{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Le but ici de cette première tache est de créer un \"raster plot\" qui montre la reproducibilité d'un train de spike avec des répétitions du même stimulus. En particulier, nous allons essayer de répliquer la figure 1 de [Mainen & Sejnowski (1995)](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.299.8560&rep=rep1&type=pdf). \n", "\n", "Ce notebook a été élaboré lors d'un TP dans le cadre du [Master 1 de sciences cognitives de l'Université d'Aix-Marseille](https://formations.univ-amu.fr/ME5HSC.html).\n", "" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "fig_width = 15\n", "phi = (np.sqrt(5)+1)/2\n", "phi = phi**2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Mainen & Sejnowski, 1995\n", "\n", "## contexte\n", "Le but de cette première tache est de créer un \"raster plot\" qui montre la reproducibilité d'un train de spike avec des répétitions du même stimulus, comme dans ce travail dans la [rétine de rongeurs](https://laurentperrinet.github.io/2019-04-03_a_course_on_vision_and_modelization/#/1/3) ou dans le [cortex (V1) du chat](https://laurentperrinet.github.io/2019-04-03_a_course_on_vision_and_modelization/#/1/6).\n", "\n", "Ici, nous allons essayer de répliquer la figure 1 de [Mainen & Sejnowski (1995)](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.299.8560&rep=rep1&type=pdf):\n", "\n", "![Mainen Sejnowski 1995](http://i.stack.imgur.com/ixnrz.png \"figure 1\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "QUESTION: écrire un résumé rapide du papier (max 5 lignes) et pourquoi ce résultat est *a priori* surprenant:\n", "\n", "REPONSE: Le but de l’étude était de déterminer directement la précision temporelle avec laquelle les neurones corticaux sont capables d'encoder un stimulus dans un train de pics. Lors d'un examen de la fiabilité de la génération de pics à l'aide d'enregistrements de neurones dans des tranches néocorticales de rats. \n", " Dans cet article les auteurs ont étudié la réponse d'un neurone de la couche 5 du cortex en fonction de deux types de stimuli. Le résultat principal semble *a priori* surprenant car on s'attendrait à obtenir une réponse reproductible pour un signal continu et une réponse non reproductible pour une sigal bruité, or, cet article semble démontrer l'inverse. \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# représentation du temps" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "dt = .5 # pas de temps\n", "time = np.arange(0, 1000, dt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Création d'une fonction temporelle (version séquentielle):" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "inputHidden": false, "jupyter": { "outputs_hidden": false }, "outputHidden": false }, "outputs": [], "source": [ "start = 150\n", "end = 750\n", "value = 200\n", "\n", "def Inp(time=time, start=start, end=end, value=value):\n", " x=[]\n", " for t in range(len(time)):\n", " if start < time[t] < end :\n", " x.append(value)\n", " else:\n", " x.append(0)\n", " return x\n", "\n", "I = Inp(time)\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.63 ms ± 100 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n" ] } ], "source": [ "%%timeit\n", "I = Inp(time)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "version vectorisée:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def Inp(time=time, start=start, end=end, value=value):\n", " I = np.zeros_like(time)\n", " I[time>start] = value\n", " I[time>end] = 0\n", " return I\n", " \n", "I = Inp(time)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "21.3 µs ± 8.13 µs per loop (mean ± std. dev. of 7 runs, 100000 loops each)\n" ] } ], "source": [ "%%timeit\n", "I = Inp(time)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "QUESTION: essayer de décrire pourquoi le temps de calcul pour créer le vecteur est différent dans les deux versions:\n", "\n", "REPONSE: Le temps de calcul est plus rapide quand le code est vectorisé. La vectorisation automatique du code, est une fonctionnalité du compilateur qui permet à certaines parties des programmes séquentiels d'être transformés en programme parallèles équivalents afin de produire du code qui sera optimisé pour un l'unité centrale de traitement (CPU)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(fig_width, fig_width/phi))\n", "ax.plot(time, I)\n", "ax.set_xlabel('Time (ms)')\n", "ax.set_ylabel('I (pA)');" ] }, { "cell_type": "markdown", "metadata": { "heading_collapsed": false, "level": 2 }, "source": [ "## un modèle simple de neurone intègre-et-tire `leaky_IF`\n", "\n", "Commençons avec cet équation du potentiel membranaire:\n", "\n", "$$\n", "\\tau \\cdot \\frac{dV}{dt} = -(V - V_{rest}) + R*I(t)\n", "$$\n", "\n", "avec émission d'un \"spike\" si $V > V_{rest}$, et alors $V= V_{rest}$ pour $3 ms$.\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "inputHidden": false, "jupyter": { "outputs_hidden": false }, "outputHidden": false }, "outputs": [], "source": [ "Vthreshold = -53\n", "def leaky_IF(time=time, inp=I, tau=30, v0=-69, R=0.11, \n", " Vthreshold=Vthreshold, Vreset=-80, Vspike=30, \n", " VRest=-70):\n", " V = np.ones_like(time)*v0\n", " dt = time[1]\n", " for t in range(len(time)-1):\n", " dV = dt * (-(V[t] - VRest) + R*inp[t])/tau\n", " V[t+1] = V[t] + dV\n", " \n", " if V[t]>Vthreshold:\n", " V[t+1]= Vspike\n", " if V[t] == Vspike:\n", " V[t+1]=Vreset\n", " \n", " return V\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "QUESTION: régler le paramètre $R$ pour obtenir une dizaine de potentiels d'action - quel est l'interprétation de ce paramètre et quelles est l'unité de mesure?" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "V = leaky_IF(time, I)\n", "fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", "ax.plot(time, V)\n", "ax.plot(time, np.ones_like(time)*Vthreshold, 'g--')\n", "ax.set_xlabel('Time (ms)')\n", "ax.set_ylabel('v (mV)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "REPONSE: Ce paramètre est la résistance de notre modèle, représentée en $\\Omega$ (ohm). On observe qu'un $R$ grand nous fera atteindre le V(seuil) plus rapidement et fournira un profil de décharge haute fréquence contrairement à un $R$ plus faible." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "QUESTION: quel est l'effet de $I_0$ sur la fréquence de décharge?" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "I_0= 125.0\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "I_0= 500.0\n" ] }, { "data": { "image/png": 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ei7RHSF1uysJRXHcl/Z7L154oO6JG+gAASqm/AnAvgC4A/oifBsCkjyjDWD5EEjxfiNJLqtn8hYikYpM+AC/QWt+V+J5UUEq9AsD7ADQC+Eut9R+kvQ9EEmzkQklzcWS4UuYauRA5jE1ZiMhUbPdOAN9WSqWa9CmlGgG8H8CPA7gLwOvS3gciUxzhWOJyiRolK6vXQVr3xzalp1yOwz0uvyZVPcypw3J6oqwxGen7G3iJ3xCAGXifgVprfW+C+/U8ABe01pcAQCn1CQAPATiT4DaJiJzG+VhERERkwyTp+wiANwE4jaU5fUnbD6Cv7OurAJ6f0raJkufw02Ain6SE0mqUtwZGOGxwVKR+udxchx8HRPXNJOkb0Vp/JvE9EVJKvQXAWwDg0KFDa7w3RNlh1blR+7HpbK9ek1mXS8eyJu2E1OVkoV5V08U2K3gIiLLDJOnrUEr9PYDPwivvBJD4kg39AA6WfX2g+L0SrfUjAB4BgAceeIBvS0SrjB/2JMHzhcjtB1+8Ronqm0nStx5esvfysu8lvWTD9wEcU0odgZfsvRbA6xPcHlHVbEq67GLkWGyWDbUwGmTVTdBmO1YxvBLIXC0kSWl9hhBR7YtN+rTWb05jRyq2Oa+U+k8AvgRvyYa/0lp3pb0fRCZq4L4gNbWQlJA7auF1TKu9vWS0x//ZWljCo+44PE+1qnJVZopENS806VNK/TaAD2itb4b8/UsAbNBafy6JHdNafx7A55P4t4koXi3ckBMljQkPEfh0kygDokb6TgP4rFJqGsBTAEYArANwDMD9AL4M4H8mvodEGZRetzZ+UmdJ5uYL2fcMSjyGyOUqBHbvJCKp0KRPa/0ogEeVUscAPAhgL4A8gL8D8Bat9VQ6u0hE1Urrw97pBIPIQmrlnSlFuZzIkMNY3klU80zm9J0HcD6FfSGqSS43oaimcQUTK/ek9XTf5ZeejYxk6yeSPS7ZQERZ0rDWO0BU63hbQFklSS1YblYm4ZyMyYi70l7fMekYIsoOJn1EdSCtD3uWjiWrJrr8kRWXb/zr9XSo01+biDKKSR/RGqiFRi684SGJ1BIQeQjPZUqNyw+++ICNqL7FJn1KqeNKqceUUp3Fr+8tLudARGWsFqW2ikm2dszlmxaSS7vs0mruaUoT9WTb4fzJelcLI5xJf4bUwCEgIkMmI30fBvBuAHMAoLV+GsBrk9wpIlpdqT1J5mLRdSurDwuqaYYk424nTvdfJXc43cGYa7MT1TWTpG+D1vp7Fd+bT2JniMgdnNflHibVROmphYcSRESmTJK+60qpoyjeOiilXgNgMNG9IqohtXCDnN4+ujtaQclKa4SjJiScaPs/ysY+7klrAI4jtkQkFbtOH4C3AngEwB1KqX4AzwB4Y6J7RURrjjcI7knvRo+vPhFzXSLKEpPF2S8BeJlSqg1Ag9a6kPxuEWUby/SoFkiaRKQ2wsERRXJYWiOpXHqDiKRikz6lVCuAfw/gMIAmv+uT1vp/JLpnRLRqJJ/11dxMcN2wZPH4pqeam3fJiOxSjMX22GGUEsbSXqLsMCnvfBRADsCTAGaS3R0icgU/60mCc8WI3E7EOReaqL6ZJH0HtNavSHxPiGqc1XpJNtuxiBH9+ymtN0jZZHcdWKztZxUj+NmU1tBMet1NyrakP0N4fhJlh0n3zm8ppZ6V+J4Q1TirkQ6b7djECHauqvJOeSi70AnUwvG1uw5s9jHZ36uq8k5JJ06LmKVYm5i05o/V/lVaC79C0p8hWXgdichjMtL3IgC/oJR6Bl55pwKgtdb3JrpnRLTG+GFPEkzeidJquMWGRkQkZZL0/Xjie0GUAVkp7yR31UKXv6yUdxLVwhw4foYQkSmTJRuuAIBSaheAdYnvEVGNqYUbg7T20OUSNUpWWsuQpM0miU36nE67W67t6FU9TgdLa13MtC83zu0jqn2xc/qUUq9SSp2Htyj71wBcBvCFhPeLiNYY8yr3sMsfUXr4HkhEWWLSyOV3AbwAwDmt9REALwXwnUT3ioiI1pykhJLJJZHba2myQoKovpkkfXNa6xsAGpRSDVrrxwE8kPB+EdFqknQTrKLUyOU1qlzjchdF3htWdwxE3REtYpZi03mh6rXDbhZ+ByIin0kjlzGl1EYA/wbg40qpYQATye4WUbbVQnLEGx6SSG20Qh7CEUVKTXoJcn0m4kRkz2Sk7yEAkwD+C4AvArgI4KeS3Cmi2mSzMLPFVjifPhPSbKiRRozPqptgWtcBLx4SqIVySJsGK7wMiOpT5EifUqoRwOe01j8CYBHAx1LZKyJaVamVgTlcfqi1Zge6BGW1jNTmjHF5aY1054/V3/Xm8mtSzcdA/b2SRNkTOdKntV4AsKiU2pzS/hCRI2rhhryWuVymyHJIIpZDElG2mMzpGwdwWin1ryiby6e1fntie0VUQ5gcUWYJHu/Xa0OetcCk3F1pPcxx+aEREbnJJOn7VPE/IqpRaSWmLpcpubZYdNZKAGmJyzfktdBEKglZLT8mIjIVm/RprT+mlGoBcAe89/EerfVs4ntGVCNcSiRWUy00MSCqR5L1E4mIiACDpE8p9RMAPgSva6cCcEQp9ata6y8kvXNEtaAWcqPURvoyNlpR9yTrO3Kx6JKkR6/989/lRb0z+tLG4gg+EbnKpLzzjwH8iNb6AgAopY4COAGASR8RkaW0SuY4j4co/W6XWcFEkSg7TNbpK/gJX9ElAIWE9oeoLqQ2KlLFBzY/60nWyCWl0VeOcJDDOPpKRK4KHelTSv1M8Y9PKKU+D+CT8D5ufxbA91PYNyJaJZLP+mpuQFwuU3Jt3TCXb/R4c2iZxJZCRLWa0oiyUHebsrg2wpyF32Et8BgQZUdUeedPlf35GoAfKv55BMD6xPaIiIhqT0aTy6w2aiJ3uJy8+3gdENW+0KRPa/3mNHeEqNbZfCgqhz9Ja+GGvJa5fKNXzdN9m3Pa6tqRhzg0zktpq4VyyLQ+DiTdX/k5QJQdJt07jwB4G4DD5T+vtX5VcrtFVDvS/kzMWpdEl5MfMmd3fLP5qiRdUuv/LEuE3eN+iTsR1SuT7p2fBvARAJ8FsJjs7hCRKziXI1ku3+jx3pCyhg+K7PC9gCg7TJK+aa31nyW+J0R1pBbK9Igk1WapJbFco5EcxrVKichVJknf+5RS/w3AvwCY8b+ptX4qsb0iolBJJ4zVrAzB0atksRQ2PdUkpKLrrSJWtj25en14xHJIOzwCRNlhkvQ9C8CbALwES+Wduvg1EWUVP+1JgCMPRCnOf+Q8SyISMkn6fhbArVrr2aR3hqiWsTMgSbh8o1fNCIddV82UOn7yIq1btfBQwuraSbiNLUc7ibKjweBnOgFsSXpHiGqd5KOxms9pyYewfzOd1uc2S9QotUXGBSFL1454M1YyV+bMUaVUWL00Kb2efF5CVPtMRvq2AOhWSn0fy+f0WS/ZoJR6L7zF32cBXATwZq31WPHv3g3glwAsAHi71vpLttshclUtJDq8Z0tWeiMPKSXiLreql4dUtT1yj8vnWtbeC4jITSZJ339LYLv/CuDdWut5pdQfAng3gN9USt0F4LUA7gawD8CXlVLHtdYLCewD0arik1DKmvQWTWd5J5GL5Z1ElB2x5Z1a668BuAygufjn7wOoqnOn1vpftNbzxS+/A+BA8c8PAfiE1npGa/0MgAsAnlfNtogSl/JQgMuLYLtcosYRGznRguE2/35GRx6S/r10xf+T25L9duq1nNrl9zO+BxLVt9ikTyn1KwD+CcCHit/aD2/B9tXyiwC+UPZv95X93dXi94L26y1KqSeUUk+MjIys4u4QEcAbhKS5fKPH134JD0X9qtfEdRkeAqLMMGnk8lYADwLIA4DW+jyAXXFBSqkvK6U6A/57qOxn/iuAeQAfl+641voRrfUDWusHdu7cKQ0nIqIYktIxl0c4iNLi8nxtXjpE9c1kTt+M1npWFT/9lVJNMHjv0Fq/LOrvlVK/AOCVAF6ql+4W+gEcLPuxA8XvEZHP4Rtll294XOP2jV7tH9+1lLUy5ywk52l1ucyaLLzXEpHHZKTva0qp3wKwXin1owD+D4DPVrNRpdQrALwLwKu01pNlf/UZAK9VSrUqpY4AOAbge9Vsi8hFtXDjxQ97knA64a/iQnAteSG3ZS3hJ6LsMBnpexjeEgqnAfwqgM8D+Msqt/sXAFoB/GtxBPE7Wuv/oLXuUkp9EsAZeGWfb2XnTqLlXCzr8W8muG6YOZdv9Fw7VmuhmmUrRE1ZikFZa8ri2imUhd9hLfC9gCg7YpM+rfUigA8X/1sVWuvbIv7u9wH8/mptiyhp/EwkgmUintJDAqLUpJWI28TYXzyK650Q1TyT7p2vVEp1KKVuKqXySqmCUiqfxs4R1ZKsrRvGm+tkuXyjV9VLn9J1YLW2n0UMy5yzoRZGvG0Sq6TX0uTZT5QdJuWdfwrgZwCc1jaPZYkyLu2rwuWbl6yVqBn/23xrTC05qoUjbXU+WCzU53K5b71eEy4f3zp9SYioyKSRSx+ATiZ8RESrx+UbPb7bU9a49qCoVvC9gCg7TEb63gXg80qprwGY8b+ptf7jxPaKiNYcP+vJphwya5y86eXLQkREQiZJ3+8DGAewDkBLsrtDVHvSHgRP+ol1Nb+P2+Vm8phE/22Hf2+nRxRTut5SO9al/wuCLbqELoW622gkSamd0/IQqyiX5wQTkZtMkr59Wut7Et8TIiIiInIOB5eJap/JnL7PK6VenvieENWorD4H5TRecy4/QU9tZMdqVMT9tdN4FaQnyfec1EbGUhvxttmO/WgnrwOi2meS9P0agC8qpaa4ZAPR2nOttLFiSylE1EayQPXL5ZJll8t9iYgoOSaLs7ensSNEtcrlEY5q7rt4z2aOo6Juj4pU9erwtU2N1m6vXWoivfd2npdEJGMy0kdEBtJaLJqywe2RHXmML60z2mpRal5umZBeo6F0Eyub09Pqc0cQwtSSKDuY9BFVKf05Ru6WNrqclLg2XyhrsnojbsPqGhU179TFGJe7rFrEZIDb74HyGB+flxDVPiZ9RBSsTm/a0uJySRdLx5bwSKTH9Fi7vERK5vAgEGWGUdKnlHqRUurNxT/vVEodSXa3iGpHLYw8ULKyegokXQbGASTKGpcb5fBhDlF9i036lFL/DcBvAnh38VvNAP4uyZ0ionBJ31Sk3fylFpraJIGleW6zOy/9sktBTFULrdvE1P5oscu/d9bwqBFlh8lI308DeBWACQDQWg8AYEdPomqk9jTY/iObN0nmeKwcH+Go4uXJ6iiui7JQNeHyQ6wMHF4iqoJJ0jervXdiDQBKqbZkd4moNrEzIEm4PLJTzb2hsrgQ7GLEIWxGkRG18LDARlodaSUdP5koEmWHSdL3SaXUhwBsUUr9CoAvA/hwsrtFVHtEH47Fz1zJDbl/YyzaTMqZqMudOLPaKdI1aY1IS0JU6XpLh9vntLsx9S69dSstgvjEhKjmmSzO/kdKqR8FkAdwO4Df0Vr/a+J7RlQj0uskl3J5J2/ajGUv2ZXH2JzUtVDWxsQ/PcbdOxP8t5fHuHu98cEXEUnFJn0AUEzymOgRrTK7hDGdD3sbTiclltth2S5JuZyU2HB5bVAiIjITmvQppQqIeN/WWm9KZI+IagybeJANpxs+pDTCkdaIN2WLyyNjNtx+LyCirAhN+rTW7QCglPpdAIMA/hZeVfcbAOxNZe+IakjWRoR4b002p3TWGrnwMkhPvb/nuNjIhYiyw6SRy6u01h/QWhe01nmt9QcBPJT0jhHVirRvVJIeualq/pNVTO2XqKVZbiqPsR/hkES6/NovbS+pHy6G+MdNtC6mXhYr2U5655BNTHKvrdMjYxl9LyCi2meS9E0opd6glGpUSjUopd6A4pp9RERERERE5DaTpO/1AH4OwLXifz9b/B4RIXvlX2m3t8+CrM7rlBSBZW4pAP86sFgaQrYZltr5snAdpdf0hs11iEjGZMmGy2A5J1EiXOx2WV17+6zFaCS1QJXLN3pZvTkUnQPVlHeKNmNfq5lakx6r7SQnCyWqtYJHgCg7TEb6iCiC3eK47saQHO8N00wmbLbDF4jS4fJDrGouA45IE9U+Jn1Eqx0LamkAACAASURBVCRrH4l8yp0sl28Oq3ntrTp+prYlOV4F6UnyLacW1hq0SazsOuya/yw/B4iyg0kfUZWqGUXIWge2LHTitInhbZHbSWwpNq1XKukSbIsYm+0sxbj7nuMat0tu6/RFISIA0YuzvzMqUGv9x6u/O0RE9YENH4jsuLwsAhGRq6IaubSnthdE5Bze75DNoulZ42J5G18VIiKSCk36tNb/Pc0dIapV6S9mnmxMVSVADpf4JVmi5mIX1mpirF5Hq82kOwppU0Ip+vdL/zePtuv4Kd9OZWzyMckly06PkmfsvcDBZx5EZCl2Tp9S6rhS6jGlVGfx63uVUr+d/K4RERER0VrjoD9R7TNp5PJhAO8GMAcAWuunAbw2yZ0iorXHJ7zmXB49SW07GRvhoPSZj6wn929XHSMPydx7ARG5ySTp26C1/l7F9+aT2BmieuNyaaMNt29ebGJ4w5Mlab2aTiclaXXi5KVDROQUk6TvulLqKIpv4Uqp1wAYTHSviGqI3U1UOo+Qq8v16vOuLb0RK46MufyQoBRbn5fBmjB9bV0+b/heQESuiure6XsrgEcA3KGU6gfwDIA3JrpXRDWInQ4pa5Je+DntGCKnWV0HFgu689ohqkuxSZ/W+hKAlyml2gA0aK0Lye8WUe1Ie7HoxLt3VvP7ZKBErfznjDfj8FP3ao5V4udN2iMcguBqRuNtjpus46cWb6cUaxFj1cXSajuG/7bDI2NpHSuXRzuJyE1Ri7O/UWv9d5WLtPtPlbg4O1G2sayHiPM608T3HCKi5ESN9LUV/x+0SDvfmomK0p4vlPR8wGpKf1wcuVyKcWu+UNa4PIrg75tke1bl2sUQySWqLGJ8Lo941WsCl9q6mGk15CGizIhanP1DxT9+WWv9zfK/U0o9mOheERHRCi4n1URpce1BUZYxUSTKDpPunX9u+D2iupTe+k8pdy2sIraW8Qn6EslYl8tzFKs5mbP62rooC4fa5eQyC8eXiOxFzen7QQAvBLCzYl7fJgCNSe8YUT1Iu7zN6GdTb+Ti7rphSd7wu1xml9a6jmmT/FrVNXKRX29Za8piXE6dsSVSsoajnUTZETXS1wJgI7zEsL3svzyA16zGxpVSv66U0kqpHcWvlVLqz5RSF5RSTyulnrMa2yHKAmXRz5uduYmIqFr8LCGqfVFz+r4G4GtKqb/WWl9Z7Q0rpQ4CeDmA3rJv/ziAY8X/ng/gg8X/EznL5QYW1ajXp9xZmy/ERalZ5uyy5UukmK6rUt126jUmrSVSiMhNJouztyqlHgFwuPzntdYvqXLbfwLgXQAeLfveQwD+Rnvv/N9RSm1RSu3VWg9WuS0iNzncfc9GvZaoUW1ILdF2eK6i00kJERElxiTp+z8A/jeAvwSwsBobVUo9BKBfa32qoi32fgB9ZV9fLX5vRdKnlHoLgLcAwKFDh1Zjt4isZLWRS71yesTK4bmM6Y2QWsQwA3GWyw9jrN5zUxu95ucBEcmYJH3zWusPSv9hpdSXAewJ+Kv/CuC34JV2WtNaPwLgEQB44IEH+F5GtMo4ykU2E3nSmnua1hwj5ovpqfdDndZ1YHONElHtM0n6PquU+o8A/i+AGf+bWuubUUFa65cFfV8p9SwARwD4o3wHADyllHoegH4AB8t+/EDxe0TOquZJdVpPuSURVc1/cnjEy3y60NIPJjjFyMnXvpqoWnjtRd075Zup6rqWbWf59mxiZTHJbacWzhtRjDwkxTm0NjH1nooTZYdJ0vfzxf//Rtn3NIBbbTaotT4NYJf/tVLqMoAHtNbXlVKfAfCflFKfgNfAJcf5fERERERrR3FwkKjmxSZ9WusjaexI0ecB/ASACwAmAbw5xW0T2cloR7Ra2MckuPwEnSMc6c9lYplzssqPrs3IutYayiAjyVoTH5e3Q0Ruik36lFIbALwTwCGt9VuUUscA3K61/txq7IDW+nDZnzWAt67Gv0uUtqzdxNvIWidO3u9kS2qvZ8beC1gWSERU+6IWZ/d9FMAsgBcWv+4H8HuJ7RFRjUnr1iatdZlILr25VTYxKSW7Do888DJwl8sjVi531XQ5hojcZJL0HdVa/y8AcwCgtZ5Eeo3TiGiN8MOebNjM/TEpz1uN7dhgwpiiOk/orc5pq+vNYjtEVPNMkr5ZpdR6FN+OlVJHUdbFk6jelToDimL8Ln/uljZacbrcTP5zxiMKGbrxtJXe2mnF/4s6cWpxTDWSvkZtupEuxbo7SpYJDpfP1u1rQkQAzLp3vgfAFwEcVEp9HMCDYIMVIqKquHyjx5tDSovb5ZC8EPheQJQdJt07/0Up9SSAF8ArJHiH1vp64ntGVGNcG7GqPsbmZszdkUvOZ0lHeueaxXac7uBo/rNKeT+fteSn3pst2c3bTmk7RFTzYss7lVKPaa1vaK1PaK0/V1xP77E0do6oFmTtRqXebwicXgA9la1YHoO0bj4dHu10efTWVVk7znwvICJXhY70KaXWAdgAYIdSaiuWpgtvArA/hX0jIqI1ZNVXIqVGLkRZ43IjF8X+fUQ1L6q881cB/GcA+wA8Vfb9PIC/SHKniGrJUiMXi0YMNttzeGQxCyMqyxu5yPfHeLFox37vqrcjD6nqXE6vFM7m+KU1Gpm1UU/Dnyt7Ib1jYLI4u8X+2MSkNuJts536HlUmqnehSZ/W+n0A3qeUepvW+s9T3CciIiIiIiJaJSbdOz+klHo7gH9X/PqrAD6ktZ5LbK+IakhW50nU6xNet0dfHZ7749ho0PIY+5O5Xq+DtCwbJTcOksewmZWd0sh6DXxmEVE0k6TvAwCai/8HgDcB+CCAX05qp4hqkcs3vWnduWatRM22Mx6nqKXB4TJnp2Pc7cRJRETJMUn6fkBrfV/Z119RSp1KaoeIao3LyR5vu+RcTkKdnvvj8AgHrwN3ZW6U3OH3ApcfGBJR8mKXbACwoJQ66n+hlLoVwEJyu0RELuCTekqrq6bLA6O8CtJT741GbDpkpnXtZOk4E9Urk5G+3wDwuFLqErz3l1sAvDnRvSKqIX5yJPlMTHuehGwrVcx/Si0mueOml/3ZsONnyJ+jY9wdGbOR9miFJHYpxjyomnNZtG+lmJQSHsdGlVwe5aqFLrYuboeI3BSb9GmtH1NKHQNwe/FbPVrrmWR3i4iIiIiIiFZDbNJXXKT9PwJ4EbyHPl9XSv1vrfV00jtHVBPSmluRslrYxzhcL40jHLbbKcVm4DpwWbWj5Daj8eZsrutsvhfwMiCqfSblnX8DoADAX6vv9QD+FsDPJrVTRLXI6SYbKX1iZ/WGRxaj4fYstWxIrZGFhbTKnFNrTsKyQCKimmeS9N2jtb6r7OvHlVJnktohovqQUnfEOr/zcnnOU+ZkLOEnsuHyvGZeBkT1zaR751NKqRf4Xyilng/gieR2iai2ZPWDlDfKyXK6jDSzZ7Ucj0Wyys9pm+YvrjWMyZpSozIeC6KaZzLS91wA31JK9Ra/PgSgRyl1GoDWWt+b2N4R1ZRkn7z67bwlH75+x32bZMGG090lUyuFozS4PNJhdb05POqZ1gMKIiJKjknS94rE94Kohrk8+lLv911MQi1jUmrkYsPlZI/kMlcO6fIIPkc7ieqayZINV9LYESJyCz/ryWZtdpsF3VNaA94Kb3rTU++ltOldb/KYen9tiLLAZE4fEUVIa7HoUqw4QhZTzU2ua41Tqp8vZNgO3uE5Rm6PItgPKdpdb5KYdNv1u7x8hWnEsuvNOEa8O26f06lVCtjEcJScqJ4x6SMiIiIiIsowJn1EVfKfhIpGEaroiOb0KIxjoxU65M+rH6MD/7za3J4HmNbc1uX/l0RJjp/ddooxTl/XNjHJjXjbXHDpjay7O6KY+hIpHPIjqnlM+oiIiIiIiDKMSR9RlRYW5Y9A5y1i0tqOTUwaFlM7ZosWMe6eA3Yx9sdA0iLC6rgtpBOzYBOToevNZpTL7jqQn2vpXQfpvufaXDuSmAWrGPnrQ0RuYtJHVKULw+MAZKVjZwcLxRhzSzFmUYuLGj1DedF2ZucXkZuaE8Xkp+dKfza9TxzKTYtjLl0fF8ecGcyXxZgF+cdZsp2zy7YjjzFVTcyOja2CGO8Y7Nm0Thyzab3JSkDL961B0E3Qj5HkJGeH7GNMg7TW6B6SXaNzC4u4Pj5TjDEzPjO/tE3DqOFC2fVmuJ1nrk+IY5afnxbXm8V2TI+BzbVzporrbcuGZnHM3i3rxTFbN7SIY5obJdeb/LOKiNzEpI+oCguLGh29o6KY/PQcuodkNxNDuWn0j02JYi5dH4f0oXPnQE4WAKCjd0wc88SVm+KY71+WHWcAeOKyfDtPWsQ8YbVvXozkBsyP2d5mfqPnx7S1NprHFF+fJsm+FWOU4TiC1hpPXpEdt7mFRZzsk51v4zPzODMgu96GC9O4cmNSFPPM9QnMzMtGRaT7BQAnLa63J23OT+FrYx9jcb2ltB3//Ny83jyB86+3ja3mDz/896nmRvNbstIxMLxEtdbi4za/sCj+fCMidzHpI6pC91AeE7MLopiO3jHxhHqXkyS7GPskKekYq+NmdePqZpI0kWKSdGNiVhRzZiCPqTnZ9Xayd0z88MMqSbI61+zPG1lM1t4L7LfT4FiSNDW7gC7h9XZzYhaXRibif7BM781JjBRmRDHdQwXx5xsRuYtJH1EVniq7KTBN5J66MooG5S3EaxrT0TuGdc0Nou109I6WRpFMSxs7esfQ6N8VCfbNjzG9t+7oHS2LMd23UdF2tNZ4qncMTYKYhUWNU1fLY+KjpmYXcHawUIoxcWN8BlduTKKxQRn//r03J3FjYrYYY6ZnqICpuQUvxjDo1FUvSZLE+KO9kt/nqWJMk+D38W+omwTb6egdhVLmN/sA0NE3hpbiqIvxvvWNLp03psetr+zaMX3/6LWJKd838/cC8e8jjFlY1DgpPAbTc16SJIkZnZjFpesTomvn6ugURgozxevALOrctXFMzMqut6evjmF+UXvntPFrs3QdSN6n/RjJZwgA0TEgIncx6SOqwpNXRrF7U6to7lNH3xiO727Hxhbz8p+O3lE8a/9m0b519I7h/oNbxDHPFsQsLmqc6pPFTM8t4MxgXhQzNundtEliro5O4fr4DJ59yDzm3LUCJmcXRDGn+3NYWNSiGH/0TfL7+DdtsphR6+1Izp2O3jE0Nyrcs2+TaN/aW5tw266N5jF9Y9izaR32bJZdb7ft3Ij2deYleh29o7h7/yZZomhxvZ20uN5O9o6KYmbmF9DVnxedn/npOVwYGRfFDOamMJSfFsVcHBnH+My86PfpGshhflGLYk5etbh2bK7RPovrrc/uemtsULhH8JnQ0TuKtpZGHNvdLtrOjo2t2C+Ya0hE7mLSR1SFJ66M4rm3bIVpHwo/SZJ8wM/OL6JzIC+KWbpp22ocU3nTZjKScnFkHIWZedGNXtdAHnMLlkmSVYz5MbCL8W70JK+PP7rxrAObjZ+6n+wbw/rmRhzf024+ItA3hh0bW3Bgq/lN28m+MRzZ0YYtgnlMJ/tGcefeTWhtMp83eLJvDPce3AwlaOJyUnjtaK3FMXMLizjdnyvFmBzq8Zl5nLtWEJ2fw3lvnq4k5pkbE8hPy663s4MFzC4sis7pp/ty0Fp4HfRaXDu9y69rk/ecyocSJlfCyd4xKAXce0BwjfaOobWpAXfsNU+STvaOYVtbCw5t3yCKObRtA7YJ5ume7BvDHXvasb5Zdr0968BmCKYNlq4dZT6gSEQOY9JHZGm4MI2ro1N4zqGtUDD7UHzmxgRyU3PeTY4yu8k5O5jH7PzSTZvJdko3bZJExOKmraMixuQG2R99uv+gJGb5TZtJ0tPh37TtaRft29YNzTi0rXjTZrhvh7ZtwPZid0zT3+f23e3Y0GJ+09bRO4p7D2wWlZGe7B3D/Qe3QimzckitdWm017T8eGFR4+mrOe9cM4yZml1A91ABzz5YvHYMYvyS2Gcf8vbN5LXpvTmJmxOzePahrcXfJz6oZ6iA6bnFYozZsX66WBIruUY7Kh4wSBIe0XYqRntNY5QC7islSQb71jeGlqYG3LV3k/l2+kaxaV0TjuyQjfbu37Ieu4XVFbfvbsfG1kZB6a1/vTUISnyLSZJgUYSOvtGlc9pAqbrikJ+Mxe9dqbri0FYomJW4lqorDm0RLfFARO5i0kdk6VSf1+lSNPpUekotH32SjSR5N3r3CkefWhqXbtpMdPSNoX1dE27d2Sbazr7N67B7k/kSAif7xnB8V7uoI97JPq8ktknwaLv8ybY0xlRptFdw3vg3bZKY3ORc6abNVP+YVxIr2Y5fEiuJ8UtiJcft1FWb68CidM6irM/uGvXmv92zz7xE72TfKDYKS2JP9o15JeiCktiTfWM4unMj2tcJrrfeMdy9b5OoA2VH7xjuO7hFVEZ7UlhGq7VddUWXRXXFxZFxUcxgbgrX8jOiGL+6QvIZ4ldX2Fw7kuuAiNzGpI/I0qliid5de81L1E72jYlv2jp6vXmDeyXzmHrHcNuujdgkuGnr6BvDXfs2oVXQMMZPeCTrrJ3sGyuNvJjwS/T80VETfkmsJOEpTM/h/LCsJHYoN43BnHweU6E4j8n0qfuZwWJJ7EHzUeXyeUymr87Sjd5WmB7s8hjz7RRHewXHzZ/H9KwDknlMY9jQ0ojjuwVJUu9SSax3rOOP9sleryRWsmbayV7vevMbNBnF9I3hvoOb5debIEHQWqNDOE93bmERT/fLtjNRKoldei+Ie88ZLiyVxC7FRAc9c728usLsuJVXV5ge6qWSWPOHRtVVVyQ7t/dkX7G64uAWr1KA9Z1ENY9JH5GlU1e9kqH1xRI9o7K+YslQY4MyLmtbGn1SxbK26KDyeUx+Mhq3nfmFRZy+mhM9CZ6YmUfP0PKGLHE3yCOFGVwdnVq2nbhD4N+0SWL8m7b7lyUi0VFPX/Vu2srLs+K2Uz6fz99O3DFYKuuzaOIivNFTCqUkybTstHwek2kp4NYNzbilOI/JLGYMB7etx46NrcUbZIPEqs8viW0yTpY7+sZKo72myXJH3+iyayeOnyQtOz9jNuSVxMpi/C6xy2Oig/yS2PsPlf0+MdvpuzmFmxOzxRizffNLYiUxT1/NeSWxFiXo0qYnXowksaqYpysoWxeVoBerK+7c2+6d00afIWNeSez2NuMS7JPFkthdm9YZlzl39MqrK4jIbUz6iCxo7c1juu+g+ajD1OwCugdlzR5uTszi8o1J0ZPgvptTuDExK9pOzzWvtb+0a2X5PCYT6TdkkT8Nv094Q9nS2IC7RF0riyWxgnlMSyWxshK947vaRV0rTxaTJEmJXuUDBtMYyaiQ17VyTPR6Ts8t4MxATnTe5CbncGlkQhQzkJvGSEHWJfb8sLf+mSSmc6DYJVZw3E5Zda30R4UESVIVnS6tSmIFXSttqiv8klhJdcXJPq+6QrKQ+8neMdy9X9YAqaN3FPcf2ooGQU1sR6+snHxZdQURZQaTPiILV25MIjc1V9boIF5nsdW45InzKas5SfKbqaXlALYaj3L5MfcJygc7iuuFeTdtZlEdvWNoa2nEbbs2irazq11+03Z0Z5vopq1UEivsWnn/wS1oaFCCp+6jpZs2k1KrFV0rDQ7c7PzyrpUmOZxfEuuf0yYxfkms5Py8dN2fx2Qe45fEipKKinmDJiMp5aNCpnnvstEn45ilkljJdmxKYtc325fESmIOb9+ArW0tovecO/duwrqyrpWxMRXVFSY6yqsrDKIqR3tNtuOXxEqrK85dK4hiSiWxgpjK6grTUXIichuTPiIL/hP08hbgcWV9laVJJiMjHb3eQu7+Gn0mH77+Tdvtu9uNSw5P9nmtxg9uk7T2H8Ut25e3Go+7QT7ZN4Y79rYvv2mLCTrZN4Z7D2xZWjTecDvLSmJjYvyulZXJS1RMZUmsSYxfEiu5abs+vrIkNs7lG5MYm5xb9nQ/7ph1DxVLYpfFGJbElo8IxL42y+fzmSRWT1WUt5oky5UlsSbJ8lJrf8FIUq/XtfKOPUujvSbvBVs2NONwWWv/+FLiMRzY6pXEGu9bcU1QryTWbN86iq39vZJYw2SsrCTWZDtBJbFxgkpi40zPedUVlTFR587NiVmvJLbs4Vzc718qiRWUoJdKYssfMBiUoJeXxJqUOa/43DHYt1JjIo70EWUKkz4iC6f6cljX3CB7Gn7Vm1exs11w03Y1h+O729EmmFdx6uqYuGvlKYsSvVN9sjmAi8XW/tKbtrPCrpVjk15JrCTm6qhXEivrWjkuLontLJbEirpWlkZ7kx0htokp3RxK1j/ry6G5UYm6xJ7qk5fEnuobw15hSeypq/KF3E9dHcM9+zahpUlwvV0dw30Hkr3ebLpWzswv4OxAXjQqlJvySmJlXSu9klhp18qJ2QVRTFepukJwHdh0ibWIWSq9lZfrSkrQT12Vl8Se6vOqK47tMl+jkIjct2ZJn1LqbUqpbqVUl1Lqf5V9/91KqQtKqR6l1I+t1f4RRfFu9JYSK5N7t87+nGgEQWstjplfWMSZgbyonGtydh4XRsaXRhMNRqyGC9MYyk+viIly+cYExmfmce9+8/LBnqEC5hc17i1tJz6osz8PAKXtmOjszxVjzI+bH/MsQcxpP+aA+cjt6f4clALuLps3GDfKdbrfeyhxrDiPyaRE7XR/DtvaWrB/y/rSvsXp7M/hlu0bsHlDs/F2OvtzuH3P8tFek5h79m0WzWPq7M+JXhvAOwbl107cSMrCokbXQF606PfU7ALOXSuUrmuTY3ZjfAb9Y1NlMfF6b04iPz0vev84f20cswuLovePrgH/nJbNB14WY9CJ8/TV4jV6YPl7QdSlsBRj/p7TWYy5Z/8m85j+HFqaGnB7cU1Q05jN65tF1RWn+3M4sHW9aCH30/15HNstu95O9+dw977NS9UVhmXoROS2NUn6lFI/AuAhAPdpre8G8EfF798F4LUA7gbwCgAfUEqZv1MRpWBuYRFdA7mVT1sjPhNzU3O4cmNy2dPWuBK1wdw0bk7MLrtxjStRuzgygZn5xRU3LFExZwfz0FqWvHQNeIlVZUzUbUFnMabyiXN0jH8DVrlv4VFLMcVjYFCi1jmQQ1ODWrppK20lejsbW5tweHub8Xa6BvLYvakVu9rNR586+/M4unOjaLS3sz+HO/duEo32dvbncc9+8+VHAO8YrHw9o8v6OgeWJ2NxidXcwiLODhUqkrHo41yY9tYoXHa9xezbcN4bfZJcB89cn8Dk7MLKYxCxc91DeSzqgHM6Iqgr7NqJ2I7/8EPyMKfyQYZJTFdxO/fsM3/P6erPoUFBNNrbOZDD+uZG3LrTfLS3cyCPHRtbV6wJGnkMBnK4dUfbstHeuISnsz+HO/e0L2uAFJcjdfbn8ayy682kzLmr4kFG3GeI1hpd/bnSa+MHRW1nYVHjzGBeNDJIRLVhrUb6fg3AH2itZwBAaz1c/P5DAD6htZ7RWj8D4AKA563RPhIFOnfNm4shKbE5E3LTFsW/AbvbIkay4LN/cyjZt67idiRdK7v6c2hpbMAxQUlsZ38em9c3ixpEdBafhm8RrJnWafE0vLM/h7v2bRKPPkleG8AbSblHcJwXFzXODORF25mZ90afJNvJTc6h7+aUaDv9Y1MYm5zD3YKYC8PjmJ1fXDbSGefsYAHAUuJvIvwBQ7iuigcMZtuxeC8obkdy3DoHvDJa0fU2kEP7uiYc2rYh/ofLYvZtXoftgrmGnQN53LZrY2m5GxNd/XnctW/Tsrm9sdvpz+Ge/ZtkDzL686L3XL8iQxIzO7+InqEC7hacN/npOVyueHAYZyg/jRsTs6KYSyPjmJ5bFJ3TRFQb1irpOw7gxUqp7yqlvqaU+oHi9/cD6Cv7uavF7xE5o1QyVPnENSKmq3TTtvyDNG5krEEBd+6pjIkefQp6Gh65nf4cdmxsKT0NNxrl6s/jyLKn4X6pVfS+3bF36Wl46TYsakRgYPlNW2nfImOCE56wGP+mLSjhCYspPQ0P3E5w0OTsPC6OjC+/OYx56n59fAaDuemVI8ThIei9OYnCzPyym7a4EYFzQ+OYX9QBI9Hh2wlKeOJiwh4wRJ43/cHJmMmIVeXrE7dvSgF3lo8+xf4+ObQ2NeC24vVmklt09eewdUMz9hU7y5osn9fVn8ehbRtKnWVLpY2R16g3H7iys2zcMbh738okKe71CUp44o5b+WsTd10vLuoVDz/i3j+m5xZwfni8YjvRo/GjE7PoH5tasZ2o1+bq6BTy0/MrthP12pwfLmB2YXHl+RmxHf/BoegzpHS9ST53Vl5v7N5JlA2JJX1KqS8rpToD/nsIQBOAbQBeAOA3AHxSSR7Fef/+W5RSTyilnhgZGUngNyAKdmYwj/ZW4dPw/hz2bl63rPNe3Anf1Z9b8TQ8Pmb503DTuVx375OV9Xkx5k+CvcQqLxqpmFtYRPdgQTSSVJiewzPXJ1YkIlGu5WdWPA2Piwl6Gh4Xc3aw4JX1CY5babRXcAxOVxEjGiG2GH3qGsihsUHhjj1LDSLijlvXQB5tLY04Uiyj9WKigzoHctjV3opdZU1c4rZzuj+HIzvaRItRn+7P4Q5hGe3p/pxlGa3seqt8+BH3XjC/sIizg5Ux0SZm5r0y2mXnQHTUcH4aw4UZ0cjYMzcmMDG7IIrpHipgYVEnPtq79FBCUvWw8uFH3Otj817QWSyjLX+QEfeanr6ax7rmBty6oy3mJ4mo1iSW9GmtX6a1vifgv0fhjeB9Snu+B2ARwA4A/QAOlv0zB4rfC/r3H9FaP6C1fmDnzp1J/RpEK3QN5HHnXmFZ34As4fFiZKWAQU/D45SehgtuWEpPwwU3RldHp5CbmhNtx28qIbnRKz0NT/imrbpSQPncSUkZrV/Wd3y3eec9v6xP0lSisz+P/VtkTSU6+3M4tmtj4mW0Xf3yjwcRWQAAIABJREFUOUldwtLbxUXtbUfw2vhltJL3An8+sCTGnw8sOaeX5gObb8efDyxKeAaWzwE0YVe2bpMkBY+mRcYU5wNLr7eNrU24RfDgsGsgjz2b1om6P3cN5HB050ZsaBHMBx6QzwcmotqwVlf1pwH8CAAopY4DaAFwHcBnALxWKdWqlDoC4BiA763RPhKtsLiocXYwv+ImXEHFlvVV3hhFNWUZLkzjWn7l0/Co8rnLAU/D45oq9PhPw8tvjGJilm7azEfGgm7a4krUSonVvpWjaWGlRp1B+wY/Jnw7lWV9cWVgnf3hT8PDY7zumOULxselMaXumGULxitE13d29edx+572ZUsIxJVn+QlP+ehTXIla58DK0d640tOghx9R++aX0UpipmYXcH44aH5ieMOYG+MzGMhNr7xGEX7e9I36ZbQB5YMhF8/5a+OYW1g++hRX2hg0HzguJmg+cOy1E/TwwzgmaDsh11vAfOC4Uc+ugfyK+cBx2+kayK2YD7z0fhj+XlA5H9ikZLlyPnB8TMCDjJgSbH9+Yrm4xl6dAQ8/okq9w+YDq4gLW2uNT36/D9fy0+E7QkROWKuk768A3KqU6gTwCQA/Xxz16wLwSQBnAHwRwFu11gtrtI9EK1y+4XXrk4y8lJ6Gi8rgLJ6GByQ88TEW5Uwh8xPjYhrLumOa6OrPoa2lsdQd0zRm96ZW0dNwvzum6Gm4ZXfMoPlSkTHC0V6/O6Ykxu+OKRmtGZ+ZL5bRmm/H744p2U5Yd8wofndMyWhv0IOMOKX5UhajT7L3ApvrLXg+cHSMNx/4iGAtRL875i7J9TaQq5gPbBDTv3w+sFlMXtzERTraGzUfOEzUfOAwpfnAgpiRwgyG8tOi8+bKzUmMV8wHjvNU7yje9c9P42c+8C1cHBk3jiOi9K1J0qe1ntVav7FY7vkcrfVXyv7u97XWR7XWt2utv7AW+0cU5sygRfmP490xN61rEnfH3L9lPbaKyvry8rK+4qiQrIzW8e6YgnPA744p6fBX6o4p2I7fHTPpsr4sdsdsalA4vkfYHXMV5gPHCZoPHB+TYndM8XzgnOi18btjSq7Rpe6Y5vsWNB84jk13zNJ84ITLyW1KYv0HJuMz83jNB7+Fjt5R41giSheLtokEzgzkvTbou5aPWEWVtZ2u6I5ZikF4aZLfVKLyaXjUmmanI56GR5VAVTaViCtt7BrIB5bBAcElTaWn4ZVlRhExC8XEqjLhWSqfWxkzOTuPC8PjgSWxYTFB3THLdy6oDOpKQHdMbzvh++YvMr+ybCp8O6WbtoCYqLJTLyag7DKuFDBoOyExfgfbFfsWUeZ8+qrXHXPF2mwRJWqnry7vjlm2ofASvavLu2Oa/D5d/Xkc3La+tMh8eUzYwQ7qjhlXTt1ZTKzKH2QsnTfh7wVBr03Udk5HjFgFbSdsPnDU9RbUHdOLCd+3sPnAUTGl7piC9xy/O+aK9wI/ZmVI6HxgpcLLnE8HlcQi/vPAizEvWQ6bd2wSs3IqQrjOAe/BYeX8xKjPqjMDeWzd0IxH3/og2tc143Uf/g4ePRnYioGI1hiTPiKBroE8btu1fL5UHD/hkT4NlzyhtX0a3j1YEC1GnS92x5TE+GtFSWIujYxjam5BFOM/DZfEhC0HsPoxwYvZRwm7OYzbt8YGtXzZAYOYtpZGUbe+oO6YJjG37miTLTJv0VSiM+BBRpzTFYtex/GvN0mM3x1TEuN3x5TE+N0xJeeN3x1TVkbrd8eUj6jaXAc217XVe0GV3THjY7z5wEcli8wXHxzukVxv/Xkc3r4Bm4RltJXzgeN0DXgPMg7vaMM//9oLce/+LXjHJ07i9z53BvMLi8b/DhElj0kfkYDXVML8A352fhEXhsdXjm5EyE3NoX9sShTTP+Y9DZeUg14c8bpjSmK6i4teS2LOWHSg9Mto04qR3LSdGQwe7Y2O8cr6JN0xzwzmsXfzOlF3zDODeRzd2SYqoz0zmMcdwm60ZwZWNjMyi5ElVtLtzC0s4vw12fVWmJ5D781JUcxQfhqjk3Oifbt03euOKbrehgrQOoXrwOYaDVk3zmg7kuttII9GYXfMM8VlPiTdMc8M5LGrXTYf+Mygt16pZD7wmcEc7tgjK6M9M+h1jJY8yDgT0HAsSul6E7w28wuL6LlWKM0d3dneio//yvPxCy88jL/8xjN440e+i8HclPG/R0TJYtJHZGi44DWiCPpQVAguM7o44i16fUdQTEi5Wc+Ql1jdsTfgJicm5s49K8tOEbJvpe3sWVmaFBbUM5QPiQnvxNld3E5lE5eofeseKqC5Ua14Gh5VDtkzlEf7uqYVZX2IKFHrGSpg/5b1y7pjLkWExxzduXHF0/CoxaJ7hgq4fU/7ipu2qPK5nqHCsvXsyrcTVgroxQSdn8ElalprdIdtJ6REbW5hERdHxoO3ExKTn/YeZIT+PgExQ/lp5KfnV5zTUTHPXJ/A7MJi4LUTVrR87lrwdeDFBJdTd5eunZVlcMFbKY8JKVMMiOkJ3U54CfbSe0HwdR0W09igcNuukOstIKpnKI+NrSvnA0clJj1DBeze1LpiPnDUdrqHCjiyY+WDjKX3nJW6hwo4vqd9xYOMuPecwPfpkJ/3f5+gGCC4ZFlrjZ6hAu4MOj9DLp75hUWcHx4PfDClQnZuYmYevTcnQ67R4H0bKcxgdHIu+NoJ+dy5fGMSs/OLy45Bc2MD3vOqu/HHP3cfTvXl8GN/8m/47KmBlcFElDomfUSGbJ5sd5eSJPOn1HYx3o3ecUHM2SFvxOrWneZlfWeHCmhf17Rs2QGTfdu/Zb2ozKh70OuoKenW1z3oJS+Sp+HdgwVRR1F/3yQxpcQqKIkP4Y8Q3y7ovuiPEEv2bSA3jcL0vOhcuzQygbkFLYo5F5K8RPFHlSXH4Oxg8EOJ6JjghxIm+ybZTvegN2J1dJf59dYdklhFxxSwZ9O6FfMT47Zz6462ZfMT45wdKuD47o2i6+1syEOJuH2zut4EMXML3vUmiRn3EyvBCORwMbG6XRBz+cYEZucXRTE91+TX29mQh3OR24m4rn/mOQfwhXe8GLfu3Ii3/UMH3v4PHbg+PmP8bxPR6mPSR2SoVAooLM9qaWzAEcF8qe6hAjavbxbN37BJrPwRK0li1TPklfJIbvR6hvKimw9/O5IY/wm65IZydt4fsTLfTm5qDgO5adF2/MRKkrxcuu6NEAeNCITxR6wkMaWRW0FJV+mhhGA7pVEu0XbsbkKbGlaOEMfFSBOrniGv9FaSWHnXmyyx6g4ZIY6Lkbw2SzGyUsDwUa5gcwuLuGiRWF0dnQoc7Q1zLT+D3NSc6Bq97I8QSx5kXLM/p+1ibJIx8+2EVXFE71s+cITYd3hHG/7pP/wg3vmjx/GFzkG85I++ir/7zhUsLEat5klESWHSR2TozEAeB7YGJ1Zeh7eVugcLOLorLLEKjgkrBfQiwkutgkvnokutwsrtgJWVRv6NXtBNeFg55Mz8Ai6NTITEBJdn5Sa9xCooSQrbt/6xKRRm5oO3E1I65idWwTHBx+1cxBP0sO30RIzchpXc9UQkPGEllEtJknkpcWmEOGAUIawTZ3cxsbo1ZD234O2Eld6GLxbdM5THvs3rVpTeejHBB6FnqIBbd7YFNqKIKqcOvd5C9q077DqI6ODqxYSU6AXEaK1DR5XDypy9EauwazR43wrTc7g6Gl566wUt//5SYmX+XuAnVtG/z/Lv98Sc017M8iD/oUTk64PKmIgHDGHX22Dce0HAeTMY8V4QGBFeehsXs6GlMfBBRthnSPdQAbvaWwPnEKuQctXuoQIOb98QOYe4qbEBb3/pMXzhHS/G3fs247c/3Ymf/sA38e2LN0JjiCgZTPqIDJ27Ji9Nsh+xMo+ZmV/AxZEJ0ZPg3OQcBkMSqzBXR6cwHpJYhbk4PBGaWIWxKU2KKjMKY1uiB8hGn2zKB88ORidWYfsWlliFxxRCE6swYXMa42Ju3y0fsRKX3gpHe7XWOCssH/TnNEpiouY0hvHnNEpinrluUXpbvN4k5YNn/cRKFGNxvVVR6i4tqY8asQrSM+Q1i9m/RTJC7M1p3LLBvDnT2UFvTqOo9Lb4sEDSnMmm1F1SXXHbrnb8/a88H+977f0Yzs/gdR/+Dt70ke+Wln8houQx6SMyMDu/WByxCr4pCPpoHZucxVB+WnTz4SdWkhuji8MTWFjUogQuqkQvbLSi1CAiZKJ/kJ5r4d0xQ2OiygdDYmzmNPrNYiRzGruHCtgknNPoN4sJHCEu/r9ytKJnKI/bdgUnVmGNGPyHBWEjVmH7FlpqFhkTfJyDtm0zp7HULEZQBucnVpIb18Fi6W1Y+WBQnwx/TmNloxT/54NEzWkMG40Pa/wSpaqYFMoHw+Y0ho36+6W3QYlV2Kh/T3FOoySx6hkqhM5pjHp9whKrsPNA+lAC8N5DxQ8Or8keHM4vLOLCSHCzGMCvLlh+pEtzGgXbUUrhofv346u/8cP47Z+8E539OfzUX3wDv/yx7+N7z9wMbVBFRKuDSR+Rgcs3vBGrqLbhK8uMokd4gsrNosr6/JjKu5xSYiUoA7MaTbsWXgroq/x9/MQqak5j5b6dLSZWUXMag7YTn1gt/37PUHizmPAY76YtrPQ2PEb+BF3avKLnWnRM5e2UP6dREmPSLKYyJm5OY9ANclyzmKAStXMRDyW8mJXJclT5YJio8kGfqHywFFOxncH4EbiVMfnQOY1Lp2zlA4YC2sMSq5AOmT1DhdA5jeFlznZzGo/v3igbsTK4doLePyJjgkpvQ8p1w7YR1ywmqJR4fGYefTfDR4iDHgANF2YwNhk+pzHoc8emWUxphFj43gYA65ob8csvvhX/9q4fwX952XE8eWUUP/ehb+PVH/gWPntqADPzC+J/k4jiMekjMuDfHErWirJ6Gm7xQeo3izksbBYTl1gFxezfsh7tKTSLCUuswmPSaxYjeW1MEqtKfrMYmy6cNs1irJpXiEpv7TvYSq8DL8aiWYzwurZpFhOWWIXH2DWLCZvTGMZf3iCN0lvJa7N0vSXbLCZqTmOYqDmNYaLmNIZZSqySbYBk2zQJkH2+VWpf14x3vOwYvvXwS/F7r74HuclZvO0fOvCC//kY/sdnz5TeB4hodTDpIzJw7po3mT60FDDgfql7qIAtG5qxe5P5Yr9nB/M4uG09NraaL/Yb3SwmLMZbkDt6xEqviIkaRQnbN8nC50tdAc234zeLkc5pHMhNi8oH/WYxku346zRGjtxi+UBC2DprpRgEjCQNho/2LkUtFzenMegVjSsfjIqR3oQ2NwrnNEY0i4mK2ReRWAU1aOqOmNMYljf5yw4EJlYRJctRo0LhMbLrrXtQ9sDEbxYj2U5cYhVUkTCUn0Zuai68G21AGXrUOo3l2ykXtU5jWEzcXMPgGJs5xDZzlS0esgyGN4vxrRgdHfTmNEq63oZZ39KIN77gFjz26z+Mj/3i8/DCozvwt9+5jFf86dfxk3/2dbz/8Qu4MDxe9XaI6p35nSVRHesZip9Mv/LmMB/ZvCKocMpreBF+UxC0WHTPUAEvPLo9YhvLP7C11jh3bRw/85z9odupNDO/gEvXJ/Dyu3dH/lz5vuUm5zCUjx+xKo8xbRZTnvQsNYsJu2lbefzjRlSDStTimsUElcItzYOUt063eVIfNacxrPQ2ck5jwI1e7DqNKx4WRC8nElSiFtcsJqw0OmqdxqB5SdKRWz/mubdsjfyZyuute6iAV923LyZmKcif0/jDt++K3pmy7fhzGl///EOBPxrUITOuWUxQTFyzmKAYmxFim1HYpZjVHRkLK9eNSuCCPg+i1mkM6sTZE7NOY9ADoLg5jUFlzt3Fz7eoLpyV/BFiSeltnMYGhR86vhM/dHwnbk7M4tMd/fjs0wN475d68N4v9eDYro34sbv34N8d34lnH9oietBJREz6iIycu1bAXYL1+RYXNc4NFfCa5x4wjvETqx+7e49xjN8sRnLjatuF07ZZzGot9hsac03+ZNuu5FBe4msypzEoJjaxqhDVLCY8JnxOY9R2ohKrsBibxOqBw9GJVTk/sXro/ujEqpxfehubWJWJS6yC+M1iJOda3JzGIFHNYsJUVRLrYPlgVLOYqO3I12n0Eitx6a2wC6c/pzHp0tuea3nce2CL8c/7c4h//B7zzyqpbW0t+MUXHcEvvugIBnNT+FLnEL7QOYQPfPUC/uLxC2hracQLbt2OB2/bgQcOb8WdezcxCSSKwaSPKMbU7AKu3JzEq58dPjJWuSxT/9gUJmYXIm+mKkcrLgyPFxOr8A/sysn+8c1iVo4+xbU0Dyo5NC1nCto3yYhAXLOY0r1PWUxcYhU02hnXLCZo3+LmNAYfg+jEKqhTandcYhUwytUds+xA0Lph3UMFPO/ItoiY5aPKfuntQ88OT6wql8/zE6uX3BmeWFWOVvjNYt6wJzyxqhytMJnTWNmJ89L18djEqjLGZrR36eGHvHww/roWvBcE1BbENYtZutzKthPRLCZqOyZzGpfH5CMTq+B9i06sgtYq7B6MTqyCOrjGJVZBa1x2DxVw/8HwxKpyxNt/kPETz9obEbN83/xmMS8+tiM0BhUj3n6zmJ977sHofSv72m8WIxmFrcbezevxCw8ewS88eAS5yTl8+9J1fP38dXzjwnU81j0MAGhtasC9Bzbj2Ye24v6DW3DHnnbcsr0Njas4EklU65j0EcW4ODIOreXNHgCELvEQ5Py18WKM+XbOWzR+OWfQhXNlzLh4xOrcNXmzmJ6YxCpwOxbNYs5fC1+QOy5G4vy1cfGI1blr8aWA5eYWFvHM9Qm85I7o0ttyhWlvnUbJOTCYm0ZhZl50HTxzvVh6K4i5MCwv67NZa+5c8XqTXQd2145837w5VpJmMeeuhS9vEOb8NfmI1blr4ziyQ9Ys5ty1Ao4JR6zOXRsXLcECAOeGC+IRq3PDshGr+WKzmMjEqsLEzDyujk7h/3kgPLGqNFLwmsXcvtv8HLhyYxKzC4ui89P/DJEc61JjM4vOndXavKEZr7hnL15xj5cMD4xN4aneUXT0jqGjdxR//c3LmF1YBACsa27AsV3tuH1PO+7Y044jO9pwy/YNOLA1ekF5oqxi0peQU31j6BkqYGd7K3a2t2JXeyu2b2zlU6caZPMBd2HEu9G7bZfkZnccjQ0Kh7ebJ1YXhsexsVWWWF0cHseeTetEidWF4XEc3t4mSqwuDI/jtl2yGz0/RuLCyDjuE9zo+dvxbxpMLCxqXLo+gR86vtM4ZmJmHv1jU3jdLtmNXmF6HscEx+DKjUnMLWhRjN8UwSZGek57MTb7Jik/tvt9GhRE6zReGB7H+mbZgtwXhsexs71VlFhdGB7HLds3iBKrC8PjOCq93kbGcUyQVADeQ7DQ5ioRMS8VPJRYXNS4dH0cPxgyVznI9NwCro5O4d8/x7yk/sbELMYm50TndN/oFGYXFkXn9MXi54HkWJeuA9EDkyq2k/A1mpR9W9Zj35b1eOW93oOymfkF9AwV0D1UQE/xv6/2jOCfnrxailEK2LNpHQ5t24Bbtm/Avi3rsXvTOuze1Fr8/zps29CyqvMViVzApC8hX+wawge/enHZ9xoUsK3NSwB3trdiy4ZmbFnfjM3rm7FpfTO2bGjB5vXN2LLB+97G1ia0tTRhfUuj6MOfVte5a96SCLds2xD6M175y1IBTOlGb334jV5liZrJjV5lqdGFkegbvaDSxgsj0YlVUAnUxRGzNujlJUAXR8bxkjuiyvqW12qa3OhVVnea3OhVNmW5MT6D0ck5s2NQ/Lrv5iRm5xdxNDJm+b5dGpkAYJbw+PtmklhVNvMxSaxWnDfGMcvPadvtRI1YBZU5tzY1YH/EHKvKpiwXhsexva0FW9vCF+SuLFG7ODyOg9tinvgHbOforrb4m8GK43Zb1O+/MsQ65sXHwh9KVJYsa61xcXgcPxsx+lQZMzO/gCs3JvBT90Y8MKkocx6bnMX18dno86aizLl/bArTc9GJVWWpt1+RYRKz8nqLOT/Lvk4sBhXn2ojJAxO14n0aiLnesPLzoKWxAYeiPt8CYjavb8aOjeHX21ppbWrEvQe2rBjxvTE+g8s3JtF7cwK9N6Zw5eYEem9M4vGeEVwfn1lRwtvcqLBzYyu2bWzB1g0t2LKhBVs3NJf+732vGe3rmrChpcm7X2ttQltrI1oaG0QPX4jSwqQvIe946TG8/nmHMFyYwUhhBiOFaYwUZpa+Hp/BM9cnkJuaQ356bsUbTqXmRoX1zY1oa/WSQD8ZbGtpxLpmLylsaWzw/l/8r7X868YGtDQ1ln2t0KAUmhoVGhsa0KgUGhuW/9dU8XX5z/h/16AUlPI+tJXyPhxK34P/d96fG/yfA0oxtaDnmrckQpNwlOuoYAQBKCZwgnIufzsP3mZeZmRyo1fJv9H7yYi5JZX8Gz3J7+Pf6Eli/Bs9ScxSIiIb4fFiBNsZKVjEyEfG/Bs90YjViFeuG3WjFxSzaV2T6Ebvwsg49m9Zj/Ut5qVUF4a98kFJVYR3vcmvnajEKsjF4XH8QMQ8yEr+9RY1D7LS3MIirtyYxMsFDZ3y03MYLsyIGpgM5qYxMbsQ+SCj0uXrk1jUEMWUrh3BvlUzQuzke0GxiuPQNnkVx6528yV/LgyPY+/mdWgTLPlzcXgch3dsEH++Sas41tr2jV61VVDn3bmFRYwUZnAtP138z/vzUH4aY5NzGJ2cxdXRKYxOziI3FX+/1tSg0NbqJ4KN2NDShHXNDWj9/9s79xi5r+qOf8++vLve9b78ttevxHHIQ06C4yQQFTdJaXiUtFUEVFRQSolUURVQK0pbqUAFUnm0PPqgqng0QAVtAy1RWkBpSmn6B6gOUBJIabzetZ3YyT5sbzwzu7M7M6d//O6d+e3seOee387Mzo6/H2m1M7+Z87t3fnPvnXN/53vu7WjHho42bOh0/zvcsc7Y45jP1t7mfbTI5+poa0N7e8n/6vTvKfplbehwr7eJoK3N+V0x/2ul/3HfbcnzdfQ9k5XhpK9OdHe2Y3S4F6MBTlWhoLg0n8Ps3CIuzkWDysXMItLZHDILeWQW/P98dGwxj4x7bTq1gLnFPBZyhegvv/R/syN+YEFpIlh8fJmJYnz8kSXnkmXHl45Vsdcve4748ejJdCqL16x0Z7uMpI7exHQaP3dduATqxflFvPBi1uQYrcbRS+KANaVNgolVIhvn6O1NINe17O14IoFcd8zJdevt6DVCrquqODGVwqsMct2cy4M8dsgm1z07O2+aKE5eyuJSNmeyOTUT5UFabIr9oEE2SSZWV29JIAu23ABycl1L3rGX6+4cSCDXXUHFUcmmIXLdJP1tMmVamRqIrvU9Lwn/rWp2OtvbijLRauQLihfnoonghcwiUtkcMtkcUtkc0tkc0gv52LG8O5ZDNlfAxblFZJ2/ls0VkM3lkV2MHvs8xGbFTwLb3N19P5n0zbOaL4Yqfls1v66yn7ayT1fJn4sfv1ydQxnp68LDv3Wn2W4t4aSvCWhrEwz0dmKgtxN7EH7nvRqqisW8liaCxYlhHgs5RUEV+YIiV4j+F/9UkS8UkC8A+UJh+esxm4IqVCMpixYfKwqK4mPV0muF8mOAO156XDpe+TzFz1f8nLHPHJPHFGVMS67Jkiu03P4y53rTbXtXvNZx+UuooxeXqJ2ayQQ5enGJ2liAY3RZOdNK5RRtsNTGILWy2KjJZqkMLMTRq1RONUevfCXOIEevrG5Bct0Kdavm6EmkAysS4uhVkptV2zuw3GZsMoW7V1iFM7IpyZzzBcXJqdRl95As2sQkapa8LG9TyssKkNE6G5+XVe3mR7xfjwVO/OPXLUiuW7YSp6nvLCsnRH4cXo63ipcjUl0+WG5TVa5bfFSqW1W5bnndpqrLdctlsWNT1eW65StxnpiqHiGuJIesOoGtIHNeSa4LLG1rhYJibCqF11dRcYhEv8NA1N9On89UXTgqvvrvhfQCZtIry3VbmfY2wVCVtpmEQiHy1bKLBczn8pGPlVfknA+Wy3vfq4B8IfLtVnqei5wtFLwfVfTLFIVCNAoUn8f8s+hxheconaugpXMD5X5T7HHRB1vul2HJ+5b7ddXsV+vXXa7Oy+t2+df6u9ffFGr91ZgEIyLo6pDI6QwPHJBV0ugFLxplY13woqujDbuHDPLByRSGN3Zh2PBjGuLoVSonKC+rzMYqBUxqU83RixPq6MXxjt4vGFYITeLoPXdhDtmcfcGLanlZ5ayHvpNIpmi5bpPV87KWlZMgLyuRXHcqhQNb+mxyXZerbCFpf7stgVz3l1bYvqechVwk1703gVzXpOJ4cR6ZhbzJZmImbZfrJlA9kOq0tQm626J0nQGER5EJscDVQQipMaERgUo2JkdvKm129MYSOHpjztHr7TLkiUylcMCYlzUWcje83GYynSgvy2KjGk2sLN+nz8uy2CRx9J53jp6l3Zyasct1V9Om6z1JalTdxqbsct2xKbtcd2wqjR0D3eiz5GVNNSYvayyBfNDad1TVLFPM5QuYmLb1t1Q2h3Oz8yabyUtZpLI5k83p82nkC1r/fpDIJnyxqdWUQwhpDjjpI6QGxFcgDM3LikuAfAJ+NUev3Kaao1cuhwxx9CpJG6tL2sokagGOXlyi5vOyqsrtYnJVn5dVtZyYDKyYlxXosChK2yhUL6dUt6JcN7BuQLgzFV/lLzT3KS5RC83LKm9rUTkrR68r2wTI2tznCc3LisucT0ym0NvVjp0DK29bEpdTn5hMYWv/BmyqkgcZ7yeheVnl16CqXNf9L++jK5dRuV+vaFMmJQ65+REfC/zquiESdF+Ol+uGlxPJdWfnFk02wXLd2JhzclVy3QAZfll/C/lOLVL3yAaJyonL8KvJdYHlv2/dnW2mbUsIIc0BJ32E1JhGJeBb76AXbQxjb9huAAAWHUlEQVRRrqKjZyin6OgZbCx5WZ5QRy9Oo6JPzW4T4uiV21TLy6pkUy0va5nNVAp7hnuxocMo193SmAUv6i3x9XJdy3fj5bqWchLJdQO2USiHct1ki994ue6opb9NpTDY24kRY3/bPdRjk8dPpXBgcx/3sCNkHcJJHyE1phGOnt9GwVJOyH5Z5dDRS5bDErJfVqVykjh6LZeXZb2RYbTxeVnNKNdt5ryspu6jCW06Eqyu259gG4Wdxm0U/LYlZrlukpsfSW5kUNpJyLqEkz5CakC0YbaaHD0vUTM5ek6iZt0vS2GTDHmsNqpGmZHZxl5OfLPoUEcvLlELdfTiK5iGOnpxidpYoKNXLrUKycsql6iFt89wiW+8bpa8LC+H9HLdkDbtbSxyXb/qaXF13eDPo6VtFAzXLVwKGP039dGYzDl8wlOSOZv7WwIbQIty3X2bV847lrK6bexqx45qct1iKRou1y2OOVqU63ZW62+wyXU98VVFg9p07JQh8vhym9AbGV7m7FfXDeuj0W/V3EIez120qTgIIc0DJ32E1JBmv7Od2KYB+2WF5GWV24Q4euU2IY5euU0SuW7DolyG76bo6Blsio6ewWY6FZaXFef0+QwW87b96RJFVBO06Wbvo0nkuta8rBOTKWzu68Jgry2qvHdko0muOzaVoL8lkLo3wqZQ0GixKaM8/sz5jGn8aObVdQkhzQMnfYTUAO+ftIKjV754RUheVvld6pC8rCV3qafC8rKS3A2Pk8jGOBkraHi+pf842VyUlxUW5YqsLI6eL8fi6Hkbm6MXWTX7JCnUxl8DS15W8boF5mXFF/M5MRmWl1UejTfnZU3a87JOGCXovpygaxbv14E3Msqj5JbI2GJew+W6zmh2bhFTwSqO6P/Z2TnMLdrkuuPTafPqul6ua5P4XgIQ2A/c50mSE00IaR446SOkRqhz9jvbJTgvy9sM9IQl4EvMZtdgmKMnzmhsKoX9BkfPl2Nx9BTRMuA2m0gGdpVhH0AFcDLUoXT/cwXF6ZmMyeaSk+uG2URWxW0UDNdgwm2jEHoNFPFtPgJt1L41yFKbJHULlZtFWxVYbICoTUdy3erblniJ2thUJNfdEpiX5eu2w5CX5a+bZRuFeH8LjXJFNmH9Lb4Sp4+mVbcpaU/DbaL/uXwkQw9tN0Ak1z03O2+avPhtFCz97dRMtI2CaXEVa1RZY206cMzx301kU/26+RU/xwzRay/B9ts1hH4enwvbJgjqb4SQ5oOTPkJqyMR0GnuGbftlTUynsX/zRpOcaWImbZJPRjYZHDDb2MopqJpt5hcLODs7j/2bwx2wmVSUl2Up58z5aBsFi83ETOQYWWzGp91m9olsbBGBqG5JbAzXYDoDANhnWPBiYjqNDR1t2LEpXK47MZ3G5r4uk1x3YjqD0WGbXHd8Oo39W2z9bXza3t+S2EwYbRTRBMZis5Ar4OzFOZPNhUy0uq6lTZ+djVbXtdispr/ZbJL0g+Q2pmuQoJzxmWjP1p0Gue74TBpDvZ0mue74TAa7h2yr6xJCmgdO+gipIRPTmeAfa+9zWhw976iOTxlsACwWFKfPZ6ouqODfD0SrD06nFrAvoBwf5Xphdh7ZXCHQJuK0c/RC6uatLI6Rv2Y2m+j/+FRym6BrsMwm4Ptxi4uMT6fR3ibYHRBVLl6DmTT6N3SELevu2+dMGjsHusOjys5m38jGoKiybzvjziYEX87J6TT2BUYditd62lJOFEkZn04HfZ++nLwqzpyfM7WBzEIOk5eyYf3a2Uy5qHJQ+3T/z5yPosr7DWOB7zsh1634fU5ZbJDAZmk59ZrAxa9BmwB7hsOiykDUbjZ2tQdFlUvtM4Ntmzagt6t6VDk+fuwZ6Q1aXTd+3YLbNKIbDOPTqWAbQkjzwUkfITWioCVnN5T5XB5nZ+dNNjPpBVzK5kw2z16YQ76gJpvS3fBwKc/4TMbZWO5SJ7exOCCrsbHImcZnMtjQ0YbthijXSRfl6rdEuWbSGB3qCY5y+YniPkNU2TrhWVqOQQKmkVNtKaegUZTLYpPN5XH2YthkzHMhEy1Ks9/Qd85enMdCvmCymZixR1THG21T5359ctpyA6hkY49yZTCYIMq1a6gHXR2B/Q1RH907YuhvsP+GKDSBjVNxWGzU3dSktJOQdQsnfYTUiOdfnAuOcnlOmaJcEcnkTHabiZnwiFV5OY2wCY1yxW2Co1wxm9AoV9wmNMrlsTptUTkZ8133CeMkKYlNwRDl8qQtUS7H5KXwKJfntCHK5Wl8P2i+sWB8OhUc5YrbhEa5PBMz6eAoV9xmdLjHtIek76MWkthY5bpJbKKbHxlTm55byOPc7Lypfc6ko9xJRvoIWb9w0kdIDRCRYu6TRd65GptwuZmYbEqyUxflGrbZhOZyxW1GNoblcsVtQqNcJXlWJjjK5SVQE4aJ1dJyAiWHCcvxuVwWJ3QhX8BzF+aC79QLBLNzi7iYCY9yCexRLpHIaQXCo08CMecaCuz5iXGbUKc6Xrd65U7G201olKskcw6PcsX7W2iUK24TGuWK2wS36ZiNVR6fTIZvs1nMF3DmwpxpLLg0n8NMOkxS78t53iCp9zanzxsjt8bfEEJIc8JJHyE1IpXNAbD9KCa1sUa5UtmcOcqVyuawY6AbPV3hUa5UNoe9I72mKFeSu8etaGNawENhjnLNLxZQ0Ma0z+Q24dEKb2O5Bklt2gQYNUS5UtkcervasdUQ5Uplc9javyF4hVBvY41ypYzS8NXYWKNcSW0a9XksNtlcwSypL/aDBDYWqWajbAghzQUnfYTUEOuKhQCCo1xxLLlcHksuV9EmwQ98M9skyUdJ4uQksUl0DRLcdU9iY5GOlWzqfw2suVwAzLlcALBzsMe8YqEll8uT7LtpXhtTXmfRplH9oDFtunHXuv7XoMN4s5EQ0lxw0kdIDfCunSXK5SValh9rf+Z62sQ3i7ZKGwGLw1KyCpfO2cuJ+90WCVTjbQIdsJiRRUKZ1MYS5fI2liiXt7FEubyNJcrlJ2CWiaUvx+SEF21s1wxI9n1apKp2m9hYUMdysMpyLCsZ221WNx4mGQtCF47ydbMuHAXAtHCUr9qocTsiQkhzwd5LSA1ptSiXdV8/IOmd7fC95lZTTitFuTrbBbuMd90HezsxZJD4AsCuIUa5GmYTsCF3LWxaLcrViLEgSZSrv9smqQdgXjgKgHnhKG9jJXR7FEJIc8JJHyE1JJnD0qBJRVPbNMgJNTo61lwuwBbl8lhzuYBoJUVLLhfQwBsMSb7PJr5h0sw2ieTHTTwWWLZHAZJHucyS+uFes6R+fxJJfYvJaAkhzQMnfYTUAP+7bpJdJrJJIAk1lrNEbhYsOYzb1FGi5owsuVxeAjXQEx7l8lWz5HL5cuod5fJntjjuvm42m+TlmCSUDZc5Wxzk+l+3uHwwiUyxEfJj08JRzsaycJQvxxLlist1gyX1fixMIPG1RLlWVU4CKXGS3xBTm04icyaENB2c9BFSQ5r67n4LRbmsKxYCjZQPMsrVzDLaKz3K1dQLR7VYlCtRP2jmhaO4cich65o1mfSJyE0i8l0R+aGIHBeRo+64iMinROSEiPxIRG5Zi/oRkpRGOJSd7YKdgzZHzxLl8rTcioUJ8lGaeZLU1DLaJnaqrTbW7VEAW5TL07Bcria9zo20aVyuYTNPSBszFhBCmoe1ivR9BMAHVPUmAH/kngPAqwAcdH8PAPj02lSPEBsiQE9nO7ZtCo9yCYAt/RvQZ4hyCewrqAmk7o5RST5okED5ckxSwIh6y6YaL7WyS8fqLc9a1XVL8P3sHbZca7FvjyL2KJeIPcolYotyrU7mbelvdumtJ4lc13KTZTVjQd3HjyQ2CVaKxWrG0CQyZ+M1SLI9CiGkuVirSZ8C2OQeDwA46x7fB+ALGvFdAIMismMtKkiIlb0jveYoV6OkPIxycZGdJDZJolx9Gzqwuc8W5dox0I2eLmtUOXx7FE+zXudG2lzpbTqyac6Id6tJ6gkhzYWt19eOdwH4loh8DNHE82Xu+C4AZ2Lve9YdO1d+AhF5AFE0EHv27KlrZQmpxpG9wxjoseXJHN0/jINb+002tx8Ywcuv3myzuWoEP3vt1uD3d7W34dZ9Qzh2aEuwzaaeDty4awA/c024zdZN3bh2ez/uNHye3UM9OLi1D7cfGAm22bd5Iw5u7cORfcPBNldv7cOhbf04vHsw2ObQtn5cv3MTrt0e/p2+ZHs/bhodNDmH1+8cwNH9w6Yo1427BnDs0BZTlOvw6CDSC3lTlOvmPYPo7+4w3fy4ec8Qrt5q27Lj1r1D5knibfuHsdd4U+K2/cO4zdDWAOCOAyO469rwftDRJji6fxjHDH2nb0MHDu8ewCsMNpv7u/CSHZtw58Fwm12DPbhmWx9edpWlv/Xi4NY+3Grsb9ds68NNo4b+tr0f1+3YhOt2bqr+Zse1Ozbh8O4BXLUlvL1dv2sTju4bNkW5bnBj4WBv+M2Pw7sHcDGz3SSpv2l0EN2d7ab+dsueIfPWC0f2DaODEz5C1j2iqvU5sci/Adhe4aU/BHA3gO+o6ldF5PUAHlDVe0TkEQB/oqr/5c7xGIDfU9XjK5V15MgRPX58xbcQQgghhBBCSMsiIk+o6pFKr9Ut0qeq96xQoS8AeKd7+o8APuMePwdgNPbW3e4YIYQQQgghhJAErFVO31kAr3CP7wLwjHv8MIA3u1U8bwcwq6rLpJ2EEEIIIYQQQsJYq5y+twP4pIh0AJiHy80D8K8AXg3gBIAMgLeuTfUIIYQQQgghpDVYk0mfy9l7aYXjCuAdja8RIYQQQgghhLQmayXvJIQQQgghhBDSADjpI4QQQgghhJAWpm5bNjQSEZkCcGqt61GBzQCm17oSpKVhGyP1hO2L1BO2L1JP2L5IvWnGNrZXVStuyNoSk75mRUSOX26vDEJqAdsYqSdsX6SesH2ResL2RerNemtjlHcSQgghhBBCSAvDSR8hhBBCCCGEtDCc9NWXv1nrCpCWh22M1BO2L1JP2L5IPWH7IvVmXbUx5vQRQgghhBBCSAvDSB8hhBBCCCGEtDCc9BFCCCGEEEJIC8NJX50QkXtF5KcickJE3rvW9SHrDxEZFZFvi8hPROTHIvJOd3xYRB4VkWfc/yF3XETkU67N/UhEblnbT0DWAyLSLiI/EJFH3PP9IvI9147+XkS63PEN7vkJ9/q+taw3aX5EZFBEHhKR/xWRp0XkDo5fpJaIyLvd7+NTIvJlEenmGEaSIiKfE5FJEXkqdsw8ZonIW9z7nxGRt6zFZ6kEJ311QETaAfwlgFcBuA7Ar4jIdWtbK7IOyQH4HVW9DsDtAN7h2tF7ATymqgcBPOaeA1F7O+j+HgDw6cZXmaxD3gng6djzDwP4uKpeDeACgLe5428DcMEd/7h7HyEr8UkA31TVawEcRtTOOH6RmiAiuwD8NoAjqnoDgHYAbwTHMJKcvwVwb9kx05glIsMA3gfgNgBHAbzPTxTXGk766sNRACdU9aSqLgD4CoD71rhOZJ2hqudU9fvu8SVEDtMuRG3pQfe2BwH8ont8H4AvaMR3AQyKyI4GV5usI0RkN4DXAPiMey4A7gLwkHtLefvy7e4hAHe79xOyDBEZAPAzAD4LAKq6oKoXwfGL1JYOAD0i0gGgF8A5cAwjCVHV/wRwvuywdcz6eQCPqup5Vb0A4FEsn0iuCZz01YddAM7Enj/rjhGSCCdDuRnA9wBsU9Vz7qXnAWxzj9nuiJVPAHgPgIJ7PgLgoqrm3PN4Gyq2L/f6rHs/IZXYD2AKwOedfPgzIrIRHL9IjVDV5wB8DMBpRJO9WQBPgGMYqS3WMatpxzJO+ghpckSkD8BXAbxLVV+Mv6bRnivcd4WYEZHXAphU1SfWui6kJekAcAuAT6vqzQDSKMmiAHD8IqvDSebuQ3SDYSeAjWiSiAppTdb7mMVJX314DsBo7Plud4wQEyLSiWjC93eq+jV3+AUve3L/J91xtjti4eUAXiciE4gk6HchysEadFIpYGkbKrYv9/oAgJlGVpisK54F8Kyqfs89fwjRJJDjF6kV9wAYV9UpVV0E8DVE4xrHMFJLrGNW045lnPTVh/8GcNCtINWFKLH44TWuE1lnuFyDzwJ4WlX/LPbSwwD8alBvAfD12PE3uxWlbgcwG5MkELIEVf19Vd2tqvsQjVH/rqpvAvBtAPe7t5W3L9/u7nfvX7d3PEl9UdXnAZwRkUPu0N0AfgKOX6R2nAZwu4j0ut9L38Y4hpFaYh2zvgXglSIy5KLRr3TH1hxhe68PIvJqRPky7QA+p6ofWuMqkXWGiNwJ4HEAT6KUc/UHiPL6/gHAHgCnALxeVc+7H72/QCRvyQB4q6oeb3jFybpDRI4B+F1Vfa2IHEAU+RsG8AMAv6qqWRHpBvBFRLml5wG8UVVPrlWdSfMjIjchWiSoC8BJAG9FdLOZ4xepCSLyAQBvQLTa9Q8A/Aai/CmOYcSMiHwZwDEAmwG8gGgVzn+GccwSkV9H5K8BwIdU9fON/ByXg5M+QgghhBBCCGlhKO8khBBCCCGEkBaGkz5CCCGEEEIIaWE46SOEEEIIIYSQFoaTPkIIIYQQQghpYTjpI4QQQgghhJAWhpM+QgghLY+IjIjID93f8yLynHucEpG/qlOZ7xKRN9fgPF8RkYO1qBMhhJArE27ZQAgh5IpCRN4PIKWqH6tjGR0Avg/gFlXNrfJcr0C019jba1I5QgghVxyM9BFCCLliEZFjIvKIe/x+EXlQRB4XkVMi8ssi8hEReVJEvikine59LxWR74jIEyLyLRHZUeHUdwH4vp/wich/iMjHReS4iDwtIreKyNdE5BkR+aB7z0YR+RcR+R8ReUpE3uDO9TiAe9xEkhBCCDHDSR8hhBBS4ipEE7bXAfgSgG+r6o0A5gC8xk38/hzA/ar6UgCfA/ChCud5OYAnyo4tqOoRAH8N4OsA3gHgBgC/JiIjAO4FcFZVD6vqDQC+CQCqWgBwAsDhmn5SQgghVwy8a0gIIYSU+IaqLorIkwDa4SZeAJ4EsA/AIUQTtUdFBO495yqcZweAp8uOPRw7149V9RwAiMhJAKPu+J+KyIcBPKKqj8dsJwHsxPKJJCGEEFIVTvoIIYSQElkgiq6JyKKWEt8LiH4zBdGE7Y4q55kD0F3p3O5c2djxAoAOVf0/EbkFwKsBfFBEHlPVP3bv6XbnJIQQQsxQ3kkIIYSE81MAW0TkDgAQkU4Rub7C+54GcLXlxCKyE0BGVb8E4KMAbom9fA2Ap5JVmRBCyJUOI32EEEJIIKq6ICL3A/iUiAwg+h39BIAfl731GwC+aDz9jQA+KiIFAIsAfhMARGQbgDlVfX5VlSeEEHLFwi0bCCGEkDogIv8E4D2q+swqz/NuAC+q6mdrUzNCCCFXGpR3EkIIIfXhvYgWdFktFwE8WIPzEEIIuUJhpI8QQgghhBBCWhhG+gghhBBCCCGkheGkjxBCCCGEEEJaGE76CCGEEEIIIaSF4aSPEEIIIYQQQloYTvoIIYQQQgghpIX5fymn4SrbBBc2AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for rho in np.linspace(0.5, 2.0, 5):\n", " I_0_ = rho*250\n", " print('I_0=', I_0_)\n", " V= leaky_IF(time, Inp(value=I_0_))\n", "\n", " fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", " ax.plot(time, V)\n", " ax.set_ylim(-83, 40)\n", " ax.set_ylabel(\"potentiel de membrane (mV)\")\n", " ax.set_xlabel('Time (ms)')\n", "\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "REPONSE: La valeur `I0` mesure l'intensité du courant entrant injecté, correspond à l'injection d'un courant constant. Plus la valeur est haute, plus la fréquence de décharge augmente." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plusieurs essais montrent que c'est parfaitement reproductible, contrairement à la figure:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "inputHidden": false, "jupyter": { "outputs_hidden": false }, "outputHidden": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "n_trials = 15\n", "V1 = np.zeros((n_trials,len(time)))\n", "for i in range(n_trials):\n", " V1[i, :] = leaky_IF()\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", "ax.plot(time, V1.T)\n", "ax.plot(time, np.ones_like(time)*Vthreshold, 'g--')\n", "ax.set_xlabel('Time (ms)')\n", "ax.set_ylabel('v (mV)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "QUESTION: ce modèle semble ne pas reproduire les résultats, une explication?" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", "ax.eventplot([dt*np.where(V1.T[:, i] == 30)[0] for i in range(0, n_trials)], \n", " colors='black', lineoffsets=1, linelengths=0.9)\n", "ax.set_ylabel('numéro essai')\n", "ax.set_xlabel('Time (ms)')\n", "ax.set_xlim(time.min(), time.max())\n", "ax.set_ylim(-.5, n_trials-.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "REPONSE: Ce modèle ne semble pas reproduire les résultats, car il n'y a pas de variabilité dans le signal d'entrée. Il faut ajouter du bruit dans ce signal pour imiter l'entrée de nature variable qu'aurait un neurone in-vivo." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Création d'un input bruité\n", "\n", "Un modèle linéaire de diffusion permet de créer simplement un bruit:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "inputHidden": false, "jupyter": { "outputs_hidden": false }, "outputHidden": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def Bruit(time=time, tau_n=15, I_n=1000, I_0=200, start=start, end=end):\n", " dt = time[1]\n", " x=np.ones_like(time)\n", " for t in range(len(x)-1):\n", " n = np.random.randn()*I_n\n", " x[t+1]=(1-dt/tau_n)*x[t]+ (dt*n/tau_n)\n", " \n", " x += I_0\n", " x[timeend] = 0, 0\n", " \n", " return x\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", "ax.plot(time, Bruit())\n", "ax.set_xlabel('Time (ms)')\n", "ax.set_ylabel('I_b (pA)');" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", "ax.plot(time, Bruit())\n", "ax.set_xlabel('Time (ms)')\n", "ax.set_ylabel('I_b (pA)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "QUESTION: ce modèle représente-t-il bien celui dans le papier? régler $I_n$ et $I_0$ pour obtenir quelque chose qui corresponde mieux.\n", "\n", "REPONSE: Les paramètres `In = 1000pA` et `I0 = 200pA` donnent un ordre de grandeur de ce qui est présenté dans le papier." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Neurone LIF avec Input bruité\n", "\n", "Observons maintenant la réponse de notre neurone LIF à cette entrée:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "inputHidden": false, "jupyter": { "outputs_hidden": false }, "outputHidden": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "n_trials = 5\n", "V1 = np.zeros((n_trials,len(time)))\n", "\n", "for i in range(n_trials):\n", " V1[i, :] = leaky_IF(time, Bruit())\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", "ax.plot(time, V1.T)\n", "ax.plot(time, np.ones_like(time)*Vthreshold, 'g--')\n", "ax.set_xlabel('Time (ms)')\n", "ax.set_ylabel('v (mV)');" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", "ax.eventplot([dt*np.where(V1.T[:, i] == 30)[0] for i in range(0, n_trials)], \n", " colors='black', lineoffsets=1, linelengths=0.9);\n", "ax.set_ylabel('numéro essai')\n", "ax.set_xlabel('Time (ms)')\n", "ax.set_xlim(time.min(), time.max())\n", "ax.set_ylim(-.5, n_trials-.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "QUESTION: régler $I_n$ et $I_0$ pour obtenir quelque chose qui corresponde mieux à la sortie observée:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "I_0= 100.0\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "I_0= 135.0\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "I_0= 170.0\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
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\n", "text/plain": [ "
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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for rho in np.linspace(0.5, 1.2, 5):\n", " I_0_ = rho*200\n", " print('I_0=', I_0_)\n", " V= leaky_IF(time, Bruit(time, I_n=1000, I_0=I_0_))\n", "\n", " fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", " ax.plot(time, V)\n", " ax.set_ylim(-83, 40)\n", " ax.set_ylabel(\"potentiel de membrane (mV)\")\n", " ax.set_xlabel('Time (ms)')\n", "\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "REPONSE: `I0 = 200` semble qualitativement correct." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "I_n= 600.0\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "I_n= 799.9999999999999\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "I_n= 1000.0\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
