vSzRuuLqvV+faDFqcMUHj5omkBogE7vmLomuF0HXjtjgaHZvNt4TqHrBqZWbxuaSCeQvh0fszlw9ZUFIGDQ2ZWdf+fnQ4Aqed16bNTrenMF/TcdCzlmLf8TpmeT1q7PoQCWPf+FJqvn3Tf0AJodP3dpafW0P8sH/A4rr0MpbCfncyRW9dhPTseKkB9/behtFzXiVujOutI0PcD2BSrI79ywbwxaB92WbBf5gcr8/YhsFgiXB17ffMSjTyYK/t15mR246CMYbajxpomdbK4sdraP7RcegYnxkvgE7l4YNYgrHzb2/1+I39tAPAGyvIVukHL8gw/6bWO62a0gH5yy2tC1SabpTTjWaf2F9+Z41zjLvSmxWp8M30PND0YQh7yOFsJXvSVXq0ccsDAgICOj/LqOFeHmUJy9iAYQygHzfwz9T8x3mBBAnO4xQAVphaTuNSZpGulqNQfMh4Hje3MFD6Fnwffo6L5Wg+NN/RTMztE+S65BexkgWykuetyzk2cRsfpxzPgsFyjTnFw/YHzNLLeDB8FlZQ8q/gfLU4waTlSd6aGeWLxUlQYMWd30FwdZyUAe30x0Ii2BqU9jkDvDc/0023bEUibKNsx6mgkqCM1wdMG/cGg1Gg/CPVrp6UEth7G1iv37prE5SWQdeeUFOTnubppYv/mLmHqLwKamudz8Z/2DT06An/dyhsvwv0LtCtRozJrlC49mBqm0ieez/m82mOsv+Y9TCTF0I04XwWgdIiaI5lrjiwmqKPrgIgdtBNmG/npqsAeCghdPGBhE7atTA78ytZkmzhz8u/ZXa8EcTwZWxFxnwBhobL+VuPzTlk6bur2Ur6DP2k/75sWRwYH4Vk4lHTWfrYihwjW6d+l8wR+orNy+m6TTkNU6Os/KAxXZyVdFk/2xsVIL9BqtyRaoP41krjnyZZnxEYeHxXRt85AKto3e1AXKtP4Xs+dT6Y/Ga/n670oJFabDITxDRwEH/gMOustmloQEBAQCenhVau5xY+4UsSJBjOUBaznAYasV1RwBJTShMtGeuVUsL78iwAF5jr+YAvsLOethaKoziQs6Rjij836mZuME8wwyzCoPjWzCFbRLaaLtyo/sDRyX9krZ3b9b8ndBq7W6PasMUB2VzyfiO3jXc1ujyrUMCKKVRSZYTho/+fvbOOs6LcG/j3mTmxXSws3SApCojdinrtxL52d1312l3X7m69diA2diAhiHQ37LK7bJ+YeZ73j5kzcc7BK6+AxHz94J4z80zPmfn1T9CrTGfH7iHqG+Cj30xf8TipS5QGoWYN3bCNB14Pv70uI2yiJQWaKdCTAqXZBgYbPSkQEqttHxBKak4RQE0Jdh8Cd56jkZ+7+Sr//7kDPvko+zwhM2W+giKrOKCZ7pxTMHx/uPRqsndQXEdsssq/aoqR3Ot6WF7rTlPg+ku9pH2PhtFvPho1pwrzsc8ziqikFlH5uYj2ZYQv3g99/63W+jGsLaRStJ3zBqtkwpdVLFDk64KmDFdxyoLsHvSbbXfn4IIu62V/A6BqZA0TD5zufPf+SC3lXEubAoVb5xFqHaVhYjPSsGy40Yow4VKdup8aEbpVUCR/YD7Ni5Mka2XGOjQUetsQyeWmL8LAuw9epT/1t3holGGvd6eg+8bZMmltoZTiWLUVEre8q9cnkxlDAbtxCN/wnrsO718huIHn6asNWbc7HhAQELCRYWBwEucyl/nOtJTx2vuUVSpT7tPQuIjTaCLB47yKSVoyLpbilEMerSnnBHEQh4m91s2BrCX2Sl7JIiptE35K5tURKoqBX85TSmXItbeGjuNYfZf1s7MBTF6RZMfnUzqK8AVvCEMQjrvB2SmjTrtWMLgkyoRFJkkDhBS0ytVoVwrfzTfRNUvB3KJYp7Feo7outXbXo29EJD0LBfOrBLrpCQv2CClC2oYDBWFb+e/WFu6/QGOLzpuvcyfFwftCU9NqHDvKCtTwsvd+8NnHviEuAq66HvbYe+3v5+rYZMP+5eeTfIo/2HnvyvPrWh2xJMZlr+B/eXjXgXXl6ltQDctInPkskVfORt+179o8hLWGJgQvtN2JI5Z+TcLzglNC0uwtF+9TT1x0BJ1C+etjVwNsFtyzxPc9XQH3h/hZoWB1E2OgxX1t/tqe2ZotbunI8ndqaZ4do6BvLm0OKgEJYw6dw4qRbp55qgJAcrnp2+bq9kEv0CgZls+Q5zuT13HzDfP3Mk9Nx/DEVFjteNyEihQKyCWfE8Tl7C4OJS5b+JlPffNTL+R7uZgH1CjyxOZXPyEgICBgdUxksk/xB68U45VnMuU+ieQenkJaVY7T6t/Ycp5QNKoWGlnCTeoxooTZX+y69g9kLXGXfionm/+hGTea1VA6QrkxDY4Mi8gwALSnbH3u7mbPQ2Ob8d2Xno8qpDCkiZ50vf9mSLJieYjPlnk9/orhAwT3HxHly5mSactNOpdqHDgwhCbgqlcMXv9B2iMVUlcICfOqPXWg0jMOlVtTIFeHgd0VN50i6NkhqAkBsGQxNCdAWiUWMmRlO0gDoSASgX+eBocfY6UKvPdW2mA7h/a+u2DLraG8fP0cwyZrvlFLa1YzJ+0ytSpAO3dfy1qsrEqMfxQL4Z9nW+o0QfKhzzE+moSqafxL+72u2K+gA9913geE6fxzWsM5pD5La4xtQzeFyV7LRvJ7YnXnNGBtElsYo/bbuj8cI7IYaVCA6Z8+945l1I1tot0RZfS4sj0VB5cihEDogm3f78Gwt7tRtm2ek+H/J0xj5HYMs80bXTmwfhA7f9EzUPxtpqixXMkxpFdPUEJk/RcVBWwnhtNMEyPERRzLpUj8ij9APbVMZez6P6CAgICADZhqMmUS/xvQ8vjniRzO42Q0NEswt991cjUicCpIND2C4Hn1Pp+qH6lUG6YsNFjrxSf6bUgZxpAhDBUBhJ0qaHt+7RMklYZUYUvuVWBKnVMTT/OzMetv2//Nifq45K2Z6S258dmrZEiihEKlOndJgZACqZRPdv/veINPp5rs3SfEBbtFOWRQGF2zOj7ccXyYly8MMawPmLplBNBMa95qhT0B5UVw64kak58K8+q1oUDxt5k9C04+GQzTMpCYmutvc+Q3zZonNdBzYPfh0NICBx8Fl13jPl+cx4+AWAzG/Lj+jmOT9fyj++/q1Sr0uw3AfHssboPLP8qC8ATweodJhfxpNomf5kJpPjlvnovWd8MpEKOU4qPmRfwaW0mHUA4rzBirrwknnc5xyh4lhJUacNTyL5na+cj1scubNU3TWuz7y1XF0+9KleUTkDVpaPatSxj6wRYZ04UQtN6niMrP6qkd08j/VvshUq6z27g+RNuE/+fYzY0X1N0oJN4YiWxh/ilqqeJudTFTGAcoSkVrejOYmfy6XvY3ICAgYGNGw6+QuG9DT9QmioGqHx/zLQYCu3Z51po2brpjdjP4TBZwubqfPHJ4lKsZLPqsjcNYKyil+FHOYKyaQ1faM48VzhtIpLy59jG5XQHAVKl3uSCByWnJp/k9dOf6P4DNjPl1Jgk7/RbssHxvoIqyiv4J4Sm6rLCL8KXpNyju/SbOfgOyy2XDegq2mS34aSZ2B3BPmH+qKLgnAiA3Am9eGaZLm803p391PPscJJP4QmGlZpWF0/Domvb85ma49WaY/LvVFaCoCIbtCL/8tP733csmq/xrXdpky+Ai/YEu6ltQS2vTxqjsxgIhrOaOhmkP8ypm9nrrm0lc+jo5oy75y8ewNlhlxtlh8YfMNuzK42lKpf98+DOTXT3S+j7faCBg7WDGTBp/bUSEBAVbF1D9US1zrl5AsjZJ4dCC1F1oj3avUZvDWpHXN5e5ty91zI3WuNUH8VSNrGXqefPI65lDpzPaoOdZAtPch1Yw5aJF4IQtSe9rCG9DPy1XULFvEQP+0zFQ/FfD0rTw08w0mvTfGkzxePTrqKaFJgSabUSwhNsSyunHNutilwMCAgI2WirILEIs7aK2rgpvtS2e5Xs+pyrXKI/3331WhwhhYHrqRKVGWJ9jxLlSPcBn4rG1ejz/X2IqwVGJe/mNBfYUlVmrSrjpDEJ4ZVx/HGEdzZhKBlX/1wJJqZi4MoFUiq3Ko4xZluBf39SxvFmyVeuwFX0bNhFJ3ROSIdirW4QdO4S56+s4hj3Z1CXhWJjVGaYmLDO48N1mepTr/HNohGK7GN/7EwzOeymBVKDCCqGUm0ogwAwpNMPq6xTWBdv3Efz7yFCg+K+GWTPTJnh9wgrLeepRpSQw6Td3eEMDjJ8IoTAYSWuapkFuHmy7w7rf/xSbrPIvdu0P3StgfqVlktE1MtzdmoYoycyjTQ/1AoF2wo5oncqhuhGxZSfkuHnIL6agVtRDzHDHmwo5eTEt+9yDvlNvQifsgNZ1PSVxZGHE8tHMTtZneVZI1jTrQ6HsHLHgofBXaJnfwqQ9JhGbFwMgd4tcGmck7GQ8qB5VS07XKC3z43iysgCoer+ane8fglGTZPGTK8DECWO0XuzKTepzkvsECx+tBGDxc1V0v6YDS16vZvm7qdSC7NczZdoqHJjLruP6ooWD6746lFIkSNgG+9Q1S8889fbpTfXt1Rwjj0QSoxlwyzn2YiDnituCfP+AgICANPrRhwH0YyozkJhoaE43HNd0rlFKccay1rPaKwNp7M32bEkfKqmhF12YzzI+5QdWsoom4oBmhcijWEoNh5lXMIS+HKXtRS/RaV0f7mq5OvkaE9VC/PKCsgsdZgYEehv4eqfaSyFRBEHef42qFpP9Ri1nco2l4XUpCLFipUBKgQS+XBinokBjeb1yWu0BoMGXCxLcuEc+hlDc+X0LJna2LgI0y02jyZQMIez8fMGrE5JAkud+iXPrPjl8MsXg7Z9Sbhz7+toKf8hwvf8yrGhfCl9cGyE/J5Dz/oimJtvv5i3V4M37z+Jb9bqBlIJEAqtloj2ta3e48pr1l+8PbLrV/gFUbSPm/R+i5i5H9GyHaogj3/rZvRIhHf2x0zEf+Rw1cb4dtyFQZurquVdO23ELoq+dl7GN+FnPY476zWodmBqMP81A27UP0RdOQYusX4/ppHg12yx+P3OGd98Q/ggJuxaA+927nOSn9ocyOGj5t8Yopah6s4qGcfWsfGclLfNjrjHKzi2USs9SgSEzWmXwF/3I6RDhpyG/IWMSJclStMj14fv9zdbrQopUKz//urVcjeJh+ZTvWoBsUeR2idD51PLNunXfn0EpxTFqKElfuz6B5Ydy3wbp18Kr/KejobE3R3Cads262u2AgICAjZpmWniOV5jFXNpRQZQ8XuM9J5pZQ+MqzudbxvItv6BQaAgM+5P3qdydTrwlHszYxp3yeV7nE0wk0tM5wI3SFmxJL54RV5Gv5a7zY/aySFazc+J6u8OMT82w3/Aio76TlBrKfjNZWCNT+f8vRE9n79CA9XgUmw6jFjXx3fIYny9qYWqN4ZRh0gBlCvR42CeDh0wByUw/7FMHFLBTlwg7PrOK2hZLzos0e7opSVueEwqhiTThQiFMgZ7U0I301BhFRIet2+rs1EcnYUCbYsHRO+iB4v8nOOQwqFmVNlGBXU4hi1RNRqZ4ahmwDHM77Qw33ryWd/R/sMl6/gFEaQGhG49xvitTklxYjRxjFzQxFMY5zxJ+7ULkB+MwJ85HTVsGpr/fNgpUc5xshK89GDl+PmrpKryX3K2oCvKbmcR2uYvcH69CaOtPiXqtce5q5rhmqm56EXOMBntaZusX3y0r4NiVXzCm/eEUa0GRtzVhzsWzWfLAYkRYIJNpYVt2KkZ2FTAzLWPpcyvo91RPBn/Sl3G7TLHnWS/+9Mv3x4/yzLkV+xUx9K2ef7hUQCbL1EJPDqnfemZFZWS2/NMJU0gJ9dQCym0PaKOwogkCAgICArKTRy7ncprzXaFYqir5Gqt6lgRu5WEe4Aa60pHxTGYOS0gSy1hXS5ZpAGeJI/hJTWKOyuzCYz3TFb8xh73URXwtHyaqrT9Hzydyop2w53//pKI0FYJutGYeK+wwZIGbaW6NV0o4UQIAF8Xf4EutE221zIiJgNVz92+1/HtcDWEBhuE3LEmwSsM7r3lrngHovqhAi5d/j7Ff7yifn1jMsCdrMTUwQwa6EbKkRU0hQ9b6MiQ/YXn4VRYBUCDYsrPg3Qtz1tJRbz7U1EBLShVMc5KawooA0GVaArWADh1g2TJrqExVBbQHKAWJ7OrlOmXzcuclDeQvc7AOW7MugCmR744hfNNR6HsPskP4M9H/sVXW6VqHUnK+/Bfhu0f84abVwhqae15N8pnv/tIhrBFKoacrj8JE6BIhJEOirZjc5TAeaD2M8lAYoUlCAnbKaYMmsO7kNOYbjdxdN3F9HcFGjUxI5l01h7G9fmTJA4sBUElvRRebbFZB5/VsesZaT4vlr6zkq5Ix/Hb4dGecZv8Vwg3xc30T3te87YFW3nl2sLoO/e79+0IXN1aq1Qou4UgMMp8dqauoPBE2qTN+GGdwt3iTwziNEjLjvRSKYWL3dbnrAQEBAZsWCn5mov1W1Jzn7luM4jzxTw5mXxpXo+TvzY5ZpxeLAl4Td3CvuBTtD8TmVaqRbeRpPGS+81eP4k+TimRwviuQUkepCKYM0Yk2jIpczQPaaZSqckwZQagwg+lOREVQUqBUSlEVgEYtTdyR/Hh1mwzwIJXizsk1bPnePP49zuoCkVSp93xabEWaoKdQqJDEiBgZ7p+v5yfp/HAle79WTVIzUSjMqIkRTULYRAsrt45DmpyXEiqVUEih8P4nhOK2IwLn3ZrS0ADHngzNsexGFQVO9X/l+b7fAfDYE3DSydA+VQc+zU+0ffbHzjpl81L+40Y2LQvVYuXkWIaBLLQtJnT66oVwUZRL6JjtEFt1dtfpFFuxr64CWpIkrnmP+NXr58UworC7JwRFIYR0FUMB8816HqubwkU1P1GjrJehgeT7+HK/F1K4/xSKWYlV62X/N1aUUiRrksw8bRqL71xAy+zsgobzyFZunnhqekqh11FoGQYAUAlJssrwPUM0FELJrPd4amtO9d/UeHteqEBnt6n9yesczb5wwGp5Uz1J0vHQe4Sw1HehoYRmh5haNv5+DOVwcRolohUjtHPJIT9jvWEiDA2U/4CAgIA1IknS912iiGG5135lWtZlcsnlXI5d7TpzRZS9tW3ZlcG+6Zby5T73kxg8ot7lfOOB/+ferxnDtUFECKE5Yfs6bpqZYLls4F1jPOcmX6JKNYISGArGyYXElEyLWEutQzHDWLZe9n9jpi5hcuX4Kq75dSXT6vz3HJolQyuU4+HFdIVpJRQqYqLCEpVjkiyIWy39PBhSsbJFWb5KXdr5+RIjaqJSXbk0ays+uU8px7sswxKpW+kB0TC8f0GUAUHbvjXmv29DUzOOwSWFAmzRDqWD1EGFwdShaw84/zwoKIDjT4CyVllWLGCffdfHEfjZrJR/UZyHGNLNKv6XwpToew205pcXYrm8M5aEVc1/vPKmOGqV1bMzFe6vPLlhKe+uQpB87kdaTnkB1bRuYz22jpbzQbvhDIqUUayFMyLNa2ScO+omksU+6Y7ynQ7ry6/JKkyV2UshAJIrE/y+23h+afUN1S8ts5Rxn4fde3Y9VhVvykgW7d3vNyZtvDu9/UnlhNuEvFfQnpP6v3Be9gIQQtHh6FL2XLAlBb3Wb67ipsJKlv/BXO8vS6NCdOZccRPXiSfQhZV1VadqWOpUaXaXakfXtb+zAQEBAZswQgh2ZliGh34XtgOglKKMeVYalkYVtX+47oQyqGKVs4xS+GoAWLn11jv2M8ZzvHEbtapxbRzWaumqteaNyEUMEl0oJh+vbKCAGEkeSn5mf7eLv3kiBFNh/843++McVUOLSlNoAwBoTEoO+WYRrd6axb0za1Ca9HnXAdvDIhEShBQIUyCUW2pRhdIqkAswcqzzncrl9wngGo5TbniPEN1KccQL9/JZVgZhCisaJOW00xV79df4+dpchnTbpLO91xlVK+0PqZQKzzxvjTehQWk5XHoJPP4o5NjZFYkETJ1uj8f9W1YO0b/B57ZZKf8AkSfOQGzX01LyC3II3XAE+j+2BiB03nCrwWU6VQ0kH/zsD9drvPIzLKgGZQdWp90dyjEPAQjMT6YQO/e1tXBEf8xeeR34pdMh3FO+bdb59fJ/5RR7b3FLkV1oNvBi44y1tYubFLNOmkr9D6t80/yqvWsEAjfUTkubk26CSgWPu2vwr896wAuWPr8SozLpfQWhSF05twVSbq8obY8sY9epAxn8ak8ipcEL4f9Ld/qSfsWcK+kpoqGEYhU17C4OJiTcnNDlLELZWZveq7yYecjAyBYQEBCwRlzHhezCMHQ0cohyGkdzJP8A4DgOpIRCwP8mbSbGg7z8h+v9TP3MZOY6BnSJhrdooFSp9yyAYBwzOdO8d50/x7fSuvJ+9HIeiPwz6/xqmpG2oPC/mjVJCVJprFIJHk18s9b3dVPg0gkrGLW0yZ0gAF25Vd9SSIGQGkLZpZdTHvzUMml540pTjuKfHgUA1jbCUuOz6ZJZNf7UUUzAAM102/h1KhH8o1+Izy/I46XT8qgo2uxUvrVGL28pLPvaSazIC28agFKwshr228ev1FdXQzwJ0hMMroCVNVYHgfXNZifxi9ZFRF+9EGVK0ISvbZ3Wo4LI+5eQ2Ot27xIgJWpxzR+uV1U2WM0apYkvocP5fVrBYW4agML8dAqqKY7IX/dmn4PzunK5+Ik6x5Jr7VjCW3Leu3/OmEwfMsC5Nd/SIZTP8NzObM4Yq5K0zGgkb2ARep5O3egaX0vJlFc+Vc5F5GuYTd6qvK7fPtW4Jd23L3zzIWUKSE230vcFmO76NMhaBAigzcElDHm7F0L/H1JAwJ/icHEaM9VkJjMGAI0whjBBKf8vSkGhKMlYvjXt8P/uLEwMWmgi3xZUAwICAgL+NwUin7v5N1JZ5Va9cl5rUcZr6l724wxMTOedaiJZ/IdRXLCSVXaHJPcNrOxQeeubq/hjz53EHBZTRWcq1v6BprGj1pu2lLJU1dtTLNN/g11WDmXJp8KnrGiufKFA4hqm70x8QRetFUeEt17n+74h05A0mFofp09hDsURnc+WNdnGFBuvmKVLokIjHtPRZJqyrYCQREmPbuAGB1ttJKMGwtSs+gBpgp4WD2EoHOVe6Qph2BEFGmjSvbDbdtF549Q8coMWzWuFQw6Eyb/DaNsepulWsUaRxa6XlwuhNO26tNRWESUZNQNqaiA/M/NznbLZKf8phJ5pAVNKIUdNIkMQFwJti3buOFMix8xFrWpG1TZhfj0DlteBYZDKmXLNeqtJwMb6oSff/w1V1Yjevx36nlv4XlJrk3lGA/WpPDjvbjmf0/dT4T59XFK7p1BcVvMjv3XYPJV/mZDMPf13Vr7o5sW1u7IbIiKgxR2XcVabTHrc34tFdy0ivsxfg0IAQlMUDi6geXozZqP1VCnYKp94lUF8WdJ6aaxm3e5Uv3FA2N/bHVNG5zPaULZLodUaJmCtEBU5XMdjzGcmcVp4jvuYpX537Xz2/wTwTy7OWD6fIgaxPZP4yTe9jDbkUbDO9z8gICBgU0QT2T2dXzIGqey3pP2c1tHYgm7OGKUUE5nJSlbRohJ8y69UqVpb8bfSOhWp/HpvrJ0fpeBbOYUGxtFNVDBcDF7tfv1VKlU9lSrlRkwZIFwxXznNnVPzBFJZ882M/H+Lq2IfbLbKf1IqrpqylPtmVZG6zqd1tRK3fdJ9WtheTEnu3b6ch39rYFGD9IWFo0CEJT2LQ1QnJDUxS87rXqwTMTVm10iUKSwXcSpKwBQIpaFCCiWV691XVrSAMIXT7m/P3jpnbh9lp+46ocDBs9YI6XDDv+Gfx0FDI7z6Fnz/s6XIp9qKgnVfnHsmGRE2mgZ77QWfpQWR5+ZCmzbr4wj8bLbKfzbM137C+I+nwqmww/VbFWGMno6cXUnokn1J3vg+8psZbr4NeLTilNqV+RD1ooSAVoXEL37LqkFgSkKHDCJy/u5o/SrWekvAt5rmWg8rZ7c8Hv2UydH+3kqPUi1jf9j2TwGV8n/UQdhEqX5jGbNO+A0S7s9doVh6xzy7jY7/2sm0vK32Z7SndOcSlj2xhKVPLXNyBgUgpKJlcgOdr+hEbv8Clj+3gprPrTzEcHGIeG3qxe2P0PCbmfwRHHqhRq8bOtL14rbrzLi0uaMJje70AbBCPAV4xQMdnRvFE/QXQ5xlGlU9d3OFJ2IghMIq4phPIZeJ/wTXKyAgIGAt8o0ayx3qaVLP5pT4U0ARU1jABeouzuJwXlCj+IgfnFEpI7qylS7pCffHWZMfoTRKKeIG+Qo6GiaSnejPJdph9NM6ERJrt/DaJ+bvmB7lPiVXOBGDypJPhIJyCqlUzZ6xdvKh47wCUNSLFgxlrvV93dD5rLKeI36ZS6OdGZs6j0/Pq4FkCKH8UR5IO7Tf5tDu+QzvnMej02t5bloT8bhAGBpoYOgms2MG5/cvZrs2Uf47s4WP5rVgKpOSfI36uEJTGiLV1s+rTmgghUQzNGd7AsgJw7k7Rrh8t5xA6V9HCAHdbfvgq2/j6FQKnE4Ot14Pu+zkLhOPwy13w1ffYkVvhEEZ1vicKNx0w9+T8x8o/x7ML373mfOsNC0BVY2oFQ2YU5ZgfjEVYkkyHvSOHphuBLAne4d0KEHr3Rbzy5n2hi3rnvHeJIx3f0PfrTe5L56AyFl7vWKF8L8G0sP4Xes31KxG8RfCtREIYEi49Vrbv42FlmmNzDruNzDSIiKyGnncB7OyTYPtzu7IrHNmUvXiMhBW21cNhYlrAFBxxcKbF1K4Wwmrvq13+sIaqwyiZWESNVb1f7dwn/BszVX9c7tHaf2PUnrf2Rk9b/N6cf+d7MK+zGGq/c0SCPYVI3yKP8Aj3Ogo/giQygShcTTnsB8jKBBF63fHAwICAjZxvlXj0dEx7S46ylbka2mihrlMZz7f8ysJnxKt7NewRuoNqwll5/JbRgBflR0lqBCl9Bad+FpZ7wLTXsP3TOE7cypbym68ELqYIpG31o5NS4s4tSr3e/v6SIQQCDQqVTPKJzvYUavK67wQ9NHabHaK/7JYkkN/mUOLochaGk24191BUyg7pntE10LunlzLk7NWWXUgNFC5IOI6wo76MIEHptQxsSqPbxe5tbfqEpKyEkFtg7IMCoabw29tO/XPug87FGns1j3MLcNzKckNcvrXF3vuAt+ngjUFCB1228mv+AM8/KSt+NvjpAJ0GHEYHDfCSgf4OwiUfw8iL4pPw7Wm4iT3mNL6pwnIkueREeebzUCgCUL7D0RUFGN+NQt/4pC9mW9nk7j/a6JX7v1XD8nh6Pye3Ff3m2e3bFtw2uFmL0uj0FLWLc8hDYlufsp/ww+1HsU/3ZiSPdrDek6baPkhVry6Allr+EZZrxdvEz6Luh8anAuSyus3agxS9mXpMQB4yeuZw5av9qJ4myBX/O/gQI4jRgujeB0Tk135B//kooxxE/jeP8H+cS1mXqD4BwQEBKwDconiDdK1PrlvYIkV/p4KkE+N8ybSpaJCvSq/wFuVR2Mb+rCTtiVfm1PJxhS1kDvNt7g1dOJaO7Z99YHcySc0ErdkBOUWFXYkDWX1fhdovkQFqSCkwhhpUuBArcNa27+NhXGrmmiRnlhuDwple3nTZC8BSjeJaBrfL4uxNGbgbfgFWK39Em46igJ+WBrHqzsoQ6MmqSxPnK6ssH5Dy+hQ0b5I4+EDCtijR5Yi5QHrnOF7QH0DvPQ6tMRh5+3h0vMyx/34c/blZ8z++xR/2Ayr/f8RoVN3sxR7TWT8rn2O8v9VuPWPIm4UGN/OhmjIp/hbFlp7M1KReGM8KmE4842xC4nd9SUtt3yOMW3Fnz6mFAMiZXxasT9FWhiU8rV68Sr0HfT8DC92mcjJUhFA8UTj7yw21m0bmw2FqqcWMKH0UxacPRkNk1T9/OwKf+YbQ6Ehm0zUqkTG6PQgfme67p3hD+MDJ0jP2Z7QoXjbAnaasXWg+P+NCCE4SpzO8+JLXhJfc5q4grDwR/Eopcghu8cn/SUfEBAQELB2OFLsQ5hw1uesJYcJOxrAK+h5Df72J4+vxyseKmV5dX9V84irZKYoact5BpKP5DiaVMyZN1Uu5oHkKO5IvsdEOQ+lsmiff0BHrZT3cs6jnAKnun+mjCJoTwlez7UCwugZir9S8G7yd2aZVWu0Hxsr766optXoXzjst2moSNxn2En9tVLxViPkS42EqVhsxLLXgBBY4Z6eu0YIjyImPdcqtZmQFfafWp8uoEepzoRzSwPF/2/miIPh/dfgs3fg2sutQn9elILc1QT2aH9zMI1Qa/p02cSRE+ZjPPMNqimGtmtfko9/BUtX+Sqp+xD4eqQ6hHRI+k+tFVIlrBx/BfqBW2K8/5s7D/DaY7QB7REleSgJ5vfz/Kvfvx95T49AhNfsDqqTCfotep1qb1U6e/sd9DweKduZI1d+6jxoTODhsp3596qfqM/o+Spprecyqd2xlGo5a7QfGzIyZrLqveUY1UkKdiojvqCF2YeM841JhQqm28+sQEJvgZ309A8Tac9PNxekN/kr2aeM6k9X2fOzRxWY9rRIRYTSXYvo+2h3Iq3WXrpIwNqlWTXyCDfzC18jECRtD00KgeBGnmSAGPq37WNAQEDApsxstZDn1XvU0cAQ+jOSH5itFuHG5CnnryvFpTzlriIYVVGa8MtFlmygo6EhURwktuND9QvKTjFIf8/3oB1taIVE8bOc5RQUBNhG9ODFyHnkiTVLCo6pJLs33cNcVUu6pFFELi/nnMwRLc+QwEQDTKG4JrwPTyfGsFzV+wwZCkE+UcYUXUg7bdOJSDOk4oOV1SyNJxhaVICOYNiY3/2DJIjm3My0TkNAMuyfbuvzAoHSTUQ8bLX/86JAGLq7nIIdW+cwZolpGWtMgUirHQBYof+GRnmuxtD2YR7Yt4D2hZtXKsbGRCIB9z0Kn3xp/YaSiUzt8aZrYI9d/pbdAwLl/38i568kftzjqHnVQJpPt7SA6C2HoO3dn8T172G+PxFCGuFTdib5/iSYt9KtH+A8TW1lUYDYogJ9194kH//eCT1LR8n0ojIu0X/vTc7Fu67xMQ1b8iaTkjVYVsdUdwLLAhlBkLR7V1RoeTxUtgsH5nXjy5ZFHFA10rtn2E86Dsntzmvl+63xfmwoGDUJWn6rI1QeJdQ5hym9vsaoSpASAMJdckksiGUup7zXxr1GEoFEI1UgyMVq5GeiZ3j7pbOOVDgGhMpCtDqmgiUPpzoKaJ41uX87ndeOPg/1+H8de8D65S51BWMY7fEqKYoowcSgnLacyIUMFjv94ToCAgICAtYeVaqWc+SdTGMB4Pfk55PLRWIER7AH96v/8hZfo1Acyi5MVYuZwExPBwBrGelxAJRSwCliH+6R73iMB36lUaKjVPaIr5P03bgxfNQaH9MJzc/zmenWnvFGKoYJE7eKWlFKLjfm7McxkaFMNBYzvOmxNOXfknOG6Z34uPD0Nd6PDYV6w2BiUwOFeoi+ObkMGPMrc1ripM5Lz5w8ZjfHMxdsjiJMS9F2rpoETB0M3YoE8Cr+KNAUIh6ylH+voGcKhNR8yn2OLri8bym3/tIISqFJj1JvXwhhahzaK4cXDyoOigBvBNz3KLz9gVfvg+IiMA1oVQannAB77f637mKg/P8Zkg98TvKeT1CmNyTK/gFqAv2oYURvOhhR4Hq/jU9+J37qCzjJ8qbd29P7JCjLR1VbHniVvl57olKrV/4J6daDOT9CaKdu5N2yL1qnkv95PNfUjuE/9RPTwpL8n4Wwct6uLBrMtSXDmJqsYciy191xnl3KF2FWdjzjf253Q6JhdCU1Ly6g6ada4nNb7MgO0NpESVYmcRXtVF595jUwlMBKzMrEyBIVAKAXaMhGM2OdbkcA/3Z6PrEF08+ck7EeLV+jbN9Syvcvo/1JbYIXwnqmWlWxiLmU0ZrOovtqxy1W87mfG1jAHNrQlmXMR9nxGimsTMwQZ3MVe4tD1/GeBwQEBASk87b8iuvVkz7F3/s+3pttuUE7hVLhptSNVzM50bzdEykpMZX/3a+joZRV6T/bei0FW7cjSDPf47rSgBA5hBkqunNN5BB6a+0yxqXzeOI7ro+PdLeZFnWglJWipiM4LjyU/+QeSrVsonf97Z61+PdpcfG15IqNJ7JwTEMdT69Ywg91q5gdi5G01Z12oSjLGlNF+2ykIGsmdEsIzbDD652Tacv1CR0hU4YBt4pTbhiaDWu8UJpjdhGmltEVAODJ7dtwzuf1aduAqAZ7dsplry5RTt0ql1DQonm9UlunmDUfiguhdzdWK2evqFLcdC9MmQllJdBYB00N/rEKK1XozJPhxBHrfNf/J0HBvz+BNrCjU5E/4+EsFebrvxCbW0XOO+c4LfpC+w5AvH8uiXs/R45bgGoxICndH7Yu0Pq3w/x2rmdl6TeW+zBJn6cU1vpQsKoFY+RUGsYuovDH8zCnrsCcsBStbQHhg/tnpAZcWzKUhUYDbzTPxskXF5712tuUKKYkawCIKWO1NojCjehlAFD78kIWnDgOf7E867NZmQrDVo7FG/u796XpTsvMBQTofl8vlj6xlNj0FmeMlmsp/sKzrBULkJoi/FsT0PrwViy8dynNs1ucWhOFQ/MZ8v0g9EiQG/538J36nHu5DsMOEj1QjeB0Ls14MTSrJv7NWdRRi8RkMQuy3lUAEpNHuZVeagBdRa/1diwBAQEBAdBHdPErdx4U8AVjmSOX8LZ2C1FhKYNDRG/e1m/kYfNdxqjpNGHYXQQsdDT604WJdkRBdrwKtl/WU8qqDaAwSWLylZrK2PhcvoxeTaVqYIycS6nI5wB9EHnCn/99enhH5stqnk3+bHeu0tO2o1BKYKD43bSiC+OYacfufo6gE1mNs2ND5NPalfxj6q+WYyXtui5LxiGMFYlr6nZEri3PpYQv5+WsuV2unNNnTbhjcAXvzG9k3Mq4YwCK6oJmUzqNIZSSIDWwa0kIJTIu984dogxrG2bciqRzB3Qt1vnxmHIKoxvPOd+UGPOr4rLbIGYHgwzfBW66WKGntVE0DMX518DipZaauHSFdXvoPoneQgGPPwf9toChW62f41gdgfL/J9D36EvovD1JPvxl9gFKIcfMQ01fjujXnsTrv5C4YSQ0xByPsvVc8OR+b9UJlXDzyrzZZaJXG9TiOogZdlJ3ptbtrdLvRJasaKB+l8esZTUNpEJ/9GdyLtsFrVsZob5tAIgKnRdb70VpTYQnGqZkXXdqq11CVo5X/3AruuqFLDDdfLAU1xYPW/3J2wBZ+q/J9ifL55qOGyAn7Z+vpaCnd0VIVctNhXqlfuglB7WmePdWzL10tmetCtViZk0FSG1VZHnxJ6sMhv64JfNvW0zLvBj5/fPoemXHQPH/m6hTtdzL9Y7iD/Ah/6WQYuaqWSxkLh3ozOlcwnIWU8tKZ1yqWZT7q/ejUMxmKl0JlP+AgICA9Ul/0Z3LxfHcrV7OeDaD1V1nDksZxwx2ZCBfmBO4Vj5PLY12Gz+BX6KD7qotZaKYTHOvojNtqFUtNOAqjun45Dw7BL+eBAfE7mMFDQi7rsBDfMGV4f3prLVigNbe8ugLjTtyDqEdJdwS/zzb2u3/a3TVWgHQThQySGvPb3KZvU+ufHJpzq7oYuORO65cMNt646rsch4aVtHtsAFJ3ZGZHa8+WJ59IUCTCE/KLsDQ0lyO6lzMjb9VW0X87PTZuJL2TeCR24UE0871F2nOPClY3GQy8rBW/GdcI9OqDbqX6Fy+TSGF0Y3nfG9KxBOKK++EuNuBkc++hdIiqGtUTJ0JbVvDRadYv9EFi91xVkSNZe/RZabrVtdgyvRA+d9oiFx9APphQ4if8BRq6Sq/09dGJQySH08hcdGbmSvwPMVzf7iC+L/ex/xxXmqm/X9F+JTtid5+EOaERbSc9CpqWUPW/XG9xb6NWIo/gJSWVffXZTQe9wYA+s5d0TsUo4Qgsk8vvu8zH5FWndLrvNQRXFE0GLAMBqPaHMRJ1V8wPlFJVGh0CuVjInmqeTKNKsH5BVttFOHn5ipvgZ7MqArwGgCUHZIv7M86TvCckEihW0VhPOto/H4Vqz6r9pzLbA353C24kQbC89caEyrSCZeF6XVPt790zAFrh8UswCC98CW8ylOOEWgZi5jFVM7n6qzr2IX9WMo85jDdnuLeHSWUrYvdDggICAj4H/xT25895VDOUfcwh6WoLGp5AoMJ5mzOkQ+m6fT+2L3X9Kt41fyWD9XYjO3sL4Zyf+gM5slKTjYeYaFa6ZnrkUnSFH8LwQrqbRHUkvNmq5WcFn8RBQzRutBTtMFAsUdoCz5KTiVTxvE4GYBrc/axpgrBawXHc3bz2/xgzCeERgdRgqk03o3NwJCCy3J3JrQRGAFWGh7NbTURmo4YpkswNEsAFibEc6xZmkKF4+iJCBie1ogCJtS1MHp5EzHTzusXyvrncfRZIf/2fRGSKMN2JillRQDYKQBFEUF+WOO67TedgoobM5UrobE5c/p/R7qq3KJlcNqV8J8sYp4QsNtOUFsNv03x+35NaaUG/N0Eyv8aoPdpR+4nlxC/6m3MkZM8Dw4d0bEUrW974lc+spql3cIfolU+5ndpedwCtG27ET51e1RLgtiNnyGXN/rDj1IDsyJ8f6wwL3++lvHtfDsXHRKv/sZbhYLhrxexuJN1G2imorBRUVcECEHXUBGtdLeOQbdQMd9UHA7Aa83TObXWtiabMClZxUKzgXtK/sbylauh6ZtKlp4zHmNxCzlblZA7uISmn2sRpvfUepVuPFM9n4RKnVic1CuZOdJMmGh5uq8lZOpWUc4366/XyOD9v0Kj7SkVRNuvWZXfgHVLayoyprneHmV/V6yihgXMows9WcRcJBINnUKKOIVLaKKRp7iLSfyMTgiJySCGsTU7rN8DCggICAhw6KhV8Kq6kTvky7zLt6Se7Do6ReSzNb34l3o6pe+n4Rr021HKF2piWstAQU/acp5+IEllcLf5AQtVNZmRAd41Zi8sLADpkfNSssU4cyHjWAwI3jIm2j3p3ToEvipfAorJoaNW4kyq0Ap5p+AkAL5MzOGIxledeVNjlUw3q3i+8IjVnr+/i1+b6jht/m/MijWxRU4BWxcUsDQeR/pkaOV65DNC72xpTCjQTKsGQ8i6djLLxTaBnPSIfOGZ6Tj1hN/IYBcPTBkF9u6Yw6BWQcu+DYmyEjsQxPPTTXn0vZE4zS3w9RgYMhB+nWKN1zSIRuC8UwCheOJ5+OJrQUi3FP/ePWD4Hn/DQaURFPz7f2KMnk7iqrdRlfVoW3Yk+tCxaJ1b0bjVzbC8fjVLWQ+BvIW30dT5ek8dAQtHMWxdiKpq8j9rFNAqj+h5OxPeqzfJ7+cRu3KUZ4g/XJyMQoHesHXX17yitcbQL0o55CODO25sIa8FlrUR3HBllH92G8qBg4dYaQ2VzdC5kJuT43mxeSrVMpbRE1YAs9ueQjs9/0+exTVDKUX9S3Np/mo5emmEkvP7kJjdSMM7ixARjaIRXRBhDb0sQqSHVZQnPrOBOVt/iozb8Te6INQ2Cq3ziP1ab58HQag8glYaIT6nGTyhOqbHgOK+hF0zgVTCY5G30aDL/X1Y8O85mA2Gx7ef/iLHmZ5af8pAULpXGVt+siUiLb8o4O/nPnUjo3E7X3jjN7xEiHIfL/AerzCHacRpoZlmmmkkjpVI1oFODGZ7utCDPTmI0EZWPyMgICBgU+VXNYtr5FMspooetOcO7Sx6i04ckLyWGSwiu9JuTftFf5C9jeuoodG3zpScV6IKqFGZXYQKCHOKvhf7aINYpGo4PfmMlS/uW78lzynl5vFb8zVP6+mUkmvXFlJ62jzLqHFieBuuzt2TCCGWyQY6akU8F5/AY7ExVKtmEmkFalHwc/FZbBFq/WdP4xrzTv0iRjYsIV8LcVZpL+pNg5dXLQTg8KIOFOlhCrUQvaMFCCFYkYzTd/LX1BsGJlbUapGu0z9Syvf1djSsEhTpIbpEcvi9qcnv7DF0MG05TurWPyHdy2voiLitoKdsBMAd/dtz/7RqlscN19dmCkjqaOnREbZwJ8yQ83lIWQ7fHNSeSCDnbXA89rLi2Tdwo2/wR0anpukavPgfGPkFTJwCsZhlFGhsgha7XkDbcth5G+jcUXDwvpCzAXRGD5T/tYhqStDU+xo3zz8DAWV5FEy9gdiNH5N85FtnslcxV2jZDMAAFC25AREJkfhqNs1HvOR6HT2JxO7y2ZT/zIfMDZfmcc09SVBOjRJQVgV6I6oRigPK+vzJHvDGkRrf75gl7Esp7lk6kLO33iWjyOCfQUmFMbcBQoJQl4KMFIKqf0+g5q4poNuW1LCObFYQsi27pluZv+TU7rR7bBuqH5zJ8ssmpVXSVXT5eCdy+hUjmw203BDhjrnIeoP5J05g1YfL7VFexR+UrlsPb4Fzja2evpmGFmsZrzffmmbiGgu8S0jNCgHT8jU6X9eVTpd1RgSVXTcITEy+4TOWs4TOdGOI2p4zOJQ6au2wUL83xvvTPYvLOUAcyUPqZr7gAyeMNDVOQ2d39uMiccN6PaaAgICAgDVHKcUg42xaiLE65V9H47fQE7woR3Ob+aY91RsMKEBpyKzt/RS/RG+nQpQwUy5jj/jtGdmJUlnKPMovo7jKf5qDQYGU3i4EwpmulIawl5PK2nfT9oALNzTRu3scHOrP40UHkSPWPHhYKcV8oxGJoluoEC1NznuwegaXrPgVO0MeoQSGqaPZspSJQpmWzHVIcTte77oNb9cu49g5E33nAxTPdBvAfiUV1CWTRDRBt5w8YlJy9qwZvLBiuX0yNVvxt5bTkmFry5oVs+Fc2ZYowtOxy5uwiT1dkJJFBSIZtkZ4Dk8zNZTUiGqCC/oVc8OQMsKBnLdBoJTiy59gziLoWAF77wDHnA+Ll2WWgvDKeULAqUfBWccJHn9J8dzr/vVKIKTDNlvBgzdtONc6CPtfi6jldatX/HUr5iN67f4ARK/dB619EcaXMzF/XQy1zfhj9j0Pdc8qW278lNxrhqMVWaYjx44ryAjn8hsQvCqH+3BUCC5/KI5QbvuRla3ghWPDPPPPMC05MPhXyUMXJ6molOz/MRzwseLIV2D8UC1t/aDunczMb6aSI3XytmtP4aVDkI1JWkbOR+iC/BP6EB2WGTqdXN7Msj1HkZxleeNz92xP2zf3RCuwPKGyKUnNPXZxQvscy6R9ngxvBIKlUq16Zi6525Ujwl5LuMuq5xZg1idp/MR6AZQc14UOTw2hYPfW1H5YmXEaBdDu2l7o+TqyxWTpdTMz1pmJ/yUBoOFv9KaA8qPakNe/gHBFhIoT26LnBtVdNxRMTG7mMsbyIzo6JiZ7iwO5Rz3HI9zOfGaRSwFLsLwS6b9+ExOpJKMZ6aQFeH+aEsnvTFxfhxMQEBAQ8BdopIUW4mRzpFjvCMnF2mFERIhTtb0pIZ9RcjxT1UIqcQsmZyvyl3pD3JZ8j5vDIyijAHuSO0Z53iFZ5bwUXsOEQAjlk4Usxd9NGVBCgrIVfwCloZB+A4CyPr4dm8m7zY8QQmNwuIIrCoYRQufd5jkYKI7I68keOZ0yjq9eJhi++BMmJKoBGBot5/32e9PaTi9VSnFdlVWQObUfyg6T96VPaCZInffrlnFP5Sx6R4ogi5z3wsqljF5VyyvVVjeD/Uta82qvQexbUs4LS6qznqore7SnSA+RFxJcMH2+O2Q1rRhT23XkPAHoCpVQrgNLwd7t8tihVR5l0RDH9iigJKjiv8GglOLGh+GD0baqZsJnP8Djt8Pdj8Pk6ZCXBwuW2uM9ywrNDeJ+d1TmugWWivLbtHV9FGtGoPyvRUTbYoiEIGF4JoK2fQ/0Pm3R9+lHaNfe1mRNI3L6jkRO35Hmk1/B+GSqazgQWKaipEzfAomnxiAXrkLfquMf7In9pF6tASD1zTJl5cas6VLAv6+L8OoIf+jxxEEaZzwa4f0jDGfpF08xGTARVMpqKWG7nxQHfqiBkmgoYp8vJPbZQpTSrEQYDRqfnUabDw4gZ093/5UpWTzsfeTyFmday+ilVJ7xHW1ftZJjZIMB6afDOSbvGbJ2RoV0YmOraXVNf7hgUtoSglXvLIGkdIwm1S8vQhSE0DsVeNbjEu2ZR8frrCrsSim0HI0VD83DXGUg61PB+mtWBEcBPR7pTftzMl+SARsGY/mBsfwI4LRw+pwP2U8cyk085Ix7RT3JazztfBcIwkQYxk4Avg7PfgSltFo3Ox8QEBAQsFYpIJcS8qmj2WPQ1RhEd/ppndlR9Ge4NsSaLgRH6DtyhL4j1xmv8qr81u4MAKDQwXEGuG8IjQ/kBBYkqjlW7JTpeffhynluID9pCwir+rjyePvRPF5y1yiNUP4IUSXcY7QVfyUFUkaRSAwUPyaWcnDNeyhTR0NHA55rmsqLrYZzZJ7buUYpxU6LPmR6ss5Z//j4So5Z9hWfd9gXIQQmiibpkZ/dpd3DSp0P3QRTZ1zzKs5r3R0N4RcRleCH+jpMtcpZ7qOaak6c9RtHlWaXn8vCIW7p1clR2nN1jdvnLmFl3KBRKKQCLZucly5r25clFd5/3aAyrh207tIkAv4aU2ZZij9Yij/Ad+Ng6hy462r3t/TmKMWdj3sWtGftsb31N5FWC9obHVCygdVy3PBLdm5EiPwI0QeOspJAbLQdepD7+mlEbzvEUfzTiV6xJ+SEreVCGkIT5D5+JJEzt0dFUvaZlJKtSI6aTuy20annCpDm9fftFJBvKfPCeRpZwUzCGWDx4rEhXj0q0x5khgS/D9CoKXWn5cYhr9ldtqJSMfwLK3pK86zZ2aZUYChQilW3+Kvf1j8xzaf4Yy/S+NZ8Ki/8EaUUepscCGtZVSiR5R+mou6NRcwd9Cki6vZwdcKuDenL39GQVD+3kNytijPeswIo2tt9cAshaHdZDyrO7YbZYILnZZ5xEFm+haLQ/d6eDJ2xfaD4b+DUsDLr9GqqfN+PE2fwCK/Th4HkkU8XenALD9NOdEQTGl3p6Yx1ZTmBjs5JnL/O9j8gICAgYO0hhOBe/UzCHt9ZHzrxXOhSbtRPdBT/dM7U96GYPDQ0QugIAbeER3BpaH9yiGC9FSzZ0UQyXs7jYuNVS3JR7j+wQvVdWc5atIAcQLMVV1fOA1fxt+S+1HacuFHnb2azJq+zyPqfaUb88wTOchKFYW/z+lU/+9b0YdNCn+KfWuc3Lcs5etnXSKUICY1CEUoTndxjTN8eQvFVw0q6Tv6CPI/cbR2+wEwXjDXJBzXV9M/PnnS9c0mRL930tI4VXNe9E/WGQoYMe9VpPSCEVbnfmWYL5nrE5IatWzHhwK6B4r+BU1mTfXpVtf/7kf8QfPAUbDMICvKhSwe47xro29O6Zwb28+hk2DYh2xB08enraOf/nwSe/7VM+NCt0Qd2wJywENGqAH3XXojQH4f36H3bUvDVBSTemAAJk9C+fZELVpF4+hc7pP2P80T8zzc3EynvuSMIbd2B+j2eRjVZJimR0o5zQshm6UxTmmLc9hE0ZUUApCOkIscuXmHoML8LNBW4O3DY25IOS3RCZuayvoe9hPjkWha2fwGtLIfSW4ex6tFp9h77A9UA6h+bQf5+ncnbuz0q6ebZZ6YwZJ4Uc1UCK6TNk0KB3ZBNuS8Q58UVlyQXN3u27q47f2hJxiYqn1zojFK+vfYua08LaUTaRSjeo4wOV3Qjr18BARs+3ck02GlodPMo8ym6iO7cwzNZ13M0Z3AblznfJVBECbfxKF1Fr6zLBAQEBARseOysDeRTcRvj1UwKyGUnMYDo/yjW2kG04uPwdbwhf6BRxdhZ60dSSW403qMlS/tY6fXAA46UYRf5S0k0d0QOZbg+gIObH6deWdpKSqaJEqJFms40gUJTOknS9OuseJTZlIwkdVbvM/SnFCxONtNx4QvkizBXlwzm+bo59urSq+TAO00LeLF+NicV93LC6FXKuyVShgx/2H1K7qozLAeMFZZvtWLGW0shzcahgPFNDaTLeQLYrjjTPfv0YjsNVChE2LAEYG8LPxTKNgDoAlpHQ+xWXsCFvVsxrFXeas5VwIZEry6Z1f0B+nTPHNu+QvDYzdnXc8ax8NMEnFtLYhX3e+gm2KrfH+tx65tA+V8HaD3boPVss2bLdC0j54q9AJDL6mk64Jm0XHYLpQnQsqUEgPfBGD6gL+Ghnajb42lUdaZXXTUnQenOBCGhtNpEarpvPSnLwtFvSPLtvpc1FRpnPSzc+Zrix13gwgc8G8CKp/c+5q1nuQZNBqrRQNbGqTr6c8yI/6WZ/lKKT6omd7d2aPk6stHA+7DOrnCDEhr+li6epLU/oPa5BWhC+grxaHmCVidmeuhli2vpcFV91+4ngEiHHPp+PYzcnuumA0LAuqUPAziF83mWh7HCNHXO52rasfq0m2nqN8bwLWEi7ME/aCc68iNfAbrPYyCRgeIfEBAQsBHSUZTTUZSv0TJtRAnn6VbdpyYVY2jiamKk96O3iu6FCBHHdf6kV/EXwFCtGweFtmafpoeYr2qc+UpZxfpiKomyowyUUigBSWGgZKbon+4kD6FhYLpKs7IKBipHNvLIeak2eal9kxoJYKWKsZIYZ1Z/Qys8Dg9HFHPz4n+JVXF8UQ/yQxp1SYnTscpp1ZeWXilAkzoylezp2wePdycLb66sRAsZSMM9D0JILurUPmNso+GJPBBA2LS0RKcDg6Q0FOWzHXoypDRQ9jdGOrUTXHeu4uZHrPx9AVx0Egzovfp7aNZ8xWffWbfZ8J2hZxfBFz9a6pnXiJAwoN8GKOYFyv8GiDmj0lH8fepqNERoaCeM7xf84fKh3bqT/9ihNF31qdUyMG1N3jwU17os+OdrSV4+TEdqljFA6YKuCxRtlyteP0rw1e4hjjC6MHSLXtwSCfNe80zeis9ECdhttIbSrDoseLYiBQjltbAKPPoxhASaLpA+M4GfxpGLqHtxLjQlbb99tpHumyuybTktY1d53mapp7ZCd86BcF6mQlidDYoOaU9iXrP13vDW5TU1lt86k5z+hZQc1s55WRXtVU71S0t82/fapVuf05kud2yBXhj8zDZmDud4dmVvVrCMdnSi7A9y9H9Qo7mDq0jdb2/yAnerp1hFDekFnppoxFQmuggK/wQEBARsTixU1TTZLV9dBGF0tqYbPzH/D5ffUuvEszmn8Hj8OxZ4FP8UKfEnVdcoVdwvBD7PvyMZOosqhukdODlnCDkizHfx+TwT/xXLqKCluVCU7w+kDAH+6AANMDHcXPgs/NyykmHzRrHMbE6Fo3pPS5rfRrFtTmvGJjwefM8+oKdcrx4nkM32BcUIBVIoCLnOJInk9oUL6Z2Xx9Ft2qDbct4BbUqY2NCcOjr7gFLynmBE2zIeGtiF8mgg523MHLSHYIetFYuWQfs2UFG+esV/3GTFudfbNiDgubfh/msUq+o80dU2Ulpt/8pK1vURrBnB3boBorX3hx6l7qPcBw9F69OGhl0eI31AaHhv8m4YDmENrVsZQgiMHxakPTA93no0++Xgtn7pPstk1OHNPH5ylJJ62PkHyW7fWnf3mQ+HqN2xlEfz5qGa50EzlIsc57maiCq7Y4DF8taKz/dVGDrsNlqnd9cOlPxnZ5YOeTvzeFvnIhubnO/egHmlID5mJcq2sq7eRJBaAlSDAdIdaXnyBf6OKgqU1aZPKRBhjU6Pb8XKB+bSPKnesycKGZcsu3k6mNDq5M50fnorhBB0fqAfqz5YgVlnoJxei4Au6HxvX9pd0PUP9jVgY6KcCspxu1QsU0t4jodZxmJ6sgUncz5FopgnudcWEKx70SDJNZzPgRzFRH5xhAcNnV70CRT/gICAgM2QNqIolYTomaq4KnQwh+jbMKjlWt94IWAr0ZkHoscD0F2UowmN78zZuA1kndFYGfi6084vNV0KBSIJKmxvETsN0moH3VUrZZyxnDGNIwGoEPn2fvrXDjhyj9AUSMmgUAUvl+3LlkvfcLsG2EuUajnUmE0ZK1G2n+X32CprPxV+xd87XkGqBkCzNKziian0Td1AmSFfTQClScsAkGrFJ+DpXn35snYVH9fW4mluDWjcsnAhUsHrKyp5b+AAdCG4pkcHnltcxZJ40lL6FaAEGoKrerbn5i3aZ7SlDtg4KS8VlJe631fWKu5/AWYvgm4d4KITLaPA/c+B4UlxVgouux3OPwE++sqdrmlQUQ6lxevvGP4sQqnVlooL+BtpPORZzO/nOd+VAn33nugdS0h8NhO1ssntDqAJCj89ndDgDu74mEFtn3uhLrMXbarSq1X11a98SIHd81RzlnjiVMHcbhoXPQglq2D8ELj8TqisEGhYFtS2S2Hk/jp5TbCgMxz9tkFDkbWCSBKeOSHMrtttRWJeMy2jFoJUKCGs/ZAppd7/ALX2z7Iip1IGfJVo08zBqeevqTQ7G8tdn94lH2N+s7tyrx3E/lI4ojPt7hnE7x0/S7sa/hfrFj/vQv4w6wkRX9TCwkunEpvWSG7/Qjrc2JucXvmIoHfrJkudquUcjqGeeiQmGhqd6c79PM+R7IpBZrXindmblVQylUkIoAOduYkHqRCZYYYBAQEBAZs+5yee4305zvmuFAwTveihVfCDOYuFqtbXKebl6Jnsrvd1vhvKZJumO1iq6sismCQcmUmpNCOzAqk0lHL9f1KmPPaZsotIOV8USDPqmeEv8iTNMEfk9KFQ5fFs4zQnWt/aD4HbYcCzK1LYMqdu5/mn/roGi2woI2Qp9p75vUKFzIr701yVraynxu1d2JrXew6k7c8/k/SqP85Ha9wHA/pzYLmV1lEVT3LZ9IVMqG+ie16UG3t2ZGBRnhMdELDp0RJTHHUJLKu0UgF0DcrL4M374PBzobo2c5mdh0EyAWN+te6iNq3ggRuslIANjcDzvwEiqxoxf5jvfE8pqOZXczB1zVX6Uw+rkJ6K33doPOMdW/FPoziH8OBOJEfPzbptJ73K5r9HCkbvrvHq8db2NGDbMfDUGXD4O3DY23DKs4Jx2wj++aLJky924O5jVtJUYNjPbkVCwBkvxNnjq/Fcc/VRtLu1kNjoJRjLW5C13gA0byBa6q+d72YbI1LWaQddA6UQGpZBQVrLeRV/pfAr/qlNpR3rqjcWIxPZbGH+H25ySQtgKf/RTrn0eiN7dd+AjY8mGnmA2/mFH8khh2M5hYM40jfmZ76lFuvJr7BSVuYxm+lMpgNdWcBs33gFfMcXKGA39uEYTqMdHdBF8PgNCAgI2ByJqyQfy4nO91Qk5i9qDuPNeZieODEA3SfVWFwb/4ClahXpMkoYwX76IN43J2fdti5so4CzbQE+R5DrWNHsFElph/wLLc5QvQsL5CoqZZOTVoASaJrJO/FpvFd2GK31XEY2z6fSiFMlY7hmgpT86tlnDbs5gUfOQzljdPs9q9mREqYkQ/FHCWbFmzPOhRBudAHAl6uqOWTGxKznxcuSuFuLoXU0zAuDevzPZQI2DmIJxe3PKj75EcI6HL+/4MzD8UVw/DIZFi1Xlp6gWSrW8pXw46+CXl0zlX+F1R5QAdsPgUtPhk7tIBze8BR/CFr9bZCoJXX4NVyPMpyu+CMgKWm68AOa7/yahkNepP7410iOnO5do7NAwcMHUfj20RSPOZPiT05Aa18Aur1+TSA0bzEXGPkPwfDPFKZQzs0SMqH/NGi7VLHzd4IecwRHvgmv3dOGQS8dyfJh+Zghd9tKU7Tkw8f7Gewe/y+Vt/emw4QjUU2mFZ4vsDP5MxXvbMFmwg7rEnmCXiuPoPyaARSN6ErhUV2Rabd0ZqSA8LzwwPoJ2C8RBfXvLiVvu1IIreYHqwtyt9wAY3gC/jLLWcrlnM33fEWcGHWs4jHu5Ru+8I1LkLDvVo+BCUEtNVzEtemrtedbd93XfEYj9YHiHxAQELAZU0MjCV+UmCunpELm3fbMVhD/hfFXeSzxFSNaHuf05hd5zvgxrYWz1d7vjpzDeDL3GH7Ov5RP8s6mt9YaPeVAsdclnXaBKeU/JSf65SXpFG62/nXWyvi01Qi2DLd2a+p5POsKxWG177B3XjvGdTiSsNCtsoUCEMr651n/6jz7QmClEwjJ8i0O5LaKgRxT0pnji7uCkSoS7ZEPZabs57RHVLYGpzQk8F1DHXuWlPjjXtN2Y+vCoCPTpkhljeLs2xTvfQUtMahvgkffULz6sX9c0nBvG8AxAqyoUVxzjhXS70Xgqm0/TYSFyzZcxR8C5X+DRHQpdRXy1Y3xzpYKOa2S+J3fYHw7D2PUTHuQ9cdR/dsUEH93KubEZYS2KCe8fWeKPzyW0JB2kBdGVOQjE+6CSsF9lyhOeUERkVBfqHj2ZMWbR0AiDDt/C8M/ta3DJuT+sBJzbh1Dwm3RTWvLKUUdQOoQEwYH1L5BvYwjCtwq/07bPeflI9KiEFwDBgC6IH/XtuiFEcqvG0S7F3akzX+GoBWn+uV6l/G/YFJFA1Var9vUq6vrK0Mo3KMcwgKR53k9hARdnhxEtEdQuX9TYwJjOY1jmMtsvDmYAsEPuElcvzOR6fzukVtSN7hgMQvpJfpyLXcTwQqN9K4pRSXL1/XhBAQEBARswJRTRC6RPz1eKqhUjdyU/JBv5Sw+lJPAZySwKKWA0clZ/GDOpbtWzpBQZ97OO4md9G7kE6GNKER6vOZKuW4Ry44gfYqzQtiV9K2tLZT1jEsuY1CowqPwuIq8EGAqxeE177HCbKJYi7hSlvPBL+f5ivV50BFsnVNKWTiHK1r35YWO2/Jw+8G0j+SSLtfZK3Y/Cfubmdae0DaW3N69O4eWtyYiBDmahpZyLgF3d+/OtkWZbf8CNm6mzFUceKli3NQ0/yrwyY/uhGlzFWOnKDcAxmOnWrAM2rURPHELFNiqQFpmCULAsqp1fjh/icD9tAGileaR+9BhtJz7Nk7SlOfh5d60qzEQOMvYTz+72Ila0Uzi3WkkPphO0acnEX97Gi1PjQdTET1oC8yYwlw628rRsrdRXuNuI78ZdvoB9v9Q8fLxgldGgJZWSbUu0cLQcAWTV8yjpa6ZWf0yvflVqpn/NI3h0huGUH3eD5ahQymQKQs0npAvryLvbitnaCvaPrMDZn2C5MwG9LY5hDvm0+WzPZi34+dgeLeblk4gQCsMY9b7c7MFkDusjJxu+fT6ZAe7XY4gsaiFxPxmoj3zCbfLyX7OAzZq7uYmzCy9lgWCsC2gfcnH/Icb0YTXZmrdlxo6hrCW31bsyqvqc8bxA7c7lf9duhCEDwYEBARszoSFzuPh0zg5+Zid1786OS+lhPtz4C29xO+pV0qnhhijjKl8ZEzljdyTGW8u4b74N8Qx2C3Uk7aU8Jo5CSVUWj6811QtHedIKpXSS6NM0FMvo6MoZqGsz5gP0KiSXF//A9eVDuboyi/RbdeORKFk2nH6lH/3mHpHCnmz0440SYPp8XrK9AjdIgV82XNHhkz/mub0xuyeZQVQokeoMTPbYneP5rJlfgFv9u/vyHnL4nFmt7TQNSeHTjmBnLcpcv0Tipb0Bhs2UdsO9/0Exfl3pJUWt28rTXN/l4P7Cz5/QfHrVDjnBr/ZSino3XVt7/3aJSj4twFjzllJ4oVxqHgSubQBY9QMwKPb+8Kz/KSssX6rrI0u0Ae0JTmp0r1jNYHoUIS5qMmjhGdf/2NnwOvHCM5/AA5+T6ArgdShpm8uh7+X5Kj7kpz9cAhTUxzycYLZPe1iAZ7c/q1CFTxbfADtP2qg6b35JCbXYNYlMBY3o0zrJeiG5Vvb1zvk0f6t3Qi1z0Nvl0vzl8tYcuQ3qEZLiS+7oj/lt2zNkhN/pv6NhVaVDudcuOvJ36sNJaf1YNHRYzLOW48xe5A3tOwPrkrApkaSJAeyq/3N9qTY3wQad/Mo/diSI9mbZhp9y3pH381jDGAr3/w31Au8wKP2KMEZXMxBYsQ6OY6AgICAgI2LpbKGl8zvqKOFehnjA/mr7fxI1bVP5edn6QzjMQpIqZMe4biF1oap5kpnmo5GW1HEMrMFA2l1UZJ+o0IKqyCgsI0DbspAkYhSqHJZaDbaXQQEQlgymDcCQUpBN72U18sOoMqM81rjbH6P11JlxFlmNJPEI+eZ7r6XaRHe7rAbXSMFtA/lMq6lhgMWfku1aeXgn1zSjSfbb8MVS6dwf+Uct9yVwgovtdczOK+IOzv0Za9p4zNO27u9t+KQVhUZ0wM2bYadJGmOAcrp1ujwwOWC3bcRHHieZNGKzMiA1M/jP5cK9trO/1t593PFrY9bbf0ATj8Szj52ww35h0D536hQ9THMRato+c83mOOWIAqjhAZ3JPHKxMyxChBW1XvSDZ+agKIcZG3CPz0vjGz05oBlKv8KMATEcgUX3q+44i6N8pUwcTD8+zaT/pM1njzVDedf0l5y6YNJfttaEU5AaY2isoO1QyE0nis6iG1PWkTzuwt8++6G5YOI6ugVubS6dTBFI7oDYNYnmNPlbVST4TO5tX97N/J2rmDhwd/S8uNKQBHqlEekZwFaYYSys3uSv2dbABaO+Jn6d5Y4Ru/WV/Wh7S0D/sSVCNjUOIFDqaYKaZclEkAF7bmEf7Mlg0mS5GB2zljOEl90ymnDYIZxEmcyg+msooZe9KEbPVmqFrGMJXSgM22D6v4BAQEBAauhScVZomp5LPklP8lZRIkwTPTgZfMX/0Cn/JOGhoYhM8PgS8mjRsUzKicpGbGCLZVX1stU/rGr/KP8xfWU1JAy7B2NENI3PxVYLIAHS3bj95YGHqmf5t9/x/ggiKBTrkf5V6sBnFPaBwBDSbrM/JBKI+YTYx9rN5QTSroyYt5YRtavAAXtwlG2iBaQJ8KcVt6ZA0oqCAmNc+dO5dEVi5zYhpNbt+eZHgOC9nybIcf8WzJ1Hph29UlNQasSuO4Mwe5DrfthhxMkTS2Zy2oalJfANv3hwuNh3hLBsiro3QX69xQsq1LMXwLtWkPXDhv+vRUo/xs5sqqJuqEPQYM/lkXboTORf/RDoIi9beX5O8UCAdG7NebMGp/irLUtQBvUgcTHVicAJ3rAWsKT36VhaIrRe8K5j0nfO+PcBzTOeiRE2PDf/Kb9gpEaXHt3jA+OsEKkC40w33Yr9r12UnekdCzdbrh+h8/3IW+XtsTGV7Ngu1H+kxEWlF3an9Y3b41SiuSCJhCCcOe8rA96JRUNI5eRWNhMTv8iCnZvk/UcB2z6TGUy/+ZiWrC6QvSgN3fxCPm49R3O5XgWMM9jIBCEidoFACUCQQ65zjoEggu5in04aP0fUEBAQEDAJkGzSrBD8+2soN43vQ9tOSa8HSaSb5Nz+dqc5RQLBBiodeB3c4VvWgSdI/QhvJSYCKTC7u3Wzsrr6HELIVutAt15pqlB2jQAZaaiBAQI6UQC6AiS8Vy/HyplvHCqQ7vr+m/7XTissAuLk810mfmhbxshBCeUdOXpDsNQSrE4GSOpJF0jeWjZ5Dyl+LyumuktTfTKyWPfkvJA8d9Mmb1IcfJNitoG63vntvDiDYLyEvd+OOtmyS+TncBhNA1yI9ASt4xlmrBSBLzpAxccJzj10I3rngoK/m3kaK3zKXzvRLTupdbztjSXvMcPpXjkyeSesy0552xH0X9HEN6lq3XX5ofJu3EP8m/dy16BcJ65kYP7Ooo/4FSRVVEdKfzRACEpqFgB/aYI3v9HiIn9wry/n05DobKL/fkR9n+ahBuuzCG3yZoeqjOyVi7wVpd1D1bQ8Jq1f3pFlpwsQxFqm2vvuyDStYBIl/zVPuiFJig6qD3l5/UMFP/NnH4M5Gle5wAOp4xyFrGA8ziZn/jOGXMVt1FOa+d7N3oRJ4ayRRqFchT/1PeHuJMG6tbfgQQEBAQEbFLkiQhv5p5FX9EOgaCQHG4OH8JX+ZdzRmRnzo7sylN5x7JfqB86GlFCnB/ZlTuiB1lyl0eOOiY82FH8IVWvVhKxnS3pxZAVluzn/eevx+TFEyGg3LbMhlIZAai2XcH94vn0Up0l55XpEULpBgagXciV8zpFcukezc+q+KfGDC8p54J2XdivtHWg+G/G9OwkGHmf4JSDFW3LFZU1imP+LfngW/fuvPEcQdcO7jLdO0BTzO2mLhUZdQMefEWxcNnG5UcPPP+bEKnCJaudb0ort98ekxg9j5bnfoWkSfSwvsgmScMFn2Usd/czZez4eB1Dx0HItJY1NUXl8Z3Ie3cZeY0KXQpmdzc5/KMkLx8Zpd8UgalD2BCYgFD+fLX9v2pkYVdJfqPgm8HlaHG3wIYb9p+W46YLik7uRcWj2wNQdc2v1Nz5O4QFGIpI/xK6fL8vWn6YgIDVUUUlD3Evc5hFezpwLhfRle48wUO8zWs+UUMguI8n6IuVDpIkyWIWkEMuv/ADT3CfrztANh7mRXrQex0eUUBAQEDA5sD/kvNMJdFw5bxxxiIeT/xIo4ozPLQFbSnmuKY3fMsIYIDowK9Jq0R5avVKweBQWyYlajGshn0opVAy3etvFwZMjwYQ0vkWShYQUx4TQCrlIKNWAeyf35F3O+4OwAPVM7hk+UTCWC0QO4XzGNt9OK1C0T95xgI2R2obFLe+KJk4C9qUwr+O0xjUU/DMSMm9L6sM09XDl2vsNsSaapiK+UshpMOMeYor7vvf23v0GsGOW208hqWg2v8mxP+yaArdH+gR2aMbkT26Od8T3y3Mutx3vVt4/x7Jc//U6GEHBozZDrT9yxj2wjJSD+54riCeA8e/GefQt3QqlgvKqjQO/697mykUsVxY0U4STsCd5+fx7Fn1nPRIgZsq4PT4S6vSLxVFx3V31lV+81bkDCsnNnYloba5FJ/UI1D8A/6QGDEu5TxWsAKJyUqquJhzuZP7eJvXs/oyvmW0o/yHCdONngBsw/Y8w8MYGE7Yf7ohIESYCtqt68MKCAgICNgM+F9yni78ct7QUCeeDrlFZqebmT3IFFBjJqzwf+H30W+ptWM8NXhrQAlhGSFS35VSoEL4DQLK+b+SOnHiWCqHSK3FrSngqdKvgJOK3Y44F7bagv7RYr5tqqJUj/DPkq6UBYp/wB9gSsXpd0mmL7DC95dVw4m3Sl67TnDf65mKvwA+/kk5yn9IF/TsZM0ryofCfEVTi1XQz7r305YX0GUjE/MC5T/AIbxTJ3LP2pqWx391puVfuT35HRcyxVjKAaMk3edCMgzzusHWE37ldU+f2p6zBBXLoLICXj/eBAXhJOzxRZiy6tQowYLOJrdenMeAiTrtluq8NyLGHr9V0f/3CK91OoY8GWb5IV9iVMbsHdOI9Cmm/ObB5O7oVmgVQlB4UCcKD+q0Hs5OwKbAVCazjKXOd4mkkQZe4tnVLqOnRaDMYSbv8gYttHAwI/iZb6liBV3oTh75TGQsYBUCvJh/U0DhujmYgICAgICANaCP3pp/5+7OrS1fOdP+GRlMpWGwwGwEpfmUm+dik8nMEPZGH1iDdQSGb4qdHiCtOgCWTcJAKcGbrYfTK1zCwUu/YH6yCZQghKBHpJB/t9qSgws7+7a2V0Fb9ipou5bOQMCmzpwlMGWe+11KSCbhvv8qS4EnLWlFQJpvlAXLFM+NVNQ2KA7dWzBmIsxfCp3aWrUCRv/iLMrlJwk6Vmw8Xn8Iwv4DspD4aQnmvFWEtigjPKQdM40atln5vKdojPU3rxne+0eYTks0NBPQBfN2zOXiF2G6qqFIRLm3cC++mvMbF+1cSzRmVddM2d0MDWpaSw4bXUdDsbXO8aVn0lNvZW3FTrIR2sb1owrYcJnAWP7FxVnnCTvZJOWDUFitkc7lMkLoJDFoQxtu5t+YmCj7vx3ZlfnMpolGhrIdu7InLTTTky3oQOes2woICAgICPi7mGgsZbpZRWethO1DnVmpmulX9QQxu6Ctoxk47fxS70RBIRE6ayVMMqrIEyFuLNyRiS3VvNgy091Aqnig02oZR+P6ouIgdsqxXKXS3tDqcvYDAtaUmYsUB19lR7Cke+mxg1uUK+cJ4KJjoHWJoDkOXdrCxfcrYvFURwzYaRAsqxTU1sPWfeCIPaCxWdCzM/TqvPHdu4HyH/CnmJms5oL6L/ghudgJbRYCyqvgijvDHDq3DUt66Tx/dQja5nFK7lZsFapACMGIujeZMWUul92UR5e5GtG4IBmC2X1M7rypiSVdTIRQhNB4t+hYdg53/XsPNmCTpYUWTucEqjxt/VKIVEcL33TNfjkoK4/SNg8ojyFM+EZrbMP23Mjd6/ZAAgICAgIC1iJLjHrObfiUrxMLMJSyFX+NlAa1Zbg1uYQpE/mUarmckNuHnaIdEEJwQc03PNk4xV2ZEj7FX9nTBIKXWu/BkQU9CAhYFxim4qjrJDMXuW39UqT6UUgJItVxQrdtVdINhxe4Rf6s3BXLQKWUFSXQpxu8eotA20idk4HyH7BGdKh8kHqVyJh+bE5fXotPsRUkCKHxVdkJDAi14eWWSZzb6G3LZ/+SnBR/qyhMyvL7RsEx7BkJXgwB64YVLOcB7mY8Y5FpNYhLKOVADuElnktbSmWGitnTyTL9Xb4gl7y1t9MBAQEBAQHrgf6Vz7DArM+YfnzOAF5snu7IeQCjyg9l52gHvmxZxAFVVls+R6mQVtSApfhbRgANDYnihda7cXRBz3V8JAGbK9V1ipuel4yeAIbhn6dr8K/jBbe9lKn+amYWOc8WE0XanFEPCjptZOH+KYJWfwFrxIHRXlmmKt6MTwNAojBRGEgeaR4HwP7R3pSLPPuHY5vbHMXf/vEJa1mJ4sKmkfxqLM2ynYCAP0+COK/yCndwGy/xIi20AFYRvrO4kN708Y3X0OhGd0zMjDz/lADj/WdNTX8dpKYHj9aAgICAgI2Po3P6Zp3+fotV8Tkl5yngngZLztsxpx3d9GK7kB/+Kv7KDbCW9tvz/JU/8mNLJYH/MeCvYJiK5z83ueIZg3vfMalrcnWK84/U2GUQeGP/NQHd2luRy9nbjFtlKqSnFeXqxm6kTn8gKPgXsIZcW7ATb8dmEMdw8r/aiHyW47cSS6DBjhAo1XL5pOR4Lmj8mJ/NhUil8Kd3pV4MFktUHXs2PMkBoT6cnLMN24U6kyuCKv4Bfx4Tgyu4nMn8hoaGQvEjP9Cd7nzMKFLNJL3efAUMZTuiRDDTUgIyOk9gda7oRg8WMMf5LhDsznByyFm3BxgQEBAQELAOOL9gME82T2SViqMADUGhiBBX0lcMUArFKmk1Pc8RIT6tOJhzar5mdPNSu0bU6rWjOplg10Ufs0deWy4q6c9OeRUUaoGcF/DnUUpx0eMmn41XaBqA4uOxkj0HCZ75VFkBxhJfpIpEsfdQQVFeRjkAq/2k8LS6tP2V3drDkhUC07RSATQNtukH7VuvryNd+wRh/wFrzMTkCi6s/5z55ir6h1rzQOHe7L3qRWptz6qy87weKNyHk3O38i07oOYhFqv0cDLlRgDYflX3O/TUWvFh4UlUaEHV9IA/x3jGcTmXZpmT3ubF//gTWO38BrEV4/klY547XuMUzuBoTmAcP/Mqz9FIA9uwPf/kTCKeLhgBAQEBAQEbE7OMWs5b9TnTjGp6hEp4oGhPRqz8mPlmoz3CktOuLdqWq4qG+Zbdeel7jE1U+qal5ELnsxIo023910HP48tO+9AjEsh5AX+OGYsVB1xnZM6wC/qBfXcp4fPfaBJCGuy2leDLCZ7lUkHJ9lhNg+OGw1Un6kycqXjwNUV1HQzpC5ceL8jP3Xhd/4HnP2CN2SpcwTetjne+X9s4mlrV4m0Di0CyhV4GwAJzFd8nF5AvIgwJt2dposEJ/fL7/FP487Dnymqubf6MJwsOXyfHE7Dp0UBD1umeW3Q12foKE4MZTOMRnqaWGhIkuJlr8N+pktF8xuEczVC2YyjbreUjCAgICAgI+HvoFSrl0/KjnO+PNvzmUfwBBEoJemmlACwzmhkdW0wIjcGRcsYnqlYv5ymBMlJpAcJevoUzlv/Al533XZeHFbAJ4YT444/NTMWcOP7+LAWbTAnf/ab47w0aNQ2CvKjkpFvxGQ2UhC/GwgVHKrbqLXj2+o1X2U8nUP4D/hJKKZ5qGe/7YaU+Hl7/Bo8W/oOzGz8kZneA7SZK6KW1YoZcaX3XSjFIsljVWWHT3vUIy0KshOInY8F6OqKAjZ0ZzOBnxuCtUpx6HVghjH61P/31oVA00khb2tGbPsSJU0Yraljp284C5vEKz3ESZ6zLwwkICAgICPhbuat+vKtVeTi55gt0oXHmyu+cYtBttVy2jrRifMJ6Z7bT8yghnynxVZ4IAIFXK5PA+HjN+jmYgI2eOcsUI8dK9JCyC/r5YzNXi2dAwoC8XMGWPQVSanRvL5m7xD98RQ3c+bLkptPT60Bt3ATKf8BfookkLWQJuwGaVZIzGz4kKdz5C1UdJ0W25tHoAUhgy1AFdSrGzc2jGZ2cwzLqADfnRthmPEOk52AHBGQykYlcxmX2N6+/wfX5y7Rc/2KKqU/dd1jW4nwKKMANPzQyagBYRoJJTMiYHhAQEBAQsClRLVsyA+UAA8np1V/RrNyIzSoZYzu9gofb7UJMGWwZaYWhFNfVjGdU02IWJJvJ5o5VatPxrAasO6Yvkhx+u0HSSLXjS7tvNMsxiXS9/60KoabeqgGQGh0OQbsyd7GkU9XfRSkY4+lguakQKP8Bf4l8wpSSQy2xzJlCEcfwlUgzkYxMTqOJOKflDCUqQrQRBTxUcBAAPycXcmDTs064mLUe6KO3WdeHErCR8gtjeYVXaaKJBuqRSLsO8eoC+60IgBCwHTtwNddyKRcwixkA6OgczghG8wV96EsLzdSxylneNSMISigjICAgICBgU6aHXswMY5U/rlpZCnujMvA2DzOUYnTLMiJM5p+Fvcm3C/k90Hp7HmgNv8aq2WPh5/ZyLl3C+evrcAI2MsbPldz3oUF1Ixgxy2sv7dz+rFX7BShdEZIwsJvglas0zr5X8tPv1nyhwcn7C76YoOjbBYrzYOEK/+2doqxonR/eeico+Bfwl/kiMZcRdW/Y9f9tPAX83FB+6RTy022r78jCE9ku3Nm3voub3+elxARf+M5dOf8gVwtRLHLZK9SbqAjsVgEwkUlcxCVAqtq+8hmbMhV/lza04jTOYm/2JkGCCYyljjpG8iFTsUy9Ojpncy6Pcr9vaWHPe5in6UHvdXJsAQEBAQEBGwJj4yvYt/JdmpUbBed46pXb1k8pAcoyBGgIFIo3K/biwPwuvvXduHISt1RP9k27udVWtNMLyBU6/yhsR4EeyHkBMG2x5KA7kpjSrrZvgHDuPc9nT7CnsluKl+fBOQdrnLiHjlTw42TFynrFR2MU39m3nxDwr6MFd72cWp+7OiHgmas1tu2/aUWlBMp/wFphvrmKx1vG8lhsrGdqqmp/NkOA9WLYL9yblwtH+NaVUAa3tnzJh8Y08gizW7g7Tyd+wrALAfbTKhgi2vOe/J0kBl21VtyVczA7hLqt02MM2HCopoa5zONJnmYmsxxPvz+fP1P5t6b6+Rf/Yl/2A+Bt3uAxHrHXZxEhynZsww985ywdJcrt3McAtlzLRxYQEBAQELDhsdRs4sWGadxQ5+mEo3Rb4XffutYn9/9Do635vsNBvnWZSnJnzRRerJtLSAiG53bgiZXzidnpA93C+RyY344XVi2mRUo6hnO5t8NADixut+4PNGCDoLZRMWWx5PHPTL6fYbeZlKBJYYfvC9vzn54+ojKySq44XOfM/ay8/ZE/SS593F9YXBNw2I7wzjcCu2sgIR3uu1CwxxCNTY1A+Q9Ya1TLZvrWPkjCyY9OV/wza/vvGurGe0UnMM+s4dqWT5grqxmgt+Xm3H2p0AoxlEmP+ltpJp62ZKYh4ZP8s9la77iuDi9gA+E7fuB6biZpp5Qon5IvnVJCf1b5b097XuFVFrOY+/kPk/gVmdZx4nGe4VfGMp2ptKKcERxHORtxk9eAgICAgIA1JKFMOi56kXppFffzKv4WIu0v9AkXM6nTESwzWrhsxQR+i9fSO1LEPW0G0y1SAEC36R+xKNHsez+7UQRuMPao7juwb1HFOjzCgA2Bn2dJ/vloguaE237PuaNM0EyBtjrl39fnz6IgByY9HGFpteL2VyVfTFBW2oCHJy8WLKkSjJ0OxQVw0n6Crm03LY9/ikD5D1irvBOfyumN72Fim+jAo6Rn3mq35O7N0dEt2bHhYWpUCyYSHY0uWinfFp5Dg4rTr+F2az2+tfiVf4B2opBbcw7gwPDAtX9gARsEDTRyEEdg2EUm0x/5kKrmr1AoJwvRa3bKyOeijAu4gJu5EWkbrtIf99uxA7dyx1o8koCAgICAgI2Pz1sWcWTlJ8SUREnvW9ZCqZTcZ3lRLy4eyDWlg9l63ijmJ5swUegIWutRfuu+PyVahPDkt/C7a5VdtM0f+t9Kj3BH+wGc0qqz7VAK2NQwTMWWV8RpiPtD8AHHp6hJ4f+MZQRQjoaAT0cI6fDsBTpnPCBJJDypAp519+0C7920eaSabHqxDAF/K4dF+zGp5DxeLziS3np5moLuftEQnJezPadFt+Hx+M9UqSZM21hgIpkrq/nZWEArkefx5KbIZq9SLFP1nNryKq8kxmaZH7ApsIjFq1H8XSyzkwA0+68v/sRnJdbQ2I7tuI1bV6v4A4xjzFrZ/4CAgICAgI2ZvXM7Mb3jcbzbZl+2i1ZkeF5TbZoFcGJBb64rHczTq2YzJ9ngkfMUy80YoxqXoglBVPhbqbktAcH7Vq42E5y+cBK3LJ+57g4w4G9lZQM0xCCLA9+xDykUUlMoXWHqbptmAKnh0251DXbpL7j4CUkyQcZKUzHK0xZYhofNgc3DxBGwXumoF9FRL2KKrOTWlq8y+qiD4vBwf7YLdWSvhieYqirx+2atMdPM5Sh/3X/Ab93zTk0tf018JMeGhwZW4U2Ir/mODxhFA43OtPQmfqmpykkGsObKNNFkGNswnnEoFLuzO0dwBB8zMsu6sq0/ICAgICBg86atnsd+eV1YbsT4OV7pTHdjiQW7RzpycG439ln0JT/GqhyjQGq+UjAr1shn2nLCQiPuCUQWQthj09IIbE3t5mUz+VdFLyJa4MPcVPh2hslTXydpiuEL9fVFa9rXX+nuPHSFKfzh/7v1F/w4VWGYluJ/0/E6u1xq+t0/nm2kPuqbye0UhP0HrDMMJbmk6SNeSvyKq5xLp4KmS+qX5xZrCwnlWIg1uzWb8hgPnIE+lNNN4Lvci+mttwkMAJsAX/AVN3C7/c26E7JlGK4uIgSwo0cExRTxMA9TQD6FFKATIk6cA9gXE3O1iv5ABnI/j/z1gwkICAgICNhEUEpxXe047qqdZHlkFaAESoZsDS19vPVXSB0hdcxUZwA7DFt6xyky1+GpMfBlr+3ZtbAcLZDzNnq+m2lyzGNxwI4aMYQTmu+r3SfJlP3tCv3CvpfyovD2FSHKi6AoFyJhDaUUW59j0NyS5V6x78lubeHTOzcPn3ig/AesU5RSdKm9gwZSsTYKLV3xT2EbAIRQjroPqegd4YkBSL09PM1m8S5rEUFnZ70nA/R2HBAayJZBMcCNktM4j+l4Q/xS94eFX2TI3twvhEY3uqGhMYtZAOSRy0VcSH/6cyan0kxz1jV0oQsP8Tj5BD2IAwICAgIC0ukz7y3mmvUAKKVl5Oqno0wdpIaylXthe/kdaU4B0krfsyakZmh2XLf1pg4h2KWwFYNziziorIKdCsvW4lEFrC9OfjrG51OkGxmirKJ+doy/pTeY1vSMhHVbXQih0bU1lBXBuNnWrNwwXHaIxkHb6Ox/vUHNKmu6SOkOtoGhfRm8fYNGq+LNw/UfKP8B65w3479xVvO76GiYmKsZ5TbXtLz3MkMJeyb3aP4V+4CVqsmtAuJZPuX1T/cEa/bEHbXubK135sTw9nTSSv/qYQWsJ07gdOaxwDethGLO5XTyyKUdbbmbe5hhK/UW7l1wMidwMidxLdfxHd97xlj3Rw+6s5D5mCSdJfMp4GZuozVtaEe7jJzGgICAgICAAItPmxZz6LIvrfhOKZAquxLlaBxSR0nh9+wreKbjNty+fCazYk1kmOJ949MKDCqBUoLtC0rYsaCMUys60Ce3YG0dXsA65pjHYnw7w19+P6TBfUeH0TTBgA4aV75iMG6OJxXYc3scuZ3GPSdGuO5Vg5e/8YyxDQNbdYGpCwSm4aoP0TA8eaFO+3JB5zagaZuPnBco/wHrhV+MRXyVnMMUczkfJafbU5XnHx7Pv/03NU1BROg8lnMEp8VeT1uz9CUDZRYGzGwJWEiUz/MuprMWWIg3Bh7kMf7Lu75pPenGXOajUAxiILdwLXdxLz/yEwqT1I1TTjnv8AYA+3MgTTSlrd1NI/DeOyWU8k7aNgMCAgICAgKyMylew8imRcyM1/NqvWWwT6UB+KI0pbB68Uh/OWcBjOy8M/+YMwYn09vxBKe8wH6jghUh4G0HCJrSiGoaPw7Ylq3yi9bNwQasVR4bneTmD+0IYTsTuHeFxpwqhSmhX3vBc6dFefRTg1e/lyhP+H9BFCb/J4KmaexxbYJ5lWkrVyBsVcFb5V/XYPqToc0yPXjzSG4I+NsZFurEsFAnYipJl1W3Y2CCt5e6UD6PvaP4238TmDyS8HptcWdmzfUm63SJookEjya+5o6cw/5fxxKw9pjCdD5mNADD2Y0t6eebv5wVfMTnCDSn5kMrSpnDPGfMZKZwM3dxNZewiEUsZCEAnejMg9zrjMsnjyYaSW8aaX0Szv81dLrQZa0fa0BAQEBAwKbKoGgZg6JlmEryYcNS6mXSr6wrT/V+lW5yt97I91XN9ryN8Yh4q5HzlHcd1mCJIi5Nblo0h3f6bP3XDyzgLzFtuckrvyRJmLB//xC79varntWNiqe+SyA025gjoCQXZqxwyzXPWK44+ek4b54b5fdFSSbNt+6HihJ482JL8QcoTs/O9Nw2SgDK6vmkCejShs1S8YdA+Q9Yz+SIMG1ELkuVlRvm/u78CpkmREad/+QfpQysZlq237WBySvGzwxNdqZCKyJCiMFaF8IiszhNwLpjDOO5hOuch/u7jORubmAHhgHwK5O5hwdpTPPWV1MLuHeMRDKeX2lFK57lCWZiCQ+96UWYMADNtGQWjMz4bFFMEZdw6do6zICAgICAgM0GXWj0DhcxLlaDT8FPs7tnc90klFy9S8cxAlgrcooC+hAgQCp4r6aSR5YupH+eFf6/bWExuXog561PJi42OfCxZqTt63vh5yQPHpXDiCGWbPbbYpN/vZlgeZ1/udoW0O3rCGBKmLrU6ub0zqURpixWJAwY0EmQG7Huh6ShaPa0CEwhUlECnlsxPwf+c/rmey8Eyn/Aeuf8nJ24KjbqD8fIVJNYQEejl1bO0eHBXBMf6Rkl0BF2+bfsVmGlMg0AAoGByQWJV51pA7UOvJFzDsUi9/9zSAF/kiUs42leYQUrmc9C28BjvRUEgsd5gR0YZhsGrgF7RLoNR6SJB7nkIBBEiDAgLXoA4CNGspKV+JvGpGpEaOSTz5VcAcAgtqKQwrV41AEBAQEBAZsP/2rVnyOXfAdZ3+DYbdrceTqCduEcTinryjcNtc4wq/uTwJBadikv3VLgsfErBefNneFso2dOLl8PHEKHaM5fPLqAP2JFg+SOz+PMrZYsqZUkTYXyRGjc+nGcEUPCTFpscuBDMQwj+12Sfr01YVXyD+mCQV0y76mPJ0hmLiXjflDC0gMiIbjvdB0hBEN7CcqLN0+vPwTKf8DfwBk52zPdrOLF5FivDdc3JjVdQ7Cj3o2Hcw+ngCgPJb9mhWoArEJ+t0QO5CNjMj/IuWlbsd4IpSKXVbSkzcs0F0+WS9ip+VYMYVJADmeHd+fk0M6bbUjQ2uZHNY6RfM73/IyBiRROQx8gdbUUdVgRIS/yX8egk+0KWPeGZpsOJKdyYtbtKhQT+JUxjPWlDrhrgTBhruNahtkRBwEBAQEBAQH/fw4t6sz18YHcuHKK64VJf/1Ku5WbgG1yS3m+0zC6hPO5dfksZsatiD8F3NCuD7821fNW7Qr/RoQCqSgL5VBjGGl7kJlaMDvWwsAJP4PUydE0zm7fgas7d0EP5Ly1ws/zDV4YG+fjKSYtSddrjwBhh9sD1LVYM578NolhuvJ++l/dvoTKusycu1eIaCj7tRo7R/LxRAmaQkmcbTlORA3uPklnv202X2+/l0D5D/hbuDf/ILZPdOHy5g9odNoAklncFcmDOYfRVhRxR+IzVqpGZ55CcXPiYw7WB5BpIxTkEmF07qXMVVVMMhdxc3KkFfmzmud8NU2goF7EuDb5LhoaJ4V3WhuHu1nzifqK67nHNfL4zn9K7bce1m1oQxPNVFPjzM9mBDiOEdRRR5w4O7MDu7EzX/INU5hKKSUcwoEUkM+VXMNPjPFtT0M5UQIXcSFbszVtabvOjj8gICAgIGBz49rWWzIkt5yTlvxEjUwVc0sp5TjKuZTwQPvB9IgU8GjVfGbF/al+1y+bwVml3Vwxz6PX6brGj/23ozKZYFpLI2fOnkZGjLczWlFrGKAkmILrFswjqSQ3de2+Lg5/s2L0rCRHv9gMEp+XH3AuhUKhadC5lUZNk2C/9cwAAC10SURBVKSqQTk5/ullHTQNjt8hhDQF9S2KXbbQOWqYzpdTTH6YKSnMheN2CNGmSHD5ywn++5PtUNKt9WmmJVOGNLjmKI2d++t0rwiMPCmCav8BfytKKZpVgu/NedwR/5Ip5jKkr22f9betKGKg3pYvzZlptQDsnu9poV9hdD7IPZvBoc4AmEpyTOxJfpRW80+Jv6VIal3gGgf6ifZ8knMpo+VUVqh6BmmdGKh1WpuHv0myVK3gaV5jAYvpSVd+YhwrqGL1dRj8b/ROtKcXXfma73Bf4K4BoA3lvMDjFHlC8x/laV7lDULoSBRtqWBL+vIZX2Tsn8Aknzxu5iaGMGRtHXZAQEBAQEBAGpacZzKmuZqbVkzhh6Ya2yssrHZ/trJeqofZp7CCt1ctI+lVTRRgpnlshRX9+WGvbdivpI2znWNnTua/K1dYgQVZigqilF140JreJhRi+fY78XlNLfNiMQYW5LNDcfE6OAubFpWNJnd9FWPycpMerTRmLFf8tlQ6dRgy2iObtuxnT64oFBzQJ8zzP3pqedliuRBQnAtfXJpLh1K3YOSTXyW56T2DkGbdEqV5cPgQnae+TC2II05qhiCqC+47NcQ/hmRvO7k5Eyj/ARsMv5lL2a/pcUykrZz7Y8Ry0EkIw6P8Z7byS/F+ztlsF+rmmxZTSR5Pfs00uYyVqoGf5Jy0pfzKaV/RjgqtkG/kdHsP4ObwEZwU2vkvHummySQ1jau5i0pWOo99DQ2r+q7pGHLAOscamUUdUxzCfnzEx5hp98Ge7MJFnE0r3DaN1dRwMEf7lrdePOZqUwbe5Q3KCFo9BgQEBAQErC/mxhsZPPNLmqWJIRWWqzaFIITAVJ63vtMROjNc+9XuW3F0qw6+aYaSPLh0EWMa6mg0TUbV1vgX8rUehNahEMOLy3llRZUz5Pqunbmhe9e/dJybKlMrTU76bwOzV7odunSrxiKGIaxWek5BR6uqfqrYn0hL7D94YIgvflPEkriKu4I9++rceliELq1cpT1uKLa4PIbh8dvpGigTMIXfT2T/+/yaCFt0CBT/bARnJWCDYUu9PaPyz+TQ8JYUEsUN3bJ+1TGS9Nfa+ZZZXRDP2bFXuTU+ioRy88ByRJiLInvzRM6JvJRzGiV4i/tlKqFbaG351lb8UyOuS77NSrvmwCJZzevGT7xvjKdRxdb8gDchlqjlnM91VFHtuyaWGUfZRgA7vw/rJRAhstr1jWMi/+FmCuxrFEbnCi7gZv7tU/wB6qjLWF7YhSCzoez/AgICAgICAtYf3aMF/Nxrd44v7UzrUEoGc+U8QymG5KV53lV2VeWiBdM4b94UmkxXzgsJjUs6dOG/fbbkg35b0TniKe6X5bW/R0mZT/EHuHH+QqY2WakHy+IJXlhSyctLq6hOJNfoWDc1qpslB79Yz5wa6ZOuTAWG8nj2Pbp4bhhX+ksTyb6bbfLO2Tm0zgekZQa6cr8wL5+e41P8ARpj+BR/cGsBZM3wEJnjA1wCz3/ABskejQ/xu1yWMf3zvHNYRQvLVT1XxN4mLowsz3O7XSCwrd6Vg0Jbsr3egy1EWx5JjuYdYwJ1NLFc1eF/aiiEEETQuSC0NzHiPGF+hZGWIjAyegnNKs6JiceJY70MOotWvB+9lHKx+VWJf0a9wWO8itWERWa1KPahBzOYBUCUKApFSAhayGY0UZRSwse8xjwWcDH/ZgUrAauq/2kczwgORbc9BjFi7MfhJPG/mEMIZJb2kG1pzeu8YhskAgICAgICAtY3+87+kc8aKknX3l7vMoSKcA7LkjHOnT+VVUbSlfPsAnAAKNCUxoDcIk5p3ZHtC0vYpqCIx5Yv5onlS6hOGiyJJWyXc2oZSzMMCcE57drTNZLHpbPnZsiRH27Zn46RHHYbN4U6w5IjKiJhfhw2gO55m1+3gOfGx7j80yZLoTZBl375SQCD24WYsNiSl3NDVmmFPF2jrgXX4eLx0EdDsOiWIhbXmBz3dIwZldaYaBjO3CXE5cOjhHW7WpRS9L8yRl3MLRwIkKNBIum5f+zNFOcIxtwWIS8a5PlnIyj4F7BBclx4KFfFP/RMUeQTpZ/ejrCwlL5SkcsZsZdpIbPKq1UHwOQXNYexyTloScE+2kBGmb/hTxdIGQoEu2v9uDVyBB1ECZrQeNsYi2H6Ff8QGlPkYm5Nvk/Co2wuUbX8JzmK2yMjAGhQLfwsZyGRbKf1pljkrdXzs6EwWv3Eo7zifPf2UbBesYJC8nmQG/md6VzKTcRFHIDV29AFveiGQnElN7HCTiNQQAsxHuJpPuATnuJ+CimgkqoMxR9gX4bzGZ9jOPeHopwybueWQPEPCAgICAj4Gzm7vCufNXi97oowGsOLKigJWX3gO4bzOHDmOOrMLBKDEEhD47fGZi5unAnAka0qeKO60ppv2u95O3JAAEMLCnm9b38650QJCY3Pa2ozHUgK5jcnOHvKPBqcLgKClckkl8yYz3tb9wGgxZSMXllPTEp2KSukdTT8l8/JhshPC5Nc/LGnCKNwlXlhq+LREDw1Io/KesUBTzURT1qJnkljNa0ega52Pv95r8aZUeUWg44b8OBog9fGGnx+YR5tizVWNUN9LP1KKfbbSuOzSdDiqRtekgNPnx0OFP8/IFD+AzZITolsxyxZxbPJnwEoJpd38k51FH+A4aF+jMu/mhNbnmOCXORROjPbBkqUrfhnR6JIYtJJc0PKD9WHMNqcyvtyAmAZCLqLcq5Mvp6xvInJJHM+Tya/oJE4r8vvWWGHo7ehiDfCl9BNa/P/ORUbNOOYTAgdw/Gwa0gUun0NutGJ8zmZL/iBL/gWHc3O43dfHjqaU4BRALlEuYDTqaWOhSxxtuVN6VrIYh7mKa7iYqc9oBcdnbZU8DovMZd5hAjRmnLa044wm+YLOiAgICAgYGPh4JL23NS2D9cvn44C8kSIkT22cxR/gJ0Ky5g7aHdOmDORUXWVrtffKRFvkfr4RvUK/Mqm8I1plpLuuW7K516lJVzQsT0PLl7qDNo6v4jzp6e3jwZTwsT6Ru6bt5RGU/LiwhrmNFvOjJKQzufbbcGQkvz/7+nYYPl+QZKQ5gmj10AKhW5Y57ZzqcbNw3P5ao7BZ9MMBMKJl5WAEIqwECSlcho+hYXgzkNzMaVizHyZ1T5Q1QCXvhXnlVNzqW9RVtCGcmXHkA5F+Rrf3xBmymKJJqCiGLqUa+REAsX/jwjC/gM2aOpUC7WqhQ6i2Kf4e5lgLuSQlscwnEKBApBoQqZH9eP3Tfsrz18fPoQzwrv51q2UYryczwrqWCxruMV4N8sepBceVL78JoFgmOjJG5GLAfhM/soL5mgSyqC7qKCYPNpoJRwitqNONFFOEcVi/b1AksogLP7YDqiUooFmcokQFu6L+TH1Cs/xlqPQpziUPWlPBaP4kkUss8+4pzODh495hXrq+Z5fMDFZRR011NKetrzAa6TbjVNXrzuduY1rATiDC2im2ZfL/xD3sDVbrtG5CAgICAgICFh/NJhJKo0EncK5RLTsUXkzWhoZOuUHWqSJmRIKTAHS7u3mRQlwugjg/BXAFZ06c0e3HhnrH1/fwPxYjFVJyWlTZnvmpDROAVJzvguZalnorrtXfpTpu1syx+iqBu6aWUm9YdI7P0rrSJjyaIjjO5XQaCpaRXTKo+vP/2pIRUj73wpxfVwS1QXRkDv2qXExrvikKSNC4tAtImzTMcwr4xPMXCkxlXVeNN+5t/j2gjzywoKPfzeJG4pVLbC8XtKhRPDctwZN6QG8NqV58NF5eQihOPzBGCsbrIKQKR77Z4SDtg782GtKoPwHbBJMNZfxqvEL083lzJQraKSZmJbwD1KugirsvDFhFyY5I7Q7V4b+wbtyPAtUNb1EBQfrg9GE9SKaL6u4IvE6P6lZdm67s1I8pU3tP5kdCIQS/B65h+/VNM4xH/d1JtQQKDtX3iqOJ7hSP5JT9eFrfB6qVR1fqgkYGOwqtqKDaO3Mi6kEd8mXGM048shhb7ENH/EdK6ihHeUcwe78yjQkioPEbuwvdgFgiVrBheoOZrMQHY2zxAhO43CEEFSpGo7hIuppwGqiZ3IcB9GKYh7hef/pT50b+1wJJdhT7MStXAlAkiRncTnT7doAAGUUs5Ia7+l1iBIhgWV135YhTGM6DTSioXE+Z3Ikh67x+QsICAgICAjY8Jgda+LxyoX83tzA5OZG6pJmptJoglvL3B8BcEpFWx7p2Zv3Vlbze2MT3XNzOaFtG8K2wWFpPM450+fwfmUNvsgCR/FPWR0UmHpmOztg6Z5bMrMxwR7fz3GlQ2UXvVMaSNcr/q8+rbl1QAUiW8uqP2BV3OS9+c00G4o9OuTQp8QtnmxIxQ1j6nhtZjNhDQ7ulseouS3MqTNpk6dx1oACxi41aEkqDumdw+mD8hBCUNkkOe69Vfy81EAA5wzJ5bbdC9CEoC4m2fXpOhbVSYSwIiAO6x9hjy5hLnjfX7dJodAMzTGJaAK266rz7il5aJpASsUJL7Tw5QzTuUqlOYLqRjKFPCCqQzJhzRjWTWNhlWRFvXXmLxwe4rL9wmt8/gIC5T9gEyWuDP4Zf5pv5Ux7inKqxHhz/QG60IrHoydzl/ER38hp6GgYSA7VhvBg5ARmqGUcFL+XGElfeLqzXlJlTq3vqbQDzyRS0QBWNEJm3hJk1qZ/JXQZ22l9fNPqVRMtJGhDScYDb75azrHmjdTSgAByiPCsfjVbiZ4AXGk+wih+sNvrWf80IayHtZ0c4eXa/2vvvuOkKO8Hjn+emdm92+vHFTjgaIJ0VIoUUUQ0YlRQE1tEjRqIsaAx/lSMxhhNMDGaaDSRmGJsWFBMsARbVERRoxSlC1IPDu64ypUt8/z+mN3Zmd090vj9khzfd14GdvqML2ee71O+j/omX+FEvqKvZStVvtb9u9S3maomArBH1zKfRdTTyFEM4XSmMI1L3CR9/qftdAhTwHAG80s1l2C8G/5SPuR6bkt7NoUU0EijL5cAEJ9EMHnky7mUKRxHEUXk+GZyEEIIIURnYmvNjA2fMb9mt7NA42nxV8llKMoCAZ4bMoyHd+7mseo9BJQiqjVTiot45YjhVIXbGfnhCuoiUXdqOqdln3jgnzwkGiefgFZpFQBKq/g6w99SroFYYvvkPvPHVXJOZZHvGE0Rm8ZIjIqQhZFSztvdEmXiH6vY3uxMZWwZsOBLXZla6eSVmvNePfetaEp2dLUTDUygbFAxI5EVC4BbJuRx07h8Tn26jqXbI75W9R+fkMcVo5zj1rXaPLisjaommyMrTC4blc3Jv2lm+U5/UuVEmSxRATCw3ODPl+eRFx9/v2JHjJN/0eJ/LkBpjmLf/vQJGUwN2nb2NRTMPM7i0okBCnMUBSEJ+v9ZkvVKdEpZyuLJrFk8GZwFnmDc+x5N/HUH+5jWfi9vxdaiwc3uv9D+mE/sLdwbeYV2ovGg+W+/bDLPPqBBdTzFXOpRTQw+0Zvc3zFtc2v0EUZHr+TY6LeZFv0eu7V//tqfxubTyH73jO1E+H7sdwBEdYyXeS9+D/FzepK2aN8axx/0n1ih17GZHb7A38Tgfb3S/V2uSrhGfZ3b1GymqRNRyukB0NH9Jao5trLdDfzbaOcJnvNUSySrROppiveHcBIBjmM0qdP1KRRrWU93KiTwF0IIITo5QymeOHwYH404GkMbvm74QLww5oQ5NZEox69cwWPV1QBEtFOCeL2unkW1tfxk604aovHSn29eOuU02KSmETAyzCOnE80/qoOynv/6AgqW1iQDYa01t3xSQ+n8z+mz4AsGv7CFdQ3+Hqx3flJP1f6Ye3tRG2a9nWxoeWydv3u+N9DHNlIGvsIvPt7P5vooS7b5A3+A179Inrs4ZHDL5Bx+OS2PWWNCmIYiZnfcdmxbNtqADbU2idEN0ZjmgXfCaAVaaeef+PY1Lc5vgMHdYPJAkyyVDPzBmdbvwy9sKksMCfz/RRL8i07LUAaTzIGUkoeZcdR4IjuAJtZBUL6bBqp1Y8qY9gO9dBTE29Gdt6w/H0B6+37m89rYFJPn/n7EXszT+i339+fs5Orog7Tr5Mt5G9W+67TR7MTJpLtBbyPma/P3TJfTwV01s5+ZfD/j9eVx4NkLTuPEjF3ivD0jvNUNP2cey/mM1I9j4reOV098zhaW8TEKf626gUERhQe8JiGEEEJ0HkopRucXMiSUm6Gcp9w/3aDX8Bd8FLCrPUx1OIw/lk0E/PE9U4tqBk5Tuvd07tjPlIYi/8hQlw2UZSVzWT35RRM//myfW4rb2hxh+hs72R9JNqZsaYr6gnQNVLfGiNqazQ1Rmtptz2jUjhucEtqimgmP1qZtZyooyj5wgH3eEVm+374GmXjQ7i1r3vNmmEWfRuPFOuXWzWjT+ceOJxJcVw1vb4wRS+mlayooL5Cg/2CQ4F90akopHsq6mGwCpCZ/8Uq8InVydAAmiqGqJ+PMw/C8xiDtNanSfnXzBKKpw5FsrVBaESIYD5DTX8+HUcEZxjj39zK91rc+hs1KNjE8OpOrovezX7cxWPXG9PwnbWIwkEq26Wou0rdnqHYwsLVych+kvApU/H+xDD0CssnifHWKcwyteU8vZ4FezAq9zt1mFjO4mK9SSjGFFGDGP8vukAgUpzLF3f51liT/HdBRlUji31Pyg2ZiYmCQQw4zOLeDvYQQQgjRWT02cCiFluUp5qWX99xyhbLdXxoYlZ/HMYUFTvCf1lc/7TCu3qGseKCvidcGOCsMDcpGoQkZClORHELgUZ5l8a3DStzfb+1uwZNnj5iGzc0Rih7fzJde2UlNW4wRXYJ48/aZCvoXWOxrs5m0oJqIWx+h3WvRho1Gowzta5QxFJSEDFqjyVb3xH6WAdeMSTbyvLstzO+Wt/LWljCJ0eKzxgW57aRsuhcoikOQZSq37IhysvxPH2oRjN/UwlURtwSt3d4U6a1QGqeVP6ZBG861mAYELbj+ZJmt6WCQ4F90ehPM/rwbupnfBS+lryoDTyjvpTz/b2rFPYEL6GOUcoF5DLkE09qkUxnuWpsaGuPbp+7hLJ1lTGV18AG+rian1FZDAJMF1hxCKlmrWkSeL7DHcwdvsJw77ce40biAvnR315ZRxA/NWbyklxImkrHCQmFQSAHncQrnMpUcsskmi3P4Unx0vu2eSQM5hJiv7qan6obWmu/yc67kDn7IPC7hZh7SzjSIljK5Ql3M8/wmvr/tOa/iOMYxm8s89xxI66qW/rQ9Hy0MpnMq53AGl3ABj/IrutMNIYQQQhxajszLZ8PoCfxpyAjGFhRkCvn93R2V0wvxZwP6MbawgIu6lVNmZjmzB9imE3W6wwiUexy3FGYrdrZFnDqGTAVDQ3N+70L2Tz+COwf1wLAN/GUYWHJCP0o8Gf+7BDPMaBW/5CXVrVzyTjU3jyzi6LJk2bAwaPD4lHIWfdFKbZtvYKd7PqUgLwu+Piyba0fnUpilyDbhqwOzKclSxOLFM62c/U1D85cZxRzR1Qm0b369iVOfaODbf25m+nznT601SilmT8xm1XUFFGYb7nESpx/b2+T+M5MVCNlWfDhE/HE6HSRSxuJ6hqOaBpw50mLmpABXTwnw2vUhhvbIPOuX+MdI8C8OCV1VISdbw8khkRXV/2nwVvgaGEw3R/NVawwA34s8SxsRd3v/u975W7YOMMec5rbl224rtsbS/pfVGNWfG6wzALjaOp1elLkVBQYG91ozyTf83epnmacSxEqrAFDKGSLwtl5FF1XA3cYV/I86n58aV/Ki+WN6q25EOxzU4FxfIy3cqC7mZuMbvG88zgfGExyuelNHve+bZmJyHKPppSoAeIe/8gpLfMebxzNs1jvc39upooFGX/8BC5NKemB5phf8Wlpm/gO1/zv3PJUpXMUsLmUG5ZR1uK0QQgghOreSQIDTS8ooseKtw77kyv5WfKVgSkkR11b2BOCmjdvYF/FOHeAp6cUDVEvBnQMqKTUCKG0Q8xzVTEnkPDQ/m98f2ReAqweUMLI4hNPc4rSM3z+yO31z/d3mrxpcREHAwFKeMqZ2yoYxDW9UtZBjKX49qZS7xxXzu+NLWXNuT44qzSJygPH3GmiOam4/pog7jytg55XdqLmmgtMPC7G+RjtJChM9Xk3N+J4Ww8udZ/hxVYQHP/Jn9P/9ijaWbk+WiWv2a7bU2b7hCKYBvbsY5ASTpcjLJwb9GZvBXyGTUuyL2nDaCItbTw9ywylB+pVJyHqwyOSI4pByjnU0t0VewDuWPDk2DBJ1jhFPwroV9ta0eez9FG1EOd4YytzYwrS1ETQnqREcaw6mklImG8PcTP1FKo8/Br7Hn+2PaaaVcWogg4zKtGMMUD1YaN3OU/ZbvGi/Ty2NvtrmXLL5UewJ/qAXA2Bpk58Y3+RUNY5jGM5DPO9umzIajRBZvh4Kf9WruVPPS7uG/vTiRnWp+3sn1fFkMv6Pzk520w/ng1pIftpxosQIpSTlm8FX+Qvvs5r1nmtMrQBI1LwbzGYWRzA07dhCCCGEOHRd1LWCl+v2xYt5GqU1aHeiYXcIf1ssWc5b1tCckqY4IVkBEAUmFhcw196dtkkMm2OLCjm7RzHdswNM61qEFe+fn2MZvDO5H8/taKSmPcr40hyO7pKeN6kyN8BfT+/NL9fV89yWZrY0RX2xcchS3L2yjls/qXOv7L7xpVw+uJApldm4Nxcvl3nLeQaQ4xlTsGZvlEsWNfiT/GnoVWAw75Qid9EX9Zmfyua6GBN7OX/Pz3KGNniPZduQE/B3iThvVIBFqyO8ut6pZNEKX8VD4hoS5dFrTwhwylBp6f+/INUo4pBymXUctwam0VN1obsq4hxzLAaJ+Vu1mwF/tb2DiO28oIpVbloKukwKVIhRqi/+N5nTD6CFdnbpfTxjL+Hu2EKadbImNU9l8yXjKPqpbtSzn7BOnbjW0U9VcLN5PnPNy1DKGWaQGGpwgjrKDfzBCbBvsOdRoxswlZVxLH1i8MN0jqWeJnf5h3oVJqZvOwX0pRsP62dZrTeyTzewSL+VMftBb3rQqJvZq2vpQpFvbH/iGh5hAdP0JVymr+dDvQKF4oK01n//k57MRP7Ag7zMU5zLGRmfkRBCCCEOXeeWdeXhAYPonx2iRzDI+WVdCWDECyDJrvybWttpjjrlrS4Bf79K7zBQr2zD4OSylOTC8ePWhKPUtNo8vqWeGz6roqY9WZbLNg3O6FHA0IJsGsM2LdHMDUqVuQHmjirj8eMqsFBYKpmR6aL+BW7gnzjtNe/XsK4+TNBU2EYiqbNn/H78Fs4ZkENDOFlee3e7P8FhYqz+kOIg933QwjtbwzS12zy6sjXjdQ4qsWhs1+xstDENzTXHJnoxJPMyPb68nSPvqWfKQ00sWuMkp75iYjB5kHjljJtsS8Mx/RWLZ4f49NYcbpqalTaltTg4lNapOb+FODREdIxRbbdSp1vcbuluVn6tGWn0YYo5mHuiL7v7KBQWBhpnhgCndlVxsjGCXwcvYw8NTGy/lbCnQ5gBdDFCNNKCjY1CMVhVssC6kSwVYL3ewYzoT9kXD8AH0ZMnrRtYqtfwtP0OGs0ZxnjOVBOcafS0zXWxX7FY/xWNZqQawDg1iHl6UVoPhcfNmymniFPs6zxLnRrhUgqppR6AIBY/MWZzojqaP+g/cp9+LC3VX/KTqaignJ1Uux8ZFU/cMpKh1LGPbex09yumkAbqcfL1J5PwKGy3C9xvuZuhaiDzWcg8HqeNdkYyjDlcTQNNFJBPJd0z5FAQQgghhMhs0LKP2Nja4ikduQU9DguF+E6PSq5c94Vb4nGGYIKlFBHtZCwygPFF+bw9ZiiN0Rj93lxJQyzmBv7KNig3s6hpd4ZZGgp65wT5+ITDKQiYbN0f5oQ3t7C1xeku3y83wJsn9GV1Qzu/2FBLa1RzZmUBVw4oRimF1prZH+zhN+sbiWkYVhzk4sMK+Z8Pa9Pu78nJXTmpew7dfr89WWqLx/3l2SZ7W52SmqnggUnFfH1IHk+tbmXmy41px1K2M4Wi1jC0zGR1TQxtk2yR1zC6u0Vbu2JNdfKJloagdr+nFT9RYIwlW/KfuTCXKQMCPL08zHdfbKOxDY7oYXD/Wdm0RiAvSzGgzJCA//+BBP/ikLXdrmV8+w8OsEVyWrrU5RaKKJoS8phhTuTqwMlkKWeM1Cp7KxeEf04jrSgFfVQp29gT3zPpAXMmp5pjOD1yO+vZ4QbuJgZj1UDe12s9aWbgB8aFfM08nnmxl7jXXuDLUXCk6sNyNqZd6evmPVSqMr4bm8dC3sbCxEZTQgG17PNtG8TiWeZynbqbLZ7g3ZseMTk4Iv2XiUIpG43tW5P5GYKKb2dichZT+R/1rfg+mhg2FtLdSwghhBD/nNZYjJx3lna8gQaiGUZA206rexRNoWVySY8y7ujfizzLKZdsaG5j0rsbqA5HAEWvrCDb98fih0yWee4d3oNrB5Rx2ttbeb26mWh8laVgdHGID2rb3MsAuHVoKbcNL+eRzxuY+V61exxTwfDCbFbWJMfaJ7x7Wg+OLs/m1g/quHt5I1Y8Bi8MGNS3+cudhoKlXynnmtca+bgq2aU/Edh7u93HVySfk43T+GUDsZSO49pzHK948G8oOG2wxe/PS05hHY1pLFMC/X8HGfMvDlnFKhcTo4Px/AeuE4vG19fSzLHWIDfwB2iilRKVTxSbfqor040x3GU/6zmi87KbE3uCwUYvNlLlu4YYNiv0prSrmGe/RAttPG6/gU3ynWxjs15XMVYN5gPWYmBgY3OlOoNK5STCu8OYyRG6P6vZTCnF7NC7ecmXrE8RJsplfJ86GlKehD8nQjpFcrJEO8MabwWCtzojyZ+jVkngL4QQQoh/SbZhkG+aNCXG9/+t4oxneTTeNtoQiTGhqMAN/AEaolHKQwaNNvQJBbi6dzlXrtjllIPcaezg5rU7mViay6r6Njfwd44NK+r9gT/Az9btozhg8fCGet/FxjSsrGvjrD4FPL9lvzvG/huH5zMmnv3/B0cXMaQ4wLu72umSbdAa1jy4an/y4MqZQu/8F+vYXq+dmoD4ybUdv24DZ2iErdIDeeWM5cd2ynFplQQadxaA1GergdSchBL4//tIy784pD0c/Qu3R17whKT+zCMHfjU52/4yeCmnmyMB2GBXcWrkR8SwsdGYGFRQTA21tLtzyzpHNVAMpidNNFKl9rkBsIlBDkGaafOdyyA5k0Bq23spBbxt3cOf9YdUU8cgelFHA+v0NipVGWep4wnGKyg+sD/jG/oOb8+3OIVB1DfzinZf8N4vZqJl3/t0YijltPJ7Z0NI9gBLT95nuOsU87iLI5Uk8BNCCCHEwfP47mouWptMJuwritjKmdovQQOJVnBPW8X9g/tydW9nOuEdrWGGvPUprTGbGE6rfJeARbjdojEadQ8BTizdMxSgmxFieV2bmxTPVJBvmtRHbN+5le3kctLEy2ZaxfMUQMCAhvP7s2h7C5sbIwwsDBCLKT7c005FjsUlg/PICzglq9W1YY6eX43WiaaXeIWEAUa7idLelnvt766vnedi2EZay7+yDZSt0nsIJLbxLrf92zx6fg6nDg4i/v2k5V8c0mZakxmsurMstonFsVWspcpdl5rkL1k5oHxbDFM93e1es1dix0e3g9OKv4NabjG/wlx7ga9d3Eazmm1OEKyTZygmj2nmWH5vv5Z2Lf5x+ImwXHO5cRoBZXG6moDWmhmx2/mYjSQ+Yk/zJs+Yd9BGmKv4SQdZC+0Olnvv2f80ElIzh6Z+R7xfkMQwgGyyqKCcK7hYAn8hhBBCHHQzunXlsFCIV/fVsbh2H+83xhMca+UkLFLaGbePp5yXaAWJLxyRn5yhaPHeBpo9k9rHNOwNR5k7sBu3ra0m7GlTtYFtLRG26ximodxgPMcwufLwLvxwdY27rdIqng3JQ2m3QuI7Q7sQMA3O6uN0nT/v1WoWbmlxi1e/+KyRT87uTsBQnLKwxj2XSwMxp1JBpSxWiXtN/GlotO1p3VdOxUTympIzPXm3Sdy0ip8724KKAoPvTMqWwP8/iAT/4pA30RzIRHMg1/Nlfh15kzuiL7jDAYbQnSsCJ/J87CPetNek7ZuFRV+j3P29Re/NOIzgh7FnUt6ukPzMJENlMx4af1N9GcswedJ+CxtNPlns9XXHdz4Sk9UITjHGMN2Y4K651r6fT9RG55sV/witZTsv2O+wz2igjXZ/FUZKD4D06gW/9GXeSgPvByF1yIBzzfO5n66UkK/yEEIIIYT4vzS+sIDxhQXc1rc3j+3aw8VrNmDgBOe9QwHuOqwfC/fs4+ld8YR6Ke0d44qS0xZvbmnPeI45a3a5rfSZhhbEDA220+vTNjSX9C0k21Dcs66WdltTlh1g5/5ocpf4MU6qyGVarzy+eXihe6ybltU6gT/KLbxt3R/h3hUN9MoNUtOaOgQz3gNAx7v22/7cBL7r9dyD2/sz5tksXjlA6jR9iX0MzYsX5zGo3KRLjkwq959Ign8hPGYFTmC4Uckn9hZKVB7TzVGEVJDJ5lAmt9/BHt3k2/4Sa5L79z/FPuJZ+z3PWm89ckdDCPxvThtNLU28qVdyo3k2N5pnAzA39hSP2K/5hgYMow8PWdf49l+iV/IqH2Y8z6dsJqg7ehFr/t4Eq4lwvi89OYmxPMwzKVskw/5ssmgn7K6Zzdfpr3r/fScSQgghhDiILqwoZ1BuiDf3NVBkmZzXrYxCy2J6eRdWNOxnfUubr8PjjIpSsgyn7PT63kbmbtyVPJi3I2RiZKeBv2iXCKZ1crNW22b+9gbmDC1nzlAnN9M9a2qZs3yvu5upoGdOgJdO7OHLgL+8pp2frWrC27CS6Lr/15p2LN1xzqRE/wZb2W7rvHuz3sAfQGm655tcfmSI295oxVcjkqgYUJBjKVqSxTyumpDFhD7JPFjiP48E/0KkGG8OYLw5wLesQIX4S9atzInMZ2lsIwFMLrCO4WrrZHebn8deSjmSP8WfireKJ/50lmdOuREh6vt9jXEma/Q2lul1AHSjC/dYs9L2W6u3+I/vvqs1b/ARX+Mk94zervnJP71frfRrU56/fcFOjmM0C9Ri6lOSBILiPm7haEbwKkuopZ7hDGSUGpbxfoUQQggh/j+MKchnTEG+b1m2abD8mCOYvfYLFu2tQwFfqyjhR4cnGyx+9HmVU8bSeLrkEx9CAJnyBajU7vc4jfXhlAx4swd14YOaVhZubwagJMvk2eN6pE19t7ImTDrnvEurwkzqFsqwPnE98etU8YYprTG0kTlbv4KqZpujKgL0LQ6ztc5O6zX64Gl5nDs8i4Wrw+xosBnW1eSkAdK9/z+dJPwT4iA5uv0m9lCfcZ2KJ8RL7/avU7Zz/CUwl17xTP0Jtrb5nCradYQyiljORhSKCWoIBSoXgD/aS7hJP5ThCpyeB0EsRjOQZWqVewlKJXolpL4KEr0MlNvjIPUT9oS6izxC/IiH+IyN2Nh0p5yruZDj1diMz0IIIYQQ4r/NqHfWsLyhxd9CnhAzPJUA3uXeoFq527w3uR9jS3J9m2qtWd8YpjFi0ys3wPt72ojYmuO7hSgPOe21r+1o5bSXq0kTH8tvKpjaI4dXNoeTK9zeBxmGctrOkFPbJp77wL/NU2cUcmR5gOv+3MzSrREiMajIN7jx2BzOH5F9wOcl/jNJ8C/EQTIn8gRP2e/6x1EBoDFUpv/MnOA/UUHsfd1uCPwaU2Xuor9JV3FBbC77cIYglFPEfPO7VKoyIjrKV+1bWK+3A4mWf/+QAwODO5jJOrUF0JgoaqlnMe9he/IV5BLiO8xgAa+zls1p37MAFu+oRwgpefkLIYQQonO7bf1O7tiwK6WtRMW7/HcU/McDau9gfg1V0wbTNTtzB+yd+6NMemU72/Y7vUCLggavndyTI7pkYWvNaS9X88bONnxd9vGf+v5jurC5IUZ7zMZSJk1tNvPXteKdYCDbVPxgQj4vbQqzZHs4Po1fcniAoRQbLi+la65Mv9yZSPAvxEHSotu5PvooL9sfAzCQ7nzLmkoRIebZi/lAb/Bsnbnbv4nBYVTwSvD2Ds9zQXQun7DRTSxoYnAsw/m19W0AlsY+4zJ9F4nM+qlj+RWKKYzmfvPbvuWf6+28pT9iD3WMYgjHqqPIiQf29XYTs/g+G9gKOIH/A9zMWGPEP/SMhBBCCCH+G0Vsm6s+28Zvttaggf45WXznsG4Mzsvmx+v38MoeT16oREBuG77fhjYoy7LYMW0gRgfJli58excLtjb7pgY8ojiLZaf3AmD1vnZGPlflG6efOifT6PIgS87s7jvuFw1RXtjYyvamGKO7BfhyvxBFWc71NYdtzn6+jnd3RACFqeC3Xy7gK4M7GEYg/mtJ8C/EQdauIwBkKX/Ck+dj7/Or2Cu00E4dTYSJpPUSKKOQR63rONzo0eHxx0dnU0ujb1kvynnd+gkAYR3l7Nj32MgONNH0SQaA8Qzjt+bN//C97bH30UAT/eiJaUhNsBBCCCEOLWHbxtZOngCvP+1q4JY1u6gPx2iO2DRFbOyUhH9FlsWLx/ZhfGlOh8cf9aetfFrnH9ufH1DUfq2/cyitmfrybt7e1YaOZZqXCQYVBVhxbsdlyY7s3R9jV7PNkFITy5Rs/Z2RJPwT4iBLDfoTzjLHc5Y5HoDl9iYui95HAy0AHKeG8S3jFIYavcn9G93o+1FBPc2+lv9+VLjrg8riD+bN3Gs/wyq9ie2qilb8U9NMUkf9U/dWbnShnC7/1L5CCCGEEP/tgkbmoHhaRSHTKpwp+VY3tDF1yWaq2pyu++NLcvj+0K6MLs6hKHjgxpMhhUHW1Id9Lf8D8pOJ9JRSPP+lrtz2cR3v7mplU12Mpog/yfRpfTquXDiQslyTMunm36lJy78Q/yZNupWNuopClUM/uqVldO3Igcb8Z1Kvm7nBfoClrMLE5CJ1Ctep8zA6yCkghBBCCCH+NS1Rm08b2si1DIYWZP3d5bzUMf/FQYNX42P+M54nYvPNt2t4blMLSsGFA/O4f2IJQfPvnMNZHFIk+Bfiv1CdbmaZXpOW7f9AwjqKidFhIkEhhBBCCPHv1xSxeb2qhajWTOqazPZ/IJGYk+fJMiToFx2T4F8IIYQQQgghhOjkpAlQCCGEEEIIIYTo5CT4F0IIIYQQQgghOjkJ/oUQQgghhBBCiE5Ogn8hhBBCCCGEEKKTk+BfCCGEEEIIIYTo5CT4F0IIIYQQQgghOjkJ/oUQQgghhBBCiE5Ogn8hhBBCCCGEEKKTk+BfCCGEEEIIIYTo5CT4F0IIIYQQQgghOjkJ/oUQQgghhBBCiE5Ogn8hhBBCCCGEEKKTk+BfCCGEEEIIIYTo5CT4F0IIIYQQQgghOjkJ/oUQQgghhBBCiE5Ogn8hhBBCCCGEEKKTk+BfCCGEEEIIIYTo5CT4F0IIIYQQQgghOjkJ/oUQQgghhBBCiE5Ogn8hhBBCCCGEEKKTk+BfCCGEEEIIIYTo5CT4F0IIIYQQQgghOjkJ/oUQQgghhBBCiE7ufwEkt4o/Uyb/6gAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "perc_choices = [0.1, 0.5]\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "for i,perc in enumerate(perc_choices):\n", + " circular_coordinate = cc.get_coordinates(perc=perc,cocycle_idx=0)\n", + " plt.subplot(1, len(perc_choices), i+1)\n", + " plt.scatter(X[:,0],X[:,1], s = 10, c = CircleMapUtils.to_sinebow(circular_coordinate))\n", + " plt.title(\"perc = \" + str(perc))\n", + " plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac-opt", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "b92ccc6cf4753cf244c150496a947045c7076528614dfd2e8804a0f6266fa336" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/parameter_standard_range.html b/notebooks/parameter_standard_range.html new file mode 100644 index 0000000..1a051c1 --- /dev/null +++ b/notebooks/parameter_standard_range.html @@ -0,0 +1,277 @@ + + + + + + + Choosing the parameter standard_range — DREiMac documentation + + + + + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

Choosing the parameter standard_range

+

The purpose of this example is to demonstrate the effect of the standard_range parameter.

+

For efficiency reasons, the algorithms implemented in this library work with Rips complexes; however, when this parameter is set to True, the output of the algorithms are guaranteed to represent non-trivial, continuous maps on the Čech complex of the data. In order to be able to guarantee this, the persistent cohomology class has to be sufficiently long, in the following sense: if the persistent cohomology class is represented by a point \((a,b)\) in the persistence diagram, we must have +\(2a < b\). If \(2a \geq b\) and standard_range is set to True, the algorithm will return an error, and suggest setting standard_range to False.

+

The user can then decide to set standard_range to False, or to increase the parameter n_landmarks, which often results in a persistence diagram with classes that are born earlier (i.e., classes \((a,b)\) for which \(a\) is smaller).

+
+
[1]:
+
+
+
import matplotlib.pyplot as plt
+from dreimac import CircularCoords, GeometryExamples, CircleMapUtils
+from persim import plot_diagrams
+
+
+
+

We consider two datasets, both consisting of a noisy circle with different levels of noise. We start with a not very noisy circle.

+
+
[2]:
+
+
+
f, (a0, a1, a2) = plt.subplots(1, 3, width_ratios=[1, 1, 1], figsize=(14,3))
+
+X1 = GeometryExamples.noisy_circle(n_samples = 200, noise_size=0.2)
+
+a0.scatter(X1[:,0],X1[:,1], s = 10)
+a0.set_title("Not very noisy circle") ; a0.axis("off") ; a0.set_aspect("equal")
+
+cc = CircularCoords(X1, 30, prime=3)
+plot_diagrams(cc._dgms, ax=a1)
+
+circular_coordinates = cc.get_coordinates(standard_range=True)
+a2.scatter(X1[:,0], X1[:,1], c=CircleMapUtils.to_sinebow(circular_coordinates), s=10)
+a2.axis("off") ; a2.set_aspect("equal")
+
+
+
+
+
+
+
+../_images/notebooks_parameter_standard_range_3_0.png +
+
+

Now for a quite noisy circle.

+
+
[3]:
+
+
+
f, (a0, a1) = plt.subplots(1, 2, width_ratios=[1, 1], figsize=(9,3))
+
+X2 = GeometryExamples.noisy_circle(n_samples = 200, noise_size=0.8)
+
+a0.scatter(X2[:,0],X2[:,1], s = 20)
+a0.set_title("Very noisy circle") ; a0.axis("off") ; a0.set_aspect("equal")
+
+cc2 = CircularCoords(X2, 30, prime=3)
+plot_diagrams(cc2._dgms, ax=a1)
+
+
+
+
+
+
+
+../_images/notebooks_parameter_standard_range_5_0.png +
+
+

Using the most persistent class to construct a circular coordinate with standard_range equals to True results in an error, as described above:

+
+
[4]:
+
+
+
try:
+    circular_coordinates = cc2.get_coordinates(standard_range=True)
+except Exception as e:
+    print(e)
+
+
+
+
+
+
+
+
+The cohomology class selected is too short, try setting standard_range to False.
+
+
+

However, using standard_range equals to False gives a good result, even if the theory does not guarantee this:

+
+
[5]:
+
+
+
circular_coordinates2 = cc2.get_coordinates(standard_range=False)
+
+plt.figure(figsize=(3,3))
+plt.scatter(X2[:,0], X2[:,1], c=CircleMapUtils.to_sinebow(circular_coordinates2), s=20)
+plt.gca().set_aspect("equal") ; _ = plt.axis("off")
+
+
+
+
+
+
+
+../_images/notebooks_parameter_standard_range_9_0.png +
+
+

As explained above, sometimes another option is to increase the parameter n_landmarks so that persistent cohomology classes are born earlier:

+
+
[6]:
+
+
+
f, (a0, a1) = plt.subplots(1, 2, width_ratios=[1, 1], figsize=(9,3))
+
+cc3 = CircularCoords(X2, 50, prime=3)
+plot_diagrams(cc._dgms, ax=a0)
+
+circular_coordinates3 = cc3.get_coordinates(standard_range=True)
+a1.scatter(X2[:,0], X2[:,1], c=CircleMapUtils.to_sinebow(circular_coordinates3), s=20)
+a1.axis("off") ; a1.set_aspect("equal")
+
+
+
+
+
+
+
+../_images/notebooks_parameter_standard_range_11_0.png +
+
+
+ + +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/notebooks/parameter_standard_range.ipynb b/notebooks/parameter_standard_range.ipynb new file mode 100644 index 0000000..0967525 --- /dev/null +++ b/notebooks/parameter_standard_range.ipynb @@ -0,0 +1,229 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Choosing the parameter standard_range\n", + "\n", + "The purpose of this example is to demonstrate the effect of the standard_range parameter.\n", + "\n", + "For efficiency reasons, the algorithms implemented in this library work with Rips complexes; however, when this parameter is set to True, the output of the algorithms are guaranteed to represent non-trivial, continuous maps on the Čech complex of the data.\n", + "In order to be able to guarantee this, the persistent cohomology class has to be sufficiently long, in the following sense: if the persistent cohomology class is represented by a point $(a,b)$ in the persistence diagram, we must have $2a < b$.\n", + "If $2a \\geq b$ and standard_range is set to True, the algorithm will return an error, and suggest setting standard_range to False.\n", + "\n", + "The user can then decide to set standard_range to False, or to increase the parameter n_landmarks, which often results in a persistence diagram with classes that are born earlier (i.e., classes $(a,b)$ for which $a$ is smaller)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from dreimac import CircularCoords, GeometryExamples, CircleMapUtils\n", + "from persim import plot_diagrams" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We consider two datasets, both consisting of a noisy circle with different levels of noise.\n", + "We start with a not very noisy circle." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, (a0, a1, a2) = plt.subplots(1, 3, width_ratios=[1, 1, 1], figsize=(14,3))\n", + "\n", + "X1 = GeometryExamples.noisy_circle(n_samples = 200, noise_size=0.2)\n", + "\n", + "a0.scatter(X1[:,0],X1[:,1], s = 10)\n", + "a0.set_title(\"Not very noisy circle\") ; a0.axis(\"off\") ; a0.set_aspect(\"equal\")\n", + "\n", + "cc = CircularCoords(X1, 30, prime=3)\n", + "plot_diagrams(cc._dgms, ax=a1)\n", + "\n", + "circular_coordinates = cc.get_coordinates(standard_range=True)\n", + "a2.scatter(X1[:,0], X1[:,1], c=CircleMapUtils.to_sinebow(circular_coordinates), s=10)\n", + "a2.axis(\"off\") ; a2.set_aspect(\"equal\")\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now for a quite noisy circle." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, (a0, a1) = plt.subplots(1, 2, width_ratios=[1, 1], figsize=(9,3))\n", + "\n", + "X2 = GeometryExamples.noisy_circle(n_samples = 200, noise_size=0.8)\n", + "\n", + "a0.scatter(X2[:,0],X2[:,1], s = 20)\n", + "a0.set_title(\"Very noisy circle\") ; a0.axis(\"off\") ; a0.set_aspect(\"equal\")\n", + "\n", + "cc2 = CircularCoords(X2, 30, prime=3)\n", + "plot_diagrams(cc2._dgms, ax=a1)\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using the most persistent class to construct a circular coordinate with standard_range equals to True results in an error, as described above:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The cohomology class selected is too short, try setting standard_range to False.\n" + ] + } + ], + "source": [ + "try:\n", + " circular_coordinates = cc2.get_coordinates(standard_range=True)\n", + "except Exception as e:\n", + " print(e)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "However, using standard_range equals to False gives a good result, even if the theory does not guarantee this:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "circular_coordinates2 = cc2.get_coordinates(standard_range=False)\n", + "\n", + "plt.figure(figsize=(3,3))\n", + "plt.scatter(X2[:,0], X2[:,1], c=CircleMapUtils.to_sinebow(circular_coordinates2), s=20)\n", + "plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As explained above, sometimes another option is to increase the parameter n_landmarks so that persistent cohomology classes are born earlier:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, (a0, a1) = plt.subplots(1, 2, width_ratios=[1, 1], figsize=(9,3))\n", + "\n", + "cc3 = CircularCoords(X2, 50, prime=3)\n", + "plot_diagrams(cc._dgms, ax=a0)\n", + "\n", + "circular_coordinates3 = cc3.get_coordinates(standard_range=True)\n", + "a1.scatter(X2[:,0], X2[:,1], c=CircleMapUtils.to_sinebow(circular_coordinates3), s=20)\n", + "a1.axis(\"off\") ; a1.set_aspect(\"equal\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac-opt", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "b92ccc6cf4753cf244c150496a947045c7076528614dfd2e8804a0f6266fa336" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/parameters_n_landmarks_and_cocycle_idx.html b/notebooks/parameters_n_landmarks_and_cocycle_idx.html new file mode 100644 index 0000000..f950ead --- /dev/null +++ b/notebooks/parameters_n_landmarks_and_cocycle_idx.html @@ -0,0 +1,242 @@ + + + + + + + Choosing the parameters n_landmarks and cocycle_idx — DREiMac documentation + + + + + + + + + + + + + + + + + + + + + + + +
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+ +
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+
+ +
+

Choosing the parameters n_landmarks and cocycle_idx

+

The purpose of this example is to demonstrate the effect of different choices of the n_landmarks and cocycle_idx parameters.

+
+

The n_landmarks parameter

+

The n_landmarks parameter tells the algorithm how many points to sample from the original point cloud in order to perform the main computations. Sampling allows the user to run the algorithm on large datasets as long as the n_landmarks parameter is kept relatively small. The choice of the parameter n_landmarks is done to strike a balance between computation time and how representative of the whole point cloud the sample is.

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+

The cocycle_idx parameter

+

Once the n_landmarks parameter has been chosen and the persistent cohomology of the landmarks has been computed, the cocycle_idx parameter tells the algorithm which persistent cohomology class is used to build the cohomological coordinates. Roughly speaking, short-lived classes (that is, classes represented by points close to the diagonal), represent small topological features. This means that cohomological coordinates built using these classes will be constant on large portions of the point +cloud, and will parametrize small topological features. Conversely, long-lived classes represent large scale topological features. The user often starts by considering long-lived classes as these are usually easier to identify and to interpret.

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+
[1]:
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+
+
import matplotlib.pyplot as plt
+from dreimac import CircularCoords, GeometryExamples, CircleMapUtils
+from persim import plot_diagrams
+
+
+
+

We load a simple dataset consisting of three circles in \(\mathbb{R}^2\) of different radii.

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+
[2]:
+
+
+
X = GeometryExamples.three_circles()
+
+plt.figure(figsize=(6,3))
+plt.scatter(X[:,0],X[:,1], s = 10)
+plt.gca().set_aspect("equal") ; _ = plt.axis("off")
+
+
+
+
+
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+../_images/notebooks_parameters_n_landmarks_and_cocycle_idx_3_0.png +
+
+

Here, we display the persistence diagram for various choices of the n_landmarks parameter. We see that, when n_landmarks is too small, the persistence diagram does not reflect the topology of the data well, and only when the parameter gets to about \(50\) we start seeing the three classes clearly.

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[3]:
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+
+
n_landmarks_choices = [10, 20, 50, 100, 200]
+
+plt.figure(figsize=(15,5))
+for i,n_landmarks in enumerate(n_landmarks_choices):
+    cc = CircularCoords(X, n_landmarks=n_landmarks)
+    plt.subplot(1, len(n_landmarks_choices), i+1)
+    plot_diagrams(cc._dgms, title="n_landmarks = " + str(n_landmarks))
+
+
+
+
+
+
+
+../_images/notebooks_parameters_n_landmarks_and_cocycle_idx_5_0.png +
+
+

We now fix n_landmarks \(= 100\) and focus on the cocycle_idx parameter.

+

We display the output circular coordinates for the three clear choices for cocycle_idx: the most persistent class (cocycle_idx \(=0\)), the second most persistent class (cocycle_idx \(=1\)), and the third most persistent class (cocycle_idx \(=2\)). DREiMac always indexes classes by their persistence, from most persistent to less persistent.

+

We see that, in this case, the circular coordinates given by the algorithm reflect precisely the three circular features we see by directly looking at the data.

+
+
[4]:
+
+
+
cc = CircularCoords(X, n_landmarks=100)
+
+cocycle_idx_choices = [0,1,2]
+
+plt.figure(figsize=(15,5))
+for i,cocycle_idx in enumerate(cocycle_idx_choices):
+    circular_coordinate = cc.get_coordinates(cocycle_idx=cocycle_idx)
+    plt.subplot(1, len(cocycle_idx_choices), i+1)
+    plt.scatter(X[:,0],X[:,1], s = 10, c = CircleMapUtils.to_sinebow(circular_coordinate))
+    plt.title("cocycle_idx = " + str(cocycle_idx))
+    plt.gca().set_aspect("equal") ; _ = plt.axis("off")
+
+
+
+
+
+
+
+../_images/notebooks_parameters_n_landmarks_and_cocycle_idx_7_0.png +
+
+
+
+ + +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/notebooks/parameters_n_landmarks_and_cocycle_idx.ipynb b/notebooks/parameters_n_landmarks_and_cocycle_idx.ipynb new file mode 100644 index 0000000..ef7e7ff --- /dev/null +++ b/notebooks/parameters_n_landmarks_and_cocycle_idx.ipynb @@ -0,0 +1,176 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Choosing the parameters n_landmarks and cocycle_idx\n", + "\n", + "The purpose of this example is to demonstrate the effect of different choices of the n_landmarks and cocycle_idx parameters.\n", + "\n", + "## The n_landmarks parameter\n", + "\n", + "The n_landmarks parameter tells the algorithm how many points to sample from the original point cloud in order to perform the main computations.\n", + "Sampling allows the user to run the algorithm on large datasets as long as the n_landmarks parameter is kept relatively small.\n", + "The choice of the parameter n_landmarks is done to strike a balance between computation time and how representative of the whole point cloud the sample is.\n", + "\n", + "\n", + "## The cocycle_idx parameter\n", + "\n", + "Once the n_landmarks parameter has been chosen and the persistent cohomology of the landmarks has been computed, the cocycle_idx parameter tells the algorithm which persistent cohomology class is used to build the cohomological coordinates.\n", + "Roughly speaking, short-lived classes (that is, classes represented by points close to the diagonal), represent small topological features.\n", + "This means that cohomological coordinates built using these classes will be constant on large portions of the point cloud, and will parametrize small topological features.\n", + "Conversely, long-lived classes represent large scale topological features.\n", + "The user often starts by considering long-lived classes as these are usually easier to identify and to interpret." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from dreimac import CircularCoords, GeometryExamples, CircleMapUtils\n", + "from persim import plot_diagrams" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We load a simple dataset consisting of three circles in $\\mathbb{R}^2$ of different radii." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = GeometryExamples.three_circles()\n", + "\n", + "plt.figure(figsize=(6,3))\n", + "plt.scatter(X[:,0],X[:,1], s = 10)\n", + "plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here, we display the persistence diagram for various choices of the n_landmarks parameter.\n", + "We see that, when n_landmarks is too small, the persistence diagram does not reflect the topology of the data well, and only when the parameter gets to about $50$ we start seeing the three classes clearly." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_landmarks_choices = [10, 20, 50, 100, 200]\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "for i,n_landmarks in enumerate(n_landmarks_choices):\n", + " cc = CircularCoords(X, n_landmarks=n_landmarks)\n", + " plt.subplot(1, len(n_landmarks_choices), i+1)\n", + " plot_diagrams(cc._dgms, title=\"n_landmarks = \" + str(n_landmarks))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now fix n_landmarks $= 100$ and focus on the cocycle_idx parameter.\n", + "\n", + "We display the output circular coordinates for the three clear choices for cocycle_idx: the most persistent class (cocycle_idx $=0$), the second most persistent class (cocycle_idx $=1$), and the third most persistent class (cocycle_idx $=2$).\n", + "DREiMac always indexes classes by their persistence, from most persistent to less persistent.\n", + "\n", + "We see that, in this case, the circular coordinates given by the algorithm reflect precisely the three circular features we see by directly looking at the data." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cc = CircularCoords(X, n_landmarks=100)\n", + "\n", + "cocycle_idx_choices = [0,1,2]\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "for i,cocycle_idx in enumerate(cocycle_idx_choices):\n", + " circular_coordinate = cc.get_coordinates(cocycle_idx=cocycle_idx)\n", + " plt.subplot(1, len(cocycle_idx_choices), i+1)\n", + " plt.scatter(X[:,0],X[:,1], s = 10, c = CircleMapUtils.to_sinebow(circular_coordinate))\n", + " plt.title(\"cocycle_idx = \" + str(cocycle_idx))\n", + " plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + }, + "vscode": { + "interpreter": { + "hash": "087e6391ed1cd4684da4d47dd76868e5fa890f509da77f6f7afb76c04058243b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/parameters_prime_and_check_cocycle_condition.html b/notebooks/parameters_prime_and_check_cocycle_condition.html new file mode 100644 index 0000000..b3e4fde --- /dev/null +++ b/notebooks/parameters_prime_and_check_cocycle_condition.html @@ -0,0 +1,285 @@ + + + + + + + Choosing the parameters prime and check_cocycle_condition — DREiMac documentation + + + + + + + + + + + + + + + + + + + + + + + +
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Choosing the parameters prime and check_cocycle_condition

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The purpose of this example is to demonstrate the effect of different choices of the prime parameter, and to explain why you should probably leave the default check_cocycle_condition = True.

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These parameters only apply to the circular and the toroidal coordinates algorithms.

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The prime parameter

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This parameter tells the algorithm which prime field to use when computing persistent cohomology. Specifically, if prime = p for \(p\) a prime, the algorithm will use cohomology with coefficients in the field \(\mathbb{Z}/p\mathbb{Z}\).

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Field coefficients are required for the persistence algorithm (and to have a well-defined persistence diagram), but, once a cohomology class has been selected using the cocycle_idx parameter, this cohomology class must be lifted to cohomology with integer coefficients - that is \(\mathbb{Z}\) coefficients - because of how the representability theorem of cohomology works. This is where the parameter check_cocycle_condition comes into play.

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The check_cocycle_condition parameter

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The circular coordinates algorithms that appear in current published papers use a heuristic (recalled below) in order to lift cohomology classes from \(\mathbb{Z}/p\mathbb{Z}\) coefficients to \(\mathbb{Z}\) coefficients. This heuristic works well when the topology of the data is not too complicated, but it can fail when the topology of the data is more complex.

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The check_cocycle_condition parameter tells the algorithm whether to check that the heuristic mentioned above worked, and, in case it didn’t, to fix the lift in order to have it actually represent an integral cohomology class.

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In general, check_cocycle_condition = False will result in less computation time but in a circle-valued map that can fail to be continuous. We recommend leaving check_cocycle_condition = True unless computational time becomes an issue that cannot be overcome by, for instance, reducing the n_landmarks parameter.

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Heuristic for lifting cohomology classes and algorithm for fixing the lack cocycle condition

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The heuristic takes a cocycle \(\eta \in Z^1(K ; \mathbb{Z}/p\mathbb{Z})\) and returns the cochain \(\eta' \in C^1(K ; \mathbb{Z})\) with value on an edge \((i,j) \in K\) given by \(\eta(i,j)\) if \(\eta(i,j) < p/2\) and \(p - \eta(i,j)\) otherwise. It can happen, however, that the cochain \(\eta'\) does not satisfy the cocycle condition.

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It is explained in (de Silva, Morozov, Vejdemo-Johansson, 2011) that, if the class represented by \(\eta\) does admit an integral lift, then one can find such a lift by “fixing” \(\eta'\) using a linear integer program; we refer the reader to the paper for details. DREiMac uses the function milp from scipy to solve this integer program.

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+
[1]:
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import matplotlib.pyplot as plt
+from dreimac import CircularCoords, GeometryExamples, PlotUtils, CircleMapUtils
+from persim import plot_diagrams
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+
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The data consists of a trefoil knot in \(\mathbb{R}^3\).

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The topological complexity of the data comes from its embedding. As we showed in the notebook about the choice of the parameters n_landmarks and cocycle_idx, this point cloud has a single circular feature that gets represented in different ways depending on the scale (small or large) at which the data is looked at.

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[2]:
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X = GeometryExamples.trefoil(n_samples = 2500, horizontal_width=10)
+fig = plt.figure(figsize=(10,6))
+ax1 = fig.add_subplot(121)
+ax1.scatter(X[:,0],X[:,1], s=1)
+ax1.set_title("Trefoil 2D projection") ; ax1.set_aspect("equal") ; ax1.axis("off")
+ax2 = fig.add_subplot(122,projection='3d')
+ax2.scatter(X[:,0],X[:,1],X[:,2], alpha=0.5, s=1)
+ax2.set_title("Trefoil in 3D") ;  _ = PlotUtils.set_axes_equal(ax2)
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+../_images/notebooks_parameters_prime_and_check_cocycle_condition_3_0.png +
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[3]:
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perc_choices = [0.1, 0.5]
+prime = 3
+
+plt.figure(figsize=(15,5))
+cc = CircularCoords(X, 300, prime=prime)
+for i,perc in enumerate(perc_choices):
+    circular_coordinate = cc.get_coordinates(perc=perc,cocycle_idx=0)
+    plt.subplot(1, len(perc_choices), i+1)
+    plt.scatter(X[:,0],X[:,1], s = 10, c = CircleMapUtils.to_sinebow(circular_coordinate))
+    plt.title("perc = " + str(perc) + "\ncheck_cocycle_condition=True")
+    plt.gca().set_aspect("equal") ; _ = plt.axis("off")
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+../_images/notebooks_parameters_prime_and_check_cocycle_condition_4_0.png +
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This topological complexity causes the following problem at the larger scale, when the heuristic for lifting cohomology classes is used directly. At a small scale, the heuristic works fine.

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[4]:
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perc_choices = [0.1, 0.5]
+
+plt.figure(figsize=(15,5))
+cc = CircularCoords(X, 300, prime=3)
+for i,perc in enumerate(perc_choices):
+    circular_coordinate = cc.get_coordinates(perc=perc,cocycle_idx=0, check_cocycle_condition=False)
+    plt.subplot(1, len(perc_choices), i+1)
+    plt.scatter(X[:,0],X[:,1], s = 10, c = CircleMapUtils.to_sinebow(circular_coordinate))
+    plt.title("perc = " + str(perc) + "\ncheck_cocycle_condition=False")
+    plt.gca().set_aspect("equal") ; _ = plt.axis("off")
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+../_images/notebooks_parameters_prime_and_check_cocycle_condition_6_0.png +
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Now that we know that the heuristic does not work at the larger scale, we suspect that, at this larger scale, the output of the algorithm will depend on the prime parameter. Here we display the output of the algorithm for a range of choices. We see that, in general, the larger the prime, the more complicated the cohomological coordinates.

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[5]:
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prime_choices = [3,5,11,13]
+perc = 0.5
+
+plt.figure(figsize=(15,5))
+for i,prime in enumerate(prime_choices):
+    cc = CircularCoords(X, 300, prime=prime)
+    circular_coordinate = cc.get_coordinates(perc=perc,cocycle_idx=0)
+    plt.subplot(1, len(prime_choices), i+1)
+    plt.scatter(X[:,0],X[:,1], s = 10, c = CircleMapUtils.to_sinebow(circular_coordinate))
+    plt.title("prime = " + str(prime))
+    plt.gca().set_aspect("equal") ; _ = plt.axis("off")
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+../_images/notebooks_parameters_prime_and_check_cocycle_condition_8_0.png +
+
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The above behavior is that of DREiMac’s current implementation. The reason why different primes lead to different circle-valued maps is that the integral lift of a cohomology class \(\eta \in H^1(K ;\mathbb{Z}/p\mathbb{Z})\) is only uniquely determined up to the kernel of the morphism \(H^1(K ; \mathbb{Z}) \to H^1(K ; \mathbb{Z}/p\mathbb{Z})\), which is usually non-trivial. The upshot is that one should be able to design an optimization procedure that finds good integral lift +\(\eta'\) of \(\eta\) by minimizing a notion of Dirichlet energy. Although this hasn’t been fully developed yet, it is actively being researched.

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+
+ + + + \ No newline at end of file diff --git a/notebooks/parameters_prime_and_check_cocycle_condition.ipynb b/notebooks/parameters_prime_and_check_cocycle_condition.ipynb new file mode 100644 index 0000000..c468c89 --- /dev/null +++ b/notebooks/parameters_prime_and_check_cocycle_condition.ipynb @@ -0,0 +1,237 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Choosing the parameters prime and check_cocycle_condition\n", + "\n", + "The purpose of this example is to demonstrate the effect of different choices of the prime parameter, and to explain why you should probably leave the default check_cocycle_condition = True.\n", + "\n", + "These parameters only apply to the circular and the toroidal coordinates algorithms.\n", + "\n", + "## The prime parameter\n", + "\n", + "This parameter tells the algorithm which prime field to use when computing persistent cohomology.\n", + "Specifically, if prime = p for $p$ a prime, the algorithm will use cohomology with coefficients in the field $\\mathbb{Z}/p\\mathbb{Z}$.\n", + "\n", + "Field coefficients are required for the persistence algorithm (and to have a well-defined persistence diagram), but, once a cohomology class has been selected using the cocycle_idx parameter, this cohomology class must be lifted to cohomology with *integer* coefficients - that is $\\mathbb{Z}$ coefficients - because of how the representability theorem of cohomology works.\n", + "This is where the parameter check_cocycle_condition comes into play.\n", + "\n", + "## The check_cocycle_condition parameter\n", + "\n", + "The circular coordinates algorithms that appear in current published papers use a heuristic (recalled below) in order to lift cohomology classes from $\\mathbb{Z}/p\\mathbb{Z}$ coefficients to $\\mathbb{Z}$ coefficients.\n", + "This heuristic works well when the topology of the data is not too complicated, but it can fail when the topology of the data is more complex.\n", + "\n", + "The check_cocycle_condition parameter tells the algorithm whether to check that the heuristic mentioned above worked, and, in case it didn't, to fix the lift in order to have it actually represent an integral cohomology class.\n", + "\n", + "In general, check_cocycle_condition = False will result in less computation time but in a circle-valued map that can fail to be continuous.\n", + "We recommend leaving check_cocycle_condition = True unless computational time becomes an issue that cannot be overcome by, for instance, reducing the n_landmarks parameter.\n", + "\n", + "\n", + "### Heuristic for lifting cohomology classes and algorithm for fixing the lack cocycle condition\n", + "\n", + "The heuristic takes a cocycle $\\eta \\in Z^1(K ; \\mathbb{Z}/p\\mathbb{Z})$ and returns the cochain $\\eta' \\in C^1(K ; \\mathbb{Z})$ with value on an edge $(i,j) \\in K$ given by $\\eta(i,j)$ if $\\eta(i,j) < p/2$ and $p - \\eta(i,j)$ otherwise.\n", + "It can happen, however, that the cochain $\\eta'$ does not satisfy the cocycle condition.\n", + "\n", + "It is explained in (de Silva, Morozov, Vejdemo-Johansson, 2011) that, if the class represented by $\\eta$ does admit an integral lift, then one can find such a lift by \"fixing\" $\\eta'$ using a linear integer program; we refer the reader to the paper for details.\n", + "DREiMac uses the function milp from scipy to solve this integer program." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from dreimac import CircularCoords, GeometryExamples, PlotUtils, CircleMapUtils\n", + "from persim import plot_diagrams" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data consists of a trefoil knot in $\\mathbb{R}^3$.\n", + "\n", + "The topological complexity of the data comes from its embedding.\n", + "As we showed in the notebook about the choice of the parameters n_landmarks and cocycle_idx, this point cloud has a single circular feature that gets represented in different ways depending on the scale (small or large) at which the data is looked at." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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coDgcDsXhcCgbNmxQPvrRjyptbW1p27344ovK29/+dsXpdCoOh0PZunWr8s///M/a88lkUvn4xz+ulJeXK5IkpR2LDDtkRVGU119/XbntttuU4uJipaioSHnrW9+qvPTSS2nbqHbIr776atbzMROLa4FAIJhtcv37WFlZqZSXlysf//jHlW9961vKE088oaRSKeXWW29VioqKlE984hPKt771LeVjH/uYYjKZlDvuuENRFEUJBoPK9773PWXDhg3KihUrlO9973vK9773PaWvr0+RZVm5+eabFUmSlD/90z9VHn30UeVd73qXAiif+MQn0tYw038f1d/FnZ2dafuqr69XKioqlM997nPKo48+quzcuVORJElpbm7O6zwlEgllcHBQ6enpUY4cOaJs2LBBcTqdyvDw8IRjZ/47oNLd3a0Aynvf+968jikQFBIhXARLiqnmwRSSv/mbv1GMRuOcHEsgEAiWMottzlku4QIoR48e1R4bGBhQrFar8ulPf3rS/am8/PLLaTcB6+vrJ6xlKuGiKIridruVHTt25HVMgaCQiFIxgWCWuHz5MmVlZVd7GQKBQLBkWSxzzlQ2bdrEjTfeqP1cXl5OfX09HR0deb/+mWee4YknnuAzn/kMDodDGycwHYqLi/OamyYQFBrhKiYQFJiOjg5++tOf8uMf/5h3vvOdV3s5AoFAsGTJNeestbWV8vLyrK+Zb3PO9GSzY/Z6vXnP2HK5XJpb5R133MH3v/997rjjDl5//XW2bduW9zqCwSDLli3Le3uBoFAI4SIQFJijR4/y4IMPcuDAgZxzdAQCgUAw+yz0OWeZFHrG1nve8x4+8IEP8IMf/CBv4XLp0iUCgUDB56YJBPkghItgSTHVtOJC8KEPfWhGLjICgUAgmH0WypyzuSAWiyHLMoFAIO/XqLNybrvtttlalkCQE9HjIhAIBAKBYMmwEOacFRq/308ikZjw+P/9v/8XGJ9Rlg/PPvssn//856mtreWP/uiPCrpGgSAfRMZFIBAIBALBkuEDH/gAP/rRj/jzP/9znnvuOfbv308qleLMmTP86Ec/4siRI5MG8vo5ZxcuXGDbtm08/fTTPPnkk3ziE58oyJyzQvP8889z77338t73vpd169YRj8d54YUX+MlPfsLu3bu5++67J7zml7/8JWfOnCGZTNLf38+zzz7LM888Q01NDU899RQ2m+0qvBPBUkcIF4FAIBAIBEsGg8HAE088wVe+8hW++93v8tOf/pSioiLq6ur4i7/4C9avXz/l65966in+9m//lh/+8Id8+9vfZvXq1Xz5y1/m05/+9By9i+lxzTXX8Na3vpUnn3ySy5cvoygKa9as4W//9m/5y7/8ywkGBgB/+7d/C4DFYqGkpIRrrrmGf/qnf+LDH/7wBGMCgWCukJSZdnQJBAKBQCAQCAQCwRwhelwEAoFAIBAIBALBvEcIF4FAIBAIBAKBQDDvEcJFIBAIBAKBQCAQzHuEcBEIBAKBQCAQCATzHiFcBAKBQCAQCAQCwbxHCBeBQCAQCAQCgUAw7xHCRSAQCAQCgUAgEMx7hHARCAQCgUAgEAgE8x4hXAQCgUAgEAgEAsG8RwgXgUAgEAgEAoFAMO8RwkUgEAgEAoFAIBDMe4RwEQgEAoFAIBAIBPMeIVwEAoFAIBAIBALBvEcIF4FAIBAIBAKBQDDvEcJFIBAIBAKBQCAQzHtMV3sBAsFS5tDxLh57vp1dNV6eOd1PNJHiXduq+NpdO6720gQCgUAgEAjmFZKiKMrVXoRAsFTZ//Cz9PgjSID6RTRK0P7Fg2mi5kSXj3sOrOHuPTUT9pFru0PHu3jkSBsA991WD8Bjz7fn3I9AIBAIBALBfEYIF4GgwKhCIptAyHxO/XkkFCeSSAHw7jcyLtsffBp/JKG9ttpj59hnb54gSB57vj1N/NjNRkocFkKxpPZ6owQWk4FIQsZuNmA1GbXXCxEjEAgEAoFgISB6XASCPDl0vIv9Dz/LoeNdk26nConHnm+f8rm799Rw7LM389cHN1LtsfOFO7dkLRMzSnDPgTUAPHKkDX8kgT+S0ERQtceOzTz+dY4mUvT4IwDY33gspUA0Ib/xvJz2+um8N4FAIBAIBIKrhehxEQimQM2KqBkMNdjPljm558Aa7jmwRivd2v7g08SSKawmI/fdVs+uGi99gQi7arxTHve+2+p55EgbsaSM1ZT9HkMolgTQMjGZJWOPHGkjkpCRgHdtq+JEl49dNV6Onh0E3hRDekH1SucIh5t6ObhV9NoIBAKBQCCYP4hSMYHgDXKVeKl9KB67GYfVpAmTHn9EK99Sy7o8djMND9wKkLXUC0h7XeYxMh/P9lymkMr2GpVs65rqvT/wZDMp5c1eG4FAIBAIBIL5gCgVEyxp9CVSuUq81FKs+26r59hnb+buPTXaY2rGYio8drOWjbGbDfT6I9z7+MkJx8i2v8zn1PKy+26rn3IN6jZqc34u1H3evaeGg1urMEpwcGtVXu9NIBAIBAKBYC4QGRfBkkafzVAzKZO5buXKymR7PNe2a/7qMCkFJKDqjePOVoP8ZEYBAoFAIBAIBAsJIVwES5Z7Hz/Jzxp7sZkN/PXBTVMG9oeOd2llVJOVZ00lFu59/CSHm3o1l6/J9pUPk9kmZytBE2JGIBAIBALBQkSUigmWDJnOWYebelGAeFLOK4B/7Pl2rfdjsvKsR4600eOPaJbFmWs40eXjwTu28NcHN01a6jVdF7PDTb1ppW6HjncRiiW1MrXM7R94snnaLmLCfUwgEAgEAsHVQggXwZLhocOt9PgjPHS4FWDavRxqr8mDd2yZcaZC30ej7yuBiaIgW89NNuGgruvg1qo0IfTY8+34IwkcVlPaeu85sAajNG6RPF3xMpnVs0AgEAgEAsFsIkrFBEuCQ8e7+JsnmrWfv3DnzMVHPsfKLMVSy8M2V7kZDsWzlmnlcg+bqvRrOuvQP5dP2dt09ikQCAQCgUAwmwjhIlhUZPZ7qH/qp8hD7mC9UIF55nT7fCyG8zl2IYWDECECgUAgEAgWEmIApWBRoZYy9QUipBS0Pz12Mx67WRvmmKuvJLOUaybosxkw3vNycGuVNtQxF3fvqZnymPlso66hkKJkquyNEEACgUAgEAhmG9HjIlhUZPZ7qH/ed1s9DQ/cSuvnf4+GB27Vpt3n6hdRhc1MmtHVJn4919WWUOm2c11tSUHeZ+baJuuPyfUeptOvMtm2ou9FIBAIBALBXCBKxQQLjnzv8E81W0UNuCeb4TKdnpLM4+6q8XL07CAAsaRMJJHKOsFevyYg65r1ZWfZ+l0AevwRPHYzDqspzRo51/vMdqxc566QGZfJ7JsFAoFAIBAIciEyLoIFhVqGlc8d/myZAP1j+uxK5rZqlmJXjXfK6fS5uK62BIfVhD+SIJpI5bXOXGv2RxL4I4k0FzD9+tW/w7iAOdHl04SW3hI5sxROfWyqbEymA5qeyZ6b7P1m2jcLBAKBQCAQTIbocREsCNS79KFYMq9ZKsCE7IL62CNH2gjFkgBpWZTMTESPPzJhm8nWpmYOHjnShj+S4KHDrVhNBjx2MzetL9eyC1OtM9eaA5EEKQVNdGT2u2RmRg4d7+L+J5pRAAl4pXNEEzGlDgtr/uqwNgQzs6dnV42XvkCEXTXeSd/7TFDfTyyZwmoyzkgUCgQCgUAgWHqIUjHBgkAti1JLoXKVF+UqccpVOpVLlEyn/CmznGz7g0/jjySQAIXp2Q1PxnRLstR1qaizWzx2c5rDmsduBnKXoRVi7Zmo5yhb6ZxAIBDMBoqikEgkiMVimM1mjEYjRqMRg0EUnwgECwXxbRUsCNRSqPtuq5+0LCmzxClbWVJmA342plP+lLm/+26rp9pj513bqmZcZnala1LX5bGbsZvHsz6qUYEeu9mglbPpS7aynaOZGBVcCXN9PIFAsHiRZZl4PE4ikSAejxOJRAgGg4yOjhIMBolGoyQSCcS9XIFgfiMyLoJ5SbYGd31GYKrXTZZxWeqN4JnN/pC7SV+PPguTy8xgOmuYqvl/trM+AoFg8aMoCqlUimQyiSzLACQSCQwGA4qiIMsyiqKgKAqSJGEwGDAajZhMJkwmE0ajEUmSrvK7EAgEKkK4COYlatCqljdB4UquBNMnU+zkU26XbR+5xE42kSJEp0AguBLU0rBUatwcRZIkFEUhHo9nLQ+bTMjoS8uEkBEIrh6iVEwwr8h08zq4tUobHrmrxjuj0iF1n/c+flKUHs0Q1dnMYTVpbmTTLYPLNe/l3sdP0uuPYDZIhGJJ7fNRS+NOdPmE+5hAIJgWqVSKWCxGMpnUBMhUgkOSJC3bogoVVfyEQiHGxsYYHR0lFApp+xb3fgWCuUW4ignmBXrXMLVxPPNOvnpXXu+AlU/Duhow9wUiaa5cmccWd/Rzk+kylulopifX+czm8gZwuKkXBUjIitZrk8/rBAKBIBNVaExHsORCFTLqfuHNXplYLEY0GiUSiVBZWamVlYmMjEAwu4iMi2BeoLcfznUnP9td/nwmxKuvU5vTMzM3YvL71Jzo8pFSxv+cCvV86mfOQG5zgc1Vbu3v2Wyup2tKIBAIliaqqHj99dfp6upCkqSCiQh1X/r+l3A4TFdXF/F4XGRkBII5QggXwVVBX761/cGnGQnF8NjNk7qGZQtgd9V4MUrjf+YSIGppk9onkVl6NJOyp6XGdM7RPQfWaL1J+YjB4VAcGBctD96xJS2blqu0TziOCQQCFbUBPx6PI8uyJlZmM/OhChlJkjQhozb8x2IxwuGwJmTC4bAQMgJBgRDCRTDnHDrexQNPNms2xf5IgkhCxmEdr1ycTkCqzwRMFlzrRU3mduKO/tRMdo4yRcTde2p48I4teOzmtJ6VXKifx4N3bAHe/Pwny4SJLJlAIIA3S8Pi8XhaQ/1cCQT1ONka+dV1RKPRtIxMOBwmHo+TSqWEkBEIpolwFRPMGaozVSCSQGH8DvvBrVVpdsdqQDrZoEl9DwXkZ+Ur+lhmj1y2xTOxM87Xcll8ngKBQJZlzTVM38ty6tQp7HY7a9eunfCasbExhoaG8Hq92O32K8rKDA4OcuHCBa699topt1WdylTnMnhT7JjNZq1H5kp6cgSCpYAQLoI5Qc2yqNbGqmjJtLnNbNLPFvSKqevzi1wiYibiQggSgUAwFZmzWTKD/ebmZqxWK+vWrUt7TU9PD62trRQVFREMBrFYLHi9Xu0/m802rXVMR7hkew/ZhEzmDBkhZASCdISrmGBOeOz5dlIKSID7jV4WfbmPGqSqblWZWRXB/CWXw5j6mFrOdaVCRIgagUCQOZslW2CvzmtRSSaTtLS0MDw8zPbt23E6nSiKQiAQwOfz0dPTw5kzZ7DZbGlCxmKx5LWemaA3DlBtl1URE41GtfdmMBiEkBEIdIiMi2BWmWyI4EwDURHALhymWy6mbq+WCuqvm5kMvRQIBIsH1TUsW5ZFz+nTpzEajdTX1xMIBGhsbMRut7N161bMZnPWAZTJZBK/34/P58Pv9zM2NobD4cDj8WhCxmw2p71maGiIjo4OrrvuuoK/V31GRv1PCBmBQAgXwSyjBqKZjlEzQQiWhcd0P7PMUkHVnWyqnpcrOaZAIJjfqKVhiURCC+AnC9ZbW1sBsNvtnDt3jjVr1lBbW4skSZr4yRQumSQSCU3I+Hw+QqEQxcXFmojxeDz4/X7a29u5/vrrC/p+s5FZVgbpPTJqiVkhLaAFgvmIEC6CWUXf25LtTrnasA/jzfmTBZr5Nm4LFj75ZupgojnDTEwBBALB/ESWZZLJpFYalk9g3tLSwtDQEIqisG3bNrxeb9r+8hEumcTjcU3E+Hw+otEodrudRCLBpk2b8Hg82rDKuUAvZFQ3tWw9MkLICBYbQrgIZo3M4DNbEKoGmZBd2GTbnygbWtrohQkw4ToQGReBYOGjBuVqliXfAHxkZIQTJ05gsVjYt2/fhPKumQqXTKLRKN3d3Vy+fBmTyUQsFsPlcmkZGZfLNW+EjJqRUUvLBIKFjGjOFxSczHKfUCyJw2rimdN9RBIyjxxp0wLKew6s0TIu02nE12dcBEuLzM8+8zrIZRYgEAgWBoqikEwmSSaTQH5ZFkVRaG9vp7OzE4/Hg91unyBaConNZqOkpITh4WH27NlDJBLRsjG9vb0kk0ncbjcej4eSkhKcTuesigb1HKnHUIVMNBrlhRde4Nprr9UEjBAygoWMyLgICk5mg7UqYCRAgRnbGIsSIIFAIFjc6Gez6APxyYhGozQ1NRGNRtm+fTv9/f3EYjG2bNmSdf+FyLjAeHbn7Nmz7NmzJ+1xRVEIh8Nao7/P50OWZdxut5aRcTqdc1LClUgkeOGFF7jxxhsxGo1aRgaY0OgvhIxgISAyLoKCk9l/kq1fIV/0ZT8iyyKYimxlYqJ0TCCY/0w1myUXg4ODNDU1UV5ezs6dOzGZTAwMDFzVifSSJOFwOHA4HKxYsQJFUQiFQlpGpqurCyDNsczhcMyqkFEdyTIzMolEgng8rmVshJARzHeEcBEUDL1A0TNV6c5kgaV+1suxz94sAk/BpGSbDZTtMYFAMH/IZzZLJrIsc/bsWbq7u9m0aRPV1dXac5lzXGaTfI4jSRLFxcUUFxezcuVKFEVhbGwMn8/H8PAwHR0dGAyGNCFTVFQ0q0ImW2mZmu1KJBLaNnoho7qWCQRXEyFcBAVDDRD7AhFSCnkHitkCy0wRJLIsS4epXMMme10olsRjN3PPgTXiGhIIFgD5zmbREw6HaWxsRJZl9u7dS3FxcdrzcyVcZhrES5KEy+XC5XJRU1ODLMuakBkcHOT8+fOYTKa0YZg2m21Gx8v3PKiN/PrXqUImW0ZG71omEMwlQrgICoZayjXdkrBsJWCqmAFEP8sSQy9kgbyzJY89344/kqDaY+fuPTVpjnXiGhII5hfTnc2i0tfXR3NzM1VVVdTX12d17ppvGZepMBgMuN1u3G43q1evJpVKMTo6is/n4/Lly7S1tWG1WtMyMjabbVrHmK7AyEfIGAyGCc3+QsgIZhshXAQzIlt510zdnLK9TvSzLF2yuYbtqvGy/+FnJ828ZL5OXEMCwfxkJqVhqVSK1tZW+vv7ueaaa6ioqMi57XzPuEyF0WjUBAqMv3e/34/f76enp4czZ85gs9nSMjIWiyXrvgp1HvIVMpk9MkLICAqNcBUTzIjtDz6NP5KYsUNYJqKBWjAZwlFOIFgcqFmW6ZSGBYNBGhoaMJlMbNu2DbvdPun2Fy5cYGRkhJ07d054Tg22CxFQ+/1+Wlpa2L9//xXvazokk0nNrczn8xEMBnE4HJqI8Xg8mhV0LBbj2LFjvPWtb501EaGGkapjmTpHRggZwWwgMi6CaXPoeBeBSKKg+xQN1ILJmCp7ks25TlxHAsH8QZ3N0traisfjYdmyZXnNZunp6aG1tZWamhrWrl2bl8uVwWCYNNOgPnelQfTVCsJNJhNlZWWUlZUB45bHqvVyR0cHoVCI4uJivF7vhP6f2UA9D2pGRi9k4vE4sVhMCBlBwRDCRTBtHnu+HQUwSnDfbfUF2aco6xFMxlRliDM1hhAIBLOPmuVQm9DzaTRPJpO0tLQwPDzMjh07tCA9X5ZSMYnZbGbZsmUsW7YMGM+yqBmZzs5OAE6cOKFlZNxud9beoEKRTcio/8ViMeLxOJB9jowQMoKpEMJFMG0y57QUAjHtXDAVk81oUZ3DrnRWkLgGBYLCoe+DUEvDjEbjlKIiEAjQ2NiI3W5n//79WK3WaR13qoxLIZmPAslqtVJRUUFFRQXRaJSXXnqJ6upqfD4fra2txONxXC5XmpCZzXktqiMZoH3+eiGjZmRCoRAulwur1YrJZMq7lFCwtBDCRTAlh4538ciRNmA8w6KKjEPHu6ZsmM7GvY+f5HBTLwe3VvG1u3bM1rIFi4zJZrTAzJ3DRJmiQFB4cjXgT9Y4rygKXV1dnDt3jjVr1lBbWzvjwHUhN+cXEvU8LF++nOXLl6MoCpFIRMvI9Pb2kkwmcbvdmpBxOp1XRci0tLSwfv163G63VlpmNpu1jIwQMgIQwkWQB6rNrPr3mQ72U+9s9/ojKMDhpl4hXAR5o8/0qWI6lpS1uS2F2K9AILhy1CxLKpWaEGwaDAZkWZ7wmng8zqlTpxgbG2P37t2ao9ZMWOoZl0z051+SJIqKiigqKqKqqgpFUQiHw1qjf3d3N7Isa9bLHo8Hp9M5J8MwFUXRhIoqZqLRqLaNOgRTCJmljRAugim558AaLeOiD+5KHRZ6/BFKHdltGDNRhY7dbCCelDm4tWpW1itYnOjLCfc//Kwmpq0mgzbzRc0ETqf0S5QpCgSFQZ3Nkkwmc7qGSZI0QbiMjIzQ2NiIx+Nh3759Oa19p7uWbBQy0F0IQfNUwkqSJBwOBw6HgxUrVqAoCsFgMK1HRpKktBkyDodjVt67LMuaiMmWkZFlWQgZgRAugqnJFdi19AbS/pyK2eiNESxN9GIa0odU5psJzBQ4otdFIJg5+c5m0WdDFEWhvb2dzs5O1q9fz6pVqwoSeE6VcVlqwe103q8kSTidTpxOJytXrkSWZYLBID6fj+HhYdrb29PmzHi9Xux2e0HOqWqjnG1NuYRMLBYjGo1iMBgmNPsLIbM4EcJFMGMObq3icFMvm6vc7H/42QlWtJmBoLizLSgU+j6rR460pZWLqaImFEty6HgXQFZBkilw1J/vf6KZR460af1cAoFgcqYzm0XNuESjUZqamohGo1x//fW4XK6CrkmUihUGg8GAy+XC5XJRU1ODLMuMjo7i8/no7+/n3LlzmEymCUJmJuQSLpnohYz6OjXbl0ql0uyXzWazlpnJfJ1gYTJ73VeCBY/afK8Gf5k/X1dbQqXbzsWRMD3+CIeberVAENIDQ4FgNlD7r8aib84VuntPDQ6rCX8kwWPPt/PIkTZ6/JG0DM2h412EYskJgscogQLaawUCQW7ULEs8Hs97oKQkSYTDYY4dO4bNZmPfvn0FFy1zFZwuhCC40MLKYDDg8Xiora1l586d3HjjjWzevBm73c7ly5c5fvw4L730Eq2trfT19RGLxaa11pmYAmSbESNJEqlUikgkQigUYnR0lGAwSCQS0UT2YhedixWRcRGkoXcQg/QA7oEnm0kp8NDh09z/RDPqV95jN1PtsU+wop2s6VmU5QgKwT0H1mjXpT5Tor/29Neziip4qj127fpT/8zWzyUQCNLR2xxD7tKwzNf4/X5GR0fZsmUL1dXVs7K2bH00S5nZFFj6sjEYn78TCAS0Rv/Tp09TVFSkNfp7vd6cPUz5ZlymQs2sqCJIzcgkk0kSiYT2fLYeGcH8RwiXJcZUgkHvIKYKEjUITCnjQyejCVkTLUYJblpfzokuH9fVlqS5hE1WGiYsaAWFQL12VPHijyR44MlmHrxjS5o9cqaAziaq1e+GKBETCHKjn82iBpr5BJvhcJjGxkYikQjLli2bNdECc5sJme937ed6fSaTidLSUkpLSwFIJBKakOnq6qKlpQWHw6GJHY/Hg9ls1sTFbHx20xEyammZEDLzFyFclhhTCQb9HWqH1UiPP8KPXu1OC/R+9Go3TT0BzEaJB961eUYiRFjQCgqFPlMSiCRIKaSVK6rDKTNfk3mtqtfxA082p+1XIBCMk9mAn69o6evro7m5maqqKkpLSzVnqNlirjIuC6FUDK7uOs1mM2VlZZSVlQHjtteqY1l7ezvhcBin04nH4wHQrq3ZZCohA0woPRNCZv4gPoUlRLa6/kxe6RxhLJrgpvXl9PjH/3Fp6glw954ajn32Zu7eU8NwKA7AMqeNu/fUcM+BNVR77JQ6LKz5q8Pc+/jJCcfV98YAafu7kveTuV/B0uTuPTU0PHArn79zS1qWMFvvVS7uObAGCUgpZC0vEwiWMrIsE4/HSSaTWtA3VUCcSqVoaWmhubmZa665hk2bNmkzOmYTkXGZv1gsFpYtW0Z9fT179uxh//79rFy5UhMMv/vd73jttddob29nZGRkzoSMKlTUOTKSJJFIJAiHw4yNjWk9MtFoNK1EUjD3COGyhFDLwBxWk+bIlBn4H27qJaWM/7m12g2g/alyz4E1eOxmzbVJFSEtvQFSCvyssTdtv7ma9O99/GRWoTMZ+jWL5n9BJqqQVjMt1R47B7dWaWJGIBBMD/VOdDwezzpQMhfBYJCXX36ZsbEx9u/fT0VFBTA32RCRcXmT+S6srFYrlZWVrF+/HoDrrruO6upqYrEYra2tHD16lNdff53Ozk78fv+cfa6ZQgbGy94ikQjBYJBLly4xNDSkCZn5fp4XE0K4LFKyiRI1M6IGcNkC/4NbqzBK438+9fEbuPDwQd537cq0fWW6NqnHs5gMSIDNbEjbb+ZxVfQiKV/0a861X8HSRp9puefAGr521w5NzEyWnXvs+XYUxvu27rutfu4WLBDMU9TSMDUwy0e0KIrCpUuXePnll1m2bBnXXXddmj3uXEy1XwiCYi5ZCOdDvSbsdjvLly9n06ZN7Nu3j+uvv56KigpCoRCnTp3i6NGjnDx5kgsXLhAIBOZMyGQ28nd0dDA0NEQ4HCYYDBIIBNIyMkLIzB6ix2WRkNl0n63vJLOuP1ufydfu2pHWYA8TBY6+b+CeA2s4dLxLa47Wl+mo+83VpJ85ByYfh7HMIZaZ29/7+EkON/VycGsV19WWCOeyJYjeaSzbUEp48xrWzx0SA1IFgjdRS8PytTmGcUeplpYWhoeH2bFjh9bXoGeuMi5ijsvCQr0m9NeZJEkUFRVRVFREdXU1iqIQDofx+Xz4fD4uXryIoiiaW5nX66W4uHjWhZp6fZnNZs1YQDWsiMfjWsYms9l/IQjIhYAQLgsEvU2x6nqkFyuZQiWf5vd8B0Lq96UeB9Bcm7Y/+DSpN35376rxpu1Xv0ZIHwSoiqT9Dz87IajMFTzqBw9mEzs/a+xFeePPE10+4Vy2BFE/a/11py8fU0VNXyAyoZFfiBbBUkcd5DedLAtAIBCgsbERu93O/v37sVqtWbebq4zLXAiKhRCILhRhpa5zquGlDocDh8PBihUrUBSFYDCoCZnOzk4kSUqzXnY4HLPyOamCXl2X0WhMey/ZhExms/9CuH7mI0K4LBD0NsXZ7iLrAzM1oNfbwV4JmQJHP5U8M8g70eWbsG69KMkmJLIJo8nEhj7Dk7mdzWwkkkhhMxuFc9kSJvOaVX/e//Czmq33wa1VWsZFve4eOdImBIxgySLLMslkUmuIzrc0rKuri3PnzlFXV0ddXd2UwefVzLj09fXR1tZGUVERJSUlc3aX/mqyEN7bdKy1VSRJwul04nQ6WbVqFbIsMzY2hs/nY2hoiPb29rQ5M16vF7vdXpDzoRcu2dalChn1OlQzmLFYTAiZK0QIlwWCalMcS8qaaMhWNqVmL67U0jWz9Ez9eVeNl7FoIk003Hdbfc6hffo1vtI5Ql8gMsGeNjPInEpsqDNlgAn7+uuDG7V1qmt6pXNEBKMCYGKpoZ7Hnm8nFEuKLJ1gyTHT2SzxeJxTp04xNjbG7t27tSGEk3G1Mi6yLNPW1kZPTw9r164lmUxqd+kNBgNer1cTMvqenKmY7xmN+b4+lULMcDEYDLjdbtxuN6tXr0aWZUZHR/H5fPT393P27FksFktaRmY6n7WeyYSLHvU9CSFTOCRloVzVSxS9YDjR5SMUS2oTv7NlVDL7TabKuqglaKFYkoSsYDcbefumCq1xXt2HKoiMEppoePe2qgn9MJOh7iPfdeUKMPXv0SjBg3dsmbCNeixAW3M+xxUsDXJdX1MNaBUIFhuqa1hLSwulpaWUl5fnFTCNjIzQ2NiI2+1my5YtOaehZ9LX10dHRwf79u270qXnRHU0e/vb3w5AJBKhoaEBRVHYtm2b1pegZn/U4HZkZITR0VFsNpsmZDweT873Fo1Geemll7j55vn770ogEKC5uZn9+/df7aVMSjAY5MSJE7zlLW+ZtWOkUiltGKbP52NsbAyr1ZqWkclV4pjJiy++yNatW3G5XFe0Jr2QkWVZ++4JIZMbkXGZ56glLGo9vn6avUq2YCufEim9AFCJJFJan4hRYkKPQKnDQlNPAJhYFjYVk5Vu5WMuoN9ObezPVi6mHuuhw6eJJmQ2V7kZDsVznrPM8yUC18VPrutrqr4vIWwEiwk1y5JKpQgGg3mVTCmKQnt7O52dnaxfv55Vq1ZNK6Ca64zL4OAgTU1NVFZWsmHDBgwGgzYzRF2Px+PB4/FQW1tLMpnUBiReuHBBOy9qNsbj8aT1M0BhsgVLnbk4h0ajkZKSEkpKSoBxMwlVyHR3d3P69GmKioo0ETOZaM034zIV+oyM0WjUhmEqikIsFiMeH5+bZzAYtEZ/k8mUd+/ZYkQIl6vAdIIffe+K3gFJT2YQlm/T/SNH2tJEi4rNbKDEYU07lvrn/U+Ml6BJjJdpbX/waeBNw4DJmGxd+ZoL6IWcvkch27HUbYdD8QmZlmy9Nw882YzTZtZsnvVr1buVTSfLJJifTEdE68mnB0sgmO+oDfjJZFILwIxG45S9J9FolKamJqLRKNdff/2M7jbP5RyXs2fP0tXVxebNm6mqqgKmLp0ymUwTJr2PjIzg8/k4c+YM8Xgct9uN1+vF6XTO6vsoBAulqEY1gphLTCYTpaWllJaWAuNzWlTR2tnZSSgUori4WCsr83g8mM1moHDCJRN9mWamkIlGo9o2qpBRMzJLScgI4XIVmE7wk5lBybb9dJvQ1SDc8MZFLgEK49kch9Wk7eeRI208cqRNEyXqnAsYFzdqxkNdX7a1ZbqhqftVf1Zfk6+Fst7q9kSXb9LSr8nOS2bvTY8/or2XqWbOCOGycNGLEvUagPReMPX7+cCTzbzSOZLTMlkgWIios1kyG/ANBsOkgmJwcJBTp05RVlbGzp07taF802UuMi5qRqW/v5+9e/dSXFw8431ZLBYqKyuprKxEURQikYhWVtbd3Q1AU1OTdie/qKho3gWQ82092ZgPWSuz2Ux5eTnl5eXAuGhVhUx7ezvhcBin04nH40GW5TlzrhNCJh3R4zLLZGtyzxa467fNzK7k2xuSbyZnzV8dJqWMC5Yqjz1rNkffI6Ie997HT/JU4/iwSPsb7l3jfzfw1wc3Zc1QGCSJhKxo+wG0/XrsZhoeuDXv8wdvzt84enYw6znM5zxkPq/v38nWL6N/P5ur3JwbGCOakHnXNHt8BFcf/XcJyPq9yuyhEv1RgsXCZLNZmpqacDgcrFmzZsJrzp49S3d3N5s2baK6uvqK1jAyMkJTUxMHDhy4ov3kYnh4mMbGRuLxOG9729u0O+QqqnArRKAci8U4duwYdXV1+Hw+AoEAJpNJKysrKSnJu2ditvD5fLS2ts5qT1EhWAjrjMVimmjt6+tDkiRcLpeWkXG73RPKCGcbvZDRz8LJHJi5mISMyLjMEmqgazEZiCTkNAtjtbk+VxmKfr5Etru8uQLzfK2ELSbDpIH3oeNdhGJJ7GYDVpNRs1gOxZLaNlaTgXgyRUqBEod1wvHUDEVK9WbnzX6Z+59oJpdanqzXBd4UPQ6rKed7neo8TFaWlm3+TObMmUhi/JfDzxpF9mWhkfldypY90Wc59aJeIFio5DObJVvGJRwO09jYiCzLV5y50B9nNu6XKopCR0cHHR0drF27lra2tlkPItVzuGrVKlavXk0qlWJ0dJSRkRF6enpobW1Ns13WlxrNJQshYJ0PGZepsFqtVFZWUlpaSl9fH9dee61m7NDa2koikcDlcmk9Mi6Xa9bL33JlZGRZJhaLEY1GMRgMpFIpzGYzNpttwQsZIVwKRGYmRQ3cowlZKz1SBYHHbk6bt5JZLpUZLGWzC55qHkouHjnSRiQh47Gbc4qWTFcy9S613WxAYrxMTC37ynU8tXle3xifj+XxVL0uU1kr53Me8ilLy3aO1c9PRXnjMf26RN/D/CbbfJd8thMIFiq5SsMyyRQufX19NDc3U1VVRX19fcFEwGz0uKi2zMFgkOuuuw673U5bW9uc9Xeox9HPDIH0non29nYikQhOp1PLxrhcrlkXVwulqGYhCBcV9fotKiqiuLiYqqqqtDJCn8/HpUuXSKVSmvFDSUkJxcXFcypk4M2MTFtbGw6HQzPTMBgMnDx5EovFwt69e2d1TYVGCJcCkTkgUg3c9c3c+x9+Vsu2ZJvqnq+j0a4aL6FYkpFQnO0PPq2VS+WaWD+dAEydkZLpKPbIkTbt/VlNxglN+5moGYpsTPY+JxMd+tep6zx6dnCCAJzqPOYTlGZbh/oZq78SFN6cuq4OL3zocCvRREqUkQkEgquOmmXJVhqWiSpcUqkUZ86c4fLly2zZsoXKysqCrqnQGRe/309DQwMul4t9+/ZhNpu1Hpe5cC+bjMyeiVgspjX6t7S0kEwmcbvdWkbG6XTOSvC+EATB1WjOnyn6kiwVSZIoKiqiqKiI6upqFEUhFAppQubixYsoiqKVlc3V4FNVyCiKormSqRnY7373u3i9XiFcliKZpVX68iI9+ZSpTIaaBYDxUil/JEIkkdKC52zzXjKzMvfdVp/1uHpRpK5VLwT0wmw2mW52KdfAwFwDNPMVctnEjd4YQDUy2FXj5ZnT/UhALClrfT9qL5AQL4sPYYksmO+os1mSyfEMcT5lIQaDgVAoxMsvv4zJZGL//v0zHs43GYXKuCiKQldXF+fOnWPt2rWsXr1ae4/qn5MJl0Le4c9XIFmtVpYvX87y5ctRFIVwOKwJmQsXLiBJ0oRBmAtBdBSChZZxmeo7JUkSxcXFFBcXs3LlShRFIRgMakKms7NT+7zV/2bT2CGVSmmzYNSMSzgcZuXKlbNyvNlECJcCoO9bmayBN98ylVxkCh/9tPp85r1kW4P+PaiiKNt70M9FuWl9+bTWfSXkysCo7yOzeV8lU/Dk2/8zWUCarffh6NlBTayAgkGCN7wIhAPZIkVYIgvmM+psFv1d4XxmswSDQQYHB1m9ejXr1q2btbvfhci4JJNJTp06hd/vZ/fu3Vpplko+wuVqI0kSDocDh8PBypUrkWWZsbGxtCnv+uGIJSUleQ/51DOfz4Ee/fDF+c5MrJAlScLpdOJ0Olm1alXa5z04OMj58+cxmUxpGZlCCldVuOgJBoM4HI6C7H8uEcKlAOyq8U7ot8jlEDZTsrlrZTpqzfR4+t6bXBkgffA/3cGTV8JMyr7U92M2SPT4I2y8/1e8fVMFwKQZrnwCUvV4at+Px27W7KStJiPx5Jt3Eg9urcr/jQrmnJlm5fRiWmRfBPMFtSE339IwlWQySUtLC8PDw3g8Hurr62d1nWrZykzvsI+OjtLQ0IDdbmf//v1Zg/m5Ei6FDLQNBgNutxu32601+qv9MRcvXuT06dM4HI60Rv98LakXgiBYiBmXKyHz85ZlWRuGqQpXi8WSlpGx2WwzPl424RIOhwtiuDHXCOEyAzIb8U90+bS5IipqENzrj6Awnh25ksBGP1si25DEK2kmVvtXPHbzpPbB+jKy+UxmWVskkeJnjb18/s4tkwaoenOEzL6ZTCYzDRCDKhcG6nWvfjdnkkkR2RfBfCDfBvxMAoEAjY2N2O12amtrGR0dne2lagHfdANVRVE0p67a2lrWrFmT8/VznXGZjeMYjca04YjqTJGRkRHOnTtHNBrF5XJpQiaXg9VCybgsNeGSicFgSDN2SKVSmpDp6enhzJkz2Gy2tIzMdKy2swmXUCgkMi5LBX1grAqYzGyFGtiOhGKafe5MUIPsUodlyiGJ091nPneJ9S5jkL2MbL6hnvtSh4WmngDwZiP93XtqtID1/ieaASaIPzWbMlXfjN4IQWUyUwLB/CbfTIperIiBlIKrjZplSaVSeQsWfX9IXV0ddXV1dHd3z/pEe3hTVEwn+EulUrS0tDA0NMTOnTu1YH6qYyykjMtUWCwWli1bxrJlywDSBmFeunQJWZa1oLakpASHwzGh52c+s9Ca82d7rUajURtqCuOZUTUD193dzenTpykqKkrLyExmtZ1LuIiMyxJBddkCiCVTRBIydrNRa5LXO3zl6sHIF33vCoy7fWUbujgV+nVk3iW+aX05h5t6WVVSNCHTkM1lbL6TKSr0vUB61ExYZoCaKxjNZZGsCjtx131hkWlUob9ucolXSL8+hG2y4GqhOgMlk8lplYap1sFjY2Np/SFGo3FOhIs+45IPwWCQhoYGzGYz+/bty7tcRi1JW6zY7Xbsdrtmxatv/O7o6MBkMmnB7Fx8rlfKUs+4TIXJZKKsrIyysjIg3Wq7s7OT5uZmiouLNRGTWUooy3KacFFdz5xO55y+j0IghMsk5Lrrqg9Wtj/4NJGETDSRyhroXGlgk222y0z2pwbd2TJEaqlbS29gQgCebTjjQiLb+b/vtnrtPAB521LnskjOFHb5ZLREb8TVJ/Nz1n8mk5UN5uqrEp+nYK6YaWmYOrVetQ7W94dkG0A5G6gBXz7Hunz5Ms3NzaxatWrahgFzKVyutkDK1vitDsIcGBggHA7z8ssva2VlU92dvxos9ub8QpNptR2PxzXheu7cubSZQR6PJ2ePiygVW2Rk1sBnQ71reyUTticLegp1RzezdE3fz5Jr8GUhjz+fyDXvJl9e6RxJC3AfOdJGLJnSxFA+fQ/6nqVXOkcKYuAgmBnqNaC3ED/22ZsnLRvMRPS6COaK6cxmUVEUhfb2djo7O1m/fr02hE7PXAmXfMq4ZFnmzJkz9Pb2sm3bNq08arrHyXaMfFzWpnOM+YjBYNAGHzqdTjo7O6mrq2NkZES7O68fhOl2u2d9EOZUiIzLlWGxWKioqKCiYtyIKBqN4vP58Pv9tLWNxybNzc2UlJQQj8dZsWJFQUvFvvjFL/KTn/yEM2fOYLfb2bdvH1/60pfSzD6i0Sif/vSn+cEPfkAsFuO2227jG9/4hrbmfBHC5QrJd2hkrqB0rkqN1HWqGaJsz0137YuBbHfdVSFiNRnTyvIyLafVAFfteYok5Jx9D5nn8p4Da7j/ifHP/WeNvWnDLBf7OZ9vqJ9rNgvxfHtYRK+LYLbRz2ZR+wHyCfSi0ShNTU1Eo1Guv/56XC5X1u3mUrhMNsslHA7T0NAAwL59+ygqKprxcZZKxmUyVEGgLzOKxWLa3fnW1lYSiQRut1sTMrM1CHOqdc43MZCLzLKr+YjNZtNmBsXjcV588UWWL1+O3+/n/vvv57e//S0ej4fvfOc7vPe97+Xaa6+9oizcb3/7Wz760Y9y7bXXkkwm+dznPsett96queEBfPKTn+Tw4cP8+Mc/xu1287GPfYz3vOc9HDt2bFrHWhhXyVXivtvqqfbYue+2dHvIQ8e72P/ws2lN2bl45EhbWolW5mvnuock13vKRubalwJ6EaJm29TP654Da6j22Dm4tSotwL3nwBo8drNWfqcKk0eOtLH9wac10aLekYdxweS2j/+SsJkN2v70mZh8ri/BlaN+rvfdVq9lWlTu3lMz4TE96vcZmHQ7geBKkGWZeDw+rYGSAIODg7z00kvYbDb27duXU7So+5yrXohcwmVgYICXX34Zj8fDnj17Zixa1GMspub8KyFznVarlcrKSjZu3Mi+ffu47rrrKC8vZ2xsjIaGBl544QWampq4dOkSoVBoToSZyLjMHqlUCkmSqKqqYvPmzfznf/4nv/jFL0gkErS3t3PnnXfi9Xr5r//6rxkf41e/+hUf+tCH2Lx5M9u2beM73/kOFy9e5MSJE8C4g+G//du/8Y//+I/cfPPN7Nq1i29/+9u89NJLHD9+fFrHEhmXDDKtjo999mYtOFGD0ispC8ksP5vrHpLplH7Fkqm0P5cC+tIvq2n8jkqPP8JDh1uJJ1NZbY6znVO981yuLIy+OVw1cgjFkkggmv3nEL2RxlQ22JmIEjHBbKKfzaIGdvkEd7Isc+7cOS5evMimTZuorq6e8jVzLVz0wbB+vVu2bGH58uUFP4YgO5IkUVRURFFREStWrEBRFMbGxhgZGdEGI5rN5rRBmNOx4c2XhdTjojr4LRTU/hb1/BoMBlavXo3f7+fxxx/HZrPR0tIyo5LMXAQC446uqivaiRMnSCQS3HLLLdo2GzZsYNWqVbz88svs2bMn730veeGSKVQyA85sQmU6ZSH64PTQ8S5t36oYuFo9JPmUgVlNRiIJWQvglwK5GrbVeTyHm3r52l07pjx/eue5bO5T2YYfqiWDHrsZh9U0aamZoPBMR4QstNlGgoWHoijE43Htbmm+oiUcDtPY2Igsy+zduzfvGva5FC4Gg0ETFdFolMbGRhKJxLTWOxWiVGyc6a5NkiRcLhcul0sbhKnOE7l06RKtra04HI40G958B2FOtc6FIlwWYsYlc72hUAiTyYTVasVgMHDNNdcU7HiyLPOJT3yC/fv3s2XLFgD6+vqwWCx4PJ60bSsqKujr65vW/hfOmZ8lVKGiNuVmlv3Am6UkqsMQZC8LmayE7JXOER54sln7+WqLgczSpWxMp6xssaKWCr1rWxUSYDEZs5Z+Qfrnf/eeGhoeuJWGB24FmHBdZL5eLRkEuGl9+YTrK5/PS3BlqN/zfESI+nmopgqPPd8uSvsEBUMtDXvppZcYHBzMuzSsr6+Pl156CbfbzZ49e6YlAuZauMiyzPDwMC+99BJ2u72gogUmFy6LvTk/kytZpzpPZM2aNVx77bXceOON1NXVaYYPL7zwAq+99hodHR34fL4ZX0MLqcdlIa0Vss9wCQaDOByOWXkfH/3oR2lubuYHP/hBwfcNQrhwz4E12M0GJGBXjTct4NTbnx777M2c6PJlDR7VgFXtCdE/rwY4h5t6SSkgMX5HfS7EwGRCarIgTdTtT+Rrd+2gymMnkkhpAjfz/OUSF3or6sx+Gb04Nr7xb8uJLt+E408nqBbMjKn6WfToPw8hKgWFQm3AVzMt+c5WUQc0Njc3s2XLFjZt2jTt5uG5FC4Aly5d4vXXX2f9+vVcc801BW92nky4FDpDspgyLlOh2vDW19ezZ88e9u7dS3V1NZFIhJaWFo4ePUpDQwMXL15kbGws7+OLjMvskWv45GxYIX/sYx/j5z//Oc899xwrVqzQHq+srCQej+P3+9O27+/vp7KyclrHWDhnfpa4e08NJQ4rCtkDRj2ZwWOmYIE3J9rf+/hJ1vzVYUodlrSG7s/fuSVNFM0mkwVUuYI0tWRJBGIT0X/+6vkDcoqRzNdB+swY/esBHrxjS05xkvl5qdfXvY+fnLX3K8hONoe4bL8XRAZGMB3U2SxqP4vBYMBoNGqzWnIRDAZ5+eWXGR0dZd++fdMOAlRU4TLbQXg8HieRSDA4OMj111/PihUrZiVgnatSsYUSbM8WqnvV5s2b2b9/P7t376a0tBS/38/rr7/Oiy++SHNzMz09PUQikZz7EcJl9pgL4aIoCh/72Mf46U9/yrPPPkttbW3a87t27cJsNvOb3/xGe6ytrY2LFy+yd+/eaR1ryfe4QPock8maczP7FFRhYDcbMErjJT5q47bar9DSG6D9iwfn7L3omex93fv4SQ439WrN5vpZFnPpcraQyNWEr7qAHdxaNenr7n38JD9r7GUkFNPKyfTicjrZLTWD97PGXo6eHQRIs24WzB6ZvTCZc4Hmwt5csLhQS8MyZ7MYDIacwkVRFHp6emhtbZ3RgMZM9BPtZyuA9Pl8NDQ0IEkSGzdunNTl7EoRzfnjzKUgkCSJ4uJiiouLWblyJbIsa43+/f39nD17FqvVqjX5e71ebQjqQrAYVkmlUmnDW+c7kwmXQl0bH/3oR/n+97/Pk08+idPp1PpW3G43drsdt9vNn/zJn/CpT32KkpISXC4XH//4x9m7d++0GvNBZFyAqUvBVDLvpKp3Wq0mIyklPWNzcGsVRomcwexcMNn7UgPfw029wJvBGIxnjR68Y4sIuvJALfFKKfBUY+8bDmSns257osuHAkQSslY2tqvGm9Y/le9devX6spkNaT1agtlD/f5n+8z02Vch/AX5opaGxWKxrAMlc5WKJZNJmpqaOHv2LDt27KC+vv6K7wCrgc1UGZ6ZoCgKnZ2dvPbaa9TW1mK322f9jrVozr/6GAwG3G43tbW17Ny5k5tuuon6+npMJhNdXV28+OKLvPLKK9qk94VyHhdLxqWQPWWPPfYYgUCAAwcOaPNjli9fzg9/+ENtm6985Su8853v5Pd///e56aabqKys5Cc/+cm0j7VkMi6TDRZU2VXjpS8Q0ZyCMsnlOnTT+vIJE+e/dteOCba5V4tsmZeDW6u0jIt+G+FaNT0yh1PCuDBRA9wTXb60P0OxpPZadftjn72Z7Q8+nWaTPRmHjndxosvHg3eMu3Wo7mXq56seT3yWMyOb45uajVRdAY999mb2P/xs2g2BzCGW4twLJkOWZZLJpCYUsjXgZysVCwQCNDY2Yrfb2b9/f8GsadVArNB9LolEgubmZgKBANdeey0ej4fe3t5Z76cRpWJvMl/WaDQaKS0tpbS0FBgvG1QHYY6Ojmp/6gdhzkeBsFiEy5XMScokn++azWbj61//Ol//+tev6FhLRrjobY7VCeeZgcWJLp+WhbiutmTC85kCIDOQma+opSz64LjhgVvThJU+ANf/LJgafSnY4aZeLCYDPf4IfYEIKQXtT0BzGdMHx9Mls7xMfezo2UH8kYQmiFQXO/FZTo/MGxQPHT5NJCFjNkgTDBX0n6EQ/oJ8mM5sFn3DvKIodHV1ce7cOerq6qirqytoQKruq5CCYnR0lJMnT+JwONi3b59WXjNXwyFFxmV+r81isVBRUUFFRQWpVAqr1Yrdbtesl2VZTrNdLmRp05WwGIRLMBgsaMZlLlkywiVzsGC2gPGeA2smrU9Xf1a3UR3C5lNJiNpHYTMb+OuDm6YVRIlheleGmmXTz/g4enaQWFLGajKkXSeZ/TL6eT+Tceh4FyOhmOaCB28ONbWbjUiA+s9UShHiZSaovytCsSSHjncRTYwHcklZSbtBkfkZinMsmAq1NCyZHM+8TjWbRc24xONxTp06xdjYGLt378brzV4VcCVIklQwZzFFUbh06RJnzpzJKrL0c1xmC5FxWVjIsozFYqG6uprq6moURSEYDOLz+RgeHqa9vR2TyZTWH2Oz2a7aWheScMnWP1ToUrG5ZNELF30Tunq3WyWzJESfdcgVQOrnbai/EudTwHK4qVfro8hW0na4qZeb1pdPKJ27aX35hIBYMDP019L+h5/FH4kQSaT40avdmqDJLOXKbPDOdff+sefbibwRSGe64FlNBqwmwxsixkA8KYsm8RmQaZpwTbWbpp4A11S7r/bSBAsYNcuiDpTMJ/AxGAyMjY3x0ksv4XK50rIWs0EhhEsymeT06dMMDQ2xc+dOrSyo0MfJh9me47JQWAjvN9NEQJIknE4nTqeTVatWIcuyNgizp6eHM2fOYLfb0zIyZrN5Tta60IRLKpWacG7C4fCs2CHPBQvnzM+QzCZ0Pdnsgqea5aA25NvN88/94tDxLiym8Y/UbjZMEF9qKdyJLp9WOhdJyPgjCQ439RJJyHnZQgvyR/8ZNPUEtJk+k5lA5LKxPnS8i1Asid1sSMv06QeFqn//64ObePCOLXjsZi1zIGx680dvcTwcigNwcSSc9/kT51qgkjmbxWAw5BX0KIqC3+9neHiY2tpaduzYMetORlcqKFRr5mg0yv79+7OKFhgPSmdbuOTK6gSDQY4fP87x48dpa2tjcHCQRCJxRceaz+VY83lteqZyPzMYDHi9Xurq6ti9ezc33ngja9asQZIkOjs7eeGFF3j11Vdpb29nZGRkVkwmVBaicMk1gHIhsugzLplN6CpqEDjTUq+3b6qY0JB/tVHvxld77Fl7bjJr8v/miWbtOVXw5CqjE8yMu/fU8ErnCIebetlc5WY4FE9r1s9mv51pEpHZHK4ffJjteNksu/UN5CIDMz3Ucx2KJdPO5WQ9LWr5Xj5mC4LFizqbZbIG/GxEo1GampoIBoN4PB5qaubmGroS4dLb20tLSws1NTWsXbt20sBuLkrFYGLQ3t/fz6lTp6iursblcuHz+WhvbycSieByufB6vZSWlk6rKXwhZDMWwhqnO43eZDJRXl5OeXk5ALFYDJ/Px8jICK2trSQSCdxud1qjf6HOw2IQLqFQaMKslYXCohcuudy91IxDtceeFlhMVqajvk7vBjWfmMoVLTOoVYMrGC8t89jNE8rpBFdOrmtQdaV65Eib5gx23231aZkxePOa0ztW5StI9GL1lc6RSa8PwZtkm6+j/90g+sEEU5FrNstUDA4OcurUKcrKyqioqGBgYGCWV/omMxEuqVSKM2fO0NfXx/bt27VAcjLmOuOiKArnzp2jq6uLa665hvLychKJhLbWaDTKyMgIIyMjXLp0CUVRtD6KkpKSKd2X5nNWYz6vTY8sy1ckLKxWK5WVlVRWVqIoCuFwWBMyFy9eBNBKykpKSrDb7TM+3kIULpnrXcilYotOuOgboyezhM3MPqjkCkjUXpnNVW7t9fOJQ8e7tLK4fEu91IbwgdEoCVkhlpy91KpgIvo7+aqA1AfGme5VarP/I0fauGl9ufac/nWZZPZuZV4fUwn1pUq23w/6czmVCMzXbEGw+FAUhVQqpbmG5StaZFnm3LlzXLx4kU2bNlFdXT0ntsF6pitcwuGwNlBy37592O32vI8zVxmXeDxOY2Mj0WiUvXv3UlxcPKGMyGazUVVVRVVVFYqiaEMTBwYGOHfuHFarldLS0jnvpSgUCyXjUqh1SpKEw+HA4XCwYsUKZFkmGAwyMjLC4OAg586dw2KxaOLU6/VOy1Z8IQ3LhHHhYjKlh/vqAMqFyKITLqrw6PVHUCBnqUa2KeiQPWA5dLyLpxrHe2RaegO0f/HgrK1/pqhB6XQG32XaJFtNC+eLuBhQz79qlACkGUWofRL3HFiTNusF4GeNvbjt5rT9TMU9B9bw0OHT9Poj3Pv4Sb521w6ROciBei7UbFjm3KfMrFi214vzufSYaWlYOBymsbERWZa14Bqyz3GZTaYjXPRlV9MdgDlXGZdwOMxLL72E2+1m7969E4K3XGtzuVy4XC5Wr15NMpnE7/czMjJCR0cHkUgEp9NJSUkJJSUls/oelhKFFC6ZGAyGtM80lUoRCAQYGRmhu7ub06dP43A4tGyMx+OZ9FpZDBkX4So2j1CFx0goTiRRmF/4+l6CzF6Z+cKVDJDUu40J5p5cQe5kokIB/JFEXoJD76wXT44bMBxu6uVrd+3I2U8jMjDps58yz3OujK1g6aJmWaZbGtbX10dzczNVVVXU19en3ck1GAzzTrjIsszZs2e5dOkSW7ZsobKyckbHme2MSyQSYWhoiHXr1lFbW5v2eSiKkvfxTSYTZWVllJWVAellZT09PSSTSc6dO8eyZcuuuARpNlgopWLT7XG5EoxGY5rwTCQS2iDMc+fOEY1GtZ6nkpISXC5X2toWonARdsjzFP2d63yb5zMDNTVYfORIm/b4QpgqP9M7vDMpMRPMDZnzRNTyo1KHhaaeAJCfdbXeWU9vVnHv4ye1TOKJLh+HjndNOsdoqaGef/XvekRGRaCSOZslX9Gi9oZcvnw5pwC4GhmXyY4XjUZpaGgglUqxd+/eGZeazGbGRZZlTp8+TSgUYsWKFdTV1RV0/5llZS+88AIOhyOtrEwNiudLWdl8ElK5mM2My1SYzWaWLVvGsmXLgHHRqwqZU6dOIcsyHo9HKytb6MJF7QFyOp1XcVUzZ1EJF32z+YkuX17N85l3tbM5CE1mj7zQeeRImzZMU9w9nj+oghrezKyon8/FkbC23eGmXq6rLZn0+tSLFb1RwJq/Oqxto173+nLDpZ59yZyto5btweSOYoKlgzqbRQ3CpxooqRIMBmloaMBoNLJv376czd9Go3He9LgMDQ3R2NhIRUUFGzduvKIa/9nKuEQiERoaGlAUhdLS0imb6q8UdR7P8uXLcblcpFIprSG8s7OTlpaWtLKyzDv3c8FCyrjMF4Flt9ux2+2aOA2FQtrn2tHRAcDZs2cpKyvD6/Xm3dt1tciVcRE9LvOIbEF4riAss+RD31+wlEpB3HazCMLmEXonMY/dzEgoptlX281GPHYzgUiClAL3P9HMQ4dPYzUZJ/RiAFxXW8LRs4McPTvIoeNd2vN6QZM5fPXuPTWa65nIvszcVnqpi7/FiqIoaaIl3yyLoij09PTQ2trKqlWrWLdu3aSB7HzocVEUhfPnz3PhwgXNNOBKmY2My/DwMI2NjSxbtoyNGzdy6tSpgu5/MlRxYDQaJy0rk2VZKz+ay7Ky+SIIJuNKXcVmC0mSKC4upri4mJUrVxKPx3nxxRdxOBxcvnyZtrY2bDZbWn/MbM9bmg6yLKMoiigVm2+owcFN68snOIllzsDIDDZylXwsxFKQyYKkXM8J96P5iV5Q63stAKwmAw0P3JpW2hVJyEQSsnZ96z9vfSZS//yJLh8P3rFFux4yr3m1/6XUYck6b2YpkXmDQ1/CB7kzMGKey+Jjpg34yWSSlpYWhoeH2bFjhxbcTsZcTZjPdbxYLEZTUxPRaJQ9e/YUrLSkkL07iqJw4cIFzp8/z4YNG1i5ciUwNwYA6nFykVlWFgwGGR4e1pyt5mNZ2dViPmVc8qG2thaDwaCZN/h8Pi5cuEAwGKS4uFj7TD0ez1V1IFO/Z/o1yLJMOBwWwuVqMtlslWwzMFTytU5eKEwWJGX27ujf83ybRyPIPnMnFEuSlBXNREHvfBVLprThoZm9KipqJlL/vL6XK/OaUZ2zWnoDS7rvJZvonywDo99etRgXVuOLAzXLorr05BtoBQIBGhsbsdvt7N+/P2/rVaPRqGV35qLESC9cRkZGaGxsxOv1smPHjrwcufKlUKIimUxy6tQpAoEA1113HW63O+0Yc0U+5ViSJOF0OnE6nZqzlepWNptlZQupVGwh9I2oQkC9vjLNG+LxOCMjI/h8Ps6cOUM8Hp8wCHMu36f6PdMLl1AoBCCEy9Uk826oPnCYrLFeDT5U0bOYA7PM3p2+QGRJB6MLCVXEqKVbehOFbJnB/Q8/q/UthWLJCZlI9XnjG/+u9/gjPPBks7Y/Ff38mHyMLhYr2dzdMmfreOzmtP4XdXuryUgkIQur8QWOOpulvb2diooKbDZb3qVhXV1dnDt3jrq6Ourq6qYVUKvBRjY709lALU3r6Oigvb2d9evXs2rVqoKLgEL0uASDQU6ePInNZmPfvn0TynPmQ8ZlMoxGI6WlpZSWlgLj2S21rExtCC9UWdlCyGQslIzLVKWhFoslbRCm2uivWi8ripI2CLOoqGhW33e2myyqcBE9LleRzOAt29TrbNxzYI1253k680/mG6qbWiwp47Gbue+2+gnbZPbuLPVgdCGSzYL33sdP8rPGXmxmI399cCN376nRSrwsJgP+SGKCUYV+P690jvBUY29WEZv5vdI3qC8lsTvZMMr9Dz+LP5Kg2mOfIGqmGg4qWBjoS8Pa29vzbsaNx+M0NzczOjrK7t278XqndgDMRBUrc1UupigKfX19KIoyIYNRSK5UVKgW0itXrszZJzRZMFjoQLEQWQ2r1cry5ctZvny5VlamH5g407KyhZJxma89LplMJ/spSRJFRUUUFRVRXV2d9rkODQ3R3t6OyWTSPtOSkpJpDcLMh1yN+RaLpeDHmisWnHDJp9k13xkL2RqSFyL6HogSx/hdp/0PP0upw0JLb0Bzk4J0ASPsjxcW2bIrh5t6UYBIIqUJD7XEy2oyUuKwZrXyBbQMHOQn3JfqsMrJ+t0mEzX6nwULk8zZLPk2y4+MjNDU1ITL5cqaDcgX9U7pXDToBwIB+vr6MJlMV7TmfJhpxkWWZc6dO0d3dzfXXHMNFRUVObedq4zLbKAvK6upqZlQVtbc3IzL5cq7rGwhCIKFlnGZCdk+19HRUc28obW1laKiorT+mCvte5rMUWwhnO9sLDjhkk+z63Qa6xdiE34mmfMmMkvg1GGDetRtspUICRYOB7dW8bPGXkxGiZFQjO0PPs2qkiL6AhFuWl8+4XNXUb9HdrNB6/2a6hpYqkMXMx0G9Tc6FsPvD8FE9LNZ1Np7SZIwmUyTighFUejo6KCjo6NgZVazPYRSURS6u7tpa2vD7XZjt9tn3RVpJqIiHo/T2NioGQVMVZ8/V0HZXBznSsrKFkrGZSkIl0yMRqNWNgbjgzDVRv/29nYikQhOpzNtEOZ0G/2zCZdgMDjrVuGzyYISLoeOdxHQuSsJxskWPOmbuQ9urZrwGn2Z3FK7g76YUOeyqP0vkYTM2BvN9JkZtXsfP6nZH6tEE/KkoiUzw7kUr5OZWiELFiayLJNMJrO6hk2WcYlGo5oD1/XXX4/L5SrIemZzlksymaS5uRmfz8euXbvw+Xxa/ftsMt2MSyAQ4OTJk7jdbvbu3ZuXUcBk4mg+lopNh+mUlc2lnfaVsFCa82fTKMNsNlNeXk55+bgBjypQfT4fLS0tJJNJ3G639tkWFxdPeS3nyrjk89r5yoISLo89347CeFlLtj6OqViMMxVyOaOp5WPVHnvWu+6ZZXKChY0+67aqpIiW3gC7atJr6g83jfeyHG7q5cE7tuQUrvrvid6NTt1/tlkxmSym75roWVka6GezqHd/M/9hNxqNJJPJCa8dHBzk1KlTlJWVsXPnzoI6cM3WLJexsTEaGhq05nar1UogEJizhvZ8j9Pd3c2ZM2dYu3Ytq1evzjvYkiRpTgTF1Q7+piorC4VCmM1mOjo68Hq9uN3ueScQFEVZkhmXqcgUqOFwWBMyFy5cQJIkLRuj9t5lnsNsxh4LefgkLDDhMplD2GRMNctlIaMGlpkuYZOV9ajN/JBfECqY/+izIaprWGbG5eDWKq0R/5XOER68Y0vWa0SfYdC70WWbBaNeR3rnMmBRZfNy9ayI79HiIx6PA2QVLTBRRKg9FxcvXmTTpk1UVVUVPPiaDeHS09PD6dOnWb16NWvXrtXWPFdzY/LJuKRSKVpbWxkYGGDnzp1amVS+TCWOCvk5zadyrMyysrNnzzI2NkYkEpkwBNPr9c66q1U+qOfvaq8jH+ZSuOiRJAmHw4HD4WDlypXIsszY2BgjIyP09/dz9uxZrFZrmmOZxWKZtMdlobKghMtMS1WyTSHf/uDTiyLYyGVZO9m50jfzi8F4i498elGeauzlutqSrDN8Mm8QZIoUfeZBvY5+1jhuEqCWU+md+vQlarl6bhYCmVkk/ftfDAJtqSNJ0pQBib7HJRwO09jYiCzL7N27d9ZmIhRSTKhioL+/n+3bt2slKbNxrMmYSlREIhFOnjyJJEns3bs3Lxe3bMeYT4LiamEymSgqKmLjxo0TysrOnz+P2WympKSE0tLSqzYEUwiX6WMwGHC73bjdbmpra7VMm8/n4+LFi5w+fRqHw6Flf5PJpPZ3IVzmgJlMhNejD+7Vchn9lPGFzkgoxs8ae3nXtqq83s89B9Zw/xPNiF/pi5NcovVwU2/az7muf30ZoX5/meVkqiMZgM1sSHMw038n1exLNpOIhULmUE81q5kp5gQLm6mCXbVUTLXjXb58ORs2bJjVydiFyriEQiEaGhowGo3s27cvqxiYDxmX4eFhGhoaqKysZOPGjVfk4FRo4ZKSFWRFwWiQGByL4y0yE0nBa91jBLpiBGMpdq50sbasiBfafbhsJvbVebWA/MRFP18/2kVtiZ2bN5QxFklSZDXitZtZ7rISSsis8uY3Iyhf9CVY+biV6YdgzlVZmfo5zQdBMBWyLM/q932mZGba4vE4fr+fCxcuEIlEeOGFF7DZbDzxxBNa9qZQHD16lC9/+cucOHGCy5cv89Of/pQ777xTe15RFB544AH+9V//Fb/fz/79+3nsscdYt27djI63IITLZDas+bhj6WcuqIP53LqBcQuZx55vJ5IY/4dmssAw1/TvxXAOBPmhlorB+Hcg12d/6HiXJmxzZeTUbIPHbsZhNU24caD/u+p8ZjEZOHS8a0HeLHjkSJv2u2Oy86b/ji2mPp+lwlTBriRJDAwMcPHiRbZs2UJlZeWsr6kQrmKq0FqxYgXr16/PGSDOtoOZSraMi6IodHZ20t7ezsaNG1mxYsUVH2OmwkWW5fHvuyQhywqvdwf44Ykezg1GsJsNXLvKRf9Ygu0rXHT3JmkKDOKLpECSOD8Y4m31ZfyyZQC33czacgcVLiuKovD9V3s52R2guWeMYx0+JAkqnVYq3VbMRiOKovD+3VVsXu6ccG5Go0mKrSaMhumLmlxCaDK3submZmRZxuPxaEJmtsrKRMal8FgsFpYtW0YgEMDj8bBy5UrOnj3LuXPneOWVV4hEIhw8eJBbbrmFW265hWuuuWbGxwqFQmzbto0//uM/5j3vec+E5//hH/6Br33ta/zHf/wHtbW13H///dx2222cPn0am8027ePNa+GibzyH7AFDvu5Y6h1idUDjYgkk7jmwhocOnyaakLO6h0H2u8VL1SFqKfO1u3Zw9Owg/kgCt92c9fNXrxUl47HMXo58+s30gfuJLt+icOPSn7fMUjFIdxxbqnNvFivBYJD+/n4A9u3bN2d2olfiKibLMm1tbfT09Ew59wQKM9E+HzKPk0wmOXXqFIFAoGCDL6cjXGJJGUVRODcQwm038dCvztPrj7KlyonXYaF7JMJr3X4icRmDBJd8EQySREpRWGGUcFkNWCwmTJKB1SVFrC93sLbcgbfIjMdu4men+mm4FMBhNeAtMmM1SYzFUhglKHGMl7DHkjKxpIIsj6/5+bNDdAyFObilgvbBEL88Pcjm5cX8wa4qZIUZCZipyOZW5vP5tGGJalmZ+l+hysqEcJk9UqkUZrMZu93Otm3b+MlPfsL/+l//i+HhYa6//np+/etf86Mf/YiXX355xse4/fbbuf3227M+pygK//RP/8Tf/M3fcMcddwDw3e9+l4qKCp544gne//73T/t481q4qP/wA1lr8WGiO1auu55qc7F+wvViYCoBohcti63nQDB97rutPmumTf890Wcl1e31PVHq63N9J7OZYSz0GTDZzpu+VGxXjZejZwfx6DK56vOhWHLBZpoE4//wqsPhXC4XFotlTmcgzLRULBKJ0NDQgKIoeQutq9HjEgwGOXnypOZuVqgZMvkIl2gixc+aB3jtgp8ii5FAJIHVKHHiYoBYSiGcTLGuzIG3yES124YsQ0qRGRyLEUvKDAZjrHDBh3YvY8eaKiRpvJzMbjHy8QOrAUikFJp6RnmpY7x07H/eWMOqEjv//PwFrGYDH7huBfWVxQQiSX57bohXuvyYjQa+9eJFBsZiyAqc7hvj5U4/L7QP0z4YwiBJVLpt+CMJrqvxUGw1sdxtZZlz4iT0mQpRfVnZqlWr0noourq6aGlpKVhZmXotCOFSeFKp1ISsRjgcZvXq1XzqU5/iU5/61KzerOjs7KSvr49bbrlFe8ztdnP99dfz8ssvLz7hog92Jiu7yHRUynbX02M3a4P2lhKPPd+uiZYH79iyaHoOBDMjl9BVvyfqPxs2swGHdfzXgz5AB9JmmmT7Tmb7zuU67kIpp9KvX58JdlhNab1z+hsj+t8/YtDrwiAzcEomk7S0tDA8PMz27dsJh8MMDQ3N6ZpmUr41ODhIU1MTlZWV0+rBmatSMTXj0tfXx6lTp6ipqWHdunUFDVwzhUssmUJR4PCpPl6/6MdlMbC2ophDv7vEJX+USpeVzcuLGQwlkCQwGcBqNNAfjDMQjFNkMfL72ytZt6yYh58+T9dIhPMDITr6FTwlYfZtNNLUM8rPTvVTU2Lnrt3VDAbj/OfJy1hNBnasdJNIKYQSKc4PhrlpXSkOi5H6Cgd2sxGTQeL8YJjO4TDlDgsuu5lQPIXVbADGS9ZGoykONw9SZDHgsBqxmoy81O7j8miUsmIrD9+5gQ0VE00iCnFeJysra2lpIZVKzbisLJf9+HxkoQmXbD056hwXldk87319fQATsr0VFRXac9NlXgoXfTCj3tVVBYn+jm+2ICBT7IyE4kgw6RTxhcp0jAn02xzcWjVhEKFgaaOf2QLj5hXq963hgVsnBO367TNLoaZjW74Qy6kyLcjVP4EJs3PEoNeFSyAQoLGxEbvdzr59+7DZbFy6dGnOB/pNp1RMlmXOnz9PV1cXmzdvpqpqer/j5zLjEo/HaW5uZuvWrVOWsM2EREqhqS/Gb59tZ21ZEYdeuUTfaBRfKIGsKKwtK8JmNZGUZVKyAorMn91Qw+OvXqJvLIbXbsJhNTESTjAaTWIySDhtJurKinhbfRnPtg3RcnkMgwRmo8T3XrnEL5oHCMeSKIpCPCVzYTjMmb4gkgQrvXZ217hp6hnl2PkRkjKsLrWzsbKYHSvdmI0GblpbwjKnhZQC/21bBR67mW0rXFyz3ImiyLzaFSCVkkmmIJEykEgliSbGS8z8kQT//tJFtlW7eOv6Upa7bYxGxwepzkZgmllWFgqFGBkZYXh4eEJZmdfrnTSTtlBmuMDCEy7JZHKCcAmHw8JVrNBkC2b08yT0d3wza+/1d0a3P/g0kcT4PzKZMy0WA/kEfdnudKvT1gUClTcNLH5Djz+KBFld5zKvp2zlX9Ppn1ooJWR6wZZpQa7PuGT+nhFGGAsPRVHo6uri3Llz1NXVUVdXpwVVejvkuSLfUrFYLEZjYyOxWGzG9sxX0k+TL7FYjNOnTyPLMvv37y94ABWIxHn0+U5e6xig2xdDMYRYXepgcCzGWDRJUlGwmw2sLrfTPhhiQ6WTkiIzN60rxW0z4bFbcNvMbKt2cqC+jM7hCIdP9eOwGOgfi/Hz5n5WeG1UOK10+6IstydZ5bHy7ycG6RuNUVtaxLuuqcRuNlJsNbK2zM6xjhGOd/p4pnWAD16/EovZQL8viiQx/vtWgnXlDm5cW4rNbOT7r/ZQbDXx7msqUBTYvtJNa3+QhktjxFMyFrMRgwSDwfEbs9ev9lDptPByp5/jnX4ae0apKyviSOsQtcUKf7bLVdBznIkkSRQXF1NcXKyVlQUCAUZGRvIqK1towqWQA2Znm2wZl2AwOGv27ZmoBib9/f0sX75ce1y1ZJ8J8/LsZwtm9PMk9Hd885mjMJkT0EJmoQR9goXDsc++DUgP1HP1RGWzTZ4uC8UkQn+T4Nhnb56w5utqS3J+FxfKexRAIpGgoaGB0dFRdu/ejdebnkGbrSn2k2EwGLTBmLkYHh6mqamJkpISdu7cOePAarYzLn6/n4aGBhwOBwaDYVbu+n7xl2f5RUs/qTfSoDaLxPWrPdgtJsKxFC6bkRKHGUlROHp+hLFYkpqSIpa7bXzrxYt0DIWIJlOMxlLsXOlmhcdOrz/Cr88Mc+rFi9hNRgwG8EcSJJIKRU6F5r4Q5U4ry9027tpVxeYqJz9v7udbRy8wGkuiKBLJlEIkMW4C8Kmb1/BM6wCrS4t49uwQ5wfD7F7p5sP7VrLMaaXSZeXyaIzHT/Swe9DDH15bTV1ZETUldi6OjJf0ljis+MIJjEaJg9dUsLGimKbeIIFYirHYeDnawGiUYBh+dT5CVU0Sl21uQj6j0aiJFBgXqz6fL2dZ2WxlhWaDVCpVsD6suSDXAEqn05njFYWltraWyspKfvOb32hCZXR0lN/97nfcc889M9rnvBQu2erJ9XXy+iAg1xyFQ8e7ABadi5geERAJZgv9taWWOv2ssVcbcqoXLYUs9ZqvPS+7arz0BSJaKdhUv5f0zNf3JJhId3c3QM4mcXWOy1wyWRZEURQ6Ojro6Oigvr6elStXXlEAOFvCRVEULl26xJkzZ1i7di3l5eW89NJLBdl3PCmTlBWKLON2wjJgNhiwGGQsBoUb1pXx6VvWYTQaCMdTNPcE+M/Xe0ikUqz02hgJJQhEkwQiCZKygskoYTUZkBXwhxNUuqx89KbVvHIhwHAohsFiJJpIEYrJKEDbCCSMIdZWuPn0LXU4LCbODYR4unWQwVCCRGo8w1PlsTIWTfLTpn72rSnhs7etY3Asxs9O9TMUjHO0fYT+YJy//r013LapnP98vYcz/WHKiy0oisKasiLeVl/KkdYhXDYTv7+9kl+0DDIUjOG0GHHbTKwtd+C2m/mTvSuxmAx0+6L0+UO82hvlhoEgu1d5CnLOp4vVaqWyspLKysqsZWXqDYH+/v4py8quNgutVCyXcCnkTYNgMMj58+e1nzs7O2loaKCkpIRVq1bxiU98gi984QusW7dOs0OuqqpKm/UyHealcNEzWWCUz3T4xeYilo3pBkYikBJMB7UnymIyZC3hVJ2z7n385ARhk43Jrr/52vNyosuXVgqW7zqzWZEL5i91dXWsWrUqZ/A/n0rF4vE4p06dIhgMFsxCWG2aL2TpTiqV4vTp0wwODrJz505KS0sJh8NXLJCiiRTPtA7w04ZeSoosfPKWtVR77Pz5TbUcWF/Gq22XePXiKCtKijAaDbx+0c9TTZcpshiRFbgwHGFgLM51NR4swTjDYzH21XmwGLyc6B5FAc70B4kmZLZUObmm2kkolmRfnZfmy2NAGICNbplVy+xsrfFQZB4PEMuLLawrd2A3GQglZModFrxFJn55epB4SiYQGRe/JQ4L/31nFS93jNDaF+LiSJgfvnaZo+eH6RiKIAMXRiKc6hnFZDLSORQmnpSpctvYUFnMM2eGuDwa40evX+b3t0MkkaLUYabcaaXIbKC+wkE0GqHKaaSutIj+0RhtAyEu+yMkUgq3birP6kQ2m2QrK+vt7aWjo6PgbmWzwUIXLoqiEA6HC1oq9tprr/HWt75V+/lTn/oUAB/84Af5zne+w2c+8xlCoRB/9md/ht/v54YbbuBXv/rVjGa4wDwWLvnMcMm2vRoMLZUyqpkERo8cacMfSeQcLigQ6FF7ovTfsUPHu3jocCvRRAqb2UAkIfOzxl4U4KHDrTxypI1YMoXVZJyQ8cwV9OtnLe2q8bL/4WfnjbjOtDbO9/eL6uoHExv3BfMPg8EwacB+tUrFMo+plly5XC727dtXsHkaakBWqOngkUiEkydPIkmSZnCgP850BZKiKPz8VB/nB0M4zAZ+2tDL5UCMsmIr7QMhqtw2nFYTt2xYhpswplSEt29cBkCPL0L3SIR1y4r54/2raOzy0TkS4WT3KK9dDCBJCmvKHJiMEqF4ikRS1iyMb9tUznWrPaRkhetrvZiMBtaWO/ija6vxXzzDihXlVFQs09bpKTJzz02rx9+rBIoyvvbaMgc2k4EdK8d7TowGiTu3VXLH1gp+0tjHuYHxkrNYUkaVdbGkQttAiPJiC5IETpuJteVFGCUIx5PEkzIj4QRmo8S1NR4ae0Y5cdHP7lVu1i9zUGePcm21nda+IP/2cjfnB8YIJxSMBgODwRiffNvVjZGMRiNOpxOz2cx1111HPB5PcytLJpN4vd5ZH4KZLwtRuGSuN9NV7Eo5cODAlIN7//7v/56///u/L8jx5q1wyWeGS7btJ7NpXYzo7Y7zmegNEHijL0ggmA6ZtuOq8UU0IVPtsTMSihFJyEQTKe25SEJOEyh6cZJ5veqzpPNtYOXde2rSBL/eaW0y7jmwhr95YtwK+ZnT/bO9TMEso5ZtzWXwoi8V0xsHrF27ltWrVxc0iCukcBkaGqKxsZHKyko2btyYdr6mc5xkSkZWxjMs33qxk5+83ksonsRsNGIzSVhMBgwGiWMdwyDBkZYBasvsHFhh5pYaCxvfmEK/f20pdquR2lIHXmOMQeMo6+uctA+FUFAwShJJWWEknCAlK9jMBtx2M8tdFlZ4bNy4tpQb15RgNhrYtcpNNCFTVmzhxMXss1JM+gGR0vj/3nVNdvc0SZL4/e3LkRWFlKywpryIZ1oH6fNHuBSI4XWYuWNrJQYJtlW7qHCNC8B1y4oJxWXKHGYUYJXXxksdPk52j9L+hrXyZo/MSETmF20DtF4eI5IYH6JpNYGnyMKJLj//cuwi21c4ueem2vw/4AIiy7J2HVsslknLyqbjVjZba10owkVRlJylYnPVnD8bzFvhku8Ml8ztd9V4l1RpRjbr2czzlSnqFMaFzn231V/FlQsWMvccWKNlXN61rUrLyIxnWmRUTzKryZgmUCYr4dT3keib3edLaWMsmUr7Mx/u3lPD/U80ozAeeAkWNmrTe7a7mLOFmuVJJpM0Nzfj8/myGgcUAr2gmCn6vptNmzZRXV09YRs1SJ3sLq2iKAyOxfnRiUt0DoepK3NwYTCMUZIwSgZQxn+/uO1GzEYDiaTM7zp8tPWP0T4wxtOnklRYE6zeGCUcHy+hsholnnzlHMnRAbqiNmKxQbZ5k5TV2qircFFT4aVtKI7VZGD7Chc1JXZsZiNFlvHAz2wcPz/FVhPFs1BhZZAkDEaJvbVe9tZO/fn+j/2r+PrRLp5uHeRMfxC33YLTZuSGNV6CsRTD4TiJVAKn1cDq0nHzgLFokp0rXdy6aRneIhNf/NV5zgyEOX7Bj8Ni4gPXr5jzjEauzNuVupXNBgtJuKjfY71wSaVSRKNRIVwKjepitLnKPWEC91S2v/sffnbKDMRiIlufT2Ypjr7MZVVJEX2BCAe3Vi16USeYPbJdd6pI9kciVHvsWTOlk02T1/eRfO2uHWm25v5IgvufuLpDHK0mI5GEjNWU/Q5xZmZT/fu7tom5SQuFqQI2NQBIpVIFK8+aCoPBQCKR4KWXXsJut7N///5Zu8usvv+ZCpdkMklTUxNjY2Ncf/31uFzZbXjzEUj//FwHR88NoSjgCyfoC8TYtLyYHavcrCl18MvTAzisJjx2I94iK78+M0Dn8Bu9M5JEMJKkXVL4y/9qZpnTwoXhCN3DQSwGhT21ZXg8ZmQF3rK9HCdhhoeH8Q2cZavZTIm3hFKbDZfVgdk8eZh0NcuWbGYj9cscvNQxQiiWpH0oRFmxhdoyBx6bicZLAV7tiWI2Gbnn1nW8rb6M84MhtlW76BqJ8P1Xe4ml5HH7ewV+eXqAXas8bK6aG8cplXxLBjPdyq5GWdlCEi5qialeuASDQQAhXAqNOhOhqScAkHPqvXqHF97MHqhlKIvVSSwX2eZMqOdLX+YS6AmgsDjn2giuLpllYNkyJZkZwMzBlY8caWMkFGP7g09P+A4rXN0s6n231U/IAqmzXDIHcgJp9slibtLiQJIkDAbDnDqLjYyMEIlEWLt2LWvWrJnVQFl9fzPp4xkbG+PkyZMUFRWxd+/eScXVVBmXaCLFsfZhLvoibK50UlvmIBBNcKx9GLfNgmvneGnUaDTB+69dwYWhEN2+CJF4Co/dzHK3lUu+EGORJKFYirA1Sb8vSCKlsGaZi3fvXEllsQkZidUldiSphBUrVmh39IeHh+ns7KSlpQWXy0VJSQmlpaU4nc6s53+yzNFsc3DLMrZWOzndF+Sppn7cdjNGg8R3fneJk5dGGQkmiXSEeJcvwtpyB2vLHciKwo9e7+XCcJhrV7m5bWM5v+v0Ue600dI3xmsX/dy4tpS6sqI5eQ+KosxIDExVVmYymTQRU1JSUhDBvxCFi369oVAIEMKl4BzcWsXPGnsxGSQcVlNWEaJvSoc3Z0ksFSexTPKtvzcZJWRZEY3CgoKTWQa2/+FncwqUXIMr1X3oe2Puu61eK0FT3cuOnh0EmNMbFJk9Pj3+CH2BiFaWmvm+loI5yFJkrhr0VTeu/v5+TCYTa9eunfVjwpvOYtPh8uXLNDc3s3r1atauXTuluJoqs2M1Gbhz+3JeveDnD69dwbaVbr76m3YauwP0BGJwUuGaahcgEYknkSRYv6wYfyTBW9aWcn4oTDIRxyAn2VPjZFmij2u3F5MoKuc9O6opcZiJx+MTAtDMO/rRaFQLhLu7u5EkKS0QtlqtV33+iCRJrCopYlVJETetLR1fdyJFPClT6bIyMBqlZzTFc23DfHBvEfFkin958SJHz49QZDZSWmxlYCzODWtLecu6Un7ePMCpnlH6RmNsX+Hi5voyrURutiiEi91kZWUXL17k9OnTFBcXa5+dx+OZkQBZaMLFaDSmndtQKITNZltQQzQzmZcr/9pdOzh6dnA8Q5CjkVxtSpcAt67Rd6kEC9Ot+1fvFqtldyLjIig0mYF75uwTlclszNWsi/p39TpXr98ef0TLyMLcZGCyfdf0PXV6C2j9WpbazZOlwlwIl2AwSENDA2azme3bt3Py5MlZPZ6e6cxykWWZs2fPcunSJbZt28ayZcumfhHjQaYkSTkFkiRJvH/3Cm6uL+fCcJjnzw5R7rSwuaqY1stBgrEkJoOB4VCcrz3XgT+cYKXXhikucbo/SCiWxGYxss4NnkgPN+1INzLI9/3ZbDaqqqqoqqpClmXGxsYYHh7m0qVLtLa2UlxcTDKZJBQKzYuAVu3FKbIY+f+uX0H/aJQHf9bCaFwhkpR54fwwF4bCPNl4mWBc5m31ZZQ6LJy4GCCSSPGHu6u4oc5LPJnipQ4fvz4zRGt/iP95Yw0W0+y9N31zfqGYrKzs9OnTJJPJtCGYDocjrzUUynFvLsi21lAodNWd2a6UeSVcMmvEYbw85JEjbTkDh8zAfakEC5llKfDmsM1sqEFVtnMsEBSCzMBd7Vk5enaQ7Q8+TSiWJCkrWjN/PvtQ+1seOdKmy7ykgPEhcXNxHWezDxfDXxcn+fxjPtuzXNTsxapVq1i3bh3RaHRWp9lnkm+pWCwWo6GhgUQiwd69e6c90E49TkpWuOSL8FL7MEajgd/btAyX3cwL54d59PkORiPjVr8um5m3bVhGfYWL8mILncNhmnpGGY0kkIGVXjvbV3jY8kZ/RnyoG3MkybW7d1FeXj6TUzFhvW63G7fbTV1dnRYInz9/np6eHnp6evB6vZSWllJSUoLdbr/iY14Jq0rsrCqx88FtTgYiEqu8Nr7x2wv4Iwni8rjRwKblTm7dUMqzZ4foHArz/dd6+f+uX8HaZQ5O9YzRG4jy04bLLCu28IfXTjRZKBSFnBuUi2xlZT6fj5GRETo6OvIuK5sPAjVfksnkBOESDAYLOnzyajCvhIs+GFeDFJXMkpOlHDjc+/hJev0R7GajJuCWaomcYP6iXptqlk/lqcZerqsdvws2VdZQ7+SlLyVTm/8PHe9i+4NPA3NbNiZYvEyWCYDZy7jIssyZM2fo7e1Ny14YjW9MhJ+jgCmfjIvf7+fkyZOUlJSwa9euGZWdJGSJ7716mcvBJEPBOB1D43NYSorMFFmMHGsfpms4TCKl4LIZSaQgEk9y7811HD7VT1KWcdtM4z0tHht/dN1Kdq3yEI/HaWxsJEQI7LaCiJZsqIFwX18f5eXluFwuhoeH6e/v5+zZs9jtdq03xuPxXLW79JvLzOy224kXOTAbDRgMBtaU2QnHk/yyZYCxSJzzAyHGoimePj3AMqeVO7dV8vfvXM+n/quVQDRB32hsVtc4F8JFj76sbOXKlciyjN/vx+fz0d3dPaGszO12a5/fQhIuuTIuxcXFIuNyJeRqKtcLE5ElSOdwU69mrzrdIZ1LySpacHXRZ/lUS2CVzAb2XNdippNXZjmamg1R9zkb1/RN68s53NTLTetnJwASLCyMRmPBm/PD4TCNjY0oisK+ffsoKnqzKVrvwDUXAZN+bkwmiqLQ3d1NW1sb69ato6amZkYB0Nn+IP/VCUHDMHaLBbNRosxhYfNyJ+cGgjR0BwjFkpgMkjZfZTSS4NUuP5urXLxywUcolmT/2lJWlxZx26YKLCYDY2NjvP766zidTjZv3szp06dzrqHQgZvT6cTpdLJ69WqSySQ+n4/h4WHa2tqIx+N4PB4tGzPXpTqSJFFfUczn311Px1AYp9XEJ/+rBX8kxameMbxFJmxmA56iN53y1i4r5nO/t5amnlFu21jGU019SMA7tlRgNBR27TNtzi8UBoNBEylr1qzRsmk+n4/W1lYSiQQejwev1zsrZW2zRbYZLuFwWGRcrhR9luXYZ2/OGnhMll2ZLzMe5pKDW8ftVS0mo9Yg/OAdWyZ9/3rRslSsogXzA/W6zOwJeaVzJGsPjB69k5e6r2zXucTsXdN6m+Z8UO3cD27NXRInWLgUulRsYGCAU6dOsXz5cjZs2JC1YRzGg5C5aKjNlXFJpVK0tLQwNDTErl27tN6B6ZJMyZwfDDIYhopSE7dvrWRDhROn3cxKr53Dp/roGArje2MQJECVy47NbGBNuYMNy50EognCcZl3XlOJ0zZ+Tvr6+jh16hS1tbWsWbMGv98/5ZwYuHIBk+31JpOJ8vJyysvLURSFcDg8YYhiaWkppaWleL3eWf1c9eegpqSImpIi4kkZq/GNfh+gprSIt6z1kpDHB1Q/3TrI6hI711Q5qSsr4njHCF/41XkiSYVHf9vJj//Hbly2wtmBz3XGZSoyy8r0nx/AiRMnCu5WNhtkEy6iVKwA5HIYmgy9WMllrbqY+dpdO7SBf/lmUB450qaZGUwlcgSCQpNr3pBeEOSyT1azNvsffnbCDQpV2Oyq8WpZnEJf29P9HfWzxvGM6M8ae4VwWYDMVamYLMucO3eOixcvsmXLFpYvX551O4PBgCRJc+Jkph4vU7iEw2EaGhowGAzs27cPm8027f2OhOL827ELnO4dY2WJnR0VEvWrvZzqGWM4mOBD+1YBcPvmCjYtd/Ltl7roGg6RUmDjcif3v2MDABaTgTu2vTkTSVEUzp8/z4ULF9i6dSsVFePT6af6HAvJZMeRJAmHw4HD4WDlypWkUin8fj8jIyO0t7cTiURwuVyakJmLMh6LycA/3LmRR57tJBJPYZAkLo/GaOsPc8kfIZlSKHdaWL/MwXBovMcokhx/j72jCR77bRefuXXcmjuRkhkOxjEZJdx2Mx2DYYptJrxvlPypdPsidA6FKXdaGIsm6fFH6Q1E+W/bKun2x3ilK8ZFqZ9lLisbKhwFFUZXgv7zW758OUePHmXDhg0EAoEpy8quNtmESygUEsLlSphJtiQzWJ+J8Fks6O9kq+9/qnPqtpuFaBHMC7LZB/f4IxPMOCYT6PrBs7N1A0P/PdP/nAub2UAkIWMzL4w6aMH0KESpWDQapbGxUWtsn2qmwkxnq8yETOEyODhIU1NTzoxQvvzwtUt873fdpGSFSCLJweXjU+/7u4IojDfolzutFFvHByc2XAqQSCkYDBLxpJzV1SqZTI73s4RC7NmzB6fzzcGJcylcpoPRaNREyrp164hEIprbVVdXFwaDQSspK9Td/GxCaGeNl+9/2MszrYO82DHCYDDORV+YeFIhlkwR88kkZYVQLIXHbqLYYiAYlzECA8EY/99/NOC2m4glU5zsHsVslNi1ykP7UAQUhQ2VxZQ7LdyyoYzrarw80dhH8+UxDEjEkinOD4YIx1O8csGHQ0pysi+K4ew5ii0mtlQ5uXVDGa9eHJ87t73axanLY5gMBu7cVkldWREpWWFwbLz3ptxpxTqLrmcq6veipKSEsrIyraxMbfLXl5VN161sNkilUhO+r2qPy0LmqgqX6WZLspU7LeUmfZh4JzvXORV1+oL5Rua1q1ohByIJ/JGEdg2rmRmjNG6xnC3zMts3MHKJKj3qTYO3b6rUyuEEi48rzbgMDw/T2NhIWVlZ3o3tk/WdFBpVuCiKQkdHBx0dHWzatInq6um7SimKQiiewmEx4rabsRgNpAwKu1d7qbbEWFtpp9jpJBRL8u8vdeG2m3n7xmVIwHKXjaSs4LaZqSubeIc4FArx+uuvY7PZ2Lt3L2Zz+h36uRIuVxqU2u12qqurqa6uRpZlbfaIejff6XRqQsblck1bOOY6B5FEigvDYao9VupK7fz4ZIBoQqHYakABgrEU3b4IZcUWnFYTNaV2LvmilBWbOdU7Rt9oHCOAAZIyxFIKZwdCxJMysgJNPaNEEjLtg2F2rfRQ5rAQiacwGiSKLUbiKYV4CrpGotiM4383KApxo8K5gRCnescIRBOkZHj69CAJebzX0Wk1cESG9qEwgVCCvmAMs9HAluXFrCkvYl15MTtXuSm2Fj68Vb/3+s/cYrFQUVFBRUVFWlnZdN3KZoNs5aUi43KFTDfY0Acwotxp8vkSmedUb02bLfATCOYDY9EECm/emDh0vItQLInHbtbEt5p5gXRXstm8ntXv1UgoNsEaWUUVN/rtX+kcSZvzIlj4mEwmYrHpuywpikJ7ezudnZ1s3LiR6urqvIPeuRp6CePCJZFIcPLkScbGxrj++utxuVwz2tfRc0M82zbE3roS7thWybH2Ydr6gzRdGsXsVtiy0cBb1pXx4vkhBsfijARj/PtIhAqXlb+6fT2lDgu9gRjV7vTStMHBQRobG1m5ciXr16/Peh7nS6nYdDAYDHi9Xrxer3Y3f3h4mJGREU6dOoWiKGmWy1OV7EUSKeQ3+kcCkQRHz49Q6jCzZ7WHb73YxfFOPwYJLvujBKLjWUSDpBCJyyhAPAV9gTgjwThlxRZWeu0sd1l4sd2Pwnh/THmRmUhSpsxh4SM3rGQomOD8YIiRcIJuX5S6MgfdvggdQyFkBSocFvbWeRkKJej2RfAWmbEZUjjMsHlFKVurnbzcGeDcQJCk2UggmiSSlLGZDDhtJsocVl69GKB/NMZYNMHAaAxZgaGxKEfPG0jJCi6biU+9rZbbNlWQTMmMhBOUFVsIx1NYTYYZD9RUDTJyfW8zywKzCdG5LCvLlXERwuUKmG6wkWt2y1JFP18C3gzijn325gnb6q1pl1pPkGBhkO3GxP6Hn9Xsj1XxrYqauepv098geORIG5FE9jvf+t9P6tr6AhHh4rfAmEpMzKRULB6P09TURDgcnpEQmMtSsVQqxYULF3C73ezdu3fGd4iHgzF+1TJAa98YpQ4Lt21axvW1JVwYCnNuIIQhmuIPZJlUSubF8yPEkim2VrsZGIthMhgoL7bisJqo1/U6KIpCZ2cn7e3tbN68maqqqpzHn2rAZaGYzTIgi8XC8uXLWb58OYqiaAMwL1++TFtbG0VFRZrlcmYQfHYgxH+dvIwUjvIHO1y0XB7jV6cHMEgSR8+N8NpFP8OhBN4iM8U2E0aDAbfdhNVkoLUvCICBcXESTUE4IfPH2ytZV+7g9e5RIkkZowE++pYarl3tpdptQ5Ikjnf6ePVigJIiM/e+tZba0iJ+3jzA6ctBkijsrvFwy4YyEimFXn8Up83Ixb5h9leb2bdjLRdHIpQ4rCiUIwHffvkSiZRCfYWDbStc3LaxnFBCZlNlMYmUzI9ev0wslSKZkBmNpsazRfE4//B0Oy+2+2jqHSUSl7l1YznRhMxyt40P7lmBaQbOaNN19ssmROeyrCyVSmG1WtMeC4VCM8qezieuenP+dFjqZWGTkW8Qd9P6clHGIpiXZLsxka0PRm3Ez9cG/ErQl6eqNwhyDXrNVrapd1ETLA6mm/3w+Xw0NjZqQiCzpCnfY85Fqdjly5cZHh7G4/Gwa9euGQdRL7cP860XLnB+IIjRaKDYakSSJP7w2hWcGwjxq5Z+LocUYokkjZcC/ObMACPhBNVuG396w2q8RWYcGaU+yWSS5uZm/H4/1113HW63e8p1TNU0v5CQJAmXy4XL5aK2tpbu4SDh4CiRMT8Np1qIxlNUL/NqQqYvEKXHH8WcSBGXocJppdpt4+j5YV7u8GGzGFhb5uB9O5ezflkxBoPEWDTBD0/0ctEXIRxPUeowj2fBFdhS5WRliY2/O3wWfziJATAaJLp9EerKHJwbCLNzpYsVXhurS4soL7ZQW1qE2Whga5WTX7aYSCRT9I1GOXJ6iFs2lJGSFf75+QucHYpRbAZnzyjfONpFMJbi97dXEkmk2F3jYfPyYuxmI4mUwvFOH0+3DuC0mri5vpR1yxxYjAZOXPShJBQkwCRBIJrit+eGx8WMAsfafazw2pAkiCdlTJbpZzqu1JJ8srKyzs5OjEajJmK8Xu8E0TFdctkhix6XArIUrY2vhEyr2MwSsWzua6FYcsI/CALBfCDbjYnMx/SN+MCE7GKhf4fos0BAXoNe1TXoRYv4fbZ4yNcOWVEUurq6OHfu3BXNPIHZLxWTZZm2tjZ6enooLS3F5XJdUWDf3DvGcCiO0WigwmXFZTfzcscIdWUOdq50c/ryKC4iRJMp+oIxogmZeFLm7EAQl81EiSM9yxMOhzl58iQmk4m9e/fmFdAZDIYFVyo2FS2Xx2gfDFNWbOYXLQN0DkVYXWqnY8jBaCTOgTjsjw1y/vx5FKOFvcucWGWJZDLFL5r6GQ7FkSRIygqplEI4nuQXpwdZt8xBXZmDY+0jBCLjWRiXzcQqr43my0EcFhP33FDDk6f66PZFSDH+O9EgSbzQ7uPpM8PEkzL/bVsl99y0mk+8tRaD9KY4dNvNuO1mhoMyp3rGaO0LUeIwc9PaEootBvqDSV7tVfCUBPGFEyRlhYZLo5wfDLHcbSUQSfDKBT8uuwmbUeLM5SBWs5GDW8r5w91VfPvlboKxcWFvNkCZ04osy9R47QyG4gwE45Q4zPzepnKKrSYsJgOj0SSHm/spshhZv8zB/z12EYfZyF++vQ6nPXuWsZCzlOairCyXq5gQLgVkOqUfQuSkW8VmOxf6hmIYv1McS8r4I5GsNfoCwXzh0PEu7bq977b6tGG0as9LtixGrt8hufY3FbtqvPQFIhzcWsV1tSVZ+8cyv3/qGnr9ERQQ37UFRj6lYlOJiEQiQXNzM4FAgGuvvRaPx3NFa8pnmv1MicViNDQ0aA5nFy9evGKR9LaN5ZQWm4kmUnSNRLjki/DM6QFqSov443011JQW0d95hl+2+rkcMbK5yknfaIx9daWUZoiW4eFhGhoaZuRqthCa83PRNxqjbzTKhopihkJxjp4b5vXuUfzhBDtWuunxx+gcDuMLx4kkUozFUhy9aGTP+jq2bXLg9/vpbuvj2fYIv+nsYiRuImUwsa2ymEqXjWKLkf7RGOcHQhw5M8SacgdlxRZu3VDGd1/pZSgaHy8HkySCsSQP/LyNy2MxzEYJk1EBDNjNBoxI9AVipBSF1r7x4aHL3Ta8RWYspvFz87sLPobGYixzWqivLOYXLQM89tsLPNV4GaNBIplS8EdT/FdDL+FYiu0r3NRXOjjVO8q5wRCX/VF8kQTRhIzJKJFUgGSK1r4wf7KvFF8kSUoBgwTLnBZuWldKUpZJyQo3rS+jqWeUsmIL3b4oLZdHGYslWeGxcbzTT5HFyGsXAzx9ZnxGS99YjG/ctTVrKdlsDoHNLCtLJBJaNkYtK3O73Vp/Uz5lZWKOSwHJFWhPp1l/Kc5vyUQ9j6FYEn8kwQNPNgNMKLNRn6/22IEkkcTc1EoLBDPlsefb8UcSADzwZLPW5K5eyx67Oas9ca7fIfr9Ted3hn745Nfu2pH1dZm/i9Q1DIxGScjj1qKCxcNUPS6jo6OcPHkSh8PBvn37CuIiNFsZF5/PR0NDAyUlJZrD2Uz7aQbGYjT3jlJfUUxd2fgd/G/8toOW3jFWeO2E4yl+e3aIo+eGeMv6Mm4pNfLKcIqxmMI7tlRyw9pSvEVmLRhTFIWLFy9y9uxZNmzYwMqVK6e1HjXAnIvhhoUUSKf7xnj1gp+GnlFkWeGOrZUE4yl+0zaMxSSxvqKYt6wrxWQAfzjBCo+VLVVOftrYj6LIPHt2mB839JFIpugaiXE5YEACnDaJIkMCU2SEP15twFLs4ZlLVkZisLGimF+2DPCbM0MkZbCYJCpdNlZ7izjbHyIclzkXG78RIwFGA8iKTGmRibdtKOXyq1FCcZnmnlH+95HzOKxG9tR6+eO9KzEbDdSUFFFfUcym5cUMBuN0j0QJJ2TaBsMYpfHsjctowP9GWdcKr50b15Ry+FQ/vYEYNpOBFR47RknBbDAwGokTSyocOd2P02LAYgSn1YC3yMzH3lLDrRuX8chvOjg7EGJjZTEfuaEGp83EP/6mnda+EEXmET73e2u5brWHYquRSCzBUxLICjT3jvKbM4OUOCxsX+FKa+SfTeGSidlsnrKszOv1ahmZbFnIXKVietvwhchVES65REe+PSxT3XVdKqjn0WM3Y5TQ6vAznZbUu82hWFL0uAgWBGojvD+SIKXAU429wHjWsNpjz2oyMVkW9p4Da3jwqRYSssLAWJRDx7vy+l2jZlzUfhoVfTmY+F20tMhVKqYoCpcuXeLMmTPU1dVRV1dXsIC50MJFLwrWr1/PqlWrtLWqrmLT5UjLAM+fHWR3jZd73lILwP41pRgliX1rSnj1go/vv9rNwGicF88Pc73LzMF6F7KjlE3LnWn2tbIs09LSwtDQELt378br9eY6bF7vdT72s8jKuO2vw2pkhcdOjz/K/33pIo2XAoxFk5iMBtaUOegaCTMcSlBXVsT+NSVUuayMxpK8e2slq8scrC6xs6rEzlgsxXAoTiIl0z8aJZFSNKGRVCAUV7AXW8Hl5nhIob1zjIu+KBVWmSd/F+DCmIFQEkxGI5XON8wUVnvoCUR5rSuAPt+XfOOHhAwbKorZV1fKC+eHGYunMEUSIMHgWJxoQh63Kq5yUl/hwGSQ+GXLAJ4iM7E33MAMEtjNsLbEwvIyDx67mT+6rhqQKCky0z8Wx1tkodJp4VIgitlsYFWJnda+MIOhJN881o0kgdNioMRh4UT3GFaTib5AjPJiCwfWl1HhHA/qr63xMBxKUFNqx20380fXjjept/UHqV82wLmBEDLw9aMXSKQU3lZfxts3lLFxuROL0TCnwkXPZGVlly5dorW1leLiYk3IeDwerS8uW6lYUVHRnL+HQnJVhEvmXdHMgGOqMjD17ulUteaLnWyNy/qATn3sngNrcFhN9PgjHD07KHpcBPMeVXRvf/BpLVMCaNmLbAJ8slkrd++p0TKSiZSSdzmqar98osuX9lyma5j+d5H6nBoqWU3zY4qyID9mUiqWTCY5ffo0Q0ND7Ny5k9LS0oKuqZCuYqlUipaWFoaHh7OKgpkea4XXRrXHxgqvlWRKxmQ0sG2Fm20rxpvoa8scdAwGeaZ1cNza1mqktMhI7er040ejUU6ePAnA3r17p7T8zcVcBZjTsV2OJFL0+qOs9No5NxDi+6/1YDcb+Z831XC808dvzw4TSaQoLbawo9rFf9+1nF80D9J8eYx3XVPBtmoXX3uug7FYit/fvpxgNElTzxhVbhtvWVtCsc1EsdVEW38IWZGRkPjFiXM0DSmkFLCaJLr9UU5Hk1wOxFEwUFnipDcUI5pIoCQVpFSSEpPC9pIUK1wm/vDaak5eGiWVUjAAVhPEklBkgj2rPfz2vI/GngAS4C0yc9PaUm5aV0Kly4bT9masoWYubtu0jFUldi4HooRjKZKKwsjAZa5b5WbbxrVp5+uDe1fx+kU/B9aV0tgzhtVkJJqUcdtMdAxFiCTHxZmiQCSpYDVKeIvMxFPj77e0yIIvFOdk9yibKov5vU3jzmJlDjOJlKytyWoysMxpIRRPUeGy0heI0uuP8f9e7eGJpj62r3Dz0Lvqr5pwySRbWZnP52N4eJgzZ85oZWWxWIxYLKaJd0VRCIVCIuMyE6YamjhVGdhsD5tbKGRrXL738ZMcburVnJfU8yjskAULkftuq+f+J5q1O4eRhEwkIXOiyzehMV/NjqjlZGpviZpxNEgSqTcCjMwMSjb0jfmZv2vU71M217DJnhMsfDJLxYLBIA0NDZjNZvbt2zfjQHuqYxaixyWzyT3bWmfST5NIybhsJrZUOzl6dpgTFwN87MAayootKIrC5cB48HRuIEw0KROJp+gPK5R40o/j9/s5efIkpaWlbN68uSAzLq52sDkUjDMSTrCmrIgnGvs42T3K5koHbQNhLvmjbF5ejNEgsbXaSW1pEUYD/I8bVpGSIRyXqXSZaehRaL48Rq8/yovtI3iKzPSNRjl+wU8knuI7x7sZCsa4tsbDP79vCyu9du345bEegkYX/Uk7KUWhyGykrT/I0fPDmI1G/ujaFQwE49jNRoaCMToHx9i1zEDYN8CxrvMYrEWsLzHR6U9iNRuRUDAZFdaVOzCZJC6PRvGHk9jNBt51zTK2VbvZscKdJlr0GA0SW6pcbKl60xK8pcWHwz5x+wPrSjmwbvwmwI6VblKywiV/FKtR4sC6Upr7gvhDcV7vDuB1WPiT/TVsX+FCAYosRo6eG+KLT7cjywo3rStlf52XE90BzAaJtcuKWbdsvNfjoi/C5f+fvTePj+uuz/3fZ5l9RrNq3yzJ++7Y8RYSEggJELYulNJS6EZbfi29l5Z7Sy9tKaXcFspt+2tvC7e3Gz9Cae/tAoQAISEJIXtiS5ZkW5Ila7PWWTQzmv1svz/GZzKStdqy7NjzvF5+2dYs58yZc44+z/fzfJ4nmSfgtPDph7bzjy+M8x9nplF0mM9qnJtM8tJInF2eK3NRbgZYLBZqamqoqakpycrm5uaIx+MMDAxw8eJF+vv7KRQKANd9xuWv/uqv+JM/+ROmp6c5cOAAf/mXf8nRo0c37P03nbisJTRxNWJSsUVeXhZTrslfbC+7uJtVQQU3O8q7GIdb/TwzEAaWtkA2z3190eqnKTkDSpLKxR2UpbBSbtRK96DK/enWhiRJGIaBrutMT09z9uxZWltb2bp163UrajZCKhYOh+nu7qahoYEdO3Ysu6/rIUmqpnN+OsWluSzf6J6kbzpFKqdgt8g0+x38wl1bODUW5986J8nkVYYiaTTdwOu04rJKCzoVpuTlWh3YTGyWPGzxdnKKRqagEXBZuRTP8lc/GCGn6PzUnY1oukE8q/Dtc2Em4lncNgtv3R0imlbYVuPmL9+3l4KqMxHP8cUfjtI3k6LaZaXGY0XXDV4eiZPIqqg6DEez7G9w82jvLJfmcujAuakU8zmVKsdCy+22gI03NNaX/v+OfbV84GgjBc2gyWcvfQbdMEjntZJ9tTkg/ju+CH//apSXZhREScBrFYnM57HKIk0+O1ZJwGmVSGRUvvzSJS7Fc7xlZ4iQ27qm78EwjFWvHUEQkCWBLcGizOmdPgfv3F98LJFVsEgCTutrJW1HtZPH+wxEoegytq3Gxde7p+mdnGdvvZsaz2uzZy6rhF0ubj+dV/E6is52uqHjkCW21rgQgL95OUKTQ+XgwVU/0g1DuaxscHCQI0eOlAJlv/KVrzAxMcEHPvAB3vnOd/KWt7yFu+++e0OlY//yL//Cb/zGb/ClL32JY8eO8ed//uc8+OCD9Pf3U1NTsyHb2HTiYnYBygfJl+ocLPeLv+ImVsRyXanFpC+dV/nso+f47KPnsMkSH39wx5IBlRVUcLNi8f3AvAeYj5lYrdMhAA/tb1hzF2S9BKRyb7o1sFqhJcvFX5tnz55ldnaWAwcObNgv5OVwtXMnUCwKh4aGGB4eXjW00dzWWolL53iCf371EgIwmyyQK2g4LBJWWeDFizH2N3rJFFQyeY35nIpVFnHbZH7lni0ECzPouo6u6/T19TE1NbWhMrtSMb4J+Tc5ReP5oRivjMX54WCUZFbj6BYfs8k8fbNpgi4LugFv31PDcxfnmEzk0QwBmyzyvfMRRqJZ/vOb2nFaJfKqzsBsmnReJZXXEIUCx9p8vGVniOcuziEKBggCPRNJRmIZ5nPaZQmXSJ3XxkA4zZEW35LHohy1VUt02wRhobyrbED8zcYMfT8YZj6nEE7pKEaeVLbAcHieggoBl8xsKs+luSyP9MzQN5PirbtrONm+endb1/VrIppex5XZSPVVNt57qJ6cqrO3oTij8qVnRskpGn6ndcFr0nmN8ViGdEHns98ZZHutC4dVQkDibbtr+NGDtfz1D8d4djRFh0/iw4aBeBPOTZXDXFyxWCy43W4++tGP8su//MuEQiE+9rGPcerUKX7pl36Jz3/+87zvfe/bsO3+6Z/+KR/+8If5uZ/7OQC+9KUv8eijj/L3f//3fOITn9iQbWwqcTGH6gW46jTpipvYyuYE5cWWmTpuIqvofPbRc3zqG708tL+Bv3j/oU3d7woq2AgsN8uyHNH4+IM7SlbIR9sCC8775cjG4s7kWghJ5d50eyCfzwNF97CTJ0/icDhWecW142o7Loqi0N3dTTqd5vjx42vStq+VuITn86TyKnZZIuAqFoJ+p4UTHQF6LiXomUjy508O8p/etJWfPtqMKBQdm5oDTt64vZpz58Koqsqrr75asmLeyJXfzXASU3WDH4zmODWTYiQ5y1xaoXD50H2rZ5agywICtIWcHGquYnY+j8si4bHL1HpsCIbBZDJPwGVhdj5Hld3Cnz15kfPTKVoDDu5q95HMqTzVH+HJgSgem0gsU7T+LagqiZwOhkGj386RVi8Bp5Vmn+OK/dwIvHlnNc8Px+kaTzCfz6EjkFRAVHWcMuSSSebiInaxKDlTdYNjW3xrPpYb/X0JgsC+xqoFP/vRQ3W8OprgXftrARgKp3m0d5auiQRzueIX1zs9T1bVsIgQz6i8MhrH55DpnUiQyukkcwKqbmCVbm7iYt4vyuWWqVQKgJ/8yZ/kV37lV0rkZqNQKBQ4deoUv/3bv136mSiK3H///bzwwgsbtp1NFeuZkg2DojvQ4VY/d/3xkzz84uia3+Mj93bQ6HPc1lIn05zAHLJf7hh+5N4OfA4LDouI5bIneVbR0Qx4tHtyU/e5ggo2CuY9IK9qC3KKHn5xdMlr4QPHW3HZZOJZpdSpMVFONpb6+Rce6+dT3+gt/Xul+1Xl3nTrY2ZmpvQLeN++fZtCWuDqBubn5+dL+3rixIk1D+SuhbiE5/N86ZlhnuoP8+6DdXz4Da380t1t/PI9bfzkkSbed6QJqyQyk8jz/FCE75ydYSic5kMnWnjzzmqgSKomJiawWq0cO3Zsw52ONrrjYhgGhmHQPzPPb3/jPL/zSD/PX5yjN6xwKVlcILTJAgvqWQGq7DL1VXb6p1N89eUJVF3jrjYftR4LU8kciaxC7+Q8X/rhKL/7SD+P90UYi+W4MJumxmPjYGMV06kC47EsF8LZotOirtMacHJHk4eH9tbw+2/fxiffuo2P3ruF2qprS1tfDjZZ5BdONrPl8hyOJIDHLuFzWtjd6EO1OEhrArKoM5cqMB1L031hlH95/gKZXH7VY7sZ0r6fuKOBz//ILg41Fw0jLoTTdF2KMx7LLnieLAq8eXsQu1ViJJbhmcEYQZcNUYSptM7/++RFJuK5676/1wLzflEuwUun08BrMy6CIGzIHJmJSCSCpmnU1tYu+HltbS3T09Mbtp0bZi/lssk8MxBeMERbjsUrnuXhcbe71KlcEvOpb/Qu270qn2sxpXkmHtq/slygggpuVpjn9a7f/S4A+cvenIs7HqZRxUP7G5adm1vt5+m8WhrQB66QuS61XxW8vrFUAaXrOgMDA1y6dIm9e/dy9uzZTUtLh/V3XCYnJzl79ixtbW10dHSsqyhcC3FRdQNF01F0A7/TSpXDglXW2NtQxXxO4dxUcdU6ndf4/vkwoiRikQQ03UCWBKamppienqaqqooDBw5cl6J1tfdcixuYYRh8/cw0z12M0Ts5j8cm47BKnJ9O4bBKHGnxsiMo47JJ3LunmVi6wP/38gQ5RafJb6PWY6fKLhHLFPj7F4q2vXnV4LHzYVJ5Dd2g6IqlF3hpZI54RsMAGnw2Gnw2JFHggV0hXh6LE00p1Hqs7Krz0BZycle7nzrv6kYQG0kK2oJOmv12eiZlZFGgo9pFdD5/OSfGwuS8gpIVQDSwWGQeH86hDE4xNXGJu9urCAQCBINBPB7Pgn1ay4zL9cDBJi+zyTwPvzJR+plNFnnn/lrC8wUKalHCli5oWCQBh0Ugrxg8MxgDQeA/3duGVb75hvWhSFwEQVhwXDOZDE6nc0PJyo3AphKXcsmGmdOwHBavhF5NeNytCrNAuuuPnywVVWb3ailL6S881o92+f7ssIh88qHdt/0xrOD1D5ssklU0corGwy+OXkFCTCvjR7snlw2PXI5smD/7wmP9+BwWPv7gDoAFCwWwNglZBa9v5HI5urq60DSNEydO4HK56O/vvy6BkMthrQPzuq7T39/P5OQkBw8epLq6et3bWgtxqffa+bmTrai6wdZqF/3T83zqkT6sssDJ9gBPD0QQBYEqhwUDqHHbeM/BeiRRoL+/n/HxcWpra5Fl+bqttK+146IbRRIWz6hUe6yXs0cELJLI4+fD/NH3BskpRdtdi1RgS8CJ1y4T8lhpCzo4PaAzFFOpn03zpu1BnNZpnFaZj7xhC/ubqvjBYIyvvnwJh0WiyWfn+YtzpAs6klCcuxMAu1UmU9DQAa9D4mP3tdFR7cLrsBB0Wfn8e3aj6Dr1VXakJRLdNxM/f6KZ9pCTFr+DsbksX/rhKFnNoD3gQFENsrqO32lhd72Ll0YSaLpByllPfX0V0WiU8fFxBEEoBScGg8FrnnG5WtRV2fjAsSaSOZV/PjVJIqeRLug83hdhT52H9pCTjpCTMxNJphIFtngt1LslJrIi47Esc1mllBFzs2Gp8MlUKoXT6bxuxzoUCiFJEjMzMwt+PjMzQ11d3YZtZ1OJy1JFwnIOV4uLkHLCU0ER5cdosenBchIYmywtOdhcQQWvN3z8wR0LiMRzn3jTgnP6of0NpY7LclhpoN6UZEoCvDwc49To3ILh/uVmWipD+q9/mKvxkUiEM2fOUFNTw+7du0uFwPVKsl8Oa9leLpfjzJkzqKp6TfMia51xaQsV5SZP94f5n09fZDSawWGVuGdbiF31VbznkIu99VV0TySL1rMhB6dOnSKbzXL8+HGmp6fJZrOrbOXaYBZohmFwajTOM4MRdte5qbLL/P3zYwxH0thkEadVxiIJVHushJM5cqrO2/fW8upYElUvkhZZAK9DptFrZ3+jm7FYli88cZHhSJasCt6JJG/sCNAWdJAt6Ewk87TlVL7ZPUMkpXCkxcnTF6KkLw/BuKwiIZcFiyzhtcvFVX1Z4N6tIe7qCOK0vlZ0Xqv8ayML1WqPjffe0UAiq/BI7ww5RSOv6miGnZDbSiytUFdlxeewIgoCBd3g0XMR8rrA77xtNxZRIJlMLghPFEWR2dlZbDYbXq93U7svoiDwa/e28YZ2Hx96uAfdgK7xJLPJPF6nhZyiYhFFtta4eHuzwVTG4PneNLMplXNTqdcVcUmn09fVCtlqtXL48GG+//3v8573vAcoLhx8//vf59d+7dc2bDs3NIlwPZailQLgNZQXRuWyufIibjHx++yj5y/fYDTiWWVZuUsFFbxeUG6VvNSCxl+8/9CqBhQrDdR/5N6O0jVldm+ABdfcUtuuDOm//mEYBhcuXGBkZIRdu3bR1NS04PHFWS7XG6uRibm5Obq6ujYk/2S1bWm6wXQyR8hlxWaR+M7ZGUZjGTTDoMou0+C18cHjLVgkAUEQ2NvoJZVK8cILL+ByuTh+/DgWiwVBEK6L45dhGPSMz/GN7hkujgh0qsN0T6fpm5onrRi4bSJOi8hs6srvT4RSQvxgeISQ20pjlZWRuQKqAbmCxvnpeRCKEtWCalBQQBRhOpnnfz4zgt0iEU4VeLR3hqf6IwxHM7htEq1BJy8Ov2bDrmg6TQEXHzzaiNsuIwC76twbvhp+vSSN8ayKYYDbJpEq6MSzKse2+HhlNE7AaWV/o4eZ+Tw9k0kyis4PB2N0T8xzZ6sPn6/4p729nUKhwKuvvoqqqvT29qLrOn6/n2AwSCAQ2LQ5sgPNPg41eei6NA/AVCLP7HyeZEYh6Layp86FyzLPSxPFrDBJFOgIbc6+XQ2W67i4XK7r2t36jd/4DT70oQ9x5MgRjh49yp//+Z+TTqdLLmMbgZs6Qr2ycrk0liqMFhdx5cTv4RdHKahF7axNliio+lW7ulVQwc0E8zz/9a91rsktb/E9ZaXMqMUZMottlJeyaf7CY/3kVW1Jx78KXh8wDINXX32VTCazrBOXLMs3RcfFMAzGxsYYGBhg+/bttLS0XHNRshpxefzcDN8+O8MdzT5+9mQr9+2oZiyWKYbDFjR+MBDl/l21pf2YnZ2lu7ublpYWtm3bVvq5KIobWlTH0sWZhE/8Ry8vDMcv/1TglegUql6cJQFI5XVS+aU/X/lPCzqk8irtIRfMFYP7UgWDvKqAUZzTra2yohTyWEWDubzK2SmFoEtmT30VA7Np+qZT5FUD0WPlwV0hvHaJx/siRNJ5Ak4r7z/SwLG21e2Cb0Y0++28bU8NfdPzFDSFGo+VloCDnsl5+mfTaIbBu/bV4rFJ/HBwjmRO4R9fGGNrtRO/87UMFavViizLtLS0EAwGSaVSRKNRZmZmGBgYwOFwlEiMz+e7bvMZgiDwhR/dzX/7Zj+9E0nmCzqqVrRKVrQc/+d0Bk3VUA2wSCL1VTb6Z9I0+x03ROa2GpYiLplM5rqHT77vfe8jHA7ze7/3e0xPT3Pw4EG++93vXjGwfy24ocRlNWKyuECvEJkiliu2lutglSeA37O9esUQvwoqeD3C7Ig8cmayRDDKiftiSaV5T1lM8MtNQFayWF4KprQMIOCy3db3qNczBEGgubmZYDBYymxZjJtBKqZpGr29vcRiMY4cOYLfvzEF8ErERdV0Hu2doWcyiety2N+WoJP2kIucojOZyBJJFfjTJy7QUe1ijzvDxNgo+/btu0LjvlEdl6HZNP/44ijjc1lsssiZS4nyraDp5r9eIy/lkIDisp6ARQS3VaSgQ07RySg6bpuERRJQNAOJonOYVRLwOSV21roIigJDCR2HKjEUzhDLqMxlCxRUDVUzECjOlgqCwE8fbeInjzSSyCr4HPKmSaKuR2EtCsUcmnRBo6AazMzn+d75MMmsQk7VySoa3z47SzRdQBAMFA2eHYrzxR+O8d8e3LrgvUwDAUEQ8Hg8eDwetmzZgqqqzM3NEY1G6evrQ1EUfD5fichs9LyGVRIZjWbJqXqp+5YuqKQKAoXLLXdRAAsGg+E0X37pUrGD5LwyR+ZGY7mOi9vtvu7b/rVf+7UNlYYtxg21Q1huDsPEYnvR1Z5/O+DhF0f57KPnmYxneXk4tqbXmMfx0+/ey6nRuZKVcqWwquBWwUP7G5AEsFvEK+4R5feNpSyLTRtl0659Kdvk5ayWy2Haj1e6La9/1NfXL0ta4MZLxTKZDC+++CK5XI6TJ09uGGlZalsmdN3gib4wM8kcTovIwcuWsuFUgdnLKeoht42eyST/enqCh58dpHNwkmPHji05mHutHZeRaJp/eH6EX/8/XfzfU5O8cHGO7ktz1LjkBZbEVrlISMwtCRjYJAi5JKqsEHLLuCzmID94RBX1cmyAqsNAOE3AacEmCQgCqJqBRZKYnVd5oj/Cv57P8OpEjom5HFV2iRqPlR87UM/d24LcucXLm3cG+e23bmVLsCgrkkSBgMu6aaTlerrfBZwW7BYJRTe4GM4wGc/hsUkc2+Lj6BYfM8k8mYJOld2CQJEIfLN7mucvzi14n+Wcz2RZprq6mp07d3Ly5EnuvPNOgsEg0WiUV155heeff56+vj7C4fCGXI/ZgkoyW0DViwQFit+XwyKVjBSqnSLV7uL8jscmLQjsvJmg6/qmz7hsFm7oEV9JpgFXdhBWe/7tgC8+PURWKa68Pdo9ydG2wKpdqPLj+PJwjMl4llg6z8MvjlbISwW3BMx5lsU26rDwvrGcQchEPFsiHeZrlnrOavJKl02+7TvCtwNuZMfFlF41NjayY8eODS+ATUKh6/qC946kC/x75wQDMykkUaDnUoL3HKjHaZFAELBbJKLpAnlVQzQMGtwSD73xKFXupecArqXjMhRO85F/6mIsll3QRUlkdLJKUV1gzqRhGCiXNyML0OSzYbXI7Kl3M50sIGIwGs2S1wqIQLggkr/8WgmIzivoFN9TNUDVQEkriEKR2BTMz6NqHGjy8xOHG7hna5C37a1F0XRkUbjhUqLrtf32kJOfuKOBL784xuy8gqrr7G+ws7POw0vDc3gcFiySwEwyT7UbwimFdEHnX09PcrL9NbK9FlcxQRBwuVy4XC6am5vRNI14PE4sFmNoaIhsNovX6y05lbnd65sXyqs6f/L9YQzALoOiFYlKc8DJj+yv5W+eGyORUZFFgSa/g46Qk/fe0XDDXd6Ww3JSsc3ouFxv3PDhfHjNWnS1X/aVnIRiQfXZR8+TVTSsslRaJV6qoFpKWndqdA6DYhBlZcalglsNS90jVrtvLCY2Jsqvn7UsmpjX4lK5VBW8vrBawbPZxMUkEwMDA4yOjrJnzx4aGq5PFpdJVsqJi2EY/M0PLvLS8ByKaiBLBhfCaQbDabKKhl0WEQU4WGdjNmxwqMnDb//IYawrdK2utuMyGc/yqUfOMT63kLRU2UWSOZ2sspAMWaWiQ5yig9MqEstoyKLGM+kCOUXH57CQUTRkodgRyF1euBeAgMtCJF0MzVYN4LKkTAK8dglBEsnkFHQDdtV5+Ow7d+Atm9+wSDc+4+N6dlwEQeAnD9djGDr/8wdjZAoaPZPzTM8XcNok7t0WpD3k5LmhOeqqrPzTq5MksgrT83me7Atz345QycFvvQRckiSCwSDBYJBt27aRzWaJxWLEYjFGR0cRRbEkKQsEAlit1hXfb2AmxYsjcXKqQZVNwjA0NK0YtlrlsHC01csTfVEm5jUShSRv21PLXR2Bazl81xU3wlVss3DDe1wVB571oTzDZSJe1PQul9a91IxQLF1MsHVYxNu6c1VBBSZWmg0zr5/FVssV3N6QZZl8fuU08I2E2ZmYmppa1jBgo1BOXEyk8xovDMcoqMUAya01bt64LYhNFgk4ZU60BwgY88xOTfA7b9vKoe1bVl2JXm/HRdMNzk0l6b6UYGAmjX65HhcBp0WgLeikbzqNphtYJJGcqiMA2YKBTYa8DsklhvJzSh7xcoem/D09VgGbvPgzCNS4JJo84BY0Gt0aW6okaqvs3HV4N3bbysXxjcL17PiIoshPH23m0lyWr746zVxOQ9FzvHlniJ+4owGPXWZPvYfHz4cJuazkCxqXYlm+dmqSLSEX7SHnhoRkOhwOGhsbaWxsRNd1EokEsViM8fFxzp07h8fjKRGZqqqqK4jSK6NxMnkVQYC7OvykCxqvjiXJKjrf6J7mfXc08GR/FMOAgmawo8Z103Zb4MbOuFxvbApxWWmoviL/ujqYx810OyqHebwPt/pLzwVTZla8cVeGhyuoYCEW36cOt/qZTmRL19Fq+PiDOyr3stsEmznjkkwm6ezsBODw4cPXvfBYiri4bBKHW3yMRLOoukHQZeGebSH+xxODjEQzhGSFvKIwmbPQFAnz/zbUU1u1cqr7ejsuL4/M8QeP9jGbzCGKBhaRkgTseHsASRIZjWWRBIFMQb08U2GgIyCssJmAQyLgtjGdzJPKa8gi7Kh1cd/2EKoOj/bMkFM1JFGgNeDkY2/ags9pxWUR0fIZLly4QC6X4fnnnqOqqqrUBVicDn+rQ9Vf+6wG4LVbeHIgwqW5LFOJPK+MxYlnFBTNQBYFZufzzCTzG0ZcyiGKIn6/H7/fT0dHB4VCgWg0SiwWo6enB8Mw8Pv9WJxVfPHVBIgi0VQeRS+S1pdH44RcNn72WCMvjSZo9juo91qxS8XOW5PXzt6G67d4sBHQNO2KOb10Ok0oFLpBe7Rx2BTisniofrHevFJArx+LOy/lHSvzeEMxc8IcLD7c6iedL/6yrRRXFdxuWGoBZSXHsVOjc6UMl6NtgWXvU0u5kVVwa2OzpGKTk5OcPXuWtrY2BgcHN2WgWxTFK7ohr4zGmU0VsMhFdy1ZEhmby9I/nSSeLuDyicypVsLpAuF0kr/+wUU+/c7dq25nrR2XVF6ldzLJTCJHWtGxSlDlkJlLq9gsAqpukMgq5FWDgqqhG2BclnUB+Owyim4wl9WQgCNbvFS7rBgUk+BFUUDVdCYTOYJuK7VuGzVVNgTgfXfUY7NICwIhS3BY8fv96LpOa2sr0WiUaDTK2NgYkiSV5i0CgQAWy41xnrqeUrFyHG/z8eSFCNm8ypagEzB4cXiO0ViG4UiWTEHHbinOQrmsEo0+++XvaG0zLtcCq9VKfX099fX1GIbB/Pw8UzNh/unVSzwzqGIg4LS85jw3m1KZTanUVln5w3fuQBIFPvVoP2kFnFaBrTVO5JtABrgSNE27Qh63GXbIm4FNIS5LJbwvJw2rWB6vjtW09+XdmLv++EnSebVk09r1qQdKr4dKAGUFtzaWIyZQJPjmtbFUaGt5AGX5/WrxPcqcbTHfs3JNvf6xWhF1vXNcdF2nr6+PqakpDh48SHV1NcPDw9clsHEpLCYVp0bnGJ/Lsq3GTb3XzgePtVAlFWiwFtjisfH/vGUPX31xjEuJCADh+cJyb12COduwGjTd4Btdk3SNx2kNOrgUz5HJa8xlVCQRZFHg2aHY5eeWWx4Xv0NJgP98/1YOtfhRVR2f00K1x0Y+n0fX9QWr0jvrrlxF97vWJv+y2Ww0NDTQ0NBQkipFo1FGRkY4d+5cqRsTCoWuewjgYmzGtt68s5qOGhcPvzTBxUiaU6NxIhkFuyyh6gaSKLCvoYq37anBaZNwWiR6JpJ852yYVt3gyCYdD82Av3l5lm/1zCAgIMkimmag6+CUAEMnrRdJiYhBXZWNV0cTdI4n0YB6j5VffWMbWwI3b/gkLD/jcj1lppuFTSEui7sqK8kpKjMvq2M17f3ibozPYaHR57iCyFSOcQW3OhZbIS8mMT6HBYdFLNmLP/eJNwGvdVGssohNlhbcr5a7RwlUOpm3C66nVCyXy9HV1YWmaZw4cQKn01na5mYZAiwmLm67jGEYNPoc/MmP7WV8fJzHXhxge0OAvVvquKPFx2PnZrDJAhZR4OdPtqx7G0uhoKh85tsDnB6Po+kGh1t8uKwSr44lAfC7LMTTCqpRvP4sl2dV/C4ZmyTilwt87P5tvGFPU+k9DcMouabpuk6hUEAQhFKn6Wq6WosJWLlUaevWreRyuVI3ZmRkBIvFQiAQIBQK4ff7V7TevlZsVscFoMZtwyIL6IbBcCxLTjWQBAVZKqbM/+ThBr7ZM0s8V6DR6+DlkTmyBZ16O7w5pdC2Cc2A6WSOb/eGiWY0BIoucy6riKYXZ1fyioKlUJQMxmMx/vqbz+FwuZAEsIoG79pfTVvQef139BpRGc6/RixeoVyrw08FV+LhF0dJ59VSVsRa54eWIjKVY1zBrY6VrJDNn3/qG70YFCVhf/H+Q6XHlguTLH9PM9fF57BUZGK3Ea4XiYjFYpw5c4ZgMMiePXsWFB6iKN4w4rKjxk1BMzgznuCr3z/NVCTOmZSb+UKegpRAkgReGonjsVl4x/5ajmxZ3W1pLR2X//epIf7t9CQaxdmD8Hweh6V4TFxWCc2AwuW3EIA76iRqQiF+9mQrexqqeO6559hW/drKuGEYaJqGYRjIsoyu6yUSU35sRVEs/VnL51gNdrt9weB4PB4nGo2WbHzNUMVgMLjhoYpr3ceNgNMq8TNHm5iYy/L5J4aYjOcRBIEqu8gDu6rRDYMLs/MkcyrRlFIM57SKaAaMzeVp27hw9SuQzCr8y+lJ7LLEjloXidE4LquMxyYRSStYZYFMQUdRDVIFsEqQt3qICjbeWSfypsY0mqrTIUQYHS3KANdrubyZqHRcrhHr6aJUZl5WhllQNfqKN+OlpCwmFttNf+TejpIWvyLFq+B2wHL3E/PnD784ilUWySk6exq83PXHT5YkmOXXynLvedcfP1m6HivX062DzZaKGYbB6OgoFy5cYMeOHTQ3N1+xD5Ik3TCpWGvQhaEbRFN5XhxVObG7naGLcYIekWqPjX89NcFYLIPbKvOm7dVr2sZqrmJDsyn+rXMK8yhLAqi6QUbREASwWURyhde6XpIAb9izhQ+daMUqi6VtmOSovMtikhKzsDMJjKZppeeY+2Z2YlbqxqynqyGKYsmid9u2bWQyGWKxGNFolIsXL2K1Wkskxu/3X1F83uxo8Npp8Nr50QP1fPmlS/gcMkdavPRMzfPCxTmcVhm33cLBRg9+pwWfQ+bi4CC76jbedELXdb59LsxLw3F6J+eZTGSxyiJHW3z8p/vasUkCf/LERQqagUMWkCQRVdcxgLwGBUXnHQebONTi48BunaeffprmhloSiQQjIyM3zRzTUlhMXAzDIJ1Olzq4r2ds+oxLOSrzLOtHMcflHJPxLJ999ByaUbxhL9c9MfX3v/v1Xj7znr0AlayJCiq4DNNpr9HnIJouMBHP8oXH+nHZ5Cs6KEvdryod4tsTG9lxUVWVs2fPEovFOHLkCH7/0i52N1Iqlk3PY9Pz2C3Q1FDHjx5uYX9LgGa/g398foypRA7DAFkSUdZIrlZzFTs3nSJXKH5euwx3dQRIFXT6p1PkCjrpXDEY0sxWaa928s799SXSAq8Rl3JSYhKRxfsCLCAy5vNNwmO+37VIypaC0+nE6XTS1NRUClWMRqMMDAxQKBSu6MasF5spFSvHt87OMpHIM5HI47JK5FWdiXgOt13mYH0VP3qonmcHYzw5EEPKwsVohmrvtXebCqrO/z09ydd7ZvBaJbxOC/0zaWZTBRTNAEOne3KejKLRHnLhsIjoRlE2pml6yRIbYDiW5fR4gjtafKVzoLGxkdbW1gVzTKOjo5w9e5aqqqoSkamqqrqh3ZhKx+UasZachEoRvXaYlsa5ywXXWoifwWudlwoquN1hkpCgy1qyPD7aFuCLTw8RS+cXkHvzuYtnwyoLL7cvNmrGJZ1O09nZicVi4eTJk9hsthW3eSOIy8TEBP/t388RzosEPXbqquxYRDjU7GMonGY0lsFpk9nntdMecnOo2bvubSyFwdl5BKGYdi8JAqm8zt6GKrJ5jTGy5AoqigYg4LGK/PZbt1PnXWjBLAgCmqatSFqW27dyW+hy4rNYUgYbRw4Whyqa3ZhIJMLg4CB2u730uM/nW3M35kYU0Pd0+OmdmEcH+mdSOG0ygiDQ7LdT47HxtVcmuBTPcSGcIZsXufTdi/yXtwjcu/3a7Hp7J5P8w4vjhOcVRBF21Li4e6ufoUiGubSCyyaTyBS4MJvmQjiN0yrhsctE0gqyKFDnshBOKWQUDYsE8/ni913egTP/NueYAPL5fKlzdunSJYBSZy0YDK54bV8PVGZcrhMWa8WXKgJ+/WudfPPMJADvOtBQ0qDfrignHw2+5X3yzeN5z/ZqnhkIAwvzXCorxBXcjjCH7hPZYhr2ZLyYvv3MQJijbaYuf+EvebNr6bAsDHutLLzculit0JMkqbQSf7Ur77Ozs3R3d9PU1MT27dtXfZ/12AdfK8x5mvPnzzN2aYKpgo20UkDMKPzzqQniOYWPv2U7NR4r/TPzzCTzHG/3818e2IrLtja5zOozLgI+h5VUQSXgtHL/zmpSeY1wKo+qqOiXHcRkAd59oIHj7cEFrzbfO51Ol4q4qyngV+rG6LpOOp1GlmUURdnQbowgCLhcLlwuF83NzaiqytzcHNFolL6+PhRFwe/3l4iMw7G0y9WN6rj80htaSWQ1nhoIk8xrzCSLdtohlw2XVeJ8WsHrsOC2iuTyBqphMLsGN7qlkMgUeO7iHNUeG7UeC36nhVhGAR2mEjn2NHg4scXPkxeiCEJR+jgSy5BTdXx2C0GXjN9poa7Kxo/f0UD/dIp4VsHnsPCu/cXBm/Ku21Kw2WwLLJeTySTRaJTJyUn6+vpwu90lEuP1eq+7tbmu61cQl0wmUwmgvFYs1oovlfXyaPdk6fnlw7O3K8otWifiOaBYWC0mfWaxlc6rdH3qAaAizauggvKhewBZKuZSmI+Z5hW2y3ITc/h+KVRkYrcvTBcoTdPWXYAYhsHg4CAjIyPs3buX+vr6Nb1uMzsuAENDxd/Fbzh5gh+RpnhqIIKIwGwqz0yywKnROb7eNUUyp1JQDU6PJvjC44P83MnWyzkeK2M1Ivb+O5t4cThGeDJPQlAIOK188Zk+YhkNGRBEwABJEvnZky0LCkqzQ1JdXc3IyAhjY2MlK+JQKHRFvsV6YHZjNE2jt7eXVCrFvn37AK56wH8tkGWZ6upqqqurS/MK0WiU2dlZLly4gMPhWNCN2YzMn5UgCAK/cX87P3VnA5/73iDPD8exiCINXhvv2FdLlcPCCxfnyKs6Xis8tLuGN3T46RyPc2Zinvu2B2kNXHkeabrB+FyWarcVl00mnlH44+9dpHcqyf6GKrbWOAk6bUzJeTTDoN5rZyqe4wcDUQzg3m1B3rQ9yOP9ETIFDV036J1Ksb3GxX9+UxtNPgcn2q6Ua66nYycIAl6vF6/XS3t7O4qilLoxZ8+eRdM0/H5/icgsRzqvFub5X05cCoUCiqJUpGIbieWyXh7a31DquDy0v+EG7+WNh0k4TPIiXb6G1rLyax7XpYhOBRXcDvjIvR38ztd7S/+XRYEaj/2KbqR5rXzqG708tL+BU6NzpPPqFdePaZ9cwe0FsyDQNG1dA7mFQoHu7m4ymQzHjx9fVxGxWa5i8/PzzM/P43K5OHbsGLIs8+tv2sov3d3GN7unGI5kqHZb+e2vn2UqnsNulfA6ZCyyyEQ8y0wytybiUj5/slQx6HdakEQBVYdkTuUfnr9IPqchQlFCJoq4bCJv21NLc1mBWy7ram1tpbW1lWQySSQSYXx8fEGmSnV19VUl3BcKBbq6ugA4duwYVqt1wTyM+W9TTrjRszGCIOB2u3G73bS2tqKqaqkwPnfuXKkwDgaD1z3ccSXIokCT30FO1REAWYTOiSS1Xhtd43Gi6QIhlxWHVuB4u59/PjXFkwNR5nMKPRNJPv8ju5HE4r5HU3meHIjw7GCMSFrhDR1+fuFkCxOJHImsgiQI+J0WhiMZsqqG32XB57Bwd4effzk9RSSlYJcFtta42Vbr5kvPjnFuOoUogE0SSBc0GryOZY/VtXRXLRYLtbW11NbWLkk6TQlgIBDYEEMG87oqf59UKgVQ6bisFyut+C9nVfqB4623fZdlMcrdwhYXXOUSsVOjc6XHy22UYW1Ep4IKbjUsDoy0yRLPfeJNS96bzMWBR7sn+fS7i8YW5qxL5fq5tbFaoWcWoOuZc0kmk3R2duLxeDhx4sS6HYg2w1Vsenqanp6ekn1veb7I2al5fnghitMqEUsVyBZ0BAHsFol9DVW0hRwEXHassrgsGSlH+XzIUs+dSubJ5DVE4bJ4M5/h/Ueq6Y9pJDIFBsJZgq5iGKCJ5YbwzdXvjo4O8vk80WiUcDjM2NgYoiiWOjHBYHDVTJVUKkVnZyc+n4/du3eXisPlJGXXare8FsiyTE1NDTU1NRiGQSqVIhqNMj09TT6f5/z589TU1GyaTGkxWgIORqIZommFFy7GGYlmqHbbuDSXJeSUORgw8DoszCTzxbwUSSCv6JybSpJVDKaTOf69a5rz0/NkFQMRyBQ0ommFo1v8/MjBOiQRtoWc/GvXDK0BJw/uCqEjEE3l+c65MKm8isduwSqDTRaZTeUpXO6276pz87E3tZVI0lK4FuJSjqVI59zcHLFYjIGBAfL5fMmQIRAIXFVYqXmuLSYugiBUXMXWi/JVTLgytb28eChfyaxInK7EYqK3WHIHLDiGpkRGEiitIFckLhXcjvj4gztKVscff3AH8Nq96bOPni91WT797r0L7MbNsNfy+1EFty/WY4k8MTHBuXPnaG9vp729/apWwK+nVKxcvrZ//34mJyevmI1o8NppCThx22T2NlaxrdbNpbksZyeTCALsqK3i2aEoF8NpQm4bzf6V5S/mMVhuBsPvkNld72YimiKnQVSz0Vob4lfeXMcffaeP89NpZpI5ZpI5qqvsC2yMV5L0LE64j8fjRCIRhoaG6Onpwe/3l4jM4kHmaDRKd3c3LS0tq36Pyw34l3dlzOOw0d0Yj8eDx+Nhy5YtPPfcc9TV1ZHL5ejt7cUwjAUWvpsxNP5bb9nK23ZV85v/cZ54VsUqieyqcxGZzzOdUng6J+AZjNLks7G3wc33zod5dmiOF4fn2FrrwmWViaUVdKM416QB08kC56aL59qv3F2sf/751Ql+cCFKyG3lSEsVlxJ57JLAjxyo4/R4gu6JJI/2hHnj1hB3Nnt5PBPFbhH5uRMt7G2oWvEzXI0sdC1YLAHMZrNEo1FisRgXL14shZWa9thrWfAw7xPl+5vJZHA6nTdcQrgR2NQAysOtfqYT2WVzR5YbdjVXSCsWvquTuOV09+WzMadG5yoSlwpuO5iD+XlVxyaL3LO9ekHG0RefHioN6z9yZpJTo3NLkvxK1tTtgdWGx9dCJHRdp6+vj6mpKQ4dOkQodPWOSddLKqaqKmfOnCGdTpfkazMzM1d0d2o9Nj56XzsWSUQSBe7eGqRzPM65qXlyik6T347HJiNLIi7r6lKX8qJ+sTQmPJ/nM4+ep2csitcGuiKRVXT+o2uKkVgWj11GFIu5G3lVX9DRWOscgvlc0/lp+/btZDIZIpFIycXLZrNRXV1NKBQinU5z4cIFdu3aRUPD+mTra+3GlOfFbGSBGQgE8Pl8GIbB/Pw80WiUiYkJzp8/j8fjKc3GXC8LX6sscmSLn//9/r385Q9GmU7mSOc13rqnhifOzzISV/mLp0eRRfDYZRJZFQ3QdBiJZnnrrmres7+O7okkTw5EmM9pNHhtvGt/Dce3vDaP0uC1o+kG8azCH353kOlkHihK1iySQF41QACf08J/eWArv3hXCw0+O1Z59fN1ozouK8HsiDidTpqbm9E0rWS5PDw8fIXl8nIyx6XMKFKp1FV1b25GbGoAJcCn37132dXKyrDr6rhaEveB4628PBzj0e5Jgi5rKWivUoBVcLugfDA/q2g8cmYSg+I1ZXZe9jV6OTuZQBQFJuJZYukCAdfVD/JWcOtiNUvkXC5HV1cXuq5z4sSJa5ZobJQFcznS6TSnT5/GbrcvkK8tHpyfz6l8+YVRNB1+5nhz6ZqYSeZxWiWa/Q72NnhpC7mQBIEqx+qrwit1XLpHw5wZiZBWwO+20eGzsiXoZDiS4fmhKHd1BAi6rNhliayiXVH4Xy2cTictLS20tLSgaRrRaJRIJMKZM2fQNA2fr5jnkcvlsNuXd/VcDSvZLa83/HItMI+JIAhUVVVRVVVFW1sbhUKhNBtz5swZgBKJCQQC12RisBRkWSKZU5mZzxNLK+Q1g6yio192ctR0yOTLJHUUXeNkSaDOa2N63kqNx8YbOlz82hu3EHJbSeZUdMNAFARSeRVFN8hnFebzGplC8ThaZYHWgJ27t3n5wJ1NyKKA12HBu4bz1MRmEJfFMAMuA4Gi42Uulyt9X+Pj4wiCsMBy2fy+bmUrZLgBAZQrrVYu99jHH9xRITSXkVe1BX+b+PWvdZYKMVi6o/XMQBjNgO6JBEClg1XBbYWP3NuxoOOSV7VSJlL54srQHz3EwU9/j3hWIadoV3SBF0vFKjLW2xMrdVxisRhdXV1UV1cvmIO4Xtu7GoTDYc6cOUNzczPbt29fUPAvJi6z83n6plNEUnl21Ll5656iReydrX5UTacl6MQqi1jltRe65YV7OS5NTfO575xnrlC0Q45mFCIZhTuavWS9dqaTeXbUumkNOJmMZ6jzWBa830bBzFSZmprCarWyfft20uk0U1NTJXtbU1Lm9XqvmjBd7/DLlbqGVquVuro66urqFlj4LjYxWGl1fzVMxHM8enaWgqLx/MUYA7NpitzkMjkDvBbY0VBFo9fGDwdjxHMau2qKRfbMfI4Xh+Ok8hon2/0cbKrijduCVHtsPH4+zD+9MkFdlY2Pv6WDzktJ4hkF7XKKpE2GWreVXfVVvHt/HXdu8ZUcI9eLG0FcFsNuty+QOSaTSWKxGJcuXeL8+fO43e4SgVn8XZnEpdJxWSOuVVpRkWa8BptcbJnbZGlBAfVo92ukRRJYMJRfIX0V3O4wr4OPP7hjVQICry2WHG71XyEVK5e0QsXo4lbFalKxpWZcDMNgdHSUCxcusGPHDpqbmzesUNioHBfDMBgeHmZoaIg9e/YsKXtavK3WgAOvw8Kp8Th/99wIh5q91HhseOwy79i/NjvnxTCPi7kdc7/6LgyhilY0Q0HRDRwWCVkU2NNQRaNf5du905ybSjGfy/P8xTjTyQKfffeuq9qHlZDP5+nq6kIURY4ePVpazTY7FWY3xnQXKx/wX6/xQjnWE365kZKyxRa+polBNBotmRiUd2OW+4zxjEI8q+C0CLw6luTZwSg/vBgnU1ApLOLdImCRQNEgnddI5LRiqKgBs6k8TouECCSyKj2T84TcVvxOCw6rhKLp9EzMMxxNMzqX5R9eGKc95CTosqDoBj6HzI4aN7/0hlaa/fZrvg5vBuJSDlEU8fl8+Hw+2tvbS92zWCzGxMQEqqrS09NDIBBA07RN6bh89rOf5dFHH6Wrqwur1Uo8Hr/iOWNjY3zkIx/hqaeewu1286EPfYg/+qM/WtUUoxw3jR0yVIbw14Ly7tNi2+hHzkwiSwIu62tfa/lzVirGKqjgVsZSxiDmn6XuOystliyWtFYWBm5PLJZuqapKb28vc3Nz3Hnnnfh8vg3f3rV2XMx9jMfjHD16FK936ZR7URRRlPK8I5HDLV5eHI6SyCr8xZND5FUNl83CTx5pZGfda6vxmYJGJJWn0edY0aXJ3I7ZVejt7SUajXLX8aMMyLP8n1OTaLqOyyrR5HdydipFlb04pP1k/yx2WWQ+pxTn0tbgYrYezM/P09XVhd/vZ/fu3VcUrFartRQ2aK58h8NhhoeH6e3txev1EgqFqK6uvqZV7tW6MWu1W76a7S82MTBnLUZGRq7oxmCxky7oOC0Cn3/iImcnkyQyCnNZDZsMAZeNvKohaAYOi0jIJRPNaGQKGqYy7Nx0mvm8yo46FxPxPKpuEM0oJblXRlH53vkwPqeVgqrTNZ5gej5PR7WbgZk0j50L88FjTdyzNYjPaeGnjjTgssmrnoNrxc1GXBajvHs2PT3N6OgoHo+HsbEx3vWudxEKhbDb7Xz3u9/ljW9844Znx0DRJvy9730vJ06c4O/+7u+ueFzTNB566CHq6up4/vnnmZqa4oMf/CAWi4X//t//+5q3c1MRl0oS9epYzTa6PMjzA8dbS/KYdF7l5eEY6bzKMwPhBSvPFVRwq6PcnGIl8w9YXfq1FKkxuy+Va+r2QTmRSKfTdHZ2YrVaOXny5HVxarpW4pLJZOjs7ESWZU6cOLHiPi7V3TneHuBfOyc5NzXPIz1T2GSJ2io70VSBO1p8fOBYM/M5hb98+iLJrMq7D9Txxu3VK+6TIAjk83l6enowDIMTJ05gt9tpCaTxOyxMJnLEdY2ClmEinuPoFh/7Gj2kcio2i8RoLMf56RRPDUR4046Vt7VWRCIRenp6aG1tpa2tbU22zubK97Zt28jlckQiEcLhMBcvXsRqtZa6MYFA4Jpkg4u7MeV/luvGrNQ1XM92/X4/ot2Ns7qJH/TN8Mknx7CKaT64fZTzcwIZrDjsdnpn86RyCmlFRwcUHX7iUB0hj5XnhuZ4aG8td28N8K2eGX73WwNcdiTGAKYSeT719u0ICLw4MsezQ1HOTWcAKGjF8MnjW7wcb/fz9ECUrKJxYouPbEFD0Q32N3r4sUP1WCQBi7SxJONmJy7l0HUdq9XKli1b2LJlC/39/fzhH/4hTzzxBL/yK7/CzMwMb3vb2/i3f/u3DSX8n/70pwH4x3/8xyUf/973vse5c+d44oknqK2t5eDBg3zmM5/ht37rt/j93//9Nc9U3VTEZbnh/EonZiGWs42GK49heW7FajMwFVRwK8J0E7PKEjZZXLE7cjWLJ5UFl1sTq/1CN4nEzMwMPT09NDc3s23btutW3FyLq1g0GqWrq4v6+np27ty56j4uRVwUzcBrl7FJAjoyLX47HruFcCrHU32zCILBhdkUzw1GKWgGWUUl4LKyq86DvEwRKQgCXV1dBAIB9u3bVyrqDzRVEfJYyWs6dR4bHpvMeDzL8xfn2BZy8t7DjUwlczwzGEUzDOZzG2NaMD4+XnIOq6+/Ogmc3W6nqamJpqYmNE1jbm6OSCRCf38/+Xwev99fciq7llXvpSRlS4Vflv98vedmTtHonUzyaO8smYJGLKMwHM2QyavMF4rVhOpvQcsmmYpmkFJJHLqO3y3hcdi5GNdwWkWGY1nesruGd12WFSqaTiKnUe2xMpMslOoSmySSLai8cXs1d27x8fY9NfzaP/dy6bI7WCKtsK3GxZEWH7UeGxPxHHsbPNy7PYjLKlHv2/gugonXE3FZPJwfCASora3lxIkTfPWrX6W/v5/z589v+rzLCy+8wL59+6itrS397MEHH+QjH/kIZ8+e5dChtWU23lTEZamVzIdfHF12pfR2xUqF0koSF7tFRNUMFN0gWHFKquA2QbmbWMBlveL6WGz+8dlHzzMRz7Lrd7/LJx/ateo9p+KGeHtCkiQikQijo6Ps27ePurq667699c64GIbB2NgYAwMD7Ny5k+bm5jW9bini0hJw8LH7t/LVl8cZj2UJpwpcjKTR9KIzVM9UEk0HjKLl7HODUS7FsvzKG9t5aN+Vx2ZmZgZVVWlubmb37t0Liiifw4rHJqPrBsfa/PzkkQZ+/1v9vDQSZ2wug27AO/bVkikUDTZCbivpvIrLdnUljWEYDAwMMDU1xR133LFhMj9JkkrdFsMwyGQyhMNhZmZm6O/vx+l0lh73+XxXXRgvJSlTVZWRkREMw0CW5RKRWW02JplTkUWB+ZzK/3xmmO/3RcgUdOyyiKLpXFZuIQrQ4LXywK5axubyuJ06R1vr6JtOMhnL0Cyr/MK2Ai/MSkxF5virJwvcs6OGB3fXEk0r9EwmaQ04kNGZTKoIQE7V+cx3hzg9nmBsLs/9O0PYra/tZ96A//n0CEdafDT7HaWsoK011z8N/vVMXKBoh+x2uxEEgZ07d7Jz585N36/p6ekFpAUo/X96enrN73PTEJfluipffHoIzVg4cH474+EXR0nnVXwOy5o7U+WFmanxPzuZ2NT9rqCCGwVTLmn+ezEWk33zGskq2poWSyrmIbcfCoUCs7OzKIrCiRMncLuvf+G0XqmYpmmcO3eOSCTCkSNH8Pv9q7/oMpYiLoIgsL3Ww/YaD9GUgqbnyBRUdB00w8AwQDcMXFYJ3SgOWw9FMvzj86Mc3eKn2lOUphmGwcWLF0vheg0NDVes/AbdVhwWifm8xlP9EX7hRCM2i1Qc1JckvvLyON8+O82bd1bTO5nin16ZIJXXeHB3zZo/owlziDmbzXL06NHrliwuCAIulwuXy8WWLVtQFIVYLFaSpum6TjAYLBGZa7UiHhwcLH33LpdrWbtlzYBXxhJoOtR5rPztC5fI5FVCbhsvD8fJFopmxQ6rhKyAquhYJYG6Khs/cUcDLQEHW0MurJKIwyrRO50mW9A5trWOn3hzG3dMhPn890d4ZihO30QMPXYJv99HZD5HumCwPWQnlkqR00EzIJ4p8I3uWRTdIFPQONjk5dJcFkUrysmyik44lafee/V21FeDpfKGblYsZ4fs8XjW/V6f+MQn+NznPrfic86fP7+pROimIS7LdREWWynf7jBlXz6HZc0BnuWFlZnl8tD+9QVoVVDB6xXLEYvliL5pdGG3SMsullQskW99LCejSCQSpVkRj8ezKaQF1tdxyeVydHZ2ApTmRtaDlRzM3n2wnu21bj7z6HlySrGorffZOdkeIK8aKLpO33SKsWgGVTcYmJ3nL58e4lNv3wkYnD17llgsxrFjx+js7Fx2O0e2+HhpJEY8W+C54ThbAk7SeY3JRJau8QQWSSBX0GirdhNwWvCtI5PDhJm1Y7FYuPPOO6/JDWy9sFgs1NbWUltbW7IijkQiC6yITRKzHitiTdPo7u4uETHzu1884D+fLTA+lyacUvizp0aYnc/jsckoOggC7K6DnbVu2kI6e+s9NHhtfLNnlnhW4UCDh3qvna3VLkRB4KePNpIpaJydTJIr6Gi6gVUWmZovsLWphgcP6GS6pvBaRR4Z0XCNzjI4XUAxRBLz4LRAoVB0Gav12ChoBmAwl1Hw2CRCHht5RcdmEXBYZL7y8gQfuVumPbR5uSSvp47LUiQrk8lclfzxN3/zN/nZn/3ZFZ/T3t6+pveqq6vj5ZdfXvCzmZmZ0mNrxU1DXJaTW1RWM5dGXtWuCJFci2TlL95/iL94/9p0hBVUcCtjKaL/8IujnBqd4zPv2bsi2UnnVeJZpWKJfJvBzEvo6OgoScU2C2udcYnH43R2dhIMBtmzZ89VrRKvRFzcNpkmvwNVM9ANsEoi922r5lfva8dukfjqS+Ok8iotfgdnxuNEMyrf6Z1le8hJB1MAJXOApYbHDcPAMAwe2lPDl18Y49Jcjr96epgPnmjlQHMVf//cGCNCFgMYjGRI5FT2N1bR5LOtSy6WTCbp6uoiGAyya9euG1qUllsRd3R0kM/niUQiRCIRRkZGFkjOgsHgstaxhUKBrq4uBEFYQMRyioYkCsSzCi8Nxwmn8jx5fpaL0QzNPjuKppNVDfKqQr3XSoPXTtAlM5/XCNhkjm7xc0eLl70NVQxHMwzMpvn6mWn+b9cUu2rdvPeOeo5u8WMgIIoCInBhNs1f/2CUt++tRtUMAi4rg+E0kZSCTRbQDAlREJBFHYdkkBPBbhVo8YrYbTYsskwqrxHJFKh2W5nPqUgizMwXGJ/Lki9o/PlP7EXcpDkNXdfXZdl7I6Fp2hUdu3Q6fVXdxOrqaqqrN8b44sSJE3z2s59ldnaWmppid/Txxx+nqqqK3bt3r/l9bui3sHjFs/JLf3WYsq90Xl1QLC21elwxNajgdoR53pu23+X238t1c02YZOYLj/Uv2VExH/c5LDT6HBVL5NsEuq5z/vx5pqenOXToEKFQiImJiQ0NhFwNa5GKmcRq27ZttLa2XpMN70rdnboqG2/fV8dXX76E0ypxoNnLX//gImen5tF0gx11bv7TfR38+r90Ex2Jky2ovNA7yL6j1ezdu7dEpgRBWLCd8kFymyxS77UzEskyMJvhf/9whAd21/CmHSHyqo5hwGQiw9mpFGOxHK+MxNEM+Oi9bbxp58qFVjgcpqenh7a2NrZs2XLThfLZbDYaGxtpbGxE13Xi8TiRSIShoSF6enrw+/0lImNmc5iucR6Pp0RYDcPgUjzHV1++RJVdxue08JWXLpEpqMTTCooBup7hRHuQvJpAkgR+/FA9qbzGt3pnKag6LX47ZycTJLIFklmVr52aIp1XiaQL6Aa8NBLn7FSKvfVuaqvsuKwiVknEJgm8PBrn/PQ8siQyncyjqMXv2mmRsVsEWoNOfnyni9HpMP7qel4aCtM3myZoSfMj22WembHTPZtHAO5s9aGoGlOJPHnVoGtinp5LSQ40L23pvdF4PXVclpOKXe/u8NjYGLFYjLGxMTRNK2Ucbd26FbfbzQMPPMDu3bv5mZ/5GT7/+c8zPT3N7/zO7/Crv/qr63JivKHEZS02pJXieyGWyp4A+Oyj58gqOr/z9ddyKsqLMPMYV2yQK7iVUW7mMZ3ILvh7JQmlCZOclC8MwGsdlcXS1cr96daFWcyasivDMDh58mTJCWpxjsv1RnnmyeICStd1+vr6SsPlwWDwmre1EkkSBIGfO9lKMqeSU3QmEzke6Z4mmVNx22S21bixiAJOi4RVAkM3mMrbeSbqpiGjUu2RFnwmoBS0aP5fFEU+em8br47FySkGk4kczX4779hXx5FWP1979RLpgoqi5REFg4vRDHnV4HPfu8DeRg81nivlcYZhMD4+zuDgIHv27LliUPhmhCiKBAIBAoEA27dvJ5PJlLoxFy5cwG634/V6iUQi1NXVsWPHDr7fH+X5i1EyeY29DR6mkzliaZFdVjdeu4RFNEjmVFANNENgOJql2e/gZEeAn7yzmXPT87wylkA3DPbUe/j2uTDJrEqtx8p0ModhQK3HitMqEcuopPIqzwzOoQNVNokt9U7ymo6i6oQLKvU+O1urnXjtMh67zEO7a6jz2anx2IhHZvDpVg4dakG22ugJjzKS03h0woqgKeQvWx3H4nMcbPIyHreQKeTRDYPp+TwHNul7qBCX1fF7v/d7fPnLXy7933QJe+qpp7j33nuRJIlvfetbfOQjH+HEiRO4XC4+9KEP8Qd/8Afr2s5N0/daTrZRcRS7EksVSznltVWr8gyXcllL+WMVVHArotzM46H9DaWOyzMDYdJ5lYdfHC09bzmyMZvMoegGFlEovdY0w1gqR6mc4FRIzK2FaDTKmTNnqKmpYdeuXQuKgY0IhFwPymcUyguoQqFAZ2cnqqpy4sSJDRkuX63jAuCyyXziwe2ousFoNM0PBiJMJrLsqKvi3u1BeqfmiSbnsQkG9UE7Tqed8zPzXIyk8TosWOViYKIpDSu37DVJ496GKpp9Di6EM9hlEVEUeLIvQrqgks5rbAk58TllZpN55jIqBjARz/P57w3y39+zG2uZDbOu6wwMDDAzM8Phw4eXDd+82eF0OmlpaaGlpQVN0xgZGWHo4jAvhyWePT1F6Adh/B4HnVM5FK1IUN6wNcCZS0m6xpPUe200VFUxfDkDx2kRqfZYeeO2IO/aX4+BgQD8zJ1NfPd8mN6pFNOJPKIooOnFx3x2CYdV5sGdQc5Pp3jyMmkBUHQDmyzissocaKpClgQe2lvD/oYqAi7rFYGQc4ZROp8dFglZFogmFF5IK7htMtVVdrIFhZksPN4/h0PU2eoVCXgstFdtHqF4vROXTCZT6s5dL/zjP/7jshkuJlpbW/n2t799Tdu5ocRlsQ3pUrKNiqPYlViK5DX47EzEc4hlx8p87AuP9eOwiNjk5YeNK6jgVsByZh7lwazAsjLLLz49hKIXV3wV3eDU6BzxrEKjz7Fkh6V8e+Z1abqSVcjL6xvhcJjTp08vayMsy/INIS6appW09slkktOnT+Pz+Th8+PCGafDXagQgigJWUSDotvE/3rsPh0XkYiTN/3l1gpGpCJMJBYfdyomt1fRMzJNXdZ7sD/PYuVnesa8OQRDQNK3keFVOWqDY2fmDd+7kn14ax2mT+V8/HCVb0NgScHBHi4+Ay8Lf/HCEuayKIBSHu3UDOseTXAyn2VlXdFFSVZXu7m5yuRxHjx69LqnhNwIDoxO82DOCJdjIY1MR5tIqkZzGASmNrGmkFZFzE3HcssF0WuPCbIq8quOwyvzEHfXYLCIzyTz7Gqr4sUMN2C0SX/rhCP/ROUnm8mJoLqeQ1cAiQzglkC5opAoawnyBh18tzp9YRdB0cFoFPnpPM20hDy67zN56NyCsmF5vGEbpOz/e5uf0WILhyASaAemCSoPXSkfIw3SyQLqgsbfVy4/vcpNLxZke7mdy6DyBQIBgMEgwGLwu4a/w+iYuhmFsSsdls3BDiIsZCAevSZfMldByVBzFloZp71q+gjwRzwFFC/3FK8Jm4bU4rLKCCm4XLJ5nKf93uWT14w/uKMktLaKw5OvKSc9SVsqVDvGtgWAwyLFjx6iqqlry8c3uuJjFnbnNqakpent7aW9vp729fUPnNNbScTExlcjxv58dIato/PSdTVgFnUtTM0wkdfweJy0BJ+GUQv9MCoskUFA0wimF8ViGkwGNmpp8qdBa6jMcaPKyp8HDb/37OaYTeWwyJPMq4fk8imYQTavogCxAlV1C1aDFb6fpcsZHNpulq6sLm8226c5h1wtjsQzdAyM8cW6GsOEhO5VE0wwcVhGbLDKRk+moszGVyKBrGtOROUZTkC+ABqTyKv/eNYVhAIJAPDODz2nhZ441E03lyRQ0VN3AKgnkddCBvArVHhsuu6UYQJnX8Nhl7urwc/fWIHc0e9hf78ZhlUpyP13TLp9LwrJFv67rpe/daZVoCzm4vHaEpsNwNMdkIk+Tz87BpiqOtgXY1hrCJjeh6TqxeIJUIs7k5CR9fX14PB4CgQChUIiqqqoNuy60y5/l9YCl9jWVSl2VHfLNiBtCXMoD4cxf8Et1EcqLgoqW/DUsPl7lkBetbJiF1+FW/xUuZBVUcKthLZbgixdJ8qpW+tt8zuJ7jXmdreTcV97hNBcVKtfa6xeSJC1LWszHN3PGRRCEElnq7+9nfHycAwcOlNx5NhLrIS6ZgsZcukDfTIr5TJ67vXO8c0cVj4wKZAoaP364EUXVeHV0DlGARp+D8bkszw3F6ByFC7ODvHnLGPW1NVRXVy8ZxKhoBumChixCtdtGo9dBOF2gzmsn6LYQzyg4bRIht42gy8Kbd1RjlUQSiQRdXV1UV1ezc+fO103huRTMQfuhcIq/eaqfQkEh4KtiIpxF0QxaAw6OtgV4sj/MfE6lKejkgyda8DktzKXz/NXTFynEsggC6LpBMqOiGyBLkMkpdI7N0RZ0Mp9TKag6eU3HIkpYZQFdMXDaRH72RBNv2llLNq9yejxJndfGrrqFxbBpt2zK/8rJ/VLhl+UdF4C37Azxp09eJJnT0Q3IKDoFDWIZhYKWJpXXaPTZ2VPn5nce6WdgNs0vv6GFB4+0USgUiMViJYknUOrEBAKBa8rGeT13XGBzZlw2CzeEuCwVCLdagb1SWvzthHLHJHjt+P3u13sxAFkSFhw/81hVVoIruBWxknRrOSy+l9hkiayiY5OLN/pyA4yDn/4eiayCcfl1z33iTSteP8stwlRw60GW5WWH5a8XRFHk7NmzKIrC8ePHr1shsh7i0h5y8p6D9Xz1+YskY1HqdjVzeFcHL8f7uTSXRdMMHtxTh8Mi0zc9z6nxOPGsimbAvAJPzlhpb62hRtMWBDFWV1cTCoWwWCw4LBLvOVCHAOyu97Al6CSeVbDJIse2+Gn2OdAxyORVXhiJ89WXL/HImQmqjAxBXxUPNdS8borOxZhK5PjO2VkUVaNzPMG5iTnSClQ5LbyxKcDF6CTRtMLMfIHRWIag28p920N84FgzNZdDPwuazulL88yemcIiCtzV7uWJvijJvE5OMwCBC1NxvpwpUEDAoNjtsMgSb+4I0hZ0cqI9wL7GKkRBwOq0ct+O0JL7W05MdF0vmS4sFX5pusqVE5cqh5U//bE9/P63+plKFgCwS5BXdFKFPE6rxA8GIuQVjReH50hkVf7jzDQP7q7BarVSV1dHXV1dKRsnGo0uyMYxicx6snHMz/J6OYeWkoptxozLZmFTiUt5kdH1qQcWPGYWC+Va9NWsS29HmLKWdF694hguZZNs/ly73HoNuqyVzksFtwyWk249/OLosuf54nvJ4lm78vc2O8PLzdkt1Qmu3KtuD5TPnGxGQZNKpUodnuPHj19XyZNJXBavhi+HRjHBPYEk247v4OiO4jzQ0S0B8koY9bLu557tIWaSOabjOXwOGbdVJ13QkSUBweqgqj5E3l1PwKqjpuOMjo5y9uxZvF4v1dXVvKE1xJHWnXjsMja5KEf6k8eHCKcKKJpBKq+SLqgksgUSGZVJw8BhldDnMoymRjnREUB+nRSehmEwFEnzTy9fIplTGZ/LMZcpEE3m0QDvZTv2uXSO3GVr6EROYT6vsr3GXZTnzefRdIMajw2rJHJXR4CusTijc1me6p8jq+rFmSCK369VEilkUzQ5Ne7Y5WQgKfHeI03c2VGDy3p1paJ5XSwOvzTPLV3XUZTiPVbTNAShKCk7tsWP32nlUqKAU4Z7tlczO58nkioQyxT4964ZXhlLki0UDRl8jiv3rzwbp729nXw+X+rGjI+PIwjCgm7MatfT65m45HI5NE2rSMWuBmtZiawEUV4dlrNJhuIxNTsuPRMJDIoEqHI8K3i94te/1smj3ZPsaSg6Ay1FOpa61yxFNJa7txxu9TMZzyKLwrKhdpXuyq2L1Qp2szBQVfW6z03MzMzQ09ODLMt0dHRc9+2ZBdpqxEW73CVJJBK8+77jCwojr0MmllH4ft8sQZcVj11iMpFlS9DO/qZattW4+V8/HCGV1xicTfHvnRNkCjr7m7z89J2NHDtWLDbD4XApw8Rms5UC8Xw+H9tqnBQ0jcYqB4/3zRJOFah3GNgNyBoyQbedvKZT47Hy8kicA01VV12Ebwa6J5I8Nxjh+eE4fVNJ8ppBXZWNBq+NiUweQYCgy8J7DtQzmcjzSPc0BQ38Tpmg28axVj8NPjv/1jnFV1++BEYxU+cNHQEQBOp8DvpnU0XCKAp4nUV74kavnd98SweSIOCz6KQSMSKRCPGJc5yZGyllxiwl41sPFndjpqenmZycZOfOnVdIyg40uOmfSSFJEj9+sA6bReL7fWFeHomjagq6rpG9rNTcVbt659Fms1FfX099fT26rpe6MaOjo1d0Y9xu9xXn/euFuJiEsJy4pNNpgIpU7Gqw0kpkeUFRGSJfHvdsr+bR7knu2f5awNZyQZ5mcffQ/gY+/e69fPHpIWLpAlll8wZKK6jgeuCRM5MYFIn48B8/dMXjy91r1kM0To3OYVB0F4tnlSVfs1KIZYXM3Noonzm5XjAMg6GhIYaHh9m3bx8XL15cs4TrWlBeXC5XrOVyOU6fPo0oihw/fvwKNyeXVSKeURiLZembSjKbUgi5LHzoeBMP7avjb58bYySaRdF0ouliuKGqG3zvXJjnhiL8+n1b+emjTTQ3N9Pc3IymaUSjUSKRCD09PaQLOk9N2UiqMsdbvQTdVgZn53EK8ON3NvPC6DxOi8Sbd4Y4P5PmKy+Nk8rX88CujZ8JulpousF0Mo8swmPnZnluaI7haIbZ+TyFyzIJhyxyfzBJm8tFWnDSGnISSys8fn6WzOXC3W6RONBUxY/f0UDXpQTxjMJkPEde1Ri7PE8UdNsIuS20BV2kCxpHW70c3eJnR52bZr9zgfNXyF/Fli1bUBSFWCxWOuamjM8kMtcyMzI5OcnAwAD79++nurr6im7Mg7uCfP9CDEXTeXUszlQizzNDMXIFDYskMp8rSngB/rVrmvt2hGgJrM0KXBRFfD4fPp+Pjo4Ocrkc0WiUWCzG6OgokiQt6MbIsvy6IS7m/WgxcRFF8ZZx09tU4rJS12Qtv+wrA/rFYkozin+bWO7YPdo9iWYU/z7aFgDgLbtrSyniFVTweoXdIpJVdOwW8Yr7wkr3ifXIuMo7leVSseUWCq5mGxXc3DBzRpbD9SQuqqrS09NDMpksuZuNjIxsipNZOXFZColEgtOnTxMKhdizZ8+SBV2Vw4JuGCSzBRKZ4oC9pmt8o2eWC+EsHruEVRZRdQO/w4JNEplJ5VE0SOUNvtUzRbXHyv07QuRUHbtFoqamhpqaGgzDIJ5IMPj8CBfDSaYHe9gmicS8Es21AU5dSpMtaITcVlw2mUuxDEPhNP/4/DjPD8V4x75aDrf4NtSJba3QdJ10XmUwnOFPnxhkJpmn1mdHpDhX0h5y4rSIRNMF3BaBI94sd+5s4ac72omkCii6zt8+O4ooCEiCgSyCwyqRUzT+9tkRHu+LkFc1Qh4LVslOuqCiGwbVbgt3bvHzll01NHhtpZm+lWCxWKitraW2trY0MxKJRBbMjJgkZj0zI8PDw4yMjHDo0CH8/uK87uJuzL4mH+/eV8P3B6L0TCTJKxq5gkpehfTlxVeBogV2Oq/SN51aM3FZDLvdTmNjI42Njei6TjweJxqNcvHixZJcUVVVcrnchjqVXQ+Y1+xi4uJyuW7q/V4Pbpqe6dUM1d6OMI0NYukCBz/9PT7+4I4Fx668qHpof0NJTlOeJv7pd++9bY9fBbcGPvnQ7ivyU77wWP+CwNXFYbblphYvD8eusGRfjHKXsHKsFjpZkbXePrhezmKZTIbTp09jtVo5ceJEaWV7rfkq14qViItpw7x161a2bNmybDG0tdrJ1moXyayCRRJQNJ28atA3nSKRVfj4/VvRDRiOpPE7LUwn89itApPxApphEM+qfL1rim/3zjIWy3Dv9iA/f7IVt01GEAT8Ph8ffdsBYnNxnn65i6mUhQN1Ik49TDglsrfazTv2+0noAsmciqrpjM9lGQyneOZClAd31/Br97YtKwPdSKi6TiytkMgq/D9f62YuqxBwFlPoNR2iGYUdtR5qPVY6qp38+n1tJOeinDp3kQkCfHdMwBXM8ZWXLpFTNO7dEaTJb+f/nppkMpFnJpEjmVXIFHSyiobLKvKOfXV88HgzQ+E0imawu86NVZZWzFRZCeUzIx0dHeTzeSKRCJFIhJGRESRJIhQKUV1dXepSLIZhGAwODjI5OcmRI0eWnbkQRRGr1crOei9f754llk5R47HjslmwW3Xm0ho60FBlpTVgR9GLWXYbAVEUCQQCBAIBtm3bRjabJRqNEo/HOX/+PIODg6VujN/v37DspI1C+ayQiVQqdUsRF8FYaTnpJkOl41LEwU9/rzQ0vDifxTQ38DksuGxyieiYz1/qNRVU8HrA4vktk1Dcs72aU6NzJcLic7ym/zdJiXldmBCgJDNY7XowX2s+rzyHCqjkJN3CKBQKK3Zcnn32WbZv376hlsSRSIQzZ87Q0NDAjh07FhQgp0+fJhgM0tp6/X//PfbYY9x99904ncVVbLPoHB0dZf/+/St+ZtNJaiqR5R9eGEfVDdJ5jWcHo6QLGtUeKx842oTHbqEj5OQvnhpmKJLmZLuf2io7F2ZSZBSdRFYhkiqQV3XcNomt1S5+8a5WDrV46Z9OY2QTzI4OELPX88+981gEAVkWSGULHKuTcZOh1m7QPW8nplronsqSuOxo5rCIvO9IIz93ooWQ++olT6vh1dE5fu+RflJ5lb0Nbn44WFRNhFxFApbKqYjA1hoXDpuM127hHR0WhPgE81Vb+FZfElUvuh5ejKRxWmUCTgtWSaR3Mkksq2KRBDw2CadVRhbh6BY//+UtWzeFlAGlLoU5j5TNZvH7/aVujMvlwjAMzp8/TzQa5Y477liTw1UkXeBTj/RxfiqJJIoYwNaQg9G5LNG0yqFGNz6Hhb6ZNEdbvfyn+7Zgs8gbLukyDIOnnnqKY8eOlWRl0WiUXC6Hz+cjFAoRCARwOp03nBykUilOnz7NPffcU/rZk08+yW/+5m9y4cKFG75/G4GbiyouwlKSjNuZsCyGACX76MOtfk6NzpVWlMvdxUw4LBIBl7UiYangdYdf/1on3zwzCbyWqWKS8VOjczz3iTeVZrpMIlPenT3c6l9AXOwWsSSVWO16WNwNLrc89l1296lcU7cmNlMqZhgGIyMjDA4Osnv3bhobG694znpsiq8V5dvSNI3u7u6SbG0ld6Jy+9t6r4P/+sA2NN1gIp6lbyZFfi6Lrhk80RfFIgn82ME6/E4LNlmi3uvgo/e28Z1zs/zfU5OIgsCuejcFVad7Yp5XRxNsrY7QPZHkyXMTKLkc9+9poMXrw27JMB7LEM2oCICKyPaaEMe3B7lDyPBY7xS9mkKVVUBHIKPq/HvnJLFUnvccbOCOFi8W6eoL3kS2wJP9EZJZFasEp8aT7GusonMszmgsiwHMzhc4tsVHLKPwy2/YQlbR+MrLl8gWVDTDYDaZx2nkeKI3hydYSyyeJa/qpHIqI3NJFNXAY9NIZgsYQEvAgSersrvOxc46D4eavRxu8QGrm0tsJMq7FDt27CCTyZS6MRcuXMBut5esjw8fPlwiw6sh5LLSGnDQO5Ek6JJ5654a3rKrmj9/cpjO8QQ2q4W9jVX0zaYZiWW5GMmwrbr43mbXYXH34Wpg3gMsFgsul4tgMAgUO6MmiRkaGsJqtRIKhQgGg/h8viuyVDYDy2W43AykaqNwUxOXijRsaZTbt5rHaDqRLVkel68Kp/NqqZArT/8GKse0gtcNHu2eLP37I/d28PJwjMl4FrtFKp3X5fNfZqfRDII0Z8IEilaiy8nDFmNxl+fgp78HUDLHuN27v7c7ZFneEOKiaRpnz54lGo1y55134vP5lnze9TYDKIcoimiaVhrClyRpgWxtKZRndZhFo0USsEjQUe3mo/e28f2+CM0+G4m8RrqgYZEltte6OdLq5807QwiCQLPPQXvISbPfwY8erKdvJsWnvtWPpusIAnyrc5SROQ1dEBh7ZYY7WvKcaC+6AOpGce7BIgrYZBHJ5qCuppqfqm8hUD+JrGaZicb4h+7c5S5QmBeGY7QEnPzRe3bR6Fu9qJ5O5sgpGo90T/PYuVnagi7C6TznJlMYQJVdRtF0nr8YQxREJBEkUaA14OS/v2cXNlmioOp88pvniaXz7K6vQtE0JucSnM8YYLFiS87jd1rw2CQyebBJIlYJWoIOdtS60XSDt++p4UCTF6dVuqmKUqfTSUtLCy0tLeTzeTo7O8nlcgiCwIsvvlhKtg+FQtjty0u88orGY+fCzGVV2qud/PzJVgRB4IPHmjnW5ucNHQGmk3kcZ8MIokiD34V82Sp7LeGXa0V59sziz+l0OkvmEXNzc0SjUfr7+ykUCvj9/pKsbLMG42/18Em4yYlLZch1aSzuPJna/XJyUr4qbK5Iw2sys4odcgWvJ5jzWg/tb+ADx1v5wmP9GIBNFksD+em8is9hKZGJ8oWP8nvJWs/7h18cXRDcCq91eZ4ZCG+aDKOCmxcbMeOSzWbp7OxEFEVOnDixYiG32cQlmUwyODhIdXU1u3fvXrboMwyj1GkxX7tUIf2WXTW8ZVcNr47G+erL4xRUg2+cmSKRU3lwd00pMHFfYxVba1zYZBFREDi6xc9fvm8vM4kM//xsH7GMht0qkNNAFESqHBYe2FXDhZk00YEIig6D4QwjsSzfOx/mWJuf9xyoo2cqTbPPgSPYwLbaMOH5PA5ZZ3ROJZJK8sv/36t84R1tdDTXYbFYMAyDc1Mpzk/Pc3o8TjKr0nbZ1Wt8LkPneBLNgIvRHG6riHp58VDRNGRJQtN0dFEn4LRS5ZDJKjoXZtPsbahiNJbhYiQDCASdMs1iingcxtMSFFTyqkE4lcdmkdhe7WRPQzVv21NLwGWlvdqJJAg3FVlZCoqicObMGWRZ5g1veAOSJJFKpYhEIkxOTtLX14fb7S6RGK/Xu+AzKbqByyYRSxmMx3L85//bw5FWPz92qIGDzUUr/L6ZFF67hUa/HZfdgsXyWmbMauGXa+3GmK9b6XibMz6hUKgU+BiNRgmHw1y4cAGHw1EiMddqK70SliIuqVSqQlyuFWudVSkv0CvzLa9hNVcjE0sN7efVzZEZVFDBtaLczvsv3n+Iv3j/oWWfa4ZFNvocVwRBHm71XzFgvxaYwa3ljmLl77PWnJgKXr9YS5bLtRCJWCxGV1cXNTU1KxIDE2YXZDNgziRs376d1tbWZY+FubpdXtytdtyq7DIOq8RoLIUsCjT6HexvqMIwDPKXHcTsski6oOG0SoiCQINL5Fz3AOPzBoZkYUe1iz11Lu7qCNJR7SKZU/npY030zaQYm8uhGqCqBmDw/MUYI5E04XQBgaJ7lyyARRawWywgaOgGjCY0futbg+z1DfC2bR4u5p383ak46YKGbuhIoshcVsHvtBBJKSWVg0BRiu2xy3isEm3VTuqqHIgiaJpBlaM4z6LpBtOJHAMzKSQRYukCmm4wdGmGMYtMVLGQLRSQJZF0QUHXi8dzW42bX3xDK9Vu2wpH9eZCPp/n9OnTOBwO9u3bVyqmPR4PHo+HtrY2CoVCyeK6s7MTQRBKxX8wGMRts/Bbb9nK7z7Sx2wqT2pERRSKAZXbaorD5ne2+jAMaPDacVheK9jXEn4Ja5OULddxWQ6CIOByuXC5XLS0tKCqaqkbc/78eVRVXdCNWWmxYr1YKhA3k8msaabo9YIbQlzWKgErLwIWv+Z2LhDKj8XLw7GSc1g0XVjQeSknNeVD+5U5lwpeDzBnWr55ZvIK0rI47X6p7qx57ptdE2BdstOlujRLLaSUoyJvvb1wLVKxsbEx+vv72bFjB83NzWtaPb9eLmblMIfwC4VCyTlspeeaxeB6Zgm217r52Js7eLRnhlhG4SfuaKDJ7+DfO6fovBSnPegip2oMRzJsr3Hz7l0ezvZ0s62xjsN5gZ6JJHe1B/jwG1oxDIMv/XCEp/ujtIecfOKBrfzHmSnmMgV6L82j6GARIeS2YbNIpPIaU4kcGQOEAuRVA72MgCQ0KxHRieGu4tzwNPPZAgYCVTYIeay8Y28NLQEXn/pWH5IAVkkg4JTJaUVCtr/Ji6YbvPtAPVurnfzNs6Nciud41/5a9tZ7+JMnhuibTmERBeZzCnnFIJ4Bp80AQ8Vtk9kScjI7n8dllXlwdw3vPdxA0HX9DAQ2GtlsllOnTuHz+VYk5FardUEoZCKRIBKJMDw8TG9vL16vl964laxSnFsKOK3UVln5t85JMorOT93ZQCav43daqPeuTOoW2y2Xn7urScrKpY9XA1mWS8GphmGQTqeJRCLMzMwwMDCA0+kskRiv13tN3RhN065wOjPtkG8V3BDislYJ2HJSj8WP3W4FwuFWP9OJLIdb/aWslu6JBEBp1mXxcbkaqUwFFdwoPPzi6IqPL+40Lv6/SSzSebVEWhwWcV2E3XzPh18c5a4/fnLBvWe5oNyKvPX2wtV0XHRd59y5c8zOznL48GECgcB13d56UJ4d43K51jyEfzVFXbXbxoeONwOvmSAMRdJ0X0ry/FCMbEEnp6r88MIs3z2l8wsnm9m1czu/0aYyFMmwJfjazEAypxLNFDAiBqlCgA8eb+YrL15CENPY5WJAY73XxgON1cwksvzHmRnmMiqyRDFB3iETcFs43urnQjhNRjX49mCOXe2NOKuyNLkE2t0FCvMxLKlBrJIflwRWScTvlFEMg8JlNcPLI3OIgkCN28qfTc8zFstS7baRLeg4bTJOi8SleBZV1VBUAw3AKO7HXR0BtlW7+bE7GsgpOtUeK/LrIPSwHKlUilOnTlFbW8uOHTvWfF6Ioojf78fv95dsiF8ZmOCfu8aZzxnYRQGXqNI9NsdMWkXVDLrGE2QKGrIE92wN8V8e2Ip1DQYLq3VjzMUBk4yrqrph0i5BEHC73bjd7lLI59zcHJFIhLNnz6JpGoFAoERkFge7roalOi4VqdgGYK3uYIuL7fLXlBfvtxueGQijGfD4uWlEQUAzDBp9dtJ5jbxa/KVmDiVXsiUqeD2i3A3vXQcaSv9ea6e13PVLEkAzIOCyXdU1sDi3ZaUFk8p1dmthLVKxXC635vczB5V1XefEiRPrHti9nq5i2WyW06dPY7FYOHHiBKdPn152W9dKWkyUv04QBH7kYD1WSeDF4RgXI1kKKhRUGNElvjmY5a59ClV2C/saPIzGMjxxPsyueg+/eFex8zIey/Kvp6e4FM8yn1VQdB0ZgbyqcyGcofNSElXTafTZcViK+TKpvIpFFmn2OZlM5FB0ncHZNKfGEnyjB9pDDu65v4PJeJ47drcxn0rxlRfH2OUr0GTTqK2SyAh25lWJ5oCL3sl57BaRVEGjfzqFpkNHtczLo3PkFI28qmPoOhg6rQEbczkdmyzyowcb+OW7t1x1zsrNgEQiQWdnJ83NzbS3t1/TDI7D4eD7YyrhLBgI1Put+OwCiUwGh65jSBKZvEEiq4EgcH56fkUHwJWwuBtT/kfTNPL5PIIglAjMRs6nWCyWBcGq5TNA/f39JRezYDBIVVXVqttebjjfDPq8FXBTT5euVASYDkJmKvztVCyY5CSrlP9SEXDZZOJZBUkoPrZUAF/QZeXsZKI0N1BBBTcjyudTTo3OlUi4SSI+9Y1eYHlnPNNVDIqD/eXGFVezL+UOfebPKqhgPVIxM20+EAiwd+/eq7JKvV4dl3g8zunTpxfM2ixFktY6hH+12Frt4qP3tfOjB+v402+f4dSkhs1qwe2w0uRzlOyKnxqI8MePXSCeUWgLufiHDx7EYZWJZRTSeY1soRhQ6LPL7Kr3gCDQFnRyejyBouq8fU8Nzw3PEU+rNAcc6Dr0TCbJFTRag07qvXbmZzMATCfyfPEHw1yKZ6mrcrCvsYqXJ3KE3Hb+/qd2U0gnuTA+xXf7Y0Rm4hiKlUhOoNZjJVvQyGs656dTnJuaZzKRo96m0urUeNPeBt53rIOcWpQ6XYsV882AaDTKmTNn2Lp1Ky0tLdf8fumCSvdEEp2iS5ymi8zmRQqGHY9LwCnrqAUFraBRZRfZ7jVIJxNYrnHwfTGJyWQyXLhwoUQsFndjNsJu2YQgCFfMAMViMaLRKD09PRiGsaAbs5TD31LEJZvN0tTUtCH7eDPgpiYuy8F0EBJgSVnUrQ6bLJFVdBxLZFGYxd4zA+EFXRez4DOzLB7tvnJuoIIKbhaYixbmbJZ5jX/k3g5+9+vFmZXlnPFMkg5FF7ByV72r3Rfz+nm0e5JPv3vvmmfzzBm0ykLBrYm1EomJiQnOnTu3atr8Rm1vPZicnOTs2bNs27ZtwRD+YuJyNUP4VwNVUZgeOsdPbBX5mTfsJ+Bx4LRKOK1Safj64ZfGmUrkAbDKAqIgUF9lQzcMHFYRhyJi0wXqvHbevreW2io7PrvM8S1+vvrKJb59dpapRB7NMNjfVMOe+irOTCRRdIPDLV7euruGP/j2ALPJPIZgMD6XJZXXKWhZajxWMAximQKfeWwEt01iJCYwFrOSUzRUrYAOxOZnUTXAALdFwue00GovsMeZ5Effs4+tjSFEQaBqw4/g5mNmZobe3l527dpFQ0PD6i9YA1TNwHfZDloSYTKZQzeKc0QFTaJgl0jkDBRRZHeDm4faZXp6etB1nWAwWBryX8m+ezXkcjk6Ozuprq5mx44dJdK+0XbLy8FqtVJXV0ddXR2GYZBMJolGo1y6dInz58/j8XhKn9Xj8RQNIJZxFavMuFwHUfWqAgAAinhJREFUrGfY3nQQclgkCqp228nFygeTF+v603mVZwbCQLFoKy/4zFVjVTd4aP/G3FwqqOB6Yqnwxy881l+yJV4KGx0Oud6FknJpmTlzVlkoeH1iLVKxlYbldV2nv7+fiYkJDh48SHV19TXtz0ZKxQzD4MKFC4yNjXHo0CFCodCy2yov2MzHrgfS6TSdnZ14PB7uWKErFXBacdskmvwOPv8ju8kqGs8Nxbg0lyNT0NAMgy0BBx842kxHyMmfPzVMXtG4c4uP3skk6YKGLBYznWbnC1TZszT6bOQUnbym81c/GMZhlXDaJOYyCh67jNVSHMTvm0mRLBiAxosjc7htMqqmo142KLBZwCqLHGmpwikoxOcz3FMzj88hYRFh3759BIPBm97KeK2YmJigv7+fffv2UVNTs2Hva5NF6r12CqpOVtG4GEljkQQONXu5qyNAMqvwxPkwlxI5qv1uDh/cViruI5EIY2NjnD17Fq/XWyIxZnG/FqTTaU6dOkVdXR3btm27wj65fMB/Malfr93yWiAIAl6vF6/XS3t7e8mRLRqN0tXVhSAIBINBstksXq/3is9SmXG5DljPsL1ZzKTzKllFK4XL3S5YTkJnEjooDiJLAiVSZxZ8im4gAEfb1j4QWkEF1wNrWaxY6lwvJ+6L3b2+8Fg/eVXDt46QydVgXlc+hwW4cn5sMcrJVnnHpYJbDyt1QAqFAmfOnCGfz3PixIkNWfHcqI6Lqqp0d3eTSqU4fvz4kkWNSVw2ap5lNcRiMc6cOUNTUxNbt25dcTufeOs2nhuKcbTNR32Vg5lkHqdVwuOQ0SlaELeFXNy9NchoNMNYLENe1dnT4MHrsKAbBrIoMJ9TeeZClJeG53BaRWRJ5IlzYSQJajx2dMOgpsrG+4804rJJzM7n+UbXNAJFSfaueg+1HhuSAC6rjN8h0+h30BxwsrPOjdsmoygKnZ2d5PN5nE4nZ86cwWazlVymrmemx/XG6OgoFy9e5ODBg+symVgJpknDSCSL3yETtUlsCTpwWyVSBQ2LJDCVyDMUSXMpniNV0Hi6P8rH3rwVsay47+joIJ/PE4lEiEQijIyMlLJWqqurCQQCV7hvmTANBhobG+no6FjyXNxIu+WrwWJHNrMbE4lESCQSJBIJVFVF07TrSlxGRkb4zGc+w5NPPsn09DQNDQ184AMf4JOf/OSCbld3dze/+qu/yiuvvEJ1dTUf/ehH+a//9b9e1TZvGuKyHjces5j59a918siZSWLpwoqFxO2Ccl0/FOdcliJ1BrefvK6Cmw9m52S1MNSlcosW23wvDoi82kH8pWAagdyzvZpTo3OrLrAsJlunRucqCwW3KJabcZmfn+f06dN4PB6OHz++bIG0XmwEcSkfwj9+/PiyUhozM2YzSMvk5CTnz59nx44da9Lih9w23n2gvvT/2iobv3hXK6m8SjyjcDGSZmedB7dNYmuNi/t3VpPMqbxjXx3VHhvJnErXWJzO8QSqboCqkyloWCSwyTItPifH23x0jifZWefmp+5s4m+eHaV3cp77d4bom0mz7fL7dl1KcH46RSyjkFN10qrOm3ZW47bJJamR3W7n8OHDpe/PLDDLpU3V1dXLzi3cbDAMg6GhIS5dusQdd9xxxQr/tbzvX/9gmH85NYmm63RUO0nlNU6NJ3BZJOwWkVOjCYbCaeYyCslccZZJNQwMg6KfdRlsNhuNjY00Njai6zrxeLwUCJnNZvH7/aVujLmwMD8/z6lTp9ZtMLAeu+WN7saIoojP58Pn85FKpfB6vVitVv71X/+Vz372s1gsFr785S/jcrm4//77N+z7Aujr60PXdf7X//pfbN26ld7eXj784Q+TTqf5whe+AEAymeSBBx7g/vvv50tf+hI9PT38/M//PD6fj1/6pV9a9zYF42ptGG4CmEWLiXcdqOjITSy1mv3wi6MlYrNRq9EVVHC12Pbfvo2iG1hEgU+9a8+C83WpDKdGn+OKWZXyc/qe7dUlmeRGnt/mfcaUnS3XJVrqmit/7bXM2VRwY2AYBoVCYdnH5+bmOHPmDPfee2/pZ9PT0/T09NDW1rbsau3VIh6P09nZyX333XdVr5+bm6Ozs5Pa2lp27dq1bOFkGAa9vb1omsa2bduw2WzXhbSYBfD4+Dj79+8nGAxu+DYAdMO43GV57fOORjP872dHkESBgdkUk4k81W4rkiiyv7GKn7+rhQszaXbWuanx2PjnVy/x8kicKrtMOFUg5LYCAkPhFC5rcdW9bzqFIcBbdlXTUmXBmx5nW2No2WNdLm0Kh8OlotPsxjidzptOUmYYBn19fYTDYe64444NXckfDKf4xa90EU4pCALYJJBEAVUHn9NCg9eOphs4ZBFZEhgMZ5AlgV++ews/dmh9Xe1MJlPqxsRiMRwOBx6Ph0gkwpYtW2hvb9+wz7W4G2OW3dejG3P69GkaGhqoq6sDigsVd999N/v37+fcuXMMDAzwpS99iV/4hV/YkO0thT/5kz/hi1/8IhcvXgTgi1/8Ip/85CeZnp4uEfNPfOITfP3rX6evr2/d73/TdFzWA7NAONzqJ51XS6usjywRVHe7ojyDYtfvfoecovPOAw10feqBG71rFdyGWIo0q5dT3xTdKHVfzE7GShlOiwmC+dxTo3PX5fwudzgr72guxlJy10quy62N8g6IGdw4MjLC/v37qa2tva7bWy9Mg4Dt27fT2ro8qTdlLqFQiKGhIZ599ln8fn+pmF6vhfNy0DSNs2fPkkwmufPOO6+rBl8UigP85WgNOvnDd++moOl8+YVxZufzHGr28upYnK01Luo8NnwOC9rl+9Q79tVxdjJJ53gCiySyr6GKRr8dl02kyedgIp7l/HQKDOibmOPUQJZ37QmybcdOXhyOY5EEWoMO/E5ryUFMWCRtyuVyJRIzNDR000nKdF1f8J1t1LkwEs0wncxjlwWa/A7iWQVzSV0WRXbWujjS6uNgk5evd0/zwsUYLX4H/+PH9lDtsdHoW3/yvNPppKWlpZRsPz4+ztDQEJIkMTIyQjKZLHVjrjXZ/lrCL9eLxcP5drudRCLBxz72MU6ePMno6Oh17+olEokF0sEXXniBe+65Z8F2H3zwQT73uc8xNze3bqvmm4a4/PrXOtfsvmMWCABdn3qAXb/7HbKKjt3y+tSJrhdrNTJ4+MXRBanhj5wpWkdXgigr2GyUz1+Zhf07DzTwzTOTQNHiu3yQvtxMAljQrVicq5LOq/gclutGDsodzhZ/hnIsRVIquS63NmRZRlVVVFXlzJkzpNNpjh8/vmJw47XgaoiLYRgMDAwwPj6+5BD+4ueaw8ahUIiamhqy2SzhcJhwOMzAwAAul4uamhqqq6vXNexcjkKhQFdXFwBHjx69ofIoqyTycyebUTQDh0Xi3u0h7BaR+bzK3z03RlbR+NDxZmo8NnQEUnmNZr+F+3eF2FrtpsXv4OGXLpFTde5qDxCy6+RiM0zZq2hvaWBgNs2/dU0yl1Gossscb/Pzk0eWlsPZ7Xaamppoamq66SRlmqbR3d1NPp/nyJEj6w5GXA7h+Tx/+dQw56fn2ddUxcfv7+A3//UsM/MFXDYZj00mnC7w3MU5EjmVSKpAOq8RThXYVuvCbbNc8z7Mz88zPDxckiqmUinC4TCTk5P09fXhdrtLJMbr9V5TF6x8Nsacg1kp/HK93ZjlclxMKdxKixYbgcHBQf7yL/+yJBODYhe6ra1twfPMhZ3p6enXH3Exi/DJeBaDtbnvLC4QPvnQ7ttqVXNx4bYcEfnCY/0l0gLF2ZbFK9sVVLAZKJ+/Mq/Tv3j/IZ4ZCBPPKthkaQE5Ke+k/O7Xe/nCY/2lTk15+KxJiBp9jut+Pi/1GcpRISm3HyRJwjAMXnjhBex2OydOnMBiufZCajmIoliSmqyleConVKsZBCw3hO9wOEor04qilDoCY2NjSJJU6ggEAoE1FVipVIquri6qqqrYs2fPVeXZbDRkUUS+vOvOy7Kv+ZxGLF0gq+jE0sV7zK/c3YrfYSHksRJ0FYmD12HBZZeQFIF7myWmJ6axt7cwPZbjh4NRfvrOJmqr7OQUnUxeYzqZZzSWodptw24RmYjnCLqspe2akCRpQTChKSkbHR0tuWVtlqRMUZQS0Tx8+PCGnOOGYaAbcGE2xUgsQ17VKKg6F2ZTZC7n8BiGwaHmKmbmCyiqTq6gEZ7PY5FFjrT6cFmvvYSNxWJ0dXWxffv20nyVmaVS7t4ViUTo7OxEEIQSiQkGg9d0LMzrZaXwy/LnrqUbs5i4GIZxVcP5n/jEJ/jc5z634nPOnz/Pzp07S/+fmJjgrW99K+9973v58Ic/vK7trQc3nLiYxYnDIlJQdR7a37BqR2FxgfDycIzpRJaXh2O3ReFQTtzW4sZmHluTxGyERWwFFawGs4ta57Uzncjx0P6GUscPitdxuUPYYnzk3o5Sx7CcbD8zEEYz4JmB8Iqvvx5w2eQlbcgrXcxbE6sVg3NzRfOTYDDIrl27rvs8glmQaJq26sB/JpPh9OnT2Gy2VQlVeadlpSF8i8WywMlobm6OcDjMuXPnUFW15NgUCoWW3F40GqW7u5vm5uYNn//ZaDR4bfzE4UZyisau+mLR1+x38p/f1M7Dr1zir54e4cfvaGBnnZuTbX7++YUh/nY8Tyjgo17WsUkCp8YS5BSdX7t3Cz2TSU6NJNB0g796epgddW62V7t49Ows7SEnv3iyhclEHo9dxutYeOxupKSsUChw+vRprFYrBw4cuCaimS2o9EzOk8yqDIVTzKYKDMymSOdVTrYH2F3v4WuvTqIZBpJQlPjdt6Oa7TUudGAykaNncp6A08LxtsA1nz+RSITu7m527ty5bP7MYveuRCJBJBJheHiY3t7eEoE0B/yvtRuznN3yWrsxi4lLJpPBMIx1d4F/8zd/k5/92Z9d8Tnlc0CTk5Pcd999nDx5kr/5m79Z8Ly6ujpmZmYW/Mz8vzmLsx7ccOKy1LDrwU9/r+Q2BMt3FEw82j15W2UllM+vrCSTWVzUVYqrCq43zCI+6LLSPZEAYCKeA4rX51pcuUyYj5d3OR5+cZREWYbLZnY5lup0Hm71l+4/lS7mrQlBEFjsYWMYBsPDwwwNFc+Ftra2TSnC10pczCH8uro6du7cuWIhW77Cux7nMFEUSwneO3bsYH5+nnA4XOoILJ6LmZiYoK+vb0NDCq8nBEFgX+PCeMhMQeNvnxvh3zqnsMkSd7Z62V7jJDk7gaQXqAn5sFst1FXZmEsrTMazzOdU6qtsvDgyRzhVoMFrw2mVyBY0ckrxT3i+wFdfmeCl4TlaAg4+el97KWwTrjQX2CxJmelA5/F42Lt371URIv2y49fpsQR/9/woM8kcQVcxLHQkmiGr6FTZJe7qCDAzn0cWBbbXuHHaRBq8Dg41V1HttvHKaJx0XuXDd7egafDQvmubIQuHw3R3d7N7927q6+tXfwHFc97v9+P3+9m2bRvZbLY04D80NITVai11YwKBwDWRvOXsllcLv9Q0bcH3lE6nAdbdcTGv3bVgYmKC++67j8OHD/MP//APV5wnJ06c4JOf/CSKopQWNB5//HF27NixbpkY3GSuYuYAr6kj9zksuGzyio5CZpF0djJx26VTr8exqNzQ4NToXIXAVHBdsNjpD6DRd2XH5SP3dvB/XhkvkRvzWl/sgld+zoJRIkEC8Jn3rJxgv9FYyulMEoqhlJIAn3735u5PBZuDQqGwgLioqkpvby/xeJxDhw7x8ssvc+LEiU0JeDMMg8cee4w3vvGNyw5Gm6naO3bsoKWlZcX3Kg/NMy1aNwLlczFzc3OlWSBzhuBm7rSshJFoht99pI/uiQR2WeKTD3ZQr04RTxdo37mbkMdJJK2g6Dpf/MEIZy4l2RJy8O799Xy/L8xcVuH4Fh+yKHLnFj97Gzz0z6T4ztlZfnghylxWYWu1i8/9yC4iKQWnTUIAvt8XJpnT+OmjjdR6bIzNZfHaLbhsUmnQH1Z2KVtvR8AMYKyurmbnzp3r+s4yBZXzU/OcnZrnzKUkmmHQM5EkmVXwOa0ca/OzvcbFE+fDhNMFgi4rexs85BSDeFbhob01PN4XZjSW5f4dIXbUuHn4lUtIgsDPnmjhWNu1hY7Pzs7S09PD3r17N8xEQ9M05ubmSse+UCgQCARKRGajjAzgygF/8/6k6zrPP/88J06cwGazIYoiFy9e5PDhw+Tz+esiy5yYmODee++ltbWVL3/5ywu2YXZTEokEO3bs4IEHHuC3fuu36O3t5ed//uf5sz/7s6uyQ77hHZdylA/wSkKxY2D+fKmOglk8TCeyt13RYHZbHBZxyUC8xfKVzz56jqyil4rKyupwBRuF8nOtXN4FS1uUm+fd73y9t/SzvKoTzy7sxJRf39qi5RWvw3LDSEv5/q1lIaAiJbt1kMlk6OzsRJblUnGwUaGQa4EgCMtuzzAM+vv7mZiY4I477ljRWrhcggJsqLQIXpuLaWxspLu7u+QyNDg4yPDw8LrnYm4WNPntvH1PDXPpAlV2CaIjvJgW+e64SO70Wd62t5aP3NOK3SJz77YgM/M53FaZE+1+DjV7CbosfPfcLN/pnSWn6hxp9XGgycvLI3E8dgmLLLK3oYrHzoV5YThGTtGp9diIZxWSOZVDTVXMuPP886sTDIXTGAa8+0AdB5ur8NgstAQcGyIpSyaTnD59mqampjVJ+spnrlJ5lT/4dj8vDcdJZAuIgoBNFsipBjZZ5MFd1exrqqIt6CKZ03hpJEYio/L9vgiGAfVVNrouJRmPZZlN5vl+X4TnL8aIpRW21bho8l+bw9f09DRnz55l37591NTUXNN7lcMMtwyFQuzYsYN0Ok0kEmFmZob+/n6cTmeJQHq93ms675fqxqiqWnIMEwQBVVURBIH5+XlcLtd1u84ef/xxBgcHGRwcvCKDyby/eL1evve97/Grv/qrHD58mFAoxO/93u9dFWmBm4y4lA+/lucwrJRQbRZJX3x6aEFK9a3eeTFJniQUgybNgs8skkybaPPnWUUvvVYSlh4urqCC9cA812LpPFlF5wuP9ZfsiJfLZCm/lvc3eksdF5ssEnBZF5yXZmejXHYGYBGF0qLGZmHxLNl6JGprmUOr4OaFKRWLRqN0dXVRX1+/QH4lSVJJe74ZWIq4mEP4mUyG48ePrzqEfzXSsPUin8/T1dWFKIqcPHkSq9W6YC7m/PnzKIqy6lzMzQRZFHn/nU3cv9VDz5kz1IQCjM46mEqMk1MNvvLSOGcuJdhV5yGRUxiOZBkKZ3h6IMpPHmkEoCPkor3axc66YoduIp5lKpGjo8bN/TtDHGj08t1zs8iiiECx2LdZJAqpApf+//bePD6q+t7/f04mk4Xse0gIIQn7kh0BUURLQUVItLWtt+79qqUuP1ut+q21Xru53tarvaXa2yv269VaZXFBxQUQF6iSlQBJIJAQSDKZ7Ntk1vP7I57DzGQmmawzmXyej4cP4OTMnM85Zya+X+f9fr/eHX3UtfVxStfLuXY9Zgle/foc/yxuIDF8wBZYrVJhsloJUKu5eG40AeoZhCVmkL9gMRW1Wrr6uzh8sJxgP4mEuChSZ8YTHzdw7Vt6jZj7uqk8OjCHaM6cOU6vg8UqcfBUGw2d/bx/VIskwb9vnE9iRDAvfFZL2dlO+oxmLFbQaFQsS45Ab7SQPSuChTND2VHSRGrMDGZFBRETEoDBLKHrNaI3mAfW7j/wmQwL9KexU0+Av5pFM8P48Zo5JEeOPnMhu4RlZWUN6a43VlQqFaGhoYSGhjJnzhxMJhNtbW3odDrKysqQJImYmBhF6IzVIc7Pz4/6+nq0Wi25ubkEBQUp2ZgPPviAvr4+zGbzhHy/br755mF7YQAyMzP57LPPxuWYXiVcRlqvbvvk01bEvFPW4PPlULKz0pKkCFp7jeSlRrH6ib2KYIkM1tg14Qdr/BTxsjEzya5BWiAYKbZW245hj20Plu1n0tEF7+27L1Ia+NfMj+O563KU19gKmDNtfYBny7HGMo9FzHKZ2kiSRF1dHdXV1SxcuJCUlBS7n09mxgUGghS5vAvsm/BXrlzpVhP+RIuWnp4eSkpKiIqKYvHixXbuSSPpi/FGOjo6qCgtYfY3BgMxKf00dBnYV91Kv8lCdXMvRxq60fhBgEaNxQI1uh76TRaCNGpyZ0eyLDkcf7+Ba99rsKA3WfD3UzEvLpTokACuyZ7JqrRozJKVpk4DDR16KrUBBPqr+Z8v62nrM7JkZhjxYYF095s5095Ph97E2XY9PQYLfUYLJovEpydaCPRXo1GryEwOp7HLQJDGDxUxGIxG/FsMJJ2uYXnUMXTWUPafsxJs1fPTb88ndbb957y1x8DJlj4WJoTS3mfinSNaTjT3cKqlDz8VfHi8hZyUCD6ubKHXYCE2RIPeaCE5cgbdehMZcSHcsWYO//1FHZ39JuJCNVyTlUj+7Ei69CZePlTPsaYuEsIDCfD3Q9drwipJhAZpmBM9gzsumsPcuNGXY547d46qqiqysrImbNCpKzQaDQkJCSQkJNiV8505c0ZxiJNFzGgsxk+dOkV9fT35+flKyaparebdd9/lD3/4A08++aTXPxQYCV4lXJzh6mmt7Xa5v0POuAT4+/n8E07ZWelMWx+lj65XegtsBYvtudtaRosnwIKxYCta1KoBISw/KLBF7lcL1qjtps7bfvaK6tqxSHzTw3I+O/HLXRUEa9ToTRaXn+nJxPahiij9ml5UVFSg1WrJz8932kjq7+8/qcLFVii1tbVRUlJCUlISCxYsmJAm/JEiN4nPnj2b9PR0l8dRqVSEh4cTHh5ORkaG03kxsogJDw/3ir6Y5uZmKioqmDdvniJgZ0YE83jhYk7qenj3iJZTut5vSr/8WZEWyf7qNvafaGNFaisafz/OdvSzdn4MyZHB9BrNzI4J5nt5ybT0GIkMHgjJgjRq4sMC+O8vz/DV6TaiZmi4+cLZJIYF8eLndZitEmFB/jx1zRLOtuup1nZz4GQbB0+1ERLgh58Kug0WgtR+qP3AbLHS3NXP8cYeNGo/ZkUGEhzgj16lxhIayYWrZ/M/e49ytLmLQD/47Mgp+vV9SkkZKhW/fq+aSm0Pm5clcvOqFObEzCDQX4XZKqEC8lIjUKv8AAmLVUKj9iMlcQY9/Waqdb00dRv5sqaN0y19qIBFiaEEBaipbe2jz2jhlgtn8/KhemJCNFy+JIF9VS34q1WsnRfLgoRQImeMPvCur6/nxIkTZGdn2w1G9ASODnEGg0Fp8K+trVVKzuRSyuHcA2trazlz5gx5eXl2fXYffPABt9xyCy+//DLXXnvtRJ/WpOJ1wsV2EOUFadF2pWC2QYIc4Dz61kCd/PUrU3nuuhzlqe10e8LpzJ3NFtvAS7aPzksdW4ObYPrg2Jgu95w4lmU6++4F+vvZTZ+H86WKjtmILWszlN4XvcniccHiDEfx5UzIOGvkFw8KpiZxcXFkZGS4nJ492RkX+XhyE76zLJAtspWqvMaJFC319fVUV1ePyKlJxtW8mOLi4lHNixlv5OB36dKlTnsj5saFcu9loRjMFiqbukkMC6Khy0CVthcV0Ge28uqXZ9B2Gyg508GcmGCONPSQETeDRYlhfHqilTPtfdy6ajYHT7VxqLaDr2rbqW0ZyDiHBDXw202LeHTjAj490crliwfWMCsqmGON3dS16gnSqFk+J5KCZYlUabvJnh1JbWsf75Rrae8zolapiA7R8N3cZLJmRfA/B+vQ9Rh5r7iWGaYuUqJDaNVb+KozkKhWPWWnygjyg4TYaJo7+ug3DmSHQgL9uePiVCRpoD+x32QhOiQAk8XKFYvjqWjoZl5CCAviQ3m9uAFJGuh9efXrs7T3GdGbJBo7DTR2Gvj0RCt9RgvfWhhLZLCGQH81CxNCyUmJwN9PZWc+MBrOnDlDTU0Nubm5AyLMywgMDCQ5OZnk5GSllLKlpYUTJ06g1+uJiopSsjGOJaB1dXWcPn2a/Px8O7vjvXv3cuONN/Liiy/y3e9+d7JPacLxOuFia20sP41VwaAGdMf+FtuAYDoMglszP04psQH3ztm2/8X2KbdAMBxy9kQeBCl/9xw/Q7ZBuq0dt7wdGDRo0rasbMvaDKWsMVjjN6xb3mRi63IG58WXM2Eib5N79lxZlgu8n5kzZw4pTCa7x0WlUlFfX09nZ+eIm/DH0znM8TjV1dU0NjaSm5s7KotTW1zNi/FEX4wkSZw8eVIxPRgu+A30V5M1a2CfhIggnrt2GWo1GM0SHxzV0mu0cELXyydVLZisEid1vZgtEkcaOqlv70PbZUTb1U9Xv5noGRqaAtS09xopre+iuaufNfNiWZUerZSanWnT80lVC90GM99aGMeGRXG8f7SZ+QkhxIUG8j9fnqFa20N0iIbVGVFcuiCOWZFBvH9US2uPkeMNHfS1W3ji2hySGoz87cszlDf109SrITQwkrSoAApDAlif3E1Nq4Hs4FZqa/3p9w9F5R/I/IRQZXhm0ZlOWntNZM6KYN3CWE7qeukzWpih8aPXZKW4vhOVBCo/FbuPNjM/PhSTxYraD1bNiSIzOZxgjZrokLH1fMjU1tZy+vRpcnNziYiIGJf3nEgcSyn7+vqUbMyJEycIDg5WRExPT4/iGGYrWg4cOMB1113H888/z7/92795RaZyvPE64bIxM8ku4/LMnio69aZB094d+1vgvJ0y2Df3+yKOJTYyQ10DOZhy7H8RCEaCs++ejGPmz/Hz5+ozZyuMbMsavQlX4ss2mySLL3mb3N+THBns07+PpjOTWSpmMpno6+vDz8+PVatWMWPGDJf7TlYTvsVi4ciRI/T29nLBBRcMuabRMFxfTGRkJPHx8RPSF2O1Wjl27Bjt7e0sX758SNMDV8yMPJ+pe7xwEZ16M//9RR3nOvRYJYgN1VCl7aapy0hzl5GufjNZsyLIiAvh4rnR/PnTWkr6zSBJHGkc2O/DSh3psTO4NjcJk8WKRq1iycwwvpM9kwd2HqXsbDcafxXXZCXQZ7DAN6Vj0aEBrJ0fy5vFDXx5qg2LQY/KaiEiKhpNcCiXLvDjw+PN6LoNdOrN+Pn5odZoSJ0zh2UL5ykuZdX1Wv5RfgqLyo9rM2O5YH4SkZGR1LfrqW7uoaS+k33VLSRFBJERM4O06GA+r2nDaB4YLKlC4nhjN3/69DQSEBMSQL/FSnrsyK+vK06dOqWUUIWHhw//Ai9kxowZShbSbDbT1tamDM00m81ERUXR3d2NwWAgLi6OL7/8ku9973v8x3/8BzfffLNPihbwQuEil3vJ2LpnOQYyzgIj2U7Z18synAVLgJ0VreM1kF3bDGYrMHlPCAVTD9uSzeeuy3F7Qr2rzN9wGUGD2aL86Y0ZU2fDXm2v0RcPXab0mW3dX8MXD102qIxM4JtMVqlYX18fRUVFqFQqUlNThxUtk9GE39/fT2lpKf7+/lxwwQUTnv2YzL4Ys9lMeXk5RqORCy64gMDAwDGvPyI4gIjgAH55xQIuSo+hoauftfNieb34HLVteoI1albMieSGFbMJD/Ln1a/PoVGrCNaoUatV7D6ipcdgwWC2cKatj6zkcBYkhHLzqtn4+6lIjgqmU2/GChjMEpXaXq7JSaLXaOFoQzefnWyju99Ca4+BpEADLUYjJpWGFr0FtQr+fqieHoOVby+KY1lyOMkRwSRFBhEeNHBf5cGXM6LiOdhxms4ePX5YlcGXCSFR5CYGckRnpENvRm80ExCsYXlaFL1GC2fa+8lLCedYUw+tvUasEuSkhJMcFczMiLHZHMtIkkRNTQ3nzp0blI2Yyvj7+xMfH4/JZKKxsZElS5bQ399PXV0dBQUFzJw5k46ODm6//XZ+9KMf+axoAS8ULo4M17vhuK/tlO3pwIFqHR16E4++VUFYkMZu3kVbr4FXDtUB5592hwT606HXozdZfF7cCUbHK4fqeLusARgo2ZSHRualRtk5gzn2mNm+3tV31vZn8gDKzOQIAv3V6E1WAv3Hf0DWeCA/FLHNnNiWtT53XY7d7ypn5iGCqclwAcBklIrJVsxJSUn09/cPuabJasLv7u6mpKSEmJgYFi1a5JG+E8e+mNbWVpqbm8fcF2MwGCgpKUGj0ZCfnz9sg/RICfD3Y/2S830y96/L4MYLZhES5E9YoD8qlYqS+k5qWnqpbu6lx2BGb7JgNEto1CpmBKjp7DPzVrmWn30rhLlx5zMV91yaxhMfnKCz34QKWJkWxde17QT4qwgL8ufQqTY6+vr51iw1qUmJVFe1ojdaae428tnJNs6268lMDmNz5kCPkslioba1j5nhAdR3GAgJUDMzIog7Lk6jQ29C22UgKSKDptZOPj7WSATdXBhmoDssmH81W9B1G1g0M5R/v2ohkgQJ4QHsq26lRtfLirQospLHz3hBkiROnDhBY2PjoGZ1X6ChoYGqqiq7csz09HRee+01HnnkEcLDw/nb3/7G3//+dwoLC3nhhRd8UsB4vXAZydNXb3xSO1HYln3J07thoJZezjrJ810A5UnwdBR3AveRHcNkZOts20GQjvbjrowznDWv2/5MLrsqP9fJ5iznzmTegjNLY9uyVrD//WObfZkuv5OmK2q1GpPJNGHvX19fT2VlJYsWLWLWrFkcOXLE5QDKyWrC1+l0HDlyftaHNwRHGo2GxMREEhMTx9QX09vbS3Fx8SAr54lE7efHTIf5JAsTQ9m4NIH58aEcONECwMyIIPxUMCNAjdrPj6SIQKXXRWbNvFg+OKaj/FwXoYEaanR9JEUGcUFaFJuXxvPyp5UESiq+lbcAlZ8fVc19XDAnkuTIYDLiQug3WQhQq5S+qCf2nOTQ6Xbmx4fih5VOg5Uf5CWTNSuMv35eR21rHzkpEcSGBvBVoxmNOpCrM1NQ9/XSf7aFAMxE9NTT1TRQzqQigHUL41i3MG5cr6HcZyU7AI6mrM+baWxspLKykuzsbLsesvLycm655RZ+/vOf8+CDD2KxWDh48CDV1dVe8b2cCLxeuDji6mnuPa+V8E5ZA0EaPx7euNjngwV5jsua+XHKE3E5uJKFiwr7BmL57yGB/l7n1CTwDI7fJ9kxzHZmim1Tuu18JNl+XG5Wd9W87tjYLx9Pdg+DgV4tb85MOHso4ljWaouY3TJ9mKgeF6vVSlVVFQ0NDeTl5Sk2rs5K0yarCR8GXJpOnjzJ4sWLSUxMnJBjjJXR9sV0dHRQWlpKcnIyc+fO9WjgF6xRs2FxPBsWw4/XpHK2vZ/Y0ABae41EzwhAQiIkwH/QGiUgMTyQXmMI4UH+vFF8DpNFIiJITWPtSf5PVjDquHT2Vbfyxal2WnoMJIYHEeDvx00rZ/HzHcfYWaolckYA1+TM5FxHP+19JsrOdaHxA4sVPqrUUVzfqQiqS+bFcGF6NMebumnpMaG3wLcy56AODmPJzBDSQ62K2LVarcTExBAXF0dMTMyYhy/CwOe/srKSlpYWli9f7rUzgEZLU1MTx48fJysry87O+dixY2zatIl77rmHBx98EJVKhb+/PxdffDEXX3yxB1c8sUw54eLKWnR3eQMS9lPkfRnb5vznrsuxO1+5jyXQf+BJkbMnwc/sqRKzKKYxtg5ztsYXtr1TtkNKZQFjawbhagZLU6fe6aDIDr2Jr0632c1dkh82+FqAP52yv76OO6Vi4y1cTCYTZWVl9Pf3D2rCdxxAOVn9LFarlerqapqamrzWWtYZ7vbF+Pv7U1NTw7x585g9e7anl22Hv58fc2IGPgOhgUOHbcEaNbdcOJuOPhOHatspquugW2+ir6sdc0Qoy/Ny2VvdynFtD0azlchgDfMTBrIT0TMCsErQZzKj6zHi7+fHPZem8c+iBs606/H3UxEbGsCSmeEE+fsRExpAXGggN66cRWighseuWkiVtoc5MTOICQkgw6aELS4uzm74oiwiIyIilExYSEjIiD+/kiQpBgr5+fk+J1q0Wi1Hjx4dNDizqqqKq666ittvv51f/epXPptdcYZKkh/ReDGODa7OAu7Nz39O+blO/FQQHqTxeVex4YbgyQIlOTLY7km27DrWqTchwaCfC6YH2Y99qAyHjA4JGPTdsi1FlDN08jY5GyPvn5caxYFqHQazhX6TddDn6pVDdUp2RQWcfmKjJ05ZIBgVVqt1yFKwc+fOcfbsWVasWDEux5NLlWbMmEFWVtag/ooTJ05gMBhYunTppIkWs9nMkSNH0Ov15OTk+ExwKPfF1NXV0dXVhb+/P4mJiR6dFzOe9Jss1DS1U3bkKAEhEWxavYxAfzUtPUY+r2klNMCfmRFBzE8IUealHDrdRrW2l03LEoj6xpbYYLZw8FQ7MwLU5M+OUDJ69e19RM8IIGQYMeVyfd+4lOl0Otra2ggMDFRETFRU1LDXX3Z96+zsJC8vz+WspalKc3MzR44cITMzk7i486V1J0+e5IorruC6667jqaeemvKf05EyJYSL7VR4Z2VOjpO8LdL0DsiHs4WWryfA5qwkl+UuAt9FFi6RwRpKH10P2ItdZ3a+tn0tKiAiWKOUfsmfJ1ff0UWPvK/MZjn+mys8ccqjZriHBALfZjjh0tTUxKlTp7jwwgvHfCy5CT85OZkFCxY4FSI1NTX09PSwbNmySWnC7+/vp6SkhICAADIzMyfcOWwykR2o6uvryczMBFCyMSaTiZiYGOLj4ydlXsxE0N3dTXFxMTNnzmTevHle/VTeYrHQ1tamXP/hSsqsVisVFRX09PSQl5c3Lq5v3oROp6O8vJxly5bZDTytra3l8ssvp7CwkGeffXbaiRaYIsLFsazFtv4ezgdcatVAw6xtk68vBxyuMlG2T8tlZAEjMi4CcB6MD7VN7m/JS41S3LRgQKismR83bH/ZVA7+XWUvBdMDSZIwGo0uf97S0sLx48fHXFN+5swZqqqqlCZ8V9TW1tLW1sayZcuAie1n6erqoqSkhLi4OBYuXOhTQZLVauX48eO0tbWRk5Nj50AlSRI9PT00Nzej0+no6ekhMjKSuLg44uPjp0TGqb29ndLSUubMmUNaWpqnlzMiJElS+pLk629bUhYcHExFRQV9fX3k5eWNS5+MN9Ha2kpZWdmgPrL6+nouv/xyNmzYwJ///Gef+j6OhCkhXGRsMyuOpSjOgiJbQeOs5n6qY5uJkoVIpM1TcFnowfnrJb8mWKPGaLYoczoEvoXtd0Juopfv9WhExPnPjZ9SDgbnMy9yVsYXA/uxiq6pLNoEwwuX9vZ2ysrKWLt27aje32q1UllZ6dbUeUmSOHv2LCdOnCAlJYX4+PgJs3xtbm6moqKC9PR0UlNTvfpp/UiRZ7QYDAZycnKGLTHS6/W0tLTQ3NxMe3v7uM6LmQjkIYXz588fUgRPFRxLymDAFGPRokXExsb6VADf1tZGaWkpixYtYubMmcr2xsZGNmzYwJo1a/jrX/+KWu2dowMmgyklXGBkQYAroeMrOGaiALvSn1cO1fG73cfoN1lZlhxBa69ReXLe1mtAb7La7S/wDV45VMcjuypw/GKrVVDz+MZRZRDkz1pDhx6JAcHi901ZpixmgjRqHt64aNoE5+7+LhIZm6nNcMKlq6uLr776inXr1o34vU0mE6WlpRgMBnJzc90aKmk2m9Fqteh0OlpbW5kxYwbx8fHEx8cTFhY25iBakiTOnDlDTU0NS5cutStT8QWMRiMlJSWo1WqysrJGXAIm98XodDpaWlrGNC9mImhqauLo0aMsWbLEa13fRovFYqG0tJT+/n4iIiJobW2dEJcyT9He3k5JSQkLFy4kKSlJ2a7VarniiitYvnw527Ztm9aiBaagq5itW89wgYO8zdGW1FeegMprf2ZPFcEaPwL91dy/YYHdz+WysaMNnUp5zxcPXUb2Yx+iN1mdva1girN1f80g0QIo80YcrXrdHRj5xUOX2U2Ll224ew1m9CYrepPF6UBKX8WVw6Ejwhp5ajOcEBitHXJvby9FRUWEhISwcuXKIYcc2jbh+/v7M2vWLGbNmoXZbFYyAYcPH0aj0SjlTJGRkSMOouXsj06nIy8vj4iIiBGflzfT19dHcXExERERLFmyZFQiY7h5MZ7sizl79izV1dVkZWURGxs7qceeaMxmM6WlpUiSxIoVK/D397crKRsvlzJP0dHRQUlJCQsWLLATLS0tLWzatImsrCxeeumlaS9aYApmXGwZ7ZNMX3oCOty52PYoHKjWASjixhfEm8AeeZ6Rv58Kf7UfICmC1tV9dtaoL+Ps8+UodORjyr9IfOF75Q6+8gBEMDwGg2HIn+3bt4/169e7HQi3tLRQWlpKSkoK8+fPHzK4ctc5zGq10tbWpvRlSJJEbGws8fHxxMTEDBvwmEwmjhw5gsFgIDs7e0r0cYyEzs5OSkpKSEpKmpBGdU/2xUiSRG1tLbW1teTk5EwZq2p3MZvNlJSU4OfnR3Z2tsvP8lhdyjyFLFrmzZtnV9rX1tbGxo0bSU9P55///OeUNIiYCKZcxgXOu2YZzBYigzVuP8l0NSBvKjPc01xX07y/eOgyEWz5GK8cquPtsgYAzFaJE7+/fEzv5eq7YjtQEs7PULJ1FJsOiFkt0weV6vwkcUfkIMpsNrtVplJXV0d1dTWLFy8mOTnZ5X6SJCFJktvOYX5+fsTGxhIbG4skSXR2dtLc3Ex1dTUGg0ERMc4yAXq9npKSEoKCgli+fPmQ2Z+piDz8MCMjg9TUifnOqlQqwsLCCAsLIyMjg/7+fnQ6Hc3NzZw4cWLC+mIkSeLEiRM0NjaSn59PWFjYuLyvt2AymSgpKcHf35+srKwhBXhQUJCSjbR1KauoqPDakjJZUGdkZNiJlo6ODgoKCkhJSeH1118XosWGKfnbyXY6fHRIoNvBg1za0Wsw2/mOT+UnpyMJnkTJim9gW65la6wgD4wE8Pdz/3+KttPsbd9LtjjOS43i0bcq+Op0GxekRdOpN9ntJ9uQ+/LspKn8O0IwsciB1HDlYrKLlVarJT8/f9gmfFmwACO2O1apVERGRhIZGcm8efOUTIBcThMVFaVMjjcYDJSWlhIfH8+CBQu89qn0aDl37hyVlZWT3vMRFBRESkoKKSkpdn0xxcXFqNVqRUiOpS9GHr7Y1tZGfn4+ISEhw79oCmE0GikuLiYwMJDMzMwRlUnZ9h55a0lZV1cXxcXFpKen2w097erq4pprriE2NpY333zTa0SWtzAlS8WczSlxJ7BwbGZ3dNqaLiUuMiIYm1rI90sWFI7DHG2b8sdqumD72bCd3SI35DsOofT1z9B0/R0hGMBoNLrMuAB89NFHrFq1yqXDl9FopLS0FJPJRG5u7pBlQ3JpmHy88RYSer2e5uZmmpub6ejoACA2NpZ58+ZNmEOZJ5AkiVOnTnHmzBmysrKIjo729JIA7PpibOfFyEG2u0/WrVYrR44cobe3l9zcXJ8bvmg0GikqKmLGjBksW7ZsXL8H3lBS1t3dTVFREXPmzGHOnDnK9p6eHq655hoCAgLYvXu3z5VsjgdTUrg4YySBhWPA7osBvDvnKIKxqYXt4FDA6TDHkbruDTWoVEbO8AT4+6E3WX3WXnwo3L1WAt/EZDIp2Q9n7N2712Uze09PD8XFxYSGhpKZmel2E/5EDpWUeyJOnTpFcnIyer2etrY2goODlUyMN9r8uotsMtDS0kJubq7XCrKh+mLi4uJcusyZzWbKysowm83k5OT43BN5g8FAUVERoaGhLF26dEKFxEgHX44HPT09HD58mNmzZ5Oenq5s7+vr47vf/S6SJLF7926v/dx6Gp8RLr4oPsaC4wwb+Um9bdAprtnUwnEYpON9G6kgtxVCzsTrdBD4I8GV0Hc1CFZcM99hOOHy6aefsnTpUmJiYuy2y034s2fPHrYhXJIkzGYzMLFDJeWStdbWVrKzswkPDwcGguHW1laam5sVm1/ZZnk0DmWewmKxUF5ejl6vn3KZCLkvRs4EOOuLkXs+5EZ1X+tH6u/vp6ioSHF+m0zxPNzgy/EoKevt7eXw4cPMmjWLjIzz5dn9/f18//vfp7e3lw8++ED5XgoG4zPCZbrjLMi0nWFjW/IjB14iqPJexjIk0rEE0rZp3lHoyHN+NmUNHkQqMnJDixIZ2+sE2F1zx7JUwdRkOOHyxRdfMG/ePGXmiSRJ1NXVceLECZYsWWJnb+rISJvwx4LJZKK8vByTyUR2drbLoH6sDmWeQi7JU6lUZGdnT+mGZmfzYqKjo2lvb1eyd956H0aLXq+nqKiIqKgoFi9e7PGM33iXlMmiJTk5mYyMDOX8DAYDP/zhD9HpdHz00Uc+5wo33gjh4iPIlrbBGj+iQwLdevorAlPvxdn9dKf0y9n9djVsdKgBraI0agB3viPOxI0sWFyJRsHUwmw2D9l8f+jQIVJTU5k5cyZWq5Vjx47R3NxMbm7ukEGIYxP+RGZa+vr6KC0tJTg4mGXLlrn9pN7Woay5uVlxKBtpT8ZE09fXR0lJCWFhYSxZssSngnqr1UpTUxOVlZXKttH0xXgzfX19FBUVERsby8KFCz0uWhwZa0lZX18fhw8fJjEx0S77ajQaufHGG6mvr+fjjz8elLUVDEYIFx9BDnRVgIR7szRExsV7cXU/hyrf+up0m1O3sfMiSE10SMAg4WrbaC+LFUBkChj9d0R8t3yL4YTL119/zcyZM4mPj/eaJnxbOjo6KC0tZebMmcPOjRkKSZLo7e1VRExPT4+dQ5mnyrK6urooKSkhMTFxTOfnrfT09FBUVKQEvfI9GElfjDcjD2NNSEiYEvdvpCVler2ew4cPEx8fb3d+ZrOZW2+9laqqKvbu3UtcXJynTmlKIYSLj+Cs/wGmh+OTL+D41F4WEGvmx9n1s7gqB0uODKapU6+4f0UEDzyBsx02apsFADCYLQT6q5VjtPUa0ZsGgjORKRiMO2VjQrD4JsMJl5KSEmbMmEFTUxPh4eHDZjTkTIvFYpnQ0jCApqYmjh07xrx580hJSRnX99br9cqsko6ODsLCwpS+mMmy5m1paaG8vJz09HRSU1O9PugdKfJwwtTUVNLS0gadnzt9Md6MLMqSkpKYO3eu16/XGUOVlAUHB1NcXExsbCwLFiywEy133HEHZWVl7N27d9Ksuh9//HF27NhBZWUlwcHBXHjhhTz55JMsWLDA7nzuu+8+/vGPf2AwGNiwYQN//vOfSUhImJQ1Dse0Fi7DBRnDNUN7O0M1E9uWAYEQOJ7GWZ/ESBvm5YyL7P4FOJ14LwsYGBAo3f0mRfBIDPz5m8Lp5RrmCtvrKxtc2F4zx3skyi99k+GEy1dffUVHRwdpaWnDBl+T6Rx2+vRp6urqWLZsGbGxsRNyHBmj0aiIGNmhTJ4aP1EBdENDA8ePH2fx4sXMnDlz3N/f07S2tlJWVsbcuXPt5ny4wrEvxs/PTxEx0dHRXlc+J1sCp6SkkJ6ePiVFiyOOJWVGo5Hg4GDS09OJiYkhMDAQi8XCXXfdxcGDB9m/f/+QPXDjzeWXX84PfvADli9fjtls5he/+AUVFRUcO3ZMediwZcsWdu/ezbZt24iIiOCuu+7Cz8+PL774YtLWORQ+LVyGc0UaLsiwLaVxFqR4O66EmaObFLgOlAUTg6PgeKesgSCNHw9vXAwwpv6S4fpTbJvygzTnLY43ZiZNSYE+kchldpHBGmVQpyz8nNlCT/WHHQLnWCwWxfHLFrkJv6qqiri4OHJzc4d8H7mfZaJFi9xn097eTnZ29qRPU3flUBYXFzcuczJkO+fa2lqvmtEynmi1WioqKkYtyoaaFxMbG+txC2V5+KKjJbCvYDAY+PrrrwkJCSEsLIyWlhaee+45ampqiI+Pp7q6ms8//5zUVM/+/0Gn0xEfH8+nn37KmjVr6OzsJC4ujldffZXvfve7AFRWVrJo0SIOHjzIypUrPbpeAN/y0bPBtvFYnihu++/rV6a6nCRvG3z0GsxKSc1UmzgvB0zy+cv/zkuNoqFDT5DGb1DZi2ByeGZPFR16E8/sqaK734QEGM0DWRL5fnXoTcpndSRcvzLV6WvkeSxLkiIwmq1IQKC/2u3m/+mOfH2e2VOlCBnHayZfe/nhwGjun2BqIIsDnU5HYmLikA3SsnOYnLWZSNFiNBopKyvDarVywQUXEBgYOCHHGQp/f38SEhJISEhQAujm5mYqKiqwWq1KJmY0DmWSJFFZWUlzczP5+fmTLsomg3PnzlFVVUVmZuao+x78/PyIiYkhJiaGBQsWKPNizpw5w7FjxzzaF9PZ2UlxcTFpaWl2wxd9BXl4ZmRkpGLpPHfuXOLi4njkkUc4ePAgnZ2dXHbZZWzatIk777yTefPmeWStnZ2dAIr4LyoqwmQysW7dOmWfhQsXMnv2bCFcJppn9lQp5S+yQJEnfssBuhxkvHKojtVP7FWCN9vp5CGB/nToTUSHBE7JuQzyudgGUEV17UignBMwJc7FV3jlUB2d35RqwUCmQ26qty1Hkm2s5deMJgsji5WNmUm8U9aABJSfG/hFpVZNb8cwd1gzP47d5Q2smT8QPGzdX6OYFgx13baszeCZPVX0Gsy8cqhOXGMfw2g0UlJSgsViYdWqVdTX19Pf3+9038lswu/t7aW0tFQZ3OcNpUG2AfTChQsVh7Lq6moMBgMxMTFKNmY4dyyLxcKRI0fo6+vjggsu8Mmp4rW1tZw+fZrs7OxxyySpVCrCwsIICwsjIyPDri/mxIkTzJgxY9IGj8o9OxkZGW6Vv001ZNEiu9vJ19JqtfLf//3fHD58mM8//5zk5GQ++eQT3n33Xbq7uz2yVqvVyr333svq1atZunTAoKepqYmAgIBBbogJCQk0NTV5YJWD8VnhIhMRrOH6lal8dbqNpk49GzOTBpV2yJmYZ/ZUKZkWwGk2wpkQ8GacZZXkbXmpUYpgc+VIJRh/tu6vQcJeOMjX3LHUyPY1cl/KSD57u8sbsEgDf8plYRo/FfHhQVNGfHsCWSh26geyYfK9cFeQ2D4AmSq/KwSusQ3kuru7KS4uJiIigmXLlqFWq/H393faAzNZ81kA2tvbKSsrIykpadhhl55CpVIRGRlJZGSknTuWnAWIiopSsjGODmW2M1qWL1/uExbAtkiSRE1NDWfPniUvL29CBxAGBQWRkpJCSkqKXV9McXHxhPbFtLW1UVpayvz585k1a9a4va+3YDKZKC4uZsaMGXaiRZIkfv3rX/PPf/6Tffv2KdmVTZs2sWnTJo+t984776SiooLPP//cY2sYDT4rXOR6dDlgL6prxyJhFwwCdpkYQMm02PZ62AYdtkJgKmRfbMuGbNdr60i1dX+N4ki1u7xBCJcJxvYz5E6pEUCvwYzGT4XZKinC2h1sszkXpEV7/efVW5BL+WBwlta2zM/Zd0ve5qoUVTB1aW5upry8nNTUVLsmfLVaPUi4TFYTPpxvUl+wYMGUCQhVKhWhoaGEhoaSnp5u51BWXV2tOJTFxcWhVqspLi72qkzSeCKXv7W0tLB8+fJJc2QD0Gg0JCYmkpiYaNcXU1lZOa59MbLRwIIFC0hOTh7HM/AOTCYTRUVFBAUFsWzZMiWzKkkSTzzxBNu2bWPv3r0sXLjQwysd4K677uLdd9/lwIEDdr8zEhMTMRqNdHR02GVdtFrtpDmfDYdPN+fb4kpkuLKhdaeExlsdhOSnxXJvjnwujpPUbRuIHRvERWA7frjz2XPWQO/oZuWuSYQYHjl2bOfobMpK4kC1Dhi4nr/bfRy9yUKwRs3x31wO2P8uGEqYCqYmFouFEydOcPLkSZYuXTqoWfrcuXOcPXuWFStWAJPXhC8/pa+vryczM9NnhtfJDmWyO5YkSYSFhbFw4UIiIiK8Mps0WqxWKxUVFXR3dw87+2cykSRJ6YsZ67wYnU7HkSNHWLRokU+6v5nNZoqLi9FoNGRlZdmJlj/84Q88++yzfPLJJ2RnZ3t2od+s6e6772bnzp3s379/UG+N3Jz/2muv8Z3vfAeAqqoqFi5c6DU9LtNGuLjLSMSINzoI2Za+yTgOL5RdkRytcl1NUReMDHfc60ZyvV3N6HEmThzvv7iXo8O2N6iorl3JxEYGa5TyschgDaWPrgecC01x7X2H1tZWvv76a3Jzc4mIiBj0c61WS01NDatWrbJrwlepVBMWZFssFo4dO0ZHRwc5OTmEhoZOyHE8ifyUXm5Qlx3K5HKy8XAo8yQWi4WysjKMRiO5ubked/oaCsd5Me72xTQ3N3PkyBGWLFniNU/sxxNZtPj7+5OdnW0nWp5//nmeeuop9uzZw/Llyz280gF+8pOf8Oqrr/LWW2/ZzW6JiIhQRPOWLVt477332LZtG+Hh4dx9990AfPnllx5ZsyPTSri4M7dlNE+qbTMZMp560i2vRQUEafzsMi4yzq6D4xR1TwuwqYyjUBnqegMEa9Q8vHHRkFkXx5Ik21ksspXxgWqdElTLQyhFxmV0OGZQ5N8LgEsrZBDZLl9FkiT6+vpcDpVsaWnh+PHjinCBiRUtsnOYJElkZWV5xDlsomlsbOTYsWMsWrRImXNh61DW3NysOJTJpUxTqYTMZDJRWloKQHZ29pTq2TGbzcrAxaHmxciWzsuWLSM+Pt7Dqx5/LBaL0heUnZ2tnLckSbzwwgv8+te/5v3332fVqlUeXul5XP1Oeumll7j55puB8wMoX3vtNbsBlN4iPKeVcBkqmzKWjIOrwX7y09jJZLR9N+fLy6wE+vuJoGuEuDNV3fYpPsDbZQ3Kz5x95px9XuUSpuBvRKksVOQyMr75uxCfo2co8THc98tby0cFY0OSJIxGo8uft7W1UVJSwsqVKwkMDJzQUqbe3l5KSkoIDw9nyZIlUypYdwd5Ns6pU6fIyspyWf4mSRKdnZ1KX0x/f7/iUOYNc0qGwmAwUFJSQmBgIJmZmVP6HlqtVjo6OpSSMrkvRqPR0NjYOCZLZ2/GYrFQUlICQE5Ojp1oeemll/jFL37B7t27ufjiiz25TJ9kWgmXoYKO8cg4vHKojkd2VSBfUFezHiaLoZ7YOytvk4NiECVG7uBqqrqMYwnXL3dVAAPCIjEiWMmMRQRrWDM/jqK69kHlYI73z3YgYumj6+1ms5xp6xt0XMHIGGvJ5FQw7BCMDoPB4HS7JEn09/dTUlJCd3c3UVFRxMfHEx8fP+6ZkLa2NsrKykhJSSEjI8Onej1g4FpWVVWh1WrJyclx21lLkiTFoay5uVnpx5Dvg6NDmSfR6/UUFxcrwnMql7o5IvfF1NTUoNMN9AXK98ET82ImCovFQmlpKVarlZycHCUTK0kSr7zyCvfffz9vv/02l156qYdX6ptMK+EyFGMJOByfttv2GHjy6bezp7+2As0ioTTqy+UwthkjEQAPjbOGbMcSLvne25aGZSbbiww4/5kZrgHfMRsg+inGF2cPMEZS/mWbVRPufL6FM+Hi2ITf39+vBM+dnZ1ERESQkJBAXFzcmJuuz507R2VlJQsXLvRJVyaLxUJFRQU9PT1jblK3dSjr6OggNDRUETEhISEeE3w9PT0UFxcTFxfHwoULfU54Apw9e5bq6mqys7OZMWPGoL4YuT9poufFTBRWq5XS0lLMZjO5ubl2ouWf//wnd999Nzt27GD9+smvuJkuCOHiwGgEjLOeBtl5CDwnXtzJuNg26jsG3yIYds5QWSvH+R/O+lwcxYZtsCz3qoDrMiVn90w84R8fhutHGu47kfF/dysCtObxjZOyZsHkYDQalf4VSZKGbcI3GAyKiGlvb1fsfRMSEkb05FmSJE6ePMnZs2fJysoat6GE3oTc7yFJEtnZ2eNa5mU0GmlpaaG5uZnW1laCgoKUDMBkOpR1dnZSUlLCrFmzfDJbBnDmzBlqamrIzs4mKsrett/dvhhvxmq12pkp2PYl7dixgx//+Me8/vrrbNwofvdPJEK4ODCaGvXhgh3wXOnVcM5nI3GsEgzgjvXtcOLG9jW2//7qdJvS+yJ/ZuSn+AH+AwMkbbNk4t5MLK6sxV0hMi6+iyxc5KGSFotFESzDBaGyva8cPIeEhCgiZqgMgMVi4ejRo3R1dZGTkzOp8z0mC71eT0lJCTNmzFAGek4UFotFCZ51Ot2kOZTJJX7p6emkpvrm7+za2lpOnz7t0nnPFld9MeMxL2aisFqtHDlyBL1eT15enp1oeeedd7j11lv53//9XwoLCz23yGmCEC4OjFeNujdYJdvW6zsrDbNdj6NgE03GrhmJ9e1Ir6P8xB7gt4UDWTp5mwpI+kYsCcEyOYjvgUDGaDQqgsVqtaJSqUYV6JpMJiUD0NLSQlBQEAkJCcTHxxMWFqaIGIPBQFlZGSqViqysLK8M5sZKd3c3JSUlxMbGsnDhwknt97B1KNPpdFgsFmJjY5Xm/vESUM3NzVRUVPjs4EWAU6dOcebMGXJzc93uS5KR+2JkYd/T00NERIRX9cXIs3Z6e3vJz8+3Ey0ffPABN954Iy+99BLXXnutB1c5fXDu7TgNcZwqP9w+MLhx2h2xMpnNu1v31yhBcGJEEE2d/RjMFjr0Jrbur7E7vuOUbzH1e/DTc1efkaGu00ivo+2kexgInJckRXC0oVM8xfcA4nsgsEUWLWMZKqnRaJg5cyYzZ85UMgBarZbDhw8TEBCgCJgTJ04QFRXF4sWLp0QZzUiRsxCpqamkpaVNeumUn58fMTExxMTEsHDhQrq6umhububkyZNUVFQoGYC4uLhRi8aGhgaOHz/us3bAkiRx6tQp6uvrycvLIywsbMTvoVKpCAsLIywsjPT0dLt5MSdOnFD6Yia7tE9GkiSOHj1Kb2/voEzLJ598wo033siLL77Id7/73Uld13RGZFy+wdWQQFeDBAG7KfTOJpw7622ZzAnbzjIujvM9RjPV3deRz72hQ69YDdc8vtFuXs9QpVrOSsFcDYt0JX7FIMOpg5jd4vvU1NTwq1/9is2bN7Nu3boJmW5usVhoa2vjzJkztLW1oVarmTlzJgkJCURFRflUT0RTUxNHjx61m9HiTdhmALq7u+2csdy992fOnOHkyZNDWjpPZeTeq4aGBvLy8iZkAKrZbKa1tVXJTk52X4wsWrq6usjLy7NzCTxw4ADXXnstzz//PDfddJNPfT+9Hd/x4RsjW9ZmKGJCRg4ct+6vGbSP/HdA2UfetjEzSREK8mudHcfx/ceb61em8ljBUpIjg1mSNFBzKgEhgf5KcOVqDRO9Nm9GPndZ0cvXTr53BrOVcx16frf7OKuf2Msrh+qU18pi0fbabd1fQ4fepGS6HI+zdX8NrxyqY/UTe/nd7mOc69DzzJ4qp59Jgffh6v4KfIfAwEDi4+N58MEHSUtL4+abb2bnzp309vaO2zHUajUGg4GOjg6WLFlCVlYWkiRx5MgRPv30U44dO0ZLSwtWq3XcjukJ6urqOHbsGFlZWV4pWgBCQ0NJS0tjxYoVXHTRRcTHx6PT6fjiiy84dOgQp06doqenB2fPfSVJoqamhlOnTpGXl+ezoqW6uprGxkby8/MnRLQA+Pv7k5CQwLJly7jkkkuUHqjKykr2799PWVkZDQ0NQ85YGi2SJHHs2DE6OzsHiZYvvviC733ve/zHf/yHEC0eQGRchsCdrIOrRmt3elsmM6shz/9QAb8pXDrkU395+3R9imybqYLBxgq2824Au2sqZ2VUQNA3QyLXzI9z6hTmLLuiYkBcemqAqWDkTOfvynTDarVy+PBh3nzzTXbu3ElDQwPr16+noKCAK664YlSlMjAQJJ04cYKGhgaysrLsHJkkSbKbFm+xWJSG8piYmClTRiYHu01NTWRnZw/bwO2NDOdQBlBVVUVzczO5ubkTFtB7EkmSqKyspKWlhby8PI/0oNj2xeh0Orq7u4mIiFC+F2Ndk3yOra2t5Ofn280B+uqrrygoKOB3v/sdd955pxAtHkAIl2EYqbhwZo081OsnSzg4Di50h+nUmOx4vQF+t/sY/SYrSZED/UGOvS5tvUbF8trxftvOcxmJ+5gnzRwEAoH7yNaosog5ffo03/rWtygoKGDjxo1u1+NbLBaOHDlCb28vOTk5QwZdkiTR1dWFVqulubkZo9Fo11Auz5TwNuTm5q6uLnJzc72i4XqsWCwWpYxJp9Ph5+eHv78/ZrOZ/Px8n3SAkySJ48eP09bWRl5e3oSUTI4G274Y23kxo+mLkYeg6nQ68vPz7c6xuLiYTZs28cgjj/DTn/5UiBYPIYTLMIw0eB+qL8b29cPN5JCfwMP4WCm7sj0eSlTd81oJ75Q1EKRR8/DGRT4VSLu6T8AgZzUZx9kcQ4lLeZZPv8nCpqwkiuranX4OppM49CWmcw+YYDByWcmbb77Jjh07qKysZO3atRQWFnLVVVcRHR3tNMjp7++ntLQUf39/srKy7Bp/3TlmT0+PImL0ej0xMTFKBmAk7zWRmEwmysrKsFgs5OTk+KQ7mslkoqSkhL6+PlQqFVarVRGUMTExXisoR4Lc7yGXTtlmIbyJsfTFyFnB5ubmQaKlvLycK6+8kgceeIAHH3xQiBYPIoTLMIzV1thVgOOs0du2GXvL2gy7wHe83KScGQwMZ+ULnptDMx44K+d7ZFeFXUmWs3kdMCDsYkICRuXqZXut81KjnM73EAHw1GQyTTYEUwu57EsWMWVlZVx88cUUFhayadMm4uPjUalUlJWV0dbWRlxcHIsXLx6zFXBPT49STtbT00N0dLQyLd5TYqG/v5+SkhKCgoLIzMycMmVtI8FsNlNaWorVaiUnJwd/f3/Foay5uZn+/n7lXozFocyTyBmznp6eQf0e3ow8L0Y2WpAzlM7mxchmA3Lfjm1W8NixY1xxxRXcfffdPPLII5MmWg4cOMDTTz9NUVERjY2N7Ny5025OjCRJPProo/z1r3+lo6OD1atXs3XrVubNmzcp6/MUQri4ibuOUu4ynKMUoPRZ2JYhjbV8TLb4XZIUwZm2viHfa6rX7ruaYu+YSYm0cVkbSQZkqEGSjv1Ou8sb7O6lwDtwVzgOda+F+5vAFZIkcfr0abZv386OHTs4fPgwq1atYunSpWzbto0//OEP3HDDDeMeCPX19SmBc1dXF5GRkSQkJBAXFzdpT8p7enooLi72yIyWycJoNFJcXExAQABZWVlOhVlvb69yL0brUOZJ5MGLfX195OXlTUnhBUP3xcTFxdHY2Mi5c+cGlflVVVVxxRVX8KMf/Yjf/va3k5ppef/99/niiy/Iy8vjmmuuGSRcnnzySR5//HFefvll0tLSeOSRRzhy5AjHjh3z2ozYeCCEi5s4K+1yDFKGm/PiuM9QgZIcQNtaKrvKgIwk+HK0R/blYMv2esnXEVAyK/0mq+IcJgtSdybdO76//NTdUWjKr7W95o722ALP4q5QHWo/kTUTuIMkSdTX1/Ozn/2MXbt2MW/ePCIjI9m8eTOFhYXMnj17QoKi/v5+mpub0Wq1dHZ2Eh4ergy8nKjAub29ndLSUmbPnk16erpPltX09/dTXFxMaGgoS5cudUuYyfdCp9PR3t5OaGiokhULCQnxuusk93EZDAZyc3OnrGhxhm1fTGtrKwDJyckkJSURHh6On58fJ0+e5IorruDf/u3fePLJJz0qvlUqlZ1wkSSJpKQk7rvvPu6//34AOjs7SUhIYNu2bfzgBz/w2FonGiFcRshQQcqiR95Hb7Ki8VNhlSSnwsDdQMlVRkbOgKyZH6cE2I4lZq7WZyuGNmYm+XwTuLOMkaPYkH8OuBSkQ/UpOb7e1k3s/g0L7Gb7CNHifTj7jAyXDRX3UDAaJEnipz/9Ka+++iq7du1izpw57Ny5kx07dnDgwAEyMzMpLCykoKCAjIyMCQliDQYDOp0OrVarBM6yiBmvZnKtVsvRo0eZP38+s2bNGpf39DZ6e3spLi4mJiaGRYsWjepemUwmpYSptbVVsdyOj4/3yKBFRywWC2VlZZhMJnJzc72mZ2q8OX36NLW1taSnp9PV1cWZM2e46667yM/Pp6Kigo0bN/KnP/3J4xlDR+Fy6tQpMjIyKCkpITs7W9nvkksuITs7m//8z//0zEInASFcxpG0h3ZjezGdBatDBUDulGa529TvLIMAQzfjD4XjFHlvY7QlP662u5M9g/NubcEaP6JDAgc5jYn+B+/HVeZMiE3BePPHP/6RgoIC0tPTlW2SJNHS0qKImL1797Jw4UJFxCxcuHBCglg5cNZqtbS2thISEqIEzqGhoaM6pjx0cdmyZcTFxY37mr2B7u5uiouLSUpKYu7cueNyb5w5lMnWvtHR0ZMeNFsslkF9O75IbW0ttbW15OXlKVbmRqOR119/nRdeeIGamhrMZjMbNmygoKCAG264wWMCxlG4fPnll6xevZqGhgZmzpyp7Pe9730PlUrF66+/7pF1TgZCuIwTti5Sy5IjaO01jjiIdqcZ3jFQdjU/xjaAhvN9HO4E487WZxvM2TpreQujcX8bSiQ6vp8r4TbvF+9hsg58hX5buJRn9lQ5nZcj8F6c9avIuHIDFLbVgolAntny9ttvs337dj766CPS09MpKCjg6quvHpcmfmeYzWZaWlrQarW0tLQo80ni4+MJDw8fNji3nUOTk5MzJWe0uINcAjdnzhzS0tIm5BhWq5X29nYlG2OxWCbVocxsNlNSUoJKpSI7O9tnRUtdXZ0yJDQ8PFzZ3tjYyIYNG7jkkkt44YUXOH78OG+//Tbl5eUeFQNCuJzHNz+RHmDr/hr0JgvJkcG8ffdFbr9Gnpx+/cpUu9Kl4aalB/qrlUDL9r0AvnjoMrIf+9BOuDgeDxg03d1R0Mj7P/pWBUuSIhRnrYlmNNkP+dr1Gsy8cqhu2GBSnnYu/91xf9tMCaA0179d1sAFadHK62TRIv/bVhyKgHZqcP3KVLt75cw23PZn5zr0ynfN2WdHIBgtKpWK6Ohobr75Zm6++WY6Ozt599132b59O5deeilJSUkUFBRQWFhIdnb2uIkYf39/EhMTSUxMVJ7+a7VaiouL8ff3V0RMZGTkIBFjtVoVm9zly5f75PwSAJ1Ox5EjRya8BM7Pz4+YmBhiYmJYsGCB4lBWU1NDRUXFhDqUybbOarWa7Oxsn3SBA6ivr+fUqVPk5ubaiRatVsvGjRtZtWoVL774Imq1mmXLlrFs2TIPrtY5iYmJwMCabYWLVqu1Kx3zRUTGZZwYTQ38cGVjw5U0DdXbMtzcFtu/24qeYI0fepNV6YN5p6wBCQjWqIkOCRiX0rPhrpVjtsNdC2dnWRdXxzo/o8aPhzcuHnb997xWwttlDcBA1iksSKNkvvpNVrffR+BZxtqrIswWBJ6ip6eH9957j+3bt/P+++8TExOjNPYvX758QjIxVqvVroRJpVIpIiYqKgqLxUJ5eTkmk4mcnJwpY5M7UhobGzl27BhLlixRAkZP4OhQFhERodyPsRotmEwmxSHNV62rAc6ePcuJEyfIyckhMjJS2a7T6di4cSNLly7llVde8bpMk6vm/Pvvv5/77rsPgK6uLuLj40VzvsAzOAvCbcuVLkiLHherYrlkSs4+AKhAsQ+We2nkbbIbWWSwhu5+k/J3V45czo7nzH3LFseyLFsRdqBa5/KcHTMztuclz2uRGalJQkxIAEfOdQ5yIROZlanFeAz8FI36Ak/T19fHnj172L59O7t37yY0NJRNmzZRWFjIqlWrJiTolEuY5MDZarUCEBwc7HOOU7bU19dz4sQJMjMziY2N9fRyFGRXrObmZsVoQe6LGWmPkmzrLM/b8XQj+kRx7tw5qqqqyMnJISoqStne1tbGlVdeydy5c3n99de9xoigp6eHkydPApCTk8Mf/vAHLr30UqKjo5k9ezZPPvkkTzzxhJ0dcnl5uc/bIXuXpBQoOJYqwflypd3lDRTVtSvN+UM18Q/njCSXTGn8VErZU4RNUC7vI4uS8z00BizSgMiBgSxIU6ceizR0+cwze6qwfBP9N3Touee1kkHN/kV17VikgT9tOVCtsztnZ+fTazArgs5WjDlem16DmchgzbAlebL4kTNSKiDpmwyXCFqnHs6+VwLBVGPGjBlcffXVXH311fT39/Pxxx+zY8cOrrvuOjQaDZs2beLqq69m9erV4xaE2ZYwzZo1i+LiYjQaDSaTiS+++ILY2FgSEhKIiYnxiaf1kiQpzdu5ubl2T+e9gaCgIFJSUkhJSVGMFnQ6HbW1tSNyKDMYDBQVFY3I1nkq0tDQQFVVFdnZ2XaipaOjg4KCAlJTU/nHP/7hNaIF4PDhw1x66aXKv3/2s58BcNNNN7Ft2zYeeOABent7uf322+no6OCiiy7igw8+8GnRAiLj4lUMVzomN/9vyhrIuAxVSubMdczZDBo5uxHgf75EzJ3yF9n6OfibEilnDcvOzkc2F5Bx1uzvWOYmr9sxy+GqpAwGMiIABrOVQH8/uwzNSJ66y+uVLa691VVNMHmMR9ZGIJgITCYT+/btY/v27ezatQuLxcJVV11FYWEha9euHZesiNygnpKSQkbGwAMAuQ9Dq9ViMBgUERMbG+t1JTfuIJsNNDY2kpubqzhOTQVsHcpaWlpQqVQuHcrkWTRhYWEsWbLEZ0VLY2Mjx48fJysri5iYGGV7V1cXBQUFREVFsWvXLp8P+H0FIVy8iKECopEOyrMN8h0tkm2FhLP93XEZkzMRjiVYw61ZFkqJEUE0dfYPEgLOenhkEQL2JWLOmvjdKZ8bSamPKAuavrhrnS0QeCNms5nPP/+cN954g127dtHX18fGjRvZvHkz69atG1WQ1tzcTEVFBfPmzSMlJWXQz+Xp5LKI0ev1REdHk5CQQFxcnFc9zXaF1Wrl+PHjtLW1kZeXx4wZMzy9pFFjtVrp6OhQyvssFgsxMTFKOVlpaSlRUVEsXrzY43NjJgp5rpBjqV9PTw/XXHMNgYGBvPvuuxM2jFUw/gjh4kWMplnfEWe2vUO5crkb7MPgeRcjsVMeKtvhjuGA7XZ3B3c6nuto9hNMX+Rs21DiXCCYClgsFg4ePMibb77Jrl27aG9v5/LLL6egoID169e7FZzLvR5Lly4lPj7erePKzeRarZaenh7FESs+Pt4re2KsVitHjhyht7eX3Nxcn3oCL0kSXV1d6HQ6mpqa0Ov1BAYGkp6e7rX3Y6w0Nzdz5MgRMjMz7eYK9fX18Z3vfAdA6RETTB2EcPEixuNJ7nCZGWc/d5V1GcqW2NGhy93hlPK+S5LOz7qxFSV5qVHfuH2peXjjohFnV2zPRTYPGC6DBa6dygS+j6vPtRAuAl/EarXy9ddf8+abb7Jz506ampr49re/TWFhIZdffvmgsihJkjh58iTnzp0jOzt71L0eer1eETFdXV1ERkYqIsYbBILZbKasrAyz2UxOTo5PBvIwICaLi4uJjIwkNDQUnU5HV1fXuDqUeQM6nY7y8nKWLVtmJ7T7+/v5/ve/T29vLx988IGdHbJgaiCEixchB9Nynwk4ty8eKsMxXPZkqKZ9WwexiG/Ksxx7YpyR8X93Kw33v3UxdNHZMSTOD8aU1y0fE1y7jtleK9v9bM9ffh/Z1tnR7UxkXAQyrsS++IwIfB2r1UppaakiYmpra1m3bh0FBQVceeWVBAUF8dBDD3HFFVdw0UUXjduMFtkRS6vV0tHRQXh4uBI0e6I0y3Z+SVZW1pTsy3GHnp4eioqKmDlzJvPmzVPKw8bTocwbaGlpoaysjKVLl5KQkKBsNxgM/PCHP6SlpYUPP/zQ6wwXBO4hhIsX4WgVDLiVPZAZbdOwbTO87FwG9pa/4Dpwc5xx4qy53zGr09ZrQG+yKk+zbX8uM1yfyu92H6PfZFXMCmyvnZzJsT0nkVGZXoylvNIR0ZAv8HUkSeLo0aO8+eab7Nixg8rKSlJSUpAkiX/84x8sWbJkQgJYo9Go9GC0tbURGhqqiJjJKOGRG9RnzJjBsmXLfMIRzRmyaElOTiYjI8PlvTSZTLS0tCjN/bJDWVxcnNMBpN5Ga2srZWVlLF682G7mjtFo5MYbb6S+vp5PPvmE6OhoD65SMBaEcPEynD3llbMUtqLAMbsCjGqui6NYkhvvHd9nuMBtuMF8w5V6yec6kifazsq9HI/tmMUST8unB+7MC5JxR5SIhnzBdKKxsZF169ZhNBqJioqipKSENWvWUFBQwKZNm4iPj5+QAFa29W1ubqa1tZXg4GDi4+NJSEiYkCf/fX19FBcXExUVxaJFi3zWVaurq4vi4mJmz55Nenq626+THcpkq+WhHMq8gba2NkpLS1m0aJHdNHmTycSPfvQjqqqq2Lt3r12/i2DqIYTLFGA4W2FnfRruBlpy0KYCgjR+BPqr7YSE4/yWsQ6XdHbs0T7FdqeURwSc05PhBKsoAxMInGMwGFi6dCmrVq3iv//7v9FoNJw6dYrt27ezY8cOioqKWLVqFQUFBWzevJmkpKQJETFms9nuyX9AQIAiYsLDw8d8zO7uboqLi0lMTGT+/Plen0kYLZ2dnRQXFzNnzhzS0tJG/T62DmU6nQ6TyURsbCzx8fFeYXvd3t5OSUkJCxcuJCkpSdluNpu54447KCsrY9++fXalY4KpiRAuUxRZuKiA3xTa98M4m3EC7vW3AIMyGK6EiLOemomwGhbiQzBShvvMiNIvgcA1X3/9Nfn5+YOCeUmSqK+vZ/v27ezcuZODBw+Sn59PQUEBhYWFpKSkTIgAsJ1NotPpUKvViogZTflSR0cHJSUlpKamkpaW5rOiRT7P9PR0UlPH7/+dkiTR3d2tlPj19fURExOjZGMm29igo6OD4uJi5s+fz6xZs5TtFouFu+66i4MHD7J//347QSOYugjhMkUZLjBz14rYdn9bEfLV6bZB7l+OwkR2AwP3ysNgZA5kMiLIFIw3QgwLBGNDkiQaGhrYuXMnO3bs4LPPPiMrK4vCwkIKCgpIT0+fEEFgtVppa2tTgma5fCkhIYGoqKhhy5fkHghXs2h8BTkDMRnn2dvbq5T4TbZDmZxRmjt3rt15Wq1W7r33Xvbt28e+ffuYPXv2hK5DMHkI4TKNGCrj4hjAuRILtttl62L5A+TYWO9s9orsQCYLHVksrZkf57IUTQSZgonGXetvgUAwGEmS0Ol07Nq1i+3bt7Nv3z4WLVqkiJgFCxZMmIhxHLAoi5jo6OhBjfZarZaKigoWL15s1wPha8jizDEDMRk4OpSFhITYmS2M5+egq6uLoqIiMjIy7ISJ1WrlgQce4L333mPfvn1jKpETeB9CuExzXJWUuWr0tw3ontlTRYfeRLDGj+iQwEHlZs6GVNpmXIrq2u0yNsL5S+ApHL8HIssnEIwOSZJob2/nrbfeYvv27Xz88cdkZGQo5WSLFy+ekKZuSZLo7OxUZsXIPRgJCQnExsbS1NREVVUVy5Yt8+nm7JaWFsrLywf1engCZw5lcjnZWB3Kuru7OXz4MGlpacyZM0fZbrVaefjhh9m+fTv79+9n7ty543AmAm9CCJdpzlAlZY7lX477Og7okwWPwWwl0N9vyCyK/H7uZFwEgpHizkwjx/1FxkUgGH86Ozt555132L59O3v27GHWrFmKiMnKypowESP3YGi1WvT6gQdkc+bMITU1FY1GM8w7TE3koYtLliyxswL2BiwWi1LiZ+tQFhcXR0xMzIg+Bz09PRw+fFjpUZKRJInHHnuM//f//h/79u1j4cKFE3EqAg8jhItgEK7cwRyfQg83cdx2yKQ8D0YEgYLxZLhSRxBZPIHAW+ju7ua9995j+/btvP/++8TGxrJ582auvvpq8vPzx13ESJLEiRMnOHfuHAkJCXR2dtLb20tMTIwym2SyG8knCrkMznHoojcil/jJJWUjcSiT59GkpKTYWTtLksTjjz/Oiy++yL59+1iyZMlknIrAAwjhInCK7VBKORMC7tnGysIl+Bt75U69CQkRQArGn6Gm3o9mrpFAIJgc+vr6+OCDD9ixYwfvvvsuYWFhbN68mcLCQlauXDnmQZCSJHH8+HFaW1vJzc0lJCREOa5Wq6W5uZnu7m6ioqKUHozAwMDxOLVJp7GxkWPHjpGZmTnlyuCcOZRFR0crwtL2nvT29nL48GGSk5PtSsAkSeIPf/gDzz77LHv37iUrK8sTpzKI//qv/+Lpp5+mqamJrKwsnn/+eS644AJPL2vKI4SLYEgcy8HcwVkfixgAKZgIxjKPRZSHCQTeQX9/Px999BE7duzg7bffJiAggE2bNnH11VezevXqEc8IsVqtVFRU0N3dTW5urktnK71erwTMnZ2dk+qGNV40NDRQWVlJZmYmsbGxnl7OmHHmUBYXF0d4eDgVFRXMnDmTuXPnKv0xkiTx/PPP89RTT/Hhhx+Sn5/v4TMY4PXXX+fGG2/kL3/5CytWrODZZ5/ljTfeoKqqivj4eE8vb0ojhItgSEYjXBydx0ZqfywQjIahsi+O2UNns45EQ75gNNTW1vKb3/yGvXv30tTURFJSEtdffz0PP/ywXRlSeXk5d955J19//TVxcXHcfffdPPDAAx5cuXdiMpnYt28fb775Jrt27UKSJK666ioKCwu55JJLhi3tslgslJWVYTQayc3NdbsUzGAwKCKmvb2dsLAwRcTI2Rpv4+zZs1RXV5OdnU10dLSnlzPuyPekqamJjo4ONBoNs2bNIiYmhoiICFQqFS+88AK//vWv+eCDD1i5cqWnl6ywYsUKli9fzp/+9CdgQEynpKRw991389BDD3l4dVOb8e+KE/gU929YQHJkMPdvWGC3/ZVDdax+Yi+vHKob9JotazMUV7GiunYsEhTVtQ/5GoFgrNh+7myRbbl3lzdwrkPP1v01Tvd39XqBYCgqKyuxWq288MILHD16lD/+8Y/85S9/4Re/+IWyT1dXF+vXryc1NZWioiKefvpp/v3f/50XX3zRgyv3TjQaDevXr+fFF1+koaGBf/7znwQHB7NlyxbS0tK44447eO+99+jv7x/0WpPJRHFxMRaLhfz8/BH1rwQGBpKSkkJeXh5r1qxh1qxZdHR0cPDgQQ4ePEhNTQ09PT14y7Pe+vp6qqurycnJ8UnRAgP3JDY2lv7+fpKTk1mwYAG9vb38/ve/Z+7cuXznO9/hl7/8Jbt27fIq0WI0GikqKmLdunXKNj8/P9atW8fBgwc9uDLfQGRcBKPCnafTjn0GcgApysYE481QZV6OGRfHzItAMN48/fTTbN26lVOnTgGwdetWHn74YZqampRg+qGHHmLXrl1UVlZ6cqlTBovFwpdffqlkYjo6Orj88sspLCzk29/+Ni0tLfz617/mxz/+MTk5OWPukZFxtPQNCgoiPj6ehIQEwsLCJmQ+zXDU1dVx6tQpcnJyiIyMnPTjTxb9/f0cPnyYmJgYFi5cqFzr7u5ufv/737Nr1y46OzsJCAhg8+bN3HDDDVxyySUeXvVA+V5ycjJffvklq1atUrY/8MADfPrpp/zrX//y4OqmPiLjIhgV7jyd3rq/hg69iZBAf65fmcqWtRnKvJZH36oQmRfBiHDM2Nn+WxbFcjbFlutXpvLFQ5fx3HU5fPHQZUrflbN9BYLxoLOz0+4p+MGDB1mzZo1dBmDDhg1UVVXR3t7uiSVOOdRqNRdffDH/+Z//yenTp9mzZw8pKSk88sgjzJ49mzVr1lBfX8+cOXPGTbTAQAZo5syZZGVlsXbtWubOnYter+fw4cN8/vnnVFVV0dHRMWmZmNOnT3Pq1Clyc3N9XrQUFRURHR1tJ1okSWL37t387W9/469//SstLS288cYbhIaG8tVXX3l41YLJQAgXwYhxt4nZUdxcvzKVxwqWKuJl6/4aUT4mcBtHcfLMnirOdeh5Zk+V3WdtuM+UKAkTTCQnT57k+eef54477lC2NTU1DbKolf/d1NQ0qevzBfz8/Fi5ciXPPPMMu3btIjQ0lDlz5qDT6ViwYAHf//73ee211+js7BxXQaFWq0lISCAzM5NLLrmEhQsXYjabKSkp4bPPPqOyspK2tjasVuu4HVNGkiRqamqoq6sjPz+fiIiIcT+Gt2AwGCguLiYyMpJFixbZZbV27tzJ3Xffzeuvv8769evx9/fnkksu4dlnn+XnP/+5B1d9ntjYWNRqNVqt1m67Vqv1uvk6UxEhXAQjRg4YH9k1dNZEftJtK25k8SIHjrbBp0AwFEMJDtvP2lDZF3nfLWszFOEsEDjjoYceQqVSDfmfY5nXuXPnuPzyy7n22mu57bbbPLTy6UNjYyNr165ly5Yt/Otf/+L48eN89dVX5Obm8uyzzzJnzhy++93v8ve//522trZxFzFxcXEsWbKESy65hCVLlmC1Wjly5AgHDhzg2LFjtLS0jIuIkUXL2bNnyc/PJywsbBzOwDuR+0PCwsJYvHixnWh55513uOOOO/jf//1fNm7c6MFVDk1AQAB5eXl88sknyjar1conn3xiVzomGB2ix0UwYmSnMbCfzTIaO9nRuJYJpg9DWRaDc/vj4T6HrgasCgS26HQ6Wltbh9wnPT1dKf9qaGhg7dq1rFy5km3bttkNU7zxxhvp6upi165dyrZ9+/Zx2WWX0dbWRlRU1IScw3Tgs88+4+KLLx60XZIkqqqq2L59O9u3b6eiooI1a9ZQUFDApk2biIuLm5D+FEmS6OjoUGbFWCwW4uLiiI+PJyYmZsRlbPIQzcbGRvLz873W4Ww8kEVLSEgIS5cutfsOvf/++9x000289NJLXHvttR5cpXu8/vrr3HTTTbzwwgtccMEFPPvss/zzn/+ksrLS6weEejtCuAhGjNx0bzBbCfT3Y838OIrq2uk1mOnQm0YUDIrZGYKhcGVZPBaDh/F4D4HAlnPnznHppZeSl5fHK6+8Mig4lZvztVotGo0GgF/84hfs2LFDNOdPAnLGYvv27ezYsYPi4mIuvPBCCgoK2Lx5MzNnzpwwEdPV1aWIGKPR6PaEePn1VVVV6HQ68vLymDFjxriv0VswmUwUFRURHBzMsmXL7ETLJ598wnXXXceLL77Iv/3bv3lwlSPjT3/6kzKAMjs7m+eee44VK1Z4ellTHiFcBKPGNgC0SBAZrCEk0H9UwwAFApmhsir3vFbC22UNgHvZEmfCWIhlwXhy7tw51q5dS2pqKi+//LKdaJHr2Ts7O1mwYAHr16/nwQcfpKKigltvvZU//vGP3H777Z5a+rREkiTOnDnD9u3b2blzJ4cOHWL58uUUFBRQUFBASkrKhImYnp4eRcTo9XpiYmKUCfGyoLXd//jx47S2tpKfnz9lBmKOBtnGOjAwkMzMTDvRcuDAAa699lqef/55brrpJo+4uAm8CyFcBKPG1WA/cM8u2dX7iYByejPUZ8cxWwJDC2QxVFIw0Wzbto1bbrnF6c9s//dqO4AyNjaWu+++mwcffHCylilwgiRJNDQ0sGPHDnbs2MHnn39OdnY2hYWFFBQUkJaWNmGBck9PjzLwsqenh+joaGXgpUaj4dixY7S3t5Ofn09QUNCErMEbMJvNFBcXo9FoyMrKshMtX3zxBd/5znd45plnuO2224RoEQBCuAjGEdu5LXL52EhEiGOQ6TgHRogZ38TVnBVngthR3A4nTIQYFggE7iBJEs3NzezatYvt27ezf/9+Fi9erIiY+fPnT1jg3NfXp4iYrq4uJfuSnZ3t0+5hsiObWq0mKyvLLlv51VdfUVBQwO9+9zvuvPNOIVoECkK4CMYNOYgE12U8ww0KtO2dAZyaAAh8C9mgQQVInC85tO2Zkl3AHMWMO6Vg97xWwu7yBjZmJvHcdTkePVeBQOD9SJJEW1sbb731Ftu3b+eTTz5h7ty5FBQUUFhYyKJFi+wyA+OF1WqltLSU7u5ugoOD6erqIjw8XBl46UvlYhaLhZKSElQqFdnZ2Xaipbi4mE2bNvGrX/2Ke++9V4gWgR1CuAjGjVcO1fG73cfpN1nYlOU8SBzuCbmt+IkM1mAwW+g3WVmWHEFrr1E8OfdBZOESrPEjOiSQtl4DetOAhWhksIb7NyxQLI7lfqqhhKxjOZnsIKZWQc3j3muhKRAIvA9Jkujs7OSdd95h+/btfPjhh6SkpLB582auvvrqQT0Zo8VqtVJeXk5/fz+5ubkEBARgMBjQ6XQ0NzfT1tZGaGgoCQkJxMfHT2l3MYvFQmlpKVarldzcXDvRUl5ezpVXXsmDDz7IAw88IESLYBBijotg3Lh+ZSrRIQFIQFGd/TRoeShgXmrUkMP/tqzNIDJYowSs0SGBSED5uU7Odeh59K2hZ8cIph73b1hAcmQwD29czBcPXUag//n/iRnMFh59q4KYkACSI4PZmJk07PDILWsz7IacbsxMQq2CjZlJk3E6AoHAh1CpVERGRnLDDTewa9cutFotjz32GLW1tWzYsIHMzEx+8Ytf8PXXX496ZoscyBsMBvLy8hSL7cDAQGbNmkVubi6XXHIJs2fPpqOjg0OHDvHll19SU1NDd3f3uM6nmWgsFgtlZWVYrVZycnLsRMuxY8e46qqruPfee4VoEbhEZFwE44qruRuurJJHMnNDRpSNTX3cKxm0KJmXkWZLRG+LQDCY3/3ud+zevZvS0lICAgLo6OgYtM+ZM2fYsmUL+/btIzQ0lJtuuonHH398WOve6Uhvby8ffPABO3bsYPfu3YSHh7N582YKCwtZsWKFWzNbZNFisVjIyckZ5C7mDLPZTEtLC1qtlpaWFgIDA5VMTHh4uNcG/FarlbKyMkwmE7m5uXafqcrKSq644gpuu+02fvOb33jtOQg8jxAugglFLtuR+xYcexSGKh2zbdreXd6glPtszEziQLUOEE37UxV33L5sywY3Oyk9dCVOhGgRCJzz6KOPEhkZydmzZ/nb3/42SLhYLBays7NJTEzk6aefprGxkRtvvJHbbruN3//+955Z9BRBr9fz0UcfsWPHDt5++22CgoLYtGkThYWFrF692qnwM5vNlJaWIkkSOTk5oxKHFouF1tZWRcT4+/sr7mSRkZFeIwDkUjiDwUBubq6dQDt58iSXX345P/zhD3nyyScnpH9I4DsI4SKYUBwbo505h7kKMm1Fj4xtvwPYz44RQerUwR1xMdw+rgZJCgtkgWBotm3bxr333jtIuLz//vtcddVVNDQ0KNO9//KXv/Dggw+i0+mUEibB0BiNRvbt28ebb77JW2+9BcBVV11FYWEha9asISAggNbWVt5//30WLVo0qDl9tFitVlpbW2lubkan06FSqRQRExUV5TFBYLVaOXLkCHq9nry8PDvRUltby+WXX87VV1/NH//4RyFaBMMiPiGCCaWorh2LBLvLG3jlUB1b1mYM26MAA0Frr8GsiJYOvYmQQH+uX5nKlrUZBGv8UDHQAyH3vtzzWgmrn9gremCmANevTOWLhy6zcwJzvHeO+zhi28ti2/vk7mdMIBDYc/DgQZYtW6aIFoANGzbQ1dXF0aNHPbiyqUVAQAAbNmzgr3/9Kw0NDfzjH/8gMDCQH//4x6Snp/OjH/2Ib33rW7z++uvjJloA/Pz8iIuLY8mSJaxZs4alSwdmXVVUVHDgwAGOHj2KTqcbdS/OaLBarVRUVNDX1zco01JfX8+VV17Jxo0bhWgRuI34lAgmlC1rM1AxEFzKM1lskbMnW/fXDNouixW5eVsORAdMAAaa9gP91Urwuru8wel7CbwLZyLF1edgKK5fmcpjBUvtGvHl7UMJHoFA4JympiY70QIo/25qavLEkqY8/v7+XHbZZWzdupX6+npefvllPvnkE7q7uyktLeW2227j7bffpq+vb1yP6+fnR0xMDIsWLWLNmjVkZWXh7+9PZWUln376KUeOHEGr1WKxWMb1uLZIksTRo0fp6emxMx0AaGxsZOPGjXzrW9/iT3/6kxAtArcRnxTBhHL9ylQibEq9HANUV0/HbbfbBqL3vFZC2kO7ae7qV5zHHitYqjhORQZr6DWYRdbFQzgTJY48s6eKcx16OyE70iyJfBxAuf8iwyKYjjz00EOoVKoh/6usrPT0MgVAa2srDz/8MGvWrOH06dO8++67JCcn8/DDD5OWlsYNN9zA9u3b6enpGdfjqlQqoqKiWLBgARdddBG5ubkEBQVx8uRJ9u/fT1lZGY2NjZjN5nE7piRJHDt2jK6urkGipampiSuvvJILL7yQF198cdwyToLpgehxEUw4tr0KgNNBgu6S8X93Kw5jznoYRtJDIxh/3DFbkOe0RAZrKH10/bgfRyCYTuh0OlpbW4fcJz093S5wdNXj8qtf/Yq3336b0tJSZdvp06dJT0+nuLiYnBwxwHUs1NbW8p//+Z88/fTTdo34VquV4uJitm/fzo4dO6ivr2fdunUUFBRw5ZVXTphTmCRJ9PT00NzcTHNzM729vcTExJCQkEBcXJxbDmeu3vf48eO0t7eTl5dHUFCQ8jOdTseVV17JsmXLeOWVV4RbnWDECOEi8AjDBZ6uBMc9r5XwTlkDQRo/Ht642KmVru3r5OGGtoMMhYgZX5wJ06HMFlRAxDf3Y7T3QQhSgWD0DNec39jYSHx8PAAvvvgiP//5z2lubiYwMNADq51eSJJERUUFb7zxBjt27ODkyZNcdtllbN68mauuuoqoqKgJcwrr7e2lubkZrVZLT08PUVFRiohx995LkkRlZSWtra3k5+fbiZbW1lY2btzI3Llzef3110ctjATTGyFcBB7BXceosT5RtxUugPL30T7pFwxge//k8r/h7pXtTJ7R3lchWASC0XPmzBna2tp4++23efrpp/nss88AmDt3LqGhoYodclJSEk899RRNTU3ccMMN/J//83+EHbIHkEXAm2++yc6dO6moqGDNmjUUFhayadMmYmNjJ0zE6PV6RcR0dXURERGhzIqxFSOO662qqkKn05Gfn09wcLDys46ODq666iqSk5PZvn27VzjUiblGUxMhXAQex1kwOl7lZbbv88yeKiFcRonjPbIVlrJ4cedeuSs8XH0mHtlVgQTiHgoEo+Dmm2/m5ZdfHrR93759rF27FoC6ujq2bNnC/v37CQkJ4aabbuKJJ54QgZqHkSSJmpoaRcQUFxdz4YUXUlhYyObNm0lMTJwwEdPf349Op0Or1dLR0UFYWJgiYmbMmKGs78SJEzQ1NZGfn69sB+jq6qKgoICoqCh27drlUvhMNmKu0dRECBeBx7HNijgLRm3ndUzE03rxFN818rXpNZjp0JuG7R2yLQcbi8BwlnGzHUgphItAIJiuSJJEXV0dO3bsYMeOHfzrX//iggsuoKCggIKCAmbNmjVhIsZoNCo9MW1tbYSEhBAfH09/f79SHmYrWnp6erj66qsJCgri3XfftcvCeAtirtHUQriKCbwe2XFqSVIEahXEhAS4Pa/F1uXKlU3uaKx4pwu2wz4dLamdXUv5XgVpxvarJS81CrVq4E/b944M1ij9SgKBQDAdUalUzJkzh5/97Gd89tlnnD59mu9///u89957LF26lEsvvZRnn32W06dPM97PpgMCApg1axa5ublccsklpKam0tTURENDA35+fjQ0NFBfX4/VaqWvr49rr70Wf39/3nrrLa8ULUMh5hp5J0K4CDyOPKfFVTAqB8mtvUYsEhxt6BxSaNiKFXdEiSsrXnesfX0V+dzzUqOUe+NqNoozcfjwxsUu76lsab3okQ9cXlt5cGlRXbuy7fqVqZQ+up7SR9eLzJhAIBAwIGJmzZrFPffcw759+6ivr+fWW29l37595OTkcNFFF/HUU09RXV097iJGo9HQ39+PyWTiggsuYO7cufT19fHDH/6Q+fPn8+1vf5u2tjbeeustQkNDx/XYk4GYa+SdCOEi8DjuDgyUBcbGzCRFaAw3zNCd+SC2xx+p6PFV5HMvqmsf9t44u05D3dPd5Q1IgN5ksZt4b8tI57oIBALBdEelUpGYmMiPf/xjPvzwQxobG7nrrrv46quvWLFiBStXruR3v/sdx44dGxcRc/r0ac6cOUN+fj4REREkJiaSmZnJrl27yMzMpLW1lfr6epYuXco999zD8ePHx+Esh0bMNfJ9hHARTBnkYPi563KUoNhZ0CyXFPUaBoZpjWSKuu37OZYr2YoaX8/GDCccbM9/pCJjY2YScvW17cR7W9wVswKBwHf5r//6L+bMmUNQUBArVqzgq6++8vSSpgwqlYqYmBh+9KMfsXv3brRaLT//+c85evQoF198Mbm5ufz7v/87ZWVlWK3WEb9/bW0ttbW15OXl2WVTjEYjW7ZsQavVUlpaSnNzM3/729/o7++nsbFxPE/RKffddx/Hjx8f8r/09HS33isxMRGtVmu3Tf53YmLiuK9d4B6iOV8wpXHlPra7vGFUjfyvHKqzm+gumwaEBPrbNajLf3dsEnd3pslUxVWzvjuvEaYIAoHAXV5//XVuvPFG/vKXv7BixQqeffZZ3njjDaqqqpQZM4LR0dXVxe7du9mxYwfvv/8+8fHxFBQUcPXVV5Obm4uf39DPtM+cOUNNTQ15eXmEh4cr200mE7feeivV1dXs27eP2NjYiT6VcUHMNZpaiIyLYEpj+2RezpbIokWtwu2+FXk7QEigPx16EwazBbUKDGbroAZ1g9kCoPwpY5uxsf37WDM0w71+qGzQcOc8kjU5NuvnpUYN+x6uSu5clegJBALBH/7wB2677TZuueUWFi9ezF/+8hdmzJjB//zP/3h6aVOe8PBwrrvuOt544w20Wi1PP/00Wq2WTZs2sWTJEh588EG+/PJLLBbLoNfW19dTU1NDbm6unWgxm838+Mc/5vjx43z88cdTQrScOXOG0tJSzpw5g8ViobS0lNLSUnp6egBYv349ixcv5oYbbqCsrIw9e/bwy1/+kjvvvFOIFg8ihIvAZ3DsgXmsYCmAXUDsKoh21hcT6K/GIgFIqFWwZn6cEmgH+qsBCPRXc89rJWT8393c81qJXdmUbcnaM3uqxtQvM1y/jSvB5O45u4t8fnKzflFd+4jMD1wJlOncTyQQCOwxGo0UFRWxbt06ZZufnx/r1q3j4MGDHlyZ7xESEsJ3vvMdXn31VZqamnj++efp6urie9/7HgsWLOBnP/sZBw4cwGw288c//pEXXniBnJwcIiIilPewWCzcddddFBUV8fHHHw9qaPdWfvWrX5GTk8Ojjz5KT08POTk55OTkcPjwYQDUajXvvvsuarWaVatWcf3113PjjTfy61//2sMrn96IUjGBT+M4D2QkZUtDlUXZ7i9Pg1eroObxjU6PL5ebuSqLGq5saiQ/B/sSNcfXyv8ezUDPkazL8Ti2JXyO10OUjQkEApmGhgaSk5P58ssvWbVqlbL9gQce4NNPP+Vf//qXB1c3PTAajezdu5c333yTt956C7VaTWdnJ7/61a/4yU9+gkajAcBqtfL//X//H/v372ffvn3Mnj3bwysX+DpCuAh8krEG5yPpVbnntRJ2lzewMTOJ567Lcfk+Qx3f2cDFka7T3fMb7bFGiuPgUHkoJUCwRo3eZJnwNQgEgqmHEC7exd///nfuuOMONmzYwL/+9S+MRiMbN26koKCAPXv28OGHH7Jv3z7S0tI8vVTBNECUigl8Ekc7X8DtHhHb12/dXzPI4cpx3+euy6Hm8Y2DRAuM3Op5qHKqoc5zJH00I3EMc4U7+8ilcgH+aiKDNXZDKQP9/YTdsUAgcEpsbCxqtdqpo5Nwc5pcPvzwQ37yk5/wzjvvsGvXLs6ePcuOHTuIjIzk9ttv5+WXX+bjjz8WokUwaQjhIvBJHIPzkfSIgPPJ7Y77uppBMhqcmQy40+8x0j4adzI07hzfnX2uX5lKSKA/epOFkEB/Ht64mMjg85Pvhd2xQCBwRkBAAHl5eXzyySfKNqvVyieffGKXgRFMPBdeeCF79uxR+o3UajWXXHIJzz33HFqtln/961/MnTvXw6sUTCeEcBH4JI6ZjuGyDI4/dza53XZfufxpIprJna3VVYZDFgcdehPAsFkMdwSHO3NZ3J3dYrvf9SvF5HuBQOAeP/vZz/jrX//Kyy+/zPHjx9myZQu9vb3ccsstnl7atCI0NJTVq1c7/Zm/vz/Z2dmTuyDBtEf0uAh8ntH0u4y1WX68GaovZSRrGc/zEg31AoFgIvnTn/7E008/TVNTE9nZ2Tz33HOsWLHC08sSCAQeRAgXgc/j2CSuVsFjBUsHuYdNtLuWu+8/lMPZeAoKZ/u5Eki2gznv37CA61em2l3XjZlJY3YoEwgEAoFAIBgKUSom8Hls57vI4sW2P8WxfGosgxmdlWA5+9lQx3C2v7tN/sMd757XSpTjyj0xsiB55VAdvQYzkcEapQRMft0ze6ro0Jvo0Jt4Zk8Vq5/Yq/QBWSTYXd4g5rAIBAKBQCCYUIRwEfg8ctD/3HU5PFawdFB/iixs8lKjyH7sQx7ZVTFkEO5MdNg2yTuKEWf9IEMJHXf7R1ytzVF8AIpIeafMtcDYur+GDr2JkEB/RSDJ6zSYLaiAYI0fBrOFcx16DlTreKxgqd3QT+ESJhAIBAKBYKIQpWKCaYerUiq59AkGl5PZ4qqcaiTzUVwNhRxrqVX2Yx/SoTcpzl3ye8oZk2CNH9EhgeSlRnGgWgecL/1yNrsmJiSAow2dBPj7oTdZSY4MVgZyRgZrKH10/ajXKhAIBAKBQDAShHARCL7BWR+Hq/2ciQxXQytt/+7qPUcielwNvHzlUB2/3FUBgEatwmqVsEjnncZsz03OpLg6nmNfkO2ke3fORyAQCHyVAwcO8PTTT1NUVERjYyM7d+6ksLBQ+bkkSTz66KP89a9/paOjg9WrV7N161bmzZvnuUULBD6Cv6cXIBB4C9evTB1xIO4oVmQcS8Fsh1k6Y8vaDKfv4+x4b5c1AAN9JbbCxbb8y2yRkECZRfPMnio69Sakb/bLS42iqVPvdE6N7XpcObEJwSIQCKYrvb29ZGVlceutt3LNNdcM+vlTTz3Fc889x8svv0xaWhqPPPIIGzZs4NixYwQFBXlgxQKB7yAyLgLBCHjlUB2PvlWhZDIAJXNhW0JlW6YF45ehsC1n25w1OOMiZ1XWzI9TBIcsouB8CZy8LTJYo7x+qCyTQCAQCAajUqnsMi6SJJGUlMR9993H/fffD0BnZycJCQls27aNH/zgBx5crUAw9REZF4FgBGzdX6NYKjuKElk0wPnszXjPOpGPYzBbOFCt45VDdcr7DpUxclYCt3V/jSK25H8L4SIQCASj5/Tp0zQ1NSmT5gEiIiJYsWIFBw8eFMJFIBgjIuMiEIwAd+e1gL0wcKd3xV1ssy62vSejER3u9vUIBAKBYDCOGZcvv/yS1atX09DQwMyZM5X9vve976FSqXj99dc9tFKBwDcQdsgCwQgYap6K7c9sy7NGahM83BwZ2XpZLvMay/yU61emUvroekofXS9Ei0AgEAi8gtraWn70ox+RlpZGcHAwGRkZPProoxiNRrv9ysvLufjiiwkKCiIlJYWnnnrKQysWTBaiVEwgmABsm+1HKghsG/tdCSR5uytzAIFAIBBMPomJiQBotVq7jItWqyU7O9tDq5p6VFZWYrVaeeGFF5g7dy4VFRXcdttt9Pb28swzzwDQ1dXF+vXrWbduHX/5y184cuQIt956K5GRkdx+++0ePgPBRCFKxQQCL2O8+2IEAoFAMDG4as6///77ue+++4CBADs+Pl4054+Rp59+mq1bt3Lq1CkAtm7dysMPP0xTUxMBAQEAPPTQQ+zatYvKykpPLlUwgYiMi0DgZYzGllkgEAgEk0NPTw8nT55U/n369GlKS0uJjo5m9uzZ3Hvvvfz2t79l3rx5ih1yUlKS3awXwcjp7OwkOjpa+ffBgwdZs2aNIloANmzYwJNPPkl7eztRUc7t/gVTGyFcBAKBQCAQCNzk8OHDXHrppcq/f/aznwFw0003sW3bNh544AF6e3u5/fbb6ejo4KKLLuKDDz4QM1zGwMmTJ3n++eeVMjGApqYm0tLS7PZLSEhQfiaEi28imvMFAoFAIBAI3GTt2rVIkjTov23btgED5WO//vWvaWpqor+/n48//pj58+d7dtFewkMPPYRKpRryP8cyr3PnznH55Zdz7bXXctttt3lo5QJvQWRcBAKBQCAQCAQTzn333cfNN9885D7p6enK3xsaGrj00ku58MILefHFF+32S0xMRKvV2m2T/y2bJAh8DyFcBAKBQCAQCAQTTlxcHHFxcW7te+7cOS699FLy8vJ46aWX8POzLxJatWoVDz/8MCaTCY1mYDzARx99xIIFC0SZmA8jXMUEAoFAIBAIBF7DuXPnWLt2Lampqbz88suo1WrlZ3I2pbOzkwULFrB+/XoefPBBKioquPXWW/njH/8o7JB9GCFcBAKBQCAQCARew7Zt27jllluc/sw2bC0vL+fOO+/k66+/JjY2lrvvvpsHH3xwspYp8ABCuAgEAoFAIBD4KI8//jg7duygsrKS4OBgLrzwQp588kkWLFig7NPf3899993HP/7xDwwGAxs2bODPf/6z4tIlEHgLwlVMIBAIBAKBwEf59NNPufPOOzl06BAfffQRJpOJ9evX09vbq+zz05/+lHfeeYc33niDTz/9lIaGBq655hoPrlogcI7IuAgEAoFAIBBME3Q6HfHx8Xz66aesWbOGzs5O4uLiePXVV/nud78LQGVlJYsWLeLgwYOsXLnSwysWCM4jMi4CgUAgEAgE04TOzk4AZQp9UVERJpOJdevWKfssXLiQ2bNnc/DgQY+sUSBwhRAuAoFAIBAIBNMAq9XKvffey+rVq1m6dCkwMGU+ICCAyMhIu30TEhJoamrywCoFAteIOS4CgUAgEAgE04A777yTiooKPv/8c08vRSAYFSLjIhAIBAKBQODj3HXXXbz77rvs27ePWbNmKdsTExMxGo10dHTY7a/VasUEeoHXIYSLQCAQCAQCgY8iSRJ33XUXO3fuZO/evaSlpdn9PC8vD41GwyeffKJsq6qq4syZM6xatWqylysQDIlwFRMIBAKBQCDwUX7yk5/w6quv8tZbb9nNbomIiCA4OBiALVu28N5777Ft2zbCw8O5++67Afjyyy89smaBwBVCuAgEAoFAIBD4KCqVyun2l156iZtvvhk4P4DytddesxtAKUrFBN6GEC4CgUAgEAgEAoHA6xE9LgKBQCAQCAQCgcDrEcJFIBAIBAKBQCAQeD1CuAgEAoFAIBAIBAKvRwgXgUAgEAgEAoFA4PUI4SIQCAQCgUAgEAi8HiFcBAKBQCAQCAQCgdcjhItAIBAIBAKBQCDweoRwEQgEAoFAIBAIBF6PEC4CgUAgEAgEAoHA6xHCRSAQCAQCgUAgEHg9QrgIBAKBQCAQCAQCr0cIF4FAIBAIBAKBQOD1/P/NFFngYoxtowAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = GeometryExamples.trefoil(n_samples = 2500, horizontal_width=10)\n", + "fig = plt.figure(figsize=(10,6))\n", + "ax1 = fig.add_subplot(121)\n", + "ax1.scatter(X[:,0],X[:,1], s=1)\n", + "ax1.set_title(\"Trefoil 2D projection\") ; ax1.set_aspect(\"equal\") ; ax1.axis(\"off\")\n", + "ax2 = fig.add_subplot(122,projection='3d')\n", + "ax2.scatter(X[:,0],X[:,1],X[:,2], alpha=0.5, s=1)\n", + "ax2.set_title(\"Trefoil in 3D\") ; _ = PlotUtils.set_axes_equal(ax2)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "perc_choices = [0.1, 0.5]\n", + "prime = 3\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "cc = CircularCoords(X, 300, prime=prime)\n", + "for i,perc in enumerate(perc_choices):\n", + " circular_coordinate = cc.get_coordinates(perc=perc,cocycle_idx=0)\n", + " plt.subplot(1, len(perc_choices), i+1)\n", + " plt.scatter(X[:,0],X[:,1], s = 10, c = CircleMapUtils.to_sinebow(circular_coordinate))\n", + " plt.title(\"perc = \" + str(perc) + \"\\ncheck_cocycle_condition=True\")\n", + " plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This topological complexity causes the following problem at the larger scale, when the heuristic for lifting cohomology classes is used directly.\n", + "At a small scale, the heuristic works fine." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "perc_choices = [0.1, 0.5]\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "cc = CircularCoords(X, 300, prime=3)\n", + "for i,perc in enumerate(perc_choices):\n", + " circular_coordinate = cc.get_coordinates(perc=perc,cocycle_idx=0, check_cocycle_condition=False)\n", + " plt.subplot(1, len(perc_choices), i+1)\n", + " plt.scatter(X[:,0],X[:,1], s = 10, c = CircleMapUtils.to_sinebow(circular_coordinate))\n", + " plt.title(\"perc = \" + str(perc) + \"\\ncheck_cocycle_condition=False\")\n", + " plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we know that the heuristic does not work at the larger scale, we suspect that, at this larger scale, the output of the algorithm will depend on the prime parameter.\n", + "Here we display the output of the algorithm for a range of choices.\n", + "We see that, in general, the larger the prime, the more complicated the cohomological coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "prime_choices = [3,5,11,13]\n", + "perc = 0.5\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "for i,prime in enumerate(prime_choices):\n", + " cc = CircularCoords(X, 300, prime=prime)\n", + " circular_coordinate = cc.get_coordinates(perc=perc,cocycle_idx=0)\n", + " plt.subplot(1, len(prime_choices), i+1)\n", + " plt.scatter(X[:,0],X[:,1], s = 10, c = CircleMapUtils.to_sinebow(circular_coordinate))\n", + " plt.title(\"prime = \" + str(prime))\n", + " plt.gca().set_aspect(\"equal\") ; _ = plt.axis(\"off\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The above behavior is that of DREiMac's current implementation.\n", + "The reason why different primes lead to different circle-valued maps is that the integral lift of a cohomology class $\\eta \\in H^1(K ;\\mathbb{Z}/p\\mathbb{Z})$ is only uniquely determined up to the kernel of the morphism $H^1(K ; \\mathbb{Z}) \\to H^1(K ; \\mathbb{Z}/p\\mathbb{Z})$, which is usually non-trivial.\n", + "The upshot is that one should be able to design an optimization procedure that finds good integral lift $\\eta'$ of $\\eta$ by minimizing a notion of Dirichlet energy.\n", + "Although this hasn't been fully developed yet, it is actively being researched." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dreimac-opt", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.0" + }, + "vscode": { + "interpreter": { + "hash": "b92ccc6cf4753cf244c150496a947045c7076528614dfd2e8804a0f6266fa336" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/twoSphere.html b/notebooks/twoSphere.html new file mode 100644 index 0000000..6afb1c3 --- /dev/null +++ b/notebooks/twoSphere.html @@ -0,0 +1,269 @@ + + + + + + + Complex projective coordinates on a 2-sphere — DREiMac documentation + + + + + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

