From 7286d7eb0142f27d43c270fe6517547416f18794 Mon Sep 17 00:00:00 2001 From: Oscar Divry Date: Tue, 18 Mar 2025 18:43:27 +0100 Subject: [PATCH] TP4 Bioinfo --- BINF2025_TP4.ipynb | 747 ++++++++++++++++++++++++--------------------- 1 file changed, 402 insertions(+), 345 deletions(-) diff --git a/BINF2025_TP4.ipynb b/BINF2025_TP4.ipynb index be4f132..7bc60da 100644 --- a/BINF2025_TP4.ipynb +++ b/BINF2025_TP4.ipynb @@ -1,347 +1,404 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "provenance": [], - "authorship_tag": "ABX9TyOkaYHMV5kAI2JXjqDKbiVa", - "include_colab_link": true - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" - } + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "view-in-github" + }, + "source": [ + "\"Open" + ] }, - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "view-in-github", - "colab_type": "text" - }, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "markdown", - "source": [ - "# BINF TP4 - Algorithmes d'alignement par HMM" - ], - "metadata": { - "id": "lSPnN2vrOzhO" - } - }, - { - "cell_type": "markdown", - "source": [ - "Dans ce TP nous allons implémenter un algorithme d'alignement par chaine de Markov cachée.\n", - "\n", - "## Notation\n", - "\n", - "Soit un alignement $A$, sa profondeur $prof(A) = P$ est le nombre de séquences alignées, sa largeur $larg(A) = N$ est la taille (identique) de chacune de ses séquences et $A_{(k,l)}$ est le ième caractère de sa kème séquence avec $0 \\geq k < P$ et $0 \\geq l < N$. On note $P$:Acide Aminé $\\rightarrow$ Entier la fonction qui associe une valeur entière unique dans [0,20] à chaque acide aminé et donnée par :\n", - "\n", - "\n" - ], - "metadata": { - "id": "c6NL0YIMPDS3" - } - }, - { - "cell_type": "code", - "source": [ - "P = {\"A\": 0, \"C\": 1, \"D\": 2, \"E\": 3, \"F\": 4, \"G\": 5, \"H\": 6, \"I\": 7,\n", - " \"K\": 8, \"L\": 9, \"M\": 10, \"N\": 11, \"P\": 12, \"Q\": 13, \"R\": 14, \"S\": 15,\n", - " \"T\": 16, \"V\": 17, \"W\": 18, \"Y\": 19}" - ], - "metadata": { - "id": "A8LhiAAeP9u-" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "En plus, voici quelques fonctions de support pour charger des séquences d'un fichier fasta et sauvegarder et charger une chaîne de Markov :" - ], - "metadata": { - "id": "qEi7qNzIQ0fV" - } - }, - { - "cell_type": "code", - "source": [ - "def read_fasta(fname):\n", - " #Read a fasta file with multiple entries.\n", - " #Returns a list of sequences.\n", - " res = []\n", - " with open(fname, 'r') as f:\n", - " tmp = None\n", - " for line in f:\n", - " if line.startswith(\">\"):\n", - " if tmp:\n", - " res.append(tmp)\n", - " tmp = \"\"\n", - " else:\n", - " tmp += line.rstrip()\n", - " if tmp:\n", - " res.append(tmp)\n", - " return res\n", - "\n", - "def save_HMM(T, e_M, e_I, f):\n", - " #Save the HMM specified by (T, e_M, e_I) into the opened file f\n", - " f.write(\"{}\\n\".format(T.shape[0]))\n", - " for i in range(T.shape[0]):\n", - " f.write(\",\".join([\"{:.3f}\".format(T[i,j]) for j in range(9)]) + \"\\n\")\n", - " for i in range(e_M.shape[0]):\n", - " f.write(\",\".join([\"{:.3f}\".format(e_M[i,j]) for j in range(20)]) + \"\\n\")\n", - " for i in range(e_I.shape[0]):\n", - " f.write(\",\".join([\"{:.3f}\".format(e_I[i,j]) for j in range(20)]) + \"\\n\")\n", - "\n", - "def load_HMM(f):\n", - " #Load the HMM stored in the opened file f into matrices\n", - " #Returns (T, e_M, e_I)\n", - " line = f.readline()\n", - " N = int(line.rstrip(\"\\n\"))\n", - " T = np.zeros((N, 9))\n", - " e_M = np.zeros((N, 20))\n", - " e_I = np.zeros((N, 20))\n", - "\n", - " for i in range(N):\n", - " T[i,:] = np.array([float(e) for e in f.readline().rstrip().split(\",\")])\n", - " for i in range(N):\n", - " e_M[i,:] = np.array([float(e) for e in f.readline().rstrip().split(\",\")])\n", - " for i in range(N):\n", - " e_I[i,:] = np.array([float(e) for e in f.readline().rstrip().split(\",\")])\n", - "\n", - " return (T, e_M, e_I)" - ], - "metadata": { - "id": "30qlDWTmQ47E" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "## Exemples:\n", - "Vous trouverez des exemples de fichiers d'entrées et de sorties [ici](https://www.dropbox.com/scl/fo/llpj27nr17qkzrcc2w43f/ADdTZVnoqQYK1Cgrplggdao?rlkey=83glsunr3k3fgxhp4w4nidgxj&st=wqo11d1h&dl=0).\n", - "\n", - "Voici un extrait :\n", - "![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABN8AAAJACAYAAAC9j8ARAAAgAElEQVR4XuzdCZj3U/3/8WPJTlmyRCEqKUsoZc+SJWlRSpaSUFIiLZJ9V/YtZKlQlCwlJBGFZM+uUiLZWizZon+P87uO/7dvM/c935m5556Z+/W5rrnmnvl+lnNe530+9/V+zut9zlT//s9RckSBKBAFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoMOwKTBX4Nuya5oZRIApEgSgQBaJAFIgCUSAKRIEoEAWiQBSIAlGgKhD4lkCIAlEgCkSBKBAFokAUiAJRIApEgSgQBaJAFIgCk0iBwLdJJGxuGwWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgQBQLfEgNRIApEgSgQBaJAFIgCUSAKRIEoEAWiQBSIAlFgEikQ+DaJhM1to0AUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAWiQE/w7Z577imXX355eeCBB8pUU03Vr3rTTDNNmXbaacszzzwThaNAFIgCUSAKRIEoEAWiQBSIAlEgCkSBKBAFosCYVmDWWWetLOyxxx7rtx8vvPBCmW666conPvGJMvPMM794Xk/w7a677ipnnHFGAdcWXXTRfh829dRTV/j27LPPjmlh0/goEAWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgw00wzVRH++c9/9inGv//97/LII4+UK664ohx77LFl9tlnHxx8u++++8pZZ51VFltssbLGGmv0q3xzxXlwjigQBaJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBKDCWFZgY68LA7r777rLPPvuUo48+eujwbfHFFy9rrbXWWNYsbY8CUSAKRIEoEAWiQBSIAlEgCkSBKBAFokAUiALDogD4duedd5a99967wreXvexlL963p7LT5nwLfBuWcclNokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAXGgQINvu21115xvo2D8UwXokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAVGkQLgm70SGnyL820UDU6aEgWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgwthWI821sj19aHwWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgwihXImm+jeHDStCgQBaJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBsa1Ap/PtmGOOGdqGCz/84Q/LYostVt7+9rePbVXS+igQBaJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBKDAMCoBvv/3tb8uBBx5YDj744PLSl770xbv2vNvpxRdfXF772teWFVdccRialltEgSgQBaJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBsa0A+PaHP/yhcL3tuuuuZbbZZhs8fDvrrLPK4osvXtZaa62eVNEIX1NNNVX9Go2H9jlGa/tGo2ZpUxSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaZ0BTClu+++u+y+++4VwM0+++wjD98eeuihcv/995dpppmmvPGNbyxTTz31qBqXxx57rDz66KMVvC200EKjqm1pTBSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaLA6FWgrfm25557Th74pgGXX355+dnPflZmnnnm8qlPfap+Hy3Hc889V371q1+V22+/vcw///xlvfXWGy1NSzuiwLhQoLlex0VnxmAnnn/++eo89keP0faHjzEoZ5ocBaJAFIgCUSAKRIEoEAWiQBT4HwXkXHfddVfZY489Rha+efADDzxQrr322nLBBRdUwDXjjDOW9773veUtb3lLWWqppcqss8462ZPBP//5z+XCCy8s3HkrrLBCWW655cpVV11Vrr/++vLkk0/W9nHDLb/88mWWWWYpP/rRj8rDDz9c/vWvf9UF9Hw255xzll/84hc1wVWW++Y3v7mCPMdTTz1V73fjjTeWZ555przuda+r/Qb7Hn/88bLAAguU1VdfvbziFa8o0047bXniiSfqgF1yySXl6aefrud79oILLjjg8Hbvq6++utx3333V6vimN72p9m1SldQCmL/73e/KDTfcUNu4zjrr1PpmTsd26CtNtUu/HC95yUvKq1/96rLqqquW+eabb6L9o6V7iCn3o/8GG2xQtXOvHKNLgWeffbYuOAm+G+eVVlqpzDTTTMPWSPPtj3/8Y427O++8s/zzn/8sc801V90Q5jWveU2ZYYYZhu1ZY+1G3k/cvDfffHN1HQNwL3/5y+uancZiuummG3SXvBe902666aY6DzsP7xjvnKWXXrq+56fkMRi0wLkwCkSBKBAFokAUiAJRIApEgTGnwGSBb5Lue++9t5x99tkVOknAgTiJ2aKLLlrmnXfeCk1WWWWVMs8880w2ACchvfLKK+sXgAYavexlLyt2dT399NMrIAN41l577fKBD3ygAqWjjz66uvgkoEpogTP9OfbYYyuAWmaZZcpWW21Vfw8+0WG//farAAIYePe7311BE+DnucDRF77whQqgJK3u4dknn3xyBRUbbbRR+eAHP1h3mR3oAU5Zn88zaf6ud72r7LTTTv8FwwZ6r4GcB3rozze/+c06lgcddFCFhZ0J/t///vcKFMUEwOjL78TD5z73uQosJ3bQ3KYf55xzTrntttvKCy+8UA455JCy7LLLjio35cT6MSV8bm5ZbNJ4n3nmmdVRut1229U5MFzHX/7yl/K9732vgm9AHNQFaLfeeus6X4fzWRNrs1gGu0EvwNwfGibXAYY/+OCDVZdbb731Rdeb95F3z9ve9rb6R4JOON5LW+l+5JFHlosuuqjOcVCv8/BOW2ONNco73/nOyapDL33KuVEgCkSBKBAFokAUiAJRIApEgaEoMOLwzQMlwmeccUY55ZRTqtMCkGlrvi2xxBLl/PPPr86UHXbYobphJlei+re//a0m73/9618r/Fl55ZUrrAINvvWtb5Vzzz23wqGPfOQj9TPOtF/+8pcV+Lhm3XXXLe9///trEnvSSSeV7373u7Uv2267bfnwhz9cnXIA24477lg47N7xjneUzTffvLzyla+siav7SNY/8YlPlM0226y66Nz/gAMOqE7BN7zhDRWacfJ0LtY3sYB45JFHKvT8/ve/X51iIKd7auekcL+Bbz//+c/LD37wg6qRNutjJ3zj+hMDYIB/33PPPRVigjQ777xz7ePEDlpxOoEKP/7xj8s111xT7Zx23+3cSWRi98nnk1YBLlLQGfwFSjk5P/rRj9Z5ANQMVwz+9Kc/raDXwdkJVnNWmmcbbrhhhW/D9ayJKcZhJiZB5W222abG/+Q4vH+9m8yN8847ryyyyCLV+Uobi3/68scCQN87ZTAAzhzcf//967uF7uZfp87m4sILL1yfnTLXyREFeWYUiAJRIApEgSgQBaJAFIgCI63AiMM3gOSOO+4on//852spIFcX15vElKsMmNp3330rlPrsZz9bk2Tut5E+uKaUqwFsoBenRmdpJ3gI7HCyffKTn6wQ0TUSWxABYNxkk03KxhtvXGzYADxxgwBRXD4+4zLh+gHmlGc5d9NNNy2vetWrymWXXVa1Aag4Zejy+te/vkK5Qw89tEIpz/zKV75SS3R7TWK16dRTT61wUfLNfWdsBARAZmx8d/gdIOZzSbTPWhlnX79viTY9fK6t3I5cR5L5ueeee6Lt5c47/vjjK0z70pe+NEH45jnu39oHjn7nO9+psJPmg4Fv7sch1PSghfv7nf4ZF79rujuPs6qtn6WfTUPX+NJO57vO9UMBP9rSrf3000//P7p6pmc7178d2tXa31cb9KVdoz8O/WlrgikVdF0b13aOz1sbWttc6/ctZrQBXDd/fv3rX9f5Qg8Ae6jwTbu1pfWVO5RLFFwG98SdeWbeaWdnnHb2t8X4hDRqfRcnneuldY6v37e4BJK//e1vV/i22267VXDedG1x0jkW+uDapi2NtNn3ocYNV6gx8McFLtzmQgW/vXeA/fe97331Dw6DWX/TnD3wwAMrQPee84eGXt9PI/2+z/OiQBSIAlEgCkSBKBAFokAUiAKTUoER33BBQskFwtVmbSEJ9+9///vqwlDCyRUCBHFmOEcSKGkeyYMoQJFkmSNttdVWq6VYnesTgQdKScE3zrSJwTcuM7BLoq3siitOqegRRxxR/vGPf1TIBMpxnIBvnGJf/vKX6/25hD72sY/VZ/zkJz+piTNNJMYA3VDhG7ch0AmGSMgl437X1qUDDCXkICnnHlciEGgs/Z5GQIX++Gpgzr24X1wHbvg9kEpLTpsJJeQDhW9gDqAipkA3mgBFHE7GSBnwYOCb+3Fk6SOXEgBrjIAL/aA5HazP18Cbda701TVzzDFH1cJ1t9xyS70XOMftKO7Bl6Gsd6Ut5og+N+25jNy/E87QxrPBbGt8gTfN7cS12QBr5/xSvmtO0pBLzf24oYyZ8mvPobPPOCiVGdKAk0y8cjYZPzCHFqC62FXK6AB4gG3PFiMA9Prrrz9k+CbGPFPMmVOXXnpp7YNYBuCMifaLh871JIFofxBwLo3oSRtQ2lh1ayTm9P03v/lN/aKxPrt/W+dxySWXrOBMP2mpTRyZYsAfFLwDHNxlYkGctHkDrF533XV1zTTamifWfjRvjF1fYzbQ96O+igXvEWuu0d1YGmNtE/eAvPH2hwBOxF7BmdjkpAXf3CPwbaCjk/OiQBSIAlEgCkSBKBAFokAUGK8KyJlVGu2+++4js+GCxLWVJQFMa621VnV0AEwSzF122aUmwEojlSaBTENJNgczcFwn1lbjnJEYW29NctwJNXp1voFvp512WoU2gIP7ufc3vvGNqgGgBhB0wrddd921/kwnn4EYQA73THMeWQ9tKPCNu8z9QIPm3JJsW6/Os0FCQIOTBRDwXGvf2ZUW7Nhrr70qJABZrNP38Y9/vI6bwAJguAN9DmY6QAdwFZyYUDnxQOCbdbSABIBNTGmPo42T/gCkvcC35vIDRa1TZ50ukIw+YhLY01c/K1/kVgSWxK8tg8EWsBK0ec973lPX8NM+JZBcXgAV/TiOei09NHdAJaWanH1An7mhzT6ziL144JTUZvpwXB122GEV4gBPwJr4NtfAXo4w0Ihm7iO+xKqNQ0AgMed80MbnwBsnIvAI4Igf49s2E9lyyy3r87/2ta9VMEsLMFdsgNTmut+JB3FnnT9OzuGAb94b+ivmwDHzjF6AJMgFHhoX7xjwmEbOMc7tGhqBacZYu62HyL1FI4d2O9/8p5V7imPPaa46pebGl24HH3xwLa8VR55FJ++0VnJtPigppw+txSx36+GHH17XZXPvBph9DmSBd8avVyim/UA5+GkuW/cOYDQmDrDQe49Ll3PXeHVCwYG+Sxt8syamd6d4cD8gzzvP+yFl4ANVM+dFgSgQBaJAFIgCUSAKRIEoMB4UGHHnG9Ek3VxWRx11VE32JK0SP4meRBdoUhrWXEwjKXRbE0kZrOQaFAA1OGU6D8k3aCBJB5Ikxg3ctM0TLOzeyk5tcKAEDpDhRAIKOMuAC64z5ZGcKDZQaM43W9B++tOfruu8SbRBC9/BNg4sifpQ4ZsxAFaAJA4/iTjwxakDFIFs+mctNiW42uJnAEOfOWXAAkCC60lfJNsOsEpfQQcOLUm/dnumvk6opG1i8E0MgTvuBXxZvB0EA0E40K644ooKlHqFbw1CtB1huYBoAdoAJNxbxs7GDgAPzYAWgMdYAlcAHLeV33NQcUeBMGAYGKGtNOq1pI+ONHQv8MK9uOtowbUF8NktGAA1l4wrQAYkgjWgDeDUnHDmHVjGXcp1Bcxpvw1FjK126hcIBwB7tnkJnoJXQI6+mgtcTkqzOTSBSVDthBNOqLASwLImoj53riFGD8/66le/WkHgUMtOwS5AUv9AMkBbHIhL8S2e9cfYaKO2AKLO01bzjkZ+b3dUsQ7o0oiu4sm9TzzxxOqU40TzbgBAxYQyZ6BanJiX5qp4FydcisZHu8C2VsIOromttgaiz717wDexQzftBrTsCk0zjmAbtjQg2Mv70fvW2OiHsQJRm+PO+8tcoodx9e4xp3p1aLY/rmgvvUE3/fS+8h71fjfeYmgoJbS99DvnRoEoEAWiQBSIAlEgCkSBKBAFJqcCI77mm85ycgBJbSdR5ViSXb+XcHJdcY9ImiXJI3lIEFkBlYhyaHApSYy7Fx4HHGyIAHBosySzrZWlFI+jRQltJ3zjVgLk7O6qJM75En7AytptXCjcZp4HdnCV2ZwA5AARJMbAG224UyTqQ4Vv1puTxHPZeT5HDmAAFHomaGF9PslzW0cNyHF+K0vlxPr6179e9dp+++373HkVvLNJBUcV0Lj88ssPGr7RjYbGQDs5eD70oQ9V4NQ2dwBI9GMoGy6AZsAVyAfCWtvPuIJdYCPYAviAIdyL2gXK0QkwsXsnrQAh5cHAlbbqe6/QAZwGBGkH7oKi4JhYEbNgNiimPRx4b33rWyv8AT3FI7cVfQA3cw3g4X6yUy/Iy8GlX3akbRuJgDPaD8R5tnmq3QBxW4dRDBoHQAdcA9DEijZyxQFL7iM2uo8G32yKoC9DhW+d9/cuAWaNEfcmIEn/7oN2ykKBdhppp3aBa8CguAWKaOod4Gf3dQ1QB4IZawAOhAa3uLu8Nzodu8CbuUbjffbZpwLsvg6gE8gEfJV++gL4xbsxA8aMvfcKbXs9vNu0RfvB4c6yWvH7pz/9qT4DLDSXB7MzKwAJEIO1IKNYpBEY750vRtdcc81akqp/OaJAFIgCUSAKRIEoEAWiQBSIAuNdgckG37hsJJqS0bPPPruW0nH2SH5BDzBDwsyl0pwZk3owiMGlwvGifA3QAbu6XW/aATgAM1wdknuJvev1R5Lt2GKLLf4HvgE1+m6dK0kqp18DD54FbHTCty9+8YsVQIIiEue2g6pnA00NvnHocN+4Z1ukvVMvjjbARLILyrQNF/SDxsoE2yL0gARIxg3E9cI9pp/OBZa0b3LCN2DFGIE7oATA1soI9RkoMgbchoNd8819xCHYBVQAHtxP7QC16AOiAmoAKjDF9QNEAqZKBLl8AAeACcThMuu13NQzQS59tvOrGBM3wEabG8r6wCIxAsKBaqAZJyAgRCdtU8po7AEesQKMiCUxDvKIe/NRmaS5KK5BKXBOLGh7g7TaJebBSbGhDTYTAPmOO+642m9wCigCp7uP0QDfxJL3Do18dWrkZ+8D7jMaAdNAqrkLLNEDPDev2tpoyla5Ebth40DhGz29H8C/zvZoo7Hj6uTE825pa+j18l4Uy9ri/kqOzZtO55u49i72OXjMGder803MeYb4AiLbGo/6ZW1P5ffeNZx1nKM5okAUiAJRIApEgSgQBaJAFIgC412BEYdvHig5k7BLxuyox7UDHEjwN99885roAiicMBxHIMJIHOADt5RyKSBFWyTW3a43bel1zTcgiAsHLOMm4iqT6HO6cYVwmYBgnWWnnG/W1wI7lA8COtYvk3Rzz4BvNALtABUloJJezpLOQ1+seWW9LrBFst252ymHoTXd9NO5gAS4ACJZKwzIAl2UYPYF3zilnAu6jITzTfvoAbr5N9BjnJrTSEkdlx1X3HDAN47Dz3zmMxWetUO5IiDKgQjOGKu2HpzngljABkhyyimnVHAGJoPKvZabeibHmntyQgIxIGpbN6xBMDDbHOKye/vb314hKweTuDPH6GMuAW3aD5Zx4QGMbQMCgMfc5OAzBz0L2AXPlCCCaQAw2NQO15gPruFmUg4LztKDS9M1fa1PNtxlp50xP1Dnm/6BhIAatxmNzBV60MfnK620UtUIMAK2vSPMDyDMHAZD9Q+kpCfw6b3W1lLTrv7gW9s9t71jgG9jJn7BX5+D79pjXhtHTkJfbcfUXt6NgJg48gzrEepbg2v6xhWp9Fi8ce52At6BPse7xZf3DFdt5x9P6KWkVom2P25w3+WIAlEgCkSBKBAFokAUiAJRIAqMdwVGHL4BXEq3OIW4SkAkrh5la8CAEkdgyjpQEnmuolbeONjBkIh7rkNy3d8GDpJtpXWez40GVvW3KcBQ4Bs4AZI4JLwAF5dJf/DNWloNQBowCfTee+/9X/BN/7hyABMJfOcBDIAnXCzAn0S/wTdgRpmvMjFJOPgm4VfiBqh5HocZ2ANQjBbnW1tYXykb+GYXSDBKe8WXjSy4bPqDb50xAQ70BVhb2SkH0rbbblvLDFu5KGeYZyg1tKYZSNoAUwNexkOZMZhMP/ANSB3MQvlAq7i0A67rQVv3bO3Wb7EkrgBWMBJM0kbgh+MO2AUEXUMbn5lbzfkmZsARmgJJXG/6qf/W4OPyE2fKbz2/HaCf+atUG1jkdOO+AyWdJ+76OsA37TDXB1J22sq69VMfOuFj9/0HCt9AUTr4bnxpBDI6QCg7HivNpBGY5g8GXINtjUrx4GfzDpADlcBx46QcvR0NvoFa++67by07pZsyT33hmHN/egPqnGdKV41b21BFXIlD8faRj3xkUPCN5vrqDwzua3yAPf0QY9Z684cC7wnuyu7dTo2BGKBvmzfdJdT6KlbElvZ3lpaaE7TUF+tfcr/liAJRIApEgSgQBaJAFIgCUSAKjHcFRnzDBQmnxBJ84yqxlpKElJMJYOKcUpbETWW3PYuXc4YN9pAkgwkcSpJcYIJjpBu2SCYlnpLGtsi6hLgvKKMt4JtyTDAFjJCwuwdHkeQZyJO8dq751pxvkwK+Ncea/hrU7sPn+tL60+Ab8EBfCTGAJaHm9OK8kYQrCwNIgTnt5+qSVCsvlKDrM2eXL9DBuCq76z6Gc80397ZGl91oxYn18rh4OJaAXMk/oKMffW24IAaND7iiXyCrNnePdYNvHE5KTgGV5hLyDFASQAaMOTTb4d5ApbaJD+vDgXDaSLPBHHSm4QEHHFAhHGcZONMcaNxX1nBroA1QdZ7xBVVASOPWAJL5oGyWW9EaZgCMmDCOwMxyyy1X++t8z6arckQlqeYPgNR5KHelp3PAYhtAKI+kS3/rNvbqfGu723I2AnrWIwTS+1o/byDwzTnGiIPRYQ1HGoF69ASaAUXrnjXnG6ApprxTWv/MOV9KNq01SAtlytY1awcwZyyUhptPyy67bIV2/g2mcoFxtYJ43GD6573SnKraYx0970fQiqNyMM437zZxBHoab89omz0Agd5/4h00My86XZpt11Xx7FyfA3id59DBu0T8ex94F3a20x83xJv3JJCoLzmiQBSIAlEgCkSBKBAFokAUiALjXQGcRq64++671yo+/KIdU/3nw/+lOP0owrEB1ki4lNb1d7R11YAT5Yx2CwQ0lFQ6OEKAOMk/+KYkckIOl4kNkKQVFAAfODaUkoJi3Qt9S4q5qZSUSYyBjVaG2fmMBvNACgBOYq4EzLpGIIDkXAmn+0ksOUv02fmSVsmu8kXOIgeXGugHpnDKSMIlwzSQ8Cv94six0L8k3fkS9OYYlIxL2vtaU2tC2jT4JlEGQZXKgUP6rAyPOwYMVcKoNM2zlQYDTtw/dmzUdyAEpJDQK7XjyFF6p71gCSChzBhoUJYosddmsBL001da0JVm1qQyTu5r3TkljcaLKxBoUQbnfDDIeFlLjb501h5QgBvNhhXiSpkvCNI2xaCJdokJEMBh/FzfNhFouoFvSuQAJdDM2IgNUI8zkAMRSAUcOxfzBzjAFnCLLtqhnXTpdZw6x9A4ATBKXM0JpaXuCZyZxOYfsAhG+r1YBoMAOQ5ScQKu0lZ8cbNxwlmHECBxT9DV3ATdlIy6D3hmfoNyxtG9wKXOwxjrs7gUH6AMN6fru52mzjVOdBRnoK7543nipsVENwx1f/3hmgI1uT+trdbur+80EkOAo3ETI3bW5awD1ny1uSRuxCMo5rt5RiOx7g8E5qtSbrFHI/Elnr0ozRFtAKn83pi3HU3Nm1Yu3jRyH3MHfDLPAErzQYybN+Csd6GYErPchsaXe1DM+NlGCOLatd4t2kqrzvLWib0P9Rk4BEfNZ32jvRjVRs49QNf8Nj87x8C4eleJL+On787r3DzC/fWJRuaZvvr/gIPYxh/grXEH9cWQNfNyRIEoEAWiQBSIAlEgCkSBKBAFxrsCI152SlBrF0kmJd3cOkrdOCEketxXQInyLwAODex1Z8jOQZMwSqJBAZ3lVrEQPldbOzg6JIbAhn9LbPvbSZBLTwIJUHBfaZ/E3j1BChsXKMED/QAIUAvoA3H0s20kwTUiyQcdfeaekmwJLTggMZbgg4+ScQnybLPNVpPeBhMl/J6rPJfTqZejbfrA9QNUuLeDRr44orQdhPSZMQBtON/AHOdoL2gGhLXyOUBCWZzF3OlpjMEQugFpEn/gDTACTjjKrAkGKoJmHDO0cz5t/B5woy1w5N7WHJO0AxUgEheX81o5pzjyM3gmnsCKBvD0EXgEkhrEAnkBJetTdR7N+aa/xgTkATroDiaAJpxd+twNmMAwDk5gB2hocLU/J+VAxg5cAihBG1rR0zi4p7g1RmKRWxQsbCWGNAXNtL25H9vC/u7nXEAY7AGrwFT3A2Rc09bs0udWqtjtutI2oFH8a5s18sRm9zzyXM/gvDJ/OAfBGKBHO0BMEM486XbMAUZKoQEs80Fpq3Fpmrb+Aoht8xH3N67OMw/FGkDcHIw+F6fApfnZrZFYBPRALmMt7rQdNHRfz24l5MZQ+z0DdOpcq9L7re2QC2S61hwU2+a8GPU7c9H7w/qK5pSD/sYWHNVecBog4/yjVV87yU4onsSv8k/OSGPW9DOXgW3Azzh3//HBnAJ0rTtoTptT4Fu309W8BOD0Q4xyxrkXLb0zwFBt79y4YyDxn3OiQBSIAlEgCkSBKBAFokAUiAJjVYHJAt+IJdGzAyP3jSSNY6zBJ2AKTJK0DQW8eU5bVwmwAGc4l7jzOt0iYIzEGBCUSAJO/a31JjmW/IOGkmf3BBiUh2m/MjZlh54LHkiMgT4JvqQXBGibJrgWJJCotkTb88EuSS6YILGXqHLX0EPyDUJ4vsFzvpebW6UAACAASURBVPuBZb0crfwMYGrjwdXjnhJ7+nO0dAIpybdk3bMBE/cAH52vrRxNNHAdcMdJI8FvkKi7fa6jG8cPoGAxecCxe826dh29AFnQC+SgMajhGrHk+aAedxO4Au44x/gAYA1SeBa9gTtAw/3o2O2wbLud6jMY1DYqMCbuBVAAxX05j6zjB9Icdthh1cGp/Lhzk4JexqrzXFAMxDBvLI5P2xZrQA4oBTIBNq0M2jhwLIk180k8giz0NI7gqTEzN4AT/fWZMQVL3UdMijFOKfOnrx2IxQ93FxiqPJbm3ZuliC9tsakDuNptrhU/4hl07t6YQuyLESBRW0Au87S9I+ii7eCeudl9uLe4Np/aWOub+WqsAXga6TsY2NypYoVGYJFYAp4AtLb7KVBMD+dzEtKoe51Kz3GNceMu8x7xDDHky5jpBz3cTz/1RZ/9zjwzvv5wAZz53uZ+p+tyoHFl7rq3trif97G4EM/geF/vP+eICe9KcWGM9LV7jFtf3Zuu5oIYFf/0oaPx68WxN9B+5bwoEAWiQBSIAlEgCkSBKBAFosBoVGCywbcmhgYoJ+MuAjeUqg2lNG8wIgMY4JwEEQzqa82ywdx3rF2j/wAA+DAh6NkW92+Lrg8VkA6HTtrU3F+D2dCgrzYAB0pTwRcLw3PcgRb9rTNGP+1oUIubEYzl0AIcOh1Sw9HnBk2b+21i49C5s2Z/5zbnY9MQqPQ7fe7LteeejuaMVN4Nqu2xxx79Qrrh6vukuI/+6PuE5kCnRv4NFve3+UB3G9vcESvg00DmmXv0t0nMUDUwZxqo1J6hlPj31Vd6gqL6C9I1F99Q253ro0AUiAJRIApEgSgQBaJAFIgCY0mByQ7fiAVucLNIzJQkDaU0bzDic5pws0g+uUv6c70N5t65Zuwq0OAbd5gySvCtv4MriHOSo4lbkCtN6SB4ZfOHVqI4dtX435aDThyHABKwSC9OP65HpZ3W0JsYEBxPeqQvUSAKRIEoEAWiQBSIAlEgCkSBKBAF+lJgVMC3DE0UGG0KgGnKNS0cDw5zZPa3CQf3kNJlGy9Y622VVVapTh/llSCUktNJ5VyanLrRx1p2tFK2CmIrHwfglHcGYk/O0cmzo0AUiAJRIApEgSgQBaJAFIgCUWC0KAC+MensueeeI7Pb6WjpeNoRBfqj0db3snGATS9sMqF0zrpa1lOzw6aNATrXPGulh7vttlvdOMO6WNa0Auvs6NjW8xpvitugAHy79NJLq0bWQ7MAvw1ArNc2XOW/40239CcKRIEoEAWiQBSIAlEgCkSBKBAFpiwFcANmnd133z3wbcoa+vS2PwU4uaxDyNkFpDls4GAxeov1W5uwGyxxvym7tMGEjR9syGBzCEBqPLreaKLs9JprrqkbcPi3xfSVjYONAW+ZX1EgCkSBKBAFokAUiAJRIApEgSgQBf5PgZSdJhKiQB8KgG7KKNuGAtYhtBGIReP7W5Ow7SCp5BSgc+54h1DWuLPjLGBpXTv9zhEFokAUiAJRIApEgSgQBaJAFIgCUSAK/H8FAt8SDVEgCkSBKBAFokAUiAJRIApEgSgQBaJAFIgCUWASKTCs8O28884riy22WFl99dUnUXNz2ygQBaJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBKDB2FADffvvb35YDDjigHHzwwbVSrh1T/efDfw+0K/fff3+55JJL6rpYK6ywwkAvy3lRIApEgSgQBaJAFIgCUSAKRIEoEAWiQBSIAlFg3CoAr9m08Nhjjy277LJLmW222QYH3+67777ygx/8oC66vtZaa41bwdKxKBAFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoMFAFwLc777yz7LXXXnW300E738C3s846qyy++OI9wTcN+Mtf/lLuvffe8re//a3uAOGYaqqpyqte9aryyle+Mou4D3Q0c14UiAKTTAGbStxzzz2Fy9dGE+2Ybrrpymtf+9oy99xzl+mnn36SPT83jgJRIApEgSgQBaJAFIgCUSAKRIGxqcCwrvk2GPhmh8hf/vKX5corr6zwbaaZZqpK2iVy2WWXrV/zzTfff6n7wgsvVEjnHJDOITHubxfKsTk0afVoVEDsibkWd8PZRvducTzed0kdTt1G6l7PPPNMfU/dfPPNdYdX7yDj9eSTT9Y/OCy//PJlrrnmGqnm5DlRIApEgSgQBaJAFIgCUSAKRIEoMEYUmOzwTUL74x//uCa1s8wyS1luueUqRAM3Flhggep8UwvrvD/96U/lV7/6VXXJ+dn5L3/5y8vMM89c3XPrrbdevYYTZTQfTzzxRPnd735XfvOb35QHHnig9le57pve9KbqnukGLxL96667rjz++OPVYcNd2HnOv/71r/L73/++/PrXvy4PPvhghQL0o417vu51rysveclLRrMko75t4k199s9+9rMKWV7zmtfU+BuO45FHHik33HBDueWWW8rf//738tKXvrQsueSSFTz792BB3LPPPlv+8Ic/lF/84hcVbHcfM8wwQ51fb3/72+scGuxzhkODgd5Dn8T61VdfXfs044wzllVXXbUsvPDCRX96Pf785z+Xm266qdxxxx2lgVX3WXrppcsb3vCGqn87zDPON3OW801bvHd+/vOfl7XXXrusueaa5RWveEWvTcj5USAKRIEoEAWiQBSIAlEgCkSBKDDOFRg18A18ADQ+9KEP/Q8oevrpp8vdd99d15QD3yS94JJkubmFAIzDDz+8vPWtbx3VZaqcfiDZ+eefX6699tqibxL4t7zlLeUTn/hEefOb3/w/8PD2228vRx11VC13e/e731023XTT/9LIPa+55ppa9uvcVso7xxxzlM0337y8//3vHzZQNM7nQ5/doy/w+73vfa+ceuqpZfvtty/rr79+mXfeeYckh3F67LHHKny+4IILKihzAKUg7Ac/+MGy4oorVjfVYJx2//jHP8rFF19cvvrVr1ZYDcY2d6j7zTrrrBUyiTuQaSw4R5966qk6f7797W9XaOZni1Vyns0555w9jwfoZi5edtllxTgD43TzHtp4443Lq1/96n7vCcDddtttdcHM1VZbrayxxhqBbz2PQC6IAlEgCkSBKBAFokAUiAJRIAqMfwXGBHzjdDv77LMrgLKT6jve8Y4KEjhgfvKTn5TLL7+8ul6+/vWvl5VXXvm/3CqjbQhBQv248MILq+tI0n7FFVfUtaK22GKLCg+7HTwS/JNOOqk6btZZZ53/AZQAJIAHJDjHz+eee251agEIH/vYx/5rMb/RpslobY+SQk40Ol511VXl+OOPrwB09913LxtuuOGQQUsruf7a175W4dhKK61U3vjGN1bQd+aZZ9Zy60996lM1Jlo5di9aPfroo3Xe2MqYA5Izq9OtJ87mn3/+sswyy1TgNxjA10t7huNcYyLGjQdo+dOf/rTsuuuuFUrPM888PT/C+Nru2ZfxuPXWW8t5551X59mWW25Z3W/9HZ3wjXtw9dVXH3JM9NyBXBAFokAUiAJRIApEgSgQBaJAFIgCo16BUQ/fNJDbDfhQqmlXiEUXXbTCKsBCyRe4wBl33HHHVYDRuWVrW5dJyZhDaR2HT38un+akk+Q72rlDKclrbXBvgOyQQw6pAAFsAw2UzymV1e5WMuua1hb/5sZxcCsptZvQoa/77LNP1eZd73rXROGb57jGd8e00077YunvcERwt6a09Iy+NKW7r851/YyB8/s7utvfuSZbg0qtDZ1rtrln07k9z7WtbVxQAA+XFZcil5XP7U4yVPjmecYUOLr++uvLZpttVj7wgQ9Ul5vf//CHPywHHnhgfc6HP/zhWm7c6wG+nXPOOeXQQw+t7sftttuuusOGA7LRrc2pdr+mLf2a3j4zft1j3Rnfzp3YPOucQ3TQN4DyyCOPLF/4whf6hG+dcaEdLe7667/+XHTRRWW//farwBO0Hih8U/rK+QZm5ogCUSAKRIEoEAWiQBSIAlEgCkSBKNCpgJwWt2LmwbVmn332Fz+e6j8f/t/WowM4BrvbaVvzrb+yUwm0DRk0jrsLYLO+E6iieRwrSgEl4hxl1uNq7h6fc6fceOONdX018MQOqtbTUk7WDeA8izPN+dbfkqwvtthi9XwlhoMBcK0Nns/RpLRQmZv12yTrSy21VG2H7wsuuOCLDidtBRvBOhq5DzADwkyoFM5QgQh77713hW8bbLDBBOEbt4914jiJtA/YW2KJJeq6cspWh+N4+OGHq6PIl74stNBC5W1ve1t1L3ZCNdCNPsoKxZOflV9qD32c2w1OmhNK2a1rlCQroaSV8eQstIWvtb3uuuuuGkP0FuhKfF1vu199p7HY4QTjomrONOvtOcTSySefXL74xS+W973vfUNyOSk35mhU8im+Pv7xj9f2aJvxA2d9Zjw4sLg9ey0LnVTwjU7aT3Oa0EqbaUhrc9DaaF4s9ASwuqGU651jXphziyyySC2BBQf7Aq1AqPtxu3q+MXbt0UcfXcejL+cbxyJoKi64/Kx9aE1J69v1BeCGAt/ifBuON0XuEQWiQBSIAlEgCkSBKBAFokAUGJ8KyGOxhz333HN0wjeyayD30WmnnVahB6AEyEj0wRbwCKwAyjjDQArwCkAD5sC7Bs4AGfDnPe95T3UVScol4mAYWGXdNLsZdrqiwBjnAjkcd70c4A4oYT06IIDLTXsl+uATtxuQaB03/VKKalDAIn0G6vRFP4Eoa41tvfXWEyxDHKjzDYi69NJLy3e+850KvYAScIwmynute2XR/8Ee4JW1tKzVB65qF2cfrZVXcnt5jnH0XLCRYw9kafrruzFVTgxCgafuQaOHHnqoOpW+9a1v1bW6WrkuIATu0JeLSVxY+8yabWLCvQHMnXfeubZF+8SIsbJgPn2VaHquNdnsZun7JZdcUtdP+/znPz9k+Mbd5n5f/vKX67p8tG5QtcGtL33pSxUwcb5Z/017ejkafDv44INf3I2TzmLYHAByB7M7Z1sDj7b0bM4140tb9xVPxkR8W49tq622quPhAMyNhdizmYjxNF7aJCaMdWuXuLe22ymnnFKhuHs2F5vvyoA5ERt80xZzjGPxjDPOqHPN3Keptllb8ZOf/GQF+N0bswwFvnk3KDuN862XCM25USAKRIEoEAWiQBSIAlEgCkSBKUOBUV92ahiAD24orjcgjtMGJPEFWAA53ENcQhJyEEXCDirZnZKjiOPF52ABJxPQ9LnPfa4m464BQr773e9WZ43zQSeJvJ0ibWLQ3Em+93K0RfWVFoJFzfkGInC+WYsLHODKUU7bAIvPOaO4gwAIa9uBFsrbLDA/IRAzEOcb+GORf4ACALHGFSABRllDj1tICe+nP/3pCk16LVXUb7DROnz6DIDRGvAAN63VRWPQkQsO0DG2xgQc0k9OQIDQeNGPE+y9731vHXfnA3qgpvjgDPN77eRwA+UATOXK4Kn7AGx+LwaUFCrF1E46KM8EgIAwmxwAQZ2glTsLMFIKutNOOw0ZvnEDup8SZPcDj6zx1g5jeNBBB1WIBBR/9KMf7RmUNfiGrHN7ub85oM/6Jubc29yYUFlvd7ybFzT/0Y9+VIk9bZRpup95JE7FDggHpILLn/nMZ2qsizVjAnQDbOArF2KbF+Az2AhkaZP5CB5yTZp75rr2m9+eBbQCtg2+uT/gq9TWOnna4R3R3iHiSHkvPenRvWvwYMtOs+FCL2/FnBsFokAUiAJRIApEgSgQBaJAFJiyFBgT8E2yb2F0AA5Mk9yDF1xR3E6g1Tvf+c4Ks5SjOZebiXMMqLMmlDJK4EcZ5+mnn15hFjebnSsBpyOOOKJceeWVtfSN8wlI8FzrzQFIwBko8JGPfGRIEcLJZIF9kGCbbbapTraJHUCT8jqQCMAYDvgGXNnEAYzguGtwhzPKc7gMOb7UIwMrvZTcCipjc9hhh1XnHsi2ySabvAgagRZAiCOQ44uuQAlYZCMKY2jnW2PrXBtSnHDCCRXIcJ0BMIAkmKa8Vqmisk3ljUpluZ3ECa233XbbChXBJmOoPfpmHAEbz7W+mt+DQdxw3FrdsHG44Zs2aodx5X6zNh9nYzsAZGBOHLd1+3rdXZUDDCDjUANrQU7OLNqZBzYyAbR23HHH6rgEyXo5zEN6iRnjS38wDsDaY489KvS08QdwZn1DgMoc0x4ac/OBpoAgfe0aal4aZ/EoDsDH/fffv/7O5iHi37wEZK335p2w22671bE0fsCq+eo+O+ywQ30v6JtYFkdAnvi0TqS53rm5yVCdb9nttJfoyblRIApEgSgQBaJAFIgCUSAKRIEpR4ExAd/acLSSMm6a9iWxV64o8ZbwS86VooE1Ev9VVlmlwqW2XhYoZH0zybl1xCT8nFL77rtvhRGSfNc0+ALM2f0QaFh33XUrNBrKMVLwbUIbLhh05bXf+MY3aokeANa5oD8dABRwDJjxeS/rjYEYYAqnGuceTbnJ2kYR7fkAirFxHigEMnq2tbp8cd+BrKAZ0Abu0J8zUSxwJHJRiQGwlFOO+w1oAgs9j7OK68vPoBOYasz9zmYHHJAgJCcVEAQi9QUahxu+6RfXIRjE7de9hlxzLxoHn4FXrWxzoPHX1jsEsKypxt3oHu4NWinX5ew0b9Zee+2ed8Q1J2ho7nEMgqDGwz0BZu5BZd/KRekqDrhX/Q4sU2KqjLgdV199dW0LgMqZ6DNQnMMNgGvr9zkfvLT+nnne1nwz7kpZxQjYprx0gQUWeHF9SE5Iu7+KG2DYOm0AXzsC3wYaWTkvCkSBKBAFokAUiAJRIApEgSgQBXpRYEzAN8BMmWRbgL8tvA/AAADKSyX1XGySfLAGYAE3lLQBLZ2HJJsTysLwytMsHM8JAwZZf6zTDeM6UAhYAIq4lIZyNPjG5QU6TQ7nGx0BJ+ACxOze+KDtZAmIcZRxHPUC39qaYIARhxU9u8fAOZyI3E9cTlxdwJu1vbjW6OM6cAQMcx+ON0435avaozSX00n5JicfIMOFxc2m1JATSZkq92NzdXHSiQsbdChZ9QwQSoxxIirB7OsYbvgGenL5iScQSvltA6BtzTfgE1j0mTHodc03sJFGtAa0Ojes4LwE5ehJI2WhwGUvh7kHdAFc2gh2iimwTXmuss5vfvObdWzMS/DM+mzKmsE6Y9+5wwtQC6QZQ/cDVN3feo5cgMB6KwUGLzlYO3c79XyuTZrqX3dctx1YnacdSps7nz8U+JYNF3qJnJwbBaJAFIgCUSAKRIEoEAWiQBSYshQY9RsutLXDuGUk1BwwQE1bowo0kdxbmww4UWoGNnDgWGSfm0n5W2cZoX9LwAEa7jeOG7AAYAEIrE/WeTgflANHuj/rNVzAN24ncGlSlp1OyPkGQih5BLroZ+0zcLHzALz8ru382cuab223Tovs66d1t+jcfQ+us9e//vW1xJT2gKAyTAvuAzPccuCIteDAIVDtK1/5SoVv2gfIWhNMO5VsehYXJPgD8HB3cZW5VyvZ5GTkfBQnnFEgnlJILi3wtr8NCIYbvjVXmhJnpZ+f+tSnqkuPRp36iXNxst566/0PADU3fLmmr/EBLM0BUNP9wdQGIenAUcZpRmebOyjP7D7EiqOvZ4BvIJbrwDJgjJtSjCstpXk3fLNhBUeqMQEdO4Ef96GSam0Ebs1PjlSAlVNN+XODuNbwa843beek85n+ahOwy7HZvWNvm8vuJW46ofJQ4BuQB/Zmw4Ve34g5PwpEgSgQBaJAFIgCUSAKRIEoMP4VkLszP1nay3JNnUaQqf7z4b8HKoESQaWM1lazu+FADy4XDhwADYSRMHeuPSX5B1Ik31xLRx11VAVCQIyDswc8A06Uzlnji1sKrONoAssABnAGyHA/HVYax/XEdQWscL6BNeAbKNNgFJeYUkWlasrglAAO5RgNzjftB6C4BTmrQBBfQETb+ZUbUJ9BhcGs+WbzAiWJNlYQD+BM283T84EW0Es5JNcQsArYWIPOdc2VBIhoI3gEgFrfC3zj6tIHmxIAOACMslPjCyg2AMSV5TOx5TCeSloFvMN9xIE2ir3+Nh4YbvimHRya1iMEEO3kKrb00eYAzZWm1Nn6dHb37Ty0W7zalAMwpKFr20EHDkJjrL8cnuZNK/31TI7RE088sWy33XZ1/DvLWgFsTkIl1xx3YsD4dcKqvuAb5xvtGyRv8M3420HW2nrGGcjmqjTObVys1QaocaSCkvrlekAWLAXszEFtA+SAOnFkLNuab+JHTHgnANDmcwNwdPW59wknIfDb9NCGocC3ON+G8lbMtVEgCkSBKBAFokAUiAJRIApEgfGtwJhwvtm9EBwDwbhLLKJu/S+JMwBgwXy7J0rCOYRACDttgm+u5ewBV4AYEEXyzR0l8bfTJKDQNhngEuK8AgqQSJBCeaDEXYkoSNLrAZS4r1I5zizlcu6n3M8i+OAGsAEoNgcTKAloAjSut/C+/oNIQAmXDxABKnL5cIFZ0wrEAnZsNgFo6jtNAEnPAbvAJufZ4ROAAav0zVpqPgNP6Oa5HIUARi8bLtAH/AHXQFNlg8CP+3AGcagBtdoLmoAqYB3XFPgColofTN8AIOu90YzDCpRpYM4YK1OkpR0sjRsQx9VFK7vXihVAFphrh5JPfeeO9O8GB0GfzsPk8Ln2A1g0oasNIrTBRg7cXb2uxeYZ7t02twCUwV5tVVorpkEzGtJfzHeCNdeLSyWX2mTDEe44MdsO92+bapgf3I0NUNEdmDMPxBF3WZtP7XpjZH004Iujje7KrgGxVpYMYCsHpYExFGPGECwFxoyF8l7AS6yDmzZDAceMHfjV1qED08SiOa0kVVvFtWtt6uBwrjgC3Ln2zAnATPm2trmfmOV+A//Ej7Ft0JGDkhbiva0P6b5izBiDem0tPONgPDgitclY2ySiEz5yL4KfStzFtpiN863Xt2POjwJRIApEgSgQBaJAFIgCUSAKjH8FRv2abwCEXQo5dwAzyS1ABCRxyEmkJeDWg+JikyyDBZJ8ibsSNzBJAi2Zl2CDU0AciKIk0n2UsYERNmKw9hQQ5vegkMP9OZPs3NnL4VkSeyWeN998c4V/wAlIAAhZFwukABCANW3XZ+BNaah16EAa8Ae8AwDAFn0BB3wBN2AGoAQwuB7kA1AACNBK/2nH1Qf0cXhxEoIw+gzGKQMF2UAF/QejaOT6XspOmz6gWLu/PgMX+kcTgIyWIAvoZwzpA95oVzu3gR4L6Ou/PoBsnEbaySVnjOgiJtp6fZ4BnooJ9/d5O+jJ/WhNNZtzcJZxZnWveeY8cIsLzaYcYsR1ACbgZE0ycKevktCBxIi+6RNICB7rIximX/4NVrk3/bvX3ANzbWoADGuHvtCk8zD+AKg17pwvTsSNOSP+aAlo+WqbUrTrxQPXG/eYzzhLATSaGitamJN2UxUrYKRYBtvEu7kCSoKgyl+NAfeaEluAS6yalzQQm+LBfcQz+CpGxVzbsdVzAObmitV+cc75Zs7bJMUzxay2OZ/rko76TD/XaLsxA2v13zyhIf29G8xP8FM/6S6m6LbRRhvVd0Xn2oXd8C27nQ4k6nNOFIgCUSAKRIEoEAWiQBSIAlFgylNg1MA3ZWKSXEl0Wxhe8u53AAmIA1RIioEoYAFg4QhS6sp5ImHvLFmVHEuuOadcwzEDznCMLb300nWNOD83sCTR52QBB+z0Cepw84AtQBFnTVvwfaCh0soLuYi0BQDoPECBltw3cAgqABgAAnABGHQfIBlXWys3BDK4gbS7r2phmnItgQigHyDhOTTlkPLFZdeglb7SR98HA95ae9umCO4PqvkZwNAGrj/lh6Bf22TAeUpewSLwCzQDSWgEfAF6XEggi+uUMRoTYEZfjJkxBVcBUyWq3WBJH8FZ5ZagD0DH+de90Ybng0egLHdU9wHAKccUe8bR88WZe/Y1BsYMDNW2ThiorwAz0Ap6AT7aDkLZLKKvUlixDQxymTmH68p9Ow9tcD+AyhxoMd0ckMaXK4w+3WNMR8AUgGtwTUyIG/EoVkA9kNjh2eamOGxg2XVglrlqLgOJymfpz+lmzhtT5xtf6wLSE8RrfRajxlb73dtzjTcw5jxzlRZ+Ng761OAuZ575DMa1uG5lzm0TDn2kvbhzTvdBF2MF2HkHaAtNxYYvYwfO+pzzsNdNKwb6Hsl5USAKRIEoEAWiQBSIAlEgCkSBKDB2FZjs8E3iDSJIlIEZ6zOBFGAGACEhB40kuhoroZf8gzCSZT+DMBM7XOt8yfRAdu5sOyM6t9eSy4m1ZbR+3uCD/g4FuPXXv140NcbGbEL6+9w923hyLvlZ+zshrPa08W9QTOklJxaQx2EG2gylz+4LECmF5JxsGxV0aqFN4BIIBRh3gzIuLV9tl9fhjJMGsWhkzvia3HFNM+0x1m0Nxwn1uY23cwYyh9u9xHWLpaGMsbZaZxA4BG/b+oKgK1DKGQfq5YgCUSAKRIEoEAWiQBSIAlEgCkSBKNCd86uoswTSZNlwQWLMEcXh1dxFLVG2WQJnVPeOhRnCKNCrAtxRbf08bkkQRdmm9fPe9a53VRfVUA4xyyWmhJSbqj/4xq1o/bXu9eWG8uxcOzIKtI0eOFjB/wZyuQHBW27OgUDEkWltnhIFokAUiAJRIApEgSgQBaJAFIgCo0WByb7hAiGACg3pLtVrDqyhuFVGi9Bpx+RVwLp2NnNQWgx+KenlnuJ+U5oKoAz1AJK5uPoCb+3enqmkcnK7zoba1yn1emPb1/gaz4zplBoV6XcUiAJRIApEgSgQBaJAFIgCUWDCCuBdll2yUehkcb5lgKLASCjA6WZXSovrc75Z9+zzn/98XSvNemQBvCMxCnlGFIgCUSAKRIEoEAWiQBSIAlEgCkSBKU+BUeF8m/JkT49HWgGL/tvIwQYK3Gk23FACCrz1taHBSLcvz4sCUSAKRIEoEAWiQBSIAlEgCkSBKBAFXNHHDgAAIABJREFUxqcCk33DhfEpa3o12hQQ6Nbparvk2kF1xhlnjONttA1U2hMFokAUiAJRIApEgSgQBaJAFIgCUWCcKRD4Ns4GNN2JAlEgCkSBKBAFokAUiAJRIApEgSgQBaJAFBg9CgwrfDv33HPL61//+rqOVo4oEAWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgwpSsAvv32t78t++23Xzn00EPrWvTtmOo/H/57oALdf//95Wc/+1lZdNFFy9ve9raBXpbzokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAWiwLhVAF774x//WE444YTypS99qW4COSj4dt9995Wzzz67Ot/WXHPNcStYOhYFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAUGqgD4dvfdd5e99967HHnkkYN3voFvZ511Vll88cXLWmutNdDnD/k8HXjmmWeK588888xlzjnnLNNNN92Q75sbRIEoMDQFnn322fLwww+X5557rsw333xl+umnH9oNc3UUiAJRIApEgSgQBaJAFIgCUSAKRIExqMCwrvk2OeAb8PaHP/yhXHDBBeVNb3pTWXrppctLX/rSMTgUaXIUGF8K/P73vy/XX3993VF2tdVWq2B8PB5eovo4KQ73fuGFF4rv00477aR4RO4ZBaJAFIgCUSAKRIEoEAWiQBSIApNYgTEN3zT+oYceKldeeWX56U9/Wj74wQ/Wstd777233HnnneXxxx8vU089dZltttnKSiutVP71r3+VO+64o37ektnXvOY15a9//Wv5+9//Xh1ziyyySFlyySXLDDPMUKXn3PnNb35Ta3P97lWvelV5/vnnK/BzD9d75uyzz15/fuqpp8qvf/3r8qc//akm5AsvvHBZZpllXrzfJB7P3H4MK8AhxsF57bXXlr/97W9lxhlnLG9+85vLQgstNObiBxS3BuRNN91UXvnKV5b1119/3EFx74F//OMf5ZJLLilzzz13ecMb3lDmmmuuYYlA+nmH3XrrreWBBx4o00wzTVlwwQXLW97ylvLyl7+8vOQlLxn0c7wzjcs999xT31mdh+f448WKK65Y+zRWgN+DDz5Y39P65PAOX2yxxQYVc/Smu3sBn97jXJvu6X0/yyyzDFr7XBgFokAUiAJRIApEgSgQBaLAlKnAmIZvytpuv/32cuGFF9bSto985CM1MTr//PPLmWeeWW677bYK1CSsO+ywQy1PtS6d88E2UGDDDTesO04AZj5fY401ynbbbVeBh8RLYn3KKaeU6667roK0DTbYoJ73ve99r0I752+22Wb1Gc6/6667ykEHHVTvJ3l93/veVz+PG2/KnGC99Bq45RQ78cQTKxwBiz/3uc+V9dZbb0hQp5Vlm+zzzjtvLc+eVE6t1t+2BqRnA9/mBxA+Xg5aeodcffXVZY899igrrLBC+djHPlaWWGKJIXfRuN9www31XeU9AvCBYAC/98/aa69d5p9//kEBOO8o77Kjjjqq/PKXv6zlwO7d4gHU8wcG70DwaiyUChsLf1TxTv7JT35SbP7j/4JNNtmkwrJeDxDvvPPOKz//+c/r/yv//Oc/6x9V3PP9739/haA5okAUiAJRIApEgSgQBaJAFIgCvSgwpuHbI488UhPIX/ziF3WTh1VWWaUmpICcROzcc8+toAF4e/vb3151ueKKK8ppp51WE9D3vve9ZeONN65OuJNOOqn86le/Km984xsr8ODUkXB99atfrSDvySefrGvZSUolx/vss089H8DbYostauItsT3jjDPKIYccUv785z/XJHmbbbYpyy+/fNah6yUqp9BzOan+8pe/1JhWRn3ppZeWHXfcsSb8r3jFKwalipjkdDr++OOrY5M7FFSZlCDMc7je9AP8eMc73lHdWuPl8F549NFHq9Pq29/+dn3PfOADHyjbb799LXsfCtg0Xty23i8ckMZq5ZVXru+WH/7wh9UZ+dnPfra+W8D9Xg9jc/nll5cDDjigQip/GFAOzPHm8H2OOeaoO1bb+rr9vtfnjPT5/hBy88031z+WgNf+6OHdOxgYamy5Di2GCh4De/6g4/+Lj370o3VMckSBKBAFokAUiAJRIApEgSgQBXpRoG24sPvuu5djjjmmmivaMdV/PvzvmqQJ3HmkN1zQNMmWJP+JJ54oW2+9dXUHSRa5FSSqgIPtW4899tjaMZ9xuX3zm98sP/7xj8sXvvCF8p73vKfCif33378mbiAByPblL3+5JqdcLdwnrudAco3j85//fC13lYiDC4CdMsGdd965upeUvErIt9122zLPPPP0Mib/c27nMLTEvv2uv0S/r2s6bzyhezpvYgChr9CY0DXd50/s/trQ3cehrq3V1/1eDPY+1uyaUJsnpu9gBrzdk6Pqu9/9bnUnfeITn6juzE741ov2QLGY//SnP10Bzi677FJLCtumJAOJn4HEQ+uvZ2g/AOLfq666alluueX6LV8cqI699Lm1pb/XV3ef+2tDX+Pvd1dddVUF+D/60Y9qSajfcVkNB3zzPgF6vI9AN2B/qaWWKk8//XSFQN4nnFfiwue9QtQG3772ta8VzmEvfS7foZSxdsd65zztb84N9F3Ry3uCQ+3GG28sH//4x+s7fKuttuoTvvXyLgLfOKXBUH/g4X4LfBvM2y3XRIEoEAWiQBSIAlEgCkSBKVsBeYg/8u+5555jC75J8MEy7hMbLXCqNZcG4AC+HXfccQOGb5wgylRBNmu7SU4lcieffHJ1onCBKJ370pe+VKEC+GZBee1YdNFFy+abb17BHVeKczmYuO2GAt8MDoinBJGTztp1Em/99DufWU/O80FGh75bb45rRrv93pp01qMCBx0cgxJ50NE9X/3qV9dyXW5ADhKlaBLMvtxWjz32WIU51kRyrpI152uTcjXPauvltanFScKN6JmSWedZywws7WtNqfYMQBdcAAe4c/SZk2qBBRboqRzOM5UDW6fPoV/W9hM7tOKOfN3rXld/1yCEvokHa0kZB2XD1nyip74bD/DCz8qRXT/YAzQQS9pn/MSgth199NE1fhp80w5wRlzSUjmiskAxoW1cmO3QNmtWmdzWKwTDXM8R9NrXvrbqbszFjn43iAPyON8z9LHp5f762T223X2mNVitbG/ZZZetblSlrt0QRT9+97vf1X6KD/qaX2Kjxal7m2vi3D1pxIGq3drs/vTvBlCuoSkI7hmuN8bmpXO5Wz1HzNKIwwnA95m5IMZoK87NkeYG42ozX7SZg1ZsGCvjtPrqq5dPfepTQ3K+abe5ueuuu9bx5dzyXvPM9i4A5TgKP/zhD1cXY+dfSwYSf5MSvmm/eOMk5p4DeGkkJt761rfW7z73XSyJw05nneudb94ZF/cAHpXY9hV3+uJZxskYiws6gaD+ININ35qGYts1/khjzvj/wzusryPwbSBRlXOiQBSIAlEgCkSBKBAFokAUmJgC8hG555hyvmk011tbk+fd7353hQjtGCx8k/gq5ZL4KfdTngWISNLAAwCrOd922mmnCp98JjH0mcT9sMMOqxBBkgmMffKTnxyU8w08kIQqhwWOQBFtAAiAE8+VcIIbSsc8iwvnoosuqmtFWbDfuRJUYMO6WwAh8MSxx1kFTkh+wREH0OC+gI5kWXIPODho7nxQxTpXklKQxHdt1SagQFskyw738izXSHj1AdwCXuil5FdJboMLgBGwYNdc8MH52kdfybFEm/NEyV1/yXJfAQ8icSrZlAPYA2KAP3p5pr7Rxfp9G220Uf1MO5QUajcoYGyVnIE+QJaSY8BGX5vLBmwYiFOntdHYAHnGwhpfQK5Dn7VJ7H3xi198sewUpAKcOTnp7nna79A+ZXG00T9jyZklFoBg4Eo/wIYGrMBikIK7ypg3MKN0Wntmmmmmeo1xECPONcZgaF+H682h73znO1Ub53duXtKuAcTOOeecOn/1Sex4hvaAg/TUThqI4xNOOKGu5aXPzdnqO9BrTDyjLYIPztHUNZ5jPJxLJ5+JJSXi3hn6ph0/+MEPKvQRm3ZlNU/En89AY9eDRd4J4lY/tUvciy2AlAvN96GUnWqjNoN43kO+W0uuASrzSTk92Kedxq3zvTexl73P2xgrp/f++MxnPvPibqr0F9/AZK+OOmNFD3/wMM/Mce02ZsZAOz2vvTOBUzoDXw6fcZj5AsbaO0esijlxLe7aO819zGkQVHx757d3hTnr3cId2MpOtcf71Pqd4oOWjrYpjveKd5G503kEvg0kqnJOFIgCUSAKRIEoEAWiQBSIAhNTQM6E7aiuHDNlpy1Rk6RxHK2zzjoVFLSjwbfDDz+8JntKSyXdEjfJPojEFaYEr5WdHnjggTVRlCRy2UjsOVy4ZCTFYIZncbxJ2MA3yTxQI+mUvHMgSZ4lzACVewwGvmk/WKJs9rLLLqvrL0n+lcGCQtxaSmDBgsUXX7yWQ3H1SHollw5QDqDSbo42UERpHMeMvjd3EgACQkiGPQcIsYaeZFXZ7JZbblmTWjAFdAIkPYtzTWJMs4svvri60kATzj9tFViSYH1Ad2kj0QaMbrnlltoPOmmTe7kPoGrM9JPzjjOGFsbB+cAZ+Cmx7mXRcy4mMAmYBHGMEd0ADFAJQPFsYMK9AThgTnkhAAPGgpeSeeNtPbZvfetbtc0AE9eTxJ1OA4Vvkn/9POKII+pY6I94EaMgAahgDMRoW/NNjAFFBx98cC3n5AoSAyYw/Y0H1xRARDfgiNbiBVAzzuuuu24FLMYZaBDv9G9Al2MUdASXwDxQSzvBRv2z4L8x63SntXlnPnge+EYPMQhqdpZKm3/iCER0b88GmsSkcksOR/c3p7VP3O61115VI1Bb39o6XMbHMzjEzE3tA2gBKmDG2ICS3g3mgfPFkTUgQTv3115xoT3gp3kNwjqfZuaUeWQu0Fy8tJJd4yM23Usp71Dhm/eIcVRCr1++G+N2NHDmLyWgkrkJuvdytHvsu+++Nc7cx7vRGIklMNm8oJ0xHmg8m+/ek2D7kUceWecbWKZ9xpa+3gt0Asv09V3veleF9eLSMgDixlz1zhWj5rt1D7WZ+/Od73xn1V8Mff/736/Q2h8WnM8ByLHp+cCpMfHu1T9g1xwBLbXLe8j811/neleLH+8W75zOTSYC33qJrpwbBaJAFIgCUSAKRIEoEAWiQH8KjDn4psESJgAEMAA+JOSdSWKDbyAFcMIZ03b0k/QpZ/QzUNHgmx1K3VuCL0G75pprajIpAZYEStIlZp3wzb0kcpJ2ySD4IUGXOHJwKF8bDHwDMYACricuFN8lkZxQp59+enWSKakCr4ALMAw84pIDFm0KIVH1GfjofOvcSVAPPfTQ6ioCDk499dTy9a9/vUIL0IG7xL/9DlADUHbbbbeahIMxSnPp4LmAkLXsgA3r7kmS9ZueHDSSVkk45xWA0CAbuAR+qXOWhINdHHaSbu2XUAM87t/Ap+RYuR2YxH3UK3wT/MYWyOQaA3KMKxAJrGhHc0CBP1xBNGpOI8BOsm5dP4m562lET+MwmDWg6Enjvffeu8aQtnAbimPxZ9MO8NK4NPgGOtMfMAVKld9qo/PoDJrSydjrh8NcoLc130CMr3zlK/+15lvniwEE4QpyP+0Qy+7fgJY5oa1gWHNLtutdC2ICWeanMaJLNxQHb7XR7wEtEFn8mmPgiM0LzGnuNPPHXKAT8CiOwDzaAcrf+MY3KlgBksAqMI3j1NgYM+s2ms/a6jwAkauS680zgJv2AhR3QBvdW9yBePoDbhvnbjfYcMM3fVUuLjbpYu0y77ZO+Oa9oF/eRdpkjvZyiAGAyvvOOwP8BGABRZDWO0a5J0AJyPcFWSf0PPECDnoGiAeaeSd5b2666abVree5xlR8mFPG0/vA2BkXseO95/0qHrgYgTxAzRxxvfJ/4+G94r1lLvpjjPejuPBOac43IJ0L1B9YLAXQ1tHzfwB46g8E3tfeb6AjwN6OwLdeoivnRoEoEAWiQBSIAlEgCkSBKDAu4FtzV3DIcG0015eyxc6jwTfwRwInaZPsS9Y4WkAKzjKbI3TCN/fgDOL0AUXAJIku+OAaCW9n2ankm9tLYs/B5FlAgMMOqZJa8A0Ek/QCCM4BKroP7hPABEAAIgAtzwJSrGEk+eT4AFlACu3e/jPbl9nnmL0CCvCPdREc4j6TQLfyRdDKdZJriazSOBqBb760k+MMjNBO50h6ObGAFlBRX7m9QA1gBgjh1mrln66TMNOIzhxLkl/JPBeTRLyBGP3ncgHVlJRx8DjfeBhjz5T4t3WeOGcAFXDOPT/0oQ/15HyjdYNvEnNt0scGHVpJLUcWsKV0GNwyFtpoLAE6Ywt4cVWBB8AFSES3Xg7PE1OeI+kHgQGEBswAU33VVqWHbc03uhlr4yhGOX18F1cAGyAFSgASbVw64ZvrwTfwtLm3utstPuntGdpIK3CEc6g5Bvfbb7//KXfULiBDnIkBABXE6ITi5ok+iznja661EmXtAB1BYnHHzdZ2+QS3AfMGh8AU85hLrG2W0gCM87gD3Qd01xZx2TZj0U7PBo7b+n76B8xaVN981XbP5ADUb8C3L8jV4JuSRc7I4XC+0aA532hgnjUNjSXI3Zxv4JvNLHo52h8vAHn9FivmgfcGh6pY5/ijJ+jf646q4BsbtVjx7jL3AVfvMiDfz8CcdzjA7feAMsjMpQiMGXd91lbvBTHrfoAaN6Y/vGgbfTjnOOqcz51rvnpHiC06Aqnu750pNv1hoq0VSDcaAJrendrgfp1l1YFvvURXzo0CUSAKRIEoEAWiQBSIAlGgPwXGlPOtuWsk1s1lJsHuLo0azJpvnCDuw3XBEQEwcPlITjl+wJYG39qGC2CCZBA0kbSCIBJjiaLyzwbfOMG4ljhpfCZp7z6ALK4Lz5DASgglppJf3zlg2o6yXBySSBCKDmANoMG1AxpwgXRqAoxps3ZwA4JGfnaNNikN4woB65wL+nCCKcUCIT3D/cAYTiAlYhxSICHQBqBwHoEW7g1qACUSaZCUnt0OGq5CAIjji+ZcU9wxEmOJNddT6wNXHFgAjoBdQ4FvoBYdgTbJfwMwHJLcT37PhQMctI0zgE0wsq3BxbmlTQAoeDiY9bFAHSWlDeqBOw02AgIACCDaNlwA08QQOMO9B7SJI6WbvkAC/QLfAIS2WUaDb+Klwbe226mfvQA6NyoBKrjD9Fc8uzeQ6/5tgw8OIePTDvfwbJDFXDFGYqdzkXznAF9gNjjmfuBmp3ba4/fcT4Asl1IrMTfnxZL+gJ1ArlgHC81dUEc7zR1toR+ADbI7B1wy3uLUnO7cPMI9ua7AIXMH7HYPsMZ14GhfEGq4nW/6DpSDatoKohurzjXfxCL3qn7QCKjs5Wgam3/65qvNM9pxB7b4Bpl7Ke/WjgbfxI6yUu0HtGnYdnD1s3eIPnK+AZ/mHEDvDyX+qNIO9zPvxZa5BsAZW+8r7zLj7r3mMM7mB13ahgvem61P/nDgXd25NqO4pImxBO08HwRsR+BbL9GVc6NAFIgCUSAKRIEoEAWiQBSYEHwbMxsuSIQkUFxonCa++trtT8Jm7SrlRMARWOE8SazSJIm85A/U6nS+SUIBI0DPPYAB1wBr4BvgABA5fAffuJIkjaCVRE5ip32cVZxzzfmm7YAJ2OLfznV4pi/OHKWlLck3KBJSDhG/dy8JLUjk51YaCWwBQZxkrRRSmWKDSm3gnecZknZOQS6R/uCbtoNvysIafGsbAOgz+OH+YJx2cptws9CH28S4cCcpm+Nc4bTiQOmGpMam7TzZSiw5y/Rb0tygA8gC2IA+EuuhwDdwjWNMbNC0OcDAF84+AK6Vn+mnOAALAEmJO1BoJ9y2YYT293q0XU44hAAloNe4tE0DwFTwVhub883YAQvGwzXaoTQRrDUm4tP9QDblfd3wzcL6nWWnxgIMA7fabrViy4L5Yg7U4egCQ7VLSSYnmKMbvgE5SnGt6wVYuq6vXUjBEe0XWxxdSkJbnzvjVJ/amlxgHhjmfkA3qAKc0chYAjHipcE3EMUc8zmI4pnilGYgjDXf9An4BMdbjHH7GXv3U3IJjgLMHJAcVn3tyjvczjfjA0KDbhyN+g04tZ2MPQ/A4pYEoYwzB18vB/es95M1BWkp7hokBaG4CcU3CGjO9be5Rn/PbPCNntpu7ps//igBmIFx3HvN+eY96t0BGhsX81tcOBqwda1yXJtxKFUGII25WBITzeXpnSZeQDTxAGKan967/jDhuWLTO6bT+WkuGF8lrfrb+YeCwLdeoivnRoEoEAWiQBSIAlEgCkSBKDAh+IY7yGUmy4YLkjVuG4mupIfrpS+gxp0CPoEgklHrMAEE3ZBJR4fifAPf2g58LQGUlDf4BthJCiWNEjPwTZs7wRKXhnZK/tuab203QG3rLjttOzLqf1v4XhIMEHiG/oIEoBkwqNS19d21NNQ+AyhpN5jcbK3MEwBzP2WBkk+OE8AGfJPIOhdQac63vuAbAKaMF2zjSALAwEn38RkQYq0v4wLAgR7KxSS82ut80KQdxluiDIApM5Osa7d2ciC5Buyil9JHiTYAZO2yvtZ84xYDFLSFNsawE5h0rvkG9CltBQeaa4x+4CWtwFr3ACVcB9hyCHIcAhZcicbdVysV7fUVA042wAbugCn00V/PU4ILGrQ134w9iEGbtvFHc5cpvQSbQQrgphO+ATqgGvjWNnAAR0EebkKuI+MEJpqHYojrS9waAzEkxgAz0Jqm3fDN+cbZiwQQbO7Hbk1AOvcBd5SCamenswswU1Io3kEb7wGac00BKfQGeM35tlkFd5qxBFucrw0nn3xyjS0wUok10KLvdDCOICF4DfK0OeJz/Te/QSCAFkjURoCqr40Hhtv5JtYAJHFhPnGSej4Y2XZCBeS41cwxsdi5OQC9Of2AUOPOTWl+dR7mL0ebceCQpGsr2wdiaQOSiWvzAahqRyt7FjPil07mSee6ft5F5nGDb+Blg28cisa1E76Jc3CUA07f9deGJ1yRnge6iXnvGo5KMen96j3gjx6+G2Ofi2kxKr68b9qGC94f/jjBScr16Kvt6EpXLl3vQeNMs6z51uvbLOdHgSgQBaJAFIgCUSAKRIEoMDEFJnvZqcRHwiTp5vqSMAE43aV8Shwl1ICBBEySpNyoOynWITBC6Ry4BK5IzrnFHBb/5uDh/pDMATnaYE0g9wKnLDTfwA1XWVvjS+Jv/SeABBCQfAMCgINksa1J13aM5KIAVjjIeilNdH9wCkzxDH1VUgdKKAPjCuJ4aa6d5kqTUEvcPVfZZNs9E9CS8EpmrVvmWglvW2Re+0Cbtq4c3YAuz5Lcel5zLUnOQUX9bjslghrcgdoqcVZKKvmXdAN2oArQQVcuFT9rqzYAYNwsDm5EUEQ7gAVASEIu2XZ/Y6EktS/4phwWsACC7FYpjpr7q0FU0OCoo46qgIGm4AMQKTnnqAS9jCVQxfXWxgzQ0wZxJEboYlz1p7+10yY28VqJHMDqnvpr/S4wk25iDnjlBOLuAVHatsTmwuabb15BrINLiXb6RxvnAxJtnTNQQtvFPCgBjumruWTMwEaxTQf/5g4DRMVQ2+0UBHO98eOuA2wBDAfnIyBpDhj/7rXeOuGNucaFBCyCjeZ627BCv5WKgjra6f6AKieaWLOOl3MBE4vuW1xfDBkLa5SBkaAceGQOglegHHhF4+bmAmrFGY0avDI3xCVwBFKLO9dyUXUCKH2hmXeMWAOzaMvJx5nFaaX/Yq/Nz4nFQufn4BWAqNRSvAP7YLe4MGe43swvc4Zzr3tNPe9SQFJ/bCwBrnXGKGhmLoGsruesFFvi0Zi0eWD+eAYA2Q7neC9pm3GkL2jcSl9b+TF3Hn3oB7aZO/QGkvVHHIlX5erms2f4YwWnHYBqDnrnAOF+Zzz8DpjTZu8bANi73Fw3DwFAzlDvNBC17coL/vmjBuDuGlBQG7TLRhx+Nm/EnXkvxrxntd9ndPf/jnJ17zDtMP/dU3z25fDsZbxzbhSIAlEgCkSBKBAFokAUiAJThgKTHb5JYIEvsExiLxmTtHXCKjBKki2plBQrq2yLhHcPkwSRiwm8UM7EvQQiSCYl7YCDZ3mu5FtCB2qAN8RQhsr9JuH2s3tIvAAJUAiwAUWU52mLe7sHOCDhBTBsviCJldw1J0crHRtIWLk/YCapl4iDBxJUyTzXDzAEGkksJb6cK/oGBEjQQQwJN3BCR44WSbqkk+uDqwec0Eb/5nLhQJJYSnSBN3DGfbmk9EGiaa0pEE87XAMIeg7NwTbJKf3aDo3gAVjgOfSWIPsCGCS2NAOK9MM9gQHgT7JuzFtiq/2Ah3ECYvqCb5J5UEd/JN4gaedi/p3ON8k2UKN/kmjll/QBs9xbuzrjrwER4NK1AK0vIKgvR9RAxlisgGhiUdvFEnjl0F/jCRYBVBw51s/yb+NrPTbta/qIF9dzhrqHuWEcOIMAbc9pzr6mq2vcA7xom0bQwdi7P8ABhJg/2mKMlSz6t/ubOyAcbYwx6KVsT1v7KtFsmng+WAfmgSTGxTjQUUyIKX0F2D1f3Ci/BYa0t8W0eNBenxtnMQc2eYfY1AHM93tx6v7a5BrP12dgybmd46xvxkOci2u6AF3da9cZF3oCjoAdpxngBmKZl8AuON2Xg3disUEPY0Mf7yqaNAAGeIF8wKsY7XScuS9Q5L1kDpmP5jqg1OkOdg4QpbxWu9tuyfoOMtMJnG3uyc5rm9PP3BIftLFGGu212+fu632p3eJBe7nXxDhIBiQqATbHPVtpurFwP9rTVBtpRwegFJQGNkFZfRaLgBjQ6J1hfNr4upYD1/Xcr67z3mt/DADzQD3z3pdnmB9ihZvQO0AsG1/vfvENxGmzP1oAb+JJ27279LEzPiY2vvk8CkSBKBAFokAUiAJRIApEgSlTgckO3yRSYJFkClQCTtpWgJWvAAAgAElEQVTudW1IQBwuB8koSCSBk6T3BT4k5BInyZ0kC9SRKEkSm6sI2AI/JNgcEBJ4CZffSSSBC0kWcbg0uCIkh54JOkhUtUfbOV0k837vehsqSEBBOIkiIAUKdO/IOqFw41QCNCSxbRfU5tDxbH30bO4QCbaEsUEtiSJABmz4N404BFs7JZCSYbBRW7W5gZyWGAOdtPJ7YyLJBPk4xvQLwKCtBNsBPLg/LQGpzoQdSJLsW29LSZyfARRjLBnXhwYm24Yaxs81wIZzgVCfSbY5efpa8829JfgAEVeWMemEEw2+cdjQBkQ1prTUR+0HAbWnL5ei+FCGp2yRW41DprM8bTCvD20S28ZLPAEJtAN5xZ/kn16ADoeY9hlTgIw++iq+QSQagR90oJWxBMIAYOABWDF/QCz/FsvAiPu6f+uzMeUg4jgDMt3LudyOYslc0SbOLkAbpHUuDcFb95rY0TY4MOeNhX64t3vqI8ii3X7XNozQZ9CLXuaCc8Eu8digI2Bn/joXtDZ3aOqa9h4wzlyG3gndJet0Mg42hQBjQPjuklNjps3mgjHoLiEHP8Ei7xDgzzwCzbRBX9paj00jfRTj5mXbOMBnzvcO8yVOwaUGVc3FBmo7tdYWmrpGX8wvena/J8U8UA+Kc7IZT1qIIdpzPfY1ju4pPrzfrKsHzLcyzVZW7zMagsE01C/9N0begd4Pxtu46QPQxy3pXSyW/JFDjIJudPGHB3PZ99Znz2oQ1xwR8372PPc3Pp5n/gPQrhefQBvgSCPX0ME55hutGtAE74yvc/vamdpcMbbi3f9HgW8Tm/H5PApEgSgQBaJAFIgCUSAKRIHJDt8GMgRglKRMotjW6+le62gg9xkL50j2OIO4fQAfoAdM6lx0HRQB52wQwJ0j0e8rWZaQOoCHwTq0upN7P0s+tRMIdEicB1JW6xptAhImdn5bG895kmROPRsTgKhK3XrdhbHBN0CTriCcZJ02ntFXe8CGdgAISlYl5uAMSDGcMah9LdEfSLmi89umIBNymnXHvDFzrWdM6LrWHhr0N17uxaFFT9ALjOm1DLeXftNHe9oC+f3N56ZjZ5y6pnOXy3Zt5/MbbOegBK261yns9f3hfs3NCQiJ4+5Du0BEbl/AtPsAVIEs9wJ8BhIbA21nA2bgG4AEdvUSSwN9Tq/nmfttN9aB9LdtdtNL29tOv/Sf2Luo1/bn/CgQBaJAFIgCUSAKRIEoEAWiQLcCYwK+cepwY0lCgSjQYzhg0mgMB0kn545F47k4lFkqO2sJYltXDgxS9qfsiXOEY2u8HlxA4JuyT26k4YJvgGVfG3bQUXLOZUZv0Ab4tfA7V5BSOWW44zUGBxpH4B9daMQ11encGug9Jvd53imtLJuzSsk4Z6jyY+WvnTtf9tpWMcSBd/DBB1c3F5DWF3zj6vI8sC9HFIgCUSAKRIEoEAWiQBSIAlEgCow/BeTNKpCs7T9ZdjsdiKTN8aKxYMl4hh5thz9rN4EAAJvF5JUW6rtyU+4ri6Zbm8ti89aXGki530C0Ho3nTA74RmO7JnIrKUcDaZTqWsxfqV0va/iNRk2Hq00AnKM5CIfrviNxHyWh1hnzxfVlfTAbAyglbOXcQ33XcHGJoeYS7atftGtrkI1Ev/OMKBAFokAUiAJRIApEgSgQBaJAFBhZBfAs5gyb/I1a+Daykkz+p1nvyLpEykqtg9Q2T/DdukWcgJxw1jPiAuOQG84SyMmvwP+1ALSggxJc62txP1oLzPp61qFTbguaTOywTpmdMa15Rk8aWjcLbLHYe18uNmtS7b333nU9QgDGc5UGcr21XUQn9tx8ProVAA5t4mItPw4+68hx8NkBVNmpdcJyRIEoEAWiQBSIAlEgCkSBKBAFokAUGKoCY6LsdKidHGvXc79xe9lhzyLzFgf3s7WN2gYMStU4siwW3r3r4Vjrb3/tBcmQ4fPPP78u9N8OLkDuJBs8DAQ62rjBJg5tIXj3sT6UNbbcp69ySeAPeLP+Htcbve2aaOOBXtaWGi9jMR77YZ6ZWzYosMkEkKus2IYJw72+2njUL32KAlEgCkSBKBAFokAUiAJRIApEgYEpEPg2MJ0my1kGB4CysyA3nBI25WnAgF0Ex/tC4W1BeDssAmDtsDaXHTjtnjiQskDQ0g6LHIPK/9oi6zR0j/5gmmfaNZFDyu6YnpljfClgTplb1vczt2zC0dfGDOOr1+lNFIgCUSAKRIEoEAWiQBSIAlEgCoykAoFvI6l2nhUFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoMEUpMKzw7Zxzzqlraa2xxhpTlIjpbBSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaJAFOhLgQbf9ttvv3L44YeXl73sZS+eNtV/Pvz3QGWzJpc1shZddNG6G2SOKBAFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoMKUrAK/98Y9/LCeffHLZaaedyqyzzjp4+Bbn25QeTul/FIgCUSAKRIEoEAWiQBSIAlEgCkSBKBAFokCnAsPqfDvrrLPK4osvXtZaa62oHAWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaZ4BYZ1zbfAtyk+niJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBKBAFokCHAiMO3x577LFy9913168XXnih38GYZppp6vpx888/f3HNbbfdVp566qmiwVNNNVWZa665yute97ryyle+sv48mMO9nnjiiXLDDTeUhx56qN7H85ZYYoky88wz11vef//95a677qqfzzDDDGXBBRcsSy211KCfOZh25pooEAWiQBSIAlEgCkSBKBAFokAUiAJRIApEgbGpwIjDt3vvvbdYG+70008vDzzwQJllllnq10te8pKqoAY999xz5e9//3t5//vfX9Zbb73y8MMPl1NOOaXccccd5dlnn63g7S1veUv9fNVVVy1TTz31oNQH//7yl7+UAw88sFxxxRVlpplmqs/bcsstyzzzzFPvedVVV5XTTjutfv7Sl760bLzxxmXrrbcu4GCOKBAFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoMCEFRhy+Pf744+WWW24pZ599doVayyyzTHnzm99c5p577trO559/vrrMwLmVVlqpbLHFFuUVr3hFueiii8qpp55aYdmGG25YVllllfKmN72pOt8Ge+g8N91xxx1XgeCrXvWqsvnmm9fnzjjjjPW2AOH5559f26ttO++8c1l55ZUHDfwG29ZcFwWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgw9hTAn+68886y5557lmOOOabMPvvsL3Ziqv98+O+Bdum+++4rA1nzzS2VkXKS2V4VSPvwhz9cXvva19ZHcbb99re/Ldtuu21ZcsklK3xbdtllq+ttv/32q431/W1ve1stDR2s6631S3u05cQTTywLL7xw2Wabbcp88833Yrfb59///vdr2/baa6/y8pe/PGWnAw2MnBcFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEpWAFsyfJru++++8jAN1pbZw3w2nHHHWvp6KabblrXb3MoBf3nP/9ZrrnmmkoCF1pooVruqZH77LNPhXAHHXRQeetb3/qiO22o48eJd8QRR5Q55pijbLXVVmWRRRb5L/j24x//uJx33nnlZS97Wdljjz2G7blDbXeujwJRIApEgSgQBaJAFIgCUSAKRIEoEAWiQBQY3QqMuPOtP/g277zz1nLUa6+9tqy11lrFz9ZgsxacjRA64Zs12jjfWmnoUCW2Dt0hhxxSXXTKTjnunnzyyTL99NPX35155pnl4osvru48br22Pt1Qn5vro0AUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAXGtwIjvuZbJ3z77Gc/Wx1v1nyzk+jtt99edxb98pe/XNd0sxGDgxtuUsK3Rx99tMI369FtsMEGdR05a7zZ+XTFFVcsF1xwQXXirbDCCuXjH/94NlsY33MivYsCUSAKRIEoEAWiQBSIAlEgCkSBKBAFosCwKTBZ4dv2229fpp122rqzKIfZgw8+WEtODzjggLLOOuuU2WabrU/4Ntxlp5555JFHFg44IJCzzcYKiy66aPnc5z5Xrr/++vK73/2urL/++nWNOk68HFEgCkSBKBAFokAUiAJRIApEgSgQBaJAFIgCUWBiCkxW+LbDDjtUwGVDBSWe1nOz2cIuu+xSVl111Qk636z5piy1v+OZZ56pTjZgrfsAz6abbrq6hpvvnHXf+MY3yk033VTLXf18/PHH18+322676shzn0022aSsvvrqE9M0n0eBKBAFokAUiAJRIApEgSgQBaJAFIgCUSAKRIGqwGSFb50bLijxBN+uu+66svbaa9cdR7nimstsYhsuAGY603Y//f3vf19+/vOflxtvvLHCtM6Ds23BBRcs73nPe2qJaVvX7fLLLy9PP/10PdXz/vrXv1a32x/+8IcK4rbeeuuyzDLLJHSiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaLAgBQYNRsu2Mzgueeeq1/Wf1PmCX6BcMCcn9tupzZc6HS+cbn5/JFHHimLL7543bXUtXfeeWcB4XSyHWAeqDfXXHNVx50dVf3uoosuqjuausZGDosttljd/EFJ7MMPP1yWWmqp6oJ79atfPSBhc1IUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAWiQBTApZi8dt9993LMMcdUFvUip/rPh/+fWk1Eq/vuu6+cddZZFX7ZrXRCxxNPPFGuuOKK0ul8s/FCO55//vly2GGHlVtvvbXei/vsgQceKHvvvXd1x3Wv+WatuOOOO67ulrrtttuW5Zdfvq7bplS0Odk62wO2+dyGDkCc46qrriqnn356dcvNOeecZauttiqXXHJJFcfOp+utt1759Kc/Xeaee+5ETRSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaJAFBiQAiNedsrZ9uc//7lceOGFhYNtzTXXLOuuu24tA3VokDLRo48+uoKvjTbaqJaH2gX18MMPL/fcc0+xS+ob3/jGuk6c8x966KFy0kknVfcbirjGGmu8uF7cgFT4z0nAnXXfzjnnnOpu07bLLrusfPe7361uvE033bR88pOfLLPOOutAb5nzokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAWmcAVGHL4BZaDWt7/97XLllVdW6Lbwwgu/uLNpA3A33HBD3Qxh4403LlxxP/rRj6oT7R//+EctF1U2Os0009Th40zjkrMBw5577lk3a5h55pl7Glo7ndpk4fvf/34tMT3kkEPqenH7779/hYFbbrll2XzzzatjLkcUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAWiQBQYiAIjDt/uv//+ur4amNa9EUJ3g4G51VZbrf76hz/8YV3Hrb9DKekiiyxSNttss/L617++grtejscee6xccMEFtRzWem9gm1LXE088sa4JZxOIlVZa6cUNIHq5d86NAlEgCkSBKBAFokAUiAJRIApEgSgQBaJAFJgyFRhx+DaaZW5rxClnbc45TjuHTRh6BXqjua9pWxSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaLApFdgsmy4MOm7lSdEgSgQBaJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBya8A+HbnnXfWpdJGbLfTyd/ttCAKRIEoEAWiQBSIAlEgCkSBKBAFokAUiAJRIApMegXifJv0GucJUSAKRIEoEAWiQBSIAlEgCkSBKBAFokAUiAJTqAJZ820KHfh0OwpEgSgQBaJAFIgCUSAKRIEoEAWiQBSIAlFg0isQ+DbpNc4TokAUiAJRIApEgSgQBf4fe/cBpVlRvA28QYLkDJKDIElykJyzSM45igQlSVIQYREFCSKsoGQEyRkk56jkKElJSs45+/Hr/1d7Lq8zu/NOWHZ2654zZ2be996+3U9XVVc9Xd2dCCQCiUAikAgkAolAIjCCIpDk2wja8dnsRCARSAQSgUQgEUgEEoFEIBFIBBKBRCARSAQSgb5HoFfJtwsvvLDMOuusZbnlluv7mucbEoFEIBFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBYRyBOHBhwIAB5eijjy7jjz/+oBqP9OWX/+1q/f/973+XG2+8scw444xloYUW6upjeV8ikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAolAIjDcIoBee/bZZ8vJJ59cfvrTn5Zxxhmn++TbxRdfXDPflllmmeEWsGxYIpAIJAKJQCKQCCQCiUAikAgkAolAIpAIJAKJQCLQVQQi8+3Xv/51OfLII3uW+Xb++eeX2WabrSy//PJdfX/elwgkAolAIpAIJAKJQCKQCCQCiUAikAgkAolAIpAIDLcIIN8ef/zxYtnpwIEDk3wbbns6G5YIJAKJQCKQCCQCiUAikAgkAolAIpAIJAKJQCIw1BEI8u3AAw+s5NsEE0wwqA5t7/k2pMw3L3v77bfLU089VV5++eUy2mij1T3iJp988vLNb36zfPHFF+Xdd98tjz76aL1v9NFHLxNPPHH9/IUXXigjjzxymWaaacp0001XxhhjjKI89z/99NPFnnPf+MY36ncff/xxefXVV8tHH31U73GNNNJI9X0aOOWUU5bJJpuslvfhhx/W973++utl1FFHLVNMMUWZYYYZ6r2ut956q5Yf9Z166qlrnZWXVyKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCiUAiMDgEhir5hkR77LHHyimnnFIuueSSSnBttdVWZfXVVy/TTz99+eCDD8qDDz5YDjrooErQIbmWWGKJSqI5SdXvH/zgB2W77barJJvyHnjggfKnP/2pXHPNNWXSSSctm2++eSXSbrrppkqaIeTGG2+8+hu5hjxT5oorrlj/fu211+p62+uvv74Saj7ffvvtKwkHnFtvvbXW94477qik3UYbbVQ222yzWl5eiUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAonAkMi3J554okTmW49OOx1S5puKIMZuuOGG8qtf/ar885//rETYLrvsUpZeeumaXXbWWWfVyowyyihliy22qGTbm2++WQmwq666qpJ0RxxxRFlsscXKJ598Uhzy4P6XXnqpbLDBBmXLLbcsn332WSXrrr766jLRRBOVtddeu2Lw5JNPljvvvLM+t8Yaa5Q99tijZtBdeeWV5Q9/+EO56667ytxzz1322WefssIKK9T7DjvssHLGGWfUTDx72e22227lu9/9bma+pV4lAolAIpAIJAKJQCKQCCQCiUAikAgkAolAIpAIDBGByHw74IADKv/Up8tO1ebzzz+vJNiee+5Zs9uQXzLNEGTPP/98+e1vf1vuvvvumtW29957l1VXXbUuIUWAIeAsT911110reWbJ6ZlnnllOP/30SpT5fL311itjjz12ueCCC8ppp51Wpp122kqgee7TTz+txJ+y/vOf/9Q6KN/fhxxySP3OctTvf//7lZh78cUXC2BkvY077rhl5ZVXrs8oK69EIBFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBRGBICCDfhmrmmxdaDorcssxUVtsqq6xSSTCZb4ceemhdPoqgk2UW5NvZZ59dzjnnnJrJNsccc5RNN920vPHGG+Xcc8+tGXQIOiTeWmutVZeZysI76aST6v5tRx99dCX5XAi18847rxJwc845Z13iat83pN9DDz1U2Ufpf+rhf0taPePzhRdeuNZbVl5eiUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAonAkBAYqnu+qUyTfJNN5kADe6/NO++89aAEpNiyyy5bl5juuOOONQsNsYZks8R0kUUWqYcrINmQbzfffHPNVrvlllvKNttsM1jyzZ5ust8843QJS1WPO+64Ssz97ne/q+Qf4k8Gngy32267rR7GoF4IN8tNk3wbkkjl94lAIpAIJAKJQCKQCCQCiUAikAgkAolAIpAIJAKBQJN8s+y0z/d8C/INuYU0Q8DZB84BBpaLPvfcc3W/NUtGf/jDH36FfLviiisqwWZJ6WyzzVbee++9mjm36KKLluOPP75svfXWQyTfvF9G24knnliUp9EOV/DbgQ72lLvnnnvKAgssUO677776vz3k1HHmmWdO8i11JxFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBRKDLCHyt5Nvkk09eSS6HINx///3F//PMM0/5zne+U4499thKtDUz35xoOmDAgEq0OaVUJhtCbKmllir7779/vX/NNdfsdNmp+132mrNP3Mknn1xPOp1pppnq8lJgzDfffHXPOaey2lPOAQ5+/+Mf/6j1ysy3LstW3pgIJAKJQCKQCCQCiUAikAgkAolAIpAIJAKJwAiPwNe27FTmm4yzddZZpyDVZLNZfrrzzjvXPdiOOeaYmsnWJN+uu+66un+bey1BlTW37rrrlllnnbXuD4d8cxBDZ3u+tZJvp556aj05dcYZZ6zkm2vFFVcszzzzTDn44IPrYQ377bdfPZDh9ttvT/JthFeXBCARSAQSgUQgEUgEEoFEIBFIBBKBRCARSAQSgfYQ+NoOXEC+TTnllHVp6SOPPFIuueSSepiCE0st90SyNck3hyRcf/31dXmopamWjU488cRlo402qvu4eW6rrbbqUubbgw8+WLPnkHky7Ozzplzk3Prrr18z4Jy0uuCCC9b63XvvveXaa6+tGXKZ+daegOXdiUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAiMyAhE5tsBBxxQ+SeHesY10pdf/rer4DgEwQmj9mJbfvnlO32suecb8s0JpTLg7N9m3zeHH9xwww3lqKOO6pR8Q5a9//779f7RRx+9PPzww2WXXXbpEvn2ySefVCINuYe0c+AC0s2BC35vscUWNZPulVdeqXWRRSfTTnZekm9dlYa8LxFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBRAACX2vm21RTTVXJN3upxZLQDz74oJJjyDeZbLHstJn5Nt1005VRRx219qAlqjLTLFftSubbk08+WU9Uveyyy8rKK69cdt999/L222+Xww47rNbBHm/2nYsLQGeddVaSb6kviUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAm0jMNT3fHOiqNNG7aXmgIUddtihzDXXXGW00UYrX3zxRT299KKLLionnHBC2Xjjjcuqq65aTxpFgN1xxx2VJJtzzjnLmGOOWZnDt956q9x8881l3333Leutt17ZYIMNajYcsu7ss88uCL699tqrlv/qq6+WW2+9te7fNtZYY9UlpPPPP389TCEy3zbffPOy2GKLlVFGGaWC6bCFv/zlL18h36QHBlnYNuL5QCKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCicAIg8BQPe3UyyxPdViCAxUs6dx2221rBpolqLLYnDIq6+2mm26qp5j6DgF25pln1oMQtttuu7ovm/uRde6XyXbaaafVk0plv8meu/TSSyvJ5lCGRRddtJJliD3LSe0th9Rz2MPnn39eyTVlqN/aa69dSb/JJpus/m//Oaei3nLLLWX66acvO+20U1l66aXLyCOPPMIISTY0EUgEEoFEIBFIBBKBRCARSAQSgUQgEUgEEoFEoHsIBPk2YMCAMnDgwDL++OMPKqjX93zzMmQZIu22226rBNYKK6xQVltttbr01L5vd999d62IjLZvfetblVD77LPP6uEIyLbZZ5+9HoLghFLE2T333FOJN8tJ7dG2+uqr10w5S1H9bl6y3WaeeeZK6i2xxBJl7LHHLq+99lrd7M793uN9st+Ur75XX311PQzi8ccfL5NMMklZaaWVyiabbFL3m8srEUgEEoFEIBFIBBKBRCARSAQSgUQgEUgEEoFEIBEYHAJDfdlpdkcikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAolAIjCiIDDUD1wYUYDNdiYCiUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkApH5dsABB9TVl84SiKvXl50m3IlAIpAIJAKJQCKQCCQCiUAikAgkAolAIpAIJAKJwIiEQGa+jUi9nW1NBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBRCARGKoI5J5vQxXufFkikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAonAiIRAkm8jUm9nWxOBRCARSAQSgUQgEUgEEoFEIBFIBBKBRCARSASGKgJBvg0YMKAMHDiwjD/++IPen3u+DdWuyJclAolAIpAIJAKJQCKQCCQCiUAikAgkAolAIpAIDG8I9Grm2wUXXFBmm222stxyyw1vOGV7EoFEIBFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBthGIAxcOOuigcvTRR/cs8+2GG24oM844Y1l44YXbrkg+kAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAolAIpAIDG8IIN+effbZcuKJJ5Y999yzjDPOOIOa2Pay00suuaTMOuusZemllx7ecMr2JAKJQCKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCbSOAfHvqqafKoYceWg477LAy3njjdZ98O//88+uy0+WXX77tiuQDiUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAonA8IZAr+759nWRb5999ll58803y+ijj17GHHPMMsooowxv/ZTtSQQSgUSgfPrpp+Xtt98eZOu+8Y1vJCqJQCIwnCPAUXvvvfcKX+eb3/xmGWOMMYbzFmfzEoFEIBFIBBKBRCARGP4Q6PfkG2f0tddeK3//+9/LtNNOW7797W+Xsccee/jrqWxRIpAIjNAIMNb/+c9/ysMPP1ymnHLKautMNgyvl/aONNJIfdK8L774opY78sgj90n5WWgi0JsIfPjhh+Whhx4qH330UZl++unL1FNP3WOPtBsAACAASURBVJvFD1Nl9aXeD1MN/f+VGdHaOyz2QdYpEUgEEoFEIBEYWggE+TZgwIAycODAnh248HVkvskCue+++8rZZ59dvv/975eFFlqojDrqqHWW+PPPP684yoSbcMIJS8wec2RdAruxxhqrZpP4EYgJZscdd9xBQdknn3xS3nnnneIZWSZmnJXzwQcf1DI8j+zzTpd3vvXWW9VJdinPWt6+DPLUR/3UU33jUieb+Knj4IJYgej7779fMXNvZg8OLfXL9wwNBOgq2aaT9JA+kvH+ljVGt6+88spy1113le9973tlscUW+4rBHhpYDo13aOe7775bPv744zLJJJNU+90bJBw7yc4ZM/xWJvvI3veUxAz7qc6tl/cYN7xntNFGGxoQ9so7mm2iK6E33RnLjK/GJ7qoH2L8hb/xsy+y1U3MeZ/+9k6Z8drgd2/IU6+A3IVC1P1f//pXsaeuejtN/rvf/W4Xnuxft/BD2OhXX321TDDBBNUX6W82uh3E9St/8ZVXXqkySQ/87s2L3sX45294skOw7Qud6826Z1mJQCKQCCQCicDwiEC/znzjrD399NPliiuuqBvX7bDDDjUYRcSdd955NUuEgzHNNNOUAw44oDoh55xzTrnxxhuLZwVEq6++enn88cerc8spQeBtvfXWg4LaBx98sJxyyinFSa7KdpiEAOuaa66pDr3nN9hgg3rKqzJl4R155JHlpptuqoH+SiutVOuF/OurS32uv/76cvzxx9fZ8ZhJnWWWWcpmm21W2zS44BJZeOGFF1Zs1lprrbLKKqvUzJq8EoH+jgBduPbaa8uf//znmh0rwNlxxx2r3valTvY2boI0Qemxxx5bCaMVVlihBuDdIUJ6u269WZ7+ktmnv5544olyxBFHVPvd00BRuezkpZdeWk466aRyzz33VOwWWWSR8sMf/rDuU9rdQF/Zyj3jjDPKvffeO4hcClyMM8aNH/3oR3VP1P5wGcu06S9/+Ut54IEHyqSTTlrHsR/84Ac1cG/3+uc//1n+8Ic/1HEKEe6yfHLTTTctG264YZ9kcv373/8ul112WTnuuOPqOxHWP/nJT8p8883XY3lqt/09uR+JyMe5++67izHd+NzcnLcnZQ9LzyJnb7/99nLggQeW7bffvqy44opV7obXCxnGR91tt93KTDPNVDbaaKMy11xz9Vpz2SV6RwfOPffc6itPNtlkZcsttyyrrbZamW666XrtXVlQIpAIJAKJQCKQCHQNAeOzGIe/0+8y32RHyAK56qqrqtOCZOLQ/+1vf6tE0nXXXVcJNgTU2muvXckxpJnvEG5LLLFEdfyfeeaZStY9+uijZYEFFih77713WXTRRev+Khz30047rbz00ks10wQxx2lCsCG6Zp999rLNNtuUddZZp85iKv9Xv/pVJfMWXnjh6ugI7PpyjxbvRT7eeuut9b3aeeedd9bsDsGN9nfmrBMAM69HH310DXg5gJtvvnl18vNKBIYHBJ588slKhrMT7AUd3nbbbcu3vvWtbjWPfjGadEymwpprrtnn2TRsnffJfhGUyvCdeOKJu1X/YfUhtkiAKFBkcwXeyMYZZpihxxljJhguv/zy8vvf/75Ooswxxxw1i+gf//hHnZTZfffdy5JLLtmtLQuMEwg9RJWsPWNHZEIHyYR0U75Mvv5yPfLII3Wi6uqrr67ybpyjNyap2r3gryxlIllefvnlSsQhknbZZZcy88wz93o2mvcgci+++OKaMYps32effWo/dDfDSBYdMvLmm2+uY74loN0tqysYsjWwog+yJvks88wzz3BHuvNVENdO/UIy/vznPy9rrLFGmWKKKboCU7+7h814/vnna7/+6U9/qj4icpv/2VtZmWypCQEkurHCtizGwKWWWqrqMTK6t941pA4w8cE3veiii+qEBxnujh0Z0nvy+0QgEUgEEoFEYFhHoN9mvsUxrYLqZ599tpJGss9kSLz++ut1kEcmyXQ55JBD6v5IHA2EGYdHILDddttVB/rFF1+sZBqH2l4q66+/fp15lWly0EEH1aw3DrYsNrOU3v2zn/2s3HHHHdUh5iTutNNONeD67W9/W/7617+WN954o36uHO/uywyVWHYqwOHEIuNkGXBmZbJttdVWg12eZqkHMlJgJAgyC5uO0bCuulm/riKAXBHoCMCRzBtvvHHNQpp88sm7WsRX7kO+Iw7YEVloyHbLpPpKxyNQk9Hrb2QfW9eXQX+3gOnBQ/rHxAVbaxsBNtnEhskPbe3Jck32jd2X/azvTEbIfnIhY5Fm+nG//far9q/dd+kTAfQFF1xQpppqqrLzzjvX8uIiF8YhMtIk5XoA11B51FhiYspYeuaZZ5ZNNtmkjmfdybqKQ5FkoClXRvkvf/nLOqH105/+tMw666y9TgQYB5HWCFbvQgDstddeNQvRJF13LplKJupOP/30Kk+I1u7g0dV3qzMfx8+8885bFl988eEqG4xuItsQvPwpckFHzQbzXYY38i38Vv4nW6ftbJ/J4R//+MdlwQUX7DU94M+ecMIJRQao8Y49ZQetajC5OjQnApDWt9xyS/WnrRThY3d3/O2q7uR9iUAikAgkAonAsIhAv93zjQNviYKlZJyJddddty6tRLBx9M32/fGPf6xBkOwJgY9lRTLETj311EqQ7bnnnpUgk/n1m9/8pjpCZsel4wuoH3vssRqsm0H0PMeX8w60PfbYY9AsPqfYTKJ7ZFDYf83y05VXXrnOZkr1b/cy4400sGwAmahN2qcsBOHgggf32sSPw255QUfkm/KdEGtWXUDkf06vtss46Sywdw9i8YUXXqj7s3CgLENSR5/L8FM/dfeZ/uDkqTtyUAYhgtR7ZKB0JxgVVHmXAF2mieBHnbUH7vrHOwXCsVzNd/pZNkTs9WcmODILfO/SbvUnN91dhtZuX7dzv7Zp83PPPVfbQ9ZgGEvBtHmiiSb6H1y10/2CR/3gQrBa0ge75gx4LNHTVwIDZAS5c19z+TIdVJ4A14VgoItkE3Htfd5r1p2cNJcOakPUh/yRGxlOHdW9HXzi3uhX7yAvCBAZKwcffHB1/pvkGzl2HxKf3Op3ddYW9QlSjewLZLRNYCMI12Z2JPZ1hCmc2IK4BNBwIq8wUz47I2umK3KmvxDploYvu+yylbBQr9asBe3QX3RaXdWBnqlb8154CIbYNXIPK+0Q6OqnjnQ/iAxyR8f8T+bIBpnwnPexPTBSrjqQBbooy1C94KyeZNb9MPa3zCrklUkAz6qbevcG+ea9st7YeJnIJmpiw3rvMUnjh820nLfdjMIg32RYCWqRMmxbb1ywoocwoYP+p2/0BaZkS5/rM1i29nVshaBP2Ar1cl9n9dOW6Cf1JzcyqgXx9KaVfCMH9BeObLK+VC+y1NnyVDqG9LT8W/aNMbM3yTf10QYyHvsF/uIXv6h2j64G+RZ7ncrIaY6x6s+OxhjLHvqe7PIfLOPT1ybi5p9//qrD9ACmzTHHczCBPZ2hD3SF7OnLIe0zqC/YGrKpH+i+peat5LB2qB8bE32gj/VB6/526kCH2SL9EPvhqhOb0nppg3qQQeWzX+wh+VN/v9kx5XRnjCXPJjKQb/osZAMR3pvkG51Rf3jSmbA/8OAHhH/YHD/c70edYmxj5zqaZAm/CE7wgiV84OX/wAiexiHLiP1WDys0IvOtJ+RbjNsIc+9FdpFV8sEPNdbT1xhnYzwO+fFc7I9oHCM/fjryg5TDl/IMvfK/9obOm8AlG+qhX42tMrf503xSy9eNk8qmP+S1aS/oMB+TnIaPA3v6pS/6aqKrN2x2lpEIJAKJQCKQCAwOgX6Z+RbLkzhtHGIBEyc4ru6Sb5xkgRdHlrPOWRB4cL444nPOOWcl31xm6zkVnAuOllR+DqzASyAhGLE0TLDSLvkWTjvyjGPGceTccNQ4ILI2zLiH89LawV0h3zi9AiDlc3C806UdlrZwclovTpaZU88hBREoAmvOE6dfgIFU0G7O0/3331/vQQBwmLyHcyqQsExYENSdDB54IF1lynivd3Is9YfytQVOAjs/HEl1Ntss0OLwcSoF4XBApJhxD6KIc6h+QwqOhrZp4eCTd061+kZAB09t4pByapsb8QfRIpsIBkEwwUj7zIabdSdLnHHv4PTaEwvho898Dk+YIJph7Z2WaSOxyTqZUwaCWp9b7iVw8X6OuODCuzxHv6I++kMw5B2yjjxviV53yYsgZqP+2qJuHHtyQ2YsxaaX2qT/tcNyHBkycFGGYIwekx8Br0AC9pZ90gFkkUxROqnOAmL4C7Isa4slPcqyDF6Wg8AdNjCAvaU3luAM7oRmz8PIvnWC5i222KLqU5MgiyCdrYIrHfAcuYclPYvlcWQcJnSBfdF+nylPv1r25Ke51xIbZ+kuewirIOsjeGP3ZAULHAXgSDQYuY9uWn5vIkLmoTLILXsAV1l87CeZUHbIn60BBII9Jd/0p361LFTAa9mpvokTsdk0+i/rREYkco68tnMF+SZDTCCPVII/fMix9g3p0JuO3qfuxiT11q8C1DhYR9/qUwEwW6z/kDNsr/fpU/fSA5NKZEhfqw+ba/zwO7ZD0Aby7f6QIWWw7eRJGbYjaJJv5EK5JsEQCXGIBdtqjFKXjvYO7QvyLfQWecvO+W1sgAus6D0dlbFOH3xO5vR9R2Msf4Ju0oPYxsG9ZJTum5iDIRuiXPIUttT76Dg9Y6vppboEAU5/6RhbCp/OiAT6oy8cZMXGeF/rUvk4BZWN0eYgHN3nGf1gjPYO97pHeeSKrrnCTrifDQ7CjgzDSN8r3/gaB4ooj0yTIXLhb2Nyc4zVNmOs97I1bELrGEtHyC8CWX3U73e/+10lSXuDfNMG5ZNRdkA/kHUX2dcOE7dw0odBKmkzW6Ve6q999A1Gc889d31Wf8ZenHwd42WMN3w+uNI595oAjYO83KNO+sr4YSKXvFmJ0RPyLfaQk6Vq7PUOsqqeYfPYBj6CZffaG3pvYkf/0OHYD5mceo6sNg8hM47qJ7JN/+lz2Duyw2bYR9O4oA7GPnbF+AVTExTf+c53Bh36YPxbddVV62eumFgnM55RH+WTadjDCIE4PGV+tzPe5L2JQCKQCCQC/RuBfkm+CWA5eZwdzrEArplpEuSbTew4HvZ5iQwTzpTZQM6Vvd0i883SVIO+AJTDyxmwDILTEbP7HFOOkjKRb5GxE6dIcUQFmMgrZXDGu0O+eR/nxtILDk6QEQItARKnyf47SCLBVGsGjPZL7+e8cLQ6ynzTVkGHgDEychAmsVSWw9W81EkQYRaeI+W9CATOHaecs+kz5CVHkmPE6eLQcbD1jz4QjAdpaaku4qfd5QcCAnXnZHJ6zWaTA++W+UE+ONmCDtkJnDXBg6CDEw5HfYRIhYNAX7/pR/cKJnw/rC29jXaTVWQwZ5QscOL1A6eeXCIQBD6UGxmi7WacObJw8hOBs3466qijavAhSOC0C/YtxfOsgAOeAnDPkTlLRvQjLO3PRW6UzQkXsHpO+YJS5IZ+QRrZX1HwJsvBXjQIHcGAsrRNGQgE5Bj5a3f5n/YiduiMNpGBsAsw8g7vp5NBvrlf4GHZOT1CsAu2gsAiD7IG6DLi0nIzdsfffsg2EkkQJZATFCCa7Mvmf++zjxHZUz+BhmBC8Mt+sF3wVH5HGQZkVVBLl5CB8KdHofP0UhuQgg6G0Vf6CXb0DP7Kt9SSbVMHdk2dyAWc9Tts/JAb9sJ7ImuILbLkFU6R3aOu2kDu6K+llvqXDJ544omVzIQPIsZyRTqlz/3oZ+Q+ws67mgQEbG677ba6fF/de0q+KU87BfTsXGt5sSSVPRWQshdI0Xb2Qgry7ayzzqp9SAfUHX7aSabICH1tJ5s29vI8+eSTq91VV3iyu2TUT9gB45pTMPWzPqWLCDFyHZnbkX1MFxBQAuTYT4+8s6myxcN2er92kC/yTQ+CfGMr6b3sT2MIu6tu3gtnMkgeyJ46NvEM8k15CLreyHyLrFRZ7nwDdacnMWFh3DR+mxzTdu1BoMl2RKrRP7LdOsY6mIWNRH4bIzwDaz/G5cjURc4gBmTAR7YsOVYf4yZCl57Aho4gNtZbb72q/x2NM+rvPhl2nnGv+jcz3t3Dz7DkmU1ST+Mwm0MvkRkIHZMB+sc4yV7/+te/rrIYmVDKJ1vGPAdSIJDZD/aJrXDoiXt8DqPIyCcziHVjizaz6+2MserVXJ6tfuRJhio/q6fkG91HFJFpOLLH+oC9M0bRD/JhSTK/h79A3rXZ+BFjXkwu0gu6zG+MSUNyxTZbTYFoikxeckRv2AZ2m92hH81Mf/1EnthGRGxPyTd9qA5kjnxG5h7dIzv031iLENVv0Zd8KL4Ye2J8go++gJE685P4B3AgczGZwY+OlRLeYTzwfvJMJumDCSr3IcThqb1sop8gP8mpOsVWAMo55phjap95p7qri/aQf2OTLFy+SV6JQCKQCCQCiUB/Q6BfLjvllAoEOYccRrNzzdnjIN8EcBwFM3C+5yAITg3kgnLZbUG+HXrooTUo5lwJ1jhanAWDPGcTUcBJ4BS6/PY5x4DDJgtPwMH54nT4n8PdHfJNPQSulvr4bYmcwJAjKajlyHG0OVkd7VHUlcy3pqByAgXYAlB19xvp0LxgxmkXUJiB56Rz6AWFnFsBp+Avlq5x1JEzlo/oA6SKYEv2FFIQIWoW2eb3gt12L4KrTwTVglPlcyDVTV0FhIICQe++++5b+5XcCA4QFRxucsOZUx8EHEccadm6DLPduvXF/bFXDKdUcICYjaw+AYAMNDLMgRf0CjK0B8ksAPfMrrvuWvc4JKOcYDokg042iNloOgI3JA7Z1kf0izzGHorKRPAhmOIiozKLZBW5V5ZbBHGIWoGAftHP5Mz7BHMCW2SBQFCgQlY46TIRkHXtnrhLjs2s03tOPx3lqOtjARJ9gofMpCDfEBG+E/SRfcSl+wWzcBCYCAxgFzbGeyxjpH90AMmPYOyIWIGXveEQaMpHNitfFhz7I8ihA/qsGYjCVp9H5oDlPbASHDWX78YJgfCGIx2ghwIbWApkvQthi3TwDn2OuEbOyTARhMOfDtAPgZG2aZM2ky33qw+9cb8gkl47YTlsh7ZFvekYmRHgaSd7i5Alo+QFOYlQaMXMO9gY9/UG+cYWIleQjS760zw91Xig/uRBHclm63gyJH32DjgIOINQFpTGklE2UVv1X0dL+wZXPn0SdMrMU7bfbH4sfUTeIK/onvGKvDt4iLywZeSOPY9JDnrBXusbbfW5Ohmv2EuBL/12EIILEU8PyFDoDZlXJ3JNLtiO/fffvxISAnif+RGE00XjZrOfg3wjq8aZnpJvsSwUMa5/EQvsh2CenSHXPkc0kl96gFyCEaLYb/0fYyySDUb0lB6of0wEkF3jDVvCrhp3Ojs1GbkjC5SOm1BQHzJtzGRv1AfWHY1/fBvPI70RlGwqfQwSM4glY5vxa5lllqnypQ3xjtjIH8HtHT5HsKo/G+sZfcnWaQ+CEdFGN8kEklz93c+W+pyO6GN+iPKNM/o4bAV8tM22H80xFiGK+AvfpKMxtrfJN7bX2KNv2Ub4kA19yd7ZF5d806k4QZa95+fAhFwaozzL1tED/eFzWbL6PXAgQ/w04ysbS59gypbpd/LUGflmzDE29JR8a9oR8qEPkIJ0zzhg7Gi9gqi1zQr9JRf8Vv3IP6A3PjO+kFe6q22HH3549a2Mi8YL7zDWw4jcIi8jY9w7+dPIWUQe3WSTYul/a53IgYkM5L4sfu8nN8ZpNooOwIxNzeWnQxqd8vtEIBFIBBKBYQ2Bfpf5xqngyJlNFuDInmg9jp7TxfHgAMjmQBTE7DtiRjYWZyBO1EJeCPZcHFKzxhxrTpfA0fcIuSDfDPgcMI6IZZoCeCSQugloOF8cF85Md8g39VBWLAkTYEvv92PZi7YLtDh3shxa99bpSuZbUxC7Qr4hAWARJ6gK+giPOskWUQfO7fLLr/ClI/Z/RGeQb5xdAQCi0xXBriAS8YC4a/cK8k3QaYZUAIB0iCVXsj30v0BKvcmAmV+OI4dSQMPpljkmiIwNrX3WnX3o2q1/d+7nEAt4BJmcfLInY0PgI1jj/Jplj/2KyC1sOKyCRDIrWOIom8FGPPhNN3wmUBFs6jf9S3Yj6FQWnOK0MnjHFeQbAoKDrk8E5Moli2QZYeS3YNcPPeOEB+nnO0vDBD6CBFk5SJB2LoSAYFGgg1QQzMgEoa+RRaLezWWn5Ii9oAOxzI/+C6bgQFYFAOwBuSDX7kVIwQrB4Hdzb7iOAhw4REadMpEcAmF6hdyjB61Lyug/uWR7kNkIuqhDvMPziE8/yBZBZJQjiEHSIDURJ56XLaAu0feRNam9Ak9kDVnQl3HQAZ1Rvnorg+7oI/rkObZUwNbcHB25S148I+BCsiCPZBrBSjZcZDq0Bo29mfmmrTIhkW9kne4bN4LA1JcCa/JmHDEmtEu+KRfZRNeQjcoyVvgcoQEHfSngNJnTzhXkm8xCsudkUP2LBFA2UoRu0zljg/HQNgzGCHYZYWLSI/TMmIVYiGBaFo92y0ikOwJd9Y9DBBAwAmFtYN8j843s0mN2wZiHpA+CTdCMsEF66nsERjOLtbcz3+ivtiOy/G3SgM6ST3JOR9h1sqC9zT3fOhpjEZRkEDltjJXJHWNsO+Rb2FgyZtxEYMYYjkiAu3o1JzLIBjvkPTCGpf6gt82sN7YEyaFv2Xyypc3sQ+y7qI/Jj++MvU1bF5mC6sPekQljpb5kj4whfAwkOptpjGZbkHux/Fl79Dk9jv4NcqZ1jEUCkQcZXp2Nsb1NvsFfG+CAhDVeGnf4HWyQ79gnY6hxkW/Ib0RUWfngOUS9NhpfjQfkma0z+cV3oAMIPNgYX2M5KqITCWm8RtL53deZb612tCvkG5mIJer+1gf0xQ+dMskkw9PYou/JjX40TutrdpwPatxnU41rxmHy0tybLcg3usmODI58i73rvCv2MdVPdAKBR/b5P/pnWPXV2rHxeW8ikAgkAonAiIWAcY7vxZeQwNHcammkL7/8v43AunAZdGVNGKjN0vbFxUng1CAfOLQGeEFd6wAcmW+CYhliHIXYEF2waAY2AoNm5pvgRtBuwBeEmY00O88Bjkw2mSJgEfRwAmQaeAcnnePCUeW0q2OQb5YzcL6RCwgO5bdeHDPtEWRzYmS5ydIR+HCC/B/BDSeRYykgbu5fFGX2ReYbh0p2A/wsB0EWqI/sGg6Vem+91dZliSWXqNWAEWfV7DdnPYIDDhWn3SyxAB4pJ2ho9wryDbHE+SW8sqtiLycz24JhTiPiQVBpphWWAkOBC8JUgIZoQM5wJBF47Sw5a9abPAh6KRRnvfUiB4IPOiJYgQWyAxmMYG2qmzpw5M3UC5y1i7OLKBDIeIYuuI9sw1gQFBkudEJgZfkoYkAfkdXBLaVFvsgGIKMc22ZQKIhFKJM5wYQy44qAVIaJ4J+cIKCbs9Lapv7kgf7FPnKx55SyEEHqLCNSkN+uHUH40DsBo4MVBFshD5x/cmLZGQIpDlzQBwIN39FPARk7o3/0CV0SrJOz2AupNfMNZoK5zpYUCuYFQkggcqb8OKSEzNAly9VaT/ZDIAs2YgKBPWrKJkzJsWCRrCN89E3YQ3XXbvKovd4hUKcbsWQYIaYOIY/6ACnAnilPm+OACcSrIIj98rk2s3GWj9Gb5tJ/9krwifzTn+woDPQP8g4B2ko2ht3ozcy32K9LRg/bRdfpX+wXpO3knh2imwLodpedRuZVLDVF+JJrnyOnZIOQLfopA7Gdq0m+6Rf9SIeRb3AysUAuTDSwbcg2eMPdoE7vm0v7jRv0G4lHrthHgz6byBbRT3rTJN2N68ZSpAy9pNvGJRnY7BE73rQrsfSUPngPbJvEUW/v+aY8BDUiKpZOknP2p5k5SLabBy6QUeMXLJtjrH7TlzFZ0Bxj2yHfjNP6SF/INvW+kDtkkDoiVW0N0bwCHz4H8ieyqZr2lG1iGxCO6sl2RB+oP91nD40LSFh9x4bz09hu+h+2Tj/RafYmyBHvdb+xWv+b8CQvLjYVWUXukFTIq+bm/THGarMxli50ZYztbfItSBx2N/ah1AfqaszkD5B1tgtO+hYJTUfZJp+FHsA49leURW888BlSTXtlgMEi7DP89Y+xwd+Dy3wzCcXmfB2Zb9pATo1/yFdjIZsYk2XkRT8bY6xa0D7+LfLYOB579dFv4wFiE6YmAJrLzdvJfDO+IoPViZySC7JPd8isvots9Ha3pmjH9ua9iUAikAgkAolAXyDQrzLfgqwwKAugOjsYIMi3dk47lfnGsYi9kQz+MorMcspyETz5u0m+cVgRUZyS2HjWLLlnzYgKSgQrSJfYdLgj8s17OXucfDPO7kW8cfAEb9L3ETCCOg4wp9z33iGQDYKhSb4JqjjMnZ122hSmrmS+IQ850ogNzg+H1W+ZOQJ45JZlALJKWsk3s/axlLVJvpktRTz0Bvkm80PQGUv34IQsEIAi3+w9hCDkyFkqIhPGLD+iwuyuwAVBoE7dvciDAFbAgnxrJdPIE1nhoHJuyanAH7nbGfmGXEZwIGsEQ4I29+uzOK2WM+zH/2b2tVXwJJgSTAiUZT8JDlqXNjbbav8gMkdGBYXuj8u7BTBkDsEjYG0l35Ar9q9BELQ6xU3yDYknWETutJ7a6z6BCAdeu9u5EAEydMgofVZGZKyQB3aDPDTJN8SU+tBx7ULACMo4+gJ6y1gFW+SrSb65X2BFB4J8U3e66zecI5PO97FPorLoCJ2VuSQ4NwEgu6VJvsFbgKNP2AZ63Lq8Lcg3waL66Hs2orksNWRQMBRLrtgFhBBMEEL6IZaZ+Y6O6Ocg3+JUO/IUp9SGzPmtrbGMNDLzkDyWOpMTcmlZk0BVgCsTCuHQ0YnNvb3nm/bHUsvIhkYWxiyTOjBPaQAAIABJREFUoFCGEXln+9mjdg9ciE3p6b/skKYNYe9gQAcRFkiIdq4m+UYu2VEyjegmn3HAD9usnchv9jSW/cn0Yg9CtvSLbDbtVW/9AgukOtslM5HeBIGrf5GoxtJW8k1bBOcmjTpaMs3eIfCNiU2Z7G3yzdgEC3ZH3RF+cXqq9qqjbCvES5BvbG9XxtjWCa6OyDekM3scG/OzfUHQs5kId/5K7BEXE0NIL4RhK/lGz4yrfAq2gUy1TjDSSeOY9vAv6GrrITVkxzhA9407yGft4T8YC9XH94gNskPnYRc+EIzU1XgDY4Rk6D0SBJ7Kae4TR7b5LIindsfY3ibf1CVISDIAM/rebIN+Qk7DiG0zWYWoNw7EITWt+soX84x2IqAj67LZj5HJbVLQOwaX+fZ1km9sgL6iy+wxmTDuGtf4GsZTdoudIENkBY6xxyxd1m9x2JXyyL+JHuNNc/LLe9gjPkJkvsGc3eQDhw1hh9hLE0tB8ob9MrabCOabIDyTfGtnNMl7E4FEIBFIBIYFBIJ843N/LZlvnGODqYGeg8mx6eiUyZihM2vLCRRoCtKbmTNN8knw0R3yzV4SzT1YAMQR6Ix844RZ9tPMSJFVx5kJ8k3GgnZqI1ImTtuK+sbph+4TWLkPcSSo5nwjtcwuc05knnD4ZLoMjnzToRz43iLfOEiyK+DKmYyNiwUc8OIMCRIioG5mvnWHfOMkC3RiE+DWE2Mj8w0pIjjUXs4vogLWAhhLX2QdyGK0DxJ81V2ggXhTX3LFebR0QoZG6xLedpQ0Tj6TYcGpbL3IKpIjDsmIjBkOa+v9ZEJwFqemCV4FPBxYji+ZEIxrjyAA8YREEizJhkHa0ROfIX8EFwJus/nKjY3IPSeAEoTRw1h2Sm4EVTF7HY44uUMSW4bZSr4hgMzeC946Wg6iroI/gYhg0Tvoe+gOR14go5+QQp3tCdNZnyAVkBLeIbOKg48AcAlk2Q66o59jHyAEGD3yrMBTwABz/aEs+zMhY5rkm+8QeXAlL34LgAW3yDoyBW/vRq7JBNTnbIUsOuXrA0SnOiGuWsk3waJAQ9AroxPmHWXWyVRQf5jCHSkeGWVxch+CFwGC+EOEBSEbtiWWkKq7jDfBdpBvghvPI9LIqzZos3LIhKwSbURAIDwRhJGhA1NtkDmjfdqKeCa76tNRhql3yB7trQMX9D3ygz2VvYFcE/yRee+KZbswEWAir/RlXPpSO90Xpyq3Zo/KQoUXvTcJgXCKtiEoZKrSG4QQOWpeMa6RHWMDmyTwjb4O8o1s0gf1D/JNkIpMhmmTfJMxikSVnW2cRDxFdpJ3yPYSuCKB2UE2SZDNtseSsLCDQWjrQ++mN9qPsCQrJl6Qcs1lp5FhxYbTJwF9R3u+mRQh1z3d841d0Qcw4jsI8L2XvY2DJ9gy5LmxgA6qW4yxltjrtxhjZYyxE2S3lXwj0/qTnUTSwJqNRJIj2Mk126vffc8XkDnE5rAj6ke/EFNsNcKwSdpoi2wfZCKdQpySh1ZdMS56p3a5jy2Ng47IV5DOnmNLEcL63bJJ9fXeOM01iDwZcspjO40HMIpTwmPJqXHDeKnf+RfsJ73R/7FUuTnGsjkxLg5pjO1t8s17tcFEA9yR7tqlvcgik2T6mf6wCeygPmcn1Nu+bnQuiGO6Qx+0k8/HNsdeeSYUyF+Ml2yBsZddpi+9kfnWxF6Z5KmzU5S7sudb2D82ydhNJoxFsYSU3ZdZye80mYt8g2ksRzWOaTd84kAEYwhbEXvwxmFavudDI4utMEDOmWjmiyHB6aqJbGWxRXxuONMbcs320ik+MbtnnCOvSb6146HmvYlAIpAIJALDAgLNzDcx5FBfdmpQRpBw5DiRHD8BSKuzyYmOZWXIHo4Ux6ijAM4gzbHmOHMcOLqCrZjh5TwLHmQ6cboFZ4IXZZmFlE0WASTSyWwoJ5OzwxnhgFie4buYNQ0nALHGybCMhxPDofHudpYyxt5VNrXlFCKOBNSCGll1nBO/tYsD7Tvla3fsYaM9HCHBQTjw6ghjgVBkInEoYYusEgTJsrMvEYwFKxwgRApH0/uU6TNOlTJi2Zm2cnDVI5ZoxEbnHF79KtDyveUonDC4CNzi1LPAPPZpkpGGQBIQC5CaAVyQb9qpPzluMpqQObEMieMrkBaMxWmesRRM8IRQ0C7BYfRjO/00NBVYvcm/wAABR670LWzVOfZmErQJyGW/xL57nGvfC3bDkaV3nFh6oL8FpPC3lESmjj4XtMfeVe4Ncg+RAmvBQCwV9YyMCo41LMmOACFONINVnM7HgRYAIQaQVEF2cMQFP/QamUsW27mUKVssdDkyYGBHbhEs8EGwIxLILLsjOENgkhPthQOiU9ZKZNkKMNUzSAm4ma0gn76jD9qPZEG6CfKjfMSwmXu4yKhQPvwFft4v4InDFOJ0ZeSJIBxBop87WqIJG+Uow3JBJHe8Qzl0WwClTwXnyqEbln5qm3fSLfrsc/qqHwXBiDR2GDHDPptMEMiSIcRGnCRJh3zP7pAzxGnoqTIRafrD/QgsuKtL62EacaJ0ZDHRT/1J3rXLwAT7ZgZVV2VDPeAAI3VDyiICvBPGbLWgWT81l6SSGxgi99l/wTmihC1pLgFki9lqhIRglK2DP3uMaIEpm65v6G3zUr7gUx8hY+iWugXBF3uWIdLIUEwQqFMs+UcUmBihP/SJLTRxwQ7Qe/3MxipTViu7igiFA30V2PoMkSBThd7EKcdky70mfbzbj6BZe3wuaIeZd/ic3TCekqWYJPBueMVYo49ltdAR44w2G1uNT/q43QkQ4w2yGpktG0z74UAnkSyW08VBG8a40ANkI4LMGBt7JcIbiWaMJTOx3xn9IyPaFieGwonukn22EVYmH4xpMV6yN8Y9MhGnS9IZY5Z38TfYOuMy2YYr+47wRWgh3jvaVD5OOSbTiEf3IX31GxmPTevJsPLJFBuOfGPHyKF+UzZZiT0sY19C4yibSHZhpwxklPJjIogN5GOZ7IFDZOa2O8YiEuEFW/XwPiSv9hgLyENHE7JD0n/48mu0SR8h/WNSRB3ZeDofJA+/T9/TZZgYJ9g6Ns1YR54RS2RBmWwje2+CxkUeyDFMkXRhN+DcJN/4N9rLniIAkUiIX7pofNDe1m0blE+WjQvqQLYRWN4XS5m1iVwYExCg/FCySh6MbZFxHXa06UPpS7rBn2QnjGtkFxba73mksrYZY9kWYzu7ZJxWXxizSWy3NvORYwKNLWQTvIM+xMSY/vZD3ow52mI8Vm84Gy/IHB03QWHMZGeRb7JGjbWxz96Q5CG/TwQSgUQgEUgEhgUEmuSbWLK5bc9Q2fON8yGLhkMhuEDKtJ5ipJIcD4O0AAOZxFnpyEnn2CB3OI2ca/dwiBFYBnCOg6BBUMTh5vDE3lg6BKkgIySCHwEjR9lzkcnGqUMgCOrcK6gSTCqfQ8UZ057IVLAcMhykrnQ6R0VQaN8qjilnRfkcNrOOggJ/C2I5jMqP06YEWy6Ol3ZxgjjenCNOd5zOxpmEpdlzzpp6m230Hk4WR00wpexYNsspFoQSEu/VJsEWJzROOeWA6y+OmzogU3wv4PGMZwVDiBCfWybEcW8eHKHNHDhBsQAc8SYIj2V/2tdKvqkjxxF5Aj9ONGLITL6AOTKgPKvfBCJkjVwJKjja7S4360pf9tY9oahwQCyTLXjGElaOKcz9z5mXZaNvBBj0RpAJP7KEsBOckSMOsyWpgjcyQr7ojqCCg4/EgxeCQF/oL6Sc/hYoCiQ947eAQ7AigBDEe5f6NPVUUED/ZJWROXrsxyWLSpn0Up+02x8wEmyRY5lIggKz9WRdgCrgRwDAjT0gk2RNkEROvU/d6ZJy4CMgpAdkUNsQHWyDsgQJsA0CEUZkLja5F9TRR3tOer9yEFpIBuUjBPWDzxCRytcPyohN+ukffeyMdGJzyLD2IgAE+NrsXfRavyB1BD3qpRz6J4iBi/Lphr5QR30pwGJb6KT+Vk/6qM30yzNhj9habaB7ArEg4Js6igSHFVkQqCNjWpecarPATYBLjhAZsbG24E/2EJyaetxV3SIX2odwVBd2HAltrGAH9DFSUZsje0fZAlnYwk5w6jn3GZ+aGRfwhT8Ci6yzsfQT0YV8VAZ8kEwwaF70k/wJPGGAkCL78FVvZSN1jTdsp+8Em/pQfxmv9Id2IecRNogezyNxEJ/6HH6wMyawjWwAvSfP+sKz9FLQSx/dz47SAeMEWdEGeiPwlfXiO2OdviIXSEnt14ee8T4yQX7D5vpOubDRH8YZNkagbTzQx3Sw3SsOIECm6Gu6r41ILH1AD41N6u9HfQXxXR1j6QEyXR+xU4gFNlCb2UV9wX7KJKQ3+o4djWXXPkMi6E9kLbz1IxupbLZI/9JX+qaufIvWw6SauHgHQoMu81Ngqd/oID02HrApyEV94B7y4Bn9jvAgG2yROhlD6AV5IsP6ErFu0o3N009wVT6yU5v5QpEV1STIWsdYfhaisdWm0zH9QJb4gsrkN3i/d7lfXclkuxNj6kbe6Z2yyYP+MmGoLIQym2O8MQHFV5KFTteNl/BFDtP7yK5k79yLFGJjlWEs80MnYGT8cJ82kXX2uLnslD3QTveQT+OVsmI812b91ko4egZBztaQC4R7M+Mw9vhUfzZZ+cYkbSXz9Aum9CtOXUaw8pP54OqgrmTP51FHcokIJafqRrfZce0gLzClv9rqu5hkiZOUyay+4HMji+mi8Y4N9Q6+LDuGkIMdfUXqKouMqrO2+T98X/KgTXDydx680K7FzPsTgUQgEUgEvi4E+Bdf64ELZtjiFEUOBWedc9B0tBAEnEkZG4IXQVJke7UCJ+A0yygoMMgblDm9nE6BNyJNUCKY4PxypJTNGY7N1TnWHD6BrYCEw4Ok4mzLFFEfgRZHXMYQ505gy5Hk7HBM3C8Q5kDHbHM7ncyh54hzrAWI/hcYckYEDgJhTrMgK5Y7cMa8t6OLoxM4cCjVHbmlbQKC1gtRw2GPJYycRJktSEUECaddkB6nWXLQBGVm/WW0eY6Tzwl3cUy9Vx30QeyNFUGGjMKYJYWjjCN9yImUVeGndQN/Tnucdspx5Wibsea0cggFofqlSQhEUK39ZtcFEbI5BNSD2w+tnb7ri3spqvaRbc6pgFn/w4fDSjY5x9rU3EvNc5xiAbzsJfJBD8gmx1l/yWoIYjNmmBF8CBMBme8iO1BWCSfdhbAyM04W9VnzEqwh6ehX7AMY33PELVVEFiG19YG+VW+ZqMjSCJDaxTKWEUdAxLixAYIKskcmyUgQ/Rx48o8A8QybAU/3qo9LgMZOwUq2LBskYEBi0Dlt0H6BCTmyQXpz3y9BkOxZRB086Q4MEW1ICHV0CQKRMPpIfQTS+rQ1S6wVE30sONRnMGWDEBDkWeAi+I7gnl0lM+pMHoKADeKDDRYQkS3tUR/yAhuBJiy1hw2kV+SCPdbPIRfN+qkH2UNakR34eaY1kFamLCOBN2ybF7wiODM2aK9+9tPZpXwyFTbDM8rVDwI7BJ97BG6Id6RWc4Nw5YbuCHY9pz9gqd9a60+GjQnuQ2QYX+gNm0cmyBm72Hqxj8grWVuCWXu4IT/YerZVWQh3kx7aIth2Ga8QBeQYUWFMQyKSTSSHrBgyiaSLwxS8y/3IT/1Ax2JSKPZGC73R//qXjYjl02SVjZb14p3kiy6ROUSaoJtuG5u9g0xoS2QC6V92vaPDaLQpTvRFQHbnIg/GSnYLpuTcBIIAnb1nN8kt+2JCTt8bYxHLdLx1jKUbcCDXSDUEfCwT5rPAlb0w0UAmjDf8gyDK+SKIEDJhMo0d1q/GVc/Ajk03NupjYzsZ8hyiMybVhoQFUsK4DFskE9ljM4x9bBZCUz/rG/VFBLk37C77zD7GpJXnkWVsBp035rCHyBMyCgN1Vkf38YFal/+RJzZTdpL3IKvY9tYxliyYiFOnsIPN9pLnOGWX7Qm9p5udXaH3IdOWWGsTXMkwvVEWWeafsS1sXRA4bCnbTo70G73SPuMBG60+7GTzUAJjITtBXtxL790T26nw4+ieZ2JbEsRm67hJPuLQotZtF5TlGZOg6kJPTLKFDsdJxibfQhdbMTLW80f5t3EgiX6iv+SULNERdWenyRGyGRmHWNTf/GbjfpCwZMq7Y7yhJ+QuDjmLOsSkMlknS/pSPcgFWxGZk/oKAc0WsV/w10b6ighVF/VUD/Wxncaw7LsNSX/z+0QgEUgEEoERC4FIqOHzW3Y61DPfDMCCIoO3oFfQ3urIGXw50wZkDi6noLNlCMozyCszHBsOj4E93oX4ccVeawZ7Py4BWLMOyuEgclzVL06xU4by3M+Rjs/dx5nxm3Ojnsrr7CTEzsRN2ZxA7/Yu9dMO7+MkKl9wFpjFstOO9hqLdwQO8FW+sv10FsQ2l51ywDmYAjZLq/z2bs9yhjip+ogThAwUsKh/OMmw8F51gGnzc9jBqJndE0tR9KEZ+NZDJSLzTdDKQUMSIBqCFIS75zpakqBMwZgAVBvJlGCx3T4a2qaCDAgQ4aqu+jpkOdoKp9j0PuqnjzjU+ppuaL92d4YRuaKP7vc+/QZHZXsmcPJu33ckc7GBckdLBYMs8o6QbXVVp2hHT2aytU/Z5Ez5ZE/9yQbsmnrjc/jE/WGH1CXskGfcE8uB1E0btJsc+XHBhvz73ZRl90X5oRPu8Q51iT0ggwA1ycCGCJ4FxR0dTNAqe+oTeGozDLTbs4FpEFG+Uw+y4F7v11b3xn6APtMGA4L7Yekz/UqW/HhGO0KOOtKfWBaLXBf0xb6MrfWHEVlSbkeBddgA2LuPzgvgQv6b5akjMlF2RWTq+D4IOME3YsYlY9a9g9s7iR5ov/bSgY6ymGGkLmRB+X7H/o5kIuSvo37T5tBLpLjy9ZX6xtLuOCE73q0vvDPGpOhz+IScej7sKMzcH/2lTvq3SSKG3ofe+D6WjZOXeJ86kpWYfCF3fkK2PRfvCdkN2xWTLh3ZTm1R92b2Ybs2Vh3CnwgZjrE5ZEvdwk52dYxVp/A5YuyEaZwMCc/Qs47srvu8S12C5A3d1256hmhFsiJdEF8dkdkd4QHbZh/oJ+/xo04xHsSyRLLmfniEjQifIGy559Qz9DLIu5hM812U30paq2OQbyZgBjfGhk6qU+teuMohS/oqxn+kC0LTBGBHfov72UxkKBxjeS45j3FHP4RvFrarqQth2+k9jAIT94a/17R16q1/w59SVhzYg8BTRjPzLcbizmwXXMlba7Zz2Jjmia3NsT7qzeaGP9sqL+FrNX3s1vFPOcqN8SC2MonxWZnGJ/eEzVA3/zfHg9bl0uHT0httCP9b35K35kQJzEOPvb/p+3qX9nm+syW67dqNvD8RSAQSgUQgERhaCHztmW9daajMFJkKZl0FVM0NqbvyfH+/Ryf54Wy0u/Sip233Xs6PWVZBpZlTSxCawSpn1uynmVMBsUwSM8R9eTXJN/v8WDMtwyGWOLbiFARUBGScePuYCHJkKrV7smZftm1wZQcxEcFEyEZXiUM4eIaj2xVZ4uhGFlFftbnZpt5+R7tlw6ddPQuMuvJc9FdH+zhFUC9TDBltpl8GQlf6qYlbk7wa0rNdtS1hf7zH34FTR+1gL0LPTJywCzJ6LF+TEdKd/ZuifbAWeMu8sKwuyIBWuZF9xQ5ZEhxLrJqkSASnAsaO2tBdOYRNkCrKppdD6oPuvqud59rV++7oQTty107du3Nvu3Xpqh606lm8Z0gyFDozODttTJIJJ9vIBGNXSPdWbAZnX1rv7WofN3U/CK+ObF3rGMsXMMaaRLAEsadjrHqYAJQRL8OvI/KNzkXWpQzDsFehg0OyXR3JWjtjSLNOSEIz2ki2jg5c6I5c9/UzXdWDVpmI/4ekB00b7O8hjZldrU9f45LlJwKJQCKQCCQCvYWAsc3KAitJvpY937rSkMjSMBsW6f5deS7v6TkCBESgam8cy+Es77SswLK6mD01C2qZhmUCMkpklCFJ+/LqiHyzDKazzboFNjYrNjvNKZdhoM6WxVja13qCYV/WPctOBDoL8hA3JhlkKMim6W+nubHV9gtEIthjCdmAfGMvLIdCLHQ1QOsIo8hstrTWfmmdZXiwA7LeLKnr6ETslMBEYFhDQLYkMjmyeYYF0rYdjGKMlbFkj7veHmNjzDcRy+doEqxRT7ZFxqAlvJZ5fl0XO6X9ljT3J/Lt68Ir35sIJAKJQCKQCIwoCDTJt6/ltNMRBej+3E5CYhYXuSYLUVDtJ5aCINzMRFtOYA8Pew51tL9Rb2GAQOOA2x/K8jP7H9k3BOGHWON8twYuiDf7rthbyr5RsemvvUnMyPeEEOitdmU5iUB/R0CgiaiXjSrDTQCMUEDINzNT+3s7s/6JQCLwVQTsIynDa0QfY+3NZgkx38RWHCYI7GlmclDmb3cOjUlZSwQSgUQgEUgEEoHhA4Ek34aPfuzzVgiqOZJmc23IbpZeVkts2mtja86lZZwyTvpy1h7ZF5ubx2ER6mHjZyfhOmyh9f3SO21ib6Npl42cbQJvhrwny+D6HPh8QSLQjxCQuUfPHP5g8/E4pMaBBvQsSe5+1JlZ1USgDQQ6G2MdCjAiZZ9abmvfTv6STGC+CF/JgTMmCWUB96V/1EaX5a2JQCKQCCQCiUAiMJQR6BfLTocyJvm6wSDAmTSzK9PNSYY2wrWUzClUDrUYGsG1AN8hD06OjJMRvVc2nmC/o6WnBF29LYczE+3kwtbTuLLjE4FEoOcIIOqdXMg+OBXRyXytm4f3/C1ZQiKQCAxLCOQY+3+9IdPXSbaWxcchEsg3PhJ72J29/Ialfs66JAKJQCKQCCQCiUD3EeAviZNizzcHmcU10pdfdn6ee8s7HSfvuHsbBct+ymv4RSA2wR0kKF/TQRDe37qx9uBmlNvdhHv47cFsWSLQtwikrvUtvll6IjAsIpB6/3+9Eji0HtaQGW/DotRmnRKBRCARSAQSgaGHQGS+HXDAAfVgJifed4t8cwKdfcHsn2X5YV6JQCKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCicCIjgDyTYb8CSecUPbaa696wF63yDeZb5dddlndS8veW3klAolAIpAIJAKJQCKQCCQCiUAikAgkAolAIpAIJAIjOgLIN9t3HXbYYeXQQw+t22B1m3zLZacjujhl+xOBRCARSAQSgUQgEUgEEoFEIBFIBBKBRCARSASaCORppykPiUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAolAHyEQ5NuAAQPKwIEDy3B94EJfbgasbCdb+Rl11FHr0fJD2lw3Di7oygmhrRv39pE8ZLGJQCKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCvYhAM/MN+dbtAxeG5mmnKv3xxx+XL774ohJdfjq7ghT79NNPix/PIMZGH330Mtpoow2RIOsK1t7x4YcflhdffLG89tprZZpppikTTTRRLb/1cu8nn3xS6++3H0fPq4/f6uZy3+eff14++uijWm/3u7RVue7395AIvq7UP+9JBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBRCAR6BsEcDxPPPFEOfDAA/tP5tt7771Xrrrqqkp0zTPPPGXBBRfsEB1E2/vvv1/uu+++cuutt5ZnnnmmkliTTjppWWCBBcqKK65Yxh133B4TWG+//Xa55ZZbyv7771+ef/75stVWW5UtttiizDLLLP9Tr7feeqtce+215cILLyx///vfyzvvvFOJug033LBssMEG5dvf/naRCYd0e/LJJ8tJJ51U6+40WWScui+00EL1fr/HGGOMHte/b0QrS00EEoFEIBFIBBKBRCARSAQSgUQgEUgEEoFEIBHoV5lvkTV2xx13lKuvvrpmiS277LJlySWX/B8CClH18ssvl5tvvrncfvvtdT3tlFNOWYktRBYCb6WVVqrPDi5zbkgiYpnpPffcU0455ZRKkslSW3nllcuWW25Z5pxzzkGPq7v6nHjiieX666+vnzsZduKJJ67EHVJu++23L6uvvnr9DPF25JFH1jLnnnvuMtNMM9U2IhAff/zx2o599923LLzwwl85JWNI9c3vE4FEIBFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBIYeAv1mzzdkGdLpoYceKo899lixzBWZFgRa675psuLuuuuuSnRNNtlklaRy/7vvvlszzh5++OFK3K2wwgodLg/tahcgwy644ILy17/+tcw777z1nfPNN1/ZdNNNy1xzzVWLiWWpp512WjnvvPPKFFNMUZZffvlKziHUTj755HLDDTfUjLm11167TDLJJOX+++8ve+21V3nppZfKnnvuWbPcLDVFHN54443luOOOKzvuuGPZZJNNytRTT53Zb13tsLwvEUgEEoFEIBFIBBKBRCARSAQSgUQgEUgEEoGhiEC/yXyTGXbnnXeWBx54oMLz3HPP1Wy25ZZbrmavNck32WjINcs7kXDrrrtumXXWWesSTctQEWZIrOmnn74u84x91trF/YMPPqik28UXX1zfb6mpbDUZbUixIN/s6/bUU09VMg3glozKjptwwgnrXnHIQISiDLfZZput1hO5eMkll9Q94WTDTTfddDVD7/XXX69Zf7vttlsl67beeusywwwztFv1vD8RSAQSgUQgEUgEEoFEIBFIBBKBRCARSAQSgURgKCDQb8g3JNXTTz9d3nzzzTLmmGOW6667ri4dRby1km/2YLPc1JJN5Jq93ez/prGyx8YZZ5wy9thjf4WwaxdrZT344IPl1FNPrUTgGmusURZffPGy6667lhlnnLFsvPHGg8g3xOHll19eDj744LLqqqvWbD3ZbZaoOmTB34jEUUYZZVA11Febo84IRVl7sv+Qcuecc05ddrraaqvVzL68EoFEIBFIBBKBRCARSAQSgUQgEUgEEoFEIBFDHrOMAAAgAElEQVRIBIY9BPrNstMmdLLZzjrrrJrV1hH5JmtMdpgsOQcryCR75ZVXKtnlgAVZZA5DQHp1N+sNEXbCCSeUm266qZJsP/rRjyrB95Of/KQSfkG+AdgpqEcccUS59NJLy5prrlnr4DNZeEg3zy+yyCJlqqmmqmRc8wRTe9ch95599tmaPWe/u9tuu62eqHrIIYfUjD7P5JUIJAKJQCKQCCQCiUAikAgkAolAIpAIJAKJQCIw7CHQbzLf2iHfHN9qOaiDFhBTGonYsjT01VdfrSSZU1LXW2+9etJo635xQ+om5Tkk4bDDDqunj1r66cRV+7N1RL4hzvbYY49K1MlgG2usseq+b+ONN14l1RBxG220Udluu+3KHHPMMSgDzntk8e299941c86BDYg5e7zZB85yWuRdk6wbUt3z+0QgEUgEEoFEIBFIBBKBRCARSAQSgUQgEUgEEoGhhwB+B1d14IEHloEDB1YuJ66Rvvzyv12timyz888/v+5Z5jCBvryGlPlm/zRk1d13312XgK6zzjqV7JLlZr83mWMavcQSS9Rlm5aidvWSifbGG2+U/fbbr5JtMtn8INQ6I9+803JUByXIcNtss83qARD2cHvhhRfK0UcfXfd98/kGG2xQ96KLC1Fo/zpLbu1T52+koqy5ffbZpy5jRQDmlQgkAolAIpAIJAKJQCKQCCQCiUAikAgkAolAIjDsIfC1ZL5Z/omssy+b5ZsIpuYlE00GmNNAJ5hggv9BbUjk25NPPlmuuOKKeoiB00z9WHoqQ8w+cffcc0+55pprKum2++671z3kuno5ZMGS1gEDBtR945xsagmosrXFaaaWs84///w1u2722Wev5f/85z+vpJ/MOCeaxjPKQ6btv//+lSjcZpttKinYvD766KMSP/a8u++++8oxxxxT93pTf0tr2yEQu9rWvC8RSAQSgUQgEUgEEoFEIBFIBBKBRCARSAQSgUSgZwh8LXu+Id9kfN1www3FYQSyyeJCYiHfEFfdJd8Qe1dddVV55JFH6qmiyy677KClpYi+Rx99tFx22WX15NBf/vKXNWutqxeyTNnHHntsPYnU/m0y2ADpf/vMIeUsDXV6qdNYEXCHH3543fPNiadOL0XQuSxDldG2ww471OWm2267ba2vLDpLUj2LgIzDGNT/+eefr0tekZey3xzg0ExZ7Gpb8r5EIBFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBvkXga8l8QyAhsZBIMrqamW9BvllKaT+2jjK6hpT5htCzxFNGmQw6e6MpR9lBkNkTzt8/+9nPvkK+IcPssyZ7DokmQ83pqLGvGuLQEtC//e1v5Z133hlUd0DKqpP5pt6y0ZCHyLMpp5yyXHDBBZWAs6zU/m4zzTRT7Vl1QAZaloqQQ75Zuiszz8+WW25Zvve979U6uGCFrHOAg++Rb6usskqHGYJ9KzpZeiKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCicCQEPhayLchVaqj71UU8fXhhx/WjLWLLrqo7r1m7zT7qMk+s7TUvm7uszTT8lDk3vrrr18PXJA95sAFxJn94Gaeeea6z1rztFDLOn1/2mmn1X3iEGXIsMGdKIqws+RUxp3lpdNOO21dWjrvvPPWJae+R7BZIoqYQwYuvvjitb7qc/HFF5fTTz+9rLjiimXTTTcto402WjnppJPqaapOUVV/JKCMQMTgvffeW4488sjaHocxaH87S2e7g38+kwgkAolAIpAIJAKJQCKQCCQCiUAikAgkAolAItA+Al/LstP2q/l/GWKWYspIk9l211131UwzGWSzzDJLPTl01llnrRliSConiN56663luuuuq0tAnUYq+81BC48//njNdltrrbUqsRZLOtVL+Uivo446qmaiHXzwwTWzDGnW2fXKK6/U5aYIv3PPPbc+J1ttscUWq9lvnpXphzCz9FQm3NJLL13JPQcoeGbyyScvO++8c1lqqaUqwXjllVeWQw45pEw88cR1zzr1RDCqv4w3+9nZH26TTTYZtH9cd3DNZxKBRCARSAQSgUQgEUgEEoFEIBFIBBKBRCARSAT6DoF+kfmmkpaaIqTst4bIiqWqloMi1RBe9k2bYYYZ6v++l1V255131sMXPG9vOUSYvdiWWWaZmvkmU655ecY7DjjggHoAgmWdiLvOMt+UieSzpBQp5n91QpTJZNtpp50q0aYNMvbOOOOMctZZZ1XSTYaevdrs8abuc801V13qGu1FHJ5yyimV1JPx5nPfW8q64YYbVvIQOdfahr4Tlyw5EUgEEoFEIBFIBBKBRCARSAQSgUQgEUgEEoFEoB0E8DmSqQ488MAycODAr+zbP9KXX/63q4VZcnn++efXDK3ll1++q491+b5Y2inbrfV0VGSX7DXEmiWbsT+bZxB19mazRNXnyCuHJPjd0X5ynvEO2WzKQupZ0hlltlYYRN6BtPNcXPEudfIuF2JO1h4i0I8lscizCSecsNYdwSdrL+5VnmWw7lV/75LhF89oRzNrr8tg5o2JQCKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCQwWBfpH51lMkYr84hJgssSC4elpud5+P+iDjEIBDqg9C0LJbz8mo89MZGdjdOuVziUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAr2PQL/Z8633m54lJgKJQCKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCfYvACJH51rcQZumJQCKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCiUDHCCT5lpKRCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAj0EQK57LSPgM1iE4FEIBFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBzHxLGUgEEoFEIBFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBPoIAeTbE088UQ488MAycODAMv744w9600hffvnfrr73P//5T7nuuuvKjDPOWBZZZJGuPpb3JQKJQCKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCwy0C6LVnnnmmHH/88WWfffYp44wzTvfIt3//+9/l8ssvL7PMMktZcsklh1vAsmGJQCKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCiUBXEUC+/fOf/yyHH354+c1vflPGG2+87pNv559/fpltttnK8ssv39X3532JQCKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCicBwi0AsO/3lL39Z/vCHP5QJJpig/5Fvn3/+eXnvvffKqKOOWkYfffTyjW98Y7jtsGxYIvB1IfDZZ5+Vjz/+uNC3cccd9+uqRr43EUgEhiICnIRPPvmkvP/++2Xssceu4+xII400FGuQr0oEEoFEIBFIBBKBRCARSAT6PwL9nnxDBLz99tvl/vvvL5NPPnmZdtppy5hjjtn/eyZbkAgMQwgwFK+99lp5/vnnK/m2wAILDEO1619Via00k8DoX/02otb2o48+Ki+++GJ5/PHHyzzzzFMmmmiiMsooo4yocGS7E4FEIBFIBBKBRCARSAQSgW4hEKedHnDAAf0z803G24MPPlhOPfXUstJKK5XFF1+8pu998cUXgwAR5MqG01ifN8+RGHnkkev/8Zn/m5lz8UyU53tX83+fRSDd0f1DIxNPfVrbpk7qFnUenITE89GWJAa6pU//8xBckVWudvqjd97ee6XIeLvjjjvKLbfcUiabbLLywx/+sPcKH8ZK+vTTT3u9r8IuyB6URYS8kEHENvRU15RNxjo7HyfsX0/fMzS7qbVNgVN32tBqk6MdYRu7U+aQsGitf1++a0h16en3L7zwQj1M6W9/+1vV++985zvlm9/8Zk+LHeaeD1tNHkYEcpGMskfaPdpoo/XYDnXUoWGXmv5V018a5oQgK5QIJAKJQCKQCCQCiUAfIsAnevLJJ8v+++/f/8g3TuNzzz1Xrr766vLII4/UwGCSSSYpf/3rX+vPSy+9VJ3oKaaYouy2227lww8/LJdddlm58847q8MpgLA/3b/+9a9ajiU1yyyzTNlggw0GLav7xz/+Uc4777xy++2318+c5Cp4RkIAb4UVVig/+MEPynTTTVfLfPPNN8sJJ5xQAxVO/FJLLVU23XTTrxwj29v9qT7qd+aZZ5bHHnus1su7nTy71lpr1TaNMcYYnb72nXfeKVdddVXFBoG59NJLl29961u9Xc0RrjwZmWTNem5/zzTTTGXdddet/dHfgjsZb9dee2159tlnq4wstNBCw11/0pu33nqrHHnkkVWHtHPRRRftlXY6DZqOXXjhhdXgjjXWWGXVVVct66yzTpl55plr8NudCylq087f/va31YYhDpuXch2Cs/3221f56+57ulO37j6jTbKsfv/739fTgGQyr7feerU/Jp544raLhcsll1xSsQ9iFf5ss3LZ7t68EA5vvPFGOeqoo2pGtnFhiSWWqOPAlFNO2Zuv6vOyZL098MADdWyYdNJJy4YbblgmnHDCLk3o9HnlevEF9J0fccMNN9R2brfddlVHh+eL32OfXuTqtttuW/fr7a2LzJsYveiiiyquxg0bCoc/BOO+IL17q/5ZTiKQCCQCiUAikAgkAn2BQL/OfOPc3XvvvTWoRTStvvrqlWS67bbbytlnn10JMgSbAEvQICi68sorq8PJ8UQgrL/++uXpp58ul156aQ1iF1544bLHHnvUZXVmhU855ZRy2mmn1cB2wQUXLJtvvnkl3wYOHDhoGc5WW21VVltttVr+zTffXH71q1+VJ554osw777w14Pr+97/fp0th1RPpJnB46qmnarAn6PO592+88cZfOUmjVZBeeeWVShCdccYZFSf3IwTy6hkCH3zwQZWDc845p9x4440102nLLbesMjc4MnRwb9W3iLwrrriiEs1zzDFHnxOl5Igu/f3vf68kMkLXu4enK4JFtuG4444rU001Vdl6663Lyiuv3OMg0ZK9v/zlL5W8dCHDyMajjz5abQr7NP/883drr0r7cN19992VLECKyEpq7sdH5r797W9X+2RZ/tDIwu2pXJA3ZKW+YE/p0EYbbVQ222yzMs0007RdvOXSZFf2lrLZO2XOOeec5cc//nG10715kSX9q/7XX399eeihh8pcc81V9txzzzLrrLN2+1XKNakDGziQma5kNXf7hV8+6BRzfYCAo/faMbxlvXGCZM//8Y9/LPfcc08lSn/2s599ZQPcnmA4LD5LJ84666xy7rnnVnux3377VVvUW5dJyAsuuKD6Tkg3RNvLL79cxyrvsny5r2W32Ra+HV+RjdTOccYZp7eamuUkAolAIpAIJAKJQCLQZQT67Z5vKi4rIoIzGUVmbmUUcfJkOSCTZLMddNBBNejh7N13333lz3/+c31OcC3zxMzv0UcfXQmG6aefvhJWCDXZCwcffHCduRW0rrjiimXXXXet5Na+++5bs5rMjitjhx12qPfI1hB0cW4FvD/60Y9qsN2XQS8s3n333RpUymJDAp544ok16Ft77bVrW5AmnV0CeEGHIH7uueeuAZZ9ffLqGQJxEAii97DDDquBLGJzk0026TYZizxQnhNSkCr6V5/15SWDVObL66+/Xr73ve+VxRZbrN9l7nWGD9159dVXq/zfeuut1S7IotXOHXfcsRLnPcnQIAMXX3xxJd/YADaBfskoQsoK+pdbbrlKwHWHWDIBYTkwW4Y0QJA0M7nYPIGmjCuH0fSkLX0pY82y9YksZdky7LjMY1mCiGv2ud3LZAlbTo5jYgLxwMbtsssuta97+9Lv9N3EkPrL2EPofPe73+32q2QE/ulPf6oTK+psIkif9tUFt7vuuqtOZiHc2C5bOgxN0qSv2qZceJpUQ8rSIT8yI9dYY41KECFqhqeL7PMPTNIhcfk7SCn2yHhi4rE3LrLPN/vFL35RJyiR5sYq4wf7s+yyy9aJgKFpi/hw7K09gbfYYosy9dRT90ZTs4xEIBFIBBKBRCARSATaQqDfkm+CMw4kAoyTbKkook1ggKCQyWYmW+B57LHH1qBB8CszzP5wlqXKROBoI61+85vf1PIEZLK+BgwYUJeHHXHEEfW35y2Z2GuvveqSNNlxAmekl5lUy7rMIPtcoOdH4I6Us0dWuxdHWYAuy0GmE4dWAKStyhvc8jHtV/+bbrqpBvsdkW/KV3f1lKXhf5hySmHQWfnK5sAjFwUvgkr1UkefCwbVT919xsGGnc8RBRxwBKkZcH3TneWXEUSog2BJv3uH9lg2qH/8b2lLkJ7RVkSjOqmzACCWCqu7S6aQ+iNVuxtkart6aH/U5cADD6yBCJKlSb7BUGaUTAHBrvcjSi2VbpIlvlMeAkHWjuzKGWaYoZItyDdt6qju8FG2d+hfbZKJIHPNe4bURnIXe73BEwEtK6z10g6yhPhWV32rj+lEK/EcRLF6kSftVB/ld3aSon6jp3DVJvd5h+f1o7/VNWTT39pGPsmHPiF76gkrGNAl75b5almizDTPyPIRkFrG3hPyTd/DBPmvz2CH2I8jpdmbQw89tBKxZMIS+CH1RyvuQb5ts802Zc0116wZcMj+3ghsYUvHyA2c2AQYwl7fwlIf0iE4txL8+kC/kQn9EnKnPzqajPA+Mq5MfUwHESMIJ8v7Bc2t5Jv2I0894+pId1oxQ7CaJNGenXfeudfIt2gvjNRLe5G6p59+erU3++yzzyDyLWSDTNMH/8uGJcvaAGOXz8muCSL3GdPIJ/KNLClXX3sm5Ln5XIwfoWcxfnSFtGMz4I/sR7gvueSS/9NvkeWnfvqYPTd+kIfW7F59Sh+02ZjjYh9CfzuTCX2rj8mSK5aDajNdggGM2Ea/YeYebdXH3hnyod0+995YUmubCN8jS8k0cqi3yLeYgKEDMR7Qd22FT9inpoyGHniGHGkffdPWkIvm/TEeaqf6azt7Cmfth5N3KReOZOjhhx+utlQfG/PtO9JT8g2e4fsg9YxR3m8CcvbZZ691h7v3NffIhYu6Nv0cY3BTnpvtjclGtkm/wdh74KR/4UT3yJv2kkuZ4jLxTHA0M2jhYtzRJ+oUfhC9iYlM5ZJp9/WHZfvt+pp5fyKQCCQCiUAikAgMPQT6LfkWM9YcZs6yvdji6i75JtOCk8XpQl4Jjq+55prqAHNoBeTIN9dPf/rT6rgKiDhl9iOSXSIjzt5KylInpFy75JtOUQdZepYtBcnEUTRza7mRJVMczI6C9a6Qb5x05KFsH0GLS1nqjEzsqM6CH4GY4A+RJChHxHDuBQrw4DALDNWfg88xRhJxujm0+k3gMd9889X7YNZRQDE4FVAP2R+CaA67AMY7BIDkgQPNydYOGY9w01Ykkhl57xfMIF4RRT63t5/n1B9JgsBod2mo5+FgCbAlhdrrUjdksEAByRLkm+BAH1uSak81wQvnXt0seyZv2gYfwYnMRNkK/jaT7zvLTgWvkeGELLL0UN2VTw6RsPDS5y6BmWDIcjt16yygiD3QLE0SVMFTEN68P8hL8qAtfsOUTCAFvYPMCooio0kbZNToL3X0nWwt5cteDaJcXckP+VQ2eYKvdgjyyb8ykU6eIxeWFpELsilocgALGfAuONAl/S8DCZkgEBSgkQ/yC3tZisg8ZE9PyDfYyD5FutAnmUreGYEn2RWguof9QPa1K3PNzDd7T1rSHFkdyoJREDTtDivqx/6ZsFAGG0ie/G3ZGHmmTy59zQ7Hu5ArdF3b9BtCitzpCzLbeiq1dyEoZR0qU/+xq/pe9hhdbWa+wVafskV+/O2Cs+0E2MfOTuXsC/KN7MFG/ekAfVEXdtB+nHS0mflGjskjuXYvOYYduWTfZQqxmfSDTUMckF1ZaM1lp2SZ7sPf/oSxpxy5oPPGD/aCTpIHshHjBx3tLCOb3lmqG1lvMmy1oXnFKajwZ5vIg/LoMr3Xz5FBrb/IESzomvppM3ur7n5aZQKmsNQOz5IRF/JW/bxDm01UsJ/2F4Or75C0yCR9oL/hHCSxz40/7KrnTOC5T38Y8/VBb5Bv8CET8CEX+k+bg+hRR/aALY4LLsZY9TWGaDO5cI9+s71Gc8mk+2GjfJMIMGM/2UPjEHlgV8lTkHTGm7DtdAsJ1xvkG72FpfaSObZD3ekj2aH/+kyGbky6wSQmUT0Thz+wE+41EUpGwmbybQJTY7b+9pm+DCKNzSdP9Mo4SYbYIHKnLDiyiy6yg9iHjzJgYQyhN55Xtv7SV2SGbHTmd7VrX/P+RCARSAQSgUQgERjxEOiX5BuHCGnE0eNoWvbZXCbpe5ks9m4S2P/617+uDpPAgINo+QGHHJEWmW+HHHJIDQg4q5x9e5+5h0MWs6EcQZltgp3dd9+93s+J5OxziJFuiAoZchxQjlp3yDflcZwtBeEECmYEvpFdJoBygIRgVyDSmuWi/bJtBBMC8o4y35CGCCFLc2PG32/Ld2XrIX+aFwxkcdgDLzKEOLueURanlqONEEKqwdryFgGBOnJgCRucBGnu1Qb4C7LbuTjplkGefPLJNWCPgENf+4GfwEd//fznP6/9wAnXVqSPQJQj7YhfdXdQhe8FuoIcfYYMCQe9q3XjuCuLfJn5DyKCnCAjEIKWMiLfIlsQMWMfQv1Lht2HDIItGUP+CFxkX1rOLAhXZ7hHFodnyYBg3TI68kcvEB5wIgvIDKRcs3wHa7hfYNEZiYs88V5Bn/sFyM1LXQRwllUKWiLrIOonM0+mgef1P1zonXsjc0UA5gfhaQ8u71GO+8k8mZOtinQTwMGODCkLEShrFU4+s8TPPkP0nFxZjklP6JOMDwEtGZVlZpNxAV4EgmQcYfSTn/yklttT8o0eyriQ3YbURh5pY1zkVFYuPUS0si3t7qUX5Bsdp7Oxpxjs2Akkmc86yzYbnGzDQoaYZbNIMLpLz+FMN+gRuYMVG+WgCmSuzwS6ZELbghQTKLvYJEsYkTPsBL2TYSUDCekQZep7fQInGX3aSFb97zv30wdBchBJSDh1JGP6vSM8e5t8089sI/sio1r94K2O2qYNDlkJWwQDuMCLXtNvOoxU05+WIZMVMhMEPRnXB9rnHuVrW5wcidAgr+RI3yNwEEjGD2OavkMEslHex/bSgdiPq1UO9LF+9z62EpbNLGVtRPrAn35GBir74h1sL91j3z1HVo4//vh6r3boR/XUZm1AoJMJpGnYIjYCRog94we9haW2kSXPyKpCtLg3iGx1MAbBg82j9+rpWf+zR+xSc4JJe+zjyl4aA3qDfDM2sUXerU36gWwj/OCq3uydurhgiPBk64ydcGPD2HGyZExC4COzIsPfxJH9WmEUxJ720yt9iIgynpGpVj8BsQob42lvkG/8MXvt8juMyfpWPeCs/xBdJraakwzaecwxx1SSFz50N3wKpKG+8kxMShgn2CR6pp3KNh6QKXKBRGO/+YTKsZ0IbMgLOxFZ1jGBZEzWBwjZmKQz8Upv+HM+I8/GObbNeEkXfN4b2cVd9S3yvkQgEUgEEoFEIBEYPhDgr5kYxEPw4WJFlNaN9OWX/+1qMzk6gnQzrpz6vryQE97FmTLzzcFskgeR+eYEQLOjsrMiSBHAc6Y0lMMZ5JsAmXPO8ebQKkPwycFHXHDsOO4CZJffnD/OnvIiu0GQY2bV7LL7u0O+qQdigZPpt0BJAMShRdTEclpOKwexNXOsK5lv2iDgCKJKoCCQEawjJVo3Xxa4wYizrC477bRTxVAw5UcfmMUXLMBbcAUTBKJZecGh8j0LG58jWQSZ7e5ZRizVO05E9H6BKidaZlZs9ox89TmCSzCIkCE3MERI6SfOuEwsQYP+tDxUECBoaMe5VidBlmXKHHPk7SqrrFJlBxmHKBCAwA355h4OPRk1Ky8AE1x5p0wA++W4XxAIWwGGNisPnmSCfAkwm8uFBGwh6wI2pIagF8ZIVcENYlhQ6D2WriEEW5ehaQ95Q6BEdqmAtnWzdX1JDumKgEd/0gEkp8BZsCQbi0ypm4AM9oJxuicohIM+IV/kTnCmTYgH8q9+Ah+BJ7JM3whgIwgjS7DWNn2I+BGAISERAHASwHqHEyhhJ9uh9dTGIN8EWOraU/JN/REy5NDBDcprkpfeB1/3IK/Iabv7vgX5BndYkyukDIzYJaSO9uobn7cr03RGP+pnfcWeCWhNbiA8EWkyUZCecEMykTs4kz36bp9M7UbW0A/9A39LPvWBz20BQDaU53AFRLKA3KQI+dOPQb7FxAE5Yv/gqq/JFPtEZxDu6mN8aF3a3tvkm/b/7ne/q+8mn9plXKBfBlWECrvUJN/ca/KADWUPjDvGM9gibGPSJDKW2HT6SEeUq71sSSzBpPORBUeu6Aes6Y8+o08mJEyc0BvPqbP3dpT5isxSDxMCZLeVdEfYkFu2l73kQLCx9M/n5AHJp77GAnWyzx6i3vhAp8kj8tE96unApNi+wf1kSPYUmWJPkW90ysRb9DG7wsaHbdRmtsckEpvKXukfmepkLQj31uXt3od8Q4r2BvmmPGONH31MvpFPLkQt7OmJ9rKDLrqGQEQWxXjJLsDa3rM+1xfsOOz0MRk3wWV7CXYWtnwe4wccyIlxcWiQb0GUkzOTHepGj2V8sgMxNjX1kSxbls2/oOPsv7+Nl8hf4xZbrk+MSfqeTTAeGLuQtd7LJ2Tn6JBxwjYk5Jre+N6kKFk1CQQPv6uT++V4G/Vyn3rTWTZJvZUf9oa+kkHjHTvdbsZ+X/rEWXYikAgkAolAIpAI9A8E+DP8XzxUvyDfOEhIHcEgZxZhEU5tQB7kGweX42qmMvbPEpByTjlUgqEm+eZ5BBIHjPPHaRYQC2o5skG+ReabQAMxokwZLBw5jh0nn+PIwesO+aYeSEKEgYDS+8zsxnILgZvv7IXEqY0ArNn+IWW+NcXTuxBZ9o3i7PrdSr7FBsqILYGQYF69ZBLJMoHVxhttXJb80tkfbbRRq9U2hqoAACAASURBVGOqnwRJLjPYli7pB+SR4AtRy+Huzl4zIbgCSaQX0kxgYtlgZA76DpEqEEEIq5PgExmC+EPyyCBBgJjpVh9EQVf2Q2riRyYFUnBAYmonfBCR6iLLgRwhEQQMsezUd2RLsOKCrT5WxuWXX177HH6IpWDFyQOyToAv2EVINJdcN+sV+w0JSAQisTROoCuIQcIhBRCAkT0Xz5MJ95100kmVyBDECcCb5I3yDj/88EGErKDQPUgA3zn0QzBLb+gaPRU808kgfrUfse1dgnP9h1RA7OhjeAi+kEx0nX4KvBCTniFLMkEEQ9qoLywfVS8BlGe1UTkCMP3MLsCutZ+DfIMtWekt8o1tCPKteRiC98lyIX9IFsFeu+QbGyRbTDuVwZ7Fpv50U/myPshRZES2MzQJ8OFFJumwIF7wKVNUkMu2ynhB5iIAHYxAtrQZvjLWEGD6hkzBn23VdnVmZzxLVpTNtsjUI0N0yqCEyEEuKF82H1u09957V31iX2ErKCYvdEbmCvII2W/ypDmjpO29Sb55p0Mh6AmiwTuR1Nqrb5D6yCgZOs1lp+Q59qsyXpFZJApiBumFfGGfmnZYebK44Y2QQm50tkyZnaBbkZ2InIAb28EGkgnYsr1sYFzaE/WGpWzKIP+bcgNDbaZX9AWZqi76FfaIDmSRNuufWNKn3XSfHdBe8oVgM+ayybJ9Y09J4xvs9Ln+R4SEDfF+4yxZicxp7+YXIO1MrLCzvlMfdYyMt450TJ3g0VvkG6yURf/0M0JZnWJJONtrIoWuRn3YP21GVpJ1fR8EEtKS3mlzjJ2IPXYuiDfjF5yRVyYajIkybYdW5lvIB5njY7HjdML429lpzpEpGXtxkjlyqs/IBSwiG5ps+txkC50xptMT+MngNNaTL+MNUr45VtFDNsbn9Mbvjq7Yt0592CBjt4klNjYy+kxmydptd4uAduxu3psIJAKJQCKQCPw/9u4EXNup7B//UoaiTAmlQcYoVNJE9SZKk4SGVxOaozTnLYU0SxqE5reUVJIGJYokEkVExoqQQnOI6P31Wf/jfP5X97H38+x7P/uZv9dx7GPvfd/Xta61vus8z3We33WutYLA4onAIpX5VnuhWdonMBPkCB5Gg+gi3zjTHCjOX+3TwZGyN4wZ1+GyU7PvnDXBGmJOsMrB4rRzJDn1HDYz2C4z6ZxnwaaZU9loSA7l+C1oKPLNLLV7ZXIIsjino1fthyK4UB7ywpI/yytqDyHBBaew9vDhTMJgGDwpd6qZb0OiZU7km0AXQytYQiwhJur0WDgKmBBBAnyXvqrMN4QKQg9xIuhCigjK4eMZ5Mi4V5FvMkVgJDBRTu2HI9hEtiCWahkKbGEKN4Gfvb2QOMgAQaTDEBBd42QHqbc2ydqRVSFTBKEokNSP6qnPyAs5kp0wJN8QJAKr2idHWZ4hJwITGSWCq1pWXeSbNtXSrsnIN3KgXgJVPwKJIvrIqCANZkhKQdJwE2yBO4LFEmwZKZazDfca0m4BvD0OESoIDoFeZdHUElNyQ0bJju9hgTyoU0WRyHU4ggAcOSU4QiLRXbqIjEBG1r5e+swyQ4SGTE1Y+7uyXwVg6iQLRgaE4J/M0Un1Q0yPZr1pz0yTb/BHwrMJCChyMdzfSbvJrSyy2k9y3P0hlYH810/6APlZBx8IZOmGJYuCf+TDZEHnZPpH39UR9sgg9fQ/3abT2gVrZAsyTsaWTBbEALKE/RyeLIgwRY4gTemBfmafBdXKJ2tVf/gpC1mO3EFIyKZCIHk32UG+sC+VTUM/6Dj59m7tHp2cmUnyDf7ISWQHOaeXw2X08BesC9SH5Jv6ybhFVJr9Iucu+oHo1F6kCXzrKvINyVDkG12Y6KoMWXrD7nhfkV70VlnGLPpP9+uCubFAtq5+Y8+RukObWJlEnld3EzbIz7qHXaFvbI3JDHJRGWja68c4rA76ja02nrO9xtfKsmMbEa8IydriQV3ZQnZC3ZBXNf4NyVd1lPnme/qF1KL3o+2tds905ptyjSlslwxQ+MOnlm7DFrnGdpN3fUNP2Sh2jG0fbnsAI3Lvc+QbMsvYRveMLZX5W+ORPnRfjb3zI/OtsByHfNPvMkMRW+QUUQknZRij2Rvkm4kXFxzZFvcbI111uAbbAE/YjO5POFXyjR7KzKU3ZJttJRtkWR+oG/9BhutkujeuL5P7g0AQCAJBIAgEgSUHgUVqzzeBgSCTM424Mes5mo2j66Zz4EKRbzKTOKyyywRtAgszsH6KfAOaZaccMg6+ALA2kebkIlJkBQhaBFCINYGGjANBRxEgJWYcunIczeJWAClgEIghtrRTUCewQRwKTDiBsn7mB/nGKTXLjiiCC2dfIMQJ5jwjIWWtVHA/JN/MXlc2XZFvMkRkMCEk5pZ8E+Ag4Ybkm8CcnJgll5GF9BKwFSHhfoQQMgYZKzgWrJg1H/eqgw2QA/oPCUc2BVFw0N/kZUi+CToRU4gMsgNLOJE9lwCbHMkYQ0hMRL4hsyrzTYAg4PY+bUFckTX9JVgR3OkbS8R8j+iSmSI4hYWgsMgr9RW8CVjIniw0v0c3Zxf8IBQE03XoxWiQDl/ZmbXskezKBpHdUEG0Z73b+wQ0tRRLFgddUBf11XcCIMSgoKgOQkGa6vva36syiQSl6i1DAtYyUchpnRI52s8zTb7BXD8iKNWDrCMMCiM6VcvM1JH8jerynGRRGYJEgb5gvk6M9RybQ4bIIzuhfGTlOBfyzSQGwp/OCv7JLEJEexBObKM+RbLA1/Is2WC15HRIfqmnZay1rya5QLjoX5kyyLvCYDLyTZu8W/vUZ7jfp7bBXUBuIgV5NXoK60ySb+qINDFe0Hnk2zDTbpR8Q76SafiwT2SZTrLvnvO/7wT3yMihbZyMfGN/hifS0l+2Rvah8YNNYfvIhjJqU3zkmay2It/Yjlpipz9MlpCpITkHX3piAsz4pD/J1Gj2tXvoI9tV2eEIPWOgOrD9bCW7oz/JExklC5Udyob7jq3wNxlEviBsat9OtskYXeQrLIy9JrrUi3witJDHMiLJy2Qnhs7kslM4GavLdql/7Tum/vqLvTcxgEhl/9QPRmwm/2Z0iT9M2WvP6Eu2AwnOBtsXrci6OpTABBfbSlcWRvJNH5rgMf4i2vhAMKHPSDhjl3ZWditM66AoJD48jQdF3pqwpEt8E3Z2KLcTkW8l7+TBBK4+keFGfvQbnSSLMDTeGLvUk9/FtoV8G2ckyb1BIAgEgSAQBIIABBY4+cahrA3XOdAc8lGnsxx+zqxsJo60bJeJlly6d27INwTKMEAFkOUgk5FvlhhaejUkHQR3sh2KfONAlkPM8fb3cDs9jreAk+PIYeRUCsw417UUS4AhOBNMyQThsM6OfDPLL1tP1tREBy4MxX8qy07dg6SxxJOTq5/UWV0td7HHjiVK5ZDOLfmmr+tkS8G7TKXhNbrs1HIsTreAr0gUwSGnW2YeHAShHGxkl2VrAlvlIKnMsCMpRgPNqZgJ/SkwFCTAiQwhEWCBCEBSWU4lC032kYwfz8h88bkMISSE+pAVgYdAUN2RdkPyTXApa0g2ADKtyDfPIMF8X0SUwExWH6IDAUlnZFzAR0YWGfX/kHyDB9wFr+RHv9KH0aw3uNRpne5DQCM7hkSI7wXL+kSd6LcsOzpchBySQdDoXuSQIAdRq830ojIdECgC6SIokGkynJA+CBaZmKW32gDfInmQlPpdQGX5b+0bN9q3M02+1d5byDfyAUuZWKUjMlnoKbLE52zJkOD0vPYLLl0C01o+X8ZbMIgI0QfaRgerrxApyD+EkAAfeUbWhhdcyD851U/6b7h/ZpFv6uB55DTyTZBK9pAzQ/KN3CM5BbCy+MipOrGPZRPINpuPHGDfTHzIHINB7Vvl3lrWjDyu006RmMhG2ZEwNfmh/CLsajyhDzJg9P3oeDKT5Jv3sTNkGrFTy8FhjFw44ogjevZenXbKVqpbEY4IO3LhWaQ4Eoptopf0YEi+6StEH71GLsCAPMBD5qAy6CHckH7kDr4whQUbSl6Qckge48iQfGO7EF10yvuNa8awUdJd3yBG2Bb3m3RRfskNG6R/kWwINXaKDdLPCHQyQr8RG2wCfOCEcCryzTvYR+Odz8ktnfa8NrBf7Cq7jkwfktZIEgSwMmSvw0JGFDzJ5ESZzTO97NS7jTN+6Lv+giPbCjPZcPQfGWuCxbgDT/U2BsCIrlVd9Q2bx/6xc2SF3MEOuUaGKmOQPTEhZvLBZ0jcmSDf2CKY14ncE40JJfdTWXZKD+zfZtzST8h7eOhLtt0+d9qt/ghHF7IXdmQZDnXSOmyMWb4zTtRen2Xr6Gf5ZPSGTBlz2B266b3kln9j3IAXe1SnyhtzkdVsXci3qXhFuScIBIEgEASCQBCYCIEFTr4hWcyGc8AE4RwejtGog8yhtJTF8iYBTJ28ONEpjZx+zjlnloNoWRACx71m9AUXnCiBkoCXQy+ry/eCeAFlvV8AJbh1f+35xlFH6HAMPc9Rq9l0wRgHUPBpdl/AKmAcZymjgNdyG/UWvCKVisATxHD+BNWWbwkqzMy6YKS+6mBJiiDNcg2nyMFWoCNDQRBQyyE9I6gzkyxI5wQLZhAU2iRwcL8sI2Vy6mHK6fUewZ4lUoK0IhUqC0ufIsUEAIWr98rasxxJ8OVdAtDh6WGe9x6z4hx0s/reMezrIt9gZM8o5WinPtIeWV2caG2whFgQWCeu6m/PcagFqvoJcSSLYpx+KoWq7DaBsToLaAVD2kcWBZGwcx/CQj29h5wIvMgQEkE9igxEUCAJ9IkAk/wKtAWgdQiBPqAv2kauBSuIBtl++tHzdEDApx+QN2RAFgbyFrmn3wTF5EsfKB8ugmt10W++Gw3AtZ0eIKZrOad2kUc4C2QQAgIisodwJDcIZUulkCl+ED70iMzL4CC/yEvfCfIE2oJm/VjLeQWqZEQ/Ihj8jziF+/Aif4giNobcI19hI3AbzdDzXrJQ9fA+S1bJnnqM7ok31eFE2wRttfedNsDc+2BHzxGR5KL2aquy6RzZgVfZJraxbI3+0VdkGUFVB09oJ/ztpSeLiv2SVYbgHe53BUNyox7aLtMJ4VJZTLV0GFmDfIMxfSeb+rZ0Wv3Y1CIQvRfJqu9kwslMrNM/1YVswcAG6dpTh234zL3INO9WjjYJ5BE8gnNEjv5UJ9ixvYgcxJN+ghkiUnZX7RFI7uBNF11spz5xPwIQ/uSB3MJ2ojFldv1Nz2AimFd/76WrldkKH5MnyBAkP4JZ27Wj7A69ZbdkElsuzRbAl21UL3XSBjbNWKQcZL/30D/9X+Sluup3umb80AcIhtJtJIQ6G/OUTwe1G7nic/VVL2PAaNZg4VAneaoLgpBcG4fYF/aG7iFQ9I136A/vY0dMQNguwr36i/2mH8b1IkbYIsS0cbz2b6tl7XRKe5FqbJ8xdkj6a4f+9U7tIrvGAO8czdBjw8g+fWEryaL3mPRAdLl/9HCGqeg+3UIoapvn+Rrw1F/eBWc2WL8aN+isfWX1vfojm9j9yqKkS05ihR9/gLyzrewfu45ghYV3IaWRct4NO7pf5Bu9ImdkiR7QW0Qp0tO95FAdR+09nIxtftSJXaSnowdd6Rt9aqKDj0T3yL22K7uysmGonrL92CCZv8YP31fdZNwqn22EBz2g2/ayY0/Ie508Cm9kJp/IeGXMoNd11dYU6o7MY0cQo8Zf4wZdI+vGRPpBb7zTWKG/+BOIUf4X26btvsuhC1PRhtwTBIJAEAgCQSAIDHkDfrQYZ4EcuMBJ45QLpGR+cQI5VUPnj8NYe1BxqAXFgo+JlmhxEpF0ZvY56JxnRA+yTjmCAsGKDAPBKFLATDSyTADmf85tbaYrW4kTiygRKCJDOGOcRsEc0gRRUBt+yzYRzHLiBLocPU7tOE6aII6TKWDwHEeXg137owjI1UEQw3GszYwF4rUvlqCFU2t22D2cYAEKBx1ZUSRO7bMiQBF8IMrczzmVJcCB5ZRyqhEZllcJFMzkc6YFsJzdyk7zmbpxhAVmsPA9Ykvwg4jxueBI+Ug1jjfioTJU4Cobi7MLT0GIoMT3w33JZHwgHvRdBQTai7BTT7PkMssExMO9tARbAhfBgQCAvAkeBV3TvcgWQgLJRf7Ipxl4gZRZd0SCOnLokW0CTUGqYFN9YIMwq6XVltIiRmVACJyUpU8qG0pwKLjVXmXpR88oW7CFyCAPZJcuIJQFwfqLXNADdSLTSA3fK987fSd7RL+QhdkdQIEAg7820lnEg74kT+oDX22uk++QAvpS4C1jDVlKrvUHuabTyqCD+kMgh/RBOGongggBBCfZV4JlAX5lTQz7D8kogLd/D4KBvihrlFzxDjag9t0TuKofUqH2D6I3w6yzceSkTuVlcwSh9FkGiSCvAsWhzamytRnJZMKBzsqIEqAOCQT4C+LZI/JDz/Qp/OkAO6I/7Ksmi2PYl/QUkU+H3E8PkEJsjYvOIwncA0uEMjk0UJA9sqY9bLL+Fwgjs7RJBgnZI/90XB0EsOpEF/UFwoB9o68Cat+xmSWn7ESdPE0H2FrkrqwsxJZMPzJAhjzDLtF5tpedQXiQPTaDrAu2yQ27oWx9rC+Q5OqhLd4/7kbq5JcOeK+rlmmbVCLXsIM9ApH8whcZjxBgk9Xd2KdNiEmTE/SX/sGUDS7C2TvIAwJF3RESSB79SsfIUWUYGku1SxlkgpwjeBB89Jws1dJS5Bx5c/gHHWQz4TwR6a6NZIe+yr7SRvbDGFvLSE38wLFOazaO2mPTvdpv/NBH7Ja+QHrTb32sLOQG8pAuqiv98wzZURayTr/ClD8w7DPt931l/cKPzLIBw5M2+Qo1ppZ/wQYYy4zp6qcu+mY6h/Dol9oXT/8jQU3EkQd9YKyGv3GITmsn/LWZ3TQmVOYjWUL8+EwWs/L0Z9k3dWSr+SHuQ9R5D92r0071G2KLHrB3dJjOIYHhTubIiX4YZoAbc4xRSDTlwsUECV9oiAsM2TrjH1nWDv1iDDO28C1kmFUWu/aSH+OTviw5hQsCWF9oDz3wo+1sDVvHaVUWu1Cn7HqG7tAL5FstX9ZudoL80X3lGFuMHTBAYpN3bYaz8o2TdcovG2Y8JNNki+0ydpGN0b3lxhkXcm8QCAJBIAgEgSCw5CHAl+Av2dd9gZBvHBvBHaKMYy2g4tQMA+RaFok047xyjDmbE2UoyCoQ1JrRFUwIPgTrCD6kjs8FPYKXyhzisFVgxlkV5AoWOZ0cQw6ioEUwwpHkNAouOe6cQgSb5zjzAmyBrswtTiaCD1FS2WlTETGdwnHmGAvqEFnqLigSuAgQOY0cdA4tJxgxVcvBKnAWaGp/7WniWQ6oLAw4CQ5gz2muGXGYcjwFdQIg2Uh+C87N+MKDc+x97oWRS2DDERagc0gJFGfYezjWsBMEcYj1QW1Arc85/gjSOuVOvS27FWR6L2IFaTJKyHKk1an2SOLwIzXUjWMOe/2F9Bo+W6eMWuYo6BNICOKGG1xPpZ9G7xGQkpM6VRO5BkfOfm3kLNDhuAuIBN3IDSSFoAIJoe5w0EdkEtYCdHX0jAvmFfj6TTYQHoIXWSCCKOXQG8GtPkPGkheX4FI/6BdBifv0G4wFZwJDv2Uc6NfZZQKpi3Z6hk4oTzsEk+StlpjJ5PE+OCCL6t7at01wRm7UF6EkoEIGCT6Rid4DO21QBhl1f2VMTLS8UD8LZukQXaSHgvjhVZmY7hEs1v5Z7vEOAZm+kFFBhsch0es96iGQRERrO5kmj+wc2yFoHs3G8yzd8UyRK3TKM8OAV9kwoQP6mU6wbeqpvgJREwr6e0heK9+zAkokB0yRYQLLynZCWCGTkZdsnj7RHwgg+stGklX9hXjWBvsoIkO9H/EHf4SLOtFD5BlZI/veQyb0LdJM/dlmdttVRAA7QsaQbNpCD9RdNpBxA3mj3epIh2svRHrG7iID2BzjAtvip04B1ccIGfVVLpkbBu1TsQNkCAbqAZuy1/RQXbzfZ3TURIJ+ZHPZCSSRAVidEFdsZJ0Eqv/9bzyqbGz2DU4yCBEQ6q1fkA3sb5EBnqWT7HvtR0ontY0uGj9gahxFuLIdiM4i8Nn8OS3B16fqQPYQGeyvdpADJC1yln7WKcR0gN6TJ0ud9T1MEEnGUv1OFsgI4kw2IXnwnb5VPqyNgyY3yKt6a/NoxrJ6VSYbeUNEqsfwPjKPVIGvcYAdVX/2rrK0ZJbxN2ovzqnIQ9loE4r6ipySMXKgfQgpsoykrYznWpatTsYC9tokiP5WHzabLqtLZaVX9i8b4X5y5KKT9AuRxPcp2aAz5FR76SQ7TQ9gyqbURB87icgvu1/L+OmPscqYbWxg24djQ51kTA/IsD7TLmXDE3mKOFQ3l3KNb+SBHpNTY1H1L8z0izqTWaSYco35bF4t6/ce9pS9QHDSMeP/cMx3D+KQjS8SzdiGuCVHtbxaudpBb4xFnqv9WPUBPaY36oNYroMgpioXuS8IBIEgEASCQBBYshGo1XtipgVCvtV+Wcgmzh/HcTSjjfPFWURUmKGcLOtNV9Zm65yoOr6e48dZKqKA06nhHMc6DKE2qxe8CVoru0Q5nC0kAeddAFnZR5xZ93P+fa5MzrNA0kwx5xFxok3jBu3KRjZwvmuDae+HDedd+RxDjm0tqeXIqudEl7a6l5OpbcrXLthyaEcv9wsGYeGdCACBE7w40YK4It/0ndl2zrMgBYnjXepd5Fwt3dMX3lufDzEqUgGO+gj26iZAGz0FsgRXhpyAkQBXxg6nW794bpR4K9JB3ZA62mDJqiBumBUxXbOgXwTWMCFT6kIG4K1vtAeugl7kg8/0gfbqz8LdPdXHytB+z9TlObKByBFA6VN9A//K0KrlsOrjPs/U8rpaRkle6QySQt8IwCtjUmAxFUw8T1a9B66C2JJVdRKM1ymo+l1b1aeCP99pr/drM731t2dhhFiBgfcMMamTD903SiwVToJfQTB5RTJMFEQrUx+QN5gNL++FlcAOrkgDxHoRBaNy4n46g3AteXQPWSD3nvce9VUntkHbJ1vWC1P3k4vaZ3GUaIALMkwb/GiP8skMbPyeaOmctpIJAW7t+eb+qos6+65O/FMmzNXJ/eyQviPTZe+0nSwpg0yoj/t9ry/JgncoZxi4K4NM0BsyqW50GPbeTze8n06XHtTeYvWM/6uO+pndIr+FPX0Z7d/qvyI4lD/RnqNzsgf6gOzrY+2mk9qob70fzmUL9HtNAMDG/eqOqK8JADrkM+2HaRFh3uMZbYGLMtk4Y4B7apxRPhxr/KBTvlMf71Gf+gxWykSaqKvJjuEJspO1HZbKgH/1Mf2Gn77Wz8MJDWXX/q7er476SL39rc2eV0fklLqzEb6r9sDVM8ol17WdwmgdEV4I19rzUBbT6CRCjbHu1Y5R2SidI8+116bJFf01kRypl6yxytysthYJ5bmybdpceyyWbSxCSr/BVNtrqTQ5UA/6M8x8LXlgI8ifevlefU1k6kdEGWLWVaeIulf7hxe7QpbYpNFl9sqtAw7IEeyHB4sohzyWXI7io2wyQU6HMqH+NdarE3zIZ9kH2PmM7a097WQ+es5FjmBUel8YjWavlk/BHsHW8yVDninfo8Yy7Sg9Hh2fyu9ij0f3op2Tncj3QSAIBIEgEASCwJKNAJ9kgS47nQr8gjIz9Wa+EQIcnqmQAlMpe1G4RyeVMzvufkRz274KsGTzwV8QY3a5slYqY86svmwMv5FvMgHn5TUk3yzVkiWB8OC4c/RHCQpBHSfebxjWnjQyeWRGzM2S04naWX02UV1md7/vxulj7SkieU771Qm2qj4T3SsIksFUGTfjZgBVu7xHG+ZUH/Wu/pjdve6r793vx/8TEVaCJ0G+YEygKUsCmYgwltU07vKx0b6SjYLQE4SPBq/uZZdkhHmXdw6vyiAhh+o+GWE4Xb1RvjbDQPnTXSY73fdP9pz+qizcOcmEMkp3xtGDqcrSTLdtdro81fqXDk+2xHOyd5Q+z+m5OY0ftQWBzDSEkOzQ6cjmVG1e3ef37OpeY15lhflfm+nY7Ow7uZfRRk8RWTKUKtN3uv2P3JKhVVmfo+UUuYR4k8U9PHjIvZXhqf7aPI5sTGVMGGLqb2O1rFoTP0W+TUX3povPTDw37N/ZlTcqF2XvpoJp4UTn5uRDlk2B21TKngkMUkYQCAJBIAgEgSCweCOwSJBvgunKkpH1MG4W2eLdhfO2dRXQ18bIggvLTYbZfAIcyzEEJjJlLH203GheXhORb5YrjW6oXXWQqSRjySw5csSSXvv41YmLk20sPi/bsLCVXVksghmZDXNLVM3v9smuss+dZUWWHQmaLF2WzWR5UZ26OTf1QtpaWi6DrbI3h+VVBpV3WfKVKwgs7AjUkm5jrIyjiZZAL8xtUH9ZZpa+8hVkxsuUtwTesl17ek0nm3HYZllZMrvpfmWjDb9na2RbyZA18TTMZpvf2LHfiyL5Nr9xyvuCQBAIAkEgCASBIDC/EVgkyLf5DUre958IEBJ7ysgksJxFcGNZUC0PtpSjNnG2rBX5Zg+veXUJsJAf9juz35AgC4km08iyH9kboxeizd59yBPZbvb5c1iBrABZb3PKHplXbUm5M4eA7BRyan9HckA+LUuyt5K9koYnIs7cW1NSEAgCCxIBZJOMawcXmGSx3xyyzJJLewSO7vO4IOs6L99tnDYRZq8yWYz2EbGE115xJsPsDZhJpnnZAyk7CASBIBAEgkAQCAKzRyDkWyRkSgjIKpJZ4CAE+7uZ/a9lbTKmZBc57c5m67IN5uUSF3vP2KDZpsiWJLtkHMk42HXXXfvy09H3W7Zs3zobnLtkKNgTB5E4WbbclIDJTQsNAgJP+0I6TVUQLotHxpuN35HF81ImFxoQUpEgsIQhIPPNHl0OHLKpvrHJoQR03zYJjvxOtAAAIABJREFUtQR0cYelssGdkGycRkr6TPuNzfY4lRGcKwgEgSAQBIJAEAgCQWDBIFD+2gI7cGHBNDtvnS4Cdeqc2XXElyXANkI2qz6nkzGn+87R5wQVDpeQ7YBwcclcc6hGbUo/+kztgyPzzb5YsiNkASTjbaZ6ZeEoR+B9+eWX92xI2W8yMEcPcFk4appaBIEgMFMI1NJZJ4Wy6ch2WyMsafa9ssKNjfaXM+6ZJLNdB1s4t8tvZ6q/Uk4QCAJBIAgEgSAQBJZEBPhm+Ij9999/wZx2uiSCvii3uTaNt/y0NpxHwPmZX4FObcysDrXvlqwmGyj7mWxzZKSdZyogmV/1XZT7e1Gru77VxwjWkstslr2o9WLqGwTGR8BYUCeL0v05bag//hsW/ieG4/PwYAJYTHTi8cLfotQwCASBIBAEgkAQCAKLDwIzlvnm+Pfvfve7fTnflltuufgglJYEgSAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCASBaSKAfLNK6/DDD29vfvOb+zZJdS317y//b6rlOl3r29/+dl/u8ehHP3qqj+W+IBAEgkAQCAJBIAgEgSAQBIJAEAgCQSAIBIEgsNgigF6zN/nBBx/c3vnOd7aVVlpp+uSbTfDts+RkrVxBIAgEgSAQBIJAEAgCQSAIBIEgEASCQBAIAkFgSUeg9nx729ve1j7ykY+0VVZZJeTbki4UaX8QCAJBIAgEgSAQBIJAEAgCQSAIBIEgEASCwMwgUOTbAQcc0Mk3B0DWNfay02S+zUynpJQgEASCQBAIAkEgCASBIBAEgkAQCAJBIAgEgcUDgWS+LR79mFYEgSAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCCyECCDfLrnkklbLTud55puDGY477rj+c9ttt00KyTLLLNOe+MQntoc85CHtyiuvbEcffXT7wx/+0FR4qaWWahtttFF7ylOe0rbaaqt2u9vdblY5119/fTv22GPbySef3G6++ea2zjrrtD322KPd/e53b8q8+OKL+8EQp5xySn/uoQ99aC/P57/73e96+csuu2xbc8012yte8Yq27rrrtuWWW25W+TfddFM77bTT2lFHHdV+//vft3/961+9nHve855tl1126eV5T64gEASCQBAIAkEgCASBIBAEgkAQCAJBIAgEgSAw3zPfrrvuuvaDH/ygffGLX2ynn356u/e9793WXnvtduc737n3BjLrb3/7WzvrrLPadttt157xjGe029/+9p18O+mkk9pf/vKXtvnmm7ctt9yyPfaxj22bbrppJ8/q+utf/9q+8IUvtC996UsNUbbDDju0XXfdtd3lLnfp5fzmN79pJ5xwQv/e33vuuWdfa+t9p556arvhhhvagx70oF4uMq1Iuyr/lltuaRdccEF/XjnuR9A94hGPaNtvv30nBZdeeulIVhAIAkEgCASBIBAEgkAQCAJBIAgEgSAQBIJAEOiJXpK+5tueb7LRZLIdf/zx7aCDDmpbb711e/zjH98zx1y33npr//69731v22KLLdpuu+3WNthgg3bGGWe0Qw89tF1++eWdMEO+Ie6GqXr1/Pe///1OwMmUe93rXtfLkc2GpLvxxhvb2Wef3cm/M888sx144IFtrbXWaj/5yU/akUce2ZCD3olMu8997tPueMc7/ge5V+SgMj74wQ/2dzjd9WlPe1qvDxJxSAZGxoJAEAgCQSAIBIEgEASCQBAIAkEgCASBIBAEllwE5nvmG6j//ve/9yyz17zmNW3nnXduz3nOc9qGG244i3y75ppr2iGHHNLJL9ltMssuvfTS9va3v71ddNFF7T3veU97+MMf3omxiS5sIvLtsssua/vuu29bb731/oMQO//88/v35513Xj9lQnYbMu2jH/1o++1vf9v23nvv9uhHP3q2UuG+t771rX2p6jOf+cz27Gc/+z+Wvy65IpWWB4EgEASCQBAIAkEgCASBIBAEgkAQCAJBIAgUAgsN+WZvNktK//SnP7XVVlutE3TLL798zySzjHNIvsmKe9jDHjYp+WZfOeSabDaZbw9+8IP7/nIy0vxYYvrZz362WaJ68MEHt1VXXbXfOy759pa3vKXv+xbyLQoVBIJAEAgCQSAIBIEgEASCQBAIAkEgCASBIDARAvP9wAWVGGa+PfWpT+37uq200krNclEHMbzyla/sS0VXWGGFXmdLPUcz35BvyLmJrj/+8Y99Tzbl7b777u0xj3lMu/baazuJd6c73an9+Mc/bp/+9KfbXe96154Zt+KKK3ZCblzyTeYb8k39k/kWBQsCQSAIBIEgEASCQBAIAkEgCASBIBAEgkAQGEWgMt/233//vqXaKqusMuuWpf795f9NFTLZZl/5ylfaxhtv3PdAm91V5Ntee+3Vb0OCOQzB/mn//Oc/2zvf+c72uMc9rpNiE5Fvc8p8cwjCMccc0081dWKqAxTe/OY393fIUvPb/m4IPiehIuTs/zYu+ZbMt6lKR+4LAkEgCASBIBAEgkAQCAJBIAgEgSAQBILAkonAAs18e9WrXtXZPktOb3e727Vf//rXfQ+1d73rXf2k08nItznt+ebQhm9961udgEMG2jvuHe94Rz/Mwf5ysux8v9NOO7VnPetZ7Q53uMO0yLfs+bZkKk1aHQSCQBAIAkEgCASBIBAEgkAQCAJBIAgEgakisMD3fHvkIx/ZTztFwl144YXt5z//eV8quskmm8za02102emcMt/cb8np0Ucf3ZZZZple9gknnND3lHOAA1LvZz/7WXv5y1/ettlmm34S6nQy30K+TVXMcl8QCAJBIAgEgSAQBIJAEAgCQSAIBIEgEASWTASKfDvggAP6wZ8rr7zyLCDm+bLT4Wmna6+9dt8/7corr2wbbbRRz1K7+eab+4ELfpxcWqedjpJv7rXP24033thWX331TtrZw+3LX/5y+9WvftUJOActXH311W2ttdbq///5z39u++yzT1+Sai+42ZFvlsI6COKmm25qa6yxRs+Um91pp0C9/vrr2y233NLrXhl8S6aIpdVBIAgEgSAQBIJAEAgCQSAIBIEgEASCQBBYchEYZr7Z822BkW8bbrjhrF5Qqe985zvtN7/5Tc+Ae+ADH9iuuOKKWeTb6LJTp5aedNJJ/R5ZdOuuu2675JJL+qELMt5kwlnGevnll7frrruuk2hOVLW81ZJUe8DNjnxzWMMZZ5zRyTvle+aaa65pk2W+Kf973/tef9f973//ftoq8i9XEAgCQSAIBIEgEASCQBAIAkEgCASBIBAEgsCShcB8X3bqhbLOLAvde++92w477NAPQVh//fU78r6/7bbb2n777dfOPffctvPOO/d92WSaIcsuvvjiTsIhtGS4ud93suHOO++8TohtvfXW/XRTy04/8YlP9HscjiCrznuRaA95yEP6M0g470OuffzjH++k2mtf+9q25ZZbzpKE888/vx1xxBHtF7/4RXvTm97UT09FDL7tbW/r2Xr2jnPiqX3rXEi3gw8+uJ/Qqn0vfvGLZ323ZIlXWhsEgkAQCAJBIAgEgSAQBIJAEAgCQSAIBIElG4H5fuCCrLBf/vKX7atf/Wr72Mc+1h7+8Id3outud7vbrJ6QqXbUUUd1Igzx5uTTc845pxNpiDOHJqy33np9+agGWHJ67LHHdsINaYd8c6Kq01cdtOA008MOO6zv+fbpT3+6XXDBBW377bfvp6ouv/zyPWPuxBNP7MtULRfdcccd2wYbbDCrPk5yPfnkkztp6NRUS1VPPfXUXh8ntGqDnyLfvFv7/EYshnxbspUsrQ8CQSAIBIEgEASCQBAIAkEgCASBIBAEllwEKvNt//33b5adOpugrnmy55s92D73uc+1ww8/vO+jttxyy/UMNks/hxfiyvLRXXbZpa2wwgqdqJNJJkvNPmqIt7qQdfZ7u+9979tsXrfVVlv1/dYsXZWddo973KMdeOCBnahDwp199tk9o+7Vr351/+zDH/5w++IXv9gPfFA+sm5Yvs+8Y7PNNmtvfOMbOwl30EEH9fvtB2cPOD91KVN9HvCAB7QXvehFnUAsYm7JFbW0PAgEgSAQBIJAEAgCQSAIBIEgEASCQBAIAkseAvM98+2GG27oyz9lm3m5n8kuJJsDElz2a/vHP/4x6b32VFtppZV6xhoGEVn2u9/9rmfMOfDAvnEIMMtWZbc54MG93i8Tz9JVhNlkF3JQueuss06vhwMgZPFNVn/1cf+97nWv/8jqW/JELC0OAkEgCASBIBAEgkAQCAJBIAgEgSAQBILAkovAfN/zbX5CLWPNiamIs2WXXbYfeiAjzucy25xymisIBIEgEASCQBAIAkEgCASBIBAEgkAQCAJBIAjMKwQWyGmn86oxKTcIBIEgEASCQBAIAkEgCASBIBAEgkAQCAJBIAgsTAiEfFuYeiN1CQJBIAgEgSAQBIJAEAgCQSAIBIEgEASCQBBYrBBYrJedLlY9lcYEgSAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCCxyCMz3AxcWOYRS4SAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCASBIDBNBCrzbf/992+HHnpoP6CzrqX+/eXkR5GOvPCqq65qX/nKV9rGG2/ctt1222lWJ48FgSAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCASBxQeBGc18O/HEE9sGG2zQttxyy8UHobQkCASBIBAEgkAQCAJBIAgEgSAQBIJAEAgCQSAITBMB5Nuvf/3rdthhh7W3vOUtbcUVV5xV0tiZb8cff3wn3x71qEdNszp5LAgEgSAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCCw+CCDffvWrX7UPfvCD7YADDmgrrbTS9Mm3LDtdfAQjLQkCQSAIBIEgEASCQBAIAkEgCASBIBAEgkAQmHsEatnpfvvtlz3f5h7OlBAEgkAQCAJBIAgEgSAQBIJAEAgCQSAIBIEgEAT+fwRCvkUagkAQCAJBIAgEgSAQBIJAEAgCQSAIBIEgEASCwDxCIKedziNgU2wQCAJBIAgEgSAQBIJAEAgCQSAIBIEgEASCQBBAvl166aVt3333nffLTr3sl7/8Zfv617/efvKTn7Q73/nObYcddmgPechD2l3ucpf2z3/+s1199dXts5/9bD8FYuWVV273v//9++enn356W2aZZdrWW2/dHv/4x/f7XVdccUVz0MMPf/jD/r3yHvrQh7arrrqqv+eiiy5qSy211H/09O1ud7u21lprtac97WntPve5TzvqqKPaL37xi7b88su3RzziEe3JT35yu9Od7tSfUd9vfetb7eyzz+6fbb755u2WW25pZ511VtOeRz7ykW2bbbbp5fn/z3/+c/vSl77UzjnnnOY96uI9w5MsInZBIAgEgSAQBIJAEAgCQSAIBIEgEASCQBAIAksGAvN12amXXXnlle2YY45pn/jEJ9pf/vKXTkztuuuu7YEPfGD705/+1E466aRmA7q//vWv7TGPeUx73OMe1/7+97+3L3zhC51IQ2bts88+bdNNN2233nprO+WUU9pBBx3Uzj333P7dy172svbwhz+8k3hIOaQasuynP/1pJ+fufe97tzXXXLOTZYg6/x955JGdMPvtb3/bttxyy/ba1762bbbZZu22227rxNxnPvOZdtlll7UHPOAB7dnPfnYv7+Mf/3g/qQJxuNtuu3VC0P0//vGP27ve9a52wQUXtPvd735tl1126e9ZYYUVlgyJSiuDQBAIAkEgCASBIBAEgkAQCAJBIAgEgSAQBGYhMF/JN2+94YYbetbbW9/61p5Vtt5667U999yzPfGJT+zk18c+9rFOhslW87kstD/+8Y89G85pqne96117mh5S7qabbmpHH310+9CHPtSJvBe+8IXt+c9/flt//fX7e2S/XXfddZ3Ue9/73tcz257whCe0LbbYomexrbPOOv23LLYPfOAD7bTTTuv12X333dtzn/vcXiYi7bjjjutZbQi2vfbaq/3rX//q9T/jjDN6dt6znvWs9pKXvKRnuh1++OHt85//fLv22mt73V/60pf27L2ll146YhcEgkAQCAJBIAgEgSAQBIJAEAgCQSAIBIEgsIQhMN/JNy+0pPR1r3tdu+aaa3oW2XOe85y244479my1d7/73X3pJsLsjW98YyewEGgy3xBwMsh22mmn9oxnPKOTYzLTZMsh2171qlf17+52t7vN6kbZcd6DHEO0veAFL+jE3XApqmw870W+rbbaaj3rbf/99+/k4IEHHtguvPDCTrI99rGP7XXShte//vV9Kar3ypbbY489+jLaN7zhDb0d6r/99tu3l7/85W2NNdZYwsQqzQ0CQSAIBIEgEASCQBAIAkEgCASBIBAEgkAQgMACI9+QV7LBfv/73/floogthJUstgc96EHtzDPPbK985Svbk570pE6+WRb61a9+te/RJoNNZtof/vCHvq8bAs+yUJlvSLyJyDcZaIi72ZFvlpGuuuqqPaMOGScj7mtf+1pfAotYszR277337plv6o9kQwDe/e53b0996lP7b+SbOiL0ttpqq74MNuRblC0IBIEgEASCQBAIAkEgCASBIBAEgkAQCAJLJgLz9cCFYvtkviGpVl999faPf/yjk3AIK8s2v/Od73QC7Ytf/GJfslnk25e//OX2zW9+s+8R9/3vf79tt912naw777zzOlln+SlibTLybSqZb3/72986cafMF73oRT2jDrEHJIc+bLjhhp10U0/7wtmLzoWMQ7D5/pOf/GQ/FOLnP/9522STTUK+LZl6lVYHgSAQBIJAEAgCQSAIBIEgEASCQBAIAkGgI4BXuvjii/sqy0MPPbStssoqs5BZ6t9f/t9UcbK/mj3ZNt5447bttttO+lgtO0W+Ibrsu+ZQBBlwTjC94x3v2JdxOtAAATYk30444YRO2iG4ZKIhxmTByZqzPHR25NucMt/e85739AMTNtpoo35owh3ucId+oIIlqjfffHM/VXWDDTbo5JvL7xtvvLEf2CAzzhJUhzi4HMJw6qmn9vuT+TZVCcp9QSAIBIEgEASCQBAIAkEgCASBIBAEgkAQWPwQWKCZb8g35JYMsxNPPLHd8573bDvvvHNbaaWV2kc+8pG+jHRIvn33u9/tByc4fdShDQgyJ6JatmovNmSdk0Wns+fbe9/73t67loo6qVTmnWWq9qazvBW5VuSb/eJ8jnxzsqqlp05vdZqqk1tlwX3jG9/ohzeEfFv8lCYtCgJBIAgEgSAQBIJAEAgCQSAIBIEgEASCwFQRWGB7vslgs0fa8573vPajH/2oHXvssW3NNdfshybIovvwhz/cM9mG5BuS7pBDDumnjDqAQZreM5/5zJ4x9+pXv7rfb1nqdMk3pJpDEixndaLq/e53v/aa17ymXXLJJX2pK/JNvV3IN3vDOaXVc4cddlg/KMJecZavql/It6mKYe4LAkEgCASBIBAEgkAQCAJBIAgEgSAQBILA4onAAiXfLNO0HFQG2bnnnttPI330ox/dyTgHLwzJN3u6Id+sjbX/mnvcb783S1aRdrvvvvuk5Nuclp3KfEOiOXkVmXfMMcf0fehkwp188sk9M2/99dfv5Fuddmq/OmTfuuuu2+sjA+7pT396O//889unPvWpkG+Lp86kVUEgCASBIBAEgkAQCAJBIAgEgSAQBIJAEJgyAguUfLvHPe7Rl2XKKEN8uRBxlpd+4AMfmJR8W3vttfsST5fsM0tC99prr9mSb3M6cKHIt912262faloXgI466qhZ5Ntwzzfk20477dT3nKv6e+4HP/hB37MOKZdlp1OWxdwYBIJAEAgCQSAIBIEgEASCQBAIAkEgCASBxQ6B+U6+OdTgl7/8Zdt7770b8k1G2n3ve99+gqjLCaIOVrC81P5pw2Wnln76HKm17LLL9vtvuOGGvv+b5aHPf/7zOxlmOauG3Xrrrf1Qhmuuuaa98pWv7IczuGebbbZpt7/97TuBhzS7/PLL+4EN6uCdm2+++SwyTRlFvtWeb043lQHnIIYi35Tn8l71dCiEwyS0T31yBYEgEASCQBAIAkEgCASBIBAEgkAQCAJBIAgseQjM9wMX7Id21lln9eNVV1999bbnnnu2LbbYohNjiLlrr722ff7zn29HHnlkX8L5lKc8pf3xj3/s/8twe/vb394POXDaqcq7H1n3jne8o9+LPEOSWQJ66aWXduLNXmyWqzpJVZbaZptt1g912GSTTdrKK6/cTj/99H7AAyLuuc99bj8Eosi96667rh1xxBE9G8+yU8tbLXu1J5ysO+Sb9ypHfWTuOfVVGyxbffGLX9zfV+TckidiaXEQCAJBIAgEgSAQBIJAEAgCQSAIBIEgEASWXATwRRdffHHnwvBTzjCoa6l/f/l/U4XGIQlIp4033rhtu+22Ez4mY8x+aF70pS99adbpoAgvhxv89a9/baeddlrbZ5992q9+9au20UYbdSLM8k4HGMhy22677XrWmffISkOcvf/972+nnHJKP7DBQQhPeMIT2mWXXdZPIJUVh9S7/vrre2abfeIQfbLn9thjj07AyXo77rjj+n3Kl0UnG0/zv/a1r/UlpGeeeWY/jXXHHXfs9ZENp77q51RWe9V5/rzzzusEoXrZO86BEAjGVVdddapQ5r4gEASCQBAIAkEgCASBIBAEgkAQCAJBIAgEgcUEgfm67NTLZLFdeOGF7eqrr+6ZZvZvcyoocsoS0d/97nftnHPO6Us6V1hhhbbGGms0pN0VV1zRIV9ttdXapptu2llCnzts4YILLugnlC699NKdlLOcFTF20UUXddJteKmD96644or9Xu9FmCnHd96HCFS+/y1JtUxWvWXOWUKKZFN/GXDulxHnhFX3/+EPf+jluV/2HMJOecstt9xiIjJpRhAIAkEgCASBIBAEgkAQCAJBIAgEgSAQBILAVBGYr+TbVCuV+4JAEAgCQSAIBIEgEASCQBAIAkEgCASBIBAEgsDigEDIt8WhF9OGIBAEgkAQCAJBIAgEgSAQBIJAEAgCQSAIBIGFEoGQbwtlt6RSQSAIBIEgEASCQBAIAkEgCASBIBAEgkAQCAKLAwLz9cCFxQGwtCEIBIEgEASCQBAIAkEgCASBIBAEgkAQCAJBIAhMFQHk26WXXtr23XffeX/a6VQrlfuCQBAIAkEgCASBIBAEgkAQCAJBIAgEgSAQBILA4oBAMt8Wh15MG4JAEAgCQSAIBIEgEASCQBAIAkEgCASBIBAEFkoEZmzPt6uvvrp95zvfaRtssEHbaqutFsrGplJBIAgEgSAQBIJAEAgCQSAIBIEgEASCQBAIAkFgfiKAfPv1r3/dDjnkkLbffvu1FVdccdbrl/r3l/831cog344//vhOvj3ykY+c6mO5LwgEgSAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCCy2CKDXfvWrX7UPf/jD7W1ve9v0yberrrqqfeUrX2kbb7xx23bbbRdbwNKwIBAEgkAQCAJBIAgEgSAQBIJAEAgCQSAIBIEgMFUEas83xNtHPvKRtsoqq8x6dKzMtwVJvv3rX/9q//znP9vtbne7tvTSS7elllpqqu3PfUEgCASBRQaB2LpFpqtS0SAwowjwcThst7/97ftPriAQBIJAEAgCQSAIBIFFC4Ha863It5VXXnnRIt804KabbmqXXHJJU/k111yz3eEOd1i0eiG1DQJBIAjMAQG27sYbb2y//OUv20orrdRt3XLLLRfcgkAQWMwRQLpfeeWV3ddZbbXV+k+uIBAEgkAQCAJBIAgEgUULgUX+tFPB6EUXXdS++MUvtkc96lHt4Q9/eFt11VUXrV5IbYNAEAgCc0Dgtttua6effno79dRT2wMe8ID2iEc8ok84LK4XwkE280xfBj1ZRDKkl1lmmZkuPuUFgRlH4He/+1371re+1W655Za25ZZbtk022WTG37GwFMjO0fslYQUDG6e9WbGxsEhf6hEEgkAQCAJBYN4isEhnvqm8gx5OPvnkdtZZZ7XnP//57V73ulc744wz2g9/+MP2hz/8oS/PWH311duzn/3sdvPNN/fA9ec//3nj9MgaeehDH9rL4Nwuv/zy7cEPfnB73OMe1+50pzt15J1G8d3vfredd955/bNNN920B27nnHNOXwLysIc9rD360Y9ud7vb3fr/f/3rX9uxxx7b38F53HzzzduTnvSkduc733me9aT6nHvuuf202csvv7zXw7vvec97tq233rptscUWs82QueGGG2YF9Rx7GNzlLneZZ/VNwUFgfiFAF372s591G3HxxRe3O97xjl0f6e281MmZbh979ec//7l99rOfbf/4xz/af/3Xf7UHPvCBi13mm/664oor2kknndTt8ote9KJ217veda6X2Sn31ltvbT/+8Y/bCSec0DOlBfj3u9/92nbbbdexnC7Rp+wzzzyzy5isxNFziowzxo0nPOEJfXxaFC5tgNUpp5zSN4VF8tKbhzzkIdPKLL/mmms6eWSckr3lQnwan8jyvMjkuv7667tf4L3eueGGG7btt9++rbfeenMtT/OzD5Ez/Bk/d7/73bu88jcWt8tE6oUXXti+8IUvtCc+8YntQQ960GI5uXDdddd1//EHP/hBu+yyy7o9t98LQnWrrbZq97///bsvOrcXHaZ3dIDs8HG9Z5tttunjH784VxAIAkEgCASBIDB/EVik93zjUBfpJNvtGc94RlthhRXa9773vfalL32pOx2WoHJWX/CCF3TS7Ljjjmtf+9rX2m9/+9vu5HhGcIFgu/baa/tJra9+9av7d5zeo48+uge8AnefPetZz+qzz5/61Kd6kCjTbtddd+0Ojft/+tOftne9613t/PPP7ye//vd//3fbcccdZ5F586J7BZVwEGSop0BdECjoe+5zn9ue+cxn/sdJGqN14Ax+4hOfaEceeWS/VxsFKLmCwKKOQJEwqsmnAAAgAElEQVRv3/72tzs5Qmdf/OIXt+c973nTDj4qqLn00ks7gYDcntcZVALTCy64oB111FGdHBek3eMe91isskPgygYjx9hcl41I73Of+8w1viYY2OZPfvKTPQg1TiDb2HI4vvCFL+yHBU1nywJ2//Of/3z/YUvZfZM+lbnDDpuEQfx416JwFflGbxBwiF96YzyZDmn9+9//vn39619vP/nJT9rf/va39pe//KUTLU972tPay172snky3ph8QyDSGe+9973v3d7whjf0zLFll112Wt1AD9kQ2fYm7hDD81L39cOf/vSnntlvYs87+RyL23JzE6MI8f/93//tcvL617++PeUpT1nsSEb27fjjj+8/5HONNdbotoJ+ka211167+6uPf/zj55qAq3d94xvf6OWbeOIfPvnJT+56vNlmm8238YPvrT70cP311+82XX1yBYEgEASCQBBY0hAYkm+HHnrof0w0LtQHLlTWmxk9xJPAxkyp9P3f/OY3/eRVBJxstX322acHPy6E3BFHHNGz43bZZZdONsmwOOyww9ppp53WAydBBtKMs/vud7+7cV4QWjLi9tprr55Bsd9++7Uf/ehHPUNMOZ4RzH384x/vDiRHQ6bAS17yku7kqNe8umDBkdNus/3qikjjzCIXd99999nOIAuEBLzICeSjTD4z7LmCwOKAAN0Q6At4ECQCDwH/dLNH6D/dZ2OQOAJ6hMR0M6fmhDF9Rl6wQzJxERYzlR0xp3fPr+8RDAgNZInJE5lkMpUOP/zwTsxMlyxRf4GfCZYPfehDPfgT2Mr8cBkHZNkhM1/60pd2cmxcW00ePvaxj/XxxiQQYneYuaI8QfY666yzSAWciESTSMgQWdXaRW/sNzjuhVzRB+T473//ex+bHLH+mMc8pr3uda9rG2200YwTAd7pfWTKu1z/8z//0985HZLV88pDSJqUQxDxKypLflxMpnI/2ZW5S/fpgbEZibi4XNrHb7GygE21aoC93n///fuk5eLkh/DTENl8RBlvMmH5lGQRBvwvfY2Yes1rXtOzZefmYuu8S5Yd/1iW7/e///123/vetz32sY/tJNj8WtpL5/neH/jAB9oOO+zQfeNk3s1N7+bZIBAEgkAQWFQRKPLtgAMO6EkGi8yBCzIWZDIg38w8CwxUXgAsGOKsfvSjH+1BMWJNur0ZRk7PZz7zmZ4lJmjmCCDKZKsh35BpMkv23XffHui+5z3v6QFIpeu/8Y1v7MuKON7eL6NC4PaKV7yiO+G+NzNupvGpT31qe/nLX94Dr3Gv2pdIOTL8BODaKdjXptkFiNr/9re/vTt6Zo8nIt+Ub7mD+sNS+chGm7ivuOKKk5bvPvXhTHmPNquXz5SnXp7nVPuMcycQ9Xm9Tx8J4Did0yEs6pANdZd1IgvAO5Tvnb73/5AQ8Z2ZZQFZ7fWknrWJve9dZMRzypxfjum4sqHN+kr79YE6V/aFuptRHsW12inrBAb+10YYwGq0rcpVvvcon9y5b5jloY+VR35cCBLyoK9h7af6ojKNqq3a4HvPK8cz9JdMzMRJft6r/lUH/ctWOFlGZieipcg3bXWfttZeYNqqLbAsbNRZff2ceOKJnWSHH9uBdIF5yeIwuK/n6Eydyux77YXZnORMO37xi190Ql1Ahjyip6N9rB3q5n566h3qN0o0+E6fsS1wgVX1nTZPhL97yA2MSsfIgnv1nee8R9nqoFx/+x6W+r9kQj3V3f2lo4g3xGgtj9IGWSAzQb4h9gS2b3rTm3qwyyabZNEmuBof2MoDDzyw23KYjXMV+SajWmCLOJipvfhKD+EJQ//rO5j7v2QLzvpg1G6VrSw9K8wny5zSZ6U3MNBnSGtjKb0ZJd+UP5Ql/aoeNS5MhKMyBeL6AQn62te+dkbJN/XxDpipD5k1Xptk8rvIt3HGWDIPFz6BLDS6qJ/JS/kdQ3nW7hpjYe95fUVnyubOKWOuxmSkruWDlugi+0aXJA77uNpMr8oWD/ugyhzaIjauxo2J+ku9td0zsK1T5cmgNhjLfTadMbbky0SGCRI4mUA0uTmT5Jt66wfv0x76Qgfgof7+HtpTmLq/cGIfYUTnJrLX5ReV7YUpbNj7egdsTfzK6uVnmhQeEmyIN2SZ3zJxd9ttt3HMUJc3bSPn3msSQ9Ynm7H33nt38pYu8Ee1uex8yY/n2Pgay0uGJmpvjQf1TPmnJdPGQ+WrB8xlGyP++KXsiMltxKqyC9uhPugv2JePM7QrUxkzxwIuNweBIBAEgkAQmI8IDDPfkG84proW6sw3M9ACYEu/zAZzTOsy4CPfZCNMlXyT4WapJgAM/O9973t7loQZbg4Gh1lmHcLOxYm/6qqr+pIQ2RI777xzD+YFEmamfSeLTLAyHfKNI1uzoX5zijhMgjvL3DgunJWJHCPOFjZVQGnGcyLyDUawMyuKfHQpj3MvC2Gi4FG5f/zjH/vSBXvacU7VhyOJcFRP+NkXCC7uUz+BrvKc1uYzzpOgy7PluI8j87CROVFLmOAuS8b7ZVdwBDmacFI3QYK2cmplOXLkLBciM9rk89qrST/rN304N9k247RnqveWw8uRFbxqE2eao1/9ZRN+y+cECRUAaiMZRiLLMPC8ssglotlPBe0VMNIv98oqVT58zZyTuyJzLN2WOQRTz5nJ1veCQ4GUPvJu/e8dZVzIngBLfZQv0wHullOpO8d93OyjwrACau0lozDyPu/WJmQOx7/IN7JC/smAbKsiG2UfyFgdyih5R9Aj8N3vb1jstNNOvc3kaq211urPaXPhD29lay+9oGfuE7gjmNioyQjHyvAVuMgMEZSp03DJTrVZP5ALuLMX3mGZmroMCVlBjTawD4J6fURP7DnkIAf9OJT9IngQD3SOrnuGzJEbuqTfvUeghUCjTwJp/SpLT/+brICBvoGXTDDySlbZBvtxqreAS6aVvpgJ8k1bP/e5z/WgV+aF8aKyt8ierF+ZJq985St7FvO4mUVD8g0Gb37zm2cF6UVQTJdQVj+4aYOyySB5Jc/stP/PPvvsTrTog2GWYAXiCEZ6BveST/eVzJacGve8Tx95H7mii3TIOAibIfmmfLJkn1G6wB6QG/UiR/a3m4jkm1fkW00wkE/2R33IPflEHho3huRbjbEyH8nfZGOscpUHQyQxHWP3kEPrrrtuf0fJM51mE4x7ync/3TcuwZfcwQbpwpbObvmo5/WDLSHYFNlKo3sGFpmmfmwSv0OZdM74V7qsPvoL4W6vMTLhb7bI3rD0U7+NykTZam0v+0WW6bW2GEO23XbbjgG7474aY73bGKvdPp9ojFV/eKqPcvkXhxxySPezZoJ8q/GM7eLr6AfyByP4q5s9B+mDfnN/jZdsnTEETuyjPuADavuQuFJG+Tv6mxwZP+ioz5VnKSnd+OY3v9m+/OUvd31lb4x3dRkTbWci01RWHDsyzqV/vQ/pxkYYv2Gr703Cqg+bzeYad2BQxJv+kSFqrFKOvjMeaK/nhgdC1OQf2VS+Z8gJXOpefifMfEcuyQ7fzwQF349skh/l8p99VpNhymdT2D1bLbAxZVfUh30encwbB6fcGwSCQBAIAkFgQSJg7OUzSQhZZDLfVJrzK1jjMFlaKROkrulkviHfBHscAI6C5aKCU8ENB1GZgl6Zbf7nxPuuLo6c4Ajhx5lTBgd7OuQb54OjgkATGHJoOMnq5zvOO8eMAzPR8pmpZL4pixPIsRes1MytZbjaXst0h8KpTp/+9KfbV7/61e6Qct785txxvvWLjbM5d8qTbcKZFvxwsvxdWXIcfsuNLD8YMr5TUQYOnWAQ1hz9ylar7AL18D57+7z1rW/tjqaZdZlKHHB1sORCVqOAVGCurnBTL3v+yVoct15Tqfvc3FNLN/S9PkPaCJaQFZxt5A9MHTxSy3UEBpzkgw46qGew6BftgpG2uw8hwalVlnfQK8bAyZqC78qMROQgcgUSMLf8SqDEyYe9ftafDApCAJ7kVWBDpmSnqiNHH6miPgJMTjg54mArHzmG7JvOpR4C0Xe+852dEBAU1Ol5+l37EW+17FTAY6nT+973vh640H+40I8i1d2vbeRfdpTgFUkBd7IvoPHbj4DF4S6IChgJxGAvA8Ez2gpPRCBZ22OPPbqsTbYXGHwELzJ11UG5+m+YpaHNgiBZBeyOdvoRZOq/2j/J3/qE7dQOMl/ZB9pOZ5wY/apXvaoTOXUhMUrf4MXWaptlibBCygok2WFBE7uF0NCnyB7ZxeTy/e9/f8caQQAHGUhkGYHh0k/6B8noXs/PLfmmPEE0OUUiIWHIVpEesIOvgx3It3aw23PKRhzKZpFvxxxzTO8beyohc9hmY4agHQ7jZvnCg27Bwl6lQ0Ja8C7YhT95cu9znvOcvv8o4kWdyJisTEQmOSIT7iWv9FEGCnutrbUnHj2g9z6rrFr1ZhtKb4q4ZHuRCZbzkhEBe2Vpw1JmG8Jo9Crybc899+xyNhOZb0W8yWr3g+ipzMuSLTZfRhW5g8XsxlgHcMiUNMYqxyEAMjORRJXBCYfKwvE34k35bAjM2B9ZlfDXV+w1nGALF32FnJpookF76BobiYQwLpPLmlQpwpTd9w5jsr8rO5JcIED0AduuvfSVHr/jHe/odVAn/VUZ7+pj7ECa1H6IbDX7ZaKTbHuGLKmbe/g6Bx98cJcpNg72Ncbyh/hV9Bh2wzEW2a1+yiS7fthH7TAus1kzQb6pqzYbz+hkjZnaTD/0mz5TF/aVvSY79Ib/px/0sc/5OCZa+Af0hg1UvrFOH5SOVmZgZUGzb3SkxuQ6cGSUQGIX+WN8vqc//en9PeNcymX/ZblpQ2VcKqMmeJCl9E32tPaSZfaP3SOb8CDvxgP1J6eWaiMT4QAPvoe+1iYYGFfIE/+O/8DfsocNu8eW8xlNHnlXTbzAsrKm+bPkgSy54KC/ZHyyV+SRvLFRxlcZgbZemKns4nEwzr1BIAgEgSAQBOYWgcp8s4LCeLlIZL4Z5M0OytrgWHKmh5kaRb5xGjkKHOlykjkHMqQ4C295y1tmLTvlJHIAzf4KTjkhSAtlc7w4bpxJM7Ke5cBwJgTQHDkzpP52r8ADgSHImw75xvnxbkEXIoGzIcDlfChXwCNrRJDL0Rl13qeS+aatcOSQwwROhED2kUB0GHwTMvcUYSKQFAxwfpBaZjPNnAtUOHQcNfcIPuy1IyD3PWdaYGiGlZOJqEHIDGd/pyLQCBV1F5Rw9r2fHAgm/ebgmf2V/WgGWQBCsDmmPlMvZIBDMjiADtvQDs4r4gHWNYM7lfrMj3vK6TUzLiCzx2AFY5UFajN5exIKouCvj83Ee0ZQA2/EGaKHc47QIWeCHWXREU6ypTG1XyACkzwJvpBOAmxBgb6Gs3fLJkCqCHIEFAgHQYo6IA/0lX7gXAvYvU+A5p2CHsGqwBFBIlBDMAk+xj1xVz3pIYJFAEPeBLeCCDKnjtqN8CryTZABBxipNwLD/WRFMEU/4Olzuo341R6BWe0pKTgpQkxQod5+2AnBA8Mq8GQ/EG3uUQ/19C7lI2wmOuFOIAJ3OAo4BCrDbBkyq82WMMEO0aXPvEPgTD/IuACzTqpERnm3bBDyIptG4IskECyxl2wLG6gN6i7YEgCRuyKS6mRCmCBSkKYw0sd0EgEn2BNIC0DZXQGbtiPo9TFZHC6VZPvoZ5Ghc0u+kQmZeMYCfSGoG9pMn9ERxJK6mlyB0zhEWZFvbJo2KkdAyk4Jzo0pZJH+jXOKIZ1n8/UvklJ/sbtsv34ig/oaYYIcUmfvsbRWn+hj4yS9Y+vUi17TU3qvTJ/rZ9lZ7IdylWHc836yZ7yhB/q4Mt/oAH1iK7zXmIHcMibSG31o/LN9wyjxOC8y34zB5JfcGIPYOYE6u2KSADFK/4xx5S8gYxFHo2OsNmsDnBHaxnW2jo7oA7LNnhpDjPWVCYXgQLCUL1L7y3oGMW1sYm88D2+6zBZVluxwHKmsOXon04d9UPYw48o9xlf9QKadEGoshYU+1g52mF56h/rrS3bWvTJA1Z2tUyd2HOlEpsgE/8r95EI59TmZpNuW39JrdYA5+8PmkDkE7rhjbJGDfLGZIN/oJUKpfDaEE8z5S+QCKUTe6Ty7WVmebI52s9XIJ3pDVrQLUYWUNZ7xf/iKMmqVY6yh48bAGm+QtSYy6WKtVqBXriHBz+4ZY9WJjBhTioyaqn9RE6h8VbJhLOfvkBnbopBjJKzJk8o6M36oI4zUDw761LjDh4KDCTH7pNLj2r6BHTfm+bwmvo3pJnT5eyZGYV2Zk8ojEx/84Af7mG8s81xtS+LvOsiF7WJLYVt+o3JgTO/4IGye/hxnkmSqOOa+IBAEgkAQCALzEoFFLvNNhZEuCBODvyUPyJ7hIFzkG8daICjQK/LNbKDAQ9AlYK093ywzdXEwOaMGeZkLiAaBBseCA8sp9C6OpSBCujynk9MkiEQcIBM4LTJ+pkO+aWNtSu03p4jToy0CZ2QBB7scnNGArjLfOF+TLTsdCpWAWRaAJW0cJr9HyTfOkwBeHQRn2smRE0RUgCWY9hzn0w9nC8EJp9rng8PKgRX0I1+cQiuAGfeCEYeYE4gEQYaqlyBEe/QXR0/gI/uNI8s5RVwhWvS7DCX1FKggazyrX4fZBePWa17ery0CA8GWPpJpUTPSvhNkylxCnnBkyaV2wYhMml0WkGqfYJKTTLbNUOsXwZnsQEGsQNFsONmDNQddoC2osISFHtSFuIWpunGMzbwL7JRZM9a1z4wgT304+GSIbpJfQQACQTmCFe0bd8Np76IbCBZEGrJAMCr4IN/kBBklmCjyjR0QZMJPQOIHoYikgIN2IzNki9TSG88IzuuEGsFsZUKM9n8R6QLL2kdO+ZU9gKwRwAgmBLDDy3vol6ADmQav2l+q7qOXAh5EPRJPkF+nbXqHjBOBzDCY1ee1/ArxRhaUg9hnM2RVCRYF/XRcUAg3gSzyjbyQJ3omQBIs6Uey5SIv7JR9sfSJQFI/eAcckTXqSVZHg6ci32TmzUTmG1uIhEDKqJe+0q6asNAG5JtMMPgLrNmjccg3JLcAnHypP2KD7fdu/YeEIf/kDvEzzqU8NpcuGgtMDiAsTRawZSYWECN0yrjm3YgnYyQ9FHAjFms5ODk0diKV2EQ6QnaVR1b0rc8QT/oG8edz8s5WF/mmXcY835Nd2y4gcmCBeIMH+8z2VqZZtbvIN8QTrOc28w3O5BlhXOMYDAT0w2xh4znCUX2M1XMaY/kKxliY1BhLp7SbTvEvkDNIm4kueuZ+ZJX+L2IaGcy2sK3GwVGZIKdsEhz90BW2cHiwQ2VokQe+DYINGaEufAXjH/+GPWZL+UnsCR3WL/S3stHZOGSaOhnjawsN95a9ZvMRTuSajWS31M1YgkipfUMRRzXG+twY67saY41X+nuiMXZekW+IJ5jUBBD9YdfoiB/4s0/wQTgh/9QTtnBX/zqFGTlJb9hT8k43ELuIZjpqXFO28cR4hjxlY4fk26islE9Lrtgi217Q67k5kIDdQLzV5Is2VYbx8P21hJRPRr70LXmlT8Z6Ns2ELFkyiUDukP4m0OgT2TKhSteMI/CsSQIyX3aWLvBF2CT2wnNs00SXvvJ+z6iPsY8NJKfkCBHHnzQWTXd7inFscO4NAkEgCASBIDCTCFTmWy07Xagz3yoTQKDAMUQQcFQmIp84HoJwTggCrTYSN4hzDmWScASG5FvtjYGE4IRyNpAxnFUOxyj5hjDg0KmXQBwhxjkTXHC6ODuCFU4UpwWpx6HgPIxegmqZAzJmajkDJ0ZwK1NEwM4p4uCUQy8AELyMnrY2lcy34funQr5xtpFsAm3ZF5xqAargiyOqjYJLs79whAnyzTOCWs5W7bEGTwEhR94zSKRxryLfzLojXASfgvnh7CnHWLCNdELMcQYtERFQCbwQAWQH4SNoQ1S6b5zAe5QsQdrAqDYuHn6vbgg+QRenkePLyTRTXUtRhvcLqmAkUOLoVsYVh7qWDQm2KG0RRzDmCHtWn8lOQKiRQ302u6W0nFs6ow0cW0FYkSNkmiOOgBNMCBTqqoDU8l19SQfIw+g+V8rgtNON2mdoGLiSd8QAvVbfcWf+kQ8CHm2WzaA/a4lcEXMCdCRW7fmmDwRWMjbIsr4QQFa2q78RieSrCPxxyDcYsTmCYfvXKB+pREfptT6tYGT0ZD9yBA8kqUkB8j3ElA4oEwmAgJMdw0aVPSRT+hJxor10rfYNg1XtRSXoraVkCDJBJdvCHiEp6KvJBAE6OYQpO0WWyLRAlR0aZirCVD8j8+gUcoANRdAK1mS80oXRa6bJN/3LDsl8005BMAwqOwlGxgKZWwhbtky2xTgZFfqB7LAhsIcFQktbBNMyh/Q/AgQROc5V5BuSBu4IK7jDFlkqKEasmWggCwgYZAIixXeCeHpfe4UZe8gdQkK9jXN0kE3RV4gRGT+VXVlL/OGmHHpJPhAO7CjZRE4PA2m6hnw1ZrG9nhtujzDT5Js+ZNdhg0QxZiNNysbSOe1l82X41IELFeQjGSYbY/UdfGuMHYd8085agk/fYFnLPMkKghNhQ29Hx2PyhAjSBvgZQ4e6ry30CUFU+6xWH5efZJJGX2m7Mbv2bNVetp6us0W1bQEbyCeim/oT+YhMMX7QHT6Kd5EXsui3iR76XCSId3jGwQHKRfLSCTjCgmwh5SYaY2eafKM72mBcQsDXkmv19qNPZXMhl4yZfEpjR2WCm1Aof0K7yBFfg50w2aE/tBO5brw0rlS7jB81QQObicg3/aROiC/6zD+EJVtpAmq6+0SSpamSb+4jp7W/qzG4JszIhjqZVDGm06nyu/gCyFdyQCbYfn+TEXbdmFl7H6rPOOQbrNkV8igr1fhZy+trz2CENL9+YduXdxzbnnuDQBAIAkFgyURgkSLfDMocOIGmQFUwKpAaDZSms+ebzDflcHQ5EIJ4xAcyg5Mr+0MwWgcucPA57xxJzgbnTqAui4Vji5wo8o3jzBHljHEqRokW7zUby2FRFodIMCBzxLs5YbWUTfDEAeGQcGhl3s0P8k3bOKVm7S3LRMxwqgWAnHx113bOo6vIN8t8tKmy6dRfIIIMEHzIpphb8g2ZimRDUBQWnD2Egcw7AaOZUvUQcMhqRLhpjyCTw+1yX2XvTMcccGIFsPp/uB9glYX8E5h7B6exllIIVjiXtRzF/bUcA64CSkGA+2VECMrIQAVP5JCDj6SrZYfkhQwJPOiLIBtRPCorw3aqB/JNEMKxFcjX5d36GSkjoFNmXRWQypIQOCAKRjcSr4BQf1RWKTyGJ5y5h+4KemTzIEHGueAu40aAJNOJXBURRR5kBo6edlqnsCH0BVeCMvoqM6MOEaFjSN5aHjkZ+abP4KQd1X79WllK+k6Aonw2RmAh2BG0Cd6G5BvSCDkmwDHzz86MknPeI3Czv10FhcPNwCsIUydZqQJfpKigRvCElKoN6bWbzLKv2sG2sK3awXapK90vEqFOO4YTeZZxRbYrYKzT9rzHPeRPEC/wdy/7MZEszvSy08KIfWCr7M00nLDQP9qFuJHdwwaYdBmHfKP3ZEeb6eCQhCQrJgHgIOMO+TjONSTfjBHsKNyUZ2IGruyxfRuLfDMhZYkcWZd5hvyspWHKYzeQNmTfBASZNF7Rf7LEjpZeIlHJbx1UAh+2SJsQCuShNquvdsHce8g5e2Ap3jBInullp+QTFsYURCCySSaSPqz2Irn0dZFvvlN3Y6yxezjG6jN6YIw1TgzlZTLyTd+zXdqprCKh2ESZqzCBB9lAzCAL9YksQ3I3vPQLmUTY8j/YsVF7aqKPzptk0Ff0enQSUjsQ45bMy9BDqsg+Mt4hVtgKJDGSBFFqeTnyGfmGyKuJCfVXF3KjjDrFXP35YOxKTRpqR42xZErGlbojl2A+uzF2psk3dSmfkR2tQzi0HTa19yvbiuwy6Wq8RNRrP2yGmVX6ECZ8HKSyPqADZAVusi3rqmWkJmWNz4jqWnZadpk8FvGmDKsO6KrxZk4n4c7JhkyVfGPH1YGc0wd9pd2VAWeMoN/INxmgZFu9jbX0xvil34wdsPEce0Tv+b8lt0W+kVcZ2pX55pk6YbzuVSb7ZeKJ30m2Sk7V1f1w0gch3+YkCfk+CASBIBAEFjYEinyTELJADlyooJxDbtZQUDrZBsScbM4sJwopUfutjII6N+Sb/dXM5g4DCY7jkHxTZ84WpwpJwLEdBmucEjOiw8y3Is04eBy/IdGi3WYP64QsDi6iTmAlCwipZXaW885B4vDJPJgd+WbGGXHHsZ/otNMhZlPJfFN/AoKU5LwiIvUVJwypBTeZSjVTXOSbNmjXuOSbOpVDJ0gYnu6o7jUDKyOJTCBbZJYgEXyHQELEwKqWpJrlro3FkaccOP1mdtdsdu0NN10lreVPAhkByiiZxjGVUYB04sRykAXtMtRG7ycTHHAy5H5OJmdfgC0446ALmsgKkk2mCZkhIwgujrL7KvMNySmoqr3Ian8Yzq0+E9Aj9JAU8OAgu790kcNdm44jZcjeKPkmGEQiyeSaKHjQRhkD9AlhIwNF20p3yJg2IikEOKPLMOfULxVMa3P1eW3KTB6QfgIrwaggUPCIkEEoIh7oGX0hr/oOwSjTrzbMLvJNPSurQZ/WnkeVlepZ8uR+QbalbmwF0kk2Xp1IKTBDYpDbUfKt9oaqDF82ZhRT75FZ5f3qqs8EcPqziAd1pa+CSzqrXPizT8hNtoG9g5MMDv2KnBuSb2QUti57/dFNATZ5EbCzx96L7CFHlf1R+4vJmCOTdBFesnAE7RNlv8x05ps6m/CAM/tlWSmbjSSDXy3bNflS37ETQ/tvbCKX+lP7RgO+yrh0D/nRtrpgRW/0D/IMBsNLHcrWsR/sV2VYVpCOBEJo0wv9hcxEviFnYY5oGpJvlfkmy44Os70mOuDtXYKu2CgAACAASURBVPoLQaU9JkeMPYhRfYl0ZxcrUw3ZpP5sqbIq801wTG8QygJtMl39KaCGGdshawyRMezreZH5Rn9r/zQEG3msAyZkbmqvesnsgo++Mjmj/aNjrPuRJcbYicg3WPlexqk98+ibPqInxkLyg9Sgl96h342PxnDyT2ctq0ZaWO48JN/Ukc1gl+oQDTZyVFeUj6BDQLBX2qQPhnvC0Xt9y9YifhBoZMKYUXtmsW3sMlIOIQsndlCf6SdECHmh92Sz9r1TljqSDzbV90WmD8dYuuaayhg70+Qb3aoJMXWryQQ2tcZME0r6EB4IHssatYcvg/jUZtjXxBC5gSW5rn0VTSgYX9nfwr8y35D9PhtmvulXfcDeIijZD+OCbK4ijb1zNPONbTSOGGfINlmajKSbKvnGNqqbzFcTIohIvgMbIxuOn+tvAYLPXfBDgsHLOK2/yT65JhOITvLOXtTSWeQbH5r+ka8i3/hKntUOcqrdbBu94yfXcmo65D3sNLtnPEzm25w8onwfBIJAEAgCCyMCCzzzjZNisDagcpA4AMOAvEAzEAuUzMALQgSsQ4d/CK57LTvlIHOMBV0cBQM7x5qjIVsKAcPZ4AAY1H3PaeCM18WJGZJvnBGgcfDVXaDCESjn2HfIN4GJgKeC/HE6n0OEQFBvwZWMJaSJuliOImjnyAigkTDIqQrUykmU0aAeHHtOYZ3IqJ5FdijP/Ry6WmrIweJIcqbdV/cjwmDEYUSEVeaWIEe2lcB+SJDV3j/qLzhQJodVgKkP4AIfeMvUGAYXRSrUaakysNRnNGhVjuVWCBKZDZw6ZdZSDsQfhx4WtSRV2QIln+l3becgWvojUBgn42WcPp3be0tRZevJrlN/cldZNtoii0OgDHPBg2cEVZ6RFaH/ZNEJrDmyHGgBpnKQ2foG6eIz2T/eUachkjvyRk+RVxzfynARgAlIZZYhkXzPmdanw35Vvqw9jrxyyaW+rQBCIK/+6iqYNIM+zlUbiiNiBQUCa7ZCnwrOawN6JGvtxchOqLt6IjDqJE8BDr2HKSKNnNUJbdrBftBPdUcAew7ZrSy4WPLnOZjIGiC/2luZofRD8A5r+i0YEWAUXgJwBB+cZFTQoYku/Y4IQfCxRfDXx4gP9smyZnZQNqE+FpCrI/shK0rgqV3qI3DS/4JBzwgEyUplimo3mRguM2MPYCRIZ5cQDxU0ClT1N8LVRAl7JAOPntHT0Ys9KrvhGUShMtn5Ij6no59sF6ICIYto9FsbvI9cCLbhhCxBUg4ziNgSWVX6W/AOw9G+qAMdBNTsGfmHf2WtGbNgC2s2aXghR9kxeqovBaywqSyQytyajHyr7RHILoKDrLD5dJuO6luyof/9zR4iyUteZF4huY03Al5yqkxyR461jSxUdqDsMoQOe2CM06eyiumU8vVPZRMiJdgWtrdOGq5lbiYLvNv4pZ50pcaacZf91/J9OmcyyBhd+5+RIeSvsZ5sIoGRKrDWZuQIewm3GmORDj6XecPm1SSftvFBZEfBm131Hu9HGChP5jxdhgG9R1zJDPMZvYAp3Sbf7oGn/qq2q68lw4gMfaH8iSYjyY1xDO7KITd8mVrGT27ppcxFMmuc1oe1rNpveqVNsGBrEHPkzDjKbta+lOSXvRySKYUrGwtb5BGZcdUYawLQ++c0xtY4QjZlWRqn6Ci/og7rmI7ew4AvZUk5f0UbZEayaTXpS/bUj97SETbcVhlsALlgL5BPpYf6WX/Dgr/K90Dssw3qXWQdQomc+J4+V+ZbnRLNnhiPamk2/Pi9bBW7yW8tPMteIFzJpjELLnVowehWBOrqB/GLNPc9u41oLTmryRnySU7ZjiJRaw9WtpGfq02wIEPGFGOH8kxg0AHto9/GB6Ss7Fk2wjhPjlzGHXqoX9l/pDMSU1tgxAYZR9kQ4yp5rFNQaxKOffU++kMvkMVlc8bxE3JvEAgCQSAIBIEFiQAfBO9Se74NT+9e6t9f/n/HMk3h4pRynAR+iLGpXkWgmIE0GJvJNQM46oBz9pAxBnBBpiCp9nMavkuVOT4yDQTPHCQZDYgfDodAilPktyCJs8zJ5Aj5nlMlSKrsBgM+54AjzsHirHHqOGhmVZGFiBt18W6zyAJqDplZcE6GGb1x9u+oWUL15mRxQjk4MLAMgOPm3WapBTYCSXgJgDm7HC9OIkdN4KA9CDoOkXs5LBUYeobzjvgQUHDQ9J9giNOFhOEIcro4R5xTdUKYVSaIWXLEgfsqu0IwCzMzu5w0jqKZf46sMgQfPhd4CNC0rzDXNv3BceSMuodDN9xDpDLf1FnQiPzwDtk8FcBw0uCP9JBxVg4851bdOJAcfvLE+a6Z3anK7vy8rwhJONAz+6/IpBIccHxlxNVpo5xe+uFz/UAWEQv63jP6WOAGA/on2BaUkBF6AU+6Rrbcz+lHDnDQOcTkklzAUfaTHwEjIqZO0dPP9EUfF7mmDWRNXWQr6k+yKcj0HUfcEifyIMNn3CXAnH84CBbpv6BX4El2EZbaINDyOcLAe+FDRmFRdaeryAVBBuOoHogC+JFz9VZPQYLfAmA6QS9hZNkeckPQgAyAl2wB8k9v4OFzOupzRKOARJ/pm8qWYlPZrdo/ZyJ5E4TTYXKBCCEXyAXlCOwQLYgOwTY7om3kRB/QW2QY3aH/+hxJpH3ay3aw57DRVm3zGT0TVNFNzwi4yINsnrIB6srGeAZxCUt41AmbNWFQbSqisPbHQ/iRO/WArfbQ4ekchlK2TgCMIBG4kXfYwQcpwe6bIEDEl50QZMtuEYCSH/ZcAG98Gma/GW/YM22Eg7IQdHUyJr1gT40dyKbhBXfjBcK49iSzDLmy73zGjtXm+ewUDOiPfiV75KoyVumOMU0/G+eQl/RQe+kiuaZndAVZYEmjMVId4UNH6Ac5pav+Z69hQn7oDZvD9iNWkVNk2ZhBjvU/4s938KsDDmorBfJObtgddYMX4oEsGkP9rr3LxrGvbBHfwLisDuqDPKbfbAE5rMkeem4sNOkH1zrlscZYn7NnwzGWDSC//IGauDPB4T3Ga/erg/f7DL5lh2rZuPpov3u9gw7AWn3qUAe6RKcQbvAmcxNdNclmLKCbJlP0JZuNPEGc0HP4Ip98zjYiHxEuMGdbvIdMmCTQb97pOzJFP2BHr7W9DlQiL/qPXUASGoPdP9RpWBRJAzP2zTg8OsZqB5+FD6av+Df8Nu9ChukTtmZ0yf1UZIOfJsMN8cmOk1t9w457L6wRlGSd7vMd2Fx2WZtgX6fmkgV2gr2wjJqfql500Hjpc+XoSz4QW6z9JoTYzMp8U753skPGIr4ju1/bSiCsjadki70YXvrJ5Ai/CDGHLNOv5QcXsU3WkV3Gcn2kPrCn/9qk3jXBoD7KY6Mr248N9Dk5rIOoYGgc8l7l0hu2kW9G79lmfpfxQ7vZIBNBtdydXwwrbVKfOuyKnSBDxhTkL3lEvNEd5bPV8NOXxlpyyn6oK/+9DnsYx7+eiuzkniAQBIJAEAgC8wqBBZ75xvHimHAiDdQG4NFMKAMvx4zDUqdrDU+sG4JjYOa8Icw4K4IkAY8sDw6A72SKcBQ4+ZwAziiHQrDAeTL7K5MLOBwBM/ycIg4Gso3TxIHiYHIO6tAAz3NwzSRyQjgqgpXKFphqJ3LcOT/qKVBCEKmLtmBHYcD5FRCpJ8fRd5wo7+eEeYZDzqkTaAiotVcwxCGHk6CPo8k55mh7p0ChNvCvk+8EHgIM5JugmGM33OOFw8Q55yxXxoF7BUOcanUTAHJuYQg7TjESQpAqANGGctTUReCAFFE3M/GIRg5WBcZFvnmPAEGWlACek+w+2JMjTjxZGe6Zo3wBs5lTbbbkhByMzjRPtb/mx33aKyOJk8xh5XBrL5mDv35DDCEGOMm1vJSsIgH0NUea3Lv0iT7jvMO39l8j04J999fSJ84yOeIEV9BGnhAStUxRP5EphC0ZdT9cBSrDwIlsykbgoAvq1Y1+61dlkpF6x+z2p5sMc2QFMgDxIJj0v/rDA0Y+o190AHEhy5XzT960m2y4XyDp/fAjK9qDpCUnZJbd0g8IC0GCPhDQCEIFEnTBZ7Wkiy4LivxP7tVFMIRsgpu+QJAgyQSKdUqevqwMlcmCcHWkT/oMiaJu2kgPtKP0AIEFZ7YDeSOQQbAU9vTeM/rHZ3QK8VRLuOFK7tTXfX70taBW0K7to0EQbLRdsIZoFbQicEezedSJnSVzbJeglWyTHbiSCbqMDJzORVfImqw/Ab420KnChw1nm4akGlll6xBr7CRiE5GhHcN2kl9kh0wT9adDlQkCHyQHuzjcuL/aAH9kjHdo9zALS/thjqRi49gwZIB3ex/bpU4IN3aZrfW/tlRGNzkSgCNiXcrQTnZC0EwvyLs60w1jrN/k1HuKjDSuDPe7qoBYPYxRlirX0nkYVnY6uWATyJT+ZTNg715ypW/VoeolmDdhMu6lbvpKXRAhsKDL9Ewb2CcyRsaNN2TJe+mBZ3w/uzHWklb9rq+VjbzW195BlpGl+tgyucpGRqLwH9g6JCuc3cvW0k/vVB69pGf03L22IUAqVFbq7LCgJzD1HFkx5pd9Z6fIARsPA7JWk49sDJ3Qx+xcLSlVJzpOPkxO6F9jrLFFv9EJtkF/aTOi371Df8D7a4zlS7FxyB+k8ugYSw7gT+7gRQ7pAXtINxGW2sCPGvdkS3WApb4jG2QE7tqg3WQDKa7+dJNs1ImwdBKmZBRO2mwMUB/kei3NhAnZZ3uNZyUP6q+/9Y9yjRPsPeLW3+516Rf+XGWiab++8I5R8o0OsQPIViQaP5MtrRUHsDSWmVQko3w2472ya+sKMoVIq+Wtxg5+RZ1kDid6QC9rWStZ0d/GIvrpGZM9Lnhqc8mctsLG2D/cCxLmbBA7xU8tOSU3xg2yQebV1fgFf3pMJmosU7Z6wbT8d6QuEm46kzLj2pjcHwSCQBAIAkFgJhAo8m2B7flW+40h1wysArla6lYN5BAivzhDgnmOEsdsoqUIyhMoGLQ5RhVImxWufdc4ZJwBzhzyqpwUYHAozURyCorg4dRyCA3wggrOAOfGuzilAkLEVs3iWprnfg4LB1iAP7pn2Zw6jxMocBWw+83hQU6ol4AOJhw1jnNthCvTrYKI0fI5m5xHgTjHsPb+0TZlT3Q/hw0ZwkHkIAvktF17OZLK5NBy6gW2nCLOrMCG0+rH/S59q1/1GwexPtcmGOn3IlvgCF99yKFUZjmLVc/qG0GQAMeyU06rtgh8EXmeEWiO7otSgRpCD84cXUHtwr55L5zJg0CO7PqfjNMDMkEWObCc5mGgUku29bU+oQf6A0ZIUY78cK8gZdJHpDR5qk2YOdMyEaqf9LlAfSKZgyUigH7VPoDVd3RPG7wDgUCOtUH/eYf6DFNw56Qrw+8r+1RA4YdMFolA9irzhi6TOe8iY8gr93Pqi1Sqk2EFDfQFVtqkbjCk4wIvQZH30k3t1YZhFog6CGDcp89cyqBDyEEBj4usCqaQOLWvZdm6OWFQS+9gWsupyT1dLz2ofby0V0DMTgp0Sh7cy06prz5RRyQi+UFcqGctm6Jn5MIzZEKbJyJL4YkcEEgiO+33VkuRhm3yTpkodXDB8Ds2HK7sDhui/nWvuo1eZEld6AK7rJ6VKaQfTMqQu8Lc5IK+HZL7Vaby9YXnvJstojejY49+ZLPcqw3+h5/xRNnaPKoH3sEO6gt1MnGgvxGO9Iee0K0i2txfRLa+gAM5JjfGNAEtmVVHxGnZ0ToxUD+zDeyENvt7qPfqXHpjTFQHbSU3xiB2QRvUURm+L1tB7vQ1OVQn3+szMg4r3+mzIsUmkmdlw8r4O52rxl/t1b+FjzroRzYH3sYb+LA3Ux1j1Ymce0f5LPRHP5Av7aVnw/3tam9EssPuVH1qoqOWGNI5elYHIrAdiNHRMW8yTPQV+wVbOGtjZRHCs4gx8uSd6u3eIt7JDNmGEZvmPs9VNpMxhyzT0ToYSF+RRbLm9yjpTg7UxRirPsZY5OToGEsm4VNYjrZR3eBQ2f3knK5o80QLM9SDrlXmPp2QhVb9pv4+c5+y9WntX1urLdQdDvyUGi/cD0dlq48+q73g6A3bbnyFkbGXz8QOIJG0vzLfag89dnei+tMVfcfW1RYFhYl66zftJyPI0ZowKVui3jL02G/tGL2Md/zRmpwrXOivfvC8+rKf7qHL9IZt0s9lJ+myvtR2/Ux22AnthmmdKD20k/paWSa56J2LLtSYWeMT+fM9W6S9NZlRB0HQI/2vT/QF/3duD6iYjr3JM0EgCASBIBAEpoPAAs98m0qlBZMCEA6mmXQBwZI02NYeHqN7aE0Fu7m9h4BwmmRkcEZlWeiD2gTa95wjDqHZa86VmWbBw7y8huQbB9dssAxHpBKHb3TZcrWjZu45y/Yf4bghBASj09lXZl62caKyy2FX1yIU3Mfhn0r9a5YaPlNZqlHZERMREzPRdm2oNo2719NU3i8AmUgeJntW4FH3TwXPYR/AaHZtcG/tszhRFofv6JJMMfZNdpFgbyr9NGzPOJhOxbYMg8TK0CBHlf02ipPvlAsLQabsIssT6yTN0SWnU+nHuqcyKGSPWMYkKBwNYivTQ7aMrJ9RIlcfV+YFezGTYwl5qwzcOpxhXsj1OJi5t/R+TjJa5Y6rN57TNy74T0V3xm3DOPePowNV95LZqfaX++E0FVta987OTvNxTGYgSBAr09GT0uc5ZYnBp/p4dvalcCxMSo4masfoGItosh/cTI2xypdtLAsVWVTyNpQLumzZPx/FREn1bcmkNle7p6L3ZbOVMxU7XJnT7ldXyydrG43haafjyPL8vLcIu9obbjIfBC4lE8NswqlgVPZIn8zJryg5XRC+7/zEPe8KAkEgCASBJQeBRYJ8M7tW2RxmyThNC9q5X1JEhIDIcrFXjNlIS+NsEC9roBwt33OGLSeVdWAJqeW78/KaiHyTPTDZ8gPyY2ZXXWUnWDKkvvZQkvU27sma87JtKXvJRKB0jZwijMjkcPP/RQEVgRgiXhYPGyHTxjIj2Qo2Z5cVMSdiYHbtFBwi9BzMYTIA0eUaJeC8mw1CYE60N+iigGXquGQhIMtKJh3ZlUE0VRJwYUFpojHWfqP8AVlvczvG0nFZbCbbYDUR+ca2IPssrxz3wJ6ZxFHdkG8O7kD014ELUyH8ZrIeKSsIBIEgEASCQBBYuBAo8m2BLTtduOBIbSZCgCMpgDbjbJkDR7pOAXM/R5hTbC8lSwPs61SzzvMCUQF+7VFkDydEmo2uLam1xGgiwsJ+Z7JvLPESlHvGUiEbqE+0B9W8qHfKDAKLMwIGE1keSDYbyiPaLLtkF+wzZK+tEGGLswSkbUsyApONsZabI8TmhnRflHA1wWf5qW1STPD5n4Nt4rj2N1yU2pO6BoEgEASCQBAIAjOHwCKR+TZzzU1J00UA2YV8s5G9PTsQYLWHke+QcjLIbLQ7emDGdN852XMINBsEO3zAbDshloVnM2CnI9oEejQz0j58ZqFtWOyy74/TwixVnc7ynpluU8oLAosDApZdHXzwwf+PvfsAs6yo1j5eKEGS5JxzlJyDSlKCIEgUAQEDiiAqFwMGRBEvSRQlCVeCZBBEcs4555wl5yyK3s9f3afmOxx7Zrp7uie++3n66Zk+++xd9a9VtWu9e62qKtaL4JNqZcF04rh+NqZF84wNbZI6hMDIIND9jCW+t2dsT+sdjowyjYp72NTCBirWyW2RuSLebIRCiGwbC4yKsuWeIRACIRACIRACo5YA3YKPZEkvy2Z1Lo8z3r8//N/eFs8Cx3YstVCs7dxzjF0E2npUFuS1XprFcKXItM0NLLgunZMBDXaqnAmtBeCJgNLaHG3xXakmUna6D2lvUmItkE8gsJGEN9HSVCMIjF22mtqMOgIeGdZ9tOuqNHWRb6JkRaSmn426dsmdQ2CwCYh6lQrenrHWrTMvGNeesTYDsCGBNYo711q00YENAhL9O9iWmOuHQAiEQAiEwOhLIJFvo2/bjJYls+aSNAqilx2uRJgR29ri4iNjLb62Npa1ANsCwa0cdiEbWnoLAc53CIki9bJ24GhpYinUGE5AnxQN23bAE/US4W0Mb9QUPwR6QSDP2FLnJNZ5w6K9v247MNvRs7ebEvQCd04JgRAIgRAIgRAYwwgM2JpvUgHPP//8usW4tMMcIRACIRACIRACIRACIRACIRACIRACIRACITCuEyC+2ajyd7/7XV0nu3P5qz6lnRLf7EJFfFtllVXGda6pfwiEQAiEQAiEQAiEQAiEQAiEQAiEQAiEQAjUqPjHHnusim8//elP+y++Zc23WFMIhEAIhEAIhEAIhEAIhEAIhEAIhEAIhEAIfJBA23CB8HbIIYfUpbDa0afIt4hvMa0QCIEQCIEQCIEQCIEQCIEQCIEQCIEQCIEQ+E/xzcaRe+yxR8S3GEcIhEAIhEAIhEAIhEAIhEAIhEAIhEAIhEAIDCSBtuGC9d7GqMg3O0rZ2t6OenbbtMvlsI7333+/fmzXvcHYeQ9Iu2j2ZScr5yvXhBNO+IGitx1F7SoqFHEwyjuQRpRrhUAIhEAIhEAIhEAIhEAIhEAIhEAIhEAI9ExgjEw7JVjddddd5bbbbitvvPFG3eRhzTXXLBNMMEGxpXs7CHPPPvtsueWWW4oNIRyzzDJLWWihhco888zzH6JXf43k9ddfL7fffnu55JJLyqabblrmm2++Ykv5ng5b0N9xxx3lhhtuKA888EDdkn7KKaesO8TaqGKmmWYqTz31VLnwwgvr9aaddtoy/vjj/8elCHK+t95669X6DE987G/d8r0QCIEQCIEQCIEQCIEQCIEQCIEQCIEQCIH+ExgjxTfilJ1V77777rpjxNxzz12+/OUv1wi4Jr6999575cknnyxXXnllkVfbPnM+gWv55ZcviyyySJ8i1XrC/O6775Zbb721HH/88eXyyy8v++67b/n4xz/+gZ0r2veIdES1iy++uDzxxBP13hNNNFH9tzJ95StfKZ/4xCdquQ8//PBy4oknlmWWWaZMPvnkQ8rpfgRF31lqqaXKd7/73bLiiivW+uUIgRAIgRAIgRAIgRAIgRAIgRAIgRAIgRAYvQiMUeKbwhLViFcizaRnijAjYDXxTUSY8whU11xzTbnqqqtqZNiSSy5ZI8juvffe8uijj5aZZ565bLTRRmWaaabpV1rnP/7xj/L444/X61166aXl3HPPrWX7zW9+U1ZfffUyxRRTDGlp5XE+cY6oRoQjnK2wwgpVWCPcXXvttWWHHXYom222WU2lPeecc2r511lnnSGpp64vWo7wSKD74he/WLbccssaxddTdNzoZWopTQiEQAiEQAiEQAiEQAiEQAiEQAiEQAiMewTGKPFNuinh7NRTT62RZTPMMEMVsqRudopvxCupptI2VfBLX/pSmX766atAJWLssssuq6KZlE1RY91rrvXGDKS7nnDCCeWss84qjzzySF1/ztGT+KbcL7zwQvnRj35UxbONN964bL755jUF1nVOO+20csUVV5TPfOYzZbXVViuTTTZZefnll8urr75aU1iVTz0ee+yx8qc//alGxCn3rrvuWmafffaabpsjBEIgBEIgBEIgBEIgBEIgBEIgBEIgBEJg9CMwxmy4YHMCQhXxidi1xhpr1OgyEXBvvfXWB8S3V155pUaj3XTTTWXllVcu66677pDIMJsYWG/tvPPOq+LXNttsU4W8zrXietNMBD8ppNaS811RcETBAw888D8i35Tv6quvrmIZcW277bYriy22WBXUfFf66fA2VXA/dT/mmGNqtN8BBxxQI94ivPWmtXJOCIRACIRACIRACIRACIRACIRACIRACIwaAvQfS6Ltscceo/dup8QnQttJJ51Uo75sUPDmm2/WdM1u8Y0QdtFFF1VBbJNNNimLL774EHFLquo999xT00SJeTvuuGOZccYZ+5y2CRwhz/Wa8EYY6xbfnCfqTbrpySefXLbddtu6vttf//rXen/Re9JPF1100Q+sWddtDjfeeGM54ogjamOJ5Ntiiy1qmfsqGo4aM8tdQyAEQiAEQiAEQiAEQiAEQiAEQiAEQmDcJDBGRL619dXOOOOMuh7aZz/72TLvvPPWFFIRZd3i23333VfFt5deeqlstdVWNXWziVRNbTz//PPLww8/XL75zW/W1M3+pJ42k3Ed67YdddRRPYpvNoj48Y9/XNNgpb9OOumkdZ06P6+99lq9jFTUDTfcsMw555z/EQUnpfXII4+s68CJdrPJgvNyhEAIhEAIhEAIhEAIhEAIhEAIhEAIhEAIjN4ERvs13xTwueeeK9dff30V2j71qU+V5ZZbrkw55ZR1/bSexDeRbcQ3a6ZJK7Ubarf4Ju30wQcfLLvssksVsgZTfBMZJ+XUhguEQBsySDudeOKJawTcn//857ohg3RUGyyIhus87r///rLffvuVZ555pmy66aZVUByR8o7eJpnShUAIhEAIhEAIhEAIhEAIhEAIhEAIhMDYQ2CUiG9SNQljUiilbipE50Eosx7brLPOWkWzO+64o4hUs7nC2muvXaabbrqacimi7O67766bHdg8wRpwUjqtw2ZHVKKd3UAXXnjhIeKbteOIWWeffXbdEXXnnXeu9xkRMWt4kW8i9HbbbbcqFBLOtt5661om67yJfLOW28EHH1xWWmmlsv3225dllllmCA5sRPxJW1W3b3zjG2XZZZcdeywwNQmBEAiBEAiBEAiBEAiBEAiBEAiBEAiBsZjAKBHfpI6KBpNGSYQjxrWD2EaUWn755euPDQWs63bBBRfUf4sKa5sTWPPtxRdfrFFj0lB9ZoMFlbKjqcg4O4h+/OMfH/Id51o7zr0dO+ywwxAxr7/tPDzxjRi411571bTT3Xffvay//vpl2mmnrbezEypxztpzg18N6wAAIABJREFUIuG++tWv1g0i2oGVqDebO3zyk5+s53VHxvW33PleCIRACIRACIRACIRACIRACIRACIRACITA4BIYJeIbsU3E17333lvXa+sW3+z+KVW0Rb5JD7VzKbGtM0quW3wTEUd8m3zyycs111xTf6R32pzA+mqEPZscEPNExkkBFRk32WSTfSAtlUDn2qLrrM/m97COYYlvvmftuT/84Q913TbimU0g1K2JbyL4dtpppyoufuUrX6lRfA51xel73/teefTRR2vK6Re/+MW622mOEAiBEAiBEAiBEAiBEAiBEAiBEAiBEAiB0Z/AKN1woTvdtBtX5zptTYzqPIcoR2AjlNkBdJJJJqkRbqLJbr311pqqKnKsRYsR0Qhl1oMTFUcEa9F17brSYJ1jZ1ICmTRXvwmCQzuGJ75Ji73hhhvq5g52NiWwSR1VP5+JiPvhD39Y001FvjnHIUVW1Ny3vvWtWifC20YbbZQdTkf/fpUShkAIhEAIhEAIhEAIhEAIhEAIhEAIhEAl0Db/3GOPPcohhxxSpppqqiFkxvv3hx9cjG0Y0GwcYO0ya5mttdZag4qXYGU9N2u3WfPt7bffrqmaM888c91N1PptL7zwQhXmCG0LLrhgWXXVVatoJYLOWnN2Dd18883rxg1N5FNoEWbHHntsOfTQQ2tq6E9+8pNan6mnnvoDdYKGMOaHkEdAI/YR+hZffPG6icNss81WpplmmhrZ9/LLLxeQiXA2jJAOaw23O++8s0bEqZP156SkiuBz+J7yEO00zLbbblvL0lneQQWdi4dACIRACIRACIRACIRACIRACIRACIRACIwQgVEa+dbfkhO7rrjiipq2Ki2TSDXjjDMOEf6IcP5GGLvuuutqFJyIOH8T/UZ4W2WVVcr888//HxFtdhQ9/fTTy957713mmmuuGpFmzTipqZ0Hwe/444+va9E99thjVVyz/twcc8xRPvrRj5YllliipomuttpqQ6LxbrnllnLKKafUNedE2BEJpbgSADfYYIMqrM0+++xD0lyVl1D47W9/uwp5It+k1eYIgRAIgRAIgRAIgRAIgRAIgRAIgRAIgRAYMwiMkjXfRhSNqDepntZSk5opEsyPqLeFFlpoSDSblFOCGJFOJJxDNJv15Ihc1oHrPkSg2QxC1JxoN1FqItS613177733ahSb6DvryHUfBMAll1yyLLDAAkM2eyC4KYtovSeffLK4hsg4a88ttdRStWzWfWuHxnnllVfq5hDKQtBra8WNKMN8PwRCIARCIARCIARCIARCIARCIARCIARCYPAJjJHiW1+xEOhEqol+E23WKXD19VoDcb6Itnfffbeu4yaibngbOnSWfVhrzw1E2XKNEAiBEAiBEAiBEAiBEAiBEAiBEAiBEAiBgSMwTohvA4crVwqBEAiBEAiBEAiBEAiBEAiBEAiBEAiBEAiB3hOI+NZ7VjkzBEIgBEIgBEIgBEIgBEIgBEIgBEIgBEIgBPpEYIzccKFPNczJIRACIRACIRACIRACIRACIRACIRACIRACITCKCBDfbKi5xx57lEMOOaRMNdVUQ0oy3r8//N/eluuvf/1r+dOf/jRkx9Hefi/nhUAIhEAIhEAIhEAIhEAIhEAIhEAIhEAIhMDYSiBpp2Nry6ZeIRACIRACIRACIRACIRACIRACIRACIRACo5zAgIlvTz/9dDnvvPPK/PPPXz7+8Y+P8oqlACEQAiEQAiEQAiEQAiEQAiEQAiEQAiEQAiEwqgkQ3x599NHy61//uuy1115liimmGFKkPqWdEt8uuuiiMt9885WVV155VNcr9w+BEAiBEAiBEAiBEAiBEAiBEAiBEAiBEAiBUU6A+PbYY4+VQw89tPz4xz8uH/3oR/snvmXNt1HelilACIRACIRACIRACIRACIRACIRACIRACITAaEag7Xb6s5/9rBx88MFj7oYL//rXv8p4441Xf3KEQAgMDoG2B0v62eDwzVVDYHQkoN/7yTN2dGydlCkEQiAEQiAEQiAEQmBMINDWfGvi25RTTjmk2H1KOx1VkW8q8Le//a2G7wnbm2666cpEE000JrBPGUNgjCLw9ttvl5deeqn8/e9/r+nlOUIgBMZ+Av/85z/L66+/Xh5//PEy99xzl8knn7x8+MMfHvsrnhqGQAiEQAiEQAiEQAiEwAASGOMj3959993yyCOPlDPOOKOssMIKZZlllvlA+N4AssqlQmCcJfD++++XO++8s9xyyy1V5N58883HWhaDGd0nQpeY8aEPfSgCxlhrQWNXxQjuN910U/3R7+ecc86x9gXXYPb90c0qjEUtmtF4lCMEQiAEQiAEQiAEQmBwCTTx7ec//3lNOx2jIt8U/tlnny1XXXVVufrqq8sXvvCFMs8885S777673HrrreW1116rDu7UU09dPvOZz9SIHeLBQw89VEw8J5xwwrLYYouV559/vkb0fOQjHykf+9jHykorrVQmmWSSSt5GEtddd1154IEH6t8WWGCB8o9//KPcd9999fPFF1+8Cn4i7pTnrbfeKpdcckm9hxSdRRZZpO7+Oumkkw5aSxJGlA8D5W0T6hlnnLEKkosuumit69AOAubtt99ebr755rLkkkvW8zsNYdAKPpZf+J133ikPPvhgueCCC4p/zzTTTGXFFVesfMe0yJEXXnihXH755dXu2dSnP/3psa719BvRfWeffXatm76gvw/E8corr9Q+dsMNN9Q+OvHEE9dxgz3MPPPMZfzxx+/XbYxFzz33XPnLX/5SxzBjQTuMP+xslllmqe3F/vp7n34Vrp9fUqdnnnmmnHvuuYXdiWQ2JmsPUVd9PXAxtmFP+HS4prHZdaeffvq+XnKY53u2eA6cc845NVrM/xdeeOHyiU98oj6LxqRDW9x///11J3O2tfXWW48xdtQXzvr+HXfcUe655576cmGttdaq84Gx6VDH9957r9x11121Pzz55JP1uWReM8ccc5Tll1++LLjggrXeI7qsQMtIuPHGGytXfdB9Wj/AeETvMTa1TeoSAiEQAiEQAiEwbhAYoyPfpJuaLJ9//vnVmdpyyy3LZJNNVsWOU045pTq7/v7JT36yfP3rX6/iGyeVU8Spm3/++csmm2xSI+cIeFJrnPvNb36zOt2cJo740UcfXQU9f9t4443rdY477rgq/K266qrli1/8YhXYOHYmtvvss0+57bbb6oR20003LVtssUW/nMbemiAHiaj45z//uTpKGlUaMEd1m222qWUYltNqYqyOJ5xwQo1scL70ohwjRuDNN9+sdvA///M/NWps2mmnLdttt121of6mRmtbYil7ZOuElc4tikesxD1/m12rB3HX/TfaaKMa/TI2Hc1ZJLT/6le/quIzoeFTn/rUCDuJxpVLL720iklEeW3vfpxRohhHX3/rT/QJ59k4961vfauOP2ysiQac2wkmmKCOW9tuu21tszFBfDO+2oL7yCOPrCIB4dI49vnPf77ae18PQt7FF19cx34Ckn7pmoRPzwUvXAby8NzQ5kcccUR9rhiLCdbf+c53Rihdu+2O5KUSEc/zZbAFDM+Ga6+9tlxzzTX12eg5x24H+74D2R7Du1Z7Xh577LF1jPNC7Qc/+MGgj6vDK9dAf87uRS+efPLJ5amnnqrjjR/9jc3ONddc9dm07LLL1vFvRNrYSwxi9x//+Mf6cvONN96o9yF4f/e7361jUn/Gu/4yefHFF6vY6CWocXBsE1b7yyXfC4EQCIEQCIEQGLkExmjxTcSHybIJ5TrrrFMdHM4mMe20004rf/rTn+pk63vf+16NcHBwrgln3shuttlmVRgzEf39739frr/++rLQQguVnXbaqU5CRS8Q0oha3hhzkglzHDiL5LmW6DKO4Ze//OV6/WOOOaYcdthhNRpFmXbYYYey9NJL13IN1mHibHLJsTfR9X9158Cq3/bbbz/MSDaOqPOJmOqo3By7HCNGgCjaUrYIcC+//HK1la222mpIZGVf78D2RE4dcMAB1VnSVqIVBvMgJIh8YU+cp7XXXrvf4uFglrO/1+YoYipK8dRTTy0XXXRRWWKJJcqOO+5Y1ltvvRFyQvVF44rxhfNnHPLDEeYEsxEvADbYYIN+pcsbo4xDRF3jzJprrlkj6drBwRXZRWAiwI+IQ91fvn39HmacdYKvlx9epnzuc5+rdWTzfT0IlMZ4UZsESlHChNBZZ521fPvb364RPwN5eKhqV4L7hRdeWPuOe/3whz+sUa/9PVzzxBNPrC+cRAF6Rg3mcwUrIv8VV1xR24OA63k3Jgi4vWHc1rIzXyAu6vue2/qird/HtCjFYdVZXR9++OH6YoFNGteIqSL2jX3mUf5OkN55552rANnfF0T6r2uaO8kC8IwSdasPisQ1VzLPGpnim/qdddZZtR+a980wwwy9MZGcEwIhEAIhEAIhEAIDSmCMTTslQoj44BiYWBKYpppqqjq585mJ1uGHH14dzkMPPXTIZyagBDLOlzewG264YY2C++Uvf1mvJXJklVVWqZNvzvJee+1V7+PaolS+//3vV3Frt912q292RSGtttpqNfJERIDPOXmcFQ4jB74/Ez0N4z6urz7+b7IqfdSkeFgTV+crt/qsv/76QxXfOHN+nI/hq6++Wusvompo12+OZXtbrjyYt+v4nvK5XkuB4yC2dvE9AoA3z5y4/ogByuDarQyu4x7+phwO/1eOdv12fks7U57mXLhOK2srv8/7Uzb31m6NbWu3Zhcm/p3im3NFcDq/7dir7NISO9ugXZNQdO+991b7E7kpOquJBz2VvX3PPfy7sdFu7jO8Oio/B5yAoM04Uj1ttuDaOBKp/VubDK2NsXaeOvfWrrVb+47rq6t7+He7T6ddtLWbtLHzfL/ZS2Og/q5jTOB4E+yJpfqBCB9RUSMivrUoxf33379ceeWVdVwhxnNEHZj++te/rkL3l770pbLccssNtz26R/8mvvm+8cb1ibHDa9fePEVamhp2+kOLkmn9t7W5azV76rxuaw/tps3xdt7Q+n0bWzr7wumnn17Hby8FehLfWr/Wtq1du/tOd121xUEHHVTLsssuuwyY+Kb8zc5afS+77LIa+coOd9999w+Ib62/dI49bFm5OtvPNfVffZ8tednEPj1b2vIIjW3nmNG+15d+1slKhJ2ITWmDxBjPku62a3VWPvVQbuVvz4XO67WxiD20cXhY44Tvuj5OnWN0E//UuT1b2vjQOb4rQ7PZ9lzw//Y9PC1PoQ8aU70cMV/47Gc/O2DiW2cfaGVozxa/W3/o7jfObf1GmdlFG6+67bmn56Hr+n6rL35eAnhueCH53//931Wsdx5m5jr+ZmkBLyu1NWGuL4frKHdbbsH8Slu5npcZ2l+du9O8W12bnbZnc2u/nsrQ0zOkRfK1scj9GkPjiMhGEcbf+MY36vIkju426Lbn3j6f+sIp54ZACIRACIRACIy7BMbYyDcTZREqogBWXnnlGo3TDpM44ptok96KbyaeIl+kW4By4IEH1lROaROcEH83WTWhdJjEmrAqhzQG680R2ThzIk+kOlnjhwPfH/HN5NK1TYZFHHFuvIkXOWGtqGGlGvquRfyIb97i9xT55pwnnniiOh2i5hwmrZws0SUEuJ4OYqCdZQmSIqKsmUewEz3g70RKaSvK7m8mt1JM/N2bb0IOR0L0z+yzz15Fpr4eHAlrKYks4UBJRfMmXX20oUm3e+LUHFmfEUWlCpukTzPNNPUtP4cBA59rd/ai/ASS/kaViCQUhUjUcU2MLKioHYlvbIXT7DMMpXU1wRZ3opp0ZjbXnGliLp6igdgWu2RnbL+lLHKqCHGiU9oafyKsRPq4B2FJnTgeImeIaMOLYuG8iIpUF98RWdVTm+kj6kCQVlaCkkjUnhZnx1o6obZiT2yDc7bUUktV/j0Jv9pNf/Qdba6us802W/0+Ucu/lZUNEgvYiLpi7zP2KCVcOQkEGIjiYwf6sb6CrzWJiPbYE3tGRHxjh65prMBM1CMBv9VPe+yxxx61zFJ53W947dHdVwZTfDPm6OdeTmgjbWO8xV7bYinN3Vhi3OgWZbWBCBhiEdufd955qw2JPukpqobT7jzXVC82pL2POuqomv7bk/jm+uyCjTuUgTBlfBzauoqDJb6xP3bKzpRLvxRJZTMg7d8pvrVxh/ijP/g/sUN/1v/bGqH+bjyRvkoU9lzTF413+mIT0I13/qadHO1liucHG8TWZ+zbGNGbVHVjtXRddmDc6mkpAs9a9oGpMbmtm8oeusWb9uJAe+GkH3rWGIe1dU82oX+zB3Yofdd3jPfGTvakzp6L2IgA1c/1O2Ojz9STzbIj39Gv/V3/b2ulSkd2f88TP6JEByryjU0otz6g3bSL+YC6+u1exqfOQ52dKzqfHamf5yXb7mn5iPY8xAkHzy79jG05HydrrBlzRV+yGfMD421j7jlkOY4999yzRjiKmO9rlCn2ngFYq/NJJ51U7WHdddet11IPdWCDbQzEQ59nE+qMlzHZiwjn9bT2bBMLjfPtGeI819ferX2NIZ6X7NJzSR/CnJDfbJMQiJVnZnuJaD6k3/ie8pjfaCe8cMwRAiEQAiEQAiEQAv0lYD5q/iKLcozZcEGhTdZM+E3iRHwQctrRn8g34puJq0kYR07qqetzLFrkmUkd8c39OdQmrCaCHGaOiUnuIYccUh0ogg5BoT/iW3PavZEnMBJqTAw5UH6bLA4rNaQ3kW9EGU4HEYf40N4SY2kNO6JF92GSbC09qWAm2urNMVMm/+YEmKhyFJQBP4xMeE34fadF05iMi9xYffXVe+UIdpZFm3BCrVPHiSM0cSxNtlvkFWdXOxBDOWvKbE07jrGycr4IH4QiUU8m5srsXOUi5vZ10wn1l7ojnZDj0yIPlA8HE/6vfe1rNfJN+dxbJIsoTN/lCOHp3+xJ2TmmyqGTiszi0LAD9XY+Z6NF+nAM/uu//qtGYuJBHJH2w46IAJwaDrByqSdhiaDBaekpUopNaHPctKs0JX2g81zONyeRXYjy0R/Yq/rqk5x2kSRswPXYmihTzhBbwAYH3yM4Skli3y2iR13x+cMf/lAdUXX2HfVQP84lR3mNNdao9oWRtHLX9BnWyq1Pu4b7+76/uRdBXTkaF0KHSA3ncEJHRHxjT5w4UajqhHVnv9LOv/nNb6rAQRCRAtnEk94O6J3im77kOuxbnTj17scZ70+KF1a//e1va7u6T4uScW39FyvtzP7Uj+PenFjfla5PuJUKry1cgx0YY4iNnaIDR1pkChG0bZTDXtzT/0X2NfGtRUOdeeaZNQ2T0N12j2UvXlBYHqCJud0sB0N8I3CpL6FN32xRmcY9ZdKPO9NORZQReYk9LXKzRV55YWLdTeIwIYaAQCzRh/24HnGu9Vt11+e9ZCF6OfCXYuj50SKBfE/fJSQYWzyfhvbyo/U7/YawR0BpfbLxVBbji8g+9zMWGVs8D9ih54gx2GGcMHZpL6yMVfq8tiWUGSfUu3MtSWOPF2j6EA5sSNsTR4yTztdHjUnGW4wI2U0MJiARMq29p4/5u3tZG1aqt/FYH/QsVGYirxRn3AdCfPOSRMSVMUmZ2zpq5hnGG/b5la98pUYTt4MtG0sJYewBJ+XT3vqMVGP1dWDhfOMaRvpjE5yN777vRZLoaO2AYRM9jQnavo3lyqR9vHQUPas9ukXB4Y1JxE/ta7xQP/1eeTw73EuZ2JHrN7sTjaf8+qSx3d+xYmvGdOVgS61ermvOou8T+JzHvpUfJ+1tXLfBFpv07PN88qKDrTnXc7C95DCO6QvmLO5NwDTm6TfY61v6gn7sZZ65gT7W3xdzw2OYz0MgBEIgBEIgBMZuAmNk5BuHj5hicsWREAHQuYBuE99MJE02OdotBdF3TbBMRH/0ox8NSTslvnEQOBomayaKzjPx41CYSPusRb4ROUwETeZN+jgUxAaTPI6WNWSkf/VXfDOpJswQi0xAvTHmvHqDLoqpLQotiqQ7WqY3kW/qSszgrGDi31KxCCBf/epX65vnzsMEVLou7hwBDoPJqdQ5jg0nX1twaJSVk03Q8h1twCH2xtnkWBQDp4QzQRzp646SHC8T77ZODwfQ9U3sOU7agyPgxz04gSbv3vwrL0dNu3DeOB/WuuM0uy5niMOiXYe1Q2z3sKAjWVdGihyno+2Cy7nDgShHWCHqdopvv/jFL6q9cY7cl+Ag4oRoganzCRvKJnKQQ6rNrCuo7UUENUGMHfg39k20cF/OBEeK46afEPKw0+4tXbG7rurjnpxAAoFIJw5KtyBJNCGCYqodlYcTzm6xZiOcXQIcR0af/elPfzqkn3BoOEUYECS0oYX1tSPnXJ05wvor29SnOD76I6fW/b05IJKpg37IkfMmATf1IzI4H1MOJg5sEV8CRhOmmjjIGXOPERXf9DHC7u9+97s6RrleZ/SQ+2HnHH2G6NfXDQU613xTZo5u20lQGxLD8GdffRWTjW/GGgKI9sWTU0u0ZxNsnHjJyWezIrvYibGCE8522Ju2YasivIwfxifX0c4EFeMDoUj/xEckowhQ1yRoGVP1S+ISZ5kt6NvWPXQt462ysRfX8B28m9jZHQE30OKblwEE387UbO0oCsjfRPSIxusU3zj3uGojtkh0Ijrgw1aJQ35E5hBVRG/pr+zXcwl7fao915yHnTHGNbH2TNMPnSeKSLt4aUWoMVazN9/pKdqS6Kb9fEbY0x87BVx91rjZhG5l9ULDPfRjL5+0iXsYj7RNE02akMROjWdepLiPfkl0bFHBxx9/fO3jxmJR5Gxbe6uD54p2b8+qtpuwFwXKzuY8N/VvQj8W7muZCfUR6dY5Z1A+L86UZSDEN23guehFDFbaQD08b9r4brwi5nhGOdgRoRA/ApGx1JyCXRDk9Efl12+Msf6u3+gL2hEPdqDtjSnsDzfPEP3BvZXL0f0CxXzDOKo9LJHg/L5GeemnosXYr3Hes1BbKm+L5iT6GetanzS+ED2N88Z+dmo88dxSFuXXj7WXsht39Hvt5XnkuuqChfZzjrHCxlHmbWzB9Yj6rqkNWlvgwCY8t8xbXAcz80b9xnMaVy9y2JC5l/HOZhxsekzbsXzsdmVSuxAIgRAIgRAYMwg08c1L4zEi8q1NwEykTJy8HW0TsIa8iW8mpiaBLf3Q5yawJoiu0ym+7bvvvvVvJrAceoKOyZiJq7eqJn3uI+LN34lvHI0mHpj0m2haK4XQIVrHJLM/4ptymLBzMvw2ITXRI+qYaHMuOaAiJwgI3dELvRHfOs2zTVK9MSZU+N0tvplQt8m5Okqh4/gRlkT2cIpFtPi+STvnwMSacKIOHCuTWZNW9RLl08SR7nv1puu0t/4ihzikOIt0wBwbk2WfubcycOjVU7uIsGnRD9oMT04yoYKz2NeF6dvafG3NHE6BshDCiG/sCSPOMwGhiW8+a2/lOVmYcWBM/IkyRMSf/OQn1QlrjpDvcN5E9hCiXK9tJtLNTX05YsROThkHpqWh4qAdpEESw7p3MCQcaXPl4PRyWNl/p6Pu+qIWCJfYsRtiNbsg5nK+iHwEGf2FI9yEUc4TRwhrQqoycjw58NpSnZ2jr+qDHFVOKhGJDbXISu3s78QE40FLp1YnB+dWH1Ue7Uz03XvvvWvUSXckz2CIbwQEQimxmgjcGdnjfgQJY4f+Q7zqjODtTT8wnmlHEZXsB2sMCSWcV30QZ2tS6m8tnbE313YOp1j0iPYhjOjjRHr2w6kWIeoz9eT0cqDZL8GR08sJ5uwqm3GUKKAN2KMy6SP6HodXuQkm2pgNsV33Fknj780JZ5dtHT3jijKJOmYvnG0RrcQYdqM83Sn0Aym+GYeIWcZitq2chEUiGJsjEhEr1a1TfPNcwolgqs1dx/lYEL081/A0nrbDuMZ2RQuJcjQG9NSerkUwIBYY/4wT+o/nh79pA2UlVugbnf2gRRUqAyFC+7hXt3CrzYkmxi/CmzGNYKT/aS9jrHYSDak9Pb9cz4sDzys8lFH/JlARFPV5NqF/K4fysRVimHY2trMjYq0xn6BL1GyCtns7ny164cY+lZsQ6LqYGvfZSnek72CIb6KzlMW1tWVLc9cvRNgRzo2rrY0JsvoWVvqNMUN9zTOMEX6UnV3jx+7w1b76pmec8VREIv7GU9e2xlkT37r7PWbawBhuLNefjeMEqb6mwLdre0Zpa+X03PIMY2c9iVVsRPuwbXVzT+2LhTHGM0eUv2ccm2BvnqVs1rhivPNc8T2Cv2esczuj5ZSLjYnQZENsoad1S11f24g01W88U9iJ8niOEWado69jnh1Te/sUyXkhEAIhEAIhEAKNwBgV+aawJmkmtRxLb/9Nsrudqya+cQBNBDnzzjGRMjH1Ztlk3xvetuEC8c3n3phzUkxqTfyIMe5FZOoW35SFeOF+7mUyzTlyT2+qm5DA0SRmuA6Hoy2w3WmGyke0M9lui0SbmIp4MDnmmHFeveEVSWGSaTJJuOqp/iaoJudDW/Otr+KbMnBqiUOcGuJSe1O86667VseLEMTBaW/YOf4m3j4zoRfhoe7eshMLTLZFJrXUpL50yya+ieriKHJaOGJNpDJhJhyJLiGYamdvt03eiSEcAQIN55XTQdDi7KhXX1P01InNSKfxXXVyLQ6vcnKeiE+EAddvGy4QX9gjWxSxRYTCt0VncgTw04YYOvoivrk+J8K1MSdmKGdzetkUsRm7TsFRmZWB0EvkZuPsrHv3P+VjE8SMFvXWHPkWCYg3p9N52rs5e8qjPyiD62DkfoQikWccK3bkMyKeiCZtK6KIc64s+LJ9jpa2bc6dOouY4ayySU49Bv6PL+HGNbqdy8EQ30TbEZZaWqAxpB3uxxadg5HxqHOn0t70B/ZAIFM34qq+1AQ8fIl7opM4sBz0vop7rq2P+U1A4EQb67S5Pi0a0ThDZCJlnWhlAAAgAElEQVTIE+YJIO6pvYnsfrdDPyOKG098n7NPtDYmiwwksrQF2dkKgYeI4DziW4so09fYsfHay4kWudmeD/oU519/615zcyDFt9aGhF3OOkGsc6doDvuRRx5Zx5nONd/YO5sUhYqF8UqfY59s3XPNGNk5NvZWfMPa88Y12/PD2OL54fr6nn7F9gg2nRFOhCJ9kj0pszFVvTrHRH3bM9jY6rrazLOuCVruizH782wgeBFTCaL+ZhwkPjqvrW/mWef5YKxu/NhE67Mipgj8bEN5lUG760/t+deeCZ59xgdtz/ZEoEl1J356PrWxtLN/DbT45tqiRfVtYo7y+2GLbT1CtmwO06IVCc36qzoqZ+dY4JnPllyDmOblgbelhFQ25/mGj8NLES8L/Z1AKTqwJ/HN2MEGRTCKuDR2f+c736l9vKe15XozHrVnVG/FN+3PFtgEYZbttX6gDkQu/dgzyOEZRvwi2Cmj+uHlBZE2NL4RjNumNq3MvRHfGjtl0G/cy789T0QltjXpzLs6l0boLZecFwIhEAIhEAIhEAJjlPjWImFMyE2ge1qDSpP2Z823Jr5xFExCOSYmcYQPIpI3sd6WSjvlZHAqpOWJujFJ9paWQ2OiyKEi/DTxjTBAmOOgtc0Tuk3PpFGEQXNiTEg5sZwcTiZHqK0HxeExITQJ9Oa3J/FteBsudN6/N5FvnDYODDGF2GHTABEMREniFXGG82xS6mBYuBExRfu0aDpOoUksx1LEAqGKA9jXozlahADOA4GAo9pYcPS0iehGjnpbQBpXDgsbkr7i7TWhQLmUqZW/L+XhxJioEwe0n7qqUxMhfc6p5DC03U45o5wMzpk2Nslva9cpE7GD0EogJET1JL4RvPBrUQFN1G07ErIRkWGiRDj0ri8ShNPCVjkU2hK7zo0OsGipSzhzrrVV9zo3HGYpOKJE3bPbqVUe38FCv3AN/Nu6QO6vr7Frvzmr+lJzJn1XWfSnFqmHk76ELYdL+fVBTloT/vBmY/qoVF4CDceOIO58QlTneketrQdafGtRQPqAsaRFBrb7GT+MO1KiMCJU9TU1VF21szGC841BE0rabo5EM2OllxBtTbDe2jc75ORrK/0DZ32OPbX6GBuJbyL7RH0RmzjzxgRCaqf4ZewiMojWIwaK8CFMEwG0i0i1Fs2FH1sRAdV2O1VHUVdEVX2cyNIdwchmtK/yGb8HU3xTxrZTNoGVnXduZmBsIh527nbqOab+xiGCM3smKKmLsouUbeJb59hIsHMv3/GswBYrdqscxOe2q3Rbb8zYglPrZ2xDGxhbiGfE0ya+6etskphKPNNXfN7dr5VfRBcRhMhJROoeG5SHKOKZIDJOGV1XhJW6+79+74dteQmhjT1fW3QouxZF5xnjPp5B7N34SFTzgoM46P7N5pVfxLvzMWSDxnrM9ttvvyok9rSxQxPf2C1RbyDWfNOuxjTiHyFJHZXPOEw0klJJVCIg4mGsJxJpZ2Nb58sBbcM2pD1aw00/FImuH3rGEdeaYIa9cVZ/Z1P6Srf4RvQiwhL0lM93RQlr775Gx3aPJb2NfMOcyGVe5BlCHFYO9oYHAa+Jb21dPAxEb7KltvmQcc7zgOCmzb1s6RTkla8n8a0xbetFthdD5l3KpB3MJ9io8ug32s+8Szt0jzu9HVNzXgiEQAiEQAiEwLhLYLRIOzWhMvExgRrW9vImjKKcTDhNuntag2pExTcCSqcAAxDxgoNpksw5MBEjppiIESZatFczI45LZwodJ8SEVJoRp4fY5brtMPkz2SbumXiahEo/Mql2Tw6M+ppcEhVcW2TPsMQ3b/859SJRetrttK/im/bhBEtnIdyY3CorcUe5TPRFpzTHs4lvHAopdX0V30zM2UVbdL07Sqkz8k1aF4ee89vECxFeHHeOGFGDAyiykEOkzN7wa2vsTeaJZpz/nqIihjc8tPXzCGEcWZEGHMm26LoUL0KQtiPuinxTL/d1Tw4SO+JgYEWUI/5yGgkT3eIbh4VAxTaa+MYWCVOuyxklPrh+W2yc0OGHM8NBx8xnnMAW+dYcWE6v77Ix9kPU7GkjALYsMs+51twjCHSuHcdmMBDJok/p32yW0942Y/Ad4ghGIjrYvjqps+/q8xxYdqWsLa2UY0bclb5FwBF11bkQuf6m/3B4Rfepk/O1u77UU0pVE9+kJfl8RNd8cz3CobGCvSqjdm4RetoLP06dtnG/ntZvZF8OokF3VKZrGBMJFIQf7dCcZ+yMOcRn6Wc+5zR2Hm2jFX9z724Rhfim32tr4hubI74RwPQf4ka3+Kbf+SEO492Z4kWA1lc5/urLvggdRH3llELaIiy1IRsV/UaUcz/iLPtXFmUnrHbu2oszGyHQsDm2112ngYx8M04ZY7QBsYrttKgbZeHIeznBfkW+tTUp/Vsqm2UDRBJ7iWLswFW0NVvvfjGhj1sjsjPttG1uIorM2OXH+KFN2B02xBpjo3GBqE50M7YYYzrFN9wIYfqofmw8V96exl4vDZxHEPNio61nxo7UGxfCRds5Wn8lHGo7opNxkBDsPmzFc4U43ym+EcyVx/PTCyzPHWMocdL45bvGUi80OlMA1Z04yI60SUvrNpZi0NPmMspLZCa+DcSabzhoEyKoftvSbL18I8SJKFY3ophyGa9F5BKJjI3mFOYE7WDryugZpnzayssjduf7ROa2g2d7YWE8NbZ69naKby16mkhOlPQsNzYYJ90Hn54YuafvGoP0qaGtedZb8c2Yr+9grl2I98ZmzxrjBHsxhnVuSsG22ZL+xObcC1N/0+5tvT917twwwosX9e2Mxm0vAl2r9RtipD5mnDNvIn5jSMzVb4jpEd+GNyPK5yEQAiEQAiEQAkMjMMoj30yAiGneYrY103rafbGl0XAY2nbxnLueJoDONYkyWfImVdqaCZ1zTd5FaYikMdHvTjsdlvjGkeHQOPwmonGmCQidk1XOnYmeCTcnsa1hY/JsctvT4fvKZ2Lb1sHhDBCvOJhtQWBpW/5OnBuZkW9EK1E6hCsTb46PybiJO6GEQ9Cdukjs6K/4ZkLNOSXGcBxFLHQeTXyTwsbR4oBwxERNaH+ig1RH1zGZ1kac2yawiEYysTd5V26OJieuP4sou6a378rAjltqaRNdOdTEN2/SCQzKyZHmdCgj54L4wvnU/pwyTomoFTbaKb6pGwdDlAKhjoNAHGPXoh2VQ3oVp140ATt0XwIKZ4Uj6ByiAGEDL2JKi3xTF8II++I8ElV7imzRFsrSUp+UhSDYGVnFYSEKYUpUIQoRWtgQQUCd9fW21o6+wiEjXuqX/q5eHMO2WQXB3fXcW0QP5pj5Dqe+Hb6LrwjUtkOqz9jC0Hb/bLahHgOx22lLOeZEGhNEZahLS6s0RmlnbcAGutfua3ZMmHIYaziJnRtEsHNOOBGSqCXqownI7EgEB1sndPnpFMKUry3ybywjzEln6xRbhia+EUSJQ93iGxGAGCvVlp2pF+FbmY1/hBZimr5oDCUKEkcIwPqo8ZcNOZewQ7wjNhFr2DoxjV0aVzB1fhPWm016nrB9/YKg0BmJ5pyBFN9cjxCkfxFQ2I7xyiEaUbSVNiCK6pcEYoKM89ibfkCAbCnqxBDCXLOJzsg3bSRF18YuRDNCn++JJtPPXUef0q6i6vbZZ5/Kyd/ZvGeMsUN/N7Z0i2/6HnYEIC8C2GMTdLqfWdrf81V5icr6XxPeXYfNsgM27zrGAbauLYxdbU0uZWUPxnAvBpr4hg0xitiBJ2GGIMku2tpu6shejVGd5SRIq6O66muemVh1rp3ZXR/XNU/QJwci8q29tMPS2CWlXN9rUYp4+MxzQDsZmwlynrHGK31VFGl7HhnrlI0NEKjYhzmM5wehjtiEhTbGXz9zLXbXueabMYX9GzP0I5F3bLCtm+tlhTYyVncL/URDEWdecLHLzs1jOnn2Vnxr/Zgg7PnQ1pFVB9GRxs0Wkc4eMVV2fQAvjPTxJkxqb58ZW4wVnWvJ6iPs3fjhZZy5mWhb0aOelSL5fc9YZH6o35gTtLmo57o+7v4R3+JQhUAIhEAIhEAI9JeA+YzgDBkMo2TDhbZzY1vPhFPCWeie+IlcIcaYjJuUeqPevQYVCCrUdkI0kfL2XXSJiamDc+EtO6fBhJ5T13bmMukzAeQEtmgJ4o91WKRmmDxzBk0IXZN4wyEmjhEvWtoOx0YqowkysaVtmNDbRuJ0qqeJNYeE+OJa3vpyRLEyGSfomIg7By+Osu+ajHJmRAhwPk0i2yYIJtmcRM6G6DDf4SRixglQRxNdZTbJ9qbYRJyTQOjiNEj9MrHFiGPhHG+Zm4Bj8o0pB5jAY6LMQRbd4d7asTkcRBa8ve1vzN3LBFgdOBLam+PadvZr7UwkIjhw3kymtYV2ZivaS1lFRREAiEOda4IRZqRbiqYQVaPdrXXT3wNPghURQf05nWyU/XCyCJGcGgKfH0yIUyb/Ihw4QZyAlnbGdgkjhDrl40RxoFu7iZjjKGGnzkQYzDjlHFjCNAeZo4AF/hwVjHEj1nBwiAEc03Z9zh0bEzUpcqilAfYUCcHeRbJw/LFmo/oCG2OfeBhc2KB+rf7aitOuvdWZ7bA/9xSdQIBXViIO0Y+AxLHkqKmbCA42ygHnDLoeR7A5n53tR8TmjOnrxgp2jXd32pk6Y02o1Q847gQo5XNt322bTfTEYVg2oy+yd46f9nJNbdZ252PfIp/UuTvqUt/UpiJvjWOcRmNjZ7oTx9VYQ+TxmRRcfQF/bdJ2kjSWEEE61/fCkIBBdHA+B9h41XZc9Tkb0V7GFU46W2uRb8qtzxCD2Kv7c4iNRcZY46Byuy571F6EKP1Dv+cgK49ngPIRWl1P38Gfo08kJvw7X18mEBpnjOMeWmynpUcSYEQREh6MzcRcY5/2ZkfaV3voK66rLxgz2uLyuOmLfdnlWNtrJwz1M3atDbxw4agT5rSRcrPR1gbq26KO2ITz2bhIJvVmb7ixFX1EZJe+L4pO/YzJeBhP9T9jOWHXvfVLY69xwLNBu6gbjkQxbcD+9HusjfXGcfUgUrCFtl5aTyma6uxZpH8Tt5XbOKFuymVMsF5bW+vSPYw5xnwRSsYD/Zht+LsoOt8hunomG3cIO6K31VUdCWeeddpHP2K3+ipGbK5z6YW25qp+g71nEzHYM6CzbdlCS7/0zFB3bWIc8zzw/DPW6P/d0ZPDe064dtv0QDkJZMZGz073EqXl+eylEqHHvVoqcNs1V53bM6mlArf0dc8K3D0XsdMvW+Q3+1Z3/Yn9eFa4v2eda7MX/dnzyTMBH+MaVuyPDbHJtuZce4lgPVufKyuxSlt18jSWET79GHs9C9mDZxgbY+P6R4vMZY/apW12pI8Tx/RVzyc2hL021o/ZsjFNv8fU2Nyixc0ZnK8Psi/jWOcu6p6/xki2bT6BozbQP7W1Mno+mRcQ/dwLB2w8w41xyumFgjkgbq7R12UChmc3+TwEQiAEQiAEQmDsJjDKI99MIDkuJuDEBW+ITRg7xTeChMmcc0xqOUzdE+nWTCZ0JlQcUg4a58H1CFWcbNfgfHBWTM5MIr0xNbl1bY4Kp831wTGha+kZJoYcThM9TgfHrwk3JrItzcwbe2vVeOtO3DNJ7Y6+GJZZtVQKog0RRP05o8Qjv5ULDw6TCaA6mARzSDg3LYLHJJ9Db8LPgTGRJD5w5kwivTnnIJuUqxMxiGPrfN8TzcZBdg8TUJNpbDksHPQWIcMxVFcOZlvAm+iDnfK4N3EHIxN6IgtH3Pe0AeY4tegF9ec8EFaUzWfar61l1im+EQRxcp1OR8C/OTa+27kemO82vsQMjkKbfLcFq/vb5Tk0bQ0d121in/r7jK2brHOECHBsjGjBVvBt7cv22W3nzoBsvkW1sGN1Zssc0ZZyxTHliBKp3Ac7TgfehIeW0t04sgHl0pYcQyIvNmxO/+CAc9qHtesdWxAVIGqDY8+O2vnskA1xdpTJ/TnbRFV9k7PGqVVf32nCovqwJQ4XWxUp41zntCg2rPQDNkOE4Ax1pmlpQ2Uj/rY1IjmhnMpOAc01OJ2cLm2HiTIqE3vAhv2wP/fqzw6ATQzmuIq2IJ5pQwc22Led/jptjxNKfOPE+w7Bn+10ptgROKRoGY/0tZa6TzjD05jqHgSQzk0p3Mc5RH4RMuzP2Eaobv2QveLHzoyrRC4Ci5cRRC7/Zh9tQxr2LGVSW/guZ5Vtq78+wLaMg0QC46Y+izMWxl9jC7FWuVvfUVdigt/GDw6xH+3E0eak6yftOy3lUdq3cYWIxZaNdQQ3dVYe/dO9RVMZ89ih+hM8+joOqBeh2z2IyMZr125t4UUE+zUGEgtE64kKI/aomzK1yDftTCDQrsrlhYXz2aDDuEmQIuypq/7g/upLpCByONi08/RlfNvzA1fl8vzQFq7bXjzox9qAeKGNPAOGJjbr2wQQooR6E+7auKItjD9t12c2qL2MEc71vFUOzBsj45Cxw/PB/a0lSZjxfMIOi9b/1dt3XZ8dEaK610cjGntuq79ziJ0Eus55hfFB3yEmqwtmbX08ApzzRXeKqO3pRd+wnhP4GKPNQ/T5FrHa+q76e67q+66vPm23XqIQwZ4Y1xhpY8KVMVFbux47M75bHoAA5//swbWJ2hgYRwlRhEt1Ffmr3zjYvuu0sdd8xphjrOuMJsXb/UXLeS4bZ80LPB86uesD2kuZtJlxtC07gB8h0TOsRUerr+cAmxMNrf3xcT+/XcOPscOzXIRjiwo3/qijurbvqBOx1Hinvp2bRvie/tDW5vWZPub5RHgztrTnk+clu9GG3c8ndm7epZ8ZK/XPHCEQAiEQAiEQAiHQWwJNfJOxNkoi30y4TBJNHk12TUQ7149RERNikzQTJ2/MOXcm9z05BibUJnImgpwsk20TP46YCaR7cfDaxMpEkHNmoutvnEmOKocBHCmDHCXOmskeh5GzxNFVdudzSjl5zjc5M3l2vkmjyZ3r9XURYw4TZ4Azx3lTL9fz9tjkl3OLCweK4GWSyBHyd+XoPkxSGwd8lR1TgolJaPdh0mxyjrffhDRONyeJiKcM2GJmgoyh+3oDz9nxVp9T3Nar0raEDBNXbdD+3hiZLLe3yK7JQdOGnLaWDtctmpjci14jnHCSOB5EApNoZVQW7dIdyWLSzzaIMa5PHOUEDS3Ko7edyXnEMHVnHwQN12QzbK9tFsCJYsMcBU4E+xKlwPnRjsSPll5HQHMNzkFnCprvsQ2CKdvAla2xxbabHo5shIPPjl0LQ3ZALGUTzbY4sBwcfYMT7v6c+Z42JujmwZY48+rtt3r4HhHDNTmZLeJK39G2zT7YHueJTaoDO1JmTmGLgOGcsTXn+kybsU+c1Fkf7kzHbOVjjxwp4hvbk6LanSrlHPfUD9hbd1q49lA2URnsk90QmzhzPfWzNt4YFzpT4YwvbSzRR5s4rE3ZQ0/RVsYAbac91Jfwph6dqdEt2pYd6M/6nD6AqX6Lv37QuaFGJx/jFUdTG7IBaaCtH7AX/V4/027shl1I43O++rmu9sBQHYwX2sS/jV+YKpsyaSM27x6u0+m4+1xdXVsfUi/c/bi/vuT+6tL6QfuOvkY8wcs4o976gd84GLP0MW2s7/d0YKpPun5fhRbX0weJLNpYvf2/ld/99X1l4bQTgFtKsTr7rKW/t5c+7EX9PIdaZLC+qw9gpK2NARga6whRvtu56Yi2FcmlPK2feX74wUtf0n7thQmhlG0T4/ST4Y2H+or+oDx+1JOd6OvsX79UpjZuq5Pz1Fn/8X02ofwt+hQHtuHlhPFN27M1P76PmzITx7RVZ50721U/8PKGqCsllrDavaRAe8aaV6hHT31fn9OH2LN2cl1t29OBlzZvy2E0LmzXod+7pzZynuvqK927zWpX8yFjsTZqm8s4t0WQNaa4GEv9KJ9+49nMbkSFY9sERG1OENdXh7b8hXHbfKW7XM733DYW6WOeyS1VtbHQVvqY393Xx55N6WOdYzC7VM/Wb9TH9VskvPprG880wqODuOd77sGOjD/aR53ZnOdNdxRxW05Bv3E/doqT5ypR3PUx1bb6i37TNljQXp5lnk/aUHt6FhjrmijelzlCzg2BEAiBEAiBEBh3CXRGvlnSojOKfrx/f/ifKs5QWJmoiJAwOfRmdiAPEx6TOk6cSTkHtK+pQQNZnpF9LRNHP21duJF5fyZgoirlhCNtYu6teNthzucmo233PpNl0XUinQbzcN8mvol+oRx7C92cz25Hq9WjmTR7lT7CgRA51dbLGagyu09rs+4U6p7u0drYZ32JrtI2vus7w7tPi8hpUTnd5SC2SOvR3zjzfd0Z0/Ua57Z+4bB4KneLWBpW2Z3TytzWfGqLfndf3zVbpGhL0xNF0tL+uncG7mt7s3NiICcU++5DO3D+RCp2rjnU2HC+iZPGL0738NqsL+XDnmDjHq7fHenTl2sN1LktEk2ZOPbDq6/z209f1l9s/adFdg1U+ftznb6UpY0T7WVQb+/Htv14JgwvJXJ4zw927NmqnxC2vKhiO/1JsVafoY0vrW6dde6MZu6ue/f0o23C09PGI53ju2sS+EQ6EVJE0RG6+lqfzvJ4rknl1ff9u7tsrk3AIS6JCmPrnef4XPmJi22zguGVp3FSjuExbW3sO65LeBXBP7TdTntrZyPzvGbTLdpvaPduz1X19O823g2PURuD2316Iy6PqnnXyOSee4VACIRACIRACIw8Ap3iG/2ic1PD0UZ8a2uStTQBjuXwJq4jD+HYfScG4m2wRcCt8yOlQ2pW54LMbbdP6YQEOpFk1uwazKMn8a2tOdTTfZWd4Mb58cbbm20GL8pDnUSDjOuHCAKRcNpTGmTn2mJjAhsigugYDrdIBfWQusaBIoZ17vjX3/qILpVaJf2vpygq4o/IF/fr3ACiv/fL90JgsAmwYxFEIqNExLYXK4N934G6fntGiTzU5/V9UXwi0NXFUhadKYj9ua9oMS95LFlhPtJ9mI8Q00VcWntvVI6dxkHimzRN4pu05YEY+/rDLd8JgRAIgRAIgRAIgRD4/wTMW0fphgtpjNGfAPFCWKQUPuk+UnhEmbVUWqKWdBZrZnE6CHUjsnnB8Ii0aBrpi8plLSFrv7XFzHuKrrG2lfWrRHdZd8b6W20Re2UdXvTI8MqUz0c9AemK1vWSimxtLc6wFCVpezYLaBsJjPqSpgQhEAIDRaBF7lmrzEsWwndLjfZyxZIC48rh2djSae1yKv3SyzDi2/AiysYVRqlnCIRACIRACIRACIwqAi3ybc8996w6xmgZ+Taq4OS+/5+AVETiG4HNukAifFoKH4dHCoc0O8KWiX7novADzZHIIsXZLoxtDR7RbJwsb/mJcN2RkdYPsrFHEwitV2UBe2vNiQ5IJOVAt9LIv570ZyKw3QOJrFK/bCJBeCOw9iWdd+SXPncMgRDoDwEvh6w1aVMF0WkOywnYEMCGO/1Zw68/5RjV32nR4CZyIvREM3oR5VlnnUERedY3yxECIRACIRACIRACITBqCCTybdRwH+PuKrpA6o2UPuIbZ8f6UgQNb9ctomyR7bapwmBWUPqxNX1ENbUUIGIgx4LIYqH17oNAKCXWgsvqYo03P9TmiDKD2Voj79ra1aLj1q5iH2zSgtrsckTTzkZeLXKnEAiBvhBoaac2KbBBiMPaszb2sLFBX9YO7Mt9R8dzrUfXNpxqa1K2XcWtw9q9EcHoWIeUKQRCIARCIARCIATGVgJjxJpvYyv8MbFeJvTWBjPJtxacN+uEDSJWb3bGHIg6t4Xl7YLWdk1t5VCWnjbj6PyONY6sCyRaLxFvA9Eio8812CdB1tpvIl7sIJOU4tGnfVKSEBgMAsZ3zwLr1nkWeB71Z9OIwSjbyLym8c/u4142tR1HW5S6sXBcEiJHJvfcKwRCIARCIARCIAR6Q6BTfBvh3U7PPffcuth4FhrvDfqcEwIhEAIhEAIhEAIhEAIhEAIhEAIhEAIhMLYTIL7ZJMymgHvvvXeZYoophlS5T7udSveyu9h8881XVl555bGdW+oXAiEQAiEQAiEQAiEQAiEQAiEQAiEQAiEQAsMlQHyzfJe16H/0ox/VDQLb0SfxzY6XFsG31spaa6013BvnhBAIgRAIgRAIgRAIgRAIgRAIgRAIgRAIgRAY2wlkw4WxvYVTvxAIgRAIgRAIgRAIgRAIgRAIgRAIgRAIgVFGoK35tueeexZrvlmnuB2JfBtlzZIbh0AIhEAIhEAIhEAIhEAIhEAIhEAIhEAIjA0ExsjIN7ua2dGr7eKVHbzGBlNMHUIgBEIgBEIgBEIgBEIgBEIgBEIgBEJg7CPQudvpwQcfPLiRb2720ksvlZtvvrncc889xf/9fOhDHyof+chHynTTTVfmnXfeum6c/4833nj/Qfxf//pXueyyy8o111xTJplkkvLJT36yLL300kPOJczdcccd5c477ywvv/xyvX47iHR2lJhzzjnLggsuWGaeeeby+uuvl8svv7w89dRT9Rruv9JKKw3ZecJuFLfcckuxpt2kk05a5p577jL55JOX2267rbz11lsfuH5nYd3LuXZ/fe+998qVV15Z/v73v9fz3UedJ5poojLttNOWxRZbrJ6rzsr/6KOPluuvv7688MIL9fw55pijLL/88mWaaaYpDz/8cLn22mvL22+/XcVHrFzj+eefLw8++GCZYIIJah1WXHHFer277767lvW1116r57vP7LPPXq9jkwyhjosvvnhZYoklarnwVefbb799SJ1XXXXV8sQTT9TFAYmenUw766xOM8wwQ1luueVqvXOEQAiEQAiEQAiEQAiEQAiEQAiEQAiEwLhOoFN8k3Y65ZRTDkEy4Gmnbvbkk0+WM844o5x00klV/JlxxhmrADThhBPWn1lmmaWsueaaZZVVVql/J+i0w/ffeevoWyQAACAASURBVOed8rOf/ayceuqpdXeI7bbbrnzta1+rQpaD0HX++efXzR+IfO+++24VnAhP//znP+v1pp9++ioQrbfeemXiiScuv/rVr6oA53qf+cxnyjbbbFOFQIdrnHjiifXzySabrGy88ca1jP5211131esSvwhz7VAGwhlR63Of+1wVwQ466KBy//33V1GPiOa+ykPwWnTRRet1/cbAPY855pgq2BH4Nthgg7L99tuXueaaq1xxxRX1Wg888ECtl+8R24hsf/nLX8qLL75YllxyyfKDH/ygnn/VVVfVshLT1G/DDTesQtvFF19cLrnkknq/9ddfv3znO9+pYia+p512Wjn++OOr4EYY/PrXv155EiHxcx3iH8ESE4KbvxM7cfvqV79aNtlkk3G9b6X+IRACIRACIRACIRACIRACIRACIRACIVCDmOg4P//5z4vIt0EV3/AmJolK+8Mf/lDOOeecKoAttdRSVYgSDXfjjTdWQYfAtswyy9R/t0NUFsGOUHTDDTdU4YhYZptWApjDOY899lg577zzqmD07LPPVnGO6EUwEh0mEsy/v/jFL5bPf/7zVcg7/fTTa4SZv4kyI5g5iFmu5XNl/O53v1tmnXXWKnQdd9xxtXyrr756mWeeeYaU03cIjAS5rbfeutbvlFNOKb///e+r8CWSjGD13HPP1Qg3dSHSEdhEsokOJLKdcMIJlQfx6wtf+EKZbbbZ6vnEQt8hPH72s5+tYuC9995bRbazzjqr1vUnP/lJWXvttauYduaZZ9by+P43vvGNWs+LLrqo/PGPf6yincjBAw88sNaBoEbca+Km+xLS9thjjyqcrrDCClVUFDlHoJtvvvnKuuuuW8XPSy+9tEbLqQcBLkcIhEAIhEAIhEAIhEAIhEAIhEAIhEAIjOsERmraaYMtQopw89vf/rZ861vfqsLTTDPNVIUygpndH7797W+XLbfcsqaItkNK5q233loFMCIeMUx6o/OlkbZDpaRmHnHEEVVsO/roo+t1iHVvvPFGFf3c2/8PP/zwKoK1c3bYYYcajdd5iB4TDfb+++9XlVJEHvHLv1ukl1TVdkjP3G+//eq9iFfENufvvPPOZZ111inbbrttjXKThkooFKUmKs7nWBDmpImKTNttt93KWmutVZRr/vnnr3/bZ599qtilDv6mHlJVlfHII48sU089dU07/dKXvlS5SNMldjr3v/7rv2rarDodddRR9TPi3S677FLLhhsWRD4i3U477VRTe3fffffKfIsttqj/v+666+q1iHHag9Doe9KBnbPVVluN630r9Q+BEAiBEAiBEAiBEAiBEAiBEAiBEAiBGvlGnxJoNlIi3zAnvonqIh4RfZr4Rqwi/ohUkx4pemqhhRYasp6bdE5RXPvvv39NqRS9RpAjUElV7Y34psIi30ShSSUlvkm3JFoJ+/vyl79co7k6r3X22WfXiDLpoiLARMURp4YmvimTlE3iICHNOmzEN3X99Kc/PUR8cw91UA7Re8suu2y9v5RYQt8zzzxTxUmipOg3QpqIOwIlRqL0Wqgi8U10nui3T3ziE+Whhx6q3/n4xz9ey0p8U69O8c25xExiI544nnzyyTXazj1F9RHwpKW6vqhCKbuEPyKb80UJEt8Iddad04auRwDMEQIhEAIhEAIhEAIhEAIhEAIhEAIhEALjOoHRJvKNYCNi7Nhjjy2/+93vyq677lpTQok67RB5dcABB5Rzzz23ilivvPJKTVV1HtGqrQ83rMg3AhJxidJoHTSim0i2Qw89tN7Gem/WOXMvIps13QhS1kgjfinX+OOP/x/im3XWRK9Zy44Q6Bqu61zrzhHfvvnNb9ZU0Bb55n5ENqmahDllk7JJ7HJf33M9i/GJZCN8WXftb3/7W+VATBP15mjiGwGO6Cal1Fpx0nIJcT1FvqkX5qLwXJcASJBzEBClz0ptdR1CokO53J/41hn5JmVVXdRBnbMD7bg+tKT+IRACIRACIRACIRACIRACIRACIRACCIz0Nd/ctKWdEpBEZn3sYx8bIiCJShNxRQiy5psUSQdRxyYGoq2s+0YkszYaIU7EmNRTEVk2MBia+OYawvz+/Oc/19RT0V777rtvFdlE4Un1tAYdIZBYRfiznhnhzSYINoEQCUbkE03mngQq67gRxpTL34ls1mKzNpxDdNvQxDdlJbJZx45IRkj0I42T4GXnUSxElRHERNFJQ3W+TRvajrBNfBOh94tf/KJG9kmJFUFILJNi2h35Rnyz2+tqq61WDjvssCqy3XTTTbU+ymXXWEKhv3eKaerTHflGfOtpd9p0sxAIgRAIgRAIgRAIgRAIgRAIgRAIgRAYlwmM0sg3a5fNPPPMVSR6880364L+BCYCl7RK68C1aDbro1nk39+JY1JSCV/WjiPW2SRAWiiRqIlvotmIRJtvvnmNQnNta6wRqoh61iUTGeYQCScKTASba/zwhz+sGxCIdBMh5zMi1EYbbVRFpia+EcdsZKAMyiP67fvf/369Z4vaG5b45t4ixr73ve/V6DObGxAW7SiqHlJt1YNQho+UVMIb0bLzaOJbW8/Ob1GBovDUXURbt/hmEwhMNt100ypCKgchknDY0mFFvrVIvHa/Jr51R75FfBuXh5LUPQRCIARCIARCIARCIARCIARCIARCoCcCo1R8symBnUClc4rysu0qMcsacEQ2wlwT36SBErx23HHHmoJJ3BKpRkB69dVXa6qqzRekYTbxzd9ExrVNCYhDouOIanYotcEAkUtEnEg3IhsBz/+lbYo+Uw6CGvGPWGezAYeyWChPVJk11kS5WefNBgZSR6WXEg8dw4t8I7BZN83Oo5tttlndpKFF/LV7ESrvu+++KgAS97rXVCMqSjm1Ph2xjlAnhVfdlc3upt0bLmDn+MpXvlJFTDuiqt/GG29cBcrzzz+/pp1GfMvgEQIhEAIhEAIhEAIhEAIhEAIhEAIhEAL9IzBK0047dzsVnUXQ+uUvf1nTUkWiLb744jUSyyHFlDgkBVNapDXViFY2DCC++Z4oL5snNPFNKqVoMjuniq6TpmkDBJFqRLZ2ON8mBoQzEXgEP5sdSPV0TUJW29XUvZsg1rnhghRZu6ZeeeWVtXwEL0KgaxEWh7bhgs/U15pvxERRb8Svtpabe7muVFIiIGHSzqdNlGx16Bbf1PXAAw+skW3qKt2WONm54cKpp55ar4OPqEKpqQRJgugVV1xRxTebOiTttH+dK98KgRAIgRAIgRAIgRAIgRAIgRAIgRAIgVEa+dYpvkklJS5JH7300ktr9Ja13ESfiVgjgIlks5YZwaitQUZcEr1GQJKuOsUUU3xgzTeikqi2Oeec8wOCVnfTW9eNuCdVk4C39NJLl+uuu65ejzjm/zvvvHO9Tk/i20orrfSBSxLDbKSg/PPOO28VCXfaaaf/2HCBgCjijvgmLdTGEVJKO1M4iYB77713jQwkvnVuLtFu2pl2ip2U12OOOaYKmiLvHAsvvHCP4htBc9pppx1SfiKgNNfzzjtvmOKblFxRiKL2suZbBpMQCIEQCIEQCIEQCIEQCIEQCIEQCIEQ+E8CxDdBUTIoBZtNOeWUQ04a798f/m9voRGaRI8ReGwIMKyDmHXCCSfUTQ6ITgQl4htxicB2wQUX1Egvt5d66prPPvts+clPflKeeuqpmnYp8s0aZZdffnkV10TJ+Y6NDxzXXnttOeKII+omBiK6hie+iUyTakr4cw1Cm1TNu+66q7zzzjs1+ot4JgJueOKbaDYpn+pBeLP7qLqpq11a226nzhPVJv3WvfxdOu3ss8/+AXzEN5F9rmHNuaGJb8RDa73ZHdVmEqL+pJMS4EQWrrzyygMqvtn8Yvnll4/41ttOkvNCIARCIARCIARCIARCIARCIARCIATGOQIjPfJNpJd13Qhm0h7t7ElwWmihhWqq55FHHllFMIv+W0NNCqT12USS/epXv6qRaHYZJfpYh0101m9+85vacMQ5fydqEdEIT8Q6yuIKK6xQ0y/HH3/8Hhv53nvvrWIdAUsUl51YpV6KHnMf6ZdENFFxIsOkZBK5RN0pK4GwHdaMs+soQY9IaN04YqBNDZTDenDSUolqouusS+fvNpGQvipltB0i+0TNiQjEgHhnTTmps+2wW6roOTyvuuqq8uMf/7gKbdajU/7jjjuunmpjBWmnGOBGLLV7qsi1Vn4GYXMJ4ugll1wyZAMI9RZx+MYbb9TP8SWULrroojVV1kYQRMvOdNlxrjelwiEQAiEQAiEQAiEQAiEQAiEQAiEQAiHQRWCkrvnmZtJHCVxHH310FZNsAmCDAQIWIUsE2F577VWj3qz3tt5665VZZpmlill2LnWODQIIdoQgEWZEJyKViDufWR/uzDPPLFdffXWNWiNsEcCkSIoA6+l4+umna0rraaedVtdsI/TdeeedQ8pC8FJO9yE8iaYTUUbIIoR1hgwqu0hAIpx0VJsYEBtvvvnmGjknmo+YRdTzI0V0yy23rAKWjRRayqnv42XtOhspiBhcZJFFyhZbbFG23nrrKnQ510YMNltQdpF0q666ao3Scy4xjqhI8JSWa8MK4hmRk4DYdn0VTUf0I+SJniPaifqTbrv77rvXa9ms4qabbip//vOfa8ShNGH1JtzZpRV/omKOEAiBEAiBEAiBEAiBEAiBEAiBEAiBEAiB/yMwUiPf3Ex0G+GGiOP/xCtru62yyio1copoRUSyhpn0S5FsRChRaDZDIDYtueSSdYdRa5m5lrxZB+HKhgGvvPJKjRYTWeZ8IpUdO0WhiZzr6bCbqs0SCGQi32x6QMRTFofyEaJE7olWc9/XX3+91mFoh/JYx029Lrzwwiq0dZ5PzJJuS3Qj+LX17dr11JsoSOwSBdjWt5Niqz5NfLOuHaHxjjvuqF91nQ033LBGE7744os16o7gpg6ESP8W1SYll+BGWHO+f4uWI3KqI47ESp+1HWMJkjgR89ohek6knWu3HV7TwUIgBEIgBEIgBEIgBEIgBEIgBEIgBEIgBEay+NYb4MQpIhOhTXSY6LfOzQd6c43+nkN48kPUcm9HE/wIZUSmHCEQAiEQAiEQAiEQAiEQAiEQAiEQAiEQAiHQWwIjNe20t4XKeSEQAiEQAiEQAiEQAiEQAiEQAiEQAiEQAiEwNhAYqWmnYwOw1CEEQiAEQiAEQiAEQiAEQiAEQiAEQiAEQiAEekuA+GbJNBuCHnzwwR/YN2C8f3849AXNuu5grTa7Z1p838L7OUIgBEIgBEIgBEIgBEIgBEIgBEIgBEIgBEJgXCeQyLdx3QJS/xAIgRAIgRAIgRAIgRAIgRAIgRAIgRAIgUEjkDXfBg1tLhwCIRACIRACIRACIRACIRACIRACIRACITCuExjQyLdzzjmnLLDAAuWTn/zkuM419Q+BEAiBEAiBEAiBEAiBEAiBEAiBEAiBEAiBQnx7+OGHywEHHFD22WefMsUUUwyh0uc13y655JIy33zzlZVWWiloQyAEQiAEQiAEQiAEQiAEQiAEQiAEQiAEQmCcJ0B8e/zxx8vhhx9edt999/LRj360/+JbNlwY5+0pAEIgBEIgBEIgBEIgBEIgBEIgBEIgBEIgBDoIEN8eeuihsscee5RDDjmkTDXVVBHfYiEhEAIhEAIhEAIhEAIhEAIhEAIhEAIhEAIhMBAE2ppve+65Z8S3gQCaa4RACIRACIRACIRACIRACIRACIRACIRACIRAI0B8e/DBB8tPf/rTiG8xixAIgRAIgRAIgRAIgRAIgRAIgRAIgRAIgRAYSAKjRHz729/+Vnd5uOWWW8q7775bd31ox3jjjVf/Occcc5SlllqqTD/99OXvf/97efrpp8s111xT3n777f84/8Mf/nCZfPLJ6y6r0047bfnQhz5UnnzyyXL77beXZ5999j94+XzKKacsSy+9dJlrrrnq5/fcc0+57777yiuvvPIf57v+rLPOWhZbbLEy9dRTl5tvvrk8+uij9TwbTCy88MI1X1c91OfGG2+s91eXGWecsX6mLD6fZ555yiKLLFLr5XjvvffKHXfcUR544IHyj3/8Y8j1fLdd51//+tcHyuSz8ccfvyy33HJl7rnnrnVU/pdeeqnumLHCCivU+04wwQSVXWPx6quv1rKsuOKKZbLJJqv5xnfffXctc+fh+hNOOGGZbbbZ6j38H/vnnnuufOQjH6ll/NjHPlYmmmii+rXnn3++1uGpp54qk0wySVlooYXKEkssMZB2mmuFQAiEQAiEQAiEQAiEQAiEQAiEQAiEwBhJYJSIb2+++Wa54ooryjHHHFMIQq+99lp5/fXXC5GriUYEpC233LIssMACVRy69dZby6GHHlpeeOGFKsARmpw/zTTT1F0iZp555rLrrrtWccvfb7rppnLKKadUUeif//xnFe/8nejmfOLeNttsU4UoxznnnFPOPvvs8sgjjxTi4DPPPFOFJNefdNJJyzLLLFM22WSTKtYdd9xx5cQTT6xC3eqrr1623nrrsvzyyxciGRFt3333rfdXF4Kge/3+97+v13Tel7/85bLqqqtWkVC59t9//2KnWILYpptuWjbeeOMqeB111FHlhhtuqALdiy++WH8rOwGQCLb99tuXj3/841VAO/7448vVV19dxbeddtqprLfeelVoI5idddZZ5X/+53/Kyy+/XD7xiU/Uz2eYYYZy8cUXlzPPPLOyfOedd+q5voOR3+r8pS99qZbzN7/5Tbnooosqy7XXXrvssMMOtV7qfP7559ey3nXXXWX++eevPNQjRwiEQAiEQAiEQAiEQAiEQAiEQAiEQAiM6wRGifgmwovoJLKLkHb99ddXsYr4ROASxSaiS3QVoen999+v0VXOe+utt6rARfBx/hprrFEFMYLRyiuvXH8Ti1o0mKgvYt/RRx9dJp544nqOyDOiGnGJQEboEonnugSyJ554ohx77LFl3nnnLWuttVaZZZZZahSY8hC3RJn97Gc/q+WZffbZy3bbbVd/wDzppJPKgQceWK9DpCLwuRfx69RTT61l3nnnncsXvvCFKu5hsMsuu9R7qgtBjWDnWoTDxx57rAqTxEHimGjAVVZZpUamEfKUizDn2u5BnPz0pz9d84hxEV145JFHltNOO60Kara0XXfddWs9RO/de++9VZTz+/TTT698RLsRM11bdCDR8sILLywHHXRQue222+rflHmdddapwugvfvGLYqdb7epv3/zmN6sIlyMEQiAEQiAEQiAEQiAEQiAEQiAEQiAExnUCo3zDBQUQtXXyySeX6aabrvzyl7+sKZkt/bSnBrrsssvKr371qypqieIiog3tINwR4kRqEb5Ecn3qU58a6vVFgBECd9xxx5q+KZpOGmUrj/KK/tptt93KtddeW6PkCHTOI+794Ac/qFF6BD/RX65DKCN+/fa3v63i4YYbblhFOfUkWv3ud7+rkWci/USNLbrooh+oDuFx7733ruLg5z73uRo5R2Bsh+iz8847r15f6qeoOALgkksuWc4999waYUjcE8F3+OGH1/o4px1vvPFG/T7Bzv232GKLKn52Hr5vVw51FjVHWPzOd75TRdQf/vCH5c4776wpvxtssEH51re+VQW7HCEQAiEQAiEQAiEQAiEQAiEQAiEQAiEwrhOgJVn6a4899hg1Gy4QsqRwEt+IUUSmMUV8EzkmbVaEHDGNePjtb3+7Rt+JUltttdU+IL6JpiNKzTnnnDUtVEot4Y04KEJv/fXXr8JXf8U3EW5SU0XdiT4TwUZ8k9IqmpAwd9hhh/VbfPv5z39eHn/88XotdRT9JzrPfUXn+ZuoPAw6xcFxvZOl/iEQAiEQAiEQAiEQAiEQAiEQAiEQAuMugVEe+SZq64QTThj0yLevfe1rNfKrN5FvNlQQsSatc1iRb4Q3qZaiyESTWW/u17/+df3e/fffX1NEv/71rw+JfBPh5zyptjYtkP5qLTipntZfsx7bZptt1qP4JiJQ5NtGG2001Mi3P/7xj7WOyiXt0wYRovAIZgQ/a8JZN6+/kW/EN2mmUlaJi5i6JuEQB9GB6iwlNZFv4+6gkpqHQAiEQAiEQAiEQAiEQAiEQAiEQAj8fwKjZM23zgboFN9Gl8g34hvRbHhpp0Q00W5SRkWbEbis0WYTB+vBEbma+Ca9VISfiDfry0k/taaaNd++8Y1vVFGMaDci4hsRU0qodNyWBmq3U4Kcv9tcYUTFNym01sBzfWKjzR6kt2Jg7TmCX8S3DDEhEAIhEAIhEAIhEAIhEAIhEAIhEAIh8H8EIr51WQIRqbfim3MJTyLNrOlmJ1KbJVgvzYYQots6xTebMYi8e/DBB8s111wzZLdWa6fJ+3WtERXf7EAqgs7upHZjXXjhhWs0mrXv3H9ExLe99tqrppzaeMLGCziJeLPunki4++67L+JbRpYQCIEQCIEQCIEQCIEQCIEQCIEQCIEQ6CAwWolvg7nhwmCknUrBtNmCddaIXW3nT1BPOeWUuhZcd+SbzQhee+21+rm13jbffPOy8cYb1/RWotaIim/uaedVmyDcfvvtdfdRZZQGK/JuRMQ3u5oSGFdfffUa4bfffvvV6DfCoR1gRfGpQyLfMsaEQAiEQAiEQAiEQAiEQAiEQAiEQAiEwP8RGOXi2+i44UJvI9/sdGoNNmmep556annhhRfKj3/84/LII4/UHUYJYUQ/qZrSTkWeEdmkgF5wwQX1PDuXzjTTTHWH0GGJb73Z7ZS4ZhMH93B/672JgltiiSXKpZdeWsW3Qw45pN9rvol8s96bXVxF0hEcXXurrbaq17/iiisivmVkCYEQCIEQCIEQCIEQCIEQCIEQCIEQCIEOAtlwocscWtppbzZcIL6JWrOrqbXrwJxgggnKVVddVY444ogaFdaddkoYW3XVVctEE01Uz3dYK03q5ohGvhHXFlxwwfLd7363bn7g+nYdtR6d9d5s+DAikW9NfLOzqx1ZpZy6vp/jjjuuXH755RHfMryEQAiEQAiEQAiEQAiEQAiEQAiEQAiEQJf49tBDD9XMQUFRU0011ZBPx/u3ePN/6lAvjr/+9a81ussaY9Ice3uMyZFv0k2Jb9IwiV3tuPLKK8uRRx5Z137rSXwTjTbJJJPU09XfemnDE996G/lmk4fddtutRtu1w26kxDcbMgxE5BvxzcYK7SA82mk14ltvrT7nhUAIhEAIhEAIhEAIhEAIhEAIhEAIjCsERknkG8Hp9ddfL48//nixG+eFF15YLr744jLllFNWsYoCaP036ZhEKuLOm2++Wc8XbSadkpDkfCmQor2cR+yaeOKJqxD2xhtv1DXVXnrppbrxwH//93/Xcz7zmc+U5ZZbru4AanMCa5g5X/TZ888/X15++eW6Pto+++xTo7i22GKLMtdcc5Wpp566zDzzzPX6xDJrqrXIt3XXXbdeD0z1Oeuss8qxxx5bvyet1CYFxKlzzz23iKizDtu0005bbcw17Bj6gx/8oMw///zl85//fN31VJ0JmsrjRxopEc2GDuuvv37drMH1sbJzKnFN6qtrfP/736+psM6RHmojBGvM/eUvfym//OUvy0orrVQmm2yyWmd1sWGE3VlF66kL8dROrK7tt8g2qbgHHHBArQvxbeWVVy7jjz9+rYM17I466qhCdBQRZ823Vr9xpSOlniEQAiEQAiEQAiEQAiEQAiEQAiEQAiHQE4FRsuYbsYjYQxAiwhGVCE2itYg3fi+77LLlc5/7XE3dtJEBgeroo4+uQpq11YTrOc/nhCZC3Q477FAFKaKTzQaIYDYCaIKdlFCCmzXXZplllrrZwTLLLFO5EP/82EiAmETgc13rtlnnbPHFFy8bbLBBmX322WuE32GHHVYFwfXWW6+ueSYSjGDm+wcddFC56KKL6n3adw4++OBaZuLWtttuW+tH1CJ+iZIjJrrPF77whbqOHEHw5JNPruV4++23ywMPPFDvRwCcc845a92du8IKK1SxkLin/D63e6pUWMIi8ZG4SVhznkg969BNP/30NT3WrqzEPcLjvffeW/nMOuusVTyznhsxkMgmXdWOrhi6BgHOvRhQS7O14QLxz/VxyRECIRACIRACIRACIRACIRACIRACIRAC4zqBUSa+3XDDDTUSS4Rad3ar/xOzPvvZz9ZoNuIbEc2GBYQxIlfnQWwjJtnlk3jk/3feeWc577zzquDV00Gs23DDDcvSSy9d73/ZZZfVDQOefvrpD5ze1k1bZJFFytprr10jwc4444waCWZ9OH9fY401qjinXDZREIEmSk+k3XzzzVfFLFFv1kgj3ol8W3LJJWs5iV7WS3v00UdrOVZcccUqnPmMyEd0FL3WfTQRTBQfYe6SSy6p1xCBt+aaa9YIOWKe6LZrrrmmCnBESKIjQU0k33XXXVc3SiDqdR7KIcJP5B+hjfimjO7jM3UVQYiF/4t4c52nnnqqRixa087nOUIgBEIgBEIgBEIgBEIgBEIgBEIgBEJgXCcwSsS3cR166h8CIRACIRACIRACIRACIRACIRACIRACITBuEIj4Nm60c2oZAiEQAiEQAiEQAiEQAiEQAiEQAiEQAiEwCgiMkg0XRkE9c8sQCIEQCIEQCIEQCIEQCIEQCIEQCIEQCIEQGOkEiG+WRdtjjz3KIYccUje4bMd4//7wf3tbIhsmWKNs4YUXrrtl5giBEAiBEAiBEAiBEAiBEAiBEAiBEAiBEAiBcZ1A0k7HdQtI/UMgBEIgBEIgBEIgBEIgBEIgBEIgBEIgBAaNQMS3QUObC4dACIRACIRACIRACIRACIRACIRACIRACIzrBAZUfDv77LPLAgssUFZbbbVxnWvqHwIhEAIhEAIhEAIhEAIhEAIhEAIhEAIhEAKF+Pbwww+Xfffdt+y///5liimmGEKlT2u+Pf300+WSSy4p8847b1lppZWCNgRCIARCIARCIARCIARCqFsgCAAAIABJREFUIARCIARCIARCIATGeQLEtyeeeKIcfvjhZffddy+TTz55/8S3bLgwzttSAIRACIRACIRACIRACIRACIRACIRACIRACHQRIL498MADZc8998xup7GOEAiBEAiBEAiBEAiBEAiBEAiBEAiBEAiBEBhIAsS3hx56qOyxxx5jrvj23nvvFWmvk046aZlqqqnKhBNOOJCMcq0QCIEQGC0I/O1vfyvPPvvskLFuggkmGC3KlUKEQAgMHgETtRdffLH8/e9/Lx/96EfrT44QCIEQCIEQCIEQCIExi8CAbrjwpz/9qSy88MJlrbXWGmkUCG9PPfVUueCCC8riiy9ePvaxj31g4bqRVpDcKARCIAQGkcC//vWvcu+995abb765zDfffGWxxRb7wDoBg3jrUXJpD6fxxhtvwO/tuv/85z/rtT/84Q8P+PVzwRAYaAKvvfZaueaaawrx3TzH2rpj62Gc0zcHo++PbszaWGQcGhfqO7rxT3lCIARCIARCYGQTGKPFt/Y2+Prrr6/i26abbloWWWSR8txzz5VHHnmkvP3223VCYyG7ZZddtrz//vt1d4lnnnmm7jQx/vjjlznnnLO8/vrr9UfE3BxzzFEWWmihMtFEE9W2ePnll8v9999fI+v8bZZZZqmOG8HPMddcc9WJsJ0qXNPk+I477qj3cO/ZZ5+9LLrookOuNxgNrDzKxzFX3naIArT7rDqp69AOAuZjjz1W2cw999z1fFGEOUJgTCegT1qP8sEHHyzPP/98ESlGoNfvP/KRj4wx1VMP49npp59eHn/88bLyyiuXFVZYYazsp8YwayEQHFZZZZUy2WSTlQ996EMj3FbGSeyMk54Rrmk898Jottlm67fz2xZOZWOik7oPjrX7eDZNPfXUI1yPkXEBdcJKWPxLL71UJplkklp+/aY/0Zaer/fcc0/ti//4xz9qFXDxfCIka+OBPt566626oK37uucMM8xQ+/500003IPY00OUd2vWIUXfeeWe58MIL61zmU5/6VJlnnnlG1u1H2n1E9emXN954Y20nc6eJJ554pN1/ZNxIvzKu6VvmqMY6tqme7FO7mn/pbwNx6Hf6gLndG2+8Ua+74IIL1nlr5wLPA3GvXCMEQiAEQiAEQmD4BMZo8c2khTB2/vnnl3feeadst912dULxl7/8pZxyyinVgeMoLL300mXXXXctRCbOK6HORGTmmWcuG2+8cXUwbr311irOidrbcccd68QPnMsuu6wcffTR5aabbqp/W3/99et1RPmZ2Dh/q622qvcwSTbJ2W+//eoEcppppikbbrhh2XbbbQc1Gs+k9brrrisnnnhidSyV+9VXXy0zzTRT2WabbcpGG200TOfmlVdeKccff3z9/mabbVbLzMnKEQJjOgF9QcTIaaedVq6++uoqjn/9618vm2++eZl22mn7VT3X5NjrYwQc/WywI6j0cQ7bUUcdVfvmaqutVkX/gRCl+gVhkL5EYDSWHXPMMdUxPeigg6oz2h/Bp7OI+BF+TjrppHLFFVeUF154obYZUWyNNdYom2yySZl++umH+ZJiWOII+zruuOPq+O+lR2e7cKztAO45MaZELLFxu5d7zt1www2Vi37jBVd/hLInn3yy/PGPf6x9UN/xDCVCbLHFFmX77bcflOcNIefSSy8tf/jDH4r7Ew/NA5Zffvl+25M5h+c+2zR/8JJqMPugdnj33XfLGWecUV+QiXpbffXVxzrRnTDuheVZZ51Vd//aZZddynrrrVcFqbHpME+99tpry5lnnlluueWW2rYtwtfzaMUVV6z1Xmqppfpto42XsdS8FVPR0ua8xkF9Tj8mwo2sw9xYeSyZ4AXElFNO2a+xdmSVN/cJgRAIgRAIgcEiMEaLbybAJjKcKRNSDiknzZtu4ptJhzd9JnJrrrlmneRceeWVVWi67bbbygYbbFC23HLLOjHn1BLMpHLttttuZZ111qkOwv77719FqTfffLMKbTvttFN9U/mLX/yiOiUcYc4D4c8EkhNGfBOJ5g31V7/61ep4DeY6dCY27uftuIg89TzvvPPqZFb9lM9kp6ejRQ/+/ve/r8yIkZ///OfL/PPPP1g2l+uGwEgloG9wQvQJP8RwQgLRrD+Hfm78IOITVnbYYYc6zgxW2lCLlrj44ovLVVddVcV0Yv/YtO6TMZUo08ZuL0lE4R522GFVsPp/7N0JlHVFdTbgYzTOIwriGEUZnFFxCMoYEaIMiiGJITiBCdFoHIiCCjKoDAkIMqhBo0JEEZBBwAFBxMQB0CCCKCqIRgHjLIhRo79PZb38h+Pt7ntvd3/99cc+a/Xq7nvPqVP11t679n5rV9V87Cf8ZD0i9BAx66+/frfRRhu1/kLMmrAw4cL2CQwn7UeTNuyncUJ2tAmaflaluss0efSjH72okzDTyPJsz8iYMcadfvrp7bcxjt7I8p70EnjTGdk+xlJjLryMy8Zb2eaT4j5XHRAdV1xxRUdvjPn6xJHu/IRps175HHSQbwELWZMLlaU0qj1sDdINsYuIUvcVSZrMhfF8vw+5iAxHuh9yyCGtvXvvvXe3/fbbN4JzVbrI4xFHHNHkx4oI/hkym16YROa/bbLJJt3rXve6Nhkwn4tdY5dkTG6wwQaNfEamWwViUvbxj3/8guvcTPWli5dcckn3jne8o9tqq626TTfddNlkAc+nD+rZQqAQKAQKgUJgiMCyPXBBxb/0pS+1zDQz0bvssktzTmUzmN2T/Xb00Ue3TLgjjzyyZaH5TpabIIyjYxZcICswO/DAA9tMP4eHc/DqV7+6kVecQKQc8goh96pXvaphKGBA/HnXlltu2cri0L/2ta9t9wswZFMI6qYN8icRV3gg4fxw2N/0pjc1ohHBOBv55h2ekREEBziZzV/sTJ5J2lb3FgLzQYBuCJqRZfvuu2+b+d91112n1ks6f+aZZ3Zvfetbm104/PDDb7Qv86nnTM96n+BMBu6aa67ZMlNl4a5KOnrZZZc1u3zGGWe04FvbZPksBPmG+EEevfzlL2/ExW677daWtblkPL/5zW9uS7MOO+ywRsxNutQt5JtsFsso99prr5sQVNm/SobUQhNMiyFvKZPeIEUQofrBpMy05JsyjUvKFIgjw1/ykpe0TB9j52KQb3mnjEcTcPwE4/d8yDdyQk7f+c53dgcffHDLmpTpuFiXcZkvg7hEypjIW5VId7ppQkRWpO1D+E3I6je84Q2rJPnGzhkv+Ij8w1e84hXN1vHB+J8mgWGyzz77tAmW+VzGO3JKhpSHKDYRhTwnQ/PNJp6kblZXnHXWWd0ee+zRPfe5z20+qaX+dRUChUAhUAgUAjc3BPjCVmcam4866qib+JG3+N2Xvx0XEA7uijxwwZIVxJv91QRpsg2yaa1gKMsXkG+CZA6y7y0L4jwLnjniAlkBxgEHHNCyLtyHfJK9JpPMTJ3vBdmWqyDlwIJ8ExCrhywxDoVlAwI8M5mILNl4yLdplk4IVJRtuQBsZeFxmmSBmMGcbemP9u+3334tI3Am8k35lgBoA8dImwSHgiBO0Uyz+Rw5Dhyhkalivx6YqaMfTp0ZXXU3iwtz2YE+z/s414JcpGT21htXztwnS0YdEKmWbSBMZckgSwVH2uKdnE0OpoDXd4J6ezJpp/6U5cjphYG6eU671d++QLPtkzdJfRfy3gSviGez6IIVpG8CwPRfP7PDM9nvivNvOZbP4IaEkJXTXzrlOwEAXTFbrSxy575+1otll5Z92xPKM4hb7yeb+gGu8EUU0ZF+9pJ+0x9m58mfcgUb973vfafOSunjrL3e7x30gU7DC8k+JN/IsfvYEgE6mVFnRA1dCMlF9tWXnAsUBY3kReZb9iUjN2SxT7jDEk72BIOZ8mV0aC+bMZeckVlEvwkDy2UtSRoVgGuH/tJu9kId6Bn70+9f+sOmIZ7oBaz0HeJIP43SfRiqB7mTteR/Mkc29J3ntAlRCCPlqgPc6SL5US9LZ9XTc4hEOsoG+A6e3hFyhuwsBPnGDslIlnEio8SyLv3koveW9O2///4tK8p4MGm2TZ98IzMG05kyjSe1BbDKPqX2g/I/fdP/MCVb+hzO3j3sa31LF+m9ZWcwp6PuGxKBdFj/0RP64FLuRRdd1EgBejMk37Sd/lpCp8/puDGBLM1ESqV/X/ziF7cxdaHJN0S7NhiDyRas9O+QfBt3jIULnVemcY/fIZtu5513bmMFjMgzfeuPOeQXJvwKfUAfyIXxW1/OlUFIT72XD6JsWYL0bLjM1XvopD7O3rT6mDyoW/o5/UuH2SJjtP6y9No4wPYOL8+oNxlUPvvFXuXEVb/ZI+WMGmP5ZrHF/THW+9g+8iaTUNabv8nGCSec0Eiahcx8ozPqz/54R/pL29QRvn0ySp3dz26TGxmxMCXbw0mP4BqfRJnGDf0LY/+z9cr3N1lQJjsTzPUhkvuYY45p9yEfvW+SK0s76av3Ivgsu3bttNNOTee1m8yyA2kvHSZnnqMzymEfyQ89HkXSecYY4hn+hP/JAvkmb0h1Y6J6sO3kzb3aR44R4MYcskQOtLVvM+mwZ/zwcegx2Xef+xdzqfckmNe9hUAhUAgUAoXApAgsy2WnKi3gOPfcc5szg2DqL5OclnwT+CEkOEcCAk4hp5NTaLDntCTzTfaEoMN3MiUQOYJus+HS+jnpHC7ByqTkG+eHM2Q2mJOfzAnOOIeGsysLgSM4ajmW9nPe4DMT+SZoUzbCNEtVPScw5fRyuoYX59ISBjO0HG0X54ljpG7K5FBxvPQLgkKwyMnk9CWw9h79teOOO7alD5PuIZRZVE46BxBZoN84ehw1+HF81cOyDt+p8ymnnNIc6hCCiFL1y7Iq9eKEI1JlGaxsGxIjrMijDCjypb7k0m/f+VvdEdEhF3wn6OHYy4QUPGl/MiUFgS972ctaIK8fEUyCRVk8nHfPJwgnz0972tOa/HmXgOm4445rAYr+hjPHWp8grvWH58mpvQR9R5YF9jKc1IdMJFuVnmy33XbNMRcQTnPRR/JsCbX6q4NAKjIKP7PuWXaKkLAPlaCAzglWgyVsLDWX8Uqesjxd1o53uD+bxtMDmJBr+Mue9T+9QPyQMfe7j3yqJx2jaw5OmGn/Oc8js+idZywXIqN9ws7niGhL6+AuuHR5v/3S6AA9I88JKi35Yx/oJVnQTwJMOqNO+iwXfbM8k0wIXmNzyIp+JzveYZk9WbNnk0wz2OpT2UHkkj2jh4I1dVEny/LZB5gL/NSDjiIcBKjzJd+0DamaOsmCFmyHYGQv1FUmJNuHSJ00CyvkGxJPUGtvtxzgQ46R1rCdNGAkJ/oVbsYiwSl5gLtA17tgTN+UjTikn8jOEEtspGfpmfJC/Mr4tvRWOXRSmYJk4wG9YRfdTz7Yde9ANvXJNwGyez1Dr8gkLNhzY6D6wHp4hXwzMUX2F4J8CwGCbDCxBjfvUSdt8D+buOeeezb7QobpI703DiYrcTjG0mc4IL7pMF0k437oSPauIs8Z742BynMvu6tOyvBOuHrGQSLsCr9hpgxWtpptojP61dLB4YEd7Jv2agO/xXtc+pk+skXsGBzIJFmwFJHcpL/cT0bZXhOG2kIm9CVbnbHD/+rqN3nRHmMBn4gcybRiIzLGKtPYos0mQ8kKuSS3GWPpIWJMO9zHzvChTG4uBPnGNpq40Aby7f36xudsF9+NHBrvkcX6n32K3sAsE5Pkh10n19ob+65csmGyk6643/fZisBziH02PvjlRFc40iOEKD1iXzfeeOOG26SHs4QklcFrrCKj2uIiA/RAXWAvg5Icekb9Dz300KbD2gQjP+rLRhi72XHyom1sibbCSL/lc2VpFz+AntEd4xG/i6/gOe9g78mAMRkeCGvjWjL9yANbSq5ho4/IhvvZE3baOFWHgk3jIdUzhUAhUAgUAkuNwLIk3wzEglEEhMCPY9ofiEO+cUI4T7JFDOAcCw6A4Bl5lEwHgYWMGM4DAk22mUFe0CZA5pB5zt+cQo4p8o2jxUESOHISBLqICCcRCugEcdOQbxwfwYJsPHVBAMjEEShybDnZiAwBY5ba9gVpnMw3bUWyyFhQd+3jTHmXAFRg3L9yWAUnVj043Zx0wYEMGoEI7DhsZvY5ssgVTilH33cw1Q79pg+Qb7IpfDfJlb2hOPt+LMkhBwI+gaegK9k3ZnwFFRw6ZINAhgPovRy+yIrggCNs3ydBi1nfSZefTdKGae7lTHPQZW5qK4daoKv/4AlvhKK9mQT9IXH1gWc43oI95A2iwzP6RrAjQ4pzniBAdod+kaFA/n0OQw6yJd7eTUbJuf4UWHG0PUMXfc+5FwTQO0tsBIKcdXWhvxxv7+Wskz8BJMcceUEOJyVlk+VDRhFRZI0OCg4EGOREGwRbId8QS5Z1Sfslu97LKLpf+8jxC1/4wkYgwVlw6Du2QUABM0RGNl7XFnIOtwR5AhuBRMgt7RZkIafdRw8E46OI9GS9wdk9gsT+/nI5iAFJpT70gOwKVGTqeIf6vPSlL21BDiyU5SADExjqjizQNv+TB/aUbSH/bB0b4aACei7oIVvaAAcy5x5LCE0IIAwEZshVmQ6CLFgL6t2LVBPQsxEmBrL3Tz87h02ReUxW5ku+kQnBt6WlypMFTUaTzRE7iAQks+w6kmOS5aEh3xA5bGMyVpSRTFoBtT3fJtm7jv4KnhE/ZIjshqglP/qXvTPeaKP66wMBs34gc4h6RIC+T4ayfqGbAnz6rI50mN4IlOmN+71f5glZZxtlqoV8Y4MROeTCmEcujH9sLznxfiQXXRvuo7cYmW/K1C5yDTN9LPtIf6i/cdT4LSsxe8OOM8ZqL9yMJ+ybZ9hN9o780jd6wg7ATdkhr+geefd+/W+M5GvQJ/U1hhufRmVa0mt6wt7TNXqKzIrcslHsMtvF1ilP+zL+0SH+ifK33nrr9g7yo3/tY0sWjQXKI0d8ARMMts1gk8gEm4A4RFjL0PK5e9LH7AjbkmX3ynB/f4xF9Kin8dUPfUOqGWPpST9Dm60zUcHvWQjyje5rg/LIKP3IJJPP6ZXxSTYsQo0d5BfCiC7DzIQr+TXxSL7otKw8/hGbT28QjsbYZAFqE0yNN/obzuyY8tJ/+oYv51n36GsTOvBEcrOXk24rAGfjOvxD6JF74xCbrh3GVMQbHDLRRK75DepNj41hfA31U559jpGOyVSk39rDDyXXmVxmK4yP/GFbvmgLXYRDsgiNC3wX+JGlHFjkveTbpQ+Uzx8gz8Y9eNFBYw6bZcz0exI7PY3PVc8UAoVAIVAIFAILjcCyI99SYYGFgZuzyynsD8IhVJAKnCCBnqDTPRzHLI8xO5dlpwcddFALugVenAuOloAD0SAg5ViayeuTb8riYAjqzNQl24qTjRTyexryTT04ZAgKvzliCZAFsLKNOJayObRtuHn0OOTbkFjjRGorMsTvIfmmHpaywoHj7B4OuqVinHnBGnJlvXXX61a7+2qN6BEQwhjeAhWkEGdKUCLI9Q6OJswnvWAkEEKw2oyaM8bR5+gKDJFHAjEkBOfa8ib9KFg5/vjjG7kg80DgpA0+55iqb5ZOTFqnxbxfe8kyksjeKfDjRHN8yalASKAd8pC8cFgFYQJ3wTAHm75womV9IGsE8U4+E1wpRzAt4PO8dwg+BOECbRk4ghWZY4jLXJxwG9kL0siEgA/hjeTTR4I+gRbnmnNuP0JBCEJOYCi41Tf6knOOAPOOSU+GVAaCVXvpB3IBEYHwEISov75GtIR8o8OCD/Uim8gNgS8iSiDoO4GvoDTZMQJI9kdf0Hm/s6fkUAbUQ0AqMEEGCHo9ry/JpyDHARAIx+EyPc8iPWFPpuE6PFlVwMrW2GcMCUPHBDfaLFhRN8HY61//+haAqac+R5CxW7II2A9BEmzgT3cFP3mX8ukYIkOWkiBfoOmZZMMlY1H7ySr9Q+aTHfqn7QmEvdf96jPMBvPsQpJvbCGbyUYp29JTJFEyB/W1wJw9gI0JGbZikiw177AsMye0skFkXdlZNkWu9PM0S8kE/shNeCNREUsJ+MkEG0qW6CZ9gqtgl0zQCfJOpwTfgnz9IvuJDme7BP2OKGIP6Q0MXPqC3rAvJmVCvsFMewXIiGmfZ9kx3SAv7I+DiQTJ/UzNhSbfcuAQ+6Mdxhq2xXhN5oyjCJhk5LCBxgVjGtmmQ/0xlm7IDFWuMdbYljGWrdPXsELoavtMGUqwZmPZXgQCW+2diBrjDbKOTUY8DK9MqNBJe8q6p28fyBx5kHWGtNHv2syGsRWIJQQ2WSQfbIP+QATqM/LIvmojG8PWBSfjOKyMEfwaGLDH6oF4pxsIRCSVtpPJECnqlDGWTCBtyBSZQL4hJtmDUWPsQpNvWU6JNNZ/8NEPcDTW0SG2wUScsdSYxGchK2RU35js0EY207jILvI16II2wIB+IMq8R/nay4ekH/qPzsOwT76ZFEbg+px8+NE/JjWNBd476eRTX4b0K7zVQd20Cfk4vBB2/DM+kYmSHOSjvfwMsq7f+b30CbFmjCVb2qPNyjUeJKOdbXA/G5htRUxykS/btrCD/MeZ9nxjs+ggXfNOPmnw4uMYF9k99mtSgnIxfbQquxAoBAqBQqAQGAeBZUW+ZbaXI8dh5BSbPR7unRLyzYxsgtZkiySTxMBuBrNPvgGMs8iZtWyT88BR9L/gnCPA2UXiCUI5IoIajhriwP+CDd8LcDi3HFCOLGeIQ83py9KQfgdxUjhznETPczA4HGYeOcEcG06SuiQLSQAwatlmlp1yYDjScx24gAyYi3xDFiSY4xxyZJMhxEnlfD3/ec/vtvgdMfe76rfvOLKe8Z3sIWSXuiFkOK/IyQQG4whr/56Qb/qYkyn45LCSBd8JWAWYHGP9LNiHrzoJ0jiaPufgcjCRM7JwkBfTOnRZ6kUe/D28ECKCj2RJqac+JqNZ3tl/Rj20JwdgIGrIFYca6Yt4JaPIEgER+eKoalv24BFUcfCzWTqCYaZLRiBsEM8cW05ySG31RPoKShFySJ0h+cYxFuzRBY71cK8Ysq+f9Ingnmz2HXABnT5D7iBDBDKTXHRaEAEf8kVOExjTe3JCP32eAxf0gf5CEAqMybly3I+Ao2/qod7ZPzDkmywqsu2398wkN9mnK3sSCmwEWwI05QvmBCPDDBgkFeJOPUwwIBWG76C3+kzfJJDP3jn6jLzrD+3Vp2ySgEvZAuXsZcXOyCpA2rBFMhfop79l+uh3OoIoz1543gM7uLDF/aWziCD97Bl9IYCTASFoQxCoyygiim1kaxcq841eKQ/5JrgdZr5lmTX7hAxhE5CXk5Bv6iywzNJQy7SU5XP4w5JMZc+0SWQ6xJIDAwT1iA44I8kFweqLWCGfJkaMXwghcmOsimyxE3SZ7OpjGWn6z2SD8mT6IAqiN8n6ZXPolLGG3hjPyHzIOjJEtvoTYOQ7hwQg8OHR39tzoZedahOSHDYhUMkpG5hsWNk73iv4z4ELwzGW7mtvf4y1YT15CBEyCflG9uiZMuk+/YrO0Sn6rs4I8P6lXvQaaZ7lvkivvj3NISLaRadlk6UPyAyyA+Giz/WZ8drnsFIHddIWbVU3th8RtfvuuzdiI2Q5OTLGGmMQQ9nPEpkKT76N8SDkqvLpm/HBOITMNn6ZnGHfYW9cGWUrF5p8S+abyR66we4Yn5DvZJ4d5LP5DDHKBsr+hBu/jr66L3rDDpvYgYGVEnw14xU/i57BOe2CDXIPDnxP9/XJN31hXGAnkU1kw4SFeupP/iW8p73GJd+y5YDxD/50l1zE10S+s9MwhBNM9aN20Re2x3hNXvSzCQdlIneTOa0NId/IF8J/NvJN3U30qA859R448W9MAqgDeTberchDI6bti3quECgECoFCoBAYchgm5x3qudIfuJBlOIJ8Dg2yBAkxTD0P+YZ0GPfABZlvyuFwCbwAYhaQo8hRNlsc8k09zOwJ3GTFCGIs/eC8Ce4RZeoY8o3jysGyDxUnl8M3vDiEAifv4FBwhszKawNHnEODiBHEZF8RgQEnZzhDuhiZb9pmyU4CPNkU6sk502bBN5Ivs/gh3zzD6UWyIVw4vDAQsHFifT4pyQK7PvkGJwRENvn1PXLD7L/gVF2RTwJQjpy+Ehx6hoMIR/0j8EzGxzRmgjONGJZdoLzhJZMIQSgw1I8cVQGWTEDO6fDSr0gL2VL6Pvu3qb+2ITHJgjaQnyxjgrfys1+UGXt95PvZZtMRJTAR8AmaBUq5OLw5Qdj7lNkn3xCYAhdOsaB/mI2pv+AjGJNNkXr3ddc9dAp5oC/Ud5KLbCLeyIMgSV9mb6/IA73uH7hAF5GNMEXO6TdBBJ1WF3WSFSMAhWkCMeQDIke/wCz7+bjflXbBjY7IBBLI6mflux8eglU6kL3P0l7lyFyTfeAeuA4zF9ghhJaJAvVRlxCE/X7TRsGOH4GSgFv2DbkXbAmcZYOwe4JGgajv2CJt9jyikP3SBsS2d+fQEiQqYlAgnnarM3lBFiPrZA4iCH2mXwWrow4l0G7BO3u8EMtO1ZP9lqVEPpBIgsiQS+RQMMl2WUKF5PL9JMuZvINdc8GyTyyQISRkJmP6pPU4st0n3xAwSEI6jBBjN8gz8oO8kxf2QkAs8BcwO903fRO7KbB2yqKAll0gN/SXHiAe6E2CWuMQXVfvEPjeT57Jv4kgY2y/zZkkI0dIPtj27UHIN8SRyaP57vlGj2SYIT9kgHkn4lgfwk979SsbYNxO5ts4YyzSCB5zkW/a7Cf7s/rbe+kZ4hpOLuQgnfJukyfqRX/6FxtEB5A6xgrk3HALBMS6spGJZDj7Z/XLobd8EH3N5mU7BtmfiDZlsI/6D07sQsiRkMeIOsSyNiBtcyCNTGlZxfQ4y6mjM4ik6Dq50ff0DqEy2xi70OQbLNhfDi77zofjm9FJ7WZPkZb0w5jJFiLKdjmlAAAgAElEQVShEf9sNPK2bwdgZMzWXvrmb6Sa9sLNuNW3396n/fohmW9sbPZ7Gx60o25w8pxJYX07ySRAv+/HJd/YLQSXdhu/c0hWxhJ+n/Y6sMTEHj0nnzmEJXu5wZlsu5dPTKZzCJF6zZT5lvGyP2aSE+OMCQYTGuRbffwox0QXW0SuJ1nGP469rXsKgUKgECgECoHFRiAchlVJKz35xtnhmHBKLRNA2ozK5MkeIxyjSck3ZJsZZA6AAITjKHtIEMyh57y7Qr5Z5idoS0Zb9kHjRHHukvkmGBUEcmYT1Mfh4OBlPy4BSzJeBFYCVMsCtdXMqVlJgQ+iYDbyTUC+kJlvMBVsITdgIyhAIMi+4EQKeDiMyX4J+aYNSK8sZV0M8g3xIPNDP+QUyASNgktLtiyDFFAIHpAhnGWfcybhJJiQhWC2ftqLfAqy9FEI0pTFiUZwICI4+t6bDIecHNsnbshENhg2qyz4IkMcZeRYNqmXuSS4QI7IspGlwSn1HsG1oEMglCzPUadkpo4caiQTghI2ApNcZJYeCNKRLIKxXMkG0Q/6WfbgKKdY8IcMQAwIPMnQcNNkuKg7HcyhEeP2h+UugoicXtknG8kDYpRecNyT+YZwRJRz9hGjZBjppB50TJvpfZYwh3xTVj/zjR1CjtIN/eh/vwWsdABGiHJBSfY6okvKR5gMyTcBGzy1CWGGVBgG4Monb4JFWUsOPUDC9rFXX23xbu0gl/Bh7OGbQ0/orewhsoLE6ZNv7JEgjAywTzIQclKt4EtABGuEbTJ31Q0JLYBKHQX92sWeWbo+6pTXhc58Izv0C4lCNmTAmeTIuCHghzN7Tv9l/dDPSS5kpDKQQIgdAWguOq6P4eqd6jHJ1Sff2C9ELZ1BhMoCoU/0BRmAXCRL7CBiRlYbYksf51RFMopk0FZBNPtojNHfIfP0ZWTIeKX+xlLyZTwzxnm/Z+iVYHu4ZJq9015yp959EmGhM9+Ul0MzTMCQQ5NB2TyeHWTPyL6JAX3kGTo/1xg7Dvmm7cqm+/4OYQ0f2JFz5Dn7AhP2FWFPr5BRQ/KN/smCgq0MUfgNM8W8i09Cbuk1u88u9y+6r9+RJohb5do6gj4i9LK3aZZmmxiBEx3wTmM1XWe7PO++nOiJ9DdewJj9Yc9jnzLGGnOU555xxtjFIN+0gQ1VB2SQftceYyZ/DPEuM9OYoN/oqUxhmW99kj646kt+HdKYXFmGCk9ZWP3xMtmw+jkknTFbH7Cd7K0y+raaDCHV1cE76HTs6SQ2w73jkm/6k49gLCNDxhnjMqILbvSDz0BuTHTDUf+yIerGFmTPOvYHpvCFh9UGsQszZb4ZD9jN2At1N7bSHeQ1QpOsssn8n2Tms1HeUeTbpJJR9xcChUAhUAgsNQJiJLGJBKUlId84dBwSQSrnTeAwKiPCfQZ5zrBB3+DL4ZvpGHSB8zSZb4iDfvAEIAFkyDfOu884vdk8mIPQnyHNxuIyu7LnW5YZcAZHLTvVDrOxnAmzjzIlOF+CJE4MAqa/j5Ngb0VmvnEM7aGHbNNWTheHicOv/YKs/imM8yXfkEqcewEip7B/+iKlCWvMUUYEyazhRMOJrHAcZX4gpQi3QIMj6Dsz1ZbDakMyVmRRClLn48xlCSO5GLXslONOxpNBlUwvDuio++FLJnI/hxdhgzBCsCXjQN9weMkMYpHDLPsFWSIIl/WD8PF5NpvPyWj6U3CWfVUEEzId6KEl19k8HGbkjR7YUwqmQ/KN0yyYFDCO0ktBiCwa9UESCXgEywnMZabIBPTObAo9iYFETCKWkDzZpwaZSl4FBohDxHX2rkIkqbPPYSjAQLwJ0vQJuXK/z/qZb2QG2cVg6k+/6YGAVGaXvkSSCGC1B+FHfi3bE3AlG4/sCraQQUPyjVFmw+Ao846tG5UFIQBkn2SK5QATgUpO4sseTN7rB8ZIKHJhvx7BlkCQbGaJJFsc8o0+ICkQpuTVfmACcX0paELYKMvf7FX/ABjBdAIppKb2ICAQEdozKrtsoTPfyA8Sg0yTZ+3Vbv3hXeSCvGjjIYcccuPS9cgde5EDRdgWpPDw9Gp7NykDtmRf+9I25IVlpzJV2TFERf8iK4JMJIAAlZ1SfvQn5BvcyZMsspBv3ot8Q86GfCNLlvfrSzbCdzJoZHHrS4QPnfddiCr9LwAnR/BBXmUrB/UykaT+COvs+YZ01S42mtyZ3Mi+qnTJEj02mB0RzC/mnm8hWNTbeIH0ycEHSCp1NY7KmMlpp3wJxBgd9J3sp1Fj7JB8y3Jq/U1e9BddYxdhBH/jtXpYmsgm0F+TEt4PByQ3EphswLNPvsGOLCKuETDK6i/fi+yw3wgkk16IObY0kw3kmtyYqNR+YzP7Dwf+izEgGZ5kidyxZ4hachbyjVzKIjau+IxN5Xtl31xyhJQ19vouS/ynHWMXmnxTD20w7rG5ZJQe0Dn2yvvoD3tv0hW5pL0+Mz5Ff4y/MGVHkKI5AENfGDvs+2Zy1JiYLSXIV5ZrG4PoCr+WPBkT2D9y199qwASHiSC2VlahcSM65V3G8+wjaOLEGK/MUePCOORbnH82iR3nE3mvsmFEdsmEd6gLfNh9csQmqDs5Qij7nMzzTYyH7I4JzmwrkbGdjiLxjXeIYb4yX9aYz6eGNZmCKTmVHZuTWtkumbkIPnpXmW+TeEd1byFQCBQChcDKgoDxd0mXnZp5syyH02PQFxhznIcOBSfSoMsx8X1OZRoGcBrEqZJCr1yOlaA6wR6HQvApnZ1DbDkGooczrSz7UQgYEixwKLJkQcBmwOfUCeQE6DLfkBGcO+/mhHAmvEPGl/YI3idZPsAJUwaHhzOUvbE45gIuQQOCTh04fZwUdefwmZXkeHGOBE6CXc9n7zABHAcn+8J4F0dUeZxHThOHX5DJIRJoc/61FWliOYx+klnACeVYcso4q7BWj5y6xVE1U6kMOAsCBIDJ2OB8CVT1Z46ypxg5WVU7c/qigLm/pC7km6CTA4xYkFFjtjob9iIF4Gf2XXZIAlrBhkATucKh098cQoTPJMvNVqQSa69g1vIP7TIbLNDTX/rBUl7Ofg7GsFTK5wI9jr/gUGBNHjjN7qMDnGUOrsCNXCAp6A15gKc+0x+cZNkLZsEFaPqMTCQTgl6SDfqQgyy8h+MeXSJzCEQkrmwB+iTDIMQq4lDASJ7Ii+V0k1zqEyIEoS+gEvjTV2Uj5rxfoCqYZBOyfAZZgHgXnNFV2SlwFpSoh0CCPgs0tAceZBvuvkM8wxim+kRASu7hK6ghVwIG/eJ5+Aq0vBf26kSn6FMyd7VBHQXvoyYkYMMmaAMbR+6RyORYfci5dquXtpEZWJB9JC65RzogXwRHgmlkmf5mW5C77AVSASmLeJDlpM+QjfDWXnKhfuyDADy2ji3UfjpKTgSPgjX2sr8/nHbEZiAkcjgGmy8bRx3IEuyHy5nHkY8cfEDuYIqk13ZYhFi0v5LAEHHZl1cYynp0HzvLTuivPpmEnFO28Ym9IVvZQwo+dIrd0wfw61/KF4yz1/pAQJ6TBd0HYwQhQolsIN+MNWQZTrI/yHj2fFM37SMLCGNlkx8/MLcUnVwjdxAxGRv0PTtBLkNEhAhyv36J3hjPfIdMJUtkW9ZPMoW8Q3nGYYQdmXQZa7Q3p3YLpI0zMIWtdhlbhrIxVx9nzFcXOJpIoGv6UnsQ4upKf5FViCK2McT4cIw1Ppkk6I+x2VReG5SHxGOjlAVrGJEDMmT8pEP6RN+rB+KHPdB++qIM45HP6UM2p+eMsYEILmUPD5MKFpnMQ3R4N33Xx2wnHcl4AMtMcvB96BOZQphmGaF30nvl6As23HfZKoP+sgXamwOe2AL1ZFuMSfq4b6PGHWP1HZ+FrMBbnyCo+GHGGNiRiZkOtZhNNug9O87P0290g+1SpvfCiN9HnukVH0If0gP+qPdrF9nUn/AzzsGCPwJzdoEtJfP6Moe18L3gaZyDpTL1hXv5k7EHxld+lvqRC7aWLUTKmrDo+43aQu/JOfvLJqhLsse1ST31Df2kg+qgDD4Qf8tz8AyhaDw0Sc0X0vfsIqz5BzlsxXOeN654l88tlfEuNk2btS1Et6xYsshPCLmoPkg7/jNCTv+SFzj7nB+L9KQT2deWXeGDGH/Zalhqu0k2faNf+Z3ZMmEuO1HfFwKFQCFQCBQCKwMCS06+cRQEsZxdzoxZ+uEpeGbhOGZmwwQoCBsB+6hAjGPJIZK6L/BxDyfGQM2p4YwgdWQKyUTghHKcOJ/AEERwDNTF/4J5ziCHg4Mss4FTJ02fs4HQUIbAmUOc9nCilCEQU+YkJ1cl4OKwCRY5Q0gPOHCIBUIyWsxmc7Y5+5yW7ANGsJAuHDqOk8CB06Q+2sb58Q4EQo6lR8DJlvAu+8QI9GAMa+1OMAcnF4LBO7Ocw/3qw1GCOfKTcy6Q4Vwm80ZQyoHkGPqcY4oUyKmXyubUcVKRasgxwSQyYxT5JnNBX3OoOXpIRv3jOY5mnOr+ckskACJL4MqRy8lZM52+tTIpqiBfH2ib9iabQv8JYjjPgi1OqQATDmRYJhPZ5CTDCAb6VBkca/KLZKVnAqroWjIJzfp7VkBInjm8nGFBJAJJAIfEFsiQF31Lj5Hk/cCJDtJLwbA+EIRkCSCChpySBQQeeZ3koq+ChgRE/vfubOCsDTAQBMsaIFfaRA/IpLqRz+x9JoDMXnzkVOAmgHOPQIiMCwbUk357t/LUXwCLTPBOJJt3kGtt1Wa2gy2jx7CkNwI9AZxsDRl3sNCfAvCZDnPQNv1O19RHmbD3o49TJ/aPvVMOnVS+PqO32ShbOepLLpDVAjsBWZah6m/YaW/2ICRf3pUNyof7JLGzgk3EnPcjKkPC9/s2+2MJcD3jnfTYvYI0pLGACxE3zQVv9o0eCAQFoLCDD/xlYvT3CPQO38ND5oxxAybIJIRln3yDl8kS9+hPNpfc6Qs2mO1Rd88ND9VQPl2QCUXWELX0i4xlPBHMCpDJmO9gTIeMW+SR3OhPZII2sPGwRspqLzz1EXmEA1tBL91HV5VHd+m9d9GbbEivbTDKWCJIJhPsv2eMOQgmYxObxEZrN1kn0zJAjSdpp0xkZWorOdQPcNXHZFH59GfSi6wgEmTNkFNjELzogHez88Y84yXC0Xv8P+4YaxxEzJMdY6vluvRFP7EbyDLjX/abg6Exjl0hy/SFTHin9sPTc+QhJ1zSLQQMe8p+s58zke7wybJ2/gwiFkGRLFb46md6yT9gl3NgD3nT5+SePdAmfUYHfZZl7sZUbaC7+kn/+O1Z7fWT7Rr6J1uqG9xl0CJbvJfflIMc+n2r30xw8EPYI/ZZ/5Eduq7ebCAyZ5IJTO+ITCCytI0eakPIGv2nnvxD45r30Q/EtAkoNp4M6TvyDSMY8/eMT7BWrrojjGAOD7ZBH7MF3gGb7Pmm7BDn9FH/J/vQ+IcUQwYjOslD/4KPSV1leY+Mtf6ev9pr/HaPesmS0wYXGWMD2Af+lueRW+qH/DK5Ql7IGz8gPhRSNLLNznifshFl7jcWwBROsNFuNgAppx3e6fKduvCb2a4+TuwGnwWm+pi+kGmTef4nc2Rd2RmflMvGIdmtvJhmUmZSG1P3FwKFQCFQCBQCC4HAkpNvHD+BIwfAwJ+NxfsZSNngldNi8DfYCmJHZSll03sBuKCBI8RBloHG0fIuAQBnihMpqOPwcVp8xjkXlHOY4kCbnbPszjs54BwThAanxGw/p8HngiUOUhw3TpUgx+zd8ETWuTpP2cgJQZ3ZWDgpj4PIKePIcODVifOoLWZlBWCjLg5RcEDGKU+wpW0csOGlPI6vQMtvM7kCOYEBB1F7sqeOgEKwxRFLViJShhPtcxeH13vVQR/kVCxOFIyQFdnjC46CCU6tugkwh0t7k/kmu8O7PK8eiEmOGOKQw65fsmwzbcwpdwIlDjVHMct75uqXpfpeeznziDeZMNokqFH/OKhkkWNNPvrLZ8kSp1+gTD7hJBDRrxxqxGiITe8hV/SRfHC0lSUQE7Ca/U5miqCJTpLF4bJZgQWygX4Nl+llqTkyRL04+HQZ0ecdAgRByTRZiGSHveDgI7zodfbpUQ/yyy4IhOklB979yHXPwDgZndknC2b0BVYCd5+zJXQNSYnk0H71FyhqQ3/vQEGQIDZ7Pma5NsJTMCHocslgEqAKwNWdrUMSzpUJpM8E8voMpkgZQaQgSr/RH0RaAiE6hUCw1Ixdo4vkgc1jg5EYcCBHyOsQ9eoJS/2t/TnoQz3186h6kk+2WEaXAFx5yJhh38LIBAzbrOz+5Z3KFyDntFZyqR2jlmsrm8zqb+3Rn1nirR/oQYJS5ck0Y7eGh1V4RtvZSM+xX+yQfhvWXz/qX21lt7WBvaZj6j5qTy5tZB9DYiMyLU2WXeRZbdM/CDGkJLlJNii51sfkGDEMN7aPbCJctIkusNvIsdSJjUXmkuPh6YvaEL1hW9hR9ScbAmJ66nky6p36ny6ROT/kg26rE1tEF9QXVuobkmjUgUOw0F8hoKexs1lGZ3wh3+TDuKO/6G8IXfbFmI3gQhAZY6PjwzGWHpBrpDjb5x1wNzbBla1k6/QZ2TDehCjni7ANMsC9Wx1id4Od8smoMci76aR+gx3CZBzCCbmKqDBmpg9yOmmyx8i2vslScPfqO+Ubt+m+fmHT3GfsZDMQrMYc9oxdQDCpnz5OVq6+Hu7fmJO/ZYjNNsbSE/hot3cNLzZVXRCycNWnMFNXfTG8tAee+oz8kmlkVZaaZnVA/EK+B5mjC2lD9qU1/uk3euU7ukWP2VP+T+wKTBHJ7AS7BGt2BY7GN1fIN3+TOXpGZ93vfeRBH5AxNn/URCDs+Z3I06wm6J8qzpawFwho+pstNYIRPcwKgZx+DMNMvLJx7LDxgN7QD/6lMRPu+ps8sa1sdfDNfqDkV7kwdR+96MuvPoMnolI9XbIKkXRsZJ+oY6+Sma8PvVN99BM7yWf3mffwf4f7oU5jP+qZQqAQKAQKgUJgRSCw5OTbOI3kUAqOBSnZEBv5cHO5OI4znZC1IjDwfntKIQQ4VmYpOU2cz2SHcJQ4ZBw3e3fM59TQcdrUJ99y2mkyV7LJ/LAcdfVcMqQsixBUaA8CYRqyZ5y6LuQ92S+QU5vT15Q/JBhneicHXfsFE6M2vO8/5z7EHSe3v/fMQrbHO/ptWug+EIDAaqbMsWFbyG/uH6cuWerj3mSCzoSPduZn1N6CvhNYyGLyt2BeNs1c/TSTnPt8rnbTbT/um+ne6Iw2+nE/OdLeUXIRPXOvgBEZIlNCBlkmTqaVoSyXt0xK8Eo+h0F4yGhBmWAzQV3emawO/+cE6WnrM3xOwC2YRegiKASFc/XBQr17tnKi9+RuHEJnUr3x7hCh+n2cdyxmu/syOE5dphljPQMn/Ttqj8u0LzbOvbPZaQQmP8fYihCai3Qf4pf3ZGJxNnxD2MNmNvuSMiPDyLLZbN1wjLXMHLlnEs/4PI5Nnane6oLkMuGBcBxFvOsH70HUy+CLXGqnd9NPP/4ex4f0zrxnHDtMz/IuRLxMLzYKIdYnu4M/YtL37BA7NZscLaa+pGzYqJv+nklvhjLBnur3ufSgX39yFNmbTT+Vq06TjMkrAqd6RyFQCBQChUAhMC0CmSxesgMXxqk4B8Wsq6BGdsi0J0CN866656YIEBAz9jnlNXu0DR0mfSTjT/AgS0Am2mJeo8i37Eky6r2Z+U4AZAbZvj2WkAjSh0s8FrPuVXYhMAqB6BrZtBTHTP+QOFoOyLEXgtAsZ7QPl0wbe2BZYjifQ00EYgJve9zJ9BO4jroE/JaIyvCa9NTc5YBx1XHVQ0DWmcwsE0IyVschDVcmFGYaY2Vzyiyf7xjLPlrmLwNfdm8mbfoY5IAaS6plVC3Vpa4mHezJh2iyrLNPvi1Vveq9hUAhUAgUAoVAIbC0CITDsH/qkpx2Ok7zOVk5JbSIt3EQW9h7ONVOdrM0xNID+5FYEpNUf8tALMOx55R7beSNCFvMa1LyTdYex11mkSUsltLITrEnjay32jNkMXuryh4XAbZOsJbMxOUUgCdT0j6MllvJ2rNsyTIjy6EtOZXNM9/sFwScjLqZlp7BGn45ZGZlyDwbt//rvpsvAnycZKEudQbUNL1gubxDfyxRpO+LMcZa8mvclm016mJb+CWW9y7lUkR2HPk2U+bbNPjWM4VAIVAIFAKFQCGw/BFYFplvyx/m5d0CQmKfEnsPWfaRPcNyiEQC4ew3ZJbbniGLddmDBdnnoIXsGWYfI0tNZLHZt28Y4NsThyNsf5nMwNtk3abWsmTmQwgsVjur3EJguSEg480SdUS8IJmu2SvNKZD2QRpnqddya3PVtxAoBLqW9S7Dqz/G2ms3h+fcXMZY+5Wxf8hH2YyIOD6JPVBl4spovrlgUXpRCBQChUAhUAgUAjdFYFns+VadtvQImGm2KbWNrB0AYUNfn8kqySbVCDCZcQLuxXQuzazb7N+G15a7utTDZsg24B21obv6mpkXIHCG1VVQYCnIfJbBLX3PVA0KgZUHAbqV0wttoE6/bB5vr8hx9yVceVpTNSkECoFxEagx9v+QskUK38SelHyk7EHr4AgHC0x6ive4+Nd9hUAhUAgUAoVAIbDyI1Dk28rfRytVDS2NQXhZamoJCNLLxuL2qbE/1WKSbgEip5XaHycnI2aTdXUZlV1D0NXbyVyWrTmVa3ga10oFdFWmEFimCAg4neJnj05LPxFwtfRzmXZmVbsQGBOBGmP/DyjZv05A5W/wVXIACR/JSazLcUnxmCJQtxUChUAhUAgUAoXAHAgsKPl22mmntX1+ZB/VVQgUAoVAIVAIFAKFQCFQCBQChUAhUAgUAoVAIVAI3NwRQL7ZluKAAw7oDj744DYxl+sWv/vyt+MC9J3vfKdztLolf5YY1VUIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCFQCNzcEUCvXXXVVd3RRx/d7b777m3l4FTkm/19bDL70Ic+tHvKU55yc8e12l8IFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCFQCHRZdrrvvvt2Rx555PSZb8i3k046qZFvW2yxRUFbCBQChUAhUAgUAoVAIVAIFAKFQCFQCBQChUAhUAjc7BEo8u1mLwIFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCFQCBQChcBiIYB8++pXv9ol8+1ud7vbja+aaM+3FZ35lu3oxj1d8ze/+U07dWqc+5XtfidojnP/tJ3jPZOWP+4z7su9k75j2vbUc4VAIVAIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAI3RWBZkm+//vWvu29/+9vtSPe73/3u3eqrr/57/eqI9+uvv7675ppruh/+8IfdDTfc0N3qVrfq7njHO974zO1ud7sbn/vlL3/Z/eAHP2hHxP/0pz9tZed+5XvP7W9/+4nJslECp/7f+ta3OoSl4+fXXnvtWcvVSe51qIU6W9o76rj6X/3qV60Nl19+eff973+/+8UvftHd9ra37e5973t3a621VrfGGmuU/BcChUAhUAgUAoVAIVAIFAKFQCFQCBQChUAhUAisQARCvu23337LY883GWkItTPOOKP7yU9+0k5WfdKTnnQTyNzzox/9qLvsssu6z33uczcSdTLA7nKXu3QPetCDug022KBbd911GzkFBGTeBRdc0F100UWNrEOQyXy7853v3K2zzjrt/vXWW6/dP59L3a6++uruhBNO6D72sY91W221VfeiF72oEX0zXcjAD3zgA93HP/7xVvdXv/rVrV79C3moDZ/4xCe6k08+ufvud7/bCMfb3OY2jazbdtttu6c//entRI3KhJtPD9azhUAhUAgUAoVAIVAIFAKFQCFQCBQChUAhUAiMj8CyyXxTUYTYdddd151zzjmNZLrDHe7QyKtNNtmkEWW5kE6f+cxnujPPPLP7+c9/3r6///3v3/3sZz/rvvSlL3Vf+9rXOutrn/3sZzdiSrnIvE996lONrHryk5/c3ete92pZZF/84he7K664onvwgx/cbbfddi1LbdpLZpo6eNe73/3uRpY9//nP7175yld2t771rW9SrPbK3pO9pl5Ow5DR9rSnPa3ba6+9utVWW+3G+9175ZVXNoLuiCOO6O573/t222+/fXef+9yntRdWCLe9996722yzzVob6yoECoFCoBAoBAqBQqAQKAQKgUKgECgECoFCoBBYfASWxYELKvnjH/+4ZbGdd955bfmlJaWywEaRb0gtWWWIs4022qgRVpZpKkdWG2JOOTLakF+uU045pbvwwgu7Bz7wgd0OO+zQyC1ZajLITjvttPbc5ptv3srrE33jdhGCTzkIsvPPP7+79tprG8G38847jyTftO/iiy/ujjrqqNZu2X53vetdG6k2JN8QdAi9t7/97Y2sO+igg1rbLFG1/PTUU0/tjjnmmO4Rj3hE98Y3vrEtP52mDeO2te4rBAqBQqAQKAQKgUKgECgECoFCoBAoBAqBQqAQ+D8Elk3mmyWmyLFvfOMbbd+2Sy+9tLvlLW/ZMrmGmW/2RzvrrLNa1hfCDEGXZZ2yz5BysuJkllnCaSkpkg3Bp2yZY7lf1ptlnDLWttxyy7bMdZrLuxBkn/3sZ1sWmnKddIHoG5X5JmPvy1/+cnf88ce3DD/32ifucY973O+Rb4jB4447rnvve9/bsvb23HPP1g4Em/YiG9/2tre1jD+/H/awh817+ew0GNQzhUAhUAgUAoVAIVAIFAKFQCFQCBQChUAhUAjc3BBYNnu+IZFkcSGlZKSdfvrpbc83xNuQfJM1hoBzPyLtfve7342ZXkgwpNyHPvShzj5pe+yxRztIwec5EdVvZTh8QZbaJZdc0srZeuutuwc84AFTyUgOTbAXnfd++MMfbmScpayjyDeZctp31VVXNfLtgx/8YFtuizgbZlum9cQAACAASURBVL5p57HHHtu9//3vbwTha17zmra0NHu7yaB7xzve0dr8lre8pdt4443b3nd1FQKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCFQCCwuAssm860PA7IJ0eT3KPLNvRqGRJP91T9gQAab7DOHFyDUdtlll7Y804WA+973vteWe8qEs+ebvdQs9/QeWWWIuvleSD3LQB26MBP51n+Her31rW9ty1btUTck37QJOfeud72rLWW1tBThaKmtU1u1155xn/zkJ7sDDzyw22abbdrprXUVAoVAIVAIFAKFQCFQCBQChUAhUAgUAoVAIVAILC4Cqyz5Ngo2RJTlmw4wsIRTlpg93JBULtl1lrXaL873MtQQW/aBQ7w99rGPXZCMsZBv9n97xjOeMTLzbRT5JnPtIQ95yO+Rb8g5GXoOcbA/3I477tg94QlPaCeiIijPPffc7sQTT2yZfPvvv3/bN+4e97jH4kpWlV4IFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCFw455v++23X0uOkuSV6xa/Y+Z+Oy5GlnmedNJJLTNriy22mPUxxYbYQhyNumSYyUjL3mv9e8bJfBuW6X3f/OY328mfX//617v11luvkVAa3M+Mc2CBjLef/vSn7bclp1/5yldapph2Pf7xj5/3YQXTZL45eAH5NirzTVvtV4dUPOywwxpxqH2WlsrkcwCF72FdmW/jSnTdVwgUAoVAIVAIFAKFQCFQCBQChUAhUAgUAoXA/BFYksw3BJfN/2V+OSzA8tD+Zamofcks9VxzzTV/r5XTkG+XX355O9HUHmqPfOQju2233bYt0ZzruuGGG1omnKWb9773vbuddtrpJgzlXM+P+h759p73vKctO12IzLe8A67ap50XXXRRp+6y9iyvdUKsU0+Rc7CVFVdXIVAIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFwOIigHzDS+27774rLvPNYQIIKEskHSowJN+cYirDa5111hlJEo1LvmkcAgoR5XRTy0qdFurE0nve8543ZtUhAC03deqpAxXudKc73Yi6Mj7/+c93Z599dnv+ec97Xnef+9znJtlyk3bRYmS+qYO6quN1113X9npL4qL62w9OJp/0xrXXXrsdyFBXIVAIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFwOIisCSZbyGJEG/IouFlGagTPi09nXbZKUIPSXfBBRd05513XlvC+sQnPrFlvVlCagkmEhDRhpyyHFU22Oabb97IqVzqZzmnMtQH+bb66qvfSL4pR1aZE1SRXptuumkrf1S9U+ZC7/mmXEtNZefJfHvWs57Vst1ufetbN1Lxfe97XzuswR53L3/5y1vmnuzCugqBQqAQKAQKgUKgECgECoFCoBAoBAqBQqAQKAQWF4GQbyt0z7dpmoRM+/nPf9796Ec/ahlcH/nIR9o+Zg5BkM0ma2211VZrhycg1exzhni78MIL2/5y7nNYwd3udrdGktmjTnbY1ltv3V166aVtqaYsuQ033LDbYIMNGinn+yuuuKL79Kc/3d65/vrrt/v7J57KmnNy6rHHHttdf/313Ute8pJus802G7k01XuvvfbadpKqJaCWsyL7nvOc57T3yca74x3v2IgxHeP97vWc012dVrrWWmt1u+66a2uHZbCec7+2OnDhC1/4Qrfbbru1zMEctqD+yEyfa1sOmJimH+qZQqAQKAQKgUKgECgECoFCoBAoBAqBQqAQKAQKgfERWJLMt/Gr9//vRGw5qdQSUoch2DPOHmcIKFleiDd7mck6c0IpwumjH/1od/XVV7d94ywnRdC5fO8gAkTX7rvv3v53Iuhll13WWfKKBJMFp3zPI+U8j5hbd911b7LkVDlOEj300EMbObjXXnuNPE0UeWiZ7TnnnNNdeeWV7RAHxJ5yZeOtscYa3TbbbNM9/OEPb1l6iDfZbPbFu+aaa7qLL764ZbUh3RBo6v7MZz6zEYIIOJl3CECk3mMe85jWZhl2yD5lIw3tL6fs/gET0/RFPVMIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCEwHgLLgnxTSUtUkVfnn3/+TfYzQyRZ4mkpJTIKGSc7TsabH8tGh3vKeSb7u+2www5teSaSTQacH4SVbDlEHDLPyaEIsvvf//7ts/6FmPOek08+uWWo7bLLLo1A62fHuV82HmLMiaWWqQ4PkrWU9bnPfW73pCc9qZFpiDwnrR5xxBGtPv1TYdVf9toLXvCClmWnjvCxfNYSU8SediPoHvWoR3VPfepTuyc/+ckt+62uQqAQKAQKgUKgECgECoFCoBAoBAqBQqAQKAQKgRWHwLJZdrqiIEGSIdQQaQg6hBWia7lkiyHdLJHVBllyiLwhYbiisKz3FAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCFwc0dgWWS+rehO6melLRfSrY+R+vtR9+VY/xXd3/W+QqAQKAQKgUKgECgECoFCoBAoBAqBQqAQKAQWCwEczeWXX97tu+++3ZFHHnmTcwJu8bsvfzvuix1gcNJJJ7WN/rfYYotxH6v7CoFCoBAoBAqBQqAQKAQKgUKgECgECoFCoBAoBAqBVRaBynxbZbu2GlYIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCGw1AjUnm9L3QP1/kKgECgECoFCoBAoBAqBQqAQKAQKgUKgECgECoFVFoHKfFtlu7YaVggUAoVAIVAIFAKFQCFQCBQChUAhUAgUAoVAIbDUCCwo+Xbqqad26623Xvcnf/InS92uen8hUAgUAoVAIVAIFAKFQCFQCBQChUAhUAgUAoVAIbDkCCDfvva1r3UHHHBAd8ghh8zvwIWzzz67W3vttbsNN9xwyRtWFSgECoFCoBAoBAqBQqAQKAQKgUKgECgECoFCoBAoBJYaAeTbVVdd1R199NHd7rvv3t3pTne6sUoTn3Z68skndw95yEO6pzzlKUvdrnp/IVAIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCGw5Agg3y6//PLuDW94Q3f44YfPL/PtpJNO6h760Id2W2yxxZI3rCpQCBQChUAhUAgUAoVAIVAIFAKFQCFQCBQChUAhUAgsNQIh3/bee+/uqKOO6u52t7vdWKWJM9+Winz75S9/2X3ve9/rbne723V3vvOduz/8wz9calzr/YXAKofAL37xi+5nP/tZ9+tf/7q7173utcq1rxpUCBQCv4/Ab37zm+7nP/95G2Pvec97tnH2D/7gDwqqQqAQKAQKgUKgECgECoFCoBCYAIFlT74h3q6++uruk5/8ZLfuuuu2zLv+2tkJsKhbC4FCYAYE/vd//7f75je/2X3lK1/pbn3rW6/S2a2M4i1ucYtFkQVlIzOUXwTGokBchS4wAj/96U9bevzFF1/cDlNCvLMBq+q1mPq/MmHGDqWtZYtWpp6puhQChUAhUAgUAoXAqorAsibfVP6HP/xhd8EFF3SnnXZa98xnPrN79KMf3bJzEHIydQS5ZuoRcwiE7373u90PfvCD5nTe8pa37NZcc83uuuuuazP7t7rVrbo11liju//9739j9pzA49vf/nZ7Rkbd3e9+9xY8//d//3eTCc/f+9737u5whzu0MpGBV155ZbvfpbwHPOABi5qNpz7f//73u29961ud+ua64x3v2N3vfvdrddDWma5f/epX3TXXXNOwEVi5/7a3ve2qKvMrrF1wJQdf//rXO3/3+2O5BTvk6lOf+lT3+c9/vunSX/zFX6wwHFfki+jvV7/61fZKunCPe9xjQV5/ww03NB2joz/+8Y8beXHf+9632RqTBdPKA91nv5CibJj/+5dyZQM/6EEPmtd7FgSEMQvRBvLmJKDrr7++2S44sbW3uc1txizl/98Gl+985zvtJ/jE1rOPbPdCXhkHEFb62v+rr756GweMRcvpMmYaz84666wmu89//vNbO1ZF8o1+XnvttU3GHvzgBzd/YFW6yKFx6L/+67+aLSKb/ufX3PWud232zo/2z3fywbtkSNM576LHZCZ6UP7FqiRZ1ZZCoBAoBAqBQqAQGBeBZU2+ce4EaB/5yEcaGbbLLrt0d7nLXTrLX0844YTuG9/4RnP4HALxmte8phMAn3jiid3HP/7x9jciDWGnjEsvvbQ521tttVX3t3/7ty3QA85nP/vZ7l3velf3H//xH+0z3//P//xP96EPfaiV8bSnPa3bcccdu0c84hGN3OPY/vM//3O7H9myzTbbtHr11/OO2znj3ocwOO+887pjjjmmu+SSS1qAiXgUJD3nOc/ptttuu1kDzB/96Efd8ccf373//e/v/uzP/qzbdtttW7Bb1/wQENyQA8cIC0IQIC94wQuaTMwneCVnP/nJT5q8CuYXe5l1jMQ555zTyO5nPOMZ3cMe9rD5gbMSPs2eOH3GBpgw3WGHHRYkw0+Ay76YIDjjjDPaxIAAd6ONNuqe/exndxtssEELfqcJeOk5nX/1q1/dglxEVYg85ZGzhz/84d3LXvayRprOR+5WVJexr1/+8pe7f/qnf2q/tYPe6A82eNJLnxoT2Dd9oZ9hZG9Stnm99dabtMhZ76ef9MQR4p/5zGca8SBj7CUveUn3wAc+cF7vUhZ7rx8XmjQcVTETWRdeeGH30Y9+tOm8sQGZO42szqvhi/wwXPkGSEbj5qte9arWzlXpIjf8k3/9139tEyn+pmts0X3uc59uk0026f7yL/+yW2utteZNEtMzY96xxx7b3mUC8/a3v317xz/8wz80/2JFypB2IuHZR3oz22TkqtTn1ZZCoBAoBAqBQqAQWLkQEFdL9Nhnn32W355vCAjBzcc+9rFu44037p761Ke2oOSiiy5qZNKZZ57ZHL4XvehFjSTTWATCcccd15bQ/Omf/mkjzgRniCsZdDLnXve617VgiQN58MEHNwcSQSVYU5bP999//+7888/v1l577e6FL3xhI7kEdQLs/fbbrzmb7veduk2TsTGuqCDbtEFWkiwF7Tz77LMbIfnXf/3XLXAV3I+63CtoRxBpJzzcvyqSK+PiuVD3cfgFOMhhwT+i5HnPe17rE3I5zSWwl+X4L//yLy2AIVvzDejnqoegTfBNrwSmz3rWs6au/1zvWqrv6RCy9Igjjuje8573NKKKrj/96U+fd5B4xRVXdG9+85vb0ngZNewUcoYdWmeddZqNcEL0NCSqrDc2UEaSsh73uMe17JJcgsw/+qM/anJismFFBrzT9mVknA1j2z/96U83UkAbp5F1WXSXXXZZK0fZbCXM2G6k5BOe8IRpqzqjTaX7xhpkDvLBu1772tc2InTaS91PP/30Nllke4Utt9xy0UkEE1j6wW9E5WJncU+LzXyeo/smrw499NBG9tL5Pffcs1tttdXmU+xK96xxnm0zOfj4xz++2RxZ+3yVc889t2Hw3Oc+t/v7v//7ZkumtRV8CvsDHnnkkd273/3uNrmAyCS3bJzJjQ033HDqbN9pgP3P//zPNumKvNe/q1rfToNJPVMIFAKFQCFQCBQCKx4BfhKf6PWvf/3yIt9UXEDFaeToITUs4xJsmsU+9dRT2wyvJV2cak6mbAfLsziggiIzsDLfLDWRZfGJT3yi3Scz6RWveEUjpfbdd98bs9iQdbvttlsjt3bfffcWzPmbMyeIQ7C5X5CNGNx+++1bAG9p07SO7LgigRBE7iBKBGlIQwGmLKXZyDflIw1hKCg1A25T7cUkC8dt03K/L8t8kDqCOYqGRJgP+aafyT05RBDttNNOLZBazAuhi1T27s0337xbf/31V2jgtJht00fkXkbaKaec0oJvRLsMjRe/+MXzJt9g9o53vKOVjXijizIg6ShC1iSB4JT9kqE76RXyDTFigkHwjOjp2xsBL7J3OWV7sEmyrj7wgQ80Oy7jGEbTkG/IFWSYTGUXu4i8lgFjDFho8s07yJVMG6S18UYW9B577DEv8k39TZKY9EGm/t3f/d2ikuDqjzj83Oc+18awP//zP2/vW+yxbFIdmPZ+7ZM1+s53vrO10bJa/WRyYVUj38ijiaC3vvWtTZ8QbPwTPhPd4BeZdDTuI4mf+MQnTu0DZEXCK1/5yrYk3m8rA/hl6sE+rejl1yeffHKbYJXVx677XVchUAgUAoVAIVAIFAIrGoFlm/kmm8FMrRlNs7RIJllvAgPOn2Whb3/72xv5xuG07FPwaf8twZCsOEtLPId4skToi1/8YpsRtc+T/znmyrB8QuaY2VrLu4D2j//4jy1lEMkmm0FWhswSpJ33KDOZcsisSS/BueDzS1/6UiMBkWraIouF8zpb5pT2y75DAlomNIp8U77MuOxBpU1xjBGQMznHHHVkJUKGMy0TwlJfS+l8LqDVH9l3D+GJ0FN370N0ZCmwDJ1plsFpn3c5AADhCHfBIcz1lXZ4J5ySTeQ7M/wyjtRJfZAdcPC57z2n3epPXqbd80fb7Z8HE2XqM+Qu8k0AG/ItATrCR2AkGLQXjrqTKX2cJYS+Ux75hb2sAplvsl8sm3OfZxFy/boL2JWNsKMz2mT2HwGkn+ciZJBHso/omWdkbcF7eJEFsmSfK3W1b6C6kP1hRhestUNfkScBr2AIOQX/UcG9fvMMXPW5IJH80AtZQHSWXNAV+Ki3tiJrfKdPyIt6Kh8G+oUc+BxJYnmderMNvkNozSfzTf9qo0A+ZLyAN7oLqze+8Y2tTvbQ891c/THEPeTbzjvv3J63ZJ48LARBAltZe+quj/SNPo6cqTfdQW7BmTz1L/0hS5Pc6xffkyHyMyrLjyy4j7ySW/0rGxl5Se5GZb5lT8XovXfQHXZopn30jBtvectbmu1ZSPKNzJFTNk69yJg+RrDCzNYHyXyDGSxllNEH/7OjbBL9z55YPie7li3rB9mS7AUC3MRR9ufyDBuon1zZC9D4wW5Ez9xDL8dZsqrvZQux2yaeRpHu7KfJBWOlduhXYwJ50J7+RW+1mR4juMko+0Be6d1MMkEe6DRZctFnuqWvkUd0mB6wcbDS9owJ2qk/Ih/Zd9PeZuQbrjCFIzl13x//8R8vGPlGJqIDbJd68yWyzxqshvtK6it9RnbIkfbBSB+PGpczHsIJDnwY9pRsuR9O+oJd9hmcHvnIRzYb53vv038vfelLm1ywV8i3STNxjS/q4AfmsojJ8V/91V+1MVXZcGfnY5/0FZ2PbYeXLDn3G99GyWn23CUT/TEETmwrGfceNiT6ZZJWBjoM6Y3v1QEubJIxk73Ilg70ho+R+ugn902bsT6p/1f3FwKFQCFQCBQChcCqicCy3PNNpc3Ucqg4fALk/nKeack3TqCAj5Mss81+XZanCho4omZvEXYumUecat9x+iz34qAh7QQpnEmfyU6YlHyLQypbRvCjPSHHOImPfexjW3Ze/2CIYdA7F/nGEReEWsaUwITjicwRaHE0hxdnFCayIQRR6skZ9aM8wSHHX/DC8RU4+80Z5uR7PhuQCzIRn4961KMmdmiVgViUjSUw5KxzpgUqgroEX+qRJSbq/OEPf7gFNNnAHVGR7BRLdrVfX8lOE3wkkB1X9fUTeVE3v9XFRaYQu5x7RCjyDR6w+eAHP9iyMAXtrhCA5BlxmqAF3mRBG5RrCah2k4EEDv6X+UQ+yKS2Ic3sdZX9DwWcAk39K3tms802a+0cRdZEDj3v+yc96UndYx7zmJuQkjAj62TJ/ogCcO10v7pb2iSzSJCjbXRGsCvTRKAcstz3+gvJInAMKSsw1FaEmDbQNxesXe77m7/5m/YOcmGpH+JdECpw23rrrVtmGYKNPglqkXKyBZFViAg4IZE8Tzb23nvv9qxMq/mQb7CRpbTXXnu1gFN53husvRcpKxNr0003bRkZk57U3CffZIfRX/IAawRE5GMaMk5fvu9972vL2ZUnkCZ78KO/ZJZOs41sHnIMsaD/9bO2yyYWJMPCfQJ+baVffRJXsO5eBKg+cj8dyZ529sYL+aYuvmdfLIlERsEhe9yRUbpDxkdt7L4Y5BscyLSytUW9yZDgHYmFPOkvO0V2yHxkF+gkzPxGJskuffKTn3xjVpJJHpl63oE4YefYFO3znB942tvThIOLXZTtw2ZEZ+BGz2ytAJ/ZDk6gd+wY+4EYU/ZwqR57z84hNdSLvfDjPjpHl9kAl/5ig+mxe/VVTv11j20ehkumyR/byK5oe07npPt+ZKcaBxF9wQjx413wpg/kHw6y1D2DEDW+eR9dC6nPdrIP2sz2LkTmG10hE9GBHPaR+tMhRJBJvVx8EGMsOcoY67nIhXsRSBkr3M/m0QV+i7LpDdnwPPsmIxbZFszjz5A3fRiS1bYTxmT2lBxNeggMmSYL+ostJdt0PhNCsLfPJbubzHqEJx9Em9WL/SV7xnPjjTGK7Uxd3PPv//7vDR/jjnu1i57BSX9rg/fAhv0yfrD/9NJYp7yQaHwT5CB81IkvRA7YlcgbrNkqMg1LNmzSSZJxfYi6rxAoBAqBQqAQKARWbQSWJfkmaOUcmbXmbAmw+5sjh3w7/PDDG8FhT6VkQnDIONgcN8uAkvl24IEHtns58oJNTq7fnDPlcaQ5kTLeOHvIN5kf3pvNfD0r4OT4cYZl5ExDvgkekERvetObmiOrLhxXRCMn0m9Ou33mzJoPneRxMt9CjsFCoKZ9AjWBya677vp7Sxk56hxrWRyICg4sR/YLX/hCI0IFcmbY1Qeh5jtl+/GsgCH3CMYRKYgomWCTHu4gYMgJtwI6WClD/3DaOehw0i8CCRmI3qf+6sPBFrTpG/dwtgUA6om8EGgK4MfJDol5yPpth3MIuAQdZIcDT9YEh4g9y32Qb0gB/Wi9tzol80t9BAmCEkGKPfgEQoJPJI0gRVAqoEOy2JsP7jnVV7uQxOquTwW79vgRkAno1VP/ITj0iWXRAvdRWX7wEOgI7gQngt0hkawsJILMMXVXHwG++usDOGqvd6ijz5AQMCFD2i0AzsmW7g2xnOxM+6XRK/XVzwg3MgsLJA89ERSpr88sOSfLAlAZYUg9Mie4hBtykkwg1rw/gVSykWRD6b/5km/0UF0sFUQ4KS/kSAgJWV3IAbYCsT/pgQIh3+gSeRMYJrBlm7wPwQqLSZd6wdayT2Sp/oI9OUC40EG6Tt8EvrCXxYe40G72GbHsOXVwH73Tz/53eAKSSV3pgXcgTemu99APssW2sLP0WBvZWO+izzJrBPwCY7bFRc+QDkhoNtL9Q/u40OQbEll2KD1AZJApdUIEaS+yTP/3yTckuvrDmL1EptFx7UF20Xu2CA7KVLZ72RYki75GopFTekV+4Km9dJy82wLB+IHUojtkJSdxZ/ygz6OIBHUPiY0EQW737zN+0EnjgXewvfrN2KzPsh2DPiOHZIRtdD87wR7Q42TCsRuyP8mqzz0PU0skyQf5hRGbYNxHptFhYxUbAyOySu+N8cqBIZzYd3rGxhlLjflsQn8fVLovm1ib1WW+5Jv6I5Lf+973NgITPrHTdML4pU+MB/rCRY68P5ME0Rv9rgwyDiOkIl12v4Ol6BncEXTaxDbSA/qDvGLjTYKEgM/kJf+GfNIlmV70hMzwX2baI3Y2d9g7jRfKUme2ln6THXJGJ8hs9uZVFl20uoDc60cyRA8Q6sYwfWUZcLIDya/xIOMpe6dfPYOoRfwa1/kVxhXbCcBbed5hzFSHtE+5/Ef9Q5fcwxck03SWzLF13ss2GZNt9ZBJhlU7PKjWFQKFQCFQCBQChcBCI7AsybfsQSXI4yBx2vqZHSHfkA4J9kIucKCQF2Y+ZaSEfDvooIOaw88x4zRzSDldgjhOroDCDD3yzeU3h1ewaZaXk8fx879AiCPIeZ6GfBMICLA41X5zPgURyeyxiTFH+W1ve1vLQBnuzzYO+dYXJMEQZ9YyOxksfg/3EeNMC66RbQIb7UKwIQ4OO+ywhhviTuDJYRVsC5AEMQgX3yFBYYggsXxXACQ4Q4ZMeoXs8m57uehH5StLsIYMsrSM028vG58LggU2AlnLg7VDEKOvtIPzjQybdGN6dcneXv/2b//WMBD4IbvImyBSwOA+2XbJfCM/ssrg417EhvsFRTKiyAH8ZGmECEQ8ZImQgAG51M+c6OOItNBfiEVEF4JKAC14TdAsmNAXgvy+DuXERthqmzogCfrLhN0DN/JI5nKyLt2S3WKvRXqj7530qA0CQySYZwXgAl39IghDUiEOBdSIPmUKqmWE6UeYCuTIncBKVgOSR3ApYET6wQcZSz8F7EgbOik4Q0QKwuk9vIdZZgtNvsGNPAguYYB8Eyzm8j7BuR+BtWWJkxLRCBUkCNnXds+zFewD2wFv/U5O+hmF4+qbAF6/IH5lS2mDfkUSsEsCV32MPNNPAmuECt0jp/5nT/QfQgcWMpbJkn0y1Vf96R0b7bRl5CtZkTnDLiP7yJbMNziRF0SO7QP0I31CMMFbWUgufYtEJbfD7LeFJt/UU3vhkOWxiBYBv/Yir9nVPvmGTDEZQJbZIaQrGaVvsEWwwM1Ykou9cNCPvkC0wW/UMrgsy0NGIdn1kb5nFxH9dID+IZv0wxAf37mP/Sav2jQk3Y2PqSs9Zk/1ZSYzyDR7p77smgsZg3RCeCC+2VvlHHXUUQ07n1n6aBz1LNuOpDROyEZGLpERckUm2TQyqA2u2GC4ajOClxx5x8tf/vKGJfllD4aZoItBvhln9IE+0lc5RZRPAjvjeQhH9ScTiB99BgtybRw1iWIiERawpmewQHIh7Nn06CLils3k+7D7sEPwDck3WePGAFiSK9ixxewmf2o+J9qyQ+y/9yqHvZU1NorkdZ/x11hF5skb/VY3Exf6jB6rE5kgkyZb6BeZMK7zf5DBVh0YF0yeKau/bFZ59vbLISv9SZC+PWa7vJftVL73qI8xnI3jL/C7jC3TbJkxrt2t+wqBQqAQKAQKgUJg1URg2ZFvAnKOQKB0CwAAIABJREFUEIIMkZNlVv3u4UgKYDisCDSOKacpy6GytEmw2yfflCHQ4LwKGgSxgkLOMKcv5JtybCLMaeXUIueQKwIPyz05gyeeeGILDkK+ce4RKwIboA8vjqnn/M7yEE6sd3AEOewyogQSyBmz+4IoJNlweSSMnCgmgBLIznXgwjjkm/cigtRHIGy2XjsQR5zjLNPbcsutflf//1s+GfJN/ZADAqJsxoyE4gAjBWRWTHqFfNPHAgnBLyI2yxsF+oJLTjfyDQ4CAZlynklfqptAXkCrHuo16ZISfcpBFxQJqOBNrsicembTaX1o+Vz/wIX0scCb3PkRAJh51waYq3uW6IV8gznyzbtmIt+yPE+fCW5kAKiDchEGCFekhSAXWdEPSLMZOaJM9gRya5iVRbdkSsDO98iC7PNE3gWeyE4BFT1CnKgTPVAfMqw+2hxyDHGLqEP0uGRLyVCFiboKJukVPOidMhB2Anr9pnx9YZke0kNZiArvQNYhcvT/qCXbId8QAAKr+Wa+sUPeSQ7ZKeX1N/r2Ppk9CFi6wB6xOZNcgk4kDzlBKgjmswRfcK5vkV2W0tK/SZfAI9+UQc/1L1mTsQVbukvnkFmIMHZBvyEJ2CbEAVKmvyUA26s8EyD0xfP6g720/It+IBb6ZAqMkJfIN9+RGYQrORLgk73oGplADqoTXYbHcE+thSTf9CEiBdmkb7WXXuZCTgv62Z7+nm9shvrToWQEsu/kFLZIRfXv6zadRDD0ybeZshnpAVvR1zN9qHx9wAYgEdi8fta49qiTNqkfbBE+w+zB9DFdQwAhQWI/9A+5N8kiQxyhamxj+8krMok+I9zovfEMYY6ERP6EgIapemgjMp6esyXIQuORfs2+jfBWd0sMjX05jIa8GIfUQ98gokdll4aMRFgtROab+sjCoxf6VZYeAokNNOZotyt7IPobUWsig76Y9MuSXd8hLekJIo/eIHPpBTtHTvoZ5PpNhiTCUSakyYw++aa8yB3fBpbGRRMZ5M5z6jrtoUuTkG/xixDDMEnmKjlVJ/Wn4/wyMm3iyCSgSQUyRzbdw66xVe4hP2xP/xqHfIsMRW/4XeSSrJJpE1lwY9tMNtb+b5OMVHVvIVAIFAKFQCFQCECAr8Lf2WeffVb+0045asl6EGhzyDmJo5ZdIt8EFxxdTqtlAp7haCIUEHj9AxdkWAgeOLHeY883wT7HNcfUc4Y943tBAicXyYJ4QuAgApwyylkTNIR8QyhwLs2Ee39O3euLYDbPzyEB2dfMYRHZd05bOMTeq82CulF7ky1G5hsnXQDPGTWzzOGXhSAQlNEhiBCcc94jWIIegqVtvlNXhAQSCK6CVQF8nplEJfvkmyw3hIBANUSkGXABIuJN9pNZbE66+usbgYaMC4Hd0Ucf3eRKXQSbk16cdQEWIkyfJxtNHyUrjrwIHPoHLugny3Q487ASlKpP9msjZ8hceA/JN6SSfY1my3yDtfYidxBhAhbZAMoXbCofsQY7n0WPfK6/EQeIAQTGqAzLEGN0ybuGe8chC7wH+YV8E9SSfYSc+iAB3EN/kHb0h44J/uiVumZTdPqFRPJOZbpf+2W3JKBO/b0DuUhXEZcIITjIQhP8kolR+9yFfJOlQrbnS77pX9l2yAAZe3QgWTpkTDuQ9u5ha8jIkCiaSxbJVwJY9g1mIY/ZHPpJVmSCJAtwrjL73wtokYcCYzovE4W8yDDTHmSozBUkA8IAwUeeZQJrM5KY/cul/5BvyAR9R7YQI7KZBdn6MkEt/Miu9yMvkG+IEwQLXSOj9CUH7SR4RsDpPxMkiO6QeanDQpJv+lAmDqIAeYQY6ZNZdAOpwm73yTd1RwjIbs5+aWRaW+gBHBCMfdtIV7IVAZ3KpMeo/oSBOhk/jF/RM8SV8YPMIG7Yu3596TGSwViF4EGODg/S0Ga6ZHxF8Kp3P8vI90g/GWzqaOLFe2VZWSZJ/9lLfeQeOq6v6SmdzRJiNty9MpG0AfHhPYgV9WJLh9sDaDebSV6Vh6CBM3JXtpz/Z8oWXMhlp/pEXcgaW5ftAuim7DT6bgILKQY/7Wcjybt2s0/9SSD9Qp9NttETv42tcDH+Kidjn7Lga4xlT+jKkHyL3cgEDbzYWIQnPaebk2bhRg4nId+MSQhP7dYWz/LV6IsxWTvZL+S7y/cmFcmn3znUyDP6lkyQjSHBOi75BnvkN70xXuegK3pJb9gbftdMcjSJba17C4FCoBAoBAqBQuDmh0A4DH4fLsKWGLlu8bsvfz9FawaMzKRziARnAqXFuDhCnFnECedH4DAqk2OaAxdCvgkgzZprD1KA8yoAyDLS/rLT7AGCVOIocpBlrph1FoAipGS+cbbdKxDO6Vx9aHPqm9lUgYVMKYGTJSguS6cs2+BQcjYFbBzE2ci3hc58U39BNydW4CZjQuCEEFFfRIUMw8w4J/MNYYf0ylLWxSDfkBcy3/qBpGWyyCOBmGBFkC9LgnOdTCDBuQBQhoI+4uQPA/Vx5FibEK7IAe1HcgjEQ74hgxAMMj2QgAgBfS7olrEkqBKMIQ8FPLCmS5ZPWRI6inwbZr6ReeXAXTAtSJURJahBRNNLARhyUCBBvsg1GYVdn3zTn4Jqzwp+yB89Gy7VErAJ/Mg7IrWf/QI3dRF0I+4Q5QIXgTSy00VvlK9suo1Y8Bt+2hzyDU4w8X4BON2UxQNPpA083Z8lnYJ/WAjk9YG+kGmFCNFHgvJRJ/kt9LJT9UAC6kMBtiBYEBkcySL90E9IQkHvqAMCZpNBci5LEiFF/+hayiB3CA+6h6SgB5Mu8Ua+GRgEyerHNrIDAmXt0X9D8g0Rh+xANGY5Ytpg8gHhqF6WEaszfMgb4ko/hgwi08pCEskcjH65V5v0Vzag78umz5WBWCb3w+ywhSTf1NHYAQNEGb3sE6iIBfJuLEG+hYBGQJJHckE3EF0IBBMTMvdMwvQnM+CXZaf6O+SbtmXj/JxIi/RxD9vnQkawL0g0/Wj8YFuQZ32bCTeTPggYEwHsBbkZyqT7jAPGODZA32jH0D7AQdvITOTIGMjGKlvfIMLgkIyzPvlGZ5FI9MjlXdkjjl7Rd3advxF9Vjeyx+axbchhRCE7wNbSj1GZzd5Bzhdqzzf1hSFbxRbBEPZwoAPkX52RrDJGjUPsH3ISWa2/+nuOsqXaQC6Q2my47HxLeckVuxLnzXgEN/qqrGSoej/8+Siw72fMs/nJEJRlxg+SaTjNNS75xj7Rb+OQfmOntdtEk/pnnz7tCPnmGRMpGQ/IK5kwHpik9G72HXnYJ/1HkW/eyX7SIXKon+DJPrnINfk3PnkHf4JeFfk2jVTUM4VAIVAIFAKFQCGQ+JgvIwZcEvJN8MIZ9cNB5XyNOvGPc8xRkrXEaUIIcA5HLY2YD/kmwEOC5eL0IiFCvgkOfJbMN8GjuvQDD8EdxxEhkWWn6s8Zz9LTofhpR2Z8EXQCJFl06mNfrmyYjogwKytIWJGZbwI/TikctIWDLGDIRv4CPIFN9kGZL/km+0NbBQX2DOrvlRXBtRREEMuxxh7DySbWWdpq3xuZZfackfmjzskGk/0kGM1SKIGzIGhS8kNd0rcCb8GWDZkttdKfIRsRfciWnHYqSED6WVKpboIFZAXZJ+cIMQQcOeuTb8rLfjrJHERAWCIjyCRfSA19QQ4F/uoEHzgm00Qg4Tu4ygwN+abfBBrIXQGitgieRy1vIxNkFPmZ0zy9Nxc5RpAJ8rJ5vGVzMhW1GUbaQPbphkwfARDSQeYbnVKGd8BSpojgUxvdL+CyN542CDCRebn0icAOyYC01i64wkF23aiT/BaafMs7Zajos+y9ls2+ySY8YC/YFfT266UN2kjOXYiEPkmqfPgip0xIWI7V3ywdRvRVFi/sYNTfQ8zz8JaFRq5yAEafnOiTbzJpYDcb+YZEFMCyUWxBf7N3+MpGVV9ts7yX7LrXfkqCZkSqPs7yR/2lDfSDLUROC8wRdkhLS1UROQm0M574DknBlg8PTllI8g2G6k7WyJk2mShx0Q9tk/lEzhHV8EcqISWRIfDSNwJ89lRGIZugnTLG+plv5J68yKJCasnQhLH/6SD58DnbguS2JJy9YRf1G4IBuSfDy/gyJN/UF27INyQt8hJRMyTVtJnssh8hUbUjWyYgSLJNgvqza9pFV/UP+2TMZIvIO+zYrmSWZ3m6pauIfXWhG+wIeWVH2S9lGnfIdf+AALpGxug7ewQf8uOnf8JufwxejD3f6CQ7SmfJNTISMZoJoByagyT1HTnhhCGOZXDpz9gDz8kURtixc+7nlxgn+CDKlwmsr/QjuxdbR2/5VYg3Y7j+oJdwTt+a1JCtSmaUx+4rr3+xRfqbPplQmelwmHHJN/LPZiHNyC0baPKKTJtMQC4qK+QbuXOvlQsmyxBybAVskHAmBHyXcTF7DWqDsZRMaLPMarbORKaxz9/kkf7pA3qRrSMymeG9Ps+kZ2W+VQBVCBQChUAhUAgUAtMgwJ9ZUvLNbLbZXkQExzhB9DA4RsKY7XavrCs/HLVRgYGgMxvBc3w5cRx793KiEHiyn7InkACfE+t7DqCAIQGo5TOCEfXj6CFRBBACKUEGRzWnj+kAQawA094tnEDvQJyNCvZn6jBOoX3MBFqWcflBKnGqOeCcbp3GaYeDQE3dOfUcUZ3KiXev2WTBneAEgcJh5sC7h8PtGdgKaBFSnGpt4rhysjm5yBHvtmzH7Lh+0ibvFJzJfuHUut9n8JEJCGPkmHsEyYJhDq5lTd7lc5kLAihlBnMYCibNiKtjNqv3bP/ENgGeLBFYa2f2u9IewSFSzv452XdKO7InmIBPsKF89fesAGAoT+MoVZaWWrYjEJfZoc9gqT/Ig0DS+wVJ9rUil4JH5JrAyP2CnZx0i1gVCMsCs/k2vPUhbBEispjci7DwvHsFEv0g3yw9EjgHNCCr9T0yTttlnNCLZITInBDsCGIEjggBAavPZyKrBCPwR/4J1mXkkDF6I7tOWeqOSBBU0jOZKQLIvlyrf3RQcI5w1F519Sz5I8fKp/fabl8gxJzgKcua+/1F18ksYt+7ZRchooZLTsmbfkKKsAUyUOCEACRX7temSfcCjD1gi8gFYheesim8j7zAR+aONme5XdqAPGAHZAUJSBH5cMuEQ9KWBZXkhayQB3oFf/YSCaP/yRk7RZ/7BCUiSv9FzxCiISgQEp61bFJdZLeyC8gb9c5BB5Z/IU/YDXrO/qoT4oTMKRN+SF1BMMIQsYAA0JfIP0G4CxZsGj0UgLNjZEsZMJI55tIuxBZdEzhnk3j1hJeMSDqNmGP3kDa+0yZ7jAnSYYpkUMcsB9TXo07+nc0OkLMcGoBMJNcywWBnrIFVMg8Rc/qNHJJLOoOUdX/IUrJCptkJtpEekke6D3sywebrDzLFlrElCAPypXz206QD26E+OQxBXYxn9A05w+aRO8ScsZit0j/6ku2c6cRneqIv/ZAXWLMl6gN7MkF3EabeQRaRb8Yb9dFu95pkMZ6xFd6HKNLHyCUyYbxXP7qP8NA/ZJUNMY7oX7rfJ9/oFtwRUMYCfcsHUH5/EgFO7J12Z5w3ZmW7CHaP3MJgUt0nZ2TMvmxsF73QZv3sf3bTu/StdsLQeIbYltmJpDXusZ0uusBe019Y+96ySOMouaA3/BZ1hT8Z8g66ZKwwRtB1pDVbaKLIuGccSqYzuUDO+o5MxlYEp0xmZCJE/fq6kkkRY79yZN/rL3aL3dB27Yz9Iu85WRQhmGw1/Ut+jN/kEnbepS98jiDUb2QbKYt4Z8PZG+02jhoz+pl7sOAraIvyTCjxZegt4tjEm3YhpY1D0ZuMZcpGzLFh/C6+DJ2qfd/G8ZDqnkKgECgECoFCoBAIAktOvplNTZaPQCzL7IYZIAIw2V4cek4aB2tUNo7DA8zwIjsQZu7hbPnhpHLIOVGcQ1kiAkh/I3qAIcgT9HDoMtMqOOW4mgVFDnL8kEqcVsEuZ5jD7n71lBGgrggzARLHcRInTSAgSEKmIFoQKpxWbUPMIco4uAJxAYmgmhPMmed4u7Jhv2cFM5xyjmSWhnKUBWyyAgREHN449+5Xd+3lhApwtVVgIDgTNHGmBa+CEk61vvMuzwgUZTfB3+w+p1ZgwGEVVMEG+eM5n8FHAJ3lZuqGTEBOqJc+kZrZ39spxIN+EOSoI4daPZCinGT3Iz8Ff/311L4XMFsKCk8BONJ1SH5MaibIkXojPeGNBPEumypmrzIBAUzVCU6WrAm64JJMAsGgfpQZoC8EToJM8iqo0xdIJf0NM212r3eQc3jJ6iMnsCbv6iOQIydkBz7IJn0pKBTkIw5gLxBWZ7Itc2jUEs1gI4AiEwgBWOr/BCwIYnKvvTI5/E3eEDOCboGnAI9cq7s2C6LoNnyyn6E+zP3aEJy8z3NkWgA17D+Ei0wPARV8kVPqMSRY4YAAouPaA1f2R4CrLsr1HKwnIdGDkToKCpUv8ETKytRAHiAE2Q9tHZ6eR/fJk6BX/wm09UnfltBdRDM9UDc6wHYhIJCTCCe6xw5FN1Mv9pBsyBBVDrsnUKf7LnVEHArK/S3QRZohdMm6/8knsgDZwxYJ3GEGTwQJkoduKpPM6TPPkFEyRx7VNYE9UlVQ63P1d78f7WIjvJPN0C5ypO1skGf0j/4LeSGgdi97qj5skfLZaPbVc0gxMgh7BAZ579uKcWyA8ukArPSZsYDNU399r/7KVH96rN1IJTpDl9kJ37N1dBZOSBFyEnIOfmweUpy9Q9x5D/0lRyaGcviK+3IiqPESNuSfbmX8gB/yRZ8hWhBn+kq96BiCjJ7NJO9kxzuMm+qkvp4j395Bp8ibpcT6m3xlr002zFhBjtktbfaMTDh1ogv0jW0kn8gqZXvGmEGv2Uy4yeqDaV93tJ8Ok1PjIAzJePZ9TZ8ax+Gj39hcOOozY606kCc4IO1GZePPJhvaSOeRb3QFFvRCG7VHH8MqxLt+1D9IIpgiQNUj2WlsqbGE7GT/Uv8jvRHRbCg9U2e2Mod30H0kNwzIjOwtuqA+ftxP/9h79lf5xkJ1jd2Hp3cZg9lSbSBrfvq4K599R7SSL/qmjfqU/LKnyo+d1l46oEx6IoOZLupf+PhhB+g+u4OAVU+Tkuqq/+mAcURZPiOX5DnZpOkjfWASAYlGF9SHvOsnPh27Qh5hg5AjF8rWVmMim6E+dDR+lzFnmB04jr2oewqBQqAQKAQKgULg5ovAkpNvHD/OIwees8mhE3T0A+TMzAoMBKvIJgHmqCwljhuHPWQA541TKtOA0+tdHEROGocX8cNpjOOWjdE5fMBBEpndt5SFY8iZ5eiagVUvjiUy0OcCOwEJksr9HHYBl5n5SQO6ZPqZ/RVMwkl5AhDOK+ecw6pOgkxOrqDMe0ddHOngkIwsQYe2CViHF6caUWTW2m/v47wiZrSfowp/bRbEwFmQhWhBzCENOLIcVxeH13s5vYILZcBXMAWjbKbuXg6x9+hDQZssKKRDPxAM+Yag1KdkgsMv8EC4qotnzPzr576sqDMnWlAiSMzS3pmyPCYxD4IkBG82g4YTUiunUmoPfBB+Agryog9gpf76UbBMzmEumFcvQaZ+ziXrgWyQZbIhUJalJWjNEjbtFEQgVcmxAAIOIVaRD0hIzws+kFjqJyNAxoI69pc5zoSD55EZCAi/kXvqLHhRroArWRRkRd/mXv3gXYJ/9RJUk2uBlcCXfgm29D0CSJCejdeT9STY8vcwY4mMwAh57v2WjPdP3tQe9wjMEEXkKPtLpa3Zs052IJKT3dDeUYem9J8R1PaXMLMvCKpMINAvNgPhJetjFDmP1EFie47+0kU61CdD1T8bu9MrAaX/vZutQEzQgywT7/dhMtuQFN5laTD9jR4INhFc5CHBPXLKMlD2iR2CK5nRb55TR/rsb7IQe6tO7iXzbC757uOjjBD2+kO7yISA3fvJhD5Olop2kDOyjWihd+w7O0v32WR9TbZM8AjwjQvD/lUOnSA72Tsw5OMkeq99Anv9S6fgiRATnMNRv6gLHUVQkh84qj89pxdsITJM28mL9nkeaUxGsueh5+DqudhdhIysumSAwcK4Qf6RIcZFfYJwoZeeZRvYZcSs/kAOI6vgAMO5JoxgSR9NsvhB+NAPZZow0M/qFNurTe5Tf39rJ51iD+GF+DJeaKvsU/2l72Hr+5QPJ/UlC96TE5b7/aUsY5B3sWPkcmgflCmjDDFn3FD3XOrMFnsOQRbSDI6jZMhz7CnM0gfBhey6yKh+1g/8C7aRrvT3JgupyR+K3CfD3L0yf/VfMIWN8caPPqXTxg9+jAlIpCVyiR3I3qRwNUFpPIC3dpJ5dhppRc+GEwHaTObIN1tiTGa/+uOqMvloxiT16F9sFlsue1Wf5WLLEehsHL0ht2wnGVAvMqqexjfLrF0yJY0F2kO32SL1pW9smImb4TYVcFU/NpKMe9YEVcjbrKLQv+wWvTHGkhH1gSNckH/q5NmQmpPYibq3ECgECoFCoBAoBG7eCCw5+TYO/JwdAZaZaY4kR2iavbnGedfKeA/H1w8CYtIlUQvRHo605X0CRY6zYEZgLNjwnawBwQIyz2UD6Ek3dp+0nn3yTdBuOZaAA/GWYHpYpmdc6oxwdMCCQElAkKVuk9Zjpvu9w4+6jLNkyb0CBPfPlmk2fJ9gjmwkC3G2+iNQyJD6jMpoQUTCUpArgJnm5NcsUSKn3jHbMt7ItfrMhhFcsp+UoMmPsmeyAergvSHfLEMkr/bj6i9Pm6avkSj0QKDYD9ZTlnZ7FxJruGG5PhZcIlXUfRQhNk2d8kw2zPcO5SOixpG9+bxzrmf1AZzUaRwi1/3RnUn0ILIUuZurXov1vfqnzeo/1zJ296p7JoPGrZf7owf9jOBRz881figLQUeukUdIfoTWpFme3qM9npvt2eCjn2erewicYKi9mfgZJdex7+5HvpmM4jMg3fv7p42Lcf8+pAwyjH00dgzJJe9MJrdJDPoXWUj94ROyq7+Fwkz1iWz4PvZvtvFGP3rGvSZtZAxnQnN42qlxQzvopTHTfZPo2zQYzvZM2qqPh5Nlw+fgCFMyps0w9cxcGGXs94yfccjlpfS7FhrjKq8QKAQKgUKgECgElh4BPo/JPHuCL8mBC+NAICtCNoTZTk60meNJA4Nx3rMy3xNCYUXX0Xs56JYDC3zMjA+X+XBQETeWp8n+QGbZL2sxr1HkW2RjVMArWDKLra6CDEGZffvMfGvTcKZ8Mes+W7Dlu7kC9v7z/YBzrjrPda8AU/aE/s7hDHOVOer7SWR1knu9K22YCSdBpWwQWUayi2TNIYdl0ZHJ+ZJRMmksnyPnozJgBNWwy8mmQ3wSZI5Lyk6KPzkPpiuLjQwJMUl9JpWLyMYkujMptpPcP0n959LLhbAXs72DHOcUURlAsu0We5JnmjbP9kzfviNVLHmUUczWWy4pG28+siH7SnmWR4/KFNdHyG6Zafba658kOq29nkTe+rZRf8q2kzGZJaJD8i0kd99WzAefSes6m0xPWo9JdK2P0zjv+X/t3Qm8r1O9x/HnRDdzhgZJSkohimYyk0ZpEikaaFKSRhkyVJSpCZVIhsp8NYikW6ZQ0qRChkRIaUC53Hu75716/U6Pv/8+Z+99ztn72Of71H6ds/d/PetZ67t+6zl+n/1da4217jmlQ+qJAlEgCkSBKBAFpqYCxTDsvTzPwrc6kdJ/VI5336WpOXxzv1cFC2yWzX1o2ZklXZYllfPIcklLCS3dA24ccDAe19RYejMMvlneOdLSUfvbWcYKMEmQOBi4A7ihLJ+Z1W/Bx9K2+2tZ88v40XY8m4xPdr9Best9xaExFZ+WGXGg1WmAs9tGrjVL7cRRHwRWvRI6ibdlSRL+XFFgXldAHPvFSrmyZuU8mtf6U/DQdg9+weL9bt9N73fbEfhl0OzCRPr4BRMIN8zxShOgD4Cz3Ht2If/saKx9VguAbyM532an/twbBaJAFIgCUSAKRIEoMD4F/Hf3pJ52Or5m566JVECQSGbsFcMZZS8W+zcV6AIkADjLV0CP2ndsbrWRA9K+LZa5WgokybKhtD10/IbffjqDv9W2n5E965S3Nwx3lI3uud7sLzYWV87c6lfqnT0FxKE9iZxsCICJT/uS2dxfQj6SG2X2npq7o0AUmEwF6uRjTmZ7Z3qfm/u1x5hl4PPD5d9pvxioPUfrwAP7p/m30R58tMkVBaJAFIgCUSAKRIEoMDkKBL5Nju73u6f6zb+NiC23c6iDU+os9QGt7NtjM2InB0p4/OZ/NEs6xitCnUhpA2huJxenAeebzfdt0j74fPuYSUq497RbGfDNBuRgYq77vwKWmdYm8yCxTbptwA0I14ba9/9epgdRIAr0FfAfMf4dAN7tW2ffMEu//SLG3qODhwdMVfXoYLmpX0r5d672gPNLMXu1cqzPC9srTFX9068oEAWiQBSIAlEgCsxKgcC3WSmUz++lgD21uNzsEeSkMst5uOD8Rn2ilgRzOtTyP8skXSAgwOLkOMnG4CXQtdtyHEkJdxwnVBxvUyvAQWJ7vDnB2Kl/ln8Oi4ep1ev0JgrM3wr4hQr47hdD3ul+GWTZ9/z2fvf+84sxy2NrT0rLYWnhXTi/gMj5ezak91EgCkSBKBAFosC8qsAchW/2V1pllVW6jTfeeF7tb9oVBaJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBKBAFJkwB8M1Bovvuu2/3qU99qltyySVnPHva9A//OdqWcBTZY8R+Ws961rNGe1vKRYEoEAWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSmrALxmO6wjjjii+8AHPtAtvvji44dvcb5N2ThJx6JAFIgCUSAKRIEoEAWiQBSIAlEgCkSBKBAFxqFAOd8+/OEPd5/85Cdnz/l2yimntI3sN91003E0JbdEgSgQBaJAFIiSz2h/AAAgAElEQVQCUSAKRIEoEAWiQBSIAlEgCkSBqaXAHN3zLfBtagVHehMFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoMHsK3C/hm1O8nOrlJDOnd43mRDMd9TVt2rT25arvZ0/C8d1d2+n126Km+n6w1v72e8pMZtvH1+Ox3WWMnWDnWmCBBUY9xn0Np7pGY1N0/itt/J1s60/vCHE00vya/9QZf4/paW7SdF54l46/J7kzCkSBKBAFokAUiAJRIApEgSgwMQpMOHwDzW699dbulltumQFXRurqYost1j384Q/vllpqqXsleddee2135ZVXdgsttFC38sord8stt9zQKiSIf//737sbb7yxu+2227q777673WNjuwc+8IHd3/72t27FFVdsf/71r39tifqiiy7aLbvssm397e23397uveOOO1r9Cy+8cPfQhz601fPHP/6xlV9wwQW7pZdeut0jGXXwxJ///Of2GTC4zDLLtM+U0x7t+MMf/tCeBzB5nvb4/hGPeET3kIc8pN3nMjjadtNNN7U6ldcG9+iXsg972MO6O++8s9XpZ/q3/PLLtzq1xz1/+ctfuptvvrm766672uePetSj2jP+9Kc/tfvuueee+0AJoOLBD35w98hHPrK15frrr286SLb1V1urndpmPH3uZ+6jr5/RYaRLXcZWH7RXWe3xpc1iRRlt1mexoM++d9FTGfrQVf+0W1ntoId7tFd9xkyZkS56LbLIIt2jH/3opnuV1wbtW2GFFVq/fv/738+IJ9/7TLuM/T/+8Y9W/RJLLNGeLYbVQwtx86AHPaiV9bl6jPvMzjXRJjGnT+JRXYPl9Vlc0FK8iTX9NM+UFwN1+UxZ8U2XGkNaaqPyNU+MsXL6RONqq3t85h7P8Czt1Cex5xnmDc3Flrbrg+faYFJ9BVbVpR3u64MxbTYGNDXGxsUzxVbFdX2uvfWu0Abj7j4xYW6oyzipo2JaefFac3FmY0Bf9dKCPu7rl9ce40p/fdHP8V71jhAb+j3s0hbvFM+hMa0H51n9YkJZ2psz2lyxWHXX+0J57wOaFbQ2L33VvcZZjNS7pua68VafuBbz9MoVBaJAFIgCUSAKRIEoEAWiQBSIAv9WYMLh23XXXdedcMIJ3VFHHTXDOSFx9CX5lsS6JO2rr7569/rXv7573vOe15Ln+vnHPvax7thjj22J9Jvf/Obuda973X0SPkksWHDZZZe10yR+9KMftWRecuxEVony5Zdf3u2zzz7dD3/4w+573/teA1SrrbZa94Y3vKHbbLPNup/+9KftCFifS+B9tuWWW7ZyJ510UvtTwvniF7+43SNJPeSQQ7ozzzyzJbIg10te8pLujW98YwM0EuXTTz+9O/XUU1vd+gwc2ifvF7/4RSv30pe+tEEGAwMiaNfRRx/d+gFa+Owxj3lMd9VVV3Uvf/nLu9e85jXdr371q+7444/vfvKTnzRY9p73vKdbZ511GpDwzO985zvd5z//+QY+aPre97631fONb3yj+/KXvzwD6Eig6eyLtmuvvXb3zne+s4ESx+HSUB9f8IIXdG9605taHa5zzjmntfHSSy9tyfdGG23U/vzSl77UNHKps5+Uq9PXxhtv3G233Xbd0572tJb4iwvaamvFhOSezrTfeuutu5VWWqnVBazo+xe/+MXu/PPPbyAIkKA7CCXWXvva17bxcRLvySef3I729Vz96Lsg/cxzHvvYx3Yf+chH2pifdtpprX6Q4ZnPfGa35557tnoPP/zw7mtf+1qDZ/pJJ2Nx4IEHtvLG7jnPeU6L3ac85SntuWIQtHjc4x7XxtiJwOo599xzWz8821ffxSnmtFG/6fPjH/+4aQP+0LPK6wtguO6667Z4EwPg04knntjK01V5/RATIKL2Pfe5z23t8ZnYEgvaCm4rs8MOO3QvfOEL2/df+MIX2jgrJ/7e9ra3tXao/9e//nWr1/Pf/e53N0hV88Cz11xzzTZu5p04Mu/cq/3GyjN22mmneznTaHLxxRc3TcX6E57whO4tb3lLt/7668+A1cb04IMPbuNuDIz105/+9Da33GcMC5wXQBX/2m5+mFPeIxdccMGMWADyCtYVMKfbs5/97LaXpUNlzAPlStOKzw022KC9q570pCfNeI+N9R8bgMv747Of/WwbQ+9BXy7jLD60xTvP2H33u9/tPvOZz9xnnmmbWKX9K1/5yvaOEePiVp/NA5r45YX3hfeud5N3gjaYR94tr371q9t4exeJbTFS7zdl1AvwgXJiz3uwf2rPWPuf8lEgCkSBKBAFokAUiAJRIApEgamoAE4gt/3Qhz7UHXbYYY1J1TVt+of/HG2nJYqz2vNNdSCTBwFQgAVnxRVXXNH9/Oc/bwmfBNef3/rWt1qiCUi96lWvaq4VySOoJcEHlJTzmWNaJYD9C3SSmAJ1/r7FFls0l5vOAlqeKTn99Kc/3aCEpPSss85qiS5Ys//++7eE85vf/Gb31a9+tUGHzTffvH2mvs997nMNnEjmJZzaLZkFBIAH8AjgAJYky9oOwABSQIXkn9jq0E4J/Pvf//6W7AIfQOF5553X7bbbbi0xlthzsAAL2ulzMGLHHXdssAfQPOaYY5pDDqyhCbBBV0DLc2kEptEdhDQWAAVNr7nmmqapZB084KyR3G+44YZN1oMOOqiNiZ9ts802rT3GxAVyAVVf//rXGyAANwAgYMbPwZinPvWpM2Cde7RTv7UR5AFV9Pdd73pXgxrqX2uttdoYgz+gEN1pJMmnHQiy3377tbE0NqusskoDTUCcukAUsQJUADTgAu3UA4AZh4JdwBitOIPADDGhv+4RE+AR7bTnjDPOaGW0yzjSW1v19ytf+Upzeok3X2IM3DEe2vP85z+/e9nLXtaAhnaKrR/84AfdE5/4xAbq+uBCDIkP2rziFa9oMNI4i1UxBQaXEw8Yufrqq5sOu+yyS4OCxhYsAc2e/OQnN4Anpn/2s581J6P7d9999/Zcl9hSvz6LCWMPYok/c8ZnxhosA7rAWn3+9re/3eLJz170ohe18uCRmBMP4s3PxS9wo8/aaz6CVcCm/vQvfdV/z6Q1ICTezScQT7wCeWCRWAU6PQcUAzXFPBi43nrrtfkExF9yySXd2Wef3YCRuPnlL3/ZHXfccS1mAGNt/f73v9+0oQl9xI3x85764Ac/2AC3d5f4BfrMB5peeOGFTRvx4BcCnjueS7/FlblhDIBNz3TR0JwDImlGTw5gc8zcFzveOWJOn8SDmAb4aaW9NDWXQETvDRDdfNJ38Sh+9QUUN2/cI55pYEwvuuii9q4zn80ZeoHunq3fb3/72+91as94NMg9USAKRIEoEAWiQBSIAlEgCkSBqaaA/Au72HvvvScGvnG9AFfABkgFmAAiEn5J46677togEUeaJBjo2WqrrRr0kJhKmDk1LLVyAQp77bVXS+TrUg7QkIBLPnfeeeeW3HNzSZo9mxMMwDr00EMbOPF8SSw3E2cVQSS5EmHJPAeNZJRjCUQBQNyrLCggGQbYJMOcZcoAaSAPsAY2+LlEFqwBVLi3JNfIJ5jwjne8o0EeybJ+AoA+93MggS6+1y+uJomzZBfoAgm1hy5gBGgCDAJqnGF0kCA70lZ/JfGAIocRMAEaugfkAY04qSTkAJULNFGPOgEQQKPAFeDhOeAraGUMOdUAG/BTWeNYkEd9dD3ggAOaBuClZB6U0YZtt922tYELDdA0ZoCXeKEPyKMvxgAQ4NABhAASoIyjCfihCfi2/fbbN1gHQnH9WELJMcW5V45KugJJoB04LC6BF30GQsSPI4GNH5fhkUce2eAHcOgz8akOZbRDO4FMAEWfgEJwCHyjB530CzTRJk5LcVHLfE1MMWy8QCBwSXvFrnihGWgiVoAp8aOt3HHve9/7GtSiBVBEI3qKX+MpRmhnzIEUQFM8gEh+rn/qo5n+6AcoqZ0AHcgCVol3MEss6rM41R4QypwUX4CRPosH80CfP/GJTzSoSDdj4x669i/9t8yW+838VZc5RgcuN3qKMwBInHi2NgGLwBrwZP5ouz57J3j3cLKai8afKxOE8jlgCRIbKxqC+hyeYD34537xZ67Q073mAf3oQFP6e772aXON5Vj+0dBv80nfjZ93I33Ng49+9KNNR2NFL3p6L2mvOBcfYLw5WsuIzUvtBXz9IsO8Ng/o4FmgOvBrHnDDmYPGH2j2LjCu3mnGXl3G0lwGW7XTHDfXaCsujIP3bPbWG8uop2wUiAJRIApEgSgQBaJAFIgCU12BCV92KomXwEtqX7L5Ft3Syyw9HXqc2BwuYIbEucANcMGlAoSANJI9yT4gIPmTkEtCuYo4TuqSkNeSO44fjpVK/iXREncAkGtDEsotAr4BG9oH7IAXAIpkWxnJMNACErm4UQBC7QIEJKXq5q7xPMu5/Bxg0A8JLeCnTok9xwzxfcZ9B/wo73N94iZSP/cRwMbtI9m2vIvbhyNOEgz8gQ/gWAHFcogBk6CVL8kwN4xEnJ61b5q+gJD6DpgAW2CnOvuXBB8I8nPtBJDq0g9t4nyTrIMiAAEHTYFRkOUZz3jGjHvoSn/3rrHGGi351zZx4B76g7EuUIjjBhDgiAOegBKgABSwTJRTp9yPAKrx/PjHP9700SdgAigALoESyyi57gq+GQdOQHEJGIkXAAPAA8i0wXjoN6gjhi3bBDS4zFy/+93vmpPMs4yjOmjifv0BQMRF7bPGOQZccERyrBXULJH0Awykgzg2/gAIdyDIIY446CqOjAGHUwFK9wHKYJcxBWbMG30BnTwXqBXffg6maq+5I858r92goL/rhziwRLTmG4DHXUcDcapPYDXYa06AooBPgVpzBHQFgIylNvXttv2YK5feW9/61hZX5hqY7T4uLVAMOKOzMtpEL5AKDNUv8eo+GgG+wKq5Jja0Sywou956609/9D9b7Ik1oBJ8qtjz7jHexoSe7vNM4+aqd5Pl14AYjfR/dq5aJipG9MF7onSoeukNJopzsA9INe/p7f1Yv3zwbq1fQnCxgYzqpwcdxJZfdphT5og5DNjSRgxxxKnT0mvOWOVd5os5yE0HgnO9Br7Nzqjn3igQBaJAFIgCUSAKRIEoEAWmogITDt84wjh1JLVLL7X09OM9u5bY9eGbBNPnEnWQqPaB8zPQTILIXQIySRjBGC6zcltIODmTLIcCKTiO+vuNAQtcRb6AGQm6hJzDiSDADjjE/eZ7CeogfFMHGMNhI0nVBn0DLkABrhkOLnCEE4hbiYMEmAOKanmh5BkM5HABD7h7gCBAQxKsDWAQOOKiHYeKhFxZy9tAFvDNz2gFPqqL6wcA46IDmjwHGBkPfOOE4mKr5YXcMrVHHN3BRXBL3ZJ8yfkgfAOQQAtuJn9XF0hnjLnROIvAJQAWYCmN9BkY46zh2gNB9YdLCxAssOXZEn9xo70AJhDhWSDNMPgGyFiK5z6AE5AAgwoWGTN9A+GAHy40z+TWMr7GskBEH74BNcYRsBLP4Ih7a6musRwG35SlhfYX5KAPCCImh8E3dQGoQBgHlHgH8tQFnGgvUFfwjaMPLLHkEgzkfhLzxhF8A+Zo7n7A1niCN2JyJPjmc88w5vTSf7CRe7QAp3b24Rv3J2A3GvgGkBsn4w+AA2RcZkC1sTL/uFJpIE4BJYDNONV7wdJ47jSQF6DbZJNNWly0/eAWW7y78+93tnkqPsE30LEcgd4D4hHoEqcgnDEt+KZv3kUAOKhszhqLio3x/OMhFo0HoDce+AYIiiOQUAxx93HQjgW+GS/vDLq6l6tSLJam3oves5yM4LoxnZ0DJ8ajU+6JAlEgCkSBKBAFokAUiAJRIArM6wpMOHwbFASwGgbfBpctSUQtWeP4ssSJk4dLDVDhDuPUkOi6D0QDroADSTb4MniSIneK+riU3AdEqAsQspQUNJG8AxBA3iB8AydADTDEvkiVaHNFqYc7jHNGcg8cgYAgA2cUIFRJuQHgUAHMABAJPqgAMnLxAAWAQy3LUx60kfyrr0415VwDPUAQAA4c5NKq0y79nTNqvPBN+/QN6AAbwS+QwvNAJUAUmKmDBpQDYsAMybhlle4BLyyFpAdAwzGlTwAlvd0DvoGKteRVfzlsABbPstzWElZJP3eTddPGwHI7z9AmX1xd9Cnnk3Hh9tIGIIJjilPR94BOLU/tx6hludyWdDPmYsP42MSew6zvACz4xoEHutKDQ5IbDaQD+PpXwTdjDKQCtrQCj4FhbdSnGnvxLN78vJxvIJP4AWQBbF8gGwAHHIFv4Jo5AoaJDVqaI2CRPtC1ADfYwzXInQfg0gt8A1vBzpHgG43BXoDOckmxIs77sHEYfCsgOOxF2Xe+me9AqHbWYRo0Fuf6DzaCP7XPIxDLIWt+19wHNc0RS06Bc/s3lmtRDBrrQfg2uJekd89I8E17ucAAeFCTw8/YjXcJZh++mU+g/midb96rlsaCYt6BtOFK8y70XgEowWHws+o0x5U3T/bYY482z70/9Jf2gKR46feHbt6lfhEivvv7KM7r//ilfVEgCkSBKBAFokAUiAJRIApEgYlSYJ6BbxJWMAR4kQwOJqwSerBAsg4MADAcPKAPd4sEUaLsPpAAPJOwWl4FkMwsAZbkSpo5Vuwdx1UH5gFooIy2STD7y04Jxy3nPu223AvoAUXAAIkuuKRuwEK7LaFVDlDRNq4SAKZOMwTkuIRAJYk2oGJ5JPcQ6CChrvKer446AZFzDvgAn4Ao9ykLzgAR6gVmxgvfwEcwgfuKPtpuCZq2ccNI2I2PZYYgjwtIk8Rz39BIWyXpIBX4ARAtv/zyM5YEAgIcTcAN+FbQiYOHQw0k4k4zDsBQbaIPXtlvTRvBK3UCQdoCXBoX46+NXIwATTmyAApjpM0AqtgbvMA9rkIQ1hip0zhz59USUvfoFzgMarjc59ncixxBFZ9Vf8E3ANH4ij1toaMvbQXtyhlW8M2yU64sQBNgBE0sw7Tnnr5bhg22iEPwDYSiv/ppJq7EkvjU3loWWsuHwTcgmCsU6FOO3hxTw+AbbYyxvgKHACXgWHsL9vUcz7JTc8mY6z8XpzEDecBS7kYxVfDNclbxwzUoxvrON6DOnPWOsbwUfKOfq+Bbf9kpjUeCb4PLTtVBU45CetAPnAcK+yfYjuXFPtZlp/T3zgKova8sjQa6gXoxU4deeM+JCWCY61cMmx/mmdjVD+MHvnEbWmbrXQvUiblcUSAKRIEoEAWiQBSIAlEgCkSBKDA2BSb0wIVhTRut842rRLIIulleJhnnyrCMzJI7AAZk48AB30AxSS9gNBr4Vs43gMxG9hwwXDuWGoI1XDF9+KYvQJFDDgANcA240T5wzZI0EIxbCrAAEEAwYMQeZy6JLlgBChgIrjuOGYk98MJtwsHHdQTOKA+cAFESc6DJswCG2nsL+LD3EpDEoWXfKcsyJdEchuOFb8YJJLLMlp7GAyDkHAIUueDqVFAuK/0B3wA62mknIAHScN6AcoCXfapqP64+fLPErZxvoID2AwvgG+hSe465V1sAS8tqfYEOAA0QZfztu1fLTjkKnQIKRIAVynJE2TgfoBgG30A9cIsDTL3GkAOI86p/gW9AJHeaegA+YMj4cDza56+/DLHgG7ghVoFT/QFLwA6xRcs+fOPCs/cdTQvqiAXxIa5AYy460Mj8AN+AFN8bN1BG/HApcZPpU7mzCr6ZP5yDDjaxTLr2OzN29Brc8037gU3tN24AmLGyDHVw78DBZaejcb4BneaV+QEMcmd5B+iXeWJeFHyjPfhGC9Cz73wzz8CxPnybk843cwQArZOFwTfQ02WM6DvsMo6+Bn9BoLyxsOx0NM43YNI93oGe5wIXaQwk+rs2gm/ccN4z3nViQf3eY95HnKDmbeDb2P4xTekoEAWiQBSIAlEgCkSBKBAFosBICsjVrELDmuSx/e2Xpk3/cHi2OKQ2+ylJPMErIGO0l2SQe40ra2bON0tE7WsGCHBeSfJBF0m/pNrSOj/nrvIzLiWOIEkmB85onG/uA4nAK9BCom55IegnmR2Eb9xJNkH3uSWD4AYQZS8whyEAYcCFpBhAADlAJ64koAqcclgA1xYdQBob+NPQs0E/sAjEAwJBB442gEF58A3U4yDjsgLXAB9wBhABxDhVLAUFj3xeJ3mO9cAF/ecmBK6EBYjiVFFjALJYjgc4gS70LvgmsEAZmugX8GP/NPDL9wBYLTsF3yy3NGacYn34Vs43cNI4GOu63E/n+gIVaqkoBx2AZCwqLmrcgD9jQ3+gDugatl8VrekLSChrzJQddEWBb060VSfoCdyKDTEibsVIwR5tL/hmnzBzho6eD+qKdTCQg6uWbnJ+6ZefA4qWEJqwdKIxuAtQAXFgSsE3rlCQhXNQWXHFzQkMc4dZHlpLc2vZKVDDFcc5ZV57XrnmBuGb+s1/+y5yk4GGXiqAGddc/yTT8TjfwCP7lnGhcniKZSebmiscXOa/+OovOzUPjNMw5xs4p9+ckYPwbXacb5yGIL53GdAK/Bo7QNi8AXkHX6nGm/7aXgeMVFyX861cvLM6cEGccmOKBTEAoJpjdZqsMaY/+MYRbL5Ygqs8KCx+jbc+mDPgG7BpfMV9vdfG6+Qb7b8JKRcFokAUiAJRIApEgSgQBaJAFJhqCtwvnG/lBgLUankp6CA5lRxaNiVZ5OQBc8APZYEcDjQgbPDABUvowBiAgDsH7PI92GFjf+4P8AFI4vbyPGXrtFOBwHHnOfZbk8Cqh0uFywlokfzWMkJJPSeadhaQABTBGckut1CdeMmJAnhw84FXwAkwCb7YP87zONjUYymYJZbAHLjGJQcASfTBEgm9JBvwst/VeJ1v+st1BApxoYF3YBunDDca+EIbGgFdBd/6p52CDAAFKAQS0Y8G4IzynEKWEXImgascZz5XlmMLPAKcON8soTS+QAwooA21bxmoRSd7yAEzHHug6rADF5RVN/igDfqmX+BTLSn1czEA9OgvOKh9g/uZgRecZ5b4csYBhOozhvoIFnFszey0U04tbjnONzFVBwrQv7/nG8gpXpQR2yCO9vTBSMG3/oEL4ljMiVuOTDEO0Fb/7QtonEEpYwc66q84AlqNCbjbP+2UO1M8gHKgE+hLe+4zQNH+fAW/Z+V84yzUbv02f4xjwTfx7qKPfmiTNrpHDHD8GWPxA6YC8jQxF2hEd04ywEmfANJyps2JPd/MgTpFGYQEST2Xg1U/jGkfvhkrbaoTnQdh7lj3fNMXWpkjnms+gK19t2Ufvo3mtFNAz3sI9BW73m00rfHkwDTe5i3Ib5l0DlyYav+ZkP5EgSgQBaJAFIgCUSAKRIEoMLsKzDN7vg2edtp3qkkSJbASZhvkc2RY8icxlNQCMJxDwJaEHLCxtxPYBASBJmBCAQZL5wADAM7SSWAG7OII8XdAC2SQaAIekmquIiCvD9+415wMaa81AAA4UVY7gZe+Y0l7QCAuNQ4hzhz94tLSbn1QP2gDvnEngTZcb/bdAtUk1BxgYB3nChgl2Qb9QDHwTTvBt/5eZJxegIp2jtf5JtDo4xnGAKDi7CrnIYDFzQZc1iEKg6edcvfUVa4ejiBjRC/9MmaACrhTpyjakwzAsZSW40y/gQqOSfdYBgp2lG1T3ZbngjD+NMZA0DD4VidxAkucfFxGNLcktk6YLfjGSVXwDWgYBt/ALP0HfEEQcUR7y6BBLvUCh65hp532D3AYnNzDDlwYXPrav2cYfNMnQE38A7Zinb5+DlgZY+0FH40DWMqRSEdOUuVApT58MwbiQZyaf6Aq5yUI7kRR7tEam5k53+gMEoOqYlo8ifeCb5xq5lhdxqwP38SQeWScxD8HHjjEzSc+xYDxEzfmj7ZVu8a659vgaacAd504bFwBSvV7j4kBIJzTcPAyp8WyOT94MursnnY67B+Hgm/ApPen94Hx92zvCdqIDRDZe1aM08+81C/xbX5UW93j3e2XF8C7X4D0nY6z+w9U7o8CUSAKRIEoEAWiQBSIAlEgCkwFBSYVvklYJfQSNwmexB5IAWPqlEoJqMQVKAO1uEXAtFq6yQUm0Ze8Wkpms3GOD0u97L1kCR9XDGgDEAAYXGYAg3s4dOxFJumUuLtfsu8zwERiyfUEtlg62odv5e6SrEq8uUw450AzbpZKUCWt4CGYJ/kFESwPk3jXAQMcfKAGMGeZmPIcS+BUtV/9vuda0lagCzwBJDiWLCWsAxBqHycJNnAC/llKCzrUKZSgABeRLyAGHATUtA8E8jwwpVyD4JQlklwunGYSdJCQlrRwGiJ3l/tADzp7Hqhjz6na687E0S76GldjCajVfl1OieVyogEoClpI+MWIvb0cBODiMgQPgFe6AZRABtBCV0t09cNyURqp3zOBUmAOYKoxcg9YSAOOKADTOLg8H7QBoYAr/QZWOI3EYy3DBXUtafRzEJVTiHaArLHXZ0BJe8UcOCZGxR7HEJeY8TN2ww4cAWrBKfFPB6ADbC3HX/+F5Flcd+YWHcBJS5TpoT32Sqzlv/QAnbn59OGMM85oALFgtrjRRs5Nz7O0GnwDv8w/cWdumR+cbzSxByHHlFjQL640UKaciOLXzyzxLseXuQ7ugqRiFMwRu/bR4/QTm3U4hP6ZM+CbOsUEDS1/Nk61bxm4Jva1XRwaZ+DMOwOs0z7PFa+ci5y14lwMAqXuKcjqfcXlBerRTMx5r4Dw3hF0cmqvdwWQXvEzln8oag9DseG9YX6pl6bi2DtSfIgfgNG70TvBmBgz0M/z9WvYHnLAKBcbIK3ftDL26rK0tLYAECviyxzRNz831uZhnfJrXpgz3ITGwHtPXPSXtI+l7ykbBaJAFIgCUSAKRIEoEAWiQBSYqgpMGnzzYK4JQAS4AjckueAECFCb5HPeWCbHtQXEWIoGUnERSf79DEjw9wISAIAkG1ACiySykkLJsOBIlHkAACAASURBVKRZYi7xBIQk2RxWnB11+p96JPJAC9DB6QWWeS4HVv8CBwAUEEiyK+kGxSTtlfzqq0RaH4AAwKegiWdz74FynEMSXvdKkgEk8MolQaaPNgGL3H32PgMo1C05Bk3ACeCI60p59QBcQBVwoH1giCRefz0DxOAw4npyn7ZJ5O2vBoLVKZ2ScEk7CAaOAFgSf38CQPrN8VWORCBFWbCAbnWypP7QRN+NjWdI9sE2wMfYlLuG9sBJgUAgxpJe0IFLDSwDfkBT7QW+9LmW+Vmi6sAJsQZi2DPMveJMnbVMsw51oBGnlrEA7LQFUAE3aQgygEAAhOW+NDZ2NOQAMw4gE9eQcpaFag9wAioBhDSynNm4iAfP1HYxZo86sVqOvIo1SxaBjoIgwBUXJZBXTrp+XIoPB1uIa88FPgFOce0C5fRH+0E68wA4FhPAGB2VN89APzqbp6Cyvng+jdVvDosnIM0SaeAcBBMXypjL9HIvHfXZWAOBYHbBQzEBfNFYO2nomea3Pd4AOHFBX/Nb7IGdtKeFcTPn9Ms9YlSfQCUaGwdj7v0ChtaJt+ryTjB/gGVw0tjSFsiinXrBOaDRF33VT3sQyrzUDu0zh4HX8eyNBuRpL3CtPnvniX+XsTBeYki7xL1209NcozvNQEP9HoSy6gZXtZ9j1+VdRzfArJyt3i/2XDT++uGZ9AOufWbMaEc3723wvn45MTunu07Vf2TTrygQBaJAFIgCUSAKRIEoEAWiwKTBN1ADHANzJJAAhgRXcsx5BMaANZxqEvaCaBJan0safQZ8WabmXrAEnKmTMiXbAI99mMAAyaJEEmCSoII4LhuZS/LtDcUpI/HkbvIsrjZJKbgj+R88vRHI4SAC3wAcByoAKIDT4OX5kl5OMVCiDlkA1iT2kvZyVLkXVOMgAnUkzUCkPgI12srN5MveXcCeJB0o4wIC2CTCQIJnAlXcPRxr3IXq4ViRtNOxfwkKiTwIBOQVSFROAl7OJHt8ATcgC109EzSRjAMCIIh7ZnZuBwADGGizmODq0y7tBgvEhX7TggOQKxEcBITEBYhEPxCAJkCIPadoBCjZF437TD+BWpBxpEsMGTdtAYvo57kgmRgCplwFpmgPgCgDmDh9E1TSZtCi4IWx9RmwBIiAOkAKLcFP99PIARBchyBmHTZRbTVHgDe6ihuX8TEPxNugywm0UR5wNO4+BznBVzFgXgBU4ksfnHoKrvoebAS4wCWQistKPeJc3407+EJPceVZNAfZOLD0Qz0cd+IW9DZnPZ9TDbAetgSz+gpYAqbG0LwSY8aFqxI09V4A6OgHJJlX5aLjZhMLHGz+1Hd6eR6dtc0pqNqiXy5xo2/eRcoZC3qBXMCUeSmGxIH26JPYrMt7Qh+Nq/HzrhgPeFOfWAcBxZu4qVNL61naVqc9G0eQTrtrDpurYqJOMe3HOqercfQ+oWmdsGvMxKX3EndbvYs5+4Bi7zy6iHGag63erX6JYIz0GWjuLwnOP61RIApEgSgQBaJAFIgCUSAKRIEo8G8FJvXABQ+XXA7CGUlhP3lVpp+ESozr8/799fM+iKglgVwkknRQiUtHMj1YR7Wj//yqX531NRhAEnwOLkkrcMC1NNLpquqTYIN2ynPy1f5s/X71k22JvvaDCOBa7anUb09fh3779al0Vmf/Gf2fD5sUw/SUdHMZgi2AiDr03TMBo3LbDI7ZSJOu+tAfCxATTOAuAssAAcDAiaHAAmBXOhpTQIiWyhsLLh66ggMjjfHMXgKD8TcsTmdVpq/d4P3u9flg7A9q0W/j4Dj2x3JYrM2qfOknroybuKoltDUP+n0YjK9++4eV7/e5P3eGzffBsRip/MzeC8P0BpvEprjgGgRqxa5lowB8/2CAYfE6OB4jva9qLGb2jhjLPzql0UjQenBcBt+Nw94j9fzBukd6lypfcVrxpT3eQXTlxPQe8ssK8228sHEsuqRsFIgCUSAKRIEoEAWiQBSIAlHg/qqAfIpxxXY9TB21/3jLJ6d/+M/RdoxTiRPG0jIOkHntkjRKPCWJ/ZNP50Q71VtuJMBnJPBWz6ok1vfaMpbygwBiTrR/LHX0YWQl3NX3StbHUt+wsqWPZ0n0LXUD3kBTjkTOxjohVRkaFhjxPT1Ho+vstvP+fn/pPNkxNbd0rHkpPrn67N/I7cfNxUHZXxo+t9owFeulK9hd79JZvb+mogbpUxSIAlEgCkSBKBAFokAUiAJRYCwKTKrzbSwNTdn5UwHgxKEclo1aKmlpK/jWp8TzpzLp9VgU4JC07JeDkvvV8lsnxQ6eMDqWOlM2CkSBKBAFokAUiAJRIApEgSgQBaLAaBQA32xTZSumKe18G40YKTNvKmDZLWflNddc04CJ/bX6SwbnzVanVfOSAtxalkx72dm/zIEE9nzLcsl5aZTSligQBaJAFIgCUSAKRIEoEAWiwNRUIPBtao5rehUFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoMA8oEPg2DwxCmhAFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoMDUVmKPw7bTTTutWWWWVbpNNNpmaaqVXUSAKRIEoEAWiQBSIAlEgCkSBKBAFokAUiAJRYAwKFHzbd999u8985jNtG6S6xnza6TnnnNM9/vGP79Zee+0xNCFFo0AUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAWiwNRUAHz77W9/2x1++OHdbrvt1i2xxBLjh2+nn356c75ttNFGU1Ot9CoKRIEoEAWiQBSIAlEgCkSBKBAFokAUiAJRIAqMQQHw7aqrruo++tGPdp/4xCdmz/l2yimndKuuumq36aabjqEJKRoFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAWmpgJzdM+3wLepGSTpVRSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaLA+BQIfBufbrkrCkSBKBAFokAUiAJRIApEgSgQBaJAFIgCUSAKzFKBCYdvd911V/enP/2pu+OOO7oFFligW2aZZbrFF1+8W3DBBTuN+e///u/uD3/4Q6ecny211FLdYost1r7383vuuec+nZo2bVr3wAc+sHvEIx7RPehBD+p8f+edd7bn/OMf/xgqgnL1bAX+/Oc/d3/961/b8wcv9S266KKtLf503X777a1+7Rp2Lbzwwq28vrnuvvvu7uabb27l9XPw0v6HPOQhra8PeMADWvlbb7219WNYeWWUt0kfnbRb+/VjWHlaa8tDH/rQpvv//M//dH/5y19a+f/93/+9T3uUWWSRRbqHPexhTVt13nbbbe0Z2jZMI23XZ/e5/va3vzWNhmnqc+VqfH1PGxqpfySNtN9zjIl6S6NhY6APNNJvfxdz+jAsJtRXMVH1054+7ht2Kf/gBz+49cH9/TH7v//7v/vcYpycaOLL3+kuptU/bAzUqW7P8CxjRn+aDqtfeW3XZ+XVKU7/+Mc/tnsHLzGk3LLLLtv9x3/8x4y4ptGwuFb/Qgst1OaN57hopLw/R9Ko+lwa6fPf//73oX2gy9JLL936XHFaGo3U5yqvD94PpdFI86Y0Ul4/zQNfwy7tMcfEnfarv94VI80b8UYjz7/llltavPXbrh71akeNrZ+5lKsxG/auU8Y7SJ/VYY7VnKezeKmxFI/VVvf5TF+0W0wYg2FX/12k/przxp4O/tRe9ficdtrq5w9/+MPb86s/Qx+QH0aBKBAFokAUiAJRIApEgSgQBeYzBSYUvkksf/GLX3Sf//znu29/+9st8XzLW97SPf/5z++WW265BlOuvPLK7iMf+Uh3+eWXt0Ruu+226zbccMN2n43pbrrpppag+pLgFUB41KMe1e6z55yk9Pvf/353xBFHdD/60Y9mJIrKV+K70kordTvuuOOM/em+/OUvdyeccEJ7fiXBVb9kdJ111une8IY3zDjJ9Vvf+larX7skoYT0BRho01Oe8pTuta99beubtl599dXdHnvs0f3qV7+aAeD65YHDnXbaqdtkk01aUv6b3/ymO+igg7pzzz23gRN1KK9uzwD3dt555+6FL3xhA2Q27jvxxBO7Y4899l7l9UF5yfpzn/vcbpdddmnwB9DQ3+OPP74l4v0+Ky9J1+f3ve993SMf+ciWXB999NHdySef3PoyTCPjZLye+cxntrZ+4xvfaGN9xRVXDNXoqU99ave6172u23jjjVubf/3rXzeN9L0AXGmkTTR6z3ve06233noNQPzyl79sGxXSSLlBjfSBRsbA37/zne90Rx11VPfjH//4PjFhjJ/whCd0b3vb29oYeN4FF1zQHXPMMd33vve91v5+/cbByb4vf/nLu2233bYByuuuu27GmAFqFRM1ZqDYq1/96m6rrbZq4wFc7L///q1dBVDc049rdXvG4x73uAZyHGriWOICOoPzwBiII+VBE3XTyLxRb788+Lnyyiu3efWYxzymfX7GGWd0X/rSl7qf/vSnQzV60pOe1OYsjVy0/+IXv9hdeOGFQzV64hOf2G255ZatzzSlkT5fdNFFM8ByP67BHTHxspe9rMEisan8f/3XfzW9StOKa6Bn++2371760pe2Ptx4443daaed1jSqMas+17yhkbh49KMf3WLoK1/5SmfJ/OA8M27A5Ate8ILu3e9+dxtjOpoHp556ahuzmgfK+jK37HlJI23dc889u8suu6wB1hpXbda3DTbYoHvFK17R0Qi4chlXY3DooYd2N9xww4w++KzeLU6TfuMb39jmw9e+9rUW09r+yle+ssWisfdsWvuMHt6J5ubmm2/eNFW/+Nbmflwrp8/vfOc728E5X//619t75dprr+1WX331ppt5q5z+q9u7U2z6fK+99mrjUABwPvv3NN2NAlEgCkSBKBAFokAUiAJRIAoMVUCOho3svffe3WGHHdZywrqmTf/wvhatEYSUKI5mzzdJ2llnndUgxfXXX9+AEAj2nOc8p7mY/vM//7P70Ic+1BJCSftrXvOaTsL/+9//vgO8JHy/+93vuksuuaQlrBJBcAjYeMlLXtJAlITymmuuaUAAlKqElstHgvjYxz62gT0Awd8lxRJkoE6btNGzll9++e5pT3taqxOYAaNAPhcABfAprz2ADscK0CMBB/dAKKe/ggDcIcCJfvj62c9+1gBY1ckpI9kFQySu3E3qBwfUqy8cRj5fY401mmPpec97XkvcgSifASbnnXdeA2XKa5dEXHn16zvw4F5OJX0GQTzLkbeep4w6JeCeBSRw8hgP+lx66aUNCoAcwA49nv70p7f6gU9gwHgIHRANuFIWCPjJT37SwCONAEbw6lnPelZ7DnigHTSiP42Up9uzn/3sboUVVmjASntoC4TQD/yhkf74O620X8yASzRSvz6LBf3VLq4fYEE76AMYAMBA4IorrthiSD9/8IMftPq1zd/F6Prrr99io+JDjIihgl0Arj6AicaE5kCPGBUTYlbsAozf/e53G8BVv5hwr5hUThyYF09+8pNb3/URvD377LNbTKtbn3xGd33Rb+0zHrRW3znnnNN0NMb6oB3gsP4COFtssUUD4fqgzRdffHGLb1rSyEtBeWPtS3+00SX+xZqXiPGgL7hjbokh4yY+1lxzzVYeQDvzzDPb/ORypK1nAlHq1jZ90WcaGSfgDYw3980zsSQG1CsO3CtuzTttVie4bx4ory/mO01B2NVWW63do7zxFNPeJ/QyfwC2mgfmvrboM31ANH1Ur37qh3lTcew56l933XVbf0E6sE5fxaV6PUefjbtYANLM/XI3ik9zS9uMr3Iu70oxrR4aab/x/NznPtf66+fenWLY/DMfPvjBD7Z4d+8OO+zQ7qPR+eef32JJHHmWd5R2myvG27wxD5QBV8UB4Lb11lt3733ve9s754c//GE7JhtkF0vANVDsfqAwVxSIAlEgCkSBKBAFokAUiAJRIAr8S4E67VTONiHwDXCQHO+6664tKQQJJG0AANjBpQNIaBiXk59LgN0HMIE0Es4jjzyyJZ+cHpJjSbi6/ClJluBK9CXLoIDnSRgBPc4pia4ksZapKicpBVB+/vOfd7vttlu31lprNVcNgOVeibvyrlquJnmVvHOcSdq5dAAHwMqXZFlfaqmXfgAJXGeAxdvf/vaWEAMt+sPRBvzU8jnwQRLOqSLRlxS/6lWvmuFmU76W54EzIAuNOH9AFIm4PteSWZCl3C76XMvKAIRDDjmkOYi4Y8CiWjpbiTR93OMZ+sxpCKq8+c1vbvCqNCrXS18jY8Zh5F4aATNgEU09h0YF4GgERCkvJt761rc2AFfLkJWvJYDGS79ppP0gB6cS51QtYSxNjVXFhHJcfWIGUFB/xUS5kLSjygNXxgA0cR/gRkt9qKXFxhgg8hyACLDgFFQeRDO++ltLiwHNaj/4dtJJJzWwBtwA0uWkomstU1W3Z4gPMQS6lIsThFO2lrWqX/laFggsgSUAiz4Dw7XU1hjTVLwZZ/0Gb7UdFNtmm21an2mj/tKIW1VZY2A+f/azn20aeaGAmvpLn1qmSqNa1gqKge1gnOcYA+V96UfFqfbXMnJOTeAIPHvTm97UYl97zLPSSB9oJJ7MS+8TUBJ8Ko2MnfJ0rHngPu8fUJojTRzVvPEMVy3ldY+YA67EnTlgboJQ2q5+MS1u9tlnnxYPoDN3mkuf9MWYiI3Xv/71TS/3mDfaT1vg1C81XOqpJb+1LJfm6uEwpbG4AcCMJfD36U9/uo2n95hfZBj7Wi5KU+9G89gzzX198A6lkzHWT05Iz9AmMXPwwQe3fnLEmaPeY0DdAQccMCOmsuw0/4kRBaJAFIgCUSAKRIEoEAWiQBT4twITuuy0aJ8lTNwTwIPEvYAPePXxj3+8JX0cNeDbi170opZc9y9OGAmgRBS8AgVGuiTg6pUcS065TLhARkoOJeAcXoAgp4zlZhLOkcoDHJZvATMcXpaicgXNbNkVR9cXvvCF5mgB+QAyoGGki4tqv/32a0kurSTSMyuvz/vuu29z5ABplssOath/ljHg9LNkzFJZSwTL2TSsTZJ2fTY+HD/ACQA0M40AEIAAeNF37jhJ/kiXMVAevPjABz7QnEczu8A07QfrgBNQdiSNABdjJRYscwRxytk07BkmCVAEUgCzlmkCJrW33bB7gFLL8SxbVZ5jDzAZ6aILhxHnn7LiYmZjDKCINeU5njic9GWkSx84Tj/2sY81h5M+gz0jXcCjPtAIWAVAuTRnNsZcUuqn0Sc/+cnmTAM+R7q48o477ri2dJG23F8F6Ybdw2nG5QV4gUTeIbPSyLz85je/2UC6ucxZN9IYi2vQELS29BW0BgJHusA3yz7FnbaAXuK6Lpp7xxkb8eNzcxH0897gtjvwwAMb8ATUzbuC++owxlxlnHP6Caj7RUTfVQaQgmDmlDn+jGc8YwacB8yARIDNOAJ/IFm/fRym2g7SAqwF7qqMNgCYILL3hHbsvvvuzQnsFyC0AgkBx0996lMN1OpfrigQBaJAFIgCUSAKRIEoEAWiQBT4twKTCt/AC9BBIgfiSH7tUcT5A7ABa/Y0C3wLfAt8u/drK/Dt/g3fjKb3nV8iANPef/Zj7APU0cI3jkkQ09JgIGyzzTZrEI9jDmy0TNZeg8DaeOEbOA+8ctFZUgzcAnLe3wAr52bgW/7TIgpEgSgQBaJAFIgCUSAKRIEoMFyBSYNv3FL2R+J+4vzgMOF445oB3CST3GqTBd84fSTEo3W+WbPLdTW3nG/cU5xvllOOxvn24Q9/uDnfXvziF88TzjcwlWtpbjvfOIFq4/mp7nzjdrJsc15xvlluWs43yzfvj843Ljawam4737yOvXwtHbas0957HJ6WhdZV8M3nwNdIzjcQjMvNslLLuwE28M2egJbOeidx1o0E3zhYOd/cP5LzDSCsDUEtmRVz3kfcnFy+xj7wLf+ZEQWiQBSIAlEgCkSBKBAFokAUmAfhm4TTfm027pbIgXGWO3Jw2DsKZJpT8M3pg5ZGZdnpfQNhvMtOLVezNHe0y07BN/tGzSvLTsUXZ9Bol50CmnXq7txYdmp5oWWknEXzyrJTGtn/b15Zdmopsn3xRrvsFLCy7NTBBvPSstOahZbQAveWatZegn34Zt9A8G1my07BN0ucLZkVP5aZqs9ee4CaZaKWYs+O8w08t/wY2DN/LQ+2xNSSfEtrHUAR+Jb/zIgCUSAKRIEoEAWiQBSIAlEgCowM3xyoN2EHLnB72PNNogm+2cPMkiabg0vy3/GOdzRHiKQZKJtT8G0se76BgfZ8i/NteNDUnm9ghk3yRwPfJO/AieVpcwu+CWLuw9E63+y/ZQ+t0cI37kMHQczNPd842exJOBr4RkewxbLtubXnG40Al9HAt4lyvoFvDi+YG3u+TaTzzexyGrB96Vz6Y8+2Pnyz59tonG/gG/jFoSaGOOWc/sz55l1W8A1Aq8t71p5vo3G+mb91kq7tANxnf0juRm5lezQGvuU/M6JAFIgCUSAKRIEoEAWiQBSIAiPDN6azvffee2JOO+3DN5uTA2wOIJAw2u/oXe96V2fjdqf0zUn4FufbvQ+t6IdDnG+jO3BhbjvfHLhgA/8434a/rBy4MB7n2xlnnDHPHbhQPfRLB+POgQlic5L14dtonW9f/epX2y8swG0gzqErTlAFl4FTy9Vn1/nGPQhsg89OrLY010nQTtwNfMt/YkSBKBAFokAUiAJRIApEgSgQBUZWYFL3fAPfJIaWMDmt0t5BljKde+657bTEOQnfxuJ8k0iOdc+3uX3aqYTX6ZCjPe00e77ltNP+tJ+o006dVswJlT3f/rWn20innRqbu+66q73nwCsOMk7SYQcujMb5Br55B3mnepc6TXX55ZdvS1D94sF7Y3b2fOPQc6r0Djvs0P3mN79p/eJUtowcQOQWjvMt/6kRBaJAFIgCUSAKRIEoEAWiQBQYrsCkwjfJIchlk3HLpFwOX7APkqTUkrfJWHYKvlmqZT+z0R64MLfh23777df2xRstfNt3333bgQubb775PHHgguVwXEtz+8AFy04tsdt228C3yYBvdeCC+Xt/PHDB0uWLL754Qg5cuOyyyzqwEsjacsst24mkfgFR11gOXCj4tvrqq7fDFlxOPgXsRwPfgMBtttlmxAMXwDfj6X3dP8jEO+nEE09s8M2Y++WJ/eZyRYEoEAWiQBSIAlEgCkSBKBAFosC/FZhw+Hb33Xe3ZaX2tFpuueVaMmcvIaeellPEUiugxmbh9i2ydMp9llRZTuVEP/tdOX1vu+226yScktZlllmm1QPkSSYltXfccUdzf3jeIoss0pLcddddtyWoSy+9dPtTeeVuv/32do99vfbYY49uzTXXbO67xz/+8e1eJ/tVYqt+p/45JRCsO/bYY5vjBCRbYYUV2umtvhZeeOHWL4m0ZXP6cfnll7dTDiWu9rizt5x69Ud57dFP9dtf7dZbb+0OP/zw7pprruk222yzdnKhBFh/lV9ggQVaeX1wj2dZtgsiWMJoqZi6bcCuD+rnjFHeklP3AHWHHHJIS76dkMrVom73qd9Fn9JIn7nxaGTPNHtJOdCiTj9UnjbqppUxsxzO9/vvv3+37LLLztDIKbc00ofSiHtK+RtvvHEGCDW2fY3uueeeNl40MsaS/5tuuqntc2WZnXaXRvTSHv3Vh1tuuaV7//vf32Jgq622anvXaYf6/VnwQnk6XX/99W1ZnzGrjfH1laacmy66cwIByL/97W/bEtJTTjmllV9nnXVa3WJCee3RZ3qoH5Q86aST2mECDnPYcccdW/s9Q3lAQ/36oCytABflHVJiHy59UdY9yqtfeW2iFUepg0zA7q233rotcRR3NPIscaHtpZGTY2kEkgMzlh2KiSWXXPJeGtUYcESpn0YglnmpLfosNkoj7deuq6++ui03P+uss5pG5oGy7lGeRuK05kEtqTz//PO79ddfv7mwtFt7lC+N9MEz6HXMMcd09itbbbXVWpz2NXIvXeivD+7j2APFANwC/zVvtF97Sh/z8pxzzukOPvjg9h4zN73Tah4oLw722Wefts+lferUa1y077TTTuvOO++8BvnBYgfN+Mx88Tl4pn4xZGzUY6y0h076S0NxQEftAMhKa/PCkn5L+c0J7w37A+pzxbV5Yx571hZbbNH6YJ55jnmgDs47scP5Ji7rHUVf70rPd7Iq8OoU1HpH5h/aKBAFokAUiAJRIApEgSgQBaJAFPiXAhMO3yR7gMGBBx7YEmGujA033LDteSQBvO666zqnYtqnyYmGkv5VV121QRXLsyTJEtkLLrigATHQxFIr90tugTpJtTIXXXRRA1YSSMmppHCttdZq+xRZ3rXBBhs0cCGxlTw6sQ/s8WUjewBK/U5hdQ84wNnhAhouvPDCVlaCfckllzRIIIEFWdQrWQU6JOza7dRFgI47C7wCgDbaaKP2HFqst9567TlAouRbwus0DPeCY8AUiKAPymy88cYtmZZsKy8RBtyAGeX1XTKsvPpBzgKPQIM+c6yAGpJ44wKwKAeOaYuxkezrA30k8/oMRjkoA2gEluivLUCC8RBYNAJK9FlbPMtzaQQe0MgG8yuttFKrXztoBGoAP8rT1Dh5Dl21x30AgXLq5+4B1IAKUEH7naILEtAIPPV37TFOYkN5y+XAKn1Wpz6DOg4YAH6qDWCSthkPcehABO3RT/CRvmLIs4EeWioHINJMHKuTRmICZNEe8c5R5KAC9SsLTNPdOIEr4g/EMn7i2Ofuce+ll17avlevdhsnQM14KA/06rPyYki7xIV+aof2+zswA2Dps77S3TykPY3oDuqIU/doG71c4kDMeY65bTz0HbhS1nyhkfFw0YizVf3KiUEwmkY01Rcxoc/gD0in/dolxrXNs8yrtddeu8WB/hpzfTCu9iNzj3lgvN3rcBdQU9x5n7hHeW0W07SnqfHTJ2NqrnmfaIs+G2Nj0OlfnQAACThJREFUoA3aLf7UrT9i1FzzrjAGxs0FwB555JGtr+oz9sZFDJqvygJv3gNiQpvNeeOkv+oHA80nUNw7r+YZSEn7o446qv25yy67tF9WgKV1mIL3GCitP5zE2mUMvLvoCDx61wJpxog2NALtxazn25POu3SNNdbodtppp9ZP71gx5Z1x/PHHt3cgMFfvv747Lv/YRoEoEAWiQBSIAlEgCkSBKBAF5ncFJhS+ASySVq4sbhfJLCea5FPiV5Bpzz33bDBCEsndAnZIQJ1ECFippy4dkIADA4CeBNH3QMxhhx3WEuX+pbzEEOCQrAIPfsbdIYkEcvqXZ4EgwBhQCHJUUs2NJoHut8dnvpfsbr/99i0ZlthKqJ1mCJZI8vvt93ygwucghORX0stFJwnnVOmX93eJOreQZagACoDDKSZRlsAP9hlAASd33333BlMAseOOO647+uijW5I/WB7I0VcOQFBEm7kNuVxAnGEaSdi5i4ANfeLsMQb6PEwjkEV57dJH0IQG6gcoBjUSDxyMgBrgCG4dcMABTaPBmHAvOEEjS2/9/cwzz2xgF2gZFhNAyM4779xiAlwA24ATsWQMB/sM6lkqKEbFnHZzEbkP1BgsD+Rwaop3kAnc4mYClbnTBvsLsIohLjWwyZidfPLJzZ0FYtK4f484NQbcagCNOvWZRubNYJ/BaLDloIMOagDUfARr9Nk8HWw/TcxTAMaYuSwnPuKII5qDa5hGNOVgtTm/eUcjp7uAOUDW4DPAK3pyI3JfgWPKew5oNEwjS8S9R/QB2LYMkkb9eeM+eunzpptu2u26664NLokhrlVO1GHzRnvMYfPGGAPPXLlcisZvsP3mFvAIRHmeeKal8aqLjsoBbsbWOwtUc4GNflFg/zQQcNi8ARE5Hb0zxIP2mJ+1bxwA7gJnxaPn6zcXL2craEgfv8AYjAkxAFSaN1xwXHfeK95H3gPqMJ7AqHel94020A6k5GqtXyDcq/J8EwWiQBSIAlEgCkSBKBAFokAUmI8VkB/iQlaJ4SRywrqmTf/w39n9LESS9ErUJPOS25EuSZoEsxJjSaGvWibn55LygmSSPBDCffXzwWZJGCX2XEy1fA68sXxrMAHvJ8ASXgm1S/Kq/CBA8Jn6ldOWKq9+/VB+mEz6o7y+1bJT7R+pvPZrj756nnISdu0fVr8yVd69ylcfhpVXRt3uqWWnVX4wwe/3uZb/1XI494xWo76mw9pUmmrXaDQytqBjadSPpZH6XOX1v8ZsELJUTBizKu9ntK8YGla/9hhf97hmNWbaUDFRy07FhOeMNAZV3rOUoam4GykmaGqMlVdGn8XRSPUrV8tgxUWN2ZzSiKY0qqW8Y9VIu2sezA2N9FOffY0UQ9pfcEwbxITyw9pT86z6a3w9o183neudUu++2vOyxswYq3+keSPmPKs/5429n9eea55Lu5qvFUvq7b+DB9/V/XdRaaOOfvzWO6q0UIfnel/UMvX5+N/VdD0KRIEoEAWiQBSIAlEgCkSBKHAvBeR2TA3MJRMC36J/FIgCUSAKRIEoEAWiQBSIAlEgCkSBKBAFokAUmF8UmNBlp/OLqOlnFIgCUSAKRIEoEAWiQBSIAlEgCkSBKBAFokAUoEDgW+IgCkSBKBAFokAUiAJRIApEgSgQBaJAFIgCUSAKzCUFAt/mkrCpNgpEgSgQBaJAFIgCUSAKRIEoEAWiQBSIAlEgCgS+JQaiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaLAXFJgjh64cOqpp3arrLLKTE87nUv9SLVRIApEgSgQBaJAFIgCUSAKRIEoEAWiQBSIAlFgnlMAfLvqqqu6vfbaqzv00EO7pZZaakYbp03/8J+jbfENN9zQnX322d3KK6/crbPOOqO9LeWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaLAlFUAXrv22mu7ww47rNtzzz27JZZYYvzw7fTTT2/Ot4022mjKCpaORYEoEAWiQBSIAlEgCkSBKBAFokAUiAJRIApEgdEqUM63/fffvzv44IO7JZdccvzw7ZRTTulWXXXVLDsdrfopFwWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgwpRWoPd/22Wef5n4LfJvSw53ORYEoEAWiQBSIAlEgCkSBKBAFokAUiAJRIApMpAKBbxOpdp4VBaJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBKDBfKdCHb7N94EKWnc5XsZPORoEoEAWiQBSIAlEgCkSBKBAFokAUiAJRIArMQgHw7corr+wsOwXfsuw0IRMFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAXmkALlfNt7773bnm9LLbXUjJqnTf/wn6N9zg033NDF+TZatVIuCkSBKBAFokAUiAJRIApEgSgQBaJAFIgCUWB+UCDOt/lhlNPHKBAFokAUiAJRIApEgSgQBaJAFIgCUSAKRIFJUWCO7fl2xRVXdCeccEKnwhVXXHHEzjzgAQ/oFlhgge6ee+6ZlA7noVEgCkSBKBAFokAUiAJRIApEgSgQBaJAFIgCUWBOKbDooou2qu68884Rq7ztttu6iy++ePaWnV5//fXdBRdc0N18880zbTv4tuCCC3Z33333nOpj6okCUSAKRIEoEAWiQBSIAlEgCkSBKBAFokAUiAKTosDiiy3eddOmdbff/reZPn+hBy3Ubbfddt0iiy4yo9yY9nxzF9fbrLaJm9ZNm15yWvfP7v8mRZA8NApEgSgQBaJAFIgCUSAKRIEoEAWiQBSIAlEgCswpBf7FuqZzsen/G+lqZaYDuun/v9c1Zvg2pxqdeqJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBKBAFosBUVyDwbaqPcPoXBaJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBKDBpCgS+TZr0eXAUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAWiwFRXIPBtqo9w+hcFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoMGkKBL5NmvR5cBSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaLAVFcg8G2qj3D6FwWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgwaQoEvk2a9HlwFIgCUSAKRIEoEAWiQBSIAlEgCkSBKBAFosBUV+D/AeDDgvf73GtzAAAAAElFTkSuQmCC)" - ], - "metadata": { - "id": "OkQ9ze0RXbKk" - } - }, - { - "cell_type": "markdown", - "source": [ - "# Modèle Plan 9\n", - "\n", - "On va utiliser le modèle de HMM Plan 9 vu en cours. Ce modèle est structuré selon les colonnes de l'alignement et possède 3 types d'états différents : $M$ représentant les correspondances et substitutions, $D$ représentant les délétions et $I$ représentant les insertions. Chaque colonne contient ces trois états sauf la première qui n'a pas d'état $D$. Les états $M$ et $I$ émettent des caractères et ont donc des vecteurs d'émissions associés, les états $D$ son silencieux.\n", - "\n", - "![image.png](data:image/png;base64,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)\n", - "\n", - "Une HMM représentant un alignement contenant $N$ colonnes est représenté par trois matrices :\n", - "\n", - "1. **La matrice de transition** $T$ de taille $(N+1) \\times 9$ où chaque ligne $T_u$ contient les $9$ probabilités de transition des états de la colonne $u$ $(M_u,I_u,D_u)$ vers leurs successeurs. L'ordre des transitions est : $M_u \\rightarrow M_{(u+1)}, M_u \\rightarrow D_{(u+1)}, M_u \\rightarrow I_u, D_u \\rightarrow M_{(u+1)}, D_u \\rightarrow D_{(u+1)}, D_u \\rightarrow I_u, I_u \\rightarrow M_{(u+1)}, I_u \\rightarrow D_{(u+1)}, I_u \\rightarrow I_u$.\n", - "\n", - " La première colonne $u=0$ est spéciale, c'est l'état de départ du modèle, elle ne contient pas d'état $D$ donc les probabilités associées sont fixées à $0$. De la même manière, la dernière colonne ne possède que des transitions vers l'état $M$, les valeurs des autres transitions sont fixées à $0$.\n", - "\n", - "![image.png](data:image/png;base64,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)\n", - "\n", - "2. **Les matrices d'émissions** $e^M$ et $e^I$ de tailles $(N+1) \\times 20$ où $e_{u,P(c)}^M$ et $e_{u,P(c)}^I$ contiennent respectivement la probabilité d'émission du caractère $c$ pour les états $M$ et $I$ de la colonne $u$. L'état $M$ de la première colonne n'émet pas de caractère donc $e_{0,*}^M=0$." - ], - "metadata": { - "id": "CEkLeT2-M4YO" - } - }, - { - "cell_type": "markdown", - "source": [ - "# Exercice 1 - Construction de la chaîne\n", - "\n", - "Construire une HMM revient à remplir les matrices $T$, $e^M$ et $e^I$ à partir d'un alignement $A$. Pour commencer, on va déterminer la taille de la chaîne. Pour cela, on introduit le paramètre $α \\in [0,1]$ qu'on va utiliser pour déterminer les colonnes à marquer dans $A$. Une colonne marquée correspond à une colonne de la chaîne.\n", - "\n", - "---\n", - "\n", - "Q1. Ecrire la fonction\n", - "\n", - "mark_columns(A: list, alpha: float) -> list\n", - "\n", - "qui prend en entrée un alignement (une liste de séquences protéiques de même taille) et une valeur de $\\alpha$ et retourne la liste des indices des colonnes marquées. On marque une colonne quand elle contient une proportion de caractères \"-\" (de trou) $< \\alpha$." - ], - "metadata": { - "id": "hEobsQ4yP_un" - } - }, - { - "cell_type": "code", - "source": [ - "#Votre code ici" - ], - "metadata": { - "id": "ikf5pcUtRYvV" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "---\n", - "Maintenant qu'on a $N$ colonnes marquées, on va construire la chaîne en tant que tel en suivant les etapes suivantes :\n", - "\n", - "1. Construire la matrice $T$, de tailles $(N+1)\\times 9$ et les matrices $e^M$ et $e^I$ de tailles $(N+1) \\times 20$. Initialiser les valeurs de ces matrices à $1$ sauf les cas particuliers mentionnés ci-dessus.\n", - "\n", - "2. Pour remplir les matrices, on va parcourir chaque séquence de l’alignement et commencer par déterminer à quelle colonne $k$ et état $π_k$ est associée chaque caractère, puis mettre à jours les matrices en utilisant la procédure suivant:\n", - "![image.png](data:image/png;base64,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)\n", - "\n", - "3. Normaliser chaque élément de $T$ de telle sorte à ce que la somme des probabilités de transition pour chaque état de chaque colonne soit égale à $1$. Normaliser $e^M$ et $e^I$ de telle sorte à ce que la somme des probabilités d'émission des caractères pour chaque colonne soit égale à $1$.\n", - "\n", - "Remarque : si vous rencontrez un caractère X dans les séquences alors ignorez le pour le remplissage de $e^M$ et $e^I$.\n", - "\n", - "---\n", - "\n", - "Q2. Ecrire la fonction\n", - "\n", - "build_HMM(A: list, mark: list) -> (T, eM, eI)\n", - "\n", - "qui retourne les matrices $T$, $eM$ et $eI$ representant la chaine construite a partir de l'alignement $A$ et de la liste de colonnes marques $mark$." - ], - "metadata": { - "id": "WaTWmtVRRaj6" - } - }, - { - "cell_type": "code", - "source": [ - "#Votre code ici" - ], - "metadata": { - "id": "Y3TXPqNhTwNo" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "# Exercice 2 : Alignement d'une séquence sur le modèle\n", - "\n", - "Maintenant qu'on a construit le modèle, on peut l'utiliser pour aligner des séquences sur celui-ci. Pour cela, on va utiliser l'algorithme de Viterbi qui est un algorithme de programmation dynamique (structure similaire à Levenshtein) qui va calculer la séquence d'états cachés $\\Pi$ de probabilité maximale étant donnée la séquence $s$. A partir de ces états, on pourra calculer le score de l'alignement ainsi que la superposition correspondante.\n", - "\n", - "\n", - "Pour une HMM de taille $N$ et une séquence à aligner de taille $M$, on va remplir une matrice de score $V$ et de retour $B$ de taille $(3N+1) \\times (M+1)$ où $3N$ est le nombre d'état de la HMM, + 1 pour l'état spécial END et $M+1$ car la première colonne correspond à la séquence vide (comme pour l'alignement).\n", - "\n", - "* Bords : La première colonne et les premières et secondes lignes sont fixées à $-\\infty$ sauf la case haut-gauche qui vaut $0$ : $v_{(i,0)}= -\\infty$ pour $i=1…(3N+1)$, $v_{(0,j)}= -\\infty$ pour $j=1…(M+1)$, $v_{(1,j)}= - \\infty$ pour $j=0…(M+1)$ et $v_{0,0}=0$. Notez que $log⁡(1)=0$, donc en donnant cette valeur on indique une probabilité $1$ de démarrer dans l'état de départ. Pour $B$, la première colonne et les premières et deuxièmes lignes sont initialisées à la valeur vide : $b_{(i,0)}=\\emptyset$ pour $i=0…(3N+1)$ et $b_{(0,j)}=b_{(i,j)}=\\emptyset$ pour $j=0…(M+1)$.\n", - "\n", - 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)\n", - "\n", - "* Remplissage de V : on va utiliser les équations suivantes pour remplir la case à la position $2 \\leq i < 3N$ (indice de la HMM) et $0< j < M$ (indice de la séquence) :\n", - "\n", - "1. Si on est sur un état $M$ ($i$ multiple de $3$) et $i>2$, alors\n", - "\n", - "$$\n", - "\\begin{equation*}\n", - "v_{(i,j)}=log⁡(e_{(i//3,P(s_{(j-1)}))}^M + \\epsilon) + max\n", - "\\begin{cases}v_{(i-3,j-1)}+log⁡(t_{((i-3)//3,M \\rightarrow M)})\\\\v_{(i-2,j-1)}+log⁡(t_{((i-2)//3,D \\rightarrow M)})\\\\ v_{(i-1,j-1)}+log⁡(t_{((i-1)//3,I \\rightarrow M))}) \\end{cases},\n", - "\\end{equation*}\n", - "$$\n", - "\n", - " Où $\\epsilon > 0$ est un paramètre de l'algorithme et $a//b$ est la division entière de $a$ par $b$.\n", - "\n", - " 2. Si on est sur un état $D$ ($i-1$ multiple de $3$) et $i > 2$, alors\n", - "\n", - "$$\n", - "\\begin{equation*}\n", - "v_{(i,j)} = max \\begin{cases} v_{(i-4,j)} + log⁡(t_{((i-4)//3,M \\rightarrow D)})\\\\ v_{(i-3,j)} + log⁡(t_{((i-3)//3,D \\rightarrow D)})\\\\ v_{(i-2,j)} + log⁡(t_{((i-2)//3,I \\rightarrow D))}) \\end{cases}\n", - "\\end{equation*}\n", - "$$\n", - "\n", - " 3. Si on est sur un état $I$ ($i - 2$ multiple de $3$) alors\n", - "\n", - "$$\n", - "\\begin{equation*}\n", - "v_{(i,j)} = log⁡(e_{(i//3,P(s_{(j-1)}))}^I + \\epsilon) + max \\begin{cases} v_{(i-2,j-1)} + log⁡(t_{((i-2)//3,M \\rightarrow I)})\\\\ v_{(i-1,j-1)} + log⁡(t_{((i-1)//3,D \\rightarrow I)})\\\\ v_{(i,j-1)} + log⁡(t_{(i//3,I \\rightarrow I)})\\end{cases}\n", - "\\end{equation*}\n", - "$$\n", - "\n", - "4. La dernière ligne $i=3N$ est un cas particulier (c'est l'état de fin), on la remplie comme un état $M$ qui n'émet aucun caractère (donc on néglige la première partie de l'équation avec le log) et sans changer de position dans la séquence (utiliser j au lieu de j-1) :\n", - "\n", - "$$\n", - "\\begin{equation*}\n", - "v_{(3N,j)}= max \\begin{cases} v_{(i-3,j)} + log⁡(t_{((i-3)//3,M \\rightarrow M)})\\\\ v_{(i-2,j)} + log⁡(t_{((i-2)//3,D \\rightarrow M)})\\\\ v_{(i-1,j)} + log⁡(t_{((i-1)//3,I \\rightarrow M)}) \\end{cases}\n", - "\\end{equation*}\n", - "$$\n", - "\n", - "En cas d'égalité dans les scores, suit l'ordre : $M > D > I$.\n", - "\n", - "Le score d'alignement est donnée dans la case base-droite de $V$.\n", - "\n", - "* Remplissage de $B$ : en même temps que l'on remplit la matrice $V$ on va aussi remplir la matrice de retour $B$ tel que $b_{(i,j)} = (k,l)$ les coordonnées de la case utilisée pour remplir $v_{(i,j)}$.\n", - "\n", - "---\n", - "Q1. Ecrire la fonction\n", - "\n", - "viterbi_fwd(T: array, eM: array, eI: array, s: str) -> (array, array)\n", - "\n", - "qui retourne les matrices $V$ et $B$ a partir de la chaine (T, eM, eI) et de la sequence $s$." - ], - "metadata": { - "id": "Zr8PUqENTxcd" - } - }, - { - "cell_type": "code", - "source": [ - "#Votre code ici" - ], - "metadata": { - "id": "2AxydaWBbPe9" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "\n", - "**Etape de retour** : L'étape de retour permet de reconstituer la séquence des états cachés $\\Pi$ à partir de laquelle on obtient la superposition des séquences.\n", - "\n", - "On va démarrer de la case bas-droite de $B$ et se déplacer en suivant les coordonnées des cases de $B$ jusqu'à atteindre une valeur nulle $\\emptyset$. Pour chaque nouvel état visité sauf le premier, on ajoute son type au début de la séquence $\\Pi$ et on met à jour la superposition :\n", - "\n", - "* Si c'est un état $M$ ou $I$, on écrit $s_{(j-1)}$ (la première colonne de $V$ et $B$ correspond à la séquence vide).\n", - "* Si c'est un état $D$ on écrit « - ».\n", - "\n", - "---\n", - "Q2. Ecrire la fonction\n", - "\n", - "viterbi_bwd(V: array, B: array, s: str) -> (float, str, str)\n", - "\n", - "qui retourne les matrices le score d'alignement, la séquence d'états et la séquence $s$ alignée etant donnée les matrices $V$ et $B$.\n", - "\n" - ], - "metadata": { - "id": "F-3Vn80UbQsQ" - } - }, - { - "cell_type": "code", - "source": [ - "#Votre code ici" - ], - "metadata": { - "id": "48vtEZxoAkeE" - }, - "execution_count": null, - "outputs": [] - } - ] -} \ No newline at end of file + { + "cell_type": "markdown", + "metadata": { + "id": "lSPnN2vrOzhO" + }, + "source": [ + "# BINF TP4 - Algorithmes d'alignement par HMM" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "c6NL0YIMPDS3" + }, + "source": [ + "Dans ce TP nous allons implémenter un algorithme d'alignement par chaine de Markov cachée.