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tkpQq6WovgwIAtB7MwwIAwFtN9vQZY2IlvWOtvVhSlaQXwxIVEMVo30a3YHpyOSTcR4966+Tr71c/xw6gxWuyp89aWympyhjTOUzxAK2GodY7IIm2LgAAXnMyp++YpG3GmA9UZy6ftfYBz6ICgFaAYY3+x6UbAIAfOEn63qz5BwBoRnCFXFp38ufJn9+6N2mr5edhvX6OHUDL12zSZ6190RgTL2m0qk+ju6y1ZZ5HBkSpVt6+BwAAQJg1m/QZY66UNEfVVTuNpCHGmHustQu9Dg4A/IJkPnj0cAAA4C0nwzv/IOlia+0eSTLGDJP0riSSPgCoJ5j0hZTHfWzTVsrHO54LRwC85GSdvqLahK9GmqQij+IBoh69GtHJUNEjaDR2AQDwVqM9fcaY62t+XG+MWSDpVVVfQ7tJ0rowxAYAvhFUARf3w0CYcPEGbqk9krj4AcBLTQ3vvLrOz4ckXVjzc66kdp5FBEQ5TuzRLZhKnBwT7mObtk7sdgBoWKNJn7X2K+EMBGhtGA4IDgEAABAOTqp3DpF0v6TBdR9vrb3Gu7CA6MWVaNTiWKjmRa9cuIZfGq7ewCV8HwDwkpPqnW9Jel7SfElV3oYDAP4WXMON5p5fBTOcF95hdwBAw5wkfSXW2j97HgnQStBIBACEi7WWHmkAjpK+J40xP5X0vqTS2huttRs9iwoAfIZUPnheDMX0/NoKOxwuqb0QyAVBAF5ykvSNk3SHpEv02fBOW/M7gABxWo9ywSzdwEHhW+y6loWlNACgYU6SvpskDbXWlnkdDACg9SHpBbxjLdWiAUgxDh6zXVIXrwMBWgsauKjFseAdNi38hmMWgJec9PR1kZRsjFmnU+f0Bb1kgzHmt6pe/L1MUqqkr1hrC2rue1TSXZIqJT1grX0v2PcBWjIuvEanYIaXtfbGnq//fl8HH324kAIADXOS9P3Ug/f9QNKj1toKY8yvJT0q6fvGmDGSbpE0VlJfSR8aY0Zaays9iAGIKNomAACvca4BIDkY3mmtXSZpr6Q2NT+vkxRS5U5r7fvW2oqaXz+R1L/m59mSXrHWllpr0yXtkTQ1lPcCWh5OwdHoswp8EQ7Eh7yoWkglRPgNhywALzWb9Bljvi7pdUlzam7qp+oF293yVUkL67x2Rp37Mmtuayiuu40x640x63Nzc10MBwgPhneiFo09/6JaZMvC3gCAhjkp5HKvpPMkFUqStTZFUs/mnmSM+dAYs72Bf7PrPOaHkiok/SvQwK21c621U6y1U5KSkgJ9OhAxNPCjE4sfB4+PBOAder0BSM7m9JVaa8tqGzTGmDg5OEdba2c1db8x5suSrpI00372jZQlaUCdh/WvuQ0AfCGY9hWNMveFa5Oy61oWf3+W/Bw7gJbOSU/fMmPMDyS1M8ZcKuk1SfNDeVNjzOWSHpZ0jbW2uM5db0u6xRjT1hgzRNIISWtDeS+gpeG0DpzK1+10AAB8wElP3yOqXkJhm6R7JC2Q9LcQ3/cvktpK+qCmB/ETa+03rLU7jDGvStqp6mGf91K5E4Af+LuHAYFib8MtXh9LHKsAJAdJn7W2StJzNf9cYa0d3sR9j0l6zK33AloacoPoFszubfWHhI83gI9Dj0p+/n71c+wAWj4n1TuvMsZsMsYcNsYUGmOKjDGF4QgOiGYU/gAAAEA4OBne+SdJ10vaZhm/BISMjxFqcSwAqOXVtwFfMwAkZ4VcMiRtJ+EDgOYF81XZ2r9dvVjrjuqdAAB8xklP38OSFhhjlkkqrb3RWvsHz6ICohhtRAAAAISTk6TvMUnHJCVIivc2HABAa+NFb5kXvYenvD5dfHBJ7aHk1SHl9WcBgD84Sfr6WmvP9DwSAIgCwVXvpFHmV+y7loVcHAAa5mRO3wJjzOc8jwRoJWiUAKfiIwF4h3MOAMlZ0vd/khYZY06wZAMAuIe2mHdo6MJv6DUG4CUni7N3DEcgQGvBiT26BZVstPJDws/z43wcelTi+xUAGuakpw8AAAAA4FMkfUC4cSE6KtHjEzwvNh27A37DdwgAL5H0ARFiIh0APBLE4uweRIHwYN+1LCROANAwR0mfMWaGMeYrNT8nGWOGeBsWEL1ok0QnQxYfNBrqgHf4fAGQHCR9xpifSvq+pEdrbmoj6Z9eBgUAfkPDqmXxujgMuxtusfX+BwAvOOnpu07SNZKOS5K1NlsSFT2BIJEcRLdg9m9rPyZ8XXGxte+8Foa9AQANc5L0ldnqS6ZWkowxid6GBAAAADf4+qIKANc4SfpeNcbMkdTFGPN1SR9Kes7bsIDoxQk4ugW3TF8rPyY8+PPDtUVb+Z5rcfy95qN/YwfQ8jlZnP13xphLJRVKGiXpJ9baDzyPDIh2FP4AAABAGDSb9ElSTZJHoge4iYu64BgA4DE6EAFITSR9xpgiNdEksdZ28iQiIMpxAo5uFHIJnCeLs4dpm7b2fdfSsDsAoGGNJn3W2o6SZIz5paQDkl5W9YC02yT1CUt0QDRjeCcAAADCwEkhl2ustc9Ya4ustYXW2mclzfY6MCBacSU6OrX6Yiwh8GNvmR9jRgvFmpIAwsBJ0nfcGHObMSbWGBNjjLlNNWv2AQBOFUzyR6PMC+HZqlRcbFn8vDv8HDuAls9J0nerpC9IOlTz76aa2wAEgUYicCo/9pIahmfDLR4fTJxzAEjOlmzYK4ZzAgB8xOt2Lu1ouKbmYPLjxQ8A/uGkpw+AizitR7fgqne27qPCz3++j0OPUuwRAGgISR8AAECUIg0GIJH0AeHHGRg1OBSqebJOnwevCXjJzz3eAFq+phZnf7CpJ1pr/+B+OEDrQR2I6BRMu422nn/RUG9Z2B8A0LCmCrl0DFsUQCvCZH3gVK19TiPgJT5eAKQmkj5r7c/DGQgA+BkNq5bF8+qd3r48WpHaY4nvEABeanZOnzFmpDHmI2PM9prfxxtjfuR9aADgP0H1WrXyxp6fG7s+Dj0qsT8AoGFOCrk8J+lRSeWSZK3dKukWL4MCopmfG7gAAJ/hnANAzpK+9tbatfVuq/AiGABoTZjL5h3mzsJvOGIBeMlJ0pdnjBmmmu8jY8yNkg54GhUQxWjnoz4SFP8icW9Z2B0A0LCmqnfWulfSXEmjjTFZktIl3e5pVAAAAAgZF5UASA6SPmttmqRZxphESTHW2iLvwwKiF6ff6MR+DZ4XvTOeV++kSwkuqT2UOKYAeKmpxdlvt9b+s/4i7cZULynN4uxAaGo/S4guQRXvpK0HuIJeLQBoWFM9fYk1/ze0SDvfqkCQuJoLnMqPDXUu2sAtXh9KnHIASE0vzj6n5scPrbUr695njDnP06gAwKeCSWBolLkvXNuUfdey+Hl/+Dh0AD7gpHrnUw5vA+AAJ3bgVH5uqAMtHR8vAFLTc/rOkXSupKR68/o6SYr1OjAAAFoqhmnDLRxKAMKhqZ6+eEkdVJ0Ydqzzr1DSjW68uTHmu8YYa4zpUfO7Mcb82Rizxxiz1RgzyY33AVoSTvDRLahCLu6H4Ste/P3hmifox/mI0czX369+jh1Ai9fUnL5lkpYZY/5hrd3n9hsbYwZI+pyk/XVuvkLSiJp/0yQ9W/M/AAAAAkSvNADJ2eLsbY0xcyUNrvt4a+0lIb73HyU9LGlendtmS3rJVn9DfWKM6WKM6WOtPRDiewFAi0NTrJoXjVLaufAbeo0BeMlJ0veapL9K+pukSjfe1BgzW1KWtXZLvbLX/SRl1Pk9s+a205I+Y8zdku6WpIEDB7oRFhAmnNijWXDr9HFM+BW7rmUhcQKAhjlJ+iqstc8G+sLGmA8l9W7grh9K+oGqh3YGzVo7V9JcSZoyZQrf8gDgU3yBA97h8wVAcpb0zTfGfFPS/ySV1t5orT3c1JOstbMaut0YM07SEEm1vXz9JW00xkyVlCVpQJ2H96+5DYga9AxEJ3rrWhf2NtxS2zvJVwgALzlJ+u6s+f+hOrdZSUODeUNr7TZJPWt/N8bslTTFWptnjHlb0n3GmFdUXcDlKPP5EK1OHdmMaBFMu621t/X83Nj1cehRyc/HEgB4qdmkz1o7JByB1Fgg6UpJeyQVS/pKGN8bCAvaJACAcCERBiA5SPqMMe0lPShpoLX2bmPMCEmjrLXvuBGAtXZwnZ+tpHvdeF0AaOlojHmHbQu/4ZAF4KWmFmev9YKkMknn1vyeJen/eRYREOVojEa3YOb2cUz4dwOw7wAAfuAk6Rtmrf2NpHJJstYWS2I2EgCEiHmdALzGMhYAJGdJX5kxpp1qLsUaY4apThVPAIHhBBydgirgwqEgyZvt4PnnjH0Hl/F9AMBLTqp3/kzSIkkDjDH/knSeKLAChIxOnugUXLuN1p5fcRGnZSFxAoCGOane+b4xZoOk6apup37LWpvneWRAlKJRApzKlx8JrtqgBTtlbrEvP2AA3Nbs8E5jzEfW2nxr7bvW2ndq1tP7KBzBAQAQDM8vrtCQhktqj1V6jQF4qdGePmNMgqT2knoYY7rqs+uanST1C0NsAOA/QbTbWnvvr5//fj/HHo1InACgYU0N77xH0rcl9ZW0sc7thZL+4mVQQDSjSQIA8BKjOwHU12jSZ619UtKTxpj7rbVPhTEmAGgV6JWo5sV2YMvCb+g1BuAlJ9U75xhjHpB0Qc3vSyXNsdaWexYVEMWCWbwb/hFMAsMRAbiDr9dqdTcD2wSA5Czpe0ZSm5r/JekOSc9K+ppXQQEAWg8apQAAeMtJ0ne2tfasOr8vNsZs8SogAPCzYBIYkh73hatHnZ77lsXPe8PN2DkuAdTX7JINkiqNMcNqfzHGDJVU6V1IAIDWhPYp4B3mDgOQnPX0PSRpiTEmTdXLNgyS9BVPowKiGA3cKMV+bVVoSMMtJ88JLp4cODoB1Nds0met/cgYM0LSqJqbdllrS70NC4h+xpjmHwTfCaaxRQLhvnBtUS7itCwMawSAhjWb9NUs0v5NSTNUfR5dboz5q7W2xOvggGhEAx84FZ8JwF2nrNPHxwuAnA3vfElSkaTatfpulfSypJu8CgoAgFDQ0IXfcMgC8JKTpO9Ma+2YOr8vMcbs9CogINrRGI1uVO8MnJ//fh+HHpXYH9XoPQdQn5PqnRuNMdNrfzHGTJO03ruQAAAA4AbSPwCSs56+yZJWGWP21/w+UNIuY8w2SdZaO96z6IAo5OdeDTQuqAIuHAseYuPCX/g+AOAlJ0nf5Z5HAbRC1O6MTsEMq6Kt51801FsW9kc1tgOA+pws2bAvHIEArQ3n5OhCEh88GqiAd1jGAoDkbE4fABdx+o1O7NeWxet2Lu1ouOWztdk5qAB4h6QPiBB6hqJTcNU7W3djz8+VBv0ce3RifwBAQ0j6gDBr7Q18AIC3WJwdQH0kfQAQIZVVtMYkb7YDWxZ+wzELwEtOqncCcNGa9MOSpIQ2sRGOBG7KP1YqyXnDbU/OMVWQ9EmSNmcUuPI6abnHXHmd5pRXVmlffrEkelFagt2Hik7+7Lf9UVZRpb15x117vRNllfrFOzu0NfOoa68JIDrQ0weE0avrM/T6hkxJUvcO8RGOBm7Zk3NMhSUVAT3nn59QGLnWyj35kqS2caGdkuZtznYjnCZZa/V//9ygnQcKPX8vNO9ocbm+/tL6SIcRtP+u268T5ZWuvd6zy1L1n7UZIX+WAEQfvhWAMMkpLNFP5+3QecO76/wRPSIdDly0aPuBgB5fUVmlBdsOaGSvDh5F5B9VVVbr9lb3fofSSWOt1dtbsuv8HmJgdV53w74j+v37u/TQa1v0lX+s04ef5uhHnz/DnTdA0KqqrL79303KLjih78waGelwgvLmpiz169JOUujHbFbBCc39OFWfH9dHb37zPP3uprNciBBAtCDpA8LAWqtfvvupKqqq9Ph14xQXY3w3DAkNs9bqna0HNKh7+9obmn3O+zsPKaeoVDdO7u/0KVErJeeYjp4oV48ObUN6ndVp+UrPO65rJ/R1KbJqf/wwRTc8u0pPLd6j1zZkaumuXD18+SjdNWOIJOZhRdK72w5oya5c/fiqMZo0qIskf+2Po8Xl2pxRoEvH9Ar5tcorq/Tjt7ZLkh69cvQp97Xm7xcAnyHpA8LghZV7NX9Lth64ZIQGdU+UMSzYEC3W7zui5INFul3+SD8AACAASURBVGFSf8fP+cfKvRrQrZ0uGR16Yy9cKqusFm47oP9tylR5ZZVrr7sqNU+SNG1ot5Be52/L09U9MV6zJ/RzIyxJ0tyPU/Xnj1J0w6T+WvODmUr+5eXa8KNZ+uZFw/kMR5i1VnM+TtXQHom6fdogGR8ugvNJer6slc4bHvrIj1++s1OLk3P06BVnqH/X6gtQ/tsiALxEIRfAY1syCvTEomTNHN1T910yPNLhwGV/W56mru3b6LqJ/fSHD3Y329OwJ+eY1u49rB9cOVqxMS2nWbZu72G9syVbbWJjFB8Xo4tG9dTUId105HiZ/r4yXS9/sk8FxeWSpMXJuXrqixNded+Pd+dqcPf2GtC1fdDdNHtyirQ4OUffnjXi5FymUJdGeXrJHv32vV36/Lg+euKGcWoTW/26FGBqGVbuydf2rEI9cf04xbSgz1EgVqfmK6FNjCYMCK2XMvNIsf69Zr9unTZQd5472LX4AEQXkj7AA8dLK/S/TVnauO+I3tyUpb6dE/SbG8ef0jvAos7+ty//uN7feUj3XjRc7eKdJQMLth2QMdLsCf1UXFZdwCHSx8KvFn6qOcvSTrntmaWpGpqUqIzDxaqospo5upeum9hPuw4W6s+L9+jaCX0184zQeipLKyr1Sdph3TTFeS9pQ55fka62cTG6Y/og7TpY1PwTmrElo0C/fW+XZk/oqz98YULTyTlj5yJizsepSurYVtdOPLVn10+74+OUXE0d0l3xsaENunp6SapijNF9Fzd8UTHS3y8AWgaSPsBlVVVWd7+8Xiv35Kt9fKxumtxf910yXN3rzFny53Vp1PfCyr2KizH60jmDHO/ThdsPasqgrurVKcHVUu3BWpGSpznL0nTL2QP0g8+focT4OB0rqdA/1+zTCyvTddnY3npg5giN7NVRknTpmF5asP2gHn59q/57zzka3jP4YjSb9xfoRHmlzhveI+hlG/KOleqNjVm6YVL/6s+YCS3pKymv1M/m71C3xHg9dt24JhM+RnhGxvaso1qekqeHLx91sufVb/si80ix0nKP67Zpg06eEILpnc4pLNFr6zP0xakD1bemIEwtv20TAN4i6QNc9vaWbK3ck69fzh6rL04dqLgQr+KiZTpaXK5X12fomrP6qWenhM/W6Wui3ZZbVKpPDxTq4ctHnXJ7pHonqqqsfvNesvp1aaefzx6rtnHVDejO7dvo3ouH694Geg7i42I0947J+sKc1brj+TV6+74ZSuoYXBGWNemHZYw0bUg3bc4oCKpH4p+f7FNZRdXJwiq1gtmk1lp965VN2pxRoKe+OFEd2jZ/iqQPJfzmfJymxPjY6oSpnlCH9YbLx7ur57JeODK0+XyLdhxURZXVneeevi0AoC5ao4DL5m3OUv+u7XT79EFNJnw+aZugEc+vTFdxWeXJZMNJYY/aoiUzago3RPpK/N9WpGlr5lE9eOnIkwmfE0OTOujFr05V3rFS/eGD3UG//5r0fI3u3Uld2scH1fttrdUbGzN1wcikkHoca72345De23FIj1w+WleNb74KKB0p4bc6NV/zt2TrznMHq3O7Nidv99u+WLY7R307J2hYUoeQvgc+2HlIQ5MSNbxnx0Yfw7kGgETSB7jqaHG5lqfk6fPj+jSZBES6sY/QrNqTp78sTtHVZ/XVmL6dHD9vdWq+OiXEaWzfzh5G58x7Ow7q8QXVBYaunxR4xcuxfTvrtmmD9N91+5VTWBLw84+eKNe69COaMbx7wM+ttetQkTIOn9AVZ/Y+eVttFcdgGrrPr0jT0KTE03oN0TKUVVTp5/N3qH/Xdnpg5ohIhxO08soqrdqTrwtHJYVUBfZYaYXWpB3WrEbm1nKeAVAXSR/govd2Vg+1+fz4PpEOBR4pLqvQ917boiE9EvXE9eNOu7+p4WWbMwo0YWDX0+aJhftKfGWV1a8XJmtEzw56+rZJQTc8b58+UFVWemdrYIvTS9KHOw+prLJKV4777LMS6Hb46NMcSdLM0T0Dfv/6issqTq6ZFsiQbHpRwudXCz9V8sEi/ezqsY1WUfXD7ticUaCi0gpdMCIppNdZkpyjssoqXeLC8Q8g+pH0AS5asO2A+ndtp3H9mu/JobHoTy+u2qfsoyV64obxSqwz56u5tOlEWaVSco7prP6fHRturi2Wd6xU/16zX8tTclVZ1fTB9ebGTKXlHdeDl44MaQmC4T07amzfTpq3JTvg5y7cflB9OyecLFcfTN65cd8RDUtKVM9OCYE/uZ71e4+ovNLqnKHOex5Zqy983tyYqRdW7tVXzhusWQ0tZu6jXfHx7lzFxhidWzvMO8jXmbc5S706tdXZg5te45JTDQCJQi6AawqKy7QiJU93nT/EQWPQRy0UnGSt1esbMnT24K7NNrTq25F9VJVVVuP7d3E1porKKv19Zbp+9/5ulVVUL5reo0Nb9e2SoIkDuujBz406Ze7TsdIK/ea9XTprQBddNrZ3Yy/r2OwJffX4gmTtzTuuwT0SHT3nRFmlVuzJ1S1nD6y3jIlz1lptzijQRaNO7eWofblAi8KsTstXXIwJeL/CGzuyj2pFSp4WbD+o3MISZR8t0bQh3fToFWdEOrSQLdudqwkDupzyuZQCuxBYVFKuZbtz9eVzBzdaYdaPC9YD8A49fYBL3t9xSBVVVleNa74ABPxp54FCpeYeP21tsLoaa7dtyTwqSaf09DX3HCd+8c5OPb4gWecM7a75983Qs7dN0jnDuqt9fKz+tWa/bnx21Slr1z21OEW5RaX6+TVjXVnU+uqz+sqY6qq1Ti1PyVVJeZUubajHxqHMIyeUf7xMEwe6k0SvTs3X+P6dT+m9dYI10Ny3IiVPVz21Qr9amKzKqiqd0aeT7poxRC/dNVXxcU03W1r6CIod2Ue1NfOoLhsb2hqXa9IOq7zS6uIID+3MKSrRVU8t13s7DkY0DgDNi1hPnzHmfkn3SqqU9K619uGa2x+VdFfN7Q9Ya9+LVIxAIBZsP6AB3drpzH7OCnu08LYJGlBbZr2hZKW5zt2tmQXq3SnhlKGIoY4OXJWap5dW79PXZgzRj64aI0ka17+zrqiZJ7c8JVd3vbheVz+1Qj+5eozO6t9Ff1+Rrhsn9z85rDJUfTq309TB3TRvc5buv2S4oyGPH+w8pI4JcZo65LNetUB7JTbuPyJJrvwdx0ortC3rqL5x4dCAnkc/ivuOHC/Td17drGFJHfT8nVM0qLuz3mM3e7WstZ4N3X1h5V4lxsfq5rMHnrwtmPdamZqntnExmjSwa7OP9XIZi7c3Z2t7VqG+/cpmvfaNc3Smg6kNACIjIj19xpiLJc2WdJa1dqyk39XcPkbSLZLGSrpc0jPGmOAnnABhUlRSrlV78nX52N6OTuBMBfKnlXvyNLp3R/XsGPgcsuQDRRobQKVPJ55YWL3G3vcuG9Xg/eePSNLS712k6cO660dvbdfVf1mhnh0T9P3LR7sax1Xj+yg197j25Bxr9rEl5ZVatOOgZp3RS23qFUwJpHG6OaNACW1iNLr3qaXqT360Amjnrks/rMoqq3OGhrZmGkL39JI9yj9WqidvmeA44XNLdsEJ3fjsKo360SJd+Nsl+s2iZFU1Mz82EKUVlXpvx0FdOa7PaUM7pcB6jVftydfZg7s1OSc3HOeZd7Ye0LCkRHVt30Z3v7ReuUWl3r8pgKBEanjn/0l6wlpbKknW2pya22dLesVaW2qtTZe0R9LUCMUIOLa4pora51yYI4WWqaS8Umv3HtZ5w5tODBrKWyqrrNLzj2tYI2vJBXMlfntW9TCxey4c2mTDr2+Xdnrhy2fryVsm6L6Lh+vVb5wT9GLqjblsbG8ZIy3a3vwQr/d2HFRRSYVunNw/pPfcnFGg8f26BFRpszGr0/LVJtZo8qDme03qC+dwwqPF5b5ZfDwYO7KP6qVP9um6if2DXtYklOG2P35ru3YeKNRt0wdqSI9EPbM0Vc8uSw369epbsO2AikoqNHtC4Euk1JVbVKpdh4p0rsPlTrw6Yo4cL9PmjALNntBPc780RUeKy3XPy+t1oqzSo3cEEIpIJX0jJZ1vjFljjFlmjDm75vZ+kjLqPC6z5jagRXttfab6dWnnaKhNrWhuvEWj9XuPqKyiSjNGNJz0NTW8LLvghMoqqjTEYaETJ17fkKm2cTGOGpCxMUazJ/TT9y4bpX5d2rkWQ62enRI0aWBXLXIwr+f1DdWflfpVMgPplSitqNSO7EJNcGk+39JdOZoyqJvaxQc2sCRcPfbJBwt163Of6KxfvK//++fGZquz+pG1Vj97e4c6JcTpB1cG3hMd6r5YnpKrj5Jz9K2ZI/TTq8fqhS+frc+N6aVnanoe3fDiqn0ampSo8+ola4GGviq1epj5ucMi2zO9Jj2/Jo7uOrNfZ/3x5rO0KaNA9/57o8orqyIaG4DTeZb0GWM+NMZsb+DfbFXPJewmabqkhyS9agIc1G6MudsYs94Ysz43N9eDvwBwZn9+sVbsydMXpgxotIpafYzu9J/VaXmKizGaGkR1x/S845KkoS4lfdZavb/joC4YmdTgMLFIuOLM3tqRXajkg4WNPia74IRW7MnTDZP6NVhExmkq8+mBIpVVVGliA/P5ak8lTl8r80ixdh861mLXOtuedVRf+OtqJR8s0hVn9taiHQf11OKUSIfluvd3HtK6vUf0nUtHqnsHd3uinfjjB7vVr0s7ffm8wZKqj6OHLhul42WVem1DZsivvyYtX5szCnTH9EGNTgFweh1w5Z48dUyI05kuDxcP1OrUfLWPjz1ZkfjyM/vosWvHaXFyjr732hZXh8YCCJ1nSZ+1dpa19swG/s1TdQ/em7baWklVknpIypI0oM7L9K+5raHXn2utnWKtnZKUFNoCp0AoXlm3XzFG+sLZoQ1XQ8v2SdphR9UdG2rmpOVWz3UbktRw0hdo02hHdqGyj5aEVP3SbTdM6q92bWL13MfpjT7mf5uyZK104+QBjT7GifV7D0uSJgbQs96YJbuqLxoGWwUx2Gbtpv1H9OB/N+vap1fqm//aoO1ZR097zImySt3z8gZ1TGijefeep2dvn6zrJvbTnz5M0btbDwT5zi2PtVZPL9mjIT0SdfOU0I6NYHbIhn1HtHF/ge6+YKjaxn3W2zuiV0dNHdxNr6zdr4oQeq7KK6v0k3k71K9LO918dmh/n7VWy3bn6oIRSY6HNns1qGRVar6mDO52SkXVW6cN1EOXjdK8zdn60bztJH5ACxKp4Z1vSbpYkowxIyXFS8qT9LakW4wxbY0xQySNkLQ2QjECzSqvrNJrGzJ18aie6tPZ+bC51l7IZcO+w/r+61v1+/d3afehIv19Rbp+Om+7bnh2lW597hM9+WGK/t87O5VVcCLSoUqSissqtCWjQNObWri7iX2anndcHdvGKaleD0awx8EHOw8pxkgzW1DvVNfEeN189gC9vSVLB4+WnHa/tVavrc/QtCHdNLB7+9PuD2RTLNmVoxE9O6h359ML6gS6TZck52hgt/Ya1khC3pRgK0ZuzzqqW59bo8W7cpTYNlarUvN17dMr9dRHKSqt+Gw+1LPLUpVVcEJ/vHmCBnSr3ma/vmG8Jgzookff3KrsFvL5CNXa9MPamnlUXzt/SNBzNEP5Sv3vuv1KjI9tcJ7pXecP0d78Yv3pw+B6Vw8Vlui+f2/UrkNF+unVY9Q+/vSLRoEcs58eKNKhwlJdOKr5i91eVSCVqucVpuQcO22YtiR986Jh+uZFw/TvNfv10OtbQ0qYAbgnUks2/F3S340x2yWVSbrTVk9w2mGMeVXSTkkVku611jIjGC3W8pRc5RaV6papA5t/cCtmrVVpRZUWbj+gV9ZmaE36YbWPj9WJ8ko9tXiPJCk+NkZnDeistNzjWpVaPVdk54FC/fvr0yMZuqTqnoCKKqtpTSV9TUjLO64hSYmuNcI+Sj6kSQO7RmQYXFPumjFEL63eqxdWpZ+2iPb6fUe0N79Y9148vNHnO+mROFZaobXph/XV84Y0+Tgnr1VSXqlVqXmnLRLvtd+/v0vt42O16NsXKKljWx0tLteP523X7z/YrX+s2qsffv4MJXVsqznLUnX1WX1PWdoiPi5Gf7p5gq7883L94H/b9I+v+L/W2XPL09QtMV43TAr/aImS8kot2FZdUbOhXvzLxvbWF6b019NL92hwj8SAChClHCrSjX9draMnynXPhUObLfTlpE9s6e7quncXjYzsCKdP0qq/o88Zdvp3Yu3Q2IQ2sfrDB7tVUl6pP948odk1FgF4KyJJn7W2TNLtjdz3mKTHwhsREJzFyTlqHx+rC0YGPqG+JddxySo4oe6J8U1WhXRq0/4jeuj1rSfL+Q/o1k4/vPIM3TptoA4cLdHG/Uc0tEeiJg3sqpgYo+KyCqXlHtfKPXn61cJkbdp/xJVhfKFYlZqvuBijKQ6qOzZUoCct97imDG7iuQEcCzlFJdqeVaiHGlmmIZIGdGuvK8b10b8/2a/7Lh6ujgmfzTd8dV2G2sfH6sqaNQSDtSIlT+WVVheNCr2Xc036YZWUV+kiB70mjQn0c7wnp0hLduXqO7NGnqyi2rl9G/35ixN105T++vn8nXrw1S2SpH5d2jVY1GRwj0Q9MHOEnliYrPV7D2tKEPNMW4rNGQX68NPqAipufN8E+rW6aX+BjpVW6IpxjSdkP7/mTGUVnND339jq+BiuqKzSI29uU4yR3rl/hmvr1y1NztWYPp1OWe+zee6fbFan5atD28bnFRpj9MDMEWofH6v/9+6nOny8TH+9fbI6t28Zc5CB1ojLLkCQrLVauitX5w7rcco8ECfcXEjYbb9elKzznlismb9fpscXfKr5W7KDqjRaVWX1/de36rpnVqm4tEL3XDBUL3z5bH380MX6+gVDldg2TsN7dtAXpgzQlMHdThb2aB8fpzP7ddbt0wepU0Kcnlue5vafGLAVKXmaOLBLk/P5GusoKimvVPbRExra4/TlGoLpXVpes0D8hRG+0t+Yey4YqqLSCv133WeFmJck5+j1jZm6cXL/xrehw23x/s6D6pgQ12gSHcgWXb47V/FxMZo2JLge3GA+xn9bnq62cTG6ffrpowPOH5Gk9799gf7z9el64vpx+vDBCxsdNn7H9EHq0zlBP317h28rAddW7OzZsa2+dn7TPbfNCbandm36YRmjJhPndvGxevrWSTqjT0c9+OpmpeY2vx7lb9/bpQ37jugnV49pNuFzej44eqJcG/YfcXyRwsuzzCep+Zo6pFuzw3G/dv5Q/fHms7Rh3xFd9+xK7a0pagUg/Ej6gCCl5R1X5pETjuZW+MW6vYf17NJUnT+ih7omttELK9N1/3826YlFyQG/1u/e36X/rs/QTZP7a9F3LtCjV56hi0f3dNw4S2wbp9umD9Ki7Qe1OaMg4Pd3y5HjZdqefVQzhge3n/fmH5e1jRdxCdTS3bnq0aGtxvSJbOW+xozv30XThnTT31ekq7yySm9uzNRXX1ynUb06njbkM1Al5ZV6f8chXXFm79MWdq/PyXpty1PyNHVw4Es1BCvvWKne3JSlGyb3b3RobkyM0TnDuuuWqQObjCuxbZy+PWuEdmQXauP+I16F7KlVqdUVLb89a+QpvcLhtHZvvs7o3Umdmnn/Lu3j9fydZyuhTay+8fKGRudTWmv18uq9mvNxmm6fPlDXTXQ+HLS53H3lnjxVVrnTyx2Kg0dLlJZ3vMH5fA25bmJ//fNr03TkeJmufWalFicf8jhCAA0h6QOCtKym6l+wcytCWUTYCyXllfrBm9vUr0s7zbljst65/3zt+uUVunnKAM1ZlqZb5q5usEBHQ/6xMl3PLE3VrdMG6jc3jm+2QdWYb1wwTH06t9MD/9mkopLyoF4jVCtT82StdH4QQ3glKT23+eUanB4LlVVWy1NydeHIpAaXPGgp7rlwqLKPluh7r23R99/YqrMHddPLd00LOblauitXx0ordM1ZoS/fevBoiXYdKtL5jay76FQgn+M/f5Siyiqru2aE1qtV64pxfRRjpGU1vb9+UlVl9dv3dqlnx7a6fpJ7y/EG0ulZVlGlDfuOnDJnsim9OiXomVsn6eDREl3zlxXadbDotMc8+VGKfjxvh84f0UM/uWqs82AceG/HQXVp30YTA1yf0u2O4Hmbq4uqXzza+blv6pBu+t83z1Ofzu301X+s168WfspafkCYkfQBQVq6O1dDkxJPVtULREus3vnEwmSl5BzT49ePO1lhLibG6PHrx+m7l47Uloyj+vILa1VeWaWqKqvsghNat/ewSspPrbX0rzX79LP5O/W5Mb30i2vGhlQgo3P7NnrylgnKKjihH721PaS/L1jLduWqY0Kcxjc7RKthaTXDmQY3kPQFumU2ZxSooLg8pDlo4XDRyJ66cGSS5m3O1pg+nfTcnVNOzl9rjJNtsTj5kDomxGna0MYb6U4Ptw8+re5tCKXXJJD9d6KsUm9syNR1E/tpWNLpQ32D0Smhjcb07aQ1NUU1/OR/m7K0OaNAD18+2pW5fMF8zWzJLFBJeZXjpE+Szh3eQ29881yVVVTpZ/WG1i5PydWfPkzRdRP76R9fmeq4cElt7E1dQCgpr9SHOw/p8rHN93LXf1037c8v1l+W7NF5w7treM+OAT13cI9E/e+b5+q2aQM1Z1mabp6z+uQapgC8F6nqnYCvnSir1Cdp+bptWnRU7UzNPaaXP9mnO6YPOm2uWGyM0f0zR2hk74665+UNGvHDhafc37V9G107sfpK/YZ9R7Q186guHJmkP39xYtDl1+uaMrib7rt4uJ78KEVfPW+IzmpgQW6vlJRXatGOg7r0jF5Br4m1N++4kjq2VYdm1vdzYtnuXMUYhdw75bWYGKMXvny2copK1bNj24B6Ja21DV4oqKqyWrIrVxeMTHLU6G2ud2P+lmwN79lBI3u5k4A15/2dB3W8rNL1CpXThnTXy5/sU0l5pSvJUzgcK63QE4uSNWFAF10/0b1evkC9u/WA4mNjNCPAz9PIXh318OWj9aO3tusfq/bqKzWVZOcsS1Pfzgn61fXjFOtyT/zSXTk6Xlapq8b3dfV1A/XM0j0qq6jSE9ePD+r5CW1i9dh14zR9aHf98H/bdPmfPtb3PjdKX50xxPVtBuBUJH1AED5Jy1dZRZUuDqGXoCXVXvjde7uUEBejb80a0ehjLhvbW0/eMkE7sguVEBejdvFxGtitvd7ekqUXV+1VQptYjezVUT+5aoy+dM4gVxK+Wl+/YKj+vjJdcz9O09O3TXLtdZvz/s5DKiqp0PUhNNT35h/XkO5Nz+dzeiws25WjCQO6qEv7+KDjCZeYGNPgOnrB2pRxRLlFpZp1RujzmQ4Vlmjd3sP69syRoS/V4HDf/W9Tlvp1aadpAfQqOXH24K56fkW6dmQXarKD6rKRVlhSrnv/tVG5RaV67ktTXB+m7HS4bXFZhV5dn6ErxvUOavj5rVMH6sNPD+nn83dqX36xhvXsoBV78vTgpSM9Sb7nbz2g7onxmt5EL3dj3DrV5NfOSZ3UP6gRLnVdfVZfTRvSTT98a7seW/Cp3tmarZ/PPlMTwnhRD2htSPqAICzZlaN2bWIDGhZUV0sa3rlx/xEt3H5Q35k1Uj2aWfdt9oR+mj3h1Cvznx/fR+WVVYqLMZ6tddahbZxumzZIcz9OVVruMQ11aXhcU6y1en55mgZ3b9/gWlT1Nfa3p+cV65JG5r4EsrlSc49pa9ZRfffSkc6f5CPNbYv5Ww6obVyMZp3Rq7lXktR0Q3fR9oOytvrYDYXT/VdYUq4VKXm6a8YQ15Oc2uVMNmcUtPikr6yiSnc8v1Y7so7q1zeMc7WBH+hWXZKcq+KySt189oCg3i8mxuivt0/WEwuT9Y9VeyVJg7u31+3TBwX1elLjF39Kyiu1+NMcXTepX0AX09yuEv2vNftVVlGlu2YMduX1enZK0Nw7Jmv+1gP6xfyduvbplbp+Yj89fPloVy8YAahG0gcEqHaphvOGd/fNcKrGWGv1xMJk9egQH1LJdKdzTEJx14whenHVXv3xwxQ99cWJnr/f6rR8bck8qseuOzOgYUd1exqKSsqVd6y0wfl8pz6neU99lKL42BjdMjU6hhQ3xtrTk6nKKqt3th7QJaN7ulLlcXFyjob2SNTwnqFfPHCy75btylVFldXnxjaXsAauV6cE9emcENEKt079bUWatmQU6C+3TvRsmKLTXvMF2w+oR4f44JfrUPVQxZ9dM1Y3nz1AJ8orNb5fZ1dHONT6JC1fJ8ordekY948fp0orKvXS6n26cGRSwHP5mmKM0TVn9dUlo3vq6SV79PzydC3cflB3nDNId18wtNkLkQCco5ALEKC0vOPaf7hYF4ZYNrsljO5cuitXa9MP61szRzS5Bl1LkNSxre48d7De2ZrtaJ2sUBw+XqZH3timXp3aOp6D1VBauC+/WFLjlTudXolflZqntzZn6+vnR28jqKltsSYtX3nHSl1JFE6UVWp1Wr4rZe+d7r+PPj2kbonxmjDAm564iQO7aFMLX7ZhTVq+/vD+bl0+trcnCV8gveYnyqp7zi4b29uVeWRn9OmkSQO7Bp3wNRf70l25SmgT43iJhPrcmEowf8sB5R0rda3ybH0d2sbp+5eP1ocPXqjLxvbS35an6fxfL9Fj7+5UTqGzqtEAmkbSBwRo0faDkqSLQ6ig2FIWZ3/yoxQN6t7eN71HXz9/iNrGxejPH6W4/tpVVVZ7845r4bYDuv1va3SwsETP3j45pN7c9CYqdwbir8vS1KNDW913yfCQXscPGmqfzt96QO3jY3XJ6OYTtZOVEBtp6a5KzauejxtAuflQVNYUoLlkdE/PClVMGNBFmUdOKO9YqSevHyprrX757k716ZKg39wUXAEQNy3dlaMT5ZX6/LjQhveGg7VWi5NzdO6wHgF/F7k5DcZlzQAAIABJREFU2v6Vtfs1LCnR8yJSA7u3159umagPH7xQV5zZW8+vSNe5TyzWA//ZpA37jjT6uQbQvJZ9aR9oYay1enV9hqYP7ab+XUObyB5puw8VaXNGgX70+TPCMjzTDd07tNVdM4bo6SWpuuXsgY7m2jmRf6xUd724/uQQuU4JcZpzx2RNGhh4z0zdNklt0jeoW/CFXPblH9fHu3M9KxDR0pVXVmnR9gOadUYvVxZRX7Y7N6T5uPU11wjdmV2ooyfKPW0s1/Ygbt5foFlhGAL4xoZMvbExU0N6JOrWaQP18e48je3bSRc0smbpst252p5VqN/cEPyanU45SQne3XZA3RLjXTsGvLT/cLH2Hy4Oafh9qGvCZhwu1vp9R/TQZaM8m7dd39CkDvrDzRP0rVkj9NLqfXp1XYbe3pKtM/t10g2T+uuas/qqe5SOegC8QtIHBGBt+mHtyy/Wt2Y2XuXSqUhfsZy3OUuxMUbXRbBkejDuu3iE3tl6QA+9vkULv3V+yHO89uYd11dfXKesIyf0k6vGaMrgrhrZq6MrV9X35h1Xn84JjSYrTtpPr2/IlDHSTVPcLfXf0jS2LVal5utIcbmuCrHoSt3Xmzqkm9rGhWdtuDXp1WvohTJ3rDnj+nVWbIzR5gzvk74Pdh7Sd1/bokHd22v93iP615r9J+97/s4pmlmv0E5VldWfP0pR384JJ5d28YazZKSkvFKLk3M0e0JgRVG81NTIj7XphyV5e/w0p3Yx9tkTwr9cxKDuifrxVWP0nUtH6s2NmXplbYZ+Pn+nHnv3U104MknXTOiri0b1VOd23l5MAKIBSR/gUFlFlR5b8Km6tG+jK84MsQHaAkZ3frw7T5MGdvHd1dJ28bH6wxfO0k1/Xa2fztuh33/hrICvPpeUV+ql1Xu1aX+Blu3OVZvYGL181zTXr/yn5x/X4GaWa2iKtVbzNmdrxvAe6tO5nYuRtVzVF0M+25/vbs1Wx7ZxutDhcOraZzZ0SSWnsER7co7ppsnhS6DXpB/WoO7tPa1G2C4+VqN6ddSWTG+LueQfK9WDr27WuH6d9do3zlFuUane3XZA54/oofv/vUlPLEzWhSOTTkmmfv1esjbuL9Dj141zvFi5l5buqq7a2RKHdjZ0IXDDviPqlBCnEUEUHXLjNGOt1f82ZWnq4MiObunQNk5fOmewvnTOYO06WKQ3N2XqrU1Z+ig5R3ExRtOGdtOsM3pp5uheGtjd36NwAK9E/hsY8In5W7K1NfOoHrt2nCvDzCLZz3f4eJm2Zx/V+SPCM6/JbZMHddMDM0fozU1ZmvNxmiqrrI6XVig195ijHtTfLNqlxxcka0tGgS4YkaR37p/h3nC/Oj9nHC7WIAcNkMaGX23PKtT+w8Wu9XL50co9+Tp/ZA9XeuZWp1X3urk1LFhqemhuVZXVur2HXV+bryFnDeiizRkFqqry7pvlqcV7VFxWqT/ePEEJbWI1oFt7fePCYRrbt7MevnyUUnKO6fUNmScf/8aGTM1Zlqbbpw/UF6cGtzRCoJr7/C/YdkBd27cJar27SFi397AmD+oa0lIfoQwq2bi/QKm5xz3upQ3MqN4d9egVZ2jVIzP1xv+dq69fMFSHCkv18/k7dcFvl+i8Jxbru69u0esbMpV5pDjS4QItBj19gAPWWv1zzT4N7NZeV47rHfLrRbqjb3lKrqyV55PyvXT/JSO0LfOonliYrDnLUnWkuFyS1LNjW108qqd+es0YtY8//Stu4/4j+seqdN02baAeu26ca/HUH6JVXFahvGNlTS5i3Nxx8M62bMXFGF02NvRjrqVraFtkF5xQVsGJgOYzNdXruzo1Xx0T4jS2b+cgImzgvZq5f+eBQhUUl2tqGIbmTRzQRf9Zu19pef+/vTsPj6M68z3+fbWvlmxLtuUdy/uCFwwY2yQQCAHClkASEjIhyw1zZzI3y0wmy9wnQzbuhCSThYSb3AxhBsg8yUDChC1hCSRgwIBlwLuNLC9IsmRJ1r5L3ef+UdVyW5ZsLd3qbun3eR49qqqurj5Sn66ut857zmmLyFQU/R2pa+NXrxzl5vPnDHj896yYwbq5+fzgmbe4amURj+6o5JuP7+WiBVO5/doVUe8LNpTDd/YEeHbfca5dPTNuUjth8LLXt3VTVtvG+4c4gvBQjztUwaDjzif3k5+VGpPUzrNJTjLOmzeZ8+ZN5stXLuVwndf/eWvZCZ7bf5zfve7dgJg+KZ1zZ+dz7qw8Vs3O49zZ+UzJTotx6UXGnoI+kSF46eAJ3ni7kW/dsHLMOrJH0zN7j1OQk87q2ZGbHHmsJScZ99y6nj/uruaRNyspLswhKy2Z7UcbeHB7OTsrm/jJh9dSXJjd956V17dz2/3bKcrL5MtXLY1q+SoaOgCYPXlkaZnOOZ7YWcXmRQXkZ02cC5TwRomSo940BOfPH0GrzACtGy+XnWDDgqlRG0Wzv6f3VJNkoxvpd6jWzPU+yzvKGyMe9Dnn+OJDO0hLSeJzlw/cn9nM+No1y7np51tZ/c2nAdi8sIC7b1kXNwNFbSmto607wNVxmNoJp7fIhabhOG9edKb6OJsHS8p57XA9373x3Lif0gfgnIJszinI5taN8wkGHQeOt/DKoRPsKG9kZ2UTz+w93rfvtNx0Fk7LYeG0HBZNy6HYXy7MSR8X3/EiA4n/T3GC2lHeyIHqFgpz0ynMTWdabjpTc9LH7GJDIuuu50qZMSmDD0ZyMI0Y5Xd29wZ5/kAt7z23aFQpQ/HAzLh6VdFpF3FP7anmrx/YzuU/eJ5rV8/ka+9dxhO7qvi3Fw7R3RvgN7ddGLVRBEMXbuX1XlrRmVr6+j8n3M6KJioaOiIyaFCiKjlST3ZaMktnjH4y6HJ/FMRPbJo/+oKFOdPH+Kk9x1k/f8qY9JstLswhJz2FN8sbuTHCfRaf2XuckqMN3HnjKqblDt43ce3cyXzn/av4r23l3LpxPtecWzTmF9Bnej9eOlhHZmpyRNN7o2l3ZTNm3kA9ozGS9M6SI/Xc8Yd9XHjOlIQcRCopyVhWNIllRZP6tjV39rC7soldFU2U1rRSWtPKw69X0trV27dPRmoSs/IzmTU5i9mTM5k9OZNZ+ZkU5WVSkJNGYW46OekpCgwlISnoi5In91Tzs7+UnbItyWBKthcAFuamk5+VSn5mKnmZqUzKTCU/K428zFTys7xtOekpZKelkJmWHBcd4CeqVw+d4LXD9dx+7fKI9CuCM6egRdurh0/Q0tXL5cuiP7R7rLxnxQwe+p8X8cTOKu7beoTHdhwDvPnM7r52OQunjT6I6K//W9oX9J1p8IMzVIMndlWRmmxcsXz8p3bCwKlo2440sG7e8Ca9HuxfGo3+fGf6HB+pa+PA8Ra+ds3yiL3emSQnGavn5PW1jkZKMOj48bOlzJ+axY1DSDP8wPo5fGD92PTfCzeUM2rJ0XrWzMmPm5bHkMHKvquyiQUF2aNoZRva98yjO45x17OlLCuaRH5mKlsPneBQbSvzpmbz/Q8Mf6CseDUpI5WNxQVsLD7ZrcE5x/HmLkprWjhU20ZFQzsVDV5a+e7KJurbuk87TnpKEoW56RTkhH7SmBS6lstIYZJ/Teetn7yey0hNGjf/S0lMCvqi5HOXLeIjF8ylpqWL2pYuals6qW3pOrne2sXhujaaOnpo7uw565241GQjMzWZ7HQvCAwFg9lpyWSkekFhWnKS99v/SQ9fT04iLSU5bN1IMiMl2UhOSiLZjOSkU39S+q2H7xN6LMkMM+/ix8z7iunbRugxbzkptB/0PScR/OS5gxTkpPPhBJnA/Gz+tPc4GalJbFqYuP35huL8+VM4f/4Urlg+nRcP1nHVyiJWzY5MX66hKG/oIDM1mYKc4admOuf4w64qLl5USF7WxBqKPHQubO7sYX9184hbOvsPjvPqoXomZ6WyOAoB/0Ce3lsNwBVjMG9eyMbiAr731AFqW7oozI1M6+KdT+5nz7Fmfvih1XHVD2642rp62VfVwt9eUhzrogyq/2XA7somLozygDPl9e3840M7mDYpnRfeqqW7N8j6+ZO55twiPr5x/rhPLTczZuRlMCMvY8CBzdq6eqls7OB4s3cNV9faRV1rd99yRUM7Oyoaae7ooas3eNbXy0xNJistmcw0/3dqaDmlbzn8ei412UhNTuq3LSlsm/Wth67JvOs0+pb7rvXMSAq7lgstJyVxyvXdYNdwoWu8RLyOE4+CvigJjWw2lNSuYNDR0tlLU0cPjR3d3u/2Htq6emnvDtDeHfod8Lb1BGj3H6tr7aajJ0B3b9D7CZz6O96Z+UEiJ08gfcuDBIrh5xg75Vh22vZTz0dhjw96jPDt3kp1cyf/dPXSiE+MHYvsTuccf9pXw+aFhREZgTQRbFxYwMYxDHBDwUZ5fTuzJ2cO6Uuxf12oauqkoqGDT1+8IAolTAxvvt2Ic7B+XmQuel897M3PF+mU5sFu2D215zgrZk4a0ndApGxe6AV9L5fVcf2a0Y+2+Pxbtfy/Fw5x8/lzuCECxxsTg7wfb5Y3Egg61o+kf2gM1LZ0Ud3cOerUTjjz5Ox3Prmf5CTjwb++aMJMCzMc2ekpLJ6ey+LpZ79Z1NkT6LuWa+7s8X77P61dATp6AnT413Md3d56aLmmpZP27gCd3YG+67eegKM7ECQQxRF5I6V/QJjkbwi/nuu/D+Hr/a4FB3iFAV/z7Hudvt9A82IO/Vgnt07JTuOx/7V5gL3il4K+OJCUZORlpZKXlcpcIneB4JzrO2n0BYW9QboDAbp7HUHnCAQdvUHvd9+PcwSCQQJBCASDpz8e9pygczjnfc+6vmVH0NG37NzJx4L9t4G//eTyye0DH6fv7+v7O8P+5rAvt9D28NPlyX1P3+/U55zcmJ2ewl9tmD+i92AwY3FvzDl3WsDx2uF6Khsndj+xsVLe0HHWC/7BJmXeUe7Nt7ZmTuIOtDNc/evq7mNNwPD7Mw305V3Z2EFFQwef3DT0UUCH9FqDbD/R2sXrbzfw+csWR/T1zmblrDzyMlPZUjr6oK+po4ev/G4ni6bl8PXroj/65midrXzbjtRjBmvnxt9naqCyh+r/ylEEfWd7y/ZVNfP4zio+c2mxAr4IyEj1Mq8i1coeEgg6egLezfyeUDDo39zv6QsQg33Xb8Eg/m8Xts27bgtd9wX6lk/dN/R43/VYv2u407bjbRhoe9BfOPX68NT9CD3GyWvB/gYKeQe+2TbAc92Z171nnf15Ax09NyPxQqjEK7EMmZmRlmJef8DEmn9bRunBbeXc/ugeLiqeyrdvWMmU7DS2lp3gzif3U5ibzrWr42/47fHEOUdFfTsXzB/ZqHtvVjSSlpzE0qKxSUWMJ6Ev4D3Hmpk9OXPE6a3hX9qvHfb680U7VS5k66ETOAfvWDy2KdTJScbmhQX+lCyn3/QZqrLaVv75kd3UtHTx84+eF/Esh1jYfrSBJdNzozaAUySE19k9lV7Qt3zmpEH2Hr1/ffoAuRkp3HZx/Ka8Cn7aZfK4+BxKbCnoE4mRoUwiPhLHmzv5+mN7mDYpna1lJ9j4nefISE2is8dL9/3Rh9ZMmNTOWHDOayVp6eodempfv7qwo7yRZUW5ERs4KBHtPdbMygjNp7ftSAO5GSksnRH5C+iB7hK/dPAEuekpEUnNG67Niwp4YlcVB2taWTSElLT+ntpTzd/8ajtpKUncccNKVidYa/NA70dvIMjrRxtGPN9dLOyqbOKcguyIBKkDfdW8XFbHn/bV8KUrl0y4fsMiE5WCPpEYiGam1Hf+uJ/eoOOBT14IeH02stOTuebcmSyZkcv0SYMPuS4jF/6evj3E6RoGqgfBoGNPZTPXxeFkyGOlvbuXw3VtvG/t8FMUB0qZ3XusmRUzJ0V+ypxBDvdyWR0XLpgSk4FPNvv9V7eU1g076NtZ0cg/PrSDFTPzuPfj50c8TS2azvTO7q9uoa07wPoRtrxHW6js4QHr7spm1o1yfr7B/ifBoONf/rCfWfmZEU95FpH4lbhDcYnIaUqO1PPfb1Ry28ULmDs1i7lTs7j7lnV896bVvGNxoQK+MVJe703MfsbpGgZ7bkM7LV29o+rLk8icg0O1bQAsGsUk46HWjWDQcaC65ZT5uqKpoqGdoyfaTxkWfizNmZLF/KlZvHiwbljPe+1wPTf/4hXSU5O5+yPrEirgO5vtR2M7yflwNbR1U9nYwcoopXY+tvMYuyqb+Pt3L1bKoMgEoqBPJEYindwZCDq+/tgeZkzK4G8vVR+NWCpvCLX0DW1whPC6sKtyZAOYjCdlta0AFI8i6At5u76djp4Ay6KQ2gmnp869XOb1H4zllCgbFxbw2uF6egNDG8G5sb2b2x4ooSgvgyc+u5m5U8duxNFIGyiVseRoA0V5GczKT4zBSvZVNQOwIkLpzeG6e4N86/G9rJqVxw0jaEkXkcSloE8kBqKR3fnb7eXsrmzmq1cvJStNmdtjLTytsLy+nfysVHLP0h9noHqwu7KZ1GRj0fTRBzyJJDzVtaymleQkY94Igo/QcULX/qEL6GgMijPQ+/fywToKctJYHMP3b2PxVFq7evtuIJzND595i+aOHu6+ZR3TchMzG+BMKfMlR+o5b97kuB2BtK/O+pV2f3ULAEtmjK7ODvT3/vlADXWt3fz9FYsjn+4sInFNQZ/IONDZE+B7Tx1g/bzJXKeROWPKOedN1zCM1M5TRu071sTi6RN7EJeDta3MnZIVkf/BvuoWkowhzbM1Ws45Xio7wUXFBTENMDYsmAqcbHU8k5Ij9dz/ylE+umFeVAa6GWv9W/oqGzuoaupkfYKkdgIcqG5hanZaVFJsH91xjIKcNC6OYUu0iMSGgj6RGInk4J1P7z1OXWs3X3j34ri9mz3ehf/bK+rbh5Ta2f+9cs6xu7JpQqZ2hreUltW0UVyYHZHj7q9q5pyC7Kj0Xer//h2saaW2pYtNxVMj/lrDUZCTztIZuWwprQW8fo2tXb2n7dfdG+TLv9vJzLxMvnzl0rEuZkQNNudlyZF6gLielL1/Pdp/vGXUrXzhQt81gaDjxdI6Ll0yLSaDDIlIbOlTLxIDkQ7MHn69gpl5GVy0ILYXmwJBBxXDbOkLqWzsoKG9hxUTMOgL6Q06Dte1UVw4uvTI0JQo+6qbWTpGg7hsPeS1rMVqEJdwV68q4pVD9dyz5RAXf/fPrLz9Kb72+9109gT69vm3LYcoq23j2zesJDt9fKaEbz/aQHZaMksjGERFi8ML0EuPt0SkZbr/t8zeY800dfTEtL+piMSOgj6RGBloPqmRqGnpZEtpHTesnUWS+mjEXE1LJ92BILOHOkcfJwOUN8sbATh3Agd9FQ3tdAeCERnEpaWzh/L6DpZF8YI/fL7NrWUnmJWfOeQBfKLpE5vms3h6Dt9+Yh9t3b1ct3omD7xylFvvfY0d5Y38cVcVP362lCtXzODSpdNiXdyI6X9W3XakgbVzJydMy1Z5Qzvt3YGIBqmh75qXyrwRXTfGuCVaRGJjfN7aE4lzkQzNHn3zGIGg4/3rNBJbLIXe07f7pmsYQnpnv/Vth+vJSktmRZSGao9nocbvgzX+yJ0jbOkLb0R/67g3IEa0+qqFv1Yw6Hj1cD2XLpkWFynWuRmpPPKZzTy+8xjnz5/C/IJsNi8q4FuP7eX6u18CYOG0HP7l/atiXNLIGOhf3tLZw4HqZj572aKxL9AIHYjQIC5w+v/kpYN1LJqWwzRN3SMyISnoE4lDvYEgfzlQy+TsVM6bd+a+KA+/Xsnq2XksnBb/6UsTQcUQJ2YfyKuHvVEGE6VVIhpOBn2j69PngL1V3gX0sjEIoktrWqlv62bDgvjpO5aZlswH1s/pW//g+jlcvmw6z+2vYUp2KhuLC8b1PG0lRxoIOjg/jvvzncK5vqAv0gMPdfUG2HaknpvPnxvR44pI4lDQJxIjAw3k0hsI8p+vvs39W49Q5k9Q/cUrFvN37xr4TvXuyib2VjXzjetWRLGkMhwVDV5L33DmBHPAidYuDhxv4b2riqJUssRQVttGQU4a+Vlpoz7W7oom8rNSmZkXvZaN0Md4q586tyHO+9VOyU7jpvNmx7oYUROebvtCaS3pKUkJMyk7eIO4zJ2SFdE+ls7BG2830tkTVGqnyAQ2cW8ni8TSINlf33p8L7c/uofkJOOnH1nLdatn8v2n3+obha+/h0rKSUtJ4oY1Su2MtVBKX3cgyPRJ6UNqQQlPv/rLgVqcg0uWjJ/+VcMR+leU1bSOahCX8FEc3yhvYO2c/KilW4Yf9ZVD9cyenDmiFl6Jji2ldVy4YGpCtGaGquiB6sgM4hJ+TPDmj0wyuDDOb0qISPQo6BOJE/uqmrlv61E+vnE+T3/hnVxz7kzuvPFcFk7L4R8e3EFNS+cp+3f2BPj9m8e4csUM8rLOPAm4jK2RjNz53IEaCnPTJ2R/vnCH6lojNIhLL6U1raydG/1WHq8/34m4b+WbSI41dnCwpjWh5qPr6g1yuK4tKiONvlR2glWz88nL1HeFyESloE8kRvqndz5UUkFachKfv/xkKmdmWjI/vnkNLZ293PizlzlU29r32JO7q2nq6OGDYX12JD4Mt7WnN+B44a1aLl1SOOFHYO3sCY56ugaAN8sbcA7WzMmPQKkG55w3LURDe4+CvjgQOq0+s/c4ABcvTpyg72BNK4Ggi+gcfQBtXb3sKG+M+fyRIhJb6tMnEgP9JxLuDQR5bOcxLllSeFpfphUz8/j1bRv41H9s49qfvMjVq4qYmpPOQyXlLJ6eoz4acSL8HR3KyJ3ec7xnvVHeQEtnL5dO0NROODUVbeEoWvpCx3nj7UbMYM3c6AV9obTRx3dWkZxkvHNxYdReS86s/0iq9718hNVz8lkS4QFRosWAA32jzUYovdM/v7x6uJ7eoNP8fCITnFr6ROLA03uPU9vSxY2DDLCwZk4+j/zdJi4qnsqjO47x8+fLmJSZyk8/sm7CtwzFo+HM0QfwYqnX3yYeJvWOB6MduRNgf3ULi6blMCkjuulsPYEgD5VUcOmSQgpz06P6WjI0z5fWcqiujU9umh8X02cMVUVDB+kpScwvGH39D/dyWR1pCTagjYhEnlr6RGKsozvAXc+WMndKFpcvmz7ofrMnZ3HPrecD3p1sMxLqgmYiGW6fvubOXlbPyVffTCAjNYmZeaOf3DwQdKydE/2L3Gf2HudEWze3bJgX9deSs3MO7n3xMNMnpXPVysQbCXfVrDxSIzxlyxtvN3LBOVMSYkAbEYketfSJxEAoVgsGHV98aAcHjrdw+7XLSR5iq11SkingizPhb8ecKUMMWsKes3nhxE7TDaWiLSjIGVXrdfj7sG5edPvzGXCirZvC3HTesUipnbEUqj97jzWxpbSOv9owj7SUxLnECZ3PI9oH1f8sKLVTREAtfSIx097dy4d+sZVtRxr46lVLuewMrXySOFKSjKIRtFRtUmonMLr+fP1Fe+TO9u4AAFetnDHkGzYSXXc9d5DC3HRuuTAxW16j1QdVfb9FJCa3wcxsjZm9YmZvmlmJmV3gbzczu8vMDprZTjNbF4vyiYyFhvYeth1p4P+8bxW3vWNBrIsjETIzP3NEAUA0BxxJJJEYuRMgNyOFhRE61mA6eryg70xp2TL2vnX9SiZnp519xzgUjdFmc9NTWDUrL+LHFZHEEqvch+8C33DOrQH+2V8HuApY5P/cBvwsNsUTia727l4Arls9k49cOFepmuNA6D2cO4xBXMLf9qy0iZ14EfpfFE8b3SAWoTS/NXPyx2yQIw2QEXvhn6UrlideEG5AQU46s/JH3581/JjgTcieEuF+giKSeGJ1FnBAaAbiPOCYv3w9cL/zvALkm1ni9cQWOYs/7KoG4OOb5se2IBJxQ+7Px+lzNUrkWvrGYlL2kOz0iR2wx4PQjbTiwuyEHdF4zZz8qNwA3DTB+wuLiCdW31SfB54ys+/jBZ4b/e2zgPKw/Sr8bVX9D2Bmt+G1BjJ37tyoFlYk0r55/QoeLClnbZQnjpaxtbF46rAG9MhKS6YoL4MvXbkkiqVKDMuKJrF2bj4LRjldw4y8DBZPz+E9K6Lf2rNp4dQxGSFUzq64MIe8zFTueN+qWBdlRC4qnsq1qyN7j3tBQQ6LpuXw7gRs+RSRyDMXpVvNZvYnYMYAD/1v4DLgeefc78zsg8BtzrnLzexx4DvOuRf9YzwLfNk5V3Km11q/fr0rKTnjLiIiIiIiIuOWmW13zq0f6LGotfQ55y4/Q4HuBz7nrz4E3OMvVwJzwnad7W8TERERERGREYhVn75jwDv95XcBpf7yo8DH/FE8NwBNzrnTUjtFRERERERkaGLVp+/TwI/NLAXoxO+bB/wBuBo4CLQDn4hN8URERERERMaHmAR9fp+98wbY7oDPjH2JRERERERExidN3CIiIiIiIjKOKegTEREREREZx6I2ZcNYMrNa4GisyzGAAqAu1oWQcU11TKJJ9UuiSfVLokn1S6ItHuvYPOfcgBMGj4ugL16ZWclgc2WIRILqmEST6pdEk+qXRJPql0RbotUxpXeKiIiIiIiMYwr6RERERERExjEFfdH1i1gXQMY91TGJJtUviSbVL4km1S+JtoSqY+rTJyIiIiIiMo6ppU9ERERERGQcU9AnIiIiIiIyjinoixIzu9LMDpjZQTP7SqzLI4nHzOaY2Z/NbK+Z7TGzz/nbp5jZM2ZW6v+e7G83M7vLr3M7zWxdbP8CSQRmlmxmb5jZ4/76OWb2ql+P/svM0vzt6f76Qf/x+bEst8Q/M8s3s9+a2X4z22dmF+n8JZFkZl/wvx93m9mvzSxD5zAZKTO718xqzGx32LZhn7PM7FZ//1IzuzUWf8tAFPRFgZklA3cDVwHLgQ+b2fLYlkoSUC/wD8655cAG4DN+PfoK8KxzbhHwrL8OXn1b5P/cBvxs7Iu9cdvZAAAGC0lEQVQsCehzwL6w9TuBHzrnFgINwKf87Z8CGvztP/T3EzmTHwNPOueWAqvx6pnOXxIRZjYL+Cyw3jm3EkgGbkbnMBm5/wCu7LdtWOcsM5sC3A5cCFwA3B4KFGNNQV90XAAcdM4dcs51A78Bro9xmSTBOOeqnHOv+8steBdMs/Dq0n3+bvcBN/jL1wP3O88rQL6ZFY1xsSWBmNls4L3APf66Ae8Cfuvv0r9+herdb4HL/P1FTmNmecA7gF8COOe6nXON6PwlkZUCZJpZCpAFVKFzmIyQc+4FoL7f5uGes94DPOOcq3fONQDPcHogGRMK+qJjFlAetl7hbxMZET8NZS3wKjDdOVflP1QNTPeXVe9kuH4EfAkI+utTgUbnXK+/Hl6H+uqX/3iTv7/IQM4BaoF/99OH7zGzbHT+kghxzlUC3wfexgv2moDt6BwmkTXcc1bcnssU9InEOTPLAX4HfN451xz+mPPmXNG8KzJsZnYNUOOc2x7rssi4lAKsA37mnFsLtHEyLQrQ+UtGx0+Zux7vBsNMIJs4aVGR8SnRz1kK+qKjEpgTtj7b3yYyLGaWihfw/adz7mF/8/FQ2pP/u8bfrnonw7EJuM7MjuCloL8Lrw9Wvp8qBafWob765T+eB5wYywJLQqkAKpxzr/rrv8ULAnX+kki5HDjsnKt1zvUAD+Od13QOk0ga7jkrbs9lCvqiYxuwyB9BKg2vY/GjMS6TJBi/r8EvgX3OuR+EPfQoEBoN6lbgkbDtH/NHlNoANIWlJIicwjn3VefcbOfcfLxz1HPOuVuAPwM3+bv1r1+heneTv3/C3vGU6HLOVQPlZrbE33QZsBedvyRy3gY2mFmW/30ZqmM6h0kkDfec9RRwhZlN9lujr/C3xZypvkeHmV2N118mGbjXOXdHjIskCcbMNgNbgF2c7HP1T3j9+h4E5gJHgQ865+r9L72f4qW3tAOfcM6VjHnBJeGY2SXAF51z15jZAryWvynAG8BHnXNdZpYBPIDXt7QeuNk5dyhWZZb4Z2Zr8AYJSgMOAZ/Au9ms85dEhJl9A/gQ3mjXbwD/A6//lM5hMmxm9mvgEqAAOI43CufvGeY5y8w+iXe9BnCHc+7fx/LvGIyCPhERERERkXFM6Z0iIiIiIiLjmII+ERERERGRcUxBn4iIiIiIyDimoE9ERERERGQcU9AnIiIiIiIyjinoExGRcc/MpprZm/5PtZlV+sutZvZ/o/Sanzezj0XgOL8xs0WRKJOIiExMmrJBREQmFDP7OtDqnPt+FF8jBXgdWOec6x3lsd6JN9fYpyNSOBERmXDU0iciIhOWmV1iZo/7y183s/vMbIuZHTWz95vZd81sl5k9aWap/n7nmdnzZrbdzJ4ys6IBDv0u4PVQwGdmfzGzH5pZiZntM7PzzexhMys1s2/7+2Sb2RNmtsPMdpvZh/xjbQEu9wNJERGRYVPQJyIiclIxXsB2HfAr4M/OuVVAB/BeP/D7CXCTc+484F7gjgGOswnY3m9bt3NuPfBz4BHgM8BK4ONmNhW4EjjmnFvtnFsJPAngnAsCB4HVEf1LRURkwtBdQxERkZP+6JzrMbNdQDJ+4AXsAuYDS/ACtWfMDH+fqgGOUwTs67ft0bBj7XHOVQGY2SFgjr/9X83sTuBx59yWsOfWADM5PZAUERE5KwV9IiIiJ3WB17pmZj3uZMf3IN53puEFbBed5TgdQMZAx/aP1RW2PQikOOfeMrN1wNXAt83sWefcN/19MvxjioiIDJvSO0VERIbuAFBoZhcBmFmqma0YYL99wMLhHNjMZgLtzrlfAd8D1oU9vBjYPbIii4jIRKeWPhERkSFyznWb2U3AXWaWh/c9+iNgT79d/wg8MMzDrwK+Z2ZBoAf4GwAzmw50OOeqR1V4ERGZsDRlg4iISBSY2X8DX3LOlY7yOF8Amp1zv4xMyUREZKJReqeIiEh0fAVvQJfRagTui8BxRERkglJLn4iIiIiIyDimlj4REREREZFxTEGfiIiIiIjIOKagT0REREREZBxT0CciIiIiIjKOKegTEREREREZx/4/WKWl+o9zmxcAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for rho in np.linspace(0.6, 1.4, 5):\n", " I_n_ = rho*1000\n", " print('I_n=', I_n_)\n", " V= leaky_IF(time, Bruit(time, I_n=I_n_, I_0=200))\n", "\n", " fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", " ax.plot(time, V)\n", " ax.set_ylim(-83, 40)\n", " ax.set_ylabel(\"potentiel de membrane (mV)\")\n", " ax.set_xlabel('Time (ms)')\n", "\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "QUESTION: obtient-on bien quelque chose de reproductible?\n", "\n", "REPONSE: Non, à chaque nouvelle exécution, les graphes seront différents, et ce quelques soient les valeurs de I_0, et dans la mesure ou la valeur de I_n n'approche pas de 0 (dans ce cas il n'y aurait plus de variabilité et on aurait plus de bruit). Cela a pour origine le bruit utilisé dans le modèle. Celui ci change à chaque nouvelle simulation du modèle, simulant un stimulus différent, la réponse du neurone n'est donc jamais la même:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false, "inputHidden": false, "jupyter": { "outputs_hidden": false }, "outputHidden": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "n_trials = 5\n", "V1 = np.zeros((n_trials,len(time)))\n", "\n", "for i in range(n_trials):\n", " V1[i, :] = leaky_IF(time, Bruit(time, I_n=1000, I_0=200))\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", "ax.plot(time, V1.T)\n", "ax.plot(time, np.ones_like(time)*Vthreshold, 'g--')\n", "ax.set_xlabel('Time (ms)')\n", "ax.set_ylabel('v (mV)');" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", "ax.eventplot([dt*np.where(V1.T[:, i] == 30)[0] for i in range(0, n_trials)], \n", " colors='black', lineoffsets=1, linelengths=0.9);\n", "ax.set_ylabel('numéro essai');\n", "ax.set_xlabel('Time (ms)')\n", "ax.set_xlim(time.min(), time.max())\n", "ax.set_ylim(-.5, n_trials-.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## bruit gelé" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "QUESTION : quel est la nature du bruit utilisé dans l'article? pourquoi peut-on le décrire comme un [bruit gelé](https://www.oxfordreference.com/view/10.1093/oi/authority.20110803095836900) ?\n", "\n", "REPONSE: La nature du bruit utilisé dans l'article est un bruit blanc Gaussien filtré généré par l'ordinateur. Le bruit blanc gaussien est un bruit blanc qui suit une loi normale de moyenne et variance données. On peut le décrire comme un \"bruit gelé\", c'est un bruit qui se répète à l'identique au cours des essais." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "QUESTION : comment implanter un tel bruit? que savez-vous des générateurs de bruit utilisés dans un ordinateur?\n", "\n", "REPONSE: On peut implanter ce bruit par informatique en \"gelant\" les inputs.\n", "Les générateurs de bruit utilisés dans un ordinateur, servent à générer un signal de bruit précis tout en maintenant une haute précision du ratio entre le bruit fourni par l'utilisateur et le bruit interne, au dessus de la gamme étendue du niveau de puissance et de fréquence du signal. Pour générer un bruit gelé, il suffit de fixer l'état de notre machine dans son processus aléatoire, cela peut se faire via la fonction `random.seed` de la bibliothèque `numpy` par exemple:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on built-in function seed:\n", "\n", "seed(...) method of numpy.random.mtrand.RandomState instance\n", " seed(self, seed=None)\n", " \n", " Reseed a legacy MT19937 BitGenerator\n", " \n", " Notes\n", " -----\n", " This is a convenience, legacy function.\n", " \n", " The best practice is to **not** reseed a BitGenerator, rather to\n", " recreate a new one. This method is here for legacy reasons.\n", " This example demonstrates best practice.\n", " \n", " >>> from numpy.random import MT19937\n", " >>> from numpy.random import RandomState, SeedSequence\n", " >>> rs = RandomState(MT19937(SeedSequence(123456789)))\n", " # Later, you want to restart the stream\n", " >>> rs = RandomState(MT19937(SeedSequence(987654321)))\n", "\n" ] } ], "source": [ "help(np.random.seed)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false, "inputHidden": false, "jupyter": { "outputs_hidden": false }, "outputHidden": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def Bruit(time=time, tau_n=15, I_n=1000, I_0=200, seed=42, start=start, end=end):\n", " np.random.seed(seed)\n", " dt = time[1]\n", " x=np.ones_like(time)\n", " for t in range(len(x)-1):\n", " n = np.random.randn()*I_n\n", " x[t+1] = (1-dt/tau_n)*x[t]+ (dt*n/tau_n)\n", " \n", " x += I_0\n", " x[timeend] = 0,0\n", " \n", " return x\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", "ax.plot(time, Bruit())\n", "ax.set_xlabel('Time (ms)')\n", "ax.set_ylabel('I_b (pA)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On vérifie que si on relance la fonction générant le bruit aléatoire, on obtient le même signal:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", "ax.plot(time, Bruit())\n", "ax.set_xlabel('Time (ms)')\n", "ax.set_ylabel('I_b (pA)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plusieurs trials\n", "Ici on montre le maintien du temps des spikes en utilisant un input bruité (bruit gelé)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "QUESTION: régler le paramètre $I_0$ et $I_n$ pour obtenir une dizaine de potentiels d'action:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false, "inputHidden": false, "jupyter": { "outputs_hidden": false }, "outputHidden": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of spikes per trial : [10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 10]\n" ] }, { "data": { "image/png": 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AoCda1qzzugQAeequp+9oSWdYaxdv/A1jTEjSsZIOk/RAJ99/StJWnbQ5wVr7UMd9JkjKSLqnh3XLWnubpNskacSIEVzLBQC3lWGHEGvfdo+9DAtnyuEnjO5uAOo+9E2x1i7t7BvW2oykv3b1QGvtDzbVsDHmZ2oPjYda+8Un0ieStt3gbtt03AYAAAAfSafo6QPKRXcLubxmjHnKGHPahitsFssYc6Sk8ZKOt9a2bvCthyX9yBgTNcYMlbSDpFecOi4AoHC2DFfSLIN+GAAAXNdd6Bsk6RpJB0h61xjzkDHmR8aYeJHHvUFSraQnjTGvGWNukSRr7VuS/ixpgaS/S2qw1maLPBZQ5srvRBtA+ciV5DOG+A0AXtrk8M6OwPWEpCeMMRG1L+byI0nTjDFPW2v/p5CDWmu/uYnvXSHpikLaBQC4yIPrD0xHAorlXuBOJFKutQ3AWXnv02etTam9B+5tSWsk7eJWUQAAVDbSbGUonx5MwxUUoKp1G/qMMdsaY35tjPm3pEc7HnO8tfZbrlcHgJX1AEdwwtslwkBVsMb53yXJRJvjbQJwxyaHdxpjXlL7vL4/q33rhldLUhUAwH88CAdFn6YSaAAA6HbLhgslzd5gSwUAAFCoKvtt6kbvkr+UzwvqxvDOTDIhqdi1/QCUQncLuTwvSR3bJ4yWNGTDx1hrj3ezOACAj5gy7OlDtwyrd1Y4/u0BdN/Tt95fJd0p6RFJOffKAQCgglXZ+TeLh1S2RDrhdQkA8pRv6EtYa693tRIAABzns5RVZRmocod3djyvclhoi+ANQPmHvuuMMRMl/UNScv2N1tp/u1IVAAAbsgwycUtJIgHBoyJlM1mvSwCQp3xD3+6SfirpEH05vNN2/B0AUA286NUgLABFKYO+SAAlkG/oGyVpu44N2gGUEOe8AModwaMyZZKcFgLlotvN2Tu8Kamfm4UAAOA84ka3GDkLABUv356+fpLeMcbM0Vfn9LFlAwAAAAD4WL6hb6KrVQDoEv0UqG68A+BfHmxd6SuZLMM7gXKxydBnjDG23XPd3cf50gAAflKWH/XlWHOJ2WrbRwIAqlB3c/qeMcaMNsYM3vBGY0zEGHOIMeYuSae6Vx4AAJWk2nouq+35VpdsJuN1CQDy1N3wziMl/ULS/2+MGSpplaS42sPiPyRNs9bOc7dEoLpxygQUjvcPql45bCAPwHWbDH3W2oSkmyTdZIwJSxogqc1au6oUxQEA4ATjm2GefqljAz4sCeUhm057XQKAPOW7kIustWlJTS7WAgDARiqtl6LSnk+VKqeXsdpXmwEgKf99+gAAAArDEEMfcD78ZbNZx9sE4A5CHwAgL8aLTbx9MyyzgvFvXNl4eQEoz9BnjDnfGDPI7WIAAKgOnImj/GVzrN4JlIt8e/pqJf3DGDPbGHO2MWZLN4sCsAGuwsMnvBihV/QhfTas0JTVZDAHMa/MO/zTA1Ceoc9aO8lau6ukBkl1kp4zxjzlamUAAMB9BDIAqHg9ndPXLGmppM8lDXS+HAAAHESggauqtOe2Q4aFXICyke+cvnpjzLOSnpa0uaQzrLV7uFkYAMBfjKfjxAhvZY2XDwA8le8+fdtKGmOtfc3NYgAA6FyF9Kj4bI4hUJSsF0v6AihEXqHPWnuR24UAAHyuHAOLX3uYyvCfEhsyHf/36w/Yl6p28SAAX8E+fYDv8Qsb8G96K5Cfnk4pwryfni8ck7Ns2QCUC0IfAMC/ig0khA0AAAh9AACUHB34FaK6X8hchqsqQLkg9AEA/IstF4AiVXcwBdCO0AcAAIAes5aLMkC5IPQBAPLkwQlekYf038qFfqvHbZX6fDtW7yyLzFMWRQJwGaEP8L1KPWkC8lf8ybXPTnx9VE4pemv8F74BoLoQ+gAA/uWjcAR8qYx+MF3cksPm2JwdKBeEPsDvmDMBnzDluDm7b/FvWQn4dAZQLgh9AAAA6LGczXpdAoA8EfoAABWMHjW4gZ8rAOWF0Af4HKcWqGYsAFIpKvN1LK8hzy4MRqWjDygbhD4AQAXz26yrcgoJqATlsa0EALcR+gAAANBjljl9QNkg9AEA8lKWC8n6bPid6eSr6lCOPzx5oBsNQJkg9AEAygAn124xbLWGAuWq7doFUMY8DX3GmLHGGGuMGdDxd2OMud4Y874x5nVjzLe8rA8A8CVvzu8q7KyS7FpZSD0AyoRnoc8Ys62kwyUt3uDmoyTt0PHfmZJu9qA0AADgJJ8Ns61KbozPLssx30B18rKn71pJ4/XV654nSJph2/1LUj9jTJ0n1QEAfKC4k0r/TbnyX/ghj1UJwwsNVDNPQp8x5gRJn1hr52/0rUGSPt7g70s6buusjTONMXONMXOXLVvmUqUAgPU4ZQQ2wpsCQJkIudWwMeYpSVt18q0Jkn6j9qGdBbPW3ibpNkkaMWKE767lAo7hMjyqWcX+/Ffq84JvMbwTqGquhT5r7Q86u90Ys7ukoZLmm/ahBttI+rcxZh9Jn0jadoO7b9NxGwAAReDktCuGf5sKxwUGAB4M77TWvmGtHWitHWKtHaL2IZzfstYulfSwpFM6VvHcT9Jqa21TqWsEAFQaTny9YCt9HlmV5+Vcjv0+gHLhWk9fgR6XdLSk9yW1Svq5t+UAPuC/lShQrTwdylUp74MKD0Fd4GPMO/TkApB8EPo6evvWf20lNXhXDQDAT74MC8WGJU58u+TivEljLf/yFcxU7JxboPJ4ujk7AACoXJU7vNNs9KeflUONANxG6AP8jsvkgCrtjUAPCUrNjZ+4XIW9L4FKRugDAOSpHIOK32r2Wz2odMynBCAR+gAAAFAI9ukDygahD/A7fqcCBWPlQlQ7u9GfAKoToQ8AUPEMPRIAgCpG6AMAVDB/zaFjAZfKUk6vphu10pMOlA9CHwAgT+V0iov8ceJeybjQAEAi9AEAfK24E1ZWLgTcw9sLKB+EPsDnDL0r8AvmxTmo2t7X1fZ8fYQrHwBE6AMA+BhzhtzH8D8ULOd1AQDyRegDAOSlHKMBkRFVL1eO71wATiP0AQB8jBPWSlCxPbZl9bScL9aW1z8AUNUIfQCAiuW/oYt+qwcVjx85ACL0AQAAFKTq8xQdfUDZIPQBvlf1pxWoYkUvPOjblQur7X1dbc/XR/z6FgBQUoQ+AIDvGbaLAACgYIQ+AIBvFR31fLdyod/qcVulP99Kf37d4GIMUDYIfYDv8UsVPuG7RVFQLnw7yrYq8L4FQOgDAPhY0atvcr7bLTprUDDSPFA2CH0AgPxwggdIkixXEwCUGUIf4HcMqUM1KzZo+janVtf72rcvAwBUCUIfACA/nLk7wH9hz38VwUmlen2bm5pKdCQAhSD0AQD8y3erbwL4AiNRgLJB6AMA5Kcse/o4KfWDohfkAQAUhdAHAPAvx7JCWSbWkiCOoVB2g6VfE4m1HlYCoDshrwsAAPjf9ZeOVe81WykVK+1xo239lI5KwUxLQY8Pp6LKhqVALuVwZYUxNux1CZKk+++6SdLOrh5jysXnKhY4wdVjlNrNky9WaskqhaInddxSBpHZxesdsbX++HkG0D1CH+BDjRedrbjaTypYJd9bUy85V30W18nY3rKB/rJ6X9ozoDPGXOJ1aa6b9egDeuehlxRN7axg7EilYsH2b9hsSY6/YP48yewpSQrkWnv8+OamJgWze7WHvuwap8vrsZdnz1I2NEySZDwOC6ueWS65FOCbm5r019/coFh0g8BX5h9kv59+pXJzYsrVHFJWJ07z57ygWNseSsalYLawCyebUrNuiBI1jjcLwAXl9NkFVI3+n2zPL1IfmDK2Xr1XHaF0JKpweplMbpVSse8qOu99Pf/kYzrosGN0zfh69f9ssKStZWyb0uEP1NJ/rU4Ze4kG1tV5/RQKNmXCaPVdsrds/BhZLVYo/azWbrZC/ZZ9Q7ngDiWp4Ynf3aFI5OT2v5ieh6S7r75M0dhIh6sq3L/+NFOh8Ilel6FbThuvbOxIRduWKBnfxvH275/0Wyl6vKJtL6ul7xKFUyc7foxSam5qUm5OVIn47gqnnlZL3xWysZBiK71/Lbvzr1seVSZ+ePtfrLO93Y/cP0Op6Je9xS1r1jnaPgBnMacP8Jlrz61Xoma4Yq3zvC6lqj0+8x71WfE9BXJJrdvsEZ3+h5/qtBkNygYfUSK+kxbe/bnuOPVO1aw+SenIcBm7UtbElA0foXjLSD180SxNGVvv9dPoseamJt1w1rnq9dkRyoQ3Uzr8oE6/62f65e+u0LjGmyXlSlZL7aptFcy0Kda6oKDH91kxuOPx78jrYXjz57ygmpb9FEl8pmDGm5PjBfPntQe+8JGKts1VS9+XHT/GfXder1D6e4q1vqfDLz1ZmZry7uGTpAf+t1GJmr0UzD6pM393hc6/9mYFox3DGn389KaMrVcmdKiibXMVa33L8fY/eO4V5YJRxVrfd7xtAM4j9AE+0jiuXr3WHqpIslmrBvzH63Kq2uJH5ysVHaCWvs9q3G9v/OL20TdfL5N7VFJO1sQUTj0ju90LOm3GuTr9rlPV1u9BBdN/Vy4QU82a43TN+PIJftMuPV8PX/gPGXuCwqlP1bLF3zVm+g0b3cuqFAFq5t13KB3ZQ6H0fEnpHj/+99OvVDqyp0LpeZK8n8/3wp33KxWrU2vvF2VsTrbEYWHWow/on1OeUTZ8pGKtr2nvs78ru37IpYPFfP7KImXCfbR689c0eOiOX36jDLfemDZprG7/2aXKBY9RrPV1HT3hdK9LytvMu+9Qn88PVDi9RnavpCvH6L1mJ4VTq5QJfShJSqfo6QP8jOGdgA9c8+t6bfbZTorXjFQusE4t/Z9i/yMP3XjFRQqagxVrfV0Nt9z0te/X3za1y8eOm9wekqZNGqv4Rweq/2f76b47r9ePTjvHtXqdMHXCaNV+eoDSkVpJD+mwSQ0aPPRMz+r59IU3pOB2WtN/ifqu6Plw0tY3l0nBiFYP+FT9lu3Y/QNcNOvRBxROHqhA7kONmjxBMy92vodtU+65ZYoSL8WVqNlTgczfdNikMzR46I6adfe9jh6nualJ0cSekj7WqIn/62jbpbRg/jzNvu7PioSOUCoaUKTtRe12xv5fDbEFDDcupeVPfapU7AClYn/ReWNu0p2nXO9o+1PPr1c0fpJC6WckU7refwCFI/QBLlu8aKEeu/JWhdN7SfYjtfRpUry1tyQpE04q1jpINfGTlI4kFEw/IbtDWOMuvFmN48qnh6jShN8PKh2JqqXuvYLbGDNxiq47+2yF0j9U9qU+uvO5KWqt/VCHnvkLDRu+11fu29zUpERi7VdPKkto1qMPqPaT7ygb6qV1tY9q3NSvB91SWrxooSKJfWXsxxo18RI9csF9PW4jmthDMp90PP5P8nJ45zsPvygbPVap6CwNrPtFSY89ZcJo1TZ9T+l4X1nzkM664zrXjvXHxssUi4+U7CMaWHeqa8dx07RLz1ftBzsqU3OYYq2vauXWH6lh8sa93f527bn1isRGKpJ4rtOLVsX6/fQrVbvye5JWKPStXkq95v0iSQC6R+gDXPTy7Fl64465ysWPkVIfKx35tsLpiDKhnGTaR1enosn2IYK7BvTLcb/1uGL8fvqVygW/o1jba2q49cbuH7AJ595wg64dU6/oyiHKhrZXILuXXpj2H72UfUoyWUkDZQNxZUL9ZGxW6eh0jb5xujNPpAfee/BVZWI/UCryF88DnyQ9OPV6hWMnKRec2REeejb8sPGisxWPn6RA9nENrPupO0Xm6fknH1Moc4CCmfc1auKGK766H0IbLzxbfT87UNlgVKn4gzpv2kavrcMl9F0+SOlIUr327GQBI393jEmSrjv7bMXbDlMqGpE1D+m0Ge4FZLc8/+Rj6r3mIMku1aATNr6IVPyL0L5w1beVjvZXa++ZGjf6Jt162oWSpETC+2HUALpG6ANcsnjRQr15+7+VrBmhYPrvOn7yebr3tkbZlW3qve2W2n6n3TTvn89qs63q9PPRV3y9gTJf4rxcJV9bpWw4rpZ+HzjS3voT7cWLFmrmlOsVa91ZueA2siasYOZzmewKhew7MnawsqETdcepVyi7e0K/HHeZI8fvzrVj6hUJn6ho6xxXet7zv2wAACAASURBVAUKUbt6V2VDK7TvWf+9wa35n7DWLI/KBqV1AxLOF9dDrz30dwUjJ6q199MaWNcxXLYEb+3HZ96jfkv3VTYYV2ufx3W+y2H+1sZLlIvsr3DqVZ3SMOHLb/h4mPq0c85W7aqdJROVbEKhmpMUzCzW2q3mfGUeb2cCPv14fvu+2cpED1c68oCOPnHD51B8wVMnjFbtimOUCVulIw9/cYHI+nk1GwBfIPQBLnn0qltka45VMPN3/erOqyW1D/nb0CHHlvdS5pVmwfx5Ctj9FG592/EANHjojjr3hq6Hic169AH95y/PKxk/SGZhWneeMk3WpGRsP0mtWrHVQv36amdruumMsYqaExRJNcsO9z4gSVLj+fWK14xUMP13Dd/76oLaiCa3Uy6wVA1XeT8sr9eaXZQNfq7vn/XVRUDcjkKfPPS+UrEDlY484HrgkyT7TlK5UESrtvikizu4XkKPNI47SzWJk5QLrpSUUy6whYLpJ7TjTw7SQYf1pIffP6F2/pwXJH1HsdY31HBLcaMUOtNnySClI0G1DXxM519R+hEJAIpD6ANcMGXCOaqxRynaukDH/fa8gtqwPjqZqBZP/P52RSIjlYw/U/JjH3LsyTrk2JPV+Ouz1HfZQGVDu0vWKphbqXR4e9Ws3k13nnKtVm/+nn4yvvg9AG85bbxs+BjFWt9Qcpdm1Y/tpLe5C279bD7/5GPqt+I7ygVWKvbtAQW1cc8tU5SM7aZQ+sUNbvUmcTRe0KB4zckKpp/QsOGjSlbPtNFnKxw7qWNO1yZO/r/ohSvu9Xx85j0K5PZVuO3dr18s8eGCJ4/PvEf9lh+gXGCNtNvbOmPsRDU3NWlg3Q/zbsOYoIsVFmbWH+9VJDxSiXjhc5G7MmXCaMVixyuSfKHLwJdMtDl+XADOIfQBLui7ZEulogGtGvyebzfobrywXn0+G6BgditJAaUi/1HblomqvoLbZ8V2SkfaNPjQvT2rYdw1N3/ttumXj1f0g7DS4X0VbRuuRy74i5K7LFX9RfkHtQ3ddMZY2fAxirbN1XfGHva1hWW88vZ9s5WJHa50+EGd2bBxL11+4WH5m4sUCuyllr7LnS+wh/p+NkCpaFaJwZmSHXPaxPMUaz1cocxibTdqj5Ic8+NH31AmcrjWRWeV5HjFWvLwu0rHvqdU5C86b2x7SC30c9pPo/BrVw9WJtyqoUd8x/G2+3yyhdIRq7XbrnK8bQClQegDHDblovVXRF9S/eVOLATg/JXya8bXd8zNCCmQWyqZgHKhoxRdntOdp1yn1du+X3Xh75rx9aqJn6Rw6lkdN+pyr8v5itEXtw9znHn3HVr63PNKxg5T6L063fbz/5UNfFvBzCplwm8qMSijMZOu3WRbjRc0qMYcr1jr6xox+ru+CXxTzztLseCJira+qoYZhQ/L7NWypTKhNu1/8sivfqPEPU63T7tMmfC+iibmqWGjYd0dBTl+zOamJtUuGqpUNKJVda/okGPdH9Z505nny4aPVax1fjdDCv3R4zf1vAZFIycq0vaib+awOuGR+2coHdlD4dRrOvrE3zja9pSLz1U8crQiyTmqv6z8FrcB0I7N2QGH9f10KwVyWa0bsrqodty6gjzz7jvUb9nBMrmU2rZ4TKffdaqOv+oHauv/oELpZ5SObK/eTd/XlItGF3yMxnFn6bafX6w7T5mim848XzNuLGxuVilttvSbCmaTyu7kdSVdO/Enp+us2xvV2uchGZtWOvo9hdJNkjLKho5SeOkxuvn0X3f5+OamJvVvGqZALqO123+s4XsfUEAVzm/Ofvu0y9R79Q8UTq+QHd7ayRF78GawgxVOfah9DzzEwQp7LvvGWuWCMa0auOhr3zMuDe/80/9NVqJmN0lPatzkPAJNkR8yjReeLWMPV6z1TY0Y3UXvuD+yniRpxo1Xq3bVwYqkPlftQX2La8xnozsXPTdHuWBMa/sv6eIehb9v+37c3gu6etvmTbQtZZL+mBcMoHOEPsBBtzZeolR0hEKpORpzadcbeHvps2cXKhXdQq19ntTYK9o37B1YV6dxV92gX/7uCrX0f0zZYEw1y4/Rrb+4SPffld/V8AXz5+mmM8/Xbb94UPGWUcqED1Y2OFg2cKxa5+2q234xIe+2Sq1xXL0SNXvK5F7UWRf6q5evM+Mab9L+Y3aW+cbTOm3Gr3T6Xaeprd+DirW9oVzoKF07pvM9Hu+74golanZRzsz62qJCXsq8uUbpSH+t2ex5nTF2Yqf3ySee3H/XTUrGBikT6mIxkRKZPmm8ZA5WrPWtTofruqFxXL1CmSMVbfuPDj77JyU5Zv9Pd5CxWa3d/qMCLyCURnNTk6bXn6PEq9spFdlMa/s9qx+ddo7XZTmq15rtFE6t0hE/P8PRdq8ZX69kfB+F0rM11pGRKwC8wvBOwEHZd1tlg2GtHvipY2062Stwa+Mlkg5SrPXNLoc2jbvmZk2ZMFr9Pv6GEjWHacXzLbrz6alaOfB9jWtsf8yNV1wk82FKwWxMLVuukU1n1W/Zt2XjxyqQXaRg+mUFd++tM8Zcoilj69Vv2fZK1ByqFc+t1s2zf61tjthdx406xbHnVYzmpib1b95N6cg6BfaIe11O3oYN3+srQzPHTb5Bj9w/Q0sfX6ZI4gDNevSBr6wOO/3y8Yq1HqJA9mPtffaJxR3cwd6bBfPnKZTdW4H0e0UPt/v4tbcUNTurrXdxvezFaG5qUvw/mysVC2vl1m+X5Hj3T7patekjZWybWoa+rWHDnT3x78y0cxoUrjlZgczffHUBYUM3/vI8RVLfUTrcV4HADxXIfqxk31k6/9rSBPFSuX3KJKVj+ymceknDhp/kaNv9PxukdCTl6xEQAPLjWegzxoyW1CApK+kxa+34jtsvknRax+3nWGuf8KpGoCeam5oUSX9LSn2ohluKP6mwLvTDB94MKBWNqWXgO5u839iO+XxTzztL0dYhyoR3Vu3Kb2rqhNEKhMPq9dF+SkUHKBPIKbayvdBsaK1ygb/q+MkXaWDdaV+2NeWmL9qKte6uRM1RavrbKt341Hk67sKzNHjoxhsIl9a9V16hcM1JMrlH9asx/uydzddxo07RtNkNCqdO1vsPPKvNt9xSw/c+QDdPvljx93ZQOlKjNZs9peF7n1rwMZwemPjU7b9TMHqiMqHZXd7H5HncmrW9lA1J0a37b/Sd0q228eDF05StOUKhVJ5DLAs0f84L+tfNj0lmPyl8nELphVqx1ev69aWFHLNnKX7apLGqaTlEJveZdvqf73XTcunHdzY3NemvE26QIscpkHtfofQbSsXW6Lvn/0zDhhf+s7+hgI9W70y9t0oKhLVm82Xd3LNnr8XNky+WIgconHpVp29qBERHs4k0wzsBP/Mk9Bljvi/pBEnDrbVJY8zAjtuHSfqRpF0lbS3pKWPMjtbarBd1Aj1x99X/p2hslKSHvS6lU43j6hWPnqRo4l9quDW/E8P1V8QbL2hQ78+PUq+lh8lKyoRCSsbvl+0VUe0nvZULppXbIaLRF17fbVtTz2tQrG1PpSPH6W+X/06/vHNy0c+tUNMvH6+adYcokGvS7qcd61kdThpz/Y2649TJSsa/p5dv/kxzbpisQGgfJWNxZcMPf9Fb6wfPP/mY4usOkLGf6oCG/+7m3t2fsIZTdQpmP9MZHg3RveFX58qET1C0ba4Ov/Tnrh1nxo1XK/1KrTLxwxRrfV2pyAc6bNLZGjz0V64dc72pl5yrPh/vrXS4Rus2f0oHHeavXrPFixbqiUn3KR07VNG2f+o75x+tYcPP9LosV0XbdpfMpxo18RJH2zXvpZQNR7RyS2+HSwNwhlc9fWdJmmytTUqStXb97OATJN3XcfsiY8z7kvaR9E9vygTy1+fzIcpE2rT5gU73XBV/pby5qUn9ln1b2dA62T16fg1l3G9v/GKYpg1sqbW1LxU8ROr8a29Uc1OTHr7gbqVih6pxXL0nQWTB/HmqWfgNpaI1Wr35U9r3QP+EoWIdP/lU3XvVFYq17qJEzT6Ktb6vNZu/5uDm7s703rz152eUix6tVOQvGr53cfPQmpualAkNUTD7bhf3cLbH6Zrx9er/2beVDW2hUPoDWaVl4scp1va2dvjprq71YE+/fLzi7w1TKjpI1jyk02aUbp7Vgvnz1GfxXsqE+ytR80iP5iuWor/v1sZLFHyjr1LxAxROPqvjJ5/l2y1znHLNr+tVEx8pk31MA+ucm8s5f84LCth9FW59p6JWOQWqmVehb0dJBxpjrpCUkDTOWjtH0iBJ/9rgfks6bvsaY8yZks6UpMGDB7tbLdCNmydfLBs7UOHUyxp16v96Xc7X/LHxMsXiIyX7iBrGbnpJ/66sH6bZrriTi4F1dUoPW63gwnXqt2y/r80/K4UXps1UuuZ7kh7Rr6+prJOagXV1GnN9+7YH9915vQ45epQG1jnV2+HMUMlbGy+RsQcr1vp2HieV3R/zjzdcpVjkh8rmulphsHjNTU2696rLVbtqiHrFTlA2lFAws0Dp8DAFbEbRxMsaeNy2OuiwY7ppqbB/w8YLGtS3+WClI32Uiv1VY67f1BYJPWDzq+cfd96hcPxk5cxDOu+6PN8zJVgurrmpSX+ZeI0CuUOUjMUUTD+hH145xtXAZwKBEg4a7lq/ZVsqHUnLbN/dfOSeVTvr7nsViYxUW80zeT8mm2FQFuBnroU+Y8xTkrbq5FsTOo67maT9JO0t6c/GmO160r619jZJt0nSiBEj/PDZi2r2nzbZYFirtljqdSWdql2xmTLhrMI79fO6lC+cdeHlmjb6bIXTJ+n9B2aVNPTd/rOJSse+p0hits74Q2EhuFz4dZXC9vmlcbUMfMuR9sKr2n8NtPZxfl7RjBuvVuqVrGxge4WjJysdWadIcp7atluh0ROvVnNTk+s9SjPvvkN9mw9QLhBRa+3DGju19BcqalftoEx4jXb50eElP3ZXmpua9PCFd8nGj1U48Y5aBr6hcY3+GnLqlpl336Fs6NuKJN/Y9Jy7AtSucm+jdwDecO0anLX2B9ba3Tr57yG19+A9aNu9IiknaYCkTyRtu0Ez23TcBvhWc1OTQulvK9q2yJUeIyf26zN2mKKJ97pcDt8rY6bfoGjbK8qED9TUCYXvC9gT146pVyp2sCJtL2mfhkNLckx8VeOFZysd2V/RxMuODe2Nr9tcgWxKh/33j7u4R+EDDFOvZJSM7a1Atkk585CG/XdAp991oUZPbN9/srDA17N6lj77rlLRLdVa+w9PAt+0iecpEd9VJjc3j57M0nnw4mvbtxRIPaXDJv2gagKfJH3ywhvKhmq0ZrOv7wVZjEfun6FMeHeF0q/r6BP/x9G2AXjHq+Gdf5X0fUnPGGN2lBSRtFztK2Dca4yZqvaFXHaQ9IpHNQJ5ufvqyxSNjZQ1D3ldSqcaL2hQPHayTG6u16V0as3gJsWX7qk+S7bt/s5Fuv+um1S76ruyZrm2H7WLr/cW8yvjwOSs/p9up1Q0q9ahK/K6v83jmMZuq0jyIw3f+5dff3wRA/GuGV+vmthJiiRn67QZkwpupxjz57ygQO67iuQ1FDZ/6/9V8nlJY0siyoaDWrPVqh4dw825fI0XNKgm+ENF2/6t4yePLun8PWOc3Eyn516ePUvRxL4y+lSjJl6c34PyfPP+5/lXFA6dpLbeXW30vrH1m7On8rw/AC94tTn77yRtZ4x5U9J9kk7t6PV7S9KfJS2Q9HdJDazcCb/rs2Kwgpk2Ddp/d69L6VTv5b0lSak6f46CPv+y6xTIzlYyPkJTxna+qbgTbrpqglbPiikZ3Urrap8r+RxCtJt63llK1OypQO45nXNpT/Z36/qEddajDygV3UbZYNcnqYX+9PdvrlMgl1FmZ+9+Fc26515lIn3V0sf9ff+6EsrspGjbIo276gbPathY/6YhCuSSSu74uXcLtuRzRcIFr/7xUaViW6ml9l+OP/fea7ZWMNOq75480tF2AXjLk9BnrU1Za3/SMdzzW9baWRt87wpr7fbW2p2stX/zoj4gX18Og5mvE39yuivHKDaqhTI7K9r2ocZM8u/ctd77bKZQeo36LdtDzU1Njrd/3dlnK/jeCKUjWysTdnABjCrU3mtW2Inu4kUL1WfF3gqnVmng97/Zg4Nu+l0wb9bTsoGw2nqt7PT7hZ6WPz7zHmVCeymcel1nOb4NRP5V1a7cVsFMm3Y41OH5VXn2/EybNFbJ+BBlQgsLP5bD15zuu/N6paK7K5SZp4YJVznbuM/9fvqVCmYPVqx1oX78mwmOtr1g/jxlQ7sqnHpb+x54iKNtA/CWVz19QEX44Lk5yobiWtvP+amnxoFxdFMuPlfJ+DeUCW96M3av/c+vxiobfF6Jmh1171VXONr29IbRCmVOUjC7Wuv6PqRzb/BPT0W1mTnleiXjQ5SKPufoRZKate0rF9oBEcfalKSFz7ykbKhGa/t+6Gi7PUlA7ReW9vB0flVwaUaS1NJ/bY8fa10a4Lls7vvKBSNa09/5i0T5CIS86eGTpNS8dcqEa7Vy4Pwe9PLl9zP397tuVyZcq9beH+ddz/qWM1mGdwJ+RugDitB7zVCFUmt0xC/c6eUrVvyz9mm7LQNaPK6ke7uNOlSRxFLVtHxPt0+7zJE2bzjrXAXTxynW+p62PDZQVYs8+FGvtcMVSS7XIb/6Wc8fvIlz7HCqTuHkCo25dGphDXSh9+o6BbIJDT/cuwV/vrywlO/8KufFW7dUMN2i/2oY41kNG6tZ902FUys08hz/1FQK0yaNVS54oGKtr7ryedZ75WYyuaxiO27heNsAvEXoAwr0++lXKhnbVYHcaxo2fC/XjmOKmDMSTe6gSKJJ4yb7fx+6gw47Rms2f0HpcF8F/t1Lzz/5WMFtNTc16dZfTJCxJyiaeF+5bzXruFGnOFhtdStkpN6159YrGd9e6fC/evx+6e4dkAt8Q8Hsh5u4R88rXrxooXLBYQon3/Z0/qe7F5by+3exge0VTv+nqA3nnewXu3nyxUrGdpHs/KJqKke9Pugva4JaOegjV9o3dpf2lZ7HXOJK+wC8Q+gDCrRuwWeygbDWbObeZtDFuOmqCUrEvykbWOB1KXkbO+UmBbJPKFGzpxbe/UbB7fzlfxuViRyqaNs/tdsZO3MC47HFixaqdtV+iiSXaefj93e07WmTxiod3VypqLN7ZN5/wzSlI/3U1muxo+1KyjuD3j7tspJcWNqUay8eo1R0C6WiBfY0OrHc60Zyi9bJBoJas/nnjredr4Ap/eLn1/y6XqnYvgqn/lnggjqbfi0aL2hQKlanZOz9gurLZjIFPQ5AaRD6gALF1+2oSHK5fvprfwaK3Ectkglobf/OF7fwq7PuaFQo9ZSS8X10w1nn9vjx085pkA0cpVjrfB1+6SgWI/CB9rl82ygRe7GIXrPOT1jNsqQkqa22tcB2O9d7ZT/J5hQc3NvRdnsi+c7y9gtLm3t3YSn0eU6StK5vm2c1bCzWtrMiiaU6Zaz3n72lmtn38uxZ6t88QqFMqzI7uzN3rtfn7XNj27YgvAGVyKt9+oCyNn3SeAXihyucfkYD6/7L3YMVuDt7vHU7ZUMrNGqi9ydGPXXguaP0zykvKxU9SteeW6/zrvvq8NQpY+vV5/MtlYqtUGuftHqtiknWKJTppWjoWIVTS9Tn0GjVDf0qDdvj3pvea3ZVLrhc+9QX9l6xm3gPxNf1Uyac0c4Hdt2DWMgI6WB2J4UyH+i0i5xdWOhL3RcVbx2ibPBzT9/D8dYtlQm36uifnlFkS87EoykTRitWc6JC6X9oYN2PHWmzHMz7wxPKxo9QNjRT51w43ZVjRNI7yqaXqOGK611pH4C3CH1AAYJLsrLBgFYPcLEXrcCwJ7UPeYvEjlQ49YIG1pXfXkvDhu+lZ3f5iyLv1MiaE3TLaRdoXb+1+sGPfqyn771HNS3HKxWLSpJq1ki2Y8xCxqQVTbyrtdt9qNNP3dSiHiiVKRPOUSx+vELppzV8b+cvkASz2yqQW6KjT/yFY21OufhcxeInKJhxa9eg7t/bL8+epXRkR4XS8zSwbpRLdawvp+tAZgPbK5z6j4YNP7agpgMO94X1buqtTDinljqPex6DpRsoNe3S8xUNHKZY62s6bUZhga+7rVZuumqCbOz7CqVndXmfTbUuSdl0uqDaAJQGoQ8oQCS1q6QlarjFnwukxD+KKBMJavWWy70upWD1F12hWxsvUfT1tUrUHKHYOumft65WNDRKoUyz1g16RVqRVCgVUluftMLxqLbfbS8dN+ocr0vHBnovrVEmHNC6umJXkP36Cev8OS8oFf2GQul/FfT4rsSbg7IBqWVzZ4eM9sSLD96vaGiUUjFn5yr2xLSJ5ykcPU6B7FzPathQc1OTAnZPxdreU8Pl13ldTgf3B3j2XrS5UtGAVg1a5NoxMp+sVtAEtLbfKteOAcBbhD6ghxovaFA8frICrvUCbCTXs5OKmXffIaO9FWt9Sw23lPcm5L8c1751w7RLz1dgWVrRtq0VzKSlPY3GjKEnzzv5/Uy+PHuWjB2hWNu7arjC+SFpT/7pXsWDI5UIr9j0Ha3t0bl5NLGdcsFmjRpzcXEFFqHX6v7KhHOKDunv4lE6ehy7GFUQbM5Kktb1XediDfm7++rLFI2OVM685HUpJXNr4yXKRg9QOPmK6q9yZ1inJMVbNlcmnNI+Rx1TcBvZbNbBigA4jdAH9FCf5s2VjmSVHOTPye7Nsz5QJrKdWvo+5XUpjtn0/mvwq1fufUiByAlqjTzrSvvxtTHJSOn+hQ+F3tg9t0xRMrabwqmXNLDuR461uyGTx/DOYHZ7BbMf6fRxzuxZWYhY60Blw206+qdnFtzGpuZj9lSfFdsqHUlo4AE7OdZmoULBoEqxFXn23VbZYFirB35aVDtGUm5T37eDFUkt1kGHFfBae7dPPYAeYPVOoAd+P/1K5YL7KpqYpzGTri3NQXvwC7XxggZlQwcr2jZX51/rz6GnqA6LFy1UvG1vRROf6McXTXDlGNHEAIXSa/WTs3/T/Z3zfB8tf/ND2UBYa/stK664Itw+ZZKSsW8oG/yPZzVIkjHfUDi1yLPtIjbUeEGDUtFvK5R6VaNOrfe6nJJobmpSJP0tRds+1LhrnN+Ifb3HZ96jVHRbZQMubE8CwDcIfUAPJOavVDYU16otPnT/YD1ccvDl2bPUb+leCuQyatnuM5eKAvLruXnw2uuUjG2ttvhcDayrK/KQXR1zG4XSH3fbfk/eSb3WDlIws077n+zdAkiti5ZJJqB1fUu03Uon/7y3T7tMyWidMuEC9+frEAg4c5rRb+m2MjartqH+mHMWDLg/UOru316mZKxOifh8B1rreiGXd55/QTYQUmvv4v5tszl/jn4B0I7QB+Tp+ScfUzC3n2Kt72pco/960f4943El49spFf27xkyc4nU5qHK1q3ZTOLVC+/z4BIda/OoJa3vvRJ2ywSaH2pcWzJ+nbGgXhdJve7q/Y83arRTMtGn/k1xetXMT1n2wVDIBtdau8ayG9W5tvESp6F4Kp+fqnEt99tnm3OjVr+mzYnsF0y36xqHfdu8gkuJr2/eiDG5Z4+pxAHiL0Afkaf6DTygd6a+1/d4s7YHzOKm4fcokGXuwYq0LdM6N7k32B/LReGG9EjU7KWfmuBae3n7hRdlAUG298g0l3ff3/f0PtykTrlVbr+J6t/LSRU9+c1OTFNhR4dR7ngbPeEtfyWa1zV67OdRi4RO/zFtWNhDWqgHOBXy/u/7SsUrF9lAgN1fHjTrF1WNFUlsrkmzW6IuvdvU4ALxF6APy0NzUpHjrCEUTTfrxRSVa0a8HG2DbNzPKBuNaueVbLhYErLfpn82+S7eQyWWUHuxQN0gni4HEWtr3acz07f7h+S4mUrtyS5lcWr132apH5fVc1/XMuO4KpaIDlIyVYH7V+s+YTsoJZbdVNPFJ8fPnevA51pkpF41WJnygom2v+GqERTAYdLX9yMch2UBQaxzadqer2QLNTU3KhIfK5D4spnVJUobVOwFfI/QBebhn8uVKxrdRIvZK8fOTHDZlwjnKhA9QNDHX1cn+QD5m3n2HsqG9FUm+rtET3es5iCY2VzCzTj/NZxGXPCyYP0+5wHBFEwv089HOtFmImhURSVJr/6RnNcyf84JSkSGy5iPPaliv3ydDZWxOLUP8Ok/Z+aUrF8yfp0BuRPtUgsnuBt0/Xn+lMuE+Ssb8+u8LwCls2eCSKefXK7Yuqkw4rUw0p0A8ou8ecbynw3VQuD4rd1UmtFo7nHSQB0fvpldlyZZKRaW123q3iTOw3qcvvCGFtlNrrXsbSbcbpHDqYw2sOy7P+2/6ffTE729XJDJSyZoPii8tr3I6ryeaGKxccLmnewQ++ad7FA+OUlvEmV4mSQXNfZt6XoOiNScrlP5H6VZL9oGnb/m9AtEfKhF6zvVjRVa1/xy21Xp3kQFAaRD6XFK7cjOlo4colJFCGUnrpLn3SK/94SEFs2tkcmtk1SobaFMukFAumFI2lFYmlFUulFU2bBSKRNS7f3/tsc+BhEUPXTumXpGakQpkHtchxzaW7sB5XECePmm8gtFD2zfuvXya+zUBmzh7b25qUrRtL8l8qlET3Qstzz/5mFLRrRVKv+BYm7UrBykdSWjrA4Y71mZPvTx7ltKRHRRKz9PAuv/yrI6aNXHZgJTt78AQxgKHd8569AHVrvyurPlcdUcPK74OhwXDYVfanXn3HYomD1Yg+5EOv/Qc5xq2ttPXItY2QJlwQkf/9IzCm17/RXZTOwEC8BqhzyXDf3GIXvzHQ7KtaQVTAYXTYYVSMQWyvWRsb1nTRzawuXKBGmVCNZIJyFgpnJaUltTW3k5quTT3PenVPz6hQC6lQC4pk0vK2JSMTUpKSkrLmoykrKzJdvyZkTU52UBWXeqeZwAAHiRJREFU1uSUC+Qkk1UuYGUDOeWMJCNZ5aRAx4e2af+lYI2++E9GMgFJJqBAwEiBgAKhkMKhiCKxmEKRsIKBkCKxmIKhkELBiKK94oqFY+rVt79isYjCkV4aMHAr3w2LzFefFXsoG1qpbY7zfq+qjUU+CioTCWt1XfUscAD/+uM1lykWHynZRzWw7ieOtm03uAryyhOPKR4YqUSNM8v3P3L/DGXCwxVOvakTfzLekTYL8eKD9ysaGuX5ULtIok650Eo1eHgh6b0HX1Um9gOlIn/RcaP8M5fPbZ89856ykSOUjD+twUN/7vrxjN1GkeRiDRt+tOvHAuAtQp9L9j3wkLx75xYvWqgnHvqT1ixrlk1mFMwYBdNBBbNBBbJBmVxIgVxYxoZlbETGRiRFJBOVVV9ZE5FMSNaElDMh2UBY1rRPAt9YICcpJzkxBT3V8V9+91op6W3Jrr8SaGWs1fprhF9+vf52bfT3DW774rLilz0OptPeh25us1+/vbN2UjU7KpB9XEefWMJevjw8cv8MyeynWOsbarilek6K4D3bRe9N38+HKBNuU+2IQa4eP97SPu8t1duZnoUPZ72qQOgEtfX+0JH2CtVrdX9lwjnVDB3gaR250FAFsm4Pz+1a47h61YROVLR1TlV9tjWOq1evwLGKtc4vyfOe9egDSkW3USg92/VjoXMvz56l1199UetWrVQ2nZbNZmWz7edqxkrKSSYnGRuQsUYBK5lcoP3vOSNjA5I1MtbIKPDF1Xqj9Vfu2x/XPnQoINlA+/cU2OC2jsdq/f200Z9d3b7Rn0btxzRf9CrImvaj2Xzb+Io8RwnkPZqgs/t9/bbOx7J8/X6BXItOm3Fmnsf2B0KfDwweuqPOGHOJ4+0uXrRQ8+f+S0s/+UiJ1WuVSidl0xlZazs+RDo+VKzteNOr/QOmo+vPWCmwfsmvXHtP5PoPEtPx3/o3dsd39MUbw67/m9GXy4Z9+aeRvnjcV27v5L7rP8Cs/fL2r779unvDmy6+zu/xkcQ76vf97bo5hvNMN3UtfvpVKXyCWmvfLVFFQNemXXq+ItGjFE69oP/51SRXjxVJbKZsqE3/9atz83tAl5u7t6tp3VW5QLNGTXT+c7iLgjq9NZjdXsHsRzp97MSSVrHhZ821F49RJHK8TPafjhwj0MO5fLMefUD9lu2tbKhVqV283yOwK8FQ/qdPzU1NmnHdZQoEg/rJ2b/Ri08/pg/nzFN8XY1MLqJALqJArka9I0crkG3VmsHOL6Cz/nx8Q/OeeVqxwEgleq105Bg5Wz2bs8+8+w598Pbrsqm0ApmAgmmjYDaoYCakQDaiQC4qY2MyNiop0n5xXhHZQPvXuUBUuUBENhCStL/Ckno6YNgGuvokkWSzMjbXcdE81/F17ouv2xNZTkbtt1lrO77uaPGLz8wvL9R39aeRlVXHxfv1J3e2/SSzfeHk9eM0um7j67dt8plv8q95fGOje331fhuelW6qPWsSebXvJ4S+CjZ46I4aPHRHr8uAS2JtOytnPivhiSrQtdiSkLKhoFZv9blLR/jy17CxWyucWqLBQ48putXGcfWKx0cq+P/au/Mwuep6z+Pvb51TW3f2pUlDCASJLMIEMEEcVBBEkR1MLqgsoyx3oAXCMg6IXHCAUSGBgIAwily4MjIS4MrOgxAuYeaRSwC5LAEChCXQZCNbb1Wnqn7zxzlNN6FD0t1Vdaorn9fz9JOqU6d+v2/n+fWp+p7fVniYpubjBl3eQP1uzi/IZ/bFD56ILQYAb3W47H7niM5Y6n/rrlfJZ/el4N/D2RdeH0sM/bGpW463/uZ/Ulzok83OAOCeixdSSmxHKrEDxe5vYK5EMliDn3+dtdu+w3mXV2ev1ez6DC4BwajKbj8xlDzxwN08//R8vK4Sqa4Ufj5LopQlURqGs+G4xHCK3nCK/g5k+OzN4JIX/niFDhLFThKuC1wec3mgA4p5zPJYqUDCAlyiQClRoJQo4hKlT6bfOAun4riezrjwsQ/meXjJJKl0luywRoaNGEXjiJGMHddM88SJ+t4nG6WkT6TG9fWl4rpLz8PLfBc/eIKm5u9XPSbZ0n22VfrBzvjBO7TcVNkv6uG+YhPwCs/38519fz0ftWJrglQet2N68MH1J5oNul06lqzEtwTtI8vT6zJQ2faxFJI5vnbUjDKXvOkhWNeffjaWPZJkbn7F21E1/Obyn5J5axr5zBiSuScIUu14wRgSiS46hq+hcYcJ+J7HgYfNYNLkb1U9vlSuiaK/jhNaLqh63XF66rEHeeaxB0l3JEh3DsMrjMEYTdEbQ5AcSdaO+eTcQgq8oA1YT6K0Horv47l2cB0Uk3kKfoGSX6Log6U9RowZx77fOoJdp2rxPak9SvpEatXn7KLpfwDOS7BuXHkWshAZjLmXnksyexhe8GiFaugZVnPnzbPx/EMpJfrR9jeyOfvNsy+mlNqXZP45Trng8sEG2Q+fjadx/VYUkp3se8zMGKMAc9uRyr3LV77+X8tSh9nm9SLNvuAMGgtHkMq/zrSffKcsdVeS76U2eU528Rjy6VHkGu6m5eZ491B15tgw8Xa2HX7wDk3NRw2u8Ojvq1QYwL4cFXbz7IvpWLqK7PphJIMJlBITyKfH02DhTY1CEqz0MV5pBYniG/isI0h3kE8HuEaP6fsfzDcOOiLm30KkPJT0iQxBqfyuwNItapEDqV3e8nAuT9voCs7Bir6vFtd04gG57OD3FSu91kXJT7GmaemgyxqM5a2tlBI7kcwv5itfnxVbHHfddiO5zBSSwZNVrfe9JW8w+sPdCVIF2ie/ydTpp1e1/sHpuwfz6nPPIJ2dQTL3BOdeE2/C15cbf3kRLnMgXuGFuEMpm+Wtrdw+93Kya1NkOram5E2ikP4mKaCYJErsPsAPXiGfWU+uocB2u+/GzJPOiDt0kapQ0icyxMy56Ewy2aPxCo/EHYoIAJmOcEjgQcf+sOJ1pToz4fpRIwb38fXqiy/gF6eTyC+m5abqfynv3Sdy+7WXkU3PIHDlWTxloN5/4WXStjMdw8o/gmAjna0A3P/rG6HhCOB+zrq0PjZhH7FqT0reakbvv3XcofQp37qGJNAxvC3uUAbl5tkXk39rLdmOiZS8HcmmvgdAwV+LX1iCV3iOzsZ2hk1q4tQqLZAkUquU9InUqI3NgGlYlqHkQ8dW8Sy0IFs218e393BI4DtV6aFJ5UZSSHZx/BmDm4f06C2/I5WeQdF/qkyR9cMG/4UNq7I4D7rGBFUNo2el8/BBQ1sjRR/SW48uXyWbGN35xAN3k8x/nURxCUf8Kr49EvvLT298eOfsC8LFgRKFh5l50lVVjGpTej5VGtaPopAsMuU/71O20t0mVsktlzkXnUXD8hSp/BQKmW+QMI+ivw4vWAzJD+kcnePEsy+mqfnoqsQjMlQo6RMZYlL5KbjgPVquqM4KbyKf585briOX2QU/mF/hmsIvrInSOJL5ZTQ1Nw+qtGFrt6aQ6mKXw75ZjuAGJZ3bjpK3nJZfxvs37Qdb4RVXcmoV5ze+8uBTJFJHkk89TlPzyVWrt5JGLB9NkCyR27Y8+0hWgleaRCL3PofP/HHcoWyW3829jPxrq8h07EKm4ShKHjiW4gfzaRu9hpk/mcWkyYOcmyhS55T0idS6XjdPb7jiQsgeiB88Hl88Ir16DFpfeo2U7VaRIYF9KfoTSBQX9/t9rlfM7y15A+ftSir3Ggccdm45w9t8UTfbU489SD49BT94Np44enGJbUgUqze/cXlrK9mOPcFa62brmfeWvAHsSaZzES2XzIk7nD49s+AJ8qlJ+MEzcYeySXPOO4ORKycRpPeGRJJS4iO84FHaJ3ToxqdIPynpE6lRro8Bnm5pB2YJ1o9ZG0NEIp/VsH4EhSQM22FwPW+fL7zzccdNcwhSe+IFg9vW4K7r55JJzSCXLv8m2Jun507OwocfJO3NoCO9PKZYwnhuv+FK8ulpeMHfy1py4nNW7/zjlZeRzs4A7qepufLzQcvJ8/v+ve6+di6p1AxymRiGDX+eXkMvF/zlLrLeTLpS5d1T05XK07P56osv8PjNt5Jtn0omO4Mg1UUy/wzrxn7EzEsupqn5B2WpR2RLo6RPZAjJtm9P0V/NzPPq4664DH1+MBGv+CGnzKp8m/xo8Vtk2JNctn1Q5QxbPZpCskhqxxFlimzgGtYOo5gEv3l4rHGsfPMd0kyjq7F6C3uMXLUjQbKNrb75parVWXYbTGMbvnoShWQHk74zLZ54NkPDuiwuAYXRtbUp+4vPPs1Tf/gzmc59SGSOwtkyrPQAjXtM4MSWf4o7PJEhT0mfSI3r7u976N47yKd3JhkspKn5e7HGJALhULYgtT1+mXuHNibVkQQgaBzIghE9PedeaWf8rrc5+fzLyhTZAKKJfoVkMAm/2MopF/0ytlgAsm1ZSh54YxurUl+4CvGRJPPzOfr4K6pSZ6Xdect1BKmpJPPPc/jMi+IOZ6PSXc0U/dW0XD437lCAcJjvn664goa2fUlkjsLcUgr+vRx+yZlMmvz9uMMTqRtK+kRqlX16eOcb8/8fSe97rM+2xhSQCPTu2vjzDXPJ+jMoJFdUpc50bhgFv8jXD+vvTY+emOdceCaZzNEkig+VMb6BefHZp8mndyAZPBdvIM5I5sdT8tZw2iVXlrVoSyT63AR+xAfjCVIl2iYOzS0DMsnMZ46tWPgWCW831o2Jd9/HPvXanL3obY9XWFL2Kkqu2O/3zD7/DEavmIqfPQbjQwr+PRx+6VlMmnxi2eMT2dIp6RMZIhrXNlNIdTH12wfGHYoIANn14Z55uVHVWKXQ8ArjsNIKvvL1Aczpie6hNKxMUfKgfVxXecMbgL/e+b/JeDPoSMU5ny9iE/EK1UlW5l56LqnUd0jlnuWMy66tSp2V02sbhPadKHkrmHlJ7Q5FnHvJOSTTh1Ms/i3WOO667UbWzF9ONn0MBb8d3P1Mb/keU6cfH2tcIvVMSZ9IzbNPVhtM5hZxwGHnxR2QbOFc1Aud7ppAyVvDzLN+VpV6S4kmEqVlgyojlZuCS3xIyy+vL1NUA2U0rG2k5EOpaeN7vlVS956LiZKRS0/AD16tSr3Dlowhl0mwduuPqlJfNVx98dmks4fjB4/T1Hxs3OFsVGJVuBdkx4j49nm9ZtYZDFu7P/nMzqS6noY9jJZZ18QWj8iWQkmfSI1K9LqD3L3aYCn9XowRiXxaKbEDXmEJTc3HVLwuZx6FVBN+sGjAZdx+w5V0Zfckmf+3MkY2EGGylcpPpFRcFvvS/pmOEQTpBF0N68petpl9anjn7HPPIJs5hlRuQez7Eg6Gn/708M7MMg+XSLC+qbZXVs62jaWQzDP94EPLVqbr/qjaxOjOpx57kNfv+HdSmRnAMnLZebTcdGPZ4hCRz5eIOwAR2bRhq0eBK+FvF+8KfyLd5vz8bIL0GHLpD6tSXyE5HJfwyGXWD7AEY/Wi98A82kYNbsuH8jCC1Bew0ttxB4JXDLfbKIyq4GqOUWYweuVUksE60tOrs2BMtaS7ppDuauX8X9V2EmNuEqn8e3zjoPIlfZtjzkVn8sYfl5HP7EeqawETDgk495ra/r8SqTfq6ROpUd1DrwC84s74hbc4+YLLY4xIBD7ppVodzuPrGFndYWL5hmAA7wpjbmhropDMMe2QQ8obVD8ZUPK2oeg3ECQHN1x18JFAIbktftDGCS0XlL2GhG90z/i8+pzTSTfMxIoPcmJLbW5cvrnSmewnj3/7q59Tyu5HMngyvoA2Q8mSFNPb4gcLylxy+PflNrKQy9yzWmjs+C6FJBT8e2j557iHVotsmdTTJ1Lj/HwjuexE8qnFcYci8olsexOJYhcHHVvdjZLH77D9wN9sXySVe6PqvRx9yafHA1AYG//HcCE5HD94n6bm5orWM3LVzvjBepr326Wi9VSTYRTeXQ/msX50LfQgb1whNRKX8OlsrE6cy1tbufHU80jmjsYPVtK+1aOcfb0SPpG4qKdPpMZ5pZ0pAO1j45t4L7IhZ1NI5d5k6vSzqlZnMr+GE1t+OqD3BqnRAFjp38sZ0qCkcitrZq+0olfZrWD8Yoau7K4k80/Wzb583RraJ1P0V3P4f58VdyibpTCy8jcaXn3xBf7vNffjMoeS6XiREQemOeWkoTuHU6QeKOkTqVGJRPjBnMtsQ6rrI1puuiHmiERCLpEkn26qYgIVDh/zCgNd7bFnqHTHmPi3auiOJ1F8P+Y4euQaKrMAScLCrxnm/hOYx9rxtd0btrkymRSQJ1HMkst8CT9YwKTJ/d0/sprCNucHbZzwkwsrUkMpWtDlmQVP8NLvnyef/RrJ3HwO+sUJTJr8xYrUKSKbT0mfyBDgrDpLqYv0R7UTqFJicJvAJ/NrmHn2xWWKZuBKiXA+WJCsgf35IrnhfW2hXj759HjSnUvrbrXGkrcHLuGxrmlV3KFslnAY7xEVK/+he++g9d6V5Br2IlF4mNNuvapidYlI/8QymcDM9jCzv5nZ381soZntHR03M7vOzN40s/8ws73iiE+k1rSNGhpfKGTLkcyt4sQqJ1BBanC9UV7h7YrPW9sc3UNNuxrbYo4k5BU6+Yd/rPww3YL/csXrqLZCcjiZzrc4/9dDYyRG0avcarvFfEDrvavpatgd3AOc/nslfCK1JK4Z5FcCv3DO7QH8U/Qc4LvAlOjnNOC38YQnUgOsZ5++A3/wwxgDEemte0PvN6qWQHX3QeUaBtazaG5U+P5MdbaX2GxjM5s+pwqSwdLKDb/zer5mtI2vjSS3HJKpni0nOrNDJ5ntbCz/XozdW8qOWroLXQ27AvfRcvPV5a9HRAYlrqTPASOixyOB7k/iI4HbXehvwCgzi/+2rEjMpk7/WtwhiHxK+/CBzq8bOBs1sCQpn/4CAB0jamE+X49ZMW/K3q1k1UmGa30Pu4HwCp2Mm/6FuMPYbMWRlSu7K7sTieJDtNxUG4sTicinxZX0zQKuMrP3gdlA96zibYDeM9uXRsdEtjieH065zXS8FHMkIj1cooiVijRMHle9Si3AC9r4wT/+twG93Q8+BuCQE04tZ1RDXzSrv6vx44pVMXx4mGWkO9+pWB1xGDaiESsF+MHfOe7k6q1gO1DOAvxgPcf/5GcVKDvcidHP/5XTfze77OWLSHlULOkzs7+a2ct9/BwJnA6c45zbFjgHuGUA5Z8WzQdcuGLF4Cb3i9SiM39+JfnMPJqPruKXa5FNKE3x6Rx+L6eed0nV6uzcvo220Y8MeDhp++Tn6Bw2j12n7lnmyAamY8Q8usb9Je4wOP9XN5LPzOPA035csTqOO/ksctm7GXtQadMnDyGTJn+RrsZ/JbV3Mu5QNkv79mtYN+bRigzJ3mqfncin5nH0FWeWvWwRKR9zrrIrdvVZqdlaYJRzzpmZAWudcyPM7GbgSefcn6LzXgf2d8597gZC06ZNcwsXLqx84CIiIiIiIjXIzJ5zzk3r67W4hnd+COwXPT4AWBw9vg84MVrFcx/CZLCyO8aKiIiIiIjUsbj26TsVuNbMfKCLcKVOgIeAQ4A3gQ7gR/GEJyIiIiIiUh9iSfqcc08DX+7juANaqh+RiIiIiIhIfYpreKeIiIiIiIhUgZI+ERERERGROqakT0REREREpI4p6RMREREREaljSvpERERERETqmJI+ERERERGROqakT0REREREpI4p6RMREREREaljSvpERERERETqmDnn4o5h0MxsBfBu3HH0YRywMu4gpK6pjUklqX1JJal9SSWpfUml1WIb2845N76vF+oi6atVZrbQOTct7jikfqmNSSWpfUklqX1JJal9SaUNtTam4Z0iIiIiIiJ1TEmfiIiIiIhIHVPSV1n/K+4ApO6pjUklqX1JJal9SSWpfUmlDak2pjl9IiIiIiIidUw9fSIiIiIiInVMSZ+IiIiIiEgdU9JXIWZ2sJm9bmZvmtkFcccjQ4+ZbWtm883sVTN7xczOjo6PMbPHzGxx9O/o6LiZ2XVRm/sPM9sr3t9AhgIz88zsBTN7IHo+2cyeidrR/zGzVHQ8HT1/M3p9+zjjltpnZqPMbJ6ZvWZmi8zsq7p+STmZ2TnR5+PLZvYnM8voGiYDZWZ/MLPlZvZyr2P9vmaZ2UnR+YvN7KQ4fpe+KOmrADPzgBuA7wK7At83s13jjUqGoAJwnnNuV2AfoCVqRxcAjzvnpgCPR88hbG9Top/TgN9WP2QZgs4GFvV6/mvgGufcjsBq4OTo+MnA6uj4NdF5Ip/nWuAR59zOwFTCdqbrl5SFmW0DnAVMc87tBnjAcegaJgP3z8DBGxzr1zXLzMYAlwBfAfYGLulOFOOmpK8y9gbedM697ZzLA3cCR8YckwwxzrlW59zz0eP1hF+YtiFsS7dFp90GHBU9PhK43YX+Bowys+Yqhy1DiJlNBA4Ffh89N+AAYF50yobtq7vdzQMOjM4X+QwzGwl8A7gFwDmXd86tQdcvKS8fyJqZDzQAregaJgPknHsK+HiDw/29Zn0HeMw597FzbjXwGJ9NJGOhpK8ytgHe7/V8aXRMZECiYSh7As8AWznnWqOXPgK2ih6r3Ul/zQV+CpSi52OBNc65QvS8dxv6pH1Fr6+Nzhfpy2RgBXBrNHz492bWiK5fUibOuQ+A2cB7hMneWuA5dA2T8urvNatmr2VK+kRqnJkNA+4GZjnn1vV+zYV7rmjfFek3MzsMWO6cey7uWKQu+cBewG+dc3sC7fQMiwJ0/ZLBiYbMHUl4g2FroJEa6VGR+jTUr1lK+irjA2DbXs8nRsdE+sXMkoQJ3x3OuXuiw8u6hz1F/y6PjqvdSX/sCxxhZu8QDkE/gHAO1qhoqBR8ug190r6i10cCq6oZsAwpS4GlzrlnoufzCJNAXb+kXL4FLHHOrXDOBcA9hNc1XcOknPp7zarZa5mSvsp4FpgSrSCVIpxYfF/MMckQE801uAVY5Jy7utdL9wHdq0GdBPyl1/EToxWl9gHW9hqSIPIpzrkLnXMTnXPbE16jnnDO/RCYD8yITtuwfXW3uxnR+UP2jqdUlnPuI+B9M9spOnQg8Cq6fkn5vAfsY2YN0edldxvTNUzKqb/XrEeBb5vZ6Kg3+tvRsdiZ2ntlmNkhhPNlPOAPzrkrYg5Jhhgz+xqwAHiJnjlXPyOc1/dnYBLwLvAPzrmPow+96wmHt3QAP3LOLax64DLkmNn+wPnOucPMbAfCnr8xwAvA8c65nJllgH8hnFv6MXCcc+7tuGKW2mdmexAuEpQC3gZ+RHizWdcvKQsz+wVwLOFq1y8ApxDOn9I1TPrNzP4E7A+MA5YRrsL5r/TzmmVmPyb8vgZwhXPu1mr+HhujpE9ERERERKSOaXiniIiIiIhIHVPSJyIiIiIiUseU9ImIiIiIiNQxJX0iIiIiIiJ1TEmfiIiIiIhIHVPSJyIidc/MxprZ36Ofj8zsg+hxm5ndWKE6Z5nZiWUo504zm1KOmEREZMukLRtERGSLYmaXAm3OudkVrMMHngf2cs4VBlnWfoR7jZ1aluBERGSLo54+ERHZYpnZ/mb2QPT4UjO7zcwWmNm7ZnaMmV1pZi+Z2SNmlozO+7KZ/ZuZPWdmj5pZcx9FHwA8353wmdmTZnaNmS00s0VmNt3M7jGzxWZ2eXROo5k9aGYvmtnLZnZsVNYC4FtRIikiItJvSvpERER6fIEwYTsC+CMw3zm3O9AJHBolfr8BZjjnvgz8Abiij3L2BZ7b4FjeOTcNuAn4C9AC7Ab8FzMbCxwMfOicm+qc2w14BMA5VwLeBKaW9TcVEZEthu4aioiI9HjYOReY2UuAR5R4AS8B2wM7ESZqj5kZ0TmtfZTTDCza4Nh9vcp6xTnXCmBmbwPbRsfnmNmvgQeccwt6vXc5sDWfTSRFREQ2SUmfiIhIjxyEvWtmFrieie8lws9MI0zYvrqJcjqBTF9lR2Xleh0vAb5z7g0z2ws4BLjczB53zv2P6JxMVKaIiEi/aXiniIjI5nsdGG9mXwUws6SZfamP8xYBO/anYDPbGuhwzv0RuArYq9fLXwReHljIIiKypVNPn4iIyGZyzuXNbAZwnZmNJPwcnQu8ssGpDwP/0s/idweuMrMSEACnA5jZVkCnc+6jQQUvIiJbLG3ZICIiUgFmdi/wU+fc4kGWcw6wzjl3S3kiExGRLY2Gd4qIiFTGBYQLugzWGuC2MpQjIiJbKPX0iYiIiIiI1DH19ImIiIiIiNQxJX0iIiIiIiJ1TEmfiIiIiIhIHVPSJyIiIiIiUseU9ImIiIiIiNSx/w8zGLTkg84q2gAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "n_trials = 25\n", "V1 = np.zeros((n_trials,len(time)))\n", "\n", "for i in range(n_trials):\n", " V1[i, :] = leaky_IF(time, Bruit(I_n=800, I_0=150))\n", "\n", "print('number of spikes per trial :', (V1>0).sum(axis=1))\n", "fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", "ax.plot(time, V1.T)\n", "ax.set_xlabel('Time (ms)')\n", "ax.set_ylabel('v (mV)');" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", "ax.eventplot([dt*np.where(V1.T[:, i] == 30)[0] for i in range(0, n_trials)], \n", " colors='black', lineoffsets=1, linelengths=0.9);\n", "ax.set_ylabel('numéro essai')\n", "ax.set_xlabel('Time (ms)')\n", "ax.set_xlim(time.min(), time.max())\n", "ax.set_ylim(-.5, n_trials-.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "REPONSE: avec une forte amplitude du bruit (`I_n=800, I_0=150`), on reproduit le paneau B: avec un bruit gelé, les traces des neurones sont reproductibles.\n", "\n", "Celà prouve aussi que l'on a \"oublié\" d'inclure un bruit intrinsèque à la dynamique du neurone:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false, "inputHidden": false, "jupyter": { "outputs_hidden": false }, "outputHidden": false }, "outputs": [], "source": [ "def leaky_IF(time=time, inp=I, tau=30, v0=-65, R=0.11, \n", " Vthreshold =-53, Vreset = -80, Vspike=30, \n", " VRest=-70, b=100, seed=None):\n", " np.random.seed(seed)\n", " V = np.ones_like(time)*v0\n", " dt = time[1]\n", " for t in range(len(time)-1):\n", " n=np.random.randn()\n", " dV = dt * (-(V[t] - VRest) + R*(inp[t]+b*n))/tau\n", " V[t+1] = V[t] + dV\n", " \n", " if V[t]>Vthreshold:\n", " V[t+1]= Vspike\n", " if V[t] == Vspike:\n", " V[t+1]=Vreset\n", " \n", " return V\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plusieurs essais montrent qu'avec un créneau les temps des spikes perdent leur reproducibilité, comme sur la figure:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "n_trials = 25\n", "V1 = np.zeros((n_trials,len(time)))\n", "\n", "for i in range(n_trials):\n", " V1[i, :] = leaky_IF(time, Bruit(I_n=0, I_0=250))\n", "\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", "ax.eventplot([dt*np.where(V1.T[:, i] == 30)[0] for i in range(0, n_trials)], \n", " colors='black', lineoffsets=1, linelengths=0.9);\n", "ax.set_ylabel('numéro essai')\n", "ax.set_xlabel('Time (ms)')\n", "ax.set_xlim(time.min(), time.max())\n", "ax.set_ylim(-.5, n_trials-.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "QUESTION : régler $I_0$ et $I_n$ pour obtenir un nombre qualitativement similaire de spikes en sortie du neurone. Pour celà, essayer de controler le nombre de spikes :" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "I_n = 700.0\n", "number of spikes per trial : [10 9 9 9 10 9 10 9 10 9 9 9 9 9 9 9 10 10 9 10 9 10 9 8\n", " 10]\n" ] }, { "data": { "image/png": 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62FcA9pnI1bYT15ej16hQ/qiT1LEjk3XwhMy6xSMyH6dsHg/vTD8coeGdE9QLabldCiIqEIM+Ih8zm0IR8iaF5/y2YLb3VPVhNTQxYPXnYXH919Pn3OLs6uGdpW3SPdYF5WcEEQUNgz4iIiIiIqIQY9BH5BHTO/xSKrv4tAw1I7WJxHyGsxTJG/sWx2x5NTpRWakduJMlXvPJzVmc3fhQ1r49HrYtnRhWanH+S61pqfgp+Zu9LRvr27q3rvCSev0ZoWX30qzGNe6TiLRg0EdERETO8zoKiizeICSiXAz6iIiyTK4RN5mSgc0o+zjfifTT/Y5k9k4iChcGfUQes8z0ZtKwEJJvXTfoX6fNx/IOM7RRNz7NMCtyyqU+Fil0hxbCYliiV9ee3iN27IZAVjEth3cqDsl+hs0isnf687IvSb7TFsJDJgodthyJ/MakxRDpAIQ85UmDbmJeJS97D+mb2+cHucH/pCD3VgtNE2EZ2BEFG4M+Ir8xNDYyEj7wK9c9eZIXkAtcTeRCgeNAUFZSYBfgoLBY0TtionBh0EfkkZLaDBLhHENEPmN+kWrP3qmBX26cTJZClaU3BHRm7zTbgM1Ta39dxCKydxb8CqfpuL69PyoicgaDPiI/82njOeyUtc5TQRr4exhhaUGEF8fm2j59fd6IiHIx6CPyCDvqAiaSJyxcx2xnXqz9nqBiC2FWp8nShaLGNb5XSt20/QQuxWzbazquXUWiGg17ISL9GPQRecTOjWKzJBY6Gy6EjMXZo63Ixat92gtiNrzT8jw78VazqqqcRca9JkofBms1vLPEAzR7ve3F2Z0a3qkoiB/OnfOsj4pzbomCg0EfERFZimQn5wTvW/JUCJ4v3hQkIiUGfUQ+ZuyB4B1VF2U0HIXh/2SLgz19brXhXV0awrAzf8/pi658Z0V13sJ+LrUPfSYirRj0EXms6F6USHe/kHb5ri87w5OdKYnjCiqXxoPwSzZRI6n5c0VX4JBnEGLOX6zW6Mt6Zp6HOecN4FB4oiBg0EcUVCG/q+ylzIZp8uew38W3pmg0B3BOnxU3e9KDs+B8+BZnt/0+zvc8xcN+O1q/lYeIvMWgj8jP+K3tA1G8b5+f+71UevenCsS0HKMQGQEmh8wREZEbGPQREZElVehj1dOnp1dUZ3DkYuAlZWCGwmk5i5oOPR08O7b9IhZn98lpFam7Cn4cPkxE3mHQR+RjQWkchg6rnah0fomCtAjzsRFRGDHoI/KIncQDlndqmcjFVZFMg15so11Le1gof3Salrl9xnoUQnkzRyh+olzuDYctZj8eB4I6Lt5QB+5E0cKgj8jPuDi7J9jMsSO3lhKJhAflcIJ3Z9x/CYKMwXWQErnIrH+L3IpTiV58gd8TRDSJQR8REZFOWcETm+LFc+uGFxPsEFHYMOgj8hvjSDDj4uwZA8DYbNQqVe3JjI4i42+UZD2SzMnF2d251s32Yn89Nws5vUKT2zQNLjxc18HPl7qTCVvs9OqZnv6J1xqe4LfOP+fLo1iQXt/OiMhhDPqIAsMYAPILltyjzt6Zi+0+e4SNoYjCzYUDTTk/vFNf9s7sH/I90d4T8pbXlxf9RPZON3fph+uViKww6CPyseAs4hwu/ptnFTCsP9t4A8en8i7ObtHrRUTkQwz6iDxWzP1RAcE7q6SXE5eXk9eogy1qZbHkRMZcmeeJpe5c/YtA1qLtQmpKJWpHAD5bCiiiKrC2O0Q+7yWgeIIjQ4J9TH0zkiEvkd8x6CMKiJxmBHtTyDWqa02RvXPimgzatWkorxvzZVVLNkjI3Ma0B1390sGARdVjrqtn07nt2swC6uLQ1UJNXMPSF0OEicgvGPQR+ZpPWhFEpAWHEhMRkRsY9BF5xLqxN/GYyZ1ayeGdrotk29wi0Yjq2X7v6TNPxah3v8b6yLurcL+vS700TF9vs9ryBdl2g3DV07yen6mrDzXnL+G+RIlCi0EfkY9lju7yaUM6jFjV5BKvAwVrpWbvdKYUvt+nbzE6I6JJDPqIiGxha9I2v/b02aA9CBPqOX3ZiVyShWGj3SvFDLsN8GVfEGaVJgomBn1EXrMYpmnW8ODi7HpNDq6NcOsm3/BhxbWZyP6bT4cgq94/yuGqwuQBh0gIH95L0HvOnDrcnPi4wC2bf4bmZNOxfJ7dNSw94eS1ZbKtPBMRiMhHGPQRBQS/VMkrhcZuUenxKJZPY2GFUgsa5PGdwe3pE9KDxdmJyPcY9BH5mLD4jTQytN4k690Tbte7m3uTGT+zaV4Ur6vNLxGeBadL6P8jJiIrDPqIPGKZuzNvC5QDPMlbFuubB5C7BbccNpyuWK8qU/PwTk0XiXNbtblOny/xW4GIzDHoI/IxkbFodBAbIcGkbJey+gsQwMryqMih7unz4C5A3l06NvrTvYXniyXZxCMiA34iEPkQs6P5jwjORKyQEsofg0Yk83Qq/p6b2IUfA1QYXjFEZI5BH5FHrO5IM1O7Pxgb5yKSJ8VqcXZV9s5E6mW6Fzt3+mXmMwidOetme5YZwx0FZHqHQnoT20qhdz6lrivDbi9b/ufZHN6p6unzPObKOm9OlCffQUXxY5EooBj0ERGRpSgPLfbqyP1R46Uuzu6Po4gekfUvEZGPgz4hxHIhxDYhxE4hxE1el4fIeWYLH7Gh5Dk58Q8bTeasuqqdT6uRIeCnxXzlN5H1uzeiHORPyJtwJoqf06p5BxGsBqKg8mXQJ4QoA3AbgCsBnALgQ0KIU7wtFZEeVu1XYdaw4BetK6Lc+C0mP2zO5erTeZCqYpnNo9V7BMJ0uKF3157QO7xT22FZDd5VzKE0uTZzy5enLpQXk/VLgsi0dj3PNktEdvky6AOwDMBOKeVbUspRAPcBuNbjMhE5yrTxY9IYEczuQkHhYMs+hO3nAN1MCODwTsd2GeDF2VP/Ol6cSM5rJgoPvwZ9cwDsN/x+IPU3ovAzaTnw+9Y9GT0DUvE3cq023NqPct1BF0JOXlfeKWXNQF3rDTrK0SIKppUmCji/Bn15CSFuEEKsFkKsbmtr87o4RAWz/vqceNSk1w/Ct0PnKETsrCFufPpEQ9i3DWLz2XRaZdWH1Ts39PNIS6xqs2DL7mYdy95Z1Lb10nPt+PW9TESF8mvQdxDAPMPvc1N/S5NS3iGlXCqlXNrc3Oxq4Yhc49vGc8ix2jOEPAwB4OExhvlac+vzS5r+kue5Tu3TZ1LDQkJ/A4GICuLXoG8VgOOFEAuFEJUAPgjgEY/LROQoxnPBwuaTfdqHvmk8Gdp7a0RyGXbFA76OIyi/6Hym89OQKIjKvS6AipRyXAjxOQBPACgD8Csp5SaPi0WkhdUoTfMFo/mlq9NE4y2jGR6ZBl1KvuHDvlycujgCFtOVNA6jljAPMr17h2vO3qnpjSSt5psVdDg5KWitn6e4Prz+dNbx/WB2TaQnIgT1zU8UIb4M+gBASvkYgMe8LgeRbna/K71uSFDERKwR5+bRBqZPr8SA171LyFBO1T6LWPlmsre6mLl9/uDm8E7JOeZEvufX4Z1EoWc6BE5mPEn5ZyJ3mF91ieJe5mAJnOVVkzUQWSApl6qn24NiWHIy5bMApLB81xORzzHoI/JYUTdIfde6oNDJc2GqHk3IrEahT+/+55RKupvywt6+vHmT6+6x8SbGLWSndod3mvPnVV+iPFXI4Z1E/segj8gjhX5FhrIh4VPsfckkFPOlrIcosv4IcOs6KPaz0d6yOWYPq+a0+uu691dpiMhrDPqIfIxr4XrP2Afk9TpcfhK2dPDKdQdd6Kl0+5ryW2BCwcPvJaJgYtBH5JHS2l7hanBTEFlk79QSWOhsabrbirX17vVBw1pHYK/nsMRk8OzY4u/BTeAyeYUpzl/R703DzS9+/RAFEoM+Ih8LTJa/KJDp/1EIedV74XrvsZs9fWHuVQzCsTlcRI50IAo2Bn1EHinlC1QAvk2SEVZcGzG/dC+JjgaxA9XvVZM1e0ilv2/m6E7kUtqxm73a9udp3qU3ZWHbM77Sz6e1WKE8KKJoYtBH5GeG71t/NxRDRlHVUb7LHY1w16NsmW43qgvaXzDOfEYvbb7jc6i6/Tw3cuKsJRTnr+jvkWBcCkRkgUEfkVf822YgBcGe1QyW87183CDOR3twL9R9xkIKxVypgF9zPr8OLEtXVNn9fbxOYSIXomBi0EfkMatmnfld2YA3Bn1uor2X07iJUmsn7zp9uXWRyG4oOxool1b3xpLkFss8hNUb61tsXNd+PQ7EdO290OUXzG/iSHvPk+knFLDt4Eq+Q8wXpA/fEROFD4M+Io9wnT4KK61z+xzgfbFsFMD7QpbOtWPI9+mY+3j+4ZnFz+nzfOhnqstYVQp+jxBFF4M+Ij8LQbsvmBQVnzD5e0TpTts+sX2/hA26hDp7p8+VFpwFoB6dzt4ZpZEORCHEoI+IiAqnaDDnNKJ9OsxNNbzT1f1bZoj0ts50L0ivL+a02rB6eKeuong3vNOf7zci8gcGfUQeKbjxw7usrmFnSDZFo7mwp1MglRhEePBGcm2XqpseLu06n8mzpmjiObA4OxEFE4M+Ih/jMg1+wMaOStiuTNfuqWT1AuUOMdRcEN7RCDGeWyIyx6CPyCPWc3kmhn+pAw4uzu6+SNa2ZYCQWyOJ9NN1ND5LzN5Z7Al04n1WyDpyqXoN6/VW6hxGs+qzmmNqFtCr/jwRhAdzcfasSvC8PETkJwz6iHxMGFoRYW0EBklUF2gPw7WXr0FueoyaW/JuX1OF7a20M+9WFkv1yoeaeR/hWdCTvTOqn39EYcGgj8gjvm4zUK4wRD5u0R0oBfhcxKVUDttWHhI/I7xTxDXs+VINbonIYRKFDYM+Io8Vk+lN8K2r1UTjLadxHqVkOnmvS0VdZDV6/RSbZR5OdskszqvWYdTCovdE07VmY3ipFBo/X3QdlsWGVY+Z9w5mP9dscfbU81SLs5uWJNiUw2EtHyUiP2HLkcgjRdxH1lAKsi3K1a9oxVpWh+97PLwrn0R4g4IcrmXSNNRovmtPKn+0fqLdYhT8Cl1E1r/GR5woZWSuYKJQYdBH5DeG72TjnD7d62eRge2GIenm5eLsrrzn3L7AfB+QB0MQhnI6W0IBiISjWyQidzHoI/KIZaNBTGSQM3sxmL2TXFBYszF9TWtpEJe+TbNsuG4ukyDzpB3xer6ieR05tf1SX1/acFjj69WvkJaPWm7b4zhQy7nz+qCIyDEM+oh8TJj8DIBfxi7JWlXNo1J4K2y3F1RvHa+ma7qeEbGQz42Sbyy5lb3TAz7+KBDpey+K4Z0+LjcR6cWgj8gj/O4NBp6n8LAzn0nqaBUbgqeEMCtH2EJrPUpdnsHu64tapy8inxYxXqtEgcSgj8hj1l+fVisO84tXF3ai5qe6/BITC1vrqEDTJIr292Vn+JvI6h1x5F2WUUZ7Q0y1vbuLXrDQnd3nfX2eQZnFvt58S4Vn7wwjCfUNkYm3SzRqgSjYGPQRecw6C+LkxHlnsq5RSdiyCQWv+9mM72XToNUXb/cSa8W1uyfG7J32X2V3FmDwmC/Orut4glhLRFHDoI/IK5ZZWshbqjXo3C+Fnymro/gcGOb7cTnQ1jK807h900dyb+voTqpCFvIGrAH4jHDhzcM5gkTBwaCPyGNWX8vZQ83svYqck9sMj4wihq3l1I6jQ9/MesQcOCdSetJ4lbAYbqirQDYWZ9dJ17w36+3aX5w9t+e18PrwesSnnt2b1Fd6eGeEPhuJAopBH5FHzBspDOjIXwpu0Dk4rE9H7GNVPN0jEv3UNI7H43p34MfJsRlrcFounlHKpv1BEX068+3C7yiiIGLQR+RjZo1tfuXqZd5W9V2zzjNCUUl6F6zW2NNnukf97zS3Mz56HYc5tf/sM+PcYdncktcV6YGoZCclCisGfUQeKbnN4PUYIooA84vU+vLV2zgM3Dwiw5s9DpGn5zT1vnbhGBPxoFWkvuyfTvBPHKh3WHXg3n9EBIBBH5EPSeWP7GVykTTWtjD+mVymIxeFquHv1Zeh3t5R5R4LeK6Ps3caNi0Kyd5p/HgtpXz+ifBMJRTnT9VDb48APwGJgo1BH5FHAtBmICrIxDp9rl7cDuwrqkko4orj1j2kVVtNWxLxvbkAACAASURBVHQ/mT1ktaQBF2dPUb6/OMqEKIgY9BF5zGqUpmlj1O089hElUvkVJ/8QwkadggScadcFaAiy6anVegjOJhKxJYJ3m1TLcIhSr81UPaq2YpYZ1HVOLp3i3KaIyCMM+og8UuiXaIDazyGTqvhEdJs9qkvPsjZ8HlhYZu/UvW8BCFUQonm/Kol4Is8zSiuVa0NXdQyDL6LsPr/sUwotJOf0EYUFgz6iQGIEqJOUElJkDXVjQyeDMhDUWEfmvd72dmr9jlHN4HS3Q921yytffWm+u6QrEHRqq3a34/5cTK8JZY8pEQUHgz4ij0w0GizbDvyO9ZGsoZ4hJiEyD7XYOEBXw7jkDI72aFkjEJkBrNk8MDeGCCZCErjkS+SiOo9S5puBV3zdeD23T6TuVqjmZxZ8VXFOH1FoMOgj8pmQtMNCh82cAgT4ItY+vNPkSvIiN6L2/QX3MshPFUi6XwprjhfId0dIRAVg0EfksWISuTAAcUdUszoCsLzIsnurJv+eNUfMjYmoDgWYyuGqQk8z17gIiPkwQf2JXLyIzfV1/lqsKWmSyEX5CkeywXrzCa0186pQ/hjlT0iiwGHQR+QR02SBJt/bkQ5APJBT2xGqflU4l/sX8wam9vlOpQ7v9LAnMmG3Xe5CEfPVg+7lG5xTwFqatuu1mEQu/vqQUA7vLLiM/jomIioegz4inzF+JxtvUAenARZ8me0i3teOAjdzVNiZ06eNq4GJvn15/070vgTZ9N4YVH//+K8WiMgMgz4ij1injZ9YINgcQ0DSzmJRa9VDMmF4gtNMojLbSVkM/7faSvb2HDmUjDe7VP44yb13trpnyt+fLOaDYe2dqfzPkzafZ/ZK72i5MRjAa4SI1Bj0EQUEv2ZdlJy0lisqJyFrjHEYDjtfg9z0GHWPVHV5SKDfhiA6zubhlVwPPq7HiTmFjmTvTEne6FEM8w7DhwNRRHgS9AkhbhVCbBVCrBdCPCSEqDc89jUhxE4hxDYhxBVelI/IHf5tNJACT1cBgltZuodbSiGUw/AEhOsN6Hgi3+LsJfJxYATkuUqLKbu/D7dIQUhTSkR2eNXT9xSAU6WUpwHYDuBrACCEOAXABwEsBrAcwO1CiDKPykjkCqtMb2aT7gVvr2olU03/7BGFXq+/5SZhkXnTPHtn1t90Ze/MGC1p75zkW5xd+bjuhcqFyKizzOvNm2tN+5IVvn8LZRbQ9H0wcSCKx91IWmuLw3Wt+tqR6YHTvj+xRJFXbudJQoiZAC4AcDSAIQAbAayWUhZ1m1BK+aTh11cBvC/187UA7pNSjgDYLYTYCWAZgJXF7IfIzwpv/PBL1VvRqX87R2o5f8jnLXvr4mUel9NHYjZy2Av5hziWWFKXroPMm2BOze0rnH9uCpkP7yz4ilacQ6+WpCCi0lj29AkhLhFCPAHgzwCuBDAbwCkAvglggxDiP4QQ00osw/UAHk/9PAfAfsNjB1J/U5XtBiHEaiHE6ra2thKLQERk4Je2W4TJrH+jwJUOfJ8H5HY5UVUlzesLST3aJxCtdyNR+OTr6bsKwKellPuyHxBClAN4N4DLATyoePxpAEcptvkNKeXDqed8A8A4gN8WWG5IKe8AcAcALF26lJ9EFDjWnQ3S+A/5QLKNF7UTUljGzEQ6UtNRT2apRO3vq5igSkdPX3qrHl9OcdVYHd1DWks8aGlSdVbbzVj6Ju/ahCVk7/T840HHjB3PD4qIHJIv6PsfKWWL6gEp5TiAP5q9UEr5TqsNCyE+jmTQeJmc/BQ+CGCe4WlzU38jijwOqHFXToAQobZP9rCwsF17BTXovW/Je6fUANCLurObvRMSsRKOz89ZUNNBruIuRyk3Ev0zfJWIipHvttCbQoinhRCfNGbYLJUQYjmAfwFwjZRy0PDQIwA+KISoEkIsBHA8gNed2i+Rn9hrM/BL1msZZyBs0U9eFgccwLqwavBONpT1liGBzFjK9eDBsL8ip+V7qtQ41JiYJWG5WCo/e81NNh2ZU4woOPIFfXMA3Arg7QC2CSEeFkJ8UAhRU+J+fwqgDsBTQog3hRA/AwAp5SYA9wPYDOAvAD4rpYyXuC+iEBI+ShEXEZFsA5oP71Su2TURROhuMBeTvVNYNFAttuHMkRi3Yu99G9bpfY4tj5eTWdfu6/M8M+fxPGfC8DkcyjgxdVBSFJ4sh4j8xXJ4ZyrgegLAE0KISiSTuXwQwA+FEM9IKf+umJ1KKY+zeOzbAL5dzHaJwsYPKdyjSN14k4jKOcgNjsJ13KrzW0Q86AjXh8y5GJm41YuZkU3S7vBOKW1moTSbS2pvP96YyN6peqSEgouMf0z3QUT+ZHvWr5RyFMkeuC0AegGcrKtQRFHA+REUVn6e75Sf3rKbLXWhXLJd89i5YJ8n3YpI5KKhFN5Th45EFDx5gz4hxDwhxFeEEGsA/Cn1mmuklGdpLx1RFFh+f6qbEVwnSTeZuwB55LJ3Wl9jyhXAckbGOXmdlp6902rbbmbKnbiuzIbJIv2oBrrX5su3e10btjyBhezV5vDOqAXMJp9/E3/hNxKR/1kO7xRCvILkvL77kVy64Q1XSkUUAYW2GTiFz2tRauTlz95pWRs+r6qC3nsON+79VDXxhOYA0E8HOyH7Po6dJ9rdtM8CQbNe5cI2wp4+orDIt2TDTQBWSL99khFFBNfp84ZMdvORCdO+KS+uV4d2qprrJEubAWWL8evVneQt+UKdYA4pdX+4vP8/nJ09l0KdvMnBPRCRXvkSubwIAKnlEz4PYIHxNVLKa3QWjijM7HxZWk7pYdcf+ZWb2TsDwBjo5Awbzn6ui+/rRACXbCj15BsDF+sBoZzTl6Q4qnAeKFHo5evpm/BHAL8E8CiSywwRkS5mX6g5i4Xzm1cbqZjZE6FPvpwry4v7C2IiA2HuzktO+6/puYFQ0AEFZXH2jIUPbb2i5B5HH3/+Ws35drzvmvceiQLDbtA3LKX8sdaSEEWMnUYHh3f6hwR4QlKkgDJ4mOw50lFPJmsGOrKrydBS+3BOZKe8NwzvdH31hgLWrnBqn55s1/5e03VSxIXl4ziweJzTRxQadoO+HwkhvgXgSQAjE3+UUq7RUiqiCCnm61NwcXbSzYnrS9c1GsbGdRYRygjCSQUEciXtJ0/2TsU1Lvzy2ezgJZScamA1p4/XK5Hf2Q36lgD4KIBLMTm8U6Z+JyJN9KeRoPwmG3BRORvZ88rU2TttNGy1Je2w26g26x3M/btpL5vDh5CAaikQN03uMB53b186iTzrGaqv33xlK6bsqaU4fBKwq94nhfcm574g5o/DI6IC2Q36/hbAsakF2onIcz65kxxiOQk1fNKQ8wNpMmsoXUU66sr0kndmnT7lX0WeZEoO88e7Wnf2Tk3bdSzAdGlOYOAYbn7540IlogLlXZw9ZSOAep0FIYoa6zaDzPiH3DXRoMvtaeUJKYhfhrnZIFQ/aTjd2dk7XV9qwPjBE7nAJZOuo/d6eGe+ns9iTW42eqMfiMLAbk9fPYCtQohVyJzTxyUbiFzCoZ7knpxUsYW9XHswUVqj1jpVf9bvji/Obr/sbiSVsRaU7J3Gfdp7XEew7b8YWjG804H3MvNZEQWT3aDvW1pLQURZROr/6m9Xfum6L9n4Z8UD6ZlLigd01o/JtjXuUwo9Z9w0e6eGfeXwPDLxYSBYzJO9rkZP5K5bw6GeRMFhGfQJIYRMeiHfc5wvGlG4Wd9ptvGWCtDQOQoWOx/oVo093V8Jdm965PZXevSeMYtX3VxPTSGRCN7ikyWsqFDYfuzWv/DjUEd+NxBRrnxz+p4TQnxeCDHf+EchRKUQ4lIhxJ0ArtNXPKIo8jKzHwHJBmVO1WcvsBYh6uyH7lDtp+TgrZDl6TQeqIB0PyFIQfsLxvBOUcQcMylLrHu3os8SJJRFK7a8Qnmjx79HT0TZ8g3vXA7gegD3CiEWAugGUINksPgkgB9KKdfqLSJROPm4rUAK6nyV0WQW/6YbmW5e2zbfSFZnz835stLkZy8kFHWnuzfUT9k7TXK2pv4pYnten1AdVHP6+FlIFEiWQZ+UchjA7QBuF0JUAGgCMCSl7HajcERRUNQozTA2LvwkFdVENXmOFCLvhWnnsvVT09BfZ3KiNOY1pK28oYxM8ihpErTZOUptU7U4ewl7c5aTJcnzeRDF64ooYOwmcoGUcgzAYY1lIYoUO9+Rwlf9AtGU2fPBczDBcjaY5gag3d4os6Bd1StkFhc4fSQJETNN5OI2VU+fozzJ3qlKMJR7vehYnN3Lc6mia3F2/wS1RFQIu+v0EZGv8GtXJ5lqvmU0mvzVnvOcep6fzsQghiyXGfdCSh/eab5HDX29FuU1Hpdn73DNCaJ0vY2kQymNbc/zC0LPloNFTH4eqoYDE1FQMOgj8oidL0urRiC/bN0WnSUblMlTCmrk+qOnz/T1ykQu6QXc8j+5RF7esjEeTt7snQHJEJxvMfKJR7ODFuszG9w5fQIiVRg96/RxnQaiYLIV9Akh/kkIMUd3YYgIUYkr/E3VzmHvahZ3LlS33w7ah+iZXEb5ApcgCvVqTmE+NlNRPGai8LDb01cH4EkhxAohxOeEELN0FoooCuw0iCxX8gvIXfggy55TGcJ2eVFk+n9Zf3dr2Tebwzvtv0XcC+mT/S+TaU6NnwPC8H+NmVzSP6lT+uvlp1hJfdZl6v9OZQMNujz9ofxMJAoMW0GflPI/pJSLAXwWwGwALwghntZaMqKoyvgSNTYIw9mk8KvsxoxDU4YCIvPghZA5rXXL6nCwZa9ulpc4vFPTc8MmkMeuLHTu3Nxw90Im/xfiIySiIhQ6p+8IgBYAHQBmOl8cIjJ+U8cyvrWF2dPINax1t7i95N/kvC+9Ell7yW2aa+46MQQ7UndXX5DfLnmCwlAHjSYmFxoROX8jIv+zO6fvRiHE8wCeATADwKellKfpLBhR2Nn5sjR7jkD+ddTIWRFs45lSp4gwXK9aKstk+QUnsndabMORI8nYvrHBnNWj6vISLeo96M7eWdpxSZO7AdbbtQqyzZ9ri+FzOJSBYBiPiSii7K7TNw/Al6SUb+osDBFlyljwljGea6LezlHN08nXWHa3yjRk7zQ7AA0HlrFOn9sXW0H7E5CJBETM74m+C7ge0klaSww/ffwhMdETp16nLzVnUUqIQm4cCgHVm8G/tUBE2WwFfVLKr+kuCFHklPhtyUQuLmPrJoOqQSkNDUo/KGoerO516ky2nx5eKlR/1SOhPfOOP64DKgXPIVFY+P32HVHoiaIadgz4tJLJXoDM3p+INX4sgp+J/Ia5vR1ZvzsZQBlPhs5Tof00q5d8z77eRPqvTu/e2x5bp+4H5LnyMpSShMm0N8xim6G8H2c2pntCGI+ZKGQY9BF5xM7gIpHxc8SCDr+R6uFNYZQ71ww2Dt2YIVF3PZX21VXIwD6njyQ3WFEncnHjSsvf0ScgXVuHo3gi77U3UaeGuX3S+QHLPungTpHq4Z0Tj9otq0V9ElGwMOgjIsoiAUBwDSozUqibfV6s++ZMS9tkGyKCt1qc7KZSnBtdgZFVCFdIT5/9ockBuDIcLGKyf1pxPvkZSRQYDPqIPGLZtphopVg8h3P69MtpLEZrsT5L1uv0uVWKwlit76f11Bre7AmIjF5711dTyyiLT0+UBbfqq7jF2YNXn/mF8ZiIoolBH1FAMMRzkWRTJ5uqB8SrGLjU3VrfcHF6b/bk7lao/uq6koZ3+ma8oyLpUMmZtPxybCoTQ9FVwzvTM3KL4OdjJqJ8GPQRecTO16fV4DKrXgsinSaGv+b83WwRNef2qtqp6SsylkbIs22zd5PzR5K1r5zkLZqzhxp7+uLuz9fzU2+YuiQToyyCPqfPIRMHZbgshWFMZxgPmSisGPQReayYUZqi2BdS8aLWuvHz5aUlpvTXCfZz9UdLnjOheDiUH8153h7CZ+8fIsrFoI/II7a+I41Z6rMaEsbf/bIuWniYVXw06llCZPVASeQee+YF6e4cU5v7Mhl/qsxHaJaZX8spN5/TN3m5aarPgla+KDF7p0ufSyLjw1DxuPEX4/Fbli9P2S1e6/XHsdXi7JMdmQUmrBHqGuGIE6LgYNBHFEj8onVfNAI+e9SZ/NKtXTdbvTb35Zd3TEHTCbVzPx2/tuydjk0wLX47Xgd7RERWGPQR+Zh1wni/NGPDR8qJZQmyemGiFPjZuLzyPkVX75/N01DI3t1KSpOdXsNsnT59l5phTp8na2z4Rynr9Fn1lPlmeKejp9e4TqlhTp9fjpWI8mLQR+SRQgMIq+/WaDfd3BGlto2qIVdQL4bmLo+Sh5QpyzeR1VCq/uwY82GwWcNlNew7pyx5nyEgUfzwTr8NO89enN357ftE6uJR9+MWmL3TR1l7iag0DPqIAohfupopRy5GKeyzlu6tyo6PtF6XhWfvLGbbIqsXw/FDkmYNb6lYF9LpnSNvfQV1jlZR6+opp7zZ3I7PAlpXBPPSIKIUBn1EHrFuM+RvUDAG8QDrPC03ODAESwFsEKdL72pmUKGoq4mFG/TXYRCHK09WV7Erzdl7nd3nCR9e98LRDypFT5+DWyci9zDoI/Ib03aD1Zp95KRkrsrs4XbRqeXsYxcCisDFnT4hZRu/xDse1jkb9Z/nyYBOZvw1sxw6uhlReA9VKfP+XHvLGAMvi3JkJPkssXATOYt8+7kgle/QdC9zgcWWJsmb/Hr0RJSLQR+RR+x8WVqtfRTUYViB5cYkq4Awq4XEZD54x/dpuni6zcXZrZNrTA6t1P2+klm/GBvSbr+jE/F86xs4zyedYebSGWiLeKmzJfEH5Qnjdw9REHka9AkhviyEkEKIptTvQgjxYyHETiHEeiHEWV6Wj8gNdjO9iezf+L2rj5SRr19RcApCF1epDkvr2qp+wnKMunhdP6lgSDWU0tnhlX4hLCeTuzEcmYhK41nQJ4SYB+BdAPYZ/nwlgONT/90A4H89KBqRO2zc8rZaFjxzcXZHSkQKEz0/YWzGmcs92pxFxK1erj3rpN2zoS6I6v1i1mh1+r2VyDNseCK7p7bAwXBAibwHV1r2TtcWZ8+zT1VdSsg8I1cD3tUnTd4nBQ9LLWVhCyLyEy97+n4A4F+Q+ZlxLYC7ZNKrAOqFELM9KR2Rr0UrBPFCTmOGrZu09BQpN7N3mvUyaNynhNCbMMmXd2t0D2/Vc8zObdeP56RIIToUIiqdJ0GfEOJaAAellOuyHpoDYL/h9wOpv6m2cYMQYrUQYnVbW5umkhLpY51MYuIHq2cx8NNlMu9DVv1HZK0MO4FOTqKbjG5p9+b0Of0a/bJqrojETSXt3XBufBlzamY3w2b+IFKV1MQvFerglW+8XhTbZxZpouAo17VhIcTTAI5SPPQNAF9Hcmhn0aSUdwC4AwCWLl3ql09aIm2s5kzwDeCGiNeyryKEErN3Wi7O7g3zPIseEgJSljC8060jsBl56F6c3V8krK6q0B8+EeXQFvRJKd+p+rsQYgmAhQDWpRIFzAWwRgixDMBBAPMMT5+b+htR6JSyTp/A5Nwf0sDl3pegMQuPSgsQCi6A6pdMtqf+uZsL1xjOZWTvlMlHUw/oYdiuF4GPU7vMDmnsfpwa5/dZz2nMU9DIRE0y52fb9U5EvuL68E4p5QYp5Uwp5QIp5QIkh3CeJaVsAfAIgI+lsnieB6BHSnnY7TISBUE4M8T5WXTqu7gQiE1Bc4YgL2OtOG+vqSCepVLLXPgQzDznyHDzzS9xYERGoRNRgbT19BXpMQBXAdgJYBDAJ7wtDpG3MpobWT17iZzegugEJdpJ1Yix6LakRDIVYAap+bbDxO4mzkPm3uztOTtPZu5PNsrhcEs++U61M1dXV+0ahzjm75ktqffWteydGZG04nHkPJ43+EuX3SyBkN8/D2ROplig+KtKwlBnnMhHFEieB32p3r6JnyWAz3pXGiL3WDYmU7dqzRZn51euF4SPEjV4y6wWJtvJOupJX+NbwL3koDkJcAzld/19rTg4Vxend3BDTr03S9lOKD8dQnlQRNHk6eLsRFT8ME0O79SHwR1gKwTJV02cd6rkaa34vofKJgcqMf86heY7srpp5/1lr2NeqEk9eH6sRGQXgz4ij9j6Ps5IQGB8hchI5BKSZpyvJRt50a1pmXkxQp3IJfsHF9hMxiEMi4znvkSa9/Q5cChWAUJGIhcYGtEuVGFCNXJTZA6jLWl4q+K12pLHWExkK+gGWb5hnXZe6mOFZ+8MwEERkS0M+oiIsuVOYSMFdzNeGgT85Ahm2gi+SJ7CSB40UWgw6CPyiJ0lG+yu1BWEO8yBJxGZtHjZy4EkO/Zk1nOyX2XMYqi3nmQRX135cotqXRVPucD1xO/Zf9EcSmeUJf8xS7i0DEehMopuTOSinKiY+seYxMY6+VUxQ7z9MixcQKRmICuOz24im/Tzc59n7Dn1xxETkR0M+oiIVDhXxZR5IhedAYLOLIom2xC6G7XhbjKrgn9dR+zcdosPhsJNcP4eUcAx6CPyiGWTIT2vx2IukPfZAkJrotaz51FGWW4D3qI+nGgPZ28+c4G7gjeRnC9nXmatZ9dQ3uyw2PUF0g37iycSCFrgWWp1GXu4LBO5FLGjcMaB1gcVykMmCikGfUQBYTX8jF+8znOvj8J/co5UmCU/MQyXc/EmRHFnInton5Pbts+slnKSjUhh8Wx3SAiTbC/+kq+WVIlc/DIUUy/VOn2FJnIhorBg0EfkEbsZ/UyeEIkmi2dUlSvNHgiHfD1OGfOhIJTzhRIupIjPUUDr1WzdS6u9OX3GZWq+lbIM0qokDu3fGKgrrmmpjvCL3Jlq/6Vt0uzegvVnpvnwXdvPtfG8UH46pE+YgHEMBBEFD4M+Io8V10Ei/LAYVMRErL5Lub582o3g2ZBok/qwXgjdn3XoNbcvLZHvmonI5zCvRqLgY9BH5LGcRoxhPThjz0Rm2yLzvja/kJ3l+jwrHzAecnZvTzIToDfD/NR9C/Ya2sb3jO3snMr3o7NERq+pWVZUTcGE8TznPTbh3+ydRoXM95zIXillnsXZ84228PNnRLJXLqEc3plUcOmFujd1ouqtb2AQkR8w6CMKoIIWGyaH+LmR567J2xKqR2D6aElMlsuw2/a2fsdIi944B1gs2WDk9rvarO6shsGWvgN/v49Kmuvn60CwWGE8JqJoYtBH5LFiRwcxe6deUUtPnpu8JX8F5H1GCdeoZXBkux3qxwZrvj4R99bp82f92KNxoY7UY8X39Pnmo8Pp05s6MGH4cAzuFUQUPQz6iDxi56ZwZuPBvLcgGpnovDHZRBeRWZxd1WpN5M3imGeBbAflC5tUwxYzFmdXFE/r4uxZSXAyHjGrKxcuNWljR0EY6mw3e6cUcvJnDRXsl5oS6QQ9qsXZJ7J32h3unJpqkO9pvAlJ5HsM+oiIsgVvVFrJCmncp4OFrJfojA/MhzTr6/ORWkJBn/cQCScHjyvmgGm6RooL4syDorz7C0Aw7LyIZCwlCikGfUQesWykTPQoWY5x80UTMdyygxo2cdIsa8LrBrHN3gmjohNc2JAZIGT332fvUff72tDr6OwaG64o+T1oN5GN7cmihqGOwatOG6x7zYkoOBj0EfmMWbvBbKin5YuoKOpEJeGu5MyZXopcmcohkfqpa72YPZtnzLTao9MNebN1+rL71/yRrElAyhKyd7oWBRkDL8U+lX9yKHj0ZaQ3MYTV7JHCP82kSfbOyScUuEEich2DPiKPWLcV8vVUCGU6btIp2vVtp0dKFjpfyErO5s3mvqla9IX3Tmid05exIHpmeG383ZUrzLC/hFkeVo2BTMlbNp0CWfiWrfO1FrE9XwaAJVIeExO5EAURgz4in7Hd8It2DKJf1Os376LUmb8qEzkUW4f5Gs8haWlybbNSuN+LqH5Ydd3zvBKR/zDoI/KIWZMlc/aPecPG2MgOSRvYP1RzsCRCnb0zZ3H2LImsYX6WAUvxnSWpsuTrV8zTqFbM6ctYEF01VFVOPtNxMvNHu+9rLYw9fQlYH67w3/BOmfMDYKcfV7Uh6565fDce/DsAPDkcWyrfoxPXnv1Tk2fUycTHIwNdIt9j0EdERAVJZoRXZWZ0qNlbyKLejuxTHcJKIdxdr9EHUYPZnEPHtq8re6fVeQrjsEsiogIx6CPyiJ05fVaNaA4N00dKVePXZP5TSOSbE5X9uK2OT8+Hd0rFT/YJTcFCxpqB5pPU9DDOL0RC4478ye7cv2IWZ/dPbCmy/i2BzH0PGZMM+eaQiSgvBn1EgZD91ZrbACc9XE6z4Q8CGY09kRwLl/dlk0Pv9F6ReZMY5VucvYB9OdORaNiI2TA4afmrHjZ2UkqWSx2JTVTbzLj5oBq6a1yQXWLy51BTH1/6Rkahh5/xBlJdwxH6fCQKKAZ9RB6xanRMfKdOfo1mf6EKJgvQLWLVW0j7XArN1SNzJ5sJafJucCKwMNmGjnlKpnP60nVq/L/zpKLnJrsgOqeu6stwaW+7xl4q1WxFCbtBkf+DRserWuTO78uIt/3T1UlECgz6iIgsRSz6M5HTnMupFsMfvG78mQVxVoug6CxzRqCVteKmh3Xl9WkqRqlFdryHz48JtRydiOqboyKiEjHoI/Ib5XeszJlAJTmvQh+pqtPo1LKEyBqSaDKsLvt1GhK5qAI1u/NZjR11+bJ3Tm5bN6nu6cvJHiocbrwrdpn3YEWq11XbDhxSeD2Vvji7/z8PrN4nhR6/zHiN4bvHkNyYiPyNQR+RR2wtzh6AhkX4GZMiRPh8ZA0LVObXlMZnOLMvwx+VP9pNnV9EUn/TbRXMZEhlZkM6e9iqEztWlSW7XFk7Eno/d0ruqSsx7439BC2FlzSUwxsLOqYQHj9RiDDoI/KYsDlvKHc0HYcd6iIhkcj+dAx5e2Y8UWimS4myhPGZqjXBirxGR3qR3fQuelvpumkzoAAAIABJREFU1/tHmTDpPQtj0KBLooQeyBS7swCVr7XYv+vXWlZZ0vtPHaAjQbxgc5Eo6Mq9LgBR1LT2DuNHz+zAPa/tAwDEjFOhxuKIdw5jbGEHOnafhyU7FqB7+iIMVU9F5+wZmH1k8rk/veI9k69jY9FR7fv7cXCGRGN/LwYT0wEACdGLfed+N+e5rXt60d8zgupjajGnvgYAsPFgD4bG4jhjXj0qyoLRWFq1uzPj947+QcyZNvn7lrbN6Z8lgH01DTjpwFjGayZ6URIDA8k/FHljYuyl3yJRk9zPrsoKAMD08Rrlc5XX/liyXNMqhtN/aiwfQ6+oSJfzyODkm6lqYCVO7YwDWIR4bCT99/GyckACbbffjoEXV6D5H/8RU5adY/tGzUT5RnbtSv9+RALnxbYktx+rwd6evQCA+qFmzN61Dh2NJ0++1vZe7Bs/kjzuBICNzzwGUb4QsUSZ4RnGHm1R8GfLeFfX5C8yefwHuoYm/1TiQY2MxwEAjSPb0Y3jUqUEEkigRwyiovUwXrz7e+g6fDD9GuPZGoknz298YBh3VVTkbL+j4wXsP/BrtLY+CgAoK5u87obH4rjtyS04edVTOP61p5OPN9QDALYc7sVtz+1M/i3mbtgXP7IFg/H6rL9KHHx1FubgAI6ZOnmtF7o4uxzsgAAwNqURHdVH8L51X0HV+GTTcVtdWWpvER8JQRQADPqIXNLRP4K9nYO44a430N4/2bAsjwlsfuxpJNYeRvfiX2H48n3o2X0B2lZ/HKgE1pz5TwCAxUcyt/fCyae5WProSCQSeGPDEZw74350dx+Ng6PJeq6ZuS31hBhEWRUAoOWtHjz4vTcAAA+LrXhfeRva4s14qno+9lQKTKsux9Nfvggz66o9OZZC3PP6vvTPsVgCo+OvGR6VuO0vXwZS7cpvL7wBr9ecgX9Z3w4g2egbnZFs6Hb88pc4cut/AwDKZ84suBwju3dj+/fvxtIlPdheUYGxVIDVPFKbfk48Xmm5jcE1azBSXoaFUycDkL6+QbRWz0qWNTGIDz7wyfRjn9lTj3f0LAIAjI90p/8+UFOD8a5OtN/1EwDAvuuuQ+Mnr8esr3zF9vEc+e53MbxxY/r3bRU1+Fws+XufkPjdlt9h6sh0XLr5RgwDiFWOpp+biJdDipHsTRZtcM1aHPzSlwAA+2Y3YXvXOKpOfRwNQ0c5to/eRx5J/7y5N4HP/OdT6B4cs3iFfX3DY1ixox2zxwUWVK7Cm2PHpR97vGYbtoz34LUtfbhqZwuuePVVbFy4CHcvvwbzWnfgmL5jUJ4ox+iOUVzWOAevdgkcmToDADBF9qe3s3vPjzP2WVGRvOgfWL0f99/3DL7++PdRHR/DqIghBiBWUYlXdrbjw7+YfL9MqSyDWzoPHcT+H34Mz5R/BFVZjzWe1I268j4cv6oPxfQ/xls2A2vvQRmANbXlWNxyEZoG56YfFwBea2IzkigognELmiigxruHMd4xhNV/2o7nvrMSm29fi8v7JW57/ym4+/JanNJUg6adr6L1L2M4XLsZw3X70Ln1CrSs/jgAoGzg0fS21k3fjFerJhtPi9rb8I1jZ7t9SKG2Z2gEJ72wAd9fFscnW+/Divh7MJHYXSYEal68DjV73oHxEeDuLz6EP//Py5ByFGMDT+CKzsfQd2QVqjsew7Wtj+Pd8V7Udh/Bsv/3DJ7c1ILhsbi3B2dhW0sfnt7ciqbRPgDAqeftw1nzd+Ghyum4tbEeT13YhQ31Y5iaupP/8MxLcfKBUVTGyzC9J9WLFQMqbvs+jtz635iybBkq5s4FYoV9xQysXIlN11yDA7PLcOL0dtxVMyP92Mk9hm7HPAlOBtesQUdtDeZNnQzgeirrEKs8jFhlK+7Z/Q/okN14f/u7AAAnDB8DAOieuhW9naek9hGHkBJjB5I9RkffeisAoPOXv0Lfs8/ZOp6ehx9G56/vTP4Si+HIzNl43/RXkYBAj5yCP1ePYkgOYdmBd6df01G1BRVj/ZDpYyxtGKMcG0Prrbdi17vfjb0f/nDyDC5YgJ31dVjXuBDldRuwpPXUjNcsGH+ruH1Jie7fPwjEYtjaMB8feW0Y3YNjKIsJXHP60SUdx8FtXfj591fjxD7go+Ot2Dv89ozHNx51PPZUNeK0jetxxasvAwBO3b0L3/3fH0BUNeL0znNRhjLMHJyFt0Y+gK987U48/M+fws333YopQ2NoarocADC38e/w9nNexttOfhIzGi8EAOzvHMRzt/4M3/rzraiOj+HpUy/De979bRxYdBr6R8dxw93JGz9/dfrRqKt2LwiSUmLDL76Ojc2dKO+6CK21e1KPJK+dmQu6sLT1MCraBNYvnAMAWDBtv61tJxIS9//u10jIMjwzeil2dt6AhV2nYf3sZ/HccT/FcVUxxFPzP2tGnQnqiUgv3qIh0mSsZQCtP1oDSKC6Zj+6hstQ1/QWLj/5cfQ/8FmM9Ffhe5VT8MbQYmxOANhyOabsPwlD/Uejtm83zlx3O3ZcKhHbtBmn9e3C+gs+gd0VCZw3AgASNz/zR+w4/wwkfyMn/M+eFvRC4r+3/gYVMo79I2fhqIptaB07AT1rGxCra0Tn3C0oF3F09XdgrP8RTDTKYxUnIFbWiOmdb6Jjyl4cs28fFkLi4PSrcMPdwKUnzcQvPrYUsdTQr57BMUyfkhxetuFAD46aXo3muux79e748bM7UBsfwV9vfw4HTpuFGU39+PuZM7FvsAof+UsCJw5JHLUwjmfPuQjliZfxgccewZyu8yDGJbqm9KTvHoo9u9B4/fVo/uyNOPClf0S8u9tyv0ZydBQt/3Ezthw9A2fOOICBeCWeqq3DWcM9WFdRh9ljRwFIpOcWVZ9+GobXrVde/EObNmHf0XW4pLofY4kYKmIJxJqew9TmFcnHAXzzwKfQEO/C/U1AbdXtKGtsxZbDH0I8tgj9FT2oHa1Lb2/mTV/F9L96N+oufyd2XbEcB268EU1f+Dyab7zR9HgSQ0M48oMfAgAar78eXffcg/XN03BD9Qo8NH4Bji87hGcrxnBa7ylY1H4mavrW4bid92PzB2cDGxdByrJU2720oYItN9+M7gd+n6xjABsuuwAH2luwtfYEJBo3QgiJU1tPwbhM1q0E8J7hP+LWmpuSrykge+fw+vUY2bED9e9/P37UNhfVZcC9n3obli5oxL2v78Uj6w5hqLcHrbu7MWthsmc1EU9g/Xd+gsbx+aiasQCN7z8BFbOmAgBGh8chYgID3SN4+Cdvompc4q9EJabUjKEjfhx2zViDRR1n4apVCfzVyp+ny3GoeQG+/5GP4sItq3HNXx7HZ++9C6+fchp+89GrMVBTia/f+itUj42iemwU73hhDY7b9O+oO30+4l1lSKx5AG/hAQDA6gvPxVHnlOPI1z+Kz+9LDm9ecN+9+PTiJWj502a0vjaM/rFh9J84jt9+6lxccFwT/ub2l9NDJxPDw+h78klUHrsINacuLuU0Kq19/GHUJV7AioHrsESW45LYS9iMBalHJRpfH0DNG2Von16J549ZgtN2H8TJjTvxQueyvN8Ze575BT7Q+XP8vuMWtI0fj7LyflRN24Y181aib+oc3FVWgWU7RnBybwKt5WNIABiPj6Oi3L1eTiIqDIM+Ik16n9mH9sQgVg6MI9E9E0AMHQPN6Nx/FmQi2djfNQaMQ6J5yUOo6Ivh0J7kPL1TtvwW2xYP4is1t+IHSA4t+9utf8HGxWeltz+/pws7HUwZMHp4APHuYcT7RlF9bD3Km9RzqMLqjZ4BPNDShUu3deNv2x/AqrELIQdnYP/MZ1F+5ATMae/BoUO/wW0nV+DjY3Hsrr4XIw0jWHIwgfIp0/BQ80n4QNUYlqzZhv9ddjlWzLgAf3PoYcwbfBNoOAbPbj2CE//1cSxqrkV7/yja+0dw5vx6nDirDvet2o+q8hg237zc9flAezsG8MSGw7i47VlsuWAjrix/ChfXz8FHHwO+tGWyd7Ky/DKcsy+B0cqrsG/+uzBYDZy09W785qr3YmmqY2j8Ax/DrL//RPKXAg5DSokj//N9DOzbB7l0Bk6a3o7vVZyEoaoBXNIxhMPlixETFajt24L+uuSct7qLL04GfQotO7bjnNMPISaA9UNzsPLoHsQaVqBGSPS0X4Rz4nU4StyNDY3Jobtr50zF8OZz0dH6TkwZ3o29J9Sj9mBy/lPF/Plo+PCVAIBYdTXm/OD7OPTVm9D+45+g6vjjMe3yy5Vl6LznXoy3tEDU1aL5C5/Hvvvuw8x5g6gS43hu+HSUNxzErsoE3nXo3ShPVOCkXc/h8MnTsATrsUkm1wwZLhtWbtuuxNAQeh55FNOuvhoNH/og/vSHe7Fv13ZsqDsVLzadj6n1t+KsnjqMy/mY2r8NA6m6rUFx++3+/YMQNTX43lEXYs/oMG46rgJLFzTisbX78bU/JIe0PvezuzBz6mnYOPow5p15MqbsqEUTkp9rYwf70frcXgxdMg//fM9azD80hr3xMZw7XI6GRAx19f04Y6QfKwaPRU3di9jVuA2LOs7CxRuS+4/XSXScewIOndaA8476d1QNnILXzzkZy1ZtwbLN67Hsa5PXy+6PHYdL3/vfuOl3f8RlK57HyDOrUYPMgOWCF18DXkz+fPjy9+DiW7+FWHVyqPa3/3oJNvy+HsNdvfjue5fg/EXJXmkhkstcyAc+jh0/X4PEvmQv2KInn0Dl/PlF1avKUGcLznr9OtxWcR6W7L8IKOvFSeWbsNnwnMZN1RiaEsNTJ87FwHADACBm5xZh51tY8PJXsGFwOdrGj8fr8/6Mc8Qq9E/7Hvqr/4SEEKgbHoGQEj9+rRvPHH4A6xY146GVf8D73/Ehx46RiJzFoI9Ig3jfKLrXt+GVgTjkeA3qj30GPf1bUdZ/BmR8Jmac/AZ69pwPmSjD0YsfRW31etw3dCYubroXXYcPoXbwMP5ywhWYkhhGYnol0KcnI9zYyDDkSAIjazvQ8/iejMdqTmtC/bXHoWxqbrKDsOkbj+PqNTsAAF/Z+RCGqxuxuvtGjMdG8WztOixv+RsMVwqcuhv46U/H8MNrK/DKsuQkyxVLAKAPwE/wvdFGlN+wEOM1r6O8/Fm80HAKztgZBwQwtSyGgXgCW1uSQyiFTKD+9Rfx6IyFKKs/hHh5P/5vxXwsnj0TM6ZWYFFzHUbG49jbMYjNh3vxgaXz0r2EpZJSQgiBDQd68Pe/eQPl4yOIz1+BGUfG0Xm4Gh8aBy7Ykmwc7jv+cuyccwWAzJsANeN78Oy5J6Bjej2AUQAC8bPPLao8fU89hc4770T3oil4x6y92Fo2Bb+dO4CqwVlYPnAQzyE552yodjD9moq5c5XbGmtpwZGqEfxVfSsO7pmGx+csxD0Ne9AwNBu/2PNZvAvlODu2FhuPOQePll+KC3cdi5oj52MPAJQDO47pxtkDb6EdlwAAYtOnI1Y5OYdwylln4Zjf/ga73/PXOPjFL0He8h3UnHYaKhcsSGZ0lBJD69ejLTUcdPbNN6NtVOJHb78WP5p+B9aOHYuaMeA3zWM4of00HHt4DmYeWYNdR+3H0e/vRfkz0yfPU4l9+N2/fxCJkRGsrIxj763/jpaqmXh4/icwWlaFivrXEavsxjWbzkOLiOGthjWYNZ4M+hJFJOBJDAyg989/xvYrPoCH9g3j6rdewfahWfhNz3ZsWL0aH6ucibuaL8I5DRehHuWor2wGkm85dAwfwqbuV3Ba40WofxO4bdVubCgH1pUBKAOGyuP4QqwHZ2IeDsf2ATgKdy5ciXN2NgIAHjxfYMZZ03D2/HYAm3BK/TLM7a1CYlE1hhesw6FPjKLh5+WoWZvsJd51qcTu5ZfjqhNPxNbjTsTDF7wTL25+CJt3/gWrdp6NXy2+GnVV5fjk4J/Ruy2OGWefib//9xtyEvhMr6lE7XglzjlnMpiTUqJ/7ya0Pf405MGpaDxhEL0HqrHvU5/GsY88nA4ai9WyYysqHvoEZgxuxlBiCgZaPw1UduHY2j+iUiTfHxOlrNvbiY7Gajw54xosau8032iW3pd/ifjYLLzUdwMAoL/pCXzowAJ8fCEQiycwv2U/Tt+8ErJ2KapW3Yt3HXgN73oVuDOxHBeeeAmOmuncHFEicg6DPiINDrx8AG9V74TsWYC6+b/CY3IPLmg8E011R3C4ZQR726fizNMeAY5ah/HRSvzhzYvx+uyXsbZe4vbH4th3TC2eHbsMFzS/OZneM6O9ITKyrxXTNFz7l0ex4q47cfX8T6MKUwAA1Sc2oHL+NPQ+tRdD69sR7x5B06eWIOZiYgIv3HWoAwCweO8ImspW4MHO/0I8lsAjJ/0vvvlsK7Y0AU/NfRt+0zwDt7z0a1z/ZAJ7mqaga+Rs9NSOoXzKHswS7ejGGEamtCExNBdTyg+j9+gNeGFWNSq7ajDY9TbMk8DcyhFcUNeFwdGNeHLGDsRm9aRqH/jp1hcw9NQnIMcbIMoGgNgIKhtfxnjfKXh+Xz3+68r3ob6mJqM3MJ6QeGlnO847thFVeYZWSSlx04Mb8MzWI3j3abPx61f2AGUDOKb5/7B6Zhz335KABDBePhWdy5bit+cuweINyUCguVLiQMU+tMcG8I5YK2aWA/962TU4e0cq0YhEbkpAGykC5egoWv7zP1G5uAILjm3D/Kk9eO+McyHlEVy863RMrVuN49qPQtn4MLpnTkVdZypTYDqFfOY+Oh7+AxJHJf+2rudYvHrWEKoSCXzz4N+gHA0A+jA4PgOVa8/HNQCA89OvTdR34KSqMtSN9aB9soQ5Za6YORPH/ulR7Fp+JQ79y1cBAMe9+AIOfPZzSAwMpLOX1l5yCaYtX46P3/IQ7mj4BRrQj13d56ByehUOxWpx3Y5kMpneqS/ij1cO4//WXoJHR5N5EEWJi1QMb96Mg9/5L6w/8yS0vJWMrh6beQVGY5U4sWM3MO8ZTBuqQf/AxZjetxPPnXEEs/YAyQXZDdk7bX669P7lCSQGB/Gz+jMwaziBq/c/h01iBlpbJOY3zsbKk9oQ62zBS33N2FYxBQvGezFzpA07ulfi6SnzUF4xFV0tv8OFs96HL1Y0omO8B7NatuCk8a1YvvAGANOQkBI7RmrRU9WGzpqDWLqrCR2zgddPjOGMzvNw/LZr0XHtPejsTs25rFuFWH85Du34EL574UP4x5OmYMF5n8Y3Wm/DJ42FFwLjf3M5PvOTtwFLkn/656sXY3H17/HmwSp8bPmnkejpQeddd2HalVeiYs4ciKqqZD0Zqqfr/vsxtLYNVfFR9B+sxoLlnaiqHcWss3qx+4kEBl9/HbUXXljU+ezfvRYrb/sGKgdacdGsnRhKTMOdnT9CzXgdts95Cue17wEmcx3h9O3bUNs7hKfmL0NL1VwsnZHq5UyV1zQr60gfKt/4Be7r+h4A4LlF9+CnLSMYKhdYPasKs/eNQkBibn8v9k8Fxg8YEti0rcftv78d//EP/1FQhlsicgeDPiKHjbUNYmzFfuwbL0PFlMNo3T6IE64YQvnYDhzqOgYzzl6Jyqa9eLS/HKf3VmLjzjOxvv41XP9EHMvXJL+IX5j7EUjEcHzdvnTOCuWC00V8r0opce9L2xG/93G8Z97nEEMZ1nU+j43YhvodjZjTOxez5h+D+eJEjO7tQ9+z+zF9+YKC9tE3PIYjfSNo7xvBucfOyP8CD919qB23vHUYDQMJXL/6EA5VLcVQohErlvwAi/a04qjNldh8EVBVXYZTGo7HV975OfzbC7/EN38rcNPbz8NIbTPEojI8evg6xOIJ3Be/BM+e8g78cPt/4tqZJ6Fnaheqml5AzbRVOHT4w9g/NA9rqlagctbqdBlG2t6JxPBsVM+5D1Uz/4LRjoswZcHPIGLJTI6VjS/jlQHgwl89ioGD1+FDy47BV644EY1TK3HrYxvxs5eSmTc//Y6F+NqVJ5v2CD6xqRW/W51M5PDrV/agSvSjec6t6Jw6gs89PQ5A4OVTr8do09kAgMWpYXMNFXdgd/yd2HXiAaysfRD/sP8Qqgf/FUJY3HCweXH2PvEEKsVBLFiSDLwfiL8N26YcQfORY/Ch0WoIADOGTsCU/t1omTcPdQCEhLLrW0qJTY/8AU0LBpCQwP/P3lmH11VlD/s91/0mN+5WS93dDVqkheIO0+JSYBgY3AeYGVyLDBQvFCjU3VNNm7RJ2kYb91z3e873x00lbVrKDPxmnufL+0dze+45W9bZ59y99lp7rQ/T+1Bu2sKVDhfZ/gwCrGacdxwRvp4AKGNWkbmtlerkEawarOXPbSoqBTXyUPs+trPoOwqLhYQXnqfmnnsBKBk/oeMJMhkJzz7DD/uqSXXsJkZlY29eOgkJKVhjmphQdgUAA/LeZMGtxQghLXm+RPDVn5Pczoa/qoqyS+eQ0yMZhxh2L1wVPRmXwsCgxsNk67fyi8HGjVUxtMkTSGhbhNXwK4WeBdHjoeWTT2jqOZBCa5D+/mqKUi2ASENUL7YP2Y5N4URrOIT90O3sEtQcVajRy5OYqJ3D03IzdncZW+wH2dr4I1MTbuBvyhis8RrMinEAVHpK2Sa60AWz2Z3xGTPyEkhsDtKS0B7XR5Ahk5Rkx/4Dp2kfBwvuQ5DMHFquRpHVjbpYGZuEKfTJPh+h4V0Amhw+6mtkSC1WJq0Op5W4dKCWp2eOgO1bKGjIo5tkp7jPif14LZ9+BsEgUjAIoogyJSUs84YG8v/5HJETxnCBcRsbeunh6PMoPCrmRD1IxnnNtGxY+G8pfc7mRvjsYqYZ7GCAGt95fO+8DkXQwPb0RQyuV5ObZqRPS3gPrSwEL78b3hawPH48fZz7iE0qDxcmnGVQB320fncfDl9vXGIKmzK/RqZpQuVVsC1SToTHgc7nRYYKmSQhSQKSIOOKGU/z6ta3GJZfT06UxL1f3Mvfr/47GsX/ftTiLrr4/4kupa+LLn5nrJur2S+U4rWlozD+ws9D63B4RSSZlUDqtWQ2pXA08C0A64CMUD6vvx/C4IV6iwafzMwHURkMi91HkrbpeLnCyTNQQepgRfktlr55n+4kY8d6bky4GlGS2KzczhbDOlIbdDhtVgrr6jjs3syRhFHMT5qGfH8jpvPSznnl1mb1cP0/t3C3X4k10IpncDTZ04YQF/cfzCr/IPbaXDx0uBqAqzfaSdItpNB5DfURBynUVfDPzWrUEQEQYGBkE72JYOLgXWxM7s7Er4pZsPYVjsYmkvFTDU2J8eiHDST7Tw+wqaKCQLmBbtF/4rxNn9JW38KHM/3o0j4CCE+WQmpMtf3JPqpDFoJ4Xx57FFqqE/JQmvMAiG9WI+m9NGgFcKYiMx1C5V/D17um4fYHmRQj4/2t1cf78+GWclbl17Dpkamd3q/FudXEmzTcEnWAD1sK0Zh2YdWHuKrYx/jdcuqzU/BED0ZARNYenmWg7ida7OVc8Mj5lAv7yNm6uFNZdjoGz2LpkyQJx9q11D32OFHjfIQkgUHed/HG5qCW1fBk3UFitedjc8YjKeKxCgXIg8dy2HU+Fj15eZTIBaZrHdQGojjc4yiRAQV3NntZ5/LREJzMSOBQpIBx5E9c+toqXB6B5RMHkGsZgLwtrDxLwkmWxLM8XKZp0+C1V6m5/4Hjx+QWC4rYWGIeuB9FTAxvLVjOy4r1tPp1GGsUFPTtQ6VqLRe1zSKtcjna9EP4lAqUzjj2yZToNCp0zjPX+WtIkkTTa69h16pwaNU0RWTxg2kCEjJkqgbcw77lF52b6GCItJZ02oAS/ZkD7pwtCTmEU2yUz5qN5Pez/e5XoBp6Nu3CpXGwerwPm3w1mqCWUQ192R5bwO6e7zIr91Yq9InM1ThZpzvIjwEFOrWGHrKrOeo2s9qpQoGXIBqU+MmP+pTaZJEppXPJSfuJEAe5YZWHyl7hqKvCSdFcBQSioycxcUI+xbtz2NP2wgkDmHDCwiVJcNdXuVhb5IRD+8A4Sw7zj3ho/fljPLm5hO4MgBHkZjO60aMwnT+D1oULw7kOQyECtbUE6urI/WUd9R8+yGO3SwRl2zgAXFRwBwmhaGTI+K71TdKVOxmt/RDRZUWmPzWn3tnvZ86r9zBNZcclj6fR1ZNltrkoJAUFcavJ8FuIbSuhqH9vaAkv6PSplFAFg3zebyZ1hihGNK49IZ9jlr7OKvtiDpaKLXzpfglJCHAkeg/nu+7DpnoFlejlomWfkzMgfLHUXlZrTDpOlY5vu03hz7nfsKmxlCihBy988wLPXffcOfeziy66+OPpUvq66OJ3RPSH2LGlhgZvOqLCxTdpeViNx2ZwQeT2VzjaHqAxqJlGRkMet66vwxQSqZ2cwRfcxiaTigHImdf7CyqbeoVd2U79hZbg39nlZ3MHsO9azyxdT7yyAA/0e5OGYC2fz1zIykX38KXQhE8tMX5nN3rU5ZDnCjE2ahKHns8hYloaCSOTzlh2sM1L/VdFUOXkXbThCZbCAvkS7vzdLPAfpF4X5MEn70KvOXuetf8r3qtqRIvA3T+0MnnIAeKLyykQozhkWU1Mq5mUthZM/cITwmO3QC0LMXzEASzJjxF67jkyGsMh/T21fjxLdmFechWv/OkWYhRy/lX/Ju9d9w9m/HkuPT+J5ufR6azvW4LZE82ow3eR7o0giiW0eCswKe2oC0ysMLqxG4JM3xnLta1q4tP64BmWRLEHXmv+ktro9cQHa1iy/2aWtLfp2qPfYJLsfJ14OZW2SL7YcZTrR6V36KsvGCKntIWZPTV87PwIb5KAyq3l+kM+rsoJYFdq2ZdyG/jh4wkqAiY9N27eyGjNZyy19yIjWk952Bh3ynA8MQ5Pdhn7NedEx6rV1Myfj2gWiI528oxiDGLPV1HLfcx0uMjypKPSajhQNhmiYG1KgGGdFXlSnaUrl+HVKUjUOfhANgi5rpJL6pPYb59OQ9CAXQMnKF9hAAAgAElEQVRbZX72Z+r4pnAl+noZ718iw98jFu/xlH4CJ+cqP7mvwdZWpGCQwNGj1D//AoJKha8knJBb07cvphkzsNx0I4I8XMBP+2oYbF3HCP0hDpfHIMjVFJsiMLnCe9Hi6/fguCmA0RqiUvDjJ4Q3LhKd89/fy+fesQP78hU0zpjCTnc0uyKGgiCgDXjpZfyZCp2bQa5Y3mrOZZlnNHpnDcvT4oD2aDyCgCCdW3oRX0kJlXPnIfn9WFUGPm9UkixYMQk1rBreRqSjB1cfCkc4dStcuJrsmHVlOE1uZOalrGzrS1xT2ELqU7dw1B+BIJOjEET8hFDLggRCarJbbiHT6sGttJOiX8eoVfGIMh+u6JST7tOZZXbqsBEQKCg3squ8FaNJxNEvlu9bctC+8T0uj4CgUmGcNg13/2pC+hA9di45fq3pvOnHP1dcfQ2eA/lIT97Ft3NFgjI12T4/qS2DSbL3oDG+hKOKIwyrnklhaDIWZRnpHz2C+b73z0m+AFX7tjNY2kRAbqHM/ib1IgiSguLEFUzMK6OwXz8+GOmipyGVY6N1bIHEwYR0vsmaxHWKj1AGvYjCr6RPaSmFii186J2B19+NZvMhIv0WVqVnc8dBkdTyEuJb1RzLyxlsXwvY2K83ggIOjMyiuiSaGzfs4+fxUbixkFuby+DEwWeus4suuvg/pUvp66KL35G8hYVUeiUUERV8lfoNrfomLK5IsutnEFu1hzXDD6PzKTAHpjJ3ZR4ZNbUA+Pup+IvpeppQgUrGn/0a3KdNcIWzWk7OhV/2VPFnTXci1LF8HP0j5f5SXmhqocdbI+gBXCOX8Vh0FDmDy7BWGJCV7uGATEFCcADWnwIoelmIiQgH9BBF6bgbYTAokrcgj7i2sDuiV/Kwr24ZGfmbUMi0qEbdyUzjQBDhpUf/xnOvPkXtkSKM0TEYLdH/UZ/+XXJtLpY22Rhd5CFVV8egiidY6HsQv9zLUHcevVab8csVGFO84D75ynCfu191JaWffop24EASnn6KkNVK09vvYPvxR1o+/oQWFMiUTmbZP6GqXwqJGxu4c1Ub9xpbkHl1rPCakBBolc9GMIHD30qMuoYrd+/BH7QybV8ZqpCIbX85LAFjfAwvX3wpT7Qt4WjsEVSOOvzBBC6vW8J5Jbl4lBp6Ra/jOflQnlgCg9Mi6ZN4IijIigP1OH1Bagsfx91dYFRRd2aXVzEYOweFKRwecw1qP2zQBGg1mrllzfcMTIpEcP0x8rcuXkwAgfpRFlp0LfwQ3YQg9zHH5uJuq4Y800R6hETKjNORAgUURQsMO7Z+ItGpJbMsbxepWitqWZBvY2SofCousfdhjWcSNm01P0y20LxN4KrqFUR/K0NKT2ZnzzqyjpXZnp4g1D4/Fk563kJOJ2UXXUyopeX4Mf24cWgHDCD+sUdRd+/eoS2BkMiCX3byZ9VuWkQDFKrBEolMLCfZ1gOVvxWDuRYwEQiF8MoCKNTJtBmajvfxt+LYuJHq2+/Aodfzjj+Tw5FhN9aLyzaRNbaRj8ylXNzWhycaSxFEFVYphTh7DsW9okih9DfX1/D3vxOy24l79K98RRbeIiujqlext7/EBUcex+Q78WzrgnpGO/TgCOcWTbN2TGGg9kXhUTgoj99CTDBsm8u35GN0ZDC86gLUIS3dtWuQNkeTWlrLlhkjMftUZ01jeKaFB7lPw46DBhLdTRh7ajmkAv1LHwACxjuvIP76+SgiI2nOm0vI39RpGa0uP4X2EGaVjl+ubSFXr+emhr74q67CGAinnGhS9yRGaOSDkfOZVXAve1xzyCibjySKCOeYw1JY/TiRKh8tnsfRCVqOeNy0aGsZW7CbIz1G4ZC3EIyagUDw+DXaALyTPZH+6QIxNc1YOQcviy2v4hPUrPTNYLIkp8yST6T2SooManQ+B260aNRDgbWIBBGCYdmuiu+GTC0jKt6FeHMbvAE9iwrJix/D15u+ZvDVXUpfF138r9Cl9HXRxe/IwQONqIz1rO33Oq1BCYv/Rt5/82NgIQBX5wCEgGXHrykYPJiHU64iyWLg6rEpmPRK0r6upOjXKjvZvfNXJogOm5el3xWSUmwlUR3PPtUavo9awyhfiG6yVBYlplPTZuEn7zg+b/0nVm0r1/YMEpSLiCU7sPobGRc3h8fe2Madtwxl85EmKlfnc40+lrSLetC8sYq4Nj/5yr00tm6lpdnLmJIq9F4/4KNtzzsYxz2PoFBzm2oyH95xN/bWCgSZjJtffY/IhDNbEP8Imv1BZrZH6xx9NMCE+OdpaU7F5hqJR76NS75xYFOFWDLlcgaY/gnuU9xrAUEuJ2vFcpDJEGQyZHo9iX97kchrrubo9Tcgeb2IARn2L/ZwTPWSGc3EXPkx+ZX7uXPbZRQf6c1K9Ti0EXqG5yzFL9eza/BfmHSTHm9jDWXvvUOUw4POF8BS3wQLFnK/GR68VUFU4rtM3NmTtfHDWTk5h8QWH4K0m2BkLvKam7jgTZg3IIr5lw7l7fXFvL+5jASxkcJ0K0aXkss3VRLlVvPDyAVIkXJA5FC0nNxAkMtWLWVk0SEuePRFePcF4CyBH47RWcL0M1xj/fEnqnLzmXvRs3yvfZp5MbGIwGOHJa5WtVAgfwKTPIGDzZUEVBmUGjZBWDULF9tJmaLLRaPLzQhLK4cUauyGOiYfzqbY1Q8ROYcT5VTrktBJ1Vy5MbyfUpx7JbjeAAksHtuJIBfCydbL8N/6p54m1NKCoFajHTQI47SpWK69ttP+ObwBrnlrPUOqfmZCYj57g90xy0N4U0azLGI9U4/ejaX1IIpMEd1RPzWGBMCPXNMdiWNKxrlb8kWPB8++fVTffgcArw2azWFjT5AkXsx5m6ET+jPHHE4gfrtzDRpVkNx9o5ESlByKUiPKOlr2TnaWlM6gVQXb2nBt207UTTfivOAyvnl1I4kKL+7UBoIKCyZfNAlKK6PNT2IUnOhkVo6EelKtsSP3JVLQeg+yQBmjdixC5bexcGY0K/o5QJAY3jgcSQhRYipmsOIgPSq3caRPL+q8DQxfGo6a6xwyB/P2A5207PTRIR3/KyF5PAzYPpx1cTqe2PcvPh56I8jlmF+9j9Kaf5Bw+UUoIiI7L8/ZCCv+gujz4ThYSJLXSb1RyQqLkZv3P4raG40GcMkk9mn85NhCwCCuD2SwK2Ux8YV382PgHwz65B36z73nbLcUAEddOYme/ThD51Hr60t+WxOSykxBzJfohcH4lQL7Y/bSHH0lPRs/R2pXxIoTBQ7GpPD8GIHWRR3LPPYe6/BoiiLi4eWsCA6lvy8Bv8xLU6SPQ6nDmekuR+4LIZiV5JuDCJLEJVtdyCVAJlDjTkARpUAMytAP6cGGGRKTVhyidH8pJZo4Htr0EM+Nea5rf18XXfwP0KX0ddHF74TtSBt2n4A8cweFQYnJB/pw+9KPAagwxrE9sR/XHA7vrVAnaohIqMcfreGFqBvRBEUW3jKc9Gg9IaefOirDlgeORaw43UGJTo6eidyP8xnX6ANByc6mZbw5YA2jPB5SdROZ3P1uAJR5raisTm7mVpb6H2OtJ8Csngb0Y2M5TzMH/zIfj7tVzH9nBxF+O8+qEsANnm+PoJMkimw7qDEuw+1Sk9rswezyE0gSqcyIJWtrM86l9+C95WpiWicxXRhLfcxAylwH+eFvT3PjP95Bofq/c/l8tDi8D+68XBdT+trYsutu6gO9AJGM2p20aIw8PPtphsSHoD2uRjhi5LESwjMmQXH6K1Tbrx899+USqKoiZHdQe+/t+GubMaV6sFdCwzXzGDDYTo09kmCelan8cvxaJU6G7nuVDb4JoEpBlnkPCcXfonceOn5OrF3gibXxCI3VlCQU0FOTz/AVErt6CBRmCIRkIlHmJTS6HuLDvBY2bvyI4shklPpCMpyrOKCEa9YlkmCtZMfIvyIJctT6etqS41gcq0Z1wM3k4kL69kzmTCMsPCrbJ49Cx+PHOcMeUNf27VQ/+RRfjbyMkcpDyDX1OOQJ3FIPV6uq8MfO5hX1EZ4/MpwSRz0Ko4vNPY9AW9aJ1pxcdPvs1XXoEA6Nilijh+dNiUiiwA2eC8nzW8jS5PBh7xH0cR3k+h0/YmyoJv7pp6ie0AeWg+iwY/SpOHGLOyoOrp27sC9bhtxiofvGDQi/MlafXFKAtiSHMaZSgsiJzR6Bd+VO9nQDVwjUooEI2xHkA0W+c80Bw3Y0KJHJlKd07+yKtrewkGBLC7UPP0KotRUEge/GXkBO1CCifM30th9hykVT2DczCfasYGFtPSnBILZqA9XBQSCFWJbdHYKHOpR7Lu8Vx5o1EAyinH4+t36zD5kg0Ld6E/VDoW/lWOSITIr4M6I8SFWSmpJAX+6pfJi0hE1cuLWGsfl/xXySFflPGxq4psHLdp8Bp3Yb34+RESmKPLvRgyvfRvKmE1EiF1wxi1hTBnCy0ndmWcnd4QizimCQhtvuYeeQWxnkKOX8Zx/kXw12kMlQj+yLf/+pjsunSGL7m1DwI0GgKULNEU0UBheML7sCtTds1VyVAvl2L0OR862o507RzeeuCLrF2TmYsZj+5bMozysg1eEkwnh2C1zVx7fTWxBxB6dSfXQ39ugh5CWsQ66JxGHQsM+8g76h7hQIBiKavTjr1KCDPd1k+HtFEKEXOKdEDbYqZJ5W8jxDiBYV5CZtoCJ+BDMaqxm8ZQGYJY5qbeCBaXvdjD/goaSniCSAKMmR68LjtkfGHbSefz87jvZgZmEue6OvY4d5C19FfcUtfW85l5Z00UUXfyBdSl8XXfxOHPjlCAAH1aWkNiq5YdUh7Eod1YNi+SVpDFOiJXb17c15vfsTd+RV6ox9ubvlMtrcAR6bmU16dNgl6NTJcsfonb/d58tf5yKr0YddAeWyvRSF9oPOgzduNm/rr0VwB5B0Suhn5sbUL/lCuprbqx/ms7bn+FNDI2+GnOxgJ0+HpjFAdh5vyvU4UgqpSViEPdBKZOVUqkvtOC2bGOBrwaHVkFgToDophq339WR8aDNsDbsy+fJ+oth9mPiiXEzAwEHXstxdwvp/vc/02+799wT/W+UhiqxvsdOvNsCkhgDbi/VALwA29nifR7bVsyNlAH9KTCRfOhYk5bfJXRCE44mY075fgmhtQ3V0EeLfv8VZ5qN6ywm3S3OGi9L0NOZPfJQJe3cy7+dvmbb7K9zaWBRBF6qAC7c2lsqUyRjtR0iqzyV7X7hdvWoCXNgeBHTafoktE/ogZu/knUiYUvIx63R/ojgyhfHOH9mXvZMDQFKjjvOKazjU51p86kii09dTZZzCP3tHYq6w4wMsehVK+enuZ6e7VP728Xj0jbd5YNydhMwCD0Q8w+VxCahEuM4fdi9sqrycmMR1BG2V2A09SZL24ledMhmXOO05qduzE50yQJzGxk59FCZHKlpFOh4pSJyyGJdiIm+88TYxDXYqJ1xIxrDhNL31EmRBoKkZhOjT9j0dUwDrnnwCZVoqmT/99KsK376SekIrPmCEp5K+cbXkS5kMmXYXhe9VcNhUQ7KtNwBGVRlBhRJZQCAlORV7bePJlZ6RYEsLzR8swLFqFcGGhvYWQnNWGpt1Jj6JmohMCnFv/hcMqa1Bed9C3tpxE5GCSEzZhZS3ReM5uJTm4f2pjZSQBX97InbR46Hl/Q9QZWTwSJ6X/VVWhjsP0D9gZ603mhRbNgnurSjqneQNjiak9WNY6+GHg4+hCQU6lOW7OYRDrSP6fR/KvXomtI+pC3aHCKkkXP6OilHxXx5hWVksN5/L0GsfI8a9xXz8YxCjdzkvD7kGp0pH9/PVGKdMga9+DJ/6K4JflHOYyTu+oc2ZyPOGCPJj/fxF8kLEdHo1jUQug5JUBflWB3pgvqeZXF8113u8iNrh7GnpzdbEDYyrGUpbsC+V48cRWLmOqJjITqPtthVspmdgF67QeAo9WVREhztcG1FEpieCcuV+xu3SseyWaeglB4bWEO4mFaRBvQWkBB0C53hvGw4SkFREOcP7Kw/F5ODXPM6F6u1UNMkJxcoJySQGVCmYuM1FaaIKXy8JyR5ut9ygAD9EWcYxYtArFN/3Ks7HlDyw6zvujb+Y1/a+hiiJzO0399za00UXXfwhdCl9XXTxOxByBSivsCKPqMFWW8mTPwsEBBVbZibzkGYjc9gezt+tBIrXsl/KYnbzX9EqFQxOMDJvfOav1tHBuMG5R+9s2R+eGG6PLce2bS3FmS6y9WP4yXAdJm8br2ruYkXgKhYrL+bdyLDL0SrLVC5p0fNR4TNUmQSSkgSqh69Ac8BNL80Eage8AyLod8nw6T6hx04FohbkTjlGAqweOZb44TYe3v8zOtGLdAWsPTiU5L21mMk90bh9XzLhxofZvOEHRlxyJebYuHMX+r/JorpWnCGR84oPkinL40B7travB77A7K0ShoAP7/VzyPaqyPefdGG70VU4zdHz7CgsFrBYIPOvJA69myPDhoe/kMlIeu01jPIcEre+ylBNDV/NmE12RSlj8/fg04BVpmfn8EmYknQktRo44r2RYscNKPy76OX9ng1JUzgcG4tTEcX8HxYyblMBW9uGE3l+EaXdKpi99weyLhnMAlvYSpLcqOWqokxcMhsN0cNISllBmm80940Iu7NdkRnP54cd4f51CMoCv+pD3Jl35ymS8hQU8FEomSOmZN7xv8TCiPBCx7sNDTgjzkcR8xBr6osZZ+tFeeMRgrETyTRu7aTc0yury9tJlqGFQpUSryLICGc65R4fAiLdNVu4ak08MZV2Puk9k4TJl5B6wQW4EoAsBaLDji3OCIL1lHpAcDoJHK0k8eWXkGm1p9V7Mg1lJax85nHS/E6GJjWSLGumzjSI3a5YIlNHU6jdwpCjl6B1NyJPciKGlIzpcwm12g+wn6Vvx3Cs30D1nXd2OCbo9WxLjMWmk7E/si9IEleUrGSUy0ncX+/hjZybqFLDK7XpOLbsCLczdigeXSwkHCap1km9ubPaoLN9xN5Dh6icO49QczPCCy+yZnc9PZ1HGNa0jfx+/RlbOgaA5APrqPZEEbVFIvzic7MpaSD9lUUIY10YM8dR7c3n7+n3UiD056pLfia+uZEREblkueuxlirwRis4FDmAp2fcw5eySkZOmUO2UslDj684pZWnu+NKfj8Nf/tb+yxHwOiFRm0EW5MHoDTlkxh19nt5okDYU9HKnqUfcoWyicLieAwDz2furnG4Ehy0Ko1YVX4+1oYQrRJxOIkM+dnZcMKvUgiUkGwdyIFE+Ff3n5hdcB+7hz2J9JcfabEUc/OtVxCbfWLvm9flxPHl7ZiVamr8c9kZ2IaJ0RTEb2KoW8FmXR4X7kugIjuLIlVfZtmWYVLp8DQrIe3EfTuebbGDOf7Y8uGJ+yrueJ98z2QEZOxNWoXPkEGaaMS2dTUhuRmXzIfRa2HU7p8B2D5CRr84kGwCUQgE1DKkgIAgCMTFziTCPIw9s0Zj+VjBtIMtKAfG8EHe+1ze43LM6jMOti666OIPpkvp66KL34Gm7bXYAwpc0gEeXRSiSWvihfE38JX6RURtNLKRt4OnjR2NchzFW/l78ErMWhUJERqMGuVvru+Yc+e5uGEd2VkLog/btkWIKjjQXY0j+nq0Pjfv1d2JoTDIn0q+4oKUlWBTgFpiU/w4Fk68jEEjfsasbCOBGm7RLEAzeQ0lrMd+OJFunzWhsYZbIKolBC+UJcRTmZDKzPS9WJoqyNGqGO0R0MokGoZHE2iTYTcY+Oc187DYrbz6+vMYc/YSERnLriXfMW3e3b9ZFr+VHypbuL/kG24LLeIr6zsYFDVsGvEKlnqJC/aEyE3qy7zLZrLniyOIUkdV+/infzOgjtxopPuWzQgaDYJajUylAqbDiNv5AIl735/Ju7c8xtvOG2iIiuHGmp94KdKBMOVB0JgISRKvvZOL9uAYXhs3he1ZOp6zbmB06Ze8N+8CRv+wm1EHihBSZbzRL8C6ybtYZ9sFwIiCSPrWj8PoVbJ3cDhXWIw6htWWcGCNi2IiGBpQ8jlwXIM7g4vmmazOHeTSybWbv17OT1njuD2wGG1sMYXqGK5pE+jrAtmNr3NkQTFL0vbzZs1UNquCCKKDVP1eIInjWvep9bbX2VhXz/DMZt42xCKJCm52zCDf78Uf4UVud3DFmuVYE2L5rvskrl/0PQCGiZOALSiio7BpTIA1nBT9pFxmyro6BLUa/bhxHesVQ4RWPk6DshttqnQyBg1l8auvoPI7qTcnMcG0hVIxgYGz7ueNokYmZHSnTr6EaHcKEbbdBHsrEEMw8vzefLfrlF619+lUETa9/97xz9qhQ8ivr6I4yghAnrEvueaBmGRBnv/gWRQakY8/Hcd3RhVXWw1kVl9NiBfxK43k9b4EyehAay/DF0oFfCfdWwHhLNFRah/5K6HmZjR9+/LUjgpEWXeG+EtZknAhSZqdqEQNAwvfQudpPH5NdbyOxf0NrNRdxz9T3qYxW+ANrscqnNg7F7r+en60eXjd62eqRcdwTRsv1oZDHXfXqRk1YvTxc4/L5QzPJ0DdE08QqKqCjARc2ancNTqOMutDABgtu4HO8+V1WKgQBBy+AHe8v5mf1atoEy28OnYk00rDY8GnDMv+F5XIvxS/MFKxnGt991EXCB/vFeEjo086q3c2kdi4i57m8RxO2kxt9GYSm8eD1kxKwMzaf3zNnNczURsjqDyYT/Gil5miqsEWuIHdVjs6+TAqzUXIlVZ26GqYUJ+JQuWncNwQYqQG0o60kCo3Ewid+RfhmKhOO8PZiFCxhb2uf+BVONmdvAJr9IucH1xJW7GZw2kOQIaxGNR+J+9epaIx24fhcDhn5mgUbD6e8D38V62OIX7OndjWf8S42jy+qhpDD9MuXtn4Cs9Oexa5TH5qK7rooov/A/5rSp8gCPcAd9Ee1UKSpL+0H/8r8Kf24/dKkrTqv9XGLro4Vw7srgIkhm7ZiU8h456J97PRfB+ReOHyLyFzIgAjCScEXmVQIQgCs97Z9qtlHw9C8G8kYj9SZSXNI1LgCwct2TmiAsnyEl5By9ub7yfxBwAFbr2WjEPHY9aTwY8MPHqQ3rkVLJx5Kd9Mv5D7hXe56ujXtEVEcsMXKxHdGnJ69aJ/+WEWT57C1u5D6BvQ0LfIzOp6aDBUkGNZgoIoZlWNJ0NeSeywQpxjq7hV9hY/x85i86DhjDm4jYk9nmfVxi9IHzCY7sNHd96Z/xC33c/aVeU0a4p4uOY9trmvI4iakGo9e0IiT603EcLG4suv51ql4qT9Xb8vipiY0w8awxbOPsk9eWfHLfwz7Ua8HgOPXfoA6E9EQJQLAnfd1I9Pnt7B8IM+DA4IlQ9iiziAmwz1HJgtYn2vljFLrezSROBMaMMmqhid3xO9tzshmYr6yLB8E4d+hqnsej4cqGaoScd7vdNYll971rafuszwW+SzOKeUB4O9GSEVMF/3E/cY4pGJch60ltOSeRX6Ii9vpuYzqVGFsyEPm6kPzZENyIQzKCAnaUSi34+dIJEGO+uMEeDsiSKgxS1T4YmqpmmViYBSScXQAeHrggESXnwRcXwPWLYFVXIKUluHwsP/ShLylhYi5lwattiezIYX+HRxLlZnx2Ai6yzjmRAZft5qxzxHVtYYapdt4eXUhQytvgABFRHy7aAUUAhydCZVR7ke69cpum3Tu+/hyw/XZddpONA9haqAFbvCwNK4mbSoogB495ZRKAxKqj+Zwgd6BUM9Ki4/eA32vW8hao3sGvESSkAVvQGDL4AneKy/v76Q4dyyFd+hQ5gvuYRDQwaRuyNEqqeKn03jGWJpQutMQcCPubkE32U+PGo5Pw/qyRKrnQxHbzgK98Q+hSiEg3qMFRp5Ydh4eurD/xclicv3l7K21cla1MfrfSIr8bS2nKm1otNJ9f3P4FixEsOsC6DiEPsN0ccVvpuHxrDEU8Expe9sY9juCXC0xc0V8o30Eip5xnUf0xonAhIf9VHw1PLvSW0pZua0QWQov8Yvj6LNbQECqEw3kzjyfY42L2VKrJ7Vtb14oHkPn7qvY2nW15ynbuPiNok892z6mS6g5tm9rK37jJBYz02ZeQSIY4N9FlaZDIUEaBpJKG+iqI8PY5kHwyg7R4SejHLv4Mo5d9H28rOdrLN0zF/YKYeX4wpF4g+lcSR+C7HSRJrUyWQWfQ6SQEmiE02VHtVeOb5oNaXdfYR8Zo60dWMIMBcVmzspNivzfuz39qLm/ge4ZNEedtwko21XiGeDz/HMBU+fRepddNHFH8V/RekTBGESMAsYIEmSTxCE2PbjvYGrgD5AIrBWEIQeknSOSYO66OK/gK3aQXGVB78hl4TWNl4fez6D9GVhha/7dMiY0OH8GKO6w//PPtU6Zt3o7KuT3Ts7L2XvlirGCQKt1gMMTS7m0/h7aDInc1fl23T/sRkQWDNtKsookXGtOZiLWyFFRnVBHAN3hSeuc3/+lpuXfof8pCTNHoWKJ0bOpTA6HaknBFMMRMVL9F0dPsercBDnTGd2wX1AeAWnJJBKiXcs8r2foMvewT26f/LRpPuYmLsTZ8H3DMqezO4li/8Qpa+h2c0vHxzgn/0V3Na0hkL3FPa75qAQGlk/oJTzd8noXW7l874zSBnd/1dK+yNUwXZmvQMHF/Nga1l4oUB/ejoLrUHFlfMH8e2Luxlx2Muxl+PO/fFAPFUZRqIOvMv931sJKBWsGDkSpfxKGg0uLsn9B7sGjSM160tyYvpxR1a4/Ge6JaHosK/oFCVAkM44xk64kJ35yxanj0d/LiJTrGWh5iVqBDU7DHJmtfiQBB1xl7/MwTc2Ircc4tLWy9hn/Q4pcQBt6a3Q2Em5p9wD54F8jGYv2w0aAjKRdGcvtjrDkom07cVZq2HzsElEhnwgB2VKKuZLZlPTUnhSkWe4r6JExGWXgSiCTMYHm7CY20cAACAASURBVEoZLB5g07ISBKeSFpWFelUcfZxF7Df1w2QUeUj5HQ5Td8ZNv4wWp4+kUCPFHgP96seSVLsZT6YNPaBRnL5vsjMxBltaaH7zTQAOZSVTZlATKixgi2UsB0x9QRCY2C2SK0ZmMDYuCJ/O4Sd/Iz6dibsrHsaz42/oAl7evfIJejWAXGOjTfIgiGf3MpAEkNrTWIhuN3VPPYkqMxPuuIuHXl+HSxmJpBJITIxHa1hFWuF5xAaKkItBmoYKrNBNZ6FyHuihrc2H+mgzADfEGnhI00BM1vQO9ckEgS/6Z7Kgqokjbi+PZiaQdE45PU/cu5r7HyDYdIiY+fPZFN2T96UxBFwqZOpaxgtN3DDkapZs7fjOPC0NqiTx0/4aqqusmFUCj6Yc5AFfHAktgwnK/ARTjYxROhnkXYso95OhzCEU049ltsl4/EEEmRYhW+AGWT3ERjMzUkk/p8TuWgvXJ23A1jCaFanrSVJnoiiDAx4Rp8rLRcmziVU/iCgJrLD+nZqADI/CSZOhgjJLES0RpUzOjcMRY6C6X3cCgprpkWkYYpKoLKogOiJ4ci/O4JF9Snb2ol/I9V+IgJwDCZuxxz7JYKrR7XZSbwkR6zHQtsyNIAm0XhSgzR+J1ZVID68HGWoiOTaGT39+TDNm4HC4SXv6KfzfJvHgiFFE7Giiu+VLrhvVeeTbLrro4o/j3BLF/P7cAbwkSZIPQJKkYz/rs4BvJEnySZJUDpQAw/9Lbeyii3Mif/F+JEnO+LVLcWgVbIwcx0z5FiS5Gi775MyTSX5NfTi2e0zo5Me7/ZuzlA3gL24jIIVo9deQm6qnyTKaIfZcLlq0BRRyjJN1JAgu7uAL+lpK8Q01YUlwEjHYgV+ppDQzk/0D+ndQ+AAWDLyYAXHl7FHdxQ7NPTxR9z6zdxQCMtamfcfCIU9SElGEhIhLaWNb2mJWdf+MZl0N3qZr+bg1k6N5Xr6tfgyyZCjLcxBszbSVV1N9+FeTVfwmmhpcTMgp4vHRajTKFuaU7mOD/Q4kmQtp0juIZS3cvC5IYWwW/5p3DZPjT95zcvJemN+2l+/fQmeB4fPg/L9Bj+lnPC062ciMW/vRd0IS814fT//5WjZkfYWYYUXRI536fhPwKzUoAyEu3rKFYYee5/oND9NqDCu0b2ZeyiemqQDclRrLEHN4b93x8dRpmMwTdLQ6d56c/eRx/9D3+fgkgXvd36OWhbhNdR4Ac3zNuIbcy7r8vfxiMfHk0cuo8RzBq0gmhI+YxrxTajm9PZIkcXTzahJ0TvLVKhAVXNE6FIDaOC999hagMgbZMmASwdoaAEwzzu/w7BzPxye1W0SkE+Pdn5KCJsIPr/Wh5Kk+vLp0P48urkCqaSOgi+Qvr7xISoqCd9JvpUyXzjz1KtwyPcbbV4MgsL6ogVr5ZgbWTkGUbHQr/Z6yuEwkBFTqjgs3JxTnjiOt9bPPAGi7YDplBjWV2mQWpP2JA+Z+IAg8OK07n84dzcweJvj6Kva3FfFBpJn+7hjcFQdRBry8cNODZAt2EEIEMpbRfUcJLvQYTabTZCp0oi20fv4Fwdo6Ep55mpdXFNCmjMAcsPHnS4bz/FQ5B8QyTN4YYm0HEY0SRe6+fClcD1KQoW05DNCE5f1ar1Re6dONmKwxp9UBoJXLuC89jnd6p51R4TtutTppOCj84Q24kt9P1Nw/EbrmRl7a4yIgC5ehjllDnNyGIAhnd4yXJD7bXsH93+bhC4oMknzkWfPZrU5BFzChjJJYE6/g2cq/0+YXCIgybH41C0v7U5aXiyAokSI0fBj5LMPjh2PRWFiuDNDvvgcRkeFxNnGFswKl38xHcWVkRH5MhLyGcr+WNXY/rpCCFdbXqPIbKYjZxuIBL+E2FzIsx8XMHQmsGX817895hK9lN9JP2cbcMbN57Id8LG2tqE2B0/tziuG4w0+Gxwplmyh2D8apaiWkCNCst9DPu4KgW6A0zs6cPWqQBHRTvbynugqbz4QOP5Pr9x5fGjpbtNmkK+awbvwF9K6vZHRdEdZAAj8tb+alhS9RWVmJz+c77Zouuujij+G/pfT1AMYJgrBTEIRNgiAMaz+eBFSddF51+7HTEAThVkEQ9giCsKepqfPkqV108X9BeU0tam8NOm8zL8++FZ9cxVRVKULmBFAbf3N5p+pxJ0fv7GwydiZqrB56eESaQ/VEaV18Ez8aBBnzCj5GXSojrk8bybElXBixmuZAGqtcV3Ct9wWeDNxMdlQV8bMcZPeuwpqRxqaJz3N44jT2dr+YTyfMYH7ifm4OFuFSKtASRBTTibX3Zn/iOkoStyLKRJKdqQjI6N5QyISS85hefAMFUTsJyIJckf8IxQ1/oUhIJG1IDSpjEHXeN0TpM/n2yYewN//nz/Seilbu+2g3M9cewGoI7yG5q/gLttnmgsxHKHs17zqcXLZFTkAu59mHH2NQtImZ0RHh+8CJycwxdU84diP+B8gcGMP4K7uzu6WUJblf85HnB+7x3MzlyuuY1OdrnNPGsq//TYQUCiIbWwiqdJRlXYQ7oo0DliRe65lCzcQBnbrOnYmzTZbPFIDkcL2D9Yca6SZUMyt6Jy+bo6lP3ktiIEiC10DkzIdZUVfJjUeVHFBW0FC6gqbogRQny0guLu+8VCncmmOUFuaRqLazTWMg5E0i1q8HRL4eEUtEnR19vI9gIITkDGd3F9SaYx06tYOnfJAIpKTgXfoIV9TdyBtHJ3Br5b84v2ktkiWRS++4k7UfvYOx6AAXNSxnrHCYSbJ9WPveFFbggarcHNYbthLrSCOpdjfWIQrqpPDPmkw4tnfv9GnzyU2zLv6BZoOWnJoyolLTWZ86i6BMQR//UQ4/M517JqSBpw1+mY9Ut583o8MuxDdVXoix8GecGi397HpoSkehbyKqqI3uxSXMnz8fhTz8bJzNfVwSRVo//RTDhAnsVZhZWuYly1VOfFISyUklzN13BxntydYNVcU4eil4KeYxdN4mbj48j18i2niudzcAEtS/fQ9zp2065UHMLgh7JsTMn0/MHXew8mA418p5jWu4xmBFYfy1xaSwAGqsbhZsLgNgREYUaeVVfKM1M7b8MgBWDInnBW8z6+s9WANaWv06Pq0cS1ttHQrNaARzJA1CPRNTJ5DSkMKE0glMrZ3K7TmPUZUmkm9PJrKljkGFvUCCpzJKqcz6iFjFIRxiLJ83f0CVP44qQzHbsr5jWNNQzDWtyCWBiqGZHO7W73iLXx8wAqcvSOneQlTBIGpT8Ay9OgNlG0AM4AnE0WAsRylkAJBcUIYkQEOkmz7FjagyPch6+NnTMAgdQeIlJ2qxEwXzDFzw+MM0xcTy+J7PGGHbxd5AOjUlMj76+F+8+eab1Nae3a28iy66+H34w9w7BUFYC8R38tVj7fVaCG9xGgYsEgTh18MXnoQkSQuABQBDhw79H5mGdfH/G4XFzTjsFtIaVrNyWA92xvZjQtUOLIEG6HPpOZVxtqAgHRzuOuRDO7O73TH2balkIHJybUUEzK341P0YU7CLngtbUWhDECuwvPZmymUXH7/mBkChnck7rWFLTHfNJiK9abQQSQ2zMfXYyAhlA+us9wPgkI4QVDdjtA6lyVxIn5ZUdqRBlhTFbXfEoqlZjSJlIA07m6l8/00mb6xlzbAI0E8mzdqHnzRPs2jAaywYU4txpYLeO1dS3yOeLx+9n+GzLmfA9JkolL99kviv7wv5e24Zim4irXEJXLPvLfoerGBanJ2fgzexNWMRRfqtzFuuJLs2wN+vvowGnZZX0uJQdhI+/ZjU/+vs/RSpdANS2ihCfS6g6V8jGNPi4mSbSaugxiL5GGNaSL9sPXUZQ9lgu50QYUVn8eBEesoCXJ0YdcZqJIQO4/Ksyu7pgQE7HPh0ezkmnHwnPc1GnZYvLDqGWzW8bC/BPOoeRCS6VWspkzWwSyhmiJiKJFPQkGRDXtS5Z/+p1TTbbMjjXZSpDZia02kMSNRbJEaWbUfhF9FE+gk2NoBc0X79r9xL6STVK+hjYZmeQTU7UUkBUnVtuEMqpgzycfDj+7k49gh7opMQqcRvjiUoKEk+bz4A3kCIoKuMWEUqMuTEtBbjHQHONh3ozlS50OGvIIK3rY38PhlEJiRRO+E2HFsryXCV8/7t41EH7fDuBLCF10vvTE5jt1JiXt1IInblIIgh3r7uSaZK+dhbx+LWFZFUDAqFgoiIiLPLoX0c+A4fJtTWhnL6edz6TQH6oBebMYFFNw7n9dW3oQ2pmVY5GUlqQmNrYvvAfvgVKj7d/haTE2Uw7n5ktZ5fqevf52TXYu3AgRQ0eXhheRHpJjk9ykswKgcC7e/NTqJXnsyCzWV4Asksum0UxrovEO0uajXTmWjriaCAR8eks/HuJ4BIoqkDICSaUBpnEsqWqHNWEqGOIMWfgrPMiQwZZsxMbJxIS0QDTm0qO+uj6F1bj4YYNg9s4iu1i1gpn3v3OqjQ68nJKqTCks+gpsHE1QXQNLnxDowgb8hoTNiYK72PKf0p+hh1rDxYT/fmcgDU5gD4TyzOdO7deVIYpopteIRIBDS06Orw6geTLquHIjmt8QJZzWoUPjumNB+17hSQQEOIzrJZnu2J6pFsIWPJjxy5ZBJ/yV/M5eP684u/D3HyZs53lrNgwQL69evH8OHDiYiIwGj87YulXXTRxa/zhyl9kiRNPdN3giDcAfwghd++uwRBEIFooAZIOenU5PZjXXTxP4fLF+TbBeuIJQa16wDrLrwCeYuP+9TLQBsFfS751TLO6p15/Ff09JOE9ovPdrl2fzNWgpQ58mjIChIwZjBv6d8QtCKp57dwmfQ0YwK9MbbXU6wI0U0UaRLqkKmVONStiPZxyJBhiP0QoW0SdtfE9tDyIiG5D6O9B2HDPTgVHuK13Vg680ciTDEY1GboMwKAuGyInDqNhsfuZ/rOxXzT00ndgFgGNI5k1sHbeCT7Ez49VI2rAnrZoEiwsnHhh7TV1zL55luR/YZobwvXlfLM7jIiewSxpsYzvfJZ1kRVsG94BDWH78co81Fi2c0tq0WmHvSyob+a5WNnE6dSMD6y42Sjg1Or1CF+5zm35z9BFANUVX9KhGEwvs1vE7v/h7AFsvAnZCse5piNbo+6D/f0eRQxaGREYRMZ7GKMs5I8+1X4xRPuew3JVmqijGwd3vm+xROGrnOP3nlGSbRfu3FXMfN9i4g0u3lL2QulKOO1piNo9REopz7G6qJCJtdF8Z1mO+YWLy2R/bGr3fSw1p1S3ilKaDtBnx9REaTcGHZcGeJJxSFKlMRpuXLbUkJqMKV6kNr8qFJT6JRTNyQ6TzjB+F0tZDlqmJLaTHz/MehLtoS/qM0lORz4lNExle1nH6U66xqSDWFL2/o91ezV7qRbw0gkQphsxSx1zyDoDiFpT5Ftp4GDJJQBiQaLEa8MsufcyrNLj4IE18e1kSKrgtemQXuuvTZ9NFuV4b5M3Swg1Bbw6jVzmd3rNVpzbkbSNaOQtWCJTIXykjPIQkCQOrpzu3aGU35sV0TiEVwkBqr54OGbiZN52OUqZJxtLG7RSErbZkSLyJd9LiWzupKhjXlw3Qeg1AKe9h795xwbllqvDdo9QEt6pHFe2JDLa2uOYFAreGKUnv15p9d6Nrf4Q/V25o7LZJjFg/eb9azXauhdPw6lPMDiUSqiX38WALnciEypRQg1ozJeyaHJ6/h/7J1nYBzV2bavmdm+2lVd9d5syVXuveICBgOmdwiQ0DukkQTeNAIESEIPEJtQQgcDNrjg3rstWZItq/e+2l5m5vuxsi3bkhst7/fq+mHPzM6cNkXnOec597PGswyj926ixRgcW8pQBIWYzFjW+OqwdSWS2BVaz+2LT8UXn4oNmFfl5avkZTTHbODROUeFvYa3DibdmYauYx/lg0fwydj5KIKGyeoqLsuYQEZGKLbo4u1VXFy5AW2iDZ2lBdqOr1F33XurctUGSoOTAGg3NlEXfQXzOr7E74SizGZu+wYCZhVNokyjO4IcXwCvoKIKwglLA3vb64k2Koqou2+h89EXeaD1KV7LvJemrhhKzE3k+d3s27ePffv2YTAYeOihh9Bo+sXl++nnu+bHeqs+BaYDqwRByCX02W4FFgPvCILwDCEhlxxg649Uxn76OSnvbKkm0S1jcFSzIz/Azowh/Kx+EWO0e2Hkg6A1fDcZ9XA5O90O07o9DWS5ZA5om1EJ4kkezsB91aRVNmLJ8PIvaS5uTzYWVWBVagk7crrQqqXoPdsRFIkUaTIGSytrm99DUrR0mBqIdtUwt+xGLO5M7OG7ORhZTZfkYHj9OTSHVRFpm8otPxuLQd/7Z0WXnEzKog9wfrOCK++4my32bJwDxxLrSmN6yW3UjH+CCKtE6t5KCCSxKSuVPcu+JCY5leFz5p2QXkdjPWFR0QR8PupKiohKSmVFnczjGw8RnBbLn8oeZ+ba7Tykv4i4cEjtyCfKE8/qjIU895JMlFulywhPXXMjrw/NYk50+LFiJgInevuduPO94XAUUVf/H2rL3iNtn46G5tl87H2bequZ/OAeJpje4rHs28nZE4vG0ca1S0yEJHOigLlsEcBrDNCYVcOhZIl9unxchiiukiHNqD9F7r1zqjWkx9McEHGicIF5C19rbByI9DLGnYhVEyR46Rug0bNsVzljNC3IKMQ0+bBHpVKb3sGv9K2s4iSt3V2W5r07iTc52GbQgyJyYccgDiLg0TjI2VOLJ0FC1IAUFYVEFPTwSjtx2KTb3dIlgi5kC1Z0uHgksds1sOxTALY6M9iuGYxfo2W5PJKxYgkG/OTHGTjvkscBaO/yUruhnPKoOkZ0DMHiKMUdr0UTSEZUjzVoj4kzd2RTRVJAE1Rpyc7AqBV5al09qFAgNnH5T66GNyYcMfgAimUnYOLWbTMQypfx3sx5JA+tRW1LwtuRjttcjrHxIuJTtuPfeWwJTtZhd61dhy49nQ/31iOqYYyZMJbs2DA+/OvzOGIC5DVMwY9A0oEVlE+Io0I/kHvWvwHj74ZBF/XI47vDdmAvCc1F1CTPAsAdZgYnlLa7WFnSzD0zsskI72L3KdI5fqAjNcrELdH7EJ69ER3wjWEQma40RCvM2/8lDYdKyYkwU80tRMb9G3+Dg4kPpvLKpq/5yZCfsN49gNraehS9yLqcEVRFx+HRhUI8pFU9TY4BksoSMQZNCCiEu4LMrjuH0ugyKozVCGgY2zyURE8ictBO+k238zwWBCBfrOQ67VrS0z8CoKzZQeSn75DeUUfsT29EPrTwuMod/Ygd/+5qGnZA837Kui4DoN3cBZKOzFX78ZlhcBOk13Vhv0QmoIkg4IfZDhef9xn74dTEXfBTWt94jelb7SwZ9yJm7cNsdcRSm/MaC9ouxtHpwOv1smHDBqZOnXrqBPvpp58z4scy+t4A3hAEoRDwAzd0z/oVCYLwPrAfCAJ39it39vPfysbdtYwK2jA7V/L+hb9AanRzobQRVdAgTLz3e8ixp0jGsbs93epanT4+/aSY+9HiUUoJN3pxG7L4w8t/BSB+hJ29whDmuyTcWicHE14hzB0a2Q9q4rHHPkKzJjRTEWb0cOmaDmqsS9mbuJoP8/9Jamc+5dG7kcUgWkHLkOB4hrdN5sobRvVp8PUkbMY55H3+d1KfvYblRa9TOHgWFl8CX7hu5+phv0MN5JFWXMfOpIF0aMP56j//IaNgJFZbHIIQcjf7/LUX2bd2FYZAoFt0I9QAPp0e9Yr7mODeQ16dh9dczzIgEM+A7pXCtYY2wgpTiHJvo8MKv7z1UlIT5jI9ynqcemXf/BAmX13du5SUPooKmEoSqWsaT5FnLkpIGoc631A+9P6FwdsU9AEJCAmxGEUIWsDl9dJm0fH2JBse/dGA9xH+IA/lZp0yf/XIPz2OnWo9qXqiy9x2wrhIWo/d6OWh5EgEWc9PaysJ6A1oMyfT6aplfLXKQakJjVeHpCaDqjIjpxxLc9/PUs/1g1VbVpBgdPCyyQTeZDp9JrzGAJN3fgaAMy2UjmQJA8fhupyiATzCkRmk+GAJAG0+I4vaJ7NVGsRm62hiLXosBg2zB8Vz0fAbyI0LO9KxVoMKNc/tZGiwDbMpmjCfkZS6Hdh1ERhdmYhS49FGO4HuNFQBfSBkBDZ4HEhDL6C4OdSJ/+eEWsJe7Q7mHT8UTFEE7DW8Y/AjyhITduyjzhZHzWwbV1tepXj5P0KfDEEhfVAcZp8e/yma4HBZ5LY2XJs3I9xyG1sbTcQG2nj80vNpKCxhlbaEAa0j8LmiyAkuw+C1syRnPoLiZ+7mtXDxX04rl7NhwKqPe6gSHP0gfl3RiijAjRMz6CztFgLqbcFiz+8nAl8XNhILzE/yo/n0duyiwBUJGQysDHlsOPX1yAdKyI/UUM7txCSZMaoSZtXEO+2foBN1/GTwT/jw069RVXhz/Gx8WiNpgkJseTHbMvJoj72d/a5/szvlq9AQngqvlTlZ5r2SguahjFCHhGbRupk5ZQwv1NfiSy7gcX5HtlxIbtZjCEKo4v9YeZBLq7aimzgJ68ThdBw6XKFj/0Acq8sbOm7a/S8UrZUm31DajQ20h8czQq5A3+hlzbAWblwHvnBomyaStFlLmASxweO7Y+IxKZ8KUa/H8otrcN/+Bjcva+XlObtR20YS9KWzKHIRi29azLZl21izZg0pKSlkZp7Rqp9++unnFPwoRp+qqn7g2j5++yPwxx+2RP30c2bY3QHSaytBSKYzvI5GwULigXKGGw7BtEfBEH7KNOD01Dt764Af7sT0dv0H22sZ6FVRdCLlB3egZiUTv8sOQFSeE4dkIdoxEg0Se2M3Eu3KIkyuJzp3EreM/R2iKBB/oIRH1u9kw7BR7MkXGV90ISmdeTRbuvDpKkntsnHpzGuYnTEHmyGWoE9GbzqDtXc5szA9vp6BUy9kwMpdfDX+ZpKVEXweeJafDf0NRS3JzNm/kUcnXs85LSt47e5bSBw9mQNiHF53A++OnIr2skHMX/4f2qUI8pPaedj1Hssix/OyUc99W5bwZeejAOxI/YQB9ecRFtSzQwzjNt9GAjqVa391K7NzLuGF/DSkvtwYj+8s9piF+a6RZS/uWhcrPvgXatZHxKqJSGUJqE2xFHnm0hC5i8W5i8jyJXNOy+Wo9YloERljFqkLqMTqZKTB7+OzVGNvzqYlo5DbxWQqPJm0G8J5YGssA0eOwpre9zquI81wdOMkJVZPnHvusSs7HSxLHModwhIWm0Lvw33WOYzT/Z2OnGuIlDQ8vHMHtzhhn9ZPam0Y7dEjabdVc/t59+Bc+PSJ5eulFJUNTYzL6qJGG0m0PZnWoEpFQoA7l66hKzwMRRcStxBECbFP6bKjBdfIAopbhO5X+ArDEhRV4Bcd17E8choAogCrHpqGuY9Bjj2fHyTGLfOHpM9I7hwAQGRHMa2xkUiKHkkrnPBeqz1MWaF7WytDUBLRAuvsZqyqk6dtXxCzY/HRFrnyHexGKzd/fTOlHaXcVDwMc8dW/nXFT5hveI/6zTcgyAbcploM3gSGz0xBWMoRy7e3Nu15zL9uGygKyyPSCDZLjIoVKVq5hI4vq9hSsJeL9tyGRvWQsvUz5FiFZXkTSLYXY/T56O09OeXgwWkwuLmM2PIiKkfN6tF+EETl87IWRqdHEWXW0Xm4Pie8xqEDXxU24AsqyIrCwo2V/HqYwvk7HkcOBrnBMJHRBy4m3pFJkk6ltXYZVlMXDZpfIyiwNHkh/q2bGK4k82X5l8xOn83HKz5Glg14dBI+rRGA3yjXYUz38kXpjbw74AIcxtswdWVj8axD8ZVzS04Y57cvQW+/+IjBJ3pcTIoJEJ04mINiLbnqfrIpJCZ6BslJ16B2K4xu2FzMbZ5OIqdPO+G+Hc9hh10BlUi6MBxYTKluASBSErsZl2UUIytXAtAQ5SGrQSUwQqZWuI6cwLskmqC6h8ARx6z5VY8ePwUpE++mcOwH5G90siDsfZ5MyKDp0CXoohK45LPLWXvJKqqrq1m+fDkLFiwgIiIC7Vms6+6nn35OpN9pup9+zoKlhQ0k+bvwqQpl8SZ0VV1Mk7odiXLnfLvETzBAukf+e7jq9IWqquwrauYRtATi/AQPSXiTIkhe3YJiEfEPiOffrb8nXpFoNdUh+Lax/PpPEC2WY91/xozixS2bsb/xLJn/fIWqKQGW/FkkxQ7WriAX3XI5lsEzjpwumc5cCFiw5ZLy8j9wvXwf44o+YeeIEYR7EvmP53Wsg4sZtfp57nTvYVNYElHOOuq2rcMRm8RbC24HwGsw8faC2wgPOHhhc0hZb3bHJnZ881M+a38cl66D5bmvM6ZrOv80K1ydv5AH2EHERpmylBgMMbP5S25ynwZf3wsuv/u5vsbGYt5//+/Qrud8VpC5JzQ1udI+hRLPTGoi9rMy632iPHH8vO5nJMtRKNZQB6tWsFMVa8Q87A8outB1usiDJCkSSWINIzWbsNZNJtV4DeGz8r5VOU+6irRHe72wqoznbRciahRmSLt4wZBDlCaWqeV7UFSwzv8fatxumirLaRQjiWyy4zeMQQpUcNmNWkRRj7+2pTuEQh8dye5lRU4BaiNDMxBj2wpQgfC2otApHj+HZyN6E+44vj4qENOl0tJ9qjXoZKC+gXpfBKsipjA6PZKUKBOz8+P7NPgA2otaaTGWs8G6m/k1j2J0N4DJhSKmEq62Ix43q3yMe2ePbVEFWRTQWSPZ6Q3nQe0HzHYuBkkPsg/m/RUiUlh+4ENKO0q5ouUqxm7ZiFerIzIiDNe+OXRVT0IWvfh0HUydMZmU/Cialx53H3uZpT2MfLASKSKCFRVdGGQjYU0lbFpUiTJsIIkd+UR6s0mp/Bz8UD/DjFufxrzq1Se29Xf42swtW4/PbKEr7FituI/xU+Pw8diCboXLk+QZVBQe+XAva8riuwAAIABJREFUsRlHRXtSaz2Isp9328YwS34QgMjknZjlERxqaic6bhSegJbq6WvZ6VnPTKDWWYMzoCHaEU3FtgogD6deQzhdPM9d6DRagkEv5+cuJMJXzUv6O3Fbz8FtPYeIpqdIoJYvotqJNH9Dbr2NvGIf+Ql2jDMXUFh9O42m55mmLscWez6D8v6MIIi8tbmKxz7fz7yG0HNuLBhOT/kD4aRbMFEsQpB9bGkMuZ02h9Ui6i7HtuNjWm0SWa16dF4njlwVp3wB8C5JJvGM1KP7QpKM5D7zMaV3XcC0jT6yBj/Jzwb8Gn/bNMSmFBZu+xMRyWnUNNTzwgsvAPDAAw9g7SW0SD/99HNm9Bt9/fRzhqiqyrK1hxjpN2B2NbB27AzEg17utK4BfRLEDzl1Isekd5If+xCvoIcKXWgvVK673t1FfI0LCT3b61Ygx8fzVeokni5/kogoJ585f4moSnw66G80Wst53XY/Uh9/TG1334Xt7rsAyEiD2fcOw9nQxtAx9yOFmc+ojn1hnnIO5jEbcb18FSmf/40dw68g1hVPF3m40jNJ27aNqhv+RLpi5ue5JlrDQ6PnTxc9SU5XEe8k3cNPm19Cr/hYKN5OpzcNbfsAFMHHF3nPM72zgO2CjkhTO/dl3ED9bdtQRJHXr7uRB9LjCdee/idQPf3B7DNCURQWLXwPg1fPjXxAOE5kVWKD7zJKPDMpTehgf9RXPFn8e7I1BgRBoNwno2hcZEkW/CMjuXKGyu49NWRmPoDZNJFtX36EwX4OKZa9dBo2E1N7LrGP9KmtdWJdj6nwMUeP24Jjo3SpbCxr5amvS0Gj51xxCwgy1foAU2xDMBe/j10XT41i5K5t65jX7KJOVDF5kvAb9JjOWUpW6msA+GqaTsj/+BJ1mA3Eml3sNegQFJEBXZm4jD7OW/8xTZkxGOu7eit+77dQAE1AJtIOzeEhIzLa34miwtPt5xGMFHl4zkDGZET11Wz4G1y0fXSAXKfCVbkLCffYSOyykdC4OKRjYjYTozb2uOIk0kAqKCGfTPbGTUANClyp3QDWZLDXwuw/EBh5PYXNu/is7DNidDau3qXB13CIZ6+8hfmp71Kz9gGcpmo8YdVEt4xjyLSkvvM7clw4RtcmWFaJLjeXgz4DUf52LM37yRl5Ab+LeJ0Fe+8mzF1Leu3XOM8LsnDUuQDM83RL8Pfycfu2r4/i81HQUEzt6GmoonRkCsutiryOj5FxFmbmxR17Uc9vZfd2bYebLm+QZI2EKAr8aVwYieu81AZiKBNvIkYGKWc1KdlrOLQp5Axr10xFSvCwxPMROdYcor0tCGobCa4EHBUOREREswFVNDFc3cboEW8QHj6S5palVFW9yjTPDkYEr+U9x02ssM6ky3Y/assz6NR22vWdbMnoYKa1i6hhD2Bvf579xmkADKSYAbn/RpJMeAMyj35aiKgq3NO+Hd2woRjy8+Hg8Zp3Pd6X42Q2p0u7UDQmnJ44FGQaIo0Mldrxt2s5mNvBhIMWwElrXgpvbWnmCp0GnXCSZ5UTFX9PhjEihdwXPqLy0TtIWV7NkuAr/HHIGO75cjmWQLfgzw03sLizA6/RyK5du/rX+PXTz3fAjxWnr59+/tfyz3XlzGtxgpxGuL2YGk0C14oryPCVwIxHz2hIu1dhjOMH4bv3e9NKPHxqs8PHhCe+oX5vMz9BD3FaKsv30RiXgrE+SITDgTs2BTWYSHH8Whqt5YyLH8uY835y2mXNyYumYEbud2bwHcFgJePm16ksSCS7+hCfDvgXXfo2tqQ/yKH0S8ireY6bR0fTbgkJ41xVs5zVmm3ckqTQ5PsLEV0uPrU/SXPzBLTtIVe61Zkf4FDMLLJPociezYVJIjWPP0aXEb566l525I9icuTJZcEFes7AfD9qnc1VXbz8mxfYYsvges1HhOHmoeyHuM/8Nvs6r0BBZVvcP3i47mfkaI3YE1UCo6PQXeKkceRfWZGziiEzTLS2rUQQtKSm3ERs7HDm3fR7Zt43ldyb72bkRQtJf+RyBOnUz+XRoNd9qHf2stvTA7bTK/OTRdsAuKrmfe51/oePzZEoUoD5piQSNC14oody455CKt3VDHGl83beAFQpE12gijmjf49WG4Hi8+HcWRIq0XFLWaF7LEQQaAw3k2bsYKdBD944AkENTm0bUV125KzBwLEzZ8dX4Pj3T+sJhs5ICKm9RAYdbFYmsiRiNgUp4YxOjzxp+7m2NiDXOumSnHSKraTZQzMpUe7tSIqEqOhIVKpPLFePzcPLsQRUgt33bK0vllxqiFFbQwZf/kUw/i6e2f4M1y+9nt0tu5lfPQXfjn8BECgQkX0RKD4rss6JyZ3E3JuHYQzTHa54jzborV1ClpTeD/KBckoGjcctGokU3Kwb2cADtr8R05WJ0R9PWsXXeKdIdMyDTdrx6Pz1TDUYT2ib72qiz7NjBwbZT/3AkcfMAh8KmJGBJ6bk9Miz91wFQaC81YXFoEHqrn/yilfRBlTedDxETCCePQkbGJ5YgkcSwL4HqzaIy23hQNR2YgwxzO2Yi07RE+63MqF5AgCS1USL3oIKXBvtJiJiFIIgEBd7HmNGf8rUKTvJTbqCmywvcm/Ja4CIPe4Rsgx34or/G/nCVTR1XURp3TIahCTe5FZS1QqmJo5Gr4sB4IMdteiDft7d9zpKbQ3RN/0k9BwLJxfjOXzPRWTOF7fQGDOPgOinJawGp7WAqa0hkaKWSB/Dqp0EEhWWd/2EDneACLPuyPW9SR8dL357OpjCsxjw549QDSKUNPLrDxaj13n5+rxEPJIOYdEiLvxsMSMdDnbv2oXX66Wzs/M7cQ/up5//q/TP9PXTzxmgKCpL1lRwU8ALghlV2cu42lj+R7sINWMqwrCrftDyBORQ5+zud3bSbvfymjYcAiotYXUEw8JpSQ3jqo8+B63KJuuNBGQ3u5KWMUBzK/+cc88PWtaTYolHN3cKXW+sZFrxWD4d/RxzSm6GpKlE7jzA47plOLyD+GjIE6zQd4LRQLQjnnpJ4NOWXwAhKZMtKV+wO2klcjAMT+UdgMDoyBoueeV1vF4n/77eRo1tOon+ANmms1Ow/K5w2X188MwyytO7eLP+j4TJHi4d+gzayhgmlYfK9vWwp1jgHE4+4RyS6ikLe4/U8EJEv4wtFuBNdu95E4Do6KlI0onB3yTzD7ce5oN9nXgDCncc+oQwbSMZ4a3ca80gVh/H0JUvElAk6mbcT32jntFtX3Eg4h7yDpUT0KWhM5SQmB5yP3WuXIni8gInd+nqMuoZGdbBfn00US25BAFTZw0+nZbsMRNpXLfxyLmn01XUeYN4dEB32AOfoGWh/xK8go57z8k9qXppoNmNe1cznSj8Jv1VAHLaR2N01+GzyRjsIha5nQgU4ESjqDcUQUABfKKeKwmtt2LCvXDOYxzsLOODAx8Qrg/nocG/ZOD9H6ICy8ZOZoq6ntq196GIPoKSk5tvu4649NNbZ9yTtBYVFJVXlCQMsherqZxCm4cUbwIXHJiH5Gkh3LWf9ovcfCBchUeXzOjGRYi2XGDLGed3OjjXbyAgSrRkDiK8+mhQ74aggYloSLGeWjVZVlQOtji5oiCJXc4DxHpbiKSCncoMwv0DKI7dRJbJhd8gIml8tLW7yIrLol6GNZovmKKfRH1xPelhCi6fm7Vxa5nSNAX3qGl4N3eRSg2zB/7sSH4+XxMVlS8QF3s+OTmP0NT8GWMGLOU2NciL3MbmuHEArEk5j8r4Uqq0Nx259mLtRjIzfw7Avlo7v19cxBMHP8FaXkrk1VdjmdXbDH7fz2l0wIVeCLC3Mx9R1dBoqSYzOJi48o9oFGJAUrA1uOiap7KxIoYpuVGYPRqC34OtJYWFkb12FaVv3ob47iE8V2sZNLCKh4x3c8/KLxjQWUv2l0twDx3CE52hFZrZ2dlcc801Z6wk3E8//fQbfd8rsuzG4Q3Q6RSIknxYY2w/dpH6+Zbsqe3kNpebarcbi8PJF6OGc6tnMUggzPzdWS1cOWWg6D4IBhV+t7gIBkVS1+nh44m5hG9oJPKyXJa9/Q7B2ATqjVGMLt6DIUtDl5zB3qSviPQkkDfigrPK8/vk4tHnMF+2ccui5Uza+wuWDPsDN2z7FYWDbgVHqJt8wf67qLceJLttKFo57Mi169I/pNzUwjm2VpoUmQW2dmxJT1Ew4p9YVztpdjhZOVpg9+C5VDjc/HVASt9r+XqgHjPLJBz9/zsYbd6+pBJXRiFx1k5am/L5KHAVeZvMxDssqCjsGf877k9pBA5ygM8BSO9xvU47BkUtJhh0YLPNJSvz/m9dpqMcW0cBTlA7PN6MUhSRomYvl1odSGIj02MOUWTUUm/wc7s2gzh1A03xs3jN5UCjQE5HFIsTRa7b0orHnAQFk4+k1fnJp4iWPqOXowKyqxNfmMjBaIWgAIPt+QBEt1TQnBCNbc+e42rUh9xt9/4V33yB5E+lI1LgsGZ0p9bKISGCMJ3EhKyYE8uhqijuIN6SdhxravGr8GT+W5SpZWR5zMTYjcQ1r6IxJYGIg1VY5VZQw4/J95hWVVV6zGeCAB2CCUFQuUS3HmwDYHYoTtyLu1/EqDHyyfxP2PLHb1BqtvDu7Pl8deFEblniBsBtriUjPq93g6/PZ1g4cmuTW8FnDWevXWCIo5S2jEKMio6HSu6lGCNDDr1C+YJorBoHqwNDQQfXNH0DI3/bdx7f8tVxrVtHSUwmsu6ocScgoBMVbubkAzmqoOILyPhlhTCDxMNzBnD9O7t5Y/8THPBNY3PX7bTo21mb+R6vlP8GQ1Ib9TVdDLTKeMNuxit14td4MR00IdpEGpVGbKLKYO1ggqLI54KeMMGNWQii18cC4HSWsmXreQDU1b3N0KGvkpP9a/YXP8REYTnpRolHPLcyT/2MCjLZrw0tDyjQ1hIX2Mcdw+88Msv3t5UHmNZaTF7pNiKuupL43/7m5I3Vi2ppqqcdRSdQUpOJVtVQZZOZZ3bjajLiDFeZVKJHwENpdhIdVTKXjkxGWA993bijwe77Pudk6KyxDLnrY7grlFZ5+TPcN+WfPBF2M5oaC88VLiRvfzEHc3JIzMqirKyMffv2MXRo77FG++mnn77pN/q+J5Z88Sa1RR+Rm1NM7eppRHiTqfQW4rSGo5+7gFi9iBIIIGUMJEtSycvMZHOnkz0ONzcmxXDX/mrOibZya0q/ofjfgqyo/OfLEs6jg4CaSJh3Octtc3i65V+4Bl6OOXnkGad5KrNDOEbTj2P+prY4fUe2/3LpUBK2tBGINhBMhZZOO525qYxbXYQ2KNOWVICgCJRH7WVgx13kxp/ctfHHIC7cxjdTJ/BYSz2Dlzko2v8bPs95n/kHryHM1YTVXQqxMwn3Hn0nJG0n1QWvY3cnMURMYUbsTmZ2N9e6wHjiF35Ay7uf44qAl+dPw6mfS5pBx1UJfa/LOkIvbm/fFfu+qaShbhHLkwv4tPQe/mN/Aa8aQTzQHFlEbsHHXBnTiBrUYXQl4Q2vQJLCSIhfQDCYh9UqkZJyCbLsRRAkRPG7mc07lWhnX3HtAPyyjqACQwqXIhkc5IS3cb0lFw0KeavXokQJ2C95ls/3NzO77QsmumbTWVqM1zQEs3CIuRffCECwtRXXxo1YxuSDr6nPO1C7Yx0pVjvFBh2oAgWuDLyo5FbupmZgIt6iol7qJxxj/B2uj9neyU1L3ic4/RE6whSkrtDKhy7JTB06ZuXFodOcuBrCubYO+9KKI/t/ytrDTnYiqHBN3WiaEYjoKqIsbjb5mho0auBIO/fsHvds1xFbd6GQFjquClQoMVwlrSJc9MCE0Oy80+9kY/1G5mXOw2fXkbL2XXxGE+/MvZB7Di0l6JqOPWIXfp2Ti2+4+sTG6+neeUQoSj3h56gulcqBw5AR0GjcNNtamNM+iXqvgzB3OwZtBWFju9gjDMejGjD5Krmsq5agbUCvbf9t8e7fj+/gQXYOvxAjKm6kI79NM7SQ2mP/+HoeZmtlO6oKk7NjkPbtZlbXOuLb4aOu2wkICl8Neo4xzsHkXTOB0oqXUBWVjBgt67oiqEzYyEjTSLQuLUWxRYzS2YhRFaLqotk3fDytQZVctQGjMQUAn7+VvftCwlNRkZNwucsoK/sLo0d9SoanmqSkK9Hr45jg9hIT1NDeupIWk4A22EznwQdJiF9AeFg6AGVP/43zPlpKXkcVuowM4h5++PgW5gSjSzjaBId/SfO1sUObQ0DVg+inPN7EwKhKDrQYqYt3cPlWH55Y2K6bgCiE2okNhx9Y9Wg+6tmaeX0jCAIJCZdS3/ABvxzxOg+4fs1vhk7j6RUfMaO0DOd51+D1evn444+JiooiOTn5O8y9n37+/6ff6PueqPuwjIDhXup3ljCk6nmEJIGW8ReyNmojxW2P4Nfn44y6EbnR2X3BviPXPlfZiIzAmg4Hkzwd5OXmoqoqTYcOEhGfiCEsrI9c+/k+Wb6/keGlh9gRsQe9kEJZksCAxjKiNE4Y8MMvMnd4gkzJsfENQca5wFvaQdiERNa9sxB/VBxuo5+7l36CPi3AJmk6nbpmwv3xrCtI4rHoM3f1+iEwG0w8de31tO+YxpBVKpsvGI9+3oOkbhGJ+1ghNb0MX3YTdZsnkbf9UyRFpn1PJgscpbTFDEbnGU3ZuFpWZrRz8Zc7iCz3cyARnrz6EgZlXs/wcDOPZSX+qK5B/g4Pqw4t55lBl/DVtnvZ0nkjXjUCX/wObNlrGNgdCDzgjiBv05+RMyLIvHhMr2lJ0qld2X4oZDTEaoIQrOaq7D00STr2WbwMcg9ikHk1Qdsg/lixD50SwW1FeayO1TFhqxG/XqA5MpU4a8jlseurr0GWMQ3Kgp3Hi7kcpbK8nMyYDhZrjSi+WCwBA26tA4vHgZyRSWDJqtMue0JpMZKq4ow2oaeKMAJUAG7VgBeR2flxJ1zT6e3kltI7CE82c3fj1ayecJDNLf9CUKHAo1DluJAIbweunC6CrgTEvuNFHEEXCDB20w42jbsIFRVX0EihksSzmmfBEAHDrsIdcHPrslvxBr2MKhqA98+PoW0p4ZXLrsev1xJWmU6rvhW/3kFsWBph1rNfgxvjgF3RqQDIKY3Iksqkqhyq1VjyqhbRMVlERmSh/zKC+lTmNLyJlDKWoPb03FfPlNaXXka0WPgmYxxzFJX9BgPp7jNLY2+tHUGEJIuJNa9sZmbyXj6z/4YgMl9lv4tLb2eO7xwi3huGPc2GYAZ/3sPIG1X2Rq4joyqB9Ox0Pg58jMGbQCDQxafDJtJojWECG5B1YWi1obWflRXP4/XWUlDwFlGR42lu/pp9hXewZu0QoqOnEuEeg04XS7bJAAwmwjqYBE8dGzctICwsj+zskOu6r6KCwGsvkwdoZ88l/U+/RzT1PRN+MqIDTj6WZ6JTRaoj92MQktA3vYMS0GDxuUlu9tB2ZZADHUMYlhJBpFl3VvmcLSZTGpMmbmTjxqlcnv0VbxdfRnXUUlIL91L869+S/fy9NH+4ktdee40FV1zDkIHZ/a6e/fRzmvQLuXxPNKeEogB3RA5kV9Y9CCU6Uj/6hLtfauLOz2V0vv1ENTyCreZexGAzAPFNGxne8A1RrY1kV4Q6ftPr3OR/uZbRnyzjDy+9yPM3X8n+dav6FzP/COzaUEv6qC/QNYwnzFHFR8OmM13tDtOQPums0z3ZrewZFu4ETQ0RZubFEhZQUb6oQBNnoqRrK/u3byNotpC3q4qATiKuwIs7kEF59G7s6bPIS7QSr//vjnsU9efPSJqUztgvtxJfOBhxsAtRlak9UE/divMZsHMxDZEyXp2G6OZyzJ5mDkSt4ufXFLJT7eDRf6gMKvfz7hSRL59+md9e9DCfjczl8eykM+sg9KL61+uI+hnwypcredsynIc+b2Nl/f9Q7JmFX9fJ0Mkvk9ht8Mkl80nf/BjoTaRdOfys8zpbTlTvPFEt9vg2CMgSyR3lZMS0I4kqfxHPAUFhVnUTsQYXbQXXstYdydUtVdgUK82d7fiMSWiVNobOO6p42/X55+gHDEBrOz6eoNojS4E6X5B0cwf7dQYkfwwOWSVIBwBpw8eier3HXC2cUP6jxJYf5FBCCookki8vRzx8hqwiAtMGHJ1dLu8s56MDH/HndU9Tqq9gq6WQ63J+xest/0KWQm54FzWPw+gVyS37gLboWHTeKETN4SmX46QUe2wltrcc80d5af0MkoRWsjWNkDUDrxJgweIFFLYVcl/9teRvsuM/sJTNQ0fz2ZRZ3FK9Am97GorWDgLMmjWbPunrw9Pj8dYGBYq0UehlL3ZzJUmeKNo6bVgc1Wgt7YhT29igTCEQdICqcF39VyExqyNZ9KbeeXbvju/gQRzLlxN13bV4dEYK6+14jzGk1WP+66uqO6o6kEQB/fokWvQxVHfOwq/q+SBxJ3Ux23i09qfMMnaypiEZR0CPPszKzj3RCHE+2sx1JAWSqImrYULzBGSvjE+npzE8hiyplZ/yKiZTJipgt++krv4/JCRcRlTkeABsttlYraH3ua1tDbt2Xcu27Rfi8zV3l1Nmy9a5AGRm3o9WGxqc6/z4EwDWzb6WrGeeQjqtgd+jLd3ziycCxb4xaFQtJbE7GOu00FreCsCgOoWgHlpGhnGg1cLUXFvP5I5u9voJ/XbfxWNSEkQSEi9nUtIWbKY2Hhn7CNtiBzChsYgVj33AJmkYC72jmb+olDteX4Os9PeH+unndOif6fue+PXvn+WR19bBnhZSLNmsnfxXotr3M7D0baYWdpKf08a92TaCmnbyG37JOGc+qYdq8AZENNovIGMemw75WJ41nE6DmXaTlQ/Pv5Hk+koWl9Zh2vc6v4zQMHDcJOIys2ltXcXBsj9hsQwiJ/vX6AUTLP8t6vi7Ua1xiJrvZ+T1/wo17W6GBP5DmV9GEKLReZbQ5ruBC8RNBKPz0USmn1W6vdofRwQje8Tn47BjzdE/biathF4jcVmNH3wy8jg96597G1/aQKSoVqZ8tI2wLC975OkIiFRE7qPEchEvJUafVVl/UAzhxP99Ieqf/4Tu7bcgRYMqqAwoawVeB+C9BTFsjenE4pb44yKFc/aoxDqiGVoe6kAt/OU1TJg6nQvTJ55VEY7twqhHD34LijZU8ZlWyw1rWrEI7eRov2Z1xECGj/0YQYBBgz7B+c99GJypaONNRF6SixT2w420H/Xu7F29szc1xJ6RLDJ9ZYyKr0fVGNhmkZECBi4V9+HVx3G5Ohwtfs49JPBuagsZO5LR+h0U641cMzYRAPeOHXj27CH2kUdAaOmzCymoKoJeJmgI0qlVSGlPwauC6G7DGWYg1uvD26NcJ1TwOKLratiSfz4XEySWQvYFs0OnBxSS9SIWQ2iQJKgE+enyn9LkDs1AjneMYkNSAbJnOUF9DhmdX2NRgtTKc5EUL1bPPnZabiI+MhJxt3iMAmJPt+3D7Zra0kBrZPcsvAJF9lzukJaE9qc8wvKq5dQ56/hF4y1MtY9gtf9DhokSj990B/N3OEjqTMAr+QkYW9DIJrKGJPTRgMdv9+62G5SgQg3HIrfTbmrhxv0zcZkSGVizmEMLJFIkhZ3k4tBnkuLayzRDGKSOh4oKjufbvDre4mLqHnwI0WQi8rrrUJ/bQmmzk0GyfNIMesvTF5QxKkakQ3GEs50D8jT2pzZhT3oLgFGuQYTV3Mge+xCSqAOMBHwyO0d/jtVhJXNIJs/VPccCzwJc+lo0+JkWLnBr58/ISL8H6ZAOxe9m+47r0WjCyMy472h5BIGC4W/ich1ARWHHjstxOIpYv2E8Wm0Uaam3IstuoqOnExM9HQDnmjW0v/46axOHEnvTDQiaPrptQm/17fEV6372Aoi4A8koKFTGWblc6KSz0kKn2c/YoiC+LIUN9htAgHMHJxybeB8DFt/HPFt62u3otJH8PXIVm6pjWJ+ezuiXSrmpcDmFDWU8Mul2VEFkaZmLub9ZxH1Tkph7zgwkSTp14v3083+UfqPve+TJWybzl43Ps23FGnKcI4B8No7/I2O3/g+2T+Ad/LwwYSy7R27H464ha14osDIBaNj2Pvb6ixlbvJFsuRlRo7AlZwgHco/KUT+xbxODn32Sc+fWoBoPAOB2l9PU9DmTCtNo2HiIWucnaIwqY4zXIc4KCQB4/UEe+nAv0wbEMrloNe1/+iPxjz9OxOWX9btJ9MGbG0oYn72Mqs+uQ+t38M2QVC5s/IahUgWM+P2PUqbDwaFnNwQhzcLGFe8SiIpDDJfA50MXDJKQ2smH3nmoWjs+vYZZsbFcHHdy2fn/FgRBIPFXv2bVnDhe2fQcV6+Sya+BjXkCLVESf7rtQwB2Ne/igPIh8f/YcMTgi3riz/zloot+tLI72r2se+8AXa0e5v5sCPUHOjnUuJp7w9O4c4tMGF3MEJ/gvciZiAUfoDV1EWO4Fs0yDQZnKuHnpmOZmvKjlf9sxs0FBKYb92LS+GlJPg97sIppHid6UaZ87vMc7DTySMs6kEfRUSsRLTsYsu85tD9/AZMu9Cy3vvgSki2GiEsvwf3pyyctX7zRwV59SLhjbLeIS2p9EY5EMwm7d+MPDwef57TqJCgqmwcVcF1jKRrRha97BklQVNKNoU5kk6uJxYcW0+RuQqOfydMlI9k8YBAb/M+gDVSiDVTSqBG5oXYiHc1RRLftpCPXgtQylMzzbLDk1G0Y7nJQnhASAAkERDrFcM7TbwGdGdmWy+LtfyUyaGV0xzBuz/bxP0vW8M3oCQyvUhnnKsbROZD61KXo/GZS4tIRpW/nzFMUY6VNCidTt48WUcFsH4fRUUZjfgxJaV+yKzAal6xHMUbxeMWfYcbPv9so7IBr0yaqbwqFlol9+CE0kZGoKrj9MtHB4Bmnp5VECqrOQyBIPcMQRQ8bk94F4L7G6wkzNtLsVAjIAqY13dOJAAAgAElEQVTwVPyeDqKSTWz3bSTLk8VGx0YWVC6gOD6NBGs5SS2NXMAXiKKRlJQbgRKCsgNQGTLkJfT6Y9flazRmwsMLAJg2dT/l5X+luuZ1AoF2yg79Bb0+nqFDXkIQRGSHg7oHHsRvieBvBZfxZcrpfbt7DVVxOD6hPpLEoId2Uxtd4ePIUYvZ1GREMXUQbQ/QMU9hQ3U2k3NsDPgR136Loobk5GtJTr6W8aOgvKOUtYH1jH3NxeC2Cu7UPcWBUTHYD1zLljYbd67yM3n9iySKdoqtoxhi03H37HxsNhvV1dWkpaWdlot1P/38/0y/0fc9c++YW3gr7C2EPTJN+6oI70pj+4g7yD60jITGTdy5cQtsBGhiZZGV3EyRpI9dxAt2EqPfJ6E21Gn564grqJf0jKvezGBdFysnTWfXkPHsGjKekept2ABdlQ5/sh8kWJPdjDQ4dHt9CKx2vkPco0txjrqAm3fk4gxY+GJvAxFBHekTf0rpVomEDYsoN9m4d2YO98/K/dHa7NuiqCpid8fDGZTxKAo23dm7M9rdAahYgitLRAjmYXAfZH/eUFYW/4ygqEdTcO23Ku/JPXV7ONIdF8srTKfB0ugmx6ngHgwVWw7iSx1I5MAdNGwaBoAvzIihw0ZR/Bp8+oGcZ/vvXMt3Mq4suIkEWyZDbx7K2tq1FGjN5EXlEWcOrbOamzEX7pyL/8Ja2t98E9vddyNZflyhmq9eLaS5MhQY/O3fbkaOreGDsSZ+sWYnAfcgCsKf5Q3vTDrC/UwL60L0jCR62Tl4aUOXYsE08sQ1ZD84PdU7j5PvPEav77AroBhgWHgoBt2f9VmIQiGXtnewTzOZB72xhCkOzi8cwgupHnJ3GMmo/JqKlCFceUFudzoqnsJCrHPmIFl7C9VwrLtakt7OOr0RVRUpcCdTA2TW7qV2YizeoiJ0GRlQsv9oHXqvGgBtKSkUp2YR2fAOiqol0COmYYpexO6zc/4n5+OVvVjChnNtw+UM8Mr8sagYMeeoSmiMoKPcdTlWwcWgkrcpmzsByaMle2QsrUcy7t3NVEVBo8g026Iw+kAOSkwx7SZZaIGkKbxV/BabW7dwddcFXJMiMm/3MnQBP9+MOZ/z9jmR4n0gBqjV15Ppz2H2/FOsMz6JeudhV9iDVhu4QW8+QFJnMn4phjTXNxxM9xAvKpTqJ1PtjMXqreZcrQvyLz4ujzPIthcUl+uIwZf+4YcYBw8CINjtzhehyLgJCd6c1G20x08FkWZyDowmRimlRcxjc+6HyFQzynEPczoGEqF9gMWeMSAE8Lo16K0q4pBO5FaZXHMugUMB2sxWNucO49L1a8nWQ13nG6Sm33nEHTMQ6EKjCScyYuxJ6ydJerKyHiIp6Wrcnkpqa98kJflGRFGLv7aO2rvvRnG7+fvF95KTGE9GzJmszzw2OLslGBL+qtNFkeCyUBJ3iITgDNzBf0HQTEaLG1mC4uxkGvYKPDgn8bjkep/lO3Lkex4vzowcQOZD27HfcohDF85n7tJmRo6oo3HIXkZ4zuWlLXNZF8gMndwis7fFQ/3B/5AmhUI9zJ49mwkTJny/heynn/9y+o2+7xmDxsAtQ2+BoVDZ4uCF574ivS2G0gFX0zhkKOfU/JXKNhtd2tGMLK7BuqUCsfvrGdMI5enno/d1cP+uj8jvrOLNwbO4qOAdRqrv8J56DauFWdzPi4zatomq7EGITgNPhV+LZAgZi407r0Zr7CA6bymNM9qBRfx2XCT/2HkrUZKb4q5MdttCna5ybUgU4m8rD3LF8HhifA60SaEPv8/nw2A4VjRCVVUEQcBZ+DUd+1eTctmfvvNR3pNxOP+e/Lu+lV8cqEVWIc2go8rrB+C5gSl4FRWLJHKuLQKjKPQ5q1ne4iQ92owohn5furuasYMWUrl+KqpkpimskgcrVhNAwnPzBiJNp6EE2Qe9Bw/u6falHnHvPE50Ho0oMmhpHUEBlqx6Fd3wSDJTVvJlxBzmlO5CDFNY5bsYCYHy6N20Rl7C2PD/fSJAkigxI3UGAAtyFvR5ni45mfhf/eq7y/hIwOPjOEXvZv/6eporu5h0QQbRWoH3v17HG6PTuHVzOYHWQaQaN/ChIROf2YA1az1mCZIL5yFFGQifnYZxmO1Hm3E/+qj1LuN5fLkEQHCEFClNopdYTSc+jZHV7h3EK1DQqbBn9h0c8MJd7qWI8rl421RE2YHZtYfSC/+AsXvG2rVhI4rdjnF49xpGQQyl31v5VEjWd7HOEIXki0cJagiKHnQBJ8LAKQTWfY0hLw+hZP8x/VPhuDdOcYTWXjdnZCOgEi7sxh7MR6vpdhsUIVwj8M+9/8QrexmacA7GxsuYXyuzhyD+xDfQqCqvNjYTMMZjunAh6zc2k1G5DI3so1Mzm6TcCKISzLT2fJ4E4Vj3TiEUIkMRRCrTksk/oEIQ/qp9mQ4sRE5+iM2FbxMbiCJKnkdbqsDFLy9j1cjxpNjqyDKkUVo3DG/yauJ9VkRBJCkp6TRudE96uuuFtlvleMxBJz5jPbMqZyCoMg2JAdKydtGhRpDq1eDVZzGt4W2EWb+HIzMpvTgansUj3bZoEQC2++47YvC1OHz4gwrRJh0Gu8pJdVx6CSg+UNbix49XjMQgtrMnfAc+82T+UJeFTthPrbuV6qY4Bs+4BDdLMUfqeabpSSx+C02+JpKDaSybNB2LRstgqwmluRNB0JGaEjJOVdVPINhJQsIlCMKpZ5ZEUYfJlI7JlE5M9LQjx9vfeB1/eTkNd/+KldWRPDEm9RQpnbimrufznuIJPet1QjZaVUt1VJApnQ3Y/R2gmhhaFaBrEGzqmoROIzJ7UI+BJ+Go7+jR0DUhVM4uOPvZEh6RRf6rn1Bx4YVYP5HoukRmVPgSnpy8iQ/L5iCi5dz0Ffxj951s9aQSrVcJ+P0sW7acsLCwHy7UgxyAgBsUGRwNEJ4Mhv99g65nQ4W9AqNowqJE0NXioXp/Ow2H7Ey7egBWmxFnhxdrtJHdK6rR6CQGTznJt+q/BFdQxqz53+863G/0/YCk2yz85feX8q8PdhFYchA7g/k64z7UhGRcSmidlc7XSXrl6wQHjKFcnRhS6wBqMyYzc9vznFu+GfULlW3XJHPr+JeJU5t4T7iWbWO61y2pKo82v4ix1cHIsr2Y5DQswWlUlpxLwfwH8LqjibY08djEJ4+Ua3/pBHbXFzA8UsPAnfu5PfFc7nn4VW5o/gY5OZYavZauqEQm5I4jLzmHZquLTz//DEVRSNLaqQuEA3oGv/AYF//s10h73kJNHhvqOMQPPu328SsKutNwv1BVlacrG1nZ5uDdYZk0+AK8Wd/GN21dVHcbecARgw/gvpIaLC4nZo+bpyIczNGt4fqhd1KhJDDaasIkSWhFgVdWH6TwwN8Ylezm0hnP0dG2idYN60iRBfQl41ENLbw481zWHPwpu4ThTEnKPu36fddI1v/H3nvHx1Gdbf/fmdneJa20KqtebEm25V7BjW6KqQYMhBYICYF0EpInb55USpLnCQkhFZLQQsB0A+69V7nJVu99VyttbzPz+2OFuylJ3iS8P67Px9bs7sycc+bMnDn3fa77uiswBBJstyconrEDi22EJBLGLRI1jcdw1gRoiM9H1fjpt7QzPnsSxcZ/rRLb/x9xZHM36blmcvtDrGrZyvYKPQuPxNAMFpFhquUB7SSu0apItnbmGuLohydg9JWQ+a3xaBz/GWqcH2cOJ/nigIhWlYkpGr7s/DwJzTK+MOjl2LCLvuJSaAkwqyOXfc4IY1oEnJ4jtBaW89l7Zh0/T/9PfoJgMmG9YOFHqmFnRpJGI7i95QzKMqoySEIrkTl2OsjvosnKOu2IM1sVa2wEYDgnj5qRo+jEEdqT1cTV0VejVkQWErzR9Bp5GfM5bLqLp1tGaELmm/m/QDAP8KWREaqzL8Z07ePc/dI7TKaUtOHDND2YR+Swncm3F354axQFVJVeZyYxwyAATmWETPz8kWu4IaeG/Zu+wezoZB7PFSju70KXiLFp8gzuDHZTH0qlSNiTu5GKjnlk55wjlu8jQgBIKoRjTiYFa+mwRkgLj8c23ED4vABGXYj3xNvZNhJAcMg8JPmg7IJ/qMzTEd67F8+vn8I0dSrO+04kOv/pymOowHmlGdB7Wp0/AoThBHqhiYBagz/tPVQxQdQ8H/xazJpVbLfOx2COYEqfTSTyHkHVT380ylzvXARVoCMzhwFV4E9j3EixDqLJEdzu29BqU8JDkUgqTMOdd8vf3XZVlvGvWo153jy+7nVh0slcWZP74QceP8GZX+WNGn3t8TLSBJlml4v7bX0MH9ZjiiexRlT6qkS2dU/n4ioXNsN/rtiXYUwFhvHjYdchDK0Sq6+CuduD3Db3ZdrLwasKfG78H/jxrq+xLJhyaldbo8ivvcGWPQeZOnkiXtHBwqoc9BoJVVGJd/jR5VkQtP/AxN7XBh07oGktHHoZvyU1jtiCozTki38Ms+7/lzrH/xEklSS7enextmMtCwsWMidvDnWbd5Kel8XW2laaaweIuXx4yxqZkT+dF4/8lbZwy/Hj84YryAoWMK1zESISL3xvx1nLycy34ipOsTtikSS9jcMUjstAEE9cp2RCRvNBfZOMgeYseTqjfvA0QudOqLkJPsRJ70skORaKMstxwkG+zuvn1oMt/HRMPrd8EjQRPgCfGn3/YoiiwN03TmbgsirefKKWYHeKhnfM2o5PdjBJ0NIw5mupnQXI0x0iX1fLjuBtbJnzGBWdL5Hbsp1pL3XT13sJFfrJ3C8OIyVVfHqBt8Qw3UUWkqUZ9GqtRNPMJGNQ3dpF37qvUjpcirPqbQxp7ZilQQRXH1VjtjG2bBeJQzeiLprL4pYAr4qV+GwGLh98F3VEQOfzsimZYGPjzlPakzL4UsyPQ4MC0R/fyziO8R4NLGI9Nd9ciWqw4/F4WLv8LYY8HtwlJbhdLiafN5fexnpa9u9GnTybe/tC3J2XydeKs1HjcWS/n4gjjaa+QZQd26ktG8shuZllgTySo6stlVsOA6CTY9y7o4HthS6+kPdlRBRy0ueQn/k5+tYZae0OIGx5gpKm1P7hqTLe9BWELzay0qTnOc03uT7yBoXiLsrKUgP0jm2puIvKKeD/8yz89hJ2Fu6isteMU/CjL/z7FTtPxgfSkk55N5zkiVdBm1ZN2CLiDT1OuW0EgI2RKVy0dRuyXcRTlovJa6fRuRsthSzMzPo0ZvPj4iyMJuGMH05guD/MQHuA864qpn7bftqUEO7BYsq6NFQa1/BtbQVLXX300sQ349Pp1m0gs/lSjOMy/mMMvvdx+n15Mrvr+GZCgVAS0CEp0C25WRsaxGgQuSQUZre/lG2DR9CqLkyeSh6qsnJXQxBrqIG6K6/BPKoiG29vJ97SQtY3v4lkP4c3/KTcdlpZYZXdiKhILBhcSFwRsfg78WVbKAhJRAFt7qmT5FPVO1PboW3boRCGXVnctuJFsMCAppCBRIoKp2okOjSHCcQDdEqzmTOQIDuq8hP7DgRLC7MiEWblTsd47XO80fImma0u9NEhxBntDMdvpmxKFvlVp04yTlG0HN2Wh4ZQgWGrHasvZYg6hCB+jY7OZA5ra1cSEiIQnEGo2sR9m1KGhcMiI7SmKG35Cx7D3WlBQGT+go+QQuYcPMv3lVvFUWPeZG7AnMhCFrPICG7CWXmAHiWbu4qv5q1oA3nhRqpu+P1HLuOj0DsHf/lLPE/9BgDrosuOfx9Lyrx3qA+tJJBmOtmBdRK98ywFxJLKaNtUIoEY5UIv7WoN29xb0Kk5yNpijI4NHCw8RPuKcVTMnEfLPg/Z07UMJUaoFCZil+0kBCtbqqaSq9dSo+6kL9SAXjRTXPQAAMFQI7FYH1ptHiZT0Yc39CxQFYX+xx5D9njwzZzP0ME4j147/ngM98c61+hfAQF3JEBIsGILTaTdUUfYOB2X6wXa3ktHIkVFX6GcTzghcv+CszgzT3/+TxdLVYV/qaq4+8knGfjZzyh4+21ufxpAINlsoO6nV7FuZAv3O9q5acyr7B2pIds2kc0NcIQp0AA0tAPtTM8+yJ1KDPOgzDFNNzPt03lZF6IibZiiHg1ZF41lzIQKIoqCUSshCALJkQEEnR7JeNo4pcjw4k0weBRZgMZSM915KQE9p5xHNN5H/oEfkLP2B4QmXEzcc4j03j5wFMAF/wfypsChV1gfGUtdXR3XTXFhC7URrV5CnxzAZS0gI+3sBoeqqiSTfjQaG5FIG1ptBpEI1NXVUV1djdFoJJFIoCgKOqOOhzc+TGw4xkPzH+LFxhfxRrwU24tpHG4k7YAfeX8XpWXjebumnaNDKUXplxtexh5No6IFBtKStOcEoHS0An2wtm/1GfXqdjTQ7Wjg0twsxg8E2Nk+C1mRiKKnWatQmhDRILDssT2MnZ3DglvGsG9FO/tWtlN9UT5TLy1Er5E4uKqB3St6sKXpkVSBnPGZnLekDDERBr0FWjfBC0tIGLLQ3PgM8YCXvUda6Ni3h4WsJEufcniw8mHUud9IvcMVGaquIuGqIZ5UMOs1/HVXBz/c3syITctUo4ELpuXRE/TyTl8/ii6D13a/x3U5MQzT7iIgK1gk8RM3p/rU6Ps3IctmYOmDk1j+12M8a+qhQ/5fLu9bTK6/mH1KN01Z21HD+YyJxTmStQFxMJ00z4U05N9EQ/5NAOR0bmOS9Q32W+4DwB5RuVvQ83IiiKclQCjfjGzUoWZqOZZVzNT6rYRMPjiyGKMA2UaJbFOEYfcGPBWvoJ/4AgClw7O4PJHGJPs+Cq/so7G5iuTuEELXAWRHES7DOHpkIxZBw7CxkWQ0G1u0mI2SympjBUXiZEqkYZ7XzGLvr7/B7uyLsLc1IiegXU7DvL+LQg4y1FRP3cZdhPVTWdHdhtGo5efdQTTLl7Pgt7/g0du/wLpps3niZ/9Nls/L9ksW0+kq4qruDYwfNNI/Ls5vx06j0vMcdza2EOh+iEVdcCR3KTPm1zLo2YyvdQOaFTk4iuaRMWrwAejqNWgCKtZVcYY+E+GBKd/F3zYb2ZmDrqcIrzSMoEknw7WRaNJFu+5mSLZxsCqDN/c+Tgg906+++x+/ET6Q3SmcQtg5Wb1TBCSzm+bODWTMG0FRRF5t13Ld8124ez1k1vj5a/ABBOBgznpC5olUmj9VcP1YOEXVUD39h7OifmcfggBdtXvZIQyQPTQRxxAU6XeRSD9AMRXo/F2cZxhHOLMeAQ2l992GJP19Obf++ThNtfND1DulrvApN+ibusvRWvZSmdChVyA9bmBHQOGyQS8/nJDGhTtbQc2g1wlVE2qOnye4eQvAqat8goCqCmf1exgTSQ7qdUiRXMYk0uhCJXegkahLh7Gtg6hGgyYnB1T1FBplqj2pkwTWrSe4ajXco0Hj8zBRaSKu2vFLTvqVGFmkiBaDUiuSaMBgqmTBFh8xAXZnLyNLlvmv6AimOV+iK9jF97b/kXuHHiBtuJahy8z4N8xm5t3O08pO4XQ+Q7K7BwwSPpud9LYBUFWshBmy6FBH4PXWNzDJBl6rGUchUPDe2xwtLKXadIwW7yJMWUfZrmujOHgBHlGiouKDY7JPnqiktk+ljguqiuBP0XbDzj4Kh4oA0Fg7QEryVnwq3Rt/T6LgDqZwGKTTphJnVdL88MlRorubtptuJjk4iCYnh9xHHsE040SOys0NHgKxJCadxGk9e66GAtAzHGE03z2C3E9ULEYrddFmCpKpLqRXFJDum8ux/3mNZDxJhnsWzQeCxC1hFEXBMeBAlVWOlFfgEUReq8qnte4LWLU2DAbX8Vi+uiNfQxAuwKDP/tC2ngxVUUCWEbRafC/+Fd+zz6ErKuIFfQl6Tc9JKpof3FbhDGdUipZp00RxxiO0ZC1Ap1ip1ce4qsfHiPYQ0X4rViGMIsKb0YtYMt1NZc7pMbXCKMNT5fQiUu+lc6B7H2SUgeFsMbrngKpCz37IHg/SuVcbta4s8n76ONYLFuJ59z36Z5+H47//D1c9+Bq3Lr6K9aGtzJywmYvGbySQMLO54REAKiU/DYIROallV59KLGZEj8IxbSmPDXqRBYHsvgRlUi87XhaxvNLC8Kgxe4FboHJwHXopQc3ssUxpeRVz1RXga0Wte5MRTYCBtCxaKyU0msTxunqkbtBDs2yjTjUjJbajFIM1dzKb2lu44m8PU8tEusghOJp25rerU45ctqVUZbW6MBbLEGNmzKWmwEZ29mJkWWbt2jWEI09hsx05Xp4kOfB4jETCNo4e1dHZPYaykl3091UwGOtmZU4bCAIb3tpw5oV1AAsAumEIMv1GTBET7S4vIwYfu6tO3f1zxodIby9ha3I1JqOBElspwsE0As5BrrjcypKDD/PWQAe+1huOH1Nm2UOu5gjvZdzGNUV5dKzt5ui2Hl7t/BsRNcxULuXgu1s59PZLoKlAl6xHLNcgYGZOYDJNh2s5sm8XLulF3uirIpHoRSvMIBCX0db/lqE8d6ogfT4tI9cxV9rFKnUaX9S8Sdamnx6vx9COF/hy+A42KTWQbYS+AKBhTt9RntA9Sc6xVF98VzTw7uWvcMPG+2E/3NyZZH36DFyixPbzqjH9g4JZ/0p8avT9G2G267nxvhqukMdx206FpnI/O4/9nqpgMU32A+DcRzMAFrCvwli0mrtbZyJ4ryKhmuh3TaVXnI2UjDBt72O8UHUFxdYpXBRSqJPi2PY0sbmrFFQBwW3krdL5fKO2jxqHSAYiAgKhuAl//aVkd82ideqjGG0DjBm7nYoxAsIoUb+i/ChKkRFV1tK6ewKhvjG87+PKCJzwpl8KROI2AoY4G0qXM2Tu5XXzAvKG3FzV76RTo+ARE+zUKZyn0+HYJaDRF2NF5IZ6gATDQoxeqZDbvvgU3jIj6SM+4lodP7nzfoxKEVftDwPpKEDmYfju4Qj1zkICnusBUDURzD2z+dm+PTilKj6/rhnrUS/sfQ1Fq9KytIqYbgyDQ5U09R3m6vp62g9dQaDdjSKcSQ1w7+ujq+pqBEnhgOsFlh3pxSmMsNK7mGvTPgbd5p+M91N+hcetID17gNb+AsatDpHTP0TPjGzc+QFUTzmD2kG8lh4E+y3MTf/3ipv8v45YOMGhDV1YndDWkU42qRUe0d7JPN3vuC9+Nz3uP6GN5HF18BK8xb/DYMj/DzL4TsaHT9CHVQmlKYpq1EEkFer4crgQMfdt5ngiDMXstFdZaaeIL3eN8JXJRq7xxNBFO3mtaBqP5p3wlAc3b0JXWIiu4MPillLQJ5I06nSEgkVY5JQh5/K2MlipJd5Qj76kBPE0afvTp8NDf/7z6GrgALrBHgpMwwyos1AR6VZcvE8O7ZMaQF9ClazhIllim20vk2SJ33V101xZxoHQMC/u/hZ3rx0HBi26siMMDM3G5rRSOimTD4MSiZD0eiEvk6ikw9HfDw4wkMBn1hIKhalNHGZB8FJe0Uk8/ctHkYb7+e3VNzBtZwGiJkrH+KeZXQ97yaS0qOgjXcMPgxhMYCCKz+zjvIZZSHKM+Ix+gpFMvl+wiKWBlSBouH/GVf+U8sL79tO+dOnxz/m/eQrD2LHHP4+EE3z22T2YdRKSeOb9eba4MnVU8CUSP5HaYZptJQd8DxBKX4eoCpiEsaP7Kgy3WimeOo4DG6OE7F7qo0co1OvIDmajiBpaXYXMdlgwdH6LQLSLbNM0hOEQAMFgPYHgEYzGO0kKH31qpcRidH72HsL792OZO5fg5s0AZP/xj7zxh8NcPiEHu+njUS1PN7CrrB5IgDejmqjko1VJ4+FwJ97WAGDFGYoTyNQTFQ0snvjx46vGh46yePB1hK58KJwHW/4HGtdA5yidz+KCz28H8zmocQPHYOsvUtvt22C4HfJnwC3Lzmkw3nygmSxV5NsTz+cmWz4dsQRfn72Ay7etx//mW0wBWJPqh6F7wjwx/1uYtWEEAXrapnGkfzy7gqUc0ltQRqOH9Srkikm6ZSt9Sqrc4ZNWL9d2qbSKE0gUWvixVEJ2QRkvbfs6Tn03B6bZCckOzJKCBoVYTEvvmkoYI1BYchDTToG05zRAHNAROk9mZEkDk/wG6puKEcZ7cEZiWD0mGp35WE6ankuWfqZPXIPDH2No30G2D8UZ6nuKm/oPU+5SaS0wcvKYLcvDpKUNk5bWS0iGP2qacL8mM6epD2sU5MUCyZkKOkGlWK+wpmMWvSNOZkcM9Fq24XcF0YsJ3N0i7j1O0CkMH8vBbxEJ5RXgiDswyHpmOXu4RLMccfFdLK34b0YGgoirv8OIcTehgJO9f7ye4tIJNGfs53ppPt4mkVxdO23BqcBUpgxDR3MPZfotPJPTS13OVgBm+8NcKixBEEoJJnyMGKv4rPv7AHyxayFPutdREs3iC32Xc2nmTjpDOszacfSq2ew1pTjfGr8fNHbi9jTWcAkkVb6ruQFZjHJZqIc9QhEPyO/wHXkHEzJe40WrQiItQVlcwS8oXCeamRjTcPewnxUWI7qtt7EkN5sferz89dBDbNGM5xfirYizq+ATFOr3qdH3HwCzJPHa7MsBWJalZX3nem6x3MTzR/+KGC7ClLCijbkYStvLr4oPMp4cfMlssmIyYwMWloz8kkQkwj17/0RrYS9i8ZW4FRPoHVR27OX3+VWoXRGGsox8z2qDQOolVSWGWaBsQ4oUMWL3Iey/GHMiDXsynYTfDVKMqOTDqFNQg6caOPVGL32SRKm2m60Fb+PXe7j86H04w26cITdXH/4KW4pfQRX8XNCUyphVnhApR8/WZILZvhNPiYLKMZdIVb+KQxVxJOE8r8DqApEhm4ONsx7k6r1xIExnhoYup0h5T5Iup4aJrXHGeKYB0DWpkdm5f6bjve9zSd/N+F1rsR6tT5WhhbrZ1zHQfiLupETr5uC4VCJc+0gzYnIQX8bMU9q5d+pmgnIAACAASURBVPLXAShq/gutEwco83bz9fjn+PqNp6nU/QP4KOqdnLbiIQkqIWM7juoeensq6Nwf4qbaACvnns/ncl9nZeg2JAQ6nAcRVT2LC2d9orxR/yk4d9ec+Uvtmk6kSIJuVcGKRIamlSvTfoBZGmatPBElq43J0XK+NHQNXZN/DoDLdcX/tbr/wzhZvfO0zwiwDhuqIiDl6WBIQREEZFM7AAtjwwTiY9g0YxwZMYWNWTqKB7zEpVz08g7qpSmUZ6ViJuLt7YS3bcdx000fVqHjW4mkTEIQ0MVchGSFpJjEGPEguKcSe+cYpplnU008cbySlInU1mK67TLgHdI9jRg1STzJMfQIGvyqdfQSxBiR+ggYLmP5Kh8gsMKxhS8NteK3anjSUcWOdU9w5ZF7kAxZCETQLKgjtPq7XHZ72dlTJqinfhh+9TXU0dQDUjKBkjxByvOZdHj1Q6k9jTO4q7UR6egBfnf1Uqr9OagJM4mcfcz0O5CjqRQfCxYu+JDr+H7R51bvBBUhkMAoBgmaE9ii2ejDveiqhxiQL2TPpu/TP+Yx8uVeJqRN/KBCPsI3EFi3jq4v3A9A1kMPkf6Z287IR/fK3hSl9daZhby0u/Ms5z1ZUzaFDQ2p+Mj00ZQgkixwdPgOVCQOZDZSHSklbLOgAv3NnShxCVnOIxZMsLzm99xuSEMvxxH1Ih2WLHyChptsXQy2raQg/270+n5iaso129v7KoIgoddlkojzoVDCYYJbthDavp3w7t3oiosJrlsHQOELz3NUNhKMJbmo8u9U8lVPELSrrIP0+DLwOcrx6RtR4pVkVh2ge5cBSU0wplNha00JdqPKjOJzxTyd/X7RCl0805gKSVGf3Q6qfOZOwX54+TNw+1sgnvTuV1S69zfgXj4b4eTjzFmpGKydv4Pzv5oyIkUtVF/DsYPvUifY2BSv4uZNAZYNNHOLKBJxG+iesJRl5lJc4Q70CR/Td+0GwPS8nd1Xu6lq7Sb95hC5RbvJLdrNRUAkqafOOwZtSEP1sQLy1Rbq5HJ2x/PQRS0ctMVZGOrE4JD4VWI8uQNdFNT1M7aqnqLhPqK1SWqXZjOCHq0/SrwtzmCrhLu2gixzMQUr1tJbXoQx2o2KQGPZtURMTkpq3yV3SyegAE2w50Tzp7tq8S0ag1o/QNjah7EmSU5nhOr2IDDC411LeEDzBkYhjqUddrRezbORC3EFWrigcSMHCl2Uhr10ubIpb9/C410y6cET57/jTZVwKIn/CoW4qOV+8zbas7M43DWB2ytPerayQW/JIl7WjSpE0EYEWhrSqVAHmS2vAw+pf40raDMUEPYVczh0BQ5NGs3RmaiSylXxyfRv288TU/6XWyqdDAxeiOJNIigJBCHFPmqKnU9uYB9eXTOSaOelgjbqBw+RkTmOmM7FYPTnGOOpMflJd+oZ8Wl7+XrRn/i618ft/hR9c9g/jfzuXGTTJUQYXR0P+1iU/iMkVcPXMmMMKjk8bdVgYR+/jhYRj+WyPr0fSzwdn6aXdq3ApIhMRLSz2SSy2XQqQ+oz2dk809dHramDnwZ+iiZ5C2g/OQ71T42+/zBcX3E911ekVq3m5c/j3tX3kmUvZqynhs6uxRwufoZI7gHqe8ZyDBs+ZYg/Or/PX9J+hHPLCAWda4ganMR0NkLmXOzWKTzkjZF79Pc4VvbTbcnkfyctwWNycERjoU65kLzxUbqKZrBos49xw3qOkxJkPQY5GyGRIK4PE1VjbClehs/YR37fAL2ZAkctAkTGoY/MZ8Pk7SQUMNVeyQ0BBwubU6kMFGReK1xJIjyZ64eymRNLeS2vcn6JIYOfspjAb4oWc3G0gc2Bz9KRoaeqy0R57zAGaxB5OPVA6fUB6mcNsd9Qxa2an/A971Za3UXs9y+hMVvP2vwqDg09wAxbA+nDVRQ2uWl35fHEbT8gbyDEpPbI6Zcb1AQN+SsZM7SCeYdVBPU5Eloz2kSY9oKLaClZTEI6xKOL9/I7fx/fi9xBc7AE13kzzzzX34EPXE85bu+dRLV7Xx5fgAFbihLnPVrEJRs205xXQG7xIJoo7I3NIwOF+uwtiNJEpjo+2cHH/w4IZ/zPOQPwh/vD7FvbibfUT1qTnQW2J6k0rqXemUHD4Ez2G4rw6Rv5ojWN5vEPIsg6xpT9mFz3df+Clnx0nCnaeXZ6p6IKLEvasIoRxsgeIB9ZFEi37CMkyxiHLCQ1FTTYXVzdGuL1AokvvtqNKDupy4A1X52HZtQgGl62DFVVyfjsZ8+sjHoqhe/97dEIDTJjLoaUBHExiICKpWIqyT/txjBm7Fn76n0RwuTAAGo8jnHCeOh7h6JEF0gwTBlNyolVFUkOIql6SuPTjn+nl+qZpGgI3r6W9e/exrXtj+CI6TFF2nEsfJfOloUYdbkU1TjPLPykhrzfsuFlyxBrUvFp+liEHp2D959Wn1FHr6mPjISD+vQCHn3mMYasGcSt52PsVLDm78IzYQ+z9h7jCe5CrzPidrvPaPeZEM6ydWJSLytahFASydpPTFJQyMOQPApasMUL2JBlQZWsPDt1ytnPfo5rfzaoioLnyV8D4H7qKaxnMVoTssLvN7UwvTidhxdV8rc9naSSX5x7BPVHE7yyt4sLAP3oS+3CkJ8G1YHRvpED6fV8KXo974yeYsvzb6MxJRnqKaEvs4mMHAtZMSPQSZAgDa48DKKAe+R5otp0SksfokdIOQUjkQ46u57D5boSsVUHJ96iZ7Y3mcTz1FNEDh8mtCm1qme/9lpyf/Jj/KtWoc3JwTh+PL94eicaUWBK4UfNq3qmeieAXY3h0ofZlbyMhM6GV+8FVcBn8hH2WpCUIKIKyx3nc2lV5vHn8oxTc/rgkCpLL6RiUB/LvoVvZMsIigo9takVummfhTGL4Ojb8OYX4AcZMOdBqFkKOhNtb76Fqf4vKNrUs6ebdiPW85cSETIxLP8MwvofwfofnajHmu8xFhgLXAt0J6vJyz6CN5FPRryTN/u/zUE79GY4qGSQ5twxTOo7CDvgrveOoMoC8Z9o6L6kBIurBzEWxmgc4c7gFjK9cRjV7igLb2Chz4DZFUNnlVnbfSN66QAvtC9D2zRal2MnqpX3JGy9ZAGbx0/jtq2rQD+To+NSAW9JvR1DeIhBpYLG+dcfP2bIUcnEg78GWy/K+QG0Ww10ZeZj8Mcoqe/E+VwTYVM2uflJAltNpOvS6FQNZOmO8pD2ZaKqliXxh6nR7sMxcANXAlKyimndzzCtu3m0lJTT22cwsDO7gCcuKGVKt4avbXgb0xotpjWpvRRBgybXQnLWOHTZW9E0TMBiLaU1rZ7tVpgpNiGgoiPJHYF3jrchqNFz4eRn+O/mp1gwuJ9Xg1/HJ+czmCxjnu037KwWSHvJhlNzA7aDE5EFOzKj9HZBQ6f9KO+N/QOz265mXP9cbCPVZCVPMK46YrVYAgNUJm+natRA7LC8yxX1q0hmlvJ6BhyNFfAICUqGFpHW10CVr55d03IQiWHXDONLunh3IOVkne9NnTeiCfBKzeMctXmBHu7c/Qh62USufg9ZuiP8XjOGdqox5CzDoOsjretaOiRtarwp+QU35aUMyuetGpYHQziNnxp9n+KfgFm5s3hg0gP8av+vaNW2QlHq+2ZzM/bynxMPuZi+uxWNS+SrJZCYqUEWVao6XmTpBoW3qg1c0vggIWshvpIlWFpeYPJgA8+u+hFHympw9zby7EwXc95x05BbgksznZgYZXPODrqcO7HE7Dj9lRy2t6Bx1IIKwfA9XFffwt3vraTfoWNQb6NPJ/HLidXEu2oQ1JRDLkocnSIzrG2jxd3IUPYG3PJelHF+xP2X4lRCLCoHsPHbvgFm97+E2xTjJvM+tGqChvIyajs/x/BwMcbMesqn/w86NU659zwKux+jKJ5awi9KtCH0P8WCWIyvdCu0rXEixySOVN5Of9Zs/M4pXLEnCkggWFhd/grNzi1oZTu2qAavOTUKbCsYy7GaYiqOHaRQdlG2by/d5tX8dlbKq3TncACnbOYlYT5fdXn+qcG7f0/ouyiIRHP3Ew2nMXbnMWxhhe/fdxt/6/k2+2PTsScs+IUBggYfIds4ys3/WSIhn0gcj107s+83vHCMw4UilY1W9EKQUEUDT8XmEip5FIO0gcPmZ/l6dpCIth2Dzs34Cb/CZvsXSYf/HVARzsjLdbKwyy5lLA2SlelKMxOCAwTIRxEEhs19zA7Hqcu7D4fUzUEmcmFIJSxrUdUcLMHd2C6/DHfaCUpraOs2TFOmoHWdqrb5QejUatHHbIyNuYkooI97iVi0pOtS9FBD5ViUaPT0Rh1HvKcHBAFDVRX0QYV1kEDQAIKTFkXAKEQALYISwZKcxjVtAjEhxq3l3+a17h7Epcs4EB/ivNZrcXr1FLe+jWXOWoKZKqFDVzNpcubxlC8fCEUhVl+PWi2BIGCOBunTu8gAwqKBoCTSZxxg0fB83nMp6FuOsWb+g1R3KgTdOxg762kquhzsYiIyGq665J+zcjwYSUMAFGsX9mgGSY0VnSWVg9HYsIX2yY+QKYSotP7j1GTfi38lWldHzqOPnNXg6xwKM++n61FU+OHVZ1eDPoUHMdrPb9X2EIykVlAVWcEdstISWIxR18mR7G2IqsClc5ay/MAhVCAw6MMxzk64Q8+ukpVcZJhDaPhdjBaBIzlTacnM534XBHrWU1r6EKI4On1SVdrafwuolJU+BDvazzqmjyx/B/977xHatAk1ccIodCxZguvbDwNgu/hiAIZCcbY2ebhzTjFZtr9n7D4hN5UzmtRiQJ4GGhg0RCEC3sgxwl4djrgXVYB6SyH3VOR/7JJ0YisRUc9K+3S+evk1iKPxjXJSYcebLYzJEHBOXJqqzcpvw9YnUv+AEkDRiqwdeZCG6DxYDixvQBAa0HMzd2WtPB5m8oxmIROFPUxO+I+X7dKmjJs/uQI8a8vnLsczTBgpZ7GaMqYxQKxIy7CSS2zX6EEBqNzQQO6s4VMcEUpC4MCmAgyDpxrsWlOSYudaYrUpx4zGlMR9no+urgxyXUNIeoXWFVksWfkOC/Z0Uld1O7JkIK93HT15NfTknn/K+YZFhSTgVDXsn/hlAHx9IV6YrCGiKKQXCHy19DXk/vMIWgswhgeo3vQnXpv8TQA69R4WCGuJ9xgozwyTHr2R9/1UssbIqoWPUdX2J0Lph7D3iRicmSTd4xmv6WZf8mmEbBi63ExvdzpCrcJQeiUHJqRW2fHAwdWpvjEJCQ5q5tCmUckxT+Ea8Q+ki6n50mCGjkcqb+E1biYm6HjOfgfHWr+ApBjZN7uHufsUNvo/D9uhdzSWViPHabdvZL97O332Aa7eXcHSt+spP2zibxVxvM5DzPRWo6IiaZsQ4hkU+KpBGH+K77EguIiDeYsAGBM48b3HAp6y1DtVkwwza8d/U1sdoLF6HuU9KRZJQghgkmVIOvjM3h8S03owJlpRSI1jPbGp9MSmMkVVyMRH3DSBdLkUQ7QFAQipOrYP1dCXVsvcRheVXRr01yh8kvCp0fcfjnsn3Msd1Xfwg+0/wBfzsbh0Mbv6dvG3+r8hmTt4eX6KKlETdzEQHCQzXMrc6dcwnwfps9k4NOUnZLROBdM91I/7Kvulfkxyii4y4IZxMowUgAtAlTnofJKFR9p4+kITMiaO5r+FRkyiqiJVTdfyxbWvkOnzAOAajuPCwzg8XNi593idDxSMoXVSDUo8jXlyJneOXMfu5Bh+lPc7/hSVofKtU9p4X3ZqsqdTVb5isXNJawfVgXoKrD/hmGYhxcIaHHuHRm/W5QDUKwXs7M+kJzHI4p3JVIJeIKlT+ctlAmPbX0IfzyCmL2XE2MOIfhi/fpiWjK2ogp6ENMKwScClmNBqctif91905ovoZsZJChLZHg9O/wFEYQWKOsiVwRD3Br4HClxz8QfRmT4ehNPn1mfB2X5OCEHETA+DByYyo7uOly66nJrYMRzqCM8nr2KMKlCftQ1d0sigZSZlxrNIGX+KD8cpnXN2T/pQb4hDXSOUCkHMQoxZ7p/RVRhhy6FrGdf9Bm9p3+XHBhcKYfIdX6J00hc/Uv6ufwfOWNE8h3NjlTwZezyEzR6jMtzMLhaiACFJpsSrZdqtN/DzQ2+TFjHSZI9yyd5GELLxWeN89YoTz0+8q4toXR0Z99xzZl0+wLHiFwVioQrKFAOKIpIz0EKgxEBe3xBDgH7sWCK1tWfNXAaQ6OxEP3YsSjhFZVIFga8n7uWzWoVmxchCcQCwAQo6pYwZI1HqjK18OdhNVnoJYulCNmz8IWMHZuHw1WNVtxGfGaKt/iK0QRdlU85iwL5fmdH8oioCakJO3WOKgiqAMRYhqjcDKn6tiaYEKKJChjCVu7o6EVQVUVNMxN6Ge+ozRJM6zm9t4XEuxWHKpGbKR0+Rc+I6n/nFYDiVfkA2DzCurRIAe8F+EoqW59wpYZX5zg+QPn//pGdV7zxJRTWZZOiZZzBOnIh98eIz9m3zhJj/sw0A3DKjgAtHqY5nuzPU04L69nX4qBJSs2GrReWOlgV4VANrzUGaHYPM908mr7IMZd9+AK7+7n28+uduIsZerp+3CHGPgC5dz2bdbPYXjuU8q4ElmnfpFiTycm863s54fIienr+Rl3crer0LgfYz6tb/yCMM/eXZ45+tl12KEgyRcffdmM9CRV5/bABFhas+TpqGc1yYHMJEZA1hnR1rsJuY1gQRGOkdgYQdRzjOcLqJmEbPxHzHB5z4hIjLyVdaL7bQZChGEUQUReHwpm56Gnx4e0IM9YQ4sqmbu392PtKkW2Hc9ajPLobOnTRF5mDURbF94W9clONkYqefFx/bwEjaEQQB9OEs/jzyY7Lsa9gtlfGqewUIDsYNnUenpYWQJkZFMA+DmmCfPeUEfjpNx7WaIyxOTVH4ueNGXi+/nKZ5hUy76ABuTx/f2Po0/sMm+i1O8id62GyaTHKHSkFrN/ZQkJhWiz6RYHfVbIq6G3GODEJHSiQnWpjDX5ZcyqXhDVyavpV9agUexcrgLU10dt+ElUvRR4dw9r7KkxfsxCbuZX79F9EKMQp0BzhkCPJXnZuAVE6Jc5DrD6YsojTZzGJ/lCwhgD6RxQhLwQrDxg6ggD2Tvwmqgi4+Qj5OmrgR0iFXToWuxGKrSOaswTz0OBrFQkPBA1xo/w1iXpRVI1+BUWqnwaan2rQao1mkJet2OuafvFIvo0kEkWQZQ3SIEUcZZQkoS8As7Q7SjAOs9M5Gqu7nsLucl7gNjazw7XdbEGMpVkOvcJjc1W38z+wrue9A6i4p8qxGnxPFunsf80MDLJVgXbWFSw4eAmB2c5zZza+zs6qGouAyqtI78NamjLCExoSmJI7ePkR8nxVkgU1TrybsmIecCOKVkwxrJPLkg9jjI0Rs89EnzWws/QNzt4SYdkCkqHULbdkNVHSPYAtFAYG9k76K316CPuFEwYkh6kU74WXeky9iXkM/SHMoJoNkV4Jhk8KFG/6AOTIAwGXjL8JeJyHIPSgGK1Lyk5UG61Oj7xMAnaTjR+edoDjMz5/P3v69NA2neAZLxy7l4RkPn3rQrAV87tV7oGMbZLzLOrGRQ77PoYnn0JSxjzLv5JN2TuL2vkP5odUsHB3O59QlOFBuYOWM2+h0ClyxvZ8rtr2KRk4w5Mxg97w5XNr5LppkErE3Qaz3BCWqpqMeuxhFmWnAIafjCZUwTXqTNV3trDEb+Vm6E1EjoyoiNxmM/N6XhqAdIa4J8cuO6eQqN9JtfIr/zdIwJbqROr2RYl8O59cJjBuMox8wYRqRmaaeSNLUmw65Q/DieRIra0T2VAuEeJr84UqanPtQhZQ35qbBedzuHc8Leb/iSn8vVfEEcIym5mbWWmdyV+BV4qKWb1Z8Fb0pzmvNdchqjFdil1Mv5zLPe5TMaf8c4YJz4Zw0qJN+jIupUdyyX0FUYdWMefy56dt0Rl3YIyWoygg7SzYyNngRGK3/TyQV/ZfjlI44EWd1OjqPDuG3QXqfmZr0P9MzfYDmg9Px65fxiqaLH/TcjVz8a7KExZRNfvBfUvX/axht/nZ1HDe2bqNncTHWo6mVhLgKkgol+mmIw0FW28q5odHL6wVm7tk0jIoF3YVTMJyUa2nwf1PiDbYrLj9rcedSBkwIAtF4DjmyyBDg8raSnGFEbmhAk5mJJj39jCNPlvRPDgzguPZadi7/EzihPZ7BSnUG16sBvKpEluQBShAAW6KArISGrbZ27vYFka7/L454jtCxsR0nc8jpXUv428P0dI+HkbmYbAZyy881eT6tfdE4SAYEUQRBQJuMUajzQBxGNFZaE2BI6ukzl7Jk/7sM24sxJjT0ubYwSafibtCyRZlBUtBy6RUXfqQygTMHGVU4ZQG7N+BC1QgYNFEKfXlo4wGE0kHiwensTZ9LVqKZX1Zf+9HLOwf6vv8DEj09ZH7lK2c18rc0pWbvT90ymUXjT1WwPNOePHF8Y3+A9w71cZeaei+Nk7dzOHQPWfpaqq0rOSrKTKUQRFBG4ym7hBD6kSLCYw9TGZjKms41aHPivC1dR27Ix8vz5rFn77ewWqqPq3UmkyMkEj5ycq5nTMX3ztpGORg6bvDZr78OQ3k56bff/oHXZe2xfjKtesbnfYxk3mej1CKQTZiusA1VsGML7CeD1DUJdptRBcjzKXTkObEZkrjTPkzh+UxCrV5opd54PnLUzh+/tP+MIxIxmd8+sAFzpB+zxUiIbxKSU9oX88tt8MRRDhVa6O0YYCTtEKIgICsC60pewZqwUu2rYa9jEwhgjaajiWRhE5KMpB2jzpZafbbH7Lgj6aBrY4U+l1b9NfRZWulKaySa2EdVXT3FTV24XBL9NVmEfHry6npobXeBezJZvnoSWi3PX3UzLqcOxVeK1pfBLneMuNiPRraQFALY44WU74Z6cQptuutplyR2CA6mJDoppoqkEKXO+VN2zgkh6x30q100Tv/W+51x/M+UoIWJPRO4NvMnxBL5vDP8X+QnDYCBhBhBqxhpSzvEirF/5KrDD5AbKMOr2cX8/e8ymLuIqE6Pu3s7Sa2NiORDZ88mmfsdAtkgB0SGwgprRj5/Rl9sDdxDd+xehpJavPKJB2h62i+Ypt8IwK9ZwI6WSSzqHSDd0c8R4zWs93+R9SP3U9ryBkJtGqHy2XzF7MGU0AJpZPTvoaRzNdZgFwAXH95OZmQYjzGDZxdeyC8tT6OZn2Sk3Yiv0cwlB4NojDKZE/wodpHBTTZm1B0AwNuRMvjC58mI3gCqWwtpGXwu58t0ii6SeSakgShC4uR7dSa6zBWY036MTjYQEq3cc/9CSkcyuHP5Wso6fSSREIDfjL+K8weXU3OwlUNVN5E+0k9Oz1r0O5JMI6XwHjRvoG7sZwha83FG4HDVHRS0PkN6ME5/NANP4WVkB44wOHERbu1HCOD9D8KnRt8nEDpJx4uXv0jLcAv+uJ9p2dPO3MnuhjuWp5KFGuwsDA6w8DezSM7/Dn9z5WHS+AkOVTJX8ZA/bR6CdBEDjz5K/zvvIgWDGKNRZh6pZeaRWhRBTOW4GqUrpXu83Nq5DGdJ6oWcLBBpH8hGm6UQGDKR1jFEUVs7BcUetGYZnS0VoN2oFCEHxnP7sJXZ6rt0oacgkWBL/Fr26KtxFD9OJGMND6oioqpBFQV2mPRUdqh854X3BygdkKTPAV1OgSlNKnur3Pz64l6qO1Tq3DmUtFyBTYhRl/cujZl7eLjbjltKxR3MjTwHevimB14zXkijRuXC4S2UWTooC6ReIFpF5sljPznlcrb0uYk5dXzp7ksQpH+yAfUBK32nxjOpKQ15QJVkkkEdZYeaOVpYSEWimUq1g0diD5MtS+zPX4cqqMTTFjHe+mmqhn8OUh11+qSn5aiHPI9MqX4HUbUT4ZfZ1M9ycavZTp7TS8L9K1RRoWDqrf/6Kv+deD9X2/t4X8hFHlVDzAsP8pmhI6yKnoiTlRFY4BepWfwQzzVupdc6gwrPIJ3lRgQ1C128i+uu+Mzx/ZM+H4FVq0i75RYMY8Z8zBoKKPEsjEkFELH7W/CVVRNdVY/+JMXHU48Y7T9VBY0W4/wZ9P30F+CEFcxEM9HIgcOp9mSKXkKAikR1yIWERFJ3CIuhjMTYRXzx1Uu4sW0JGmWI9dfmYt9fjE03GaUrk+LznR+N2gmoiSSCTocmK7Vq1iVoKRe78QERyUBPEjJiTuq1MYzbVrB50h0oooIhdw9JjOT2DfAGl5PmyGBM5Qenafg46PTnorj0mBNB7PExWEJdyDkqGz1ZJO0Z3JKW/Icp7rGWVoZffRX74sXnNPrXHRsg06rnsnEfkgJBPdG/A/4oD6w4jFkQMERk4oCipFRUn3boqbZEMctGFHcGQ92dqZVHQeAPr29hBlcxocjCmjVrKKkoYRvHGBHTWKr0EgjUEggcomLUuFNVlWCwHgGR8rLvnLp6f9Kz0zAjtZJX+MLzmKacPQbyZLx3qJfVdf0smZr/ke+js0FARRv1k0acPZFiJIzYAu2kk1KlDPanEzP1YQ8pHLEWMy5H/3f1qSREqDeWnTW+UquFZDSBKmkJGV2ERrVa7BLMMmvQD0Y4KnXh6w7Ro/WhEVQuj9aw2bacbnM3AN36egJGlVu3FWNX7kU+Se04QQBNMkhEXUfInU/FyD14YgYkNfWO3uNegSz6mdQ9A5Ux6Nus1NsrEc4PY1v5Bp2uS+jLnkFvzhyS5iaygwWIfh0S4LG0YgvnYFfeVxQ+sbKtUQTkaBFuIBWlV0XC0I/eFCbTeCMPddnYnVfKUd0KxL4jyJpMurMakNUUNbXREkRXsJ4Gj8pGUy5jzT/gF1kyGkWLog6hIRu/zsMlO1ysm/Q8eSMVNDr30J2h547lz+EIQ0IU+NWSm4mPvZvz+0S+N96APHq/OIIyRf0JZg72k1fXyJDdxoID3evXHgAAIABJREFU62gtuJhGSyEIKluLXiVf1lPQPYbuktso7t2KU0lyP+tZX7SH4rV6IvU60jVbqS+/iQHXVJpLUwJ2jtTFByC3ZwsVjX+jPy2DFZULMKgJzm/djwA0ZORySfsxtngnMy77KLEhDcJ8iTJdP3Xpxehiw5iI4LgijBwTaW3OYCcS/cUCky5/X9hHZjhmw7PVBknQdI86GSekoTgNTPVuZ2zkMOHOQoYCS7EZ2yjwJqk42kum9yCCWc/OiRNpE5z0JS1UjbTzvfu/TOHQCMMWHa1ZOUyrm8Tjv3qUuEaLOK2G6IztVIk7COwyEE6EaLcW0T7+AY4KJ+K0O7gY1ACX2f5OoaV/Ez41+j6hMGqMVDurP3gnUYKM0eyZpgwoOh/Nhh9zy2WPQ7gdNo56G2vHgZzA9eWVuB5+GFWWUfx+/AcPEttfi++Fl9DazRT++PPgnomy8xl0B38OU++Cyx5H8/p9lB5eljpXLiQcIsEePR3rUw+IVKClPtdJHVkk7TYSaVm8HboO2Wjh/2PvreMlOav8/3dZu193v3fuuHsylokSJSGeAEECX1hYgu/yXcJCgB+7i+0uLIsG2MVDiExcZyYzmZmMy3V3bdeq+v5RfW3cQhJ+/X6NdJc89VR1dddznnPO5xwUEtzVtJ3aeVHiAyt4vuB1VjeMcO/zGsdyS5g7MIgtZhRKPlKQRUtxmIQDGly5lAyb+GPxKlrsFUT7/LyoKGid+Uz6/1rnIKPyB2GQo7qPO6XnqZOfIE8YZ7s6m28O38g3XvoBP/NchlorU+/u5lltBUogRmW0h5RXpsLfj9YksGXxAlZ4YM4lZ35onwszK/GduBZmzq1OPJQlc4rkviys0RF+/q7b+PbBbzJusRFLLMZr19lZ8jIbe27gtyt9/GvWOcwWZ5jBjIHM9IrEGIM+/1CUN/qD5KdE5jifIvhSgCeuvJMaSSO/4nckZSOvzOe99G2dwzfB5KDvFEIuP93WDsBVra/hqZ7FGv9OeszGeenAsmEPPksx+8xJHKkIjT4btZ0DJEw+UlI3Tqdjsq3AY4+jJ5N4brmZk3JCCKyOpCeZ0MfOTngZFRIkBQ0lFcIxdyHxH/wUxyVrT3l+YjKFoOuY6+rY86efUO8eBNy0OmuQLTrPqybyhBTZ4ihhAMHE7BQMKCMsiu1GWP0APz70EyxdYVSlhjDNqNpyfJKdaJMbAVh6VfnJT4d0AfG0quJkimg0ipKfhx4YpFUyc6/azEuArmsMazrz4z5m9+9DikWIOuoYdzexwh3BFHLSSBVRwcwt111zXgN2XT+5FEog7kTzibjGctDFLLJjj6Ii8ZqpClEN8om5Z1AIPV14Z/r/4X//PoLFQu5nP3PSvh/u9fPCsUEe2Fx7wvqp99NlaIyWv/jIQY7pKf6usgC9pw+zZKM1thHRdphF4g622qPMj1TSNztMx8H9k/uv6LgOc+5h+voayMmpZ6hiiM7AIkx6nI05XoaGX0AQJPLzbgBgcPBJEokhbEoOiuKa1repfkZ27wbVGLxaFy06/TXD+Dy+vuUYNblOPnvlyScvTsfxdfqyhozC2l2pOSCCM9CBCyNvLzYCWI2Ikb22OtacrlyKcNxzStBnGraWKmQpgCAncCYge+AIJf2vIcf9IEoEC1fQlruSYlsCe0qk3xriJXMMW0KjQRmdbGd+4zjdoy8yOLuOD3TfQJfnGLKm4Im6sZOHqo1S3fB9ukpvJO6oRcEJshNTfBGOQCVjMQujLpGQdIw6fxVLu6+cbFvDCMML+6sZSnUxsOzvsCc8DNgOkhOZjRyuBnSKrBGG7E38qernXN59PfmhCopD2Qyrdkq8w+zN3sGz9n1ElSC2pIsify2+0jj/eet/g6bS+9NPI/S+THTrSgrivQiKzNrc3fxldAP5gVaCioKpOMLPsnv5WBHA1D1458gNHJPrKB86SI40jx9dVsv78vfwcOcf0RIq26sibP87iXu7NzMrvp7H1hnhoU/ngUnVqY1oHLWJjDskDjtl9lWV4VtbRlXkCf5yxc20OKpxRjSWNu5j2WgvsT6BjVu3wAswRC4Bd5LKq4bYIAbRNgZpeiQfJRVl7tGfwdGf4XdV8MSamzjgNlF6tJEuTzaX2LqYpWsUjA5xy+iLM26bn91zB6sPvkGFuYtG9zJWLN1NQm+icb6HPw5k43Ms5erQIUZDMmpfmF9d6mVYrWJs6HKs+x7jlpptLFQ0fIkAvzr8j0Tb3LxcvJDu+WVE/D5quvsRUxFMpgoSthS54SBEs0jZoHG+j6yto+T39HFlz1RUmMmZ4kt7fokoQ1xx82+HbuHV1DyCN1yJ+8XXcNTOJ+IZJZD7DNXjDTwudpHd/wmGQ0aBwvL2LTyzYhlhWxGSt4NgLILLnhFyyfB2QxDg5p/Bvy+BLZ81luXUG8VP+w8Y7x/5CCy+G+E3dyBlVeP9+B5Yt468T/wdPPZJhC3vn2qvdBVc/lVj/ysegprLjWPE/ChWL4XXFTDw1a+SaG9H7UxSF04w9zPvIbh7F6PPPUvD7Dk4u/vIHRikqLeXuuYmnrl8M//yskJRjxGKubzDyLfZVTqHb819D0GTHasG0Ymx4PQSWHEX68V9LJNeYZHYSBgLycu+xiefGecNtZB5Qiu5wjg/tn6Un4zPNgZdksj7Nn1xqo2JfFxX+m/6GIXWISImG/9w96kHkxcX4aRvzWb3pGCBIOhYtkLEbCacZ6JyuJfvxe4nV5UJZO0FQSe3ch0IApdlnUNh3AyTCJxKXXVqacOOfsZtkI+GrAxyML+MsDXAtWIpPXKMuXO/j66rZGet/+t0+k0kkdI43O2HfFghHsWUt5QF0WZ+ZDcGwSICTqWKXS8/zTNla1nX3cizRSVs2tYMzMa6rH6yLV3TGP/DH7DMmTOjFtvxHP8ZuPRhdPIQNYH5SR/hhIw51kYkV8YbUEgkk9iWL5/aeRo6kNXYAiWr0ArzObrtf9lUHwbcOJwJIkmBY7rIu+Qw2sSAVlDI0WVec+7mg9EQ0YW38fKvv8T1Tf+AKoi8tKyI1cf6CEW8SMDdX12F03dm4Y3puZOC2YySnYPuHyCu+MlPjgOg6UbYkC/uZcP+12gqX4ElKREr2IpV1Klv7eMJ/XqcThcVFRVnPObMDpw0K27GO8nRxbxDGxHVOPaCgzTHymh1LyU/ug+LfMlJ9j/7Q8aOHiXw5Bay7v8wctZMZeHBQIwvPnIIXdcxSSL3rC4/aXvH5/BNUOqzcdPGchJP9lLte4Ij4VtI6BIHSn/DfG2QcdmCS/egC9C+by/kGhOjetkwJQt+wrHm5ay+cjn37fgAWtG3qFOPUVGyiZ7el3C7l04aeENDzyCKFhTl5KG8eipF/4MPIjqdVP7lUSOE9wy0DYfpHI3wtRvn4raeW22+k/1a+QaPoSIwaK7CnkziCPeSw9T96U4Y7ppmVyn3FZxpcvBEQxtA0600WSswJTuZ2/k7slsbEFLGvTvxCTman2Bu8xOM+ny0L1rJXkd6kGwF74ifeQca8LtL6St4N7pLIs9w5lAxNjVRllI7SYUf41CBAsknEQK7qHK7GeUSIubZaFFozZMZMR/hcw9/l/7693Akbx25ssA8R4pIKkxH6Bi9LCcnXEJcDnMw/2UGs3fiHesjP1DJoYJXac3aB4CsiXzUfTmedTlEC6Dlpe0UV89FfK4ZS0cxyhVV3LruAwxFhqj0VJJMJnnp4R9z4PlWoAToYYmvm3W5bQgCLOMXkHYUfSd8L1/kEM/abeyxmHGKLv698QtkpybupTJIwqaoE8/OZdygLqEl3MA3in7KLSOXs6XmMrYLAo+9EuL5QhPfrzbxT7OKua84h1BKZV8wQoXVzPIdRxhNwajpGtI2L0GbyIsLF/MiRorPjsXPcvuzz7PwaAdxv8Kxbi/2hM4P1t7F7757BXfwMB9pdvKjAQd7ZlXRaKtgXmMDdx7dgi0ZR9FVerNyCdnsvD5nAbe1bsVWl6LQ3sR9sT/Bktlsvfaz3Dv0AgFvI8XFdzM75yqu8a5AHR+n80MfpuDAAfK/8iC3vuc9/HlvD167iYd35PCLJis/HlvFzYNh/Au9XOf9GR6LhK4E6R9zc2teF2Vdf8aUSDEiZvGGVsletYJGoZZiJczedUuIjjaxoPkAoXYrjqIoxavHGBFd3Bh/kL5YFl6nnXA8xXsSOax43y3s7fLztcGn8OVC89IO5kc0bDn/iePIzQyERsi/8hWuG9vNe5d9g8KEBz0UhozRl+FtiSMH3v8MjHdCKgq1V4FsAk2Dlx6CV74FjVuMbUea4RtlsPgehPEOOPLoVDsr7ocrvg4TDzFnHiy4deahAMdTW9BTKaIHDtBx9z2on/8HFAzRmLy0VPV0Ln/mWQS3m97iItosOcjxJN+bdxMjigu7LPGPl1Txna2tkDJmTpfEJMpTEppzNy2WIn64ORvLyCA4roXlHwJ7NrNmh3jhUDd3VxVgli+BwoXcMxqh2Gvln/5ymIdf6+DO0hy8ZU5W5brJKXGwv9uP12ZiLJLgM384QK8jhw9dWsnc4rOVzj439FN6+piqOKxDcd6UipUlKFLUOcLPrnk3nznyC1JIHIutYZ4o8KLzWfIDpexYXsJCSSDPfK6DhwwTnExkZ1KwXNfY1T5GSXAAtxSnOZzL9rXVfHL4Kkbqf4ko2MjJ3oQovvNEdI4P7wTY0RkkmlSxAvacGLLQgYLKYVsxcwAFkDyL+a8sY/bEG0zwcpGFO0fs6Ooo190xpSw5/sc/Em9spPCb3zinfnn0IcbIA91ClWpFVEXyBo+gl6SwvNFLyunEvnr1SfcV0HG3dUGpwNDYKJscI1Pnq0ZIDenoCCyRErSjIAG6YEVERJUOkNzwcZ7t38ms5hWoOFGih0CqYk7tQpJjEqVzfLiyzyKU+rh6h5Y5c0CS0HWdUuXYtM0SCEB2yI6n8UVe3fR5rFqKgqL9CHETnnE//VIhdeWl5x9qeVJPnIAsJHGmGsgPbaK451nYEGFfdAma3cqNtthJGjp71FCIngc/jehykfX+95+w/s/7enju6AAANy0qOivjR0AgHXnMHctLGToSYrD/MK3C5YS0bMosW9jq8TMU81GQsDNi8ePTNDoOHYSNNQBsvsNDd0uQkpJitoxsIW5dil/M5Vr1cbKyNtPQeNRQ5wR0XWVkdCs5ppxTejP7//mrxJuaKfr+91AKCk7Y5mTs6zIM/rMv03CK66EbnrnsgcP0aw4EMZ+w0oOoq4jp2U1VgmK/QMBnJqJYqC84w+TgdAEeQBCN9xF1OaogIUQFchoPIvqq0DwljDusPL94HrG2vTy7eBdXHJAQcjbRZe8iIjRxzxN99BUtIua4jaP116IJSWKKn7/U/xBr0sGlLbVkBTQi8VEOzlvKs0uXUzCYTUXnEWpGAswN9zM3dz7/Z24JtqEk+WMqNYEtrH35JYYcFvbKu9HH9jAo2dnV7ifpsDCGCuwiJljwSTJLB8PUtwzgdzzKj6+QGLQJZMfsDFvCbCq/jIoNxkSvFyisMULQS9YsIPz1/0v3w7s40ptFaHSEdlGkZfdOAExWK4lolPL5C1nv6oeADd71bfSRZph9PUL+PD4J0HEbt493oc9/Dyk9hdYVJTUUITUcJdkfIXZsFMehYTSbjBxJUUc5lpLv8uUqlbuKspnvtFF/g4u5CHwAyE7XonTIEmu9hhHSs34hewMRto4FWeC0sdhlY/dAHw/v30lvVKPRVcjr9ZvZNWsjn458h6WzbmV85El+EF7CPsGIavq1fi+myh/zg9qpPNR3vfocLjXM0D8miQkWEt5RAmaNtfyZQQyDvx03tdJhli3/Jrc3DHBQfgqNKrJfK8dxeSnB555j8Fv/QqK3l6LvfAfXlVcAcMOiIgDW1eagaWv54Sst/GJ7OwOBOL6rHuKTq7J4qVfgT0838EJTPv+sDPBu6VWytBE2iyNsFnehA6O4sZhEPl3/Hf6Q08k1n1vFtq44W44MEcfEbctKsJtlPn15HQe6x7n1RzvY2T7GnEIXP9H+L8ldLdy3pBmL/DLukn4sJb+mDBgH0Dv5Dz5IdeNy3FdevJrNfw0yRt//38idZfydjijChn8wCqg2Pw9VG6Bzh2H4bf+esc3COyEehGQErvrmWR9OkGVsixdT9ouf0/sPRt6DnJ2NnJ8Puk7s0CFKfvzfBJ54ksjrr5P/la8w1tWJo6OTZctWUDgcYPeIzMc31eIwy7xnfQWN/UGWlnkZH4wiyQLOrM2nPH5ljoPKDTPPt8Rn5AQ8eN0cPrGphizHzEF5bf7Uw6/QY+U/Xmzm/WvOcSb9LDnpWG1mGaTJOn12WxZa0nhgl3QYyxbkNXNlZAe/Vy+lXnbjyZfpdvVwZf8GfhWJ8unyM+TCZDg102tTTU5yT/me+lv8bCPGujE7HuthWkdyWegzvAaR8iNk+9a/4wy+qbn8E9U7X+8KTT4wrL4kqtpEHJlOWWcORsqvrJfzhs3JosQRWnMKqBoYJy6X4QpvxeeYCuMc/9/fYJ5dj+u604gipRUup+NmmDFAT1nIUUViQPHAUeL1dhL7G7DMnTOVc3tcCKAlHsXiN3Jqxnq7qXaP0K0ZeTq6pqP1xFkqqhSIKi2CSD6gixZSaNiEw4QqP8kjf/ktK0K3UtH2OF+/4xKWdiS4+vNLkE1nkec7TapX0lRDvVPXsc6bC/oQoPFu01N0i9np/Mkw+aJI1ngQHQGzVsCop4GVzhgFfRF+zY0kNZ1ly06S033Gvsx8ox8XZp5nHyY1YoREeccbiRULHNELQE9xc+2lZ3euzFTqnLinRh/+JYnWVnL+/u+RXDMNDU3TefaIYfB9+9YFXL+g6LTdn25uTXhnCy0mXtnWQp1rkIbAcvToizTYSkAQaLBG+PDgNfy++DnqD9ehpaKTAjbH9h3B4YTcmlx+v+c/KCr7Okk1wkZ5D0PDTwOQlb0RXddoaHyQVGocs6WO9DBwRt/kVBL/o4/iuuYaXJtP/XyaTs94lE/9bj9ZdhM1uefhOTguBNOqxvCONPFCfAWOeC5tzidnbD7qTlHakKQ3LxdF0qnItp+ucePPtM/TZDMEcILqBtASkFTRbF4+cMfdBE2PkvBk4Q79gUiBkSv/yHKAPxk76/DwFWu5pP2WyfZEXeHFikeJyKPMaU5h7T9CpzeHV266mxZHOue1sJjuwmKOnzK+c7CN1d3P0j7aS2uel9Y8L6IgsnH5JZTfcCPO0jIS0Shbf/MwsXCY4lmzKV+wGJfHR2TbNtTxcZY0t+BcugldFDmodlE/f/1Jr4RsMnHdA//Ajz92Hweeeyq9zPidX3D5NWx6//00vPYqpXMXgP3LRpqNIHDCo75sNZQZ94siKFCmYC6b+j5EDg4RPTSC96Ya9ISKOh7n94V2ErqO6zhhttNNNS1y2VjkmsqDXF9UzPoio5ZnW8jPf3UP8fhggG/ZH4AugA+BAPe6Na7Ve7nNX8C/y38PwGJ9F6vYyqWfW8Zowxip3FaKP6ti8uaRGOpFzdEZ/bhAlm0pg8ou4uo4W19bi/e/ZYIfTOH6k8Tgc99k8OtTY8iCr3990uA7HlEU+Oj6aq6dX8iu9lFuWFiEKArcWgy3LC3hnp++zgPNH+GB5Ed4YKHKe0uHcLY8jiCZsdkLkVZ8kG9n1ZLSdBxmmVuAjw4EUSRxxv2+ojKL33xoJbMLXbgsxiRTSr1ksmZlMDzE6ztXAxoVYz785bUU2kqpW//gaa7825OM0ZfBQBDguu8bg5KJwZKmwnP/BHNugqLFp9//DNiWLqX66adPuT77/g/D/R8GYFVxEatWrQKgsgqmPzJdFoWl5cYDwJN3YTWiBEE4weA7njXV2aypzj7tNn8tRFFCFwwvZ0WHTldpPndGttA4XMi/2t7L3WGVLvMbxsZl69GBq3My+XxvFo27ByiOD6PqTpKWXrT6lWweW0HrwidJpobJz7v2re7iRSMpyjxyeIQidYRBQLGpmCPtHJHKEJLdQAkS0BWNMSYWs3S0h2fzs/jCEwdAL8Qyd8pzEXr5ZWJHjpDzqU+ds4fKpg8BoGkWLLpADB1bZIBYeQXx51rw3nbbKfctGZkozwA3ml+l1DrOI6wD2lB1K4Kqc50piYbOgCSRjzHIHRRDlFpUPvjC97nywMcBOFiq0p9dzGZb/OwMvuOwhoNgA3SwLV9OIvZHEBLkCWP8j3MT7gDoepINZjPO8XH87ioUTcJTsRUJHVe3iS6KyMvLo6ys7JyPfyayHT3EgkYYoE3tocNcyDHnYuyRN5hVdGJ5jXMh1mAUjPa9d6aCpabp3Puz19nVPsY/3zCXGxedvsj8qUrd9DaN4xJ76AzV4mYv/bE3aM4yfudXBRfzLmUzvxGeQToYAiRUyfhNbW5uYuEi2D68HYtkYUQoojpxELNDoqPjh7hdi3DYa+jp+V96en6Nz7sWs9lH/DijD6CitxE9FsN17ZnrJuq6zrH+ILf/9w4APrK+CukCBFwmWBhsQNQ12hJGuPNETdoJApYgHn+K56sqmF+ooJysKPtpMNmN6xbUq4lFv0HE3MdtnwAwlMaV6EEiEphUExXBCkyqiWPeYyTFJItG38WKduPJ7sj+X96lv8ZfUutZtiuJSy2kxVbBks9/gA8EIKJqOMMpfrknRrus81R1jLAlgS1mJ2A1s6K2gAfWXk/jdh/WA3sJDA8Sj0S47lNfwFswNWlgdSps/uDHTjgP52Unqt6u5PTjHavDyV3f+A6xUBCHNwury40ky5O/Z7NWn8XEyBmwzcvBNi+dw2KWkJxGfObFrLhb4XDzjVluvlSt8seBMfriSZ4fDfDZioJ0WshingxG+G5bN1cLT7Lc46Wv309r8IdQAmXFHybv35ZhXbgQ2eul+YorUL7QCeynEBPh1Sr+u1TGPpgCDVy9pXg/ZIg2mUpLsC5ZgvksQtNLfLbJyfoJRFHgl/ct59c7O1le4aM2Lz1Rsvo+4NSG8OR2x7GycmaYuTzt++C057B2zTaEqB+Tq2oqyu0dSMboyzCT6YMwUTLy9jK8qZypTh8Y87fByDCYjAGeJ6STrBdJahJfir2XcpPxQ/ZMwVMU+av4zbxKbsn3Uu/IKHdeEKf5bHYfHaIiFsQphQgmYmweW0XSMoya9xge93Kys89uhv/tyPHhnUOmHCJJjTXdb/BInbHKLgd41bYGOdEKGJM0u3JUrHqI17yl1I2OIoeKKe5+jmWf/xAAWjhMz2c/h7mu7tQCLqfpVUo0RB90zcq4nCQppJC0BHJ5NXqsAVPlqQcQ5SOdaa+OzjX2PbRq+fTXvgeS3yQWU9BlgVmixl5zL2E9/VAXoFcIMNfm4srtH59s67u33ct1u/pZff/JQ0lPfxo6tnDQyEkWwLZkCWOP/icaCTRd4KinmpU9xsFrTQJ6KMKwtxqA2cVH0EdTbIutAeDmm8/1Gp7Yl5PhtHViH56PnApD4Rg7uYW47GT+6C4E4UMXdkxVpeh730U0z5xw29U+yqtNhiL0HctPIypyCiYeXcNdQRZlv8TLg3diTw3SmRdlW7HhbfpY/y3o9SbjBh8eIG7zIKUFg+pnzwGeYvfAbtbWfoH/DQtcmmpFEFIkEsPMmvUQqVSQpuaHcDrmsHDhz+n95QMnvYa1HYcQTCbsK06swTedeErlA7/YzatNwzjMMv/zwRWsrro4k4xzQ41oiIwIJVjEBOMOw4s04a2zJ8MA7LHVs7TsJHUlj+e40zTZU5CEffZWNG1KKEOWPaxwrsDSq6H7k7ynZyurfc8SxYzij9NtuYotHUZxqDsqvoZp3d18Zdcl9B44wgK1g+TVH+fxDp0t/SmSisjt28f4RETmmBIgufDr3O3sx2TKoa7ua+TmrJo87px1m5izbtOFXbRzwJt/jjUU38bYZYl7ioz77nOVM0OR5ztt/GR+LWCoA7vdi3lj712YzflU1TyAUDs16VX40ENEdu0mvHMHkdd2YN8uYWoTiHyllGzHOqp+/4WLqn4uCAJ3rbz4k14nw2zOBfNZfE/e5mSMvgwZ3kJO5ujQjxtETLzzx7sRLFMzkMWOAcJDZl7PnsOHBQtacoRBVy8blS/TIIp8uerkoVEZzg5h2r8zRjzpeLBD2RLLj+Tism9DkpcCsH3Wb8nXo9TPeuiCJe3fCqYiImeGRrbaKyjQY9SEjAK1MU0GkjydXYJ5aGhy/0a7hVK9jQbzPG578VXQagm5+imsKAdg/I9/QvP7KfjRfyF7z5C3NP366WAixWhaDVXSZZKqjpIcJZ4jkGeaRYInMFdWTttdgGkig+UjXYS8HgoZxi1G+VbyNq5cPIvHd0IkrKMX2ZAGw+yzH0MKTYlzhBhnf6Jq8v2h3P28/4US3vWuUjyes6vHN3k+E6Ha4QA6AoIkIXk8jA+PIroSNOuFJJwOjMw6CVFMYQ2E6S6qRTWHEExh6ptD/IoKvF4vWceJoJxTX6a/1GeO6WXLEK5wIfZQL6kKnWapGvQUK01nWZNqUr3zxEWi14tz48YZm2uazvdfMOrOPv3JS8/o6Up/tMeVtDEID4+TLRmqlNW2o3y/1vDEfbzvdnwpN7FiM2W7ciE1Rn+eAzH9fa5aUE33MZiTNZsmZQW2+CiX29rQNEM92uNeit//Bqoaoarq0+nv90nEU8b6uXT/c9jWrEG0nnrS7c97e/j73+1D18GqSPzi/csvMJdvZghhXbiNPikfNCdD9k4kqWzGhSqLGS+aXKXcU5TDaRGM8E4dHUEHCRXZrEIS9tgPAxZk02eZnxXjvw48xJ+aBmimnDv5M3FLDY+O3M2Kim3Yx/bzZMeHkIlzV/YH0G/+Hdf+eRwp0coCyxildTezLpjLttkqRyWR7+2OsihihNuZVz3I+vkfx2IuwOdbiyRlJjTfClyueVyydie6nkQQZhpwtiVLsC1ZQvb9H0bXNJK9fSjScqIOAAAgAElEQVRFhe/IZ+HfKhmjL0OGtxktQ6EZoQkTj/JIwWGIGDlQqgC19i6eH1+IqAs4QyotrhY80SyeLa3mqhw3WabM1/vNQkMgqujoyJjNrczSNvB737PMKRzFYanHZntzckD/2ujpbK+EaOJ9e36Pdfk8YD8JVSaUNNFuTlE7LRMwJJnRkw7KQ1H08VnkjO1k4PIpef/Qq69irqnBumDBOffFKwRpURTcgFmQICbh8XeTKgRPn8wgYJpm9B1P6UgXnUVlXC9tB6DDsQh9yPAACaKAVmCDQThmbWfZ+LzJK6BoAdraZpOvpVi7/fP8/MGv8rmIxspVy8/5HMCY1LGFjdxCQZYIj48hJCJIJDlKDaLJuJ6ioJAiRfboCE01hVh8zfTERYitJCYorF2yBPFNCjOKan4qIvk4wq8TLRYZlHORE53MLZh35p1PQaLTuNaOSy5BkGf+Nj12oJetzcPctLiIuvzzVMJL34ZefS+9idlIepCGrGP4nWZu6Xo3V4cu4WXzIZYVbKK62QGMcbCqB3tatfmFzheoBd5dezvXtoSpGOmjoM5KMBTHbq9BUdyM+98ARNzuU5fuqW4yCpR777rzlNsEYkm++sQRanIdfGpzHVfMybuoA2MBgbpIO4eFedhjWbRkteHUZ94r1f0aIbeZkMl2zjmEZiE++Xqv4xiCPAuHoHHt9if4KZcxpOUyJyrzVPC7k9s9NzAfU8yovedxv8AK6YcE9ySIL84D8jjIKn4F5MY0Bi0yt3RFwPMnhj0iavYo81d9H6935XlfkwwXD0kyCsmfDkEUMRVnJp7fbrxzA1MzZPgb4fjgoNdaR0+6nVwwip6elfa7BFRN4sfK9RToEqR0GnN2U227hFF07ijwnbSNDBeALqDrEBckHkp+jRXHInikHkQphIzEUfchpFQb2dkbz9zW2x7D/XOo1zBO7KkwC/qO4tpknJtNSdAXzUNTu1GltLdJh7gk02Wu4KZdvQiaSsTXyrq1U8ZRsrcXU3n5efXIR5D+tLFgMlmQNJG8kRbC2T4Sre1IbjfSabyHZjXOmNPC+5RneEmdz+yFy2ne/ToA3hwLWCQiQowRZZxsdeJbKeDRIWd0Mb6xY9z95W+Q409y+fXnmbOj62iJBHJaKl+QRfa8+CKaLCOiEVVq0TUjV0oUzMgBDVkzIQoOPNktjI1rHMIwvJYuXXp+fTiuP2LyOO+dIOAPu5F0K45QLyNZXobMXuREG9Ula877UKEXjRpetlWrTlj3652dlGXZ+Jebz30yIN1phLTSca7pDZpjl+AVBnkkV8IRkbk1tJZu0wB7lWY0TcMZ1EjacjFnTYk5PNlmKFc3x3xEEZiTjKAoOpoWxesxjA3/+G6cjnpkeZroyXRVS12npnE3I65snBtm1jKciOBoHAhy1XdeZSyS5KEb53Hl3Pw3xRPiSQVois9GRKI1T0EShtJXyqCoN0x/rhtR0KnOdZy6oakTmHxpFuKkVMPLM6qMo8nFxGU3h5jFoJ5FUXIVA0EjtNXhMXH5vZVEAklG4gXkFe/ggZKrYYGdeI6T+UNBvnQoytU9SapiOmUOM5vVZ9lc9GGyFuzBtsnFvOv+v4zBlyHDRSDjCsiQ4S3kJJpeHOzxszG9FqYKhCvuxGQ+RtCtMtTm5UBJFUtEBR2NXlczI+X3s9Jhn5RsznABCMeXOgY1qfG6vQJLZxnmeITlvp/QKF2LXwuxoCwFaJPFm9+JHF/z+vEDfcwDlo6/gSiAUlwM7SALOkkWIiUbUJUp9ciI1YI1kcA9biJreC/tFR7m1BmS+Lquk+zrw7H2LA2HiRi+dHd8QoBhOY86QFa8qIAj2E0gv5hEYyumysqZg+fjFPNGbW7M5hF8QpDfqBt5X7mD3zzSAmvA7jTyy3pMxsDYrYmoE83EshEFL67wYwz4LuGeWCsu13nUvkyHd2rh0ESZdgRJYPf2nUhFxr2mK7NJJo4hkIsomKHNzqjPqG9ozz9MbqdOk2Bh48aNWCznL+kw/TpJ8SjYhKnyMIAcMTzVJrpolWqJS1YciQ4qcj9ytkcw/ptmKCRaWiCrEsk+UyWydSjE622jfO7KWYhnLWAyoTh6/PYqg0kjJylRtpNjNpnrmudix8y/5v4Zhz+X0fZBhNQ4A3keHEEHCcVoI4WhRvlqjxFCfHVNBeHITwAoK/sQ8fgAY+OvU152/7RuzDx+dM8einqaeeTS25le1XUwEOP6/9hGn99o2yyL/NddSyZFyS4KxxdQBwbVInxCgubiKuY0N6aX6tgTUbICUfbU1VHo0rAoZ8qzEmYIGZuJE4lPhTYLkg9JS7Fm4VzaXs4hHlXJykpw3dwnUQLH2LLHym82vY8OWwkx/XI0m8ww8JUDUa7uA0hx+2w3h5R7SSZHJ90RK5Y/gSRdmGBbhgwZpsh4+jJkeBvRNRphy8H+k64TRSgKGEIH4x6d/clKUsgsDAoMODpx4KRN9fD+4jPkZ2Q4PzSRaDTJc/Y63n2oDbfUS78jQUVyDgdsjSxwhXC7FmG3nzrE8J2EDrzUYBhBMimsixYhYniouiMu2py5CEIMVTbKgqiIBM0ObmzykxLsWIV2CsfGJ0MQY/v3o0ci5+3ps0oBQhPhjLKhSmuP9GGtXEC8re20Ii4AB0rKKTSPoOkC27U5mAZbOOowxAk86fp67aZeALLSRZIFHVIRG6Ka4ECpk+qBEW7bcGEeBy0cRptMcBMZHRzAIqtoCPilCqRIm3Fs0YLcYmUgZz6aOUzA3k12oASA8vO8hidDjkZOWOaNFiJqCYIlsUnPYl68A5tyfgPwRFcX0cOHT7rut7u6kESBdy+5wFAwHfqTQ+wLX4dNb6LJuRNJg/cm72FACvGaYz8APYeaAGgo6scz7kFMC0vMzzbO81BYwpGMs3nFQmKxPiTJhsVSyNjYTkAjN/eqU3Yh9NJLpCSZXbNmCvz896ut9PljrK7K4t5VZbz0mfVcNjvvws73DGiImCN5DLg6iVvKydPbJ9fNHjXusf2uGmpyzy03ziaEEQWNkcSUuqpINibNT6KvnGRUZfnsNm6Vb8PW8Au6okH+z+wvccxaTMQqodkMX8NvtoW5Kd9D3qeW4Lglm0Ome0imRgGRmuovsn7dkYzBlyHDRSZj9GXI8BYzXbjla08cnTF5nJ7/N/6osKTPkDsfyBN4yraSayMmrCnYUfYoXu9K7JLIVdmZMg0XjekT5wkLz5fY+dTex4jH85jreIT4WB4u1Y5avY14rIPCwlvfsq5eTHQE2kUH45Hk5DLfe++FdqNC1nDCxh6rEYasKoaiWRIFSdVY3T6GoKVIOvqZNWxMUui6zuC3v4Pk8+E+XW2+0xAzhSZfq6IbXY8Td0GJdx7q8DDmyqrT7A1xJUWJ3c9RvRSry8dIawNttnIAFMV4FB61tuFNurCq2enrAJaojiPUzcsLVrBGVygqujDjRA+FiZimvHQBzHgJoWJCFRRIDqfXCHhaEoz6ZuMo2MtwVGa3vo6SkhKKi09fzuDsO6MjRcIzFwH5oVyskSH669z0mopBTzFfOEsRl5Pg/8tfIKVOtj/BeCTB/7zeyWX1ueQ6L8Bzma552JGI4ZF6KPVtYa85SUm0CEWTOGAemPRUjXf3oiPR7RsgN5aLmvbp3j37XsKancMWH4tI0tv3W3Q9gSQZoY+BwH5E0YrdXjvj2Pq0M4rs3cdgXhkJeUqZNJZU+d3ubq6el8//fHAlD14/lwL3my9CckhZhDuWTb93HE9gFE+63Ak6LBpqIiWLbLMvYFbhWSoSpk/TToiULjGqGQqrsqqwuL0Ub0ChfX+A+bbHWTb6KYRZV8EnDvCldT9H1yWy9o7xRMBKSVjjy68co2QRZL27joC0mwORe0ilwtRUf5FNG5soLb0PSXpn1TjNkOGdQMboy5DhLWS6gbe3c4ynDvdz/7qZnqKJ4uzRgIPitHpiSLYRsc2nKinR72hnwNHGcM41rHDbUS5CjacMGBFNkx+QThwzgnMv8mgBJmWc3jndODzXkkIlK7sZt3sxBQUXKKH/FjO9KPvzltIZYYCmykq0DiMHTkTnqHUYUTejSYZXTEWmYqiL0bCN7JGDBJx5uGJGOFts/34iO3eSff/9iPbTFYGehjgzvHNQSU+AAKrgxhwfJ5xvxdE3mO7fcZ6+dLjbxJDcogXJtwR5XZtFda6DPU29JATT1PZajEOWVuZEqkgyMXEigOrGEericGUNN9RegEx7uji7FokQVizoCCRSGhGzE5cQBhR0VKKMADpKIolGGQgKWWU7YSwfVZC44YYbLlzAZdrnqkSCTEwvTeCL52CLDjKS5SFgsyEle1icN/fcm58IR3/6GSy1tSds91rLCMFYig9ecm7ecSFdemN6p0UVBpO5mOUGPjmrhXaTwrvHN9MVPkZKSKu1aDrBwaMkrC48SS91pXWouhHWWeQo5KXY5aQkmdvyvAwOPIEsu5FEwxgNh5ux26sRRfn4jgCg+v1E9+2jq6x+Rl8f29+LP5rk7pXl53SO544w41M8FLsCDY0jxQLZI32YkvH0Vjo1492M51mJixZmFZxFiYi0eqdFCmETokR1KwnF+I7UjSxiabPA5jeMdmotr0DpKoKbv8XNL4/x/HiUa5qjPBWykPfaID96sQHT+POY5jfx2q7N7Nv/PhTFw4rlT1Baet/FvywZMmSYJGP0ZcjwNkDXDclykyxyz2pj8Hp8vt9wOJ/ygBH6mdRseEQXYUXnyfofUh2ppCXl4JJMLt+bRtyc5GuN36UjsQhr0WFynwziTBRyMPs1TIKf/Lwb/makqXXgaWspyyumco4EQURLh4V5zBGa7YO4hTwmc08FkaVdCZK6jdzRnbhcU4NJ/+NPIJjNuG+68bx71DVN8VEXnDhDA6huiWS70SfzaZQ7AfItIRRRY6dWT77DxDa/HWVaHpuSPEZSTDEvUoNJMwa0quJBF8zowhg5AZ2lC8rPs/8GWjgMuk447QlKqDo2h3EFBcGMXxoklfY8OcIRBnMWk5SS2HIaiI1WUFxUev5lGk6CGgwixWMzlumChEY2tsggQ+4cBsxelEQ7CyuvOK9jjP7q18QbG7GvOjEsdl/XOIokMK/43KMTUurM/LXsqBUNhf1eI0R3vr+eS4NLODS+dXIbx1gCXQ3QUSCRG81lw4YNaJo2uf5VaT3ecIANJRL+wF4slikjPxJpxW47tTc59MoroKq01EyV1VE1nZ9ta6cm18HKyr+muJaAOF5Fr7uJ7uwKatoOI44b3x9R1aka76EvxxA9OlWx6pNRYj+IAER0G1HFCAsuDU1Ntqwu30LePz5D4I7H2PxkF1vdgKbz913GPb135AV29D+Gb9HrNDb9M9FoO6Ul97Fi+eN/M2HxGTK8nckYfRkyvMXowNG+IC8cG+SO5aU4zOmHM9IMnYLeUAUm1ZiVjmoOClSZAVszCTlKS/lt5JsU7iq8eAPCDDMxiSH6E3NJag7sBQeRPRtxx+0M5O8EIDt7wxlaeOfQqbgYkOxsqDPyQwVAGjqEohoDvcM+nZgSpYqp0DABnap+E9boAClfP0W6BrqOrqoEnnoKx7p1SI6zUAk8BZoggDoVAmiNjZKSZeItrQiKgnKGsMsiu6FEulutRQ8M02UuYG7eVHty/BCKplAXLceqGgPhuMXIV+x3SdSFYiiKct79B9CjUQAisuFh1DWdUsuYcX6YGJaaJrc1xXWGs+YSLuplWBUIh0qprj19COu5Ejt06MRllmx0QSYhRmi3FBKVnSiJduYUn0chenRGf/kwljlzcN9wvbEkbaslUhqP7e9lZWUWZvncCza3DE2F+6KDO+oFNF4pPMKmUIp/7v0YeoWZSCoweVDbeAQEO0dLeshN5KK79ElfcGccuizFLIsM0NX9bSTJhtVaho6OqkaIxXuxncwwSZ/P+G9/h5yXR19h5eQ5vtw4yJG+AB/dUPVXnRCyJh24Iy663U2kTKWUdzehjxr3ek5bGKuaYG9BNZIAlTln6XnXdbIsXaiIJFDwm40JyOJwOUkJfrt+gKKc2+l+6CidD+5A9xr3+Hf2RrGldJ7u+SmNgV3UXl2Ds9j47BYu+Bk1NV9EFDOhnBky/DXIGH0ZMrwNeOHYAAAf3VA1aeiJpAdC6feutiATIwxnLB8zAp2+N0BezIBtFtflenCex+Apw8kRmBqg6oKASw2xN3oNkhLFUbgfZcHVaGhk5Y9gt9fO8Aq8Y0nfa/sshsjEfJs6ucq0/+HJAW6DVULQBepV2+Q+Y975iBEneQO7GZu1lsL0xYvs2oU6PIzr6qvPsStTj6eJV6o65ZWwxEcRwikSLS2YystOqP02NWNi/F9gD9Gq5TMquOjpHWDM5GNxdcHkFkriEJWJCuri5YjpfVSlAFFN0FjsY6X5QkMqp14mJAUQUBFZILWiIgMiLebtFCZzQIeYpQxNMuEs303XWA4gUFNTc2F9OK4z0QMHjbf65D+EHMZ93JVjo00xXpck+s9NxCVt4KRGR0l2dOK6+irE4z6f/3ixmV5/jPvWnntNSwE40hdAm3wvYA7OwmTqZ9QcJt+/BhMC5mrL5A7mhIgcHkG0VDFm7cdn8/Hjwz+ePO/D40b+6iLrIMPDz1Fe/rF0PTKIpMV1TvD0TZzn8DCR3bvx3n47TCtY/UrjMFZF4up5Bed8jufMNKMyP2hc0x5vGGcigjUeRRsy8giLjvqJyGa2uhdSlmU9S4PbCO90mwZI6iYQREJm45llinsZcQs4hFwSTWHius7OHIkOh8TXxiTWDqscHttKzqIabvu3e5CK/4zbvZT16w6RlXWepU8yZMhwXmSMvgwZ3ga82DDE/GL3TDEDQcBiCU6+LWvuwuw1BiZl/hqSgkpr9hsEnYbq3Cz7+QshZDgDAmRFYvTF5+J09SNKKWIjSRrd+3GJA2Rn/e14+QD2m3PJUqNktR2bXCb07SWkGrP3rYqCNymjTLNkBvLXYdO6KBp4jrp33zy5JvDEE4g2G4716y64X3pyyuiTxHGcPTFUvx9TxZlDw/JNAXZo9Yi6TlPQ6N3cIiMfMRofRFL7qYjXAaClDQG/ZzbZI4foyStlTdlF9KKnn7yaILJIbAaTnaAYpt3cwfyIkfumSca1LszaQ2K4HI/DR0HBxTUewtu3o1pmiooEnGUIWorD5TkMmItB11hiO0tv0HHE0kaldf78GcufOdzPd59v4qZFRayrPT+14VhSmzSkF3dfjp4oYtTViU0TkAPXGp9g1pShWTRoQ0AjkOPBmXKi5qhsaduCKX2dDw0a3qdS615AoKjw9sl9/QFD+dNmP7mnNfTyywDYV66YsfyVxiFWVvrOy5N5IeQFK0gJSbpzPORGepE0ASVqXAv7eJKthfPoihVTX+A5Q0tTCGoSr7mHBCZ0IGQ2nk1xTWbMI2MR3LxeILFJ9fPVUol8RWTziqPscrxAB0eZf2Mexxq+gM1axtw530aS3nwxmwwZMswkY/RlyPAWk1Q1Dvb4WVFxYs6H220ormmqgHfIjzVt9FlUK33OFmwJCzH7JQDUZYy+i04qafgSZF2lK7YUVVfIzTVm/XPCTgbKnkUQBIqL73oru3nR6ZMdLEgMEX7FGMx6TVHMsT5G4sbgf1CWqUqkZuyjSSbyet5gpNRL/TxjIkJPJAg88yyOyzYhXkBduVTai6Gnpow+xdmLc8gINzVVnV0+0C5tFugao4oXUYBZ+UZ7o4E3AKhIGAbXuGwMaHVRwTPegCYXUzev/Lz7fzyCbISJ1og9ZAsBZGcuQSmMLujkpKaOkxRjuKRhUqMVVFfWXbTjTxB94w2SrpkF7eMWH45wDweq60jKDpTYIVZXrj1FC2dof98+kCQsc+ZMtZ9S+eRv9wHwhavrL0rYY2GwGt3azKMVf6Eu5uAyPJhrPGCaqBcI9V15IJjZX3AQT8LDlvAW4mock2gYfY3+BLKawiW8iMNei6JM1GLU6ev7I3Z7DXZb9QnHVkdH6fvS/0UpLsYycd8D25qHaR0Os6n+zS3NcDLMqpUhRycx22xyI70nrN+Rb4jynEueoehvQBZTRHUbSTFFVJnKBR13KST0JA/0jTG32kcsy8yivqfZ9rtv0XpwF66aBlraHsLjWcGyZY/+bURFZMjwDiRj9GXI8BYiCAKHegIkUhrzi4+bddWFyf/0lIigQcg9NXDu9TSwsL0a0vkQtRmj7+IiMPkZKLphbEuWcWw2PwAaGvbsbjzupX8zg5jpw+8FYx2EXzPyFee4jVCuDrV8cv3C1DghyTpD9dEz3MrYwkvTuW8CqcFBNL//nEM7ARBnKkoCaNPCO/FFENMhpJa6kxhE6eLs09s4oNVMKhzOyndiNxnGlz94GFXKJkc1vE5jcmByn4gSIjsh4HCdn7drEnVKMERUZHRAEnQSuoyQayg+OlQr47biyV6HnVHGxwrRNYWFS+dd2PGnM83Q0mx2ji9y7gx20lFg5EiaI7tZUHzJebWfGhrCMncOos02eYQ/7+slklD5+k3zyHGeXy7XRPeni121u5sJymFuGrqNbEScqwsnN1TDI+SMpcAyl2bffiyaBVVUWZa/DEk0vHBHsVIU60MUwO1ZOnEkYrFuAoF9FBbccqKBKoAWCoGmkfuZzyBI0mTfvvt8E4VuCzcvuUjlNc7IzLu9z9lKwlxHfqQbgIQ8df91uAxDdEXlWXqvBQFBi6PqEjEs+C1jEz+NAPhdEn41zA/uqMZdGwNNo/SpffTuyENUVLJmjyNJDurqHvybEbvKkOGdyPFJEBkyZHgLyHdZ2HxcsV7VYtRBm3q66rxgX4w5XS4raBpl6fiUoZjJ53vzUHXDOLCISSTdmCs7UPoYTjlAdvbGt7Jrbxr1R7ZDWjjIKqfoizrJmrMU9B4A6uIJfm0rh3Rtb0FXsac6qL3xoRntiG43jtXnIwJyIhOePlFNEM3JAwwD3L5mzVntr8gW9ITxfVpSNtPLEbOvwZde55fGMVMGQGuBmzqzyoWSGhiYemOaEoQZsdegp9U8F4RnccStUJt+HywM4PfnkRLjFJW8OXlhKZsDGJuxzBc9gC4awityspNyz7nn3U3gWDczrPeVxiHmFbm5bVnJebd5Mnbk78GTcrIosoAxp0zRLB80GGIj4c7XQLDQXSSgoxNVDEGd1YWreSb9Mztic7I8aCh9etxLZ7QtCBL5+Tec8tiCouDYsH7yfdtwiFhS43NXzsKivDW/y32udhAtlARbAQhZpzzz/XbD2KvOOTdhpeFoGfqEr2BaOZWIRUCNR4iYQjyveqlv2c+yJYX4cq4kr7qMyoVrEYSMjyFDhreat+RbKAjCQkEQdgiCsE8QhN2CICxPLxcEQfieIAjNgiAcEARh8ZnaypDhncxY2LDgrl9UeOLgQDRmZrX0zKijMM7T5uWTq3P9MvZaI9yo1pbx8r2ZxHXD2LCbNay6ca2jpS8gKT4KCm55K7v2puBVoxSHhjBXTeUw9UaclM2f+km+LBKl3Trl4XQEu/HPMlE/ZxYAWtyoC+a6fDOCaVo9vAtASxmDVFtkAD1/KtROcp5Zdv6IVobP30FKNAyuJWUzwxoT1gWUR408o6RoGEHOQAfHyitZXn8WtczOAU0y4xIMa9lev4mOQAcAi8P1dNhFEmajhIEpt5NI2INiNr8pHhKlrBRVOXHu12ZpnHydF+9GvIABu+PSE3M571lVdtHPx28d5IMDNyEhkl2fNbN9LYlkmsXuklfJjeUyrAwDUPv/2rv34KrLO4/j729O7oGcJCaEJAQiEEAIlwSwoaJVpIpgxa1sdWcrrr0449rxsnZaW2fWdqfO1OqurbutnR211Xan3V1rW9fd2nWt7bq7oyNoLSBeIEUhJAaDJCEXcvvuH79fkkMMSMI5HHL4vGYynN/z++U5zyHPec75/p5b4dF7By7P+j8AotHlR6Xn5y8jM/PYvWLZS5aQFlPHe/oGSTP4ZN3xV5RNpP2FwfDLou5gikBbXt/wuUFLo7Ioh7Rx7una1DV/eLXTKX1Bz3c0YmBGWlo3D7/6Etk9XXxvdTaX/+W9fPRPr2VO7QUK+EROE8l6J34L+Lq7LwP+OjwGuAyoDn9uAB5MTvFETo1tjUFPxSeWxAwPHPU5XHqgFYApFT20MNKzt+rNAgbnB8PCaqZqUny8tbV0fyCtOJo9fIe7OKeLqpmfi5n7M/kNfVGuaX4TA/I3bBg+9/bgbHKKgkBpRXcPEWBvuKUBQLS9gebiGcPbGnS99BIAUy9dN7HCDA6MfisQJajnmX3vES0Ngr70kmMsBBL+clZa0MOxfbCK4o69w6frZhYe9V7rz5xN1mAQAKUPHglf027emV7F0pXxWjUz0EGE5RYEVvk169jRugOARV2zOZA9UqjZhf9LZ2cB88uXxvX5+w8EgUB0w+UMdB0GG4jZxh56YwYdLJrIghthPYoUF5O98JzYJABWV59cEG0YuZkRhv6A/RbcPLuwfSUABQuLh68b0hYt5lBOC5WHK+lJDwKimuIaBgeCXtyS/h4WZLwGMDxcu78/mNtZVDh2T7J3B/nk1o3cDBl6xkXlUUrzT+HNOBvZnL01Zz+ducH7ov9Q0Gt8aGoQ9HXnBXV8WWXhGJkcM3MA9h1ZTEteEwCV7weruUYjwf9yd1o226NLWdzZxDkLrz7ZVyMiCZCsoM+BoW9KUWBopvFG4DEPvAAUmNkpWOtYJLnOKTt24DBvV7BwiOcbGeH3so6sVmY1t7K7ciYANVMU9MXbvjfepyV6dO9reUeU/nBfNdJyqCi/JgklS7zF7+0GIHrlFcNp0cVr2NO+B4B5veEXyJiAINrWwOvFIz3RA63BzYrc2mUTKkPv7jdIs6Nn9U0LtzHxzDamDwS9fjm1tcfMY9CMkuxOALb52ZQeGRliWVmUw6CPzHOKXWo/tysIZqd07MEj5UzNn/j+gkZ1+MYAAAwWSURBVGOJdB0iw8IhozNGhhJW9JbiMdHRjMzd9PbmUrtsyegsTkr3y8HCNXmr6unp6CCSeYCIB68/va+Lrpkj/xeLoxPfG3DK+edjacHXjN7+4G+ZmZ5GWfTk26uFZfmkhcFe89Q9AKSFX2my5wcBTXdHMDfTIuW8NiNYiXbO4MjrKcou4mD4d99QMBjsRxmZMnzzo7X1twDH3Fqg6/evAJC7cuRv+Oa7QaB43tz49g5/qPaRBVua8xvoz5jBOVmd9B0IAs+0cF5y47Sgx/KcshPflB3AI3k0Dy4YPq5oDfboPCvdaMswGotncSQrhy8f5/0oIsmVrKDvVuBeM9sL3Ad8JUyvAPbGXLcvTPsAM7shHBq65UB411Jksrl5zVw2LCkjMmqYTcbcXPpbSnlnzwIeuWo9GcUD/FvPZVR1NtKd3cUfi1+hcnYW186ewfTMDDaVjueurZyIiz69gI/05PJ63hyychrImtVAe02Eg+3TIaOc+pW/ICMjmuxixtWckjwWledz2ZplRK+8krT86fTnlPCfLYtYuela1s5cS/pALpd05NKa9U2WRJpon9pLFi3k5uzioo0jd/hL77yT3Pp60vImtgDKlI2byWnvp80LKOubxkDzepblHIHBbnJnvUzlRWtJLyuj5Jabx/z9rNmzic6Zw+6eSjrJY2DBlXxs45+wOLONr65fgJlRklNCdWE1V9Xew7Q+aCg8wAtTt1JT9AzpaQf5w5x8PsHJz+cDiG68gpy6WvI3bKD2vFU80HMFjVOXQUYOty+/nToW83hZJlXlmeQfepXWaS00tU3B0zqpXjTxOXVjKbntVjKrqsheupTzV68g+t50SGsnl3eZ3/BD9leWM23gMJXN93FV/RfHnX+ksJDspUso2HTVcFplUQ5zSvJ49Ppzj/ObJ2Z1dTEbayvIKqkmN+099lf8nPredTRmwFmfqRkO2sqq55OZU0jFyg10zt3Hx7s+zuarN3Np1aV8YdkXALgoP4eKgSP81cJ55ObOZdnSh4efZ968uygsXEV+/tg3LopvvJHc+vqj5pRevXImq+cWc+va+PYOf6hZH2XQIgxkHqCxcAeFeedy99wyKi/oojPfqbz0crqnZNC5MYeSqZlcVTeOBWaqVjO4dDMFB7dR13Iu1R2VzGz9DVOzD9KV3c3ipkZKWxq5KeMwq09wJV0ROfXMffT6aHHK2Oy/gOljnLoTuBj4nbv/zMw+Bdzg7mvN7Cngm+7+P2EezwJfdvctx3uuFStW+JYtx71EREREROKsr6eHlj0NVCxYmOyiiJzxzGyru68Y61zCVu9097XHKdBjwC3h4b8CD4WPG4HYJb1mhGkiIiIicprJyM5WwCcyCSRreOd+YGhJrzXAW+HjJ4HN4Sqe9UCbuzclo4AiIiIiIiKpIFn79H0e+I6ZpQM9BCt1AvwHsB7YRbD70/XJKZ6IiIiIiEhqSErQF87ZWz5GugM3nfoSiYiIiIiIpCbtmCkiIiIiIpLCFPSJiIiIiIikMAV9IiIiIiIiKUxBn4iIiIiISApT0CciIiIiIpLCFPSJiIiIiIikMAV9IiIiIiIiKUxBn4iIiIiISApT0CciIiIiIpLCzN2TXYaTZmYHgLeTXY4xFAPvJbsQktJUxySRVL8kkVS/JJFUvyTRTsc6NsvdS8Y6kRJB3+nKzLa4+4pkl0NSl+qYJJLqlySS6pckkuqXJNpkq2Ma3ikiIiIiIpLCFPSJiIiIiIikMAV9ifWPyS6ApDzVMUkk1S9JJNUvSSTVL0m0SVXHNKdPREREREQkhamnT0REREREJIUp6BMREREREUlhCvoSxMzWmdkbZrbLzO5Idnlk8jGzSjN7zsxeM7MdZnZLmF5kZs+Y2Vvhv4VhupnZA2Gd+4OZ1SX3FchkYGYRM3vFzJ4Kj882sxfDevTPZpYZpmeFx7vC81XJLLec/syswMweN7PXzWynma1S+yXxZGa3hZ+P283sJ2aWrTZMJsrMHjGzFjPbHpM27jbLzK4Lr3/LzK5LxmsZi4K+BDCzCPBd4DJgIfBnZrYwuaWSSagfuN3dFwL1wE1hPboDeNbdq4Fnw2MI6lt1+HMD8OCpL7JMQrcAO2OO7wHud/e5wPvAZ8P0zwLvh+n3h9eJHM93gKfdfQGwlKCeqf2SuDCzCuBmYIW71wAR4BrUhsnE/RBYNyptXG2WmRUBdwEfAc4F7hoKFJNNQV9inAvscvcGd+8FfgpsTHKZZJJx9yZ3fzl83EHwhamCoC49Gl72KHBl+Hgj8JgHXgAKzKzsFBdbJhEzmwFsAB4Kjw1YAzweXjK6fg3Vu8eBi8PrRT7AzKLABcDDAO7e6+6HUPsl8ZUO5JhZOpALNKE2TCbI3f8bODgqebxt1qXAM+5+0N3fB57hg4FkUijoS4wKYG/M8b4wTWRCwmEotcCLQKm7N4WnmoHS8LHqnYzXt4EvAYPh8VnAIXfvD49j69Bw/QrPt4XXi4zlbOAA8INw+PBDZpaH2i+JE3dvBO4D3iEI9tqAragNk/gab5t12rZlCvpETnNmNgX4GXCru7fHnvNgzxXtuyLjZmaXAy3uvjXZZZGUlA7UAQ+6ey3QyciwKEDtl5yccMjcRoIbDOVAHqdJj4qkpsneZinoS4xGoDLmeEaYJjIuZpZBEPD9k7s/ESa/OzTsKfy3JUxXvZPxOA+4wsz2EAxBX0MwB6sgHCoFR9eh4foVno8CraeywDKp7AP2ufuL4fHjBEGg2i+Jl7XAH939gLv3AU8QtGtqwySexttmnbZtmYK+xHgJqA5XkMokmFj8ZJLLJJNMONfgYWCnu/9dzKkngaHVoK4DfhmTvjlcUaoeaIsZkiByFHf/irvPcPcqgjbqN+7+58BzwKbwstH1a6jebQqvn7R3PCWx3L0Z2Gtm88Oki4HXUPsl8fMOUG9mueHn5VAdUxsm8TTeNuvXwCVmVhj2Rl8SpiWdqb4nhpmtJ5gvEwEecfe7k1wkmWTMbDXwPLCNkTlXXyWY1/cvwEzgbeBT7n4w/ND7B4LhLV3A9e6+5ZQXXCYdM7sQ+KK7X25mswl6/oqAV4BPu/sRM8sGfkQwt/QgcI27NySrzHL6M7NlBIsEZQINwPUEN5vVfklcmNnXgasJVrt+BfgcwfwptWEybmb2E+BCoBh4l2AVzl8wzjbLzD5D8H0N4G53/8GpfB3HoqBPREREREQkhWl4p4iIiIiISApT0CciIiIiIpLCFPSJiIiIiIikMAV9IiIiIiIiKUxBn4iIiIiISApT0CciIinPzM4ys9+HP81m1hg+Pmxm30vQc95qZpvjkM9Pzaw6HmUSEZEzk7ZsEBGRM4qZfQ047O73JfA50oGXgTp37z/JvD5GsNfY5+NSOBEROeOop09ERM5YZnahmT0VPv6amT1qZs+b2dtm9kkz+5aZbTOzp80sI7xuuZn9zsy2mtmvzaxsjKzXAC8PBXxm9lszu9/MtpjZTjNbaWZPmNlbZvaN8Jo8M/t3M3vVzLab2dVhXs8Da8NAUkREZNwU9ImIiIyYQxCwXQH8GHjO3RcD3cCGMPD7e2CTuy8HHgHuHiOf84Cto9J63X0F8H3gl8BNQA3wF2Z2FrAO2O/uS929BngawN0HgV3A0ri+UhEROWPorqGIiMiIX7l7n5ltAyKEgRewDagC5hMEas+YGeE1TWPkUwbsHJX2ZExeO9y9CcDMGoDKMP1vzewe4Cl3fz7md1uAcj4YSIqIiHwoBX0iIiIjjkDQu2ZmfT4y8X2Q4DPTCAK2VR+STzeQPVbeYV5HYtIHgXR3f9PM6oD1wDfM7Fl3/5vwmuwwTxERkXHT8E4REZET9wZQYmarAMwsw8wWjXHdTmDueDI2s3Kgy91/DNwL1MWcngdsn1iRRUTkTKeePhERkRPk7r1mtgl4wMyiBJ+j3wZ2jLr0V8CPxpn9YuBeMxsE+oAbAcysFOh29+aTKryIiJyxtGWDiIhIApjZz4EvuftbJ5nPbUC7uz8cn5KJiMiZRsM7RUREEuMOggVdTtYh4NE45CMiImco9fSJiIiIiIikMPX0iYiIiIiIpDAFfSIiIiIiIilMQZ+IiIiIiEgKU9AnIiIiIiKSwhT0iYiIiIiIpLD/B7wbkQp6Xn0RAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "I_n = 850.0\n", "number of spikes per trial : [11 11 10 9 10 11 10 10 10 9 10 10 11 10 9 10 10 11 11 10 11 10 10 11\n", " 11]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "I_n = 1000.0\n", "number of spikes per trial : [12 12 11 11 11 11 12 12 12 11 11 11 11 11 11 11 11 11 10 12 11 11 12 12\n", " 10]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "I_n = 1150.0\n", "number of spikes per trial : [13 12 12 12 11 12 12 13 13 12 12 11 12 12 11 12 13 13 11 12 12 12 12 12\n", " 11]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "I_n = 1300.0\n", "number of spikes per trial : [13 12 13 13 13 12 12 13 12 12 14 13 14 13 12 13 12 13 13 13 13 12 13 12\n", " 12]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for rho in np.linspace(0.7, 1.3, 5):\n", " I_n_ = rho*1000\n", " print('I_n =', I_n_)\n", " VA = np.zeros((n_trials,len(time)))\n", "\n", " for i in range(n_trials):\n", " VA[i, :] = leaky_IF(time, Bruit(I_n=I_n_, I_0=150))\n", "\n", " print('number of spikes per trial :', (VA>0).sum(axis=1))\n", " fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", " ax.plot(time, VA.T)\n", " ax.set_xlabel('Time (ms)')\n", " ax.set_ylabel('v (mV)');\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "QUESTION : voir l'influence de $I_0$ sur le comportement\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "rho= 0.7\n", "number of spikes per trial : [8 8 8 7 8 8 7 7 8 8 8 8 8 7 8 8 8 7 8 8 7 7 8 8 8]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "rho= 0.85\n", "number of spikes per trial : [ 9 9 9 9 10 10 9 9 9 9 9 9 9 9 9 10 9 11 9 9 9 10 10 9\n", " 9]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "rho= 1.0\n", "number of spikes per trial : [10 11 12 11 12 11 11 11 10 12 11 11 11 11 11 12 11 11 13 11 11 10 11 10\n", " 11]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "rho= 1.15\n", "number of spikes per trial : [13 13 14 13 13 13 13 14 13 13 13 14 13 14 12 13 13 13 13 13 14 12 13 13\n", " 13]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "rho= 1.3\n", "number of spikes per trial : [15 15 15 14 15 15 15 15 15 15 15 15 15 15 14 15 15 14 15 14 15 14 14 14\n", " 14]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for rho in np.linspace(0.7, 1.3, 5):\n", " print('rho=', rho)\n", " VA = np.zeros((n_trials,len(time)))\n", "\n", " for i in range(n_trials):\n", " VA[i, :] = leaky_IF(time, Bruit(I_n=1000, I_0=rho*150))\n", "\n", " print('number of spikes per trial :', (VA>0).sum(axis=1)) \n", " fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", " ax.plot(time, VA.T)\n", " ax.set_xlabel('Time (ms)')\n", " ax.set_ylabel('v (mV)');\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "REPONSE: Le couple de paramètres `I_n=1000, I_0=150` correspond bien\n", "\n", "QUESTION : voir l'influence de $I_0$ sur le comportement, *quand le bruit est nul* :" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "I_0_= 225.0\n", "number of spikes per trial : [13 13 13 13 13 13 13 13 13 13 13 13 13 14 13 13 13 13 13 12 13 13 13 13\n", " 13]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "I_0_= 237.50000000000003\n", "number of spikes per trial : [14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 15\n", " 14]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "I_0_= 250.0\n", "number of spikes per trial : [15 15 15 15 15 15 15 15 15 15 15 16 15 15 15 15 15 15 15 15 15 15 15 15\n", " 15]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "I_0_= 262.5\n", "number of spikes per trial : [17 16 16 16 16 16 17 16 16 16 16 17 16 16 16 16 16 16 16 16 16 16 16 16\n", " 16]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "I_0_= 275.0\n", "number of spikes per trial : [16 17 17 18 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 18 17 18 17\n", " 17]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for rho in np.linspace(0.9, 1.1, 5):\n", " I_0_ = rho*250\n", " print('I_0_=', I_0_)\n", " VA = np.zeros((n_trials,len(time)))\n", "\n", " for i in range(n_trials):\n", " VA[i, :] = leaky_IF(time, Bruit(I_n=0, I_0=I_0_))\n", "\n", " print('number of spikes per trial :', (VA>0).sum(axis=1))\n", " fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", " ax.plot(time, VA.T)\n", " ax.set_xlabel('Time (ms)')\n", " ax.set_ylabel('v (mV)');\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "QUESTION: reproduire le paneau A: quand le bruit est nul, les traces des neurones ne sont pas reproductibles:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false, "inputHidden": false, "jupyter": { "outputs_hidden": false }, "outputHidden": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of spikes per trial : [15 15 15 15 15 14 15 15 15 15 15 15 15 15 15 15 15 15 16 15 15 15 15 15\n", " 15]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "seed = 2020\n", "VA = np.zeros((n_trials,len(time)))\n", "b_A = Bruit(I_n=0, I_0=250, seed=seed)\n", "\n", "for i in range(n_trials):\n", " VA[i, :] = leaky_IF(time, b_A)\n", " \n", "print('number of spikes per trial :', (VA>0).sum(axis=1))\n", "fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", "ax.plot(time, VA.T)\n", "ax.set_xlabel('Time (ms)')\n", "ax.set_ylabel('v (mV)');" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", "ax.eventplot([dt*np.where(VA.T[:, i] == 30)[0] for i in range(0, n_trials)], \n", " colors='black', lineoffsets=1, linelengths=0.9);\n", "ax.set_ylabel('numéro essai')\n", "ax.set_xlabel('Time (ms)')\n", "ax.set_xlim(time.min(), time.max())\n", "ax.set_ylim(-.5, n_trials-.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "On reproduit le paneau B: avec un bruit gelé, les traces des neurones sont reproductibles, même quand le neurone possède un bruit intrinsèque:\n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false, "inputHidden": false, "jupyter": { "outputs_hidden": false }, "outputHidden": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of spikes per trial : [11 10 10 10 10 11 11 11 11 11 11 11 10 11 11 11 11 10 10 11 11 10 10 11\n", " 10]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "VB = np.zeros((n_trials, len(time)))\n", "b_B = Bruit(I_n=1000, I_0=200, seed=seed)\n", "for i in range(n_trials):\n", " VB[i, :] = leaky_IF(time, b_B)\n", " \n", "print('number of spikes per trial :', (VB>0).sum(axis=1))\n", "fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", "ax.plot(time, VB.T)\n", "ax.set_xlabel('Time (ms)')\n", "ax.set_ylabel('v (mV)');" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(fig_width, fig_width/phi))\n", "ax.eventplot([dt*np.where(VB.T[:, i] == 30)[0] for i in range(0, n_trials)], \n", " colors='black', lineoffsets=1, linelengths=0.9);\n", "ax.set_ylabel('numéro essai')\n", "ax.set_xlabel('Time (ms)')\n", "ax.set_xlim(time.min(), time.max())\n", "ax.set_ylim(-.5, n_trials-.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour résumer:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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ffjwgaSj6CCGEEELKIrGIl3RTpYlcbPTTYl1PVVufBG6B4xIy7dAxbDH3ztjj6Mn2feMAgCef21dskJx0+l4oupsWl8nxmp7Cgtl+UfY/PGdl2G5z7+yn9xFJ04tELoQQQggh0wLbujiVPIMxfU68sGSD/3zXgQmn2NBusp3G9JnHNY9gc/u0uUCWgUt4tt+vqHtn8D/xVvA8hVlDNay/7MJYu+186d7Z39DSRwghhBBSEqmkLYgWy3907kosnjPc85i+firZoGPOtDB7aNOetvsULtkQrH6VRdwlH3uJ+ZRN0cLynWMXyH4iF4scsJxuP72PSBqKPkIIIYSQkkglbVEqbFs8Zxgivbf09ZOFJqzTZ8sk4qDo9ayFlj5jXEdMX+RuWmyMvHSaNbSoAAstfYndWp5CzXJydzyxPX0Mir6+hqKPEEIIIaQkkstihXhyEhHpeSKXXscQdkNYp6+NyDruf/8MT28/AKD4+Umb7J1xC2D02lWBZxkrD1+47tGOxtFj3LthJ3716Fa0PAVLHhcrfeQlTCwwpo8QQgghpCT0ovqdZ63AN25ZD6XMuDCd2KW3IqyfDDR6ru3cKUcnIgVShiVThePGjxda+ioyk5gxdkVep3s37GzfySBZnP13vngzAGDZglmo5zy5ZLkH0l/Q0kcIIYQQUhJ6XXz6UYt0S2S9qglEel+yYSq65Sml8IO7NqTq37Wz9HmeSp1PUQuU7dDavbOeqKtYdUxfKyYw879ORWsT6mPb3DvrOdVAq+igZEpB0UcIIYQQUhJewh1Qqbj1qibSk0Qu5z1vBCPzZgRzqny4wvx87Rb88XfuweevjbsptnOnbCmF8YTKK9PSV0vUVUy+nmXy7M4DWLtxtzFW/n2LnrPunrTWtZTKb+mj5utr6N5JCCGEEFISekmtLVXxmD7fytQLEfap152IDTsO4OLLb5uSMX079/v177buGYu1a2HhFH2ewlgzrj7KPL9aojBg6PZZ2ggRZ112fex5kfMoLvrsdfqKWPr6KSEQSUNLHyGEEEJISeiFsc4+aVr6epHI5cKTlgIAli+cHQqnqWjp01NKajtdO89lfGp6CuPNpKWvuzkARtZQiVv6tFVxKK8y6oJC7p0Fz9lVp89P5JKWtB86/5hUW7M1Bd9IJDcUfYQQQgghJZEs5u2XbDAsfVJtIpd6TbBi8exwPAA9rwuYB30NknKjrXunp1LF5l3F213YDm2KdfNwYxN+zOGMoR6IvgLuk8WLs9vr9O06MGHtf+Ky+V2PSaYWFH2EEEIIISURihlDWITJQKBj+iocH1HSEZnKlj4jW6ZJK2EpTdLyVMriVIaIHg3E3XCjFhM32pV0ZqPe9RjtKCKqigjdGx7aEp6HbTdbkhqbYbOouCZTC4o+QgghhJCSSFr6Pvjt38QETrIkQPnjq9B6pnXTVLbQSMLWF7p3Oix9Tc9LnU/HWsQ4zn+7/DYAQKNWi7nfXnHregC+GKyaIi9T3nO+8tb1+INv/NoYI72jzapnE4Is2dDfUPQRQgghhJSEXoxrS9XWPWMxIVirOKbPt/RF4wHAl298rLoBO8R1CZIxkantXnrfTkWtba9GPR7TpwvAN9pViy+B5HlkWTC37hnLVYrjYz98IHMMwF4eY3S8lWqj5utvKPoIIYQQQkpCx8/Z3DtrNZ29s2JLXzC4Fn13PLG9svE6JSqREG/X4Xq25CKA3dJX1O0w6/I3anZR3ou4yLToc/fdtncMX7pxXQdjpNtsl9o29FTMAkvyQ9FHCCGEEFISZqbOqM1wWRS3lasMlIqSo1RUT7wUIoETn6TXJntny1MpMZSs29cOvbtNwzTqNaso70WNuqQga/fjwPUPbelgDJulz+LKaVGHU9lNmLSHoo8QQgghpCyUQqDtQszi7I9v3Yef3ruxyuFT7p1TmXaJXN502vL4dk+lLE42V8RMdM06i/xuJLJ3anoheFI19IznyxbMSrm83vXUzsJj5D0PWz/mcelvKPoIIYQQQkrCCyxtZiIMszh71SioUOy5rGVTAZd+0BYm7d755jOOSG1P7ru/oOjLsvQNN2pWN8ZeZK48fNHs2HNzGmaCnrwcsFyXm9c9l2qjpW96MIW/DgghhBBCymfvWLOyY2vRFY/p8//3wvJmrtWntKXPIYSj+Md4XKKmaXHvPDBRUPTpQuU2986aOKxc1Qqe4XoNc2c0nGPOnz1c2F336zc/YW3ftncs9tz2PmlaLg41X39TuegTkZkicoeI3CMiD4jIJ4P2o0TkdhFZJyL/T0SGg/YZwfN1wfYVVc+REEIImQx4j+w91zywCSd+/Grc9dSOSo7vBe6VcfdOeyHyKvDdO7Vg6sGAHRK6vDpKNmhLX/IUWp5KCTBdgy4v2lZod++sWa2QeTJldkOjnk4gY1rbPvzyY1LXqh3JIvaa5PWyFqunpW/g6IWlbwzAy5RSJwM4BcArReRMAH8L4PNKqVUAdgB4d9D/3QB2BO2fD/oRQgghgwjvkT3m5nXbAAD3Pl08HioPWnRZi7P3xPKmjEQuU1j1BaRi+rxsS58tkUtRLRL2tyZyEavgqbpGnc3CqKfxv19zPC444dDCvxq4MqAmz8/248CpRyxM70fN19dULvqUz97g6VDwpwC8DMD3gvYrALwueHxR8BzB9vOlH761CCGEkILwHjl4RLFX0cuybov/Evckpk9FsXxT2b3Tlf4/WacveQpNi6Vv/3izkCUuQ/OhUa9ZRWTVgqdRT1sYk7GgRV/NO9bnLdWRPvLzDp2XaqOlr7/pSUyfiNRF5G4AWwBcC+AxADuVUtqpfgOAZcHjZQCeBoBg+y4Aiy3HvERE1ojImq1bt1Z9CoQQQkgl8B7ZW8JCARUJIoW02PrQv98NWNqrwFMqdAOcyu6d9oIN6Tp9yUtmEx4/u38TPvnjB1LtzrF1TJ9FyQ3XHTF9Vbt31gTXPLAJvzHcjkNXV4cAbsevHt1mbU8macn9PqHm62t6IvqUUi2l1CkAlgM4HcBxJRzzcqXUaqXU6pGRka7nSAghhEwGvEcOFp4XlGywLKRrNWDVwXMBVJcNUqE/SjZoXZUU35ErrP88lcilFbf0Ddf9pez/W/N0/rHDmL40jVrNatWrOntnoybYPdrE6790S9jmJa5R0Zg+F0lX1bzvE1r6+pueZu9USu0EcAOAFwNYICI6TdFyAM8Ej58BcDgABNvnA0jnlyWEEEIGCN4jBwNt6bMto0UErz/VN9q6kmx0Pb6jOLvLnXKyMGfz/139EDbuOuC3J9w728X0LZ47DKAzQWQvzm639FUe01dPL8lDV1eH1bNTkgI273E9pfDAs7sqt3qSauhF9s4REVkQPJ4F4BUA1sK/sb0x6PYOAD8MHv8oeI5g+/Vqqn1TEUIIISXAe+Tg4QUxfTb30ZoIhup+uy0lfhkoY2xTMPWizlwR9Nv2/md24Z9ueAwf+rbvAhtl9fRJuh42PS8mymwCt/3g+p+9OLvtSlX9KbO5WHpdxvS5SP7g4LL0ffn3Xxh7fvsT23HhF25yloIgU5tG+y5dsxTAFSJShy8yv6OU+omIPAjg30XkrwH8BsDXgv5fA/BNEVkHYDuAi3swR0IIIWQy4D2yx3SzeP/+nRsgAvzuC5dnHj9ZskHTqElokapKqyulrK6RU0zzhax50o9hGwuEiL4stYyYPvNU9OMirqx6n3+5eT3Ofd7BOOfYyAXaT+TS++Lstvkn6zuWFYea19K3bOGs2POd+ycAAA9t2lPKPEhvqVz0KaXuBXCqpf1x+LELyfZRAG+qel6EEELIZMN75OTRyfr5T757D4B2ok+lSjZozKLtVUkI073TtB654rHuemoHTl6+IHSn7BW7D0xY25MxffVa3Cmt2VIxUaYSlsE8mPu/4+t3YP1lF4bPh+pij+mr2tSXUStPl68oz9KXFH32I79g+QKcvWoxbl4X9yDX1mrSX/Q0po8QQgghZJDxY/rsMWamrqpKQyioKPFHzNKXHvDeDTvxu1+6BX/6vXuqmUwGm3ePWduT2VWXJ6xNyZi+0O6XNy7NU/jKr9zuiUP1WuxaLZk7I9yvSuyWvrh7Z1mqL2nJzNL7xxycLt3QqFE+9CN81QghhBBCSsLLsvTVJBJiVYk+p6Uv3XfrHl94/eCuZ9IbKyYZ06inqpSKzXsokeCkpVTsXJLuoO1Y/9y++LiJ3Ro1v05fJIz8/1VnrjSnocdOuXeWNJaC72ocjV3syA1a+vqSXsT0EUIIIYRMC1qeii2oTQSGuKlI9d3yWOSK1y6RS69dOk2yirNnxa75lj7DvTP4n9dd13bO5vG066KOzdSbKkq2GpKMv6xL9JqF7p0lxfQlrZZF3wau9zeZ2tDSRwghhBDSIeNND8f+xc/w/Ts3APDjpRo1u6XPrN/Xi5yr7Uo2TKboS1rOzOuSNa1mK5HIpaClL1kaQam4FVRfk7idrxpL38i8GeFj22ulEu6duxxxkEVRiJ9Plpi0vW9s5SXI1IevGiGEEEKmDWVb2HYeGMd4y8NnfrYWANBsec5F8VC9Zlj6quP84w4GEF/MWy19k1S8fdOuUVz/0BbrNk9luxv67p3p/J15z8TWb+9oM3ysXztPKew6MBGOVYXoM+ciCUuf+b/T1+noJXOs7ckMqEUPP0RLX19C0UcIIYSQaUeeZWuuAurh6jmqv9eoS0y4vGTVEgDAScvmh4v7qko2zB6u4+gRf7HfLqZvMix91z64GWd+5jrsNoSWiZ+Ixr1/y1MxxRxm7yxQYDzJjv3j4WMtaH69fjtO/uQ1YZmCKl4uW71Bs10L9bLcOkNU/HyyrKS206alrz/hq0YIIYQQkuD2x5/DMX/xM9z++HOZ/ZIxZU2Le+dN67YFfaov2dD0VBgDZi7mq3LvfHr7fqy49Ke466kdufrf8/TOzO06ls5F04sncnlu33jYngfPouNN0VcPYvp+81R8nlW8Xi1P4eIXHY4HPnkBzISYKrT0JbJ3FmTc8aNF8lIV1ZST6RZMOoeijxBCCCEkwc2BULu1nehLVAxoeh4atZpzIR1lqex+jjY8T4XugLFELpYBayUs3n/56FYAwHfXbMjVv92QfvbODPfOlmd10dUWuXbYLH2m66seO5nspArLrKeAmUN1zJnRiFmGvTCmz3/eqciaaHk47ciF4fN/essLAaTfC1mnZtuWN36STC0o+gghhBAy/ci5cBUI9o83MdZsWbdrARJa+jyFobqg2XKspLV7Z0W2vpZSoUgwT9FmCOtFMpkUjuuuWz2VLSo8ZT+XvNjEb1z02ftV4t7p2V1ZQ/fO0NLXmchqthSOOzSqs7dw9lA4rokt3jMLGvr6E5ZsIIQQQsi0oZPF+/EfuxqHL5pl3RZZ+oKYvpYvunaP2i1P4Xq5AhGhlAqyX6Ytfbbi4lXFFWbRTjB4SqXiLf/wnJW49sFNeGzrPj8JSRfztu1rCjynpa+CF6ylIqusaYHULqi6rVPD2njLi9U5nDHkP06KvD2O96oLGvr6E1r6CCGEEEISJGP1nt5+IFe/iSB757Aj2UWVMX16MV8PY/qibTa3xm4sZkm+fcdTeOOXb2nbr53VyhbTd+mrjsN/fuDsWB8AeO3Jh4VtOllOO7IsnmetXBwmTUla+myxgN3iqSj+0hxu73gTW3aPhgK1U/dOz/N/gLjoFP861RLnpmsSZh3fJnaLFnMnUwOKPkIIIYSQBMlYPXe/eMkAL7DerF6xCKsOnpvqrxfMVRjZNu0eBWCKvuySDWWXIVjzZPtkLnli+mzZKmuGRUwLkfe85Khw+8yheq45Zl2H859/SOTemRB5VVj6PC9+XpqzL7sep//NdeEcOnXvVPDfl59708m47xO/HV5XbcX80PnH4Eu//0K8LCjxkRda+voTij5CCCGEEAfrtu7N3B6VDIjEnM7E+OqTlqb6R5a+8kXEu7+xBgCwdc9YbCzAbuGqovZcO9qVH1CwC8NIHEVWt07ER1Yil5rYRRhQXckGbRC2Hb9b905tNW3Ua5g3cygVr9io1/Dqk5a2Kc6ebiu9hATpCRR9hBBCCCEOfnj3s6m2rJgyz8g+aSuqXeVyefOe0XAOQHxxbpvzZCRyaacXzOtn22fjONsAACAASURBVM8sLN6Jm6HNTdO06objpGL6yqdlnKvd/TZw7+zY0he/lvp6hfX/Ojpqte9hUh0UfYQQQgiZdrR128xY5pvxfcni4J6KxFZWDesqBFeWS6ota+WkWPocV14MS55N44QWUmW41JZt6auJM6av7KQ3yaQ7tqOPN71wXgDwB2evKDSGp/07A0zhDORzG7XNi4a+/oSijxBCCCHThrxL96w1vs6C6B8vLkD8OnMI2twWqyrk1q4DE85xbRauMhO55MV03fytY0dS25Wyzz8URyoqzt6J+LCWbDAso3p+v3xka2peZfBf92/E3/7XQ+E56PhLmxjdN+aXCcmyHGei4iI7smLGn2fxofOPwcuffwjOXrU4bGOdvv6Eoo8QQgghpADm+jwUIIgsVeEi3RKcFiVyqU5xZdV+a9dWeKyCzn6mYDhk3ozUdmUp2WDu51/vzuvX2d1cI3dHfczHtu6L9yk8kp0//Ne78OUbH4vFEboG+Ny1D8f61OvFzlchXgcwdO+0uP+6OOSgmfjqO1bjoJlD0XGo+foSij5CCCGEkARZi3zT9TOZbMOsM2e1zBhuilVhE0NW0VeCqe+L1z9aqL85tYbF/9V0eTSpGde3G0ufbV/dVjMsfen9yn3BQhfLYMDHt+1L9Xk8EJ76ejQKlm7wr2X0XCcY6iSmLx4bSPoRij5CCCGETBuSMXjdHMN/nCzZEFlQalZLX/XYLIz27J3dj/XsrtFC/U3r0pDFcuUp5Yjpiyx9yhBpRdGCx3wNQxEkbutX2SK9SFydfj2Lunf6P0CkE7l89Af3BWPnP1ZsaJr6+hKKPkIIIYRMI/IttrMW+eamyHIUuW2G7ngZ4qVKS59N9PWiTl8ezKk1ahZLH9yvjYiO6es8+2QktuxtrmOWfaX065FHyOkudcv1ykIhrs+SQxUpvWC+Jh3WiieTDEUfIYQQQqYNXljwuvNjmHFhSQFiuifaY/qCfpWkcvExhcTvrV4ezMsdy9ZLzCtiWvoiS6nd0gf411WpSIB1Ui9Ov/4zGlExd7PEhUtwln2tQpfSHG/E6P1UbAyl4tc7OVSRz4DZt5NSGWTyqVz0icjhInKDiDwoIg+IyIeC9k+IyDMicnfw92pjn4+KyDoReVhELqh6joQQQkiv4f1xcshr3coSZbFELjorphFzpg0y5oL+/1x8it+tBzF9pti86JRlAFyWvurm4MK8Jg1D9Omp6ILi1n0lqNNXQsmG95+7MmrT2SwRxb0lKd29M5nIJYPQvbOApU8ZQjYiZerLfbxYTB81X1/SC0tfE8CfKKWOB3AmgA+IyPHBts8rpU4J/q4CgGDbxQBOAPBKAF8SkbrtwIQQQkgfw/vjJKCFTlmL+KSlz7dUpWOwTlo23++nRV85w1sxRV8862WcSanTZ1wT070zirWzF2fX+7pi+vIKEX3OZx+zBN96zxn+2EZ8ndPSV/IrpsfUr9VfvPr5zr4Hxv3SDUUSudhiV7ux9AndO/ueRtUDKKU2AtgYPN4jImsBLMvY5SIA/66UGgPwhIisA3A6gFurnuugcGC8hR/d8wzGmpaiPISQtqw+chGOP+ygyZ4GGXB4f5wctAWk3RL+n3/xeMYx0o837DgQPtfCIR4H5T/uRcmGmmWhby/ZED1WhlgtwsmHL8A9T+/M3d8cwRQxWvR5KmWPCqllxPTlvZyxBCr62oTF2d0uo7Y6h92QTOTy1jOPxN9f+wgOTLRSfY9bOi+YX3puH/vh/firi05MtYcusLE6ffH9i7hp2ko/kP6ictFnIiIrAJwK4HYAZwP4oIi8HcAa+L927oB/w7vN2G0DLDdBEbkEwCUAcMQRR1Q6737j+oe24CPfv2+yp0FI33L6UYvwnfe9eLKnQaYRZd4fg+PxHulAL4a7sXLZSjaMNT08snlPrGRDzWJx64Wlz1zca0vSV371OM5etSTWzxSeX7vpCbznpUcXHuv4pfMKiT5TCJslG0JLX6JPcl/fvdN/3pF7ZyDeTCusWWuxV4lcothSf8RZw3X8w8Wn4H3fvDPWb2TejDD+0Gbpu/LWJ+2iL4cLbMcxfdR8fUnPRJ+IzAXwfQAfVkrtFpEvA/gU/M/RpwB8DsC78h5PKXU5gMsBYPXq1ZPglT51mWj53yQ/eP9ZOHLR7EmeDSH9xfv/7a7wM0RILyj7/gjwHpmFFmndGNrixdmjJxt3jQaixX9uJt5ILpSr9KxcdfBcY1x/4Bsf3prqZ8796gc2dST6imJeBzORS2TpcydyEfgCzVbuIK8QaRliSEs8s9ZirxK5RO6dUZtt7JlDUYeb1m3LffzI0heR/KGjiHiLX2uqvn6kJ6JPRIbg39D+TSn1AwBQSm02tn8FwE+Cp88AONzYfXnQRgqycPYwFs+dMdnTIKSvGG7UKPpIz+D9sfdEMX3dWPrSxwN865FnxKTVLBa3aMFcneq74IRDw8dZ1pyyXRbzYE7HjD1sBpPJcjNNZu/sBGUIRj2MKSJd16u6RC7meyTdb6aRZVS7EOc6fqL4O5B+zxcRb2ZfSr7+pBfZOwXA1wCsVUr9vdG+1Oj2egD3B49/BOBiEZkhIkcBOAbAHVXPc5CoMg00IdMBfoJIL+D9cXIILX0lHAOIL6TrNYHnRQtkW0IV3bJuy74uZpAfW9kITSt2Hp0dP7lfEVfPIUPl7DowER7PNeWWUvj6zU9g/1gTQL5yB0m0SK/XIldOL09x9pLvDHZrZXrsuAtsfpVuez2TyXyKXL1YnCgLvvUlvXjZzgbwNgAvS6Sf/qyI3Cci9wI4D8D/BACl1AMAvgPgQQD/BeADSql0VCshhBDS3/D+OBkEC1+vi3oFcffO6HG9Joni7OmMh7rpD//1TjyzM7/lplOyitCX4bKYdBl875Vr2vSPHpvundv2jofHc0XW7Q+yWP79tY8AKJ7I5aFNu3HDQ1sABIXYg2vTMrKB9szSZ4hPje21Mq1/Lz56ceFxzEMmX6us90aSmDilra8v6UX2zptg/zHhqox9Pg3g05VNaprAjyQhhExdeH+cHMyEIZ2TTuQC+At0z8jeaWZilNDSF73kG7bvx7IFs7qaSTuyFvZl1OlLiqF2hzQtZra6c1l1+jRa/MXPrf3JvPIffhU+rtUM906jZp7repVd3qJlWBfDOVmGNufz/vNW4Ypbn8x1/DDZjfF+SxoKi8X0dbYfmTrQQEsIIYSQaYNevHcjeFyJXHR2Sa1l1jy5w9jm/zcXzNqlsUqyXPHKEDLJ69iulpzL0qcZzVFuyky84ppHO2oSyaHRUJyLuzh7scO3RZ9DO0uf6fI5ZAv6c6DFdS12jTq39DF5S/9D0TeATEKtVUIGCn6GCBlc9Mdbuzb+5qkdWHHpT/FsAVdL8ysiVrMPWnz4C+QPnrcq3BYmcjH2He9B0qh61ZY+FBMS//s/7w8f2+INf/nIVjy0aU/mMcISCxmCph11I5HL5wJ30SxLX9mqLxR9bTKQmpeoYRHJ7uOnjzlnRtzBr9PsnaQ/oegbYPj5JKQ4/DWTkMFmLGFJ+tfbngIA3OxIh3/WynQclcvS5wvJKKbvMMN10/bd0ovYqKzvNDOmr1NN082PZElBWjTG0Lx+RedhF1iChsPUV/ZvgZF7Z7alz2wbLmLpCwvYR/sftWROrE+R+10HOXPIFIOijxBCCCHTBu1SqcXa9+/aAMCd5dJmQYoXZ4/aW148ps9EH/6BZ3d3NO9OyS7ZUH4ilyKZHZOio6hwq0nkIppl6du8exR//ZMH4/vWBMmQWpFi74NuCIvEG+OZj9942nJ/TsY+M4fquOJdp+c6flinL3E6K0ci4VdEx5nHoTdMf0LRN4Dww0hId/AjRMjgsnc0Kg1gklzszxry66PZdJHL0ucpFdTpS++jhWCvyyplWXOqSORSxHqZKlhfcGwRwdUf/q22/f7iP+7DV296ItZmundqaiJOF8qstdXT2/dj7UZfzD/13H5c88Amaz9TZEcxfeb4/n8R4PCFs8PHJuccO+KeiGW+KWFtPGZM3/SiJ8XZCSGEEEKmAnoxnBQ8yQWwWSzcdYzkds9T8Dx7cXFbwfbJppxELvFj6MyaeUgOv/LPnYlrrdQEOHpkLk47cmHmufx87RbrvslXQjJi+rLE+ks/ewMAYP1lF+K3/+EXGJ3wsP6yC1P9zLqI+nGs6LnxHtECsPP6idq9002Rt+LdBeovkqkJLX0DDOuoEFIcfmoIGWz0Qje5iE9mnWx67iyfMfdOI0TQU7q4uEX0BSuuXou+rDg5l3gtdPzE83and+ELloaPu01ko9c5NenANbQmKXEuIs7so3nroo9OuDu2vPgPBECylmN0PkXeJuOWjKeRpS+5IXpYJE5vdIIlQfud3JY+ETkYfiHZwwAcAHA/gDVKqepTT5FC0DWNkC6hjzQpCO+R/YNe6Cc/5jVjBdzylGERzLb0eQnrjaeUM0mI+b9XZH2btUr4rkuKxZc97+DM/qaL42gBq6CV0B1SClstzZINUZs7pq8MYqJPRfMwxwd8MRvWdcwxnY/+4D587vdOjrWFMX2JvvGrVMC9M3YM3iP7kbaiT0TOA3ApgEUAfgNgC4CZAF4HYKWIfA/A55RSvY1MJoQQQiYZ3iP7D714TYoV08LTNMw6tmQncdGHWF+F7CLb5oJ5sj09u3Xv3Ll/HFfdZ49fc2EKn27rFEYiqZM6fenrnx3TV2wApdJuvk1jkvo61GIxfZHQK/LjwPUPbU61jTXbC+oi+pYxff1PHkvfqwG8Vyn1VHKDiDQAvAbAKwB8v+S5kS7h55OQ4vBzQwrCe2SfoT/jev29YPYQdu6fiAk5U5jYrGGmcIvF9IWJXNzZO8vImFkW3Rr6/uXm9am2dkIyVuKiS4uRGQPXKnhdaxbFM1Svud07C07VU0BSP3oW0Wer0ycF3Ttt77d/umEdAOA/734W7zz7qLDdfL+yZMP0oq3oU0r9acbmxUqp/yxxPoQQQkjfwHtk/6Gd+sKYp6DdtMJMtMzFefoYLktfy1PwlKMmX9DW7LHoyyzO7pkCrDjrn9uXamt3HE8Bz196EN542nK89cwj8DdXPdTByD5mtsvO3Dvj12aoLh0lcrHR8lTKVbRp+THBFJ+hpQ8Sc/Vsx96xZqptx37firp7NG5NjWfvbHvoEFr6+p/CiVxEZIGIvFtEroPvykKmGJ0GYxNCfPgJIp3Ce+TUJ7L0xT/pLYsVBnC4dxqP4yUb/Htw1mK6qEWqKBeccEjs+ZGL/dT/B8+bkeprTiW5dLjn6Z148+W3hUlC/td370ll17QJpHbiq+UpDNcF737JUZjRqGf2TXL0SKK4OCJLX9GraivZ4Fv6HMXZCw5ge53NZCjN4NcE8xpqkVhr4955xbtOx6tPOjR8PmZJ5BK6E2fMu4iOi8X08SbZl+RK5CIiswBcBOAtAE4FMA9+vMIvq5saIYQQMvXhPbI/iYpX+8tZ042zaZj3Ht68J71vwqVTs33fOCZadvfO8NgVir6ZQzUcsWh2rE1EcO7zRrB933iqf9zVMs5Hvn8vHtq0B+u27MXxhx2E7925IbW/7TTbCYJfPLI1u0MGSddL6cLSZ5v7cKOGuiOmr+jLZnMLfnxbZBnV74N6zNKn5ybh9n3jaSveOceO4NHNezLjKV2xq7E+tN5NK9pa+kTkWwAegR+T8I8AVgDYoZS6kVnJCCGDBm+BpAi8R/YxiTpmtz72XLipnTAzt5pr6j//j/sAZLvNvfOsFeHjsr9vPM8eq1YTsYoxUxDc8/ROHCiYTdMmbqv0Npo7I26rEEMkFS7Z4LT02VxzgaI+IK1Wun/LkiDIHC7M2AngB3f5IvuBZzvLARXGkCamYV6nIsliaNzrf/K4dx4PYAeAtQDWKqVa4Gs/peGLQ0h30HWFFID3yD5FL4a1peXbd0S5eGx1z0xcJRtCMhbThxuWuLLfKJ5S1hi+msMSlhQEf/b9e6O5ueq8Gdg2Vem9mrRMmXXtiorNes0e02cr2eASzVnYLH1mrb9mKPqi8WY0auG+NpdNk6e278/crsV/lgWUP3JOL9qKPqXUKQB+D767ys9F5CYA80TkkOw9CSGEkMGG98j+RSfmmDGUXgq1W3Cbcs0mciYr02FLpZOHALqOXbp/UhCs3RhZlfT1yRJ9Vktf1vy6VIQfPG9V7HndsIyVUbJhuF6ziuZ6B3UAm5Zq7rGajhb3zplDfoxjux8dAGD+rKHM7cmERRozIU0hS5/pCsyftfqSXIlclFIPKaU+rpQ6DsCHAVwJ4NcickulsyNdQVdtQorDGAdSFN4j+xNP+bXMnt5+ILXNVeNMfz20s/T1ugA74C/KlbKPLbBbwpLWKNuss7JH2lxJs8TRhC0VagHOOy5e+F2fqp/IpWhMX3rujbo9pk+kuFXWovmsos98vWYFoq/pqbbC6qyVSzK3n3DYQQCAP3vl82Lt5nF5u5te5ErkYqKUWgNgjYj8LwAvLX9KhBBCSH/Ce+TURy96lQI++18PW/uMTtjFicBf/Mdj+mxuk/kkQpkWE5vlSOOO6Uv3KzI3q0UzY79uRV+SMAZO7CKr/f7x52W6d9otfdHj6PWK2rSlD2hfIsI2TxN9rDOOWhxr32/EbVL0TS9yl2wQkaNF5Mcisk1EtgD4TwDpVE5k8qHZnZCu6LZgMJl+8B7Zfyil8LWbnrBuc1v6/FXyP92wDj++51kA9jp+ecVNmd812mpnFS01R0xfwifSFAHK0pY6bsGSDc0guckfnbvSfdAOkIySDZ/6yYPu/VIxfTXr9avXpHDMoK27eW10/KRpcazXBHNnNPCXFz6/7fHbuRBHdQDj7bsPRHX78tQA1PCu2P8UqdP3LQDfAXAogMMAfBfAt6uYFCkHuqkRUhx+akiH8B7ZZ2TFl7lEm/5+uPHhrfjv3/bLMNoSdkxYMjfaKNPSpw1LdvdOe0xaVhycFjlZ34k24ZF1Tvq6LlswK+OoxXG5rwJwCnvAZumz1+nzE8UUm5Nd9KXbkjGE93/yArznpUe3PX67NZ4W9MnzMTPTdhp7SgHYnxQRfbOVUt9USjWDv38FMLOqiRFCCCF9BO+RfYK2rn3VIga0cHAt8G3rbFvx9jyJOPy5lEdk6Utvc8WkJYWgTUhs3j3mHHPcIm4zY/qCazXkqIXXKbUOEq0AaUFbr4lVCNVqxYu/2+ZjE6YuN812p9NOsIV1ADPEIY0D04siou9nInKpiKwQkSNF5M8AXCUii0RkkWsnETlcRG4QkQdF5AER+VDQvkhErhWRR4P/C4N2EZEviMg6EblXRF7Y3SlOP+iaRkh3MDMZ6QDeIwcArd9c3wG2+n22tvbZP3227nELqqLYEoNosur0LZgdZYG0SYC3fu1255hL5g6n2rKsh7p2nc2a1g3SgSVO75duc12/YgPYLavpNpfuWjkyN/P4plh83SmHpcfS74eMS13E0sf7Yv9T5FP3ewDeB+AGADcC+CMAFwO4E8CajP2aAP5EKXU8gDMBfEBEjgdwKYDrlFLHALgueA4ArwJwTPB3CYAvF5gjIYQQMhnwHjkAaPdD1/rW6rLXxtL3g/efhc++4QXW42XFmxXlZ/dtBAA8tGlPaltWnT5TJNpi+lwopfCP16+Ltfki0L2n54gzS/Lm049oM3qcmiOmr9k2tjKf6qk5Sl5ksX3feKrNlmzGZen7q4tOAOAWhebrtmB2WnxnxXhqaOibXuTO3qmUOqqTAZRSGwFsDB7vEZG1AJYBuAjAuUG3K+DfJD8StF+p/J9UbhORBSKyNDgOKQA/y4QUhzdB0gm8R/YPWRaLTurI2WP6otX9C49YiBcesbDwcU1uWbcNz+w8gDetPtzZ58aHtwIA7t2wM7VNDPdHpRTWbdmLYw6ZB0+pmLUn9v3X5lI8umVvqu3geTOzLX3KbY00OfXwBdmDJ3GI2v0T9oQ8mrzWu5rk86K69bHnwsfv+PodeOCvXhnbbpujy/1y9rC/RG84RFu7e5WX41p36t5Z1OpJpgZtLX0i8pI22w8SkRPzDCYiKwCcCuB2AIcYN6lNAHQh22UAnjZ22xC0JY91iYisEZE1W7duzTP8tIGfRUK6g58hkhfeIwcL7apZZFFrE4p5Y/ry8pav3o4//d69mX10fTmbu6np/vije57FKz7/S1y3djM8FV/458nmqC2bMxrpJWS7LJcqp+gr+qu1AFaROtpG9JluuEcvmePs559XvO2xrXtTr/2m3VHNx33j6bHt7p32k9UWOte1ancN9VCZoi/zCHG+cPGpBXqTqUge9843iMgtIvIxEblQRE4Xkd8SkXeJyDcB/ARA2zRMIjIXwPcBfFgptdvcFvxiWWiZpZS6XCm1Wim1emRkpMiuhBBCSFnwHjlIqNi/XNhEX9n16JLj2YSVtgjZ3E3NmL61G333z4c27YHKsPS5roGX4Tbou5FmzT2aTxZFi9u73Dvb1e4bN1+nNqUpzEv+xLZ9OP9zv8DfXxuv89hONFuzdzosedoC6NrucssNxwoGK1pyw8URi2fn7kumJm3dO5VS/zMIQn8DgDcBWArgAIC1AP5ZKXVTu2OIyBD8m9m/KaV+EDRv1i4pIrIUwJag/RkApv/C8qCNFIRuaoR0Aj84JD+8R/YfWYJOu/AVsfZbLX0Vib79400c/7Gr8eGXH4MPv/zY2DYtDqyWPphizW/zPIWWp+LiwdjHZbHLSnaTVS8Pljm4KPotLM6YxewX0rTIZpamqMXdOzftGgUA/Hr9jkLztM3HGXIXtLvcP8397nhie2q7Cvsxpo/45ErkopTarpT6ilLqnUqpC5RSr1NKfTTnzUwAfA3AWqXU3xubfgTgHcHjdwD4odH+9iBD2ZkAdjFWgRBCyFSF98jBIVqT51N9LU9ZF/J5s3cCwNqNu9t3CrjtcT9m7Fu3P5Xatnyhb4lZfWQ6ftC0VNWDLCotpVKJXEwV0M7SZxd92a6xrdD61MbSVzC5pzjm00702VxUrfNJWPq0AEyeRfs4O8uxXZa+oP34ww6ybh+ZNyN8/MCz8feQUiq0NicP/+MPRh7pRS2q4fE72otMNrkTuXTB2QDeBuA+Ebk7aPtzAJcB+I6IvBvAk/AznwHAVQBeDWAdgP0A/qAHcxwo+GEkpDv4GSI9hPfIKcDB82Zgy56xwp/9P/rXO7Hq4LmpkgFFYvr2jzdz9/3rn651btMxaf/9/GNS22q1SABpN1DtJmoKrDwp/PV52q1W9tIQyX2zascB+WILU+NaXr12FttTj1iIt515JL5525OZ/faNNePnGzwsqpmsdfocB5k7o4Fvv/dMp+izZezUfPLHD+Ibt6wP5hg//knL5+ecLRk0Khd9wS+dro/F+Zb+CsAHKp3UNKHolyYhhO4upLfwHtl7kgvv45cehN9bvRyf+PGDKSvW+845Gv/8i8edx7rmwc04amQOhuq1mND7+GuPzz2fegGz1uNb9/nzs2xLijoTMUoOmG6gfvZOl3unfQ46A6c1KYmjPTnHdqdc+HtY7PF7eQq2X3TKYW1F37a949Z4x+Q6q50F0xVv6eLFKxdnHs+FFnztKGrpu+kj5+Elf3tDBzMiU4Fyq2MSQgghhPQRLzxyQSiEtEbQS/NXnnBo2/1bLZUSWqcWKNHgSsmvyZtJNKs4uxjHqRsJX9J1+kz3TldMnxZ96W3tLH1aMLYTR0VLCbh+5HbN5b0vjSqs6KHajelyZ43PIxu7e2ebnTogqzafCX/knF4UsvSJyFkAVpj7KaWuLHlOpEuYbp6Q7mANItIJvEf2JzWRcPWbTOSSZ/HcUqqtu2IWjXrxfW1fUWGKfmtWzSjBip6rtvTFQvpyjP2CT1yDH3/wJZg1nFYrroQq0RxVbA4uil6RmiOW0DWXv7gwssTmEZgXnHAIrn5gM5RSfrIaxynmrZ1n0s17x0W9JrlqTnYa08cYiP4k9+8LQerpvwPwEgAvCv5WVzQvQgghpG/gPbJ/SK5XayLYO+rH1X3vzg1Bn5z15AA0W6oj4aZpb+nLd5yoGHd6W01M10ozps+d+t8c92s3PRE73g9+s8FqtUrGNiaxlWz41nvPwAUnHBLrl9dSZY5rm4+tbTiRvCXPSAtm+fFzkSXYf3DLY8/h2gc3557nr9ens2x2LLwyyCskiw7daTF3MjUoYulbDeB4xZ/A+wZ+NgkpDj82pEN4j+xTaiJ4esd+AMDXb3oC7z93VbgtKT7+7T1n4Pe/enusbbzpYahdDYI247vYumcM82cNWbbYrFru44lIGE9mJnLxSzYY/WAXgJ/6yYOx49VFnIlcWnAnsbHF9J21cglansLVD0TiqagQErgSuURtb3/xkVi7cTc+87snxfcNxrKN2KgJmp4KhbI+mnnq771yTWweWQw36qk2V/bOPIzMm4Gte8ZS7QfaFKUPx+YNb1pRRPTdD+BQAEwNTQghhMThPbJPsek1m3vn609dhrNXLUn13bF/PGU9KoLrV4Kd+8fxok//HO88a0Wu43hhvFx6m4hRt02LPqXQSiZyMfbNEl71mlgTp7gsbuEcHXGHyedFLX21mqtkg///068/Eb9/xpH2fTOG0ocMC98rhTrctQjbadXbHn8OyxbMwjM7D2R3zMlP/8dLcPqnr/PnGrieFoOqbzpR5FtqCYAHReRqEfmR/qtqYqRzXMHXhBBCKoP3yD7l2Z2jqaVvVNg6atMPz33eSKyvpxSGu7D0uWzDe8d8l9Of3Z/+HcEe0+d2STUTrDTMRC6eigmsvKJPjBIJ//y20xLjZGXv9P8nRV1aBDoP4ZpRTGzuH2/i3+94KoxrWzzHXd4gyzqXTH7Tzo7fbtpb94yVJvgA4OB5M7vav1NLH9eZ/UkRS98nqpoEqQb+fkNIcegWTTrkE5M9AZKTxHr1qe37sWC2X7ssjNkKV/eS2u3Ew+bjxoe3hu1jHbh3fuw1uZW+3gAAIABJREFUx+OvQpdJ+wJaHzNvzb8s985YTF+wuen5lr6Y6DPON0sQ1A3LWnK8TEufI+4w9byDmD7zOn7qJw/i23c8jb949fOD7VkCNv4fAO7+2CtQqwlO/uQ1wfySiX7sJzmZUkip6mP0eHvsb3KLPqXUL7K2i8itSqkXdz8lQgghpL/gPbJ/GW964WI5uWiPJzaxC5axpoehRrHl8AUnHhqKvnaZICdallg1S/+oZIPtWJIqteCFMX3FLX3/dMNjOGvlknC8V514KB7dsjeWJdSGq2RDIyGai2a0rCUSyGzZ7ce5aWtpnhhBU/DqwuehdbQet/S5zjFPRO/Jhy/APU/vbN+xIJ0ITsb0TS/KrA7SnY2ZlAbTCBDSHfwMkQrgPXKKMt5yW9LMNfHhi2b7bQkB0Ymlz7QUtRMQWfMzSWbnNBEBRic87B6dCPvpkg0u9852cXV/c9XacJ8vv/U0/PyPzwmydxYv2TCUyH5aOHsn7IllbG66SfIIwpR7p+MUMwvTB2r7vIR7cFl0kkOqXeIZMliUKfq4TCKEEELs8B45RUi+EGNGpkO9BLatn//H+ccASIuE3QcmMHdGobLHseO71upaQNjcO7fvG3ce0yZiDoz753jJlWtC8aGzd5oCzBQBS+dn/04xGlw3UwS3Lc5uKdkAtI/xa4eZqMYkK87R3Lcd9YR75zduWW/tlyn6csyl13RaGJ4/jPYnZYo+MtWYOt8rhPQN/OWTkOmFaUmLDDlpN0RtzUtajTbvHsXIvBmFxoyJPsfvAUUX1ll1+rTr54PP7g7dOxUUPM9f+B8RWjHN42WPp8VLLSb6cgqfxOozaSktnL0zITb1w6yMpkXQ8zn+Y1fjrqd2hII3SVaMnCuJTVmYV/3Moxfl2qcTcU36lzJFH98KUwT+AENIdzAzGakA3iOnKGNNL/yxR1uGtICwvWhJ98n94y3MHk7XX8vC/I5pZ+nLS1YiF9M9UQtApRAmctGnZIqWduNHoi9q+/naLXjg2d3YMzphn6OjZEOyQH0nyVDN+SZfx1wxfZmJa6KN163djJceky7dAUTnlzW/soXT//rtYwHE30eL5+b7EaIqAUqmJmWKvreVeCxCCCFkkOA9coqQjH2yuU+Gos+aFCXdVjTxyNL5s1JjAb4g++L1j2LvWLNjS59tKlH2yaifFoCxRC7GPq02pr4w66VFGu/Y5xB9DmtX0tJX1AJVS/h3JkPvunWpNOeb5cLazCH6zPfKQTOLuQXbkITrKZD/F6ap5GpKqqet6BORPSKy2/K3R0R2635KqfurnSopCt3UCCkO74GkCLxH9j9HLZkTPk6659nuo7a2oiUGhhs1/N+3+vXtzMX61Q9swt9d8wj+5qq1hS19Wsy2qzsXZaBMJ3Ix6cTSp3F9j7pcULu1OIkkLX3x/5kF2HNcZjPRjGRkKG3ZKtYHrNuyF0CUURQAXn/qsvaD56STOLvO6/SRfqSt6FNKzVNKHWT5m6eUOqgXkySEEEKmIrxH9j//962nRSUbtBUso79toVzU0gfAGDNq08Jl1/6JtjF1SbwcAqelVFg2QVv66g6Xzgz94o8TrCBtcWztRF+6ZEP8ed7ahOF4cCRyscRmuvpkkbSGugTWuKW8hkZnO/3lI1vxe6uXB2N3Tzc/VHaSJZX0L0zkMogwrRIhXcGPECGDS/LjvXD2cJS1U//P4SppUq93IPosbWFB9pZXOAV/5JKakUzEM9w7Aewba0JEUvt8Z83TuGP99szxsix9LrdBm4sjAAwlMruMFRR9tZo9kUseS18eGkn3TodcMzPBXvyiw2Pbbnvcv571muCEw+bH5lc2eYuuF7VQk/6Gom+AoZsaIcXh54aQ6YVYVkJZa3H9HTHciHbszNKXqP0GYDgQfRMtrwNLnzt7p6alVJhspNnysP65/fj52s3hdj2XP/vevW3H0/O3CQyXaHOVbEg+78TSZ0/korOFlhnT5xZrZlbP+bOGrH0a9Vqp95koCVHxfRnTN72g6COEEELItMW67M1I5KIXyuamTmLSIutitFoPLX3NDix9+rgZC/mWp0IxuX88XXagSByhNm7aTv28v7sRNzy0xXn8ZMkGU3i/9JglOGvV4tzz8A/gqtPnnmOyT6Z1zNjWUm6H0NGJdPmPJMNG0poyMkWHbsIdJHLp5McKgN4w/QpF3wDCzyIh3cHPECGDS3LBai72zSQnyW2aqLyB2VZOTJ+ObevE0gelclmQtPA6EFil6rUoUquI6Muy9AHAzeu2pcd2lGwwn33z3Wdg9nCxrJap7J3h6xifa6eYonGs6TlVj2npc4n2Rr3cyDjbsfKebtHi7DQM9jcUfYQQQgiZttTELQpsrTZXwY4sfaGFJj2eUp3V6cszCy289gVZJD/zuyeF24oMqU/Zdeq2OEdXyYZORPPX3rE6fJx079Rk1VvMw399+KX4xGuPj81v8Zxht6WvaYo+e59GTcI6eofMm9nhzNLQvZO0g6JvgOFHmZDiMDsZIdML22c+awGte5sL5s7cO3UslhGLZvwvuohXULksWlp47RvzBcqsoTo++8YXAACWLZjl2i1FrY2lL1lw3R/bniCnE/FxzrEj4eOEoS81Xq7i7Ja24w49CO88+6jYtrkzGs7XZmyifSxiTQSvOvFQfPEtp+KPzl3Ztn87bD8e5KVT907Sn1Qu+kTk6yKyRUTuN9o+ISLPiMjdwd+rjW0fFZF1IvKwiFxQ9fwGEfpaE9IdRWNpCOkU3iN7TzKOylz3Jks26G3nPW8ktYNpWTJFxRffcmq+iVgW6/qYnlId1OnLl6VSl2zYP+5b+oYbNaxesQhL588sJF6zsncCdkHhEmGdaA9TbK7fth8tT4U18JKvcS7Rl9HF3N+P6bO/NmZBe7NHsxWJQU/5c3/NCw5Do979Mtz240Hey9mp5isjFpH0nmJO053xDQBfBHBlov3zSqm/MxtE5HgAFwM4AcBhAH4uIscqpdLRxoQQQkj/8w3wHjmp2Ba+kVugYP1lF8a23RgkKDGTdvzonmfDxzMa9XzjJsYyHytV/Adc370zj6XPP3ArEV9Xyyg6bkNfN5egsrnBatfSpCDsSPQZj39630YAfhzhBSccalxHd+mNQmMZ+3uecr42LdNqq+ztRcV83rl1ctSisY60C/Y3lVv6lFK/BJBd7CXiIgD/rpQaU0o9AWAdgNMrm9yA023gMiHTEn5sSA/hPXLysbp3wi0WNu0eTbU9snlPtG/ORX10j476ayGmUFwc+O6d7fv98y8e98eylHgoMmaU9dK+3Wbp07XL25VsyINtF10mIZnIpdvYNXM91TQyoCZpxix9dgFYhktnO7j+IzYmM6bvgyJyb+DasjBoWwbgaaPPhqAthYhcIiJrRGTN1q1bq54rIYQQ0kt4j+wRpuhJruXzLp1dbn1Z2Cx9nmHq68S9s8ha3wsMlXofERQyF+lzdlkXbZa+qG5eom8XdQ4B4C1nHAHAj0+Mj6fn4j5OnstsnkrLc7t3eg41aI7xohWL2g/YAYxKIO2YLNH3ZQArAZwCYCOAzxU9gFLqcqXUaqXU6pGRkfY7TCMYj0RId/ATRCYZ3iMrxFayIak5it5G//vLVhn75rX0Bf0t43qq+PeQUqpQIqowqQo6c+9sOQScxpbIJelSqunWLvWK5x8CIDonLcryJHI5cslsAMD7znFb4Mz9PeV+cWKWPpuYrwAtfs24wXbXc/WRC9v0yIbLzP5kUkSfUmqzUqqllPIAfAWRe8ozAA43ui4P2gghhJBpAe+RvcW2QFYZG9/wwuWptpcHogPIvyCOEnBEbaZoKVycPWciF00YZ2ZY+vT4K0fmtN/fIuA+eF4kfm1JYVwlG7r1RtRWxfD6pdw73fseNHMI6y+7EL9z8mHOPhOGoGp5wPfv2mDt13JY+ioVfcH/P/nuPelGB1e++3TcfOnLOh+M9CW9SOSSQkSWKqU2Bk9fD0BnLfsRgG+JyN/DD1I/BsAdkzDFgYCfTUKKw88NmWx4j+wtVsGRsIKZ/MHZKzDR8qAAXPazhwDEhU9u905t6Ysl+Qj+e3DGjQFR7JqJzgqZl9D1UZdeQFosZRGJvqjtuKXzwsd20WePlew2Bk3HD2ptpucfxR12d/xHt+wNH7c8D9v2jlv7xS196de1CvShb3w4vxv37OEGZg9PigQgk0jlr7iIfBvAuQCWiMgGAB8HcK6InAL/vboewPsAQCn1gIh8B8CDAJoAPsCsZMWh1Z2QLuGHiPQI3iN7j829M9oY+2cVhCKC952zEtc8sClsM10cu7HqRJY+d3wYYLdcKaiOfrQy6w6GI+Y4hUjgRKO2q13oOdw7i/Bv7zkjzNYZjhtc/9DSlsje2W0ilyGj0HwroxTfLx+xC68qw24Y0kPyUrnoU0q92dL8tYz+nwbw6epmRAghhEwNeI+cGrztzCPxLzevx2tPibv4ZUkFUyzGY77yjZnO3WnUCVTuDJGuMYomcgnnofeRuOhsh2ex9JnD24RW6N7ZhQg7e9USnL1qSaxNHy8puG3WyE4YMurp3fjIllz7mDOp1NJnOXaR2M6Oxqz06KQqJjN7J6kYZuwlpDhMdU3I9OPIxX4M26EHzQRQPKNjzL0zf1BfaqzQUKWyj2OzJiqlOvr+0gJBgJSFLIuWxYpmjm9N5FJS3bwk2qoYlbxQzjl2grn/b57amWufXiVy6WWh9KrFJKkWij5CCCGEEJjF0bU4cS9yzU31DlZTYSIXS52+pudlLuVtGkLBbdEy3ROT6H1GJzw8s/NAeKzTVyzCi49e7NzPlsilFrsm9pINNSn/xzWdyKUVWkr9dm2N7Ha4TjSb+bpWKvpodiM5YRTnAMIvAEK6gx8hQqYXkatl3L0xr3unxCx9Oce0+HdqcbB/vJUpFGzbvAxL34xG3druT8T/98zOA5HoU8BhC2Zi92jTuVszKPRnDiltYvpanura6mYjdO/04q9fs4QYQsDIdNohVa7LbIemwwqxQUvfAEMzPCHF4aeGkOlHlEkz/j9r8Ry3cCXquOUZM/gfj+nz/+8dbbaJ6bO5d7q/v4Yb7uWeba2g4AvITOGZKO4OtLf0ecpetL1bku6det556vTloZNkKb1y76zy2E5oXehLKPoIIYQQMm2wLeBdFrKsH0/NLfWOLH3uOn37J1r40g3rnPtaE7nAfR4zskSfLRNoICCTdef+8c2nho+1pS8e0xf1tSdyUV0nVbGhx4rEnt9eViKXToTVZCZyqUqT0YLY31D0DSD8/YWQ7mAKbEKmJyrxPwuX2Fm2cFausULrYiz2y//f8hRuf2J7+4kGPLd3DN+6/an0hoBTDl/gPJRNnCmFWDbP5JwBYPPusdT+7WL1vKrcO0NLn/9cf4e3Qmtkl+6dGWUaXMTEfJWqzzY2V4LEAkUfIYQQQgiAL1z3KADjh59M987osenKeGZG8hOT0L2zAzfAZL8PfOsuAHAWDT8jY052S58vzt5/7qpESQbBPR//bef+5qFsZ+Kp7so1uNCJdFoJt87IvbO743f7Q2C1iVwcZl9CElD0DTI0wxNSGLqvEDLYFFkPZ34ftHFlzHtsW52+dpgiwvMUbns8wyrYbh6WtsDQh7NXLcHjn7kwbK8JMH/WUHz/AtfBTzbT8VSdRK6ygdgLLHO2DKOd0JmGSltwq2AyNB81ZX9C0TeA0DWNkO7gJ4iQ6U0OQ5+zVEF+4kIFyC8OzH67Dkzk2ufv3nSyfRaumD5Lu63NldDGthbxlLImeOkWbT2sKpHLB85dhTeetrzQPr1L5GIbu5rx+Jtof0PRRwghhJBpyQ8/cHbm9qxYsJjY6UDI2Cx9ycQpWYxOtAqN94Ll8x3ziM9dKeVn77Qu8dNtRcRvZSUbksXZE4lcpMvV7vzZQ07R7MLUXVX+GG+L3+MPl8QGRd8AQzc1QorDjw0hg425/p43016uuGgijI7cO6PBonFziINFc4YBAB8M4vjy4ppjslUpt6XPJupiWUxrpqUv3ddT5RdmByLRnbTwleXe6eKa//lbufr12r2TEBsUfYQQQgiZlrjWy3ncO006cVkM49AKxn69+fTDAQA3PLy10HiuOSZFWEupoPxD+75I9GvUo2WlTTh7nkK9gpVn5N4ZjFNyIhcXxx4yz7kt/rr6jz/9+hNLn4PtLVO1EKTQ7E/sP3ERQsg0hjc0QqY3+isgr4Eoqw6ei06zdyaFYd6vq4ahfIbqgomWis3DnIM/DYvAazOfRltLn9u98+/edDJWjsxxzD6bWiJ7Z8q9cxJ8OMzz1/NYHFhpKxtIN5U/CoBqrLSkd9DSN8Dwo0lIcXhTI2T64Pq0R5a+fN8HQx2Yr6KC4lFblqVv7owGrnjX6YaQ0fvkW+KbcYevPfmw8HHyK8/zgG17x3IncjHjEBv1dtk73a6WbzxtOU49YmHm/i60pc9LJHJp6ddxEr7WzVfl6gc2AwDmzRyyd+6CrEQuN33kvNLHI/0LRR8hhBBCpg2m253TvTPYklcsdOLeGVqnjFV7Vkzfx197PM45dgTNVrxPXtFnWuFMMZsUYd+982kAwL0bdqbnbLkgS+ZG1itT/DotfVW4dyYTuejxKo7pc7EoYdHT9R9nDpV/8q5ELkePzMHyhbNLH4/0L3TvHEDomkZIdxRN4kAIGSz0fbSIWPjK21dj464DufvXE8lHko+TiMT766npmnTtyJtl89bHngMAPLp5r2US8aerDp4b846IuXdajt3yVCXF2dsncil9SCdHLp6NZkvF1mKvP3UZ/uM3z+CUwzuzZGZhfcuoar29WBqsP6HoI4QQQggx8DoQC684/pBCYzQS1ikgXyKXZJxaR5Y+47ySGsx2OJEgo2eiPXl94tk70wfasX8c82eXH9eWrNOnraFl1ekrgj+Wiv14uGjOMObOaFRSo9Cu+VQloQoMfuhvKPoGGMYmEVIcfmoIGWxMLeJKrOF1YOkrSk1soi/D0hf8byX6dBLTZ55XMm4xaUnUYyukr0dy35irqmUOz+0dx9L5M3PNtwihe2cwd52kZiJI59nL5ZDo8RIJeqqag/n637dhF177xZuwZO4wFlYgrkl/Q9FHCCGEkGnFf1t9OP7yNc93JtawCZ+yScahAZGF0Ubkzhnvk9fTzmXpS8bYhZlLbdk7Jft5wzyYZV5Nz8NwB5lO2xEmxQmuzba9Y8F4vtjq9Y/gNutpZT8gGNf5lse2AQC27R3Htr3j1YxH+hYmchlAGI9ESHcwXIGQwaZWy86kqELR136h/qIVHWacTFingGz3Tj2VlteZpS/uWui29NncMvV1cFkFNUcsno0/fsWxzjlkZe/sBn1qngJuf/y5sL3ZcpeIqAqV+O/PS1UWV9g03g+9OlXeIvsTir4Bhm5qhHQAPziEDDR5Fqy+K2PO43W4ArZa+nIcLOzvEIEuXIlckkLh52u3pPYVR99HLMle3nDacgCO4uwVuTma13LNkzvC9omW17MkLuc+byR8LJCYeM6qT9gt2oUViL/Gv3vqstLHYtRQf1O56BORr4vIFhG532hbJCLXisijwf+FQbuIyBdEZJ2I3CsiL6x6foQQQshkwXvkZOFevSqlKl2ka5LJR4A2lj7ELYNRnb5842n3zqG6pOL1AOCTv3NCfDyLMMxzSXQXm36tys1RWyL/z3WPYu9YM2z33TvLG29k3gznttnDdWM+SUtfdS6m481I9Jlj1HqZspT0Bb2w9H0DwCsTbZcCuE4pdQyA64LnAPAqAMcEf5cA+HIP5jdw0DWNkO7gZ4j0kG+A98gphVLF3BA7XcvbLH1ZqfBd7p150+fXaoK/vPD5uOp/vDSeyCV4PCMj1k4LzjzF6vWhXSUbqtYiprV0olmupe/PLnhe+PicY0esfVTwg4H5sngVnndM9BntVZTGIP1N5aJPKfVLANsTzRcBuCJ4fAWA1xntVyqf2wAsEJGlVc+REEIImQx4j+w97TSSAvDlGx/DeCtfAbxeu3cm++S19AHAe156NI45ZF5MHGhtkClyC1n6/E7u4uzViJGTl8/HqUcsiAnTCc8r1bJoHitZgN0sDC+Srr9YleV4LObeacy1whU+fxjtTyYrpu8QpdTG4PEmALq4zTIATxv9NgRtKUTkEhFZIyJrtm7dWt1M+xj+yENIcfL8kk1IxfAeWTFZ98fdByZ6Mgd7cfb2+yUtfXlj+kxMN0BJPUg/1Y/zCJfI0peeV5VZLEfmzcB4wrJXdiKXWHJS5X4dUpY+lUykUx5LDPEZc++spE4f74/9zKQnclH+p6bwN5ZS6nKl1Gql1OqREbuJfbrCH2AIIWQw4D2y9/x87eZC/bt172zmtPTpBb027IwFbn15s3fGj5U+bp7T6FZHVJnFcuZQHQcmWrFsqLpkQ1mYQip51Zsx0Ze24Fb1Q/ylr3o+agIsWzArdm2rEpmkf5ks0bdZu6QE/3WqqGcAHG70Wx60EUIIIdMF3iMrJVsk7dzfG0uftTh7Vp0+3Sch8jpxtbNl8syyDNWKCMOMefkxfdWIkeF6DeNND7OG6rH2MsfLSsaydP4sAJE103ydqrRwzhqu4w0vXA6lVOWWPtLfTJbo+xGAdwSP3wHgh0b724MMZWcC2GW4uJCC0AxPSHF4nyRTAN4jKybrY25mf6x0DpZJdOTe2YmlL/ZYrPOZPaMR9SkQ06cPbptVlVksIUESnsT1KdPgZR4redmPPWSu0U9ir2WVFk5zvKF6NEiVlj56lPUnvSjZ8G0AtwJ4nohsEJF3A7gMwCtE5FEALw+eA8BVAB4HsA7AVwC8v+r5EUIIIZMF75FTj7zZMI852F/kv+vsozoaJ0p4kte90///6defCABYvtC3LLW8fAlnTMxkKq5ELotmG7FiYV//0WlHugvShz84W85FKYV6RStPPe5ESvRVk8gleXbmKLVa8nWt1vJWq/nvnWEjA2sloo8/ivY1jfZdukMp9WbHpvMtfRWAD1Q7o8GHWZUI6Y68iz5CuoX3yN6TJ3tnHhbOGcb6yy7seB5i0UZZc2sEWUSWL5yN3zn5MNy7YScAYKLVnaUvOR/NZ95wknO/O40C6K7j2C191bl3ivjf3RNND8ONWljKoEzLYtzSlxCXwUYFlXLvrDKmD/DP0VMKpv6n1wpJMumJXEh18ANPSHH4sSFkenL6ikUAOkuM0glh7JvRljV2w1AcNYn2a3Yi+nIU8T7u0Hmp/nkEVFaPKi1eAv+atJTCDMOcWKbBS7IsfYnah15MzFcndgG/Jp+n4q6+rNNHklD0EUIIIWRaYVsP//YJfmWMXhn6tUiIp/Z3D16vJUWF33eiA/fOWPbO4H9SlJjPJ4KUoWbMWDusdfpKzqZpIkFMn1Lx86vKvTO9zf/vJ21JlOLwKnbvDMYz4xkrjemjN0xfQtE3gNhq4xBC8sNPECGDi+vzHYqwHs0jsvTlq9Nn9tMCB+jM0mfqAVeSFvO5Th4zf9ZQ22NHYjY9L0+pyixQAoGCCrNYRrGK5Y2RdSwzeV7SvbPVC/dOT8UsfZXU6aPxsK+h6COEEELItMdVEqGy8awxfe6xTYNeTQQbdhzAikt/iief21d8bEOghNk7E46Zpmg4cdl8AJHou/CkpRnH9nFl73S5k3ZLaOmDL86SyWfKICakVHJb9LguAs8DHtq0G9c8sClIYFOlpc937+yVpY/0J5UnciGEkH6Cv2QSMvjYShrVstRKFXOwWBaT5Ric+xqPr7qveNUOm6UvqRHMGMKvv/NFuOvJHZg30xd9//jmU/FTx7g2MaupMqGJiECFY0hobStzvLjms2cJ1e6lnlJ45T/8Ktw+b2Z1S+56kL3TfP/MHq5n7EGmI7T0EUIIIWTao0XYgxt393DMdGp/F+ameLxdByo1lnQk1RQ8jxoWzRnGy48/JBo/w4oUlqKwbOtF9k4dU+cqRdENsZINGTUbaiKp7XtGq6v/qAWu+VY4fNHsysYj/QlF3wDC+FpCuoOfIUIGF5cLpV7P/+rRbT2bi6B9IpeXP/+Q1LaasXrTSVaKjhs9FktrF2QcxlPlxtglh1VKC2cJRWu52Tujx8mXyhSEum5erxCLe2eRpDu5xyn9iKSXUPQNMHRTI6Q4NrcvQshgYbs/lhn7lX8eEnMTtOkEu7tkNNdmTpdQk5rF0meKo795fbpGX1F6nsglLGOhYjF9VVn6zl61OLEt3q+Xoq8m6EkiF9LfUPQRQgghZNozGXkv8lj6PnT+MVi2YBZefHQkMsy5eh2IPlvJBlP0vuWMIwof03ZsE+16WZW4FghUUKBcDPfOqmL63nrmkbFtWmTVauk6fVVTrwXF2c06fUzkQhIwkQshhCRg2RNCBhfXp3tGo/eJLyLrlI9NKJy4bD5uvvRlsTbTitPqwKKUtEoB5bnuhflwEtPSzyuN6UMUNxiKsIosfVq8Xva7J+HIxXOwZc8oAKBRq6Xq9FWNzb2zSksfQyD6E1r6CCGEEDKtsC2HZzR6vyTyrVPR87xCwVzPd1KnT2zunSWdfpSVND4vLU6rjunzSzZI5e6dmotPPwIvXrk4PO96TfySDT127wTirr7V1Omj9bCfoegbYBibREhxeE8jZHoyc2gSUtwLEjF9+YRCPItkt+6d9jp9naJLPSRjDbUIqq5OX+DeGYyjBUqZ3+lZU9fbGjUJiqWXN2479PvBTOpD906ShKJvAOnkBkAIieBHiJDBxfX5njk0GZY+xPw789bpM+nEvTMm8BKxb92KJC02/n/23jzurqq6//+sZ8wMSUhCgEACRCCAgKQMxTIqIu1XpFULdapVqYhTtXWovr4Ov9rWr1iHalupqBQHioqIgAIGmWVIGEIgQEKAkEBGMidPnue5d//+OOfe59wz7jPsM93Pmxd57j33nL332ffctfbae621G64VyLzcO6FacXVm63PT41jpy9u9s8/O1Dk86jTpStwZAAAgAElEQVT6cqueVATG9BFCCCGkq/BzUytrTJ8fHTF9ibJ3el/Hdd377jtPxMQB7zCytdI3ErTSZ8y9U+wtGxTEYdZm5bYKBMeDWvXb9dnxhHlOHg7YFt7QyJjRZzSmj3HvlYRGX42hmxoh8eHvhpDupIiVkVbGyRb67p1jr5MYfR3una5ELroi8A1H7x9QtqCvR9Bw+Tc281jpU8qO6Ru7ryzr27xzb+Bnm3YNAwAeX7sNc6aNz3Wlb6CvZfQ12sdMuHdSPVYbLv4SQgghpGsI3py9iH363Fs26F/XItlKnyORi+tYFv3Q2yOeBDOtdprqZkEre6d1D0lXMMM48ZBpAICpE/o9n+0ZHh1rS86JXPrtGYs9DqOP+/QRN1zpqyGMRyIkHfwJEdJ9FDFIbhkqLaztBqKNP2db0+4HZ2I/u/7eHk8il5axbSrBSMuAVkrZ+/S1Vvqyq2PG5EE8/69/6vvZiG3kXnL6oXh521Cu+/T5uXcykQtxw5W+GsOfOyFJ4C+HkG6kkM3Zxb1lg95g3bl65UzeoYvTaHTv05dFN1grfXm7dwoU7A3gMfZ95mXMt76Hcf296M19nz7r7+pXdrWPmTT6uLhQTWj0EUIIIaRrCBqvFrfS1xnT52zHiYdM9b/O0dThRnyjz+9Ws3SD7O+V4C0bjO/T1+rD7Ff6wmh9D4N9PejJ2b1zyQtbAADPrN/ZPmbivukxWm1o9NUQTsAQkg7OYhLSfbgHtG88xj9RSbaVumP6VHuFZlx/D35x6R/7XpZ2QN8R02fAvdMvpq/ZjukzZ/WNNJq4+fF1aDSV477ysVQmDljZX/ed0J/7Pn3vOOUQz7E9wzk2gFQCxvQRQgghpKvwswPcK31f/8vjzbfD9b7ZBHo1jJS0G6n7b87u/SwpfT09GMk5e6e1uma9XrVpF2ZNGbSPG6nOw/tPPxTjB/rwlwvn4NHVW3PdM3lfn8Qyrb37CGlRqNEnIs8D2AGgAWBUKbVQRKYB+F8AcwE8D+BtSqktRbWxyhSRiYyQqsOfDSkL1JGGCBiLu42R/hz2cOjp6XQDbCiF3t6WERYsjNIaMtIR0zfWlqh6denrFU9W0WY7kUvq4n1xt1ra7p35CPXBvl6897XzAFjf40vbhnKpF+icKJg+cQCXv+04HDV7irH66AxTTcrg3nmWUup4pdRC+/2nASxSSs0HsMh+T2JA1zRC0sIfESkN1JE54Tak8lghasWhtVBKtQfwYbZK2kld59XuffqyoM/PvVOZde90F9t6X0Ss5qLlG3Ktr8fxsI7r78VZR8w0Uk8WEwKkOMpg9Lm5AMBV9uurALy5wLYQQgghZYI6MgP8Bq9uYyQPb5lWxskWTdU5gA++Ll29fvv0tQ9lcNvWlg2d7p3KdPZOV8N7NIxnU+SZxAXoXOlbu3VPrnWT6lC00acA3CoiS0TkEvvYLKXUy/brdQBm+V0oIpeIyGIRWbxx48Y82lo5OB9DSHz4uyElgjoyR5y21gXHH5BLne6VvqZzpS/kurSGk/NeTSQ8Cduc3Vj2zoByi8rKmic6EwWEFJ3I5bVKqbUiMhPAbSLylPNDpZQSEd/pEqXUFQCuAICFCxfSF4sQQkjdoI40gM6WDTrJVLJAxL05u+Y+fSnr7czeab1u3XMWCUj6fDZnb5renN39vu3eaaS6UpH3RuwMI6omha70KaXW2n83APglgJMArBeR2QBg/83XMboGKMYjEZIKKjRSBqgjzRGVvTO/RGjiienr6THfBr+iJw5a6wAjjQyMvh7xuHe2bEBzWzb4u3cO9vWaqS8mv/yg//YbWZDnJAWpLoUZfSIyUUQmt14DOBfAMgA3AHi3fdq7AfyqmBZWH/44CYkPfzekDFBH5o/zt59D4k5Hnc6YPqU1gHctosVe6fFzeZwyLjvnr9BELpnV0knQSt9gf9GRTBbHHLiPsbJ7ynGLpOQU6d45C8Av7RmfPgA/UUr9VkQeAnCtiLwXwAsA3lZgGwkhhJAioI40RJD7ojMuKi93OU9MX9O5dYI+vT3eLRJC6/UpfPI4715vSXnguVc8x1rt6zPUt25DtvVusK8cFpHJ2MK8VvpItSnM6FNKrQJwnM/xzQDOyb9F9YGuaYSkgz8hUjTUkWbxGyJ3JjfJMabPFjgr1u/Aky9vxxGzJgMIl0PuMI6+HsFwjHr9DJBxhlfEWkafsZg+z5Yb1oFx/eVw7zT5ROUe00ctWUnKMf1BCCGEEFIghSRywdiWDa//+l0AgAF7ZSos7b/7o7iDfr/bM23omjb6PLTcO0uy0meye/OLQSVVphy/BGIECgFC4sPNZwmpN0GmlFNl5maXiNeA6++1Kg9z13R/kkVMX4uT5k6LVZYfHzlnPoBOV9qG/drU9gLufhxz7yzJSh/HZKRgit6ygRBCCCEkV6Kyd+a175nAa8D19eis9HndO+MQZPQ9/U/nZbLK2WqOUmN93TQc0+fur5bNbNpt1Y/hRjP6JEJyhit9NYSe1oSkI4t9qggh1aLD6Mstpk88K1Qt4yVOYpb4K33+xwf7etGXQerSluHoNMRa+/aZcp11y+0R2/AqYqXvHScfknudeUIVWU1o9BFCiAN64BBSb4IGrE5D6PlNu/JpDLxJMVrvwmw+9z30xczZb9rVsLVS2nA0tGk4pi+ov4rYsuEjr5ufe50tDpk+wVjZ1I/VhkYfIYQQQroKP6PHeWzRU/nseS8+/p1hbp1B57RsvgWzp2jVa9p7tbVS6mzmqGGjz52wpfV1jitgpS+vlWI/vvvOEwurm5QbxvTVEa67E5IK/oII6T5yznoPwE7k4nytksW89YjgF5eeisNmTNI+3yStW3C6qLZW/UwZfftNHnS1waqniJW+IvfNO3J/PcOfdB80+gghhBDSNQTtMVbE6kyPCO56ZiN+dP8L7aQuOkaR+w56RHDiIfpZN03fausenCuSjYZZo2/SYOeQtsjN2ekGScoI3TtrCgUOIcngT4eQ7qQIo08AbN41jM9dv6ztXqrTDs/2BDGbvmHH3ngXxKR1L3979RJ8/lfLAACrNu0EYK6fx7s2YZf2Sl93uHceuO9443VwS6Nqw5W+GkLXNELSQQ9pQuqN39C1iMlSZxxh65VSwEFTx+NvTz808Lqg1UpdhkfNbilgbzWI+57djPue3YwvXnAM/vnmpwAAew3VPc5j9Fl/i1jpK8JV+Lcf+xPs2tvIv2JSGWj0EUIIIaRrCM7eWcxKX/u14809nzo79DrPPcS0AU1vS+O3z+GEgV7sHm5gn/H9Ruo8avbkjvdFbs5exLM0eVw/Jo8z07ekHtC9s6ZwAZ6QZJhOZU4IKSdOO+Urf3FsPpWK86Wd8VLDgmvG2MPPD9PODH5Gz3tOmwsAOHymXrKZuEyf1JnIpZUtdOJgAUZfEUt9OcK9bKsJjT5CCCGEdBc+Y3KnoTJ7H/PxUZ5mxLATGikH3SltxkiCVrpMJXHx4+R5VmKbOVPN7VvXbXBOtNrQvbOGcAKGkHRwFpOQ+hL06y5TTF8U7pW+uBLLtIzz68sXNu/OVbZ+6YJj8OGz52PiIIe6hAA0+moLXdQIIYQQfYrQm84a4yQ4Mb1Slxa3bffsxp24cenLubZhXH8v5kzjKh8hLejeSQghhJCuoiyp55PamWndOxuGrUb3fW0yvEVEi7OOmJFLPd0OnWGqCY2+GpI2lTMh3Q5/QYSQPEhqfHrcO2OOwt9+yiGJ6tXFfVd5rUx+5vyj8qmoSynHVAlJCo0+QgghhHQPJZrVSbrS10y51DIp5zi3vGL5aJQQEgyNvppCwUdIMhgOS0j9KfPvXMc8arjC/0pkxwLw9m9eK31l/l4JKRoafYQQQgghBZA0eUzalb68+eCPl+RUk9WfNP7MUq2nj7Sg0VdDKqYLCCkf/A0RUlt04t7zMhp8q9GQP6e/ar+O9y9s3p1Je7LCHau4fWg05/qJCZgZvtqU1ugTkfNE5GkRWSkiny66PVWDv0tCklGWrH6EBEH9mJ6oX3lek6dJdfWFJxyEpV84N9vG1IBWf9I4IcRLKY0+EekF8B0AbwSwAMDFIrKg2FYRQgghxUL9WC/8bBPdDNxTxvVn3JoMKcjmoqlHSDBl3Zz9JAArlVKrAEBErgFwAYAnTVT2wuZduOahF00UXQj3r9pcdBMIqTRDow185bdPFd2MWnLpmYeVe7BafnLVjwDws8UvYtWmXaaKz51RjawiR86enENLgB4fq8/0Hnp1prXCR+PPLHev2Ig9I42im1E7jtx/Mi44/kBj5UteaXTjICJvAXCeUup99vt3AjhZKfUhxzmXALjEfnsEgKdTVrsfgE0py6gj7Bcv7BMv7BMv7BN/suiXQ5RSXbkLs45+tI9TR5qHfeKFfeIP+8UL+8SLUf1Y1pW+SJRSVwC4IqvyRGSxUmphVuXVBfaLF/aJF/aJF/aJP+yXfKCONA/7xAv7xB/2ixf2iRfTfVLKmD4AawHMcbw/yD5GCCGEdDPUj4QQQmJTVqPvIQDzRWSeiAwAuAjADQW3iRBCCCka6kdCCCGxKaV7p1JqVEQ+BOAWAL0Avq+UesJwtZm5wdQM9osX9okX9okX9ok/7JcUFKQfAX5vfrBPvLBP/GG/eGGfeDHaJ6VM5EIIIYQQQgghJBvK6t5JCCGEEEIIISQDaPQRQgghhBBCSI2h0QdARM4TkadFZKWIfLro9uSFiMwRkd+LyJMi8oSIfNQ+Pk1EbhORFfbfqfZxEZFv2f20VEReU+wdmENEekXkERG50X4/T0QesO/9f+0EChCRQfv9SvvzuUW22xQisq+I/FxEnhKR5SJyKp8TQET+zv7tLBORn4rIuG57VkTk+yKyQUSWOY7FfjZE5N32+StE5N1F3AvxhzqSOtINdWQn1JFeqB8tyqQju97oE5FeAN8B8EYACwBcLCILim1VbowC+IRSagGAUwBcZt/7pwEsUkrNB7DIfg9YfTTf/v8SAP+Zf5Nz46MAljvefwXA15VShwPYAuC99vH3AthiH/+6fV4d+SaA3yqljgRwHKy+6ernREQOBPARAAuVUsfASqpxEbrvWfkhgPNcx2I9GyIyDcDnAZwM4CQAn28pQVIs1JHUkQFQR3ZCHemA+rGDH6IsOlIp1dX/AzgVwC2O958B8Jmi21VQX/wKwOsBPA1gtn1sNoCn7dffBXCx4/z2eXX6H9a+V4sAnA3gRgACYBOAPvczAyuD3qn26z77PCn6HjLuj30APOe+Lz4nOBDAiwCm2d/9jQDe0I3PCoC5AJYlfTYAXAzgu47jHefx/0K/W+rIsXunjlTUkT79QR3p7RPqx87+KIWO7PqVPow9mC3W2Me6Cnsp/QQADwCYpZR62f5oHYBZ9utu6atvAPgkgKb9fjqArUqpUfu9877bfWJ/vs0+v07MA7ARwA9sd57vichEdPlzopRaC+ByAKsBvAzru1+C7n5WWsR9Nrrimako/G5AHemCOrIT6kgX1I+RFKIjafQRiMgkAL8A8DGl1HbnZ8qaUuiafT1E5M8AbFBKLSm6LSWiD8BrAPynUuoEALsw5ooAoPueEwCwXSsugKXwDwAwEV4Xjq6nG58NUi+oI8egjvSFOtIF9aM+eT4bNPqAtQDmON4fZB/rCkSkH5Yy+7FS6jr78HoRmW1/PhvABvt4N/TVaQDeJCLPA7gGlvvKNwHsKyJ99jnO+273if35PgA259ngHFgDYI1S6gH7/c9hKbhufk4A4HUAnlNKbVRKjQC4Dtbz083PSou4z0a3PDNVpKu/G+pID9SRXqgjvVA/hlOIjqTRBzwEYL6dUWgAVqDpDQW3KRdERABcCWC5UurfHB/dAKCVGejdsOIYWsffZWcXOgXANsfydC1QSn1GKXWQUmourGfhdqXU2wH8HsBb7NPcfdLqq7fY59dqNk8ptQ7AiyJyhH3oHABPooufE5vVAE4RkQn2b6nVL137rDiI+2zcAuBcEZlqzxCfax8jxUMdSR3ZhjrSC3WkL9SP4RSjI4sObizD/wDOB/AMgGcBfLbo9uR436+FtaS8FMCj9v/nw/KjXgRgBYDfAZhmny+wsrg9C+BxWFmZCr8Pg/1zJoAb7deHAngQwEoAPwMwaB8fZ79faX9+aNHtNtQXxwNYbD8r1wOYyudEAcAXATwFYBmAqwEMdtuzAuCnsGI2RmDNeL83ybMB4G/svlkJ4D1F3xf/7/iOqSOpI/36hzpyrC+oI7190vX60b630uhIsQsihBBCCCGEEFJD6N5JCCGEEEIIITWGRh8hhBBCCCGE1BgafYQQQgghhBBSY2j0EUIIIYQQQkiNodFHCCGEEEIIITWGRh8hhBBCCCGE1BgafYQYQESmi8ij9v/rRGSt/XqniPyHoTo/JiLvyqCca0RkfhZtIoQQQtxQRxKSP9ynjxDDiMgXAOxUSl1usI4+AA8DeI1SajRlWWcAeIdS6v2ZNI4QQggJgDqSkHzgSh8hOSIiZ4rIjfbrL4jIVSJyt4i8ICJ/LiL/T0QeF5Hfiki/fd6JInKniCwRkVtEZLZP0WcDeLilzETkDhH5uogsFpHlIvJHInKdiKwQkX+yz5koIjeJyGMiskxE/tIu624Ar7OVJCGEEJIL1JGEmINGHyHFchgsZfQmAD8C8Hul1LEA9gD4U1up/TuAtyilTgTwfQBf9innNABLXMeGlVILAfwXgF8BuAzAMQD+WkSmAzgPwEtKqeOUUscA+C0AKKWaAFYCOC7TOyWEEELiQR1JSEZwloKQYvmNUmpERB4H0AtbqQB4HMBcAEfAUkK3iQjsc172KWc2gOWuYzc4ynpCKfUyAIjIKgBz7ONfE5GvALhRKXW349oNAA6AV0kSQggheUEdSUhG0OgjpFj2AtbMoYiMqLEg2yas36fAUkanRpSzB8A4v7LtsvY6jjcB9CmlnhGR1wA4H8A/icgipdSX7HPG2WUSQgghRUEdSUhG0L2TkHLzNIAZInIqAIhIv4gc7XPecgCHxylYRA4AsFsp9SMAXwXwGsfHrwKwLFmTCSGEkFygjiREE670EVJilFLDIvIWAN8SkX1g/Wa/AeAJ16m/AXB1zOKPBfBVEWkCGAFwKQCIyCwAe5RS61I1nhBCCDEIdSQh+nDLBkJqgoj8EsAnlVIrUpbzdwC2K6WuzKZlhBBCSLFQR5Juh+6dhNSHT8MKVk/LVgBXZVAOIYQQUhaoI0lXw5U+QgghhBBCCKkxXOkjhBBCCCGEkBpDo48QQgghhBBCagyNPkIIIYQQQgipMTT6CCGEEEIIIaTG0OgjhBBCCCGEkBpDo48QQgghhBBCagyNPkIIIYQQQgipMTT6CCGEEEIIIaTG0OgjhBBCCCGEkBpDo48QQgghhBBCagyNPkIIIYQQQgipMTT6CCGEEEIIIaTG0OgjhBBCCCGEkBpDo48QQgghhBBCakxf0Q3Igv3220/NnTu36GYQQgjJgSVLlmxSSs0ouh1VgTqSEEK6gzD9WAujb+7cuVi8eHHRzSCEEJIDIvJC0W2oEtSRhBDSHYTpR7p3EkIIIYQQQkiNodFHCCGEEEIIITWGRh8hhBBCCCGE1BgafYQQQgghhBBSY2j0EUIIIYQQQkiNodFHCCGEEEIIITWGRh8hhBBCCCGE1BgafYQQQgghhBBSY2qxOTuJx+NrtmHZ6sV48vf/ginPzsDgrGPw6gXzcOY7/yrwmidW/BBXP9rErkd/ibkvTcCRBxyNvr6ZeOTkM/Dhc+Zj4qD3UVr94v/g6heehLr2IZz9wm5cc+478GfrH8O4qW/En3zszVi1aRcWLV+PS04/rH3Nsueuwo8fX4K/2DgTSx6+Fa8cdgaO3tSDbcNzsO7MV+HsY4/FiYdM9dR194pncN8t78OBa2dh08HHYeFTW7ByYBYWH3UwTl1wKt5+yiGea379yApMufeL2Di8F33bZuM342bj4p1rsGXufvjtnuMx7eBd+PL/uRg9vb0d171y70146t7rMdR4NbZvfRF3ju/DrEmrMPPIE3CizMHK8Xux//F/gdOmTQEAqNFR3PfZL2PzOesxY9tZwLOTsH3ndvxvzw1oTjkS333tbAzueBGfGz0NbzpiPk46dJ51nWrghgffiz3Lz8Hxy9Zg2+SHsXzT0Xh+Vi+O6X0Sz0w4Ep+65OP43K134aJTT8ZxM/fDc2tvx6Jlq/CmZ/fHnWt/jsbwZEzb2sC4k0/HJ0cex7vHN3He6A48e/rHsGOf6Thlxwb85L5VOGPHHThowdFYvKEPzW374vCHv4a7pr4ZVx+0An+96yhc/Lr9sXvDGqyd9GrcPHs+Pn7Qfnjg5k9hx9NTMDhlGma96kQc27wbN/y6D09PX4yJU0/Brt0v4M/e8CYccOzp+O6NN+Ot8w5C/wFTcePv/gVnn/1RPHPjj3BG70xs2T4Bj6jFuGu//TGy9jgcsn0L/vzAh3HYpf+BvUN78F9XfxNnnDGIVx3wPqy49quYN3khfvmbG7Fx/nqcuvASXP/gMvxh3x34+Xs+g5lqLx783o049K1H4Z5HrsNzL83Dh9/1Ljyx9KfYfMXP0Dzji1jz/Gosb/4a/YNz8eajD8ayDc/i0JnvxAGzpmLr4H/j/kcm4UPv+ih6ejgnRgjpZPeyB3HLxz8POeHdmD6nD0tn/AEvNYewevPJmDV7JV6/aQXmH/sVLFvzJP7k9Sdj6lRLX938kb/DxqEj8MQBd2F57/H4h1n3Y9y+x+CGY/4cfzP3KBw6YTDztv7s41+E2rgFvzi+B//4nk/guGkHZl5Hi6U/+hFk1Rr8aHM/9uw7C9/64ju0r73uqfXY+Ps78OTBN+FCBSyY9g68dPvnsOq+6Vh1/EX42CfehjUTevDrm59BY9u3MXTUHHzqlM9iaM+L2HzlBVi7pBdP7D4RP59/Gn746bdh5uRxofWp5x7Eot+ux7KTj8FLS36IC7c/hg3PDqB3/R78bN6FmH/wdHzuIxe0z986PIrLf303LhoZwTEXnZu4j9xs/t738NLs43Dz4z/Dvo89h9nzp2Pa3/4LXnugd4zT3L0bD/3Ph7B4yzRse+YVzJ4zCacdcTJe9fa3a9f3whP/hu/+/nbMfuQcvDR+M2acdBre0X8TZl7wJWDCNADAumW/xLd//iCmrxzCq4/aij+68O2YsuB1md0zKRYafV3I//n2Pbjy3I/g8J8NYNLQWtx+5vvxxL3Ame8Mvmbdi/8fXj8dOOAXAwCAR845H1sac/DjO56D9Ag+dd6RnmvufOJLuGb9eFx76ygA4JOnfAP3vvIpbNqwD169YQ/eesUf8MquYbzr1LkY128ZVuuf+xJeNwmY+MkBnA7gqBnfwnde+SUA4Dv37MB37rkPz//rn3rquuGhD+Fvvr0RwEYs+4jCY3s/COwFbnxmD258Zpmv0Xffo/+Md317CWYCuOBLk/DR29+MJ3AyLuu/EH839BOMTJiOC1Y8hFOOPKXjuvXv/XtMBTD+rRfipm1H4/BtwA9P/jB23vNWfGbS5fjkaf8JPLYK6846HgCw43eLMO1X12Dc+gZG3rgOkzd9FA/vHMSCvrdh3ay/w+BvN6OpgO+deSGuWrkRL9pG36bNd2DSrrtx2Pcfg9owhBP+dD0Wj1yKGWuAt+x/OT67/6F47L//ET849r34n8dXY+05+2HV0+/HvH5g87cGcAyAVYc0sWLefwKLgV2n3oD/AHDpmtX4/le34b//6hP4h//6HP593qU4//obsAU34Pg3XwEAWLH8QDSOOhrHDWzF1dNfxPtv+DQmAbh6+Z/g3z/wT+hf+SRO3OcGHP5D63mY/OYrMDzwbawduRp45VB8d94X8PiW1cANP8CHxy/F3GuuwPUApl/cwBH7P4N/vP0hfPnyIbxkX/vzg3+DpY378YHnzgIwDYf1/z3w0vtw4+8ewbzJP8LmtUO4867NeOPab2PN0I046Q/3AH8A7nhZ8NuFPwYAvO/+N+Bbz9yOJU+djtVX3ILpZ/wMWHQUHpg0iHtvuRwXPKCwbPQHOHf/v8LXj3oYqrkU/7xkFU4C8J2HXocn8DKOfNsPcXDvBDy66k14zeGHgRBCnDzzvkuwz7gTsHzbTNw58AB+N/lWNEcnYNea8/HlTdfjDViE5asOw8Pj+/Dixmdx2WWXAQD6l+3Gzle9Cq/0rAZ2j8fpLy3Cpl334Hsz/hw3bFmBpacdk3lbJy6/H88d8g84fQXwl7//CZ76i3/IvI4W/f/0ZQDA/775cmAv8K0Y1z7538sxddcM3Ne/AssnbMeXHvgDDntyDwZX7cC945dh0/cX4C2vnYD33LYRPfhLXNn7UbzhsD9Fz2MfxnGbV2HH/QfgVNyFLx36Jnzg6sW47oOvDa1vx5X/jXeccxkGX7oVn1xyBh7GGTj7Dut7unP+LNz5EvA5x/lffPR5/HTaVBz++FLM27YXE/dJb6A3tm/Hhsu/hofe+hFM2ngeRvcBjl30fpx61gewzsfo2/y97+HFIx8Drvsq9hkETvrVpXjVhVdhaOfbMG5Sf2R9Sin03vMVrNvy1ziw/zic9dTPcfUZq/DxJ64GbtoFvPUHAIAHl16J2es+DkwCTnjiHZgych3whW2p75eUA05ldzHjhpNfO6IsoScARkabvue4j05oDGHUvk4phV17R5M3wEVfz1hZ45p6N+a8RpT3GmkCTeV/bxaq/WrIXhWSHuU9a9SuZxRQPaPoEbv+5gD2inScO9I/MHadal3n34Z+NYpmYwQA0AhYleodFd/jfaMjvsdbNMUywnubfWjCe08jTb82WXX1NQc6ju5tjl3fI1Y/j6Lzux/1qQNKoTEyip4+67PGiPc7ao6O1TUEQdPua9UcU4KN0VH0N+wim42x1vb4P389fQpK+bSHENL1yGgTTbHkrUJLvlp/B5UlV3vEkjMjI2Nyttljy1TVh15bO/basnCgyzQAACAASURBVHFPI0zPJKfHUW6jxDKtf9RqmyjBiAJUL9BSvb2qgeZIE7tdfdRUTajRIU9Zw6PR96lUa71DbwzS0mGjEm1caWN/HyJj96Ua/voaANTwcPu5AQAJ0O1h9DQVepvWvTelF32w9WFjTLcqNebZFDr8IZWERh8hhBBCCCGE1BgafV2MpJr4i55lchcvUI6ZUe/nWbVGd/6rc5HN4Cyoa4bVrybl12r7xNDvyVizw3vRbyUsqCmdpyrX33CUUu2mKI1rgiaz0z3rhBDixF8+SqiMEs3zsiOvetISf83KQkcnZFFj8nrCCk2gC9NVaP91PIfVeDxIhtDoI6mRpBK7AkgM5WAZbhHnu4Ss5+wY/hQqVcfrXxunD4BkCrJUukcBUueHmhCSEf6SK3yezvtpHuKmChJN+VghKkADxdVLWVAVI1qHOt0L0YdGH0nImMAIXF3xXCEdgqYSSiiGYLTuLeJ81017zhb9n6SkmvmLutbx/cZUDm5l3DmgEddfv3eBTdGoO2AQFudhkyxmVQkh9SdoxS/sCvF4duQhbqog0cRHUEuABgrWS+bu1NcjJzXFjITM3AspOzT6uphYA+GSowJeh17TcaLBzpAYBo7PiaHfU0Hfod9KmBF16KhHa2aXK3SEEOMErfCFyZ/8za6qDOyTO2kmdwzNp56wQuOVmZ33iWNCtxqPB8kQGn1dDGP6nO+KjelrMqYvuJ6MY/qMxGcQQroIxvRlCWP6dE5nTB9JD40+kgqFZIsrVYmZCp/hc7nolDCmL/gM3f73j6gIn8/OKqYv5kxoxxtHiXGfNcb0EUK0SBfT1x6G5xHTVwGRpsS7Nhk3ps/kbZbSiE54w6W8F2IcGn0kFYJk8QhViZkKN2A6PytjTF/wGbr97x9RET6fHV8L+V8R7xnpXFB0lBj3WWNMHyFEi2Qxfe7zconpq4BIE+U1ReLG9Jm8zVK6yya84VLeCzEOjb4uJp0/d7SkyTORS5KYvtyoZExfeC/GienTSeQSWk/LzVXjmqDZbMYuEEKyI11MX14D7qoM7IuIdoyD2Zi+GLowBcrHnZR6sfug0dfFdHtMX27o7NPnJ9A1YvrMzd4ypo8QQvxhTF+WFLH5QhzqEdPXgjF93QyNPpIKxvSNwZi+1hWM6SOEdAOM6csSxvQlgDF9JAY0+gghhBBCCCGkxtDoI6lInGq5ClHlkaRP5NLCd8uG2C0wQRYpVpKSUSKXBKXW4ekkhJQPv0QuuUChlpqqxEj6wweA0OgjpLQw9owQQgghhGQBjT6SisRbo1YhwCCS9DF92bbABFlE2yUlo5g+4zUTQogefjF9uUChlhrGwZGqU5jRJyJzROT3IvKkiDwhIh+1j08TkdtEZIX9d2pRbSSEEEKKgDqSEEJIlhS50jcK4BNKqQUATgFwmYgsAPBpAIuUUvMBLLLfEwOkm/hLsgG3a5Ys00mz+Dv15Tdrp7OJurc/lUYmz8hYwBJMJTtntmNH2ilHnKT/XheabdOoi5ByQR1ZWiy505Ykthwq25YNlRZ17uGC770k9jWKdb2JbmznNdBPpJ22Rohyx5T6FMrN+2pNYUafUuplpdTD9usdAJYDOBDABQCusk+7CsCbi2khIYQQUgzUkYQQQrKkFDF9IjIXwAkAHgAwSyn1sv3ROgCzAq65REQWi8jijRs35tLOupFu4ijJXmyuGaRMJ5Tib8+eXyauZPXoxD1GnlGC9HDOmcXgpyagoeKIk/TdrKnKU9mE6EEdWTYsudMWSbYcCtcpzli+nARzlRdt3MMF33tJnD881vUmurGt33VVWAaNUOKOKfUplDq11hRu9InIJAC/APAxpdR252dKOX27OlFKXaGUWqiUWjhjxowcWkqqQ9ncO6Np1sKlwvA9lOfrIiQ3qCNJUiotMrUan9a9s5vwuneS7qNQo09E+mEpsx8rpa6zD68Xkdn257MBbCiqfXWnvjF9ZUO/bc5JNp29DCOj/oJC5bRblJ7MYvp8P4+/51XUvZf5SSLdBXVkWWFMn1H8Qs1cx7LJAN5NMX3e8trPobMvnRPQtA9rR5HZOwXAlQCWK6X+zfHRDQDebb9+N4Bf5d02Eo96bL/gg4Tfm9+MWahclvY/9rnpnHwUEOTzkhlB95O2Vi395akkvZus7oJqXR9pUh2oI6tLS7Lr6sZcVl8qIdMCNEOMtpu8TUGJxjslaQapFn0F1n0agHcCeFxEHrWP/SOAfwVwrYi8F8ALAN5WUPuIJjorUuHXZ9SQrFHh9+bePF2ijDjV/sc+3zvfG8fLU4DEnadbTdB5ab8yrfo9lYTXGvSp8zvUCVcQlPiZJN0EdWRFaUl2Xd3o1iVGqIRMC4jf9l3589e3JvtSIf14JzOyVMJB91SSWyXZUZjRp5S6B8Fjv3PybEu3Ut9ELmUjum0q4exhuRK5BDUho0Quvp9TK5F6Qh1ZZpjIJW/MLLB1TyIXP7uOiVy6j8ITuZDiyCqmT9+FpXoxfabjBtyld8T0aaxsRRqLJZjAK19MX7IVQ0IIsWBMn1EY02e+EYzp60po9BESRITAyyKmr+wwpo8QQuLBmL6kMKZPm5I0g1QLGn2EEEIIIYQQUmNo9JHCqcKKlw5pJt6avquGOv3C6b64KMYsEEJIPaF4D4AdQ2j0EUIIIYQQQkitodFHCCGEEEIIITWGRh+pHfqZ0VTA6yIIcdMsy75AEag4mwwmq8Bs+YQQUiOq7Pyf27YWOtRC9dTiJkhKaPR1MylkgPPS4A28Oz8R1Xksy1g+Uwm1MsnU5TJWnG9D8396clS7z4w2bwNbH3Vfjs99N8ANrVhFvnN/94Ebq0PF+26Dkr/FedSoGwkhQSi0haJbVITuSOorx/I0bMor2Dzy2akGAxRALhlPW23IraYQMpj0bHYU4RxBBPUxqRs0+khq0oqiMi/gqBiN015hdG6JE/ahpzF+9SXsvBj3Fb+GiquKijefEEK8VEiwObeKC9BVwZPGJR5QlArn8xDUx6Ru0OjrZlLoAJ1L3UaQks5jWc7UOfWCvluIBLzOmMSrhaJxfXjZiYV2hFHo1yQJWE4Tn3fu7z7oLgQy1hSdfgw4xbTnKSGkSxC0BatbrKiOkwI/jDrYdfjJ59w2sNegFOrDgDtTqVxoSS7Q6CO1o4oxfaHCt8xLoQ4Y00cIIWWiuoN6GiRZQ/1JgL6iG0AKhDF9GuVmH9PnvO2wmD5P//jG9IW3jzF9FtKxEhzx3FE3EkKCYExf5ujE9Hn7WjKILcn0NMONSBHO0a5JXO/8YvrCdT+pNlzpI4VTXlWkTzvuIM7NaEtUit686TE1i0AIqRFBAj9Yfij7P72zM6TSPu76bTd5l0HxhRlWYLZ80vXQ6COJiA4BzjemzxS6iVyUiHVvesGO9kW6iVz8DUqdRC6Bn0bdl+PztIlc0sT0uZqSmFjjHQGadCUlhEQS7OcSfEVozmYC+CRy8fq0KChfuR6rL2MOQYIyiabDmdktqvws6w8axaXR/aTs0OjrZspvc2lT6jG6hqJo+gay6yQuKeZLjFNtmq8m9sRAjZ5pQkgJcSRycRM/kQsBki9C5rUwVoqkMhLy4GkQJxM5qS80+roZgzF9SinG9LVIHNPXdDXGfWZ0TEMZYvr8Pis2pi+6jEy+d0JI/XDE9LmJH9OXJ+Ud9ItbJ3pi+rxmVyaeQpWL6cuypqBRHGP66gyNPpKKxIZbzaRJbWP6ArdhyGMA0XnfUTXqnK2bEa5mjychxAjJYvrar1u78mTYomC6Q6qZnK9jTB+pOjT6SCoSz7Y5Z/IyFqS6gjmeSeEly5VKpcJ+igUqggC/m3zSabuTHcSJX/RvXyncdAghBObH+FWUdsrxr+7ZUYe8xA3mi3d6rKLTjn+0L7dOrEIuBWIOGn3EEFVUN+nIWpTqKIPu6+UsYK8RQggpkAJi7Lj3IaHRR1JRRvdO3QxbBSTNTgjdO4FohZWleychhJim0rsoGCJel/hmQNOgeyf+svRQItWDRh8hhBBCCCGE1BgafaR25BXTlyXN8J3qcmsHIYSQelD/JMRJdWPtO8YHxvQRGn1dTWZfvq8M0RfGWZg0ptwNw8VjslTLYdtddG6XGpW4RBK7K5o0IzN1WXLvduFpuPsp1omDpBFNCEmOV+6K/W+wbFEu6Z4/1ZF7RfdULsSN6Qs4P44+cz+D7ee1/rMDxIZGH0lPftvM5E68HRiSZADNt76xa83BrNOEkO6iCkKvCgN7q41R+wAHolQ1vopS4OjZKg7OSCJo9HUxzehTKkPHpu9lm7VK3B5x/e1CIm/d/RR3cV8RQnIhaMItzPOC28WUiQp+FxmNazr2iaS+7Dpo9JHaYXwDVQOEC99q3A8VCCGElAnKZH/i9ks1dLAOjOnrbmj0dTHpvnzxfdlC+bhZWDOdjhW5DOVoMTF9mrhv1PE2LKYPKnwtVuncdcAJUdel6c3QmL64vp+e092Fdz7FQaV3RDJQ5xFCUhA0waUb01fMql91DBe/mD7f1qe+pQL7JEFMX1rV1Vmlf0xfdZ4SkgQafaRwyrowF9mscLvX93znLBsTipQXzoYSQiIJmMRqDc/F1yXPew2lTQQxOshkdIdAWRPaxspPAIcRJAY0+khCNCSNS4JZinDsurKF3rmJ0zzl+DfsJKeh5zQsmqb6ImG5yS7TuMrwMltwrE08aJATQiIJkGctOeRvIHizLlPaWEiQflAB2kXcb+MaZfH0kekQBqMeOIm2siJ1g0ZfF1N0IpcsJ8xKHU+WOpFLWNElvm8juO9X7ynutl4ihORJtDJjIhcDdFOXZqDrSz1OIrlQWqNPRM4TkadFZKWIfLro9tSRzGL6fImO6csSEwo1sxITW7cae85FlZ2wamO6NPP9HNwxfd7nS1zxCnqreFSOpLxQP5aEtjxzr9x53TvDYvoobSIQfZ0UbyK0y2L6MjqHVJdSGn0i0gvgOwDeCGABgItFZEGxrSJZUrcFqsJi+oz3o38b09puWpfHfEiydJiq2eNJagT1Y9VJvAsdKRjTq7V8GohpSmn0ATgJwEql1Cql1DCAawBcUHCbSIZ0THJlLEd1Bac4LZdEbciy4SE/xbBqjE/L+fdm2tA8rctDsp76nh5Qg3M1lEqV1ADqx9pgWoA7N+CujvQTQKtr/CdOq+bJke4Z0F8wVFlURypOWY2+AwG86Hi/xj5GKoOPZKm5sMlajWi5YtRtyZQQEoWWfhSRS0RksYgs3rhxY26NI3Gg/NZGw7qpUm+azAIaTJV6iJigrEZfJFRo1cakraIrSpVz5rPMsrDQtpXIvTOiH4LcO90xfYR0A0qpK5RSC5VSC2fMmFF0c4gPlEchaOg9/611dBRmF/d8mcc6xDhlNfrWApjjeH+QfawNFRoJIj/3TpIr/I4IATT0IyFA/TOG1mNrnbysMLp3kvIafQ8BmC8i80RkAMBFAG4ouE2EGKMZJvhNCGkDS62VSAddgSYSEgH1Y+WxhDrFUQgRei84S6fhmL5aGk0B/cEHtHb0Fd0AP5RSoyLyIQC3AOgF8H2l1BMFN6trCfM9F/s/n6v0yy+xFA1P/6zXbnf/heZucy4+qvA96JTPJr9miFtHdt+n99mIaItGnESZnzdCoqB+LA/uFFGlW1lzNCfz3XIyJEwPlsHyMNJ1cQvNIAbQPfaQQuIKSZGU0ugDAKXUzQBuLrodJJo6D6LjBFsnUfieK2LoN7F3nUtELGEft47ilTQhdYb6sR7kqTmrkLyzPYHc0Vb/XvLVzUqV2rgtE8FT0dGHSXUpq3snIbVBZ7NY5aeRK5eZM/v2+q8ih11QtT4jhFQVt7QpnYt7ReRh2W2LUqyIpf4uvffA7N/dB40+kprYA/MKoWOwxUXXvTO6HPErQY9Y91WceychhJSVKkm6Sq2Aabh3mtDN3YSEvIs6TKoLjT6iQQK3xTjGS5WUUQLcbii6cjQqpk+HqstsMzF9GnBAQQiJia6Lf26ulhXRrTrdUaTR6qw6u/FKzIICKo4TguJOGFeKFUySKzT6CMmAtiiNkqEd2t68wK2OSM+4pRqjCF+XWv3LCSFdTwK5VZgnP6VaWkrVgwms4Eqt9hIj0OgjJAMU7FneKK0g/s6dzVJpk2Sk0yfpO0AFvgmoMUQDxpk9JYR0Kwnkln/+ESNoJeuoEabVaKl6MOZyMXUaAWj0kQLpFhFkNvag/NaiU9e0Wpt7xte4FiEhhGgTTw6XbmuHCmBGZxTpM5p/3VqJW6qQ5pUkhkYf0cAn61OkkvOLxqqvogtz7+yYYcvZvTO5+M5X8Gsp9Djd5Wx+h6Ibex3m3smYPkJINFVy76wGabuicn2Z1OeSvpokATT6SCqykK9Zi65kxmUS5U2hmytJ+7tjRlWvjKqNGwghVaII3VENqRavZ3wmpA12rQTUWQ2sPQyr8RQQU9DoI4nQMayi9jDqVuHj13PK0E8x6FvKKMeli6DU2t5S3dt8GH8W4lRA9xZCiEFy289P8vUsMUGwzkjTh+L6WyCxtmnKsl5n3IWjHziZXWto9JFI/AKAE7l3usqpm2jJWn3ouDxGnRHUpui2Znc3OjF9+s9CwnZ1eNhG1EalRwiJQ8yJomJCHUpg4EQgPv3ocMjvOO6nH+P3awli+mJ8Lam3Z+/IIyf+H3DSs9bQ6CO1I9ksakUFneFmh+S3NFsxAM/NRSgj/8g9BMb0EUKICXSlI6eXvMQ1nz1HtApI2vPV/sZozxEafaR25BbTlyG5ufsYxPw9VFvhEkJInlQ1eZq+Jkl6f9XXt/FRdGIhNPpISlSybFkd3gQl3j8mLG7ARKtjKekUDdC9VBDk7RjWL1n1jKuciOcsMF1L3EQunA4lhKRAV4LknSO5CrhbGdTqIN1sdjghRey0EE7iRcuAmD5Sa2j0EQ3Kv3IWttF24ajQtyHXRZ/ZLOi289pnT3luMKVyUlUZ+hBCSolSSJbHkQPrQHQ6ssjwOxOVx7Ye07ehCekohk9k90Gjj6TG5MxX0QP0OMJed5UuTNCGukh6ik+4zBrRBneVfgtfYdeny6oWUktU9wYps47MZBptE1Xq1WdCSLnRj+njsNuNu0eCesg3kYvxLQlMGH/ZF6lFUCIXUmto9JFaELrRdtFoNM23+RoGSqnu2oDekJ5S3SEhpNsRQUvYxZNOzNgZSMmbWQ5HonSd5L9VFOk2aPSR1CR1B6/Cakp2q1ZjhN11vMB7yWIHg+haYn5Nybdj8C0sf8o8gUAIKQHV3qa7Sozt09eJGNHOdadzda/9jjF9XQONPqJBsGoLdL2IMuiU78vEGInpi5SDmnUmbJqOUVwBuzkV7j7Iwh0qr3hEQkgN8RW6/nJJyrRdTJnFXtINZ3PCSNdlFNNX9zEAyRYafaQwxNDskn5sXcysjqFlZXWSDxUX6ll9yxXvBkJI3RHPCw+cdNJBr4/y9hYyNWIxXIGFarkkc1Wvm6HRR0pNoeox5u4JaRYG6xHQn+09FDk44sCMEBIb1fnCzyjhoDuMgL7RT3kd5+TYGNcKVDvEMDT6SK44jRtTs3S6BlTneQYVceK4OxV5fVT4WfK7yq4/Ukf4ScefRM8Nh1mEkKJoNhod7ymP4uMn9k15C+VB+35yzBKjHP+S7oRGH9Eg2T593h3WKiZsYuiT0FMrdtt54DbMM9vO3W9gYKAeQgjx4FIEfkYJvQjC8dWlcXRx+eZvS1QB6XZo9JHCyXrBz8+49HezSRvTF/OaEIHeDFuyC6umRFHccVxUk0wAJB0sZZhLlBDS5WTjip+XHCpRIhlNYvWMj/4zrRKz91BKW57+rpAW1XgOiBlo9JHUBIkQ93EF6RjsV8E1w3Qbxa1A4sQRiiBKgMfPu5qgIRFIyLvwo/GbEvR10dQjhJQFyqMInNm9baHulu1SPd8hX8qxx3BgHvZcW0HMQ6OPRBJj94WOo57jSsWO6Sta5MSZ1Uu0euXVZM5Pw+tT0WtfweqkmfjKuCReafOdmBSElRH0dXW6eEa3oVmiFVRCSLVRjU55W4ZhfhlpJ7lxJrS0ZbFyqSzls+ZarX61s2nGielLqZaasY27avUoiYZGH6kd9ciE6aDQ2yky2Y5rjTBi1TUoSlBnpZEQQkjxRPuvRFxPER+Acv0l3QiNPlI7/GP6CmhIDFTYT7HkbR/DrLbNe08mQgghpEJKWIM4erpO900AGn0kJUln5ZwD+DJnMwtdXcrAxjEd0xdSc8bnxa1d50bjPRedZ0vA8fI+a4SQqkF5kjWq/Y/9PkAHB+13aHxusGRfedz79fcm5fJot0Cjj2hQMilXNVQys6PUMY+5rbp5N/5IW1qZJxkIIeVGoAJ9CIMms5RqRu6paoZqyLrIrpFit7Q30osxdWgWni7esIpqPB8kO2j0kdSYFBtFi6R4gjZ5IpdmSxaH7dzgKt5aJUzWQ/oKVL/8eD0V3YK4sZlZxvTRk5QQYhrzYqZ6Kzi+LdYUyKJU9XN6GlI+nOwkANCnc5KIzARwGoADAOwBsAzAYqXc+ZQIIR4SR5aXWGHnFi2fbT0l7lFSUagfuwsFcQzM3VNNwRImTpLGbqPsXVMGvWFm+6gy3BnJk9CVPhE5S0RuAXATgDcCmA1gAYDPAXhcRL4oIlPiVioiXxWRp0RkqYj8UkT2dXz2GRFZKSJPi8gb4pZN8ie12MhB4ietIlzQpm94qpi+1HnOdCg6pk+53oef7ayBEJOY0o922dSRZaatF9xSJ8C9s9HofN/emYByCqC0Lo6ym9ska6JW+s4H8H6l1Gr3ByLSB+DPALwewC9i1nsbgM8opUZF5CsAPgPgUyKyAMBFAI6GNWv6OxF5lVKqEVIWMU4Ct0X6x42RsC9U5F56BVLk95uibgVwhEGywpR+BKgjS0uHYde2/aJX/MJi+mj8RVDwPgx1iemjkUeiYvq+5qfQAEApNaqUul4pFVuhKaVuVUqN2m/vB3CQ/foCANcopfYqpZ4DsBLASXHLJ92NZ/Us8EQjtUd85Mwq6cxgWoxSyzZVTJxIwfj79EU1Je4G7LT+SEqM6Ef7eurIkpLlsNn4ELzKIk6jc5LGqSXWt0YmO3P6kjgRTxBt9D0qIr8Tkfc63Usy5m8A/MZ+fSCAFx2frbGPeRCRS0RksYgs3rhxo6GmkaKpkpiyRHdIi125qDm7G0GKL18zXUvwJ1SQJJo89CNAHVleAsRE3GQiTLJhIUHLodry2HA/5rDiWPlENKTURBl9BwL4KoDXAnhaRH4lIheJyPiogm1luMzn/wsc53wWwCiAH8dtuFLqCqXUQqXUwhkzZsS9nKQk+UxZ0P5p2RG0r4/3REMNyJHI7yFxMGPC63ybkNF6YnulNP5NxV8FJCSSxPoRoI6sLvGFozunDwf2GmjsLpB04rTV/4V+D4kmFtO1t6mVsJ+T0XUmNKbPjhO4BcAtIjIAK1j9IgDfEJFFSqm3h1z7urCyReSvYcU8nKPGptXXApjjOO0g+xgplOyFk1PeZS12/dw7rUfMJcyMZKBJ5t6ZvAndNHjIevsIKjeSnDT60b6eOrLqBC1MRV7oTgBDWRRKwERubhN4rWqUMqBy0xWo75WSfIsnUh+09+lTSg0DeBLAcgDbARyVtFIROQ/AJwG8SSm12/HRDQAuEpFBEZkHYD6AB5PWQ8yReIbMkbeaam4MYzF9QYOSqOoSfb1BGxZH35vpZ4GqjpgkS/0IUEeWGxObZJuiwlrWvS+t6+M0Wxi0+l/7ezDajXEKNzVO6PSFMV0dKY7IffpEZA6s2cuLAUwE8FNYiuipFPV+G8AggNvsH+79SqkPKKWeEJFrYSnPUQCXMStZ+Sk4sZZRTN+bR5EZ2gw9X8rbMh26avGUpMKQfgSoI6tBYExf3GLyEDoVFmyB3judZKKulQpW/DWI6Yt1BxV+ZIg/oUafiNwHK27hWlipqZdkUalS6vCQz74M4MtZ1EOywU+4OmfI/AfJPgK5iVxi+rIkjgGgK6zDdp7rmHn0FCeed5E1BpzQE3VjqXSbO315spg+/6uCGxZWS8A8pv+5wkQuJBpT+hGgjiw3PtsxeGSe6/Om3n5+xIEneXN2Rl7smD4TX1dbx8QpPKUrKHr8S+jQdzWexSeRK32fBnC34giIEKOkdffR3qYiJkFuoH6HixYSTgXeMSFb56VoUiTUj91ORqLFVEyfd5qwQnTYIUExfV507rJcWzbkSVGbQ5GyEJXI5S4AsGMHPgxgrvMapdSbTDaOlJ/EAsSZyCUHOWpkoi4D6ZnGvbOzLfEa02p7lAqQgOZEpOmJ1ZasyglcfY69CW6s00mXQv1IqkSl5FpHoreAWPHCJvNK1pGJm+OM3Ysxu0sqTWRMn831AK4E8GsAzYhzSRcQuKoSghJ4ErmUTHx6KPMikf42B6YKz46gZhZjPhISC+rHLiOuY57bNZHrLfEx0WPVS+SSAR15WvQDK0g90DX6hpRS3zLaElJiwmP6dK8RBWMxfWZiJDISxgmnWJXG+DFpTF8kkbeebX8Hluark8Lqjo4E5D59JGOoH0k4LpmVX0xf1WSddPyxXvrfg28il5i61q9sgfKObwx0owqI6cvv2QhS8mF5BUjV0TX6vikinwdwK4C9rYNKqYeNtIoQm0QyJzM/lvQKRLsmnSXFkOLzjukLaEXGlcc7XS+mT6+NNAxJDKgfuwxx/S0rVV1R1G81jWddohLyke5A1+g7FsA7AZyNMfcVZb8npHBKLbwS+4iW957y2kw4ftcZ2YCQkDCoHwnJklLH9NUFDV3ILq4dukbfWwEcam9AS0hqnCspWayqRK2ymVkIM21A6Ahls1I5OJFLutAlvVVR5fO9hW3ZMBYlGv590/AjmUL92GV4HfPE8a+XZsN/K0XjkqhOoq4k91KQIxGg0tfd9ORzLUmnktzo0TxvGYB9TTaElJn4gqHILOa6ZlCnwEua/FmDpDF9resoMPm7XQAAIABJREFUlzOEU5ckc6gfuwkV+MZx1DYCNV3LKZUS4tP9ZhK+lJDYN2o9lXl56ZByorvSty+Ap0TkIXTGLDAlNSGALUxj2ncO2dvMYv+HWFj1RbnFxmlW0S62WlvzBS1dEpIc6seuJcD1sO1xoCdvKJUs4mgQ30QuSN+XRWcV11ZRmTaShmC3oGv0fd5oKwgJIHdbqLP22GfG8rYsULNUwq0jdhOzuyfVrED/kLJA/dhNSHAil3z2L41B3cfyOd1fKbpR0rdDwR1aI45PSDcQavSJiCiLO6POyb5ppNxEJ8xwPxTiOmbqqdGfKIuf1bEQQpoWda/Jt+nLLiGK88wkxqaIW0mFlBE0S6DGPqewIllA/dilqOB9+gKH0KoJpzT2e2UEPnkRFLkSG/QUhZ2e7nlRSlyjHp+6i51pJ4aJiun7vYh8WEQOdh4UkQEROVtErgLwbnPNI2UnsXhwZufKWKL6tckvWUyWMX1tZZ/QvTPUyIq/LZ3+50Wh07WezszAxKV7J8kO6seuJ1ye+GWYVPZ6S8d5WTYpp5JNoyWpA1w8o0nWL+K0+LMiqZFlX6Y/5mhHmiarj9SCKPfO8wD8DYCfisg8AFsBjIdlLN4K4BtKqUfMNpGUk2hJ43V9cc0yibnVvqpgWvwG65PwmgP3vEtQZ+fG6PHvWMVRikFGHfUcyR7qR5KILld7iTAjwqulGLJ8btx5PMde8umsM6FGn1JqCMB/APgPEekHsB+APUqprXk0jlSDWmeDiiH/8nYcLDpxCiHdDPUjiTIa/JON+K3+EQCxVr38t3rKYAMopQK/1jx0rvY4IuGNMoqvu9FN5AKl1AiAlw22hZQU/5CUMeGnK3zF5Rmhs8qXSMhmKM1MCMYop1Jd3DGSvucEnhC+z56z3+OuxrrrTBrT17o7kc4SQhsUFdMHvWFBFntHku6B+rHbiTD+XImhOF0XjV6SnORR62Gl5kICN6csnpug8drYSz6ddUZ3nz5CKk3Z3UiV4U3Wk6OvamO5YRrB35x2xtWU/DEghFSKpDF9rRM6/mRP0SI5Aa0uS5pixXhMX9Yk/Y4S7NNnXVbBh4JkBo0+kpq0QqS6A/H0LU/Tc1q1J4zpc57nZ4+G5pbRyaeiVXfc/vXPxupcqaa6I4SUhuoqP2OUfYK2fCTrsMCYPlJrtIw+Efm4iBxoujGkSsQXNAoULXmTVH+aik8sLJELIYagfuxGLJmkvT2Q6nSnz0tK1Unf+on29PdXsR5K6U2jIB0Pn/hZ2NShtUZ3pW8ygFtF5G4R+ZCIzDLZKFI24sf0BV3RPq45nVe0+ImzxVYSQyl8N4bOT91NidixzjonYTLLDuPMV9EE1xymM2L1kX2qxFFCGS0zcraZxID6seuJJzAqZmrkhtieJVo7+vi5dirrE3103UMNKIQAJWNswlVpRqoXHqZBTKJl9CmlvqiUOhrAZQBmA7hTRH5ntGWEdBFFZeKMjiWMEz5fJmXBmD6SD9SP3UgrPiplKcb3Zi+TTCZlo7y5BIgp4sb0bQCwDsBmADOzbw6pIgwMTk76mL4c+j6muwcnCkmXQv1ItGhnJs5zFqoiM15l97KI4/2TByVrDik5ujF9HxSROwAsAjAdwPuVUq822TBSDRInTHZmCM5AahViZyTV2PqBIJkVlZzoLRAyLNVTSWemu1ZUaLhTbFQN3I6BZAn1YzfijukT+19/2aIaTRShpaoy/+YbW6ZDTqLcSDVx7zmDcZJ75Tdxv5PKortP3xwAH1NKPWqyMaSsJBAMuv7jBtD1ie88L12UeLj9578HjrOHmtywN5Ls9VNVhkSk5FA/di0BRl6YbPEJlzblZVfFCS6rL3wC2EuA8WYYrSB6QpTUHy2jTyn1GdMNIfWnQ4ybTOSSlZ5T+kpTiabiFufcsFP7l1U5Z7slrlFUhBHvvSDkk7J+H6RsUD92M0HRzSHyw+ej0or/suDbZ35JWLLwGgrTC4ZR5hK5hMLYvq6B+/SRWtA53Nd1HvTf1y17EpatIYgLE9U5Vew0jPX0EpUXIcQ0/hHV4bqnCMuuGvKw7AlFStG6zPpo7Dls9ztnHboGGn1EgyQCQf+aLORNZA5KX+/NuCtDSUlWtmdvJ3cxyt8tNBd8OjRzvaGUz4qbRHRnGeIgCSH1JjymzyOqVQMdWko8LwyhfF+WDa3YsgLbb6Lq2LkMVCum3X1cuwDPEcb0dR80+kjtyMw9Ius9wQWBMX1FZbzMMqW36fTg0Uoybv2lmL8lhFSWBLrGR+yYW+jyMzQrSGDb883kYqILO5OVGajARZxs61V+ZIg/NPpIakrumVFq3F0XZ+YtlUtMLIM2bj2cPSSEkFJRJbHckfuMAwwjOMca7OOugUYfSY22naIC35QWXRcM5ZdxzHMSPIlcPG5AMYRvGteMOKuhKvbWFJ33kLiZsa+Le0FIwH6zGs8nIaRIEgyWuySRy+joaIKrpOMPkETPpevMMHWXSyKXlOEL2miMNWr4WHY9NPpIJC3Dp3McHBlF5yMwAnzSu4wY5lbqM7R62xU7qEe2llxgab4fhBhrAauS7aMxMrISQkgWuCeRJNdd2UkpSbKDQsrHprAcAKQ00Ogjqchic/Y8MDPQd6zapY3pUzo/Rb8g7oT3FUvR6J6cdaxAuhXG7M8nJF9E5BMiokRkP/u9iMi3RGSliCwVkdcU3cbupuwxfREVV4AyuXcKDI9d8rxVjRspT8+TrCjU6KNCqzIOg0dbMghST1XVDNMxfVn0dnzB757Vji4tK+USNIPOp45UDRGZA+BcAKsdh98IYL79/yUA/rOAphFiFt9s2zUlVsx8bXuB5ERhRh8VGiHpKSrrZxzSzIz6btkQcYUfFegmQtx8HcAn0flQXwDgf5TF/QD2FZHZhbSOeAiKlXZvv5MXdZd79JKNierc8qjuzwfxUuRKHxVaZbBj+mJsZq6s4CmfcuJtBlq0TI9Tf5qtIvy2O/DtvpjomEg9yGhAotU+/ZW44CQ6cWL6OuNIrdVRnVjJop880s2IyAUA1iqlHnN9dCCAFx3v19jHSKHEGz5ntq2QRk1F0WzEvybO1vZ+Mloy2TjIVxulLjWwTJflaurZUIpajQB9RVTqVGjS6fsVpNBe9injElirgTj44IPNNZaQCpDfIKJVX1nr4dwlqQYi8jsA+/t89FkA/wjLEyZN+dSROdMyORIltDYAB/lZU/EedanHit8NSYAxo8+0QlNKXQHgCgBYuHAhn90Kk0dSFxN15D9vFmzQmN4Y3Vtf/iSP53cm3KGoIOVAKfU6v+MiciyAeQBak6IHAXhYRE4CsBbAHMfpB9nH/MqnjiwI3Wjr+kvt/DF7l1JoN/o9L7rbShECGDT6TCs0UjRJBI1BFdex/11NhKCWMC9mZUtl5RLqKDHyqLJdNUO6RSS6XTV5OkhNUUo9DmBm672IPA9goVJqk4jcAOBDInINgJMBbFNKeTxhiEn8Ntqz/rR0j8cVsVlUTF8+0i5rw8NPq/nF7+Vl8BipJW7blUo5uWuF3OgH6ZA6krt7JxVaFfHbUCZCXPj6j9d3uN1Wrv7BaY7z/PstdEig0W3JlXtQi+KTTiFl0wr/ffrcMX2tN5lUSUie3AzgfAArAewG8J5im9PdRHl7iK97gvK8Mjf4rvAQP2HCEb1zk/WFaU+RWK3K9OsMKKxijwyJppCYvhCo0CpHDCGoAt9kUXrKiwKK0k44YxtPUbZwSSyNtLI8a11QiG4JqZQuM6QsKKXmOl4rAJcV1xriJGrKzF+OaCTtMkK+Mi1BHpfAdNRBib68Wx4FnByD0GQyhhWV5cuieQN5fJ1Ug7WjcKOPCo1kQsem5yWbnkocjCYdf8pEduuDcSrVqTP8nBJ2JSGkUpQntrrWaHSl/0qqDvGsmVJ8q1lsUh+YyIXWXbdQ6ObspBq0xIGfC2KY+gsVI8r5MgOBExHTZ0Sk6crghKtG7bi5kMuz2Xw9SbxJupq1us7db6ppXxlWd3i7FADFzZ0IIQYIiulD07vhQB7ktY+rEc8IDffO3GL6sh6vOArVvgWlIuJAIgtA0/VAlMKYJblCo4+QDAiN6cPYR0ErZCqLWbwYmJmRrpgKib8NICGEtEkb09c+L6P21BEz4jhpTF/GzUhD6ofGeTOM6esWaPSR1FAuFEU5e75MepEQQgghhNDoI6lJ6uxgMJFLhmZHvEQuKtQOsxwT/ctLZr4lv0+Tqbzd95K4pgyC8kM7NugzMbOvIyGku1BtFz6nX15RiVzypdmI74sYlnvZq1d8Erlk4MMSlqHTjLtsQo2Z6KGJmc21jg9ml0Ojj0TTUlzO1PcJhIHYDo5FUKb9fHwzkWn9FLMfLChIQM1R35PyVJ5mW0HdOLvEG1NQeRFCCqNTAOWxf16z2YqBrhbB8XsmatMOqDNQdavMOGUn/z6V5gQ9kxHVGxp9JBWSMI9jR2B0ZQfkPsljEsb0Jas+fKPy0Euza4XBsg0/GIzpI4QYhDF98Skm5Y0eWWwJkRWtVcfk4yetDYBJzaDRRxKRJO+Iisy8SMpDdt9Tx6MSUKwYTjOXVxY7Qggh2WMm11kZFEMZ2jBGHqvQpDho9JFa0OGprimzJGKbhypQhVXSjibG1G9OhxSlVUBAzKSJlNuEkO6kZYG4xFGga6JrywbxeZU5Kj+39rThE4m28LEOpqq3yEno2H2WVtnb1zsnWP23tyqXEUqyhUYf0SA4pi9s/xy3OOmM6dOM4UrrO6p9TdBh/bLEN7RcrzJfdebZpy6s7niI44X/Pn3xg7zTKAu/mL6QcPqQkrxtcM4Q67rX5hUDSgipA3mn4tIpvFgZ1kxUf7CE9qhDI0ZgeBlmJoddEwJFfG05bxlFioNGH6kFnatJeglPlMOizHN2K03OTe8hw26RGitnZtGfE+/IusbMLYQQU7Rkjf68nC+mtU7HpGmJfdxVwOv0pWVLoatgQbo+9kPn9J5JHRhIKgaNPpKOpLJCOQUPSYupPgzeTD5tuTrEu6uODe6dBn1HMXzaCCGkajCmLyMiVGBVQ12IHjT6iDZZbA9gis5kIXotzSumz+2G4p/PzW91MjqlcxZuiMnu3e8aE9+vN6Yv1T0rYUwfISQ5SkXG9HkyUDZVx6RULls2QBlPkJUV3v323AcCMlUn7saYYSZJq9EpVNcrRamUs60KTQg6vWcY09dt0OgjGmRjFNR5BklLTLY8KdoHDGXIjHGFimiGCthbMWwD21LgNOgD96MN2Z2dEEIM4E1ORYnjRIBU2b/8t8nIhtqOYRjT1zXQ6COpiCUEs8uvEkqW4kvXtvE3jXxOQuc8m+fD3IhTXx5t8+m9LLKbhX4pQeUrJnIhhBjBz2W+jtKm0Uyhvd37/PjIYz+PDfE/NUkLCqO2hiUpBTT6SCE4B9VZDLA7AsH9Ern4VJE6kYumW4Z75jFOPtDOv8FlB5aZWgEGxfTlENSnOk1piejvjmxxgTF9hBCSApFAoRKaV7jjmpazumGKtmA0yVZE65QWr8YxZ1ApTp8E6Nz44Qq+g6H47SGVhEYfiaQlVJqxNEi+kVOd+/TFj+nL6ofgG5un0R7/vm1tpWD3v8/OCul7WSKNqUA8KbSzH2H4uUKlLJDzqISQ5Dhj+tqI41+/S5q5x/ShmcGylybG9+kLnGRMWm88XWUmpi86Zt///DRVdsb0ke6DRh9JD/3BY8X0jeE1EeMMBpxXJ43pi67Dvz3hhnVBZpWz2qCYvg4Y00cIyRfG9GnAmL584Riua6DRRwghhBBCCCE1hkYfSYUEBFn70efnn6hRgyk6Zu2Uf9t03SeVuzz3h86//i2wTwm7X3G9U5GxiMFrWSZnLDtrbXTE2rX+un1DvaUo92kKESmrvfWEp0wITuTSaIyG1EMI6VaUQ3q69cMk7PG9pjnaaL/OM5FLkStTzRiJXHps9dt20BCXnO4R3xB6cY0pBAoqzjij6ZXzeWamVgBE9XS+D/nOelJ8n83mMHqUQv/Yo4gen3HPsKLuqzM0+rqUbQ1L8TR6+qPP3boYAHD3joH2sSG1DwBrUD3Q532MRkd3YlgJxCH4+9DAiBoHANi4c2/7eOuMPXvWAgB2OfTmjtFZke1TSmH/HdvHDqw/0uekzrd7RxuYObCh/X7i0Jr2641qivViwOe+9ozV44xjGLBf3j/rTzxt2/iTn1qvBwAZHdeO1NvbtwsDdhnXbv0jqxyHsbFt8aMY/0APenZax5Y2XtfZFvTiF7us72FqYwS7dq303Gt/o/P7bSm0HZOs60akH8cPLvfc597+8QCApjQwtbnd8/mmpbdh5hfGylZK4bpt/w8A0OgZ6Th33Zat7dfj+nYCAOa90Fne6oEN+MAfvtlx7JHNW7D5nkUY3Mcq7+WVT2GtLIDaM1be/XNubL+eulVh8QvHAQB6e4fbx/snjMfRL1j3vXfvQdjSZ92PalrP4jN7Or+zkd19WHTlf2FkaMhz34SQ7qUxOoLBoRGsPPwtAIDd/TsAAAdsPxDHy0qcjqXWcbFk1pQpli55+Ac/we4J+wMAhnuHsI9YcnBbr/X5tL7ezNu6ffMO9O2ZZNXZsxW9BidQN738csf7AQX869e+ibsWPxB57fqN29HnsD1moYETBl5BY9jSv8O9/ejbbzwWrLQGBnt7xwYIs9duhZtzX/o5GqPBhp8a3oMNuBAAMGNTdPsAYOdIS6eNQstE37YW+MI+wL3fDDxlZO0aDA9MwbB9P+P2bELvQHC797zyHIZffnX7fXOCfa6mHbh164PY3JiI/bfNBgBs6R+Hg/autz6cbB1Tqomte8fGID19NXVn7WJo9HUZe4YbOKhvO379ijWof+HgcyOvWf7s1Vgx1IM711tCxm0o7jthwHPNlq3345mhHrzmWUtojPRNwPU7v4y9ylJCP3pgreeaR1d9FwBw32Nj5a3afZb9yipnxuRBz3X/++AzOPr2oXbbntzxF5H3tGztNhz91Evt92eteEf79QPNBYHXPfL3C9uvd4z0tV/PGxmBSBO3zfszAMAx/ZbgfP4tb0XjKcuoakxTGNgzE08OW5+tn/w85oxar/9wonWfR+y1BgOjGzdiv//7e0y9qs++e8FiWG0ctQcUQ9KPpw87FgBwVHMYjz72PgDA+PvHftZbp5zf0f4/3mP105Yp0wAAS6cejY/tvRoA0Bwvdt3L8cwhJwMAdg1uxamNpZ5+eM3IcvRttgcRfeOwaXRMOWyctHrstUzFjPtuAwD0DjSw77jt6F8lePu1aF+7U/bgvKff175GYE1F3nXTL7DPvDGDs3dgBK80L8be5dcDADZNGY9HD7LK7mn24PQ7FLYNzwAADI7bBAB4eb8D8Idn/wv722ODs3sG8Yt97gcADAzNxK7GVNy27eMd9za8sx/NxghWPHif574JId3L43/1Tmzdd377/ag9ufTd4V/jm/3fbh9/cdDSLdOnT0dzdBQ9dy7G+lnWxN5w7xCOlucBAHdMeC0AoG/Vi5m3dcmvbsLWfQ4HAOzsew7jeyZmUq5SCquXPYbR4bGJtdU//Wr79cmNDfjotvE4ZMNJuPsnz2D3yO7Q8pbeflPH+wWbLB01tMUaZ/T2Kmyc0ouTnrGOvzzlWQDAhu//FabsGEFzpNOYndJ7KNY/4C+7h1Zswdr/uxi/PrAfPaOb8eqXrO+yp7m347wBOFa77v0mnh617rXRbFgTubs3YvOezXj7TW/HPWvv8Va0+g/W39v+r38GNgDX/eor+PtLZqL5kqVrJ+1cg4Epozho2HuuUgpbV92DTU9b47XJ219AY3oDWxA9Kd7ilVfuwZMD+2IcDgMAbJ8wEZ96/vvWh+OsyYehPS/jlaFxHdft7J+pXQcpPzT6uoyfPrga509ehp6llvG0cT9rZWRC7ybf8xuNYezc+Tiu3TKAgzdax7ZMPSK0DqWaWP3ClXhiTy8WrrCMgeVHvhPrG2MrcHes2Iz+XmdafYVXNt6EraOC2Y9bx3cN9ODZPWcCAPbYT+phM7yKa9O6z6P3ReuaV6Yd1T6+u3dXYBuvufunmHSbNbv63Ow5mLvlGABAb9/6wImzHduexIR7x34yz+wda8shI6OYOLgLe/onYqA5jH4B1MgIhp54oqOMDZsOwu5Rq4ymNDGsLMW2fuaBAIBxyjJ4Hv3G1wEAo9MVGq8+BC8cfC56YBnDWyZYs6qDI2OKaiK2YGjIGjiMX2qVqSB44eDXAwAaYpU7rCxjHyLoHx3CBy78Hww+abWnMcO6bl2zD4M9s+wyFE5sPgUA2Dnaj5G+fvRs2IOZm3dAicLeA3rRM3l/PDfcBFQTozKM4d69OMRu2rPYHyc9ZinFcfOAnq3AjMv7MckeB/SM2xe3yYuYvcNSRLsH12JKrzX7OG/jSsw7d2xy4NYTdmCfNa+gsf5xAMArk8eU01Eb/hgAMKv/6Y7+bvQ2sXr15rH3AO4fsMqf09yB5/ae1P5MejsV/4tPLgMhhADA1ttvx+DSx7B6zjntY40dYzrtkJ4NuHnglI5rRAT3/vPX0TtxTsfx03os2TIi1qReo7kbe/f6jPZTsGHJw9i2jyVXFZqZ5OrYs3MHrv6HD2Hxhz+IH735PGzbsA67d+/G+DtvAQDsHj8Dp+84pH3+vrsPxC1P3Bpc4MgQFj+9reOQQGHHSB+Gt1v6aBxGsGTHXgzadpiCwr69TRwzcwcGRxR2b+qcdG7gZDTuXeJb3aYrrX6/c2Yfxu+4HUevOw0AMGHX+o7zpoilC9RoA3ffOQkbBycAAEZVH7721Fdw9s/OxpnXnomlm5bi0t9dig8v+jCG/n/23jtOrqu8/3+fe+/0srO9a9W7LFuWZEmWGxjbYIjpxRCSEEhCzRfSIJBGwjeJgSQ4IfCjGIwBA8a4Ydy71a1eVmWbtu/stJ0+c8v5/XFGW7Qr2/BNMIn383rZ2p29p9xz75znPO3zWEWklOTMHPLMo9wRDvGU3weDe2fNI3XoBR7pWMVbjn1yxn0joMqZ/aCsaJSxbTXYOaWA6U4JBJjMNoJfCIVUD+PFlsnfFzkjs67JDh5iwpxp1M+7al/2GPP4zce80vcqgmk7fP6BE1i1O3j9vhx5Xz25oFI2LhRH/vjhxxm2TMYtjY8/oBSGkaYtc157DoVCP325UULDgquOSmzNTaxOhSVcEfrm5HWvX9s8+fPOk7fgdVIcy+i89pCay2DrFeTtegQ2xcm6RjM3xLJlsyK3j6oxQc4NR9f+IQAL3AfQcdhozLag2o7Ek92JXlFiJ6o34giLkVAPQiviYe6Y9v6PfxitKCiGdSSC2IRaj3PhJmV8BMppLkspz9g5he9bl71+so8zZy8GwKl4sw44ytI4nc5bSkng7nsAiH7epLCwid6FryfuPcVw1XQlUrUJZ5Jcr98KgFV24T6t1ipRswqERtbIY1e8gwmURa8qnWCrtQNXxsFzZmobsG2LQ56ZBxSAflN50AyhUX+sl7qjRcrLJVrAjaW5GTUlBbGbslEER8OPOsBY6OT9QbL+EP761KSiHW3Q0CohJYW88v7eu+YrNBt9k2O2bR9V65hSQn11fgnl/d8BIFtVTd6dwsqspDT+OlaNbUNg88aaf1Dra6m1qTbH+NCJDZN9PlQuo7mSADSKJGPl5fi0FPllJwBBReemcclyuvbuxDJnhqrOYx7zePXBKZcZ+chHSVUtIV67DlHZKMxwNQBPVisvXqfRBkCtVjPZdvj554nWb0Czp8LFW7UEAG+wHsBfUvKj81DXf+mca1OjZAMtL33hL4GuRx5k08+fZNVIgk09I9zxx7/LC194I0a3kiFn21XESqnlm4S8SlYdfXjsgv3JgT2Eh5dP/u6RDv64i8G7p7xLGjA6lEMCWbcKp12pW3QMFiiaOrnoTKXPIY5IbMAajs743E4rmTTqFeytNVg8VsRjK2VOAGMNkVnzyz17nFuXKMO4ZiU5403hSvyEt2l5psdVPj34NHecuINLv7uW3/reRo6fvIdbaqv5RGM9Iy98a1a/zx14lMv73grAsdrbCORmK2DTUTh+lHjV4hmfxbSqF20zHVJKtIl+9GT15Gc+SrOuyw4fJlVZkymcl6Nvl/jtJ/+R/3zyDcgLcCHM4zcX80rfqwgf/cEB2iwbVzzFmn4YblEWObcYuSAhyFNHHuFIQWdBFBomskgEieoVuEVm8prz1cVs9hTHCzrXHnSwdNiz7SYAoosOETbUQf4jV3bw2lVTG3s8eh9RU3Cs00CXkA61MdTxTmxfkkXe3dMq1s0c7f59D9H4z2404MkNSjHxGuPooowLOWfi888PD7CtcBghBSk/FMJrMHyjk7H1ATHN4lrJgZNSwkElRErLl3By+XsmLxFSIAWUcbEmehhN2kggt3cfAMGLlBfVcZRwGvcPYrnSIAUmRqUP0Cv5fCePK8tgbpsNAg6WFyM1F1H/ERpsc5LMRCC5evw0LqdElVDr2rDvIrQCyOrFnF72ToRdpLfmCDrQWtYoo6x4bqvMcuckoQeUEuYEdZAO0UwSG50DrVPW2T7RRNwKg9AwLYd3Rh/DiAoyW9TaDFcvRQKH208CGj7bM0V0IDQ23vJ1RhtbaF0TxXtco7jGwXnbJrRwK6lAAH+xln3NOxkN9wBMzTFoUXY2MrRDeR3f170VWc6i1SxiOKAUt1JhK6vMOuryrbym6lZ2L1CW93JOeWHfGvwdGOvEDitr5ZBRQnMpy3IVOaLWUhpdZ9QaVBRFIeBo5Bj5XIa+Q3NbjOcxj3m8epC66y4AhhepcPl1R1Uqgtuj9oxCsMjby3/NQbcKp1zqXoQmDcqmRWt8hFRkGb7sYWAOIhdNyY/+3tkpD78qpJRIGQShVcbk/4ktJnnnnXSuXIXx2b8DwBEGBy/+JMvGl1B/9wiFaoPn1ryBkZaryIb3852OY3zp4m+h+w8TGVyANTF3JFHvASXrbKGoVTFcAAAgAElEQVRkn2HDtT8+Pw9dQLRET6NJ0ZhAAIviSmE501tDbmymt6vXreR34u6nSD/RT3lYpUxkn1H5ewea7wUpWTPUiqnnyWunkMBYQMmIFpEBBNJySD06QV9APa9tB++k9egGksd+jyezi7i5LsCf1b51Mk/+1oO3YmoaUcPgPa1N6I6BkBpHeh6eRVy2uzeHQGPxFZ/n/zy3p0Ikd+69mK1IpXp3kEmuAGkSzCr+AXVme3kPNZnajVm0CWemFFuJ4JPtfzbjukzqGEZWRdDodmnyyuk4MXKYE6MJ/rn4AWKxJ17W+PP4zcG80vcqgZSSR0+McfGKu6k5VKKsQ0/bNehWEUPE52xjO5I1Nfs5nPNy2elabKHx3OWfxjb8BNxKyZhLVUym9nI2pXH9QcnJNoGpqxCTkjE1znUr66bGsUu4rXFui/m4tEupdT0rrlZtFu+e9EIGjdnEGuXH/wZXCXauEvj8KlSv2LYLAUwXHeeUxWi6yK2P3E39mTKOgK6FKyh4m8mEziWEC/xidpjNyJHn0Ex47g3goYaRFhUWUhN8ctoYGuuiBydZxnLPP0+srpGr1uwAIG2pddi34EFCjj2j/9bSGOFChvUH98PbfxeA/DYo5Koxi9txl9OsSsZnfWG3OknWGkfxiALfO/gB9K4UUofx9mso+Op5ZtHjOHoBQ0IO7xT5pZQsF53Ibi85fwi70YPl6OylCgeHI43n8hQEMS2CremgKwX1tZ2HsAOSxMoqEDAeXoKG5FjzCSQ6VSir7HGnA6lp1JhF6kNRjGGBERWUVju0Frcx4i7zwqpPIdA45lc5MEXhIiFDk/f3T09drX5wwL732wCkLlUWUmmFKNVtYu2EgS1sOpc04q3uU9fblXfG8iELSbpqlVc25p06fLikTsJqo97oppD1AgIpBMKSVB85Rqre5uzRQ7PehXnMYx6vHkgpGfn3r5JpuoTRyErGvLuoSisD1daY2mfuKOc5zIJZxtOBg0cQRiNSM3AXpkLPzx2jDamB5iCkxqmjvS97To794h6W4TO95EQbulXAl4/OGPOXRbGzk9G/+/zk72VXiKev+goTkaV0LX0b6WA7ty1+D2b9jQA81bYbLD9SOOxoexrd8nDw+z+Zs++nepTRcedCFdnyd7dXCLcagIvPGTc1vHmH8UDPpPzSHYnjwLEtVZQSbkreKWk/1qoiSMpDLaQfO0v01oM4p5/hzP4SN17p46+Xv49A5ima0gvQ/afwlsogYCKgDIXn2DQLt36S42GNgYDOypEJLhq5EoBV41t41+G/ZGdnPV+M/wwpBLUpaB+TfPIem3+6zaI10cDv7fsCf7j7X3m2dCW5kw9Mzi/XP0zLuAoRvviHPThRA8sQ2C8SfpuK7aOQ7CCQ7UG385j6ubV5eRjs/R6Hyg2Eyi24yipPPk6E3cEKMUxFKU2UhgnmlNLnKmfm7GvX/V+lbD5MZOwfePzA31MuzrN9/k/CvNL3KsHhwQmQsNa3mw2dsG/dVgyxkJrkSS4kDh4/3o3bO8qEY7H9WI4TLeuxXCp8pcrdP2ebcjlO3+CdrH5evVqHlriwaWJB/2PYhZki8VwR1VhqPwXHwRmX3LRbku0IkPatJBJ/AcefAilwAW4xc3PpjZ2m/ZTyzt197aVojrLC7nOpkBZDcfzPaPO9XWfZuOB+PC9ovLBMIEPX4Cmn2BFQG5xAos3BDf3Yd1WS/qnmNs66lTdp79KvIm3f5DUaNgtTKkRn6ckT5PfuJXbR1B2PmZuxhU3B34V+3hCP7P8QVdkM7/zJDwAwmx2M0GL6D74DgIV9v+ADxpNYcuZXdnNbiMtcu0ibVawtBtD7khQXQsLXiKucobPpMSQSHckEwcl24UiBNkYIjJnklq4CJNHwZkDQV9VNyW6avPaItgxcXqTj4JYmVdEip7dK6u0GilqIZGg5TiCGpZtojoaGQ8F2YaKjCcGpXc+zsPkskW8rpbGwUR1YeoPKsrq3/UGWOcpzl9CnFL6JcgupogphcfVXhFxjDXcsURZbaVZx08h+GrOLGA1182hdx+TzdmylVDtpZT0vedQzE94xkBqGdOEqtAEada5enIxS+CSStl0lfv+xMlefiNI/r/TNYx6vaqT27kNLJYkvvAGAqG/35N/CFQIrSxSZq6aA+8xpsqEF6ufilMyMyggmGlrlCCYcg5LMMN4/90F7OvY+0MPXPvo0X/2jJy9YFmHH/T8n51mIVj6LmMNz9Mtg4n6lsIwtdjNW5+f5bX8y4+87L/kEy0MqvHVRz10MVZ1GDL6HtzS8kUO1PdR6jrHnZBv2HIrqeKKd8cAY9cw0PD961XJoUXu+bgQQQNY4iBS+yUPrbaUaqgdVuGKiOTzV2NApugdn9Dd8m8Z/Lq1izGfgK1p86qGLCZVruNR4lkBJYhtQ55liAhVI8rEOftShZFbN6LPUFloIFnoJpRX19A1dn+KNxz/MH+36Cu/o/ApvO/7XXNJbxeIx+NCuFRgVduiWgQ/S/eQ/TPZ9z5cVo2e4fJBUt1I0YxHPBTU4e2KCuD6EK9NGfbwH/PbcF74IMqmjdE20oetLcJfU/DPMDOM0zRT9UlBVYXzV5ihncapzL6ejtawbuYr6XDuxe/6KOz6365eezzxeOcwrfa8S7O6J02ikGD1uECgKShHFBLnq5B1zXl80bb726F10FnSuPShpTmYpdKjY+zXH/g1DzE1nPzFxgEcnHBYPSwpuF+PNV4JwUZXuwY7PbRHqiz7D/pzBO55XQqF+GVh6NaGMCruTgGeOHfGhJ/+amgOSZ9YKru5U8e4L+x4iM6Ksh+e3sB3JnXtOcmNxAFdasG+Zn6x3Fc2JfQwKpbyd/4UwbcmiTz/AkrETlEOSD8X/lGH3cgLZIda6XuC4s2jy2gA59EqM+xWPq/BI/3UjhIcuxxEa2fI2+mqO8LH0CA7GjHGCTpG3PKmS4fe/22H8rywCJ6+kGF9KURundVh53mz7vBlqsEw/zaFkPb8Vb0eMZckt8xL1NFCdOg1CclW+gOXoWOiTOvCSlb24hlSgUYd/M9KxiIUuQWgOj674Bl5ZPznEkNaA3xfAkdDhVcI5Ua3ue8KzGITG/oZnQIbwOTYgyNkq5EaTDi88+yQLfcO4RwSZ1mqcEJwNdFL2b8JdHOaFxn1cYqqQy359Ks/zRKyNFdnTALi71NPsveS3OBw8AehI6eOPck+iW7V01x4iq0sKce+MZ186oQ4slkcxshrBTixXK41WEVdRHcbqXT1IORUq448podo2XGCiv4/E8MwDxDzmMY9XD4a/8h2k0DhUpTMa7GV9+eXn3i3r6SZav56MO0FNcSr3bIezhukSqro2jOXO0H9i7qibc5gYL7Dvwb7J35//8ek5rzMO7yUbaCXjfvnew7kgpST90EPYXojdtIjja78Iop6ULvlipMB+t4Vb96OjY9tnaB55GhwDCq1s6FCesTs79iLMIN07u2f0XTx7gsBEDQORI6yexgR6+59IBrS2yd81XSknE54hpOabXLWezSvwnDYRhoOompnXl796O5p4kDrXZwDo8wt+0epiu8fHHx/eN3ndRa7n8ZXAMSQt7qncQ4Gk6GziRMigY8yk3VTybM3RO9h04BYiSeW1bUtPEfkUfXXs3PoFhpu3oRcaMaw8C/ofB+BLqe3c+9DHGD7UxUTpekp6jg27FHPmh677NNaLlOwoHDtGzLcWgUZ18iS4fjmfrW2XcLIjWHHl1ROlpwEoifMIW/I9jBQ9BMpTCvQEM4nzvrnr6+xpPMLlfW/lLcc+yYR3nGLWJJucnR84j99MzCt9rxLce3CIzb5naT8lidcoog7TfQbDnlt56xxJs6iqnxMTHt79rGSothbDtxjd6iKcvrDQ6xv4IbsndFYNwPDaJlaPqDCGqomeC7ZJpo6wd8xg+3FJz4Y2htzbQTqEJ44hiuoAfj5HVaqYoqrrIJoDO1YJQtZmhIyxqO/nsweooD+R59oFP8V7WMMWMFG3ESkMqiaOkS8bc7bpitksq+6mqs+id4Eg5fYjqaIxuh8ns5yCNbVxuivkJUjJou4zjG9cjRE2CY1uZaxRhZ72RzpZXgTkzDtybLjqwF6OLfARudwhNLKFU9HVeErVDLqfmAxxta2ZX1lTm8CvFciWBa6Bowgg0bQKS3PRNvQMDZZNrtw6gygGoL52jPxBZSXVqtpxbEnGu4iBqhToZd6SnVlIzyqZOBIW909ghuFy62NYTolsxfPbWX2Ucv4iPKKM7QicytbiODbuehPfGTW+f6vyxu53j1L2dRBOvoA5fg0bDPV+TBdnZ1IdxFYq5dndJyAQZrcrQsqVxjGrWakNEM2tBy3P6fp9GF6bkqU8g16vjj4GMt6NJXQmvFNJ77ZnERoOruwadD1HUIuR8wUBiZYDX9whH1Ez2dA/wvFn5vMW5jGPVyOcUgl5/AX6llxKuNRMOPQsufzlL6utUS7TkEySDncwFjlD3pw62B9wls2wSvqCyli1/8iL1437xdcUSVjLsgi2VuLIs/0UMrPTETwFDwiNozWJlzXXC6F47BhnxWKe2fJVxg5+YvLzQvB53qs/Tv/SFELkcLQSpfIPcTk6bSc/hUDn8uarABgKK+PtiZ0zS//sengvmhT0VR+hylHycKgGMjVw1jVF7qIJpXhkPHFkRVGxpaDJU0toKI230SQ0jQn8p0E3O5p07km+jifsrdR5386RJlUW4p/WNZMfjVDUczSvuYViykCTSk/VprFhawj6/YKzIZ3FIxmCiTCQwJ9XiuElh2+lIaryvTfuv4W2zs/hCEXGcnLFexlqvQJvKcaiPjXu+uGr+PaZs9zzjePYwsJu+Gc06XD7qhu40u3FZu7zh3Qchm75HMUKkVooO4Dz0qWVZyCf72I85yeSacKfG2EiNLdhIZs8xXhZ4ranom1y+GZcs9M+zpb+N03+XlVU8zrw6HmFd+fxG4t5pe9VgHi2xMmRDM3OCbacFPQsUbVesuG7L9jmTDRLh6+XyAlJqCCpXxckZbdhWzPphwVyMh68WBxm/+jzNA4JvKZkVfgsLseLKQ/iNrMXjD+Pm6Ncu0OiS8gsr2LIXINhDuIppyaVPmXfE0iprI/3nbqX0BlByQArcBMOPjSZUanN/rmtZqdGMyytOYl+WKOzXbC5/80AeHJDlCcF8rRZSuiO2fzO2E8xEgJPoJb7qtRXpjp1mqHcBpaYA4iKSqajiFd8hSKhdJp8swoXmcgHmQgvVHOo30tZXImopPOfyzXMjXipymXpvqyET3cI97+GcdtLd80hVjmqzt/30ldUwkKniFxiPnVIqE8ux453YYZcDPapmnfhdC/L8wGyRQ9SnPdVl1C/U6JFOujyjZH2dOBobk5Uq9y61yams4kJSmUTM2bgG5GIVQsJySocGSVjLCCU6SXrSbElnUDHwZQGjjZFUNOw0MbVrWEZLlxBJSRc0dXgFKkdf5YtGQ8tzuxE/6gFRU8BQ3hw9WmUmsL0Rk6C1MD2Ui2z9JQuo98/hqWX0XRJpKlSgsSt4zug7vmJK/6QUTKV23axQmzEsLwE0+sJR44jBFiGgRQCb6eGkBC6qMCBJVCfKVP6yn+QuPfeOd+pecxjHv974BSLmNMKjQ9863vopSy7l1+KqRe42jwDvpdz6pb4cllVkF24CMsShWn1bbtk64yra2tVqHtyIqZIw+ZAbDBLYliVIQpfnCTRsIdY4w6euW9mCHqmdxCy1SAdhvVzddzEBft9MfR/9T84teK9k7/v85hU193KP/j+hS+4buPxxIe4ou33+fbGz2I4yZkRrhI+b7yNkitPyHuEod5qUmOVWj1Ssru3mglfEs3XQymoSi311+sUbQ9HsksxKmGpuu6jrNsUjRwIF0JCztHQJo7izxRxV9sEKmzYQkqQ8HdjUe69LMjvv+69XLP5Du6q385Sr5sv3/t/qCo2Em97kq35M3QllAHcdk1J/nPS9fsdap6btndRm22jKX0cqSuZEvrAW3Cl7mWw8R95ZjEc2n41x2vH+bl/SgF/vKqWH1x5A+sP/zteO8QNJz4JTojHl93O6/YqOXukfjHrqsOTuaBSzoxQyu3axUTbIIViEOnkwFUk555eR++ln2km00l/GRqzi6lJnqR7oT15n9NbZ0cPMypKCFE1uRCOFJPnu3RhnKpcOwuT66gbP0R4ogcNHX/DcY4+NYhV/uXDTufx68e80vcqwP6zSRopEuq1GGy5gmzgEhJVQzha9oJtuqNZpLufzadsMj43Ce/F6KJATp5ESJiL7TOZ3EN/WWP1gNokvMEqDMdN3FF5VVrtNGVsmgB6ulBm1YAkFQzQZtjEzCWECxVvYslWeXbTxvl+5/e5t/MWqs4q5W1lVJVB8EhF529XeTh/M5QSDvcPsCSbwD8q2L8sjCbd1JUO41RGkJMSa6rtvn6TVcfiZBolC/W3ki2UcWSWcLoPW1uHW84OWa0fV9ZVX/MQ3tQSjnKSTLAdzTnJ4b6zFOwrmSrFo37Ix9yYusaarUWMYjVWYgngprf2MFttZV10JfIz2UgF5Ix+ujPtvLZ3Ndbwfsy2KQ+iJh1O2b+NK5+bel6Vf8aPNuIr5nAtvJJc778y4V8F0qE7fBJsL2v1mUQ9ltAxY+r56atVTTyfyJP1dOAq9iIdN18pq0LppqOBcKkxheDSxmfwHtbwNm3AqTCkilgDwhpBcwTfcP3L1HOa9lqFq87g1lw0OXUYCUG6poWR6mNYhQX4MBmKbMeUfs4GlAB1pMRvqlxEu1RF+AGleHr0RRwOqHe97NvAx/qeoTq7FIFGTe3eyn3mkEh8xzRMr+AXzZvp2qYEeGsqy9inP4O05hPW5zGP/80Y/PNP03XNa0jd/TMAkg88wURVhIDVTi54nLgnQNvYwknGxvMx/VN/Nku2UhLJkSWmH+cHpoXPC0DXdVrrF1ESaZIjcxczP/78AEXvKONNz/Lcs8+yZecu3vWjH9P5wpMUc1OlZY598tOkQx2U9Dgl79JfmcFl5OmdDJ9QSuaY7lAWJV4b/DY3G08BYAKfaqjj5rZGbN2kXZuqz3dO3lyz8e0A7A2rfn7x9QMAWIOH8GaC9Fcd4V3pLDlUHv5APewcVvmBQaHkjUt4yXsyFSbSSgRJTmPbvzkIwFNj4Z8mN/TKDR9dqGRhr6+BzkgrV0U0cv2KvfI9jTrNhRj5mJeCW9kRz0EADoIHWv1cYngY3hHHY/tpOHuUVL2KbLlu/BI++84AD+kbcEJ1nBBtPGwto9Nts8NbJKY57Alo3Fl1BaHsmcm+T9bvIacdxtPtoawZvKnmICfrqmbIvemYuPtn5LdKMtl63OU4nioTU9dnnL9eSpcfOPM9RvMtaLgJp/uIT6tMIaf9lJs4Q1TL4ujT8iOnjbNj/4MsSVwCwMrTP2RN53fVH+pOAg4/+/KBF5/IPH4j8IopfUKIjwshTgohjgshbpn2+WeEEF1CiFNCiOtfqfn9b8L+s0newEFeuyvFQNtWLFeeU63HX7TNSPw0h8uSDd0Ss8VNX/lS7No+4MLWnGRyD70lnRVDLmJ11cSEoq/OUFEgIgbTtxkBCFecRNlmYVTStWARhdg6dK1ITUF5tyg6s5LzvnX0W2zwWYTikqG6MLVlgybXCSxdhS3IoDFjDFDewb6R+wnuUIIkVbcVgI7SPbPIUSZh2gSHT+Drh9EVGg+tuZSVg5KyPIFAcok+d0jGki4V6uAsMKnqfy3d+SPkgq3UW708XXcFMlfHeVGa5GMuBpvB74VAbC3DRWXlzLhTLDKVx/BNrWfOWwoJQvLE4BqquzqRQpC5ROXE2aZiusSuoTp77hAxZdszTqpDx5HWIkuHyyR9K/GWhpD6CRoKYQx9ZtK9JQzK4wZmm4M/dzHfj+yj/+Q7kcLAKHRSm6sj4jhY9jmK8MraCIn3sEAvgtF0EXa1TSndiKu4BM3sQjguvMLEFNNzMiqhoOExLvW1sXhU/e1UXSujgVHs3GIMb4ijTe9D00uMe5Vl3pE6se6Kx7BQYWsNhUjgJRFSn3tFA1dPPEN1ZgU2Nm5PRWEUJQTgPS5It+vcOXEDl/hNfnC1xlCdsqzm9rx46NU85vFfiXkZ+etF8u67yT36CMPN29j97UewUynciSinW9oJliNcLV4gqAvWrpt73z8fwVyGnL8RB5vu4sxIBntSNZnC0uWLcYwSz/5iZpmY1FieL/7J7Tx18sdkIiqHb/OJQcbr3sWJlb/NDQ/fzu4vfWPyemOoh2T1SoYifeB/+cW7AU7f+ufsuXYj3//Mw/zsR0VOrP4ACcp0hw/wycZ389uuRxgwdH5n49v48hs+w2MBlW+3NLKUWjG7iHfV8jWs63V4dvGPAXAcZcx94uAh3LYgFhhiY9KiaccJAM42GDhSJ6gXcZUVuZdbeMl64rg1Lz5HhWC+9W4DX6YSBdRUpjSNGe2m3JS37UfrF3Mu8rOudJrLBt5I2TPO2rPfQkoIjubJTXecVVAyXJi6xicWR/AO1yG1NDWJTroWr+MHGy7lg/23s+zw1ayJBjjbcjF7LKXwBh1JR3oPyfxdbEkdRACPtF/Glj1/S2hiNwvMg/zH19W8v7D5t3m/aw+PtHjQ5jhXWfE48QMPU24wsLMNBHNxQiET53wWuBdBMrkHOXGY8ZzKX/dZQ9gXSB9M5qPIrB9Hd8/59wMnd9CQaaMmfhy3mcNXjGMxznj/FjxVQ4yfzcx7+/4H4BVR+oQQ1wA3AeullGuAL1U+Xw28G1gD3AD8pxDiwhmu83hZeKE3xk0P3s9g2zWUfO047e4X5fqVUpJI7sA+peErQ0trmbxTi6i+cF6e41gMj9xFd15nVb8F1YK03YiplbCpKB3i/DZljOApWuNg2ILkwha6ipdT07gbTU7F109vZksLzASXDUl8JYjVNqNbQVrcncSkslDJ4Ozwm3sOnObti36IPKXR1QTLcuupM3rwihEsqRFwCrPaiLTJ+/KKCET31dAjjMq8FanKBmPuDa51YJTRughODfSXYbR6BY7mIlzqQvO2YhfBnJZjZ5cF+YSbZIfqr6b7JgYtm5h/mFYthl35mhqaM4OHTWgS6Who2TDWyEGKkSZSxeUgLBK6Upo3D+4jXCzPqldY3+eA4eX2tscxUyGyng7c2V40d5ybirMLxYqyRTHqwmlpoF/kqS5nScXWo9s5PPlTrCk62FKn7OgICYLK11aTeDor829YTY9RINq/EQH403vxVRjCnuOqWWOmzAQ3xtcgTx6luNrhYKvyoFrp9ZhhRSQTaT6JrBSZtZwQoz2KLMCeUM/zhSXL2RHIoPkUGcv1iXE8WoKa7DLGfDHsigQsGzYaAq0gSC12cXnRYDC7iScug4feblMydAZ+/4PEv33bnM98HvP4r8S8jPz1I/oVxdDcMrKTtHcpd378M4j0CPEalV+20f0co+5raXqZ9c6DuSyZQBNpb5xT2po5D/bTccmmdQD0D/cipaRrf5R7vnyA2//+cXKhKUKWd1z7RlLapaTDCxlt2sJY/Qbqf/SfRHtiPHb/U5h6HVLT6fGlaPAmX/b9pw4eYWjHEFH365hITh38nciz/MDzBY673fxtbQ1vaG/lQHwfP+hUTNPbW7dz2/W3MdehQgjBd/50JwiBXfU8sUQLx8f2sbNT5ZMbnh7GI200RJVheCysZOz7m3eiYyIBN17SnlFqdDcBu4C/CMGCGuuPr/oEuu4Q1xxszc2byjUsOu4weOVF9F55EVfXhLn3kmW8qS7A0cdVeaW1bc8jhOTp8BpCxQLZOZS+gstFVdmhkNlHXbadlvJuNOmQrqql2lZG2O3J3URqfDxUVqGp7/Ee4sNpP63GBtrLFrGrtnJVQ57bVt+IvzDOpoN38MZ7jwKwq2k1sfoId9X+I31BHW2u2nx3/ZTs1WWk5SVQrKcmdRZXtY3QXh4bq20XOHL0I8RNHXemDWEXiegjOOeneqDOfN0ZQUdcKYdCRmddc7o4TqRQh78wzv03/QGpqlqWnH2BQLYVa92PAOjd3fey5jaPVw6vlKfvw8A/SalO9lJOvmE3AT+SUpaklL1AF7D5FZrj/woUTZv25x7BZTucWapCLao2LnzRNqfGMrSzl+VDEkdAoXLAtiLDF2wzNvYAY5Zg2xGHQMmmrjZPkkayngsLneHE83ib7mfRaCUcNFCLgwv/4oM450hRPDNf0TPJLq4Ll9Af07E0EDWrcDDwe/Jk7EpJAtfs1/rBF+5FGxCEBwXPrdHx5xppdp/AEhq2NKiz07PaBHIpVnQNk2qRNKfejCzYZDxx2ssnAQjNQdGNlDQPjqEtKuHK17PX6mNR8mIiqdNM6DmC0kNBFJhOwlmIu9EcQWaFjmP6SaWDFKTO8abnuNSyGHMrC6pETgsLVUXE0/kG3hlrQObGCTVKUpnlxAL9k4pQuDCCJpkkghFCYhU1aoZ6KDS0cn3vBL0dbwKh4aqEoby+GCVrzVScW0tdIAXehqt4PtJHS3KYcrkeX/pRBA7vzKewpEvVuQNEhcVUFzb0uNHqVjAiB7GSKVKjq4gFhrDsEAGKxLQmoqmaWUsZcoVY1m9APkfhUofTwS6k2QpOAz1Nb8ZjjuMJxBBaxahQDiDMCoV6uohVIxFuPz26hu4bAODyzJNk7Saqc60M+8ewLGUJt4U9mY/SV1NPyvAzMPYBrsgXeLRacu9lKqE9+sUvUup6+ex985jHr4h5GflrhDRNyrFxnl7aAEAk9jCX7ntaFf1xr8Hr7eS4exGbbvjAy+rPlpJgLkc22ETZNUFcW0JAvDjDYSQSIeStJltI8b3P7uSRbx5j+EyKbEgZW2+88Ub+8iN/hnnr4ySrp1gjj6/5ffZs+iv4y0to+/OPkA4tBOC0t4YW+fKIXKQjOf3HH8aJeulf8DoALjrynxz07+NvvF8lJwTvbm3i7kuZyCwAACAASURBVHCFzr+iOHzjdd/ga9d+jWpv9QX79gSrqCp46anqwWUa3LxD0NCrDLSLtD5SpWlatBAsi3RjkgMkZXcVutBJeEeodbsJWjmqcmBp8I43fJ7T1QvQhE1BN4jXrKJBuvHmoWvfGL5K/t2mqgBLCnfTMrYWgMv96rmeziwDIOedqawKwNI0lhYFTx3Zgctx0xY/zUQ4SKq6AekNMNGxguzKDfTYSm6t9p2lMaaUdqGHcG37CAeaa3l4w3JqPQVuufQ9k/0/vXwzn9/yAVojFp9eX/HAydmEeuP/9m9kO+pID6r0lZrkSWLNNRi8vDSDsbEHsKwUp2PLWDt2Bf7cMEF/AXsOG5FpphgsaDRlFiAcE6nPZKyW0mEcGx0fmjVBY20v3qVxIillZL0vHmAseJJD334Mac97+36T8UopfcuBK4QQe4QQzwghNlU+bwUGpl03WPlsFoQQfyCEeEEI8cL4+Ph/83T/5+JAf5K3dj/JYOMKAPTqM2ieuRLRpza+Bw4NY/mTLBqFdNhPd/lydG8CJzw2ZysJTKQPc6aos3xQMhHws2JBDwlzASlPDK2S93a+HXBn7D4A1vfomLpObRl0USIUTlHSyyDB8UzfoByyZpa1lk1Lp+CZdV6WZOoQ2PQ6i7CcStjNpC42NWJ7aICRQ6qvI8vW4UgPljtLxgyCFDRZ02v0KFxaOIZrUGPPEsHhFetoTmSIBgZYaFY2XTk9Il6h/mwJf6mEsS5DeHg7o+Vxagot1MWOYPtVqGoi6J4cSQLZYQ+2gNrFDkZmMb2mji3KnK7dzzWFFBlDhdCYlXDSyYRzITk4sIrqCRU6VPZ5yZlLGQz34q5oh4WwKoUw3dOXPKPY0J5fJfitwTTpSh0pT+E0LtvDUtPkqbElk9frehl72EBzOfi01/BAY5zqwUo9qfIZsPxsd/rozSpBrkmQFau2lrMJjNi4GtcxYHYhEjlciRXEAgM4JRc+UcJdvpxgZmr9J59ZoBVzQB1aiqsc4t4k5eIirrWV8SGY3U85X8DwqHwWM6FRG1GJ+XrKprTWoaB5KRolNLdaIxcFjuXfhYZOT+gsZoWKWymqYFVLfiqu4NnmLn4agNq4Yiq7+8oiD25QrGbDf/lZCocPz5rvPObxX4h5GflrRO7gIQzH5uCaGLEwtEfVHlPwNeCRjSxzHcbzmr+hY23djHaTuVXnJVZFbRt/rkDZU09BywAaQSrRJDMSuOS0/8OC9oWU3UmSabVf1S8MYHkmWH/RJWzatImxf/ouh9zqcaeW/An72n6h5ulvYEf+QzhCo6/jevJGikygnZrMS9f9A9j1k10E4xkmKgbe+10xvnDZNXwr/H8BeO3CSyevveXKWzj8/sMcef8RtrZsvWCf02sIXpoNsrtOGctef0DN6WDL49SYNuvGp8ozIKE9PMSajKppmKgot6OhXuo8LgJ2gUgWjrZEyLr9XBfsQSApuD0kalZNdvPEdzuxzSmP2Mnu0zRnFpNuvQ//eD9nm/1UH/dS0N0UzotmFFJia4IGI0P0rJKfrugoh5asRvfCgcteh+ZXsmDcCdKsp7lxZCUuK0iw0cdHv/YaxJum7qnOlWRn8zp2tqzk3za9kV+0qfJBj23aAsD1Z2LoWExLRsFOp7E1g6K/ivjABmw5jj/XT3/TVC3aCyXzWckk6eRRurpvQcsZpFJqvMVnH8UbMWd6+ipDlkpRoppNdXEhoewQljFzPqlsN5qpzg0TXpPfzd/OxYuHadY70ewyHYnVnFlyD2P+JQw++uSc85rHbwb+25Q+IcTjQohjc/x3E2AANcAW4M+AnwghXiTgcDaklN+QUm6UUm6sr69/6QavQkgp+dBXn6Yuk6Rz+fU4wmTLmxdPXTC54jM3j52d+0lHSiwaAzPiY6C8nmDLcRBiVh7COQyMPcfhtJfmpEE5GCRpt5Mzm+iPnMLvpGcOBziOyeliN1Z2OZt7HIaamjEKQQKeUTQB+UogvlL61ObtyBJ+TVJfCRf8+dZVePIN1Bj9PC8DOOcYsJjybJ1DW6QLV5fGUA0scpTVLeXLczyuhEqjlZy1DpclVN5j25ibx9urqc77iAUHqK4oCnMV462KKgWkeJFDoeRDSqWE1MeO0BocRiJJVlVPNnWZDqmeAJ0XS2pqylQNbiZqQU/VUYQVYl1xdJLGxtb0WXPsLRRpSCgLcpf3agBO1+2jNaOEd95f+YqfkxNIiikDDA+PbAhgpV1kg60EsvvRtQLbCzmV2zZYsdZJQVhLYR7z4K1zSFtJDBxG5MVIrYRWHsSFjkGZ02nlkdRxKiMJPEeVx1avW86YFSM7rgTQYCRKEwkEULC3T7ujqftbVDSw4qOUQz5iQYElyshcLRsKJrpdxJN6hFQih+5Wc81lTBbWL5p8NIUNDn2+Rgx/74zue0rbyLsmGPONU654+vy2AVJiLpAkGp/G1/ZDbP9Z+lPX88G0en/vu8LB9LgpHjlC37veTfHU3DWy5jGPl4N5Gfmbg6O33YEjoLMdjmya8qR8/n1q/3YFhli1RXnApj+G83OszymBw2YZ3faAMEiLIm69SECb7c2ZklgKr3/T6xCOi1TdQSLbxzhRfAiJ5KL1a8kdGGD8yTvJVchhftRgcaDtUX6x8v9TY7Zs5+mr/h3b8BENjGHVL6Axlp7s/8XYO5MPfhFLuBlp3ka/K8e6xp18fNFPAPhiy1vIoRzNe27ew+sXvX7WOsyxGDPwOyveR84zga1naI+peZyq30WmaSX60W4mAsqDqKNkd2t5AgRkg604WMQCQ3SYNsKWuC3YsbiehVqCD/hygMA0XCSqV9KvFSFyDIBDj3Qz8Mzz7LjrXsw+1f91NaqQeH+5nmWn9nK8tmOKwK0yf0fTkAgsewd12XZcZPHEkxxavoZOv83yqPKCieAEMRnEV5xiRnnzx5RXbkcyyzKtRI0swrqLCDhZ/n7zB3mi+XKOhtdSFSmCS+Onj/Txps5REHKGZC+ePEl8eRv+2m7ymSY8hUFExGYo2DxtrlNKmbRtol/+Mqeu2M7Bz1zGvoNvxjSTuL8lSearsWWe+vhRPNVl7BnhnaqPUm6YmLDxOO0Es2exjZnvytGT9xMoKVbP8jlyTx3qlyeomuhm3djVRB0dSytzxzOnME2Tefxm4r9N6ZNSXiulXDvHf/ehrJM/kwp7Uaf6OmAIaJ/WTVvls3n8CuiL57l69DBFby0ubSkebxfrN72mslnPvUMncmXWex5kPOWiJivR6xqRGIQXnMvzmioXcA6mmaZU6mOwJFgyYuGrMugpbkEi6YscJ2JVCFamtetP7CWPiT/Wgbtkk1sYIGEtwOOPYwmbhK28kXJaeKeDRUiD/CmNrBdazA2k7RYWBZ7lmCs4S9GbjognzsIBGG6pZcWQpNl1nFPGuZBCiXuOfIttB09R9knqq66nV1Ob2EXyDFExOxTxHHxpm+72JnDDATtGXX4V0j2ArxjHpas+8j4/rooAvmp/EmkLMpc6OFIgB7fhAKfqD9NqKc9eyqOSDhwhZn9hLYk+cIRsqJ5BzybO1u1hudbDmEuFzJiucys/hWLCjWhaiaaXGHVW4egeZGEEsLmqMEHGXEB1euqAsvVEv1L+FlokzTFuPnaGZNUKBqpOI3AICaWUDxdCGI5TeQ4SMeHgPm2ihdvQIh2YRRO77CPpG+VE2M1SMYyDhimXEqtv43ws6bexoyfIVHvYU1ThQ3a+Db3cQl32JCYWyWwZl1sd0qQjqcqrFZICyosko54IRvA0skKXXpSNZGw3Y+FuEGBbyszbllFW+InFBtKrPNqBhV/jiNtiSWwrn40lSPlL7FoRnJzf0Kc+hXReXn7FPOZxPuZl5G8OEp0nGKyFPyhP8Af1UT73uxp/e7NGY3opYONa0ICmvfzjUncqSsmrFO2ogFpfHJ+cWU9PIpAO3PjMk7izil04GPazYqXKITzTpQqANzU1Ud/XR/f7b2LXls8DcLj5KQKOg2MH6K8+wb6WH8zo+9H6EyyMDOJLvbSdQEpJJJZjvF6Vu/mg/2t8yfoONyYOkdQD3BFWXq37broPv8v/kv3NNeL669/Lxi7J0QZVGL279S7atSGu3/5ZzKEBhhsaZ7Q992/O30SJJALJynwex1Z/OdMQYrM2TkQGcITAklUUffUMu2J8feW3SAd62P3zAe6/s8yhJ8JsO/tmcq4UK3JdJKtcBL9l4C0XeWDxbE+laegIkedQ8ocszHRQ73QjgOOLl01eE6kd4GhSPafNRYPqN7fz0a+/hqp6HyXHYc9Elu0DD/K2oQc4XO3jE9erCGyrIodS61p5b1+Z1uHOOdewdPoM2RUhyo7AKFVTnY4SDJvkXHOXC5m49z7Gv/dNRv9wlPQ71Vkm/CONr9+sU51tI5iLI/0CuVDM+YDKhRFK5SqE8OC3Bifr7J5D18AB2pI1CMfCW6U8tXcOv5fvL4zQOK5YO197+gPsWPYdvIU6nrzjjjnnOY9XHq9UeOe9wDUAQojlgBuIAfcD7xZCeIQQi4BlwN4L9jKPF0V3NMvN0ceJVcIeWmvvQ2gvnvN/4GySltAZtDGlKJQCCwAbf+PoBdskEs9zoqizaMTCZUvqG2KcLm1jRHcoeSfmVMYOj+0GYFW/egWDDTZ5pwZPuEDKcSjalVBNY+oVldIkoEl83RqnWgVbRqvwijTj+nJieHBpF7YuxZM2wSKcbbgYVy5Ag6ubZ0oqxt/tnp3P5zcLBFJlxiKCezdfTVtUxa5vFp0U9bnXUEiJN+0gGjSEY3CiOERTZjHL3TNZHy1dFYQFaI0qL517mcNEfikpS+3I0chpLrHTpFwBMi7vtDFmjnnxqIMzMcDAElVGoTtyhsuzkpw7MOcc3WWJVdDJBb1sGc8z5l2HlA5GVnk1LysWGS5dQ3VxSulrjWZBg/ACm2R5jDUDFqYrSG/1CRyzkSqnjOU0UrBdaBVbt2bY6MMVdrXLPsKR0mNopTI5Vwe91UdpjHsIkcc5Z9tt8s2aa+SACY7FQJvBvnIbjvTTnG+k7FRRk1Z5lV5fAlFZTIGGbavwK9MvwAXDrmqM4EkMXZ2TB7VtWBKi4b4ZYzUmlCB7fJEq+VCdV8pdtOl+DuXexda8euZnLhL8Yv0Suha3Ue7uZuKee+Zc53nM4/8R8zLy14i69Dh9jYJ2J0S8xsePi4NYhd/j0mQbEX2Emsvf/Uv1F06NkPcrReasFqTDm5pFpgVgn9X48F0/5Hff9zZkxTtyw42vo7W1FZ/Px7Zt23j/1Vcz9NGPceiijwFQMLLs7rifmwdbyZ75HH/X1cb+jr3cseFvABj3jZG0b2CtqwcpX5rjJzmagZJOtOFifFqCnpoDmMCf19dy5YJaZOlpVtWsYnFk8Uv2dSFobjd/uvpj7F54H9+87E94rP15VmVtLjZbEY7DcEjt2+evUT7QRFmMExEGrZk0ToVpOx50s026KWoSiUbJUeyZ4w0Pg5DsaXlm1hys8ADBvE3CceErKSPf/iWrZl1n6zqe0JO4bA/+QjPech+OgL7mNgxAT62ka/hSBuw6GizBG65r4OYbphTCx2JpCo7kdfFdbE0dpihcrK0+yt7PXMOHL6vnS3XfpOT3siluYY/tnzU+QOnMGcpNPp7tW40udZpiffgiFh5nNsEKwMTjj9D/r4KuFrUO5o82kN+8kuF4Ow25hdQnOmlamSQbmVtpNwtxtKIyZoddwzjneXFPpdI0pGvwFhM0V41hSYPX/+3/5Wz2Evy5IwRyI1SV6ugK99IVOc3+0zkGnn12zrHm8crilVL6bgMWCyGOAT8Cfqdi0TwO/AQ4ATwMfFRKOZ8V+iti39kE4VyW4caVFFxJli5b8ZJtnu8aJxvIsCCqNt9xYzW+QBLNuHDy8ET6ELsz1awcUOqdq9pNylpIt8tB1+b2vp2e6EVHY81ICkvTaK0obL5gisPpBXO2CbhN2hLj1MThZHsdstBMq/cgwmkn60TwGOU52wGkh9Q8elu3AhqOK8VZs45abxJNzL63NfFeZd1rhkOtdbTFMhTccS4vxUmX57a2VeWyGLYk0JHGm1xO0jHR0OiX4VnXnoueCOUswgvytPodnImLGLcljhanbBTYWE7QH6lBVjZg7bzCrVIKNvSpe7bqw0gchqsPEsp3ENHVPWnOzK9PQ1L9Ph6wed2eYdKhDhJ+C00mMRC0mhCTa2a0aR3OIVqVUpYsj+OuMLvF/UMIzYPfyVNy1lHrnVIUhWGhjdlYER0tUMcgOQw7BEJnJNzF+qyq21R2VF8t/v5zLSv3BubIBKK2kXTEIFXK4uSbucZRHmd/fhQhBZGaKSr0sDc8yRrq+HUKlpe44UEYaZbYNrbmYrf3HQAM1hyZto4QSBYAwS7NhbQ9bB17LV7Lj7t6D3dXnyGa/S4Aj7RPsKZ5hK6AC1PXSXz39l+p6PE85vESmJeRvyb07N5HuFBmrMHgeNdXufvED7GFi28HvozXDuD1jLFo+XW/VJ/LYmfJ+RspGGnispU2V3zO67JDdeze9FecWvZOcnuV7h6JRPjQhz7EX/zFX3Ddddcx/LGP4wiNTHghALdv/Cx/GY+xt/AaAD5lfozC4M2sz3Vwe22U77rDOKEAq8INLzrHY88M8tC/7GTPXV/HLtskqtfwbMtu/rSpng2LFvBQUBkO3Zqbz2353C91/3Nh9Ts+yMphsDULBHg7rqH47HMAjGoqRFKIqcgJR2oUPdWY2hgNuqAxk8Z0dBwBhuf/Z++84+Qq6/3/fk6ZPrM7M9s3W5JsekISEiCBJBRBUFAUBUQpesV7Rf3p9YrXnwVF0YuiYruo114RRC4WCNJrCCQhIb1sNtneZ3Z6O+X5/XFmd7PZjcLl57W88vlny5znnOc858zz7Z+vyQJrPva8MBJB3p6LuxAnF9pFo3U2HdGd7Kl9ht8v/Ra1p9zDwerNXNLqMC8nNjnX+tqKyynWBafNs6QoCCXNrMRCQMEz3E3C58PQdTyWzg89Qe6XLQzho81QWX7mpMF3IJvn+r2duKXFusR2Tr/6+wBckm0j8quL+NjOC3ipdim6JVnt9iCPa+UxjkJ7O6bbg9KzDosCkfh+4o1h6krd0461cnlGs8/wVT5GH038dvRq8hd38ftoO5ft+r8ANAxsxltlkIhOv1+AoYKLaMYpz6jzdE6L9B0xS3jNKlzFMWZpvYwo9fTEevj8LT9h56wAdYOOE3/x0JkcqHmeYGoWv7/rLhL/fdIp+reGv4rRJ6UsSSmvLqeynCqlfPyYz74gpZwrpVwgpXzwrzG/fxRsOxqnlFfJBttQfftZcPGnT3xwWW/d3XWIPgFn7pekwxFG7bm0rGyZetBxsO0S/UWFZV1u8sEwB0xHQHZ4ClM9d8f82lXI47G9rBw5zEBtLbLkbMRef4zuzNRUj3F4dZumUSflpX3uBkzbh6XlOKgLCraORy2Wxx0/T5v6vRJThWCZFKXHBXnpJuhOTzWkEAhsWlNOZHNezE+X12JubBEevZ/n7cUY7qneU1G+YnXSiRgqLQly6Rr8hiMMuhXflPv3F21UCboJ4YyJu9JEAKd2LyVpSfrLjKdr8jHylZMGqWrZE1d0bktS3dNPvn4RIuUn5R5hQyHJ3tBy6orOxVzGVEN48dESCMnO8CiR7gKZUDP9AQ2h5gjaFjlrDrljooRuQ1IzWkBUeQFJqjRCquA8n5QnRkhYCGzy9lmEPQVnZhL8pRLKqI1V6xjIQ8UEUm9CYjMSHGGlHMRCYNnOFhRxTWaoCSAf07GSY5Tm1ZDWLKQ5iJWdy2xT4FWS6KUMLkOhojGDXW67ENFtbMMxPIVPcCTZguJ2CCwWlhJ0NTvvZTQwSsGVmXjexaSGnjORQhCXBq5SDV40zh5YD4DReCc3iRzn9DrjlYY+WuoV9jVEKLa3k7j715zESfz/xEkZ+b+H+7//NQAiFZMskk/m/wlvCTJWLRU15vT6tXFMLQeb+DuQLZD215PwjoDt4w32cxNSabyOT0roHzuNnL+OvsazGXlux7TTW6kUxsAAw+XUy4fn/ZjTUhoXpmBH02xUv8O4bKZP4aGhqxi2giDAjro5t2byfoSc7NEKYJk2B2//Ca3fezeJzX/EUhwDsSs8tX/v271vZ9vV2zil+pQ/tYQzLotlT5XDQtNYt+j1AFRkJJdf8ClyLziG7rDuyH/7mNq2rIiCUDCVIeo0i5p8CtsWFFwKQSEJ4qVxaRWWFJRkA1WxPQigxl7Nh1Z9EHtdP7ddeTMdq1t5ou0uakqOgTU84qTdHoi0YFeO9zGcfL6moqAqCS485DC1VnW20xdx5rdnbGovwuUljVDVZJbKOVsc/eSMxA5c0iTTO+kg3lxQMVH5way3sjRlE6kbLxUYf4nKmostSXX3UTHnOQLpZmyjA9U26KtvQbPHHauTZTbF/fvpudDLx7mFFYOjXKg8Qy9ZdvdOMrwWaorIsELBd3wPPuc8B/BSl6xGL6WprohhiWM0NykZliVUokiZpckepkdGuPfee9mxcxcL/+kLRNiEkBZndr2Z1x78Jw5G95GomM93X3ie/Y88QqacvnwSf3381Zqzn8RfFgXDIrNvL6ngYlCC1LgPQ2BqMf/xcqw/kceV38lITLCkW1Jsdeqslpy5cPJgMZ5iOL7pOOXrgUSOpV1ZxKwwHYW19HkLVIQna/mOR8JSqEgFaEkPYTVoxMwWNGEh/HEGsg1o5V40jhEGUti4VZuKzAgFHdrMRYCNroU54nWMPbfm/JTH3JiiGAhXjOXtku7WAC0xm7Day4s4hB9BV3ZiLcbnqaoGc5L9xAMuhpvOo37Y6a1T7TrIHfJSMpUVx9zJ5N2FM06KoFVns6tQZHb8LIT7KF3eqZHBQMFxzAfKZG7eSAnLEsjkLEwbjoZ7CRhBai0LO5RHlguvj+/JGh5OomUTjLUuYNTVRm9lO4uLJbbXLWNx1hFmujmVJrx+1MQVNEmrBZJGA6bqpT/QAcImaNnESudSdCkTMrDaIS/DjmpIJIaZJ+NvwlBK5KRKW5lJ05BNhNzFCYN7cXcJYYM1y41XfRY1X0R65jEc7CRv13G6up+kqlDu7IDQxvskOuPzI878BxdUcCBaJrLJzMMsNdHk2oMUKh4LQi0ZzGKwPDJIPO48K3w6HYnZqGUSlzOzcRKV89CkQX3rk1MeXyFerh9FwdTGCNtuqrUiX3z9Kjb0nIoQFp2Nv+QP6fMQxSAfqa3mu8v76G51FIHBm29m/8JFGAPT+xuexEmcxN8wpKRxdK9TI26vBMDlUTmcuIgfDDt1cs0rV0wdoyicyAE6TuTiSVhk/fUkXEnCaoz1yd0Ujmt6bWYVstqkYda+bWpLJCkle979ETqaL2bf4usB6K08wC2pLn5nnUls4QKUlT48s36GFnLqqlAtZFijvmqYBVHHUJvJXN3+cBf1vb8FQCtWkw62IikhvTkkTmnFlzd8mY9f8fETG7zT8OeP++ClX+S9p7yXe9/5GK0VrWT37yfn8ZBWnBIGU0wGrTM4+oqhxGkWBXRpo5iSvA41uMgsE6hBD3m7AokLX24Iq1hNULZw/bLruf2c27l649X8Yv8vqFRtAtk8ox4XmmmQ11z0BquxK6dn7ZRUlbDh3ItfDKPZFvGKCkTKoKfgOBgfun4tD1+2in/57NqJ9RkzJh20H+76KQcK76TnR3v44EbHifv+hZ/i/UvuAOCcIQNXg3+6EgZI26Rz3TykYhAsRGgd6sZfV2BH6GxHYRdTGV8z+w8Sqwuzt3sxPU//G12PfgrlwW9x6d4PYskcZ27+FBU1OVLafOfdneKHd67fqaqE81V48yO4K8yJ9E4J2HYRzfCDGkCVI3iEQT+O43fjxo08ue1hBiPNRGL7AAiWIvRVHuJgsAPD7efuTZv4yle+gn2y/v1vAieNvuNw9KUXySZefkPTv1Xs6k3yxvSTJMqUx/7wJHWzY+BM32zu29HHG2b/Ab1cZ0dFFJBEGwPTjj0WXXaI1YedDc9qimJIH9t0hdmVo1PkgGTS2yiAM/Y5G2hzaJA+ez4ViooVMBjMNKCLqRlLspz+WZ9KMlKpMWvMIqL1UMcSki43Hk3imqGmT9dL+LUOqlPQWbsOdypMWO9mv2xCIPHpufHJTUDTSiyNHaW7MshLi05l9oAT9Ttdf4JUKUjaPz1dE6B+NE7JrWEHoCsmqShWM8/7KN7I1F5JwbLRFyrbOZ6IgTfZQk+5/mKkcg9NMoCNIO9VJxi+lQnPqfNz3p4uEAqFhgps1cuov5fVhSKJSj/BcvsKzTQAWT6HIJq00f0W9Ukx0aohEfg9mlQI2TZZcx4F9yRLaEMMirqKqPTgVE+4GKpdTWflISyrnpDprJ8lq4l6nBuSKswash1vb1TDH7mXynQR9Bq6KvejJWtZJjqJl5vdAwhtMjVUAsWkhuLxMSp87IsWkdJNTbYJU/podHUBEFBthAJmwXkeFiFSA47gMb0+jiab0YKd2GoNC7Mx0sFmKq0hZFU74phal9yIC1txvBlCMWjAh6eqCm3FFbwt5vTI0kN7UDy9pI58EmlrDGgmP193lOfmTZL6HD73PDrf/g7s0onTjE/iJP6eYWWyGIMnru/+e8PRXXfT0l2kq9lmoLiG5rk6V35qatvD1nXnvKJzGlkF7CBS9ZLQsqzz7kRBMuia2u4hN+ploH4tg8ESFgajspH8Sy8BjsG3+1Pf5NnoVXS1XAjAmHcQn23SaFo8MW8pH5OfY5HPZNXiFQSbN6Iv/y2F85spnlbDecozeL0zd5HPp0tsvecp/IUcW+c24kYlGWol5u1BV+ArG27lfcvfxwUtF7yi+345EELw/pXvp9Zfi10sYg0Pc7R+5nKOjHCij6YYY45ZwCwKFMsm7xaEpU6uTSAlpC3nOE8hhpVdSKkcDXu279mJc30i6iaQs8gkXVSlM7RHgEQjvwAAIABJREFUmoh4VFCnq8CmCq0Zx+G92roVgKFIHWqf4yD+1ZWnsqAtwvzT66ismayR25FyZOFvdn2EVbZBgLcy262yzhQs6C0x7I7yuyqnhvAtPQaulpn1CGnaFJrcHBlYgoJCZbIfdS70uzfMeHzn7m3U00fPkamkNKYwWP/8F/AUx5hTM4BVtXrG8QDDmsBrVuMuxtB81pT0zgQmFQXHAA8oTkZOKjCXG264YeKYvUtXsHrov1h48Jcgbc5rv4q9tS+QNEKcn0rgJ8ub7ngTj3U/dsI5nMT/Dk4afWUUsiU69xzivts+zQ8+/HPuuOFRjrz099vbaFtXnGVGH4nKeaRcu/GtuPjPjnlsXy+EUjQOOop3r7oaTyCF7v7TxeCdMsDibknC78fQA4DkqLBYWtN7wjF+RbKo31GOW339pIxGgqpC2h9krFCFS5nqFZKKgY2kZaTI0foI7ryOS0nglUG6CiHqKuWMjkaPN0VzwaHWH650PLkR/zYGlAr8HonCdO+TahpUFZLEXQF2zqrktK4znPEyiEufjLwdj8b4CMU2FU9yLlbJoVauVHu5ZN79U44LZxyjL5iTjFboqC5JMLaCnRqYwmQ02MEqU1JQg0jlxJykjV1DqDWL0JNO2660Z5Baw0W12sf4YmjHUCerlqR6zIn0VY8ZZCLN2IpFwt9LnSGRQlAUlUhlciGjaUl/NIiuaFjSQlGqsRWdg7VP41bDSCBvBwCV5kA5hUOF1btBViqgSbJ2PT6rHBULHmFVxlnztDXpZbUmIn0OikkNNRQglmggrWcwCmtYa6YRWNRqJkKCS7cp5T0TDJwgUMcch41Eoz05B8XbyWxRTdpsxFLdWPRj1RwB23mnFcMiedRP3u92OEelYL6q4K1qBEVl3ZVXc8W+9Si2iqf+HhRvF7nu6zHbb8RIrOLrb03x3ddNpvzkt2/n8IazJ0gZTuIk/lHwvpt/zJqb7uM373kfP9m4lb39yb/2lF41tnzz6/jzgufnr4VikDmrGwlVednwtvmomsI1n1+Lyz+dZOpEkBL6XwiT9Tv7/6hqcarSRUloFG1tyrGjSYdcaqgmwEiNzlh4Af0/v8v57Cc/45nYsoljn2v5LXevuJULs3l2K7Vc2/QzviQ+zRZxJrPopbXh7bTUOzV+p7OZS6pmJvIC2PtMH9HhTTx47nqOnLYOs5QmHWyit7ITyxXh/JbzuWHFDah/hvTt1SL9yKMots0TDStm/DwrHSPZFAnm50vkEk72R0EXBNEo1QpipiBjOQaJtxDDyrXyYuoXnP7L07nxqRvxaT62vGMLc1KObIpvrcBjmjzWuIpm9/GpjmVJq6apTbei6oNkek0sIeivbkYZLTDHZTE3MvPabhyKodkmy1P76DX/deL/c9wqX+mYdATe+VyW6Gl1uGbNXF8nbYk71E/7oMMO6s8N8Pz8FSz0Hj9fByNvOIptl4gm59EVaudbi37Mt6u7+EawiGqk2bOoDV+whN167ozjAUYUgRCVaPYYFuoUIpdeTRLJOs7NCs8wBhrNp55PbW0tN998M2eddRZFC8QyQcPQJhbv/ykKLmbHlvDQwh9yR00J3+DruHUwTdOv3kVh7wNsfexRDu7fT+mkg/R/HSeNPuAn3/kC3//Ib3jgP3txhz7CXeeewaPLfNz7y/vJ5/J//gR/g9jTl6RTPYecr5ai/yArVr35z44ZHWunz1C46mmbvLeGuNVK/bI/HeUDyNoFFvVIshUtJMxZKGoKU4ElVdOZxMcNGJ+QVMWLFDQd6Q0gbRea+yC9GcdrpyvTI32e/CCRrGRfy1wMswJNy/OF6gG6MxoNlTObRj5vipVDTmRIuCsIqQP0aTppy03VCdinlVQ5aim9DHgG0aRO0LOLPXIOA60NeOzpCr2wIJpNw6wc+XgL9elVGN4ODrjq8ahTNzaX6cw1mIf+6nKfuPhiSnmbfm8/lpCcnxrCo5/462mbgtBYhlKgkkKyGkMpUKH00emexWlyki1UEWXmTwHLugu4TfDXFtGLFoM1pxELpJHCJipLmIrAOq4VYCQNXVXOhi+lhVAdATvmHeQsYgjAko4w0stywmtAOAXmAh2QxDt8GIHl2FgM+/tYYw5TEhqGoTv1J2rxmPROUKSkkNAR1T6O4KydNbKQNtukWj+CLZejSFDdNqXMJFmBXioQKD+7EgpFJYkicryxZDFgOf0B3d5t5eflzDk04ETAR6M1ICR2sZY6VwZfxDmvWPh6zju8i3nJuaieIfyt30F1D5E3qygMXE56/xd5bFmJX22YfFZWIkHXde884bM7iZP4e4JhGNxx/Sc4pc/P7Kof8h9vbedLXZ/jbb/+II/v+91fe3r/c/zxE8zZ4Xz/E+FLEVjMXuVEeJadM4v3fGPDlHqtlwNhS3LDbrI+hwV4QLhZKrvYE2hDK06VaWN5p9/e4VkuknU+EApd2wYwBgd59CnHMdZaHMSe8zS7Gp4gmg3xicQAT85ewRbWTJznp+I9AByy57BI7uFDfJUzFn18xvkVMgY7HuqiKr6Tddv3cOVdd1MbU5GKzlCwkx9f+H00RZtx7P9vpB64n6Ku83zVYjyu6QZmliiamcOWJvU5g8SYY2zlXZBWM0iXoKukkjIdA9tTiGEXnN/zpiNPbj/ndlxCEBmKk3frJDJOacZL1W20ut3TrgmgKAmCxTBebQg5rJF16xi+ICJnUafN7MxLmRa/HEpwQXwz/qq5uMacZxs634li1hckjz+WZstDaVYurCH85nkzngcco89XdRiZnIWURQLGAN+dfx1n18z8LsqaEgdGGwkWo7QTIDR4MWsZ4wbrOXTbQs72IKXAu2h6ewqQGMCoHQah4NZipMRUna9Hheb4XHzZAcL+UUaIsP7sSQPyggsu4IwzzmB7zSksumKA2eHncBfHWNN1CSv6XsP+2s0UPcM8PnQ9Lx5czbPfe4rVT7+V2rsv4L777mP79u185zvfob+//2R/v/8FnDT6gLEDQyjUTfy9fFucbZksPzpvNh/43o/Zdv/fHwPR3v4UacVR0NWqTdSEwn/yeIlgjuswI2lnwx8LOzVvq8+ZTAmYSngy/j9JdWKEQAH80SAjxlySusXi+hBB99R6MgGMlNsd5KUglC6QDAUYsxxBW1OVoiflzNOlWFPaE9iKQf2Y0zZhpHEFpvSgKtCtOsKxOXJMxG6yAhmXL87S/hQjUY1o2kO9foBdsg3LEkR9xx9fRsL5MRZspmnISc0803cfnbKenta5NCqlYwY6qxJMCVRpY9ZKdo6FqCzU0ujbxGF3I6W0fszh0knjtyVuc9Lok3Ef/rxkKNAPdj0r8j3Yhexx6+6kx4oy+YgiJTlNIy0aGPH3ssJM0+Fvpk5O1pYJMS4oJMu78hiqY/QZ7mZKSojuQD9YboK249E0NIl+jG4igG1tTVhYCGkj9Fmk9SwZLc87ip3lnH/nnVFxal1C5YCfXaUgsMkdLWD4FxDz9VAiynL1KCPuSlyGUztYDPRMKW3QLAukoDTHx/bmZ7FEJWamGcWoJKx2YVOJhoGiSNT8ZJ1qcLR7Yq1ytorqdyK8Z2UT9MmluAtx/NpRRD6IkBog8Y9kUTSbWMR53z1mhH5XLd82THamc1DZRNv85Vy2ySJSprT21N8HanbiuplDn+Fnkdu45Kr3c+drHLKXwt6phAj/6LBOMpj+w0IA7pKOpVZxzaY1XPOYxQ1Pd/DNu7bwr1s+yS2//iKJRIJc1klvK+ayDBw++DfPatv12AMEcjZ75wna4gGaauL4QpPRFHWG1L8TYpyNucxKPNyykLyWIWNVsMDspctfi7DHzyfQbYMRfRGKLJIIqOSDCro02b/oOjZ+9iHG3LNwmzmW1TTyvdp7AXh/zCCBD3d9im3qawB4R72zJ20W6ykJN15y3F39Bzyah+MhJfQciOPue5xDy08lGndk20DdWiRZBiMDtESrpo17ZZh85vafefz53XsYiVYRF348XkeGjMt8iSQvo7gLYyiWB0/RJpdwYykKpiaIaykkku6iQsJowmIUzSqCVFkduoZVtau4cfWNnNV4Frn0QSIJg7imolkWY94gcV8l9e5j6vmkKLMHgE6cQClCSB3BW7DIebxkpYoA6vQiM2H+M7uRCN4Tf5Lt+W849ze7guB5zVS/9xTqP346zZfMpenWdYTfcmKDD0CqJYQrRzhXRSBzGLUalEI9tXVTn6kAhJC4pMGeTida6oqNcXnyOc5v8hM85JQmrFTjJKw6KhumktCIsvrS4dKJJJ3nHvIMkSI4eQUJfapCZbGZcKKd2sAoKb0B9bi2VRdeeCEDlaexmwU0LYkRHtuP1wqzpvuNzBtZzY9XfoHG2u0MFAp0iK08n1mDX83QuX8Hv//97xkaGuJ73/seX/jCF+ju7v6b3zv+nnHS6APe+t53smzPFzn9+X+j5O5gpSHpyFzDpk3v51RrkK92x/jaDd/h3tu2Mrr/MCT/tnvhpgoG5lAngSKopQEinpkfszwuHXJexW6GB5088+zcZlRRpKqpsvzpeMvt8mZzzLi6hJMG647mydjV7BR+zpwbnThq/DoCyXaPY+RUxiWhUh6rSmXEcthBWxZ76ElG8GpZ1GOomwVO6mZLfBBLQMDjzNGDC2wXIY9GVWByRnKcbUbYjMok8/slRxvbUEydkD7I7nJPn/rQ5I1Mli2DFVNJ6166Ghcwd0jDVEq06nsZFWFMzUVVMDxxpXEp1XrYWWOzDhJpR3FYoW5BVicopdyT8xoXiuVWCn1lo2/YcCOAVOAIYVmNis1YoSwIj62LVBx2s8KYI7AMn03KXc+Yb4glZprDwWbCIjZplEsd2+fc4YrOAkfrXSgaFHyO4NlZ9ztCOaco21IEJdVGPabg2lIEnTURisJCSAlqBXHfIJbRSltuAEMd78xXNkk1CGSgu1bF9jtGYC6jgNDYPutxjNwclohOBj0RXKaCUKAYnKShlgJ0y0J12QxUu4j7+ymJ06mwNSzpIyi6MWwFOd5CpFA5MdYXn0wnztoqeuV2hJjF7MwAg9YiKhOH8fpyiFzVxGPwxvN4wgau8pOp0k0WpIZ4ePPluH/8OjBLVN98OxtOMTh34FxWDjv1PgtCU3svAlj52eTFJRxpfT2yWOTIO9+JbU1n0x/LlnipJ4H957SivwM8EUvxiUO9ND65k3/d3012hvs9ib9vaLqOex5E4vvobr6Ai7cqnL3HTzgX4u4vWuw++At++K0PMXTLsxx9ahs/ufH93PnJj/DbL95CfHcnVtYg9WgXVvZvyItvGWzucRxi7W0rCGZVWpdV/5lBZUxJ7x/f+5y9vWHUIS/LeCIkvEPUmpKQzJHy+9COaQ20ZLSHkehyarTdGKQZMwYnjJBe2YQUKktlgm+EHMr/4OA5XG4dZCQUoVXpYKtczsXVFdzc1sj5kSAVIo8uS/zzvLV8e8nxvecm95meF3vwlnbS0O+QxsQWrGao9jTaq/aSdde/zMU70bpMyoE/B3NsDGt0lKNVjUgEund6dDFvR/AUx1CkG0/BppRUKSkaAkFScyK03SWFmNFETp0kwdGEm59c9BOuW3IdllWg++l3otqQGnUTzOfZG53NIn8OXTiajCzLcK2czuqSSXxGkJCI4TYt4uEqBksBpAJt7sK0ed4z6BjP0dIYc+L/TN1wDlNKmq6Yj1AE7tYK1Ao3gTUN00lxhJiiezgTMehP1RAuRIjGe+hoaaY5JfGFdITt6EPjuhjCxltKs7z3IoY8vdy86Q4uefwRlt/+dc5ud0jN2jzbGNVXo7mcnrjHetMlknaXTlPcMfrqAl3kNf8xnwuGRAUqPvTiCDXeJKWKudPWQFEU3vimy3iQc1FdklOK9058dnrP63EbPr626I8svbab2ReOkjwnxlNnVrE8uwt3oUAwkyEcj3PlXXfTd/kV3PLpT3Pw4MFp1zke5sjfbwnWXwsnjT6gadGpJNe7CBSKrH3uvzGlh3tit/Gr0W9B+zm861Afo9FGujtHuPsb3Rz5j+vga8swtvxomuImpSRn5NjZt4MjB19i8PAhdvzxDxiF6ZvFXwq3btzPNZkdSC1EXosxq2ZqYfo4rf7xaPD0Eel0NlNbj6K4UyjK8Vv48ZuWway4s+FaXkeIHtAkK5rC0462EXTqzua+/rCjHFZFUvRaC1GwCS9cTFciSn2gb0bJ0RJL0RfxctqQo9wbSi227aW1yj8TCRYoNr7hJL4iHG121mBYVNAnKmiJeDmWvVhMeJYkVkylM1TPgeYWWmP1ZL1HEJgM605qSJVnel5ofa9CSdMIGa9HFvwYShFTKrRVH0DNT0+RlbaFqUwafTGcjXY02M3Ssm60U52hGW5ZNhYSOiW3TskrsVU/Q4GjNBkmg56o0ybjGLZVs8YGCc0xg32znZsu+eYSr0hRcg9ySt6Zg6Uo2IpEsUoTgnCkAixVwcSmJD0ItYpYoAOX1UhVPkdJVZhQfGwbqUl8Weisn/RKZtxOquRIoJu6eAN+igxqFQgpUISgEOzBNMvHS4lmmfjrCnSWx9vFRlosZz5+5QiGVKGcMitzFSjl64djvVjlvpAJoaG6hwgWWylmLEp2iMpkO7rfRO1eBzjEON5EHk/EoCSc975FN7hs2GkquzD+Eny+GjSFWdfdxHv5OTeMhak0g8Srn+Ji9zDXZzdyjXsbb3Y5AvY3gRI3LXLeteLzL7Dx3z825fFt7oix8pZHeNMdm3hwzyCmZSOlZDhd4LY/HmBXb4KCMdVwKhaLWH+DxtTudI6rdh3hR30OFfpdg3HmPr37pJf2HxDX3PRZCpVDADx59jd59qwvsenMWxmsWc2Hf2vxu/CLfLPhoxzYOIhMGlzS9F5OS55L7pc9DNzyPKlHuxn90R6kMelQ+vXBX/OzvT/jugevYzQ/c7+yvxhGD+G33dhAyncuYDP/ojNf9WnP2rUbFElJhEi547TZThsfU2uZ4shcOdxHyV1JOHoEmbyVDvEN3HYf9eWyBm9umBf4Iw837qRhoIFPZ5z9ZbTB5ileQ0mqXFxdSVBT+cXyuRw8Zy1HzzmNNzUtQ5smsyeh//RWEpEwLUc7iS9Yzc76dwEQ9w3gkzMTv/wlUNjrEG7tD7eiIglWT09dzNsR3MUxNFtDMyVKWlJUXQggozjpmz15hbRZR0nMzJy8/8V303KgC0tA364aPKbJjmgbG6qmR+zUMrFYSDqf6YaT8jMarWbECGJH3bhnWNpf9w0xL9vJltFHMZOObmBeNBtPeHq09WVBNWkfXIyCSjDTx/a2xSxT3DOzqComA6NNuCwPdny6kVR3VhqhwtiCD8x8LSFp113UpKvQzByzQr0U9ak1ixnTeS9KWg4hwNW4ZKYz0draykc/80WO1r6e1mWdrH3+0zT0P4PPqOB1B/6ZlKHT/ttv0v67b9DxwJeIH7gQX0UHl/zhd7z2hfs5/+mHAahMJrn8nt9gX/om9i9cxMDu3VOuI6Uk9fDD7F+4iPb1G8g88+xM0zmJE+Ck0VfGJf/xB0brVELpTgAS5ZRDgPbCehpGA7hs50v8YPIT7MkN0H3/bcz5xEa2dzvkEZ9/YBen/fBtnHHnGVz96LVc+vw1/OKTH+bxH/8Xz971s2nXlFKSjr06YWdYNvmSxR/3DFIybWxb8qstPdQVFHK+OlLBEU5ffvXLOlfBL9iwx2ak0k2CRpSqmQuNj4XwDLHyqEUiECBLNUKUGFMki+qnjxXC4qjueDOb+5wNrK2qn0ypFZ+aJV+1jK5ElNbKI9PGSlthzpBJe1UN9ZkiCgadgQCDCY3ZJyhaF4pJbZ8jHNwVzrPr1hVipo81c06cxmLHVY6G6kl7dSoKUfz+l9gjZ5OOBKkpJvHMkPZTNSzY1TIHNbEQzayi6OmngwZqvHGCmRmoim2bnJsJ0pScrZHSx4h7B3ltNo5UdJ4Jry2v2zHrUO7bUBzTiVdVMMZcpCxxNLKLJsMkN5F2cUyaTWjyzyMNLmypUNLqOVoxhpSCC3NJbCEmW0OYRYrl1ozD490pbIst2WsQQqWvop2VZhJVSoqqiqWM35Jzn4qErobJ6GYq1EJOT5NXXTwtb3Oeg+0YwooCxWAP2byTphQsFFGQ+OuKjMfttGSEFXYGt8ig2kNYtoJUDQwJWNqEIK4eHaAQcd6vTFnBunhwPwMlx/NdmezANgQMOsQ8LbE8iiXxhA1yZaNvqZrBJU12VS6fWL/dh56H5jUop13JStedrM5XUlCLPD3ndu5e/TQ9vhRhG07VHEKduDvA7zc4xt6cBx/g1/fcxTcfOchdW7q56vvPT5z3K3c9wuWf+T7zPv4HTv/CY3z7yQ7e+J+bWP7Zh9nZ4ygcsViMW2+9lVtuuYU777yTRCIx7VV6OZC2JP6bQyQemP7dGoctJfsyefoKkzWoLyazvH1nBz/sdTyqpi15w4vtbHjhALcecRSt5UEv83yT9TGPxdOcxD8erv32zdj21Cbj+xZeTmUW/us/LRY/afCQ60YqT32SrsrpLH1GX4a+mzax787NPPzsw9yy+RYeePpeBnt7uOWP/07mqadekcOg0JHAGJ1acy+lTSZzkOLgGJ03baT3k88ijekOE6t7FyRH6KuCYG4OdTUp3MH/oZJeRn0qTtPwCMH5FqoVJK8WmS0cQ7lUmMpQ2VB0on62bwRh9WMqw+yI3ckPlB6klkbzbeEHG3aCgLPiUS5SnR5+hZoSQ8HLALi0pnLKOf+UsQdgmwAj1I7GcBsGXWXil+5IBzsbnmRx5amv6v5fCQp7HEV+d0UrzYDvuP5xJduHKf34ciP4pMDIqqimTVEt7++qk0qcGAbQKCrTjb5c5jBLN95PIGfRHwki4o5s3BOdwwV1MxCIKM4cwoYj0NybnL32SH0zOalhz2CYFiybrak8541toSfmsGs+nreYvb7xlS3IlHmYjMWd9yWQ7ePxxetY2zxzeY5UbGLDTuTt8h0PYQvBp/7l3wD40E2fobIpw9bMFdSdcuKU0sMunZBRjTsfw+M1Md3HOrUlVtHJBMLv7Ov+2atOeC4hBLNv+BX65zrR372IeR1OxK8uM5t/fuH2KceOHTyP0hqL4W+VGP6sweDtBoePD1IDsSvfRi7rpE1L22bgE5+k74Mfmvi85z3v4dD69ZRGRzFsyUjJ4Jl4GuMVZNLkLZvkMS03Xi6klHR2fodUatcrHvvXwv9Oxe7fAYQQnPrfj9N+/gZO23YrW1d/nKd9GfYt+jIrh0/jjJ5LABjzDBEu1HJH6QN0ND7IoYG3s/cHbTy+/FLuztwDx7V9+enru7ny0Vkc3vY869/+TlRNQyjOpnL3zR+j78A+Zq9cTY3qotYfpM/vQXO7Wfe2a7ELBcZ++Uu8K1bgWzX9i/aDZ47w+Qf2T/z9/nPnMrfaUaYH0j5ktYYd3U1dy8emjZ0JQ4VKzukbYveKCDk7wqL50RMeK8otFTS9lyVdknjrYmJmK4qewusK0RL1M3J06hiTPImyUeJLC2KhChYF+snlolR7+jiScxTHWv/UfkUAtqFRmYWuSAMtpRA+NcXzXg+FnOSCxbUcHOqeNkYKi8hwjrRbpb5UIAu0KxEMS2NVa5hth7um35gNGIKjFfU05g4CS5ir7+aXhdfQV1vHErLHDRAOk2RJ0BeNEi6qBEq1ENzBQ+J03qR20JgYwGSqwJC2JH+M2zAvYdg7im1HOTO9H6Eq7AkvZAPHRUs1EEXIx1yMLa8gS5SEp4+oZZISNXjV6R5MOyAn6hSHwypjI7OQQmfUfQC70MAyqxtTmUzaFVJg1EmwIVFOm1VNgx7DeQcHgod5y0gzFmAoYmKClrQQZVl6tMEFqSJIiFe2MOLvJlBuymcqgn7DTRugCEkp0Is10gSMEc1kARf++iJD2EhU1FSQ2pKXVvdmcpaOX1FAMyjaArdVmFB2GodHkY3OOqd8o0gUTi+k6SudjVCL+HLDjCQD+BXnmPXtcWxF4Kstklccgbak7N3dOPu9eNesY953lvHoi/fzsKeNr/qugLOvAGlT3XPdxPq+WPcwe+tW874HIpynbeMrzW/miYjG4tlvoO3oH1h202dZvbzAGxu/RI1Z5N/DSer3b+bBBfMwFI2FRj8b3QtoCAyyP76Aomlx3ffv56ywRnXywMR1Dh06hCU0rrnqimnP+E/BzpsMf/slzBFHQTYG01S+eR6yYKOFPUjTxvJrvHtPJ4/EUhPjWr0uOvPOA308nubMygDPjKXZmnK+A4dyBeZ43Ty0eoHzXhRLrHxuH1fvOsL+dUsJl6P62aLJ1s44sUyJ9fOqqAm9OuX6JP46UDWVtcs2s2lHhtwZBkcS72bF0QDxUB2V6VE8nn/lsicewZvZSaDwR+66aBh1MIPmvYA6/xLWBsqRlF0m1p4hHrS/zY+rf0tBKXHNd3fSk30vm86uov4d17F0+QV89OmPsj++n6+e/VVeWzAxR5PIBZeiV/uI3bmf/K5RbGy+dOovOWfxqazI5OjOfRcoG3nnQvPzn6bYuYRfFO5FV3TOb34NjcFZPPLkfTQMSPYtWkxFXtB87tJXvT6nDzg1xDub3wIlSAqLdeoAGdVLoWuqQRY2BYPAkHvSidNXXeBN/c8SFwa/X+N87+ticJbbkYc/WPhaWuR2Dlr1vCbiR33Z/fMc6CWL4ZoIiw8cpBCMMkYLLzY+xNbmjVhqmGsXvvpI58tF9oUXyHk89GhVnI+OfhyRS1w6zKb+3AABW1JMOu9OUXcMM0MxkRKM0bITVJnUGYL6TixrDYmXvo4PkC4/+5u8uGybtO4lVRlhcWiQJ49TMwp6mABpAmVmZ2/ecXAcdteDCVa1B6b6PNiWylJAYV2xk3T8DXikwdW3b0B5JfWgx0MtoacjKFaJyNxOxpQmVpzbBKND0w6VQmKNzcFVGMZlZPnOZe9g04rT+OA3Ps/t2zYhkLSAcn2lAAAgAElEQVQbr2H5nIoZLgQg6dQ1lssqhDWMEKD4JnWVggLhbD16KU3EN4KJSrTtZTgHPBUs+8D36Pj9Ws544TNsXnsjih3EFCV+fNon+MWhep5KfISBBz9Gw8VfnBhWusHgkZ2n80b/OQxyD/ZYJ0oBHvqXSyhuuBLPgWEWbHQ4Nsy3vp1wNk76wT9ijYzy1rvuZ8uSSSbYs8NB7l4xPRV1CgZ20S59bDiYocGts3XtYpSX+b3acjSOO/UpRmMP0XHkK7xmzs+wG05Fcb0y8qeRrqNU1Nbh8njp2v0SFdW1VNa9ylTrP4GTRt8x8EdqeOkDEc64rZfznnw/3/93FVTBjlmPsGPWI+iWGzOwgXc9dQFLhzawdGgDr1v+eeZaSTZn7gFgQbKRj3W8nedLT/G9NVsAuPv8Xt65UeVb77ycRYE17Es+h0TBXfkBPOGL6OtIMqBWYBa2YeYfAqBx1y6y920k4XMTyRY4fO165r/+bUSLGlUr13D7k0f51uOHp8z/jic6QEI04MJnK2SABtcRhPvPM3ACeHY5Cp6vJgwlaJk39cU79quguBwFMkQfqgRPBYyasxnzJ1lUH0SdwetYEJMU30IqjM6KYthuiraHhuoUHSMOA0iNf2giMiXH6+zGnTCVQRKlRkKqQh8WoLBmTpSDx+yH400OsgjmDFkcqWikMguWkiKG48Va2lDBtsMz3Fe5KevhykZm5YawsTndPsIP5FWMRWpZ5p9UipHONJVy0WJfZQtBrQOv2Yaud5PQFlFM6VSpWQbLRp8EhJEDaZPzOgaTKXWytiAR6EKXTdSyHWnCkYqp6TY2IDWJtxxISUYCmKUIMf8RVheK7Aws5BTXEMdG+YQinZo+KRjzKeTdghHTSRsd825HZhfQJLbQIaLY5ZUwhYrtFpCHtM+pVdEsC1uqHKzci2lWcm6xn6Tb5bBvlhcw73YmaQvBWFCFFFi2i5K7luHAS6xNOt7K584Io28tYug2dtHG1grYprMV1SbTFH1V6F6bQW8eS6uiLusB20Nj9AijAzqaLpGqSckWuE0L1a3hK0ii6RyxYCsAhlrErVXTTB+PFM5GD3UhkMQytfhDgJSsPzxGpjaA7rXJk0ZIQX0+y4geZu8BjTdEVLLBJj5y+Lsc7nuAusrl/KbmtbxQuZx43X+wtmhjxV7ksHIfBbbx1Ut8/OLLeZ4MLmF7uI1985bQdvQPABR3erhn52emPM+rdu1wUnGBa4FihUr2LUVuyHyORCnMA0NwPnOZnQ0z7O8m4h2k4+A+brrj55yxZh2nzdpPLnMQw84yZ/aH0TS/43nc/Qjbdw5yxqEWKHutZZkACKDYnmLoti0IDCQepIAfL/SyPyrAP6l8jRt8H26p5WtdQ5y71UkfavXoxAyLM3uLfGFXmt7fPkPjLWchCxafbq7lc91DLHp2D0pfDtee6T1PD9xyER79L0sHfxJ/Gax696fo+sAldD4eYe3qH5Hnal469SaGQja1KYXdS/+Zhv5n8WcH8BYuR/P3c/2sD/Jw/HoeyMzBsJqpVNzMdzezveIAG4Nb2dBxJTdePcplA+voLe7G/8Xb2ZO5nXWNGsoGk9f+5HKgrKw8+l4AdPNKBtRL+fys77M338HTL25mQ8DgSFHnkoCPpZqK6UnQveZz3Lf3a/w86RiCX9n2FV6bOpW20UFaStBf/SYCJrSueHVKlgCWjxxhpKKCPuHsr52KRqsYpM9bTS5WmthfBQJXmWBrn2fS6Hti1QgNox5MVTIUKdDYH6bY+3bWVt3Efb5zEdVjGN5TaM9bXFZ3AurpE85PEE7kCZdb2oyungsShoKdAJQ8K1jf3PSq1gCYWjbyJ5pxF/bsZTBcRRGNhaj0qONS2Om9F5NOpMuXHaTS0immHG96Udcn5HXShFn9JraSxW0OjI8m4n6GJ5/8Jmc/59Ta7d7wYWKP/oHZRpo90bm8eUEFqpjaa1ICCdVDAPCafoQ00Mwsh5ub6LQiRLDp96hI4cxvHI+MjKFKi8V6FcmsgRVyvXKDb0LXEUgpEIpJNBvAn+0nUxNmQV5Fd6lMqYgVjrNZSpvQ2GwiiX0cqmrm1xdcwm+ezdKarWaW54eU7ABt55+OyzOzqi+xGVRcWFoUpKMQeSo8E9fIKpKqbD3+3ACNgWEGqKcpMHN/wWkQgoq3vJPS179B8ejveGL5KhZU34WlGnx09iiX7IBUdi4/27uUwdAR/i2s0hxIU7nqBdrlFqQUxAoRIp44oXO7gS+jVENKV3i8uY1fj8zi3668lqVvezc/6nqJLdVTHTdPjaWpe+Ilvhd+hnXVqym+WMQ1OwANWULidD7fc4jHe47S7m+lpecwYxVR7r3fRU9HnLpqNwsvaqO1KMhnSoRqs4y0pxnZ+Tkysx29vmq0yGjVMRkuh6+l+8mlKN1RLg8/w/DK9QxqvSxadBul0iiR6DkoUmHojh0U+3sZ4Vn29HeRSyXJu3VUy9khWtecxaU3fvLlrfH/ACeNvuNw7bue5YE/bKBtf4w1BySbFgv0niv4rfg6upTUW+28bclFrC9Hcy/b+Sl+cPpHAXBZLm4cfC/13igrlWY++MLb+OYZTqg9UzmXykItR3QvodZLKSabgHKvMNXxwmie1UhrFNsa4787DsApjvBQbJvYVo1Pjoyyvn8novYwlVYzIgBX2I/x2seepztUz2fX/BMIaMp04JM+0naKas8MXgshkMdk9o4bVoHeLCmPSpXHRVcJwnXT0yalAKRE1R2jry7rbKyFUAWm9LDDLvDaJQ4T6kSJ8rhRINMT1wKwGlRGTSeNNtwU4unhDIqwiXpHQFSXx5YZKy0bW0BtsERquIY6zWRUFmiJ+qgKuB3vjBi/H4FAYtiCuYPw+/kt1Bbm4tXiDIkguiqYVxsAlGm1g4oBBKEj6mdFtgL0GGHbYIQItqqyrKZ+Sr6lQCKkJB2SjAWqSRd2EQTmiE62VDRSjPsZDahwTD9ANdkDSi0Zj7Pfx80mQBAPdDPfdpSBtO1mMFw7ZW55nzNlvWwAd8ybS/2hMKOBPq4oJthf2UKrHzAmF90bLDn5lhL6w47gHDHmYAuTpG+IltRCXMLCVBRHRguwhYIoZ02lyk6rghkgL8Mk/C9imS002Q/T53K8rnbZwE9UaAgT4mEXdtnMyBqNIBRG/b1ckxjhsNqEoecJ5vKUdBtZLEf/pMBtSAKFItlguUm9J4EtZrGgpKCJPFXzXPT16liBYSdCaCvUlHwId4nmcj13Tq8tvzcW84NhPNJxNPjDTkQ8XXQUm2BeUpUx6JtXzS63C9N0oleV+SK7A/Nw5zu557F9fPDiz+B/4Hra8j205Xu4ZqDcc7FxFbzpuxTDF/Gv/9nLs+GtIPNc9I2f8Kmvfo1t4fn81B9i/3kfQUv08pHtd3M8lCkaEriTFu4fadwW/C8eXrKWC4sWhysucuaVWIhPEUQaHqBQ/QTJgz/n10+3sSac57+bPdT3/R9e2+3DHK3mwmUXs6gQpycU41Dyq9QNjHGkXuHss4rMtaqY8+xtRPTb8KmbSJmX8a1Z13FEK9Hr94GUuGUJC5VZxUHe7/0qVT0Wze476C5TztcJiw9pWzn7wB66vK8jXPLSd/sfOaO+AqvJT0XOJhPLo++bnooqkBzoGmBF26xpn53E3z6EL8Jbvv4bio/9jBe/+CzbV1oIVGpTk/Kkv2HdxO+m3sB3h34zOR5IWrA1Z0FuLlcP3AxAc3IRnYFOaovnE2+GONDiH+GS+Ps4qOuEbJubqqO84PXQWjI4o/Awvw4+R+0YXLxH4inBoUaV3tkK3x2zAIvMof/gg6u+xc/TU/sJPhzajl20ORtQRD3Vyyqobv7zpQwT96CIiRrwY8XH7OQgXc3zMIpt7Gh4iFxuFc2+XzDgrsbUM9jlPVkzJYa3DpedYqs7D+oyoimTmP8QLy5IMFJZxFbgUOltbKgYxSdKDLZ4mCv28k3hELucUfHyHLkIwbiVMncgQd3QMPg0DkknU2HnwquwFS/hbBaX9iqrfSYW40+n1ZljY9jpNAeaTwFguddNz3HRlZTdiCqKeIpjhO0wRkYl4fJj6ZM9hQYMhYZ4ibHQQSqS1sQEJOAt2GjlOvDtL32f4J5aKgoFDoabufy0Vhg8NG2aOcWRjz6jErc5RsGv8lLLUmLSz0rVYnr+ETw4OMz6sZeQ+y8npIK59BWyn4rjfgKWVaLCqCWY2cGhU+Zwfm05jVeIKfqTBDrN2bitEBXJDj5/ybWcOWLSmrUJaU45UdKqYeHaSYeGOE7hkXaeurEIUqgoquPQFkEv44uTVSBUrMWf3UZ1dIwjrlW8EtdA5F3vYuTr3+Dio5u5+Ohmblt1Fdb65+n19nDvsq/ylt0f4U17P8Rvln2Z2+nl33uWsdFczuaBSR6KKk+MG9fdQVhJoIUMMhfaFKnndXN3UP/bWXy6JsXWlY7B9035HmqfzJHZ9//YO+84u6p67X93Pb3OnOk1mWQmmXTSIYTQe6RKL9cCFoSriF5RxGuXCxa4iIKKV0WQSwBFShACJvSEJKRN6rRMnzm9n13eP/aZmQwp0ryf975vns8Hcuac3dbae6+1nl95fkE+8dmfgSDw6cgyPhX+T+odHfx+6BrahluBYv6jrQ5lS5iy3fv4eHwng44l2IBIW4p1bz/Da6l3R7t9CnnbedQtv4suvHT96auIapzaZffgKGmnrm4r1MFrAPmXIQ/rN1wAwMP5y7nhBZF8/UZcT+zCBSwqHvWB8y7jkmdW4c5meeGKxfwzcZT0vQuiILL8/lXsP345n4wUOMZbw3dT8/iWeCO/Uu8E4OHBi1hTMp+3IrfgMhQu33grrpK/sFdYwYawlw1jNhmJf3v7Vn46425U1wJkoQpTh9wBc9BC37d5O/Iplsh3s9b4LorLWuR1516kQmzCyLxEp93GE5VWcfWnG5fy5ai1Ev9SrMD801ehr4Blb7l4KPsWl5kL6E27yDhtZOReZk1Z/p7abQKl4QIDHh/lug8w8B0ihn0UUlG6uDxWHBycJQhZnY2KjS/W+g+5T5oETmP8mJMCPWzNWe74wKQG3mmLUeZKIL+7Rp8JSkFnV4WbSUaSPkQMCsRSMqdOP0IpiiI5UsrtpIxSNLWPEbOS5goPyiGtcSZCQcAMikjOXvzDtfikHnaatSiidbDpZQcvVgUTRkIGmCJaxrLA+s0IDSVtiCM+NrkbmcG4hL8c64ZAOcliVwwXLHI/7OzhwmwAU5DYqEzBFCZ6Q/JFA5yig+zQAcviFrMPMT2TZ53hJSBmLUmY4tjuKU1TLHVHR5k6dr6IM44pmMwvhjNqoohpMXp0SUcKCxC0CJ0JRDQrJ6Cr5G18Zgs2M0NcDRZJuYWYaV1vzq6iF0luqmDlNkRtKeawj+2uecA2nNkcWcUYE4yJFySm9lgEWhMlOmSZiBrBHV1Ba15lsv0lzEA5SdOO19OPCuQNcOg+YIg5+wx0USBubx7j18eYYZKaNUX5y6xcOrvqAcGgPGLdz6zHxlqHAxJWp4UyCZ721eCMWqz3Z3/dhsCN1A5NY6HrcWY4LU88PRvofe4n/HJPGVONFmrM6Twc/C2h7qt5+JPXU9Ye547IT1letoPTfT/gWXEhi6U21mjH8Pr8+VQkw5y/5Snq3xlgU6iJ8xe8Qi6u0LMuSE1qhGOyDezxT8zDSIebyQ3Wc/y6m9nwuYWc27OFF7bVcdU6q20mlhnpbzw8ts9pY5907kup/Hh+EO+xg7y04RUAvPIqbu1fBf3Abui2VVCbG7eCt9urSUkO7lS+wLWt3yEpu0gNtnHp218EEXzCHzln8T3ExUnoTuudijlF5M4CChpnpmRa3W/x87nLULNxpu/egKCMl4E5iv+F8FZhO++rtCR+h/97N7Kv8TR6qpYxZ9PP+O9zLqSkvxkPEprxFHb9RDRlolcqIydxaOOkxet+mXhyOeXJhgnb7U+F6Ez/kQcW3Tw2TgB0qAodqsLZbxhcsQbSzgrcqdElucG1N0mkHAKO+l/w6yLhOy+9iMWTX6EgFLirzc4VawzC/hqcBZHW2RV8WHjSJiXZBG+XzkMC4u71pNLHUWmM0CXXYIraWAkDZw4S7lrcdNEnSQhSC3XRAGllF20N4/mwRq6cm+T7iQsuvMH9bBEWsj7rZ5bHwWL/4YuvHw7T+gesuqrHWAbVIXc/ms2qX/rxiv+5PNzMhrcB2BpopII8DRUHE+6EXoFHGUDApFTPk03bGHQG4IAIoq60QCBtsC8UYeawwagRfSh7Csf4KoDf0+Z2UztdR3vYmgR7AmXMmVpnjXfvQo/iZSrgLPiw56LkZIl9fmv+qncXF/IHYCSv0aXLrByayegkW3tW44fpGgDEWBIJF87Cfl6qbuWG2Yf3Qu9OHYdpZvGG32F30ye5f8Ck+lvHYN7xcdDgZek7XHiEWpOmGWNml0VsFFeYHCrI4/mVSdGHbDpxpfpwOvOkfIdIujtSW2w2Jj+/mr2nWKWMbtnwR24NfYLtk96iOzaXAd+fKY+dy4VbvszzU37Dbts6/hhZw39IF3Gz8ihfls7gjfI9SJvCnJa0YmsvnvsD/u5dAjbwtLTzVv1kWru3sWLfan7nvohhpYS+pgrO3f17Xvcez5C9gvv9nxtnO6YJmom6fhgxbq3V88osbI6JeaXSQYTPgpYuZd8z3xv728h7eWrrMpr8ZzB39r0Tts2jMmvXCNX9OY6N/ic9rwZQ4sq7D8knH39o7HP50+vhY++rm98XjpK+Q8BbWoZzyUKEtW8yfXoXl7c8Sn6kwJ3VJ7D8nk5cwzkq6OWmcy7hscxdhAv1GP1XcqjXPZIr46oN357w3Qn+O3gp+mWmuVdR797Mn2d9k8FfKgRKniRSthKAWpuVZI1yFbudeUDnPMcG9kdmQTFUUMBL8qcnUzdlOfZgA0m3wZ3rH2Ja21peXnYXhvoyDS0Xvac26wJURkw6Ay5UvRrZnkM6guVPVKxE6lDUJGlzkzRCOOV+CkKQKWWHtkKmzQT1xTC+rKrSrAywPjkVMPG2zGDDc+8wv+rg0Tiri0gGrJkylYsLJn3AflueVM7OvPpDk74CAqPcsdKlEc7CgGwS122cVHno+HZVswicWSohq314s3NpcL7KOmMmml1A1QtMcrk4sGCHYFh190ZCpmWF05pI2oboMcuo9fTh7PDzypTFE0lfvBuzZD6FIqcb1urRhTwxW5gVkSgoTtYHlh10fXm7CQWL9KkeDTlnPQcpNUJ9XKOQEgjnNaoYNxx6A1nMrXbAZHuN5Voc0hoZDFjhMCcb+8noMnlJsvrLBJwR1L0W6RtF1GhEFBOMOHuZH58KQFxRsI9ZV02yqeK9tclgWp2fKtSQsI2gygolQgLKp0CxL3KqXqzzIDCSVbn2eYNIuYgmSrzitBhuU98cRATmux8l5f0sI7qLMm8/qimQNwXsegiDIebvNulsrKRQ9BALpsjCbB/D2lwkScPp6QUU/FaWB+UR6/pyHhs7VQV0JwKgGhr9qo9Kfz1mf5y8LYyJyJAzwcvx63k5fj2yFOGK0huo2vMHTuEYXmUxrmgZol8ikKkgn/0Tx42cy32eY5ie28nTtq/y74uCJDIZZtsc/CUUodw4i53VX6SnRKfBtp6wfZCoXMnbx64kqtSP9Xsg0sb0Hb9lJNhKW8sV6LKdNSfcA9vgKWDelruKfe5H1rLI+rhK8KjHexTXP2Mwd28HkvArHpRn8+SxVVyQ6qNm13x01cbk0NuUaJ3s12dSrW5BEKAxO/6073nlTNrNBhqFjrHvXEaGv7x5M3Pyd6O6VabMSsKQTkdDDX97/TZ2qOewt3Ain3wRwIcjPZ39q59m9qf+5aDn+yj+dyF41ZUEr7qSaabJlk27uebBT3NcJsgrVTnaUgJSTS+3PvdNfObpVPeu49sXR7nT2M8VVRUkRZH7esIszmWQBJ2/Gwm2pM9mqedBNmVOZ2OgneahJUimTGN4FvtKNqN2nYSWnoM2+Re0tru48sVe610AZm79BaHhdxgJTONXf+vgqZkxWl7uI5iEr5xxAg9lTufFruO40/ZzHnxpiGzOxvZpZ2AIBpNmv8dSDUdAXTG9wLBNJuzeTSgdIUgCOwWKZrix8E5XDlKuCiKOYj6+NA2BAa5ZrfPzs61JwUw08jXzD8wR97G2rokKqY+tgduQovDE3CnvOe/oQDT3dqF7bbzpPQ0jpfPwoihyai/VO6N85cZrPnQfHA7RaBSfzzemPpl6ywqP2+xuZCEmngo3Y5bJIuSsm7xqzRN+M0suJTPk9oM07rns6YcyHbo83SwrjJO+OYld2Lp+b20z14aQAXteRxNE9pfVIssyE83KE+HOB7Bl96KZAhHVDZrJ3GmVB5jSLLxTFNVqjVtH8944D+kQRebfL3y9Vl8EHO20246nKnD4UN6EVoE9289eXylLjL2cMfwFhO/rCMCT4dvxzzsyCTXNHsqSpaCAr3yQtOSfEMmUFC3PpSMzgGzXsVcducbgoaDW1jKtbQf5nh42n7uS7z77q+IvVrhcONDBptlf4OTdH+OvU7awuzdHU2A162U7z9ZZz8C/h1xsspt8ZzjMRTtXs65xLnWv7+E3fj9Nb23knhcsgbi2Bc30hIJICqzZdyIrMgo7lTAdbjAVkYbqPn7xwx8y5PBx+4nfxG5K9Csm56YtwrdNzXDeuV9gw8Bc3tjwL3RLsLTqdaZ3TWKe5zfElBQPyktY2nkeAJsqX2BO30nMHFhGKtzLrj134Sjfw7bAPM5b9xR1yTW4S0X2bi8jnxinW5saBe64wFpfL91hctZbBr4UBFLQKTe97z5+PzhK+g6Dmh/eye7jlhH8hcLVJXuI2DTUaAp7elzhZ+9fKqgufZbwjOvGvqvNv46QyjKvcTU+ZZDfDj0w9tsjs79HxDnAH3Udr/FZ7pNlJvdV8f1vW6vt6oHVDPas5tnlX6Am3jy235lpldNzA1QMxhlULe/OnE0/Y9OcL7Cz+TJ2As54L9Nf+A2Sq4qBsmMwJBXJ1Y1cMZ7YeiTopkBZDNomORjIN+NtPHK4iyRbnr7qYZGot4ZIoR7R0c60ygZK3LZD7pM2ktTkresfDJURNBJkCpNwyWEGRT/JnEat7+AcoLRmvRztJXWQSyOisd4pQhbm1R3aq5gQRRQd0opCtWwSBhKyRl6Taa0+dEy6s6iBYvhFSpUBJFMmJO1nuzGdkfJSZmV6D1JIkws6BRXCpSaaYGAvVGN4tvC8sYDTzFWUZlXe8rZy7YH7xLoxDnjzEno5cTWKqQeYnrMW2xv8rdjyWTjA+BR3AmEBWQPVq6Fk3RgY+MwEOcFOdS7BiG5M0OR1+3NkB2wgw5ZaOzV5FwXTyYCzF6PgZ4Y4QH/Ggy6IxbpFIIs9iJmJ7YzqjWiu3ZjASelB67pVBbUYVqurMaQB68Q5dTycNV6oYdDfSXNBwzAFErWLselPAKBJVv1FORtAiejUjMA70wIgCKy321HxUBJ3IAopfHIfUU85KU3F8PZjGgpgIJmVuJIbqBuCZxc2ECxyHtV0Up2OsKnQiMOXRCh6CkoKIqKgUx7RKIgCeZdKm02lVnMxGtISF220lJfwiRuv4f6vrmZI2EHG1cvSExew+ckRYoEBdgt1zGEH840dbBv6IjYhzY/i57Inc8JYn00emcu1zSNklRRR+yDP2WwoukpTRzlzuqx8zSzQlj2JtqxVbHlUCEpWhvmvJTVEHS1M6b6OYRQu77kFI/ajCfelv3wBtlyU1xf8G6Z0sEW31v1XTlV/zf5NPrIdXlJVPxn77fRdkAJ2Fp0Ge6Inj/1WpuziVU+Opco6SjwJSlJxZpvbJhC+y4Rr+L7+F54aeoDrhD1E4w9w8SMGgqnRW3ksq2tvJy9PNLBknBXYna8edJ1H8b8XgiAwa+5U3p47FSOnkXprgN0vv8yrU9r5kTfP0u1PcNNeg0ufmsSfTjiWex5+gy9d+lU6Fv2EC8T/5IFHv0rLm3+hbPmzPKidxmek2/iYMsLKeVNZ+c7tnLr3CmqbOnDV/gXfH59meP1p7J18HmtOGL+G7tlnUeWOsjlmSdO7+yBa2U39lnv51SMvkVfW07viVBpyaVJZkbziIu6fg1ydxeFRD92w94GpPZCXbMimhw7fK1RmoFKwPBMZzYUsqGOkz5NxYYoKu7xxjitkecETZMhIsWKLyZvNBv/ylIerTv8kn7ZfCYBZGaZNXM5vImVMcdpwfiCREIGSeBSp0k0mtYCt5a8QDZ5Kixbn6RtWYpM/+hzb/b37+e2vH6dQKHD8ccdx4sknY+TzZLdupSBKhG1e5gJqtQf6R4pXCWkthDsLg0HLMOkxs2SzCiOlXsvTV2RssUFrvA47+/EXS4F4SHNlxCIVm4RalM4s+cdrUPQU7b5KvN7Deb0sA5km2XAWSnAmXkWTVGKmA69pMndpM2zbNyG88rnePmTDoDle4AVT5OrK9+99tWCOXgIAdX3W4qAxtIeY3nDYvQSgkC8lmNjP9rKpXDPwDELR2Lo/N4OoawErzj4S6RMwjG4C2RpyUp5apZOcY9wAYgI5IVgsR5xEkMBd03z4w/0DqNXV+G66Ef2735vwfTCyk7kbf8zGuf/KTc8eR7r/DUo89TjD2xBugclagT02hT973PzZ4+bptrXctyrBlKhlkEy4qtnbeC4FxcWlQ2E6HS5McXyBNTsv82pkO7qegt1Wu3bNvpkLUhPXqSUlv2Pt1PWs7XGiZ5KkVR3F/yZrgk+w5gADOOZLhJ39DLja0eQ803prsQlTcRWqMIBU71waek02Bs6CwFksef0bOLJWGtSL8xT21Ad5YeowJ4zU0bznZmQxzn+e9widwa2c7J7BIq37A/fxe8FR0ncYyKWl2KdPJ7t9O/rICAfShNQyHec6EcEUCA2/w/K/34RkTCw8G99i4lmSQq34JR2naxoAACAASURBVNuzx2FUPEXEaZkDY5KEPS7yp/sOtjeVxWDFa79g0FvgmL0Gjy4LUiJ9G1EvZ1A9E4Bj3rmDJ6+u5bxffZe35lsJn2kjxPpjbplwLMXXB7b3UHbBHC0cDj6fyIhRypzpB0sOCxOKelooTRgMVtdTMB2EVZgUOkQeYPFfHY2GQZNhIFLnJ2u4ELQgofI97B20RFwqPbFimVtzrIZoXrOKirocdvqTdXjlNFsRcakSzeWHKA1hQkoUsBWgvboSOT8dpxRjqBgu2Vr1LtJnFouKJ6x+2F8uU5+xBr9qdSt79ZOJlZey0LH/XScykA0NBIFw0MBMpXBoXuxSN89LCzkxIqOafexSRr1PQCaPnBkBeTy+Pq6XE3NF8OguVDQwoUf1U56OFUmf1RFZF8i9EqIJdn8BKWsn6hhkdj7NTns9sxwGz5gTDHXIkomYFsErkHRI+IatUKYh5x7EfJCgvo192UoMRETTwATs2fF2CoCqKWTNEnq8azDyIebkOgm7G8hLJgZWymDe1Ye8UwDXaLFbA82wo+tBhlzrOCM9xA6zDpfXjRaxrlEXLdKnZMooK0qvD3rdlGXgbbsNh1SNR5Pwyt2kHRK6IFPICWieAdAVFLOAKHipGLZyEToq6xC788g62FBxpnSGtUb8/q4xTQF/QSMuaNQOFegJ2MjIOn2yTJ3mGvOOZjAIVVqhHVd/80SGBmZz/4M/Z0v7a0RrwmiaxtOcSKM5xEOD92KgUDCdEwjfKM7Y+emDvgPQBZ3X6h9HNCUWd65ERMTEQEBkU+WLvN7wJBSsHNNNDdcimAXu9eWAG5myX+bja3MMN9xDb9Uyeqssr/CQLUIoN9Hz3Z08i19xFtRh/XcIyLkBNNvE/NHBwlQeNzI8nmuCHDTpYU6JJlBrn0ftvYG3HUnEsr/xVKdl1HKYTTj4AWuPO/j4vpFX0ArPIjWqTPP3sFX4zqEv5Cj+10O0yXiOq6Zm2wxahRQ/rM5ANcRe9DFrZB+zHrNKhvz8B7cBsIZLASggw19NruZZ0iikqeDLDT5u/XSI61bH2b36W9g1AUQDJk8kPV0tXdBWx3OxiSrVSU8tryz9/vgXediXP4lZ4r08f/LJlGdg1qJD1EL9h7BmqPHP0Nxr0l42EwGBQXcnU+NuqmSLyKQyDtzO8TnHnfeBAAOeOOdqOZ55q8B2s4IdgTq+8t9d3HT81cwWLOnrnCpSUEVe9d4IMTij9HAqjEeGaIA3nWIoaEUR7HPGQLTx8cktONWPahk4PvGYwHN/XkVz2xbquroIPPwIW2w25JxlWR3xWMa96dhRqt0wMC6LmU21ABC2WaTPpWfIFWQSDrclhAaYSDgGdAxRJ2YfxF+w7sf3ZIvwxTiWlLiH0I8UTAbQRZE3QjM4vqUYsieMZ7eNEjnR1Ek7rfnRneojZXcSNR2UmCYO16hhQLDWC6bJ8/Ecxw8lMHM5Fp436wP22Hhx9rE1VboCb2wfA1P9VIgHePmK4i2jMBAQCiU4spvZMHs6V+R+x0ihltWxm4lSz6d/vBRJmfiumEzMC8ToRTXmYhTCVBEm625iXAoP8kIQxQRZSaAh4a36cF6opssv5+7BQcyuLmRNQ25u5sLprfD5z+ON7WPP5PPZM/n8se2vexOC4e284xrmqWOfpTSVZt+LIabELMKnizJvLfjaPzzvUnX62Oc1JywY+yxpGXTZQVvtw7xUsx5JN/n+gzrBRCdf/sS/EfEUxZcMk6WdOu1eiYxX4pHY8xhv23m871gWdt/N3kkrifinYs9FGC6dPeHcby74OnM2382f58cRXdegmBmWdHfS3Gut5zXDyxk7P8Uk17OYzo3syDbCxz94H/8jHCV9R0D1XXeSWPMSQ3ffjRIK4Vy8mNAXbiAld7O5/ddk+//K+seOR+iROd75Jq6hPNFMgAElwKyRffS8EmR4koenWmtYMrCSWarAunQFAekJ7v71G2PnycsS9886h8smrSHw3zFqh3LUFoUpLlobRhf/lT2Tz6enehlxZRtfvLKbhHM/T90ABcejPPbNv7Nn8gXsrzlh7Jg5KY0SSB6yXUUtljF2YAJFNX1CToGRNIQOIm/CmDiIAESLoRSSCfmAFXP+hunkhBLXhF2E0R2KKEkYDKtQ5gnTqbUiIlJSL7Nn2BLSKHcnyWfHdzIRMDTr1FPFMCPafKoVGNENjp8aQh6zeorFllgDVhoBjwHDlaWIhSmo6hAjpjWANld4xzuiCN1v4O41MWV42ycQGqxFEuN45SG6tHIMt8q8UFGg5gBWpRoFTCDpBSVjTWg1Yhf9zrPIhu10hGrHCLUJiANW7oSgFIUADImoVknUuZbJ+niIy6DqoSlfrE1TbKIogT1j/WEP5lHTHga8O7ksM0Snax7uSc0g7Cq27QCxmUwBfFaDmwaXIqIRce2kLlWOiM7+tI9SMYdg6piALTk4YXJx561+2+UZQs83ETJfJGZUADEMUUQEcq4+lB4BmiXMogEka1jmsYQtzMWJbTxinkiNOOoNVFBFEAQDR2wS5SNb0QVIOmyEsgZhSaImW0mlLlJp2004oJCMhpEUHd0RwzRC2IsdUzUSxwD6/PUoQ4M05sAhyujxMjTTjuLdTT6mFp8SAVPPM2V/jmdnhDDUontXt9rYZa+guquc7leztAeGaZxVSnVDOStWrGDNmjVIBRfuTD1nXrWY399necbqSzpJZmVGUtVMWVBG2yt/R9deZObySex8y8rR1dUkUn487HlG42MYDpPful9lV9k6spJ2kKjQKDyR31jXbsC0Di/bG5J851KJuW27WBSxQm2HRIMHHXaq1ARnxTezTbbhVpuYnTk4/Pmp+i18bvL9eBI5XvG7eDhhMGePzg3PVOBMD7C/ejl7mi7gy1EHfdKdqPKJlOTmWtFTvdaCbF7GDZ1W4kEg0kYk0HLIa//D3G+RtMUYrPo13pEIx4Y7uG3R7ENuexT/7yD0iRnMfmIV+XceJiTdya6Lc/Cr9y6WAtDU0c3DX7uSNcvvxl6M9qBYS3TVfI2kO0DEI5Kwz+aKyBANAzKbyzW8HauZlOikc8ZnqBs8+LjvzPosBSeQLbD4xKkfoHXvelFNk8YBg9ebrYVl0tmBJtVSJVpEJpzzEqwezw+y6V6QIe5I0KCbY/zxB2f8K5cl29gp1nGt+AwAb7aW8qjyJV6ICZxc4uXLje9TZbR4bHuRFO10ryAjJdhdNhOAj9WWH27PD40VLz5PaGj8BowSPoBebykiBtWCglLmmKignbSsUz1FI7lQjN7IOtxjFbEMqYQpfQVy/g4MUcevGWjAMdJusrpK14t7YeW42I5sGOwINvDFgyT8D5gn9TAJt2Xsdif301tfSsy0c6gnZEcqS48uc+WISgSdxYs+fF4ogIaMzajCk1jD5ooWZoQOkSpTnJw10YuAjCM7gitURVN8C+/kzyRGA2deP/Mgwje2+9gnAzk7SEEuRTKjBM04ff5aOCD4VSeAMx9FcWvE8BAIHr6M13uBKIrc+KUvsWnTJp544gkIh7ln3VoWNjSA0AccbIQJB6dTA1y/3qqDqNt/y4uTBmmr7Gd22HJ6DLq6UHU7KTVKaf8TKPJJ5BSd49/4Pd0Nl9FfcbA4ytLXbsWes0J0e1aIUC3wzf/WaBi0euhHv9a59SqJzyaj9G+bzokbuwGdl6tnsFOUcHdnWMx2AKbsXcUDZ0hEHXDsLpHfLzMJe+CUXZ+gITqbDfNuptqgqB0ARK0C9xW+p9mtNeJJTWNf6nTmkeQExz+35t9R0ncEqA0NlFx7DSXXXjPhex8lHD/nZ8DPWHxCgf5ogjL7PhxyKT/+w9e5r/1STuh+m69seIiP7VtHKBNFMTQWPtXGNy75HN9+eJzwXXb6bfSd2QyKyOPmBfxJv4Hg49aD2HDqEB2rQ0hGnq+f2EOL9gc6A9vJKtZDaddLILOOT98gEIqtorNsFZosYCs40aQ8P2p673kzogEDXhVZtMLOKpsOHTY5im5tfALXHF7cxiDbhRBXlxxZStqXBIJQK/Sy1bQsLu7Gat7ZH8PnUPDZMwxlJ+4jFAQ0m0BrYYBh04FdFEgX0kx/t8fuAGTzEh5ACjjJpx2kJY2I7MIry7htBz/2ptvElbPKDvSrAhXJOsrkvWwymqwK4oLArNqDF7ayVmTLAjgMa5D1mgmMINDr4I1Js5EPmNGkIukzZWvgtmkeDBTCzl7mFVL0yOWI6TRRp4dJtoNZgC0nYAqQdFdjC7vodXcwPxdjk+YlXT0bBnZN2F5PuqGQLZaWEPFlKqhxrMOQM0wvpNBMkTeNqZwhbB1j/rZoeKwIPIC7YIXEDDrCOPINlDBCd7oGXZTGaHYhuxfHsIAwTQXTCoHO6/7RTkIGNmpT0LJ5aoCCw467OHkp6XIqht6kp5RikXjrOipHGlAQaFQ3kLFLDA/0Yw9YCwdTV3EU41grIgn6A5Axg/SrbTQCXlEilbImcDWwnWyHDchhYqKM7EXVYXOth3LVethkw1p4bHU14d1m1SFa9+huyhu8OL0qCxYsYMNbG7HtsSy6a+6zQjDKGzzs3PjY6NPA9u7pOAOvMvmsbmAjLY2jv1mwjzQT3H8SzuHz8fcMofdbFsuMqiPr1r1VNAEJk+Pa9rO9XuM/LrAMLA92LGIWq3jlnWvozJ3NTsHgv9xZZuVlXnIUcBhZeiU79wfGa3qutlke1LqCSJkussGmYcaa+PzbP8QTWMs85wuk+85hS+OfsGd6EU2o7H+NPU2W4lil/iUOlQBTNrCekdKZzN30E7r+ZR8t1TJ7205gjWZjrz2BmJzEDVoD01Kzuah/HiWd+1kfCHF271TsZUceW47ifz8EWSRwwRQSwavRXnqGGul0hDtL+MmrfWiKQk5S8A2HSbudSJKAKYo4An768wnUfR1Up5Kc8uY7CMCxr32dHS1XoOYTdFfO4OHjy+moGA/JPGnzK5T0vE42EaU5Yo0pGQU67G/iWBzhUzvXkh8xsKthVmn3AVAzAiYi0oepp1bEjE4TZ94k7q0D2wjXJ3pYr85hujRM3pQJ6x5aqkOMUh7Z8GEAmhzDnh733A2mdX4iTsEmi1wVXEs2K3J34VoM5xKIm/xiej3KPyjAfjjYClCQneTMFtpKXiNbeSZL7GEqbR8+tPVQEA19jPD5L76YN4aH8G/dhlwo4I3F+FvdQsrJYa9wIUy4BwKuVAhD0BmxW6keetb63XCOG5RVo5pg0qCvZjN+Xccmjum28d9bF1F98w5K7pbJyy5ULUVnoIKXa2Zzf8Phi6YbepSk+xhkM409G2ZX6QIMRCZ5Dg59vWyz5bFeMmxib638SJ4jgEFbPYIg4zL28teSJXz8MEXZATTZ+k0zYsxx74U4ZFqu5PpPnPDeTiYUqBo2yDpCeI0OANSSemDf+CZGCY5MGKc7R0LwUeJ4fzXoDoc5c+bQ0tLCc889x8aNG3lz8SJmtc4ksSVMOpGnoEYpLZQxdf0f2Tbt+gmidjumWcqzLWnIFcXtVs28a4wM0wpgqZf+dqnAgl1/oL3sT1w4EqKxo5Gd1T5+P/l55EgeXbKx4u0cV64xmNMp0rJv/P3ypeGe+3TAw3TGQy6X92we+yw7NUIzE7jqc7yo3YnW/GPebIZRar26+bc0Dc/jxL1XALBbzlOvKagIZO3reNUW5DGhgSp/hGtjKm+nLqS87FIOrsr90eEo6fuQ8NoVvBVBRlUvvvrp3/G5VIYV38uytm8WrSPtHNu3dWz7bz/8n2OfrzjtGwzOr0OMp3HsWYfi3Mr1zQlum2GwwhXnzWAjPzr5KnY669AGZHZ6N4KWIuFfQt7XipLbiXfkPuIuAZ/dhlYszJ1T0jTZF7Fi8fXvuR2SDtvL/UwqVGG3JfAED1NAufhO9JgOyoGI3YVuenDIgxhMprH08HHtCipiSoIgVGojvF1oIiGYqLUtvLOxi4WNQQ7KTzdNbDmBpEukrpBhGBiRLI9Yw2HOZRhZ5Kx1ILdTIZyGmJIljZcK36Hb5TGySIZV/HxEsNGSC1HrWs0bxjRExcCdT1HrCx60n5QzxkpSOHUHBTFLzLQju03cOZU1ZctZFhgnyFJ/gpzXNdaPqma1Ia3GWZrtp80xlXjBxBQl5tfUMkE1BpDzJnkJegoW+Yipwwg5GNR9JHQ3gmGM5rNbx+8OkDetgA5vzo+IhOSynsd5WpjBrJtudw1CdCumCaY9jDKQw/CMx7u785aEc8I2wtRUDhmd4aEchRaV0QR8s68DAEFSwdAxEUjrVhK4XbG2iRecbE5mqBFAcKjYi/Okmi6jYjjNhkmjJT4MZNOkLFyBgUG1upXtTpWhSARbSdEbqivYBZmkkKIslqInJGAYMkNOS2CoTBZI5CylVVugg8QmL5AjLeZQBndRkGBrlQdZ6cWr6wSFHGCyNjCPWimOqXuJD2X4zS3rAGhdVsXpiy9mzZ62YptV7C6RpvkjdG4c7SkNY/cmGq6eeNNCwRUMhdcA0Ni1hXlzv8sFu4cZzGss8QVIDwY5/6XVrJ9dTXtoEo8tOp34bom7G0UMRI5v7+MSQSCUm0o/F+Hx2lk33c7T3t2I+w0G9pawIPIWnx9+goFpddyiWTnGn46v4THPPAqCzAWOp9lp1BEypiIUDAaUEhKRZbwcsUJDY9lKPnHTTzk+pROUc6y890Z2Tr2EvsolACx57Rt0LB2h+SUFrarApsXXUVr7KMlL9xAE9u+fTG+6nFMKFXw9Mg2fJCIL3Zwf2UxWieLX/0LL4EriXEKgbxg8/zwPw1H83wFBEPCeWE+29mmclS4kt8pXT9MwTRMZ6PjEJ1kbMVny2c/StGgR0Ucfpf+28VqW2VkulEIJzpOP47RWhQfz5/OT1zuoVfMs3vAqkzvbOGfxXGyuQV5NTMwFb/IMsyjxFH/rOJn7bafSOaOcztJyvrLrLmSW0ta/mMYl77HswT/AineK4YFqkH73No7VNF7X/VTYuhgWfZhZibKK0PiyUbSMlSXCCIPZMlCgcbrKHKGEjd0xPjPbTtn6Hrp9QfIuJ905mbNCTlwfIu/OloeovwkBkX3OLNgkfnfMon+84wfE8m5rUKy640f4zjmHc3Sd7vZ24is/xpMLZrOmfC5nC1kcde823IoEUj4KtuiYYquWsyYK/YAQ2ZqoFWa41dvO4mwW01bMxzbtDJkejvk3i8xqYoGOUIDvLvskNllCPAJpzpkpku4a/IUuq7SMvw7BNDm2ZaKRakjT6M8XmBftpzrjgnllH7yj3oV+1RJKCUi72ea6klnVhw/nzcrWeiSq5mnNtxPVKwjNW3DY7Q+CoNE45MMQFTw2i6Dby5tgYJz0KUYAe7YTnz9BVPloBUbsdjsrV65k5cqVY9+ZF5o88sgjtLUN0uMYpOfEmfgjTzF7Y4SdUy+huvdxOus+jnCAcMErLXewsncBrnwZbtJcxUNsdogEdQPVNJmk6DyTbKZMzLJo0iOcKjn4zLTvoFx0EZLPR669nX1nnMnMfZaxufwrNzHys/9Ay1j0KOlw4s6kcd56Oz/NVNCd3MktLzxLiWcB9fd+hhcf+DZbNrRxOatYJlTwyamWGGFF56WcU1FCa02Stam/gwnpnJP7jFYcpkBemsnCcid0a3zx5DTnNE0lnPIje/65RtGjpO+jhiDgcTtZ962PMZw8gwd3tXPB1RcC8MApFzJ9yw7KMxF+NudCaj1JfjxJZM3zq7n88supa7iFW596kT+ufIqalotwTZlF064Btq3aiVbtZGjG2QiczR3NtTzaH+aNWCnlbj9fb57JCZWzyBkG172zl2cjKS4faUdRDpaGPRQ0dAQThv1ePFojoZojTS7W4DooQjkw5AyQ0UvAZoViHIqIjRI5h+AZs9qJmOTyZQxJBgV7gPbhHZzaesBCsOjtkRNpFA0KkoRPs66rXbXy3hpLDk36dCOMNy2gKSIluiXiklXS5E2Fcu+hSZ8vaXl8TAn0rDWIl6l72Wgsp+C1MTXdPyGsE4BsGjE/nt3h0bzk7X10UInkNnGLBrvVci70jV+nGE6TKhsnVKpeJH1KnLmxCKtcFWwPWuEtK2qr2HkAf9AMAaWgk1IFevQ6MnKCeiOGjki3WcJASqclnwMFzKJ7xtHjJQkgQCBrWQYjDmuAX5rvpS9dQq/Hsn6apgmuHpQeAcMxviBy5x0UlBiGqLM0Y93ngYQN3Q4CeYssZqMW+RVEBNOKx+03aonbhqkxdEsoqBBnKBYBP+RUG07R6jl1KIA7rdFRPhrCZdBQKBBMeUAeQhWzJJ0Okh1h3GV5RE3FNGVUYEgIUxZP8VYLGKZMwmYt/uooENZqkKQoopwnlbH6PC4nqBjcya5qlbwiElbyNBQ0/KJFFmOqmxrdi69VIdtukisKN21b28u2tZYsfDZyL4LoJhtJ8cL9Vj/fe923+Hmig8699yHJBr/kM/ydE/lcfQVnlPpYUboNol0smF0OgsBjU0PsXLgA3xN/Bd9qMuoQ075wL0LTCi5LZVn2ZhvkdZyyxK9WnMkvuwf5fHs/Gl7yY9WBZ3DmYh+//lQjfa/6cEYXYt/6Ay5OX0YycBHqZ2/joo+dxJRzx0Os2p8rpfbp9fzhxe188y0roqDFr/DH62Zhtz+Dw1GLYRi0L/khoZd/RWDKr/H8WSL27zo+NwwfqyHX1jC7bw79r82l+50rWBpMslbegGSKnKq3ggRln5vDoKuePmkxk3yTYHg37qe/gvtYO8LkVo7i/x/Yp4x7K2R5fMlR9a3bWXDW2ThXraLtmnGpq/KvfY3gVVdCcgjc48ISXwS+eKolJBEfbmZg3x6aFixGEASmndfPtgduYVo5+C7/JfG+vbirpjI3n+eOO+6gPjzAYpvIvM/9hlAoxEkfUdvEQoFl20y6S0twmzaG3F3UaBoYCuVChIjqgSwEg8Ex0mfIXkwjQ6mZJVFwI/hkcmKO+doOfKndDL0xhEsvsME3jbNazuUbHXG+EfpwC0F7AeK+GgwMukqqCeXexq2+N5G394PRbLDmcBcA3tOKRWNSKcJr1/K3005hk7MZNFhuulDrJ5I+E5FgykPetnvsOz1rzfuCy1s8h0BNrBpN0djn7ea8aB7TYc0dHWYlQjEFImML4siF6audxojhpCxwJC+VQBIJxdvApPhq8qLMPrWcUl1n9oI6RoOPTGBX3jI8fmaXSsbIUt3wwfIsD3UNUXkytmyYcscwQ3I5Ifvh13A52XomIjaZxYkdhLUGaqYdoYTVu88mFKiJTwEJqtxWfzvKJsHA6AYiouDDkX0brzPFsPt9hhZ/AAiCwCWXXEI8Hueuuyxl6mggwLrjPUzZ/VvemTOZgvwqCCauRCM1ts08FD1YGOz4DLzcdDsv7YlYNakLsHjxYvSTT0KWlQnEx9bYSODKK4n87neU33orwSuvwPuxi9GjUWyNE4VwrCtaDl8cz9U/5ZY7OeWAbd4opNENna378yxoCCBLIhXbVvPoo69SZU9zrrmJP+dayaHyUrfG+XOrufBkqyTbP7+Hj5K+fxrsikRNwMnXF7Vy7zMv0mJXuJkC8XgczV3On7wyqiTidDpZsmD+GEG742MnA+MqevMXevjpwiYM05wg03xF1Whs9fjAbRNFHpwzBV3XkaT3PqCbBc1KKHYEieuVTJt8mBBNwRyLB4+ZVt5WyhPEwEbUZsejypS4Dg4XEYv5a/68m0LaGsANU0bMOxiyabQPp9AMk6nlnjHlZkHQEAD7gKV6ZEgiUb0aE4NNdhMyAvWlh75OId+PK1tJ1Ckj59yARkHUSOTVQwq/iJj4w7nieQTEnLXQCMrdbC5MJhH0MUfqPGg/Y6ADkDEFAV0Q8OdKsTs30W5WIKgiXT7L03Wcv0igTBCjGfQmBdMUAQFbsV5VTsriNwz2yyG2uyfjz6aocdpHS4gCkM/akQo6mgR9hRZGXL2sKPTxtr2FuOSiv1BgppYHTHTVCiN19I+SXIFA1npm9juHEA07tXqOzRkf+ytrLO0yE0SzCykhYHqKOQqmgLvgIGULE9QMlmR7yMoKIzknqkMEoggYCKksusuGiQGmiWlCIV/HgG8vczMF+ggS1JP0xUbADzHFhkcyrYTFESv3pb0cgnkdUxA4Lq5i11wEXevJmjI5m0g+FsVem8eWDBXLK8hEsj2UGiY9JSJZXSdnGwbAVcjQVZiMZLesbrFckfSZvdQkBtg903oOwnKBGTkNr5BGR0AtWEOivVziihuWAtDdFubPP9kEgJ7fTUGWeGjlFVz9mFWTp7N6EpuPn0NiqAvJs49hSnmZk0AQuKdrkHu6BlngDXBeeSO9Qz0EFYkNS1pxSCJc/ifrPh1wn6e47Ly2aBpL3thBGqh9eTOHwqklXu5sseoQVi4tKqiceSboGm7JakfThl3033wdkseO46SLqf3CdORAgKsvOJb5S2Js7Ipy6cI6pAMs4KIoMnn+v9Ew9yZ2f+VStE1tOF8XcTz0afQGg4b6zyDLLsyPmwiCQGRLD+c9JJMozWGfUk7JOVMQBIEaDnjXSqcgXLXqkO04iv8/YWtsxLdyJbHHHx/7bsq6tcilxQLX7sOXUvCWhvCWjv/uL63g2K/+19jfgXrLsKAoCrfffjuGYSCKH00InnDAu2KLWUamPTVWjly/p53qEctQVKmH2V/0xgSDwQl5a4YQo0zTyWhOCgE7+8rK+Y+onZPVbirqorAHNgtT2BHRmeSwcc4HDIk2seY3WYeor4a4fZi0t5WzA10f6HhHxOj6xDSZM7ALlh6PsOdZcvu7ePbuv7HxmDn83T6XfVoJKhrzcWN7F2FSDAe+rJMBXxdC0bhVKJI+1eGDrJXnH0x5yTsGMQWT5kIB026tOwbMAIbTZPUVS6l5PcT0PU/yePlyMqjMrj/weTqwTLkVCZMVazBNCXdsD2GHlyHTzXQzR1VdOe25caG+HVmLaONfxwAAIABJREFUAjYlFNolmSneDxEi+y5Dcl6owJ3swQg48eeliYZmYbwEj4mAJgZRc1H6AyHqcn9jl+9kVPs/WNIf6OkUCnjzdRg2jWbVmt9Efw2jYgw51QuCjD0XRnXrSCUNH7yd7xNer5fPf/7zKIrCj3/8Y6bNmYM4bx43nnoqq1evprW1laqqKmy2S0htnI3rmRsm7H8XnyS+JwaIXHDBBUyePBmn8/CpRxW3fo2KW8cFYeRAADnw3gn0gXAW65IuOSB9tLX1VHy+6SQSCR555BF+e14Vn30uSjhd4KaTP0he8QfHUdL3P4DPHpB8XVl5MJd/Lx6591OXR5KOHAYijKmrFD0tWR1NAY+7FNJQOvVgmT9r8BHGFKTUVJEkFclBr8PDpBL3u7xh1sCqFcfEKfuNMbfYoFGPgMCQZLKrmOfWVOZmYL+1vy5ax/cMxDAxEUWBgfxUElKBvbJBpc+F9wArmCCMqsZAXVc7sl6JIUsM5FvJKWF6DC+GCbMPKBwvFAc3EQgMZonLJgURvNkyDCFPQcjRRxDdrbKoonRCuwD06D4QpmAKEDECNBW8uJVOuuXpmIbIQMDqm2a3g25AigsImoFRkUPIWffIkQ+iSSkcxXy6/XIJPa4y6g9Qgx3168j9TgRMdEkhVwjR6/0r12u9/C1wOnnVy4gpoBYnSl1NWMRoSAdJBBP82QBZOUmHXSNQsCEC/Rk3WdlRFCUTUIsyyKKvYez87ryTvsAuJuc1QuYIvQQx7U7yilHse6uYu+Dyg2nVCHLkvYian6irg2nZIXrMECI6UsLyLg0jW6TPENFj1gKko1ygZH8WcNMQbaEfmGp7gxHTBYKAmEzg8GWwD05GJIVsymRS1vX2BAUyOQ3NV5T+zmSJ6pXY/C+jZSVSxXcil7dIYdgjIwgaCTlPbVLDJWSIA+7Rkg++8QVibUuQsmO72P/cZh49ZQX7am9jz/Gz+OHcWTw5GOW+6dVkIi+yfcfNAJw89x6ekZq5p2uAvw5ZxaHfiqd4K24J8/xh1mSL8B0BjU4bXctnce2WDl4IW+qkt02u4qmhKJpp8kBrA3WOQ5dGQRof1gVBoOLOXx5ys9YqH61Vh7dSS5KD6jO/QP+b36LhyYdQqifmw4y+64GZ1QS+f/hcmaM4isOh9PrryHd2Yps8mYp//9bB0RQfET4qwgdM0HFRMikyKqT9cxHFPGHHEDYTRAwqtGF2C5VIonzQgjMnxQlpxbG6WDy7z1/K75aczos7f01OFkn5qlkfT/GZ2jKkD9kvumQj5mli0L0Rwz+VsyvfLWjy0SGYjlGSjSPPmcPv7k4QMacQPmaYiOFgn2EZHv/dTKN7ypAC1hg22rpA2poz+929lBYll7WsSFq24VOdJIukrzTpIenbiQi05vMMyaOkz0+i2k7VPpi+50kAttis9cwlsw81RllnzgsCalHe2BHrZcAWQEeiTEoV11Pj8/HukTCVGng0MCd/MGJwaAgUlBDOzG76ppZRoR/imTXH/gcEsGfDuMoKiJjYJ897j2cZ/WCgagEEKYxHSFMQVBTbqOfVxBSt9ZU9N4JsN7CVfxCl2w+O0qLx5/bbb5/w/fnnnz/hb3XRVXDMxy1NggfPgur5zHOeyUsvvcTcuXOZOXPm/9QlHxE1NVa6yWh7nm7J4lAkfM73FpH3UeEo6TsKlIJBXoUywUYECDUeXqFprN5ZrJjHYAtgmjqvGR4WH8KLBpCXLYJZMTKuCNFtWGE6Q5LBroEkogCTQ24GitUChGJl9ZKBNCkXKBhE9UpikkRKL7Cw6vBKcNX9g8VjCES0aobs/fSL1uL2hOaDrceiAP6BHIMVAjkB/JkybPIge4tlzk2HxNyK2oP2M0d6McqtOPdCxorFr1D20uM4HnSBdncdtQpjuRhyUZFVqEghtlsvuitXStQ+SJUhUECiWwwx4i9lmTiu5CkWQ13dvXZGANkcVcUcoSaZo18uJRsoISGpY2RCs8VQACEah5CEAHhzPlK2CB2KTHXOoGCIDAYbEUzDsqoKAspgGFMEuXQa/4e99w6z7LoKfH/7xJtj5dTVqbrVUquVbVlyQI6SjC1sY+yBRxyYx8CYNM/AY+YRHh4eYcaDJwDvwzPAwBDNDMYM1oDBxjAPGwewZEuWWlLn7srh1o0n7PfHPrfurdCtbqtbLVev3/fVV3XPPWGfvXettdfea68F4EY+qchjNj3Lne2AoupwOqzSKg2QZg6FxrJC7EWFmxvZiNxZrZv6itMnmVyd49McohNrCnVjwFhuK4m3ahFe+Ada5RyNVAtoAzns5l5CFXLE+RzHwxIQ4aYDHC/EXx8AnbjjrpuVvHNVaNdXiR1zfL2eMWG9y+doLfmEyZ6PuG3cONeyFspdBgWTYUhHtVkDKusm3YRb6CncWhBy6iN/wGJpEO+mGf7yyB7SKuAHB8/zmtPvovn5bppZOHbrr1It300V+OAtxjVkKQj54Jl5/vWJWQ5lU9yWv7zN8J5l8VvH9qG13hgM/9Opq7d/5HLIP/AA+QceeFGfKdw4eHv2MP1ff+t6F+MrxmnUOTEEvhrndO40XmQ8NwbVCg4xrdgnk8puM2Yb7ioTUUxLRaT8EG+uxupQlXy0xt7lBRZTowxO30k4Dw9ULx6w7HJppgdBucymF7CZ4+UjO+RWuUocO/ckAHN//xSr7htYzX+Uhq7yx+2bQMH3rXrcUxrHO1LdVi+VpjH6TuUvcKgeAg5EioV8kbLrsA6kwjyp0ON45ixZC1Ja4wSaNnBeV9Facf//+gQAT5XMQHt6X4lX7B/gYgQKPD2J31rCbjRYK5rrbpvePl54Kmwws+bzN+sXOLx/+oVVVn8Z3DyxnSLVmuPLY3u4ZfTS0W5ju0p6/TkesT4JQPWuV1zxM5Uqko3MwKTtD2zk6u0n58yjFKRHv/IcfdccJ5kA/c6/AODVWnPvvffi+xeZGH0JcLH4Eteaqzj9JXy1kmprtAV+lMeza2SLO/+jKPTGNNHQajcccomcPc/JlsfMyM5CKlnUYnCpjZVEhVwO9gAxS5bm6dkae6pZUm5vhdJWxugbmW3TTIETWTTiCjUrptW0dnTT7DI5W0NbGh1m0dicUSkWdJaDQznyO/jI20Bprk3TMxHASs0hhuzTPBcbBZS1WkzuMMulLqzSDVC5f/b1dKwWQ+oc67kUSiueyu5hJteb4XVnkxXCsRClbbKdIoXWGCfKTzITtDjtDXMhP0zouMxk+/b9uWaFKPtMC63ASiK1KHsVG5jTRRYzZbRS5Dwz4xl5xriK12eT/BxQ6BRZ95Y55zjMBC1WOimemb6JVCdZ3lIa71SHYDCHXzD5nIptoyjX0gvc3exQtOrUmw5Lhd4Mp20F2MsK2x8HHYGGSmOCUHXIu+cY1svM6SLtWFNomJW+UtqkE4m0Il47SzxoVsBVEuMuDoaIrXXSVpul0NRFN3Jnqj6IoxOXn9oSaymPelrRdC5slGktMPtDC0OnaS75xMmqpN00RulaxsbyzKrgZBCQSYzIbM3FcpdRtmmrM196nF/5P38IgAPT03z8nsPMpOGTf303n/vcuzb1h8OH3sfAwNds7SZUXIf/Y+8oF77mNj5xz+ErXs24VqsfgiC8MNxmnWfHJ7B0mrOlL+EnCmHcMR4FrU6KXG57wJi11BoDYUzWbfDfH38Pn3/qH/HBznv53dVvJN2O+LK1l443jasUdxQuHRH7cmiljRyf83wK0Sw57+oEsdmJQ3PP8lxxlMe9r2W1/Ck+5t3B77VvJ1Y2BbfNa6opPK0YvHN7MKdKY5jICriQWmIyDDeOL6YKFDJGtw3Uja44kT+Pm0yI+h3z+2Q8wuCFXqqq997/T5ksrfFrb7v0dpcIm3R8kELtFHYnZs0zdf7AnZsNnYbjcCKVZabeZCGsMrLvhe/n07EZ67RSxsB01BzPFKc4Mnrxe0dOjrZfId2cY9hf4rS+mdz0lQVacUMI3RI5ZfpqmNl5QrHkzaKB4sRNV3T/64lS6iVt8F1PxOgTsGPAgk44TDa7ctHzqqm1jb+HjNcakc7j2WbwvLMhpqkn3gjV5SZOxgi4RnsEy20QKzix2ODgUE8JKcBVMZk2lGsxka8Jk4An56yYWKuLRu4EmJgPiTzohrE8aWVohC4HhnZWdO4qeO2Ylgdau+TbFcacExzXY+DAVGcO5e8QoEaDTrvY2mFofYrHRz9JEOXwMhE6VhzP7OFQn8J3lhXahagCKnYYXzuIQvFc5Qvc0VnmudQ4cyWjCG8q9WZ3Pc8oMXthjcDtLc4XLDNDdyEuczplFEQ5CcEd+kk7RgHEISibXCfPamqeWClu7ayy0klzNl/FDTrEWuPGId5zCjU0ieWYWahywyjYldQcxzrruFZMqwEns2WcKAQ07nqIisFKD5hcfxoqzUnmc6c5Ei5gKc2z0TCdOKbYMB1nPGP2alrtGMI2pAaStm8CikY4QtY277cUmbJ0jT6/PrCxIyO3uspcwbRNbJ3bqJvVyJTbzc3RXEih3WQFci2ZdMjbKMscmwxDclEDUFjrJWzPPPczxx/j99/3XtSpZ3CmYeaVf8an/+4RPv6JW4iixsazbj7yfl77wDOMj282AgVB2OXomPXi3Whinhz+G9zQyO0DnkksPhcMUyhsX6lbyhqj76g6wbH1p8lELR7+/z7FHY+tESv4q9vv5DfPr3Esn8a/iq6pF9JlbspdmzQNAGgYXF/kRHEUrSJOuXlOJPlaPeB3ggEGE1vO37PdqKk0hqhlZ4kUTOieZ9B6Kodf6ungmJjz+ZN4yXxY1+hbaue5/8kvUEsP8uNv+id0HIe3v+aOS44XAIqtYWwKFFeP40QxNS9LhoDDN+/ZdN7nK1VipbhtdQ1lKQYmXrjxrJtmwjF2jAdIyrvAc6lx9uUvvhIU+IOgLPLrz5DxO1xIv/mKJwfL9TQdv0jRM5OlcW57rkG3UyOdabJOlkzharqyCtcLMfoEg7JZCScoD168Swynewbh4Govj1vHNrnAZkZ2EoB6Izl5eWkdN20EudYuqXwvId9Mn8FYcTRKQRLcEdvpPetcshg4Vbn47OfUAigv3vi8YikibV00nYRKci40fci3B1FYlO1z/FV8jDjtMKYbO14HoFwjqBUWoXeBM/E4jh8xnx2gY7kcym4W3MGIBsskZQejvJbTs9zWXuK51DiRY1Yijw72JfN1e88PE5svJuYg55mzStRIESb7uErZDL4dELu92c7uHgALi6UkcuehsMFyJ82F8hBOGBBrhXveQoWKdKk3K1ppjtCxWwTuPLlkxXC17bNSrOAGHTy7g50Uz8oYo8/SPpXGOLP5ExuztYtkSTXreIEx3EbTywTa7CcFiArT3TfEjh1q0RCDjol3txybOvQHO9BWSXAeUwfl1QazRfPZtk9gJzPtbZ3DsRvY/jqtZR8rce8cXYLYy9JKm/q3Y5tqFOPHAaAIakNY3jyq8z9ZPfUIt37Hlznz8D5ueeMTtDvnqdUeM+2tHKb3fDcPfM1TjIy8ZaeuIQjCrsQ4pnexrf2E/godp0nUMJNXB+OzdJTDbGeEUiUxblTvmpXMGtUo5qbozLa7/2YxT2PoEZqx5r1Xmox9K312QKha1LNV7h+4RulSlPEGKrbWmc1UqPMcjwYmt+0HvBx/QYFCUqDhH9qciayb9igVZlhOm8m7ybC3j67hZ3AL6Y2xxFpqgcgK8buBSZJfd516Ai8K+NxtD/Gl9CQVp8433b7DXjSrf29b73Bx7QQAK36OgupgJ/utuqd8sTiAHWuyZy8wPlPCdl7gEFop4mZjo2+oOKKcnuW5zATT2/Zsm6nOftMuZc2hFNgjt1zBMxM9XjJbUiYKJoWTlbjC9pNqL+FkItatinic7BJkT98NiIkBpfoiR2kiZQbOkwcvFjGtL7pfDKV16Mb/WrZiyhmXwdx2IdWvHC2tcTO92bv0gAtJNPmDw4nBqBS22izYPCciSLa4rSSW4MEtq3bWRlwrg9sNMkJELblm22yfsjZd0/SgG5u5YJ/lqXgCnXGYdOIt1/VKZ1u92cqcPc9z8QiOrQlsM5s6k01tOj8cjbE7uY08M7XUImkCxsOIE96Yefb6KsNlk4dPa1BWTHfVMkrepeGtsTds8bS/j1YSCMiOQvLpDI1WT4kaem+5ljKrstNByCc7aZaLVYbD+U3n+/k7CFsrgKnjpcw5ClHPLXa+nWM1X8YJA2wrWSYGrEwV1YopBreisDlTfIrxRkhbO3SwjBtp8qCKX6elHbq1F+WTfqc06TBHDEy7T1BXJTraPDudb6PmLLpxiMLOKrlWyFzX6EudIhX1AhTkC8+gkiA7mSSVgxNDmBsBbYzPdOAnfS2Jihb5FKZO4XQ+vnGfN0/8iTk3Pc3E+DcyOPhGUqkRlLp0wCRBEHY3oZuh2J5krWLiLEf1YbBgOFribKZC3HAolrav9DW8NYo1QMGz6TH+uPKtfMfyOf7mlohfnP04hXqKe4our6pcel/XlVDzF4nSwzwycQUGwlfIbLbMXyQeGNOO4rtfXeBnFh3ecXiE9C0DmyKgbuVCyqyS7m8FdLMvttN5rHRvuLqSNnkF9hfGgZ7h/IZTf8eJ0gSPT1qsd1K4Y2kG/MsPlJFqJZGkC6NkCbd9fybjcWgtYL6V5ZUPbN/n/xUR9sZEqdYig7km57xRRncqt6Y3ONIxBW+BGIvU9JWnwVkt7oc4ZCxr+q5T7r5PX3Ta9gpuMWIt9eLuJReuHbLSJ2xi4vClBZkJAb2548wqj5nh/GXNBHmF3uydU+0lO5+5xB69rG2MrkiFtC2YrmYYuki+vS4p1whSy6ptGDT7LuHi0fEsOn1TIC2nRYyFTjvsu8SeClv3NoeX7VlOqyFsu2ckzmQ2G8LhkMatj2zk0VtOz3Ko08ECTvhmVne4sYq6iEtPlBigdW+FiTDkqfQeOskm5mrQft42qPmLDIUhGa05Yw8SuB5O34xqlAfLKxK15jeOraTmKSdGXxgr6qHLSqGy6TqA9Xx3VtQmsDqcLT7FeBiaOlGarTS71aQs4uz2kOTT7hPU/c2RZNV6r17sNVPG7kqfsjsU454R7pSM28qsO0ymzy02yvVmulPRdr//VHLd5//bzXRaps9MTnwrd9/1Iaamvp10elwMPkEQWBw4iq0dnqh8HtUpYAU9A2852RKQz2/XbQ1vbWNo/feFQzw2+iZ+/fUz/PP5T3Bw6DaebnR4WfHSLolXykp6Ee3D3kukwrhanM9UOKOKpIk5c/8Id5dzfPM7j5K5dfCSBh/AcuYCKTTVoGcM1YojWGlnY2q3O3l5c3XzPrNUFPDlqZv4QjiG0jG3H7uCKKU6wOuYSOIXslUyO+gsgFvW5lnXg0zeVNnx+xdCqrWInbOoxN7zRmz32yvkM03mrFEqUxcPUnMxQieD1ZrHVsa4TQ31VkR1Us9+ew03G6ELEp15tyBGn7CBq5oUp/dc+iS9XRCdVDkOXySIS7BFbnqFniB3hnqzR1tdLzvJc9bSkE8MpGayynVg6PlnP53EvTOye66Rl/LrX+mLpOQ48zyjjWGg0zZ7qzsryTilseOuq2HEKPMseyni0PxbTdrRRuTOLlEZ/PoY3ZWlldQsh5McQM+ljGCdjDpcjNAy79Vw1xgLQ077IzTSxigd6f9v7rqsZnuRImNi1v0V9gZGyD+Z3YujdbI3L7l/1RhHur64cWw1PcdAZI7XQp/IcljPFnCDntFnD99C021ufF7IniGlY4aiiDP2WK9cfelEWkkZVWYArM31ZBFSsC8QlzdvpFfr2/vfmUpvoDVm91aA7cI8UdtiLV8m7fb2sQR9SWb9cIvRpyLS1Wd47tQe1FzMcO5nec2rH2dm5l/iui8sQbIgCLuLenqUUHV4vPI5aA5uyv62ysWNvnUVksPIy5PpSUJf88tf+GWqqSr/+13/N6E2+TqvBlolXiX+Eml37kVx0zuTGUKjeGM+Yt23+IXnmUzup+YvMmxv9q6JikNYKYdMKzH6knysM+UZrHjzIOPLe8aYj7NkUy2+9+bLN1Y8vbBhVM6lyxQuMvF6bOUZJm4awHav/vA51VpiPldmz2Wk8Uo3F0hnI+bjfVTGLn+CoNPn+dMJ5jb+dsq9CVad6Gavs4qbiXAGpy/7/sJLGzH6hA1K7mlU6iIbk5NN1V1xEdo9xfFFNbhj5M44bhNsMRJttyfMnb6ZzP7InQCd5EEXypDkdqeeKKs91UtHM+s4asOjsmkbwySf2p44Pgx7ZVnti5ZZdM7ypDYCUKcd9g1u93UHiKoaKzRGVd1bZTLqUEt5G0bfTGb7hvmoovHqozSTPX0r6TkOdzrEKE6WjGI8XOgLarNFP0d2z71zNIxYoEDHNWUf93urWXZg6nY13ztW89bQKmY6CIg1nClPMKo3u7BE5WSPYm1h49hKap7xjinIcifNWq6EtizcqGf0WdkhOtbyxp6LxcwZ9rYsLGA501P4XrE3O9qKzblWbvsek6JzDltF2MObZ3JVbbPImhvMsZbpDY5eUe5tRncK83TWXdpeCtffbPTpZBY3tcXoc7MLWE6Ad8YMyI7c8Ups+/JSLAiCcOMxmz9JbEW0m5tXlZY6Zl921+iz4p6+aWsPK5FBZ/xRHlv/IgC/9qZf41N1I8/uLlyFlT6taaVMOVbddaa81vNc8MIJlcVSKk+GDk8eGuav7jnMgczlG7Dr/gqjqc2GXMHLYqVtCol7yHoSqGx/aT9b7EP+1t5HE49w7yi3X8FqaVbPJ+W3CWyHAW9nb45jc6c5fO8L3GvZR2R5qNjo6VR7icV8iZny80dsTbfmcXMha+3p50/K3n1W3GSV3sT7nN83wVzoTc66oXm+11nF9mO8wSuLDCq8dBGjTyBINiOnMheP3KmjZEYokcVdVz6AFcvb0T2z1Tq76XNzy8Zkp7CTz7oxQtqJsbhYcjYMiZVkletSQVwA5sopOtqcs5r08L0D23MlLdTbJJkhqPn+xiztsHWGJ2NjqOisw+RFZrnCKsSRTq5fItdJU84tESbRVg4Vt68MRWVj9HXfqZZa4qZOB4UmTBLM3jR0cVcNbZlVrZY/S0Zram2PRsYYiQdzPePECo2yW8r2NOKaZyJnTgchF5p5FspDTOiAup3FCcx5Vs4MEOJGz+hbTc2xPwm4stxOM181RpobdbDayfPSZWJrgZZj3nkpc4Gj7WSAMXRw416ZUi9ATXJLrNz2/QIV2+zTcLeEiVZrSYMm/XC5L3iQ1hYvm+wNvLzcPM1Fn8iysftmTlVuhLpj3HgygamzJde4hXp549rZWvE59uBbSe0Qbl0QhBsXZVn9MVk4VzgOQHvlVZv2iJ9qGa+ZbsqGXKMXXEtHPX151h+jZjd428G3UcpM8P6TZr/adPqFR9nUaCLb6N05R/Hw+NTzXPGVEyZ701bTBbSyqKo233bHXrOv/XlY75uADew2Q068aV//CA5WyqG7vb7umbFKxt1s1M2lSywnK6y/ct+hS6xqqqQNFUobnVKIk+0CGaPDRvuihfav4MZ1n9H9V8frI1xcpOOWsJtmMjTVWmK2MMDBnbySFMQZDaHpF+nmPF4uosPOk9I7EcQrhKpX12eSsVSsbMgkEbSV2sg36XfWTI6+ETH6dgti9N2AKNVdvjcqqpk2A15/4OIuBTpJ4Bkle5naue65RtDP7OByGUUmv1x3sW+1VNgUbqXrsz7Stz9Pd8wm7ihI3DtLPvUk5PPZxL1zaoeVPo1FmAjm2WqBtcgYEitJsvKdInfOrXWwV801665Lrm1CEg/Y5ziujVuITtu4W1wtdDJjG1UsguQd1/1lovYgY9kLrOVMeQ/lkmf2KZ6oBF6jtxq17i2zvxNsUnAzW42+vi9VbIwm1zX11FkLaWRM3b92bGjjZHvdGDNz2fbGtSspkyZhOghY7GRYLA8xRsSqWyC3Ys7z0omxW+83+ha4IzDunrOtPHMDZpYzlWtjrSQumukyHvNoZQze5fQF7gpMio/BvUc3Zrn9cu/d0sbuwsoOb7yilayAlh1j9Fl77mDTSKpuQvbETfMuwZC7cW0cVtkzsnfjVDezQGfdxY6jDbfSyIZ8pkIrcfvNBabv9Yw+M+BqLfu89lv+MYIgCJfifGL0oTevtixEZltAN19YqV3f+E6HPZf0s94Yt44e4z13/UsO/7WJpPivDo5fFTfMsC+65KLj8eA1TLDdaBqZupDszx5TIfeNXl6Y/+Vws8fJsLt5+W5Me1h9q1nr3s4T1CfzZkJyYCzLqy8alA5M8DrzVyVJSzQaPgWY/XwA08M779m7EIyQLV2dtBe62aTlVrCSlbVMY465dJW9F1kZ1TmIG+a9Ms0F3GyEKl++0beVE2NGH7e9CiTurDqMSCV7U72O0eHZkYM730D4quO6GH1KqduUUn+rlPp7pdRnlFL3JMeVUuoDSqnjSqkvKKXuuB7l2+1oDSmnTdgxgjbwjWAuPd9+PpIZIYCMEcDKNkKhmLm4wdhNvbBU7c2O+W64MZbfZMQFZtCdXzYSuVXKshoaoTyfPHrPDit9S/UOYbKlbH6gQi00wr+VuHdOV7cbffPrbezkOeuZFEN1Mws66j3BKZ2sPu2geON5o3BUvkAUGkW37i8zF40xmp1lrmKMusO5HQS3B26zZ/jUvRW21tzMyM6uI8q2sDCKqJIkVB2q9wKu3DUyhI6NJWUvm3/txVxExzMGzbJvDKW9QcB64LNYHmRch8TKJrVklKzrGaMpbvT29EV2QEWZdl7qpFmomLr1iwF2ontVqkSO3v6A5cwFRhNFPjQ1Q2ltKbnGKNRaJ8VoEprNyg0R22ZAVGwZhVZO0jUoe/NAKmUlbsbJSmQ83Ku9mCEKfm+1U9kRQd3B77RYCM39m0WXfN++wsnu7HTS3l2jr6bLEqJauG6IjvzqYTZ3knJte9APfYkghIbuAAAgAElEQVThVRz2JklXnAxZL8f3fOnkxrF3j1Z3uuyKCZyeDFt388yUnl/Hf8XP6hhdeybbleEW46nLM46Wk33mNc8ohWF3c32O4tLuq86mu85AaoAwMAooSr48m3iNvO+Bw5d+YGORBd/UTallrim2jc45UTD697aDYztfmr/UCuKVEzo9b5JMc455r7JDugZDlNPQMuOodHMBy9Go4s7lvBzOTpixSn+OPt1s4MVmjOW3jXeQk7vyQDHCS5PrtdL3c8BPaq1vA/6v5DPAg8DB5Oe7gF+6PsXb3Syst6mmlnFXjKANHWP0jRx4/iX87qbwbDoJFGJdPOhIl25Ov9VKfsOtMV/ULKyb1aVNRlzi3jmwkqxClrLUYiOUl5P9bBM7+LvPrrXILJp7zw+MEGKEZjsp377BnX377cTwODfYE2pF5xzrmGfcFCxtuyY8a1wAVaZCkEQYq/lLPKtHGcr0Vshuzu68F0z1zQiHdrDt+3Rqs8DvemO4+Z6xckSbMkw2LvTexbIIOyaRhrVqyhW7NvWMEejLqUWcWDEaRtRCn7afZrBR2/QszzHKUifCvksOYzTVQ4/VfJlMEoHNaiW/MwNU4tmN81tundHEoIpLY1RWjHHqFM1gZ7mdZih5hJUdIkhcT8tNU9ayc4a1JACM6u6/8/ZR9TfnTAyLA7QTQzCyh1F9CX0BgrpLtl7jfN2ULS7ksfsU9s2h6QCtjmn/rtGnB7YnqhWEFxHRkS9R4vW1TZ8jOyDeYgRsdk7cTv9K36rj8ehSh48vG1n83KtuJW1fpaFZnytf5A7iWNcuS5ffMfr8mWSPdjZfvGzjSNeM3j9XfBqAiq03JoWbtkcOn/PtPl2pNFOFKdodo1eCunmvC1kzKfrGW55Hfi8+y/n05jp2V8xE56nEcNw/3dt2ECU5akebMfnhq2OQ74QbNpj3KkxezFjO9YzhdNNMsjqVy99fqPRmY3p90BiQVrG3Whg1egHZfN1V0uIUuFu4Xi2pga7UKwLnkr/fCvyGNvwtUFJKXb0dswIAJxbrVNPL5JaNoI0sY+CMHrj8JXwvZQya+ecJvwwmITaAXYhpxkbIFKs+JxfNAH6nqJrDy4nR1xeZsZYM/r0dEqLO15YYSJ7TrvTcMrr+6zut9NkqRCVupCdGe93MVcZQ1LZiZge7LTprhK2dHqOe7B9YzJzjWT1KOugZJc5l1M3lYM+b+/jlngvMnZ0l5qwS+zub9012ml8CwFoz71ANLRqJ0beUWmQ4MBkCa4FRKrnZzcmBHbrGb085xEEVN3HjbYQuq/kSk1tyCKl0mbKe3XSsGplrFiKFl6R3aCZulSudXt2oTIUV3yhcPzIVXnbOEhYOEnWCjTQfrjVJZYvRRzhGzTFKKkyNw/rmMgR1h5GlWS6EZj+NldscRW7aMka6app27O7pswfF6BOuK6IjX6Lo2gob8tEyMrk7meklud0Wrdsvev1i+hxxp6ejOklO13Hf5ZlXHr16Bh/g9O2VU961He55baNzzuWNsTR18PL3D6aT6lzIJm79CkgCfZ0sjeJibxheXY5Uj2zku+22x5ncIJ5u83woy+QN7id2TNudLBjZ7xR6k6/NZHvCTasRI1dpP9/FeDo9tePYQdk29M2xO5F5z+Lw9jyQF8OO2NjDWFw5DpbJ2ewOTG+cY/WlI8pUnr8uha8urldy9u8HHlVK/QLG8HxFcnwcON133pnk2PmtN1BKfRdmppOpqWu3OXk38h337+XfPfpOpu/7eZ49Y7Oe+jR77Cxe7oGLXjMy/s/4vc8+yenhM3zq0AA5f4RSeJrHDu3jN163syvF9PT38qrWx/nMwdO84niTP9/3Sm5f/G0KjTXu/YbXcHPK42+fXeSdd/UG4qN7f5g/efxXmPzWV2N/8qOsZm5npvQh5mpv4p6hJW6ZuXvHZ/3g69/M3wT/nuwf25ycmOZds7/N0+1X4eYV9w5UObRDdNH3vOGVnLR/nfYXlvnmk0/wO/scvvZ8mb/27mS/1WJpOsV7D0xvu274J3+ckz/7IzTad1Mrfphl637ui2Y5O6joPPsKfmLiT3hm5us2XbNy531cOHqK1KmjnLZrTPttHs1+itG51zBb+jzDpTIPLzzNQG7zHogV9wBPT09z/9BZFm9uUKo/yheKI6x19vFLlYf46Ydu4w3Hn2V63OxBPHT4/Tz6d/+RPW95J/N/9Us0Cnu590sf5PTRdxM4e3CbWVa9GOuh7+EtQyVeM/FaHj795xz/uns40Frk0weeQp3PMDMDWfVlfn/vlzm2+Ea+OPNGptc+wbh7J7cOVPmpg6Oc+YM7ePaRFs6pPOXqMuP7HmDq0b/jePY0R+fv5APOKziQD3igkOGDD76bN9YucN+xt/Onf/m77Kt+G3/07t/hnScK2P45itUvMd7Yz//ac47JcwXm1QjVt/8c9sAAc9GtDKsMdx/5UT79p23uzJ3j6WP3cdL9B6bLmpc/O8Mncuf43r23wuTL2Ff8DSZeNcbpzhRPDNzDD33X17MYfJ5nPvpvyI++no9ay7zq/P18Pop4rDyME9i0SwH71SDlkVfwd39xiq971zdd9H9BEF4EREe+RKl857/gs3/zJAcmTjI+fIBs9hFSeyZ5cqBF5Czym81/xIO3/SivOz/Podt69R7+2A8x/PHPUxs+weso8J/3fR8vz6d4RyXmD5Ys/v2RPdtS/LxQbnvgQeb+x2/zRzen+Q+v+ydX9d5bufln/hXrv/cH3L+6xog3zz97y4OXfe373nmUz+c+ze2DPt/uv53bnZfxmZd9mPMnTvPEvod48w/cybcOpvmtb93P8NkP8d2T38I/vvM9OEpx+thfcK52iqcrR3Emynz4uy8+julivfVn+JE//CtuL9xJ9PbPcOTpT3P68FvRg/PcUgq5Z6iD6ptcPppL8764xd3uGjc/eOdXVD87MfnBX+URXeRDj/0WtX84y6m3vJwfvPkNO57rVKsca76Hs0d+l5PHff7nI1+LdehWjtx/+e6d++//r3zbb/8ia6m/Yb3U4kdnpzjzsp9iz72PbJyz7+Gf5tFTH6BxwuFzb/x6cg++imu3tim82Citt/uiX5UbK/XnwE7T5T8GvBb4hNb6Q0qpdwLfpbV+nVLqI8D/o7X+6+QeHwN+WGv9mUs966677tKf+cwlTxEEQRB2CUqpz2qt77re5XghiI4UBEEQrjaX0o/XbKVPa/26SxToN4DvSz7+PvCryd9ngX7/q4nkmCAIgiDsGkRHCoIgCC8m12tP3zng1cnfDwBPJ39/GPjmJELZy4FVrfU2txVBEARB2MWIjhQEQRCuKtdrT993Ar+olHKAFsm+A+B/AA8Bx4EG8G3Xp3iCIAiCcN0QHSkIgiBcVa6L0ZfsR9i2G1abDYbf8+KXSBAEQRBeGoiOFARBEK42knxDEARBEARBEARhFyNGnyAIgiAIgiAIwi5GjD5BEARBEARBEIRdjBh9giAIgiAIgiAIuxgx+gRBEARBEARBEHYxygQD++pGKTUPnHyBtxkAFq5CcXYbUi/bkTrZjtTJdqROduZq1MserfXg1SjMjYDoyGuG1Ml2pE52RuplO1In27mm+nFXGH1XA6XUZ7TWd13vcrzUkHrZjtTJdqROtiN1sjNSL1+dSLttR+pkO1InOyP1sh2pk+1c6zoR905BEARBEARBEIRdjBh9giAIgiAIgiAIuxgx+nr8v9e7AC9RpF62I3WyHamT7Uid7IzUy1cn0m7bkTrZjtTJzki9bEfqZDvXtE5kT58gCIIgCIIgCMIuRlb6BEEQBEEQBEEQdjFi9AmCIAiCIAiCIOxixOgDlFJvUkp9WSl1XCn1I9e7PC8WSqlJpdRfKqW+pJT6olLq+5LjFaXUnymlnk5+l5PjSin1gaSevqCUuuP6vsG1QyllK6U+r5T6SPJ5r1LqU8m7/65SykuO+8nn48n309ez3NcKpVRJKfUHSqknlVJPKKXulX4CSqkfSP53HldK/bZSKnWj9RWl1H9SSs0ppR7vO3bFfUMp9S3J+U8rpb7leryLsDOiI0VHbkV05GZER25H9KPhpaQjb3ijTyllA/8BeBA4ArxbKXXk+pbqRSMEfkhrfQR4OfA9ybv/CPAxrfVB4GPJZzB1dDD5+S7gl178Ir9ofB/wRN/nnwXer7U+ACwD35Ec/w5gOTn+/uS83cgvAh/VWh8GjmHq5obuJ0qpceA9wF1a61sAG3gXN15f+TXgTVuOXVHfUEpVgB8HXgbcA/x4VwkK1xfRkaIjL4LoyM2IjuxD9OMmfo2Xio7UWt/QP8C9wKN9n38U+NHrXa7rVBd/BLwe+DIwmhwbBb6c/P0rwLv7zt84bzf9ABPJP+EDwEcABSwAztY+AzwK3Jv87STnqev9Dle5PorAc1vfS/oJ48BpoJK0/UeAN96IfQWYBh7/SvsG8G7gV/qObzpPfq5r24qO7L276EgtOnKH+hAdub1ORD9uro+XhI684Vf66HXMLmeSYzcUyVL67cCngGGt9fnkqwvAcPL3jVJX/xZ4LxAnn6vAitY6TD73v/dGnSTfrybn7yb2AvPAf07ceX5VKZXlBu8nWuuzwC8Ap4DzmLb/LDd2X+lypX3jhugzX6VI2yA6cguiIzcjOnILoh+fl+uiI8XoE1BK5YAPAd+vtV7r/06bKYUbJq+HUurNwJzW+rPXuywvIRzgDuCXtNa3A3V6rgjAjddPABLXirdiFP4YkGW7C8cNz43YN4TdhejIHqIjd0R05BZEP14+L2bfEKMPzgKTfZ8nkmM3BEopF6PMfktr/YfJ4Vml1Gjy/Sgwlxy/EerqPuAtSqkTwO9g3Fd+ESgppZzknP733qiT5PsisPhiFvhF4AxwRmv9qeTzH2AU3I3cTwBeBzyntZ7XWgfAH2L6z43cV7pcad+4UfrMVyM3dNuIjtyG6MjtiI7cjujHS3NddKQYffB3wMEkopCH2Wj64etcphcFpZQCPgg8obX+N31ffRjoRgb6Fsw+hu7xb06iC70cWO1bnt4VaK1/VGs9obWexvSFv9BafyPwl8A7ktO21km3rt6RnL+rZvO01heA00qpQ8mh1wJf4gbuJwmngJcrpTLJ/1K3Xm7YvtLHlfaNR4E3KKXKyQzxG5JjwvVHdKToyA1ER25HdOSOiH68NNdHR17vzY0vhR/gIeAp4Bngx653eV7E974fs6T8BeDvk5+HMH7UHwOeBv4cqCTnK0wUt2eAxzBRma77e1zD+nkN8JHk733Ap4HjwO8DfnI8lXw+nny/73qX+xrVxW3AZ5K+8t+BsvQTDfCTwJPA48B/Afwbra8Av43ZsxFgZry/4yvpG8C3J3VzHPi26/1e8rOpjUVHio7cqX5ER/bqQnTk9jq54fVj8m4vGR2pkhsJgiAIgiAIgiAIuxBx7xQEQRAEQRAEQdjFiNEnCIIgCIIgCIKwixGjTxAEQRAEQRAEYRcjRp8gCIIgCIIgCMIuRow+QRAEQRAEQRCEXYwYfYJwDVBKVZVSf5/8XFBKnU3+XldK/cdr9MzvV0p981W4z+8opQ5ejTIJgiAIwlZERwrCi4+kbBCEa4xS6ieAda31L1zDZzjA54A7tNbhC7zXq4Fv0lp/51UpnCAIgiBcBNGRgvDiICt9gvAiopR6jVLqI8nfP6GU+nWl1CeVUieVUm9TSv2cUuoxpdRHlVJuct6dSqlPKKU+q5R6VCk1usOtHwA+11VmSqmPK6Xer5T6jFLqCaXU3UqpP1RKPa2U+unknKxS6k+UUv+glHpcKfUNyb0+CbwuUZKCIAiC8KIgOlIQrh1i9AnC9WU/Rhm9BfhN4C+11keBJvBwotT+HfAOrfWdwH8C3rfDfe4DPrvlWEdrfRfwy8AfAd8D3AJ8q1KqCrwJOKe1Pqa1vgX4KIDWOgaOA8eu6psKgiAIwpUhOlIQrhIySyEI15c/1VoHSqnHAJtEqQCPAdPAIYwS+jOlFMk553e4zyjwxJZjH+671xe11ucBlFLPApPJ8X+tlPpZ4CNa60/2XTsHjLFdSQqCIAjCi4XoSEG4SojRJwjXlzaYmUOlVKB7m2xjzP+nwiije5/nPk0gtdO9k3u1+47HgKO1fkopdQfwEPDTSqmPaa1/KjknldxTEARBEK4XoiMF4Soh7p2C8NLmy8CgUupeAKWUq5S6eYfzngAOXMmNlVJjQENr/ZvAzwN39H09Azz+lRVZEARBEF4UREcKwmUiK32C8BJGa91RSr0D+IBSqoj5n/23wBe3nPqnwH+5wtsfBX5eKRUDAfDdAEqpYaCptb7wggovCIIgCNcQ0ZGCcPlIygZB2CUopf4b8F6t9dMv8D4/AKxprT94dUomCIIgCNcX0ZHCjY64dwrC7uFHMJvVXygrwK9fhfsIgiAIwksF0ZHCDY2s9AmCIAiCIAiCIOxiZKVPEARBEARBEARhFyNGnyAIgiAIgiAIwi5GjD5BEARBEARBEIRdjBh9giAIgiAIgiAIuxgx+gRBEARBEARBEHYxYvQJgiAIgiAIgiDsYsToEwRBEARBEARB2MWI0ScIgiAIgiAIgrCLEaNPEARBEARBEARhFyNGnyAIgiAIgiAIwi5GjD5BEARBEARBEIRdjBh9giAIgiAIgiAIuxgx+gRBEARBEARBEHYxYvQJgiAIgiAIgiDsYsToEwRBEARBEARB2MU417sAVwM7l9VOpQIalAYVAxqIQSV/KkCrLRdqc/ySJPdAb/9KW2y7gbbYKAdx8n23EOxwfv/3qq/sanN5tW1+LC8i5YQ4VoxFjGdFuCrEVREeEb6yefrJItp3iTxF7IB2TLmUG2NbMWknwLdCPCvEJcJVEb5SPPOlAtrziD2L2IXYNc/EibFtjW+ba9JWJ7kmwlOK41/IolI+sW8Tuco8zwbtaCwnxrUj0nbyTBXiqBhfxTz3hRzK94h9h9hVxB7ENmBrHDfCsyMcKyJlBaRUYN5RgYPF01/Mo1NJWW3zjrFrrrWdGN8OcZNrPRWSVgGesjievGOUssw1SVmVZ8rpWRGuFZlrrA4eMW7/O6YcYgciL2lrR2M7pk18KyRjdfBUSEppbCyefiwLaZ8wZZvn2aBd0xaubZ7lJ3XqEANstEcXC8XTT5WJPZs4adPYNc+2rBjHjknZIa4Kk3IH+EqbenqqTJRyNupWO+Y6x076kYpIWwEZq42rwE2u0a5t2iR5V2yNsjWuY8rbq6MAh3ijvMcfz6MzPpFv9fqerU272BrXinCsGN8K8a0Ah4i0CrGUQoGps6fKxL5N7KiN9tE2YJn+5NgxjorxrJCUFeAr8x4b5f9SAVyb2LOJfNX33rEpv91r45QKSFvRxnU65RH5Cm2zUX5s0/9tKyZtB3hWSEZ1iFEE2ibQNgoItUWkLTSKSCu0VsQo4lgRaQs0aJ38s3f/uWNl/t+7MmOrnFFbjm39rDfLJ62S+2y9R7xF/ux0394tzSG95UA/XaHKFlnXfQ/VO69fxu0oh7c+ewc5vemYgtaFMwta68EdSibsgJ3PaqdaNv3N6u9/5pdKDqm+duwe39Q/+9F95+6kSPUO5/Yf6p9ytracs+WZur+vbblf9z6xA9gaLI1tx6QT+QbQiR2U0ijAS/RQKpFdjjK3evYLOZTnol0H7SZ6xe7pCGyNsozsLHlN0srInq4OJJMmSltEPmi3J6tirYgiCx11/9eVKafClElpbMv8ttBYSmOrGMeKUWgibaHQBNpGa4WlNJYyMtRVERnVIa0snn66QpSyjW6yTf1oC9PeG/Ws8Vyj5yylUWg0CluZ8YTRPSG2ijc1h40m3GgkcNE9vej7xCkjrzfatL8duyIv0X+4Rm/5TohnRWSsNr4VotDYyY+nbPM+vk2Y6dVn2g3wLNOmjopIqw5ZKzJtl06hLYW2VPLuRo53y7T1+a5t6iDntEmpgKwVGj2QjC022jLR844d4TshGduMf2yS9sHIfNONTZ12qyDG6AALTaQVMRYd7Rh9AFhdnZ/oI5ukbYlMHRyvEHn2Zv3dpwezToec1SKlQnxlcfzJEnHKIfIU2jVl14re8k63K1hGn9uW6Wdpx4wBClZgxg1fLqE9h9BXZhzomDFLyg0oOQ1KdofnnigTp11iT5k+52k8LyRtBzgqxlYx7di8azuyibUijq2eWIjVhv7bGPdulTs70JVV/f1r4/yuDOt+3dU99HTjVv2zIWPYWYyht4zr+45vfFa9czb0HH2itE9+bXp+X9n67ZGt8m7jmv7z++V0t5yJLGudv7h+3BVGn1OtMPbPvx8rUFhthdMEKwCrDVYMsdUbbMSO6RTdTqa2tLSKEiMgMt/bbXOO3dFGYNBriMhXRIlh1O10YTp5dgh2q2eMqNCcE3drPOkkcdcgi8197La5PnY2f9cpQqcck59c40B1gapfJ2u3mUwtMeauMO4sM+nUmHbyPPzyh+nsG6I25dMYUrQGIMzGeCMNipkmtwycZ296kb3+HCPOKiNOjX2OzTtufZBo7xiNiQyNYZv6qHmmGmiTy7XYX1lkOrvI0cwZRtwV9jtLTDk+bxm/C3vfDI39JdbHHNrlpLwDIbnBOmPFVY4UL3AwPcukt0TFWme/2+BbJu/DmdxL4+AAzSGH2qSiU9KE5ZCB0VWmi8sM+jUOZWY5lDrHiL3GpBNRtbI8dOTVRDftoTGWplmxaFegOaKJywGFcp39lUUm0iscyMwy7S1w1Jtl3E7zyK1vINo7xuqhHM0BRasKQTHGG68zVlplIrvKaGqVcX+Z21KnGHPWGbNdHhm/B/vADPUDZZpVi9qUIiho4lJAZajGococ+zIL3JY9yZSzxCE3pGCleXD6bjgyw8rhPM0BRacIrdEIf7DBWGmVoXSdA9k5bs6cZdBeA2DIXmfGNR0lJiatfB5+4B0095SoTbg0h6A1pNHVNpl8m2quzkxxnonUMlPeIjf7ZzngBpStDA8/8A5qN1WoTdi0S9AailHFDpXqOkcqs1S8OkezZ7gjdZIxO2TIzvHwA++gPV6gMeTSGLaoj5s28Yttxkqr7MkvM5FaZtxf5qh/miG7wbSTAuCth19DeGw/KwfTtMuK5hCEpRArH1AoNBnO1RhI1dmXWWAmdZ6qs84Rd5GsZeFjk7NSPPzAO2jsL9MYtGlWFUEegqImyoUUBuuUsw2qqQbT2UUOp8+zz5ujatd75T/2WvRwleaeIit7k/5YjWGwzejAKtOFJcZTK0z5ixzyz3PUWzXX3fY6OjdNsrbXp5NTNEegU46wih3yhSaVTINbSheYTC1xLH2Slva4EBQ5H5RwVcRCkGMlSBPGNmtBilbk0Axd6h2PetMn1oqg5WDZmqiTaOGGg0rklooUVmRkxcZAJZFFXZkTO4lsSuRQV66oELDMwMAK6CmEROnbreR6tyd7+hVY/wC8q2Cs0JxrdXrHk/EWxIlBr8AOwGmYslkhWIHeGHRZgTYDECcpa5yUISm/tsykQld+xjabByhdgzV5j+5E25d+9gdPXlQhCNtwqmVG/sX3odoWeDGEZnRgN8xkhAoV2tY4TUXkm3ZUYbc9zd92wKaRjIp7A6mNNu32D5X02z5dGzum/2hl+nXkmfNiG2I/uZ/Vu4/dTu6XnINKyhX3/Y9YEBrRQ3NYE5dC7HRIsdDgpuosQ36NWCtONSp4VoRnhUyll5jyFznoX6BqNRi2I1xl8a7J+3DGxomGSzRHM7TKFp280Z9BwegWL9NhqFTj4bHHuSV1hhl3wejAiXtQN9/MypEcKzOKzmBIZrDOQL5OK3BZWssQ1j0IFKpjoYsBSmncdIhjRxTSbTwnNINvJ6Dgthj217CUph76WCrmQqtIqC1SdkDeabEvvcCou8xtqTPc7GZ46E3vonawyNoei04BorQmSmniTLTRJnY6ZGJomT255Y1J3DC2KbgtcnaLUXeFaW+eit0g0BZuMoLOqoDFKI2dfB60W0zYRvc7e/ZTP1ylVbIJssbw67ajHUDkm7ZsDkCnrImH2qRzbfZXF5nOLnF77iTT3jwpFZC3OuRVxJST56E3fgO1g0Xm77BpDwfkBhrcMnSBycwyAFW3xrH0KV7mr/CuyfuwD84Q5VOEGQdtK8K0RbtkEaaM8dcuQ7us0YNGb44U1si5HV5eeZZD/nlenpplxM7x0C2vIZqZYumWLGt7Icpo9ECbgUqNfaUlbiueYsxdoWQ3cFXISpQl0DYWcTLJHBFphasiWtqlEftkrDa1KE0tTnG6XWUlSGOhSdtGuI77K0x4S+StJgWrxR6nxpST58Gv/UbqU1nWpmwzpqrExPmIdKnJcKHGXQOneUXuKW72ZtnvZvjaVzxCc2aQtWmP5hAEeW0m8NMxRPSEeybCzXUo5RpUMg2Ols5zR/YEb8ycNeOGVz5Ce7rCyn6fxgi0B2LckQY3jczy1qG/5625E3zTy95O85ZxapMutWnoTLbZOz7PTaVZqm6dotPg2eYgq0Gak7UyjY7HetMnCk3niFoONG2IFM66ZcbNybjbChO9s2UBRGmjy7p6rKsbunIqdo0u6l4XeVt0XtwzmLqfu/JJK2MvQO++xOaZQcbcP2muDZ1rhRorgshThClz3AoSO8LqGXmxa96ta1909XjkJ/LT7r13V6/GTiJz6cnM2E1kadcQ707a9elWFcGTP31x/SjunYIgCIIgCIIgCLsYMfoEQRAEQRAEQRB2MWL0CYIgCIIgCIIg7GLE6BMEQRAEQRAEQdjFiNEnCIIgCIIgCIKwixGjTxAEQRAEQRAEYRcjRp8gCIIgCIIgCMIuRow+QRAEQRAEQRCEXYzS+iJp77+K8Kcn9OgPm+TsKlDYLZPJsZuIvZsoNE7HWO1eSnurkyQ37E+U7uhecnYwCZM7Jrmo0+h7qDaJGqMkqWz3WbFjkihaQS/Zen8SZNWX8Lj7nG7ySKehiT1lkgBq8nsAACAASURBVESGvWtiBzp56JShMxRQGKgzlK8xkV3ltvxp9njzHPTm2WNbJrn1K95C6+Ag9RGXtb3KJPQsB4wOrzBdWGJfZoGbM2c56M0y7QS9pNivfhuNAxVqky6tAWhVTbLb6sgqI9kaNxfPczh9nkFnjRl3gYNujodf9XW095RZnfZZn4L2gElmncubZO45p81UeokBd519/hwj9ioZK2CfY5uk46/6OjoTJdamfWp7THL2boL1arbOVG6FvZkFRt0VjvhnGXEa7HdyPHz762kdnaI+6pok6wMQlCOcSotivslEfpWKX2fYrzHsrnEkdYZJZ5WMislbtklAeu+b6ewdZH3CJLFvVyDIx6hqm1y+RSnTZDy7yp7MEnv9eaa9eUbsGsN2xP82eR/2LYdYO1ymPmLRHIbOUIhd6DBUrjGWW2M4tcZ0ahHfCjjsn6NiNxi3O4zYOR6+982E41Vqe1Ksj1s0hzRRNcTLtxkpr3G4OMdt+VOMOCtMustkVcAexzF1dvQB2rdNszbl0SkqmoMQDIS4pTbVQp3x/Co5p83ezAIT3hL7vDlKVnMjsf3D9zxE58Awa9M+jUFFc0wT5UNSpRZpP2CysMKB/Dy3ZU9xxD/HtBOY6+5+kM7+YdYnUxuJ7TvVCLvSZnJgmazbYTK7zIHMHAf9Wfa5C+yxLd4+8TKcg/tp7qvQGHaoDytag5oorbHKbQYq69xUmWUqvUTFqTPmLnPEP8+krfj6iZdjHz1MfV+R+pBNa9Ak2I0qpq4q+QaHynNMpJbZn5rjoHeBkt1izAaX5NkT4wR7h2gM+9SmLJqDEOZiyIcUK+tMFVc4VJjjYOoCk94i9/trG2VePTbI+oRlEuOWY+zRJgPFdUayNdY6Po3Aox061FseYWATNR0jTwILq2mhkiTYVkdtJE23m0mS2SYbiaetIMl5nSS+1rZJ5ho75nM3aTuW+QzmnI2E6YkcU3EvoXXom2SzsWV+bySntXrJrrvnqihJlg3EXu9YV3Z2E7R3n6/iXvJsK0zOdXrJZ1XUl0i++05O8q5RT6517xV5bCTZ7SbeVnHvXpHfl0BewRd//gc/q7W+6wrUxA2NPz2hR3/8PWiNqXMLCBQElmmPSCV9x2RbV5HCboFTT9rNMfWvHdPusW3u2/3O7iRtlrQ/mD7T1YNduvcg7itcknhY2+a4FfX1kyRhcTdZcuT1rtd2L1k7QKeoiXIRVjokk2szVV6m4LbJOG1WOhk6kY2lNJ4dMZVZouw02OMvkLHaVO11pp01ipZN0UphYfHwPQ+hy3kaewrUJh06eZPgOxgMGJtY4pXDz3B37lkKVpMxZ42b3QwP3/9WVu8YoTZpEeRNUnc02G3VGz/EJkm5tiBKx2AD6QjLiUhnO6S8gILfwrFiCl6bTmQTaotm4JrqUhpLaUYyNW4vnGKfN8crUrMM2TkefvXbqB+q0hiy6RQUQRaiFMSeadPINzo9W2ng2BG2pYm1wrMjXDsi1oqc12YgVSdlB9hK4yWDERtN1mkTa8Wot8qAs4anIiwVM+UsAdDSLhfCIo83J5jv5DjbKLHcTrPaSJP1Owxna9xUuMCot8Jh/xzTzgqjtsPbJ+/FmRonmBpg5WCKtX2KcO//z96dx9qS3Id9/1ZVL2df7zl3399928ybhTNDDskZiYuo4cwlZ4akqCUxJSRBFGSBZMgKkjiBEf9nJ7BsxAicGAhgBU7+iCVDVkw5iiIYim1CkS1RorhTJDXL299dz9pbVf6ovu8+KaEAW7Qmufx9MBfndHd1VXV39e/XdS/e9IztpQe8uvwFblTeYtWM+I+2XiS4vMNss8NsGDJdUIy3LXRTmu0ZndoMjeN4XqUS5FTDlLQIaMVzVmsnRDpnr3qPXjBmJThiIzhhI4j5xJUPYK9uM96qM1nWzIaQLGdsbt6nHc1ZrI7Yrd1jEIx4V+UN/zL28sHuVt6hqWeE+MAWqYLUmYefAB0zZ2pDvpSsYpTlMG8wdwGZDbhWvclqcMR6MCNEMXKwYSq8dvUDpO++zGgtYrqoyJqQrmR0hiMG9TFL1REvdL7Bjcpb7IUJfV3npU/9OOONKqcbmmTB+WeiZooxlqLQmMCilaNZnVOPUtYbx1xt3OFa5SZXo3v89NYL6CeuMt5tMhsYJsuQLOU0l8Y8sXiLD3a/yvuq3+JqWOcjP/ZvcXitwuklh1qb8uTaLa43b3OteotQ5USq4GvzZd6a9xgXEdM85uakRWE1kyRinoRYq8jn5dvI5waKs2duhUnUw+dkKPNCcP7y82BWxhPlY1JeL/Nhdv7MrXMe5hid8fCl7Wd5V7nz7Q9jkSpfqq7P45yy5+tw5y9dP5s7nOUrOM+F9o/l8LNyZy9952wqYvyx6NSX16mjiNV53ixjo9O++7rM1U6fb1PFIy+Cj+Brf/k750f5S58QQgghhBBCXGAy6RNCCCGEEEKIC0wmfUIIIYQQQghxgcmkTwghhBBCCCEuMJn0CSGEEEIIIcQFJpM+IYQQQgghhLjAZNInhBBCCCGEEBeYTPqEEEIIIYQQ4gKTSZ8QQgghhBBCXGDKOfdO9+FPLd5cd8v/xU+BVahU4QJ/TCpXqEIRTBTK+rI69Z8mOX+bPQ5U7t9or3MoQlDWL1tz/qZ7nfu33QM47etyBlBlvc4vm8zXpwv/6QK/La+CKng41XYabODrNqn/rgtw+DpNUi4r327ShflKjmmldFpTLnUOuNy4yxO1N9kKD6irjJqy1LWmr+vsP/0R0iurjDYrTJYU03WLa+X0FkYsN055qvM23XBCz0zYje6xHozYCOrs774PvbnG6GqP6dAwXYL5wBIOZyx2T1msjbnauMNjtZusBkfshCN6OqKqYvbf+zGm15cYrYXMFiHpO1w/odGas9Y5ZrtxwOP1m6yHB+yGB2wGgd/vyQ+TXV1ntFlh1lfMFyDtF0QLM5a6p9TDlEuNB/SjMRvRAc9U3mAzgE+vPU9w5RLJWpujvZikB2nbkbcLwm5Ctzlls3XEc50/ZDE84Wp0m80goa1jYhXy8u7zqN0NJrsdpgPDbMH3uehnNHtT6nHKdvuAp1tvsRk9YBCcshOcshE0eeXa9+EurXN6qcFoTTNfgKyfE7YSNgeHLFSmLFVO6IcTFsMTesGY3fA+SyZnaGq8vPI0wd4us+0up1sR8z6kHUfWy+kvn7LeOuZK8y4b8QGL4QlDM2IzGDEwEZ+6/hHs3gaTjRrTRcNkBbKWJVyesj04YLf5gG4wZTU+oqlnDINTairlajSjr+u8cvn9sL3GdKvFaDUg6UDScxSLKa3OlNX2CcPKmO3aA9aiQzbDB1yNjqkpw4+uvRdz7TLTSx1GawHTJUg7FroptWbCVveQx9q3WQjHLIYnbIUPuBKOGZoG++97ldmVISc7IWkL0hYUVYftp9Rbc5Zap6zVT1iunLARH7Ab3WU9OGHFaFq6yv67XyFfW2C8VWW8pJkPIevl6GbGQnfMXvc+1xu3WQxPqOmUpeCYJTOmoiyLJuKH3vUxksfXGa1HTFYU8wWHGyT0emOG9TGrtROW4xOuVW9xI77JpSDkk0+8hN1a5uRKk/GyYj6AvF2gMgVAMNL+vsbHCtz5fR6MfSzBnccRRXnfmzIOKH+/n8UoZ8DMAevXo3yZs/IoKCJf31m7KB+rnPFxStlyf+0/lfVxSJ3FJH2+fFa/KsqYVTzSlivjVFj235RtF2XMCn0ZnYKNKYNX2aXikWO2oDN/3Ojz41HWH6suzuOnsmX/yrh3dhyqLKNz+P2/8TO/7Zx79l8yVXzPirfW3PJf/OlysOHPaeBQc+1zWab8GC3HSjA9L+eC8zGsM86vU1GOC1uOucJfr7PrrawvZ42v4+E1f2TcPhy/DoJZuS7Hj+fAf561a7I/Ol6LmIf3ArqMX82CqDtHa8dCa0w3njHNQwqrOZpVSdKQTn3GYn3EcvWEQTTmUuUug+CUq+EBPR1QVSEWR+JyRi6nqQIaOmb/0vvRG6vMNtocXY443bPoQUKlmrLTO+Cpzts8UXuTZ+JbbAVNXnnpR0gX6jijMEkBzmFDQ9YKmAwNRRWyhj+OrOGwFQu1gqie0q7P6FRnrNROsU5RDxJGeQVbXr96kFLVGU823uTJyls8EWpef+ol8kurjLaqTBY1eQOypvP3bM368xZYdKVgZXhMqP3JN9qSFAGr9VMinVMPEhqBf1AqnGIYnVLTKdnDoABNPWc9OqCjpzR1SkcXhCimznEzr/PlZJXDos43p0PuzpocJVXywjCojVmsjtioHLIWHbIeHtA3EzYDS+YsTR1SVTGvfPRHObrR4WRHkV6ZsTw44VL7Abu1+7zU/H16JqGuYMk02H/hNeY7C5xuRuR1P25sAHkN8rrDBWBrBaaV0m7O2GwfsVw9oWESNuID3lP7FlcCyw9tvYC+ss10u8N4JWC8AelaSqc/ZlAfs1Qd0YsmfH/rqywFJxgcx7YKwNxF9PSYkatQVympM9R1QkXlNHXOmol5YOd8I2txM+tyWDSwTnNSVKnplLaZshffweAIVU5fz1kLQj659wGKZ65wulVh3ldMFyFbyDC1nEo15bHhXd7VeYMnq2/yVHRIX1d47fqHcJfWmQ+rjFdC8jrk5b3iAn/PZnVHUXXobkKrPWOxMWK3+YB3Nd7genyTJTOjopQ/vx/8FKePL3BwXZNembG9/IAfWPwqP9T6XXaDBq+89COcXulweF2TLFj0YM5S75SN5hHzIiQtDJUg59vHPU7HFfJpCE6hJsY/VxcPh5VfTtT5c3WiQDvMXPl8Ys/z5Fns0BkUlTJuUD6b5/44zcznKWXLnJW5R+pxvi4FNlDkFR8DH+ZFymfy7DzOFbGPZyYt82KZn3SZD3Gc5+LgPI+hfB068fHvrE+2vKWKynlshTJulvHPGV8PrqyjzNH6bH6gyzx7NifR8IW/+Z3zo/ylTwghhBBCCCEuMJn0CSGEEEIIIcQFJpM+IYQQQgghhLjAZNInhBBCCCGEEBeYTPqEEEIIIYQQ4gKTSZ8QQgghhBBCXGAy6RNCCCGEEEKIC0wmfUIIIYQQQghxgcmkTwghhBBCCCEusOCd7sB3h/P/BRZnFCrR6EyhU4WZg7K+CBpQoHKwEWAhmPjtNgBn/Pdo5N9wX0T+DffKldvLfXXhW9Up6MzX5VS5f+7bshFkoW8P5csC5HWwYbl/4vuUVyAryzkNNnCYVIE7byNrQlG36HrGoDNmtXlCPx7TNHPu5y06egoGBiajr+vsP/cy6ZVFTrcrzBYUSR9cM6fSSGhXZrSiOQBNPWcrus9KMKapNZkr+OU/+KeEKmD/uZepbgyoHFYZbWjmp3XeXoi53Wpzq9vii7UVNmpHDKIRvWDMTnyPv/Ibf4+mzmlq7fvx5IfJrqwxXW7x9lqHPxhs8StLN2j2piw0xlxp32MpPuUz/+x3eK7yD9gNGuw/+1HyjSEnezVmCw3udBukvYKv94cMuyOudu9yO+uwET3gL33r89yIfpMMy7+x9j6CK5eYbncZrYfMFgMeLFS512rzzWGfdmXGsDrhcuMuz9a/zcCc8ne/8es0VMQnbnyE6s4ap5cbjKxiUgmYxDFRmGOd5mbSoaYTUmcwOCI15le+8n+y//RHqNdC0kaVogpFTWNrmvvjBpEpaIYxO9X71HTCkjlhYDLaOuLlladRz97gZLvOaE0z3rK4tr8+S60xT/RusVU5YC06pF7u29QpkVLEKkQ1G2TdmLyqSdp+TLl2jjGWcRpzf97EVBzD6JR+MGYrOGbZBDR0nf33fozsmQGT1ZjxsmK+AHm7QLdT1gbH7LYO6EUTnmt8m73oLlcCS0NX2H/3j5CvLTD5oSrTRc1sCEm/QHdT2q0Zq80ThtURnXDGQjhmIRixFByzEoxp65iXVp4kuGRQ1hHMHElb4Qy4hYRaI2HYHLFUG7FcOeHp2ht0zIS98IhVU+Xjm89jLm0xearLeCUg6cB8wWGXE4b9EavNE64077Id32cnusdueExbG3507b0EO1sk231G6xGjn1SkPYdbSGi1p1zrHbBdP2AYnrIWHfJYdIu1wFFTIZ+4/lHyJ3YYv1RhvKyYLTlYmzLsjthpH5Bbw71ZnUkaM55HACRJiLOKYhKiIgtTg4ssWFXGIYXKlL//54pgWsaoAoqqv/9xkNfKmMUjn0Aw5eGv6pT1192GPvbozMcfp8uYB5i5j00mPV9v5mWsMT6umdS379T5elWcl1e27Bd+vS4cOvfx0RqFO4uNI1/OGbDmkTiZn9eNK0Ni4ds+O4Y88OV07rcpzo8J7es729+pf/VM8T1LAaEDHAQWlxhUoXDGoQoF2oEtx2NS7mPBBT5P6XKM5LXz+mzoc6PT5fV3fvwp/H7OgMpA++EP2o+1h1x5rV05Bup+nc795iIqt1uwMbi5z6sq82PLqXJ7UfZV+Z8iN1QbM9rRnE40oxEmPJjXacQpzUpCO5rTiyc0gpR2MGVUVGjqGcc2ZO4KVkzG1BU0VEBbhXxq/b0EV3bJ3ttivBIxHSomG5bm1gl7/QesVY+4UrvDU5U3eDpyvL73g9gn9hg/VmXe0RQxBLPz+6iIIO2cPwcUMbjAQbVAGYvSjrQwjJIKbzvF0ayGUZZpGqGVIwpzCqvZbB89PJUt9U0++3u/zv7z+1QbS+TVEG0VzqgyRpTXumapNRIqQUYnnhNpn99qQYJRjqrOqAcJ7WCKwVHTCU0zZ25D1sMDJjbGolkKjumZKVtBRozh03sfQm+uUbQqOK3JmyFOK5yCvKb994rizd6Qry1A1rbQS2l3pqw2T9hsHNIPJzTNnMerb/EP/7f/mY8/t0/1/goPZlXuDircHPT42vKQ32+uUjEZVZNxrX6b//j/+GWuhiOWTINXrryAGvRxjSpFI2Y2jP1QDjWj1RqTbo3fa/b4fCcjbiUstkd8ubvCuxpv8Be+9rv0zOcY6IRlU+X1Z/eZPrnOZKXLrYUef9iBvGH5X/s3qFRTAmMJjA+0i40R67VjWuGchplTOM1ieMLIVsisf8xObMBpXuVBWufBvA6AVo5WmDCojBjZCivhMX0z4kqYUlUxen2FaS9i3lNMVh3FIKXWTOg1pgxrY57r/CGX4js8FR2yZBrsv/g68/f4XJd0YTZ0FO0C4gIdWpxVaONwDqKwYNgZ8UTvFuuVQ56tfpvn4jEtXWX/+R+lWO4x2qox/UHNbBGK3SlPrt1if/AFXmt8ix9/5hNMn97k6EMhox1La/uQ9wxvcbl+l4VgxNTGjIoKt5I2B0mDxcaIWpRyWq0wT0JSE8IswFmFKnx+NEmZG2dlmMlBF+r8Hg/KZ2nlY4ENIK+WN0Hsy4cTv6gzX66IfOzxuVU9zCtF7NtS1scq3Pl3lfu4dNYHtG/rLD/m9XJ7GcPCE19/XilDZ3See3UZo8z8kblCmdOU9et0Wua+R+cahW/LJL6/D/N3Ajp3/nvqKCJFHiuKahkfiz85Fchf+oQQQgghhBDiApNJnxBCCCGEEEJcYDLpE0IIIYQQQogLTCZ9QgghhBBCCHGByaRPCCGEEEIIIS4wmfQJIYQQQgghxAX2jk36lFLrSql/rJT6slLqS0qpny7X95RSv6aU+kb52X2n+iiEEEK8EyRHCiGE+G56J//SlwN/wTl3HXge+A+VUteB/xT4defcHvDr5bIQQgjxvURypBBCiO+ad2zS55y77Zz7nfL7CPgKsAq8Bvx8WezngdffmR4KIYQQ7wzJkUIIIb6bgne6AwBKqS3gaeD/Ahadc7fLTXeAxe+wz08CPwlgeh1c4Pz60EL5lntnNHkdohONU/6N99ZAUPg33mMg6YJJQeXgjH/rPXHZhgXK/fwKMJl/472yYEOgAJ3ip8+Z39+psk7rv7tyaq0cRMdQRKBtud5BdHL+3QWgrMJq3x/lfB3BDLKWb+Z4UqUSZATK0g2mLIYnGGVZMgl93WT/uZdJri4zXo2YLirmQ0dRt5i4oNuYslQbcal+nydqb7JkTlgPJmwETfZfeI10vcfJTsx0STH/WQfDOWE8odeY8njrkM3aIWvRIYvhCS09Yyc8ZqANVRXy2tUP4HbWmS/XGa+FjDYh/S8LaOQsDR/wbO8Ol+t3WQsPuRrfYckkLJs6H3/qB/kn157nr2/HTIeK5KcdeaegPjzl6uAeG7VDrlZvczW+TUfPaOucRVPhEzc+gltfZrrVZLpgmP1nkHYcecMSLkxYaI95rHeHjcohlyp3uRrdJlSWji74t9dfwDx2mdlGm/FKyPQ/gPnA4top9facvfYJw+qYreoBy9Exi+EJfTNm1YxYMJqubrD/zEvkO4tMVmOyJmR1cKEjCC2t6pxhZcxidEqoCh6Lb9HRGW0VotH86q3fY//7d6k8iEgbEemxJjGGuYu5ZxW/51Y5aDR4K+6xU71PWMmpqJyCnKlN+exv/Qr7L76OU33SZoRygIuYFYpRUDCNQwoUAAbLxAUc2oyGrkAlxkaapK3Ia2CrFtXMaDZnxCanalKG0SkGi3WKWJVhIgpxgcJGChzoDHSucFYxT0JO4gqNMGWtckxNJ3TMhJXgFIMjcf4mcpWQeS8gbSpcAEXV4pwiDApqQYZ1CusUqTM09Zy2NoQqwCwNma+3GS8HzIb+WtFLWRke04rnNIIE68rjVZYDG1NTKb9881/wicc6BIMWlUND2giwkSKNQka6yjfcAtM85LhW5UHW4H7eZBCMqOuEn/vCP2I7iHh19Vk65Vg53axxsFLj9rAPhUKnGpWDmSl/c0YOXSj/2zQFNnTokQ8AKlcPY4cqfFxxxt/zeu7jAA7yGjD3ZVzg16miLFvGBDP3l8QUYGagCx9DlC3jFj7OOA028LHqLJZkdR8fdQ4qg6zh67UhmMTHSOV8TCyH0MO6nQadKpSDolKuL8r6y3Zt5PunCv9TVB6po6Acq+cxFcpyAaRxOa4yX0YXvj8P15Xx9XvNnzpH9juQavRc+/FUXluVK5xxcHZd7fl18ut8Oaf8cjg5v3QmLfOdKber8noFQDm2KXNhNDrPcSbz5c/G9Nk4PxurZ7lax+d5NpiVeXji29ZpmX8VFK7MraeKPAvIM8VEW+6YJgCRKbBOUQtTxmmMVo5Y5yxFx2TOUFEZcxcxshUqZsJ9W1BR/ihPXMYvvf2bVNXn2X/ywwTjFeKTCqiASdbht49rfKGywm+1N/nd3gbfbH+N/+Yrv8aC+XVCNA1d4aWVJ9HVKioIUFEE9Sr5ah8bG2YLEXlVkbY0NozKe7HCad9yXCvQcYErFC4///183E5wVvG2bmOdompSVsIjNoIJ7uiE+HYdp1vMFgLMTFFUQGd+/2yqmTjFPeU4nfsb06KoRyntaM5y9ZQ6CYkNqekUgIrKaAYzJjYmcwEWReoC7hcNIk4IVcF//7VfI0Mxd5qpDflqusyXpqscZzUSG3CY1OjFU3rRhI34kJ34HlfDe+yFDV7++L/Jl5bWGS8FpG2YDSC8fMq7f/FNnmv9Kq80vsJW0GT/fa8yvTbkjcGAeVcxX4D/ff0au+v3eKJ7i434kFd/69tM7U0eZE3awZSKyjkpqhROc6lyl6XgmFAVNHXCukkZmgb7H/wUX9x7kvFKwLwP8wWHGySs/4+HPNP/HbYqD1gPD7ga3WNg4Mff9Rp2dUC6UGe6GJK0FG82+/xBG7JOAcahajmt9pTIFPRqUzbrR0yKiG8cDUhyw3hSQSmH1o5mfc40DzlIGlRMRiuY8836LXaju3z2H/8irzz+ASr3Nzk5rDJejUm7ETc7Ne53G+RWM++GrAbHxGrKZ//JL7H/wmvoos90FmEDRTELKCoGGztUobChw1YLqMLprMJB0qAVzPlysspS8FXWmfHZ3/ws+y+8RtSNmfd0ee8qpnmIxlFTAXTbZA2DziA61pwcNPh6NABgXg2p6IyDrM4kj7k/q3OaVCisorAaY3yycKGF3AAOlauyj6AShU7LvGTA5OexgjJ2BFMfK2xQ5rby+b04e37PwZ3lwNDnpLNn8azl19mgjDGBQ+cKnZU5tMw5NvTlz/Zzpsxz9nweAJBXfWw7mzNEJ75P1pz3W+c+vz7snzuLwX75bP1ZfHPG50RrfC7H+dzq2/DPEk6XMds8krft/1s2eKTuP3nzv35KqQbwi8Cfd86dPrrNOffo4wF/bNvfds4965x71jTrfwY9FUIIIf5sSY4UQgjx3fCOTvqUUiE+mf1Pzrm/X66+q5RaLrcvA/feqf4JIYQQ7xTJkUIIIb5b3sn/e6cC/gfgK865n3tk0y8DP1F+/wngH/xZ900IIYR4J0mOFEII8d30Tv6bvvcDnwF+Xyn1u+W6vwj8FeB/UUr9O8AbwA+/Q/0TQggh3imSI4UQQnzXvGOTPufcP+XhP+P/f/jwn2VfhBBCiP8vkRwphBDiu+kd/x+5CCGEEEIIIYT410cmfUIIIYQQQghxgcmkTwghhBBCCCEuMJn0CSGEEEIIIcQFpvy7Xf//Ld5cdys/++fRmULlimAGqgCdgQ392+pV7pdx/vPhv453vuzZW+3P3mbvTLl/4N90j/Z14fynDf12F4CZ+s9w5D+hrE+B034flP85W1aFL+s06NyvM4nfT+eP7IdvO6vBfAGy1ZTewojtziEbtUOeqr/JTniP1WDCVtBk/32vkq90Od2pMh0qZouOfCml3pqz0T1iu3HA4/WbPFV5g2ci+NjqMwRX95httBmvhSQtxXwAWa+guTyiVZ2zUj9ls37I1eot1sMDbkTHLJkG+y++Tr7YZrxeYbKkma448oZFd1L6nTFrrROWqydcqd3hanyLnfCYFRPyqSsfwu1uMN1qMlk0TBchazrybk69P6Uep6w0T1msjFiMT7lWvcVqcMR6MGLVVHl15/3w+CVOLjeYLGrSLiQ9i+4lLPZPWWmcslg55XrtFr1gFsy/dgAAIABJREFUwl50l72g4NNrz2Meu8xsvc3JTkjagdmixXUyBgunLNQnrNeOaYVzbtTeYj08YCc4padDGrrC/vP7pDtDxqsx4xXFfOCwscM1Cpr9CUutU3abD9ipPuDx6lvUVcqVcMxn1t+PuXaZ2Wab0XrIdAmSgcU1c2rtGcPmmM3mEdu1B6xFh/TMmOcrd/05fvajZLtLHF+qMF1UJH1HsZCxtHTMtd4dLtXusx3fZyu8T1/P2QhiXtt8L/raLrPVJpOVgNlAMe87inZB3J9xdXiPx1u3WI2P6JsxT8U3aWuoqcAf5/d9gulen8lywHSomC86GM5Z6I5ZbpzSCudsVA/ZiA9Yjw54Kjr0fX3mJfLNRebDmNFawLxfHmcro9WdstgcsVI7Zbd2n+34HkvBCVejY1ZNk/3nXibfHD4cS5NVRzFM6Q9GXO3dY716xKXKXa7HN1kyMypK+TZvfIhie4XpWo3JkmG8DtlCTtSd067P2Okcsl1/wPsbX6el5+yFY4amxseffon06hqjzZjpQJH0oKhbbDsnaqQM2yMe797mw50vs2ROWA0mtLWhq2vsP/UD2PVFXOB/Z6bSHGcMaCiqIco6nFFgHWhFEflyNtIoB0WoKGL/Yw3YSPl4YMrbPXPYUFGE/t4/iwVOQ1H1cUVZ0Gm5j4IiLsuVsUcV5bI+j29n8Q7l4+HD+GdBF2W40eX+1u//cD/O2ztrR+dgElf2Tfn4dhZrc/cwpkLZBwdFBEWsfL3urK+OoqIoYh9vz87FWRnUH/sEvvhzP/Pbzrln/6USxfeweGvNLf8nPkc6hc+VBajcZ8Kzc25S/x0HwcRfM2fOc5QzfvwVFT8eHl4jfFmU398G5bUst/k28b9mfiTXOs3DcVNU/PLZmLHl2PYVlHm73EcXvh5lyzYczBccNra42GKqOY3mnDjIaVXmzPOQSRqhlaNfm7DZOGIxOmUYnbIUnLAUnNDRM3omJ3MQKpg7RYh7GP9fufZ9qKUBs80Ox3sRo01HMcyoNucstkasNk74vs7X+Uj962wEdT7+/MfJNgfYszjhfFxI2gHznnk43p0p74sq5DVHUbdQLVCBRQcWZxU2M5BonHaoyKK0o9ZI2Oge8eHBV3mx9nWei0P2v/+TjK/1Ga8EZA3Iq/682siBgrydE3cSVrvHrNRPiXTOOKuQO00jSKgHCf1wwkI4pkBhcKyER1R09nAs9fSYjpmzYiBxlrYO0WimLuPQWr6cDrmfNznMGzzIGhxnNW7PWkSmoBtNWYjGXK7cYSu6z6oZsRb4/V9dezem26a4vMHJ5Ronu4pkWLC9d5trnbvsVe9xKb7DVnjIQPvA9JmNF3EvPMnpdoXpUJF0/XhQuX9GK6oOGzpcpSBuJ/SaUwa1MYvVEQA3Gm/zofpXWTeKT6+/j+DSNrOdHtNhwOm2Yr6b0GzPWGqd0ooSNmqHfKD1VVaCYwyWzBlObYUM8/D8ZOVDYFPPuJl1mdqYnegeFsVXkxWmNiJUBdZpajohVAU1nbAb3aOpUyrKshs0ePnlH+PgmTaTZcV80aL6Ca3WjGv9u6xXj1iNj7ge3+RGdMJnNl7E3LjC8WNtxquaeR/yYUa1MwOgGmckWUAYFIS6IDAWoy2Pd2+zU33AtcpNtsJDHgtr7L/vVWaXB0wXQybLitmKhUHC5uIBP7D4NX6w+UWeiSJe+tSPc3KpxmhTMVspaK6MeGLxFju1B9RMwiAYcT9vktmAO2mLm9MOB/Mao3nMLInI5gEu05BqnPGBQuXa54VM+XXO5wqVK8xcUVRd+aysHuYPOI8jKi9jjPtj+QMIxuexIq/5529lfRzRGdjoPNac7WMSv72oQDjxcQz1SI595H+zZSNfpy3nDs6c50tdjkenHomJxt//Oi9jmXtkP3Xeh7O8a5JyvfbxQrmy7zl/5FwoC1/6r79zfpS/9AkhhBBCCCHEBSaTPiGEEEIIIYS4wGTSJ4QQQgghhBAXmEz6hBBCCCGEEOICk0mfEEIIIYQQQlxgMukTQgghhBBCiAtMJn1CCCGEEEIIcYHJpE8IIYQQQgghLjCZ9AkhhBBCCCHEBaacc+90H/7U4u01t/yXfgoS7d9ib8HFFpVp/8b6TGGmGpx/e70r33SvHjl0p/xydHK2gvO6AnDGf4fyO6Cs/66zcn8LJivLaFAFmMSXKSJfv9W+vrM2Ub4tk/l6lPVlnQJty7o1pC1IO458mFFpJvSbE4a1MVv1A7rBlCuV22yFD9gMEoamwUsrT2Ieu8x0p8N0wTBdVEzXCkwvpdGYsdM9ZLl6wpXaHZaCEzpmwk54zIap8NrVD+AurTPdaDLracbriqRvoZvSbM8YNMZsNw/Zrd1jJTxmKThmLzzi39t4AXPjKqO9NuMVw2wJspZF9RM67SnbnUNqJmW3fp/t+D7r4QFXwxFLpsH+kx8m31vjdLvKdKiYDyDrFgTdOa3GnEF9zJOdmwyjU3pmwlJ4TEdP6eiENWP41Np7UM/eYLJRYzYwTFYg7VjopXS7EzbbR/TjCTcab9MxU1aCIzaCE7aCCq9uvxduXGa8WWeyZEi6MFspiAYzes0pu50HPN16k/XwkJ4ZcyM6YWga7D+/T7Y54HSrwnRRMe9DNsgwlZxOZ0q3OmWpNmK9esTTtTdYDw/o6ISBgb6us//i66RrXcZrMeNVxXzgKBYyqq05O/0DlmunLERjNuID9qI7LAUjBtqyYGp87PoHYX2J2WqT0XrIdAmylqNoFtSGE3qNKav1U641b7MRHbAb3eN6NPHtPvcy6aUlpksRs75mtujPlVpIaLVmbHcO2W08YBieshYd8lh0i7XAUVMhn3ziJdLHNpisxkwWNWkX5qsZjf6UfmPCZuOIG82bbEYPuBHfIlSOntZ0dY1XLr8ft7fB8fU2s4Fiugj5MKPZn9CoJAxrYzZqR1yq3aVjpqyHBzR1wkAnLJoKr228B319j/mKP+bZEKarBaaXMOyO2Gge83znW2xG99kKD1gxub9OT3+E+Y0Nxqsh06EiWXBk/Zy4nbA7eMClxgP60ZhheMpScMxqcMxKMGfZ1PnY4x+iuLzBZK3KybZmum5xzZz+8JTCaoy2TGYxea7J5wHMAlAOp32AUcZBqsEqH1OsQllQVvn4MFPo1N/nNvTxyQbnccEZ/2MjX6eZq4ex5yzuANioLKvAhQ5V+OVgUpYvfJ2qAJX7WKSTMrbpcn99Hm+c9mXMvKzTnMdK5cq+aQjmZRzUfp2yvh3nwy3ansfGszofjXuq8LEvmDmKSD1sq4jLdstYeXasugBr4It//Wd+2zn37L961vjeEm+tueX//KdRc42yCqwfS06DSf05VwUP857Kz8ZPeQ3KsWCyshzleMnLBpS/Lg+v8dkYKq9vEZbXLjzf5vT5+DVZOdbKXHk23opKOWYLPwYeKsfPWX91AeN1R1G3qEZGWMmpVlJqUYZzirQw5IX/HXclzFltntCJpizGIzbiA1bDI65H9whxZCh6WjOyBfdtzEAn9HTI1PmDHZoG+y++zuHzS4zXFEkH8oalvjbi3Stv8NHuF9kKH9DUKYtGcWILfm1ymW8nA96Y9jhNK8yLgMJqqmFGLchYrJxicMQmJ1YZoS6o6RStLNMi5k7a4v68Se40nWjKvAi5VL/Pteot3ld5k3938/vg+Ruc7tYYrSvyGuQNh60WOOPQlQKXa0wlZ9AZM6iNiUxBWvgTXTE5FkXNpCxWRvTDEQZHgaKp57TNFKMcUxsxtyFNM2cvukNHJ2wHEa/vvIBeW6boN8ibEUWkKSoapxU29NepiBVJRzHecBSDlF5/zGJjxGrthGYwB2AjPqQXjPlE/W1++PGXmL/7EveeiUj6fp92d8JCfUIvnrFWO+L5xjfZCh/weGT51JUPoRb62HYdWw2xFUNeD8hqmrShyOqKpA9Jzz/LVOopi60RT/ffZqvygKvxLTSOjeCEvdDn99Pn1hivauY9SBYKqBUMl07oVqdUTI5WjkaQEOiCqsnohxPawZTEhrTNlJOiRqgKQlWgleVbswGTIn54vN1gSs0k7ET3GJgRLZ0QKsvV0Ofp+fUVTjci5gswW3S4hYTFwSlXuvcYxGNebH6NJ6O7bARN9p/+CNneCseXq0xWlH9ebOf+fo8Ln4MU6KjABBZjLN3GlLXGCZcbd1mNj3i++k1WTM6CqaHRvHLlBYobuxxdqTJeU8y3Mq7s3OKVxS/y51pf5UfX349+4iqjvRYnO5rZsoPhnDDOiYKCLDco5UjTAJtrXGogK2/6Qvl8WD6Hq0yhcwimCp3xMC/q3I+fs3JOl/EqL5+vNYQzRx4rwqnFhj7X2rCMHdbvW0SPxCvO8xIKdOYwicOGyu8P5LE/X8742JbXzvPuWQxyuox7xsdJVeDnCbrM59l5bD2Lh2dxU+U+bjld9qOcB1hzfsy2jJs6c77dMofb0Pffhr6PWc2fC5Rf/4W/+Z3zo/ylTwghhBBCCCEuMJn0CSGEEEIIIcQFJpM+IYQQQgghhLjAZNInhBBCCCGEEBeYTPqEEEIIIYQQ4gKTSZ8QQgghhBBCXGAy6RNCCCGEEEKIC0wmfUIIIYQQQghxgcmkTwghhBBCCCEusOCd7sB3hVWQalSmANCZgpnGBQ6nQGUKZxwqVxQRBFP82+01YMHGoJyvKm2dV6sKyvrOv6PLshZQgAOnwJRlnAFryu+BX8aBDUBZ/93MwaR+W14pywBF7Oty2u9bON+2jSBrQN606NB3JNQFnWhKO5ixEh1xPb7NQFuaOuSllScJdreZL7eYDgzzriJrAVVLrZYwbIxZqx7zbPPbXI1uMzBzejpgXp4DjEEVjrShmS0o3y8NOIXWjsJqJnnESV6jZybMXcTcaf7Rrc/zscsNGqHB6SbKaeapJrUxh4lhPItp12acZhXuVFvcrba5Hz3gRnyLX/rdX+X197xKUw8waQWTaqaFIY1DTpwiDnJuz9tYNLVKysCM2QsKYhXxiesfRj27wXi7zmRZM+9DMigw3YRmY86V3j0eb95iOTxmN7rHkhmzFVR47bF9iqubTD9e5XRDM1uEbCGjtTDhsc4Rm41DtioHbJZ9vBrW2X/3K+QbA0abFWava2ZDSDsFlaUpS60xy7URm/VDtuL7LIYnDM2IvXDMT6y/n+DqR5htdhivBIy2FOlPWVwrJ6xN6TSmPNF9wKX6fdaiQ67Gt1kPRvR0wKfXnkc/8wEmG3VGq4akD8lftrh2TlRPuDJ8i8fat9mID9iK7rMbHLIb1vjY9Q/yz66/m394pUrSVcwGkHcKgr82p90cs9Y8YbV2zF71HjWdsB4dsGpOWAscXV1j/32vkm71Od2KmS0oZouO4r/KafYnXOrfZLl6wl71Hr1gTFPPeCy6y7IJ+PTeB8ife5HJasxsoJkuQtYpUH8ro9ZIGDRucblxzGr1mMXwlLXogLpO6OsJK8GcZVPnY9c/iNtZZbLZ4HTTMF+A9L/NqQ0nDJv3eLx5xFrliMvVOzwVv8VKYOnrOvvf/0kmV/qMVwJmA0j6DvtXU6rNOUvtezzTvsdKfELTzLkU32E1OKajM9ra34Q1FfLq6rMEV/eYr7U5+XTEdAnSlsN2MqqdGb3GlIXqBOsU4yxC41AKxlFEEkXk0wA18/UpC2amccahU0Uw8zEAwCT+3ncKdO6XUY/EJ3ysUTkUVYXz4Q2nwIbnZeA8hijnC9iwjCPmPLadrVOUMSku1wfnccsGj8Q14+OODX3fdeHbVtb/nNVPuc6ps/b9j3JQaB8LdV62WcY2G5Txsfy1o5krVF7GRQXa8vBcnR2bDcrzNP8TcoH4E9lagcq0z3uR8rlSl7kl0T7PObCRHzRZ219Up0DlClWAsgoz93nJKfzYzpQfF2WeNKn/bsPzsQKPjEHrl53x40vlyo/1wm+zoR/3KLDVskyhMMn5WHLmPL9C2WcFSjuCoKBZSRhUJ9SClGkeYZ2iE81YrpywGJ6yEh7RM2PqOqGpU3rad7Kra+w//RHotskW6kyXKkyHmvkAkp6FbsrO377PB/uf43LlDk0z4wPVO3zm2ku89dQef/XaE0yXIelb6KQ4q2Fm/DOD8+fPxdb3u2JRxhJVM7r1Ge3KjIXKhEjnLMYjAA7TOpMiIneae9MG96YNKkFGbg3tYMphdJtfvfl59r9vi2orIq+EzPv+OSifB7jAUfTAleepsAqtHN1oSlIEpDbgOK1QMTlBWFA4xbSIyZyhaeYUaKY2pqYTJjbGOk3mDF9NVlgPDwjVCTZN0UmKnueYwJRjwKJTW14bTRFqTGrAaWbzmMNCkWQBkyxivXHMQjTmpKhSoPh8WuFXvvwb7N8wdJt7nG5o5knMSa6xVjNKKqTWMMljPtz5Mh19k7/zlV/FKMX9Am7mLeYupG/G3My7ANR1wsCMWTcpFujrCq8/9RJfuPYEn1uvMF5VpG3IllPq3Rnv/ntv8Kn2v2AzfMBqcEpNWSzw7+/9AOrKNuNulflCxO0I8qpi3lPYyMepogJZqwADVAuCSoZSkCcGFLhco8MCZxVhJafTmDGojVmunbJWOeKJ6pv8tc/9gn/m+OCnmG53mawEjFcr3Lsfc6fbodaZcXu5xdeab3Olcpu/9c//PhtBk/33fozWpSHj1YjJckheA2fKR30LaMhalqxeQGNKxfhEMghOuRIqqqrB/nMvk28OOfzhGuN1/zwVDWc8t3yLH+h/mR9qfpM/965XKT60wdFmxGhTkWymtHtjrvbvs1Q5oRXMOc5qHGY1xlnMOIuYpDGHoxrOKYpMYzODmxt/P0f+/BZVjSoUKgOTKJ/nXPlMHPm8pzPQBQ/jVdpSuABmqgw0yueJsxxlQ7/Oab+v0z6O6LQso8/zm855WIfOylilIByf50cblmXKe0oVfr3KfVzEgS7zu079+jJ9o1P/rA9lTsv8vqjzOUBePZ8H+DoVOvVl8vp5PTp/ZP5QLePLWf+/A/lLnxBCCCGEEEJcYDLpE0IIIYQQQogLTCZ9QgghhBBCCHGByaRPCCGEEEIIIS4wmfQJIYQQQgghxAUmkz4hhBBCCCGEuMBk0ieEEEIIIYQQF5hM+oQQQgghhBDiApNJnxBCCCGEEEJcYME73YHvFpUqdKYwc4UqQFmwgQLn33ivC/+me6f9d+XA4cuBf6u9M367sr5s0XKoolznQCcKnfs33jtTthFCETtMqnCq7Evh15sUcH4ZDVjfdq5Bp2AjCCa+LRv4fqpyf5Oc98cl/tNGGttUVOKMZpRQNRnb8X06ZgpAU4d8cu8D6Ke3OLnUYjrUjDcc+UJG1Ey4MjhgvX7MYnTKMDplKTimZxIWTURVxfzYcy+T7i4yeTlmsqSZrjiKhZR6Z8ZqY8xy/ZSFaMJK5YjrlVusBMcMdEJFKZo6ZH/3feiNJZJelbymsGHZ78BhqjnD9ojd1gHbtQesRYfsRPdYMmNC5QAo7txDrS/gjD9/NnI4q4jjjMJqpkUEQOYM94sGLXXIWqBRUfhHxoItR7WzCq0c0zxibkMyZx6WySkgzzHjOeE4IhppshbkM8PouMpbyhFoS6gKf27NDMMhf/c3f4GurvHSypN0blxlttpktB4yPmrydq/G7W6Ht7odvtlY4ErzLu1gyjeDU/7yt3+bjv4cBsdaEPKpGy9hd9aYL1WZDmuMl+v889YCn+tdIqjnDLojFusjOtGMl770NhX1GyyGJ1wO7zEwBUNT4+NP/SDZlTXubm/z7eEOs0VH0bDoVkqnPWX5l07ZaXyFpeiUzfgBPTNmNThmxeQMTYP9Z17iD1Yv8/ndp5n3NEkHkq6jWEzp9ces/vwJvehbvFi/x1p0SNtM2QgO2QlT+rrO/vte5SuXbjDaCElaitki5J2C8O/M2Vh4wHKUsNt4wE7lHnvRHZaCEXVVUFOKBVPjY5dfxO09xuhSi8myZrIM+WJKZzBm9ZdO6MQ3ebp6xHZ8n6vxbdaDERWlqClDS1d55fr381vXn+G/W68wWdbM+5D+bI6uZ7Tap1xqHbPTeMBe9S6DYMRScMJ6MCJUsGqa7L/7FaY3VhivhswGkPQcxSAj/oWEQWvMoPomzzXusVV5wFJwzHp4xFaQ+WN/9qNQrxG2a7QaITbUVANF2jI44wNBEeLjhfPjO234sWfScrxHiiLm4Y8LyjiQ+xigEx8TAudjjinAljEhnJVxJvDLKMirfvtZ/HhUXgUzL++LMg6iy9gEmCkY5fuBeniT+H2UQuU+Bv7f7N1psCXpXef37/95cjv7uefcc/dbdWuvLrV600K31C01LYSkvk1rYWSBImY88AIHDiZshxfweGzjcDgcOAI7JsJhe4YxAQEGY7yAGdDINjAIhBY0BgGKkdDWW3XXdtez5fo8fvHkrVsta1hUFarq1vOJuHHOyZP55JMnn/z9M+vcW8kteXm0rA1czh2tUwzUhyqIy7kqrretcssFszrvrJtXrGvDarcOo4HETSubt2Rni5s56/0NWFAzjZ6LqynaYkOL1RYjQjBWrjbm7n1duVpnFUgpqKN9fctnr3JA3DJVXO9D6nFQj9mgAEy9XwWCST126vESzF0hrpKjZV0jVsmr1mXqY8WE9bzWPVdFvW2V2yYqMIXGWiFUFf1oRm4C0ipgELs6Oa9CikCjxGAQVvT8Zg3cfuNT2JUhxX1tZisRWUcxX4b5SoX0CtqdlIXWjIcHl3lX5ws3M60tCdJuuc+lsOi5oDKhzDVSKPRUEUzk5rFSdOv+pgobCmVg2B03meUhxgqRqjBW0QoyGjoHoDSaxcaUfjRHiWEUTbiUXKavCiDBNmPyrqZou+O9iqHsVtCqUGGFCCRJQRRUKLFUVkirkHaYshBNGUUTOjqlp2eMTcIoGBNKxVCPUVi0GIbBhJCKoZ7SVwWJCEu6ie52IIkxSYAJFWVDI5WlihR5V1NFQtkQsh6ky5ZqUNDopSx1xtzfv0I/nHE+eYVEFfTVjCcS2H78/UzevsT+WcV0s0IPci6sXuNUewcllvV4nxPRDZ5oXKYtAW2VsP3oNsQxph1TDBrMF0OqSMi7wnwJiq7FDHL6gynL7TGnfmuHh9sf51J8mXPhzNXFx56h2Bzy+fse4JObD5AvVtAqabQz+q05Fz9xlbb+KnMT0g/nXM9csK8mB6xG+7RURmUVhdXcKDsclA1WowMqhK/PRlzP2hgrlEaRBCVNnbPV3GE12mc93KOvZlwIJyzpNk+/9wfYe3Of6aqQDaBYLoh7KYP2jI32Ad87+ALvbHydE0GH7Td/mOy+NSbvjMj6QjqEbLGC5tEJr6CTEq0NjaAi0IZ2lBGoiliVpCZk1+T88IlHCc42kMogxqIKQSohrMfNZrTDgmpiVxaZrkTMF4VsWBG3Mza6BwzjCcYqElUQqApjhbQK2Jm1KEp3DlZmGpNrJFegLJIrbF0zTLOqz5sFO9M380ss6LnczBmrQOoaonNQs7oeanduD64W6cxlBRzXn6P6dVTDEDfvUU09mmY0mLhuLzpuX2z9PHA5d9SWmLquVXUdr18f1dQqPr52UGU9r3Hbd5ShVo7rYRXX79dtmNDlrlVu3WV0y/y8+vm/iv+mz/M8z/M8z/M873XMX/R5nud5nud5nue9jvmLPs/zPM/zPM/zvNcxf9HneZ7neZ7neZ73OuYv+jzP8zzP8zzP817H/EWf53me53me53ne69hdvegTkZ8VkWsi8ue3TPtJEbksIn9S/zx9N/voeZ7ned9uvj56nud5d9Ld/qbv54D3fpPp/4219qH657e+zX3yPM/zvLvt5/D10fM8z7tD7upFn7X2E8Du3eyD53me591rfH30PM/z7qTgr57lrvgxEfk7wOeAf9dau/eNM4jIjwA/AqAHfWynpFJQiUXEYucB5MrdzR6wgUVKQc8UqoLwAAR3V3uVQdVwjwhIBSYCvSduWV1Pr9tCQTAHlbv3pBR3+WxBlWACEFuvV7nljpY12s0Hrg2r3bxiwIR1+wGUDddWlbj+2ACqxKK1JVSVa8sK+1WTvp5xvWoRMeZX/+J3+fCZd9IxpxHTRZWK6Tyk6Gu+NA+5stBho3vAyfYuxiqmJsZEVxnokt/8o4+x/danCSZ9wlmbcKoZ5xHTTJHOI7QyBGKIdckV3aOvZuxiaEmJoeBjX/002+/4IFVDUTSFrA/5wCDdgl5nzjCZocSwFB6yHBzQkpy+sqzoNttvfRrz2BKHpxLmi8J8BOViSaOXstCas9SccKq1w7nkCn09o69m9BQ0JIYowjQC8o6Qd9znJJ2CYX/CpeFVRvGE1WifQTBhoGes6oBYQqSRYKIAEwll4vYVgI4M/eacbpjSDVIWgzEdSakQMmuY24yPv/x5tt+yRtSKiXuackcBmjwIuaFaaOV2+DCeQhPWw136KmNZaxoSI0Hw6vFh3f6XyNBuz9ns7HOqdYOt5AZnoqusBYesaEtXYp49/SRyfovDd/SZjxTzJShaFrua0u2kbPb2WW0eshhN2Ih2OR1f40ywy6oOaKuE7Sc+QHZiwOTdEfNFYbZiqXol0SDlxMI+a61DzrWusRHt8mDyIkOVsawjGhKz/egHyLdGTNdj5t+nmK1AvlQQ9zMW2zN6yZyTrT3Wkn1Oxdc5HV7jjVFGVzXYftsPkJ4bMVkPmS0L8//MYvolw5VdBnHK/a1DTjdv8HDzObbCHTaDio9uvI0/ue9x5qf7TJc1k3UhXasIBymrv3rAxd5fcLKxw3J4wCgYcym6RiKWEGFJt9n+7u/nT049zPhEyGwZ0o2SsJ/Rb884/Su7PNL6NOcbV9gMd1jREza05vs3vovg3BkOTmzyu5tnmK4K6bLB9Eq6gynLnTFnfv0G82rKbtbk+qzNwSwhz0KsLTGFxpaCpAobu3EglUAl6LnCBhaTGCgFnSqkAlUIUh1ng1Uug2zgMkJVYMvjvCia9fs1alRGAAAgAElEQVTKjRur65xQLqt06vJJLOgMokPqwKvzrB5vVoEyrn0MqMK9J/Y486yqu1XPa9Src06V//9+3JqF4di9r4t6HZXFKkHqR1Xcsp76eKhit6zVYAVUnZHhuN6O72x/ZX2Eb6iRw74bcyKoVCGlHNczI24/5vVnn7haqXJXf0wIZdsiFei53NzfVoHOXRM6c2Ohitx+Azc+sW5sSQVSQpAej1EsFE1BF8fjp4rEjYG6LSyg3HNVuHb0rK7b9biRsu5Dqqg6FaINjbigHeZosSxGEwbhjMwEjMuYzAQclA2+wjJr4T4dlaKYM9Lwa3/6f/Hs2ccJ9RZRot3naBVYTZYpDlNNWSl2uk2+nK+gxVCoOZDym//i47znQ38HqwUbuG2UuQZlsVIfx4U7B5DSfeZG4Q4qezyoD9IGnTiltApjhRtFm4YuCFRFZAVjhVmZcLKxy/Wyy2aw7z7v5Ph0LpjXx3aqoBBMokBgVgpaGYwVJkVEoAz7eUKkKq5nHYbRlEE0ZTEc83LRp6lyxlVCU2UsBYdUVlEQQAWhjFlUCoWCjWWKQYuiHWDCettCwSohmBt0JohVlE1BZUI10xRNjbXCftGgQviqLHMi2iGRgkMzwV67QTgdovIAPVdU45AbvRaJLllOxgCsh3tUWJoq4un7n0QWQky3QdGPyTsBVSSurlYuO0wgmK4iywNKo8hMgBZDakOuGwVM+F//8H+jITFPv/vDtE/3Sfua+SgmG8Rc6bTZWWuRRAWtOGeWh2hliXTFbrPJv5QVEl2S6IJWkGGsEKuSmYkIpWIj2WM5PmRSxQAsBDM6OuV0fI2tYIdlXbm69ehHyM4tc/2pmPmqpVwsSHopS50pG+0DOmHKYjQhlIrrJqZjZpidPYLJiGAeMhuJy87Y0OhkGCOIsjfHh1aWOChZakwYRjNOxdd4IL7MD594B/r+8xye6zFf1EzXIRtWNNcm3L90hacG/5Jz4S5PX3gv88fbpAtC0QFaFcu9MY8svMh9jZfpqDlaDNfLLoPuhK9kK4yHCV+fD7mRtrk67ZAWAfM0wlqoCu0ioVLuvN1yHPymzhyBqmHRaX2sGJcxUtWzlse5czQNcef2OnXz36yvAjYE03AZclSrjnLoiFXH7R4t6/rmjrGyQV2/wcRQhS6Pqvg4447qlSrqc7zS5ZcJ3KNUdf/scV+kcsupOhtVXi9b18lwepytLkNu2a6/4qrubv965zfz3wNngIeAV4Cf/mYzWWv/sbX2zdbaN+tO69vZP8/zPM+7G/5a9RG+oUa2fY30PM/7TnfPXfRZa69aaytrrQF+Bnjr3e6T53me591tvj56nud536p77qJPRFZveflB4M//VfN6nud53ncKXx89z/O8b9Vd/Zs+Efll4ElgUUReAv5T4EkReQj327DPAf/GXeug53me590Fvj56nud5d9Jdveiz1v7gN5n8P37bO+J5nud59xBfHz3P87w76Z779U7P8zzP8zzP8zzvzvEXfZ7neZ7neZ7nea9j/qLP8zzP8zzP8zzvdcxf9Hme53me53me572O3dX/yOWOsYKMA6QU0Jbg8PhaVqy7g72Y+qfC/b9nyj2q3E3XORgNVoMqIZi55U0ICGDco1Vu2SqqV62g6oAVt64qAlXV63l1F13bhZvPNX48rxX3HnU7lK4fqnTTqhhU6d7UyqLqRoxV5FbTURlNZWmrBLW6TL6QkPYV0zXI+wY1ylgfHnC2d4MzzetsRLush7soLE1laUrI0+ffjnnDkOlGk8m6Yr4ERa8iXpyz1j/gRHuP862rLAeHnImucTIYM9IRHzz5JOrCKSbnFkifUMyXhHTRUg1KOsMpK91DFpMpJ5u7bES7jIJDuiplpFOWdIv3bb0FudCh6IYUTaFoQdU0qLgkiQv68ZzVxgGb8Q4r4QFrwT5DldGU0H228zlSGMKZReWCGDBGADgsEkbxhEmVcCa6CkBbJWy/6T0UF1aYnGgwWRXSJUs5KmgtzFlozVhtjllv7JOoghtlh5bK6OuUtmgaErP9zg8xf8MC86WQrCfkPSh6BmmUtJoZi40p/WjGcnSIxrJftVBYBuqALkAjwTQCyoYi7whlE0zDEDUK2nHOMJ5wIt5hJdinKTl9VdGUiGfW30Rwdo3J6R6zZUW6COlSRTBMGXRmnOjtc6K5y1Zyg4eSFxjpKWeCmA888CzV2XXGW00Ov18xXzOYRoXuFAz7E9Y7B1zqvMJDree5GF2lIxXLOiGWiO2nPkq+0mG6FjP5sJCOoOxVqO6cbnfOxe4+q41DRtGY1WifS8llOipjKyj46MbbUA9eYn6izeQ9AfMRzFcrpFPQ6c3pJBlrrUNWkkP64YzFcExfz6hQjE3Bz774B3Tk03zkzJM0T6yT3L/I7Jpmvtjicq/Ji6sDur0ZW/09tlo7XG91OBddZTMYM7cZ9vIVklZM3u9QxYqyFZBry1gbrkZthvGEr6TLVFZRhYpQDviZF/6AE8HnefpdHybqD6giwYSK3IQc0iIvAowVjBWmecw8DykKTZUrlxWAFAoUSK7Agp7VrwtBZYJKFaqAYFpnT+AeVQ42cLli9C35odz0cA5SulySqcsUo10mqcK1I6aeX7s8KlouZ1Tu1nGUgaqs5xW3vAlcGzqDsllHVB2lts7GKq7zMj3uF/a4DavrnK3bR9X5KVA23HtFIBgNYt2xinXzS3lLXlegK6gSCObHGWoi14b3N2QFyQXqXNSZ+/xtPW5svf+tAp2KG4cKwnG971O5WQNNWO+Dui4huDFQjxV1dAxU9Viu610VQdEFPXfLSAm6gDx286rKjWUTufbg1TX7aL+LcV1B3Bg7GusmdAtZoygrRVoFKCyHZUJpNLtZkyQo2ctbNHQBJbxMH4VhP5iwaffpq5xf+fLv0lUNtt/8XpLRAulqC1UERIdC1g+Zp5rPyElyE2B6wiCYcia8RkdN4TN/xkL4IDpPULlQNgSrIZy4Yw9b1/JCsIFQNiymEKq2UBFQFpqykaOVYVLEBPVGj4uE3ayBsYKShGZQcCXrshQektqA96w/TPVkRNZVFG3IhharLaZZoZOSTjtjnoaEYcWgOeNs7wadIGVcJmSVOw2MdUk/nNFUORpLR0+pUIyCQ5fJVmFQJJKzpCcMlWFiDW1AJnNUO0FMgKrq8RQqrIKiqTChkA4g70PRr+isjVnrHXCmc4NH2s+zHBzQVzO6KuNUIHzk8Y9w8MwqhycV01Ml3dUxDy9f5m29r3AuvkJfzemokjUd8oGNdxCcP0365j7zpdBli4EqEop2PfZiyBagGJY0+3P6rTntMKcbpIRSocVgrBu4sYRsP/gu0kd67J8JmC1DuZzTWphzbmGXtw2/RmE1p+LrKDcSMShOh9fQYtg3TVqSUyHsVG00hqGeUiF8MVtjZiIKq5mWMZkJWAwLKitcqTpUTHi5Svm1T/06z2y8haXiQebLMePNkHQYcnmxwdVeh2Yjp5NkHA4Txq2EInmRf/KV/4cfPpHTnZ5D530ONzVShRR7ASayN49TgCwxTBollVXMehGxFBgU/93zv8+G/izPbryV7oUzjC8OGG9oZoc9PjuJ2c8Tdkct/ocvfIwffaKPCVcxUUDZDLnS7vLZ4CT7nSaPdb9CIjmpCfmd6SVemi2QVgGlVYzzmLzSpHlImWtspSBTWG2Pj/NCufNgKzczB2XrcWWP6+xRLaj3nRTu2DqaboJ6uQWXRTfP/607nz6qlTo9ziRVQFDXtzJ2GYWtM6p0WYN18x/VQbHAtK559ug6wmJCoQo5rs+6ztA6a4+uTaw6XlbX5wAYt9zR9UG8X4/r5LhuiwGp8+/m9ck3XHt8I/9Nn+d5nud5nud53uuYv+jzPM/zPM/zPM97HfMXfZ7neZ7neZ7nea9j/qLP8zzP8zzP8zzvdcxf9Hme53me53me572O3fZFn4j8g1uex7fbnud5nue9Xvga6Xme590LvuWLPhH5cRF5DPhbt0z+1O13yfM8z/Ne23yN9DzP8+4lt3Ofvi8CHwZOi8jv16+HInLBWvulO9I7z/M8z3tt8jXS8zzPu2fczq937gN/H/gK8CTwD+vpPyEif3ib/fI8z/O81zJfIz3P87x7xu180/ce4D8BzgD/NfCnwNRa+0N3omN/I2IRCyoXVCXYAFRxyx3vS3eX+6M720vl3lclmAiMPmrHPZjAXQ3berrKwAZgOW5HlYB188T7bj2qcNPqLqFKSxUJVrv1lk3Xl1etp3CvVen6YQLQBYip1126tnUKeiYUacD+tIFWhnaYUVhNV82JqBioiKcvPI492yIdRmR9KLoWG1l0UCFimZQxe2WTUJWshPtsBns0RfOhc09iL50iHSVkPSFbgHyxJBqknBjssdIYsxYf0FEpW9F1BnrGQIV8YP2tBGc3mW32mK5oZiuQLVUEg5T7Vq6zGE8517rGfY3LPBS/wkhpuqrB9qPbzN6wynQ1YPLjQt632KWMldEOW60xw3jKanxAR6cshwdshjus6zEbQciHzr4Tzp9ieqrDeFOT/RikKxXRaEa7kbHVPmSpMeZs8zpn46v09ZQL4R6rusEz648RXDjL9E0DxpsB6QDyBUu1mNPspqz1Dtho7fOW7nO0VMZKsM9WsM+iViSiaUjM9mPPMHlokcmaZj6CfGCwg5yoWXB+dJ1ulHKp/Qr3N16ir2a8PTF838PvoTi/zvhkwmRdmP77FcFiyqh/nUcWrrKR7HMyvsFycMB6sM9mUDFULbbf+BTlhU0mJxJmI0X+DyDvWspBSdybM+pO2Ggf8ED3JU5EN1gKDtkMDhhpGKoW79t6ErlwmuyRNtPVkOmyMFs3MMhZWTzkXP86i/GEh1ovsBbs0ddzVrTloxuPE2ydJDuzyP4TMekIsr6l6lQkoxmj9oyLC1c537rKg40X2Ar26CvLgor54Bu+h+LB00zXImb/lmJy0mJ6Jc2FA/rNlEvtQ5aTQ9bjfR5ovMCJYI+NwLKgmmw/+C5+4+JTjE8kTNaEbAjlqKDxS3OGnSkPD/6YtWSPgZ7SVBlvSl5koGy9b0JCCdh+03vIz6+xdz5h/m9D0YKyV5EsjTm3uMNK45DzratciF/hbclVOkfj+OI7OLw0YHxCM1+C4u9VJEtTzo2uM4hnnG9dZSPaZRQcMtITniuG/EW6yovpAjtZGyWWlyY9xmlM2gwRZTGVosw1VVNhjSCluKyYK6oGVA03TRWQa3ecq9zlzNGPCdyPFSgaLrMQlyVV4p7b+p/vdOamW3WcI9FhnXsWghmUCXCUNRku7IxbpmhB2XDzmcjNc5RFOq/nx2VVUEIV1zlpXVZJfrz+KnbrtMrNL9atO0jr9sM6/27JWhPWuSqgjMtaxMWq1WDU8TKvAfdUjTxiQotU4upO4fYxUu/nWx4R3H4tgLoGHo0Zq+r56matduPWBsfjwcrx2AE3firl9rEYEOXGmgnc2CnrOnnUB1XcMq85Hu+qrDfH3FK7qfsbGnRUEWhDpCquph2UWEqjGBcxu2mTUFcsRFNWowMGwQR9y2ej6+I8MSm/9kf/lGdPv51muoEq+0xtiNVC2VSks4gbaYuvxkvMogMKq1nWX+fjl/+Yp997AZ3FqFJcv+vP4qi+H31eVVR/VgJoA0awlVAZxSwPecV0eYUuaREgYsmLgKpShGFFM8qZFBFKLC2V8VNf/xQXwk/zobPvRK2vkm4NSBcDsk5I0Q7Jew3CEoo2PDdq8GJzgSQpsBZacY5WllFzQmWFiY4pQs0N2yazIXtBi8VgzEp4QCI5FYoczYtlQF9lpHbMb3zq/2RmcgCerwx/lq3z9WzE1+eLXJ71mBYRfVWx1jzkYvsKDzef40ywy7Kuzwfe+BSMBqQbPSbrIYc/JGQncwaLYz584s84Ee3w9sbXOBe22X7wXZiNJfJhk8lGyOFPCtmwQvVzTHU0IAXRhrhRYKzQTHJOd/fZbO2xleywHB6wEuwz0hNOBoYf2Hw7+tJZilGbyUbM5IeEdGQxKynNdsbJ7iFnOjusJfs81voyACt6QlMMWty4ya1bd2pDUhuwGRzQEveZLOuUmVVMwx12qzYaSxoEaCyJFPT1jL6ao7H0VEkoCcHpk0y7IfOhooqgalhIKqKopNtIWW2O2Up2GAWHbAZzllSDYDQkHzTJugoTugw2kcWGFpUpdw4cWCwg2lKUmkhVFFaTmpDUKgz1QVuU6MK6460CaxSlURirKBDs/iHRwYhkV1O0hHk35jkZoMSSmQAlhoOiwY20RWkU0zymsm58T2cxxgii3IFsY5CpBovLJkBM/ViCTgUTSH3sWJdduSDV8fElts6j+vxaDISHoEp3Dq7K+rz/lszj+NB/1bEqlcueKHfTTOBq19H1gr3lR4xbJpjXuVWfy4sR9zxwq7p5/Kv68ehaoQJVHV8PVJGrfSYAE7vrD7G31NOjWnlLblfRq7P5L/Mtf9Nnrf371tp3Ac8BvwBoYCQifyAiv/Gttut5nud5r3W+Rnqe53n3ktv5pu/Ix621nwM+JyI/aq19XEQW70C7nud5nvda52uk53med9fd9i0brLX/wS0v/2497cbttut5nud5r3W+Rnqe53n3gjt6c3Zr7efvZHue53me93rha6TneZ53t9zRiz7P8zzP8zzP8zzv3uIv+jzP8zzP8zzP817H/EWf53me53me53ne69i3/L93isiYV93l4vgtwFpru99yrzzP8zzvNczXSM/zPO9e8i1f9FlrO3eyI57neZ73euFrpOd5nncvuRP36QNARJaA5Oi1tfaFO9X2X4dpGExokUpQuWBF3PTIYgPr7mQv7m71qhSssuiZunlHe6ncne6lcq9tUU+rfwFWZVA3idVQxKBz97rSru2yAVVyvJxUghgwITfXrwRUCSYAlJsfBZUFndXbosE0XTtVAiqHvAvFsKQ3mDJsTelGGS2do8RQoUhtwPUq5de/+M959uzjNOPzVHETEPKeJi+b3FCWyigCMbR1xtTE7JuYpsz52Fc+xfbjS+iFGJ1pon3ABKRVgy/PlrnS75KPgnpdIQ8mL7CiD/m1y5/lA+vQFMFEQ8QGgCaThOejBdJuwKyK2ClavJQMOR1fYzPY5R9/8n9mXXfYfvz9tM+NODgdMp0mXNmLuLLQI24UnBzucrK1R9HQVFZBBLEc8otf/m0WVINnzj9B89Ip5isNJusB0/U2u4sJ08WIYMnwFSBWBaGUXK0SIkn5p5f/BR94YEi01CHuKKpYYUKhikOyyLAza9EMCv7f8UlONW7QVBl/UQQc2kPOBRUNAUQRzCrCicJowWpFFoRkRngh6rPQmJNWIYXVrIb77FSH/Fef/XUSMYyU5sMbjxJcPMfszALjtRafXlomGxlMv6TTn3Giv8fp9g4Pt5/nhz/9Ryzp3+HtieGZS98N60vMN3tMVwPSYcj1fpvLawM+311jsTvhTHeHM83rnE2ush7s8Y++8jucCP6I7Te9h/BwiWDWJMgU2U7Ctesx15Y6nFq9wbwKWYsPWA4PuBLu8d8+/0kG+g8Zqhbb7/wQs7MDpqsB80VNdtDhlYUG13a7fKG/yue6W1zqvMJyeMAbk5f4h5//TbaChA888L2079skPmgwG4XMV7rMhgmsQKIL2jrj+XyRmYmZ2h36asov/vFvsKCabD/2DM3zyxyeiJjvh2SDgJeGDfamTU4s7HG+c43Tjet8tRgyDQ55OAp45v6nMOc2mX1Xg8m6ZrYM+VKJ7hZ0Wyn95pyVxiGnGjtshLusBAeMLTRt/WVMXhDMDcFUE47BKs08aPCFdJXhwoT9vMGVZo/NZJfl8IDdss24cpFXWsVhFmOsEAYVSllm84gy0y4zjNz8zkdKcblTissJsS43SqFKXDbYAKgzwUQuC1ThskPN65yq31d1ZlXhcbaYoH4vr99L3PxF27VTqbqNCoKZdZk3gyqSm3kY7FuXU0CZuOlInW91luq0zsfC9VkM5O3j3Ayn7lFXblkrUEWur+GszkVVzy/H+SvGbb/c8j2ZKixSgQnltmrF3XK3a+RRrbMaTOw+WCuCOtqfgUWnbkyqwv1ICUHqxpOauVoG9RhVx+NNlbjxmh/vS6vc8igwCsK52+/Uu09MXRNLN80EEMxAjEVVUIWCWItVgq1rrC7qz06Dnt8yfjRUkaLIQqwO2R2HpKOAdpKThAWVUeSlJtCGTphhrOKgbNBUGR2VElLRVxUrusP2g++iuLDBbCUh+9uKdAB5H4pBCUBnZcJDy5e51HmZ+5OX6KsZZ8IZCyph++F3M3+4TTpQFC3IexYbgE4FldfHbw5V7PZB1SmRyBDEJdYo2u05cVAxbE6JVMWkiOglllkRkWoDQD+ZUxjNWvOQWLk+9VVBQzpw/hSz1RbjzZCiA2Xz6LzEonLBxBYJK+K4oBXndOKUZlCgxNIOM9o6ZxhN6Ok5sSpoqYyBnhBJyUDPmJmICqGvckZKUyAMVZvtJz5AOeqSL0SUTY0qbT0+LGWiUIXlYKC4OhA+uX4JO8xYGExZbo852drlkd++xnr8JYwVLsSv8JZ4wg8+/Az5pRP8H298knmd5Y3FGYNfnDFIdjnV/BqnGzd4Z+uLnA5zuhJjsLxUZbxctpnaiHHVYL9q0lQZJ8JdKoTNYExfiattT/wA87OLTP5uwGRDyBcsZpizurzP9vJXeaLzJVoqI5GC00GKAf71E08QnFgnO71E3gvIu4p0Qch7bn+bVuXOOUO3X6OoZKkzASCrAmZ5SF4ExFFJqCraccYgmTOMpoyiMecbV7gYvcIv/94v84NvehaVn2D/XISJhLSpsW0hEEOiC3p6xla4w7ru8PR97yB/8wkOT0bMF4V00VL2K1SjRCmLCFgLoixxWLHcG3Oxd40H2i9yKbnMI9GMH3zLB8kurjP9aES6IEw3LcWwYGF5zIMLN3hL/zm+p/0FzgRtqktbHJyOGZ8UstWStc1d3rz4Ive1XuZcdIXrVZfUhLyQD7mSdbmedbg87lEZRRIXzGYxoixKG6y2VGLBCLYOfWsEWwlSKEwkqEzc+X0pLp/q4wlT54Ktz7XregeuJpXR8bn9q3JKXMahXK20CqqgzqeQm5kj3/C7Gjo/Pp8/Wp8JoGwdt3lUx0xYr6POXlXWtS12045yVucu58rEXWdIBYEFjq4J6vW4jTqukUbf0m7p+qWqv7wM3Pbf9InIsyLyZeDrwO8BzwEfu912Pc/zPO+1ztdIz/M8715wJ/4jl/8ceBT4C2vtKeBdwKfvQLue53me91rna6TneZ53192Ji77CWrsDKBFR1trfBd58B9r1PM/zvNc6XyM9z/O8u+5O/E3fvoi0gU8A/5OIXAOmd6Bdz/M8z3ut8zXS8zzPu+vuxDd97wfmwL8D/DPgq8D33YF2Pc/zPO+1ztdIz/M876677W/6rLW3/ovlz99ue57neZ73euFrpOd5nncvuJ2bs/+Btfbxb3IDWn/jWc/zPO87mq+Rnud53r3kdm7O/nj96G9A63me53m38DXS8zzPu5fc1t/0iYgWkS/eqc54nud53uuFr5Ge53neveK2/qbPWluJyJdE5IS19oU71am/eUeASm4+N6FFATawWAVSCFKBqgSdubvWYwWdukVMCKqAqgEqd891CuHUgoDRrm1VWay457qwVKEg1rr3BVRpMWG9rsJiAve+VYIVEOPaMFqw9eV2FYMNQEpcG4V71Nlxv6xAkIKZasaHDcKgYqU5ZhSNuZRcZqimdFTOQIU8e+ox5OIW2SgmXRDmyxazmhE3Cu5bvspycshmssep+DoPxa+wpkMa0mH74XeTXxwwH4XMR0I6hGy1oNFP6bfmrLYPWWvs01Q5o2BMJBWpNQxVjO73KUcdsp4m60PZtNjAEIUVgTIsJ4e8sfUSo2DMZrDLQ1HC05fegzm/yfShJpN1TdGBsmOxvYKkUbDUG7PWPOBkY4dT8XW2wutsBSkrusP2W5+m3Fxk78NN5kvCfMXCaM7iYMJmd59hNGU5PuSB5gss6TEjPeVi2GL7sQ+Sn1xk/lTMdEWRDqHoWlhOWR0ecr5/nY1kj4uNl9FiGeoxAz1jU+c0JeD7Nx4lOL3F7OKIgzMh8yVI1wrifsZ6d8LZ3g02kj1Wo32ean2JZS0sqCbbj26Tb42YbiRMl4X0v4BisSQapCz1xmwmM+7vvsyJeIe1cI8TwR4jXdFTIbGEPHP/U5SXTnLw/gbpUJiuW8xiznBxzIXeHqdaOzzSeo71YI/NYMxW0GH7Le+j2lhkvNVksqrIfhSKnsH2CvrDKQ8Pr7LZ2ONNrefYCm9wX1jx/RvfRXD2UWZnh0w2QrIepItQ/nslQS9jsbfH/d097uu8wsPN51kL9umrHI2lp7Tb1oe+h/L0GrP1Bod/W5GOoFjNafbnnFvYZ7O1z6nGDc7GV1kL9lgPpq6/j76fyUNrTFcC5iPI/56l7FZInDFcHPPgwnVON29wIt5hK7pOR6W0pGBZV6TWsmcK/pc//We0VcLT7/4wwbyHTkPm84BsQXPYjpgPI4pKk5uAl7Meu602Az2hq1N+6rnPcDb4DG2VuG04u85sJWZ8IiBdDLixG7MzbPNyv8tL3T4P9l7iStblatplP0uYFxGFURSlJs1DykyDgC00FILK3AEvFjCC1Rar63wRlxli6+MfsLo+9hVIAaqCKnJ5IeY4p8S611JBmFtMJO61haLpsuQoa7CAgqJVL1e5jCkTQWy9LuOWEQNFp869AsrE9ckGbrmjNm/NLavc+zo93g6xrs9Qv69cOxjIu247rHb9sNr9SFXPL66/JnD9MYHckXLx7XTv1EjBKovVbqxhQSq5OXaCFFenArePjAY0KAXzjtuPRh+PORPcMj4tlE2338vG8b5XBVShG7vK1NNKbo51q+oxndRjUYOJQOVC1nJjIZi72lrFrs/UQ3whX4gAACAASURBVMBoMG3Qed1mPeYBTLNCtQu6jYxRcwJAoksAAlURiOF86wrn4qsoDCeCPTYCy4LqsP3Q92CXFijaIXlXKBO37qJjSBbnrPQOGTWmXOq8zNuaX+FkMGZZJzy78QTyljew/71tJutCOrLYpYxmO6OqFOk0gnHgckBB1S4RBaIsKjBEUYm1Qq+R0ggKIlXRDjMSXZIbTVFpKqXIK83evIkWw8uzLp3QncSMjTuVUy9fI07WyPsaUOgMghmUTbevCyMUPYVWltIoDtOEsSQsNGYosbR0jsJSWA0GWirjetkltSH7ekKFYrdskcbXmOkDesqgmGFeegWdhEQCqgzdeVggmFihCosYSzizZF0hGAuFjpg2C67SwVjhatDlpXSB5fiQQTAllhSiiLwfunODpkUaJWFQ0Y/nDOIZoRhCqQilYqhabL/xKezqIsWgiYk1VaJIFzQmgLwjzJehbBlsv6DRzhh1J5z5pes80ftDzkVXWA+mdJSiLRGxhDz9no/wiTc+xmRVyAZQDCrCQcr9n3iF5eQ67eAyDZVzWCaEytBQufvcAI1hIZxyo3DbtxhOOCgbHJYNDsuE3GhmZQRAO8xYTQ7Ziq/T0SmhVOyYFmO7gxlPSK5M6cYKlQeICUizNi8shmRVgEFIbUgoX+QXvvAxPrr5OMOH72N6os30UDPdCKgSjRV3XmwFCA1VaHlhHHNj3OL5hQWe6494rnGZn/70/+7OlR5/P9nJITqLmY9D9tMeX6wUvWjOqfgaD0VjpDIEqSWYCsVUs3PY4oXmAgA3ig6hKrmS9Xh53ietAowVAl1hi4C81Ni6FlZlUIeKYEtBzQP0XFCFYEKLTo/Pl4/ySpV17QrrGkNdG+tsOyLG5VA4rrOqwtUU7bKk0rdmpMsjq1yumMBlkM44Pn8v3U8Zu+WtuJpXNer2Xcy4GmiAepmyUdc96uf19pgAVOBqsM5BF3U+GnetUSWuT6p0jyZ0fXMb537KpusDt5w//GXuxC0bFoAviMhnueW/obbWPnsH2vY8z/O81zJfIz3P87y77k5c9P3Hd6ANz/M8z3s98jXS8zzPu+vuxEXf09baH791goj8FPB7d6Btz/M8z3st8zXS8zzPu+vuxM3Z3/1Npr3vDrTreZ7nea91vkZ6nud5d93t3KfvR4F/EzgtIn96y1sd4JO32zHP8zzPe63yNdLzPM+7l9zOr3f+EvAx4L8EfuKW6WNr7e5t9crzPM/zXtt8jfQ8z/PuGbdzc/YD4AD4wW+1DRH5WeAZ4Jq19v562gD4FWALeA7416y1e9/qOjzP8zzv2+12a6Svj57ned6ddCf+pu92/Bzw3m+Y9hPAb1trzwG/zav/hdTzPM/zvhP8HL4+ep7neXfIXb3os9Z+AvjGX3N5P/Dz9fOfBz7wbe2U53me591lvj56nud5d9KduGXDnbZsrX2lfn4FWP5mM4nIjwA/AqAHfagEMSCVAKAygUxQJWDdXexVDlbAxCAlmPoO96pwj8EErAKdgtVQNtzyOrPoAqoIEIsJhDIWUFAkQpC6dVglYKGKoYoFlQNWsAK6sFgBMaCwWAMIqJmbJgaqUKji49fhzCLG9SlFsErIopCDsMHlqEduAmYmYiu5wUBP2I+u8U+++jsM1B/QkJjttz5N9+F1pssJWT/h8+ttTK+gO5yy3jvgE63zPNx+gbVwj5/+7K9xMWyx/bZnaW0NOTgVM5uFpMuaK/2YcRozKSIWkymZCRhXCRWXuVJl/MKf/xYf3Xgbg73zNLZ6TNZD0kHIeG+B/V6Xr7ZGfGbhJEutCf1ozsnmLt/zyRc4HX2O9WCf3GqGeu7W/9gzZKeXmK2u8pmtNX5vaDHDnKWlQ0bNCWc71/m+//vzrAT7rAf7jHTKQAV0VYOn3/MRbqxv8fWTIbNl+IWRgWaFbpScXrnOqV/dYRQ9x4l4h7VwjyU9pq8yegoWdZNn7nuSVy48xD/ffDvjTUW2ANmwQnoFjVbGwsfnnO3dYBC9yHq8x7n4Kiv6gNNhzlC1ePr+J7my+UZmJ9v87PL3kfdgvmKp/qOK5mjKUmeXC509NpI9LjZeZiU4oK/nXAotHzr3JJ+7+ACzzTazRc3kBOR9g+0XNH4mY9Td53TzRTphymp8wOPtL3E63GegFAuqyfZbnya7sML+6ZjZKqQ/YZBezmC4y+nOAafbN1iP93hj8iIDPWNd5/RUyAfW34p+4H3MNztMf1gzHwpFF7LlkrCbsTHc52L/Ku0g55HWc2yF11nRc5Z1RGUtHz7/bswD55itNxhvKNIfg3y5JBlOWV/YZ615yIPdF1kL99kMdlgPpizryK33vu9lvtVjuhIw/4iQLlnKXkljMGezd8hme5/lZMyDzecZBhO2gj2WtdCUEIPhQ2e/Gy6eYr7eZrIWkC7CfNkg/2FGv3/IqDVhpTHmYvsVTkY7bAY7bAZTIhFWdJv3nX0M89B5pusJ403FfNlSLhd0f2bKqL3DGzo7vKF9mcJqTkfXWA/2uRCWdFWD7ceewbYblAtNlFa0gKITYAKhC5hAqBJBlRapwAQuE4wWd9wXoHOLWHd8q9yCWFRpXb5VlryjMaHLuzIRwjFufnHZpfI6Q0p7M+eiiUGMyzOj3fqtAqtdLpoAqsj1oQrdawSMBhuAynD/FGjdNJdLIJXrp1QuG00IGLCxe+7WYVGlYAcWVQhWgYnc9qvMrdOEbj7EtVW2DFIJNrBgBFUKKhVU4dZ9NJ9UEM7r1+YOVpvXnr9WfYRvUiMFTGSQUlCFq1Vi3BgwbTe2pHLTrHZtWONqJ7b+F+J6H+qsXoc9rpmqAFV+wxhRUAXudd6tx6w9HsdH+9OGoCooEyBx76scyqZrH1xdlbKuoXU/y4ZrR6yb10QWG1gazZyFxozFZEKsSpRYchNQWaEfzjFWcb3sEEtBS2Uc5hUtlfKTn/kYoVQkUjE20c360FMxH3rkacoza7x4cpU/O3eef7TyFHohY3V4wOrvj3lL/1M83voSb40Vz9z3JMXDZ0iHHbAWq4RwWlHFbpvzTkDRcvXeBFA2GxRtywvNFrQrwkaB0gatDJVRlIWmyjW2UIhA0MoBeCXq8fVoxEBP2Ah2MdMZVPbmfjw6Hykb9bHccDtSxCJiaUU5pVWURjErQ14xXQxCpEoWghlfm49YS/boqJTrZYdQKpRYWpKjxNJXAaEoTJ4TXNkhyPvoaYTVgklCTKQxkQILiBBkUBQgpZAdxmhlOAwSIlXRDVLaOqO4OfgsKjPoVLtxOg/ImwGBMhjr8mwxOGSgCgobUO7uEUQh0eEUGgmmGSFFCxMrVKEwgWC1UBSKyijyMmBWxtwoOySqoK9TQlsxVCHbD7+b+SMd5gMh70MxqAgHKUFQMStDXpwukAQl3XCOFktgKiottHVGU2eshfv09YxLyWUAWpJTIVwuFpiZmBeyIQDtIKWpcvp6xlZ4gwqhr+Y8FCVsP/RB0ndusX8mJB1B0bbYUcZgOGGlNWa9ecCT/S/ypvhFzoVttp/6W8zfP+DgtGa+BGW3Ilma0YiK+uMUN5YqRaANrTjnVG+XR/tf4/7kRfpH52CPbmNGbVCuJpj6KqEyQmE06VFRMq6mlW0ww5xhd8ognnK6cZ2z8RW6KuVytMDz8ZArWY+vTRapjCLNQ8o8wJRuXNjSBYGkCp3XB7uRui5Kfey7uqgK4f9j705jdcvuOr9/17CnZx7OPNx77lT31ugqD+UqY2yDx6pb2GWbArpD1JHS4k1aQoo6EnnbKEpedPKqJRLSTd6gpiWayU2BGZIIZDBg3DYxbcBD2a7xTmd8xj2tlRdrn3vKCByMLKr65v+RHj3T3muvZ++1f/+9zjn3Pj4ONcQUCtXUPQA7a3Ijb2pZGbIjnF8hl4w/yy39+gxTYR1ThOWAu9frzSqhnTZ3a/JpfbOz0FdVhTaowhzDNfuI5j1nwuu4s9xULtRyb6BunbWrC3V3O8pDaZp8dlDG4PKwTriOAIpm2aZefydv9J93fkfee8/ZPv/r7/2s9/7t3vu3m277H7hnQgghxBvnO9XH5v2zGtnp/AP2TAghxJvRm3HSd1MptQnQ3N96g/sjhBBCvBlIfRRCCPH38mac9H0K+CfN438C/Nob2BchhBDizULqoxBCiL+XN3TSp5T6BeCzwFWl1MtKqf8a+J+ADyqlvgp8oHkuhBBC/P+G1EchhBDfS2/of+Tivf/bvr/o/f+gHRFCCCHeRKQ+CiGE+F56M/55pxBCCCGEEEKI7xGZ9AkhhBBCCCHEPUwmfUIIIYQQQghxD5NJnxBCCCGEEELcw97Q/8jle6pb4kqNqjSqVNRtj4s9qlTYmQYFVQq6BlUBOnx7vZ2Gb7b3JjSjHLgYvAJnw2NVKQB0GZbxBnwzXfYR1DEoH9aB8BhARa9rt1agwnrKgzNhXXXa5umRUKDz03YU+LB8nUI+rjHDgq3xMavZjJ3skM34mIvxLcZmyqpZsm26fHjrLdiLexSXRizGhuUYFhsetbGg316y1plyX/cWb2m/xLXkVbbMgnWT8vQD74VzLepYf9t+0FHNoLXgQueArfSInfiAq/Fr7EUz1nTGRy+/H/PQORbn+0w3LWUHyg7UbYfpFawNJ1zs73OlfYud+IB1e8yamXDe5nR1RKYirj/xIxR7q8yfTJhuaooB5Cs1yfqcUWfOSjZjt33IA61XuRjfYi86ZqAVHZXysfNPYvZ2Kc63yUeWOoYqa/andYwHU7ZaJ7RtzrXsVc5FB1yJpqyZFk+fex9mb5f55TGTH41YjiAfe+rVnFZvyV53yjibs5pMuJjdoW/m7Mb7bJtjzlt4bucJ7NXLzC+PmPywJR9CPoRqrWC8fsJmNqcX57xn9BWuJa9yNTpkoC3/6K0/hNtdZ3Khw2JVM/spyDdLou6Slf6Mt/b32UhPOJccsB4d82jyMgPtGeqEZy++m8/d90nmez2mm5bpDpT/ncP3K/qjA853JwziJZfbtziX7PNw+hJ7dsmG6XD9HU8xf3ibxaol7ysWPx2221+dMGgtuNo5YiWe8nD7ZR5IXmHLLDhnu1x/8hm+cOFR5hsxJ+d1+IzdGvNvcsb9Ged7r3Cte4Od+IC3Zt9iVeesm5RERTz9kR+jHGXMNmOm25p8BOW/qjGjgm53wmNrL3N/+wZX09fo6gV79oRzts0z97+P2+fu4zMPPc5sXVMMIR859ChnbTRh9dNTHuz/J9ajE1bsCeeiAy5GE7ZNl+uPfoDq8jZ/efEcXxg/RD6CYugwawuG3Tlr7Sn3/f4+F7Pf463ZN9myU9oKhjrhE489xeLR8/zH7R0+s/koy1WPGxV0+wuurdzifPuAH/r0F3itGPDCfIVpmXCcp8yKhNkioao0VW5hbsGF/NCFwltQtQ9fp63ALDVmSTjHaxV+BNec66puMuY0U1x4T5fhfReFx16FnDjNI7xC14ADl4Au1d22Xt8egFmE3FEO6iRss8pAV815X4Xl6yQ89wZMHnLRzsEUYTveNH12Cm/O8rJOweQKnTdtmrANFyucCbmW3DF3c9Rr0EXTR99s34fPquomV/1Z9orvji7CjlPV2Wun48jZZt/zutqmofpr+97Fzbgz3z4mqgx0HNqosma88rp1m+16A2YZ3ld1qMf48LxqQR2BaWpinYR+nS57ut5p/a2j8Fy7ZnyrMN59pVguYl6zPZaVJTY1szLmcNairAyD9oLV1pSLnX0SU3GctOiaJVfiGwx0zqqBlrJYFEa1APihhz+AO79KPorJ+5oqg3h1wfnxATvtIy63bvPO1td5LPb80Nueonpkk+MLCcuxwkXhM5oi1FVVhf1YJ2FfVT1H3XLotCJOK/rtBVlcovEktuIkTwEoaoP3ilYcDtRDw9e42rrJu1pf5XJU8l888jTF911iuhUx21RUbai6Dpc6omFO7RTd9pKV9oyt1gmjeMZR2UIrh/MarRyDaMG55ICRnQJQesPITJm5hLEN9wdVh1t1l1UzI1IGi8H0ezDsU612KXoR3iqcVbioCRwPdRL2RZ2Ba9WkvZzd4RHXejfZTcN1wX3xTR6KHZ948hPMH9vi8IplcrlGDwq2V4653L/DuewAoxyXkps8mLwa6tN7P0H1gSHTkcVZRZUp6gSKLqCh6EHVr9G9grXBlE6Sc65zxGZ6TKJLBmZGjCNVmoXPqW7dIdlfJ16zIV+NoXQp9aDgcNFimM2ZVxEaj1Ye5xWr6YRI1RjleLkYMbMJBkeNZmympLrkZtXnuGpxWLUonKVGk+uISNUAtFXBhqn48PZjmIfGzDYsRR+KgYNRwe7GAec7h2xnR9yfvcrbkpe4EnW4/ugHKO7vshgbqgzqzEGrIo4qOkmB0Q6jHLGpadmSli1YSyZsxse8s/U13hLXPLvzBPrRa5w82WM51OG68WLJaP2EB/qHPD78Bh/u/DmPxikf+eiPc+udXeabUIxqsk7Oue4RF7J9tqJD2jpnZObMfMyBbnODPsvaMi8iYlvjan33otmZEBAOcKf1S4Mq1d0aEB831+BNfVB1WM4TlsVxt25402SVaZb14Jrrfa/Osqxqhfw7zTvlm/pkw3qn7aj6LLd0Hs5fVYec0oW6W5+8OduWi5ptu/C4Tpv6Vp7ll8mBptY6E97T1Vn9tcuwTVT4fKbwIedMqPd3++5DW942eV7/f9SB7/y2EEIIIYQQQoj/nMmkTwghhBBCCCHuYTLpE0IIIYQQQoh7mEz6hBBCCCGEEOIeJpM+IYQQQgghhLiHyaRPCCGEEEIIIe5hMukTQgghhBBCiHuYTPqEEEIIIYQQ4h4mkz4hhBBCCCGEuIfZN7oD3xNewSRCO1BO4Y0HQBcKVajwTfdl8231zTfXexVupg7v6QU4C8qBrppbGV47pSswucdrQIVlnQFnFab0eAV1GrYHoGqPixUQ2vEGqJq2CmAJdkFoz4f2vAVVhfa9CdtTDrxSmIWmmlluRD1qp+lFC9Ziw7eKFYhh1SxxOEy3Sz3qko8ivAZVh+1VuSWPIsra8MJ0hcyULH3ELL4BHPEbX/49rr/jKfS4hfJNHwHvFAfTFl+stynHmkjVtHRBieFVVfAzf/U7pEqxYTo8/cB78Zd2mO22mewa8kGLm6OM1/pDvjTe5PzgkN32IdvJEZeTm+xFd7gaLXC397Erfew8IrujUF7hrCFPUw4BrcIx3U0PGNQd2jpn4ip2bcGnX/xTrj++Bg7wHmcUygPWo61jlsccFRlaOY7rFjdUzYaZopmHdZ/cQFceXXlModCFol5YitRSeU3H5lxt3eRycoNz9pBVU4fP+tD74IlzHO9kTHY1RR/KgYOVnEF/QS9Z0okK1tMTAPbrLsdmQls7qlu3sb0uyXFK0Y2wc0U1sVQaDoynmyxZ1lGzr3OWrxs8v/rCZ0jUH3P93R8jPhyQHqZMtzWLtZijqktsamJdM3cxqS4pvaXGc+IWPP+53+T6ez6Otyth/xYKPTNMkow0qihqS8fkRKpm6SPaOqf0Ff7giKiVEad9kq7GRQCGKo04iVJuR21SM+aobFGj2bBHtHXOrj3m557/1wx1wrMX3kX//sscP9Bjtm4ohhlHGxF/sLzIi6Mh3+yPGUczHspe5pv2hJ/7899gqBM+uv12hlcuke8MOLkQM9/IuD1KuZGN+fJwk9XhhPtHN3ik8wqvVMesmhP+58/9GutG8Y8v/QDD+/aY7/WYrVumu23uDDL2xx32x21udHu8mI8Y2jlb8SG70T4/9Ue/C8BAL7gcaTKVcP3JZ6i2Rrx46Qp/uaooBuF8xYWcUD5kS6vJEa+hTsJ5XafhHHTNc29CFqk63ExOkx0hY+y0Of9ts0wFpgSnQdFsr24yxnP3HEdBHYX3vQW/fF077mx7Xoebi8AU4bFZNH0pQl+0O9uGi0K/T7dXpeBiqHX4/KimjWWTF00+xifhfW/P2lHNclEFdfzt+8GrJgfrsE6dhnz1Jmw3ZOq3Z7L4u3OtGpIaX4Wf9aoqFEFVhJrpKoUqFapuamhTg1A+LOsADV4rqsyjSxWOR9SM6eZHyKYIY9Yuwnj2JowZ3Yw9OBv3cLqN8Dyagq58Mz7V3THodXj9dByHc0x9W72sWlD9tR9jW+3oRAUtWzJO51RO41CMkjmr8YSWydmKDtmwxzwQlSQqZuoLNBqjNLkvyVQCaQIq1BXlwq0qDJM8ZRqn3Mj7vBiP6OpXef7zv8X1t3+EvtnE5gnOgCmaOm4AD0VXU7Wac2GmKbuaqqMpBoo8KemlS0bJgmE8Zz9q47ziKE+ZFQmJqaidJneWSZ1SozAo6sNjkldPKHoj1CtQthX5QOMiTb1vMQ6ORwnTYcZJP0UpaEUFeW1ZlBGdJGe9NWVRR2wlKS2T09VLSm/Zi+4Qq5qBnrNhjtmLZmybLk8/8F7cfbscX+9QthRVuzm+TS7im7xy4Vqo6EHVcehuSSst6EQFG8kx6/aYWNXMfMyBO+H5P3qep9//HGVrxHzdULUMk2WC6ylKb2iZHIfmyGUcuhkcn2CnHRKtwrhxGuUUdaxwNmSRyQ3lPGXfw6wVU9SWSNesRBMAZt4youZmXfBbr3yB629fpz1IWK5ElG2FLg1FlXCcVOSVoZvmLCtL7TXOKwpniHXNOJmS6IpWcwE1slMGZkZLFQxMF+c1Cxdj8OTOkjvLWnTCft1mYOZMXM6vv/w5nn1kSPflDqgIVWvyPOFFN+ZklLIcRlTeMDBzEnWT57/4u1x/x1MM1AZep4BmqSLmaUxka1JbMS0TqlqT2Iraa76iVrk8vEPpDf/RzPnvv/5Fvi/5HM8+9hHc9irLjTZHk4jJxpgv7rS5Ne9wY6XPV7tf49Of+nme/siPcfjIgOMLhnmc8WJ7wG7rkEiF9l8oV7hR9jmuWwyjOSvpjE5UUNSGZW2Z5CmzPMZ7cE5DVlKkFjeLcBl441HNtbwv9d1rOsqQT6psTvZaNbmgUFVTi4uQHbpscmVylj/KAw7ssskOHerMac5487r5wun1enl27kLIHxdBlYV2T2t8HYXrZt3UNF0Cy+b1OizvbbM9FzJLNedI1Wn6tTir6Xk/ZJsuzz4Tupm/nGapC/XY/x1/hSe/6RNCCCGEEEKIe5hM+oQQQgghhBDiHiaTPiGEEEIIIYS4h8mkTwghhBBCCCHuYTLpE0IIIYQQQoh7mEz6hBBCCCGEEOIeJpM+IYQQQgghhLiHyaRPCCGEEEIIIe5hMukTQgghhBBCiHuYfaM78D2hPEQOtdSgPHqpwnTWga5U+PZ6A3io2mBycBZMAXUCJOE9XUKdgq7C+3YRXseHTVQZeKNQDlTd3Bx4C3auwDftqbBt5VXYLqENFzftAboI9y4K2/ImbF/V4HVYVhdgEgVA2QMfeWy7opPlrGQz1pMJO/EBW/aQveiYgVZoNKrXRdU1dayYryvKDlT9migr6bWWDNMF51oHXEhusxUd0tY5c685dHOe/9xvcv1tH8bO1zBFC11qFmXCYkWRxBVHRYtXzACASFVsxDfoa8NQt3j6/c8xe++Q2YZhvgb5ikOvLel1lmx3j3nX+AVW7ITdeJ9de8RYO/o64tntJzD37zI932G6aSgGUPQ91XpB3C65snqbq71bXMteZTfaZ88esW4MHZ3wQw9/AHd+g8VjbSY7luUI8pHHr+b0+gtWO1N22sdspsesRyes2glX4pt0NayZDtff8RT19oDFqiXvKfIRFKsVyWDJuDfj2uAWl1q3uJjcYi86YMvAUHe4/sR1Fu/cZLoVUfRhvuWpxyWt/oLtwTE77SPub9/gfHyH3Wifri64bCMSlXH9+5+l/NCYOxdjFqthP9mNOSvdOautKb14ydXOTYZ2xoY95kp8k/sjQ6JSrj9xnWprzOH9LfJnFcsxlFsFvdGM9WzJhe4BTw6+zqX4Jlv2hBhHS3tGOubZ7ccxD11lfq3P4RUb9vPQEW3MWe1P2WqfsJUdsRafsGGPaKuCCM0z22/DPLjJYm/AdMOyWA/Hpx6XJL2cdpbTT5a0bc5qPOHB5BWuRFM2TIfrb/sEy4d2mK9FzP+ZYrkCxUqF7S7ZGJ2EcZxOuK99g4fTl2ipgivRnJayPHflA3DfBWbP9Zita5arUAwcamXJeDBlr3/Ipc5t7s9eZdWe8EC0z0Bbejrj6fufon7wAkc/lrFYCduthhXdjSnneidc6t7hYnaH+9NXGJspu3bBtuly/Qd/mMW5PscXY/IhLFc8blwS/8uCcXfKuc4rzT6acKvoUnrDt6Yjbsy6LPKI+TLGVQo/t1A2P1PT4aTXpcLFPmRNrnExFAOPWWhMHs53b8N9HYcM8DrkgqtAlWdxpxx3c8hbMMvw3DY5F97zoMBrFTLFhmW9DjFkl2cRaprHqg6ZVLa/PWJ1CabZvp0D89APr5tMUyFPAZxpPkcZ3jOFx1mFnzWvAbryePW6z9LknnLhvk4Uynm8Cn1Hh32iS84yVfzdaQ+lQs/icAycQldn4wgf6p5XoT4qp9BleE2XiioN4+f0eOFDjXWmqXnNUDcLQIVl6wSqFnePc9m0gQrHsWo1dS4HHzXjUoftqbrpd7M9F4PJFbhm/dM6aZv3LRRDj+tVYB1RXDFuzRglC1o2Z14l3Fq0KWpLKypo25zSG0pvOKg7lN4yc1M27ISuckxYsvSaGkVXTfjVP/kPPLPzDlqXL6CqEVUrYtpOuFkrlpXloJUBUHrLSH+dX/7cf+DZy9/PYG+XatwCwEUGFym8UVSpQlUKH4drjjoO5wNLw8lhi7y0TFopr5oeZR0GfO0VyyKi9op2XHBj0aNjCr603KWtXuC3XvkCT3/kKroK51s+aM4VDS726FKhc01dGEpn6CQ53Thn1czuDpN+vCAzJZGuiFTN0kdMXMrEp9ROc1S3iFVNieGgnvNzX3o+5PyjH8Btr7LcaONNOGe9UXezC4JGCgAAIABJREFUwSuoWpoqVZQdTdXXWO3o2ByAicvIXcTSR3R1znZzjkdzh51rqlyzWMa8POtjdU3XLLlZ9qm9ZttMeP6Lv8v1h38QvbdJ1Y3RpaHoGkwBVaLCWGvGnisNpsnkRR1xWLa5bXsM9JwXSkNLl5y4Bf5kgskdZUvdzUWfOtK4JLE1mS1JTUXhDKNkTqxrRvGMSNU4NHMXU3vN0lsmdcrNss/NvMd+0WZeRVjlSE3FRnrCcR0+fx3v09U5L9ZLfvX/+W2e/b5PUCfrmMIQTRXLRcLR3PJni5hX+z3mdcRJN+Xx9MVw7faejzN0fUyZYpaafNrmMGnhMoeqwvE4iTw+dpisIq8sR0XGhc4+LV1w0X6dX/7Cb/Lxaz9Aa7FB0RsDmjkpr5k+t7pdik44OKfHGUCVmryy3Fx2+YLeYyWaAPBSPmZaxcyqhHkVMy1jDhdhfJeloSoMrjD4WqEKjaoVynO3Jp7WBHyoUS5p6kN8lms6D+vc5V+3noKyGzKtduF8UHWoVVUzxpQHVZ3VW2+4W3OceV1GnubRad0jtFWrJj+Lpm9Zk1FFE5MVRAvQpQ+5WjTnhA5jCh/yLLsVnldJ0yffZGeTb3jQDnBNu2XTj9fNb3TN3TnG31oKvvPbQgghhBBCCCH+cyaTPiGEEEIIIYS4h8mkTwghhBBCCCHuYTLpE0IIIYQQQoh7mEz6hBBCCCGEEOIeJpM+IYQQQgghhLiHyaRPCCGEEEIIIe5hMukTQgghhBBCiHuYTPqEEEIIIYQQ4h5m3+gOfM9EHjo53ivq3KBKDdpTVwpVq/Bt9YVCVQpVg67CaroM98qF++QwvOf12bfd11H4xntdgndQZ6DqZr06LJMPmuc+LOdiMEXTNxfa13mzPQ3OAj68Hk3Ptn+6XV2DqkJ7Xp3103twXnGcp7yyCBs9iDq8UKyxFR2yFx3wC3/8yzy38wSDkwtEs1VmG5bF1JJPDLfWLMvSMq8iDoo26+mEa9mrrNoJLXWToQa0pk4tdaRQDsxCUc8s83bM/rLFOJnRMUuc1+zXGYY5cz/hN/7PX+T6O54ivrSOnafMCk2+aHG0YcgLy3GRsts54mLrDhfS26zaCVv2iF96+Y9J1Od59pEP0bqwxfRCm8mOZuETir7lr1jjYNni660VrnZvsh6dsB4dcym6xc984ddYNykff+D9ZJd3mVzosBxq5scp00HCybjF7UGHk1FK1TEkukSXjqU/5JtVxb/5o1+koyyf3Hknw+0tlg9sMV+PmOx0uLna5rWVAX/QucBqb8ql3h0uZPu8vf0C/+L3f4UNk7OiUz52/kl46zUmF9osR32+tdnnq2tb/F73ClFSkSUlnSRnszVhKzviQ5/6IheTW2yYYx6JQaP46JXvR13Y4ejqOV5bNXx++37yzZJsuGTcndFLltzXvcWTv/51tuI/5Xx0h3P2mCtRhw9vvQV79TLF5pCv7GzwhfUHKXuQr9boXsFwOGOne8z5P5lyIfsiF5LbpKpgwx5zJcpJMHR0yvUnrvPl7Qf5w/taLFYV+QjKfk367+cMO3OuDb/MIFrwYOsVVu2EkZ5yKZoz1inPbL+Nb125xF+df4hfvfQDLFYhH3rc/1iwuXHIXveI8619LqW3aOmc7eiQbTNhZBRj3eb62z7Mpy+/l+NLKZNdxXLNwc9UjFYmXBh8nZ3skJ5dshJNGJkp29EhF+0JIx2RKMtHLzwJ91/m6KE+83VF/s8hX69IhjPG3RkPdo/Yyo54tP0ie9EdHohnjHWbpz/0I8z3+kx2LPkQ8n/qqfoVtjMnTUuuDg+50NnnausGXb3kHdk32TCesW7zYjXhS8Uq32qt8Fox4GbR47BocVIklLVhVsQUtWFZRJRLi6s0vtTgFc7U4BU6V9SZw1uFMQpnwSybvCiaLKjOsuU0J+q4eT0Ky1RJyAyvwJThXnkV8iRE1N02ock4BS4K69VJyBsXQZWGvAsLhpxyCurW2TK6Co9Nzt0fHbomI7UD6vDcG/Am9MOZUHC8gjpWdz+P101m2tdtF/BK3c1mF4f7Kg2fRXz3fOrwtcJpAI+rmz2pwWuPcgqvPT72UIXs16VCFyqMGwXRJBw/VBgDuoBoHmrk68encmG507qJD+Pm9Kar8JqumnXK0042d69bD8A258TdOqnC9mhu3kDVVpTOUndrqkRzuGiRmorKa+ZVRGxqBsmSXrT8tiy5L76JVp5tU9BShkxlADg8H7/6PtjbJt/ssvhHEYtRyMXlXsHG5hFXh7fo2SUXs9u8Nfsmjycln3jPf8n8vhUmPx4x3wh9U3Vz/lVQp6f7weNicJHDpw5lHXGrpN9e0EuXrGVTAOZVTOU0hTMckdFLl6ykczbSY97ZfYG3JS/xk488TfnYJU7emjBvsrtuO1xWE3ULrHV4p+imBVu9Ewbxgq7NsbqmcgatHINoAcDIzlixE9o652J8m4EuMHhKr5hZS+kNXV0w0p5UGUpf4asKVTl06dGLmjrWoBSq9jirQIUcMLnCLqA6iTjKMm5kXSJdc6l1i3V7wqo9ORuvWcR8xeCi8NwYR+lCQBxXGeeSfTaiIyLVDJKVIXVmyQcRzirKtqJqhXFcx81+jx1Rq2TYnrOeTdlMT3hf9y+4Eh2xaTKe2Xkc/cg1ppd7HP4zzWLL4Xs5cavk2votRsmc9w7+ilV7QlvnLH3ES8WYkZ2yYY5xaOomoVJVEimHwbH0lhtRn7/Q22ylR9zIexwWbWJdoZVjXiekNgT9xCUMdEGkLEQWVXuKbjim+bjGDpekSUmkayJVEzcXo7kv8bf3sb2M5Cim6JhQQwz4UqGcCmMtcigFrjDkpaWoDbMqoWzCV6OopzPsfIFdOHSp0QWUueFrhyt8Kdvlc/FN3Bf/kqG6n2ja4XhhOCyG/PEi4VuDIcNkQWoq5lXEpEgonWGyTCgrE67Ra025+BumH82hrDOH102NaHLKRSF3vDo7l+Jjdffa2BmaQsfdY67qcH1t8rO2XdSsf9pOCabwuEiF87Jp57QendZU1WSVt00tW57VaG/PcsnrJqfUWTZ5BUWv+Rz22+cXXjd1T4U6rMuzm1eh9kHTbs3Zr+p86NPpnMJrKDNQp1n6t5Df9AkhhBBCCCHEPUwmfUIIIYQQQghxD5NJnxBCCCGEEELcw2TSJ4QQQgghhBD3MJn0CSGEEEIIIcQ9TCZ9QgghhBBCCHEPe9N+ZYNS6pvABKiBynv/9je2R0IIIcQbT+qjEEKI79abdtLX+AHv/Z03uhNCCCHEm4zURyGEEH9n8uedQgghhBBCCHEPezP/ps8Dv62U8sD/5r3/2de/qZT6CeAnAMxoAIArDJQaFTm88ahSoZca5UCXCl2ArsK33HsFivCN9t6CN4CDqhVeQ4OqwVmwi9dvGKJZWEa5sK4zobfKg4tC26YOj/FhHTzoElzcvAboOjysWk2/CNv1KizndVjXzsMyLvZY41htT1nLpuy19nmk9SLb9pArUU5LWT5x5f1wZY/5J3ssh5rpDuTrNXa4ZGM4Ya93wMXWHe5LX+NacoOxzlk3MZlKuP74j1LtrLB4PGW+ZliswmKjxoxzNocTNtoTxsmMc+kBkapZtSfs2hnrJiVREdeffIbFQxvMNizTXcVy1aHGOWujKf10waXuHc5n+zyUvsy1+A5bJgrbffIZivMrTD+SMt1RLNY9blgwWp1wYXDAVnrM+ewOb82+SVfnpKqiq2pWTcwnLn4Arl1k8Z4O0y3LYhXykceNCgbjGZvdE0bJnL1sn/uyG6zaE7bNMVvWMdZtrj/+I1TnVjn6rzKWQ8ViHcpRhe0WrA2mrLcn3N+7wWOtb7EX3WHdLNk0Gc8+9jTVpS1m2xnT/0Yz34SqU2NGC0b9KfeNbnOlfYtLyU3ORQc8FM8Z6hbX3/0x/uzKY0x2IharUAya9f51wcb4mK3217nQvsOl9Fboqz1iZHJ2TMJHt9+OvXSNYnfI8YWE+bqiGHrczy8ZDmeMsls83rvFQ+2XeTR9kYtRET7j2z/CYmeNL5+7wOc2NfkI8pGDYUF/OOf+8U0utu7wyd/+U85Hd7gUHbFuYp7dfhx79TLTa2Pmq10+u7lO2ff8yrCiPZqz2pkyTBespye870uHROrP2IwOuS++iVaeDZOzpjMiZbn+no/zp+f3+P21iMmOphhCsVKhkpreYM7mvz2hH73MXjxnPT5hJZpyObnB2EzZs0s6yvLJnXdiL72V5cUxR5di5huQr9Uka3O2fuOYQXKH9ww+z058wJY95NHkJHz+73+W/c1dXty5wu9uvZOiD/lKTbI+Z/V/mbLe+gZPtG9zKb3FVnTImplw3uasmBa5L8MYfeyDVBc3+dm9jNm6Jh+H89/koIvmvDchM5Q7e4yHuALbZIyLQ86gw/mti5AFZgmmDI+dDu/rMuSP8k2+1OF1Z8KyzoQMUY672YYPy9BkkS7DdnyznkubrCO0pyugDtuvk9BWNIM6Pss7VPO46Z8pzraJAu/CvXJQZ02m6tBvb8E32Qhn2aYcVFHzmm3y2L8u+X1YRtVNxkbNNkuo38xV6x/Od6yP8DfUyNO6k6uwv53Ca988DwfZxaBqhVkovAn7G382Zqr22fGtE6ATjgs0x9C9bvseVPm688E1Y/F0/DXjVbkw3kzxunUrqLJw7HV+9ropws1FTc3Uzbl32h8NqlK4SpPYisIZZouYymtqp5mVMakpmdYJ/2m6DcBXkk1WogmPpi+yambsmIpjX9JXEf/rlz9NVxsiNDl1yJPHPkhxbYfDa2v88cYaRc9T9yv6q1Oe2PwWzz3/h1yKb3ExmtBXEa/VFV+vRvzJ7BIvL4e8Nu+xks7Qzc4yytO1S5xXbCdHrNgJYztl5hLmLuZ21eVbizHHZcYgXuJQDOMZ42iGwZEoD85RpYaiq6g6ULcdvlth4pooqolszWIZY42jZUtss+2WKTlxhkmVkjtLZkpauuDlYsT55A4vFKukuuSobtHSOZM6Y2BmbNhjlr6irSo2jaI+PMZ22kRZhLcmjBmrmnGgcFadjZPX/aqhqA21VxyWbSJVM3EpUfIKUKNf26czyliOY+rMUPYsJ4uUg7TNnWWHo6zFcd1ikmQsk1d5/v/+JXJf8pWy4sVqyEvlmIGZM3cxkaoZmDldvWDXThhoRYTmud138cXv+3FOLmbMNhXlT0MxrrHDBbsrh7xj/CL3ZTdIVEnPLBnoOU8kFR978P2wuUY9bFEMY2brhrKjKNtQp1C1PC72uMyhjCfu5ijt8T7sk7rSeKeIk4putmSlPeO+7i2O64wVO2EW3wHu8Pzv/TLXf+CTwJBoZtGFoZi1mKQZ03FKYiuc19CDSL3Mr335/wr19gd/mGjaZ7FqyQeaOg77v04MXhuqNlSZJweOsoyN1oQX8zF/FQ9xHPKLL/0hz+2+i2xzRJW1KFuaZa2ovWZaJ9yqu/zSS5/lRx9fJ2vHLMYZVUuzyFKO4hKjHDrxzKsIpTxGO7xXlKWhykOA+0qjtA/X7B6wHm891ApVhvzxhNdNrkKtapJP1SFfqlZ4fvqeqkKGubjJDRXqxemYO13u9NraGSg7oCsV8sOfXaPr6qyueg0+DsdWVWHdPAt187SGo6BKm7rX1E1vwvL14NvrmzdhvdPajgpZaZtrBm+hPr2GUE3mGnBJeHyay6ZslmmuA+qmb9/Jm7l8vtt7/4pSag34HaXUX3rvf//0zabI/SxAsrfj/7ZGhBBCiHvMd6yPIDVSCCHEt3vT/nmn9/6V5v4W8CvA429sj4QQQog3ntRHIYQQ36035aRPKdVWSnVPHwMfAv78je2VEEII8caS+iiEEOLv4836553rwK+o8O8MLPBvvfeffmO7JIQQQrzhpD4KIYT4rr0pJ33e+xeAt7zR/RBCCCHeTKQ+CiGE+Pt4U/55pxBCCCGEEEKI7w2Z9AkhhBBCCCHEPUwmfUIIIYQQQghxD5NJnxBCCCGEEELcw96U/5HLd00BS43ONSjwWoMO31DvIw8OvIM6g9orlAvfaO8AUwM+3JSHKgWtm2+5V2Dy8Loz4T6agIuhSkDX4FVY15vQDIApw+u6DH3Ag9ecLdD0rY7Ax2E7rjkSLgn3XoU+6BrKzmnDnlZW4LwC4KRKuVn2Kb2l9vtcieY8/7U/4Jn7I9qJAd+i6Bi8NhQq4bb2lLVhXsUsXMzcJezFtzlyU0Z6wvN/8htcf+8niDoReqjBK1StcKUmryzOKzSekzrjQnKLVJU4IPcVHzv3TvS1DG8V3oDOCetOIw6jFpGpOSzaDKIFt6se2/aIY1Xy7O7j2KsJdWZxUbOfFOi4JrEVy8qycBGlN9yoBkR2n92ooK9TPv7A+1FXNpid73By3jLfhHJUYQc551cOudTbZyc9ZDM64kpyg4FeECnHZRvxsfNPoh6+wvItHaYbltkOFAOP2liw0ptz3/A251sH7MQHrEfHbJhjrkYVz+28G3vlEovHRkx2I4oeLFegHJfYTsnqYEo/XbAST+mbBW2d09VL5r5mCDCbE+8v0ZsWXSm89mA9SVqQ2pKN9IRhNGMvvk2kalbNklb4X/rCuGgllF1L2VFULSiHNUlc00uWrKQzxvGUVXtCVxdEpz/T0Zqyn+CiMM7qJJwXWbtgmM2ZVzG3iy6JrujqJQOzoKtL/u3Lf8jMfYZztstTe+9g9dIesysDptsRRbfPy+Me31ypGK2f8Ep3wGZ2Qt1SGOXZi25DMzY+euFJ1NWYomspupq6BWWvJu7nbI6OeWBwg0RXXMxu83D6Eg9EE4Y65dlHPkR1dZfDqxnLkaL4acjXK3prUzZ6N7jUvcMjnZfZsEds2yMGOudK1OH6k89QbwyZbWccXzQs/ymU4wrbydkYH7PVPmEYzxnFMy4kt9mN9xnrGbs2p68jLIaPXv4A3HeB2cUu003D8iegGDvU+pLN8TGbrQk3Fx2WZURRG2bzBKU9rlZUywgWBmrQZTgGugCdh+xRAM291+BtuFVNTuiyibW0OeiuyaMm67w9e827kCUuet3rHnQVsqvKwmPV5Jyuws0b0IU/a1Mr4onHGQUK4okPGZWAKUJWuUihS4/X6u56Lmq2HzftN5mnlx5dgl14qkxRJwpnoWo1mUjItro5570Bmj4rd7bM3SypwjacaTJCfHcU6KTGG0+VaPTC4J1HV1Cn4VipSmEX6u4YUnnIC9XUR5ODWQIuHDtdgVl6bB7GkosVXoVjViVhHKG+/Zi5CPQitHc6XutmDNVxWFdVzRguwNdQtZuxrkN9LHRTH13oEzRjI/a4XoWKazrdJVudE3ayQ4bRnHkdc1C2WdQR/WjB1dYNriQ3aKuCkZmzqh1rpsP1x5/Dj3qUo4zFSsxypFmOQ22o+jWmX7D784f84PpnebL9Va5ERwy0paMTnvnIP+ZLDzzCZy48ynLV4/oVKqpxS4uqFGaqUXXYL3++UqKMR0c1KLBxjVYepTyttGCrc0JqKmJTUTnDSZlwaxYuBFJbcbDMOG5l7JdtumbBv/uL3+HHHrHY+R7zrYTlQFP0YqoW5N2UxbhEGcfBQQeNp5cuGSULSq+JlGMUzclMQcfknE/u0NULajQGx0mdMjBzblddJnXG0kcA7EaHANxxJf/7t36f3CtOfMyX8y2+tlzndtHhW7MRJ3nKsrLEpuZa74C1ZMJ2csRD2UtsmBO2TEWkNEPd4vpb3s+nHng///zhlJOfcpj1BQ9vv8hDvVd5e/sbPBDfYtDkj0aFdd7+EcpLG8y2E+pIUfQUuoIygzoN46zsQNV2EDmy1TmrvSmr2YyHPn/AE51fZTfa56Jd0tURn7jyPtTl8xw9uMWnLu+QrzjUOKfTXTJoLfjB9a/w1B9+g5H5EqW3zF1MSxdsRwdEqmbiMmqvWDUTJj6E+LY5Zt+1eKUc8lo55LjKiHRN3yw4H99mwx7zQFTy3O67sOcukV9e4+hiwvQcFD9ZY0dLVgcHvK1/hyvtW7RMzpXkJu9O7/Bju9/HVx9+in91ocfxnmG5Cvl/W5EMlqz2D1iLw0milaeoDQAtW9KLl6wlEx5uvcw7sm9y3mh+9PFnKa5sMtuKmf+kZnre40YFa6snfHDjBZ4b/glPJJan3/8c/+LxMSc/ocjXarL1E66u3uah3qsMoxlXk9covWHpY26Wfe6UHQ6HLRZ1xEmZsb9okdeWRRnhnGKxjKkKg69CUPgUvFdgPCw1LlXhurlQ6EJh5wpnQh7pKtSdKgu/xVJ1c2vqyGkt1GXIGNRZ3igH0Swsb+fNMmkzd2iyDE9o2IflnA35p+owX/AJTVFv5gQ6zAFOeQ1m0lzjn84BXte2t2AWZzl7mpG6aup6Hfplm+x18Vkens4tdBXyEpp2vwMpn0IIIYQQQghxD5NJnxBCCCGEEELcw2TSJ4QQQgghhBD3MJn0CSGEEEIIIcQ9TCZ9QgghhBBCCHEPk0mfEEIIIYQQQtzDZNInhBBCCCGEEPcwmfQJIYQQQgghxD1MJn1CCCGEEEIIcQ+zb3QHvmesx+HQRZjH2qlGV6AcmGVYxDWfVnnwKrzndfh2e1R4TZfhdVWfreM1mLxZ3oblonnzvGmnTsJ7dQTOgIubfnlwUbgp12y/Bm/AFKCqsE2vQx901SzjgGb5uIQqA2ctJ7ZDWZm7HzszJV2zpMRw22nWjEatjCh7CUVXU2dQZz50xSu08gziOVbVDMycPXvEnk15ZvudmAfvY/LwkMmuIR9CvlGhOyUroynb3WPOtQ7YTQ+4GN9iwx6zaxe0lKGjE8xgQNXLyHuaoqcoe+D6Fa3hnPXehHOdI85lB7y9/Q327D5dXdFRUbOTPbpw5H1F1QYXOSg1Va2ZlTG1V0yrFJp9uvSeNRWhuh2qXkbZMeH4GY83HmMdyyrilXmfWFcM7Ywb1YBunNNVFbmv+PSLf8r1d6ySRIYqbVO1wwEofMZ+YfhyrbnV7vBSa8hudsjl9CZLf4d/+c0/Ysd+lr5Oeeb+9+GunGO5kXFyPmKxGnFjLWF/vOQkTzkZphxnGQd1hyvxTUo/4Rc+/yme23mCIQ+T7LQwuSEfWOZll28sYl46GLIxOOEb/VV20kOW7Re4ZA/oazDdLnUnoWyHMa5r0EsNCmZFQpEuKJ3ha/kGM5fwkj3hLfER1cuvkKYJ+BHORrhIUaeaIo84yVMGyZK2zdmJD1i1J4x1TkvFaDQ/fvX78Y9cYfFUxmw9jIvFhscNSrLekgvDIy5177CVHLMeHXMlucG2mbBpLA5LR6forU2KUYuqpcmHUPQ8ZA5ra5ZlROUNW9ExzofPdexgqMHnOeZ4TnKc4GJD2Q3nblEZpkXCzWWPv1BbHKcZM5ewZk/o6yOe/+yvc/2xD5KmO5RtjaoVdmFZriluR52w75TnfLZPpGoiagpvuFFbWsrx7M7jmAd3Wa63WIwNyxUoRg5Wc8b9Gee7h+xmh6Sm5BuTEd5DHFcsZjHeqXDSpzUUGpdVsNCgFF6HjNC5QtXhXFfNua7LkAWnmQJgyrPH3oQcUz48rtLwGB8yStfgFKCbx5a76V5l3N3e6XNnQKUKXYVllQNTqJB3BsqOwhnuZqgzTR9yFc41fdY3dGjDFGdZ5nXYD4VVuDh8XuUgmoScO83X2Pvw+avQXshbhWuiwUw9LlZoBWoe+oD/zqVA/A08+EkUBonyoDzKh+N9ejwxgAMX+7BIpcJ4JKxSJ2Hs+Kb8eN3UOQ+g0EVY/vT46jLUPW/OaqqqwSzOai9Nza2TZky4ZvlmrOoa7Lw5N0431dRs33wUryE+hrKt8Mbge55lEfHi8YB5FTGIF0zLhOMipXaaXrJkUUdM6xSAnfiAls4Zmyn/w2d+mdIbUlWRqppIeTSwblI+/vAHcRd3mJ3b4N/dt83/sflefL+iP5oyas25/+de4GrrBu9qfY0HIk+mEq6/4ylIk3D+ZzE+tuTjlHxoKbqasgN1DEUfKuupOo5FO2UyT1HKk0QV1jhqp/BeUdUajcd59f+2d+dBcpznfce/T19zzw72PrHAYnEQPEFSIqnbpCxRAiWyZFqiIh9xbKmismNbtuNS8peSklPlWI4cJz5KZSlR7FTklKKUFSmS4lLklColyzodkqJkIZR4gABx7GJ35+7pfvNHN7BLClSwFIAFFr9P1dRMd7/T/c7bbz9PvzM9M6TOo+ANOB43eMJf4b8/8lccvu31uHCGJIpwvuF8cL4x8EK8PqQFx2mrkjQ81npFfC/F91IqYZ9G1KUWdlkelCl7fXYXTwIwFqzhkTLsN+m7AJ+UtbTE92OPosXsCU8z4RuRSwldj1sKT5E4j9VBkcBSikHMWreAc8axVp3AUqp+j5ODOj4pw94yNc+n52L+/Buf5ifm7mI8vgk/LtNcq/CtYALPHGfiMkcrOxjxm0wGKxQtZj5oki6fIViqEQ6FuJpHtJr1BS+FxFvve97ASKspYZA859A4PhhiMlhhzYHvBnzmyJc4fNcIYatGuOaRFjz6UUTTwMzxRGeY036VStCg6MUUvJilQZWVpMxEuIJPSsNvseaKnBzUAUicxzPxDr7bneR0v0x7UKA9CCkHMY+G04xGTb5ZOM27/u4IM8FX2B/22eGVufeBn2Jlb5X2eIVToxWeGRvhS/Vd7B4/zaOVaU4OHeFffO/L3BD+DW859AYKS7OcWSzS6gZ0O2WONiOCckwQpCRJll+dA89zjA018eqOp4NhJsMzNLzTfPqrn+XwKx8gKYyQBiH9mtENA5YKZR4pTjEV7Se0x0i+fYTadI24UsAFPu2oxNPFISaKawwFHWLnE1rCyUGRJ3vDnIlLNOMizUHEIPVoxxHNbkQcBwx6Pl7gMM/hFbJ9M2iGWGx5UgM8l53r5Md7XHV4sWH5+fmgnO3jxFs/r84Pb5y/fl7vvCyIWJ5DLMmn83P4bGZePl92NsZZmsfRMD/0t4kTAAAYXUlEQVQ1z8cWLtiwPB9HJBF4/fV1OT+LY87PlkFWx0E5q6/zIQk2jEnymJyGELay/Jj6+flDfz2uegmkXn5OUMni49k8/0L0SZ+IiIiIiMg2pkGfiIiIiIjINqZBn4iIiIiIyDamQZ+IiIiIiMg2pkGfiIiIiIjINqZBn4iIiIiIyDamQZ+IiIiIiMg2pkGfiIiIiIjINqZBn4iIiIiIyDZmzrmtrsOPrLBr1k297x9B18fredgAvNjw+mAOnGX/dB+0s3+yh+xf7b0BYPk/3XvZv9v73ew+ifKyLrul4YZ/unfZ8yBfv5ff/Ox5AC7ItnlOCn4fLF+H8yApZ9uzBNIA0kK2zG+TDcfzbQPEdejvSPCH+9RqHaZqq0yWVhmLmuwsnGYuWmLYa3Ig6lC1iAcWXgE3LNLcVaU14dEdg95wijfeZbjeYra+wqGhp9hfPMZ0sEzD77IYhDyw+EpscZ7OzjqrcwH9OvSGIR6NKTa6jNZaLA6dYk/5JPuLx6j5HUa8FvNBjyGvQMFCDr/yAeKpIVozRdrjHt1R6DdS/IkOY40mC0OnKfkxt1SfZKFwgor1mfSb7A2rHH7pG+kvjNPcWWRt1uhOONL6gOJQl/GhNcZKLQ7WjrGveIzrC88w7Q/Y4RW5/8BrSA/upjVbpjnl0ZmEuJbiqgn10SZT9VXGi01GC02qfo99xWPsiU4w4nUZ9o26Fbh//6tJD+ymNV+hNenRmoZ4dIBXianVOwyX2zQKXXaWl6gHXeYLp9gbPcvBqMXfm30Z/vX76M4OsTof0p6A3miKGxowPLrGnsZppktnmCyssFh4lj3hSab9AeN+lcM33s1g3yzt6RIruz16w9Afjyk1stc8U1lhprTCQvEEe6PjTAZrzPseP7nn1djiTtoLDdZmAloz0B8bEA13Ga612dM4xaH6k8xHp9gZLFH2Yq4Li7zpltfRu3EnqzsjOqNGZ8qRDscUqj3G6k0myk32VE4yU1jmYOEok8Ea0z48NHsXwcIuWgfHaU0GtKagO5ng7+jTGGoxWVljoXqaRthmvnCK6XCZMb/JmNdjZ1Dj8G2vJ5kZo7m7QnvMozMOvbEEb6hPpdpjemiF+coyi+UTzEZLzATLTAdN9gRZG6WzE7QWanRGfDrj0B1PsfHeuW0v1k6yv3ycufA04/4a+8MBda/E4ZvvId05SXumzMpCQG8HdKcGFBpdpnescKDxLJOFVfYVj7MnPMGE32U2qHDfDXczODhPd6xAc8pfP4bGekyNngFgrVug2w/pNSNIDWsG2MDAwOIsTrggjxWD7Hj2e0bQyWNCL4sh52JSAl7sSH3DGzicZ+fihd935+JZEhlJMYtdlsckc5Dmb+Odi23hekyyFJJStt2NscnSrG5JcUNMMwhbWVkvzdbvDSAp5LHO1mOgs+y5XpJNB+1sfS7I45uDuARplN28OIt5Xpw/TrPYCZCE2fO8eEP8tfV6ksfbRz/wa19zzt1+/owgz1eYn3Mzv/Ye/I5l+w5wocPr2bn2Pbtf0rz9nZ/tS+eR9WM/W25ptl/TIJtv6fq+siTvw/3n7tskgqCb3Zt7bnnnZ/0YW+97Qb7+s+VcnqPP9ts0yMomUdZfnEFvOsaClKgcUyr2Ga20mK2sUPL7fK85wkq3RD/xGSm32Fs/yUzhDFPhGcaCVW6MTvLO+VcR7FsgrRTojpfpN3y6Ozw6Y9AbSUnLCYWhHsO1NneMf5/bq9/jpsJRZgPHQ3MvhztuZOn6Cs2dWXwJqjFD9TadXkhnrQgtH1LD6xtpYwDm8KKEIEoIgoQk9ShGMaVwwFCxQzmImSqt0ElCuknIqW6F1BmRn1D0B0yVVpgrLjEbLnFb8SkOhBUO33mYeH6MzlhEZ8QnrmTnDoMyOM+RlBzUY2pDHarFHuWwj2eOXhIwFHVpRB1KfsxYtEbZ7+NZio8jtISJcIWlQQWA+egUFa/HmN9i0s8CWOIcKXA0iTg+qPN4f5yneiM80RqmmwQU/QF7qifZVzzOjcWn2RXEFPD5ibm7CObniOeG6YwXWNnl0dydUJ9b5c6pJ3hN49vsCk9yWwRv3vtKOLCbtYUacdVoTxjt6ey8ZnzHGvVCl84gxLeUOPUp+AN6SUCSeoyWWsyUz7C//CyjwSp1v8uu4DRFS5jwfX5y7mUE+xbozjVozoSs7DH64wMoJZRrXcZrWW68qf40Vb9LxetR87p0XUjN69Dw28TOp+siEmfsCU9xNBkCoGgxifNouwLH4yFWkjKepTT8NjWvS9nr0fDaFL0BDa/PTr/IfbMvIX3lzazuLtIZM7pjjsFYTFTrM1ZvMl5ucs/IY7ysfISboog3HXo97UPzNGfDLLc2HMlYjF9I8PyUNMmSQ5oYUSnG91Lmh5dZrJ5isfwstxa/z8Goyw6vzOFX3M9gYoiVxTKdUaO5K6Uw0+LmqWe4b/SbvLV6ggfueYjOfIOVhZDWVHb8TUyf4fqRY9xUPUrBi1keVDjeG+JEr8ZSr0SzX2C1U2SQeCQDj0E3wDyXxZfEcLGH9T0sORukwBLD79q5WOT3WD+fzvOB5fnubPxxG87PN+YQ5+WxzctiS5rHDiOPRd76GIF8Hi7LW2dzJ96G9ee59GxcJN2Qu8jO6d3Zc4CN9bD1mHo29p6Nr87L87fLX2v+Gs7mX7z1WOj1nvvaICv3yO++cH7UJ30iIiIiIiLbmAZ9IiIiIiIi25gGfSIiIiIiItuYBn0iIiIiIiLbmAZ9IiIiIiIi25gGfSIiIiIiItuYBn0iIiIiIiLbmAZ9IiIiIiIi25gGfSIiIiIiIttYsNUVuCicQc+HJPtrehc6UmBQcXh9w4sNL4bumANnpKHDG0AagiWcW54UAMvKWApeDOEapFFeLoHUAyy7pX62eS8BS8HvQ+FMVh3nZ89xHrggm2cOvH62XeeDtwZJBC4EXFY+DSApr687DSEpp6TlhMpIm93DS4wWW1xffYbFwnF2haeZ9geM+1UO3/kmOtdNsTYb0v7HENccg4mYUq3LeL3JfHWZW+tPMh0ucyA6znSQssMr8aabf5x0dpz2zhrtd/h0h6HfgP7ogGiox/TwCmOlFgdrx1gsPktoCXujZ9kfpFS9Iodf/Ta68ztY3RXRHYbuux1JNaEw2mJx9BTjpTVGojZ1v8NstETN77AnPMl1oc+bZ27Hv2E/rYUhVncG9P4B9EZSXD2mUOsxUuoyWV1jsXaSPcUTzEVLDHtNGn6XOd9428KPYft207ynwcpun94O6E3FBJUB0yMrDBfbzFWWmYxWmY6WmQhWqHtd9oZNJv0qh29/kP7iJM25Is13G91xR1JPKI60GK22mayssbd6gn2l45S9PnujZ5nz+4z6Ze47+GO4+btp76rR/Ic+7UmI6450uM/U5PK5bTfCDofKT7AQnWTO72f76lVvp7MwTHM2pP2ufLu1AaVGi13Dyxyon+CGytMcKBxjOmgy5vm8beFV2P5X0N5VpzkV0P116DUcyWhMubHCfGOF0WKLm+pPU/O6HCwe5UC4lr3O2+6jv3eK9lSBtZ/26Ew4knKK1+gzsqPJaKXF7upp9pePMxmssCs8xXTQpWgeI16Fw4d+HLtjkpW5Mq1Jj+4Y9CYGRCNd5oaXGS81WaycZL5wioOFo0z7Hab8EvfNvITgwF7auxs0D4d0h6E34hiM9SnUe4yVuiw0lpgrL7O3eJy56DQHw9OM+REPzLyUYHGB9t4Req/zWZv16Ew7bKLDSKPJHSPHmC8tcV3xGebC04z5XYY9j4dm7yLYs5v+TIPl/SWavwz9kQRvqM/ojmV2V1c51HiKqfAM0+Ey+8JTTPg+da/EG1/3DvpjVdbmI9rvNNrTKa4RUxtaY66+yu7qErPFZfYXj3F8MMRTvRGe7dYAeLo1BEDiPDr9kOW1MoNeAO0A6xtpxRGs+DgP4mp2zA8qkJQczsvizbmQ5jmcD85PMQfWt+wtOpfFHmcOS8DSLLDYwDCXL3ecK2vp+jptAKTZ8y3J41Mep/DA7+Xr9vP4FuYxKM1iV+rncWsAXpqt30uy2FZcymKdlzicGWkEgyiLZ34/C5lBF1wvu99YT2fZDfKyvWzbfi+rWxJlMdj5669fNsnL4ktaB3oeXs/Lc5HD7xtpsN4XvEHWb4LOev9Jw2xfuiDrC5BNe3H+vAGkhax8EkESAt56P8Ot93nL+47z8/wX5H2nn+VXL9/nLu8bZ/e3JeDH2bbO5tSgnZVLQ0iKAUklpe+MNDXS1KMdR4yWWvQTn9QZvqV45ugkIWtJkdBqtNOIp+IR3v/43xDal2h4MWUzhrwCAAULOXz7vcR7JumOllibq/Lfdo/xP3YeYKK+xlRllUNfX2Zf6XPcXHyKQ1HAfTfcTbJvJ/2RIcqRYYnLjg3PgYNeIyAuWXb8FyCuZftipexojvTo1gLqxS5nekXi1GdHoUPRHxD5CdWgR8EbUA+6TASr3FQ4yoRvvH7mEN6hIbojEd1hn6SwYb/5DhcAYYofJYzX1mgUujTjiHIQM1psUQn6NMIOM9EyNb9zruuElhBagk9K0YvppiFLSZWK1yMixcPjobmXE0yOM9g1gQs80sDD+ZbtQ99wvnGi4fOdkX18fAri0ZjqSJudO5aZ/etVpguPsyN8mKLF7C0c565Ck7de91r+720H+Mp1t9AZg+5kQvTvO1TLPUrhCcYLHRaqp7lvxzfYGy6zK6jxxn0vpzJUx9Wr+CNlklKAV/ToN3y+N248Nu74zMiAYqPLxNAaU+U1bhl6kprX5TeOPMx08L/xcewJCjxwx5vpHJxidVeB7nCBp4brfL+a8rfj09TLXYaKWRtFXgLAwHnUwx5FP6bgD5gqrHAmLlMPOoxHq8TO51RcY6lfoZVEeDiGoxYlP2Y4aLFYOM5e/yQhjgEJXrFA6mVtmBQgLTjCSky11GO42GZ/7VluLD7NQuB4w8xtBIs1esNBdg424nDjPcqVHvVSjyQ1Aj+ln/gkqUcl6jNebjJVWmG+dIrJYIURv8MOr8LhV7+F/twQnfGI1pTRHXO4+oDRepOhsEPDbxNagIsCusM+vSHoDyfUR1vs33GC66vPMB0uU/RifFJi59NJQ870i5TDPsUgptUvsNIukvgOlxqu6+N1PQzwekYaZTkRA3MuOzd3hjfIYgPksSiPN+Y2nG97eUxyMChm8QSXxTVYjymWAml2b2keq1LObSMpbJifQLjCuY/JzsbFs/dJfk4PkJSy+c7Ln++ynAaQFNfzqzcA+tl8v//c/A9ZPMTL6pgG2XOCbpYC02jD60zzHJqP5lzKD6VP+kRERERERLYxDfpERERERES2MQ36REREREREtjEN+kRERERERLYxDfpERERERES2MQ36REREREREtrErdtBnZvea2XfM7IiZvXer6yMiInIlUH4UEZHNuiIHfWbmA38AvAE4CLzdzA5uba1ERES2lvKjiIi8GFfkoA94KXDEOfe4c64PfAy4f4vrJCIistWUH0VEZNPMObfVdfgBZvYgcK9z7hfy6Z8G7nDO/dKGMu8C3pVP3gA8ctkrevUaBU5tdSWuImqvzVObbY7aa3PmnXNjW12JrXAh+TGfrxz54ul43By11+aovTZH7bU5L5gfg8tdk4vFOfch4EMAZvZV59ztW1ylq4baa3PUXpunNtsctZdcbMqRL57aa3PUXpuj9toctdfFc6Ve3nkUmNswPZvPExERuZYpP4qIyKZdqYO+rwB7zWy3mUXAQ8Ant7hOIiIiW035UURENu2KvLzTOTcws18CPgf4wEecc4/+kKd86PLUbNtQe22O2mvz1Gabo/aSC/Ii8iOof22W2mtz1F6bo/baHLXXRXJF/pCLiIiIiIiIXBxX6uWdIiIiIiIichFo0CciIiIiIrKNXfWDPjO718y+Y2ZHzOy9W12fK4GZzZnZF8zsW2b2qJn9Sj5/2Mz+0sy+m9/vyOebmf1+3ob/x8xu3dpXsDXMzDezb5jZp/Lp3Wb25bxd/jz/0QTMrJBPH8mX79rKem8FM2uY2cfN7Ntm9piZ3aX+9cLM7D35sfiImf0nMyuqf8mlpvz4g5QfXxzlxwun/Lh5ypGXx1U96DMzH/gD4A3AQeDtZnZwa2t1RRgAv+6cOwjcCfxi3i7vBT7vnNsLfD6fhqz99ua3dwF/dPmrfEX4FeCxDdO/DXzQObcILAM/n8//eWA5n//BvNy15l8Dn3XOHQBuJms39a/zMLMZ4JeB251zN5D9+MZDqH/JJaT8+IKUH18c5ccLp/y4CcqRl89VPegDXgoccc497pzrAx8D7t/iOm0559wx59zX88drZAFnhqxtPpoX+yjwQP74fuA/uMxfAw0zm7rM1d5SZjYLHAb+JJ824G7g43mR57fX2Xb8OHBPXv6aYGZDwKuADwM45/rOuTOof/0wAVAyswAoA8dQ/5JLS/nxPJQfN0/58cIpP75oypGXwdU+6JsBntow/XQ+T3L5x96HgC8DE865Y/mi48BE/ljtCL8H/CaQ5tMjwBnn3CCf3tgm59orX76Sl79W7AZOAv8uv9znT8ysgvrXeTnnjgIfAJ4kS2QrwNdQ/5JL65o+7i6E8uMFU368cMqPm6Qceflc7YM++SHMrAr8F+BXnXOrG5e57L869H8dgJndB5xwzn1tq+tylQiAW4E/cs4dAlqsX6oCqH9tlH93436yk4FpoALcu6WVErnGKT9eGOXHTVN+3CTlyMvnah/0HQXmNkzP5vOueWYWkiW0/+ic+0Q++9mzlw3k9yfy+dd6O74ceLOZfZ/sEqi7ya7Jb+SXGsBz2+Rce+XLh4DTl7PCW+xp4Gnn3Jfz6Y+TJTn1r/N7LfA959xJ51wMfIKsz6l/yaV0rR93L0j5cVOUHzdH+XHzlCMvk6t90PcVYG/+Cz8R2Rc/P7nFddpy+bXNHwYec879qw2LPgn8bP74Z4G/2DD/Z/JfkboTWNlwGcK255z7J865WefcLrI+9D+dc+8AvgA8mBd7fnudbccH8/LXzLt2zrnjwFNmtj+fdQ/wLdS/XsiTwJ1mVs6PzbPtpf4ll5Ly43koP26O8uPmKD++KMqRl4ld7e1kZm8ku97cBz7inPutLa7SljOzVwBfBB5m/Rr8f0r2vYX/DOwEngDe6pxbyg+yf0v2cXob+Dnn3Fcve8WvAGb2GuA3nHP3mdkC2Tubw8A3gJ9yzvXMrAj8Kdl3QZaAh5xzj29VnbeCmd1C9qX+CHgc+DmyN5HUv87DzP4Z8DayXw78BvALZN9LUP+SS0b58QcpP754yo8XRvlx85QjL4+rftAnIiIiIiIiL+xqv7xTREREREREfggN+kRERERERLYxDfpERERERES2MQ36REREREREtjEN+kRERERERLYxDfpELgEzGzGzb+a342Z2NH/cNLM/vETb/FUz+5mLsJ6Pmdnei1EnERGR51OOFLn89JcNIpeYmb0PaDrnPnAJtxEAXwdudc4NfsR1vZrs/3DeeVEqJyIi8gKUI0UuD33SJ3IZmdlrzOxT+eP3mdlHzeyLZvaEmb3FzP6lmT1sZp81szAvd5uZ/S8z+5qZfc7Mps6z6ruBr59NZmb2V2b2QTP7qpk9ZmYvMbNPmNl3zez9eZmKmX3azP7WzB4xs7fl6/oi8No8SYqIiFwWypEil44GfSJbaw9ZMnoz8GfAF5xzNwId4HCe1P4N8KBz7jbgI8BvnWc9Lwe+9rx5fefc7cAfA38B/CJwA/D3zWwEuBd4xjl3s3PuBuCzAM65FDgC3HxRX6mIiMjmKEeKXCR6l0Jka33GOReb2cOAT55UgIeBXcB+siT0l2ZGXubYedYzBTz2vHmf3LCuR51zxwDM7HFgLp//u2b228CnnHNf3PDcE8A0P5gkRURELhflSJGLRIM+ka3Vg+ydQzO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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(3, 2, figsize=(fig_width, fig_width))\n", "\n", "axs[0][0].plot(time, b_A)\n", "axs[0][1].plot(time, b_B)\n", "axs[1][0].plot(time, VA.T)\n", "axs[1][1].plot(time, VB.T)\n", "axs[2][0].pcolor(time, range(n_trials), VA, vmax=Vthreshold)\n", "axs[2][1].pcolor(time, range(n_trials), VB, vmax=Vthreshold)\n", "for ax in axs.ravel(): \n", " ax.set_xlabel('Time (ms)')\n", " ax.set_ylabel('v (mV)');\n", "axs[2][0].set_ylabel('trial #');\n", "axs[2][1].set_ylabel('trial #');\n", "for i in range(2):\n", " axs[0][i].set_ylabel('I_n (pA)')\n", " axs[0][i].set_ylim(0, 400);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "QUESTION: conclure rapidement: à quel point a-t-on expliqué le phénomène? quelle est la conclusion sur la préférence des neurones à des signaux dynamiques?\n", "\n", "REPONSE: On a expliqué ce phénomène en faisant varier la fluctuation du courant, notamment en adaptant la fréquence de décharge des spikes. Les modèles de décharge sont reproductibles et sont un phénomène robuste en présence de fluctuations de stimulus.\n", "Quand le bruit est nul les traces des neurones ne sont pas reproductibles, par contre elles le sont avec \"un bruit gelé\" et cela même avec un bruit intrinsèque.\n", "\n", "Cela nous a permis de mettre en évidence que si le neurone est stimulé avec un courant fluctuant, il émet des trains de PA de façon plus fiable et temporellement précise que si l’on utilise un stimulus plat. De plus, les nombreuses modifications que nous avons pu être amenés à faire sur les paramètres `I_n` et `I_0` nous démontrent l’importance des paramètres du bruit dans la genèse des PA.\n", "Les neurones montre une préférence pour les signaux bruités, dynamiques, qui permet donc le reflet d'une transmisson d'information fiable et précise. Ainsi, pour conclure simplement, on peut suggérer que les neurones ont une préférence pour les signaux dynamiques (fluctuants), ce qui correspond à la réalité biologique de la variabilité des entrées synaptiques qu’ils doivent intégrer pour créer des trains de PA discrets et de timing stable.\n", "\n", "*Tentative d'application : parallèle entre bruit et traitement de l'information par le neurone*\n", "\n", "Nous avons remarqué une ressemblance qualitative entre le bruit modélisé ici est similaire à un enregistrement LFP qui représenterais la *somme* de toutes les excitations ou inhibitions synaptiques dans une région donnée. En effet, les inputs enregistrés in vivo pour un neurone sont intrinsèquement bruités, le neurone serait donc moins adapté au traitement d'un signal continu non bruité. De cette manière nous pourrions ici relier `I_n` à un critère de *sommation spatiale* et `I_0` de *sommation temporelle*." ] } ], "metadata": { "kernel_info": { "name": "python3" }, "kernelspec": { "display_name": "Python 3", "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": "3.7.7" }, "nteract": { "version": "0.14.3" } }, "nbformat": 4, "nbformat_minor": 4 }