Complex projective coordinates on a 2-sphere

+

In this simple example, we use complex projective coordinates to parametrize a finite sample of a 2-sphere.

+
+
[1]:
+
+
+
from dreimac import GeometryExamples, ComplexProjectiveCoords, ProjectiveMapUtils, PlotUtils
+import numpy as np
+from persim import plot_diagrams
+
+
+
+

The original data.

+
+
[2]:
+
+
+
data = GeometryExamples.sphere(2000)
+
+import matplotlib.pyplot as plt
+fig = plt.figure()
+ax = plt.axes(projection='3d')
+_ = ax.scatter3D(data[:,0], data[:,1], data[:,2],s=20, c=data[:,2])
+
+
+
+
+
+
+
+../_images/notebooks_twoSphere_3_0.png +
+
+

These are the two hemispheres of the original data.

+
+
[3]:
+
+
+
data_R2 = ProjectiveMapUtils.stereographic_projection_hemispheres(data)
+fig = plt.figure()
+
+plt.axis("off")
+_ = PlotUtils.plot_2sphere_boundary()
+plt.scatter(data_R2[:,0], data_R2[:,1],c=data[:,2])
+_ = plt.axis("equal")
+
+
+
+
+
+
+
+../_images/notebooks_twoSphere_5_0.png +
+
+

The persistent cohomology clearly shows one high-prominence two-dimensional void.

+
+
[4]:
+
+
+
cpc = ComplexProjectiveCoords(data, n_landmarks=300)
+fig = plt.figure()
+plot_diagrams(cpc._dgms)
+
+
+
+
+
+
+
+../_images/notebooks_twoSphere_7_0.png +
+
+

We now apply complex projective coordinates, and display the data in two hemispheres as before. We color the data using the \(z\)-value of the original embedding, to make sure that our parametrization is continuous.

+
+
[5]:
+
+
+
coords = cpc.get_coordinates(perc=0.9, proj_dim=1)
+coords_R3 = ProjectiveMapUtils.hopf_map(coords)
+
+
+
+
+
[6]:
+
+
+
coords_R2 = ProjectiveMapUtils.stereographic_projection_hemispheres(coords_R3, center_vector=np.array([1,0,0.7]))
+fig = plt.figure()
+plt.axis("off")
+_ = PlotUtils.plot_2sphere_boundary()
+plt.scatter(coords_R2[:,0], coords_R2[:,1],c=data[:,2])
+_ = plt.axis("equal")
+
+
+
+
+
+
+
+../_images/notebooks_twoSphere_10_0.png +
+
+

The recovered paramtrization, but this time as a sphere in \(\mathbb{R}^3\).

+
+
[7]:
+
+
+
import matplotlib.pyplot as plt
+fig = plt.figure()
+ax = plt.axes(projection='3d')
+_ = ax.scatter3D(coords_R3[:,0], coords_R3[:,1], coords_R3[:,2],s=20, c=data[:,2])
+
+
+
+
+
+
+
+../_images/notebooks_twoSphere_12_0.png +
+
+
+ + +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/notebooks/twoSphere.ipynb b/notebooks/twoSphere.ipynb new file mode 100644 index 0000000..b05953f --- /dev/null +++ b/notebooks/twoSphere.ipynb @@ -0,0 +1,222 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Complex projective coordinates on a 2-sphere\n", + "\n", + "In this simple example, we use complex projective coordinates to parametrize a finite sample of a 2-sphere." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from dreimac import GeometryExamples, ComplexProjectiveCoords, ProjectiveMapUtils, PlotUtils\n", + "import numpy as np\n", + "from persim import plot_diagrams" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The original data." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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FEQvNGnPjiGWl1KIijEajwcGDB+/YcXmtI5rLly9z4cKFJU/tvLFx8MUXXySbzc4ro+2k2TrVTPcK6ynygntHaG7E8zyGhoYYGhoConRxR3hmZ2eZnp5mdnZ2ze1yIJ4+ulRioVkjbtYbs5iFf2xsjMOHD7Nhw4Y7dlxeq4imU9hw+fJlnnrqqe6G8HLo5Mb7+voYGhqaN/zr2rVrnDhxorup3BGfm+X2Y17PvSo0N5JIJBgeHmZ4eJgwDMlkMiSTyXl2OYVCgZ6eHorFIrlcbs0iis412mGhIXBzhefNNn00Fpo14Fa9MbeKaDpGh1evXmXPnj0MDw/f8bmsRR9Nx5lACMHjjz9+RyLTYe4X8sbhX3M3lc+fP8+RI0fI5XLzcvtrdae70Pne66wXoZmLMQbP8xgZGelGvfV6vRvtXL58GWMMhUKhex3kcrk1e503E55qtcqhQ4d46qmnuum1ucUF6+1zWCyx0Kwyt+uNuVlEM9dxef/+/aTT6RU5n9WsOutEMMePH2f79u2cO3duRTdsb3beN24q+77P9PQ0MzMzHD9+HN/3KRQK3WhnLe901wPrVWhudAbIZDJkMhk2bdq0oF0OMK+ibS33+eYKT6vVwnGcN9XY61hoVonF9sYsJDQ3Oi6v5KK4Wns0HRPPyclJnnzySfr6+rpeWAuxnCKGxeJ5XjfFMtcYcnp6mosXLwJ00yurYZOynvZoOue63oR3Mc4AN9rldFwLpqenOXv27JrZ5dx43h0BWcr00TAMSaVS6+5z6hALzSqwFBuZToTREaaFHJdXktXYo6lWqxw4cADXddm/f3+323ulj7Wc51rIGLJarTI9PT3PJmVu4+himwbfCHTe0/V257wcZ4B8Pk8+n2fr1q23tMuZ61qw0u9LxyD3xnODW4+9/s7v/E5+7Md+jA996EMrej5rRSw0K8xSRyx3LrpSqcShQ4cWdFxeSVY6orl69SpHjx5ly5Yt3H///a9LZ6yk19lKPU/Hn2vr1q1orSmXy0xPT3PlyhVee+010un0vIq25aT/1svC/WYRmhu50S6ncx3MLTDpTBy9U7ucuWitb7tfuJDwdEZwr1dioVkh5vbGwOI7/DuPefHFF9m+ffuCjssryUot/lprjh8/zujoKI899li3/+VGVip1dqvnuhOUUvNsUuY2DZ45c6bbr9GJdgqFwrpNXyzEehWalXYGuPE6uJVdTuefW1km3YzFCM1CxEIT87remMUa8QVBwOHDhwF47LHHuv0Cq8lKVJ3V6/VuVdm+fftuWqhwL0Y0t+PGpsFWq9UtLDh69ChhGHbvcovF4uvmr6yn/RlYv0KzUApqJbmVXc6FCxc4evQomUxmXmXjYkrqO3s0SyUWmjcxc2vl78RxGSCfz6/mqXa506qzTk/PyMgIu3btuu2G7HofE5BIJNiwYQMbNmzoltB2hOf8+fPzjCNXKr2ylqxXoVnpiOZ23Mou5+zZs10hWMguZy53EtFkMpk7fh13i1holsly58Ys5Lj8+c9/fs269Ze7R2OM4eTJk1y6dIk9e/awYcOG2/7O7cRhvd39zy2h3bx587wN5Y4NfqeQYHJyksHBwWWlV9aS9So0d7pHc6csFPl2hKfj1Te3l6tQKKCUWlYk1tmjWUvLnZUmFpplsNwRyzdzXF5LW5jlRAbNZpMDBw4QhiH79+9f9J3VrY611HO4F8cELLShPDMzw6FDh7hy5QonT55c1F3u3WRuunc9cbeF5kYSicQ8u5xms9nt4XnttdfwfZ98Pj/PDWSx5+/7PlrrWGjeLCx3xDLc2nF5LYVmqceanJzk4MGDDA4Osnv37iWF/Su9eN1rQnMjnbw+wOOPP44QouvJNdeRulPRls/n7/piuR6bNTsp63v5vJPJ5LyUa0d4Ll68SLPZ5Nlnn32da8HNroVqtQoQp87eDCw3VbYYx+V7MaKx1nLmzBnOnTvHQw89xKZNm5Z1rJV6XffyonIzPM9b0JF6enq6a5Eyt3H0bjhSr1ehAdbcVmi5CCG6JrHVahUhBCMjI92I59KlS91roRP5zrXL6fzOSrmD3A1ioVkES+2N6bBYx2Up5ZpMvewc63aL/9wU31vf+tZlh+xvtohmLgu99hsdqavVald4zpw5M69hsFgsrklhwXoUmvWa7oNoLUkkEre0yzl//jwQuVe88MIL9PT0rIhrwbPPPstHP/pRvvGNb3Dt2jX+7M/+jO/+7u++5e985Stf4cMf/jBHjx5l8+bN/Lt/9+/4kR/5kSUfOxaaWzC3N2YpI5Yhqs46cuQIQ0NDPPTQQ7e8+7qXIpqZmRkOHDhAb2/vkoeqLfVYS32u9cBiX+/cxtEtW7Z0Hamnp6fnOVLPbRxdDUfq9Sw0dzvtuBwWqjq7mV3O1NQUf/qnf8rLL79MGIb8wA/8AO985zv51m/9Vh544IElf261Wo3HHnuMH/3RH+WDH/zgbR9/7tw5vuM7voOf/Mmf5Pd///f54he/yI/92I+xYcMG3vve9y7p2LHQ3ITljlie67j88MMPL6o6a7EzaVaCuZY3N/Z/nD9/ntOnT/PAAw+wZcuWO16A7gULmpU6rrY1ABy5Or0Mcx2p4XrfxvT0dHfa5I2NoyuROoqFZm1ZrDNAxy7nc5/7HJ/97Gf56Z/+afbs2cMnP/lJfuZnfobf/d3f5fu+7/uWdOz3ve99vO9971v04z/2sY+xbds2fvEXfxGAhx56iOeee45f/uVfjoXmTpnbG9P5Ei72i1ir1Thw4MCSHZfXOqKB+QtMp3G0XC7z9NNPdxe7lTjW3TDV7GBsQEufxdiAhNqMIws3fWwQnqYVfpXQzqJEPwlnL5CgGnyWWvAigSljMUgkCdkHIkVNl/FtHQeFK1IokcdT96G8oTsWxRv7NuYO/XrttdcIgqC7mdyZvbJct4X1KDRL+V7eSyynYTMIAvr6+vjIRz7CRz7yEZrN5iqd3XxeeOEFvu3bvm3ez9773vfy0z/900t+rlho5tDZ8A/DsHshL/ZivhPH5bWuOoPr5aGlUokDBw6QzWbZv3//ivZ9rEVEY0xIw1zEWkNSbcCRUWVOIzzNZPNP8M0VrNU4IkfOGcITAQINcjeO81ZckaXR+k0awV9gbRVwsOSp+3+BJiQwUxhaSFsHNFgIrQUsHgLHQmAFCIsRgoaGjQ85XKz/DmH9fpTaiCcFwmqE8PDkFjw1SFJtIam2IMXivoJzh351HKk7jaMdR+q5jaOLzemvdePjSnCvlTYvheU0bNbr9Xn7u2vVFDw6Ovo6t5KhoSHK5TKNRmNJU21joWnTiWJeeOEFtm3btughYx17/DtxXL4bEY0xhosXL3LixAl27NjBtm3bVvwOcTX3aKzVXK7/OVeaf0xoSySxZJ0Cfd7bybnfznjrDwj0GJ7aiLACYZ7HD76CEQME1qLt52gyiBK9ZDkOtBD0AiGCGqEtoa0hJIsALBoHgxAQ2vYYXyxKgCMsjgCFBQEGH805AnuJIHSYsXnAAwIkTRwCpLBAAiu2kXLfTX9iP1nnAYS4/SI015G6s5lcqVTmOVK7rjtv4ujNHKnXY0SzHsWxw3IaNqvV6rquOINYaBbsjVnsot+ZJHmnjst3I6I5evQos7Oz7N27t9v7sdLcaerMWktDX6AaHqWZOouQG5lolZnyTzLa/Bs8cYyk8OmRAZ7QCHuVun+GMPwcxiZIykeJjjKBQ4WQBDVTw7dZlOglJUYx5jK+8HFFBilcwMXaEGGbWCQCH2wD2uJisYBA0C6xtZCSIAQoaIsShBYMGgSkKFMySRKEJGSz+xhBgLWHKbXOMe1/npzaQlIVUaIXRApJkd7EW0iqhQ1L576XnZx+p3G0Ywh56dIljh07Ns+Xa64j9XoUmjdbRHO3fM6Gh4cZGxub97OxsTHy+fySohl4kwvNQr0xHZuI2/3exYsXOXnyJNu2bbtjx+W1FJpaLdrUbrVa7N+/f1Vnryw1otGmzrT/darhGQyaeniRhj6JJUAnBVbNMlqt0bIwIJukZYADuEJjrKRpHXw0KTNKr/SRjIN10dYSEmCsh7ENXDmItgHWaJRoEFjam/0agUCIEIcQbSQtWycrDZ6IxMG/4Zw9GYlLR2QkIIXAFeBYy6S2JESIJCAh/bbwWRICXKLPPCHK1O0J0MfxjUtgW+1zVlxupEjJt7K78FGkXNzXda4h5I4dO7q+XJ0y6o4jdbFYXDe9KHNZz0KznD2auyU0+/bt4zOf+cy8n33+859n3759S36uN63Q3GzE8u16WoIg4MiRIysaDayV0HT2kQAeeeSRVR/wdTuh6fz/eniWK40/YNp/jtBWiXZABKCJElIJhr0pcrLRTjlFi3pgBab9KIC8DHGFxm0/xtoSWvTiUkWJkJrx8Y3CsdfolQ0yqoW1ULGCJi1axiKEg7I+QkRnMKwgLQXRsiZpWcvUnMtDEYmLABwh5kQr4AlBUVlmjcWxBtl+ZRlhcIQlemssroCkqBEYhbENHCGwAgwh1rYI7N9ycOYU23P/PwreFnxTxtgWniwiF5Fqu9GXq9OlPj09zdTUFGEYcuDAgW6a7UZH6nuN9Sw0y41oVsIVoFqtcvr06e7fz5071/3ct2zZws/93M9x5coVfud3fgeAn/zJn+TXfu3X+Nmf/Vl+9Ed/lC996Uv8yZ/8CZ/+9KeXfOw3ndDcbsTyrUqN5zouv+1tb1uxjfPVFhqtNa+99hpjY2M8/vjjvPrqq2tSKnw7odGmwfnGrzHtfwFrS4BFCjBW0ZUaKyiqaXKq0d6IF6i2kDjCYixYK6PFWkaLd+eIAo2kQtMmSIgGLoaQJBtUBSVM9Fgh6FGWuhHMiACJjxKWuvHoU4qM1IREYiaBpJD0Ksu0sQgLVgDiuth0jm0Ba8ETFhdJ2JaZhLA4wqCtwCJQnX0eICF1lHbD0rDgIBHC4mFIitNcKH8vAcM0kTSMhytzDLn72Zx+DylnZNGFBXPtUcbHxzl79ix9fX3MzMxw7ty5eY7UxWJxyWmS1Wa9Ck1n7Vnquddqta4v4p3w8ssv8853vrP79w9/+MMA/PAP/zCf+MQnuHbtWrewBGDbtm18+tOf5md+5mf41V/9VTZt2sRv/dZvLbm0Gd5kQrOY3piFUmfWWs6dO8eZM2e6jssrece3mkJzY8l1Z+743RKaZjjGRPPvmG6eY6z1AorLKDS0N9Il4IiQJAGusARI8qKFINqmv07HdRg8LBkhkYhotW/voIQ4CBsQWou0CikEg46PKywtK2hZj7p2ycsWCanBCFoWpsMUV4ONfGv6MtpKolIAQ8NaPGGi8zKSppUgQvJohBTYG8+urTwWiUFiELiYdiQjAIMr2+m29msB2ulAaBqLaT+XgyUvy7RsjYyQNHGZ0Fkum7NMBH9F0X2MweS76PfevqiCgrk4jsPmzZvnOVJPT0/Pc6Se2zh6tx2p73Wfs5vR+Y4vp+ps48aNd3z8b/mWb7nl9/4Tn/jEgr/z6quv3vGx3xRCs5TemBsX/Zs5Lq8kq2VBMzo6ypEjR9i4cSMPPvhg905qrZyQhRAYG1ALzlEJJzhf/TSN4KtYW8WiydLCkyEuUSqpHRyQFPPfC0eY9m5GlJoy7ahGAVmhcIRo7410HhEtzspamlbQ0C4t4XDJz7E7WaZmDQ3r4FsHi2BSpyjic6o5wDG/SMMo3pW5Ro/y50QoAg/JrE6ghOZIq4+K8SjIBo8mJxmUresRTvsEDIIAyVhYoGR6CcwUWW8Gp51C6+zrCBuJTCdlKNr/LyksdXv9OlUC3PZ7kVNNEjJkMszgG0klPEO9dpmrja+ScR+i4Gyn6D2MErcWhRsX7bmO1Nu2bUNr3d3f6Qz86jhSF4tFenp61nyfZ71GNMsVmmq1uq4NNeFNIDQ3jli+XW/M3Iim47hcLBbv2I7lVkgpCYJgxZ7PGMOJEye4cuUKe/bseV2p9lrtCbW8b1DxvsTo1Cx1U8azFRwMrghJC5+E0CAsTjtlZm1UJiwB3wp86wAWB4MUIDEYFAZIC0FWKDrLTbdsm+j3DZEYJQElNA3jcaS5kY2ujyc0dRM9d1YaciokKS09Skf7QU6N+70ypvt8goSAlLRkZEDLKjB5JsMkU+QYC/K8I3OJTW4Na0EjCaygZTw0gjN+P3UG8U0vJTPGo8mrGKLUnyVECNsWGeikDDvCmRMQWGi2FU+0n1+1y617VYOx0KNhykigrieZDM7hmxJKePS7j7I1/R30JR5Z8DO6XdWZUoq+vj76+vqAyLK+0zh64sQJWq3W6xpHV1sE1qvQzM2kLIV6vR4Lzb3MjSOWF/MBSylptVqcPHnylo7LK8lKLvyNRoMDBw5gjGHfvn0LXqCrFdFoG3Cx9gKX6i/ihy/jZE8h0FgtcLAkRUhKRFGCJ3T7zj0SGW1BEfWmGAuOiEqEQxRNCykRtkXFIoG06PwtKghw2tGEJRKZTiGyEoLAOLzY2MyY7uWkX2JvcpSWkBSVpleFKGExVvBIskS/o7noJ1DCUjYuvTLAlbT3fqJ4wyDZn57kSmknNetjpMNnKnt4KnWenYkSEkOAwrcOR1v9XA0H6HP6aZkSZ/0ehtw+euRZsAGeDEFcT7tFIjP/s3HbGcFGN+UW/akBJQwJEdC0TVzRT8gM2pwnK+oooakHZ3i19BmS8gkeyv0YRW/P66yHlnJte543b+7K3MbRjiP13DLq1XCkXs9Co5RalkfZeh7jDG9QobmTuTHGGCYmJkgkEnfkXLwUVip1NjExwaFDh25r5LnSEU1oGlSCyxyc/Thl/+skRJWMbKDk9Tt1ayEpgva2hUSg0YAL3Q0N272n72xvRFGBj8US0DIJ0irEEQHGCurWJS1CQiRKaLC2vUVjsVZQNS4CyXPVbZwO+3AwvFwfolc2uT8xS5+KNt+bRjKjU4RWssFtYCxoq5jRaXJeCdea9nlFqbDLQYZBx2eT2+Dva8MMehlcKfhK3eVYs8ygU8MiuRxmKZkkLh7jtkZK5sk5/czwTZTCV3DsIXZ610iKJqGNBMwVQVcmOyIKkfAqCw2uL7CRIU6UdhPWiaIjW6W3XZ1nLSAhQUjDfI1XSwdJq91sz/woQ4m93RuOOxGCVCrFxo0b2bhx4zxH6qmpqXmO1J09npXoal/PQrOc846F5h5kuXNjIGpGunDhAp7nsW/fvjXLPd/pwm+t5fTp05w/f57du3ffduNwpebENPUMJ8p/xETjAC1zEZcJUsLgiRCFwbR3XaKUWJT00nNqszoi1Pl0DNcbIo2VBDaJIU1K1pgMCxwqvZuhQh82fI63pk5TNw4pR7d/93rKzFrBrE6392AUV/Qg2kbHDW2Sz5b3YHOnyKYnqOgkDauwSKRQhMaSlRqDbL8GhU9U/eZgKGkPi8BaSMsmjnDZnHyEjEpxrPoKF/1JLrQCXKkI0VjrIFWOBAU8u4l+N0NJT7BV1dmqyqSkQ1J4SKkJrUHMqV8LbKcYYG6EE8lLiMRaMEIQmDRKumgqpEUTgUW3xVu0SxESIiS0AU19jJPVX0fbD7Ex9fYVbdhcyJG60zh65coVjh8/TiqVmhfxLMeRej0LzVLXFGst9Xp9XU/XhDeY0Cx3xPJcx+WNGzdSr9fXdIPzTtybW60WBw8epNVqLToCW4mqs5J/lpem/k+a4WkSokFahO1ar6gyq7N5T/tPbaPOxk53jEGgAE20L6OtQCJoGEVCmHYlliQlGjRNhsPVR5myBhkE6HAjjcQFQFA1STIy6ocRIoqLmja6rB2heam2CewwaRFQt1WwlsAqKqYHQx0rBhC2jiAaBWEENE2K82GRBxJjCGtwZBRb+NahpBNRaktYyibL02nB29N/R1LMsAmXl2qDnKp62EQSV6RJyAySJPendjMbVgh0krdkGxTNIVrGUrP9+Hj0cBFPBATWRLGMkLjC4iDR1iPEooULNuh6q0lhqNkcCWcQ31QQCKQwmI7ICIskelxCGLAtWlag7TWOV3+Pa60XCISH8LZg7aMrnuKaWya9ffv2mzpSd6KdxTpSr1ehWU6zJsTFAPcMt+uNuRU3lv/Ozs52R6euFcuNaKanpzl48CDFYpEnn3xy0cUKdxrRaBtwbPbj+PokCeHjCN1O9VyXFonFFQEgCKwkREQpLgzGKloQFQMg0LadQkNhZB5jMlRaPVwNa0y1cpxp7mDG7ycpFA0UjnyQVxrXeDp9jtBCVbuklaBlBNM6ibWSkknzan0TRxqb2Jbu58HsdkJrOFY5jys8Es4upPgfpKWPJIVFIAlJCp+meDsHmpsZDb/Gw4lT7EjMYlBUdDYqQnB8fDbzjsKT9NpPo0SItoo9iSY7vEt8svEIlximoHpACGq6QWBDCk6GclhjSJ4mQYqWLSJs1GSKiOrQQptEiTqdWE8ASvgokgykfpqKHmO89QKl0DARbqFhdjKYSNPrlrjW+hKpOeuvwnQbXAFcIieEqoGquYTGASHQmVNcahTYkv7WZV8Ti+FmjtTT09NLcqRer15ny4loIE6d3RPcSapsIcflSqWyZtMuOyxVaOb29Tz44INs3rx5SXejdxLRGGt4rfIVJv2XUTZEyvYd9JyueJeQjIyqqSBqimxaRcM4+NYlKQ3GJghtlOKp2j6GvC0MJrbhyY1I+QSfKr3CldY4A6oXI0N8M8MkFYJqQJI052q7uNQs8FDyCnkVMhoO8rXKCKOhhxIaVzqkZIq6FkiziXcV382EP8tow9Lv9WBEhdCm6JWXQEZRTssmmDX3cc28jS3pFLPhEH9dGaVQO8p78ucoqsjduWofpeV8D9vFr6NtgrIuENiApnYoqjrf3nueT1R3Y7BoG7bHCDj41scRDg5TCOGQc7KUwjLaVumUGighQERJwE6pQ/TO1rH+/4NlH6/W348rB8k6aVKmRCN4lSygTYFQXMMRIRZ7vajAdvqKBApDSrSYBsq6RdLkMVQ5XvsLmibJltRjJNXa3D3f6Ehdr9e7FW03OlJ3Gkc7N0nrVWiWet6d6Zux0NxFljti+VaOy2s5VnnuMRcrNL7vc/jwYarV6rL7epZSdeabKmONg9TDGfLeMKOtJscqz5OnfddtdVQHZkGIqBQ5LcP2PkHb1gdISs1Fv8gr9Z2MeJKim6CpXU41FcZmeSC9jz3qQR7IbGS8NcNsUCUjU7iOS822aDoaY8FgqdsAFcLLpUG+Vh7AFQ6eVPiEOCJBUqRRCIbcYWZFjcutSaaCCknl4UmP0JR5MvV7ZMQMTZtD2CZKhBgreK66n0KixaAaIyd7yKkHmWgN81o4wFTlDA0jadoC93lH2FiYxJMb6XUV2mqqskFLC3q9Cpu8gJPNAEdINiWHEAKmW2V2Z7ej1C4Ij5MQHkW3SGBA2JnIxgYXTfT+CXzodhdZBFWS5u95S3KUs/YnSYuLbHE/hcsUoQ0ZkFHZds0KFH63NweikuhotyZKpblkaCKYtlcRAhrBFFdbf8w3Kn/Pk/l3sTP9KGqRTgMrgRDideONF3KkLhaLNBqNdbnwLieiaTQaWGvX5eudy7oUmht7Y5YiMuVymYMHD5JIJBZ0XF6MqeZKs1ihmZ2d5cCBA+Tzefbv37/s0b6LOZ6xmjOVL3C09BuEzLT3XxS+8UgLQV5VkMKAtRgMvo02p5MqbHfxR5vaxgpaSKSNSoMdOUiTYc606sz6FXyjGXBHqIaWv5s6zFhrls2pPlIqSU3X8I1PKazjCIlsC1ePmyewGk0TbEBoAqzWhCaKuAJVJ+9k6aSehJCUwzrb08Pclxoi8P+KnLhK3fZQ0xrfJHCEokeV2J/6U/KOISktBpfzra28rL6Tr09fphqCJyU5N8SVCQJjMKJFmgyOcMg7GRq2QVO3cGWStAKFRCCY9Ge5Lz3CY/kHQBYg/BKY0ziigIMLwon8B2wCqCEI259Ep6umHbGjKTpXmQxPs0H9NZ6YomX7qJsWiiZZVaYa9lO1grydwHSr19rl4JaowMFmqesKAa1ob8cGGHsVbS5ysPQCr5ULJNQAfe4uHsv/IxJqbRe6mzlSd4RndnaWmZmZeY2jq9XntlIs11ATiIVmrbmxN2axw8kW67i8lmOVO9xu4Z977jt37uS+++67o43b2+3RjLVOcHTmz5j0P4ck6nfxZECSgIQToESnrdAAAkdE9WKBVch2P0vLuFR0kshKUpCRLVJC4jBIrzdCozGGb3xG3BEezyry6hs0tMupWpV+72n63V4shumgTNM020utRggXbQyedAmtxFUBdVpkVJZZv0HdhCgt8Vs1KvVz5J0kA4kitqWxKcuThQeYqbaw1lDXmsCEJKRLUiZIyWmyiWnGgxwtkyQlfR5MHmS7d4zzbg8nWw/zcu0JJpoVvhZmeDKVp1dMgUyDEEhrySif8ZmN9CWepM+VZFyPXjdBr5djKFFEYTGtz4KdRdkawpZBeBj5lsg72pzG2kjAr1flGRASgYsSGml9esQJEkzh2yLaimiHyXo0jEdBVnix+nZ2JQ/hiRqBTeGJkKhQo0FZp5gKqoj2zxLCJyEDUtJHCI3CIJiloS9zMjjG6cbneEfv/87G1KPLvubulLmO1M1msxv9zMzMcOrUKZrNJvl8vptqKxQK91x6bTkRTbVaRSm1ZsPOVot1IzRzbWSWmipbiuPyvZY6C8OQI0eOMDMzw1NPPUVvb++KHG+h1Jk2Accqf8PR8l9gzWVcEVlBJqWPJwIcTNfQ0qK6ezLWRvfcFmgYF1cYSjqFtu2ISwgcETIVbub+7EMklcO1RpmN3kbeV3ieojodtR86sNlNUjeCXdmN7Aq+yEbnNQLT4nh9A8+XH6DCIEmlqOo6Vlg2esPMhnVa2pB3HGq6gStclOvg6xAhPfqaKc4fOMFY4gLFYpH7BgdJJjxSJABJSnlIQlzho62LJktSWPKqHhUSi4CNCcvm5PPsSF7lz2Y+yFirxWdn3873Fv+OtL3aVgRBWffyyatPIvpLyHYj5o5MP9szm1AIGs0/QgV/RFMrWnYIR/hkVB0lKsjUr2PNRcYq/5l+9dWuyANYK7Ci3dxqJCUd0iN15BqgWxjbdkSzDlL4jDWb1ILtPJo5TUG1SMsmkoCSznDJL+LJFkoYsJHFj8TiG0VChpj298oVGkdoQlvjy9P/ge8Y/BV63cUNBFxNjDE4jsPg4CCDg9Gsnmaz2W0cvXLlClrreWXU94Ij9XL2aDquAPeaaC6VdSE0d7Lhv1TH5XspoqlUKrz66qukUqkVnR1zY0RjreVC/TDfmPl9ZoMTuKJBRtajSEYEOEK3Ey/XfcQEhtAqBIam8ehVddodJjjCMOhUmAmzYD0yKqBmspxobuPtmRHeNfQU1rxAJvwD+tRxfJvHkAAMnpgiK3+b7d4mtHMc3wpaRvP2/GmeTI/zUvMpLjXznDH9bEz20ePmSasmrVBwf2aIq81JrvlT+CYkkIaBRC8f2PwO+pws9XKU8z91cYSHN0k8OU3NpDFokqoCQIssSiiyqowUGmMdEJqWSaJRbE1cYEfyDDPBFr5WGeTJ3p9jj3cGYaYpmz7+x0SBmUaJp7JRZZVvQsYaJ2jUPkVOHSRjLhECQgzjSQ+sRzl0yXMRqb/OlHmKvy39A76jcJ5edXFOy6ZBWB+Eg1C7mfGfYNi+gkOVlLC4shWVD1ify34PF+t9CBx6lM8357+B156Fk1EtcqrOs5WdICTGSnrdKo7VSGHm7OtEtxGOMBgrgArPTv03vnPo55Di7i56CxUDJJNJRkZGGBkZ6W6gdyra5jpSd0qp74Yj9XIjmvVe2gzrQGiW2xuzXMdlpVQ3elqru4iFhOby5cu89tprKzJYbaHjzY1oztUP8vXpP6YankHQIiGaUZgi6C40QsDrpTB6jrxqkpU+5TBNw3j4xiHvNMipJqVQccHfwEV/L3l3F1dbs2hr2JEewmseJrRuW2QgMIYmedJiijCYommHSagkjtSgL1FIjvO+xOepZj0u+0U+N/sBHK/Iw9mtnK5OkXaS7MxuYkT3Uw99ztenqfuWz4+eIakcduUGeWTnDlz5AKbuIIPfpCBLCGvxA4V0EjS0pWEC+lS93Y/SnjsgPAIjwBr61Dmmgz42p/rYnH2C0HkrAGdKV5kMjpHh+t5ZVtX5pp7fo8AkxqYRhHgClBqjbDZghIMjPbSt4AdXmNYPUdWKstlJj7pEp+myEz0KXHqT/5B3Zb6VWuMSQn8SZLNrjmOQHG9sIq0GcMU0z2QP4ckAbVXUdCoMedVkf/Y8f1V6K4I6eafWdo623Y/VAlpER/XaxR2+eZ5vzH6MbekPkFAZsqp4V6KE2303hRBks1my2WzXkbpcLjMzM8O1a9c4ceJE15G6s7+zFo7UWuslH2elZtHcbe5ZobkTG5k7cVzu3HEs1y5iOcwVGq01x44dY3x8nCeeeKLbc7CSdKrOqmGJy43TvFL6DJVwnNAEZGSAaHfwO+3eGDmnR8a0/ci6OwgWcrKFbzwqJodEUjUufuDhipD/Mf4WmnInfW4vw6kU2hqstezIDDEdCHwjaNqg/VyRI4BUAaCoaUtDN+n3SriqhbGi/U+OnclZMr1f5qu1J9iSGuRivUQ1bJJ1kqRVkplWi0u1MltSfWQcj6YOeW7yPA0d8raB+5DpD2DNM1wuf4YrzTFOVwe5z3mOt/acIGUN1lisjPp86iZJXQtcKZFCIkiyKdnHdww9Rsa5HmUuVMe3yfkaBTVBw/TgqAzazOAIH0lIQlRo2F4UYbvGbAhPOlhrseYSpTCDRuGgowFvNkuv6zNee4UJ8xCeSbLBEe2oyxJaD21cdiavsdGbJKfGyKgmxkp0e8aPxsHagIKq0yurXPGTlJw0edWMLGvaN9wC2/YguP6qpAi41PxLLraOYBhmwN3K04XvJuOsvKP5rVjqTaCUkp6eHnp6eti2bVu3cXRmZobz589TrVbJZrPdaGe1HKmXWwywGn5xa809KTTWWmZmZmg0GhSLxSWJzJ06Lncu4LVMn3UijGq1yoEDB3AcZ8GKuJVCSMFJ/SJfuvwivp7A2AaWkIJTJStbyPZQME/odpNfR1ggMBJHWFTbdTm0EoNDWWeRSLSNCgQaxiXltHAIqAaWZlCiFNT4no37cKRCkiLjPEpSP0+CBOBQDxsk5TRShIAho3yaRiFtuXtPL4WLqzJoHEaSE6SqJ5lsDvFwboSD5cvMBA2kFRwuX6PgptmdHyGlPLJOAldITlYmeLgwRI+XQsgBthZ+CDcxwzV9jq/M5NiQ6WNn8giGFkKEVEOXmVYGLUKStGihKNknec/gHvYU5lv9DCVyJJXLeLdiDAryDAbwZAIlJE2bR4mpqKGVOgEJHFFlVm+mkHk7GeEihKShW/QoRdMUsFh8E4IVJGXAxcY0fzr+It83+GWaMklFD9DQUVTjSklBzfBo+hBlnUFgsLjR96erGQqBxqVJQ+e42OgjKQKKbjUq3Wi7SbvCRwmDRuJbB98olDCE5jyjQZ1R/zwXW6f49r5/ymBi86pcqwtxp9mGGxtHO47U09PTq+pIvdyhZ3FEswp0emPGx8eZnp5e9B29MYbTp09z4cIFdu3axaZNm5Z1F9ARtbUsCOhcfC+88MK85tHVQJuQg85fMCEOkNDN9gyXKJ2Ski0cYXBEZOXvis6QLtve7I/KZH0LVqcJals5Ty97sl9DEODbqJQXq/CET2AVs2GKkJCWaaFJ0O/1Ym1Aq/l7GHMEKJGgBORIqCpKaCwq6tKXV1Dk23fXEaGNvnQGD0WFotdgtFnmg5sfZTCZ42xtgquNMo5xeTBdYqv6I/JOSIOdSPs0p+stKmGLHi/K0Ush2JQq0udOsyE1wnH/hzhUv8ZU4zW+rfdFNicv05dsRvY4WvLs1ccwE0USxTLX6lfnNRIOJLI8nB3morjE+foUCslWKRlyBK5yMdbiqF7qWpORM4DBWJ+LwUOI5E8x5KQB6HMLnG7sZGPi6xjrY1FRmbRo4BvB4fIGSkEDTwSEVpCUCUKr8U2LjCyRVHUey57At0kSQuNbgSWBEBBajRSaEAff9GFMhoY2vFLeQa9bo8+dZVtyjKJTR7ZdrWV7r0YID98qFNENSNMIZoJLfGHqd/nA4D8l7/StyjV7IyvtDDDXkdpaS6PR6ArPpUuXsNbOaxxNp9PLWluWO8Z5vZc2wz0kNHN7Y6y1uK676MW+0Whw8OBBwjBcEcfltaw8M8Zw8uRJgEUZYt4J1lqenfpDRuVhUrJBx7xSYfGkjyui6EVgcUXbsbhtsx9Z7kPLpDg5+QRpmeI9mybZZl6jEfoo0UKE4Js0nqySUgEna5uYDgboT6aRyqGuDb4xNOu/Tqv5B1gcEINgp5HMIoSgYXoI6SUhZvFECU+WsEIiLVTDFFXjIWVISrYI8bja6iWfUDhCMpTo4XxpEtt8hW8rvMjbe86QUDrqZBHPs8X5ElP+/0JSvv6yT0iHa7UKl6sVpv0GY80ejlW/iz3ZczxVKFHwClxsPsTlxADveXQ7plJnYmKCU6dOzcv3P5Ie5hp9jOQ34ltNPvntKHGcRjhFQ0eClJIuvu3hcPN91MQ+Nmd2syV9fZHOOUmuBe+hYsbocy8DgpYOCC28WnmIQ9UNTPolTtc3M+gdwEeTc9JgZ0mqBhZBw2QwVpCRURTUsmBsNC46uu5c7kvtoFbNcp6LBDJgzM+BtTyRuUhSht1UactGn39C+hjjEVoHKUJUu7F0PDjGX43/Ivt7/xHbUo+v2vXbYTXT2kII0uk06XR6niP19PT0PEfquRNHF5t5iIsB7jILjVh2HGdRi/3Y2BhHjhy5rTX+UliryrO5s2OA7nCp1WI6GOVw+cskZRVXhN2xjp4I8No9Mdq2LwrR6ZKJFpvQuGSdGgXVoG/gJZJOHd+kaZksgc3jyRn63CoO5W5PzbBX4vFEHZ18iHrYwjdVUqKM7/8lkESKTm6/iOQExlpqOosnBU16CWyKhJiiFPaTk2VaRmFsC8eGYH0OVHbx3IRgd36Wr41fgvBZnkr+d745M0tK+VgEs0GGlski0RTci3xT/ln6E+9+3XtjDFxtVEhIl4LrMdWUXKhVKYWbySTfRa9NM+XXSSjoL/SQKg6wdevWeRMoz507R61Wo58EIxVJsdhPSQzwSuVldqW/SlbNYrEExuWqfjeP9H2YKb/FeLPK0dY4w6k0Rc/nvnSW09UMhxr/is2Jl0jYw5yvVTlUuY8Z+1YKrqIUNvjy1C7uz5xjJDEFwkUQNfdZcmScYaSQKHJYOwE2bEeLEBgXbQU7E3+OTr2Hi7UsQs6SlnXeVjhBSvqERkU9O8KSFAEN42GExJMaxxoG3Qlaxo2EyLjMBKf5q/FfYlPiKf7BwD/HUau3tKyl19lcR+qtW7d2Hamnp6df50jdKSy4WSP1cvdo4ojmDrnViOXbdejPdVx++OGH2bBhw4qd11q4A4yPj3P48GGGh4fZtWsXX/jCF1ZV3LQN+PL4x3EZw1NBt1DZkyEp2Zxjvija3eSdpkzwhKHXLaGswQpFyqniiibYBHWtaOkUWE2/O0ZgE8wEaVoGet0q7x36In8+M0Q5yDKc7GHQm8H6dYS4sZdJIghJKkNDd/Y4FEolOVZ/O6apeTj/NdJuk5aW/M34Q/z15H525wfocdKcnvlrfmD4N3FkZ1KpBSspODWmAwffJDDWZXviEHqe/ScYa5mo19iSLlIzTephgJKC0BgavmGmUWaz9wp57xrD6QdIyd10bUBvmEA5OzvLK6+8QqPR4PDhw7zcnGbGe4KnB/ewtXABx5Fcbj3A2VqRrc2zXKqWqWuf+9Mv0mu+TNMvs8tJ4xSf5AvTb+Nycy9X6js5UrpGxvW4P5NslyknudxK89+vfAc/vGmMfucbJJQEekk6IyTaBenGKuphhVbbuaEcJrAkMFaTc0ps7/ksj4jHKZntJJ1DJKVPaKMmW2sVTnvgnCtCNG57lENkiGqFJECRVgFSWCrGcqn1PL904QjfO/Rv2JF5YMWu37ncTa+zuY7UEPXodQoLzpw5Q71ef13j6J0UGL0RpmvCXRSaG3tjbuzwV0p1LWZu5EbH5XQ6vaLntppCY4zh1KlTXLx4kYcffpiRkRFg9ccrn6z8HZP+4Xap6vVemLRsRWOU27byWNH2xRIoItPLnGxEzX3tElgloqowQ43QJGgah6ITGUM2dQJLFktAOUyQVyU2qENYOcLuZAGXIgIH8LGkoqcUAmuTCFElp5IklIu2FocaghRXmg8Q1LZweuIZtmzyeG5ilst1S9FL8UBukLTSfFPuD3Clj7YK0U77ISJDyqxqUhNpHOkiRdgeuXb9C+8bTVUH7Mj24UrJWLOG0AqjJSl5jQ8Uf4eRZAlXKlz5eYLan3LG/98IxWaG01l6EtdTJ57nYYRgx4MPss1qDr72Ej3NJhenNMcvbcNxXDKZFBfNNKP1OjsKfezteYVdqU9hbUhDJ8iKGvcnvsTgcJmv1X4ciaSlDVLCpF8jIRWOUEgrmfR7+OToNjan9/Jd/b9O2knOe23G1tA2Kt5omgGECAlNQFpVUKKF4zb5pt6XaNgjjLYKWCvxcbrXRecb6QiNMAppRdvuE1ypaWmFFDba08OhhcRVZf547Bf50ZGPMJxc+VTwvWSq6bouAwMDXb/EVqvVbRw9duwYYRhSKBQoFouEYbjk865Wq6ue6VgL7orQdESm88bfzApmocV+IcfllWa1Fv1ms8nBgwcJgoB9+/bNC4lX45jahlxrnmXKv8LJyufaTsDXG/I8EXYjGQuItpeYaFeNZaQhJZqRyEC7HVN0HYWtFTgiQAkXTwRR9zqKwGgS0iXUGiUM7+77Bq54GSUspdonyao0LjORrYpIYG0Tg8QhjxAlEjiABqGo2vcwE2wljSG0LjWzAd9oej2Dp6IJk4PuAdKq2n1d1kqs6Fw7NrLxNwZJiybPoMT81IYnFTnHY8pvMJLOUfNLWCPZkennhzZ+is2pEg2dxopEdFfKJTLhf+R/jP8MBTfJ04Mj7Ortpxr4vDxxlefqMxw88hL10Ge0VcYKeKCnjx2bNuE3mpSqZUZnZjGBpjY1yf49/4NQB/j0YqyhZTzSKiDPQd7WE1Ar7OGvrx6jZUJCo5kNGjS1IUWGDW6BJAlqrQSV8GlS6vl2yjONpQFUmQnvI6GuIYUhJT2SsoEjmtG7ZSUeQ7SYYmPyKjWTJrCqXWnY6Z2Krou0jOblBFZGn3O7wrDjDCFFx0hV4IgaH7v88+zNv5sPDHxwRctzjTH3bLlvIpFgw4YNbNiwYZ4j9fT0NGEYcvDgwdc1jt7qtdRqNbZu3bqGr2B1uCtC03ljb1W2fOMeza0cl1ea1YhopqamOHjwIP39/ezdu/d1ZdcrLTTjrct8evS3mAwuIzGkZQlFq70YRzVkrtBdxzIQhLY9EhkIraLV7CGbmmoPFBOA15YZkDSxgCNckrLTaQMN4yGApPLwTYOC0wIMvh2IejhMlUDOomQRSQljoxFoSj6Kk/gp0F/D6FeiTh3bJM0LfNfgNzgw9SiXqk+hhEQbw3ijyq7CAJ5ySMtRsLJtrx+9Fjuv0dGSdypUwzzPT30Tjw1VGU7PEXkh2N07yJeunmWsfoWHUp/nuwZOIkXAttQ1DFmU9GjpEBAkZYqh5FUe7ylxppbgxfGr5L0kr05c5cT0BCUTMFGZpqUNjhQEIuTY7CS+1uzsKeITULRFppsNhCyRd8tUAwffNFFC4FiB1gJXNnhl+lmmtMemZC9XmrNUjcXBoREYHsoP8VjPRqQQ1MOAL028m3+w0SErvoG1UwiRIOm+i5nGe8iEv0DBnSGgD0UjsuoUAkwGi4dvC2TkFK7QuCJo9+aYrt9aJ40qhcXFENgo2Rm929E1pFHt+kSQApKqztdLn2PCH+NDG//ZioiDtRZr7ZoOJlwucx2pN27cyJe//GUeeugharUaY2NjnDx5Es/zuqJTLBZf19AZp87ukNvNROlsyHfswm/luLwa57ZSQmOt5ezZs5w9e/aWZdcrJTTaar4+/RW+PPV7GNtAiHbkQr07H+b6AGXR/a+odNnFWgeFT1N79HnfS9L5FNYGaDvd/v1o4iP4SCtxRZOEE9K0g0CVgtOiqTM4tMh600igZfuwRALk2zTa1jEiQcL9twgxhZQjSPUkQjjgPIIIX8Fv/izYCgiPPi/g7QPnOSDO8dfX/iGXaxVqoc/VapW0nKRYzBMkFK4IItsYosbOKFoT1PUQ0+GTXGq9h7O1LGZilPdu2REttG3uz/eh9ST99v8ip67QMQt1ZYvQGkJdJDAGV6rIQFNU2Zv7jzyWTXKisofT099GQTzPP9x4losZnxP+04wGTzBWr3NfusbD+a/T446i1Aay2XdR83NMNBr0ZoZAJEi7TRJEjZxYh0bgIh1DpSS41JoknU7z1uEtSAVHZ8cxRvJ4z4butZR2XCbIcLTyw7xn5J+hzTWUHEbJzTzlNHlh4vvw5O/giXGkbEaF6iJDGPYjlEAJhcLFsg0pzmIJuyJjmJ816Fw5on3VIAShcWiZ68uJbT8mpVqcrB/iL8c/xXcNfd8dX99zzXTXE53z7unpYWBgoOtI3dnfuXTpEseOHSOTyXS9GPv7+1e0j+a//Jf/wkc/+lFGR0d57LHH+M//+T/zlre8ZcHHfuITn+BDH/rQvJ8lEgmazeayjn1PVJ0tROeO5fz585w+fXpVrFhudeyVEBrf9zl06BD1ep1nnnmGfD5/08euhNCEJuD3L/13Ttb/noRsAWCtIaVaRKXM7YKL9hKi233fHfcRQYhAR1VoUuKL36OsywgkDm406Kw9VEuTpik/xJFSg75ELwF7yMuDFOWfkVazKOFQDwq4Dhhx/cYgOnICY6tIZw9K9sz7TK21hP5/bYtMP0IIlABHlHikeJQD9XewOfUggdWcrczw8sQVyuEIj+eSWOrtHnraVXMO5xvfzsnmT3SffzDlM1qvUvZb8/ZWpBDszv4d+ONUwxzaSkJrccQkjmhhbZ3QeFEpuDsZybKooKjyaP5vEXyWwEokkuKA5nFxikPli7wsd/OPN/8uWaeOtgZXnkaIlwmD76caPMiVRpPz9REeLrw677NMudAIhpluPYyq1Dk9NoaemOZ9W/p5NP3XPJl5gZRymAqe4pr/XgLbgxQi2o+Rm1ByEwDGNtDhf+Xh7OcIjI/Bwdp+DA08uY3ANnGFJCGisdq18FFSThXBDIj660QGomJFBW3DGwispGSS6HaMo63EWhGN5xYWJTQvlL5C0d3ANxXfvuzrG64v2PfKHs1imVtR2+HGQpIgCLppto997GP89m//NolEgkKhwCOPPMIzzzyz7NEgf/zHf8yHP/xhPvaxj/HMM8/wK7/yK7z3ve/lxIkTXWPSG8nn85w4caL79ztZe+/ZT6tzQZ07d469e/eyc+fONbuLWYny5pmZGZ5//nmUUuzbt++WIgN3LjTWWj49/uccrr6MJOj+XGFQQqOtwKDaFUXRZr9vXLR1aRmXhk5gNORlk6QMyDgVPBmltowNCWxIgIcURZTI0Zt8P3v6fpLe5LfzWnUbJ8tVXprdwUvV/w2Z/CWS6V/jwOw/IjQKgd8uq9UoISPnYDmIYH6/UzMMOTV7gbp/hFrgUPZb1IOA0BisTaJEyL6+GTZnCphAkLQeSeuxWR1EiibXZ7dE99y1MMvR2j9e9Hsowq8ikCRVZCvT1IaGSQGWrFMn54Zk3VkEmsCmaegMlSCBtkR+YkZQCTJUggyhVTyaf57v2vAnpFWNlsnTMgUQvUhavLXnUzxcyPJQoZf+5ATWdmxLRTchZZVicGiYHTt3sHv7DrwCpLM/z4D756TFOI69yoj3p+xJ/1sU52makC3Z+XYwM41fouJHUakr83jCwxVVlAjxzWlQE2gxS1rOEloPR/w9wtaIhm3fPOMgAGsllTDBeJCN/PBstEcTzby57o0XiY7hLyf+iL+Z+PSyp7vCG0tobsR1XQYHB9m1axe/8iu/wte+9jXy+TyTk5N88IMfpFgs8q//9b9e1vF/6Zd+iR//8R/nQx/6ELt37+ZjH/sY6XSaj3/84zf9HSFEdwLq8PAwQ0NDyzo23MWI5lai0XFcBnjyySfp6elZo7OKuJPUmbWWCxcucOrUqSWZed6p0Ez44xwpHUASdq38JYaMarUru9rnh6AZ5HAsiARM+zuw5jX6vAl6nAaibRkvhWnn2z0gaC85LUKS9Cffxcbcz+BIjw9s2sOe2jSTzSoJ5bA1U6QvEYX62zM16voPyDujYD0ckSbtCKRQpJM/gJTX8+y1wOdLl85zdOoi/+Q+gxQhTePgCI1nFE67kEGKJMenp5hs1Ml5HkZb3tr397S0pskgaccghY1Kc2WZJC8Q2nd3/d3GG3Xuy/WQ9xZywm7b40uFJw2hNjR1moT00aTwpEJbCcalYTK0tMZiSbZLqhNKUw0j6/2WcfGcGoOJCVo2Q2gtXrtaDJsnpWZJcoTd+WGKXpmW6UNjcETYni/j4MgKOXWGst5FE8MzG46SSl3D2gG0riCYBWFIqis8mv7fSDS+g0LjnxNkA1zXJdCXqAdfwdgklkx7CFsTQ7WdLk0inQbQQJMmIS1FbwZrAwQhvtU0ef1eiLXRdRQajw2JMgXTQAoIraBpXHzrEViJQVLXLoGV7bdW86WZTxPaFt85+MFlXefrNXXWadZcynk/8MADpFIpPvKRj/Cud72LI0eOMD09veRj+77PN77xDX7u536u+zMpJd/2bd/GCy+8cNPfq1ar3d6hJ598kv/wH/4DDz/88JKPD/dY6uxGx+XTp0/flTuX5UY0nbk3pVJpybNj7lRoxprXCJgmKVvdktSU8iP3ZUC1k1YpGeB4zbYxpqLUGGG0tpONI6PtxUC2B2JFOXbbLgUObQJlNa6zgaH0T+DI6LW5UnF/boD7c/OLM4LwLPdl/y+CsN6eR9MAmkgxRDb9L0gmvocguF6+/tr0JKdL0xjbYsrvZXP2AiLUBCaNNgJPVWiFSQ7P7mS62aA3kWSsXmOsVmYoOUugHQIbAg5px0UKgSMVfd4kL0zP4kpJYAz9yTRPDAx392e0MYzX61R9n0FnHz3yDNgAJSLfsIQKsSQ5UvuXTAd72OL9KvelD3Q3x5PK6S4eAokUghCD053QE72tnlSkugUgAkdKhlIJLtVLmJwhtBYhEngqSyMMCI2PIy3Ghow3aghgU/pUFA0IgyNLQCSooEmokEcGvsj41a2cOX4/uVyOVP8ZvHyFepjH0MQVTVLuJJFMSDwxTN33Ue4Uwjbb+2h+2+vM4gmBb8zr0meRSafEUdF0TleYyGdNWJTyUcaC8dA2qlRLqpCm6aR8LH9f+gqPZB/nvvT2JV/nSzXYvVdYTrMmXG/YlFLy6KPLGzw3OTmJ1vp1EcnQ0BDHjx9f8HcefPBBPv7xj/Poo49SKpX4T//pP7F//36OHj3Kpk2blnwO94zQdByX6/V613H5/PnzN+2lWU2Ws0dTLpc5cOAA6XSa/fv3L9kOfLlCM+VPcaJ6mqPlF8HWEO1oRKHxhG7PEpFIEZJte5mJ7gJo6M0dYDAncGU4pzDgOiKa+0hS1BAYWuFpTsz8OH3J76SQeIrQjOOpzaTdRxBz5pTM1v4zhlEaQQ7wsDbAk1V8Y0jzDtJzHmut5UxphoHEFZ7Z+Kvk3BKWkITjk6CKsGl8neLg1X/AFd+jGlQQQjBar0ZjmoM8A8lpwhBCY/BNx0rHkHU380jvIFZaerwkm7IF0o4beVqFIS9cucLF0iyhsSTVo3zHxq0UE+dxpUWoaLLlqL+PieBJAgPnanvZmT1CVmqqNrK+CY2DKzVN7UK7GqvgGpRME1AgzSTCZtG2RGCrQIAgyeP9DhtbfUh6yTglpIgGXKUdh0CXKAdZvng5STHV4ls2biXr5AkCg7YzRKOdVXs2jAGRBCz3bT/Jg/f/CJNTU3zp6jEeSwGmiac0nlNqCxVYDNaOg+2NvLpF2E5pKTqjCSw+WVlgVjcRbYdpYyUa0FE5QSS4UR6NaM5n1HPjCk1Nu7gC8qrRFZrooQHPzXxlWUKzlq4AK8lybXPuljPAvn372LdvX/fv+/fv56GHHuI3fuM3+Pmf//klP989kTqb67i8f//+7obXYm1oVhopJb7vL+qx1louX77M8ePH2b59O9u3b1+2medSheZs7RyfGftbSmEZbUcRhLgyRAiLsFFVkBXtnLmVCNmJUsAYBThIEZBUNaQwRJdDGPmfCU1n697pmtEoPDmMtU0m6h9jupFEoJDCJeU+wub8v8dVfWhTphm81G7mtCRs5LrsmzyuLHFw/K9426afmPdaLJqn+36bnFuiGWZoihyebODJBi2T5HMX/jWb/M08s2GIv6qdYLrZoBFoUtLhS1f28n3b/xZXNrA2RStsklQN6mEvz129n5Rb5fGhIVqh5u/OX6AeBJEbQLVOyW9yf1+RTbksocnxl5d+ircMHeahnjPM+pqD0w9yvrEXIWq0tGZ74Z1YNYpjvkDaaWBs5GDthymUCMg40XhkiwvOd5Nw3oZufoSAK5jOOARE1OPi/x/0ixSQiKJIO43RitD6+NrhC1feQ+gnsAomq3W2JX0Cqlzf/YhSdwKBEBksAcaMkUgnUD15ZqcexOdB8omjIBpz3+z2H02krHC9k0q2paLz/wWOgA2Jf8WV5h8ixATauvgWkJ3Jn+1ieUF7yid0iuFlu+Ak8leLnp/2u3OifpJvlF7jkdxOPLn4De57qVlzKSzH58wYQ71ev2Oh6e/vRynF2NjYvJ+PjY0xPLy4iamu6/LEE09w+vTpZZ3DXY1obue4vBZWMAux2NRZp7dncnKSJ5988o46eJcqNNWwyqeu/gVXm6MIJGlVJ6M0FhHtI7T/VMIQ2KgIYO5YYNOZKmMloRUkoF0k0J5b0v5d2V2GFJ7sR4o0xoxHi5p1SKgNWFrU/Fe4WvlPbO35BaK7bUtgoqSdtjbaz7AG5VpOz4yzuVBiQzKNNgbPcXiop0zeuYpvkoRW4AhBU6fwtUtCtejxQgqhw1ObtxFozWfOnkZoyHkJ/n78aXqTFb5l+Bu4soq1gqnmIF+f/F8Yzg4z1Wjwp8ePU0gkyHsJzs3OcLlcZrbVoj+dxhJFQpvzBfoyg7w0sZ/Bwg9R7EmyQ5VxKyVCY9iYzXFfvgelPoLV76Pe+DJHJsf4+vgWquFm9va/xM7sOfyGYox38uDw97Ep1Qv2X2OaHyH6urlAq/0eCSAEXKzVaFxCWyI0gov1+xivb6IVaGoqoNH6U1rhV5Gi8/vRpxKJTQ5BGuw0Su0CoBlWccQYk633kfMOtssjon9FehDtWUlVR1u6Q6NF95k1AoUQDtuye3kg/wEu1D7J5cZnCfQ1rDXdopLuNSzANwLfuiAEKRUSGEXTenR6t0x7f6dhQ/587LOcrT3M9wx/K84CRqcL8WYSmnq9jrX2joXG8zz27t3LF7/4Rb77u78biN7HL37xi/zUT/3Uop5Da83hw4d5//vfv6xzuGtC02g0ePnll2/puHwrG5rVZDEC15kd47ou+/fvv+PenqUUILR0i4+f/z3ON46jRIAjDBCAMBh73eOqoT0yTgslNdaIOYuIRFkJUmDR1HWSlDJIAmx7MQwJ0Vbh4qCEJak24KkE1jawNNt3vqZdLp3EipCq/3V8fQ1XDuOo3SjxNYxN4esQT4a4ThNjHV4cG6YWnmIokaIWBAyk09zfo1HSEoTR+fs6ciRTWDxlaPgVDpRK3N9q8S2btvL1K1c5a2a4Wi2TVC6fv/w+Xhx7G37wGsakGa1tBwEbc2d5bGiAK5UyGzIjNMOQRhCyraeXQxPjOO29mAuzZfpSaRJKERpDYAxKSrYVethW6Hn9h+A8Qy77Fs6cP4JQDYaSLtPhgxyZFVy+cIH0yAgb/bajgp0lKqrIR5GFbUBb0COhSWIpA00aOo0xsDl7ie/f+Zv85YV/w7kSbMt9CWMtrtqAtTWMnaJjeypQ7QbNHEn3e5ht/jcwn+JbhmeRIkC2Ix+Dg7CRgYwQtl0goZFmkJatAAGGttkqEinSOKIXTw4x0XqeCf9ZDGU8qTHWtscPXG/ajK6tdmMnLq7QSBUy3cpETZ02urGJ7I6gZSd4sfwcW9IDPNPzxKKu/TeT0NRqkUnqSqTOPvzhD/PDP/zDPPXUU7zlLW/hV37lV6jVat1emR/6oR9i48aN/MIv/AIA//7f/3ve+ta3snPnTmZnZ/noRz/KhQsX+LEf+7FlHf+uRjSFQoEHHnjgph/A3Uyd3eq4V69e5ejRo2zZsoX7779/RS78pUQ0r5QOcKpxGFf6JGWIFHSbEzupMYHAtwobJnClJggVvqNItP3MAKQwGAu+9bha38WG1CmUqLQjnQQFbwebUu9kvP47UaMiYG00lCwaG3C9cksID2OrhGYKT22gN/MvmK4fJe1N4zi66z8WGI93jPwtf3s+x96B7eQ8j3OzJcaqCd6/tYeMW8Y1me5in1JNLFmEeZArjQpfvXiJfRtHEBoGvQyBNYTGcK1S4ZQf0Ay3sSVbYEM+gx+GXC6X2xGLxVGSa9Uqadcl4ThkPY9Sq8XWnh4m63XKfgsloj2S/A17bK0w5Gq5QqXl4zmKkVyOfDLBcCaDNoZN7fJ1GRxn884/ZkPfJdJOH77/PURRTGci6fUbJ2tN26Qymk0jkQQ6gbFgSJJyyuzufY7R2reTdqcwONEnK7JIPIydARpAgKMeJZ38F1SDZym1fhdQKJFEUEFiuv5kxiqkjCIhsIStIQaS/5G6+7fM+p+NIg4jCY3BEFKfHuLgxN9Szv8BQmockSOwNSQBntC0bKd1MyKwTrtaUaKEg7UhQjgIDJ6MSu077hINHeJb+MuJv2BzcgMjyduncdar0CzXudl1XRKJhSokl8b3f//3MzExwUc+8hFGR0d5/PHH+exnP9stELh48eK893VmZoYf//EfZ3R0lN7eXvbu3cvzzz/P7t27l3X8uyY06XSahx566JaPuddSZ1prjh8/3u2svVmj00oecyFenH0JQYuE0G1DTKJJl7YjNBZjJS3t4EvDWCXHqfIG+r0679twiIzTBBsZyVjrMtMqcLGyj4r/j3DEq7hqlj29j7C3//0IoNz6Oxr6HEpkwJr2voDEkT3dczK2jhIZPBVNWkx6jzPW+HfkvJ8jJ+qExqURJtBW8FDxOA3/cyjxr+hJJulNJblYLnGu8l08UPgDlKgSCoUnfaRQXK1/D57Ty1Ai4FqlwguXr9AKQoYyWXpTSWpBwES1xsn6ND1uAimjvTPPcUi7Do59jWeGJ9iWu8pYdRsN4yGFIOd6lIxhutGgHoacnJjC15pNmRwvXbrK/f19bCzkqLR8nr9wiVOT05RbLQJtGMpmePf927m/WORypcJkvc6m7GUe7P/3SKoI6eCKWVrNX0Q5b8cSLfrgtBd8Q0hncmmUCou69aMqr852x2DqDIGxTDf72ZIb777fQnhIilhbIp38V6S8f4KxVSr+vwMclMiTdCy+drH4ncQVQl43jlGih6mx76fvPp/h1I/gyUEmW5+hYsexyiJIIHqPU9MnCbTGNgooBcbr3MxE+3cBDmAJjaIRbiC0URrNAEbUSAmFUQGBFej2kiMJSKkQbZJUdZnfv/pJfnTT/0yfd+tKzXvZ5+xWLHe65nKHrC3ET/3UT900VfaVr3xl3t9/+Zd/mV/+5V9ekePCPVR1thB3U2huPG69XufAgQMIIdi3b9+KO0YLIRYtNOVgFtU2xLxuKhMNqEpKHxeLlAECh5lWivPlDQRhiild4G8uD/COgVO4chRtU1yrbeTw7BYKTpKcE7Il+0083b+ZR3qHuxf49p5f4Er116n4L4MAh2EsFYyNFkhjm0BIb+oHcOT1hsHtecGsbyi1CvhG0vHXCo3h4f7DfOXCOD3JyDCwN5HktZl3sKtvJ8J8imZ4mnKwiXLwAab9bwYq1MKQqelZXhubJDAaq6Ly5EIyiTYWX2tyjoe0gqlGg6xn+cGH/pBH+k9EVWRCsC2X4y/O/CDTzUdIOQ7bezcw3WgwXW/QQLE1X2Akl+VSqcxYtcr+rVu4Wq5w6No49cCn7gfUfJ9TE1OcmpziJ5/ZyzMjIxyZmKDo/h5K1mgFSTJOCjCEtkwQfB4pNkYpM9tEicjgxVraaarr2/EJVcfoPMZG9kszzTSTjTrjzfezLf+7GDuLIANorK0i5WaS3vcihCTUlzG2jiTqYxIIHJmN7IMQOOTQ+ECItQm03IUz/MeM6j9hopyi1/s2NH0IUSMhigjhYqxPyBUSysVLFGiG5XY7cDt1Ct0Sa4uDI3IoYanoKZA+Slg82UDJEN9K6jryy9NEN0aO9Klrj9P18/zKuf/O/7r9J8i7N08VrdeI5s089Azukaqzm3G39mhuTJ2NjY1x+PBhRkZG2LVr16o5Ri/mtVbCKkmVhEB0S5Ejz+TO+GUd5d+NRUpIKwdXZBEIHu2Z5IHCcRzRjHLs2udqI01BjhA0LWdaZfrIUcr4tPKaZLvvI+GMsL3n5wnMDNa2UKLARO2/M9P8a4xt4MgCxdQHGUj/z/PONe1VqIWGhlY4QqDa/nahUSSUZmL2PFmTZLCnl5bWuMoh4b0XT72fQzOXOTI+zn3tZt26H3ChWidMWfqSSaabIa2GpmxbUfVY00cYaAUBNaFAWD6w7VkeG3gNaz2UTBGYkIRT5gPbf5tffvnf0JsaIiEVm/N5im6KjbksveloxHNvKsWVUoUjo+NMNxqUmtF7VvcDWqEm5bicmZrhDw8c4UeffoLv2LmNsHkSjIcnFAKNb6ehnbTS9hraSKr+RhQ9ZBKvRgmnG8RGCh9HaKT0sUhOlp7mmzdt4anhdxLaDMr+AYgyoHDUo2RT/2+kiBZmJaMRDBYf0ZmXI3IYWwNaWCxSpBDWxZcDtPRZsBJJBmt9Jpp/SoDAFRsQbYdrKTwkCTQNrA2QyiCMROKiTUBgEzRDN6pJlAFaTxIKF9VpFLaA8BEWPGnQVuIbF6ftSecI2S1MuRZc5v849ev837t++qaVaG8moXmjDD2DezyicRyHVqt1+weuMJ00VmfM8qVLl9izZ8+KDldb6Ji3Kqme8st8fvw5DpVeoa4rWKHQ7VFUjohcy5IyaG+6CgKdQVuXrFdlT+8Mrh1hS/YoroBakMbXmkzCZ+/gEb52cQBrh6mbgNFGjS9eOMtUo8E/2PHgPONJV15Pawzn/jkDmR9B2xkc2YcUry+GcOV9YB0SShOYqHdFAClHU20mmayl6FdjCP/rlLXHtuxeyjMz9PT0sK1QpxV8DimqCLGbq5VhpvyAnX196MAwXW1Q9X38UEeNkAI8FC2tGXSvsTE7xluGn4/OQyVRUgIuLZ0i7TR4x8YzXKrcx7aeHoazWb5x+Ro9qfmvoSeVYKbRYKbRpBmGGGNphYZCIoklqqSbqjd49coo3/7gNqxwMTK6WQjt3DJkgbEeoRFkvTHG699EynsNYxMYa1AygSubWKoIYUk5DYxNMO1/F9+0+QeZrDT4y9dO4Yd7yCd/ni2FaXYPbaWQ2T3vhs2Rw6TcfdT9L2NQCBJo22y7co+Q8d6JJ4tIuYWLtV9FiSy+0QjhIqVHqMsI26JpLyNJ48oelEjiihzGNvCZAKJIzTfQtF5UWKKimjVrPbTJoJ1p5t5GCixKRKOkHaFp4WItCGFxhCEhAupETbazeoxPXv08/9Omhaub1qvQGGNe59h+OzrOzesxVXgjd1VoOrYgN+Nups7CMOTFF18kDEP279+/6iHsrYoBjpYv8MeXv8CofwxrfRAWV0RRQlJF6YvOzBjTLmT1HB+HPCDYkJnBBE2kCHBkP1L4kbGIyePJEoPZ0/j+DiabddKuy1Aqy/GpCZ4c3MCWfJQK0+0qrLkomUZx8xSipx6mWd1JqnAKx1jARRJFBscn38ZT9x3mbZufxZXNqHot/CznLv1juHyFwc2fYnvBjzbL7ad5+/bNXJ76hygjQAgKiQTNMCSUhmoYUPASbEhJ/qfHP82eoddQQuOpAKxsL3JRai3q3lfc32dphmnKtRZbCwUcJfG1IeFEaaC08xrWzELifhyV5ci1ccCScl0Q0AhCEo6kmEpRalSYbXyehNiCNoejxkbm3yAZ62EsQBNHzmBxEcJgjIewAiFyWGsQwiWd+Ge4zjvImM38zfHT/N25CxhrKSSTtMIk5dYA52ZDnhyZoDeVYDiXxW3fLfel/leMKdMMD9Kw04TtoQ7C1giCrzCU+hdEVW4BgjxQByy+mWqn1aJKOE0VYxo4DKFtC0QRiARHW0HTOoBC4tJOBIKQJJ0NVMUsnYKRzhIZpU2BOb022Ki5OCFDtJW0TFTh+LXSK/zgxvctuMCuV6HRWi+5iTtOna0Rdyt1Vi6XCYKATCbD7t2712T2xc2EphY2+bMrz3Oxdg7lRBbd1oK2Ck85CBG0W/ZoV/tEX06LJmQKhwyGECFmo74IJErI9pISjTBLe02ulerUwwBhIeN6XDUVppp1Qm04PDbGZL1OPpFgz+AgD/b3z4t0boaxcPbM97P90b+PzBpp0goSTDTeSyrRw1uHfhslOlVUFuuNMbjtt8DUsfjoMEloLAjNcO4Cz9z3FV6++o/Y1FNgut5kOJNhtunTDAKEEfzgk1/iseGj0aIVeigZooQhpASmgLUWR0apLF/vYEM+y/mpWep+wHA2w+VSmZ3FK2wt/DKuHEOIoF1PlaQv8SSfPLKfmj8cTZ4UkrTjcl9vmf1bfh7MOFGyyAfHbxcUAwgUHohIwAC0LTDT/BaKyS+0z9HF2DoCSSrxL0km/gkAr1y6xEuXr+IoxUg+h6cuMJR9jrRXZrw6wJfOfAsZd4SRfI633beZnlQSJYsMZX+NyeZvUmt8HImLFPn251HmSu3/RskdhNZH2BpRCYJPaOtRzaKQXYNPY0Oa9hoN42FsAkfWUFKRlJupm8n2dRYihSQwKUIDVr7WFZO5BfW0r0xtFV3/CQFYgRSQUgFNoxBATVc5UjnHI/nXOwesZ6FZTuosFpo1YK0jGmstp0+f5ty5cwA88sgja3bsmwnNF8cP8PLMaTJeBUfYtqVM9E8jdMgpgbASV4l2br7zBQ9R+DiyirUeKa+3PQFR4ylFM4DQaDxpGK9mOF8ukZIOZ6dnojVAwGilynOTF2lpTd7zuFwuc6lUohYEPNUeQX0zLs2WeP7seV6aDLl29ge4Nv446WSdnr6HSHkFnhr+BRwZLeKGRjvJ5GDMJAqLr3Noa9vd6R6CkMc3HeEPX/1mdL1OzUAooD+Vwndcqq0JHh58tZ2KCnGU7SaulA0Q1FFCIIWmEe6g7D8FgOtImkHIU5tGEJTYkv8/cWQZIUIENto+ocEjQ19nU/4kv/j3P4EjB0m5ipFclmc2/QfS7hiQQginPWW03t0/A9D4CFHFUZEp53jtCerhdia8HPcVvoTnNlFyhGTih0i4kdnkVO15Es5v8I+fOEMjyFH1tzCUf5XICsawrU+i7cuMl/5fnJ2yvHTpKt92/7buSPRaeARwUO3KQGNbhKYCWAJ9FIOiRRMrUzSMIKDTkZNCkSYwNRBRWbqxHq2wQCAUWc/QtKO4QiFEAUUCV6axONTCGULrU9cC2S2q7phwRoRGItrRDjYatgdReb7ERAPXgE9efZZt6RGyzvx05ptJaKrV6htmj+aufmK3yz2uZR9Nq9Xi5Zdf5tq1a+zduxdgSZ36d8pCQnNw9iyfGX2ZhvGvbxzPIbCKwEQb31ZGkyrBIIWPJzSujOwQlfAJxHjUjy5msbRIyJCkU6XmJzkzs5n+RIoHCn1Y4OXRaySkw1ilijaGbT099KXTbCkUSLkur1y7Ru0W+0nT9QZfOXOeyVqDguNSH7tGUg0w2P8WvnX7Hr53924y7jgajU+JkCYhDUJbJQQQdCMm0S7flsIh4WjymSQz2mKtplGvI2oVRODTl6qiZCvaL5hTjWdsNGUHQiyKmeY7OFf6/wAKYy2BNvSmk/Skkjyz+ShJt4YUCik6ItM5D0NvqsI/fuwEg9k0G3I5NhauUkheQspENLQNsHNGNDDH+djSQknDbOv9jNa2Um4Zmuaf4CX+imL+ixSyf9auHhPUg2cp+R+mkDqE5zToSV3jvt6v4skGjTBBM0jTCpN4qkJ/7hNkPY9Ls2Wm69dtZkIzhRDXjx/YSey8C6j91Xcb+LTa0a0kIETbBs2gB2sTUfe/7cOTLtoaWqaKsUEUnZpZGmaK0Daj60yGDCV24wqPKJJzkCiiMvrIqUIKcITBEQa/LTSdqz7Z3usxWnKuPMoXTn+DarU6L72+nr3OluMMEEc0a8BaRTQzMzMcOHCA3t5ennjiie6FvZZ3TzcKjbaaL04cbPd+S3ztkFDRXbYUBleGZFSAkGCFQNvofXKFiQbqtvdsOkkLay1GRCPM0tKAsmi9mbHpp3mqdxMTjToV30cKQUIqhlIZKvU6A7lrCHUZq7cCWXqTSU5OTXF8YpJHhobwnNd/eS5MzzLbaJK3mrIUDA8OMjAwyNnpGRp+SG8qxVStB63HuJ7Fl3RiEE3HmkUgpMZisCKkUr2Pxzds5kqpwoNDfUxW6lwrlxFaU61kEbLzmq8nbWgLdN38EK+Nv4fRCvSlUwjhM1lr0J9Js7HQnhVkryGRWNER0bk3QlE3/aPDl9nc+wjVlk8+MduOypzrx+J6qleSic4dHzB47rfz4NDPs7E3wGLJJRKvS0Faa5lp/BcEAdpE9jiGFg4+SmgkBo2KqhS1i6POcn7qNSYbPdzfX+Rt2zYjhSDlPEzLP09oAnxbj3pbkDgYrIhSqLbdROqSIux09dior8dxZqPxzMYFVFTWLusYmiihkLYz5llT02N4okZSFdmT+0HK+o+55p/AWt1+jEUKgTW9GNugWytpOqneTnm3wJGGhjDURYM/LD3L5Ogou5whisUixWKRIAjWxRjnG1luw2YsNGvAau/RWGu7EzwfeOABtmzZMq+fRWu95EqR5XKj0Ez7VcZbJYa8HkYbM9RDh6Sj8FRku+5JjZIGY6OeBJAogq771I0uzJ1FM8TwVPGfcvblGVqb9jDtjLKleAWf87RChzB4iKnqAIXkBbLZ38eRs+07+xT12jt55cpuRis1Pm/OcGriJDuGD5H0LuPJfobT307Be5Rys8nM1BQNP9pT6uuLJmV6SlFpVxEqOQj6RPvMoumf7d55WsZBygZKmu5SrwHhNthYsGwr9rG5+HVcdQBIUGm8hYOXNhP5tIVz+tQjDBJFgme2PsjR0QnGKjWstezs62X3hgGyiWiTVqktbbFr73PZqG4sus+WOFhckWdnfzRqV5u9zFQTUYEG7RRP99ACcCNHaxtN/3TUbqSU5JPXO70bfsDF6RJj5RqeUoz0tjDyAgIPRyl8reeJkSNDME7Ui2IsSoFUGkdIjl4bZzCT5sGhfvoS38dU629pmOn2KSk0UVwn2lFEYKPhERKDECm0rdExkVEiJLAu2jpAADgI2ezuAAqRIiny+KaKJSTnbuaJ/D+jx93OO4o/wddLf8Ro6yRVXcZaQVIOkHQH8blKQzcQaDypCbSKXosVtHRUDOCpgFroEjh1Ppc7yq7B+/FaHhcvXqRareK6LkIIisUihUJhXQjPchs2BwYGbv/AdcBdrzq7FauZOguCgMOHD1Mul3n66afnDVfrzLtYy/2hG4XGEw4NXeNqOEEuUYpy5Qi89l27xICNPKMMlsAIkKo9d0bfsNRer/+xWGb1OCrsZzBlmRJ/iPHGcQHXA8s3MOJxEqlXCW2ZZpBACoWSTdzkZzCyxUh+L/cPVkjn/h9mwgquid6vsebn2Jr+p1w730+lXuehB3Zy+tTp6KjW0gpDelNJAjNLyzQIjAvt0uyOa1c0sy1EcD0is1ZibIJUcoKdA59gIF8GznZfV0/m6ySctxDoLEJVkO1RCBbQJkrdjF+qEjYPMlgssnWol0Khh/wN5cwJ933Um/8VY0exlnZr4/VrNESDbQ8GEy5KDpJ0P0jD/yOsrRN9nSSRLHogor6haM/GJeG+a97xai2f589c4vJMmaTroLXh/FSdp3dapAC33cUfmus9JZ7jILQk0Jqk41NuDlJpDvDQYD+ukhwfn2RHfxEpe/Gt2y4QMd0bj2gnBFr2+qJn0NAuBuh42Gnr0dIplGqBKBGaRNs+Jrr6lCjiiixJ2UNDT5O2TzBR6cGmm/QmB9iYeIIrzUsEthZVvtkawtbIqQLGGlqm3r4hUhgLde2003e2O7hPWNAE/LfJL/Ibj/1Ldu7cyZEjRzDG4Ps+x44dIwxDenp6uhHPvVoOvNw9mu3blz5K4V7kno9oVmOxL5VKHDhwgGw2e9PZMXcyZXM53Cg05+qXmQnG0cx2bWakMEgM1oBsF+9EG7gGISyGaHrMwh9qxwFNEmjJuUaT4fCzJL0x/DCJkpEfl6XOUM9zGDRaZwl1iLYai0vSqbNn0wm81vvI5n4VpSr4Oo3CIeE4hKbC6dlfZ2PP/47pvZ/RehWZGKMR5pio9TCQzTCcv8qRyX+LryexCKRtuwaL6z7AcyMyARgctPEQWPpzrxDZ2Se7exDGtujLf53Z2uMMZF/GD6O4zlqLqzSu6uHRh/8ZpVnN9PQ0l86e5Yzvdxeovr4+0uk0UuQpZH6dUu3fUjdH5+22CEAIh5Y+StX/a3KJ7wEgk/w3CNFD0/8jrK0QmiJNP8BNNBBU21V1DrnUz+LI+QOjzk7McHmmzJZioVs6Xmkmma4+Ql/uVax1caSKqtLaZcSO0AiaSKHR1uPE+Peye2iIgUyaehBQbQU0w5C6fQFLiCcGQEBoZrE0o3fVRu9uJ8Fo2+92p/nXtw5NXKwM23soUR+Mkm5UbMFQt0m0qRs0Q8MLV6FSP0reS7BjqMq4+isshpTMU9EzBLbJTHgR3yahPU68ZRS1IElLu1gZtKe7gm9k95rHwkw4y1cnXuNdQ48ghCCfz3PfffdhraVerzM9Pc309DRnz57FcZyu6BSLxSWXFK8WyxGaRqOx4g4kd4t7Xmg6jZMrsVdireXSpUucOHGCHTt2sG3btpve/Sx3yuZymStsJ8qX+Y8n/wBNCU9d7/53hCGwDl57SFlnj9SV19OLgVU4RNVaCo2Ys3oLJIokBy9pDpXL7NMvIVFI4XTvVBNOHkfW0CZEG0vadTFtm39jJdlEmSQNpDqHtV5UXWQtxmhC30G6TbbtauFMn6KoP47cMoWUir7iVrbnfobx5v+XQM+0O9ZnkZ09jY6qCBDd8tjo30oESCdFaCw+IdIqXHF9H0aKBEoEtEyOqerjFDMHI8kVUbd8MftRPKfIwAAMDAy8boE6d/4orico9mylWOyD1OMEHOd6w2Xn9JJAQC34DLnE92CMZazUZKz03WjzfqYq1/i7Y1NMzU7z1ocvMVS4iKt6eGD4+xkqvN6d+PJMmWzCm9eflEsmODP6/RQzo1g52v2MpciS9T6Iby7QDK8wWRmi0nw/I9nrJod1PyDtOSQcRdXv9PFEcYoSvVg7i6F5/ZojgdaA6szJgRDZtvVv97lhcYTElQl2pj/E8eqf0TR1rA0xaEIdUq1vJZfIkM1/FV9McCas4WDo8zZiMJTDWUIbDRWQBAQoLAJtEoRIjO00dUY3Sw3tdiNyIaIC7N+8+CUe79k2by0QQpDJZMhkMmzevBljDLOzs8zMzHDp0iWOHTtGNpvtis7dTLMtZ4/mjVR1ds+nzmD50+nmEoYhR48eZXp6mr1791IsFm/5+LUurZZte5YvjR3lV8/+AVK0SLY/HYHFk7pdgdU2zmynzWh/QSPhiX7WsB7RxENDgpCEo3FIoIRHqzlI0LiPDcmreMpihSQ0kPZcko6DtdDSCkmAI6PPSAmB197WLld7cUXnfYlSHbLtM+Z6Hlb4HB87AN7f4DoBQRBNgVTOeUZbP4eiihRRNCJJgZ3f2Bi1VrTTT+2wJtpbqHUHqhgsoa2SJI1qV3sJIRjpyTM5+7NcKx2lL3uevswGetLfihTzN1Q7C5SbnEX2/g7J4DmsNRBu5vLkW8kPfgohbTdi7CzCxjbb+0lRJdSRy2McuzxB0w/wtebrp0fBGgaTGVrBuzlxJWS0VGGirBjpNThq/jUs20Pp5mKtpRkMYPXH6Mt+HV+fQIkiWe99uGpr9zGXJi5wYWqSgZxPynWoNFvUWgGPjQzhKkXOfRSBg6FFGLoE2mBtGscJscLiiWEEDmHYIOFIfBs5SPsm1f4cooSmRJKQvQS2SmBnGE59Eydqf4M2kWBpk0DKIq3sXxOV1wsUDRBQ1zOUQx/fdnaCoutVGxdjHNKOZLaZRogmEkFoJPXQwzfO9Wuh/WdVV/nTay/yFtN307VAStkVlR07duD7PjMzM0xPT/Paa68RBMFdSbNZa5ddDLDQ+JT1yD0f0UAkNJ2pm8uhUqlw4MABEokE+/fvX5Tt9lqnzpRSjOkKf3LmBYwIcERkumjb5aCi/XfdFhqgbeNx/c+I6yGMRdIkQZokeTdL0jzIsfHtbCvkuawvU61tJp09gcZSCmpUtcAVCkUSrIOramCTgMRRDfzQ4fjlh9ndnySR2YRyzmK1xUqBcAWBrSKMQz08SS4Rgs20IxZFGLoop4IUIYh0+wwltBfbTtTW+bdBIG3kbhzOuUxFO4UEFt82SZKhU+nVn34H9/VsBDbe9v3WtsKl6j8lNKNR6kgIcC+Q3nAeQ3uuj+1so0c1cUJowCXlvJXJSp2vnbxMpdHCWMtMrUG15ZNLODTD6LpJJRwySY/zk7PUWz759Pw9oa39PXztzCX8MNmt3puuNsgmPAZy/eQT3wtAPTzBeOtzWAJyzl7y7tM8vXUjUkouzpSYrTfIeB57N2/gwaF+ADLOA/Ql3s1Y4zOEtoGUCiEisWlpgZR1PJkjklIPRQKLQmPaSTSDQODKAlI4YC3T/gmu+FdxRIq07KepNYEtI1PfAJ1qt6NeNwit6zEaJnm9OKN7rbYIhY2iHGNpVR9BSkMleRIlI9++aJetkz8TKAFHK5d5yvQu+qbT8zyGhoYYGhq6q2m2zjqy1JvluLx5jRBC3PGCf+XKFY4dO8bWrVu5//77F30Hs9apMyEEBxmjYSq4TtTDoW30AQlhu1+47p900goSg4fTtjxZSHRKYcj3jvwbzk84vOKf4MCVUc5Wm9TO7mDvnuMoJ+q/0ETHFKaAP/VdDPR9DscdAyyYHsYnv5ms2oMfGi6Pv5eRwd9Cug1CAWG3cUWQSl2GtojQ7onRxrbLlmVUIkuaaBhYu1JMQFS5Fd0pR15dYOemr4yHclIYW8Fion0kW0UK9f9n77/jI8uu+170u/cJlQtVyEADjUbnOLEndA+HaZhEKpCiaIqK1vuY0vN91JVEXz3LfpQ+fg5P1rUsU5Z0Tdu6shIpSrIlZjENycmxp3s6Z6RGRhUqV5209/vjnCoAPT0z3T1R+nDxM2ygUCftc85ee631W78fSeteUtbbrnu8K+7X8NQ8Wpko3Y4sBIbRRAm9AdkcRONuaI3vpbk8sYfLlZOcm12hvytDMm6j6+B4PgZgmGthikAQBPoF9D1KO4x0e2yrZJhcqVFzXFaqDRzPZ6Qrw4W5AvtG+lkN/oT55p/STuMt8hekzP30xX+cu7bs5MDwDlqeTyYesiIvV+pYhkF3OkGv+QlOriTJZJ7AMmv47nbc5ntpqMukcl/ApwKGj4+DpgvD2EkQnAp/15J2H1AIrhBUgyKuamDJJIEOkAiUNpE0MWULX8UIofQifGaFxiQIUZHReCrAEBqhFUpIMskVdDBAyTFJGRoZpYUDLWgFZqgMK8DTiuVmnYZ0byq7ca00W7lcDmt2r3GarT1/3cj+tNbfJ9V8Pe1mIc5BEHDmzBkWFxe57bbbbhgm+EakzlZEvVOSVRosKSJ+LDbglUOFwhANYIiQRkaFbgIDfZWzgQCfry/9D96a/mUWqzUarkvKNMgmGwRaogIwpUYKA60tAhyktcr5yZ9laOARzMRZlPZJpKf54Nhhkk4/J08VSOYfoGl9I1p7GhgigYsDsopG4PsBvgqZpNtVo6S1j6Z/mkBVo9SOjSFUBGkI9XG0svC8QXRwOz2pzfj8X0As0qSXyIjkUeNhmzvJxT5E1v5Qh3H4eqzpnUErCJSIkGGEUtOGXsvXdLyNJhACmwEGu/6ItIrx6ORJSqUy8aCFF0+QkAZJ26LadDBtwXyxSr3lUqi3uGvbJlLxcLWstMt8879TaP0tSjfp6s2wP/N+Hj95F9rXSAWTiyUuzhW5bdsqu3f/SVS6ikfOtUbFe5ay9zyIBD32O9mS/mecmytxZnaZasslFi/R1zNBbzbJanUXeO/Z0O/UqA8zvZxh7+h5PGeO/MAWrjjHUMEZfO22E4UorakFNeqiTgyDqlokQOEFThSFGghpdmos7YWQjpB3AoEhVYj805og6t0Jo0NC1KRUxOKXsIw0pgyh+lorDKFIGD51ZaG0xFOCZbfFt8UM28WW677PL2ZSSvL5PPl8/jVPs7U1dG4G3vx9R/Mq2PXcuJuBONfrdY4dO4aUksOHD5NIJG743F7v1Nm54hxzNPADgW1CoCU2AWg6/QUChSkh0FZE12/SZw1QV6u0lIMl1qs3bnQ2S+4MnigSkyYNPFpKEU9PogHHTWEKScIKUUUBNVriOLmeM4jEZZQAKQ0SqTOcb/4m9sy7UEMGBfMZrMBA6CSmlEgzBBa4gUNc+gjZQvsmfuBhmR6CJFu7PkXdO8ZC/S9xgjkScid98Q+jVYzzC2dZWM1h6DswpM1qrUUu3WR8S5wQbBx130cKobbczFjmz2/IwbSt5abQnf+FFipPRn5mDRHe+SGX/CWSsS3Y/YqB/mVuSc2yqe8kOtDMXNlKLEiy7Lqs+AJ/bhlpGKRsGxvJ5NIqW/rzzNT/T4rOV2njBQNdRlmfY8vwEo1L78NF0NedouX6yMTXCFSAKRMh3F7Xw1oSYaVKac2K801qLYtjl99DKmaxaeRxSH0Zhc+ygoFRg2blXRB8CBDMl4ucXz5DpQ6LS/fjVoscfvc3EYZPoMW60QhpYZQOn6W60rhagljT0xQEKBFGn2tcmWF1J3Q9GqUkntuFsGog2jBrgdISIQyEDojZTcwgRYwMHk1aUVRrCIUpFTXXBm0QCI/n/WVWgiYDN3zHX9puJM2Wz+dvSPXyZhBn8H1H87rajUYWCwsLnDx5kk2bNrFr166bBhG8nqmzizNT/MvTf0vF9DCUhR34IdpMC5A6imBUB/LZVBJLWCQtm1qwGum9b+yyhvXOJvy87BcYyWQY7cpyutUMi/0ILBkqOvoqwAsUhgmW1SARK+D5EoGFbZioIMAzKgSb/walBFK6+EJi4qGC8EUypKSlTZYrQ+RTy9i2Awg8P0VOfIKUtZWUtZW+xIdwXbdDKTK1UuLSlQGG8plO0TwVs5heUYw0P4KV+CxCOigd1mcEFoPJ//2mnAyA8t6JNv4SKVx8FYIgDCN01EFgoLWJaagQFBAht2xjGxCmksY2f5btie91JtgtY99laPQ+vvzwnZhakbYgaSi29SUQXovjl2fp6aqy6nwdrQVKCLQO2aS19unrfQj//CG602HknU7YxK2QQUBpQvJUHRDB8gjjhhhKt6ipb2GabyOfn0OnvhQ+AzqO0qEAXiL7TaqFEZSoERv8KndubiKExnXSnD+3H0etEJMxlK5tJEOAsEgoBFIqVKBZz1plsMZUoBAgFJIwDRly8smo7uMhlER1nkWBEFYIrCBAa4EbQCtwsA0LKSAQLkIGUTTT7kfyKRkVTtYW2MeWm7rv12OvdprtZsBMQRDQbDa/X6N5vex6HY1SinPnzjE7O8v+/fsZHHx5/fGXstcjommf8/89/QRloxmhySSBMkPIqQhz2qYIQjXNTk1VAnlSRp6+mMl08xxZM48TVGioyprWByrqKpeYJNiUHKIntUhDnOPA/ucw0hVcIRHCx8AiUG0+Z3BaFukYEQ08eL6HlIq4FVKVCJ0lPDsPnwApQp15op+D1js5fWUrnvMMowOb8Jy96EwPjK5d/3qZiHrLDa91HTLLCxQtx+f4hbdwz85N1Ny/JptrETN2kLEeoOJPsuL+e1LGTnpj78GU17/6S1g7ODnxE4yP/EXoYHTovppOHNv0IvitFQIBpI8lx4gbIZR41fsGseT3osnUiK7FZ8fYo7xl3xiqtJ39+3bjex7VSpVSucKJsxdJm7Nkt7ghdOEqtJkUDtnMMqjQ0SitKVe2MDxwjFBNs73oaW9oRc+CCcIlnaijY4+H90THO/7CEHGUaJLIfoOWsbgBCh+LV9l/y5N4gUUrIPQhOoxH2ujG8BjR/YoSoG0LMDABSyQQ+EAMGbKe0VIeQRCnVR8jiE1H24VjpbVA4BPoUBJc6jQJ00Bjh1U8Q1IJvLB1VIfpt3A7CJTm71bP8GF1N+brSA/1cmm2rq4uenp6rplmu1nmZuD7qLNXw643dfZyNZpms8mxY8dQSnHo0KFXZRXwWtdoHMfh2LFjeJ7HRMIBL+TSipk+MdMPqeghLELLNTBA2Lhp0mXlKHot9mX3sehMobSiplwCHXXR6JBuxA4ChDZYrfbySLVMX/8FLvtfA+WH4mlaguFjEEoESDSVap7lxW66u+YJlEJriJkGhul1akhCSIROgAjhsj4epvbRQtFq9rK6vA8Z2NRW9mL1bKelFNY1eNHaFrNCZJPSIS9WteFycb7AlUKZnnSSp7wxaoWf4h9/8D00xSNcqP3bKLoB+AqzzT9jb9d/JmGMvugx1lt/NkWt9ha+fXSJnVvOoZTm3OVbKa728aPv+BzJeJM2H5gUeYZT/zakkwGKzlfDnDsWCo3SIU+xFprbbv8LVubuwDSHMWWeeF+cTFeedHeDoYEU5ascTKdILqBaN8nGwxEu1Vv4wd04zlMkE4sbUlrhRmE6WOMjdJxyLUmqt8x61Be0yUkFdnwRN/DXbR9+SwiNZbq0wgtAt5tg133PjGAcHSezLq0oRQKBQa81iotBLSggEKSNIYLqYZp+naa9QOBpDNMLQQJhnAZIUHH86i6kPYc0PXzfxBQCy/AJlKQZGBH6LKzrSKmYdZd5bnWau3u2XNe9frXtpdJsExMTGIZBPp/vRDw3C20Gvp86e73s5Sb85eVljh8/zsDAAHv27HnVkCKvZeqsTeLZ3d3NnXfeSfWRp5Ai1EqxjIjmY12DRdQ50/k9bKIzqCuPueYKBddDiApSEK0xAwICNAJHWXjFURam9zAjj3PbwW8TMyQtLwFSYsgEWlRD5t56F4uLQ8zPbkfJGru3n8EwHDzfRhpGBO8FtB1FTSaoNEQgBoGJatzG08/ciuPWSMds5kstjCvL9Hd3saUvt3ZNEZ192wZzabrTCeaLVXqzSS4vFFks18inE+wd7UP4itMXmjx86hTdY/8ehYfAjqIihatWmKj9Dnu7/hMA5XqLcr1FKmbRnU1GHHaaQIX9LEI22L7z02w1LofU/hru6/kGS8VNVHUMT2mEjhM0DnDb0G8QN3up1FtMLZVoxpcwLI1EIIXGX1cbk0LRM/QcQv1rVOnfEQRxlip1uhI2SxWJHb8qO6XX/tF6mdPTabLpFF3xODEzSb3wL9g0/j1qwXfwWA054XQ8eibCTv8u4wOYMkmtNkwqfxatVahmacjOsXx9tZNp/6xpJ7mCdX8LiWjC3KtPu2s4Ss2uq10prTGl5EDmBxlL3EPRm0Fg0G2NIIYEn7/yOU41wBIZpPbxRR1NENYCA8nc7E5WS0nsdA/ZngKG6YAwUIFJ2bVQSkZrrCieEtDSAX808cQb5mjW20ul2a5cucKZM2eIxWJorSkUCuRyueuaoxqNBrFY7BW1dbyZ7O+to2lrx0xOTrJ37142bXr53olX47ivxLTWTE9Pc/78+Q6Jp6N8RFQkNaN/o7VeZ+G4/vcQPqrxlIuny5yvVaPGwjCXrwhCJJpvo5WJFBJdupOeRJymcR5PNUiYXRimj2lZYcSoTXzlIGs/yPR0i7Rtc2XF5eSpW9i/7zgx20WIkEU5FE6Lh014SiOEgcbCaWwl7f5vLK44bOtTzJUqtDwfpRUzKxX2bh5ivC//omOTitncvX2EY5PzTC2VmCmU6M2mGO/L4zoBk/NFyg2Py8Vvkx2tI0QMKdupt3DCK7jP8HThZ6k14Mr0biYv3YplJNkx0sP24W5Wa6s4aol0bJBs39fAnESrkMlYaYWQPv29V9ARRQrCwUgfoaq/TVD7EZ4+M0Ox2mR4dBfJ3Aye8lEiaJcdwnuMEaaGjHlK/jeorL6DrkQMxwnwVJWBfpP1DM9tdJvA4NC2bp5pWZRqZaRw6cnZ7OnfwljmnyHlr+KqFS5Vf5OK/xxau0hh0xf7QcZS/xvpnTVOL7wDFTyFNGqYWBhSE9DCkmmUSiBYvipjt+43nQDhbEzpRelEDfgq7LMRwtuAlJDCYk/qvYwnDiGEpM8e33CEhueCBlNKNBamyqIJaKg61XqShZUsru/h1RPMLQ6Syfj80J5xjgUX8FQJfY2shxBwsjbDseIct3W/tC7S621Xp9k8z+PSpUusrKxw9uzZTpqtHe2k0+lrZnZqtRrJZPJNydt2M/amT51dC97sOA7PP/88juNw7733viZ5TCklnue9/Bev04Ig4NSpUxQKBQ4ePEg+H066E/VlYoZBI2TFD7+rJKa51rwYKIk0AoQOUx1CwKI7gykUvg5rOHFj3RyhTdxWDNtUaEOBVJhSYks7QhGpjQtbHcIvM1aCzTmbK0vLaA3nZ/ZQb2ymt+cyiZgiJUYZHz+KL5ewLAMVgBYeaIud6X+E6eaYXZpn20Ce/lyKUr2J3aqSzuXpTSdDNmJVZb75BJ6q02XsJiPHo2tW9KSTPLB/G2dnl1GBZttAN54fcHJyCaU1mbhBIhbS0wdBQIDCjxoMo/Y+6sFlsGFk2wTd/Wc4c+RneOzkBer2o4yOP09MejiBSUEF2EJHTkUjO7lKwhuhjagPyGe28ccYxXsoVpuM9nVRK78XO/0YhtFYczA6pG8JEBEuQ9A98AQHBn+SZguOXpxjpGsvqCxaVqJaiEZiRAsNm+3be+kdO03DbaBaMXSzh+mJFWYuZjoT09ae/x/KXMJTBRLGGJYMn6MtfXlGeu5hpfGbTDl/SNE/Q1Np4rKf7cmfwtctTlT/SydSDpt/5TofaRMi+6D9JLnawseInjmB1Ca2SCOkxtNNErKLd/f8Go5WnKw9SdLIsCWxh4K3xJHKo8w5U5R0Ey0C6pQJwgRjCMcX4AYmNa+F8kM1VqUFq6sWJyYcUpuSSCptibT2XekgDoVQ/IfT3+Wzb/nJm38pXwezLItUKoXruhw4cGBDmm1ycvIFabY2mu0fkowz/D2MaIrFIs8//zzd3d3ccccdrxmN/6sZ0TQaDY4ePYppmhw6dIh4fK1DvOa1aAR+iMDRIWexFAIvkFgi5DT2kBCALaFNg99OpoUF0zagNJwiAjzMmAbDBy2RfUdQq3soLeUZ9hL4dhOBDegw7aSb9NnjxOjFKZ3l9qE+El055spVLsytMDO/n50DPWS68yxe3M2mrY/gW6dQQpEytrEv+zOMpu/l6OW5znVlYjaZmE11MYYRs5BSMtd8nGcKv4WnGgDhCti8l1TlZ5lZqhMozVBPhpG+LJu6s9Qdl3rTxfV98qk4l5sB0zND7NglUSJEJIX7WVeX0KACEyE0qewkmzafpWfzaTaNnwjTL1oghI+QAX6EuFMqHLX1fkaINrGjga9rFGsXySY3AzC7mODi3D9lz+5vksyfAMDDCM9n3U5cMYsb/zOC+k8iEEgRQ9d+HJH9wzAq0KC1T8gANsCp6n+KahcqnPdtgeyK0S/fS9DYwsxilnPnJMlkMio8a3K5kPtryXmes7W/ouidxdcObYEFN6hwpPxf2Z3+KIP2IRbcx3GUiaPNdYV9gRYOodTEemkGGY2rQAoDU1r42sPQBptit3BH9mM8tPpVplrnCPCRCJIySyPwcbSLgYGDhzTcMAWmjfbRQvnmVJNtY3NcvDRCzAhlJBw/oFh32d7qQYglhN64yPRVJIQh4Gx9kYrbJGvfePvC62ltMMD1pNmSyST/63/9L1KpFIlE4lWJaP7gD/6A//Af/gMLCwvceuut/N7v/R533333i37/r//6r/n1X/91Jicn2bFjB7/1W7/F+9///ld0Dm+4o1mPPLqWmaaJ4zhorZmYmODSpUvs2rWL0dHR1zSsfLVQZ8vLyzz//PMvCre+UFvGC8K1bYDEDwwsI0AJgadFSEWjDNBpasolG691+mPWlXTxlIElgw5SSBp+CDMNTGR8BQYexy/tJ9f6Aezst2kEVQLdQiqDpJFjl/8+zi7OMdTbSyydpjuVpFhtYkmDg2PDHNyyCcswqDTSLF3+EO8/+Mvk0wYxme/ch4FcGsswqDYdMolwZeYpDUrR3+3xdOE38VULI1JgVNpjwX0MpxzH9t6HIQVnppZYLtUY6+vi7JUVFoo1mo6P41YpNzyMpS6mJm5heOtxXgDd0qCFQgkdonKBRM/D9HUtoAXrKFLCdXzonhWGlJ2VchiQGGvPVpSaM0jjKoUfKGpNFylHuXT+F0jmv87Yjq/jR8lNsa55USCZb32V4fgHI+JRjWy+Ax3k0Imv4DON6/Ti+sMYuWPhfRVqwwUpWswHXySI2chNNpvG38OA82OsFssdmny7f4WF3GfRIkBpf0M9L8AnEIqztb/inb2/Q7wxzvHaFztpUNWJboNwoSOMsJtfhw3BQoBJnACfpqoT6DSGsDBEP0cqDzPROoUl4sREAqV9Vv0w+jTopqYcPB0qm0qhEJE0d5uFQWjoypUY6BoicNM4QYBtQMK0MBpZ+pL9zKr5MH2swVcGgZKdsdHAH1x4gn+x753X+zq+IfZiYIBrpdnm5+dZWFjgu9/9LtVqlXe/+928+93v5j3veQ+33HLLDcOk//Iv/5JPfvKTfOYzn+Gee+7h05/+NO9973s5d+4c/f39L/j+448/zsc+9jF+8zd/kx/8wR/kc5/7HB/84Ad57rnn2L9//02PwZteE9UwDFzX5bnnnmNmZoa77767I1D2Wh/3lTiadg3p2LFj7N27lz179lzzIXl48QIoia8kXmDi+iaub+AHkqZn0fRsnMCkpjxcz0CIKM2wsaSMpwycwCTQ7T4FCX4K5dt4rgXCZ2x8id2pOxl3foFE5RZiwSZicgSjvpnzV87zjkMH+fDhO+jPpinWGyyUa4x0Z7llZBArelGyyThN12O1qokb3VcV9DPsHxug3GgxuVRicrlEueWxvT8PyefwdQtDxELEmhCAidaaeO8z9GST5NIJRvu7WCk1EFpw754etm6bo7t/Eq1clK9Jx20uXTocRXFR4icEMoUwbAyUDB2NQpDMhU5mQ65Q6BBth0AJBfjQATpE6RmtI0ixJmvdzmjPdmotJ1qdSrxAUW3UiGULNLSJh8SLpOfCONQMrw+fdGaFvq4ks4UKDcejWd3H44/8NA9+81dxFj+FnVmJIlS1wXcqHVLmuzqUnQ6UzxXn76imH2LPnj3cd999HDx4kHLX90KH4oO+2vmGDyMBHnOtJ1jyLiGFRULmOt9sp8/a3fqeNsPmTCRSJ2gqTTMIaYZayqUWNDlW/Q4na98CwJIhKEMKI0pkamqqiqfbic0wOpKAUuF+ETpURBUKaddp+D5KaxKmSVc8hkTw4YF78HyblmfScm0830ApiVKSIDCQAp4vzb3wet9kdr3wZsuy2Lx5M3/2Z3/Gv/t3/4477riDH/mRH+HRRx/l/vvv58KFCzd87N/5nd/h4x//OD/3cz/H3r17+cxnPkMymeSP/uiPrvn93/3d3+V973sfv/qrv8qePXv4N//m33DHHXfw+7//+zd87PX2hkc0L2ee57GyskJvby+HDx9+3VAYrwR15nkex48fp16vv2QNKVCKuXoFjSArM9T9OoE2abQMskkX21D4vgShME0fTIWnJApJXLidVXtogkAbSA2SgC4rhzSskN4/4hlT8SJPXpxBZy/i9J7HUC1EExCTyF6DSn2Cjwz/Mh/q2Uu52eJr5jk8PyAVWyMbVG2iyWs4TSkFd27dxHB3loViFYWmJ6hwx/gAy/pJBBuRZloT1khkG7UmQhnihGZS/ja+fxI9qBkfgBHHpinuhlY/tYaFUgYQRnuG4WNIP6I4WYvz1gFyr2lKG/iNPWBP4LomrdpOMr0nkLIZOSKFkH1krXfTPWBRqnUzs1xGacViscb+254g0/c8ijUCTo3ARWIjIwEvQaOeIJ9MUK07rFYbeH7I+HD79iG6M0nquNEsrwh02MmktYhIXNpXE07XWksmG19ie/KjCCGJJ01atTkMbeLLF18YKRS+dqj4oVx1SFmkNhzBJIYQFq6uExNplLAp+60I6mxApMipaAuMB/iqhitMbLleNyXsxwrJONtyziH8G6HWnlsZScR1lejN1UFLrFY3UnUxmE7zA5v38nx1mr9bOckaQi58UpQOm0gt8aZfK98UKXCz2aS/v59PfOITfOITn8B13Rveh+u6HDlyhH/xL/5F5zMpJe9617t44oknrrnNE088wSc/+ckNn733ve/lC1/4wg0d+2p7wx3Ni6XO2gityclJ4vE4t99+++uKwLjZ1Fm1WuXo0aOkUikOHTr0kg/HXKOK8G0CKlSUixJhz4plaWwzIHANTDPAtkJkkylUlDfXBFogtMC6SjCsnU+3RQxpCGzTIFCaYquBoZJsHhZcSj2BFCHNR3vkAx2w0Jrgawt/wkdHfpmedJJbxgZ5+NQkLc8nboXRx1K5RlcyznD+2s5TSsGm7izD+Qwr7iXmaseZCVbJG8NorUIQrWiv7jRCKAx/tDPhaQIY+T282LqVqgAr5nLogcc4+p1RgmY/C7NjDI1MooUCHUK61VUButayk4pa1/rRMbfZy3Pf+TGKlRaO47N5IM+e7T9F9+DzNIyjuPELoOuUq7+LFJ9h5+aPs3ngnSw0nme2OoHIPU4g1oHO2kUyINAKQwi0s41nzyjQBZRSxGIWmwdzSC3oz4XFXsM9QGA8iIcRpuA2vA4atMaPuOAAfL9MI1gmZQ4ghYHExMflqg3X7wGhYfmCgdGbJTDLSNpkoiKScg7rUoIwZRZoj4q/Rmm67tI6P0c8ADhBFUvEw7oWMgRoaKMzKPqqLUXkaXwVRpWZXI26E0K2ZbKJ1h7vGr8LQwg+Mnon31g+SxCKeYc0OZHathCw1KxT91xS1ptD4OxaFgTBhrrs9djV9DM3wyy9srJCEAQMDGwk7BkYGODs2bPX3GZhYeGa319YWLjh46+3N9zRXMt83+fkyZOsrq6ybds2lpeXX3eY381ENHNzc5w6dYrx8XG2bdv2succ0r9YBEpFq8TwBbbMtS5w215zdqYM8+gSjRsYGELhE3JSSUAKgx5rEEPUaagaKZECBE2/iUYxoPZRsc4S4HCtQN7XPherJ/jS0We4e8sedg/3sVSqcXGh2GnczKZi3LtztFODuZYF2uN7y7/LRONxgmzAoiuwijGyRj9KLRMW3iVaeAgtcZbejooYq0s8h4jPvdArANLQjGw9y5FH0nz3m4d4/wdXyXWXomMaHSguWoRORgNG1HrY2V/kcjScPfoA8XiMkXiMVtMnZhlMXnGIZ0dx+z8frp11yEIdaIcz9d8naX6Vqj0FPe2kUES9g0K26x06XKlrd5Cl8z/JQHcGyzTQWrNYrLFcrBG3TWpNl0wyhl1/D634E/iixdWmddjHsj4284BHVv8V7+z5bWyZots6wFTr2XDxgRkyQqDwMPGiWktcxNg1dpjZSpqz8i9YxcFvC5xpiMmApLYJhEtC5mgpG0WNdlSoWYf4oh1hiShaCXBVE4TEEAau0viEDM1tJ6OibT1lIoUmUCGEXGuBKSEpYviBxDDAs1c5V7/MdyemOV9dIoFNOWgBbd4KQGsMNAWvzl9MHuef7Dj4os/jG20327D5fdTZa2jtiCCRSHD48GEqlQrz8/Ov+3ncSI2mTSUzNzd3Q0zRw6kMTVELezgEtAk+ovrzBifTtkCLjj5L4BnETQ9LKFJWlvf1v5u3dL+Fi/VTfGXx89SCWnh+gNUYYYDbueR+GewXB18gFJeXFyitmrz/4C7esX8bO4f7KNYaWIbBpu4s+fRLo3xOlL/E5cZjCCRCh8JnnmpRCAwG2IdvnkULRdrcRI//IWa8rcyWK2ilSY6cf/F0l9DEU2VyqRilZpIz5w4yPLIAQYCubEamFxgcP4lWYSEe0U7IabQ2MIQRpYxAO5sYSb+F/s0ZZpfKzAUVMqkYhXKDVuw7YewQOZkw2jIICKj6E+tPiPY6vx1pygj6poMEK2d+jXQ83mFEEELQl0uxWKzS251ivljF9QLisQxOchgSk7R5zNqmI9DC+mZKgUHVn2Oi+S2yxjjTzsnwqkQEDCHkavM7ywmBo+Ex7z/xvs2f4tTC1/FUZd0xoKXCBtCEYXEw9bM0hMd3i58lJItxXyDQ1t6vLRJ42kERYGFzW+ZtnKtNsOgtYiBxlNsBHCgtCbRBoAWBb6GEDrnktMb1AzxfgweG9vj8hafIOTsYSKeIBzFKOFclQsPoRgnNt+YuvKkdzc1S0LxSR9Pb2xvqXC0ubvh8cXHxRSm6BgcHb+j712tvuKNZv+pvQ/y2bNnC9u3bEULcFHvzq2HX62harRbPP/88vu9z6NCh69b4nqiu8j8nTlAMwhc+7OVo69CEJJfSuAqB1FHVDC3QBnXfICYN/tHwD/OuvvsA2J+9k7Hkds7VjuOoFqlgkO9NljmzMoUcFeiuFz8vicWW3BiTC1XOzS7zlr1bGOvLMbauq/+lrFxrcXz1aygUprCAgCAIJ3pkwPLyKMnKR9i9Ncf+zdtRSrMrH7BSbqC0YsXsZcpbn6iJLCpUt6rdDI+vcNstX8K03E56zKnUOf/oW8gPXCKWbCIihU6ljVDZRoTd6BqNdno4/8SHsHSd/nyGTDLW4dEKQ8oVIpa5dTWMF0tMrZmKqh8ageHsIRELm0o3XIYUKAXbNvUw1JtlamGVlhsgLQclJKYIowxft17kiAJD2ATaY9E5xgX/UQLlgYoBCi2CNeSaBjCxZAyBoBEUeaL0P6irGus6TDt4Ch+TseWPMnMuQHR5yB4zej/XpJ43nAfhufZZI3yo/38naWaIyQT7UtP85eKfUPJWw9EQYYTZ8s3ofmmEDOEBWiiUMvC1xjRCp+5rTc31EPUmKlAobaMT11h+hMQFLDrVl7kzb6zdDKlmvV5naGjoFR3Xtm3uvPNOHnzwQT74wQ8C4aL4wQcf5BOf+MQ1tzl06BAPPvggv/zLv9z57Fvf+haHDh16RefyhjsaCG/E6dOnWVpa4vbbb6e3t7fzt9dbF6Zt11OjaVPJ9PT0sG/fvutetSw2q/z2iYeZrVfCiUxoZNSICeGqtOHZGLKFjHpEoo4RrjX5OCrgZOUS7+w7hIyKoxmzi4O5+4EwSnyq+TDzgaLL2YvHedQLKhqhdbu3YQibVNxmYfXGXuDz08scPTdLY0sZBHgodCSoYxjhpJLJBsRaWS5cdtmUa9GVjpGIWYz2h94v476N6eKX0VyD305JUs49dN/+Z2jphUACDVoJYplVNt96gkf/9sfYvO8IQ+PTSGyC0h3k1PtYbj5HIr1Kxh4lqe6kK1bm/OQSyYTN+Gg3fbkUVxbLKK3xGgPYialOo2J4T17Mzazdk7XUncG+np9hrpFhYrZAJhnr7KdcbZFO2nRnk4wmbLZt6sHzA043DzDTWkZrvY5HzY32u3Ysg1DgLPyfZNWb6tC0KCHQmAjtI4WKnAcEyiMmTUCz6Jy9xrWE5+YTcHD//ZgqSbFYZLl2mlnjZBQdroHDlRa42gzBJ1jcmrmbjJnHlGE9clN8M78w8it8celvOFo5hgosXNdCGgFaOmhCSYYgYm5uBgba9gh0gKFMtBY41RSlapWM4+AnNMRFFO1FpsPxFgLcIJTStl8l+qlX224momk0Gq8Kz9knP/lJfvZnf5aDBw9y99138+lPf5p6vc7P/dzPAfAzP/MzbNq0id/8zd8E4Jd+6Zd429vexn/8j/+RD3zgA3z+85/n2Wef5b/9t//2is7jDXc0tVqNI0eOYJom99133wuKZjcrfPZK7aVqNFprpqamuHDhQodK5kZqSN+bu8xsvcLmdI5yfRlfe1y9ua8Myo043ckWhtRrTYm6XfIXnTlOCsGZ2gRnaxPszWzbsJ/FxUWOHz/O2/fv4J2Zbi4uFTkRHKVqTBEyLa8VamNBP4PO24FQLTKbjOFrnwu15ym6i3RZvWxP3kLcfGFhc6VU58iZGYSQJILNtOxLaKUJlMaQ7YKwJuaP0JVOMDlfZGZhmYn8UabVYzSCEj3Gdm7PfYjtyR/lYuN/hcAAiAoEBtOPvoNY1xwxoxmyUHYm+RCx1TU8Rcu5hye+eReefyddKZtUPE46NUs+P86erYfoiqXBgM1DOar1FhNzC9gDZ4gPNxk0B0gwSl6/j6Z4Di28zpS8Xulz7TkAR5v4ERrLQJEli6ju5YTxJ9TyS4j4IDMLh0l4e/F8H0MKDmwfYlWc4OnCN6kHy/RY2xmJH2LWeZRAO4iINYCozqQIgQ0SC6TRIRMdid3HxfpxPKEj8eP2rZRRwjD8RKFoKhebUCjvpawWFOmP5RgcHOTD+pc4Wvkmxyvfo+qvgm9iuEkqpqIhXYiAJw+VvstUa5qfGvo4tgxrdykjzZ7UbRyrnCdlJrBQOH6AVAaBEabaAt+i5Rv4bSCIUASGR2Oxi0rJipQ4wYne/zYn3QZsAWFt8khhjkP910eo+nrbG1mj+ehHP8ry8jK/8Ru/wcLCArfddhtf//rXOwX/6enpDdHW4cOH+dznPsenPvUp/uW//Jfs2LGDL3zhC6+ohwbeBI5mcXGR3t5edu7cec3w0jDCIqpS6qa1ZW7GpJTXPK7v+5w6dYpisbiBSuZG7GK1SKAVJ5YXqAowonl7PTJKAEIatNw0A0lBPaigZBDWcqJemXbe3NACN/C5XL/ScTTrueAOHDjQybHuGOrlPu+T/Oml/0hRL4Q9JQEYrV62uB8EBCu1OoYUDPQL/uvkb1BwFyONEYXpZ9hT/zFuG9nLtk09HQe7UKhSb3lsGeqm0XyAeWsCpIeQguh0sfxeZHkPjuFR8i7xrPPHqOZsdL7Q8J/lyuJRDic+yVvyB7lY+TYL5RmC6jCp2rsIVqdQuYlQmyRCLolOaTqcWg2rhdY2likxTRPTklSqLRIxm1R8DQEYj1ls21eiK//HKDOUwU4MC0Zih7iv+/+g6P5rTlY/TStYAiAp++iO3cV08+tACIxoKHtDP1OASYkWOv0Mwgvh1yQuobdcIl7+aUa4l+H+LCv2t3i88Fnad33Vm+Jy8yHuyv4cc853KHkX0ErjlsZZPPUWMtsfI9E3FUYASiGloD92F8/VvkNLS9bHWx33IgRX91r5aLbEbqPUePqqJzKKOjFJGrnOp4YwGXTv4/LlUZxKA6U0KrdIffC7mNpGRsqZSM1E4yKPLH+Hd/a/r/NM7EnvosvMUvIrpOwkhhA0/IBACbwgDiqL9EJAuJZhHUdr8EvdKKURcYeqcPEdgQ5Ad579tdPWQtNyNefKK29aR3MzEU2tVnvVmJvbEOlr2fe+970XfPaRj3yEj3zkI6/Ksdv2hjuabdu2vWSKqk0xczN5zldi7QdjvaOp1+scPXoUy7I4fPjwDansrbeUYTNbr+BpPyxwa4HQGqVEBGMmFN0SGoVkqQFKWMRtiBnBCxIfCqj6LZ5dPcHxymkMJP3VLkZrfdfs48la3dwlfpgJ7zwjw/1YTg+XL5kslRtovUo2EePQ7jGeC/6EgruA1Ba+H07mnlHhTPwLFI9YNB2PA9vCPLLnB52oLOntZLD6sxSSf0dLLIS0L+VdrJ45zHxwDmPPN7H3rxJEQmPoEFarlUYLj0eX/ojDhV+Bxo/gzlcZHcqjkop04gojuQNU+E6Y54+iOh1FNK1GnEoxTm8uAUKTsG0GejN4rk8QaFZKdVLJ8J4Fospqz/9ACrdD/w+aWedJTlY/z63Zn+bt9p9S9SfQaDLmVgSStLGZM7U/w1XNDRO5iMg0VVS2Fx36lhDC3ez+CrcPfIiWKvHgwl8AGtlWDEUTaI+z9W/zQ/2f5vilCxy9cJFKo0XQTBNc+ElaxfN4yTNYhsWW7D1cyX6TWlCItl/v7MJ0oqWjRcm6+64R3JX5WWbcSSr+UvvEo38kY4nbSZvdne/Xmi6PnpykXHcY6ckipeC09RyBVsSNFKYVLcYCha8bPL38GPGL2Y4uS3d3Nz85/FE+O/dXFNxVXD8ALYm7fZR1AxkoDGkQBBauG4RjYgWkUop6VxURC98PKxDoQNLS15islcBVPt+dneAf77j9Gm/bG283W6P5h6JFA28CR/NyKaf2hH8zTU+vxNYf1zRNlpaWOH78+CtW7gSISxNXh9ou0lB4noEy2sQlGtMKOgg0y9D4uJhSRaJoodLmRgslBi42JkjIGH7gcw7BvuGdvDX11g3frHgVPjv7Wc4551Ao7AWbO7ru4Ifv+RDFsoMfKPq6UrRkgS9NXsJRmkA5IASWkBgY+LESMlvk5KU42zb1kIzb5LMJQOB6PrZlknL3EWvt5qkTR5A6yeqqwIr5dL/zyxjx5rqUHWHxWkhklILS6QIXL0wzNVmn3ghYWVkmnUzhuAEZsYWFhXFSgxMIoUJGBCHRmOg4HPr4V5GGwm+kYP52jKU7qTcEOtCUSk1S8TqZdIxS/MmQEJR2mokQFk3AuerX2GZ8hHQqTtbaHj4H2uNo9fOcqf0dnjaRdCFwMcOKAw5tDRcTicbWRJpCYYzRVKtU/CssuxcIdAAYkRNqo9oEJX+GgjvBGfFXNPeewkRjKZNg4Tb0zGFKE5vJpuMsbZ+mklxBs9bU2Y5kJBo/Qp6hwzqOoVVY3/DSPPLUIndu+zhHzf+biheyORvSoNca4x3d/48Nz8rsSoVCpclYf64DarDtqJ4TKCwjZHiQpoGhTJKZBLuHdnfkj0+dOkU2m+VHcz/Ml1ZOUgtajCaGsFWGsv0dHOkhtUlPMknD82iqJgILr9vF8n18V4AWSFMTswKUJ3D9dc4mSqUJqblQLtLwXZLmm6+f5mZrNNcLLPr7YG96RyOEQEr5utdp2nopvu93Gkf37dvH8PArpyWfLK+GTapm6FDaBVZDRjqEkZqmjtiJgUiCC3wtscXGeoEhQsSaAqQnyJgphCk5V7/Mc+VT3Ju/DQjTaX9y5U+4VL+ERCKjWsDTpaexpMVHhtfC5bOrF2gE/gagratDvl8bTTytqM06lGotEjGLwe4MW4byTMwVSMZjSCGoNFr0JvJYZpxcQlKKP4WZaCEwEcKnzT4W7j2IooBw8s11b2K1tszy4mWaqy5T06sIoVDPn6fpv5uBW48S23ycVpg/6UDCDTtk3LbSVdj5MHVjhcJTd5FNxfFaHk89fRnfV4wcmiLfLcLUnmZD07Av6jx99DJ33baVTDrMaz5R+u9caDzYSdIFhHTbCvGC6o1C4ADxCBXVpgxqBhVO1r5Fax0Mw9Y6fAmj1+Dh0n+jZE2FOSQtQPro4WdRWhCcuC3sv0mfxItGLXSO4Q4kkdy3Dt2Oo0NnAwaW0Aw0b6dSa3H6pOCBO36dafcJKt4Ke0bvYCS2rwMkaZvjhdWT9ci5Ln+YBfsMvvJpTx9KK7TW7Erto6enh56eHrZt38ZUdZZqqcLKYpXFc4qUlaSWDUilXEayW7hsncdRLRJI7JjC1DY7Elt5ZnWZDEmKTit01AFg+Nimj+NErNqaiCBVgwDHD1hqNtiSeXM5GqXCsbkRR6O1/n5E80bYGwFxbjuakydPvqpyBHXP5dRqiC6SUXeziFBnENW9o+9K+cJ+CqJubghXy0KAZajOZzE7hh1Ffg2lOVO92HE0081pJhoTWMIKhcC0wpY2LdXimdIzvL///aTMsAB5vPJseC66ffx2yV3hB4LacgKVKHBi6QTHz2Wo1xSJmMXYQJ6mF0oj7xrro7igOT1RptWs0r9N0xAyvBJtgFgvwxCKkikB7tIAZ+WXcG49Sa8IEFpiLO/i/NdGOHtRk0kbNB/ZzeB7Z7G6i+GKfj2D89ouSW09TfP8ATb3DXH+4hKLixUkYE8kye1S4SQmJG2IRYDA8HMs15aZmOriln2bqPkrXGh8J7wn63pTdGcZ8ELTaDwETmBEfU+CLyz/WzqEmxE9Tbuf30STNgZYdifDVJ4OGTNCpmKFGjxKevJ2lF2hkZgMj6FhfWerj4Gpg/Un0UmruVqwaE+xq/9ulmclM/NVBtJ7yPkOm+N7rnkNuXQcaQgc1ydmh1NFj7MNW5/AT6/QDBoQMXvkrDz3dr0NgOcrZ/nbpW9ScEsIBIP5Pnq3jhFvprG0T6lUggWT7p4hirkVAjsgb2Z4e88d1D2TZ1eXSZs2JRGS6aKBAIQRyZnrtSgOAdoXmEIykHjzNTi2AUXfb9j8e2BvBMS5Uql0HpKXo5K5ETu+vIjjrunBaB0V/sXapK6U2OBkIGzUFEJvcERhqkQilEYLTUyGTkZrTUv5OEFAxWt0ILMr7gqBDrBliCZTKoynTGHia5+SVyJlplBaMdm4iFaSQGzUiRdo3HKMc11fxMo2mFIgMzFG9D2kl/cghODQbVvYsaWPIFD8z1OnuHhpkXgyQ6rZTVvCVyDxlYUpPbQGFxNHmGGqpG+FllhG6HbjpcLvP0v+cIHlhw6zY3yErrRNJf83iM5Z6c6Y6M54hpDYXXd6FM5V0KNH2X3/Ek5T485uxqlmMNI1fC2jyESgMRCyAfv+gJOVO9nt/QoF/xJttuO1cRCd/a+/ISriKhNoAk2EqFpDyIXuRRJxBwBhl4qNxUj8Ppa8r4TJPBm5da3DBlTDJ9HVIr15iYZ4YRTVvnYXI5TDYWPtBsCxljnT9VekW3fzqPFNDNWiX25iPNhC3Fhrwl0q1phfqdB0PPzcPE8nThLEa8T9LMnCNrY23kPf0DIT3imcwGWzuZOdHGRpIeCSfY4/WvlLPO1hCxsBzDjzGL0F8pN3Mp7rp6enh/lChckZiF/pYnefzZZ0kiEvxXS8EQn7qchR0qnFqaAtw7BuAabC+s3Orh4S5ptPjbI9b91oqr3RaHw/onm97fV2NLOzs5w+fRrTNNm+ffurWhtaaTZYrbcgsZbuudrCSELgB+HKLdTgMEiYHpahQmE0GbIJyIhuRUhJykzgqYAVp4arwlTjs6Vz/J8X/pj/19aP0mv3IrSk4bRCpt+I1VeYAbZhkbNya+egRDhJtifT9ucazC4nRAqpkCVaGQ4z+Uc4EMsjFjdx6uI8I4NdfO2bT3Lq/DL5XJqWbzD1XJ6+gQQy1grTHtLC0xBocHX0KCqBNKLoRIRyySGZY0B+xxKxaUFvd4rBvixngxTKqtDGnm0YwygcEwJilknr1r+gP13pgC/YtkCj0oXUficaWm8CTTX7LMcbX2A0fuAFR9Dt1Fbnd4GrjQ0d/BC6VAMDzRodiwakNiLmgvAheKDn10NwSPWrtNOHhiGRGpT2ERi89ZYDrCSfYqlOlDoioqcJU6sGKlKk1Hi67W42Plgto0h58Juhdo6GglzgtyZP8PObfo2h+AgnL87z3Nk5mo5HKX+BpcHn0CKMp+v2Mo3hFfZlurgn+Q7EmW2cm1nhu1dW+FLrWcy0hzp0FmWFkWoLH6kNbG0TmC2Sm8oszadYLNWYX60SM02Ge3tZDTSBYzKoDXKroCuKFVkOr0ULhBk6eb+QCFOX8ZCdWwcC7UtMZfKx8QMvfJHeBBYEQSf9f73m+z6tVusfVETzhlOf3qzK5mthSilOnz7N2bNnue2224jFYjfN4PxiVnUcfBWACl8SgSBQa1Dl9cOhtIyo/0NOqLoXo+rYNHyLPMNsd4c5aO3gYyMfYH9mB07gsNAq40ROJi5t4jLGqeol/mzmq6S9XoxqDle7BPj4BFS1Q8n3qbiKry09SM2vI4Wkm7G1E9Gi858kLL4KJSO0mMTQFgrF+fhDBN0LFCs1vvHg41yYXGJwIMe2sV5y6QSFZZeTf3UQp5QKUWMiAG2FUFcEQpsv6KTvrF4jOLOdr3SQY9naPYS5k433aK2fROO3TM4uHMNIVdBa4ysDVxu4ykBnKpHOicTTBp42CLSMeLnCCftU/e/otXaQNQejs9HR/4cFGDPIobTE1RJfv/BZVp1tNppAIjERhGwAvfZ2RuIHyJr94d6juocmVD/dnjrMztFRxlL7gZBUtaFjONrE1SYtbdHQdkihr4yIffrqkZS01UjXm6dd/nT+91gp1Tl2bh7bMuga8VgYPIYrNL4SGMIgZSUwpOTpxsN847lTnJ1aZmJhleVynWbTwdt/GWV6G26bEgGecPEDhZ1y+eHbd5GJ2ewY6OGde8fZNtDNtoFuqk7AVF1B9xA9pc3IRgLTEBimRvkCfzFJUIkhyjFEKYYq2eiajWiYxHybhUb9JXWt3ii7WWgz8A8qonnDHc312OtRo2m1Wjz99NOsrq5y6NAh+vr6XpFUwIuZJYww3FeEqamWge8a+L6MUlxh6qyTCNJrE6cUCikEgTKZb9Y4pZos+XGGWlv5f478NO/ueysSSVxaZIw0KSOFLS0sYXKkdJrvnjpL6fFtiGJPWAsxozZEJQi04tvLD/O7l/8bjnLZZOyIjqrX/cfaKl6ITm+Nh4fSUBerHM9+gbObP0tRLjEwOEwqGWf6Somp6WIYGFW7OffZd9J4+APsb/0TDvFJtFCsSQhcFTlcNU3nY/2kk2HBN7l8GKu4J/LO6yC+SuBok6aK0VzagbV5Di00LiZtaTgtRCS9vJGwUhF+rqP8m6PqBLi8s/ufk5BdUWQSjUuQpeFnqQZxWtrG12aHPBLWIgodVdgCLWgGFvXAphYYeDoEFuxIvBVLxpHC4Ad6f5WM0Y+nwY2czab4Ae7P/xwAw7FdjMYO0NJWJMu9bqwiLZlWYNFUNk1l4UfsCbAm8dBWqFxv1aDE6cJZGi2XoHuVJzNfxhMhlF4JTUN5tAIfS1i0VIsZZ5p0KsZqtYFlmuTGFGRaUSMta88vRJo/mlZFYEqJaRhsH+juSE0IIejLJJkulHn04jR5O0v/6gi5hRGGi2MMLGwmWc5iaoGQILQgpk1iykBogUTw8Nw0p4srvNnsZps1gVetj+bNYN9PnRHKQx87doze3t4NVDKvlsrmertYKoZpI9dAx/3Ql3gGbmBgxnyk9EL8laZTMA7rOBpDtrNYGqksfKU5Vr9MaT7grvO72Lw3H66SPRNXKVxcDENiWgIn8PjWsTOUCwFjpw9S3/08dC8jAhOtBIZtYpmS6eYVHll4hvpCAvLG2gpegw4kwoq6tCNqGSXaK/xo0gtAxhymxh5n7OyP0qx6TM2VMYRJby5F0/UwpKQyC6efsPixH96MXDWjbvfoeoXYuOqOpBC8Qo7h5BaEELQcj2rV5UD/P2Fu+iKN2GVSiThz/kXK2UudYo3YNEWAwrwGX/VLxdIBAlMrYqILS8TJW5v5scH/i+nmMxRas0xcbjDX8xDaKGzcThsIHap2tgk8FRpPQUuv0/UhlOsejQ1zb+5nOp97Gpq6m3IQMifbMs5A7O6O3osQgqH4QZ6rnV9zkDrEvxkiJPV0tEX0mOBhINDEJQgZhH0v18zXauqU0SQ5HX8cdQ0KoKZyMUQsPJ4y8TyF4wWk4jY67oLQKE8gjGh11HZsQiO1Sbo8hB6JQCVaYwAt18dXAdO1VVbqDYJA0JdJM5ROc77k4IsAJ+NS7KoTaI3pS/yWgacV0SNIy/dYKFd4fHqSvd29rzvT+0vZzUKb4/H4DW/3ZrY33NG8kamz9VQy15KHfrUjGjcImKyUiBsGjiNBCoStwdBIK1opK4EUEt9XmJbqlJGlXJt8NYKWG5C0LZCKWleJ2bky1bOgMhqlfayId8rzAxqBA0LS2HkWtddnspwknS4jVJjA8XW7RC0JtOaRhSMkLuwmcUsPzUQBlEQrEFKhtMRQAmGoMP0ndcQoHdHyy6gvRDUI+ueZvWjQbHgMDWQIlMLzFb29KaQQLK/UCXyDLfZBLrlPQiSoFSgTU4a1k/Y1581RqmduZTXZpFLzEDEHtescxzIz6LREzm3BK3exuvVydHMJo64onlDIF9Ri2ne6zSqw3iJxAeJzd7Ns1+jvz2KKGFuTb2FrEmZWP4PuFPQjuC0aX0tcTKTSmBJMEVZt1poNQ4BDO04r+k0MEd6rZlDncwv/gWZQj85N4qoW3y78BUmZZl/6Xsp+kW8W/rbjZNpoQ41BoNsweL2hg14jaCjoNnKUgyovcLEawGAkvYnp1Cw1WUJqE40XipXRuUQc5dIlcsTq3SRSJqaUeH5Aop4InwcNOBJhq3UDLEgWxjiVvszRxdP4A4K5UjfZYg8LXon57iXcbAuZE0jXYmEhg84HrA7XQ1luTZQBEGALiPkEdbOTznUDWGg1eG7iMo/VHbq7uztNo69n79217GaaNWu1GqlU6k3lMF+pveGOBnhR8bO2vRaps/WaN3fddRe5XO4F33m1Iykn8Gn4Hk7go2MKtEQ7Oix2WlFxU5u4pkJjYJiqM/3JEKwVTjCBIAg09ZaHGQfX8BjMZzgzsUxivJtmVwFf+6ETMVyCCE+lEwqhBLqnjrJ9pNaoIEzX+cKn7rbQwCU1gdwxT/70OHKzgN4ChgXKk4jJUXLuFho7nsa3ania0MlAp8CkAUdDYqhJKtGN6yvKtSYx26Q7myCbjlGutNBbpvjjyneoqyqaBJbwSRouUgjispd7Mz+CFIKs0cdwbDePbHqM8a1jOEaTb/j/mYYuo7wImjR0CVvJNRRY5yWNQpvoPH1tRPgxjS18TKFe4GQgTM/IiQOsnh7hueIF3vGO/RuYINzkAjiRAhch2sxbFzUFkcMUIs7B3A/ySOmLtKkww7MKnWAjKLPoTDIc386zle9S82vhsaPJSQoDpRVPlP+Ofel7eab8EL4Oe3iu9coEOpSSRoOxbp4ShGOqpE1FFTuft3eRrA5yZSagL5eOKH5AYKKN9RB0sGWMD/d9lBP5FsulOv25FFNLJZxZgdgUxxpohnQxLQNphZGNv9jFZHYF05DEtUXL8ljtqiCaKzT6fALLRwQi5HhLeNS3rNDyjKimFA6xMAjBE0ogTI2MK5TXpsAB31M0kwn27dtHoVBgamqq0zDadjzZbPZ1n7xvtkbzDwkIAG8SR/Ny9mpP+NdLJfNqp87Slk3L82kJD6SOlALDvHMYtmh8SeiA0LiegW2FK2JF1HejAFcioz4YVynSXhpTSpqOy+al/TipWa4YU/gEKFegTQGBRKh27UHj+pK45aOkIpACT63vv9CoRIvirgtsPnEvXPBRsRbVJZPdg6Ps2tqPqt7OipzmmfQXwpO6xgtcN6q8/e5bKRQaOJ6gvztNNmXjuIpy9wXkgefxVBhLhfTwFoI+PjTwMUbie3hs9dscKT1CUzUYMsbosUfpzt3OY87XaXhhIb/dU6FRKMNdW6u3IX3RB56W6/RZwtRVS1vY+MREsPb9yMZXP0Iy2MlSvsjU5DwPPbRKPt9FT08PuVw3ppvpRCZhA+e1JjBBSytMkXrJNF1Ltfj8wn/hdP256N5DpHKAHQa+FLxQk2nWmewc82qQQRvaLQlhzmiFsQ4mv+TO8zPZ/4Ovlj7HsphCo0BJulvb2FF+F0vFGsmmRTaZpyQL4BtIZaONAC0VljD5pbFfYig2RO8dVZ48NY3WmobjsVKuU390gOzBFWKjjbDnxTNwJnLUezwsQ9Bth6t0Qxm4oo7aVEW7JsIxsAlTcUppiGtMrXB9ueHahKQTfQupoB0lGuH9nqtXyefzHf5Bx3EoFosUCgWuXLkC0KHG6enpuWkKqRuxV8Lc/P2I5nU2wzBwHOdV2VebSmZkZORFiTzXH/fVdDRuEIQL7igdgASMa6RsNIDE8yVBYBA3Qkp1U2ikpdGmRisFpkK4EmMhy0KqRrxPUbDK7Ha3s0vt5/j0DFNMwY4lpJYhw0IQFt4918Y0NMJgI/NveOiwBmMEzKcm2LK6j6VFSSYVBzRKaVzXozjlIG6LQax5zesNtCLXleD+u0c5fbFKudKk0XBQGqx7LqNESNzYNq0VZb+EqwSfn/+vXKif6kymk8E5pgcucsA4wPnm0fCctdiQnqE9du0ZlxCCrCFyMp0/rN0TZWLLgJCrLBTi6q3fQY9zKyIl6MpBb18fhw6NUy6vsrS0zCMPn2aFJPLtYYJNaY1iIzXKuo4erizPY1lxPN0i0ESIMI0pNCmzi0dXv82l5pkXxFUaaCmISchHHGRpowuJiFRvrr6ajVv7SGTEeSYIm0CffXKRrsY7aFUKTJemGc72s3fXHmzLxEs2eO7EFZrTo3BvCWGF6S8pBFoZ7KjcQ5/RD8Bgd4Yfum8PxUqDxUKNbzx5jsdOTeM8s4nkpEWuxyQWJFlqVamPTJI2452JsxE4+NKPIpUAHde4rkL7EhUOzYY+so3X2V5ArEdBABLUVaMRi8UYGhpiaGgIrTWVSoViscjc3Bznzp0jmUx2Umy5XO414VK8WTDAPyT6GXiTOJrrSZ21kRg3a+vZjPfv339dokKvdo2m4XvhS6Qj8hUR0v9rDSpY6x+JzpgwPSJp+UBgEJtK0TsiqKRL+ASI5Tj2XBdF3WJ1+DitRBMvCDirLtLr57CX8xh5M6x8iJBFwDAidJuUBG6cRELg6WbnkJ0zkIDStOw6U7OrWJbBrbuGScQtjp+eYnW1QDabIeUMUIlNb1hdC0I4bJ/dDw4M9lps27aHZxZOsuqW2ZQc4LlknfUNkEBEbqk5WXuO8/VTUX1qDY2nUXyn9KV1uj3RJKRCMslAhTxjlvTX0HuCCBodFRk6SLC1HdSe20tXv4fnQvPiMNtHDiF6BM2mR73ucODAJpLJOMnkEOgEmbTLQHKYxSuK4qYnNkYWEXPD+grJpXMFDmx7P8/YX6SlNk46Q/ZWzjbaTqY9HmpD2stTkgPxtwFwR/Y+TtSeXruG9U9MGxjIxusU0XOULY9iCouxkRTNSz7xRg9lB5Z6anTnk1yYWKZad1CNJPln76UxNIPO1eiNdTPS3I2/lKJQajDQG8JuDSlJxmxOXlyg0fToyyZp+gHVokuz7JHLepgxA1NIIulRHOXR0E7n3nWeOVtBIDoXtR6xfq2ZoS2X0VlpCNjalbvGN6M/C0FXVxddXV2Mj4/jeR7FYpFiscjp06fxfZ98Pt9xPK/WRH+zNZp/SIgzeJM4mpezVxpZuK7L8ePHaTQaN0Ql82qnzrpicSwh1zrKOwtfQeBKtK0xzbXXKmz2EyHRiQCzapGb76bfGqbUaFKtuyRtk/qeBYKkQ9qKQwA112HBKCAH6vRM9CJ3SgLDRwVGJ+VimDDm97HICpI1ieMNq0cBRj1Os+5gZxMUVqq4rTpzM0uYdgqp4+yXd/G0mENpFdGzaALCn+/N3UfMijNRmuCv6n9FPVcHAReA8A5snELafSONoIokhFwLTYd4UqGYaV3mUP4wxyoPowipd5pR3aWTSlE2cp20m4GBIRxMsVZTWV/gKJ7KkZnYiaebOFsv8OzInyOFpEdt446tb2N8fE2au1isA4JMJk3x8u0Yz29C900TbDkH+RqeCCHOUmgsfKTULDydxFtYxXmb9YJrPtc4HSL2NjhdA1frCHit0dqk8PgATw1cZt/+Md7V8yEeLHwBzRoXnV63Z18Z6yK9MJLLkCc/dSfd/eEEmkyEDBK2KSkUa2itqdVdEnGLQCuSXorcwq0UTtfJD3Xhx2yK5QalSrPjaACm5ldZLFTZNdZHy/epNFp0p+MUKk0SlkEulSFpN5hTy9jSouqFtDLhAkGsg4ODNgPCkAb8wHiRiC10RioQYTYgiGpeGn5y1/U3bVqWxcDAAAMDAx1usUKhwPLyMhcuXCAej3dSbPl8/qYRYG+UjPObzf7BO5pKpcLRo0fJZDI3TCXzaqPdpBDk4vFOP8NGC+soOpIHgHDiDaLiti1MtvTlKRSaJGIWCdtmy2ieulXnfMYlZcawpRk2NXoBvg5QQw75YpLg4jirOyYQVqijIqVgS2KIe1a28HfpEk0/wFEhzU0YEQQhQ7QvaZ3NkLRNtm7u5fLlOZZXatx+YIwd24YoV1s0Lvm87a4f5DHvm7RUEzSYfpydhbfgJGz6RrM81vUYTa+JjJBpGo0TCGypIlr9NqW+wpYxutUQgToZOgPR5vwChMYQJm/J/zDnq89TY5WWkmuJPy06i9z1qaxAKAJlgfQ2OhsBQdWmeimJc6BF7Z0Po9J1gmj1PZc4gmNd4Vb5a1gkO5EVaBbnyyzOV+jqyuMvZVks+BgPnFu7nTqk1ZGnunAWYhTvOhPKQQg6gAD1gmQPnZlVEDINAKS9JPG4xfmpK9RbLe6/711sDvbzldNfp5KfoBpbJIx+BUEQKlQiNXGR4I7c7YzGt5Ba2cLT3pWQ405pMqkYtiWpN31Sjs9SoUahUCOTihFPWFRqDr15A8fxOHMxlBSI2SaPPztBo+Fy695NSCmoNhxAELNMdmzq5ezMMvWWR8w0UQpu3TbI/h37+b3ZrzDfWsVRbpT5kijHRqPQRhSxmgLlCNSyiUrzgi6/wA9HJvBE+Md1UV9KWBwaHrnme/dyJoQgnU6TTqcZGxvD90M+tkKhwPnz53Ech1wu14l2bgQR9kaqa76Z7O+No7mZCb9NJbN161a2bt16w8W116J/p+S0CGdC/YKSQVs9cI00UyK0IG4YjKZz/KvDD/DXD59krljBMCSO6yMzIc+ZEU2sfhDg+4qYYeFoD8/0SBX68Atx2FShpz/G/Vv28taBfRxZeoZbMnv51tLzG6o0jjJJCJ/g68MYlRh79vehnSpOy2V4uJeWpzEMSV9PmoXFMq1TfdyqfoxyfJFcJkmXM0BxucmzpSnm7UmKXjHkZBNrNRVXW0itsVC0lTRtEef9iY9x5KFpuAOQHQpKtA5rS/szd5HSXeyf+ilOqYeobzq7YfyuvsPrpZg9bWLiRfl9gQ4E83+1FbSgsuk8Ol3rRJjhwllT8BZ5dPlBhpdvZ2GuTK3WorBUo9FwiCcsLNtgYXkV+UMTnXqQWHc+atAnlYpB3kFHdaUNoDg2lpTWfyaFxleSmuHy7U2fpzXaQCqD6ek7eF/uB+hbvo0d7mGuJE9xJvfddZlBjYnNzwz9AjuyYePtqm4Qjy8wMblCpdyk1fIImj6eD64XUFio0Gp4ZJMx3IZL0w9otlxWVmokEzbDg11sH+vFNAyeO3mFnnyKzZvyYQ+NDut2+UyC27cPU6w2uLJU5pbtg3zg8B5sy+A3Mz/NdxdP8ucXnmDVrGGrBI50N1y38kUYySzGkNMSPeihswotCSH2PgSqnRGIBkpF22vJicUl7hx++ZT4y5lpmvT29nYk5RuNRgdUcPnyZUzT7LBU5/P5l1y8BkFww6CD70c0r5FdjybNjUz4SinOnDnDwsICt99+e+eBuVF7LRo2Pa3Cl0MBhoj6U6IIRgnCklC0OkUgBfhK0Wdn2NyT5xd/6DDHJxb49rPnKTTrGFWTIKsp+w264omIKDOk/rCFxb7+YVZXHFRFkV7p5p++4xBbhntYWl6lVHGYqZdpv7UCHXabI2i4MeK2RTZls1CaQ2518boUup6gsFBjZqaIYQgKhRpz82XSCZv9+0bojiXRQjM40MX0lSLThZUNK1OldIeVuKlt3hP/Ueysi99QxJeyLJyrUJqEuLGb1q1nCaf70IPE3CyHYx9gZblKeVGxe9NhFjiL1mGNRmmBIYK1nvyrHiulBNWLg8SSAd5cgupzAzhzJsm0iRhbXkddtlas0kJzdOVZSif6SafjoYNvuszPrtKVT+M4PtXkAiLpXb1p+GtXg0a8TLbUBX3Ntg/bUJO82sms/9XVYQoJowZaEoiA59xnqdcq7My9lWKxzrbYrXSvDjJhnqDkF+kW/fzoLe/nsjPHk3NfJGukOJS/nZhp8PCRKVzHw7JMHMehK5ckbhjsHO+jXGvieopkwmK5UKPecInHLfbtGmR4IEcmov6p1FtcvLLERHyOo3qC6U1lysUKu1LDGNJAKNgykOf+27ZiW+ECKGXGeKD3Fk49V+GRzHGahktA0Pb5aAWqboYz0rBL7GianJNlNd6iOeqhtCYIFBhRz5MBuAI8ga1NlIRTK8uviqO52pLJJMlkkpGREZRSlEolisUiExMTL4BQZzKZDfPZzSgDf79G8wbZjfTRtFotjh49itaaQ4cOvaKi3mtBQXPP0CaOFxZRXshKjJToQEOUPvA9A7ku0lYabENytlzgkcVJ3jo4zsSVAnOLFQbyaXqySVYpMMEcZadJwrJDRA+wV40y1t3LWDdML6wyOpBjuC/HE0cuc/zMFZ6fmmd2YAZTmMQsi5bv4uqQdkSbmsZbF3CdRQrxAGGEk+OiniKW7SI45VMptQBIJm2aDZezZ+cYG+thZFN3WFMyJAknB4nIXagIzSYI02CBxcqRGPcfvg1hNTlbPcvmsa2cOHqa1tNDyKkkausixALs1W6GvQMkPpSm6jTRSpMROQwVoxp1CgFYaOwoJdVGpWkdTtiBlrCtigsoz8StC/LdSYY35aiJsP9EazpszobQGFrhO4pNI/nOhJHJxGnUXayYwejmbhRLtMlPrlVXaDTriEf6yWxf6Fx7x9ZFsOtNQ4dzrf3t8Lfwu+ca57lnx/00jlnMzBSxYwn6nDvYmomz8/Zufv/K51h2i9G2mi8vfYeB8i4sI0EmbxMEGpSHZUhWCjV2bR9gMMgwNVuiVnewTEnCNhkfyrFrfGDjyZmaz6vvsXx5Ndx7EnR8mkKlyM7VrXRnkty1b5ThvuyGzRIxi4Mjm1k5X+PCwDSurIapUV/gNUKFUgKNtjX5rjgpYaNchSxDKe2Es1V77HwBngwVNgmIa0E2Fn/BOL7aJqXsQKS3b99Oq9XqgApmZmYQQnT+3t3dfdM1mu7u7pf/4t8j+3vhaK43oikUCjz//PP09fWxd+/eV0zh8Fqkzn5k1x7++uxpVr0W2hewLuoO6ycv3CZQmrrn8ODcBeQifOWx07heQLnWxF4wGR4YxtgkmZDzeNrHFiaD5T5uMbYTWIpipQHA/u1DHDk+xaNPX6a4WqPccEIdeKXQysOTG2sGQitEOqT6MAIj6vvRuFvLVOrL6KPpMGWSS6L9MJ02P18Ou+hNA99X7Mrs4KK1hanmFEoHCCE73ebbG7egXcljjx6nb0Bx++23U6sohDDI93TRnd2Et7CDVafIlaUVXDHD6dMJhE4w05rieXmZkoJQTyZ0YN4GYTgdORkZ9rms8wJytEr2Z6YZevh+Bge7mFvcTLF7lYay18ZAh532PSvDEK1XFAEiphkazhJE7UMDeoSVdQCPjnKAAFxJXg3gLWuCrxwg+f4JXCskTUypHLqcpNa1sDEKiv7zrkKotRU52yi31cQCb33LIWauFKlUW2QzcazBgM+t/i2LTqEDgQYICJjdf5rNxYMMRFDpxSVFre5TbzksLJbp682wb9cAzaZPre5QqbXAFHh+gGW2pc01p1MTLMoiCWljihAW7kiP6dwst28Z490j2+hLbnQybTu0Z5RyvYW/pFhOXUY5GqHlWpQnQSqBqQ0c5RMozUgzi/BqFLpa4ZgGhI4GEaEjQ+DMO8c2X/OYr6XF43GGh4cZHh5GKUW1WqVQKDA7O8uZM2c6i9V0Ok1XV9d1RTeNRuP7qbPXwq4ndfZSNRqtNZOTk1y8eJHdu3czMjLyqjQ7vRaps225PHcmevhefRY/HqbOQmKzq76oN+bxW0HAbKXCNy6cxfMDulIxEjGLpuMxM1dhf2Irva1+HnjLNrbl+nn2+StcWSxR8BtkUjHeeuc2RvpzPPnsBNVqi0bTJe0lcPwYju3g+QHqKg2czjshwglGENLjKAJKI8sMnu0mHjOxLQM7YVCptvB9xdJyFaU0fX1pRke6+YXYL/CHF/4HF9X5kPdKGeQmx2md6uNk8RKJhOQ97/0A+e4uVpbm6elJ02i4zDWXmN9/Cre/DEChafN8JYFahPN3PAki5PcKh0t0xqylTOJRVNdOq4WxwFpuXwtN0FPl/T+/lWFjM48+YvPt4Bz6KvVSpSWFVIFm0OBY+mkux8+hhCJxZ4p71P2Mq82srMQpLt7K/OCxdduF/TLyxCgxI0bXQAyrkmfgof3c/UMDdPdmmHquxcxsgYUtp7kUO402m1hRf4mnzOi828/DGoCg7ZX+dvGbdG3q5e4DtxLogD++8gUenT9C0ClcdG5fZxcze09hP3UXhhTUax7Vqk/LDTh/boGlhSq5XILNYz04jsfu7f14WjMxUyCdsAmUplp3WNq5ghQCU0Ry5yiagYfSir8qPs6XVo/xQGYf98uwPjM6lCMdpd2ScZsPHt7L2OUcJ8/PUrcdjECgAo2WoaOxF2MIT9ASATHTJJ2OUdGrEKwbj8jBtItitpRkXocGzJcyKWUHQr1161Zc1+XIkSMEQcCpU6cIgmADhDqRSFxzP//Q1DXhTeJoXs5M04wKji/Md7apZEql0otSydysvdqpM9/3OXHiBNVqHRmIte7MNlRTdoBWHWsjoAOtqM61KE028IOARstluLeLZNymVWkyOb/K1uFu7hzcQlc6zug78iwVq3i+orsrSSphs7RSpVxuUG86ZNJxfK/OppkxJrZeQBlrUQCE6QyMddcesbuYhsRHI1OKwb4MWoMhBDu2DzA1XWBxMaTj37G9nx1b+4nHLQwjxke7fppvPvIcjmywcsFF+gbl2irNukcynmd2pkIymcQwJNlsgr7RJF8f+C6+vdaoGyRdjiaeIp3IhKm8aw1yVNuqBzZb69vpMro4nnh2bTCvsqpZoju/F3+oTIBmXaEGFXG4FbqL/JX+06juE0YJTbvO98TXGRvs5h2338G7jP08UXiIh5a/wYKu47T1dW5ZJjHusOnMXTSvgO8rcnqQwVie6dwZvhf7Gi2rgUSi/AQCsAwXud47rLsz662lFJ+Z+SwTjTmSRpxHV4+8cDjWPUcaCLpbXL4yT9pMUVyt4Xia/qE0cjxgrrLE5Ak4fWaO8a193H3HGNu39WMZBk8fmaBcbmIaBs42D2WEiqhCCip+q1NzMoSg6Xl8YeU5zi2tsKUyQD6b4G13b2Pb5t6w2dcPcJ2A/cURLg4sUDFaBEohA4EsmKRnUzgE1HyXzb1ZzgVFfEu/8ILaziYap5rrkYm9eaScbdvGMAzGxsbo6emhVqtRKBRYXFzk/PnzJBKJTm0nl8t1MjDfBwO8Qda+AVc3P9VqNY4dO4Zt2xw6dOhVp5R4NVNnjUajQ3tj5tL4TnltRYYI6dWlXsubrCF1CbTCUBJmNIYhSMXjLJVqTC2uMpDP0HBdrJbknr2b6Yo07qUUDPZuTF+kkjEMU9JyfNIpm2bgURIt6o6Jabshbk2LEP0jQnqVWKe/JjyhQCm01KQrGcrlBoZpsGWsl3jcIpOOM76ll+3jfVyZLvLI986RTFps3znI5i09DOf6eeyh8xgGNL0KQpoMDOZIp2N8+2snOHtiFss2cZouk10T+HFnXQ4K0KGsQTNXpv1pW+lXsNaT2S4wlx9NMDy8GW45wou4JXrsHgDSgyZU1j4PnYyxtl2EQmtbezHwlcLXuS11C0oJ7uq6jwurc0y5z244RjNd5cyBx8kc34/v+hx98jLFbX18LfF1HCtsll0viuYqi5jwOw2Nbb7S9dZqw5iBv1v+HqEYtMaSJoF+icWR1nimi+vZeJ5C7PGYe8cUgRUpQd4t6T06SMI2OX78CmhYXqqQTsRwWz6lchNjJkZzi0PTdxFW1GwdRZYiMMETCAPm+la4P7WLxeUq333yIiulOuenVijXWhQbTXRD8L7Mfp4rXeFKrUzaiSPqBqYhMWMG9ZrHcrNJJeOF6cir84vtVZiGbitO7E3Idtyes4QQZDIZMpkMW7Zswfd9VldXKRaLnDt3Dtd1uXDhAouLiywvL78mYIBiscgv/uIv8uUvfxkpJR/+8If53d/93Zc81tvf/nYeeuihDZ/9wi/8Ap/5zGdu6NhvCkdzPakzCG9aG0q4uLjIiRMnGB0dZceOHa8JfcSrlTorFAocO3aMoaEhtu/cyeK5C+hIVwNXo2NEjWdhzUYr3eE/0zrMWeem4+hmyG8mhKArGafSdGi5Hqm4zbvv3smh/WMveR6ppM2B3cOcPDPHxMQKs3cWcAddCCRuPU4s4WGYCt8IZzZPSSwd9tRoIwAkvlAIXxA7mqOwVCeRsgi8gLn5Ev39GYYHczz3zGR4vHSMSrnFE49eoNlw2blrkIcfPMXyYol0NsXgUI5sJkFxpUpptcHwSB4A1wlYNQuh840eDSHWZJIh7AdytNlpygyp8D0sGU6yyUI3XElxcWWeRFcvzbGVDY5CIum3+9meDOG/e/p28MUqnRk9JApdD1Zm3c9r+yl4RVzpkZQJWl6LZ71jLxx4oXETTap9S2xNhU2FT585zZUDc2FfTQfOHtVftIhaXtureI3SgkALNG2BtfVhr8DX4cgEKgh58NadY+cqNOCY2E6cwFcEgx7uu0phzSwIj6/iiuV754kVt+IXFY8+EUouWKak3nDp782QKW/hmHsaPxZ0Ul5CgxQmyg9Zsg0kddkCCYN9WZ46McWRc1cAgWkIXBWw0mpRLDdo+QHSsfCkxg8c0pk4nhcmDsuuEzrOdvvTNaYKQwl+dMdubPPN6WiuVSs2TZO+vj76+vpCvrhGg7m5OR566CHOnz/PL/7iL/Lggw/yvve9jwceeICurq5XfC4/+ZM/yfz8PN/61rfwPI+f+7mf4+d//uf53Oc+95LbffzjH+df/+t/3fn9ZgBWbwpH83IWytqGdRqtNRcuXGBqaooDBw4wODj4mh33labO1ssQ7NmzJ4RHar2RpyoQiDaho29AoMBSaCOcPLtEgvFSDhphH3i53qJcbmJIiRcElPwmB8YH0c2A//6Xj5NNJ9i1tZ992wex7Rfe3kN3buU7D5/jmFvA3eSGE0wkVuU3Y+iUuw4VJWg5NjHTxzAVQmqy9Qyjk+NkYjmsfRLfD9i9a5Ct2/rp683w0INnEFIwMBi+GJlsgtJqg5PHZ/CcBqVCiWQsQdJOEDNNfNen1XDJ96TJ5hIkkzESSZtFkaEgiGSE23Dv0HwlOxLGnbFG0FQ2QnvYJ/Pkzu7DSJoEvuIB+UOclg9zWV3sfL9bdPOPMh+LON1gNDHK3vReztbORhHBiy1+9Ab3YwiDlJ2k6bf4k0t/Q01pBAaGUEj0WhpUw+gdGXaZQ0hD0pLV9sfIqxZaWmt6j++i5dfxhUeq0Eth/yx+b+2aUoWBFp2UqxCh3INaH2UQIds0JJ4fIG7HsLMWq/uXQicTNUIKIVC+BlNzKTPDIf8WJmZX0NsVV4IibBWkGhZpN8GWJ8cobi2yOlAOmch9E63sqOtf4IuAnEohEdRbLlMLJaQQxGIGTcfH832aQlGtu/T3pDC8SOBACCpNh+GeLL5SKL9JwwdlgvBAWxtvjfDhzvwQ/+iWvS9yv95Yux7UmRCCVCrFT/zET/Cxj32MPXv28Cu/8ivMzc3xqU99iq997Wv84R/+4Ss6jzNnzvD1r3+dZ555hoMHDwLwe7/3e7z//e/nt3/7txkeHn7RbZPJ5CueZ/9eOBoIJ/1Wq8WZM2dotVocOnToNceav5LUWbsAWCgUNtSOpBCMZrJMVkp0mtfXz1xaghOtpg3BvYkxbAXTuoQjfCr9HkZaoOs+5gLolua501c4eWqWbCpOOhHjqecn2bttkA++5xb6ujeOUa3mMNCdJhuzWZWwXt+qnYZCC6QbqYAicH0TTMXoSj8fTtyH2CQRI+EJz15ZRQrB2OYeKpUmlUqTbHZjkTOdifHME2cxDJ/dezZTKrWIJ2yKy1VqDYdYzCLfnSQZFYzjCYuh+TGmhs9GXTRtnc2InkRJrqFUDFpglPvof343/YNdBIEm05Xg/vsP8J7UQZacRa40r2A0DKySzfz5BaZOTtPd3U1fXx8/1fdTfNX8Kk+WnsLTV0cza9b+VCK5p+sgJafCb5z9Xeo00EJE0GQjZFkg6AiADqcGUC2FDjR5ncfQBp4O8CPQstlGrSEwLmfpdQYpFmrY6RhdWrP0zvMvSKFpwFEyFD0jXMRIQgcYUvSEsHLTsUie6qUQKOZ/dJogptBKIUSI2Fp7DAUaxaqoUvEanLhtkmqqGUVImhm9xN6pzXjHIFvooSfZx8Tb52laLiqKPJQROptb/DEEgonZIq7nk03HaLk+liUxDIt6q4XTFXCxr4SX1FiOJFuKQVFTazoESpMwbLJNQSnjgRE6Fi3DR0E6cFu8nz/4wR8gbr35prJ2XflmmAHe/va3c/DgQX7nd34H13Vf8bk88cQT5HK5jpMBeNe73oWUkqeeeooPfehDL7rtZz/7Wf78z/+cwcFBfuiHfohf//Vfv+Go5k1xd64HISaE4Pjx4+TzeQ4dOoRpvvanLqV8URDCS1m7lwfg0KFDxOMb8f3vGNvCI9PT6zkUWU/+2+42lEoQKEVPV5oL1QKXe0sEVgRxzWmMfkHveRsKYFgGbhBQWK1TWK2zsFhhYanCOw/v5NAd48ioulxpNjnWnKFo1EOUlhRILVA6bKRsOz2BwDAEQkYUMEKQUUmk3PjSWJZBqxU2K0oEzbpDvdqif6CLZDpGEPicOXWJeq3JPYd3M9CfY2pyhcJKDd9X1Cst8ptTbB7r6ezT9wOSbpqPJD7M37a+iKvXvWi6TZS5fqzCz9FQTZfZm08yvnOAlcUq+24bJZGKcal+hYcKz1L1G2xPjfKOXQfZI/dQq9VYWVlhfn6es2fPMp4aZ3dyL19zvsd0fHJN+GvdzQmXAZqR+CZ+uOf9/JdTn6VuNNcReOrotgo0AqHBasWoP2Ny2psh15OieyCNGctRTlY27D0uA7ZXt+CtSPy4TyIZo1JpoVZtEukh6vfMr0GWtcBRJiAINNwpdzOlZqiKOkII9qe386Pd76VZCBCOwV8ceIjL/kQIk9agDdAiBKIYbc4wGV5jrB7j8fh5qukmwbpEnBKKE+OTDE/00+92kbBs3le5lcdy51iRVQKhMJXJeGGAfi/Pol9lfqWKbRm4nsI0JaYhqbsuzb6A6vYADJBa0IoHtDINEspAlgW+EfHmBYK4L/EzGm2CDiDnxNgk02zL5t+UTgaIdH30K6agse1XDnBYWFigv79/w2emadLd3c3CwsKLbvcTP/ETjI2NMTw8zPHjx/nn//yfc+7cOf7mb/7mho7/5rxDV9mVK1dwHIfh4WEOHDjwuuk0tB+QG3E0q6urHD16lL6+Pvbt23fN7ca78hieINAaTOhkatZ/VQE+XCitsFqvcmW4im9pDC9Ub9GAsqAw7tK/amObBvWmhx1psktTUqu3eOjJC3Rl4uzfNcyTKxP8q7NfYXm8hkaTkCCkRntrDiYIJKahkGaIIFIKlFTgC6zzcao7mmSiiEUpRaPhMDQ0wvJShacfu8jSXJnFhTJX8kUGhtJ4QY1K2WVgsJf+vi5My2Drjn4Gh7qo1lrMXymRzcZxWz62bYbw6PkyPf0Z3j62l/vNOzlSPE61Vec780+xZK68oOFxA3KiJimt1FhdqTO6pYfte4b4ysLD/NnsV5GRfswTq8/zlcWH+f/u/KfE/ThdqV42DY8ipGZpcZmHv3EcOZ0h9u4Era5GKBYnNFII7sndSY/VzdbkFsbEKN/92hOcH5+Jaivtc1pzNoEWxCtxUl/eQlHXSKXjzE4WOG6fp7BpvdpluH0rMKl+06bYv4iT8ejSGTKTaZQr8fw4DT+sUaroemW7+KIF8aM93OuNUzNqZOMpDt21my25fsjBleYKJ05MhwuOyKmoQKFNUEaYvpUiihYU9M/38vSOy6FUt95wlmhg8Z4ifY90MdCfIe+n+OHSndTiLaaWi7z7wF6cmGJmroSdMDiwY5DnL8yxUqqTsmw8P6CpfOpjoeiO4Qos00B5Gs9UNDcFdDcFLT8IU82+xqgKrBpkUwkCP2B8oBvLNLDfhACAtrWzITeySHVdF9d1rxve/Gu/9mv81m/91kt+58yZM9d9/Kvt53/+5zs/HzhwgKGhIR544AEuXbrEtm3brns/b2pHo5Ti9OnTLC4ukkql6Ovre13FgNaDEK4ngpqZmeHs2bPs3LmTzZs3v+i5WpZBTEtcR+EbItSWAQjWEE7ocDJpVFwKUlE3PQwfLCk7nGi4Cj8OXkajHYFSCjtmo5Sm2XRZWqmxvFzj8188woc+HPD/mfgSNa+F9MMVcMswicd8iMB6IgA5Y2EL8EddFAFagAwkg8/2ESxrjpQm2LF7iHjMolptMjjUxchInie+d56V5Sp7D2wi0xVnZqrAkacWGNnSw1337qZaalGttOjuTSMQpNJxGg2XHbsHGdqUY3pihdnpVaSEvoEsd9w9jh0zAZO39N1Ns+FSekrx0Oh3adjNjV0inQkeUqe7yXYlOXjfdpIpm8eOnuTPYl8NgX2s1dtKXo1PH/0L7rlwO76nSHfF2XlghFgihkWKw/fcjVM4wOXiBRbNBZorPrvYzn1334IIbNw5j799+tu0KgaMX+Mm67BvZ7g6ivH5HkbH+3Acn1bTAwSzI7NAGAXqqxBVkx+YphVN+GVZIXHQ5p0zd2EO9vAVtYCn1p4rKTS2DDAQ5FMpiqtV/PmAcrOIs3qajwxmSaXjnKnNEqAwhSQQUe1ISQKlQui6EdZ4DMdg5GQv+7d08bgMIkTZGjy67eODpCLI+6ws15i7UsKPK5aGmrjdiqSc5of37eOd9+5ACDhzeYnFYpVStUW12sINFK2sQtlgBKLTrKm1DlNjFtRsD+FGnlRHEZgWVOsOUggWV2vkMglu2/zqU868WtZ2NDcS0bTlUK63LPDP/tk/4x//43/8kt/ZunUrg4ODLC0tbfjc932KxeIN1V/uueceAC5evPgPw9E0m02OHTuG1prDhw9z8uTJV7158uWs7She7rhKKc6ePcv8/Dx33HEHPT09L/n93lSSuGnhRWJuQomwWa09abZXqwo2xTIQF1wx6mHKJohWoqzNrwqN5wWdhsRm00UCdjaFQLCwWOb3H/k21f4WKcOmIT0CK0ALSdO1MIRG6FAmt38mQ9cZGzEa0Ohp0pvJ0Lucw3Ysdt81yMULS3iuTy6XZPuOfnbuGqRcrLOyXGVoUw7DlPQPJKjVNfnuIUbHBnj3Dxzg4rkFjjw5weJ8mUTSplF3QGv27N/Etp0D7Ng1yOx0kWbDoX+wi0xXgmWnjKt8BuN5pBRkVJYfmP4Al2MTnFRncTeHjAft8k33Si99l7aQGYljSHj24fM8Fz+FGHkhPFihuGRN89bsXXSZMSqrDY4+dpGhsR6U0ti2gW2nuZXbAVgWJQorqzzydydZWSjhuwHVVZ/BTd2MNjcxlZrZgGoLT0vTOzNIWQZs3tqHZRlUqy2U0hzLPBd+R7OWsiSMKAIzQAdGZ3ZvWh5Hdp7mLfn9eEttNFx0HVrgBCZZ3+KzQ4+hhzWmZzBysYfikRpPPnSeBz5wCykjFmVkw5SorwICqTqhyvDcJsadXraYA9z6jhGWllaINUyceLAGXNmA+hLMpEos1up0WTFO7VnFtQOkIZhdqvLNlfP84s638KGR/eza0sfBfaNcnFyh6YWIShEdWguwDSNEeAoVVplCYCGGCsEg2oDAiFJ9UmOhKbSaDHSluH/n688GcL22Htp8vdZ2NNfbR9NGrr2cHTp0iFKpxJEjR7jzzjsB+M53voNSquM8rseOHTsGcF16XuvtTeForr4RbSqZ/v5+9uzZg2EYrzpl//We18shzxzH4dixY/i+z+HDh1+023e9bc53EZMGlYhcUwgBHmhzXY4iAALBYs7BiEsMIfHNABFETZNKo0yN4Qvsigh7GgKoFBugIJmMYZsS11dkUpLLbi2quxggvXVL1BA2K5sCbWlKexxy52IYsxbxCYHVHUdnYGisi2w2wdBQF6Nj3bzrPfs717M0X0YpjTQki4tLFItFduwcR/kSx/GZvLCEbZncdnALc1eK1GsO/YNZtu0cYPN4L4GvuHx2gUtn52k2XJ5MNHh260Xm7VUE0Gtn+Sdj72FkrIfTR6e5bfN+Mmd6ePZvzqH2NYjlTMbECOZcnIZy6R/KMTdVpF5uktoUY+1ir77BYKcsLG3SM5BlYabI8nwJIQRBoDCMMOXRrDusLJSpVzzSeYtsb5ygYTF76QqrS9MkyhL5MxJlqQ3OZqg6RGwqTa7bJ52JgxDEEmG+vauVZSVV3Cj4F9379RotRGc+75f4ysoz0ZVsvB6NoCgiLKMGzwqY3LPEiN/D1KVlyqt17sxtI2smqfhNBOCvY0DQWnBpoMDe1Cjv33Yrp05c4eypVW7v28LDQxulD9r/BEpxZUsDMSY6IBLTkxhKErdMHB3wXy48zv194+TNBLY0GOrtIp9xWVqtQcXDrAu8tMaQAsswcH2NIzRGS2DWBLYwUMKnlQHVvo2AH4DlKa40ajh+QOqNJQR4UXsl6pqvdrvGnj17eN/73sfHP/5xPvOZz+B5Hp/4xCf48R//8Q7ibHZ2lgceeIA//dM/5e677+bSpUt87nOf4/3vfz89PT0cP36cX/mVX+Gtb30rt9xyyw0d/03haIBIJ0NtoJIZHR3t/P1GiDVfTXsp5Fm5XObo0aMdNMf1PlRCCLb2dlNoNBF+uGITOnQ2a1+CwIZl0US4InQscYUwQWuJNjVCCfrn46RNI6QdCQK0EBhmmI6Ynl3FlJr+XJzuIMucboQSyMbaMYAN3dXNmKKxX9O/GCOYCzCkZMeOAZJ9Mc6IRVaNGsPkN1xPtiuBaUkuXZxEaY/x8XFisRjHj0wReAFOzUEISGcT3HJwC1u292FaRmeBMXFhnlNHp8h1p0gOxvhfmcdpCa+Ttll2y/z7C/+TT43/OCOlXuZmVonFLbrjXZSeNsj1ZXCS0NIt+odz7D4wwrnjM2RySTZ7wzyVfP6FN0FDf9BDTK8VWhOpGEopunvTLMyskutJMjdZYH5qhdVCHdd16N+cZMvWzUzNLpOIx5FSEG+YZP46RfXgKrWhCqIlGS2Pcpvax+g7Bpm6uERxpUa+N9SBr9da7Pa28eh48Zo+0FfXWgFrmsohlI5Y72xEBxHWFg0TWqMlzO9exT8RUFptMJZP8f/e9iH+3YW/phq01j1mAkkCJRTfaJ3kBxu3cf7cIvnuFJuTPSy6Vc7ZcxsezECD75pILwRm6Fh0Kh4EgcZ1ApJJi3rg8sUzJ4hfMnny+SnqjovWYGpBzDDIn9Os7Peox3wMEWBYEsuVZKcttK+pxzzqPeF70L5EgQAzpDpbcZp89eQFfvqeG5v0Xi+7WXXNG9G7uRH77Gc/yyc+8QkeeOCBTsPmf/7P/7nzd8/zOHfuHI1GmCmwbZtvf/vbfPrTn6ZerzM6OsqHP/xhPvWpT93wsd80jsb3fY4fP065XObuu+9+QYPSa0FweT32Yk2bc3NznDp1im3btjE+Pn7DD8bbto/x7PQshgt+1BvQZubVOmziFGpt5andULcdqYghSXkWPYUYqbJJfihBpdJi+3AP1WqLy1MrCDReywNTorWFf9Ih1mvSMLwXIqn8sIUnmqeY2Fthdm+dzc+nGCLLqeElHpeT+FqhhzWPeFOc+et5RpwMrYaHHTNYXlqgXvfYvmMMz1VMXpyjuFRl244BRrb0oDUUV6ocffIS+d4Uvf3ZzrVOnFskFrNIZxM8ZZ8LnUwUG6yn5Pli4Un+7Tt/msXZVerVFnfet52ZiRWuTCyjlGZgOM+td48zMt7L5TPzNBsOg34v25zNXLKnw52sa5C8t3zbhmFo1B2GN/ew5/bNnHh2kucfv8jyXImunhTZHovCYhPt2MxcKGBZBvmeNMWVKqZpMZQdoPJMnnx/hu0H+unZHaNQWKHUnCaZN1m+UqNarmMYBnbc4h2772D1ZIVzWy/hJyNethX5/2fvv+Mku8o7f/x9zr23clXnPN2Tc04ajSQksgAJSyQDa7ABY//sXduLvWvWfBfbLOt19ndtvl57MUuwdzGwxgiwCEI5x8mhJ3bPdM7d1ZVvOOf3x6mq7p6s0WgYYZ7XazSa7gq37r11Pud5ns/z+VCsu8hUopnOMbIv5ZkXDVU+mK/mGvoAKAgcxXSQq2Zmm2uW8OmVP8tvH/lHo6KgBEI4CCFxhMBVPi9O9FIouPS1ZnjeGiAdFAkXUmjpom0fJcF3JcK1TSm3PBeGgEBqLGU8kQJfotDs7x5i8XQNsajDxEzOCHUKc02dSWh8zsLvkjQtTrKmsYnefVPM5PJM1nsmk5m/QpXVv4UWaAlKa57q7buhgeZGctesr6+/5HDmkiVLFmTYnZ2d56kCXG3cEECjlOK5554jFApxyy23XJDO9+MCmnNLZ1prjh8/zsDAAFu2bLmi+uiF4t5Na/nbp14kW/SwXG12bXMDGibEwiax8CQIyeKRJB2W6b/MyiIj4xmaa+J0tZtMI5crMDAwRShiUWqXDNWXCBUEG461cmbZFFOpfPXKi/KwXkUoWARgI/BEwOkNs9ijglNMGyuDwNBfc5bL18MHWP7NMDUyRKB8kjVRVq/rwnFsfE8Ridi0dtTQtcx4AQkBjc0p+nrGGeqbIhYL03d6jOH+aY4d6KemLoZWKYas6SrIzJ1z0+84lh3AcSwWLZnzF1q3pQvfD/BKPqGIU11Uu1Y2s++pU8QSEd7G7ewLHeWgcxzX8VhXs5SV/UvxewS5piJOyCI9lceSgiWrWqhrTLBx+2IGTo3S0l5DtjhNPhvBkREsKRkfSdO+pJGGeITZmTxBoMjMFsim86ze3MmuOzYSjZnhxUwmw8TEBJH4EMP9k0SjMTqX1NO1so7tp9bhfVVQszbKZN8s4xMZCv92mgUpzjzMWZ5v50R0sLy5n6Mca4y1AULgoA1TXmqjrJAJqG+M4/s+fYVpJt0iSjlYUoBSCGtuhgYgYjvsaxzhoD1uFp0AXBEglGDrZAdHGibBU1jzNmBCmd6SChk/I48Az1fYWiD6XbyIi1f0yGaLZpBUgW2bbEiWJJHTEJ7SqEmP3JRLUCMo1SxUNwCoKgJVWJo2ZEqvfMbk1YqrBZpYLHZdSU/XI24IoJFSsmHDBpLJ5EVTzcrA5vWO+QDneR779++vDoy+kp1HMhJmR2c7j506i/QEItAoq8yMtSAoX5n5U+MVC+jJcInYpEAIwxqKRhwaa+O4rk+pmMPGRSUkfdtc3LhGiCJSCuJugaUvRbl7yzp6SxM8mzqDm9B4NoDAUgIRmPcx1rrQ2zqD1hoZmJKfVhodQOBoJpa7yEM+DY1JIuEos9N5brptJWs2dPD8Eyfo75k473NLKZmdzvPkA4cZ6Z/CdizGBmfo3tfPmROjzNydM9Pf5ZhPq/XP6ZXlZgsM9IwzPZ4hGg/TsbSJxjaTCS9b3crUdIYXB0+hMprmfDPvb1zBlluW09xWS669yFGnj5H+KXKZIsmaKCs3dNBenufxXB+tFZnCNOFImGXLl9FzbISRs5N4JZ+Z8QxBoIhEbeoaYiRro9Q1Jtl5x2qiMbNREkKQSqWIJxP0JQt0Nw+RLc6wXOWZ2DeK77iEIjDbnSfIQywfIdIXotjpzjXeyxldvV3LlKuwRIJSKFtWATAgXPTt6pnyEchyFtw4mKS1tp5ThXH+4sgjnMlPYSBKIGWAo3X5+6bxdEDcCrO1fTF/fuYpVGDmV8oTvAQO7I2PYmckfkQhyr/T2tDztZxjmCMgQJMohCmMeBxzRwgCRRDoqguq55vyniVFlT4tAkE+8BhP+hUG9lzMI8lU7w0NyxrquFHjaoHmJ830DG4QoAGoq6u7ZNP9x9WjqZTOMpkM+/btI5FIXLOB0dctX8Jjp88C5ktmlT+eFqAiBlQqqWyV9aNgVrh4ThjdJhh1Stghi0TEZfL4Gch7lFzJ4HqXUlxj+WCb8W8ytkfPWsVbpcO09vGzIVQQQCxASLC1rJZBQiGLgvbxHCNLHwgQyuxYwXzJvYRCiBBeSVOQLolkhMGzk2zesYSm1hpOdw8vmEEKfEOXzaQLjPZP0b6kgf5T4+W1QzHYO0Fx2IULW5kYSRJt5llmJrI899BRJoZncEIOvudz+sgQ225fRaouxnd7XuSfeJFChyE+JGWETyx9B81ttQDEkxF23rGK7GwB3wuIp6I4ztyiEOAxNjFCbV0NixcvRgjB0lWt+K6P5/pMj88ipaC+OUUpV2JqdJZVmzppbF04/xBoxWe7/5knJ4+V5580++lnWU0zv7f+nSRjZ9j7zGny/XkC5bP6+TaGGmeYiKWr2ayvJL3ZIjpaNPRiP4QUCktplCojTtlqorIeNxdS3D69lvrlNXzq2L+Q8YtIIYyLq1ZGtkZogsDDEhLHsvjNFXdyYGgIjwDtmbKcloZurMs9Q19otBYoEWAJwwTDMvel9GVVw08EkhnlM1Iq0CCjJJIOM4V0lThQGbpVgQYJti3paKnhqdJQtYS7IOb1sgwdGhJOiA/t2HiJb9iPN66GDFDp0fykxQ0DNJeLH2fpbGZmhiNHjrBkyRJWrFhxzdLa25Z14ghRljuZC0MM0HO6TvNqJEJAIaU5UDuLtKguEs+5w4SaoeuQQxCFQq2ZSRDlSXqhAKXJJnzuc05yNjJrZii0qfdLS+O5AUKBVRY9DARVJWQFKCEXlPUyXZriUUWNkORyJeoCVT03XcsaOXOyjv7eSWpqo2gNmXSejiWNFGeLxJMRcrNFxoamqW9KUlMfZ/DsJDptMaXyCKk59yw3hGqqGd6x/X1MjqTpWNZcVT0YH57hifsPMN1Y4DtLD809UUNWFfmDU/fx+MwxioHHsngzP9O+jdZULQD5wOXhkSNMuhmaVQzZO83aTUuZHi4xO50nEguRyxSpqY+zdFULR146A9rQyi1bkmpIICVMj2dp7pjbZT81cYynJo9VP0tFOLM3N8bDheN85K7Xc8sd2xg4O8r+504y0DdO7IeC1qYER7fOkA75BPNENCuDoQoDGgJzjURg+hYigMYfJcgvtflmyzEi0TBpr0hISASG1myVG/pRP0yXTmJnJe9ftZPt4S7+4qkfoTvKCgHaDAUvyCIUKGFuCG2ZG1P5AnIW2pYE1ryypw3FVk2xz6dU8qrZTHXTNMfPJ2QpcrlZ8nFtUEjPQ5Vzshg0hIXg9+68nTWtV2fTfj3iasgAP81oXuV4peZnr0ZorSkUCkxPT7Np06ZrLuDZWpOkK5ni9Gx64RdPgJM31M/Kl2zB6SnvMgMFCWkTlQItLGaiLtaGGKmsQMgsZSFjQz2WAqlM2f6MmMXWAryyvIyS6FSAcgzz2RfalC60ISEQ0qjKNnNeLcurF5x8fwDPlag5LrAtyeLlpmcVT0S49U1rOX54kMGzk4Bg801LWb2hgyd/eJhC0aWQLRJ4hkbslXxisRBrrQ4G1QweQXU6UCPwlUTYMT7w/OdZEm6gcyzG4oa6KsgAJGuiHH6+lzPvzCBZWOMPymWex8a70cDzU6f55uAL/OaKt/OD0QMcSPdVP54GFkfq+Yu3fYiRI5OcPTlCeipHNB5mzZZOhs9M0Lm0iZrGOMWCZyyrk2EGe8aZGp1dADRPTB6rkjwqIcrH9sj4ET6y+PXEEmFWre9ixdpOJkbTTI3Ncn96PzNqGqUrczPzFt7yOUFqRGB+VskQwsclp28N0KGCeazvmo2G1Nh63votBMoWvC+7g4GhSUjAkDNN4WCeUI3ATZgy1zxym9ms+MYCwC5Ilj8dI1Eb5qVNswS2LmucLfigTC8NaBzQFAre/Nu7ugGqoE8k5PD87Bhu+JyqxvwnYYDUAv74TW/k9SuXcCPH1ZTOfhLdNeEGAprLxfXOaCosuFKpRGdn56uiEi2E4L3bNvBnDz1tmvHzFnHLFcgZ8BKaKgO3vN5UexgC8p6LI8PEomFEyWMy4bF4tgZLGQq0DAyY2JbEszVCKrSCwFNzi04g0AWJCGtjKKbNGm8j0YEg8NRCLbZ5CZi2NKd2Ftk2EmfLTUtYvnruPKVqY+y8bSVbb15mZnhsA1aLVzbz/GMnsCTks0UyMzlys0U0muTpCLfolezZcpasVQQ0fmBTDCR9/jQKzWBhBtWquHdqHTdhmDJCCLLpApmZLFNObqFMvq4csqayFCo0JeXzxyf+ZUHtv/Ksfneav+p9gD+46X2s3NBBqeASTYQJhR3GBqZRWhOOhAhHQgve59w0zFcXv2e9c34npaC5rZbmtlo+t+8xSF/0qXNRARkBkSkLN+mgQ8Y8QQpZ1SlzVdmZU5X7MkJTq6IIIbBtC6WgmPfxiwFr99VweFcaPzK/VgUURbUZ70c0ybxNe22KM5kSw/XF8kPnrKbR4DqaTJ2PkzebpXDIMlR9jBp5WaKO7tEZJpMLiQlzJ7Z8GK4BqNZYnNvXLLmCk/PjjZ/2aObiNQM017NHk8vl2LdvH+FwmObm5qoHzqsRP7tzA//fQ89S9NTcF3pec1S6pvEOXOAbaHpIrqeIhBQIjQ40KSdM+3CYgc4ivtBIDb5tJv8X27X0qRnKklkIBLYSBIHAzgveO7yM02MT7N01VekDLyxlnBcCbUHbz7TxprdvwjnHmiCTLtDTPcTgmUlCYZtFS5toWVTHkpXNHHqhl8mRNFprkrUx6pqSlIoe7l6PT227B2d9iNHSLH/U/QCmvWz6M1qbxfMH8ePYjxURSlDfkmK4b5L8bJHojE0u4c03p+TClOGL/0qheWryOGkvT00sRiQ2ByjtSxrpPzVKqeBWBzBnp3NEYiGayj2gStxUv4KnJo9Vz7U5pRpLSG5tWH3RQwr0uToD54czJAmfVYiooG4yQrw3xL4PFRa8V9VQT4Cvddlbz1Ckb3INY88teXR01hNLRbAdi+Z8iC0/0BxbPcvsag2+WeR1Ja2WEJoWRCIO0hKs7k8yXGu8Z3RFG02DVZQEAgphZdiNEkpuQH1tDMuRjKdzeNqU6dwYBLau3vv63GtSTnClgibpMDubJpVKvSo+VNcqrrZH81Og+THG9cpoxsfHOXDgAIsWLWLVqlUcO3bsVX1fx7JY1dTIodGxucHJeXGeeDDMSaVjmvSeUhR9H8uSNKdDRMIOK86mkJ5guL2ICkPEl2woNVJfG6c3Nz23g9ca1zILUOtwFDsn+Zkdm5kJH6DHmzblGeD8jkk5yn0jHS0yMNhPY2MjiYQZTMykCzx+/wGG+6YIhW3Gh2Z45Nv7aGhJsXbXYqZXKArhCMkpi+i0jQ7K6r6JMLa0WBo08cye47iRoPxW5hjK6lgUwwG9pUlqp0MMnZmgVHBJ1cWpOxtivLMw/xCvKjQw6xWocRZKoneuaGZ8aJre7mGUMjuDcMRhzfYl1LcsZDK8pXkj9w/v5WR2uJplWUJS68R4/6LdF33v2xpWciwzbIRXL3RsGiI6RN33fSxLEE0JCnruMyPMxD5KV51HkWXQCWDtYAOtxSiD+Uk6lzaxdGUz4WiIlWvb2P/SGYSv6XomxPFGD7cGs1LocvNfQ8MBSXoyZ8qyjiRasAniEJIWXikgKBqbZ4TGLkDYkliOJB8EZHMlAmmIJY4lELbAdcrHWjl+q3yPV6rHHkbFWUj8fMCe/QdwpKhaIdfX119zh91XGleqkTg/8vn8eSrLPwlxwwDNj7tHo7WuqhKsX7++KstwrVw2LxX3bF3D4R+MXXBBlC5GjqbCYC3L1hAAFvgofAmeV2RnSwfvbFpMX+8UNakoS8YUK6aT1Lck6GyqZdOuLn7j6A8RgUTbZVSrAE4ArUdtOm6pZ9OWTj7hJfl/Tv6QWVG6EP7NHZ82JZ9bOleSTqfp6ekhFAqhSyGOPDfCmWNjtC6qwy365DIFwhGbnmCaf3YGKDYG0GgOoTOf4O7BdupjcaZms/SmJzj7wAhjmWlYWXk30zfQ8+6VxRvbqBsPEXgBJ/b30ba4Hn/UZ90L9RzfNk1gnyvYMi8uUOqaHwk7Qkuk5ryfOyGb7XesYdHyZqbGZpGWpKmtlqb22vPu45C0+X83fZhvDj7PI+OH8VTA7vpV3Fa/ln3TQzQ4M2xKteOcI3X/ro5tPDh2hN7ceNWyuSwJgNbGK6gxHaW50yFVFycSDzE6OMXQaJZ0a2C8YeZ9aAvBPYXVhAKLwv4MDdEUzStr6FrWxLLVLUTLOi7v+9DNeK7PS0/3YAvJ+qdiDOz2mao3Q7ROQdB5LMISP0kuUsQRgrq6OLdHkzwpRpBaErMtMrKELzVOHppmw9S1xohEHKZm8iihyekABxC2IG17ZBr0gk2VCChnY+Y6yQBsFxwtiNfGuO3WWykV8kxOTjI4OEh3dzfJZJKGhgYaGhpIpVI/9lmUG21g88cZNwzQXC5ezdJZEAQcPnyY6enp81QJrgcJ4Z1b1/C/ntrDSCZ33u+0D8Iti26WV0yBQLhlxk+ZFaR8cHp9Ot7UwFi9R2hWsLu2ix31bcQch5bmFE+O91HUPhHfRimNssviJYF5n6UbWkhEbH54315GR8ZZPSWZXBmjUGsMtCYbXEqxudVAAEIKtqcWceeqLQydmSQ3ZnN67wBnTp5ibGAG0PSezJNPe7R11ZNoivP9HRP4tp7L4KSgP5bjhWUTJFSGp1oHTJmnBrbFmwlpC1dUshrKSr+glOAfO05T1xZhRamGxIgNSrN6y2Kax+vY+HwHkw0FbMsivDPJt6b3mLW6AtjzGt0Xig933UpIXvgrYjsWHUub6Fh6+YHdqBXiw12v4562ndw3cJBv9u3niycPAsakLFVyuLdvMduXL2Pr61YTS0ZI2BH+ZuuH+WLvk3xz8KU50obWCC0JBxa3qKVs+thi2hY3MDkyy1DfFM0zw/yL6sGVaq6MBWwYTNCUDkgkoqQjCbbsWsbNb1xz3rHWNyT4+V+6Ha/okZ7JE49HuGkqwonuMYgI5KSmsSlJJlxC+QoVaNZvWMQb37yOz/fs4Xv9JygRIB1BJCNZdixCW2MCKSWFgkcyHiaZCjNRLJEpuBR8l5lWjbYWdHfKx22o1MIHJ2cwxxOK5c31hB2bsJMilUqxdOlSXNdlcnKSyclJBgYGEGJhtnMtPF1eblwt0FypRcBrKV4zQGNZ1lWZkF0uCoUC+/btw7Isdu/efV76fT0ympBj84WP3MvP/69vMl0oLfylA9IH8gJlGcqz2fmZrZ5VwiyWUvCMHuWFR79HOGIjpUAPwpKaGj676w72vXSWp3tPENhmqlsGAhlIhABPG6n4eNjh+JFBAl3AsiBSDLP4uMWiznpKRY/JFzP0NmYYWetRahAkrRB3t67j3268jb1PneTg8714JY8zJ0bIzBQAi0jUwQoJZqcKjA5N0N+Vww3pcrNalBdOUELzkhytlgSlMH49LzljLHZTjIdnmK8YEAQSX5lzMCmLTEaKcDdsPQTrYkvpWtWK5/rE+iaZXWPx3eETFKWNYwXYWhM+q2jeazHzMyFmQ/POuYCwdPilpa/nvR03XbNrfCY7xS+98A0m3cpmorxR0DAb8vh6+yn6v9zPiX19vP3Dt9Da1UDCjvDvV76FNzSt5Q+6v09/YRKEoNFK8kt1u9m1YRmNbTVIaWZ8PNdn3YlRNgx38og6ySl3glDGZpfoYnWkjqyfY3JsmomxWUYnHY4fFzQ1NVFbazKxPRNDPDTYw3Q2Tzo2i+7OkoiEUUC+4BJPhEnVxli1po1SyWN4YIZ0Ok/nonoSsQif2nYHH1u7nePT4wz1TvPUfceZmSng1QR4votSms5FdQSBZlVXggOnRiigjMxMeUBLSBaCjYchEpQ3CLYluWvrqvPObygUoq2tjba2NpRSVUWGvr4+jh49SiqVqmY7yWTyumQ7Vyuq+dOM5lWMKymdgWGDXavdydTUFPv376elpYW1a9deEMAup958rWJRfQ3/6R2385nvPELRDyiPS5QFN4HA1KhVuVY+nzgApsGsHXBRkHGJOA7SlpycnOJT3/0R24YThKMWToegYPkIWZ6fUUZPqiucQvcUCXSORDJGLJIiPTEAAibGZnGkIDeZJ3HWZ+kLms6lDWy/dTl3bN1IejTLkRfPkExFKOYls1N5Al9RLLhk0wUSqQiRaATblqSdeUzusgJB5dIrYSyAbWE8d4wli+aszvORzGb+OXaEkvRQgSiDzPmxb2OW1X2DdOTiSCHIrrD4snPA9CsCCz+wDDU7BYsOlVg2IIm/q4uRZIZEJMJda3bwpqUbscXlNzOVYdrL3btaa373xfuZKuUu2HRTQCkO+fUhzh4f5sWHjvK2n9uNE7ZRWvPlU3s4OZ1DEEZrGBQefx3s4aZ1K6v07pH+KZ5/+CgnJsZ5uH6YoRoXaQmWJWKU+n1GsobCFo/WsvWd61m+voHJqUkOHTqE7/s8qGf5UXoYDQSBQi/S1NU6bH9J4KZdZiay5GYL1KZijI2kGRuZZXQ4jR2SPPlIN72nxnjrXZtoaUzQEk2gWpdQWwjz7X/ZT6HkmhNd6gAAk75JREFUkUxEaG5KAAIhFLdtX0p9Q5z7DhwH5gF9pSdT/o8slTda5R+t72hiTfulZ2eklNTU1FBTU8Py5csplUrVbKevrw8pZRV06uvrXzWyz09ZZ3NxwwDN5WK+CdkrDa01/f39HD9+/DyV6Au97/Viu92xeinN8Rh96Yz5gVy4KAmo9maqP6iATuWPMtPWBd81K7gNp0izM1VHW0OKpBolZ+eoopQEOxBs6I0w2D/C6nWLaGhoIPADItEQmUyB6fEsIUviez52SBKPhCmVPI7u70cIow9WKng0tddy+uiQsWKOh3HCFp4bUCy4BG6AsCT1mVoQpfLhCgMyVVKbqPrXizJt1+xkNSVP4XoCT87JrcztfSuDHuZfR9fmeV/DLiLxMJ8eeQCRXlCUAQHFBPDWOuxnCuxWS1i7Yinty5qIJRbabp8bWmsG0tP8Te+zPDx6kkArdtcv5hPr7mBFcm4BnB6dZah3jGLB4+z4BEeSYxeu0lXKoRq8Oont2Iz0TTI+PEP7kkaeHOvl8bEeJAIpZPlcaSZKOb5w6nk+vfHNFPIlnvnhYfqnp/nmsgEKsuwhozSnmWGwM8unU7tpt5O0dNTR1lWPZUla21rRWvNU32l+9NKPDHD6ChGY8z+T8BnbKKh/RhCLOviBYmhgkt6eMbQlaGhMsnJ1K/FkhL4zEzz56DHuetdWMrNFHMfizjetI5WM8PSzp5idLZFOF8m7HuGwwwOPHqexIc6/uX0jf3FkL/48G/H5Ib258xSyJP/2zTe97GwkHA7T3t5Oe3s7SinS6TSTk5OcOXPmvGynQmS5FvFyBza11j+do/lxR8Ub5pUu+hXXzrGxMXbs2EFdXd0lH389gSbi2Lxvwyr++xN7jAxHZQpvXjdbuqAizH0hK8ycAPS8q1k1bVMaIQUvHe8n3yUZb3GxSsY7RVgCKQTCE/QNTNLshojHEkxSJGN51C5OMfbsDMV8CRzLiGXGQjQ0pVAqIFABT8z284XBE4wtz9PACB0pTUN9jPxsCSEFiZoI0XiYiaEZ6ltSdEQb6c17jMeKZpJdCKOtNo/6qyr0bjEHJWq8RHNblMHIwhmZ8qddsED1uFMsW98BwLGTY+fIT5aBTEO6MWBRTYyulS2s2HTxzUYlBk+PsnfvKf4k/BI5y69ScJ+ePMNLTw3w9ds+xJJkAwcO97Dn8W6Y9NCB4oWpfvQ7LvHC5c/5wpIsezos1s5obivlaQeeKIPM/MVPCEGgFA+PnOLTG9/M8JlJJkbTHGqboiADLGHcPSuGai6KfbXTvHPLtvPeOjtb5LGRfkAYHU5VdnwVgkAojoXT7FI2LW0pSqWAZF2MM70ThC2b9o5axsbSZE+OoZRidGyWweEZikUfy5asWNHMqnVtNDcmmZjIMTyeBilYsjhOMhlhaGSWqekcyXCIaa90HsgID+xyL00Kwa5FzazreGWMLCkldXV11NXVsWLFCorFYjXbOXv2LJZl0dDQQGNjI3V1da9IaupqMppsNvvTHs2rGVeyi3ili36xWGT//v0opbjllluIRC69e4Xr06OZHyubUoRzUIyWgSMQYOkFO19RBB3BrMS+NqUFYbSohJpbhDWgLBCB5vi6AD/uGyFDX2DnJNIS2LakJBWlZTH8bs2XSycYs33TO6mFti2S5YejBIWASG2Y+sYEkahDIedyrL3IkZYCIBAShikytF6zNR6jeZ8iPZUnHHFQvqJlUR0f/HdvJD2Vo2OyiR9YZ9mnR1FoakIRPrp0F0+N97JnasA0viufQECTDnPzyjb8Mx7fWnQ+YeLcqA/N7QhrnQijpWz5X+cwwnJQ05BYMHR5sRg4OcLT9+/j8eQI2faF5BANlLTPH7/0EHlLs39mGDqhpSPKG4YbyZ477HqBW11rCLQgcDSHmjL854HH+dqKD16KFFf9XT5XZHxinMElZQn+6m9EmaWm2Tc5tOC5U2MZ9jx1goGeCY7WjeInAqwApCWrI1MKI/0fDlmk01lCYUE8GSVZEyHwFH1nJtFAJOJQKLpMTOYoFD02bV1MEAQ8/1wPDz7aTTwVIRS2DPcj0Jztm2QiEcILFNPKJWgKiEdt8sqfEwLwIeRCWEsijkPMFrxxzeU3Ay83IpEIHR0ddHR0oJRiZmaGyclJTp8+TaFQoKamhsbGRhoaGl62qvLV9Gh+mtHcAPFKGGAzMzPs27ePhoYG1q9ff8U3wPXq0QAMDw8zPdJHMmThlwI8adwGg1AZbMrZixWAzoCKm1mDSh/HzmqCCASOKZsoWaYCW5TtADCAVFZrFoHG9xQ6BDOZPEMrNNkY4GuEgkDCQHuAo222DiUoFTwiUVPPnsnn6e4qmVmICg5r8AQcXJTnztNRUkti9K3SjNhFGmybRPdRak+apvA2YtzSso51b1zB5lWLCUmbt7Wt4ddeuo+TmfHq1F57NMV/Xf4GZg4No16c4HW5BHuXFchU3rRK/Z376z2dxp/E931utpr4LtlqclgJLWDNRA2LVrTSsvjS1ttKKY7vPYPrBozWni9LX3np5woDEFjVtxkVBb7R1s+iERetLKMfVqkTzluvtDJGYpVmlRZwKjfFg8OneH3Lcr7Vf8hsMOb14wCawyn+7ugLPNt3nH27ckaFO5AIqbHK0s7CqkjxCCaLeRoiMfLZEg9/Zx8jfVPUNydZTopDOl2ppCKlMErZApKDmnzOp7YuyeIVTTgRzUB/hql0jrBborEpiWVBoRRUlR9UoKipiZHOlDjdP0lbey0F3zf9JAETszkmsnkCrSnGoViSRDyLpGPjayOcqpQuEwMFqXCI1fVh1rbV47ouUsrqn2sZUkrq6+upr69n5cqVFAqFarZToe1XSmx1dXWXXUNebkajtf5pj+ZGiKulOA8ODnL06FFWrlxZVeK90rgeGY3WmlOnTnHmzBnWrlnDhuOTPHN2hsATxq65BJwjQwMgZ0CHBJarsXMQHdX4KU2uQ6DCgtCswq2xkGUZdxTV/k5gmSarKtN5IiXBaJOZ4LYRWI7xOndR9Lf6LDlZwPZhbCiNRjMcyeNbEksLhCwPB6KxhdmVj6yRHFiUNQrAAtJkOa0z3NJUy1tFB9FEhOEzE/Q/0c/mpV0QhqZIgq/d+iFemuqnNztFWzTFLY1LsKWke0TQ0THB1ppadp7J0O9N8VJjmtNNZuGvXNFd9Ytpycd46od7OX30JBvbUkyvWMYTUz1IYchNUsMdJxvZsGgRW25fTV3TReSiy1EqeEyPzZKqjxPy5RxFet4lMdfRgMAcIJgDy9YbAoJWlEVJRTU71Rp83zb9qHmvg9A8M3aGz25+CzudNp4vDVUJIhWs6h6f4uDY8+ZecMz11QI8JdDCAIUql89OTU9z5/3/m//f+h3ckm9gdGCaRcubsCzJNiI8lR5mIuXjEiAtAVIQ9gTtRzWWtGjtrAMEs5MutraRwsKxQ5SKPul0nlzOIxp38DyfTKZAqiZKyTcZiucGOCGLQGkKrkeA0d9DGLM2DRT9ACtQ2JbElhJfamwpef3KLpbENBs7m2hrM/JGSqnq5k9Kc58KIa458ESjURYtWsSiRYsIgqCa7Zw4cYJSqURdXV0VeGKxhUO9WuuX3aMplUr4vv/T0tmrGa9G6UwpxfHjxxkaGmLr1q00Nr58pddXO6MJgoBDhw6RTqe5+eabkVLyuqW1DGQ1Z8bTBCGzcOt5AFMJYWFMp4QgSAoycYGTDmh+2scOINchmdhiQMW8GXODnxhnTwHUZiWRvBmOq0iFCCFQgQKtCCToGpul9Q1MjM7iFj0ilo0UGi0FAUZrTKhyL01A7+KAQGksDSjzWlrCs7Uz1D5WYHFjPYtWNDPWP81o/xSdK1oAU4u/qaGLmxq6FnzWaCKCkALbcmhpaqKFJrb4Pgef62V0WUCmRXOolOPJgSGe0EOEPLipEGLnEcmdbiv/5k3bOOKOQV6xwW2gblGU5kX1JOsuX6awHQsn7OAWPTbbDXSnZi/4OK3FAjHPclJGukMSBCBtbcCmHBHLxtYOs7jnl8g0nJid5PieM3T9U47ZqGZqo81UjaJgCfCMXllFTVsBISlNRiA0gZaIsqqq1BY2Dp5S/PWhFygm1iKgahJnI7ljvJEHi6NkmkBYgqUqyR3ZRvzFBdKzBY7s6SOfLaGUJhy1kUKQmy0gdJS6hhTxVMBkUGJSevgjQ4yPT1IKzHW3LEFtbcyUaXP+nHO4BHyBXQI/YvqJjhQooUlEw3zklk0sVjlSqRTr16+vLtpKKYIgQClVHXkAqmDzaoBOpXfT0NCwINuZmJjg1KlTRCKR6u9ra2sXPO9KI5czZeGfZjQ/5ng5QOO6Lvv378d1XXbv3n3ejuPVeM+XG8Vikb1791ZneEKhEMVikYgj+fT738gv//V9KN988bWaK50BC1hmAjNEjQ1ug8V0VNJw0kfboirjUeZ4QUmjbQ0WOFlN/YBmYzZBeGmMk0yghUZpbYy/lCawjU+OO1ygY3sjH//k2zi65wz3P7qfvZzTaJcg0XTEU4wUsoZBps3uVWOOVdkw0ayxT40TiYXMe/iXB/K2pU20djUw1DtOY1stlmMxM55hUbKRO3au5FdP/BBPBdWF3HXg6TUuS8Y1wbEhGhfV85E37Vrwmjnf5Z96D3M8PUFzJM49i9fSEj3/S+6EbJau72DPw0dYG6ljQ/8Yhztzc5mLgKTrkLGMHtsCKQKt8R2B9s01lFYllRHErRht8SQH3ZELfuazs2kOHzhFIV1knZsidDjMV3en0Qqk1uaazwstBGHLxiv79ohA4GBjCQsEWBa4QcDj7jB3qGhVjHRI5/lh+wx5ZaHzxgaglzzx0hSpJodcXGH5DjEgFLbJZougNIEXUMyXyMVsTi/VjEcVWkgkmvhskabjHijB2f4RvKCGWMiId2oByLJ1uIDQpIZaQRAFXyscYbEinqLDy1DbUM+6desWbETnl80qYFMBnvnf1fmPu5bAI4QgFosRi8Xo7OzE9/1qtnPs2DE8z6uCjeu6VzyOkcvlqq/9kxY3FNCI8gDfxcK27Svq0WQyGfbu3UsqlWLbtm2viDnyagFNOp1m7969NDY2LtitVf5et6SZ9rok/dMZs3H1QM23e55furFgfrrjRwUzyx1iHuVa0Rx9SyCMO6ILDYOClUMWS9c30Npcw36dZcjKG3BTGmxjjtXcJ2isjdN/aozRAeMf80TLrLGWDp1/bn5r06188tkHjL+7EHNzEeXSktZm8T57YoRVm7toaLl06QogHHG45R2b2fv4MUbOTBAEipqGBOtvXs7/9U9XNcFEObuq9NyfcMbYOeCSvm+a2q4wLa0tJBIJ+nJpPvLEtxgrZLGFMXz72+4X+NTmO3hT+zIaIgu/7Gu2LyWXLnCme5DXp5toPy3oaSwgQ5KV+RSrNyzmzzlAtYMyj3quA4HRHhMElZkQAeOFAjsaFnFw+gJAowW+DsjM5HBCZgDXsw24CD0vY5r/FDO5C4AjJb4Hln3+jnpalKhtbOLsiVFCYZtvN4yTD/s4CKzy/VcUin3JDI4nEHEBDZqOqTDLj4Oa1diORTQep1Bw6W5xmYkJhDLEFC0hUyNwNkRYPxLFE4oTPTPkCy4iUOBIo9MqzYmQaCJpUBmoSTq01SVIZEs0NzWyZs2aS1Y7Kt+XSuZwbrZTWS9ezWzHtm0aGxtpbGxk1apV5HI5RkdHmZqa4sUXXyQajS7Idi72/pVhzR+3dM6rETcU0FwurmTRHxkZ4dChQyxbtoxly5a94osmpbzmigTDw8McPnyYFStWsGTJkvN2a2C+ML/z/jfwH7/4ffKBb2SfSmVQEfOozBdxI3SjILRCugIVZiHTSRnq6EyzYPzQLPmnC8TjYRYnBDOrFflGaSRBNNSfDmjZ49Ow3Uxcjw5Ok1xfx0TEQ/rgKAffVmaRUyCRNIViNAdhhkVhbn5FGBkd4UH8RJF8YL70a7cvuaLyFUBNY5LX3buNiYk0tpLUNCRwQja9T7+Er1VZpNikegLTTJ50AvLjHoXJGZ66by8t61IkauJ8LnuGiWKunBRqAq0JdMBn9j7Cf9n7KK9rWcxntr+R1pjJcEIRh5vfvomVW7qYncqSevAwoce7yc3mUNESoz0e9761k3+JDRBgdMa0gFBeUDhnQyso8wEE7Grq5AeDJ6hghIAy2U6yva6dSDRCNBEhPZUlZmuiOUU+LucGG+eFUVNQCAEb6lo4OD5WzVpgbsB0dV0jqxIdfPcfnmEsnWXw7Q74ZZai1qb0Vp7hEgJCWuBqzUCDj12nqZ02759MRlAxSaZRI5U2/bpyOS5Qmtm4pnF5DYMnp0kmoyxf1kLJ8zjQM4ordVkFopIWaqQSuHmftMhw084llwWZC8W52c78PxfKdq416AghqrM4/f393HbbbUxNTTE5OcnRo0cJgmBBb2c+87XirvmTCDQ3rsb2BeJSQKO15sSJExw+fJjNmzezfPnya3LB5u+UXmlorTl58iRHjhxhy5YtLF269LxjnP8l2b6ynT/5yFsJKYHlGmFBywW7CFbxUm9kdotWzjSmhVv+44Eomb9lAIHQlBxwSz7jo7NMnpih6/t5Vn+/wOKH8qz/lxIbj9kkoxEo64tJS1JEIS1pavwabFcS8izCOAghyXgu7xNLccrmVoFVHr5EsPIFn6R0iERDbH3dSrbefr6cyIUi73v86b6nuPW+L/GWR7/OL+z9Hj8a6qHk+2QzuWo/pLJSG08dTSovicbDdK3ooDSpiJXqaVy2mKN54ykDcw3zuTVP8/RoHx974j7ceZ4xQgga2+uYHJzmpQcO4rsBzYvqicTDzIzNErl/jL+qfQP/ac0dvE+s4HUHExQsybmQUMlCWqMJ3lK3lOV+0pQYA6NZp5XAkZJPbLqNrtWtOGEbrQOGz46x+jCgNcqiak43//5SWrOloY3Pbn8jccfBVQG+UgRKUQoChICf7VzH8QN9tCyqY8uty7AsA/qmxFk2vau8pjLWE1b5/Iy1arxSgBQCz/VRSbvq4KqUri7qQhnw7hmfIZ0r0dpSQ3NTktbWWmraE7hJiR8xFhMVEp4Q4AUBsUiIt9668ZpsEm3bJhQKVf/Ytl3dPPq+j+u6eJ5XzYKuVVQYZ7Zt09zczNq1a7n11lvZtm0bqVSKkZERnn32WZ5//nlOnTrF008/zfT09KtCbf5v/+2/ccsttxCLxRb0jy4VWmt+7/d+j7a2NqLRKG9+85s5efLkVR/DDZXRXK50djF6s+d5HDx4kFwux80333xNm2nzFQleSQnO930OHTrE7Owsu3btuiizpPLl8n0fKSXbV3bwkTdt44sP7lkwI4OCYP7g5gXCngwIp6DYVC6fVOpJZuuKCKA1mcQKKTLpPJ6nAE2ziJEdLyAlJDoiuEWf2Zk8LR21LFraSLw2TtSxKfg+YccyACQFpSAgJC2WhJPk/ShvfMJmcK3FRMRDTLg0HCySGPTQbQ5ty5u5455tV7Sj1Frziad+wLMjA6b3IOBsZoZPPvsjUpZDWrkIZ+4jmhNp/qPzGrs9QdeaNjzXZ+DECLU72qoPqQyMLrgG5WHHs5kZHhns4W2dVflo3KLHnocOo4KA1iVNCCASC5OZLTBezDGwb4Cf+/V3wMpt/Jz1dcgV56hu58QtzYvZ++AR3vhilEXrwuxPzFLUPm3TDv+meR0b6lrI3J7gxMHT9J3KEbbDNPdDaJNFKarmKN2+wBKSu5au4s7OFdzW2oUlJH97+938/ouPcWZ2GgVELZsGGeN/PP8iKdfljYsXEbVsGnOjjMQ8LGX6SKoK2IaZ6CtVVWoo2ZpSvoTyA0IRh46aGg4GkyipsQJRLY8G0oDPzEAGSpDLFAknQjw/PsKkKhKUJQVVSGCVtJGaAaJhmw1L6zh+9AB9vdFqSaquru4VZR8XKrG9mtnOhajNQgiSySTJZJIlS5bgeR5TU1OMjo7y4Q9/mEwmQygU4itf+Qpve9vbaGtru+r3nx+u6/K+972P3bt388UvfvGKnvOnf/qnfO5zn+Pv//7vWbp0Kb/7u7/LnXfeydGjR69o/vDcuKGA5nJhWRae5y34WTabZd++fUSjUXbv3n3NdYuqE/avoE9zrnDn5ZqDUkqy2Wz1y/XRt2znuUNnOTw8UR2mEOVSmgqzMC8tg4nwIJTVhKc0xYZ5j6ns2h2BnQnojbnUpH1sX+GELEpFD4QgVRtjZirLxGgGKQWNLSl23r6Kts56AH5+7WY+f2gPxSDAloKSbwDgnYtW8PzX9zHUO040C00/SJMqunglD6E10ZqYmdMoebjFhdeykC1y6kAffceHsWyLJes6WL6xk8OZcZ4Z6UcgsMtffq01HpqZwDNOoL5A28HCnoUnGWmR/LA5YH0giThhMlNZmnSEhnCMyVK+wkk+J8xJlAieOX2cHdE66uvrzXWZyZHPFAmFnSrGn2jxefEmyIciPCh6efDhb7O+ron92bl5IALmwEYbOrh+ZoLn9p6mfVkzd+l67iorD82ms/gTaQa2TfCX9z/Ivugkzutr6BgRFMIaT4BTsrCkREiTVfpaUSwG3NG2BF8pvnr0EN863s1MscjGmlaGsxmmMgVGdZ4RrVH1ihHZx4f1Etb3WEyu8fBtjOtlWT9NBBA4AicQBF4AtqAmLYgnIiilKWSLzPSliTcFZDoslBTgKzO/JQWx8YA6EWLW9unuGaUwNU4hbtiJVQduKVARgfA1bfVxIrEId9y8mc0rW5mammJ8fJzDhw8TBEF1Yr+xsfEVe89cjFBglMFfeW/nSoY1HcehpaWFlpYWTp48yR/+4R/yj//4j3z+85/n4x//OFu2bOF73/veK3b3/S//5b8A8JWvfOWKHq+15i//8i/59Kc/zT333APAP/zDP9DS0sK3v/1tPvCBD7zsY3hNAc25czRjY2McPHiQzs5OVq1a9arUNivSN1ebVlcGRZuamli3bt0lb9bKzd7c3MyBAwcIh8M0NTXR3NzMr99zC7/xt9818oPl3r4IAB8zGzO/QqPAymv8hKTYbOFkNUFYVC0FKD83CEtmloaY7QzRdCBPbNwjEIq+uItoiaBaojRNCjauWsQ9H7qZpataqsf6yxu3kwqF+d/dBxkv5GmKRvngmg0s7vY5dOY0nataWbymjanRWfY8epRwOMqON64jWRvDdiSDPePsf+I4natasSxJIVvkoa89x9ljQ4SjIZRSnD7Yz+CpUc5uDFU4c9VQ83jCWmu0D9qX5QYziEBgYUgBs8LnCTnJLdNRYqkotQ0J/v363fze3ofLD14INlLIsjqBptYOcfToUXzfN/MSoTiJuigTQ4Ji3mVgseTxVV6VVRdIeG5kkOdGBs2gbPW6CObTxCK+oPlswMmeMbyCSzQZIVFjCAiReJjh0Sk++qP7GAq7iIi5Z/obNKFCgFISC0EQKKQFlLOylwYHyczk+dODz/P90yer/ZmDI6MEWuNISdQ2Mz1F32NQFzgoZuiQUXY9W+T0MhhuM6BYkf9RAkqWeZ0wkrvau2i8K8Txo8Oc7RlnZipH85QZCMq2WmjbkAJiIz51pxTFpKboKwI0pTDz2HgYYdfyexAWZAs+a1fUs3FFa7Xk1NzcjNa6qsZc8Z5JJBI0NTXR2Nj4ir1nLkYoqPRmrybbebkzNJZl0d7ezpo1a3jooYcYHx/noYce+rGYoPX29jIyMsKb3/zm6s9qamrYtWsXzz777GsfaK5EwblyA/T09NDT08OGDRuuWYp5sbjaoc2hoSGOHDlyRYOi8ymaGzZsQCnF5ORk1fFTa83a1lr2j8yAMJP7wgLLM5UZPe+eloEp/2QXOSgbpKexPFMSCaLl3SqmLCICjQoJJtdFkM9mGLslhZ80NoqiyWZ6hc273rByAciAaTz/mzUb+eDqDeR9n6ht4xY8vvadB6hrSlZnNCxbkkhGDctIGbYSQG1TksnRNNmZPDUNCU4d6OfssSE6ljdjl+2gi7kSJ/edxVrUiUJjlet+SlW00XT53FWY3mLO40aXm9/C9IkO+tNsnNHseMsGYsko70muJ+97/I+jzzPrlarPMa9qMpqIbfOxm26nxgmTzWYZHx9nfHycIF7E9UuMjBZ55vYadAX557H7AMoUMaonfF78QmkJ7UtDdOemOOIVcUdG2J0yPbv0ZJbnYjMMC8+IaVIuaaEpxQx8qjJu6XkGZ17G5X99+Ud8v2YMKQWObeMFgWHkafAChadcwpaFY1sUAp9DxSneFEkhJlysVgenYGH5ZsjWjxg6uhYQKsCb8/W0N8WYTueYGM+ghUCVqdYNh13qTwtK9Q7C14RyEGjIu57JcCq0ZjF3nhcOvgo6mmv4pXftInSOCZwQglTKeM8sW7YM13WZmJio2gBU1JgrUjGvtKpxKfr0lQ6LXo3OWT6fr5b9m5qa+OAHP/iKPsfVxsiIYUG2tCz8zre0tFR/93LjhgKay4Vt23iex/79+0mn0+zatYtU6vLU2FcaLzejqTT9+/r62LJlC01NlzbHmn8jV25ey7IW7OjS6TT1TYP8/teeZ8wty6CUmUvSperjUfFVh7kvtpYmg5lXeofyYwUGiIKIZHJrHC9pFhqURtoSopK/fmEPr1u1lPpY9LxjF0IQL3+xtdLVY6qeh1CBF3c6FMJwxpni9dqhU0Tx3QDbtqrAM3ByhFDEqYIMmJ19KQhYNKWJSptC4JnPJ+RcX2VeA5/5QD5vjgUEYSHZfdcW1u5aDsDxyQk+9/wLFIIAkBAys0WVhS/phPjLW95ObcjUoyu19WXLlrF6xRq+2vAIXxKDFKOVFPFCFxYDfPPnn4B3llqpC0L8j8gAozsslI5xiDx7vR7uHksx3TdK327TZLf0HGNs/uI817CvNN4gZymeTo8QJCBkOaa85fvzHwJAyQ+Qjo2FxJWaH0QmmXx9GN82ICsw6hAhX6J9TVErEjOwrPxdG+ifIpMpopUmWRMhV/QpCJ9sq4Nbb5uPGmhik4pwzlQNVVgivTIxpHrompBtowS0RqN8/F27aKq7fH81FAqdp8Y8MTFBT08Phw8fpra2tlpie6UsrsvRpy82LPpqu2v+zu/8Dn/yJ39yycd0d3ezZs355nY/jnhNAY3v+8zOzlJbW8stt9xy3VzzXs4sTaXpn8lkLktMqNSDK69duVHPDSEEtbW11NbW8qVPLuF9n/k/FCwzs6Ass76WFUfMBrqyidamV6NtUWV+zS+viXnYqQWUmmwzCyEEWGZ3HhGSbMnlj+5/DAtBU32St29cxbqW88EzmgizaHkzR1/qJVEb53EmeCI+hYqYEtYpWaQ36OO9QSuxsRybbl1JPGXAy3Iso0RQjgDNI0zw1LIZ/OEZtFDomOkfyHJjujkUY7yYR1Gh8FYGV5jjD5ebAfesXMuGW+cYbn/0yCNmEQYsIaFkBCSFpfnF9dv41Q07idoX3hnH6xLc15ShlD8HQc67wGVEqAzbAuES2OMe/72+h1J5UZcYG4MzdpF/SZX4+K2Lea5mlrH0dBlgRLmWpcuabQu2C5UTRqCgpz4gCARKKfyKZs0F1tmi72MLybj2UCnMkZRPnW8bcBAqqAJlzBMMnpmgrbOeyYksvqeIxhziiSiBLDLYYuHGJVKVjewsyLVYBBMBdtG8hp3XKGfOU0kJcJWiMRzhnbvXsnHVy69MzFdjrkzsV7Kd06dPEwqFqiW2K9Enu5L3u5JhUc/zXjaZIJvNXjGR6T/8h//ARz7ykUs+ZtmyZS/r/StR6QmNjo4uqBaNjo6yZcuWq3rN1wzQVDSGpJTs2LHjmvPfLxVXCjSFQoG9e/fiOA4333zzJYGwshuavyO6kp1XfU2ce3av55tPHUFJ04BXIc7bNVfCzoGfZEF/pnoMFQkbWyB9TWCZTogsa5dppXFLHkWteKSvz8yp9Am+dfgYv/q6nXxo+6bz3m/rHasZH5qmu2eIJxdn0Gic8iqrlcYVmvvUMM0rIjzh9nDguYAPbtzAkrXtdB88y5HcNIlomP1ilhf0tAFSpdFSIvOa5KRLVxDm59/3Rt68fAWf/LP/zVOpWQq1FrKgcHKKUoNjxETLsWjW4o5QC6WCy+xkFq0V+3KTaEHV/wZhdEvxBdmce1GQAXh2aICRfM4AhC7rxV0qymQAKSAyHXBf7cwcK44KbpjjOJPURG5dyRtnpzhzOA1CVbOZShYjAgH+HHihQJTF0tyIsT6uilguOI55/6tB+Ro85qWg1cMwpc6yIKsFrCiG0b4ilylSKngIIBoNYVmCWUfhxSTS11VLA61N9lJotAhNaWxXIxWE0wo/YvqFlpCs7Wjk195zC+uWtVyTHms0GqWzs5POzk6CIGBqaoqJiQm6u7txXZf6+vpqthONnp+hv5y4WLbjeR6Tk5MkEglc171iQkEul1tgI3+paGpqumyl5Gpj6dKltLa28vDDD1eBZXZ2lueff55f/dVfvarXvKGA5kI3mtaas2fPcvLkSRYvXszg4OB1BRm4sh7N9PQ0+/btu6RbZyXm74KuZlL5V9+9mzNDE+w5PYLURvaKC2GaANDIkkC6Bli0pDrAGYRNiiMCqD1WJL8kTLFGmHp6mUacLwNhSBjnS6UUnufz+adf4tYlnSxtqFvwlo1ttdz1C7fx90++hBo5TgiJZVtIKQh8he/75C3NgCgh0iXOHEjzg5On+JnVq/ja0iwFlQZPG8sDrZGB8dMxds+CfH2Y5P8dR7SOMlCIcVukDfX1fjKZAu5sEQ3kNqSYWRvHClssnrTYLGsYSY1y8KEjZKayeCUfNilwFt5vuvwf7V76Wp8eGqtaGVhKoC19PsafM1ApgMZRn7HUnErzBUPD7z/9OP/4M+/mgTOnGcxmUFqVyXGmByWDMgj4nLd5qKo8+2LhPaEpM9/MPy0l0KW571w1H9SgRYW6WC6tulAs+IwMzZIteIRDNvlsiZnJLLOzBXJNlpGeqZT17Dneg5YQRATaEYSyxlTNyZsMtLkxxps2L2f98lfGqrpYWJZVXZArysgTExOMjIxw/Phx4vF4FXRqampe8bpSmc85duwYQgiWL1+OlPKKCQX5fJ729vZXdAwXir6+Pqampujr6yMIAvbv3w/AihUrqhnUmjVr+KM/+iPe9a53IYTgE5/4BH/wB3/AypUrq/Tm9vZ27r333qs6hhsKaM6NIAg4cuQIk5OT7Ny5E8uy6Ovru+7HcbkeTUUdetWqVXR1dV1x0/9ipbJLhdaaocEB3rY+wbblm/jSA4fQJYVviTnnzUr4hsZcxhsjmFkusynHAI/0zELi1TiIvIIaiWdpo3RclnKRgnJWIrCkhfJ9XM/n288d4j2rVtO2uAGn3FspFT2Ge8dRrm8WKdtClokBSs716iO2bbIxrRnN5fj83r1YQhCyLHwUAUaEs1ISrJDDlIDJUMBj//c5Tu0/w4T06N+YoFgKUztYINSbpeWsR9tAmrqWGnLpDGxMcez5U0TiYepaa8lMZWk+Oc7Q2mh1kFTPk455S+fSi57/I08fZ+jh49BF2aDNTMQjBXNykeeDzAcmG7kvNlVVBbjU/FPB8/nO8RN89R3v5qvdh3i0vxdbWmQLLgMzszhSUtJqjmgwL6RvsjShBD+7ai33nTpBwfNRQbm8WD6fSREmw/mWB1B+WWVuJ6cIvtAMOS6xmQIz6SKp2jg1dTEKeZecF6BL5t4IHHMPLphlqvTQJPgRQThfYQJAyLFZvfT6sKoqE/uJRKI6w1IRxayQbRoaGmhqaqKhoeGqyvJBEHDgwAF8318gfTW/n3MpaZyX06N5OfF7v/d7/P3f/33131u3bgXg0Ucf5fWvfz0Ax48fJ51OVx/zyU9+klwuxy//8i8zMzPDbbfdxg9/+MOrmqGBGxhoisUi+/btA2D37t1EIhHy+XyVdXY9ZRoultFU1Aj6+/uvSB36lYJMRY16bGyMXTftpKamhpmi5puPH0IUNL4t0OWKj/TM9lJd4PsiA/MHwCpp/Iig0GgjfVNqqwyCRouaYtgsXMqaN/ugIfAV+549RfCjfhrbarnjnq00tdfyg//9NGe7hykIhVyjKSqPsG1hOzZ+uQdjCVHd1FdkUzQQc5yqK6RXdiOZz6arZhxTRWKd9fSui/GomELrGFpphrbV0NhbYMmPRnHsEG7RJ1mfIFkXQwWKpk7jOxPuqOfWPZP8S9qnWGtXG+AAb7SauGXFhWvbk0PTvPD9/bRisVRFOSMLpvSlzIFZQrK9uY19E8MEyhx/xLb5Dxt30fOdo7jlNWTe+nt+lHts3zh6mI9u2sKvb72JX996EwBf2LeXv9nzEpa0CGszIDv/lWQADgIfcKTg7nAHkbEpvh0aYzJi2GmWEMRliJCwDEX6YkeijcW3DhTCNoOqYS/AcizSU1niyQhWMoRfLOFkA4Qy7MVzX07689jdztxAtm1Jdm9ZzLoVLee99fUIx3FobW2ltdXYWc/OzjI+Ps7Zs2c5cuQIqVSKxsZGmpqarsjeWSnFwYMHzwMZuHL69JkzZ9i1a9f5L/4K4ytf+cplZ2jOHZQXQvDZz36Wz372s9fkGG4ooKlczEoZqrm5ecHsiWVZ1Qb69QSaC2U0vu9z8OBBstnsFTf9KzuaqwGZivqB67rcdNNN1fryx++5iZ7hSfacGMJxAdcs1FqUHTfPsXieH0KZyezKyhcP2YRsi0zORWrYkYnwQjJHPiVxvaCsAqCNLIsUyP4cE6US6akc+VyJJata6Dk8yKJlzThhm7epWb4vJygFAS66yhQLn9OQrdzivuejAmXsp8OVPgHogOouODJWojYLzvZWHhVTgAGrytWZXBZj/fvWsnpckE0X2P6m9QyeGqlmXJXYuH4J2QcPMrW1hvFGSURY3F7TzkffecdFr0HP8UFeZJZ8R4y2YohQSHDSzqOEcYL82OZt/OqmHUwWCzw91MeZ6RlGZ3LsHRxlrO4c9pea+0zzT0SFoOF6AV/bt5dfvfnm6gL1njVr+dbxY4zmcgYIpCyDt8bxwdJGHBQJ21NNPPJ/X0Qoxd3NTXxdmHJfSAicqKRYcI06BIZgYK7BXINGahCumfDXSuMMlqgoSgSOYKhFUqyRKCLmuAMxx7Cr3F8+SO98WLWE5C23rOJj79lVFfH8cYYQgpqaGmpqahbYO09MTHDmzJkFopn19fXnKYQopThw4ACu616RiO+FCAXf/va36e7u/onUOYMbDGgA+vv7OXbs2AXLUJUvnO/7141xVnnf+RlNoVBgz549hMPhl930vxqQyefz7N+/n2g0ys6dOxfcyJGQwx//6jv40Ge+xlg6hy5bSVYGF6VvhggvpGonA/DD5Rp9ub7mBz4y0HghwQt1JXwsNBrP0fi6LIMfklguzMYk8YkCUkOx4DEzkqauMYETNse3Wadoch2ezoxRWhRjvFQkqz0Kvk9IW4Qsy0jKmLcm8INyqU4gPI3nmEVAlSfqI5mAVQ9MsnbHMo7VlM8nlFlZIMreON0Jl+1ePZtuX8POOzfzvS88zPRommT93GZAKcXyVR38wlt2kKiLE6+JYYdtitkS4Wj4PGAay+X4z6f3MNIeICmP8Ltwp9tA04hLV10dH9xiMo+maIzTI9N87dBh815ao4WuZmSV3oeZ9ancKAsvkVKafWf7eLxUWjAR/6W738nf7tnDw2d6UVrTlIzRP5MGaab6pRC0xOLsLiYZK2bpXGkyhhXEOEUBV2mCfAm/zNR7na4jmy3SbeVxy+AuEVhCEDgKHUCyt0Q8o8Ax98L0shheyjaDMuVMBVHW36sMzFYre3O0czuAsGNx71s38tH33VydtbrR4lx75+npaSYmJjh58iSFQoG6uroqky0SiXDw4EFKpRLbt29/2TM8Ukruv/9+fuVXfoWvf/3rvPvd736VPtWPN24ooJmYmODEiRNs27aNhobz7XXn645dz5gPNJVsq7W1lTVr1lxR07+Sll5Ns3FmZob9+/fT2trKqlWrLvgaIcfmM7/4Fv7wy48wPJXBVxqp56jPsgjaKWc283bUct522tIQj0UpFV2UVARlinAEsLKCQlSb5yuMo6cvGGqxCEIR2o9kmcoUcRxBQ8tCDbcWFUbOBAxHcmihscMCX2pKfoAXBAgNsRLkQxpfmPkNpGl8h13NnTTSuKoJa6zIxoY6Bu8cJDudp1Au+ogyc0sII4mvVYCsj5B63RpGw5KzxSzrdq/isW88y+TQNKnGJKW8y8TAFMs3d7Hu1tVkprI8+5099B8bJPADaltq2P6WTazaMVdC+8tnn2fcK1ZVZEweAQ8yzc/MSs6sa+I3/uWHRB2bVU0NVZCxhJHNUWV16Kp/T4VBtvCfZX6x+cnYaIGiK/AjmsGSmYhPpVJ8pLOL/7h1W7Wk88TZPn5w6iSzJZdtba28e+1avvMXPyKWnKun30UTD3vjHNY5fKkIBYKNpSi+HdATlBAuhLKK+kDSEouiWiLEww7DD/YRGnAJRUMEviIbBi9hQaDRlpwrbWqM+nQwVyqbH7YQtIXDbNrYwUd/9uYbIpO5kqgMgzY0NLB69WpyuVx1kLrCgpVSsm7duquiTj/wwAN87GMf40tf+tJPLMgACH0pFcvrHEopcrncJTOEBx98kN27d19XF7pjx46hlCKVStHd3c3q1avp6uq65HNeaT8GjJ1AhWTQ2dl52cens0Uee/EU931vP0NDaYopQRCTC6jPWmAEDQXG+tcCpCAiJMl4BO0FTBVLKAkJYSG0JlCKnGV2plagsTyj3uyV5zS6nphETJdoXVRHY0uSlZu7kNKoAe976RSPrJNoW2Br03QnLCnZZju/ddKha6DInuIMgzvqUCFDj01h86apGIuKDh/+9L2EImaneGJPL49+7Rn2pko812RKfGijKi0tga+1YVSVZdSkgDuWLuZ94TZOPnOSzEwOy7aIp6Ks2rGU+rY69jxwgIETwzR2NGCHLKZH0liOxds//gYWr1uEFwTc+sUv45VVkM/9xthqTiBHijIpQBrHy/nXvRT4phQ1v7wUmNJUdWJ+3uNrCoJ7jgrq22q5+5feSG1rkomJCcbGxni6p5+DM3l8y2JrZxvv37mZ5tQcyH/nC49z6mAfi8o9kEw6T/ees4xNzKIikqQMMdoVZnRR2KBmoAwxwrGoDyx2TYbY9aZ1fP9bexkfTuP7AdKSZOptphdHF9Cg5z6MKZeJef9GCSwFixNJtq9o50Pv3klD7bVveF/vqJTLstkstbW1TE9PV2WKrlSP7dFHH+X9738/f/u3f8uHPvShn9iyGdxgGY0Q4rIlsYspOL+aIaVkYmLiii2h57NKrpZZ1tPTQ19fH5s3b75iC+qaRIR73rCBWzct5lO//20Gx9LkA42XtKp1GaEgNGX8QxAaHZa4KUFJKkrZvJmBEGApjHe8KFsTV/oJ5Xp+4Aem9BOSlJIWqbxNKOqQSRfo7R4inggzOTzN6elplNWIDPTcbr4QEJaSQEKbtsArsXxQs75UYli6LFnZxoaWZsanJoi3x7BDczvFVdsNIyz+1FGO+INkbaPQqCX4ZVAUnsSRRrAm0JrHes6yZEcdv/ib7+DM0QGe/95exvsmGD0zRn62wPRImpa3rubxWIlZfFqXhmntydL97EkDNEoZwkLZKuHcCNA4QuBUSrtKGcl9OS+B1AoBhLHMuSsPzBomnjivJW8FULQFXeva6Ts6zP7HurnzF15HR0cH/3xygG+cHUcp83kPjU3xjX3dfHjdUt6xaQ3NTU2s37WMM92DjPZPoRvCvDQ8wmzEY1FnLU4uIBAw3uygfIVVFYI2JbMZWzEbFfQcHWLpqhZs22JqIoPvBcQdm6nyxsWSRmOteuxl0Df3SZk2L21WtTfy73/+djrban8iFlOlFIcPH6ZYLLJr1y5CodBF9dgqhIJz9diefPJJPvCBD/BXf/VXP/EgAzcY0FxJnCus+WqH7/uMjo5SLBa55ZZbLkk/nN/011pfFchUKN3pdJqdO3deVebW2JDk9z91N5/720c4dGIY4StjOqbLjDNtFjYvJtFaEEprdMQw1GR5wSyJAN/3EQgsSyDKPQbbshASgkAZNWJtPneiNcai1U1MDWWIxEKcPTHCeP8UfpSqT8qcEoEua3RJJk6NccuaZfQWhkhPZKjxA2oafNLM4pV81t+8EiklmVKJR0+cYSKbZ3lTHe/71Tu5eXKavzu0n8f6zhJoTVcyRd94GkdIdGAW+/LoCf98qJtfuWkbx547xeTAFG3LWwlFHM4c6edU4yyPRmaqZbgeijiLBeGhUd6GYcOtb2pmf0Xn6ZwGPpp5ltam/OcKjacU4TKRRGuNFJJbOxdxaGycmULBgLaea8PbCLSnsREEQC0WUkhqGhP0nxjC9wJeONrL1144WCXEBGXwyyvFFw6c5qGDfbw1GmXVxkWsuaWDbx08y+FCGr9RIJoSTAlJZ07iH57AF2EIFKZ9KJASAjcgsAWDYZ+emXHCNRFkvaA5VossBIzlCqbcJ0VVgKGyAZE+xvPIMgrNTcohEQtzx47ldLXXvez7+EYMrTVHjhwhm82yY8eO6sb4QnpslRLb3r17EULQ3d1dlc/56Ec/yp/+6Z/ysY997CceZOAGA5orOeGvlrXyhSKfz7N371601tTX118WZF5p079UKnHgwAGA6k7pamNRRx1//Nl388n/eh/7e0fAm9u1QpnN5YjqQmnnNFZeEApJRNwilLQpeD4hywxbFtySYY0Fxo9eoVEhCxRMbqwnIwWzXhqnd5TJkRCWBo3GnnAJT7mUGkKgVXkgUKClIJJ2sQdcJlKzLNvYSc+hAUbPjpOZzFJTn2D33VtZt3sF+wdG+E/feZDpfLE6KLmoNsnfffBn+NO3vgUvMP2av3thL38/vp/Am6PAV8QcM4Uig71jDJ4cprmrqVqKs+qi9K9uMi2GMv1Xo3Gl5olkkf9YPp+/cfNNfOzb3z3/RF8gw7GERJQzIDcwbDMpJYlQiH+/+2YA/uKZZ3lhYNBUNTXGXAwjHROUs89dypTCfC8gHgtxtnuQL3/zSfyYcRN1z/G4UULT67o80Jtl+kSe2O4WDlkF/DLDTQMlNKfiAWyvNT03LbFcbdQXMLNBgYb+UpEwFhHPoyB9xkKalb7N8hXNDBdnKFTmnKShLAu/XDaTJhsLl8AKC9qaU9y6/eJzSa+lqIBMJpNh+/btl/x+hkIh2traaGtrq+qxPfPMM3zpS19ieHiYFStWkMlk6O7uZu3atT/xYPPa6MjNi+tVOpuamuLZZ5+lvr6eJUuWXNKQbX4/Bq4OZLLZLC+88ALRaPSyN/GVhpSCX/3I63AsuWAXXhlMrLKgMLt+X2nyrk8p73PH4sVsWdyGZRvPk+WRJMmiMIrBYQsVtkyG40HYttCW5KwDwytSNLXXUCyUkA5opWh6ZAQn66NtibJMv8bJ+6w6kEV7AcO9E/heQKI2yubXr+UDv3037/+Pd7HxTet4/MQZfutbDzCRzRunyHJ21Dc9y8f+z7cJlMKxDINtdWMDgTJAOCf5YRhRiZJmqm8Cz/WrIFPUisdbApQtqpYxSuuypAsM4zGayQKwo72de1atrrLFDKW3MlAqjD5cOZTWWFpya0M9HdEY7akU965dw/9+z7tYVl/Hsvo6/sfd7+Dxj32Exz72C3ztfe9mZUM9xu7alC1vD2rYrOMU8yVy6Tyrti3l2fv34xY9hBD4C765lZqV6f8MNtmcOTjE97uHDcgsQMNKU6t80aUgCEuUZa6tsk3JSxYVYSnJTxXwCj4FrTju5znSPQJZH6ukiXqCuJLEPYHtamxfU1+S1JQEzYkYb7ptNb/+C7fTcIVW3TdyVEBmdnaW7du3vyw/nIoe2zve8Q4KhQKf+tSn+MQnPsETTzzB9u3b+eu//utX8chvjLihMhrgilw2X+2MZmBgYEHTf3Bw8JIW0q9kPgYM2+7QoUN0dXWxbNmya7q7Wb64iXffuYlvPnCQwJ83C6Qoa4iZ2pIWpl8AmsDzeenFM7xuy1L+8y/djpt3+dqfP8isjtMvNRl8RnWJwFVYgUaGLaQGP1DkGsNEQvWE+tJ4RSOxY0+5NDw0Sn5FAuVIUpMlFmUEXUtbmNTT5GeLzE5mWb6pi9vu3U5zZwOPdPfw5w88zVShiDtf/XNu7Ieh2SzfP3yCd24yCrWv61pErSeZto3/SZnvgADWDSu8UkCiLkZ6Ypba1lr+SU0wIObM1yqEL6tMlVZa87lHnmNNSxN3bVzF+9at4/6jJ1AXuD21BjcIqqSAtckEv7h6JVs2bbooGykWMoC3qrGBr3/gPZyYmOLE0T76f3Sc/GiGfpFF2pI1Ny2nY2Urz/3gIEubExwmc+Exy3IrLQib+ZpJUbln503azjuP0i9LxUhQIYn0NHZBIT2JjSCXcwnKfjdaQDFlk865ONM+qtHG1wpZ7u/EQg4NJZsPvWcHW7d2UVcbIxS64ZaXqwqtNUePHiWdTrNjx46rMl07fPgw73znO/nt3/5tPvWpTyGE4N/9u39HoVA4z8zxJzFec3fCq9mj0Vpz/PhxBgcHF1CsLyZBcy2YZf39/Zw4cYJ169a9ar46H3/fbrpa6/j8154hk3ehrCGmC+DFjW/7/GFCY98b8OzBs6xb3srqxlqOpNP0RzTKNTRpP2aYXqLc+JZSEHFsCkqRCQkCP6CQLWGnIoxsqaPUFKWiQDybjFI6PYsd1ViOoLmrnt13b2Hbm9YTCjv0jE/zB/c/jusHnKsLWSa6VY/14eO9VaAJOTbvnk3yYHiWgbgpBSWwuM2PUz81Q7I2zubXr+OZ+16iRxcZag6MeVyowjU2rx8IzDCjhh8dPs2DR07zxSdf4pbViwl5EmWBXwY/W0sINIubasEShC3J2pDNXSuWsXnD+iumtAshWN3UwOo7GkivX8HZ7kHcgkdDex2dq9uYHk0jhOCMKhmmWhW75sCjgiuWDyTCC8Q6F3zA8tNE+bFam01H/cE0Ihkh0xrGVxplizmPnTJqe0kbnVfUzUJBBthxm9amWuKBBEezbWsXzc2vvnXH9QqtNd3d3UxPT181yHR3d3P33Xfza7/2a1WQqUQ0Gn3F4p6vhXjNAc2rldF4nseBAwcoFArcfPPNC/oxF3rP+SZIV8ssO378OCMjI2zfvp3a2tpr8TEuGEII7rx9Lds2dPLpv/g+QyMz+ARQUgit8GICbZnMxvI10tPkcPG14pHnTzLZXM/ZUIBSpqwjfCAqjNGYI0nWRLEsC9fzcbMFZgem8XyFtARj62opNUcRvgZltr9+zGZgXT3y8X5KuRKJ+gj3/d2DHHzuGO/+d2/le4dO4PoBwgvwwHjFnDuYUf7R/JKVlJLtO1eS+6fnqV3ZBBGbpJZM9E4QbUmxaHUb8doY8WSMv3v6JSCLY5kcxJuvG1b+X9s1jXmtIOd6PHKsBy0hirMgOShpn7C2+J8/81b27t1LW1sbK1euvOQ9USq4lAou8ZrYeYOLNY1JNr1uoY9IQ3stDYsbOJUZNAKp9jzFB82cJhxQnw7IE5hmywKknnfQC5NEhBaoRBg/GUIJUQVfwRyFWXrm+UFEks/6RBDELYtGGWJiOseO7Yt/IkFmamqKHTt2XJXO14kTJ7j77rv52Mc+xmc+85mf+F7MxeKGA5orKZ1d6x5NPp9nz549RKNRbr755vOme+drnV2ph8ylouJZUygUuOmmm4jFYtfmg1wmmuoT/PYvv4EvfP05jp0coVD0sFzT/VWOqBqhmSq+pljw2Huwn7ORUeMD45uFS6CxSpogDH5ZEr5QKJH3fGK+IHd0nOxMERWyybXHENrIpQhboAKFQJCzNMWmOFu2LqO+NUl6Zpbje3v5x//vProXJ/C8AFlZKMsS+AvSLsBCcNOSRQs+o72qicOrk5zNTxLKw5KsZlsszu3vvZlkfQLPD8i0xqhd2444cQrLMmUiG42rAzMGqsEuGetjhOnXaGW8U+yyzXPlmlfEONPZAp/+2ve4dfVSblm+/KL3RDFX4rnv7aP7mROUih71rbXsuHMTa29eccn7SErJlreux71vwPzbX8j4Kh8Mtq9p7p4lyLiEtMCtKDbPr55dWI+TUk3EZDmuLit7z0GTCMzPK/JG2BLlgecrMrkSG9a387Pv2XHR43+tRUWF+ZWATE9PD3fffTcf/OAH+cM//MN/tSADNyDQXC6udelsamqKffv20d7ezurVqy9Y6rDmUVRf6aR/oVBg//79hEIhdu7c+YptZ19urFjcxB/99t0cOTHM//nGCxw4MYQU4JUBvrKwaEyfgpJinBIqbs27W4znibCN+sD4bB6hNU4+oOZImmgyilfyyEoz4+JYEscyxmaWJXHCNtmSy6KtnbREDX27sbkBqW3IClrDcVDTVI5GuAIdoiplUjnA9poEd2+cMzPb0zvE73zrYaPFFrbIK013RFC/rIlVO5dxfHiC//xPDzGazhJohR82cyhRx8ZGILHwdIDvm0ym8j5BmSptqkeKovYIl+2GC56P1jAxnWNGS/aOHeKFoWn+8H1vIWTP9Wa01pwameTbX3uKsX19dCRiROJhTvSP8cNvPIL7xPO0NNaweXGr6fNozaraGhbHYtS11FDTmGTfycEq1gpAKIGWc7M94aKifc8UatwlWRtjaeBwWvgEei4rqeB19UyacSqTpZbnY6oW32UbBVHOciuVuErLrD4V4a1v3cDOm5axdEnj+f43r9GoVBsmJiauGmTOnj3LXXfdxb333suf//mfX3drkxstXnNAY1kWrnthefOXGxVdtTVr1lxy8r5SOnulTf90Os3+/ftpbm6+KKhdj5BSsHFNO//Pb97Jb/zuNxmbyhoDtHkfSQiBpSHkQb5s8Tv3S7M4WUUQKsASAksLGk/lsNMe414RS4LwA2QpwIuUR240hCOOITtpaDqHWWc7Fr4bsCVUywNeH75jzo9Eo70yWUEallfEsvjr999FIjz3Gn/36EuU/ICoY1evj+cHPH92iL1nhvmv336MyWwex7YICxsR+BSsgKIf4FhGJmZ9azPHzo7iC3OMQRCglZFbsX3F+jHFkVaLEkF5DsZYLSjfyOnbUvD86QG+u/cY771pPQAzuQKf/efH2Nc7hFvykV1hWqVki2XzTMSmpALEbI7hTJ49PUNYCCyt0QG05RUrA5uRtjgnshmEI+b6MxoIytM/WqALkrFl9UQTedS0R2tvgWKTZLTGQtsm9XE9Q2UWlWMvk9CswIhrVrJaoUGWKpREXb3uANLXWMDWLXU0NWXJzA4yPOxe0TT8jR4VRfbx8XF27NhxVf2TwcFB7rrrLt72trfxuc997l89yMANSG++3AJ+LXo0Sim6u7s5ceIE27dvv6y8S6V0Njw8XDUre7kxOjrKnj17WLJkyWU10q5X1KSi/NdP3sWm1W3EtHFIFNpooEWUIOFLM/Soza52QZmmvCjZJbAzCoqKdCKE5ysUGitk0dSYInU2h9bGnM2J2ihb4KNpCSycqUL1WLTWpMcz1DQmOPnwMTqfHCGU96vvKbSZz7A808C+vTnF+JnT9Pf3UywWyZVcjg2PEyhFplBiNl+i4HrGLRT47t5uJrJ5QraNVd4oxCyHmGcR0xYfuWkLf/Wet/PFn7uHtze3g9Z4WhvKs2UKikv7iryhvpl39wnumLZpssJYeQM0YGjNbhDgBYoHj5wGYGZ8lt/8y3/m+eN9+EUP4Zl7d1h7POhncFEgBL6GoHyuA63RvkYCQ3HJExGfY+lZo2qtNSIoozZGfVkos/gLTP8k25Ggf00tU7kCu50abhmE/3DTVv7h195LPJBG9SEo99vKzyWYl+WcG5XrXr4PLA/uecdmfu3X38VNN91EKpVicHCQJ598kueff56enh4ymcwlS+A3YlRAZmxsjO3bt18VyIyMjPCOd7yDO+64g7/5m7+5Ib7nN0K8JjOaV9KjqTT9i8Uiu3fvvmx/RClFKBRiyZIl9PT0cPToUerr62lubqapqemy8y5aa3p7ezlz5gwbN2581exXrza6Our5k0/fS8/ZCX7n9+8jn/eIhS2EEHh+YLzjBdhFjXIgKNsKiKC8QDHnAe+HJQqBEEZoMBIL0TqWJxIt4q6vx0XjWJK3b13F+qxkzw8OUZgtEY6FyM7kSdUniCejnJ3JsaK+hvF0QCAs4woaMjMmUgtCWvKOHduoT9qMjIyw99n9TM/6FF1TxqooUZf8AM8PsG2LkhcYgdFzyju2lGhP857N62hMmnvhtz/4Fpwv/YCHRofJ2JpozmfxsMuitgYe8XIUUpLoRJaZcBghFi7QZuhRkymWePZf9vCPn3+Q4+tSVQUFrTXCBRGyKFYpdOdHYAks38j04wjjH1Tpr0jM0E/5DYWY5/sCICCwBX0tERbPFggpEKN5RodnIRcgLZO9VK6jqPDAK3YM815HeKZsVpm7kRpu3tzFz39gN0IIkskkyWSSZcuWUSqVmJiYqMrrO45TlWCpq6u7KtHJ6xVaa06ePMno6Cg7duy4qr7p2NgYd911FzfddBNf+MIXbujPe73jNQc0r6RHk8vl2Lt3L9FolF27dl2yP3Ju03/58uWsWLGCXC7H2NhYddamtra2Cjrn7oCUUhw9epSpqSl27txJMpm80FvdELFscSNvvn0N9z94iHzRw5YSL1BmxysESlP2fdeGoTafpCUESJDFAD9smTRZWuSzJRzHYlne4l07t7N052JqYmHi4RBBoGhrr+fwsyeZncyycstitrx+LQ9/9Smi8QgtbTX4/gyWb2Y1VEERithE4xGKfsCpkRlCAzYP/58XGO4ZZWhpEpYmjcOjnjNWq+hVvmHdUp4+2YcfKOx5LC8/UDQmYtTG5ko+0USE3/n1e7nriWP881/8C7GaGCcXN/KUctGBkZvR9SGCgKqj5LnZQC0WP/zS40xkciBrjLZcmZetlIZAQfU4zn0FjULg+6bXVDnXgnKZzgYxbw2THoj5oxjl7KOYcPCnTE/R1ZrP/f3jUFTIkFjgUSQCUyY7L1MPQJbM+bcsyZLWWj7+4VvZtnXxBe+hcDhcldcPgqAqr9/d3Y3nedTX11fl9W+kEpvWmlOnTlUZoFcDMhMTE7zzne9kw4YNfOUrX7msJ82/trjhzsarVTqbnJxk//79dHR0sHr16iuyW67qUAlRfXw8Hmfp0qUsXbqUYrHI2NhYVTI8kUjQ3NxMc3MzjuNw8OBBlFLs2rXrhvpiXSx+8RduJZWK8MOHjpLOFIiHHGxPE9g2E75r1rv5LKYqJan8/+EQpUU1JrvxAhqLPg2pGKm6KEtXttBeNwe0liXZ9LrVbHrd6gXHEEvFyGUK4EisOgG2hY1hqzkhx2hsKc3pZ09x8KGTTA5PY4dsZhINWJ4mKE/Xz08UWqMRNjYlWdnawMmRSaMcIAR+ECCAD+7ehH3O7lMIwcbb19DXPcBDz3RzPHDNxw4UQmvsqEO2Kqmz8P0E0Drtk8kUiBSNmKaWwtgyKKOKFsjKSZtfj5z3CloTlHtU57THzOxLOakXFyp5zbsug4FPyLboyRaZmsojLMOo065REaiSASj34SrPDQzV3SkoUokIb3nzOj72C7decdnYsqyqivHq1avJZrOMj49XBSeTySRNTU1X7GD5aoXWmtOnTzM0NMSOHTuuykp5enqae+65h+XLl/PVr371uhN8XgtxwwHN5eJqSmd9fX0cP36ctWvXsmjRoks+9uUMYUYiEbq6uujq6sLzPMbHxxkbG6O3txetNdFolLVr115Xk7ZXEpYl+cB7d/KB9+7E841XzFf+5+PsfamXtNZ4VnlR88tZTWWNVGCVFNLXJrtB44VtxixJcSSNp+HMyTGaOurIpgtMj8+SqovT2FZbfe+Z8Qwn9p/lzPFhzpwYRQDxdQ1Md8XRZXq0ZUsKJQ9bCILDI/ieR7wmRiwZYUgIChoiJQgsjQhbWJZEeYqu2gRnent4Z0eUB1SKo+OzBFqQiob54O5N/Oyu9Rc8H0II3vzh23ksM4OemDK2xgIi0TB2yKZQKhIEYNvGngDMuQhbFpGpIsWwjTPu0zhRYrwpgm9ptGXNnbdAzOuSzstqKqyw8rDkfGGE6rGV3+uCd2cFLJSmH43lB/S8eLqsAiCqPa8FwgEKk3VR7tsEGsvXtDalePe7tvHWN6+7ajC4kUtsPT09DA4OXjXIpNNp7rnnHtrb2/nGN77xmvmuX++4ofxowLB8LgUk09PT7N+/nze84Q2XfS2lFMeOHWN4eJitW7dSX19/ycdfi0n/yclJDhw4ULV8HR8fR0pZLa/V19e/phqEhbzLEw9188MHDtE9MUPgLCzxaG0ay4ZuC2hDKNAakAIr72HnfKJK0dKQIBIyMgRCwLJ17Xzg195M34lhvvflJxk5O8HE0DSBr7CkwIpY9G1qoFQfwQ7ZWLYkGnJ4fSTFxLO9DKfz2EBtoBlvCnN6cQILQ2YIx0JoKQiU4nff9wbesGEZuVyO8fFxTvUPMTo1Q1dTHTGiDB4aY/jkGLFUjA23rmLj7Wuwnbk92P/7naf4zgtHCUmJE3Kq90Wu5FKirBINZoBUQ8QVhGY9ah84jir5qLoIY3euwIvKuexPGZtjLbUpv1V+Pq/sh6ewigodtjiPtnMuUDD3ulW+RkkRna5kVKAtIyVTccSshgKnYEguFbhb11XHr/ziG1m+svlVvV/nl9jGx8dxXZeGhobrUmI7fdqQSXbs2HFVKumZTIZ7772XZDLJd7/73auiQf9riRsOaJRSl9T+yWQyPP/887z5zW++5Ot4nsf+/fsplUps27btipr+r5S+PDAwUM2c2tvbq687PT1dzXaCIKCxsZHm5mYaGhpeM7XcIFB85X8+xj8/fhS/vOFcMPRXLsFUgabcJRe+NqQBrbGzJZJFn3BI4BV9o0qcihAKWYRtiRQwPTpLKBZiWmhCDQlqEmHybolFtyxj800reN3aLv7sL77HgaEpAjRaacKBoms0y9mmEJm2OAiwQzZKa2JYRDzJktZ6fvZNm7hl0xIAXNfl2P6TfOu//5CJ/kkiiTACCwuL3e/cxs/827cihKBYLPLVHzzOP+zpI2zbOOXZGKU1Rdcn7jhk8yVsxzJumq6mkCnhC0i+0Ee4d5rMjkWUFtehbWFoxkpU3U41LByoxAyHWp7AChRWukipPmoeM6+lIyrNexY+t3oNFITSCsfTVclNXd4kaI2hSFcyGx9qoiFCjkU0rPnYz93ELbs2Xpsb52WE1ppsNlsFndnZ2VetxNbb28vZs2evGmRyuRzvec97sCyL+++//6qyoX9N8ZoDmnw+z5NPPslb3/rWi950uVyOPXv2EI/H2bx58yUX83Ob/vP7MVcaFcbK0NAQmzZtumjmpLVmdna22tcpFAovi8H24w635PNP33ier96/z+iBVSivlQdoENWhzzLQuBoZzG2z7ekC8ZJHJGyRmy3ge6YcFYuF0UohQoJ0Vz1FW1btmS0/4J7ty/jF33w733rkEF+873m8ooeljcqCsiS2p2jdN4CzvJ7otkXMxhyGh2dxENiWhecHOJbFb37wdbx+23IAvvs3D/LiD/azaE0b02MzDJ4aYWY8gwoU29+xgTt/8XamMhPU1tbx9YPDPN19Fl+pMtNL0JSKUZz1EEAkZJuFciaP7/oEUpDomSJ8YIjJu9aibaus1lle7MXcQGT1C1hhgZVPl9SQGsqRboyiw3LucRpENYsyryFdRZkpjfA0TkkjzykMaMFcybPylkqzoq2O979nC0NDZ7n15k10dl66vHy9Yn6JbXJy8pqV2Cogs3379qsi6BQKBd773vfieR4/+MEPbmiSz40Sr43t9LywLKuqmHyhG21iYoIDBw6waNEiVq1addmm/3wPmasBmSAIOHToELlcjp07d15yZyOEoKamhpqaGlauXHlBBltTUxPNzc03pNCe0j7LVkp+7aOb+PuvH2c2W4SKAnR51sTIopQXs8rMB5RbEIIgEaZoSQqBRidiRv9Ma1xHIjJFMvUpPEciA4UEHMeiKARP9k3wYc/ne091Iy1JPBqilHeRQqI9ZZ6zrJF77tyCXxPj888ewRaCaNTBDtlEQjaZfIkvf+cFOqRN27ImTu8/S7I+STHn0nd0hFK+RDIZJzOT49jTPaSn0uz6wEbi8Ti3LKpn78F+ssp43zhawLRPPOYwmy+hygQIFShUOaNTSpPftQwdsheiMSaTkK5esPCLc3oulq/BdggVNbrk40ct02epZCLKALt0NXbBZJJWIaiqMZ8blf6agyDADJd2NNXyyX//ek6fPs4dt2191YRdrybms9iUUkxNTVVZbFdbYjtz5swrApliscgHP/hBCoUCDzzwwE9B5grjNZfRBEHAgw8+yBvf+MbzMoCrbfob35KXX4cuFovs378f27bZvHnzK2KbFIvFanltenp6AYMtHo//2HWSstks+/bto76+nrVr15LNlvifn3+MJ586SVC2LdaOnBNxVBrpqoXlNSEQvkJ6xsq4+vhqD1zj1jhm8VTaqENLgbIkSgpWtNdzJps1JZ6Ig1fy8F3DDiwpzb23rsE6Mswzp4Y4UxsyWml6TjolAIQUbB0v0dKQ5Ew6x3DEwVUKMZWjreAS8QJmJzOk2mKE7BDv/a27aFxVy+9+4UkmZ4vEwzaWbSOlJFdwsSIWM6VS2aWyAqoa6QU4mQAdsvHDco5OfLHLWHlqmQAgPYX0wCpodFhUM0dFmS0mKasz6DnmmQArbzJzFRJzysvz3tcMvWosKVmztpX3vHs96fQgGzZsoKWl5arvj+sZV1tiO3v2LD09PWzfvp1U6uWLf5ZKJT70oQ8xOjrKgw8+SF1d3bX4OP8q4obLaC63oFYAYT7FudL0HxkZYceOHZe9Aa5F0392dpb9+/fT0NDA2rVrX3HDNBKJ0NnZSWdnZ5XBNj4+Tm9vL+FwuAo6NTU11x10KgSM+X45qVSUT/7223nrm9bxf778ND09Y3glD10GBYS4oHCjKCtBaruSBc2FtiRaGtFKLQwoBJYwQsNKMzgyQ8nSFIsufsEl0BppWThhC8tXuOMZBvadpX5JHWe1hy5nGNVF3JIIpbGk4KV8kYloeWNgSWhK0qs0jadGCKFoW9xKdiJPZjxHanUH2aIiGY+YmSIV4LoeaE16xjO9E4d5TXmBnfHRoZBZ/D2NX8lczh+ZWTAnIwJtSmBlR1QZKAKsCuO5Kg9DYDIiuYA5Vi1aIj2Nspg7xwpCQlATdojWOLztHZvYsbOFU6dOsGnTphtukPhSMZ/FtnTp0ouy2BobG6mvr8eyLPr6+l4RyHiex0c+8hEGBgZ45JFHfgoyLzNuOKC5XAghFlCc5zf9b7755ss2/a8FyIyNjXH48GGWLVvG4sWLr/nC7zgO7e3ttLe3EwQBk5OTjI2NsX//ftMbKJfXrgeDbWRkhCNHjrB69eoLZolbti1my7bFTIxn+F9/8yh7Xuyl6GujFiAqKyuAMAuh0milwLHPW3RFYCRWKpprPhhfGGlKmiElsAoupbhFxvWpDPaIoiARcch2DxNNhKkNhzmULVGSoiqtYhSHBaGhWXqnSkyuaqGqRllhJkvBVFcDOztqSdTXMDueJ5qMGmkYzCbHDHtaaA35dM7M1BQBtyxVU578xwnNlcTKmUcQngc25T8V4Jjff6nIyUhPm9mbgiKILHRJlb4+j3VWFb6svGfBx5KSRNxh/eZOVi5voa4uxtZtiymW0pw4cYLNmzdXfZdeq3GxEtuxY8dwXZdYLEY+n2fTpk1XBTK+7/Pxj3+c06dP88gjj7zmz9ePI2640pnW+rKimY8++ihbt27Ftm327t1LIpFg06ZNV9T0r6gwX23Tv5J+b9iwgebm5pf1/FcaSilmZmYYGxu7Lgy2s2fPcvr06ZclnTM0OM0P7j/Ic8/3MDJhnCClFISkxCuYLED5CkIWFyoj+WGJHyt/juqqSdn90UdpjZ90CMKyysKyPE1SWTQGinrfJx8J05fOkW4IQcXUDXCyLsmX+iisbsdtML20qtx/WUJAAC1akMn7SCm4ZfcK/s0HdvE7f/NDptJ5YlEHx7LQaEYms4ZN5wuE1sx545lS4rmfT4HJ5OYLAlRYYvMAyDDBNHax/HPPHJuyTSnM8hTalqa/A+VSnUb4c2VCAo3lKmrjYd7ytg188GO3YpcZc/39/Zw8eZKtW7f+RO/MKxP/fX19RKNR8vn8y2axBUHAr/zKr7B3714effRRWltbX/XjfuKJJ/izP/sz9uzZw/DwMPfddx/33nvvJZ/z2GOP8Vu/9VscOXKEzs5OPv3pT/ORj3zkVT/WK40bDmjA1EIvFU888QSLFi2ip6eHzs7O69L0rwhxTkxMsHXr1qvaGV3LqDDYKn2da8lgq4gLjoyMsGXLFmpqal72ayilOX16lCcfO86RQ4NorZkYzVDMubhuQGDD+faZ5VEQR+BHLbQtqwurcM1EvpYCbIn2VXXu0fjWyLKtgY+0JDoICKQxWdNorLxHbDyLypUorGzCT1y8eRzKB4SFIBwPoxA01scJLDg1k65wGrBtie8r8HR1fujcz8EFSFHVStm8RFQoEAWFLNsmC18jKx7UijlCRfkFZKVfU8kIK8w/ravU5rCANata+fBHb2PVuvaqxtuZM2fo7e1l69atr6rZ3o0QAwMDnDhxgm3btlFbW4vrutW+znwW2/wS2/wIgoDf+I3f4KmnnuKxxx6jo6Pjuhz3D37wA55++mm2b9/Ou9/97ssCTW9vLxs2bOBXfuVX+PjHP87DDz/MJz7xCb73ve9x5513XpdjvlzckEDjuu5FlV+11jz22GN4nsf69esve/GvhYdMRYjT9322bNlyQw5mVRhsleZoTU1Nta/zchhsQRBw+PBhstksW7duvSambJUM8nvf3sc3v/YCM9N5AubmOhY+GNBmPkZFLFTIKsu+VBbvcpO7FBiJ+3lPw5IIXyGCMs+3QjTQGnxTgiNQuDGLIHkR4oaGhAu2bWHZRhx0NlskbFl4QlG0jdaY9CEsJEV9kfF8BQh9Hp14fk/GPE6XS2RzvxfzS4plRe1KVEUwMYOptbVRVq9swXUDalMRmhsTLFncyLYdS4jF58C0Iu7a19fHtm3bfuwbpVc7KiBzsaxtfolt/qCo4zgkk0kWLVrEb/3Wb/HQQw/x6KOPsnjx4h/DpzCb4ssBzX/6T/+J733vexw+fLj6sw984APMzMzwwx/+8Doc5eXjNdWjqWQVruuybNmylwUyV5PFgJnb2bdvH/F4nC1bttywA5bnarBVMp2TJ0+SSCSqfZ1LlQsq/S6tNTt37rxmcz2V93vHPVtYvrKZ+/7vHvbvOUPe9cGe13vQZTQp+6VIV5VZZ2JBDwNfn7+2z2O7VUGm8viy6Ge5joftmml+fYGMyioGlAJwXZ9KLU0LgU+A8DXx8nM8X6GUh4hZ6PA5mxdlaMY6JKslOV3JTvxyw76iMzb/eRUQqqQr850wywBkSUHIsUgmwty8azkf/rmbiccvTe2tlJAqel5XM6D4WorBwcFLggyYDee5WmwTExP84z/+I3/8x39MTU0NQRDw1a9+la6uruv8CV5ePPvss+cNsN9555184hOf+PEc0AXixlw1LxCu67J//348z6O2tvayWcW1aPpPT09z4MAB2tvbL+sBfyPFuQy2iYkJxsbGOHPmzEUZbIVCgX379hGLxdi4ceOrojclhGDN+g4+9V86KJU8Hv3hYb7+5aeZmi2anoYlyzM4pqnuBIqkbzGbc/Ftw2Kz8h5e1EZHnbIli65u8YVScz2K+TyEBQcBaIGTCfCi1lxWpcCalyVpKBMTzAv5nrFxFuX5GJTJNMKzPl7EQkXKJm2+Mu6jAnRJLZyTCRQogfQCdNjMxFQSLlF500rPpvLZyk8OAxuWNPEb//kugkDR1JSs9lwuFZUyaEX+/id9gn1oaIjjx4+zZcuWK+4/zWexfepTn2J0dJR/+qd/4uabb+aDH/wgtbW1/OIv/iKf+cxnXt2Dv8oYGRk5j5re0tLC7OwshULhhpjJe00ATTabrTb9t23bxqFDhy6q4Dy/6f9KQGZoaIju7u6Lsq1eK+E4Dm1tbbS1tVUZbOPj4wsYbIlEgp6eHlpbWy+rbH2tIhx2eNs9W3nbPVsZ6Jvku19/gaMHB5hO5ymVAvACIhGHRCKC8gLy6eLcZ5p1CbRARWy0EIhAI4u+mcux5FxmBAtZXlBVL0CbXkylQisAbTHXYOccnFKghMayjBxPtX8COIWAQOuFcyvMoyvruZ/IUoAINFor5DwQqoKmnmPfVRhpCVuycU0bH/3Nt9DcfOUlr4rvfcWS+FqUQW/kGB4e5tixY2zZsuWyuoYXCq01f/AHf8D999/Pc889x9q1aymVSjz22GPMzMxc+wP+VxQ3JNCIsn89wPj4OAcOHKCrq6uaVVzMKuDcpv/VgEylzDAwMMCWLVt+oqiMlmVVs5kKg60y5CqlxHVdRkdHaWxsvK4lwkVdDfzbT74dgFLJY3x4lu5D/Rw5MEAh57L67k24swW+98095FwfC4HIe+iCT2UVFxqULwniDgvcyDQQzHNFVRoRKLQ22dMCBnalqV+Riqk02pUuZx5zrEWgKgMjlMYqKZQzjwmm5gzDKoKZ0jOEBoQwTptFDY6sWihbvqJGa7qWN1PTnqDolrClz6LFKbbctAInMrd5ulxorTl69CjT09NXbUn8Worh4WG6u7vZvHnzVYPMn/zJn/DFL36RRx55hLVr1wKGOn2jNNQvFq2trYyOji742ejoKKlU6oa57jck0MAclfjkyZOsX7++KlIJxvzsXIXna9H0rzTCM5kMN9100090mUFKSaFQYHJykvXr15NIJBgbG6Onp4fDhw9X5T2am5uvqwZbOOywaEkDi5Y08JZ3blnwu7d/4Ca+/P89womjQ6TTBfI5l/mIIn2FyLoEZeq0LhuLVZvrWlPhIIsyRXiOMGAyCamBUlD9mfQVMmQTOBKlNUFQNgjzymW6wAAXUhra8TxRCwHmcZV+UOV9vMAAkW0hAo1tSdpaUrzj/9/euYdFVe57/DuACHK/DhdRbroRL1yFMFNMEgRlxjod7Vh4qbR2uo9Gp/Qpc2/LvLXLzNpWTx1sq1tF8IZmKkqWcjRugnIxRURUhuEyAzPDZS7v+YO9VgwBwjA3hvfzPDyPLNfAuxhY33e97/f3/c2bgulzJsLW/vebg1KpRGNjI4RCIW7cuAGVSsXmffU2IVCpVLh58yZaWloQGRlplOYVbVJbW8uKjCYTQ0IIdu7cid27d+P8+fOYPFn/gaKDISYmBqdPn1Y7du7cOcTExBhoRH/EKF1n7e3tuHHjBoRCYY82zIqKCiiVSgQHBwPQzn5Me3s7ioqKYGZmhpCQEKMPuBwMhBBUVlaiurq6xxkgE6dfV1c3KAebrqh7JEZ9XTNKi+4j5+xN1D4U/VsAOjfL7awsIG6SdW74jzBnzQHKEead5gMCcBRKmLUrQcw5UFmN6FyCU3V2FAWH82/5IuCYmcHaygI2ZhworEdghK0VWqVtaG6UsQWo7OqcWRenmwqAQgUzhRJ2luaQE0CuVAEqgpGWFpgxewIWvz6j83GHw4G9w+N/rt0t7TKZjO1a6ebmBisrK6hUKpSUlEAmkyEiIsKkf4+Bzpn7jRs3EBISAldX1wG/nhCCL774Alu2bMGPP/6IqKgoHYxyYEgkEty+fRsAEBYWhk8++QSzZs2Cs7MzxowZg/Xr1+PBgwf4/vvvAfxub37jjTewfPlyXLhwAX/5y1+ovflx5OXlobm5GeHh4T3e2G7fvo3W1lZMnjxZKyLT0tKCoqIiODk5ITg4eEj1ixkoTFwPUw/0uFDA7hlsNjY2rOgYsjNid8QiGVql7XBx79wkL/y/O/j247OoeyiCihBYWpqDY2YOhYrA3MIMFhbmULTL0d4m/92AgH8LhoUZiIU5zMw4sLWxxEgOBza2I/FfK2Yi4skANDe34eKxAhz87hd0mJv/vjejUmKUhQXMzTiQKwjsHKyQ+GwYnl3yJJpFMtyvqofFCHMEBnnC3Hzwv2MymYx9b8RiMWxtbdklZW26Bo2Vuro6lJSUaByhQwjBN998g40bN+KHH37AtGnTdDDKgZOTk9Njv60lS5YgLS0NS5cuRVVVFXJyctRes3btWpSWlmL06NHYsGEDLdh8HGKxGBYWFr3uE9y9excikQghISGD3vQXCoUoKSmBr68v/Pz8jObGqQsUCgVKSkrQ1taGsLCwAS+pdHWw1dfXsw42Nzc3ODo6Gt3PTigUoqjwOgIDA+HrNxYKuRIVNx5AJmnHaD9XjBxpgQsnr+PK+VKImmQg4MDaxhJcbydMmOKNluY2CB6I4DHaCdPjJuBPk9VNIY3CFpw6cBW3yx7Cxt4aT82ZiKhZQTAz63SmaUNM+ktbWxsKCgrQ3t4OlUoFS0tL9knHycnJ5CZPjMhMnjxZo4QOQgj27t2LdevWISsrCzNmzNDBKCkMRik0CoWiV1cZ0JnSLBAIEBoaCkCzSn9CCO7fv4/bt28jODhYL9EShqS9vR2FhYVaSZoGoOZgEwqFes9gexwPHz5EeXk5Jk6cOGRSiTVFoVCgsLAQHA4HoaGh4HA47L6OUCjs177OUEIoFKK4uHhQIrN//36kpqbi+PHjePrpp3UwSkpXjFJo+mrnTAhBbW0tbty4AQ8PD3C53AHP2FQqFSoqKlBXV6dxxMpQQiqVorCwEA4ODpg4caLWRaBrBptQKIRcLmcz2AxxY2My2kwhMPJxyOVytQlE9/qn/uzrDCUYkdG0rQEhBOnp6Vi1ahWOHDmChIQEHYyS0p0hJTSMvVShUEAkErF/PIQQdjbt4uLS541ULpejpKQE7e3tCA0NNYrNbV0iEolQVFQEb29vBAYG6nx5ixCClpYWNvhTJpOxDjY3Nzed9oAnhODOnTuoqalBWFiYyU8gOjo6UFBQgJEjRyIkJKRfEwhmX0coFEIkEvU7NcIYYJoaDqZ3ztGjR7FixQocOnQI8+bN0/IIKb0xZISmt01/QohaorFCoYCrqyu4XC5cXFzUZnhM9buVldVj055NAaadwbhx4+Dj42OQMejLwcYUJwqFQkRERJi0NR3oXApl2pVPnjxZo6fUnkImjXVfp6GhAdevXx/UMndWVhaWLVuGffv2YcGCBVoeIaUvjFJounfZZDb8H7fpzywT1NXVQSAQoL29nRWdESNGoKSkBB4eHhg/frxR/RHpgurqaty+fdsg7Qx6o729nV1ea2xs1JqDTaVSsfVPvTkVTYm2tjbk5+fDwcFBay7JrvU63fd1mLBJQ8GIzIQJEzRuNf3jjz/ipZdewrfffouFCxdqeYSUx2HUQsPEyTDGgIFs+jPtXuvq6vDgwQO0t7fDxsYGvr6+cHNzM+gfji5hkg0ePHiA0NBQo42C7+pga2hoYF1S7u7uA3KwKRQKFBcXQy6XIywszOQtva2trcjPz2dbautiqavrvo5QKIRUKoWTkxPrMNTnvk5jYyOKiooGJTIXLlzAokWLsGfPHixevNiolwdNFaMVmo6ODrVKf02dZUxh4rhx4yCXyyEQCCCRSODk5AQul6vzfQN9wlSEi8VihIWFDZnlI2Y2zTztMA42Zjbd24ydCVo1MzMz6mRtbSGVSlFQUAA3Nze9ZdIBhtvXYUQmKChILRlkIFy6dAnPP/88PvvsMyxbtoyKjIEwSqFpbm6G2b97x2taH6NUKlFaWgqRSISwsDC1aPTW1lYIBAK1fQMulwt3d/ch58JhYHrmKJVKhIaGDlnxZBxszL5Obw42pm7ExsYGkyZN0knatDEhkUiQn58PT09PgyaJ62tfp6mpCYWFhfjTn/6kccOx3NxcLFiwANu3b8fKlSupyBgQoxSaRYsWIS8vD8nJyViwYAHCwsIG9AvMzHQBICQkpM+bbltbG2skEIlEsLe3Z/cNhkrabVtbm5rJwVRuul0dbMwSjrOzMxwdHVFTUwMXFxdMmDDB5PfbWlpakJ+fDx8fH/j7+xvNDVOpVKKpqYl9f7S1ryMSiVBQUIDx48drnJz+66+/gsfjYdOmTVi9erXR/MyGK0YpNFKpFKdPn0ZGRgZOnz4NZ2dnzJ8/HwsWLMDUqVP7vJFKJBK1mpGB3HQ7OjpY0WlsbIStra3aZrUx0tLSgsLCQri6uiIoKMikb7oymQzV1dWoqakBIUTNwTZUJgUDRSwWo6CggE2uMFb62tdxdXXtt0FDJBKhsLAQ48aN01hkCgsLMW/ePLz77rtITU2lImMEGKXQdKW1tRU//vgjMjMzcfLkSYwaNQrJycng8/mIiYlRW5cXCAQoLS2Fj48PAgICBvULJpfL2eWbhoYGWFtbw93dHVwu12jqDRobG3H9+nWMHTvW5ONzgM7llKKiIvj5+cHT05N9f7TpYDMmmJuuv7+/wVoJa0pv+zpubm6ws7Pr8f1hRDUwMFBjO35JSQkSExORmpqK9evXm8TvgSlg9ELTlba2NmRnZyMzMxPHjx+Hubk5+6Tzf//3fzhy5AhOnjyp8cZhbygUCrWML0tLS1Z07O3tDfLL/OjRI5SWlmLChAlav15jhKkJ6mnNnnGwCYVC1NfXY8SIEazoGGMGW39gNsINWQOlLZhJW1/7OozIBAQEaNw6ubS0FHPnzsUbb7yBjRs3Dsn33VQZUkLTFblcjp9++gmHDx/G/v370draiqeffhpvvPEGYmNjdbYZzmR8MevSTDMxLperl5saIQRVVVW4e/fusIhYAX7PLetPTVB3BxsAtQy2obB/VV9fj+Li4kG5rYyVnvZ1HBwc0NTUBD8/P/j7+2v0dSsqKjB37lwsW7YMH330kd5E5osvvsCOHTtQW1uLkJAQfP755722GkhLS8OyZcvUjo0cORJtbW09nm9KDFmhATr3J1544QXcuXMHGzZswJUrV3Ds2DFIJBIkJSWBx+Nh9uzZOivgU6lUaGxshEAgULPlapK/1h+Y6ve6ujqEh4c/NuLfFGByyzRpz9s9NYJxsDHhksZYS8WkEk+cONHkg14JIeyT+YgRIyCXy+Hk5MQ+7fT37/bOnTtISEjAokWLsGPHDr3tUx46dAgpKSnYs2cPoqOjsXPnTqSnp6OioqLHCVFaWhr++7//GxUVFewxDodj8qGvwBAXms8//xwnTpxAeno6W5ioVCrZZbRjx46hoaEB8fHx4PP5mDNnjs5qS7oGSwoEAqhUKnb5RhszaaVSyTa0CgsLM/nqd23nljEONmZfh3GwMUWIxmAHZ5p4aZpKPNRg3HS+vr7w9fXVaF+nqqoKc+fOxfz587Fr1y69mmGio6MxdepU7N69G0DnPcDHxwerV6/GunXr/nB+Wloa1qxZA5FIpLcxGgtDWmhUKhWUSmWvM1OVSoW8vDwcOXIER48excOHD/HMM8+Az+cjISEB9vb2OhkXIQRisZit1WFm0lwuF66urgMWHcauzcTAG+NMXJsQQlBWVoaGhgaEh4frZHIgk8nYJ53m5maD29qZ5cHJkydr1MRrqMGIDGNk6U735Iiu+zr29vYYMWIEampqEB8fjzlz5uAf//iHXkWmo6MDo0aNwpEjR8Dn89njS5YsgUgkwvHjx//wmrS0NLzyyivw9vaGSqVCeHg4PvroI0ycOFFv4zYUQ1poBoJKpcL169eRkZGBzMxMVFZWIi4uDjweD0lJSXBwcNBZnEdLSwsrOm1tbWoFiI8TDZlMhoKCAtjb2w/Yrj0UYXLLJBIJwsPD9VJA297e3qODra+ZtDapqanBrVu3hs2em0QiQV5eHsaMGdOvPRlmiVooFKKqqgrLly9HSEgIKioqEBcXh++//17vfxcPHz6Et7c3rly5gpiYGPb422+/jZ9++glXr179w2tyc3Px22+/YcqUKRCLxfj4449x6dIl3Lx5U2Mr91Bh2AhNVwghKC0txZEjR5CZmYmysjLMmjULfD4fSUlJcHFx0ZnoSKVSVnSkUilcXFzYm1r3nC6xWIzCwkJ4enpi/PjxJu+iUSgUuH79OhQKhcFyy/TtYKuurmb3oJycnLT6tY0RJuFg9OjRCAgIGPDrVSoVsrKy8Prrr4MQAplMhpkzZyI5ORkvvfSS3rL9NBGa7sjlckyYMAEvvPACPvjgA10O1+AMS6HpCiEEv/32Gys6169fx1NPPQUej4fk5GS4u7vr7AYvlUrZ5ZuWlha2wM3d3R3Nzc0oKSlBQEDAkKuh0ARmedDc3BwhISFGkVumawcb4x4MDw83+d45QOfve15eHtsbSRPq6+uRmJiI4OBgHDhwAPfv38eJEydw/Phx7N+/X+PgzYGiydJZTzz//POwsLDAv/71Lx2N1DgY9kLTFUII7t69yy6v5eXlISYmBsnJyeDxePDy8tKZ6LS2tqpF4QCAp6cnAgICTH7jv2tumaa9VXSNNh1sTNjr/fv3ER4errO9QmOiq8hoWkzd2NiIefPmwdfXF4cPHzZ4Und0dDSioqLw+eefA+h82hozZgxWrVrVoxmgO0qlEhMnTkRiYiI++eQTXQ/XoFCh6QVCCO7fv4/MzEwcPXoUV65cQUREBHg8Hvh8PsaMGaN10WGcVtXV1fD29oZEIkFTUxPs7OzYWh1Ti1phEomdnZ0RHBw8JJYHu7agGKiDjWnj8PDhQ0RERBhttJE2kUqlbCCopl1exWIx5s+fDy6Xi8zMTKNwCR46dAhLlizBV199haioKOzcuROHDx9GeXk5uFwuUlJS4O3tjS1btgAANm3ahCeeeAKBgYEQiUTYsWMHjh07hvz8fAQHBxv4anQLFZp+wPj9jx49iszMTFy6dAlTpkwBn88Hj8cbdNwN0DkbKi0tRVNTk1radEdHB4RCIQQCgdpGNZfLhY2NzZC4MfdGc3MzCgoK9NZmWlcwDjahUAixWNyrg40Qglu3bkEgEAyLLqBA588mLy8PHh4eGqdOt7S0gMfjwd7eHidOnDCqhPXdu3ezBZuhoaHYtWsXoqOjAQCxsbHw9fVFWloaAGDt2rXIzMxEbW0tnJycEBERgQ8//BBhYWEGvAL9QIVmgBBCUF9fj2PHjiEjIwMXLlxAUFAQKzpBQUED/mNiNsGZ5l29zdaYjWqBQICGhgZYWVmx7Q304Y7SJkxOm5+fH3x9fQ09HK3Rk4ONseXW1NSgsbERERERJvdk2hMymQz5+flwd3fX2MwilUrx7LPPwsLCAllZWcNCnE0RKjSDgBCCpqYmnDhxAhkZGTh37hz8/f3Z5bWJEyc+dr+hra0NRUVFsLS0xJQpU/q9Ca5QKNDQ0ACBQMC6oxjR0ZVVW1v0lVtmSnTNyKurqwPQue/m6ekJJycno36PBktrayvy8vIGJTIymQzPP/88FAoFfvjhh2GxzGiqUKHRImKxGFlZWcjIyMCPP/4ILy8vtqdOaGjoH0SHaWnAtOXVdBOccUcxUThM/hpjyTWmzfWHDx+irKxs2FS/M3VBLS0t8Pf3Z3O+gKGXwdZfGJEZTCfQtrY2LFy4EBKJBGfOnBkWrjxThgqNjpBIJGxPnR9++AEuLi5qPXXOnj2Ls2fP4s9//rNW9ngYVCoVmpqa2FodAGpROIYUnXv37qGyshIhISEDzi0biqhUKjY2KCIignVJdXWwCYVCdHR0sPVUxprB1l/a2tqQl5cHFxcXjZaRgc7lx8WLF6Ourg7nzp0bFvVFpg4VGj0gk8nYnjpZWVngcDhobm7GsmXL8Mknn+hsNsss7TFLN0qlkp1Fu7i46G0WzTitHjx4MGzsvEqlkt13Cw8P71U8enOwMe+TMbir+gsjMswTuiYiI5fLkZKSgnv37iE7O3tYJCUMB6jQ6Jnt27fjr3/9K2JiYlBUVIQRI0Zg/vz54PP5mD59us5ms0z+GnND6+joUIvC0VWBpD5yy4wNpVKJoqIiKJVKhIWFDeg9ZYIl6+rq1Bxsbm5uRv2za2trQ35+PhwdHTW2qSsUCixfvhzl5eW4ePHisMh8Gy5QodEj27ZtwyeffIJTp04hMjIScrkcOTk5bNK0UqnEvHnzwOfzERsbq7OCNCZ/jRGd1tZWtSgcbYkds3QklUr1lltmaBQKBQoLC9kA1MEIONNanGkYNmrUKHYZ1Jhchu3t7cjLyxuUyCiVSqxcuRKFhYW4ePGiybdIGG5QodEjlZWVANBjkKBCocAvv/yC9PR0HDt2DDKZDImJieDxeIiLi9PpTZpZuhEIBGrFh+7u7hqLnTHklukbuVyOgoICjBgxAiEhIVpdmuze5ZVJMza04aO9vR35+fls6KumIrN69WpcvnwZOTk5Ju1EHK5QoTFClEolcnNz2SedpqYmtZ46uqzBYIoPBQIBWlpa4OjoCC6XCzc3t36LXUdHBwoLC2FhYWE0uWW6pqOjAwUFBbCyssKUKVN0euNn0oyZpx1CCFuro8+9t46ODuTl5cHOzg6TJk3SSGRUKhXWrl2L7OxsXLx4cVjk+g1HqNAYOSqVCr/++ivbU6e2tlatp44uu2y2tbWxosPsFzC1Or3lrw2F3DJtw8zqbW1tMWnSJL1eM+NgY/Z19OVg6+joQH5+PmxsbDS+ZpVKhXfeeQcnT55ETk6Oxm2cKcYPFZohhEqlQlFRERv6WVVVxfbUSUxM1GmhZnt7O7un09TUBFtbW1Z0mE1qJrfMxcVFY9fRUIPZBHdwcEBwcLBBhbWrg00oFEIikbCJ4AN5In0c2hKZ9957D+np6cjJycG4ceO0MjaKcUKFZohCCMHNmzfZ9gYVFRWYNWsWeDwe5s2bB2dnZ53d6Jn8Nab7oY2NDRwcHCAQCODt7a1xptVQo7W1Ffn5+YOy8+qSrong2nKwyeVy5Ofnw9raWuMnVkIINm3ahL179+LixYuYMGGCRmOhDB2o0JgATFhjRkYGMjIyUFxcjKeeegp8Ph/z58/XaU8dhUKBqqoqVFVVAQCsra1ZI4G9vb3R3Xy1BZNI7O7urnH1uz7pPjnQxMGmLZHZunUr9uzZgwsXLmDy5MmaXA5liEGFxsRgep0wy2v5+fmIiYlhG7lpu6dO19wyDw8P1hklFAp13p3SUDBdIr28vIZk6rQmDjZGZAZjdiCE4NNPP8Wnn36K7OxshIaGauFqKEMBoxKazZs349SpU2zIJNMArC8IIdi4cSO++eYbiEQiPPnkk/jHP/5B13zxe0+djIwMHD16FLm5uYiMjASPxwOPxxt0T50HDx6goqICkyZN+kNumUqlQkNDAys6HA6HFR0nJ6chaxJoaWlBfn4+fHx84O/vP+REpjv9cbAxtm1LS0uEhIRoLDK7d+/G1q1bcfbsWUydOlUHV0MxVoxKaDZu3AhHR0fU1NTg22+/7ZfQbNu2DVu2bMHevXvh5+eHDRs2oKSkBKWlpcOiQLC/EELw8OFDtqfOzz//jJCQELa9wUBvmkwb4v7kljH5a8x+AXMzY6JwhoroiMViFBQUwNfXF35+foYejtbpnh7R3t4OFxcXSCQSWFtbIywsTGOR+frrr/G3v/0NP/zwA2JiYnQw+p754osv2H4xISEh+PzzzxEVFdXr+enp6diwYQOqqqowbtw4bNu2DYmJiXobr6liVELDkJaWhjVr1jxWaAgh8PLyQmpqKt566y0AnTcDLpeLtLQ0LFq0SA+jHXoQQiAUCtmeOsyGLCM6fe05DDa3rHtLZIVCAVdXV3C5XL3WgAwUkUiEwsJCBAQEYMyYMYYejs5hRKe4uBgKhQIqlUojBxshBGlpaVi/fj2ysrIwY8YMHY/8dw4dOoSUlBTs2bMH0dHR2LlzJ9LT01FRUdFjcviVK1cwY8YMbNmyBfPmzcOBAwewbds2FBQUYNKkSXobtykypIWmsrISAQEBKCwsVFvvnTlzJkJDQ/HZZ5/pdqAmABO8efz4cWRkZOD8+fMICAhg2xt0tewqFAqUlpZCLBZrJbeMEILm5ma2Vqe9vZ0VHV3mrw2UxsZGFBUVYfz48Rg9erShh6MXmCgdMzMzhIaGsnE4XR1szFNpb78HhBDs27cPb731Fk6cOIFZs2bp9Rqio6MxdepU7N69G0Dnk7WPjw9Wr16NdevW/eH8hQsXQiqVIisriz32xBNPIDQ0FHv27NHbuE0R4/hL1pDa2loAAJfLVTvO5XLZ/6P0DYfDgbOzM5YtW4Zly5ZBLBbj5MmTyMjIQGxsLEaPHg0ej4eEhAR8+OGH4HK5+PLLL7WyLMnhcODg4AAHBwcEBgZCIpFAIBCgsrISN2/ehLOzM5tKYKjo/Pr6ehQXFyMoKAheXl4GGYO+USqVaiJjbm4Oa2trjB07FmPHjlVzsFVWVrJOQzc3N9ZpSAjB4cOHkZqaioyMDL2LDFPrs379evaYmZkZ4uLikJub2+NrcnNz8eabb6odi4+Px7Fjx3Q51GGBzoVm3bp12LZtW5/nlJWVISgoSNdDofQDBwcHvPjii3jxxRfR0tKC06dP4+DBg5gzZw7Mzc2RkpKC4uJiREZGanVvhcPhwM7ODnZ2dggMDIRUKkVdXR2qq6tRWlqqlfy1gVJXV4eSkhJMnDhx2IQ8MiLDhIL2tJRpaWkJb29veHt7s51e6+rqUFBQgMOHD6O9vR1eXl7Ys2cPDh8+jPj4eL1fR319PZRKZY+T0PLy8h5fU1tbSyetOkLnQpOamoqlS5f2eY6m0RPMH79AIICnpyd7XCAQUOukFrCzs8Ps2bPx97//HTNnzsTLL7+MH374AXw+H3Z2dkhOTgafz8cTTzyh9b0VGxsb+Pn5wc/PD62trRAIBHj48CHKy8vh6OjIio6uDB+1tbW4efPmsOkECvze3oAQgvDw8H69pxYWFuByueByuVCpVJDJZPj0009x6NAh2Nra4siRI1AoFDrP6KMYNzoXGsYqqQv8/Pzg4eGh5slvbm7G1atX8frrr+vkew433n//fYwdOxb79u3DyJEjsXjxYrS1teHcuXPIzMzEokWLYGlpyfbUefLJJ7W+zGVtbQ1fX1/4+vqy+Wt1dXW4desWW+3O5XJ7zV8bKIygTZkyZdj0RGFERqVSISwsTKOJg5mZGczNzXH9+nX861//wpgxY3Ds2DH8z//8D44ePYq9e/fqYOQ94+rqCnNzcwgEArXjAoGg16dTDw+PAZ1P6T9GZQaorq5GY2MjTpw4gR07duDnn38GAAQGBsLW1hYAEBQUhC1btmDBggUAOu3NW7duVbM3FxcXU3uzlpDJZBg5cmSvNx65XI6LFy/iyJEjOH78OFQqFZKSkrBgwQLMnDlTp8tcXTeoGxsbYWtryz7pML8vA6Wmpga3bt1CSEjIsOnuyHQDVSgUCA8P19iEceHCBSxatAh79uzB4sWLWeciIQQymUzvjduio6MRFRWFzz//HECnGWDMmDFYtWpVr2YAmUyGkydPssemTZuGKVOmUDPAIDEqoVm6dGmPs56LFy8iNjYWQOda/v/+7/+yy3FMwebXX38NkUiE6dOn48svv8T48eP1OHIK0OlU+vnnn5Geno7jx49DJpMhKSkJPB4Ps2fP1qnwy+VytYgVZoOay+XC1ta2XzVC1dXVuHPnDkJDQ4dNn3qVSqXWclpTkbl06RKef/557Nq1C0uXLjWKQtZDhw5hyZIl+OqrrxAVFYWdO3fi8OHDKC8vB5fLRUpKCry9vbFlyxYAnfbmmTNnYuvWrUhKSsLBgwfx0UcfUXuzFjAqoaGYDkqlEleuXGF76ohEIiQkJIDP5+OZZ57R6Xp994gVS0tLVnR6y19jClDDw8Ph4OCgs7EZE4zIdHR0IDw8XOMlzytXruDZZ5/F9u3bsXLlSqMQGYbdu3ezBZuhoaHYtWsXoqOjAQCxsbHw9fVFWloae356ejree+89tmBz+/bttGBTC1ChoegclUqFa9eusaJTW1uLOXPmgM/nIz4+Xqc9dZRKpVoUjrm5OSs6jo6OADrrse7fv69RAepQRaVSobi4GO3t7YMSmWvXroHP5+ODDz7AqlWrjEpkKMYDFRqKXlGpVCgsLGRDP+/du4e4uDjw+XwkJibqNPGZyfUSCARs/pqlpSXa2toQERExrESmpKQEra2tiIiI0FhkCgoKMH/+fLz33nt48803qchQeoUKDcVgEEJw48YNtqfOrVu38PTTT4PH4yEpKUmnPXWUSiVKSkrQ0NDAGh2GYv7aQNGWyBQXFyMpKQlvvfUW1q1bR0WG0idUaChGASEEFRUV7JNOSUmJWk8dNzc3rd3MCCEoKytDQ0MDIiMjYWVlBbFYDIFAgLq6OsjlclZ0GJusKaBSqXDjxg1IpVJERERo7AgsLS3F3LlzsWrVKrz//vtUZCiPhQrNIGhsbMTq1atx8uRJmJmZ4bnnnsNnn33Wp7U2NjYWP/30k9qxlStXUvtkF5ieOkeOHMHRo0fZnjp8Ph/Jycnw9PTU+ObGdCYVi8WIiIj4gxOua/5aXV0d2tra4OrqykasGEv+2kDRlshUVFRg7ty5WL58OTZv3kxFhtIvqNAMgrlz5+LRo0f46quvIJfLsWzZMkydOhUHDhzo9TWxsbEYP348Nm3axB4bNWrUsNkfGCiEEFRXV6v11ImKimJ76vj4+PT7ZsfcbCUSCSIiIjBy5MjHfm+pVMo+6UilUri4uLCio68onMHCLFG2tLQgMjJS43Hfvn0bc+fOxaJFi7Bjxw6TXV6kaB8qNBpSVlaG4OBg/Prrr4iMjAQAnDlzBomJiaipqek1gDE2NhahoaHYuXOnHkdrGjA9dTIzM5GZmYlffvkFoaGhbHsDPz+/XkWHcVkxexOa3GyZ/LW6ujq0tLSwsfnu7u6PFS1DwTzBNTc390tce6OqqgoJCQng8Xj47LPPqMhQBgQVGg357rvvkJqaiqamJvaYQqGAlZUV0tPT2eSC7sTGxuLmzZsghMDDwwPz58/Hhg0baA7UACGEoK6uju2pk5OTg+DgYPB4PPD5fIwfP54VHalUirKyMiiVykFZebvS2tqqFpvv4ODAJk1rKwpnsBBCUFpaCpFIhMjISI1F5v79+4iPj0dCQgK+/PJLKjKUATM0F5yNgNra2j+ELVpYWMDZ2bnPtNf/+q//wtixY+Hl5YXi4mK88847qKioQGZmpq6HbFJwOBxwuVysXLkSK1asQGNjI9tTZ9u2bQgMDERycjKeeeYZvPXWW4iOjsbWrVu1tsfSNTa/vb1dLX/Nzs6OrdUx1ASiq8gM5knm0aNHSEpKwtNPP40vvviCigxFI6jQdKO/bQ00ZcWKFey/J0+eDE9PT8yePRt37txBQECAxl93OMPhcODi4oLly5er9dQ5ePAgtm7dCktLSzz55JO4ceMGpkyZovWb5ciRI+Hj4wMfHx+2V4tAIMCdO3dgY2PDio6NjY1eNs8ZV11TUxPrqtMEgUCApKQkPPHEE/jmm29Mxn1H0T906awbQqEQDQ0NfZ7j7++Pffv2abR01h2pVApbW1ucOXPGIH07TJWmpiYkJCTA3t4eL730Ek6ePIkzZ87A1dWVXV7Tdk+d7sjlctTX10MgEKChoQFWVlbgcrlwd3eHnZ2dTkSHEILy8nI167Ym1NfXIzExERMnTsT+/fuHrNuOYhxQodEQxgyQl5eHiIgIAMDZs2eRkJDQpxmgO5cvX8b06dNx/fp1TJkyRZdDHla8+uqrEAqFOHToELtsJJVKcebMGWRmZuLUqVOwt7dHcnIyeDyeTnrqdIVpECYQCNTy19zd3eHg4KAV0WFqkYRCISIjIzXeK2psbERSUhL8/f1x+PBhg3U3pZgOVGgGwdy5cyEQCLBnzx7W3hwZGcnamx88eIDZs2fj+++/R1RUFO7cuYMDBw4gMTERLi4uKC4uxtq1azF69Og/1NZQBkdzczOsra17vUm2trayPXVOnDgBKysrtZ46upzB95a/5u7uDicnJ41ER1siIxKJMH/+fHh6eiIjI8No3XSUoQUVmkHQ2NiIVatWqRVs7tq1iy3YrKqqgp+fH9vm4P79+3jxxRfZwjkfHx8sWLAA7733Hq2jMSAdHR1qPXUAsD11ZsyYodN6GSZ/jTETAGBFx9nZuV9Le4QQ3Lp1C3V1dYMSmebmZvD5fDg4OOD48eO0nxNFa1ChoVC6oFAocOnSJbanTltbG5KSksDn8zFr1iyd3nwJIWhqamJFR6lUquWv9bS0RwjBb7/9htraWkRGRmrscpNIJHj22WdhaWmJrKwsarenaBUqNBRKLyiVSly+fJltbyAWizF37lzw+XzExcXp9GZMCIFYLGZFp6OjA66uruByuXBxcYGFhQUIIbh9+zYePXo0KJGRyWT4j//4D6hUKpw+fVrj7qQUSm9QoaFQ+oFKpcLVq1dZ0REIBIiPjwePx0NCQoJOb86EELS0tLCi09rayraZFolEmDp1qsZtktva2rBw4UJIJBL8+OOPBl/CpfmBpgkVGgplgKhUKhQUFLBJ0/fv30dcXBx4PJ7Oe+oAnctcZWVlEIvFAABnZ2c2lWAg+0nt7e1YvHgxhEIhzp49axTtq2l+oGlChYZCGQRMYGV6ejoyMzNx+/ZtPP3000hOTsa8efM0dpH1xZ07d1BTU4OIiAiYmZmhrq4OAoEALS0tcHR0ZEWnr/2kjo4OpKSkoLq6GtnZ2ewTkiGh+YGmC82TGAZ88cUX8PX1hZWVFaKjo3Ht2rU+z09PT0dQUBCsrKwwefJknD59Wk8jHXpwOBxMnjwZmzZtQklJCQoLCxETE4Ovv/4a/v7+4PF4+O677yAUCqGNOR3TdjoiIgK2trYYNWoUfH19ER0djenTp8Pd3R21tbX45ZdfcO3aNdy7dw+tra1qX0Mul+OVV15BZWUlzp07ZxQiAwC5ublwdHRkRQYA4uLiYGZmhqtXr/b52v3798PV1RWTJk3C+vXrIZPJdD1cygCgQmPiHDp0CG+++SY2btyIgoIChISEID4+nrXSdufKlSt44YUX8PLLL6OwsBB8Ph98Ph83btzQ88iHHhwOBxMmTMCGDRuQn5+P0tJSxMXF4Z///CcCAwORmJiIr776Co8ePdJIdO7evYvq6mpWZLpjZWWFMWPGYOrUqXjqqafg6emJ+vp6XL58GVlZWXj33XdRWFiI1157DaWlpTh//jzc3Ny0celaYTD5gfv27cPFixexfv16/POf/8SLL76o6+FSBgKhmDRRUVHkjTfeYD9XKpXEy8uLbNmypcfz//M//5MkJSWpHYuOjiYrV67U6ThNGZVKRe7evUs+/vhj8uSTTxJzc3Mybdo0sm3bNlJeXk4kEgmRSqV9fty8eZOcOnWK1NbWPvbc7h9NTU3k9OnTZNq0aYTD4RBLS0vy5ptvkpKSEqJSqXR+/e+88w4B0OdHWVkZ2bx5Mxk/fvwfXu/m5ka+/PLLfn+/7OxsAoDcvn1bm5dBGQT0icaE6ejoQH5+PuLi4thjZmZmiIuLQ25ubo+vyc3NVTsfAOLj43s9n/J4OBwOfH19kZqaip9//hlVVVVYuHAhTp8+jUmTJmHWrFn49NNPUVlZ2eOTzr1791BVVYWIiAjY2dkN+PtbWlriqaeewoQJE+Dj44OPP/4Y9+7dQ3R0NIKCgvDo0SNtXGavpKamoqysrM8Pf39/eHh4/OFJW6FQoLGxER4eHv3+ftHR0QA6G7VRjAOalGfC1NfXQ6lUgsvlqh3ncrkoLy/v8TW1tbU9nt/X0gWl/3A4HIwePRp/+ctfsHr1aggEAranzt/+9jdMnDiRDf0cN24cNm/eDAsLC/z5z3/WSGSATpfc22+/jXPnzuHixYvw9/fH6tWrIZPJcP78+QHdxDXBzc2tX0t0MTExEIlEyM/PZ/MDL1y4AJVKxYpHfygqKgIAeHp6ajReivahTzQUioHgcDjw8PDAa6+9hrNnz+LRo0dYtWoVrl27hujoaAQEBODvf/87vL29ByUy7777Lk6cOIHz58/D39+f/b9Ro0YhOTlZL60L+sOECROQkJCAV199FdeuXcPly5exatUqLFq0iHWcPXjwAEFBQayh5c6dO/jggw+Qn5+PqqoqnDhxAikpKZgxYwYNqTUiqNCYMK6urjA3N4dAIFA7LhAIep3Fenh4DOh8inZgeuq8/PLLOHXqFDZv3oyWlhZMnToVa9asQXh4OP7617/i+vXrUKlU/fqahBBs2rQJhw8fxvnz5zFu3DgdX8Xg2b9/P4KCgjB79mwkJiZi+vTp+Prrr9n/l8vlqKioYF1llpaWOH/+PObMmYOgoCCkpqbiueeew8mTJw11CZSeMPQmEUW3REVFkVWrVrGfK5VK4u3t3acZYN68eWrHYmJiqBlAj3zzzTfE3t6e5ObmEkIIEYvF5MCBA+S5554jNjY2xM/Pj6xZs4bk5OSQlpaWHg0AEomEvPvuu8TNzY2UlJQY+Ioowx0qNCbOwYMHyciRI0laWhopLS0lK1asII6OjqS2tpYQQshLL71E1q1bx55/+fJlYmFhQT7++GNSVlZGNm7cSEaMGEFvVnrk8uXL5Jdffunx/yQSCUlPTycvvPACsbe3J2PGjCGrVq0i586dI83NzazIbNq0iTg7O5PCwkL9Dp5C6QGaDDAM2L17N3bs2IHa2lqEhoZi165d7OZqbGwsfH19kZaWxp6fnp6O9957D1VVVRg3bhy2b9+OxMREA42e0htMT52MjAycPHmS7alDCEF6ejrOnj2LqVOnGnqYFAqNoKFQTIGOjg5kZ2dj//79OHjwILKyspCQkGDoYVEoAKjQUCgmR3t7O+2MSTEqqNBQKBQKRadQezOFQqFQdAoVGgqFQqHoFCo0FKNlIO0N0tLSwOFw1D766sdCoVD0BxUailEy0PYGAGBvb49Hjx6xH/fu3dPjiCkUSm9QoaEYJZ988gleffVVLFu2DMHBwdizZw9GjRqF7777rtfXMNlhzEf3cFAKhWIYqNBQjA5N2hsAgEQiwdixY+Hj4wMej4ebN2/qY7gUCuUxUKGhGB19tTforV3Bn/70J3z33Xc4fvw49u3bB5VKhWnTpqGmpkYfQ6ZQKH1A+9FQTIKYmBjExMSwn0+bNg0TJkzAV199hQ8++MCAI6NQKPSJhmJ0aNLeoDsjRoxAWFgY7bJIoRgBVGgoRoelpSUiIiKQnZ3NHlOpVMjOzlZ7aukLpVKJkpIS2mWRQjECqNBQjJI333wT33zzDfbu3YuysjK8/vrrkEqlWLZsGQAgJSUF69evZ8/ftGkTzp49i8rKShQUFODFF1/EvXv38MorrxjqEkyOzZs3Y9q0aRg1ahQcHR379RpCCN5//314enrC2toacXFx+O2333Q7UIrRQfdoKEbJwoULIRQK8f7777PtDc6cOcMaBKqrq2Fm9vs8qampCa+++ipqa2vh5OSEiIgIXLlyBcHBwYa6BJOjo6MDzz//PGJiYvDtt9/26zXbt2/Hrl27sHfvXvj5+WHDhg2Ij49HaWkpLagdRtBQTQqFMiDS0tKwZs0aiESiPs8jhMDLywupqal46623AABisRhcLhdpaWlYtGiRHkZLMQbo0hmFQtEJd+/eRW1trVo9lIODA6Kjo/ush6KYHlRoKBSKTmBqngZSD0UxTajQUCjDmHXr1v0hjLT7R3l5uaGHSRniUDMAhTKMSU1NxdKlS/s8x9/fX6OvzdQ8CQQCNZu5QCBAaGioRl+TMjShQkOhDGPc3Nzg5uamk6/t5+cHDw8PZGdns8LS3NyMq1ev4vXXX9fJ96QYJ3TpjELRIpcuXcL8+fPh5eUFDoeDY8eOPfY1OTk5CA8Px8iRIxEYGIi0tDSdj1MTqqurUVRUhOrqaiiVShQVFaGoqAgSiYQ9JygoCEePHgXQmaa9Zs0afPjhhzhx4gRKSkqQkpICLy8v8Pl8A10FxRDQJxoKRYtIpVKEhIRg+fLlePbZZx97/t27d5GUlITXXnsN+/fvR3Z2Nl555RV4enoiPj5eDyPuP++//z727t3Lfh4WFgYAuHjxImJjYwEAFRUVEIvF7Dlvv/02pFIpVqxYAZFIhOnTp+PMmTO0hmaYQetoKBQdweFwcPTo0T5n7++88w5OnTqFGzdusMcWLVoEkUiEM2fO6GGUFIruoUtnFIoByc3NVaszAYD4+HhaZ0IxKajQUCgGpLa2tsc6k+bmZrS2thpoVBSKdqFCQ6FQKBSdQoWGQjEgHh4ePfbdsbe3h7W1tYFGRaFoFyo0FIoBiYmJUeu7AwDnzp3rd98dCmUoQIWGQtEiEomErS8BOu3LTO0JAKxfvx4pKSns+a+99hoqKyvx9ttvo7y8HF9++SUOHz6MtWvXGmL4FIpOoPZmCkWL5OTkYNasWX84vmTJEqSlpWHp0qWoqqpCTk6O2mvWrl2L0tJSjB49Ghs2bHhsLAyFMpSgQkOhUCgUnUKXzigUCoWiU6jQUCgUCkWnUKGhUCgUik6hQkOhUCgUnUKFhkKhUCg6hQoNhUKhUHQKFRoKhUKh6BQqNBQKhULRKVRoKBQKhaJTqNBQKBQKRadQoaFQKBSKTvl/yFq/xJW2OCkAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = GeometryExamples.sphere(2000)\n", + "\n", + "import matplotlib.pyplot as plt\n", + "fig = plt.figure()\n", + "ax = plt.axes(projection='3d')\n", + "_ = ax.scatter3D(data[:,0], data[:,1], data[:,2],s=20, c=data[:,2])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These are the two hemispheres of the original data." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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5pSXLVBLq76Wss41Qfx8CZ/Eyq7qWey6/mlIVpfBPRQkD/0JM2+aaVau4f2CAeElJanuor5fy9nZCfc4LMqa0lNXXfTz1+YamZn783Eu81ngQcFR/J06fwldOP5l5Y+pS+x3q6eP03/wJKd2d8iHT/ySQDAdoWDovNyqhAIYQfGjMGG6YO/dwLj23G1Jy1k03sbe7a1jnxXg4RF9tHYNV1anQK800KW9vY9NFFzMx414qFP8o+k2TL2/eyI1t7ZjepGrblPR2UdHdwXgBD17xfsaVFhauTdvm0f07uGPHBg4O9FITDHPR9Hk8un8H69qa0BDYSAQCiWRuVR13nHM1VcHC2QifbtzNR5+6f9j+//Fdl3LWlFmHfd1/D7aU3HXoEB97fR2RsrS2z4jHqGhvobS7E10IPrvseL64/MR/at9GO6pQ0b8AW0rubmvjqLVruUNK4iUlCNumrKODCdu2MnbPHsKuIADQOjCA6aoc1zYe5L233M3aA02p9iSwel8jV910J5uaW1Lb/7B6rTOxFhMELBAmaJbzLzAQp7KtG0OI1D+PzG3eP0tKnuju/rvviRCCzy1fXjRrmvdLIBql7kAjk7ZsoupQE3oijm0Y9Iwbz8L16/leQwP9/+CkSorRS9Sy+OmBA0x/9VX+0NOH6Q+gmSYV7c1M2LWJ2kMN+KKDdEUj/O/qVQDs7e3i8f07efHgPmLuij1mJvnA43fxuecf4tXmAzT29/JmezPXv/Ys69qc99vGS0Dk/NzV08GXV+X3DUr1r4hGIJPYv+Ad0YSgvamRsY17mLBzM+XtrQjLxAwE6Zw4labZR9FbUc0tmzeg1qn/XJS3xj8RKSWPdnXxjb172eB67IekJNTSQmlHO3qBlzNoGOhCIKXka488hS1t7CHviSUl0rL45mPPsPLa9wPw8ObtzoSfTxiQjhCQOfsKQEoYu72RMyZOYOJEp7xpma4zORhkS4Eog7/XROBx0dy5tA0O8r+rXkRCKtOZadtMq6pi7xChQ7csKttaqWhtZbCqit5x4+gJBPl/+/bx0wMH+PKkSXx2woSi8dgKxUhJ2jY3trTwnf37aXKjdox4jPLOVkp6OtGGTF6WlDywcxsPNm7FyigdVObz86nFy2mJ9PNaq6PdS0/6xbGk5NmDe2js72FyWSV7+zp54sBOBpIJppdXc97kucypqhumFYc5VbUjvPK3ln09jkOxL5GguuUgla2H6K+ppbdurCMUTJpKbzzGH5qa+Oj48SknY8U/FjVK/pN4qaeHr+7dm8roVa7rfGnSJI6TNp9+Mzce2EMXgovmzEUIwboDTTR29xTc15aSLS1tbG9rZ05dLf3xRLoy0FCBwHa2D90sAKRk9QtrWfWlj1MS8Dt2zL0H6H9zOx0Dg4yrKOPSpUexeNK4vI6DB7t7eXLLLvpjCSZVVWAjuf+NLezv7KYsGODCRXN577GLqSnNDZH62DHHcOGcOdy7dQv7u3soC/i5cM4cplRUsuKGP5D08ipI5xqEBUJCeWsPs2MmZ550AncNDrAjGuXr+/bxi4MH+fbUKUyJRumNxZlYXs7ySZNUSlXFiJFSckdbG1/auYMWy3n+9GScaf3dmC2Hhl3BWpbthN649CcT/HDdi+iayKpB4IkCwxUAk8BLh/bzavt+HmrYhiYEGgJT2nxr3ZP8aPkFLKufwBvth/KG9epCsKh2LHOqRyY0vNWU+v2I1MAEmrSp6GijrLOD/po6euvGYAaCfHL3bn7V3MwvZs7kjKqqf0lfRxPKZ+Atpi8e56/bt7Gjo4OQ4WPplCncHolwq5sKOKRpfG7CBP5j8mRqfD5sKbnyrrvYkCceXxOCgK7z0Ps/wPTqau7fuIX/fPjJYfvwq/dcyFlzZnLKL/5IS/9Aesb3fkoQyexN+bj+gjO5aNE8Pn/HQ7y0qwFdE1i2TP28YPFcvn/Z2Ri6I7knTIvrH3qGleu3IIRAc0P/JI5p0PNh1ISgMhTklmuvYEZdzchuLHDHpo1OISYJmCBsx44q3Kvwoii+ccap+CaN5/qGBna7zkqBwUGqDxwgGIkwvryM773rXZw6ddqIz60YnWweGODTu3axyg0P1MwkFe3NlPW0o0lXeV/UFgfSb+U3yKYOkc7nmnSebXv4lfCi+nq29LSkNAqZTQoEP1p+Ptevfo7+RDxrXNGFoNQX4P4L38/MypG/e28lqw828r6V9xT8XOg6Y2bOZWe4lC5XWzolGWdSVztTgwEun7uAc2fOViXQ32KU/uUt5NGdO1n+h9/zrWef5a7Nm/nFwQOcv2cPt7a1IYCPjxvH7uOP539nzKDG5yNhWTy2bSezy6oZ5y91bPeIlFqsLhzmlvdczvTqaoARlyEud/e7eukiZwXsjQUZzoLOoFEYQ9PY2tzGdx9+lld2NwJgubYJ7+cjG7bzq2fT4UvfevBpVr6xxVm0S5nycwDH/OD1w5aS3miMz9zxIPZQe0cR3rtwEb+74CImlJYjbKf3IuMqvFXW9599gRU+P1/SdaoPHkRYFvGSEprnzqV98hQODEa59v6V3Pj660NWZgqFQ79p8qXduzl63TpW9fYibIvKtiYm7NpEeXcbwhMEwFOn5bQhkUghhxllJejSEQRSL+Xwz+TG7uYcQSB1pIC7927kkYs/xFWzFxFw65MEdJ0rZy/kkUs+9C8TBACWT5jEsnET0PNoQASgS8kfjl7CxqVLmRWLgJQ0+AK8XDeeh+Mm//b0Y1xx3x30xWP//M4fwSjNwFvEuqYmrr7nbqSURMNhOidNThXpCUQGWRGJ8ux73pNSAW5rbee6u1bSNjCIcP0BwFndLp08jg8fdwxnzJieZS+LJpOs+PnviSQLOwjVhEO8+Lnr8Ok6/bE4V/z5Dhq6etKrA1c7pw3jO2RoGpcsnscD67YWnTAFcOmio3j3opl86ra/FhzGUtuHDIw3XnMZJ8w4vBTDH7jjXtYcOFiwX7oQXLl4Iffu2Ew8aWEZBl0TJjBQ6wyAwrKoOXCQ0s5OJleU860zzuD06dMPqw+KIxMpJfe0t/PF3bs55PoFTEzGEPt3ohXKDpgtFbib3AgAn5VlIkghHCFAiExbnfuLJQpqG3QhmFhWTlO8O68JIJPX3/N5qoNhkrbFYDJBic+PT3t7rKZ7YzE+8/hDvHygEd1NN27aNuWBAL88+3xOnTKNrz/7JHdt20zMH6Br3CRipU75ZiMRp76pgUvGjePX51z4L76SIwclDLxFXLvyfl5sbKRjzFh6x4wBIdBMk6pDhyjr7EAAt11+OSsmTaZrMMI5v7+J3niMnLvv/l1q+PjuBe/mvKOy85Df8Oo6fvjsqoL9+Pa5Z7Jk7Die2ryLwXiSMZWlvNnazJM79qRW6hWhIGFh0NY3UHQN8rEVx3DjqteHvXbNAmkDOtg6aQ1EHvWDzNima4JPnXI8nz09N4dCMZb8/NeOP0QRplRVsm+g21G7usTCYTonT0qFcYZ6e6lraMRnJvnjJZcogWCU05FI8ImdO7m/w0mCMyMY5FezZvEfK2+nLxEvfrDMs5433FW/yN5RGDbCoMC77woClveiOC+S18T0imqOnzCBe/ZswMTOPm4IL1z0SSaXvb1t7ZvaWnl6725ilsncmjrOmzmbgGHQHY1y3J9/lxqzJBApr6Rr7CQsN/9AeWcbr5/5bmZWvr2v8Z2CciB8C4gmkzzZ3EL7rNkpbUBpRyfVB5vQLRMEGLrG47t2sWLSZO7esDm/IACp938gmeSL9zshRJkCwUePP4ZY0uQ3L7+GZdvomoZl2/h0nc+etJxVG/fynbufQdcEAkfaDvkMrr/wDCbXVeLTdRaMq+el3Q18+s4H816PJgRlfj9v7Dk0ouu3vfHOBGG7/9zPpHAFhAILkr/Fkc83jK3QuYWO/TXTdzIYiTB++w56x9TTPX480YoKDs6fR+3Bg3z7+ec5bdq0YZ23FEcmj3Z2cu327bQmk/iE4BtTpvDVSZMI6jrfGOZ5k57NX+D8zzMNiNwXXBhpZ8KcR02AtKXzgS4dacEWaAIWVI/litkLedfkGfz7ayvBl8TnJeS0wbI0ZIavQUA3qAuV8s+iPTrA7bvf4LHGbQyaSeZV1vOBWcdw8rji79TC+jEsrM+tRrq+5VCWmVEAJX09hAb66Bo7kYHqOvpq6jl502buXriQkysr/wFXNbpQmoG/k5caGvjgmjXsr6kBTUNLJqlraKSkJ52PXArQdcGsqhrG+ErYcKiFgQIFhdIHOZNqXWkJz3/+YznhNV2RKI9v20n74CBjyko5b95s/vOux1m1Y3+O+twbo2746HtYPmNyavtNq9fzgydfQOA43qXSGNsQiLtVBofLfuo58w0JUcz8WAC24QoFQ7QFt3/0SpZOPrwUwt94/Cnu3biloJpUABcvnMf927YW9ItIBIO0T52S0hKEe3p4ZNkyTps48bD6onhnM2CafHnPHn7f3AzA/HCYW+fNY0lZOlHQ159/iru2bSz4vEmkM8HnyAxDXwqJCNgF83mlmh+y0p9RXs0zF3+c/mSMq579M3sHOrPecenKD5apYVsauhBcNeNovnf8OSO4A38/m7ta+MAztzNgxnPSoL9/5hK+few5hy1kP71vD9c98kDBz6OlZXSMn4rl9ztFzyZO5H+mT8evwhD/ZtSd+xvojER4s7mZP23axFkbN7K/rg40jXBPLxO3bMsSBMCZKC1Lsqu1k5f3NTIwjIo7k/aBQdbsP5CzvToc4n3HLObzp5zA1UsW0dTVxwvb9+W1o3uKxt8+81rW9g+tWMpT/3Yt1510LCfPmIJhCYwYGBGwLZAWqRDEvGQ4I6audcguqUAGL6dBholg/rh6lkwaP8wdyOWDS492rrNAv8oCAb5y8klFHST9sRjjtu+g+mAT2DaRykqu2rePNRk51BVHNhsGBljy+uspQeCLEyfy+jHHZAkCANcuWlpQg5VyI8w7kg6RfPXi6y4hcrUFGoJLpy8A4E87VmcIAhIhbDTNRtdthJBouoUuYEyojC8s+sfWHfCIWybXPn9XliAApASn23a/wd17Nhx2u4vHjC2qNQwN9DNx9xauqqlGAj89eJDT3nyTgzHlVPi3ooSBw+BQfz+fefghjv/D7znvwb/yieZmomVlCMuidn8DY3bvwciTOCgVfpSUQzYWYMhnbQPDlxR+cvMudK3wy2NLybp9B+kZzC6hOrGqgi+eeSJLx4xHRCXCzJ7QNc9XsYBvA1b69+Fk/0zzwfiKcn793osOe8XwekMTn7n9QYQnT8ncfyXCR21JmEVjxxS9zQKobG1lwo4d+GIx2iyLk954g980NansZ0c4t7e2smL9enZHo0wMBHh68WJ+OnMmwTwmgZnVNfz0zPMAN0LA/S+FQcGH/7ixE5hbVcdxYyZyTP34vB70hdCFoDoY5r2zjqYjNsBf9qxGaCa6bqHrNrrrgCiERNdtDN1mVnUVD5zzYepCuSm5Y1aSRw9u4o87X+Tu/Wvpio+sVHkxHj+wg47YYEFnXgHcsP21Eb1Pr7cd5AurHuKMlX/kw8/czeyxVRRa6OtCcMakKdy5cBF/XbCACl1ndV8fS15/nae6uv6OKxq9KJ+BEdIy0M+lt99GVzRKT3U1nRMngabhi8Wo37sHfzRedDJ0JsKMPYruDKnan8CYsuFtf5F4IiuRRwrX3OCtynccauP4Wbne+09t3Jn3hRYStDhIA2TmOGk7/4amMCiEBpQHA8ycVMcFC+dw4aJ5hP0jq8Dm8fLuBj5+6/2YwjmflnD6JN2/cf0V2hIDrNq9n+vPPJPLbrs9r0CQ5UsQjXJ8czP1xx7L/R0dfGbXLl7u7eX3s2dTqrIXHlGYts1/7N3Lzw46mf/Orqri9vnzqfYNU/xHJpAB23kv3bBWqdkZi//sN0ATgnOmzOK377o4te2xxu18etXK4h2UXr4MmFZezR9Oew/7B9v5xCu3ErcdyVyItEkhU7YQmqQh1szHVv+J905fznsmH5OKHnj04Ca+s/EhBsw4utCwpc3/bHqUa2acwOfnnYkm/rZ14Zq2RgyhYUo77+cS2NPXSW8iRmUgfz0FKSU/euNFfrPpVXShYUmv2qOAEpCDGpotst7ZKRWV/PBMxwxyUW0t65ct4/ItW3hjYICzN27k+qlT+caUKSq52GGgRroR8vNXVtMZi9E2cSL9tU7mrnB3D3UN+9FsZ1CQQx2HXYTM40vkPdmZT3jKwJ7ebUxZKcdNybZj72vr4s39zWgCls2YyITqCqbWVmPZ2S+kMEmt9L2mr/v1/UyoLue/r3oXy+ekhYJosnCsoXDb8qMTk1bejIZ5NmWhaRqXLV3AVy44pchehbFsm2+sfNJJw6xl9MvK3dfQNNY2NvHRFcdw4ay5PLRre0ZyGOfAlBDj/nL9qady+rRp/OzgQf5jzx5ub2vjle5uHlm4kPnl5X9TnxVvL9oSCa7aupXne3oA+PrkyXx72jR0IYgkE2zuaEMimV9Tn1NCtycedZJtCU8F5ZL60wsN1rCl5Pxps/nxKedmtXHmhFlUB0J0x6N5BVRNCGZW1HLB5Hksq5/I8jGT6U1GuerF3xGzzOyJP+/L5mzcO9DB/2x6mGebt/Hr49/Py217+M/196aVee5ka0qbG3e/hAC+MP/dAPQloxyK9FDmCzIhnPbSj5hxehNRKvxhwoZ/yBmHp9ic/EjDdn6z6dWsvoGTolkTgnC5xnSjjtbBAepKSrhy3gKumLeAkoyqhtNDIV5ZsoTP7d7NDc3NfHP/ftb293PH/PmUqOREI0IJA0XY09XFLRve5MX9+9nT30/rjJlO+VwpqW46RGVza2qiTYXMFYgQyDdpYZP7Ng1JE/z1s05Fd3Vl7X0DfOEvD7GxoSXrkOWzJ/PfV7wLn6GTMJ0TCcvJJZAx/6V+aeru4xO/u5+ffPgC3rXYqVo2b3w9zd19qYRCQ9E1wfyJ9axvdOyrhysQWLbNOYtmF/h0eF7Z00hrf/FQyEz2d3Zz6i9uIGlbaBJsH0jNFcpsnBWeD8ZWlXL9mWdyxvTptA4MsHXdOsa0ttE6fRr7gcWvvcYnfD5+dvLJw0YxKN5eDCQSrNy+lb/u3EaTabG5fjwDmkaprnPz3LlcWldH3DL533UvcevWN1MlfwO6wVVzFvK1408l5JYLnlRamd+BcIi37McXHstVcxYyvaI6Z1e/rvPjFRdw3Qv3phJzeehCUBUIc+PpVzChpCK1/f6GN4iYyWyzRFEkthQIIXmtYy9/3v0Sjx7cXPSIm/a8wrkTFvKXvat4snlzakKeUz6WyyYuY03nPp5p2YYtJYbQOHv8Aq6beQoBw8dR1WMwd+fXCoBze2ZU1FLuCxbc549b1qadl4dgS0nEStIbGuS/zzyNC6bOK9hOUNf545w5nFhezqd27eKhzk5Oe/NNHlqwgLEjTNg2mlHRBAX46/ZtfOnxxxFA3DBomTGTZCiEZprU79lPSYajWWpBn7HiRKYn5PSMLPLOlpMrymnq7ceyZerjceWlfP2s0zhrnjNZD8TinP8/f6ZrIJrbADCxuoLrzjqOb97/lNOG60dTUCCXUBb089x3P4HfMFiz+wAf/d29Re/JHz/xHp7YuJO7X9uU/YErBGnuz6EPlCYEy2dN5vcfvfRvDt279dU3+P6jzzuykjcnF2lK05xETlnDVJ79rzthGV8542R6olEuvvU2mvv7saTE9PlonuV858KyOD8e58Fzz1Whh+8Qmvr7uPq+u2jq7yMWLqF1ykxsw8CIx7gSi5vf7azaP/bkSl44sC8nm58mBMfUj+e286/Cr+sMJOMsuOUX7qSc7xmQ+H0aM+vKOGHMNN4/YxnTy/Nn+VvbdoCfb1zFK60NAPg0nYumzueLi05iS+9B7m5Yw57+NkqMAKYtaRzoLXDOfDjXYbjOipX+MN3xyLDHl/n9xO3s1MVIN8oILev+pBZAEqQUJKNBLHvIu5bBd489h1MnTKfCF6LUlz0pxy2TObf+ZGSXJuDTC5bzH0tPHXbX1b29XLhpE52mydRgkEcXLmSeKm1eFKUZyMOeri6+9Pjj2FKSCAZpmTETy+9HTyQYt3M3gWi2x2pK5ZwRGmTEQLjJ+DMHEKmRpeY2dI27PvJeqsIh1h9ooq1/kNrSEpZNnpCyd9m25Jt3PklXf7TgO32wq5f+SJzffeRSfvTQC+w7OIwTjYD+WIJnN+7hnKVzOHbGRD548hJuWfVGtk3SdkwEy6ZPoDoY5JuXncnCyWO5+cX17G7tBGD++Ho+cuoyQn6D/7zzcQZiCQxNQyKxbMlJc6byo/ed93dNpGXBQPou2u59zIMmBCGfQcwysys7Fjj1Da+s431LF3Pv1s0c6u930iNLMGJJJmzdQevM6UQrynk4FOIbW7fx/aPm/83XoPjnIKXkE4/8leaBfgbLKmifPB2paQQiA9Tv381qy+L3NbXMrK3muQN787ZhS8na1iYe3LONy2cv4MVD+5C67SYDGioQOA+abSTY1dfB3v5Obtm9jp8cfzEXTl6Q0/asyhrOmDKJPrroS8aYWV7L2VOm8bPtj/NU8xY0BDaSroTj4GfoYFoaIxUIMl+znkRk+P2BiJnIsmU6E717XUMEJU8Q8M7lCyRIRg0EIrWnZ/ufVVnN9zc/xvWbLASC08bO4nPzTuWoqnEjupah/Gbzq5wxcQbL6ouHAK+oqGD10qWct2kTu6NRTnjjDf66YAGnqHwEBVGagTxc/9yz3LphA4PhMK3TZ2AbBr5olHE7d+NLFE4F7N1IX0wg7PwWA4mzstV1gZTw80vP45x5hdXn0USSL9z4IK/sdOoDFBsPxlWV8eT/+xhPvLGDr9xcvOY5OA46nzl3BdeddbzTNyl5eP02bnphPTsOtqPHnOyCkHZaWjJzPD+47nzqKkuJxBMgRJYjYCxp8sTGnext7STo83HmgpnMHvf3l0rtjcY45Yd/IGFZzj30hKohvhd1pSVEkgkGE8n0/S9yz3Qh+Owpy7lt60Za+wey/DUEAltAx9TJ9LsFlb49dSr/NXXq3309in8c6w41ccV9d9JfVUPnhCkgBKG+Huoa96G5KvCaUJgFE+tYdXB/wfwBGoLF9eNYefH7+fbap7l5x3qSlp2RHRAclZjECJoM9cHThODRsz/BzPL0879voIOPvHwjXfFISvXvqMhtNC1/P7zujVQg0LXsXAbO8dnCi65JDN1yNJpSYNnZcY3eqn84vLalBCtpMCU0hoRtMaW0io19B4hYceyMl0oXAl1o/OnE93Nc3VQAzn/oL2ztahveFCIcIeOCKXP4xSkXDds3gPZEgos2b+bVvj78QnD3UUdxce2/pnTz2x0VWpiHlxob6S8tpWXmLGzDIDAwwLidO4sKAgBIOGbsOGflWmAXARhScP78Odz3kfcWFQQAvn//s7w6AkEAoKWrnxc37WVc9cgc3iSS0lBabSeE4MJj5nPzp69kWqgCn8weHAA27m3moz++m8FYgnDAnxMREPQZXHzMfL543sl86t3L3xJBAJwUyh858RinnxL0OBgDzj99EEQSzp8/m0c+dU2238Mw90wIQUvfAO0DgylBQLj/AWgS6vY1UtXk+Ep8c/9+vrVv31tyTYp/DKubDtBfO4bOiVNBCEq7Oqhv2JMSBAA6oxH2dhXP728jaervBdKZMoWGk2bYsNH8JnooiS+cKwiA8+jduntduj1p87nXbqcnEcma+Gzp5Ako1BUv/0BxxZonWGQKAjaasDC0zGQhkrA/QUkggV+38OkWAcMk7E9iaPkcm4rj6T6FAJ/f4uo5R/HshZ/CH5BE7ViWIABO/gHTtvmPdQ+kfBOuO+rYEftEWNJmU1friPtX5/fz7OLFXFpbS0JKLt+yhZXt7SM+fjShhIE8dAYCtE2fgdQ0Qr29jN29C90a/kURwNZD7cOqwwXwo4vO4ahxuWk4M+noG+TBNVud5D8wbG4CacO//f6v7DvUydS6qqL7ek6KZy6amfPxw69uo6mjN68zoWVLmtp7eXj11qJ9H4ptS/Y1d7HrYDvR+DBCVQH+7YwTuGzxfLSYGyXhXoNmgxGHZL9J2O9j3ti6dEjRMGOMlJLakjAlPl+WEJCJAKqbmpnQ7AxC1zc08N/79qlcBG9TXkiYdI5z1MgVbc3UNDXklQkrAoG837eHAKqCTjjcCWOnpMLnvIlZM2yK1f2xpGRVy57U36+276NhsDOvADLcZO9kGcycWHPb0ISNpoEubEr8capCMSpDccqDMcqDMUr8UcqCMXQt+zq88wYMC79u4tdN9BEKBj7DIugzMXQLTTiaj9ZoHy+07CooaNlImqN9vO/5P/O5V+8mIiO8f/ZihGYjdBuRJbx4Nyj9a1A/POt2SNe5e/58rq6vx5SSK7du5X4lEOSgfAaG8GRHB5vGjEUKQbinh/r9+xBuzGCOZ34eEjGzwJSSxrIltpTDJiB5bdcBvMWMKGIn9zqlubH/37n5KQyhY5jOMbbPyRMAZCUIuvqko6mvyM1hMJKJ/uFXt3LV6UcPu5+UkpWrNnHjo2to7uoHIOT3ccnJC/jUxSdQEvQP00JGW0jW7jiIXsDz+Pmte/nz869zzXFL+OL9j6aDO4qEOVhScvGieTy5fw87Yu2Fd0QQPHCI7684nq/v38+3GxqwccwGyqnw7cPvmpq4zw2TrWhrpqo1f30NieSkCVMKrDLTz9YVsx2b/6njpzO1rIoDAz3DVgvMbCcuY9zdsIYJoSrWduwvGpNfDCFkypcAQBcSXTfRhMS0dCQCXQg0zaQsEHePSR/r0y18GYKLaWvIjLWgs6+znyYkfgl9lpc/vPD1acLRChiajRRJ/JrO/oGuYdf5AtjQ3YTohiebtiOkwJeRhkDaYCYMpKVldUFDcO6UOTntDYehadwydy4acHtbG1du2cKd8+dzeX39Ybd1pKI0Ay798TgffeZZzt2wAVMIQr291O/dh7DT7vGeF3veB106qmrNFvnqk6QQwIy66lS4YDFMy8rU7hU+uRsuJ5Kgm04q4aRpZa2aNS9jn7sSuOqkxXz5kvxeud0DkfRpHOMhmTpMCXT3549qGMqvVr7M9259JiUIgOMHcddzb/KJH99zWFqCVdv3c6i7r2C2Mwnc+tJ63j1nJpctdhz9UvN0gaiwq5YsZGp1FTOqqhiJPfaaqmp+MmMGAN9taOC/9+8fcf8V/1j+1NzMp3btAqC8rZmK1qa8+3mFhaoDYWZX1WQI5Tb4LQhZiLAFYYv7DmzkkYZt6JrGjWdcQW2wJN2KFAVU+xLDMAmHEvTLHr636SE+veZm7mx4NUdtnjoi+xXLg8CnW5QEkpQEkgT9Jj5domvgNyymllZwxti5lAecFz1bPs30cXAwNDvD3S93P02DgJEZCpWLkeGb4GgYJFIks/IQDIftXnfOXRFgBEynsJOLJgQlPj9Xz1o84vaz+6tx87x5fGDMGCzg6q1buU9pCFIoYQCIJJOcv/IB/oLE1nVCfX2M2bMXIZ3Kd1k5RrxYdciaoLUEaDFSmfmK5fT/4HFLRtSvoyY7ZgTvFRVe6t/Mdl1BQIuD7jn75WlLT4IWlYz1l/CVc0/hPy87HUPP//VPqK1As0CPSXwx8MVcgcJ03lxNCCbUVgzb/z2HOvjL42vzfmbbku0H2rj7uTeHbcfjzYZDOQWbUrj3pas/SnNPP9+/8Cz+96KzmT+m3rkfQ26KX9f52IplfOvcMwCn5HHR0dithfDc7n38+6RJ/MwVCL7T0MBvmvJPOop/Hre2tHDdjh0AvLeqgsr2JlczlE4dnFVHwCd5paWR28+/iuVjJ4FhIUI2Ykj9gO09bXz2pQf4zeZXmF5ezdMXXceKcRPQNLDt/KYon2ER8FvpiRKJLmwSMoYQXsGPTARSioJmAuG2UUhU1YXgvImLOH/SXHBX6oVbSqOJ4hqKoM/ErzuDjpbSdzovmq7Z6EMcHoWAl9q3Ma9iDGNDhf2WUvJ5EQHIuwbDZ6K7v1f4g9z67qvyploeKboQ/GXuXK5xBYL3bd3Ki24SqtGOMhMAP3t9Pa/UVGPrOsH+fsbs3oOW8ZQKHLWVsNN5A7wkQ8J2hAAhRcqGndIk4GoTMjRd75o3kyuW5oYb5WPm2FoMt0Sx149UlELGYkbgeP0X0YaDlOgm9LQP8Is7XmBPYzvf/OjZeVXcNcEQemKIS4906hQICyy/zWUnLxy2/w+s2uxkbSuQyEhKuOeFjXzonGMB6OqLkDQtaipKMHSNeNJk9ZYGugcijKsuT6v9h/TLE9i8z//n/mf54gUnc8ni+VyyeL5b1Eiy8VAruzs6Cfl8nDxjCuVBJxFK12CE/W3dpGxB+W6iEGDDa40H+MAxi/nCpEkMWBb/tX8/n921i3F+P5fW1Q17TxRvPc92d/ORHTuQwHVjxvCpqgo2+H0MWglXMHdyTiBAGnaq3PCqQ/vRhcaZM6fxSm86xDDf1/+jDS9wyvhpLKgex2kTp/NGbwO2lEMmNOcJ9PnSTj6GZqNr6X0MwzkmYYI9xO7nVR/0wvK8flT5Sxgw+/N2TCDwaTqXTTqOlQdXjeBuOX0UAjSka/LIjjRI7SkgHEgSsE1OqlnK9t4WDkQ6cqIVvOME0JXoJ2GbfHbeqfy/9Q/lPftwWzLPj4CTJkzm/ElHceG0eakkUH8PuhDcOHcufZbFAx0dXLx5My8tWcJRozwPwagPLexJJpnw7LNEAgH8kQjjd+x00gtnIp1JULPyPLiWRE+kHQqGvlYCp3TvpJoKPnbiMi5fsiDLRGDbkld3NPLouu3sbemkNOjn5KOmccmKBZSFAvzXbU/w4JoCNvxU7VLQEyNQckvpCDMu3/vk+Zx1fLb9bc/BDt739ZuLNjNpUjXXnnMsg5EEE8dUcuzCKXm1DF/4vwdYtamI572reVkwZQx7DnUSTTid8xkaMybWsr+jh0iGGaG8IkiHnZHjQTrCEWRfu64JDE3jD596D0umZZdHllKybn8Td6/ZxP7ObsJ+g+0dTu5000daV5ZpXhCkND1Lxo/lng+9N9XWJ3fu5A/NzQQ1jWcWL+aEiuE1Joq3jm2Dg6xYv55ey2KWncTctdEtwy1hBPNGaUhnUMRHcCaJpktOGDeJK6ct4Str/pqy36cFAidcz+9qBXzupDl04vRG3LhpIKVIlfs9d/wCrpi2jPsa1rG7v5USI8A54xdy4cSjWd2xk//acLebSMuNHHAFgZ8c80GOr53Fn/Y8zm37n0Zznf8sWyugT3Bs/QHddP8SxC2DhOWs//OFOF416UT6kvDgwXVZKYOFe82e74CUcFz1LD4+8zxebGngZ1ueQ7raRGuIr8RIwxd/fNwlXDR5+MXH4RK1LN61YQOv9PUxKRBg9dKlTBjFmQpHtTCQtG3O27SJp7u70RMJJmzfgZEsYMO2QDfzvNW2QHfHkvyvncOPrjyHCxZlp9Ls7BvkU79dyY4D7VkaBWE7A8jsCXVcddpifrDyeeKJJFju6jwjZbHEETYcIXqYFytDGNCEYOHMcdzw9auzdvnxzc9y/7MbCq7mvesUZvrlr6ks4WvXncWJS6an9onFk3z6R/eyZVez89JrYBu4aQqdvggrfQ25J3A1KwJSekIgGQZhOA6EoohZRBOCsVVlPPr1a9Hcc9q25P+tfJIH1m/N0VhIAWY4rfHJajRD4DhtxlT+eOWlqY9M2+ayLVt4qLOTasPg+cWLae9opysaZVxpGcsnThyRf4ji8GlNJFi+fj37YzHCsUFqG7Y7zr7gPJjD6j0lGDbCP7IhUAgbf1AipeSUMTN5oWU3ALpm4fdZ6HpaOHCc8Yq/Q2EtTFgvY3ppLVdMPZaT62cVdUZtjnZzf+Ma1nftQxOC42tnccmkY6kNlBGz4vx8502s6XozJXxICTHLIJL0kfmm+XWTsJFdi0QISNqCvngAv26jC0czmLB0bDRKDJMPT72En2x7Ivt+uLbJzG5rCHSh8/Oln2BcsJa/Nm6kKdLLqpbdNEV7Uj4/IxUG/nzy+zlxzPSi+9hS8lLzfl5u3o8tJcfUT+BdE2cVNiu6dCaTnLh+PTuiURaVlPDikiVUjNLiZKNOGDBtm82trUSSCX7T189tHR1olsW4HTsJRAs4xbkrUC2Z8eB675YFRiL/YZl8+ozlfPaMFam/bVvy3h/dxo6D7c4C3yZlZvAWo97PeZPr2dXYhp0olgzV9WcoNJi4XjpahnAe8Bv89zXv5q9PbeJQWw/hkJ/eWJy2vgFSM73tJh6SgOYIHoh0MiJwnYcQ/OLrl7PsqMk0tnTz2e/fQ1vXQNa1gBPZYBukBIF81+E0mr5Q79rQhNOHUg3TtrNKIhfie+87mxPmTKWmLMyfXlzLT554Kf/tAcwQUCRUTAD/fuqJfPKE47K2D1oWZ775Jq/19+NPJBi7c1sqFHVsaSnfOf1Mzpw+Y5ieKg6HiGVx+ptvsqa/n5CZpGbfFnQrc4KTRb/L1D4+G+EbyRAoEZrE8DsvkC40Pj77BG7Z+xIY8ZSSDpzXRhM2Wh6tQCaG0Fh11rfRM5IUdMS7eb5tHd2JPir9ZZxWfyx1gaqiPUvaJt/a8nN29uemVZYSkrZGfyIACHRhUhmIownPj0JguROykI4TYGqRIYUrEBgIJJPCY0mY1Wzra8KSNn49WTAkUkMwKVzHzcu/nBqTnm/eySdX35nVt2wTSy61wRJePO8LRSf1xv4ern32Hnb3dmIIxyZr2jbjwmX88fT3sKBmbNH7tz8aZcUbb9CSSHBOdTWPLFw4KqsdjhoRSErJzRve5NdrXqMjEqG3rp6uCRMRUnKxabE5FqNgZK10HPS8ycez2Wc5Ew5DZSi7UMfqHQ1sP9iesnmn/A3I/bmtsS117kKPqABnBZtvAHTfOGFlNGBL7N4k//2L7EyF7pyPNJyVt5aZQMkGw0wLBGQMfkLAb+9cxe//+2o+/4P76OwZzHstepJ0yeEC1yG9jmSuNmwvLapA9NlceNJcHlm/vUArab5xu7OSWTRlHLu7OwvuJ3BMLVb+KqsA+HSdKxbn+nuU6DrX+nRej8dJBAK0T57KmH17EEDrwAAff+iv/OniSzlt6rRh+6sYHiklH92xgzX9/ZQKQXnD9iGCADgvaB7bXboV559uU2SnrPY0PS1JSylJyCTCSDhPZeY6YRghwMOUNknbJC5tHj70AvcdfJqIFXPP5rwJt+x/mMsmnsmHpl5UUNB/qWMd2/vzp1UWAvy6jV+zMKWgJhjL+kxK6SY8Sr+Uwn0JDU1iS0eTIBEciLbynQVX8Ltdz7Ohex/FFt02koZIG1v7GjmqYgoAp46dxQdnHMcte9Y4YZKeQCIzlz7ZfG3Ru7MEgbhl8nDjFu7a+wbNkT6qA2EaevvojyVS99QbsNqiA7zvyTt46uKPMSZcVrCvU0MhHlm4kJPeeIPHu7r49v79fGva6HtXR43+8ievvMz1zz9HRyRCrKSErvGOLbnmUBOHGvbhN/T80qAJRoSsVain0hcZkX/DMbYi+2F8ftMe53wZdu9ipH2iC+MIBDItcmeI3lrcCTt0xkCJESdPPE96jtfMbHt8piCi5XGItqVk654WVj67keaOwtUPJcMLUEO/hdR9t52+C2DRxOLS/lA2NTYz2JdApO4BuV+eBXhWoozPNOH4IPzy0vOpKQlnHXKgp5efv/QKP3nheeob9iJsm2h5BT31Y7Oa+d6LL6gkRW8Rvz10iDvb2jCEYHZHE75kAZu/94wOve26hQiaaCVWOmmQzPdAeDifiSG29NUdO0cw6UtE3ofNcQxM2km+suGn3NLwcEoQcI6S7lGS+w4+zT0Hnix4hqdaXypuIpROmGBN0NF85hNWhGvzzwwVBFcZJzzrnk13spvldTXUhAqXPM/kYKQj4xyCry86m58ffzlHV09EFwKfpjGvsp5yX7YUXh0I8+PjLuHCDF+BgWSc9z13M19d+xBvdjbRHO1jS08L/XYEfLlhkJaUDJgJbtnxxrD9XFpWxh9mO9lgr29o4JHOwguHI5VRoRlo7O3ht2vXAGDpOm1TpoEQlHR3UdreRqcQnD97NusPNtPU14cunNfXtiW+hMgrs+ZT5xeiPBjg5FlTs7bFEumHd6QKqRGMO2hJQCOVE8GrnCgy9xmJADLchO0lQRrSqdc2NaBnREDkHOe1/bdq4dxjl82aSF15Ce19g8X3lRm/ChxhYKiGx3B+ekKQdLU+HhcvmMt1K45lVm26Cp0tJf/z3Av85fX1oIFlQCAapeZgIx2Tp9IzdhyBaIRwfx8S2NPdxdb2do5SSU7+Ll7v7+eLux1b/fWTJ/OHbflDVx2EIxxnLnl8Fprfzg1py3xBcrxHwQhYQ1b/gqgVK5jzAiQhXzIViy+lk+gnbho4dQAF75l0PH/au5KDkeHT69578CkumnA6mhDs6t9F0k4yITyBukAt7fHO4ksFAdX+ADG70ARe+GWU0ok6MKVAE5JbGx6kJ+FFNgzvbFdqZE/yQgjOmTCfcybMd7USTqRHzEqytqORtugAdcFSThgzDd+Q9I7fffNJNnU7acGzqigKV6Pps7CT2VOaLSV/3beFLyw+iacad/Ni0z6aB/uZUVHNlbMWMqc6HQH0gbFjWd3Xx28OHeID27bx+jHHMD1URFV4hDEqhIF7t2xBEwLTlrRPmYrl9+OLxag90IjAkSCf2buX1z/xKV5ubGRzaxu2ZfHoGztpGOwprpoHpo6porG1u+Dr+KWzTybgy77VM8fXOg+w/PvmxqEd8iY08rz33vn0lFqueFvgmgAKfJwblSRpOdSDiJjogK0Ld6LNbkFIp8RwMe1BITQJcybXM2tCHSfNmcrKtVvyN+D+S2khhHuvMwd07/qSjkAg3OJHwtX6CCG4+piFfOu8M3NO8evVr/Ln19en++vei7LuLuLhEvpr62ifPJXxu7bjSzgqzPZIEcFFMSw9ySRXbNlCQkouqa3lE2Pq+cOwRwmw4e6Lr2ZffydfW/eIs3WIWh8ylAOZ5inDQtNzY/ctaTMhXElnojfHTq8LO08WQCdJj+FPEE0GmFoyhosmLuWTr3+7YCKiTKJWnD/uvZUtfeuJWmnfpoUVCyjRw3TRW/T4QWsQXeSONDL1//wjUDppl8TQNHoS/djYGAIEskC0gkNYD7CselbBz5uj3dy2/0Uea15P1EpQ5S/hkonHc1bt7BxBoCse4YH9mwoKX0KA0ME2Zc4A0huLseKu39KW8f49d2AvN2xex+K6cfz2jIuZUOrkRfjZzJmsHxjg1b4+Ltu8mVeWLiWsD+t8ckQwKswEB/p6sW1Jb/0YouUVCNumfu9eNDNtXxpMJomZJqdPn87nViznjb3NNHb1jKj9z5y2nF+870Lqy7LjVCtCQb59ybu44tjcsJiLjpuPruXmACvGsPsOs+LXBBwzbxIXnrRgRDbNw0GzwReHxn0dYDmTqZ6QGBEJVkbPpURYcthohWIS2JevPA3Tstm+uwUtTrbaP0MISLWTObgPMXGkTBBWel/djT44c/Z0vn7WqTldiCSS/GFNugDN0LG05tBB/JFBbMOgffLU1Pc2piQ39bNieKLJJHdt2cjyl1exLxZjnGFww+zZVIfCjCspbAv2WD5+IseNm8iu/vZhU4AjIGjAcePqCQRtdCN/Ep+6YAnvmbwsRxAASdifLQikmnb/nlAS5A/Hf5zORBeWLOiplMPLHa9mCQIAW3q30m8Ol0XPSXr09yw5hJAEtAQBPYaGjS4saoKDVAcGqfRH8Gu5avprpp1JQM8f37mr/xDXvPpL/tq0hqjlCMvdiUH+suc5rlj1E36780lWtW1PhSNu6jpUII1z9ouv6RZCl1n/+hOxLEEgkw3tzVz015v51kvPcvF9t3LlA7dzRmKAGsNgw+AgX92b3xfjSOSI1wxIKdnc3EosFKZ7/HgAahsbCcRi6RUd4NM1Qj7nwd3S3Mqr+w6M+BxlwQCnzprG6XOn89reAzT39lNTEuaEmVPwG/mlyqrSENe//2z+318ecyanolVKSHn151PNZ+5TDCnhwxceR0fHAA89s2n4CysifXgqdsDJ1BhP7y6G7GfEJGaY1DVqCVcgCGlomsC2s9cncmgjGe1euOIolsycwLdveordBzrRcTQhTtiiu7orcI88TUDm/qlTSThpzlR0n6PCnVxRyfTaKjoHooyrzJ5wXmlsJJoZgpppEhbO/ajfv4+mOfOIl5TSVzeG46XFXFU69bB5+UADn3r0QZpKy+maMAVsG7Zv4r0Nu7nxwsu4dtFSvr/6hYKPqqFp/OHsSwDY0dtWtK6Al5/fNkw29za7TkG5BkIhbAZkN7sH2pgYrqY52pOatHRhYxQoReydozvZy6benfQkejgcvaCeR9K3sZF2lBK9jKiVyKNlkGhIfMImKYdIxnjvW3EzgYdfs5z3x7CdVjM+K/EliZoGXfEQIJhZWsV7J59WoE3Jf228g6gZz8rVYLv3ujsR5S97n0cCdYEyvrP46px+e9fm+TmkojkMibRtJzukN5D4QBgWMp5nYLChsz/KTZvXp56hTe2tBEoqYOJMftXUxMU1NbyrurrgPTpSOOI1A+uamtjd00P7lCk45Uy7KOvqAjIc4oAL5szB56qDnt+5b/gVhEtpwM/xUycBoGsaJ8ycwnuOWcBpc6cXFAQ8akMhyqThTkYFBhDXCdDnVerLfddTP7N8A4aga4Kp46tZNn8yZ54wm9LwyPKH521PSoRlI9wVv4iTju8ucLyWdPe1nIgCXwwCg5K60jBeqt/My8k9p/Pv/e9eyt5Dnfz15c3pc0inTT3urvyLfHXCNaWIPGaUFVMm09rRz7Mb9/CXVa/zzZVP864f3cBX7nqUSEb56uiQXBSCDM2CJ1wmE9Q0OQJl19hxvG/5Caqg0WGyu6uTax9aSbcUdI91qhBWtTQRiEbY093F+1fezfvmL+bMKU7YZubdFYBf07j5/MspDziRPCWGH20EE68QjhnAZ1gE/Ul8hoWu2xi6TcDn1AUQAm7a8xLfX3wlk8KeL4lMVQQcjh9u/wM3NdxBSDcxUnnG8+FsLyZkSGHj12LMK88NXzWETZkvRlDP4xmbdY7C6ncbQVCzUr97wsPQqodB3aQuOEhNMEKv1UR7vCtvm29276NhsD1Lq2KnhC6R1cuOeD+fXXsjUXsww3Qg0TQbTXMiITwsS7hREQJNd8wGjtOns5/w5SaTw8p177SkxD/QQ3mPo3H5yI4d9BTKP3MEccRrBu7dsoXeceNIhkLoySQ1B7JX/N6q8NPHHp/aljAtZ+Aegff3x086lqDv8G7jQy9v5md3vUDfoKtO9Bz+hgYru30TCeenBuAWItICTqx9KneATM9FQwdFcBID/fhLl6BpgoDfx/e/fDH//r37MK38g9eEMRUcaunN7pPXL+nULRBSInWQhmA4u4MwQZe2I9B42xKS3oZ+fD6B6QcMdyGmkf12ugfMmzSGmRPr+NXKl4qmOR7JYkuzwbJIhWJK4DfPvZoz0UsJj23cSedAlD9dexlCCGbW1OS0J2zAJOW4CVDa3QW19XSEw/y4q5srp9n4VQKiEXPDG+swbZuOSZORuk5gsJ/yzjbAcQxr7Ovlc088zC/POp9H9+7k5s1vsKu7i6Chc/6MuVy7cCkzq9Lf1dmT5vDkwZ1FzpgZMSDdyQa0rAneqeznd7PuffHN37K8ZjYd5gGSlo4+Avs/4E6pNj7dIqhLbCmImAZJmSmkS3c/QanhDAK6sDHcFYEpdSzX0zUp43xt3ifpiPewrW83IFjd+SwHonvRsAnrCTRh05sMk/mCCOE40uT6Dkg8r4CQnsDQcLMfFlJNksq66GkgNvVux9dvELVijA+O4aiK2WhCY1d/M8JtG7yhLn+bEkjaFv+18U7qwzU0D0bQdDtdFwKnWFTm35n9kTgCgbQ1hA7SzHAcco/JF4khgeq2gxiVdRyMx/n87t3cNG9ezn5HEke8MLBhcJDuMU7Bn9rGxlQymEwMTWNGhhpo3tg6Z6IdhmtXHMN1Jx57WP3508Ov8dsHXs6a7LyMgs5Ekp58hYWTdRDHPOBpBTQJJcLgY1eu4Be3veA447mefgLwGTqLZo6nuz9CWTjAu1fM5dyT5lMSSg80yxZM5uYfXcOvb3uR1W/sS6nqgwGDy89ZwocuPZ4Pf/4vNLf3pZ0ApURLSkfNj/uiWaTLIxdA4Kze8zk1gqM10AyQpsA2QFpk66wsCAUM/vtjZwNODYOsZXgmI9e6olluzgTA8GlEE8m8amRbSl7d08irew6wfMYkTNNiSkWl44uSWcPCLVClaTCpsoKfnX8+9VVVLFy7lg2Dg3x7/36+O714JjVFmkd376S3soZYWTnCtqk92DDEBCV5bv8+PvLY/dx6wRVcObd4ytrzJs/jF5tW0TTYm+d7dv423Cp5+XMFSML+hOuI53wetxO80O5oqcK+RMZTWfghFNiU+mKplb6TpEhS4U8gSdCX9JO0/WhIgnqCMp+TJCigmRiaTKdPEJCwNQbNIIbwE9ACTAqPY1J4HADNsZ00RfeltAIlRhKfNsBAMkDc9iEBn7AIGgmiph8LDVtqjqMxEp+WJKQlEBrEbZ/7yg0j9AvQpGNG+MOe27PMFnWBaj414xpa4x1kRj8UyzPgtSklRGQnuh7AHiI8SJkrCGQeiwDpLRw0CV5aeTu/IJBq17aY3nWI7urx3NzayqW1tVxyBNcfOaKFgbhts66yEoSgpKuLkt7evPtVDQkfOWPuDGpKwnRHonm9VwXwniVH8R9nnXJY/enqiziCQB6EdFbPaQm9+Jw2GE0wb+oYbv/Bh7jv6TfZuOsQPl3nxCXTOfv4OZSGA5SXhVKpePMxdWINP/rqpQDEE0licZPSkkAqfe6xi6bw6KMbkfH8/Un9bePGK/5tanCBa8f3uz91t00BwpQEhM77T1uSckSsqyyloFozs1pkId8K7yNvXwG6oZE0C8dO65rgT6vW8t0nnmNPRxdSSOxg7jkMIQgZPn530cXMrnN8BH4/Zw6Xb9nCDxobuaq+noWlypFwJPQj6BrnmAcqW5vwJbLzCXiry7XNTdy7Ywvvn7+4aHsB3eC2M9/Ph5+7kz19TrY6xynNFQR8Fl4yQC9FR+YjHTBM9CJVAZO2jj+VmrPw5FYbHEwJFJB9DgFU+OMgY5Qaibzny/zbJ2zKjRiLKk9CE9lap5NrT+XljuezzuXXLKoDkZw+mdLAkU0sNCxKjAQBzQQhSFg6CfScwkqF8BTvQ/0XWmLdfGPT/2HaGhBiqBaiaJsC4rYT6iPILh1dTLPgfe5oB0RKW5CzT2rMzW4nEB3g/FCAh6NxPr5jB2dUVVF+hKYrPjKvyuWHjY10ahpaMkntgfwOgQJYXD+WwUSCEr+zcvbrOj+7/Hw+dtv9WLadpY7WhGDumDr+8+zTsG3Jyzv28/K2/SRNi6Mmj+WcJXMIB/J70P7lsTXD9jn1KLrqeC8aSOSRyC3bZvqEGr7yISf07dU1e7j1rle55fcvAlBTXcJlFx3DFZcuw+8v/lUH/D6EFPT1RhkcjLN3TxtN+zqy+5QHCWimjR04zPAbz0/A9lZhEnwaQgh0y1FJ6knn+qWwuHXlGm65fw1Hz5/IJz94Cn965LVsM46nTcEpJ237yR1jZPZPgSM8fPC0pdz02vqi3bVsySt7Gh3HQ5zvQ49KbB+pPAWGpnH+3Dl87oTlTK2qSh37nro6Lqut5f6ODj63axfPHX208h8YAYNTprvmgQHKO9pyPpektWG3bnlzWGEAYEJJBU+c/3GePLiDn21+jn39HQhNohvpictROQtsW6Ts0obmmAYKf23OB7Ybj5+x7s3aq0RPENTNYeRmQUhP4BNWVtpge2hoDLhVDm2ml+Qm4ZpeOoN5ZbNpjG7O+WwourCwJdT4BwhpZmo1LgG/YRLSk8Qsg85kaU4fQKIj8WkWQkhsTZCwDJJSJ31fnLTIALom8WsWCVt3zB46xK3hpiKJZQ99mcWwgkBWC3KI5VdIpJCOqdBVTkjb0Rx4QsHB3j4OvL4aY8Z82gly3NNP8uLJp1B/BEYGHbG1CQ7GYsxZs4aIbbO8t5eOvXtzV/me5igGYZ+fL59+Eh889ujUx7vaOvjTK+t4dPNOEpbFmLJS3rtsER9cvoTegRif/sNK9rZ2pdJlmrZNyG9w7JSJ6AgqSoKMrSyjIhykuryEWx5bw84DHeTgFhAS7suHdFLjeuZLiWNCcN4t5yE1dI1HfvUJKsocrcbKh9bzi988neWdDyCEYMmiSfzvd67A58udsBNxk/vvW8vKlevoaOtPfyAc04QdGF5elLZE+gTSp+Uup/IeIBFJmb5e3HdRh2SJhmYIZDz/K65rgrraMqRfcKi1N6WWtX1g+QXSPbflJzeqwPUUytz02QtPoK1/kFvXbRh2TJEZyZyytgtJTWmYJz73EcoKVD1riMWYt2YNUdvm9nnzeK9rulLk58muLs7euBGkZPyurfjjsbz7ScP5Qkt8PrZ89PMjajtpW1z78k282XUgby5/cAQCISAciBPyJymiYMs8Gg2ZlWhIAn5XvR/QLPy6iV8bThgAHZMqX+41W3iVCCV+YaEJGyk1Jpcs4tMzv5mz/5vdr3JTw8+H7XnC0igz4k7rGW5LFgLpOvFIKehIlBCzvcJHzjUHNROfZqdefe+naQsGzCBOVUQ9S98pJfQn/fg0G1sKBtzaCflxjozEfVi281JbqQqy3u/FNQNIsC2BjOtk9j31e+YmAFMgbOFGaAmipeW0TZkFUrKs9QDPX3Z1avF4pHDECgMf2LqV29raOKmigkfnz+drTz3F4zt3piZbBI59N5G96v72uWdy9dJFWW1JKTFtOxVtkDBNLv3BzRzqzpN21xMw3FWtY2cnexKS6T5oZnZZYUirsDOL+XgCsPMeCqoCAc5fMY9LzluC36dz9Yd+XzQhx2c+fgaXX7Isa/ue3a38+xduY6A/VnABbYf0dCP5yIwE0AW2IbLt/TLjF80RFkSiuBnE9oHtz69pkMITioZsx5mskyGQupZ34s53vnlT69l6qB1Tk6kVfiFsncLxNwL++IFLOXnm1ILHf3f/fv5r/37G+/1sP+44yo5QdePfi2nbLF63jq2RCPPiUaI7s0t4S9epTmoy5QA6tqSUVz/4yRG1/0TTFv593T0FP5fSGRMM3aaiJDIi+dbrmSYkhrDTyYaQ1AQHnckIDUNY7gq6eEsaFjX+7JwC3uttug9hjeHW/xDOmU6vv4YVtZdnaZ264y38dMe/YWKSsA3XATD3ejWsVMSAhym9yIH0RksKWuNlruOiwC9M/AWuxwsXHLR8DJq5k32mgBAzDeKmj0LqPAHETZ140nlJM50GbVsbVkNgm6DpEtsGO6GTUyDFO15m/B4XiAzTSNukGUTLKwkO9PG7yRP50KKlBc/3TuSIHI1e7e3ltrY2BPDzmTMpCwT41QUXsL+7m4v/fBuDyYRbJTD34fnp8y9z2eKj8GdknRJCpAQBgKc27OZAZ37/A2+pauugJyVaIr05Cw1EQqIXyjniTnqZZXqldP6WmmSwLcL9D63nvgfXc+KxM1LnzYeUcO99a6kMB5FSctSCiZSWBfn3L9zKQH9uXnevKQGIhIUspB2Q2ZO6sCSa5ZR4xXZ+98yVtgZ2QHeEhXz3I7NZMpYXWdvzr8xT7dlOiKFlgLAltnDf+aEjlfvCB/0GW/a3OdkHZUbb+QY2QfFAXAmtfQM5mwfiCdoHBykPBvjypEn8paWFPbEY32lo4IczVCXDfPy+uZmtkQg1hsHzy0/nO1g8tHN7lj1X6jL1fehCcMms+SNuf2XjG06hnEJ+JwIq/AECgR4sRioIgGNxThdEKDFMyn1RDM3CsgUx24eNGFE9g3xRCd6qW8Px6rcRGf4AkufabkIiWVH7Hnb1r2JNx+10xhuodqsySgmDtp9uswQ5ZCYcKgg4Mn7uilsXkjGBfgbMAAOmv6Ag4PVXF5JyLUGJkaA3EXIcEbPadwgaJhqSmGlkbHeEKymde+Y3LFcYcNIYa5p0NTiyoBOipxXQdNekJJzFSkqDAWkTgSURmmt6cBwNssbUqpYDREvLiZWW88t9+5Qw8HbHlpIvuLnLPzx2LMeUpRPGNPX0EY0mi8Ya90RjvLr/AKfMmFpwn2c37UYTonBecnfiyJzIcz6XEt3O9/hm7CNAZpX6dSoJGoM2gnRo3ao1uwvG+SMlWtyivaGLH3z3r6nNlZVhBvszK6Tlnh5cj/ukhTTyzISmOyAPGUW0pM3QcVbYYEQtzJCeUuUXQjMllj/P+YprAxG45pWkjdQEls+rQujpL8mQ/CEed9dYlisISNfXINO84H5BI/GdKg+lTQSH+vr42apXeGjbjlRkyorJk/jckkV8ofkQPzt4kE+MH8+MUZT7fCR0JZN8c98+AL49bRr1wSA/ftc5bOtuY29Pt/POZTwDuhCU+gN8eMESAA4M9HDr7td5tmk3lrRZWjuRa2Ydw6Ka8aljWqJ9BQUBj5gdwShcxzQPTthfdSCCT0jCvrhrWnC8/306+PQ4PpLEpS/vRJtGEDbyO7M63voSN+1PxhESvzBZ1/EH3uy8AVNaOWGAQkCJlsDnk7Qly1JH5yu1XKx/upBU+GKU6AkGrGDeffIdU+WP0pUQJGwj7933GxY+3UqVThZITFsnYflS/QwHkkTijgZBCIGuO44Atgammb1ScGofpC9DSrBNLacYU+r+6DjODZ4jiiZT4Yfg5A6p6Giht348G8NlNPT1MqW8YkTX/07giAt6vrOtjdf6+ynVdb4/pAxlTzS/3TELCbvbOmjp7S9YZW4wlihSoCTdkLCKzF2SrLLFhfbJ/IYEwsnrb+F41nsrcymzI35siZaw0KMmetREWE5OgMyKhj09Edd0UcTW5v7UTIkWsxBe+mbL+Vs3bYSd7od3bu+6MlvONJGMYGGU3aa3uYj2I/M8Aufe+hLg7yedYCjjnosh+2uW809Pgkg4xwiTdBK6TOFAOsKNF0ro9WnRBMeJ62BvL5fefDsPbt2eFaL62oGD/ObBRzk2GMSUkm/v3z/cnRh1fKehgS7TZEFJCR8f54TIBXSDOy66iqVjx4NwBAAvKdiE0nLuvOgqxpaW8ULzHs569Pf8ecca9vZ30jDQzYMNW7j0qb/wx+2vps4xNlQ+fPKhfFmpAC2nFKLzUxOSMl8cn2ZS4otnTsFZmqkkPoJa8QRAPkx8IlcQEdiU6DHq/H2M93cT1BJOamAsyrQoAZFEFxaQwMDCTxKdJH6RJCAS+EUSXdgEtATLqxZwRu1RzAz2MNmfx4+pYP9GiqPd8AkTvzBdZ0iLMsOtnJjVflpCF8JxMDQ0iZ4nyZJPtykNJvAbFkLYCCEJ+eA3K66iKhDMaCs3CsM2vcE0z3ef8Y6LzMFqCOUdLejJBKbPz3GPPsTBvgIa4ncgR5RmwJKSb7kD7NcmT2bsEGeuiRXlhQ+Wrp3fhB8/vIofP7yK2WNq+cTpx3HuwjlZu84aX8truxqLJ70ZyaQ3AgpqDlzbu6eKzzR5aWam+t6dQV29mLBxhRwJ+Vb7GWTOvUJKSLp2fzutyBOmRPrTan1hycJ9dvvt7FBgD+m2naeREcgCWfuCWzMhClZCYgdIawiGnkM4YY2WBsLI/izTsdMrZS0zzyOd0MTaEqc2xfeefYGeaCwnlt12r21wy3aYMZVbW1v52uTJzC3JrmkxWjkUj/PbpiYAfjJjRlYd+7pwCfde8l42trWw6uB+TNvm6DHjOHniVDQh6IgN8KmX7iNpW1nPiJcm+AdvPstRVWM5YcxULp28hFVtu4v2xZc325+kzB/Hsp3VrS0dUdqvOw50QkDSNoB8DoKe25+zoq81BhiwAxnOeM75/JiUGfGsCcknLHzCpNyIpbQBnprbpyUQ7jVqwpmAMx9xQ8gMxz7HudGUGu3R593WbQwNDGFiyqHOdcXHBx0vc2L2xQq3z14/veb8msQQSWz6GTRD2NIxD3jhmJYURC1fVmRB0EimNAOp82qSkN8khHcPdM4cP5cPzGzlV1tXpe941lcohkj1efAupcggo0lJRXszXeOn0FlTz8cee5DHr/pg4QPeQRxRmoE729rYFY1SYxj824QJOZ8vGj+WaTVVuY+DBN1L95uxeVdbB1+681H+/NLrWbu/Z/nCLI/9fGiJYSYuMYKJTZCuugd4RX6QEi1hO5O+TO2KsCWamUfB572RmlMuVJgyJTAUI/tdEuhxC2MwwazJ6Rz7AhAJO62pGEYI0kxZWBBwzyNMib/HRI+YQ7QOQy8st79Dr0pCRhEi4bThruqFzF7dO/eQnCgE4dZgyUwFLTL+AUjLZltzG+0DAzyzcw92UjrHDck0K4F4ZzcrgkFsnNrpCocfNjYSl5KTKip4d0ZoZiaL6sfymaXL+fyyEzh10jQ091m6a88GkpZV8J3SheDPO5zQ3jPHzWVp9eS82gFdCOqCYYI+74tLt+jTLDQBPl1S4ktS5k9Q6k/g1z2HQYEpdTKHBl1YlOhxKowYFb4Y5Ubc8UHSbKp9Ucb5+xjj72Osr4863wAVvgieDBTUEozx9VHv76fKF03lHBiq5pbCib/P9DPIt5/3U8dGYCIz9i/T42SZFJyWKTxKSXyaTakeH7KPdNMrZ7/maYdKJ/lRhS9KuT+e8jnw/AtKDSfJEjg5EQKahU9PYmiOJmAojguA4JmWLWzu20PAn8TQhxZNEvkUjfnJuFeFtKalPZ3oiTiWz88aCU39fSNs/O3NESMMWFLyXXdg/dKkSZTm8dQWQvCdc9+FrmmpQQQyBvsh+3sP0I8ee5H3/fJ2ntywE9uWTK2v4vMXnASQ1U5KI2CBMLMVYXk644QLFvpckv0uup3RTOmq/XNV8UUzoWYIBOju7+YQFf/QQ1J9kWA5E75I2Ozfesj5O8OBUHM/GxZLZh2bhZTOOdzVtx6T6NG0utTQRJZaPm9/vUk/Y1vqL3uIcJWJJxDk+dwzIxRaVwicAem3z73Gx+/6KyRJCx0WiCRkmp91ITjTPc9dbW1sGsh1PBxttMTj/L7ZqVX/zSlTDjsPw2ttDUX9ACwpea2tEQBD0/ndivdz0aTF6BmJegRw+ti5/HDZpSBsAnqGfQlnshp+UhEpj32fsCjVE1nRBZpwJrkkemrFrguJpjmpfH2aY4oIaXFqfIN5ixPlki4lPJLb5kyg2RN9UEtSrkfIVLHrOSaR9PkETpriKt8gfpEWnAQyrw9C5rl1IGobiCEJlTyhwK9ZlBqOSTchdcI+kxJ/gjJ/nLAvTmatV9uGmCX4yvo7eKNnH36fRThkUhqOZ6WRLqb6H3JpGfckf+igkJLKdudZ7a0dy4b23BwY70SOGGHg3vZ2tkciVBkGn8mjFfA4bspEbv7A5Swc58Z5e+aBYo1L2HiolS/d8gjfuOsJbFty7ZnH8tOPXMD8SfVZ+2kJR8ugQarRrMfPTemrR6WTnlfmeTy9SdaUWY6BesIRAoqt6otehxCut5C7YvZ8APLZ51P9djQJesxKPyw2aNGks4Ntu4KC7VQvLHZ+t3/C02jkaD1IaTa8ffWYxBhIYgyY1Jd7edVl6hjHBUKC6eQu0BISkbRhiObGSzSXz4SRKSx45oAiNyQvlpQ8v2Mv25rb0teZ0bbIKJ1sS8ncYIjL6+qQkDJtjWZ+fOAAMdtmeXk57yqgFXgrKTECfG/pJTx71r/z82Ov5KfHXsGDZ3yaU8aN5497HkQXYNkaAT2ZUs2PfHHpPCxh3QklypdBUCKwhgy/3muoC5tK43BCGr1cACNHCDCGrB5K9AT1vj7K9BgVusnk0ATKtAhhkV79CySlWozx/h5K9RiakIwJ9FJpRNBcE8hwApMnABUaraR0zC2mzHWANDSb0kAM4Z5HAghPc+AkPfL2LQknyCxkJPThOuZcpi4Ei2vHMbGksFm5pKcTIx7DNnw8NJib0fGdyBGRZ8CWkgVr1rAtGuXz9fX8bN681Mpid0cnt67bwPO79mJJybJJ4/ngsUtYOnE8+7u6aerp47o/3V/8BK6K2MsH8F/vOZMrVzi5CJKmxbu//Hv6IvH8KvIM1bkwJb4oWcl2ACcm3g13QTpCgp5MjwTCTq+WkRIjYjn72aSEBakJx5Y/koQ/lgTTdrP74SQL0rWsfUhYaBEn17qjTdDw9JdSSrAs59wyrUyTmsAMGuDX845iEre/7rktHfCyNRYwL0hwJCtNIDUwfQLbr6XDAD31fcbxnjOl9AlsDQJ+gy999Eyuv+Wp4vcGJ1mR7SenVHQqx8AwtzdPOHX6OgRIn6NNWvXJj9GhCRasXYsAdh53HDPD4WH7dyTSlkgw7dVXidg2jy5cyLl5CkENx6+3vMzPN71YUDugC8HksgrGlRtIJMfXTufyKccyLlQJQHein397/dc0Rdsz152U+pLO5CSdlXywaBZCZzKsDkQI6CYhLTnMZC7x5/EvCAhHjT503+EevgDp8wkkAZFEILERxKUv5/iwiBGVfhIy0ybv2PsDrgOlxCmIFLd1bHQE2UmJ4tKXCpmUUtBjhkjaxrBCTHcyiFUgTti0NfqShaMUpHQyFsZNX1aiI4+km5hISognDOKJdDijbWrplzF9yc6fNmho1AbD3HveB3h4505++GraB2EoAxXVdE6cxlifj4YVK97xRcje2b0HOiMRrnj6abZFo2imyQNPPcXpN97IvVu28MT2XVz4x1u4642NHOrrp7V/gMe37+Lqm+7ij6vXMrW6iuVTJ6GPLL1Yit8+uZpo3PEI3nmgnf7BeOHIAO+tMCU+TwtH9spR2I6pQtqOU6Av5uQf0E2Jbko0e0jbtrsKtmRKHa2Zmc6BBchIEITEWc2btjPpD8QRkQRiMI7eG0WPJNJzny0haaXU+45vgms2kBmmBlviiyQRsQxbf8bnwpaIhOWYFGznGoWrmi/0DQiZXgFICUZC4h+w8PdaGBEbLelqFOyMf67W0stymIyaPPLilsL3Zeg5c83Fhc0Lmbe3WJukr/XqxQsZU1bKUSUlnFtdjQT+z3WcG438uqmJiG1zbFkZ5/yNdeOvmrEYn64XfI4sKWlNtLGxp5HNPQf4854XuODZn/DQwTcA+MHWO2mOdmZ9h5pIy8E+zUbXXGtS3i/amVH8uoUptRFWL8zf2+ySxhI/iWHakRmTtCQk4tTo/ZRqMUq0OGVajBq9n6BItyOwMbAo16IZandJSEsQEGaqPU1kmjusHLW+XyRTVyoElOrxYQUBWzrOgoWIWzrF3iYhHKdN7/fMn5abDtp7gX1G+l4KAZphp8oae/h1HT86E8IVfG7RCTx28bVMLqvkmoVHEyqSGKykt4syoCWZ5O62d76p4B2tGeiJRrnsjjt4rbaWSHk5Fa2t1GQMqropEMnCj9UtH7ic46dM4kt3PsKTW3YVjg7Ay1SY/ntyRQU3fu4Kmjv6+Oj/3l20n0IIxviCdLcNFhysJE54oLAkRqLAMCEl+kAypaHI8XFIdZbclbn3NVuOGl4biDlhgUOOzToqT9IffLojRAwtfZzhsSSFkxZY+jSk658gTNvxUTAEwtVCSAFWyFdUFyohnYZ5yG42IIOam0xMZB3jtS91QBNYBiRLh5d9rQCgpc/raQgkOBkKvVVEPgcCn8AcRhV57sLZ/PiCc1JJrJ7o6uKcjRsp03UOrlhxxBZBKUTCtpny6qu0JBLcOX8+V9XXD39QAV5o3sMnV92bFVHgan4J+JP4/cmsVMEe54xfxEuda3MeQ13YlPjSJa2dSSztdiNdm5J3XMCNKgBJuREjrA+nGQA/Q/eRVBsDGK69u0yLokubHulFnBQQIEiiA2Et7jr1ZeOtoCOWj4BmOhO+ew1R20+nVYohLPyicDZBCQzauaqvHjOc8pOQ0vl7qIo/s52k1OgzC+fX6E/4s+oaFKI35lQKk65wka6l6p3L+ax/MICU+pDPQNMkn5x3Il9acHpBjeqXn32Me7dtgay2nX11DS4+/Tx+1tLKsrIy1ixdeti+Lm8n3tGagd+vXcveaJRIeTlISXl7e9bnli6xCyzpdCG4aY2zKrjmhKWFJQZJXqe1Q129/NsfH2T6uGp8RvEiPVJK4v2JYf0SPA2AFI5wMBRjwCwoCGRt85bR6Q44P213JW9aWYKAd2xeE8dQXP+AHEzL0R64GgThJh/SY5bjb+BFOZgyZc8XknTuA+98dvpzNy9sgc45ZgCn79kfpuz03neHa+IZmhMhsy1XGEt5E+PmHvDyDligxZ2kRnrc+T0zf0FtWQlm3nC0NGGfjx9lCAIAZ1VVMS8cpt+y+HNLS9Hjj0Qe6OigJZFgrN/PpbW1wx9QhKllVVSHDYTmvbCODUk3TDQ9mZpgIS27CgFPNG8kYeW+w5bM9kLXBPi0tP+tc7ygRI8zJtBHSYZnfdLWhhEE3NJDWS+ts1qv0BwTgQ8Ln7DRNCjTYhn7kfV7gATlWgwhbMJariDg9RUpKddjKUHA2x7SEoz19WRtz3e8JnL9DIb2SQgoN6IpB8XMVzu9p3Pt+QbdkfpJZJYxtmSmS2FaUhfCsWyGQ0l8vmSq6JTmFqbSNMnte9bREu3Pdwqa+vu4b9cWx+NRG3LfhcSy4b4XnkLYNuv6+3mwpXn4jr+NeccKA7aU3LlpEz3uABLq68OXyFWnFcocZ0nJmsaD9EZiXH//M1gZYXpZKmI5xMHQnWBsG7YfbGN3SyfnL59XtFSwsCTRaLLg5+AMKk6cPs7kmcyeJIVp5w8bzH9xWQmGHMNfOkGQFh1O7Vigj5CVYyCFdJZLwuurZSMSJiKeRCSSYDk+DqnjMgspmZaTJCmWRI+aGDHnnx5Ngi0dX4g8SHBG5QIjR5ZA4P7ti8pcA6PXf9y6D/mkQi27Ta8DWhInUsCGGz50KSG/UfC70YTg6mMWZaW5Bud798Jgf3nwYE5ugiOdX7uavI+PG/d32VxtKfn4y7fTk4yiGzY+v+X+Mwn4TQI+ZxIrNNEkLX2ozykgSKby3udDomFTZsSp8MWo9Q8yIdjLhGAvlb5oEdnT2WhkeDjoWIz19zE56IQW+oWJXyRTx/uERYUWcf0AbAQSA4tSLUqZHkfXYJzeXaSgklMzId898JwJw1rxccF5ze2sv23pVVNMowtJtW+QUj2eqoYocWodeOmdS4zMqACZGqq8ay02ykkJSTcXQdryWWCckGDozn3WdBvdcAQCaQtsW6MvkeCUh3/JJ166i/39XVnHPrBrqzsu4wgDhvsP76QSYSYp6XWO++DaNfxh/VriRUqhv515xwoDA/E4PYkE/a6z0VCtAJar2i+SUVQA3175DLtbOpxJwyIdFy4BNwOdGHKQ9z7omsYr2xv5/OUnUV3qOn9lrcidv42IdH8dZqCXEmE7k76WsNEjlpP5L2GjRQvHUA+9JgGIhI1IWIiko9IXEkTcRBuIj8j+nb972dEN6ZOKjF9FthZdOiYCkcwQCDKFARv0uJV2kEydzN1u2flHcEHhkb0AetI1V+RBs9xojYznZUxFKTMn1DjfeZ7Tg6NxWDFtIrPH1vG/F52NEOnseKm2hWBmbTWfOen4vOf+4NixVBkGe2MxnujqyrvPkcjmgQFe7O1FBz4+fvyw+xfjpdbdNAx2pZIMAWiajd9noWl20XA3D9POHQ7jlpHXT0BzsxRU+GM59mtw/Q0yV7/SG1Q8QcBKJQmq0COMDfSjC0lcOiFGfix0YWe1qQtJiZagSo9QpQ9SrsfwZ6zm9SLX5028xVb+AZFM93eExG2DfNOIEBDSk9T4B6n191Oix/C5ZoiglsQQninF0WQ4d0ZgSc3RQGT5TWQjcYoWQXFBwOuHoyGQgHAKFdnZ+0vg+ebdvOfpG7MEgrbIIF6Z41RtEg3w4woFDmWdrQD0l1Xw7TWrOfaG33LftpH7KL1deMcKA0Gfj0h1NbZhYMTjhPsyEj+4ggB2rgrZQ9cEx0yYwJObdqVWYwJSiWgyJyeZ+p8rHHi/C7BsmzufeIPu9oF0EiBXzBWWRI+7OQFG4ulvgxGx033Bid/XTZmt1h/WSVCmHRMtiTYYR++JoCXM4bUKRfhbjk0LBRKsXF9v77oKTbZG1Mp/vSMds4auguz0fRG2m7PBTpsFjBgYA5IfX3M+93z1A+xtG35yXjDBSZt7zrzZ3PLBy1k+dVLqs/JggI+tWMadH76KsmD+8sYlus41bknjm0eRqeC3hw4BcEltLRMKlH4eKavb92GIzOHMcx47DJkxj1ObRBBNBpgcnkSJ7ti5daFxct1SLpu4HL9mpTLoDT0yqJmUaVFCIkZQ15lfvowaX4gqbZBq3wD1vl7GBXopNbJV+7Z0iu9oFH/VM9WXPkzXcS4/I7kFIiXAFP7czLC9CyFTmopiL6RPWFT4olT7I1T5ou79crIhhvUEY4P9lOoJbFeN6wgSXkrm3HZNyyvjnDY7DHttrm+BTAkC2XfEkpIBM84PNjyd2pa0TSw3OUnOMyQAnyPC+OMxApEBEIJIZRV9yQRffvpxHty5bdh+vZ14x3or+XUdn6teLevoyFLjpysFFn4FbFuydOw4Vsm9xU8kSJkGhq5eTctmam0VP/j9k86k5+a3H4oUMpWmN62/dn/xjGSWkxVQK/QuCuHYJmxZPI2wt18mCcvd9nfIfiONUijULXCEAT07jLGYgJSpWZC+DPW6q33AlsNqCNIhiE4HNVNga565IP8xVaUh3r10NjsOtRd1KgVHqMzU+Bw7eSJ/fv9EBuIJYskkleFQVlrdQnxgzBh+0dTEXzs76TPNI96RMGHb3OF6YH/y79QKADm1QnQ9WyU+Elu0GDKZajiBeXPKKzmmejwBbSrzy+dzVPk8fLqBLW229L6EJSPZWgFsKoxoVpIiIRL0x9dQ7zOJ68Xi0gUmGn4sbATGMGo84f4/pCXczIJy2NVyMQplCnEimYWbBFS6NRMlQocyIvTZJaRfKG/QFM4+yKyJfnxgJu2im7jsSX0vVYEofi1Jvxki7oYmlhgJNKERtTRiloGXS8Gn25i25YQwOgaA4tfkmjPSj0j+a7Sk5NlDu+iMDdIZjXLPns2F5xDvEjXAdvIOxMOlDFTUUO4mIfrBy6s4f+Yc9HdIyOE7o5d5OBSPc8gdMMt7elLb05UCi78M/3XWaVSFQlnuAYUQNjnhfZoQjKkspeVQD7LYhCFEulaAJXMc95zttrtKLSKV2zaaF97nZfDL5yTomgRS20wLzXPKK+JAV5DM8+RdoXufDd9U6v5pOA6H8eJ+FF6zwsp/rankS3n6JXEXepk+AjZoieFnhZ6BKN/+8xP87tHVw/dPQmU4Nya6NOCntrRkRIIAwDFlZcwNh4nZNvcNNXkdYUgpueXAAbpNkzE+H6e/BUmGltRMwsw0EWRNoiLHp3ZIjwCyHAxBMjEUYnpZhEG7gVUdq3i67Wl+tuvnfGfb9+hO9NCTbEeITmdekOnjKlIOdGk1NUDCjhC18jurZSIgldVPH5rPekifBVAiPKdAJ6ww83MPm+Eee8epryTnePddEzZJqeMTNoaw0dzVsk9YhDQTn0iiCdu70wgkurAcoUGAhYZAo8yo5tia04jLntT9sSUkLB1Dgyp/lLHBfur9/VT6owSNGJX+KGND/ZS4GhQhIORLEjISbobGwqO4o5B0ciCMBBvJoUgvP3vjZZKWndeROws3eijc1w22TTIUJhFwxoPmgX7Wtxwa0XnfDrxjlx/3tDvJQRYGAoR1nXbA0DR3hTD8zHTDM2tp6xt0PEW9uUbmlxmF7dgAvXlc1wQhv48rly3khntfGfZsWqbfgY3bUPookfPLEKRTJRCceVSaNujCWWVnkrQgYSGSJsJ1vnMc9BwXH2laTmhgsWVSKovHkG2ZAnh6uZO6ppGuQ4QmIGYipMQeQX4HAegJG9uv52hVhA1aUmL7MpZ/Xhc14YYCytRYIQDdAisukX5y70HGNf919VbMEOlEQ4VuF5Jzjp6T/8PDQAjBB8eM4Rv79nFraysfcSv2HWn8dcc2frlmNa+VVkBVDfGWQ3z16SeYWVvNjq4ONCE4ZdJUzpk+i4A+/PAkpTNcnzluDnXBUjrjg9gydwi3pIYh7DyPvrOCDRhOiJ8ubMJGgpBuIrVekp6MLdMqv4ZIA1/e8GXOqDsep/iPhSWdvgY1E408amWcZ8WUGv6iKYYFQU1HYFOnR/BhMSiDDDoPbKolDUlIJAhpyZRjIEBQWJiYTpKkjIc2ICx0bDcAEfyuz0JSam4mRIGBRUCPEZIJInaApNTRkG4uAQEaJGznOoWQ6Bnmgmo9Qo8dxhaac6VSpIYRJ0xQwxA+Flccz7NtKzO+PyfyQhM2GsLNPyCc9MzSES7iOEmDKvwxpDSIWk7iKKHZ6LqGX1huNIgk80X1hoN4MrvQ0XAENIMnGnY6PlLFRjZPOwDolkVooJdoeRWDVTUEWhzH2NUHD3Ds+ImHdf5/Fe9YYeBOV8X4sUmT+PTxx/P8vn1sb29n9Z5G1jccGtYru7VvSMx/pjrR3aQJwdkLZ3HijCnc/dIGGtp6KAn6OO+YuSycMJZv/Orh9LyY7yS2dELahnQl777STaObZ7snCGRZuyzpeOm7BAIGyYE4wrTSr4QnhLirY2FLZNIVCLyLTXXKaV03dKyklbEwSA8p0gIsE1Ie8Y7S8HBia0U8mVqxC1s6WpViqn7p+FzoA0mkX3OEgow8CsIGLS6RmnQkNumqZgM4iZxErinCiEosBLY/Y2YY8h3ZuiNECNupITFknElx5YpFjK8unLb0cHhffT3f2LeP53p6OBiLMTE4slrx7xT+uH4d33/5BaQQRMZPASDY08l9hxoBCT6BJuC+nVsYs7qUmy94D3Oq6/K2tbHrEH/asZqnD+0kaVvMLK/lkklHc8e+tUSsBLatYeiZNjvhJAMS2b7vAknAMDF0G59mUel3Qvh8ef0AMtuSvNixCr/mp1KPIHFS4fpFMktZnsZZ5fuEiQ8TiY45ZC+BRkiv5MxxX+bV5i8QcPtQRowSGSPpChyGsNx0vvkpEUmiwvEjCAoTQziRBLaEmG1QOkSAiNk6fXYAhFdTwaZC9zIgOufptUP4MZFDNF2WFK7wI6nVB4hLg4TUsdBJSg1T6hjY+EQSXUTY0P1Xes3yrLYz8zE4OQM011Qg8AlJ0rJxRAXBlJIgK2rO5p7G12iJ9QJOFcOAMDMiQlxtoNRIpDIOOj5bxWYFAcyvHEu5L5SaP5yqDwVXAtn3vafLEQYqq6lqaUIArxxo5N+OW1HkrG8f3pHCwL5olFf7+tCAK+vqMDSNd82YwbtmzOD48RN5//57Ch8sKVywRoPMqpy2JWnt6GfF+VO4dPmCrF2/8JP70YQgr4+/dHLkaxla8AJzCeDMR9WhEAM9/Wm1lLua1eImmnRWQEMnzMy/EnETzbaztufXckhk3CTtXi0dwUKAgeTW1d+ktamHB25axQsPvJ5++U3LCRME8Bngd4t4uLUO0hqFwloHadvg07P7l0gig/kLgrgjg3PvfJpjLkjY2KHsx1aAW33QvXsaGBn33hYSx+lZpL4HLe6FEhY4tcjoo006RDVLYwKfO+fEvMcPxBM8snE7O9s6KA0EOOeoWcwbVzyhztRQiFMqKnixt5f7Ojr4/MR3xopiJLQM9PODV14EIFJWgdR19EScQGQQcG+rJfHC/Tuig7zvoXt4/r0fpcyf7Vz4xMHt/Nur9yEgNWjv7utgd18HJ9RPZWHNOB49sJkuqwuZtQoXWFLHcgXcoBEnYFgYmqPSLvd7tQRkSg1eGOlmGtSwhEa5HsuQKx3LvY4kKJIEtWQqK57mCgWaSGJLQVyGsNGwsSjzjeX8if9DlX8yM8tOoD3yhHdn0ASpFMGFcWz6GpIwSQJaEh2JLmwMJAhJULdyzCUBYVGrR+i2wzn1EsAJOxyj99FthUlIg6EBzprwrlgQFCZBcvsZsw3i0p8R7SFTJoTM+yyEUyAppCeJWj6kFBjCJiEdrW9HvJs9A9uZELYZsOJETV8qAiFgWG74o8bc8gn8cPG1vNS2mwOD3dyyey1diWh6rCL/WPqlRadTGQji13QS0kLYRR8CsERqcA/39yIsE8vnJx4uIRgZZHdXZ/Hj30a8I4WBe12b6mmVlYwd4oW8bNIE5tTXsrOtI3eadjdoCXJMAtL7nyBdbc6GzY0tfPj/7uaeL3+AspBzLtOyWb1pf/qZGnIiLemEsaXIs0/mRwLBQOuAE8Nvp/NoCSnB0JD5NAY51+assvM+upliN94EN8ScYkssy+LZla9z7vtW8OqDryNjBeKOk6aTzcMwHMdESa4gMFQ4sO28woIwbYglkYE8j6JbQ0ED7KhEhgzn/iRtpDFkFMk855DNQjrfh+WTCE2kkwsVc16U6buTCjsd8sCUBHypZyKThzZu42srn8TMcOT8/ao1LJ44lj9d8x5KAwWEH+Di2lpe7O3lkc7OI0oYuDcj1GqwogqAkp7uDMFQOFoi1yxjSUlXNMLKnVu5ZsGS1LE9iShfeu0BpMwswJv+rl5p28/p42fzzLmf51Ckh0+89mcORLrQhMgyIfoNk6BhEfIl0YXj9JdptRqJsksCYS1BmRHPmWAFknI9gp5lMhBu9nADn7QQSMJanIllFzO19GQmlxyHJvTU8SNBx6JUSxB0BYW41InZPiyclMhBYWEI6WRPdO92vjwDSCjV4vTauZkBPcfEGn0QG41e2ykYpiEp0eKprIVSQkz6iNiBVEZCSFvqwBFUDCxMRMGcCF6CJJ+wSEjDFfoEUdN5b97ocZ6lMh+UGgn6kyEGTQMNgS0k00rq+cHiD1MVKOHCSYsB+NScU1ndvo/HDm5lTdsB9vY5k7QmNCxpU+oL8N1l53PK2BkAXDxjHvft2pLKBDFUOyCRCCmcMQrhmkol4f4+BiuriZZVEIwMDpuQ7u3EO1IYeMyNxc6Xsez2dRvY0dKRYd/O/lyLg24W9yrQMwRby5Y0d/ex8rXNXHPaMc42y87NWwOuSluSk7vDfdtyTAoShC4oTQriQyrtpdT7gNRF3iiF9MmdSbPo+JU5Iec73rbRNMGuTQd4/JwXiQ3EyBHbM0kmHXOBbUMi6fztnScccgQFzxnDsp0IAi8Q2tvmTt5eVkQM3U0yJHKSGwlLQtyCoIGWsJBSw/ZpZAof0gnuzjELeMKVZjqFiFJ3uYgWQzPB9meqcMl6aHRNcOnyBTnJpl7a3cBX7ns8b5sbDrbwgT/dzQOf/kD+ewqcX1PDl/bs4YWeHgZMM28p7nciDb09qe8hWuaoiUv6urP2EaR94T0e37crSxi4f98G4paZFtTyfH0371rLNTOPZXy4kvtP/RzPtmzj+dbtRKw4b3bvwiKGEFZWqmFdkxmPQ9rzvJhQoCGp9OWvLliixYcIAumrBEkS3VG7YxHWNKaWZquSQ74JOAr4Qi++o3WocbMVugMGOiZh3WRA+vELK2XXHw4hwC8tBDaZFRANbIRIv4uVepSE9GNJ5xq9Y72fQZIEdJNuqyRbICAdTVCqx+izQsNGeBiaRcJ28jzETE+AHvJuCyj3R5lROpsafx1njFnEyXVHYWi5yb1OqJ/OCfXTAWiPDvBE03b6EjEml1bx7glzsnxUvrDkRJ5u3ENvPIZtySxzgcSVbpKQWagNINTfy2BlNZGyCmrbmnnXtBmFL/BtxjtupBkwTV7qdWxFp1dU8NSu3bQNDFJXEqYuXMJ3Hn/Oed0ylg2pqnZxJ5FUPpV95uJ96OdSwgNrtqSEgYDfYEJdBYfae/EsS5qXoKiQM50nfnvnd082sb6S1q2t6RS9+Y7VBNL1qM+xz3ur/cQIs14NfQNTnvaOU+Laxzcw2DWQ3e+MioUpbAn9A+QgJQxGIBTKfdM9LcLQxD9JC2FkODbquVUPBUDSRvqd1b1I2o6PhdstS9cglL9aYup46TgcWn4BuvN9ST1Tm0HqIRA2iAKOhromqCwJ8eEzl+Wc5/qHn8l7fo/tre2s3tvIiumT834+OxRiRjDInliMp7u7uaQuv838nUZ5IIBAEA+HkbqBZpr4o9khdkMFAQns7O6gZbCfMeFSVu7fzC83v4RtZ0j6brrqzK+wcbCbqJUkbPjxaQZnj1/I2eMX0peMcGfD89x3YBWmTGCnitrkao5N1+FwKBo2fs313NcSeW33AkmwSGpf70ReLYB9fXcyp+JSdKJEknvRtTBjS86joffGrKN0bEq0BGGRwOcKGpn+vpL0s1xKdvnkkYgEjope4tUrNLDdaIZ0O35MZpVfSGvkWZJ2bupjb1VfpkVdDYJzYDKjQmFYizNo+7OEjvztOD9jSR9FRkc0NGaUlfClOYWF7KHUhUr5wMzc99djYmkFD1z4Ab7+8pO83NzgjtuSUsPP9PJqtra0YwmZ2u6JBKH+XpCSZCiM5fPzoUVLCp7j7cY7Thh4obeXpJSM0TQ++Jeb6YulH0if6aiAs/zi7HTpYQRFs++JzF+G7Nc94EjgB1q7uffZDQzGEiltgJ7H7JD/BBkqbLcs8UBfhmRfqG9CIA2B8Fybh6glRDxZNCwxdUwy6azYM1X5tptbWUrsgTgDQ/wOvPBEdLLLHA+HZYHhxAtLzVnBC/c8eTEtR+3rN3Im39R1ev3x1J2Qqj0gfMMrVr1W9aTE1BwHUUvHFcRyz+mLg50EMyzJ1GkeO3MS/+/KM9nd0slfnn8dy7JZMHkMx8+axIHu3mF6Ab9/cU1BYUAIwXk1NfxfUxOPdHUdMcLABbPmcOOb64mWOlqB4EDfEKuL+wKJ7G0dsUHOf/Amzpk+gzv3vZHTrpTuTKilV+ECclaGTzSv4yfb78GUlmMywIlf14RNSDexyPbyt6TAcCc2b2YqN6I5xYcGzAAhPVso0LGLCALpq9OFTUhLIAS81HQxIZHA5/ZBE2GqAovpjm8AnOyANW6FQV1kmLAyzuOEvEu8dfxh+PWmKNXiSAQx28DLu6ANebPqgvM5OHBvwTaEcOoqVGiDxKVBVAao1B2HbQtB3DbwCzNvWeVMJJCwNRKy+DRlY7O+e/NIL3HETC2v4vZzr6Kxr4fdvZ2U+PwsrR/PV597gq0t7U7X3TwDniCrWSb+6CCJcCnnHreCmdWHX477X8U7Thh40jURRFta04KABGywPPtN5oCiZa/08w/7QxgyMWsCxleVs+qNPXz1Vw8hpXTPRarcbZYgMRIsiRGxGOztd0VyVwXl5gPI1S66yx8vPa+bgMgLIyyKN6FbNlgJN1dq9sQuk2YqBDF/f6200+FIchWYJhgGx50xHwvB6y/tdLQbRRCmhQwU9uqzgYKGxpHmT3AnHCPpOIgiwQoUDiASNvgGoKo2xNc++C5mja/F0DU+/ccH2N3SmcojcPtLNiVhP4zARNjal0ejksH5rjDwaGenE970t4zqbzOOHjOOUyZP5S6f42MRGkhnDE1pBIbcO4FAajZdsSi3btuAkRNcMUTDJZwCZMvrpuLPEAbWdu7gB9vuSP2dGWlkS0HMMggZJpbtaAoMzSKsO4XFTKlhI6nyRQlouat9C41BK0ipHktrGUZ4TwTZE3YMH5p0BAtbRojE11EdOI7+xAbXHCCdgBlyhxlvyHIeb69AW/odd+esIji9DmoWlhTEheEeN9TUoRG3R5ArQYAtNZL43PwNTiO6lJToScrsKHGzsO+MlE6q44TUMkX/gmSGfr7VTC6vZHJ5ZervGZXV6e9YkH5uXQ10qL+XRLiUg0bh63s78o4TBrzc7aHejPTDNmiWyH1e3PdB6jhhdnl2ycuQt9mWcNbiWfznrx/CzFyBe6GDmYhhcoC5SXx8AyZ5w40FTg4Ba4hA4E3C0mlDJMy00JBhgsi5EOleQGYRJ9tTrwo3lhbHKXA4Ucm20yp8V4MgU9oFT7/u9EfXBe/5+KksPWkW5TXlbHl9H9FkcVOGgLQTWb7PDac0cj60pI0dLDwTp6IxMoQJYUv0uMDODOHO0yeAs46ezRmLZhJPmlz6w5s51O08f5lOgoPRBJQUbsujMly4fCvAqRUVBDWNQ4kEO6NR5oTDxRt8ByCE4HvvPpdbXnsNgJLBfgxNS90/qbuTji6RerY8bksJUiBtEHmfDTeuHYklJdfNXUHCMp3QNE3nlv1POc5leadpJ7bdsgVxdEJ6ghI9rWL3CUdVHtQLPbvO+x63DUKu17CFlhFyV/COEMwIN3Jeb0FCGIRIutskhrmKOi2dTbHYo+V9FhKOX1s08zPhmEjtvO94eryS0ikopOXVbuhUh84koA+vrbIlRKTnXJvxzrm/1hqD9FphN1wy+0SOXCcJaUmCPh/Tq07kmbbXcsxI6esWTC+ZMmyfDoeomeT2XW9y2843aBropdwf5LLpC/jIvGVcMXcBP1nzUlqT5XXLdZMKR3rpZQIv9PRgS4n2DhHm31HCwMFYjB3RKEhJyLNXSwoXI/LmSIOUMCAzPsrBBmGSDgkUzuCzcOpYIt2xlDbAq1ziVdcdijScdnJeO3dFokft4r4FXrIDmX1c1jXpOpptZh83VCCQOEJAIsO5Twg0XcMfMIgOOiVXZdKrWVD8oZW2k37UMytIWzoaAO/QlMAiseJJ7v7xQ9z9U41AyM+sY2ey5c0DeRr1TB/u34mkY44Y8gJJKCgIgCPbaHEbO5B7bCpXgikRGkjdu1qBnZGzoBgTaisAeHLDTg50FjAFeD4HwzQ3qbaCc/9wE239g9SWhrli8QKuOnphqnZBUNdZVlbGS729vNLbe0QIAwBrBweRQjAjEODLy44nZprMqq7hqcZdrNy9FTe3TPrryBr7RWrCz8V59jXg8hlH8Yudj7D7dad4zMLKiewZbMCnF1uve2GCEl/GxOsR0M1hnN0ESZmexEEQsX2U6YWqADrOf0N9EoQAEy11Lh92ymxwOEhXCBEye1miuQ9nWiDINrl5zpOm1FxtVOY90zG0UqZU/SeaVoFAJ9e50QkxFEBc5nf4S10rkkm+Lg4ka1x/gnR/dK+6IoAYZGzQmVAL5Y6RSM4ff/oI705+LGnzQvMe1nceIGlZPLF/Lw393W770B4b5IZta7hr9wZuOO1ypzZOymk6u61APEpY0+izLLYODrKgtPTv6ts/i3eUMPBav6Oe8kei6F7CHQnDZokCZ6CxwafpmIlc6UFI0GOkQsqE2zYWTKmuYv32g84KxctRIElpAfKp9KXhVMBLJTGSzt96wkaPD+P5D84KNiMNr7BcdbGGo+6Pxp0Mg5ke/97SwZ2Q6R/IVZ+7IVZR04J4hgOQu+SSmXZ9zRsUSPlHyMFIxsjhnTe7/Szs/8/eewdKclT3/p+q7p504+aslVarVdYqIKEsFJAIEiBEFMlkDA4YP+PnwDPgZ4xtDMbwDDY5WYBAiCghJBRQznkl7a52tTndfO+k7q7z+6O6e3pmemauBDa7+Hfgau+dqa6q7q5w6pzv+R5DbabGY7c+Af19zd+lY47i2/ZDJCgjhVyj7citId3SsgG6Flq3UBxlkF7BozVV14WwkOpntAYlrKaKVOhho+58zk6VXzy0vomNsq0PVTBF2haIWByt+OFj62w7wFStxj/+8ld88qbbOHv1wbzt+SdxyorlnD44yK0TE9wxOfk7w0Z4V5RM7Ly5c3nP4Q3Wxio+P3jm8XhKJZKGtgAdFAEr/V6Ol6xayTU772taDx4b344hT158Cm5vkG2xBRMArdTG2SKopuFWFQ/PGAo6iFw9yV2RUwHDzkyHmhqN51XYE3GfJTFdSh6hmtpkY4CgFrtqaYQgQfnbMosH3oOTO4Vnxj9BxV+f9Gm4cBp9Os+WPZcBIQMaJpuwNtJEwez38pcpRU6HDDhVwoicSAA3ojueChrhiXeP/og3r3wXX938I6vAR5M5tvacv/AMTp/XGQwYSy30mQqqDLpFcqnIgacm9vDu277LtplxXKWp11XE59b84EMRpvwa77rpKiqBnz3Ho+V4KcIG4I7Jyf9fGfivkHuixaQwk5pIQhOas5NoR/GZ117CeYet4vv3PMJnr7+DfVPlpI5i4BBiMBmb+0/uWceKgcHEJwQkM1TizaS1QdWgw3VmjA1XbD0Fd5JWv3xgUfgS5S9QNd/mIAgBN8XIF68cYWgR/VmadGzWb8EMGGOsFaHlGnFdlGvZwCT9vbIbdGJ277Vihcb2K2YvzFAEAFuf6zSlLtYhiDaYvNvcfutji+sM0q4GaXo/QmS1iU+hEuc4UEkBHZUzKQvm6uU2jHWm5ndUBMDSHRMrBC2S91xqOsi8bd8Yfrn+aa7f+DRvfd4JnHrc0QDcPtHBCnEAyj2RMn/ywEDT53MLxa7Dxw5tm0Y2q5gGzlq6gp/vfBigyZwcuwZqgYenQxzd/PRdFVJyfXJO2Kr/Nero1HBTHwx57WOPJnZjDMShEsKQU4n0dENJ1TOxBw2Jz/JCPpU/PX2Wp0M/48/zKMoRvqAgQoAiSNXgKRsyaJczW6MLFDGE5S8xp/+NrF18NZPlqwjNXoyps3fqX5lOPdd5Goz0MS0FWhWBbv1r7qs9VTlKcFKESiKQ1wEVk0v+vm3f1zhuaBU108/mmd0EEnJo/0G8ZMl5nDbvxK64mmdm9vHFDTdw/c5HCMTgKYcXLV3LO1afT17neONN32DCt8yTvjGEYWypaJdQhNF6GbQDHQiJjAhmchT653D75CTv/A0k4vrvkANKGbg7WkyWAgnLr+phGYjkS69/JadHCO5XP/84Ln3eMdy7aRujMxUqlTp/+63ru14/UqtkbvridHAJgLUGRPz56U22owKRug4j4MfmsngZsDwGpH3vtWiDjpH+xtjPuolIE5WxiHS+Jggi5kCvxV2RcYTr3CCgoFKFvhJKayRLUVGRIpBVpxHc6SrBYMFmbcwIkRSA2FrSZcNWxqqPohpcApmbTADk4KDFczlutZ3Qhyycwz0btrZ5Y5JKVJQKuQyHHjSfxXMH6ct7nH7oQfzFz37RsVuJJUrgK/c+wF8tsMrH4+UyE0HA0AHON2BEuDeav6cMNtM3b5wYbdroskQp1TESyNGaKTNBFk9BQ4R66FJM+ekLjs+A1xyCZ1Do6CSvlcFTgTV9dx3iQknXowyDLco0irwOKEVMZ91xBIIX0RrPd6pATKwUrwANFoBO3qg+ZaNkcgL1SCHIITbbbsuGnQNKqYdqjYp1xsbeT81fh0hDES0pqIoitmkqBQvdGbwwZNIUiBbiRDwVUOsaBWAXwCxgo7Vg2E9DUdSNSyAwGWwChKMGl/P+wz9G0entPls/uZN33Pkf1IyfsB/6EvKzHQ9y8551vGDeyUzUq4nSKPGm0ksc6agMABQq01YZOICU+QMma6ER4b5oMfnz49faxQEic6t0XAS0Uhy3ZFGiCIBNX3z/5u3sHp+iL+exb2wap0fSnHLdb1DSgt3og4hfgOaTZ9oC4E3apDxRV205VyFOF6OnUtYtkKrXfmYaUQT2RhL/PUHYiBiYjTRZHnogcY2xVoFfV0IDM2WUmOyVP1Zosk792E3cmaqipuvt9yn0gks3VwZJgqMsZTJ+9q5y+Oi7XmwtIyKs397MbGkVECyiOOVeMMCGLfv4yMXn84lXvYT+UiGhOO4qkZJ45T33s6pQQIA7Jyd7XbXfy/pKhckwpKg1R7dgIGYNsOpQbF6hwCMTW7soAvbiILV4O8ow4NWTIJ1YamGD/7/o+DZkUNlNKdtlLTb+32mPuY/FTXzrsUc9w2gn1t+ex6cvwhM4LVt+PFqzhrnGKgKFyLXnqeZRHd9n+uSe9dwNIdX6nU2KQFx/STUsAI3+2GfZ5jdXfnLyzxZrycxymMYGPt84zIT5KOlSI2PYjuoOPrv+Yx3qTdcj/M3D36Ma1lM0yFZCMcwENa7c/EATsHSWI7HrAdRRihP7rGvgqUqFfb+JtfO/QQ6Y48ZT5XKymLxx9WrWvPoy/u8vb+KpffsSwF6raKXwHIcPv/j85LNbn9jMR6+6nh1jjfCYIs6sI9NiUQEdAYQABIL2GyDDpuojaK8oZUFt6e9iq0ACVjSoOHFQmEp/aEzT6f65irRYCboUbDuJNzl1Z7OgR6GJZroMhUI7kZFWXesRIoUgCJFpg4nIkMTTKMeGIIWhRBuzarsWba0yoq2yJU739gBOOmwZRx68CIC712/lwad3WLN13PWmFbf5XxH4u6tv5NNvuYSZWufNIus+n9o3wgl9fTxdrfLg9DQXzZ076+v3R7k7UmhO6O9vS+t89rJDenrOOpvShGk9YjPJ9ji9p78uppNXpMQXh7z45KIwoTSozlEGp8n/L+SVb1MWdzBbeITkEvpQW8a03YqglcMAU8x1rYVBopN2KwiQ6Pd4A/OAgrILuRtHBymFVooSmqqYNphfrLvGtVo91q5S1cy7aHghc0qoSmObL6gAXzSVFoyAVjDklJkI+1JKWrwSKhATuQGyX1ol8KgkyUPaJ9mW8tM8PvEQRw2tBWCkNs4dIw8yHVRYXJjPafPW8vT0XtZP7exwR1YhqAZBc/2Jia77uiBd4CehCO88ei337NrLhkqFh2ZmOD+3/4cZHjDKwH3TNnogXkxOX3kQP/29N/HE3n3smZ5my+gEn7n5DsarjeFsjDBcypOL/NR3rt/Ce798dZuJuhqGdAUbA/2FHHOdHLtHpmxIYYfy6f1ApSiC24ZWhNYVTSPEUCIloB6iRFC1AB22BEQJlra34s9ai22TCF0fuyueax2AXdl6khFFJkSdOvnH1MjPyt2QKipin41EZv9iKuwwKxIhNdJVqvu9pFxtbBo/uWcdjlaERpA4eVGT+aa1k3DzuqeZrFT59r0P91xjWi2URxQt8GDdTCew2YEj90fztxUvALB6eB5nLzuE23Zs7oAYF5SbTeTjeWFUwv6n2xDyUlkMPR12KKs6fh6KQxi56jSGpfnJCPmedYG9j/nOFArBU0FE7RtNcxR1cVAoXKVYVjqDvH9t07UATrTxN1OB2XNyzEKY847CBOvsUEx1XitFSTnWhx3fhQhBVMRD4ab6Xu+xGCgFrlhLbLyy5VTIHF2hanK0oq08ZZjrTFMVj5pxCWKFQUJAM2Pas3IaA1Vj8xvQdM/t8ovdP+LwwWP48tNX8dOdtyT3HIrh806BU4ZnkS0wSUKiknvUrsEEmqy2HaU4c8nBHFpYwJcfub/poBf//tojjuUFBx3CUZMzbKhUeKJc5vw5c3r35bcsB4yb4KmyBfsd3ddApCulOHLhAs4+5GB++cRGJspVokwgCep/z+QMr/iPb7Jh7z7+8cc3ZzoUJDoxdhKtFK85ay2vu+hE224HK3eqY4gD2nQ3XIqy7gJqIaoWQjnAKddx/BBdabAKWhO5sQRDdd8y+eW85pN1DAzscMoXEftjLEfZkkMWcPFbz8Fxf40hEMfYx4i69EKe+t1GPOjm78OwfeWOoyC6SYt1QsXXBAZxIuNdYOzfxjQrAinlwz5Terb36IadXHfHEwCMTM0QxrTR6RWgiwSh4ar7HuPB7bsSTECWxB+LsiN02dAgh0RJuJ4ol7MvOoAka/6m5dNnX8wRc2xWx9h87cTvWgvK7XDydsOmkOFOpnwF5FpSGqe/d1SIpwNy2o/ohjvdiYUHhjgpk3nbigLAkJqh4PgUVD1RBIAE1V9UQUT3a+hnD1BHYyzZJ9EJXlnGQRfBw5DDkEfIKUEpTTF/LgPeEclGlIXF0coqHK7SKG3HVKwIKNX4mY1+nI6KiBUnR0O/qiX3rTG4hFF2RkNR1SnqOprYzaCoiRtFCwjpiVETF18cAukM4ovb31nZxpefvoqf7IzXdUncAZWwyrW7ftX1Xuq+Tiw/Tc/LEZRufrdxiaPmLOLTZ76MD51+Lp8490UcNqfBMHjw0Bz+7uwX8vFzLkQpxRGRO+xAUeYPGMvA+oql0FhdbIdp37l5K7dv2gJkncAjs81/Xs3enR2YsxSEHjgROV8SWafsPnfS6uW8+8WnooBb7tvAg49t693hLoCnVLO2nBGUMeiIsz/e4JJ7Cds3eaWUTSUchjY2P8iwW0VmQ4sn8FMqrOLY5x3C+/7hct705y/jDYf/CX4122waS+ahVgQJgihCwG60jTItR2Z7bGn8HeMddAoMGCc06tB+Uk/q14Q0KbR1KN80abihJ4iXPcxtmGE3t4S964/8+7WccMRyFg0PJJaBjDWkozy2Y3cjTjp2IcT9T1VjHEmwB9tmJvjIj38CRx3J4zMzBzwTYbf5CzCnUOTqS97Idc+s5wcbH2ekWubgwWEuO/QY/vr+n7K9PBllHYxF0Npm4zOBRinB0aZp/sbhcgroy9Wahl89dHCVQStJXAL2moblqGuEA9YvXk+W0PQbtdkEh9wqeRW0Df24HZHo9Fw4n8C/uo32N65NY7FqeRSeAl9s/oBS4QKG3KWYyhX0K5dqTxY+YWDoY9TKP0Dqd7SNX93u0MyqgkElTEdRCrEM6SqBsWtemppZBKq4zIiLS0DFJvvAVcJcZ5qaeBHPgE0UNW66R5Y0i+KnO2/u+G3BDTsyL4rYCJN2Dd0qOG4uxBiDCTUY4bxlh/GaQ9dy/vLViZvrVYcfw2VrjmayXkNEGMoXmubokbEycIAo8wecMnBYxmLyvQd781LvmJjCVXTeoDVIAZ6/6iC27BpnqlLjoAXDXHzykQTVgPd94ntUaj6rl83n0Il5bNrSI091spr0mlz2dKuClCEwHbvWy6fvOEA2QEXijIKmZTqI8POv34JScMiRSznsuIN4/K4N9rtWE3tscQgCTCrMMPkObCRCvMlFp29VaDcBZvSwOZNiaJJQRaFh8kyeRgamID7R2AyGkSKVKiOO6riya18wruWEaLr3qLwyIFowRvjRzY/y8ucfzVV3NMaaCkB6uAIVMG+wL1GNYhyTSlmjjLYWgZjBLBa3WgURpozhgZFRTpx/4PCcpyUwhk2R+y5r/sbiaYeXHnIELz3kiOSzkeoMS0oDbJ0Zp7E9Cq4X4kRAAWv1UhjjolSIF7EZejrEdUymS6ASuJTcegs2wIovDl7HbIEAQp+2Efx5bF4Dm5BYohS9VsmomDyDutJxc4s/n1c4GH+mHRmQ/ttJ/Xha4+nleOF6jH9TVJeigEOtI4rWwXEPw3VX4/t3Emb0yUXRE9miQItiUAnjQuIuMChcYiBh6kigoKgCDHX2BFHUQcokX1A+hYisaSrMJ8/EVSF1UbQ/ESsiMBFMMzfvUQk8yqHNc9AcsSyUclWm6+1rkR/E/AoKHWWslBbzsOMYtBYuP/R5fOTEF2c/DqUYymevdUdGVrADxbJ3QCgDIsL66IFmnSyeGR2fVT3GaU5P3PY9cOnpx3LR2jUAbNi2j/f+05WMT1WSRXz95r2ISHfFQiLCIUehu/Hxi6DqptkK0CqzSUDk5SCotH8Xn747yLVfuwWCAO2oZg6ApOpIEYmVkSCKVvY8+51IlCshuiC1mUqlYhMVOVES1XS0RhwBIWJ5EhzHbvxaRwyEjs1i2OhJM6dB1mPIO5mbfjd1TAFuxWByijDfUnfsDjA2EcpjG3fytpc/nxedeDg/v//J5MQWxi7jjK45WnHaYSs55/BD+Mo99ydt2vqjfjvRc44VgbTlQwSvVsMvFPj4fffx3Ysu7Hj/+7M8U6sRiFDQmqX5fO8LIqkGPm+48Zs8PRUr3vaduF6Ijsy4rVuoiCY0guNYS0EnbIBBUwsdCk67SyChFm4CCzbLPG+6sXFhMhZSawnqfcp12Df1OYZ0b0OTi+AoTR4HzM42Rk6lFIUoO6AAIUIQDTQv/wL6hz9FffIjkdMk252QE9UVO5CmNCkqYSbaQCsm8cVlXldS9bZ31SomATFZQqJ6mDEpUlINrUtBa0OfqjHt5wmbQr4UJc/nuKE13L53C05MrIZEbTWUEntPzVYCpeCg0hz+6vjnNu9iN8GOev2ACA/ev3sXyYjvMxFtSIdmKANzS8VuYyaRZXMH2bN3qsXc2JD+Qo5zjrL5rv0g5I8+dRXjU5VGZry4oFKEeUHXBd0aaxrVrQMLDjQRQDDLxA6WNU8Zae6+Sv0+Gx96JwBfluugqQt28wz9CIQVBM0bapYiEQQWDT0b4F8Q2DoBxKA8r7nOILA/WiPFQhKCmVZAkrsv5CzRR1qidk3MOJghKhDIdR8Yui7gRy4DJyNoSIHnWoXl/77xIpbMGeCKWx6k6gfoAExGbiWtFIuG+vnIq1/IwsE+Dp47zNaxiSaAnAKrNLq0gQdjcSNl4JZdu5iq1Rh4Fpvp/iJpRf7Z8LT/8JlHWT+5z/7RmBBo3W2TVdbApA3VwKXgpql1msWi/LMWDsWkX2DQq2KDARvfO8rhDQf9AXfv+cuePvbZRbqG6FmWFKWsIkDL/Iv7RkqjiPTLPA7KO57c0EdRzlzC2s10QwfkIj9+PaNPFlLX2EBzAjNYvTlIQv86ywJ3iomwlLgKWsVTYfK5jlJE24iD9DuyVqBy6KWyGSrKgRcpAu31bqmu5zMnv4MHR7cxUp9mYX6QndNV/nPTfU3lssbUBcsOb0p69WxkyHVZ4Hns9X2eqVY5bj9nIjwglIGnIxPj0lyOktP+Yt508gncvGFz5wqisf/HLzydD11xHSCZLHJ/dsk5FCL/8o33b2Dv6HRy+k+Pk/h3k1Ooagv7obEpcq27UmFyGl03CegwMWMbcMqBBbOqFs71FJhn9ktnhvTIZqiUReAn5v74tN4Taj8LzautMd3ZShHnOsioNTnD1OrgFBozNlLnRaQB9MiYzSqQRixX1vdYf6x4Ci1YoLNK/WCrPu24gwHwHIf3v+ws3nnh83lw0w78IGTxnAGuf2wD37/7UUany8zrL3HZ84/lDWccz3CfVV4/++pLeOPXr2SyWkuUUcG6CiT+A9oegBvxn9ddl70zMwekMrAxmr+Hzsp11JDvb3647Qyr9WzSA6tEu+pTwwRqhqqpJyfDUAwrSgtZVCyyp7YjswaDZtwvktMhh/YtYXFhEQf1reaUuefQ7w6yffoktpbv7jgLHEIWuNPdCDMTKarueJ1GnfFG3EERoLFZN3UseIhg74tw5n6ehmE/W5RS5LBTJsXQ3Vx38reVFkaUjpJTAYNOhX6qjIV9BC2kRAXl4xASRoqFpw1a1fCNSyAx9FAYD4pRZIJtMzAK33TayhSBCfnV3rv5syPfkny6szzZpgxkyYuXH92zTDdZksux1/fZVa9z3K9V03+9HBDKwO6ItKGTifHMQ1eyYniIreMT7V9Go/nkFcu45PgjWTI4wN9edQMbd48mRRYM9vGBl5zFJScdmXx29+PPNOcpaJXIVmYchVO3G6gOBJuts/nUbHIaY6wlQRmJqISt5QADSqvmZEtKWZa9wCQx8R1FpLMFoJuNnJTPv9fe33Yhz04XUArVjdRJKVSGkpd8HbUpobGgyeiaJERSd7EMAG45IOhzmxSG+BaMopG1MAJAJtbC6KAxUMpz0WlHNtXbV8hxxpEHJ38fsXwhf3DR6R3v4bCF8/nxu9/Et+59iB8+vI6Rcpla5JdWimZCq5Q4Edtk6LkMHoCKAMCeHvO3k+yrzrQNTTWLPAFRQUDYUamydvggXrHyeJ6a3IqrHU6ddxQnzzucb2z+Jrv37ug6lOvG4XlzL+CCRRc0fX76wvfx3c13kz0ZDEvccVyiHACd/Ym2dKIxdO6HBnLZKRtpJPnt4kajjhn7fRz3CIz/II4EhBECP31d/LeNlejsvhSxLLC23XjCdF8UJALnabHgwX3BIGm4r1KQd3zKYT6pz1GC4/gQmfZH/L4mRQAsOVG39g2GX+17gPeby/G0x3i9zF0jT3Fw/xCbp8c7Xrd6YAHHzvn1qIQX53I8PDPDzgOAeOiAUAb2Raej+V52rnulFN97++t56ee/zr7pcpOpDGDp4ACfvOwlADxv1XKu/tM38/j2PewYm2S4VOTEQ5bitBChSOwz7tYxO7IjzEyED4h3k9ixFolTNTh+KoGotr4AcRTUTTtFsdbgRh92wg3E9dc7nCy0g4RB90WiCazY7WYbctYrT+HWq+9FOxoT960b/DoNzEu3F0O3uygCTV1rbUNZSmGcDHritBhwZgKC/ubhbqL01io6nouWhkIQXacc+OxfvJpiIXvsdZPN+8b4+aPrmapUWTl/Di8+dg1/cu4ZvP8Fp/PyL3+Lp/buIxSbsrfTWubEmdFyOeZ3CMvb36XX/O0ky/uG2To93swQNytlQKIN2IL6Hh7fyp8d/TJetqwRd755Zgu3j9wLEYFO9tCxFrsThk9o+2ZO/mD6nBwzYRxS11h0+nQtIRoSVGSYau533J4G6uKgVYjbZQiXlMZBZVoFVPS/bmI39oBc8CgoG9bnS0iNoKWMrcclzmeQLUpBNU7+pSxuoperIEhcHIBAUdeZMYVkGZs2OVxlKDo16qGXWAhAcJShHOZwlFBy6lRDL7FxeCoEDXXjdlRfQjFMB1W+tekmvv70rwjEoEThaE2YoUwsLg7ylbPe1O2RzkoWR2RDu/5/ZeA3I70Wk1CEu6oVzr7kfA7eO8737n+Y0ZkK8/v7eN2Jx/KqE45J0sOCVR6OXr6Io5cv6tjmcauX8qNbHus+xaLxowBCEDcyTwoovzEsVWAVAWiZKpHCIDmNCTU6jBISpRqI0fLJdS0mfGUM/fP6mR6dQtosCBL9vz0sLbEKxGj+WbDwaEdz5PMP40NX/DHbN+zimi/fyLb1u5gYnebxO9c3QIVxh1Uqq2KWQhOX7QJyTO6TlEIAaK1YsHQOO0em7bMxdmNvayL+120AEBP/fGytiArpEBvnr0me+6nHHswRh3QeJ1lSDwI+dNX1/PjBdTjRMwiN4e9/chN/8/LzWTC3n3V79rbfYIbEykDwLDfS/w4JRfh/27cz6Di8asEC+jsApJ6rMvDaVcdz2+5NTZ/NFnLQKGe3t7v3beDIoWUA1I3PPz75aSphlTh7X1qXbPwunDHvNKaDXfxqz9cZqW+n5A5y+MAp5JTBSJmCCgnEiTYuyOMz35lqro+02y+2Blg2PxWdAKqiKShDa2ALQJ9S9OnOS/VsErXZttO/K/LawxGNLwGCkLYvaqXwROFnKAQSkRg5gC+KEG2Vr8Tf1d6XOk7bRp1XPtNSoI6DEY2nBY8aoSiqKoxoiBsu1MDRCA45ARFFLdr8PW3wtKGETznIUctwGRR0jm88fTtffbrBPSBKyHkhRgxBoBn2BlhcHOKNh57CS5cf3ZTZ8LnKklkoA6O+zxV79tDvOLx50aLfWgjxAaUMLGhZTJ6YmeFru3fz5Z072ROV+czq1fzi9N7pLHvJRc8/gr/7yi9IhYa3iSAsmTPA6PSkhSjFJ10RJK9QdYsd0H7Y092Aa31iIpErITCoar0BqoPmDTviHhBgesowb9l8ZkYmqczY4CCtFUE94haIAIaxApAMtpj4JyIkalYImhUI7WgKfXn+6P+9A4Blqxfzjo+9Pqn3o6/9F267+p72Z+S6vZepIETCsCllcls9ADUbaSBA6Lrs2j0Rbeg6ydcgEdy56azmRicMSb2j6MvW1lT8GKJiYxPPPizob35wPT99yBIVhannWvUD/vJ7P+fs41ehlWoGsnYYIDFmQPZDOtMny2X+eIMNSf399et57YIFvHXJEs4aGmoCCu7tMH97yUXLj+DUhSu5e8+WVCKZmHK301Xtm5dSqomb/q6Re5jw43wPCsuH19DCBbtZryzOZaT6K7626cekkyCtn7oXTcgiD/IqBiJaIOBAFHLY3r9YEW02W+ZToLmqOLiEeMomEfIATylKqvsybSJ1o5tC0ObvjzroKgeDicZiczilp7RlLEySBlsJopKxcwJUlBAp3sDTYsMt6zS7iOJlr4aLSDPro0boc+qUjYcf4QridVgpmE42/EZ+mrhMn1fH+DRhCDSaM+c/j29suq39uSjLi6A9w4KSy+dPex0LCu0smc9VYsvAzhY68sAYfj42xpd37uRHIyME0Vpw6fz5DP6Wog4OKGVgvucx7vt8Z+9evrhzJ/dOTeHQGMK/STrFqUrNpkztcGCO1+6RbZPRdGg2XyOCySl01WRHE7SKjge2ArGKQNtpPX10cXQDcW+EfbsmWLxkkPK4ZbsK4tO2wiYaSs02Sb6Lljil2k/nioToRkQ4+vTDef/n3smKw9t9aN/+hx9mKgK2IwHkvN6nl2oV1dfX2dwvEjEuKsg7kYsg2tV9g/J0gnoSB8TTEedBfJ+WVyDMNT7rJMrYU0MSc/QsZOvoOD96YF1nA6uCGzdssptbrJCEJCmVW0VH71jth5aBtFSN4Vu7d/O13btZkc/z9iVLePOiRRxSLD5ny4CrNV8667V8/KFf8p2nH6BuQsJQ4zhh9+uc9FgWjAjHzWkkKntkYh0andriVCasTsnT1IwNPWyNRzBoRoIBlnjjyQavsMx6uZ6AQHuFgyGf8ryDYNAEgBZDXjfTBf86ojusjiKCRiPKoEXRQn5umQtxkoPENEOEWLyVie4lXg21ssqNkYbSo0Sot/j4bbswGdrQu9Yp1ghd9CPgoGUKrItLKIqa8drqS19XcnwmjG1To5mTG2BebilG2vlojAE/dBBRPDUxzjnX/jNnLlzNnx3zQg4bfHYWwSyZF4350QjX9djMDF/dtYuv7trFPt/HBbrHfP33yQGlDFy1dy8f3ryZIBWX/+un6mmXb/3ifv7le7fYsEBIcgckOn2kCTiV6BSftWHEJ+5nG5UigqpGMc6dysSj3tGJ+V1E2LVtzP6e5gZI1ZvVVud+RP8YW8/DNz3Kn1/4US5+94W84g9fTGnAouSnx2f45t/9oHM9KtvP2SahWOxDDBBMw7BjoKDrWoxArAioxtlEfEtYpHRkVMwIt1QBKEeQHrkUYpeE1oqTjz2oY7maH1Cu+QwU87hRndc9uiFRoLLEz0UWmvQjEezKmrJYJH2J3q9pTeq0H0q8qG2t1fjbzZv58ObNnDU0xNboVDTvOSg0BdfjwyddxAeOPYdHRndixHDV1vu4bsfjWQZsu8mmqGQ1cEj/Ak6auyop1XzO7SSC25WWGAadKiid6K8hmorkGCKD86NFPAL6Vb2t/pgDQAE1EbwOoMFnIxrVNaQzVtIdNO1pjaIySuEVX8OC0uVMTn+GauWXOMqnJCFTLUmVdeRiiSqnErZbtQSYkTxZm7ptr6EQTARF6uJiREVgwc6SnPSVIKJ5/rxjeM/qy/jh1ofQShO2sDQ2OBca/bhj70Zed/MzfOvst3PE0OKu7fWSYjRvN1WrnHDvvTw4Pd10gN1fFAHYz5WB2A1w7ajVRB+Ynk6mcW8P93OTa+96gk9+92b7h7I5BkRbEiHEWgqUAIHg+vQ+OcZAwS7uBqABrDORgjEb0Q1lQCmFaN0gCpqNKIUJw84hiLHWEz3tvVtH+OqHruBH/3YtH//5hzj46BXc/qP78GuzC43qKUHQID9SKiIain38KiIoajmtpxQCaxkQVJriOH27RKf+bmDDuKzYZ/qKC9a2fffU9r184ed3ccNDGzBGKOU9Lj3tGN5+4SlMV2vtLoBILNiRxtqTuCMUBJHimMZgCTYPBfbkffljj/G2JUs4b86cZxWv/9uQeATeNjGRzNmPbt7Mn6xY0eZGmI0M5gqcsfgQAE5ffAife+Jmvr7xTqaD2PwqaGXIuSYhJEJgyC3wjye+oUkhPai4nDu4u0trQknXunFcMeRUKGnrB07jE/LKn1XoY1/XcpKc432E4iyelY40yVYLho5Ox7MRixNwsHEG7VKu/IRq+T/tHUQGNku+Jm2bajzFpk0uAhY27s26ZnrzEhCV8LRhJnBxlWHQtWGq00FnRQLgvatfxSlzT2BefgiApcU5bYqAUlZxdJ0QPxCC0PYpFKFmAv7vQz/jm2e/LSm/rzLDlulx+twca4bndz3kxG6AT26z1PUbKpX/0gPsb0L2O2Wgmxtgtunqn6uICP/x4ztT219DnMB++FyWYONqtN9qgIvqiv34QUvSn17SAvprMALObqiJMZEFoctTTbslaPw6smOMdx77AV789vNYcliP0JsIj9DTOqBTbSVYBoNoz/5eyEf9iW3rXU46voEOrLcqFJjFaUu5mo/+8UtZunCo6fP7N2zjPf/vKkJjMNG7Ktd8vn3Lg/zy4Y288cITGy6aFomtRAoso2XqQKVQlt6YSCmIbq882Gj/u3v3csXevSzJ5Xjb4sX83uLFrI5YzvZXST+Jn4yM8MORkTY3wrMVR2n+4MhzeceaM3lsfAd+GLBheiefW38dfhOAFeqEbCuPckj/QgIT8rXN3+fnu2+2gTp0GkaKPrcb+lsYcLJphh1M18CWpIbMAgpNiJvqV01M1/kT02xopZMa0qDhXsBCpRQmtUnGCoE1/gth5DgIRagy2Xa9xVvYsgaVLBUhCj90MNYJkbhhNIJHgDyLrSevAnvSj+oY8qqIKGbC7FBVheL0+Scw5Nm5M1afZiacTpbMjLMEnmsQUYQRiZwR4f7RLWyeHiGnPP72nhv4+danEiV/5cAcPrD2TF6+qpmHoNUN0KoG7c+yXygDoQjXj43xlZ07uWrfvgRMAT20KLG8/mmT8a8jW/eM88zusbbPnTrtioBSGC098QAxf4DEmIDWDRxwamGjjtneR2uYHtiTdfpE2iFKQCRKMDRbxaODXPPlX7J4Nkh7P0A8t7tCkP4uiXSI/i7kGxkajaSAgC1+yPhfDboaII62oZupnAbKYF0SkcWmVQTIeQ5f+sc3smrFgqbvQmP431+9Bj8M2x5raIQ941M89OQO+vM5ZmrtpK5p6vNEIVCpD6AR5qgst8DosiWNNqJ/d9brfHzLFv5uyxZOHRzkHUuW8OoFC35rwKPZStz/VjfC25cs4bL58ztGI3SSguNx0ryV1EKfjz3+/Yb5P/Wc68bnzx/4Jl87/X38bOfP+dW+e6zCJQ6eDps2hxgkWNI1PBV23NQ9FTYl42m+Rz2rKWwpjBuqUpxsNU5NHHnhGUiBYVuVAvu3xo2W8QY7YG8lIL7ebuLN96IijI1CRemPDUGUTTEmIhILz8GXhmXOQaiLokbk01eN+0x7/cBa3jQhoTgdn5dSYERHVohm1oMBr8pM2M5kqFAcMXA4A+4AgQn5t/U/5fvbbqceCuB2bEsEXCeMlIFGoUdGd/DRu25itFpusvZtmRrjj2/9MaO1Ci9fvZYr9uzhizt28ODMzH/rAfY3Kb/11eNz27fz4c2b2eP7uEo1KQKdxKn7DO/czeDeEXRoMFoztWAuY0sWkfs1fKuVLHO3dN7wjadwa91M7KDqBh2mjHctaqmqB81uAafhD1ednkWccyAipElK+dmZC9t2rixFopP0wBXsemak56lffB/txaQ/0PY03S6KQuuKHCsDGaKIJ1/j+anAljWettEKgK4bTDHb96gA3w959ImdbcrAbY9vZs/EdMf7DI1ww0Mb+Ms3ns//ufoXaJrdBQ7NPkKrHKbgEUQLrYLpeXMYWb4Uk8+OIogXm7snJ7lzcpL3PfUUr1qwgG8edVTH/u1PknYj/GpigvdozRsWLuSLRxzR9bosuX7XI+yqjmd+J9HPf6y/jqerDdeAQVM3CkcZnGjUDHlDLCsqJurPEEek0DL8eklVvG6El4BNZJRTKcIpidIVI+SVgHLpL72WwcL51MbfHUU3ZGCIVI7c8BdQlW9A/ZZZKQDNPRGCThgBbL/qNCKh4pTHoQgVJKIhbthRWxP9NNWXNvyJYjTsj/IDZHr0ImXDxkhYY09zAUcJee1TM7mmawTh/vGNvPf+v2HQWcQd+7ZElo1mXENW/7Le1w83PsFotdxEIw6NNfej997Ae3aO46dCP/dXN0Av+a2jkn42MsIe30fBrBQBt1pj+aNPMLRrr43LB7QxDO7ex4pHn6BUrbFnapqfPvokP354HVvHxmfdl/nDfbhucyLRbid/cRVhFiYqPvFXQnRgugxBEK+B1E0+K7g00PItEmcibN34Y0BhljIUj/SoPpktpmAW72PWMbFJiF2qvNbguZ3ZCZWyKPp414yv9o1Ny9wSDimA5LVNWtSyGqugUdbyQXS+N6Xg6p8/2Pb5xp0jON0cyVjrwWHz5/HFt17G2oMap3rP0Vx81OF4WcBGSC2psOW4I9lz6MGEHRSBtMTGhZoI3927t1fx36jkfgPWuLj/VWO48jn2/+bdj3fdCEMx3Lr3KVppHgVFIA4141EzHiP1KpcsvQyUQWGykmQCNqth2HHjU0yYUgejnP1gSFebNp/kd6VR3loOXraJBXM/Qb70YorDn8baCmzEQyjWkipqKcX5N+EVz8WZ8yW0e/yzMkOLWBeAQqFRyRhUWJyBiFBOpSxSKSCwBkoJVkclm4gBjNIdcy3Ez2PE9FET16YXlubv4x+DBQsasUmQsu7NUabp2sAoKqGHEcWe6ggby49T6Oru6S6LC4Pcsn1zmyKQFiNCfnpvonQeyPJbtwxcdcwxXDs6ypd37eInIyPJg+/0YBds2oLjB21TXwE6CPmHq3/Gx6b95ESmgLNWH8zHXn4h8/uzGdw27hzhC9fexfUPrCdwDMTJhYLuLgAAk9OIIxy+ZD5Pb9qLGHsa1YEFHfZcLpVCXN3ADAC4DlIQVC2I7HLR0xCBer3t4SQbiefZ2dVrs5+NVSCZAL+BId4K5MvNDlX+wteeStnArTc83lDqtV2UJL2Sxj31UpkNW75XIuAbJOcgnVb5uB6B7bsn2j4v5NyOSa5ayx23bAmnrT6IvZPTTNfqLBzspy+f4+xHn+ADV1/T3mb07+7DDiIozo7DPzZHntDfzzuWLOG1CxfO6rrflNRn8Sy6Sdz/kwcGeMeSJbzmOfa/GvptwLlWCcWwt1qgz6tTcrMx3IGEHFw6mrPmX8zt+37YpTbFVFhgqANuoCI5VCg2fXHLd/N0mYLuND+Fqv8ofridnLsSAK90KU7+LPzydwmDdSjyuIUX4hbOR0X8A5Ygq3vOgbY7UApHNGHknFBpl4UY6tE3na5FxOb/EkkUglqEHnAUIDbHQDPVMVTFZcYUUVirTIBDIAokRS4kmpp4VI2X0BW7mChNdMOM/7ZD3s4te5/i7pGHUhY31WhNoN+rUw08tBLCLk+o5VwBwJtXnc6H99zU9Tl6SnNef4H1pRKPl8uztm7vj/JbVwY8rblk/nwumT+fffW69b3s3MnDMzNtMZhOvU5psrOZVgEVvzmqVYDbNj7DG77yXb7/rsvpb+FHf/SZXbzj01fiByFhvEkqe4iQHFDrZlyK2nAUf/+Xl+JXfd7x+1/B95+FpyjLhA9WIVBR7HzdRwWhTdbTYZzF4WzKc+3JvzVfwSywBGnRrmNBhr0Uh9mgpRzdeIamCyAqjiBQiudfdCyveNd53HHD49xz4xPU6gHkUsO1ZUMXohN/FwekAqusCT0jCgb7G+Nk4/Z9XH/feh7YsB1qxDbdzEGxZO4Aq5fMT/5eMNhP2tlw8TFHMLdU5G+vu4mN+0aTvteLefasXk51aLBjn4BkTizwPN66eDFvWbyYow4gmuK4/4s9j7ctWcJbFi9mza8JgjxscAn3jG7ocoKLOQAVM34eDRQyFIK8zlGXMiV3IQf1ncjW8v3kVXZ44URYIqcCSo6fTAH7r+1DXTxGjEO/qlHU1v2YJ+iiCDT6WqndlygDAEoP4vW9iZzq72yJc1dBsI5nY6TWSoNeiNELEf9hwCpNdcIk9XEniRMaOYhtUZo3akcJSkJmJGexB9FPkGIitAwCJrJ6aEI0Ioppk8fPiMl2lRCKPR+Fovjetu+wqxoSEB8ump9NPBoKbh3j51NsitnPUCIio6Lj8efHXsRFS47hI3fe1FXNFIQXzFvA1WtP4cGpKb6yaxdf372b8SBowg4cCPJbVwbSMj+X4w+XL+cPly/nkelpvrZrF1/ZtSshbHA6cfC3SEIWFL3F0Ahb9o3zuZvv5s8uPKtRToS//Oo11P2w/cQXjRfjKUwoOJ3o/7XivFMOo6+Q44H1uzjn3CP5xY2P283G2BVChT04A9pugMhXqWwonRBtknRUBmxVNrwwAVVmKRoCjucS1jqbz7SjufSPXswTdz3FY7c92blBmIXpI6PPQWCtGGlxXRtSGPX57hse567rH7e8A47TUAQS5yPNioimp1JifcCCEwiB29lDprXiRecczXSlxl994RpufWRTcr0GxGCzG2oQu34k8q4XnYru4Uo4fdVKrnnPW3h4dIyT7r6b0PN6ch+A1T8uXbCAty5ezAvnzME9ALgH0uIBr1q4kLcuXsx5c+bg/AbcDIEJWV6c39WUC+AkRETCjO+Rd5o3eU8ZFuUr/J9HP2DVBgVQsqyCTpVCG+eAYm8wwAKZJOeEaLGx7fEGp5Q9zRZSBESzvl1lN0K/fj/lqc9Qr10PGLQaxnNWoMwooHDyZ5LvfyuOdwyq9Fqk+qNZNmDXPgsGLKFzZ0L/nxDW76c+/S/RU2qUa+pa2vUGFJVhOkmu0SxaQQlLOZz1dpSyClINF4WgJaAiuYR1sLUsWCXDGEAUM2YaV3lYvsa2K5LfvCjTZc4JqYfNeQisTUQ4cnAZp807kmWlYS5cdhR9rj0MnLX0EG7b2dlVEIpwycE2idnxAwN8emCAfzr0UH42MsKXd+3ipyMjBwyIUEkndpT9RHxjOPfBB7ltcpJcucKKR57oeY2uW555wsb+GQ+NM1av5J9e/WLmlIrct2Ebb/+XK3vW9+0/u5wvfv8Obr3/aRytCI0k/5545HJWDA/w8xvXYWoRKCi+MN6sfINT7WCkikBuSgRdsfTBTdcbQfkR8r9am1XooEw1W0+yUMhHHn8Q6+5a30g0FIl2NYNzB/j3B/6R4YWD3Pjt2/jkOz9PvZptlXjtB1/B9z9zDWEna0hMMexolOs2FBTHAdexCozrWm6ATuFTngt5L+IdsKd/GynQuEY0mEJ33VYA5Wq8ksfA0gH2jEw1rEGROFox0F/ga598C3/xpWu4/6nt7ZiO+BeF3aE9i3V+70tP550XPb9rH9LyTLXKwXfe2fH7VnbNPaefzrz9iJb48ZkZjr6nA/Mkjf7nlKIuwg1r13LenDm/sfZv2f0kH37oh+yrTeNqg+u0hvXZN6WV4Dlh0/AazlXwIgUhpwxDuWlrkG4bgraOoq6TUyE5HUcSCHnlU9R1BEVR1Sg5FvvkqpCC8im2kAppDIud6R5KgeLQxbdC+BSTo++IPrMG95iNsBUfofUccqW34ZptUO3m3mhs7kFqZBkRAnxMytkSRBTFrbO6cfa3T6Ymgi8wLQ4VcSNnRXP/jEAdl7o4+KFmnxlE02AmEDSBWMvAnvogddy2Ohr9t9f4xmHaFNhX64uIiDo9VCEwmrFaKelLaDSh0Xja5djhg3jNQady3uKjkvDMtDywdwevvvabhJIVGq64dNXRfPLMizu0DV/duZO3PvkkRa2pGNPTjTBx5pm/taig/f5o4WnNYZEZ8QOHrcZ1e1D6CTacL7VnpofJnRu38I6vXoUfhmzYMTKrg+3b/uHb3Pzo04QuBEqYM1zivFPW8P43nMPmp/bw0+sfbVcEoLEqucqi2Tv1N0IQiec0KwJgeQCUigh3erwukcykP62mxXwxx4kXHc+KI5amyth/Vx27kk/d8hHmLh5Ga835l5/FV574NGe98vmoGKCoNYMLhnj/59/FOz7+BpYeujj5PEFDRX8rpaJA6IgeOC4nAkGAGGPTF3dbIYPQ5mrwQ6gH8YyOH5+VNLaigyjgghcew79+6g38+Xsv5IjVll1Ma5Wc5lcsncu//d/Xs3nPOPc9uS2TSbBprzHwhnNO4JqPvONZKQKdJF4GFngef7piBT885hgA5nrefqUIdJK4/4s9jz8/6CCePOUUDnsOXAK95K59T/NHd/8nIzWr+AZGUw90c1JMwNWmTREAUh52YU6ubv/KHIL2w5qxWfQqxiMwKsohYAixGQBnpMhYUKJiPAZ1pU0RsG1qyuL1GKbCrrEPMjH6PiKDeAPJT3bIoDFj1Kc/RbV2K9L3XkQ1uPVFBCOmyfKZjiAwBIRNMQHxddlhcdGQtxtyVGcuWpacBA7aLDqyADgmZFz6cZUk+F6FVZJyKsBTIX4n/1sk8TXx+wtNL/KiFsVJWTbzRaUcV539fv7j+e/ggiXHZCoCACcsWMqXz3818wrWFedE7kaN4rWrj+Pjp724S9sNecHwMA+cdBLvXbqU4Wizf7bktP/Vsl+5CTpJf5Ti1nVd3nXySXzujruzreWRItBKHxx/B9as8/jOPfxy3UYKXmtSjWyp+VFOMm0nwli1wp2PbOaGG9c1oXC7ieQ04reAfBQ2rDC06q4om5JXRUx6hFH5eFXJeZ3TFUf1SWgaDH7QBNGVKCSxNhNyxT/+yE6sXI6B4SIv/r1zOOuVz+fwk1e3Ves4Djs3j4BycFyb53xqrMzn/uxbDMwfJFfINRSOltBJGy1gmRGTb5KVQNnEQ50wBHHx+B5U5DKpB6i8C36I5BpIYxVIZLbvcKpQ8IsbH+PaXz1u+QeAI1Yv5OgjlzN/bj/HHL6U449ajlKKb33rgcT60+FRJxanhYP9LJ7z6yU3UdiF5tL585vcALdNTAAkC8j+KPHT9pTissiNkXYDxPN3erZRLLOQTz1+XRuC24jN/umH9puBQq2j/vyna97MUK7ERH0339n25R7zN/J5i0IroSoenrQGiUqUFthhJOxngTOJRKC49HCcMHlyToDXZeWZqd2Gq7EAPcDpubrY1sXsxp+5AiVjbf236YyGMEwknxqM9djHmlAM3hbpwEGYbq+B51ICBWWxAyKhxQWkcBRgffy7TMMq1LpciIDN/Shd/exxfXFmQpVkS+ws1pXQkFPmreFPDn85S4pzu18YydlLD+GOV72XG7dtZMPECP1ejgsPWsPiUu85Px65uIddN9ON8LPIjbA/mOf33xUmJfFiMhkEfPjM09g7U+bKhx/F0Q3GKxPxAehWpsDUipFewL977yOcuHBxT3AgIhgduR0iCX3DzETV+oyVQoXSvZ6GCtyifgP1Zv1bPNeelmvtERM4DqpUgEoVpXXDxC+S+MMT9r6mtiOufK3Bt3kP4muVVpRn6vz4Szfh5nP86x99hanRaZatXsJL33k+p7z4eP73S/6ebU/tALDXKXudX/P5u8v/lZVHLW/M0vQsT0UNNG32sb/fi3TjNAVxD0lOMKGx4U4iNjrA2g7tPToqUR7SJn3xIh55P3pejmLD03t5etM+PvHhV3PC0SuSdqZmah0VgXRfUDBdqXUt10nmuC5HlUoUtE6iAea2YCnGorwc+6MysCiXY02xyLDrJtEAQxn9TM/f34RsmRnh8YkdXUrYcRQYB6cFsKdRHDt8MOcuOpmdlV188enPzrrdNPKnKjkwin6ngb0xaPIqwFGGSYmS8CDk8cnjR7psRG0k3Ya7omIg59jxp6R3fg+7/hiUZIVn2nqMTKU+iciGMhauXooANGMJbBX2b1eJjfxFo6MyoWjGwtg6lH0f8RKZVz5l6X7a9yOXAkDR8ZkOupd/16GXcnDpEMphjeWl+SwqDPe8v1bxtMOFB63hwmd53VhKGYglpzWvWLCAVyxYwJ56nf/cvZsv7NxJyXEo/BZxQPvfCpMhi6IFcle9jqM1f//iF/Lmk47nqkceZ/f0NAv6Srz86CP55+t+xT3PbG8warUoAvG/InD3hi08+uiOpFhHj5NS4Ar4rZ/TUDpm42uAZjUYUBGOoO1ypZC8G3EKhE2kROJ5vO495/HUfU9z/80p/IQx7QyETVVGCoHn2fDElJggpDrpc8XHr056s2frKPff8AhrTjqEZx7fFlWSqiclyfdxIbBuDdpdFIB1d6Qmh4pcBrGlIHOVbP0sNLYNP4Si12grtAuduI3yaRbCWJnQgWAchTGCKPiHz17LFZ9/Z+IuGJ3qnbpYAAwMlmYXCtgqg67Loyef3HWhH89YTPYXmed5PHHKKT03qkWzyOn+bGSsNjOrcsY098tRmrz2+JPDX0koIf/4xKeoBDVcR+F2Sk+aiAUHxr8bFHXxCMWPMASKfl1mwK02TUFBURUPH4cBKqDULLCuDV/9s4F0aWKevg6WsSbnSCSpojGYbjYtxuGFsaRVrrwKqJpiE36gKu1sgW39Eyg5NcpBnqxVOcYLTATFiJlQKDp1ykEOoriEtGg08/NzeMHCUyg6z22O/rrSa/4uzOV4/4oVvH/Fip4W0v9q2f9WmAxZHoUDbkvlhD5y4QL+6vxzmsp9/vJX8LFrb+J7dz9qh1KLIhCLAsS3+eUt84X9vG0StDrSIokPA/GLs1TDXaZQPIrjE3EoKN9Ysh0dba5RyFtUsXUTBKFVOmKLQqR8LDxoPsedcgj3//Kxhrm9Ax9+0+3EG7njNICICc5ANdn1bEih4qn7NtlMgKYxULPDAiHh242sEJnltEZ5XvbAjy0brRMnAgqKAnGdJmKlOcMlCkNFdo1MY4zgOIrQ05guYYYKGu8ieiY7d0/w4KNbOPG4ldT9gHWbd3d7lE2LaTdWwl7Sa/LviSwD8/ZDZQB69x8a8/fabVt5+IG7LfB2yVJef/SxLB3oHkqZJYuKQ7Ms2di8NYqjBlbwllUXsKp/MfeM3sfe+giCph7mGYw28ezbEZwoQiCWaOZTMy4lx8chYMix2Qrb61BJRsOS8rGsetJVIQhFmA6tq8CG6XV+1pLawJ8tC2FaGstMD0sn7UqKnyJ00gr6VY0pyT9L9gNwlaHPqVEO89E9Ne4sRDFa70usAvF6c/jgIGO1Artq+3CiLJIGw8q+pfzFke+m6BQwYrhz30Z+tuMBRmvTLCnO4eXLT+LY4RX/pRtwMn9nkbHzt6kIwAGiDKwoWK3u0YkJXvLNr+Nph4vXrOGtJ57UFF5V9Dz+9pIXsmJoiE9dd1uPwRz9ooA4oi09vmOlNmzxSYXtZEKiWywFGaLCqBLfRg6oNDmOYGPxA4MKDSoIUUGDBlRUpGwoEAM3/fgBxraN2FN+vEG71r1ArQ4mxCbjkTaCoTj8sKEMxDdLoz9NDyk2udNdcxVYsHwOuVKe7et3d4mH7oERSOMD4v54HuJqG1WQPDNbZnyiwor5/bz13S9g09N72bd3kr1TFbbvmUgSCc1WvvWDezjxuJU8tmkX09VZnmIVPLhxB/umZnho804E4biDlrBwqP9Ztd1JNldtlraDC7+dk81vROr2Hu7Yu4eFW54B4M7tW/n8fXfzqRe+mIvXPDsK4sXFIZ4/fxV379vU4RxrP6uHHtQVK/qLjNYneWxyMx988IscM3QwB/W5pDPtVUKPkutnKAS2rnybuyEyvUdzp8/p7Sqq4TFfzeCLJq+64ycMijpCXSwJ0KB2Mk/98f2HHUz+ZJbOLqaUQhvrs++lCLQePQS71NTEZUZyTS4VUHgEBLMAB9bFwVWGAacSMT1qfHEphy7jQSnz+j213bxk8cWs6j+aJyafRqE4dngNRw4cyq7qGDfvfpQvbLiRdZM7cZQmFMFRmqu33cuLl67lw8dehqv/a+B8B9L83e9DCwE+dued/FW1CiIc/OADyXDIOw5XvPo1HL9kSVP5qh/wis9+nS37JjrWqQKIsmF2l8ByDMRZC52qkMkbYqQpT4E9fUYrS9gIH3QqGVEHzZ1H1/zGiV+kkaMgcS/4FkjYsnLFr1JFKH2INn8T0femy8UmW2OiRaTL5gyINOrrJErBNeVvct03b+VTf/S17DKF7ExjTaK1tV44DniuDSMsZCPp4ydu+j2rYClFqEBy3Se3ACbfbD0IXHjb689g8+g419zTnV8h0aEcGB4sMirVBGOgleLCtYfx1688n6Hn6EKI5WWPPMKPR0b43GGH8Z5ly36tun4bMlapcPxV32XLspXkyjMs3dgcGqyV4kevfQNHL5hFwquUPDmxi8tv/Xd8E9CimgMKpYScE1Ly6sSQkqTNSAmYV5wm5zTmhacC8k6QSkJkLQJ5HaJTn2kET1vYV0H5lJw6893JjgRFaVmuR3G0oU9Z83GWcUywxspcCnw4rFTiT44VgrQiIEAJL/K9d7YgmMhKkpWgCKAuhoo0wqBba4rXmCh3G2CVgFHjMWnyKVKh5isDoxgJ+23vM7onYuMmJsK+xiEICMRBq/lsrg5QCTsv2K5y+eTaT1NyLep/e3mEf37iB9w9+lRTG34UVhj3TwFvP/Rcfn/NBR3r/nVkye23s6te596TTuKkgV8PZPxfLft9aOG1G9bzhTtuTza+0G2YW2phyGu++x3GK5Wmawqey59ddHbXesWxp/mOczcyIzeBEoNmw1VSTFm/tF9UhG5kzkbAgKobqwhAQj7UsU1jrNXAcRphetHGmM7MKHFEQcusirON4boox2lG+Ec+fOkQfthRUnX0MmMV+goopbjoTWdx9qUnt+ccmK0ZTMT2N2ctH+I2yIjauhf/69sYczGW5CmTXzSuHqI0warpM5NTfPEHd/CLm9d1vDbdbmwZHa1WmsCGRoRfPLyet3/+e9YV9WvIpuhk8VxS/e4PcuW6RwnKFn8RZphKFfCVBx941vUePrSYr57+dlzVrvQpJdaf7NUTw1taTOSTH681K2q+uEwHeab9HIihqOoUHR+tklx9aAQ3xYmf1z6e6kZ0mxaxkbXYbH+xpyr5VhrBhGmEAsCUCEHUbxNt5AYIUqf9OGtjlrVEIstBnJYYYqWoWbLo4JuMpspSgSeqkVga4rLkosRC2WA+J0pBnL4u/jdWgKZNwS558ZKDdT9MBuWuigBAIAGPTDwCwO7qOO++57PcO7qhqYxSkHMMrk7lNACu2Hw74/Uyv9j+BFdueoDbd2+aFe14L6mEYYKTOeQAsAzs98rAx391iz2ARb6XoIXXPjCGD9/4y7brTl+9kr5uiV4UmE7vJ1JN3UDh1iKPQRyuGO3mQrQZxJYvBTgKk1cEBYWqx9aA1IYVdgfnKN8k7gSV+gEacfpBj4UnVhri0zWRkhAR9liQXdq0oXpv0gqroLiudU14XlJ3LI6recFrTkv+fstfvYJ8seX5i8wOEOW6FiAYBPQPFRPMQNcupsiTFPZZQvtGEJ/o0wBDgDCXWoXAclV0UyaUff9GQZhhhAiN8OSOvfz4vse79rubiMgBZWbMkhs3b8IJ7IIYul5b8q1QhF9u3vic6j52znI+8bzXWOY/FSsB0aKvDa26aKv4xsU3zUugRii5dQQdJdMxaARH2UyDMZudLWuoGI+6caibzulxrQgllXY9WRxBgCKQ6AcVcfFnbNLE5nkb9hdmnOy1SkMcm/8Hll8gib7qYBlo7nGDU4CW32MJgLLRkUWgNVyqIRZE6eHj4ou1HphICQhwqIubgDjjPtbFZjPtxS4ZX7OnanE+X336eqaCSiOldYu42iRqiQiMVQPO+em/8r47ruSv7vsJv/erb3Luz/6VW3ZtyLx+tvJMNHcHHIc5+ynmJy37tTIwVauxZdya+r2afbB+of2E9JOnnsJviWEu5jzeduZJnSsXopzxtM2941ct4Rt/8jpOXbUiBTZLb8w0P7nW435MU0unqZHVH0H5nTd6BXaDn60fPFYIYmtCBOqTrIiDbpMtAhzGxEBJ9jKtmzALjudy2ftfklwW+CHKc2lbkUPTWyHwXCTvIZ5DPSZd6iUtVarQRgukH2hsETCefWHxiSf0wKR0TAXouiTWoaxmTEySphuKYqso4Kq7Hu3d9w4y4vtJbP7K/CzcK/uhBMaggwAV2mgRP9+u1ATPxlLVIuctPorPnvImVg3MTxQBgKWl2QETwyZlwCoCCluPwWE6tFS6rkoD/iRSEqwjYdoUGQ37CER1nUp9VJkxHjMml6orStPbtoi0U5hnnVZFJDH5+xJGJEOtY7ahRDSOI2kNVoGaR274s/QNf8LW2WHcx/XHikHFuBF9cJP9oE3KphEhYNBWKcAqCAYLNnYIqRubuKgqbpSrwF7RS5SCXbW91E3Az3fdTyjdr3Ei64AfONTqHpWwOVxsV2WSd976bf72/uu4butTjFRm+OW2jVz7zFNsnZ7o2R9IWfUKhd86OHA2sl+rK/XUBp+rVKgODFLPyOhmRPjFxo28ZM2aps/f/YLns2+6zBV3PWRTz4otKxDb4xoKQTSW33fRqfz+hfaEO3ewkUBFgTWRRQO+47uNnF1hQdsUy7FLHmzUQdhhwoS9cbcKLEvhbLAOQIzqJwyjSALaXQQq+U+2pE7lTbzkcWSC64Lv85YPv5oVaxqMhp/98yuo18MkciBJ8u66DQxEluQ8CxT0rGugVvMb0QVdJlQrt784CqJ01E0x0el7MFDvI5PZUQOqKgQFhag4OtxaA1rzEaggdju09AnY/WtEGjwZub+W5XIUnP8agNN/tZyweAkP7NpBrlql1tdPvVAkV2249RylOH7Rki419JYzF67hjAWHsWFqN2P1MouKQ3xz88/5xa59Pa/VKU3OUSaFF7Bi0EyFRXRokpS5c9xym45bNnlGgz7muGU8TKZSUNcWtFhDUQtdHAx9uk6BVqyBWM97SvkAKIvCMQZPKRwRdJSvJG6qRohB8HCaNm9RYtMeYzMCinskIpMomSCvF+OVXoV4p7Nv8u+p1G5PeqFEcKEph4RSDTrdGeMxJf0JNNBRghHLItiqymTRFLeKip43KReJUlATD43pWEf8rD2VY9IvUze9XXMquq5Wz94C43Xjaxvu4svr7rOHR6Ow2RXh7GWr+IfTXsTivs44gCcj99iqA8TFt19bBuYUi+SihTpXsTtgvcODvW5ju0lHa8WHXnYeP/7jN/PWM0/iBUessvkKfEsi1DSsolPet+94mCAyObuOk0z6ZHI5zX9nilIYL0qz6yhrKdDWJ93z2l4Sh9h1+j7tK0/jDKKIgCTbX9qd0E1r7RQiCA0rgeNYSuJItm3czaN3bWwQGymFcjRKa2st8Nym8MCkr46DuG6DjCjuo+lsHUjei5ehDLQ+B5XK2x4/DtP53m05weQgzIHJgWRYkiByK2Rcv3DwuUcVPDBlSWKO7//NRCb8NuQNx65FIFEA6vnm+RuK8HtrT/y121FKcdjgYk6Zv4qVffPYNLOn6zyzp31FTjdKuSp7EwcidkF7Cg4le9msmAJjQR9jQYkZk6MmbpSO16Gk6gQSc+zZ7H01XEZNH6OmFLVrTyQKcNt6r6ghlEWYMMKYwEzYTg/kYyjjMyN16hIQYgjEMg3WxTBNjRn/QcrBFmbCUUb9pxivPcL2vS+iUrsJCw1sPCMfCFKWgkBstEHZuIyYPAHNG68CcoQgBiPK0p+IRkdoh47vIzLE1YzDVJBnJshTDR1qoUPNeOR13I60XQcQisO8/Dz63QJOB2rhpuuAIOheLl4eUVGopSPJ77fu2MQrr/kmo9XOfCQPTNuDwIEyf/drZUArxYsPOxxILSYZbgKAqt+ZpvfQhfP4wEVnccaqlVYJ6LJKjEyXeWLHHgCOPHghRsA4EOYhyEOQV4S5WWzoSuFEikyShEcpYqtk0/XxCX424rqQz2Xr2F1O3DFuQOXz7Rtr3rNgvdbjjtNZEWg0afu+Ys0SRndPMDNVYcfTe7ILx6GBWtvfc17jJ4oaIOe230ca9Jg+5Uf/mqKLOFZJMoDRyrIShkAgUXhoB/9/l9uLsQERRLv7wSajegFeecrRbZ9PVqt85e77ec03vs3FX/oGH/zJtTy4Y2dbuXgxOWE/RyF3k5VDw3z8vAuT+Ru7+eLT5rtOfB7nHbLqN95uOah1nKOxpa7olPjro/4XC/Pz+DVVdMBS7gqKiuSYNCWqJkeIY8+6CXgoPZDsv1VcJo11A7kIuYTToF0hiK8RhArZrgOiz6sSJpEGdTHUmjZji4oW8ZmuXJXRVnPJAJuUKMAa+cZMttsqXi48ZZgwRUbMAKNhPyEOOULcqN0sCUXjqoAAi0GoSY6KydtMkEoo6nqU/6Dh74+tHaA4Y/7pFJwc5yw8tqtCoJR1D5meeQ2i8tE1IoC2Clsowq7yFF9Zd2/H65L5e4AoA/u1mwDgYxdcwI+fXIcXhRYazyN0XZwUtakC1syf33SdH4Zc/+RG7tuyHaUUzz94BZW63zBvd5F6FIZ31CGLLXlNUwifYHIK44JX7pKaWCAY0PzZW17I9FSVL33lFnwRTE5DzaDFbqQNTILpylWQ7rFE4WqqVyx8ehON1FyVz7P6+JVsfnAzfmDN+IlEgEsxgvKzsxRmioL3v+SfKE9XQcGatSuzy2VZA5r6S4NZsLl6Gx6ZUpoEEFfZTIVxJkMRmwMicjEkb0ywioEjTW3GGIJOMmeoyN56NXJxqEZnZiGOVqxaOJdLnndU0+fr9+7jjVd8j7FyJXm8G/aN8INH1/Ge007mA2efkShgB9pi0klefdQxTBQKvHPLNoJikaLrcsLiJfze2hO54JBDn3V9gTHcuHM99+zdgkLx/IUrOWfxoTip8XVw3yJ2VEaajMuxEmBFsWZwOUcOrmGeN4eJ+i47Znq8X41piiZolTDxxQu5KHzQI+iBe1FMk0dCGNR18sqmRE7jCrKuAaEqUGqdRpFP30fIRWtdTUxyNo/HXWe4X9Z9NaQqTmTO73A3CsphPoUlaHyuRcgRNGUmTG/qBRVQUwE1icHHQk6H1IxCK0XBCTAGJsMCaeXo5csuYW5uDgBvPeQCbt9r08gHxmYtFFGINOawR4nJcHZYlbSBEUjWaSPCt9c/zJ+e0B65Vg1DHp+xTJkHyvzd75WBoufx52eezd//6hbceo0gX6BeLFKcmmoq99pjjk1+f2znbt59xQ/ZOz2TkBJ9/a4HmN9XIlTS1TLgas0hC+ciInz4a9ehVQt8JYESC2FeNXELAMTxQdpYE+i/fO1GgmqAOKAcjXiaMCdQCdCBWD59oqmdc1C1sGXRapmwkYoqcXKgSjV7RiewYdOcURDY+ORuRBS6UxY8DSgNEQinG0mQUgpynlUEos5ueGRLdr2ziFroFPaoontylHDiWWu4/YFnaOV1tcREKRdD6lqBNoVAtDXvZ6RPx7hQL2rEKOJIpER5aLkNBeA2XoNScM6Rq/jIa15IMRX94ochb/vuD5ioVJteWYyW/vwd93DY/Pm87OgjqBvDowfYYtJNLluxkndu2Ybv5bjtHe9lziwY2bLkyfE9vPPWb7OjPIkbnf6+9NSdrOgb5otnvY5DB+2h4OXLT+VXex8jFE0YWtO8QnC0wYkiAl6+7FSqYY0np9ejcFBKCMVGD2QPVaHPseGKNpeY9W0rJTiA1oZQFBpDQQUJN4GOUh531yQVPpppyTEduQwWOpUe1ykqYg+rhXijirABfnx6BkIxmefxZwvbtGGEDtWsCZOSUBRjJsZbNfc9PmG7hFQlRzV0qeMiYomJwOYbqAW5qLzFOjnKEESau9ZAaBWBQXeAly27hAsWnpe0cUj/Ij5z0nv44/u+zJhfS85yyeleoEYF13EJglh5a3/GDY9r5/e2rzKTuT4+OjNDiGUOXX6AgH/3e2UA4PdOOIFbtzzD92fKBPkC1b4+ilNTdqMW4W/OPY9lgxY9vGdqmrd8/fvMRPGdaaTyWLkCfQo9LZlWY0crXrR2DXP6itz/1DY27Rzt3CmlMJ4g1bTRwCoCcSItBdTqgf3As3wFSgANYZ8LMwFKKbQfWoCKUkjOQfuhPYzG5u54O4ticRI0v9aQy1nWwYz+oRV4hSbCIdtPUK5jEyJlrHpKKQvii+rtTINq21Et4DaTBkkmM5AWC0unCrtLGBgWLZsDD21pmqOWqlh3bCNWCCR6MaKxCah8CFssBqELYVEzPlNprydsVgi0Upxx1MH89eUX8MCm7YjA2pVLWDq3Hc3+i6c2sGuqM6BQKfjCXffysqOP4PGZGXwRhl33gA0rTMscz+OwYpH1lQq3T07y0nnznnUdI9UZ3nDTN5jyreIZpBDjO8oTvPGmb3Dti97DUK7IUYMrKahBJoLYp2sBoIFxCI3DuYvXcOaCo5mJvjcCShQ1PAqOn4o1adgUCsqnoOr4phFLAIAoe3I2eXI6RGEoqIbb0tIPZ5PtpKU5h6qiLirJXNhNxo2iXxn6lE0rXCN2WUC+9DJMuAOp39W7og4iAgGK3WFfGzAwS8qme6ptAUb8fmak0AQKrJBHYcjjk1aClLLpkWNlQARetuRFHDt8Aqv6DsHV7dvYvtoMYxF9ffq5x8uRRijkAmZCjUj8LlMHi/gsFWSYDlOvaU6+mLk+pl18B0IkARwgyoDnOHzh5a8guOsu/rNepxqdlE5aupT3nHwy56Z8jlfc+zAz9XqmLy2MTMdeQUNNmohitFIsmzPEB192DgCPbt6F1qo7pa1SiCON0DJrB0s2STFiFYBoBBrXbj7x32HRwa2EGMe1uQlCA9hshCrmFYg3NwFcG1ooceRBfI85L1IUYpeAbgAFwZre088jUnm7DlKlmHPQAsb2TVulICP9rFLK4hci8F/TrIvSJTesEvS0DNjbbHXLNH/v5lx2jkwl9yNKWYtAlOdhNmKiNMfJMm9UEzA0LKjMA1lcXhvAtYroeWtX87dvuohi3uNFxx/etd07ntmKq3XHUDoReGLPXqZqNW6fnATgxP7+A2Yx6SVnDw2xvlLhlvHxjsqAiHDbzi3csGUD9TDkqHkLefmqI+nP5bli4/1M1qsZ8fGCKMNYMMkZP/sES4pDzCt4TNarLeMosggBz0xP8Oj4Jn655x4m6iVi/dVVISXXoeT65B2fOPLf1SEOkgAA0/XFUjceCsHTwpjpBzVNn65TNw59PYNBhNaE6qHYhL6dXn+srojAlGgqtnS0vdr5va98NXnV27vVTU9XCqbCVorhzuJ38b2JwN5gkBnJk0XBZkRTlRxxyqWs613l8bJlr8DTDaVjW3kv1+y4h13VMYa8Pu4f2dqxjrSFIJ8LqNa9toOIiFUEJAUqat1SHKV4zWHHZd5nPH9POoCsegeEMgCQcxz+au1a/vOee1BDw9z3++9lTsaJ6WePPdmVPUqAg5fN48R5i/nx/euo+gFz+oq8+tRjecvZJyX0sa7WvUjorCROuJQtKhZl49fTCoDEcelRpIFoY60FjkrC41Q9tXknvuqGvwutIEhtKHHUQpYfT8SW7xTS2EGU1oyPzFgrQT5nN3Y/iBQOxYLl89i7d8qCI50W03zs208rMznP/t4rp30cPeA41jfnWKVIiWACg3gu996xEW0Eo0AKTu+Vrql+2lc9aXzWykyYdTkCb3jBCbzqrONYuXDOrJuWeAWaRblfjo0BcO7w8Kzr39/lrOFhvrRrF7+amMj8fk95mt+77ns8NrIncQEEYvi/d93IZ869hJ9sfSxTEXDdOGrFmsS3lcfYVhaUcunL+5mvc+P0bv7kgc/gOYKIssmAlPVbT/pFfONQdB2GvAq5iH9clIqy5XW6Q6Fm7MbiaMN4WKKgfHxy1E3dMhV2cD94GZt+RVyKmdznDTES0+eoVGJVq7a6Ee6gaxI17NKgyVYIRCwjYllm59axy43pOMzr4lI1uUxFAOIlQ+Fg8KNnbSOTGxwOr1z+lkQREBH+Y+NPueKZm6IkRVYJCsWQcxW1wM1sB6z7xtGSnLVAEKMI/Cj8q+W+AMsyhsJRirmFEm876nkZzyA1f+fMfn34bcsBowwAHFkqMd/z2Of7PFGrcVqGMlCud44qiMUPQ/7mVRfwfy47nx1jk/z4/nXc8/Q2/vSbP+H5qw/ilaccw6lHrexNjpNs2Ml/miVWABwaoWetxeLjZiwm0mW7qekae9r/b5Lk5J9yB9RM6vO4X+k+piUGBMZlOykEORslESoNebcp/l8AyVtzrETWGnEaFgcFjffVCd+AjTTI/CJqw2islaWHleG0I1Y+K0UA4MTlS/nOQ51JiBSwcu4wfbkcN46PA3D+AbSY9JKzh4YAuGdqinIYUkqNp9AY3nTtlawft9wAaRdAJfB59/VXM2+4fblynIYi0Cx286jWXYr51vA3oejVQKmEgTCI8CiusniCSpgDpagbF1eFDHsVSk6dNEg98X4RD0PbCYMCcdHiE4rFIoyHfcxzp9DRRWk9WSPkaY+ND9BUjKagTPsmTWy+b76zxveKAHDjkOIuMi3WojGggqYDkFJWEdgbFjtaBRLDZUqRKCifSUqZ5WdMvidWwboFhKoBhVXU6qF98If2HcWZC85Pyn5/661c8cxNAA2ioegmHCXknMAmrEr11w8cgui9x7iO5KzlCB6GPlVivNYgdFGQ8AwAnLhgGZ8886UsLLaf/J+uVtlSq+EpxZnRmD8Q5IBSBlT0cK/et49fTUxwWsaDPmzhPEZmyh0pLB2tOHzRfDbtHeXmdZv49DW3EpoGa9fdG7fx7zfcxb++5WWcfvRK7lq3pcmdkEjiAogmQudOI1qa4bhpaalahaYn1Kin87G1rNbNykP8WTfmtx5tTI3NMLRggInxCminceKOUTfxM2vlMXDdRgplSZWJyomIDS/sQEGsRBCtMK5juQTSInTcxOPHnGXBNFowrkqwANpYhUN05/rmDmQvdt3kJUcczt/fcAuTtVo2mxzwtpNP4pGZGUaDgH7H4XkHcFhhqxxcKLA8n2dbrcadk5Ocl1J0btz2NE+M7c28ztpTBPEdHJ2mp5UeEbmKwOgW3U4o5WrRJtDsQrARqDqiHLYodMcRAnHYV+/nqIEctXB7ZIFQhE3kOoIjxoa+ReO2T9cIRCef7QsGKOo6RV1HixCKpk/3k5d9GUPd3qMF64XkCZs4T2y0QHy6br448XejCCJcVZZBDIhokO1DHBNNnhA3iqX3jWbS5DB0NvvHUz4Qu1EaIqgSPj7tp3Ij2RaBrHodJVSNnZR14zITejwwPsIHHvwYRwys4tKlF/HNzTd0rcPVgh9ad0EQair1ZgtH67Ichw+uGhrkwye8npHqDAuL/Swq9nPH7i3Uw5Bj5y3msOH5dJLYKnDq4CB9BxBZ2H7NM5Al8ekifuCtcvnJx3flsg6N8Ogzu3npv3yNf/rJLdRD07QwGxFqQcAffPWH/OGrzmLNigX2izQITqwiEE/YWW/NDXtUssC1ySyt+ZJzMcUcueFS93078utTzEMh+oni+p+VUpEh5UoQYQVodmco1b6Zp10oSrXnOYhPVVpZ0qEuIECM2NwCaVwE0Zcm9Z5SHwOELVkKIeKQKFjsR+uL1CZVX+o2Dl48h8PjcfEspOC5/PurXk7BdZtY3eLfX3nsUbz2+GP5ZWQVOHtoCG+2/BMHgCilkvkbWz5iuXbzU03PpFVCEfbNVAnSOB+dDQRuaRWTIpbKOUEMS8sum7DfKcLkOvvvtspE4koI2miBbK4BHwctIXlVp0qeCdPHaNjPZFggEIeyKTASDLI3GGIsHMbLn8dgIY6Eag72c7EA3xo5JqVITVx8FH7UVqsiEBioGIcZcZkRjwouVfGomc6ujTDtE0dRxWVaPGbEo46TQll0FgHq2PI1PCZNwXozEx9q4z05SdKn7tKwmjT4GxDNVFjnmZlt/Hz3Lbz9vg8x7vdm+HS0wRiVUgRUy0+jTQBjFA+N7mR7ZYwXLDuUo+YuYl6xj4sPPpJXHnpMV0UASObveQeYi++AW2leNHcuYBeTqaDdtHb+mlW87FibH71Z74/+DWH72ERits+aIyIQhIafPfwkX/3fr+f9l53V+CKqww6jBua4o8RBtDFoL+VOkyRaIFXcycol1lJlVA5HUxU47cJj2gvFxD7xpu841lwf+/gLBSgWoFi0EQlpc/8sk2r4MW6hdaWJ/54loE8A4zmE/XmIKaA7rRkKwlK2/1KBxV+Ezc/caEsaZXPZxt7BSBEoqmZlJlWXgMV3xO89+u4Dl53znEF9Jy5fyjXveDNvO+Uklg8NMq9U4tSVK/jcK1/Gx19yIVqpRNE973fIRRBLPH9/tK+ZKrgc+D0zxRkRLllxdOMsnuHj7iWe0xmQF9UaMQy2KoeKyaBAIPFGbD9rFhWZ572WNhR1cRkPSy2bb0goIWsXX8naxd9lxdB7mF+6kIK2m03Mzd+fP5HV8z5NnRzTpkDFeE1KUCiKaZNjmgI1cgR4BDgY0TYtMDmqkWLTcqah18ZsORWa77NuNHuDfrYHw2wPhtkVDjFl8lRMjrq4BGLvNxSHsskxGRaYNnlGgxIV47XkY2wXG5TV2KgtnkHQEUNksn4+C09p7GbIWvEVJJWa0Fo4tFJ89+kHZ99A0nfhxgN0/h5QbgKAI0qlJETp2tFRXr1wYdP3Sin+4RUv4rhli/nKHfezfcKiOg+aO8zu0alGvgOTMSxSY9SIcNPjG3n/i8/kTRc9j2vuXMeGbfusyS2db8CJUhx3EWUs+Ej7kmwy0on8ylH2u6z+xV1URCBCQTua933kUm6/4YmG6d3R7eb52J6XBhPGsd7iRQ51A3U/mo09Zlpr9EDbTcdWgFTbHe7HFDzLgpiUSdlDU38CmFwGRqG16fhasRs+UWIiFYJX8qibEKPEAsK8znUllojoZc8b6uMvXn8eZx57SOf7noUsHRrkg+eexQfPPavtu+kg4IboZPHCA2wxmY28dN48HODhmRk2VSpJauY1w/O5Rj3VFaezvH+Qfz715azdsJQvP3kXOysTEWCsW4sSJaXpbA9oFpUoJe3kQpqZME/B6TbhFRXx6JNam0IgwEyYZ9CtRp84lJwFPD5+JdP+bvJ6DkatYkf4BHUzDEBezyHvHMNDo5+mGjYwUhrDQm1PxdOSz7RRhmgQC+iblByVMKSgDG5kk6yIY5eC1GWhKOqRv8xTcS5CQxiB+SbDPFOSZoG1ClCIdZvkxUdEsScYpJFtpdGAVhYPYHMltL+N+PUH4iRKgVIw6vcTpnx8IoLWvV2q1qWjcR0hCDqrPiqZ7JGFUoTtM+Ndas6Wu6em2O379DsOzx+cXbKs/UUOOMuAUoqXR2yDV7ecLmLRSvGmU07ghj96G7/6k3dy6wfexR+eeSp+vUv634xRsnnPODevexqA//PWi8jnXJvwiNQAVBZ0ljnIIjVWtI0qCEqKUNOIUzdR8pC8JihogrzGOIowb03vaatDkwUiCqMTz+GUsw5jZrIaOeoiit9OG3WnTVmlvs/lrDLRixTGm4UeGbsLUs+jbbF3tVUE4vKt0mJ6MR1cCFkiKsoHoRRawZFrFvO9z72Tl124lny3NrPEg3e/7FResNYy5hkjCVPlb1J+NjpK1RhWF4sc29f3G6//ty1zPY+zIvPpD1Pz97WHZ4doxaKANx91Io7WvHXN87n54j/klov/iPOWrEF3fIfSZgmYhYE6Ke/pbIW4J66447KqqONGfnNrGVg38QPu2vsZ1o1/j3Xj/8aGiW9TN5PJFb4ZYcfUlVTDZrpqg2ZCClTE6+CstH9b64J1f9RwGTd5doUltgUD7Av7mDRFCrlzCQ2Mh0X2hv1MmBITpsi+cICxsEgQbcoV4zIlJbJM7ESAzZq4jAT9EZ4i/mnum0OIR9gW8WyfiY04MKKse0CsuyZtUWm0aHfwTu8jhi6FotBaKOTrzNYPq1EsyAAH9pLv7bW4l0vmzSN/gLn4DjjLAMDL583jE1u38rPRUXxj8LRmqlbje488xlWPPcZoucLyoUFet/Y4Lj7icDzHYfvYZHOMd7Qvpk1ErRIYwx985Yd8+s2X4CrNqy48nrsf38JTT+1uXKttVjtCbBKk6FoB69eWmM5abAZDz5q3lBF0COLFJ2g7sI0Xmem1QvsG5UfJUzSWVMdINAlAlLBl+zj5Up5ONMsS9bHppC5hNgujikzm+by9xneh2sIx4DhW4YDeqyI0UxDHvAMp+66JQw67bcpp9T9tNEg/bNqXwzCvmuiL123YRbXq88G3X8Afv+kF7Ng7wav/5ms9byEmKProlTfw1VvuZ/GCAe7csBUjwkHzhnnjGcfzmlOPw4tcLU/u3sfNGzZRD0KOWryAcw47pIkqt5t8P1pMLps//zm7IvZ3efm8edw0Ps4PR0Z4/4oVACzpG+Ajp17Ah+74RUImFotGcfLiZfzeUY2ERloplpaG+KfnvZL33HEF9448g6NicKEdMEoZcm5IemT4oUOuq6tA4aqQotueSVAhkYm713vpNi8UgShySiJgo4nup5ZhiWhQGmdJRdwMIGRzW2BP4AobQlmWXIowySoJOyp3YaQUAQlbXAK41MXFI2TCFKHL/SulmAyLzEip5Rkom7QICIymJh5lk0cQcipsuA2USilKDb6CqSBP+7nVliu5dcp+vm0JiYdPmAIsKgWuYwjCdlBfw21ixSBcdvDazPvsJCLSmL8Lnj2m6LctSnrGz+1/Eoqw5Pbb2ev7XL92LUe5Lq+/4juJS0AgWVBOXr6cL7/qUn5w32P83U9vTMWLRub9Wdy9oxRSE5yoTjdUONMZp4a0Qyveew3oQFB+yg8tgq5bd0PmtBJBhYLjt6rNAqFYGuPErAWrVi9kamSase1jSMr6EcfpJ5K2DPhhRHLU6aY1hKHNUxDPlDQIsIcrIdmsVXOyI4ldGBEQzAwUZpekKbK++P1eVEfqfqJ/VVoZU5ZFsHXV/4v3v4j7n97BL+9dTz0IcT3NTK3eVa8JiiCOTTJlWtMXR/+ecfjBfOw1F/LBH/6cWzc+g1bW7xgYw+LBfv71VRezdnn3VL3lMGThbbcxYwz3nHgizzvAzIyzlU2VCqvuugsH2HPGGcyNrFCP7t3Nd594hJu3b2Lz9BgomF8s8ZYjT+Rdx55CoQOWJRTDrbs38qMtD7G1PMZTkzsRFSIEFLzmF6uiaILYe9UsgqMMQ16taUjGvvWcDhn0KpTcbm4CIa8Chtx29spYBvUMdVyKyk9SJhdU1Y4lZWPsrV5uKOnOodIaQ7GLshD3R2NTM1eMl7nhx/doIlN/pzomTPeTsi+a3f5w554ITIV5Zkw+1QerZKUVoUC0JVwSRd047KkNZroUYhmpWLdF2iMp2PsxoqgFXuMejaJaz2ZIDAKrODhKcfjQQq48/63kndmfl++fmuKk++6jpDV7zzijKXT2QJADUhkAePsTT/DlXbt455IljN/7AA/t3JkZRaCV4k0nHM97TjmFc//xC80gpbC3vz+px6dxmhbBLUNX12FUThlwKi2GPCM4tR58XiI4VdNeRgRVa/88YUsMQpyZmp0NbrSitQUpRzdSC+xGnyWRMtCKpm+SsD2PQlMzec9u9PWgobsUvKb+hHGOhR5iw/yg3p+zBEsd7ikGhoqXwhekxB/WdlNv7XgnD4UDYcFiPsJc57IKWLRwkJ3lqbZxqJUi7zr84F1v5JB5czre4w/27uWVjz3GynyeTaee+jtrGQBYe889PDwzw3+sWcMFpSJ//Iuf8PDe3cn3WiletOow/vEFF9H/LLndt82M8sUNt/Cj7fdG6PUW+AxCwavjptIXW51SKDl1im7DEhZvLtXQJe/4DHll+l0/ISlqFlvfHHcGLyOZUTwsXBUgSjGsyxGEx/rcTSrJUVHV6dcV+pzOyoBCKKlevCp2I1cIM5LehDNKCvhkJN+I7mvKdA+nHQ9KTJvObdgQRM2+oD1ctnGOUsnfVeOyr9bfxe1iZaxaiKiKm60R1k2gqIeNDd0YRa2ebwOrhmEjkdHKvnmcMHQQq4fn88pDj87kEsiSv3z6af5+yxYumz+f7x2TAerez+WAVQZuHBvjvIceok9rFt5zH7rLplVwXe5477v5txvu5Gu339/8ZQA9SL4Au8mkT54YITdN16RHALpmaJ3PKsg49WdeG9LqthRABcZaBzqJH+JU6u2hd00VCYQG5Xe4eSfiIehmPYgwAEoygiRznuULAKj5dvfNN6dJFkdb8GAnCwnxhqws/a9WhH1dsAzRiqIkohROHe8MNudA0G+JikQ1exkUNKUzVsRhh1jzpROBEbt5MxSEHdZLRykOWzyfQxbNZbCQ5+IjD+eIBfO5+sl13LtjBwD3Ds3hjnqdP12+nE+sXt25od8B+actW/jg00/zvL4+zKN3M16tZipRZyw/iK9f/KrnpBi9+bbP89jEVnTmxh0ZyZXg6ZCc23AdqMgKYBMXWZ91zjG42uCqEE+HzM2VKThhokTEpro+XaWk21kPYwNWJdqYBpwqw24lClOMNzLV1LeSqrPAswnZjFhgYs14CAqHkKL2GVSVDopJ0jIuIQGW5reX+KIzN18R2BMMUNSt7pOG7PX7U9kGO/RGYJc/1PG7qnGohjmLHTAu1dCjl1tmpFrESLbCUA+cKDrEYgyOHlqBCQoRXTGcPH8lL1l+NIERvrv+ER7YswsHjYqApErBB088h3cf8/we9yWsuftuNlQqXHHkkbxu0aKu5fdHOSAxAwDnDA9zSKHApmqV8pw59I90TipUDQLW7dnL/3rRWSgF37jjAYwRtFYE3QiBUhIrnonCrxVhEdxyF/QKVoFoOz0/xwOfRPWqULp7Lj0HqfcIUYzBfVnKQLxh91iARSko5BAxET1ytOKlOQxELG8AqlkR0AqTd5swANnnEcCLCIm8lFug0z1hQwnTikDoQFBUETdBVDR9WapB0SBu5A5wVOLuyMAvtTffcFe3SSjCEzv3sm7cEsx866GH0Pl4wVGEjsMzRx4DWnOSe2CZF5+LvGnRIv7i6ae5d2aG5UZwMs4kRoRfbX2G27dv4YzlK591G3NyfYgo0qpqelgKmnqoyLcwFAqKmrHpd3M6jCwFto5AHILQZVfVtVYEJ6Do1ClqH0cZDBpfNF4Gz17VuATYemdMnkGpJIQ/zYqAkCMkECdhSJwwfU0nZ4PCNx51XBY6k0331nwnkaIwmwHcQeITfYiLLwaPdkbERs+6Yyp6HYEs4ZGOfu8e0SRiMQjG6LYmY6tAcyinsGZgCX917MsSfFWsZH7wtp/x0O49gCJMo5YF/v6+m5hbKPHq1cfSSW6ZmGBDpUK/4zynJFz7gxxYcMeUaKX4vcWLAZic3/vh271P88EXn8ONH3wnH7rkPC4/9XiG+wuzxJdahaDJEJVXHH249QM3NpQGEqXJtZCuJyP6QLDzVSJabJFUAqS4vaiMku76hFI2ec+vLTE/AZYMyBRzmIEiZrCI6csjedfyJDiOPfXnc9Yi0BrSqHWiCIhWhH15zEAxxXvQWEbSP4DdwJMj22x25GjTj+owDgR9VgmI85B3vdxA6CmMo5rfxyyans04MkYIjEE8S4Al2E1vcngOojW5SpmPX/NT9pXLPes6kGVxPs9LokVzcqjz/HWU4qonH+9a17bpcX68+XF++sw69lZmks9ftPQ4QgHfpAmErIhYhj0jimroZg4tTxtyTuS/V9afHM+8UDTlMMd0mGe03hdZBwAUNckxE8Xc18WhJi7TJo+fpP5V1MWjLh6hKCrGYzrMUTYevmgcsQq6UjBhSkyaUkbEgP29isc+09+YL9L4qYvDzmCYqvsy5hQu6/oMk2s7rCzWxQA18RKehTRnARCBHbu7ISo9MhqmOQi0gnwHP27c5rRvrQhpXTJWEuphw5RnDaGKa7Y9jm9stthYEdgxM8mVGx7JyHvRkE8/eFtXHoz/iKx7ly9cyMAseVr2NzlglQGAtyxejAIqgwP4uS6DTODjv7yFB3fY8Jz5/X285LjD+ekjTzJVrTHLHBz2hJh6YoERzjt1DV/9P5ezYtFwo1hIAhjMnBtKNSkENv2u3fiSzcdThAXdtDHG1NhNikNG9cYYS2jUzQMUx920SqtrQStM3oP+gj3hx987GgpRspDOrTQ3qRSmr9AMaozbTBgFsT+RayATItytDSzy30QWAr/Yokh02dTjr3S0pqW5ILqCtuOvurgRkveoaFAip6wiU/NsuOzAyD5mfJ/vPPpI58Z+R+StkTI/MzSv4xgKRdhXnsn8bl91hnfcdCVn//Bz/NFtP+QPbr2a037wGf7X7T9mxq9z/uKj0ViwSSiaeqipBfbHN3FGOoWfgS4H6z7oLCoCudnwvZ3VoaZ7EHSkDHiREtBu96qYHNOmSF0cQhx8cSibPBOmlGzKgTgR+r/z4KtIjtGwyHSYZ8IUGDd97AiG2RUMUxeXHeW7eWjqJqrG7R6Gl1J20p/bHAkxbsMqL+XQIxBrBamJw0RYpCounWjYks077LxOK2VP84FpJCXK6ZCc9tsUDwGmajnqoX2PsQIUhjBVyTFdzVGtedTqDkFgqYjDUDPhV7h/ZEtTu9dv3dCxT7Fsm5ngvt3b+fH6J/ju449w364dyfo64vtJSOG7li7tWdf+KgemChPJykKB8+fM4fqxMaYXzGPO9p3thaLB88juPbz+iu/yr5e8lJlqndvXP8PodNl+7URRb73cBRkT6f5N23nTuSfxrktP50P/9jNi32F8CBWHKCzQnjTj6ALJKdyaNMrEktr8bAI0jVszmDiEURRhyW2Y3EVQvkHXUxQf8SlGqc5GO6UQjD3dew7KD1BB+7nAgE0a1NK35HdHd8cVpERit0AnDgSHpt5K85+oQKAbZAD7zMI4X+yzhMNI+pcsn0Xj8Nex7a71xxFdLWt7ra8Pv1BEhSH9Y6MYEa7buIH3ndLdT3mgy0vnzcMNAwIvR6V/iNL0RHshBY+N7OGnG5/kJavWJKe5ab/Ga677Jlumx5qmZSjCDzY/xtaZCb51/uUMekXG/XKjsjYRsrL6aSWzINC0CoGrjD2FVwcp6ICcDuhz623XxyA5q/sa6rRohbECgGY8LDLXLWNDArsZxSzpjxHNJIME0h4iJdGZd8oUcJ0yjjRAlfEUMVG7pNoSgYp4TIQN5SS5bxwC4+DbWIWkPo8AX5xkBbR9t9eO+qWEOCgLUyFEVM/iYKShjNVDl/FaHk8bC7g0irLv4TeBeASlhHItl4QnEoMIQ+uaic8xM0G9qe1y4KOVygSgR1VDXXP5D67ET0VQHTZnHv98wYu4oeZTF+HE/n5OOoBziRzQlgGAdyyxZvqpRQsxXdhFjBGCmuF9V/6YD/745/zooSeavHpdUnA3JDLRp0/0Nz76NHsnpjn3eYcxf7gPHRMC6XiDUJhcxCoYxfEbTxMWNPUBB+N2MYErheQ0YU5HSXkUSrX4x5RCPE1YdBr7VbR6xFTHzSeWuO8KinmkkLN5Dkp5TCmHcRqM4kDniIRYMtpobSv+XXLZ+RC6XZu+h8Qn36m8gqCYHtIKbUgYI4WU2V83rCyN0tFnGWNBQSPzZHJDsZFE8XevuZAjli3IvJ/GvWBX3ZZHMDnXWgX6xsfQ0WJTzaDa/l2TnNaclbcnxam5GYCr6DmNVMq877of8xc3X5ecxr6z4SE2T41mLuBGhLv3bOWG7es5e9HhOKr7MpeV42AWXiFAkNgvD/jiMhUWGPH72VqZw0zQOAUnm65YAlC3a0igwsfF7wCKy5LB/JEE4hNG7oFAmlOw261ZMxL2M2UKBFgXSYBmyhSYCIsYcTAoJsIC42GR3cEg42FnNH+MRfBNoy2lwCXExSolvjhUjHWT2JN/o650bL8AodFUwxxYaKcFTYYuY7UCoPGNSzVwmarnWxQBKw1FIG3hSB0uorYO7m92Sx02NK9rPhtqGnzVpAgAbBwf5TU/+A6f3bYNOLCtAvA7oAy8cv58Dsrn8R2H4086ofkEl9q1VQanQNNQytgcmkRoqjsec0aER7fsxnMdPvWnl9JftARAaEXDRRht5Ma2ag/HVrNQyfed2o2y56XIhtrKR+0ZL3qdYVSv69iYfFoei9YWZAiNuH+trVIwWMQMFqxSkHM6Jg1qattrMCamH1eMF5A4/XFGv00q82DLIybMO5gU9qFbwjNxoT7QwB/Y+qN/jM1M2DiIpVwGurldlbqu7VYhiSpB7N8nH7KcG/7ynbzipKM5dOFcTMuMEqI23EQXbMq7ELguM8NzABgYtYx8jlIcdwCikZ+LfPq4tSBCtX+QeiFFc5uh13973SP8cP06AL6z8aGu9WqluHLjw7zhkNO6uMvs57XAJYg2tMamrWZhWFI4Td78xkYkKPbW+6mELkZsFIHFBeSpGm8WVgehLi6C6gGVETxVYE7hLCbDIhOmj2lTZNKUGDelCAiZLq0oS4GRcJA94RAj4SBlKST8ApOmRFXy1CSXUAJ3bFkgwKEmHjXT0KANlmkxrtNETILW4WGSCI1YjbL+fZexeomReomy71ILNeXAZW+lj/RgCCKcR+skNUZHikanh2XbOm54GasGmgmBzlm2ioXFPjIh1wYIsus1IkwUSjxdq9GnNa9vocY/0OSAVwY8rXn/8uUA3OXE5qmWH2NPe+I0qIOzNv7YzNs2/mOtNyYzU6nPBX523zpuenQjh66Yz3f/4fc44Yhljc1Q2YZiMGDzkJrd+aPhW+6+OomnMQVt0/HGHzrahvilf1x7+jeebiRKShMKaY0ZKCDuLKl/4wiCnIu4jr3OixIjxYpKsTXLW2Q5yTmERYcw51hXiqvsZyXbTxxFlDsEk2/ujwChhtqAxh9wmhWBlnZ02HKPTfcblVORxSTj9J7cKtZCoY3dtA9ZMJcFA5Y2eMngIDgk0QjGtb9L6hAjQBpnNblgEWhNfmaafAQaDEV443HH937uvwNy7OAQ5/Xb5zcx12IIOj17rRRffvg+APZUprvOBiPCrvIURwwt4WMnvApH6YYynUhjjRirFBmvFqgFdgN0lUfJKXXZDO3kd1QnyJ39dHdtkF21fvxoYyejFx1biNn4UkpKVjtrhi/niYiHXAAAZdBJREFU7rEfpSIT4h4qZqRA1fTyBgsGzUjYRz06wQRiQxG7RSYDVG1yDwJcjIFy6FKN7jXGIVSNy2SQZ3d9gH1+H5UwhxGd/FQDl63lYcb9YsRUaDEdNePh6ubJGJgGjir9E84GHQy8euXJbZ+5WvMvZ12Co3Vb5kwV9OA4mG/H7FsWLWLwAAUOxnLAKwNgXQVDjsMOE1IebmFtS/toI+Iace3G3zbONZgcmYtRwhbYcvBUwA0Pb+SPv/gjXvzRL7FlZJxHn9llKWxpPnG2VdvNEtF6D70ktkY4OokkaDWQpKuTnN2hMud6tFGagofJObOLSoo31yibIloT5h3qg3n8gRxh3kWcFu+sJsqzoK0ik3cxeRfxWpgDXUVYcCJXSapJIChpCzTs1b1OzzBtJVAKdEQfTefHnl6Elgw3fIRrFsxL1UWHl47lVQghdBwmI+Dg8O5dyUL0J6eeztoIXPc/QYYisqHy0FwCtzPAzIjw6L49iAiLiv1dN1WtwHU0n3n0V2ydLPNvJ7+l7UQYi4omth86TPt5KvU5vHTxhRw7ZPMltG7EdnOezeZjB0AuIQuxPQ5Ed+XyistWxcXmFWi/UxWdutcMXsq28kaMNNMup9srSx4jzb01AuUwx1RYoBzmqZlmfoGKyVELrYk/vudYEjCgKUTgRtvWvqCfiaDETFBgOsgzE+apmRxKYCIoUjE5BE3F5NhX72OsXmC0VozAl60Txv6edww68s/FIY4xysP+xGvKrFZSvrDubt7yyyv41vr7mfEb2IHTl6zkBy95I+ctPzTpQcFxOWxoPm4HhtRasY9a3wAYw+/NIqJtf5cDlnSoVf73xo38w9at9E3PsPjxpxpfJLbfdnEqFjmeLpL8njLlqgCcODqgxQ+XFq0Uec/FH7GDzIIHFU5NbJhhVh+qISrobCOIfeFOzXQtZwtHp5R6GLkVwLjWhK+M4NRCVGAid0LDsNmxXUhM66oadCR2sgQ+qRO7COJqwv5cY5MV65fVtQZm2WiFKXQHawhiy3kWGxG7HHVgCY/CkrVudHsuQnRSz3fWfUWskoiA5CxBESkjQXp82A5Y1sdf/OU7WDTUzwPbdvDGb11JvVe2R0A7iouPOpwNcwf5Ud0nVymz7KknOHnpMt550vO4YNWhPev4XZFaEHDU5/+VHQevpto/yMDILubu2daxvKcd1r/7T/jKE/fwt/dd32ELEFSkT7pK28gSEVbOyTPij7eVVsqCz1IZriMFQejP1RjI1XGVSQB3RizKv+j4FJ12gqFWGfLKCe1wLANOhZJTz7w2PlFPBkU0wjwHXrHiPVTDXTwzfRO+mWFO/lAOH7qUAe9gvrTxdd07gNCnahEgTzEV5KNwxVihsf8O6Colp041cBgJByIyJCipGgNODVfZCPy6uFRNLvk+lsmgYF0gGIq6TjxrJoIC40Ep+TvmABA0vtHUUiGAWc8iFEU18KgEbkQg1FpWQBTVemx96fAUBGoVjzj1/KJiP98873KKTo7bdj5DKMIJC5awvH+IqXqNOYUiX3zgPv757uywwj0rDqUyOMzA+Ai7X/oyir2Su+3ncmDbNVLyh8uX88lt25jp76My0E9xyqb37LbbxVEuqsEp0pA0N7m25mi31r1KI0K17qO85pNot5N1mNO4oU1GlC7W5L9WCuNq3KA7G2DUCftnwW24KqJ6gpyDqgUo08zjnyXJuSfeyPMupuInG2N8eyZv3QJOxUfFbeecBlNgSwSCFDTUjOVKiO2fXVZThSLMaySvm8raSAuVTP4uOp/tbw/rgTj2PRs3GhexJSmy3ohJjZPo89+/4FQWDfUjIvzvn11H0EOvdpRi+fAQ17zzzdSBlXfcAcCXTjiR11/0olknM/pdkmoQYEQY3Lubav8g03MWMDSyCydsB9g5SnH2ioMBeM2ha/nP9Q+wqQ1EKJZvKnrdQSrp/c7pGbxc25C0ykDq79S3TNcLgCLn1GnAV2yhrEx67RInN2qW6bCAp232vnS78a3MBJbW1wD7QmEsEE6Z9yaOnfsmAuOjlYNWmt2VJ2fRBxspoI1hJByg3hRL3TiJT5kiIsJo2N8UzliRPMZ0V9rBntohyqgYFBHRaGWi3y03Qxid7IliEFr5H1rFBhkJodCUwrilFCjBc0PqQbZiIQJh5PuP38a+6gyXXPMVymXTpEScvGg5nz7nYvKOy6WHH8kn7rq1rb56vkBlcBhEeNVA/wGvCMDviJsAYFk+z9ujyILi0UfQk740WuxN5DIwqsuGorAkMS4UvB6TIoguSPmkxemy8WqFX9RthEYQKRFxHVowimznYSoIVwKDxKC/tH89LpJ329wIWdL0XeyCKFhTv3Fs+uSwz0YioBWFoSLzFg5y6guOQAbyjWeQqiM2x0rOIchpgqLTFbSZYDtyKqmjqT6UfTdOo3xWHSaKHuh2r+LYhERhDjsrWl9zNAbEhbkDJf760vN4zwU29O+B7Tt5emSsKykJwFCxwBdf8wo8x+Hfd+xgJAhYVSjwuoUL/0cqAgAD+TxzCgWK05PkyjOIdpiYl53QKRQhpx02j4/R5+X4zgvfyAXLDmuaW7rFw5SWum9favNraoScZYtQ9r3I8tXs96lnmNBbr9VkUwULilG/j6mwkPAVGIGacZkMiqmEQVbhfWryPm7d+zM+vu4P+MtHLucvHn49X9v0j4zWOzOvJm2JYjIssM2fS61H/Ou0FNt4DYQ4nXCn+i2BU5DarF0tTBuPsaCEERsJYE38sWjCqO7ZSGBacw+0isLRJjketNZqjCLwmyd1KELV+Ihurvf+Pdu57KffYqxaYenAIO87qT3Ed2K+HaNDM5N85ORTZ3UP+7v8Tq1AH1q5kqLWbDQhhx6xpvcwi4+4Qk9WPwRMHhYOd09aYd1bzYMrToHb0W2tFUHRwe/T+EWbSIeUIgBYv3qaCa9lZpZKOd7/hxfy9ne+gF5QZXFsXb0sA03WEUBcbcMPSzlMwW1qRxc9/vOaP2XV8SvsptijcnFUAhiM62/qY/SvX+iMEI7JmtIKQdLXuA4FQR4LDMyqI6rH5iCgYRFIHkLL7xrcnOJFaxsx75tGxzrULYgWxLH//uFZp3Lw3DmM+T5/98wzAPzFQQd19En+TxCtFJcfsxZHKebs2g7A1NwFFjuQBr0IYOC6pzfwwiu+yo2bn2ZuocTnz7mMW1/xPv7fWZfyb2ddiquzzuGxKKrVxmYYR3d01+FUBHRr/0ZQTEfhg+11SNSGsf76zDYU5TDPPr+fMb+PiaCPismn/PCNcuunn+BHO77KaH13VLth3eR9fHXzpxj0VqB6LOX1KKdBbzywQmdQKccbfSZ+ApgMC22fFyP2wBgU2KpMgU4xN2aLdZnMUmlQCscJuXzVyRw7ZxnLisOEoaJec/BrWcRPkbGxRRkIRdhdnuYbTzwAwPtOOoVLDj0cNwpRrRVKlIfnAvD1E57HisGh3n07AOR3xk0AsDSf5/3Ll/P3W7bwyGAfhXiHjzf89GBIKQH0UgRSsmzeMNv3TXY+Bba2A6AUQUFwKyQ8BWlvXagi0FpMLBSdeNMyUMrz6stO4GUvWsvUZJXrbniMDRt3MzhQ4LTnr+bssw4nl3P5wpduxnE0YRciINGKMKchkEyioeTOZvtQgKmpKjfe8gRf/9ZtXU32bV8ohbjWbSGp14UiyhPQ/iyaJImGAFFRvHh8A9oqAWm3RiO7e8MNE+ZSykRMDNShTQF2T8zw6V/czt+8/HzAnm7bymlJFJW48Y/efCO7ytPsWryY0SDg6FIpodT+nyzvPulkrt+0kQ2jI0xMTVIdGGR8/lLm79zcrBBgiWGMCO+59kfc+uZ3sqDUx9K+QZb2DVIO6k1ugSwJQ4dKBYpFmz2sdSPoJBU/h+fU2z6vGQ8TKEqOn2QqtCdlh8BoHO3gKkOf2zm7oKNMk5sgNre7qc8rpp2e2kSb9qaZSebl0qtKs/hRMqQscqXZiqCoiYurDI408BNV4zET5jIUGHuVq0JqMRgnY1I5SujKuKAgCB10r4xw2P7Uanmu3bKe85YezqXHHMcrf/613jeXMdeNCN956hFeu/o4Lr/qu2wabyj844ts9NpRJuTiA5xbIC2/MwDCWMZ9n4PuuIMpY5i/dRMDY5EZzYAKFCrlo1J18EQRGpkFOA9yrsPX3nIZb/n0dxM64KTuaCPT1S71iAUS6pjzQEXhZxqcOtaXH4Bbb7wSAZYsHuIbn3wLxULvrGP//sWbuPL793RXBoAY1KBrzeyF8UZMTJKUvq7VWpESN+dSc0CFpqdylcAb8tqGDLoRQZIIOowUFKVwXE0lhw1NjF2Bgo3siG4vLPWwghC7glRyuoxxAMThpi4JJXXXUOVUnbmc5va/ei+lnEe57nPav/47Zd+P6hBbX8b65+dy7DjmGELgp8cem/Dz/0+XyVqNT999O1/ZuIFNBx8GIizZ+Di5WjWzvFaKPz3lDN73vIYJV0Q4+ep/YaxW6dKSoLTgeiGFXIBC0D0VAsFVhuFCNQIbZpQQ0BHTXxhl/tOYKDQOlhQMJXfMtm/ZetA4rOo/lC0zNvfCTJijYhpZ+hRRSuWMLIitbXsqYJ43k7QXf+6LQ100vuRQ0X30klroIF2JmgxTQR7pQZNcDi1L4FRQ6FouNIrAOChUkh8ghgdVA4szCI2mHHROZW2piBXlqnVROsqu68NOPyO1znk+REAChWRQUpdcjyMLi3hk964El1IeGGL3IatRxrD8yUf561NO410ntYcrHojyO2efvHfrM3jbLff02KJlmHhQKxBPEl/w69Yeyw3vfStvP/15nHHoQRw0b6j7HqDgXWefzKGL51MayBHmSNLamhyEMe6gizsAZdkIg4IiLCjCvErC5WKyGuOBX7Sm7SAPfp8iLCr0LEzJYWhYuGiQMDSJr9w4zS6KRBFIwgcdggGXIG9xCzjYeP2WeH6J+t9JapFyEZ/EO0ly6ldRiuCi5RfAsT8mZ9kU0XDSiQcnDI6NMEQQT0UAQuhigyVqyuIxIgtAWLI/pkijjmchcfmqGJ7ZZ08LpZzHe04/JfpekgyXWQ9idOlSQuCcwUFePHfus2z9d1cG83k+dNa5rHvjW3nJ8BAoxdii5R3fjxHhrh1bmz5TSvH6Q09A97CFKy3WhxyqZPh08/urqO6y7zVR+CYloukUiEMgLnGIXsyiB7CzqtlWGWLMLzHl5xmrF5mXP5l3r/prSk4/40GhSRGIW54Jc3bj7TFQa+KxpTaXnbUh9tat26Eiucgi0HDFdbvXGLnfyaUWl/GNa90OHQCUjYgLPSuaElfDqv4lVAIHE13rG81kLU/ZL2JMiZLb19GykXAe1BvPL4zMjCP1acQoTKCTHzHNzyHrPhQwJ1/kwV07E0VAgNElywAY3LcH1/f54gP3EswiguhAkN8pN4ER4cM3/5LB6Wkm5i0gzOUZX7SYubt2JKdKL6/45AtfwovWHIZSij89/0wA9k3PcNm/fYt90+VMF8ApBy/n919wKm/59+8yHZ0AW33K8ebiVTrsBdLyb1oUCcOeuM1+zx37Jnnrh7/F4nmDeK7DaccdzEWnHUmxYI+zdT/k61fdydXXP8zY2AyOG2+gqR4Ywakae6JuO/Eri9YHnFR65LQpPZ4vnVwKSXifanyWtQ4oYM6cPvZNVyyJEKn+JP0SgrxmYHE/bFDZZRSW1c8HyXdYlKJyscLW1Kn4X8fiPFpN+t00mtilcMOTGzlyqWUde89pJ1PxfT5/592EHU6a1VKJmblzQYSXaN0b5Po/UPKuy6fWHM7P7rqT6sAQlYFhSlPjmWWznt87jziVn297kk1Toy3z2I5mpeOTvaLuu7iOQblBQkmcrjL+Ow4L9I3LdA1KuXrb8IgZ9ZpFCCNEPQh+6FBWjdPtg+NP8eOdN3DS3JexZccP6TRjauJREJ9cz1O9srH80W3PYwovshTEiZxDNA4m814BpqPTd06HbRt5jA8oBzlqxkE7go4ubI2GqIQNwhaN6ZpsSRA2Tk0y4+cRv/30H4qworiYvZVGyGlre0Gg2iIeRMAELo10pfZficGI2oBolFaIaVmxQ/Cnm5/31Nz5+IUiOggY3mPz4Owrl9k4NsrhEV/IgSy/U5aBe7ZvY8fUFEqEedGpYWLBYur5CNyioGZC5vWX2haS+f19XPGu13Hm6pVNQ7bgubz25GM596hD+eiPb+D+zTuy8QLx4HQjMBoNTbxpZzdd9pksM7yAGNiwdYTbHtzEzfdt4O+/fD2X/umXeHTDTr5w5W1c8LbP8KWr72RkumxP26UMdKCCsKibUPWionS9+chCMOhSG3QxrooQ+IrQs7TE4jkJdW+rhH0pnVKpJnIgSf0oBX/+Zy/lym//AcvXLOh8LI+sFtfesq7Tk4pXacICmNgq0dJmDB5s5H9ofyaAnQVh6mKyu9ZQfOy1P3u0wWehlOID55zBZ195cWZ3Bdh30EEADIyNMed/QO6B5yprSiXW+jaOd3TJCkyGVUwBpy87qO3zwVyB757/Zl6w5NDk9JdwB2iDdqSpliB0KNdyVOpuk5Epxq84NLsFfOMyUS0yVcvjh5ZWN5QsRcDWL6nfDc2IfEH43rZruX3kbno41qiGnaMAlCKVnCeZPuyuDTEVFFBK40T0qYIizAh2NFg3hS9ukpWwFTTpG4cpv4AoGx5YCS0NcXxfsVtiOszZNqLPGq6L9lml0fQ5fYxUO/OrhmJ4bHwr5y44jiB0CEOFCW1yOYAg1FRqGUpEPR2i1XoKIDKZtq8NTqjQFYfRmYa7KXBdxhZbq8Dw7h1JDhGwWWJ/F+R3yjKwa2Y6+b1vcoLSxDjloWH2LTuIJU8/lbzvXdNTmdcvHR7k3998KdtGx7nm8ae49v9r77zD47iuu/3eme3ovRAkSAAEe6dIURLVe6F6b7bkklh2nHy2o9iOkziuseO4l8RN1ZZEdatTvZIURYoUey/ovW+bmfv9MbOLXWwBqdiRJdz3eUBip89i5t7fPefcc7bvYU9nN/dtssvJirDTX2e6gARBYORgJxqK2iPPWIBu2n0d26PpFiAcn7hJUmGe+JjZ+dw/OMLf/Nt9drni5PYNy22P0rXEZzR2Dq+dBAmBbT2IrYv9r4OR50ILSZIGuFIidQ2REKDlcuuEPSLWGiVYEoRtmpfYuQQAoQkuvWQJ55w9j5FghIPNPdlH34A0rawzI2KuC+ly4j6cPAAyZqXRbatHVtems1y3YGZNOduaOtAkGCK56YrtbiUEJTf19sfXtwwM8tC2rezo6Ey7Y39FBZFAAM0wKGpqYsq8eZlvXsEPZ87i7J27MDxe+sqqKW5PGBUi8LtcXDlrTtp9w6ZBiSsfKxz7w0uELnH5Mgswy9QxNRkXlmB3Yuld57aP23TKUP5vDDwRK0JrqH+cCUCj5ZIzjdbTZSmUQtAdzaUnKgnoYTyaiU8zkAh7lr+0p1VGLY0h04fLeYGilps+M4BA4tMMhJBELbtwko4kRw/H7Cx2mWbTvsaUqxZ2+mBNgFszsaQnPpCy4wMsSryFzM1bxr7+dZhpgj+lhIihE4y4eHJkJ7pwYSHRhWBKbj6DEYPWYNA+YqKlwwJpZWut0y/XEHijbqLCShr0dVdPwXK58IwMk9/dGV+e5/FQV/TRcPd9pMRAWSAn6XNJy2GCeXmEc/MYKiohr7c77XaJGJbFD195kyfe25UU+Q9kTmmbiBgdBVsewAViOPO+sfhN6RXxNzvmu4+JAc0gxaJgmRJppRmPxPISuEBGxjzyzmhaChPpHmuaT9hGSiyPQAvLpOX5OV6ioShFRTmcf8FC3ti0n227Wp0pfgLNSN7e/i6E81Fw+aV2oI01fi7WY8eZiRH3iyZWhz2KxnrGpDLuve1aXt6xn8c2bGftkcMMhaOjlgJBSnBhjtcerf3P22/z/ddej58uCQlRn5deJwdGSVMTZS4Xp9XVvc8bnRicNmUqt7W38+PhIIMl5eT2d+MJBdGEwKPp/OaCSyj2B1L2OzTQy2VP3UNf2O4gbATShOiwG1cgGu/gEx99j9sWCvbI0x45a8KiIBDOeI2mpaHr2eqeJ5ZHjsUepN8qs5nMfp4N56LlmFdMYo/G0z3k0vE7WjizHtAJWy68mokmLKQUROMVDu34hKDpxohVWBOCEdMTTwEskFjCtGMb4kGQ8XFOSiyCKbX4LIPLJp3HeZVn81LnWvYOHcItdBYXzWFZ8UIeObI+4+yscFQnFI1ZRQRmzC0gJXt7B/EKb9zsLyHuBsouBMZ+UXBOTSPnTWsEU/CFZ59OWj2cX8BIYRFISWnToVGDohBcP28h3g95TYIYH427cFg+qYbynBw6hocBcEWjFLa30ltVQ09VDYGBfqp9PpZNqsl4jJ+9spYn39tld8okP05Sg6xuuzGj+DhOAJsw02wunHVj9hTxf+yOWRgSLTbjQcrs1xE7vp56ztjyrEMRIcBJchSbJVFUmstD934myb3SMxJi2742TN25JtspOeZObP7+s2dRVVEAQE7AQ36uj4Gh9JHi8esc510WkJxMSMS+RUmO18tgNHNDPpZVy2bj0jXOnNvAmXMbeHb7Hj5//xMZt9eFYNX8WTy2Ywf/8eprme8B6Jo8Galp+AcGyOvp4ZsXXohHP5qa2RObHx23nJ0bN/LswAD9k6ZSsW8nlikJGwa/ensdLqGlvMtfeuNp+sLBNCVp7c7LCLpwB+yHdFnZFKpzcnmiabMzAnUlbW9JjWDETcCbblqgHQPg0c0MSTTt8yemIda15Jc2HvhmuAi4Ms8YEMJOcNQSKiDXFUYX9gjfsmLBfsk7xmfrxE2VdqyAGwuJRmhMaU0pYdDwErI8xDMCOBaD6Jisf1GpE7VM/Ho0nuBJx8m+aroQAvy6h5BlpyOuDUzmwqpzOKHUnvWxqvqMlPs7tWIOP9r5RIocMi2ShEDyNQssSzAijYT1EmnFpmcfJU6b9cKB/bzT0sIV9XPtmQjOl2hpGt3VtjuqoLMdb2jUdXD8pBo+v3zF0Z/rr5yPlBjQNY2vrjyVzz/zZHxZQWc7w4XFRPwBOifX8rMZMzJmewtGo9y1flOmQHCkyxmlZyHpObTtdzZOFrxYDIF0lmmmiPX56cVEfKRvB7mkr36Y6WIyLRdIKckawCYE6HZQlaULispzU7afPasa49mNzv1pmD6JZki0iIzf49QpJfzd35zJkkW1CYcWXHrOAu54aF3679m59LLiXDugM40lISak0ooaIRiJRm03SEKNiUzfh65pnLd4ZtKy02fUMaOilL2d3Zhjzq8Jgc/j5sblC/nYo49kHdcNlRQTzM9HWBYrhof518su4+SpUzNsrRjLT6ZPZ87bbzPiC9BbUkmRE7j1ZtMR3mw6wo/PuYDaokIe3r2d/X09rG9pAl1miIZylHdIZ2X1ND4/5yQMaTItUM4vd7+KnT5UJG0fitppvf2eaMqjpusWkQRBALHX1f7gEqPGe03IlPoEQkDUFESlG7/LtkJldAM4o/x+p7KfRzMp9gyn7BMTJhFr1FoghB0+mF602LkCQk6EbWy1YWlEZfruwUQnYklcWnQ08DDqdYIGYSgKP1v875R6Cwm4Uq03Yyn3FbCqZimPNW0gMXIgGB4b9UvSZ91lYUQTxZATk3FUaaIdLCCqYSLpC4d4aPfWJCtFT+UkTI8HVzhEYXtLfPnnl6/gM0uX4/4IifqPlBgAuKhxJlJKvvnay3SNjNidypGDtEyfSTC/kObc/LT7GZbFy3sPMBxJTSwSR9iR6ZqZxmoQ+zzGX6xbccu7TUwQOEFrY/fL+BhLieUCLTLmfMdArAM1vQLXUcSvWS67wreuCebPSbWmvPr2XoSmxV0dCLugkOW2r1cC0xdN4s41G/jm3c9TkOvj3BNnUVdTwv2vbo5bLhLvJfa7pgu+ftv5/OS+V9l5oD2+LhHDk7xjovkuGlswThZTAVx14nxK8pIbLbeu8/ubL+fv7n+CDYea0YVACIFhWVTk5fLTay8iKiQHenszHjvq8dA1eTIA/zhpEt89/fTMF6JIy8ObN1LSdIj2KdPoq6jCPzSAb2TYabAlf/f8E5hC4hKa43MWdv153QK3TPuSRE3JS037ebFpPwg7qNDlS1f1D0AQjroJR3Xcuokm7BF+ri+MwOk0LQ23ZtnpcKVEF6NCwJICTbpxu0fnusc6ZdOK1TcQ9IYDFHiCuGKJs3BcjQiiVrIbQAjb7N8TCVDsSZ5DL4GI6UpKAmQLilE3Q6IgsMsOJyfFiAUCZm5l7FgBl2liSJ2g6XHiJ2JrBW91v8fVU85Js296vjBrFYa0eKL5Hexi0xqGlTnYJ9amCk06LoHk5VJCqc9PbziUxkrE6EAtMnoOU0q6IkHHsygYyctnsNSeLVTafDg+c6ImL5/PLVsx7hTWDxsfuaRDMQzL4s0jh+kYHqI8J5f1QuNL+/fj1zQ2LlnCzBw7biAYjfLLdeu5993N9A+H0CO2Iy7F0iRHf4RJUpIiiWOSj3X82IIhZhQ4t7GB17fsJ+oUJIq9p7HAQgHxZDiJ7308kDB+DTJeLAlTjptCWYuOWhJit2O5beHsCmVJ8Dnq5oz7Oe/6+S3U1iQnyDn7pp8yHEwvniR27gV0gaaJ+Ohe4Ah3zY6XEKYTaOlcp+WCktwA3/yHi1g0u4ZQJMqTr27nkZe20NrZT0Gen+KSHDYcaUnKTiidxE8x92mifz9FpCVw6fK5/POVp2dV+Ftb2nl9z0GilsW8SRWsbJiKrmns7OzkgrvuTn//QtAyo5FwTg51QrBr5coJnXb4/RAxTY779S8YjETomDyV4aISXOEQk/bsQLMsLE1mCQ6V4JK2IEhdkzSC1zwmutvKaKZP3NN+H+xYgLxACF3LaEd0/hdU+Ao4u3oKz7W9YXeajlXOSuikbSwK3KF4EiQrXtQnGdMaXV6fk8+8wgZe63zVOUKq2wAgKm2fv1czcCdUYIxYGv1GYgyVfeTxahgAGJbtShmLhsbpFcv4fOP1dIUG2NhzAFNK5hZOZnJO9iRbTSPdPN+2hUNDPfxx77as20pp1xywxiQMis/gsjRqAkUcGepz7oykto1wmodHgoiA6fLQ3DgLy+Umv6udkpbRANbvnXkOV8yem/XaPox85CwDMVyaxsm1U+OfT5KSZ3t7eb63l+t37OCtxYuxTJMbHniQLW1t9khDs8NQktLVxkgwNUsXo4llGN1QytEI/nhdDQm7B7v54Wcv5rd/WsfGfS2j22uj20sdxmbtlMJerhkkxQjEXAzp4gHiG0g5qkYcLA/xhCJSl5CpcqEjaNyahmVZfOm2c1KEAJBiPk86l4u46Ek088deSGliB/25nHLBsVMLwUXnzmfRbNsS4fO4ufzMBVx+5gIADrb3cP0P/jgaABm7XSeTY7rBTLzxH3O5P/3ExZwyZ/xAvrnVFcytrkhZXlNQkORfTKSnuppwTg6aYfCvkyYpIfA+6BoZZtCx1JU0HyGUk4vh9dFdPZnSpoPZZ4kgbKu/K1kxy6Tnw34oLENDcx2FGIi59xAgBGHDjc+d6j4YPfbofkORHNqHC+KPoC5M/O4IXj3RIqERstx4SJ3jH792kh/jETOfDT1D5Ltq6TPGJGHCdg/ErA8SQcjyEIqJGjRm5M1iU9+etOfJ+lVks7YJ8GgevrzpD7zQtjXpeo8vnc6/zr+CUm9e2n1rAiV8rO402kYGxhUD9oVk/qMJAVc3ziVH97F63xaahgboD4bsqUKGI5rSaCcpoHPKVCyXG09whOLWZjQnmdoXTzjpIykE4COWZyAbmhDcOXMmxS4XG4eG+Mr+/fx+46ZRIQB2J6hjB6CM1zA4o9uk+huJPwnb7e/q5VN3PsKqU+dy9akLktZJnMyFroTjkvy75bJH0Vijpn7pElgJ5VhduobmtEplRTmsWDQVvALT7WTe85E0/99yi6Rqf4k/hkcQzdMoqMnjx9++hgvPnp/2K5jdUBk/ZyIxS0m21jXTGiklL72zN+N+P3j0VYKR5ICupCj/bH8352+j64LFdZOOSghIKTNGOu/v7cEgdX70SH4+/ZW2eJjc1Mw1jY3jnkeRit81OjrVLZOyIwdBSoaKSxkuLDoKP5lIEsQyjVC0txEYQXf2TjD24hEzQ0tMUyCzVPMDe6rakBHhsaa3k54TU2oMRfyEjOTxWNh0xSsEJuUkkKP7Jd7EgeE2dg4eZPvAEN3hAD5t1A1al9NAQC8gXQlOe3qh5MLqC6gN1CASXqCjMRXbloXR78OwNDvxkoSoabH6wA6eHyMEANZ37eWTa/+boWj24OHKQD6TAoXjig4rTQnkmNVDF4KhaISPzVrCt5edixzWIKTbbqT4iIuUQUJ/WRWh3HyEaVJ2eD9CSm5ZtIQ3bvkUn16yLPsX8yHmI2sZSEe118tvZszgsm3b+EFTE9ObW5MbemGPnvWQ/bJLASIxmcexnjA2GnVGFP/88HN846KzktbHrQGZ3XPE4gV0A5JLkQs+ddWJ5Lg87DnUSW7Aw8olDSycOYn/uuslxPYj9lz9tNdmZyk0nZkJQkqkZvv8Y0Od9oFhHnx5MwvnTE57iKsuWMzGbUdSV8R8C1mIm+zSbBaOpg9o6BoY5rXtB8YkbuGoJG3sVJoQlOXn8p0bzs26/YYjzfxm3QZe2X8Q07JoLCvl5qWLuHz+nLiv8N7Nm9E0sBLiHgy3m46ptQDkd3Qwz6WrmQPvkyK/nyVV1Wxqs99T//AQBR1t9FdU0VUzlcqDITxZ6xCMmowTg+5TH0279zDDuhM7MPYgY7ZFIqVAEwIps5no7NS6I0Y4nnM/+TgwHPXi0UcSrAuCEcONTzfsZD1xa4CIBxHG7ksChtM+mUhGTA97huCWaTdyec3paEKjPdTO93d9n+5Id9xSoKEhkdw89WZm58/mwupz+Pne345emRAIacXtB+mQ0o6HGIp6HUFjb6cLE1OCaaXv7C0kTSM9PHLkbW6sWxlfvrmnmXv2vc26zkPoQlDmzefwwAC6i4z5FexcPyJleQxDWkzKKWAoEuGmJx5iKJohHixhn5Avl74Ku/hQScthPGHbL3ta7TTKc7JXrP2wM2EsAzEuLSvjdieoa29lBWG/P3k0L+xRtOXUtZdCxi0FWRVzphgD55ixQcozO3eT43PHXFr2qN2pc5Dp+NJJ4mP4IOq1zepCE0yqKOSV7Qf4zqMv8+CmbTy1bQ+bj7RimBaz6yqJmhaWCwyvwHCsBGNLF0uXnYHQ9OtYXi0pOt+SkjXrdnOwJX3N9JOW1nP1hUsAkiwE6awFR4uuCWZNLU+7rqVnIHWkkMb8n4nSvACfOXcFq79wA1VF6QNJAR5+bxvX3fsAL+87gGHZzfjuzi6+8vQavvinp+MCcltnhz3wdAYaphC019dhud14RkYoammmdTh9givF0fG5ZStIDGsqam/BP9iP1HQ6ahowj0ZoSYjns7EEMur8GCKepx6c/PWJs0+c0bm0HN90wrYAp1bO4HMzzuXLsy9DFxpaQnOqCw0hBR7NnUYIJCKIGGMLkGkEDTf9ER+GpWNYuuObHxUCACOGK21e/UeaXo7bqyp8FXxn3nf45LRPsrRoKQsLFnJB1QV8f/73OaXsFABOLFnGhVVnO1fjdOqj2QNSjq8LjStrLqQ/nJskBCBmIRj/b/LokfXx3+/cs44rX/odTxzZRltwgKahft7pbMaSAsNItMaM3rtlgmnoKcsh9rcWuDWdi2pn8cju7fSHQ5krzTq3abg8dNbUgxDk9HaT2zva7pVmyU3zUWFCWQZifKuujneHhni2t5f2hjom7diFbiaMRoU9Ao9lAM3R3UQGDGSaWQRA/H0Rmd+f+PLXdh9iankhfe19tssqpvydTk0PkxS8GG97NFuNSJfEdKr8HezrR+8biJ+uvW+Inzz6Out3HubT56/AzNGSGlKp25H+ekjaVgbInm8Au2N/Yf1ubr3k+JR1Qgg+d9MpLJpdw+qnNrJ9bxuaprF8YS2vbTtIMJy5bKuI3fMYTEtyxekL0+5TEPClXX40CB1mTCnnU2ctz7pd68AgX3l6jR0AmfjdOf//afsuTpxay+Xz5xBwOw+IsO+lq3ZqPE6g/OB+NCS+j0hCkg+Kk2un8r2zzuUrL6zBsExcmkZV0yEO1zVieH10Taqn/PDuNONXOVplU2K/VMYYX5KUYGogJFK3g/rMiI7wmghn5GmZYwMTpD37QIMfLL0at2Z3fEtL6nn4yDrWd+9GAkuK6zmjYh6fWv/fWe9PFxqacGPPf7GfMg2NiJRYCIYMDz49ijuhUTClIGS6MKSOnibhSG90kMMj7UzLsUe4bs3NCaUncELpCWmvQQjB9bVX0BuxWNP+MhqSEcODYdmFhny6gUe34xjm5jdyXe0q1rTswkxjos8SlpxEV9gWyZu6m/jWluec+7LvxTb92y2tlBqGkVxZ0rKEk2rYrjURixC2nMQosSnQ/7ToNAq8ft5wEgVlk2SW0OiY1BCPEyhtOhwfI84sLaNhAhQVm5AtlS4Ef5w9m2mvvka/10t7/TSqdu/J+Bh7PS6EC8KMCgKIP4P279nCDMY8hQd7+sDjLDeTO3/Ta7sp4g9vSgyBvcCypJ3MyJBJJlAJvLXjMJt3tzjzi8dei8T0CbxRjUg4W/Y0G00IhoOZk/cIIVh5XAMrj2tIWv6rB9/gjsfXpfX5OdmL4+107DyWlNxw3lKWzErvlqgtL2LGpDJ2t3SOHjeTeyWBmJFmR0tH9g2B1Zu3jhtA9f1XXmPF1Cmc29DIOy0tSKCvopLhoiKwLMoP7McdiaALwfnTVbzA/5bLZ83h9Kl1PLJzO/t6ewi43UyfXMvHDx9hJCef/orJFLaPuqs07Kx7uCxcQrOryskxQiDxd+k4mQVIQ8PSJEK3HCEwFoFlCiblFMSFAMCkQAmfm3E+cH58WdCIHJXh6uzK5UzO9fNyxwZGjBA1gQosqfNu716ilsVwNAfLEggh8WgmWrzYUmbSpfbNRkuwh9WH38aUOSnWhqBhlz++bupJfGb6KkxpcVvT3eNYPLJT6LGn8t61dz16fFposuVlFJEUGxCfUmhqSdMK7dGSoCovly8sOJnL6+xYJ1Nmv1IJdE2qI+oPoEejVBzciyadeRlC8E8nnTwhiopNODdBjCK3m9811CNMk1BeHp21UzI+MKWBAPfdcjXTy0vsWBznW4s/t1ZCh35U0Tejv8bK6yYut8ZKtEyxBM7+KUgIRowMBZUEQtNYeWIjJ61oGPdyDdNiSmXROFulcuslx3PigmlAsttACCgvzuOLN5/GrGkVth5yQ0FFDuefMYdrzlmc9bifv+ikpO84Lsgy3Ej8byTAcxSj9G3tHXbjISRSc36ETAoT7B4Oct4ddzCztJRiv5+RwiL6quxRWGnTEfzDQ3baXF3npgULxz2nYnyK/H5uWbSEb51+Fl9deSpXTZ3G3bNmAdBfXEGopBKwhb5lSTBARASaoTE1r8gxf2dq0KUdxev8jU1DSxAC6fdpGR5mxMiSkwTwuzysKJ2BnqUjMaXF+dVLuGbKOfxq6Ve56/hv8O35n+XSmpMZMQSDYR9hw0XU0omYLoaiPoYi3niehXSH9mkeavzpXW2ZeLJlvRMMmS4i2v5mVh9ei5SSwWiQISNbAOD4Hed51fZ7vrbz4DELl+znFTxx3i1xIbCzu9N22WTZq7+8hmBeIcKyKD+4F5dTlbY8J5f/ufASVk6Z+me6vr9uJqRlIMZltbVctXcv90vJUGkpumFQ0tyStI0Qgktmz2ZWZTn/ddn5XPjfdxOfSQDx6YQJExKSye4utMVsYgyScDr4scnQMu0/OqgZXTxODy+l5NXN+wmFnTztWSop+jwuzjp+Zoa1mXG7dL73Dxfzyjt7eeTFLRxp6yM/18d5J87mopPnkBvwUlyWy7/9cQ2DwTCd4SCPvrOdx97ZwdUrF/DFS07Bpadq1RNnT+V7H7+Af7/veQaDYXRNgCmxEmZGpIzGNLuTOGve9HGvO2REkyVy7IvRsDNASjsIa8Qw+MJTT/N355zLzQcOAFDY2UFhXy8mdgGT/1l1CTUFBcf83SmOjsvKyvj61Kn868GDdJTXMNUCutpHg35NgWFKDvb1pQbUJyGSX+C0o9NkwqbBmqY9XDw1fbGkGLfUn8667j0IUmedaAiOK2lgdkFqQq+wqRFKiSWwsaRgJOIlz5vaIWsIzqs6AZ+eft9MHB7ucPL+ZzK1CSKWybe2PsJFNUvjwYipW5GwPP136NPc3OQED2YIT8y4BkiayZCOV1sOsLR0Mn///JNsaG2xj5fOMAQMFpbR7wjJ38+aSVXtZHpDISbl5bOiZnLGbLUfRSa0GAD47cqVbHzkEfZUVNBfWYkeNSjssM3JuhCUBgJcPc+eVzq9vJQlkyfxblPLqD9Z2Il8hOnkDDhWy1msQ0+c8++Yz0drFhzFMWTqomxEDAOhCSyXRI+kvn6xz1+86XRy/MfWsMTQNY3l86bSFQ6y7XA7bl2nalIBfp+btbsO8cXfPxG/btMpAyqR3PfquyDh7y46kSc27mT9viNIYPHUalYtmc3Zixo5dW4dL2/dT1NXP/kBLzNryrj5l6uJRMx4W265bSuLBrjRuPaEBVmvN2wYvNdhZztMZ01GA2naDYslJUek5NOHDyM1jeO8Xk4vKkIWFrCkehIXNc7A7x4/cYvif8fXamtpj0T4RUsLB8qrqQiO4E9XlfQo3ElENHBZR9UqakLQGRwad7u5hVP47sIb+Pp7DzBkhHAJzYlHsVhROoN/X3BNWhP0nftfcdwd6RoUgSl1u1CSlmheh/q8Gm6aesH4NzD2iGlqHIxFSvhT8wYePLyJUp+fESOYcn1OfbL4lMuxt6Yh+PHSmwm47JLDJ1bU8cSRbXHrgBCxzj79HyyeayFNvEKMN1oO8h+vvk7HyLCzsSP2xuQhGckvoafSrjvwtdpabnasexOVj2wGwmOhZWCQs156ke3OKK7i4CFyuruZUVrKLy9eRW1hYXzb5r4Brr3jfjqHhpPM8JoQTC4q4K4br+CrDz7H2n2HR6fPHQUimvDoSycGwSBJ1GZEJpcrTspsmAZNCApzffQPhzFN26wRS2wU20cKuyN95r8+TWnB+4ukfX37Ab70+ycJhqNojsI2LYva8iK8bp29rd0ZI3yFAF+uh6FwxJnKZ6dpDXg9/PTjq1hWb8cVHO7p4771W3hz7yGCUYP23kFC0hxNQzwai8THVizm9rMz+/8e2badLz31TOYbSgj2jAR8tMxoxHK5OKWggKfnz8evphB+IEQti9I/Pc5AQSHCNKk8sBtvMCH9ry6RGVIT2xvYD0g8wsZjonnGf3F/uOLicS0DMUJmlJfa32P/UAc+zc2pFXOoz6tMu+1ANMiZL3xjnCNK3LpJrsdOi2xJO23x75Z9iWm56Y+bjSdb1vPtbQ9lP6O0ZwtETBcuAS7dSBsTYW9nj2gSB9bl3kJ+uPRGGvOr4su29rZy+Yu/STqGlGCZqUN5DXsqtBV1Cr2kXKD9X6Unj47ekO0uSmoHpb2bBiN5hfGZA7dVV/PT6dMnRFxANpQYcLAsi4+99x539/aiAd+prORLM2bw6qGD3LFpE++0tqAJQX1RMYsqKwmNGLy6+yC9I0HK8nK4etE8rlu6gDyflx0tHVz73/dhmNbRlet1Ov6kwagFWHZa46NBWKPvRyzFL2Ru/05bWM+rm/cnZxGMTV62I2dw6Rqv/OQ2fJ5jNyDtaenimu/fi2mmjm00kZIcMS1Sh7GzlDQh8Lh0Hv/SzWxtaecLDzxlJ4AZ8xjHUh6P5esXnsHVS+cTNU10TSMUNbhz4yb+8O67tA6OP9IDiPi8tMxsxHS7qQG2n3QSeWrWwAfGUCTC3P/5Ge21DYTy8tEMg8r9u/CEbTO6RCJ946jq+GoJmkT4bFNdpv4h4HKz/tLPE3C9P6tZJjqCA9y17y0eaHplnC0lmpC49NE3KUf38adT/gWPduzPYtiMcuaLXxs3KDBs2FMdwS7x7NHt2IVYRy0ERA2NkYjb2UY6AcOCgO7ltfO+mJRMCmD1gU3888Yn0BICCTXshE55Lj+94SBuobGifCovHTyMNMRoOIM+Jm7CAqICQnaFg5gLNXGTkdw82qc2gKaR29PFtjPOZEpB4TF/Zx81VAvmoGkad86fj7ZzJ3e2t/OVtja2dHby5jtvJ6Wc3dTayqZWu3La3PJy7jjvcurGTDuZVV3OHbdewT+tfpbD3X3ZT5wQ/CaxO3TpcqYYCsdVkOX9lDgxBu7R4xCrPxCx5+3HOnzhVCu8+MS53HjWYl7atC/5YDEbH/Z+Zy5pfF9CAODOFzfYiZvSrLOOdgZAmp0tKYmaJv/9wjoefm87ppXafMUtMmnO88NX3uB3Gzeyv6cXTQgCHjdDRiSt/zMdUY+H1sYGTLcbz0iQX85oVELgA8bvcuHTdMoP76NtWiORQA5tdTOoOLAHb2gEgUCLaGh+SdSy0gaWiMTfLNsMLfTMlf5uX3h6XAiEjChh0yTP4/1fFa95sXUn//D2akzLxOcdd9YvwmkY7AQ8OrMLG9jS08Tikilo4th83V7dzeWTT2D1kTfSro+9i0ZC+WPT0hg27KAnXbOTFEUNjcR6C5YU8e952IjwZsc+zqhOjkG6ctoiFpXUcO++DazvOoQmBCdX1HNt3VJqcgqJmCard7/HV99YM3rsWANhCXtaqIYdZwVgCGL5EsZ+hcGcXDocIRDo66Wi+TCrt2/lCytOOqbv66OIsgyMwbAsbtm1i7vb20FKSo8cIq9nTNId5xvTBBR4fTxxw41U5aXm2pZS8s7BZu5d+y7PvrcnZX18WqLzEMdrHjjL9OiohSBFEIgEIeB8HntsYYJf6phhO5hh5pRyrjtjMectn4kQgm/cuYbHXk9NGaoJgdAEeaU+pCZYMLWSa1cuYtl02zQ/MBLikfXbeHbTLobCEaZXlXL1CQs4rqEmbmpb8aWfMZIlz8BRiQE9w2wJICfXy7AZSV+RjIQYsIS2w3LbnxOnNNrrZNK2mQj7fLTOaMD0eHCHQqzo6OSlG2/4yFUv+zDy1ZfWcP+294gIjfZp04kEchCmScXBPfgc3/Gi6kre6W5JefbSeKbBa4GwEHqyGAi43Hxt8VlcXb+Qt9oO8Yv33uL11oNIoMyfw00zFvPJ2cvwuY4tXuTgUBerXvhFfBqcWzfxuDLXKBDCdhNETZ1gxJ1UMKjKX8CX553LGVWzjukagmaEv9vwP+wYaEoSx7FXLGy4kqoTgp2LIRK1xXBi2GCmV+I7Sy7hkinZY3fGsqmjhUsfvzeDXHeWJroDIprjahXJFoG8fDpq65Gahn+gn4pD+9AknNcwnZ+df9ExXdNHESUG0mBJyaznnmW3105yU9J0mPyuruSNnG9NF4KbFy3in085NePxIobByf/5awYGkqN/4x1WukhXC1whe6NYXpFEQSCEU9PgKAYAmoA8v5c7bruKhsrS+HLDtPjZw69z3wubiCakLZYaSD/E3HYx68Knz17OeYtncMvPV9M7HIw3ErH1V58wn69cfjpCCBb//Y+yFjJKud8EYntZ7tRt4tYTX0KH7lgB0uiheBS5FSsEla5xjau7zNcUygnQOr0By+3CHQzScPAQz1x7DVMS4kkUHxxNAwNceN/dDEXCRIWgfWoD4Zw8WxAc2stFFRU8d2gvZK10aAvhOaXlaF6LLd2txJ6yfI+XK+sXcPui03BrOo/u38Y/vP4ntDGFqjQEi8qqufesa45JEHx7y9P88cD6hGNJ/B4DTcSses5SZ3XE0NE1k3CaGQexW/vxsquPWRCEzSirD7/BQ0fepCPcb+dlsux4hLEVCmNVAw2namDMywiZrRrfWHAxb7U28Xqrnea71JdLvsdLmT+X02vquWDqTHx6sqXtsy/+iacO7Moo/FPe/4iwZ5TEBlvAUGERnZOngRAEBvooO7QfTUp0Ibh81hy+e+bRl1v+qKLEQAYW/PLnHCwtY6DMnq9b1NJMQUd7chvifHN5Xi+bP3NbxmM9sXUn/+/hp+P7aLFgwWwDSgu0EHZiIc3eR0uYcVBWkIPm0mjtGz/drQSEDm5dZ+7kCk6eNY3LjptLcW4Ay5IMjIRYu+0QHf1D/Pip1+3iOxmurSQvQN9IMGNH/y9XnsEVK+Zz+XfuZl9rV3oTvma3xx6XK6UOQcyCa6WxCkicyotj29i4ekidERETA6aHVOdh0raZrQMjebm0Ta9H6jqe4WEq9+1lekE+z9/88fQHU3wg7O3p5ovPP8Pm9jYsIehwYghcwOfzc3hw7SuAtF1qWbjj3Cs4dfI09vZ3cXCwl3yPj8Wlo5Une0NBlj34M6JW+oAeDcE/LDyJz80/8aiv/eznfkzTSO+YpRK3buF2mXYCUglRUyNiuDAtgZ4l+ZAAKv0FPHfW58d1GQSNKKsPbuSBgxtpHRkg3+PDMCXd0V7cLjNrYF0kqicVa4plIBQkX5uGIF/Lo20gbAsoK6YchLOXHb5ZFcjj3rOvoa5g1PW64O6f0hfOktcg1unH2oGYGHDWDZSU0VM9mVia4bIjB5OagTsvvpyVCRVuJyrK2ZkBXQiKm5sQpkV/ZSW91ZMwPB5Kmo7YD1JCLzcYDmNJmdFc/NLu/cnT02Km/0wnj1m+/MSnw5huMHGCAyVMrytj54HxM+oBxKZRR0yTjQdb2HiwhV+uWUt1UT4HO3vRNMGK6bWUBgKYWnpfPdhqv3toJP1K+zTc8dI7XH78PK49eQHfuP+F+DpLjNZ7QNj3UlWUQ1vHAKaRnMTUTCh/nPS1uNIIgdiJJfHvdmyEc0yAjItM/ThcWEBH/TSkpuEbHKDi4H40aREy0xdTUnxwNBSX8OhV17O9s4MdXZ0IXefXwTDP9PbyXwPDFBWVkdfbCaZMnm3C6O/n1TZySs1U+3gFpTQUlKac56H972FkEAJgF+O5a9dGbpt3wlG7kEyZ7niCqKkTNe2LtYsD6c6a7FkIJdAa7OfBg5u4atqSjNsNRELc9Npd7Oxvs69dwmA0jBOdh65LtDHnisVRGE7VxvHQhEBYGm0DYXtaZVwIjN5n7GNHcIgb1tzPS5d+Eq9jIchaUwBSX3jnjymB/vJK+ionAZDf1UFxy5H4n1wXgnkVlZw4pXbce5gITJyMCsfIadOm4RKC4rYWipubQEoGS8toq0stjlLi92d96XtGgkmjUqmP4zKPjVAT3QfOj9TtznJPRw8leYGjv6ExJwwbJgc6e+Mv51t7DvHopu2YWaIVx7P6S+BwVx/dgyNccvxcTpkzze743Y6wGdPJH+7rJ6pJpMe+J9M96tdPd2wrMUgy3f0JezqkGZO4iZkij8b+ldjgAX1VFbQ31CE1jUB/HxUH9qFZFroQzC47tgxviv87ZpeVc/msOVzWOJPH5s3j45WVSKCnqpaeisn2HHVn2m7ij25qfGvlWeNOMdvZ2zluJ98ZHGYwkjmN91gWlUxBzzKCl1KQJJmPMkzla5ue4JvvPksmA/C3tzzL7oH2xDhmEhuecMSFYWopA4SooWEmpGuW0s7cGA3qREZchEfcREI6liVYUTaNlaWzRy0U8WOl3oQpJS3DAzx9aFd82bySiuzv71jlLwRSCLomT40LgYL2liQhAHBcdQ2/W3WpivlxUGIgAx9ftDj+jBV0dlB+YL+dujg/n9bpM4h6bF+dLgTXzp+f9VgWY5SwsCsWQoZnPDESZyzOsohlcv1Ji8a9j7glbhxiZn+pOSZ67ej6z/TnlLh0jR/cehEz6suRaWZfxRofSyep8l+maxWJ22Q87+h2gVwPzlRnRGzkkOWGEkONLE3QXjeVnppJIAR5XZ124SGnRTSl5Ib5xxYEpfhg8Ggav50xg+/W1QEwWFJBx+TpWEK3g2IMwADd0ri8cQ7F/gDBaJSHd23nv9a9wW/e3UDz4EDSMf0uN2Kcl0oA3qPIO2FYFsPRCNdPW5Y1LW9K1r2jfjkFd+1bzz37NqSs6QmP8Kcj76XxxSc3VlHDRSiiE47oRCI6kaiOZSVXUYyGXRgR3blG+0dYLqyQl+unrmB3b5d9f1mEQAxNCF5sGp3pVOrLybx5gosw9o67An76Z8xluLAEpKS4+RBF7a1owo5vumLWHB675gb+cPlVFPr8Ga9joqHcBBmYW17Bf55zLl969hksKckZ6Me1ZzftdfVEfT5aZsyk8uAB6oXg44uy59NvKCvhrQOjhVQQtsnbsmyzf9zn5Zjzx+28BUQtk4uPm8PPnn2Tjv7htJulBCgeBbF3WTpmVC02o4Gjyw9QXZxPSa6dpGjtvsNsa+2IX3PsmsYG8kmX/T2k5FoAzl04g+9ccw5D4QjHf+9XR3cTAoaiEaTn6AIsYzJCCDC9Hprr64jkBEBKSpuOkNfTFb8eCVw7dx4rlWnxQ4MQgtunTKEYyd/s3Ucor4C2qTMpO7IPT9Qevc8qLedrJ53G43t28uWX1jActQtNWVLyrTde4ZrZ8/n3k0/HreucM7mRu3dtzHg+XQhOrJqaNYBwa08bv9y6lmcO78aUFiW+AMeV1/N2776kqcwxk7xdqGf07ZCMuvMyzThI/P/Xu9/kuvolSdaHnf1tGEdZF0BKjViFjrEuA9OIFQxKvhBTSgSS2159lMpA4myr7A2SlJKIOeo2CUUN26+YzrXj/B9z3YZ9ufRNm02/lOQKQV17M4M9XQQ8blY1zuLWRUuoL/roVyB8PygxkIVLZs5iaVU1927ZzOO7dtE+PET1rl2019URycmhtb6B6ydNIt+XvbTugupK7h77/Dsdbqyzcusa0wuK2N3efVSCQNMEmib4ya2ruOUXDzISyjCN7xgtYGPdb5YbtIgdnGNJKMz1MTASzujHu/HkxfHCRPev2xKvRohzXKknv8+xk0oXuHQNK2w3ToUBHzeevJhPnHYcuqZR4PcxvayEvZ3dWT0FsSylsfNmty7agUuVeXmc0jCNrdEwz+cEiAhBqdvNZwMB3mg6zF5n+2lFRXxi8RKunjNvwmcr+zDyySm1NAZyuHjbVvp9AdrqZzNvoIcvNEznyplzWNvcxOefexKnBhCmY5iXwH3btiCl5Lunn80JVbXMLa5gR29H2gh3S0r+dm5qye8Yr7Yc4JaXVicly+oOjfDakSA1+aUMWYMY0hYpdlleSH2RBZYFeppcCKM+/dHRe1twgIODPdTnj8ZAHJt5XDiVRpPje6QEI5rZAiKxsy9WBPI4NNiHiUwISkoYIYyeBoFgbklFfFHA5cYlNQzDSrZlO9aA2N/IKKmiu6yGqJTMzcnh8blzmeY/BSmlel+PAiUGxqGmoIDbV57M7StPJmREeaellYFohLuDQf7Y1c33W1rYMDLCvbNmUeX1pj3GObOm8/VnXmIwnMaHKOyRxKXzZzO/spJ/ffz50ac7w/OrCcH08lLePtjEJ+95hKjbwMIZxY+pcXCsjInrAWkH7WkR+PLlp7FwWjWf+MWDDIUi8U4+NrXwwiWzuPakhfHd93X0JIkGqZG13kJUWPzi46uoKsynvrwYt2u0kRFC8PETlvCVx57Lft3OwS0pcesakQy2jJhMsITk11dfyl0DAzx+2E4hPT8nh8fmzmWq349cuJCBcBiJpMDrU43Kh5xTSkvZfvwKrt2+nVf7+9lcWMbrbj9XCI0frHvD7lxk6usnJdy/7T1uW7qcyfkF/P6Mq/j4Cw+wtafdqTcgsaTEpel874TzWFGZ3nIUNg0+99pjaZNlWVJypH/I7hC1Ud+a7jHiOfsTkQgME3QtVZDYfv7kHYwxQYrziybh190EzXQDiXQNkEBIjRvrj+O8mtnomkbLUB9/+8rjae81vpcQ5DiuFRGbqRRz2xnC/ok1NhoID1w1fdT1es606Ty6Z4ftmkkTZ2npOnLqLFo89qDsktJS7po5M54MTL2zR4cSA8eAz+XmxCl2YYvzgPPb2vib3bt5qa+PBRs2cM+sWZxdnGqC8ug6nzl5Gd97/jUEIqmD1IWguiCf/3faieR6PTy6aRvvHmnNOLUP7Ebj8sVzuO2+x4mYpt3due0APKRt1tci9qyD9+X3H2OrlwJ+97krWVJnV1d79PabWf3WFp7ZtJuRcISGqhKuOmEBp86pS3rxcn2jDZokuxCIsaWljdNm1wN2HYOX9x1gY5OdCnrZlBpuWLaQe9a/m3Tc+O/66LULoMDvozM0ErcAjO5jf7Y0SdTv4ep9+9gSDALwiaoqftTQQI7j7xVCUDCO5Ufx4aLa6+WFBQv490OH+OahQ/xPayuv9vYy0N9PrITBWHdVjP9c+zo/PvsCyvw5PH7Bx3ij9SBrjuwhaESpzStiWdkUqnJSE5DFeObwbvojmafJxYNdE0b7ZlTH5TGTLQDxd1tgGCC00RGETBMolOPyUJub3DYFXB5uqD+O3+x+czRMKeaqTIOGYF5RFX8/57R49sXGvPEDaU1L8sLh/RxXOoWNPUewhLTTtIdjgUmjAYs4y3d2dVE+OReAM6fW01BUzIG+3hRLTDiQS2d1Habbg0sIvj1tGl+YPFkFBb4PVJ6B/yW7Rka4ats2tgzbfvvPTprEt6dNi6vSDS3NfOX5Nezt6QHT6aSdbD5+t5srF87hMyuPpzhgB7KMRKL84LnXuP/tLRmTbJw3t5EVDbV87fE12S9OOOfLkggwkfjZ0gTqPfWFj1FbWnR0B3K447V3+M+nXrUDBWFc6SmB4+smc8fHr2BXRxefXv0YzQMD8fndhmVRV1zEbSuWc8db77CttdPeL0Pw4dVL5vGHrVvsmAc5GiQokVgaDJUV0z1lMpauU+hy8evGRq4oV7MEJhLP9/Rww44dtEejCMuksK2F/O6OjKK1IieHtbf8TdKy9uEh/mPdqzy+dyeGU31zdkk5X1h2ImfU1idt+92NL/Ob7evH9dULzRpjCZBoLgtNl/GcA6PNg0j6bywago9NX84/zT8rZV3UMvmH9Q+xpmUnulMbIJYHoMDtY9CwLYBlvlxuqF/KxxqOT6ktcNVz9/BOZ1PWKYBWREOXOvkeL+c3TOepPbvpG4mkv3egyOdn7Y1/g8cR5e3DQ3zsyYfY0d1pW2IEdJdU0l9SBUIw3e/nD7NmsTQ/P+M1KLKjxMCfgaBp8oV9+/hlSwsAU7xe/mfGDKqiEa564H4My0p+URzlf/XcuUQti52dnWhASSCHqUWFzCwt45TaWu5Z+y5PvreLtgG7gE5lfi43r1jMjSsW8fUnX+ThTdvijU8SYxoFYYBm2GV8831epleWsvFgM4ZlJSQLcUgjBFyaxpv/8rfkeNMXZdna0s5zO/YwEo0yraSYVfNmkufz0h8McfEP76JneISolONPqQSWT6vh+1edz/m/vovBcDhFEOlCUJ6bw0Mfu46b7nmQg92powVdCOpKi/njzVdzxm9/R28oSGLbG/V66J4ymZHCAgBOLijgnlmzmKwsABOStnCYa7dv5+X+fgA8I0OUNh2KFzpKRABfWnESV86eR2kgQMfwEKsevofOkeGk59AxiPP9U8/lyplz48t/tPl1fvreG5mz6cX2TxEDNi6hcWPjEnYPtfJ25+H0hYXG7LeouIb/PuEaCjzJbi7DsugKDuPVdXYMtLH64Caahnsp9eZySe0CTq9qRCCIWAZ+3Z1ibt/Z08k9O9/lrbaD7B8Zk6HVIRZ/ISO22U4XgtMn1/HqwUNEsuRqAPjFWRdxfv2MhGNJ3mg+zJ0H9vG4KYhJtlsqK/lxQwO5qkbI/wolBv6MPN/Twyd37+ZgyG5E6kIhrL27EcaYBDUxMyB235tu/n7A7eZbZ53FRTNn0Dk0jJRQlpsTD877+hMvsHrj1lQxkKW3FcCav7uFmqICeoZGeHTDNjbsb+a13QdGiweN2V/XBOfPn8l3rz435XhD4TB//+CTvLbvELpmewRNy8LjcvHNi85k1bxZHOzs5ba7HuVAVx+Wa9xL5DOnLUe6BT9/Y13m8sbAv5x9GufNbOQfH3uG1/YfSlp/asM0vrvqHIoDft44dJhbH3oYS0oMKemvKKe3ugqp6wgp+erkyfxbfT26MitOaCwpaXjwPg4WlyN1HSyLws5WCjrbEWOEvC4ELk3jp+deyJoje3lo17aMnbtPd/H2zX9LnseOJ9ra3caFT92R5Uoc43+W7IIPnnUTc4or+c2uN7ln3wa6w7ZVssyXixDQFwliSUmVP59iVz5b2joJmybFXj/XzVjI9TMWce+uTdyzcxN9jsticVk1n51/AqdPrk9/0jH8eNOb/NfG10dnPugWQneuXYwGMUoLZFQbnaaEY6EbJ2eXS9O4bdFy/uG40SyOA4bBV/bv5xctLUig2OXiF42NXK2seX8WlBj4MzNkGPzzgQP8pLkZCejRKEUtzeT29ox2gk6QUuz3dMS2vfOKyzmxNjUY6fkde/ns/X9Kv1MWvn/pucyrqWRLSxu6pjG/qpJ/XP00Ww60poQM6UKQ7/fxwGevo7oo1fz2iXsf5o39h9N22gL43Q2XcUJdLZYleXPPIb748FP0jYTTXmpsytLLX/wkN/xhNQd7+zLegwAW11Rz341XA3Cgu5cNh5sRAo6bUkNtcWHS9js6Ovn62xt4VEjCATtRU50Q3D9/PkuLjs31ofjo8qt31vOt9WvpnjSFYH4hAO5QkOKWw/iHh0anADs/mibAg10JMQMC+ObJZ3H97AXxZTes+SNvtR/ObB0QVtqAQYDjyiZz35k3xEfpprToCg3j0XSKvKNJyLZ2t3H1M38kZETHWCzArekYMtlaqSGwkHxrxTlcP2Nhlm8Jnjywk8+8mC5oUNqCIFZN0RJOAZWEmAB7M4SZvbHShOD25Sv59MJlSCl5pKuLz+3ZQ0vEdi3cWFHBD+rrKfP8eUtIT2SUXeXPTK7LxY+mT+c4t5uP79xB1Oenq3YqA2XlFDc34R8aigf/jFeaWBOCH7/5VloxcGpjHTWF+TT3D2C45Kjf3BJ2DYM06Y4l8Ku33mZPV3fKCuGxqyTGGjwJ+Pxu7vz0lWmFwNaWdl7bdyhleQwhBD9/dR0n1NWiaYKTZkzlu5efy9/e81hKgFJMCFxz3Hwq8nMZiqT3JSZunzgzY1pJEdNK0nfqzeEwP+jpZnWOHwso1HW+V1/PrVVVKshIkcRN8xfxm03v4Dq0j6GCInqqJxP1+Wmvm4G/v4/i1ibcTlZBiW22NsZJy+nSNA719yYt+/nJl3LrSw+yobMpYSaCfbz4y+BMGYwRG2Xf2rg8yVyvC40Kf3LAoiUlt738GEEjmiLUJaQ1z8fcDf+y9jnOmtxAeSA34z39YvO6uHhIRiDTdfKx2MYEavLyaR4cyBjgbEnJWVMb2Dw0xO379vFsr/0dNvj9/KqxkTOUiP+zozIQ/oU4q6yUSbt2UtTchDBNIoEAbdMbaZ9Wh+H1HtWsP0tK3mlpoWs4NalQ00A/+cU+oj5pJ/HRsFsMTWJ57PwASZH22NH2+7t7Uo4F9vRBw+f8eMH0QT8RNja3pN3+uR170LMUXLekZMPhZnpHgvFlpzbW8b0rziPgc9szCzQRLyl87bIFfPX80wCoKy7K+v3oQtBQUpJlC+h3TIrT163jt21tWMB15eXsXL6cT1ZXKyGgSCHgdnP/ZVdRlZtLbn8vk3ZvI6+rA6QkWFBI84w59FTVxNORj+f3B/s9iLkIYhR4faw+53r+eNa1XD19ARfWzuLMmgZn3rwAS0NGNbtjdUbXVlRDGlp6c8EY1rYd5tBg3/g5/dMggQf3bs24fiASZmt3e/pYhWwHdRBAQ1ExX1p2UsYjaEJw4rRG/q21nUUbNvBsby9uIfjqlClsWbpUCYG/EMoy8BeiPCeXk2oms7bpCHm9PfRWVjFYUspIYSEj+fnkd3VR2NaOKzp+qP9QJEJpTk7888HeXi69614G44mGEhoIp7GQmt35C2cQIBy3XdoGLNGKJ5IXP7BxK1cumpeyy0g06kTnZ28UgtEoRYym/Lxo/kzOmFnPc9v3cKS3n3yfl3NmT6eywB7dvLR/Pzt7U6sdJmJKybWL06eADlsWv2xu5puHDtHtxGqcmJ/P9+rrOaGgIOu1KhT1xSW8dNOtPLN3D//+6kvoLUfI6+6kt2oSwfxCBsoqGCoqoaCznfzuDnQsu//O0PGaUnJBQhBcDCEEKypr4/kINnW2sObQ3sQtwBIp70FDQQlSSsKmiVfX086h397TnpTs61gQwN7+9MGAYE/3fV8HTbA4fmHJSZw/bQadIyN8Z+0rthXUaXjCQpA7bSYPegJE2tsBuLqsjG/V1VHvV6mD/5IoMfAX5PaVK7ny/vuQpklp0xHyuzrpqZ5EML+AgfJyBkpLyevpobCtHXe6hESA16VTkZtssvvuy68yHEkjBMZguUC37GAel0sjku1FjgUMjJn00DIwQHc0mtLtVxQVjNsw5HjclOakFlMKeNxcsnB2yvI3Dh3iU489hrRk/FrS5YC/asFclk+pSVo2YBj8urWVHx45QrPjZpgZCPDdujpWlZSoxCOKo8aru7h4xiw2t7Vy95Z3EeEQlQf3EczNo7uqhqg/QG/VJPrLK6gPDhNuPYBmGmmM5jCzqIzbnvwTQSPKnLIKbpy/kOWTalKexyp/HgHdw4gRSftK60Iwp6iSX25cx2N7dxIxTUp8fq6fs4Bb5y+lwDs6E8ajuUZdDpawLQ4CO/HIOLZggYjnEEhHodfHpNx8mocGMm6TCa+u8/UVZ3D+NFscfWLBUlY1zGT1rm1sG+hji+5lkxQ02T4TTi8s5D/q6tR0wf8jVADhX5hNrS18+fk17O4e9dNb+QW0l5UTynN8fVKS29NLYVsbntDodCZdCK6eP49vnHlmfFn38AjH/+JXCVPlsndyx5VXc93SBXz1qTWExs5qGEtiYKP9kXCOn8OLZ6ZsqhkmdWvfQ1gy7RUIYOm0SXz9/DOpLylmS1sbz+/bRyhqMKu8jPOmT8fnHp2vLKXkwrvvZldX12jiFRMno+LoPOrbT13JLcuXxM387ZEIP25q4hfNzfQ7+cyrPR6+PnUqH6usjOcoUCiOlb093Zxzzx0p7rbhwmL6yiuJOkVufEKQ29uBt7MFnzSxpJ2N0I2GFR31/cci729ZuISvrjwlLgj6QkEufPBuWoYHsDwxU97oOQXg1zyYYYFhmUnWPU0IphYU8tAl11HkXM+RwT5WPvDfEI0FEsnRI3nMtLOGErn37Ks5sXpqxvW/3bqBb6x7Mav1Lnavk3LyOX1yPTOLy1hVP4v8MS6THcPDfP/IEe5pbyfq3NeCnBy+W1fHOcXFSsT/H6IsA39hFlVV8/QNN7G1o4PD/X3ke70cN6mGLz/3HA/s2kVfZSUjBQUMlRQzVFKMb2CQ/K5O8vsHqMrN5fMnnJB0vJYsQTfp+P5l51JTUMCPX3uTw739mTfMcND+yvS+ecul0944hcqdqUGEEokUgrVtTZz9+zso9PnoC4Xs6YdCYFgW//7iS/zogvM5Zdo0APb19LCzK8E8KQBXrJbB6MWVFeSgCcGmwUF+1dLCnW1thJ1GZIbfzz9OmcL1FRV4lQhQ/C9pKC7hX085nX975cV45yaA/P5ecvp6WDZ/EXty89k0NESosAy9sIy5uuAUr4tX393EYDiSFAQY68R/9+47zC0v55KZtnXs7m3v0jI0aE/vDWvgsuyiPE4/Lg3wuNwMWKk1QSwpOdTfx3fWvsL3TrWn/3aOjCCiesJ7k9ChRgV40r/suhDMLankhKrUgOVEPjZ7MW+3N/H0wd12IKG0LXkaoGkaF9fNoja/iFNrprGgrCplf0tKnu/t5efNzTyeMEg6uaCA26dM4TwlAj4QlBj4P0AIwbyKCuZVjBbf+MF553Hu3r3c/e67rN+7l7bSUgYLCgjl5xHKz2NYSi6srmZQCEoTjuVzJUzWz5azGKjKy6XaMbFdtXAeP3j5jYx1ze2ZCKMfJRDxexmoyFzha7C8GKSksbmTwaGgs58d0GjF8roCfY61w7RGTQ+D4TCfevQxHrzuWuZVVNA1MpL5umLX5HKxuq+Pr2/YwKahofjy4/PzuX3yZFaVlqrAQMWflZsWLGJ6cQm/3riBN44cwpKSBRVV3LJoMec1NALwdE8P3z50iDcGBthsSjaPRHFPaSCvp5Pc3m50Mzl6X0Pw640b4mLg/h3vjXbyUkBUh2jy6L/PzJzC2JSSR3fv4KsrTqXA6+MnG96yswime9WlBlGJz68RMg1cThVDQ1osKK3mN2dcNm5HHLVMFhZU87bVQm8wiA64PRpnT2/g/y09kWkF6duMI6EQv29r43etrRwKj04xvri0lNsnT+Z4FdPzgaLEwAeEJgTnTJ/OOdOnx5e929PD79rbWd3TQ1s0yo9aW/lxayunFxZyVXk5l5aWsrm9PUHvp1H+Cdy6bNScfu3i+ax+dytNff3pgwjHuAeGi/Npnz7FTsCSDikpammhqL2dASGwcqTtutASDpKF2NSsX61bz89XXZQSF5G4XTAvj6HiYoaLijgQDkM4jEcILi0t5TOTJrGyoECNJBR/MVZMnsKKyXZNknQV8M4vKeH8khI2Dw3xq5YWftvcTNTno6d6Mr2VkwgM9JHT34t/oB9NSiwkO7o6GYlGCbjddKYVwqPniCcEy0LEMjnQ10tDUQmvHDmQ3YQvNa6vX0x9SRE7ezvx6S7OnjKdJeWTxn2PRqJRrn/4Aba0tydZ7Kyo5Pmd+7iucUGSGBgyDJ7q6eH3bW0829MT36PQ5eL68nI+O2kSMxOCoxUfHEoM/BWxsLiYnxQX8wPL4k/d3fyqpYU1vb280NfHC319fGb3biqiUSLlJeR096EbpjPQTpQHdhGey+bO5qYli+LHzvN5+eNNV/G1p1/gxd374nt4dJ2rFs7lpmWL+PX23fy0uZlQfg5Rf/oKjDHyOzspcqJ9TcdMSEw3pAlGTIcpJWv27sWwLKYVFbGwqootbW0YQDA/n+HCQkYKCrAS0ozOCQT4ZHU1N1RUUOLOXC9eofhLkK2zXJCbyy8bG/Ee3s8f2jvoLy4l4g8wXFjMcGExwjIJDPST09eLf7A/bqUrCwRoGswckCfE0RUc87pcDEXC424rhCBsGFw3TnKhdPx0/Vu815EsBMB+l6Vl8dmn/8SfbryF5/r6eLiri+d6euJuPIDTCgu5taqKy0pL8WcaaCg+EJQY+CvErWlcVlbGZWVlHAgGeaCzkwc6Otg4NESL2w21tXRNmYJ3aJjAwCD+/gG8Q8PxtKlur8Z/nH92SsNVmpvDL69cRUv/AFtbO3BpgiWTJ1HgtyORv7ZiKT97M0LUzJ4zHCkpbGtLW+QUOCohEMOUklA0SptpMmfhQp7btYvhvLwki4QWjZLT18eXGxr4p4ULlRVA8VfNSdU1PL59GzndnbYYKChiuLAIw+ONCwPdsrhy507OLCpiZeNc7tv4VkYXnjwKy0BVTh6NRSWYUhJwuRkxMk9ZtixJbUHhMd9XxDT5w3tb0icy8vsJ5eTRnF/A5HXrkgqH1/t8XFVezi2VlTQEUmcXKf46ULMJPkTsHRnhk2vf4s1wmIg/+aUSpolvaIjA0ACzvD6evfQyAu9DeX9m925+3dqKkeWx8IyMULNzZ/YDSdILAmeUY3i9BHNzkUWF+MrK4tMBY7jCYQL9/eT09TEV+KeTT2bVzNRZDQrFXxshI8pJv/s1feFQvOO0O8xkYZCI2zTwDvXjGRnEGxzGHQ4hkGhCcMrkqXhcOmsO7suYO+CbK8/khjkLAfi311/g7m3vZkyK5BIa6276G0r8x9YxH+zr5fS7fpfU+Ydy8wjl5GLpyePKBTk5XFpWxmWlpczNyVEC/kOAEgMfMrZ2tLPqD/cS9XgI5eYRzLN/rDFlRTVgViDAkrw8luTlsSg3l+l+PxUeT9YX8+2BAZZt3Jj1GrxDQ0zavTv7hTpiwBKCiN9PJOBP+t8aU2HMIwTL8/M5rbCQVSUl+EMhmgcGKPL7WVRVha5mByg+RGxub+OmR1YzHB1NCRybkfCxBYtZtXgpL/b18XxvL6/09TEyNmeHZeENB5nj9/HJhhnMDgT4yesvsKHlEC6hYWHPbDCl5LOLj+cLx50Yf6+7gyOc9sCd9AeHkwwKMQPDJQuW8aMVJx/VffRFo2weHmbz0BBv9fby8JHDRH1+5Jj3UZgmvuEhAsODfKq2lm+fsPL9fXGKDwwlBj6EfO/11/jVhrfj1vi4Us/NI6e8HCMnl9YM+f0Dmkad30+9z0e9389Un49St5tit5til4sil4tzt2xhXyhz9LIwDCZv24bUdSxdR2oapsuF4XZjeDxJP6bbnT6FqmVRHInwqYYGzi4p4fj8fOVDVHyk6Bge4o9bt/D0nt0EDYPZZeXcMH8BJ9RMSRLkEcti7cAAa3p7ebG7m83DwwxnaJbzNI0cyyDHNJnscXNG1SQa8wsocd7fYrebIl3nuLVv0d20j5z+nnigccTjY7C0muOn1PHH2bPpN00GDIMB06QrGuVwKMShUIjD4bD9ezhMV4YMqXbnP4h/aAjf8CCe4EhceDx81XUsrEydUqj460aJgQ8hUkoe2r6dX21Yz36ngEdpIMDNCxfxqSVLces6LeEw7wwO2j9DQ2wZGuJIePzgor8EASkJhEJE+wfwBIMURqPc1Didvz/hBHJV1TGFIglLSvYHg7wzNMQG5x3ePjxM+1GkLk9hbPP+Psz1tV4vC3JzWZCbS7i/jz+sfQNXJJwSxqALwcLKKh644hrlFvgQosTAhxgpJR3DwxiWRWVu7rim9LBlcSgUYn8wyD7n/8PhMD3RKN3RKD2GQU80yvBR5h/XLAthmmjOjx6N4olE8BoG1zc2clxJKSdXVlDt5BRvHxoiZBhU5ubidanYVYXiWBg2TfYHg+wPhdgXDLI/GKQ5EqHHeXe7nfc4cpRNeq6uk6/r5DsWwSleL7U+H1N8vvjvtT4fBWPe1Z+/vY7/euv1eP0DzXF/zCkr546LL6dEBQl+KFFiQJFCyDQ5f8sWXunvJ50s8ApBy4oVaKbJb955h/u2bKE3FMKj61w8axafPu44pqnKYgrF/zkh06T8jTcYHEfQN/h87F6+/H2P4A/29fLAtq3s7+shz+PlvIZGTqmdqmJ7PsQoMaBIy+qODq7avj1luUsIrikv5+5Zs+LLpJSEDAOvy6UyACoUHyAPdXZyxbZtR7XtusWLWaaKACkclIxTpOWikhLy0wT0GVLy8crKpGVCCPxutxICCsUHzO9aWzmaMFwX8Pu2tr/05Sg+RCgxoEiLT9e5vqIC15gOfpLHw6mFhR/MRSkUioy0hcM809PDOCnDADCAe9vbCY2XYEwxYVBiQJGRj1dWJiUf0oFbq6qUBUCh+Cvk3o6OY5otNGiaSVUDFRMbJQYUGVmal0ejMxMAwARuGuMiUCgUHzxSSn7T0nJMYkAHftva+pe6JMWHDCUGFBkRQvCJqio07MxlJ+TnU58gDhQKxV8HG4eG2BkMHtM+JrCmt5cWp5ywYmKjxIAiKzdUVMSzHH6iSmUVUyj+Gvn9UQYOpuMep/qoYmKjxIAiK1VeL+cUFeHTNK4oK/ugL0ehUKRh8/DwUQUOjkUCW4aG/tyXo/gQovIMKMYlbFkYUpKjagcoFH+VHAmF2JihUy90uQhZFqEMiYhOzM+nVKUFn/AoMaBQKBQKxQRHuQkUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoKjxIBCoVAoFBMcJQYUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoKjxIBCoVAoFBMcJQYUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoKjxIBCoVAoFBMcJQYUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoKjxIBCoVAoFBMcJQYUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoKjxIBCoVAoFBMcJQYUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoKjxIBCoVAoFBMcJQYUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoKjxIBCoVAoFBMcJQYUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoKjxIBCoVAoFBMcJQYUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoKjxIBCoVAoFBMcJQYUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoKjxIBCoVAoFBMcJQYUCoVCoZjgKDGgUCgUCsUER4kBhUKhUCgmOEoMKBQKhUIxwVFiQKFQKBSKCY4SAwqFQqFQTHCUGFAoFAqFYoLz/wHAWYTYDO1NgwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_R2 = ProjectiveMapUtils.stereographic_projection_hemispheres(data)\n", + "fig = plt.figure()\n", + "\n", + "plt.axis(\"off\")\n", + "_ = PlotUtils.plot_2sphere_boundary()\n", + "plt.scatter(data_R2[:,0], data_R2[:,1],c=data[:,2])\n", + "_ = plt.axis(\"equal\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The persistent cohomology clearly shows one high-prominence two-dimensional void." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cpc = ComplexProjectiveCoords(data, n_landmarks=300)\n", + "fig = plt.figure()\n", + "plot_diagrams(cpc._dgms)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now apply complex projective coordinates, and display the data in two hemispheres as before. We color the data using the $z$-value of the original embedding, to make sure that our parametrization is continuous." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "coords = cpc.get_coordinates(perc=0.9, proj_dim=1)\n", + "coords_R3 = ProjectiveMapUtils.hopf_map(coords)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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YoveSPfReVE1hdWvWPoQhcAx3ws/L8zN9+jA+fH15vEEOgcAwhLu/kigE0hSemqADRyOAREdniWvbVAoRcdIGp7S+oh6JkFsN6vUTLvDhHDkU54SRfNbYGPt4cmEh3+nbl3N69iTP1JkONf95HKV4saaGv2zfnvRsjsnP5+KKCs7v1Yu+WTRZjiOZ+/4qXn9qPpvXVbK3pjlju5gK3z1guvatIzOBUq45wTIzTuxKwbW/OZ1jPGe/h/70Gk/d/UG8QQYMQ1Dav5y9dS1xAUPKjMJDa3keu6dWsGtab1p7FcS2d19Ty4xt7Xz3yElM3m8IhcXJSZQ0/zm0MPBfoKqqgaVLtxFxJC/V1fKUbKGxf1Hs8/J1dfT/fDdlG/ZidGKRrQDlc8PyXLOgIN80aW8Juy9pwlec+IqapsDyWRx/+lSef2qeq3n0m2B3rOZ3VZhxXwIAHOIqSy8cUQjXIzrqBKVMgVkQ4MyzDuDp++egEBkHj/iB4uf+rRtmc9JZ01jS1MRfd+7kserq2Oqr3LI41ypm2OI9iNYIg4f24PCjxlFQoM0Jmn89ba1hlq3fzQuhRp5ymtkSch3pfEJwfq9eXNWnD/sVFeXUWkXCNr++5jEWzFmLYYisK/Y0nAzOgh0N40pB2Ete5Pe5QoFH/yE9uPiao5lx9DgA1izeynWn3QYdCNdCCA45cRJzXl+GCttxs4bfyvo+KwG1I8vYNmsAe8bGUyTn72ll2AfbuWLIAC6/5misHCGVmn8PWhj4N7N7dz3VexopKcmnvKyAW/7yJnM+WkPV6HI2H9qf1u6uJGxEJL2XVNP/050U7klwMuroHQcQoGITs5f0D0Xv8mIqd9ZjmgYyKrF7/ZmWwawjx3LuJQdT0aeUMy+5h9Zte92X0xNAOtQMWAktvL6FN04pA9epMPpZFCFcYSXfz+9/dyZ/v+VtVi/fkeMC3X0LioJ868cnsqemiZKSfGYePIJw0OL+3bv56/YdbI+4phOr1WbQ57vo99kuCoTBDT85iYMPHZX7Jmo0nSQUinD3PR9wT+VuNszoEzPlFdqK7wwawHf69+u0P8tDt77N0/fOodNDcCyyJ0XrJiCY56etJZR9H9tOFiI8Z8Kv/WA2Z33z8CSh5ebvPs4HLy1CdrAkMAyBksqNQPYilpRlgj9d+5CJ1u55bDu4PzsP7BMLOc7b08rxuyI88Z0T8eVwdtT869HCwL+JdesrufOu91i2fLu7QSkCPovdA4rYeFh/mitcVZmvNUK/ebvpu7CKQH0o9vrFwnyUik2w2ZCWiLUFV10vBAwc1J1vfftoPnxnBdt27SVYEOCA6cOYMX0YpWWF+BKk7411jVx3xUO0Vja6B5e5/QyUQXpiIaUQjqepsEQsFXE2rv/e8Rx77Hh++f2nmP/JuuTFjVIo4ZktAqbrL6Dc1YhSCp/P5LwLDuKCC2dw9ZX/4CMrwsZD+tHaMz92Xwd+upP+cyv5801nM3nq4Nw3UaNJQSnF8mXbWb++EssymTBlIJc/+xEfDy2I5drIr2ljwMc76L10D9P3H8Kv/nBWp8LowqEI5x78O1qbM0zgmU/G/TeD9kAIwf1vf4/d2+v4x1/eYN2y7cTeXinBTjfbxfY1BPd+cCN9B/eIbfvmMTexdV2lG3nQ0aSesMAA3Pf0SxY2sv0GO2b2Z/ORgwgXublE+hsWvx4xjPN79sQyDNrbw1RXNlJckkdpt4IOetT8M2hh4N/AunWVXH3do9i2E1P91fcrZNPhA2jo74YGmu02A+bupv/c3Vhhx5v8SHn5PGEgLDGkQgKYIm5vdxTCwFPHx1X2UZV8MOjj6h8czx13vktzcyhmG8zL83PZ12dx6slTk8773rvf56nHP0fhTupRLUMiSf4CGTycY8KAP/eAaJqCo44ez/dvOAHHdnjl2QW8+MQ8du/c6x6jwIftSxiMooOOk5AQSYBpCGh3VRlKQNX47mw6rD+tPVyhwN8UZti72/j6wH5c8rWZlJUVUl3dyOZN1fh8FmPH9SWgi7BoUti4sZpf/+pFtm+rBSGoGlvGpsMG0Fbmhs4F6tsZ8t52ei+uwkgQ1q//0WxmzBpJcQdFudav3MnVZ/6tU+ciDEFpWQF7qxuTJt6oaeFbPzuZE86fTqg9zNmTf0KoLaGWQQemB8M0OOXrs7jsp6fEtl176q2sXbItHoaYSyBI6V8pBT4zWQDxWe5PlqykUWy/wfaDB7D5yIFECl2hYIQvwMjXNtE2Z3OsXVFxkIsuncUpZ0zL2Z/my6GFgX8Rtu3w7gereOm1xaxfszumNgsV+Nh4xACqxruStxFx6De/koGf7YoVA4HESTa6wk9XwSszJeZYJTgSRe38CcJAfkkeTaH0IidRrv3O0Zx84uTY3889N5+/3fEuMmCAUpjtEpHgPxBzYvIiDxKJ+QLayv29Q2HA4OhjxvO9H8wG3PtXt7cFgeL2v77Dp59tSN8pWoktwcFRRCRCJvs4KAGVE3qw6bD+tHlmmOKdTUz9rIpRjsnatZWxtoYhmDFjBD/9+Sk6MYoGgMrKei6/7AHaWsM0lgdZO3sIDQNdId7XHGbwB9vpN78ylswrCSkxbMno8f0479JZTJs5IuMxOiMMCAFnX34op3/tYFpb2/nwlSW8/uR8qnbuBWDCtCGcedkh7Ofl3qjcXsslB/8m5Xw6Ht6HjuvHX1//XuzvZ+5+nwdves2d2DMKBAnjU2L/SgEqPhYktAYgz+/2F909WxRRwGL7wf3YftxQ2rxxpOeKGoa/sZm8+lCsv159SjnrvOkccdRYCguDGfvSdB4tDPwLCIdtfvTzZ/li8Vb3GXcUUsCuqb3YdEh/t6iIUvRZVM3gOdsJNGeeoN0wooTEP95L4yYMyeBoF/1beta9iPuvUO5qwl+SR2tbmGxYPpNf/uwUDtx/KIYh+NVvXuT9j9e4H4r4yy4cBVJh2jLnKsGxDIywdDUQZvZ2Ub5z7TEcdvgYHn96Lq++sZSW1jBIhZFjAPPGm9hAExUGwD2mtNz86wBKws79e7H50P6xwi4VS6oZ+u42Ai3J30H//mU8+I/LdZiihr/e/jbPvbGEjbP6seOA3ihDYIQdBn28g4Ef7UxKt5uGUhgRJ7Zqv+bGEzj+tPR0vJ01Exx81GgWvLuS9tYwQgj2P2w0p192GCMnDSCQoo6vr23m3Kk/Te6gE8LAiIkDuO2V62N/N+5t4dLDfk9rc5u7qEkRCISAURMHsnbpNmSiH0KOOiixhYQwXFMfuJqCTBoD7/NQ9wI2HjWQHQf0BkNgRBwGfryTQR/twIh+B5ZBIGBxw40nMuvQ0R1eqyY7Whj4F3DfQx/x2FNzXUlaKZoqCll33OCYX0DRrmZGvL6J4l0tHTrlSZ9AyGSpWgkvbC/TRJUYKRBxENJVnQfy/DQ7HYciSBNGjuzNTb88g+//8CnWb6rKOuGLiMSMyMR1Qex3aQqUZSCcuIYil/OjEuDkW5jCdUKKlUNwZEbzRHzH+L/Kay9shfQbcUEq0bQARHwmG48aSOXknoBrohn+1hZ6L9mTdJxvXHYo5543PftJa77y2LbDft99kNVHDCBc7Kqqe6yqZfhbW8irbY/V6ciKF1obbWOaBo++dh1l3YvSmuZyIDRMgQE4bSFUwoRrmAaGEPzygW8w5eD0bJzfO/N2Vn2xJV6noCMzgSE4+ztHcdF3j0/avmHlDn507p001zV7KYpdgSC/OI9f3v8NanY38MdrH0u67g69nd0Dxt7PWOtASmEzIVzBPt/1y2julc/a2UPYO7QUgGBdO2OeX0+3zQ2e2dQ1k95yxwWMG9+/43PQZETrRf+fhMI2L7yyCKUU0hRsOnQAi742luaKAqw2mxFvbGLKP1ZQkCNPQJToaloZREP9Adz0P9lWrELEA4W9F6qiooSvXXZIp69h/cYqbvz184QiyWYLaYLjF+6PT+AEDGy/EdNWeCeH9BmxdMRJ55V6fcSFGyfPAgWOo0gaC3MJAt7xYufnEzh5puusGDWhZDgHX8Rh9MsbmXrfcop2NuMELdacPIxl540iVBQvfvT8cws6vFeary57wmEmvfQ+S08dRrjYT15dOxMfXc34Z9YRbAzTqcku5bmXSvHOq0syNj3/qsPZb5ZrRjASNGlCgN9vpQkCANKROI7kpusew46kC/vnX3tskhY/18skBJg+k+PPPyhp+56de7nlmkdo3tOAoSTCdiAUpijfx28e+Abj9h/CQceMp0efUowva1rLFOYcjo87MUHBMGJtC6tamfLACsY/vppAfTvtZUEWfWM862YPwbHix3/skc++3LloktCagf8nGzdVc+lVD9LcI481Jw6lpaerDei1bA9D39uKr82Oh/0BSDBsmeR0lKgVSKwaGIsi6IzqWikO2n8Ip56yH1P2G8zGTdVcftVDHe4mTWJCRM+yQvZUN7pe/H6RMKAkmCgchRFSGImVDT0MQ6DCTvL4k6AhUAKk30D5vBfYSR+rhJ290FG0OwE4loiJskYk/VxSdxKO60uhBGw/sDebDh+AtAysdpvhb2ymYlkNhoB33/9R9pul+cryem0tF61cRa10EI5k0Mc7GfDJTswEvwBhS9dpF+LPdXTlHbOBK4QdD8ozTMFhx4znB786LeNxHUfy+XureOPp+ezcWktxaT4zjx7Hwze9itNBJs+Lv3ccZ191ZJpp68OXF3HrDU8Ragtj+Uwc20Gl+DcYhsD0mfz8vkuZekhcvd7eGubKw3/Lnh11bgbTxH1Mg/zCAHd98BO69y5lx6Y93HjhPezZXe+pBzsIe8K7RxlCBlVUO+Bdi7QMVLRKqZflFKlwAibrZg9m54F9AMirbWP0ixvots1N4TxoeE/6DChn/Lh+HHvUeIqKtC9BZ9HCwD/Jrqp6WlpCtLWFOfWp99k8qz/KMvC1Rhjx+iZ6rt2LY4q4Q2Ci6loIjIjE8JztlIiG4iX7A4joUroTwoAAnnr8Knp46kilFJde8QBbtta65U0FSL9wwxDBFUoi7gGEEJimQVGBn4a9bThRQSCLWULYYEbSB5ejjhhLeUk+Tz/tJjAyDIHjSCzLYNjYPizfUoWMavIdiZnJnSGHz0DU7igFrknCOx/Dztg86ZyRJDkatnTPY9Upw2jq6xZG6r6mjjGvbeYn1x/H4mXbUEoxbkxfjpg1muCXDJXS7Ds02zbf27iRe3bvBqBgTytjnl9PUWUGTZ5Urq1aqZhQEF2EJ/0rZZKZ4LhTp/CdH57Q6XPasGIH3znxL7kbKdePZ+TEAfz03kspryhJ+ri1uZ05ryxmx8Zq8goCDJ/Qn2WfrWf5vI0YhmDKIaM4/vyD6F5RmrTfW49/xq3ffYxsGKbgzKuO4ms3ngy4vg8fvbaUz99ewedvL8+dMyEqQGXIgqh8pus/4LVTAmTUKdCJLyiie9UO78bKM4YT6hYEqRgwdzdD392KcJSbgM0yCPh9/Prnp7KfDivuFFoY+JJ8vnAT9z3+Mes2VRPOt1h33FDqvXDBsg17Gfn6Jvytbn1xrA5UaBHX2S6rL4AitpoFMlcL8ISLY44cyw9/kDzgLFu+net/8CQ2CjuY2Z7uaioUPtOgZ48idu6qRwU6OG+lMNuSbadFxUEeeeBySorzqKtr5oP3V7G3vpVePYsp7FHAz255zU18lNCHrzXDo+et4t3rjeP4BHbQjPsFeO2MsMTMHjARv1ZJmpAhBWw7qA+bD3UFuUBjyF1leEmfHEdSVBjk9z8/jfFj+3VwEM3/Kq2tIR546jPmfrGJ1rYwfSu6cfwR4+gxpR/nrl3LBq+S4NRNzRQ+sQLTzj4kioiDiOTwa4nl+oj38Yc7L2JyjmI8SikiYRvLZ2IYBjs2VnPZkX/IfVGeMGAYgr6Du/PXN2/AH0ivedBY18wbj3zCe8/Mo2lvCxWDunP8RQdz2GnTMmb5u/HsO1jy8dqck3rPvt34x8LfpG3/2dfvZcH7q3KMZ+45Y5lp2Q1VwHK3JRzXCfjAZ7hhzhmIBE3WnTCEXdN6A1C8rZFxz6wj0BR2tY+GwO8zefDeb9Cnd2nW69G46PqRX4K356zi17e8hhCCpooCVs8eRrjIjxF2GDJnG72/qI47YZgi2XaXggLvgY1vE4qYOtvdALYFpiPiL1OGF23U8F5cd80xSdsam9pYvqmS7oNK2VHZ4B4xk03fUCgTbEfSv385O6vqsx4ncV9luMmQFCB8gkOPGE2Jl1e8rKyQ070Y4K0767j4ew8jU/sUAmk4Sc6Ssb5NdxUfMwn4Dez85IEi2s4JmgjbTXec9YyFACXTQp4MBYM+3UXZhnpWnjWCtrI8lp4/mqHvbaP3kmoE0NIS4ns/fYaH776UXj2LsxxA87/Ks68t4o77309K9buntpm37RY2ymocy6BfIMBDo0Yx79OPeF+qJH+dpDBfpdwcHB0+a67GzzQFw0f3YdL+mVemLU1tvPDAx7z2+OfU1zbj81sccsIkzrjsEPoO7sHOLXsSHGZTJmfvmZaOYvuGaj55fQmHn5octbBryx6+f9Kf2bunMeZQ2FDXzJqFm3n3ybn86vFvEcjzJ+3T3NDaYUbE1ub2jNu/+6dzOGe/n8fPNzUCKvodODJNGBCWmXaJRiiCNPxZi6b52h3GPLueHqtqWXn2KBoHFLPgmxMZ+/w6Src0ooBwxOGFl77gW988Iuc1abQDYadpbQvzp7veBmD32HKWnTGKcJGfvLo2Jj2xit4ra1A+gRlzBBI5RgwPC1do8H6UCTJguKp8IbADAhUwcfwCJdyfRAoLAlx5xeHc+deLkxLnbN1Zy/nXPcRdj33E9uqG7Cp/D2UK8oI+Wh0bZaQfJxPSJ3ACAhkQOKZg9Ig+Gds9+8aiZI1AYh9eDHHa0CMEwmcydnw/vvWtI11BgAzX4CUecoJGzigNhZvQxA6IpG3Rn4LaNib/YyXd19ahTIMNRw9izQlDcHwGUinCYZsXXl2U835o/vd4+e1l3Hbve0mCgBKwaVZ/1h03FMcyKNvawPTHV7P99VUE8/3pifpEVPmvwFYYGfxc0vCe01Hj+vHrW8/LGK7a1NDK9Wf+jSf+9i71tW5xokjY5oOXFnHNqbdz6MlTvMMqd/JM+4kvl4UhmPNS8vOplOK3X/879TVN8cgCiP2+fO56Hv7jK2nnNWB4BWYOjaYwBH2H9sr4WUl5EcPH9oknHIrWRXGc5FTI0YWNx5AxfTjr0kOSMqICsTDtXPdbAD1W1THt7iUU7WomUuBjyQVj2Dqzr7egUDz34kJWr92doxcNaGGg03zw2VpaIzYbjhjIhiMHoyyD8g17mfjkKvL3tru1wH0GBx04nOFDe+V8oRSgMulkop60lsCxiNnWlM9A+YTrWyDgkosP5u6/XsTLz1/DWWdMSxpsmltDXPWLp6htbsURbmRCTrcezwO/PQDLN+/GDuQuXRy7AG8/4dUZOGxmepgTwJz5G3Cy+AA4fkEkPz5BI1w/A4BJE/rzh1+fSWVTS24fbiFQPrdqY6yfhH8REC4ycQpMpM/ACRpIn3AjNgw3lbOyBFZEMvqlDQx5fxtIxZ4x3Vl8wRjai/xIqfjw47Ud3RXN/xDhiM3dD89J3pZnseK0keya4pbL7Td/F6NfWEvlxhr+8finvPbKksydRd+vTuTOiHLZtUfzl/u+Tklp5tS5D938Bjs270krTuQ4kkjY5s2nF3DJDbPjVQBTSdikpKK5IdnHYfXCTWxauSM5DwDJ+7z+8Me0p9QzOO7CmTh2jnwBUjH74oOzft5/aC93PJLKPXepyPkCK4UhJZP2H0ykPQy2hLAT/0kRHLKRV9PO1HuW0mdBJQjB5sMGsPyskUhDIBVcec3DvPnuig776cpoYaCTrKvcy4rTR1E5vicoxcBPdzDq1Q1Y4fiLI6Xikotmcvufz6NbeUH2dyC6Us/h/a4sI+klcCMNYMaM4Vx0/kGMHNE7bcWxaNV2Trzqbuqa2pIKGCk/yarPDLTjEJISLMMVOrK0U4DjBzvPLThkCMFPr59NMEtK30iG8CcAx3IdGp08g/Yyk0iBO1GHAjD7tMkcdOQobrzrVZ5/f2nuEwdXILAEtt9zkjTcKIlInkG42PMzMEAGjVgYpAyYyIDpmmqiyVSAfgsrmfjEavzNYVp75LPkwjE098ynqaWdG//wIl+79h9c94tnePPDlYQjHXkuav5bLFy6laYEdXZrtyBLzx1DQ/9izLDDqFfWM+izna4C2gAVkR0KnRh0SmtmmgZHHj8xawKr1uZ23nluYdaJWkpFbVUDlVtrOxbMveP1H5a8Wl81f2OHYX/tLSG2rkteMY/ZfwgnfG1WxvbCEOx3+BgOP23/rH1OPGh4x4WXovfFkRCx2bBsOz/5+n2uD5V0Sy0LvGEybOfWaka7lBLDUYx4YzMjX9mIEZHUjixjyUVjCee7Ycx//Mvr7K5qyH1uXRjtM5CB+sZWahta6VaUR1lpAdvb27m5QtFoFmKGbEa9vpFuWxsz7muaBlf99EkqG5oxyew2oAS57fJCxDyTk7YFDK7/9tEZd9lV3cD1f3yecNjOqMeUPjDCGc6FhBP0hHgnIDBDCYmAEq7DtdO7g0ywWx43X3sy40b1zXwdwMjBPfli5fakFZA0iIdbRlX9eSJaLJFnP1oOn7gHFGHVscSqFJFC0/Ui9v52HSMTrtezXzoBkZRiOfE+RLeV7Gxm0iOrWHHGCFcgOG80o1/eQPOCjUipMLYJFi7dypMvLuDWX51FaXHuPPSa/zz1jfHKn429C1l18nDsoEVeXRujX9lAfl2y3Vt0vPh0nyFToLLU7QBXs3Xo0WPpVpa9mM6urbVEwrkFSdMy+OTNZZ3JbIDjSI47LzlXgDCMTq2ojZTsf0IIrvrdWQwYUcGzd75L9Y46AIrLCjjp0kM569tHY1rpjodRhk/wkv7k9DtSkChImwYyMbtpwn4i4ri5FhLCDhN6iTWXCmTABEPQe3kN+XXtLD9zBE19Cll88VjGPbWWgrp2Xn59CVdcckiH96UrooWBBDZtr+GuJz/m08WbYu+R1b+URYcNpDXPwt8cZswL6yisjQ800QfSEILRwyr4YO461m+uBkMg/WCEVade6A5RiuOPnkB5WSFSKr5YvZ2VG3djGgYHjB/Imx+twradzMeKOjWZpHnmCtxVutsm3t4J4Dr32a6EoAxXrS8TQiD3trZT3547nerpx01mwfJtSdukSYdOirFUzBY5owUUrs8D/uTzx1De/U8XCKRPYEQU0vKEEkdhpRwj2BRm0mOrWXXKMOoHlbDytBEM+2ArFStqXGdIYPP2Wn5z6+vc/LMzct4DzX+eXt1dZ8/awSWsPX4o0mdStLuZMS+sw9fmxARM5f1PCrf2Voco3CihSLpDKrj58s88fzqh9kgsXbBSirXLtrN6yTYM06BXn9KODyMVTXtbc6vYPU762sGMnDwwadukg0emmSBSyS8MMnBUuq+PEIITLzmE2RcfTNX2OhzboWJA94zRB6k8+7d3ENJBiQRhJClPieM6DybeNNOMLYDSzgUwWtrdbISW60SsvLYi2kCA8ptJAkPJzmam/GMly88eRVtZkCUXjWXss+v4YvEW0MJARnRooce6LdV88xdPEo7YMRt3U68C1hw3DCdgkbe3jVGvryfYGMYIucsC6XOd/qIP+xEHjGDuws20tSfMLF5cfix/voHnW9ix6ivV8e/HVx/HiKG9uOG2l9leVY9puDm8pVQEhJFVJR89DxQYkeSVvmORsKKOr5AUnmmC7A5ThiE4dOowfv+dE3McVnHzve/x4jtLiZYftgPkFARi98Abe8x2txpiRq0GrtkiY0W0BA2BMr17jyfgREswe4+/2a6w2lVaqmVlCNYdO4jqcW6hqQGf72TA/GTV6qN3XMLAfuU5r0fzn8W2HSb99nFWHtwPDEG3zfWMfGOjm0RIqpjWSEV91R2F2e5kfyuj70807NDLNRD1kBdRhzkvl4U/YHHkCZM46oSJ3Pmrl9i4ehfCcAVWJSV+0yCco4gYuLW+wjlqiwAMG9+f21/7bkaTxPdOuplV8zdmVhAoNyzxb+//hEFjsmv2vgyhtjBnjPhuPDNiNPVwVBiI+j8YBljeOjQaZpghEVHS6eK+iyrf7+4TxbvsSKE/o6N0ON9ixRkjaOxXhLAlsz6p5MNfnPcvud6vGloY8Lj0J4+xZnNVQsnhItYeMwxlGRRWNjPqzQ1YIW9GspU3UYnkGUopjA5i3qO32/Del0yDT0x1n5jDW4BdIPCZFo6UaVK/kSM2Oob0zs9zLIwJAgI3KY8TFwbsoOiU5/S4ob25/+fn5myjlOLtj1fz1GtfsHZTNXa2yTtxH4gv1ZTCDLn3LHE15gos5C6K5CUwiSV/UnHtiEhpZ4QVZruKZYd0HT1dZ8Nt0/uy/QB3FdV/7i4GztsV6+O6K47k1GMn5bwezX+Wb7w3n/tN16mu56oahn6wNZ5nwnsOzBRNvWi3Mz/z0dwBdkLYb3TYDNtuvxnM/4bhCr9G2E5LKyyUQmXJMGgYgv0PHUVxUYD3n1uYlgkwkR/fcwkzj5+U8bPVCzdx3fE3xY/pCeNCCJSXGGnG7En85KErs/afiONIpCPx+TMrlOuqGjh/YicyeHrCgBACFRUGOuGLoQCZ70f5zSThRwF2cSD7eVuC1ScNo2ZUGUIqnhs/jlN79Oj4PLsY2kwAbNxew6qN8bK2DX3igkDp1nqGv7spORGJlf3BzeQjkPhZtKCOsiVmhpVopn3AnZyVEkSyDCCZVJbpDQSHzhjOB0s2EDHdiTTpJXQUZshL2+upz3Ndj2kIepUXZjtiDCEEx8waw5EzR/Hh8o3c+dQn7Ni+N2v7JD8GtwOcIDjSDe0ywhAIWAwa3IO126uxcwyW7sokrq7MlNAo+pkMCGQArFbHFTyEAMPV4QycuwszItkysx/bD+wDAgbM3eWFe2t5+n+J27fviAkCfRfuZuDnO9NyWSBAieTJXfkMlJKuYJzaaaJXvKcFELbjavyyPH7SC61zDBET/qMocAViqTBMA+UlEHIcydj9BvP9P59Hze56PnxpEdILkUvEMA36De3JgUeNz3ofFn+4yhU6pAJPi4hSrmDi5UL47LUltDa1k58jbe/iD1fxzK2vs/iDVSil6NG/jMFj+jFy6hAOO+tA+gxxnRcLS/KxfGbGmglJeGNOz37dGD5pEJ+9uypmesslFIiUf5PIYXY0bcWY59ex+uRh7BnbnbNWreKpMWM4TQsESWhhANheGZ+YGisKWXvsUJRl0G1LPcPf2ZQxPW7iliSbtIgny0lEGvGIAAEoy8DOVxgRFcutr7w20gAr5LUzXIc+ZYmcMYLKIKneQRoCrrnwEM4+firn/fwR1u2uSX95DNeRb3DPMrZU70WapA1iiThSMfvgsTkOGqeuqZWr7nqB1TuqMVX8wcum+g8XgBUhKdWwYQqGDOjO335wBkUFQZ5+ezGrn6jq+OCJWRezOH4lHj+S79o0RURhhuMhN/2+qASl2HJw/5iWYMDcXYzLYHfV/He4e+dOrtm4AXBDB6ManDQ8jVGS46AQmRMKeY6DQihot8GWnQ/D8nLxK5w0gcTwWYydMpDRE/pTub2OguIgh54wmfEHDEEIQUFRBb/6xxX89ooHaG5o8xz3FI4tGTqmL7948LKcdvz6PY2YhnCFZSezwCodSVN9S1Zh4LX7P+CO6x52BRZvwt6zvY492+uY/9YyHvndi/QfUcEvnryGvsMqOPTU/fjguQU5tRlf/8kpjJoyiLH7D2bDyp188rYX8teBqQBAOBKV4t0hABGRSZFBqRgIRr+8gfygj61DSzhr5UqeHDOGM3r27PCYXQUtDACFea6KKeojIH0mJdsaMgoCimhxHxJsYcTUi8oEYSdrCKLV/9yBJuFhNeKr0Wjf4O5oG9JTb8dfkOiKOZaeOHEF420XKrN2IlDq54tduymct5p1lbWZXxrPMafdcTBMA0c54GTuTwE9uhcyuH93AL7YtIMnPl7K0i27MA2DQ8YO4ZyZExncswyA7z7wKut27QFw8x8Ugq85szYkXOQ6DkZ8YLXFHQilgvOOmUq34nxaQxFCpoyvKDKgolJZondy1taJ98HzMTDd78bXrDC8w/RbVIVQsHmWKxD0KC9kxJDMSVg0/1nu372bK9evB6DvF7sZkE0QyEJS9s8U3CJctisEmIYXEYQbF08HZY0T7eYJSKkItdtc8v3js+wIk2aM4NEFv+KT15eyfvl2fH6LaYePYdwBQ7OGLkYp790ta/hiFMtnUlKWWbtXuWUPf73+Efdcc/SzfV0lVx70M+6Z9xvO++5sPn9zGW0toYz7nHrF4Zx5ZTwb4Ijx/Zl22GgWzFnjva8dvKHtEcjzpWkCzLCD7TNyaggMBYOfWcO0PxzHM/V1nLNqFU8JwelaQwBonwEAIrbDIT/5B/MPG4gTMCnZ0cjINzdgOBkEgWj2zsQHLuoHYHsrDek6DUb3cfJdxyGjo2B/XK/m2ANtJG9XCRUGo8c1InGNgIrG58r4ikearolBetn3cDrQIBB10BXuROsdI3HFpHA1HU43KMzPY/bUUTz+yRJMQ8ScL03DrTH+54tPoEdRAef/+YkMF+utvD0/BulLcQb07muwybV1zp45hp9degzLtuzm2/e8SGNrCF+rwghl0zAoz8M44doiWcwECftFkxG5jVxhz9+sMBO0JLsm92LTLDeM6m/Dh3NV33+NE5bmn+PRykouWrMGBXy7ojcrf/mGG2abAyOSPPkbbU7WIlkohRF1MExMtZtYyTAHIhROEzRM02DmMeP44Z9dn5twyKatpZ2CorxOee53xJ6ddVw08YdZzVimaXDoGdP4/l2XZvz8gV88w7O3vdmhQBFl+uzJ/PyJq9m6dje3fvdR1izcHPssrzDAmd86mrOvOQYjRQPQ3hbmLzc8zcdvLEt3NgRXY2DEV/1Ong8CViyqAIhFFTn5vg4Fip59Smj/5v683N6EXwjemTiRWaWlnbrGrzJaGAC2tLUxae58GoSieGcTI99cn7FYieMjo8cqkOBtTHzAkO4ELi132W504k7bXoIgI+K9FwI3BE5Ail4hNigZERVT50vTa29FnfCSz1U4ZLaJJvXrhkomrbqVipVUloaX3CfgmT2zdCMAn2VyzvSJPD5ncdZMhB3p7QcWFXP1yQdzxP7DqW5o4ZTfPkR72I4JK1YrSRUQY86FUWfmxP4clV4PIYVI0O0l1sY1tmK1KYK2Qb9epRx3xDjWjC3jN7t2IIDnxo7VTkn/Jd7fu5djli3DVopv9enDHcOHc8t97/Hi20szh9dFhfdIwruqXGHAFYTTGTm0FxtW7MzcV6ijKASFCNsZ2/zugUvp0auYJ29/izkvL8aOOASCPo48cxrnfOdounsFdpRSrPliM7WV9XTrWcLo/QanTaqZePh3L/H4za+mbXfLEQe5/f0f02dwZlX5T077CwvfXd7hMaLnZxgGT2+5g6Jubo6FrWt2sXXtboL5fibMGEkw35+zjz9c+xhzXlmclGo5hhBuBIIQGJZBQUUpZr6Pmprm+DmYwhUUOnBOBrD9gi3njGFHv0JKLYvXh49iSrdSAlmcI7sCXffKPeojEY5evIQGoSioa2PEWxsw7eTcAAJvwsv1kEVnnZieXoDpreajnXQgDCi8SV94GghboWLx8xmCEaNx8xYoB4QZFwbSZ8H4MTp6VUxTcPrhE3hiztIEAccNo4yaKqSXcDA21mY5lu1IVmyvBOEKU24oJjGv/lSP7jQE7Aq38MHmzfTrW8q7SzbEBIGoE1a4GISnZYhKJkK6v1up44rhHjvVryN6XxwfrmkmUSskXEWwnSdoVnDdt49i6qj+KKWoVg5/372b81av5j2/n4NKSjq4IM2/ktUtLZy2YgW2Upzbsye3Dx+OEILLzzuYpat3snlbTUZTkqvFS1ApS4Wy3IRUie+IAiZM6EfDrsxJxvCcTJXMoh0QAiIZhAUBs44dT1FhgKuPv5lQeyS2Ag+1R3jj8c/59I2l3PLS9Wxfv5u7f/w0uzbvie3es18Zl//6TGZkiSSIcuGPTqKwNJ8n/vwaTXtbYtvHHjiMq/98QVZBAMAf9CG8a+sMUkpqK+tjwsDAUX0y5jFIZOva3ayYux6loKJvaWZBANwXNhLxChwpZk4fytW/PYO///VdnnliLoYhsuZViI5ZiV+CaSsGPr+axjNGUd+niEPnL2LCy2s5ZvxgLjn1QIZ65s+uRJfWDESk5OB5C5gXasPXGmbUG2vxt4bdFUM0/EwSs8fH4vFzIOyU0DQvB77rye61ybBftK0TVecrlbF0caLfgABX+2CAtFRCeV/3RyQk9YqulJUAX3t2gUAaECkgOQOLcj34jVYQVlSVn3jRue9Jj5ICKtta0j9QYGUugJZ0vcoAwy9QCnoFC6iub45tj07uqSEZwgYzrFyziKddiQo2CoUZSc5QqITnvGnF+0lV6yrvcGccOpEbLnTtnraUnLZyJa/U1lJmWXw2ZQoj83VGwv8EVeEwBy5axJb2dmaWlPDOhAkEE6rh1Te28twbi3nlnWXU7G3B77c4csZIJo7qS3V1E08/t4DW5nb3/VKucCC8qIHER3rgwHJ2rMnhqKoUhN3KmWlB/VIibCepz4KiICdfeBCjxvflt5c/SChLLgFhCAoKAzTXNsWPE/vQ/efGey/j4BOndHivImGblXPX09YSov/wCvoNq+hwn7cf/Zi/XPVAh+3cU3Ml7F8+cx0HHjepw/Z79zTyp6seYvHHa+I3xvIl+UhlxDBQponwm/QZ3INA0EfvQd2pqmth7dpK7ICXfjwxLDvapUgcW90BtL3YYvlZo2kryyO/tpXxr6wjKAW3/+QMJozoWqa/LisMKKW4dM0aHqyqwog4jHx7Hfl745kF3ZS1nXI3SyIqDERvqjSITdLS8FbCGValCIgESImfdWe5pAnLImkijj3s2RxnZFSQIXZQM5SsVo81FRApIk2Kjh3HI+YbEbvo9L6S9o1qOlL7igoDKncXTsI1m2G3vYr6UOTACKl4HoXE0CVHYYVEPCwser0pfiAii/1j9oGjueDY/Xj2w6Ws3FKJ8Ft8tn8fNhmSIcEgC6dOpZsvc60Gzb+GVsfhsCVLmN/UxLC8PD6fPJnufj9KKd76ZDVPvLqQ9VvclfSYYRWcffxUjjxoZNL79fncDdz4s+diz0a2sFOhFCLsuOmJohEpicOmLcGW6SY8mbDNaz9t1kh+cst5zHl5MX/5/uNZvfyT+rHtdCHDo6yihIcX/Q6zo0n0nyDUFubSKT+krrIB6chYjoLMp+muQGadOo0fP/ytnP22t4a5+ug/sHNzdbI/QjB7rgDvIG5egvxg0nhnGALLZ9LqN5F+y81GSBZBILE73DGktSzAsrNHEynwU7KtgTFvbqRXeRHP3faNtHTNX2W6rDDwl+3b+e7GjSAVw+ZspGRnshow6gD4pR6F6Io8YeKJCQUCZND93IwkZwKUPk89jci4GhVEV67Rk4t/ltXImXhKqXF8yj2+meJ4F8mP5h7I0Z93PCNC8mSZYx9pxn0YYqt57zxE2A2jzNRFqkkC3OMayo1IyHntiSv7tI5dacJqy7J7bMDP3O+MCYP5dMXmJIdJO+hj7XEjaS/wM7usjJfHj8foRCIVTeeobWzhvUUbaGppp2/3Eh4osHmmpoYyy2LulCkMz89HKcWtD33AM28ujiXYgbj/y9dOO5DLz56R1O+Pf/Ysn811x4E050Evy2DMrwDc58JOmeSjBXYSd41+JpOFhB69ihk2tCfz3lmOsrNUJEwlKgxkafu7p69m8iGjk7bt2VnH6/d/wOIPV6IUTJw1iuO/fhgVA7+cX8uO9ZXceMrNVG+vjd3PpAVLQhIjgILiPJ7fdXfOPl9/5BPu+P7j6R90IAwoAJ+ZsV20PkGkW74bYhgNhcxRPTbapxMUNPXMZ8UZo5A+k74Ld9H/i93c+qPTOWDCoJz7f5XoksLApw0NHLJ4MQ4w8IsddF9dnd5I0qGjWSpRtX0qCs9eHrXlxz5IWc0rkpz7FN7nKmGSTmneaWEgm23Cyzqoovb8HKQezwh5GX2jx/FS/grlClOGezlIv2ei8PpPGjSVu9o3U0ocCLyIhQCxMC4hXPON1e6Fd+b6cqKTeQ5hwQjn8FnI4CGu8PrMMr60leWz5pgRSNPgV4MG8dNBg3KcoKYzOFJy27Mf8+T7i5FKYQiDyqFlbN+/Pybw/qRJMU/weUu3cN3vnsvZ3z2/PpfxI+J27NbWENde/xgb1rlmgKRJPlVT4LiV8VTqNq9OQZowAOCk+As4EhEKg2c6SBoDsg3FiZqBDG0uuuFEAkELx5aMnDqY1oZWfnPhX3FsGVt5G6aBEIIfPXglB5+avepgJiJhm09f/oI7rvsHzfWtacJA4jnlFQZ5sfKenP1df8LNrPlic1oiJQKe+jCb9gEg4AN/Zq2bws1QGHUilJbIWOAoFdsvwBRUjyxj/TFDABj5xnp+MmMiF5w0Lee+XyW6nANhTTjM2StX4gBTQwJjbU1mb/iE1Xe2R8kyDaRSSKk4atpItu2uY93WPUm+ggeOH8j8ddtxMh0l9SFNnehxVdxJ6q4s7bOReC4ZP7SizpEd9xU7sagTnglTBvZlSL9yHluyLFmYkBAIC6Sj4mGRGU5ZCNcHQRpgRU0AgJOfIMR4X4KKCi9e6uQOvSE7uD/SyiAMZElMFL2HsfoGGfrLq2ul/7xtbD1oED/fsoX9i4o4tlzXLPj/cNuzH/PYu4tifzeVBtgxxbXl9v5iB2b5QPCEgefeXpLTkcw0BM+/vSRJGMjPD3DbLRdw/nl30tDQltQ+Ve2fZkZQyk12k9qWhPfOMNwwuSi245bujWmtEvbMkIsgTSOQoc0/fvOC69ssBI7tgGOnvfTScVcZv//anQwc81sGjHTvgWM7zH9zKZuWb8Mf9HHg7Cn0H9E7aV+f3+LQMw5gy8rtPPWX17KGGhqmwdgDh2f8LJH6mqZ0QQDcpX02tXxUaPLlnrJExEbk+dzwbgfUl1Dz91hbR2PvQqom9GTD4YO5/bVFHDBxMMO/pDZlX6VLCQNSKS5cs4ad4TAj8/K4paI318kvMjcWgAkFfj/toUhsgMkP+pg9YyzdivPZuaeelnCEMcMrmDV+CEMqylm1qZJVmyqxTINp4wbSp0cJqzZXcvmfn6E10lHhgqR/YhMPhif1WsS98aO1BDrQXnRG7ZNTYMjUGPe9PHzCUC4+dCoXPfxsesk3A0JBhRFO2i1zl1GhxHOwdIJ4SZ2SjwmACXYQzPbc2RE7ex1JA7k37qYmbop9H6JDRQw9NtdROroPS7v5OW/1ar6YOpXBeXn/jxPtutQ0tPDE+4tjf9s+k00HD0aZBiXb6+m5bg9/a/uMGeMHA7B2Y1XOSn2OVKzdlO4ImJfnZ9CgHixbtj0+SckUDUCmfrNFEHgkvVeekJmxn6SdUiZ7mcVxRSZIrEp53SovPj9L394FvXzPu3z7Lxex4tO1/O7Cv1K7ux7TclMi33fjk0w/YQo/eOCb5BclP7fHf/0wnr7l9aynLh3JKd/KXGI9kYoB5VRtq0n/rqQEw4xff6rGJOjvcJWfiJCeo2AOUhdagz7ZTkuvfJp7FbLykAF884/P8uwfLqZbFyhT/q/3Ovkf5g/btvFmXR15hsEzY8cyc2R/Rg/shZlFelQCvnfh4bx2y+Xc/r3TuPOGM3jztm9y9TmzqAy18PKqtby1dgO3vPoJp/7+YS6+9SkWbt3JHruNFtPB9Jks31rJPz76ApnXgboq+vx7f0qfq7qPnocT9FbK0UnSAOX32uXussMVcur+SriCSGqOJJHQl2EIhvQq46Z3P46H+WXCL1zNQI5jS69OgvR7wk42E0B0m+H6XygjtxCTywCmPM1GqBhChW76Y9sz46gEQSHahTQ9IaUTHLKrjfGBIHttm/NWrcLpepa4fwnvL1ofm5wVsPXAAYQLA/ibQwycuw0UrN1WzfbqesCtVxFtq0TKj7c9EMisYj7m2PGZV6se2fxHOvpmReLkHop4/gcd7uT+6zjpwkDKOarUULxswoOHY0sWvL2MLat28KMT/khdVUNse3RynvfGEn5x5i1p96Nn/3J+cN8VGKaBmWCLNzznxfN+cBL7HzWhg4uD4y6YmVloc5y40BS7wNQVUu6bpywz9mULievcmWUfd4GVPC4LAcPe24zVFqG1PJ+VY8t55cMVHV7TV4EuIwzMa2zkp5s3A27GuPGFhQghuOU7JzOgVzeAmMNXVDj4xgkHMHv6aMpLCjhw3CD2Gz2AgN/iBw+9xnOfLU8rkLNk8y5ufvEj/v72PG56cQ5H//JeLrjlCd5Zup6WSCTr5JU4eDmmJwR434z0gZ2fPEHHbPe4E5oT8KIWUhAkaBeykCgwSNN1IowUu1EFkSL37+h5Jx7XkYoxfXuxZMfunCmBJSrrUyZNcPJABrzrLAQ7j9yDpYj/OMH4+SRO3LGmGQSKmPAR9Bw6faAC7jnYha7JIlIgCJe4P5ECQSRf4OSJWAXDjgSQhau3Ip9ZiBFxmNvUxKlvfEw40lFCBU0qja0hDOE+PDXDymnoX4pwJIM/2YyVUAynocWNTz3sgBGIVI1SggCJgEP3H5bxWIcdNoZhw3p16D3+/xLrElVQnSHTxO456yklXae9f6JIlnQkT9/8Co7tZMwhIB3J0jmrWfHp2rTPDj3jAP726S858ryZlPYopqisgGET+jN4VG+euuklZhdfzI9P+iOL3ss+gR50/EQmHTzSLemcdvCEyT9aHCp6imE764LKzfgsIJgs7BlhGffjShAswRvXzJRtFgRaIwz9cAsAVWN78siGrVmv5atElxAG2h2HS9asQQLn9+zJJb3jNrHupYU8/vML+f0VszlsyjAOGDOQMw+bxJO/vIhvnjIjLZRm0cadfLhiU84J0HHcSmHRJlGPc+lLnlgTe3ACYBd4kyOeUGCAHYhrCZQV/5FmsirbLvDi/xPItMLNiCeE2AXEIw+87cqCSKG3Yjfi/fXuVkS3oo7V36YQBH1m2kJfmu4EnGoKSNQ+dIjhCg92XtzBUiX2kwFpkRRmmXyynoAR1Ux41x8VzgTucToyy7RFbPytEfot2gHAqwGbCx94NXd1RU0afbuX4EhJqMDPzsmun0DfJbsoqEsIARbQu7wIgCNmjIx75iR+SQnPWGlpZnWv329x85/PZfpBns07Ke23Z3s2DbBMlGmghMhdOhvvvUt0EIzauzur6k4YY5RyKxe6AoC32pUqva8OshKalsG4g0Yw59l5OHauymeK+378ZMaPhowbwPV3XspTm+/g+ItmsW7BRrau3oljO9hhm0XvreBHs3/Pc7dlNimYlskvH7mKky49FH/C5O0P+ph9/nSmzBqZcT+BgKgQmHBvDENgmCYDR/XGaLUxWsOIiIOQEkMpjHYbo92Oa3K8hY8QYDgi5igqA3EtQenOJnquckNTPx3djfqOTLxfAbqEz8Avt25ldWsrFX4/tw9Pd3DxWSZH7T+So/bP/BAm8sqC1UkhZanktL8LTxUuPBWWp6pWiasZ04v1N8EhS2cJWgES6q87eSl+BJ46XZqu539ypIKnicjzziFbGUHvguyg68Uf7bdHjyJ6FnVcvthRimkD+zBv/fZ4mCTJeQcSiUUOZOkv+jKLhN+jE7YRBmw4cFh/RlX0ZM3OavY0NFPV0EJLe9htny1iwutQmcSSQ8W2R4+lAMvVZpopxagMIXCUiiWYAijbXEd9v1Ia+5bwSk8/ry1Yw8kHjsl5vzRxDps8jPygn/XT+iN9JgXVzfRYG8/CZxqCmeMHU17sZrxbuHxbNPgmI0IIXv1wBScfnlmVXVSUxy9+cRrV1Q0sW7aduZ+u56P3V8d8SJImXtOVDpUpY46FicTC8KKre6/yoRIgDCPuIJMBwzQYNqYP6xZuTI7td5zMmoDEQSfVYTEFx5Yc+7VDeP/xT7O2ibJm/gZqd+2lvE+3jJ/PeWYuT938CkCSU2H097/f8BiTDhvL0AkD0/b1B31889dncuEPTmCj56sxbMIACordBUbVzjr+dPUjrJy7wRXMLMstJx7VZpiucGaYBiU9S6iraWbL+urY7UBIlFfPQADSECi/EbufiWsQU0LEjyvcJfgrDJi/k8Z+xbQVB7hmwwb+MXo0X2W+8sLAwsZG/rRtGwB3DR9O2f8zGUxNYwuOdLMDypSYecNJti2mTmhKRPMJJDRImCETV9/RPjN2FN0mcNUICce0893zUN4kGY1GcKKL+AQBREA8/C7XYkXgOvh5K2RlgN8yaXcilBYEqW/JnkZQofi4cht5PgMnoVRztuMps+NCSlFTicALMfR+P2jkIK4+fDrj+idnV7MdyZpd1Zx99xOoXA6Xwrs+J3Mb14FQIAMKZXnCh4SCoI/S4nx27W1MSxI3YME2VncfTVu3fH62aZMWBr4EQb/FlHOm80m4EWFLBs7bFpeZDUF+0M+1Z8yKtV++PneVQqUUKzfsRkqVZA7YuWsvTz23gHfeX0lbe4Qe3Qs56fjJnHXOAXz83mrAW5VGiU7OhoHyGShcgSAxDl9AVjV/tiqG4AoChcV5jJo8gHULNoCU8dc7q0kgKh17Mf+m6YYjJhzDMA2kI7nipvOZMHMUxeWFNNY2Z+kv3u87j37EOT84OWnrgreW8sivnmXNwo2x682EaRm8+vd3ueavmQshAeQXBvH5TRa8s5zn//Y27S0h8ory2LGlhp2bvJBviRuFYQiwfAhcrYjy+yjo3526muTrEAARV3ui8twBVQbN2P3JhBVShH2JKVsVZsRhyJwtrD5xJA9XVXFq9+6c8hWuP/KVFgZCUnLJ2rU4wDk9e/7TX6RSimXbKtlcXUdI2mAm2OgTni3p81bmGYR+RYIgkEWFqcgwCXWgk1YGrgohwTYqM6x+pVDIPLyH3VvqeNn4DDvbwVP68FTkhhD0KSvm5Mce8xyBvEEwQweuaUTRlu9gtIJpG2mOianXKw0yRknEhsKoP0XU1KDcifmHxx/CkB5l6eegJD96+e1YssGcpDSIaR+iJhIJhhQx04rfNHnu55dw5a3PZxyrfe02AxZsY/PMISyvKGB5czPjCzvWqGhge3s7DzpuGusJWxswm9xkFELAjHGDue7MWfTvWcqW3XWEwjZOJ8wwQoikBf7a9ZVce8OThMMRHG+Fv6emmQcf/YTnn7RyhiqiFBgmylBu/oBYJEL28yguyadpbwtmnp9eFcVUbatNUtcHAiaNVXt5+b4Pkz3hO3JCTVGbq5SaAtKRVAzqwcyTpiKE4IjzZvLC7W/kNFkYBuzenJyD5d1HP+amS++KTaq5yig7tmT1vPVZP9+zs45fX3Qn6xZtSf7A71YeTOtbKgiH3foEQtBvVB927G7I2LcAhK1wHOlmJOzAF0QoN7OqTFkrziwp4YT+/blp+3auXL+ew7t1o9j6ak6bX82r8rhp2zZWtLTQw+fjjmGZHYc6YsX2Sn781FtsrKqLb8wgCCSp7mXyoh9yr4aJtlXeOy06aTaPzuvZkgp5SMMTBBJ3TBQeLNWp8srgjh1+y+D1zeuwpXTV6kHPDJEwXikUTkChAsRCIx2fm0RGtIORzV0lqtFwSDKBpE7K0p983YFCi17FhTy7bCWvr15LUyjEsO7lnDt5Apuq6lhfXds5U61K/jWp/gHu9+tYuEmVHLjg0Mn0KCmktDCYbbFH6Y4GSrbX09C/lO+sX88HkyZ1WIteA99av54mx2F6cTEfXTKLnSc00NQaoqKsiO4lBbzx+WquvfUFtlfVgwTDVkmltlMxDMF+YwfE7r2Uip//9kVCCaHDUaRUNNW3uSmrsxEVrL34eOXI3O+tgvOuOZrjz9wfy2diGAYNdc0s/XQ9e2uaePxPr9CcmOvgy0ShRJ2fLYFsz1zroHp7LTfM/iP3LPgdZ15/PC/c8Qbpic9U7LqEEBSVxQXXlsZWbvvW/e6Yo3Lc6AR8WaI32ltC/ODEP1G1rTb5A9PILAgk4p3j7qrGnLdIASIiIdDJctAZ+lq6dif3m4fyfF4eG9ra+NWWLdz8T84l/+t8ZYWBHe3t/MEzD9w2bBjd/bnLZwLs3tvIq4vXUNPUQs/iQsb178W3HniJsJ2y1O9ote5pDsxIghUgtaBOCiK6b4dnmXwsIJbQJ1P3ikRBIMPBhXClkFzLZu84hoCgZXHe9Enc88WC+MeWu0pGqlhhJ2mq9KcrqobPA9WWXZsQvaaogBTbN9EenNC3EopWJ8KU2/+Go1RMqFq+u4pnl62kX6DIVZ8aKqPWJuk6E8a4JAEuVWNguZPL145ws7kdN20Ui9ZnKHHr0W/JTtr6lTKnoYFvfTCfQ6wgM8cMom/3khwn1HV5u66OV2prsYTg/pEjsQyDgb3itutH31zIbU9/5P7hZQuN5oHI9ppJqTjvhP1ify9cvIXKqizVCHP0k4YQKCEQhsxevdDr8O4/vMaYSQMYMa4fACVlhcw6cTIP/OZFmhvakhP6JM50nRwY9jt0DAveWoLM4McgHcmujVV88uICDj/7IPY/ZiIL3lqWQSBwz8GxJYedNT22+cOnPyeUImjkqlcgDMH0E6Zm/Oy9p+eyO6EKYwyzExO3dP0B7I7qOkCs8FRnyBR5ZRqCV99bzu2nTOH45cu5bedOvt67N2MKCjrX6T7EVzaa4IebNtEqJTNLSjinZ/YyneAOEn969SOO/sP93PHWZzz1+TJue/NTLr3nOUK2nTNyIA1v9SoDrtMdfMkJ/sssGAXxJEQZdlWo5OiAbBjuhJrrOH1LivjWzAN446qv0S5trFSvZYFbstnnahrI5ZAoQPpV7ByTTsUzpxrR8Sm6Mk8UBGLCj3LP27sHDgk+CQbY3qC2q6EptpLJFd4JeF6b3t+5tDkKgvk+CoKukHn8tNH061GSMWeFaQh6CpPBW1zt0n2hBn77woec8IsH+P79r9IayryS66rYUnLdhg0AfLtvX0anDLx79jZzx7Mfu38oYjUyXHt5bHPa93zaUROZNj7uzLZ+Y1XWHCMohTJF7nc30aNfCJTPdXKLHjt2DgknYxoGLz32eVpX7zz1eXpmv6TshLlOxMXymSz9aFXOKAFhCD59aSEAX/vFmVg+z3lISU8IULF2M07Zn6ETB8X23bFuN5aVMFlHFyMZxkdhCIIFAY675LCM5/HBs/MyCxEdaQWizQCrg7oDAMoQroOnkzvfQLbCZ45ULN+wm+PKyzmpvBxbKa5evz7jNe/rfCWFgbkNDTxWXY0Abh02rMOH65735vGPj77w3m2FLeMJOP7p71y4E2MkMeSvAzNBNJdAZ7XZMdW5t02aCpkwqSsDnGDi0jr7yRbk+Tl/6kSUT6ECCuF3j2IZBhdMm8TokT25fd08Dnr8Hl7YsgrHlGkTeUJ3uQ8p8BwS01WNI3v04N6zTuGI4UO960w5SupqPdVkI5LbqpTQBGXGtQ5pROs0RPvJ9d0LaGoPs3a3u7rJC/i49/ozGT2gl3toQ8Qmmn49SmiXNsEl2/E3h4jk+akcVYEC3luygWvvefkrObj8s9yzezerWlsptyx+NnBg2uevfroy/t2omHzpYoiYgBz9ChUgDHj+3aVc+4fnaGt3w8R8lpnu5xGtSSDJHToYixuOCwMYBirgR/ktV90dlWylJzQohWM7LJ23Ka27proMJb6/hCnJNA0OO+MAIu25Q+CUVLQ2uw6/wyYN4nev3EBZL1c7ZVqGG/sv4PCzD+KGB69K2je/KC/dfyJBIIj+IFzHwN++fAPdeqVrvhprm9ixfnfmZ16pzr0Lfh9OeyTnAC0AZRnuOqUtPSQx4fSxgyLr/W5qDXHr03OYuaOFgBC8V1/Ps3syaDX2cb5yZgJHSq5e7zqtfK2igqlFRTnbt4bCPDBn4b/s+DE7cxRPS6CUW3EPMs+RAmLFdxIL82SakGLHiPopRJ0GDYETUKBkLFuhcAAb1wM3xzJXBeGVqjVEiuOriiKfn5OGjuKhtYsQEMukVx9qi9nrjXB2VX9OoiYDX3xlcdNxx9CtMIgScN0RB/HWlg0IG4SK1x+PXXN0Fsh2WQnbpJVQstlbAUTNNtHJv9jvJ9QaQQmVM6NrKokmpF7dinj4h+eyYnMlC9ZuQyqYPKwPby5ay3OfLgep6LtkB5tnDmXP8J6Ub6oh0BJm/rrtLFi3nWkjB3yJG/jVpC4S4WdecrBfDR6csRT0jur6rO9GFOH9L2by8douXLmN3/39LX599QkcOG0Id977QXwnpWIJatz9BU7QxGx3EvqLV+hLK1sc7cMwPBOXuyJNbKOAcCg9AVW3XiXU7NqbfA0JVU+THH8zIKXCMgUVg3uyc31l1gnVMA0Gje4b+3viIWN4dMPtzH9zCdtW7ySQ7+fA2VOpGJTubH3waQfwyK8zFILyDiUMQVG3Ai786ekcef7BFJSk53T46Pn53PSNu7Ed4kJUIo7jhhHmIuB3zQkRG0x/upkjekqmANN1GBVSUeLz0RSKuAmbTO/YAiJB3FLnWdjd0MiT77mFssrGVbB7Qm++u3EjJ3XvTqCDvA77El8ZYaA1FObBOV9wx8bNrB3dB8N2MBasZ0VBaVqoWSKfrd9GW/hfk1AitljJdFe9mH+jPd4ucS6LVfWLagdkyjOuvDZefQIllFdp0B0ghI07kCWsjBDe2CQglwu/9CkajHZIrtNCUyTMY2uWZb7OqFnAc6brDEmrdOUOrIYhcJRkZN/ufP+TN2MmmYBpQp5CtnuJQVDpQkdHMkj05nrhkEbiJB+9P0D/biX8+IRDqW1o5d2l6/lkzZb4NebAZxoM6ZkevTBucAXjBsefuW/f/WIsL0VxZSOFlY00VxRTNbqCAQu3YRqCNxau1cIA8OutW6mzbcYVFHB5794Z2xQV5MgLrVy/lWwyopSKd+eu5RtnHMSTLyxw/QwStAyk7mcInDwT4biFigb27caOzTWoDFUt3Z1F8u928qQsgKa9LXz67kpmHDk2tv24C2bw6M2vpWcENE13gsRL+ytARlL8CrzV9FuPfoJpipwra+lIjvt6suretEymnzA1q30/yqCx/Zh56jQ+e2lBuobAG8xufPQ7TDlifMb9l360mt9ecEdMYBKZ/LgcCaZXFyKbZkQprxqkCe0RTxOT3DavKIATtJBKUdAtn5qGVlraIzGLiCEV0lAon8CQwo1EMZMn9rjGNZ47oWJlJTXDytkO3LtrF9/u1y/nPduX+EqINc3tIS6682nufncem/u7g3P3DVUsWLGRC/76FB+t3px136z22k4sdhPtkrF/E1IJp/VngMwjKf4fwytvnJQVz0teg8KxFL8+7Sh+d/Yxbj5+07XJO0UKGfQEAj/IAvdHoZJV6Z4/gMpoRQWFRAazrziyXrmhwC9RBTYq33Gd87xPLZFs61AopE8i8xN+8iQqoHBMh7xii3X1NUm+GSHHwfEpZJ5ynRET+xIywfzRibMVioJiH0eNG0ZewkrTb5n0Ly9hW1sDlz3zEj98+x2WNFdzzakzee/Gb9C/rCSWojoV0xDMnjSKkvzcBQukVLSGkoXN3it3A7B3YBntRQEcqahvacu0e5diVyjEXTtdJ8w/Dx2a7pficdS0kfGkXyL90U0yG0RRuP4gtiu8XvDdh3jlwxVuRsoEATUjQrjq5nyLwuK8nK4k8eMpsN0MeJn46y9fcisMepx06aH0Htg9luc/fmiB8Fnsf/QEzr7ueE76xuFMPHike7LR2gXeMaQjsW1JIM+fNpFGU/9e8oszYxUL/xl+8OCVzDzVLetrmAaWzwQBwfwAP3rk21kFgTce/JAfHPO7+KDpSJTtZBZcwhHXSTBVpS+EqzVQuFqB9hDCcTBCEURbGBGKIMI2o4b35KWPbuTVt3/A2RfPpKah1b0/UiU5eAovAsWIgK/NS12cUiXSCZAk4BmOovfySgB+u3Urbam1IfZhvhLCwN3vzmPd7hr29i4lXBjEDNuUbdmDIxWOlPzg8ddpz5IbfnCGlV1nUdHVpad6lgEyOqFAgunA8yWQAS87oJ+kwjyuUxzYeYpQOURK4ZWta5kxbCAHDx+I45c4BSqpCIs7ICqU5QoI0lQoQ8VW4soPiKg4kPiCKZQvRXjo+KrBL90fw91XBSWy1GbikF68d8klrLv2OvoWF3n2foUMSPc4KfZ8GZA4QUmLHc5ezMcCZSn3/grXJ0IGE665A12x8kwRDTLMa9vW0xgM07dvCdcdM4Pi0jy2tzYmFZeuaWnljx9+wmXPvkh5z4KM98UQggHlpXz/hEM6vFuGIehenOwAl7+3leJd9SAEVaN7YxqC3mXFHfb1VeembdsIKcXMkhKO6tYta7uxgyuYOXGwK6gJMnqBJxEVBBIeQcdRSAOcgOEWyfIEzlyvgeMoIqiMnvrJx/PMA5HsE0V9bTNffBqPwS8syefPL3+PGcdPTMrZHywIcPbVx/CLh6/k4h+dzNduPIW18ze6K+hMh5aKUNjhqAsOpqyiNLZ9yPgB/PiRb3PO90/Mfe4dEMwP8JMnruG+pX/iwp+ezmlXH8/191zOU9vv4tCEyINEPntlIbdeeV98ko2aB2wbMgkEAlfQsW33M9MEy0JYVrpZIez6DQilEI5E2A71e5oAaGsP89Qz87Jei8A1o0bzQ5jhaHiqcMOgg2TMT1C+sRZ/c4jKSIS7duVOdLUvsc+bCcK2zTNzl+MoxZ7hrmq2fFM1pveyKKC5PcxbS9dy8n5j0/Yf168Xwyu6s7GqNj1qQCQ8vyn7yZi6vvPnGjMPZFiJJE5qdoE3gXubPtm2ldOffILKtiZkfvJ+4K38U75J12YG2K56XQVcLYCwBSg3P4DMd8ASEPkSMqEvIRtQTIBx+aJ+B/P2bKM0P8gu2eiaEVDZnzIByNzeDChPeDKk63Boei9xRHipgzPvGStAK1JUxgK2NTdw8+efImyFyvIFrqmucc0fAdfXw7A9TaiA/hWlPHzZWZR2oBWIcsbM8fz9jXlJz1fFykoa+5RS37+U5jWVnDp9XKf6+qpSGQpxz25XY/KzgQM7dPr93TdP4Jf3v8V7C9e5qnPPtAYZTATenJzWo5cYwvEZWCgguxc+uNqgfoO607SrgZrqpozJiIQQ+EyB09JxAqTq3fVJf5f2KOLGey+jtrKejSt24PNbjJ46mGBBINZmx4ZK2ltDOfu1fCa9h/bisTtvZW9VIz6/SXF5bt+pL8uA0X05f/SpHbZTSnHfjx6PO3Gk4jjgOCjTQAQ8s0Hid29ZbthmLpOBlLGQRCGgrKcrWC9Zsi3mLJoNAW5oqudUbIVhwtT+zN26I36IlH0MqeizvJIt0wfyh23buLx3bwq/AomI9nnNQGV9My2hMI2JWoGtyZ6elmmwbndtxv2FEPz2rKOxTCPtS4/ajZXPy0zlh4PGDMQJkDXRTybTAV4/SZOniP+4anQ3ZXCk1BMEiLd3lGJ7SwMRKZP7EsRW/LERUKQcy4rb6pVPIctsnHIH2c2BQNpZ5iYhjC8bdy6fy7zd27GVRAZdU0DyIdLNFTkdEIWrGZAFCjwtSixngyli9y9RmIr+HtWcpAlySiFROJZrckkLq4z6YADCABUAp8BN9ezkw6bGvTwyf0n2c07hvEMnM6BHaVIYW15DGyU79oIQ+A4ZxfC+3Tvd31eRm7dvp11KDiwu5sgcWoEoeQEf3zvfs31H/UJM3HDARNNBFmE+hhBgeGW2s0WZeDhSceThY/jxb8/A5zMxU1T6hiEo7ZZPpDl7eu5EijM42AGUV5Qy7chxTJ41KkkQAHeiTyOq2vZ+pFRYlpvUqLx36b9cEPgybF+7i50bquhY9ShIcygUAmEYHYcaJmR8VAomTXcjkToSBBKOHP9XwVXnHRzz54r7GMXPTQHdNtXSz7DYE4nw153Z84vsS+zzwkDQ58r0Ua1A2eZqzJQ4W6UUQV92yW1Mv1788dzjkuyPiYJANNZdGTBzxEAG9+iW1ZYMruo/EiTm8d+9OJ/ZY0e6z1Libt7fTtCdbKLq7yS8gS6zIZT4xkwLkahAYOA6GgYSdaXeo24oyDBBx0n4zOjYt2BrUz2VrQm5whOEFmE5CL/ECEiEz4kVIcil6u/QDOAjwQfD+8+IVyXrUHETjWhIFAhUltudIMw9umAJIbtznpPF+UEeuv5sjttvFGaCHXzIBldAXRUQbGht7VRfX0Wqw+GYurUzWoEooXDK/ffeFekn/i6rTjwDgLQE0hcf7FMRAsaO6cP++w1h9Ph+3Pi7M+gzoCw2dwXzfJxx/nRGDu/ppgPO0k+UYL6faYeM6sSZJdN/ZB/KE9T/mULrlCP5/LVFnag98O+naa8XMvkl0in/syhc4f/xBz7mm+fexesvLOrcfkmKCIMxQ3tz4LhB7nOYGqUgcAV40+TngwcBcNvOnYRzpKDeV9jnhYGeJYWUjh5AqCgPI2JTvqUmrY0jFYeNHQLA8l2V/Pjltzn93se56OFneGzBUppDYQ4fO5Re3QtjWgCV5tQHKDhs9FDuuuAURMoLH/vX8gYjy11FOj64/uiZXHv4Qd5KVcX9DLyfbBX8ksg5J4rsnwvXxq+K7djKGlOCJTH8EuGXnpDQwUGifXWCYaVlKR7ZEuGTbqhjghguLIWwcr9EApH+lMZWcd69NBVOUOEUKJxChcxXYHXgT5CC8iUIHh3LPDS2h9iwJ7O2KROlhXn8/PyjOPPwiVj5Jo4fIk1NFFU3ooA/bdna6b6+avxt505apWT/oiKOLeu8D0/PboUU5gXSPxACx9/xSj8JBdIUSf4Hie+3VDBiRAWGIfjH/XP42Y+eYUdlPdIyIGDSZjt89vkGWltC7rxmiNjqMhMXfvtIgvmZX/xQW5i1S7aydvEW2tuSHZxN0+DM647zTjD71a39YjM/OvlPRFIFpv8wFQN7eJJ1x6v74m4FSf4SeCWbO8w74IVyYghUwELmB9i4tZal8zeB3XGyoahfgCEEo4e5ESzHHzg6WSsQ/dUb2WxH8uhtr9LLsqgMh3m6OrmGw77IPi8MAEQ879hu22sxU1IHm4Zg2tB+jO3Xi1ve/5Qz7nuCF5atYsXuKuZv2cGv33if4+58iG17G7jikAPS1OxRDCE4ZtwI+peV0ru0CCNfuH4DBrEKgXae53QiQBkKaUlkoeK1res49vGHiBTImLZACdfJT5oyJiBkJatWoDOk7Bz9VYlY6KLwSwimDxqGqTALI5jFYQik1OzNgt802dFex7S+fbxoH4WwPOesZA2g+7c/u3Ygpv7PZI7x+pSoeLXHFK1LZ/IfxPqPamC+BF9mMaOU4sYn3uTxTxYTkk7sfMu8QjAP7NrNjqb//kruP01YSv7u+Qp8t3//L1WzwWeZnHbo+MxaOuGu9J08MHMlDwJPve46j2EIlF8g/QLlc4UD6T0bz7+8iMcf/YxHH/wEwHUkFMKrJyLYtbOO9dvr4hNTwsSW+KiU9iji1ItnpJ1GJGzz4O9f5rxJP+ba2Tdz7Ql/5ryJN/LA714inBCRcvIVR3LyFUfkvCTpSDYu28bnr3ZudfzvorxPN/Y72isZneOFGbX/UH5432Vu9ESiQJBD+xadzFXABwEL5beQeYEEvb/ADOVONiQT8gtIpTj9xCkAfLx8c1Jly0zHbmpso3h1FeBqB/b1xGH7vDCwobWVBZEQAijfVosh3MxvUXXs+P4V3HLRibyyYg13fzIfIBaWFJX8a5tb+cZjz3Pa1LFcedgBCMAUItYXwIxhA/nNaUcD8PO336PNdpDe6t8udO39ynIneWlJlF+5WfYMxftbNtHuOGC6GQHDhQ7hbpJwuSRSplBBTzBAokyF9Euk3/1dRZepOZ6z3CvgqCkgEU8dKt21ixDKXbkXhDGLQljFIazSEGZpO2aeg+GX+IsjGAUdhdEobCPMTxe/xpKWzQSL7djKP+sYL0BkEERik3Q2HwUDZEBlNaHENAdZzzRF0EgUdDphXigM+Bnes7yDVnEWb9nFm0vWpZ1R4Z4mAk1t2JbB9xYs7XR/XxVerKmhMhymwu/n1O7Z/SbqW9q4643POfKnf2fydbdy+E/u4Y5XP+XUwyYwYkCP7GY7IYikPf8JRAUBqdzXxCAuqQrAZ4DlagFNQ/DM459nfZYdR9HaFonHqxsCTE8oiFYSNAUXfOuINKHHcSS//sZ9PPO3d2MZAgHaWkI8e9d7/Orr98aqMgohuPKm8+nWM3cEimEI3n86PfVx/NIV677YxFsPfcicpz+nae+/Rxi98uaLyCsMkLmSl6KoWwE/efxqphwyhj88fx3Dxifk27DtWJ6FjMJEQR5Yrk1QRbM+glviWLkjgNHuIMIyFoGhAGGC9LvfS3TSP+mYiRw2YyQA63fUZK9WiftoKAWBlbvwAQubmvi8MXudi32Bfd4F8m7P1nhsWRkPXXcRLyxcyebqOgoCfo6ZMIL9h7pJIe79dGFWtZ2jFDvqG5mzfjPfOeIgTpk8hhcWrWJbbT2tRKh32lnVWMPJjzzKjAEDeGb5ClcNKEmPJjDJeVeVz80NkHoi0pJuGF2CXV75lVuNrb0TOYpziXW+zKp40+dg+mTsHXU1BanL/3jJVyvgYEuQdqoTk7fyNxRmgslBChvTbyCd7LGLQuBet9+t2y6iN1SohDrRWTBx44ajDh5JHbv3WkTSjxsTEqKnlXp7Eqwumc5aCLhg/0kEvoQH8YsLVmIaIh4fn9B/+eY97JowgJdDrThKYXahioZ/2eqaR4q2VXPy3H+w36C+nHvgJMb0idcTqW5o5qJbnqKqvikWkVHb1Mr9787nkQ++YOLA3vSRpWzfvjfj9+X4cd8jz2UmNpIL94sWjnI/g3T1FcS0Ro4taWpNdkpLO55SSJ+J6XjPczT8EXeemnzgMI45NT25z+dvLmPBeysz3iMlFV98uJpPX1vCrJOmxLa3t+auaSGlioXZpbJ5xTb+ePHf2LhkS2ybL2Bx8reO5Ru/Pw/TyuComMD6RZt48Y43WPz+cgSCyUeO55TvHMewSYPT2vr8FkeccxAfvzCfhprm2L0XhuCgE6by7du+FguDnDBjJLe+9UNWzd9Iza69LP1sPR+/upjW5hBYJqZluLUXTBMKAsmFjSzDNQsA0me4gpz3vAil3GymEYff33Iur72/gs8XbMR2JKOGVXDGiVM59KARMSEtP0u1xVQCYYcxjTZLiy1u3bGDg0pKOrXf/yL7tDDQ6jg8UOkmgLiqTx96lhRyxREHpLWrb2tnXXW6L0EilmHw2eZtHDlqGP3LSvnOEdP57Qcf8uIXazCFiMXBb6nbG3OIi6aviNmucbUBHarTUz5XQiV/EynqbpknIQKGY+AeNeG4EC/mk9BxTPDxy9hnhqkwLcfVBJgSpeIhO+5iSGEayhMI8Go1CKSML70L8g1OrJjIM1sWEwnHJ27TLzE8wQIURif9C6LHEWZslI7fI5nrRiZM11kmT2WBRCIiIt1kEDUtRAUBkfx7NLNiolAQPZtZQwfxrUMO7PT1Aeze25QmCEQp3bmXqlF9aMvz8VZdHceXd17jsC/z4PI1zGtpcVdx63awNRRhx94GnvtiJT8+4TDOnz4JgF89+S7VDU1pob9KQSjiMH/DDjesMM+LFU9VYAkB+dA9UEBtTbM7PyjAyyIYUxzkEsIM4abF9iU8bwl1DERKW2UK97No17hRAr+443wsn8mWdZV8+OoSmupb6dW3GwvfWYZhGunFiqJdmoLXH/00SRjoNaA7W1fvyKp9Ny2DPkPSi7Tt2ljJdbN+TltK1EMkZPPcLa/RVNfM9+6/MuuteO3v73DrlX/HNI1YUaR3H5nD2w99yPX3fpNjv354rO0Ld7zBXd99JOnVBujRr4zbPv4V3fvGfUTamtt56pbXee3BOTHHw9HThvKNn57MhJmjqOhfjmmZPHv/HO7/4+u4oT6eqSahe2UJN2Qa0h0AUXzywRp+8b3c+RaO3G8EKzZXZv08uv5QKCbWhlhabPH8nj3sCoXoE8jgx7IPsE8LA09VV7PXthkUDHJcjgFUdtLTM3Gwfnn1Gh76YrG7PeFtizuVuI5rylLxMMMOTP/xEyJWeQ9IL7aTiCUxfA6iEFTIQLSaEI2tF0BAuit/KcA2iFZeGVjajW3ttV4yFUUgL4JpyaSBQxgKqZQnFIBpqOTPBRgohKlwvNV9SEXYv28Fz1VGCATdqB73fYvr26OCgBBgWhLpZF9lqMQbmoDwRunY50mrf29aNqN5E7IIDd6krgyFYSdvT5Y73F8My0BFvI+E55cgwVAidoiKsiLuOufkpKiAztC9KD+jZgDAcCSlO+qoHdKThysru4QwUNXQzPeXroB+3SnaU4/Ps4lH789vX/2A0X16UFFUxCerNmc3+ETnZe9Xxw+inTRfV0dBYbcgtXua48E00d07Gh6iE0q0KFECyjLc7dH0xNHCRIZBLOxXKnAkNTv2cvLkX5AXMGlrascwDVc5IRWypS2nTV06ilULN/Hxy4s46PiJmJbJ8V8/lLu+/2jWfRxbcuzFs9K2P/77F2hvac8oeCileOuhDznj+hMYNLZ/2uefvDCPW7/591j/iccC+MtldzNy2jAGjxvApy8tcAUBSNOE7tlRxzUH/4xHN96BEIK25na+f8Kf2Lh8Gyp6XpbJmsVbWbNkGwDjpg/nohtO5IxLD2HS9GHc+dtXWLXCC+szhFtnRIDyGWnfUwwheOP1pVxy6SxKS7OXIZ48LHuWxsRLEQhmVfRgQ7HFZ42NPFFdzXf7p9+3fYF92mfg4SrXeePy3r1zqla75efRt6Q450RtS8nk/vFc6Pcv+CLnQkHhqfw9P4Hozz9FtufW52AGndi3JAIS0S0C3UJQGoKiiCsMGIClIOhAnvtzx1GzY1nV/MEIhhm33SdGzLhFypIn8KRz8EyniSv9FjuS9HnypShMU2JZDqYhMS3paRoy3Rtvm8xgwDEkVr6DVRjBKoxgFkYwAna8nSkRpnfduRDexGAk/Ij4Z0TrFZhgBgTKUPE0yAUgC8EucKMVZAAK8wNfWhAAOHHqmKyaAYBuXpGal2praexkyOK+zOMLllLfqxSAbjvSozJMQ/DIZ4tZvb26cxEBgtjD6GTQ8BpCUNGzhO99w3W8M4wEXVEnrTJpzaIPv5fvAnAndMv0ZFdPMIgKEV7dgNYmd0UuHYljexVSOzoHpYiEIvzu8vv46Xl/I9we4diLZjFi6pC0FMbRkz3inIMY79nAo9gRm/cf/yRnmWPTMnjnkY+StoXbw/z2vFv55ek35zxNwxS8cudbADz6m+dztt2zo47nb38DgKdufYMNS7agbMe9h36fJ1DFb8yqeRv44em3MPfNpQwb05cDDhsdE6BUop9GB2Y2x5EsmL85Z5sXPl6R1YEwrid1D3XKjLFc0MutVvpIZXZtwv86+6wwsCsUYk59PQDn9kxXhSUihODiAydnHVQMIeiWF+S4MSMACNk2q6qrc3uLC1eKVobywvWIZ9zLuZvI/OKnbos69ZFhwk04XqZ+igMBxpZVcPawCRgiOiEnNlKxH69mSIcYni612BdkWvfMBXUMQxIM2PgsiWm4QkHA75Bf2B4zPSQeO/Faky7BcDB8EiXiA5YQIHwSsyACPk8QAPApd3+fdIWhoONlSYw7X7o+YgnHiGoEpBdG6nczStqmKwQoSyULDIbbxjBg+oB/Tuo/cPgADhw+IKOjm2kI+jowPBikXUqe+wqWR03l5apqHJ+FGYqQX5du13akYu7G7fg6UbM+CSEypgSXSnHs9NGceswk7v7NORx8wLC4ViHLKxlDJaz8s3weixyI+ghYple2GHfVGpXAfSbkB5IiDQAwO6Gk9YTJJZ+s5aHfv4Q/6OMPL3+f2V8/FH8wLgEVdSvg4p+cxvV3XZrmqNja1E4kQ9XEpMsB9lY1JG378zfuYs7Tn3V4io4tWfzBChprm9i4dGuH7V++620cx+GZW1+Pa0a8nDCp5x6tLfDnax5mydwNPHjb23FnJ3eHDo8XJRTKnZDo7YVrczoQKu9/U4b2o7y4gLN69sQnBEtbWljevG9GBe2zZoJn9uxBAdOLixmUl9dh+wv2n8SSHbt5feU6DCFi9kdTCPyWxZ3nnNyhQ1g0oY2ylBefSvKE7ImMSmWosEfChJTpmU3RdHcUfw+umt+NCIhjCMF5wydjCMFvDjiGHe01LKqP1k9X+EyJz3JiTre2IwjZVta0vJD4jikuHLY/I0p6Ma37QL6odTMNum0kAV8kQWKO92eaioKidkIhH9IxXDOfoTAs17xhR0yk7aYVFKbEiK32000HCjB9rr8DCvf68xJuXtQI7FMQESglEYYBEREXAjwnyVgK5+i9UDKuPXASvkNPcWGbivMnTUi7Pysqq3hpxWpqW9uoKCrktPFjGNY9WdVvGILbvnYSv3n+PV5btCbJ/j2ufwW/P+9YHmlu4MebN/NoVRWXZKnY91VhS6Gbyrm4KrPTn4ti8pC+BCyTkJ0jkiWb4snDNATD+nXnsCnDABg/si/jR/Zl8crtfPfXz+FEbJRn3894LkJgZKszkJCvPPYUelkNo5N3WrikUhD0o9pCcTnYMl3P+UwrkOi26CpYKl5/+BMu+P4J5BcG+dafL+RrPz+Drat30trcxuYV26nZUcfjf3iR7n3LqNlRh2EaTD5sLCOmDiaQ5yfUlsP5UJFky9+xfjfvP/5J9vYpGIboUOCIUr2tht9cdCdO4v3NkXVQKWiub+Whm193fRachOJCXmRIppLGqbz01hLenL+WNRursCyDg6YM4awTpzJqqJu8rr2D/AxRXWbUr6Dc52N2eTkv1tTwaFUVfyws7NT1/y+xzwoDT3pJHs7pQCsQxTQM/nza8Rw1ahiPLVjK+uoa8vw+jh8zkvOnTaRfaUmsbcCymFDRixVV1bFBW6FwAqpDB0FlRh3PkgUClfC5EinCgiTtmxC5wqFI8GFKOBlTCAYUlnLlONe5zWeYHN5vKEsbNiORBH02Zkq/pqGwDIktc1crUgpGFVfwzZEzAfjtlBM5Z86D1IdbkcqhKC+Ez4xHJjhKEHZMlBKYhsJvKvyWgyMNwhEDwwBTuJ5Xts/EcdxMko70JvjUc4mNua4qX0QXBDLDsi76pvq8786RyfXKJYiQGW+bYd9oGemk7QLqQu0M9jaFHYcfvPomr61eh2l4eRuAe+ct5KKpk/jxkYcmaQLyAz5+d+6xXHv8TOZt2EbElozt34uRfdza8eflB/jx5s18UF/PjvZ2+gU7V/tgX6PVcdhd7ArwxZV7M7YxDcEBQwZQlBfgrJkTeXTOosyaOk8QSPoapSsUK0/ztf+YAfz68uPxpXjITx7bn4f+fBFPvfIF78xZRag5NcGPwHEURX4fbS0pk0N04kncZLrHRoFhu892xlwX0ZfEstzqe9FtgQCEQukCgRBJKXfBTUy0cfl2xk8fDkBBcR4rPl3LA794Jr0MMu79efhXzzFi6hAOPv0A3n/yU2QWU4F0JJ+/shDpSE644kg+eW5uTufGREzLYOpREyntWYzpM5Mn+Qw4jvRyIcQ1K53JNbFh6VachPdD2BIVMF3hyvG0tRn6UZ4WZ/WuGkSl5wsUgvc+XcO7n6zhp9ccz1EHj2ZAz1K2ZHk2If7Vt4UjSKkwDMEFvXrxYk0Nj1VV8bshQ/a5qKB9UhjY3NbG3MZGDOCsHj06vZ8hBMePHcnxY0d22PbS/ffjmldei/0t/SquBcj1HQvXaU1IvHKZIi4IGO5MI2Imcm/loIS7MjGj2zoo3pN6QMBvmJwyZCw/nHIoJYH4SzK6pALpaQTcSIGUvQWYhsSWOUKJFAwt7MGzh30dv6fOHFBYxguHX8Ztq97jw9q5sb5ifaLIs2wc6b7cSkXDrh18puNpIhRCCPyWxHZsWkJe2rik81MYRtzMoRSudgGRoBXJNOB683rUXyBD+GBWEgStxMFcACv3VDO1j+tc9Lv35vD6mnUAaf4AD3+xhB6FBXxz+rS07nuWFHLi1DFp2wfl5TGrpISPGhp4rqaGa75CtdITeb22lpAAX1uY/IbMaZgdqbjwoMkAXHPiTCrrm3hnyfq4E2biC5Iy9/kDFhNH9GbmqEEcPHEIg/tkd8gc0LeM73/zKL7/zaNobgnx1vsr+fDTtbS1hRk+pCcnHTeJzz9exxNPfB5XG2cQBIC4iUIqDEeS8yFzXzxI0laruJNOav+WFS9Z7LFrczXz31pK/Z4m6vfUM//1JZmPpeKOuBuWbKGhtpGi0gKa9rZkneC3rNjOttU7efYvr3LgCVMwDIHsZLXek751LKZlMm7GSJZ+uKqD1qIzC/k07KY28PmI2guVlOBzJ3ojIpGGSex+RvEOZBe71Q8TZa7o+/ub219n4ph+nHnoRP705Ic5zto1L/XqVhjzLTihvJwS02RnOMzcxkZm7GNhhvukz8Cznk310NJSKv5NYRzHjxzBNw/w6nZ7E3xnHY3cSAN3H2l4poVo8hyfcp3+/I7r/GZ69m6fjOXqB1C20eELcuqgcbx5wiX8YNp+7D/Yz8LWeVw89zbuWPsG1e2uze/AHoPpm1+Kz8z+JrtCgrekSb8U/KbJX6adERMEovTKK2ZHeEuSQ2JsPxHvOyYAJRzB3Se+k2UqCoOhpHMwDInl+Tsk/lg+iWE6aSaSTIiYkiGhX2V0/FVmaKCAgBfXXNvaylNLluf0K7l37sJO1y+IcrKXeOe12s6nOt7XeNp7f08vL8cyjKQCTlFK8oN8sXUnjW3t+CyTP31tNg9efRYnTRvL0Ioyd/WtSA/rA8K2w8JNO3l7xXoqune+NHRhQYDTT5zCHX84l/tuu5gbrjmO0SN6c9LJUygoCMQdyrLIAjGEIJDXiTj11BOPmUJSHviYt687XCulEFJyy7cf4vk73+H9Z+Yy/42lOc8neizpSKq21HDWD05hwiHpAmki0pE4jsNnLy/E7mCFD67z4I2PX0u/4a6J63v3XdGpVX70mrxfUI7TYRpiAbHQTQmQ708SDo12B2En+BN4/0YKTTfsM9t5AK+8s4zTD5nA2MG90r7n2MJOuOaQM2ZNjH0WMIxYVNu++P7uk8LAG3V1ADkzlv1/EULwvVkzeercs5nQv3fnBYHUfgz3B3BT+vodYtX/fAr8CiwVb2cqt3aAUKisabUVljC4eMRU7tj4Mg9vfY9NzVW0OmH2hBp5YsvHnPfpraxv3I0hDP603+mpjrkp1wpBy3bV9l7/URVXsS+Puw48n+HFvdL2m1ezlo3N2b1nU4WE+OI584mYBvitCCDcnAfRGvMJzWNChqkQRgerL+9a/lXaOkMIZg0cBMAnm7ZidxCy2hgKsWjHl6t3PtsbTObU19P8FYwqsKXkbe/9vXbUcF659mJOnTI2FqGhcAfa+vZ2bnvvM868+3H2NLUghGDK0L784tyjeP5HF/PANWcybXj/rN++VIpV26p54sPF/+9z7t69iD//5Xy6dy+KZbXL+UgJiHTk+KhULCMeeM91Z0KgPZOB9AQHx5buRN1RKtwEgUAYgsUfruRP7/yUh9bexvSTpianAE46T7e95fflvOiBY/vz4JrbmXXG9Ni2XgN6MHbGiNzn5U3+MaFBCPe+2A5EbFTEzmj2UEJAKOxOzlHBS8T1eNJvuH5dUsUGHmUZKH+OgRDXSXHFul34LJN7v38Wk4b1SRcIhCv4DO1bzrmHT0r6bLZXW0MLA/8Bmm2bTxrcVe8xnShq4khJayTyT+eNntqvL2dNyFJrPueI4K76hV+hAjZGaQiz0PWSz76jlxrYWzUrR2Twwnef5cLCJq5fci+L6jZ5n8avT6JotUNc+8UDrG7YzNiS3h1OmYahKAq207OwkeJAO2O7lfPHKafx4THf5cAeQzLu88z2jp2KonZ09/bHlulZ2wa98EHDkDnHN6XA8kVTymVtlfKvizRk7pVd/FbHMITg5JGj6F3kloNt7+REHXI6qVv1GJGXx9BgkLBSvLs3u81yX2V+UxMNjkM3y2K/oiIGlpeys6ER5WnQEkM/pVLsrG/k5y+9k9bP1GH9mDC4T8788VIpnvwox4r5SzB0aE9u/st55BUFO14XKEU4IfWtwvVBif0IbzLzJnTTNJh+RO5VeqxrSBIiosfreMd4GyUVzV5Sn77DKti1oSrjhBtF2pKi8kIEIu1+m5ZBj/7l/PHtn9LHc76L0tbSzuq5Gzo+N08LoDJN0kqBnSIQJNgMYzkFEvYVuGZamWchgxYyYCIDVjz8sAOiviUBn8X9PziLH51/GD26FXgVCyHgtzhj1gTu+95Z5AeTi00dW+YWaVvW0sKO9s6Vsv5fYZ/zGZjT0EBEKQYHgwzLEUWwsa6OuxfM5+U1a4hISUkgwLkTJnD5fvtRGuw4+iCR8T0qMn8Q03ln+SDPRpnuRBuzbpsglER53vOphk8zaMc0CTEnQuU6+RlCYVmSvIBraGy2nUwHB1yBoDbczNWLbqfMH8Q0HM8vINtQJghYTuwnbOzguH5jMUV2X4I1jduzfhbrVXRurIq2NXAdqxE5BXi3rZk42WdqLNx0dLHQD3dSLwz6GVRSzso91WlZ7WK7SXeVYQg3++TBAwbym8OPjDUZ2bNjrZQAhnfPbq/OfF2C48vLuWPnTl6rq+OUL+ETsy8Q1Qoc2a0bphBsqd3LZxu3ZW3vSMWHazezs76RvqXJKv8tVXUdCvnV9c1EbCfNeTCpTW0Ta7dWY5oGE4f3oSA/s+nxznvepz0U6bQ/jzKFl4BIpHi4exKyz2LYqN4ce/p+zHl1Cfj9nsbATlSjJZNj0s5JwotoGILiskKklBiGgZMrUsMjErL51cs38PRNL7H849UA+II+jrpgFhf/6mzKKrql7dNU19Kpvt0bmqAZyITjgOlL/twwXHVihn2ELeP3PlFQsKNJ4rJ/gwdMHhxvLwRnHjqJ02dNZEtVHRHboX+P0jQhIEp3v58DiouZ29jI63V1XN4ne/Ki/zX2OWEgOpgc3a1bVnvUC6tW8f2330oa6BtCIf6+cCFvrF/Ps2efQ3l+fs7jLKjcwT3L5zNnx2YcJcn3+2mP2Jknj1QMIM8haR5NfIYthTJsTEPi89sxu7gjBRHHwGcqApaNYSgcKXCkID+QvBKNr7RzobClQYPdQoFP0BDKJ/PE6SYd8nl5XIWAVqeNBXWrObA8i1YEPFNC7qEx2deq42E0z/TRt7Qnaxt3d9gWBcJUKCf1PLzfhcQwPA9izxlQKkWj3c5ye6drl1EGphdqGp34zxo9jkLDz67mJsrz8jh51Gj279M36Xmb2LuCkT26s6GmNilDZeK9OXjIIPqWdN5mHWW2Jwy8Xlvr2of3Ma/kXLztaTuiWr2VO6s63Ed57VKFgYKgP/adZcMyDawsK8LahhZueuBdPlq0MSawBvwWpx85kSvPmpkkQNTWNvP53A3xkgYqx9MpBCiJsgx3UopuS/pcoXwme6sb+evPX4grzYQAw1N7S09dnnh9aU6H5JzYYiS8iFIqFr6znK+N+S6X/f48xkwfwa6NVTmjBZr3tvDAj5/kLx/+gkgoQktjG+V9upFXkD3ipaisIF5LIAfCMNzw3w7OP/FdEICMTsiZPBANkSxkeJgRhW1lvl+GISjID3Bsii9FS3uY5z9bzvOfrWBPQzPlxQWcMn0sZ8yYQFGGEtqzy8qY29jIa7W1Whj4d/KWJwxkMhHYjsM5zzzNIq8kaipSKXY0NPC7j+bw52OPy3qMJ9Yu5UefvJU00LQSdj3iE6IDwF059i4o4qqpB3DTkg9osNtd80DW91Nhmg7BgkhSHQBwa24E/A4ChYHCMMAQkny/g89wYm0daRJyUpMcZMY0HIp9IQyhCJoO1a1FSSYFEBhCUeAPJQvdCHa37fHum6TFbsFn+Aia7stfH26kV14EmzbqQ5kFq/j446Y7Fipqzsg+eB3TZwK14Ua2tNqE7Oxem0q5dRMMU7rRXNJIUu0Lw4lrWITr+BeWri9G7DrzJIZU5IkgB/Tsz9DSMs4aM45h3TpezQsh+POJx3HuY0/RGo4kTUimEJQX5POrY3KXmc3GISUlBA2DXeEw69raGNmB4LqvsDcSYZ5X2e2obu5KsrPZHDO1O3LScF78PHNxH3cfwVGTR2QUpppa2rniV0+xe09D0lwbCts88cYX7Kpu4PfXnBjbd9fu+rgvmmUgIjKLWO2ZxXwmhJ3sT7sQiNYQNS0hhFKZV/xCuAl4bE9TIIS7Go6GIMaaCZRpxqv7JZ1Q4kuR0K9SVG2t4Tfn3Y50nHTTQwa2rtrB3294lOvvuYJuXvbIXOQVBJl56jQ+fn5+TkHDnx8g4mQX6GKkCEUiHIG8gBeYFRcIlCGwi9IdOBUgTYFlmmn+PkJAQX6AW356RpJmaG9zG1+/9Sm2VO+NOY42t4e5/eVPee7T5Tx03dl0L05Oa3xceTk/3bKFD+vrY4uMfYF9ymdgR3s7a9vaMIHDSkvTPj/v2WeyCgJRHKV4Ze1a9ra1Zfx8W2M9N376thvznmhnE66znzQVhX4/AuiZX8DV+03ntbMu5PyxExF+hbAyCAKeU6tpOuTnt5OXF8EwlGs+EOlOwwqQXlBigT9Mns/GMiSm4Xrn+y2H4kCIPKud3InVBYVWGMObAAv9YQYW11EebKHAF6bQF6JHXhPlwZaEdMOulVOi8BsWL+58kWuXXMvVS67mykVX8sc1f2RB3UJ+tvL3NDt7KPKFKPa3xfZLNLgHzAhJIZSx+5L5xTeFwbbWPcyrWU/AZ2dp691MFNLTCERNBoYlYz8i5ckOY0NqaKUAaSpajXb2G9CbG2cc0ilBIMrInt158ZLzOWPC2FiUQYHfx4VTJ/Hi186nd3FRp/tKJGia7Of5Jnzm+cd8Ffiwvh4JjMrPZ4AXI77/oH4ZowkS8Zsm+w3qm7b9oNGDGDugV8b9hXAF9UuO2i9jn8++u5Rd1Q0ZU0QrBR8u3MDiNTti2/LyEtTCQrg1CaLtE/9NnHBlQtbCVDW4IxHRz7NpNqJtE5KhCSEQpoHwp0x2htFxKtFUj17PmUfk8i5OQDqSdx/5iOb6lg7bRrnwp6cTyPNnTpkMnHr1cdzwwDc73R/g3g/TdO9hQ0vc8dK7j04wmkMkfk0KcPIMpF9gZxCaDpg0mKfv/AajhiWbhH/z5Lts21OfFk2qlGJ3XSM/f/TttL4mFhRQYBg0Og6rWjp/r/7b7FOagXlNbtrSCYWFlPqSX4Z1NTUs3NU5z21bSjbv3Uu3DD4Hj61ZkkP955qtxvTqztOzz0v7eHhJdxbV7MxQXU3h99sEPFW/EK5aPlt8rcBd0Qe8iTzZgO5Jvwj8psQQEVoiyaoqn2FT6AvhMxzyfWFUguOeaShKAu2U0I6jXG8tqUDaUB5oJc+0EQJsafDhnheoDe9NegnWNa1jecM6pLJc1buAAl+YgGnTZvvd1bpQBK0IlqGIyDDNoQCttg8hBCbSO27ymslvWFwz6jj+suZlwB3X8vxh2sJ+ogKG3+dgJSQ2kgGQ0qC5OUi0/oFSIqlfgWt6aLVldjMsiifXL+XK8V+uEiHAgNJSfnPcUfzymCNoi9jk+33/kpXAQcXFfNLQwOeNjV+ZbIRRrcDBCfHX5YX5nDJpLM8vWpHVqfOw0UMoyUtXRxuG4K9Xncr1977C4o07Mb20v7YjKcoLcNPXZzOib7LPhZSKD5ds5MGX5uY0+ZmG4NWPVjJltJt+2pFxp1MBbmVCn+HJpSrmJAgC01bxhpns4Z7HvAJXK5CLxLBCGTc5CJ+FcJzYilsIgRHwk18YYMqsUdTu3osQguWfrMner5f8w63dYbj+Fx1ENERCNttW72TM9A6iBDwGjOrLX97/GTdfdk9SeuJgQYAzrz+B8398KpGQTV5hMK2KYhp5wbhAEzUZOA4iHEEF/K6QBhkLFSmflwMiy7s5d/Fm9tQ2UZRg9qja28T7yzZkldUcqfh09Ra27alnQI/S2HbLMJhWXMwH9fV83tjIuH0kG+E+JQws8AaT/YvSV1x/mz/vS/WVLfXw0prdOW2QjlIsq8kcTnfRiKks3LMjYYsiGAzj8ztJz6Cbjjd9f4Gk0B8maNmJDrNeivPUh1gggYBp0277cJTr8FZR0ECJP/5SRd/5iDSRniIo2Y9JEjAkpXnNGCKe/csyJPXhWjczb0yYUDjKwVE+EtdDCoFpuJqHVHyGpFuwlRIEEceMLphoi/gYVjiCQjOfad2HMbvvZB7a9CGmMHC8FMcBn0SIMG0hi2DATlrYRDWmhiHJKwihVDQGG+yIiWO7go4CugeK2NKee4Vd1fr/yyduGgaFgcxORf8M04td+/hXSTOwwBPmU9/fA4b259lFK+JzZ8K/CJi3dTvtEZugL/2d7VaYxwPXnsmKrZXMWb6JcMRhZL8eHDl5OIGU9o6U/OyBt3hz3hqscI5aA7gD/a498Xv/6ptLkZZwy+N6J2jYCmEnJxZD4KbABmTA8h5YhXAUwpZp1RQ7RYZVgxXwcchJk/nguXnYYYdAnp+jz5/B2dceR/c+rgnma+O/l7vfqO+C178AMM24U2YWwcDyf7lpY+ikQdy14PesW7SJbat3kVcYYMoR48krDLJ+8RaeuPkV2prbyOkjFAwk+xVETQKAaA+D3xcLS8004Tu+XN+2K/y9/M4yrr00btpbua2qU87Py7fsThIGwBXmP6iv57PGRi7bR/wG9ilhYH6WwQRgz5dQx/QqLGRUlhwFfsPKmAAsEcvIbKufPXA0b2xbw5vb16KQFBSGYqaAjhAouuW1YYr09qah3DS9GQQCpSBohZHKoHuwmQJfOOPxfIZDWIpYH0pBvhmixNeeJHhElBnTGET9A31C4jdsTKFwlCAUjk96Ru4gPe80BT7hYAlJyLHwGxJ/wOHy4TMYWjiAd6s+5ZZ197K5ZQ8FvnaaIxbSm9z9lsQwIu6KX6R1i1IQ8Dm0h0XsnC2fg2kqwiGTy0dPZ3tDI9sbG3MKed2D/1t2+ene6nlVaysNtk1JB3Uz/teRSv0feecdb0lR5v1vVXU46ca5M3fywMwAQ84ZUUFUVBDMimERdY27q+677uq+6uY1rGFfd3XVXQMqiqCACRDJQ05DZgYm53Dzid1d9f5R3Sefcy95xn34XO6dPtXVVX0qPPU8v+f3cE88f0/obQQC/uiu+xEOmJj3ysSaQGLkGS2W+N0jT3D+UYe2rVsIweH7zePw/bpbUC69YRVX39nhpNwkBnh83Q627hqnN5Pi97c9gfHqNFFj0J4AVyCLOrYWUHVhCW1911a5FjarqSOR5QihjfV5z6gl9S2qSSbr88n/uJA/++q7KE6VyPamUXWAx+3rd7Ft7c7pqxUi7o6puxSvEXURCIn0z+lj2ZFLnlbLEznwmKUceEwtTPnePzzM59769ZjZscvb8D370675gAm1zXaY8sCRHQCFdHWFRNqwdsPuxlumcV8l4rRxz5wSz999SZnfZ1YYbQz3JspAbytCe3FfH3ds3txyvZ18+IQTOgKXzli8jJu3rOt4rxKCo+fMZbJSIu14PDCyiYmgxKLsAAf0zuHfTzuPf111LZdtua0JqFeTKhq5bqxl3EqTImBQcT50jUQKExNutQ7QtBOQdkJybvvkI8nz0qpCRlm3QSFykTRnMwRPRgTaEJokc5ipAhrt0xs8Zzb8DhMjFzpNHoNC46qIlAqwNQq+svo/CLSKnQC23pwHWQ/2FLNUIqfmq+tQdc2KatAxI6EQIJTm/x53FhceeDI3bH6K32x4okPbrG/5rQcc2fHzF0OGPY+lqRRrSyXumJiYEafG3ixrikUmooi0lBxaB4ishCGrtsSWtg4ubyUEd6zb1FEZmIlobfjx7++t/dsBGXYesQIoByGf+LdfcujwbPKlSpO/vWZe0ymJCuL5EZkqkahoLm8M2lfIYohQsrrZzmjLqQPgSSV52XnHAuB6Du5gqxl67UOdwzUbJLEMtBGhJGhjqX5jOfmcY/j+5y5FCDjyZYdy9BmHIWcIAq2UA2694m5WXnUv+fE8j9zxJGEQ1+2o2kJVxRkJyGUQanqgNJ6DcZW1YYbaUr/PIJ1xta8CMulGhePopQtwlSToAn6UQnDM8lY8y0nxHrW6WGR3pcKQ99xZDZ8v2WeUgdWFQtvFJJF3H3U0lz7SGVmchJa5juSdR3Re+N+w/FC+dt9KJiqltifJyGhuG3mSE371ZVKOpKRrcT4LMn28bN4yrtpxN1JYJLExouVEb4w9KWAMWTcg7QT4ToiJ/fcZJyAla66CQEsKoUspcpEiot8t4qkIbQSF0CU0CleGXTm+hbCgxJS0uIWMCtCxJSBZEpN7XamJIlPFGtS3XwpwRRjfFwOeZURZd6Jfte/QU2EN7SAg1IKCdrAAyDofv7AnxH6/QD7wCCJJGHZP2GNdn6YJSmn46Ya7uPDAk3npgqWcMncJd+zY2OInVkIwnOnhXSuO7vqMF0NO6O1lbanEA1NT+7wycFfs4js6l6uepLZPTnHZgw8TxauQjMk528l0qcGnk5HJAtv21FIlJ8pAuzNp1QFmYN3mPWxb04VNTgibujy0ybNk0D2CAGMwSiAiMBkPkS93xw40+fGFFHi+w+vf+9Ku/Z2RKX8aG7gQApRASEs8lO3PcPX3bqxaIH76hStZeOB8/uGK/8OCA7pbZXZu3sNfv+Zf2fLUDpvnoB7AoxQNDISJf8hR0ysCQmBSHkZaxkEj7RgSkYHIZpfVSk7LL2AMLFnUCB7uy6Y47+TDuHzlQ23xJVIIXnv8Cmb3tSpjg67L8nSaJ4tFVuXznLkPKAP7TDTBvXGO6PrFpF4OmTOHWdl020UjuWaEoULUFTjU6/n8+Oy3VJP91IaOPb+qVIhyI5ARxagx4HdLYYwfP3UvYRThKIOrDJ5jT8SiqV0KzYKeCYYyBTJugBIGR2h8Zc3p9WPWEZo+r0yPW+LAnl3MSU3R7xYZ9Aosyo6zKDNCr1NqCFNsL3Zjr847wBWtLH7G2IRCSb89GZBVZXpUiawqMejlq+/DljW4oh363/6dkpWqkl5TcJryB8eiDVS0IjIKX0WknJkx+LX2XLApP8KvNq1CCsF3z3gDb1h6aAu478ThRVx+9gX0+0+PiOqFkENipfexfQiR3Enui+fv8T2W0vf/rbyD07/5Xf595R0YB4yCyIfIaf0uI2M4dnHr6evpSAuoUwhCPwH91aSqCMRsgdKIrnntq/cJ7Cm/Ta6EFkmQ9UpicinwXYxoXiFiSbgGkucY+Muvv4t5S9q7OaMwYmq8wMEnLMPPNsXAx0AboeJNVikQcbrg5jWxrhOzFsyiZ1aOUr5cfUZCJrR17Xb+8hV/3xJhkB8v8PhdT/LkA+sJKgGffcNX2L4+DlVufp8d1+OZO1JEGLV8l7buOINkAvJsXwQDXP77B8g3pXb+5Pkv5cSDLIg0iVpJ3AdHL53Pp9/SOXw4mb+PF9on49rbZJ+yDAAcms12LPPqAw7gx6serJq9GtKHxlSns9KZaWObD501zK1v+VOufOpRLnvyYe7bvRmhNNLViDgkENopmdbJXgkVjgobrrpKU4liXzyGeT2TKNG+nrJ2kCJo+Nya+UMM9nReL440tUxuXcU0KCWJEi7a3OrLkGF3vOYIMLHLwBh8NySrymwozMIgkEYzyyviiIjQSCaCNEXt4giNKwNSKkLGKlliiQhNa8pkbaAS1U4CQlggoxKaqClKoFl01Pyd2h59e/VNvG7hEWRcjy+f9lreetDh/Gq9zaT2+iWHcuycRdO9tBdNVuxji0k3qZ+/P3ngQb5+6+2NBRLcirK2omT6SCHI+h6vO3zFs3r+QE+aJcMDbNxRFx0jhVVAtKmmq65u5jFe5tlaJKYVKTApF1IuYrzQujFKWaMTkQKU4uF71nPqq49oKLZz8wg/+/er+cOld1AuBngpl0WHLOap+9ZioqgadljvuhBCxBuobOQoEI3lJnZNEFSCtpTFOtSMbBvj2h/cxBv+/DVMjeX57md+xnU/voWgbL/E3ECWqQ7ZKa10eMczydUAoCRR1ks61fBRgv9yCprygKpankzd52DHXaEUcM0tj/KGVx5VvT/lOXzjQ+ez8tH1XHnHI2wfnWROf45zTzyU0w/bv+tesiKT4ao9e/YZZX6fUQbWxLwA3SiI337YEfzo4VXEjnY7kZM9RNiF5R2HHdHx/nrJuh7vWHEUt+5Zg1+Mqi6DmZy+Iy1jJszkHgv0UzGjYM4rtwUKJveDIdAKVa9QCABDRTukVIgjIjKqjCO0dRdEXhdTvb03LYOWZyZWgCTLb2gs4t+XYV0kgbVaJKReAGkZckB2JyOVLD1uuaHOQa9IMXKYCFKk4lDFZI1LEVLWDtDK3BXpZGI1ug1yXpnxcvvv3RjL3NjO8yoErM/vYWtxDIHkU3f9itt3rq9+fun6+3jDfkfw2aNfRcqZQZa5F1gOTiwDhcI+z0SYzN/9Uyn+9tY7OhcUdmE2IThC4DmKb77tXLLP0swqhODdrzqOf/hha54DZOy2o8lNIUCr9q6EBoktAgiBlnS3DsThcC2iYzquNhaMBv4AY7jhV/fxp397bvXS5qd28MnXfYmp8WI11LBSCli/ejtub5bK+FTHsZO4AkwkYwRnaxvCDsmCak0y3PCzlZx5wWl85OT/y64tIw37e9Vq0Gn8amPrb1JC0DEwUMm27TdgQyJ9t/WEVN9HrNtAmHhsmdr3rKv7g8278NDqrQ3KANhIodMPW8rph7XP0dJJ6ufvviD7nDJwQBdl4JDZc3j7oUdwySMPtpDzKSGY39PLe4865mk9d9PUWAN2YCbrsadsfL8j62mGFZVIESHIdAD61SQ5ObdKZAQ9qkjWqTRQo/oyRCMYCXK0Ll8WAJhRjW4NgabPKZFR5epcqmjJWJjFlSFR7EVy6rzx9f1XGIb8KSpt8junZIjjFShEXst9KRXS65QYD9MN93U6/aedEG1KTFbqFAi7cqI1BGGzXzGxDFnZXpjgz277JbvLjeGDodFctm4V24uTfPclb6uakgtBhSvWPcrvNjxBPgg4eGA2Fxx0NIcMzmlp2/MpB2QySGAiithWqTD/eUrX/XxLqDXr4qQtwcQku6dbHIU9yb/p8EN5+/FHttAQP1N5/WmH8uSWXVzyhwdQUtQIh+L53RZQKAVhyqDKccrkZjGmgfdLuwqn3MG1lRwo6tj2THLd6KrPtkkfabEWjO/J8/Nv38C57z4NP+XytY9f3KAIVNsSaYwWNiSvGz7AGISjIGwtoxyJUoJyofuaNbpjnHev+ETVlfC0JQwQqVSrNaBUgmymzYoWX0i51rrRDTAVi4hsRAeCtrYIQRt30rOQg2Mr9r5i2dsnlAFjDGviF9rNMgDwjy9/BfN6evju/fcwEVN2SiF41bID+PxLz3jaSYoGUxnkuGCaPHdVSXsV+tNWcaki3YXNNaCkdRWoGYYbthNXRGSdSkP9ye9Zbh4lNHsqOXTNAIYvQrJVAqP4Hgyz3ckWfIIrNHO8ScqRomBSyCROoE17EzeDNKbuebXPXKFRWqPbQFNyTpmJMD1jI2zWDUipkKnAoxjG6VSNIYgSRaRm+BOAUhqtBcK4vPuWiy13gbQLutY1pUNjuHn7U9y+cx2nDi9l/cQob7/mErYVJqu1rtq9lR+vfoC/OPJU/uKo02bY4mcvvpQsS6dZUyzyWKGwzyoDG8plQmNISUluBoHbAvjwS0/i3cce9Zy2QwjBX77t5Zx57IFcftODrN68i4zvMjpaYOvO8Y6nee1LtGeQFXBKdayBwu4qIo4kMABKELkSVUdXXA8QFOWoNlproTCgFLpHIANdQ8EbgykHEEYtbfvel37Hyqsf4uiTl/LInU917LMxnTzlDS+mYzi11oblRy5h9b1rO1IKSyXZs32sGs3T2gi6ntwBhOchpMRIWdv1hQDXRShlMRVR3btzFbjWIpBYZZofaZRAu7Y+kURNdFEaIm047rDFXdtZL5Uw5NY1G9g9mWdOb45Tli/BqwvvTNx8WyuVfSI8eO9uXSx7goDx2LS2bBplQArBx44/iQ8cfRz379hGJYpYMWuIOdlnxgJ13pLDWbljXfXfWosqZqD12bpFEaj/25Ga+bkJPBUHVHcJxWsfvy8YdPOdmQsFDLhFFIaytiQcjghtIp74/kRyqtSiCNS31ZMRpUgj6a64WDeDrvICJG1XsRO214nIR35D1EIiWVViKkrDDEMUk2RKZZL85ZByQyIj0NqyGtq1xLbZSChXFNqIhr4pZWJLrb2ghOAX6x/kxNn78Z7rLmVncSruiZXEMvS1VStZ1jeLc/Y/uPMLeY5leawMrN/H0qHWS70iv2zWrI4bTyIGOGDo+YueOPqABRx9QA2Q+MDqzXzgny9taUPDKBQC7YP0FXo8joyJNCJsmotCoH2FcQSyohPGMBvqZrC5seo3r+S31paboJl/oEPWP2MMTzy4kSfuW9f280aZ7o2DiEPxEndAQh/8yW9/gFTG5+/f8pWO9+rIkqdPu1BAaxkR0yvHjLICbJhhHUWykdJGFtSTSElR/YJEEILxauWBKK0sE6FJFDWBMgIdGLTb2g4hYKA3wxknH9S5D3Xyy3sf4Qu/vYmJYs0SMpBJ89eveynnHGXXhz7HYbbrsisI2FAqccRezkS4TygDa+OFcL7nkZlJzCmWYfCkBc8eHPaaRYfw3Sfu4MmJXfGmINBaoFTr5Mr6dmB0Du8zREg8ERB2DeQQuDJsumYR+524BKqljN3IM6rCkDNZdQ2UtWJPmGM0tKarrCp3nbsAngwIdfchIgR1YVEGV0SWHyFWWCSGAbdIKXKYiFLUL7GO1LgmJNJ2AXSkpqI7f79CECcvqr9mUAKUbH9q8byAUtmtPjdxq9TzEkTGsDU/wV/d/hs2FEZosNfWWREkgm8+fMcLqgzMi33l2yvTuZb2Xnkqnr/LUinm9/Zw+tL9uHXdhrahu1IIFvT2cuLiFw7YuWK/YbIpz3IJ0F1NL6H56ufewBVX3sft965tO4vtqVSi03Zcy3KEjKxPXKdcax2I6lAuxlSzGzY8txxMg6cXNiJgOnEUBM3rSV0tQvCez74BoTX3/P5BwiDi0FMO5LUXncnmp7bzrb/6cS0/QhLqWPfd5QZyTE2UbFuTk73Baj21pcGe4uP5h+MgHKd9XoSqkc/2TziqypIY97qGYVDWFiiLATpj50qUsspYtY76vkbxGuDUfKwmtvD83Z+/Fn8GIZlX3vcon7m8NSfBaKHIpy69GkdKzj7iIHZOTtEvJLuAbeXyXq8M7BOhhTvihfDFMJP6yuHil72Tk+fsD8STVQs8J6RZ23bVdGFwgsgIBrxCHJ5HUx3WpOcICxCsBb1AWlbocWZ2OuxTeRb7I6RlDSPgy4h57jgLvTHSKl2NVOjYUmHdCzCtu7EK3nNFVCMnapqLvgzJqtqGJoTNOqiEibEVBlfquF3Npk37dyWSuEqTcgJ8FeKqAFdF+E6Ip0Kk0A33CWFBm82WnBomKz4FIXlk9y5+uf7hBEtk2y0AVWuLxvDoyE7GKy/cKX1urAxsKz9DX+xeIDub5u/nzzqD/nQqToFdEyUErpL82+te/YJmekt5Lm9+xVHA9GBBA1x+w4M8+NQ2jNNMwWWtUSjAEZZ/QNCYkdCYRkUAqgmNGq/ZREbTSn28bieZJnpqePEszv3Ambz1/5zLl679W756w+d43z+9nbUPb+Rvz/83Nq/ZXkuEpBTC88Bx6Jvdywe++C5ygz02XNF1ai4OKRCOUwujjPt51BmH4WRSCNet0QvHLr9anwAZkxC5CflZ06ae/BHfJouBVQiEwbid34nA0kgTmVgRiC8qeGzt9Om0gyjiS7+7uWuZf/rNjbz/kl/ykq9/hy07bDjl/7nmBm5Ys3ba+l9M2SeUgd2B3dSG3BcH8T3oZ/j+S9/B1a/+IH9+2Km87YCD8d2IXKpCygvw3YB0NadAdwPokuwoPW6ZAa/EvNQ4aRWQjGhPROyX3s3RPZtYmBpjwM3T7xaYnxpjjj9Fr1OclivbFRGzXGuWbecC6HMKvHvRBcgZpD/2RYAQ7U/c9XUmiYe6uRSEgIysIGJuAmOIgYexqwFNWgX0uwX8KkGRFYnBVyHaCFxl0zkjbXRD7cfgOxGeauRNsFEcnXydNoV0EBry8Rirf3C1L01WoGimIU/Pgcz9I7AMNM/fRf19/PI9jdkepRCcdeByfvHud3DMwheey/0D553M6ccsmzayXQD3PbqRfLFszepOneqaeMLqNWEJUdbBJBWbVmVDmDYBjNFMUUp03+yTydahTLonxb/86v+Q6Wl0v4ZByJc+8J1aG4Wo/gB28/c83vTx15LqTVs3Q5ty1Q3d95C5NA/c9mTMpGp9+C1+fCHAcatWgWkXvFhhstYCTZR2plWOkv3fKEDZ78gAq9dPT99851ObGMm3z3gLVvnbGRa46an1GEBV7NjfWi7zpz+7kstXPTztM14s2SfcBNMpA5ExXDc6yq3j43xy4cKWjIbPhWwq7OLf11zOA2NP2bGLHXSuSjYGe8INTedNNqMqDPq1U2XGCcg4QZ07zZCRFRxlGFQFBgxUjKJibH88oUnJgHIb9H7ShowsTwusfXz8Mpb1nMqayZs61AMg8GXAXDHKzrA/BgE2l7W5CjQgsfkLXBFVcxyENOIEhLAYhgAHV4RkVIVi5NHrlPHrrCp9lCmFivEwZVUMYymZe/3ahhhpQT70KEdOtW6wSoEjNWEXd0NDL6UBIzsCRJN6EwbLBdk+Bp4jgiJtDP+1dSuuELxlzhx62wCM9mY3QWQM/7FlC71K8abZs8l1AEi1m7/ze3v4p1efxWdf8XJGiyV6fZ9Mc1reF1AcR/HFj57LyRd9tbslDEOpEFT1Q+0KZD2lcFsQjiFKKVQpAkcQZq0GIQONCLT1m9ePv5iSV0jRPUM5WJN9smm2U1KltMA8AOURx+LGnwlKkeAbf/VT/u7HH8Fxa3PmzqsfmDaL4PjuSe674WF2bR7tfBJ3HIwQiASPUJtQJPF9RsfzECwosNr27laPeiSEEQKddrubderEqMa6DbBt9/i0943ku0cGRE1D2KlY62oUj+2//fV1vGrFgQ1JzUaCgEt27iSnFO8eHn7RQoj3KWVgdtMm/3g+zw927OB/tm1jZ1xm2HX56MKFz+nztxdH+dDd3yAf2clhldaIMGp8fbLBvN26cQ76hbYbde3fgqJ2yaka9sAjIjBObFLX+CIkMjLeaOuNmnZBysrytINppPwERw+9KlYG2hlGDQ4RLpbje647wViYoWC8almBIS3LVLRCGU2/W8QRuppkRggIjGQySjdEE8j4vsgo0rJUdUXYA1VsjjcCX4XMkgVGKlkqbawYUhh63DLGmOrGbxAgiJWBWrKldihnE79fHU0/8ZI+YeDCQ459zibrpnKZD69ZA8BH16zhjbNnc+HcuZwxMFA1k1fdBHuhMvBEocCfP/kkAB9as4a3zp7NhfPm8ZK+vgYz/64O8xcstmduz97hS5VS0N+TZmSi2EVFjhH/1QuCyI3DDuMxIqL2p/+GJDrGoF0HIo2aDJDtPIxJuE63w3GysTtOvNHXVZSY9mMlQSQWgiYrwX03P86vv3cT533gDIwxXP2jW/mfz1/W5aE1+ds3fhUddtBYYqtPYjVoRFU3ldW66oZoUBhmEDJopCRyJNpP/DJtyoC14lj/pOWDqPtcAFOl6efYcG9rkrz6ZzSdf1Dx2A9jZSAyhq/duJK/PuulXDM6yv9s28ZVe/YQxhro+UNDbQ8FL4TsU8rAkOsyFgT8bNcuvrttG/dMTqKAZPg/G5/HqtGN/HDtSm7ZuZrQRKzoncc79juZs+cfztee+AVTYb4hVEgJgxYR2tQ25UArXBlVefsb/NdAv1eMN7zOgzs5CdePf0dEBDh4SV4BWSEwiopRREjLISDKLHBHKRmXgE6Wg+QZIeVgDT2yxJT2YzWipsS4RGRlKYmcQgrDoJunzxTivhn6ZIG8SVEUHkrVAgsb2o2mTxUYjbLVN9fnFBBCEBiFiHyKkakSMCUnMkdaVwIaPBnGrISN/THAZMVHmxr6OjldaWEVC61FfBBqx07YqgAltTRL8h7OXnIQf7Li2I7v9dlI2Rgu3bmTn+zcyTzP471z5/Inc+cyK95AR8LOALC9QUpa8+MdO/jBjh0s8n0umjePdw8Ps386/aK7+Z6OvPKkFfzs2vs7jhABVbZCQ3zBEY0HeBdkYKobvIhqf7eAaaQgyrmIschy6iefCavcCseBMGxRCOzB2jT52kUN6FcvcUhe503VcMV3ruf17385X//ExVx98a0NyYm6SRQ2BxU39VOKGWzoxroGfK+xnNagOm9RdoNXhDmPqMfeK4yJozVqbYhcQeSLxvBGE4Ocqb1a153emnj8/guZ25djx/hUq47WxniqYuCmrgs5vPyx1Xw957E7sCv13jKz9yll4Be7dvH59esJ68xyM2Ouby+7SpNcuuFufrHhXnaVJ+LwGPsVPz6+jb9ddRkXr7+WHeWdDYqAxCqgrrJ5Diwa3p5GPRXhixBtJBECR2iGU5PM8SdB0Dbmvl5Em0yCIrY4VLQioyqAwBMRHtY/niJgjjsR++NFHe9/OzE4hGyZvARXZOiXEQHKMg/G0QBODMRLiYCUDFBoNIKi9ikaF4PAFxGOLBIZaTfkNnNdCMtB4IsKoXFwRIQSmqJ2kbH1wRESg6yWrxdHajJOmamoMVGRMTBV8VtCBhNRmLjNklIl2YBqm72UmkirKsWy44Y25MtYk6WOlE2ZXCefO/5M3rPiuOcV2JYsCtsqFf5140b+aeNGjo4RyOUXEKfwTCVp/6ZymX9Yv57Pr1/PS/r62BSDH2ftA8rABa8+jstvXEVYaU57Fe8vChbNH2DT1lF7oUP8vPYEVDQyNMjAdAYmWt8Z2ndQZbvp2xOmtJz6yQZf5wYwYJn3CqXpreIz4HUAwY6Ne7jttw9w9cW31tr1bKTBCjCDujLpqnukKtrYn7qNPZGkWJjziHI1k7tAQGStABhD5EmidAfSpboDiHAEhx8wPVZFSsFnX38mH7n4yhYa93ZwsQQEaurGyXi5Ut3T9hZFAPZyAOHj+Tx/s3YtV4+MAHD/1BSBSdL6Pjt5ZGwLr7/h3/nO6pvYVZ7Ebrl2MzXGmnM8FbGjbEEltdNnTaSw4DTPCVnUM8ry/t0M+lMxil3jSc3izAjzU+MWKT8DrHJ9BADYzUqhyYki890xPJIohtrm5suAJLY+JYImd0Vj/QBznCn6VJmFzhizVB5fBGRkhbQMLPcAhn5VoFeVcLGhgg6aHllklprCIUBKqzj4IoiVh/aiseRDqbhfAQ6ONPgypM8pMdebjN0ije1NQNLt6g61jEGLHUyCxrJASmFIewGeE+EojedEZLwyKS9+h03GACFASFBuhIhBh1IIXrfkYC48+PgXFOGeKLkPxAl+ilrzjkce4bqRka6JtvYWSdq/cnycsdiq8ffr13PT2Nhe3f65gz189c/Px/MdCywT9seOC8m/fvgc/vQdL6lZBTqJMWhXVE+f05yL0WkH7SgiR2GUwLgKHZ9UTRL+4jgYx7HKgaARqd+lHTMSKfnN929qAAJOF4UAtLdEPN021FtLml9UULOKVAGHAAKivjQmwQnUzU0BiNAq9pHfwTIR/ztJSKUNvOGMI6fvC/CyFUv55rvPY8lQf8P1pUODuE3fiYgVOB2/SwNU0s+OWvv5kr3OMtDNDfBcnY3KUcBH7vwRhbDSBByr3/JtCFtHgp/4tyRiYW6cHtfSA3teSMYJmAx8Qq1INSQsMsj4lN3OCGn98JWGa2AJgtIyQElDmiJlXIraI4pxA/X3CAF9qsB4lImfU++qMMyWk3GmQmv+z6kSOVUkrz1Goh4Mgpy0SkBSX/1vZTQDqkiIzR0+6FgcRNk4jEfZKoUx2DkYYBeuyEh0k+8/qbPXKWFCKGi/el/Se1kNNay9r0A34yUaRQgLEhYYlATVxNkQGRGrfvZ7aD7EGAPK0YQVwXGzF/EvJ57d9jkvhNSPzkt37eKSXbsa3AjL26Tz3pukfs7+es8ertyzp8WN8GLJjvEpbnp0LcVKwPK5szj5gCVIKTjx0CVc8cWLuPLmh7jrkY0YDEcfuJA3vOwIhgetz3ju7B62j0x1rrxqJp9ZW4wjiTIOsqIxIoa3OwbjKEuqE1MYJ3S6RAKRS2PKIaJc6ZzUZ6YKrBA8fv+GxhwErgPlzn504XlWYXBdCBoPMfUMjdOaL+otRjHgsmHgB2GsENmkTlHKxaQsgFs7HdYAiCMFujxc1JgX/+KCl7FsUftMkO3k9IP25yUH7scjW3awe6rAnJ4sB8+fw5/96hquefCxavNl1TIgq+2amDt7xs95IWWvUAaSaIDvbdvGL3bvroIp4Nm5ATrJtVsfYaTSLZOU3ZinYdAEDAN+kVwDPbDAkfY6WNpdK3bTcUxEiGxB57siolcV6+L/7SzKiiKeFDjC5itIKUgTkJa1KARXRE0YA82gsjkDkvC9jKiQk+UGSuKkXQA9sowvIraFvaREa0KjamlhzfAJAVNyzSdkyJlgV9iLRqDQSKnxCAm1ZMx0zjYJ0KPKFLRnLTN17ZIC5qfGGKlkKWmv+maejQiIGQs79xHgLQccxr8cf84LahFoEK3JjI1TGByw/wxCcJ0GN8JJvb28b9483jx79osGPJqpJHO52Y1w0bx5vHFoqGM0wtORUhDy20ee4OrH1pAvV1g+exZvO/ZwDp5byytRCUP+8RfXc8U9j1YTQGljmNffwxfecTbH7L+Aob4sF51zEhedc1Lb57z0xAP52W/vnXazNTPYD6squxTg1pHwGINW0jL0Nd9TCSx4UNqNRjwHykC5yTUihMD4nsUs1FMRS9nEExCXC8KaUpKYRBLphhtItUm1XKcQGABXodMeuqcN10yHejukd2mRD7zxFBYvGeQ7196JqxSnHrwfB8yfXjEQQnDYwrnVaIAL7rmH1WGJeSp2GQhI1GEj7bpWzqaYbLIo7C3yoq8e39yyhc+vX8/OIIg3vGe+1GvAm4Fp676RDSghLV99W5nOsFeTztEvdkAXIq8hQZAQWJS+SSwEliQoowLKpmY+khiysoQvI1b0vZ71UzdRikYJjMIhqprRAQsiNFHLCdcXIT4hLiFuGyxCvWgkKRGw0BmlzPRmLEsdXGeai/EBWVkiQlVZCAG0qDEAdqxPGFwiyjhxSVNVCpQwzPan2FnuoRynRm4XYdDQny7DyK5X07QHQcWEL5oikB0ZZfa6TcgoYu0JVhmY/8STFPt6GVk4jyhu110TE9wxMcFHVq/mTbNn86NDDnlR2vt0pd6NcMv4OB+UkgvmzOG7K555quItYxO88weXsnV8srrD3rNpCz+990Hee9Kx/NVZL0EIwd/89BqufXBN1eSc/N4xPsX7v305l/zZOzhwXvfN4NRjl/Kz3903fT89gQoFstIur2adpyrQ8QbSNImd+FRZqZttxmBcB6KKjfcXkUXh10cSKGlP9kJYYF653JmFMGYB1G0mjRACXA/cpmvNfRACkc3Yd5m0wxhLp1yvDTXTEuey7d0RTS4Dk/YxvmpVKjQYZWoWgNiQKIBpKFKq8rO7H2THjbejpHXrfPWqWzjpoMV88T2vpS+b6nhfMYp452OPcdWePUTG0Lt9F/PXbW5wIYVxCGGQTjE1q5edByyZmfvlRZAXvVW/3bOHnYGl3Xw2ikAi+6c6f3mJCAsz6SraiK4bSlJTWnULRxGUjVtN9tNgsheW0z8jyxya2coBqR0c6G9libeTuc4oA2oKX1rftq5cw8mDZ3BU/9kMeEfgyFy1foDIdNbpLChQ050MqfY2preGdBcpankVEoWl/TLYKkpE+DIkpeIfaZkYk7YPuAXAxMRC0MlGYNegNhEIxv4szgxP2xYhBL58fnXlTupMZmyc4SfXI6OmBDVC0L9tB4Obt1UvJcDpsjFcumvX89fYNuI9B4pS0v6S1vz8WbRfG8OFP7qcrROTtYt1XrL/ueNeLrn3QR7fuotrVq2u+Z6b6gi15r+uu7Ph+rrtI/z0pgf48Y338dD6bRhjOObQxfRk/Y5WKoO1CmhfEqak9U3TOGKrikCcXrf9mULYjV02KQlCgKMwStpTZ4wpAOxJO52yCoJSlo44m4FcphVn0BRq6KRca7b3PUjcANj50EAmVN9EGttuFZQ4W6Lj1NwFOtYKhLDt6ukBqabFU5Ag8ZtetpEC40sbspk0QgnL/IiN6LC5Idp/S0IAjmBXwVqJI20tnlrC7U9t5PVf/AE3P7a2rZIEFtR7ZWzJVqUyQ+s2V99Hw8uJJT/Uj96LrXcvest+cdhhXD0ywv9s386vYw0LnpkpWGJjn88a7J7k5Lih/bhs4z1dStinVyLHsuG1Ha0GR+hqBsFuIjAoEcWgt9r9s51J9vN3VkFynrQRAj2qzGSUIq99cqKEibazefwbAAygGZQeyj+VKe1QjkbxVRbPbGcs2NzwXAfNkJyiZByCGTAOCmExATNx9LULKIqwuICWqIAZquhSUAcui90qaKTQVLSDpyJ6nQJl7ZJzJVOB19JWAWgjY56BmiTVnjZ7Bf923Dv50MpLuWXHk2358QEiozlj/oEzavczlbYuMGMY3LQVaNjLABuzLID+7TsZmzsH4TpEwNG5HO+bN4+3znlhUyxXnqXynuCBju/p4X3z5vGWZ9H+257awIaRMfuPhp0p/m3gK9ffytsPObwxfXGTRNrw+4fWUApCSpWAz/zgalY+tt5WIwTGGA5eNIcvXvhacv1pJvLlltmS1JxAW7QjqfSAKmlUxbQsbtPSDhtjufaTaaQNRNa9gaMwmRRMFe3pPOXXNvwEAJNUrxzI5ey1SsVaCuomq3IVkZEIVaeoeC6mUMRoMw2/RuIyFFXXC8bECZDabDOxkmCksNQAbZShqsM07o+INEYkoEoseVNyU2tIEUQgSxqdUSSkYTQVD7I1K6IWcRRC/Np25wt8+H+uZOmcQb71vvOZP9CYSrvfddl6yin8ZMcOvnnL7W3ns1OpWYX7tu1icvasNqX2DnnRlQFXSs4ZGuKcoSF2VypcsnMn3922jQfz+ectBvMVcw9hyM8xUs53YJ4TSAFB5LG8Z4DNxZ3V61YspmA4MzmtS84qAiY2o0e4IsCVEQf42/Fl1NHflZMlpNHMcSbqnm0IEbiiQlS5ieHUyQxkj2PX5P8DFJ6CSe1TMi4Gw2xVRhiL+g+6WA+S/kDsxjBRrDy0tq22trR+Fsa0xM2feSLEIYqTM7WvMzAKKQwpYZUvbSA0Ci0EMiZciowiowI0Ct+JmOX7zPeXctfIaiKjmZsa4PyFp3Jo71K+9NiveHR8S+17EIYez2N7eYR3rfxPep3ejqh2JSSLsv2cMe/5VQbaiVsq4xfbM7/JOn/s3IlJ3nnUEbxn7lwOyXbHY+xNkszpua7Le+fN4z1z53LgcwCCvOLBx6Z1zE+WKmwcG6dzwl4r2hjG8kX+4r+uZM3W3ZCUjsfL6i27uPBrl+IEGu1gOQTq/dsiVgSAKnZVCqKsQ5SxBZ1CrBjEN3VdRhKTuYjbkGQYxFhFwlXQl7XcAJU6Ku/mUL36+jzP8v/XkVlFka4mGmpoj+NYEGM3qbM4iKoP09SwBsk658WWBxVD+FVs+ahEVulJ6kgq85waV0FEjJOwmSGbowga+mcMkS8Ieu1zZBPxWF9Pmik/ItR2s64qAtU6an9u2D3Ke791GVf+5bvx3cZ1dI7n8ReLFrFK3sWtbV5LguVwSmX8wt6defRFVwbqZcjz+NjChXxs4UIempriB9u3873t259zwhVPOfznie/i/bd/n4mgWDdf7EbW5zm8YdHxXLD0VG7fcws/WPcbJgOPUNsNK+1UmJ2aYsAtVKMFKlpR0m4Tj4ClF64Ci6XBlYZF7khXRQCsEjHo5JvM9jHjgNG4IqBYuplK+cYYFBjhC/CVpcusAvEEuEZ3jWIAmxsgEcuTIKrRCsk9ydoSdrQytO+PEDDg5NkV9tCsLFhFwDIq1uc2EFhLSWgsQZETKwMIQc7x+JuDP8HBPcti8JcmMho3PoGsGl3HhuJmfEejjalaVcu6yKZikUqkEOzA96FS9qsPFAgio1mU7ef7p78T50Xw7cmmlLWmrg3JCVIJwafnz+cjy5a9oG17tuICb5ozp8qy2Jyo6NnIjqkuyP5EBChHThvamPZc7l2zmcc3t3dbRNowMllgOJ2xG5OkNjmSDcoYZH26i6awnDAjETqqKgtdbXHNxELxNeMoKIe1rKFPx1AjhMUUhDHoTwh7Wk+yCCa8BlrbBESxy8q0s2LUA5jqJZuNFRfZ2g+wptwkFbHv2Lp1vNk7Dsa3/AoiiCObAFkM0RkXXQ+0bCOm/jOVfEe1S3sKRSIpqsmkqopAmyojbdg8Ms7Vq1bz+uPaY3JSjttWxUxCCoU2jW3aC+VFxwx0ksNzOb68fDnbTzmFU3uteSY5Vz4Xr3RF3zz++vCzSLkBSlhTtKsicn4Z5ea5c/QBPCl5cOxB+rwii7IjLMyNsqRnNwf27GTYn8STUfXkn5Ih/U6xGrYHNjY/qxqzzXkioF8Vug5ksJ1sNcUb0iKkT1bIyZCsDEkJjVN3sq+VrHkohYCcKFd9+TXvZU0RqMcUCAFpEZASFRsVgCbn7sf+vW/GER2IY4ypw0a0ii9D5jgT+KI+BMnmNghpzC9Q/7cjYssK1dTwuGKKQ3qXV82WUsiqImCM4StP/BJtNAhTnxa9djhREZGJcB1NOlPk1YsO4uyFh3DeksP5j5PfzG9f+SHmZ/o69uX5lNB3G75JnaSoNaYWs2wM+/X3v+Bte7qSqIwJtuDqI4/kJ4ccwlmDg8+pIgA2+dFMNsNXHra86+dKCs4//lB+d+/jXcGj2hhK9Qmw4tC3ZJAlnrHOGzyEviTyBJE3zTKcbM7N15LnCewJ23cwuRQ67WEcNT3FgDH2pO77FiPQPFnqfP4im+KgY/evUQsnIqX16Te/KzfOWNh8PVEcqoAiU71uXIXuy6J7M5iMZ+t1FCbjYxyJFhClHfu+jOiOB4BGQKYgVj7sj1ICL7JKQtV722VICgHXPbSm4+dnHLC0ZfgZYYhcW7nUEVMDPTh7sUKw1yoDibhSckBsRvzM4sV8fflyDo/Nos/ErJEAh0pRhf+35gp8N6QnXaY3XSbrBzhKo41mR3mMr6++mK2lx0ipgJSj6XErpFREhIwT9AgC4xDU+ad7VAlJxLA7zn6p3WRkhWTj9RNGP1HbiLtJ8wafESE9MmgB+QloqxDUj24poEeUyVKON3iDIsIhRIok4l6TFiEZEeKLyCYTkhUGZIFhfwEThR/QJydIi1qmxfpHtcm91iA2fLIARIjYQRPQfdEyxgItwbpMk0iKTvLk1DaemtreNfGQXUeTUzZsLm/hKyecz78cdy5nLVjxolgEqu3zPIp9PTW/cwyekmHN/Nvj+7zigL3TKpDMybmuy6cWL+aJE07ggBeAS+Cik4+d9pTgK8XLVyzjw2e1DxdUUjCrJ8sHzjiB0cnitBaEIIpQqoM1rBtMRhubv0AItCsIM7KaOa9FEtRruw8Tl0ELKNDG45uU231GJkC+ptwB1aOCiC2RriU6WnHygXzs39+DGuzB9GQxg33Q3wMp35ZVEuM69iedaqiz5e/axbgrBpPyapaVJg1epx2CORmiHg/jKWsN0VjXQRtrhQG6EbFG2hCWZs5cYwxMlsr85uEn+MJ1N/PV61dy76Yt1f3kdYccxNyeHEpY9412DMalShwlo5C+/ASvC0L6YxDhzFKpvXCyV7kJOklO1Zi4OrkR6smJmmW0MsUl62/jys13M1bJ0+dmOWxgAfmw3HFjUaLC1tLKNuh6a7YOjSQjbTy+RhJhcOJN/qD0duZ6E9U7yloxGmbjPAI1Y30XklKAKvGPfaohK4K25RLzlIoxBfXXGsoJywboUiEyxD58yxHgCY1XP2+l5TnJa0UkJKPF38d1GPpUiR5Tpmycqi/VIMhKwS7t1BEPJRXalkhhUMaCAn0Zko9sXoRum3sSsmjAhl9GLsaE3LLz97xkzlkt5XeWxjpX1vTOkpaty+9irFJgwH9mvvd8UGGkVKDPT9HrTR/N0qk9SgjOHxri7EWL+NqvfkcpCInisa/qIgv+/qwz8PciVHLSLleIhmRLyek/mb9T0fPBGmJl2exZHL94AXdv3NKxzEWnHIfvOPzpK05kVk+Gb/7+TnZOWPeCFIIzDl3Op859KUO9WRYN9fP45p0dgYYAad+Ffsn4ns6JjVrEWEWgKjasiHKvizcVWOY84neaKAG6QzxO/fV2m67n2NC+TomEmtwPJlEsVJNZX9jcC7+89G57zXHBjTdxrUF6kPEb22Bi7v9pzjwieYxXp5Q0N1NAmHVb+lld4zT2QU2fhanpra8tyM8OtwgBq7Zv5/ZfbsGREoPhWyvv4oj5c/nmW89lKJflh29/E3/y08vZXJio1lNV5qOISGseXLWKn77+XIp9ffzP9u38ds8eEsj2iy17z4rSRZLFZKIOO5C4Ef5l6VKuiaMRbhkb4+iexqxSO4pjvO/O/2JXaaJ6WhwL8qzcuRpwcJ2w7Ric5eebFeY6sRpzxSj8eGZHRqLiU2tCjpOIJyKG49wBC9QoBXwUOt6M241Ay9tf366U6I6bqBWtr6/z6JbC8h14aFxhuQGb+ymBHhkxYZJzfL2lwZAWAZERMTeAQAkYFhNM6BR5k4Rd2XtUHGsQ4jLbncIYKGgvQWZ1bGfyafIupDBoI/jZpp/wwPhq5qbmcvrslzCcskj0fm9mGfBafHvPYDpunBzjKw/cwq/XP0ZorJL3ikUH8PEjT+OQwenDFwcch0MyGVJSVqMBBmM2ttPe+Xb++fqbuGZsFLBYggOGZvHJ00/lzOV7h1Vg2PM4MJ2m33Gq0QB9bZSUdvP3+ZBvve31vOfiy3h4W2te+nMOO4gD58zi3T+6jNW7dpN2XV5z6gpOWLCQnOuyZPYAQz01ZfDUw/bj6vue6PgsA+yczGMkyAGBM2GQUbw5G7uBteeqj383fyCh0usiAoOMtH1AZHDKnbOZCG1qyP22jbR8BCLsEPFUZ6Y3UlggYvPn7e6pv+yomvWipU82bfG0CoGJfesdiIkiX3VsT4NCUBcFEXk2QVGnVaXFctB9CcIYKMXZpsI6gqeHtm7nzf9zCVd/+E/Yf9YA33jj6zjvxz+ptT1OtKRiLJAEvnnHnVzxzgs4b/ZsdlYq/GTHDr6zbRsZpUi9mFZJ0y7gdi+Tr23axMefeoq3zJ7Nzw49tGO5dhPjY3d/j3tGnupAMGQQwuA7rSeWg/q24wjT9dQKhmwdQNAV1uTep4os8Xc3Nw5XRMxVE1SwGQcdNCVaQYcSTYYAIQSSiF4ZkBJh7JHvru3GWQoAEx8skvI1E2Dyl4NBCoNH534aA1PGodIhEqCsVWwJaP3MGGvBKxqXvPGpGAdTp47vDnJM6lQLG2NzHRGSMM4EWY5s+FNkBFNROra1aN648HzOnf86tNG8deUX2VYa6fiOjIFSWMvsOC/Vz1Uv+yRSzHwiPjW+hzf87mKmgnJDeKISAkcqfvLKt3Ps7AXT1tN1MQe+sX49H1u/nlNyOW499rlLn/xcyXTtB7jg0Uf5yc6dfGnpUv5y8eLntT2R1tzy1Hqueuhx9uQLLOzv49UHH8C377ibOzdsRgpRNf9LIUi7Dv9w9is4cM4Q+80awFOK9btGees3fkJxvNI2HXEVeZME3MQneH8iVgDifydwofr7RdDmlF/nBhDN1wFvLECGpuUeEbTPGGiSiuKwHDFRbFEojKm1wxgDfrwzPp3xVQdmbCtV1rHuq5YBdMbDuO05Byo9NvrACGzehmS50CBDU0sY5FgMQJARhD7WvEnnZ5dzYNzautjwkprOU9qHqA35YSILBnq57MK380833cQVjz1Wvb574UImhufQv207g1u3Vq/f/qcfYE6u8eAyk7n0fMo+YRlY6NtvYXO53LVc84vcXNjDnXs6gz5AYIxAm6jFOiBndFIUbRXKrGwTQiIEgU3xQ4aAXmn7YkyJQCiCGMWSFRUEAqGW4KpF+NFKhLGKwHQerhoSwf6/JwY4FbSshmgKrDshWSum2/4SM30n6aQIVO/FRifkIw/T9LScKpPXqYSws009tp1RE69ofbt1fPflm3/JLG+QU4dO4aMHvpbPPHhxxzZbjEftWe/Y75SnpQgAfOaOa1oUAbDU2kZHfPLWX3PDeR+YdnJP93klPlUvSqf3OkUApm8/1Obvpmnm73MhSkpedsBSXnbAUkpBwJduvpX3/+IKokAjEA04AG0M+UrAJ674HRjoT6d429GH87t7nmCqXAEfZGB/6vcG7dg/ql2Pw+h0SqCK9gOlbJSLrEx76GyvCCT1GkOl18Ubsep4w8bbzOaHPeGbJpIiM5iFqTKiEtaeoyQm0tb3Xs9L8HQkOcl3Ugqqfv8OmIekGKDdVsrlhkdJ0G6TqVYatC+tUqSh1CuIPOqiF+xPO1tpkK4pAkkbaqmPG58tU4LA69wBg2W/PP/in7A5P9HwWRSHIsomq1i+OZcDM5tLz6fs9QBCgEUxq+DTXUyemNg6fSGgOV0tmDhmfnqpN8/bRESGAadz3gNjBK7UNSCbBF9E5GSFnAzwhCYlI3yzDhmuhJhmeCatMcSbL4ZeoXEEOMIqBWlh3QGuMA0UylYp6D4I/di26RKRFQE5EZAmnJHCJESifFQNenX1BmRlGYd6RsH6H5BCN1g6IiMItKSsHVScEjlJ8fyrrb/BGMNL5xzO5w57O31uY/y6MVCJJJFWJEvPK+cezlv3O3naftTLhslR7tixsSNhkTaG9ZOj3LVz09Oqt52sL1nFcr8ZMGvurbJohsr8cymh1nzgF1dy8X0PEAXTqNHx8B8vlPj2jXezZXSiel17EGYgTMU/GXtKbJmQQqByDouH+1kyd4A3nnEkswZzRB4N7INJroKqmHpnWnyp/ifGFBjPkvNYkh4BgW6Zt0aKWiKjepEC3ZdG53yb6CeXIupJozNeHHkws6NPN+l4f9McMW3+DjMuOuV0rkebVkWg7m/jSrSKMxTWm9nrNvbaimItAlEbPIEgtuzEJ6++lM8X3nE2QReLQLWJmBZFACD0rMvYqeNzSDsO83Izc2e+kLJPWQa2lu1JbKZhSe7TopNtHIbSDCDEnq7la3Hx9m8lDPv7O+uSDbWKLzqBqOyGFyKRJgn1CwgAL1bAlekEkrT39ku7+eu4XFJWCEhhqAAhfWhjB60jh8l6KyiXb+jST7uZ94sKStTNbQHpGCMxaTy6mfmtJbVV5RYCZjmTOFGGiSiFrmM7cNB4VCiSbIIi5nLwrFvBmJiLxOBIgzawrbSN3ZXdzPZnc9bco3nZnMO5c88T7CiNIxGsmxrl+u2PUIgqLO8Z5i2LT+KMuYc8bavA2vHOLoh6eWp8hBOHn51Z/I9BGXghLQOJ/H7Nk9y2cSMY6H7mpHZcjGhv0haxS6CuuFagmiAQkdFc9oX32jLGcOnvH7AbcUyUKbCWa6fcuD40KAKxKbyBT0AbIl81hP8aT6JDjSrVVgTT6YQfRwWQctGhtvS9UtS4/g2IMEIWgxpnwTOQtjgJIUBru27URSskn0WOJOq1Y1v7ClmOWk7yJBEbXXyZ2hHISqyoxfcZBdq1yhgmtvKEIHVMMtQW5iBYNNTHJ845nZes2A/XUXxl5Uo2jddt9G0sOdqlrQkojMe+W7FjXwnBmw47lJTbIUT7RZR9QhmY63nVaIEdlQrz/RmoasDRA/vhSYeK7gZcMgymCgRaYYxASY2vQkZCwzzHmn1bT86xLy/OHSAw5FSR/fzdlkyow3NcIvyuQEBR1WBF/G8wCTYmDkUx1Cg4rCgMWSlIsnkKwBUSYQxhAuMT4APzBr6E4x6CQOA6ixkb//tplQGoHYSaX0W/qhBEilIHhsMEo+TKiLKu+enrP+93CvTIAmXjUjS+zekoLECzHFjio1BLCpFX416IG9IYRmwIdM385kqH02Y3Ykw+cfBrpu3rdJKZ4UTOOs9+wq+LlYEXM9Xvs5XEsvdCWgYuffChBnzAtGKgo57eJAKqsen1tc/ps6e9XeNT/OHBJ3EdRVBHImX92qDD2rMaFAEZb+jNJEPSUu+qIKha3I0j0SlFlHHwRsrxBOis9IikrnownjH2JG0Mxkh01kfmSw0but2MY2tD2IRRaEEcy8bshhD3xTIGGk+hfafGjxBEtWcJgVGCKCWQobb1GKsYRV53giGEjUjS8WnfGIhSWArnxJVhDNq3lp7jFi1A9TrcvnpjdYwkdsvFs/v53offzFCvBZP+8O772Tw50fhFxcqF0XXGhzbeUi0EUbxWOHEq6MX9/fzFKad07suLKPuEMqCEYL7vs6lcZmOpNGNloMdN86bFJ3HJ+ls7mLEMWbeCpzSeqg3irCozx5skp0qMR2nKJlH7auKLEE9EZFSFrCwjBeR1Cl/mW0Cxkog+WWJAFlCx2bvVOFjfqkaJoIr2d7AWggT97guBJxqflygvTjzQaz2TmOIVYMZw0+cjhKJY+g2S7niEbvPQGOiTJUpRjk7eUSEgK8pM0fl0K4W1BrhEVdBjZAQpGeJSZmvYHzMidm6jEoY+t69LT54bOWb2Agb9DCPlQscynlS8bOGzQ/0bY/6oLAPbKxXKWuPHpty1E3vYnB+j309z2MC85zRD5Kbx8aoiUMt/2aF+QdUiYCSEiuqCL+ONu9mMj4BIQj1r94SucNE3f869T9gcIY4CEdbuTTbkMBWfUCs18JsFsHU4AceYhCCjUGVtN7lYaTCOJMo4yMp0iKK6xrd7jrIbufEcRNkeIXTaxfhuXUZAgyiHyEKl9X3EdZhINyk4gnAwk/gjG5qiXYlJmAQNCA1CCrSn0FLFG6zovgC1Ee3VWXJEY1+FgIpr+P4Hzuf6h57isjseYtOeMfoyaVbsN5sjlsxjvFxiiCzXPvEk//j7G+P7m16jAFQc1djh1ScuAhFFyCgi53lc9va30b+XKvb7hDIAcGA6zaZymUcLBU7qm/mC/9EDX8WO0hh/2P5wNW2xxIbKpZ2AgVSxofyAm2dRahSwA2dAFgl0iZJ2EVh64R6n3GZsG0raYyoMyKjaZOmVRRao8UZEsTBVU37bzXOaPlk/vC3pCYXoMBqNMShEVXHwgLD8e8LyNZQmvkB21g/RegIVm/eeSRS4EOBh6BUF8sbvuGH7MiKrS+SN39LDajg1Ak+EBMZGDBgEnrBmw7RSFGaw3m0vbWNZrjvL3LMVVyr+/MhT+dxdv+9Y5r0HH0/fM+QcSGRPEFRj85fMUAHeG2WO69KnFONRxBOFAlQm+Lt7r+GBkRqmZ1G2n08deQZnLzr4OXnmUDbLhtExS1TnWMyKISb7qccI1WneWkGzgSvygAicQmKni0XaDad+JI8VStyxfjM4doPQaYNfrqnIplqnsMj0DGAkTknjlqah7BKCKCXRSqAS5SRegLSv2kY9tK+nfd0IMFqA66DLITrr29j/Jh+98R0iJVFT5cb34agGf731CgiitNuiCBhiRcBpWgcAERqktu/PxDTPQps4gqDz4UnXWWq0273sg+u3sXrrbs468gBeftgyvnDtzVxy1yruv387l9z/EADHLl7AWFjsaF2qujGEHTNS19qQSNVFUC6jgDcfdtheqwjAPqQMHJ7L8YexMX6xbR23r7uOqaDM8p7ZnDK8lMiEhCbisP6F7J+bg6rzATtS8c9Hvp2Hlmzk11vuY1d5gn4vwwPjtyNEqWHMOCJqUAQScaXBjZkEM6KMI6KmcDjLC5AWZUAQGomLJisrLFTjLfUR36laTP6mrbVPYSldBcRkQXZ5cUUWITqfToUQVR+gg8BLjkCAMRNM7XknjlpIED5uWQhN0ora4jVTBaFXRoRaUTANS0SDDKoCrtaM63T19G+JxCQhEpvxzDIVlrSDwZonLe9LEehpW2+9ROb5I7apl3cfdAwTlRJfXXWrPUFKu2gYY3jXQcfwf44+/Vk/44miVVQXeB4p1dkqsreLEILDsllWTkzw2x1b+OH9VxA0ERBtyo/x0dt+wRdPOIc37n9E1/oeG9nJZU8+zPb8JLPTWc5fdihHzp7XUOYNhx7C3Zs3241BQv3gFoFBFUFQt4MIMJ28OhLCNDj15wbTcb+pUssZISj3G7yJmnUhdKltjnEFYUYiQ43soOwaqG6G1oIQNziealJIZDFq68uur6OrJOAegQ0z9DtsDUKAIy0LYCXCqDhVsbQgRJ3xLPI/7YIjEZXW8MeqItD8Ao3BuBITRwcQxSf8yFgwVBsegsSqouPvrllpaGerlEJw95pNHLxwDu/+/s+5b2Mr0Py+jVssGVBnOFSLkpdyHCphWLWyBqlEGajgKMU7jzqyfUV7iewzysDCGE16w54d7Jd/CgOsGt3M5RvvR0mNoyzozpcO797/VN67/OX4yo4QIQRHDCzhiIEl1fp+vXUW31t/WcMzBt18XL5zO0rGIyUKyIZNxzDbmWJQTVlXmJHkjcdsNdmxvlgZr/LtJ/93Gwz2drj1ypqB074GgXZPQJkxdLS6Y1vt3YIMsg3oUoOZxHdOIggfb2inqK9gpiJAUsEiEzoUEdCrSoxG6WpK5XregaSMMTYnQWBiM5wQTTkN2osSDgvSC1mX38z9o48SmogDcks4sn/F0wYJTidCCD52xKm8dfmRXLHuEbbmJxhKZXn9/oewqKf/OXnG/ZN2/By1FyKPn64cnsuxcmKCH2x8glBHHUme/uH+a3ntooNJtcFbRFrzt7f/nktWr7K0r8Z+D99/7D5et98KvnL6a/Fipems5cv47M2Ksm46MsebfiTBzZtaJFGyqrc9OQNObAlINtxm13hSDuJBG1fpCsoDBlWy1oW2fn1haYlFpfXxppk7X9jNFGMQoVX2ta8ozZb4u8tI3dqN6qbVxlTf3A4waN9tu/FW6xMQZX2Cfruhy3KELIU2M2OPV+cXab3fnqQ7mP4T374SyISsKASTwbIoOjViotCDICNrVoA6Nsaa8mR/TKwxiDpwqDFw8R33t1UEkjrAKnFdE76SPEfwjXNex1/85rfk48iBckyjny6X+Nbrz2W/gYFpKnpxZZ9QBrTRXPHkTaCWUlbZVp+6lghhcBSUdch3nrqJe0fW8R8nvLeqEDTLa+e9HCkkF2/4RRVgmFbTbTg2H0HjPLGt6VOF6jVXaLKmTE52r88q47VM2y6iJUthTtDiSzXGoMJ78dJvplR8kk4ef4HFW3RGUxtUtAPPO55K5Z6Weize6DDK4cNd+5E8yxchU8brWCZxB1RwmC5Y0hEhuk4t92XIkDfASGW8yi1QLxLJsf3H84XHv8tD46uRCASCCM0cfxafWvF+luYWAVCOAh6f3EyoI5bl5tHvdaYh3jC1h035UXrcFIcPzG9RKuZkcnzg0BO79uWZyv1xJr5mVs19UQ6L84lsqITMayAAaxybk0GZ67au4XWLW7PD/fuq27hk9SqAWlhn/PvX6x/nN+sf54ThRbzvsONYs3OEsulgO49Nu/Nm9bJt96TFvU3XAWP5BVRg51RUBzpryaAmLbjMJHgBKYjStq0qjDfEGJMgNAhjiFxwmogCbWRBc9urO63dpEJRBbBVBly88bCVoAiLnm9JMtRcbxTZJcDtsFlXnyyqIEaAKOMQZRwLMGxWOJIDfdKnDrkcGtohwMRgiqBHEqUkwmK1kQaClCDoaWIsFNYSY4zBqDrLSfyZfTYQ2dDfY5Yt4IM/u6J7UwBTBWy1L5O8aWNgfk8vt7z/ffzi0Ue5feMmLuuxSvzXXnI6L10wv3u/9wLZJ5SBO3atY9fkZujbn0h6hMLFMU3Z7yKJklEVPLdqdCOXbriDdy19CQDbSzu5ZvsfuHvkPiq6wn7ZxRzUs5D5/jZK2sUVmpyaSb5pyxBoqlTCMNcZx2k4Kmh8Of2xWghFX+oMZvf+FYX8dxgv/I7ATCQHkThCoHUUJn3U0QaE6MWYSeqXM4lVAAwGL950w47H/IDZsy5lfPKL5PM/whhrHZFyiJ7cB8llP8jOkYsolK6Ztj9pEaHQRE2n/Vq7IWgTYthOpDCkREDZuGgjkFLw4aV/zlee+DL5KE+jh1UwPz2fxyZ2sbGww76bGiyL3eVR/u/DX+ffjvprfrv1fi7deAtTof2ulZCcNnQIizLz2VYcI+v4nDl8GDmV5h8f+i337tlYfcq8dB9/cciZnLOouxn7uZKqMvBHYBk4JGN9pYGTwfet8m0MRJEkimouNyUEWwvjLfcXggrfefjurs/QBu7asYk7tm5Clrq7VaQQ7L9ggC+/5tV8+aZbuW/Ttuk7IWIWulKdIqBqn9WXQ1rlQSYKgdXMCd2mDV4bVBmkEUSOqZWnpjB0tFYkv62D3prYXYkWmmouNFErU78pN0hVsaKWCTCus23x5LnNn7sKjcE4cZ4DAXgCZyqclpK4WbQvCbM1XIFxDCKEyLEKgu17vdJh/7b8AW06mrwDBYfNn8NQf5Y9+SLTSfV7bhJTXyCWgXSK3lSKPznmGN525JH89y23AHD6rMFpn7M3yD6hDNy+ay2eAFeXCFSassrhhKN1JVoT+Grg0g23866lL+GR8cf40hP/TmR09VT52MRqHpl4nD7lMcefjGPWkzFlyMoyOVWy+AAjmdIppiIPj4h+p0hee7hEDDpTZGILgC8CekQFrxqjNB1OX5N2l5EfeQvGjNEjTexDTzb0bqIJK3fQN+sXTIx+CK23I5H4yAbMhMH6sR3aKQQK5R6JlBkG+j5PX89fEYZPgnBwnQMQcbriuUPfJ1/4DTtH/7yqLNi33jhRhIAhVWBHlG0gR0vea2gEGklaVCh2c8YBkVGxtSGgaFxmefujTYinDIWoFnEgACki5viLWTW2qsOb0pSiMp97+Ns8MjbW8Fk5hKu3Pg48UX1vP9twBxgZhzXWZFtxnE/d+wvyYZm37X98x7Y/F1LRmofz9l3v68qANpqfr7keGCJUKSLhoIxVCFTs3gtDe/yKjGFWXcKoSGvu2rWRm7espxB2t7QJAVoDoYjpdjuPL20MWycneWjPTu7etTU+3Hc7OdcwBdoFaeFB1c/alUdRJbDBAJ7l6m8uF6XtTEpwCSqMV43pPFuGxth+IQjTEidfi1Ko6grYC9Wi1TriK1H8ocQqBM2ZEJtEO62fawXGVY0ndgVhn4uaClFhdyWjrlt2w6+3ZEiBcQ2BL+jkwrAuiC5gjvjy+199ElMzDHO16wstzluouSKkEBy/cEEDvfDD+TwRMMtxqtE0e7vsEwyESV6BdGSJHwqqt2252jSzysH20hjjlSm+svo/CU3UYF7WaBwRMdufanBxCQzD7jhD7hS+CHGEzSkwoPLMc8fxVQWDIafKzHXHq4pAjygzpIp4IqrDBnWHvwscKF6GMRNNrQcX2fCjOixVylnM4PAd5LIfIY1qcQkIhAUSImhl/o7wc++p/kvKDJ53BJ57SFURSCSbeS251Gl4WFSAD9W/67dMVxic+E1rEgIkQdkowtjelpMlBAaHEJcAlxBFBJjq2mQBhXYiSgxbihv58hOfJR9O4EiNJyM8GeHKCCUMt+y6u/vij2Z7qTGjXaQFga7ZACOjq2PNoHGc9pwQX3z4GqaCmViRnrk8ms8TGEO/4+zTYYUA1297ghu3PowXWbBrMn+TeaKUzREC4EuHVy44EIDfbXqMl/zqP3jnDT/hvx67fWYPM/V/dj6OSiGYncny9dtuq7oNOpVvvq7d2C+tYj98l7ZUEebJUtByYk1OtNbMHWYE5ZwNj3tmYuPyI1davEHskohcZaMRXAvKNVh3o0UJx/1T1rqgfMea29ug6KsbYXMkgMSGCdb1qaF/Oce6KqLE8tDpXcc++jYuDSMEujmOuqkNMwlD3DWZZ15vD043t0ksJ+6/iD87/RTSbiNDYqIIiFgZ+OTppzbcV+/ie7Fphmcq+4QycOTAQkKjyYTWfFhw+ptKWJuYqPu3tcpJ7hy5m5IutZ3o/U6hjkUwuZavEgPVh6gKAY7Q9KgyOt7+irF/3COkN85KMrPv3Y6koexbweymwcQvBClUHGJbq8weNJq2O5FFyFl24y7/AYRAxlEHiavAWgkThSAR2/5Uz6dx3EPjid89o1yxcAVB6dpaXXU/rhANCoEjrJE+QFHBIaxmQ7BcIlM6hSciJDE1MgaFxiNEYCiZBHJty4dGEWgXKQymg4KlkV0X/+Qd1u8WQSQb/t1QVoCSpm3YZikKuWbro12f9Wzltgmr+B6Ty+0zi0kn+em6u1FCkI7nb7Fp/hpjLQQAHzv0NHq8FFdvepyPrvwlO4oWRFmze08jydc1zcqmjeHQoTlMxmAvE/Nhmfi/atvaPVNCFMM4un4zdSZ6ET+za5sS/Vva0MOZ9LjF/B4ZopQFJOq0Q5RWaFdZFj9p3QhR2vr4Tc5l+RELOOWlK1h68FyGDxlm0clL2O/U/UgN56qLWX07jCMo97top9EaqxvoSZsbaRfQsM8l7HFssiHRbM2tPSNMt//ygrRopXN+BuIpRS7lc84R04ex/t05Z/Lh007kvk9+hItOPhbHlRZIGn/xc7I5vvum8zhmYSMmIJm/x+5DVr19wk1wxrwVDPk5KkGymPSSRA4nYqMJkn/ZdLovGz6Ep/Jrq5ntmqXXaQwtFGh6ZKnthm5Z8TQKWc0eWIlhpllZ6Qa+hSoKwFoRMt4JDPX9GaZ0FaUqt2LcjzicrvmUm8RJK0TV3O/EioDRUxCtq7EEttwb/xYCjMDxTsTPfRDlLKU8/mnC4i/AFEEO4WbeiZu9CCFr1hdjNBMT/xzX0b6HTtwLYSAjKuSFh6wSHtVuGteZapbGemXLPsdmfhzXKYyRlLVbVQykMPQ5pThboV/NYlh9voiodEP6xEqfK3XMNgnNiZNa7jBWIQib0GWOkGxr49d+LuX6UesGe3l///P6nBdC1k7uJjKGTDjGuD+PgtPX8LlVvOATR7ycD6w4mUhr/v6+Rg4HIbHoMQ3tvuPqPpQc1WMPXQ2e2yhHDc9laX+dL1dYKlsR2h+IFQPZQQ+JN/qOfnhq9ywdHmDdttFOpWrF64ejEOgYQ9Ct7uS3xloqglnxkj4ZWbCiBO1Jy9svQGhQJY0q2zfzoQ+ewYNPbuMPP91g3+FYLS+DGPbp0ZJC0WZb0l7Nhx95NkGQKsdq/kxO5ULULAraIBK3ATVLS+TJGv1wfXdFbC3pog2IiM4Yi1ikEJxy0BIAPv6KU1n55AZ2TeXbVvmZs1/GklkDgE2A9amXn84HTz6B659cy2S5wpKBfk7bbzGqKe2wMaY2f/fyCIJ62SeUAVcq/uOkt3Phyh+gdIVIehRVD5lonGSjULI2O5LT8LuXns4tuzsTw8gmtTox8deLQ0SPLJISQfWzilbkjR9vaqbtfY1icNU89hv+JVKkULIfgIniFa1t6jKSk0UtUYJUtAUdbQFTz2nYXomwjgJJ79xHkDJNFDxEcffZYEpUlRG9m2Dq3wmLV5Ee+gVC2oEcBA8QRZu7dRAhBMoYO1c1uITxed/SCVt/sIhdBZ3qIMYJhIxGuVjZEtXP7Psx9KoS42GqgeAo41QodMsxGouvQqsMTFuys0RGM+h3jkB4tqKN4YYY23DmPrSYdJKc60OJeL5CUfWgYxU9kUP653L88Hyu3fYwOwp5dhQnaF7VpavR5dp4SqThQCoNRKKmf0e04AcGM2l+eN6beGznrsaGCosLsISjpnpNdPAIacfy3bcTA6Bg3kAPC2eoDDQboaI4O2LCcJ70IAHwJUpLFPMg1G+i5QFpuQ3C2EiSnPKFscC8lODzf/oqVm/ezTcvubVjHyakhozTdlUybsw42CZ6oV1dDXVIm3xJx64K7YCR0m74sdJSX14nFKxxZZ32fFmxIM92nwngnGMPrtJGz+nJcdkH38HX/nAbV616lDDGcxw8dzZ/+cqXcOqyJS119KVSnH9Ya6RLvawtldhYLuMKwWlPgyDvxZZ9QhkAOHxgAVee8WFe9cB9PFKB0BukJyxR0kWkrJn6BZBRDv901Ns4pG8ho8HB3Lz7trZ1lrVDWgZdTrsRQ8qi++vLuCKiXxQomD6UdTQwnfFKiBSumttwzfWOo1y8tFZmmncA9rQiETjEfNzhU0jnSFrVgLpnxwqBlPORMo0xmvLoR6w1oMViojHRekqjHyU18F8ImUPrsenbVR9qJQQZAhLQUqIAVHS3k3tNFLpBEWjoS3wa63FKjIWZahlXalKyQinJCtNwbyMeo/Z7mmMEtMloaUleXrWg+4LwbOTBqSlGwpCcUhz3RxBW+JqFh/ONx27A1SUcXSKUKYpOL9lwDLDfwNbSHt57+39X78lmoVz2YmChFSFBpiJMKLFeLRH7teu+I0ktx0CiEBhq/m8B/3LGK+nxfI5bsIBFfX1sHh9vnb1JlQn4r04MxkYLxLqnCBqV+ISVDgHbJifZNjmJUrVNvZPIsPYoYcAoQegaZCBQFVOdqtq1zIgyEKiyBR62iBAW00DTc5NIJAfuX7+N39/4WPdG1Z3cW2aCMUSusKGMGquIdTkV6ZgzQcRkQkHGHlEw9gAhpM1NgNY4JasQJM819RO3avVp8wwnfkbT5wKYN9jL377pzIbyc3py/PN5r+TTZ7+MnRNTZH2P4d5nZ9pPrAIn9faS3YfIwvYJzEAiCzL9XLToAAAOm3s0d7720/zuzE/w4QPP4OXDKzh/4dF85rBzufrMT3P6sPUHHdN/JH1uL7JNV8eCdMPYrRiHerBvnyy0KALU/bvPgdMX30lP+ky6byqKnvQrW66m0ucjRC9P52tIgICJH1mINILCjBQJ6dqQOF25DRNtoDPAUaMrt1LYcSyViX9BypoSI+p+GtoV+wCNid0FAjIypE+W6BVFsqLcYtrvJAXd/YQvhH1jqSYiopRy6OSJFFhMUmRqLgpHtlnpk7viy5FufbMXHXAqs/znzxd4fWwVOL2vD1fuU1O0rbxlv2Pp89I4QlRxP/kYN5CEwBaixjAvISCVquA4Uct16WpkKkK4iQ3d1H4EOJ7AlXVEWwKUsoPmI8ecyCv3t3TVUgj++ayzkDHWpl6kELhKcdzw/DqLHGhl0CmrCBgfwl4IBiByLbpA1ykC9S2L0tNgAMIYjR9/3VpgoT1Son0bV1/psz9hRtqcBCkIsvFsbLcJx3WEnrUyNLMw/+L3q8gXK633NdfR8ZRh36mhO3gv6XOlJ+mHoJKzLgPtYPENvqilFZaSMC0IUvHnyRmiTqFr4HYQtWtR2n4vkW8VjoQ2OlLwvlccT8ptf/7N+R5LZw8+a0UAavP3jH3MxbfPWAYSefXgIJ946iluGBtjMgyZnxng/Qec0VLu8YnH+cnGS9hU2GxjX5vSSkkkk1GKXneQicBujAbBVJSiJw4p9Ds67Oy4D/U4Y+UHWDTwTzy5/RaMqdC6wUqEcBnMvbu1Dpmhd/D7jI9cAKaCIYpb0TXIqfaZnIV0jwLTmZK4do9EOtbspYNHsHDECBG7OtozwpUI8t9ClFei5Dy0bozFTuB3tYQwsf/XQPLmkmVUI0hLTXEG+QUq01J+2ef4MqAceRjguIGTccV8rtp6XUxIYxrKAnjS5biBI7h5lz0NuVIT6Ta53OMLlbBxzPjS4X0HnsaHDnr2VMPdJDlZnPFH4CIAGPSz/OC0P+HDd1zCSDDChDdM3h2C0nqkiMGDbRRuYwwpv0zReERRo1VJCBAOCBVhQoGO7GdSaYRX4eyFhzBbDHDd+icpRxFHzZnHew47mpMXNKaUPmXxYn7ylrfwhZtv5r5ttfF9/IIF/PXpp3P48DBXPf4YP1h1P4/v3k1YaXO8FxD2gCwYpG4/d40DYTZmIawzcxvsSd/JSM5aupxzjz+YL/30RjbtHp/eBw/TGrcSWo8kna8M6lIvP1skXlx/pV9ipLB1B6ahSckjAsueZv9RZ+6v+gaBeuCVEQKdgiC+x5Iz1XW3SUkxxEpYct6QYLza8z0UrzlqxbPv8DRijOGGfXT+7nPKwIpMhgPSadYUi1w9MsKb58xpKXPx+h9z3c7r43/F/vUYBSRwmJ9ewLLc/pw556Uszizgt1u+zKqxW4mA0SiLJ0NS07AHWhEUwo0MZV7C4qGL2bT7T9BNG7MUaRYNfR/XWdC2Bs8/kcHZN1LMf49y6TdEehy3Lpa/9YlUrQJe7s9sJIHoQ3gnYip30/m0b5CpV8eVeAg0CtWEnW4vlWAVxkTt1xxj1axK7Z+4whAaCI1kQvskBE2eDFDaI2qX75Oa4t/KZt72sUgBC9PzecXweRw7cBJlXWHV+ONsyG9uUG5kHGnwZ8vfw8lDx7C1OMLde1YTmogl2WHu2PUUP1x7q1XF6l6GqwwoTUp6/MWKV/GahYfT4z6/YX5TYcgf4pPFWfvYYtJNlvfO4XdnfYzfbl3NeWu2UVI53rPiTH7y5LVt9jxTtcgJCbmsBeiWKw7lci3ShKSMa5BuzTKAhKu3Psrblx3LTe94/7RtO27BAn7+9rezaXycXfk8w7kcC3p7uWPrJl7x0+/x1O4R67sPO6jpIj79Z0BMdeY3MC4EvdaPbxMmxadXAaEwjKoKpx2xjB/efD8bxsaZAW/ZjCyCtmDsHvBAGGNdBzO9uUM7EpdgUo/2rGtCxjziJn5e5IsW5sFEEaru7nUmWCPjBFF1hU1COFhLwdDonJUQdDjUG6xi8IU/3MwFxx3FQXOGZtjxpy93TU6yIwjIKcWJve1D4PdW2eeUASEErx8a4subNvGva+/nge1bGHBznDX3WI7oX8rK3bfXKQLQ6jsOWZIZ5qL93wXAo6M/ZbT4SxZ5NqdAjyzhiwA9Iy57gyPsCMymTuGA+Xcxlv85hfKdAGT8E+nPvgUlu4NIlLOQXN//Jdf3fwGo5H9KaeJzsU+/NuRrwYIGN/cxnMx7qnU4uY8SjLRaH+InILwTkd6Rth45Jw5etG6HqAsfgjHG0rp2kGrYW1NYkTYwoVNN3nrDgMyzW/dUb2m+fTzybaKijk+sf5Tg7YsvZL+sdQmlVYp/OOzjXLnlOq7efjOToY31PbJ/BW9c+GoO7rXm4fnpQV6/8KRqfXtKBcI2FLkJV0RgyoyHk8+7IgDw25ERSlqzPJ3m8OzzB1J8MUQJyTkLVnD6rhI3jo2xNvQ7KgLQeDAWAnwvREpDsdiZsCpxExngp2vv48MHn8Zwema4i0V9fSyKAV+3b9nIBb/6OSaI557pbq+rnlan4xkTVikwDg3pjY2BlU9u4MmdeygFIUaIGZ3cp0e9NN9giByLI0iA+V3vr7PMt7ncGAFhDEYJonjjr7o9OjygYTNP7heipgiIpsLEylOdlcDE2I3Ip6u3tRxG/PyBh7n0/of5l3NeyflHPD+Yn8t2WVDqObNmVVN17yuyzykDkdFMTt4PDPFgUZIrPIorBL/ZdicnDh5MQT9C5yFu/ZN3jdzFBUsuQOsx7t39NfuJgJQIyakyERKXgEYdtJ0YCsVfUUkfj+fMR8l+ZvW8n1k9059GuomXfRtu+hyC0m8x0WaMCRA6D5QRaj5O5k1I1RjXKv1Tcfr/jXDsb7Dn9MReFiK8E3EH/rPW6tLvaQ7NbOlZHBYYmk4pZRrLSmpYgVALysat89bXxJGG2UwwHqUo4VdfscayE2ZUhIpTRgdt0sjVSIkELophf1HD52mV4m2LX8ebF72GQljAkx6+6s7g8tstq2Jse/ueagy/2nw/H2jjjnqu5fJ4MXnj0NA+zy/QSV4/axY3jo1xb7Gbktn+mudGVCo6dhvUS+uuZYzhuq2ruWDZsQBMBWUmgxKDfhZfdV76jDF89tY/xGyBsQpgoFOYYsO9CoyulTPCVEFtYDdhEdLxu/3l/Y9w0ILZPPjUtq6rj90IBULZU37XVjVsqgJUTNetBJEyOKVanc1HJ0Rt402qqioCsU++WriJxGeGzOO1CqWoJQUSrUW0awGC1JEpEYMF29zSeL8EHQPC/uZX13L4vGGWz57VUEYbwy0b13Ppow+zeWKcOdkcb1xxKK9YugynaWMPoojfr3+SR3bvxFWKM5cs5bCh4dr8nT17Bh3fu2SfUwZ+sO5anhi5HVe8kkD4jJtZDJjdANw39gjzMq0hSc0SGc320nYe2/P5huu+CJFoHFpPia1iyIiAfOn3rN5+F8vmXELaO/QZ96tZhMziZd78tO5R6fOQ/hno4hXo8EmEyCBTZ1ctAono4L5pFYHOuQw6tLd6LwRYxsGO7ZRQiTxC2ocs+SJiUE2xPeiDmImw2jaouhkyzgC+yrR/hpD0uDMDA41U8h0VgUTGgulxGc9WClHEb/bsAeBN++BiMlN5/dAQH3/qKR7Il3mJP8BoebT62Uz2Ds8NKTYoA/GmLXTDWJFCMBWUeWh0K9947CZu3r4Gg8V+vH7xEXzk4JcyJ5Xj9p0buGr9I4xWiizM9nHUwALWjO6p2rEF1hQ+nSIAoN3Yf2UMaINxEz+5baaWgAuqZFrCiA3wk7tW8d8XvIFLb3mwutG13aSByDPggTfZ5YRfZ35veFa8kUolOXjZMMFUwBObd1cVC0Os2MQ7hIhiE33yoLoTvxSWRlrH7a1adkxd+S4SZJLnGIha37MBwhQ1xSN5pTHNqZHdVun4d91wEcCP7lnF58+uKffb85N89Le/5t7tW6vGHSl2ct26pzhm7ny+//o30ONZYPPd2zbzoWuvYnexgCMlxhi+ds9tHLRwf9blZpGRkrMH9418BPWyTykDxajMZZtuAmAWO9jOYnaK+VVlQExD/1svYTTOWOXJhmtOvM1AMn/aTUErGRGQFdZTHukRntz+KgbSJzOr9y9J+89PFruZiJC9qOy7u0Tzg8BrCruJQ7Ti7kZNxv1pnylEA4hQG4kjdExLLAhNjYEQoKwVAW4H243V+lMyxBEhJeMjYhh0s6VhPBxhzdQqDuo5egat7CwLMwM8PrG1SkXcrk3z08+///6akRHyWrPE9zn2jyCksJPsn05zRDbLg/k8Ry04nRvWXtnw+XQGkUU9vYzhsrM0VbtH6pb7ImMYq0zxjpu+U4fkF5R1yOUbHuD6bauZ78/i3t1bUEISGY0Sku+buxFpiZmqAy0KSKBx7U/q8fhPxYDaZEfVBhlQVSjiwkQpkJVGS4MASmHIqh3b+dBrT+abv769RSEwECPway8q6DE4BWohlUlfO53MTUymJOxp+b3nn0wm43HRly5FVnRdcqXazcaxz3WVJKMUU4VaFMLcOb1snJxEC0uSZPsbt7vLQmSw2AAbfZG851alPPKgGWZU9yqtUiBb7bjJv3UjzITIGG5fZxOQ7Srk+edbb+LKJx6rlU9+x2va/du38tqfXsxbDjmMY+bO58Lf/YIgsi871LU1465yBXIW5J7Zh0IKE9mnlIFHxtdTjOwgHDab2S4Ws5P5LOcRFBGhltMwAQIIck4Wlx0tn3iykYa4+T6AtKiQEUEMSKx9pjEUSrdTLL+JebO+Sy79qmfUxxdCZOoVRPn/JiEbkggialzkDT0TAmVEg4JQLw33GBgzPVQIUfGUUlhehgBFEKOlJnW64SSjjaUcjqo4BoMjIosdMKJBkWjoB5J7Rm7goJ6jmQqnuHHnLdy+507yYZH56XmcOeelHD1wZEva4WY5b9FxXLPtoa5l3rj4+U1MBHBpbGJ80+zZf7QugkTeOTzMX61dy51FyZeOeStffOS37CpPzujenCe54pwP8bHbL+embU+1teoIDNmU4ZJNt5BkMVfGhoqGoSIymh35AtsmrY08UQST39LX6EBAMTka2xOobHtSt8/XyjRu+vEJ2qL46zb+xErggaokdcQbvYR/ve5mhntyLDlkFqObp5iYKCOM5VIybaJujRIEPUBkN+OYGb3tGDIYjAIvsgr8W19xFKccvh9XrnzE9sEVdj9uMr0nb/hd557Ae193Ag88voViqcJ+C2Zx88Pr+PfLb7F9ckE7ptqhZJlsizkQsa+/CRzSkPIY6EA50lCvrtMl6vEMiVuh5T4BI8UCb7j0J2ybmuxqFzTApvFx/u2ulRhhOW2ayxtgqsceGA55uika9xLZp5SBQNdU3372kDJ5SiLLhBxiidoABkqRIqUilNA4MWQ20JL6lMPnznslO0qPExoZ0wzbxcNtw0PfKPZ+1fbLFggTIoVgx54/I7NgFVI894AzEzyKKfwYKveD8MA/A5F5K0INz7gOlXknUf4HJIwqAlE9GTUvrElQZjvvrsHO2gg733Zrl5Jpr1B5RJiYgbA+WiAygrJx4myNtc/KxiUtIyZ1ZzujRrN26jF+tP57rNzzAPmwUF2YRyujPDT+MCcMHseHl78fJTpr6ifMWsor5x3O77c91DLJJYIVffN5/cJjOt7/XMieIOCXsTLw9uGZf5f7qrxreJi/WbuW2ycmWHTQ8Vx95l9yz551XLr+Dm7c+TjdYly2lbbxNw9+l08f+RZWjWxlvFKMw0mtSAG+H7RsAtV8E25EpaLQbTgkGspnInTJMvcIEl+7HaFGi4bNXUuDaJf4RkCVcbxpedGOVQY08em1mh8Bthem2J6fgjQcsHCAI3rm8Ov7nuiO+JOiegpW5caitQ3S5j3IDqQJXfjRqge5cvUTHDVvXvUlRZ7FIciwhtGxyY7guEMW4bkOJxy+pPrYI4qlxrwLdREGRpv2rg4JYYZW6uF6UAJUoy1mJIl1wMTKQSvkCLBpsk9duoT/vOcutk1NNoydbmK0AdWqCACU0zlCL4XQEaM7NsGhh8+w0XuP7FPKwLLcPGr0urBQbOBJDmErSzhQrgXsRt3jFvFkbeYZE1MIRx5H9fisn/gqhgg7WgzSaNJiGvKNpK4uI1MDDgaYYDL/U/pyf1LXBoPRO8BECDWMEE//1Zv8f2Mmv0BtdQHCxzH5b2HkEJg8yFmg9gNTBCER3omQfjNC1XzQwlmIO/gdgtE/xdIRG0ScGTEiIfi2m32EpRiWNWW/7l3UlIRKJCh2sAkaAxWjiBCEhjhDob1eNg7aiDpq4dryJYRgQBUYjbK0WxGMgbFggt/vuCVeomtlklwUd43cw37bFnPO/Nd0fK9CCP7xyDexJDvEJetvYyq0RytPOpy78Bj+fMWr8OPjZaAjrtv6OD9Zew+7SpMsyg7w9qXH8dK5BzSkjn66cvH27ZSN4ehc7o/aRZDIXN/nNbNm8as9e/je9u18YdkyThxaxoE9c3no1m8wUplqk9jHVJX8+0efZNX4E/zyFRfx1Ydv5NcbH6lGhCzt62FbZXd1FAsMUsQzN95sIynozCJiRUjA01CW4EaQjhBuXKsBU5aYioSK7G7JMVRZ8aqX4uKamMmwE+pewpo9o/jSmdGmKLAn6VCACoh98PYD7dQY+nYHRUwcPT2WL3HLU7XcJjYvQnyqjk2tBsjmPKaiCnumCszK1bA6Ryydx4ELZ/PU1t1EzSmabdpRFs7qZf34uOU7UPZ6Z4xDTQl5RiJq7on2Lh1469GH88ZfXjJjRaChfW1kst+ur9nxESrpDlrIXi7CtMtTuRfLZx78H27f/QiOjHBdyW+DcwDBa7xf0SOmmO1PokSr/xAgIx0We5vb+KUMipAl7sg0PgZDTlSqaYvrrwOk0PjSnmkctZRF81ZijCEoXkZl6j/R4VMACDkLL3shXu6DCDGzXKWmvBIzeuGMyjaKRSyJ/n9HpF7eWKceJSpcjq7YUEjpnYjwz2By15lASGPS5/ieJldCURtKRjJlVNtEQRWjKJi6PhpLT7w77CUwkopWhHSAEMfPm4zS1QyRzZIPHcY6BRjH0uf28vWjv9TVOpBIKQp4YmIbkdEc0DO3IZxwKijzphu+y/qpPS33HTtrEf9z2ru6otQ7iTGGQ+++m8cKBb55wAF8cEF7Too/Nvnlrl284ZFHmOt5bDrppCpie0thhAtv/y92l/PUq5+OjMi4Nfrw2X4vPz7pM7jKYSoos7UwzpVbbuWn6++ry8qrq3i+5jDWfNGnEtQv3AYpDVJaFJzRAreQJR8GyHTU4oI0iTl93KN7LmMgAhXU+eCxPPoyqkPQtxNT+8kKh2IQxsmGaMllYAyt3ASN3swalkC2FpMVa1EQTdejFNWcAQBKCs4+cgWfPu9l9Kbt/Ni0c4yLvvgzRieLVSUuoQ4/ctl8Xn/GYXzm0mtrTWnKt9C237FFIcp0K9joSqi6Hzw6Rhl85byzOXXZEo7+7n82XJ9O1zLStIAYASKp2Lz8SJCSBesf4yMHHcLfnPzSaWrb+2TfCoQEPnHQm0gpl4xTISsKDAvr+18f7U/GKXdUBAAKOmSiLdWtYMgpxImLOulG8YYv2pERCWvgrnMJRtFawnAT5ckvUxr7JDpcW6tJ76E8+RUKI+/FmJmQG4HJfw+6wgI7iQYqmLGPYsINja2WAzi59+ENfgdv8Ds4ufeh3KV42fdgOsAxk7TFCYVryUjKtPfrh0bWKQKxyi8EjtD4lNHGhhMmKYwtaqCRIlgISCdO0Pr3YSzWoBy5dP7OrIwHE+ws7epaJpGUcjlyYDHHDO7Xwivw3lt/1FYRALh3zyY+e9+vZvSMZlk5Ps5jhQIZKXnH/wIXQSKvnTWLIddle6XC70ZGqtcXZAY5cnCQnFci5QSknYAer0zWa8wjsqs8zptu+wRffeJiMsrl++t/x1Vb74wVARFbBGzZZs4CgGy6TC1FtcHzQzw/RDkapTSOG0HfJDIdYi1Vje0XyaaamsbGUOc7t/+060yY1YQpTdfzWGLwUlCQoSXxSUGln9acBILWpH6i7if5FZfRypr+I9e6KcKExpfqXkyYaVQEACJt+O0Dj3Pht35OoWLXr0Vz+vnZ597Nn557Movm9NOb8VmxaA6fedcr+NYn3sjldz/SQPk8ne5k4tO9cWmbH6Jarr6P8d9RCnDie2WtP0aCm1LsNzzABVf93H53yY9otXzWnmGqLtF2BfJ9QyAlXimPU8rz1oP3PRcB7IPKwCy/lzcuOgE/Tlm8v7Kn7aei5XjTZQLBMNEmq4fA0CcL1HLZtVevMyKoUxhqPxZ3IGIXQU2Kxd9Rmfp/HerUROWbCQqXT9PmWCp30N5zPxOxU9sUfjyj0qmeTyLU/tPXasCNVxfZxplZqvIEtM78fqdoU0ILjSctxkMJjSsjPBHWqSICt0lJs/gCYQGJTxNoNxnkGatMojtEDnSStZO7eXB0S9cyv9r0MBOVbnRJ7eW/Yhrct8+ZQ6+zT3nunpV4UvKeWPn5+ubGrJgZJ4UrwXciPCdCdqDj0xiu33kXH3/g37h51yMYdHWOSmE6mpuTYeN7lk/E8wOEqJ1ok58gqNtlOtWT0pi2qnPt1uQkXAUb+gbjQpQzBD2aSOmuOAl7Lw2be5SJ0fh1z9FOXdk29yebovbj03T9hujZzb/SazfUKB1vqG26ro1h9bbd/PLuh6vXBnrSvO+1J3LFP17IDV/7MD/89DuYPbeHv7r8alZt2NqEK+jeTrD5BAzxCb+6NDdaJutdApFr21x/ejcOlpY4jlqoEPHmX/yUx/fsbnxoG2uJfU78pObPTO3XZL9lNMyN7eLPjz25MTX2PiT7nDIA8MrhGnvcQrmZDHnKpFgTLp82kiAwrV12RWRBhAJcdLyx1Z1OATfelOz8MfH8MTgYlDD2WtOzg/wl1b8lFriS/CS4+Ur+B0+3+89QIihfP32pcD1Tu16FiZ6aYb2205IkjbJdgCNjfYIOms6cBjW/YbL4JuKKGnYBYH7qEEKtCLSkYlSc9EjgzoBXtd/t4/GJTXz03i/wttv/hgvu+AwX3vl5Lt/0B6Iu7Ir18v01d0xbRmO4dceT05arl23lMpfu3AnA++fPn6b0H598bOFCFPCHsTHun6xFE7x0zhFoNJ4M8WTYZgwZXBlVc4hsKT3FgFfElwGeik/yTK8rOkojpUbK9mXbZa1sFhFvpm03c4NN1GHiE6aCKG0aEfIqVgpyBt1O6enUBGOtA0bEbH8xN792G4rUTvqOVR50k7Gu4WSt7OaauAam8yH//I72UTiVMOSjl1zF+y/+Jdc+voawThHQKlY6+uKfjN34k/YCBD0QDEJlEMKcBWhGrrHRCspgHEOQMYRZg1EGx5EctWgush2IMxYpBOmcSyWK2uBRau+kxbLShOeQwKKePrKuSynTS+inkVrz1SOP4ePHnzrNG9t7ZZ9UBhZm5pFWaRLt/wD1BAD3lY9Edz3wmXiTaRSXkIgY8CtACoODxiWyP7HroT9zHkr2oYQFKqo4zEQBfsu0cZGR3Rg6vWSJQYdrZtZp7xiemZugTqbZ+IypkN/zDnS0dUbVCQFlY9+bEeASoasRAwqXCI+IjAjwGxgdsclnUB2Z5gAcoQHBwswRbC1tIsK6FepnpiusVaHbsjXsL+LLT1zM+nytX7srY3xv3VX80yP/PSOFYHddTHs3+dTdV3HRLZdwy/aZKVNf2byZijGc0tvLCf8LgIPNsiSV4i1xfpEvb9oEwI7SsVjN2QAAY+JJREFUFjYW7mJZzxhLcvZn/9wIg36CIbBAwj6vjCutJUAJSDsBQ+kSs1KJy6+7CGFIeQG+Z031jozIeBUyXhnfaRyv3cQYwDUtCoGxGoDNppcxRFmDTpkuC4IhzBnrm65V0qUDWHO4Bw1wHWXN/ZFL1a0Q5CDKgk7RmRkwuSZbL7XtN7B9vH046FevW8n1a9ZaxSIOrzRYZSTK1oCMiZUi6AGRFYRpKA/Epv64Ado1RDlrCQl7bKbIsAcbZunCnDk9XPtnF/L181/bhHcwGBH/YCx7bVSeFjQogJcsXoLnSZvtsq5SJQSDqQw/Ofct3PueD7P/wUcD8NFFi3j3wUd0rXdvl31SGRBC8KaFryX5lpaqtbhUGNP9rAuXdLuTfqcxVeqgmmS+NxafAOyPoTZhaptVxIK+D7Lf7IsZzL2PlFqCQwwaFM3+REFKDli/el2bm/sAIKcNZ4zLZy7kmbsJAFSsUIAJtxDlf0g49W106SZMvBkGpavR0SYgQiC6Dg5jDBVDXQ4BixuI6hSW+tO+wuDX4bfz2qfbSmezo9pN/tjBN3dsjRDQ6xarVomkzsTmcGjvody+x27MzSc3g+HOkYe5Ycc9XXpqZXnvzBgBS1HIyh1ree8tl/C1h28EoBgGXLnuEf7jodv4yeoHGC3bMTgaBHxrq1VQ/mbx4j96boFO8peLLKX0z3bu5HOP/iOff+RT3LZnJbJOcVfSMOgVWZQdQ4mAQb9YPflLYXkpPBniiIger8xQJs/0qHSB5wR4bpm+dIm+TImUG5ByQ7J+hcFsgUyqFa9SL8YQ83ADnoG0xuQCTDrAZCJ0LkJ7GtNNOWk6nUdezQY9fRqxatHGv0XN1K99aAjW6TbM4s87OUybn9kuJfBUqczFdz3QkJdAu9bioFNt/PxYpaDgGYJ0zdVRa5Ow63EHw8v2qUmuffJJnhwb4YT9F9qN39VWAUt+0gaZ7sa7akVKwTsOP4Ifvv5NXPWmd/LqpQdWU2H7yuGtBx/Br978Lhb19vFAvsCd+TyuENUxvC/LPuugfPXcl3P55qsoRGVcEbBMPcnj0SHcUz6Kpe6GtglQMrJMRtYmd1aWmOXYDIHNmzmxF9COZ0m/fyS79rydqO7UXM2XXg31s7/T/stJVW6GGGzXSexnETpYjXCWYyq3YUq/Bj0BahEy8xaEs8yWTb0ck/0I5P+DhtDCGUsE6TcTjH4cXboqviZtKKGcjzvwdYLSHxrqTnLNG+zmL4RoiCbYHTWuYuVOxOLY9+tgCIxGI4lmSFz+ktnvZ2nPiRzceyerxu5oE99grTT9boFC5BGZDIEJq+2+d3RtjGhovwwIBL/eeguvmNudNfIdS4/n26tXdvy8ZpGS1ZPHfzx2K8VA8+MnHmAqqODEXA6fvftaPnToSeT7FzMVRRyRzfLaWbM61v3HLsf09HBKr89tE2WuGuvleK8174CMAVwpZdg/N85EmAGsEuDIemyAwZEw5BcohQ7FoF3Wm7hOYcg5ZRxhUHEUUKAbI2L6smV6MmXyBZ+JfLrBbVCNwdcSHAMqIglY0eW6XbXDRtZWRGyeLyX4hWnmiLHAP1WXPd1IGvMGNFaPEbQj+mss1Ppn+8c7rSVuW7uRwDSlpZYxBqEJWmRiM3xCj5z0KclCXkNs2LVHJ+4VQ5WOWABfvOUWCm5oqYQz1ZsaOhI0HLxMo0Ki40IGlg5Yn/9Bs2bzH686h2IQMFkp05dKNUQL/ctGy2L4zuFhFqWe/yRmz7fsk5YBAEcqXj33VDxpfdLL1RokEduieayvLGg6ERiyssxcd6xB6+1X+S4nh5qVoNc7jEx4a1URqI2hmKBULcb3TyGbeQPDQ5cxNPBVi7qfYV+i8AmikQvQo3+CKf4SU/49pvB9ot2vIpr8UnUDlj1/jhj8EfhngRwGuQBkksK5kwshvp79BGH+v9GlX1E7QccKhd5OsOddEI1Qz4wiEJZ7IE5apI2JXaCGKVPLEQB28nZKTZyIMaDiNMHNmIB2klJ9DKcPJjIhL539mo4bepLOuKxdKiaK0Qv2WypH3YFZBsPGwraOnycyN9PL+YuPbPvsKBIYI1r8yyYS/NfDdzEVWA6LJOlTqDVff/gOvrhhPQB//b/YKpDI4e5dADxcOZhiNeLHkJIV+t0C/V7R/rgFUioAdAw6bQX9AThSM5TK4zthta76HykMA+kCjoJev0LGCci5Ab6sL29FCshlyswemARjx28DFs41CE9Ti1xt2vHkNAmOqgatuIyA0DNEmdjU3Wncx2ZwXGt6D3MxMDBG0beTadelpk24ET3VWAxgRzHPnqnGvB13rt/UvsX1m2/8u5r/oLlRiZLQcKn2fhLgoHHsilUO7Fqm6z5vqa/6t7ZuHddYWkplrFXHsekQz1m+ouHWtOsyJ5trUAQenpriqj17EMCnFi9u19t9TvZZywDAmcNnct3O63BkQMqMsVw/yerwIG4rn8gceSWDXpFeVcSXIUIYKsaNWQI1WVEiLYK2Put66fNPYMA8RSR02/FlgDBax/zZl+OoIYyZBLIIOQejd86oH6ZwMSJ4IP5X1PDb5P8Lo+YjMhfYZ3onILwTaveaEMrXY4q/hGgniBSYCoRrbAPdExDZ92BEDjP1xQ4t0ECA0nsImo4xAoGDoNh0Io+qdrtELYJuikCtPrtg52SJSZ3pWM4YGAvz/GjDX5FRfZw6+x28deEH+Nnmb8fPa0SKTwYerd9Qfes6t81X7cJNW+UfjjkHV0p+vv7+mhnVNK1ude0Pw8669lR2DnkD+/k+b/4jTko0E9ld3k4qvJ1hNY8d0RzuD47iFP8OsqqMJ6Om5EOQUQFz/EnGg3RHJUoIyLkB45UQJTVhJKtjL+WE+CpoAPwKYamKy7p9BIwQ4DoRfb1Fxibqj56tz3fdgCAEHTnVoZds6EIZ8LXdgAACS1pEVGdxwCR8aEQ+qHJCtFZ/BLH1agUq0V8EVXN6p9GujcEVlj69o4ocNZnymxQEiH39caRBwtN/+4ZNfOfOu7ll3QZMCntqj2hIXlR9bcRtbeYaq/+7nVWlzXQzyrRwLnQW07jrNT13uC/LUKbzupTIP8dWgTcMDXHQDMrvC7LPWgYAhvwhPrL8IzjCQQnJUe4qFCG79BxCp5e53gRZJ8CRFv3vSENoJEMyzxxnYgZPECjhE+n1XUrYn9Hdb2L3tgPZs/1w9mw/mEgN2xPqdJxOcghRuZduSdD11Leqfv0WiTZjyiuhcjeET4AZR2TeiBi+Gzn8AHLw2wj/VHTxSrrrfhEiepJ2FgbV5lwjmjbYepWgmyR8BJ6IUB044KyVQVCJ3Q6FaJzfb/8mFbOVTx/8VWZ5C2KOAks1PRV6lEz7HPeu6u5OkUJy+uyZUQ07UvL3x5zDjWd/nL898tUM+72xQtJm6a0CT1olEorxXkss9OqM05Ie9X+bjFb2IAScmrLkV48FB1E0aXwVtVXWhYCsE5BW3eP7k41fCuj1ywymiwymi2TcoC3/QFkrphvDPeky+8/bw/7z9jA8OE7KS5hL7X2pVJlMpkLPYAHHC2oLhAv4GpGLwDEISY3hMBfaUyrxRu8YTI/GZCJMyhCmbBRCgxLgWkxAM+ln8u92vVBSsGJ4Nv/6xlfbnCN12lDCAbB4Vn/t1O3GP3EEgnYgciD0aqyJs7JphnJZLnngQd7108tYuX5jTVEWBu1Zf32YsT/aNVX8hKkxxHeWRHEgBla2tSCIVpxBJ1G1d9juWdsKk/xhY/eIoHsnJ7kkjgD6zJIlM3zw3i/7/Cp0VP9R/Ovh/8pr5r2GWU6eI1wb6vK7qZdTT4Qj6iZ/CYcKHhFiWtrLnLugg/5fkzSAXg8kC0OZIHiIOjdeR3G9UxHTMePpbRC2DlBTuRuz+1woXgpmwj4/XIOZ+Cxm9AMYU6NYNmYcE58HdNX42Nz5kHTfPxIHQlavCiHJ4CBFttbuJgOiDcusozI2lhQoMo3vOERWeQIcDA6N7oKEutgCDBvf+spdl+BLl92VScraoRw5lI1bdQm0E09GiKa2VtuMwBGKcxec3nB9Kihx2YY7+PsHL+efHv4l129/mLAuL8Zwuod3LjuBIwYWdXxut5C0id4FaOXiBgWOcp4e38Efo2QdG0Wx2N3CQrUZjeLeyjFd56Yx7cmomqXfgT4HBrwCA16eHqdIRpVaQlnBZtvsJiIxLcS/Mn7A/KFx+nJ5Un7AQF+eXKaCqwyu0mT7ilSPrEojU7pWT32dAJkQkxCmufFvB0xGY3oiIt8QpSFMm1r8fzuRnRWC5bNn8e13nsdrj1jBTz/4Nl556AGkXMcqCfNm8y9vfBVXfuxdHLZkGOWIllOzVo1YBCkEF5xwFFsnJ/jsNX8AqOJlDMYuIQkEIzHtO7ErI9nYuy2sdYoANIZMNpfrlh2xQbp7MgH4+9s7h2AbY/jLpywg+Z3Dwxz9RxQBtE+7CRKZ5c/ijQvfyMapS5nrX88Te1awPZrDPaXDOSH9YF1JO6jGozT9skCIwpGdThcSJdLMzZ7LjuJ3uj6/ArQaiiygMBTzkEyBsaFp1ckvMng9n0GZCXT5mhYLQrP50wQPgXNg9boxFczoR+OnNwFjACq3Qf67kPswxoREwRpMHeiwbvut88X14GXehnIPojT1LcLSdUCIdJaTzr6X3tTr2DbyQcqlW0AYpElqTE77IaGRlmYYhalDBKmY5CdR0Araj0GFGmk0o1EGTWvoYLM8Mn492tggw8Z8Bu1dAUJAzquQr9TcCBJrJs06af72kItYkJ5TLX/HrjV86v4fU4gq1VwDV2y6m/npAf7f8ReyODtULXvYwFyu3vJY23aKDgitUPlM9MwFYGBsI/uvWN6xr/9bZF5qEcP+QnaUt3Ba6k5+ml/IY8GBnBzdx2ynPeOjEEnoaXcZTu+sspImdMKF0KFQbAV8TY81BzANBwuAwZ4C+YpXN95t/p1IG7xMQGXKQ7ptsvXU9cUYECmb8qs695OyCkwmQhSal2uDjETNkp7UH/vahQFXSl66fH/eeuwRnLpsSTUO/7AFc7nojOM54+jlZD2Pkxcuwo8Jr777njfw6V9cyx8et5te5BprhUgSOMZpivv701y67hH+++H72nSqrv3NLgBjLQ0iNNZ61nVzjpWLJHyyk0yzwVfrmqacwbBpcpyNE2Ms7u1v+fzXe/Zw49gYvhD80/77z+Sh+4z8USgDiWSdfozZwyuyK7lq6hX8dvKlHOk/hl/NJWBHYkJ8K4CKNniykXfcAEr4HDH8X/jO3Gk8zjE/gTENdJv2aRGO2WYndzWJjQYxRGrW91Hu4ejyTRgTtqZhNQZJLRpBT/w1onwjsv8rNp9B6Rowo11aZTCFiyH7pwQT/4oJH+5Qyv5f4KAyb0UIieMdS27wO7GCohFCYYxhw+4/YbJ0G5ERhEa1nsiFTfpUJgUN/RFVcGECNCzU0UJXjNOQsbCTCATr8o+iRAVHaIL4eGTDEBMOuNY6lDD0eGWmAg9jbGTBcYMH8+mD34evajkP1k7u4BP3/rCa8CaqYyncURrnw3f9N5ed/nFS8T2HDMzt3FYJQui6kFUro32LQEhSpXEWmAovX7Csa5//N4gQgnPmv4Pvrvsic91dLHef4slgGTcUTuHNPb/qgOtJlNhOs9PgipCUtAm1QVTrkfHYlGh63RJpZdeHPSLDjlJvl5aajgqDqyIqUU0ZMMaOOz9TIZ2tMDmR7tDO5B2AcQ1tPWexm8FIg6hmWrRZEj9+5ils2DFGqRTGocyC0UIRVylOX74f5x1+MDm/ERPzyM6d/PV11/LIrhqmqcfz+diJJ3LR0cfSm07xjQvOZcOeMf7u+uu5cfP6xrcQUxjvCgqYcRAVGhyJBtPd5tyMA+gk8QFJd3913dAP7asU0wA6heDajWt432GNactDrfmrtZZW/i8WLmTxH0EEQb3s826Cejm8/xVI4LTsPQzIccZ0H9fmT2tTsjapAxyK2iVEok2SSzvLyQuuYSB1PPnSjTNSOtt5pn1U3QuO42AAzCilkfdgoj3oaLxtPnZ7h2mwGJjyNejJL9i/gweZVpfTezDB40SFH9Bt9hnAyLmo3Acbrts8BFYdz5dvY7L0B0ATxXyDLTPUgCt0zA/QBmUQYwH2hLkGF45lE+yEW67rDpqHxh8gMkHD/UDMRJj0pqlZxuZJEEIgpQ0je2DsUZ6YXNdQ7ifrV1ZdKM0SGc2O0jjXbq1Zmk4Z3p956d6OC4vrGaSQ1RDUspelkB0CYxgY28C/nPRqXPksiaT+SOTQvmP4k/0+Ts7p5dTUXUgi1oVLWB0s7XhPSlVi60Dz92VDERenRul3Sww6eVKyUi1nhCCryuyfG2HIz5N1KmSdCosyY2RUuU19tk4BDPgFvCZrosUmBPT7BXxVIyuKjKwym04nNnS3yxwwYJxGB1/ohXzxgZv52bYHubO8kbOOWs5Xzn8N37vgjXz7befxzuOOalEEVu/ZzVsv+xmP7W7M1TFZKfPPt9zM1+64vXptS36iRRFobHOtuS1zZjoXAHWQmjZdNthQ5r864yUY2T2iwveUPYjM6EV3/1ggkBIKYWvOmO9s28bjhQKzHIe/+SPCCiTyR6UMHDXwaoSw5uo39l4NwA35k9gWDNWVSkzFtVGhkVSMS8F4VIzLgt534DvDGFNhZOLfnlFbnHiLaI92jkCPUsn/kGjic13raVQUDKbwE4weZ6ZGHV25nfbHjUZx+/4ZITtzao/mLwMU2tDZlB+HLWXaJnMiZmvsYM6v/tVFaTGGUhRbA5rKSYGNGmm5x8aOlyOnqbzkt9tuabh2/fZHGqwBrW0U3LDj0eq/lZB88YRzLb100/eshKDH8/nOy9/AqXP3AwR7BuzGtiCc4qenn8OrFh/Y8Vn/G+XI/hP5/KH/yV8u/wBn99oT2HX50ym3OMitMp+SAfundzHkTsYKKAg0vU6RZZldpGKAoRSQUxXSsYVQYJibnkDEJv/kR0o4qHcXPU65+pxkPCqhmZcep98rMTczyaA/RW2sWkXBUxH9qRK9XonIxDaLeFg4TvtQWik1nl8hk6uQzlVI9xdxMxU6EgEIC8wzKQ11iTy3F6b48PVX8pt1T3R9x1+5bSXlMOxIx/ufd9/JrrzlXvnhA/fXcal0lv/f3nmH2VXVe/+zdjl1estMek8IAQIJTTqo9CIgIqAIIqgg18u1XFG59n5V7B29KoqiVwVRKYL0HhIChEBC2iTT65nT9t5rvX/s09uE96pgzvo8D2Rmn13WPrPXXt/1W7+yx+v1hcdkfSJEgUNhgRA3hcGNb34jobDlO1eW+A8U1gxI4vLxo45ndXc+nXdHOMwZi5dz7vJ9efOK/bhy9SHMb2vJX7/kb5E7r/DLti9t6Sj6fHcqxbUv+ZOH/5o/n+a9sIbIXnVHtshntVsZeoGVwefZkFrGrydO4T1t/5PpmKqowmAh/nKbybymiwCIJW7DlX174nNStpxlTquzJF7iJkw1Pt1t5RL++Dio9EOI4FGo+A9rHCXAWkJuEbHAr0Ap34nQy71ABaa3veaSnOsNAF7G3F994UQICOEQq+Ldn80sWJipMCBckipQ0MrK509IO3eckTmPLJiCZAWBQpAtqz7mhIvWcrNIJdkc2160LS1rV5BUKJJeumjbYV3z+eXxF/OVDffwQL//sjCFwUmzl/PvK49lXkMbJ8xawkc3v8CndvTSbJo88ZoTmRHYs9LV9YYpLFY2r+btnX/lodgoI7KV++OHckI0K9z8FFIRM0mTmSQkHLoDE7l6GI4yiatgRWtNxEiTlDa24VuuKr0DbFOyvHmAsXSIoXQUpSBoekStdNH+UcvBU0nG037hM9PI+xKELLfMgTQQdHHd4h5mmB6BYLmVwQq4mLZHaiKIyjo1CiAgkaYqTj1cwicevouT5i3BrBChMp5McudLW6rn5cfveb9/fiOXHbSatX1906bu9W8ke6xvfs8mCMq1uwK5zZave5RSCOWHUHZEw3z0xGP58QtPcMdLm33hYCuUVAhP5ASEDLhkX0dtkTC/Pvt8JtMp0p5HayhcJtDfd+iRbJ0Y47qH7uC+ndv8axZOQ4T/nm0LhTlhbvHy3dUvvsiY67K6oYF37aU1RPYqMeAn1FC5l/85TX9h09ACtjhzeTSxP4dG1gOCEOkqZ1CErG5Clr8WHEvchj+XLXSTK8eCCv4C1awCBfuoGKUD9R6h0hA8HKyl4G6m8iKFQkQvR4hGSoWAg1dqbyA+/p+47guEm/6rYrttqxtS5h6tzwlRe1mw1DfAFh5mZvmhRLb4tQ6USdBoJeElyEZcAwQMl6TMljAWBdf2i0ZNOYGKQiBLwCgekBc2zmDj+K6q92gKgyVNPWXbD2ibxY+PvpDh1BRjqQSdoQaaAvn1xBfjcb7U6yc2+srixVoI7AFzwvM5q/F2fjT+Jp5I7c/q8NN0m4OZREMeLWYCW+RDD32HQoWpXGw8JrwIlXpsQDh41M4r4ae4TiFFdVu3ENBoJ5lIB32PmxJnRlniK2JZklA4TTKR/9tnhUBpd8tOWuywQzqemeAI/PwE6drT8L54jIf7dnDEzHIz9nAiXlMIgG/RGpjynZ0DexryKnw/gqxBUKH8TlylqTk/RwEruro4cu48XhgZJmzZvH7JYjbGBnj3PZksqdKXfwhQpkIF/cRA2TlA9rt7z/1/4M7eF/nU4a+nPVw57l8IwYLmVr58zKmcdctP2RWbLPo+TMO38H3tmNOKlu9+PzTEzYODmMAPli3ba0OB96q7MoVNT3Afsua9VnOckxruBeAPk69l0osgkETNcjHgP6CKQpO6lFOUG+rL/w1VGDxL1/vLESCaeNlCABD2Cl/4tH4fzGxO7OyfMptx8CpE+AyM4NF+tsKMWi8VAoWkp35IbPyjjE1+h4nYT3DdfOrl1uh5+Cv+xWSzsRXeqlLVhICBpDEzQGcGbwyEgMXRxTTZXQgyeQ2UwpEWcS9IWtpMuXECwiNqpgkKf13WFL6puHTJIGSEWBzdn6RXfdA1ELymY1XRtjfNO7ym2PGU5Ow5B1f9vD0YZVFTR5EQUErxzk2bSErJ8S0tvK27utOhJs/y5uNZEdzC/sHnUBjcFjuBoOFiGX6VwtJkRFmyESqFacd9fIfCzsBkJpx1GkTuf1UxBIRMh5DploULVnI0DAQ8og1JAgEXy3YrhjcWnsMMZDL2gJ8dbw8qKAIMxCsX1WoPR6a1cHpK0RX1Q4hft2jxHi0TAH4EQwCkJckaM3Lpmsn/W2jzW97ZyY/OPpv3H30U3zvrLK4/7VT63Em+9lTebwFRsHxgqpyhU1QYuX7/0rO86c83MuVUm+z5dIaj/OH0t3LxioOI2HZOVJwwZxH/e9pFHDlrfm7fCdflyk2bAPiPOXNYtReFEpayV1kGAA7qeBN9vR/LPHiCYyKP8nhiP3a5M/jlxKm8q+UXREteFFkhYCGI2nnzUMBeSjx1L+DlJEGhz0uudkGFDuOisCo9sQVXlbIXP7/fnnrDmmAfhLD8cDRh9kDHrZD8Cyr5Z1AxsJYgwm9C2Ev8fYRJoOVLpEcuobobTv6e0lM/ZjznGXQtDZFz6Wj9PJHAITSFT2UsfpvvQJhxyvNyZno/1NBEkqZSflFQSEbd/KshZLTQFd6PfVrewMzIGlzl8NTobTw+/HuGUiMFtQ5858Hc+quQKFzSysYUirDhIBEEjCgXzL2c/Zr3J+6leGrsE6S8VJmDpkAQNAOc1F3sXHrSzFXcN7CRu/o2FFk2sqGIVy87mfkNXbwcftzXx11jY4QMg+8tW1b3aYf3lAa7nX2bDuU8dRubhhaww53J3fHDOSH6ACHhFEX/lCEgJNKkCpaVAsLNRQ0FDRdXVre1KwWu3LO/U2sgzpjTULY9GnCIpcuXykxTYYYdPCmQsraXnRBgBV0/e6IQtYsdFdAVKW8PQHMoxAkLF3H3S1tqmv/PWOan433LqlX8fP26XBry6VAis4RhKfzSBAKplL8M4N8Rs5oaOWjmTE5fvpzjFixgKDnFo/07aAwEabACfPLhkhh/gS8C/KhLPxIgYxkQuU6a/w6fGxngx889wZX7H16zre3hCB877AQ+fMixjKWSRC2biF0+efjPLVvoTadZFArxX/Pn78G38K/LXmUZAFjUeDSHtl+MX/dCYguXtzT/FguXZ1LLWJ9aURYDbmTKFQvhMbfp/Nz25uiF5E3wfsdV+Jnvst70YaMz91n2bACmfTBm6AxqdXYotTuUkw8vNMFoxWwuTiksRAARPh2j9ZsYbT/BaPpITghkMYNHEmz/FcqcXfEaSqnM+plvJsxWCwRJLH4zgyNXIYRgbvs36Gq6HBSklFkgBPzvRyJwMElKs8xiIJVgzI3iFAzwKTlJf3I9TYE5CGEw6Qzzt4HfMJgaI1nBK8l/SRv+S17lryGEH8b1lnmXsqbtYIJmkNZAE59YeRVRK5L5Ho3MIgRErTAf3/cq2oMtxd+TMPj0qvN5/4rTmRXOO1Pu1zKXLx30Ft6y8Khaf6oyNicS/NuLfrKoj8+fz6Jw+GUdX+/MaziA2YFh3tL8ewDumjqCAbejaHmgMv5z2WD6NTUNJIFMtIkQ0GzFmW4QTu1hSrtGO0mTnSjfHkhVvUKpJa0Wpu1i2R6BgEMg6GJYta0a3ZEGDuuuXkHvmsNfg22aVT3v37nmYLqivphY0NrKd884k6BlFYnYIie+Use+oPSjHsISaUk/R4IF2IJVc7u57x3v4PpTT2VJVxuX3/NbDrv5m5z3l59z8i0/4tRbflL5bWjgT1tFxjpQmMjIBIy8o6cCfv78UzW/o0Jsw6QzHK0oBP44PMy3M1VFv7tsGRFz7478EWrafLn/mqwf+TUPDHwjtz59z9Rh3Dx5EgGR5uvdn2WO7cfYZj2KAbqjp7B/5xcQBTP6kYmvMzzx2ZKz541dUfs1tERPJpX4DdIbxLDmEI5cSDB8OmDiTH0fJ/YNUJXrfvttMDCxyMtfCQQxhI0gDqIFEXkjRuQShFk+M1UqhZe8E+ntQBjNWKETyyIDlJwiMfkV0lM/BFyU8r1mnQJrgQHYGMSUV2ZIndX1Z4KBAwDY0Hcpo8l7K95LNrvgiAznlgynZJBkleopApN5Dcdw/MxP8OMtH2JH/Dk8JYtEA/hiIu4FMpEMxY9sg9XAeXMu5cDWw8rOn/LS3Df4BBsmXkApWNm8mKM71xTlF6h8H4opN4VlGLm8Ai+HtJQcsXYtj09OclRzM3894IC9dq3xH8W2ybu5p+/DAHxn5DweTqyi2xzkY51fwzSqO7FmvfttXPrcFoLCL21cOP71pxqZUmEK+3JWWErlWxJGnAiOqmZB8J/BZisBCLbHW3GKBIRiVnA264cdprx8WCMZ51avpOJntfOjwDTz4kEIcNMGiYlQxSyX3zr+TE5dsKzKOX3W9/fxwTtu5/nhody2hkCAdx98CFesPrjMejUcj3PzM8/w2K5eDGDH5DjPxfoRXkFNBVv66/m5mu34r7G4ici085snnc4pi5eyY3KM0//4YyadVJGFQrmZv0V2iSZXdSjzRWRSNpfpmOwpCvbfcvEH9izUsAq7UikOePxxhhyHq2fN4volS6Y/6F+cvVYMAGyZvIsH+r5IWsVQyuDLw2/lufRilgZH+ObMb+PJXgCC5gzmN7+VeU1vLUsNLGWcl3atRJIs2JqPshcI2pqupaXpqqrtiA+dh3IeqdlWYSwg2PgelBxFmLMxQscjRAClvJrpit3En0iN/yeoMXyZ7Hvu2NF3YDd+ADd1N8nJb+A5j+dbrxRpZNWVU0epks8smhveTnvLx0i5fTy68yimC9gd88I4WKSkRaJKZEHu3jE5cfZ3+cGWDwDkkhrl2wsxL0jF3Ab4KYU/sPzT9IQrWz5eCd6/eTNf2rGDVsti3Zo1e0WJ0382rkzyq5dOw5FxpmSI/xp4D0NeK8dFHuaClj/WONJfrrKEZLfTQtT0bVal7E41kVSBnEOqQGHiETEdIkYKicEL8S5cVRpP5D/7DWYS2/CdXMedEEOpBgpdZ1sDDlcsuJqrH/8ZEduhKZDCNqW/fzJILBUg4VbvG4YhUZJc1sAsAoHwLMZG7NyxPdFGrjv0eE6ZRgjk7kAp7tu5jRs3ruWJoR2kDIe5jS1csORAzlm4f1GFvlLu2P4C77j7t3t0HSQwZXLBvgfw6WNfixCC99z7e27btrFACCjf/G9A4XehFChX+ILDAGHVeOdkjQNKELFsnr3oGmJOit9v28BduzaR8lxWtHZzwaKDWNBYu1y4pxSvW7eOu8fGWNXQwMMHHUSwDoT8Xi0GADyZZvvU/Uw6uxmTzbxhYzMjrsc1s2fzqXm+2TZkdaNw8WQSy2gssgxMTP2CodFrgOLhr7B7msYM5vY8WXRcIfHB16Pc2vG/GO1EZ1RI61kDN3UvqZG3Zn4r/zOKwBGkU/dR6tvvKkm6xmCulGJKiZydwgQwZyICRxKwFrF17Pqa7VIKplSQhAqQkHYmTry2St+v7Wr+1Pez3PHpAsuAI00SspYzoMEh7Udx4bzLa17jn8Wfhoc55Wm/RsbvVq7kzI6OaY7QVGPj2G94ZPC/AcVup4trB/4NhcG7Wm/koPCzlD9X/nMdwMUQAY7o+QrPjf2WrVMPUamPjDkhYl4IEAihiJopomY6ZyVwpMFAuoExJ4KLmRMODWaSkOHlUminPJMd8VYyK+U02mlsQ3He7Dfyk61/xWWyOMtpZh29d6KJWKo0YydEAykcaWIZ/nbXMzOVQvP322E30WY1ccLMZVy2/DUEagzgpWyZGOZNd/yU0XQi51GffUsc1DGLnx5/AWGrcjGAd979v9yx44Xpww4zTb1yn8N535qjEEIwnk5y0E3XFwkBYebN/EVpYMnUNfEyZdFEDUeRzOGmMjhvyf5csu9q3nrPzxhKTeXuyxS+D8NHVr2ei5ceUvk8wKe2buWjW7cSNQyeWLNmr6lKOB17nQNhKaYRYEHj8bnff7BskLOfeYYv79zJmsZ9OL1liOcGP8Nw/E7AwzKa6W48nzlNV2CZTaTST+F/TeUJbbJ4sh9PDmOZlUvRGuZ8PPdFKocAAhgY5ryXfW/OxOcyP/lr/oXeugJQqftznxfiTusOJDAFpArNkF4fyfgfkEqyJ49N3ii6Z1ozaObTwAoBQsmcJcDJZSis/BeQSNaOPvKqEAO7Uiku3rgRgCtnztRC4P/I8pZzAFg//FX2D2/mjU138KuJE/nR2DnMsgeYYQ1R+FwY+MWvhIAVLW9iQcNqHDnK1qkHK56/xU7QbsYY9hpwlEWDmcLEAyFwMbANyazQBLNCfpXTlDSZcMOklV207m8KSWsgTtBwSUl/jd0QJg8OP4VHSV2S7M8KZjZOMmS6JN2An8LYUITsNIYAhYPj+csUQdvD9QTxnFOiYtgdZ1yN872t21k7+SJfO/giQoaNIz1sw6zqrKqU4t33/ZaxAiEA+T771PAuvrjuHq5b/bqKx2+ZGNmz/AOAJQymVDrXloF4rOhYYeStAtmQSr+N5JwQlSkzSw01JhSZ7zNoWrxtn9W87W8/ZzQdL7qv7HU/+dTtLGxq56ju8lTg942N8bGtWwH45tKldSMEYC90IJyON3R28sE5voPN259/jl9tfW9OCAC4cpyd49/nqd3n4nijCFGtVFYp1R9UK/JmqgsBAIkVuWgPr5M5wt2KdJ8BFFIpXHwfAEnWF0CSzjgClvoCTxfM6IdnQV5W+Pdm5gTR9C+CbCRAQEwXxiXoDK1gWdPRWCI/+zdQqEx66KplggtIy9rhRP8M4p7HmRs2MOg47B+N8qVFuu7A34PlLeewpv0yAC5quZWDQs+RUkG+PnwRYeHQYk7RYk7RZY0TMVIIARGrm5VtvtVsUcPRtNhzEBXLc0ssQ9EdmGB2YJgWY4omM0mjkSioqJl/3gPCozMQI2r4lQ9lZhQKGi7twTgNdjqT1AikVGyZqp63Qgh/8A/bHg3BNI2hNJGAk1vrFhQnMzINRTiQX+7wK4P65358aCvn3/sdDr3tU6y57RMce/vn+cbGuxhMTpD2ihMbPTa4g03jg1UHdKkUN734VNUQvZZAKDNLL/5uKqN4emwnp9/+fY685Wtc+8StCCPvoIwhK4YJAhhmRiiI/LlqXAbbMPn5iefz3EQfA8lY1fszheD7Gx8q2741keCcZ57BAy7s6uKtM2ZMc297F3UnBgA+vXAhJ7a2kJBw7cA7GfNKvbwlCXcbW0e/TCR0PHuSznci9r2qn5nBYzFDp1B5QDMwAodjhc94ObeAkmN+SzOOgKUIRCYkjpwk2ONzq8rdzkIihKpZLU4pSCqbbLIfQygCuFQ+o/99HNT+DoJmhEPb89+Bq3zpoQCjYv75YhqsyuFU/yyUUlyycSOPT07Sbln878qVhPZy7+N/JkHLX+c1heIDHTfQYw3S73XwxeFLCQqXiOHXKZBKMK/hdZw29ycETD8m3DQCnDHnv2kP+umgRYETqp+NVGLhYYt8+GpKWbkCR4X9Nvt5s5VAqLzQbTSTBSmR/XN7KFLTZbVUYBmVBLMvMoyCviaEnyExuy0bFeVnX1S8FBsimbneaDrO9174G8ff/iVW//ETXHDv97h91zMArB3qnda5LuE5PDjwEuAX6Em4DlJKfvbiY7yU3o0dcQhEHOywg2FXTrUMCmWnWTe2k41j/fQlJlg33IsZ8LBDLlbIwzD9+6iUeEmpjOUAlYkYqG0Z+OQhr+PAzpnc17e5Zn4ETykeGtiKJ/Pf7aTrcnpGyB/Y0MB36zAMeK/3GajGC+O3cdzTk/S6MzgwtJH/nvEVrJJZrCGCHDL7IXb0HUta9uVm1H6ki5/lLosQEeb1rMcwohWvp5SLE/saztQNKDmeWRILY0cuJNj0AYR4eQ5m0hsg3n8w7jTzfIXK7WFmOlOqQrRAcVthSgkqBUellYGnDDxMXCXI60m/0yalxaTy12ALzxeXAZyi5QVBwGjgiBkfyC3jSOVxa+83eWrsTqa8vGOXVJCq4TMAsLJ5FVcsen/Nff6RfHzrVj62dSu2ENx5wAEc3dLyirVlb8SRk9y1/Vik8nOEbE338B997yOpgpzV+Fcua/0tCJMje35Hc2hBxXMopdideJr7+z/DRHonluGLBwOFUZKifCxTUrvaAKQUjHshxtwoTWYSW3gkpM2UF8ylwD6s7XDuHKjtB6QUJFwr40iY24ohFA12mrhrkXCDRfunXIu0axENJEm4dkFUQXlbs293AwOJ4oqlxxBSUT639q/ThjU3hGG/tpk8ObwDqRQRM8BUhQI+SoHyBG6qML+IwgxmkjEVNat44Jdy+vmozLyslDRyvgQlLUAYip6mIA2BIH1TMeLu9BO4Z8/5EAHTxFOKszZs4NbhYboDAR476CBm16HDb11aBgBsuYnPdn2HsEiyNrmcLw2/pSz2V6oUgxNfISn7C8rj+rPtNAZuwf5KxUmmq0cMCGFhR98F4TeSEiHSSNJqikTyTlKJW152+w2zCyOwetr9ykqL4ocPViNrFSjN31Z0TgG2EMxpupB5Le+lu+GNzGm+goNm3sb8to8UmfezTlMhw8Hya0NiIOkMLuH8hb8v8ucwhMkZs6/misVfy9SZyG4HS2Q7d+EfKedCzLFdJ0/7Xfyj+NXAQG6d8dtLl2oh8A/ANhpZ3Jz3CZkf2M01Hf8DwO8mj+ePsaPYr/2jVYWAJxNsm7iBzcPX0Mo65tjDtBkxMvVKi/bNhsdOtzQVNhzarRgBw830CQ9HmZjC5pTuk7hs4dtotZtrnsN3Uiy3IIVNJyMInPIqifh+BbYlCVoutUIU/SyHCpWZ6Hx309/oikSmz29ieKSVyxPD23PvjUpCIHsNw1IYZv57NE1883+FGX8lS0A1ciGVBhiWzFsK8nsgDIkddBl2ptg2NUJCpkv2KWkDsKy5i0DGcvehLVu4dXiYoBD8buXKuhQCUAcOhNUwRYj5gV6u6/w+Hx64kttiR9JiTPLOtt/k9rGQjOXM/4VPr/+zi8BQeQuBUtXXraWcYHL4IlznKQpX7aX3ElNj/450txFpet/Lu4fwGyD9WM19/HwCfhihACwMDBQBBGlMyH0C2RRIEzWcdbKzdYVLU+hw2iIn5T7zZArTeAFPtCHlOIbwXyOe9BMUCSEyVQsNeqKH8Oz4PSRljFa7h4WNh2AK/3GcEZrP0qYDeXb8MWTmu7INiaEcHJn36AY/KVN3aCZLG/Z9Wd/d34v7xsZyDoPXzJ7N23vKaxdo/j4sarkcheTFse+hcDgysoELm2/l5+On8Z2R8zi2e1/mNpUf58opnui7hInUBrKDhCH8glohy6Hfa2K6gb8SQeESsfxsiI4yQUQ4e9YlHNp+WG7Z6sxZr+XHW39T8fhscSVXFlrXIGB4RCwHL7Og0R6K4ylwpUnCs1AqgJ0Ls8v6ytdqvyBgunhKoaTNI8MvcFjXPB4b3F5lXV1i2qrorP5uta8TCEIy7odCLmltZfPUYMHypMIwcjlba7S1pOUic9XMIcLKpHkvuH3TLM4hkT2mWnsV8LYlfjTBd3p7+eKOHQDcsHw5hzZVeIDqhLoVA22RE9g69iWOiKzjfe3/wxeG38aNEyfTYk5yfvPtgCBqhvD9Baob1f0O6z90ATs/IEk5Tjq9jlTyDtLJu1DeVoxMHv5i/Mc2EfsqwfBZmPbiPb4HM3BQzc9dpUiWeBQ4mbqDYWM2M7r+TCL+a9LOWgQWY8nHiMndVFLV2f6XeZViG+20hE/IfT6WepG/7rqapDeMUgKJVVGcKyWIyRD3DPwRmfv2JBGzmRNnvpc5kf14ZvxhGswIiuJZjykUpunmLA6OsmgOtPKORe97Rdb3Hp+Y4NSnnyYpJae1t/MF7TD4D0UIwZLWdzGv6QL643eS9sb4fEcPTbtm8O3d/Vz03HO0WBavbytOuLVl9JtMpHxn2+LzZSxXqCKBKYSfsMipklY7u092eQHhnyNgTTCZvpPxVDcN1koATu05jlt6b2XYSZEfnPIjWdLJv4JNoYhYvkCBjNk2Y1kz8csgB0yPqJ1mMh3K5OKY3oHPFL7vgWEoUlLw7Phuvn/k2zjn9p+wIzZW0i6BmREa5Xdeu481B4M8dfa/YQuDG154lC+suyvXOjNjNSjXHoWipkLrc34DJX4bBZEHpUsRfjlqlUn3nD/WyIQWvmHefpyz4AB+1tfHu194AYDr5s3jzXXmMFhK3YqBaGAJbeHXMpK4m9Ma72dcNvDd0XP51uh5NJsxTm54kIBhImWt1XWBh8LGJBI6Dtuag5RxJsY/QTz+CwoTndjTKniTZPxGos3X7fE9mNYKDGs50n2e0peCVIpEFREjgTgppkY/hiFsmiMX0RA+ilB6A1sGzs6sy+aPzXZgx38lYYgAizq/g5GJtEh7Me7adRVpbzx7RO77KURgMiGDTMlg7vxZj4Ypd4Jfbvs0jgrjKRcDA0tkQyazNRAy5xHQYHVwVOepHNZ+LJFXwHlwQyzGievXM+l5HNPczK9WrNjzoi6a/xMBs5k5jefkfv/6UsWIK7lpcJCzN2zgrlWrcjM8T6bYOfkrqsXQCAERkWZKBSl8XsOGk8koWKHP+goCu6CPmIZCKtgRe4SXYk9gizAHtZ3LytZTCZt9dAqTKS+II00MoXCkiRCKllAKlfGDyIqTot6TnRGL/DYTaAqkGE2FsY3idGgFjSRgeoRsh2y+HD900cM2BB2hKF9+zWmcf/dPkJ7ILOf5pn7DUFVeU7UtAw12gFAm18FhnfMKliLyywKFYqDaoJ37ikXeSbL82v52y/KotOYgDN95WUr/Sw0YFitbe3jrkoM5dc4Kfjc0xNs2bkQBV82axcf28roDe0LdigGAZZ1f4rmBKxlLPsCFTXcy5jVx08Tr+cLQxSxoPJlu8TUkI1WOzj/VSrTS0foFlEoxPHw+TvpJKPAyyFJ79urhuVv2qN2eN4CUw5hGF5HmTxAbvoDSiIfUdI6FcpB44jd4CMbiN2GKduZ33cSiGbfQP/5FJhK3Z+5BgAiTVmkgQlvkZBpCJyKJ4qk0pgjw0uRtpLwxCpW6oQqDGgUGFj3Ro9g19lTF9siM82H2PrLLA34FOIklQpgixNLG/Tmy81TmRl659KAvxuO8bv16RlyXQxobuWW//QjryIFXDFMI/meffRhxXe4YHeWU9eu5Z9Uq9mtoIOHuxFNTNY+PGGniXiD3rIJfDKvBSBKTpQmBRM5yUOYBD9hCZtJpJ3lk+Oc8NXorluEPemHLf7aVgt3J5ty1yl8LtUWlIXzhETJdEtj0hBvpT0wV+QEELZdwwC0bfC1DMan6GEvH2L9tFh3hMCOZePxaZIVK9TYJTp+zMvf7yrYeDmyfxfqRXaii6KPiiUKxICi8Xv5d4vu4l87yFZbtIYTCq+BzkT3WNP3zfHbNqZw5d38Abh8Z4fxnn8UDLp4xg+sXL667yIFK1G00QRalFJOptQxO/RHHm+Sjuw/n5tFWTOAbczdwtP15imcVhamIs9h0NH+AkNHK+Li/7l/q32shpnngTALh02ls/UbVPdLptcQmPks6l0xIEAydQDh0OumpbyHdF3P7Tqra3rRK+cNuMlNv1O9mNkt6HsS2ZuLJMVxvhLg7SO/kHxhM3E9SjqKQBbOXEF2RYxl3JhlMPVXzekGzlWjwZNaP/blqexxVPdNg1Gzigyt+kPMreKXYmkhw7FNPsS2VYr9olHtWraLN3tNcFJp/JDHX5YR163h0cpI2y+L2Aw5gn9AoD+w8cdpjXWUw4kXLal9IBY7y3QwF4CgDsySSqBS/b5mZZFkGU57FsFtc+nY0FSEhyzNzytylaw9OjhS4ymAyHeKapafxgxcfZ1tsAn8WrmgKpao66RkIzp1zJFctPYMfbnqQL2y4s2yfMn99lR2U/TNA1hFQYSiDqBXiNydcStQO0GxHsAyTvvgEF9z9U3YmhjEy+RKkBKXKHZizpw4Km4TnYBgK0/BzjXiSnLXCwF9yKLR2OF5tPwQB3Hni1cyOtvC3sTFOXr+ehJSc09HBL1es0DVDMtS9GCjFlZJLn3+en/b3I4BPdn6Ps5r+lnObK6zDUUrA6CDICGReKYWYGb/+WoKgsfWHBML5F5dSfkJgIQTp1EOMDJ2PL0wKzf8mQgRp7fgdQiVIxX+Fm36ASfel6e9VQaKkYzaG38CcDl+QbB37IZtGv4SH6c/xCzx5cksHysRTBmll5srFCspnOxZRBrwZxL2xqu1RCia9YMG3XMwlC/6LxY0HTHtf/yienZri9evW0ZtOsyQc5t5Vq+gOBqc/UPNPY9RxOGn9eh6dnKTJNLltv/1Qk+eRcHcy3fq6VDDiRTNeNSAyVoDscTZpht1mTCEzni6iQk/38QWz8HNuKEFvuqVoX0caDKayAiHfWfZUDLgZx0PHM2gKWKQ9l+FEkJgTwDY9glbtyo4RM8gfj/kEAsEn1/2JG7c8jikMPCVzpdKy77yA5RG0HSxT+YOv6w++2Vk3CprsCBNOHAWEzQBnzF7NpYuOI2gE+PS6v/C/O/Ihlr4gKG2c4B1LD+d1s5fwsfW/ZXt8uOS79I+R0ijyugBwPJE5X+UbPqFnKd86/Hz+ODzMuc88Q1JKTmpr4/crVxLQQiCHFgMVkErxrk2b+N7u3QB8uOPHXNB8B4LKpXIKiQgwRanlwMfKmcZKPzExreVEW7+L427GST9MKnkXrrsRMAkGj8V1nkbJISqvfZrY9gG0d92a27K7/xhc9wWqvQCVAgdIFYiBjC8z+855iaH4faztvxwPUTXMKvvkjHqRzACev1bOeiL8RYLGwAqeje2q2JbC8yWlXVSXoJDz5/4H+7UcUfX4pJfi+cktuNJlfnQ27cHWmtd7OTw2McHJ69cz7LqsiES4/YADmKWFwKuSCdfltKef5r7xcaKGwQ2Lx2hJfXCPjlVK+TU1VDBnJQjiEDbSoGBShnIZBv0aGiZTMpQTwsXnyloILAbSjZnKnXlSnsVIOt93sgOkqvGGyfY5DzBRuMrCr4ag8CQMxaP+zFlUXEov4tajP06T7afbfW6sj5u3rmX71CitwQhHdC3kuxvvo8/ZRcDKl3/2sx6W2j2L2wZ+OfC2QANXLXsdf9m9njt2bCtahinMLGoIwQkzl3DF8iO47KEf4ClZtOShVLHPgcIXBbnvS4HrGZnvrdi3YE6khV8fdxl/Gpvk4o0bcZXi9PZ2blqxQi/tlaDFQBWUUvz7iy9yfa9f2fCatl9wWcstmcGtOhYQNsqXCXI/K3AyfvLgm72C5hyEOZeU82BOcEBhhgBfq08nRDq6/oZl+2vpk7EfMzZ+LbVmQ1MyO9Bn7jnz3+zO29gw+D7ibm9BRYbq3r5xGSCpKpn3FV6m+uCK1ku5Z7ByiFXhuVLSyhQ2Kuddi7/A7Eh5tIWnPH6141Zu23U3SZlxxkJwcNv+XLbwzbQGmmtedzruHh3ljA0biHkeBzc28qf996ddLw28qol7Hmdt2MAdo6OEDIOvz3uRefKL+H0pa1mrPVoWFhZylUEiM8svHGSzs9YxL1pVECRUgIF0M8kKIlcpmHQCxL0gZiYTYlxWq9Dp4yn/LRExU6SlhSsNbMPDyMTvu1Iw5QSIucGq5zCFwe3HfhrbqL7sdkvvY3zmmXyfrSUEsp9nfioTI2nXIJHO9pn8B6YQtAWj3HTMZVy77iaeHt2R8xcqJBf5UfCv5wk86Vspsm2TUuREx7nzVvHRVSfzo74BrnrhBRRw0YwZ/GjZMmxtEShDfyNVEELwlcWLubprOwBfHnkzHx+6tKi0biWyj7Eq+Rf8UL9EgRDw9xckvB3E0w+AUhi+cbJ0JTF3rlrKzS1YGmiIXkAwcDilf+Jsh00pioRAHoPHdp9fYFatLUEcZZBWVsZk6v+Xu3clmJJBYjLEI4O/qNFyn3yu95LtCLqCc5gVLg/dU0rxrRd/ym93/jknBMB3Xnx85Gk+8vQXmXRqO5DV4neDg5y8fj0xz+P4lhbuOuAALQT+BYiYJn9YuZLT29tJSskVLy3kaeOXtAQWFT6hBUeU96zcEoFSuVl9pbS5AmgwKvv0CwGWMGmyknTZEzSb8aIkR0JA1EozLzLCvMgosyITzA2PYOZScPvtyvZbmREfQSONbXiEzDQhy8EsSKVsCkVTIEVHaKrifZnC4Niu/WsKAYCbtz9U9iaq9T4QIv9fKbYpiQbTmEax/9Wqtpn8+th34OGxfnQbhuESMCUB0y9BnY8mKIioyN6nqXxfgsw201DYluS0OSt46NT/4FMHnc4Xd/RyZUYIXDVrFj9ZvlwLgSrob6UGQgg+PHuC97X/HIHkponXcsXu9zPhVa5klfN5zS+l5f6VSlWoqF64V7br1zbU1PrUMAor/wXo7Pg5TY3vxTDy5nIJJKQgXbZm57d9Su65g15C2ozLaFkOd1Xwus2meE5iUavCQNZs6JZYBQQGhjA5a/Y7K/pbvBjbyr2DlTM/SiRDqRH+tPvuPb6nfHsUn9m2jbOfeYaUUpzV0cEf99uPRquuA3D+pQiZJjfvuy+XdHcjgf94aZQv9R9IMJN1MPu0Vpbu/u8WMvM81x4EA4ZXlskw9zkpmswUjWaKdivGvOBQTjyYeDRa6UyuEp+g6TEvMkx7wM9uaIqM17zynfYiZpqw5Wb6i5lvREF7sm1qtItziRoITGFw3pwjGUgOk/AqixiAzbG+ovfRyzEhVxJNlqloCDk0hpM0hFI0hVIMu/3MCDfxx94nsIySqYDw/1e1arEiIy7yCxBRK8inDjyTsBXiouee47pMZtDr5s3ja4sXT1uToZ7RywTTkHSe54W+E7hn6kA+2H8lCRViod3Ld3q+yFx7oGx/ie83YIu8KPAzYjXgqMlpr2czXQhiZQVnGJ10dj+BqOBtr5SD5+3Ck5NsGTgTqZLl3sKAp2DAa8wtVCgFnjAKuloeVxmMetGy7UVnVIq0sv2c7SpY1HZRvCcA+zefxvZEL9vjG3OfzY+u4KSetzInsrTiVb63+UbuGnggU1q5Mi12E98/+PNVPy8l7nlcunEjNw0OAvDumTO5fvFi7XX8L4pSii/s2MF/bvFDdw8Pr+e6zu9m0vzm15i9EhO4mXElnFJ2Zumqdr8c8yI4RUsBKuM3UNwnVeZ/u9It+UW4klP7xxX3FkcaxNxgRnyDKw1cVduT3pOCvkQDWbHeGmhgv+ZWXog9j0RiYHBI+yreNOc0Zkd62Dq1i7/sfoAdiT7u7tuVq4poGR4GqqSGQmUEe55uGODG17yXix/6OmlZ7PToSVEhQLuctGNiZt5TXz34fJa2LuCsDRt4fHISSwi+tngx75o1a88bVKdoMbAHbB28mMnkXWxMzeE9u99Hv9dOizHJV7uv57Dws0B+QMs+vDYKSwAYRCNvxEAQi/+K2qWM///FQFPLF4lEL5z2XtJuL9sGzyftbsl1MQVIGhlwy830fuxC+RA+4YWmeUH630hS2iRkgETOp6A8NNO/vuC1M67g4PYzGUn3E3PGaLRbaQ101byfzz77TZ4c2zDtff/q8G/tUSzxjmSSszZs4MlYDEsIvrFkCVfMnDntcZpXP7/q38xbN75ISgVZaO/k013fZIY9nHfYUxIvN3Ar7EzxokkZyDi11n5+Rt1obqDORyB4xFUlR1PBuBskLsvz4FcSAtntABNukLSycaSZETC12zWRDiKVgWl4NFkGjiq2URoIbGFzaPsh3N7/MIYwkEoymQqSkiamkIQylojJdHERsuJ2q9yyycsRA2fMWsMtvY+XWR72VAw4jsmRXUu5fOkxpKxmztqwgb50mnbL4tf77stxrX8/R+K9GT3V2QPmtH8DIRpZHtzBjbM+ysrgZsZkI5fuupZvjJydm1HkH1zfuOYCLpJI+ESEsDNmPUgpQVIJHFUYSuQznTLz1/AMMrIBsGlsum6PhABAwJrFkp77WNx9H53NH6Kz+VoWdz9A2jq8TAiklYEBGDm9qHL2fD+GulYnFb6zpDILFg387QqRC5D0yAuQbA6BtsAM5kaXTSsEAJoDjRjTPMaNVnSPhMA9o6Mc/MQTPBmL0WHb3HXAAVoI7EWcN2MRP5n7WzrMMbY4s3n7ruu4P3YgIRzCpGkSKQI4ZBe6cmvT0yXwUr5VzRYOzcYUzcYUIZEmIlJlRYYKjsKuUgq8kviG/ADbaGVTG1dddPOdEYWHKTyaAgkidpqoqXAq1E+RKOKey+39D/u/Z6xsIdsXDQHTn8AYBpnCSJURQtQQAopqbe5PjmOI8j7s+wvU7reNVoj7TvoQ3zz0Qh5Lmhyzdi196TQro1EeW71aC4GXgRYDe4BpNNLd/GGkgg5rnBt6PsnZjXcjMfjG6Llcsuta+t1WskIg3yFMLHM20dDrMK3lJJCkMTIDIDgIkghclfXU9Qf7yrYaA8PopnPGQzQ2f4xow7toav4MXT1PEW1858u+p6C9kM6mq+hsupKgPZ+IPR9R4g2dUhZxaSMRGEoilJ/D3dvDYiPZ+Aej4kug1D4ACxumr8JYytGdh1b0Ps5iYHBc12tqnsORkmu3bOH4devodxz2j0Z57KCDdPXBvZATuy/ghpmf4MDQRuIqzHVD7+KLw29BKr9uSIORJiqK1/AtITOCoFLH9MsNB4VHq5UgYqSJGGnarDhNZoIqnRkAo4IYyCf0qu6fYAgIGi5GhcHSFB5RM03EdAibLhHTpcF0aLISmX5SOQrAL0de3FbbkDQEUphGXhgFTZeg6VA8uPv/ZXtzcYihJGKnaAomaQ4laQwmC46HkGEzM1x5wC736ShrOQe3L8ATFm985hku37Qp59/z4IEHsiAcrnKcphJ6mWAPkTLBpr6TSLnbELiYKG6ZPIJPDF1KQoVoM8b53Ixvc0RkvV/eRBgYRguzO2/GNufx4u4jcGV/hTP7X38Q38HQQpAtj5TOzKktoQgSZsaMP2Pbf/80vEp5bJu4ieeGP41AYWRmRbFciFM5SWlnahVUMxn6VoFsmGBKmRVNrVIJHGXRHpjDMV0XsKLpYExhEXMnUCgarKaKs4b8dRSffe6bPDX2bJnzpYFBgxXhS6s+UjW8cHMiwQXPPsujk74/x2U9PXx18WKiOgZ5r2Uo9r9sGv4wPxw9iRvGTkNhsDiwnc91fYsFAT8Xhichjh+aJxXElY2rzIJZexaFJSSocke3bEx8r9NaITmRwiTAsNdFwstHu0hFxRDF0vPGvQBTXoB0roqnwBSSsOHP5ivNzqfcAOkKDsLZkN5KSEXFY6QCxzMzoZaKsJVmUXQ2Np08OrLJf28ZHhE7XdSeXJ4EJZhKB2kN2AQtRV+88vJpXqhA8cKin5K4s2kRT4t92ZlKYQnBZxYs4D/mzNGOgv8faDHwMnC8frYNXclU6hEEAgOPbU4P1/S/h03peQC8peU+Pth5Pz2Np9IUvRDLbGds6iZ2jVxT48z+nyBbjCdvXyg2r89q/QJtDRf8Xe9pIP4g6wavI+kVOkP6CVDcCrP3LJ4SBWuhxZ9nn6gpGSCbTVApSKkADgYCf00yIQO55QYDE4mHLYIYopmR9DgArYEOjus6iWM6T6wqClJemh++dBN/G3ioKFnJ4ob5XL3kEnrC5csNSil+2t/PlS+8QMzzaLEsvr90Ked2Tb80ofnXx5UTDE/9gTtHRvi37QsY9hoJiRRXtt3Mm5puxxSKuLRzVjBXCVJY/pJANtNmpmBRae6BQpTyHQsnZGkEkm9NcFQjvelg0f7uHoiBmBckKf2lx6wgiJhpv7U12gK+xS4tTVKehcKoOuBnj0nJ6ZYEFQHDwzIU/7n8MqQK8ZF1P8e2fIFdqT3ZNMJ2pprhVDpYxf9B5awlnspmhlQYpmK3uYidxmIQgiXhMDfusw9r6rgE8f8VLQb+P0iknyWWfBBQhOyleGImH9qW4ju7hwCYGwzyvWXLODFTSnXH0OVMJv5Y9Xy5hz0nBnzzX6VONL/jpzSGjyvbPplax+6JHzOevB+Fojl0OD2Nb6MpVN30PpJcy4O7LkVVMIH6L718utXyphikpCCVcQwsTcSSlFZByKHP3OjBrGw9l+cnHmb9+FpGnYmK3wVA0rOLZlOrWw/nrfPfXdNKMJoeZ/3YRlzlsrBhLguicyruty2Z5MpNm/jjiF+E6ujmZn62zz7MCZU7c2n2fu7beT7v7z2SRxJ+oZ2VwRe5rvOHLLB7iatAzjomVc6bAA+BaXST8KZQpKqeO5ulsM/NmsL9B9zEn8UbwsS2DmRzfJyEN1nVebCUoXQkZxHwNYnEfhmLvtl3TswN4Uqj5oCf9gSWIQlkcgS4ysgIifyEJWy6GAKWNszjk/v9Gx95+vusG3uhpiNhYVInqSCeDuAp08+1IgSe8t9LhsjnEwCYpJkXzf2IC3/gv7S7m+sXL6ZBh/3+n9Bi4O/InSMjvGPTJrYm/djdi2fM4MuLFxMbezuTybsqdrXsoFtuCajklWsQCaxh0YzfFu3XP/lLNo98mOLsaibgMb/1o8xsuqRiex/YdQkjybVUK++qFKQwizwEBCYKj0Z7MTuTYzgqhYHMrF9mlgakhSkUASyO6P53DGHRHd6XloAf3jOY2sV/P391xWtmryuVICkD/qxFmbjKwBQms8KzOaHrBI7oOAJTvDxTvislX+vt5aMvvURcSmwhuG7ePD40b54uP1zH9I5+lt0T3+F3k8fw1eHzmVIRLFwua/09FzffCsK3hNmZwjxZwvY+7ErFScnRmud3pMGujE+RQBEQLg0iTloEIOMQfPa8m+lL9bF96nk2Ta7lpXi26Fj5c2mLIAnPISFtHOmnO/V9HKZTAypXVwH8PuYqg3EnnPvZK0mqJpCELd8/oXSkmHD8kswBwyNoujmrhIGBIZoZTsVfVlSBUiClSaPVwpq2FSS8JHcPrMtngcRim7GUPjEPhMBSaU5vmOS3B59T+8SaPUKLgb8zMdflIy+9xNd6e1HADNvmgzMe4rX2VzGN8tl39XS/eTei0g61YtYzmIa/Bj6Vfp51u0+hVEgUsl/3/9IYPKBoW9Id4I7tr615L9lZildgHegMHcSKtnfSEVrN2pGf8eDgDZnY6kJnJv/nruB8Lljw3TJP/rv6b+bO/l9lLBLViTkBEtLKWAiyVhOBQnFA8wG8Z8l79lgQPD4xweWbNrE2FgPgqOZmvrt0KftEo3t0vGbvxfEGebp3DaDod1v57NDbuC9+IACL7B28r+NnrA4/X+FIg1EvTFrZVZ/lrGUgJsPk/IOEg0LgkPehMUWAJU1nsKT5HG7Y8h6mPMWUFyzr1UHhglJYpu+e6yqDtLSIewGSVSp++i31M/pB8fq9EH4FxOzGtGcy4YRISRtQRKx0xXdQdtSIOzYBs/i8AEnPIi33zNG4vK0Gtx3936Skw5se+Dwj6RhDoostxr6khW+965Q7WSif54cHv4N9m+e+7GtoytHRBH9nGiyLry5ZwgMHHsg+kQj9jsM1O9dwfu8neTS+vGjfguG+wplEwT7FOF6+olff5M+o/Wc06Zv8n7Kt6RrVA8tbkTFHZtwLO8NrEEIwL3p0QZIVUXbUQGorL0zeV3bOhDeVKQg7/bXDhl8zMUvWSXD9+Hru7C8vvVpKbyrFZRs3cuiTT7I2Fsv5BtyzapUWAhoAbLOTua2fAWCGNcpXZnyFz3R9kxZjgs3OHN61+0O8r+9qtqVnlBwpCQunpqgVwveVEcJ3NAwbDhIDh+JMm55K8/z4b/nLzvfgqTRNZpyZ9gjtVoxmM0GLGafLGidkpgmafp8whSIgPBqtFI1mguqe96pMCBT+bBv5nKG24dEenCJkprFF9YJH2W2hTKhhWZVS4fH/IwSKzm0GuHz5W3jeOpSN5mrSIkRITbHSe5R91AY+sfJsLQT+jmgx8A/i8OZm1q5ZwxcWLqTJNHg2vYBLdn+Uq3e/l22O/1KRFZYGiskIgoJdpILHel/HU7vOYWjqDiZSj1A7kZHHeLI8XW/Q6mRP/vyl0QSyoLLC0+O3IWqcQ2Dw1Mjvyra3B2bg7UHsdvbSwVymuMJ2KW7vv51qhq1x1+XaLVtY8sgj/LCvDwlc0NXFxkMO4bKZM7W3saaIjsYLWdx1IxF7f4SAExse4TdzPs5FrRsw8bg3fhDn7/w0Xx66gHEvLyKDIk1YZGP3889U9rF0lYEtXMIinXmOCzMSljjeIknJIZqMuD/YGxA10zRbCZqsJEHDI2qkESIf6pf9N2K5NJqVUwtnxXQtx0KjZJ+2QJywlaqdSUSQK45Udk2hMumZX57h2cBg/+bFbE+leOtzz3H6s1sZpA0LOCI0zrtaBrlmwYH85sgP8fruA1/WuTW10csE/wQG0mmuee4H/GJ0ORIDC5c3Nv2Vi1v+SLc1zHQKOpsAxffINzNFU/xKhkGzA1eWp0UuJGjOZvXse8u2P9r3bwzE70VVERNKwYQMZWYICoHBspaL2a/9KgB+tfUaehO1s//ZRpirlv2+aFvCm+JTz16Gp6pUa1BZ86ddcIxVIawLvn7g12mwGnK/p6Tk2729fGrbNoZd/+V7RFMTX1i0iNc0Vw4v1GgKkTKBJIUpmtg1fj0PDv2W60fO4YH4KgCajBgXNv+ZNzbfRYORQCloafx3dk7dyZSzzT+HEgUVEPL9Oy3NMsfaQrKOfVMVMhNmmfIC5SmOM31mzAmTKIjiAbCF79xXi2LHRZ+YGyjzIah0XLV9pIK46zsCm8JAKZWxXVQfchxlM7Pjjfx6OEE6MzS9qbOTTy9cyCKdN+Afina//CfQFQjwo33P5I3bL+cLgyfxYGI/fjHxen49cTynN97PJS23VKxz4KNwlcjV7s6XQfVn1ilvCAMDUSWbGZi0ho+t+MmKtvcynHgUVyUodCLMriXGpJ/2NK0EAeEQFIrWyOkMO06mBdksiNU7tymKzaFKKQZTu1neuIZnJh4qv9vMy9ApCHVSyp+BeBUuk/UZmHBdvr97N1/ZsYPetD9TWx6J8LmFCzmjvX2PMhBqNACGEcbAH3hss5P5gZ18pfurPBLfl+tHzufF9By+PXouPx0/hTc13cGbmm9nVdObWNJ6NY6cAAS7px7k0cEPl527cqXQPCLXnQp9cPIoBQHDxS0JBRQCLCQtgTDLQ8t5ZmITaZmumidkenxnQ69G7YPpppGGgKjlcOasUxhJx0l5DnOjM5gX6eHzG39K0kvnhIFDhC1qAf1iMcmhOADHt7Tw+YULdbjgPwltGfgn4ngDDE58l9sGnuB7o6/jseS+gO/cc1LDQ1zacguLA725/f1a6BYxlZ0l+AmBLLwCpW/4K/mimknOZNXMPxGxF1ds02R6M08PfZbh5KO5bV6m9HBKFTskPZzYn++Pnpf7/Yjw45zdeHtV86PAZN/m1/O6mf8OwGh6iP/Z+mV2JDZnlhekn8+wwKHJyzhEqRKTa0qZReWjBYL50flcsfg/uX7nTr7V28u451s4ZgYCfHz+fN7W3a2LC2n+T7jeKE/1HkK25qinBLfHDuPHY6fxkuNHx0SEw7tnL+Sa2bPpCeZzBtzd+3aGkuspFNopaU2bwVMpiNWwDHhKZBwSy4/L+iGpTLKktDQZdyMVnQBLjyu2vCmkEky6tWfjnhRFVohSbMPm+2s+T9QqPs9IeoI/736YW/tf4Il0J5vdzlxo9QHRKJ9buJAT29q0iP8nosXAK4BSCqWS3D8+xMc238vdsXxFrYNDz3Ju010cH30SkIzJUEln8/9cAfKmv4bASpLORhQu+RePP3C2RC8iaO9La3AFbaEVAEw6vWyeuJWYs5ug2cyCxtfz8929tDr/BWTNheWdcMKL8r7+D+SSrgRFimvbv03USFZIreonErpw4bfoCM4n6cX57+ffz7gzUpQ+WCmFK/3zlZpU8/tAXNpFAmHYa8OKvIHbRj1SmUd4WTjMB+bO5cIZMwhqEaD5O7Fr/Bv0jn+paJtUgnum1nDD2Gk8n0k4ZgnB2R0dvHPmTI5taSHu9nH7jjfiqjjZ59pTokxkF1KaubPS5y5G1QJHectD3t/IU4JRN1ozOZKrRIkVwf8tJS0SXoDyaKHsNUXNpYQ3zDqJC+adWbRNKsWdo6N8s7eXPwznnaGPbm7mg3PncrIWAa8IWgy8Crhv6E4+s20Lt08uziXaaTUmOLHhAU5ueIAee7jkCN9CEBAeYNAReT0L266lP/ZLxhL3o/CY8lz6UruK1H5LYDmNgX3ZNHELhXECvu/BAiadHdPGBX968Aq2OPlkPt3mAB/svBmlxvCrEPiPkyUCnDrrIyxsPNS/x8E/8ftdP6GS9cKTomjWX4ojDdLKJqkstrqLeN5dzIhsz31+WFMTH5wzhzM6OrRjoObvjlKK/skfsmv8eryCMuRBawHzWz/H/fHFfGbbNh6YyCfRWhYOc8XMmcxMXkzAGMmvxytIqmxCreJnNVvFI5bJDFiNaj4DpUKgkJQ0mcjN8vNCQWRyKMgSIQDkJhtpaZJwC5OAFcsGTxlIVXpNwSGt+3PN8iswM4nCdiST3NDXx49272ZbKpVryZkdHXxwzhwO0z49ryhaDLyKeCm+mx/uHuQHfUP0O9nYfsmq0CaOjjzBEZGnaDFjmb0VQVyEgGUdX6ar4Qx/q5L8bde7GEo+WRby5CqTdK7aYP7PLlCkpVXTlJjlC0OX8nx6Ye73kGGw67A17E48yLbY40g8esL7sKL5dYTMxtx+X930IXYmtlQ9ryv9GYZAYGScjSSSg1qPZJQV/GJghKcSzbmXakAI3tDRwbtnzeKo5mY9k9D8w5EyyUTyflw1QdCaR0PgoKLnbl0sxnd27eJn/f3EMktWAZHm4PAzHBlZy5rQMwQNB5lZBvAH9PyMO2J1MS96Mo+O/DJzxpJoA+Wb8qdkgNJIoGx2xOrLDwpXGSS8fH2CgGGTkOCqcn+j0ndB0rNyA34+ZXLxUp4ssC602g18a/UXiXuS20ZGuKGvj7+MjOTeOi2WxYVdXVw1axbLdYjvqwItBl6FPD/yLW7c/SC3Tr6GJ5MrctsNPFaFnueYyJMcEXmKDnOSiD2L1bP+hCH8tcq++IPct/s9Zed0lT+7ruSYJDOmSUvUfhSkEvxH/weYkP4gbwnB+V1d/HSffaa9p08/exWjzmDNfVrsDo7oOI1diSE2plrYlJ7FHWNxRt18OOPKaJTLenq4aMYM2u3KplSN5pVk0nW5cWCAb/f2sm4qX4QoKFIcEt7AEZG1rA49hyk8XGXTHNyPfVrfzqzoYcScfm7c8ma8fLBf5uh8LoCUDGKZM/CUh0KS8CYzA3Hh/pWRRfsIUIKY18qUl68kWJpaXJEtZJT/wKuxPJBSAZa2nc+GVAu3j4zklvEAjmtp4e09PZzd0UFYFwN7VaGjCV6FhK1mjow8yZGRJ9jttHNvfDV/i6/mxfRcnkyu4MnkCq4feTMrQ72c3rmK1HiCQ5tsbMNg2+SfcimDs/jrkKVZAvNk861ndWG1wiJbnZk5IQDgKsUl3d17dE8dwW7GnOGKCVqUgnHZwgAHsnZgDn8eiRKXEvDNrp22zRs6Onh7Tw8HNzZqK4DmVU2jZXHFzJlc3tPDLX0385Nd67g/fiADXjv3xVdzX3w1QZFiZfBFDght4rL2dzE7ugwhBE2BmcxrOJwdU48ilZdLU56dqQsMlrccxQkzPwLA73d+iWfG72VP4/kNVMGSgAIBPSGDLXH/3VAp7M8tCPE1MJBIzug5hYAZ5bc7/0BKeoyrNvq8TnbLOQzILuQuD/CXNxeFQpzX1cWl3d0sjpQWbNK8WtCWgVchKXeAe3ccR2nNgF6nk3vjB3Hv1Go2O8VFeBpMk2NbWphv3MUMcR/z7V6CRt4DupbTkpcpIwwKi/JMZdkn5CdjZ3Jf4uDc9pmBADsOP3yP1unXjT3MT7d9JXe+MdnMDncmO92Z7HBmElMNRfvPDQZ5Q0cHZ3d2ckRzs64doPmXxFNpHtn9ToYST/Jiejb3x1fxQEYYFNJl27y2tZXjWlpYGYHNI/9JzNme+TQr4hUdwSWcNuerBE2/v2yefIJfbv+vzDJBLafZrB+AxFXlc8DXdb+buwfuZldyZ27bnPB8Dm47kg3jG3l2wi8RvrhhMSfMeD2GtZh7xsa4a3SYv42NMVWi8Q+IRnlDZydnd3SwMhrVAv5fAC0GXqU8P/w5tk/8D+WK3+9U7S3f5snEEu4cHeWusTGGHKdkL8lsq58FgZ0ssHuZaQ8wwxqi2YhVzDOeUlkzoMLM+vWLvGNSWpl8sP/9TCl/fc8Erp03j08sWFDzPhKex4apKdbGJvnlrvt4ISkZ9NpJqWDRfhaSw5tbOK6llTM7OjiwoUG/QDR7BZ5M8eLYD3hp4iYcOYZSMKAOYTtv5PF4D38bG8tYwvIEhWBp2GGmuYXZ1naWhj2ObnsNa9pej2UUljyW/HzbR9gW24CXe1dU7jem8ACFUyFS4fy517Ks8RB2JXcy4YzRYrfRE57FmOOwbmqKdbFY7r9n4nGSJe1tNE2Oam7mhNZWzuroYKFOEPQvhxYDr1KU8tg08kW2T/wU30xooPCwRAP7dHyc7oZTcvtKpVgfi3Hn6Ch3jOzgsYkhRmVlz9yASNNljtBpjdBlDdNhjtFoTBEUScIiRdRIEDEShEUyV4lQKoO/xddw08RpRee6Z9UqWi2LCddl1HXZnkqxPZlkWzLJ9lSKbckku9PpKtkPPHqsfubbA5zSMYer5p5Gox2ssKdGs3cglUPS7UcIm5DZlRO7aSl5eGKCO0ZHeWB8nCcnJ3M5M0pptSwWhcMsDIVYFA4zNxikyVS8OHEr/fGHM+mRkwSEkzm/b1UwhJdbIkjJACkVIKn8XCIpFeDwzsuJq/Zc392eTLItlSqbZGRpygz+x7a0cGxLC6saGnROj39xtBh4lZNyBxmI34EjJwhbc+iKvBbTqD5oKqV4bOA61o4/wJb0LLakZ7MlPZttzkxGvOZpTInFZFKXAFQMhdpTumybAxoa/P+iUVZEg7SIYWxD0B2ag21UX8LQaOoNqRRbEgmeiMV4fHKSJyYneXZqiv4qA3M1RM4bSOZ+VhhlYYnTMS8YzPffTB9eGA7rMN69DC0G9kKU8nh29PtsGrsRV/nezDJTRnXIbWHAa2HAbWfQa2XYbWFKRVDGPKZklGEnTVzu2SMRNgyaTJMmy6LFspgdDDI3GGReKMTcUIh5mZ87A3qw12j+r0x5HlsSCbYkk2xOJNiSSNCbTjPiOIy4LkNOmqF0MhP2Nz0BkSYo0nTajcwINhb13ezP80Ihmi3tZ14PaDGwF+PJJMOpDUjl0BJYypQ7yGNDX6c/sTa3T1twGWs6rqQnsia3Lel5nLJ+PX8bH69YWzAoBLsOP5w2PchrNK8qhlNDXPPsp5hl7SRrG3CVwU63m2YxQdjwBUBApGm0mjhl5hXs23zEK91szasALQbqkJizmyl3gJDZSnOgcj3wXw8McN6zz5Ztfzm5BTQazT+X3wwOcu4zz9BqjDHb3o3EYGt6DlMqgonLosA2GkScCdnAT1eexWHNra90kzWvErT9pw5psHtosHtq7nN6eztNpslEiSPTy8ktoNFo/rn8aPduTGBUtjCaain6zMNiU3oR4L/4f9I/qMWAJod2/9RUJGSaXDhjBlaJk9CsQIBjW1pemUZpNJqq9KVS/HlkhMpxCMW4wM/7+0lWiVrQ1B9aDGiqckl3N27BKpIJvL2nR3sRazSvQn4+MLCHeQh9Jj2vqGqgpr7RYkBTlTWNjSwtSB7iAW/VSwQazasOpRQ/2LXrZYkBE/jh7t3/qCZp/sXQYkBTFSEEl/X05DIMvKapiUU6s5hG86rjyViMjYnEyzrGA+4YHWVXppywpr7RYkBTk4tmzEDh5zG7rKe206FGo3lluCHjOPj/w8/6+/+ubdH8a6LFgKYmPcEgJ7a2EjIMzu3sfKWbo9FoKrBuamqPHAdLUcD6WOzv3RzNvyA6z4BmWlJS4ipFVNcf12helexIJnmyyqDeYlkkpSwrLpTliKYmOnQCsbpHiwGNRqPRaOocvUyg0Wg0Gk2do8WARqPRaDR1jhYDGo1Go9HUOVoMaDQajUZT52gxoNFoNBpNnaPFgEaj0Wg0dY4WAxqNRqPR1DlaDGg0Go1GU+doMaDRaDQaTZ2jxYBGo9FoNHWOFgMajUaj0dQ5WgxoNBqNRlPnaDGg0Wg0Gk2do8WARqPRaDR1jhYDGo1Go9HUOVoMaDQajUZT52gxoNFoNBpNnaPFgEaj0Wg0dY4WAxqNRqPR1DlaDGg0Go1GU+doMaDRaDQaTZ2jxYBGo9FoNHWOFgMajUaj0dQ5WgxoNBqNRlPnaDGg0Wg0Gk2do8WARqPRaDR1jhYDGo1Go9HUOVoMaDQajUZT52gxoNFoNBpNnaPFgEaj0Wg0dY4WAxqNRqPR1DlaDGg0Go1GU+doMaDRaDQaTZ2jxYBGo9FoNHWOFgMajUaj0dQ5WgxoNBqNRlPnaDGg0Wg0Gk2do8WARqPRaDR1jhYDGo1Go9HUOVoMaDQajUZT52gxoNFoNBpNnaPFgEaj0Wg0dY4WAxqNRqPR1DlaDGg0Go1GU+doMaDRaDQaTZ2jxYBGo9FoNHWOFgMajUaj0dQ5WgxoNBqNRlPnaDGg0Wg0Gk2do8WARqPRaDR1jhYDGo1Go9HUOVoMaDQajUZT52gxoNFoNBpNnaPFgEaj0Wg0dY4WAxqNRqPR1DlaDGg0Go1GU+doMaDRaDQaTZ2jxYBGo9FoNHWOFgMajUaj0dQ5WgxoNBqNRlPnaDGg0Wg0Gk2do8WARqPRaDR1jhYDGo1Go9HUOVoMaDQajUZT52gxoNFoNBpNnaPFgEaj0Wg0dY4WAxqNRqPR1DlaDGg0Go1GU+doMaDRaDQaTZ2jxYBGo9FoNHWOFgMajUaj0dQ5WgxoNBqNRlPnaDGg0Wg0Gk2do8WARqPRaDR1jhYDGo1Go9HUOVoMaDQajUZT52gxoNFoNBpNnaPFgEaj0Wg0dY4WAxqNRqPR1DlaDGg0Go1GU+doMaDRaDQaTZ2jxYBGo9FoNHWOFgMajUaj0dQ5WgxoNBqNRlPnaDGg0Wg0Gk2do8WARqPRaDR1jhYDGo1Go9HUOf8PLJlxpUXkllYAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coords_R2 = ProjectiveMapUtils.stereographic_projection_hemispheres(coords_R3, center_vector=np.array([1,0,0.7]))\n", + "fig = plt.figure()\n", + "plt.axis(\"off\")\n", + "_ = PlotUtils.plot_2sphere_boundary()\n", + "plt.scatter(coords_R2[:,0], coords_R2[:,1],c=data[:,2])\n", + "_ = plt.axis(\"equal\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The recovered paramtrization, but this time as a sphere in $\\mathbb{R}^3$." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Za077rTA7O8vRo0fp6+u7LcfljVSdaa05deoUY2NjPPDAAwwPDy/7+ZZlLcntv/zyy/T39xOGYXun29HR0S48b4RNytsRdxvRXI10Ok06nW7b5TQaDQqFAufOnePy5ctcvHjxjtjlAG0yudnY68UGoe9kZ+qYaDYQrSjm6hntN1v4tdacPXuWkZGRtuPy7WCjajS+7xOGIXNzczz33HNks9nbOl6rftMinkajwcLCAoVCgbGxMbTWdHV10dPTs2Hd6tfDvZbeu9uJZjGEEGQyGTKZDJcuXeKBBx7AcZy7xi4H4umjN0JMNBuAm/XG3GzhX+y4/Nxzz5HL5W77WjaiRjM3N8fhw4cRQvDcc88tUffcDhZfdzqdZvPmzWzevHmJTUqrW9227SXCghv1Fb3TsZKG4LsJrYbN5djlLJ48upF2OXAt8YyNjVEoFNi3b987avpoTDTrjKtHLF8d1ksp22m0xWg5Lm/atIn9+/ev2WJ9o/OtBYwxnDt3jkuXLrFr1662Pcla4FbNeVfbpLR6NyYmJjh9+jSpVKod7XR3dy9LQrte13s3YT2Gnm0ErteweSO7nIWFhTtql7OYeFptDK0N5jtl7HVMNOuExbr8m/XGXB3RXM9xeS2xXhGN53kcOXKERqPBs88+i5SSc+fO3fQ6VorlXvdimfSuXbsIw7AtLLh48SLHjh0jn8+3iaelZHon4l4mmlvVYhbb5bSes9gu58yZMyQSiSURz3rY5SyGUmqJ59o7ZfpoTDTrgJX0xiwmmhs5Lq8l1qNGUygUOHToEN3d3Tz22GPYtk29Xr9rLGhs214y6rgloV1YWODkyZMEQdAuKLeEBas9371Yo7nXFq/WwrzSov+N7HIKhcK62uUsRmsi7mJcnbq83vTRT3ziE/zYj/0YP/RDP7Sm17NRiIlmjbHSEcutVNbY2NgNHZfXEmsZ0RhjuHTpEufOnbump6f1/2u5kK3VdS+W0F5v/gpwTePovbYYLxf3ItHcKA29UmyUXc5itCKam+F6BqEzMzPrnu5dT8REs0ZYrY2M1hqtNWfOnOGxxx5r77rXC2sV0QRBwNGjRymXyzz11FN0dXUt+futXvvdMiZAiGvnr7QaR2dnZzl37hyO47RJZ7m73Htl8V6Jc/PdgrUimqtxI7uclnPFau1yrr72lbYmCCGo1+u3rdy8k4iJZg2wWhuZUqnEoUOHAG7quLyWWIuIpnXduVzuhvY3d3NEczMIIdp5/R07dixJr7R2ua3Fpqenh66urru6cfRWuBcjmtZ9sN79Mmtll7MYSqkVp+OMMdRqtTVRnd4p3LvfkLsEqxmx3HJcPnPmDDt27ODChQsbFhbfTkRjjGF0dJTTp0+ze/dudu7ceUsTzLUih42yzrkai9Mru3fvJgiCdprt7NmzuK67RFiw1jn99ca9SDStDd1GX/dq7XKuvvbVCE9qtVoc0bwTcXVvzGocl5966iny+TwXLly4ZpDTemG1C3ZrqNrCwgJPPPFEO699s/PAzYnmXiucQ7TLXbzYuK7bbhydmJho3w+jo6Mb1jB4O7gXiWYlI83XE8u1y2kRT0dHx3XFAMtBrVYjn8+v9UvYMMREswpc3Ruz3Ia3hYUFDh8+TGdnZzvl1DrGRk29XE1EU6lUOHToEMlkkoMHD66oRnEjMlkpydypiOZWSKVSbNq0iU2bNmGMaX/GrYbBWzlS32nci0SzEf5mq8GN7HJa7hUtkrFtm1wut2y7nJbLRpw6e4dgtSOWjTGcP3+eixcv3lCdtVFEs9IFe3x8nBMnTrBjxw727Nmz7EVpPVJndztaFikAjzzyyBJH6qmpqbYj9eLG0dtVMd0uYqJZHyy2y2m5V9RqNQ4fPozruhw+fHjZdjnVahUgJpp3Aq4u+C+XZG7luNySMd5tEY1SipMnTzI9Pc2jjz7aLoguF2tNNGt9rI3A1Y7ULflsy5H6+PHj5HK5JcKCjW4cvVeJ5l67ZiEEuVwOy7LYuXMnPT09y7bLqVarSzYx9yJiolkGVtob08JyHZc3kmiWE9HUarUljaOrSfe8EyOaFm50rVfLZ33fbzeOtorJVzeOrvfOfT3nuqwXNqqeuR5oiQGuZ5dTqVQoFArMzc217XI+//nP09XVRSqVuu3vwDe/+U1+/dd/nTfeeIPJyUn+7M/+jI997GM3fc6LL77IJz/5SY4fP87WrVv5N//m3/BjP/ZjKz53TDQ3we30xpw5c4bR0dFlOS7fTRFNy2Nt8+bN7N+/f9WLUBzR3BqJRILBwUEGBwevm9PXWi/pUl8PQ8g4otlY3Eh1tjj63bFjR9uvr7u7m+eff55Go8H27dt53/vex/vf/34+/OEPMzg4uKJz12o1HnnkEX7iJ36Cj3/847d8/MWLF/nIRz7CT//0T/P5z3+er33ta/zkT/4kw8PDfPCDH1zRuWOiuQFW2xuzGsfljY5orncurTWnT59mfHychx56aMU38Y3OdS9ENFobZotVam7AQFeWXCa55G8NLyDhWDh25EtVrnoIAfls8prrWu3rvV5O/2pDyJYjdavGsxZ9V/cq0dxrUVgLy43GWiKSX/3VX+WDH/wg//yf/3M+85nP8OKLL/KZz3yGgYEBPvKRj6zo3B/60If40Ic+tOzHf/rTn2bnzp38xm/8BgD33Xcf3/72t/nUpz4VE81aYDW9MbB6x+X1dFS+3rmuXgwbjQaHDh3CGLOmHmtrrRRbybHKDY/pYpVMwiGTdDg+MkOp7tGTS/HQjiFyqQTzpTovvHmOF944z2yxRqg1Cdti73AvH37XATIJh9eOjTKzUCWbTrB1sJNyxWNiukS17mOMIZdOsGW4i0fv20St6nH6/BTzs/Psv7/EpsHOVb/WxamV7du3L3GkHh8f59SpU6TT6SX1ndX0YsVEs3FoiYlWmvarVqvk83k+8IEP8IEPfGCdru5avPzyy9ec74Mf/CA/93M/t+JjxUSzCIt7Y1ai1b9dx+U7WaOZnZ3lyJEjDA4Oct99961p7vtmRLNeFjRaG7529DzfPjVCpeHhB4pS1UVpQ93zCZSmL5/hfQ/s5PzlOQ6fnaQRBGAAAzUJb5wb59z4PDIwSCFwLAspBS+/eYlsOsFQb56xySINLyCbdpgv1vjyCycIQ40UoELFsfN/ydbBLhxL0plPs3tnH1KA2wjZub2X++/bRDq9fGK4niN1K8124cKFdp/FSh2pY6LZOCzOjqwEd8p+Zmpq6prMxuDgIOVymUajsaLabUw0TWitCcOQ1157ja1btzIwMLCsL2DLcdm2bd71rnetqnB+J2o0Wuv2ONwHHniATZs2rfm51jKi0cYwXqripwoM5rLMVSN36OHuPMlFIotXz47xpbfOknZsBjuzHL44xXQhUu0kLAshYHy+xOe/dYQeJxFFMZZFEGoQhoRto7WhWG2Ab8g4NpaUeF6IVgbbEszOVxECBnqylGs+8ws16g0f27bo7cxQKlVZmK+xMFcjm3LwfcWL3zmLLSPSSjoW+/cO8om/9yS7d61MzdeCbdtL7FE8z2s3jq7EkfpeJJp7UcAAV4hmNRHNvewKADHRXNMbE4YhSqlbfvmMMYyPj3Py5Em2b9/Onj17Vn3z34kazeuvv47neWs2ufNG57pdogm15q+Pn+P3Xz1JXWmSdgIMdKWSdKfS9OezfN+Du3ho6yBaG14+M4ItBQOdWcp1F9cLEUIQhAoBSCExBvwwpKAMFgYQiOiCUVqDMQTaICW4RpOXVvtaijWPcsNHWgLPaIQyNKo+liURAkKl8RoaARgRBUqYKNIKgd7OBJ6vOXNumr/4H4f5pz/+LhpVj8uX5qnVPXbvGWD7jpUbqyaTSYaHh9vNgi1H6oWFhZs6Ut+LRHMvRzSLXZmXizvlczY0NMT09PSS301PT9PR0bHiDfU7mmiuN2LZsqxbLvotO5b5+fk1cVzeSKIpl8uEYUgymbyp5HotcDupMz9UHJ+a4QuHT/LKhXG8wCchbebqHsKAG4YM5nPMVGp84fWTdGZSDOSzFGsumWSUktLaEChFqDTGgCUldrMeZgz4SpEwgtb+UtCMbAEtm/8IgyHEsQQmhEBrLCSWgJrnY7RBYLARCARhqNDatF+754UYbcCA0oaFYoNsykELweXReT79O19n7PICxUoDFUZqqi2bu/gHn3iSgaEuJscLBL6ity/Hlm095PK3FgBc7Ui9eNLk7OwsZ8+eJZFI0NPTg9b6nlPz3atEs1pZ9p0imueee44vfelLS373/PPP89xzz634WO9YolncG7N4l2FZ1k0L86VSicOHD5NOp3nXu961JiaKyyG324UxhgsXLnD+/HkAHn744XXfyd4qorlRKmekUOK/vHaEk9OzjBbKKK1JWxaOkARKgxQ0gpD5ep37Bvu5MFPg8MgUH310H735DCOzRbqzabKpBLZloY2hdSo3CAm1iSIOA0YbQmMQBpQxUVSDaddsEAbfaAJJ+xhKmPYxhAEhDMrXJGwI/IjEtDYYASjdDGsAIRBS4HoBSht8N2D6cgGlmou9MQgpOXd+ht/49a/QkUkipKBW9ZACNm/u5v3ffz/vfv8Bksnlf3UXT5pc7Ei9sLDA9PQ0nufx6quv3jOO1Pcq0azW52ytajTVanXJ1NuLFy9y6NAhenp62LZtG7/wC7/A+Pg4//W//lcAfvqnf5rf/u3f5l/9q3/FT/zET/DCCy/wR3/0R3zxi19c8bnv3rtpnXCr3pgbKcBajstnz55l165d7Nq1a80W6vWOaFpGntVqlUcffZQ333xz3c61GMtJnSmtccMQgeD10QleH53g5UvjeGFINuFgITAIXK1QaAwCpTQ15TNZqrKrt5ukYzNbqSGE4OD+bYzMlZgsVOjOpunvzDBfroOAIFAoY5AChBSI0GAJQaCvkIFq/YehTUaYiDSkDcKIZjrMRFzUJA8LQxAqyoFqH0vSPEbrxRqDY8kojeb5GHT0BZSgVHQsaQxGQ90NcGs+CLBkdJ+dPz/LzH95mW8+f4I9+4e476HNPPTENpLJlanNFjtS27ZNpVJhcHBwiSN1R0fHEhfiu2lhv5eJZjURTUt1drt4/fXXed/73tf++ZOf/CQAP/qjP8rnPvc5Jicn22lWgJ07d/LFL36Rf/Ev/gX/8T/+R7Zs2cJnPvOZFUub4R1GNMvpjbledLHYcfnJJ5+ku7t7Ta9rPYmmWCxy6NAhOjo6OHjwYPu1b0Ru/mZEE2rN8+cv8o1LIxRdl4rrIbWgw05Qdl0sISnU3OYiLcAYPAxCaVo1lYYXcGpijqRjM9gRpRae3L0JLwz5xvFLzFcb9HRk2N7fxUyphh9G9RrHkqDBsSCVsGn4ASnHRoeakhdEi7sFSplmBQe0ia6j9bNprXMGkJB1JJ6vm1ERWIA0oOEK2yhDre5jCYE2kHIs3CBENY8nooeABTI0aHnlFJYAP1AUSg18N8CSgpELM4xemuNDH38M3w1JZxI4iZV9pY0xWJa1xJF6cePo+Pg4SqkljaN32pH6nUY0tVqN4eHh2z7/e9/73ptu/D73uc9d9zlvvfXWbZ/7HUM0Wmt8379lb8zVqbPrOS6vNdaDaBZHYHv27GHHjh1LFv6NyMv7WvOHp08y5fls6ejk799/P13NJsM/O36KPzt+EseKmiDHShUcy8LOSywhySUTTJerBCqKMXS00mMRKdAcIREILs+X2NHXyWPboy+iEIJ3H9jOk7s2M1epkUo4FMp1vvDt47x2ZhxlDLYQBJ6ivzsTzWevQNaxKdbqWAaMJbCa5KaNadZcoMUyZtF/IwzGCPK5NKmqT6MWEIaKznwaNwxxvTB6vgTjCEIh0CKiSk9oQtE8DqJZ74mObSwJoUY0s3ihiWhOa6jWfUYuzLF1Zy/feeEUr37zLEZrOrqzPPz4dvr783T3Z9mxb/CW0c71NhwtF+KWI3WtVmsLCxY7Urek1BvtSH2vWtCslmju9ema8A4gmlaqrKUqu1VvjGwXi2/suLzWWGuiCcOQY8eOUSgUronA1sMa5mo0woA3Jib5t2dPU9E62vQLwX87cpj/9/vezwP9A7xw4SKZhEN/NstUpUrKthFCMFuvY0lBqRFFM7YVEYqrw4hwACnAMYIw0BgMXqhIN3fyXhAyvlAhVIr+jizduTR9+Qw/8oHHySQcDp2fIp2wqVRd/EBRaXgkbIuEYxGqSEWmJARcqesgQYa0lWRttGsv4BmNLSVCgsQQBiG2NqSNoCEM2o5CFtF8DcYWKG2i/JpqcU2TbFpMZkXNtaIpJjBSIJr3SaPmcebYOEGgSSQskkmH0QtzHP7uRRzbIp206e7N8j3f/wDv/v776em/furlVpFtywwyl8uxdetWtNaUy2UKhQKTk5OcPn267Ujdqu+styO11nrDBgWuJVYbid3rQ8/gbU40q7GRsSwLz/N47bXXbui4vNZYS6Ipl8scOnSoLVa4+kvfutHXI1VX8T2+eO4sr06M8Y3Ll6nrkJS0SNsOodYsNBr822+8yK++93spex7DTSWNJSIdcNKxcMOQvmyKS3MlDIaUY2MJgTEaAoMlLXZ0dpByHOp+QM31qTQ8vnn6Mo9vG+bF4xeZLlXRBnJJh0d2DPHsvq0M9+b58R94gr96+RSvnRpjqhEQKEU25dCTzyB0RIYojR0ItEU7dWVpyGhBXURpuyiLdqX6IjDUdUDOSKQUhAjCUBMGCoNBJ64sLou4CdOsFUXqgebvrYiNjIoECiAwUkBT3aYBy0SqPG2isEopjecGhKFGG0OoNPWqR7XU4E8/9xLHXrvE+3/wEZ553/7rWuasZAMlpaSrq4uurq62I3Vr2NelS5eoVqvkcrl2tLMejtTvxNTZvTwiAN7GRLM4ilmupT9Etv7T09MMDQ2tu/y3hbWyoBkbG+PkyZPs3LmT3bt3X/c1r9f8G6U1nz38Fq9PTaCUxlVBVHPAoIzBsSyUMczWa/zpyRNUXY/ZMKQ/nyefTJC0LWqeT8K22N3bw2y5Tj0IsKUkn0gwnEywUPKoBQrbslioNWh4IYGKopm/eus058bn0dqwqTtPwrYo1FxeOTNGdy7N/VsGyKWTfOzdD7C5r4PPfekNGl5APpWkWvVwvQCvNQIi0IggqotIAd3ZNL2dKc7NFwmgmTK78tqNgZrWWKHGtiS2I5pSaQO2QFgSYSKSaKfcFkMuSpu1j79ERnCFmSyJUSFati5C4GsNno+UEikEOtRRX48l8QPF7EyZb3zpKENbutmxb2mn9+02P9q2TV9fX1vivxGO1DHR3Ht42xHN9XpjVuK4PDk5SS6X4+GHH17vS21DSkkQBKt+vlKKEydOMDs7e8u+nvVKnZ1amOPo7Axb851MVitgBAKDweAbhdSRAEAZw7HJCWo1nzmg3nDJOzZpYSiokIxtU3JdOlJJupJJ0raNUoaG5+Gb6PlTpSpuqMjYNv35DJlEglK9wasXxtnUmWOqVKU3l2ZLTwc1T3BibJb7t0SF7lTC5nse3sn50Xm+8t2zzBXqWJZAK40QYKwosrGFaBfhDQaFRirAWcwU4sr/CZBpi75UmqTjEzQcJsaL6KaE+sq7HT2/qRm48rlw1Q9SYJRutZI2n9pMtUnRVA0Q6auljMIcFanjTLNnx2iDMYaJsSKzU2Wsz36Hf/ovv5/u3tyiQ65tl/2NHKkXFhYYHR3FGLOkcTSTyaw4JX0vOwOslGhazbdx6uwuwtUjlpd7My52XN61axfFYnEdr/Ja3E5E07LAcRyHgwcP3tLRt0W8ax3RTFWrhFqTcRx60mksISIFFgJtDL5WKK2RwGbbZnj3Jl4en2RBG4y00EaxPZNik7DYJDWbejt5aXQWEtCTSRP6HglHUhOKGRoIR+BLRdZK4IUhwgiK9Tq92RQZx2FkvkS54THUmaNS96653u99ag+vHh+lZvl05VKUKg1qVQ9jQ8a26c6ncSyLqbkKtYZPVzpJNuPg6YDrhSVagG8iax/fM9QqbkRSoUE6V9JwS3JnOvpZXO+jaBFKMwwSTfIB0FJgqbYeLzqsJdEqROgWNRlMa0y4MviB4vVvnWVyZIEf/+T38eCT26NHraP6cL0cqVfbj3KnsVoRw1rJm+8k3hZEs9hGZqWOy5OTkxw/frztuDw9Pc38/Pw6X/FSrLZGMzk5ybFjx9i2bRt79+5d9pfveg7Oq4FpqrIsKck2a0Gh1nSnUgzkskyUKygT9b6EKlJn9doO2c5uLlaqdKaS1IKAwVyWhZpLww85j+FSoQpBSCMI8IIA33PJ2hZVoWiIZs+LMTS04nytyLZUnrRlk7AtHMsinXBIOQ4LtTpKafYO9/LiyYscHZtBCsHj24e5f7iPncPdTM1XqLoB1XoAEhwkYaDxfIVrQvxQYUtBb1cOk7QozhbQrbAB0RYMGAyhq5kpV0CZqP9HCGxbkBCCGmZRbYdmgb8Z3Qii0ElfkVOjo+K/tUiJFj2RKH0WGqQFRtM8Tusx0TFUSzVhDCKMzmUMTFye5zO/9jf8yP/j/Tz+rj0bakFzI0fqhYWFFTlS38sRzWpEDHHq7C7AaufGLB5VvHj+ykZa9rewUqLRWnPq1CkmJiZ45JFH2v0P63W+a85vDG/MTvDK5CjzXoPhTI5He4cYzGY5NDOFJQQdiQQl26KhFcJEu+zBVIqdXb2MVao4lkWgNQXXjfpdEim2d3UyX28wVa5ilKE7m6I3k6buelQ8l3IYXlO2AJgPXTbJDPl0kulilWlTQ0gIQ43TbfGd86OcnJyLaiYCvnbiAu/eu42ujjQXJuYpVV1cLyD0NcpEdZa6F+DI6LpTjoMlW6acor2wt6XIzXKKHYJtWYQ6kqipQJNK2thCgtLU0ZH6zJhrF/hWXUY3hQECsEBrkKopVBC0oxTjyKhOo03EKqFGWhLTOmbTs00IibENhArbiTYY1XKDP/z0N3jlK8eZm1lgYGsX7/9ogr0Pbd7Q/pjFjtQAQRC0hQXnz5+nXq9f0zja6nO7V4lmpTOEWqmzmGjuIFY7Ynmx4/LVo4o3wg7maqxk4a/X6xw6dAhg1bNjbtfs8sWxi/zlpdOAIeckOL4ww5niPFJKaoGP16yPSSnYkkxzv53EynVR1YaFeoOkbbNQb1DxPMJQEyhNVYV4SuMGIflUkrrrU/dDtvckaYSKybLX7tZvNUCaZo9JPQyoi5ChbJZC6OIF0ZgHZQy1MODyRJnuTIqUY2OAUt3laycussXJMFeoIyUkEhZCG3w/8karu36zxgG+5zNbqEZ+aUa03QMWd/ynPEggCJVGa4NsyplDX6ES0EiAErKZtoysZggi6bKR4srBWuRB84XaTXVai80W/cnopk+OJbGbjaiep5rsJGkWiKL3y7GQQhCEmmqxTqVQY/TMNImkZOJigckLZT7yQ8/w9PsPrPq+uF04jnNDR+oTJ04QhiGdnZ24rovruvecIehqajSu66KUionmTmC1I5aX47h8K6+z9cByiWZmZoajR48yPDzMgQMHbmvM8mrJtOJ7fGPiEmnLYigb5Y3701mOzk0zWa3ynu3bmKhWGS+XmPFdiqHPTEcHPQnJ1EKJquuDgUYQkrSsZp0iUo/NVKsobcg6Dr4dYhnJXKVOodZoZ4eEaDowC9P8ncESkk4JYzPzONJCSImR4AjJdKUGgjbJtByd667P5VpIVgqUjmTGqWySwDTQgWlHP1KD52sqVQ/PD7FDjbZACQEi6nmxaxrHFzgpB88PEM0ufxF53dBwQIlIxm1Lga8FSoKTFKSMpO6Hiz4covqMbgU5AmELsokEyg/xVJTiy6ST+I0g8kkDkAIV6CtvEtFxjIkUb0aDpzRo3RbNCRHNzlGBol5x+fpfHuLBp3aQWYZx50bgRo7U5XKZCxcucOnSpWsaR+9m4llNjaZWqwHERLPRWG2qrNXEuLCwcFNl1kY6KbdwqyhKa83Zs2cZGRnhwQcfvG07itup0UzWKxQ8l235pb1FtrSoBj4nF+YpNurMVCtoETVcemgeGOhnoeFS83x8pelJp+hOpZitNmiEAY6UBFojEfhNN4AtPXl6nDSz1Vqz5tH0F8M0a+nRzzt6uhi0cszVpjGWRBiNpTVJy1DyAqQlUVrjhYpKw4+UXC3BmC1pNHwSloWU0c9IgzCGhGXhYFGvuhTKjeZQM0PSbhqwIpAB+K5BYag3AhxHkslZGCVpaAiMJiByAlCi6aVmCdCaAIGj9XUjTEtGv2v6fNLdn6VWaOB5AV1dGbZt76VR9ZieKFKueShl2rWrNlppPiFAGowWCMtq2vhE6bvAUxjt09GtKC3UGLs4x76Ht+A1fGbHCtgJi4EtPUjrzqaqFjtSj4yMcODAASzLolAoMD09zZkzZ9qO1C3yWe/G0ZViNSKGarWKlHLD3RfWGvcU0ax2xPJKHJfvtojGdV0OHz5MEARrNjvmdiKalGXjSImvFI68sjvTRuOrkPlqBeMFOJZNAkFNK2ZqNU7OzeKqgDohSml87SCFJOPY2MJCK0NINIRsod6gI5XkQH8fWhk6silSUrAQ+DR01KjYWk4dIdnT0c3YVAmlDemERdJJkk0myCdtylPz1FRAoVSm5iu8MHqmMgbta0r1SFaulMGYkDDUWBKsZprLsiQiGaXV+vJZCvNVLCFwbIlQUA/95pUYVKgQWlMPBdlsio7OFNWGjyc1RrTMONsfAhgTRVOLfg1NNwQDxggk0WPKZRcpIJGwGRrqiGpHTW8zU/GaDZ2tS7mKbHRTYiCjgpIJIyJu1XTCQFGcrzGYSSItwdGXzvHyl49QnKtgScnQjj7e9/eeZNPO1Q1pW2u0IoPOzk46OzuvcaQeHR3lxIkTZLPZJY2jd9qRejWps5a0+W6O1JaDe4Joru6NWUmqrOX3tXv3bnbu3LksZ4CNJpobLfxzc3McOXKEvr4+nnzyyTXrsL5VRDPTqHK6PIOnQjZnOtnb0Y/d3Iltznaws6Obkwuz7OjoImFZuCrEUyGEGl/5dGWz1Dw3qsFgCAOPVycnyDoOWzo7qFV85uoNvDBgc76Dh4f6GV0oEyhNPpmgO52iN53m3Fyh6ewMbhAgQoMjJWGzjd4SgicGB3lq+ybqVY+xuRKlhkeXiD77Yt2lM5WkN5mlUHepBQHaRM9NIDB+1EnfSnO1/NS0Bs82+ELhNee1WLZFpiOFLQSFhTphaAiCEG0RreFCoD2DJhqahgDbEiQdSUlH0ztblCJMpEhrNbSaVh6r+ZkExmBpSNoSy7Lo7cnxw//gaTIZhy/80etMTZawbInvKzw/REqB9s2SYwBX/rt1yzf90yyatY1FHaKBF5LJJlF+yFf/4BW0NvQNd1EtNXjzG6c4+sp53v23H+HJ99/P0Lbe27sBbxPXEwMsdqSGSFjQ6t+52pG6p6eHjo6ODRcUrCZ11pquGRPNOuPq3pjlNmCu1nG5tQhvpLLl6tTZYp+1++67j82b11YNtDiCqoUel2vzWEKyM9fHkYVJ/mL0OAW/AQYcKXmkZxOf2PEoadvBkpKP776P31Mhl8vFKHmlNQO+xncy1FIWPlALfAJjyFk2Wghk83ediSQ7B7phFqq+Ty7p0JfOsKevl6c2DbO9q4usY/PHR05yuVDCcxWTYY2aHUUetpboZu3cCMPhhVnC04agHjS9xAR1P6QzYyOFIeE4/M/f+yRfP3aRF45fACHpSaVQrqZAvenSGdXgLVtQN4YwSVQniT6N6DE1xXyxxlBPnnrNp1r3AUHCkThOVGtydYBtCSwJrhdSLoV4SbHoW9aSM0eRhWNb2AJUoHBsKxrUFjalBnYUvfT05PipH383Dz+4OfrshOA3f+N55gvV5r0jSOeTuDpq2GyHRzfYSAgJtjDopk2O1pFUWBuQluDL//0VRs9N09Gdo1pqMDtRxHNDAr/M83/wXY69coGP/c/v5cDj29fsflwplvPddBznho7UR48eRWtNV1dXm3g2YjFfTUTzdvA5g7uYaK4esbwSG5mW43JXVxfvete7VqRdb90IG0k0ixd+3/c5fPgwjUZj3XzWWhHUX4y9xZcnj1ENPXJ2kp5EjqqnSckke/N9CCGohT6vz4+xLdvN+4f3MFEvc7lW4Hu37gQjmJifY/rSZR7bup+xTIKvXL6AIyRV36fheU13fIPVJIHZRp2UZZPNODR0VDjf3JHDkpIFz6VfBUyWK1Rcj3m/wYmFWYJm1762aEYzEdMYHU3afGN6mqwvSdkWYRgVuzNJh4QtSSUcBjqy9GfS7OrsQgCzxTquHxGTkYJE0mLvUA8ZR/Lq5enofjPtmjxGQpAT5NNJNg924jZ8qg2PRFO67NgS1wtIph2UF+IHGmkim39twaK2StrNniIiNykEXV1ZwOC5IZ35FK4XYjD8g489wfcc3ENP95WF5pWXz4OE7dt7kZbAtiVzc1XCQOEoaJQ1Wt84Ik8kbRwVTf0MBYRSIi2JkIJzxyfxah6OFbkKLMxW0crQM9hBowb5rgy1sstXfv8Vdj+4ecUjCdYKq+mjuZ4jdUvRtlGO1LdDNHFEsw4wxlAul6lWq/T09CybZBZHAvv372fr1q0r/oBaN4JSasNyui2iKRQKHDp0iK6uLg4ePLhu51fC8JmJV/hW5RJKaxLSoq58xupFyr7PtmQ/oVEMpTvI2gkylsN350c4Wpjiy2OnKAUuEsGAnebDuocfePAJtm7dyvZGg/FalSOzU6QdB6kVBkHKSeA2TSATlkVXKoUjJL4KmfPqvDUzRagMvtJkEza9Thph4ExhvmkHI/ExVxoaI8FXtGzrSBxQsxQeikzSISlspBTs39Qf7eCbDtAd6SSNICrY23aCMFSExpBPJWgog3QkxpJYWke9LxiUjmokShjmajVysw6ZdIJUJkFSWKggsl5OODaWhIbWKE+BlOikRInI6h+zKHsG0S90RGhGaxr1AIOJakJEAUnatsjnUnz7pXN8+6VzzC/UmBgtkEs5JFM2GPC9kKRt4dqSTZu7GDs3g1u7MdH0DXfSl+zBcSwqVZ+Ri7M4tkUilcAoRWBJvFBhpBV5fSrF3GQp8q9r+HT0ZKmV6rz6N8d4+vsfILHCoWu3i9bo6dvZBC52pN62bVvbkXphYaHtSJ1KpZYQz1q4Ra9GDBBHNOuEVhQzPz/P6Ogozz777LKe57ouR44cwfO824oEWsS0kXUaIQRhGPL666+zd+9etm/fvq47mCPhLK82RjBAXzKHxjDvVXFViNIwG1RYCFzO12bYnu3BweHYwhQXqwW0MaSkjRf4XAqK/Gla8bd7OwHoSaf54fseYl9XL//1xCHGlYuxIZWyKZc9PF8hRZJGEFJSIWnHYbJSRYWGwWyWrOOw4LpMlKpkpE1oDElpUVPBNbWHVun7SuUDAgllESAsgZYGT4Xs7u1hU1ee4e4cEwsVZqfqOFaU7gpCTa3hI5AUKw3KdReAhG2TcmwQ0XA1lIr6KA1MzRfpyTr0dyWQwkZoQbniEQYhvq+wExYhikZSEhK5IRiI0nMhV7zLDCRcg3agUvUQQDrt4CQsvLqipyPN9FiRz37uO7z6+sV2iqvmBrh+SCqTQHuKes1Fa4MKNfm0zSMPbeKNNy4TtqXOtJUG2VySVDbJ9/3dxzjy0jnOfuMcGEMy7ZDNpyjMVhASVKiZmq5glMEowCiEFPieYma8iAD++P/3N7z2/FE+9tPvZ+f9m9ftXr0ardriWmYbFjtSA0scqS9evMixY8fI5/PtxtHVOFK3CHK1NZp7HXcN0VzdG2Pb9rIX+9nZWY4cOUJ/f/9tOy5HSqONa9oMgoBTp05hjOGpp55q3+zrhVBrDofTuDTQaEphiMAi0CE0i8SuCgiNi+cHTLoFBAKhHYyWdNppAt8jJSyyqRQLfoO/GDnBPzsQbQjyiSQH+nqZUzWmdQPpC2aCRiRdlgIntJisVdjX3Uu54RIqTS6boDMZ9W4kbItCw6Ua+BhjsG2JDAVXVxyuVmq1ekOMgbLyuVwssbm7g+f2biXQms6uDH2daSYKDiN+nUrNR0vI5CychIVbD8k4CVKORaA0fqiaLgBgiJohH9u5hUzCplyto4MQOwxwGz6ZlMEPNLYlGOzLcWahSNgmxuaVStCOwPKjiCxn2SSlxkhJLVQYbdCNANyAZMImn0nw5e+codrwSSdtBnpzJGybRt2j7gbMzFdJI3AcCz9QpFIOu3f3U5qtsmVzN5cvz18x7hSCVNomnUlw/8NbeOYDD7D/0e2cPjZFsVAh25FCa0Oj6jWbScUVMndsCCIRjlZNVwIMM+NFZseKnPjuRX7ylz/OM9//4HrcrtdgpT6Gq8H1HKlbabZTp07h+z6dnZ3taGc5jtSt615N6uxe76GBu4RortcbsxyiaTkuj46Ocv/997N589rsrDZKeVYqldqzY4B1nXvjq4DvzJ/gzcJFzptZQiKFlGrKhUNAEy3olaZrcFRfUQgEmhApLDwPHDtBIuFEfR4YThVnl3Rp/96ZI5R8lz47RSn08ZRCY9CWIZuy6U+kKQUuE9UK9SCg4vuMVctMN2os+BH5dCWSSCmo+NHoY0FUK4mKJtcSjxSi5SaGBrQTRQh/efQ0z5++SN2LxAS1uocfKiQCKQUumhG/ymAizQce383l+SLfPHG56S7QOjZsymbJJmwQglLNZ9tQF+99Yjc6UMwvlFBBg+npAicvF9rGypG3GVdKM4CxISkkm3JZ5t0q+YTDYG+eqYXIlNRCILXh0liBMIwG8Ll+yMRMmU0DnXT3ZPGmyjTcAIGIXosQPLB/iL6+PEE94Ps++jAvf/ssZ09NIYQgmbQx2iCBjGNx8eQkQkA64zA15lOiRhAogvDK5mpJRG1bmCBcpGITKCNIWFBeqPGZf/tn6FDz3IfX3/F8I4jmaiQSCYaGhhgaGrrGkXpkZKTtSN0inus5Ui9e21aCt4P9DNwFRHOj3hjbttty5uthsePywYMH1zS8XO+mTWMMo6OjnD59ml27drFlyxa+/vWvr5sA4aX5k/yfF77IvF+hEUCIwBjRXLCvmD1KYQhC2W6KhGikccZOUvZdNIogoZACCl6DhgoItObluct88rW/4n2Du9EK/vziSTylaGhFrTkZUxJZt4y7ZcqBh+ULhJEoaZhxa5SrXqR8aq7MpdCjJ5tGeNEETcuKPMIcSyBDia/VFSIwtElGNlVdKcfm2+dHqAUBKcch6VgUay4NpZBW1GxpIzEYPK1xpcJXinwiwY7eLqbKlWj6prQYyuXICZsLkwuRO3Og8ZXm9OU5ersyPPnYHgZ7osXgU//9BY7Onke3ajKtqGJRgBMIw8VqhbyAZDZBIwwRxtDp2Ph+SLEWRTUJO+ovsmRkbbNQqGGLSNVmNFi2ZLC/g13bexnoylCYq+L5Icm0wz/8p9/D5z/7HS6em6HuhnTkkjz4wDCV2QrP/8lrNMouvf05psadSCbdWOpKrY1p2tjoyGnh2ruYQEX3cqVQ4/d+/UtYEp764EPrmvbVzQbXO1Ucv54jdaVSoVAoMDs7y7lz57Bte0njaDKZRKkoQl5Nw2acOrsNLO6Nud6I5ZtFFVc7Lq/1BL/1jGjCMOT48ePMz8/z+OOP09vb2ybU9SC3kfoMv3XuLykENSyi90mgEdKgtWz7hV1BawveJHxpYZRq2/43tI8bQqCjbvjWo1+bHeXVmRGe6NoakUwYoLRu+0MaEZFAQlpUlU8CC4TAtxQNE4IEoQAj28X+ku/xsb372Znr5OWzF5ip1tjW1UctDFGB4sTMHLUwaM4IE1EvCwYpBBaSmXoNx4qOV/eCqN7SfL0+mlAYksJCANUw4I1z4ySlhWULQmnQtiAk8mfr6Oogm0gyNl0ik3LYt62P7lyaqYUqrx4b4fue3stXXz/HN4+OtYZlRhEYIK4aNSSMIQAqSagWKhHZGygHKlKrGYNWmnQmQRBGowfQhmqpEUVuzZSiEoKh3ixhscHpywsEocJ3QyzH4s/+5C1qVY+EY+OGmoanmC00eOaZHVw6NcW5o2P0DHSQSgokgkatubGwI6oPm2my1lC2a9B8H4UU2I6F2/B58QuvM7Ctlx3rWLO52ww1hRB0dHTQ0dHB9u3bUUq1hQUtu6tMJkMul2vXYleS2q/VastuzbibcUeIZjk2Mq3FfnFK5kaOy2uN9SKaarXKW2+9RTKZXOJQsJ7jlb889QaVsIYNJKRFjeZAuOiMRL3nV957sYhkomsKUVJi2+AYGy9UBEbTenccaRFqhQA8rThWjtybtTHtBVcQLY4CQdZOUAhcPK3J2wmS0qLoe5HU2I6cihMyKsQrrTk6N83PP/UMD6WSfOPCKGEm245kdg308MLZiyzUG6hmKtAISEqred9E5640PIJQL3HTF0Sya9e06g+GuVKdSuBTb/5OCvCVxsPHFMpktdUe3nZqZJZn7t/Gpr4OxmZKnLw8w+8/fwghwJEQKNoMriVYi26nFll4wuAYgyOixVppg2cUli1JJm0sS9LdnWF+oYoJdFu1lkw69PVlKczXeP34BFsTDrmOFFIIegfzvP7aZWp1n4GhDgpzVbLZJNpoLl5aYN++AUI/oFpqkO1IketMEniCSskjNAalmrNv2jY9ElTT/eBqt+mIaXASNqlMgsALOXd4lKEdfRRnKmQ70+S713Y33opo7lZYlnVdR+qpqSmMMXzrW99qCwt6enro7Oy8KXHW63W2bt26UZe/brgjRNO6UW4WAl8tM65UKhw+fPi6jstrjfUYFTAxMcHx48eva+a5XkRzonKOQ+W3yDh1QKCNQggrSpmZ1lytqHmwBcvShNoCDFIYsAwKRdT4ociIBIF2qIdB1MCJpK78KCoBpr0KSWlHdvlh9B42bR8RQD3w0YorbsOhWjQkDaQtcYREGYMSUYpovFohl0jwzGAvuU2bKTZckrbN1q4O/skTD/PLX/kG3x2faEdmvtHMKRcjRdMJoOmY3Pz74v25bvZjZoRNoBTl0EcKQdK2saTAEhpPKSoE9KdTZDrSGAHjM2Uu9xTYuyUqGB+7MEXdDchnHBxpKNbCRVEBkUmmEKRsC0dK3CBEhRrHAqMgVKr9mRgbAq2xjSGTSRD4aUpulUTSJptJkE5FjbP5fJrCQo2e7d10Z1J09WXJdaQ5enIKKaOGTKMj4nAcC98PmJ2r4lZdBGA7NlpoHMdGWiJy/mSxwC/a5NkJi8BtsfSiHKBoKiZ9hVaa4lyFN792nBMvn6VWqpNIJbjv6V289x88s2ZGnXdbRHMrtBypLcuiVqvx2GOPtYUFx48fbztSt1wNWpFPC7VabVUO7Xcb7ljq7FY2KK3wMgxDJicnOXXq1A0dl9caa6k6WxyFPfroo20L9KuxVnWh0ChOVk7x6sJbHK9cJDR+24JSCpd8wqLkpSLZbduh5IpcWAhwbEWoJJa1yJOx6dUVigBkNJclUIoA3SaJ6FjgC4XtGGwFYZPEbCGQRhA2LWCMMdSazbhLYcAYAqWwpWR7vhMvVKSBhCXZ17/U/kRpTdH3sKRsPjVKnYVGI20IPNOs+1xBS53WQmcixcP9/SxU68zMNDDGRF5mRIIr2XxSviOJaigsKUmmJfOlOgPdDYSAVCLqs9A66r3p6UxTqXm4fhjVw4CObJKuXCoaTb1QwZaCrnyGajWaAGpZgiBUCAPKDakphRcEUcrRsUglbIzS1Gte+/tjMBTnayyMFnAuOgxv7UYrTcNVaF1BK40ONalMonkOSaVQp6MnGz2u4ZHJWrRuPSdhYVkSpTRhoJBSkEqnCYMa6YyDDjVu44rcPErjWVhCMH1xlvnReXY8sJm+Td14dZ9X//oIjbrHx3/2+9YkErnXiKaFVg/N9RypW8Rz6dIlhBB0d3fjui6ZTIZqtbpmYoDf+Z3f4dd//deZmprikUce4bd+67d4+umnr/vYz33uc/z4j//4kt8lk0lc113Vue+4GOBGaN2Ux48fp1Qq3dRxea2xVqmz1uwYIcQto7C1ILdqUOM/jfzfXKpfpBxAaMBq1iAiJZQhaSnSto+vbJQRaC2bCjPdHMgosKRANG1SrnQZ6iglBmAr7NAh1BrdjlciiGb0EAiFY9noMPqtJiIsW0osS0QpOBUt2rKZajNEKawGkZLq0YEhtnd20pVK4tVqvLmwwH9+/nkmqlV2dXXxdw8cIAw0lwqltozXmJaMIRIFJO1I/hu9+qh5M+M4eEGIrxS2kOzp6iKbTpBIWpyZK0T1Q6WR4soETSkE3fk0c26Vat1nc38H5ZrL2FSJB3cPsW97H3/0tSOUql7z3VQkHQsD5FMJwkY0tK1S9wlDRSphEzYUnlKkM4koKtAapWH7QCfPPbgVn5CG2yDtKJ7/ymVqdS/yZGs5zSiD0JrydJlMJkW10uC17xaphdFUU+UFWFJiGUOl4pJK2uAG5HuzhEJScUNKNYNPSCafolKsYwwEgUI3G1GNNtRqAVbSQato15FMOYRBFMUkExbd/Tm8ho9tWwgBgReSzCRIZZLYjsW5Ny8zdWmO4TUw5byXiebqWvJiR+qtW7eitW4LC/7kT/6E3/qt30IIgVKKnp4e3v/+9694yGELf/iHf8gnP/lJPv3pT/PMM8/wm7/5m3zwgx/k9OnTNzxmR0cHp0+fXnK9q8VdSzTlchmIcpy3clxea6xFdDE9Pc3Ro0fZvHkz+/fvv+WX43bPWQyK/NaF32DWn4w6ukm3F7y03bLXB60FtrQi40cTUYxjhdhStxdVpQWNIIUWkSS2JSZuUYqRHikrSc3oq9Is0UIkRNSoGKIQWOScBAZD0rJ4tHcT5xcKjFZKkbkkBlsKDJFjcY+TpjOVYldnN8PZLHu6exjIZPndQ4f5vfPnQUosKRkvl3llfJwHuvoItcaREksIfKA1wdIIGM7n8H2F0pr5WpQy8psuBRJBt5XEDRRj86W2VDg0EX1aUpKQ0STQjG1jQkN3Z4beDhBCIoXk0QObeGL/Fio1jwNb+zl0boJQaYwIUcpgW5Kn9m9BB5rLUwX8UNGVTTE6WaKhAxaqbhRFNqdwJmybPVt7eeiRrdx/3yakFJw5OcmZYxWOnZ/FhIu10mCHGuHY2I7EM5Jac1yAZUVpwUBF9bSUY3Hw3bv5Wx+4j7/5y8OMnZhpCkEEpVqIUYZkOklXb4b5qRJYgkTSjppQLUHgK7K9WbKZRDR2IQiZvDRPOpvEsiSDW3qY0XNYlqRaqqMChe3YZDrSTI/Oc/zlsxhtGN7Vf1sL1r08xvlWoiUpZduR+pd+6Zf4+Z//ed71rnfR3d3Nr/3ar/HDP/zDfOITn+D3fu/3Vnz+//Af/gM/9VM/1Y5SPv3pT/PFL36Rz372s/zrf/2vr/scIQRDQ0MrPtf1cMeI5kY3mzGGS5cuce7cOSzLYt++fRtKMnB7EY3WmtOnTzM+Ps6DDz647A/qdqz7fe3zX0c+zXww0U4SiaauVoomPTTXJkca8o7bHOJogxRY4goRYcCWBscK8NSV26P1NwERkTgunVaGgutFiTdp2o8UInoMlsHWgo6kQy3wsaQkazvYlmQ4l8cPFUXPxbFs7u/pxjIWGcvGRpJzbO7v6+PdW7ZQ8jy+cPEiGuhJpdrzW+YbDQ7Pz+BYURRlS0HStvDCEGUMDpJ9A70YBX4QMlqoMFWpYjB0Z1Ls7OzCrUY1mXLDo1BtkE841MNIdaV0lIYb7srxcH8/vbk0fZ0ZBLBQcXl41xBPP7ANgNOXZ9i/uZfh7jSHzoyhpYOFIG3Z5JMJhjd3MNiTo7MjzR//9WH8IKSvO0ut7lN3fXytGerO8n3P7COTsDl6bIJEwmbf3kF8L2Sm0Ggab2qMiSItFWiUbVELfEwppNRUt0kBmUwCISVBEBIqw44dvbz7e+/HTic4c3KKjq4MWmnqtQa2E/VHCVviu1FaLJG0USqyxOkZyDM3WaRcdBkc7kIImB5dIJV2ePxv7aWjO4vWhtJsmXrVJZ2w25NELx4bZfrSHM//t+/w8l++xbb7NvHRn3ovvZtWp6S6VyOa1Tg35/N5LMviZ37mZ/j+7/9+5ubmmJiYWPG5fd/njTfe4Bd+4Rfav5NS8oEPfICXX375hs+rVqts374drTWPP/44v/Irv8IDDzyw4vPDXRbRXO24fOzYsQ0fQgarJ5pGo8Hhw4dRSvHcc8+tSP++2tSZMiFfmfkCl93z0S+EwRKGtPRomOSVtJaIZLVCGFKWIbB9lLYQwpCwomK/0hJfR06+CSskUPbiXsM2hBAgQxqBR8qWuHpxv9Oiio+tSWtBIwwJjcaEARP1CgnLIms57OzrZLJe4UB3P46wODI7jasCPKWY9xvUxwOEFChlosZNIsdn27JINv+pBQHb852Ml8t4zYJ60G7qE2gHtnXnuThboqcjTSplYwPdyRSZRIKalKjQMFupYSQMd+fZ3t/FRLFC3Q/oy2X4J9/zCDaCs+Pz1N2ApGPx1H1buH/HFdVjEGgsW7J9sJOkriNTPUxOlxBN48vOfIpMyuFrr56jWvfJZxNIKcjnklhS0PBD7ITF1qFOhBDMz1c5f2GWnTv6QArKNQ/HlmgVzcgxGBqhjxGCREeOrnyC0mQZ2XwPlFIkbEE67dBohIShIp1NcOr4BGGg6enLRRGsrclmMrhugO+G4PrN2TyR+q1nIE9Xb44wUJQLNYpzZaRlsWlHH6mEpFFx6ezNYVuS/i09nHnzEh29OSrFOheOjTI/USLbmWJ4Vz9aGU6/fgHfDfjxX/672M7K2xLuVaJZjc8ZLHUGWOxWsBLMzc2hlLpGpTs4OMipU6eu+5z9+/fz2c9+locffphSqcS///f/noMHD3L8+HG2bNmy4mu4a4jmeo7Ld2I2DKwujdWywRkcHOS+++5b8e5lNedUOuQPxn+T45UjZGSkp9VEzXUJEaICmxCJMmCLaKBXBEOX9LGlITQWVrMeo21IapuK5yAEJCzTnt+ijEAbicTCmGi2pWMLNqc6OFOOPNBax5ZNOTMCfCtEGRm5D2jNdKPKuwe3U3Y9xqplEFAPQkbL83hK0e0k2drRhUEzVavx1xfP0fBCAh0ND7Mhilh0lLaTCPb2ddORSDBSKrPQaCCIairKGF64cJn+dJrHBwapBtAIfGp1Hy+l2D+UJpF2ovqIZfAszanCAqO1Crv7utma60AgcWyLA1v66cpnODU2Q6nuUWx4TCxU2NrXiZSCns4MKtSopnKrUvOwbStqAs1EEXmoDdPzFUKlcL2wqbqMSAoDC8UGZ87NMDTQQTabpFJxaTR8tmzrwbYlvhc2hQzRqGnLkoQ6Ek8ILLKZJMWggWVHjYG6aYTpB4ZKscIrLx7FD+QS5Zi0ot4Zo6GzJ8s/+onv49O/9D9wkhZdPbklZHD/Ezv4O//03di2ZMf+IS6eGOeFP3iVkVOR04C0LXY+uIXpkXle/+pxwiDySAt8zbkjY+x5eAuD2/sZOzPJxaOj7H18x4rud7i3iWY1/X53yoLmueee47nnnmv/fPDgQe677z5+93d/l3/37/7dio93x1NnxhjOnTvHpUuXrnFcvlNEY1kWnuct67GLr/92bHBWQzR/Ov7bXKh/l7xtUAaUsbBEFF34xkIKjWVM245+sdJK68i63xaq3TajjcCSiowjaIQWSdtrigEikUCoLcJQRiIDY2OEpq79ZjotOoYjrIhUmiezjKQjkSAhbdww6nZJ2zZWWqBMZDUzkMpS9XwyVkh3Ko0tBWDhCItzxSJhELaneloqJGlFUmRfKbqTaXrTKToTSS4Wi5HbsxRkEolI2eYHTNfqXCiU8LwQrSGXTjBXbZAtltjT38tbs5NMuw0wUU2l4vkcGp9mc0eePb3ddOfSzBSrfPfMGMVa1DS5UG4wNlfm0V3DPLB9gC2DnWwe7OL0xQkajRAto/k1OzZ309OZQRvDhZF5ojJWZH8D4LohKlQYAZ35NPOFGpWqx9BgB7lskmTSJpl0ePyxbbzy3YsY1TJnFGgkCW0QXkC5UCPlRIoxJ2HhOBauGxCEkHQs0tkUX3v+DFppAk+hZxSd3VkwBs+NPNuefc8+Hj24hyffs4+3vnOOWtnFTlg0qh5O0uaDn3iKA49ta99Dex/dTu9QFxePjeHWPRJJhzdfOM75o2NYjoVWzSmeWjM/WaJWrNM33IlWmvJCdeVfEt5ZRNMaZ3C7zgB9fX1YlsX09PSS309PTy87te84Do899hjnzp1b1TXc0YimNabY9/3rOi7fyoZmvbDcPhrP8zh8+DCe5/Hss8+Sz+dv65wrIZrz1de55H6HhDRNAhE4MrpmAaTskLxxKQZp5HXKYSFWpDJrm7dEFjRSKGwJUlpNubBENV3QHBmiLYmlEk2TTMjZDinbpqEWeWE1L8JCsCmRpSvfQTXwMMKwLdvJnu5eepJphlMZtuU6uVAqMlWr4wZBe5KnNpHNja9Cso7D5r4sx2bn8VQ0xRMgYVk8PNDPSCWS8TaCkIRtkXUSJO2I8AIV9cH4RtGTTWE0pBMOSpWYrzawKTBWLEd1Cctqihki89Gxcpnndm2hL5/hpVMjjM4WCZSm7kVuBLYVSYy3D3SRSyd49pFtJGTIoRNVunry2FLQ15VjrlTnzOgsI+NFtm3qJtCaQrmOJSVKR8V6Wwh2DHTR3ZVmerrCmB/yoQ8+SLJpw/9PfuhZJiZLjI4uEGqNNJKEY/PY/cNkpGRgqIPNW3uZXajywvMnKZcaIARdHSl8N2R0tNycTBCJBbRWBH6ZMFAY45LLJXDLZb795SPsenAThUKdyUtzhEFIR0+WB5/eQWd3hoWpEl39eWQzPO4Z6qRnqBOAb/zJd7lwdAxpSTp6c5RmK3gNHy9QCEviewGFmTJGaRamSsv/cizCvUw0K6011+t1jDG3ta5A5NX2xBNP8LWvfY2PfexjQPQ+fu1rX+Nnf/Znl3UMpRRHjx7lwx/+8Kqu4Y4RTbFY5JVXXmFgYIAnnnjiurYMdzKiudWi30r1dXd337ZjNKyMaKYbZ/jW3Kew8Js9LgbPRAuSMaJtjtllNfCUxDXNG1wYbDRSGEItkTJANov4oRYE2m4eI5I8I6LGTdE2sTQkpCZUKQLhkxCS0Bj6khmmGlWCplqLpt1MliQNrbB8j9BoHCnY0dnD+7bspCuRwvcjwuhNp+lJpZit16gHAdmEgxtGZpsZ2yFp2QxnMiS6NSUpmK3XsaXk2U2bGc7luVgoMFGugABbSJJ202pHCGwrioTSjk13Js1spYbG0JVPk3OcqO/FGJKOhSWukJwlBaGG/u4cgdJcmFxgvtIgmbDpyCaj4nfN5cz4HNPFKrl0D5lUggM7+7BVkaeffoxTF2f4T3/+GqfHZlE6GiY2XavxPQ9uZ2q6woXReQA6Mknu39pH1nEoLNSxLEFHV5r9+67k1AcG8vzyL/5tvv7iaQ69OUIYKDYP5Ek5NlbCwkknKNdchoY6+cl/9rcYvTzHyddHOHtulmLVR2CwHYuEZeH7IcaSbN7cRWG+wNCmbrq6bC6dHeebf3MKIQROwkYrgw4V1ZLLV/7odb76x2+wdUcPT71nHw9/zz4whrnxAlJKhnb2ce7QZVLZZDslmEwncGtes7fpiiNDKpdi7NQEKlRY9srt9u9mZ4AbYTUEWavVANYkdfbJT36SH/3RH+XJJ5/k6aef5jd/8zep1WptFdqP/MiPsHnzZn71V38VgF/+5V/m2WefZc+ePRSLRX7913+dy5cv85M/+ZOrOv8dI5p8Ps8DDzxw09DtThLNjc5rjOHixYucP39+1cPVroflEo0blvnazL8jMAskpcRCoYgG1ysjMEJGY3qNxAjoTdSZ8BJgIGv72FKjtCBohvEtK3lHGiwR4imbyP1KYAtARmaLfmihEQihMYSkLIu0laSuPLSx2J7rwlMhDeNhIwiUwQ1DCtKlqKp0WRk67Sz7OnrIWA6XKgWKjRppy2FLtpOnhjYxXq0wUa2Scu1oNo4xDKezpCyHahCQtiS93V00VMhwNo8jJecWFkg7Ntu6Opkp11moNkiEFinbjqyOlCJhRWq2lGOjMcxV6wzls+QSDjU/wLZkJI9uRhhR4s5CKE026XBuap7z0wucnpin7HkIBFt6Otgz2M10oUahWgd62p9Ryzzx4lSRc5PzOI5FWgo8L8TzFd84col/8n2P8dR9W3jr8Ahbhrt46MCmKNUVKErlBlu2dJO4aoJlNpvkox95mI98+CHKpQYnj01w/vQU6Uz0+R55fYS5mTK5rgy5tMPImWnmiw0Qpl2zMTrySdMa6tUGPV0WCSNYmHQZPV9DhYZk2sJ2BMViIxJXWJB0okVy5OI8ieQFjr10lnQ2iZ2IIt9UNsn8WIF8VxrbsfDdENuxIil0qNFKk0okGNzWy+D2XhZmypTnq3QPdq7oe3IvRzSrGRFg2/aaqG4/8YlPMDs7yy/+4i8yNTXFo48+yl//9V+3BQIjIyNL3tdCocBP/dRPMTU1RXd3N0888QQvvfQS999//6rOf8eIxrbtW+YHLcu6I6mzGxFNSxVXrVZ5+umn6exc2ZfkZlhOuk5rxVenf4mangMUGRk0O/YVxgRoBK52cLXTdEsWUeOiFmQcH1sqtBH42rpiVdUeVRmp1eymA4AjI1JqwUkoQi1wwxSOBEtIOp0UfYkOGoGhoerMqQJaaOra4IYRWUUzXQzzYYWAgPu7+vmbsbNcrhQJVQgItmTzvHtwOz9y/8N8a2yEC6UCSSvLQCqDY1l0JZNcmpunHvjMl0skLYvdXV0sNBp0JpMkbRulNQeGejk5PkfZ9fGbPnm5ZIJPPHg/56YXqPkBfdksoVI4UjJfd3l40wCFqsvp6XkSRAQlEVRdD4ngt7/yKl4Q9cTQtM4RQnBmap7RhRKPbR0iddX0xdbG4yuvngEgadv4YYgRUd+SHyhefPMCzx7YQmc+jWNFab5UyubC2AKjk0UCAffPVxjovTZt0jr++TNTUUNoR4pzJ6c4dW6aStXDTBSxpED7iqD5eA1YQoDSWLYNojl/xvXpzHdjEIShQiuFW9XUy6ZtphlqsC2D7UTNnOOj80jXY89DW9l+YBMAxdlKFCk1FMM7+hg7P4MKos9A2pJ8d4YHntlF4Poc+dZp3KrH/3fs/+IDP3yQ9/3D5yJ37mXgnUY0mUxmzV7vz/7sz94wVfbiiy8u+flTn/oUn/rUp9bkvHAXqc6uB9u2CYLg1g9cY1wvuiiVSrz11lt0dHRw8ODBNRnteqtzXo3z1a9SCI6SEx5GCAJj0zLIj1ojNRnpoYxANY1XQi3pcLwoEjGCpnczQiiSQuMIRWjsKN1mDLYd4oYevrn21rClIe9IknaOYliloGYwYY2MlWW0MY82hqR0ojRR838JJLZlYQmHEM2fjh6ly8qxLdeF0JESbaRW4rW5cT64eQ/7e3pRWjNerfA3l85zaGaaqXqFMAzQQvP4wBAp28YNQkKtSTZTlvUwpDOV4ocef5BLxRJ9yTS9mQzv272d/lyWly6McmhsEikkCUtS80OG8zkOj01xYb5AaHQ0cTMMSAgJyhAqQ2sujwGwohpHQkTy4rofUAsC8pkkxhjG5socOzvB5bECTs8E8+U6UkQzY4yJivJKShp+QLnuYozhox98iJnpMhMTJV58/TyzhRpSCk5fmuVLXz/Bpv4OLCHYsbWXpx7ZylBfB6VSnTMnJjl1Yop0NsHI5TlOnpqm4QZYlkSKZne/MWBFjaDGGEIRSaNbqcGEjPqEkimHsUuFaLCZAaWuvQ9935BKJdA21Ks+aREwNTVDpt+ObPM7M+S6sxGRNnyGt/UwP11GhYpUxuGRd++jMF3i2EtnUIFG2pLLJ8b53L/9AuNnp/jR//3vLut78k4imrW0n7nTuOOqs5vBsqxVe+vcDhZHNMYYRkZGOHPmDHv27GHHjh3rkiO+FdHUw2lOlX+HjKyjiUgmMoaJ6i5JEbSL/o4ImQ46mhGL06zjAEaTskI6rTqesQm1hasddNsLDSL3RxN1wzSdA2SzoVMbgabBQlggxAdhKKuQWa+MMhZdTrrZ3xFgW00XYG3odHI40mLBr3GqPM0Pbhqm6rlcmJ6gL5OjP9fBeL3Cgt+gN5khNJo3ZicRluA927ezUG8wPr/AQrXEM1s205tM86WzZ6n4PmnbJtSaQGv29PQgpODRTUN8ZO8epBAcmpjiF5//Bidn5gC4v7+Pjx7Yw/6Bfl67OMY3z40gBeSSCZTWBEpHHqMmUuo5toUXXIk0VVNAYVkSHWqqns9Qd47To7McPj9FpVrFDRQnLs/QkUuxUIqK/o7d9FgwUY1h+3A3vf057ts7SDrt8NKRS8wVa6RTDgnHolxu4HqKs5VZBHD6/Axf/cYp9m3tI2tZOLYknXEI/JDpyRK1uo+QNL3jRFsgggXoKKrEmEh4oDX77hvGchtMjc9QmK0Sen5kkKl11HMlRWRx03zdxhg8X4GGfC6FrWyGNw+SSWeo1+vMz89TKFd46N17GBjuo77gkevM0NGd482vHWP8/DQnXjmPChSJdKJpsimolxu8+Eev8qF/+l4Gti71sbseVjMO+W7Aaho210Jxdrfgro5o7mQfTWus9LFjxygUCjzxxBP09PTc+sm3cc4bEU2ga7w+9/8iMPPQ7JOxUCRk2Fz8xaIFITKB7HNqhNrCiBraCGoqgWuSCEy7J6a1U7ebJNXaJ1rCEBiDIxW2vDJzxhiohxDgNlNIGoEmYQkCbSiHVZSWaEHTkFOApaiaCp2mAxBILL40epzjxelodswCDJPivlQPF0mTGN7CvFbM1mtszXdiSYktJePFeVyjOLYww0/c/ygf2ruX8vHjXCgWcKRFVypJodEg7Tg8uWkTUghOz87zL7/4VepBiGNFs3cOT80wU6vzf/ydD/EXR84QKk3SiVJXQgoylkM9CFDC4IjW/J6lCI2hZTg22JUjCDWnRufIpByyTpaZoMbW/k72be9jdKqIHyiMiQamtVykD52bZKZY42svn2NkvEC94UdRUxgSBiGBd9V9b0BhODs6x/buHAP9eSolj0qhjmXL9mOMMVdmDDUvPJNLEHqKIFAIAc8c3MmzB/dy7LvnmZ2Zw214GK1JJCxCL3pdBtqzaISOjum5Ablsgr7+LOWZMn3DXXR25+nq7qJebiDcOYZ39ZPoFKicIpWHXE+CD//Mezj8/BmOv3yOVC4VCQaaF5fKJamXG7zx1WN86Mffc8vviVKKRCJxy8fdbVhNw2a9Xiebzd6T4oercUeJpmUlciPcKXlzqzb00ksvkU6nOXjw4Lrb4NyMaE4Wf4tKeJQkGlckSBNiSQ0a6iIBtAr7EemEtAr30YJhNd0CHMIohabtdv9+SvoYlu60sraHCiS2vCJ+hlYUKrGEXiyKbvfMGGDxK2gZcwYmoKiqJGSSasPjYr0YqcMsG2UMY9rFooZo+Lz55ptMq4ApE9ClBee8Gn916RyuCtHK8NahN/jjkyfZmu+gP5WhMxm5HzSU4nyxwIG+Pgayka367x86RiMIySactummNoapapU/PHScUsNFShGpzQTN/p+oEdSIqNeoNfJZLRr+lZCt6MTw+O5NFGsNaq7P1v5OymW/KZEW7NvWjzDwxolxpuYr0fGkIOXYhEpzebKABPJ2ov0uN0KFDM015Nb6hTKGaiNg2Ipm49hO0zRUtJy2l/ZLieYHk0zaCAE61Lz5+iiH3hijpzuN54NtNOlskqrymnMKFh3AkgihQRky6QQHHtrEtl191CsNijOVqM7TdIh++F37ee59T2DZFr7vs7CwwMLCApOTkxSCmeb9Y64oUIiiJqMNIycnmL48x+D2m3e+v529zq7G22W6JsQRzXUxNzdHEARs27aNPXv2bMiOQkp5XVKt+iNMN/6MlAjQxmCLyEbGQqOlwGgJRD8LAb5JNuXNsj2cqlXDScgQW0Qigg7LZT7MUlPJJR4zBsjYfjNdFjUFGiPQpqlka+aVonck+neorhBd67eLtw/GGJQIeF92L385fRFLSBzLbnbwR5Lk6bBG357tPJZ+iIsz04ydPcmxiTG+VJhCG3CEwFVRNDEV1phrOgAMZ7LszHVzZGYaP1ScnJsnUJqff/ZZjk3PAk1jyabDgSUjl4Jj07Ns7e7gxMRce7ieFIJAaSwpSNkOnhvSjhebL6qZDUQIw86hbjb15CMH6qvIKHpfNLu39fH4nmF+9b98AyTYdjTOwJKRAaiCaDQAzfVdRIPSJNdGUq3PBymo1X0a9UgenkzZJBwrchiA5sC36LGppE0+l8Jt+ARuGDkRENnzTM5USSUT9OZTTI4VCAJFOuPgNcK2s0P0plls2tLBz/ziR+jsydEz0IHvhbz+wgkuHB2jszfH/U/tZNfDW9ty5UQiwdDQEENDQxhjKD9Y5hufOcT8eBFklP5SgaZR9ZBCcOLbZxg9McHBjz3OD/zEe25IJu+kGk2cOtsgbDTRKKU4ceJEu4N27969G3buG0U0p0v/lpSIFlVtCTwjkU0qsTFkhIcUYInouXWdRHBtlGgLjS2i5zU9GUiKkJQdYppqtbpyUFiY5qM0EYkJYZBIEkLjSIPbnIMmWnGRMCSkQkuBryyUlohmIs4WEiktekmytWEjbYu0jGTGymhsJEnbxtUBo7Ui27Nd7Boc4qBR/Kfjb6GFwJFiyYRMiMjLkRbjpSqTxVpkhy8E9SDgj0+eJGk3Z+ZodcV12hi8MFK6WULw0NYhLs2XqHl+e1SB1ob+fIZ//p6n+fdffIma5zeng0IqYbNvoAcM5LMppIS3RiYZ6srTm88wXaiSsaNz+aGiVHd5ZNcQoa+RMurpabkChKFqN5YoE0mOg1Av2u1fH5YQdGUTFOar+EFIQloYC/r6cpTLLvVG1EyaySYRxoAy1Os+btVDCKKhaZZsD0arN3w2P7MJN9A0JorYlgUpIgVZcw637Vj8r7/0g+x5IHK9qBTrfP4/fIVjr14gDBTJtIPnK3Y9fP1JkEIIOrs6+dH/7eP87r/6A+qVBr6OBr8hoHMoS3YgiVdz+ernv8PQzn4e/94Hr3use5VoVlOjicUAa4Rbpc42Ut5cq9V46623sG2bJ598kldeeWXJGOn1xvWIZqb+ZdzgLSTmyuhkwig100x9JUWIJoo4ICIcZa7k7KMyP02S0VjN1IVPkrTVrPEYEJbBEppimGnWfZok07qY5lyapBVQC5PRHBoTLRRJ+8pnlLAVQWjhhcnInJOoN+WR5ADf+8izfObbl9EY0pbTTr95KsQWFkPpSMorhODJwU38ybmTCASWtAhMVFGSIoootDHRqG8d1S7sZprQlpJQa/7w+Al2ZDuix6polo4lRduTbSCfwbYl//iZh/jr4+cYWShHtuhdWQ7u3UYoDf/pJ3+Qb568xJmpeVw/5OC+LUyV6kyVKqQdm4rrI4Xk9UsTHBjoJdSa0clZimWXdLHKjsFu9m7uo1hpYFtRhJloeofpRdFPK61nSUG0rzJXft9Ck5QGujKks2kSdoBrSXSgqVY9UmmH3p4sTrFOd1+OH/vJd7N7zyBvvnaJYrHOX/z+a/jeUvcG2eyinF+oM7Sth7m5KsmUQ9pORnUfIagU6+zcN9gmGWMMn/2VL3LslfOkc0lymTRu3eeFL7yJ5Vj8/Z95/w3v8ac/9Ajj56f52n9/KXII0JpsZ5q+gR4y2TSB4zN9eZ6/+m/PI3vD9tTJxXWKe5FoIsftlYsYWjWatwPu6ojGtu0NiWimpqY4duwYW7ZsYd++fe1ztsZIbwSudiNQxmWs+lkEmubGEotoYQ9aH5vQ2Kbplyyi1FZaeATGIppFcyXNJVvKNAw1k7pCIQYCLKQwaJpF/yWJsdYxDNoYMrYCk6cQVJtDzyJ1WXvdNNGETl+HoGxCoxlOdPC/PvVRBtIdvGdoF89PnCVqErUItMJTIU/1bmFP/orqyJaSp4c2862JkaibHcXihJxjWVgGguZ74uor94mNwFeK/nyWYt1jplxHNaMVW0r29PfQkUnRkUmxUG0w3JNnS18H2USCHb1dbOnqYLRQZiif44ff9Qih1nz3/BiHL09zaa5ANpmgESg2dXewb7iXmXKNoufy3od3cjJrMTquefrhnQx05XD9kFLd48G9Qxw+PYFHiCVENOZZgNSRnFipxRsuQbrDIagGaG3ahf20JUnZNt29GRwpmZ4sU6u4JNMOmUySdMqhoytNviPFmTMzYKC3L8f++4b55t+cYGqihGVJAj/aGKgwEieUF2rc967dlEoNxi/Nk7IcjIn6bJyEzQc//nj7ykbOTHPmrRGyHen21M5cZ5qKMbz018f48D9+jmxHmrmJAsdfvUDoh+x9dBtb9w1x+fg4IyfGeehd+5g4P83FY2MoTzF2epKB7X0MbO2lqzsk4+To7e1lYWGBCxcuYNt2m3TCMLzniuOt9WQ1zgBxRLMBWO/UmdaaU6dOMTExwUMPPXSNjfZGEs3VEU09uECoC80UVLtasqjYHqXOpLgyPdIRqv1PWaXQQjYjGkEgLJym4kw101qtv9ki+k1ChHRYDbAgMDY1laChWgofEfWgiDTbcjs5Uj5DJWy0r8YSAoFsUo8mbwuyYZb7rV5+7rmP05vMcaY8TWda0pe1mHdd3FDiCJsne7fwiw9f2QkbYyj6Lk8ODDOYyTFVqyIkoFr1EcjaDg0/aA7IWfpehiZ6b+qlIj0pi65UF9UgJJ9McqC/l7Dpa/bg8ABz1TqFRoNNnXm602k605GFSj6VYKJc4REziC0lT+3ajNaG+VqN3lyW3lya3nzUUJpLJijWXBKOzZa+PKaRYag7z+e/dog//dZxXD+qjSQzDl7NBx1FygNdWZQbUiwulfBLAQ2/WS+pB1EKTEAoIdebIVAax5IkHQvPliRTKWxb0jOQo17zwQiOvHGZmckiEkEq7TC0pYuxywuokKa/WZPADOggJJF0+Llf+kF+/3e/yfG3RvA9Re9gBx/5B0/y9Hv2ta9tdqKI74XkOpdOi02mHdyaT2G2wutfO8Gff/rrNKqRKWsi6fDchx+mb6CDwA3p39RDZb5K4AbYCQulNLOj84R+FK3veXQHW7dubU+dLJVKLCwsMDo6SqVS4cKFC1SrVXp6eujs7Lzr5c6tNWw1qbONmiq83rjjqbOboUU065HCajQaHDp0CGMMBw8eJJPJXHNdGzkL59rUmUbQ9I0ypl13afb6N6OUq5Mskbosa3lkpI+PE0UsRlLUubYwICN9LKHRRlA0GRIicgwQwiZpRc2FNoa0FVAOFMUwgyNsHJHkya5neKrrOR4s7+Dzo1/BM1UcGcVOChGNGzCCLSbHv9r/cUZGRuhN5vjyxHF+7eTzBDqMRA02pJMWP7/3vXzv4N72e14JPN6Ym2CsViYwir+9Zw/fnZjk+NxMVKcBpISictHSgAMiFM321Cuy3mwiwYNbNvP62CSu1yCBIaUE8+USfbkcuWSCnkyajG1zuauDrd2dyEX3mGpGP63rciyL3YM9jCyUGOzI4dgWoVJMFiucm14gl3I4Nz1PxkTRwp9+6xj//auHo+mZtiQMNRXXo6szxUef3k9HNsUbx0c5e252ychoQ3PEgdLU/JCEBEtaWFY0l+fUhRl2DnXz0IFhHCGZn6sipaRa9TC6TH9vjkqpQeArSsUGczMVJseL7bSZ8lRbdSCloLfH4dFnduJ5AUIIfvZ/+yiF+SqNmk//UAfOVTY4fUOdOAkLt+5jOxZCimgcQiMgkXKoFmt84f94ARUqeoc6ozEQFZdv/cVb3P/EdixLMj9ZJAgC0rkUnutHH5gQzE8W2bRrgGc+9MiS70V3dzfd3d3s3r2bV155hb6+PoIg4OTJkwRBQFdX13XTbHcLWum+lV5XvV6/bUPNuwV3fUQDax9ZzMzMcPToUYaGhjhw4MB1Z3lvtBBhMdEYE9LwvkGScQwNwtZi14xn6sZpRyWLt/NR3BP9LmhLlk2zmB3tYBNSE1U1ogZMpxnNuE0nAAuFFgKto8gnY0ekFJoEOaufbentZC2bWuDRmRCUwqAZJS2SZSGYT5b4H/W3qJoSmcImfvP0CwQ6JGtF5KmNoRp6/PnkIb53MBJdhFrzyswoFyoFhtI5kpZN0Xd5btsm/vGOvZTGJ/mDWoFjCzNX+kQEGMugfIM0V1ITSdtmU28PDwuLozMzFOoNlG2jgoDy3Dx9rst8wqYkLGYrVQKl2d3XjRACNwhpBAGPbF4a4fZ3ZBnuyjO2UKYvn+Hc9DzHRmcw2vDw9kFeuzhBh2XoMYo//dZxwJBKRA4SWkajocs1Dy0gk3LI55KRCk0QWbA030LHtqg3IkWZbUXOCm3zVF9RqXt4geLAA5uo1TxmpsukUg69/TkySYfRS3PUGwHnL87itYil2b+DJbCUAa1JJ2wyGZt63cdoqJQb9PTn6e7N0dVjmJ8uU5ipYNmSgS3d5DrSbN03QP/mLi4cn8CyZVtlJoTg+z76CKdeu4Rb9+gb7movrNmONG7dY2aySDZpUyvVsSyLwR19FKdLlAs1bMci05Plkffex/Cu68+wj74bpk0qxhjq9XpbRn11mq2np+eu6LlZ7Syaer2+ZAN8L+OuJpoWuawV0WitOXv2LCMjIzzwwANs2rTpho9d7qiAtUKLaIxRzFZ+lbL7RySFi8aQbKfMorgmh0fVpJrC2/Y8y2YfS2QxEo3CUtFQs6afmRSmLQ4wSEIEKeFHEl4r0ptBREAlk25a3ETWMzY+QlzmeOlNzlTPcaE2Tk2XaFnaLEaoJfOh4i/nX0cKwdeOXqLkJ+hyruw2W/0dby1M8EvH/4YPDh1ga7qb0WoJjeZsZZ6+VIbN6Q78hmImqFMOfM4U56//BibADqLIRjVVYt8cHeGhvgHu7+9DaU1/Kkt/Lsue7i6cIOTff+NVTswVmo8XbOnI8t7d28ll0nRn0kghKDZcutKp5vsgeWLHJiwp+NJbZ3nl9ChKRzWqS9NFfuDRvVRtjUtIueZFAoAmjAHLEoTKMFeq051JgREMDnRQLjb7eZpjB7TRzf4nmjvh6Bit9y4INZm0QyJh89AjWzl/dpqJiSKOJSkWa8wv1Kk1/Ehw0JYoX+n0V1KC0dQaCjXToGe8wMCmLhLNkQRaad769hlOvjGC24gil46uDI//rX2EXsjw1h6qhTqFuWqU7kKw6/5hPvpj7+Iv/q8Xo/3GVbt3y7aQUrJ1/zBvfOUIXsNH2hLPDxFS4jZ8PDfg1OsXGDk1AcZw+rvnIzubPUM88K59JNOJJWIAIQTZbJZsNnvdNNuJEyfI5XJt0rlTabbVTteMVWcbhFa4uRYLfmv2TRAEPPfcc7f8AFc7Wnm1aBFNxf0CVfdPMNSRTRcAIOqfaRGBgJQOcI2DJpqhEuXFWoQjsZoKs6jzXyPbkoLWxjlScCVFSGCsdrQUGolrHFyTiM7XrlEbfO1xtvEqyjiUgwTa2LTCihbhKR2ZdtI8hwIQAbl0iB9IUiKLNoaC5+I339+vTp/lhZlzPNm1jePzCyz4dbSJfLh25rr56Ob7qIY+xxqVaNLmDd5DYYEODULDQs3lO9UxDk/M8EMPPsiPPPIwjpRRmgr4mT/5EifnS1jSiuTTSjFWrvHyuYvs78wwlUkzOjtLb2cnB4b6eWhoAEtKOtJJejIZXj0zhtKmaS0DbhDyl6+f4gMPbiOVkqSTDjXXp+WIJ5oCAGOgM5tseo4ZenuzzHdnKBTrbWLQKhrAZqmIxFrPU1qjjaG7K03oa+rN9FVXb45cZ4b7Dwxy4cwMr70+0vrIltavpABlljQ6uZ7hzJkZtuzsp38omgd14vVLfPVP3yQMFE7SIZtPopXh9W+cRhpDJpfkg//waUrzVeo1j3QmSa1cpzBTYeveQYQUhIFqT+c0xhB4Ifsf38GHf+zdJFI2X/+Dl5mfKuO1CBGD0XD6tYv84t/5FN390TwfIaIpoHse38k/+n9+7Kaqs6vTbL7vUygUWFhYuKNptnttuuZ64K6u0cDaCALm5+c5fPgwfX19N5x9sx7nXQmklEjnLMXa72GoN+VfutnDcgWGqDaTFgE+djPeiaz8oyXfikYpN9NjEPFQh6hRNjnA4AiNMgIhouZBn8icUxuJb5xmJBNJz3W7EiRoKIfQCCwRkLUjGqmGCSxBW16tjMASuu38rJuTOSWAU8WoDPUwaJOMLQRZO4GnAl6cvAxG4EiJI6LO93Plef4kPMo/2fxgtNAKvbgk1XqFYCIRgNMcGx01+wtqgc9/PnyI7Z2d/MCe3QCcmp7j6ORM29tLhbo9Q+VizeW5fbvoswXVapWRi+e5MDJCaccWHtq2la6uLv7qjVORAWlTHqyb771Smu+enWRLNsVAb5azYy6uFxldhkoTKk0m6TDc0xGpB7UmaVv8/Q8/wstvXubkuWnCUDHUl2eoN8/x05O4oUKHS6XQs6U6XT0Z6g0fbQybt3Rz34EhenuyvPn65eh9by7eS1hZXMs9GKi7Cm2ie3Ds4hyf/c3nmZmqRJLpvhxe3SeV9XDrHkJr+pqDzjp7c3T2RgthpVDDrXk88f77+eafv8nI6UmSmSRSChpVl86+PO/5+BN09uX5+M/9AG7N48v/+VvRfBlEuxFYa0O1UKdRdtn/xA76N3fjuwGnv3uel/7idZI7l6/eSiQSDA4OMjg4eEfTbKvpoYFY3ryhuB0bGmMMFy5c4MKFCxw4cIAtW7Ysewez0RGNEIJU7lVCM9/sLYpSXlGH+KJCN1HqSwrIizSd2U8y775ALTwBQoORbaJavMakrZBANUg0vctKKoWNJmg2aAoMoblS14n+feW90jqSJzgi2l1LocjZGkdqXBW5PwfKIiCBI/UVvy0DllAYIp+zuqpQC1uqNxG5PRsNxkLpEKu523aValvbXKqW+L8vHaLhqaWrpGm+Gc3lcyibZa4Y9ay0GjAtERXt//PhQ3xw9y5ma3W+eu5C1Mi5+ONddMEdmTTDPV0A7FSKC1PTnJhdYGRqGi8IOXKp1Oycj84hRHPTFBiKBY9KyceSklBEljbSV0gh6cyl2Letj/PTC+wa7OZvPbqTWt2nVvd5+P5hHn1gE2fOz/LGkVHmFmpoIASQ0UebTFgkHJt6w+eF757jV/7lRxBCkMulkFJw7Ng4s7PV5vUsdZJZguY1t+8sAdWqx4lDo/yfv/JF5qYrCAHVqk+ttkBvb5YBkUNrzdBQJ7Vyo00wAKX5KpOX53nl+eMceGIHP/XvPs7zv/cKb33jNGEQsm3/EMNbe3jpL99i54ObOfDULvK9eRIpBxVGm7kwaFf5gIi0R09N0tmbI5FySOdTHHnxBI9v27+qNNSdTLPdzhjnWAywQVhtZOH7PkeOHKFer193TPStsPE1Gh8ndZEg8KJGOhE5mJlWMYOW/UlLc2bIOvexKfcP6Ul/kLPl36Pivwh6GkES8IArTmUGSFvRgh9q0f5Si0V00opeEkLRuGrvq1tC62bfjTHgaQttBElLRRES4GqD1qLZRArKXPmChVpihMFxoo2DMFYUpWhDoJoNmQiUpk0yLUzWGmjVWkGJCGYJUcBErYKwBAKrPUvFCIMwhouFIv/ii1/htbEJQmUIm7I9Ydpvb/vVVjy/fVjbslB2ginjsad/CDsIcMaqzZHITTWkAROa9vUIomhHK9AhIAX5bJJ3P7ydh3YPMlWs8sieYXYOduMHIbOFGqHSjE+W+P0/exNB1NipjSEIFUhBKmmTsi2CQBH6ikuX5vnff+Ov+Ud/5wmefmw7jbrPxYtz7NjZx5FDo1EzraT9PkRvRvOzVqbZfxuRayJpk8km+LP/9jLzczWEjD5Ly5aRpHu+Ri6bQArB/U/t5OTrF7l4cpKF+Rpzk0WmRhaQGC6dmeLFP3+L7fuH+Of/n7/H3/lf3s9XP/8dLp+IpmkWZ8t85y+mGT0zFdWkbBml2fxIEbcoSwsYPNenOFdhYEtPZNEUqDVr2NzINNtqazRx6myNsF6ps0KhwOHDh+ns7OS5555b1eyYjU6dNdwQ8CLFm+wEykiCdloGWpFMtFWVIkNH6nsxRnOp9nUqYYV88m9jiSQNNU/BfR6L8XZxPEqlRck1tchEU0bygeb8Gg3N5s2MDKiqK2aPuqnoUk0yMggcaYj23NEVespuXmdk7LiYZAIlaQQOoLGFRWg0CAWWh9CpJfLe8DqRZGsZsoREGXMNyQjdTL0Ig6dVtJAiINQIFS3+3xiNahdO5KcPCIxYlIkzUVry4kKRB4cj5VPdDzi/UGBTPs/27ihllHzS4Xe//DpKRXUkYwymGWzZVrRIq1CjgybZGUO55vHFl09z4uI0YaB54aVz9OTSHHxwOx9+bj+ZVIIvf/0kxhgSjh25ZiwiCT9USGVwG1fmM124PMev/fZX+Wc/8i4ef3ALrhuQySbYsq2H0ZEFlNK0XqolBQQqEgS0dhnNw2ulOfz6ZaZGFpaEwaHf0jYa5ueq7H9wM4+/dz+zUyX++He/ie8GBH70HbEdSSafAQwXT07wR7/zAu/7wUcYPTUZOTqnHJTSdPTmGD01yYPv2kdHb45aqXHldbZvguZcnFCjQhVJvUt1Hv3AA+3ppWuNm6XZLl68iGVZbdLp7u5ekcnu7ajOYqLZIKzEhsYYw+XLlzl79ix79+5l+/btq96FbGREMzExwbFjJ+ndMkw6N48QOQQulglYTJEKUGhsIZAiJPBfpST2UQ5GyDnD2DJFqH2KwTh100NKGBwKQK15hFbhPvrPpqsMKXxck8AWGmWiVFpGSpLCZi5spr2E1ezd0STQuDhcKctHO+Os7dEIbcKmG1sLxoAXXrnVpABhWoJrja99jJAkbKvpnmzAyCtNMQKwmwXj0MKRkqB1bmOaJNN8bJOEog27QagracfW61b+DVKiIiLyuh8wV6tjS8mlQgkpBHv7utsP29zbyYee3stX37yAHyiEENjyyqwZozWB30o/0nzfIAw0F0YX2scZmS5y/MI0z792lg8/s58zo7ORAq55z1rWlcjTYPDcRUMABaSSDn4Q8ntfeJ0nHt5KMmFRq3kMDnWQyyUZHYnOlUw77NzZhw4Vp98co1q60mgrm0Q0OVFqT0Ntf2jQjtwCbXjv//Qoga/46hf+/+z9d5xl11XmjX/3PuHmupW7QufcrZZaObSzLZwjxkPyGMO8wAs2MHiGIQzDMMwwDO9vmDHZr3lhPICNGYyjsI1tSbaCFSx1VudUXTncqrr5nrT37499bqhOarVbUsPHS59WVd177jn7hLvXXms963n2mVRUV5JiwQi1RaFiealG/2CWRNLlwOMn2bR90Jy/FJw/Ps3MmXnDSiAEvcPdvOP/fgN//V++QHG+eV5x5B7LE6hIUS81mDwxzfCmQe595+0cOX34Raegud5ptmtxNEqp75FqvpR2tTQ0QRBw+PBhisUid955Jz09Pc/7mSvZS1GjUUpx/PhxJicn2bFjB6fH7qZ3YBJoIPGQcWqjVdSH2PFowMMPvoYXPIbF67FtI4tdiwo0VJGU1Y+iCyHvoR7sJck5bBQRgrjUH9dmDOw5hUdCBDhaENBLoDwsUWHQsamrDMUIQjQJGSKANCGVKIWM96MFOFIzkKwyUetuMTkTH8uSCqFMZKRQJCzH1Em0ImlZZGSGWVU1vG5xDYcL1wg2iKiNrjOXQqzYUKx4r70bHW9qxsBKgIVobwfwjp1b0cKwPq/vyZOIu/87bdvqAbLJBF4jJJd0GZta5vFDY3HPUrva0HRzYdBmcOjEMkRacXK8wB+NfRtLmw4n7ftkHAchBK4TC6+plTWXhGNjWQIXi1K5wfxihdVrejl0aNIQZqqInr40liXp6ckYhmgF2d4U1aqHLU3DplIKFRlnoqVAKHUBgMA4n2rF5x8+8yw7do6wNF8ml0+3HF8z1eb7IX4jbDkeFTuLk3vHGDsySRhEBH5IveZz/vgMg2t72Xz7ep57/Dh+PQClsWyJlJIgCLEdmw03j7Ltni3c9ebdZPvScPrqMiHX0y5MswVB0Ip2mmm2fD5PX1/fJdNs1yp6BnyvRnM97HqlzkqlEvv37yedTrNnz57rgh55sVNnTbh1GIbs2bPHIJ7GNJYYwVcncWI2Zo1ACCuuXvgXwIY0mjJ9PMRCsBnXztKIlhFIIt3AkRmSMoUQCySox58AT9qEETSESxOKJARIbG7v+llO1Sephg+hdAAEJEWNLqebKZVG4WGhKYVJUtI3U6o26TIfG1tauDIiUsYF2UIhJbiWZ9JikaTqp2h2/1hCsj7Vy3NFs/o20cmFFX/ztwCUpRBhPJELwIon4MjEaq2UGXHEhnEkTWCCEIALOiCuWYgVR1rVleWN2zdRaXgcmJxDaYWfilisNejLGNqVSClKDY/7Nq/BRnBuYRnHsjhweoZqzVtJmClAakFbwad9MKFMlqjplpQEFPgo8H0sbQhJHVuSsm0qfsNA0hMOiRZ02Bwk4Tqsv6kPpYxTm5kpUq149PXnTP3mxBy+FxrtGCnQQpC2JYTaOJrmsGSzBtZJqGp+e+xrR1iaWML3Qho1DydhUnwqip0VmrnpZYTW9A3l2bJ7LYcfPcG5Q6bfSEpBox6glSbSEfMTSyxMLhGGGmnbuAlzMy1Lkki7vPI9d/IT//VfrPjOwAvnDLve5jjO86bZenp6WhHPtdRomo7mexHNS2RXSp1prZmYmODYsWNs3LiRjRs3XrfVzouZOltaWmL//v309fVx0003YVkWy5W/p3fVN7BFHilHEXoZaFKTCDRhK/UDxsU00+ySMvnoTyiEaylH/XgqIG0PkrVHsMKvg1hGaYtm/35SBGCBpTRV3YtPllokSdjbmAsiquGjaF1DaJcoMo5CuEXwwNaGLy1lBYRaEigLXzvtqEtoRtMhk9UUnvJb8tLN9x1LkU00qDQML5ojLEpB2GLHv4TkV7xj82Nnbz/JyOXoUoFa2JFysY3zcLEIYjiwvsR3W0cgL5eJ1TC1WOYV/+MvTCMmYCHIJRK8dvs6VvfmW1Qwo/kutg32kXFdtgz20QhCXr99I3/5tad48sQU9bphlk66FoEftWptresUO5r21WmyaAuEMpLRkRfFwBBBI4pw0g4iiHAdGWcJNUEQsW5NL+tWG1aDO+9cz5Ytg3xWCr75zeOcPjOPihTai3BtSSQkyo9QWlMPImy90tG0rnVTXZN2KksrTe9IN+5zU9SqHmkhSKQc6uV2Kg5t1DirxRrf+eZxVq3rZf+3juI4FpVqgIranjXwgtaNlQK8eoDtWGS6EqSySSZPTvMf3/0/2HL7Bl7zL+6hb213DEN/aSOaK9mV0myTk5McPXoU27ZJp9MUCgW6u7uvKrqp1Wo4jvOiCy6+VHbDO5rLpc7CMOTIkSMsLCxw++2309f3/HrjL8RejNSZ1prz589z4sQJtm7dytq1a+NGvnm88EGUSuBYm+OGtwJKzRvuZq3ay/Pmvi6YkB3pMajPI4iYVlksFAk8fDVDizMNiHQdSYgFzAR3omQfkQ6pqTJpMlSjcZQugrIM27HtIIXAVyGC9n1QQKgEnr4E0ELUuH/gFfzj/LMtWv7O+rMlI4RQSCRdTpJaWEUKhcDqCGbauLhO++DW29g/M8uhxXkSVozMiovHOBqCjuvUObM3r5sF2osn+vhKNqO6pgOK4sZJEyhpyp7HVw6d4tfe8ir6c2l60ilG8zmScT9WynVIuQ49mRQ/8bpdvG3nAF2r1vKrf/41lir1FZk+ER9SrHikO+tZBhEWKSOH3YQqy7jnx3YsQysTWzab4N1v3c2Bo1MkEzZDA1088KUDfOUrhwzzc1xURwosAcmk00prRRp0qJoHXgEQaF8/00gJxuHku9PsunsDB759mkqpTuR31I0AhEBYAsuxeeQL+/n+f/VKMl0pcj1pJk7NmzRbHAWhm8g2RTqXJJV2qRTrpHIpvHKdhdCkzx75uyd55O+eZNX6ftweyYA9zE2v3HZDOZymdabZwKT0Dxw4gNaaY8eOtdJszWgnm81e8jya6po34jlei/2TSJ0FwcqHuVKpsH//fhzHYc+ePSSTyes+Nsuy8Dzvuu0viiKee+45CoXCRTWkMDqL0kXCIG8iFCGxrC0oVUDokBAbdIRluipWTFzGBBIJwmGVVcay7qMYzlIJj+MQIESWpEhhyQReVKMeLYOO8HVEpOpEOkIKiwF3FFv4LOoIoS0cO06NaNWGN2NQS0lCKrrN4Nucp5rw66PVZ3AtRRBKQKLj/WgMAs2AETTLgUkRJBIa33cQwo57YC6+hmkhGU5n+K1zJwBDdAngao0fRQRaoS3Y1NvNmcXli1JVrV9tEBfOj/HcLS50TNDiZjsyNc9H7r/vkvf3Qts00sef/9vv56F9ZxibXeKRfWcp1RqtLv/WPdQd/lAZVoOme1XCNIMGcY+JJQQ9fVnesmcrcwsVQHN2rMAnPvkEXV0pNm0aIOnaPPjFg4YUNIYnRzEwMNCajCXJZhNUKl7LEQmtVqL4WheFFa+nUi5z4wWkJbjprvUc3zdG1TMX0rIMVFnHcgxBENGo+2T7suT7cvgNH8sx8GwpRUtNtBmmK6XoGe7G90IKM8uMbhgg3ZWivFihXmng1QOCIMRJSf7qP/097/jZ7+OV33/3Vd2Ll9Mcx8F1XXp7exkdHaVer7fSbOfOnbsozdaMYP45yTjDyproDWkX1kqmpqZ44oknGBgY4K677npRnAxc39RZrVbjySefpF6vc999910EVBDCQSARImoLwcnVRHSBsLFFGltk0CKxoj7Tnj2btzGJwKPHydPtjjKYvA1LuNjCxhKu6c+QSVwpUdqmEVkEykegGXLXsd29G+9MEqEtsDRagEIREdGUQhMCLGG0bprIMuNkBGhBoGy8yKYcVcnYDboSNbOH2MloDbXANRBlNK60sWM5A8cJ0ELhuk1lHNGai5LS4i63iyfmx6hH4YrzF0KQsG0SlsVP7b6dv33X9+NaFnYcxV0Y1WB3ptVW1nMuZQqjxTO5XHree91puVSCd+3Zwc+/Zw8f/7fv4bW3bmwdUtvtf81qHDJ+bcVeNEhTrI+Uolgqs3WdZN1wkoe+dZxTp+dYWqpx/nyBb37zOM985yxBqHAcy0Cvmx5bm6ZbP4ywbMsInKVsHBsDZ1wRSTYP3f7dEpC0JTMTy8xNLjM1ZiSwLXslK3GTYSEMzHHW7xjhFe++HYSBWBs0WdQ6llYaIQWOY+ozYRCilYE1L88WmTk7h4o0yZRLFET0jHQhEDz4149RLdZe0P14uaxZoxFCkE6nWb16NbfccguvetWr2LVrF6lUisnJSR5//HGefPJJfumXfomvf/3rpFKp6xLR/PEf/zHr168nmUxyzz338PTTT19x+7/7u79j+/btJJNJbr75Zr785S9/12N42VNnV6uyGUURx44dY2Zmht27dzM4eHmG1+th1yt1Njc3x8GDBxkdHWXbtkt3NTv2NmxrBDdxGKVWAzZKlYhQaHk7jr0DRAK0QPufAGq0J4QmRYyNpAoIQh2YzuIIFF0otUBIHVtmEEQ4wqZU2cWG1G6cpM1AYg2D3gZO7T3HlrV34mTOMFn/Dkr7cawUgZDkrB6KUVy0b030xhUIwFNmCaxXgLLbDaYgiLRs0dVoNJYQ2MJGComvQrRlyD57Mxa+UlhIViW7eOPABhoTc3TZSfKuy5LnYSmFJWOG75gHbFffII5lsbari7PFIpaImz8vjFRc0I1OqYX49Qv4fpqOTgrB2pgt4ErW1HkpVM0kmE8lsaWktytNNuW2ENvN/TehhCpoLxd0XG9qSXIb4BcSqHuKJw4t8ugjZwiCCMtqF8fDUDG/WDUp0kihwgsF1aDihfh+iC0kt9w2woEnxsDqDPdoRzEC0tkEIlQENUNBo4IQvx6gtXEGKjJw9CjShvxINJ0H3HT3RgZGe3jTB15Jz2AX3/7SPg49dtIc34rlrAUkXEki5VIrG3LRwA+ZHVtAK0Wt1MB2DLGoHUfY3au6mB9fZOL4NNvu3vS89+TltsvBm6WUdHd3093dzcaNGwmCgJmZGebm5njooYcolUrcf//9vPGNb+SNb3wjt9xyywsGFfzt3/4tH/nIR/jYxz7GPffcw0c/+lHe9KY3cfz48UvOod/+9rf54R/+YX7nd36Ht7/97XzqU5/i3e9+N3v37mXXrkvLa1+NCX2lWf4lMN/3r+hoJiYmmJiYMJxIQrB79+6XhDp7fHyc2dlZ7rzzzmv6vNaaU6dOce7cucsyRWtdIwyeIAoPEkUFpuafJZXLYNkJ0AGeKmLZd+HIFJY6h9AVIrVEqM6jCNGx6mRndz9IQrqY07eDdSsZK03D/zJRNA4obJljIPUOzh24jW3bb6K/r4+zZ89x5swZdu3axfDwMNVgjkcXfpPl4GSMDkvhWrezFAwy6T3aOtJSkMbXNlq3U121aGXx0o8sSkH7tTCyKPvmbxNhObjSJlIRgYq4v+9WPj9xFNXqFDez8Wq3h6lSlQa63SAZWiSk1Tr2zt4BPvH6d2JJyVdOn+LXv/lNM9Fe4Gea16pLOtSqMUvB5YJXZRQ7k7bNJz7wLtb1dV/+pgMHTp7iO2fPkxswEgM96SS3DK8in0jwnv/wVwaq3HoAVh5HdjgFEYHszB8GJrBpDl4qcBUtDR0z2StUvB8RaUOgqVfEKAC4tsUHf+w+vvrZZ5ieLKEvBAPEqDOATMoim3QgRrNVSzW0MjLQjgVezSeKDIy5NXYB67cN8Wsf+8AKqpp6pcETD+zl2w8coFqsszxfolyoGPqljEsqkySbTzF+ZBzLtnBTDsX5MioybACrNvaT6UuQTedYnivxf//P97Pp1vVXvB83gj311FNs2rTpBYmY/eVf/iWf+MQn+OAHP8jXvvY1Hn74YZ5++mm2b9/+go59zz33cNddd/FHf/RHgIFar1mzhp/7uZ/jV37lVy7a/gd/8AepVqs88MADrdfuvfdebr31Vj72sY+9oGN32sse0TyfVSoVlpeXWbt2Ldu3b3/JoI3fTeosCAIOHjxItVrl3nvvvSQWXusqXu1/Eob7MEtWRdap4YgclrUFx94F4TxR+BCJ6CyCMoIQBw3SQokR6tpHqQJg8uQaB0Uaiwb94iC+9UaEdMgk34/S85T90/QkX8Wa3NsZE48RBGWeOfYlarUit931Dvq7hxmvPcgzhd/D0zGSSIOmRhg+S7/zdiY9AUQ4aPqdEnN+FwEOUhiKmQtNdOSkLCwsy8RdJjmmCXWAHwaEyhArfmHyCBGmHqGBUEEYwql6CeI6UbwzkBFBACnp8OZ1m/nXu+/Fip+Pt2zazHytxu898dRFCeImpNiTig/cezOPnDzP2Hyxdb4rTMJQJssvv3EPuXSC88UiCdumP5VqHatppYbH/tkFlryAdWlTv1qo1njq/CTbe3rxgys8TxIDNbtoAB3n24GWU4COnYyUMkagmWabVtRkC1AYpwMkEjZRzH7tuBYLczUcx8KPLoDhxWGcAHr6sqQci0bVp9EI8ZubKk2oBIOre1mcLuI3DG2PZUvWbBrkLT98Dyf2jzE/ucy5I1OcOTRBpVSnb1UXW29bS09fhnqlgWVJolCR7U4zuKaPb/2fJ3DstZw/Nk2jYvapNUhbku/PEKiQwuQiI1uGWHfT6stfzxvIrqVhs16v09/fz4c+9CE+9KEPEQTBC5ZK8X2fZ599ll/91V9tvSal5P777+eJJ5645GeeeOIJPvKRj6x47U1vehOf//znX9CxL7SX3dFcLnWmlOLEiROcP3+eRCLBzp07X9JxXWvqrFQqsW/fPrLZ7BXpb0L/W4ThXoRYjRAhUTSFbS/iMA/BNGF0hLS1G6XPISghYjZmgenQt3SBrNxKVQdoIoTIorWDLUKCqAwsYfu/DcJFy5sQ9muxrHUxwBl0+hCn/P+I6Kpi90hONh5gYelNHK88gqfrcd2l2e2iUNSIws+SsQZR2jdj0dDt1KlFEdUoeVFtwUQsEXm3Tj10CJXAkRZZR1EKDAoqjFhR6/Fb11zSBESpqEPEDdEizNRAT9ZlV/cqXju6juwF1/q169bxP5566mJySSPHgh9GKAvuWT/K+YWikaOO990cjxSCj/3o2xgrl/jG2bPUgwDbshjOZLhzZISuDvjpVLFEqREwkEqQiAXBRvM5xpaKVFXY0qOJT+Vi6/AzF9WMJCtDEwGBVgglCKJwBY2LYwm01DHaDIQW2Ja5es103ZnTc2itcVyJiqxWQ2nnATJZh664+39xrmRUOjtMaU1hsU53Xxqv7pDOJti4c4R8d5qvfepJegayjB2foTC9bMYiYHG2yOnDE2y6aTX/9k8/QM9gm4PwwMNHmDg2jdaaTFeSwA9J5ZLUy3VCP2D+/BJRFLJ6ywjv+YU3Yzsv+/R1VXatDZud9DPXQqO1sLBAFEUXSdSvWrWKY8eOXfIzMzMzl9x+ZmbmBR+/025IMECj0eDpp59mYWGBm2666WVp0LqWhs2pqSmeeuopRkdHuf3226/4cIThXtASpcYI/WcgOkLGaZAgIMEMSbUf6f9vJMvNTgMkCQxhpqngajUOREjRBWi0niSKJggpGueDBzpARM8g/b8gjBZJWf1MzR9E9X0KYddw7Ty2yKN1xFjtSwTa1BY0GonGRiG0xlMWhdBB6Zrhs9SCqkqgkFhCkbEaZGyPhPRxRGBYDWJzpSLveiRtn0grEk5I0mqWA5qzp2j3CGkIVXuyX4EYa3YQKYEOBfNVj0emxvn5b3+Vn3n0H2h0rM4/d+L45W+WNIucsudT8wNE/J8UAltK7Fi7BuD4QoEj8/NkHYf13d0MptOMl8s8Oz3dckoAVT/Ekhf3eThSEqiIu7ataZ7EJc1Qwwku/P+lPiMFIARhjBxrbS4MWaVtW63PS0ea+gYmxZbvcTh5xqSjfS/CciyjHdNWWGPthj7Wb+zH9yJ8PyQI2rITTXJOy5IEfkip2CCbS5LvyZDJJSnMFPHqPtVKg+KCSX0JYdJttvF4nDs+bUTSmteuVOeZrx2kUfeJogi/EVBcqLA8XyLwQ7QQeHWfKFToSDF5cvYlZVf/buxaGza/hzp7EW1hYYHHH3+cTCbTEih7Kcktm9Yprfx8ppTiyJEjHD16lFtvvZXNmzdfFVpEq0W0mkbgYesLdGe0RhLFvSumFtMuTTenIYkQaSJVIFLTaHzC5kQMQIAiINQarWaQ0TPMzE1wdOKTCBlgyRxKR/hqkVBXCXTUqvtYcUQSaUlVJ/FxaCi3iT2Lxc3i2owQLfXOtB20JizRQY1sSDgVWVsznMijkUis1vm0zuyCpfylLqNWhhmZ1meMg/jO3BT/+8QBji8W+K9PP8bnzxxD2Qp9BUiZY0ucpEQJTSAUYdzDr7X5N5rPseQ36EokyMSME65lkbIsnpyY5IvHT3BwdpZio0Eu6RIqtSJC11rjq4iuZIJ///7X0deVungQ8WVqprxcLUglDMVM8/0VNSQhENLEts0+m/Z+NPUwwnEsHMfcKxUZuHEUabq704ysHSTf30MibYgufS8g0gppC2zX4g1vvYlf+W/vJtOVQrgWXT0ZM4b4WKYXxgAOtNJ4XkRhvsrCXBm0plqskcy4FOcrJpLBfKb1WMaAgb0PHyWIo6QzB8YoTC2z9Y4NeLWA4kI5Zr8xkVkUKLyaT7YvTXmxymf/55d55P88ddn7eqOYqZ298NTZ9XA0/f39WJbF7OzsitdnZ2cZGhq65GeGhoZe0PZXay+7o2lOyFprTp48yb59+9i2bRs333wzlmW95CzKTbva4zajr6WlJe677z4GBgaubv/2LrReBi1Nf4xoopvMTbHiyROabkWjacJ6IyCBEBa2cy8KL37tgggBkLqBRQNBREadZaL8JN3DDRCgdINAL6Dx0ITYhAbp1JE68rRNm8O3PeuHsVRAkwnaV3aHNED7sTKThU0tdAiUxNcehXAepSMu9CFCgOtc/Lq0Vjp83fpTmHQXtFiq/+bYYX74K5/lMyePsuDVDTenqy/pbDb2djOUzPDVQ2fQ0tQ9Aq1paEWkDWXK/3XfbYTK8LE1bbpc4XihwEylzFy1yt7pGb41dp6EY9OTSjBX95hcLPGlp47xsS9/h6cOjlOp+KQSDv/PT73FdPvTRrN1Lh8SKRtpSYJQxT1VwhCDXjB8Q09m4MW2JS96v+oFxhnZkjVre9m8dRV7Xr2FO/dsNHBx2yU3mCWZSyCENITJCroGknSPhBw++BxuUrB6bQ/dAzmchMFdS0sibRP9NOlvHEtgOwKvFnDkmXPMji9SmC2bxle4OHWpDaRZRYooBhGUF00/1cjmVUjbHMNyLBzHRGJuyjGRrq9MQ2fN4yt/9tAND3FuLla/29TZtZjrutxxxx08+OCDK8bz4IMPct99l+4Hu++++1ZsD/D1r3/9sttfrd0QSU7P8zh48CD1ev2i4nlzwtcdrLYvhV2No1lcXOTAgQMrqGSuev/27UAO4iK/xDiZzu+kBXEHSzN5H0JM5Y+QSGszDXEXkXgGW48DzTR/0zUR83wZfKxjVdi66lFq4nZ0qNCs7AtJiICGcI1j0WYP4UVrkU4smDGlOx1c20yqBmrRhftQdCdrLNfTCOwVHUFCaFKJCM9zCGPElGMLgrgPBJoTl2gBBqKwHcUt1OtYWmALiSslfjyRaUdDQIt0cziX4f4d6/hfjx2gEYTY0ihzRvGsmHQdfvetr+eutaM8ePYsC7UaGdfFjyLOF4sEUcSqbJY1+S5Sls35UpHxUpHdg31MzyzxZ//wDEFc95icLfKRU1/BQSC0ILKMsqhEEIYrnWjDD0kkLe7evpYwjBjIZ/j6N46h2v4fGWOyIymQUVuOoOP2GGkIoXn1fZsZHMzi+4p8d4rKcp2zR2aolButm5jIJejrSeGkHLryKYrLSfp7XBQBkeXRNWixan2eieMFlNKtSAPATVgM9OUI6gGVUp3ZyWWSCRvbEqZvJn4QVKSRTYcYp9E27lpNMm2ixGy3kRjQSqMjIxedSCeoLNcIgxDHsQmDkNJcmcp8hSiIWJ4r8Sc//wl+7D//CwbXXj2i66W0l9PRAHzkIx/hx37sx7jzzju5++67+ehHP0q1WuXHf/zHAfjABz7A6Ogov/M7vwPAL/zCL/Ca17yG3/u93+Ntb3sbn/70p3nmmWf4+Mc//l2N42V3NIuLi+zdu5eenh5uu+22i5AVzb+jKHrBqIvvxq6EOuuUI9i2bRtr1qx5QU5Qa40OT2ATAXVAX9TPYUzgIGnQjdJFpAjRWAjRje3cTTL9yyzUHiYS67D1PJBGCh+lK+Y4NCendj+GxQJJdYiqShotmI44RQhBTtTwdW5lOia2tOUZcJQWeMoxRDZ6ZaQjBVhCEWlpnMClCMeI6zapOsV6lkZEi+25+bM7Laj5Gj80hJQJF6JIc0/fOipeyP65OTPZXpjdlBBJja1MQs6W0ujbCBMlImD7QB8fvO0WTswsUvUDM3ohsIRJ5kVKUYsC1vZ2I4VgW18fhVqNyXKZSCnmqlVSjs1wNkvaNnW47kSSmUqFwWSSZ88UTI9IE8wQD81HY8ekboEEGVzsnoUAL4iYrJS5bfso48cKRNI0z1pxitEWBqgSKNWWeb5EdlBpePzJ08g4xTYy3M3MuYJJVzW319CoBxSlYO1AlkTCRlo2ws6wa/dWps4XSKYlp6ICTtrGqwbojosuhSDbkyVI+lTKDZyEzcZdq4k8n/HT82YBEvc6Ka1iWiNBT3+Od/7ka1r72bh7LYNr+xk/MU22O83C5CIaE5FZtgErqNDIYaeySaOxA0ydmuVzH/0yP/nf3/+yk21eyppzyAsd2/WScf7BH/xB5ufn+Y3f+A1mZma49dZb+epXv9oq+J8/f37F2Pbs2cOnPvUpfv3Xf51f+7VfY8uWLXz+85//rnpo4AZwNJVKhY0bN7Z4vy605krgpXY0lmW18vSd4wrDkOeee47FxcVrliNQwUNE9f+JoNxRT7nQzNLPRAU+HjlCNmNZNra1hlTqXyOtVWTs9cwFQyREBnQlrigLNKo9eTf3GHsewTwOI0QXpJMkGkdESCOxBgIcolZ6rCkJUFMuEm2oS7CQF5xDyvKphsnOdozYxIpfEzLiZpGj6lpMhz6LoYfETPieCrFs2J4boEvmWOVmWDvv8YG730o1DHj/w5/jTHH5stc4Ehpbi9jxmZX127dupiuT4M5Vwwgh8MKotcJurtQ7L3+p4TGcy7I2n0cIwclCgbFiCde22Nrbx2hXF0uNBtNlk0KzLQvpJJkpNtCXWqNok+C0Y9SbssDqAHLJJg+YVvh+xP7DE5w/udi6umH8mxX/tG2JvkQKstMCrUk7ZkEwNmZkwqW+GNVWr/pMTxdJZxKkMwkKhTKve+12olDx3L4xyss+tutiOw715VqLrblRCzh5ZJq+gTRu0iGdTbJh5wjPPnSUarmBZVtISxAFCqUlua4k99y/g+/7kftYv6PdW5btzvDmn3gtj/zdUzSqHgtTS4ReQPdgF1GoaFQbLeh2tVhDhQo35RB4AecOjTNxfJq1O0avcCVeHutkBXghVqlUrpvo2Yc//GE+/OEPX/K9b37zmxe99r73vY/3ve991+XYTXvZHc26deuuKGzWvEkvdZ3mUg6uWq2yb9++FsfatTCrau2hvC+hVQFEFkEX6CKaBisL/u04ISU8UiIiEiVq1uvw1VnqwVM49jvJJ3ZRDo9RCaqk1T4EC0it6WAeaafStJFhjrRG2/Nc2MqnNdS1i6DVk05KBnH9xXRnawWBtk36I95KCHBF2JqoIy3BrhMoFxk6eJeaCuNTfdfGuxhs9PDhc18yTqYJDBCSSCsmGgU+fc+76JFJHis8htaanJvgE699F2964FMtBufmVWuutSOlUFHbyaZsmzdsXM9Ytdj60q/rNQ5ENZN3Src+IAQUajXAkLWu6epiNJej5vt8c+w8pYbHUr3OsUIBLwypBwH9mQxHl4orkGjNcxUdk3srHpDNlKgZvFkHGLKzvq40R/dPxR9ub4YAT0c4WnLv7euYObfEubHCxde3w0KlcONeGwMXE+0VQEdEWC95CEtw7PgMnhfy2tcJXvfWXRTmSkyOLVJaquKXGm2esngho5SmMFfFQdEzlGJ+Zp65yUUSScPqnUi6pDIupcUqA6t7+Ve/+R6TRrvAhjYM8N5/81YWJhY58sRJnvzSXubHC/QOd+PXPObHC0RhhIxlBJLZJKWFMrVS/Yat1Xw36pr/XLRo4AZwNFdjtm1ftcrm9bJmONnMsV4NlcxVmSqg1ZSJLESMuhL9QAF0A6VtLDmCYApNiMJCi27QGltPk1SHCcUwXmSgu47sZjT9/Sz7Gyn7N1Hxn6ZRnWMgfcxMXh18VU3ly2btRrTnVQA8bJMO65jYLKGxUDHarI0Ks1C4tsLREaUohSV0y6HZwvRvDLvDJKo59joT+M1kPbScjCUk67pGKKU04ZjGxmrl/8111wQ64omxo9w/etOKy9iTSLE228XJWMemyaVmoHKgI9k+EOBHEb/71JO8Z8cWvDCk5Plkkg63rR7k2YnZ9oTbdNAafv5z/8j3bd3Ab77xNSRsQ/aZTSS4Y3iYJycneHZ6morvk08kWd2VZ1t/H1PMkkpY1OvthVGnk1lhon0fTAoyjlQsSZfrxPfJiMo1lUOb9yzblWBwQzfrNvRx7hNXdjRKd0Cgm/e++UesgWPGqenryVCuegRhxGOPnmTt6h6Wlmp0daepFmt49cDEtZ39b9qMs3e4m3VbhpifNA4BNELIWE5ak0g5LM6WKC3V6O6/9GrdsiSr1vWzal0/r/kX91CcK+OmHKIg5EN3/Rp+Dbr6c9iOZRYJYUTgBbHkwI1n19JDA2ZR+1IwoLxU9rI7muslfna9rc0fFTI2Nsa5c+daFC3flYlMnL6qgDbcZHHSCnSzn2MZ8+3PohAY+nyB1gG2Oo0WfUir/RC6Vi+Dqdfjerdy7nyNTP+3EMJG6LZzNgix2Fl0DqejsBto8zjYSELRnpwsoWP2fY3Exe3A2jZU3CskiBFrgoayqUUutXAOnZ4jJzReZFEJHdAmPWQJybbsetYmhxhnGYFACeNclIghyVqAlgTLVZ6eNESAZ86coa+/n3kR8orh1RxfLlycfmyBD0S8gDdOZ6pS4Vunxzm1cBAvjJBCMNqVa6tiXhyI8PUTZ1ms1fnj738rdvxMDOey7Fm9humyqYWlXYf+VIqUY5NzHXZu7ObZ59qT/5UIO/N9KcqLdYOk02C7ktfu2cz5U4WVhMpCGJE3pbGk4Id+4A4y6QSTiyVe8ZrNPP6tUxcGqM1wFqFZKcZ24XhiZxOFCi0Efb1ZhIa9T59jbrpIqdxgaalKp7iQkAJhi1YUK4XklW+5Gb/mszRVAQRSWrhJG4SiXq/jNyKSKRcvrKFU+nkXa1JKeobyACzPl8j1ZShFZUIvAK2JggitFOmuVLth9Qaza4lotNZUq9XvRTQvtb0cjkYIgZSSQ4cO4XneZalkXviOE5hMvcLMDG78d5VQudSCO+jNr0YHX0fIIYhm0NpHCBfT0u6hhUfKuXXFbienxjk6/jfkh+exkymUvrBK3nluYGlFFLMmNxN1zYjEEYJQt2sWCRHGujOSUNsIoVuRUmC6DNu4OG1Ri9oKp1ILEAJXhqSkRRCn5nbkNvKh9f8CgWB9po9t2UGOVKYumAU1Qkas37KRXalVPPHEE+xdnuHjxx+moHxAIC3JRY9Gxy5s2eF0Is3hmYUOtJxmvFhCJ8BqrFTb7LS9EzM8euY8r9u8vvVaTyqJa1tMVcoIH6aqZfpTaRJhyOrBDKu7BvjiE8cuW4Fr3oeenjS33TLKifMLeCpkoC9HKu0wNVW8+ANx6quvN0NXNokQgsF8hsZqD9vt7O6PzyO+lgLwg5C25oyOo6QLfJMQlAtVFr2QdNKhb1UXI6PdDA12oULFmaNTIM111OhYzsL06ViO5P4fuBOtFBOn5pg+t0ClWCeZcpGWxG8EoCJ23LuGk6dOcOz40RY9fl9fH6nUJfqLOizTlaJ/bY+BYocKvx7gplzy/TncpEt+oOuKn3+57FqaNeH6oc5uFPsn42he6tRZqVRqEXleiUrmBVt4EIGFFqtBzwBtzRtNlqXqj9I/2E0UPgo6wJI9RGoJresIPEL6SSdeScq5C2hT9UzMP8XA5hL5zBakuJmgPoZkvrPsgKCd3nKI0DEyrAlhlkSmFkONtDDCAL62cCVkcakqCIkA2XI2F5QPCDqE0IzYmjCEkVKyOdvP24few6Dby5r0kOkA9w2f1Q+tvYPfODq5MqoQJib5+LlH+dNbfpgZ5fHRuRMEOkLS5EJrp8dag+i4oi0ghNI0A7xOjjKllGFsljRbkS4yIQTfPje+wtHMVqssenUWG3WGs1kEgnOlZbxqnR2pNB98w31sHx7gr765n5n5cryfOMbqiCJzmQR93Rk2WQZVN5zPsi7ZxT/6Ec2MWfsXs5OB4faCx7Ykp4/OmftnSXOeHRdDYKDFaKN1IwyvTvsKRe1aoAoiFseXASgD5cUaO3cMk8kl2bZ7NfWaz7gX4hcbZvxaoyIDYthxxzoyOSPZke/P8ab37+Ef//rblJfrhnnZsbj1lVv5qV9/D8m0S7VapVAoMDc3x8mTJ0kmk/T19dHb20tPT89FUYCTcNj+qs088/lDdPd2ke5KEngRy3NFNt26jrU7bzwgAHx3NZp/TswA/yQczeVUNl8sm5yc5MiRI9i2zebNm6+fkwG0XkIIieXcCbqAVvMYdRebyHcJg16wdyPse9HBY0hspEihtY8mh5P6EJnk9yOExPd9Dhw4QKPRYOtNLlqfIhV+J6aqrxECEkUUF/JtrQhoRiBWXM4wMY3ScRTXHilSK5JCkbLWM5z9Vc7Xj3Gy8g0CvYRxNpKkVNSU1aqGtCi3AKmNXLOUxi14usEd3Ts7rkV7ShyvL2GLuDFUNGvWBhBwqjJLLfJ5LFgkVMYViniy7EzxtbyepWOCynaNzQQDnecXf0SYD2nJZRmcheiMjMy4Ty0tMpjJkHNc5mo1Iq1MigrNcDqNbVm85Y4t3LljlK89e4r/9ZVnQZtJuQkWsCyJTEvOLCxjScGmvh5es3UdqmrGLOM+FK10i0ATQCYsqp5PNplgudogaBgpbNu24sWRuRhRpEgkbd7+ppv42gOHqS43Oi5SbJZARxqpdRsrLgxYoFbx+PIX9rNu2xC5bIKuVV1sdCwG+zNMnJ6nVKiSzafI9WVYu2WQr39+HycPTDBxag7fC0n15+hf20f/qjyvf89t7LhzfUtdc2m6QmGyjm1n2bllHVZSUygUOHHiBJ7n0d3d3XI8TaXJHa/ZjC1tTj95nuX5Mm7CYffrd/H2n7n/hoQ2w7XVaKIool6vfy+iuZ52I9VolFIcO3aM6elpbr31Vo4dO3bd+ZSEGARhAQ2E7EdI02imoxMgwHW/TRRqZPqXEf42lPc5iM6bxJZQ4H8CLRpU/Hewd99+crkc995zE8uV/wx6DKEtQh1iGJ0Nu4DQmggZV4KM42n2t6gYOxa0SGc6x6oBm4w9yNbsbqQos+SlKQQzRNrC0w5pKfC1INSG7sQWEQakLFua82Zfgk2Zy2uHpCzjzKW4mCtMCoktJFORh9J6xaQvrNhhtRAOgB3Xd9SF+4GLCxnmlTX5LiYXyitea/7UmhXRTKQ1Ra9BdyLB2q48w55HIwxxpOTc7Ay2FJQ8j2emppiqVIi6BffdsY69ByfwYrXMkf4uXnf3ZuoE2NJiY183u0ZWMdyVIVKafC7FUqmOlIa5uKlcadsWoQ3zpRrFWgMpBFvWDzB2agEpQMSNp01ntm5NH6+5dwtf/Ju97ZPSK52N41joIIxpYmJ6GcyJ10se1UqDZNKmsFChL5egsFDF80M8P6I6XaRUahBFiqWZEoWZIgJIZVy8RkAUanoGoV4PEUIQeCGPfGEvJ/aNEfimnyebT3PPm3dx0z3b0FpTr9cpFAosLi5y5swZHMeht7eXIPS59z2389YPfB8Lk4tk8mn6V/e+pI3cL9SuJaKpVEzt73s1mpfYXgpH02g02L9/P0op7rvvPtLpNCdOnLj+xH32LoS1HR0eRIt+U7NRYyg1ixLdZFMP4dX3Ytk34yZ+FPwHzTaiC6OQVSao/glj40cYHn0nmzfeitf4C6SaiBFlDhEqjmAMl4AQpv9eoQkwfRha+AQ4Jv1humIuOVyBpBgc5dmlv+Jg6TNorbGFwiLCEQFVlSRvRYQ6gytHsNwUZ8tLePjouHgNEa5weePA/Rftv5mevKdnAx8TD6Fbco+SpgrZq/q3kLRd+qTDed1ogxciE4ngYObNiLazcRRvW7cZzwvRUcigA09NFjhfCVAxKWSzCNWbSvF3P/he/vH4GX734cdNfw1trZfv27aBfC7B6eIiq9JZMrZD1nWZq1XpTibpTiaABH4U4UiJLQTfPj/Bt0+ep8tNsGmoh7t2rWbdhh6GrAyb+3vwLcXYUpFIw0hXlh4rwSceeIbHDp1DKc2mkV6WK4ZFWymFFAIpBdtuGiSUmulShc2DPdy9aTXZHTaPP36aWt1HStM7pJTGsiTvf++dEOkWqSXEEVIMfhACRtf0MHViniaHGoDoSMFVyg0cW9KoeJxZKFOfKBL5YesaNmo+Xt3HtoRJ0dkS27FxXZvSco3CfInTR6bYfd9GTuwf48jTZ+gb7iadTaK1pjBT5KmvHmZobZ95PZ0mnU6zZs0aoiiiWCxSKBSo1WqcOnWKfH7eyB7nr1+m4cWyayXUBL4X0bzU9mLDmxcXF9m/fz8DAwPs3LmztQJ5MRycEA4y9SFU42/Q0X5QZZRaxMIhZ1VJUUfqBJ73j4T+oyTUGRA9CJEGBJ5vI1hk/eqHKNuChcrXsPy/A+qmbqG9jihCY2sHTQJNGFNuAjRJM81fpj2zDWGGdklAExJoh/3FT69Adwlh0mFpKQjZTK+9mX5rBG8s4BYny8n+MxwqHyYiZNgZ5r1r3sOaVFs/RCnVohaqeHX+n5MPIIWKtbpiryEiBt1ePrTxtQDscXrYG5WI1AWNoJpWqswUwAWr0mlet24tCs10vcREbZmd2UHk6TLnlktxTVzTZdv86q6b8et13rFzC6/fvJ4vHTnBd8anSNo2m4a6cbMWj82Og4ZuN8EdgyNs7ullplJloVajO5nEjyJma1UGkimOTZf4zFcPr9Sf0TDck+XVt60nnXUZWy6STyawhGTf+Wm+8tUj1OtB67qfmCjgZm1Ge3PUawHd+RSJXhcPxYaBHgbzGaphwEy5wt0bR/mPv/QW/vjPH2F8ahmtNb3dGT74w/dw667V1Os+qZRLve6bOk7chNwUK+tblWPqxLzR6ZHx9RcgtMBN2KSzCXSkadQD/MUaURC1HRICx7WplhqmzBUY5GTohWTzaUI/ZG5imdmhJbxGwKkD4ziuTTqbjJ8jQd9QnvETM0yenqNvuHvF98WyLHLZLvZ/5Sj/+MlHCWuKtTeNsO21G0ivGkcIQW9vbwtU4LouN5JdS0RTq9VIJBIvaYP6i20v+5m8nKkzrTXnzp3j1KlTl6SSebGOK2QfVvrDaLWA8j6H0/gzJJpISFwrREaHAUGgbTQBWhcRKsLzLLRYxrEtHBHgq3MkggNYotp2AUJga93SyJLCRooeIl1H6eXmqwgBSR0RIrFRKAQVg581vTuxuwqVoBCpdtMnBuRscGoCV0S8Y9VP0ahEnDp0mk3Dm9m+fTubGptYl1nDibHjDOYGmWlMk7OzrEmuaTHagiH++4fJg5yoTBs+Z9nsiTH7f8uqHfS6GfYvTVKXPh/eeid/emIvXtSuvRgn00wHmQL4fL3GF86cZEt/FwWvRkP5DCZyvP22PpQnSakkfW6C7ckk5eVl9u7di2VZ9PX18YbRQd5383bGamUemTpH3k2SdVyU1szVq3xnbpI3rt7EXcPDHF0sMF2t4EiLTd09+LPL/Omzh1qcaZ3lkJnFCp956DnetMfnzo2jOPEEdPDwFNWab2DfUsSMFAo/0Kwb6eGeW9dxbGqeiaUyt4wOMNKdQ0pB3Q84MVNgXV832zav4vf/6w8wPrlEGCrWrO7BiTVxUimXt739Fv7+M8+ilUbGSDGtNTt2ruI9772dhfNLTJ5dJIraXGZCwMCabgaHupg8vYDnhYQ130QtloVWyiwYQkMto5SCGJHm1xWLjSJCCrxGwNnj0zz14FHqVQ8rHpffCDh3ZJK58QL1qkffcJ6d92wykgWxaa351H/+HI9//jv4fkC2K82xx08zcWSGn/hvP8TwtgEWFxeZmJjg6NGjZLPZVm0nn8+/7LWba6nRVCqVVl3qn4u97I4GWNn8dQmzLIsguL4NWWEYcvjwYZaWlrjrrrvo7u6+aJsXIhVwLSZkPzI8iCRA0Y0iQlBHE2DAzGGzFYIgWAaRxHFMrSUElJrDEV4MNW52BUosIXC1wgc0EYoiqlMIPjZLKFwiQm2Z6EdF+EbDEzCTeFml4ghDxKm5DsQSmoCQ6kKRsePz7Ni2g7Vr17LoL3KscgxbWPTqXvqsPhSKo+WjpEjRbXeb41um6e7p4hlTw49XyXYMWAh1xMPzx/ni5HFmGoaux5ocY0PXICeXDfxXKbGy3ySG3UZa88TMJE4yJOckWJXMsT03SMpymRTL7BkcYWPWdP2zdi1KKZaXlykUCpw5c4bnnnuOU1ZEzbUY6E+gbU0jCk2tqFpmulZhe18/6/LdlH0fW0q6Ewl+6/FjRJ2xXweMWMcT+MGTM9y3ZW1rxOenlmiCwZTWRn46Ppdv7TvLK25Zz+q+LnoyKYZ72nn7lOsQRlWWqnVGenIIIVi7uveSz9r73ncnUgi++KX91OuBiQRGMmy+fZjegRy/9l/exV/92aN857Ezhqctfu4mzyygoojCUgXfV1jxYxZFHVSvTeg0F3yX4x9uwkEA3/ziflKupFKoEEURhx8/wfJ82aTytObBv3mC6nKNH/63b+Hk3nOoSLE8s8Q3/urR1phQ0LMqT2Wpytc/8Qg/9yc/QXd3Nxs3bsT3fRYXF1lcXOTw4cMopVrRTm9v7/NCqF8Mi6LoBYOJmo7mn5PdEI7m+cyyLOr1+nXbX5NKxnXdK1LJvOi1Ia2RahyNDSJCUkWItkMVADoCXUNKG0uGNLVp6tqmm0kgjBmam9/rWKpXgNaDRPat5BK7EXKUavFXaOoBa0z6KYqhyr62UUKu6CD3taH+lzRVakRz2O1TAPYu/j3fd/u/pq/PTNxz3hye8hhODjOHgd7m7TxT9SmOlk5iW0l6nC42Z9a1eldW9nPE+1Zwulyms8NFac2Z2gJK28hLNFmaiMaQ6IRK0e2k2JTroz+RIW2btIqUkkW/zsaOT0kpWxPSli1bODI1w5889C3OLpWB0wxmHNYN5Uhnk9TR5N0kI5kcXW6CZJziKNU9Hj45eakhNVtgQMNcobqCQy/pOiaKQLd0dpoWRorf/t8Pcefd6+jJpRjMZ1bAszXt2kvrNa0p1z2Uhq5UAikFliXZ89otVJMQNEKGB7uYnJ6gVPf5mwf24khJCRONWLZESINaQ8HUuUWULUFKRNqBUgQxEm4F8lp3aiG178bgSDflQpnKcpXuvixBI+DJrxzEqzSwE0Zuwk06JNMJvv3APp7+h314VQ+ljAaNDgNEp7RAEJEf6OL8kUkaFY9UDKt2XZehoSGGhoZMSrZSoVAoMDs7y4kTJ0ilUq1op7u7+5pgxy/UrqVGU6vVyGaz34toXmq7nhP+7Owshw4dYvXq1WzduvWKD8GVGJyvm4ksQqTRqoGg0fkGWiWIVIS0whgBFqKQ1BnEYQxiYHSz1mLgxbEzEBZlsYWc8wry6Q8AkKz+NY1wPys7X4jZTazWZ5tmgMRxzby5SNXN1FlsWlDJH2s5GQAv8pDNbeJVvBf6PLF0hMnGo60jDycH+fn1H+CVfVt5ZuksSutWAV5pTaRMZGISde20mGWFMUqOCzyU+TOKm1W7Ewk2ZHtZm+lZsU2kFQl5+UlmsljmZ770NWpB0LpSc9WAxXNL3D6apaZDjnkhX274vG3LTnIZU7T99BOHWrIEF5loT8hJ12a6XGFVNoMUgo0b+jh2ZvYiJ9O6xBomzi1yVinOHJ/n1i0jbF7fx1KtQTbhsqqrvfotlGscODfD9FIFjWagK8Mt61Yx3JPj5PkFlIaN6w3SUUooFhocO7dIdy5J5eQiUZxaE4AbSyV7XmCaNKVGJ21E3QI/6ohiYtCHFEhhUmrNgSfTLlKaNJntWhTnyiilqJbqEKmWxHPoh9TLHiqM0FEEUdRqLhWWDcrU87TS+I2AylKVbHca2730fRRCkMvlyOVyrF+/njAMWVpaolAocOzYMYIgWAGhTqfTL8rEfq2iZ/+c6Gfgn4ijuR59NE1htbGxMW6++earUox70SMaIcB5HcL7G4Sw0brSWr1rLQgiG9tOIkQd39qG7byZYnAUK3wcRys0DqaUb8bYrFSApKp7qKsFsrodCa7t/hPOLX0APzoVb6+NYFizt+aCFotmsqy574ucTPyGrxucqTzBYPImJupnOd84xlRjGikiFBFRFPHo4j4mGgsx8NnwQE835vkfZ/+C39r6i3xj7jkOlyYMpT9mouhysgSRb+jlIYb4CrSWOKkAtCTwJURWezAdtux7PDw+zrs2JulxU2ig4FVJSZvh1OU7yT914DD1IIipadrRYhhp5kPJHetWYwcRz85O4c0V2JzNM9Dfz1f2nVhxXS4MbWTcq/Tqnes4cmKWh5crdGUT3LJ5iFffvoFvPXP2orFYUhApzeRkCTuCAhVOn1ygty/N29+4i3s2j9KbNZNSzfN57OgYc6UqAzmT458sFDl8aJKxQ7OcH19CWoKt24d41au3UKmGjE2VUdWA5ekateUG2AYeLZU29TKlWug0jRE7U2kHYVuISCGkIO1YVJeqRjytCSHXBk3Yt6qLpdmikWguGWh3IukghWjdU8syEVToG7lo0RRVW/GcCVAKpUCriMpyDSfhMH5smo271/J8Zts2AwMDDAwMoLWmVquxuLhIoVDg9OnTuK7bAhT09PRct0L8tcKb/zkhzuAGcTRXU6P5blBnzcbGer3ekoe+GrMs60XXJdeJ90F0FBE+2/w2gzYMyI6j4yjHwnLfh5t8J47+BCL8CmaN72NUShx0HA0pNJ7WSBboE0VU8I80gtcRRqeBiHXdn+B0+RPUagepV/J0D4xS9T4POsIiarEEKC1i2QCjLSObgmuXNMHe4t8z4tcoBkukrBQJ4XCyehgrmWRheokjqXMgTE9MM7mltGbOW+R49Qz/v5t/mK/MHuSR+WMoNHt6NzM/vcT/qh8010kLogsF1ITGSUTcO7SaQzPLLPltMa+my9k3P8vtA6tYcCss+gYUsDbdw2R1mUKtjo1FIwwZzGQYiFeRz0xMmUgqvh1NIksNlCo+daXwhKaUdFjK91BLdxEqhR/4z3u/t4308/C+M3hhu/P/6Mk5fu8n3sLScp1Dp2ZakZqJUGlHk7RrPUuLNWbOL7PtVbtb+x5fKDG7XGXdQHcrnTYz5vPIl49CfA5RoDhyeJLJqWXWbUlTKdTwpqornWLsBEzPT4xAsyWWE/dG2RKEQAsL6UdUl2tc5FmFBKGZGy/gN/xWdJLMJC5yIrpZXrwEgIL4WpgIv+NiSJg5O89f/Nrf8oHffC9b79rI1ZoQgkwmQyaTaUGol5eXWVxc5PTp09TrdfL5fMvxfDdprGsBA1wPGecbzW4IR/N89t1EFsVikX379pHP59mzZ88LWqlYloXnec+/4bVYeAwZPAa6APZtKLkTVf9DBB4gsaUGPDQu2n0tieT3U/Mexg+fIyGGkIwDwtDKm9GitSZAI4WOI4+QKDzA1NI70drCdNLYWNZ6hFwkk6sj1Boy7isJ/AN4FHGI8JVFFDMpOzqkjnOR5kynSSwW/fOk7QKrEqMIBOlslpn6NPNilny2FxbPIRGx426TMQIs+EskuhzePXIH7x65gyAIOHjwIE/V5pCyGcVc6sgm/jtVm6UYtOajjneNFk21EdKdSGALwWgqz7OTs/zJ44fw/Wa0ZqLI+9dv4F/fczeRUCtqD63dCkNfY0lJt+2QsCxWpbNMRD6bRtfxtjt28tePH7zgQ/E1EvDb73s9f/DAU3iBqXg1Q8i6H/KfPv0wr7p1HYdOzxjHpptTqvm/VKavx5yToat5fN859I+8ujUJVho+gYqYWi5TDwKStsWTj5yO01pm7EoLtFIsF6qIjMabr3d4MFaMXaER2jAY2GkXzw8REnBtRKCMHEWl1v58c6HUrLGFIZ4f0HEaBEGEps2OAKAixRWo+cxwpDTsCCbkIZ1LEUWK88em+OKffJ2P/PlPXjPCrIk27OvrY8uWLdTr9RaoYGxsDCllK8XW29v7giDU11qj+Z6jeRnsWlNnTcjjpk2b2LBhwwtelbxYqDPhP4hs/DnoMuga6DJC+wbNo1xsu7lyUwiRQqT+HYoG9eAJLJFFOHeBP2tQacJFE2BpQSPGX5mUmiTSIQERWvtEOGgUISEqOo4tBAqbMDoFnKEn8U6S9gYmqp/EV01tD9FKp5kG0IjggkfGxD0KsJHCTPxKKWwcVifXUIpKIEJsYRPqEFvapuSs439o5sZm+Jv5f4SUw7rUIOp0kXNWlSeimWYuZoXcwYW20GigdcIUxjvusdk/1FRAqF1GU108eH6Mp88ULuA1M2Dqh8bOca68zPqhPGcXihcfSENfTxIBFH2PNdkuBtJpJitlzpeLvP+Vu/nSs8coNi6ObN62eZCzJ08wX6wazrN4nM1ofma5TEWFvOEVW/jmE6cJO2o9RnVBdM7hCAGeH1LzAzIJl0gpZoplDk3MknQdUrZNGCgKC5XYORldJwuI4mM3KgEEzXoKXOTNm2PsSkDWwa5oAt/00FgZB+mFK1ihWztqviQtLEviuhb1qgca83lLgmWZcE0YR4bWRHGRSmvVgVbvBIuYMC+VS7ZINMuLFU7uPUupUKH7OhFrplIpRkdHGR0dRSlFsVhkcXGR8fFxjhw5Qi6Xazmerq6uKzqS76XOjN0Qjub5HMALjWiUUhw9epSZmRluu+02+vuvTU/8RanRqCLS+yRoH62qoBfRhAhMTlxjgzUSa9sLIEDrGZQCpStYogctM0TO65DhEwhdBRS+ljH1DBjwsyCKHY9JgMQryeZUJXSsTpMHaljqWTbm/hMbc/+Kh2c+SCk8bTYThoAzwMISUUtKoG1mfwk5RMEbIy8HmPWnmPUnOVObpho1TH+MsPBjehyrVcgXZEWWz3rPUVsOYMnMLf2kGbY3IIXAEjrmYdOXdDYacKRFLm2x2AjibZrJOeNsRruyJFybyVqJ56aWL0rNmAlcE2k4WVjiTVvWU1zrsff87Apwwo7RPvJdCaSQbM73sDqTRyCwpCTUiq5Ugt9919187PHnODpXJooihvM5fub+u3jNjvU8vP8EPD0Rz+ftaKo5iDCMuG/3OnZtGebEuXkWylUmCyVmji+jhW7VSVRM7bNqMIclJaW6x7dPnuebx8ZYqNRwbYvBXJaBTKrlmVpfMRHzrUUaKyEJmiPRbSfWeWu1hrARYPcl0ZENGhJJG0uBX/NXpPlaB+rM+QkzXimlaRDVMStBIgGhARSkMgm8um/ej5QBE3TcI9uxsCXU/YBMPk1XbzuVZbsWgRdSXa5dN0fTaVJKenp66OnpYdOmTfi+36LHOXToEFprenp6Wo4nmUyu+Py1ggG+F9G8DPZCJvx6vc7+/fvRWrNnz57vCjv/YqDORHQEoRZR2jFpM61WpHykCBG6jJDrMdDmebSuIq0sUmRQuowkg7a2EMkNqOgsXniSsq6QEdMIQjq5rHTHAlOtXBMDKub/ShOqBSrBUabrJ6hFU63xag1JERBqiRSCBAG+bvbamNL+UHI3eXs7p6qH+NbSAxTDJeqRRdDiU4OMZVbknjKOTwjBkNPH2WpAXfmxMzQ2S53x0mkiLVsOQ1xS1EUgNNjaYTH04xJSDLANzJf71sF+NuW7OVUpUPDr1BrPfz8L1Qbvu30b92wY4eh0gUBHbBzs5i0bt/CtyTFWpbJk4/RJpBT1MGAknePkbIHffHAvUyUTESZTNq+5bT2v3L4OIQR3bluHa38bP4xaE6XWZk52LIGM6kzOzTLY08vNW4eo1Dz6l4qUpmvUyr7p3Be6SX5A31AGzwt4emyKY1MFLCnYPjLAQrnGbKmMH4YMrM8zd3rZ1FYsETfLGqflu6CyNqJ0mfpnM6gKNa4lqTRCdKSp1wNkoMCLsEx354ony9waAdr0XalI0VL3jL2asCzIpBC+TxhERKHCSTgIpQnihlUpJdneDD/4b9+KV2vw6f/6BSzbOLIojFCRIvBCegbzZPIvDUrLdV2Gh4cZHh42MPJymUKhwPT0NMePHyedTrdqO/l8/ppqNLVajZGRkeff8J+Q/ZNwNM3UWWfvwaWsUChw4MABBgcH2bFjx3eNk39xwACxA1DjCKJ4qWm+ga0z01W0riLwQWTA2owUaZLO3VS9fyBUFpbIo3SVQPtEoh/XHiKKPBxmEcLwhUktWqQzgs5ulOY4jLNpTuFHin9F0X8coSNMzQcUgkgIkviYWMTCpQche5Ayhy3TCJFDa596FFAMF9GalpMxR1IgBDkb0jri1X33szm1lccXD3CoeDRucLzgvloRWpkeH1sKQgVaKpRqircZx2Rrl3IQT5Si/cNJaN66ZiN7hlezo2uIc5Ul6pGPYwv84PL1JgDXNhPymu4sa3pyTNfLDKVzbMz1MN9b49hSgVLgmfpPGLA620WPneRf/q/PUfXaabOGH/KXjx7EcSx+8t476Eonef9rb+UvHny2ldYTcXryh16xk0wXHJic4YHHT1CY91EKbFuyaV0vy8t1lmdrqEDFcGI4vHeK9x/+NDftGubmncMslKukXYeN6R6WqmZlvfn1w3xj+TDVxQY6TscJKUiOpKjrANXnIusR8lLXpKm+GWmKs1VTn5EaFRq+UrsRmOJT02kq4zU7F05CGpG7wGtpNJBIOSSSLqEf0CiBsCCbdAm8gGx3Gq0VCdehd6iLO+7fxf0/sod6tc7Dn3mM2ROLLEwstqI6O2Gz8xVbyQ+89ASUQgi6urro6upiw4YNBEHQglAfPXqUIAhQSjE7O8vQ0BCpVOqq0vffi2heJLua1BmYMPRSxfxOKpnt27ezZs2a6zKuFyN1pq2b8AIXW9TiL2ObzkU3C/naB3UOjY1y3o6QAwBkEq8FQur+0wRqEimSJN17qAdncIRAqwMdeXaNDTGTsrGLCvpCY/jxGwixjmV/H4LQKGxiIo+mKicCbKL4p0NVd9FlD2Nh4asG8+EZlqJl2qX1labirhxLCrKWS8ZOUgub0OWLc9yOFeKHFmgLhMa2wJJmNb9KuChglZvhiULN1Gbi62fOHAKt6EklubVnLaPJbu7rX8dYdYnubsncwqXuqcASgsFshlzGZSn0cIVk2W8gEWzO9KCjiD6ZpJsEloRkwuWWzCo2dHXz2WeOUvX81hVulRiAL+09wQ/evosuN8GPvf5WBrsz/O2jh5haLDPa18WeW9bSNZBirlLl1ESdxdm2swpDxfHTC6weyvD612/g4W+cRUUKacoaeH7I3r3jDPd3kUu6LFcb9GaN2uf0coW91RlW7xnCrWjK83XSKZf5sE7FCxDVACspqQ452MWIZDG8OCqJiVFFPcTO2PjK3BKrFiLjHpiWyY60WSuMVgTN75AAJ+lgOza2LakVA1QYEoQCZSv8RoA3vYztWtiOTaYnjWVJ5iYW6epPs+neNSyeLRH6EbZjak62Y1MvNwj9ECfx8pJsOo7D4OAgg4ODrWjnmWeeYXl5mbGxMRKJRAt00N3dfVlg0j830TO4QRzN89mVHE2TSmZ5efmyVDLXatc7dWZkCCZJqo1sHjmFIIBWAV/QZhSz0OQJRZ5IFXDCk0h7C0K4ZJNvJeW+gkgtImUOS/QS6j8nbHwGizKaLAiN0h4yjmxW5LtRLQgzgKKGI0co650IHm75qQQaL66lmFEJlJZ4yiZkHlik4E3SZW9DyhSB9oh01JpgO6To28fSGj+SPL54iKcXj1Mpe5dwScaEgHTCp8/qYclXKA27u0d546qtDCfz2A3N8Zlpvl14Jr5+7Z6Xpo0kelmd6gHg1t41ONLGkXt5JJhmYTloDbDpGFd3dfFHb3ozFeVxqrxIIwxY29XD1q5+xueK/Ozf/yOFqoGRSyF45abVfGjPnQjg1PzixQjf+M9CqUbZ9+lyEwgheOsdW3nrHVsBeHZqmu9MTREpxVK5ztJUtXX+TaCA1jA5WyWt51pEmE2ghhSCSCme2X+et735Jhr+AgvlmkGeeQEbBnrYtXoQx7aYXSoTBorxY1XqQUgjVKb73xKdgfUlbgZoP4JaaDq3HIFVuwyUOx6zALL5pGGBViaibdQDpJT4XkjgBSjPBy8k0rolS6C0xg8iIifCdiyeffgIpw9PcP+P3k1hbJm+kR5SuSRREOGmXFLZJDNn5zjx7Flu2rP1Mk/TS29CiFa9ZvduA0FfWlpicXGRkydP0mg0yOfzLcfTyW32PTDAy2RSmtVLGIYr6GIqlQr79u0jkUiwZ8+e687cej1TZ77vs3//fnzf545b/yUqPIalxhAdjMoaRagkgfUKbGeNeV2dJAqeQNpb2uOSeSyZb/2dce6lXP8omgghDCElWhEJi6ZkdAsIREtIAI0g49zEmu6P8Z2FP2zpuhhNk2Z9p91XU1NOR4pLE+olloJn6HHvYsBdy1KomfZm0UKRkBF11UmOCNXQRiGZaMwacJKtIchcenLDLJDX5uCV6T6+r/+VbMuuRA6u7RvlP5/fjxeFl5wjlVdlslpgON2LFIKbuof5+eRruLf/PE/NnOdYoUAQKPpTaUZyObYN9BJaATd3D7G9e4BQKRxp8bsPP8bfHTq6ArqrtOaRU+PMehXedfMWEonLI4+yKZdERxp339lpPvv0ESYWS1hJye4tQ2SzWeYL1ZWtJB0oMK2hGiPthWhrpTY3WVyu0QgCNqzq4fTMIijYuXqQW1avQkrBXLHC/jPTLJYauFrghxFh/FkBODV12ftgvF67xiIDbWgFhFkaiQvQasKSbLp5lO23r6E0V2HNxn6W58s8+bUj1CoetgVR3UN7hqCz6ZhaiAWtiUJTf9m8ey0Tp2Z59PN7WTi7THdvN31DPSuOV5heYmFi8bLX/+Wy5iK1OX/19/e3gEnNhtHFxUXOnTuHZVlMTU1RqVQoFosviqNZXFzk537u5/jSl76ElJL3vve9/P7v//4Vj/Xa176Wb33rWyte++mf/mk+9rGPvaBj3xCO5mrylhdCnJtUMmvWrGHLli0vCkvr9UqdlUol9u7dSz6f5/bbb8cWFaxyA4REk0ITIHSIjU2x3keiawSaPFKkQU1dcf9Jez0VfJo8ZkKb35r0LdEFcYNAmFhFQxCepF6rsTyZRPelsa0acDHCK9AXCqNpJA6aCEfUyNjd7Mp1s+A/jKcb2DIkicJXhi/NVw4aiYWMwUiCqFXcvkSNBnCFZEduhGJY5mD5GL1unsFEm+om6yT44Q238Jen9rWiwaYvWJVwObtwhr+YPc327Ah3r9rGqsFBBpJZ3ja6kw3ZHh7Jn2FtqpuEZb4G816FvUsTDCZy5N0UjrT4/HPHjJOBlWkiU97i9FSR4naPnlUpE13odvquaa/auY6+pAGlfO7pI/zeA982NP3xtsfOzvPW+7biJq5cUwyUIowBD5YWWPEJCy3oyzpMj59HOi79yTT2qm5u2zhK1fM5NDbP+bllJgpllNYkpSTUJg1qavYCfaWIpvOcWysW2eY6u2Cz9FCOgc0DrFnXz5GFKipS9Ax2ccfrtnH82fNUSjWqsdbOyn03PZ8BGMycW2DrbetYnlzi2KPHCDyfwvkywfaQVev6zTMUN75mu2+8mkYTCHCp+a2pubN69eoWhPrgwYN8/OMf58yZM/zmb/4mx48f501vehN33XXXdeFl+9Ef/VGmp6f5+te/ThAE/PiP/zg/9VM/xac+9akrfu4nf/In+a3f+q0VY3+hdkM4mqux5qSvtebEiROcP3/+qqlkvttjfjc2PT3N4cOH2bhxIxs3bkQIgfCfMBVQ3QvUETggAgN51u4FLAk1kFc+R99/oKNCERfw46SXbSAHF1gT0AtKVzl46n8ykn4X9WSRUvAgSkf4Fzwakb7QkevWv2IwRt7ZwdbMPRwoHWLGnwDAkQpbmBTLYpSincYTMfoMbKHQAiJttcbfPP2bugbQWpGUCZRWzPmFFY4G4BdvegUAf3PmIL4ykc3Nvf38y627SNs2hWqJyeI8B6ZOkjxxnFwmS39/P4f1EjnHbTkZgH43w7naEnNehbxrHMNnDh699EWPPVoYKRLSoZEMec/uNXzh4DhB1ARgwN1bR/jpe28liiIWqnV+/6tPmqum2hGCFvDlJ07w+j2bcLM2fjVs7V8bhDBSCBYWq63PRMJ0L1lxI+dP/8CruHXrIDNz88zML/D1I+c5fOQYxVBQ9BXFagONJuFY2ELiEZrMoQVYgiAnsQr6UrCMFdDFpmPRxAtErUzo2dxGQC1SNLyIkXV9TI8VmJlcZnhNL4OjPbgJm1PPTeNEIQu1hmEVNyJEbYcVO5ryYpUnv7SP8kKJKIzQkcKPQk7tP0+j4jG6ZRWz5xcYWN3H9nsur976ctnVNms2IdQ/+7M/y8/8zM+wfft23v3ud3P06FF+//d/n/e+97382Z/92Xc1lqNHj/LVr36V73znO9x5550A/OEf/iFvfetb+e///b9fEeWWTqe/63n2n5SjqdfrnDp1ikaj8YKoZK7VvpuGzaZDHB8fZ/fu3QwODrbeE2rSxBT2dqAMOgAkOjpDJlEkUFW0TqLVLIgslnPvFY/lew8icGlyLHeO+PILVIFSDkJEZAdmGOqpgXgLM/VuJmr/CNSwaOvaiIv2JFr7t0SCDak70Npmzp/CsJmJpk9Bo4h0FLMTCDzddopJOyAMEtgiMjQzWsTpOsG+4hyna8u8sncdZxpVvnD+mywHX2Njpo8fXXc3e/o3YUvJL938Kn5m+918efowS0GRbV3mSxFqRVWEzMgaus9l65pVOGGSRqnBubkxPB3hdfXR1dVFLptt1f86Hf1CrcZF1sZbIAWkbJux8Qk2ZlN85ed+hEfOTrBUb7B79Sq29fcigNPLi/ztM0cIwgtSVB3O5tjxOXo2Z5k9UgRftxyuY1uE9bAlc93kH9OA5Vr89Lvu5hW3rgdg0/p1bFq/jjDTy+NHz7I4t0S9Xqdc8xBaI7UkkZDUpDCpSyUQSuPnbdxShLxU6SX2ie2alomCDDbeam+k43Et1jh54DwPJCxGVnWR6UoyfnbewESk4O43bCdYHOWL/+838byAKJYJaB+v/Xthpggx/ZRlC2xpEfoR4ydnUFqzfucI7/6FN79k8OYXYtfSQwPgeR7vfe97ueuuu1oKo9+tPfHEE3R3d7ecDMD999+PlJKnnnqK97znPZf97Cc/+Un++q//mqGhId7xjnfwH/7Df3jBUc0N4WiutmP/6NGj9Pb2ct99970k6nPNGs3zwaovtCAIOHDgALVajXvvvfcih6hFvmOuyYEw6SpBhijykPYYOupCWINYibcj7e3Pc8QQgQSSmERZQNMRqIvXp0BcsBUKKZPY7hDj1U+RsDbgiGQrNup0NI6MCJW1ch9xrNTrbEAQUvDnaAqWNVN/xLWepAyoaonSik5iTltqco5PPbQJtIVaAYuGUuDzhclz1AKrhSzb59d4dmmcf7/zzbxj5BbApNHWZrsIKm0S0XPVecZrBaphxMlChfFln03dXbxl4y6+b7Sbx6ZO4gSS+fl5xsfH0QkbJ5Mi0a1b9/zmoUHmK9WVQmYdc6LS8LVnjrBmKM09t9xKPpflHbesvF9ztSpPz88Q6Db66lLOZqpQZvvaQao7M+QDG3xIpm3mThcJa6bRUoBRycT08Gxa28e7X7frojt875Y1BKFiruLRUJBOmcHqSFEs1019Rsds2FKgbCitSZCeC3DLcbK12eSjMXLQnUPWxjtqEf8uhKnbaNOUWZkpc/SZMcYGstx5x3peddd60NDdm2H1xgG+/Q/7TdE/ir11M3xrFgeBJi9NM0UXhUbS2rIlSmmGNgzwoT/8sZcdbXY5u1ZH04k6syyL3t5Lawy9EJuZmVmx2AVTjujt7WVmZuayn/uRH/kR1q1bx8jICAcPHuSXf/mXOX78OJ/97Gdf0PFvCEfzfDY+Pk61WmVoaIjdu3e/ZDoNzbD3crDqS1mlUmHv3r1kMhnuu+++S4oeaXsPiAdAnUaoGtCI/2mSThIpCgiRQCV/COyLJ5GmheFZvOApIh0CAQKJEGkEgkCXiGIpNUMj00yuiZY2ikYj7XupREVCXSFrZZCii1BfrP1joXAIL6CgEfQ6G8hYQ5yvP0OPu9Psv5l+iVFESkPK8gl0Ai/SF+3blpBzA5Y906DZUXNHaagFsuOIotX58wcnHuZNQztxpRnTqkSeE+VpfBUSqIg5r8TZxQbPTCyvmNcPrFnkt+98E5t6h5isLZPrHsQOfOq1Gqt8l1P7DzPmOPT39/OuTWt56PTZFv/YpULEfbMltq9fzfr8yglBa00l8Dm2uEAlCLhz8xoefvJsJwKdC9cBm3t7Wd/Tw2K9jmtZREoxdWrZ1FNWXHlzLeRlvgsJx+YNN2+k7Pk8cfw8KdvBDyMaXoAXamQYooThTRPNCFMIGqtc/FUauxhh1SOcqkLWL6zymeNLRxqa/+b5tKBrgNbUChUy/VkOH55kZHUPd9+zgeOHp9j7xGm++vGHDdTZtWjUfINOa/EdsRIiHUd8IFqyAkIIZs8t3LBOBq6NUDMIAjzPu+psza/8yq/wu7/7u1fc5ujRy6R/r8J+6qd+qvX7zTffzPDwMG94wxs4ffo0mzZdfbryhnY0URRx9OhRZmdnW2yqL6UYUPMhudr02dzcHAcPHmTt2rVs2bLl8mO1RlGJH8Cq/zegOakrjMRyhCKNo6YR9d8jyv4hiIsfuiA8QqX+SZRaAnriakwdtIfAJiEs6h0MAQY4ZNGa54WmXl2LZTvUw2fReMxFZ/B0trXg7oyGhICkFeJoCDVIEuScmxDaYTmcQOmIjNXLmuR6xhtnUTpCKU2gJREWgTLxkRTWJSZrM9GFymrNvU3IcaTkBVs1f4dy2GDv0jnu7dsMwGiql42ZQc5U56iGHicWl/jOROWia/et8Sk+0f00/2rrvUzVi8w0SiSkzZrRHlanu0FrlpaWWFhYQCws8H+tHeIf5paZqFxafE8AT5yYxPW/Q18mzVt2bgYL9s3PMFUtc3J5geW6x1y9ytDaLqbPlS48faSAbav70QI2dOcZSKcYL5YohwGZgQReMSDSCini66FNd/8rd6+/5JjMPRO8Yutalio1njllINReFKEFOI4EqehJZ1ksVSGGTStMbB112dBlI5QmWwhwlwwrgJOwUI0Q25JIS9II/QsP2kqzqlBh25JU2uU73z7Fw188QGmpRrBUobJcw00nSKYTWLZNddkwSAtbQqDaadcml5opCrXqN0ho1H2UUi+7XPPl7FoINSsV87zmclfXgPpv/s2/4YMf/OAVt9m4cSNDQ0PMzc2teD0MQxYXF19Q/eWee+4B4NSpU/88HE29Xmffvn0IIdizZw/Hjx//rqQCrsU6I5ormdaaM2fOcObMGXbt2sXw8PDz7lvoCppeEHmEPgMEIJJIamjqaDmEUNOI4Em0e/+Kz0aqRK3xOaJoEccaIvQ+j4gjIjRGA0YMY9v3EYWPEOkigjRBIJC2QkgfgaIe5FDBE5iyvDAaOLqB6YKRl2ikFDhCYokQaGCLLAkrgyZiOZjmqeI3KPlVJBERghArbvgUrbSbJSIEhljTvEMr3ZaSkmrUdDS0028rRtCGV2tgxlsAjKNxpc3dvZsZTfVyrDzFA6XxywKpvnT2FG9bu42d+RF25i/4ognR6m/Ytm0bt1arvGV+nn/34OOcKF7suDRwbrHIVOEwSmv++JGnecfd2+juTtLtJij7AYcX59Ba0z2cIlt2qRT81octAY5j07U6zdHlAktBg6xt04hCEpZF/+os3pxPteS3Fj1CCNYO5Xn7niunVQfzGd5z1w4c2+ahw6fBglTKQYUa5QUoYfRggkDT1ENoRrxCgJaC2oCLsy7DLaODZGyX/V88QhREpjwjLrjCTUyANvUYDaRcixP7J5Ba0L8qx1KhRKSgUfNpVD0jaWBJRBTXeDqdy4WLvA40QiqXpLxYJd//0rMCXI1dS+qsFtcEr5YZoKmx83x23333sby8zLPPPssdd9wBwEMPPYRSquU8rsb2798PcFVzXKfdEI7mwpV/oVBg//79rFq1ip07dyKlvC7iZ9cyrudDnoVhyKFDhygWi9xzzz10dV0lsZ+aAmGD7DEhQlxUNUknz7ynQaiFDjSWR8P7Kr7/MH64F6HTROG3EVTizztoEWI1gdHptxGp1zBT+vdEqoHtpJDSFJPrOoHOnaE5SURaEjRZCgQIFOICpFmTvcB8xiVpNSMti2mvRCkyXfq2MCJfDe2ASeh1XFNISJ9AOfE5NUegybk+lbob/2UmHUuK2DG1rRnZ9LpJHBngqwBXmv250mZDZpB16QH+VB9Gc4liPlDxAw4Ux9je9fycUk3tkrs3TXFq3+EVFPfxgEDTEm1TWvOFp4/x7975CiaqpdhhSCp+iBSQ3ZokteQSLUSoQJPrTiD7bGp2iO9HjJWKRIGJXlLxcz9yWy+L41Wq8w3SjsPImjw3bR9iyWuQTl6+f6wRhDx+apwj03MEStGbS+NICZFmZnaRcsNr1X46M3lCaxxPY1UibCFwfMGsN0vedUn1J1merBD5YXtV0LwkHY5BK42jNQvTJfx6SN9AhkTS8JmZ902PVxRpEBKkgbsjRVulU0qzz850I4AUDKzpI5G+vr1z19OulVAzlUpdd5npHTt28OY3v5mf/Mmf5GMf+xhBEPDhD3+YH/qhH2ohziYnJ3nDG97AX/7lX3L33Xdz+vRpPvWpT/HWt76Vvr4+Dh48yC/+4i/y6le/mltuueUFHf+GcDRgJnWlFGfPnuX06dPs2LGD1atXt95/0dUuL2NXQp7VajX27t2L67ovvGFUDtNspkSkQJcBByE0SrugzYpXWyNo3UAHjxB4n0eFZxFyNZBEUwbKcTxgYb6FErCxWCQMx5k4dxtl770MrH4YLZYBiZab8MOpGJ8mYh0b42RMgss85LYICXVH02Wz9oJE0IevaggkpWCJUlQj0nGcErM+6o5PGRbmGKCgDYeZUrSOBRBqnx43QTFo32cp4P6hjTw4ey5eLZuztaXkXau3GCTWJQAPUgjuHBjl1PLK+gzmitOVtFkKLu2EOq0WGo2XtOVyZy7F38avt56IeOfigkckUpqDYzPM2zWKXoNQa7TQlD2PvmSG1Cqbe24Z5dsTE4ShYiSbo+L7BFpR9htU6wECwUgmR8Z1ma3W6V6TYnBjnt2rBhnKZji3tMzhmVkGUkmklK1/9UbA5x46xOPPnGNuuUKYAqvPAVuSki7Cktg2rMq7zFaMZk8+lWRhqYaKIlDgLoW4xahVMmksh0wBC7FTsTMOYdVIW+jmQjEKza1vps58xdlnxpFpB+nYFIsNqsU61eml9rVrBai6XYeSAq2a9RrR4Wxijx5nzzbdupZkut3AfaPZtUoEdLIEXE/75Cc/yYc//GHe8IY3tBo2/+AP/qD1fhAEHD9+vBVVua7LN77xDT760Y9SrVZZs2YN733ve/n1X//1F3zsG8bRBEHQigzuvvtu8vn8ivcty8L3n1/B8Hrb5RzcwsICBw4cYGRkhG3btr3gXKxyXoUVfB3UOFr0IXQZQ6YpTb1FzaGtzSi5iaj8IYiOIHQFB3DUAshV+JHJ9Yt4Sa1Rcfxgo/GYHD/C8vJGbr/9l0gmfwU/Oo8gwZHCjyOEZYrAQq9IkQkBrjZF/zY6rP3Qa0KSchBbbjU1WyIi7aCaTZei/Yl2lkPhSE0YuXHtR65wMiaqEfiRpB6FK75kEjjvTfDBDTfxlZnTFPw6aMXGbJ4Qj5HkAI689GP849tv5zOnjxJcYqGwptem3718wbUW+uxbmuRsZRE/CqnOFRgOHf7gnW/kvz3yJGNLbcipuIDyq2nHJyYp5iLSboKkZRMqhWvb5FyHpGVzcG6W6WoFR0hKiz62kHQnk2gVURMhEsHqfA4LScMLqIchCEHSdbFtm+50moV6o0VVEwQBx2YL/MEnHmPy/HIbdFAE5hrYG5LYliTl2qRsi/6sy8BADzrQ9GZSPH10nMVSDVUOcIsRLcLs1o4EPpBxbaJQ0behl5ofUPMDAj/EmQ2bOc/W04ICVfNJDCSQAhqFCips4qQ7rloMJIgaHsKK027NgmKzNhNT2QA4rnVZIMSNYjeaumZvb+8VmzPXr1+/Ama+Zs2ai1gBrtVuiCqaUoqnnnqKMAzZs2fPRU4GXt6IpvO4TQLPffv2sW3bNnbs2HFtxUhrDSr1C2CtN/sVvSDSRCqNRqKce4ky/wHV+CuIjgAZlHbQ2kGpCm50Fos4/YRGExmIs0igCYgiQRju4J577olZY10S9mYUmkiXETjIi7Rl4nMWJuXR1p6RCCwkCQQ2oS7T64yQtQboYR3eMi3UUtOE0Lgy7PgbkpaPLZpFZxlfT5O2U1rgq+bxdOuoGs2cV+KB6ZMseDUirYjQnK4s8pnzJ7G4PJ5/TTbPb9/3arqT7fPMJWzuXZdnNJfl5vylyVcjrXhs/iz7liYhUixOzVDwa8wOJrHyko//0Nv4zAfex6ff/15WpdJcUsEAqGcNQs5v1PHqdVQYYivFXK3CVKXCRKVCxjVNo5XAx1MhkVYIIbGlxJKCQqNhlDU1BFGE0pqeZBIhBF4UkU+lSCaTuK7L2eUSf/focyucTGtoCsJzDcIwohGE1P2QeqgZ7sux56a1ZNIuAz1Z8tkkKV9c4pxEa4dhTPs/P1OhlBD4ro0z37jY2TZ7bTQ0lmsoDcoLLt5tp7+xBJZtIaRAOlYbZt10NkIgLMngmj5OHzh/6Qt/g9i1gAGajualBD29FHZDRDRSSnbt2kVXV9dlL/DLUaOBlXxnURTx3HPPUSgUrguBp7ZvJcrcBNEZ84Ic4fhz3yTXNcTq/rvilNk3gRSaBJoGmuYXVZNgAZ8ECq+JLUOrOlor/PBudu38IeQFq31H9iKEg9I+UjerORd8+ZFoQSvVJREIYSMxrAVKN+hyslSrDmenjzGYW8WMmKSh2xGn1pAQAUrQcliWEHS5aRxhMxdPOKqD6mYl+0CbRj+ILEph3UBq41nJuFbN34w/w29fxmEAvHH1dlIJeGzuNJWwQcKGnJPm7t6NbM5eGm0z26hwrrrIoJVmenycbCJBpqefQ8VZzlSW2d41yEi6i/sG1vFzr76H3/jywxeBDrryLl5SEUWChpbk7TQuUPI8lqo10sJmc66HUErqSrHcaBCoiLLv4UURrmXRl0oRRBH1sK1TvSqTwRKCxVqdUCm2DcRMCUJwbG6RhemVYIUVtZcIKrN1nD6H0LJAKPrrDYoNj/WjPWwd7ePURIHvlE4yO+ddsJe2eZHC1qAjhagEiKp/acRFx0d1oAi1wk67ROV6PGRxAQtGLBttW3hesEJLqU1PA5ZtINHuDQxtBjNfvFD+xX+OEgFwgzgagJ6enivCiF+uiKZ53Eajwd69exFCcN99912kpHfNJhywt7X+9KI1ZCkSNT6NVtOgiyBSaO3R5DLTrcnWsDFHcgNKL6NUnTBMgLif4eHfRsqLH3JLZulNvImF+heQUqEjm4QQKBESdHZ5t6oQwqTkmlCk+DWvJFk+luPObT/A6pHVZJb6eXjpH2KdlXb+LGWFpFEMOWsIyHOsMk6oPaBZ9O+IgjqqQM1RgCaMGws7UyUCgdKKZ5bOXfHyJqTNqwa2sz4zwHRjGSkko8keVqd7scSlV5vloEGt0aA6O2Oi654szy3N4kqbhGWTd1KcqSwSKMUbtm3m57y7+dTThyiU6wgJo8M5Vq/JMduoYiNxpcWqZBZLSLTWFBsNunBYIx0ePz3FQt1HOZooLViKIobSWbKpBELA2nye9V3dLDc8js3Ok7Edzi4vk3MT3LNmNVv6TO+OF4Ys1eokXftiReaO33UlIuixEAoaYQhTC8wWq3Snk2wY7OGWLcNMny4we7xwxeuqQlMzEfOG41s7FtoPL50iicssbsqma6SXmYVSOy3Wea/SLlFN4VUbbeRZ8563ajTCfB+rDW57/c4rjvHltu/JOLfthnE0z2eWZb3k8GYw0VapVOLo0aMMDg62UHAvluVSh8knvor2A9AW6BD0PEonaFZjVIu9zKx0HZHl3PR/Zmn5DDt3vo6entHL7l9rzXD65/GjBUr+E2g8tJYkwhSB3wOJZRAhEhsbgWEPM0ADrRUKH6EdCqdT3H7b7a2u5S47x6bkZk7WT118TDQ1VedkrQhoLCFIyYCaWukIHRl1pM+anzX/N47F/OwMetPW868YE9Jmc3YVm7OrnndbgEapwvTUFNsGVzM8OMjewhRSmObItO2ScRzW2t2cLhconK1TSXpsv7WXU0sLuLbN5q4eut0UAYr5WpWkbbEml6c3kaJQr7GzZ4DT08t89okz1L2w1RoiXOgbley0XeqWZN4PUQqWvQZSCt6+Ywvb+/uxhKQ3nSLfsdhxLYtsIsHg6i6OHpi+/MkpUzephz5J26YRREwUikwUihw+N8uDjs3Gnu4VMOKV1oRAa4TS5onUxJ7ERvsXaNq0P0IinWBwuJ/Rd+Y5/PUjeNWVNVev5kGk0ZYFRLEcdHMfHT1UkSaVS3Hv22+7qvv5ctm1qmt+L6J5Ge3lSp35vs+5c+fYvn07a9eufVFzp1pX6M1+GUfMIlUaRBJlbYLoOQy6TBkSQsDMBDYQEobHadTPcvvt772idLXWmpp/krnaJwnVedL2BlLOdtL2XRT8o2TCkKXGUcK6TRBGpBMVyvYyCB1zDIDWglzh9Wy8ZZAD0V8yNzmGLZPk7FXouB8nPtqKY096FcBtIcQSFoQ6QgnRSp+5MiLSspVCazZubu5yOLLUgW+NG1ElgrcMXZ454VpscnKSmWOnuXl0AyVHUwuDFvLMkpKRVA4hBI6wmKtVWRIeO7tXMV4tMZDJUvIbzNbLZGyX0XSORhgSKk3Bq5GxXW7qG+TmnkF+5At/R8OPI9RmPSUAq5IgvTFP1vdZr6FRLiGjgI0DA7xmzRpyl+GYsqTkpuEBpool+lZlKcxe3O8D4OQdbAEkXBKuS6FcjVmQFSrULGLE6XrXdrE4VrrkPloBa4tRIAYaSomWEnGJ3hfLtRkY6ebVr9vG7Xeu56l7t/K5/+8R6qUa5blSrP4Z709KE8kEYQxYEWDbEEU4CRuEZGBNH8nMjYs4g++uRvPPzW4YR3M1KpsvpaNRSnH06FGq1SqrV69m3bp1L/5B/W+SdU9i8JseaEOsr+QapJoj1Mvxhhbm1jWJFyU7tp2/opPxwxkW619lpvanKO0hhI3WGk+dJlI1FHlSTjcNXEjYWCJLw09j+w7VACLLw6qvJVm/iaVVT/Hl4rdoCqIBzHinqMUMzW0CznaKL1BtaLKI0WlZJ8SJQspBChVHKikrRGlBxs6yM7eapFUHfFJY7F0qrXBjO7tGeP/a+67LpW823Z4/f567br8DkU3y1MJ5pupFPBVSCwPWZbsJlaIUNLAQFAOPbV15XEsikWRsl1rgU4vM9hnbJeXYbMh287a128AXRIFi/9kZao3gksHC/EKVd27fRX82zWMT45yYm6VQqXDyxCm+duQo23t62TEyzO61a+nJ51d8b3YODVD3Q5JvtvjKZw5Rr7Zrb0JAIu3Q0++iHItGZNQ5wah4SiGwJDi2pFz36VqfhrHSxXA6IUykYfQn2nc7bvbEiqU/O9AI0rEYXd9L4+wCX/zTRzh33wSRgIHNqyiOzVOaWY6juo5KlxBgWRBFtEiJLAulBd39WXqGuq/LfX8x7Vr7aL6XOnsZ7aV0NJ7nsX//fqIoYmBg4PrVY65kWoP/LYQICFUeS8ROQ9eQuoS2diKiY2gdCzzpMF7/uUiZBiYvu+uK9yxL9QdY8h4k0lUENgKBlGm09in7D6PlTsMtoKuEqkok+rDsNDknS3c0wtL5VTjhBk4Of4wwVOgV9Rzz04AKnI4JVLcimKQFQQgg2sqRmMhmc6aXvD3Mc+UxfOVxW34Ht+Q3MNuYY7JRJdCa3b1pbu0Z5US5wrJfZnNmlG67m7+f3MvrB7czmuq+5kvfXFQ0QR7NL/r3DW3laGmWauDzZGOMo6VZxu1lbClJCpceJ0neTWAJiS0FRb+ORFAOPRYaNWZ0hR43xe6uIT76wJMcmpwFTPQR2iDDmE+y4xHQWiOV4IsnT/DszBT5RBLtJmgkFMtaUatVOXfmDN85fYY7eroZHhykv7+fvr4+LMtiNJ3l2aWInTtHqFU8yst1pJBs29THeGOBdFeGpYYirDYoBV58XI2Uhqgz7bhISxLZEpGUaE8hpMCSEmkL/HrYcdvN4Fv/F9oQ12Vs7CBCeYaGSPkhY4enERhY8uzkIpECpyeNd34uTr0JLiouSWFIKzqgFkopEJqbX7mFG92uJXX2vRrNy2wvVY2mWCyyb98+uru7ufnmmzl27NhL4+B0GfQCWieRwotr8RXAByKkHkS6byHy/k+rmdNEBjYIhZQb27vSIcQEL0G0xFL9y0SqSqjLxskIG60DwELgoqij9SwRXTgiD0IT6Fk0aZxoK4tjqxgc3MIh+0/ROkSpi788Gk1CBtRXqHC23dC29BAHK0UCpWIG5xhTJiS78zsYcHvZlu3jRPUYI8kMFpJqWKUQLBHpiEgbePT2fJaHpxWfnThieL+05k9PfYsPbX4tP7ru6qk0mhaGIQcPHsTzPO6+++7WoiLSiqcK5/lOYYwDS5OEOkJqQagiEsJGWpqRdI6xyhLn9BIFr4YXhRQDgwC0hGB79yBvGNnEb//9I0wXy+1jKgVWPK9ekGVyHIsDizN88/w5XEsyX6sysVyiK5FgtKsLDWzq7efQiRlKlQbri3NsmJ1HRwEzZcFfP3SGqKO2kU46/Mr791CYO4+oDyKdBI2FIjXfJ0ThhUb7xhUW2VSidb8cx6J7XZ6lk0sIIZCWaBfoAXFRMT/+O21DPSD0wiZ23TgMIdCRIvCjGOOoCZZqEDfn6k7W5iuZNo+86qmyd+/eS0oh3yh2rRQ0fX19z7/hPzG7YRzN8z0ktm1fE2X/C7GpqSmee+45Nm3axIYNG66Kgub6mUDgEOo+HDkBLK98V51H+BV008mYBgOgilY2ERblyn8hUnMobKToxrbuItQ5Ir2Ia62P0xzNmU2aCERbaBQpay0R3VTDMaqqiqd8tI5gMWL72vvYq/8HXtjg0q2JZiwWkJMBFeWumD9zls3q5ACrEpv41tIRymHFbC8kd3TtYsA1gIKIgDWpddikmPFmmPXnqUd1hhJD9Dq9KBRPL8xxouzF9aI2EeQfnXqYHV2D3N6z4aqvuOd57Nu3D8dxuPPOO1cwbZ+vLvH4whnGq4ssBTVydgJLShwpWJft4Ux5kaPLcyx5HoVGldF0nqFMjt4oRdJyWJ3J88Ett3Pk/DyTS3FjrWgn/jSgbVDeyiu6ZWMfRxYXSFg2g+k0y40GjrTwlaIWBkS1iL9/9CD1eoCUgkc1dGdT/MYPv4rf//iDBGEUz+tmr9W6z0c//Ti//4tvxZ4s8tmvH2J6fBk/iiAtUBmN5VjkcylG8zkm5otopWl4IYPru6nP1GiUPPxItRwOjWgFA0D7CQClFaIRdqTWYmuOqaP5kzAyhf9IXQQPNze2QwBHgJtwiCLN7lfdxKtf9yoKhQKLi4ucPXsWx3FaTqenp+clkRF5Pvte6qxtL//duEpr3rAXQtl/taaU4sSJE0xMTHDrrbeuIKmTUr40jAQyB/YuHPEcgosjt/8/e+8dZ9dVnX9/9znn1pm505v6qDerFwsbbIyxsYUtAzEBEsAk8AsJJDiBEEggJCQYHJK8DiUQSmIgEMDIGIyNsY17wcYalVHvGk3R9Dtz+yl7v3+cMnfUNZqRR0KPP7almVvOuefc/ey11rOepVQWx6vRiCIjQ6kUJiYq9zVv+XIAA0UjBbEJoc13ZagiRESfSs456CrZvPqOIAtoGNo0CnYrSacHU5negmCjVW9mOwfJOsOfgSbUCEGQDyEEtUYNNbZGvxzEQRJFo0QLI2SEl4f2kXcyw0k35dA8tJWEEafEiNBXyJJ1QhhaloZwBbXhWsJaFFAUpJvmOZAajuaG1y03hvr24SfR9TyLSudgnMItACDnmOzuO8rLe7ZSWZLgqvkrThjnsGuwi0OpXnLSwhA6uqaTdyySZp68JdGETl2klBAGjpKYymFGtJRppRWUhyIcziQZNPMc7kuiaWLEZj3wjBMgNECCEdKomBSjfmoZIV2nJBSiPZ1iIJdj0CoQlTodQw65nbnh9BXujJpkOsenvvck+ZzlSsC1os9GSXpTJs9v2svGxw/RP5h3B6cBoTyUWCGYGqE/nUNZktryEuKRMKFBh32/accyHQi54ZcSgkkLaujZcgyJRDnebagUShPY1WH0vpx7PYQ3m6b4HhbFfT3KPfmSKFj2Cf007mwaz3JBuB1UWshAM2Dp6+YRi8WYMmUKU6ZMwXEckskkfX19wWDEioqKgHji8firEu2MVgxwts7NFxMuOqKxbXtMicY0TbZu3RpM7Txe8VHcsDnuCL8Jkf0+vlfYMAQODkr4SakwPtFYFLz5LA7uqDKBm25rQ6pacAZATSYrOzFU3lviCsHrgkFIm0PWOUrK6cZSJv5ALF9HXJCDKMLo6N4wA9fq5rhRWAgMIqEEU0rnUVAZMuYgqUI/Wq6MA515+sr63ShRaK63nZI4SvLb5HbCooYD2S53gcKNVhqjVVxbvZyUPcSQPeQ2b8phknUb+lSweOVsmx2p/WhoXJGYx8mQtvP88sgrbGnbS2VZOaJC8Oue7aysaGJRUePn0WySnLSoi5ZRcAbQEJQZEfpyWZSuMzleTl2slE6VZmpJBTnboiwcpioSCxZNiaKxvAxHerKJ4xY7oQlmL6qmrztDLmeRGiiwY2cX0xsqUTFFZyaFUO5moj+fR88rQtnhxkW3rcSNUlNZE8NrnldKeaMcQBMaEkXz3n76B3MIFJo2PMfGStuUdxg4vXmy5OlPFLCjETpbBwJyNMI6ugDHUfS1pZhy1TR6t3aRTebc8krUIFQewU4WkFKApnsqslPEv159TkmJsB2IRsE0g0mabsrNGe6hEQIUmHmbRWtnsvbGK0a8nK7rAamAm37q6+ujr6+PgwcPEg6HqampoaqqisrKyjE3rDz5KarL8uYiTBiiOdOOQ9PcxWks01ipVIrm5mbKyspOObXzgqrdtASOqkKoArpeAITrfaYUIz1BFOD+3Jc7C/z+GgGEENhoRLFVDzCAI920RhSF440xC+kzCGnlOEqRtDspSMtNTXoFeze9ZqN7bXghwEEhhSCEjYPm2cdogI4DdBT2020eYUZ0OZ32AIMqTVlJhFwki8gJhBLuMUt3DqildDJ2joLsBASakp6AQNCR72dP+gjrqpZgS5v23BDQDSiPXMVwvkVAxnaIiRiHc+3MLplOTD9RxPFi63Y2H93DwroZ1FXXANBnptk6dIQp8WrKQ6582NA0NCCuhygPxxgwc+hoWEpiSoeKcIzGWAJbKg6lBjCEIOe4C+WAmcOWDrsHesiFLMpiYTJ5a8SuXQDVpTH27uwdvqQCcpk0ncfSlCbCzJ5fQ9Y0kSpD3rLQHL/hZtghQSoZOLRoukA5w2SDcHuPystidHblglSwctxQxA0aFMm+LAbudzCVzDEkc0V6QtdyBl1D1zUKOYtYIsqbPrCW3ds6UEqROTpI+85upOUMF/Y13TXHdKR763rTM10NgXsewnKGU2nhMMJxwHGCYx/+sNw7YuaSyXz0P9+Lbpx+8Y7H48TjcaZOnYrjOAwMDNDX18fevXsxTZPKysqAmE6n1Dwf+JvTy2IAFxOGaM4GY9lL09XVxbZt25gxYwazZ88+JdGdzr15zCGqkNSATKLrZqBCEsLNYXtZFtyIRS+KKAQKw/t5KJAXK7JIcmhKRxeNKHrQhcAggaaVEQstRYgScvZ+dBXFtjKguwuOG7HgzZhSLnUJCCt3p24L0JSDqVxJs4aO+xtJQdpsSm1DeASVddpJ2QaKEJow0ISG6Sgsb42xA+sZl0B0YbgpfqU4kO1kVkkjltT4n8NbPGIdNuMMPjoFRzKDPHasjesaG8jLwglEc/jIEV45soumhinUVdUEP68KlXAk10dPYSggmjllNWxLttORTtHWnedYsoBCEi81aKiJURWO0W9mSYTDJIwwR7JJysNRDqUG6Mu79jB7ZB+2kixaUsv2lh7S2eH62uSaBO2dRX0qx91+mSGTnmNpqutLKAmHMW1JKCTIa3mEGk6f+p+BrmksXljP9m0dQVrTwRUlfOC2tfz04a2u1FgI7/p69i9KFqVilZvtEqB0EEUZXMeRaLoXbUpFLBZh1ux6jh7u4cCeXv/pIy+K1w+jLMerz4w81+GeG1carcJhRC434rsYvJohuP4Pr6Sk/Nxm1eu6Tk1NDTU1NW4fmRft9PT0sG/fPmKxWEA6FRUVY9aM7a9Tl/toXFxURDMW0YVSiv3793P48GGuuOKKM06Xu6ARjQiTkzcSke0omQLhIIT7RbSLIhf3y+f2F7j5/jAQwyUa5RX8NWyZ9nLcMXRRiVR5733c3aVUaXSRwMwL0v0VlJaXkRT7cCd96pjSwVSGp6KygTA2Eg1FFI2y8CIO5Y6iYaA8twJN6GRszUtpKXThzqSJaZKsVNjYaEpgFY0fQI1cZR3lBDt2gU5tuJqfdbRgSYnQIIxDwT7+1nUfv7m/i9fWNRDThklGKcW+ffto72hnytSp6OEz3/bzEvVMj1Tzg5Z9FCwnWPDMfoWVy6BoozQcJix0QprBwvI6ZpVVUx6OYTu9OEoyUMjRb+aRYUXjkhLqZT1vapzDosY67nn6RTo6h04sgHunohRkkyaTJiXQhCCk62iaINoYptAxPADN3/zPn1NLOp4jOj1MocfGKUj0uMbcRQ3kSxVLFk3mSPsApmUDAiVUUKvRBBiaW4dxfNeJ44hP4ZJNOGIQr4oyZ3I1qq6SbS8cdJs9ndNsxjSv90YXwyObhXAjGJ9UvBM5vuHTPwwtZLBg9YwzXrfTQQgRzBaaNm0atm0H0c6uXbuwbXtEtHM+bQ2jIRql1OUazXjjbIp15ytx9qWsqVSKK6+88qwu6IVuFM1Y13D0WBtNjU9QEusEbG/H77dHCm/fryGERlhfTsHZj/ImYyplYSmwECiyXr1FookwQoSRKu91W1ugQvQn95Ma1JledxuF0MvYhSHSThcFKSkUk4GQ6OTR0YmICGEtSsrp8I7FlSsHdvUjIi33uA3NoVQ3yTiuhHbY30DD0IJJwh681JgS1GbKSLSXciyb87NLx9WG8D4VfwwxhCgjqrtd41JKtm/fztDQEGtWr6HM7OKVgQNUhOLu4oqbOiszotRFyoNXrI+W0dVnY9rOCWSQyTlEzAhl8TB5x8LB4fpJs1hXN4O2zCC7BnroyWcYKOSpisYwhEZIaHSZaaKVBlOryplckhgWBRxfkvNg2Q4F6TClLMFh6SrFps+vpjeeJt2WJ5+3KImHmTenll41SK4giU0qxaouENd1BIL9+SQdv9mM3OeJAI5TiwklCGmCsKHjOBKEe68XC078KEUJQbwyzNEX2vjyM0epm1xOxCNtdTJ1SPAmIijqj9xTFGvNPMb0/y1+LlBeV0LpOUYzZ4JhGMGESn+R7+vro6uri7179xKPxwPSKS8vPyfS8BVn5ypCyGazxE/h/nAxY8IQzdngfFJnmYyru49Go6xbt+6sXVWPHxMwnkilUuzduw8pV7Fw6V/g5D6JtJ91ZcjYQAhEDKHcxc9SFtLegibKUaIchU5WZrDxmznBjXDSKHUAXUxCqmMeASXoSx7FLESYPvntxGJlZKypGIRJOb3sz21i5AroF6EdhIASfTJCZGgnifQc0ZRXuHZvq+Hn+V0zJbpDU7SeHqtAWz6DrXzl6ilWWqGYUzeNF1L7abeS4KXzTvbVLc7KLCufzZCVwbFtDuzYh+M4rFmzhnA4zPzIJLrzgxzN92GgYStJTA+zoqKJ7kKKVwYO0W9mMITBb462IdXI9/PfP5dVrJ7tige68ymGbFdgoQmNjG3RX8hREy3B8BanqGEQsXV2DHRTYoSxSuRwzeYkJ2RogqpKV94solAaCmNpbuIwOilC9bRS1tRP4oamGfx2y1YeaE9jGGHXsDMaIaLpDGbzIAR2h0kumUeEQVPCnREjFZqhEXVAWgoM5U0zdc8xrOmE4xr5go3jSGKlIQxdMHQ05RXzBd1dQ+iGhh5yxzArqYL6y0n1yseTkX/+0iVbgateO2F6iYB5axuRUmJZVlCvHUvPQSEEpaWllJaWMn36dCzLCqKdHTt24DgOVVVVAfFEIqe3vxmNEAAuq84mBEYbXfT09LB161amTJnC3Llzz+kGvVCqs+7ubrZu3UpDQwP9/f0YoTiOvB4pD4NMg+oEDFBZpHIoYHuLXhRBCEEOxXRs9qBw0yPF33Sl+nFUibtBVLUMJWchrSZmTF1LVjWTynUAAqksLJnj1JohhVQmkgxlRiWV+hD9jhx+JwEh4WApHYlbCJZeLSFtG/RbnYAiJHRsZbjzcdDQhUQqURS3gS4ke61WNuWS6JrEkZ4HmlAIoTzLkmHoQmNBWR0Hc4f5TV8fXceOUReq5Oal1xEOh3GUgyE0rqldSHuun14zRUQzaIhWsGOog5f7DtJVSJGy8rhGoKdxE9cEccOVRIc86XPBsbGkQ0gIhgoF6mNuUdeRipRZoCYaZ/9gP73ZLOmcSUVFlIFkvvijBQEGgkQswu1rF/NKbwdTShOUhsOYjkN3JkNbKsXi2lpuaprB4V27mFlby5poCe3JIdqHNOrLSmntH0TX3Ik++e4MSoER0lFKEdLd8RC2I1m1fDrbNh+lUHAzBaGQTljXsfM2puNgGBrVUxNUTSnl4NNHUUKgNEFId1/bNiVamYGw7GE184hbT7gyZa9XhuJfFY9oFt61j0TAdlwFmkdY8coYN7/3KkpLS1FKjVgDiieLjiVCoRB1dXXU1dWhlCKdTtPb20tHRwd79uyhpKQkIJ1EInHC+49G2myaJpZlXSaa8cR4pM6UUsFo6EWLFgWzsc8F4506Kz7GK664gkgkQm+vq0TSjBUIrdZt0lQOeATiRiyuOktolQhRhpRgOnsZli7D8WSjCYHB1RzZt4ZE6QIWLFhAd/67mE4nUa2Jguyk4BxjyO5keO9+YkpEw8GUvSigWtdJS4lZ9LBK3aHf1nAQOB5lpe0QtufPBm4qLQoUpPszV/bslo/81gkJ9BRySCXRBYR1ieloCAFhw8a0iqeAQoMeZ2VZKUcG28l0D1FWWopZrvFoMo63WQAAhK9JREFU70uU6mUcMwcIYVAbKWd+2TTWVc1BCMFv+vbzYMdm8tJmwMwQ1nUqjBLqq2yOdJonRFEKWNTgigkcJck6Fo5UfP/AFvrNLCknT04VODjUT1nI7QOqjMTQEPRlMuw50Ef3QMb9dN2xMO7CrQRhXePa+U28/5qVWLqkPZeiNBwOnJrjoRCxUIir6xs4uGMHjY2N6NU19DZvZV8yiWnbGFkN25FIqQgbOnlbeQKAopSl932rqy3jm//2B/xm0yFyOYuF8xrIZk3++39f5Gh7P44AZcDQ4ZQ7qtu7Ro6UREIGygDlCOqvmoQ8OMhAZxYpFUoqdF0QC4dIJ7PuVfeGoAn3xveaNZ3hKMi/Z3Xds59xwND5vY9cy6LF7kgAv2lbShn82V8T/ChnPKKdsrIyysrKaGpqwrKsQD7d0tKCUmpEtBMOh0c9IgC4rDp7tXEui77jOGzfvp2BgYGTjoY+W4yn6syvH/T19QXHODg4GLyf0CdjRN9DIf0F/xnef6W379dAgaM6cW1phklGBEvjsBuA5qxiz/brmDF9jvuFkd2krF0M2m1k7JeQWIRFHIMoguzJC9W4ejepChScJK2WwFKgoXmKMEUBh7qQjabVMWhbWNImyYlfupDmeBM3wxRkKCCYYfky1ISrOZJtBwWGptCFg6Pc2kbMsHnv1NcTFQmqZYSBoXa2Jw9QbsaIhcOUR8rottL8NnkAhaBEj1JixOgtDNGR60fWLmFyrJanenaTdUxK9AgZLURMMxiys9TWRhgcCjHgmVP6Najp1WVUJkJ05VMMWQVK9TAHUwOENJ1JsQR1kVJ68zn6C1kqIxEqI3F0oTFQyNF9NENPMjuszDY8Sg9pPP7n7+FAdz/ff2EbH/ruL6hLlLCoqY4kebqzGcCVXc8tLSV54CCzZ87ELC3jgV17cZCUxyIcTeY5MDCAIQUhTac0GiZaGabQb3pjFtyF3vEW6YUzG6hIxHjT692FfNfeY3zhnkcpmDaaoWGZNt2HB0GqoNSiAOkopHTdlTVdI1aX4N3vvpZplaVs3bSP/bs72PLSUbrbMm6BX9MIGQLHcpCW933SBBTfF/7MGU2A0kATNC2sZ/3vXxM8xCcQfxGXUuJ4kmj/z8WPHa9op6GhgYaGBpRSDA0N0dfXR1tbG7t27aKsrCwQEpyLk0km417jyzWaccbJJu4V42xrNLlcjs2bN6PrOuvWrTtjPvV0GK+Ixrc/UUqNGKR2PLFp4dchjO+hrCN4LXgICl7PjELKYwGR6AwvBMNWMx4UtB+uY+GCpYHSzpR9HCts8gaRuc8yVRZUFp0IJ5ks4kqshUJDkZMGprI9VatPDe5zMggaSWEYgn47BCd5LXDTYHHdRCkDSwmKknCUGxHW163llYGN7nsLv6PefVS5EUHTB2mIlbKyfDY/P9iGnhTU1tUhhODI0DEOWT2kdJMqowzNifFsR4q+XBIBPFrZxYfmv4YhO0eZHkV6deiQpmMph4IyuXHpFNp7C/QP2kyKV3Dt9OlMriphf6oXW0mWVEyiK5tmj9nLjHgCcGfDXNs4g5d72iiPRKkIR6mOxplZUsnj3YfcxafITVNJRcG0+eazm/jRCy1BratrKM22o128YelMblwxB13TiJomA4cOM3/ePBonTeIH27ZTsG0W19XTVFnJ0fJydnX1MJQvEEUnqhtMWzqJrc8cwXEUmhBYyt2ozJ1Rx5VLp4+4Hv/zfy+SzhZcNwM0pKOGay6+eswXitlu6ssxoLNriJBhUF1TzpSpk/jef/6GTKpAoHoWUHDUSTzSRtwM7ut6vVy1k8v563//Q4zQqSODYiLxIxzHcYKIx/8u+ZHOeEQ75eXllJeXM3PmTEzTDEgnm83y3HPPUV1dHUQ8xztQFMOXNo/nvKtXCxOKaM6Es0md9ff3s3nzZhoaGliwYMF5XzS/RjOWHmtDQ0M0NzdTWVnJ4sWLR4TYxxONUgrlDOB+XStBCHRyOCqJo3ydlScFFmB4irMRUKCUQdOsJHWVw/Y6vR7JuP0u7uu4i4JNhS5JSQNL2a5QWYGDRl4Z5BDEhOYJEPpPujlQCvock5guiYkS3GjsFL1KAhaXltBjwYBlIhA0RsqYFq8gauR4bfUinu3bgaP8Zcul2xvqFpEwytiXOUSqd5DBYwNUNlRTW+mmtdqNIRL5crL5fvIFwTM9yUCZpoA9A0n+9pXHWdpQQsrJogkdSzrY0vNaUA5V4ThlkyLcsHwRCxKNwTGvqp4S/PmHB7cS00d+lSK6QUO8jKvrZrCiehIxI8Te3t5hkUbwP/cnmhA8uGUPjnQHw+ma22ypUDy+9QCV9XFWV1aQbO/kisWLqa+vZzCfpyeTpTruNh2WhMLMr61hbk01u3p6WFJbRypXYDBvsu762bTv7qOjY5BYJMT1V87lD9+8klBR8+PDT+ygZVcHKFcswHBbrHusmitPDm42XwGSd8i29PHSbw+yuKmen/zvb0gN5dEjOuGQRiFtBvdI8HqBwky6xpsjbh4Ix0J88ivvpn5K5UnvmZPeR6eIdorTbe5bj0+KDSAcDtPY2IjjOPT19TF9+nT6+vpobW1l165dJBKJIMVWWlo6Yk1Jp9MT0hx0LHDREc2pfMeUUrS2trJ3717mz5/P1KmnniN/LijeLY2FdYXfKDpz5kxmzpx5wk2laW7Hv//FdBwHhAFo7pcShVB57/fDQl+F8kxoQCKQeIk2JRBOlJgxHd3oxnb2oenTGSi8QHf+UbfOIzTP8VmCEh4lKBqNSbSZ7WSVazdTLCvOKyhI3+zq5MgowIGYsNy5Oqd4XEhAWSjEqso19Ju99Jm95GSWXrOL5/qf4Pcnv405JZP4RdfL9FspGiPlXFU9m6mxSpSSmMk8u7MHuGHBG9haOEB3YYCqUIK8NDGVRVSPcCTvpvaG6dQ9z5Rlsn/AZlJZmKyTJ+dYZOw8mtCoCyfIS5vGaDlKQXs2SWOsfMRIaYDaaAmH0wMjfmZLN2qoisYoCbkKx9nV1SRiUQaz+RPIWSrFYDaPITQQeKQ6HKG2HGinNdbKH6+6kn5d57ndu+jNZjmaGqQ+XkJZUdRuOg4l4TDrZkylsayUVMGdphl/Wwjpp8COO4fkYJbv3Pdy8H7F2QUlBEIpd5x3EXwthgCUpXjywe3c8ba17N9zDIQgHPKkz3E1PE2zWDYtAKGBdEbeRkJQN7WK6XPObiLqqXC6aOdkKTb/z2MBv0ZTUVFBRUUFs2bNolAoBLWdI0eOjLDOicfj42Y/87nPfY6HHnqILVu2EA6HSSaTZ3yOUorPfOYzfPOb3ySZTHLVVVfxta99jTlzRjeeYUIRzdmkznK53Ak/l1Kyc+dOuru7WbVqFZWVZ78LOhOKzTzPh2j8wVoHDx48baNosaebEAIpJUJfiHIOgCogySKEg6P8tkzwE2WWgkJRcVwpgQ5EQzVEwktwVAcps5nD2U9jyh4K0kLioCmFJsJY0vRaPt0CfdJsI68M5AmRiIZUOimnPziC4+Gr1jLKcJtNhUCo4/3RXFhK0mumOND9HH1mGqkEGoKYDnE9yQNdP2RZYg0fmfl6fju4jcZIPSV6KVJJ2tvasSyL+sY6plY2EClEaRnaT5fp+pNFNVeE0JXN4U/H8XfV/p/tgkDqJnFNQ9dDmELSGK9iZWImSgi68mke7NhORDOYVlLFdXVzqQgPW5csqKhjz2Avh9MD1EZLcKSkK59mSryCptKq4HGGpvHBq1dy96PPn/Qzsw3QraII1Ts+pSBkWZRMruWpni6GjraiFEQMnUGrwNHuIaJGiLqSEmwpaRsaYkZFOZMSZRiaO/Y5uHKawLRsnt9ymCOdA1SXl3DNqpls2dlOLm8RjoUoZK2Tfw9PkCfjqsU8e5l0MsfBAz0o3R8JYKPrGrYlh09GEyihg5QucQlcBwHHr89oCKVYc9M0Dhw4QE1NDYlE4rx3+WeKdsZaUHCy9SISiTBp0iQmTZqElJLBwUH6+vrYt28ft99+O7W1tWQyGbZv387ixYvHLLIxTZPbb7+ddevW8e1vf/usnvMv//IvfOlLX+I73/kOTU1NfPrTn+bGG29k586do2pknVBEcyacrF6Sz+fZsmULUkpe85rXjPmQMv9mO586jeM47Nixg/7+ftauXUsikTjlY/2byzRNwuGwe9OHb8C2fwtqAFQeVwDroDztmSs5dkkmWKb8FgUhkCKCECGUFBzJ3ocp+zFEAjQbW7p9MI7UKBTHRwpM7/VOWPj8wc4CdKVjM/KzcZMuw8+RKobAnyh54gLmSI192QJSWcFYZ1AUbBi0DWyVZMD6NVGthLwj6TO7qTKqoE8jLMJUNFZRFa0ipkeZHm9EojiQaaM7a/NSVx8DpoUldfe8GBZK+J/VpEQVq+trODrUQyafI2/mWW6XEXUs9mgppiVqmBKPkXMs9g51oQG3Tl4SRDaT4gneNGUuL/UcpSufRkewsKKeq+qmBxJoHzctmsO//foF7KJ0kRAuAdhK4WgK3bOsU8q9rroGKxfN4piZY0dPDwuqa6jxCsbV0RhPHzlCS28X0/MVCAFTEmXcMHtW0MNTjGN9Kf7uK7+ko3sQoQmUhO/+4hXWr5vvPkAHTjReBkcdZ7d33N8BaUu++9/PMtCbAVvipIuzD94sTj/lpukoy6sC+pdccwUANVOqeP36lfT29tLa2oqmaYGNTFVV1WnrHGeL46Od4n/HQlBwpo2ppmlUVlZSWVnJ7Nmzeeqpp7jrrrt44oknuPLKK6mqquLmm2/mrrvuOu/5NP/4j/8IwL333ntWj1dKcc899/CpT32KDRs2APDd736X+vp6HnjgAd7xjnec8zFc1ESTTCbZvHkz1dXVLFq0aFxcWf2dzWiJplAo0NzcDHBGYYK/i4zH47zwwgtUV1dTW1tLTfUS9OgdOPmvI5Tb0BYSGrYa7lq3ESN26r4RoQJM1YNhH8KkHFMeQhdlCKFjoBERcQoqg4U/LM1Ts3m3hhiZ0/BeU+GKl0PoQmApLSjiFxOT/2xdFI0UPuGcIS9DXgH8xB2cAgYsqMHCEBaGZlBwcuxPH0Q3IpTGE5AT6MLgNwMttOW66DYHSeYlP2tt9xpIQdcljq0Fr+m/ukJQExdMilcwraQaSzp05pMsizXxePsurKE0bX1pBmJxyhMJ6mIlHMn2051P0RBzNwx526als4eD3UNEDJ03zp7Fwuq6E3akecempbfbTU3qbt+Pe6ncqEAHwiENR8qiFBe8dukMykpi7BwacCXlRUaQkZDBisZGBgt53tjURGU0xozKCqKncDj/8v89R0f3IOGwjq5pSKVIZQs88tJe9JAgl7WQnhhMBJV8N2vr318KfAOB4Yuq3E9zy+ZWhGf1oNnHMZEvJvCh+4ax3gZLE5RWxPj3H3yAktJosPNPJpP09vZy4MABWlpaqKioCIhnLGoaJ0uxna98Wkp5Ti7zc+fO5XWvex3JZJKHHnqIZ599ll/96levSk/NoUOHOHbsGNdff33ws/LyctauXcuLL7548RPN2Qw/8y+6LyWcM2cO06dPH9cC2mibNk9X9D8e/s3tq9AymQzd3d20trayc+dOKiqmMKnxj6go+QZCK0dz2tDp8+Kaor43778SAht9qdKYGhihdajCFpRysFQKpWwMYSCUwBwWTHuQCPSgMuO+x/AiYWg6k0JzOGYeJqLpZOWpibhS1zkadNQcd97eO50speY/wlKQVQrlWAgkTsFGaTEyeoG416XePLSTrak95B1JqVHCngF9RCFbN1x1l5TF0ZlgenkYZeRpz/UxI15Hd2GQ2mgZ02oakUMHMSMOg1YB2xykpD9FmSkYCin22OXEJs/CNAz++BcPcnhwEF24xPr9lu38wzXXsGHu8KiC/UP9PN52gM5MCt3QMC3H3cAXRVcA/7DhOna0HuOxnXtROqxeOJ2G6gQHB5NUR6PkNBupXMHA8CekqIrFWDlpEmFdZ+uBTr7/6y3sPtpDZWmM9Wvn8dbXLmJgKMfWvR3ouobu1ySEIBLWGUzniEcMZMYaVn/5byEVMiIQjkcwAlc9poIDGAkBRAykLl3xgCer9jNlJ6TgNIEK6VTUlfFv9/4RJaXDWQlN06iqqqKqqoq5c+eSy+Xo7e2lp6eHAwcOEIlEAtIZixEAJ0uxjSbacRznrN1HfPg1mmg0yhvf+Ebe+MY3nseZjB7Hjh0DoL5+ZI2svr4++N25YkIRzZngq8527dpFR0cHK1asuCBjT0cjcT527BgtLS0jpnWeCsVFSn/H5DeIzZo1i3w+T09PD8e6FLnSaZQnDqLrVRh6Cih4fsa+wab7hR7RpC1CZJxDlOiHAYGlevHTY1LmcdBQ3owb36RfE5IQClMIDCWRhALDRZ0wq8s/yLT4a3ms9z85kt8cuAEMv+swHGxCQnD8BvdcIJTAUAamaSIN16KlVq+gJlJFT2GQ2nA1XWYvhhYioodozw6hlCvndeWyCiPs9o/EtRAN8TCLKquJGjoduX72pDuwFdRFElxdPY+MbdKWHWDIzlMbKUPXdVJhExJRGoihm5Lm5ma+09nJkXRqmKCVK8r47DPP8JrJU6gtKaG/kOPh1j0MmQVmJCpYM3cSz+84iu1IdL+JUQgWT6rjtU2TSQz1snDtPPrKS2nPpEmZBWZVVLKyvpFfHzpEWyrFNK9uYToO/fk8106bTljXeWnXUf7+3sewHYkQkM4V+K9fvMz+jj7ede1SN3LSRy6MmhDYjiJdKKB8zYl7Mm6DpgYoV3koiknCFysqgkbO4QtGMMLZHxEwzDTDn5UftgngHR94LVU1p29WjMViTJ06NRgB0N/fT29vL7t27cI0TaqqqtwsQE3NmKTRTyUo8AU7p4p2xnu65ic+8Qnuvvvu0z5m165dzJ8//5yOYbxwURGNlJJcLkdfXx/r1q27YI1N59K0WVz0X7JkyQm7guNRvFvyb9TjEY1Ggy+Xac4gPfjfOM6LKDR37AfuhfSm546MboSBJiajlE3KfBSlLEB60Y4rWS54owX82MUTixHRLJAhHKG74wWkIKKXUBuaTN7ZTm8hxqz4ZGJaii2pvd4aoo2IfADSMosh4hgorGAP7x2jAN0zCT0V3PPTkKYkHA6jNJ2CNNE1QcbOYwiDsBZCQ2BKi5gWJaKnyHrMNix0UugaVMc11jbUMbukEU1olIWiZO0C19YsYG5ZA2WhGL/oaCERirqpR8cmqocwhc6xwhDrJs/k6mkryJomf/WdewPpuyxqarSl5LFDh3jX4sUcGOqnN59lTqIaIQSr505CCMFLe9qxbZds3jC3iTtft5pNmzZRUlLCdYsXo2kayUIeqRSV0Zhr8Y/glwf3s39gwFvLBfOra1gzaTJKKb71y99iOQ6GrnnKNYEjJY837+emNXNJlEZJDuUwisjGsl01ow6gj+xlwvvojh+HFNymPqHY0m3qPOVVxBMODL+YKIoEympKuP7NS0/37BOg6/oJppg9PT10dnaye/duSkpKqKmpoba2lvLy8nETFJysWdS27XOu65zLLJqPfvSj3HHHHad9zMyZM8/p/X34QqWuri4aG4cl/V1dXSxbtmxUr3nREM3Q0BA7d+5EKcWVV155QWeCn21EU+xGcKaiv78jKrYTP5svQjhcS1Xt32BbOxhMfwzT7MQIpRFCEVOSrNKKnM4EQtSjRAQpBzFVzlWUKc3VqSmwgloMRWQDoNCFzrTYdMqNxQzYA2TsQwihKMgusrmjtGefRtfqCeu1+MJqDYUmQkglkbg1pDKjhphWzr7sMTTlpsKcQC8nCOsO0nGPSaoTv5xxoZOzFCokKTPCoEJkVJ64HkcpHU1IpJLB7tlWDtPLDAYKZlCj0RheQOckaphfOgVN+OkjWFoxgxWVM1zCUIpjuUGmx6uwlaTNm7YZ18OU6CFmlrp9OpZSbre91wgovAK+b6eyc/9+9kej9FIIohYgIJv6hjglIswdC5ZjSIfm5maqqqpG9H9VRkcO5ppXXU1tPM6B5AB526Y6FmN2ZRVhXWcgnePIsQGEEFjBCAD32Gyp2PjKLv7gphX8530vkM1bLhlJV8xeX1HKYF8GI+LWaQjuCvcq+bsPJQSaLV2rf/dGdqMciUskMCyDLk6tBX8uZil3SxIpC/PZe955QqR1Lig2xSy2ient7WXLli0AVFdXU1NTE9jEnC9OFe1ks1nS6TQNDQ2YpnnWzaLZbPasicYn2PFAU1MTDQ0N/PrXvw6IZWhoiJdeeok//dM/HdVrTiiiOdVC29nZyfbt25kyZQqtra0XlGTg7Byc8/k8mzdvRghxVkV/fyfkv/65YnBIkc1ZhKMaPq04uN93MyjqA04/mjCR5HGL+QITcNBHqMPAj0WGJQWVegOlei0Ro5F8oQWEjUYMS+XIqTSSAkLmsVSGEk2Rkn7vjh04NuvozI6vJiyi5CW05jsRamRNRhMQ000spWNJDSV1NKFRYZTSXzDp81wHRAHKHMn0WISYFqfcqEAQYk/6MD1yAFNZGCLE0Wwn5dEQiyrL2DGQAsCXTQjg2WPtdGazvHHSDDJOnjIjxpLy4TqfJgQlRoSufIrJ8QrqomXewq1ozyUpNdxrmwiHmVVZyf6BgSCq8YlKATMbGshms3QdO8qxQpJ4rkBFWYJ4SQkCQV7ZrG2YgrBMftvczOTJk087hM9HVSxG1UkmQ0YMHaG5Ni9CE0EdRxPudTncPcCUklJeu3Im+4/00t2fprq8hDe/dgEl4RDf/OGLREIGBc32GjbxPjPh3lkh93/CJiAOpQmEOVIAr/D6bvy/F/XbFOlEUFIQSUT55o/+H4kxHgFwvE3M4OAgvb29HDlyhB07dpBIJIIU2/GNk6OB/x02TZOWlhYaGhoCQ86zbRbNZDJnzICMBq2trfT399Pa2orjOAHxzp49OyC2+fPn8/nPf563vOUtCCG48847+ed//mfmzJkTyJsnTZrEbbfdNqpjmFBEczz8gVWtra0sXbqURCLBkSNHxrRL/2xwJjHA4OAgzc3NVFdXs9hLeZwKxYqWs41ijsfRo0fZu/cYVyxZgK4/hcRASjtwOtPxx6KBwMKRyUCK7NKJT04nwi9NCyCkJaiN3kTKHsBSQ4REgoJMYakc/qAzhYOpBqgyouSsMHagQBNoaMwtWUlExDBVjqZYJYdzXZxYPXZTTmHhENYkYRxKDZ0jmSw5pXm05/43bVt0FQqsrVqApiJ05ntJWikc5RDX44RFmLxWoDwUZ/3MFWRMjX/e/jRSSQzcZkiJYv9QksZYL7dMWciCsinUhBMcyvSQc0yqwqUsSjRyNDfAgJmhIhRHCEF7LklDNMH0Erc3RgjBR9as5SOP/srdPMiRSaf/aNnKTbNn88nXXUdudzO7ervo7UyjHId8SGdSooJ6W2PTpk00NTUxY8aMc74XihGPhlk1bzLPtRwZXuSVwvEK920H+tl4KIkmBOGQzp+8/UrWv2YBQgjyBYvnfnuQXQe63IDDe4GQrqE5CksORzBS94szLqQh0IvFAQKUX5AToDQNlNeUqbvXQCiFCmu86wOvHXOSOR5CiKBxcvbs2eTzeXp7e+nt7eXQoUMYhhEICqqrq0ctKMjlcrzyyivU1tYyb9684Lt9Ns2imqaN23TNv//7v+c73/lO8Pfly5cD8OSTT3LttdcCsGfPHgYHB4PHfPzjHyeTyfD//t//I5lMcvXVV/PII4+Muu41YYnGsiy2bdtGJpPhyiuvpLS0FMtyQ3rHcSZM6ux8i/7nAqUUe/fupbOzkxUrVlKWmMZQqgWh2j31mYYmIKwEebyMhVDgW+o7UcJKw9QsJP4CrjhZZl0BIc3A0MrRRAqlHBxs1xdNGVhKw5QRhFCEhU1Eg6awIulYOJSjC4O4Vo1SKfZkniHrZOi1FA76sEb2FAhrEbIFSVaKEUfm15X7rAxXV15FzslzIPsrry4iSNt5HENRH6miKpRgdskkHhtsReBKiX3lnD9w7OBQiutqr6C7MMSP216iIzcQzKeZU9bAqsrp7Brq5GCmF10IJkXLua5+PlF9uI/jysmTWdpYx6aOkWocw6unPHLgAPOra3jnghW80H2Uvck+CmaBhCOYlJd07t1PJBLBtm0GBwfPuznxg2++ks0HO8lkTPfa49nJOK74o+C4SUupFF//2UssmT0JpOKx3+wlVh5h4bwGBgayHG0fQCiIR8Lk825dLyjeHQdl6Ejd+71UCCUQ3rChQLl23OZLAnMXTeLWt64Y9bmOFtFolClTpjBlyhSklAwMDNDb28vevXspFApUVlYGxHO2deB8Ps+mTZuoqakZQTJw9s2i7e3t4+Jzdu+9956xh+b4Bl0hBJ/97Gf57Gc/OybHMKGIxr846XSa5uZmSkpKWLduXdCgVdw1/2oTjVKKAwcOcOjQIZYuXUpdXd1pX+Nsiv6ng23btLS0kMvlWLNmjfcFqKQk/nlS2Y+j6PIe6VrzK4Z3nVIJbCVQeg6BgS61YJqNhnKbL0dAIJXgaH4PB3N/ixJlFBwLRQ+GEORkiJyKFT1akdAdIgLKdUFVeAZDThdJs5ukbVGQBRSKIacsIDZxUgGAexyOzGJRJHEVmkejAiF0HCRdhX4OZo+QtIbI2NCXD1GQAA7HQv00leZJ2Rl6C671erFAQXn/dBVSPNKxm52poxTIMyVWRVgzSNt5tiaPcG3tAt45fTW9hQxhTWdyrIKQNnK3+7Utr7Clx40Cir+qNoqIpmFLyU927eSOJUu5eepcrm20kEox1NPL7t27mb9oEUIIenp6aG5uDpoTa2trR7W7nlpbzp1/cDU/eHYbTs4hlczT150ZcYUlYFoOSsFXfvI8Bw/1kjftoHwSj4Z5/zvW8XLzEQ4c7iUc0jHzNsI+ebFfaArXkRSXWaT0IhmvUuiMfJ4S0DSnji/8+9tfdV8vTdMCG5h58+aRyWQC+bQ/ZdMnnYqKipMSQT6f55VXXqGqqor58+ef8ZxO1iz6zDPPsGXLlhG9K5cSJhTRgDsAbNu2bUybNo05c+acsDO4kBMvi9+3OHXmOA4tLS0MDg6ecST0aIv+xfDrP+FwmNWrV4/ojI6E1yHEl0lmPk3B2YtCYRfVaJQCS+lB1KJwCAsHS7ktlwJf9eX1syiwlEGBEEopLOUg8UNqQVa6YwGKGzklgiFHUKZJhIjTa7aRcnrclB4CgYMudNdaRgz39zhBPSj4tNxnCAdNzyM8yXVxFKKQ6GhknSxJa4icLejIjpy8mbQctg+m6K8foqm0CsdzK/aL/9Kr+ZiOw99ueRhQTC5J8NbplYQ1KDWiZEMmO4faWVXZRGcmw/PdRzDEUZbU1NEYL6M2UoqjFD/evdNL5QYagACOco+7z7NNOtg/wE927GJ7ewdR2+K9a1YHM5IaGxuD5sSenh727dtHS0sLlZWVQeH3bNMW185uoqAkvz3SxjO/2ndSclCAaTu8tOsomoKKWJRYyL3mqWyBX7ywm+WzGmntTmJbEpHJn+AE4N0Sw1r64LUVQvfGNivwpll4jxfcvGEpf/LB109Il+KSkhJKSkqYPn06tm0HgoKWlhaklFRVVQXEE4lEgkjGF3Gc63db0zRefPFF3vWud/HVr36VD3zgA+N0Zq8uJhTR9Pb2snXrVhYvXjxCVleM8R5Edqb3zOfzNDc3ByMITqdeOb7o7xeLzwWDg4Ns2bKF2tpa5s+ff9IvZzi0jOqyByD7CdLmY6ggcYbXI+MnyVxoAqJYZFUYC53hZUBg45IMuJFQsZUMKGyvV0YcRxASjYLSKdcrKMh8YMypIdGEAQKimkVGhkG4UlqhHE+n5ooDHCWQSiMjwzhoaELiKLd73Y/PNCFYWDaTX3Y301tI0pW3A5IZFmcLLAm7Ut28vnopUV0n7zgB4biCBfdfXQgcpejIpniwdQ+/P3MxAFEtRNax+MRLj/HrjoOeHYxbG1zdUM8bpszkNdUzyFgWJ1t/AZSSCKGxqLaWl462c+fDv8K0HRwp0TWNzb9+ir+Xklvmz3WvS1Fz4rx58zjc1cPhjk5yRVMdfdI5XYotbOjcsmAu1oDJU87eUxydf+XczyOZL2BoGiFdJxYJcbQrSW93ilgo5Nr0RwxszcEoqBGjAoIX8f6vNEDTcbzf6wUHdO8eCuncfMsSPviBa097TBMFhmFQX19PfX29S8CpFD09PbS1tbFz505KS0vJ5/NUVFScVSRzMrz00kv83u/9HnfddRcf+MAHXvUIb7wwoYimpqaG17zmNactiJ3rlM2xgB9F+UX/mpoaFi1adMai//nUY8DVre/YsYNZs2Yxbdq0076GruvUln4ekUmQz3/f+6lAqZG2K/4rhISkVDPJ00Be9gfHXCiSFzvF6jX8HbtPOcVrjb/EexJlJIKQK1VWBcBBKo2EniMrQy7xeXUV3YtTClLHUQJLDkdrUd0i74RcssGts8yITaE5eRgHhVSSgnMi0fsb6d2pLkq1Pcyq0GhNKVKmV6x3i1doQngzbgRSwZHMIP2FHFWRGEkrS3vS5In2dkAFMmmpFL891kVZOETGLlAWCZHMefNbihod3f+6Tgt/tHQZn3vyWQqWjY6riEIpTCn5l2de4LqZMygJh8mZFg/t2sczB46wt6uPZCaHAErDEd6xchFvmt5IX2/vWaXYbEey8ZkdIz+Q00ApRdayKdd1LNtBSkUo4sqfTdshFNJxHIkdEWgFieaHb07xGYPSR25BHG+WTLwkzOo1TbzrHWtPfyATFEIIEokEiUSCWbNmkUqlaG5uxjAMkskkzz777Dn7sTU3N/PWt76Vz3zmM3zoQx+6ZEkGJhjRCCHOqLo42+FnYwld1xkcHOTll19m9uzZzJgxY9yL/ocPH+bQoUMsXrz4jPUfH0IYVMb+kt78j7zElHCb49RwVFK83mhCElOdIMopKNMTFBy/VS2iEwGaOklTqPfKhlCUaI0UZCdS5bGV6T3W3TeHNUWNkSLplAQuAo4CR2lugk0OL5bCe7+oblNwdEBHINmRakcgCAkDR/gJteHKj08aAC2DbRzO9LGgrJZEOEdUi9KezrB7IOe9vtf/gquKkgo6coOknCxhobOzNxnUdoqzQwoYzFscSPUypSZOsq3gElGRGaVAUFtSwqeveh1V4Shtg0NumtLQPZmvIKRpZCyLl9s6WDWpkT/b+DB7u/swi+5vA0GqUOBbL2wmFg7xrtVLkFLS3dvHczv38+zeVhqiGtPqa0ek2DYf6KBnMIOuCxzHi/OOJ5vjLrU/dTNXcOs1yaHCiIcgQGigDG8TYrsjthXCn8lHMPDH/6A0gaYL3vmONdx8w2JisfPvX3m14UuYfY9FpdQp/dhqa2uJx+MnrAFbt27l1ltv5W/+5m/4y7/8y0uaZGCCEc3Z4EKnzvybaGBggOXLl4970V9Kya5du+jr62P16tXnbKpn6KVUhH+PAfPHKBR6Uc3meCglUFiEGCAkGhhQBQTDRp26cN2Di+nGEDaO8uaMQNDpraPQyJFyOjFVAd+BzY1xFEppmFJHoZPQTZJ2nIzUCdzVlGJkT4/b2V6QhvfmClP6dRqFqSzCWoiIrsh5eRrf381dyAGpMWQVOJBJMr+smkE7Qzzk/xJ07711IZCeDUqpEaYpXsXyihn8eGdr0BMz4hopRU8uR01pmOryMFeHJvFyaxcF2yHIRApFn5llsJDlkc2bsb0IwLJsdE0QKRqUppTiB83b2dvdd8KsGxtFRNdxHMUPftvC7SsWselQB1948Fn6MzkUbv/MzQtCvNZxghTbgaSboistjZBKFZBSDddMKOqZ9C6kAqQjSWULOI48ZeFfCcBwJcroujuBExDSd3NWI+4XpcG6q2bxtg0XXl02HjBNk02bNlFWVsYiT8ghhDgrP7b+/n6WLl3K4cOHueWWW7jzzjv5m7/5m0ueZGCCEc3ZfOAXMnXmOA7btm0jlUpRVVV1WpIZi6K/aZps3boVx3FYs2bNqDXrDWWfQc8kGMj/CCmyGEpieQ2a7sH6RpaQVSFMZSBVEkuFR9Q5NE8ELYNxAaAhCWF7tR03BRZGEMEG5ZCxOtHVJNDy7sAsdJSCATsWEJ4/F8a3lCxuHPchkUE9yD/mYigUlrQpMcI4SmJKV/blk4yBgSPcOklvIU1dzWymxGsoSIvO9BG6cia28s7PK9rPL6+h1AgxYGbZPdRJQ7yEpJk/6Wfck8uyVFSSiMWwIgqjTWAKrxzhmoOhlOKzzz+DZQ4vvQqFLRWOdOegxsMhVk2ZxNeffWXEiYqiv1lKEtZ0BnJ59h7r4zMbnyBn2URCOkIICpbNz7YfYs7Uq5g6axJmNkN1oQ+hFDnTorQ0TDZvY1le75NXqPLtckK6hiYE02sqKYmE2LGv84QCf/C5ewcmjtNxFN9bAleEhiEIRXU+9uFXxxxyrOGTTElJSUAyJ8Op/Ng+8pGPsH//fgCuu+467rjjjt8JkoEJRjRngwsV0RQX/ZuamhgYGDjlY4ubMGF0Rf9MJsPmzZspKys7o9PzmSCEoK70r6gp+RCW08ZQ/jcczv47YAfKKIWgoHRMZQQFYYRCU8MLvxCCkCeWtpWGozQvGyIJefUaBRhC9yTSOpqmI20b2wJL0zxFWhQbHd2v4SgICQtdGDjKjVIQoHvFf/BbMrzFWYnAE80NGVy47gOSeEhSLcrozBXQhIaOhind4/ajixf7DnHLpCtI2/DGKVM5OqR4rvtwUHtpjMeJhAo83bMLgLJQHOs0Nbi0ZdGZT3PL5Ok803aEnG27nfhe9GUIDakkeSXduTAhkNbxEmuIxXR+2bY3sIwRnk5aHbeIO0oSC4V4YV8rOcsmFjaCeywWCjGUK3D3g88S0XQ0IZjTWM3yuVPYtLeNVN5y300fNsb0DhMlwdYkZfEI7akh8l0WSiqEDtrxXzNfcXESKARuP7DbR4MQxEtC/Mc/304kfNEtMyfAsiyam5uJx+NnbMouRrEf2//+7//yxje+kfnz55PJZJg5cyaLFi3iO9/5zqg9xC4WTLg74GymbI430fhzbmpra1m4cCGdnZ2nfM/iesxop/L19/ezdetWpkyZclYWJGcLTUSIGLOoKZnBsfxPycvDKGxsNGw0zED2rPDbGd2KhV+XUGjeAp+XcYr35ZrwU0oCy23DRKKhY1AaqSNrO0iZwVYaNronEgCUmxZDk5SJPFk7SkG5NQ1DqBHj40VRfckrgRDWHMyglqOwcYhoIf5k+k18bvdDOEpSUP7wBILCVHsuya+O7WBJRSOrK+fyl7MX0Z1P82LfAV7u30dUNziQ6aYhVg4KUnaeikh4RGQx4rPVoDwcZcfQMRZXNPAE7SBcCbUmcBskvSdKvLSVjj+NO2hm7MvmeartMNPqEnQOpdADz7Th97KlRBMaG5bMoy+V8z6b4XvEtJ1gdHQiHEEqxa72HiKGgdIInAHc91RuNOPfpgIcAcm8OexRFgE9D9KfSYN/GfzhZd5zvXScAoQOShNES6LEIiFuuGoe733rakKhCbfEnDMsy2LTpk3EYjGuuOKKUX3HDx06xK233sq73vUu7rnnHjRNY2BggF/96ldMmzZtHI56YuGiuwvGO6Lp6Ohgx44dI+bcnOo9x0JZ1t7e7jbuzZ/P5MmTx+IUToAQOvXxt3Ms+z0yTlfRrMvhUr4Q7kx4f0wADMcO7hqlimhI+ZUXUAIHjazSPbJwKNj7kCqGIcI4apiQ3FfQ0GQYISRCs2mKVtFvD6KI0VkoYHjpOKnwmkmHoYCQJtGEwpYGCsHVVVfw1sbXMSPewBvrW3n42BaOr6ponqdKRy7FR+esZ2FiKgB10VJihkZE18g6JhoCQ7jOBUJAVdxw1WRKeYPm3M2EApoS5SyuaGR/qpdYuaA2Hqcvl3NLNB7J+HUZ12jTLZiP8AxVbr2nN5ljfn01NZ1xjg2lRx69F26KkGD9FXN5eV8b4D7Pr+fkTHeSZUjXMXSNvGVjWg65go0mQHNFbq5QQbj9LboUXt3mJLUVr+Av7JGRFQBOUVCjiSANJwUkEhH+7D2vZdWiqVSUnejFdjHCJ5loNDpqkmltbWX9+vWsX78+IBmAysrKUQ0Ruxgx8TqmzoDxqtH4vmo7d+5k2bJlI5RlJxsTMBbKsn379rF3716WL18+biTjoyp6E2Xh5YS0YXdYTfiE4x/TMPkMS3TdRd8QbmeMb5bp9+ZIIK90HDQcNPJKp6AcJFmE0pBFqS6Fu6M2Qq75o6YMIt21hM0YBdv00nXeGJOAlhTiBOJQxA3FzfUr+KtZb2dG3LU1//DMN7K4bGrRm/mnIQgJV0hdES4LGjdHHJf7MABSpkVH2qQtk2Z2VQma0AIxlQJKQyGunezuQhOhKJ35FH975WvdaaOOxEJh4/bcTC4rdSO406AvncMRipJY2LP2Hz4WoUFpPASG4OFd+7jxijlUxKPkTRvLdrBtGUSBJYZB1rRI5QvB60hcZZ+kiOQ0sKWfvCOISvw/4z/2ZKmyotSqP2pC6SAM+JeP38L1V869pEimubmZSCTCkiVLRkUyHR0drF+/nje84Q189atfnZBNqhcCEy6iOZvUWaFQOOXvRwPf3mVoaCjwVStGcURT7MY6WpLxxwmk02nWrFkzLkZ6x8PQyphW9knKwy+wa+guLJVC9yIGXx4Mwwozqfzl3T23ECaWJwzwoZTAUrr3M4E/6NlBI4zAERFyjhmQhvv6ipzM+EdFW+V+NDSvHuDGScJr3ATXSQDv+cMKOME1VSt575QNI84xooe4pXE5WwaPjPi5oySOkpQZUarDI6/t9HgNv+0/SFx357bsTQ7Rls65qTpvBPWKhknUhsrZNtDJzLJKFlXXEDUMlFL05NPUx8qo1+Ev6iazQxd02RYDVoYZ1Qmayit4ZMdh2gfTI/NvRRmoVN5k2/5uuvoy6JrwHAXcj15BIBHf3d1LVWmMf33njdz90HMc6O53B2wJgVCgaxqpXH6kQ8HxIgpxEpnzcXDlygrpKeg0z8ZMaaBJMXyTFKUn11+3iNkzzk6GfzHAtu3AjWPp0qWjIohjx46xfv16rrrqKr7xjW+My6j5iwUTjmjOhLFOneVyOTZv3oxhGKfs9PcbNo8v+o/WTmbLli0YhsGaNWvOqrFrrKCLGFXRN7BQVLJj8G+wGSKE4zkuiyBV5Y9W9tcjd9FzlWUOrijAUjo5FSqSJHskURTppGwTlKtKs/E91YQ3cFFHqBBCSGwkId2gUpSRtDNugk4Ne7UZQrimmErhKIUhBG+b9Eb2ZY7yQOez7EgdwfTmqmgyFijZhuGnsCTP9O7m+tpF5KRJSBjMKq1nWcV0Ng0cImNKjno1EL8tRAjBjsFjfHThPKaVx2nPDYJQpK0Cr/S30V/I0p0eZH9rK+umzuYfF1xJTA/xHzue51guTcQwuHXJLB7bdYT93cngiIrvmoLl0JZKuUV4JYLj9x9TsG1Cuk5taQk96Qwmks+89Vq+8PBzbO/oQjMFTl7Sn86dwAEnFJe8H52wbBY/TgDKLe4Lx63VKO9fGVII2wt2lMDQNBbPbeRP3/6aE9/oIoVt20Ez5mgjmZ6eHm655RaWL1/Of//3f/9Okwz8jhNNMpmkubmZuro6Fi5ceMobyh8TcL4zZIaGhtiyZQvV1dUjhltdaFRGVrC4/IvsT/1/ZJ2DoBxySkPzKEYqbQTJuGUCt0ht4IBSpFSMkVNIXPiZfqXcHhB3GJbEQBDBIONomMrxyspWsMApIXlt1Up2pFtpzbWBLhHOcJrGkZ4zm1CUh0rYm27jy4fuJ+eYmEWzU3KWN0JCnTjpM+sU+Le9D/FQZzPTSlyDzIWlUyk40NLfz8Ehd6E2hCCk6ehCQxcaOcfisc69/OPSG3iofSdHswPsHeplyCxQRYSqHFTU1bIt30d95z7ePGUhK2oms/HwdoasAolQhNfMmkTHYIq86aB5MZ70WEEoGI4ohz95/0+OUuhKMZDJ8Y7v/gTLkdiOxLYdKkJRwlGNjG6SzVjDJysA+xQiMeGlxuTw+494nHdcEiDkRUF4vTe6QHneZSVhjVtXTeP6NfNAOu6DL3L4kYxhGCxdunRUBNHX18ctt9zCvHnz+N73vnfB52dNRAh1ujzVqwDbtk9LJG1tbXR0dLBmzZrzep+TFf1PhXQ6zfPPP8+KFStO6eB6JnR3d7N9+/Zg7shE0M9LZTNobWWg0Mz+9M+wVBqUTq6oSdElmeH5NVIJ0k4Yk7BXtzjJeShBREXJUEJW5rykmoYmdAat4fTX8L7arRfoxDFVCEvaXgrNJSZn2NuFGGFqrThdyqCfDAU1cvefswxXIq2GHQKguEFRoAmN6+vmYWgaLQM97E2m0IQgb7kTicEVEATDzBTMLKtm4zXvwZaS3/Qc4XNbn6QzlcVRrm9ZU6KCBdVVxIwQf7XgGkJC44HWnTT3dZJ3LEAQI0RqwGZzZxem42DaDlFdJ2vbbpTg80Sw8BeJNXR3tU/oIcKGQW866y72mkFVOEbOshhI5xHSjUI06SnXlKt0Oz5dJqSngEO5Bf7j0m3Kq88IcMUIDD9GCMHsyVX89duvIipMent7SSaTZ+3FNlHhOE5g77Ns2bJRkUwymeTNb34zkydPZuPGjWMyyfNSwEVHtecrby4eprZs2bIzjkNVShEOh5k0aRLbtm1DCEFtbS11dXVUVVWdkXSUUhw5coSDBw+yaNGicZmgN1powqAyvJLK8EryUnIk+1M3AaYo8gdwoUbIj4YXwBN2KQpCKkJFqI6slfQiEoXAQSqJ8DwEislB4c5KySuLiB7HVjYoiRQFpkSrsZVGQVoYAmaVzMRyHPb1tYH0RlIXHYehSRzHjWaOX+iCY1WKjGMxLVLNodRhHCXRhB6IIwCvv2a4Xpiy8ljSIaTpPN52kKNDaQRgaK739YHBJGnbZHV9PRnbpC5ayu0zrmBNzVQ6ckNENIM5iZpAfvyDlha+9NLLXrMo/rS6IMoo1gQog2AMNZqbrvITbDlpU3BshnIF93meJFl5r1McvQifr73/Sw2E48mp/Y9KqJEX1Rm+zqGoRkNlgrdevZhb1y0g7PmYzZgxA8uygmFiYzHu4ELDcRw2b958XiQzNDTEbbfdRl1dHffdd99lkinCRUc055M6s22bbdu2kU6nT1r0L8bxI1gXLFjA/PnzSSaTdHd3s3PnThzHoaamhrq6Oqqrq08IkaWU7N69m56eHlauXEl5efmojvtCYFbp28nYrfSbLWjkimTFI+nEV4b5u24/QaW8yrWGYEZsGTuyLRSCFJmXBlIKQxNBH0yQLlJ+3SCC5k6dwUDHwibtpKiL1KERJeWkSFr9zC9djD7QiYPjmToOH5+uOQhneCzCSSFcg86BQh7TcSnVUZKQrmE5xyfc3PPsKaR50+PfxHEE3ZmCd8bult8QrvlkVyaD7QjKQ66jgxCCGWWVzCirHPF6mhAsqa9HEwJbDjOKDHlk4JvJaX59bPjzLkiHOCFCuuZa3ggYzBdwisI3CZ6IogiyqHbjEUtALkWCSuErEFCB8szRIZ4I89e3XM2NS+ecNFIJhUI0NjaecdxBTU0NsZOMoX41UTzeeLQkk06nedvb3kZZWRk//elPR+3qcaliwqXOHMc5rXy5v7+fbdu2BSNIzxa5XI7m5mZCoRDLli07o73/mTr9lVIMDQ3R09NDd3c3uVwusKmpra1FCMG2bdswTZPly5dfFDeeowr0FjbTnnueQ5lnsPE8y4pSaaYnBCioECcbXFZpTGLIUfRbA95PxAg3k5wdwkZHFI0ncBTkpY4uwt7jped1JglrIcqMMhxp4+CwuHQZb66/mW8ceYjn+1qwTnL3mrbuukCr4TVUFNU8olqIt0xZRsay+eGhXUilCHkd9TnbxnGEF8EJb4yAdHf9EhxbQzkjz9vQXNc0S0oWV9ZTGSpBB5bXNHLT9DlMLkmccIxKKT766GM8c+QIBX/j5B+gdAvtYpiDgggnrhtUhqOYtkN/1lPHWS5BKbz01vG1GcdNpxVlD4dTYzbo/ttrDEcwfs+PAF0X/OE1y/iTN6xGO4HBzoxMJkNPT8+ETLH5JCOlZMWKFaMimWw2y9ve9jYAHnroodNuYH9XcdERzeDgIK+88gpveMMbzvo1BwYG2Lx5M/X19Wcswh8/Q+Zs6zGZTIbu7m56enoYHBxE07Sgk/hcjTFfbUjlsHXw2xzNPYPlZLDIo5TEAc9NQENJyBOieEmTSmBJg4Jna+Mn2EZkYpQg60QAjbCIIJVD2pHY6BgYCOFGF9LTwU2KNFIXqaXP7GNKdAq3N/4+IS3E7tQR/nb3N5BK4Ryf1lMQE9UMmjlM5Sedhovs8+I1LKqYSr+Z4fGOVvKOIqy5vmF5x8bjVsIiRN4ZTiKeimjAjZAcpTCUjlVkbxDXQ/zBnCu4c+m6oMHS8VwkTMfhfzZv4bvbtpEumN6H6JJM8Ofh/CIoKDNClIbCWI5DxrSwLAdhur/zApGgJqMgUI5pp/hKeZO+3RlFhoHtSHRdYFoOQhNMqkrwZzes4bULZ6CPgXilOMXW29v7qqbYHMcJvAWXL18+qqJ9Lpfj7W9/O7lcjkceeYRE4sRNxWVchKmzc63RtLe3s3PnTubOncv06dNP+9jz6Y8pKSmhqamJiooKtmzZQllZGUIIXnrpJUpLS4O6Tmlp6YQvkmpCZ2n5H9MYXUlPYQdDdgddhd3YSmHLQaSyXbfjQC2l4Sh3MudwG6ALv/5SXJEp00GICCFRBmhEdJs+K4dUromNhu4SjRBEtBAKyaKyRVxd+TpCmqtsiuphopo7gVMqha0UGq5KTGLzvqlX0zzQxlM9O7G8goXuxTX7sz3sTvcDAqGBJg2363+EtFjDPs65WUq/nuFXy4fhp65sZ9hbQQE5x+L7e7cxrayCFTWNfGt7My90tKEJeP3UJt4+ZyGPHjlIW3IIJFiWg/SK9MNpLBdCABLSBRND01hYX8uh3gHCMY3eZM57kCdF9j9tLypRxTWa4AUJakKl8TCGoTO5ooRbZySYP38+TVMmYYzxwn+yFFtvb+8FT7FJKdm6dSu2bbNixYpRkUyhUOAP/uAPSKVSPProo5dJ5jSYcBGNlBLLsk75+3w+z1NPPcUNN9xwxshk7969HD16lGXLllFTU3Pa9x0LO5mOjg527drFvHnzmDJlCjC8g+vu7qa3t5dIJEJdXR11dXWUl5dPeNIBL8IZ+j+OZJ8nbXdjqTym0r2ZMm4NxpK65/UMptRGSJ+LhQQO7tzNcq2S62vfzo70HjJOGlvB/swRTOXu7DUEaypWsa7iamJ6jOpQDYN2ipgeJa7HMKXFh1r+nUErTVgLoQmBIQxMaaGh8W+LPky/meWvtn0XgLgeQRMaQ1aWgrS9Y9aC6CVEiEmhSkoiEfYNDTBoukY9/rdDSoJIxrVzESeQjbK9JtOAaNwnhzWdmWWV5PIOffksIc110ralpMQIkc3aJEKRIGLoGBpCSQgrDUPp7lyekI4pHa6eOg2BoCQSYlFtLV9/5hXSpkmh4CCOi1pU0YwY3WKkI7MYTrUZmmBKeYJZNWWsrjS49spVVFdXj+peOR9cqBSbTzKWZY2aZEzT5N3vfjdtbW38+te/pqqqakyO7VLFRUc0lmXx61//mje84Q2nbHa0bZutW7eSyWRYuXLlGTvvz3eGjFKKAwcOcPToUZYsWXLKL6njOPT19dHT00NPT885K9heTUjl0GPuoiPbwp7eZxk0erCFDPpcTGngi5alEsGkzmKSUYDtbbHdOKiEuF5OXK+gMToFqSQpO+NOe5RDXFt9A1eULeelgS080vMU/eYgutBYmljIwrK5/Kj91xzK9hDs/hEYmsGNtWt4Q81qPrXzh7TlkoA7cyaihch6VjcApjPyWs8U5USlQIowW3NDWNKbx6O885Aj7wupcH8mPBJyRPAZ+GksBISERljTUZbAEO7EH0NohHWdwXwBzRFUh0vIO7Y7MrhgonD91Rojpd7nqOjOuiQV9qIMDYHMSVI51ylDFaXM/P4Y90C9P3tpMuX9HwHo8FfXv4ZF5VH6O9tYtmwZlZUjxQuvBk6XYquqqhp1b4pPMqZpsmLFilE1TFuWxfve9z727dvHk08+ecZN7GVchKkzP4frOM5Jb5JsNhv4E61bt+60N9JYzJBxHIcdO3YwNDTE6tWrT1sI1HU9iGb8tEF3dze7du3Ctm2qq6upq6ujpqZmwjV5aUInIWdxYNcQ82Lzic8a4oXB72HKAo6yvBqFu2U2vD/b3uLvq9JcW5vhz9eUeQqyQNLuQ0lFfbSRMqOEfquXcqOc6bEmNiVb+H77A9jKIaq5s2d+M7CZ3wxsQUOnImSQtm0cBbomWJaYwe2TXs9fbf8fes2h4N2kUmQdc0QqzC+y+5e8sryKayvn8Jtjrej5IVCCfNA7cmLKTIBrQKkIRhozIt3mhg2Wkq7c2BE4misssaVNwRtl4KDoyqSD7KJPUsVD0FKmieU4lEciVMXiAOQsi45cCqEJ11XAPxbv+b7dTKBc86IYWaRma0iUsrqmhLbWI6xYsWLCKCNPl2LL5/OjSrFJKdm2bRuFQoGVK1eOimRs2+ZP/uRP2L1792WSOQdMrNXsLKBpWmAJczz8on9DQwPz588fl6J/MQqFAlu2bEHTNNasWXNOunlN04KpfPPmzSOVStHd3c3BgwfZsWMHVVVVQbQzEfT4/oz0uro65s2bhxCCfqed3eknyToFPMGSJ2UWaEJhIMgrVwQNJ87S8qMhpRzazYN0W8eoCddRFa7lqsprKdPLebT3B9jKIWEME7itHNJOhqgWozxcQnlIkXcK6EJHFw7P9u2kpzBIIhSh18njO60VN3BKT6ft7/ABmgda2ZHsomC7fUThkEHBcoZ7WjRQUrnRjRc2uNGBhtC95vgAx9VwHIWG6zjg/9r2hApSub8rTi4IBI4jGSwUUEqRt200IdCECJybY6EQQhOICBhSw3YksngkqpfdExKwhslF4JJYPBzivVfMov1oKytXrpywNYbi78rcuXODFFtXV1cwUfRMKTYpJS0tLeTz+VGTjOM4fPjDH6a5uZmnnnpqQvXETXRMOKIZ7ZTNtra2oD5ypvkO52uKCe7Cu2XLFiorK09rX3M2EEKQSCRIJBLMnj07ULB1dHSwe/duysvLg0jo1ehB6OvrY9u2bcyYMWOEq8Hait+nPjybl5I/YtDqQuAunhIHIQSGMgJ588k+4ZGiAUnOMekzB1hd8ToSRiW703s4mmsHJXCUgy68aNaLnHShBbb+JUIn5WRIOWm68gMIBGHNoDwcZtAsjCA5tz6inXBMIWEQQScrC9iArSxvNowIzsAbnolyvKZI/1U075UdPywZ1t35vxeOW5fRvc/Pj6gJRBVFxygUloJ42BUqpG0TJaErk6Enm6U6FqcqFiOk69jSoSwSIWUWQEp3/gyghQRRXcd2FLbuEEIHR5GIRLhiUh03TKkhlsuwctWqi0qSW1JSQklJyRkbRf0Um5SS7du3k81mR00yUkruvPNOnn/+eZ588kkmTZo0Dmd26WLC1WiUUpjefI1T4amnnmLJkiVUVVWhlGLPnj20t7ezbNmyMxYxx6Lo39PTw/bt25k+fTpNTU3jWtDP5/NBr87AwAAlJSUB6VwIBZsvcFiwYMEpv1xSObTmttKe30VeZolpCY7mD3MsfxQHSDlpAm8vD7bURjpBA5YMYyMIiRBhEUEpnV7T9ow0NeJ6CTE9yoA5SF4ViOtxyoyy4PkD5iBzSmawPLGa/zz0S0r0CLrQyDs2STOHKd36kSOHiaP4/TVpuNJiJch4jZtKicDKRXrPK9MjKAWDBdtrpBSE0Sggh9nTEWieA7ZLtIL6cJyBnOkSDG4kI/2hZMVe/UWH56f3NBs0y58+6roeNMRLyNsO5aEw2ZxFwXHI27Yrn9YEVWUx4kYI03aYUVnO65tmsHbaFKZXlrN37166urrOqoZ5saA4xdbT0xOk2EzTxHEcVq9eParsgJSSv/7rv+aXv/wlTz75JE1NTeNw9Jc2Lkqiee6555g3bx6VlZVs3bqVbDbLihUrxr3oD+4Qo/3797Nw4UIaGhrO+fnng1Mp2Gpra6moqBhT0lFKcejQIY4cOXJagcOpkHPSPNH3Q1pze8g7WQrSIitNpMIbCX3iQm/KkKdcc9NtAkHOCZPzd+hAwkiQcVwpdFwv8eaJCRzpoITi1vo38LqqtXyk5Vv0miliWoiCdMg6eSypYTu6SzbH3fZCaggl0DSdguMglU9Kw0oz6fgMMFxMcWxBCJ2EEWHAyg+TqSPQ0AJSSYQj1MdjpAs2PZkctuPl7JzjSa+YbYr+qiBkagS2b0phaBpX1Nfzj69/Hb850s5LR9vREMypqyIaMjiUTFISCrNu2hReM20KuuYez+7du+nt7WXlypXE4/Fzuq4XE9LpdBDJSClHpWKTUvK3f/u33H///Tz11FPMnj173I/7mWee4Ytf/CKbNm2is7OTn/70p9x2222nfc5TTz3FX/3VX7Fjxw6mTp3Kpz71Ke64445xP9azxUWbOstms+zZs4dIJMKVV1457kV/KWWwC/TNNS80igukxQq2rVu3jqmCzbfO6e3tZdWqVaNqOI3ppayvez99Zidpe4BEqIbn+h/j+YEnTnisu5a6C65GsWuxgyHyhEUUS7ljCIbsFAmjDFO6fmWaEESEgUCnwihnWmwKcT3C3879Pf7jwC9oy/e5kmehMbekln7TojufRhPDZCMdN4oRmob0iEEEqi0xfISany5zVW4loTBZKbEdRdIueAPSJP6UNH9IXFTTePe0+XznyC6ylhW4Np8exz1IgIiA7ggc2+1NikYN/u1Nb6SmJM6MqkresXzx6V9RKXbu3MnAwACrV6++KNwqRgulFIcPH0ZKydVXX40Q4owptuMhpeQf/uEfuO+++3jyyScvCMmAK/NeunQpf/RHf8Rb3/rWMz7+0KFDrF+/ng9+8IN8//vf59e//jXvf//7aWxs5MYbb7wAR3xmTLiIBjjjYLPnn3+ebDbLlClTmDdv3jkV/U9mJ3MmWJZFS0sLhUKBZcuWTTivpmIFW09PD5ZlBR5s56pgcxyHbdu2kcvlWL58+ZieqykLfPPoF2nLHWFYGO29r9KwVRhDGNjK9lRq7oxNQ5ThSOUOURMGYZHAVDaWtLGU7ZpiolOml1FqxFlYNpN3TL6BiBZif6aT5/t388rAPpri9QgEA1aOATNHT2GITN6m33JG1JH8qMRydK8+M3ycSoGBjo5GWDeoDMfpy+bJ2TZra6aRM232J/vIeY4Ccd2gMRqlN5tj0LYJo5G2XQ846Y/tdM4iogEMBDHDwFEK03FYUd/Ives3nNVn79cp0uk0K1euJBKJnO1lu+iglAqUoCc711Ol2Gpra6msrKS0tBSlFHfddRff/OY3efLJJ1m0aNGrci5CiDNGNH/zN3/DQw89xPbt24OfveMd7yCZTPLII49cgKM8MyZcRAOcdspmW1sbqVSKhoYGFixYcNrXGYuivz8YLRqNsnr16gknO4bTK9i2b99OdXX1WSnYTNNk8+bN6LrO6tWrx3woW1iL8P+mfpxf9Wxkd2YbKXsIUxaQaNjKwPD8zwxhUJDemDThptA0TRFGJ2sLHFFgWrQRieJorou8KqALQW2kEqkUmwd3Ux4q5a2Nr2du6WTqIhV05ZO05nqpCpUS0gQCm5CtKCiLkK6wpT7CMdlyNE52CwoBliORQuE4imx20PVC0wWTEyV8avEbOJxK8kJ3Kz8+2ELKMslpin7HHX2gC4KhC76WQAsUa8el8/DU1B4nKxSWlNhSEtF13rHg7BY/X3GVzWZZtWrVhFAxjhf8qG1wcJBVq1adlFBPp2L7+7//e1555RVqamrYvXs3Tz311KtGMmeLF198keuvv37Ez2688UbuvPPOV+eAToKJt2qeAsVF/6qqqjNKMcei6J9MJtm6dSv19fXMnTt3QjdU+jiZgq2np+eMCrZMJsPmzZtJJBIsXrx43M41pIV5c/07udZez4DVx+bBV9iT2UW32YetHEIiTLlRTrfZg6NAUwYWFlIpolqMIWVSbkQQQlBwTGzlEBZhHBzyskBFKIGlbJqTu3lT3TriepSKUAnvmfZ6Hulq5kCmC8e26R/KksbGERIhFGGh0IRBVA9j2TaDSmA7w2qwoFTi1UgcpUbMyVEoHmhtISQ0PrH4Ov5nXzNp22JqaTmaEHRn8uRtC1O5BmaacAcmOFK5ZKK7ggHly5P960kR2QiBIxWJcIQ7rljKDU2zzvh5+xGqaZqsWrXqgk50vdBQSrFr1y6SyeQ5RW3FKra7776bj3zkI/zyl78kGo1y0003sX79ev7wD/+Q17/+9eN8BqPDsWPHTpBa19fXMzQ0RC6XmxAZmIuCaCzLYuvWreRyOa688koOHTp0Wr+zsSj6Hzt2jJ07dzJ79uwzyqUnMoq/RIVCIUiv7du3L1CwxWIx9uzZw+TJk5kz5+Q28GONUiNBqZFgaqyJfrOXg7kDtAxto9vsQSKpC9fTYw7hSEFYCxE34ljSxhA6YeHuyB3loFBevWW4wTGshSg4Jhk7T1x36xCTolW8b9ob6E7388CWZ9gn+qiLVWDlk5jeoDWJha0EtbEE9TGNuSVT2JfqZ1+qJ4iwlPdexRC43f9KwIPtO3nXjOVsH+giEY4Ex1QdjdKRdt8nrBtYjpuu0zSB7pnWLCmrIJPNcbCQxxy2nSasCdZNmcpNM2YTD4VYUd9I1VksHr4zseM4o+6Cv1jgk0x/fz+rVq0aVf1JKcXGjRt5+umneeaZZ1i1ahXPP/88Dz74INu3b5+wRHMxYEISTXHqLJvNsmnTJmKxWFD0P1kfDYxN0V8pxcGDB2ltbWXJkiWXVOdvJBJh6tSpTJ06NVCwHT16lMHBQUKhEEopksnkmCvYzoSqcA1V4RpWla8lZacoyAIVRgUvJF/muf7fkHGyIASN0XqmxhLsSh3GkjZhLYRQAhOLkDAo0V0FVdbJURlKUBEa2RuSzWbZs3kH6ZhCd0KUGFFK9AhSSQxdx3RsoppBTbgMG8kfzbySKfEq3v/SD9mSbMcQmtvfwvAkTnC9zCK6jqMUecdm80A7mhBYcvhBdfE4adMkWShg6CCEju1IEuEIy2sbefe8Jayun8xALscPWpr5VetBBvJ5KnSDa2sbeeu8hUyubzjrtJc/klgIMWo/r4sFvpLufEnm29/+Nv/4j//Iww8/zJVXXgnANddcwzXXXDPWhzymaGhooKura8TPurq6SCQSEyKagQlKND76+/vZvHkzkyZNGlH0NwzjBMHAWBT9Hcdh586dJJPJM9rJXOwIhULYtk06nWbx4sUYhkF3d/cIBZtv3X4hU4ZlRhlluCq311W9huWJJbTnOwkJg+mxqaScLN9qvZ+juWNuNKO56aRSoxRT2mSdFEopXle9gpA2fHsPDg6yefNmpkyZQn1Ig842ANdjTFpY0i3eW8oh4xS4oX4Rk2Ou51dMD6EhiOthhIC8cEiZ7kZHAFHdAOFG0gJBVTjOa+qm8dDRvZSFwsGsm0Q0RGkkzE2T51ITi3Nl3RQa4qXEjVBwr1bGYnxozVV8aM1VSCnJZrNuH1VHJwf27KW8vDy4NqeS81uWFcxeGu3c+4sFfkrdV0iOlmS+973v8Xd/93c8+OCDXH311eNwpOOHdevW8fDDD4/42WOPPca6detepSM6EROWaI4ePcru3buZP38+U6dOHfG746dsFtdjhBCjWhhN0wym7K1Zs+aSV+Xs37+f9vb2EVLt2traEdMRd+/efV4KtrFAmVHK/NI5wd8rtQR/0fQutg3tpTPfQ0QL02cOsSt9mII0qQqV87rq5VxdtSx4Tl9fH1u3bmXWrFlMnz6dTDLMI13bSNt5So0oU2KV9JlpBq0cs0saeMfUK7myelaw+N/QOI9X+o+SdyxieoiwJtC8/krd83SRUmEph5pICWtrpjE3UcfeoT4ODPW76jkBpUaYP5m/mpumzj2rc9c0jdLSUkpLS2lqaqJQKASGrAcOHCAWiwWk4zuBm6ZJc3Mz0WiUJUuWXBR1xdHCd2jv6elh1apVo9q9K6X44Q9/yMc+9jF++tOfnvNAxfFAOp1m//79wd8PHTrEli1bqKqqYtq0aXzyk5+kvb2d737XdSb/4Ac/yFe+8hU+/vGP80d/9Ec88cQT/PjHP+ahhx56tU7hBExIefP27dtpbW1l+fLlJ7XfPnLkSNBwNhZF/3Q6zZYtW0gkEixatOiS3gFKKdmxYwfJZPKMTa5KqUDB1tPTQyaTGTFFdCKRcc4pkHXyJIySEZFMV1cX27dvH+FsoJTiW4ef4snundjK3bAIBAsSk/jo3PWUGSN3xZZ0+MSWB3mh9zCO708mwZEEIwEQENfDfHbJjVzX6PZbpKwCzxw7zIGhfspCEa5umM6cxNjY79u2HfRR9fb2IoSgqqqKgYEBysvLueKKK34nSKa7u3vUJAOwceNGPvjBD/LjH/+Y9evXj/FRjg5PPfXUSetB733ve7n33nu54447OHz4ME899dSI5/zlX/4lO3fuZMqUKXz605+eUA2bE5JoOjs7iUajp+xabmtro6Ojg9WrV583yfg+XlOnTmXWrFkXtDZxoWFZFtu2bcOyLJYvX37ORJHNZunu7qa7u5uhoaEgjVNXVzchO8zb2trYu3cvV1xxBbW1tSN+5yhJ88AhNiUPY0qbRYkprKueQ1w/eQ3ElpJHO3fxeNc+LOmwonIKa6unc//R7XTmhpgcL+fdTSuYWnLhLfallIELuF+n9CXttbW1l5ycWSnFvn37OHbsGKtWrRr1vffzn/+cP/7jP+b73//+GTvvL+P8MCGJxrbt06rKOjs7OXToEKtXrwZGV48BNz23d+/e0/p4XSrI5/Ns3ryZSCTCkiVLzjsF5qdxuru76e/vv+AebGfC4cOHOXTo0ISZrzKeyOVybNq0iaqqKubPnx/UdXp6ekZsCE5X17lY4Kd9Ozs7z4tkHn744SBCuP3228f4KC/jeExIonEc56SqMnBvtL6+Ppqbm2lsbKS+vp7KyspzShP4YXdnZydLly695BeidDpNc3Mz1dXVLFiwYMxTKr6CzU/jhEKhgHQutILN3+12dnayfPnyCWt9P1bIZDJs2rRpxPiGYhTXdfr7+4lGo0Hq82KZ8OrDHzDY3t7OqlWrRk2ajz/+OO9617v4xje+wbve9a4xPsrLOBkuKqIpVpb19/cHO2qlFLW1tdTX15/R58u2bVpaWsjlcixbtmxCpnzGEv39/WzdupVp06Yxc+bMcV9YHMehv78/qOsAIzzYxrP+JaUMeinOxmT1Ykc6nWbTpk1MmjSJ2bNnn/Hanqyu4/t9VVdXT/japC9gOR+Sefrpp7n99tv56le/ynve856LimgvZlw0RHOqor/f++HXDmzbDha24788fvooHA6zZMmSS7qBDdwU486dO5k/fz6TJ0++4O9//LXxFWz+ZMSx/Pwdx2H79u1kMhlWrFhxSRtGgjsPadOmTUydOnVUGwgpJYODg8GGoFAoTOi6zoEDB2hra2PlypWjbjt47rnneNvb3sa///u/8/73v/8yyVxATEiikVJiWVbw97NVlimlGBoaoru7m66uLkzTDKS54XCYlpYWamtrzzh982KHUoojR45w8ODBCdN06ivY/Ch0LBVstm2zZcsWpJQsX778kt9ADA4O0tzczIwZM8ZkNopSKrAqmoh1Hb+BetV5DGh76aWXuO222/jc5z7Hhz70ocskc4ExoYnGV9CMxk5GKUU6naarq4uOjg4KhQIlJSVMnz6durq6S3Yx8hvYurq6JnSN4ngFWyKRCOo655LO9PtGwuHwJd+cCK7/3ubNm5k1a9a4WSNNpLqOPxNp5cqVoxpXAbBp0yZuvfVW/v7v/54777zzMsm8CpiwRGOaZkAwMDplmT+T4tChQ8yePRvbtunu7iadTge76TM5Gl9M8NNH6XSaFStWTBj7iTPhVAq22tpaysrKTnndc7kczc3NlJWVjasR6ERBf38/W7ZsYe7cuUyZMuWCvKdt20HN7ULXdQ4fPszhw4fPi2S2bt3KzTffzCc+8Qk+/vGPXyaZVwkTkmhs2yafzwd/H80C4heG+/r6WL58+Ygb9fjddEVFRUA6F2tu33c2EEKwdOnSi5Y8z1bB5ivp/FTopb6A9Pb2sm3bNubPn/+qSfEvZF1nLEhmx44d3HTTTXzkIx/hU5/61CV/j0xkTEiiec973sP+/fvZsGEDGzZsYOrUqed0k5imydatW3Ech2XLlp2WPPL5fEA6yWQySOHU19dfNBFBNptl8+bNlJaWsnjx4ksmfXQqBVtJSQmHDh36nWiyBeju7qalpYVFixZd8PHhp8LJ6jr+d+d86zp+fXHlypWjTv3u3r2bm266iQ984AP80z/90yV/j0x0TEii6ezs5Cc/+Qn3338/zz33HMuXLw9Ip6mp6bQ3jT9XxU+nnMuia5pmQDr9/f2UlpZSX19PXV3dq14QPRUGBwfZsmUL9fX1J+2juFTgK9haW1vp7u5GCBEsamOtYJtIOHbsGDt27OCKK66grq7u1T6cU2Ks6jqtra0cOHCAFStWUF5ePqpj2bdvHzfddBN/8Ad/wN13333Jp1QvBkxIovGhlKKrq4sHHniA+++/P5h255PO3LlzR9zAvp3MlClTzqqv4HSwLCuoG/T19RGLxYJIZyJ0vgP09PTQ0tISFIYnwjGNJ3zfsvnz55NIJIJNwUT2YDsf+MPqJopy8GzhOA59fX1BXQcY4QZ+qs3f0aNH2b9//3mRzKFDh3jTm97EW9/6Vv6//+//u0wyEwQTmmiK4Tdp+qTz+OOPM2fOHDZs2MBb3vIWHn30UX7+85/z3e9+d8wLpbZt09vbG3xxwuFwEOkkEolXZYFva2tjz549EyqdMp44nW+ZX3Pr6elhcHBw1Aq2iQT/fJctW3ZSY9mLBX5dx9+0naqu45PM8uXLAzfxc0Vrays33ngjN998M1/96lcvk8wEwkVDNMVQSjE4OMjPf/5zNm7cyMMPP4yUkg0bNvCxj31sXO3Ri3drPT09GIZxQe1WigezLV269KJehM4GvnLw8OHDZ+VbdjIFm9/AezoF20SCnz46n0V3IuJUdZ1IJBK4sY/2fDs6Orjxxht5/etfz3/9139dsDrlV7/6Vb74xS9y7Ngxli5dype//GXWrFlz0sfee++9vO997xvxs0gkMkL4dKnioiQaH5lMhne/+91s3bqVD3/4w7zwwgv88pe/pK6ujltvvZW3vOUtrFy5ctxIR0pJf38/XV1d9PT0BHWDurq6c/ZfO9v38y1Wli9ffkkPZoORvmUrVqw4Z/XR8ZGor2Crra2lsrJyQpLOoUOHOHz48Hmljy4WFAqF4PoKIYL5OnV1dedU1zl27Bg33XQTa9eu5X/+538uGMn86Ec/4j3veQ9f//rXWbt2Lffccw/33Xcfe/bsOWk97d577+UjH/kIe/bsCX4mhKC+vv6CHO+riYuaaD772c/yxBNPsHHjRqqr3TkfmUyGRx55hI0bN/LQQw9RXl7Orbfeym233cbatWvH7Sb0B4Z1dXWN8F/zrXDOl3Rs22bbtm0UCgWWL19+0cqwzxbFpLpy5crzToFJKQOfr+7ubuDCebCdDfxI9ejRo+cl6b2Y4Neg/MZi//oUKwzPVNfp7u7m5ptvZsmSJfzv//7vBR3Mt3btWlavXs1XvvIVwL3Hpk6dyp//+Z/ziU984oTH33vvvdx5550kk8kLdowTBRc10RQKBYQQp9Tv53I5HnvsMTZu3MiDDz5INBrllltu4S1veQuvec1rxu2m9FN7PunYtj1iSuW5LmqFQoHNmzcHo3kv5fnv4KYnfePT8SDVYg+2np4eTNOkuro6uD4XWsHmW993dHScl5fXxQSfZE5Wg/Kvz5nqOn19faxfv545c+bwwx/+8IJeN9M0icfj/OQnPxkxy+a9730vyWSSn/3sZyc859577+X9738/kydPRkrJihUruOuuu1i0aNEFO+5XCxc10ZwLTNPkiSee4Cc/+Qk/+9nPEELw5je/mbe85S289rWvHbcGx2L/te7ubvL5fEA6tbW1ZySNdDrN5s2bqaysZOHChZd8gfNC+5b5VkXHK9j8aGe8FWy+ZVB3dzcrV66csDL6sURnZye7du1i6dKlQSbiVDi+rtPe3s4XvvAFXvva1/LEE08wZ84cNm7ceMEblDs6Opg8eTIvvPAC69atC37+8Y9/nKeffpqXXnrphOe8+OKL7Nu3jyVLljA4OMi//uu/8swzz7Bjx44L5vTwauF3hmiKYds2Tz/9ND/5yU944IEHKBQKvPnNb2bDhg1cd91147a4+F8aP9LJZDLBTvpk/msDAwNs2bLld6YxcSL4lvlDw7q7u0co2MbDXFIpNSI9eLE0CJ8PzoVkToa+vj6+8Y1vcM8995DNZpk1a1bQ7rBu3boLds+MhmiOh2VZLFiwgHe+85380z/903ge7quO30miKYbjODz//PP85Cc/4ac//SmpVIqbbrqJDRs2cP3114+rPDaTyQQ76VQqRWVlJfX19dTW1pJMJtm+fTvz5s275Hc7MDF9y/wG3p6eHvr6+ojH48Gm4HwVbFJKdu7cyeDgICtXrrzka27gFu137tx5Xn1B6XSa2267jVgsxo9+9COeffZZfvazn/HLX/6S7du3nyB9Hy+MJnV2Mtx+++0YhsH//d//jdORTgz8zhNNMaSUvPTSSwHp9PT0cMMNN3Dbbbdx4403jmvuPJfLjbDCAZg8eTIzZ8685Behi8G37GQKNj+9VlFRcU7EKKUMzE9Xrlx5yTSYng5+s+3SpUtHTTKZTIa3ve1tCCF46KGHRnwffXf3C4m1a9eyZs0avvzlLwfHMG3aND784Q+fVAxwPBzHYdGiRdx88838+7//+3gf7quKy0RzCkgpaW5uDqxw2trauP7667ntttu46aabxqVR0x8x7YflqVSKgYEBysrKggbRi7UB8VQYHBxk8+bNox7g9WrAl7X70Y6vMDwbR2MpJdu2bSOfz7NixYqL1vz0XOB7tS1ZsmTUEUcul+Ptb387uVyORx55ZEKMv/jRj37Ee9/7Xv7rv/6LNWvWcM899/DjH/+Y3bt3U19fz3ve8x4mT57M5z//ecBVyV555ZXMnj2bZDLJF7/4RR544AE2bdrEwoULX+WzGV9cJpqzgL8Dve+++/jpT3/K/v37ue6669iwYQPr168fk54Mx3HYsWMHQ0NDrFixIiAU0zTp6emhq6sraED0SediVyf19fWxdetWZs+ePW6zVcYbxyukTqdgcxyHrVu3YlkWK1asuGT92Yrhk8z5eLUVCgXe+c530t/fz6OPPjqhmli/8pWvBA2by5Yt40tf+hJr164F4Nprr2XGjBnce++9APzlX/4l999/P8eOHaOyspKVK1fyz//8zyxfvvxVPIMLg8tEc47wC7h+em3Hjh1cc8013Hbbbbz5zW+mpqbmnEnHsiy2bNmCUoply5adcpfrW+h3dXWN8F+7mLreffiplIULF9LY2PhqH86YoFjB1tPTQzqdprKyMujV2bVrF0opli9ffslL1MH14tu2bdt5kYxpmrz73e+mvb2dxx9//JJ3wrhUcZlozgN+/8PGjRu5//772bx5M1dddRUbNmzg1ltvpaGh4YyLfy6XY/PmzcRiMZYsWXLWqhnbtunr66OrqyvwX/NJ50JPQTxXnM637FKCX3fr6upicHAQXdeZMWMG9fX1l7yM2SeZxYsXj7rz3bIs3ve+97F//36eeOKJi8pY9DJG4jLRjBGUUhw5ciQgnZdffpm1a9dy6623smHDBqZMmXLC4p9KpWhubqauro558+aNupjpz23xrXB0XR9hhTNRSOdcfcsuBViWRXNzc+CJ19vbO+YKtomG3t5etm7del4kY9s2H/jAB2hpaeHJJ5/8nbBpuZRxmWjGAUop2tvbuf/++7n//vt5/vnnWb58ObfddhsbNmxgxowZPPDAA+zZs4ff//3fZ8aMGWO20EgpGRgYCHp1hBDU1tZSX18/Lv5rZwtf6HDs2LFR+ZZdjDBNk02bNgXRqv/Zj6WCbaLBr7stXLhw1K7ijuPwZ3/2Z7z00ks89dRTr9pE0csYO1wmmnGGP1Pnpz/9Kffffz9PP/00DQ0NdHZ28rGPfWxcR8wqpRgYGAhk047jBKRzIf29/J6RZDI5QuhwKaNQKLBp06Zg6umpyON8FGwTDT7JLFiwYNR1Nyklf/EXf8HTTz/Nk08+edGKRC5jJC4TzQWElJJPfepT3HPPPSxcuJCWlhbmzp3Lhg0buO2221iwYMG4ko4/791XR9XU1FBfXz8q/7WzRbFv2YoVK34nekby+TyvvPJKYBt0ttf0+GtUKBRGeORNZJVaf38/W7ZsOW+S+djHPsYjjzzCk08+SVNT0xgf5WW8WrhMNBcQH//4x/nBD37Aww8/zBVXXEEymeTBBx9k48aNPProo0yfPj0gnSuuuGLcUihKKVKpVLCg5XI5qqurA9IZqwXNsiy2bt16wXzLJgJyuRyvvPIKNTU159V8ejoFW21t7YRq4vVJZv78+aNOc0kp+eQnP8kDDzzAk08+yezZs8f4KC/j1cRlormA+M1vfsPkyZOZOnXqCb8bGhrioYceYuPGjTzyyCPU19cHM3VWrFgxrnl7f0Hr6uoKTCV9K5zRNhROBN+yC41MJsOmTZuor68/Ycz4+aLYOcL3YPPrOq+mgm1gYIDNmzczb948Jk+ePKrXkFLyD//wD3z/+9/nqaeeYt68eWN8lJfxauMy0UxAZDIZfvnLXwbTQysqKoKZOmvWrBnXRdsfi9zV1RX4r/nqqLNNe/m+ZYlEgkWLFl3Uxe2zRTqdZtOmTUyaNInZs2ePq4rMb+L1p4j6/VS1tbUXdLR4MpmkubmZuXPnjtqPTynFXXfdxbe+9S2eeOKJ3wnL/N9FXCaaCY5cLsejjz7Kxo0b+cUvfkEsFuOWW27htttuG9eZOuDWGor7QMrLywPSOZXTsO9b5ku2LyXZ7qkwNDREc3Mz06ZNo6mp6YKes99P5SvYiqXt46lgSyaTbN68mTlz5pwXyfzrv/4rX/rSl3jiiSdYunTpGB/lZUwUXCaaiwimafL444+zceNGfv7znyOECAa5vfa1rx3XGkihUAiscHz/NX9B81M3yWQyGGtwsfiWnS8GBwdpbm6mqamJGTNmvKrHcjIFmy8mGEsFm3/Os2fPPmka+GyglOJLX/oSX/ziF3n00UdZtWrVmBzbZUxMXCaaixSWZY2YqWNZVjBT5/Wvf/24qrssywpIp6+vj5KSEsrKyujq6mL27NlMnz593N57IsGfFzRr1qwJJ8M9lYLNl06PdlPik8z5nLNSiq997Wv88z//M4888ghXXnnlqF7nMi4eXCaaSwCO4/Dcc88FpJNKpbj55puDmTrjOVDLtm3279/P0aNHEUKM8F+7kPWCCw2/Z+R86hMXCv7APZ90RqtgGxoaYtOmTedNMt/+9rf59Kc/zUMPPcTVV189qte5jIsLl4nmEoOUkt/85jcB6fT09HDjjTcGM3XGWqF09OhR9u3bxxVXXEFVVVXQ8d7T00MoFKKuro76+voJ7792Lujp6aGlpeW8ekZeTeRyuUBMkEwmT5oGPR4+ycycOXPUEatSiu9973v89V//NQ8++CDXXnvteZzFZVxMmFBE87nPfY6HHnqILVu2EA6HgwFgp4NSis985jN885vfJJlMctVVV/G1r32NOXPmjP8BT3BIKdm0aVPgNN3e3n7CTJ3RQinFoUOHOHLkCMuXLz/Bul1KGRSpe3p6EEIEpHMx26x0d3ezfft2Fi1adEn4b51MwebLpv2INJVKsWnTJmbMmDHqOpRSiv/7v//jzjvv5IEHHuD6668f2xO5jAmNCUU0n/nMZ6ioqKCtrY1vf/vbZ0U0d999N5///Of5zne+Q1NTE5/+9KdpaWlh586dE6qp7dWGP3DLN/08cOAAb3jDG4KZOhUVFefUwX4uvmW+/5qfuvFtVnwrnIuFdPxRxJeq6/TJFGwVFRX09vYyY8YMZs6cOerX/slPfsKf/umfct9993HzzTeP4VGfHl/96leDeTFLly7ly1/+MmvWrDnl4++77z4+/elPc/jwYebMmcPdd999QY/3UsWEIhof9957L3feeecZiUYpxaRJk/joRz/Kxz72McAtVtbX13Pvvffyjne84wIc7cWH4pk6999/Pzt37uTaa68NZupUV1efknTO17fMHxTmk45t28EOeiJ7e3V0dLB79+7zmnd/MUFKSUdHB3v27EEIEZizjuY6/exnP+P9738/P/jBD9iwYcM4HvVI/OhHP+I973kPX//611m7di333HMP9913H3v27DnpfJwXXniB173udXz+85/nzW9+Mz/4wQ+4++67aW5uZvHixRfsuC9FXNREc/DgQWbNmsXmzZtZtmxZ8PNrrrmGZcuW8R//8R/je6CXAPyZOj7pbNmyhauvvjqYqVNfXx+QTj6fZ9euXcEY4vNVtimlGBoaCnp1fP8139trogwH8+tQy5Yt+50ZvJVOp3nllVcCqfrxCjZ/iuiZFGwPPfQQd9xxB9/5znf4vd/7vQt4BrB27VpWr17NV77yFcAlz6lTp/Lnf/7nfOITnzjh8b//+79PJpPhF7/4RfCzK6+8kmXLlvH1r3/9gh33pYiLI2dxChw7dgzghFx5fX198LvLOD2EEMyZM4dPfvKTvPzyy+zdu5f169fz4x//mHnz5vGmN72Jr371q7S0tHDdddfx8MMPs2rVqjGRTwshKC8vZ86cOVx11VWsXr2akpISDh48yNNPP82WLVvo6OjAsqwxONPR4ciRI+zfv58VK1b8zpCMb6UzdepUZs2ahRCCiooK5s6dy1VXXcXatWtJJBK0trby9NNPs2nTJlpbW8nn8yNe57HHHuN973sf3/rWty44yfgjGoprQZqmcf311/Piiy+e9DkvvvjiCbWjG2+88ZSPv4yzx7hvGT/xiU9w9913n/Yxu3btYv78+eN9KJdxBgghaGpq4mMf+xgf/ehHaWtr4/777+eHP/whH//4xyktLcUwDNrb25k+ffqYqsiEEJSVlVFWVsasWbMCOW5rays7d+6kqqoqUEaN1n/tXOGLHVasWEF5efkFec9XG5lMhldeeYXJkyeftCYjhKC0tJTS0lJmzpw5QsG2d+9ennjiCZRSzJw5k7/7u7/jP//zP1+VFHZvby+O45x0E7p79+6TPufYsWOXN63jhHEnmo9+9KPccccdp33MaIuM/mClrq6uETLTrq6uEam0yzh3CCGYOnUqGzZs4Ctf+Qpvfetbufbaa/nZz37GXXfdxRVXXBEMchsPb6+SkhKamppoamoil8v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© Copyright 2020, Jose A. Perea, Luis Scoccola, Chris Tralie.

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+ + Built with Sphinx using a + theme + provided by Read the Docs. + + +
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+ + + + + + + + + \ No newline at end of file diff --git a/searchindex.js b/searchindex.js new file mode 100644 index 0000000..e6cdc88 --- /dev/null +++ b/searchindex.js @@ -0,0 +1 @@ +Search.setIndex({"docnames": ["api", "faq", "index", "notebooks/ImagePatches", "notebooks/MooreSpace", "notebooks/bullseye", "notebooks/circleLensCoordinates", "notebooks/coil20", "notebooks/complexProjectiveOnGenusTwoSurface", "notebooks/genusTwoSurface", "notebooks/movingDot", "notebooks/parameter_n_samples", "notebooks/parameter_perc", "notebooks/parameter_standard_range", "notebooks/parameters_n_landmarks_and_cocycle_idx", "notebooks/parameters_prime_and_check_cocycle_condition", "notebooks/twoSphere", "theory"], "filenames": ["api.rst", "faq.rst", "index.rst", "notebooks/ImagePatches.ipynb", "notebooks/MooreSpace.ipynb", "notebooks/bullseye.ipynb", "notebooks/circleLensCoordinates.ipynb", "notebooks/coil20.ipynb", "notebooks/complexProjectiveOnGenusTwoSurface.ipynb", 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"dreimac.ProjectiveMapUtils.rotmat"]], "rp2_metric() (dreimac.geometryexamples static method)": [[0, "dreimac.GeometryExamples.rp2_metric"]], "set_axes_equal() (dreimac.plotutils static method)": [[0, "dreimac.PlotUtils.set_axes_equal"]], "sphere() (dreimac.geometryexamples static method)": [[0, "dreimac.GeometryExamples.sphere"]], "stereographic_projection_hemispheres() (dreimac.projectivemaputils static method)": [[0, "dreimac.ProjectiveMapUtils.stereographic_projection_hemispheres"]], "three_circles() (dreimac.geometryexamples static method)": [[0, "dreimac.GeometryExamples.three_circles"]], "to_sinebow() (dreimac.circlemaputils static method)": [[0, "dreimac.CircleMapUtils.to_sinebow"]], "torus_3d() (dreimac.geometryexamples static method)": [[0, "dreimac.GeometryExamples.torus_3d"]], "trefoil() (dreimac.geometryexamples static method)": [[0, "dreimac.GeometryExamples.trefoil"]]}}) \ No newline at end of file diff --git a/theory.html b/theory.html new file mode 100644 index 0000000..d39e750 --- /dev/null +++ b/theory.html @@ -0,0 +1,238 @@ + + + + + + + Theory — DREiMac documentation + + + + + + + + + + + + + + + + + + + + + + +
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+

Theory

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DREiMac is based on cohomology and Eilenberg-MacLane spaces, and turns persistent cohomology computations into topology-preserving coordinates for data. +We now give details about what this means. +For more information, please see the corresponding papers for the circular coordinates algorithm [1], the toroidal coordinates algorithm [2], the projective coordinates algorithms [3], and the lens coordinate algorithm [4].

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+

Inputs

+

DREiMac currently implements three cohomological coordinates procedures: the circular coordinates algorithm, the toroidal coordinates algorithm, and the real projective coordinates algorithm. +All procedures take 4 main parameters:

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  1. A dataset X, which can be either a point cloud \(X \subseteq \mathbb{R}^n\) or a distance matrix.

  2. +
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The dataset is interpreted as a finite sample of a continuous space \(X \subseteq M\). +In order to speed-up computations, a subsample of the initial dataset is computed \(L \subseteq X\), using a maxmin sampling procedure.

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  1. The n_landmarks parameter determines the size of the subsample \(L\).

  2. +
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Then, a persistent cohomology computation is done using the Vietoris-Rips complex \(R(L)\) of the metric space \(L\), which returns the persistence diagram of \(PH^n(R(L),\mathbb{Z}/p\mathbb{Z})\). +For this, a cohomological dimension \(n \in \mathbb{N}\) and a prime \(p\) must be chosen. +Right now, DREiMac supports arbitrary primes but only \(n=1\). +The choice of these parameters will depend on which of DREiMac’s cohomological coordinates one is using.

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  • For circular and toroidal coordinates, the user can choose any prime \(p\) and \(n\) is set to \(1\) automatically.

  • +
  • For real projective coordinates, the prime \(p\) is set to \(2\) and \(n\) is set to \(1\), automatically.

  • +
  • For complex projective coordinates, the user can choose any prime \(p\) and \(n\) is set to \(2\) automatically.

  • +
  • For lens coordinates, the user can choose any prime \(p\) and \(n\) is set to \(1\) automatically.

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Then, looking at the persistence diagram, a cohomology class is chosen by the user, as follows.

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3. The cocycle_idx parameter is used to select a persistent cohomology class \(\eta \in PH^n(R(L);\mathbb{Z}/p\mathbb{Z})\) by indicating its index when the persistent cohomology classes are ordered with respect to their persistence (i.e., their distance to the diagonal). +In the case of the toroidal coordinates algorithm, the corresponding parameter cocycle_idxs specifies a list of persistent cohomology classes \(\eta_1 , \dots, \eta_\ell \in PH^1(R(L);\mathbb{Z}/p\mathbb{Z})\), such that the intersection of all of their supports is non-empty.

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Finally:

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  1. The parameter \(0 <\) perc \(< 1\) specifies the time in the filtration to construct the coordinates.

  2. +
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Ouput

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With these choices, DREiMac returns a continuous function

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+\[f_\eta \;:\; L^{\alpha}\; \xrightarrow{\;\;\;\;\;\;}\; K(G,n)\]
+

where:

+

\(K(G,n)\) is an Eilenberg-MacLane space (EM space). Specifically, when using the

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  • Circular coordinates algorithm, the EM space is the circle \(S^1\);

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  • Toroidal coordinates algorithm with \(\ell\) cohomology classes, the EM space is the \(\ell\)-torus, i.e., the cartesian product of \(\ell\) circles \(S^1 \times \dots \times S^1\);

  • +
  • Real projective coordinates algorithm, the EM space is a real projective space \(RP^k\). In this case, the dimension \(k\) is selected using the proj_dim parameter.

  • +
  • Complex projective coordinates algorithm, the EM space is a complex projective space \(CP^k\). In this case, the complex dimension \(k\) is selected using the proj_dim parameter. Note that in this case the real dimension will be \(2k\).

  • +
  • Lens coordinates algorithm, the EM space is a lens space. In this case, the dimension is selected using the \(k =\) complex_dim, which results in a lens space of real dimension \(2 k-1\). The prime determining the lens space is selected using the prime parameter.

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The space \(L^{\alpha}\) is the \(\alpha\)-thickening of \(L\) in \(M\), defined as \(L^{\alpha} = \{m \in M : d_M(m,L) < \alpha\}\).

+

The number \(\alpha\) is computed using the parameter perc and the birth and death of the persistent cohomology class \(\eta\) as follows: if the parameter standard_range is True, then

+
+\[\alpha = (1 - \rho)\cdot \max\{d_H^M(L,X), 2 \cdot birth(\eta)\} + \rho \cdot death(\eta),\]
+

where \(\rho =\) perc. If standard_range is False, then

+
+\[\alpha = (1 - \rho)\cdot \max\{d_H^M(L,X), birth(\eta)\} + \rho \cdot death(\eta).\]
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In the case of the toroidal coordinates algorithm, one replaces \(birth(\eta)\) with \(\max\{birth(\eta_i)\}\) and \(death(\eta)\) with \(\min\{death(\eta_i)\}\).

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Guarantee

+

When the parameter standard_range is set to True, +the output map \(f_\eta : L^{\alpha} \to K(G,n)\) is guaranteed to preserve the cohomology class \(\eta\), in the following sense. +When one takes the pullback of the fundamental class of \(K(G,n)\) along the map \(f_\eta\), one gets back a cohomology class corresponding to the user-chosen \(\eta\).

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References

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