\n", + "\n", + "## Notation\n", + "\n", + "Soit un alignement $A$, sa profondeur $prof(A) = P$ est le nombre de séquences alignées, sa largeur $larg(A) = N$ est la taille (identique) de chacune de ses séquences et $A_{(k,l)}$ est le ième caractère de sa kème séquence avec $0 \\geq k < P$ et $0 \\geq l < N$. On note $P$:Acide Aminé $\\rightarrow$ Entier la fonction qui associe une valeur entière unique dans [0,20] à chaque acide aminé et donnée par :\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "A8LhiAAeP9u-" + }, + "outputs": [], + "source": [ + "P = {\"A\": 0, \"C\": 1, \"D\": 2, \"E\": 3, \"F\": 4, \"G\": 5, \"H\": 6, \"I\": 7,\n", + " \"K\": 8, \"L\": 9, \"M\": 10, \"N\": 11, \"P\": 12, \"Q\": 13, \"R\": 14, \"S\": 15,\n", + " \"T\": 16, \"V\": 17, \"W\": 18, \"Y\": 19}" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qEi7qNzIQ0fV" + }, + "source": [ + "En plus, voici quelques fonctions de support pour charger des séquences d'un fichier fasta et sauvegarder et charger une chaîne de Markov :" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "30qlDWTmQ47E" + }, + "outputs": [], + "source": [ + "def read_fasta(fname):\n", + " #Read a fasta file with multiple entries.\n", + " #Returns a list of sequences.\n", + " res = []\n", + " with open(fname, 'r') as f:\n", + " tmp = None\n", + " for line in f:\n", + " if line.startswith(\">\"):\n", + " if tmp:\n", + " res.append(tmp)\n", + " tmp = \"\"\n", + " else:\n", + " tmp += line.rstrip()\n", + " if tmp:\n", + " res.append(tmp)\n", + " return res\n", + "\n", + "def save_HMM(T, e_M, e_I, f):\n", + " #Save the HMM specified by (T, e_M, e_I) into the opened file f\n", + " f.write(\"{}\\n\".format(T.shape[0]))\n", + " for i in range(T.shape[0]):\n", + " f.write(\",\".join([\"{:.3f}\".format(T[i,j]) for j in range(9)]) + \"\\n\")\n", + " for i in range(e_M.shape[0]):\n", + " f.write(\",\".join([\"{:.3f}\".format(e_M[i,j]) for j in range(20)]) + \"\\n\")\n", + " for i in range(e_I.shape[0]):\n", + " f.write(\",\".join([\"{:.3f}\".format(e_I[i,j]) for j in range(20)]) + \"\\n\")\n", + "\n", + "def load_HMM(f):\n", + " #Load the HMM stored in the opened file f into matrices\n", + " #Returns (T, e_M, e_I)\n", + " line = f.readline()\n", + " N = int(line.rstrip(\"\\n\"))\n", + " T = np.zeros((N, 9))\n", + " e_M = np.zeros((N, 20))\n", + " e_I = np.zeros((N, 20))\n", + "\n", + " for i in range(N):\n", + " T[i,:] = np.array([float(e) for e in f.readline().rstrip().split(\",\")])\n", + " for i in range(N):\n", + " e_M[i,:] = np.array([float(e) for e in f.readline().rstrip().split(\",\")])\n", + " for i in range(N):\n", + " e_I[i,:] = np.array([float(e) for e in f.readline().rstrip().split(\",\")])\n", + "\n", + " return (T, e_M, e_I)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "OkQ9ze0RXbKk" + }, + "source": [ + "## Exemples:\n", + "Vous trouverez des exemples de fichiers d'entrées et de sorties [ici](https://www.dropbox.com/scl/fo/llpj27nr17qkzrcc2w43f/ADdTZVnoqQYK1Cgrplggdao?rlkey=83glsunr3k3fgxhp4w4nidgxj&st=wqo11d1h&dl=0).\n", + "\n", + "Voici un extrait :\n", + "![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABN8AAAJACAYAAAC9j8ARAAAgAElEQVR4XuzdCZj3U/3/8WPJTlmyRCEqKUsoZc+SJWlRSpaSUFIiLZJ9V/YtZKlQlCwlJBGFZM+uUiLZWizZon+P87uO/7dvM/c935m5556Z+/W5rrnmnvl+lnNe530+9/V+zut9zlT//s9RckSBKBAFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoMOwKTBX4Nuya5oZRIApEgSgQBaJAFIgCUSAKRIEoEAWiQBSIAlGgKhD4lkCIAlEgCkSBKBAFokAUiAJRIApEgSgQBaJAFIgCk0iBwLdJJGxuGwWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgQBQLfEgNRIApEgSgQBaJAFIgCUSAKRIEoEAWiQBSIAlFgEikQ+DaJhM1to0AUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAWiQE/w7Z577imXX355eeCBB8pUU03Vr3rTTDNNmXbaacszzzwThaNAFIgCUSAKRIEoEAWiQBSIAlEgCkSBKBAFosCYVmDWWWetLOyxxx7rtx8vvPBCmW666conPvGJMvPMM794Xk/w7a677ipnnHFGAdcWXXTRfh829dRTV/j27LPPjmlh0/goEAWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgw00wzVRH++c9/9inGv//97/LII4+UK664ohx77LFl9tlnHxx8u++++8pZZ51VFltssbLGGmv0q3xzxXlwjigQBaJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBKDCWFZgY68LA7r777rLPPvuUo48+eujwbfHFFy9rrbXWWNYsbY8CUSAKRIEoEAWiQBSIAlEgCkSBKBAFokAUiALDogD4duedd5a99967wreXvexlL963p7LT5nwLfBuWcclNokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAXGgQINvu21115xvo2D8UwXokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAVGkQLgm70SGnyL820UDU6aEgWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgwthWI821sj19aHwWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgwihXImm+jeHDStCgQBaJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBsa1Ap/PtmGOOGdqGCz/84Q/LYostVt7+9rePbVXS+igQBaJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBKDAMCoBvv/3tb8uBBx5YDj744PLSl770xbv2vNvpxRdfXF772teWFVdccRialltEgSgQBaJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBsa0A+PaHP/yhcL3tuuuuZbbZZhs8fDvrrLPK4osvXtZaa62eVNEIX1NNNVX9Go2H9jlGa/tGo2ZpUxSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaZ0BTClu+++u+y+++4VwM0+++wjD98eeuihcv/995dpppmmvPGNbyxTTz31qBqXxx57rDz66KMVvC200EKjqm1pTBSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaLA6FWgrfm25557Th74pgGXX355+dnPflZmnnnm8qlPfap+Hy3Hc889V371q1+V22+/vcw///xlvfXWGy1NSzuiwLhQoLlex0VnxmAnnn/++eo89keP0faHjzEoZ5ocBaJAFIgCUSAKRIEoEAWiQBT4HwXkXHfddVfZY489Rha+efADDzxQrr322nLBBRdUwDXjjDOW9773veUtb3lLWWqppcqss8462ZPBP//5z+XCCy8s3HkrrLBCWW655cpVV11Vrr/++vLkk0/W9nHDLb/88mWWWWYpP/rRj8rDDz9c/vWvf9UF9Hw255xzll/84hc1wVWW++Y3v7mCPMdTTz1V73fjjTeWZ555przuda+r/Qb7Hn/88bLAAguU1VdfvbziFa8o0047bXniiSfqgF1yySXl6aefrud79oILLjjg8Hbvq6++utx3333V6vimN72p9m1SldQCmL/73e/KDTfcUNu4zjrr1PpmTsd26CtNtUu/HC95yUvKq1/96rLqqquW+eabb6L9o6V7iCn3o/8GG2xQtXOvHKNLgWeffbYuOAm+G+eVVlqpzDTTTMPWSPPtj3/8Y427O++8s/zzn/8sc801V90Q5jWveU2ZYYYZhu1ZY+1G3k/cvDfffHN1HQNwL3/5y+uancZiuummG3SXvBe902666aY6DzsP7xjvnKWXXrq+56fkMRi0wLkwCkSBKBAFokAUiAJRIApEgTGnwGSBb5Lue++9t5x99tkVOknAgTiJ2aKLLlrmnXfeCk1WWWWVMs8880w2ACchvfLKK+sXgAYavexlLyt2dT399NMrIAN41l577fKBD3ygAqWjjz66uvgkoEpogTP9OfbYYyuAWmaZZcpWW21Vfw8+0WG//farAAIYePe7311BE+DnucDRF77whQqgJK3u4dknn3xyBRUbbbRR+eAHP1h3mR3oAU5Zn88zaf6ud72r7LTTTv8FwwZ6r4GcB3rozze/+c06lgcddFCFhZ0J/t///vcKFMUEwOjL78TD5z73uQosJ3bQ3KYf55xzTrntttvKCy+8UA455JCy7LLLjio35cT6MSV8bm5ZbNJ4n3nmmdVRut1229U5MFzHX/7yl/K9732vgm9AHNQFaLfeeus6X4fzWRNrs1gGu0EvwNwfGibXAYY/+OCDVZdbb731Rdeb95F3z9ve9rb6R4JOON5LW+l+5JFHlosuuqjOcVCv8/BOW2ONNco73/nOyapDL33KuVEgCkSBKBAFokAUiAJRIApEgaEoMOLwzQMlwmeccUY55ZRTqtMCkGlrvi2xxBLl/PPPr86UHXbYobphJlei+re//a0m73/9618r/Fl55ZUrrAINvvWtb5Vzzz23wqGPfOQj9TPOtF/+8pcV+Lhm3XXXLe9///trEnvSSSeV7373u7Uv2267bfnwhz9cnXIA24477lg47N7xjneUzTffvLzyla+siav7SNY/8YlPlM0226y66Nz/gAMOqE7BN7zhDRWacfJ0LtY3sYB45JFHKvT8/ve/X51iIKd7auekcL+Bbz//+c/LD37wg6qRNutjJ3zj+hMDYIB/33PPPRVigjQ777xz7ePEDlpxOoEKP/7xj8s111xT7Zx23+3cSWRi98nnk1YBLlLQGfwFSjk5P/rRj9Z5ANQMVwz+9Kc/raDXwdkJVnNWmmcbbrhhhW/D9ayJKcZhJiZB5W222abG/+Q4vH+9m8yN8847ryyyyCLV+Uobi3/68scCQN87ZTAAzhzcf//967uF7uZfp87m4sILL1yfnTLXyREFeWYUiAJRIApEgSgQBaJAFIgCI63AiMM3gOSOO+4on//852spIFcX15vElKsMmNp3330rlPrsZz9bk2Tut5E+uKaUqwFsoBenRmdpJ3gI7HCyffKTn6wQ0TUSWxABYNxkk03KxhtvXGzYADxxgwBRXD4+4zLh+gHmlGc5d9NNNy2vetWrymWXXVa1Aag4Zejy+te/vkK5Qw89tEIpz/zKV75SS3R7TWK16dRTT61wUfLNfWdsBARAZmx8d/gdIOZzSbTPWhlnX79viTY9fK6t3I5cR5L5ueeee6Lt5c47/vjjK0z70pe+NEH45jnu39oHjn7nO9+psJPmg4Fv7sch1PSghfv7nf4ZF79rujuPs6qtn6WfTUPX+NJO57vO9UMBP9rSrf3000//P7p6pmc7178d2tXa31cb9KVdoz8O/WlrgikVdF0b13aOz1sbWttc6/ctZrQBXDd/fv3rX9f5Qg8Ae6jwTbu1pfWVO5RLFFwG98SdeWbeaWdnnHb2t8X4hDRqfRcnneuldY6v37e4BJK//e1vV/i22267VXDedG1x0jkW+uDapi2NtNn3ocYNV6gx8McFLtzmQgW/vXeA/fe97331Dw6DWX/TnD3wwAMrQPee84eGXt9PI/2+z/OiQBSIAlEgCkSBKBAFokAUiAKTUoER33BBQskFwtVmbSEJ9+9///vqwlDCyRUCBHFmOEcSKGkeyYMoQJFkmSNttdVWq6VYnesTgQdKScE3zrSJwTcuM7BLoq3siitOqegRRxxR/vGPf1TIBMpxnIBvnGJf/vKX6/25hD72sY/VZ/zkJz+piTNNJMYA3VDhG7ch0AmGSMgl437X1qUDDCXkICnnHlciEGgs/Z5GQIX++Gpgzr24X1wHbvg9kEpLTpsJJeQDhW9gDqAipkA3mgBFHE7GSBnwYOCb+3Fk6SOXEgBrjIAL/aA5HazP18Cbda701TVzzDFH1cJ1t9xyS70XOMftKO7Bl6Gsd6Ut5og+N+25jNy/E87QxrPBbGt8gTfN7cS12QBr5/xSvmtO0pBLzf24oYyZ8mvPobPPOCiVGdKAk0y8cjYZPzCHFqC62FXK6AB4gG3PFiMA9Prrrz9k+CbGPFPMmVOXXnpp7YNYBuCMifaLh871JIFofxBwLo3oSRtQ2lh1ayTm9P03v/lN/aKxPrt/W+dxySWXrOBMP2mpTRyZYsAfFLwDHNxlYkGctHkDrF533XV1zTTamifWfjRvjF1fYzbQ96O+igXvEWuu0d1YGmNtE/eAvPH2hwBOxF7BmdjkpAXf3CPwbaCjk/OiQBSIAlEgCkSBKBAFokAUGK8KyJlVGu2+++4js+GCxLWVJQFMa621VnV0AEwSzF122aUmwEojlSaBTENJNgczcFwn1lbjnJEYW29NctwJNXp1voFvp512WoU2gIP7ufc3vvGNqgGgBhB0wrddd921/kwnn4EYQA73THMeWQ9tKPCNu8z9QIPm3JJsW6/Os0FCQIOTBRDwXGvf2ZUW7Nhrr70qJABZrNP38Y9/vI6bwAJguAN9DmY6QAdwFZyYUDnxQOCbdbSABIBNTGmPo42T/gCkvcC35vIDRa1TZ50ukIw+YhLY01c/K1/kVgSWxK8tg8EWsBK0ec973lPX8NM+JZBcXgAV/TiOei09NHdAJaWanH1An7mhzT6ziL144JTUZvpwXB122GEV4gBPwJr4NtfAXo4w0Ihm7iO+xKqNQ0AgMed80MbnwBsnIvAI4Igf49s2E9lyyy3r87/2ta9VMEsLMFdsgNTmut+JB3FnnT9OzuGAb94b+ivmwDHzjF6AJMgFHhoX7xjwmEbOMc7tGhqBacZYu62HyL1FI4d2O9/8p5V7imPPaa46pebGl24HH3xwLa8VR55FJ++0VnJtPigppw+txSx36+GHH17XZXPvBph9DmSBd8avVyim/UA5+GkuW/cOYDQmDrDQe49Ll3PXeHVCwYG+Sxt8syamd6d4cD8gzzvP+yFl4ANVM+dFgSgQBaJAFIgCUSAKRIEoMB4UGHHnG9Ek3VxWRx11VE32JK0SP4meRBdoUhrWXEwjKXRbE0kZrOQaFAA1OGU6D8k3aCBJB5Ikxg3ctM0TLOzeyk5tcKAEDpDhRAIKOMuAC64z5ZGcKDZQaM43W9B++tOfruu8SbRBC9/BNg4sifpQ4ZsxAFaAJA4/iTjwxakDFIFs+mctNiW42uJnAEOfOWXAAkCC60lfJNsOsEpfQQcOLUm/dnumvk6opG1i8E0MgTvuBXxZvB0EA0E40K644ooKlHqFbw1CtB1huYBoAdoAJNxbxs7GDgAPzYAWgMdYAlcAHLeV33NQcUeBMGAYGKGtNOq1pI+ONHQv8MK9uOtowbUF8NktGAA1l4wrQAYkgjWgDeDUnHDmHVjGXcp1Bcxpvw1FjK126hcIBwB7tnkJnoJXQI6+mgtcTkqzOTSBSVDthBNOqLASwLImoj53riFGD8/66le/WkHgUMtOwS5AUv9AMkBbHIhL8S2e9cfYaKO2AKLO01bzjkZ+b3dUsQ7o0oiu4sm9TzzxxOqU40TzbgBAxYQyZ6BanJiX5qp4FydcisZHu8C2VsIOromttgaiz717wDexQzftBrTsCk0zjmAbtjQg2Mv70fvW2OiHsQJRm+PO+8tcoodx9e4xp3p1aLY/rmgvvUE3/fS+8h71fjfeYmgoJbS99DvnRoEoEAWiQBSIAlEgCkSBKBAFJqcCI77mm85ycgBJbSdR5ViSXb+XcHJdcY9ImiXJI3lIEFkBlYhyaHApSYy7Fx4HHGyIAHBosySzrZWlFI+jRQltJ3zjVgLk7O6qJM75En7AytptXCjcZp4HdnCV2ZwA5AARJMbAG224UyTqQ4Vv1puTxHPZeT5HDmAAFHomaGF9PslzW0cNyHF+K0vlxPr6179e9dp+++373HkVvLNJBUcV0Lj88ssPGr7RjYbGQDs5eD70oQ9V4NQ2dwBI9GMoGy6AZsAVyAfCWtvPuIJdYCPYAviAIdyL2gXK0QkwsXsnrQAh5cHAlbbqe6/QAZwGBGkH7oKi4JhYEbNgNiimPRx4b33rWyv8AT3FI7cVfQA3cw3g4X6yUy/Iy8GlX3akbRuJgDPaD8R5tnmq3QBxW4dRDBoHQAdcA9DEijZyxQFL7iM2uo8G32yKoC9DhW+d9/cuAWaNEfcmIEn/7oN2ykKBdhppp3aBa8CguAWKaOod4Gf3dQ1QB4IZawAOhAa3uLu8Nzodu8CbuUbjffbZpwLsvg6gE8gEfJV++gL4xbsxA8aMvfcKbXs9vNu0RfvB4c6yWvH7pz/9qT4DLDSXB7MzKwAJEIO1IKNYpBEY750vRtdcc81akqp/OaJAFIgCUSAKRIEoEAWiQBSIAuNdgckG37hsJJqS0bPPPruW0nH2SH5BDzBDwsyl0pwZk3owiMGlwvGifA3QAbu6XW/aATgAM1wdknuJvev1R5Lt2GKLLf4HvgE1+m6dK0kqp18DD54FbHTCty9+8YsVQIIiEue2g6pnA00NvnHocN+4Z1ukvVMvjjbARLILyrQNF/SDxsoE2yL0gARIxg3E9cI9pp/OBZa0b3LCN2DFGIE7oATA1soI9RkoMgbchoNd8819xCHYBVQAHtxP7QC16AOiAmoAKjDF9QNEAqZKBLl8AAeACcThMuu13NQzQS59tvOrGBM3wEabG8r6wCIxAsKBaqAZJyAgRCdtU8po7AEesQKMiCUxDvKIe/NRmaS5KK5BKXBOLGh7g7TaJebBSbGhDTYTAPmOO+642m9wCigCp7uP0QDfxJL3Do18dWrkZ+8D7jMaAdNAqrkLLNEDPDev2tpoyla5Ebth40DhGz29H8C/zvZoo7Hj6uTE825pa+j18l4Uy9ri/kqOzZtO55u49i72OXjMGder803MeYb4AiLbGo/6ZW1P5ffeNZx1nKM5okAUiAJRIApEgSgQBaJAFIgC412BEYdvHig5k7BLxuyox7UDHEjwN99885roAiicMBxHIMJIHOADt5RyKSBFWyTW3a43bel1zTcgiAsHLOMm4iqT6HO6cYVwmYBgnWWnnG/W1wI7lA8COtYvk3Rzz4BvNALtABUloJJezpLOQ1+seWW9LrBFst252ymHoTXd9NO5gAS4ACJZKwzIAl2UYPYF3zilnAu6jITzTfvoAbr5N9BjnJrTSEkdlx1X3HDAN47Dz3zmMxWetUO5IiDKgQjOGKu2HpzngljABkhyyimnVHAGJoPKvZabeibHmntyQgIxIGpbN6xBMDDbHOKye/vb314hKweTuDPH6GMuAW3aD5Zx4QGMbQMCgMfc5OAzBz0L2AXPlCCCaQAw2NQO15gPruFmUg4LztKDS9M1fa1PNtxlp50xP1Dnm/6BhIAatxmNzBV60MfnK620UtUIMAK2vSPMDyDMHAZD9Q+kpCfw6b3W1lLTrv7gW9s9t71jgG9jJn7BX5+D79pjXhtHTkJfbcfUXt6NgJg48gzrEepbg2v6xhWp9Fi8ce52At6BPse7xZf3DFdt5x9P6KWkVom2P25w3+WIAlEgCkSBKBAFokAUiAJRIAqMdwVGHL4BXEq3OIW4SkAkrh5la8CAEkdgyjpQEnmuolbeONjBkIh7rkNy3d8GDpJtpXWez40GVvW3KcBQ4Bs4AZI4JLwAF5dJf/DNWloNQBowCfTee+/9X/BN/7hyABMJfOcBDIAnXCzAn0S/wTdgRpmvMjFJOPgm4VfiBqh5HocZ2ANQjBbnW1tYXykb+GYXSDBKe8WXjSy4bPqDb50xAQ70BVhb2SkH0rbbblvLDFu5KGeYZyg1tKYZSNoAUwNexkOZMZhMP/ANSB3MQvlAq7i0A67rQVv3bO3Wb7EkrgBWMBJM0kbgh+MO2AUEXUMbn5lbzfkmZsARmgJJXG/6qf/W4OPyE2fKbz2/HaCf+atUG1jkdOO+AyWdJ+76OsA37TDXB1J22sq69VMfOuFj9/0HCt9AUTr4bnxpBDI6QCg7HivNpBGY5g8GXINtjUrx4GfzDpADlcBx46QcvR0NvoFa++67by07pZsyT33hmHN/egPqnGdKV41b21BFXIlD8faRj3xkUPCN5vrqDwzua3yAPf0QY9Z684cC7wnuyu7dTo2BGKBvmzfdJdT6KlbElvZ3lpaaE7TUF+tfcr/liAJRIApEgSgQBaJAFIgCUSAKjHcFRnzDBQmnxBJ84yqxlpKElJMJYOKcUpbETWW3PYuXc4YN9pAkgwkcSpJcYIJjpBu2SCYlnpLGtsi6hLgvKKMt4JtyTDAFjJCwuwdHkeQZyJO8dq751pxvkwK+Ncea/hrU7sPn+tL60+Ab8EBfCTGAJaHm9OK8kYQrCwNIgTnt5+qSVCsvlKDrM2eXL9DBuCq76z6Gc80397ZGl91oxYn18rh4OJaAXMk/oKMffW24IAaND7iiXyCrNnePdYNvHE5KTgGV5hLyDFASQAaMOTTb4d5ApbaJD+vDgXDaSLPBHHSm4QEHHFAhHGcZONMcaNxX1nBroA1QdZ7xBVVASOPWAJL5oGyWW9EaZgCMmDCOwMxyyy1X++t8z6arckQlqeYPgNR5KHelp3PAYhtAKI+kS3/rNvbqfGu723I2AnrWIwTS+1o/byDwzTnGiIPRYQ1HGoF69ASaAUXrnjXnG6ApprxTWv/MOV9KNq01SAtlytY1awcwZyyUhptPyy67bIV2/g2mcoFxtYJ43GD6573SnKraYx0970fQiqNyMM437zZxBHoab89omz0Agd5/4h00My86XZpt11Xx7FyfA3id59DBu0T8ex94F3a20x83xJv3JJCoLzmiQBSIAlEgCkSBKBAFokAUiALjXQGcRq64++671yo+/KIdU/3nw/+lOP0owrEB1ki4lNb1d7R11YAT5Yx2CwQ0lFQ6OEKAOMk/+KYkckIOl4kNkKQVFAAfODaUkoJi3Qt9S4q5qZSUSYyBjVaG2fmMBvNACgBOYq4EzLpGIIDkXAmn+0ksOUv02fmSVsmu8kXOIgeXGugHpnDKSMIlwzSQ8Cv94six0L8k3fkS9OYYlIxL2vtaU2tC2jT4JlEGQZXKgUP6rAyPOwYMVcKoNM2zlQYDTtw/dmzUdyAEpJDQK7XjyFF6p71gCSChzBhoUJYosddmsBL001da0JVm1qQyTu5r3TkljcaLKxBoUQbnfDDIeFlLjb501h5QgBvNhhXiSpkvCNI2xaCJdokJEMBh/FzfNhFouoFvSuQAJdDM2IgNUI8zkAMRSAUcOxfzBzjAFnCLLtqhnXTpdZw6x9A4ATBKXM0JpaXuCZyZxOYfsAhG+r1YBoMAOQ5ScQKu0lZ8cbNxwlmHECBxT9DV3ATdlIy6D3hmfoNyxtG9wKXOwxjrs7gUH6AMN6fru52mzjVOdBRnoK7543nipsVENwx1f/3hmgI1uT+trdbur+80EkOAo3ETI3bW5awD1ny1uSRuxCMo5rt5RiOx7g8E5qtSbrFHI/Elnr0ozRFtAKn83pi3HU3Nm1Yu3jRyH3MHfDLPAErzQYybN+Csd6GYErPchsaXe1DM+NlGCOLatd4t2kqrzvLWib0P9Rk4BEfNZ32jvRjVRs49QNf8Nj87x8C4eleJL+On787r3DzC/fWJRuaZvvr/gIPYxh/grXEH9cWQNfNyRIEoEAWiQBSIAlEgCkSBKBAFxrsCI152SlBrF0kmJd3cOkrdOCEketxXQInyLwAODex1Z8jOQZMwSqJBAZ3lVrEQPldbOzg6JIbAhn9LbPvbSZBLTwIJUHBfaZ/E3j1BChsXKMED/QAIUAvoA3H0s20kwTUiyQcdfeaekmwJLTggMZbgg4+ScQnybLPNVpPeBhMl/J6rPJfTqZejbfrA9QNUuLeDRr44orQdhPSZMQBtON/AHOdoL2gGhLXyOUBCWZzF3OlpjMEQugFpEn/gDTACTjjKrAkGKoJmHDO0cz5t/B5woy1w5N7WHJO0AxUgEheX81o5pzjyM3gmnsCKBvD0EXgEkhrEAnkBJetTdR7N+aa/xgTkATroDiaAJpxd+twNmMAwDk5gB2hocLU/J+VAxg5cAihBG1rR0zi4p7g1RmKRWxQsbCWGNAXNtL25H9vC/u7nXEAY7AGrwFT3A2Rc09bs0udWqtjtutI2oFH8a5s18sRm9zzyXM/gvDJ/OAfBGKBHO0BMEM486XbMAUZKoQEs80Fpq3Fpmrb+Aoht8xH3N67OMw/FGkDcHIw+F6fApfnZrZFYBPRALmMt7rQdNHRfz24l5MZQ+z0DdOpcq9L7re2QC2S61hwU2+a8GPU7c9H7w/qK5pSD/sYWHNVecBog4/yjVV87yU4onsSv8k/OSGPW9DOXgW3Azzh3//HBnAJ0rTtoTptT4Fu309W8BOD0Q4xyxrkXLb0zwFBt79y4YyDxn3OiQBSIAlEgCkSBKBAFokAUiAJjVYHJAt+IJdGzAyP3jSSNY6zBJ2AKTJK0DQW8eU5bVwmwAGc4l7jzOt0iYIzEGBCUSAJO/a31JjmW/IOGkmf3BBiUh2m/MjZlh54LHkiMgT4JvqQXBGibJrgWJJCotkTb88EuSS6YILGXqHLX0EPyDUJ4vsFzvpebW6UAACAASURBVPuBZb0crfwMYGrjwdXjnhJ7+nO0dAIpybdk3bMBE/cAH52vrRxNNHAdcMdJI8FvkKi7fa6jG8cPoGAxecCxe826dh29AFnQC+SgMajhGrHk+aAedxO4Au44x/gAYA1SeBa9gTtAw/3o2O2wbLud6jMY1DYqMCbuBVAAxX05j6zjB9Icdthh1cGp/Lhzk4JexqrzXFAMxDBvLI5P2xZrQA4oBTIBNq0M2jhwLIk180k8giz0NI7gqTEzN4AT/fWZMQVL3UdMijFOKfOnrx2IxQ93FxiqPJbm3ZuliC9tsakDuNptrhU/4hl07t6YQuyLESBRW0Au87S9I+ii7eCeudl9uLe4Np/aWOub+WqsAXga6TsY2NypYoVGYJFYAp4AtLb7KVBMD+dzEtKoe51Kz3GNceMu8x7xDDHky5jpBz3cTz/1RZ/9zjwzvv5wAZz53uZ+p+tyoHFl7rq3trif97G4EM/geF/vP+eICe9KcWGM9LV7jFtf3Zuu5oIYFf/0oaPx68WxN9B+5bwoEAWiQBSIAlEgCkSBKBAFosBoVGCywbcmhgYoJ+MuAjeUqg2lNG8wIgMY4JwEEQzqa82ywdx3rF2j/wAA+DAh6NkW92+Lrg8VkA6HTtrU3F+D2dCgrzYAB0pTwRcLw3PcgRb9rTNGP+1oUIubEYzl0AIcOh1Sw9HnBk2b+21i49C5s2Z/5zbnY9MQqPQ7fe7LteeejuaMVN4Nqu2xxx79Qrrh6vukuI/+6PuE5kCnRv4NFve3+UB3G9vcESvg00DmmXv0t0nMUDUwZxqo1J6hlPj31Vd6gqL6C9I1F99Q253ro0AUiAJRIApEgSgQBaJAFIgCY0mByQ7fiAVucLNIzJQkDaU0bzDic5pws0g+uUv6c70N5t65Zuwq0OAbd5gySvCtv4MriHOSo4lbkCtN6SB4ZfOHVqI4dtX435aDThyHABKwSC9OP65HpZ3W0JsYEBxPeqQvUSAKRIEoEAWiQBSIAlEgCkSBKBAF+lJgVMC3DE0UGG0KgGnKNS0cDw5zZPa3CQf3kNJlGy9Y622VVVapTh/llSCUktNJ5VyanLrRx1p2tFK2CmIrHwfglHcGYk/O0cmzo0AUiAJRIApEgSgQBaJAFIgCUWC0KAC+MensueeeI7Pb6WjpeNoRBfqj0db3snGATS9sMqF0zrpa1lOzw6aNATrXPGulh7vttlvdOMO6WNa0Auvs6NjW8xpvitugAHy79NJLq0bWQ7MAvw1ArNc2XOW/40239CcKRIEoEAWiQBSIAlEgCkSBKBAFpiwFcANmnd133z3wbcoa+vS2PwU4uaxDyNkFpDls4GAxeov1W5uwGyxxvym7tMGEjR9syGBzCEBqPLreaKLs9JprrqkbcPi3xfSVjYONAW+ZX1EgCkSBKBAFokAUiAJRIApEgSgQBf5PgZSdJhKiQB8KgG7KKNuGAtYhtBGIReP7W5Ow7SCp5BSgc+54h1DWuLPjLGBpXTv9zhEFokAUiAJRIApEgSgQBaJAFIgCUSAK/H8FAt8SDVEgCkSBKBAFokAUiAJRIApEgSgQBaJAFIgCUWASKTCs8O28884riy22WFl99dUnUXNz2ygQBaJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBKDB2FADffvvb35YDDjigHHzwwbVSrh1T/efDfw+0K/fff3+55JJL6rpYK6ywwkAvy3lRIApEgSgQBaJAFIgCUSAKRIEoEAWiQBSIAlFg3CoAr9m08Nhjjy277LJLmW222QYH3+67777ygx/8oC66vtZaa41bwdKxKBAFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoMFAFwLc777yz7LXXXnW300E738C3s846qyy++OI9wTcN+Mtf/lLuvffe8re//a3uAOGYaqqpyqte9aryyle+Mou4D3Q0c14UiAKTTAGbStxzzz2Fy9dGE+2Ybrrpymtf+9oy99xzl+mnn36SPT83jgJRIApEgSgQBaJAFIgCUSAKRIGxqcCwrvk2GPhmh8hf/vKX5corr6zwbaaZZqpK2iVy2WWXrV/zzTfff6n7wgsvVEjnHJDOITHubxfKsTk0afVoVEDsibkWd8PZRvducTzed0kdTt1G6l7PPPNMfU/dfPPNdYdX7yDj9eSTT9Y/OCy//PJlrrnmGqnm5DlRIApEgSgQBaJAFIgCUSAKRIEoMEYUmOzwTUL74x//uCa1s8wyS1luueUqRAM3Flhggep8UwvrvD/96U/lV7/6VXXJ+dn5L3/5y8vMM89c3XPrrbdevYYTZTQfTzzxRPnd735XfvOb35QHHnig9le57pve9KbqnukGLxL96667rjz++OPVYcNd2HnOv/71r/L73/++/PrXvy4PPvhghQL0o417vu51rysveclLRrMko75t4k199s9+9rMKWV7zmtfU+BuO45FHHik33HBDueWWW8rf//738tKXvrQsueSSFTz792BB3LPPPlv+8Ic/lF/84hcVbHcfM8wwQ51fb3/72+scGuxzhkODgd5Dn8T61VdfXfs044wzllVXXbUsvPDCRX96Pf785z+Xm266qdxxxx2lgVX3WXrppcsb3vCGqn87zDPON3OW801bvHd+/vOfl7XXXrusueaa5RWveEWvTcj5USAKRIEoEAWiQBSIAlEgCkSBKDDOFRg18A18ADQ+9KEP/Q8oevrpp8vdd99d15QD3yS94JJkubmFAIzDDz+8vPWtbx3VZaqcfiDZ+eefX6699tqibxL4t7zlLeUTn/hEefOb3/w/8PD2228vRx11VC13e/e731023XTT/9LIPa+55ppa9uvcVso7xxxzlM0337y8//3vHzZQNM7nQ5/doy/w+73vfa+ceuqpZfvtty/rr79+mXfeeYckh3F67LHHKny+4IILKihzAKUg7Ac/+MGy4oorVjfVYJx2//jHP8rFF19cvvrVr1ZYDcY2d6j7zTrrrBUyiTuQaSw4R5966qk6f7797W9XaOZni1Vyns0555w9jwfoZi5edtllxTgD43TzHtp4443Lq1/96n7vCcDddtttdcHM1VZbrayxxhqBbz2PQC6IAlEgCkSBKBAFokAUiAJRIAqMfwXGBHzjdDv77LMrgLKT6jve8Y4KEjhgfvKTn5TLL7+8ul6+/vWvl5VXXvm/3CqjbQhBQv248MILq+tI0n7FFVfUtaK22GKLCg+7HTwS/JNOOqk6btZZZ53/AZQAJIAHJDjHz+eee251agEIH/vYx/5rMb/RpslobY+SQk40Ol511VXl+OOPrwB09913LxtuuOGQQUsruf7a175W4dhKK61U3vjGN1bQd+aZZ9Zy60996lM1Jlo5di9aPfroo3Xe2MqYA5Izq9OtJ87mn3/+sswyy1TgNxjA10t7huNcYyLGjQdo+dOf/rTsuuuuFUrPM888PT/C+Nru2ZfxuPXWW8t5551X59mWW25Z3W/9HZ3wjXtw9dVXH3JM9NyBXBAFokAUiAJRIApEgSgQBaJAFIgCo16BUQ/fNJDbDfhQqmlXiEUXXbTCKsBCyRe4wBl33HHHVYDRuWVrW5dJyZhDaR2HT38un+akk+Q72rlDKclrbXBvgOyQQw6pAAFsAw2UzymV1e5WMuua1hb/5sZxcCsptZvQoa/77LNP1eZd73rXROGb57jGd8e00077YunvcERwt6a09Iy+NKW7r851/YyB8/s7utvfuSZbg0qtDZ1rtrln07k9z7WtbVxQAA+XFZcil5XP7U4yVPjmecYUOLr++uvLZpttVj7wgQ9Ul5vf//CHPywHHnhgfc6HP/zhWm7c6wG+nXPOOeXQQw+t7sftttuuusOGA7LRrc2pdr+mLf2a3j4zft1j3Rnfzp3YPOucQ3TQN4DyyCOPLF/4whf6hG+dcaEdLe7667/+XHTRRWW//farwBO0Hih8U/rK+QZm5ogCUSAKRIEoEAWiQBSIAlEgCkSBKNCpgJwWt2LmwbVmn332Fz+e6j8f/t/WowM4BrvbaVvzrb+yUwm0DRk0jrsLYLO+E6iieRwrSgEl4hxl1uNq7h6fc6fceOONdX018MQOqtbTUk7WDeA8izPN+dbfkqwvtthi9XwlhoMBcK0Nns/RpLRQmZv12yTrSy21VG2H7wsuuOCLDidtBRvBOhq5DzADwkyoFM5QgQh77713hW8bbLDBBOEbt4914jiJtA/YW2KJJeq6cspWh+N4+OGHq6PIl74stNBC5W1ve1t1L3ZCNdCNPsoKxZOflV9qD32c2w1OmhNK2a1rlCQroaSV8eQstIWvtb3uuuuuGkP0FuhKfF1vu199p7HY4QTjomrONOvtOcTSySefXL74xS+W973vfUNyOSk35mhU8im+Pv7xj9f2aJvxA2d9Zjw4sLg9ey0LnVTwjU7aT3Oa0EqbaUhrc9DaaF4s9ASwuqGU651jXphziyyySC2BBQf7Aq1AqPtxu3q+MXbt0UcfXcejL+cbxyJoKi64/Kx9aE1J69v1BeCGAt/ifBuON0XuEQWiQBSIAlEgCkSBKBAFokAUGJ8KyGOxhz333HN0wjeyayD30WmnnVahB6AEyEj0wRbwCKwAyjjDQArwCkAD5sC7Bs4AGfDnPe95T3UVScol4mAYWGXdNLsZdrqiwBjnAjkcd70c4A4oYT06IIDLTXsl+uATtxuQaB03/VKKalDAIn0G6vRFP4Eoa41tvfXWEyxDHKjzDYi69NJLy3e+850KvYAScIwmynute2XR/8Ee4JW1tKzVB65qF2cfrZVXcnt5jnH0XLCRYw9kafrruzFVTgxCgafuQaOHHnqoOpW+9a1v1bW6WrkuIATu0JeLSVxY+8yabWLCvQHMnXfeubZF+8SIsbJgPn2VaHquNdnsZun7JZdcUtdP+/znPz9k+Mbd5n5f/vKX67p8tG5QtcGtL33pSxUwcb5Z/017ejkafDv44INf3I2TzmLYHAByB7M7Z1sDj7b0bM4140tb9xVPxkR8W49tq622quPhAMyNhdizmYjxNF7aJCaMdWuXuLe22ymnnFKhuHs2F5vvyoA5ERt80xZzjGPxjDPOqHPN3Keptllb8ZOf/GQF+N0bswwFvnk3KDuN862XCM25USAKRIEoEAWiQBSIAlEgCkSBKUOBUV92ahiAD24orjcgjtMGJPEFWAA53ENcQhJyEEXCDirZnZKjiOPF52ABJxPQ9LnPfa4m464BQr773e9WZ43zQSeJvJ0ibWLQ3Em+93K0RfWVFoJFzfkGInC+WYsLHODKUU7bAIvPOaO4gwAIa9uBFsrbLDA/IRAzEOcb+GORf4ACALHGFSABRllDj1tICe+nP/3pCk16LVXUb7DROnz6DIDRGvAAN63VRWPQkQsO0DG2xgQc0k9OQIDQeNGPE+y9731vHXfnA3qgpvjgDPN77eRwA+UATOXK4Kn7AGx+LwaUFCrF1E46KM8EgIAwmxwAQZ2glTsLMFIKutNOOw0ZvnEDup8SZPcDj6zx1g5jeNBBB1WIBBR/9KMf7RmUNfiGrHN7ub85oM/6Jubc29yYUFlvd7ybFzT/0Y9+VIk9bZRpup95JE7FDggHpILLn/nMZ2qsizVjAnQDbOArF2KbF+Az2AhkaZP5CB5yTZp75rr2m9+eBbQCtg2+uT/gq9TWOnna4R3R3iHiSHkvPenRvWvwYMtOs+FCL2/FnBsFokAUiAJRIApEgSgQBaJAFJiyFBgT8E2yb2F0AA5Mk9yDF1xR3E6g1Tvf+c4Ks5SjOZebiXMMqLMmlDJK4EcZ5+mnn15hFjebnSsBpyOOOKJceeWVtfSN8wlI8FzrzQFIwBko8JGPfGRIEcLJZIF9kGCbbbapTraJHUCT8jqQCMAYDvgGXNnEAYzguGtwhzPKc7gMOb7UIwMrvZTcCipjc9hhh1XnHsi2ySabvAgagRZAiCOQ44uuQAlYZCMKY2jnW2PrXBtSnHDCCRXIcJ0BMIAkmKa8Vqmisk3ljUpluZ3ECa233XbbChXBJmOoPfpmHAEbz7W+mt+DQdxw3FrdsHG44Zs2aodx5X6zNh9nYzsAZGBOHLd1+3rdXZUDDCDjUANrQU7OLNqZBzYyAbR23HHH6rgEyXo5zEN6iRnjS38wDsDaY489KvS08QdwZn1DgMoc0x4ac/OBpoAgfe0aal4aZ/EoDsDH/fffv/7O5iHi37wEZK335p2w22671bE0fsCq+eo+O+ywQ30v6JtYFkdAnvi0TqS53rm5yVCdb9nttJfoyblRIApEgSgQBaJAFIgCUSAKRIEpR4ExAd/acLSSMm6a9iWxV64o8ZbwS86VooE1Ev9VVlmlwqW2XhYoZH0zybl1xCT8nFL77rtvhRGSfNc0+ALM2f0QaFh33XUrNBrKMVLwbUIbLhh05bXf+MY3aokeANa5oD8dABRwDJjxeS/rjYEYYAqnGuceTbnJ2kYR7fkAirFxHigEMnq2tbp8cd+BrKAZ0Abu0J8zUSxwJHJRiQGwlFOO+w1oAgs9j7OK68vPoBOYasz9zmYHHJAgJCcVEAQi9QUahxu+6RfXIRjE7de9hlxzLxoHn4FXrWxzoPHX1jsEsKypxt3oHu4NWinX5ew0b9Zee+2ed8Q1J2ho7nEMgqDGwz0BZu5BZd/KRekqDrhX/Q4sU2KqjLgdV199dW0LgMqZ6DNQnMMNgGvr9zkfvLT+nnne1nwz7kpZxQjYprx0gQUWeHF9SE5Iu7+KG2DYOm0AXzsC3wYaWTkvCkSBKBAFokAUiAJRIApEgSgQBXpRYEzAN8BMmWRbgL8tvA/AAADKSyX1XGySfLAGYAE3lLQBLZ2HJJsTysLwytMsHM8JAwZZf6zTDeM6UAhYAIq4lIZyNPjG5QU6TQ7nGx0BJ+ACxOze+KDtZAmIcZRxHPUC39qaYIARhxU9u8fAOZyI3E9cTlxdwJu1vbjW6OM6cAQMcx+ON0435avaozSX00n5JicfIMOFxc2m1JATSZkq92NzdXHSiQsbdChZ9QwQSoxxIirB7OsYbvgGenL5iScQSvltA6BtzTfgE1j0mTHodc03sJFGtAa0Ojes4LwE5ehJI2WhwGUvh7kHdAFc2gh2iimwTXmuss5vfvObdWzMS/DM+mzKmsE6Y9+5wwtQC6QZQ/cDVN3feo5cgMB6KwUGLzlYO3c79XyuTZrqX3dctx1YnacdSps7nz8U+JYNF3qJnJwbBaJAFIgCUSAKRIEoEAWiQBSYshQY9RsutLXDuGUk1BwwQE1bowo0kdxbmww4UWoGNnDgWGSfm0n5W2cZoX9LwAEa7jeOG7AAYAEIrE/WeTgflANHuj/rNVzAN24ncGlSlp1OyPkGQih5BLroZ+0zcLHzALz8ru382cuab223Tovs66d1t+jcfQ+us9e//vW1xJT2gKAyTAvuAzPccuCIteDAIVDtK1/5SoVv2gfIWhNMO5VsehYXJPgD8HB3cZW5VyvZ5GTkfBQnnFEgnlJILi3wtr8NCIYbvjVXmhJnpZ+f+tSnqkuPRp36iXNxst566/0PADU3fLmmr/EBLM0BUNP9wdQGIenAUcZpRmebOyjP7D7EiqOvZ4BvIJbrwDJgjJtSjCstpXk3fLNhBUeqMQEdO4Ef96GSam0Ebs1PjlSAlVNN+XODuNbwa843beek85n+ahOwy7HZvWNvm8vuJW46ofJQ4BuQB/Zmw4Ve34g5PwpEgSgQBaJAFIgCUSAKRIEoMP4VkLszP1nay3JNnUaQqf7z4b8HKoESQaWM1lazu+FADy4XDhwADYSRMHeuPSX5B1Ik31xLRx11VAVCQIyDswc8A06Uzlnji1sKrONoAssABnAGyHA/HVYax/XEdQWscL6BNeAbKNNgFJeYUkWlasrglAAO5RgNzjftB6C4BTmrQBBfQETb+ZUbUJ9BhcGs+WbzAiWJNlYQD+BM283T84EW0Es5JNcQsArYWIPOdc2VBIhoI3gEgFrfC3zj6tIHmxIAOACMslPjCyg2AMSV5TOx5TCeSloFvMN9xIE2ir3+Nh4YbvimHRya1iMEEO3kKrb00eYAzZWm1Nn6dHb37Ty0W7zalAMwpKFr20EHDkJjrL8cnuZNK/31TI7RE088sWy33XZ1/DvLWgFsTkIl1xx3YsD4dcKqvuAb5xvtGyRv8M3420HW2nrGGcjmqjTObVys1QaocaSCkvrlekAWLAXszEFtA+SAOnFkLNuab+JHTHgnANDmcwNwdPW59wknIfDb9NCGocC3ON+G8lbMtVEgCkSBKBAFokAUiAJRIApEgfGtwJhwvtm9EBwDwbhLLKJu/S+JMwBgwXy7J0rCOYRACDttgm+u5ewBV4AYEEXyzR0l8bfTJKDQNhngEuK8AgqQSJBCeaDEXYkoSNLrAZS4r1I5zizlcu6n3M8i+OAGsAEoNgcTKAloAjSut/C+/oNIQAmXDxABKnL5cIFZ0wrEAnZsNgFo6jtNAEnPAbvAJufZ4ROAAav0zVpqPgNP6Oa5HIUARi8bLtAH/AHXQFNlg8CP+3AGcagBtdoLmoAqYB3XFPgColofTN8AIOu90YzDCpRpYM4YK1OkpR0sjRsQx9VFK7vXihVAFphrh5JPfeeO9O8GB0GfzsPk8Ln2A1g0oasNIrTBRg7cXb2uxeYZ7t02twCUwV5tVVorpkEzGtJfzHeCNdeLSyWX2mTDEe44MdsO92+bapgf3I0NUNEdmDMPxBF3WZtP7XpjZH004Iujje7KrgGxVpYMYCsHpYExFGPGECwFxoyF8l7AS6yDmzZDAceMHfjV1qED08SiOa0kVVvFtWtt6uBwrjgC3Ln2zAnATPm2trmfmOV+A//Ej7Ft0JGDkhbiva0P6b5izBiDem0tPONgPDgitclY2ySiEz5yL4KfStzFtpiN863Xt2POjwJRIApEgSgQBaJAFIgCUSAKjH8FRv2abwCEXQo5dwAzyS1ABCRxyEmkJeDWg+JikyyDBZJ8ibsSNzBJAi2Zl2CDU0AciKIk0n2UsYERNmKw9hQQ5vegkMP9OZPs3NnL4VkSeyWeN998c4V/wAlIAAhZFwukABCANW3XZ+BNaah16EAa8Ae8AwDAFn0BB3wBN2AGoAQwuB7kA1AACNBK/2nH1Qf0cXhxEoIw+gzGKQMF2UAF/QejaOT6XspOmz6gWLu/PgMX+kcTgIyWIAvoZwzpA95oVzu3gR4L6Ou/PoBsnEbaySVnjOgiJtp6fZ4BnooJ9/d5O+jJ/WhNNZtzcJZxZnWveeY8cIsLzaYcYsR1ACbgZE0ycKevktCBxIi+6RNICB7rIximX/4NVrk3/bvX3ANzbWoADGuHvtCk8zD+AKg17pwvTsSNOSP+aAlo+WqbUrTrxQPXG/eYzzhLATSaGitamJN2UxUrYKRYBtvEu7kCSoKgyl+NAfeaEluAS6yalzQQm+LBfcQz+CpGxVzbsdVzAObmitV+cc75Zs7bJMUzxay2OZ/rko76TD/XaLsxA2v13zyhIf29G8xP8FM/6S6m6LbRRhvVd0Xn2oXd8C27nQ4k6nNOFIgCUSAKRIEoEAWiQBSIAlFgylNg1MA3ZWKSXEl0Wxhe8u53AAmIA1RIioEoYAFg4QhS6sp5ImHvLFmVHEuuOadcwzEDznCMLb300nWNOD83sCTR52QBB+z0Cepw84AtQBFnTVvwfaCh0soLuYi0BQDoPECBltw3cAgqABgAAnABGHQfIBlXWys3BDK4gbS7r2phmnItgQigHyDhOTTlkPLFZdeglb7SR98HA95ae9umCO4PqvkZwNAGrj/lh6Bf22TAeUpewSLwCzQDSWgEfAF6XEggi+uUMRoTYEZfjJkxBVcBUyWq3WBJH8FZ5ZagD0DH+de90Ybng0egLHdU9wHAKccUe8bR88WZe/Y1BsYMDNW2ThiorwAz0Ap6AT7aDkLZLKKvUlixDQxymTmH68p9Ow9tcD+AyhxoMd0ckMaXK4w+3WNMR8AUgGtwTUyIG/EoVkA9kNjh2eamOGxg2XVglrlqLgOJymfpz+lmzhtT5xtf6wLSE8RrfRajxlb73dtzjTcw5jxzlRZ+Ng761OAuZ575DMa1uG5lzm0TDn2kvbhzTvdBF2MF2HkHaAtNxYYvYwfO+pzzsNdNKwb6Hsl5USAKRIEoEAWiQBSIAlEgCkSBKDB2FZjs8E3iDSJIlIEZ6zOBFGAGACEhB40kuhoroZf8gzCSZT+DMBM7XOt8yfRAdu5sOyM6t9eSy4m1ZbR+3uCD/g4FuPXXv140NcbGbEL6+9w923hyLvlZ+zshrPa08W9QTOklJxaQx2EG2gylz+4LECmF5JxsGxV0aqFN4BIIBRh3gzIuLV9tl9fhjJMGsWhkzvia3HFNM+0x1m0Nxwn1uY23cwYyh9u9xHWLpaGMsbZaZxA4BG/b+oKgK1DKGQfq5YgCUSAKRIEoEAWiQBSIAlEgCkSBKNCd86uoswTSZNlwQWLMEcXh1dxFLVG2WQJnVPeOhRnCKNCrAtxRbf08bkkQRdmm9fPe9a53VRfVUA4xyyWmhJSbqj/4xq1o/bXu9eWG8uxcOzIKtI0eOFjB/wZyuQHBW27OgUDEkWltnhIFokAUiAJRIApEgSgQBaJAFIgCo0WByb7hAiGACg3pLtVrDqyhuFVGi9Bpx+RVwLp2NnNQWgx+KenlnuJ+U5oKoAz1AJK5uPoCb+3enqmkcnK7zoba1yn1emPb1/gaz4zplBoV6XcUiAJRIApEgSgQBaJAFIgCUWDCCuBdll2yUehkcb5lgKLASCjA6WZXSovrc75Z9+zzn/98XSvNemQBvCMxCnlGFIgCUSAKRIEoEAWiQBSIAlEgCkSBKU+BUeF8m/JkT49HWgGL/tvIwQYK3Gk23FACCrz1taHBSLcvz4sCUSAKRIEoEAWiQBSIAlEgCkSBKBAFXNHHDgAAIABJREFUxqcCk33DhfEpa3o12hQQ6Nbparvk2kF1xhlnjONttA1U2hMFokAUiAJRIApEgSgQBaJAFIgCUWCcKRD4Ns4GNN2JAlEgCkSBKBAFokAUiAJRIApEgSgQBaJAFBg9CgwrfDv33HPL61//+rqOVo4oEAWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgwpSsAvv32t78t++23Xzn00EPrWvTtmOo/H/57oALdf//95Wc/+1lZdNFFy9ve9raBXpbzokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAWiwLhVAF774x//WE444YTypS99qW4COSj4dt9995Wzzz67Ot/WXHPNcStYOhYFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAUGqgD4dvfdd5e99967HHnkkYN3voFvZ511Vll88cXLWmutNdDnD/k8HXjmmWeK588888xlzjnnLNNNN92Q75sbRIEoMDQFnn322fLwww+X5557rsw333xl+umnH9oNc3UUiAJRIApEgSgQBaJAFIgCUSAKRIExqMCwrvk2OeAb8PaHP/yhXHDBBeVNb3pTWXrppctLX/rSMTgUaXIUGF8K/P73vy/XX3993VF2tdVWq2B8PB5eovo4KQ73fuGFF4rv00477aR4RO4ZBaJAFIgCUSAKRIEoEAWiQBSIApNYgTEN3zT+oYceKldeeWX56U9/Wj74wQ/Wstd777233HnnneXxxx8vU089dZltttnKSiutVP71r3+VO+64o37ektnXvOY15a9//Wv5+9//Xh1ziyyySFlyySXLDDPMUKXn3PnNb35Ta3P97lWvelV5/vnnK/BzD9d75uyzz15/fuqpp8qvf/3r8qc//akm5AsvvHBZZpllXrzfJB7P3H4MK8AhxsF57bXXlr/97W9lxhlnLG9+85vLQgstNObiBxS3BuRNN91UXvnKV5b1119/3EFx74F//OMf5ZJLLilzzz13ecMb3lDmmmuuYYlA+nmH3XrrreWBBx4o00wzTVlwwQXLW97ylvLyl7+8vOQlLxn0c7wzjcs999xT31mdh+f448WKK65Y+zRWgN+DDz5Y39P65PAOX2yxxQYVc/Smu3sBn97jXJvu6X0/yyyzDFr7XBgFokAUiAJRIApEgSgQBaLAlKnAmIZvytpuv/32cuGFF9bSto985CM1MTr//PPLmWeeWW677bYK1CSsO+ywQy1PtS6d88E2UGDDDTesO04AZj5fY401ynbbbVeBh8RLYn3KKaeU6667roK0DTbYoJ73ve99r0I752+22Wb1Gc6/6667ykEHHVTvJ3l93/veVz+PG2/KnGC99Bq45RQ78cQTKxwBiz/3uc+V9dZbb0hQp5Vlm+zzzjtvLc+eVE6t1t+2BqRnA9/mBxA+Xg5aeodcffXVZY899igrrLBC+djHPlaWWGKJIXfRuN9www31XeU9AvCBYAC/98/aa69d5p9//kEBOO8o77Kjjjqq/PKXv6zlwO7d4gHU8wcG70DwaiyUChsLf1TxTv7JT35SbP7j/4JNNtmkwrJeDxDvvPPOKz//+c/r/yv//Oc/6x9V3PP9739/haA5okAUiAJRIApEgSgQBaJAFIgCvSgwpuHbI488UhPIX/ziF3WTh1VWWaUmpICcROzcc8+toAF4e/vb3151ueKKK8ppp51WE9D3vve9ZeONN65OuJNOOqn86le/Km984xsr8ODUkXB99atfrSDvySefrGvZSUolx/vss089H8DbYostauItsT3jjDPKIYccUv785z/XJHmbbbYpyy+/fNah6yUqp9BzOan+8pe/1JhWRn3ppZeWHXfcsSb8r3jFKwalipjkdDr++OOrY5M7FFSZlCDMc7je9AP8eMc73lHdWuPl8F549NFHq9Pq29/+dn3PfOADHyjbb799LXsfCtg0Xty23i8ckMZq5ZVXru+WH/7wh9UZ+dnPfra+W8D9Xg9jc/nll5cDDjigQip/GFAOzPHm8H2OOeaoO1bb+rr9vtfnjPT5/hBy88031z+WgNf+6OHdOxgYamy5Di2GCh4De/6g4/+Lj370o3VMckSBKBAFokAUiAJRIApEgSgQBXpRoG24sPvuu5djjjmmmivaMdV/PvzvmqQJ3HmkN1zQNMmWJP+JJ54oW2+9dXUHSRa5FSSqgIPtW4899tjaMZ9xuX3zm98sP/7xj8sXvvCF8p73vKfCif33378mbiAByPblL3+5JqdcLdwnrudAco3j85//fC13lYiDC4CdMsGdd965upeUvErIt9122zLPPPP0Mib/c27nMLTEvv2uv0S/r2s6bzyhezpvYgChr9CY0DXd50/s/trQ3cehrq3V1/1eDPY+1uyaUJsnpu9gBrzdk6Pqu9/9bnUnfeITn6juzE741ov2QLGY//SnP10Bzi677FJLCtumJAOJn4HEQ+uvZ2g/AOLfq666alluueX6LV8cqI699Lm1pb/XV3ef+2tDX+Pvd1dddVUF+D/60Y9qSajfcVkNB3zzPgF6vI9AN2B/qaWWKk8//XSFQN4nnFfiwue9QtQG3772ta8VzmEvfS7foZSxdsd65zztb84N9F3Ry3uCQ+3GG28sH//4x+s7fKuttuoTvvXyLgLfOKXBUH/g4X4LfBvM2y3XRIEoEAWiQBSIAlEgCkSBKVsBeYg/8u+5555jC75J8MEy7hMbLXCqNZcG4AC+HXfccQOGb5wgylRBNmu7SU4lcieffHJ1onCBKJ370pe+VKEC+GZBee1YdNFFy+abb17BHVeKczmYuO2GAt8MDoinBJGTztp1Em/99DufWU/O80FGh75bb45rRrv93pp01qMCBx0cgxJ50NE9X/3qV9dyXW5ADhKlaBLMvtxWjz32WIU51kRyrpI152uTcjXPauvltanFScKN6JmSWedZywws7WtNqfYMQBdcAAe4c/SZk2qBBRboqRzOM5UDW6fPoV/W9hM7tOKOfN3rXld/1yCEvokHa0kZB2XD1nyip74bD/DCz8qRXT/YAzQQS9pn/MSgth199NE1fhp80w5wRlzSUjmiskAxoW1cmO3QNmtWmdzWKwTDXM8R9NrXvrbqbszFjn43iAPyON8z9LHp5f762T223X2mNVitbG/ZZZetblSlrt0QRT9+97vf1X6KD/qaX2Kjxal7m2vi3D1pxIGq3drs/vTvBlCuoSkI7hmuN8bmpXO5Wz1HzNKIwwnA95m5IMZoK87NkeYG42ozX7SZg1ZsGCvjtPrqq5dPfepTQ3K+abe5ueuuu9bx5dzyXvPM9i4A5TgKP/zhD1cXY+dfSwYSf5MSvmm/eOMk5p4DeGkkJt761rfW7z73XSyJw05nneudb94ZF/cAHpXY9hV3+uJZxskYiws6gaD+ININ35qGYts1/khjzvj/wzusryPwbSBRlXOiQBSIAlEgCkSBKBAFokAUmJgC8hG555hyvmk011tbk+fd7353hQjtGCx8k/gq5ZL4KfdTngWISNLAAwCrOd922mmnCp98JjH0mcT9sMMOqxBBkgmMffKTnxyU8w08kIQqhwWOQBFtAAiAE8+VcIIbSsc8iwvnoosuqmtFWbDfuRJUYMO6WwAh8MSxx1kFTkh+wREH0OC+gI5kWXIPODho7nxQxTpXklKQxHdt1SagQFskyw738izXSHj1AdwCXuil5FdJboMLgBGwYNdc8MH52kdfybFEm/NEyV1/yXJfAQ8icSrZlAPYA2KAP3p5pr7Rxfp9G220Uf1MO5QUajcoYGyVnIE+QJaSY8BGX5vLBmwYiFOntdHYAHnGwhpfQK5Dn7VJ7H3xi198sewUpAKcOTnp7nna79A+ZXG00T9jyZklFoBg4Eo/wIYGrMBikIK7ypg3MKN0Wntmmmmmeo1xECPONcZgaF+H682h73znO1Ub53duXtKuAcTOOeecOn/1Sex4hvaAg/TUThqI4xNOOKGu5aXPzdnqO9BrTDyjLYIPztHUNZ5jPJxLJ5+JJSXi3hn6ph0/+MEPKvQRm3ZlNU/En89AY9eDRd4J4lY/tUvciy2AlAvN96GUnWqjNoN43kO+W0uuASrzSTk92Kedxq3zvTexl73P2xgrp/f++MxnPvPibqr0F9/AZK+OOmNFD3/wMM/Mce02ZsZAOz2vvTOBUzoDXw6fcZj5AsbaO0esijlxLe7aO819zGkQVHx757d3hTnr3cId2MpOtcf71Pqd4oOWjrYpjveKd5G503kEvg0kqnJOFIgCUSAKRIEoEAWiQBSIAhNTQM6E7aiuHDNlpy1Rk6RxHK2zzjoVFLSjwbfDDz+8JntKSyXdEjfJPojEFaYEr5WdHnjggTVRlCRy2UjsOVy4ZCTFYIZncbxJ2MA3yTxQI+mUvHMgSZ4lzACVewwGvmk/WKJs9rLLLqvrL0n+lcGCQtxaSmDBgsUXX7yWQ3H1SHollw5QDqDSbo42UERpHMeMvjd3EgACQkiGPQcIsYaeZFXZ7JZbblmTWjAFdAIkPYtzTWJMs4svvri60kATzj9tFViSYH1Ad2kj0QaMbrnlltoPOmmTe7kPoGrM9JPzjjOGFsbB+cAZ+Cmx7mXRcy4mMAmYBHGMEd0ADFAJQPFsYMK9AThgTnkhAAPGgpeSeeNtPbZvfetbtc0AE9eTxJ1OA4Vvkn/9POKII+pY6I94EaMgAahgDMRoW/NNjAFFBx98cC3n5AoSAyYw/Y0H1xRARDfgiNbiBVAzzuuuu24FLMYZaBDv9G9Al2MUdASXwDxQSzvBRv2z4L8x63SntXlnPnge+EYPMQhqdpZKm3/iCER0b88GmsSkcksOR/c3p7VP3O61115VI1Bb39o6XMbHMzjEzE3tA2gBKmDG2ICS3g3mgfPFkTUgQTv3115xoT3gp3kNwjqfZuaUeWQu0Fy8tJJd4yM23Usp71Dhm/eIcVRCr1++G+N2NHDmLyWgkrkJuvdytHvsu+++Nc7cx7vRGIklMNm8oJ0xHmg8m+/ek2D7kUceWecbWKZ9xpa+3gt0Asv09V3veleF9eLSMgDixlz1zhWj5rt1D7WZ+/Od73xn1V8Mff/736/Q2h8WnM8ByLHp+cCpMfHu1T9g1xwBLbXLe8j811/neleLH+8W75zOTSYC33qJrpwbBaJAFIgCUSAKRIEoEAWiQH8KjDn4psESJgAEMAA+JOSdSWKDbyAFcMIZ03b0k/QpZ/QzUNHgmx1K3VuCL0G75pprajIpAZYEStIlZp3wzb0kcpJ2ySD4IUGXOHJwKF8bDHwDMYACricuFN8lkZxQp59+enWSKakCr4ALMAw84pIDFm0KIVH1GfjofOvcSVAPPfTQ6ioCDk499dTy9a9/vUIL0IG7xL/9DlADUHbbbbeahIMxSnPp4LmAkLXsgA3r7kmS9ZueHDSSVkk45xWA0CAbuAR+qXOWhINdHHaSbu2XUAM87t/Ap+RYuR2YxH3UK3wT/MYWyOQaA3KMKxAJrGhHc0CBP1xBNGpOI8BOsm5dP4m562lET+MwmDWg6Enjvffeu8aQtnAbimPxZ9MO8NK4NPgGOtMfMAVKld9qo/PoDJrSydjrh8NcoLc130CMr3zlK/+15lvniwEE4QpyP+0Qy+7fgJY5oa1gWHNLtutdC2ICWeanMaJLNxQHb7XR7wEtEFn8mmPgiM0LzGnuNPPHXKAT8CiOwDzaAcrf+MY3KlgBksAqMI3j1NgYM+s2ms/a6jwAkauS680zgJv2AhR3QBvdW9yBePoDbhvnbjfYcMM3fVUuLjbpYu0y77ZO+Oa9oF/eRdpkjvZyiAGAyvvOOwP8BGABRZDWO0a5J0AJyPcFWSf0PPECDnoGiAeaeSd5b2666abVree5xlR8mFPG0/vA2BkXseO95/0qHrgYgTxAzRxxvfJ/4+G94r1lLvpjjPejuPBOac43IJ0L1B9YLAXQ1tHzfwB46g8E3tfeb6AjwN6OwLdeoivnRoEoEAWiQBSIAlEgCkSBKDAu4FtzV3DIcG0015eyxc6jwTfwRwInaZPsS9Y4WkAKzjKbI3TCN/fgDOL0AUXAJIku+OAaCW9n2ankm9tLYs/B5FlAgMMOqZJa8A0Ek/QCCM4BKroP7hPABEAAIgAtzwJSrGEk+eT4AFlACu3e/jPbl9nnmL0CCvCPdREc4j6TQLfyRdDKdZJriazSOBqBb760k+MMjNBO50h6ObGAFlBRX7m9QA1gBgjh1mrln66TMNOIzhxLkl/JPBeTRLyBGP3ncgHVlJRx8DjfeBhjz5T4t3WeOGcAFXDOPT/0oQ/15HyjdYNvEnNt0scGHVpJLUcWsKV0GNwyFtpoLAE6Ywt4cVWBB8AFSES3Xg7PE1OeI+kHgQGEBswAU33VVqWHbc03uhlr4yhGOX18F1cAGyAFSgASbVw64ZvrwTfwtLm3utstPuntGdpIK3CEc6g5Bvfbb7//KXfULiBDnIkBABXE6ITi5ok+iznja661EmXtAB1BYnHHzdZ2+QS3AfMGh8AU85hLrG2W0gCM87gD3Qd01xZx2TZj0U7PBo7b+n76B8xaVN981XbP5ADUb8C3L8jV4JuSRc7I4XC+0aA532hgnjUNjSXI3Zxv4JvNLHo52h8vAHn9FivmgfcGh6pY5/ijJ+jf646q4BsbtVjx7jL3AVfvMiDfz8CcdzjA7feAMsjMpQiMGXd91lbvBTHrfoAaN6Y/vGgbfTjnOOqcz51rvnpHiC06Aqnu750pNv1hoq0VSDcaAJrendrgfp1l1YFvvURXzo0CUSAKRIEoEAWiQBSIAlGgPwXGlPOtuWsk1s1lJsHuLo0azJpvnCDuw3XBEQEwcPlITjl+wJYG39qGC2CCZBA0kbSCIBJjiaLyzwbfOMG4ljhpfCZp7z6ALK4Lz5DASgglppJf3zlg2o6yXBySSBCKDmANoMG1AxpwgXRqAoxps3ZwA4JGfnaNNikN4woB65wL+nCCKcUCIT3D/cAYTiAlYhxSICHQBqBwHoEW7g1qACUSaZCUnt0OGq5CAIjji+ZcU9wxEmOJNddT6wNXHFgAjoBdQ4FvoBYdgTbJfwMwHJLcT37PhQMctI0zgE0wsq3BxbmlTQAoeDiY9bFAHSWlDeqBOw02AgIACCDaNlwA08QQOMO9B7SJI6WbvkAC/QLfAIS2WUaDb+Klwbe226mfvQA6NyoBKrjD9Fc8uzeQ6/5tgw8OIePTDvfwbJDFXDFGYqdzkXznAF9gNjjmfuBmp3ba4/fcT4Asl1IrMTfnxZL+gJ1ArlgHC81dUEc7zR1toR+ADbI7B1wy3uLUnO7cPMI9ua7AIXMH7HYPsMZ14GhfEGq4nW/6DpSDatoKohurzjXfxCL3qn7QCKjs5Wgam3/65qvNM9pxB7b4Bpl7Ke/WjgbfxI6yUu0HtGnYdnD1s3eIPnK+AZ/mHEDvDyX+qNIO9zPvxZa5BsAZW+8r7zLj7r3mMM7mB13ahgvem61P/nDgXd25NqO4pImxBO08HwRsR+BbL9GVc6NAFIgCUSAKRIEoEAWiQBSYEHwbMxsuSIQkUFxonCa++trtT8Jm7SrlRMARWOE8SazSJIm85A/U6nS+SUIBI0DPPYAB1wBr4BvgABA5fAffuJIkjaCVRE5ip32cVZxzzfmm7YAJ2OLfznV4pi/OHKWlLck3KBJSDhG/dy8JLUjk51YaCWwBQZxkrRRSmWKDSm3gnecZknZOQS6R/uCbtoNvysIafGsbAOgz+OH+YJx2cptws9CH28S4cCcpm+Nc4bTiQOmGpMam7TzZSiw5y/Rb0tygA8gC2IA+EuuhwDdwjWNMbNC0OcDAF84+AK6Vn+mnOAALAEmJO1BoJ9y2YYT293q0XU44hAAloNe4tE0DwFTwVhub883YAQvGwzXaoTQRrDUm4tP9QDblfd3wzcL6nWWnxgIMA7fabrViy4L5Yg7U4egCQ7VLSSYnmKMbvgE5SnGt6wVYuq6vXUjBEe0XWxxdSkJbnzvjVJ/amlxgHhjmfkA3qAKc0chYAjHipcE3EMUc8zmI4pnilGYgjDXf9An4BMdbjHH7GXv3U3IJjgLMHJAcVn3tyjvczjfjA0KDbhyN+g04tZ2MPQ/A4pYEoYwzB18vB/es95M1BWkp7hokBaG4CcU3CGjO9be5Rn/PbPCNntpu7ps//igBmIFx3HvN+eY96t0BGhsX81tcOBqwda1yXJtxKFUGII25WBITzeXpnSZeQDTxAGKan967/jDhuWLTO6bT+WkuGF8lrfrb+YeCwLdeoivnRoEoEAWiQBSIAlEgCkSBKDAh+IY7yGUmy4YLkjVuG4mupIfrpS+gxp0CPoEgklHrMAEE3ZBJR4fifAPf2g58LQGUlDf4BthJCiWNEjPwTZs7wRKXhnZK/tuab203QG3rLjttOzLqf1v4XhIMEHiG/oIEoBkwqNS19d21NNQ+AyhpN5jcbK3MEwBzP2WBkk+OE8AGfJPIOhdQac63vuAbAKaMF2zjSALAwEn38RkQYq0v4wLAgR7KxSS82ut80KQdxluiDIApM5Osa7d2ciC5Buyil9JHiTYAZO2yvtZ84xYDFLSFNsawE5h0rvkG9CltBQeaa4x+4CWtwFr3ACVcB9hyCHIcAhZcicbdVysV7fUVA042wAbugCn00V/PU4ILGrQ134w9iEGbtvFHc5cpvQSbQQrgphO+ATqgGvjWNnAAR0EebkKuI+MEJpqHYojrS9waAzEkxgAz0Jqm3fDN+cbZiwQQbO7Hbk1AOvcBd5SCamenswswU1Io3kEb7wGac00BKfQGeM35tlkFd5qxBFucrw0nn3xyjS0wUok10KLvdDCOICF4DfK0OeJz/Te/QSCAFkjURoCqr40Hhtv5JtYAJHFhPnGSej4Y2XZCBeS41cwxsdi5OQC9Of2AUOPOTWl+dR7mL0ebceCQpGsr2wdiaQOSiWvzAahqRyt7FjPil07mSee6ft5F5nGDb+Blg28cisa1E76Jc3CUA07f9deGJ1yRnge6iXnvGo5KMen96j3gjx6+G2Ofi2kxKr68b9qGC94f/jjBScr16Kvt6EpXLl3vQeNMs6z51uvbLOdHgSgQBaJAFIgCUSAKRIEoMDEFJnvZqcRHwiTp5vqSMAE43aV8Shwl1ICBBEySpNyoOynWITBC6Ry4BK5IzrnFHBb/5uDh/pDMATnaYE0g9wKnLDTfwA1XWVvjS+Jv/SeABBCQfAMCgINksa1J13aM5KIAVjjIeilNdH9wCkzxDH1VUgdKKAPjCuJ4aa6d5kqTUEvcPVfZZNs9E9CS8EpmrVvmWglvW2Re+0Cbtq4c3YAuz5Lcel5zLUnOQUX9bjslghrcgdoqcVZKKvmXdAN2oArQQVcuFT9rqzYAYNwsDm5EUEQ7gAVASEIu2XZ/Y6EktS/4phwWsACC7FYpjpr7q0FU0OCoo46qgIGm4AMQKTnnqAS9jCVQxfXWxgzQ0wZxJEboYlz1p7+10yY28VqJHMDqnvpr/S4wk25iDnjlBOLuAVHatsTmwuabb15BrINLiXb6RxvnAxJtnTNQQtvFPCgBjumruWTMwEaxTQf/5g4DRMVQ2+0UBHO98eOuA2wBDAfnIyBpDhj/7rXeOuGNucaFBCyCjeZ627BCv5WKgjra6f6AKieaWLOOl3MBE4vuW1xfDBkLa5SBkaAceGQOglegHHhF4+bmAmrFGY0avDI3xCVwBFKLO9dyUXUCKH2hmXeMWAOzaMvJx5nFaaX/Yq/Nz4nFQufn4BWAqNRSvAP7YLe4MGe43swvc4Zzr3tNPe9SQFJ/bCwBrnXGKGhmLoGsruesFFvi0Zi0eWD+eAYA2Q7neC9pm3GkL2jcSl9b+TF3Hn3oB7aZO/QGkvVHHIlX5erms2f4YwWnHYBqDnrnAOF+Zzz8DpjTZu8bANi73Fw3DwFAzlDvNBC17coL/vmjBuDuGlBQG7TLRhx+Nm/EnXkvxrxntd9ndPf/jnJ17zDtMP/dU3z25fDsZbxzbhSIAlEgCkSBKBAFokAUiAJThgKTHb5JYIEvsExiLxmTtHXCKjBKki2plBQrq2yLhHcPkwSRiwm8UM7EvQQiSCYl7YCDZ3mu5FtCB2qAN8RQhsr9JuH2s3tIvAAJUAiwAUWU52mLe7sHOCDhBTBsviCJldw1J0crHRtIWLk/YCapl4iDBxJUyTzXDzAEGkksJb6cK/oGBEjQQQwJN3BCR44WSbqkk+uDqwec0Eb/5nLhQJJYSnSBN3DGfbmk9EGiaa0pEE87XAMIeg7NwTbJKf3aDo3gAVjgOfSWIPsCGCS2NAOK9MM9gQHgT7JuzFtiq/2Ah3ECYvqCb5J5UEd/JN4gaedi/p3ON8k2UKN/kmjll/QBs9xbuzrjrwER4NK1AK0vIKgvR9RAxlisgGhiUdvFEnjl0F/jCRYBVBw51s/yb+NrPTbta/qIF9dzhrqHuWEcOIMAbc9pzr6mq2vcA7xom0bQwdi7P8ABhJg/2mKMlSz6t/ubOyAcbYwx6KVsT1v7KtFsmng+WAfmgSTGxTjQUUyIKX0F2D1f3Ci/BYa0t8W0eNBenxtnMQc2eYfY1AHM93tx6v7a5BrP12dgybmd46xvxkOci2u6AF3da9cZF3oCjoAdpxngBmKZl8AuON2Xg3disUEPY0Mf7yqaNAAGeIF8wKsY7XScuS9Q5L1kDpmP5jqg1OkOdg4QpbxWu9tuyfoOMtMJnG3uyc5rm9PP3BIftLFGGu212+fu632p3eJBe7nXxDhIBiQqATbHPVtpurFwP9rTVBtpRwegFJQGNkFZfRaLgBjQ6J1hfNr4upYD1/Xcr67z3mt/DADzQD3z3pdnmB9ihZvQO0AsG1/vfvENxGmzP1oAb+JJ27279LEzPiY2vvk8CkSBKBAFokAUiAJRIApEgSlTgckO3yRSYJFkClQCTtpWgJWvAAAgAElEQVTudW1IQBwuB8koSCSBk6T3BT4k5BInyZ0kC9SRKEkSm6sI2AI/JNgcEBJ4CZffSSSBC0kWcbg0uCIkh54JOkhUtUfbOV0k837vehsqSEBBOIkiIAUKdO/IOqFw41QCNCSxbRfU5tDxbH30bO4QCbaEsUEtiSJABmz4N404BFs7JZCSYbBRW7W5gZyWGAOdtPJ7YyLJBPk4xvQLwKCtBNsBPLg/LQGpzoQdSJLsW29LSZyfARRjLBnXhwYm24Yaxs81wIZzgVCfSbY5efpa8829JfgAEVeWMemEEw2+cdjQBkQ1prTUR+0HAbWnL5ei+FCGp2yRW41DprM8bTCvD20S28ZLPAEJtAN5xZ/kn16ADoeY9hlTgIw++iq+QSQagR90oJWxBMIAYOABWDF/QCz/FsvAiPu6f+uzMeUg4jgDMt3LudyOYslc0SbOLkAbpHUuDcFb95rY0TY4MOeNhX64t3vqI8ii3X7XNozQZ9CLXuaCc8Eu8digI2Bn/joXtDZ3aOqa9h4wzlyG3gndJet0Mg42hQBjQPjuklNjps3mgjHoLiEHP8Ei7xDgzzwCzbRBX9paj00jfRTj5mXbOMBnzvcO8yVOwaUGVc3FBmo7tdYWmrpGX8wvena/J8U8UA+Kc7IZT1qIIdpzPfY1ju4pPrzfrKsHzLcyzVZW7zMagsE01C/9N0begd4Pxtu46QPQxy3pXSyW/JFDjIJudPGHB3PZ99Znz2oQ1xwR8372PPc3Pp5n/gPQrhefQBvgSCPX0ME55hutGtAE74yvc/vamdpcMbbi3f9HgW8Tm/H5PApEgSgQBaJAFIgCUSAKRIHJDt8GMgRglKRMotjW6+le62gg9xkL50j2OIO4fQAfoAdM6lx0HRQB52wQwJ0j0e8rWZaQOoCHwTq0upN7P0s+tRMIdEicB1JW6xptAhImdn5bG895kmROPRsTgKhK3XrdhbHBN0CTriCcZJ02ntFXe8CGdgAISlYl5uAMSDGcMah9LdEfSLmi89umIBNymnXHvDFzrWdM6LrWHhr0N17uxaFFT9ALjOm1DLeXftNHe9oC+f3N56ZjZ5y6pnOXy3Zt5/MbbOegBK261yns9f3hfs3NCQiJ4+5Du0BEbl/AtPsAVIEs9wJ8BhIbA21nA2bgG4AEdvUSSwN9Tq/nmfttN9aB9LdtdtNL29tOv/Sf2Luo1/bn/CgQBaJAFIgCUSAKRIEoEAWiQLcCYwK+cepwY0lCgSjQYzhg0mgMB0kn545F47k4lFkqO2sJYltXDgxS9qfsiXOEY2u8HlxA4JuyT26k4YJvgGVfG3bQUXLOZUZv0Ab4tfA7V5BSOWW44zUGBxpH4B9daMQ11encGug9Jvd53imtLJuzSsk4Z6jyY+WvnTtf9tpWMcSBd/DBB1c3F5DWF3zj6vI8sC9HFIgCUSAKRIEoEAWiQBSIAlEgCow/BeTNKpCs7T9ZdjsdiKTN8aKxYMl4hh5thz9rN4EAAJvF5JUW6rtyU+4ri6Zbm8ti89aXGki530C0Ho3nTA74RmO7JnIrKUcDaZTqWsxfqV0va/iNRk2Hq00AnKM5CIfrviNxHyWh1hnzxfVlfTAbAyglbOXcQ33XcHGJoeYS7atftGtrkI1Ev/OMKBAFokAUiAJRIApEgSgQBaJAFBhZBfAs5gyb/I1a+Daykkz+p1nvyLpEykqtg9Q2T/DdukWcgJxw1jPiAuOQG84SyMmvwP+1ALSggxJc62txP1oLzPp61qFTbguaTOywTpmdMa15Rk8aWjcLbLHYe18uNmtS7b333nU9QgDGc5UGcr21XUQn9tx8ProVAA5t4mItPw4+68hx8NkBVNmpdcJyRIEoEAWiQBSIAlEgCkSBKBAFokAUGKoCY6LsdKidHGvXc79xe9lhzyLzFgf3s7WN2gYMStU4siwW3r3r4Vjrb3/tBcmQ4fPPP78u9N8OLkDuJBs8DAQ62rjBJg5tIXj3sT6UNbbcp69ySeAPeLP+Htcbve2aaOOBXtaWGi9jMR77YZ6ZWzYosMkEkKus2IYJw72+2njUL32KAlEgCkSBKBAFokAUiAJRIApEgYEpEPg2MJ0my1kGB4CysyA3nBI25WnAgF0Ex/tC4W1BeDssAmDtsDaXHTjtnjiQskDQ0g6LHIPK/9oi6zR0j/5gmmfaNZFDyu6YnpljfClgTplb1vczt2zC0dfGDOOr1+lNFIgCUSAKRIEoEAWiQBSIAlEgCoykAoFvI6l2nhUFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoMEUpMKzw7Zxzzqlraa2xxhpTlIjpbBSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaJAFOhLgQbf9ttvv3L44YeXl73sZS+eNtV/Pvz3QGWzJpc1shZddNG6G2SOKBAFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoMKUrAK/98Y9/LCeffHLZaaedyqyzzjp4+Bbn25QeTul/FIgCUSAKRIEoEAWiQBSIAlEgCkSBKBAFokCnAsPqfDvrrLPK4osvXtZaa62oHAWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaZ4BYZ1zbfAtyk+niJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBKBAFokCHAiMO3x577LFy9913168XXnih38GYZppp6vpx888/f3HNbbfdVp566qmiwVNNNVWZa665yute97ryyle+sv48mMO9nnjiiXLDDTeUhx56qN7H85ZYYoky88wz11vef//95a677qqfzzDDDGXBBRcsSy211KCfOZh25pooEAWiQBSIAlEgCkSBKBAFokAUiAJRIApEgbGpwIjDt3vvvbdYG+70008vDzzwQJllllnq10te8pKqoAY999xz5e9//3t5//vfX9Zbb73y8MMPl1NOOaXccccd5dlnn63g7S1veUv9fNVVVy1TTz31oNQH//7yl7+UAw88sFxxxRVlpplmqs/bcsstyzzzzFPvedVVV5XTTjutfv7Sl760bLzxxmXrrbcu4GCOKBAFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoMCEFRhy+Pf744+WWW24pZ599doVayyyzTHnzm99c5p577trO559/vrrMwLmVVlqpbLHFFuUVr3hFueiii8qpp55aYdmGG25YVllllfKmN72pOt8Ge+g8N91xxx1XgeCrXvWqsvnmm9fnzjjjjPW2AOH5559f26ttO++8c1l55ZUHDfwG29ZcFwWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgw9hTAn+68886y5557lmOOOabMPvvsL3Ziqv98+O+Bdum+++4rA1nzzS2VkXKS2V4VSPvwhz9cXvva19ZHcbb99re/Ldtuu21ZcsklK3xbdtllq+ttv/32q431/W1ve1stDR2s6631S3u05cQTTywLL7xw2Wabbcp88833Yrfb59///vdr2/baa6/y8pe/PGWnAw2MnBcFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEpWAFsyfJru++++8jAN1pbZw3w2nHHHWvp6KabblrXb3MoBf3nP/9ZrrnmmkoCF1pooVruqZH77LNPhXAHHXRQeetb3/qiO22o48eJd8QRR5Q55pijbLXVVmWRRRb5L/j24x//uJx33nnlZS97Wdljjz2G7blDbXeujwJRIApEgSgQBaJAFIgCUSAKRIEoEAWiQBQY3QqMuPOtP/g277zz1nLUa6+9tqy11lrFz9ZgsxacjRA64Zs12jjfWmnoUCW2Dt0hhxxSXXTKTjnunnzyyTL99NPX35155pnl4osvru48br22Pt1Qn5vro0AUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAXGtwIjvuZbJ3z77Gc/Wx1v1nyzk+jtt99edxb98pe/XNd0sxGDgxtuUsK3Rx99tMI369FtsMEGdR05a7zZ+XTFFVcsF1xwQXXirbDCCuXjH/94NlsY33MivYsCUSAKRIEoEAWiQBSIAlEgCkSBKBAFosCwKTBZ4dv2229fpp122rqzKIfZgw8+WEtODzjggLLOOuuU2WabrU/4Ntxlp5555JFHFg44IJCzzcYKiy66aPnc5z5Xrr/++vK73/2urL/++nWNOk68HFEgCkSBKBAFokAUiAJRIApEgSgQBaJAFIgCUWBiCkxW+LbDDjtUwGVDBSWe1nOz2cIuu+xSVl111Qk636z5piy1v+OZZ56pTjZgrfsAz6abbrq6hpvvnHXf+MY3yk033VTLXf18/PHH18+322676shzn0022aSsvvrqE9M0n0eBKBAFokAUiAJRIApEgSgQBaJAFIgCUSAKRIGqwGSFb50bLijxBN+uu+66svbaa9cdR7nimstsYhsuAGY603Y//f3vf19+/vOflxtvvLHCtM6Ds23BBRcs73nPe2qJaVvX7fLLLy9PP/10PdXz/vrXv1a32x/+8IcK4rbeeuuyzDLLJHSiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaLAgBQYNRsu2Mzgueeeq1/Wf1PmCX6BcMCcn9tupzZc6HS+cbn5/JFHHimLL7543bXUtXfeeWcB4XSyHWAeqDfXXHNVx50dVf3uoosuqjuausZGDosttljd/EFJ7MMPP1yWWmqp6oJ79atfPSBhc1IUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAWiQBTApZi8dt9993LMMcdUFvUip/rPh/+fWk1Eq/vuu6+cddZZFX7ZrXRCxxNPPFGuuOKK0ul8s/FCO55//vly2GGHlVtvvbXei/vsgQceKHvvvXd1x3Wv+WatuOOOO67ulrrtttuW5Zdfvq7bplS0Odk62wO2+dyGDkCc46qrriqnn356dcvNOeecZauttiqXXHJJFcfOp+utt1759Kc/Xeaee+5ETRSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaJAFBiQAiNedsrZ9uc//7lceOGFhYNtzTXXLOuuu24tA3VokDLRo48+uoKvjTbaqJaH2gX18MMPL/fcc0+xS+ob3/jGuk6c8x966KFy0kknVfcbirjGGmu8uF7cgFT4z0nAnXXfzjnnnOpu07bLLrusfPe7361uvE033bR88pOfLLPOOutAb5nzokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAWmcAVGHL4BZaDWt7/97XLllVdW6Lbwwgu/uLNpA3A33HBD3Qxh4403LlxxP/rRj6oT7R//+EctF1U2Os0009Th40zjkrMBw5577lk3a5h55pl7Glo7ndpk4fvf/34tMT3kkEPqenH7779/hYFbbrll2XzzzatjLkcUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAWiQBQYiAIjDt/uv//+ur4amNa9EUJ3g4G51VZbrf76hz/8YV3Hrb9DKekiiyxSNttss/L617++grtejscee6xccMEFtRzWem9gm1LXE088sa4JZxOIlVZa6cUNIHq5d86NAlEgCkSBKBAFokAUiAJRIApEgSgQBaJAFJgyFRhx+DaaZW5rxClnbc45TjuHTRh6BXqjua9pWxSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaLApFdgsmy4MOm7lSdEgSgQBaJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBya8A+HbnnXfWpdJGbLfTyd/ttCAKRIEoEAWiQBSIAlEgCkSBKBAFokAUiAJRIApMegXifJv0GucJUSAKRIEoEAWiQBSIAlEgCkSBKBAFokAUiAJTqAJZ820KHfh0OwpEgSgQBaJAFIgCUSAKRIEoEAWiQBSIAlFg0isQ+DbpNc4TokAUiAJRIApEgSgQBf4fe/cBpVlRvA28QYLkDJKDIElykJyzSM45igQlSVIQYREFCSKsoGQEyRkk56jkKElJSs45+/Hr/1d7Lq8zu/NOWHZ2654zZ2be996+3U9XVVc9Xd2dCCQCiUAikAgkAolAIjCCIpDk2wja8dnsRCARSAQSgUQgEUgEEoFEIBFIBBKBRCARSAQSgb5HoFfJtwsvvLDMOuusZbnlluv7mucbEoFEIBFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBYRyBOHBhwIAB5eijjy7jjz/+oBqP9OWX/+1q/f/973+XG2+8scw444xloYUW6upjeV8ikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAolAIjDcIoBee/bZZ8vJJ59cfvrTn5Zxxhmn++TbxRdfXDPflllmmeEWsGxYIpAIJAKJQCKQCCQCiUAikAgkAolAIpAIJAKJQCLQVQQi8+3Xv/51OfLII3uW+Xb++eeX2WabrSy//PJdfX/elwgkAolAIpAIJAKJQCKQCCQCiUAikAgkAolAIpAIDLcIIN8ef/zxYtnpwIEDk3wbbns6G5YIJAKJQCKQCCQCiUAikAgkAolAIpAIJAKJQCIw1BEI8u3AAw+s5NsEE0wwqA5t7/k2pMw3L3v77bfLU089VV5++eUy2mij1T3iJp988vLNb36zfPHFF+Xdd98tjz76aL1v9NFHLxNPPHH9/IUXXigjjzxymWaaacp0001XxhhjjKI89z/99NPFnnPf+MY36ncff/xxefXVV8tHH31U73GNNNJI9X0aOOWUU5bJJpuslvfhhx/W973++utl1FFHLVNMMUWZYYYZ6r2ut956q5Yf9Z166qlrnZWXVyKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCiUAiMDgEhir5hkR77LHHyimnnFIuueSSSnBttdVWZfXVVy/TTz99+eCDD8qDDz5YDjrooErQIbmWWGKJSqI5SdXvH/zgB2W77barJJvyHnjggfKnP/2pXHPNNWXSSSctm2++eSXSbrrppkqaIeTGG2+8+hu5hjxT5oorrlj/fu211+p62+uvv74Saj7ffvvtKwkHnFtvvbXW94477qik3UYbbVQ222yzWl5eiUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAonAkMi3J554okTmW49OOx1S5puKIMZuuOGG8qtf/ar885//rETYLrvsUpZeeumaXXbWWWfVyowyyihliy22qGTbm2++WQmwq666qpJ0RxxxRFlsscXKJ598Uhzy4P6XXnqpbLDBBmXLLbcsn332WSXrrr766jLRRBOVtddeu2Lw5JNPljvvvLM+t8Yaa5Q99tijZtBdeeWV5Q9/+EO56667ytxzz1322WefssIKK9T7DjvssHLGGWfUTDx72e22227lu9/9bma+pV4lAolAIpAIJAKJQCKQCCQCiUAikAgkAolAIpAIDBGByHw74IADKv/Up8tO1ebzzz+vJNiee+5Zs9uQXzLNEGTPP/98+e1vf1vuvvvumtW29957l1VXXbUuIUWAIeAsT911110reWbJ6ZlnnllOP/30SpT5fL311itjjz12ueCCC8ppp51Wpp122kqgee7TTz+txJ+y/vOf/9Q6KN/fhxxySP3OctTvf//7lZh78cUXC2BkvY077rhl5ZVXrs8oK69EIBFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBRGBICCDfhmrmmxdaDorcssxUVtsqq6xSSTCZb4ceemhdPoqgk2UW5NvZZ59dzjnnnJrJNsccc5RNN920vPHGG+Xcc8+tGXQIOiTeWmutVZeZysI76aST6v5tRx99dCX5XAi18847rxJwc845Z13iat83pN9DDz1U2Ufpf+rhf0taPePzhRdeuNZbVl5eiUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAonAkBAYqnu+qUyTfJNN5kADe6/NO++89aAEpNiyyy5bl5juuOOONQsNsYZks8R0kUUWqYcrINmQbzfffHPNVrvlllvKNttsM1jyzZ5ust8843QJS1WPO+64Ssz97ne/q+Qf4k8Gngy32267rR7GoF4IN8tNk3wbkkjl94lAIpAIJAKJQCKQCCQCiUAikAgkAolAIpAIJAKBQJN8s+y0z/d8C/INuYU0Q8DZB84BBpaLPvfcc3W/NUtGf/jDH36FfLviiisqwWZJ6WyzzVbee++9mjm36KKLluOPP75svfXWQyTfvF9G24knnliUp9EOV/DbgQ72lLvnnnvKAgssUO677776vz3k1HHmmWdO8i11JxFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBRKDLCHyt5Nvkk09eSS6HINx///3F//PMM0/5zne+U4499thKtDUz35xoOmDAgEq0OaVUJhtCbKmllir7779/vX/NNdfsdNmp+132mrNP3Mknn1xPOp1pppnq8lJgzDfffHXPOaey2lPOAQ5+/+Mf/6j1ysy3LstW3pgIJAKJQCKQCCQCiUAikAgkAolAIpAIJAKJwAiPwNe27FTmm4yzddZZpyDVZLNZfrrzzjvXPdiOOeaYmsnWJN+uu+66un+bey1BlTW37rrrlllnnbXuD4d8cxBDZ3u+tZJvp556aj05dcYZZ6zkm2vFFVcszzzzTDn44IPrYQ377bdfPZDh9ttvT/JthFeXBCARSAQSgUQgEUgEEoFEIBFIBBKBRCARSAQSgfYQ+NoOXEC+TTnllHVp6SOPPFIuueSSepiCE0st90SyNck3hyRcf/31dXmopamWjU488cRlo402qvu4eW6rrbbqUubbgw8+WLPnkHky7Ozzplzk3Prrr18z4Jy0uuCCC9b63XvvveXaa6+tGXKZ+daegOXdiUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAiMyAhE5tsBBxxQ+SeHesY10pdf/rer4DgEwQmj9mJbfvnlO32suecb8s0JpTLg7N9m3zeHH9xwww3lqKOO6pR8Q5a9//779f7RRx+9PPzww2WXXXbpEvn2ySefVCINuYe0c+AC0s2BC35vscUWNZPulVdeqXWRRSfTTnZekm9dlYa8LxFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBRAACX2vm21RTTVXJN3upxZLQDz74oJJjyDeZbLHstJn5Nt1005VRRx219qAlqjLTLFftSubbk08+WU9Uveyyy8rKK69cdt999/L222+Xww47rNbBHm/2nYsLQGeddVaSb6kviUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAm0jMNT3fHOiqNNG7aXmgIUddtihzDXXXGW00UYrX3zxRT299KKLLionnHBC2Xjjjcuqq65aTxpFgN1xxx2VJJtzzjnLmGOOWZnDt956q9x8881l3333Leutt17ZYIMNajYcsu7ss88uCL699tqrlv/qq6+WW2+9te7fNtZYY9UlpPPPP389TCEy3zbffPOy2GKLlVFGGaWC6bCFv/zlL18h36QHBlnYNuL5QCKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCicAIg8BQPe3UyyxPdViCAxUs6dx2221rBpolqLLYnDIq6+2mm26qp5j6DgF25pln1oMQtttuu7ovm/uRde6XyXbaaafVk0plv8meu/TSSyvJ5lCGRRddtJJliD3LSe0th9Rz2MPnn39eyTVlqN/aa69dSb/JJpus/m//Oaei3nLLLWX66acvO+20U1l66aXLyCOPPMIISTY0EUgEEoFEIBFIBBKBRCARSAQSgUQgEUgEEoFEoHsIBPk2YMCAMnDgwDL++OMPKqjX93zzMmQZIu22226rBNYKK6xQVltttbr01L5vd999d62IjLZvfetblVD77LPP6uEIyLbZZ5+9HoLghFLE2T333FOJN8tJ7dG2+uqr10w5S1H9bl6y3WaeeeZK6i2xxBJl7LHHLq+99lrd7M793uN9st+Ur75XX311PQzi8ccfL5NMMklZaaWVyiabbFL3m8srEUgEEoFEIBFIBBKBRCARSAQSgUQgEUgEEoFEIBEYHAJDfdlpdkcikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAolAIjCiIDDUD1wYUYDNdiYCiUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkApH5dsABB9TVl84SiKvXl50m3IlAIpAIJAKJQCKQCCQCiUAikAgkAolAIpAIJAKJwIiEQGa+jUi9nW1NBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBRCARGKoI5J5vQxXufFkikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAonAiIRAkm8jUm9nWxOBRCARSAQSgUQgEUgEEoFEIBFIBBKBRCARSASGKgJBvg0YMKAMHDiwjD/++IPen3u+DdWuyJclAolAIpAIJAKJQCKQCCQCiUAikAgkAolAIpAIDG8I9Grm2wUXXFBmm222stxyyw1vOGV7EoFEIBFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBthGIAxcOOuigcvTRR/cs8+2GG24oM844Y1l44YXbrkg+kAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAolAIpAIDG8IIN+effbZcuKJJ5Y999yzjDPOOIOa2Pay00suuaTMOuusZemllx7ecMr2JAKJQCKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCbSOAfHvqqafKoYceWg477LAy3njjdZ98O//88+uy0+WXX77tiuQDiUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAonA8IZAr+759nWRb5999ll58803y+ijj17GHHPMMsooowxv/ZTtSQQSgUSgfPrpp+Xtt98eZOu+8Y1vJCqJQCIwnCPAUXvvvfcKX+eb3/xmGWOMMYbzFmfzEoFEIBFIBBKBRCARGP4Q6PfkG2f0tddeK3//+9/LtNNOW7797W+Xsccee/jrqWxRIpAIjNAIMNb/+c9/ysMPP1ymnHLKautMNgyvl/aONNJIfdK8L774opY78sgj90n5WWgi0JsIfPjhh+Whhx4qH330UZl++unL1FNP3WOPtBsAACAASURBVJvFD1Nl9aXeD1MN/f+VGdHaOyz2QdYpEUgEEoFEIBEYWggE+TZgwIAycODAnh248HVkvskCue+++8rZZ59dvv/975eFFlqojDrqqHWW+PPPP684yoSbcMIJS8wec2RdAruxxhqrZpP4EYgJZscdd9xBQdknn3xS3nnnneIZWSZmnJXzwQcf1DI8j+zzTpd3vvXWW9VJdinPWt6+DPLUR/3UU33jUieb+Knj4IJYgej7779fMXNvZg8OLfXL9wwNBOgq2aaT9JA+kvH+ljVGt6+88spy1113le9973tlscUW+4rBHhpYDo13aOe7775bPv744zLJJJNU+90bJBw7yc4ZM/xWJvvI3veUxAz7qc6tl/cYN7xntNFGGxoQ9so7mm2iK6E33RnLjK/GJ7qoH2L8hb/xsy+y1U3MeZ/+9k6Z8drgd2/IU6+A3IVC1P1f//pXsaeuejtN/rvf/W4Xnuxft/BD2OhXX321TDDBBNUX6W82uh3E9St/8ZVXXqkySQ/87s2L3sX45294skOw7Qud6826Z1mJQCKQCCQCicDwiEC/znzjrD399NPliiuuqBvX7bDDDjUYRcSdd955NUuEgzHNNNOUAw44oDoh55xzTrnxxhuLZwVEq6++enn88cerc8spQeBtvfXWg4LaBx98sJxyyinFSa7KdpiEAOuaa66pDr3nN9hgg3rKqzJl4R155JHlpptuqoH+SiutVOuF/OurS32uv/76cvzxx9fZ8ZhJnWWWWcpmm21W2zS44BJZeOGFF1Zs1lprrbLKKqvUzJq8EoH+jgBduPbaa8uf//znmh0rwNlxxx2r3valTvY2boI0Qemxxx5bCaMVVlihBuDdIUJ6u269WZ7+ktmnv5544olyxBFHVPvd00BRuezkpZdeWk466aRyzz33VOwWWWSR8sMf/rDuU9rdQF/Zyj3jjDPKvffeO4hcClyMM8aNH/3oR3VP1P5wGcu06S9/+Ut54IEHyqSTTlrHsR/84Ac1cG/3+uc//1n+8Ic/1HEKEe6yfHLTTTctG264YZ9kcv373/8ul112WTnuuOPqOxHWP/nJT8p8883XY3lqt/09uR+JyMe5++67izHd+NzcnLcnZQ9LzyJnb7/99nLggQeW7bffvqy44opV7obXCxnGR91tt93KTDPNVDbaaKMy11xz9Vpz2SV6RwfOPffc6itPNtlkZcsttyyrrbZamW666XrtXVlQIpAIJAKJQCKQCHQNAeOzGIe/0+8y32RHyAK56qqrqtOCZOLQ/+1vf6tE0nXXXVcJNgTU2muvXckxpJnvEG5LLLFEdfyfeeaZStY9+uijZYEFFih77713WXTRRev+Khz30047rbz00ks10wQxx2lCsCG6Zp999rLNNtuUddZZp85iKv9Xv/pVJfMWXnjh6ugI7PpyjxbvRT7eeuut9b3aeeedd9bsDsGN9nfmrBMAM69HH310DXg5gJtvvnl18vNKBIYHBJ588slKhrMT7AUd3nbbbcu3vvWtbjWPfjGadEymwpprrtnn2TRsnffJfhGUyvCdeOKJu1X/YfUhtkiAKFBkcwXeyMYZZpihxxljJhguv/zy8vvf/75Ooswxxxw1i+gf//hHnZTZfffdy5JLLtmtLQuMEwg9RJWsPWNHZEIHyYR0U75Mvv5yPfLII3Wi6uqrr67ybpyjNyap2r3gryxlIllefvnlSsQhknbZZZcy88wz93o2mvcgci+++OKaMYps32effWo/dDfDSBYdMvLmm2+uY74loN0tqysYsjWwog+yJvks88wzz3BHuvNVENdO/UIy/vznPy9rrLFGmWKKKboCU7+7h814/vnna7/+6U9/qj4icpv/2VtZmWypCQEkurHCtizGwKWWWqrqMTK6t941pA4w8cE3veiii+qEBxnujh0Z0nvy+0QgEUgEEoFEYFhHoN9mvsUxrYLqZ599tpJGss9kSLz++ut1kEcmyXQ55JBD6v5IHA2EGYdHILDddttVB/rFF1+sZBqH2l4q66+/fp15lWly0EEH1aw3DrYsNrOU3v2zn/2s3HHHHdUh5iTutNNONeD67W9/W/7617+WN954o36uHO/uywyVWHYqwOHEIuNkGXBmZbJttdVWg12eZqkHMlJgJAgyC5uO0bCuulm/riKAXBHoCMCRzBtvvHHNQpp88sm7WsRX7kO+Iw7YEVloyHbLpPpKxyNQk9Hrb2QfW9eXQX+3gOnBQ/rHxAVbaxsBNtnEhskPbe3Jck32jd2X/azvTEbIfnIhY5Fm+nG//far9q/dd+kTAfQFF1xQpppqqrLzzjvX8uIiF8YhMtIk5XoA11B51FhiYspYeuaZZ5ZNNtmkjmfdybqKQ5FkoClXRvkvf/nLOqH105/+tMw666y9TgQYB5HWCFbvQgDstddeNQvRJF13LplKJupOP/30Kk+I1u7g0dV3qzMfx8+8885bFl988eEqG4xuItsQvPwpckFHzQbzXYY38i38Vv4nW6ftbJ/J4R//+MdlwQUX7DU94M+ecMIJRQao8Y49ZQetajC5OjQnApDWt9xyS/WnrRThY3d3/O2q7uR9iUAikAgkAonAsIhAv93zjQNviYKlZJyJddddty6tRLBx9M32/fGPf6xBkOwJgY9lRTLETj311EqQ7bnnnpUgk/n1m9/8pjpCZsel4wuoH3vssRqsm0H0PMeX8w60PfbYY9AsPqfYTKJ7ZFDYf83y05VXXrnOZkr1b/cy4400sGwAmahN2qcsBOHgggf32sSPw255QUfkm/KdEGtWXUDkf06vtss46Sywdw9i8YUXXqj7s3CgLENSR5/L8FM/dfeZ/uDkqTtyUAYhgtR7ZKB0JxgVVHmXAF2mieBHnbUH7vrHOwXCsVzNd/pZNkTs9WcmODILfO/SbvUnN91dhtZuX7dzv7Zp83PPPVfbQ9ZgGEvBtHmiiSb6H1y10/2CR/3gQrBa0ge75gx4LNHTVwIDZAS5c19z+TIdVJ4A14VgoItkE3Htfd5r1p2cNJcOakPUh/yRGxlOHdW9HXzi3uhX7yAvCBAZKwcffHB1/pvkGzl2HxKf3Op3ddYW9QlSjewLZLRNYCMI12Z2JPZ1hCmc2IK4BNBwIq8wUz47I2umK3KmvxDploYvu+yylbBQr9asBe3QX3RaXdWBnqlb8154CIbYNXIPK+0Q6OqnjnQ/iAxyR8f8T+bIBpnwnPexPTBSrjqQBbooy1C94KyeZNb9MPa3zCrklUkAz6qbevcG+ea9st7YeJnIJmpiw3rvMUnjh820nLfdjMIg32RYCWqRMmxbb1ywoocwoYP+p2/0BaZkS5/rM1i29nVshaBP2Ar1cl9n9dOW6Cf1JzcyqgXx9KaVfCMH9BeObLK+VC+y1NnyVDqG9LT8W/aNMbM3yTf10QYyHvsF/uIXv6h2j64G+RZ7ncrIaY6x6s+OxhjLHvqe7PIfLOPT1ybi5p9//qrD9ACmzTHHczCBPZ2hD3SF7OnLIe0zqC/YGrKpH+i+peat5LB2qB8bE32gj/VB6/526kCH2SL9EPvhqhOb0nppg3qQQeWzX+wh+VN/v9kx5XRnjCXPJjKQb/osZAMR3pvkG51Rf3jSmbA/8OAHhH/YHD/c70edYmxj5zqaZAm/CE7wgiV84OX/wAiexiHLiP1WDys0IvOtJ+RbjNsIc+9FdpFV8sEPNdbT1xhnYzwO+fFc7I9oHCM/fjryg5TDl/IMvfK/9obOm8AlG+qhX42tMrf503xSy9eNk8qmP+S1aS/oMB+TnIaPA3v6pS/6aqKrN2x2lpEIJAKJQCKQCAwOgX6Z+RbLkzhtHGIBEyc4ru6Sb5xkgRdHlrPOWRB4cL444nPOOWcl31xm6zkVnAuOllR+DqzASyAhGLE0TLDSLvkWTjvyjGPGceTccNQ4ILI2zLiH89LawV0h3zi9AiDlc3C806UdlrZwclovTpaZU88hBREoAmvOE6dfgIFU0G7O0/3331/vQQBwmLyHcyqQsExYENSdDB54IF1lynivd3Is9YfytQVOAjs/HEl1Ntss0OLwcSoF4XBApJhxD6KIc6h+QwqOhrZp4eCTd061+kZAB09t4pByapsb8QfRIpsIBkEwwUj7zIabdSdLnHHv4PTaEwvho898Dk+YIJph7Z2WaSOxyTqZUwaCWp9b7iVw8X6OuODCuzxHv6I++kMw5B2yjjxviV53yYsgZqP+2qJuHHtyQ2YsxaaX2qT/tcNyHBkycFGGYIwekx8Br0AC9pZ90gFkkUxROqnOAmL4C7Isa4slPcqyDF6Wg8AdNjCAvaU3luAM7oRmz8PIvnWC5i222KLqU5MgiyCdrYIrHfAcuYclPYvlcWQcJnSBfdF+nylPv1r25Ke51xIbZ+kuewirIOsjeGP3ZAULHAXgSDQYuY9uWn5vIkLmoTLILXsAV1l87CeZUHbIn60BBII9Jd/0p361LFTAa9mpvokTsdk0+i/rREYkco68tnMF+SZDTCCPVII/fMix9g3p0JuO3qfuxiT11q8C1DhYR9/qUwEwW6z/kDNsr/fpU/fSA5NKZEhfqw+ba/zwO7ZD0Aby7f6QIWWw7eRJGbYjaJJv5EK5JsEQCXGIBdtqjFKXjvYO7QvyLfQWecvO+W1sgAus6D0dlbFOH3xO5vR9R2Msf4Ju0oPYxsG9ZJTum5iDIRuiXPIUttT76Dg9Y6vppboEAU5/6RhbCp/OiAT6oy8cZMXGeF/rUvk4BZWN0eYgHN3nGf1gjPYO97pHeeSKrrnCTrifDQ7CjgzDSN8r3/gaB4ooj0yTIXLhb2Nyc4zVNmOs97I1bELrGEtHyC8CWX3U73e/+10lSXuDfNMG5ZNRdkA/kHUX2dcOE7dw0odBKmkzW6Ve6q999A1Gc889d31Wf8ZenHwd42WMN3w+uNI595oAjYO83KNO+sr4YSKXvFmJ0RPyLfaQk6Vq7PUOsqqeYfPYBj6CZffaG3pvYkf/0OHYD5mceo6sNg8hM47qJ7JN/+lz2Duyw2bYR9O4oA7GPnbF+AVTExTf+c53Bh36YPxbddVV62eumFgnM55RH+WTadjDCIE4PGV+tzPe5L2JQCKQCCQC/RuBfkm+CWA5eZwdzrEArplpEuSbTew4HvZ5iQwTzpTZQM6Vvd0i883SVIO+AJTDyxmwDILTEbP7HFOOkjKRb5GxE6dIcUQFmMgrZXDGu0O+eR/nxtILDk6QEQItARKnyf47SCLBVGsGjPZL7+e8cLQ6ynzTVkGHgDEychAmsVSWw9W81EkQYRaeI+W9CATOHaecs+kz5CVHkmPE6eLQcbD1jz4QjAdpaaku4qfd5QcCAnXnZHJ6zWaTA++W+UE+ONmCDtkJnDXBg6CDEw5HfYRIhYNAX7/pR/cKJnw/rC29jXaTVWQwZ5QscOL1A6eeXCIQBD6UGxmi7WacObJw8hOBs3466qijavAhSOC0C/YtxfOsgAOeAnDPkTlLRvQjLO3PRW6UzQkXsHpO+YJS5IZ+QRrZX1HwJsvBXjQIHcGAsrRNGQgE5Bj5a3f5n/YiduiMNpGBsAsw8g7vp5NBvrlf4GHZOT1CsAu2gsAiD7IG6DLi0nIzdsfffsg2EkkQJZATFCCa7Mvmf++zjxHZUz+BhmBC8Mt+sF3wVH5HGQZkVVBLl5CB8KdHofP0UhuQgg6G0Vf6CXb0DP7Kt9SSbVMHdk2dyAWc9Tts/JAb9sJ7ImuILbLkFU6R3aOu2kDu6K+llvqXDJ544omVzIQPIsZyRTqlz/3oZ+Q+ws67mgQEbG677ba6fF/de0q+KU87BfTsXGt5sSSVPRWQshdI0Xb2Qgry7ayzzqp9SAfUHX7aSabICH1tJ5s29vI8+eSTq91VV3iyu2TUT9gB45pTMPWzPqWLCDFyHZnbkX1MFxBQAuTYT4+8s6myxcN2er92kC/yTQ+CfGMr6b3sT2MIu6tu3gtnMkgeyJ46NvEM8k15CLreyHyLrFRZ7nwDdacnMWFh3DR+mxzTdu1BoMl2RKrRP7LdOsY6mIWNRH4bIzwDaz/G5cjURc4gBmTAR7YsOVYf4yZCl57Aho4gNtZbb72q/x2NM+rvPhl2nnGv+jcz3t3Dz7DkmU1ST+Mwm0MvkRkIHZMB+sc4yV7/+te/rrIYmVDKJ1vGPAdSIJDZD/aJrXDoiXt8DqPIyCcziHVjizaz6+2MserVXJ6tfuRJhio/q6fkG91HFJFpOLLH+oC9M0bRD/JhSTK/h79A3rXZ+BFjXkwu0gu6zG+MSUNyxTZbTYFoikxeckRv2AZ2m92hH81Mf/1EnthGRGxPyTd9qA5kjnxG5h7dIzv031iLENVv0Zd8KL4Ye2J8go++gJE685P4B3AgczGZwY+OlRLeYTzwfvJMJumDCSr3IcThqb1sop8gP8mpOsVWAMo55phjap95p7qri/aQf2OTLFy+SV6JQCKQCCQCiUB/Q6BfLjvllAoEOYccRrNzzdnjIN8EcBwFM3C+5yAITg3kgnLZbUG+HXrooTUo5lwJ1jhanAWDPGcTUcBJ4BS6/PY5x4DDJgtPwMH54nT4n8PdHfJNPQSulvr4bYmcwJAjKajlyHG0OVkd7VHUlcy3pqByAgXYAlB19xvp0LxgxmkXUJiB56Rz6AWFnFsBp+Avlq5x1JEzlo/oA6SKYEv2FFIQIWoW2eb3gt12L4KrTwTVglPlcyDVTV0FhIICQe++++5b+5XcCA4QFRxucsOZUx8EHEccadm6DLPduvXF/bFXDKdUcICYjaw+AYAMNDLMgRf0CjK0B8ksAPfMrrvuWvc4JKOcYDokg042iNloOgI3JA7Z1kf0izzGHorKRPAhmOIiozKLZBW5V5ZbBHGIWoGAftHP5Mz7BHMCW2SBQFCgQlY46TIRkHXtnrhLjs2s03tOPx3lqOtjARJ9gofMpCDfEBG+E/SRfcSl+wWzcBCYCAxgFzbGeyxjpH90AMmPYOyIWIGXveEQaMpHNitfFhz7I8ihA/qsGYjCVp9H5oDlPbASHDWX78YJgfCGIx2ghwIbWApkvQthi3TwDn2OuEbOyTARhMOfDtAPgZG2aZM2ky33qw+9cb8gkl47YTlsh7ZFvekYmRHgaSd7i5Alo+QFOYlQaMXMO9gY9/UG+cYWIleQjS760zw91Xig/uRBHclm63gyJH32DjgIOINQFpTGklE2UVv1X0dL+wZXPn0SdMrMU7bfbH4sfUTeIK/onvGKvDt4iLywZeSOPY9JDnrBXusbbfW5Ohmv2EuBL/12EIILEU8PyFDoDZlXJ3JNLtiO/fffvxISAnif+RGE00XjZrOfg3wjq8aZnpJvsSwUMa5/EQvsh2CenSHXPkc0kl96gFyCEaLYb/0fYyySDUb0lB6of0wEkF3jDVvCrhp3Ojs1GbkjC5SOm1BQHzJtzGRv1AfWHY1/fBvPI70RlGwqfQwSM4glY5vxa5lllqnypQ3xjtjIH8HtHT5HsKo/G+sZfcnWaQ+CEdFGN8kEklz93c+W+pyO6GN+iPKNM/o4bAV8tM22H80xFiGK+AvfpKMxtrfJN7bX2KNv2Ub4kA19yd7ZF5d806k4QZa95+fAhFwaozzL1tED/eFzWbL6PXAgQ/w04ysbS59gypbpd/LUGflmzDE29JR8a9oR8qEPkIJ0zzhg7Gi9gqi1zQr9JRf8Vv3IP6A3PjO+kFe6q22HH3549a2Mi8YL7zDWw4jcIi8jY9w7+dPIWUQe3WSTYul/a53IgYkM5L4sfu8nN8ZpNooOwIxNzeWnQxqd8vtEIBFIBBKBYQ2Bfpf5xqngyJlNFuDInmg9jp7TxfHgAMjmQBTE7DtiRjYWZyBO1EJeCPZcHFKzxhxrTpfA0fcIuSDfDPgcMI6IZZoCeCSQugloOF8cF85Md8g39VBWLAkTYEvv92PZi7YLtDh3shxa99bpSuZbUxC7Qr4hAWARJ6gK+giPOskWUQfO7fLLr/ClI/Z/RGeQb5xdAQCi0xXBriAS8YC4a/cK8k3QaYZUAIB0iCVXsj30v0BKvcmAmV+OI4dSQMPpljkmiIwNrX3WnX3o2q1/d+7nEAt4BJmcfLInY0PgI1jj/Jplj/2KyC1sOKyCRDIrWOIom8FGPPhNN3wmUBFs6jf9S3Yj6FQWnOK0MnjHFeQbAoKDrk8E5Moli2QZYeS3YNcPPeOEB+nnO0vDBD6CBFk5SJB2LoSAYFGgg1QQzMgEoa+RRaLezWWn5Ii9oAOxzI/+C6bgQFYFAOwBuSDX7kVIwQrB4Hdzb7iOAhw4REadMpEcAmF6hdyjB61Lyug/uWR7kNkIuqhDvMPziE8/yBZBZJQjiEHSIDURJ56XLaAu0feRNam9Ak9kDVnQl3HQAZ1Rvnorg+7oI/rkObZUwNbcHB25S148I+BCsiCPZBrBSjZcZDq0Bo29mfmmrTIhkW9kne4bN4LA1JcCa/JmHDEmtEu+KRfZRNeQjcoyVvgcoQEHfSngNJnTzhXkm8xCsudkUP2LBFA2UoRu0zljg/HQNgzGCHYZYWLSI/TMmIVYiGBaFo92y0ikOwJd9Y9DBBAwAmFtYN8j843s0mN2wZiHpA+CTdCMsEF66nsERjOLtbcz3+ivtiOy/G3SgM6ST3JOR9h1sqC9zT3fOhpjEZRkEDltjJXJHWNsO+Rb2FgyZtxEYMYYjkiAu3o1JzLIBjvkPTCGpf6gt82sN7YEyaFv2Xyypc3sQ+y7qI/Jj++MvU1bF5mC6sPekQljpb5kj4whfAwkOptpjGZbkHux/Fl79Dk9jv4NcqZ1jEUCkQcZXp2Nsb1NvsFfG+CAhDVeGnf4HWyQ79gnY6hxkW/Ib0RUWfngOUS9NhpfjQfkma0z+cV3oAMIPNgYX2M5KqITCWm8RtL53deZb612tCvkG5mIJer+1gf0xQ+dMskkw9PYou/JjX40TutrdpwPatxnU41rxmHy0tybLcg3usmODI58i73rvCv2MdVPdAKBR/b5P/pnWPXV2rHxeW8ikAgkAonAiIWAcY7vxZeQwNHcammkL7/8v43AunAZdGVNGKjN0vbFxUng1CAfOLQGeEFd6wAcmW+CYhliHIXYEF2waAY2AoNm5pvgRtBuwBeEmY00O88Bjkw2mSJgEfRwAmQaeAcnnePCUeW0q2OQb5YzcL6RCwgO5bdeHDPtEWRzYmS5ydIR+HCC/B/BDSeRYykgbu5fFGX2ReYbh0p2A/wsB0EWqI/sGg6Vem+91dZliSWXqNWAEWfV7DdnPYIDDhWn3SyxAB4pJ2ho9wryDbHE+SW8sqtiLycz24JhTiPiQVBpphWWAkOBC8JUgIZoQM5wJBF47Sw5a9abPAh6KRRnvfUiB4IPOiJYgQWyAxmMYG2qmzpw5M3UC5y1i7OLKBDIeIYuuI9sw1gQFBkudEJgZfkoYkAfkdXBLaVFvsgGIKMc22ZQKIhFKJM5wYQy44qAVIaJ4J+cIKCbs9Lapv7kgf7FPnKx55SyEEHqLCNSkN+uHUH40DsBo4MVBFshD5x/cmLZGQIpDlzQBwIN39FPARk7o3/0CV0SrJOz2AupNfMNZoK5zpYUCuYFQkggcqb8OKSEzNAly9VaT/ZDIAs2YgKBPWrKJkzJsWCRrCN89E3YQ3XXbvKovd4hUKcbsWQYIaYOIY/6ACnAnilPm+OACcSrIIj98rk2s3GWj9Gb5tJ/9krwifzTn+woDPQP8g4B2ko2ht3ozcy32K9LRg/bRdfpX+wXpO3knh2imwLodpedRuZVLDVF+JJrnyOnZIOQLfopA7Gdq0m+6Rf9SIeRb3AysUAuTDSwbcg2eMPdoE7vm0v7jRv0G4lHrthHgz6byBbRT3rTJN2N68ZSpAy9pNvGJRnY7BE73rQrsfSUPngPbJvEUW/v+aY8BDUiKpZOknP2p5k5SLabBy6QUeMXLJtjrH7TlzFZ0Bxj2yHfjNP6SF/INvW+kDtkkDoiVW0N0bwCHz4H8ieyqZr2lG1iGxCO6sl2RB+oP91nD40LSFh9x4bz09hu+h+2Tj/RafYmyBHvdb+xWv+b8CQvLjYVWUXukFTIq+bm/THGarMxli50ZYztbfItSBx2N/ah1AfqaszkD5B1tgtO+hYJTUfZJp+FHsA49leURW888BlSTXtlgMEi7DP89Y+xwd+Dy3wzCcXmfB2Zb9pATo1/yFdjIZsYk2XkRT8bY6xa0D7+LfLYOB579dFv4wFiE6YmAJrLzdvJfDO+IoPViZySC7JPd8isvots9Ha3pmjH9ua9iUAikAgkAolAXyDQrzLfgqwwKAugOjsYIMi3dk47lfnGsYi9kQz+MorMcspyETz5u0m+cVgRUZyS2HjWLLlnzYgKSgQrSJfYdLgj8s17OXucfDPO7kW8cfAEb9L3ETCCOg4wp9z33iGQDYKhSb4JqjjMnZ122hSmrmS+IQ850ogNzg+H1W+ZOQJ45JZlALJKWsk3s/axlLVJvpktRTz0Bvkm80PQGUv34IQsEIAi3+w9hCDkyFkqIhPGLD+iwuyuwAVBoE7dvciDAFbAgnxrJdPIE1nhoHJuyanAH7nbGfmGXEZwIGsEQ4I29+uzOK2WM+zH/2b2tVXwJJgSTAiUZT8JDlqXNjbbav8gMkdGBYXuj8u7BTBkDsEjYG0l35Ar9q9BELQ6xU3yDYknWETutJ7a6z6BCAdeu9u5EAEydMgofVZGZKyQB3aDPDTJN8SU+tBx7ULACMo4+gJ6y1gFW+SrSb65X2BFB4J8U3e66zecI5PO97FPorLoCJ2VuSQ4NwEgu6VJvsFbgKNP2AZ63Lq8Lcg3waL66Hs2orksNWRQMBRLrtgFhBBMEEL6IZaZ+Y6O6Ocg3+JUO/IUp9SGzPmtrbGMNDLzkDyWOpMTcmlZk0BVgCsTCuHQ0YnNvb3nm/bHUsvIhkYWxiyTOjBPaQAAIABJREFUoFCGEXln+9mjdg9ciE3p6b/skKYNYe9gQAcRFkiIdq4m+UYu2VEyjegmn3HAD9usnchv9jSW/cn0Yg9CtvSLbDbtVW/9AgukOtslM5HeBIGrf5GoxtJW8k1bBOcmjTpaMs3eIfCNiU2Z7G3yzdgEC3ZH3RF+cXqq9qqjbCvES5BvbG9XxtjWCa6OyDekM3scG/OzfUHQs5kId/5K7BEXE0NIL4RhK/lGz4yrfAq2gUy1TjDSSeOY9vAv6GrrITVkxzhA9407yGft4T8YC9XH94gNskPnYRc+EIzU1XgDY4Rk6D0SBJ7Kae4TR7b5LIindsfY3ibf1CVISDIAM/rebIN+Qk7DiG0zWYWoNw7EITWt+soX84x2IqAj67LZj5HJbVLQOwaX+fZ1km9sgL6iy+wxmTDuGtf4GsZTdoudIENkBY6xxyxd1m9x2JXyyL+JHuNNc/LLe9gjPkJkvsGc3eQDhw1hh9hLE0tB8ob9MrabCOabIDyTfGtnNMl7E4FEIBFIBIYFBIJ843N/LZlvnGODqYGeg8mx6eiUyZihM2vLCRRoCtKbmTNN8knw0R3yzV4SzT1YAMQR6Ix844RZ9tPMSJFVx5kJ8k3GgnZqI1ImTtuK+sbph+4TWLkPcSSo5nwjtcwuc05knnD4ZLoMjnzToRz43iLfOEiyK+DKmYyNiwUc8OIMCRIioG5mvnWHfOMkC3RiE+DWE2Mj8w0pIjjUXs4vogLWAhhLX2QdyGK0DxJ81V2ggXhTX3LFebR0QoZG6xLedpQ0Tj6TYcGpbL3IKpIjDsmIjBkOa+v9ZEJwFqemCV4FPBxYji+ZEIxrjyAA8YREEizJhkHa0ROfIX8EFwJus/nKjY3IPSeAEoTRw1h2Sm4EVTF7HY44uUMSW4bZSr4hgMzeC946Wg6iroI/gYhg0Tvoe+gOR14go5+QQp3tCdNZnyAVkBLeIbOKg48AcAlk2Q66o59jHyAEGD3yrMBTwABz/aEs+zMhY5rkm+8QeXAlL34LgAW3yDoyBW/vRq7JBNTnbIUsOuXrA0SnOiGuWsk3waJAQ9AroxPmHWXWyVRQf5jCHSkeGWVxch+CFwGC+EOEBSEbtiWWkKq7jDfBdpBvghvPI9LIqzZos3LIhKwSbURAIDwRhJGhA1NtkDmjfdqKeCa76tNRhql3yB7trQMX9D3ygz2VvYFcE/yRee+KZbswEWAir/RlXPpSO90Xpyq3Zo/KQoUXvTcJgXCKtiEoZKrSG4QQOWpeMa6RHWMDmyTwjb4O8o1s0gf1D/JNkIpMhmmTfJMxikSVnW2cRDxFdpJ3yPYSuCKB2UE2SZDNtseSsLCDQWjrQ++mN9qPsCQrJl6Qcs1lp5FhxYbTJwF9R3u+mRQh1z3d841d0Qcw4jsI8L2XvY2DJ9gy5LmxgA6qW4yxltjrtxhjZYyxE2S3lXwj0/qTnUTSwJqNRJIj2Mk126vffc8XkDnE5rAj6ke/EFNsNcKwSdpoi2wfZCKdQpySh1ZdMS56p3a5jy2Ng47IV5DOnmNLEcL63bJJ9fXeOM01iDwZcspjO40HMIpTwmPJqXHDeKnf+RfsJ73R/7FUuTnGsjkxLg5pjO1t8s17tcFEA9yR7tqlvcgik2T6mf6wCeygPmcn1Nu+bnQuiGO6Qx+0k8/HNsdeeSYUyF+Ml2yBsZddpi+9kfnWxF6Z5KmzU5S7sudb2D82ydhNJoxFsYSU3ZdZye80mYt8g2ksRzWOaTd84kAEYwhbEXvwxmFavudDI4utMEDOmWjmiyHB6aqJbGWxRXxuONMbcs320ik+MbtnnCOvSb6146HmvYlAIpAIJALDAgLNzDcx5FBfdmpQRpBw5DiRHD8BSKuzyYmOZWXIHo4Ux6ijAM4gzbHmOHMcOLqCrZjh5TwLHmQ6cboFZ4IXZZmFlE0WASTSyWwoJ5OzwxnhgFie4buYNQ0nALHGybCMhxPDofHudpYyxt5VNrXlFCKOBNSCGll1nBO/tYsD7Tvla3fsYaM9HCHBQTjw6ghjgVBkInEoYYusEgTJsrMvEYwFKxwgRApH0/uU6TNOlTJi2Zm2cnDVI5ZoxEbnHF79KtDyveUonDC4CNzi1LPAPPZpkpGGQBIQC5CaAVyQb9qpPzluMpqQObEMieMrkBaMxWmesRRM8IRQ0C7BYfRjO/00NBVYvcm/wAABR670LWzVOfZmErQJyGW/xL57nGvfC3bDkaV3nFh6oL8FpPC3lESmjj4XtMfeVe4Ncg+RAmvBQCwV9YyMCo41LMmOACFONINVnM7HgRYAIQaQVEF2cMQFP/QamUsW27mUKVssdDkyYGBHbhEs8EGwIxLILLsjOENgkhPthQOiU9ZKZNkKMNUzSAm4ma0gn76jD9qPZEG6CfKjfMSwmXu4yKhQPvwFft4v4InDFOJ0ZeSJIBxBop87WqIJG+Uow3JBJHe8Qzl0WwClTwXnyqEbln5qm3fSLfrsc/qqHwXBiDR2GDHDPptMEMiSIcRGnCRJh3zP7pAzxGnoqTIRafrD/QgsuKtL62EacaJ0ZDHRT/1J3rXLwAT7ZgZVV2VDPeAAI3VDyiICvBPGbLWgWT81l6SSGxgi99l/wTmihC1pLgFki9lqhIRglK2DP3uMaIEpm65v6G3zUr7gUx8hY+iWugXBF3uWIdLIUEwQqFMs+UcUmBihP/SJLTRxwQ7Qe/3MxipTViu7igiFA30V2PoMkSBThd7EKcdky70mfbzbj6BZe3wuaIeZd/ic3TCekqWYJPBueMVYo49ltdAR44w2G1uNT/q43QkQ4w2yGpktG0z74UAnkSyW08VBG8a40ANkI4LMGBt7JcIbiWaMJTOx3xn9IyPaFieGwonukn22EVYmH4xpMV6yN8Y9MhGnS9IZY5Z38TfYOuMy2YYr+47wRWgh3jvaVD5OOSbTiEf3IX31GxmPTevJsPLJFBuOfGPHyKF+UzZZiT0sY19C4yibSHZhpwxklPJjIogN5GOZ7IFDZOa2O8YiEuEFW/XwPiSv9hgLyENHE7JD0n/48mu0SR8h/WNSRB3ZeDofJA+/T9/TZZgYJ9g6Ns1YR54RS2RBmWwje2+CxkUeyDFMkXRhN+DcJN/4N9rLniIAkUiIX7pofNDe1m0blE+WjQvqQLYRWN4XS5m1iVwYExCg/FCySh6MbZFxHXa06UPpS7rBn2QnjGtkFxba73mksrYZY9kWYzu7ZJxWXxizSWy3NvORYwKNLWQTvIM+xMSY/vZD3ow52mI8Vm84Gy/IHB03QWHMZGeRb7JGjbWxz96Q5CG/TwQSgUQgEUgEhgUEmuSbWLK5bc9Q2fON8yGLhkMhuEDKtJ5ipJIcD4O0AAOZxFnpyEnn2CB3OI2ca/dwiBFYBnCOg6BBUMTh5vDE3lg6BKkgIySCHwEjR9lzkcnGqUMgCOrcK6gSTCqfQ8UZ057IVLAcMhykrnQ6R0VQaN8qjilnRfkcNrOOggJ/C2I5jMqP06YEWy6Ol3ZxgjjenCNOd5zOxpmEpdlzzpp6m230Hk4WR00wpexYNsspFoQSEu/VJsEWJzROOeWA6y+OmzogU3wv4PGMZwVDiBCfWybEcW8eHKHNHDhBsQAc8SYIj2V/2tdKvqkjxxF5Aj9ONGLITL6AOTKgPKvfBCJkjVwJKjja7S4360pf9tY9oahwQCyTLXjGElaOKcz9z5mXZaNvBBj0RpAJP7KEsBOckSMOsyWpgjcyQr7ojqCCg4/EgxeCQF/oL6Sc/hYoCiQ947eAQ7AigBDEe5f6NPVUUED/ZJWROXrsxyWLSpn0Up+02x8wEmyRY5lIggKz9WRdgCrgRwDAjT0gk2RNkEROvU/d6ZJy4CMgpAdkUNsQHWyDsgQJsA0CEUZkLja5F9TRR3tOer9yEFpIBuUjBPWDzxCRytcPyohN+ukffeyMdGJzyLD2IgAE+NrsXfRavyB1BD3qpRz6J4iBi/Lphr5QR30pwGJb6KT+Vk/6qM30yzNhj9habaB7ArEg4Js6igSHFVkQqCNjWpecarPATYBLjhAZsbG24E/2EJyaetxV3SIX2odwVBd2HAltrGAH9DFSUZsje0fZAlnYwk5w6jn3GZ+aGRfwhT8Ci6yzsfQT0YV8VAZ8kEwwaF70k/wJPGGAkCL78FVvZSN1jTdsp+8Em/pQfxmv9Id2IecRNogezyNxEJ/6HH6wMyawjWwAvSfP+sKz9FLQSx/dz47SAeMEWdEGeiPwlfXiO2OdviIXSEnt14ee8T4yQX7D5vpOubDRH8YZNkagbTzQx3Sw3SsOIECm6Gu6r41ILH1AD41N6u9HfQXxXR1j6QEyXR+xU4gFNlCb2UV9wX7KJKQ3+o4djWXXPkMi6E9kLbz1IxupbLZI/9JX+qaufIvWw6SauHgHQoMu81Ngqd/oID02HrApyEV94B7y4Bn9jvAgG2yROhlD6AV5IsP6ErFu0o3N009wVT6yU5v5QpEV1STIWsdYfhaisdWm0zH9QJb4gsrkN3i/d7lfXclkuxNj6kbe6Z2yyYP+MmGoLIQym2O8MQHFV5KFTteNl/BFDtP7yK5k79yLFGJjlWEs80MnYGT8cJ82kXX2uLnslD3QTveQT+OVsmI812b91ko4egZBztaQC4R7M+Mw9vhUfzZZ+cYkbSXz9Aum9CtOXUaw8pP54OqgrmTP51FHcokIJafqRrfZce0gLzClv9rqu5hkiZOUyay+4HMji+mi8Y4N9Q6+LDuGkIMdfUXqKouMqrO2+T98X/KgTXDydx680K7FzPsTgUQgEUgEvi4E+Bdf64ELZtjiFEUOBWedc9B0tBAEnEkZG4IXQVJke7UCJ+A0yygoMMgblDm9nE6BNyJNUCKY4PxypJTNGY7N1TnWHD6BrYCEw4Ok4mzLFFEfgRZHXMYQ505gy5Hk7HBM3C8Q5kDHbHM7ncyh54hzrAWI/hcYckYEDgJhTrMgK5Y7cMa8t6OLoxM4cCjVHbmlbQKC1gtRw2GPJYycRJktSEUECaddkB6nWXLQBGVm/WW0eY6Tzwl3cUy9Vx30QeyNFUGGjMKYJYWjjCN9yImUVeGndQN/Tnucdspx5Wibsea0cggFofqlSQhEUK39ZtcFEbI5BNSD2w+tnb7ri3spqvaRbc6pgFn/w4fDSjY5x9rU3EvNc5xiAbzsJfJBD8gmx1l/yWoIYjNmmBF8CBMBme8iO1BWCSfdhbAyM04W9VnzEqwh6ehX7AMY33PELVVEFiG19YG+VW+ZqMjSCJDaxTKWEUdAxLixAYIKskcmyUgQ/Rx48o8A8QybAU/3qo9LgMZOwUq2LBskYEBi0Dlt0H6BCTmyQXpz3y9BkOxZRB086Q4MEW1ICHV0CQKRMPpIfQTS+rQ1S6wVE30sONRnMGWDEBDkWeAi+I7gnl0lM+pMHoKADeKDDRYQkS3tUR/yAhuBJiy1hw2kV+SCPdbPIRfN+qkH2UNakR34eaY1kFamLCOBN2ybF7wiODM2aK9+9tPZpXwyFTbDM8rVDwI7BJ97BG6Id6RWc4Nw5YbuCHY9pz9gqd9a60+GjQnuQ2QYX+gNm0cmyBm72Hqxj8grWVuCWXu4IT/YerZVWQh3kx7aIth2Ga8QBeQYUWFMQyKSTSSHrBgyiaSLwxS8y/3IT/1Ax2JSKPZGC73R//qXjYjl02SVjZb14p3kiy6ROUSaoJtuG5u9g0xoS2QC6V92vaPDaLQpTvRFQHbnIg/GSnYLpuTcBIIAnb1nN8kt+2JCTt8bYxHLdLx1jKUbcCDXSDUEfCwT5rPAlb0w0UAmjDf8gyDK+SKIEDJhMo0d1q/GVc/Ajk03NupjYzsZ8hyiMybVhoQFUsK4DFskE9ljM4x9bBZCUz/rG/VFBLk37C77zD7GpJXnkWVsBp035rCHyBMyCgN1Vkf38YFal/+RJzZTdpL3IKvY9tYxliyYiFOnsIPN9pLnOGWX7Qm9p5udXaH3IdOWWGsTXMkwvVEWWeafsS1sXRA4bCnbTo70G73SPuMBG60+7GTzUAJjITtBXtxL790T26nw4+ieZ2JbEsRm67hJPuLQotZtF5TlGZOg6kJPTLKFDsdJxibfQhdbMTLW80f5t3EgiX6iv+SULNERdWenyRGyGRmHWNTf/GbjfpCwZMq7Y7yhJ+QuDjmLOsSkMlknS/pSPcgFWxGZk/oKAc0WsV/w10b6ighVF/VUD/Wxncaw7LsNSX/z+0QgEUgEEoERC4FIqOHzW3Y61DPfDMCCIoO3oFfQ3urIGXw50wZkDi6noLNlCMozyCszHBsOj4E93oX4ccVeawZ7Py4BWLMOyuEgclzVL06xU4by3M+Rjs/dx5nxm3Ojnsrr7CTEzsRN2ZxA7/Yu9dMO7+MkKl9wFpjFstOO9hqLdwQO8FW+sv10FsQ2l51ywDmYAjZLq/z2bs9yhjip+ogThAwUsKh/OMmw8F51gGnzc9jBqJndE0tR9KEZ+NZDJSLzTdDKQUMSIBqCFIS75zpakqBMwZgAVBvJlGCx3T4a2qaCDAgQ4aqu+jpkOdoKp9j0PuqnjzjU+ppuaL92d4YRuaKP7vc+/QZHZXsmcPJu33ckc7GBckdLBYMs8o6QbXVVp2hHT2aytU/Z5Ez5ZE/9yQbsmnrjc/jE/WGH1CXskGfcE8uB1E0btJsc+XHBhvz73ZRl90X5oRPu8Q51iT0ggwA1ycCGCJ4FxR0dTNAqe+oTeGozDLTbs4FpEFG+Uw+y4F7v11b3xn6APtMGA4L7Yekz/UqW/HhGO0KOOtKfWBaLXBf0xb6MrfWHEVlSbkeBddgA2LuPzgvgQv6b5akjMlF2RWTq+D4IOME3YsYlY9a9g9s7iR5ov/bSgY6ymGGkLmRB+X7H/o5kIuSvo37T5tBLpLjy9ZX6xtLuOCE73q0vvDPGpOhz+IScej7sKMzcH/2lTvq3SSKG3ofe+D6WjZOXeJ86kpWYfCF3fkK2PRfvCdkN2xWTLh3ZTm1R92b2Ybs2Vh3CnwgZjrE5ZEvdwk52dYxVp/A5YuyEaZwMCc/Qs47srvu8S12C5A3d1256hmhFsiJdEF8dkdkd4QHbZh/oJ+/xo04xHsSyRLLmfniEjQifIGy559Qz9DLIu5hM812U30paq2OQbyZgBjfGhk6qU+teuMohS/oqxn+kC0LTBGBHfov72UxkKBxjeS45j3FHP4RvFrarqQth2+k9jAIT94a/17R16q1/w59SVhzYg8BTRjPzLcbizmwXXMlba7Zz2Jjmia3NsT7qzeaGP9sqL+FrNX3s1vFPOcqN8SC2MonxWZnGJ/eEzVA3/zfHg9bl0uHT0httCP9b35K35kQJzEOPvb/p+3qX9nm+syW67dqNvD8RSAQSgUQgERhaCHztmW9daajMFJkKZl0FVM0NqbvyfH+/Ryf54Wy0u/Sip233Xs6PWVZBpZlTSxCawSpn1uynmVMBsUwSM8R9eTXJN/v8WDMtwyGWOLbiFARUBGScePuYCHJkKrV7smZftm1wZQcxEcFEyEZXiUM4eIaj2xVZ4uhGFlFftbnZpt5+R7tlw6ddPQuMuvJc9FdH+zhFUC9TDBltpl8GQlf6qYlbk7wa0rNdtS1hf7zH34FTR+1gL0LPTJywCzJ6LF+TEdKd/ZuifbAWeMu8sKwuyIBWuZF9xQ5ZEhxLrJqkSASnAsaO2tBdOYRNkCrKppdD6oPuvqud59rV++7oQTty107du3Nvu3Xpqh606lm8Z0gyFDozODttTJIJJ9vIBGNXSPdWbAZnX1rv7WofN3U/CK+ObF3rGMsXMMaaRLAEsadjrHqYAJQRL8OvI/KNzkXWpQzDsFehg0OyXR3JWjtjSLNOSEIz2ki2jg5c6I5c9/UzXdWDVpmI/4ekB00b7O8hjZldrU9f45LlJwKJQCKQCCQCvYWAsc3KAitJvpY937rSkMjSMBsW6f5deS7v6TkCBESgam8cy+Es77SswLK6mD01C2qZhmUCMkpklCFJ+/LqiHyzDKazzboFNjYrNjvNKZdhoM6WxVja13qCYV/WPctOBDoL8hA3JhlkKMim6W+nubHV9gtEIthjCdmAfGMvLIdCLHQ1QOsIo8hstrTWfmmdZXiwA7LeLKnr6ETslMBEYFhDQLYkMjmyeYYF0rYdjGKMlbFkj7veHmNjzDcRy+doEqxRT7ZFxqAlvJZ5fl0XO6X9ljT3J/Lt68Ir35sIJAKJQCKQCIwoCDTJt6/ltNMRBej+3E5CYhYXuSYLUVDtJ5aCINzMRFtOYA8Pew51tL9Rb2GAQOOA2x/K8jP7H9k3BOGHWON8twYuiDf7rthbyr5RsemvvUnMyPeEEOitdmU5iUB/R0CgiaiXjSrDTQCMUEDINzNT+3s7s/6JQCLwVQTsIynDa0QfY+3NZgkx38RWHCYI7GlmclDmb3cOjUlZSwQSgUQgEUgEEoHhA4Ek34aPfuzzVgiqOZJmc23IbpZeVkts2mtja86lZZwyTvpy1h7ZF5ubx2ER6mHjZyfhOmyh9f3SO21ib6Npl42cbQJvhrwny+D6HPh8QSLQjxCQuUfPHP5g8/E4pMaBBvQsSe5+1JlZ1USgDQQ6G2MdCjAiZZ9abmvfTv6STGC+CF/JgTMmCWUB96V/1EaX5a2JQCKQCCQCiUAiMJQR6BfLTocyJvm6wSDAmTSzK9PNSYY2wrWUzClUDrUYGsG1AN8hD06OjJMRvVc2nmC/o6WnBF29LYczE+3kwtbTuLLjE4FEoOcIIOqdXMg+OBXRyXytm4f3/C1ZQiKQCAxLCOQY+3+9IdPXSbaWxcchEsg3PhJ72J29/Ialfs66JAKJQCKQCCQCiUD3EeAviZNizzcHmcU10pdfdn6ee8s7HSfvuHsbBct+ymv4RSA2wR0kKF/TQRDe37qx9uBmlNvdhHv47cFsWSLQtwikrvUtvll6IjAsIpB6/3+9Eji0HtaQGW/DotRmnRKBRCARSAQSgaGHQGS+HXDAAfVgJifed4t8cwKdfcHsn2X5YV6JQCKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCicCIjgDyTYb8CSecUPbaa696wF63yDeZb5dddlndS8veW3klAolAIpAIJAKJQCKQCCQCiUAikAgkAolAIpAIJAIjOgLIN9t3HXbYYeXQQw+t22B1m3zLZacjujhl+xOBRCARSAQSgUQgEUgEEoFEIBFIBBKBRCARSASaCORppykPiUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAolAHyEQ5NuAAQPKwIEDy3B94EJfbgasbCdb+Rl11FHr0fJD2lw3Di7oygmhrRv39pE8ZLGJQCKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCvYhAM/MN+dbtAxeG5mmnKv3xxx+XL774ohJdfjq7ghT79NNPix/PIMZGH330Mtpoow2RIOsK1t7x4YcflhdffLG89tprZZpppikTTTRRLb/1cu8nn3xS6++3H0fPq4/f6uZy3+eff14++uijWm/3u7RVue7395AIvq7UP+9JBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBRCAR6BsEcDxPPPFEOfDAA/tP5tt7771Xrrrqqkp0zTPPPGXBBRfsEB1E2/vvv1/uu+++cuutt5ZnnnmmkliTTjppWWCBBcqKK65Yxh133B4TWG+//Xa55ZZbyv7771+ef/75stVWW5UtttiizDLLLP9Tr7feeqtce+215cILLyx///vfyzvvvFOJug033LBssMEG5dvf/naRCYd0e/LJJ8tJJ51U6+40WWScui+00EL1fr/HGGOMHte/b0QrS00EEoFEIBFIBBKBRCARSAQSgUQgEUgEEoFEIBHoV5lvkTV2xx13lKuvvrpmiS277LJlySWX/B8CClH18ssvl5tvvrncfvvtdT3tlFNOWYktRBYCb6WVVqrPDi5zbkgiYpnpPffcU0455ZRKkslSW3nllcuWW25Z5pxzzkGPq7v6nHjiieX666+vnzsZduKJJ67EHVJu++23L6uvvnr9DPF25JFH1jLnnnvuMtNMM9U2IhAff/zx2o599923LLzwwl85JWNI9c3vE4FEIBFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBIYeAv1mzzdkGdLpoYceKo899lixzBWZFgRa675psuLuuuuuSnRNNtlklaRy/7vvvlszzh5++OFK3K2wwgodLg/tahcgwy644ILy17/+tcw777z1nfPNN1/ZdNNNy1xzzVWLiWWpp512WjnvvPPKFFNMUZZffvlKziHUTj755HLDDTfUjLm11167TDLJJOX+++8ve+21V3nppZfKnnvuWbPcLDVFHN54443luOOOKzvuuGPZZJNNytRTT53Zb13tsLwvEUgEEoFEIBFIBBKBRCARSAQSgUQgEUgEEoGhiEC/yXyTGXbnnXeWBx54oMLz3HPP1Wy25ZZbrmavNck32WjINcs7kXDrrrtumXXWWesSTctQEWZIrOmnn74u84x91trF/YMPPqik28UXX1zfb6mpbDUZbUixIN/s6/bUU09VMg3glozKjptwwgnrXnHIQISiDLfZZput1hO5eMkll9Q94WTDTTfddDVD7/XXX69Zf7vttlsl67beeusywwwztFv1vD8RSAQSgUQgEUgEEoFEIBFIBBKBRCARSAQSgURgKCDQb8g3JNXTTz9d3nzzzTLmmGOW6667ri4dRby1km/2YLPc1JJN5Jq93ez/prGyx8YZZ5wy9thjf4WwaxdrZT344IPl1FNPrUTgGmusURZffPGy6667lhlnnLFsvPHGg8g3xOHll19eDj744LLqqqvWbD3ZbZaoOmTB34jEUUYZZVA11Febo84IRVl7sv+Qcuecc05ddrraaqvVzL68EoFEIBFIBBKBRCARSAQSgUQgEUgEEoFEIBFDHrOMAAAgAElEQVRIBIY9BPrNstMmdLLZzjrrrJrV1hH5JmtMdpgsOQcryCR75ZVXKtnlgAVZZA5DQHp1N+sNEXbCCSeUm266qZJsP/rRjyrB95Of/KQSfkG+AdgpqEcccUS59NJLy5prrlnr4DNZeEg3zy+yyCJlqqmmqmRc8wRTe9ch95599tmaPWe/u9tuu62eqHrIIYfUjD7P5JUIJAKJQCKQCCQCiUAikAgkAolAIpAIJAKJQCIw7CHQbzLf2iHfHN9qOaiDFhBTGonYsjT01VdfrSSZU1LXW2+9etJo635xQ+om5Tkk4bDDDqunj1r66cRV+7N1RL4hzvbYY49K1MlgG2usseq+b+ONN14l1RBxG220Udluu+3KHHPMMSgDzntk8e299941c86BDYg5e7zZB85yWuRdk6wbUt3z+0QgEUgEEoFEIBFIBBKBRCARSAQSgUQgEUgEEoGhhwB+B1d14IEHloEDB1YuJ66Rvvzyv12timyz888/v+5Z5jCBvryGlPlm/zRk1d13312XgK6zzjqV7JLlZr83mWMavcQSS9Rlm5aidvWSifbGG2+U/fbbr5JtMtn8INQ6I9+803JUByXIcNtss83qARD2cHvhhRfK0UcfXfd98/kGG2xQ96KLC1Fo/zpLbu1T52+koqy5ffbZpy5jRQDmlQgkAolAIpAIJAKJQCKQCCQCiUAikAgkAolAIjDsIfC1ZL5Z/omssy+b5ZsIpuYlE00GmNNAJ5hggv9BbUjk25NPPlmuuOKKeoiB00z9WHoqQ8w+cffcc0+55pprKum2++671z3kuno5ZMGS1gEDBtR945xsagmosrXFaaaWs84///w1u2722Wev5f/85z+vpJ/MOCeaxjPKQ6btv//+lSjcZpttKinYvD766KMSP/a8u++++8oxxxxT93pTf0tr2yEQu9rWvC8RSAQSgUQgEUgEEoFEIBFIBBKBRCARSAQSgUSgZwh8LXu+Id9kfN1www3FYQSyyeJCYiHfEFfdJd8Qe1dddVV55JFH6qmiyy677KClpYi+Rx99tFx22WX15NBf/vKXNWutqxeyTNnHHntsPYnU/m0y2ADpf/vMIeUsDXV6qdNYEXCHH3543fPNiadOL0XQuSxDldG2ww471OWm2267ba2vLDpLUj2LgIzDGNT/+eefr0tekZey3xzg0ExZ7Gpb8r5EIBFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBvkXga8l8QyAhsZBIMrqamW9BvllKaT+2jjK6hpT5htCzxFNGmQw6e6MpR9lBkNkTzt8/+9nPvkK+IcPssyZ7DokmQ83pqLGvGuLQEtC//e1v5Z133hlUd0DKqpP5pt6y0ZCHyLMpp5yyXHDBBZWAs6zU/m4zzTRT7Vl1QAZaloqQQ75Zuiszz8+WW25Zvve979U6uGCFrHOAg++Rb6usskqHGYJ9KzpZeiKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCicCQEPhayLchVaqj71UU8fXhhx/WjLWLLrqo7r1m7zT7qMk+s7TUvm7uszTT8lDk3vrrr18PXJA95sAFxJn94Gaeeea6z1rztFDLOn1/2mmn1X3iEGXIsMGdKIqws+RUxp3lpdNOO21dWjrvvPPWJae+R7BZIoqYQwYuvvjitb7qc/HFF5fTTz+9rLjiimXTTTcto402WjnppJPqaapOUVV/JKCMQMTgvffeW4488sjaHocxaH87S2e7g38+kwgkAolAIpAIJAKJQCKQCCQCiUAikAgkAolAItA+Al/LstP2q/l/GWKWYspIk9l211131UwzGWSzzDJLPTl01llnrRliSConiN56663luuuuq0tAnUYq+81BC48//njNdltrrbUqsRZLOtVL+Uivo446qmaiHXzwwTWzDGnW2fXKK6/U5aYIv3PPPbc+J1ttscUWq9lvnpXphzCz9FQm3NJLL13JPQcoeGbyyScvO++8c1lqqaUqwXjllVeWQw45pEw88cR1zzr1RDCqv4w3+9nZH26TTTYZtH9cd3DNZxKBRCARSAQSgUQgEUgEEoFEIBFIBBKBRCARSAT6DoF+kfmmkpaaIqTst4bIiqWqloMi1RBe9k2bYYYZ6v++l1V255131sMXPG9vOUSYvdiWWWaZmvkmU655ecY7DjjggHoAgmWdiLvOMt+UieSzpBQp5n91QpTJZNtpp50q0aYNMvbOOOOMctZZZ1XSTYaevdrs8abuc801V13qGu1FHJ5yyimV1JPx5nPfW8q64YYbVvIQOdfahr4Tlyw5EUgEEoFEIBFIBBKBRCARSAQSgUQgEUgEEoFEoB0E8DmSqQ488MAycODAr+zbP9KXX/63q4VZcnn++efXDK3ll1++q491+b5Y2inbrfV0VGSX7DXEmiWbsT+bZxB19mazRNXnyCuHJPjd0X5ynvEO2WzKQupZ0hlltlYYRN6BtPNcXPEudfIuF2JO1h4i0I8lscizCSecsNYdwSdrL+5VnmWw7lV/75LhF89oRzNrr8tg5o2JQCKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCQwWBfpH51lMkYr84hJgssSC4elpud5+P+iDjEIBDqg9C0LJbz8mo89MZGdjdOuVziUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAgkAr2PQL/Z8633m54lJgKJQCKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCfYvACJH51rcQZumJQCKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCiUDHCCT5lpKRCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCiUAikAj0EQK57LSPgM1iE4FEIBFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBBKBzHxLGUgEEoFEIBFIBBKBRCARSAQSgUQgEUgEEoFEIBFIBPoIAeTbE088UQ488MAycODAMv744w9600hffvnfrr73P//5T7nuuuvKjDPOWBZZZJGuPpb3JQKJQCKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCwy0C6LVnnnmmHH/88WWfffYp44wzTvfIt3//+9/l8ssvL7PMMktZcsklh1vAsmGJQCKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCiUBXEUC+/fOf/yyHH354+c1vflPGG2+87pNv559/fpltttnK8ssv39X3532JQCKQCCQCiUAikAgkAolAIpAIJAKJQCKQCCQCicBwi0AsO/3lL39Z/vCHP5QJJpig/5Fvn3/+eXnvvffKqKOOWkYfffTyjW98Y7jtsGxYIvB1IfDZZ5+Vjz/+uNC3cccd9+uqRr43EUgEhiICnIRPPvmkvP/++2Xssceu4+xII400FGuQr0oEEoFEIBFIBBKBRCARSAT6PwL9nnxDBLz99tvl/vvvL5NPPnmZdtppy5hjjtn/eyZbkAgMQwgwFK+99lp5/vnnK/m2wAILDEO1619Via00k8DoX/02otb2o48+Ki+++GJ5/PHHyzzzzFMmmmiiMsooo4yocGS7E4FEIBFIBBKBRCARSAQSgW4hEKedHnDAAf0z803G24MPPlhOPfXUstJKK5XFF1+8pu998cUXgwAR5MqG01ifN8+RGHnkkev/8Zn/m5lz8UyU53tX83+fRSDd0f1DIxNPfVrbpk7qFnUenITE89GWJAa6pU//8xBckVWudvqjd97ee6XIeLvjjjvKLbfcUiabbLLywx/+sPcKH8ZK+vTTT3u9r8IuyB6URYS8kEHENvRU15RNxjo7HyfsX0/fMzS7qbVNgVN32tBqk6MdYRu7U+aQsGitf1++a0h16en3L7zwQj1M6W9/+1vV++985zvlm9/8Zk+LHeaeD1tNHkYEcpGMskfaPdpoo/XYDnXUoWGXmv5V018a5oQgK5QIJAKJQCKQCCQCiUAfIsAnevLJJ8v+++/f/8g3TuNzzz1Xrr766vLII4/UwGCSSSYpf/3rX+vPSy+9VJ3oKaaYouy2227lww8/LJdddlm58847q8MpgLA/3b/+9a9ajiU1yyyzTNlggw0GLav7xz/+Uc4777xy++2318+c5Cp4RkIAb4UVVig/+MEPynTTTVfLfPPNN8sJJ5xQAxVO/FJLLVU23XTTrxwj29v9qT7qd+aZZ5bHHnus1su7nTy71lpr1TaNMcYYnb72nXfeKVdddVXFBoG59NJLl29961u9Xc0RrjwZmWTNem5/zzTTTGXdddet/dHfgjsZb9dee2159tlnq4wstNBCw11/0pu33nqrHHnkkVWHtHPRRRftlXY6DZqOXXjhhdXgjjXWWGXVVVct66yzTpl55plr8NudCylq087f/va31YYhDpuXch2Cs/3221f56+57ulO37j6jTbKsfv/739fTgGQyr7feerU/Jp544raLhcsll1xSsQ9iFf5ss3LZ7t68EA5vvPFGOeqoo2pGtnFhiSWWqOPAlFNO2Zuv6vOyZL098MADdWyYdNJJy4YbblgmnHDCLk3o9HnlevEF9J0fccMNN9R2brfddlVHh+eL32OfXuTqtttuW/fr7a2LzJsYveiiiyquxg0bCoc/BOO+IL17q/5ZTiKQCCQCiUAikAgkAn2BQL/OfOPc3XvvvTWoRTStvvrqlWS67bbbytlnn10JMgSbAEvQICi68sorq8PJ8UQgrL/++uXpp58ul156aQ1iF1544bLHHnvUZXVmhU855ZRy2mmn1cB2wQUXLJtvvnkl3wYOHDhoGc5WW21VVltttVr+zTffXH71q1+VJ554osw777w14Pr+97/fp0th1RPpJnB46qmnarAn6PO592+88cZfOUmjVZBeeeWVShCdccYZFSf3IwTy6hkCH3zwQZWDc845p9x4440102nLLbesMjc4MnRwb9W3iLwrrriiEs1zzDFHnxOl5Igu/f3vf68kMkLXu4enK4JFtuG4444rU001Vdl6663Lyiuv3OMg0ZK9v/zlL5W8dCHDyMajjz5abQr7NP/883drr0r7cN19992VLECKyEpq7sdH5r797W9X+2RZ/tDIwu2pXJA3ZKW+YE/p0EYbbVQ222yzMs0007RdvOXSZFf2lrLZO2XOOeec5cc//nG10715kSX9q/7XX399eeihh8pcc81V9txzzzLrrLN2+1XKNakDGziQma5kNXf7hV8+6BRzfYCAo/faMbxlvXGCZM//8Y9/LPfcc08lSn/2s599ZQPcnmA4LD5LJ84666xy7rnnVnux3377VVvUW5dJyAsuuKD6Tkg3RNvLL79cxyrvsny5r2W32Ra+HV+RjdTOccYZp7eamuUkAolAIpAIJAKJQCLQZQT67Z5vKi4rIoIzGUVmbmUUcfJkOSCTZLMddNBBNejh7N13333lz3/+c31OcC3zxMzv0UcfXQmG6aefvhJWCDXZCwcffHCduRW0rrjiimXXXXet5Na+++5bs5rMjitjhx12qPfI1hB0cW4FvD/60Y9qsN2XQS8s3n333RpUymJDAp544ok16Ft77bVrW5AmnV0CeEGHIH7uueeuAZZ9ffLqGQJxEAii97DDDquBLGJzk0026TYZizxQnhNSkCr6V5/15SWDVObL66+/Xr73ve+VxRZbrN9l7nWGD9159dVXq/zfeuut1S7IotXOHXfcsRLnPcnQIAMXX3xxJd/YADaBfskoQsoK+pdbbrlKwHWHWDIBYTkwW4Y0QJA0M7nYPIGmjCuH0fSkLX0pY82y9YksZdky7LjMY1mCiGv2ud3LZAlbTo5jYgLxwMbtsssuta97+9Lv9N3EkPrL2EPofPe73+32q2QE/ulPf6oTK+psIkif9tUFt7vuuqtOZiHc2C5bOgxN0qSv2qZceJpUQ8rSIT8yI9dYY41KECFqhqeL7PMPTNIhcfk7SCn2yHhi4rE3LrLPN/vFL35RJyiR5sYq4wf7s+yyy9aJgKFpi/hw7K09gbfYYosy9dRT90ZTs4xEIBFIBBKBRCARSATaQqDfkm+CMw4kAoyTbKkook1ggKCQyWYmW+B57LHH1qBB8CszzP5wlqXKROBoI61+85vf1PIEZLK+BgwYUJeHHXHEEfW35y2Z2GuvveqSNNlxAmekl5lUy7rMIPtcoOdH4I6Us0dWuxdHWYAuy0GmE4dWAKStyhvc8jHtV/+bbrqpBvsdkW/KV3f1lKXhf5hySmHQWfnK5sAjFwUvgkr1UkefCwbVT919xsGGnc8RBRxwBKkZcH3TneWXEUSog2BJv3uH9lg2qH/8b2lLkJ7RVkSjOqmzACCWCqu7S6aQ+iNVuxtkart6aH/U5cADD6yBCJKlSb7BUGaUTAHBrvcjSi2VbpIlvlMeAkHWjuzKGWaYoZItyDdt6qju8FG2d+hfbZKJIHPNe4bURnIXe73BEwEtK6z10g6yhPhWV32rj+lEK/EcRLF6kSftVB/ld3aSon6jp3DVJvd5h+f1o7/VNWTT39pGPsmHPiF76gkrGNAl75b5almizDTPyPIRkFrG3hPyTd/DBPmvz2CH2I8jpdmbQw89tBKxZMIS+CH1RyvuQb5ts802Zc0116wZcMj+3ghsYUvHyA2c2AQYwl7fwlIf0iE4txL8+kC/kQn9EnKnPzqajPA+Mq5MfUwHESMIJ8v7Bc2t5Jv2I0894+pId1oxQ7CaJNGenXfeudfIt2gvjNRLe5G6p59+erU3++yzzyDyLWSDTNMH/8uGJcvaAGOXz8muCSL3GdPIJ/KNLClXX3sm5Ln5XIwfoWcxfnSFtGMz4I/sR7gvueSS/9NvkeWnfvqYPTd+kIfW7F59Sh+02ZjjYh9CfzuTCX2rj8mSK5aDajNdggGM2Ea/YeYebdXH3hnyod0+995YUmubCN8jS8k0cqi3yLeYgKEDMR7Qd22FT9inpoyGHniGHGkffdPWkIvm/TEeaqf6azt7Cmfth5N3KReOZOjhhx+utlQfG/PtO9JT8g2e4fsg9YxR3m8CcvbZZ691h7v3NffIhYu6Nv0cY3BTnpvtjclGtkm/wdh74KR/4UT3yJv2kkuZ4jLxTHA0M2jhYtzRJ+oUfhC9iYlM5ZJp9/WHZfvt+pp5fyKQCCQCiUAikAgMPQT6LfkWM9YcZs6yvdji6i75JtOCk8XpQl4Jjq+55prqAHNoBeTIN9dPf/rT6rgKiDhl9iOSXSIjzt5KylInpFy75JtOUQdZepYtBcnEUTRza7mRJVMczI6C9a6Qb5x05KFsH0GLS1nqjEzsqM6CH4GY4A+RJChHxHDuBQrw4DALDNWfg88xRhJxujm0+k3gMd9889X7YNZRQDE4FVAP2R+CaA67AMY7BIDkgQPNydYOGY9w01Ykkhl57xfMIF4RRT63t5/n1B9JgsBod2mo5+FgCbAlhdrrUjdksEAByRLkm+BAH1uSak81wQvnXt0seyZv2gYfwYnMRNkK/jaT7zvLTgWvkeGELLL0UN2VTw6RsPDS5y6BmWDIcjt16yygiD3QLE0SVMFTEN68P8hL8qAtfsOUTCAFvYPMCooio0kbZNToL3X0nWwt5cteDaJcXckP+VQ2eYKvdgjyyb8ykU6eIxeWFpELsilocgALGfAuONAl/S8DCZkgEBSgkQ/yC3tZisg8ZE9PyDfYyD5FutAnmUreGYEn2RWguof9QPa1K3PNzDd7T1rSHFkdyoJREDTtDivqx/6ZsFAGG0ie/G3ZGHmmTy59zQ7Hu5ArdF3b9BtCitzpCzLbeiq1dyEoZR0qU/+xq/pe9hhdbWa+wVafskV+/O2Cs+0E2MfOTuXsC/KN7MFG/ekAfVEXdtB+nHS0mflGjskjuXYvOYYduWTfZQqxmfSDTUMckF1ZaM1lp2SZ7sPf/oSxpxy5oPPGD/aCTpIHshHjBx3tLCOb3lmqG1lvMmy1oXnFKajwZ5vIg/LoMr3Xz5FBrb/IESzomvppM3ur7n5aZQKmsNQOz5IRF/JW/bxDm01UsJ/2F4Or75C0yCR9oL/hHCSxz40/7KrnTOC5T38Y8/VBb5Bv8CET8CEX+k+bg+hRR/aALY4LLsZY9TWGaDO5cI9+s71Gc8mk+2GjfJMIMGM/2UPjEHlgV8lTkHTGm7DtdAsJ1xvkG72FpfaSObZD3ekj2aH/+kyGbky6wSQmUT0Thz+wE+41EUpGwmbybQJTY7b+9pm+DCKNzSdP9Mo4SYbYIHKnLDiyiy6yg9iHjzJgYQyhN55Xtv7SV2SGbHTmd7VrX/P+RCARSAQSgUQgERjxEOiX5BuHCGnE0eNoWvbZXCbpe5ks9m4S2P/617+uDpPAgINo+QGHHJEWmW+HHHJIDQg4q5x9e5+5h0MWs6EcQZltgp3dd9+93s+J5OxziJFuiAoZchxQjlp3yDflcZwtBeEECmYEvpFdJoBygIRgVyDSmuWi/bJtBBMC8o4y35CGCCFLc2PG32/Ld2XrIX+aFwxkcdgDLzKEOLueURanlqONEEKqwdryFgGBOnJgCRucBGnu1Qb4C7LbuTjplkGefPLJNWCPgENf+4GfwEd//fznP6/9wAnXVqSPQJQj7YhfdXdQhe8FuoIcfYYMCQe9q3XjuCuLfJn5DyKCnCAjEIKWMiLfIlsQMWMfQv1Lht2HDIItGUP+CFxkX1rOLAhXZ7hHFodnyYBg3TI68kcvEB5wIgvIDKRcs3wHa7hfYNEZiYs88V5Bn/sFyM1LXQRwllUKWiLrIOonM0+mgef1P1zonXsjc0UA5gfhaQ8u71GO+8k8mZOtinQTwMGODCkLEShrFU4+s8TPPkP0nFxZjklP6JOMDwEtGZVlZpNxAV4EgmQcYfSTn/yklttT8o0eyriQ3YbURh5pY1zkVFYuPUS0si3t7qUX5Bsdp7Oxpxjs2Akkmc86yzYbnGzDQoaYZbNIMLpLz+FMN+gRuYMVG+WgCmSuzwS6ZELbghQTKLvYJEsYkTPsBL2TYSUDCekQZep7fQInGX3aSFb97zv30wdBchBJSDh1JGP6vSM8e5t8089sI/sio1r94K2O2qYNDlkJWwQDuMCLXtNvOoxU05+WIZMVMhMEPRnXB9rnHuVrW5wcidAgr+RI3yNwEEjGD2OavkMEslHex/bSgdiPq1UO9LF+9z62EpbNLGVtRPrAn35GBir74h1sL91j3z1HVo4//vh6r3boR/XUZm1AoJMJpGnYIjYCRog94we9haW2kSXPyKpCtLg3iGx1MAbBg82j9+rpWf+zR+xSc4JJe+zjyl4aA3qDfDM2sUXerU36gWwj/OCq3uydurhgiPBk64ydcGPD2HGyZExC4COzIsPfxJH9WmEUxJ720yt9iIgynpGpVj8BsQob42lvkG/8MXvt8juMyfpWPeCs/xBdJraakwzaecwxx1SSFz50N3wKpKG+8kxMShgn2CR6pp3KNh6QKXKBRGO/+YTKsZ0IbMgLOxFZ1jGBZEzWBwjZmKQz8Upv+HM+I8/GObbNeEkXfN4b2cVd9S3yvkQgEUgEEoFEIBEYPhDgr5kYxEPw4WJFlNaN9OWX/+1qMzk6gnQzrpz6vryQE97FmTLzzcFskgeR+eYEQLOjsrMiSBHAc6Y0lMMZ5JsAmXPO8ebQKkPwycFHXHDsOO4CZJffnD/OnvIiu0GQY2bV7LL7u0O+qQdigZPpt0BJAMShRdTEclpOKwexNXOsK5lv2iDgCKJKoCCQEawjJVo3Xxa4wYizrC477bRTxVAw5UcfmMUXLMBbcAUTBKJZecGh8j0LG58jWQSZ7e5ZRizVO05E9H6BKidaZlZs9ox89TmCSzCIkCE3MERI6SfOuEwsQYP+tDxUECBoaMe5VidBlmXKHHPk7SqrrFJlBxmHKBCAwA355h4OPRk1Ky8AE1x5p0wA++W4XxAIWwGGNisPnmSCfAkwm8uFBGwh6wI2pIagF8ZIVcENYlhQ6D2WriEEW5ehaQ95Q6BEdqmAtnWzdX1JDumKgEd/0gEkp8BZsCQbi0ypm4AM9oJxuicohIM+IV/kTnCmTYgH8q9+Ah+BJ7JM3whgIwgjS7DWNn2I+BGAISERAHASwHqHEyhhJ9uh9dTGIN8EWOraU/JN/REy5NDBDcprkpfeB1/3IK/Iabv7vgX5BndYkyukDIzYJaSO9uobn7cr03RGP+pnfcWeCWhNbiA8EWkyUZCecEMykTs4kz36bp9M7UbW0A/9A39LPvWBz20BQDaU53AFRLKA3KQI+dOPQb7FxAE5Yv/gqq/JFPtEZxDu6mN8aF3a3tvkm/b/7ne/q+8mn9plXKBfBlWECrvUJN/ca/KADWUPjDvGM9gibGPSJDKW2HT6SEeUq71sSSzBpPORBUeu6Aes6Y8+o08mJEyc0BvPqbP3dpT5isxSDxMCZLeVdEfYkFu2l73kQLCx9M/n5AHJp77GAnWyzx6i3vhAp8kj8tE96unApNi+wf1kSPYUmWJPkW90ysRb9DG7wsaHbdRmtsckEpvKXukfmepkLQj31uXt3od8Q4r2BvmmPGONH31MvpFPLkQt7OmJ9rKDLrqGQEQWxXjJLsDa3rM+1xfsOOz0MRk3wWV7CXYWtnwe4wccyIlxcWiQb0GUkzOTHepGj2V8sgMxNjX1kSxbls2/oOPsv7+Nl8hf4xZbrk+MSfqeTTAeGLuQtd7LJ2Tn6JBxwjYk5Jre+N6kKFk1CQQPv6uT++V4G/Vyn3rTWTZJvZUf9oa+kkHjHTvdbsZ+X/rEWXYikAgkAolAIpAI9A8E+DP8XzxUvyDfOEhIHcEgZxZhEU5tQB7kGweX42qmMvbPEpByTjlUgqEm+eZ5BBIHjPPHaRYQC2o5skG+ReabQAMxokwZLBw5jh0nn+PIwesO+aYeSEKEgYDS+8zsxnILgZvv7IXEqY0ArNn+IWW+NcXTuxBZ9o3i7PrdSr7FBsqILYGQYF69ZBLJMoHVxhttXJb80tkfbbRRq9U2hqoAACAASURBVGOqnwRJLjPYli7pB+SR4AtRy+Huzl4zIbgCSaQX0kxgYtlgZA76DpEqEEEIq5PgExmC+EPyyCBBgJjpVh9EQVf2Q2riRyYFUnBAYmonfBCR6iLLgRwhEQQMsezUd2RLsOKCrT5WxuWXX177HH6IpWDFyQOyToAv2EVINJdcN+sV+w0JSAQisTROoCuIQcIhBRCAkT0Xz5MJ95100kmVyBDECcCb5I3yDj/88EGErKDQPUgA3zn0QzBLb+gaPRU808kgfrUfse1dgnP9h1RA7OhjeAi+kEx0nX4KvBCTniFLMkEEQ9qoLywfVS8BlGe1UTkCMP3MLsCutZ+DfIMtWekt8o1tCPKteRiC98lyIX9IFsFeu+QbGyRbTDuVwZ7Fpv50U/myPshRZES2MzQJ8OFFJumwIF7wKVNUkMu2ynhB5iIAHYxAtrQZvjLWEGD6hkzBn23VdnVmZzxLVpTNtsjUI0N0yqCEyEEuKF82H1u09957V31iX2ErKCYvdEbmCvII2W/ypDmjpO29Sb55p0Mh6AmiwTuR1Nqrb5D6yCgZOs1lp+Q59qsyXpFZJApiBumFfGGfmnZYebK44Y2QQm50tkyZnaBbkZ2InIAb28EGkgnYsr1sYFzaE/WGpWzKIP+bcgNDbaZX9AWZqi76FfaIDmSRNuufWNKn3XSfHdBe8oVgM+ayybJ9Y09J4xvs9Ln+R4SEDfF+4yxZicxp7+YXIO1MrLCzvlMfdYyMt450TJ3g0VvkG6yURf/0M0JZnWJJONtrIoWuRn3YP21GVpJ1fR8EEtKS3mlzjJ2IPXYuiDfjF5yRVyYajIkybYdW5lvIB5njY7HjdML429lpzpEpGXtxkjlyqs/IBSwiG5ps+txkC50xptMT+MngNNaTL+MNUr45VtFDNsbn9Mbvjq7Yt0592CBjt4klNjYy+kxmydptd4uAduxu3psIJAKJQCKQCPw/9u4EXNup7B//UoaiTAmlQcYoVNJE9SZKk4SGVxOaozTnLYU0SxqE5reUVJIGJYokEkVExoqQQnOI6P31Wf/jfP5X97H38+x7P/uZv9dx7GPvfd/Xta61vus8z3We33WutYLA4onAIpX5VnuhWdonMBPkCB5Gg+gi3zjTHCjOX+3TwZGyN4wZ1+GyU7PvnDXBGmJOsMrB4rRzJDn1HDYz2C4z6ZxnwaaZU9loSA7l+C1oKPLNLLV7ZXIIsjino1fthyK4UB7ywpI/yytqDyHBBaew9vDhTMJgGDwpd6qZb0OiZU7km0AXQytYQiwhJur0WDgKmBBBAnyXvqrMN4QKQg9xIuhCigjK4eMZ5Mi4V5FvMkVgJDBRTu2HI9hEtiCWahkKbGEKN4Gfvb2QOMgAQaTDEBBd42QHqbc2ydqRVSFTBKEokNSP6qnPyAs5kp0wJN8QJAKr2idHWZ4hJwITGSWCq1pWXeSbNtXSrsnIN3KgXgJVPwKJIvrIqCANZkhKQdJwE2yBO4LFEmwZKZazDfca0m4BvD0OESoIDoFeZdHUElNyQ0bJju9hgTyoU0WRyHU4ggAcOSU4QiLRXbqIjEBG1r5e+swyQ4SGTE1Y+7uyXwVg6iQLRgaE4J/M0Un1Q0yPZr1pz0yTb/BHwrMJCChyMdzfSbvJrSyy2k9y3P0hlYH810/6APlZBx8IZOmGJYuCf+TDZEHnZPpH39UR9sgg9fQ/3abT2gVrZAsyTsaWTBbEALKE/RyeLIgwRY4gTemBfmafBdXKJ2tVf/gpC1mO3EFIyKZCIHk32UG+sC+VTUM/6Dj59m7tHp2cmUnyDf7ISWQHOaeXw2X08BesC9SH5Jv6ybhFVJr9Iucu+oHo1F6kCXzrKvINyVDkG12Y6KoMWXrD7nhfkV70VlnGLPpP9+uCubFAtq5+Y8+RukObWJlEnld3EzbIz7qHXaFvbI3JDHJRGWja68c4rA76ja02nrO9xtfKsmMbEa8IydriQV3ZQnZC3ZBXNf4NyVd1lPnme/qF1KL3o+2tds905ptyjSlslwxQ+MOnlm7DFrnGdpN3fUNP2Sh2jG0fbnsAI3Lvc+QbMsvYRveMLZX5W+ORPnRfjb3zI/OtsByHfNPvMkMRW+QUUQknZRij2Rvkm4kXFxzZFvcbI111uAbbAE/YjO5POFXyjR7KzKU3ZJttJRtkWR+oG/9BhutkujeuL5P7g0AQCAJBIAgEgSUHgUVqzzeBgSCTM424Mes5mo2j66Zz4EKRbzKTOKyyywRtAgszsH6KfAOaZaccMg6+ALA2kebkIlJkBQhaBFCINYGGjANBRxEgJWYcunIczeJWAClgEIghtrRTUCewQRwKTDiBsn7mB/nGKTXLjiiCC2dfIMQJ5jwjIWWtVHA/JN/MXlc2XZFvMkRkMCEk5pZ8E+Ag4Ybkm8CcnJgll5GF9BKwFSHhfoQQMgYZKzgWrJg1H/eqgw2QA/oPCUc2BVFw0N/kZUi+CToRU4gMsgNLOJE9lwCbHMkYQ0hMRL4hsyrzTYAg4PY+bUFckTX9JVgR3OkbS8R8j+iSmSI4hYWgsMgr9RW8CVjIniw0v0c3Zxf8IBQE03XoxWiQDl/ZmbXskezKBpHdUEG0Z73b+wQ0tRRLFgddUBf11XcCIMSgoKgOQkGa6vva36syiQSl6i1DAtYyUchpnRI52s8zTb7BXD8iKNWDrCMMCiM6VcvM1JH8jerynGRRGYJEgb5gvk6M9RybQ4bIIzuhfGTlOBfyzSQGwp/OCv7JLEJEexBObKM+RbLA1/Is2WC15HRIfqmnZay1rya5QLjoX5kyyLvCYDLyTZu8W/vUZ7jfp7bBXUBuIgV5NXoK60ySb+qINDFe0Hnk2zDTbpR8Q76SafiwT2SZTrLvnvO/7wT3yMihbZyMfGN/hifS0l+2Rvah8YNNYfvIhjJqU3zkmay2It/Yjlpipz9MlpCpITkHX3piAsz4pD/J1Gj2tXvoI9tV2eEIPWOgOrD9bCW7oz/JExklC5Udyob7jq3wNxlEviBsat9OtskYXeQrLIy9JrrUi3witJDHMiLJy2Qnhs7kslM4GavLdql/7Tum/vqLvTcxgEhl/9QPRmwm/2Z0iT9M2WvP6Eu2AwnOBtsXrci6OpTABBfbSlcWRvJNH5rgMf4i2vhAMKHPSDhjl3ZWditM66AoJD48jQdF3pqwpEt8E3Z2KLcTkW8l7+TBBK4+keFGfvQbnSSLMDTeGLvUk9/FtoV8G2ckyb1BIAgEgSAQBIIABBY4+cahrA3XOdAc8lGnsxx+zqxsJo60bJeJlly6d27INwTKMEAFkOUgk5FvlhhaejUkHQR3sh2KfONAlkPM8fb3cDs9jreAk+PIYeRUCsw417UUS4AhOBNMyQThsM6OfDPLL1tP1tREBy4MxX8qy07dg6SxxJOTq5/UWV0td7HHjiVK5ZDOLfmmr+tkS8G7TKXhNbrs1HIsTreAr0gUwSGnW2YeHAShHGxkl2VrAlvlIKnMsCMpRgPNqZgJ/SkwFCTAiQwhEWCBCEBSWU4lC032kYwfz8h88bkMISSE+pAVgYdAUN2RdkPyTXApa0g2ADKtyDfPIMF8X0SUwExWH6IDAUlnZFzAR0YWGfX/kHyDB9wFr+RHv9KH0aw3uNRpne5DQCM7hkSI7wXL+kSd6LcsOzpchBySQdDoXuSQIAdRq830ojIdECgC6SIokGkynJA+CBaZmKW32gDfInmQlPpdQGX5b+0bN9q3M02+1d5byDfyAUuZWKUjMlnoKbLE52zJkOD0vPYLLl0C01o+X8ZbMIgI0QfaRgerrxApyD+EkAAfeUbWhhdcyD851U/6b7h/ZpFv6uB55DTyTZBK9pAzQ/KN3CM5BbCy+MipOrGPZRPINpuPHGDfTHzIHINB7Vvl3lrWjDyu006RmMhG2ZEwNfmh/CLsajyhDzJg9P3oeDKT5Jv3sTNkGrFTy8FhjFw44ogjevZenXbKVqpbEY4IO3LhWaQ4Eoptopf0YEi+6StEH71GLsCAPMBD5qAy6CHckH7kDr4whQUbSl6Qckge48iQfGO7EF10yvuNa8awUdJd3yBG2Bb3m3RRfskNG6R/kWwINXaKDdLPCHQyQr8RG2wCfOCEcCryzTvYR+Odz8ktnfa8NrBf7Cq7jkwfktZIEgSwMmSvw0JGFDzJ5ESZzTO97NS7jTN+6Lv+giPbCjPZcPQfGWuCxbgDT/U2BsCIrlVd9Q2bx/6xc2SF3MEOuUaGKmOQPTEhZvLBZ0jcmSDf2CKY14ncE40JJfdTWXZKD+zfZtzST8h7eOhLtt0+d9qt/ghHF7IXdmQZDnXSOmyMWb4zTtRen2Xr6Gf5ZPSGTBlz2B266b3kln9j3IAXe1SnyhtzkdVsXci3qXhFuScIBIEgEASCQBCYCIEFTr4hWcyGc8AE4RwejtGog8yhtJTF8iYBTJ28ONEpjZx+zjlnloNoWRACx71m9AUXnCiBkoCXQy+ry/eCeAFlvV8AJbh1f+35xlFH6HAMPc9Rq9l0wRgHUPBpdl/AKmAcZymjgNdyG/UWvCKVisATxHD+BNWWbwkqzMy6YKS+6mBJiiDNcg2nyMFWoCNDQRBQyyE9I6gzkyxI5wQLZhAU2iRwcL8sI2Vy6mHK6fUewZ4lUoK0IhUqC0ufIsUEAIWr98rasxxJ8OVdAtDh6WGe9x6z4hx0s/reMezrIt9gZM8o5WinPtIeWV2caG2whFgQWCeu6m/PcagFqvoJcSSLYpx+KoWq7DaBsToLaAVD2kcWBZGwcx/CQj29h5wIvMgQEkE9igxEUCAJ9IkAk/wKtAWgdQiBPqAv2kauBSuIBtl++tHzdEDApx+QN2RAFgbyFrmn3wTF5EsfKB8ugmt10W++Gw3AtZ0eIKZrOad2kUc4C2QQAgIisodwJDcIZUulkCl+ED70iMzL4CC/yEvfCfIE2oJm/VjLeQWqZEQ/Ihj8jziF+/Aif4giNobcI19hI3AbzdDzXrJQ9fA+S1bJnnqM7ok31eFE2wRttfedNsDc+2BHzxGR5KL2aquy6RzZgVfZJraxbI3+0VdkGUFVB09oJ/ztpSeLiv2SVYbgHe53BUNyox7aLtMJ4VJZTLV0GFmDfIMxfSeb+rZ0Wv3Y1CIQvRfJqu9kwslMrNM/1YVswcAG6dpTh234zL3INO9WjjYJ5BE8gnNEjv5UJ9ixvYgcxJN+ghkiUnZX7RFI7uBNF11spz5xPwIQ/uSB3MJ2ojFldv1Nz2AimFd/76WrldkKH5MnyBAkP4JZ27Wj7A69ZbdkElsuzRbAl21UL3XSBjbNWKQcZL/30D/9X+Sluup3umb80AcIhtJtJIQ6G/OUTwe1G7nic/VVL2PAaNZg4VAneaoLgpBcG4fYF/aG7iFQ9I136A/vY0dMQNguwr36i/2mH8b1IkbYIsS0cbz2b6tl7XRKe5FqbJ8xdkj6a4f+9U7tIrvGAO8czdBjw8g+fWEryaL3mPRAdLl/9HCGqeg+3UIoapvn+Rrw1F/eBWc2WL8aN+isfWX1vfojm9j9yqKkS05ihR9/gLyzrewfu45ghYV3IaWRct4NO7pf5Bu9ImdkiR7QW0Qp0tO95FAdR+09nIxtftSJXaSnowdd6Rt9aqKDj0T3yL22K7uysmGonrL92CCZv8YP31fdZNwqn22EBz2g2/ayY0/Ie508Cm9kJp/IeGXMoNd11dYU6o7MY0cQo8Zf4wZdI+vGRPpBb7zTWKG/+BOIUf4X26btvsuhC1PRhtwTBIJAEAgCQSAIDHkDfrQYZ4EcuMBJ45QLpGR+cQI5VUPnj8NYe1BxqAXFgo+JlmhxEpF0ZvY56JxnRA+yTjmCAsGKDAPBKFLATDSyTADmf85tbaYrW4kTiygRKCJDOGOcRsEc0gRRUBt+yzYRzHLiBLocPU7tOE6aII6TKWDwHEeXg137owjI1UEQw3GszYwF4rUvlqCFU2t22D2cYAEKBx1ZUSRO7bMiQBF8IMrczzmVJcCB5ZRyqhEZllcJFMzkc6YFsJzdyk7zmbpxhAVmsPA9Ykvwg4jxueBI+Ug1jjfioTJU4Cobi7MLT0GIoMT3w33JZHwgHvRdBQTai7BTT7PkMssExMO9tARbAhfBgQCAvAkeBV3TvcgWQgLJRf7Ipxl4gZRZd0SCOnLokW0CTUGqYFN9YIMwq6XVltIiRmVACJyUpU8qG0pwKLjVXmXpR88oW7CFyCAPZJcuIJQFwfqLXNADdSLTSA3fK987fSd7RL+QhdkdQIEAg7820lnEg74kT+oDX22uk++QAvpS4C1jDVlKrvUHuabTyqCD+kMgh/RBOGongggBBCfZV4JlAX5lTQz7D8kogLd/D4KBvihrlFzxDjag9t0TuKofUqH2D6I3w6yzceSkTuVlcwSh9FkGiSCvAsWhzamytRnJZMKBzsqIEqAOCQT4C+LZI/JDz/Qp/OkAO6I/7Ksmi2PYl/QUkU+H3E8PkEJsjYvOIwncA0uEMjk0UJA9sqY9bLL+Fwgjs7RJBgnZI/90XB0EsOpEF/UFwoB9o68Cat+xmSWn7ESdPE0H2FrkrqwsxJZMPzJAhjzDLtF5tpedQXiQPTaDrAu2yQ27oWx9rC+Q5OqhLd4/7kbq5JcOeK+rlmmbVCLXsIM9ApH8whcZjxBgk9Xd2KdNiEmTE/SX/sGUDS7C2TvIAwJF3RESSB79SsfIUWUYGku1SxlkgpwjeBB89Jws1dJS5Bx5c/gHHWQz4TwR6a6NZIe+yr7SRvbDGFvLSE38wLFOazaO2mPTvdpv/NBH7Ja+QHrTb32sLOQG8pAuqiv98wzZURayTr/ClD8w7DPt931l/cKPzLIBw5M2+Qo1ppZ/wQYYy4zp6qcu+mY6h/Dol9oXT/8jQU3EkQd9YKyGv3GITmsn/LWZ3TQmVOYjWUL8+EwWs/L0Z9k3dWSr+SHuQ9R5D92r0071G2KLHrB3dJjOIYHhTubIiX4YZoAbc4xRSDTlwsUECV9oiAsM2TrjH1nWDv1iDDO28C1kmFUWu/aSH+OTviw5hQsCWF9oDz3wo+1sDVvHaVUWu1Cn7HqG7tAL5FstX9ZudoL80X3lGFuMHTBAYpN3bYaz8o2TdcovG2Y8JNNki+0ydpGN0b3lxhkXcm8QCAJBIAgEgSCw5CHAl+Av2dd9gZBvHBvBHaKMYy2g4tQMA+RaFok047xyjDmbE2UoyCoQ1JrRFUwIPgTrCD6kjs8FPYKXyhzisFVgxlkV5AoWOZ0cQw6ioEUwwpHkNAouOe6cQgSb5zjzAmyBrswtTiaCD1FS2WlTETGdwnHmGAvqEFnqLigSuAgQOY0cdA4tJxgxVcvBKnAWaGp/7WniWQ6oLAw4CQ5gz2muGXGYcjwFdQIg2Uh+C87N+MKDc+x97oWRS2DDERagc0gJFGfYezjWsBMEcYj1QW1Arc85/gjSOuVOvS27FWR6L2IFaTJKyHKk1an2SOLwIzXUjWMOe/2F9Bo+W6eMWuYo6BNICOKGG1xPpZ9G7xGQkpM6VRO5BkfOfm3kLNDhuAuIBN3IDSSFoAIJoe5w0EdkEtYCdHX0jAvmFfj6TTYQHoIXWSCCKOXQG8GtPkPGkheX4FI/6BdBifv0G4wFZwJDv2Uc6NfZZQKpi3Z6hk4oTzsEk+StlpjJ5PE+OCCL6t7at01wRm7UF6EkoEIGCT6Rid4DO21QBhl1f2VMTLS8UD8LZukQXaSHgvjhVZmY7hEs1v5Z7vEOAZm+kFFBhsch0es96iGQRERrO5kmj+wc2yFoHs3G8yzd8UyRK3TKM8OAV9kwoQP6mU6wbeqpvgJREwr6e0heK9+zAkokB0yRYQLLynZCWCGTkZdsnj7RHwgg+stGklX9hXjWBvsoIkO9H/EHf4SLOtFD5BlZI/veQyb0LdJM/dlmdttVRAA7QsaQbNpCD9RdNpBxA3mj3epIh2svRHrG7iID2BzjAtvip04B1ccIGfVVLpkbBu1TsQNkCAbqAZuy1/RQXbzfZ3TURIJ+ZHPZCSSRAVidEFdsZJ0Eqv/9bzyqbGz2DU4yCBEQ6q1fkA3sb5EBnqWT7HvtR0ontY0uGj9gahxFuLIdiM4i8Nn8OS3B16fqQPYQGeyvdpADJC1yln7WKcR0gN6TJ0ud9T1MEEnGUv1OFsgI4kw2IXnwnb5VPqyNgyY3yKt6a/NoxrJ6VSYbeUNEqsfwPjKPVIGvcYAdVX/2rrK0ZJbxN2ovzqnIQ9loE4r6ipySMXKgfQgpsoykrYznWpatTsYC9tokiP5WHzabLqtLZaVX9i8b4X5y5KKT9AuRxPcp2aAz5FR76SQ7TQ9gyqbURB87icgvu1/L+OmPscqYbWxg24djQ51kTA/IsD7TLmXDE3mKOFQ3l3KNb+SBHpNTY1H1L8z0izqTWaSYco35bF4t6/ce9pS9QHDSMeP/cMx3D+KQjS8SzdiGuCVHtbxaudpBb4xFnqv9WPUBPaY36oNYroMgpioXuS8IBIEgEASCQBBYshGo1XtipgVCvtV+Wcgmzh/HcTSjjfPFWURUmKGcLOtNV9Zm65yoOr6e48dZKqKA06nhHMc6DKE2qxe8CVoru0Q5nC0kAeddAFnZR5xZ93P+fa5MzrNA0kwx5xFxok3jBu3KRjZwvmuDae+HDedd+RxDjm0tqeXIqudEl7a6l5OpbcrXLthyaEcv9wsGYeGdCACBE7w40YK4It/0ndl2zrMgBYnjXepd5Fwt3dMX3lufDzEqUgGO+gj26iZAGz0FsgRXhpyAkQBXxg6nW794bpR4K9JB3ZA62mDJqiBumBUxXbOgXwTWMCFT6kIG4K1vtAeugl7kg8/0gfbqz8LdPdXHytB+z9TlObKByBFA6VN9A//K0KrlsOrjPs/U8rpaRkle6QySQt8IwCtjUmAxFUw8T1a9B66C2JJVdRKM1ymo+l1b1aeCP99pr/drM731t2dhhFiBgfcMMamTD903SiwVToJfQTB5RTJMFEQrUx+QN5gNL++FlcAOrkgDxHoRBaNy4n46g3AteXQPWSD3nvce9VUntkHbJ1vWC1P3k4vaZ3GUaIALMkwb/GiP8skMbPyeaOmctpIJAW7t+eb+qos6+65O/FMmzNXJ/eyQviPTZe+0nSwpg0yoj/t9ry/JgncoZxi4K4NM0BsyqW50GPbeTze8n06XHtTeYvWM/6uO+pndIr+FPX0Z7d/qvyI4lD/RnqNzsgf6gOzrY+2mk9qob70fzmUL9HtNAMDG/eqOqK8JADrkM+2HaRFh3uMZbYGLMtk4Y4B7apxRPhxr/KBTvlMf71Gf+gxWykSaqKvJjuEJspO1HZbKgH/1Mf2Gn77Wz8MJDWXX/q7er476SL39rc2eV0fklLqzEb6r9sDVM8ol17WdwmgdEV4I19rzUBbT6CRCjbHu1Y5R2SidI8+116bJFf01kRypl6yxytysthYJ5bmybdpceyyWbSxCSr/BVNtrqTQ5UA/6M8x8LXlgI8ifevlefU1k6kdEGWLWVaeIulf7hxe7QpbYpNFl9sqtAw7IEeyHB4sohzyWXI7io2wyQU6HMqH+NdarE3zIZ9kH2PmM7a097WQ+es5FjmBUel8YjWavlk/BHsHW8yVDninfo8Yy7Sg9Hh2fyu9ij0f3op2Tncj3QSAIBIEgEASCwJKNAJ9kgS47nQr8gjIz9Wa+EQIcnqmQAlMpe1G4RyeVMzvufkRz274KsGTzwV8QY3a5slYqY86svmwMv5FvMgHn5TUk3yzVkiWB8OC4c/RHCQpBHSfebxjWnjQyeWRGzM2S04naWX02UV1md7/vxulj7SkieU771Qm2qj4T3SsIksFUGTfjZgBVu7xHG+ZUH/Wu/pjdve6r793vx/8TEVaCJ0G+YEygKUsCmYgwltU07vKx0b6SjYLQE4SPBq/uZZdkhHmXdw6vyiAhh+o+GWE4Xb1RvjbDQPnTXSY73fdP9pz+qizcOcmEMkp3xtGDqcrSTLdtdro81fqXDk+2xHOyd5Q+z+m5OY0ftQWBzDSEkOzQ6cjmVG1e3ef37OpeY15lhflfm+nY7Ow7uZfRRk8RWTKUKtN3uv2P3JKhVVmfo+UUuYR4k8U9PHjIvZXhqf7aPI5sTGVMGGLqb2O1rFoTP0W+TUX3povPTDw37N/ZlTcqF2XvpoJp4UTn5uRDlk2B21TKngkMUkYQCAJBIAgEgSCweCOwSJBvgunKkpH1MG4W2eLdhfO2dRXQ18bIggvLTYbZfAIcyzEEJjJlLH203GheXhORb5YrjW6oXXWQqSRjySw5csSSXvv41YmLk20sPi/bsLCVXVksghmZDXNLVM3v9smuss+dZUWWHQmaLF2WzWR5UZ26OTf1QtpaWi6DrbI3h+VVBpV3WfKVKwgs7AjUkm5jrIyjiZZAL8xtUH9ZZpa+8hVkxsuUtwTesl17ek0nm3HYZllZMrvpfmWjDb9na2RbyZA18TTMZpvf2LHfiyL5Nr9xyvuCQBAIAkEgCASBIDC/EVgkyLf5DUre958IEBJ7ysgksJxFcGNZUC0PtpSjNnG2rBX5Zg+veXUJsJAf9juz35AgC4km08iyH9kboxeizd59yBPZbvb5c1iBrABZb3PKHplXbUm5M4eA7BRyan9HckA+LUuyt5K9koYnIs7cW1NSEAgCCxIBZJOMawcXmGSx3xyyzJJLewSO7vO4IOs6L99tnDYRZq8yWYz2EbGE115xJsPsDZhJpnnZAyk7CASBIBAEgkAQCAKzRyDkWyRkSgjIKpJZ4CAE+7uZ/a9lbTKmZBc57c5m67IN5uUSF3vP2KDZpsiWJLtkHMk42HXXXfvy09H3W7Zs3zobnLtkKNgTB5E4WbbclIDJTQsNAgJP+0I6TVUQLotHxpuN35HF81ImFxoQUpEgsIQhIPPNHl0OHLKpvrHJoQR03zYJjvxOtAAAIABJREFUtQR0cYelssGdkGycRkr6TPuNzfY4lRGcKwgEgSAQBIJAEAgCQWDBIFD+2gI7cGHBNDtvnS4Cdeqc2XXElyXANkI2qz6nkzGn+87R5wQVDpeQ7YBwcclcc6hGbUo/+kztgyPzzb5YsiNkASTjbaZ6ZeEoR+B9+eWX92xI2W8yMEcPcFk4appaBIEgMFMI1NJZJ4Wy6ch2WyMsafa9ssKNjfaXM+6ZJLNdB1s4t8tvZ6q/Uk4QCAJBIAgEgSAQBJZEBPhm+Ij9999/wZx2uiSCvii3uTaNt/y0NpxHwPmZX4FObcysDrXvlqwmGyj7mWxzZKSdZyogmV/1XZT7e1Gru77VxwjWkstslr2o9WLqGwTGR8BYUCeL0v05bag//hsW/ieG4/PwYAJYTHTi8cLfotQwCASBIBAEgkAQCAKLDwIzlvnm+Pfvfve7fTnflltuufgglJYEgSAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCASBaSKAfLNK6/DDD29vfvOb+zZJdS317y//b6rlOl3r29/+dl/u8ehHP3qqj+W+IBAEgkAQCAJBIAgEgSAQBIJAEAgCQSAIBIEgsNgigF6zN/nBBx/c3vnOd7aVVlpp+uSbTfDts+RkrVxBIAgEgSAQBIJAEAgCQSAIBIEgEASCQBAIAkFgSUeg9nx729ve1j7ykY+0VVZZJeTbki4UaX8QCAJBIAgEgSAQBIJAEAgCQSAIBIEgEASCwMwgUOTbAQcc0Mk3B0DWNfay02S+zUynpJQgEASCQBAIAkEgCASBIBAEgkAQCAJBIAgEgcUDgWS+LR79mFYEgSAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCCyECCDfLrnkklbLTud55puDGY477rj+c9ttt00KyTLLLNOe+MQntoc85CHtyiuvbEcffXT7wx/+0FR4qaWWahtttFF7ylOe0rbaaqt2u9vdblY5119/fTv22GPbySef3G6++ea2zjrrtD322KPd/e53b8q8+OKL+8EQp5xySn/uoQ99aC/P57/73e96+csuu2xbc8012yte8Yq27rrrtuWWW25W+TfddFM77bTT2lFHHdV+//vft3/961+9nHve855tl1126eV5T64gEASCQBAIAkEgCASBIBAEgkAQCAJBIAgEgSAw3zPfrrvuuvaDH/ygffGLX2ynn356u/e9793WXnvtduc737n3BjLrb3/7WzvrrLPadttt157xjGe029/+9p18O+mkk9pf/vKXtvnmm7ctt9yyPfaxj22bbrppJ8/q+utf/9q+8IUvtC996UsNUbbDDju0XXfdtd3lLnfp5fzmN79pJ5xwQv/e33vuuWdfa+t9p556arvhhhvagx70oF4uMq1Iuyr/lltuaRdccEF/XjnuR9A94hGPaNtvv30nBZdeeulIVhAIAkEgCASBIBAEgkAQCAJBIAgEgSAQBIJAEOiJXpK+5tueb7LRZLIdf/zx7aCDDmpbb711e/zjH98zx1y33npr//69731v22KLLdpuu+3WNthgg3bGGWe0Qw89tF1++eWdMEO+Ie6GqXr1/Pe///1OwMmUe93rXtfLkc2GpLvxxhvb2Wef3cm/M888sx144IFtrbXWaj/5yU/akUce2ZCD3olMu8997tPueMc7/ge5V+SgMj74wQ/2dzjd9WlPe1qvDxJxSAZGxoJAEAgCQSAIBIEgEASCQBAIAkEgCASBIBAEllwE5nvmG6j//ve/9yyz17zmNW3nnXduz3nOc9qGG244i3y75ppr2iGHHNLJL9ltMssuvfTS9va3v71ddNFF7T3veU97+MMf3omxiS5sIvLtsssua/vuu29bb731/oMQO//88/v35513Xj9lQnYbMu2jH/1o++1vf9v23nvv9uhHP3q2UuG+t771rX2p6jOf+cz27Gc/+z+Wvy65IpWWB4EgEASCQBAIAkEgCASBIBAEgkAQCAJBIAgUAgsN+WZvNktK//SnP7XVVlutE3TLL798zySzjHNIvsmKe9jDHjYp+WZfOeSabDaZbw9+8IP7/nIy0vxYYvrZz362WaJ68MEHt1VXXbXfOy759pa3vKXv+xbyLQoVBIJAEAgCQSAIBIEgEASCQBAIAkEgCASBIDARAvP9wAWVGGa+PfWpT+37uq200krNclEHMbzyla/sS0VXWGGFXmdLPUcz35BvyLmJrj/+8Y99Tzbl7b777u0xj3lMu/baazuJd6c73an9+Mc/bp/+9KfbXe96154Zt+KKK3ZCblzyTeYb8k39k/kWBQsCQSAIBIEgEASCQBAIAkEgCASBIBAEgkAQGEWgMt/233//vqXaKqusMuuWpf795f9NFTLZZl/5ylfaxhtv3PdAm91V5Ntee+3Vb0OCOQzB/mn//Oc/2zvf+c72uMc9rpNiE5Fvc8p8cwjCMccc0081dWKqAxTe/OY393fIUvPb/m4IPiehIuTs/zYu+ZbMt6lKR+4LAkEgCASBIBAEgkAQCAJBIAgEgSAQBILAkonAAs18e9WrXtXZPktOb3e727Vf//rXfQ+1d73rXf2k08nItznt+ebQhm9961udgEMG2jvuHe94Rz/Mwf5ysux8v9NOO7VnPetZ7Q53uMO0yLfs+bZkKk1aHQSCQBAIAkEgCASBIBAEgkAQCAJBIAgEgakisMD3fHvkIx/ZTztFwl144YXt5z//eV8quskmm8za02102emcMt/cb8np0Ucf3ZZZZple9gknnND3lHOAA1LvZz/7WXv5y1/ettlmm34S6nQy30K+TVXMcl8QCAJBIAgEgSAQBIJAEAgCQSAIBIEgEASWTASKfDvggAP6wZ8rr7zyLCDm+bLT4Wmna6+9dt8/7corr2wbbbRRz1K7+eab+4ELfpxcWqedjpJv7rXP24033thWX331TtrZw+3LX/5y+9WvftUJOActXH311W2ttdbq///5z39u++yzT1+Sai+42ZFvlsI6COKmm25qa6yxRs+Um91pp0C9/vrr2y233NLrXhl8S6aIpdVBIAgEgSAQBIJAEAgCQSAIBIEgEASCQBBYchEYZr7Z822BkW8bbrjhrF5Qqe985zvtN7/5Tc+Ae+ADH9iuuOKKWeTb6LJTp5aedNJJ/R5ZdOuuu2675JJL+qELMt5kwlnGevnll7frrruuk2hOVLW81ZJUe8DNjnxzWMMZZ5zRyTvle+aaa65pk2W+Kf973/tef9f973//ftoq8i9XEAgCQSAIBIEgEASCQBAIAkEgCASBIBAEgsCShcB8X3bqhbLOLAvde++92w477NAPQVh//fU78r6/7bbb2n777dfOPffctvPOO/d92WSaIcsuvvjiTsIhtGS4ud93suHOO++8TohtvfXW/XRTy04/8YlP9HscjiCrznuRaA95yEP6M0g470OuffzjH++k2mtf+9q25ZZbzpKE888/vx1xxBHtF7/4RXvTm97UT09FDL7tbW/r2Xr2jnPiqX3rXEi3gw8+uJ/Qqn0vfvGLZ323ZIlXWhsEgkAQCAJBIAgEgSAQBIJAEAgCQSAIBIElG4H5fuCCrLBf/vKX7atf/Wr72Mc+1h7+8Id3outud7vbrJ6QqXbUUUd1Igzx5uTTc845pxNpiDOHJqy33np9+agGWHJ67LHHdsINaYd8c6Kq01cdtOA008MOO6zv+fbpT3+6XXDBBW377bfvp6ouv/zyPWPuxBNP7MtULRfdcccd2wYbbDCrPk5yPfnkkztp6NRUS1VPPfXUXh8ntGqDnyLfvFv7/EYshnxbspUsrQ8CQSAIBIEgEASCQBAIAkEgCASBIBAEllwEKvNt//33b5adOpugrnmy55s92D73uc+1ww8/vO+jttxyy/UMNks/hxfiyvLRXXbZpa2wwgqdqJNJJkvNPmqIt7qQdfZ7u+9979tsXrfVVlv1/dYsXZWddo973KMdeOCBnahDwp199tk9o+7Vr351/+zDH/5w++IXv9gPfFA+sm5Yvs+8Y7PNNmtvfOMbOwl30EEH9fvtB2cPOD91KVN9HvCAB7QXvehFnUAsYm7JFbW0PAgEgSAQBIJAEAgCQSAIBIEgEASCQBAIAkseAvM98+2GG27oyz9lm3m5n8kuJJsDElz2a/vHP/4x6b32VFtppZV6xhoGEVn2u9/9rmfMOfDAvnEIMMtWZbc54MG93i8Tz9JVhNlkF3JQueuss06vhwMgZPFNVn/1cf+97nWv/8jqW/JELC0OAkEgCASBIBAEgkAQCAJBIAgEgSAQBILAkovAfN/zbX5CLWPNiamIs2WXXbYfeiAjzucy25xymisIBIEgEASCQBAIAkEgCASBIBAEgkAQCAJBIAjMKwQWyGmn86oxKTcIBIEgEASCQBAIAkEgCASBIBAEgkAQCAJBIAgsTAiEfFuYeiN1CQJBIAgEgSAQBIJAEAgCQSAIBIEgEASCQBBYrBBYrJedLlY9lcYEgSAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCCxyCMz3AxcWOYRS4SAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCASBIDBNBCrzbf/992+HHnpoP6CzrqX+/eXkR5GOvPCqq65qX/nKV9rGG2/ctt1222lWJ48FgSAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCASBxQeBGc18O/HEE9sGG2zQttxyy8UHobQkCASBIBAEgkAQCAJBIAgEgSAQBIJAEAgCQSAITBMB5Nuvf/3rdthhh7W3vOUtbcUVV5xV0tiZb8cff3wn3x71qEdNszp5LAgEgSAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCCw+CCDffvWrX7UPfvCD7YADDmgrrbTS9Mm3LDtdfAQjLQkCQSAIBIEgEASCQBAIAkEgCASBIBAEgkAQmHsEatnpfvvtlz3f5h7OlBAEgkAQCAJBIAgEgSAQBIJAEAgCQSAIBIEgEAT+fwRCvkUagkAQCAJBIAgEgSAQBIJAEAgCQSAIBIEgEASCwDxCIKedziNgU2wQCAJBIAgEgSAQBIJAEAgCQSAIBIEgEASCQBBAvl166aVt3333nffLTr3sl7/8Zfv617/efvKTn7Q73/nObYcddmgPechD2l3ucpf2z3/+s1199dXts5/9bD8FYuWVV273v//9++enn356W2aZZdrWW2/dHv/4x/f7XVdccUVz0MMPf/jD/r3yHvrQh7arrrqqv+eiiy5qSy211H/09O1ud7u21lprtac97WntPve5TzvqqKPaL37xi7b88su3RzziEe3JT35yu9Od7tSfUd9vfetb7eyzz+6fbb755u2WW25pZ511VtOeRz7ykW2bbbbp5fn/z3/+c/vSl77UzjnnnOY96uI9w5MsInZBIAgEgSAQBIJAEAgCQSAIBIEgEASCQBAIAksGAvN12amXXXnlle2YY45pn/jEJ9pf/vKXTkztuuuu7YEPfGD705/+1E466aRmA7q//vWv7TGPeUx73OMe1/7+97+3L3zhC51IQ2bts88+bdNNN2233nprO+WUU9pBBx3Uzj333P7dy172svbwhz+8k3hIOaQasuynP/1pJ+fufe97tzXXXLOTZYg6/x955JGdMPvtb3/bttxyy/ba1762bbbZZu22227rxNxnPvOZdtlll7UHPOAB7dnPfnYv7+Mf/3g/qQJxuNtuu3VC0P0//vGP27ve9a52wQUXtPvd735tl1126e9ZYYUVlgyJSiuDQBAIAkEgCASBIBAEgkAQCAJBIAgEgSAQBGYhMF/JN2+94YYbetbbW9/61p5Vtt5667U999yzPfGJT+zk18c+9rFOhslW87kstD/+8Y89G85pqne96117mh5S7qabbmpHH310+9CHPtSJvBe+8IXt+c9/flt//fX7e2S/XXfddZ3Ue9/73tcz257whCe0LbbYomexrbPOOv23LLYPfOAD7bTTTuv12X333dtzn/vcXiYi7bjjjutZbQi2vfbaq/3rX//q9T/jjDN6dt6znvWs9pKXvKRnuh1++OHt85//fLv22mt73V/60pf27L2ll146YhcEgkAQCAJBIAgEgSAQBIJAEAgCQSAIBIEgsIQhMN/JNy+0pPR1r3tdu+aaa3oW2XOe85y244479my1d7/73X3pJsLsjW98YyewEGgy3xBwMsh22mmn9oxnPKOTYzLTZMsh2171qlf17+52t7vN6kbZcd6DHEO0veAFL+jE3XApqmw870W+rbbaaj3rbf/99+/k4IEHHtguvPDCTrI99rGP7XXShte//vV9Kar3ypbbY489+jLaN7zhDb0d6r/99tu3l7/85W2NNdZYwsQqzQ0CQSAIBIEgEASCQBAIAkEgCASBIBAEgkAQgMACI9+QV7LBfv/73/floogthJUstgc96EHtzDPPbK985Svbk570pE6+WRb61a9+te/RJoNNZtof/vCHvq8bAs+yUJlvSLyJyDcZaIi72ZFvlpGuuuqqPaMOGScj7mtf+1pfAotYszR277337plv6o9kQwDe/e53b0996lP7b+SbOiL0ttpqq74MNuRblC0IBIEgEASCQBAIAkEgCASBIBAEgkAQCAJLJgLz9cCFYvtkviGpVl999faPf/yjk3AIK8s2v/Od73QC7Ytf/GJfslnk25e//OX2zW9+s+8R9/3vf79tt912naw777zzOlln+SlibTLybSqZb3/72986cafMF73oRT2jDrEHJIc+bLjhhp10U0/7wtmLzoWMQ7D5/pOf/GQ/FOLnP/9522STTUK+LZl6lVYHgSAQBIJAEAgCQSAIBIEgEASCQBAIAkGgI4BXuvjii/sqy0MPPbStssoqs5BZ6t9f/t9UcbK/mj3ZNt5447bttttO+lgtO0W+Ibrsu+ZQBBlwTjC94x3v2JdxOtAAATYk30444YRO2iG4ZKIhxmTByZqzPHR25NucMt/e85739AMTNtpoo35owh3ucId+oIIlqjfffHM/VXWDDTbo5JvL7xtvvLEf2CAzzhJUhzi4HMJw6qmn9vuT+TZVCcp9QSAIBIEgEASCQBAIAkEgCASBIBAEgkAQWPwQWKCZb8g35JYMsxNPPLHd8573bDvvvHNbaaWV2kc+8pG+jHRIvn33u9/tByc4fdShDQgyJ6JatmovNmSdk0Wns+fbe9/73t67loo6qVTmnWWq9qazvBW5VuSb/eJ8jnxzsqqlp05vdZqqk1tlwX3jG9/ohzeEfFv8lCYtCgJBIAgEgSAQBIJAEAgCQSAIBIEgEASCwFQRWGB7vslgs0fa8573vPajH/2oHXvssW3NNdfshybIovvwhz/cM9mG5BuS7pBDDumnjDqAQZreM5/5zJ4x9+pXv7rfb1nqdMk3pJpDEixndaLq/e53v/aa17ymXXLJJX2pK/JNvV3IN3vDOaXVc4cddlg/KMJecZavql/It6mKYe4LAkEgCASBIBAEgkAQCAJBIAgEgSAQBILA4onAAiXfLNO0HFQG2bnnnttPI330ox/dyTgHLwzJN3u6Id+sjbX/mnvcb783S1aRdrvvvvuk5Nuclp3KfEOiOXkVmXfMMcf0fehkwp188sk9M2/99dfv5Fuddmq/OmTfuuuu2+sjA+7pT396O//889unPvWpkG+Lp86kVUEgCASBIBAEgkAQCAJBIAgEgSAQBIJAEJgyAguUfLvHPe7Rl2XKKEN8uRBxlpd+4AMfmJR8W3vttfsST5fsM0tC99prr9mSb3M6cKHIt912262faloXgI466qhZ5Ntwzzfk20477dT3nKv6e+4HP/hB37MOKZdlp1OWxdwYBIJAEAgCQSAIBIEgEASCQBAIAkEgCASBxQ6B+U6+OdTgl7/8Zdt7770b8k1G2n3ve99+gqjLCaIOVrC81P5pw2Wnln76HKm17LLL9vtvuOGGvv+b5aHPf/7zOxlmOauG3Xrrrf1Qhmuuuaa98pWv7IczuGebbbZpt7/97TuBhzS7/PLL+4EN6uCdm2+++SwyTRlFvtWeb043lQHnIIYi35Tn8l71dCiEwyS0T31yBYEgEASCQBAIAkEgCASBIBAEgkAQCAJBIAgseQjM9wMX7Id21lln9eNVV1999bbnnnu2LbbYohNjiLlrr722ff7zn29HHnlkX8L5lKc8pf3xj3/s/8twe/vb394POXDaqcq7H1n3jne8o9+LPEOSWQJ66aWXduLNXmyWqzpJVZbaZptt1g912GSTTdrKK6/cTj/99H7AAyLuuc99bj8Eosi96667rh1xxBE9G8+yU8tbLXu1J5ysO+Sb9ypHfWTuOfVVGyxbffGLX9zfV+TckidiaXEQCAJBIAgEgSAQBIJAEAgCQSAIBIEgEASWXATwRRdffHHnwvBTzjCoa6l/f/l/U4XGIQlIp4033rhtu+22Ez4mY8x+aF70pS99adbpoAgvhxv89a9/baeddlrbZ5992q9+9au20UYbdSLM8k4HGMhy22677XrWmffISkOcvf/972+nnHJKP7DBQQhPeMIT2mWXXdZPIJUVh9S7/vrre2abfeIQfbLn9thjj07AyXo77rjj+n3Kl0UnG0/zv/a1r/UlpGeeeWY/jXXHHXfs9ZENp77q51RWe9V5/rzzzusEoXrZO86BEAjGVVdddapQ5r4gEASCQBAIAkEgCASBIBAEgkAQCAJBIAgEgcUEgfm67NTLZLFdeOGF7eqrr+6ZZvZvcyoocsoS0d/97nftnHPO6Us6V1hhhbbGGms0pN0VV1zRIV9ttdXapptu2llCnzts4YILLugnlC699NKdlLOcFTF20UUXddJteKmD96644or9Xu9FmCnHd96HCFS+/y1JtUxWvWXOWUKKZFN/GXDulxHnhFX3/+EPf+jluV/2HMJOecstt9xiIjJpRhAIAkEgCASBIBAEgkAQCAJBIAgEgSAQBILAVBGYr+TbVCuV+4JAEAgCQSAIBIEgEASCQBAIAkEgCASBIBAEgsDigEDIt8WhF9OGIBAEgkAQCAJBIAgEgSAQBIJAEAgCQSAIBIGFEoGQbwtlt6RSQSAIBIEgEASCQBAIAkEgCASBIBAEgkAQCAKLAwLz9cCFxQGwtCEIBIEgEASCQBAIAkEgCASBIBAEgkAQCAJBIAhMFQHk26WXXtr23XffeX/a6VQrlfuCQBAIAkEgCASBIBAEgkAQCAJBIAgEgSAQBILA4oBAMt8Wh15MG4JAEAgCQSAIBIEgEASCQBAIAkEgCASBIBAEFkoEZmzPt6uvvrp95zvfaRtssEHbaqutFsrGplJBIAgEgSAQBIJAEAgCQSAIBIEgEASCQBAIAkFgfiKAfPv1r3/dDjnkkLbffvu1FVdccdbrl/r3l/831cog344//vhOvj3ykY+c6mO5LwgEgSAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCCy2CKDXfvWrX7UPf/jD7W1ve9v0yberrrqqfeUrX2kbb7xx23bbbRdbwNKwIBAEgkAQCAJBIAgEgSAQBIJAEAgCQSAIBIEgMFUEas83xNtHPvKRtsoqq8x6dKzMtwVJvv3rX/9q//znP9vtbne7tvTSS7elllpqqu3PfUEgCASBRQaB2LpFpqtS0SAwowjwcThst7/97ftPriAQBIJAEAgCQSAIBIFFC4Ha863It5VXXnnRIt804KabbmqXXHJJU/k111yz3eEOd1i0eiG1DQJBIAjMAQG27sYbb2y//OUv20orrdRt3XLLLRfcgkAQWMwRQLpfeeWV3ddZbbXV+k+uIBAEgkAQCAJBIAgEgUULgUX+tFPB6EUXXdS++MUvtkc96lHt4Q9/eFt11VUXrV5IbYNAEAgCc0Dgtttua6effno79dRT2wMe8ID2iEc8ok84LK4XwkE280xfBj1ZRDKkl1lmmZkuPuUFgRlH4He/+1371re+1W655Za25ZZbtk022WTG37GwFMjO0fslYQUDG6e9WbGxsEhf6hEEgkAQCAJBYN4isEhnvqm8gx5OPvnkdtZZZ7XnP//57V73ulc744wz2g9/+MP2hz/8oS/PWH311duzn/3sdvPNN/fA9ec//3nj9MgaeehDH9rL4Nwuv/zy7cEPfnB73OMe1+50pzt15J1G8d3vfredd955/bNNN920B27nnHNOXwLysIc9rD360Y9ud7vb3fr/f/3rX9uxxx7b38F53HzzzduTnvSkduc733me9aT6nHvuuf202csvv7zXw7vvec97tq233rptscUWs82QueGGG2YF9Rx7GNzlLneZZ/VNwUFgfiFAF372s591G3HxxRe3O97xjl0f6e281MmZbh979ec//7l99rOfbf/4xz/af/3Xf7UHPvCBi13mm/664oor2kknndTt8ote9KJ217veda6X2Sn31ltvbT/+8Y/bCSec0DOlBfj3u9/92nbbbdexnC7Rp+wzzzyzy5isxNFziowzxo0nPOEJfXxaFC5tgNUpp5zSN4VF8tKbhzzkIdPKLL/mmms6eWSckr3lQnwan8jyvMjkuv7667tf4L3eueGGG7btt9++rbfeenMtT/OzD5Ez/Bk/d7/73bu88jcWt8tE6oUXXti+8IUvtCc+8YntQQ960GI5uXDdddd1//EHP/hBu+yyy7o9t98LQnWrrbZq97///bsvOrcXHaZ3dIDs8HG9Z5tttunjH784VxAIAkEgCASBIDB/EVik93zjUBfpJNvtGc94RlthhRXa9773vfalL32pOx2WoHJWX/CCF3TS7Ljjjmtf+9rX2m9/+9vu5HhGcIFgu/baa/tJra9+9av7d5zeo48+uge8AnefPetZz+qzz5/61Kd6kCjTbtddd+0Ojft/+tOftne9613t/PPP7ye//vd//3fbcccdZ5F586J7BZVwEGSop0BdECjoe+5zn9ue+cxn/sdJGqN14Ax+4hOfaEceeWS/VxsFKLmCwKKOQJEwqsmnAAAgAElEQVRv3/72tzs5Qmdf/OIXt+c973nTDj4qqLn00ks7gYDcntcZVALTCy64oB111FGdHBek3eMe91isskPgygYjx9hcl41I73Of+8w1viYY2OZPfvKTPQg1TiDb2HI4vvCFL+yHBU1nywJ2//Of/3z/YUvZfZM+lbnDDpuEQfx416JwFflGbxBwiF96YzyZDmn9+9//vn39619vP/nJT9rf/va39pe//KUTLU972tPay172snky3ph8QyDSGe+9973v3d7whjf0zLFll112Wt1AD9kQ2fYm7hDD81L39cOf/vSnntlvYs87+RyL23JzE6MI8f/93//tcvL617++PeUpT1nsSEb27fjjj+8/5HONNdbotoJ+ka211167+6uPf/zj55qAq3d94xvf6OWbeOIfPvnJT+56vNlmm8238YPvrT70cP311+82XX1yBYEgEASCQBBY0hAYkm+HHnrof0w0LtQHLlTWmxk9xJPAxkyp9P3f/OY3/eRVBJxstX322acHPy6E3BFHHNGz43bZZZdONsmwOOyww9ppp53WAydBBtKMs/vud7+7cV4QWjLi9tprr55Bsd9++7Uf/ehHPUNMOZ4RzH384x/vDiRHQ6bAS17yku7kqNe8umDBkdNus/3qikjjzCIXd99999nOIAuEBLzICeSjTD4z7LmCwOKAAN0Q6At4ECQCDwH/dLNH6D/dZ2OQOAJ6hMR0M6fmhDF9Rl6wQzJxERYzlR0xp3fPr+8RDAgNZInJE5lkMpUOP/zwTsxMlyxRf4GfCZYPfehDPfgT2Mr8cBkHZNkhM1/60pd2cmxcW00ePvaxj/XxxiQQYneYuaI8QfY666yzSAWciESTSMgQWdXaRW/sNzjuhVzRB+T473//ex+bHLH+mMc8pr3uda9rG2200YwTAd7pfWTKu1z/8z//0985HZLV88pDSJqUQxDxKypLflxMpnI/2ZW5S/fpgbEZibi4XNrHb7GygE21aoC93n///fuk5eLkh/DTENl8RBlvMmH5lGQRBvwvfY2Yes1rXtOzZefmYuu8S5Yd/1iW7/e///123/vetz32sY/tJNj8WtpL5/neH/jAB9oOO+zQfeNk3s1N7+bZIBAEgkAQWFQRKPLtgAMO6EkGi8yBCzIWZDIg38w8CwxUXgAsGOKsfvSjH+1BMWJNur0ZRk7PZz7zmZ4lJmjmCCDKZKsh35BpMkv23XffHui+5z3v6QFIpeu/8Y1v7MuKON7eL6NC4PaKV7yiO+G+NzNupvGpT31qe/nLX94Dr3Gv2pdIOTL8BODaKdjXptkFiNr/9re/vTt6Zo8nIt+Ub7mD+sNS+chGm7ivuOKKk5bvPvXhTHmPNquXz5SnXp7nVPuMcycQ9Xm9Tx8J4Did0yEs6pANdZd1IgvAO5Tvnb73/5AQ8Z2ZZQFZ7fWknrWJve9dZMRzypxfjum4sqHN+kr79YE6V/aFuptRHsW12inrBAb+10YYwGq0rcpVvvcon9y5b5jloY+VR35cCBLyoK9h7af6ojKNqq3a4HvPK8cz9JdMzMRJft6r/lUH/ctWOFlGZieipcg3bXWfttZeYNqqLbAsbNRZff2ceOKJnWSHH9uBdIF5yeIwuK/n6Eydyux77YXZnORMO37xi190Ql1Ahjyip6N9rB3q5n566h3qN0o0+E6fsS1wgVX1nTZPhL97yA2MSsfIgnv1nee8R9nqoFx/+x6W+r9kQj3V3f2lo4g3xGgtj9IGWSAzQb4h9gS2b3rTm3qwyyabZNEmuBof2MoDDzyw23KYjXMV+SajWmCLOJipvfhKD+EJQ//rO5j7v2QLzvpg1G6VrSw9K8wny5zSZ6U3MNBnSGtjKb0ZJd+UP5Ql/aoeNS5MhKMyBeL6AQn62te+dkbJN/XxDpipD5k1Xptk8rvIt3HGWDIPFz6BLDS6qJ/JS/kdQ3nW7hpjYe95fUVnyubOKWOuxmSkruWDlugi+0aXJA77uNpMr8oWD/ugyhzaIjauxo2J+ku9td0zsK1T5cmgNhjLfTadMbbky0SGCRI4mUA0uTmT5Jt66wfv0x76Qgfgof7+HtpTmLq/cGIfYUTnJrLX5ReV7YUpbNj7egdsTfzK6uVnmhQeEmyIN2SZ3zJxd9ttt3HMUJc3bSPn3msSQ9Ynm7H33nt38pYu8Ee1uex8yY/n2Pgay0uGJmpvjQf1TPmnJdPGQ+WrB8xlGyP++KXsiMltxKqyC9uhPugv2JePM7QrUxkzxwIuNweBIBAEgkAQmI8IDDPfkG84proW6sw3M9ACYEu/zAZzTOsy4CPfZCNMlXyT4WapJgAM/O9973t7loQZbg4Gh1lmHcLOxYm/6qqr+pIQ2RI777xzD+YFEmamfSeLTLAyHfKNI1uzoX5zijhMgjvL3DgunJWJHCPOFjZVQGnGcyLyDUawMyuKfHQpj3MvC2Gi4FG5f/zjH/vSBXvacU7VhyOJcFRP+NkXCC7uUz+BrvKc1uYzzpOgy7PluI8j87CROVFLmOAuS8b7ZVdwBDmacFI3QYK2cmplOXLkLBciM9rk89qrST/rN304N9k247RnqveWw8uRFbxqE2eao1/9ZRN+y+cECRUAaiMZRiLLMPC8ssglotlPBe0VMNIv98oqVT58zZyTuyJzLN2WOQRTz5nJ1veCQ4GUPvJu/e8dZVzIngBLfZQv0wHullOpO8d93OyjwrACau0lozDyPu/WJmQOx7/IN7JC/smAbKsiG2UfyFgdyih5R9Aj8N3vb1jstNNOvc3kaq211urPaXPhD29lay+9oGfuE7gjmNioyQjHyvAVuMgMEZSp03DJTrVZP5ALuLMX3mGZmroMCVlBjTawD4J6fURP7DnkIAf9OJT9IngQD3SOrnuGzJEbuqTfvUeghUCjTwJp/SpLT/+brICBvoGXTDDySlbZBvtxqreAS6aVvpgJ8k1bP/e5z/WgV+aF8aKyt8ierF+ZJq985St7FvO4mUVD8g0Gb37zm2cF6UVQTJdQVj+4aYOyySB5Jc/stP/PPvvsTrTog2GWYAXiCEZ6BveST/eVzJacGve8Tx95H7mii3TIOAibIfmmfLJkn1G6wB6QG/UiR/a3m4jkm1fkW00wkE/2R33IPflEHho3huRbjbEyH8nfZGOscpUHQyQxHWP3kEPrrrtuf0fJM51mE4x7ync/3TcuwZfcwQbpwpbObvmo5/WDLSHYFNlKo3sGFpmmfmwSv0OZdM74V7qsPvoL4W6vMTLhb7bI3rD0U7+NykTZam0v+0WW6bW2GEO23XbbjgG7474aY73bGKvdPp9ojFV/eKqPcvkXhxxySPezZoJ8q/GM7eLr6AfyByP4q5s9B+mDfnN/jZdsnTEETuyjPuADavuQuFJG+Tv6mxwZP+ioz5VnKSnd+OY3v9m+/OUvd31lb4x3dRkTbWci01RWHDsyzqV/vQ/pxkYYv2Gr703Cqg+bzeYad2BQxJv+kSFqrFKOvjMeaK/nhgdC1OQf2VS+Z8gJXOpefifMfEcuyQ7fzwQF349skh/l8p99VpNhymdT2D1bLbAxZVfUh30encwbB6fcGwSCQBAIAkFgQSJg7OUzSQhZZDLfVJrzK1jjMFlaKROkrulkviHfBHscAI6C5aKCU8ENB1GZgl6Zbf7nxPuuLo6c4Ajhx5lTBgd7OuQb54OjgkATGHJoOMnq5zvOO8eMAzPR8pmpZL4pixPIsRes1MytZbjaXst0h8KpTp/+9KfbV7/61e6Qct785txxvvWLjbM5d8qTbcKZFvxwsvxdWXIcfsuNLD8YMr5TUQYOnWAQ1hz9ylar7AL18D57+7z1rW/tjqaZdZlKHHB1sORCVqOAVGCurnBTL3v+yVoct15Tqfvc3FNLN/S9PkPaCJaQFZxt5A9MHTxSy3UEBpzkgw46qGew6BftgpG2uw8hwalVlnfQK8bAyZqC78qMROQgcgUSMLf8SqDEyYe9ftafDApCAJ7kVWBDpmSnqiNHH6miPgJMTjg54mArHzmG7JvOpR4C0Xe+852dEBAU1Ol5+l37EW+17FTAY6nT+973vh640H+40I8i1d2vbeRfdpTgFUkBd7IvoPHbj4DF4S6IChgJxGAvA8Ez2gpPRCBZ22OPPbqsTbYXGHwELzJ11UG5+m+YpaHNgiBZBeyOdvoRZOq/2j/J3/qE7dQOMl/ZB9pOZ5wY/apXvaoTOXUhMUrf4MXWaptlibBCygok2WFBE7uF0NCnyB7ZxeTy/e9/f8caQQAHGUhkGYHh0k/6B8noXs/PLfmmPEE0OUUiIWHIVpEesIOvgx3It3aw23PKRhzKZpFvxxxzTO8beyohc9hmY4agHQ7jZvnCg27Bwl6lQ0Ja8C7YhT95cu9znvOcvv8o4kWdyJisTEQmOSIT7iWv9FEGCnutrbUnHj2g9z6rrFr1ZhtKb4q4ZHuRCZbzkhEBe2Vpw1JmG8Jo9Crybc899+xyNhOZb0W8yWr3g+ipzMuSLTZfRhW5g8XsxlgHcMiUNMYqxyEAMjORRJXBCYfKwvE34k35bAjM2B9ZlfDXV+w1nGALF32FnJpookF76BobiYQwLpPLmlQpwpTd9w5jsr8rO5JcIED0AduuvfSVHr/jHe/odVAn/VUZ7+pj7ECa1H6IbDX7ZaKTbHuGLKmbe/g6Bx98cJcpNg72Ncbyh/hV9Bh2wzEW2a1+yiS7fthH7TAus1kzQb6pqzYbz+hkjZnaTD/0mz5TF/aVvSY79Ib/px/0sc/5OCZa+Af0hg1UvrFOH5SOVmZgZUGzb3SkxuQ6cGSUQGIX+WN8vqc//en9PeNcymX/ZblpQ2VcKqMmeJCl9E32tPaSZfaP3SOb8CDvxgP1J6eWaiMT4QAPvoe+1iYYGFfIE/+O/8DfsocNu8eW8xlNHnlXTbzAsrKm+bPkgSy54KC/ZHyyV+SRvLFRxlcZgbZemKns4nEwzr1BIAgEgSAQBOYWgcp8s4LCeLlIZL4Z5M0OytrgWHKmh5kaRb5xGjkKHOlykjkHMqQ4C295y1tmLTvlJHIAzf4KTjkhSAtlc7w4bpxJM7Ke5cBwJgTQHDkzpP52r8ADgSHImw75xvnxbkEXIoGzIcDlfChXwCNrRJDL0Rl13qeS+aatcOSQwwROhED2kUB0GHwTMvcUYSKQFAxwfpBaZjPNnAtUOHQcNfcIPuy1IyD3PWdaYGiGlZOJqEHIDGd/pyLQCBV1F5Rw9r2fHAgm/ebgmf2V/WgGWQBCsDmmPlMvZIBDMjiADtvQDs4r4gHWNYM7lfrMj3vK6TUzLiCzx2AFY5UFajN5exIKouCvj83Ee0ZQA2/EGaKHc47QIWeCHWXREU6ypTG1XyACkzwJvpBOAmxBgb6Gs3fLJkCqCHIEFAgHQYo6IA/0lX7gXAvYvU+A5p2CHsGqwBFBIlBDMAk+xj1xVz3pIYJFAEPeBLeCCDKnjtqN8CryTZABBxipNwLD/WRFMEU/4Olzuo341R6BWe0pKTgpQkxQod5+2AnBA8Mq8GQ/EG3uUQ/19C7lI2wmOuFOIAJ3OAo4BCrDbBkyq82WMMEO0aXPvEPgTD/IuACzTqpERnm3bBDyIptG4IskECyxl2wLG6gN6i7YEgCRuyKS6mRCmCBSkKYw0sd0EgEn2BNIC0DZXQGbtiPo9TFZHC6VZPvoZ5Ghc0u+kQmZeMYCfSGoG9pMn9ERxJK6mlyB0zhEWZFvbJo2KkdAyk4Jzo0pZJH+jXOKIZ1n8/UvklJ/sbtsv34ig/oaYYIcUmfvsbRWn+hj4yS9Y+vUi17TU3qvTJ/rZ9lZ7IdylWHc836yZ7yhB/q4Mt/oAH1iK7zXmIHcMibSG31o/LN9wyjxOC8y34zB5JfcGIPYOYE6u2KSADFK/4xx5S8gYxFHo2OsNmsDnBHaxnW2jo7oA7LNnhpDjPWVCYXgQLCUL1L7y3oGMW1sYm88D2+6zBZVluxwHKmsOXon04d9UPYw48o9xlf9QKadEGoshYU+1g52mF56h/rrS3bWvTJA1Z2tUyd2HOlEpsgE/8r95EI59TmZpNuW39JrdYA5+8PmkDkE7rhjbJGDfLGZIN/oJUKpfDaEE8z5S+QCKUTe6Ty7WVmebI52s9XIJ3pDVrQLUYWUNZ7xf/iKMmqVY6yh48bAGm+QtSYy6WKtVqBXriHBz+4ZY9WJjBhTioyaqn9RE6h8VbJhLOfvkBnbopBjJKzJk8o6M36oI4zUDw761LjDh4KDCTH7pNLj2r6BHTfm+bwmvo3pJnT5eyZGYV2Zk8ojEx/84Af7mG8s81xtS+LvOsiF7WJLYVt+o3JgTO/4IGye/hxnkmSqOOa+IBAEgkAQCALzEoFFLvNNhZEuCBODvyUPyJ7hIFzkG8daICjQK/LNbKDAQ9AlYK093ywzdXEwOaMGeZkLiAaBBseCA8sp9C6OpSBCujynk9MkiEQcIBM4LTJ+pkO+aWNtSu03p4jToy0CZ2QBB7scnNGArjLfOF+TLTsdCpWAWRaAJW0cJr9HyTfOkwBeHQRn2smRE0RUgCWY9hzn0w9nC8EJp9rng8PKgRX0I1+cQiuAGfeCEYeYE4gEQYaqlyBEe/QXR0/gI/uNI8s5RVwhWvS7DCX1FKggazyrX4fZBePWa17ery0CA8GWPpJpUTPSvhNkylxCnnBkyaV2wYhMml0WkGqfYJKTTLbNUOsXwZnsQEGsQNFsONmDNQddoC2osISFHtSFuIWpunGMzbwL7JRZM9a1z4wgT304+GSIbpJfQQACQTmCFe0bd8Np76IbCBZEGrJAMCr4IN/kBBklmCjyjR0QZMJPQOIHoYikgIN2IzNki9TSG88IzuuEGsFsZUKM9n8R6QLL2kdO+ZU9gKwRwAgmBLDDy3vol6ADmQav2l+q7qOXAh5EPRJPkF+nbXqHjBOBzDCY1ee1/ArxRhaUg9hnM2RVCRYF/XRcUAg3gSzyjbyQJ3omQBIs6Uey5SIv7JR9sfSJQFI/eAcckTXqSVZHg6ci32TmzUTmG1uIhEDKqJe+0q6asNAG5JtMMPgLrNmjccg3JLcAnHypP2KD7fdu/YeEIf/kDvEzzqU8NpcuGgtMDiAsTRawZSYWECN0yrjm3YgnYyQ9FHAjFms5ODk0diKV2EQ6QnaVR1b0rc8QT/oG8edz8s5WF/mmXcY835Nd2y4gcmCBeIMH+8z2VqZZtbvIN8QTrOc28w3O5BlhXOMYDAT0w2xh4znCUX2M1XMaY/kKxliY1BhLp7SbTvEvkDNIm4kueuZ+ZJX+L2IaGcy2sK3GwVGZIKdsEhz90BW2cHiwQ2VokQe+DYINGaEufAXjH/+GPWZL+UnsCR3WL/S3stHZOGSaOhnjawsN95a9ZvMRTuSajWS31M1YgkipfUMRRzXG+twY67saY41X+nuiMXZekW+IJ5jUBBD9YdfoiB/4s0/wQTgh/9QTtnBX/zqFGTlJb9hT8k43ELuIZjpqXFO28cR4hjxlY4fk26islE9Lrtgi217Q67k5kIDdQLzV5Is2VYbx8P21hJRPRr70LXmlT8Z6Ns2ELFkyiUDukP4m0OgT2TKhSteMI/CsSQIyX3aWLvBF2CT2wnNs00SXvvJ+z6iPsY8NJKfkCBHHnzQWTXd7inFscO4NAkEgCASBIDCTCFTmWy07Xagz3yoTQKDAMUQQcFQmIp84HoJwTggCrTYSN4hzDmWScASG5FvtjYGE4IRyNpAxnFUOxyj5hjDg0KmXQBwhxjkTXHC6ODuCFU4UpwWpx6HgPIxegmqZAzJmajkDJ0ZwK1NEwM4p4uCUQy8AELyMnrY2lcy34funQr5xtpFsAm3ZF5xqAargiyOqjYJLs79whAnyzTOCWs5W7bEGTwEhR94zSKRxryLfzLojXASfgvnh7CnHWLCNdELMcQYtERFQCbwQAWQH4SNoQ1S6b5zAe5QsQdrAqDYuHn6vbgg+QRenkePLyTRTXUtRhvcLqmAkUOLoVsYVh7qWDQm2KG0RRzDmCHtWn8lOQKiRQ302u6W0nFs6ow0cW0FYkSNkmiOOgBNMCBTqqoDU8l19SQfIw+g+V8rgtNON2mdoGLiSd8QAvVbfcWf+kQ8CHm2WzaA/a4lcEXMCdCRW7fmmDwRWMjbIsr4QQFa2q78RieSrCPxxyDcYsTmCYfvXKB+pREfptT6tYGT0ZD9yBA8kqUkB8j3ElA4oEwmAgJMdw0aVPSRT+hJxor10rfYNg1XtRSXoraVkCDJBJdvCHiEp6KvJBAE6OYQpO0WWyLRAlR0aZirCVD8j8+gUcoANRdAK1mS80oXRa6bJN/3LDsl8005BMAwqOwlGxgKZWwhbtky2xTgZFfqB7LAhsIcFQktbBNMyh/Q/AgQROc5V5BuSBu4IK7jDFlkqKEasmWggCwgYZAIixXeCeHpfe4UZe8gdQkK9jXN0kE3RV4gRGT+VXVlL/OGmHHpJPhAO7CjZRE4PA2m6hnw1ZrG9nhtujzDT5Js+ZNdhg0QxZiNNysbSOe1l82X41IELFeQjGSYbY/UdfGuMHYd8085agk/fYFnLPMkKghNhQ29Hx2PyhAjSBvgZQ4e6ry30CUFU+6xWH5efZJJGX2m7Mbv2bNVetp6us0W1bQEbyCeim/oT+YhMMX7QHT6Kd5EXsui3iR76XCSId3jGwQHKRfLSCTjCgmwh5SYaY2eafKM72mBcQsDXkmv19qNPZXMhl4yZfEpjR2WCm1Aof0K7yBFfg50w2aE/tBO5brw0rlS7jB81QQObicg3/aROiC/6zD+EJVtpAmq6+0SSpamSb+4jp7W/qzG4JszIhjqZVDGm06nyu/gCyFdyQCbYfn+TEXbdmFl7H6rPOOQbrNkV8igr1fhZy+trz2CENL9+YduXdxzbnnuDQBAIAkFgyURgkSLfDMocOIGmQFUwKpAaDZSms+ebzDflcHQ5EIJ4xAcyg5Mr+0MwWgcucPA57xxJzgbnTqAui4Vji5wo8o3jzBHljHEqRokW7zUby2FRFodIMCBzxLs5YbWUTfDEAeGQcGhl3s0P8k3bOKVm7S3LRMxwqgWAnHx113bOo6vIN8t8tKmy6dRfIIIMEHzIpphb8g2ZimRDUBQWnD2Egcw7AaOZUvUQcMhqRLhpjyCTw+1yX2XvTMcccGIFsPp/uB9glYX8E5h7B6exllIIVjiXtRzF/bUcA64CSkGA+2VECMrIQAVP5JCDj6SrZYfkhQwJPOiLIBtRPCorw3aqB/JNEMKxFcjX5d36GSkjoFNmXRWQypIQOCAKRjcSr4BQf1RWKTyGJ5y5h+4KemTzIEHGueAu40aAJNOJXBURRR5kBo6edlqnsCH0BVeCMvoqM6MOEaFjSN5aHjkZ+abP4KQd1X79WllK+k6Aonw2RmAh2BG0Cd6G5BvSCDkmwDHzz86MknPeI3Czv10FhcPNwCsIUydZqQJfpKigRvCElKoN6bWbzLKv2sG2sK3awXapK90vEqFOO4YTeZZxRbYrYKzT9rzHPeRPEC/wdy/7MZEszvSy08KIfWCr7M00nLDQP9qFuJHdwwaYdBmHfKP3ZEeb6eCQhCQrJgHgIOMO+TjONSTfjBHsKNyUZ2IGruyxfRuLfDMhZYkcWZd5hvyspWHKYzeQNmTfBASZNF7Rf7LEjpZeIlHJbx1UAh+2SJsQCuShNquvdsHce8g5e2Ap3jBInullp+QTFsYURCCySSaSPqz2Irn0dZFvvlN3Y6yxezjG6jN6YIw1TgzlZTLyTd+zXdqprCKh2ESZqzCBB9lAzCAL9YksQ3I3vPQLmUTY8j/YsVF7aqKPzptk0Ff0enQSUjsQ45bMy9BDqsg+Mt4hVtgKJDGSBFFqeTnyGfmGyKuJCfVXF3KjjDrFXP35YOxKTRpqR42xZErGlbojl2A+uzF2psk3dSmfkR2tQzi0HTa19yvbiuwy6Wq8RNRrP2yGmVX6ECZ8HKSyPqADZAVusi3rqmWkJmWNz4jqWnZadpk8FvGmDKsO6KrxZk4n4c7JhkyVfGPH1YGc0wd9pd2VAWeMoN/INxmgZFu9jbX0xvil34wdsPEce0Tv+b8lt0W+kVcZ2pX55pk6YbzuVSb7ZeKJ30m2Sk7V1f1w0gch3+YkCfk+CASBIBAEFjYEinyTELJADlyooJxDbtZQUDrZBsScbM4sJwopUfutjII6N+Sb/dXM5g4DCY7jkHxTZ84WpwpJwLEdBmucEjOiw8y3Is04eBy/IdGi3WYP64QsDi6iTmAlCwipZXaW885B4vDJPJgd+WbGGXHHsZ/otNMhZlPJfFN/AoKU5LwiIvUVJwypBTeZSjVTXOSbNmjXuOSbOpVDJ0gYnu6o7jUDKyOJTCBbZJYgEXyHQELEwKqWpJrlro3FkaccOP1mdtdsdu0NN10lreVPAhkByiiZxjGVUYB04sRykAXtMtRG7ycTHHAy5H5OJmdfgC0446ALmsgKkk2mCZkhIwgujrL7KvMNySmoqr3Ian8Yzq0+E9Aj9JAU8OAgu790kcNdm44jZcjeKPkmGEQiyeSaKHjQRhkD9AlhIwNF20p3yJg2IikEOKPLMOfULxVMa3P1eW3KTB6QfgIrwaggUPCIkEEoIh7oGX0hr/oOwSjTrzbMLvJNPSurQZ/WnkeVlepZ8uR+QbalbmwF0kk2Xp1IKTBDYpDbUfKt9oaqDF82ZhRT75FZ5f3qqs8EcPqziAd1pa+CSzqrXPizT8hNtoG9g5MMDv2KnBuSb2QUti57/dFNATZ5EbCzx96L7CFHlf1R+4vJmCOTdBFesnAE7RNlv8x05ps6m/CAM/tlWSmbjSSDXy3bNflS37ETQ/tvbCKX+lP7RgO+yrh0D/nRtrpgRW/0D/IMBsNLHcrWsR/sV2VYVpCOBEJo0wv9hcxEviFnYY5oGpJvlfkmy44Os70mOuDtXYKu2CgAACAASURBVPoLQaU9JkeMPYhRfYl0ZxcrUw3ZpP5sqbIq801wTG8QygJtMl39KaCGGdshawyRMezreZH5Rn9r/zQEG3msAyZkbmqvesnsgo++Mjmj/aNjrPuRJcbYicg3WPlexqk98+ibPqInxkLyg9Sgl96h342PxnDyT2ctq0ZaWO48JN/Ukc1gl+oQDTZyVFeUj6BDQLBX2qQPhnvC0Xt9y9YifhBoZMKYUXtmsW3sMlIOIQsndlCf6SdECHmh92Sz9r1TljqSDzbV90WmD8dYuuaayhg70+Qb3aoJMXWryQQ2tcZME0r6EB4IHssatYcvg/jUZtjXxBC5gSW5rn0VTSgYX9nfwr8y35D9PhtmvulXfcDeIijZD+OCbK4ijb1zNPONbTSOGGfINlmajKSbKvnGNqqbzFcTIohIvgMbIxuOn+tvAYLPXfBDgsHLOK2/yT65JhOITvLOXtTSWeQbH5r+ka8i3/hKntUOcqrdbBu94yfXcmo65D3sNLtnPEzm25w8onwfBIJAEAgCCyMCCzzzjZNisDagcpA4AMOAvEAzEAuUzMALQgSsQ4d/CK57LTvlIHOMBV0cBQM7x5qjIVsKAcPZ4AAY1H3PaeCM18WJGZJvnBGgcfDVXaDCESjn2HfIN4GJgKeC/HE6n0OEQFBvwZWMJaSJuliOImjnyAigkTDIqQrUykmU0aAeHHtOYZ3IqJ5FdijP/Ry6WmrIweJIcqbdV/cjwmDEYUSEVeaWIEe2lcB+SJDV3j/qLzhQJodVgKkP4AIfeMvUGAYXRSrUaakysNRnNGhVjuVWCBKZDZw6ZdZSDsQfhx4WtSRV2QIln+l3becgWvojUBgn42WcPp3be0tRZevJrlN/cldZNtoii0OgDHPBg2cEVZ6RFaH/ZNEJrDmyHGgBpnKQ2foG6eIz2T/eUachkjvyRk+RVxzfynARgAlIZZYhkXzPmdanw35Vvqw9jrxyyaW+rQBCIK/+6iqYNIM+zlUbiiNiBQUCa7ZCnwrOawN6JGvtxchOqLt6IjDqJE8BDr2HKSKNnNUJbdrBftBPdUcAew7ZrSy4WPLnOZjIGiC/2luZofRD8A5r+i0YEWAUXgJwBB+cZFTQoYku/Y4IQfCxRfDXx4gP9smyZnZQNqE+FpCrI/shK0rgqV3qI3DS/4JBzwgEyUplimo3mRguM2MPYCRIZ5cQDxU0ClT1N8LVRAl7JAOPntHT0Ys9KrvhGUShMtn5Ij6no59sF6ICIYto9FsbvI9cCLbhhCxBUg4ziNgSWVX6W/AOw9G+qAMdBNTsGfmHf2WtGbNgC2s2aXghR9kxeqovBaywqSyQytyajHyr7RHILoKDrLD5dJuO6luyof/9zR4iyUteZF4huY03Al5yqkxyR461jSxUdqDsMoQOe2CM06eyiumU8vVPZRMiJdgWtrdOGq5lbiYLvNv4pZ50pcaacZf91/J9OmcyyBhd+5+RIeSvsZ5sIoGRKrDWZuQIewm3GmORDj6XecPm1SSftvFBZEfBm131Hu9HGChP5jxdhgG9R1zJDPMZvYAp3Sbf7oGn/qq2q68lw4gMfaH8iSYjyY1xDO7KITd8mVrGT27ppcxFMmuc1oe1rNpveqVNsGBrEHPkzDjKbta+lOSXvRySKYUrGwtb5BGZcdUYawLQ++c0xtY4QjZlWRqn6Ci/og7rmI7ew4AvZUk5f0UbZEayaTXpS/bUj97SETbcVhlsALlgL5BPpYf6WX/Dgr/K90Dssw3qXWQdQomc+J4+V+ZbnRLNnhiPamk2/Pi9bBW7yW8tPMteIFzJpjELLnVowehWBOrqB/GLNPc9u41oLTmryRnySU7ZjiJRaw9WtpGfq02wIEPGFGOH8kxg0AHto9/GB6Ss7Fk2wjhPjlzGHXqoX9l/pDMSU1tgxAYZR9kQ4yp5rFNQaxKOffU++kMvkMVlc8bxE3JvEAgCQSAIBIEFiQAfBO9Se74NT+9e6t9f/n/HMk3h4pRynAR+iLGpXkWgmIE0GJvJNQM46oBz9pAxBnBBpiCp9nMavkuVOT4yDQTPHCQZDYgfDodAilPktyCJs8zJ5Aj5nlMlSKrsBgM+54AjzsHirHHqOGhmVZGFiBt18W6zyAJqDplZcE6GGb1x9u+oWUL15mRxQjk4MLAMgOPm3WapBTYCSXgJgDm7HC9OIkdN4KA9CDoOkXs5LBUYeobzjvgQUHDQ9J9giNOFhOEIcro4R5xTdUKYVSaIWXLEgfsqu0IwCzMzu5w0jqKZf46sMgQfPhd4CNC0rzDXNv3BceSMuodDN9xDpDLf1FnQiPzwDtk8FcBw0uCP9JBxVg4851bdOJAcfvLE+a6Z3anK7vy8rwhJONAz+6/IpBIccHxlxNVpo5xe+uFz/UAWEQv63jP6WOAGA/on2BaUkBF6AU+6Rrbcz+lHDnDQOcTkklzAUfaTHwEjIqZO0dPP9EUfF7mmDWRNXWQr6k+yKcj0HUfcEifyIMNn3CXAnH84CBbpv6BX4El2EZbaINDyOcLAe+FDRmFRdaeryAVBBuOoHogC+JFz9VZPQYLfAmA6QS9hZNkeckPQgAyAl2wB8k9v4OFzOupzRKOARJ/pm8qWYlPZrdo/ZyJ5E4TTYXKBCCEXyAXlCOwQLYgOwTY7om3kRB/QW2QY3aH/+hxJpH3ay3aw57DRVm3zGT0TVNFNzwi4yINsnrIB6srGeAZxCUt41AmbNWFQbSqisPbHQ/iRO/WArfbQ4ekchlK2TgCMIBG4kXfYwQcpwe6bIEDEl50QZMtuEYCSH/ZcAG98Gma/GW/YM22Eg7IQdHUyJr1gT40dyKbhBXfjBcK49iSzDLmy73zGjtXm+ewUDOiPfiV75KoyVumOMU0/G+eQl/RQe+kiuaZndAVZYEmjMVId4UNH6Ac5pav+Z69hQn7oDZvD9iNWkVNk2ZhBjvU/4s938KsDDmorBfJObtgddYMX4oEsGkP9rr3LxrGvbBHfwLisDuqDPKbfbAE5rMkeem4sNOkH1zrlscZYn7NnwzGWDSC//IGauDPB4T3Ga/erg/f7DL5lh2rZuPpov3u9gw7AWn3qUAe6RKcQbvAmcxNdNclmLKCbJlP0JZuNPEGc0HP4Ip98zjYiHxEuMGdbvIdMmCTQb97pOzJFP2BHr7W9DlQiL/qPXUASGoPdP9RpWBRJAzP2zTg8OsZqB5+FD6av+Df8Nu9ChukTtmZ0yf1UZIOfJsMN8cmOk1t9w457L6wRlGSd7vMd2Fx2WZtgX6fmkgV2gr2wjJqfql500Hjpc+XoSz4QW6z9JoTYzMp8U753skPGIr4ju1/bSiCsjadki70YXvrJ5Ai/CDGHLNOv5QcXsU3WkV3Gcn2kPrCn/9qk3jXBoD7KY6Mr248N9Dk5rIOoYGgc8l7l0hu2kW9G79lmfpfxQ7vZIBNBtdydXwwrbVKfOuyKnSBDxhTkL3lEvNEd5bPV8NOXxlpyyn6oK/+9DnsYx7+eiuzkniAQBIJAEAgC8wqBBZ75xvHimHAiDdQG4NFMKAMvx4zDUqdrDU+sG4JjYOa8Icw4K4IkAY8sDw6A72SKcBQ4+ZwAziiHQrDAeTL7K5MLOBwBM/ycIg4Gso3TxIHiYHIO6tAAz3NwzSRyQjgqgpXKFphqJ3LcOT/qKVBCEKmLtmBHYcD5FRCpJ8fRd5wo7+eEeYZDzqkTaAiotVcwxCGHk6CPo8k55mh7p0ChNvCvk+8EHgIM5JugmGM33OOFw8Q55yxXxoF7BUOcanUTAHJuYQg7TjESQpAqANGGctTUReCAFFE3M/GIRg5WBcZFvnmPAEGWlACek+w+2JMjTjxZGe6Zo3wBs5lTbbbkhByMzjRPtb/mx33aKyOJk8xh5XBrL5mDv35DDCEGOMm1vJSsIgH0NUea3Lv0iT7jvMO39l8j04J999fSJ84yOeIEV9BGnhAStUxRP5EphC0ZdT9cBSrDwIlsykbgoAvq1Y1+61dlkpF6x+z2p5sMc2QFMgDxIJj0v/rDA0Y+o190AHEhy5XzT960m2y4XyDp/fAjK9qDpCUnZJbd0g8IC0GCPhDQCEIFEnTBZ7Wkiy4LivxP7tVFMIRsgpu+QJAgyQSKdUqevqwMlcmCcHWkT/oMiaJu2kgPtKP0AIEFZ7YDeSOQQbAU9vTeM/rHZ3QK8VRLuOFK7tTXfX70taBW0K7to0EQbLRdsIZoFbQicEezedSJnSVzbJeglWyTHbiSCbqMDJzORVfImqw/Ab420KnChw1nm4akGlll6xBr7CRiE5GhHcN2kl9kh0wT9adDlQkCHyQHuzjcuL/aAH9kjHdo9zALS/thjqRi49gwZIB3ex/bpU4IN3aZrfW/tlRGNzkSgCNiXcrQTnZC0EwvyLs60w1jrN/k1HuKjDSuDPe7qoBYPYxRlirX0nkYVnY6uWATyJT+ZTNg715ypW/VoeolmDdhMu6lbvpKXRAhsKDL9Ewb2CcyRsaNN2TJe+mBZ3w/uzHWklb9rq+VjbzW195BlpGl+tgyucpGRqLwH9g6JCuc3cvW0k/vVB69pGf03L22IUAqVFbq7LCgJzD1HFkx5pd9Z6fIARsPA7JWk49sDJ3Qx+xcLSlVJzpOPkxO6F9jrLFFv9EJtkF/aTOi371Df8D7a4zlS7FxyB+k8ugYSw7gT+7gRQ7pAXtINxGW2sCPGvdkS3WApb4jG2QE7tqg3WQDKa7+dJNs1ImwdBKmZBRO2mwMUB/kei3NhAnZZ3uNZyUP6q+/9Y9yjRPsPeLW3+516Rf+XGWiab++8I5R8o0OsQPIViQaP5MtrRUHsDSWmVQko3w2472ya+sKMoVIq+Wtxg5+RZ1kDid6QC9rWStZ0d/GIvrpGZM9Lnhqc8mctsLG2D/cCxLmbBA7xU8tOSU3xg2yQebV1fgFf3pMJmosU7Z6wbT8d6QuEm46kzLj2pjcHwSCQBAIAkFgJhAo8m2B7flW+40h1wysArla6lYN5BAivzhDgnmOEsdsoqUIyhMoGLQ5RhVImxWufdc4ZJwBzhzyqpwUYHAozURyCorg4dRyCA3wggrOAOfGuzilAkLEVs3iWprnfg4LB1iAP7pn2Zw6jxMocBWw+83hQU6ol4AOJhw1jnNthCvTrYKI0fI5m5xHgTjHsPb+0TZlT3Q/hw0ZwkHkIAvktF17OZLK5NBy6gW2nCLOrMCG0+rH/S59q1/1GwexPtcmGOn3IlvgCF99yKFUZjmLVc/qG0GQAMeyU06rtgh8EXmeEWiO7otSgRpCD84cXUHtwr55L5zJg0CO7PqfjNMDMkEWObCc5mGgUku29bU+oQf6A0ZIUY78cK8gZdJHpDR5qk2YOdMyEaqf9LlAfSKZgyUigH7VPoDVd3RPG7wDgUCOtUH/eYf6DFNw56Qrw+8r+1RA4YdMFolA9irzhi6TOe8iY8gr93Pqi1Sqk2EFDfQFVtqkbjCk4wIvQZH30k3t1YZhFog6CGDcp89cyqBDyEEBj4usCqaQOLWvZdm6OWFQS+9gWsupyT1dLz2ofby0V0DMTgp0Sh7cy06prz5RRyQi+UFcqGctm6Jn5MIzZEKbJyJL4YkcEEgiO+33VkuRhm3yTpkodXDB8Ds2HK7sDhui/nWvuo1eZEld6AK7rJ6VKaQfTMqQu8Lc5IK+HZL7Vaby9YXnvJstojejY49+ZLPcqw3+h5/xRNnaPKoH3sEO6gt1MnGgvxGO9Iee0K0i2txfRLa+gAM5JjfGNAEtmVVHxGnZ0ToxUD+zDeyENvt7qPfqXHpjTFQHbSU3xiB2QRvUURm+L1tB7vQ1OVQn3+szMg4r3+mzIsUmkmdlw8r4O52rxl/t1b+FjzroRzYH3sYb+LA3Ux1j1Ymce0f5LPRHP5Av7aVnw/3tam9EssPuVH1qoqOWGNI5elYHIrAdiNHRMW8yTPQV+wVbOGtjZRHCs4gx8uSd6u3eIt7JDNmGEZvmPs9VNpMxhyzT0ToYSF+RRbLm9yjpTg7UxRirPsZY5OToGEsm4VNYjrZR3eBQ2f3knK5o80QLM9SDrlXmPp2QhVb9pv4+c5+y9WntX1urLdQdDvyUGi/cD0dlq48+q73g6A3bbnyFkbGXz8QOIJG0vzLfag89dnei+tMVfcfW1RYFhYl66zftJyPI0ZowKVui3jL02G/tGL2Md/zRmpwrXOivfvC8+rKf7qHL9IZt0s9lJ+myvtR2/Ux22AnthmmdKD20k/paWSa56J2LLtSYWeMT+fM9W6S9NZlRB0HQI/2vT/QF/3duD6iYjr3JM0EgCASBIBAEpoPAAs98m0qlBZMCEA6mmXQBwZI02NYeHqN7aE0Fu7m9h4BwmmRkcEZlWeiD2gTa95wjDqHZa86VmWbBw7y8huQbB9dssAxHpBKHb3TZcrWjZu45y/Yf4bghBASj09lXZl62caKyy2FX1yIU3Mfhn0r9a5YaPlNZqlHZERMREzPRdm2oNo2719NU3i8AmUgeJntW4FH3TwXPYR/AaHZtcG/tszhRFofv6JJMMfZNdpFgbyr9NGzPOJhOxbYMg8TK0CBHlf02ipPvlAsLQabsIssT6yTN0SWnU+nHuqcyKGSPWMYkKBwNYivTQ7aMrJ9RIlcfV+YFezGTYwl5qwzcOpxhXsj1OJi5t/R+TjJa5Y6rN57TNy74T0V3xm3DOPePowNV95LZqfaX++E0FVta987OTvNxTGYgSBAr09GT0uc5ZYnBp/p4dvalcCxMSo4masfoGItosh/cTI2xypdtLAsVWVTyNpQLumzZPx/FREn1bcmkNle7p6L3ZbOVMxU7XJnT7ldXyydrG43haafjyPL8vLcIu9obbjIfBC4lE8NswqlgVPZIn8zJryg5XRC+7/zEPe8KAkEgCASBJQeBRYJ8M7tW2RxmyThNC9q5X1JEhIDIcrFXjNlIS+NsEC9roBwt33OGLSeVdWAJqeW78/KaiHyTPTDZ8gPyY2ZXXWUnWDKkvvZQkvU27sma87JtKXvJRKB0jZwijMjkcPP/RQEVgRgiXhYPGyHTxjIj2Qo2Z5cVMSdiYHbtFBwi9BzMYTIA0eUaJeC8mw1CYE60N+iigGXquGQhIMtKJh3ZlUE0VRJwYUFpojHWfqP8AVlvczvG0nFZbCbbYDUR+ca2IPssrxz3wJ6ZxFHdkG8O7kD014ELUyH8ZrIeKSsIBIEgEASCQBBYuBAo8m2BLTtduOBIbSZCgCMpgDbjbJkDR7pOAXM/R5hTbC8lSwPs61SzzvMCUQF+7VFkDydEmo2uLam1xGgiwsJ+Z7JvLPESlHvGUiEbqE+0B9W8qHfKDAKLMwIGE1keSDYbyiPaLLtkF+wzZK+tEGGLswSkbUsyApONsZabI8TmhnRflHA1wWf5qW1STPD5n4Nt4rj2N1yU2pO6BoEgEASCQBAIAjOHwCKR+TZzzU1J00UA2YV8s5G9PTsQYLWHke+QcjLIbLQ7emDGdN852XMINBsEO3zAbDshloVnM2CnI9oEejQz0j58ZqFtWOyy74/TwixVnc7ynpluU8oLAosDApZdHXzwwf+PvfsAs6yo1j5eKEGS5JxzlJyDSlKCIEgUAQEDiiAqFwMGRBEvSRQlCVeCZBBEcs4555wl5yyK3s9f3afmOxx7Zrp7uie++3n66Zk+++xd9a9VtWu9e62qKtaL4JNqZcF04rh+NqZF84wNbZI6hMDIIND9jCW+t2dsT+sdjowyjYp72NTCBirWyW2RuSLebIRCiGwbC4yKsuWeIRACIRACIRACo5YA3YKPZEkvy2Z1Lo8z3r8//N/eFs8Cx3YstVCs7dxzjF0E2npUFuS1XprFcKXItM0NLLgunZMBDXaqnAmtBeCJgNLaHG3xXakmUna6D2lvUmItkE8gsJGEN9HSVCMIjF22mtqMOgIeGdZ9tOuqNHWRb6JkRaSmn426dsmdQ2CwCYh6lQrenrHWrTMvGNeesTYDsCGBNYo711q00YENAhL9O9iWmOuHQAiEQAiEwOhLIJFvo2/bjJYls+aSNAqilx2uRJgR29ri4iNjLb62Npa1ANsCwa0cdiEbWnoLAc53CIki9bJ24GhpYinUGE5AnxQN23bAE/US4W0Mb9QUPwR6QSDP2FLnJNZ5w6K9v247MNvRs7ebEvQCd04JgRAIgRAIgRAYwwgM2JpvUgHPP//8usW4tMMcIRACIRACIRACIRACIRACIRACIRACIRACITCuEyC+2ajyd7/7XV0nu3P5qz6lnRLf7EJFfFtllVXGda6pfwiEQAiEQAiEQAiEQAiEQAiEQAiEQAiEQAjUqPjHHnusim8//elP+y++Zc23WFMIhEAIhEAIhEAIhEAIhEAIhEAIhEAIhEAIfJBA23CB8HbIIYfUpbDa0afIt4hvMa0QCIEQCIEQCIEQCIEQCIEQCIEQCIEQCIEQ+E/xzcaRe+yxR8S3GEcIhEAIhEAIhEAIhEAIhEAIhEAIhEAIhEAIDCSBtuGC9d7GqMg3O0rZ2t6OenbbtMvlsI7333+/fmzXvcHYeQ9Iu2j2ZScr5yvXhBNO+IGitx1F7SoqFHEwyjuQRpRrhUAIhEAIhEAIhEAIhEAIhEAIhEAIhEAI9ExgjEw7JVjddddd5bbbbitvvPFG3eRhzTXXLBNMMEGxpXs7CHPPPvtsueWWW4oNIRyzzDJLWWihhco888zzH6JXf43k9ddfL7fffnu55JJLyqabblrmm2++Ykv5ng5b0N9xxx3lhhtuKA888EDdkn7KKaesO8TaqGKmmWYqTz31VLnwwgvr9aaddtoy/vjj/8elCHK+t95669X6DE987G/d8r0QCIEQCIEQCIEQCIEQCIEQCIEQCIEQCIH+ExgjxTfilJ1V77777rpjxNxzz12+/OUv1wi4Jr6999575cknnyxXXnllkVfbPnM+gWv55ZcviyyySJ8i1XrC/O6775Zbb721HH/88eXyyy8v++67b/n4xz/+gZ0r2veIdES1iy++uDzxxBP13hNNNFH9tzJ95StfKZ/4xCdquQ8//PBy4oknlmWWWaZMPvnkQ8rpfgRF31lqqaXKd7/73bLiiivW+uUIgRAIgRAIgRAIgRAIgRAIgRAIgRAIgRAYvQiMUeKbwhLViFcizaRnijAjYDXxTUSY8whU11xzTbnqqqtqZNiSSy5ZI8juvffe8uijj5aZZ565bLTRRmWaaabpV1rnP/7xj/L444/X61166aXl3HPPrWX7zW9+U1ZfffUyxRRTDGlp5XE+cY6oRoQjnK2wwgpVWCPcXXvttWWHHXYom222WU2lPeecc2r511lnnSGpp64vWo7wSKD74he/WLbccssaxddTdNzoZWopTQiEQAiEQAiEQAiEQAiEQAiEQAiEQAiMewTGKPFNuinh7NRTT62RZTPMMEMVsqRudopvxCupptI2VfBLX/pSmX766atAJWLssssuq6KZlE1RY91rrvXGDKS7nnDCCeWss84qjzzySF1/ztGT+KbcL7zwQvnRj35UxbONN964bL755jUF1nVOO+20csUVV5TPfOYzZbXVViuTTTZZefnll8urr75aU1iVTz0ee+yx8qc//alGxCn3rrvuWmafffaabpsjBEIgBEIgBEIgBEIgBEIgBEIgBEIgBEJg9CMwxmy4YHMCQhXxidi1xhpr1OgyEXBvvfXWB8S3V155pUaj3XTTTWXllVcu66677pDIMJsYWG/tvPPOq+LXNttsU4W8zrXietNMBD8ppNaS811RcETBAw888D8i35Tv6quvrmIZcW277bYriy22WBXUfFf66fA2VXA/dT/mmGNqtN8BBxxQI94ivPWmtXJOCIRACIRACIRACIRACIRACIRACIRACIwaAvQfS6Ltscceo/dup8QnQttJJ51Uo75sUPDmm2/WdM1u8Y0QdtFFF1VBbJNNNimLL774EHFLquo999xT00SJeTvuuGOZccYZ+5y2CRwhz/Wa8EYY6xbfnCfqTbrpySefXLbddtu6vttf//rXen/Re9JPF1100Q+sWddtDjfeeGM54ogjamOJ5Ntiiy1qmfsqGo4aM8tdQyAEQiAEQiAEQiAEQiAEQiAEQiAEQmDcJDBGRL619dXOOOOMuh7aZz/72TLvvPPWFFIRZd3i23333VfFt5deeqlstdVWNXWziVRNbTz//PPLww8/XL75zW/W1M3+pJ42k3Ed67YdddRRPYpvNoj48Y9/XNNgpb9OOumkdZ06P6+99lq9jFTUDTfcsMw555z/EQUnpfXII4+s68CJdrPJgvNyhEAIhEAIhEAIhEAIhEAIhEAIhEAIhEAIjN4ERvs13xTwueeeK9dff30V2j71qU+V5ZZbrkw55ZR1/bSexDeRbcQ3a6ZJK7Ubarf4Ju30wQcfLLvssksVsgZTfBMZJ+XUhguEQBsySDudeOKJawTcn//857ohg3RUGyyIhus87r///rLffvuVZ555pmy66aZVUByR8o7eJpnShUAIhEAIhEAIhEAIhEAIhEAIhEAIhMDYQ2CUiG9SNQljUiilbipE50Eosx7brLPOWkWzO+64o4hUs7nC2muvXaabbrqacimi7O67766bHdg8wRpwUjqtw2ZHVKKd3UAXXnjhIeKbteOIWWeffXbdEXXnnXeu9xkRMWt4kW8i9HbbbbcqFBLOtt5661om67yJfLOW28EHH1xWWmmlsv3225dllllmCA5sRPxJW1W3b3zjG2XZZZcdeywwNQmBEAiBEAiBEAiBEAiBEAiBEAiBEAiBsZjAKBHfpI6KBpNGSYQjxrWD2EaUWn755euPDQWs63bBBRfUf4sKa5sTWPPtxRdfrFFj0lB9ZoMFlbKjqcg4O4h+/OMfH/Id51o7zr0dO+ywwxAxr7/tPDzxjRi411571bTT3Xffvay//vpl2mmnrbezEypxztpzg18N6wAAIABJREFUIuG++tWv1g0i2oGVqDebO3zyk5+s53VHxvW33PleCIRACIRACIRACIRACIRACIRACIRACITA4BIYJeIbsU3E17333lvXa+sW3+z+KVW0Rb5JD7VzKbGtM0quW3wTEUd8m3zyycs111xTf6R32pzA+mqEPZscEPNExkkBFRk32WSTfSAtlUDn2qLrrM/m97COYYlvvmftuT/84Q913TbimU0g1K2JbyL4dtpppyoufuUrX6lRfA51xel73/teefTRR2vK6Re/+MW622mOEAiBEAiBEAiBEAiBEAiBEAiBEAiBEAiB0Z/AKN1woTvdtBtX5zptTYzqPIcoR2AjlNkBdJJJJqkRbqLJbr311pqqKnKsRYsR0Qhl1oMTFUcEa9F17brSYJ1jZ1ICmTRXvwmCQzuGJ75Ji73hhhvq5g52NiWwSR1VP5+JiPvhD39Y001FvjnHIUVW1Ny3vvWtWifC20YbbZQdTkf/fpUShkAIhEAIhEAIhEAIhEAIhEAIhEAIhEAl0Db/3GOPPcohhxxSpppqqiFkxvv3hx9cjG0Y0GwcYO0ya5mttdZag4qXYGU9N2u3WfPt7bffrqmaM888c91N1PptL7zwQhXmCG0LLrhgWXXVVatoJYLOWnN2Dd18883rxg1N5FNoEWbHHntsOfTQQ2tq6E9+8pNan6mnnvoDdYKGMOaHkEdAI/YR+hZffPG6icNss81WpplmmhrZ9/LLLxeQiXA2jJAOaw23O++8s0bEqZP156SkiuBz+J7yEO00zLbbblvL0lneQQWdi4dACIRACIRACIRACIRACIRACIRACIRACIwQgVEa+dbfkhO7rrjiipq2Ki2TSDXjjDMOEf6IcP5GGLvuuutqFJyIOH8T/UZ4W2WVVcr888//HxFtdhQ9/fTTy957713mmmuuGpFmzTipqZ0Hwe/444+va9E99thjVVyz/twcc8xRPvrRj5YllliipomuttpqQ6LxbrnllnLKKafUNedE2BEJpbgSADfYYIMqrM0+++xD0lyVl1D47W9/uwp5It+k1eYIgRAIgRAIgRAIgRAIgRAIgRAIgRAIgRAYMwiMkjXfRhSNqDepntZSk5opEsyPqLeFFlpoSDSblFOCGJFOJJxDNJv15Ihc1oHrPkSg2QxC1JxoN1FqItS613177733ahSb6DvryHUfBMAll1yyLLDAAkM2eyC4KYtovSeffLK4hsg4a88ttdRStWzWfWuHxnnllVfq5hDKQtBra8WNKMN8PwRCIARCIARCIARCIARCIARCIARCIARCYPAJjJHiW1+xEOhEqol+E23WKXD19VoDcb6Itnfffbeu4yaibngbOnSWfVhrzw1E2XKNEAiBEAiBEAiBEAiBEAiBEAiBEAiBEAiBgSMwTohvA4crVwqBEAiBEAiBEAiBEAiBEAiBEAiBEAiBEAiB3hOI+NZ7VjkzBEIgBEIgBEIgBEIgBEIgBEIgBEIgBEIgBPpEYIzccKFPNczJIRACIRACIRACIRACIRACIRACIRACIRACITCKCBDfbKi5xx57lEMOOaRMNdVUQ0oy3r8//N/eluuvf/1r+dOf/jRkx9Hefi/nhUAIhEAIhEAIhEAIhEAIhEAIhEAIhEAIhMDYSiBpp2Nry6ZeIRACIRACIRACIRACIRACIRACIRACIRACo5zAgIlvTz/9dDnvvPPK/PPPXz7+8Y+P8oqlACEQAiEQAiEQAiEQAiEQAiEQAiEQAiEQAiEwqgkQ3x599NHy61//uuy1115liimmGFKkPqWdEt8uuuiiMt9885WVV155VNcr9w+BEAiBEAiBEAiBEAiBEAiBEAiBEAiBEAiBUU6A+PbYY4+VQw89tPz4xz8uH/3oR/snvmXNt1HelilACIRACIRACIRACIRACIRACIRACIRACITAaEag7Xb6s5/9rBx88MFj7oYL//rXv8p4441Xf3KEQAgMDoG2B0v62eDwzVVDYHQkoN/7yTN2dGydlCkEQiAEQiAEQiAEQmBMINDWfGvi25RTTjmk2H1KOx1VkW8q8Le//a2G7wnbm2666cpEE000JrBPGUNgjCLw9ttvl5deeqn8/e9/r+nlOUIgBMZ+Av/85z/L66+/Xh5//PEy99xzl8knn7x8+MMfHvsrnhqGQAiEQAiEQAiEQAiEwAASGOMj3959993yyCOPlDPOOKOssMIKZZlllvlA+N4AssqlQmCcJfD++++XO++8s9xyyy1V5N58883HWhaDGd0nQpeY8aEPfSgCxlhrQWNXxQjuN910U/3R7+ecc86x9gXXYPb90c0qjEUtmtF4lCMEQiAEQiAEQiAEQmBwCTTx7ec//3lNOx2jIt8U/tlnny1XXXVVufrqq8sXvvCFMs8885S777673HrrreW1116rDu7UU09dPvOZz9SIHeLBQw89VEw8J5xwwrLYYouV559/vkb0fOQjHykf+9jHykorrVQmmWSSSt5GEtddd1154IEH6t8WWGCB8o9//KPcd9999fPFF1+8Cn4i7pTnrbfeKpdcckm9hxSdRRZZpO7+Oumkkw5aSxJGlA8D5W0T6hlnnLEKkosuumit69AOAubtt99ebr755rLkkkvW8zsNYdAKPpZf+J133ikPPvhgueCCC4p/zzTTTGXFFVesfMe0yJEXXnihXH755dXu2dSnP/3psa719BvRfWeffXatm76gvw/E8corr9Q+dsMNN9Q+OvHEE9dxgz3MPPPMZfzxx+/XbYxFzz33XPnLX/5SxzBjQTuMP+xslllmqe3F/vp7n34Vrp9fUqdnnnmmnHvuuYXdiWQ2JmsPUVd9PXAxtmFP+HS4prHZdaeffvq+XnKY53u2eA6cc845NVrM/xdeeOHyiU98oj6LxqRDW9x///11J3O2tfXWW48xdtQXzvr+HXfcUe655576cmGttdaq84Gx6VDH9957r9x11121Pzz55JP1uWReM8ccc5Tll1++LLjggrXeI7qsQMtIuPHGGytXfdB9Wj/AeETvMTa1TeoSAiEQAiEQAiEwbhAYoyPfpJuaLJ9//vnVmdpyyy3LZJNNVsWOU045pTq7/v7JT36yfP3rX6/iGyeVU8Spm3/++csmm2xSI+cIeFJrnPvNb36zOt2cJo740UcfXQU9f9t4443rdY477rgq/K266qrli1/8YhXYOHYmtvvss0+57bbb6oR20003LVtssUW/nMbemiAHiaj45z//uTpKGlUaMEd1m222qWUYltNqYqyOJ5xwQo1scL70ohwjRuDNN9+sdvA///M/NWps2mmnLdttt121of6mRmtbYil7ZOuElc4tikesxD1/m12rB3HX/TfaaKMa/TI2Hc1ZJLT/6le/quIzoeFTn/rUCDuJxpVLL720iklEeW3vfpxRohhHX3/rT/QJ59k4961vfauOP2ysiQac2wkmmKCOW9tuu21tszFBfDO+2oL7yCOPrCIB4dI49vnPf77ae18PQt7FF19cx34Ckn7pmoRPzwUvXAby8NzQ5kcccUR9rhiLCdbf+c53Rihdu+2O5KUSEc/zZbAFDM+Ga6+9tlxzzTX12eg5x24H+74D2R7Du1Z7Xh577LF1jPNC7Qc/+MGgj6vDK9dAf87uRS+efPLJ5amnnqrjjR/9jc3ONddc9dm07LLL1vFvRNrYSwxi9x//+Mf6cvONN96o9yF4f/e7361jUn/Gu/4yefHFF6vY6CWocXBsE1b7yyXfC4EQCIEQCIEQGLkExmjxTcSHybIJ5TrrrFMdHM4mMe20004rf/rTn+pk63vf+16NcHBwrgln3shuttlmVRgzEf39739frr/++rLQQguVnXbaqU5CRS8Q0oha3hhzkglzHDiL5LmW6DKO4Ze//OV6/WOOOaYcdthhNRpFmXbYYYey9NJL13IN1mHibHLJsTfR9X9158Cq3/bbbz/MSDaOqPOJmOqo3By7HCNGgCjaUrYIcC+//HK1la222mpIZGVf78D2RE4dcMAB1VnSVqIVBvMgJIh8YU+cp7XXXrvf4uFglrO/1+YoYipK8dRTTy0XXXRRWWKJJcqOO+5Y1ltvvRFyQvVF44rxhfNnHPLDEeYEsxEvADbYYIN+pcsbo4xDRF3jzJprrlkj6drBwRXZRWAiwI+IQ91fvn39HmacdYKvlx9epnzuc5+rdWTzfT0IlMZ4UZsESlHChNBZZ521fPvb364RPwN5eKhqV4L7hRdeWPuOe/3whz+sUa/9PVzzxBNPrC+cRAF6Rg3mcwUrIv8VV1xR24OA63k3Jgi4vWHc1rIzXyAu6vue2/qird/HtCjFYdVZXR9++OH6YoFNGteIqSL2jX3mUf5OkN55552rANnfF0T6r2uaO8kC8IwSdasPisQ1VzLPGpnim/qdddZZtR+a980wwwy9MZGcEwIhEAIhEAIhEAIDSmCMTTslQoj44BiYWBKYpppqqjq585mJ1uGHH14dzkMPPXTIZyagBDLOlzewG264YY2C++Uvf1mvJXJklVVWqZNvzvJee+1V7+PaolS+//3vV3Frt912q292RSGtttpqNfJERIDPOXmcFQ4jB74/Ez0N4z6urz7+b7IqfdSkeFgTV+crt/qsv/76QxXfOHN+nI/hq6++Wusvompo12+OZXtbrjyYt+v4nvK5XkuB4yC2dvE9AoA3z5y4/ogByuDarQyu4x7+phwO/1eOdv12fks7U57mXLhOK2srv8/7Uzb31m6NbWu3Zhcm/p3im3NFcDq/7dir7NISO9ugXZNQdO+991b7E7kpOquJBz2VvX3PPfy7sdFu7jO8Oio/B5yAoM04Uj1ttuDaOBKp/VubDK2NsXaeOvfWrrVb+47rq6t7+He7T6ddtLWbtLHzfL/ZS2Og/q5jTOB4E+yJpfqBCB9RUSMivrUoxf33379ceeWVdVwhxnNEHZj++te/rkL3l770pbLccssNtz26R/8mvvm+8cb1ibHDa9fePEVamhp2+kOLkmn9t7W5azV76rxuaw/tps3xdt7Q+n0bWzr7wumnn17Hby8FehLfWr/Wtq1du/tOd121xUEHHVTLsssuuwyY+Kb8zc5afS+77LIa+coOd9999w+Ib62/dI49bFm5OtvPNfVffZ8tednEPj1b2vIIjW3nmNG+15d+1slKhJ2ITWmDxBjPku62a3VWPvVQbuVvz4XO67WxiD20cXhY44Tvuj5OnWN0E//UuT1b2vjQOb4rQ7PZ9lzw//Y9PC1PoQ8aU70cMV/47Gc/O2DiW2cfaGVozxa/W3/o7jfObf1GmdlFG6+67bmn56Hr+n6rL35eAnhueCH53//931Wsdx5m5jr+ZmkBLyu1NWGuL4frKHdbbsH8Slu5npcZ2l+du9O8W12bnbZnc2u/nsrQ0zOkRfK1scj9GkPjiMhGEcbf+MY36vIkju426Lbn3j6f+sIp54ZACIRACIRACIy7BMbYyDcTZREqogBWXnnlGo3TDpM44ptok96KbyaeIl+kW4By4IEH1lROaROcEH83WTWhdJjEmrAqhzQG680R2ThzIk+kOlnjhwPfH/HN5NK1TYZFHHFuvIkXOWGtqGGlGvquRfyIb97i9xT55pwnnniiOh2i5hwmrZws0SUEuJ4OYqCdZQmSIqKsmUewEz3g70RKaSvK7m8mt1JM/N2bb0IOR0L0z+yzz15Fpr4eHAlrKYks4UBJRfMmXX20oUm3e+LUHFmfEUWlCpukTzPNNPUtP4cBA59rd/ai/ASS/kaViCQUhUjUcU2MLKioHYlvbIXT7DMMpXU1wRZ3opp0ZjbXnGliLp6igdgWu2RnbL+lLHKqCHGiU9oafyKsRPq4B2FJnTgeImeIaMOLYuG8iIpUF98RWdVTm+kj6kCQVlaCkkjUnhZnx1o6obZiT2yDc7bUUktV/j0Jv9pNf/Qdba6us802W/0+Ucu/lZUNEgvYiLpi7zP2KCVcOQkEGIjiYwf6sb6CrzWJiPbYE3tGRHxjh65prMBM1CMBv9VPe+yxxx61zFJ53W947dHdVwZTfDPm6OdeTmgjbWO8xV7bYinN3Vhi3OgWZbWBCBhiEdufd955qw2JPukpqobT7jzXVC82pL2POuqomv7bk/jm+uyCjTuUgTBlfBzauoqDJb6xP3bKzpRLvxRJZTMg7d8pvrVxh/ijP/g/sUN/1v/bGqH+bjyRvkoU9lzTF413+mIT0I13/qadHO1liucHG8TWZ+zbGNGbVHVjtXRddmDc6mkpAs9a9oGpMbmtm8oeusWb9uJAe+GkH3rWGIe1dU82oX+zB3Yofdd3jPfGTvakzp6L2IgA1c/1O2Ojz9STzbIj39Gv/V3/b2ulSkd2f88TP6JEByryjU0otz6g3bSL+YC6+u1exqfOQ52dKzqfHamf5yXb7mn5iPY8xAkHzy79jG05HydrrBlzRV+yGfMD421j7jlkOY4999yzRjiKmO9rlCn2ngFYq/NJJ51U7WHdddet11IPdWCDbQzEQ59nE+qMlzHZiwjn9bT2bBMLjfPtGeI819ferX2NIZ6X7NJzSR/CnJDfbJMQiJVnZnuJaD6k3/ie8pjfaCe8cMwRAiEQAiEQAiEQAv0lYD5q/iKLcozZcEGhTdZM+E3iRHwQctrRn8g34puJq0kYR07qqetzLFrkmUkd8c39OdQmrCaCHGaOiUnuIYccUh0ogg5BoT/iW3PavZEnMBJqTAw5UH6bLA4rNaQ3kW9EGU4HEYf40N4SY2kNO6JF92GSbC09qWAm2urNMVMm/+YEmKhyFJQBP4xMeE34fadF05iMi9xYffXVe+UIdpZFm3BCrVPHiSM0cSxNtlvkFWdXOxBDOWvKbE07jrGycr4IH4QiUU8m5srsXOUi5vZ10wn1l7ojnZDj0yIPlA8HE/6vfe1rNfJN+dxbJIsoTN/lCOHp3+xJ2TmmyqGTiszi0LAD9XY+Z6NF+nAM/uu//qtGYuJBHJH2w46IAJwaDrByqSdhiaDBaekpUopNaHPctKs0JX2g81zONyeRXYjy0R/Yq/rqk5x2kSRswPXYmihTzhBbwAYH3yM4Skli3y2iR13x+cMf/lAdUXX2HfVQP84lR3mNNdao9oWRtHLX9BnWyq1Pu4b7+76/uRdBXTkaF0KHSA3ncEJHRHxjT5w4UajqhHVnv9LOv/nNb6rAQRCRAtnEk94O6J3im77kOuxbnTj17scZ70+KF1a//e1va7u6T4uScW39FyvtzP7Uj+PenFjfla5PuJUKry1cgx0YY4iNnaIDR1pkChG0bZTDXtzT/0X2NfGtRUOdeeaZNQ2T0N12j2UvXlBYHqCJud0sB0N8I3CpL6FN32xRmcY9ZdKPO9NORZQReYk9LXKzRV55YWLdTeIwIYaAQCzRh/24HnGu9Vt11+e9ZCF6OfCXYuj50SKBfE/fJSQYWzyfhvbyo/U7/YawR0BpfbLxVBbji8g+9zMWGVs8D9ih54gx2GGcMHZpL6yMVfq8tiWUGSfUu3MtSWOPF2j6EA5sSNsTR4yTztdHjUnGW4wI2U0MJiARMq29p4/5u3tZG1aqt/FYH/QsVGYirxRn3AdCfPOSRMSVMUmZ2zpq5hnGG/b5la98pUYTt4MtG0sJYewBJ+XT3vqMVGP1dWDhfOMaRvpjE5yN777vRZLoaO2AYRM9jQnavo3lyqR9vHQUPas9ukXB4Y1JxE/ta7xQP/1eeTw73EuZ2JHrN7sTjaf8+qSx3d+xYmvGdOVgS61ermvOou8T+JzHvpUfJ+1tXLfBFpv07PN88qKDrTnXc7C95DCO6QvmLO5NwDTm6TfY61v6gn7sZZ65gT7W3xdzw2OYz0MgBEIgBEIgBMZuAmNk5BuHj5hicsWREAHQuYBuE99MJE02OdotBdF3TbBMRH/0ox8NSTslvnEQOBomayaKzjPx41CYSPusRb4ROUwETeZN+jgUxAaTPI6WNWSkf/VXfDOpJswQi0xAvTHmvHqDLoqpLQotiqQ7WqY3kW/qSszgrGDi31KxCCBf/epX65vnzsMEVLou7hwBDoPJqdQ5jg0nX1twaJSVk03Q8h1twCH2xtnkWBQDp4QzQRzp646SHC8T77ZODwfQ9U3sOU7agyPgxz04gSbv3vwrL0dNu3DeOB/WuuM0uy5niMOiXYe1Q2z3sKAjWVdGihyno+2Cy7nDgShHWCHqdopvv/jFL6q9cY7cl+Ag4oRoganzCRvKJnKQQ6rNrCuo7UUENUGMHfg39k20cF/OBEeK46afEPKw0+4tXbG7rurjnpxAAoFIJw5KtyBJNCGCYqodlYcTzm6xZiOcXQIcR0af/elPfzqkn3BoOEUYECS0oYX1tSPnXJ05wvor29SnOD76I6fW/b05IJKpg37IkfMmATf1IzI4H1MOJg5sEV8CRhOmmjjIGXOPERXf9DHC7u9+97s6RrleZ/SQ+2HnHH2G6NfXDQU613xTZo5u20lQGxLD8GdffRWTjW/GGgKI9sWTU0u0ZxNsnHjJyWezIrvYibGCE8522Ju2YasivIwfxifX0c4EFeMDoUj/xEckowhQ1yRoGVP1S+ISZ5kt6NvWPXQt462ysRfX8B28m9jZHQE30OKblwEE387UbO0oCsjfRPSIxusU3zj3uGojtkh0Ijrgw1aJQ35E5hBVRG/pr+zXcwl7fao915yHnTHGNbH2TNMPnSeKSLt4aUWoMVazN9/pKdqS6Kb9fEbY0x87BVx91rjZhG5l9ULDPfRjL5+0iXsYj7RNE02akMROjWdepLiPfkl0bFHBxx9/fO3jxmJR5Gxbe6uD54p2b8+qtpuwFwXKzuY8N/VvQj8W7muZCfUR6dY5Z1A+L86UZSDEN23guehFDFbaQD08b9r4brwi5nhGOdgRoRA/ApGx1JyCXRDk9Efl12+Msf6u3+gL2hEPdqDtjSnsDzfPEP3BvZXL0f0CxXzDOKo9LJHg/L5GeemnosXYr3Hes1BbKm+L5iT6GetanzS+ED2N88Z+dmo88dxSFuXXj7WXsht39Hvt5XnkuuqChfZzjrHCxlHmbWzB9Yj6rqkNWlvgwCY8t8xbXAcz80b9xnMaVy9y2JC5l/HOZhxsekzbsXzsdmVSuxAIgRAIgRAYMwg08c1L4zEi8q1NwEykTJy8HW0TsIa8iW8mpiaBLf3Q5yawJoiu0ym+7bvvvvVvJrAceoKOyZiJq7eqJn3uI+LN34lvHI0mHpj0m2haK4XQIVrHJLM/4ptymLBzMvw2ITXRI+qYaHMuOaAiJwgI3dELvRHfOs2zTVK9MSZU+N0tvplQt8m5Okqh4/gRlkT2cIpFtPi+STvnwMSacKIOHCuTWZNW9RLl08SR7nv1puu0t/4ihzikOIt0wBwbk2WfubcycOjVU7uIsGnRD9oMT04yoYKz2NeF6dvafG3NHE6BshDCiG/sCSPOMwGhiW8+a2/lOVmYcWBM/IkyRMSf/OQn1QlrjpDvcN5E9hCiXK9tJtLNTX05YsROThkHpqWh4qAdpEESw7p3MCQcaXPl4PRyWNl/p6Pu+qIWCJfYsRtiNbsg5nK+iHwEGf2FI9yEUc4TRwhrQqoycjw58NpSnZ2jr+qDHFVOKhGJDbXISu3s78QE40FLp1YnB+dWH1Ue7Uz03XvvvWvUSXckz2CIbwQEQimxmgjcGdnjfgQJY4f+Q7zqjODtTT8wnmlHEZXsB2sMCSWcV30QZ2tS6m8tnbE313YOp1j0iPYhjOjjRHr2w6kWIeoz9eT0cqDZL8GR08sJ5uwqm3GUKKAN2KMy6SP6HodXuQkm2pgNsV33Fknj780JZ5dtHT3jijKJOmYvnG0RrcQYdqM83Sn0Aym+GYeIWcZitq2chEUiGJsjEhEr1a1TfPNcwolgqs1dx/lYEL081/A0nrbDuMZ2RQuJcjQG9NSerkUwIBYY/4wT+o/nh79pA2UlVugbnf2gRRUqAyFC+7hXt3CrzYkmxi/CmzGNYKT/aS9jrHYSDak9Pb9cz4sDzys8lFH/JlARFPV5NqF/K4fysRVimHY2trMjYq0xn6BL1GyCtns7ny164cY+lZsQ6LqYGvfZSnek72CIb6KzlMW1tWVLc9cvRNgRzo2rrY0JsvoWVvqNMUN9zTOMEX6UnV3jx+7w1b76pmec8VREIv7GU9e2xlkT37r7PWbawBhuLNefjeMEqb6mwLdre0Zpa+X03PIMY2c9iVVsRPuwbXVzT+2LhTHGM0eUv2ccm2BvnqVs1rhivPNc8T2Cv2esczuj5ZSLjYnQZENsoad1S11f24g01W88U9iJ8niOEWado69jnh1Te/sUyXkhEAIhEAIhEAKNwBgV+aawJmkmtRxLb/9Nsrudqya+cQBNBDnzzjGRMjH1Ztlk3xvetuEC8c3n3phzUkxqTfyIMe5FZOoW35SFeOF+7mUyzTlyT2+qm5DA0SRmuA6Hoy2w3WmGyke0M9lui0SbmIp4MDnmmHFeveEVSWGSaTJJuOqp/iaoJudDW/Otr+KbMnBqiUOcGuJSe1O86667VseLEMTBaW/YOf4m3j4zoRfhoe7eshMLTLZFJrXUpL50yya+ieriKHJaOGJNpDJhJhyJLiGYamdvt03eiSEcAQIN55XTQdDi7KhXX1P01InNSKfxXXVyLQ6vcnKeiE+EAddvGy4QX9gjWxSxRYTCt0VncgTw04YYOvoivrk+J8K1MSdmKGdzetkUsRm7TsFRmZWB0EvkZuPsrHv3P+VjE8SMFvXWHPkWCYg3p9N52rs5e8qjPyiD62DkfoQikWccK3bkMyKeiCZtK6KIc64s+LJ9jpa2bc6dOouY4ayySU49Bv6PL+HGNbqdy8EQ30TbEZZaWqAxpB3uxxadg5HxqHOn0t70B/ZAIFM34qq+1AQ8fIl7opM4sBz0vop7rq2P+U1A4EQb67S5Pi0a0ThDZCJlnWhlAAAgAElEQVTIE+YJIO6pvYnsfrdDPyOKG098n7NPtDYmiwwksrQF2dkKgYeI4DziW4so09fYsfHay4kWudmeD/oU519/615zcyDFt9aGhF3OOkGsc6doDvuRRx5Zx5nONd/YO5sUhYqF8UqfY59s3XPNGNk5NvZWfMPa88Y12/PD2OL54fr6nn7F9gg2nRFOhCJ9kj0pszFVvTrHRH3bM9jY6rrazLOuCVruizH782wgeBFTCaL+ZhwkPjqvrW/mWef5YKxu/NhE67Mipgj8bEN5lUG760/t+deeCZ59xgdtz/ZEoEl1J356PrWxtLN/DbT45tqiRfVtYo7y+2GLbT1CtmwO06IVCc36qzoqZ+dY4JnPllyDmOblgbelhFQ25/mGj8NLES8L/Z1AKTqwJ/HN2MEGRTCKuDR2f+c736l9vKe15XozHrVnVG/FN+3PFtgEYZbttX6gDkQu/dgzyOEZRvwi2Cmj+uHlBZE2NL4RjNumNq3MvRHfGjtl0G/cy789T0QltjXpzLs6l0boLZecFwIhEAIhEAIhEAJjlPjWImFMyE2ge1qDSpP2Z823Jr5xFExCOSYmcYQPIpI3sd6WSjvlZHAqpOWJujFJ9paWQ2OiyKEi/DTxjTBAmOOgtc0Tuk3PpFGEQXNiTEg5sZwcTiZHqK0HxeExITQJ9Oa3J/FteBsudN6/N5FvnDYODDGF2GHTABEMREniFXGG82xS6mBYuBExRfu0aDpOoUksx1LEAqGKA9jXozlahADOA4GAo9pYcPS0iehGjnpbQBpXDgsbkr7i7TWhQLmUqZW/L+XhxJioEwe0n7qqUxMhfc6p5DC03U45o5wMzpk2Nslva9cpE7GD0EogJET1JL4RvPBrUQFN1G07ErIRkWGiRDj0ri8ShNPCVjkU2hK7zo0OsGipSzhzrrVV9zo3HGYpOKJE3bPbqVUe38FCv3AN/Nu6QO6vr7Frvzmr+lJzJn1XWfSnFqmHk76ELYdL+fVBTloT/vBmY/qoVF4CDceOIO58QlTneketrQdafGtRQPqAsaRFBrb7GT+MO1KiMCJU9TU1VF21szGC841BE0rabo5EM2OllxBtTbDe2jc75ORrK/0DZ32OPbX6GBuJbyL7RH0RmzjzxgRCaqf4ZewiMojWIwaK8CFMEwG0i0i1Fs2FH1sRAdV2O1VHUVdEVX2cyNIdwchmtK/yGb8HU3xTxrZTNoGVnXduZmBsIh527nbqOab+xiGCM3smKKmLsouUbeJb59hIsHMv3/GswBYrdqscxOe2q3Rbb8zYglPrZ2xDGxhbiGfE0ya+6etskphKPNNXfN7dr5VfRBcRhMhJROoeG5SHKOKZIDJOGV1XhJW6+79+74dteQmhjT1fW3QouxZF5xnjPp5B7N34SFTzgoM46P7N5pVfxLvzMWSDxnrM9ttvvyok9rSxQxPf2C1RbyDWfNOuxjTiHyFJHZXPOEw0klJJVCIg4mGsJxJpZ2Nb58sBbcM2pD1aw00/FImuH3rGEdeaYIa9cVZ/Z1P6Srf4RvQiwhL0lM93RQlr775Gx3aPJb2NfMOcyGVe5BlCHFYO9oYHAa+Jb21dPAxEb7KltvmQcc7zgOCmzb1s6RTkla8n8a0xbetFthdD5l3KpB3MJ9io8ug32s+8Szt0jzu9HVNzXgiEQAiEQAiEwLhLYLRIOzWhMvExgRrW9vImjKKcTDhNuntag2pExTcCSqcAAxDxgoNpksw5MBEjppiIESZatFczI45LZwodJ8SEVJoRp4fY5brtMPkz2SbumXiahEo/Mql2Tw6M+ppcEhVcW2TPsMQ3b/859SJRetrttK/im/bhBEtnIdyY3CorcUe5TPRFpzTHs4lvHAopdX0V30zM2UVbdL07Sqkz8k1aF4ee89vECxFeHHeOGFGDAyiykEOkzN7wa2vsTeaJZpz/nqIihjc8tPXzCGEcWZEGHMm26LoUL0KQtiPuinxTL/d1Tw4SO+JgYEWUI/5yGgkT3eIbh4VAxTaa+MYWCVOuyxklPrh+W2yc0OGHM8NBx8xnnMAW+dYcWE6v77Ix9kPU7GkjALYsMs+51twjCHSuHcdmMBDJok/p32yW0942Y/Ad4ghGIjrYvjqps+/q8xxYdqWsLa2UY0bclb5FwBF11bkQuf6m/3B4Rfepk/O1u77UU0pVE9+kJfl8RNd8cz3CobGCvSqjdm4RetoLP06dtnG/ntZvZF8OokF3VKZrGBMJFIQf7dCcZ+yMOcRn6Wc+5zR2Hm2jFX9z724Rhfim32tr4hubI74RwPQf4ka3+Kbf+SEO492Z4kWA1lc5/urLvggdRH3llELaIiy1IRsV/UaUcz/iLPtXFmUnrHbu2oszGyHQsDm2112ngYx8M04ZY7QBsYrttKgbZeHIeznBfkW+tTUp/Vsqm2UDRBJ7iWLswFW0NVvvfjGhj1sjsjPttG1uIorM2OXH+KFN2B02xBpjo3GBqE50M7YYYzrFN9wIYfqofmw8V96exl4vDZxHEPNio61nxo7UGxfCRds5Wn8lHGo7opNxkBDsPmzFc4U43ym+EcyVx/PTCyzPHWMocdL45bvGUi80OlMA1Z04yI60SUvrNpZi0NPmMspLZCa+DcSabzhoEyKoftvSbL18I8SJKFY3ophyGa9F5BKJjI3mFOYE7WDryugZpnzayssjduf7ROa2g2d7YWE8NbZ69naKby16mkhOlPQsNzYYJ90Hn54YuafvGoP0qaGtedZb8c2Yr+9grl2I98ZmzxrjBHsxhnVuSsG22ZL+xObcC1N/0+5tvT917twwwosX9e2Mxm0vAl2r9RtipD5mnDNvIn5jSMzVb4jpEd+GNyPK5yEQAiEQAiEQAkMjMMoj30yAiGneYrY103rafbGl0XAY2nbxnLueJoDONYkyWfImVdqaCZ1zTd5FaYikMdHvTjsdlvjGkeHQOPwmonGmCQidk1XOnYmeCTcnsa1hY/JsctvT4fvKZ2Lb1sHhDBCvOJhtQWBpW/5OnBuZkW9EK1E6hCsTb46PybiJO6GEQ9Cdukjs6K/4ZkLNOSXGcBxFLHQeTXyTwsbR4oBwxERNaH+ig1RH1zGZ1kac2yawiEYysTd5V26OJieuP4sou6a378rAjltqaRNdOdTEN2/SCQzKyZHmdCgj54L4wvnU/pwyTomoFTbaKb6pGwdDlAKhjoNAHGPXoh2VQ3oVp140ATt0XwIKZ4Uj6ByiAGEDL2JKi3xTF8II++I8ElV7imzRFsrSUp+UhSDYGVnFYSEKYUpUIQoRWtgQQUCd9fW21o6+wiEjXuqX/q5eHMO2WQXB3fXcW0QP5pj5Dqe+Hb6LrwjUtkOqz9jC0Hb/bLahHgOx22lLOeZEGhNEZahLS6s0RmlnbcAGutfua3ZMmHIYaziJnRtEsHNOOBGSqCXqownI7EgEB1sndPnpFMKUry3ybywjzEln6xRbhia+EUSJQ93iGxGAGCvVlp2pF+FbmY1/hBZimr5oDCUKEkcIwPqo8ZcNOZewQ7wjNhFr2DoxjV0aVzB1fhPWm016nrB9/YKg0BmJ5pyBFN9cjxCkfxFQ2I7xyiEaUbSVNiCK6pcEYoKM89ibfkCAbCnqxBDCXLOJzsg3bSRF18YuRDNCn++JJtPPXUef0q6i6vbZZ5/Kyd/ZvGeMsUN/N7Z0i2/6HnYEIC8C2GMTdLqfWdrf81V5icr6XxPeXYfNsgM27zrGAbauLYxdbU0uZWUPxnAvBpr4hg0xitiBJ2GGIMku2tpu6shejVGd5SRIq6O66muemVh1rp3ZXR/XNU/QJwci8q29tMPS2CWlXN9rUYp4+MxzQDsZmwlynrHGK31VFGl7HhnrlI0NEKjYhzmM5wehjtiEhTbGXz9zLXbXueabMYX9GzP0I5F3bLCtm+tlhTYyVncL/URDEWdecLHLzs1jOnn2Vnxr/Zgg7PnQ1pFVB9GRxs0Wkc4eMVV2fQAvjPTxJkxqb58ZW4wVnWvJ6iPs3fjhZZy5mWhb0aOelSL5fc9YZH6o35gTtLmo57o+7v4R3+JQhUAIhEAIhEAI9JeA+YzgDBkMo2TDhbZzY1vPhFPCWeie+IlcIcaYjJuUeqPevQYVCCrUdkI0kfL2XXSJiamDc+EtO6fBhJ5T13bmMukzAeQEtmgJ4o91WKRmmDxzBk0IXZN4wyEmjhEvWtoOx0YqowkysaVtmNDbRuJ0qqeJNYeE+OJa3vpyRLEyGSfomIg7By+Osu+ajHJmRAhwPk0i2yYIJtmcRM6G6DDf4SRixglQRxNdZTbJ9qbYRJyTQOjiNEj9MrHFiGPhHG+Zm4Bj8o0pB5jAY6LMQRbd4d7asTkcRBa8ve1vzN3LBFgdOBLam+PadvZr7UwkIjhw3kymtYV2ZivaS1lFRREAiEOda4IRZqRbiqYQVaPdrXXT3wNPghURQf05nWyU/XCyCJGcGgKfH0yIUyb/Ihw4QZyAlnbGdgkjhDrl40RxoFu7iZjjKGGnzkQYzDjlHFjCNAeZo4AF/hwVjHEj1nBwiAEc03Z9zh0bEzUpcqilAfYUCcHeRbJw/LFmo/oCG2OfeBhc2KB+rf7aitOuvdWZ7bA/9xSdQIBXViIO0Y+AxLHkqKmbCA42ygHnDLoeR7A5n53tR8TmjOnrxgp2jXd32pk6Y02o1Q847gQo5XNt322bTfTEYVg2oy+yd46f9nJNbdZ252PfIp/UuTvqUt/UpiJvjWOcRmNjZ7oTx9VYQ+TxmRRcfQF/bdJ2kjSWEEE61/fCkIBBdHA+B9h41XZc9Tkb0V7GFU46W2uRb8qtzxCD2Kv7c4iNRcZY46Byuy571F6EKP1Dv+cgK49ngPIRWl1P38Gfo08kJvw7X18mEBpnjOMeWmynpUcSYEQREh6MzcRcY5/2ZkfaV3voK66rLxgz2uLyuOmLfdnlWNtrJwz1M3atDbxw4agT5rSRcrPR1gbq26KO2ITz2bhIJvVmb7ixFX1EZJe+L4pO/YzJeBhP9T9jOWHXvfVLY69xwLNBu6gbjkQxbcD+9HusjfXGcfUgUrCFtl5aTyma6uxZpH8Tt5XbOKFuymVMsF5bW+vSPYw5xnwRSsYD/Zht+LsoOt8hunomG3cIO6K31VUdCWeeddpHP2K3+ipGbK5z6YW25qp+g71nEzHYM6CzbdlCS7/0zFB3bWIc8zzw/DPW6P/d0ZPDe064dtv0QDkJZMZGz073EqXl+eylEqHHvVoqcNs1V53bM6mlArf0dc8K3D0XsdMvW+Q3+1Z3/Yn9eFa4v2eda7MX/dnzyTMBH+MaVuyPDbHJtuZce4lgPVufKyuxSlt18jSWET79GHs9C9mDZxgbY+P6R4vMZY/apW12pI8Tx/RVzyc2hL021o/ZsjFNv8fU2Nyixc0ZnK8Psi/jWOcu6p6/xki2bT6BozbQP7W1Mno+mRcQ/dwLB2w8w41xyumFgjkgbq7R12UChmc3+TwEQiAEQiAEQmDsJjDKI99MIDkuJuDEBW+ITRg7xTeChMmcc0xqOUzdE+nWTCZ0JlQcUg4a58H1CFWcbNfgfHBWTM5MIr0xNbl1bY4Kp831wTGha+kZJoYcThM9TgfHrwk3JrItzcwbe2vVeOtO3DNJ7Y6+GJZZtVQKog0RRP05o8Qjv5ULDw6TCaA6mARzSDg3LYLHJJ9Db8LPgTGRJD5w5kwivTnnIJuUqxMxiGPrfN8TzcZBdg8TUJNpbDksHPQWIcMxVFcOZlvAm+iDnfK4N3EHIxN6IgtH3Pe0AeY4tegF9ec8EFaUzWfar61l1im+EQRxcp1OR8C/OTa+27kemO82vsQMjkKbfLcFq/vb5Tk0bQ0d121in/r7jK2brHOECHBsjGjBVvBt7cv22W3nzoBsvkW1sGN1Zssc0ZZyxTHliBKp3Ac7TgfehIeW0t04sgHl0pYcQyIvNmxO/+CAc9qHtesdWxAVIGqDY8+O2vnskA1xdpTJ/TnbRFV9k7PGqVVf32nCovqwJQ4XWxUp41zntCg2rPQDNkOE4Ax1pmlpQ2Uj/rY1IjmhnMpOAc01OJ2cLm2HiTIqE3vAhv2wP/fqzw6ATQzmuIq2IJ5pQwc22Led/jptjxNKfOPE+w7Bn+10ptgROKRoGY/0tZa6TzjD05jqHgSQzk0p3Mc5RH4RMuzP2Eaobv2QveLHzoyrRC4Ci5cRRC7/Zh9tQxr2LGVSW/guZ5Vtq78+wLaMg0QC46Y+izMWxl9jC7FWuVvfUVdigt/GDw6xH+3E0eak6yftOy3lUdq3cYWIxZaNdQQ3dVYe/dO9RVMZ89ih+hM8+joOqBeh2z2IyMZr125t4UUE+zUGEgtE64kKI/aomzK1yDftTCDQrsrlhYXz2aDDuEmQIuypq/7g/upLpCByONi08/RlfNvzA1fl8vzQFq7bXjzox9qAeKGNPAOGJjbr2wQQooR6E+7auKItjD9t12c2qL2MEc71vFUOzBsj45Cxw/PB/a0lSZjxfMIOi9b/1dt3XZ8dEaK610cjGntuq79ziJ0Eus55hfFB3yEmqwtmbX08ApzzRXeKqO3pRd+wnhP4GKPNQ/T5FrHa+q76e67q+66vPm23XqIQwZ4Y1xhpY8KVMVFbux47M75bHoAA5//swbWJ2hgYRwlRhEt1Ffmr3zjYvuu0sdd8xphjrOuMJsXb/UXLeS4bZ80LPB86uesD2kuZtJlxtC07gB8h0TOsRUerr+cAmxMNrf3xcT+/XcOPscOzXIRjiwo3/qijurbvqBOx1Hinvp2bRvie/tDW5vWZPub5RHgztrTnk+clu9GG3c8ndm7epZ8ZK/XPHCEQAiEQAiEQAiHQWwJNfJOxNkoi30y4TBJNHk12TUQ7149RERNikzQTJ2/MOXcm9z05BibUJnImgpwsk20TP46YCaR7cfDaxMpEkHNmoutvnEmOKocBHCmDHCXOmskeh5GzxNFVdudzSjl5zjc5M3l2vkmjyZ3r9XURYw4TZ4Azx3lTL9fz9tjkl3OLCweK4GWSyBHyd+XoPkxSGwd8lR1TgolJaPdh0mxyjrffhDRONyeJiKcM2GJmgoyh+3oDz9nxVp9T3Nar0raEDBNXbdD+3hiZLLe3yK7JQdOGnLaWDtctmpjci14jnHCSOB5EApNoZVQW7dIdyWLSzzaIMa5PHOUEDS3Ko7edyXnEMHVnHwQN12QzbK9tFsCJYsMcBU4E+xKlwPnRjsSPll5HQHMNzkFnCprvsQ2CKdvAla2xxbabHo5shIPPjl0LQ3ZALGUTzbY4sBwcfYMT7v6c+Z42JujmwZY48+rtt3r4HhHDNTmZLeJK39G2zT7YHueJTaoDO1JmTmGLgOGcsTXn+kybsU+c1Fkf7kzHbOVjjxwp4hvbk6LanSrlHPfUD9hbd1q49lA2URnsk90QmzhzPfWzNt4YFzpT4YwvbSzRR5s4rE3ZQ0/RVsYAbac91Jfwph6dqdEt2pYd6M/6nD6AqX6Lv37QuaFGJx/jFUdTG7IBaaCtH7AX/V4/027shl1I43O++rmu9sBQHYwX2sS/jV+YKpsyaSM27x6u0+m4+1xdXVsfUi/c/bi/vuT+6tL6QfuOvkY8wcs4o976gd84GLP0MW2s7/d0YKpPun5fhRbX0weJLNpYvf2/ld/99X1l4bQTgFtKsTr7rKW/t5c+7EX9PIdaZLC+qw9gpK2NARga6whRvtu56Yi2FcmlPK2feX74wUtf0n7thQmhlG0T4/ST4Y2H+or+oDx+1JOd6OvsX79UpjZuq5Pz1Fn/8X02ofwt+hQHtuHlhPFN27M1P76PmzITx7RVZ50721U/8PKGqCsllrDavaRAe8aaV6hHT31fn9OH2LN2cl1t29OBlzZvy2E0LmzXod+7pzZynuvqK927zWpX8yFjsTZqm8s4t0WQNaa4GEv9KJ9+49nMbkSFY9sERG1OENdXh7b8hXHbfKW7XM733DYW6WOeyS1VtbHQVvqY393Xx55N6WOdYzC7VM/Wb9TH9VskvPprG880wqODuOd77sGOjD/aR53ZnOdNdxRxW05Bv3E/doqT5ypR3PUx1bb6i37TNljQXp5lnk/aUHt6FhjrmijelzlCzg2BEAiBEAiBEBh3CXRGvlnSojOKfrx/f/ifKs5QWJmoiJAwOfRmdiAPEx6TOk6cSTkHtK+pQQNZnpF9LRNHP21duJF5fyZgoirlhCNtYu6teNthzucmo233PpNl0XUinQbzcN8mvol+oRx7C92cz25Hq9WjmTR7lT7CgRA51dbLGagyu09rs+4U6p7u0drYZ32JrtI2vus7w7tPi8hpUTnd5SC2SOvR3zjzfd0Z0/Ua57Z+4bB4KneLWBpW2Z3TytzWfGqLfndf3zVbpGhL0xNF0tL+uncG7mt7s3NiICcU++5DO3D+RCp2rjnU2HC+iZPGL0738NqsL+XDnmDjHq7fHenTl2sN1LktEk2ZOPbDq6/z209f1l9s/adFdg1U+ftznb6UpY0T7WVQb+/Htv14JgwvJXJ4zw927NmqnxC2vKhiO/1JsVafoY0vrW6dde6MZu6ue/f0o23C09PGI53ju2sS+EQ6EVJE0RG6+lqfzvJ4rknl1ff9u7tsrk3AIS6JCmPrnef4XPmJi22zguGVp3FSjuExbW3sO65LeBXBP7TdTntrZyPzvGbTLdpvaPduz1X19O823g2PURuD2316Iy6PqnnXyOSee4VACIRACIRACIw8Ap3iG/2ic1PD0UZ8a2uStTQBjuXwJq4jD+HYfScG4m2wRcCt8yOlQ2pW54LMbbdP6YQEOpFk1uwazKMn8a2tOdTTfZWd4Mb58cbbm20GL8pDnUSDjOuHCAKRcNpTGmTn2mJjAhsigugYDrdIBfWQusaBIoZ17vjX3/qILpVaJf2vpygq4o/IF/fr3ACiv/fL90JgsAmwYxFEIqNExLYXK4N934G6fntGiTzU5/V9UXwi0NXFUhadKYj9ua9oMS95LFlhPtJ9mI8Q00VcWntvVI6dxkHimzRN4pu05YEY+/rDLd8JgRAIgRAIgRAIgRD4/wTMW0fphgtpjNGfAPFCWKQUPuk+UnhEmbVUWqKWdBZrZnE6CHUjsnnB8Ii0aBrpi8plLSFrv7XFzHuKrrG2lfWrRHdZd8b6W20Re2UdXvTI8MqUz0c9AemK1vWSimxtLc6wFCVpezYLaBsJjPqSpgQhEAIDRaBF7lmrzEsWwndLjfZyxZIC48rh2djSae1yKv3SyzDi2/AiysYVRqlnCIRACIRACIRACIwqAi3ybc8996w6xmgZ+Taq4OS+/5+AVETiG4HNukAifFoKH4dHCoc0O8KWiX7novADzZHIIsXZLoxtDR7RbJwsb/mJcN2RkdYPsrFHEwitV2UBe2vNiQ5IJOVAt9LIv570ZyKw3QOJrFK/bCJBeCOw9iWdd+SXPncMgRDoDwEvh6w1aVMF0WkOywnYEMCGO/1Zw68/5RjV32nR4CZyIvREM3oR5VlnnUERedY3yxECIRACIRACIRACITBqCCTybdRwH+PuKrpA6o2UPuIbZ8f6UgQNb9ctomyR7bapwmBWUPqxNX1ENbUUIGIgx4LIYqH17oNAKCXWgsvqYo03P9TmiDKD2Voj79ra1aLj1q5iH2zSgtrsckTTzkZeLXKnEAiBvhBoaac2KbBBiMPaszb2sLFBX9YO7Mt9R8dzrUfXNpxqa1K2XcWtw9q9EcHoWIeUKQRCIARCIARCIATGVgJjxJpvYyv8MbFeJvTWBjPJtxacN+uEDSJWb3bGHIg6t4Xl7YLWdk1t5VCWnjbj6PyONY6sCyRaLxFvA9Eio8812CdB1tpvIl7sIJOU4tGnfVKSEBgMAsZ3zwLr1nkWeB71Z9OIwSjbyLym8c/u4142tR1HW5S6sXBcEiJHJvfcKwRCIARCIARCIAR6Q6BTfBvh3U7PPffcuth4FhrvDfqcEwIhEAIhEAIhEAIhEAIhEAIhEAIhEAIhMLYTIL7ZJMymgHvvvXeZYoophlS5T7udSveyu9h8881XVl555bGdW+oXAiEQAiEQAiEQAiEQAiEQAiEQAiEQAiEQAsMlQHyzfJe16H/0ox/VDQLb0SfxzY6XFsG31spaa6013BvnhBAIgRAIgRAIgRAIgRAIgRAIgRAIgRAIgRAY2wlkw4WxvYVTvxAIgRAIgRAIgRAIgRAIgRAIgRAIgRAIgVFGoK35tueeexZrvlmnuB2JfBtlzZIbh0AIhEAIhEAIhEAIhEAIhEAIhEAIhEAIjA0ExsjIN7ua2dGr7eKVHbzGBlNMHUIgBEIgBEIgBEIgBEIgBEIgBEIgBEJg7CPQudvpwQcfPLiRb2720ksvlZtvvrncc889xf/9fOhDHyof+chHynTTTVfmnXfeum6c/4833nj/Qfxf//pXueyyy8o111xTJplkkvLJT36yLL300kPOJczdcccd5c477ywvv/xyvX47iHR2lJhzzjnLggsuWGaeeeby+uuvl8svv7w89dRT9Rruv9JKKw3ZecJuFLfcckuxpt2kk05a5p577jL55JOX2267rbz11lsfuH5nYd3LuXZ/fe+998qVV15Z/v73v9fz3UedJ5poojLttNOWxRZbrJ6rzsr/6KOPluuvv7688MIL9fw55pijLL/88mWaaaYpDz/8cLn22mvL22+/XcVHrFzj+eefLw8++GCZYIIJah1WXHHFer277767lvW1116r57vP7LPPXq9jkwyhjosvvnhZYoklarnwVefbb799SJ1XXXXV8sQTT9TFAYmenUw766xOM8wwQ1luueVqvXOEQAiEQAiEQAiEQAiEQAiEQAiEQAiEwLhOoFN8k3Y65ZRTDkEy4Gmnbvbkk0+WM844o5x00klV/JlxxhmrADThhBPWn1lmmaWsueaaZZVVVql/J+i0w/ffeevoWyQAACAASURBVOed8rOf/ayceuqpdXeI7bbbrnzta1+rQpaD0HX++efXzR+IfO+++24VnAhP//znP+v1pp9++ioQrbfeemXiiScuv/rVr6oA53qf+cxnyjbbbFOFQIdrnHjiifXzySabrGy88ca1jP5211131esSvwhz7VAGwhlR63Of+1wVwQ466KBy//33V1GPiOa+ykPwWnTRRet1/cbAPY855pgq2BH4Nthgg7L99tuXueaaq1xxxRX1Wg888ECtl+8R24hsf/nLX8qLL75YllxyyfKDH/ygnn/VVVfVshLT1G/DDTesQtvFF19cLrnkknq/9ddfv3znO9+pYia+p512Wjn++OOr4EYY/PrXv155EiHxcx3iH8ESE4KbvxM7cfvqV79aNtlkk3G9b6X+IRACIRACIRACIRACIRACIRACIRACIVCDmOg4P//5z4vIt0EV3/AmJolK+8Mf/lDOOeecKoAttdRSVYgSDXfjjTdWQYfAtswyy9R/t0NUFsGOUHTDDTdU4YhYZptWApjDOY899lg577zzqmD07LPPVnGO6EUwEh0mEsy/v/jFL5bPf/7zVcg7/fTTa4SZv4kyI5g5iFmu5XNl/O53v1tmnXXWKnQdd9xxtXyrr756mWeeeYaU03cIjAS5rbfeutbvlFNOKb///e+r8CWSjGD13HPP1Qg3dSHSEdhEsokOJLKdcMIJlQfx6wtf+EKZbbbZ6vnEQt8hPH72s5+tYuC9995bRbazzjqr1vUnP/lJWXvttauYduaZZ9by+P43vvGNWs+LLrqo/PGPf6yincjBAw88sNaBoEbca+Km+xLS9thjjyqcrrDCClVUFDlHoJtvvvnKuuuuW8XPSy+9tEbLqQcBLkcIhEAIhEAIhEAIhEAIhEAIhEAIhEAIjOsERmraaYMtQopw89vf/rZ861vfqsLTTDPNVIUygpndH7797W+XLbfcsqaItkNK5q233loFMCIeMUx6o/OlkbZDpaRmHnHEEVVsO/roo+t1iHVvvPFGFf3c2/8PP/zwKoK1c3bYYYcajdd5iB4TDfb+++9XlVJEHvHLv1ukl1TVdkjP3G+//eq9iFfENufvvPPOZZ111inbbrttjXKThkooFKUmKs7nWBDmpImKTNttt93KWmutVZRr/vnnr3/bZ599qtilDv6mHlJVlfHII48sU089dU07/dKXvlS5SNMldjr3v/7rv2rarDodddRR9TPi3S677FLLhhsWRD4i3U477VRTe3fffffKfIsttqj/v+666+q1iHHag9Doe9KBnbPVVluN630r9Q+BEAiBEAiBEAiBEAiBEAiBEAiBEAiBGvlGnxJoNlIi3zAnvonqIh4RfZr4Rqwi/ohUkx4pemqhhRYasp6bdE5RXPvvv39NqRS9RpAjUElV7Y34psIi30ShSSUlvkm3JFoJ+/vyl79co7k6r3X22WfXiDLpoiLARMURp4YmvimTlE3iICHNOmzEN3X99Kc/PUR8cw91UA7Re8suu2y9v5RYQt8zzzxTxUmipOg3QpqIOwIlRqL0Wqgi8U10nui3T3ziE+Whhx6q3/n4xz9ey0p8U69O8c25xExiI544nnzyyTXazj1F9RHwpKW6vqhCKbuEPyKb80UJEt8Iddad04auRwDMEQIhEAIhEAIhEAIhEAIhEAIhEAIhEALjOoHRJvKNYCNi7Nhjjy2/+93vyq677lpTQok67RB5dcABB5Rzzz23ilivvPJKTVV1HtGqrQ83rMg3AhJxidJoHTSim0i2Qw89tN7Gem/WOXMvIps13QhS1kgjfinX+OOP/x/im3XWRK9Zy44Q6Bqu61zrzhHfvvnNb9ZU0Bb55n5ENqmahDllk7JJ7HJf33M9i/GJZCN8WXftb3/7W+VATBP15mjiGwGO6Cal1Fpx0nIJcT1FvqkX5qLwXJcASJBzEBClz0ptdR1CokO53J/41hn5JmVVXdRBnbMD7bg+tKT+IRACIRACIRACIRACIRACIRACIRACCIz0Nd/ctKWdEpBEZn3sYx8bIiCJShNxRQiy5psUSQdRxyYGoq2s+0YkszYaIU7EmNRTEVk2MBia+OYawvz+/Oc/19RT0V777rtvFdlE4Un1tAYdIZBYRfiznhnhzSYINoEQCUbkE03mngQq67gRxpTL34ls1mKzNpxDdNvQxDdlJbJZx45IRkj0I42T4GXnUSxElRHERNFJQ3W+TRvajrBNfBOh94tf/KJG9kmJFUFILJNi2h35Rnyz2+tqq61WDjvssCqy3XTTTbU+ymXXWEKhv3eKaerTHflGfOtpd9p0sxAIgRAIgRAIgRAIgRAIgRAIgRAIgRAYlwmM0sg3a5fNPPPMVSR6880364L+BCYCl7RK68C1aDbro1nk39+JY1JSCV/WjiPW2SRAWiiRqIlvotmIRJtvvnmNQnNta6wRqoh61iUTGeYQCScKTASba/zwhz+sGxCIdBMh5zMi1EYbbVRFpia+EcdsZKAMyiP67fvf/369Z4vaG5b45t4ixr73ve/V6DObGxAW7SiqHlJt1YNQho+UVMIb0bLzaOJbW8/Ob1GBovDUXURbt/hmEwhMNt100ypCKgchknDY0mFFvrVIvHa/Jr51R75FfBuXh5LUPQRCIARCIARCIARCIARCIARCIARCoCcCo1R8symBnUClc4rysu0qMcsacEQ2wlwT36SBErx23HHHmoJJ3BKpRkB69dVXa6qqzRekYTbxzd9ExrVNCYhDouOIanYotcEAkUtEnEg3IhsBz/+lbYo+Uw6CGvGPWGezAYeyWChPVJk11kS5WefNBgZSR6WXEg8dw4t8I7BZN83Oo5tttlndpKFF/LV7ESrvu+++KgAS97rXVCMqSjm1Ph2xjlAnhVfdlc3upt0bLmDn+MpXvlJFTDuiqt/GG29cBcrzzz+/pp1GfMvgEQIhEAIhEAIhEAIhEAIhEAIhEAIhEAL9IzBK0047dzsVnUXQ+uUvf1nTUkWiLb744jUSyyHFlDgkBVNapDXViFY2DCC++Z4oL5snNPFNKqVoMjuniq6TpmkDBJFqRLZ2ON8mBoQzEXgEP5sdSPV0TUJW29XUvZsg1rnhghRZu6ZeeeWVtXwEL0KgaxEWh7bhgs/U15pvxERRb8Svtpabe7muVFIiIGHSzqdNlGx16Bbf1PXAAw+skW3qKt2WONm54cKpp55ar4OPqEKpqQRJgugVV1xRxTebOiTttH+dK98KgRAIgRAIgRAIgRAIgRAIgRAIgRAIgVEa+dYpvkklJS5JH7300ktr9Ja13ESfiVgjgIlks5YZwaitQUZcEr1GQJKuOsUUU3xgzTeikqi2Oeec8wOCVnfTW9eNuCdVk4C39NJLl+uuu65ejzjm/zvvvHO9Tk/i20orrfSBSxLDbKSg/PPOO28VCXfaaaf/2HCBgCjijvgmLdTGEVJKO1M4iYB77713jQwkvnVuLtFu2pl2ip2U12OOOaYKmiLvHAsvvHCP4htBc9pppx1SfiKgNNfzzjtvmOKblFxRiKL2suZbBpMQCIEQCIEQCIEQCIEQCIEQCIEQCIEQ+E8CxDdBUTIoBZtNOeWUQ04a798f/m9voRGaRI8ReGwIMKyDmHXCCSfUTQ6ITgQl4htxicB2wQUX1Egvt5d66prPPvts+clPflKeeuqpmnYp8s0aZZdffnkV10TJ+Y6NDxzXXnttOeKII+omBiK6hie+iUyTakr4cw1Cm1TNu+66q7zzzjs1+ot4JgJueOKbaDYpn+pBeLP7qLqpq11a226nzhPVJv3WvfxdOu3ss8/+AXzEN5F9rmHNuaGJb8RDa73ZHdVmEqL+pJMS4EQWrrzyygMqvtn8Yvnll4/41ttOkvNCIARCIARCIARCIARCIARCIARCIATGOQIjPfJNpJd13Qhm0h7t7ElwWmihhWqq55FHHllFMIv+W0NNCqT12USS/epXv6qRaHYZJfpYh0101m9+85vacMQ5fydqEdEIT8Q6yuIKK6xQ0y/HH3/8Hhv53nvvrWIdAUsUl51YpV6KHnMf6ZdENFFxIsOkZBK5RN0pK4GwHdaMs+soQY9IaN04YqBNDZTDenDSUolqouusS+fvNpGQvipltB0i+0TNiQjEgHhnTTmps+2wW6roOTyvuuqq8uMf/7gKbdajU/7jjjuunmpjBWmnGOBGLLV7qsi1Vn4GYXMJ4ugll1wyZAMI9RZx+MYbb9TP8SWULrroojVV1kYQRMvOdNlxrjelwiEQAiEQAiEQAiEQAiEQAiEQAiEQAiHQRWCkrvnmZtJHCVxHH310FZNsAmCDAQIWIUsE2F577VWj3qz3tt5665VZZpmlill2LnWODQIIdoQgEWZEJyKViDufWR/uzDPPLFdffXWNWiNsEcCkSIoA6+l4+umna0rraaedVtdsI/TdeeedQ8pC8FJO9yE8iaYTUUbIIoR1hgwqu0hAIpx0VJsYEBtvvvnmGjknmo+YRdTzI0V0yy23rAKWjRRayqnv42XtOhspiBhcZJFFyhZbbFG23nrrKnQ510YMNltQdpF0q666ao3Scy4xjqhI8JSWa8MK4hmRk4DYdn0VTUf0I+SJniPaifqTbrv77rvXa9ms4qabbip//vOfa8ShNGH1JtzZpRV/omKOEAiBEAiBEAiBEAiBEAiBEAiBEAiBEAiB/yMwUiPf3Ex0G+GGiOP/xCtru62yyio1copoRUSyhpn0S5FsRChRaDZDIDYtueSSdYdRa5m5lrxZB+HKhgGvvPJKjRYTWeZ8IpUdO0WhiZzr6bCbqs0SCGQi32x6QMRTFofyEaJE7olWc9/XX3+91mFoh/JYx029Lrzwwiq0dZ5PzJJuS3Qj+LX17dr11JsoSOwSBdjWt5Niqz5NfLOuHaHxjjvuqF91nQ033LBGE7744os16o7gpg6ESP8W1SYll+BGWHO+f4uWI3KqI47ESp+1HWMJkjgR89ohek6knWu3HV7TwUIgBEIgBEIgBEIgBEIgBEIgBEIgBEIgBEay+NYb4MQpIhOhTXSY6LfOzQd6c43+nkN48kPUcm9HE/wIZUSmHCEQAiEQAiEQAiEQAiEQAiEQAiEQAiEQAiHQWwIjNe20t4XKeSEQAiEQAiEQAiEQAiEQAiEQAiEQAiEQAiEwNhAYqWmnYwOw1CEEQiAEQiAEQiAEQiAEQiAEQiAEQiAEQiAEekuA+GbJNBuCHnzwwR/YN2C8f3849AXNuu5grTa7Z1p838L7OUIgBEIgBEIgBEIgBEIgBEIgBEIgBEIgBEJgXCeQyLdx3QJS/xAIgRAIgRAIgRAIgRAIgRAIgRAIgRAIgUEjkDXfBg1tLhwCIRACIRACIRACIRACIRACIRACIRACITCuExjQyLdzzjmnLLDAAuWTn/zkuM419Q+BEAiBEAiBEAiBEAiBEAiBEAiBEAiBEAiBQnx7+OGHywEHHFD22WefMsUUUwyh0uc13y655JIy33zzlZVWWiloQyAEQiAEQiAEQiAEQiAEQiAEQiAEQiAEQmCcJ0B8e/zxx8vhhx9edt999/LRj360/+JbNlwY5+0pAEIgBEIgBEIgBEIgBEIgBEIgBEIgBEIgBDoIEN8eeuihsscee5RDDjmkTDXVVBHfYiEhEAIhEAIhEAIhEAIhEAIhEAIhEAIhEAIhMBAE2ppve+65Z8S3gQCaa4RACIRACIRACIRACIRACIRACIRACIRACIRAI0B8e/DBB8tPf/rTiG8xixAIgRAIgRAIgRAIgRAIgRAIgRAIgRAIgRAYSAKjRHz729/+Vnd5uOWWW8q7775bd31ox3jjjVf/Occcc5SlllqqTD/99OXvf/97efrpp8s111xT3n777f84/8Mf/nCZfPLJ6y6r0047bfnQhz5UnnzyyXL77beXZ5999j94+XzKKacsSy+9dJlrrrnq5/fcc0+57777yiuvvPIf57v+rLPOWhZbbLEy9dRTl5tvvrk8+uij9TwbTCy88MI1X1c91OfGG2+s91eXGWecsX6mLD6fZ555yiKLLFLr5XjvvffKHXfcUR544IHyj3/8Y8j1fLdd51//+tcHyuSz8ccfvyy33HJl7rnnrnVU/pdeeqnumLHCCivU+04wwQSVXWPx6quv1rKsuOKKZbLJJqv5xnfffXctc+fh+hNOOGGZbbbZ6j38H/vnnnuufOQjH6ll/NjHPlYmmmii+rXnn3++1uGpp54qk0wySVlooYXKEkssMZB2mmuFQAiEQAiEQAiEQAiEQAiEQAiEQAiEwBhJYJSIb2+++Wa54ooryjHHHFMIQq+99lp5/fXXC5GriUYEpC233LIssMACVRy69dZby6GHHlpeeOGFKsARmpw/zTTT1F0iZp555rLrrrtWccvfb7rppnLKKadUUeif//xnFe/8nejmfOLeNttsU4UoxznnnFPOPvvs8sgjjxTi4DPPPFOFJNefdNJJyzLLLFM22WSTKtYdd9xx5cQTT6xC3eqrr1623nrrsvzyyxciGRFt3333rfdXF4Kge/3+97+v13Tel7/85bLqqqtWkVC59t9//2KnWILYpptuWjbeeOMqeB111FHlhhtuqALdiy++WH8rOwGQCLb99tuXj3/841VAO/7448vVV19dxbeddtqprLfeelVoI5idddZZ5X/+53/Kyy+/XD7xiU/Uz2eYYYZy8cUXlzPPPLOyfOedd+q5voOR3+r8pS99qZbzN7/5Tbnooosqy7XXXrvssMMOtV7qfP7559ey3nXXXWX++eevPNQjRwiEQAiEQAiEQAiEQAiEQAiEQAiEQAiM6wRGifgmwovoJLKLkHb99ddXsYr4ROASxSaiS3QVoen999+v0VXOe+utt6rARfBx/hprrFEFMYLRyiuvXH8Ti1o0mKgvYt/RRx9dJp544nqOyDOiGnGJQEboEonnugSyJ554ohx77LFl3nnnLWuttVaZZZZZahSY8hC3RJn97Gc/q+WZffbZy3bbbVd/wDzppJPKgQceWK9DpCLwuRfx69RTT61l3nnnncsXvvCFKu5hsMsuu9R7qgtBjWDnWoTDxx57rAqTxEHimGjAVVZZpUamEfKUizDn2u5BnPz0pz9d84hxEV145JFHltNOO60Kara0XXfddWs9RO/de++9VZTz+/TTT698RLsRM11bdCDR8sILLywHHXRQue222+rflHmdddapwugvfvGLYqdb7epv3/zmN6sIlyMEQiAEQiAEQiAEQiAEQiAEQiAEQiAExnUCo3zDBQUQtXXyySeX6aabrvzyl7+sKZkt/bSnBrrsssvKr371qypqieIiog3tINwR4kRqEb5Ecn3qU58a6vVFgBECd9xxx5q+KZpOGmUrj/KK/tptt93KtddeW6PkCHTOI+794Ac/qFF6BD/RX65DKCN+/fa3v63i4YYbblhFOfUkWv3ud7+rkWci/USNLbrooh+oDuFx7733ruLg5z73uRo5R2Bsh+iz8847r15f6qeoOALgkksuWc4999waYUjcE8F3+OGH1/o4px1vvPFG/T7Bzv232GKLKn52Hr5vVw51FjVHWPzOd75TRdQf/vCH5c4776wpvxtssEH51re+VQW7HCEQAiEQAiEQAiEQAiEQAiEQAiEQAiEwrhOgJVn6a4899hg1Gy4QsqRwEt+IUUSmMUV8EzkmbVaEHDGNePjtb3+7Rt+JUltttdU+IL6JpiNKzTnnnDUtVEot4Y04KEJv/fXXr8JXf8U3EW5SU0XdiT4TwUZ8k9IqmpAwd9hhh/VbfPv5z39eHn/88XotdRT9JzrPfUXn+ZuoPAw6xcFxvZOl/iEQAiEQAiEQAiEQAiEQAiEQAiEQAuMugVEe+SZq64QTThj0yLevfe1rNfKrN5FvNlQQsSatc1iRb4Q3qZaiyESTWW/u17/+df3e/fffX1NEv/71rw+JfBPh5zyptjYtkP5qLTipntZfsx7bZptt1qP4JiJQ5NtGG2001Mi3P/7xj7WOyiXt0wYRovAIZgQ/a8JZN6+/kW/EN2mmUlaJi5i6JuEQB9GB6iwlNZFv4+6gkpqHQAiEQAiEQAiEQAiEQAiEQAiEQAj8fwKjZM23zgboFN9Gl8g34hvRbHhpp0Q00W5SRkWbEbis0WYTB+vBEbma+Ca9VISfiDfry0k/taaaNd++8Y1vVFGMaDci4hsRU0qodNyWBmq3U4Kcv9tcYUTFNym01sBzfWKjzR6kt2Jg7TmCX8S3DDEhEAIhEAIhEAIhEAIhEAIhEAIhEAIh8H8EIr51WQIRqbfim3MJTyLNrOlmJ1KbJVgvzYYQots6xTebMYi8e/DBB8s111wzZLdWa6fJ+3WtERXf7EAqgs7upHZjXXjhhWs0mrXv3H9ExLe99tqrppzaeMLGCziJeLPunki4++67L+JbRpYQCIEQCIEQCIEQCIEQCIEQCIEQCIEQ6CAwWolvg7nhwmCknUrBtNmCddaIXW3nT1BPOeWUuhZcd+SbzQhee+21+rm13jbffPOy8cYb1/RWotaIim/uaedVmyDcfvvtdfdRZZQGK/JuRMQ3u5oSGFdfffUa4bfffvvV6DfCoR1gRfGpQyLfMsaEQAiEQAiEQAiEQAiEQAiEQAiEQAiEwP8RGOXi2+i44UJvI9/sdGoNNmmep556annhhRfKj3/84/LII4/UHUYJYUQ/qZrSTkWeEdmkgF5wwQX1PDuXzjTTTHWH0GGJb73Z7ZS4ZhMH93B/672JgltiiSXKpZdeWsW3Qw45pN9rvol8s96bXVxF0hEcXXurrbaq17/iiisivmVkCYEQCIEQCIEQCIEQCIEQCIEQCIEQCIEOAtlwocscWtppbzZcIL6JWrOrqbXrwJxgggnKVVddVY444ogaFdaddkoYW3XVVctEE01Uz3dYK03q5ohGvhHXFlxwwfLd7363bn7g+nYdtR6d9d5s+DAikW9NfLOzqx1ZpZy6vp/jjjuuXH755RHfMryEQAiEQAiEQAiEQAiEQAiEQAiEQAiEQJf49tBDD9XMQUFRU0011ZBPx/u3ePN/6lAvjr/+9a81ussaY9Ice3uMyZFv0k2Jb9IwiV3tuPLKK8uRRx5Z137rSXwTjTbJJJPU09XfemnDE996G/lmk4fddtutRtu1w26kxDcbMgxE5BvxzcYK7SA82mk14ltvrT7nhUAIhEAIhEAIhEAIhEAIhEAIhEAIjCsERknkG8Hp9ddfL48//nixG+eFF15YLr744jLllFNWsYoCaP036ZhEKuLOm2++Wc8XbSadkpDkfCmQor2cR+yaeOKJqxD2xhtv1DXVXnrppbrxwH//93/Xcz7zmc+U5ZZbru4AanMCa5g5X/TZ888/X15++eW6Pto+++xTo7i22GKLMtdcc5Wpp566zDzzzPX6xDJrqrXIt3XXXbdeD0z1Oeuss8qxxx5bvyet1CYFxKlzzz23iKizDtu0005bbcw17Bj6gx/8oMw///zl85//fN31VJ0JmsrjRxopEc2GDuuvv37drMH1sbJzKnFN6qtrfP/736+psM6RHmojBGvM/eUvfym//OUvy0orrVQmm2yyWmd1sWGE3VlF66kL8dROrK7tt8g2qbgHHHBArQvxbeWVVy7jjz9+rYM17I466qhCdBQRZ823Vr9xpSOlniEQAiEQAiEQAiEQAiEQAiEQAiEQAiHQE4FRsuYbsYjYQxAiwhGVCE2itYg3fi+77LLlc5/7XE3dtJEBgeroo4+uQpq11YTrOc/nhCZC3Q477FAFKaKTzQaIYDYCaIKdlFCCmzXXZplllrrZwTLLLFO5EP/82EiAmETgc13rtlnnbPHFFy8bbLBBmX322WuE32GHHVYFwfXWW6+ueSYSjGDm+wcddFC56KKL6n3adw4++OBaZuLWtttuW+tH1CJ+iZIjJrrPF77whbqOHEHw5JNPruV4++23ywMPPFDvRwCcc845a92du8IKK1SxkLin/D63e6pUWMIi8ZG4SVhznkg969BNP/30NT3WrqzEPcLjvffeW/nMOuusVTyznhsxkMgmXdWOrhi6BgHOvRhQS7O14QLxz/VxyRECIRACIRACIRACIRACIRACIRACIRAC4zqBUSa+3XDDDTUSS4Rad3ar/xOzPvvZz9ZoNuIbEc2GBYQxIlfnQWwjJtnlk3jk/3feeWc577zzquDV00Gs23DDDcvSSy9d73/ZZZfVDQOefvrpD5ze1k1bZJFFytprr10jwc4444waCWZ9OH9fY401qjinXDZREIEmSk+k3XzzzVfFLFFv1kgj3ol8W3LJJWs5iV7WS3v00UdrOVZcccUqnPmMyEd0FL3WfTQRTBQfYe6SSy6p1xCBt+aaa9YIOWKe6LZrrrmmCnBESKIjQU0k33XXXVc3SiDqdR7KIcJP5B+hjfimjO7jM3UVQYiF/4t4c52nnnqqRixa087nOUIgBEIgBEIgBEIgBEIgBEIgBEIgBEJgXCcwSsS3cR166h8CIRACIRACIRACIRACIRACIRACIRACITBuEIj4Nm60c2oZAiEQAiEQAiEQAiEQAiEQAiEQAiEQAiEwCgiMkg0XRkE9c8sQCIEQCIEQCIEQCIEQCIEQCIEQCIEQCIEQGOkEiG+WRdtjjz3KIYccUje4bMd4//7wf3tbIhsmWKNs4YUXrrtl5giBEAiBEAiBEAiBEAiBEAiBEAiBEAiBEAiBcZ1A0k7HdQtI/UMgBEIgBEIgBEIgBEIgBEIgBEIgBEIgBAaNQMS3QUObC4dACIRACIRACIRACIRACIRACIRACIRACIzrBAZUfDv77LPLAgssUFZbbbVxnWvqHwIhEAIhEAIhEAIhEAIhEAIhEAIhEAIhEAKF+Pbwww+Xfffdt+y///5liimmGEKlT2u+Pf300+WSSy4p8847b1lppZWCNgRCIARCIARCIARCIARCqFsgCAAAIABJREFUIARCIARCIARCIATGeQLEtyeeeKIcfvjhZffddy+TTz55/8S3bLgwzttSAIRACIRACIRACIRACIRACIRACIRACIRACHQRIL498MADZc8998xup7GOEAiBEAiBEAiBEAiBEAiBEAiBEAiBEAiBEBhIAsS3hx56qOyxxx5jrvj23nvvFWmvk046aZlqqqnKhBNOOJCMcq0QCIEQGC0I/O1vfyvPPvvskLFuggkmGC3KlUKEQAgMHgETtRdffLH8/e9/Lx/96EfrT44QCIEQCIEQCIEQCIExi8CAbrjwpz/9qSy88MJlrbXWGmkUCG9PPfVUueCCC8riiy9ePvaxj31g4bqRVpDcKARCIAQGkcC//vWvcu+995abb765zDfffGWxxRb7wDoBg3jrUXJpD6fxxhtvwO/tuv/85z/rtT/84Q8P+PVzwRAYaAKvvfZaueaaawrx3TzH2rpj62Gc0zcHo++PbszaWGQcGhfqO7rxT3lCIARCIARCYGQTGKPFt/Y2+Prrr6/i26abbloWWWSR8txzz5VHHnmkvP3223VCYyG7ZZddtrz//vt1d4lnnnmm7jQx/vjjlznnnLO8/vrr9UfE3BxzzFEWWmihMtFEE9W2ePnll8v9999fI+v8bZZZZqmOG8HPMddcc9WJsJ0qXNPk+I477qj3cO/ZZ5+9LLrookOuNxgNrDzKxzFX3naIArT7rDqp69AOAuZjjz1W2cw999z1fFGEOUJgTCegT1qP8sEHHyzPP/98ESlGoNfvP/KRj4wx1VMP49npp59eHn/88bLyyiuXFVZYYazsp8YwayEQHFZZZZUy2WSTlQ996EMj3FbGSeyMk54Rrmk898Jottlm67fz2xZOZWOik7oPjrX7eDZNPfXUI1yPkXEBdcJKWPxLL71UJplkklp+/aY/0Zaer/fcc0/ti//4xz9qFXDxfCIka+OBPt566626oK37uucMM8xQ+/500003IPY00OUd2vWIUXfeeWe58MIL61zmU5/6VJlnnnlG1u1H2n1E9emXN954Y20nc6eJJ554pN1/ZNxIvzKu6VvmqMY6tqme7FO7mn/pbwNx6Hf6gLndG2+8Ua+74IIL1nlr5wLPA3GvXCMEQiAEQiAEQmD4BMZo8c2khTB2/vnnl3feeadst912dULxl7/8pZxyyinVgeMoLL300mXXXXctRCbOK6HORGTmmWcuG2+8cXUwbr311irOidrbcccd68QPnMsuu6wcffTR5aabbqp/W3/99et1RPmZ2Dh/q622qvcwSTbJ2W+//eoEcppppikbbrhh2XbbbQc1Gs+k9brrrisnnnhidSyV+9VXXy0zzTRT2WabbcpGG200TOfmlVdeKccff3z9/mabbVbLzMnKEQJjOgF9QcTIaaedVq6++uoqjn/9618vm2++eZl22mn7VT3X5NjrYwQc/WywI6j0cQ7bUUcdVfvmaqutVkX/gRCl+gVhkL5EYDSWHXPMMdUxPeigg6oz2h/Bp7OI+BF+TjrppHLFFVeUF154obYZUWyNNdYom2yySZl++umH+ZJiWOII+zruuOPq+O+lR2e7cKztAO45MaZELLFxu5d7zt1www2Vi37jBVd/hLInn3yy/PGPf6x9UN/xDCVCbLHFFmX77bcflOcNIefSSy8tf/jDH4r7Ew/NA5Zffvl+25M5h+c+2zR/8JJqMPugdnj33XfLGWecUV+QiXpbffXVxzrRnTDuheVZZ51Vd//aZZddynrrrVcFqbHpME+99tpry5lnnlluueWW2rYtwtfzaMUVV6z1Xmqppfpto42XsdS8FVPR0ua8xkF9Tj8mwo2sw9xYeSyZ4AXElFNO2a+xdmSVN/cJgRAIgRAIgcEiMEaLbybAJjKcKRNSDiknzZtu4ptJhzd9JnJrrrlmneRceeWVVWi67bbbygYbbFC23HLLOjHn1BLMpHLttttuZZ111qkOwv77719FqTfffLMKbTvttFN9U/mLX/yiOiUcYc4D4c8EkhNGfBOJ5g31V7/61ep4DeY6dCY27uftuIg89TzvvPPqZFb9lM9kp6ejRQ/+/ve/r8yIkZ///OfL/PPPP1g2l+uGwEgloG9wQvQJP8RwQgLRrD+Hfm78IOITVnbYYYc6zgxW2lCLlrj44ovLVVddVcV0Yv/YtO6TMZUo08ZuL0lE4R522GFVsPp/7N0JlHVFdTbgYzTOIwriGEUZnFFxCMoYEaIMiiGJITiBCdFoHIiCCjKoDAkIMqhBo0JEEZBBwAFBxMQB0CCCKCqIRgHjLIhRo79PZb38h+Pt7ntvd3/99cc+a/Xq7nvPqVP11t679n5rV9V87Cf8ZD0i9BAx66+/frfRRhu1/kLMmrAw4cL2CQwn7UeTNuyncUJ2tAmaflaluss0efSjH72okzDTyPJsz8iYMcadfvrp7bcxjt7I8p70EnjTGdk+xlJjLryMy8Zb2eaT4j5XHRAdV1xxRUdvjPn6xJHu/IRps175HHSQbwELWZMLlaU0qj1sDdINsYuIUvcVSZrMhfF8vw+5iAxHuh9yyCGtvXvvvXe3/fbbN4JzVbrI4xFHHNHkx4oI/hkym16YROa/bbLJJt3rXve6Nhkwn4tdY5dkTG6wwQaNfEamWwViUvbxj3/8guvcTPWli5dcckn3jne8o9tqq626TTfddNlkAc+nD+rZQqAQKAQKgUJgiMCyPXBBxb/0pS+1zDQz0bvssktzTmUzmN2T/Xb00Ue3TLgjjzyyZaH5TpabIIyjYxZcICswO/DAA9tMP4eHc/DqV7+6kVecQKQc8goh96pXvaphKGBA/HnXlltu2cri0L/2ta9t9wswZFMI6qYN8icRV3gg4fxw2N/0pjc1ohHBOBv55h2ekREEBziZzV/sTJ5J2lb3FgLzQYBuCJqRZfvuu2+b+d91112n1ks6f+aZZ3Zvfetbm104/PDDb7Qv86nnTM96n+BMBu6aa67ZMlNl4a5KOnrZZZc1u3zGGWe04FvbZPksBPmG+EEevfzlL2/ExW677daWtblkPL/5zW9uS7MOO+ywRsxNutQt5JtsFsso99prr5sQVNm/SobUQhNMiyFvKZPeIEUQofrBpMy05JsyjUvKFIgjw1/ykpe0TB9j52KQb3mnjEcTcPwE4/d8yDdyQk7f+c53dgcffHDLmpTpuFiXcZkvg7hEypjIW5VId7ppQkRWpO1D+E3I6je84Q2rJPnGzhkv+Ij8w1e84hXN1vHB+J8mgWGyzz77tAmW+VzGO3JKhpSHKDYRhTwnQ/PNJp6kblZXnHXWWd0ee+zRPfe5z20+qaX+dRUChUAhUAgUAjc3BPjCVmcam4866qib+JG3+N2Xvx0XEA7uijxwwZIVxJv91QRpsg2yaa1gKMsXkG+CZA6y7y0L4jwLnjniAlkBxgEHHNCyLtyHfJK9JpPMTJ3vBdmWqyDlwIJ8ExCrhywxDoVlAwI8M5mILNl4yLdplk4IVJRtuQBsZeFxmmSBmMGcbemP9u+3334tI3Am8k35lgBoA8dImwSHgiBO0Uyz+Rw5Dhyhkalivx6YqaMfTp0ZXXU3iwtz2YE+z/s414JcpGT21htXztwnS0YdEKmWbSBMZckgSwVH2uKdnE0OpoDXd4J6ezJpp/6U5cjphYG6eU671d++QLPtkzdJfRfy3gSviGez6IIVpG8CwPRfP7PDM9nvivNvOZbP4IaEkJXTXzrlOwEAXTFbrSxy575+1otll5Z92xPKM4hb7yeb+gGu8EUU0ZF+9pJ+0x9m58mfcgUb973vfafOSunjrL3e7x30gU7DC8k+JN/IsfvYEgE6mVFnRA1dCMlF9tWXnAsUBY3kReZb9iUjN2SxT7jDEk72BIOZ8mV0aC+bMZeckVlEvwkDy2UtSRoVgGuH/tJu9kId6Bn70+9f+sOmIZ7oBaz0HeJIP43SfRiqB7mTteR/Mkc29J3ntAlRCCPlqgPc6SL5US9LZ9XTc4hEOsoG+A6e3hFyhuwsBPnGDslIlnEio8SyLv3koveW9O2///4tK8p4MGm2TZ98IzMG05kyjSe1BbDKPqX2g/I/fdP/MCVb+hzO3j3sa31LF+m9ZWcwp6PuGxKBdFj/0RP64FLuRRdd1EgBejMk37Sd/lpCp8/puDGBLM1ESqV/X/ziF7cxdaHJN0S7NhiDyRas9O+QfBt3jIULnVemcY/fIZtu5513bmMFjMgzfeuPOeQXJvwKfUAfyIXxW1/OlUFIT72XD6JsWYL0bLjM1XvopD7O3rT6mDyoW/o5/UuH2SJjtP6y9No4wPYOL8+oNxlUPvvFXuXEVb/ZI+WMGmP5ZrHF/THW+9g+8iaTUNabv8nGCSec0Eiahcx8ozPqz/54R/pL29QRvn0ySp3dz26TGxmxMCXbw0mP4BqfRJnGDf0LY/+z9cr3N1lQJjsTzPUhkvuYY45p9yEfvW+SK0s76av3Ivgsu3bttNNOTee1m8yyA2kvHSZnnqMzymEfyQ89HkXSecYY4hn+hP/JAvkmb0h1Y6J6sO3kzb3aR44R4MYcskQOtLVvM+mwZ/zwcegx2Xef+xdzqfckmNe9hUAhUAgUAoXApAgsy2WnKi3gOPfcc5szg2DqL5OclnwT+CEkOEcCAk4hp5NTaLDntCTzTfaEoMN3MiUQOYJus+HS+jnpHC7ByqTkG+eHM2Q2mJOfzAnOOIeGsysLgSM4ajmW9nPe4DMT+SZoUzbCNEtVPScw5fRyuoYX59ISBjO0HG0X54ljpG7K5FBxvPQLgkKwyMnk9CWw9h79teOOO7alD5PuIZRZVE46BxBZoN84ehw1+HF81cOyDt+p8ymnnNIc6hCCiFL1y7Iq9eKEI1JlGaxsGxIjrMijDCjypb7k0m/f+VvdEdEhF3wn6OHYy4QUPGl/MiUFgS972ctaIK8fEUyCRVk8nHfPJwgnz0972tOa/HmXgOm4445rAYr+hjPHWp8grvWH58mpvQR9R5YF9jKc1IdMJFuVnmy33XbNMRcQTnPRR/JsCbX6q4NAKjIKP7PuWXaKkLAPlaCAzglWgyVsLDWX8Uqesjxd1o53uD+bxtMDmJBr+Mue9T+9QPyQMfe7j3yqJx2jaw5OmGn/Oc8js+idZywXIqN9ws7niGhL6+AuuHR5v/3S6AA9I88JKi35Yx/oJVnQTwJMOqNO+iwXfbM8k0wIXmNzyIp+JzveYZk9WbNnk0wz2OpT2UHkkj2jh4I1dVEny/LZB5gL/NSDjiIcBKjzJd+0DamaOsmCFmyHYGQv1FUmJNuHSJ00CyvkGxJPUGtvtxzgQ46R1rCdNGAkJ/oVbsYiwSl5gLtA17tgTN+UjTikn8jOEEtspGfpmfJC/Mr4tvRWOXRSmYJk4wG9YRfdTz7Yde9ANvXJNwGyez1Dr8gkLNhzY6D6wHp4hXwzMUX2F4J8CwGCbDCxBjfvUSdt8D+buOeeezb7QobpI703DiYrcTjG0mc4IL7pMF0k437oSPauIs8Z742BynMvu6tOyvBOuHrGQSLsCr9hpgxWtpptojP61dLB4YEd7Jv2agO/xXtc+pk+skXsGBzIJFmwFJHcpL/cT0bZXhOG2kIm9CVbnbHD/+rqN3nRHmMBn4gcybRiIzLGKtPYos0mQ8kKuSS3GWPpIWJMO9zHzvChTG4uBPnGNpq40Aby7f36xudsF9+NHBrvkcX6n32K3sAsE5Pkh10n19ob+65csmGyk6643/fZisBziH02PvjlRFc40iOEKD1iXzfeeOOG26SHs4QklcFrrCKj2uIiA/RAXWAvg5Icekb9Dz300KbD2gQjP+rLRhi72XHyom1sibbCSL/lc2VpFz+AntEd4xG/i6/gOe9g78mAMRkeCGvjWjL9yANbSq5ho4/IhvvZE3baOFWHgk3jIdUzhUAhUAgUAkuNwLIk3wzEglEEhMCPY9ofiEO+cUI4T7JFDOAcCw6A4Bl5lEwHgYWMGM4DAk22mUFe0CZA5pB5zt+cQo4p8o2jxUESOHISBLqICCcRCugEcdOQbxwfwYJsPHVBAMjEEShybDnZiAwBY5ba9gVpnMw3bUWyyFhQd+3jTHmXAFRg3L9yWAUnVj043Zx0wYEMGoEI7DhsZvY5ssgVTilH33cw1Q79pg+Qb7IpfDfJlb2hOPt+LMkhBwI+gaegK9k3ZnwFFRw6ZINAhgPovRy+yIrggCNs3ydBi1nfSZefTdKGae7lTHPQZW5qK4daoKv/4AlvhKK9mQT9IXH1gWc43oI95A2iwzP6RrAjQ4pzniBAdod+kaFA/n0OQw6yJd7eTUbJuf4UWHG0PUMXfc+5FwTQO0tsBIKcdXWhvxxv7+Wskz8BJMcceUEOJyVlk+VDRhFRZI0OCg4EGOREGwRbId8QS5Z1Sfslu97LKLpf+8jxC1/4wkYgwVlw6Du2QUABM0RGNl7XFnIOtwR5AhuBRMgt7RZkIafdRw8E46OI9GS9wdk9gsT+/nI5iAFJpT70gOwKVGTqeIf6vPSlL21BDiyU5SADExjqjizQNv+TB/aUbSH/bB0b4aACei7oIVvaAAcy5x5LCE0IIAwEZshVmQ6CLFgL6t2LVBPQsxEmBrL3Tz87h02ReUxW5ku+kQnBt6WlypMFTUaTzRE7iAQks+w6kmOS5aEh3xA5bGMyVpSRTFoBtT3fJtm7jv4KnhE/ZIjshqglP/qXvTPeaKP66wMBs34gc4h6RIC+T4ayfqGbAnz6rI50mN4IlOmN+71f5glZZxtlqoV8Y4MROeTCmEcujH9sLznxfiQXXRvuo7cYmW/K1C5yDTN9LPtIf6i/cdT4LSsxe8OOM8ZqL9yMJ+ybZ9hN9o780jd6wg7ATdkhr+geefd+/W+M5GvQJ/U1hhufRmVa0mt6wt7TNXqKzIrcslHsMtvF1ilP+zL+0SH+ifK33nrr9g7yo3/tY0sWjQXKI0d8ARMMts1gk8gEm4A4RFjL0PK5e9LH7AjbkmX3ynB/f4xF9Kin8dUPfUOqGWPpST9Dm60zUcHvWQjyje5rg/LIKP3IJJPP6ZXxSTYsQo0d5BfCiC7DzIQr+TXxSL7otKw8/hGbT28QjsbYZAFqE0yNN/obzuyY8tJ/+oYv51n36GsTOvBEcrOXk24rAGfjOvxD6JF74xCbrh3GVMQbHDLRRK75DepNj41hfA31U559jpGOyVSk39rDDyXXmVxmK4yP/GFbvmgLXYRDsgiNC3wX+JGlHFjkveTbpQ+Uzx8gz8Y9eNFBYw6bZcz0exI7PY3PVc8UAoVAIVAIFAILjcCyI99SYYGFgZuzyynsD8IhVJAKnCCBnqDTPRzHLI8xO5dlpwcddFALugVenAuOloAD0SAg5ViayeuTb8riYAjqzNQl24qTjRTyexryTT04ZAgKvzliCZAFsLKNOJayObRtuHn0OOTbkFjjRGorMsTvIfmmHpaywoHj7B4OuqVinHnBGnJlvXXX61a7+2qN6BEQwhjeAhWkEGdKUCLI9Q6OJswnvWAkEEKw2oyaM8bR5+gKDJFHAjEkBOfa8ib9KFg5/vjjG7kg80DgpA0+55iqb5ZOTFqnxbxfe8kyksjeKfDjRHN8yalASKAd8pC8cFgFYQJ3wTAHm75womV9IGsE8U4+E1wpRzAt4PO8dwg+BOECbRk4ghWZY4jLXJxwG9kL0siEgA/hjeTTR4I+gRbnmnNuP0JBCEJOYCi41Tf6knOOAPOOSU+GVAaCVXvpB3IBEYHwEISov75GtIR8o8OCD/Uim8gNgS8iSiDoO4GvoDTZMQJI9kdf0Hm/s6fkUAbUQ0AqMEEGCHo9ry/JpyDHARAIx+EyPc8iPWFPpuE6PFlVwMrW2GcMCUPHBDfaLFhRN8HY61//+haAqac+R5CxW7II2A9BEmzgT3cFP3mX8ukYIkOWkiBfoOmZZMMlY1H7ySr9Q+aTHfqn7QmEvdf96jPMBvPsQpJvbCGbyUYp29JTJFEyB/W1wJw9gI0JGbZikiw177AsMye0skFkXdlZNkWu9PM0S8kE/shNeCNREUsJ+MkEG0qW6CZ9gqtgl0zQCfJOpwTfgnz9IvuJDme7BP2OKGIP6Q0MXPqC3rAvJmVCvsFMewXIiGmfZ9kx3SAv7I+DiQTJ/UzNhSbfcuAQ+6Mdxhq2xXhN5oyjCJhk5LCBxgVjGtmmQ/0xlm7IDFWuMdbYljGWrdPXsELoavtMGUqwZmPZXgQCW+2diBrjDbKOTUY8DK9MqNBJe8q6p28fyBx5kHWGtNHv2syGsRWIJQQ2WSQfbIP+QATqM/LIvmojG8PWBSfjOKyMEfwaGLDH6oF4pxsIRCSVtpPJECnqlDGWTCBtyBSZQL4hJtmDUWPsQpNvWU6JNNZ/8NEPcDTW0SG2wUScsdSYxGchK2RU35js0EY207jILvI16II2wIB+IMq8R/nay4ekH/qPzsOwT76ZFEbg+px8+NE/JjWNBd476eRTX4b0K7zVQd20Cfk4vBB2/DM+kYmSHOSjvfwMsq7f+b30CbFmjCVb2qPNyjUeJKOdbXA/G5htRUxykS/btrCD/MeZ9nxjs+ggXfNOPmnw4uMYF9k99mtSgnIxfbQquxAoBAqBQqAQGAeBZUW+ZbaXI8dh5BSbPR7unRLyzYxsgtZkiySTxMBuBrNPvgGMs8iZtWyT88BR9L/gnCPA2UXiCUI5IoIajhriwP+CDd8LcDi3HFCOLGeIQ83py9KQfgdxUjhznETPczA4HGYeOcEcG06SuiQLSQAwatlmlp1yYDjScx24gAyYi3xDFiSY4xxyZJMhxEnlfD3/ec/vtvgdMfe76rfvOLKe8Z3sIWSXuiFkOK/IyQQG4whr/56Qb/qYkyn45LCSBd8JWAWYHGP9LNiHrzoJ0jiaPufgcjCRM7JwkBfTOnRZ6kUe/D28ECKCj2RJqac+JqNZ3tl/Rj20JwdgIGrIFYca6Yt4JaPIEgER+eKoalv24BFUcfCzWTqCYaZLRiBsEM8cW05ySG31RPoKShFySJ0h+cYxFuzRBY71cK8Ysq+f9Ingnmz2HXABnT5D7iBDBDKTXHRaEAEf8kVOExjTe3JCP32eAxf0gf5CEAqMybly3I+Ao2/qod7ZPzDkmywqsu2398wkN9mnK3sSCmwEWwI05QvmBCPDDBgkFeJOPUwwIBWG76C3+kzfJJDP3jn6jLzrD+3Vp2ySgEvZAuXsZcXOyCpA2rBFMhfop79l+uh3OoIoz1543gM7uLDF/aWziCD97Bl9IYCTASFoQxCoyygiim1kaxcq841eKQ/5JrgdZr5lmTX7hAxhE5CXk5Bv6iywzNJQy7SU5XP4w5JMZc+0SWQ6xJIDAwT1iA44I8kFweqLWCGfJkaMXwghcmOsimyxE3SZ7OpjGWn6z2SD8mT6IAqiN8n6ZXPolLGG3hjPyHzIOjJEtvoTYOQ7hwQg8OHR39tzoZedahOSHDYhUMkpG5hsWNk73iv4z4ELwzGW7mtvf4y1YT15CBEyCflG9uiZMuk+/YrO0Sn6rs4I8P6lXvQaaZ7lvkivvj3NISLaRadlk6UPyAyyA+Giz/WZ8drnsFIHddIWbVU3th8RtfvuuzdiI2Q5OTLGGmMQQ9nPEpkKT76N8SDkqvLpm/HBOITMNn6ZnGHfYW9cGWUrF5p8S+abyR66we4Yn5DvZJ4d5LP5DDHKBsr+hBu/jr66L3rDDpvYgYGVEnw14xU/i57BOe2CDXIPDnxP9/XJN31hXGAnkU1kw4SFeupP/iW8p73GJd+y5YDxD/50l1zE10S+s9MwhBNM9aN20Re2x3hNXvSzCQdlIneTOa0NId/IF8J/NvJN3U30qA859R448W9MAqgDeTberchDI6bti3quECgECoFCoBAYchgm5x3qudIfuJBlOIJ8Dg2yBAkxTD0P+YZ0GPfABZlvyuFwCbwAYhaQo8hRNlsc8k09zOwJ3GTFCGIs/eC8Ce4RZeoY8o3jysGyDxUnl8M3vDiEAifv4FBwhszKawNHnEODiBHEZF8RgQEnZzhDuhiZb9pmyU4CPNkU6sk502bBN5Ivs/gh3zzD6UWyIVw4vDAQsHFifT4pyQK7PvkGJwRENvn1PXLD7L/gVF2RTwJQjpy+Ehx6hoMIR/0j8EzGxzRmgjONGJZdoLzhJZMIQSgw1I8cVQGWTEDO6fDSr0gL2VL6Pvu3qb+2ITHJgjaQnyxjgrfys1+UGXt95PvZZtMRJTAR8AmaBUq5OLw5Qdj7lNkn3xCYAhdOsaB/mI2pv+AjGJNNkXr3ddc9dAp5oC/Ud5KLbCLeyIMgSV9mb6/IA73uH7hAF5GNMEXO6TdBBJ1WF3WSFSMAhWkCMeQDIke/wCz7+bjflXbBjY7IBBLI6mflux8eglU6kL3P0l7lyFyTfeAeuA4zF9ghhJaJAvVRlxCE/X7TRsGOH4GSgFv2DbkXbAmcZYOwe4JGgajv2CJt9jyikP3SBsS2d+fQEiQqYlAgnnarM3lBFiPrZA4iCH2mXwWrow4l0G7BO3u8EMtO1ZP9lqVEPpBIgsiQS+RQMMl2WUKF5PL9JMuZvINdc8GyTyyQISRkJmP6pPU4st0n3xAwSEI6jBBjN8gz8oO8kxf2QkAs8BcwO903fRO7KbB2yqKAll0gN/SXHiAe6E2CWuMQXVfvEPjeT57Jv4kgY2y/zZkkI0dIPtj27UHIN8SRyaP57vlGj2SYIT9kgHkn4lgfwk979SsbYNxO5ts4YyzSCB5zkW/a7Cf7s/rbe+kZ4hpOLuQgnfJukyfqRX/6FxtEB5A6xgrk3HALBMS6spGJZDj7Z/XLobd8EH3N5mU7BtmfiDZlsI/6D07sQsiRkMeIOsSyNiBtcyCNTGlZxfQ4y6mjM4ik6Dq50ff0DqEy2xi70OQbLNhfDi77zofjm9FJ7WZPkZb0w5jJFiLKdjmlAAAgAElEQVShEf9sNPK2bwdgZMzWXvrmb6Sa9sLNuNW3396n/fohmW9sbPZ7Gx60o25w8pxJYX07ySRAv+/HJd/YLQSXdhu/c0hWxhJ+n/Y6sMTEHj0nnzmEJXu5wZlsu5dPTKZzCJF6zZT5lvGyP2aSE+OMCQYTGuRbffwox0QXW0SuJ1nGP469rXsKgUKgECgECoHFRiAchlVJKz35xtnhmHBKLRNA2ozK5MkeIxyjSck3ZJsZZA6AAITjKHtIEMyh57y7Qr5Z5idoS0Zb9kHjRHHukvkmGBUEcmYT1Mfh4OBlPy4BSzJeBFYCVMsCtdXMqVlJgQ+iYDbyTUC+kJlvMBVsITdgIyhAIMi+4EQKeDiMyX4J+aYNSK8sZV0M8g3xIPNDP+QUyASNgktLtiyDFFAIHpAhnGWfcybhJJiQhWC2ftqLfAqy9FEI0pTFiUZwICI4+t6bDIecHNsnbshENhg2qyz4IkMcZeRYNqmXuSS4QI7IspGlwSn1HsG1oEMglCzPUadkpo4caiQTghI2ApNcZJYeCNKRLIKxXMkG0Q/6WfbgKKdY8IcMQAwIPMnQcNNkuKg7HcyhEeP2h+UugoicXtknG8kDYpRecNyT+YZwRJRz9hGjZBjppB50TJvpfZYwh3xTVj/zjR1CjtIN/eh/vwWsdABGiHJBSfY6okvKR5gMyTcBGzy1CWGGVBgG4Monb4JFWUsOPUDC9rFXX23xbu0gl/Bh7OGbQ0/orewhsoLE6ZNv7JEgjAywTzIQclKt4EtABGuEbTJ31Q0JLYBKHQX92sWeWbo+6pTXhc58Izv0C4lCNmTAmeTIuCHghzN7Tv9l/dDPSS5kpDKQQIgdAWguOq6P4eqd6jHJ1Sff2C9ELZ1BhMoCoU/0BRmAXCRL7CBiRlYbYksf51RFMopk0FZBNPtojNHfIfP0ZWTIeKX+xlLyZTwzxnm/Z+iVYHu4ZJq9015yp959EmGhM9+Ul0MzTMCQQ5NB2TyeHWTPyL6JAX3kGTo/1xg7Dvmm7cqm+/4OYQ0f2JFz5Dn7AhP2FWFPr5BRQ/KN/smCgq0MUfgNM8W8i09Cbuk1u88u9y+6r9+RJohb5do6gj4i9LK3aZZmmxiBEx3wTmM1XWe7PO++nOiJ9DdewJj9Yc9jnzLGGnOU555xxtjFIN+0gQ1VB2SQftceYyZ/DPEuM9OYoN/oqUxhmW99kj646kt+HdKYXFmGCk9ZWP3xMtmw+jkknTFbH7Cd7K0y+raaDCHV1cE76HTs6SQ2w73jkm/6k49gLCNDxhnjMqILbvSDz0BuTHTDUf+yIerGFmTPOvYHpvCFh9UGsQszZb4ZD9jN2At1N7bSHeQ1QpOsssn8n2Tms1HeUeTbpJJR9xcChUAhUAgsNQJiJLGJBKUlId84dBwSQSrnTeAwKiPCfQZ5zrBB3+DL4ZvpGHSB8zSZb4iDfvAEIAFkyDfOu884vdk8mIPQnyHNxuIyu7LnW5YZcAZHLTvVDrOxnAmzjzIlOF+CJE4MAqa/j5Ngb0VmvnEM7aGHbNNWTheHicOv/YKs/imM8yXfkEqcewEip7B/+iKlCWvMUUYEyazhRMOJrHAcZX4gpQi3QIMj6Dsz1ZbDakMyVmRRClLn48xlCSO5GLXslONOxpNBlUwvDuio++FLJnI/hxdhgzBCsCXjQN9weMkMYpHDLPsFWSIIl/WD8PF5NpvPyWj6U3CWfVUEEzId6KEl19k8HGbkjR7YUwqmQ/KN0yyYFDCO0ktBiCwa9UESCXgEywnMZabIBPTObAo9iYFETCKWkDzZpwaZSl4FBohDxHX2rkIkqbPPYSjAQLwJ0vQJuXK/z/qZb2QG2cVg6k+/6YGAVGaXvkSSCGC1B+FHfi3bE3AlG4/sCraQQUPyjVFmw+Ao846tG5UFIQBkn2SK5QATgUpO4sseTN7rB8ZIKHJhvx7BlkCQbGaJJFsc8o0+ICkQpuTVfmACcX0paELYKMvf7FX/ABjBdAIppKb2ICAQEdozKrtsoTPfyA8Sg0yTZ+3Vbv3hXeSCvGjjIYcccuPS9cgde5EDRdgWpPDw9Gp7NykDtmRf+9I25IVlpzJV2TFERf8iK4JMJIAAlZ1SfvQn5BvcyZMsspBv3ot8Q86GfCNLlvfrSzbCdzJoZHHrS4QPnfddiCr9LwAnR/BBXmUrB/UykaT+COvs+YZ01S42mtyZ3Mi+qnTJEj02mB0RzC/mnm8hWNTbeIH0ycEHSCp1NY7KmMlpp3wJxBgd9J3sp1Fj7JB8y3Jq/U1e9BddYxdhBH/jtXpYmsgm0F+TEt4PByQ3EphswLNPvsGOLCKuETDK6i/fi+yw3wgkk16IObY0kw3kmtyYqNR+YzP7Dwf+izEgGZ5kidyxZ4hachbyjVzKIjau+IxN5Xtl31xyhJQ19vouS/ynHWMXmnxTD20w7rG5ZJQe0Dn2yvvoD3tv0hW5pL0+Mz5Ff4y/MGVHkKI5AENfGDvs+2Zy1JiYLSXIV5ZrG4PoCr+WPBkT2D9y199qwASHiSC2VlahcSM65V3G8+wjaOLEGK/MUePCOORbnH82iR3nE3mvsmFEdsmEd6gLfNh9csQmqDs5Qij7nMzzTYyH7I4JzmwrkbGdjiLxjXeIYb4yX9aYz6eGNZmCKTmVHZuTWtkumbkIPnpXmW+TeEd1byFQCBQChcDKgoDxd0mXnZp5syyH02PQFxhznIcOBSfSoMsx8X1OZRoGcBrEqZJCr1yOlaA6wR6HQvApnZ1DbDkGooczrSz7UQgYEixwKLJkQcBmwOfUCeQE6DLfkBGcO+/mhHAmvEPGl/YI3idZPsAJUwaHhzOUvbE45gIuQQOCTh04fZwUdefwmZXkeHGOBE6CXc9n7zABHAcn+8J4F0dUeZxHThOHX5DJIRJoc/61FWliOYx+klnACeVYcso4q7BWj5y6xVE1U6kMOAsCBIDJ2OB8CVT1Z46ypxg5WVU7c/qigLm/pC7km6CTA4xYkFFjtjob9iIF4Gf2XXZIAlrBhkATucKh098cQoTPJMvNVqQSa69g1vIP7TIbLNDTX/rBUl7Ofg7GsFTK5wI9jr/gUGBNHjjN7qMDnGUOrsCNXCAp6A15gKc+0x+cZNkLZsEFaPqMTCQTgl6SDfqQgyy8h+MeXSJzCEQkrmwB+iTDIMQq4lDASJ7Ii+V0k1zqEyIEoS+gEvjTV2Uj5rxfoCqYZBOyfAZZgHgXnNFV2SlwFpSoh0CCPgs0tAceZBvuvkM8wxim+kRASu7hK6ghVwIG/eJ5+Aq0vBf26kSn6FMyd7VBHQXvoyYkYMMmaAMbR+6RyORYfci5dquXtpEZWJB9JC65RzogXwRHgmlkmf5mW5C77AVSASmLeJDlpM+QjfDWXnKhfuyDADy2ji3UfjpKTgSPgjX2sr8/nHbEZiAkcjgGmy8bRx3IEuyHy5nHkY8cfEDuYIqk13ZYhFi0v5LAEHHZl1cYynp0HzvLTuivPpmEnFO28Ym9IVvZQwo+dIrd0wfw61/KF4yz1/pAQJ6TBd0HYwQhQolsIN+MNWQZTrI/yHj2fFM37SMLCGNlkx8/MLcUnVwjdxAxGRv0PTtBLkNEhAhyv36J3hjPfIdMJUtkW9ZPMoW8Q3nGYYQdmXQZa7Q3p3YLpI0zMIWtdhlbhrIxVx9nzFcXOJpIoGv6UnsQ4upKf5FViCK2McT4cIw1Ppkk6I+x2VReG5SHxGOjlAVrGJEDMmT8pEP6RN+rB+KHPdB++qIM45HP6UM2p+eMsYEILmUPD5MKFpnMQ3R4N33Xx2wnHcl4AMtMcvB96BOZQphmGaF30nvl6As23HfZKoP+sgXamwOe2AL1ZFuMSfq4b6PGHWP1HZ+FrMBbnyCo+GHGGNiRiZkOtZhNNug9O87P0290g+1SpvfCiN9HnukVH0If0gP+qPdrF9nUn/AzzsGCPwJzdoEtJfP6Moe18L3gaZyDpTL1hXv5k7EHxld+lvqRC7aWLUTKmrDo+43aQu/JOfvLJqhLsse1ST31Df2kg+qgDD4Qf8tz8AyhaDw0Sc0X0vfsIqz5BzlsxXOeN654l88tlfEuNk2btS1Et6xYsshPCLmoPkg7/jNCTv+SFzj7nB+L9KQT2deWXeGDGH/Zalhqu0k2faNf+Z3ZMmEuO1HfFwKFQCFQCBQCKwMCS06+cRQEsZxdzoxZ+uEpeGbhOGZmwwQoCBsB+6hAjGPJIZK6L/BxDyfGQM2p4YwgdWQKyUTghHKcOJ/AEERwDNTF/4J5ziCHg4Mss4FTJ02fs4HQUIbAmUOc9nCilCEQU+YkJ1cl4OKwCRY5Q0gPOHCIBUIyWsxmc7Y5+5yW7ANGsJAuHDqOk8CB06Q+2sb58Q4EQo6lR8DJlvAu+8QI9GAMa+1OMAcnF4LBO7Ocw/3qw1GCOfKTcy6Q4Vwm80ZQyoHkGPqcY4oUyKmXyubUcVKRasgxwSQyYxT5JnNBX3OoOXpIRv3jOY5mnOr+ckskACJL4MqRy8lZM52+tTIpqiBfH2ib9iabQv8JYjjPgi1OqQATDmRYJhPZ5CTDCAb6VBkca/KLZKVnAqroWjIJzfp7VkBInjm8nGFBJAJJAIfEFsiQF31Lj5Hk/cCJDtJLwbA+EIRkCSCChpySBQQeeZ3koq+ChgRE/vfubOCsDTAQBMsaIFfaRA/IpLqRz+x9JoDMXnzkVOAmgHOPQIiMCwbUk357t/LUXwCLTPBOJJt3kGtt1Wa2gy2jx7CkNwI9AZxsDRl3sNCfAvCZDnPQNv1O19RHmbD3o49TJ/aPvVMOnVS+PqO32ShbOepLLpDVAjsBWZah6m/YaW/2ICRf3pUNyof7JLGzgk3EnPcjKkPC9/s2+2MJcD3jnfTYvYI0pLGACxE3zQVv9o0eCAQFoLCDD/xlYvT3CPQO38ND5oxxAybIJIRln3yDl8kS9+hPNpfc6Qs2mO1Rd88ND9VQPl2QCUXWELX0i4xlPBHMCpDJmO9gTIeMW+SR3OhPZII2sPGwRspqLzz1EXmEA1tBL91HV5VHd+m9d9GbbEivbTDKWCJIJhPsv2eMOQgmYxObxEZrN1kn0zJAjSdpp0xkZWorOdQPcNXHZFH59GfSi6wgEmTNkFNjELzogHez88Y84yXC0Xv8P+4YaxxEzJMdY6vluvRFP7EbyDLjX/abg6Exjl0hy/SFTHin9sPTc+QhJ1zSLQQMe8p+s58zke7wybJ2/gwiFkGRLFb46md6yT9gl3NgD3nT5+SePdAmfUYHfZZl7sZUbaC7+kn/+O1Z7fWT7Rr6J1uqG9xl0CJbvJfflIMc+n2r30xw8EPYI/ZZ/5Eduq7ebCAyZ5IJTO+ITCCytI0eakPIGv2nnvxD45r30Q/EtAkoNp4M6TvyDSMY8/eMT7BWrrojjGAOD7ZBH7MF3gGb7Pmm7BDn9FH/J/vQ+IcUQwYjOslD/4KPSV1leY+Mtf6ev9pr/HaPesmS0wYXGWMD2Af+lueRW+qH/DK5Ql7IGz8gPhRSNLLNznifshFl7jcWwBROsNFuNgAppx3e6fKduvCb2a4+TuwGnwWm+pi+kGmTef4nc2Rd2RmflMvGIdmtvJhmUmZSG1P3FwKFQCFQCBQCC4HAkpNvHD+BIwfAwJ+NxfsZSNngldNi8DfYCmJHZSll03sBuKCBI8RBloHG0fIuAQBnihMpqOPwcVp8xjkXlHOY4kCbnbPszjs54BwThAanxGw/p8HngiUOUhw3TpUgx+zd8ETWuTpP2cgJQZ3ZWDgpj4PIKePIcODVifOoLWZlBWCjLg5RcEDGKU+wpW0csOGlPI6vQMtvM7kCOYEBB1F7sqeOgEKwxRFLViJShhPtcxeH13vVQR/kVCxOFIyQFdnjC46CCU6tugkwh0t7k/kmu8O7PK8eiEmOGOKQw65fsmwzbcwpdwIlDjVHMct75uqXpfpeeznziDeZMNokqFH/OKhkkWNNPvrLZ8kSp1+gTD7hJBDRrxxqxGiITe8hV/SRfHC0lSUQE7Ca/U5miqCJTpLF4bJZgQWygX4Nl+llqTkyRL04+HQZ0ecdAgRByTRZiGSHveDgI7zodfbpUQ/yyy4IhOklB979yHXPwDgZndknC2b0BVYCd5+zJXQNSYnk0H71FyhqQ3/vQEGQIDZ7Pma5NsJTMCHocslgEqAKwNWdrUMSzpUJpM8E8voMpkgZQaQgSr/RH0RaAiE6hUCw1Ixdo4vkgc1jg5EYcCBHyOsQ9eoJS/2t/TnoQz3186h6kk+2WEaXAFx5yJhh38LIBAzbrOz+5Z3KFyDntFZyqR2jlmsrm8zqb+3Rn1nirR/oQYJS5ck0Y7eGh1V4RtvZSM+xX+yQfhvWXz/qX21lt7WBvaZj6j5qTy5tZB9DYiMyLU2WXeRZbdM/CDGkJLlJNii51sfkGDEMN7aPbCJctIkusNvIsdSJjUXmkuPh6YvaEL1hW9hR9ScbAmJ66nky6p36ny6ROT/kg26rE1tEF9QXVuobkmjUgUOw0F8hoKexs1lGZ3wh3+TDuKO/6G8IXfbFmI3gQhAZY6PjwzGWHpBrpDjb5x1wNzbBla1k6/QZ2TDehCjni7ANMsC9Wx1id4Od8smoMci76aR+gx3CZBzCCbmKqDBmpg9yOmmyx8i2vslScPfqO+Ubt+m+fmHT3GfsZDMQrMYc9oxdQDCpnz5OVq6+Hu7fmJO/ZYjNNsbSE/hot3cNLzZVXRCycNWnMFNXfTG8tAee+oz8kmlkVZaaZnVA/EK+B5mjC2lD9qU1/uk3euU7ukWP2VP+T+wKTBHJ7AS7BGt2BY7GN1fIN3+TOXpGZ93vfeRBH5AxNn/URCDs+Z3I06wm6J8qzpawFwho+pstNYIRPcwKgZx+DMNMvLJx7LDxgN7QD/6lMRPu+ps8sa1sdfDNfqDkV7kwdR+96MuvPoMnolI9XbIKkXRsZJ+oY6+Sma8PvVN99BM7yWf3mffwf4f7oU5jP+qZQqAQKAQKgUJgRSCw5OTbOI3kUAqOBSnZEBv5cHO5OI4znZC1IjDwfntKIQQ4VmYpOU2cz2SHcJQ4ZBw3e3fM59TQcdrUJ99y2mkyV7LJ/LAcdfVcMqQsixBUaA8CYRqyZ5y6LuQ92S+QU5vT15Q/JBhneicHXfsFE6M2vO8/5z7EHSe3v/fMQrbHO/ptWug+EIDAaqbMsWFbyG/uH6cuWerj3mSCzoSPduZn1N6CvhNYyGLyt2BeNs1c/TSTnPt8rnbTbT/um+ne6Iw2+nE/OdLeUXIRPXOvgBEZIlNCBlkmTqaVoSyXt0xK8Eo+h0F4yGhBmWAzQV3emawO/+cE6WnrM3xOwC2YRegiKASFc/XBQr17tnKi9+RuHEJnUr3x7hCh+n2cdyxmu/syOE5dphljPQMn/Ttqj8u0LzbOvbPZaQQmP8fYihCai3Qf4pf3ZGJxNnxD2MNmNvuSMiPDyLLZbN1wjLXMHLlnEs/4PI5Nnane6oLkMuGBcBxFvOsH70HUy+CLXGqnd9NPP/4ex4f0zrxnHDtMz/IuRLxMLzYKIdYnu4M/YtL37BA7NZscLaa+pGzYqJv+nklvhjLBnur3ufSgX39yFNmbTT+Vq06TjMkrAqd6RyFQCBQChUAhMC0CmSxesgMXxqk4B8Wsq6BGdsi0J0CN866656YIEBAz9jnlNXu0DR0mfSTjT/AgS0Am2mJeo8i37Eky6r2Z+U4AZAbZvj2WkAjSh0s8FrPuVXYhMAqB6BrZtBTHTP+QOFoOyLEXgtAsZ7QPl0wbe2BZYjifQ00EYgJve9zJ9BO4jroE/JaIyvCa9NTc5YBx1XHVQ0DWmcwsE0IyVschDVcmFGYaY2Vzyiyf7xjLPlrmLwNfdm8mbfoY5IAaS6plVC3Vpa4mHezJh2iyrLNPvi1Vveq9hUAhUAgUAoVAIbC0CITDsH/qkpx2Ok7zOVk5JbSIt3EQW9h7ONVOdrM0xNID+5FYEpNUf8tALMOx55R7beSNCFvMa1LyTdYex11mkSUsltLITrEnjay32jNkMXuryh4XAbZOsJbMxOUUgCdT0j6MllvJ2rNsyTIjy6EtOZXNM9/sFwScjLqZlp7BGn45ZGZlyDwbt//rvpsvAnycZKEudQbUNL1gubxDfyxRpO+LMcZa8mvclm016mJb+CWW9y7lUkR2HPk2U+bbNPjWM4VAIVAIFAKFQCGw/BFYFplvyx/m5d0CQmKfEnsPWfaRPcNyiEQC4ew3ZJbbniGLddmDBdnnoIXsGWYfI0tNZLHZt28Y4NsThyNsf5nMwNtk3abWsmTmQwgsVjur3EJguSEg480SdUS8IJmu2SvNKZD2QRpnqddya3PVtxAoBLqW9S7Dqz/G2ms3h+fcXMZY+5Wxf8hH2YyIOD6JPVBl4spovrlgUXpRCBQChUAhUAgUAjdFYFns+VadtvQImGm2KbWNrB0AYUNfn8kqySbVCDCZcQLuxXQuzazb7N+G15a7utTDZsg24B21obv6mpkXIHCG1VVQYCnIfJbBLX3PVA0KgZUHAbqV0wttoE6/bB5vr8hx9yVceVpTNSkECoFxEagx9v+QskUK38SelHyk7EHr4AgHC0x6ive4+Nd9hUAhUAgUAoVAIbDyI1Dk28rfRytVDS2NQXhZamoJCNLLxuL2qbE/1WKSbgEip5XaHycnI2aTdXUZlV1D0NXbyVyWrTmVa3ga10oFdFWmEFimCAg4neJnj05LPxFwtfRzmXZmVbsQGBOBGmP/DyjZv05A5W/wVXIACR/JSazLcUnxmCJQtxUChUAhUAgUAoXAHAgsKPl22mmntX1+ZB/VVQgUAoVAIVAIFAKFQCFQCBQChUAhUAgUAoVAIVAI3NwRQL7ZluKAAw7oDj744DYxl+sWv/vyt+MC9J3vfKdztLolf5YY1VUIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCFQCNzcEUCvXXXVVd3RRx/d7b777m3l4FTkm/19bDL70Ic+tHvKU55yc8e12l8IFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCFQCHRZdrrvvvt2Rx555PSZb8i3k046qZFvW2yxRUFbCBQChUAhUAgUAoVAIVAIFAKFQCFQCBQChUAhUAjc7BEo8u1mLwIFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCFQCBQChcBiIYB8++pXv9ol8+1ud7vbja+aaM+3FZ35lu3oxj1d8ze/+U07dWqc+5XtfidojnP/tJ3jPZOWP+4z7su9k75j2vbUc4VAIVAIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAI3RWBZkm+//vWvu29/+9vtSPe73/3u3eqrr/57/eqI9+uvv7675ppruh/+8IfdDTfc0N3qVrfq7njHO974zO1ud7sbn/vlL3/Z/eAHP2hHxP/0pz9tZed+5XvP7W9/+4nJslECp/7f+ta3OoSl4+fXXnvtWcvVSe51qIU6W9o76rj6X/3qV60Nl19+eff973+/+8UvftHd9ra37e5973t3a621VrfGGmuU/BcChUAhUAgUAoVAIVAIFAKFQCFQCBQChUAhUAisQARCvu23337LY883GWkItTPOOKP7yU9+0k5WfdKTnnQTyNzzox/9qLvsssu6z33uczcSdTLA7nKXu3QPetCDug022KBbd911GzkFBGTeBRdc0F100UWNrEOQyXy7853v3K2zzjrt/vXWW6/dP59L3a6++uruhBNO6D72sY91W221VfeiF72oEX0zXcjAD3zgA93HP/7xVvdXv/rVrV79C3moDZ/4xCe6k08+ufvud7/bCMfb3OY2jazbdtttu6c//entRI3KhJtPD9azhUAhUAgUAoVAIVAIFAKFQCFQCBQChUAhUAiMj8CyyXxTUYTYdddd151zzjmNZLrDHe7QyKtNNtmkEWW5kE6f+cxnujPPPLP7+c9/3r6///3v3/3sZz/rvvSlL3Vf+9rXOutrn/3sZzdiSrnIvE996lONrHryk5/c3ete92pZZF/84he7K664onvwgx/cbbfddi1LbdpLZpo6eNe73/3uRpY9//nP7175yld2t771rW9SrPbK3pO9pl5Ow5DR9rSnPa3ba6+9utVWW+3G+9175ZVXNoLuiCOO6O573/t222+/fXef+9yntRdWCLe9996722yzzVob6yoECoFCoBAoBAqBQqAQKAQKgUKgECgECoFCoBBYfASWxYELKvnjH/+4ZbGdd955bfmlJaWywEaRb0gtWWWIs4022qgRVpZpKkdWG2JOOTLakF+uU045pbvwwgu7Bz7wgd0OO+zQyC1ZajLITjvttPbc5ptv3srrE33jdhGCTzkIsvPPP7+79tprG8G38847jyTftO/iiy/ujjrqqNZu2X53vetdG6k2JN8QdAi9t7/97Y2sO+igg1rbLFG1/PTUU0/tjjnmmO4Rj3hE98Y3vrEtP52mDeO2te4rBAqBQqAQKAQKgUKgECgECoFCoBAoBAqBQqAQ+D8Elk3mmyWmyLFvfOMbbd+2Sy+9tLvlLW/ZMrmGmW/2RzvrrLNa1hfCDEGXZZ2yz5BysuJkllnCaSkpkg3Bp2yZY7lf1ptlnDLWttxyy7bMdZrLuxBkn/3sZ1sWmnKddIHoG5X5JmPvy1/+cnf88ce3DD/32ifucY973O+Rb4jB4447rnvve9/bsvb23HPP1g4Em/YiG9/2tre1jD+/H/awh817+ew0GNQzhUAhUAgUAoVAIVAIFAKFQCFQCBQChUAhUAjc3BBYNnu+IZFkcSGlZKSdfvrpbc83xNuQfJM1hoBzPyLtfve7342ZXkgwpNyHPvShzj5pe+yxRztIwec5EdVvZTh8QZbaJZdc0srZeuutuwc84AFTyUgOTbAXnfd++MMfbmScpayjyDeZctp31VVXNfLtgx/8YFtuizgbZlum9cQAACAASURBVL5p57HHHtu9//3vbwTha17zmra0NHu7yaB7xzve0dr8lre8pdt4443b3nd1FQKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCFQCCwuAssm860PA7IJ0eT3KPLNvRqGRJP91T9gQAab7DOHFyDUdtlll7Y804WA+973vteWe8qEs+ebvdQs9/QeWWWIuvleSD3LQB26MBP51n+Her31rW9ty1btUTck37QJOfeud72rLWW1tBThaKmtU1u1155xn/zkJ7sDDzyw22abbdrprXUVAoVAIVAIFAKFQCFQCBQChUAhUAgUAoVAIVAILC4Cqyz5Ngo2RJTlmw4wsIRTlpg93JBULtl1lrXaL873MtQQW/aBQ7w99rGPXZCMsZBv9n97xjOeMTLzbRT5JnPtIQ95yO+Rb8g5GXoOcbA/3I477tg94QlPaCeiIijPPffc7sQTT2yZfPvvv3/bN+4e97jH4kpWlV4IFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCFw455v++23X0uOkuSV6xa/Y+Z+Oy5GlnmedNJJLTNriy22mPUxxYbYQhyNumSYyUjL3mv9e8bJfBuW6X3f/OY328mfX//617v11luvkVAa3M+Mc2CBjLef/vSn7bclp1/5yldapph2Pf7xj5/3YQXTZL45eAH5NirzTVvtV4dUPOywwxpxqH2WlsrkcwCF72FdmW/jSnTdVwgUAoVAIVAIFAKFQCFQCBQChUAhUAgUAoXA/BFYksw3BJfN/2V+OSzA8tD+Zamofcks9VxzzTV/r5XTkG+XX355O9HUHmqPfOQju2233bYt0ZzruuGGG1omnKWb9773vbuddtrpJgzlXM+P+h759p73vKctO12IzLe8A67ap50XXXRRp+6y9iyvdUKsU0+Rc7CVFVdXIVAIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFwOIigHzDS+27774rLvPNYQIIKEskHSowJN+cYirDa5111hlJEo1LvmkcAgoR5XRTy0qdFurE0nve8543ZtUhAC03deqpAxXudKc73Yi6Mj7/+c93Z599dnv+ec97Xnef+9znJtlyk3bRYmS+qYO6quN1113X9npL4qL62w9OJp/0xrXXXrsdyFBXIVAIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFwOIisCSZbyGJEG/IouFlGagTPi09nXbZKUIPSXfBBRd05513XlvC+sQnPrFlvVlCagkmEhDRhpyyHFU22Oabb97IqVzqZzmnMtQH+bb66qvfSL4pR1aZE1SRXptuumkrf1S9U+ZC7/mmXEtNZefJfHvWs57Vst1ufetbN1Lxfe97XzuswR53L3/5y1vmnuzCugqBQqAQKAQKgUKgECgECoFCoBAoBAqBQqAQKAQWF4GQbyt0z7dpmoRM+/nPf9796Ec/ahlcH/nIR9o+Zg5BkM0ma2211VZrhycg1exzhni78MIL2/5y7nNYwd3udrdGktmjTnbY1ltv3V166aVtqaYsuQ033LDbYIMNGinn+yuuuKL79Kc/3d65/vrrt/v7J57KmnNy6rHHHttdf/313Ute8pJus802G7k01XuvvfbadpKqJaCWsyL7nvOc57T3yca74x3v2IgxHeP97vWc012dVrrWWmt1u+66a2uHZbCec7+2OnDhC1/4Qrfbbru1zMEctqD+yEyfa1sOmJimH+qZQqAQKAQKgUKgECgECoFCoBAoBAqBQqAQKAQKgfERWJLMt/Gr9//vRGw5qdQSUoch2DPOHmcIKFleiDd7mck6c0IpwumjH/1od/XVV7d94ywnRdC5fO8gAkTX7rvv3v53Iuhll13WWfKKBJMFp3zPI+U8j5hbd911b7LkVDlOEj300EMbObjXXnuNPE0UeWiZ7TnnnNNdeeWV7RAHxJ5yZeOtscYa3TbbbNM9/OEPb1l6iDfZbPbFu+aaa7qLL764ZbUh3RBo6v7MZz6zEYIIOJl3CECk3mMe85jWZhl2yD5lIw3tL6fs/gET0/RFPVMIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCEwHgLLgnxTSUtUkVfnn3/+TfYzQyRZ4mkpJTIKGSc7TsabH8tGh3vKeSb7u+2www5teSaSTQacH4SVbDlEHDLPyaEIsvvf//7ts/6FmPOek08+uWWo7bLLLo1A62fHuV82HmLMiaWWqQ4PkrWU9bnPfW73pCc9qZFpiDwnrR5xxBGtPv1TYdVf9toLXvCClmWnjvCxfNYSU8SediPoHvWoR3VPfepTuyc/+ckt+62uQqAQKAQKgUKgECgECoFCoBAoBAqBQqAQKAQKgRWHwLJZdrqiIEGSIdQQaQg6hBWia7lkiyHdLJHVBllyiLwhYbiisKz3FAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCFwc0dgWWS+rehO6melLRfSrY+R+vtR9+VY/xXd3/W+QqAQKAQKgUKgECgECoFCoBAoBAqBQqAQKAQWCwEczeWXX97tu+++3ZFHHnmTcwJu8bsvfzvuix1gcNJJJ7WN/rfYYotxH6v7CoFCoBAoBAqBQqAQKAQKgUKgECgECoFCoBAoBAqBVRaBynxbZbu2GlYIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCGw1AjUnm9L3QP1/kKgECgECoFCoBAoBAqBQqAQKAQKgUKgECgECoFVFoHKfFtlu7YaVggUAoVAIVAIFAKFQCFQCBQChUAhUAgUAoVAIbDUCCwo+Xbqqad26623Xvcnf/InS92uen8hUAgUAoVAIVAIFAKFQCFQCBQChUAhUAgUAoVAIbDkCCDfvva1r3UHHHBAd8ghh8zvwIWzzz67W3vttbsNN9xwyRtWFSgECoFCoBAoBAqBQqAQKAQKgUKgECgECoFCoBAoBJYaAeTbVVdd1R199NHd7rvv3t3pTne6sUoTn3Z68skndw95yEO6pzzlKUvdrnp/IVAIFAKFQCFQCBQChUAhUAgUAoVAIVAIFAKFQCGw5Agg3y6//PLuDW94Q3f44YfPL/PtpJNO6h760Id2W2yxxZI3rCpQCBQChUAhUAgUAoVAIVAIFAKFQCFQCBQChUAhUAgsNQIh3/bee+/uqKOO6u52t7vdWKWJM9+Winz75S9/2X3ve9/rbne723V3vvOduz/8wz9calzr/YXAKofAL37xi+5nP/tZ9+tf/7q7173utcq1rxpUCBQCv4/Ab37zm+7nP/95G2Pvec97tnH2D/7gDwqqQqAQKAQKgUKgECgECoFCoBCYAIFlT74h3q6++uruk5/8ZLfuuuu2zLv+2tkJsKhbC4FCYAYE/vd//7f75je/2X3lK1/pbn3rW6/S2a2M4i1ucYtFkQVlIzOUXwTGokBchS4wAj/96U9bevzFF1/cDlNCvLMBq+q1mPq/MmHGDqWtZYtWpp6puhQChUAhUAgUAoXAqorAsibfVP6HP/xhd8EFF3SnnXZa98xnPrN79KMf3bJzEHIydQS5ZuoRcwiE7373u90PfvCD5nTe8pa37NZcc83uuuuuazP7t7rVrbo11liju//9739j9pzA49vf/nZ7Rkbd3e9+9xY8//d//3eTCc/f+9737u5whzu0MpGBV155ZbvfpbwHPOABi5qNpz7f//73u29961ud+ua64x3v2N3vfvdrddDWma5f/epX3TXXXNOwEVi5/7a3ve2qKvMrrF1wJQdf//rXO3/3+2O5BTvk6lOf+lT3+c9/vunSX/zFX6wwHFfki+jvV7/61fZKunCPe9xjQV5/ww03NB2joz/+8Y8beXHf+9632RqTBdPKA91nv5CibJj/+5dyZQM/6EEPmtd7FgSEMQvRBvLmJKDrr7++2S44sbW3uc1txizl/98Gl+985zvtJ/jE1rOPbPdCXhkHEFb62v+rr756GweMRcvpMmYaz84666wmu89//vNbO1ZF8o1+XnvttU3GHvzgBzd/YFW6yKFx6L/+67+aLSKb/ufX3PWud232zo/2z3fywbtkSNM576LHZCZ6UP7FqiRZ1ZZCoBAoBAqBQqAQGBeBZU2+ce4EaB/5yEcaGbbLLrt0d7nLXTrLX0844YTuG9/4RnP4HALxmte8phMAn3jiid3HP/7x9jciDWGnjEsvvbQ521tttVX3t3/7ty3QA85nP/vZ7l3velf3H//xH+0z3//P//xP96EPfaiV8bSnPa3bcccdu0c84hGN3OPY/vM//3O7H9myzTbbtHr11/OO2znj3ocwOO+887pjjjmmu+SSS1qAiXgUJD3nOc/ptttuu1kDzB/96Efd8ccf373//e/v/uzP/qzbdtttW7Bb1/wQENyQA8cIC0IQIC94wQuaTMwneCVnP/nJT5q8CuYXe5l1jMQ555zTyO5nPOMZ3cMe9rD5gbMSPs2eOH3GBpgw3WGHHRYkw0+Ay76YIDjjjDPaxIAAd6ONNuqe/exndxtssEELfqcJeOk5nX/1q1/dglxEVYg85ZGzhz/84d3LXvayRprOR+5WVJexr1/+8pe7f/qnf2q/tYPe6A82eNJLnxoT2Dd9oZ9hZG9Stnm99dabtMhZ76ef9MQR4p/5zGca8SBj7CUveUn3wAc+cF7vUhZ7rx8XmjQcVTETWRdeeGH30Y9+tOm8sQGZO42szqvhi/wwXPkGSEbj5qte9arWzlXpIjf8k3/9139tEyn+pmts0X3uc59uk0026f7yL/+yW2utteZNEtMzY96xxx7b3mUC8/a3v317xz/8wz80/2JFypB2IuHZR3oz22TkqtTn1ZZCoBAoBAqBQqAQWLkQEFdL9Nhnn32W355vCAjBzcc+9rFu44037p761Ke2oOSiiy5qZNKZZ57ZHL4XvehFjSTTWATCcccd15bQ/Omf/mkjzgRniCsZdDLnXve617VgiQN58MEHNwcSQSVYU5bP999//+7888/v1l577e6FL3xhI7kEdQLs/fbbrzmb7veduk2TsTGuqCDbtEFWkiwF7Tz77LMbIfnXf/3XLXAV3I+63CtoRxBpJzzcvyqSK+PiuVD3cfgFOMhhwT+i5HnPe17rE3I5zSWwl+X4L//yLy2AIVvzDejnqoegTfBNrwSmz3rWs6au/1zvWqrv6RCy9Igjjuje8573NKKKrj/96U+fd5B4xRVXdG9+85vb0ngZNewUcoYdWmeddZqNcEL0NCSqrDc2UEaSsh73uMe17JJcgsw/+qM/anJismFFBrzT9mVknA1j2z/96U83UkAbp5F1WXSXXXZZK0fZbCXM2G6k5BOe8IRpqzqjTaX7xhpkDvLBu1772tc2InTaS91PP/30Nllke4Utt9xy0UkEE1j6wW9E5WJncU+LzXyeo/smrw499NBG9tL5Pffcs1tttdXmU+xK96xxnm0zOfj4xz++2RxZ+3yVc889t2Hw3Oc+t/v7v//7ZkumtRV8CvsDHnnkkd273/3uNrmAyCS3bJzJjQ033HDqbN9pgP3P//zPNumKvNe/q1rfToNJPVMIFAKFQCFQCBQCKx4BfhKf6PWvf/3yIt9UXEDFaeToITUs4xJsmsU+9dRT2wyvJV2cak6mbAfLsziggiIzsDLfLDWRZfGJT3yi3Scz6RWveEUjpfbdd98bs9iQdbvttlsjt3bfffcWzPmbMyeIQ7C5X5CNGNx+++1bAG9p07SO7LgigRBE7iBKBGlIQwGmLKXZyDflIw1hKCg1A25T7cUkC8dt03K/L8t8kDqCOYqGRJgP+aafyT05RBDttNNOLZBazAuhi1T27s0337xbf/31V2jgtJht00fkXkbaKaec0oJvRLsMjRe/+MXzJt9g9o53vKOVjXijizIg6ShC1iSB4JT9kqE76RXyDTFigkHwjOjp2xsBL7J3OWV7sEmyrj7wgQ80Oy7jGEbTkG/IFWSYTGUXu4i8lgFjDFho8s07yJVMG6S18UYW9B577DEv8k39TZKY9EGm/t3f/d2ikuDqjzj83Oc+18awP//zP2/vW+yxbFIdmPZ+7ZM1+s53vrO10bJa/WRyYVUj38ijiaC3vvWtTZ8QbPwTPhPd4BeZdDTuI4mf+MQnTu0DZEXCK1/5yrYk3m8rA/hl6sE+rejl1yeffHKbYJXVx677XVchUAgUAoVAIVAIFAIrGoFlm/kmm8FMrRlNs7RIJllvAgPOn2Whb3/72xv5xuG07FPwaf8twZCsOEtLPId4skToi1/8YpsRtc+T/znmyrB8QuaY2VrLu4D2j//4jy1lEMkmm0FWhswSpJ33KDOZcsisSS/BueDzS1/6UiMBkWraIouF8zpb5pT2y75DAlomNIp8U77MuOxBpU1xjBGQMznHHHVkJUKGMy0TwlJfS+l8LqDVH9l3D+GJ0FN370N0ZCmwDJ1plsFpn3c5AADhCHfBIcz1lXZ4J5ySTeQ7M/wyjtRJfZAdcPC57z2n3epPXqbd80fb7Z8HE2XqM+Qu8k0AG/ItATrCR2AkGLQXjrqTKX2cJYS+Ux75hb2sAplvsl8sm3OfZxFy/boL2JWNsKMz2mT2HwGkn+ciZJBHso/omWdkbcF7eJEFsmSfK3W1b6C6kP1hRhestUNfkScBr2AIOQX/UcG9fvMMXPW5IJH80AtZQHSWXNAV+Ki3tiJrfKdPyIt6Kh8G+oUc+BxJYnmderMNvkNozSfzTf9qo0A+ZLyAN7oLqze+8Y2tTvbQ891c/THEPeTbzjvv3J63ZJ48LARBAltZe+quj/SNPo6cqTfdQW7BmTz1L/0hS5Pc6xffkyHyMyrLjyy4j7ySW/0rGxl5Se5GZb5lT8XovXfQHXZopn30jBtvectbmu1ZSPKNzJFTNk69yJg+RrDCzNYHyXyDGSxllNEH/7OjbBL9z55YPie7li3rB9mS7AUC3MRR9ufyDBuon1zZC9D4wW5Ez9xDL8dZsqrvZQux2yaeRpHu7KfJBWOlduhXYwJ50J7+RW+1mR4juMko+0Be6d1MMkEe6DRZctFnuqWvkUd0mB6wcbDS9owJ2qk/Ih/Zd9PeZuQbrjCFIzl13x//8R8vGPlGJqIDbJd68yWyzxqshvtK6it9RnbIkfbBSB+PGpczHsIJDnwY9pRsuR9O+oJd9hmcHvnIRzYb53vv038vfelLm1ywV8i3STNxjS/q4AfmsojJ8V/91V+1MVXZcGfnY5/0FZ2PbYeXLDn3G99GyWn23CUT/TEETmwrGfceNiT6ZZJWBjoM6Y3v1QEubJIxk73Ilg70ho+R+ugn902bsT6p/1f3FwKFQCFQCBQChcCqicCy3PNNpc3Ucqg4fALk/nKeack3TqCAj5Mss81+XZanCho4omZvEXYumUecat9x+iz34qAh7QQpnEmfyU6YlHyLQypbRvCjPSHHOImPfexjW3Ze/2CIYdA7F/nGEReEWsaUwITjicwRaHE0hxdnFCayIQRR6skZ9aM8wSHHX/DC8RU4+80Z5uR7PhuQCzIRn4961KMmdmiVgViUjSUw5KxzpgUqgroEX+qRJSbq/OEPf7gFNNnAHVGR7BRLdrVfX8lOE3wkkB1X9fUTeVE3v9XFRaYQu5x7RCjyDR6w+eAHP9iyMAXtrhCA5BlxmqAF3mRBG5RrCah2k4EEDv6X+UQ+yKS2Ic3sdZX9DwWcAk39K3tms802a+0cRdZEDj3v+yc96UndYx7zmJuQkjAj62TJ/ogCcO10v7pb2iSzSJCjbXRGsCvTRKAcstz3+gvJInAMKSsw1FaEmDbQNxesXe77m7/5m/YOcmGpH+JdECpw23rrrVtmGYKNPglqkXKyBZFViAg4IZE8Tzb23nvv9qxMq/mQb7CRpbTXXnu1gFN53husvRcpKxNr0003bRkZk57U3CffZIfRX/IAawRE5GMaMk5fvu9972vL2ZUnkCZ78KO/ZJZOs41sHnIMsaD/9bO2yyYWJMPCfQJ+baVffRJXsO5eBKg+cj8dyZ529sYL+aYuvmdfLIlERsEhe9yRUbpDxkdt7L4Y5BscyLSytUW9yZDgHYmFPOkvO0V2yHxkF+gkzPxGJskuffKTn3xjVpJJHpl63oE4YefYFO3znB942tvThIOLXZTtw2ZEZ+BGz2ytAJ/ZDk6gd+wY+4EYU/ZwqR57z84hNdSLvfDjPjpHl9kAl/5ig+mxe/VVTv11j20ehkumyR/byK5oe07npPt+ZKcaBxF9wQjx413wpg/kHw6y1D2DEDW+eR9dC6nPdrIP2sz2LkTmG10hE9GBHPaR+tMhRJBJvVx8EGMsOcoY67nIhXsRSBkr3M/m0QV+i7LpDdnwPPsmIxbZFszjz5A3fRiS1bYTxmT2lBxNeggMmSYL+ostJdt0PhNCsLfPJbubzHqEJx9Em9WL/SV7xnPjjTGK7Uxd3PPv//7vDR/jjnu1i57BSX9rg/fAhv0yfrD/9NJYp7yQaHwT5CB81IkvRA7YlcgbrNkqMg1LNmzSSZJxfYi6rxAoBAqBQqAQKARWbQSWJfkmaOUcmbXmbAmw+5sjh3w7/PDDG8FhT6VkQnDIONgcN8uAkvl24IEHtns58oJNTq7fnDPlcaQ5kTLeOHvIN5kf3pvNfD0r4OT4cYZl5ExDvgkekERvetObmiOrLhxXRCMn0m9Ou33mzJoPneRxMt9CjsFCoKZ9AjWBya677vp7Sxk56hxrWRyICg4sR/YLX/hCI0IFcmbY1Qeh5jtl+/GsgCH3CMYRKYgomWCTHu4gYMgJtwI6WClD/3DaOehw0i8CCRmI3qf+6sPBFrTpG/dwtgUA6om8EGgK4MfJDol5yPpth3MIuAQdZIcDT9YEh4g9y32Qb0gB/Wi9tzol80t9BAmCEkGKPfgEQoJPJI0gRVAqoEOy2JsP7jnVV7uQxOquTwW79vgRkAno1VP/ITj0iWXRAvdRWX7wEOgI7gQngt0hkawsJILMMXVXHwG++usDOGqvd6ijz5AQMCFD2i0AzsmW7g2xnOxM+6XRK/XVzwg3MgsLJA89ERSpr88sOSfLAlAZYUg9Mie4hBtykkwg1rw/gVSykWRD6b/5km/0UF0sFUQ4KS/kSAgJWV3IAbYCsT/pgQIh3+gSeRMYJrBlm7wPwQqLSZd6wdayT2Sp/oI9OUC40EG6Tt8EvrCXxYe40G72GbHsOXVwH73Tz/53eAKSSV3pgXcgTemu99APssW2sLP0WBvZWO+izzJrBPwCY7bFRc+QDkhoNtL9Q/u40OQbEll2KD1AZJApdUIEaS+yTP/3yTckuvrDmL1EptFx7UF20Xu2CA7KVLZ72RYki75GopFTekV+4Km9dJy82wLB+IHUojtkJSdxZ/ygz6OIBHUPiY0EQW737zN+0EnjgXewvfrN2KzPsh2DPiOHZIRtdD87wR7Q42TCsRuyP8mqzz0PU0skyQf5hRGbYNxHptFhYxUbAyOySu+N8cqBIZzYd3rGxhlLjflsQn8fVLovm1ib1WW+5Jv6I5Lf+973NgITPrHTdML4pU+MB/rCRY68P5ME0Rv9rgwyDiOkIl12v4Ol6BncEXTaxDbSA/qDvGLjTYKEgM/kJf+GfNIlmV70hMzwX2baI3Y2d9g7jRfKUme2ln6THXJGJ8hs9uZVFl20uoDc60cyRA8Q6sYwfWUZcLIDya/xIOMpe6dfPYOoRfwa1/kVxhXbCcBbed5hzFSHtE+5/Ef9Q5fcwxck03SWzLF13ss2GZNt9ZBJhlU7PKjWFQKFQCFQCBQChcBCI7AsybfsQSXI4yBx2vqZHSHfkA4J9kIucKCQF2Y+ZaSEfDvooIOaw88x4zRzSDldgjhOroDCDD3yzeU3h1ewaZaXk8fx879AiCPIeZ6GfBMICLA41X5zPgURyeyxiTFH+W1ve1vLQBnuzzYO+dYXJMEQZ9YyOxksfg/3EeNMC66RbQIb7UKwIQ4OO+ywhhviTuDJYRVsC5AEMQgX3yFBYYggsXxXACQ4Q4ZMeoXs8m57uehH5StLsIYMsrSM028vG58LggU2AlnLg7VDEKOvtIPzjQybdGN6dcneXv/2b//WMBD4IbvImyBSwOA+2XbJfCM/ssrg417EhvsFRTKiyAH8ZGmECEQ8ZImQgAG51M+c6OOItNBfiEVEF4JKAC14TdAsmNAXgvy+DuXERthqmzogCfrLhN0DN/JI5nKyLt2S3WKvRXqj7530qA0CQySYZwXgAl39IghDUiEOBdSIPmUKqmWE6UeYCuTIncBKVgOSR3ApYET6wQcZSz8F7EgbOik4Q0QKwuk9vIdZZgtNvsGNPAguYYB8Eyzm8j7BuR+BtWWJkxLRCBUkCNnXds+zFewD2wFv/U5O+hmF4+qbAF6/IH5lS2mDfkUSsEsCV32MPNNPAmuECt0jp/5nT/QfQgcWMpbJkn0y1Vf96R0b7bRl5CtZkTnDLiP7yJbMNziRF0SO7QP0I31CMMFbWUgufYtEJbfD7LeFJt/UU3vhkOWxiBYBv/Yir9nVPvmGTDEZQJbZIaQrGaVvsEWwwM1Ykou9cNCPvkC0wW/UMrgsy0NGIdn1kb5nFxH9dID+IZv0wxAf37mP/Sav2jQk3Y2PqSs9Zk/1ZSYzyDR7p77smgsZg3RCeCC+2VvlHHXUUQ07n1n6aBz1LNuOpDROyEZGLpERckUm2TQyqA2u2GC4ajOClxx5x8tf/vKGJfllD4aZoItBvhln9IE+0lc5RZRPAjvjeQhH9ScTiB99BgtybRw1iWIiERawpmewQHIh7Nn06CLils3k+7D7sEPwDck3WePGAFiSK9ixxewmf2o+J9qyQ+y/9yqHvZU1NorkdZ/x11hF5skb/VY3Exf6jB6rE5kgkyZb6BeZMK7zf5DBVh0YF0yeKau/bFZ59vbLISv9SZC+PWa7vJftVL73qI8xnI3jL/C7jC3TbJkxrt2t+wqBQqAQKAQKgUJg1URg2ZFvAnKOQKB0CwAAIABJREFUEIIMkZNlVv3u4UgKYDisCDSOKacpy6GytEmw2yfflCHQ4LwKGgSxgkLOMKcv5JtybCLMaeXUIueQKwIPyz05gyeeeGILDkK+ce4RKwIboA8vjqnn/M7yEE6sd3AEOewyogQSyBmz+4IoJNlweSSMnCgmgBLIznXgwjjkm/cigtRHIGy2XjsQR5zjLNPbcsutflf//1s+GfJN/ZADAqJsxoyE4gAjBWRWTHqFfNPHAgnBLyI2yxsF+oJLTjfyDQ4CAZlynklfqptAXkCrHuo16ZISfcpBFxQJqOBNrsicembTaX1o+Vz/wIX0scCb3PkRAJh51waYq3uW6IV8gznyzbtmIt+yPE+fCW5kAKiDchEGCFekhSAXWdEPSLMZOaJM9gRya5iVRbdkSsDO98iC7PNE3gWeyE4BFT1CnKgTPVAfMqw+2hxyDHGLqEP0uGRLyVCFiboKJukVPOidMhB2Anr9pnx9YZke0kNZiArvQNYhcvT/qCXbId8QAAKr+Wa+sUPeSQ7ZKeX1N/r2Ppk9CFi6wB6xOZNcgk4kDzlBKgjmswRfcK5vkV2W0tK/SZfAI9+UQc/1L1mTsQVbukvnkFmIMHZBvyEJ2CbEAVKmvyUA26s8EyD0xfP6g720/It+IBb6ZAqMkJfIN9+RGYQrORLgk73oGplADqoTXYbHcE+thSTf9CEiBdmkb7WXXuZCTgv62Z7+nm9shvrToWQEsu/kFLZIRfXv6zadRDD0ybeZshnpAVvR1zN9qHx9wAYgEdi8fta49qiTNqkfbBE+w+zB9DFdQwAhQWI/9A+5N8kiQxyhamxj+8krMok+I9zovfEMYY6ERP6EgIapemgjMp6esyXIQuORfs2+jfBWd0sMjX05jIa8GIfUQ98gokdll4aMRFgtROab+sjCoxf6VZYeAokNNOZotyt7IPobUWsig76Y9MuSXd8hLekJIo/eIHPpBTtHTvoZ5PpNhiTCUSakyYw++aa8yB3fBpbGRRMZ5M5z6jrtoUuTkG/xixDDMEnmKjlVJ/Wn4/wyMm3iyCSgSQUyRzbdw66xVe4hP2xP/xqHfIsMRW/4XeSSrJJpE1lwY9tMNtb+b5OMVHVvIVAIFAKFQCFQCECAr8Lf2WeffVb+0045asl6EGhzyDmJo5ZdIt8EFxxdTqtlAp7haCIUEHj9AxdkWAgeOLHeY883wT7HNcfUc4Y943tBAicXyYJ4QuAgApwyylkTNIR8QyhwLs2Ee39O3euLYDbPzyEB2dfMYRHZd05bOMTeq82CulF7ky1G5hsnXQDPGTWzzOGXhSAQlNEhiBCcc94jWIIegqVtvlNXhAQSCK6CVQF8nplEJfvkmyw3hIBANUSkGXABIuJN9pNZbE66+usbgYaMC4Hd0Ucf3eRKXQSbk16cdQEWIkyfJxtNHyUrjrwIHPoHLugny3Q487ASlKpP9msjZ8hceA/JN6SSfY1my3yDtfYidxBhAhbZAMoXbCofsQY7n0WPfK6/EQeIAQTGqAzLEGN0ybuGe8chC7wH+YV8E9SSfYSc+iAB3EN/kHb0h44J/uiVumZTdPqFRPJOZbpf+2W3JKBO/b0DuUhXEZcIITjIQhP8kolR+9yFfJOlQrbnS77pX9l2yAAZe3QgWTpkTDuQ9u5ha8jIkCiaSxbJVwJY9g1mIY/ZHPpJVmSCJAtwrjL73wtokYcCYzovE4W8yDDTHmSozBUkA8IAwUeeZQJrM5KY/cul/5BvyAR9R7YQI7KZBdn6MkEt/Miu9yMvkG+IEwQLXSOj9CUH7SR4RsDpPxMkiO6QeanDQpJv+lAmDqIAeYQY6ZNZdAOpwm73yTd1RwjIbs5+aWRaW+gBHBCMfdtIV7IVAZ3KpMeo/oSBOhk/jF/RM8SV8YPMIG7Yu3596TGSwViF4EGODg/S0Ga6ZHxF8Kp3P8vI90g/GWzqaOLFe2VZWSZJ/9lLfeQeOq6v6SmdzRJiNty9MpG0AfHhPYgV9WJLh9sDaDebSV6Vh6CBM3JXtpz/Z8oWXMhlp/pEXcgaW5ftAuim7DT6bgILKQY/7Wcjybt2s0/9SSD9Qp9NttETv42tcDH+Kidjn7Lga4xlT+jKkHyL3cgEDbzYWIQnPaebk2bhRg4nId+MSQhP7dYWz/LV6IsxWTvZL+S7y/cmFcmn3znUyDP6lkyQjSHBOi75BnvkN70xXuegK3pJb9gbftdMcjSJba17C4FCoBAoBAqBQuDmh0A4DH4fLsKWGLlu8bsvfz9FawaMzKRziARnAqXFuDhCnFnECedH4DAqk2OaAxdCvgkgzZprD1KA8yoAyDLS/rLT7AGCVOIocpBlrph1FoAipGS+cbbdKxDO6Vx9aHPqm9lUgYVMKYGTJSguS6cs2+BQcjYFbBzE2ci3hc58U39BNydW4CZjQuCEEFFfRIUMw8w4J/MNYYf0ylLWxSDfkBcy3/qBpGWyyCOBmGBFkC9LgnOdTCDBuQBQhoI+4uQPA/Vx5FibEK7IAe1HcgjEQ74hgxAMMj2QgAgBfS7olrEkqBKMIQ8FPLCmS5ZPWRI6inwbZr6ReeXAXTAtSJURJahBRNNLARhyUCBBvsg1GYVdn3zTn4Jqzwp+yB89Gy7VErAJ/Mg7IrWf/QI3dRF0I+4Q5QIXgTSy00VvlK9suo1Y8Bt+2hzyDU4w8X4BON2UxQNPpA083Z8lnYJ/WAjk9YG+kGmFCNFHgvJRJ/kt9LJT9UAC6kMBtiBYEBkcySL90E9IQkHvqAMCZpNBci5LEiFF/+hayiB3CA+6h6SgB5Mu8Ua+GRgEyerHNrIDAmXt0X9D8g0Rh+xANGY5Ytpg8gHhqF6WEaszfMgb4ko/hgwi08pCEskcjH65V5v0Vzag78umz5WBWCb3w+ywhSTf1NHYAQNEGb3sE6iIBfJuLEG+hYBGQJJHckE3EF0IBBMTMvdMwvQnM+CXZaf6O+SbtmXj/JxIi/RxD9vnQkawL0g0/Wj8YFuQZ32bCTeTPggYEwHsBbkZyqT7jAPGODZA32jH0D7AQdvITOTIGMjGKlvfIMLgkIyzPvlGZ5FI9MjlXdkjjl7Rd3advxF9Vjeyx+axbchhRCE7wNbSj1GZzd5Bzhdqzzf1hSFbxRbBEPZwoAPkX52RrDJGjUPsH3ISWa2/+nuOsqXaQC6Q2my47HxLeckVuxLnzXgEN/qqrGSoej/8+Siw72fMs/nJEJRlxg+SaTjNNS75xj7Rb+OQfmOntdtEk/pnnz7tCPnmGRMpGQ/IK5kwHpik9G72HXnYJ/1HkW/eyX7SIXKon+DJPrnINfk3PnkHf4JeFfk2jVTUM4VAIVAIFAKFQCGQ+JgvIwZcEvJN8MIZ9cNB5XyNOvGPc8xRkrXEaUIIcA5HLY2YD/kmwEOC5eL0IiFCvgkOfJbMN8GjuvQDD8EdxxEhkWWn6s8Zz9LTofhpR2Z8EXQCJFl06mNfrmyYjogwKytIWJGZbwI/TikctIWDLGDIRv4CPIFN9kGZL/km+0NbBQX2DOrvlRXBtRREEMuxxh7DySbWWdpq3xuZZfackfmjzskGk/0kGM1SKIGzIGhS8kNd0rcCb8GWDZkttdKfIRsRfciWnHYqSED6WVKpboIFZAXZJ+cIMQQcOeuTb8rLfjrJHERAWCIjyCRfSA19QQ4F/uoEHzgm00Qg4Tu4ygwN+abfBBrIXQGitgieRy1vIxNkFPmZ0zy9Nxc5RpAJ8rJ5vGVzMhW1GUbaQPbphkwfARDSQeYbnVKGd8BSpojgUxvdL+CyN542CDCRebn0icAOyYC01i64wkF23aiT/BaafMs7Zajos+y9ls2+ySY8YC/YFfT266UN2kjOXYiEPkmqfPgip0xIWI7V3ywdRvRVFi/sYNTfQ8zz8JaFRq5yAEafnOiTbzJpYDcb+YZEFMCyUWxBf7N3+MpGVV9ts7yX7LrXfkqCZkSqPs7yR/2lDfSDLUROC8wRdkhLS1UROQm0M574DknBlg8PTllI8g2G6k7WyJk2mShx0Q9tk/lEzhHV8EcqISWRIfDSNwJ89lRGIZugnTLG+plv5J68yKJCasnQhLH/6SD58DnbguS2JJy9YRf1G4IBuSfDy/gyJN/UF27INyQt8hJRMyTVtJnssh8hUbUjWyYgSLJNgvqza9pFV/UP+2TMZIvIO+zYrmSWZ3m6pauIfXWhG+wIeWVH2S9lGnfIdf+AALpGxug7ewQf8uOnf8JufwxejD3f6CQ7SmfJNTISMZoJoByagyT1HTnhhCGOZXDpz9gDz8kURtixc+7nlxgn+CDKlwmsr/QjuxdbR2/5VYg3Y7j+oJdwTt+a1JCtSmaUx+4rr3+xRfqbPplQmelwmHHJN/LPZiHNyC0baPKKTJtMQC4qK+QbuXOvlQsmyxBybAVskHAmBHyXcTF7DWqDsZRMaLPMarbORKaxz9/kkf7pA3qRrSMymeG9Ps+kZ2W+VQBVCBQChUAhUAgUAtMgwJ9ZUvLNbLbZXkQExzhB9DA4RsKY7XavrCs/HLVRgYGgMxvBc3w5cRx793KiEHiyn7InkACfE+t7DqCAIQGo5TOCEfXj6CFRBBACKUEGRzWnj+kAQawA094tnEDvQJyNCvZn6jBOoX3MBFqWcflBKnGqOeCcbp3GaYeDQE3dOfUcUZ3KiXev2WTBneAEgcJh5sC7h8PtGdgKaBFSnGpt4rhysjm5yBHvtmzH7Lh+0ibvFJzJfuHUut9n8JEJCGPkmHsEyYJhDq5lTd7lc5kLAihlBnMYCibNiKtjNqv3bP/ENgGeLBFYa2f2u9IewSFSzv452XdKO7InmIBPsKF89fesAGAoT+MoVZaWWrYjEJfZoc9gqT/Ig0DS+wVJ9rUil4JH5JrAyP2CnZx0i1gVCMsCs/k2vPUhbBEispjci7DwvHsFEv0g3yw9EjgHNCCr9T0yTttlnNCLZITInBDsCGIEjggBAavPZyKrBCPwR/4J1mXkkDF6I7tOWeqOSBBU0jOZKQLIvlyrf3RQcI5w1F519Sz5I8fKp/fabl8gxJzgKcua+/1F18ksYt+7ZRchooZLTsmbfkKKsAUyUOCEACRX7temSfcCjD1gi8gFYheesim8j7zAR+aONme5XdqAPGAHZAUJSBH5cMuEQ9KWBZXkhayQB3oFf/YSCaP/yRk7RZ/7BCUiSv9FzxCiISgQEp61bFJdZLeyC8gb9c5BB5Z/IU/YDXrO/qoT4oTMKRN+SF1BMMIQsYAA0JfIP0G4CxZsGj0UgLNjZEsZMJI55tIuxBZdEzhnk3j1hJeMSDqNmGP3kDa+0yZ7jAnSYYpkUMcsB9TXo07+nc0OkLMcGoBMJNcywWBnrIFVMg8Rc/qNHJJLOoOUdX/IUrJCptkJtpEekke6D3sywebrDzLFlrElCAPypXz206QD26E+OQxBXYxn9A05w+aRO8ScsZit0j/6ku2c6cRneqIv/ZAXWLMl6gN7MkF3EabeQRaRb8Yb9dFu95pkMZ6xFd6HKNLHyCUyYbxXP7qP8NA/ZJUNMY7oX7rfJ9/oFtwRUMYCfcsHUH5/EgFO7J12Z5w3ZmW7CHaP3MJgUt0nZ2TMvmxsF73QZv3sf3bTu/StdsLQeIbYltmJpDXusZ0uusBe019Y+96ySOMouaA3/BZ1hT8Z8g66ZKwwRtB1pDVbaKLIuGccSqYzuUDO+o5MxlYEp0xmZCJE/fq6kkkRY79yZN/rL3aL3dB27Yz9Iu85WRQhmGw1/Ut+jN/kEnbepS98jiDUb2QbKYt4Z8PZG+02jhoz+pl7sOAraIvyTCjxZegt4tjEm3YhpY1D0ZuMZcpGzLFh/C6+DJ2qfd/G8ZDqnkKgECgECoFCoBAIAktOvplNTZaPQCzL7IYZIAIw2V4cek4aB2tUNo7DA8zwIjsQZu7hbPnhpHLIOVGcQ1kiAkh/I3qAIcgT9HDoMtMqOOW4mgVFDnL8kEqcVsEuZ5jD7n71lBGgrggzARLHcRInTSAgSEKmIFoQKpxWbUPMIco4uAJxAYmgmhPMmed4u7Jhv2cFM5xyjmSWhnKUBWyyAgREHN449+5Xd+3lhApwtVVgIDgTNHGmBa+CEk61vvMuzwgUZTfB3+w+p1ZgwGEVVMEG+eM5n8FHAJ3lZuqGTEBOqJc+kZrZ39spxIN+EOSoI4daPZCinGT3Iz8Ff/311L4XMFsKCk8BONJ1SH5MaibIkXojPeGNBPEumypmrzIBAUzVCU6WrAm64JJMAsGgfpQZoC8EToJM8iqo0xdIJf0NM212r3eQc3jJ6iMnsCbv6iOQIydkBz7IJn0pKBTkIw5gLxBWZ7Itc2jUEs1gI4AiEwgBWOr/BCwIYnKvvTI5/E3eEDOCboGnAI9cq7s2C6LoNnyyn6E+zP3aEJy8z3NkWgA17D+Ei0wPARV8kVPqMSRY4YAAouPaA1f2R4CrLsr1HKwnIdGDkToKCpUv8ETKytRAHiAE2Q9tHZ6eR/fJk6BX/wm09UnfltBdRDM9UDc6wHYhIJCTCCe6xw5FN1Mv9pBsyBBVDrsnUKf7LnVEHArK/S3QRZohdMm6/8knsgDZwxYJ3GEGTwQJkoduKpPM6TPPkFEyRx7VNYE9UlVQ63P1d78f7WIjvJPN0C5ypO1skGf0j/4LeSGgdi97qj5skfLZaPbVc0gxMgh7BAZ579uKcWyA8ukArPSZsYDNU399r/7KVH96rN1IJTpDl9kJ37N1dBZOSBFyEnIOfmweUpy9Q9x5D/0lRyaGcviK+3IiqPESNuSfbmX8gB/yRZ8hWhBn+kq96BiCjJ7NJO9kxzuMm+qkvp4j395Bp8ibpcT6m3xlr002zFhBjtktbfaMTDh1ogv0jW0kn8gqZXvGmEGv2Uy4yeqDaV93tJ8Ok1PjIAzJePZ9TZ8ax+Gj39hcOOozY606kCc4IO1GZePPJhvaSOeRb3QFFvRCG7VHH8MqxLt+1D9IIpgiQNUj2WlsqbGE7GT/Uv8jvRHRbCg9U2e2Mod30H0kNwzIjOwtuqA+ftxP/9h79lf5xkJ1jd2Hp3cZg9lSbSBrfvq4K599R7SSL/qmjfqU/LKnyo+d1l46oEx6IoOZLupf+PhhB+g+u4OAVU+Tkuqq/+mAcURZPiOX5DnZpOkjfWASAYlGF9SHvOsnPh27Qh5hg5AjF8rWVmMim6E+dDR+lzFnmB04jr2oewqBQqAQKAQKgULg5ovAkpNvHD/OIwees8mhE3T0A+TMzAoMBKvIJgHmqCwljhuHPWQA541TKtOA0+tdHEROGocX8cNpjOOWjdE5fMBBEpndt5SFY8iZ5eiagVUvjiUy0OcCOwEJksr9HHYBl5n5SQO6ZPqZ/RVMwkl5AhDOK+ecw6pOgkxOrqDMe0ddHOngkIwsQYe2CViHF6caUWTW2m/v47wiZrSfowp/bRbEwFmQhWhBzCENOLIcVxeH13s5vYILZcBXMAWjbKbuXg6x9+hDQZssKKRDPxAM+Yag1KdkgsMv8EC4qotnzPzr576sqDMnWlAiSMzS3pmyPCYxD4IkBG82g4YTUiunUmoPfBB+Agryog9gpf76UbBMzmEumFcvQaZ+ziXrgWyQZbIhUJalJWjNEjbtFEQgVcmxAAIOIVaRD0hIzws+kFjqJyNAxoI69pc5zoSD55EZCAi/kXvqLHhRroArWRRkRd/mXv3gXYJ/9RJUk2uBlcCXfgm29D0CSJCejdeT9STY8vcwY4mMwAh57v2WjPdP3tQe9wjMEEXkKPtLpa3Zs052IJKT3dDeUYem9J8R1PaXMLMvCKpMINAvNgPhJetjFDmP1EFie47+0kU61CdD1T8bu9MrAaX/vZutQEzQgywT7/dhMtuQFN5laTD9jR4INhFc5CHBPXLKMlD2iR2CK5nRb55TR/rsb7IQe6tO7iXzbC757uOjjBD2+kO7yISA3fvJhD5Olop2kDOyjWihd+w7O0v32WR9TbZM8AjwjQvD/lUOnSA72Tsw5OMkeq99Anv9S6fgiRATnMNRv6gLHUVQkh84qj89pxdsITJM28mL9nkeaUxGsueh5+DqudhdhIysumSAwcK4Qf6RIcZFfYJwoZeeZRvYZcSs/kAOI6vgAMO5JoxgSR9NsvhB+NAPZZow0M/qFNurTe5Tf39rJ51iD+GF+DJeaKvsU/2l72Hr+5QPJ/UlC96TE5b7/aUsY5B3sWPkcmgflCmjDDFn3FD3XOrMFnsOQRbSDI6jZMhz7CnM0gfBhey6yKh+1g/8C7aRrvT3JgupyR+K3CfD3L0yf/VfMIWN8caPPqXTxg9+jAlIpCVyiR3I3qRwNUFpPIC3dpJ5dhppRc+GEwHaTObIN1tiTGa/+uOqMvloxiT16F9sFlsue1Wf5WLLEehsHL0ht2wnGVAvMqqexjfLrF0yJY0F2kO32SL1pW9smImb4TYVcFU/NpKMe9YEVcjbrKLQv+wWvTHGkhH1gSNckH/q5NmQmpPYibq3ECgECoFCoBAoBG7eCCw5+TYO/JwdAZaZaY4kR2iavbnGedfKeA/H1w8CYtIlUQvRHo605X0CRY6zYEZgLNjwnawBwQIyz2UD6Ek3dp+0nn3yTdBuOZaAA/GWYHpYpmdc6oxwdMCCQElAkKVuk9Zjpvu9w4+6jLNkyb0CBPfPlmk2fJ9gjmwkC3G2+iNQyJD6jMpoQUTCUpArgJnm5NcsUSKn3jHbMt7ItfrMhhFcsp+UoMmPsmeyAergvSHfLEMkr/bj6i9Pm6avkSj0QKDYD9ZTlnZ7FxJruGG5PhZcIlXUfRQhNk2d8kw2zPcO5SOixpG9+bxzrmf1AZzUaRwi1/3RnUn0ILIUuZurXov1vfqnzeo/1zJ296p7JoPGrZf7owf9jOBRz881figLQUeukUdIfoTWpFme3qM9npvt2eCjn2erewicYKi9mfgZJdex7+5HvpmM4jMg3fv7p42Lcf8+pAwyjH00dgzJJe9MJrdJDPoXWUj94ROyq7+Fwkz1iWz4PvZvtvFGP3rGvSZtZAxnQnN42qlxQzvopTHTfZPo2zQYzvZM2qqPh5Nlw+fgCFMyps0w9cxcGGXs94yfccjlpfS7FhrjKq8QKAQKgUKgECgElh4BPo/JPHuCL8mBC+NAICtCNoTZTk60meNJA4Nx3rMy3xNCYUXX0Xs56JYDC3zMjA+X+XBQETeWp8n+QGbZL2sxr1HkW2RjVMArWDKLra6CDEGZffvMfGvTcKZ8Mes+W7Dlu7kC9v7z/YBzrjrPda8AU/aE/s7hDHOVOer7SWR1knu9K22YCSdBpWwQWUayi2TNIYdl0ZHJ+ZJRMmksnyPnozJgBNWwy8mmQ3wSZI5Lyk6KPzkPpiuLjQwJMUl9JpWLyMYkujMptpPcP0n959LLhbAXs72DHOcUURlAsu0We5JnmjbP9kzfviNVLHmUUczWWy4pG28+siH7SnmWR4/KFNdHyG6Zafba658kOq29nkTe+rZRf8q2kzGZJaJD8i0kd99WzAefSes6m0xPWo9JdK2P0zjv+X/t3Qm8r1O9x/HnRDdzhgZJSkohimYyk0ZpEikaaFKSRhkyVJSpCZVIhsp8NYikW6ZQ0qRChkRIaUC53Hu75716/U6Pv/8+Z+99ztn72Of71H6ds/d/PetZ67t+6zl+n/1da4217jmlQ+qJAlEgCkSBKBAFpqYCxTDsvTzPwrc6kdJ/VI5336WpOXxzv1cFC2yWzX1o2ZklXZYllfPIcklLCS3dA24ccDAe19RYejMMvlneOdLSUfvbWcYKMEmQOBi4A7ihLJ+Z1W/Bx9K2+2tZ88v40XY8m4xPdr9Best9xaExFZ+WGXGg1WmAs9tGrjVL7cRRHwRWvRI6ibdlSRL+XFFgXldAHPvFSrmyZuU8mtf6U/DQdg9+weL9bt9N73fbEfhl0OzCRPr4BRMIN8zxShOgD4Cz3Ht2If/saKx9VguAbyM532an/twbBaJAFIgCUSAKRIEoMD4F/Hf3pJ52Or5m566JVECQSGbsFcMZZS8W+zcV6AIkADjLV0CP2ndsbrWRA9K+LZa5WgokybKhtD10/IbffjqDv9W2n5E965S3Nwx3lI3uud7sLzYWV87c6lfqnT0FxKE9iZxsCICJT/uS2dxfQj6SG2X2npq7o0AUmEwF6uRjTmZ7Z3qfm/u1x5hl4PPD5d9pvxioPUfrwAP7p/m30R58tMkVBaJAFIgCUSAKRIEoMDkKBL5Nju73u6f6zb+NiC23c6iDU+os9QGt7NtjM2InB0p4/OZ/NEs6xitCnUhpA2huJxenAeebzfdt0j74fPuYSUq497RbGfDNBuRgYq77vwKWmdYm8yCxTbptwA0I14ba9/9epgdRIAr0FfAfMf4dAN7tW2ffMEu//SLG3qODhwdMVfXoYLmpX0r5d672gPNLMXu1cqzPC9srTFX9068oEAWiQBSIAlEgCsxKgcC3WSmUz++lgD21uNzsEeSkMst5uOD8Rn2ilgRzOtTyP8skXSAgwOLkOMnG4CXQtdtyHEkJdxwnVBxvUyvAQWJ7vDnB2Kl/ln8Oi4ep1ev0JgrM3wr4hQr47hdD3ul+GWTZ9/z2fvf+84sxy2NrT0rLYWnhXTi/gMj5ezak91EgCkSBKBAFosC8qsAchW/2V1pllVW6jTfeeF7tb9oVBaJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBKBAFJkwB8M1Bovvuu2/3qU99qltyySVnPHva9A//OdqWcBTZY8R+Ws961rNGe1vKRYEoEAWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSmrALxmO6wjjjii+8AHPtAtvvji44dvcb5N2ThJx6JAFIgCUSAKRIEoEAWiQBSIAlEgCkSBKBAFxqFAOd8+/OEPd5/85Cdnz/l2yimntI3sN91003E0JbdEgSgQBaJAFIiSz2h/AAAgAElEQVQCUSAKRIEoEAWiQBSIAlEgCkSBqaXAHN3zLfBtagVHehMFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoMHsK3C/hm1O8nOrlJDOnd43mRDMd9TVt2rT25arvZ0/C8d1d2+n126Km+n6w1v72e8pMZtvH1+Ox3WWMnWDnWmCBBUY9xn0Np7pGY1N0/itt/J1s60/vCHE00vya/9QZf4/paW7SdF54l46/J7kzCkSBKBAFokAUiAJRIApEgSgwMQpMOHwDzW699dbulltumQFXRurqYost1j384Q/vllpqqXsleddee2135ZVXdgsttFC38sord8stt9zQKiSIf//737sbb7yxu+2227q777673WNjuwc+8IHd3/72t27FFVdsf/71r39tifqiiy7aLbvssm397e23397uveOOO1r9Cy+8cPfQhz601fPHP/6xlV9wwQW7pZdeut0jGXXwxJ///Of2GTC4zDLLtM+U0x7t+MMf/tCeBzB5nvb4/hGPeET3kIc8pN3nMjjadtNNN7U6ldcG9+iXsg972MO6O++8s9XpZ/q3/PLLtzq1xz1/+ctfuptvvrm766672uePetSj2jP+9Kc/tfvuueee+0AJoOLBD35w98hHPrK15frrr286SLb1V1urndpmPH3uZ+6jr5/RYaRLXcZWH7RXWe3xpc1iRRlt1mexoM++d9FTGfrQVf+0W1ntoId7tFd9xkyZkS56LbLIIt2jH/3opnuV1wbtW2GFFVq/fv/738+IJ9/7TLuM/T/+8Y9W/RJLLNGeLYbVQwtx86AHPaiV9bl6jPvMzjXRJjGnT+JRXYPl9Vlc0FK8iTX9NM+UFwN1+UxZ8U2XGkNaaqPyNU+MsXL6RONqq3t85h7P8Czt1Cex5xnmDc3Flrbrg+faYFJ9BVbVpR3u64MxbTYGNDXGxsUzxVbFdX2uvfWu0Abj7j4xYW6oyzipo2JaefFac3FmY0Bf9dKCPu7rl9ce40p/fdHP8V71jhAb+j3s0hbvFM+hMa0H51n9YkJZ2psz2lyxWHXX+0J57wOaFbQ2L33VvcZZjNS7pua68VafuBbz9MoVBaJAFIgCUSAKRIEoEAWiQBSIAv9WYMLh23XXXdedcMIJ3VFHHTXDOSFx9CX5lsS6JO2rr7569/rXv7573vOe15Ln+vnHPvax7thjj22J9Jvf/Obuda973X0SPkksWHDZZZe10yR+9KMftWRecuxEVony5Zdf3u2zzz7dD3/4w+573/teA1SrrbZa94Y3vKHbbLPNup/+9KftCFifS+B9tuWWW7ZyJ510UvtTwvniF7+43SNJPeSQQ7ozzzyzJbIg10te8pLujW98YwM0EuXTTz+9O/XUU1vd+gwc2ifvF7/4RSv30pe+tEEGAwMiaNfRRx/d+gFa+Owxj3lMd9VVV3Uvf/nLu9e85jXdr371q+7444/vfvKTnzRY9p73vKdbZ511GpDwzO985zvd5z//+QY+aPre97631fONb3yj+/KXvzwD6Eig6eyLtmuvvXb3zne+s4ESx+HSUB9f8IIXdG9605taHa5zzjmntfHSSy9tyfdGG23U/vzSl77UNHKps5+Uq9PXxhtv3G233Xbd0572tJb4iwvaamvFhOSezrTfeuutu5VWWqnVBazo+xe/+MXu/PPPbyAIkKA7CCXWXvva17bxcRLvySef3I729Vz96Lsg/cxzHvvYx3Yf+chH2pifdtpprX6Q4ZnPfGa35557tnoPP/zw7mtf+1qDZ/pJJ2Nx4IEHtvLG7jnPeU6L3ac85SntuWIQtHjc4x7XxtiJwOo599xzWz8821ffxSnmtFG/6fPjH/+4aQP+0LPK6wtguO6667Z4EwPg04knntjK01V5/RATIKL2Pfe5z23t8ZnYEgvaCm4rs8MOO3QvfOEL2/df+MIX2jgrJ/7e9ra3tXao/9e//nWr1/Pf/e53N0hV88Cz11xzzTZu5p04Mu/cq/3GyjN22mmneznTaHLxxRc3TcX6E57whO4tb3lLt/7668+A1cb04IMPbuNuDIz105/+9Da33GcMC5wXQBX/2m5+mFPeIxdccMGMWADyCtYVMKfbs5/97LaXpUNlzAPlStOKzw022KC9q570pCfNeI+N9R8bgMv747Of/WwbQ+9BXy7jLD60xTvP2H33u9/tPvOZz9xnnmmbWKX9K1/5yvaOEePiVp/NA5r45YX3hfeud5N3gjaYR94tr371q9t4exeJbTFS7zdl1AvwgXJiz3uwf2rPWPuf8lEgCkSBKBAFokAUiAJRIApEgamoAE4gt/3Qhz7UHXbYYY1J1TVt+of/HG2nJYqz2vNNdSCTBwFQgAVnxRVXXNH9/Oc/bwmfBNef3/rWt1qiCUi96lWvaq4VySOoJcEHlJTzmWNaJYD9C3SSmAJ1/r7FFls0l5vOAlqeKTn99Kc/3aCEpPSss85qiS5Ys//++7eE85vf/Gb31a9+tUGHzTffvH2mvs997nMNnEjmJZzaLZkFBIAH8AjgAJYky9oOwABSQIXkn9jq0E4J/Pvf//6W7AIfQOF5553X7bbbbi0xlthzsAAL2ulzMGLHHXdssAfQPOaYY5pDDqyhCbBBV0DLc2kEptEdhDQWAAVNr7nmmqapZB084KyR3G+44YZN1oMOOqiNiZ9ts802rT3GxAVyAVVf//rXGyAANwAgYMbPwZinPvWpM2Cde7RTv7UR5AFV9Pdd73pXgxrqX2uttdoYgz+gEN1pJMmnHQiy3377tbE0NqusskoDTUCcukAUsQJUADTgAu3UA4AZh4JdwBitOIPADDGhv+4RE+AR7bTnjDPOaGW0yzjSW1v19ytf+Upzeok3X2IM3DEe2vP85z+/e9nLXtaAhnaKrR/84AfdE5/4xAbq+uBCDIkP2rziFa9oMNI4i1UxBQaXEw8Yufrqq5sOu+yyS4OCxhYsAc2e/OQnN4Anpn/2s581J6P7d9999/Zcl9hSvz6LCWMPYok/c8ZnxhosA7rAWn3+9re/3eLJz170ohe18uCRmBMP4s3PxS9wo8/aaz6CVcCm/vQvfdV/z6Q1ICTezScQT7wCeWCRWAU6PQcUAzXFPBi43nrrtfkExF9yySXd2Wef3YCRuPnlL3/ZHXfccS1mAGNt/f73v9+0oQl9xI3x85764Ac/2AC3d5f4BfrMB5peeOGFTRvx4BcCnjueS7/FlblhDIBNz3TR0JwDImlGTw5gc8zcFzveOWJOn8SDmAb4aaW9NDWXQETvDRDdfNJ38Sh+9QUUN2/cI55pYEwvuuii9q4zn80ZeoHunq3fb3/72+91as94NMg9USAKRIEoEAWiQBSIAlEgCkSBqaaA/Au72HvvvScGvnG9AFfABkgFmAAiEn5J46677togEUeaJBjo2WqrrRr0kJhKmDk1LLVyAQp77bVXS+TrUg7QkIBLPnfeeeeW3HNzSZo9mxMMwDr00EMbOPF8SSw3E2cVQSS5EmHJPAeNZJRjCUQBQNyrLCggGQbYJMOcZcoAaSAPsAY2+LlEFqwBVLi3JNfIJ5jwjne8o0EeybJ+AoA+93MggS6+1y+uJomzZBfoAgm1hy5gBGgCDAJqnGF0kCA70lZ/JfGAIocRMAEaugfkAY04qSTkAJULNFGPOgEQQKPAFeDhOeAraGUMOdUAG/BTWeNYkEd9dD3ggAOaBuClZB6U0YZtt922tYELDdA0ZoCXeKEPyKMvxgAQ4NABhAASoIyjCfihCfi2/fbbN1gHQnH9WELJMcW5V45KugJJoB04LC6BF30GQsSPI4GNH5fhkUce2eAHcOgz8akOZbRDO4FMAEWfgEJwCHyjB530CzTRJk5LcVHLfE1MMWy8QCBwSXvFrnihGWgiVoAp8aOt3HHve9/7GtSiBVBEI3qKX+MpRmhnzIEUQFM8gEh+rn/qo5n+6AcoqZ0AHcgCVol3MEss6rM41R4QypwUX4CRPosH80CfP/GJTzSoSDdj4x669i/9t8yW+838VZc5RgcuN3qKMwBInHi2NgGLwBrwZP5ouz57J3j3cLKai8afKxOE8jlgCRIbKxqC+hyeYD34537xZ67Q073mAf3oQFP6e772aXON5Vj+0dBv80nfjZ93I33Ng49+9KNNR2NFL3p6L2mvOBcfYLw5WsuIzUvtBXz9IsO8Ng/o4FmgOvBrHnDDmYPGH2j2LjCu3mnGXl3G0lwGW7XTHDfXaCsujIP3bPbWG8uop2wUiAJRIApEgSgQBaJAFIgCU12BCV92KomXwEtqX7L5Ft3Syyw9HXqc2BwuYIbEucANcMGlAoSANJI9yT4gIPmTkEtCuYo4TuqSkNeSO44fjpVK/iXREncAkGtDEsotAr4BG9oH7IAXAIpkWxnJMNACErm4UQBC7QIEJKXq5q7xPMu5/Bxg0A8JLeCnTok9xwzxfcZ9B/wo73N94iZSP/cRwMbtI9m2vIvbhyNOEgz8gQ/gWAHFcogBk6CVL8kwN4xEnJ61b5q+gJD6DpgAW2CnOvuXBB8I8nPtBJDq0g9t4nyTrIMiAAEHTYFRkOUZz3jGjHvoSn/3rrHGGi351zZx4B76g7EuUIjjBhDgiAOegBKgABSwTJRTp9yPAKrx/PjHP9700SdgAigALoESyyi57gq+GQdOQHEJGIkXAAPAA8i0wXjoN6gjhi3bBDS4zFy/+93vmpPMs4yjOmjifv0BQMRF7bPGOQZccERyrBXULJH0Awykgzg2/gAIdyDIIY446CqOjAGHUwFK9wHKYJcxBWbMG30BnTwXqBXffg6maq+5I858r92goL/rhziwRLTmG4DHXUcDcapPYDXYa06AooBPgVpzBHQFgIylNvXttv2YK5feW9/61hZX5hqY7T4uLVAMOKOzMtpEL5AKDNUv8eo+GgG+wKq5Jja0Sywou956609/9D9b7Ik1oBJ8qtjz7jHexoSe7vNM4+aqd5Pl14AYjfR/dq5aJipG9MF7onSoeukNJopzsA9INe/p7f1Yv3zwbq1fQnCxgYzqpwcdxJZfdphT5og5DNjSRgxxxKnT0mvOWOVd5os5yE0HgnO9Br7Nzqjn3igQBaJAFIgCUSAKRIEoEAWmogITDt84wjh1JLVLL7X09OM9u5bY9eGbBNPnEnWQqPaB8zPQTILIXQIySRjBGC6zcltIODmTLIcCKTiO+vuNAQtcRb6AGQm6hJzDiSDADjjE/eZ7CeogfFMHGMNhI0nVBn0DLkABrhkOLnCEE4hbiYMEmAOKanmh5BkM5HABD7h7gCBAQxKsDWAQOOKiHYeKhFxZy9tAFvDNz2gFPqqL6wcA46IDmjwHGBkPfOOE4mKr5YXcMrVHHN3BRXBL3ZJ8yfkgfAOQQAtuJn9XF0hnjLnROIvAJQAWYCmN9BkY46zh2gNB9YdLCxAssOXZEn9xo70AJhDhWSDNMPgGyFiK5z6AE5AAgwoWGTN9A+GAHy40z+TWMr7GskBEH74BNcYRsBLP4Ih7a6musRwG35SlhfYX5KAPCCImh8E3dQGoQBgHlHgH8tQFnGgvUFfwjaMPLLHkEgzkfhLzxhF8A+Zo7n7A1niCN2JyJPjmc88w5vTSf7CRe7QAp3b24Rv3J2A3GvgGkBsn4w+AA2RcZkC1sTL/uFJpIE4BJYDNONV7wdJ47jSQF6DbZJNNWly0/eAWW7y78+93tnkqPsE30LEcgd4D4hHoEqcgnDEt+KZv3kUAOKhszhqLio3x/OMhFo0HoDce+AYIiiOQUAxx93HQjgW+GS/vDLq6l6tSLJam3oves5yM4LoxnZ0DJ8ajU+6JAlEgCkSBKBAFokAUiAJRIArM6wpMOHwbFASwGgbfBpctSUQtWeP4ssSJk4dLDVDhDuPUkOi6D0QDroADSTb4MniSIneK+riU3AdEqAsQspQUNJG8AxBA3iB8AydADTDEvkiVaHNFqYc7jHNGcg8cgYAgA2cUIFRJuQHgUAHMABAJPqgAMnLxAAWAQy3LUx60kfyrr0415VwDPUAQAA4c5NKq0y79nTNqvPBN+/QN6AAbwS+QwvNAJUAUmKmDBpQDYsAMybhlle4BLyyFpAdAwzGlTwAlvd0DvoGKteRVfzlsABbPstzWElZJP3eTddPGwHI7z9AmX1xd9Cnnk3Hh9tIGIIJjilPR94BOLU/tx6hludyWdDPmYsP42MSew6zvACz4xoEHutKDQ5IbDaQD+PpXwTdjDKQCtrQCj4FhbdSnGnvxLN78vJxvIJP4AWQBbF8gGwAHHIFv4Jo5AoaJDVqaI2CRPtC1ADfYwzXInQfg0gt8A1vBzpHgG43BXoDOckmxIs77sHEYfCsgOOxF2Xe+me9AqHbWYRo0Fuf6DzaCP7XPIxDLIWt+19wHNc0RS06Bc/s3lmtRDBrrQfg2uJekd89I8E17ucAAeFCTw8/YjXcJZh++mU+g/midb96rlsaCYt6BtOFK8y70XgEowWHws+o0x5U3T/bYY482z70/9Jf2gKR46feHbt6lfhEivvv7KM7r//ilfVEgCkSBKBAFokAUiAJRIApEgYlSYJ6BbxJWMAR4kQwOJqwSerBAsg4MADAcPKAPd4sEUaLsPpAAPJOwWl4FkMwsAZbkSpo5Vuwdx1UH5gFooIy2STD7y04Jxy3nPu223AvoAUXAAIkuuKRuwEK7LaFVDlDRNq4SAKZOMwTkuIRAJYk2oGJ5JPcQ6CChrvKer446AZFzDvgAn4Ao9ykLzgAR6gVmxgvfwEcwgfuKPtpuCZq2ccNI2I2PZYYgjwtIk8Rz39BIWyXpIBX4ARAtv/zyM5YEAgIcTcAN+FbQiYOHQw0k4k4zDsBQbaIPXtlvTRvBK3UCQdoCXBoX46+NXIwATTmyAApjpM0AqtgbvMA9rkIQ1hip0zhz59USUvfoFzgMarjc59ncixxBFZ9Vf8E3ANH4ij1toaMvbQXtyhlW8M2yU64sQBNgBE0sw7Tnnr5bhg22iEPwDYSiv/ppJq7EkvjU3loWWsuHwTcgmCsU6FOO3hxTw+AbbYyxvgKHACXgWHsL9vUcz7JTc8mY6z8XpzEDecBS7kYxVfDNclbxwzUoxvrON6DOnPWOsbwUfKOfq+Bbf9kpjUeCb4PLTtVBU45CetAPnAcK+yfYjuXFPtZlp/T3zgKova8sjQa6gXoxU4deeM+JCWCY61cMmx/mmdjVD+MHvnEbWmbrXQvUiblcUSAKRIEoEAWiQBSIAlEgCkSBKDA2BSb0wIVhTRut842rRLIIulleJhnnyrCMzJI7AAZk48AB30AxSS9gNBr4Vs43gMxG9hwwXDuWGoI1XDF9+KYvQJFDDgANcA240T5wzZI0EIxbCrAAEEAwYMQeZy6JLlgBChgIrjuOGYk98MJtwsHHdQTOKA+cAFESc6DJswCG2nsL+LD3EpDEoWXfKcsyJdEchuOFb8YJJLLMlp7GAyDkHAIUueDqVFAuK/0B3wA62mknIAHScN6AcoCXfapqP64+fLPErZxvoID2AwvgG+hSe465V1sAS8tqfYEOAA0QZfztu1fLTjkKnQIKRIAVynJE2TgfoBgG30A9cIsDTL3GkAOI86p/gW9AJHeaegA+YMj4cDza56+/DLHgG7ghVoFT/QFLwA6xRcs+fOPCs/cdTQvqiAXxIa5AYy460Mj8AN+AFN8bN1BG/HApcZPpU7mzCr6ZP5yDDjaxTLr2OzN29Brc8037gU3tN24AmLGyDHVw78DBZaejcb4BneaV+QEMcmd5B+iXeWJeFHyjPfhGC9Cz73wzz8CxPnybk843cwQArZOFwTfQ02WM6DvsMo6+Bn9BoLyxsOx0NM43YNI93oGe5wIXaQwk+rs2gm/ccN4z3nViQf3eY95HnKDmbeDb2P4xTekoEAWiQBSIAlEgCkSBKBAFosBICsjVrELDmuSx/e2Xpk3/cHi2OKQ2+ylJPMErIGO0l2SQe40ra2bON0tE7WsGCHBeSfJBF0m/pNrSOj/nrvIzLiWOIEkmB85onG/uA4nAK9BCom55IegnmR2Eb9xJNkH3uSWD4AYQZS8whyEAYcCFpBhAADlAJ64koAqcclgA1xYdQBob+NPQs0E/sAjEAwJBB442gEF58A3U4yDjsgLXAB9wBhABxDhVLAUFj3xeJ3mO9cAF/ecmBK6EBYjiVFFjALJYjgc4gS70LvgmsEAZmugX8GP/NPDL9wBYLTsF3yy3NGacYn34Vs43cNI4GOu63E/n+gIVaqkoBx2AZCwqLmrcgD9jQ3+gDugatl8VrekLSChrzJQddEWBb060VSfoCdyKDTEibsVIwR5tL/hmnzBzho6eD+qKdTCQg6uWbnJ+6ZefA4qWEJqwdKIxuAtQAXFgSsE3rlCQhXNQWXHFzQkMc4dZHlpLc2vZKVDDFcc5ZV57XrnmBuGb+s1/+y5yk4GGXiqAGddc/yTT8TjfwCP7lnGhcniKZSebmiscXOa/+OovOzUPjNMw5xs4p9+ckYPwbXacb5yGIL53GdAK/Bo7QNi8AXkHX6nGm/7aXgeMVFyX861cvLM6cEGccmOKBTEAoJpjdZqsMaY/+MYRbL5Ygqs8KCx+jbc+mDPgG7BpfMV9vdfG6+Qb7b8JKRcFokAUiAJRIApEgSgQBaJAFJhqCtwvnG/lBgLUankp6CA5lRxaNiVZ5OQBc8APZYEcDjQgbPDABUvowBiAgDsH7PI92GFjf+4P8AFI4vbyPGXrtFOBwHHnOfZbk8Cqh0uFywlokfzWMkJJPSeadhaQABTBGckut1CdeMmJAnhw84FXwAkwCb7YP87zONjUYymYJZbAHLjGJQcASfTBEgm9JBvwst/VeJ1v+st1BApxoYF3YBunDDca+EIbGgFdBd/6p52CDAAFKAQS0Y8G4IzynEKWEXImgascZz5XlmMLPAKcON8soTS+QAwooA21bxmoRSd7yAEzHHug6rADF5RVN/igDfqmX+BTLSn1czEA9OgvOKh9g/uZgRecZ5b4csYBhOozhvoIFnFszey0U04tbjnONzFVBwrQv7/nG8gpXpQR2yCO9vTBSMG3/oEL4ljMiVuOTDEO0Fb/7QtonEEpYwc66q84AlqNCbjbP+2UO1M8gHKgE+hLe+4zQNH+fAW/Z+V84yzUbv02f4xjwTfx7qKPfmiTNrpHDHD8GWPxA6YC8jQxF2hEd04ywEmfANJyps2JPd/MgTpFGYQEST2Xg1U/jGkfvhkrbaoTnQdh7lj3fNMXWpkjnms+gK19t2Ufvo3mtFNAz3sI9BW73m00rfHkwDTe5i3Ib5l0DlyYav+ZkP5EgSgQBaJAFIgCUSAKRIEoMLsKzDN7vg2edtp3qkkSJbASZhvkc2RY8icxlNQCMJxDwJaEHLCxtxPYBASBJmBCAQZL5wADAM7SSWAG7OII8XdAC2SQaAIekmquIiCvD9+415wMaa81AAA4UVY7gZe+Y0l7QCAuNQ4hzhz94tLSbn1QP2gDvnEngTZcb/bdAtUk1BxgYB3nChgl2Qb9QDHwTTvBt/5eZJxegIp2jtf5JtDo4xnGAKDi7CrnIYDFzQZc1iEKg6edcvfUVa4ejiBjRC/9MmaACrhTpyjakwzAsZSW40y/gQqOSfdYBgp2lG1T3ZbngjD+NMZA0DD4VidxAkucfFxGNLcktk6YLfjGSVXwDWgYBt/ALP0HfEEQcUR7y6BBLvUCh65hp532D3AYnNzDDlwYXPrav2cYfNMnQE38A7Zinb5+DlgZY+0FH40DWMqRSEdOUuVApT58MwbiQZyaf6Aq5yUI7kRR7tEam5k53+gMEoOqYlo8ifeCb5xq5lhdxqwP38SQeWScxD8HHjjEzSc+xYDxEzfmj7ZVu8a659vgaacAd504bFwBSvV7j4kBIJzTcPAyp8WyOT94MursnnY67B+Hgm/ApPen94Hx92zvCdqIDRDZe1aM08+81C/xbX5UW93j3e2XF8C7X4D0nY6z+w9U7o8CUSAKRIEoEAWiQBSIAlEgCkwFBSYVvklYJfQSNwmexB5IAWPqlEoJqMQVKAO1uEXAtFq6yQUm0Ze8Wkpms3GOD0u97L1kCR9XDGgDEAAYXGYAg3s4dOxFJumUuLtfsu8zwERiyfUEtlg62odv5e6SrEq8uUw450AzbpZKUCWt4CGYJ/kFESwPk3jXAQMcfKAGMGeZmPIcS+BUtV/9vuda0lagCzwBJDiWLCWsAxBqHycJNnAC/llKCzrUKZSgABeRLyAGHATUtA8E8jwwpVyD4JQlklwunGYSdJCQlrRwGiJ3l/tADzp7Hqhjz6na687E0S76GldjCajVfl1OieVyogEoClpI+MWIvb0cBODiMgQPgFe6AZRABtBCV0t09cNyURqp3zOBUmAOYKoxcg9YSAOOKADTOLg8H7QBoYAr/QZWOI3EYy3DBXUtafRzEJVTiHaArLHXZ0BJe8UcOCZGxR7HEJeY8TN2ww4cAWrBKfFPB6ADbC3HX/+F5Flcd+YWHcBJS5TpoT32Sqzlv/QAnbn59OGMM85oALFgtrjRRs5Nz7O0GnwDv8w/cWdumR+cbzSxByHHlFjQL640UKaciOLXzyzxLseXuQ7ugqRiFMwRu/bR4/QTm3U4hP6ZM+CbOsUEDS1/Nk61bxm4Jva1XRwaZ+DMOwOs0z7PFa+ci5y14lwMAqXuKcjqfcXlBerRTMx5r4Dw3hF0cmqvdwWQXvEzln8oag9DseG9YX6pl6bi2DtSfIgfgNG70TvBmBgz0M/z9WvYHnLAKBcbIK3ftDL26rK0tLYAECviyxzRNz831uZhnfJrXpgz3ITGwHtPXPSXtI+l7ykbBaJAFIgCUSAKRIEoEAWiQBSYqgpMGnzzYK4JQAS4AjckueAECFCb5HPeWCbHtQXEWIoGUnERSf79DEjw9wISAIAkG1ACiySykkLJsOBIlHkAACAASURBVKRZYi7xBIQk2RxWnB11+p96JPJAC9DB6QWWeS4HVv8CBwAUEEiyK+kGxSTtlfzqq0RaH4AAwKegiWdz74FynEMSXvdKkgEk8MolQaaPNgGL3H32PgMo1C05Bk3ACeCI60p59QBcQBVwoH1giCRefz0DxOAw4npyn7ZJ5O2vBoLVKZ2ScEk7CAaOAFgSf38CQPrN8VWORCBFWbCAbnWypP7QRN+NjWdI9sE2wMfYlLuG9sBJgUAgxpJe0IFLDSwDfkBT7QW+9LmW+Vmi6sAJsQZi2DPMveJMnbVMsw51oBGnlrEA7LQFUAE3aQgygEAAhOW+NDZ2NOQAMw4gE9eQcpaFag9wAioBhDSynNm4iAfP1HYxZo86sVqOvIo1SxaBjoIgwBUXJZBXTrp+XIoPB1uIa88FPgFOce0C5fRH+0E68wA4FhPAGB2VN89APzqbp6Cyvng+jdVvDosnIM0SaeAcBBMXypjL9HIvHfXZWAOBYHbBQzEBfNFYO2nomea3Pd4AOHFBX/Nb7IGdtKeFcTPn9Ms9YlSfQCUaGwdj7v0ChtaJt+ryTjB/gGVw0tjSFsiinXrBOaDRF33VT3sQyrzUDu0zh4HX8eyNBuRpL3CtPnvniX+XsTBeYki7xL1209NcozvNQEP9HoSy6gZXtZ9j1+VdRzfArJyt3i/2XDT++uGZ9AOufWbMaEc3723wvn45MTunu07Vf2TTrygQBaJAFIgCUSAKRIEoEAWiwKTBN1ADHANzJJAAhgRXcsx5BMaANZxqEvaCaBJan0safQZ8WabmXrAEnKmTMiXbAI99mMAAyaJEEmCSoII4LhuZS/LtDcUpI/HkbvIsrjZJKbgj+R88vRHI4SAC3wAcByoAKIDT4OX5kl5OMVCiDlkA1iT2kvZyVLkXVOMgAnUkzUCkPgI12srN5MveXcCeJB0o4wIC2CTCQIJnAlXcPRxr3IXq4ViRtNOxfwkKiTwIBOQVSFROAl7OJHt8ATcgC109EzSRjAMCIIh7ZnZuBwADGGizmODq0y7tBgvEhX7TggOQKxEcBITEBYhEPxCAJkCIPadoBCjZF437TD+BWpBxpEsMGTdtAYvo57kgmRgCplwFpmgPgCgDmDh9E1TSZtCi4IWx9RmwBIiAOkAKLcFP99PIARBchyBmHTZRbTVHgDe6ihuX8TEPxNugywm0UR5wNO4+BznBVzFgXgBU4ksfnHoKrvoebAS4wCWQistKPeJc3407+EJPceVZNAfZOLD0Qz0cd+IW9DZnPZ9TDbAetgSz+gpYAqbG0LwSY8aFqxI09V4A6OgHJJlX5aLjZhMLHGz+1Hd6eR6dtc0pqNqiXy5xo2/eRcoZC3qBXMCUeSmGxIH26JPYrMt7Qh+Nq/HzrhgPeFOfWAcBxZu4qVNL61naVqc9G0eQTrtrDpurYqJOMe3HOqercfQ+oWmdsGvMxKX3EndbvYs5+4Bi7zy6iHGag63erX6JYIz0GWjuLwnOP61RIApEgSgQBaJAFIgCUSAKRIEo8G8FJvXABQ+XXA7CGUlhP3lVpp+ESozr8/799fM+iKglgVwkknRQiUtHMj1YR7Wj//yqX531NRhAEnwOLkkrcMC1NNLpquqTYIN2ynPy1f5s/X71k22JvvaDCOBa7anUb09fh3779al0Vmf/Gf2fD5sUw/SUdHMZgi2AiDr03TMBo3LbDI7ZSJOu+tAfCxATTOAuAssAAcDAiaHAAmBXOhpTQIiWyhsLLh66ggMjjfHMXgKD8TcsTmdVpq/d4P3u9flg7A9q0W/j4Dj2x3JYrM2qfOknroybuKoltDUP+n0YjK9++4eV7/e5P3eGzffBsRip/MzeC8P0BpvEprjgGgRqxa5lowB8/2CAYfE6OB4jva9qLGb2jhjLPzql0UjQenBcBt+Nw94j9fzBukd6lypfcVrxpT3eQXTlxPQe8ssK8228sHEsuqRsFIgCUSAKRIEoEAWiQBSIAlHg/qqAfIpxxXY9TB21/3jLJ6d/+M/RdoxTiRPG0jIOkHntkjRKPCWJ/ZNP50Q71VtuJMBnJPBWz6ok1vfaMpbygwBiTrR/LHX0YWQl3NX3StbHUt+wsqWPZ0n0LXUD3kBTjkTOxjohVRkaFhjxPT1Ho+vstvP+fn/pPNkxNbd0rHkpPrn67N/I7cfNxUHZXxo+t9owFeulK9hd79JZvb+mogbpUxSIAlEgCkSBKBAFokAUiAJRYCwKTKrzbSwNTdn5UwHgxKEclo1aKmlpK/jWp8TzpzLp9VgU4JC07JeDkvvV8lsnxQ6eMDqWOlM2CkSBKBAFokAUiAJRIApEgSgQBaLAaBQA32xTZSumKe18G40YKTNvKmDZLWflNddc04CJ/bX6SwbnzVanVfOSAtxalkx72dm/zIEE9nzLcsl5aZTSligQBaJAFIgCUSAKRIEoEAWiwNRUIPBtao5rehUFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoMA8oEPg2DwxCmhAFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoMDUVmKPw7bTTTutWWWWVbpNNNpmaaqVXUSAKRIEoEAWiQBSIAlEgCkSBKBAFokAUiAJRYAwKFHzbd999u8985jNtG6S6xnza6TnnnNM9/vGP79Zee+0xNCFFo0AUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAWiwNRUAHz77W9/2x1++OHdbrvt1i2xxBLjh2+nn356c75ttNFGU1Ot9CoKRIEoEAWiQBSIAlEgCkSBKBAFokAUiAJRIAqMQQHw7aqrruo++tGPdp/4xCdmz/l2yimndKuuumq36aabjqEJKRoFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAWmpgJzdM+3wLepGSTpVRSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaLA+BQIfBufbrkrCkSBKBAFokAUiAJRIApEgSgQBaJAFIgCUSAKzFKBCYdvd911V/enP/2pu+OOO7oFFligW2aZZbrFF1+8W3DBBTuN+e///u/uD3/4Q6ecny211FLdYost1r7383vuuec+nZo2bVr3wAc+sHvEIx7RPehBD+p8f+edd7bn/OMf/xgqgnL1bAX+/Oc/d3/961/b8wcv9S266KKtLf503X777a1+7Rp2Lbzwwq28vrnuvvvu7uabb27l9XPw0v6HPOQhra8PeMADWvlbb7219WNYeWWUt0kfnbRb+/VjWHlaa8tDH/rQpvv//M//dH/5y19a+f/93/+9T3uUWWSRRbqHPexhTVt13nbbbe0Z2jZMI23XZ/e5/va3vzWNhmnqc+VqfH1PGxqpfySNtN9zjIl6S6NhY6APNNJvfxdz+jAsJtRXMVH1054+7ht2Kf/gBz+49cH9/TH7v//7v/vcYpycaOLL3+kuptU/bAzUqW7P8CxjRn+aDqtfeW3XZ+XVKU7/+Mc/tnsHLzGk3LLLLtv9x3/8x4y4ptGwuFb/Qgst1OaN57hopLw/R9Ko+lwa6fPf//73oX2gy9JLL936XHFaGo3U5yqvD94PpdFI86Y0Ul4/zQNfwy7tMcfEnfarv94VI80b8UYjz7/llltavPXbrh71akeNrZ+5lKsxG/auU8Y7SJ/VYY7VnKezeKmxFI/VVvf5TF+0W0wYg2FX/12k/przxp4O/tRe9ficdtrq5w9/+MPb86s/Qx+QH0aBKBAFokAUiAJRIApEgSgQBeYzBSYUvkksf/GLX3Sf//znu29/+9st8XzLW97SPf/5z++WW265BlOuvPLK7iMf+Uh3+eWXt0Ruu+226zbccMN2n43pbrrpppag+pLgFUB41KMe1e6z55yk9Pvf/353xBFHdD/60Y9mJIrKV+K70kordTvuuOOM/em+/OUvdyeccEJ7fiXBVb9kdJ111une8IY3zDjJ9Vvf+larX7skoYT0BRho01Oe8pTuta99beubtl599dXdHnvs0f3qV7+aAeD65YHDnXbaqdtkk01aUv6b3/ymO+igg7pzzz23gRN1KK9uzwD3dt555+6FL3xhA2Q27jvxxBO7Y4899l7l9UF5yfpzn/vcbpdddmnwB9DQ3+OPP74l4v0+Ky9J1+f3ve993SMf+ciWXB999NHdySef3PoyTCPjZLye+cxntrZ+4xvfaGN9xRVXDNXoqU99ave6172u23jjjVubf/3rXzeN9L0AXGmkTTR6z3ve06233noNQPzyl79sGxXSSLlBjfSBRsbA37/zne90Rx11VPfjH//4PjFhjJ/whCd0b3vb29oYeN4FF1zQHXPMMd33vve91v5+/cbByb4vf/nLu2233bYByuuuu27GmAFqFRM1ZqDYq1/96m6rrbZq4wFc7L///q1dBVDc049rdXvG4x73uAZyHGriWOICOoPzwBiII+VBE3XTyLxRb788+Lnyyiu3efWYxzymfX7GGWd0X/rSl7qf/vSnQzV60pOe1OYsjVy0/+IXv9hdeOGFQzV64hOf2G255ZatzzSlkT5fdNFFM8ByP67BHTHxspe9rMEisan8f/3XfzW9StOKa6Bn++2371760pe2Ptx4443daaed1jSqMas+17yhkbh49KMf3WLoK1/5SmfJ/OA8M27A5Ate8ILu3e9+dxtjOpoHp556ahuzmgfK+jK37HlJI23dc889u8suu6wB1hpXbda3DTbYoHvFK17R0Qi4chlXY3DooYd2N9xww4w++KzeLU6TfuMb39jmw9e+9rUW09r+yle+ssWisfdsWvuMHt6J5ubmm2/eNFW/+Nbmflwrp8/vfOc728E5X//619t75dprr+1WX331ppt5q5z+q9u7U2z6fK+99mrjUABwPvv3NN2NAlEgCkSBKBAFokAUiAJRIAoMVUCOho3svffe3WGHHdZywrqmTf/wvhatEYSUKI5mzzdJ2llnndUgxfXXX9+AEAj2nOc8p7mY/vM//7P70Ic+1BJCSftrXvOaTsL/+9//vgO8JHy/+93vuksuuaQlrBJBcAjYeMlLXtJAlITymmuuaUAAlKqElstHgvjYxz62gT0Awd8lxRJkoE6btNGzll9++e5pT3taqxOYAaNAPhcABfAprz2ADscK0CMBB/dAKKe/ggDcIcCJfvj62c9+1gBY1ckpI9kFQySu3E3qBwfUqy8cRj5fY401mmPpec97XkvcgSifASbnnXdeA2XKa5dEXHn16zvw4F5OJX0GQTzLkbeep4w6JeCeBSRw8hgP+lx66aUNCoAcwA49nv70p7f6gU9gwHgIHRANuFIWCPjJT37SwCONAEbw6lnPelZ7DnigHTSiP42Up9uzn/3sboUVVmjASntoC4TQD/yhkf74O620X8yASzRSvz6LBf3VLq4fYEE76AMYAMBA4IorrthiSD9/8IMftPq1zd/F6Prrr99io+JDjIihgl0Arj6AicaE5kCPGBUTYlbsAozf/e53G8BVv5hwr5hUThyYF09+8pNb3/URvD377LNbTKtbn3xGd33Rb+0zHrRW3znnnNN0NMb6oB3gsP4COFtssUUD4fqgzRdffHGLb1rSyEtBeWPtS3+00SX+xZqXiPGgL7hjbokh4yY+1lxzzVYeQDvzzDPb/ORypK1nAlHq1jZ90WcaGSfgDYw3980zsSQG1CsO3CtuzTttVie4bx4ory/mO01B2NVWW63do7zxFNPeJ/QyfwC2mgfmvrboM31ANH1Ur37qh3lTcew56l933XVbf0E6sE5fxaV6PUefjbtYANLM/XI3ik9zS9uMr3Iu70oxrR4aab/x/NznPtf66+fenWLY/DMfPvjBD7Z4d+8OO+zQ7qPR+eef32JJHHmWd5R2myvG27wxD5QBV8UB4Lb11lt3733ve9s754c//GE7JhtkF0vANVDsfqAwVxSIAlEgCkSBKBAFokAUiAJRIAr8S4E67VTONiHwDXCQHO+6664tKQQJJG0AANjBpQNIaBiXk59LgN0HMIE0Es4jjzyyJZ+cHpJjSbi6/ClJluBK9CXLoIDnSRgBPc4pia4ksZapKicpBVB+/vOfd7vttlu31lprNVcNgOVeibvyrlquJnmVvHOcSdq5dAAHwMqXZFlfaqmXfgAJXGeAxdvf/vaWEAMt+sPRBvzU8jnwQRLOqSLRlxS/6lWvmuFmU76W54EzIAuNOH9AFIm4PteSWZCl3C76XMvKAIRDDjmkOYi4Y8CiWjpbiTR93OMZ+sxpCKq8+c1vbvCqNCrXS18jY8Zh5F4aATNgEU09h0YF4GgERCkvJt761rc2AFfLkJWvJYDGS79ppP0gB6cS51QtYSxNjVXFhHJcfWIGUFB/xUS5kLSjygNXxgA0cR/gRkt9qKXFxhgg8hyACLDgFFQeRDO++ltLiwHNaj/4dtJJJzWwBtwA0uWkomstU1W3Z4gPMQS6lIsThFO2lrWqX/laFggsgSUAiz4Dw7XU1hjTVLwZZ/0Gb7UdFNtmm21an2mj/tKIW1VZY2A+f/azn20aeaGAmvpLn1qmSqNa1gqKge1gnOcYA+V96UfFqfbXMnJOTeAIPHvTm97UYl97zLPSSB9oJJ7MS+8TUBJ8Ko2MnfJ0rHngPu8fUJojTRzVvPEMVy3ldY+YA67EnTlgboJQ2q5+MS1u9tlnnxYPoDN3mkuf9MWYiI3Xv/71TS/3mDfaT1vg1C81XOqpJb+1LJfm6uEwpbG4AcCMJfD36U9/uo2n95hfZBj7Wi5KU+9G89gzzX198A6lkzHWT05Iz9AmMXPwwQe3fnLEmaPeY0DdAQccMCOmsuw0/4kRBaJAFIgCUSAKRIEoEAWiQBT4twITuuy0aJ8lTNwTwIPEvYAPePXxj3+8JX0cNeDbi170opZc9y9OGAmgRBS8AgVGuiTg6pUcS065TLhARkoOJeAcXoAgp4zlZhLOkcoDHJZvATMcXpaicgXNbNkVR9cXvvCF5mgB+QAyoGGki4tqv/32a0kurSTSMyuvz/vuu29z5ABplssOath/ljHg9LNkzFJZSwTL2TSsTZJ2fTY+HD/ACQA0M40AEIAAeNF37jhJ/kiXMVAevPjABz7QnEczu8A07QfrgBNQdiSNABdjJRYscwRxytk07BkmCVAEUgCzlmkCJrW33bB7gFLL8SxbVZ5jDzAZ6aILhxHnn7LiYmZjDKCINeU5njic9GWkSx84Tj/2sY81h5M+gz0jXcCjPtAIWAVAuTRnNsZcUuqn0Sc/+cnmTAM+R7q48o477ri2dJG23F8F6Ybdw2nG5QV4gUTeIbPSyLz85je/2UC6ucxZN9IYi2vQELS29BW0BgJHusA3yz7FnbaAXuK6Lpp7xxkb8eNzcxH0897gtjvwwAMb8ATUzbuC++owxlxlnHP6Caj7RUTfVQaQgmDmlDn+jGc8YwacB8yARIDNOAJ/IFm/fRym2g7SAqwF7qqMNgCYILL3hHbsvvvuzQnsFyC0AgkBx0996lMN1OpfrigQBaJAFIgCUSAKRIEoEAWiQBT4twKTCt/AC9BBIgfiSH7tUcT5A7ABa/Y0C3wLfAt8u/drK/Dt/g3fjKb3nV8iANPef/Zj7APU0cI3jkkQ09JgIGyzzTZrEI9jDmy0TNZeg8DaeOEbOA+8ctFZUgzcAnLe3wAr52bgW/7TIgpEgSgQBaJAFIgCUSAKRIEoMFyBSYNv3FL2R+J+4vzgMOF445oB3CST3GqTBd84fSTEo3W+WbPLdTW3nG/cU5xvllOOxvn24Q9/uDnfXvziF88TzjcwlWtpbjvfOIFq4/mp7nzjdrJsc15xvlluWs43yzfvj843Ljawam4737yOvXwtHbas0957HJ6WhdZV8M3nwNdIzjcQjMvNslLLuwE28M2egJbOeidx1o0E3zhYOd/cP5LzDSCsDUEtmRVz3kfcnFy+xj7wLf+ZEQWiQBSIAlEgCkSBKBAFokAUmAfhm4TTfm027pbIgXGWO3Jw2DsKZJpT8M3pg5ZGZdnpfQNhvMtOLVezNHe0y07BN/tGzSvLTsUXZ9Bol50CmnXq7txYdmp5oWWknEXzyrJTGtn/b15Zdmopsn3xRrvsFLCy7NTBBvPSstOahZbQAveWatZegn34Zt9A8G1my07BN0ucLZkVP5aZqs9ee4CaZaKWYs+O8w08t/wY2DN/LQ+2xNSSfEtrHUAR+Jb/zIgCUSAKRIEoEAWiQBSIAlEgCowM3xyoN2EHLnB72PNNogm+2cPMkiabg0vy3/GOdzRHiKQZKJtT8G0se76BgfZ8i/NteNDUnm9ghk3yRwPfJO/AieVpcwu+CWLuw9E63+y/ZQ+t0cI37kMHQczNPd842exJOBr4RkewxbLtubXnG40Al9HAt4lyvoFvDi+YG3u+TaTzzexyGrB96Vz6Y8+2Pnyz59tonG/gG/jFoSaGOOWc/sz55l1W8A1Aq8t71p5vo3G+mb91kq7tANxnf0juRm5lezQGvuU/M6JAFIgCUSAKRIEoEAWiQBSIAiPDN6azvffee2JOO+3DN5uTA2wOIJAw2u/oXe96V2fjdqf0zUn4FufbvQ+t6IdDnG+jO3BhbjvfHLhgA/8434a/rBy4MB7n2xlnnDHPHbhQPfRLB+POgQlic5L14dtonW9f/epX2y8swG0gzqErTlAFl4FTy9Vn1/nGPQhsg89OrLY010nQTtwNfMt/YkSBKBAFokAUiAJRIApEgSgQBUZWYFL3fAPfJIaWMDmt0t5BljKde+657bTEOQnfxuJ8k0iOdc+3uX3aqYTX6ZCjPe00e77ltNP+tJ+o006dVswJlT3f/rWn20innRqbu+66q73nwCsOMk7SYQcujMb5Br55B3mnepc6TXX55ZdvS1D94sF7Y3b2fOPQc6r0Djvs0P3mN79p/eJUtowcQOQWjvMt/6kRBaJAFIgCUSAKRIEoEAWiQBQYrsCkwjfJIchlk3HLpFwOX7APkqTUkrfJWHYKvlmqZT+z0R64MLfh23777df2xRstfNt3333bgQubb775PHHgguVwXEtz+8AFy04tsdt228C3yYBvdeCC+Xt/PHDB0uWLL754Qg5cuOyyyzqwEsjacsst24mkfgFR11gOXCj4tvrqq7fDFlxOPgXsRwPfgMBtttlmxAMXwDfj6X3dP8jEO+nEE09s8M2Y++WJ/eZyRYEoEAWiQBSIAlEgCkSBKBAFosC/FZhw+Hb33Xe3ZaX2tFpuueVaMmcvIaeellPEUiugxmbh9i2ydMp9llRZTuVEP/tdOX1vu+226yScktZlllmm1QPkSSYltXfccUdzf3jeIoss0pLcddddtyWoSy+9dPtTeeVuv/32do99vfbYY49uzTXXbO67xz/+8e1eJ/tVYqt+p/45JRCsO/bYY5vjBCRbYYUV2umtvhZeeOHWL4m0ZXP6cfnll7dTDiWu9rizt5x69Ud57dFP9dtf7dZbb+0OP/zw7pprruk222yzdnKhBFh/lV9ggQVaeX1wj2dZtgsiWMJoqZi6bcCuD+rnjFHeklP3AHWHHHJIS76dkMrVom73qd9Fn9JIn7nxaGTPNHtJOdCiTj9UnjbqppUxsxzO9/vvv3+37LLLztDIKbc00ofSiHtK+RtvvHEGCDW2fY3uueeeNl40MsaS/5tuuqntc2WZnXaXRvTSHv3Vh1tuuaV7//vf32Jgq622anvXaYf6/VnwQnk6XX/99W1ZnzGrjfH1laacmy66cwIByL/97W/bEtJTTjmllV9nnXVa3WJCee3RZ3qoH5Q86aST2mECDnPYcccdW/s9Q3lAQ/36oCytABflHVJiHy59UdY9yqtfeW2iFUepg0zA7q233rotcRR3NPIscaHtpZGTY2kEkgMzlh2KiSWXXPJeGtUYcESpn0YglnmpLfosNkoj7deuq6++ui03P+uss5pG5oGy7lGeRuK05kEtqTz//PO79ddfv7mwtFt7lC+N9MEz6HXMMcd09itbbbXVWpz2NXIvXeivD+7j2APFANwC/zVvtF97Sh/z8pxzzukOPvjg9h4zN73Tah4oLw722Wefts+lferUa1y077TTTuvOO++8BvnBYgfN+Mx88Tl4pn4xZGzUY6y0h076S0NxQEftAMhKa/PCkn5L+c0J7w37A+pzxbV5Yx571hZbbNH6YJ55jnmgDs47scP5Ji7rHUVf70rPd7Iq8OoU1HpH5h/aKBAFokAUiAJRIApEgSgQBaJAFPiXAhMO3yR7gMGBBx7YEmGujA033LDteSQBvO666zqnYtqnyYmGkv5VV121QRXLsyTJEtkLLrigATHQxFIr90tugTpJtTIXXXRRA1YSSMmppHCttdZq+xRZ3rXBBhs0cCGxlTw6sQ/s8WUjewBK/U5hdQ84wNnhAhouvPDCVlaCfckllzRIIIEFWdQrWQU6JOza7dRFgI47C7wCgDbaaKP2HFqst9567TlAouRbwus0DPeCY8AUiKAPymy88cYtmZZsKy8RBtyAGeX1XTKsvPpBzgKPQIM+c6yAGpJ44wKwKAeOaYuxkezrA30k8/oMRjkoA2gEluivLUCC8RBYNAJK9FlbPMtzaQQe0MgG8yuttFKrXztoBGoAP8rT1Dh5Dl21x30AgXLq5+4B1IAKUEH7naILEtAIPPV37TFOYkN5y+XAKn1Wpz6DOg4YAH6qDWCSthkPcehABO3RT/CRvmLIs4EeWioHINJMHKuTRmICZNEe8c5R5KAC9SsLTNPdOIEr4g/EMn7i2Ofuce+ll17avlevdhsnQM14KA/06rPyYki7xIV+aof2+zswA2Dps77S3TykPY3oDuqIU/doG71c4kDMeY65bTz0HbhS1nyhkfFw0YizVf3KiUEwmkY01Rcxoc/gD0in/dolxrXNs8yrtddeu8WB/hpzfTCu9iNzj3lgvN3rcBdQU9x5n7hHeW0W07SnqfHTJ2NqrnmfaIs+G2Nj0OlfnQAACThJREFUoA3aLf7UrT9i1FzzrjAGxs0FwB555JGtr+oz9sZFDJqvygJv3gNiQpvNeeOkv+oHA80nUNw7r+YZSEn7o446qv25yy67tF9WgKV1mIL3GCitP5zE2mUMvLvoCDx61wJpxog2NALtxazn25POu3SNNdbodtppp9ZP71gx5Z1x/PHHt3cgMFfvv747Lv/YRoEoEAWiQBSIAlEgCkSBKBAF5ncFJhS+ASySVq4sbhfJLCea5FPiV5Bpzz33bDBCEsndAnZIQJ1ECFippy4dkIADA4CeBNH3QMxhhx3WEuX+pbzEEOCQrAIPfsbdIYkEcvqXZ4EgwBhQCHJUUs2NJoHut8dnvpfsbr/99i0ZlthKqJ1mCJZI8vvt93ygwucghORX0stFJwnnVOmX93eJOreQZagACoDDKSZRlsAP9hlAASd33333BlMAseOOO647+uijW5I/WB7I0VcOQFBEm7kNuVxAnGEaSdi5i4ANfeLsMQb6PEwjkEV57dJH0IQG6gcoBjUSDxyMgBrgCG4dcMABTaPBmHAvOEEjS2/9/cwzz2xgF2gZFhNAyM4779xiAlwA24ATsWQMB/sM6lkqKEbFnHZzEbkP1BgsD+Rwaop3kAnc4mYClbnTBvsLsIohLjWwyZidfPLJzZ0FYtK4f484NQbcagCNOvWZRubNYJ/BaLDloIMOagDUfARr9Nk8HWw/TcxTAMaYuSwnPuKII5qDa5hGNOVgtTm/eUcjp7uAOUDW4DPAK3pyI3JfgWPKew5oNEwjS8S9R/QB2LYMkkb9eeM+eunzpptu2u26664NLokhrlVO1GHzRnvMYfPGGAPPXLlcisZvsP3mFvAIRHmeeKal8aqLjsoBbsbWOwtUc4GNflFg/zQQcNi8ARE5Hb0zxIP2mJ+1bxwA7gJnxaPn6zcXL2craEgfv8AYjAkxAFSaN1xwXHfeK95H3gPqMJ7AqHel94020A6k5GqtXyDcq/J8EwWiQBSIAlEgCkSBKBAFokAUmI8VkB/iQlaJ4SRywrqmTf/w39n9LESS9ErUJPOS25EuSZoEsxJjSaGvWibn55LygmSSPBDCffXzwWZJGCX2XEy1fA68sXxrMAHvJ8ASXgm1S/Kq/CBA8Jn6ldOWKq9+/VB+mEz6o7y+1bJT7R+pvPZrj756nnISdu0fVr8yVd69ylcfhpVXRt3uqWWnVX4wwe/3uZb/1XI494xWo76mw9pUmmrXaDQytqBjadSPpZH6XOX1v8ZsELJUTBizKu9ntK8YGla/9hhf97hmNWbaUDFRy07FhOeMNAZV3rOUoam4GykmaGqMlVdGn8XRSPUrV8tgxUWN2ZzSiKY0qqW8Y9VIu2sezA2N9FOffY0UQ9pfcEwbxITyw9pT86z6a3w9o183neudUu++2vOyxswYq3+keSPmPKs/5429n9eea55Lu5qvFUvq7b+DB9/V/XdRaaOOfvzWO6q0UIfnel/UMvX5+N/VdD0KRIEoEAWiQBSIAlEgCkSBKHAvBeR2TA3MJRMC36J/FIgCUSAKRIEoEAWiQBSIAlEgCkSBKBAFokAUmF8UmNBlp/OLqOlnFIgCUSAKRIEoEAWiQBSIAlEgCkSBKBAFokAUoEDgW+IgCkSBKBAFokAUiAJRIApEgSgQBaJAFIgCUSAKzCUFAt/mkrCpNgpEgSgQBaJAFIgCUSAKRIEoEAWiQBSIAlEgCgS+JQaiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaLAXFJgjh64cOqpp3arrLLKTE87nUv9SLVRIApEgSgQBaJAFIgCUSAKRIEoEAWiQBSIAlFgnlMAfLvqqqu6vfbaqzv00EO7pZZaakYbp03/8J+jbfENN9zQnX322d3KK6/crbPOOqO9LeWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaLAlFUAXrv22mu7ww47rNtzzz27JZZYYvzw7fTTT2/Ot4022mjKCpaORYEoEAWiQBSIAlEgCkSBKBAFokAUiAJRIApEgdEqUM63/fffvzv44IO7JZdccvzw7ZRTTulWXXXVLDsdrfopFwWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgwpRWoPd/22Wef5n4LfJvSw53ORYEoEAWiQBSIAlEgCkSBKBAFokAUiAJRIApMpAKBbxOpdp4VBaJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBKDBfKdCHb7N94EKWnc5XsZPORoEoEAWiQBSIAlEgCkSBKBAFokAUiAJRIArMQgHw7corr+wsOwXfsuw0IRMFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAXmkALlfNt7773bnm9LLbXUjJqnTf/wn6N9zg033NDF+TZatVIuCkSBKBAFokAUiAJRIApEgSgQBaJAFIgCUWB+UCDOt/lhlNPHKBAFokAUiAJRIApEgSgQBaJAFIgCUSAKRIFJUWCO7fl2xRVXdCeccEKnwhVXXHHEzjzgAQ/oFlhgge6ee+6ZlA7noVEgCkSBKBAFokAUiAJRIApEgSgQBaJAFIgCUWBOKbDooou2qu68884Rq7ztttu6iy++ePaWnV5//fXdBRdc0N18880zbTv4tuCCC3Z33333nOpj6okCUSAKRIEoEAWiQBSIAlEgCkSBKBAFokAUiAKTosDiiy3eddOmdbff/reZPn+hBy3Ubbfddt0iiy4yo9yY9nxzF9fbrLaJm9ZNm15yWvfP7v8mRZA8NApEgSgQBaJAFIgCUSAKRIEoEAWiQBSIAlEgCswpBf7FuqZzsen/G+lqZaYDuun/v9c1Zvg2pxqdeqJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBKBAFosBUVyDwbaqPcPoXBaJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBKDBpCgS+TZr0eXAUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAWiwFRXIPBtqo9w+hcFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoMGkKBL5NmvR5cBSIAlEgCkSBKBAFokAUiAJRIApEgSgQBaLAVFcg8G2qj3D6FwWiQBSIAlEgCkSBKBAFokAUiAJRIApEgSgwaQoEvk2a9HlwFIgCUSAKRIEoEAWiQBSIAlEgCkSBKBAFosBUV+D/AeDDgvf73GtzAAAAAElFTkSuQmCC)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "CEkLeT2-M4YO" + }, + "source": [ + "# Modèle Plan 9\n", + "\n", + "On va utiliser le modèle de HMM Plan 9 vu en cours. Ce modèle est structuré selon les colonnes de l'alignement et possède 3 types d'états différents : $M$ représentant les correspondances et substitutions, $D$ représentant les délétions et $I$ représentant les insertions. Chaque colonne contient ces trois états sauf la première qui n'a pas d'état $D$. Les états $M$ et $I$ émettent des caractères et ont donc des vecteurs d'émissions associés, les états $D$ son silencieux.\n", + "\n", + "![image.png](data:image/png;base64,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)\n", + "\n", + "Une HMM représentant un alignement contenant $N$ colonnes est représenté par trois matrices :\n", + "\n", + "1. **La matrice de transition** $T$ de taille $(N+1) \\times 9$ où chaque ligne $T_u$ contient les $9$ probabilités de transition des états de la colonne $u$ $(M_u,I_u,D_u)$ vers leurs successeurs. L'ordre des transitions est : $M_u \\rightarrow M_{(u+1)}, M_u \\rightarrow D_{(u+1)}, M_u \\rightarrow I_u, D_u \\rightarrow M_{(u+1)}, D_u \\rightarrow D_{(u+1)}, D_u \\rightarrow I_u, I_u \\rightarrow M_{(u+1)}, I_u \\rightarrow D_{(u+1)}, I_u \\rightarrow I_u$.\n", + "\n", + " La première colonne $u=0$ est spéciale, c'est l'état de départ du modèle, elle ne contient pas d'état $D$ donc les probabilités associées sont fixées à $0$. De la même manière, la dernière colonne ne possède que des transitions vers l'état $M$, les valeurs des autres transitions sont fixées à $0$.\n", + "\n", + "![image.png](data:image/png;base64,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)\n", + "\n", + "2. **Les matrices d'émissions** $e^M$ et $e^I$ de tailles $(N+1) \\times 20$ où $e_{u,P(c)}^M$ et $e_{u,P(c)}^I$ contiennent respectivement la probabilité d'émission du caractère $c$ pour les états $M$ et $I$ de la colonne $u$. L'état $M$ de la première colonne n'émet pas de caractère donc $e_{0,*}^M=0$." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "hEobsQ4yP_un" + }, + "source": [ + "# Exercice 1 - Construction de la chaîne\n", + "\n", + "Construire une HMM revient à remplir les matrices $T$, $e^M$ et $e^I$ à partir d'un alignement $A$. Pour commencer, on va déterminer la taille de la chaîne. Pour cela, on introduit le paramètre $α \\in [0,1]$ qu'on va utiliser pour déterminer les colonnes à marquer dans $A$. Une colonne marquée correspond à une colonne de la chaîne.\n", + "\n", + "---\n", + "\n", + "Q1. Ecrire la fonction\n", + "\n", + "mark_columns(A: list, alpha: float) -> list\n", + "\n", + "qui prend en entrée un alignement (une liste de séquences protéiques de même taille) et une valeur de $\\alpha$ et retourne la liste des indices des colonnes marquées. On marque une colonne quand elle contient une proportion de caractères \"-\" (de trou) $< \\alpha$." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "ikf5pcUtRYvV" + }, + "outputs": [], + "source": [ + "#Votre code ici\n", + "def mark_columns(A, alpha):\n", + " if A == []:\n", + " return []\n", + " res=[]\n", + " for i in range(len(A[0])):\n", + " counter = 0\n", + " for seq in A:\n", + " if seq[i]== '-':\n", + " counter=+1\n", + " if counter / len(A) < alpha:\n", + " res.append(i)\n", + " return res" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "WaTWmtVRRaj6" + }, + "source": [ + "---\n", + "Maintenant qu'on a $N$ colonnes marquées, on va construire la chaîne en tant que tel en suivant les etapes suivantes :\n", + "\n", + "1. Construire la matrice $T$, de tailles $(N+1)\\times 9$ et les matrices $e^M$ et $e^I$ de tailles $(N+1) \\times 20$. Initialiser les valeurs de ces matrices à $1$ sauf les cas particuliers mentionnés ci-dessus.\n", + "\n", + "2. Pour remplir les matrices, on va parcourir chaque séquence de l’alignement et commencer par déterminer à quelle colonne $k$ et état $π_k$ est associée chaque caractère, puis mettre à jours les matrices en utilisant la procédure suivant:\n", + "![image.png](data:image/png;base64,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)\n", + "\n", + "3. Normaliser chaque élément de $T$ de telle sorte à ce que la somme des probabilités de transition pour chaque état de chaque colonne soit égale à $1$. Normaliser $e^M$ et $e^I$ de telle sorte à ce que la somme des probabilités d'émission des caractères pour chaque colonne soit égale à $1$.\n", + "\n", + "Remarque : si vous rencontrez un caractère X dans les séquences alors ignorez le pour le remplissage de $e^M$ et $e^I$.\n", + "\n", + "---\n", + "\n", + "Q2. Ecrire la fonction\n", + "\n", + "build_HMM(A: list, mark: list) -> (T, eM, eI)\n", + "\n", + "qui retourne les matrices $T$, $eM$ et $eI$ representant la chaine construite a partir de l'alignement $A$ et de la liste de colonnes marques $mark$." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Y3TXPqNhTwNo" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "def build_HMM(A, mark):\n", + "\"\"\"(A: list, mark: list) -> (T, eM, eI)\"\"\"\n", + "#init matrices\n", + " T = np.full((1 + len(mark),9),1)\n", + " eM = np.full((1+len(mark),20),1)\n", + " eI = np.full((1+len(mark),20),1)\n", + " eM[:,0] = 0\n", + " eI[:,0] = 0\n", + " \n", + " \n", + " \n", + " for k in range(1, len(A[0]+1)): #1, prof de A \n", + " pi = [0]\n", + " for l in range(1, len[A]+1): #1, larg de A\n", + " if l in mark:\n", + " if A[k][l] == '-':\n", + " pi.append('D')\n", + " else:\n", + " pi.append('M')\n", + " else:\n", + " if A[k][l] == '-':\n", + " pi.append(0)\n", + " else:\n", + " pi.append('I')\n", + " \n", + " l0= 1\n", + " while pi[l0] == 0:\n", + " l0+=1\n", + " \n", + " if A[k][l0] == 'I':\n", + " eI[0][P(A[k][l0])]\n", + " \n", + " u=0\n", + " for l in range()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Zr8PUqENTxcd" + }, + "source": [ + "# Exercice 2 : Alignement d'une séquence sur le modèle\n", + "\n", + "Maintenant qu'on a construit le modèle, on peut l'utiliser pour aligner des séquences sur celui-ci. Pour cela, on va utiliser l'algorithme de Viterbi qui est un algorithme de programmation dynamique (structure similaire à Levenshtein) qui va calculer la séquence d'états cachés $\\Pi$ de probabilité maximale étant donnée la séquence $s$. A partir de ces états, on pourra calculer le score de l'alignement ainsi que la superposition correspondante.\n", + "\n", + "\n", + "Pour une HMM de taille $N$ et une séquence à aligner de taille $M$, on va remplir une matrice de score $V$ et de retour $B$ de taille $(3N+1) \\times (M+1)$ où $3N$ est le nombre d'état de la HMM, + 1 pour l'état spécial END et $M+1$ car la première colonne correspond à la séquence vide (comme pour l'alignement).\n", + "\n", + "* Bords : La première colonne et les premières et secondes lignes sont fixées à $-\\infty$ sauf la case haut-gauche qui vaut $0$ : $v_{(i,0)}= -\\infty$ pour $i=1…(3N+1)$, $v_{(0,j)}= -\\infty$ pour $j=1…(M+1)$, $v_{(1,j)}= - \\infty$ pour $j=0…(M+1)$ et $v_{0,0}=0$. Notez que $log⁡(1)=0$, donc en donnant cette valeur on indique une probabilité $1$ de démarrer dans l'état de départ. Pour $B$, la première colonne et les premières et deuxièmes lignes sont initialisées à la valeur vide : $b_{(i,0)}=\\emptyset$ pour $i=0…(3N+1)$ et $b_{(0,j)}=b_{(i,j)}=\\emptyset$ pour $j=0…(M+1)$.\n", + "\n", + "![image.png](data:image/png;base64,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)\n", + "\n", + "* Remplissage de V : on va utiliser les équations suivantes pour remplir la case à la position $2 \\leq i < 3N$ (indice de la HMM) et $0< j < M$ (indice de la séquence) :\n", + "\n", + "1. Si on est sur un état $M$ ($i$ multiple de $3$) et $i>2$, alors\n", + "\n", + "$$\n", + "\\begin{equation*}\n", + "v_{(i,j)}=log⁡(e_{(i//3,P(s_{(j-1)}))}^M + \\epsilon) + max\n", + "\\begin{cases}v_{(i-3,j-1)}+log⁡(t_{((i-3)//3,M \\rightarrow M)})\\\\v_{(i-2,j-1)}+log⁡(t_{((i-2)//3,D \\rightarrow M)})\\\\ v_{(i-1,j-1)}+log⁡(t_{((i-1)//3,I \\rightarrow M))}) \\end{cases},\n", + "\\end{equation*}\n", + "$$\n", + "\n", + " Où $\\epsilon > 0$ est un paramètre de l'algorithme et $a//b$ est la division entière de $a$ par $b$.\n", + "\n", + " 2. Si on est sur un état $D$ ($i-1$ multiple de $3$) et $i > 2$, alors\n", + "\n", + "$$\n", + "\\begin{equation*}\n", + "v_{(i,j)} = max \\begin{cases} v_{(i-4,j)} + log⁡(t_{((i-4)//3,M \\rightarrow D)})\\\\ v_{(i-3,j)} + log⁡(t_{((i-3)//3,D \\rightarrow D)})\\\\ v_{(i-2,j)} + log⁡(t_{((i-2)//3,I \\rightarrow D))}) \\end{cases}\n", + "\\end{equation*}\n", + "$$\n", + "\n", + " 3. Si on est sur un état $I$ ($i - 2$ multiple de $3$) alors\n", + "\n", + "$$\n", + "\\begin{equation*}\n", + "v_{(i,j)} = log⁡(e_{(i//3,P(s_{(j-1)}))}^I + \\epsilon) + max \\begin{cases} v_{(i-2,j-1)} + log⁡(t_{((i-2)//3,M \\rightarrow I)})\\\\ v_{(i-1,j-1)} + log⁡(t_{((i-1)//3,D \\rightarrow I)})\\\\ v_{(i,j-1)} + log⁡(t_{(i//3,I \\rightarrow I)})\\end{cases}\n", + "\\end{equation*}\n", + "$$\n", + "\n", + "4. La dernière ligne $i=3N$ est un cas particulier (c'est l'état de fin), on la remplie comme un état $M$ qui n'émet aucun caractère (donc on néglige la première partie de l'équation avec le log) et sans changer de position dans la séquence (utiliser j au lieu de j-1) :\n", + "\n", + "$$\n", + "\\begin{equation*}\n", + "v_{(3N,j)}= max \\begin{cases} v_{(i-3,j)} + log⁡(t_{((i-3)//3,M \\rightarrow M)})\\\\ v_{(i-2,j)} + log⁡(t_{((i-2)//3,D \\rightarrow M)})\\\\ v_{(i-1,j)} + log⁡(t_{((i-1)//3,I \\rightarrow M)}) \\end{cases}\n", + "\\end{equation*}\n", + "$$\n", + "\n", + "En cas d'égalité dans les scores, suit l'ordre : $M > D > I$.\n", + "\n", + "Le score d'alignement est donnée dans la case base-droite de $V$.\n", + "\n", + "* Remplissage de $B$ : en même temps que l'on remplit la matrice $V$ on va aussi remplir la matrice de retour $B$ tel que $b_{(i,j)} = (k,l)$ les coordonnées de la case utilisée pour remplir $v_{(i,j)}$.\n", + "\n", + "---\n", + "Q1. Ecrire la fonction\n", + "\n", + "viterbi_fwd(T: array, eM: array, eI: array, s: str) -> (array, array)\n", + "\n", + "qui retourne les matrices $V$ et $B$ a partir de la chaine (T, eM, eI) et de la sequence $s$." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "2AxydaWBbPe9" + }, + "outputs": [], + "source": [ + "#Votre code ici" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "F-3Vn80UbQsQ" + }, + "source": [ + "\n", + "**Etape de retour** : L'étape de retour permet de reconstituer la séquence des états cachés $\\Pi$ à partir de laquelle on obtient la superposition des séquences.\n", + "\n", + "On va démarrer de la case bas-droite de $B$ et se déplacer en suivant les coordonnées des cases de $B$ jusqu'à atteindre une valeur nulle $\\emptyset$. Pour chaque nouvel état visité sauf le premier, on ajoute son type au début de la séquence $\\Pi$ et on met à jour la superposition :\n", + "\n", + "* Si c'est un état $M$ ou $I$, on écrit $s_{(j-1)}$ (la première colonne de $V$ et $B$ correspond à la séquence vide).\n", + "* Si c'est un état $D$ on écrit « - ».\n", + "\n", + "---\n", + "Q2. Ecrire la fonction\n", + "\n", + "viterbi_bwd(V: array, B: array, s: str) -> (float, str, str)\n", + "\n", + "qui retourne les matrices le score d'alignement, la séquence d'états et la séquence $s$ alignée etant donnée les matrices $V$ et $B$.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "48vtEZxoAkeE" + }, + "outputs": [], + "source": [ + "#Votre code ici" + ] + } + ], + "metadata": { + "colab": { + "authorship_tag": "ABX9TyOkaYHMV5kAI2JXjqDKbiVa", + "include_colab_link": true, + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +}