From 39095c669790dfeac5997e10f64e388a5e696f2f Mon Sep 17 00:00:00 2001 From: Tuan-Dat Tran Date: Thu, 10 Jun 2021 17:18:36 +0000 Subject: [PATCH] Added really bad normalization --- 1-first-project/tdt/Hyperparameter.ipynb | 28 +- 1-first-project/tdt/NNwAll.ipynb | 615 +++++++++++++++++++++++ 2 files changed, 629 insertions(+), 14 deletions(-) create mode 100644 1-first-project/tdt/NNwAll.ipynb diff --git a/1-first-project/tdt/Hyperparameter.ipynb b/1-first-project/tdt/Hyperparameter.ipynb index 08f612b..487954e 100644 --- a/1-first-project/tdt/Hyperparameter.ipynb +++ b/1-first-project/tdt/Hyperparameter.ipynb @@ -3,7 +3,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "71b073fd", + "id": "ae46c64f", "metadata": {}, "outputs": [], "source": [ @@ -14,7 +14,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "faccec4b", + "id": "9e8036a2", "metadata": {}, "outputs": [], "source": [ @@ -30,7 +30,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "557006eb", + "id": "9be46372", "metadata": {}, "outputs": [], "source": [ @@ -52,7 +52,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "311c9b66", + "id": "880c0975", "metadata": {}, "outputs": [], "source": [ @@ -73,7 +73,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "53b9bb75", + "id": "c550e984", "metadata": {}, "outputs": [], "source": [ @@ -97,7 +97,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "34c391e7", + "id": "6856de47", "metadata": {}, "outputs": [], "source": [ @@ -111,7 +111,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "22346c9c", + "id": "78eb6f3f", "metadata": {}, "outputs": [], "source": [ @@ -138,7 +138,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "dc81d9b9", + "id": "e4b4925a", "metadata": {}, "outputs": [], "source": [ @@ -174,7 +174,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "1a80e403", + "id": "fc8caabb", "metadata": {}, "outputs": [], "source": [ @@ -197,7 +197,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "e3dd7348", + "id": "6894af8f", "metadata": {}, "outputs": [], "source": [ @@ -218,7 +218,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "5bbb81d7", + "id": "a2e2840b", "metadata": {}, "outputs": [], "source": [ @@ -230,7 +230,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "6f2dc487", + "id": "bfa164f1", "metadata": {}, "outputs": [ { @@ -1401,7 +1401,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "88b3193a", + "id": "aa37500d", "metadata": {}, "outputs": [], "source": [ @@ -1411,7 +1411,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "5219e081", + "id": "c6216ab8", "metadata": {}, "outputs": [], "source": [ diff --git a/1-first-project/tdt/NNwAll.ipynb b/1-first-project/tdt/NNwAll.ipynb new file mode 100644 index 0000000..698069c --- /dev/null +++ b/1-first-project/tdt/NNwAll.ipynb @@ -0,0 +1,615 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "f7afce31", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "4023ed0f", + "metadata": {}, + "outputs": [], + "source": [ + "delim = ';'\n", + "\n", + "base_path = '/opt/iui-datarelease1-sose2021/'\n", + "\n", + "Xpickle_file = './X.pickle'\n", + "\n", + "ypickle_file = './y.pickle'" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "1c43ce06", + "metadata": {}, + "outputs": [], + "source": [ + "THRESH = 0.1\n", + "LEEWAY = 1\n", + "EPOCH = 20\n", + "\n", + "DENSE_COUNT = 2\n", + "DENSE_NEURONS = 2400\n", + "\n", + "DENSE2_COUNT = 3\n", + "DENSE2_NEURONS = 600\n", + "\n", + "AVG_FROM = 10" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "384cdc94", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_pd(data):\n", + " fig, axs = plt.subplots(4, 3, figsize=(3*3, 3*4))\n", + " t = data['Millis']\n", + " axs[0][0].plot(t, data['Acc1 X'])\n", + " axs[0][1].plot(t, data['Acc1 Y'])\n", + " axs[0][2].plot(t, data['Acc1 Z'])\n", + " axs[1][0].plot(t, data['Acc2 X'])\n", + " axs[1][1].plot(t, data['Acc2 Y'])\n", + " axs[1][2].plot(t, data['Acc2 Z'])\n", + " axs[2][0].plot(t, data['Gyro X'])\n", + " axs[2][1].plot(t, data['Gyro Y'])\n", + " axs[2][2].plot(t, data['Gyro Z'])\n", + " axs[3][0].plot(t, data['Mag X'])\n", + " axs[3][1].plot(t, data['Mag Y'])\n", + " axs[3][2].plot(t, data['Mag Z'])\n", + "\n", + " for a in axs:\n", + " for b in a:\n", + " b.plot(t, data['Force'])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "28e58847", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_data(data):\n", + " fig, axs = plt.subplots(4, 3, figsize=(3*3, 3*4))\n", + " axs[0][0].plot(data[1])\n", + " axs[0][1].plot(data[2])\n", + " axs[0][2].plot(data[3])\n", + " axs[1][0].plot(data[4])\n", + " axs[1][1].plot(data[5])\n", + " axs[1][2].plot(data[6])\n", + " axs[2][0].plot(data[7])\n", + " axs[2][1].plot(data[8])\n", + " axs[2][2].plot(data[9])\n", + " axs[3][0].plot(data[10])\n", + " axs[3][1].plot(data[11])\n", + " axs[3][2].plot(data[12])\n", + "\n", + " for a in axs:\n", + " for b in a:\n", + " b.plot(data[13])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "dd1eea42", + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "\n", + "def load_pickles():\n", + " _p = open(Xpickle_file, 'rb')\n", + " X = pickle.load(_p)\n", + " _p.close()\n", + " \n", + " _p = open(ypickle_file, 'rb')\n", + " y = pickle.load(_p)\n", + " _p.close()\n", + " \n", + " return (np.asarray(X, dtype=pd.DataFrame), np.asarray(y, dtype=str))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "132c38fa", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "\n", + "def load_data():\n", + " if os.path.isfile(Xpickle_file) and os.path.isfile(ypickle_file):\n", + " return load_pickles()\n", + " data = []\n", + " label = []\n", + " for user in range(0, user_count):\n", + " user_path = base_path + str(user) + '/split_letters_csv/'\n", + " for file in os.listdir(user_path):\n", + " file_name = user_path + file\n", + " letter = ''.join(filter(lambda x: x.isalpha(), file))[0]\n", + " data.append(pd.read_csv(file_name, delim))\n", + " label.append(letter)\n", + " return (np.asarray(data, dtype=pd.DataFrame), np.asarray(label, dtype=str), np.asarray(file_name))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "494e249c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 2.78 s, sys: 205 ms, total: 2.98 s\n", + "Wall time: 2.98 s\n" + ] + }, + { + "data": { + "text/plain": [ + "(13102,)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%%time\n", + "X, y = load_data()\n", + "\n", + "X.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "00400cb9", + "metadata": {}, + "outputs": [], + "source": [ + "def shorten(npList, thresh):\n", + " temp = npList['Force']\n", + " thresh = temp.max()*thresh\n", + " leeway = LEEWAY\n", + " \n", + " temps_over_T = np.where(temp > thresh)[0]\n", + " return npList[max(temps_over_T[0]-leeway,0):min(len(npList)-1,temps_over_T[-1]+leeway)].to_numpy()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "13fe2978", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 3.47 s, sys: 35.2 ms, total: 3.51 s\n", + "Wall time: 3.47 s\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "XX = np.array(list(map(shorten, X, [THRESH for _ in range(len(X))])),dtype=object)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "cbdc141a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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0ldvoc84w7Y1yDdAMLQdOpb62OCxnN80bpJQ1UsocKWW9lPIby/XeCxmb8pKfYybfal70XENJATareUUI/BLx+EV1p/Z8d3qdEef6JykvzA0HYimJWDsOQv11kBNhvqWdgNPJaDi75742gpEw7SNT+AIyqU4ajYaSAgpzLamZn/lm4NBn1NddTyf/8yFOhcSr2mwoIdITsZ7rm6S+JJ+WChXc6M6M+Geh//nYJRqImNybQmZEywxqFwRHbdbLNKuBM33OmHoRIDzocS121Hz412f5s+8eTd2A8soh9bghIjMCi7LUg5Mz+AKShtK5c7YmYr0yGiU74gyV3CNvEDPIuizTRHNf1TCZBNtXgYjV6fFxvGsCgJPd42nt63z/JNtr7FTaVeoz6fZezxj0n5pfooHMCPbmZUY6U9/PGuNiEjbwCzGZhBJqpxJwn/y+Oqnll0DnM8n/PCqrc75/kt31xfO2b622c3HQldJJ+FzfJDtqHBTmWsi1mPQH1AOnVQkwlngV5k/uTZaFmRF7zaoo02QT57SPzlFP3FlL1Y616cIqpeRY1zhDrlkGJ1PU7105BBXb5rROMTIj4bbeiMxI3I4a7cZwonvxcxlgXQYjyn01tuhvR606UQeTaQ9cZp5sGyYQlGyuLOT5HmfKUbQvEKR1cIodtQ4q7eoDPpTsh6DzKUAuDkYy0co40Q2F1aqjYYkzI0KIFwkhLgoh2oQQH4jy/NuEEMNCiJOhf+9c0gXF4cKAC4tJ0FxemNLP76h1cL5/MrkWWL8XnvyMKsXte0soHTyd9HtfGnTh9QcX3flurXbgmvHTl+QFxj3rp2PUzc7aIoQQVNhz9RufRZvUuxCrDXJsKQYjoUC8sEo9OmrVfgLZc8BdSSXzaGglt3jBSL7VjCPPsubaeztG3EyEOspOhSZaJ0XAD92H57IioM6fsCgz0j2uPrsNpTqDEe087jSCkYyhhuTlxnx+R42DqVk/PePJn2iXi8cuDFOUn8NbbtjAmNtL91hqa708PIU3EGRHjYNKh5YZSTIY6TioHCbrrpm/XcuMpCNidXZDcQMUNy5pMCKEMANfAF4M7ADeIITYEeWlP5ZS7gn9+/qSLSgBFwdcbKosxGpJ7SO8o9aBxxuIno6NxckfwGQP3Pb30Hijmgbaeyzp99bEiVonjca2FEWsFwYmkXJOC1NemKs/M9LzHDjq5xyDY1GYoteIawByHZAbChodtYBMbwpwmqykknk0NOfVeGUaUKWataYZ0bLdMPc5SYr+55WuoykiGLEWQF5R1MyIEFBbnBfeZsu1UGnPjZEZCQUjS3QeXp/BiMdLaUH8zAjAuf7su1RGIxiUPHFpmFu3VLBvQwkAJ1OJopkTr+6ocVBaYMVsEsmXaToOKqMzy4LSV34JWPLSS0s7u6GofsmDEeA6oE1K2S6l9AI/Au5dyjdMhwv9kymVaDS0C7fucmTAB09+Wtmlt9w1N1CuK/lSzakeJ448C40Rd2Qw55eSrIhV075on1uVGUkiGImnF9EorEw9M6KlySHCmdgo1cTidO8kdcX5MUvpGlVFS+/C2jbk4p9/dWbZ2uBPdI1jz7Wwtcoe7jhLik5NL3Lz/O1RyoPd4x6qHXnkWuZrJ6O290oZkRkxNCMZY9zti9rWq7Glyo7ZJFasbuRs3yQjU7PcvqWCLVV28nJMKauvz/VNkmsxsbHchskkKC+0JidgdQ3C8IXFJRoAIULufylmRoJBdeAXaZmRJfUaqQMi8489oW0LeY0Q4pQQ4qdCiIZoO1rqtkjntI8+50xawcjmSjs5ZqFfxPr8j8DZBbf9X/V3LSiFyh0p6UZO906wu7540XC/ovwcaovykhaxnuubpKQgh5rQNNfyQp3BiGtQBbjxSjQatorUfEZcA/ODEWNmU0LO9jrDwXI8ahx5S54Z+dXJPr77TCdfevzykr6PxvGuCa5uKObqhiJO96ZQfr/yFJRtAnvV/O2a10gE3WOeeXoRjeaKKMHIzITKuBSUw/QYeDPvRbLugpFZf4CpWX/Utl6NvBwzzeU2zqUzNG4J0bpobttaQY7ZxK7aIk6mGIycD019tZjVoVBpz0uuTHPlSfUYLRiBUCtjiide97ASF2rBSNCX7bkevwaapJS7gYeB70R70VK3RV4KGYOl0kmjYbWY2Fxp19feG/DDk5+Cmj2w+Z657Y3XKz+DoP67xhlfgIsDrrC/yEK2ptBRc7Zvkh21jnBwU1FoZdTtxZ9o+qimF9GyPPFIKzMSUQIy5tPExTXjo33EnbBEAyozMjw1u6RTZrXP2pcev0zb0NJ6T7ln/VwcmGRfYzFX1Rcz5vYmp58KBlSmMlIvohHFEr57bHqeXkRjY7mNMbd3vhuyVqJpvF49LoGIdd0FI+Nu9QsuLYyfAtQEfiuRxy4Osbu+iPJCpfHY01DMmV5n0h9KKWW4C0Gj0p6bnIC14wnILYKaq6M/n04wogmlNM0ILGWppheIzHTUh7aFkVKOSim1X87XgQUimeXhQui43FadvMdIJJotfMK7r9M/gfErc1kRjcYbweuCQf0jTi4OuPAFJLtjXGy2Vju4PDyl+1j2BYJcHHDNm+xaYc9Fyjk/oZj0PAemHDXZNBG2SnVHmIzwNOy+GpEZyS8Bc27W59OsVLRsdDzxqka1Iw8p05ynlYDWoSmubSoh32rmH35xekmbGp7vmSAoYW9jSTgYO51M+X3gtDLZa7p58XP2amWxEMosz/oDDLpm5rX1ajSFvH86IvVk2vHaeIN6XAIR67oLRsJW8HEyI6A0FL0T00wkM+NCDx1PwgN/H9WaVw/jbi8nuye4fWtleNvVDcXM+oNJ31EOTM4w7vGFpxUDVDpyk8uMdBxUB79psWcLMBeRp/L/1Q74onoo3qC+Xrpg5DlgsxBioxDCCrweuD/yBUKISJXjK4CsDMy5MODCnmcJlyVSZWetg1G3N/7fO+CHg5+C6qtg64vnP6fdJXU9q/s9T/XOd15dyLZqO76ApH1YXxpYE2BHpvW1ID3hRarnKNTsVkMdE5GKJfz0uMrsRWZGhFClmlVgfJYN5pxXEwcj2vG/VLqRWX+AzlEPBzaW8Q8v2caRjjH+99jSdJIAnAiJV/c0FLOt2o7FJJLTjXRq82hiZEaCfvAog8ze8WmkJGaZBqBjJCITpOlEjGAkc2gDtOJpRiBSxJrB7IhvWk2fPfIVGLmU0i4Otg4TlHD71rn0vzaPI9lSjZb52RFxIq+w5zHqnk2c4gYY71R3zLFKNKAyI4FZ5UWSLFoqsKhB/YMlC0aklH7gPcCDqCDjJ1LKs0KIjwghXhF62fuEEGeFEM8D7wPetiSLScDFARfbqu2LNBfJsiOUTYhbqjn7cxi7vDgrAipjVdQAnfrNz073TFBqs1JXvPiODOZ8Uy7o7Kg52zsnwNaoCPnlxG3vDfih77g+vQjMteYmU6pZaHim4agzyjQxONPrpNqRF/4bxmOpXVjbh93KPqGqkNftb+C6jaV8/IELyY0aSIITXRM0l9sosVnJyzGztdqeXEfNlaegZCMURZG6LTA+i9bWq9FQWoBJQEfkDYGzB0wWFbybLEaZJhOMhjIjZQmCES1bkFER69OfVyJAgLZHUtrFExeHKSnI4eoIw6j6knzKbNakgxHt/xapPagMpbi131NcEulFIL3hYM4e1RaZX6zuXgurl9T4TEr5gJRyi5SyRUr5sdC2f5ZS3h/6+oNSyp1SyqullHdIKS8s2WJirzHlmTQL2V6j9qFd0BcRDMDBT6qBW1tfGv01jderzIjOzNepHuWsGSuQaqkoxGISurN8Z/smycsx0Vwx57eiKzMydE5ZZusNRsLzaZLIjISDkQVtw5kYILlGOdM3GXMezUKqi5Y2GNH0IluqVOD/8VftwuP189HfnMv4e0kpOdE1zt7GkvC23fVFnNLrIRUMqsxIU5SsCESch5VuJGx4FqVMk2sxU19SQMeoZ27jZK/qBDPnqBtMIzOSPvGG5EVSXphLlSM3c5kRZy8c+jTsuBfKNsPl5IMRraX3ti0VmE1zJ3MhBHsaipPuqDnf76KxtAB73lybc9iFVY9upOOgUldXbo/9GkfsVsZAUMa/6GhtvRpL39674umdmMY1609bLwJgz8uhqawg9jF+7pcqg3fb34Epxqmi8XpVix6/kvD9pr0BWoemFvmLRGK1mGiusOkORs71O9la7Zj3eZjLjMQ5hhNN6l2IVqZJKjOiua8uzIyEyjSp2n2vUdyzfi4PT+kq0QCUFORgtZiWzPisdXAKs0mEyxabKu38xe2b+OXJPp5szWyXXPfYNKNuL3sbi8Pbrqorxjnt0+d3NXRWdbwsbOnVCLuwapkRD1aziSp79BJlU7ltQZmmdy7jUtS4JO296y4Y0TQjxTrGru+ocXA+Ux01f/gQyCDc86+w6S6VUvMl9yE63etk1O2dpxfRuLqhmLbhKVwz+gV25/rni1cBKkOpz4ReI1KqYGTjrYvT95HECUZ+c6qPF332YDhKX4Sze648A0YwwpwNfDqdNJHsqHVEb+8NBuGJTypb6e1x7FYab1SPOvxGzoUcXxN1SmytdujyGtEE2AvbQG25FvJzzPEzIz1HVbuupkVKRCqTe8Puq1HKNIFZpSkxCHO+X5nX7arVF4wIIah25KVmCT8zCV+5FU7/NOZLWodcbCgrmOfD8Ze3t9BcbuMff5FZ75HjXepY2BeRGdE+J7p0I1dCepFYmRGtzBgKkHvGpqkryQ/PhlpIc7mNjmH3XFZmsmeuE6y4wSjTZIJxj5ei/JxwK2s8ttc4aBtS1tVp0fUsnP5fuPF9ULJBmUb5p5MeNPbYxSGEgFu3LG4XvbqhGCnVNFQ9uGf9XBl1z9OLQERmJJH4b7RNnWzjlWgg9CEQUWvkFwZcSEnsu+CJKJkRZ09SraRrDe0ivSVDwcjO2iK6xjxMLgxiz98Pw+fh1jhZEVDBSl6xrmBE6wxYOJNmIduq7SoDlCCw7hmfZnLGH9WTIqHxWc8RNdhRr+4mt1C5DCczudc1oLpnFgpkMzEmYQ1yOoG4ORrVjhSNz576rHIrPfWTmC9pHZxic+X8cQt5OWY++qpddI15+Nwjrcm/bwxOdI1TYDWzpWru/bZUF2I1mzjVO5F4B52HVMZC6zpciMWqstgRmZH6kui6LVDtvW5vgOGp2ZDfU+/cubioXpXdMzzSYN0FI6Nub0K9iMaOWge+gKR1KI3sSDAIv/u/qt528/vVtqabwGxNWjfy+MVhrq4vjupMeHXoA6zXiVULBLYvyIxo9faEZZqOJ9RjomDEnKM8GqJkRjpDrWPtI1H692ddKu1YvCAzkn2vkaxyccBFXXE+jrzEmT09aMHo+cjsSDCotCJlm2Hnq+LvwGRSpRod5menep1U2FX5Mx5a1ker2cfibN9i8apGXPM+z5gKpvWWaDRsFcnZuLsGFutFIDMDJNcgp8PHh/4useqivOTLNM5eeObzIMxqqFyUi+qMT41K0FyBI7mxpZw/uqaerx5s1y20TsTxrgl21xfNu0nOtZjZVmNPfIMppRKRx8qKaER4jXSPeaKKVzXCM2qG3UonFfRFBCMNKsufYeO+dReMqCF5OoORTIhYT/4A+k/CPR9RA7dAPTbeAJcf1b2b0alZnu+Z4I4oJRqA4gIrG8ttnIyYbRCPc1E6aUDV7EsKchieSvAB7zioZnqUNid+sxiTSq+MqPJM1DZOrSa5sEwD67pUc2FgMmMlGoCdoWN8Xqnm4gPKO+TWv4vdsh1J4/Uw2grukbgvO93jZHcc8arGXEdN/GDkXJ8Tk4jutxI3M9JzVD0mG4wUViVfplmoF4GImU2GC2skZ3sn2aXDeTWS6iJVpknKqfTRj4ZK5h8Bn3vueIigfdhNUMLmKMEIwD++ZDuO/Bz+4efpe49MewOc75+cV6LRuKpOhxPr8AXVshvNXyQSezW4+pma9TPu8UVt69WYNzBvMnQujizTQMZ1I+suGBlzeylJ4DGisaHMRoHVnLqIdcYJj3wYGq6Hq/5o/nOb7lKKfqe+VO3B1mHkgpbehexpKOZ5nZmRc32TOPIs1Ebxqqi058XPjASDyi8lkV5EI0oro5QyPKQtajAS2darsfReIysarz9I+7A7I500GpWOPMoLc+eCESnhiX9XQeau1+jbiQ7diHvWT9vwlK4UfF1xPvZcS0IR67n+SVoqCsm3Lg6YlCV8jI6wrqdVe2JdssFIZfJlmmiZEa10aVjCh1HiZpcu59VIqh15eP3B8KTbhPSfgud/CAfeBXvfBAhof3zRy7RseGTZJJISm5V/fMl2jndN8D9H0jsfne514g/KeZ00Grvri3DN+OkcjaGrA5Xdgej+IpGELOE1jd7C2VCR1BbnYzWbVDCiXaMiBayQ8Y6adRmM6C3TmE2CbdX21DMjBz+p7hZf/InFF+2Wu9SjzuzI4xeHKbNZ435Yr64vYnByln5nYvX1+f75FtqRJDQ+Gzqr3CgTlWg0HIszI8NTs3i8ASwmEb1ME+m+qlG8tF4jK53Lw1P4gzKjwQiEnFi1gPvS72HgFNzyt2C26NtB7R7lKhrH/OxsnxInxuuk0RBCsKXanjAzotnAR6O8MJcxtze6k2vn01C7T00zTQZbhf7MSDC42H1VI07pcr1yfmCSoNRndhaJ1t6rS8QqJTz0T8oq4Ja/UXqe2r3Rg5FQJ42WIYjGq/fVcdOmMv799xcYSqOj50RIvBrZSaOh/T5OxfMb6XxK3fCVNMV/I3sNuIfoHlGf9WhtvRpmk2BDWUEoM6IFI6HzrxaUZFjEuq6CESkl4x79ZRpQZYxz/Tossxcy0gbPfllF37V7Fz9ftVOp7HW0+AYiWnpjqZ9BiViBhC2+gaDkwsAkO2qif/Ar7AlGsHccVI8bb4n7PmHsNUr/4ZsLkrRI/7qNpYxMeXFOL7izcXaru1dNBQ5gyVX7WkKvkZWMVp/ORFtvJDtrHbQOupj1B+Cpz6kM1O7X6d+BJVeVPOKYn50KZez0Xmy0GTWxPndjbi/9zpmYA9W09t6xhX45Xg/0HocNN+paxzwKK5XeJOBP/FrPCMhA9MwIqFLNOtY+LeRMEs6rkWj6El26kbY/KK3bbR9QAQlA8+2qzXtm/g3npcHFnTQLEULw0Vdexaw/yId/nbr3yPGucRpLC8J6vUi2VNmxWkyxbeGlVJmRDTclzlLbq0EGGRlU5ZV4ZRrQ2nvdqhxjyVfBG0BOvgrMnZm9KVxXwcjUrB9fQFJq0y/+21Gj0mS9Ezp6vSN58B/Akgd3fSj680JAy51w+bGE3SHP90ww4fFx+7boepHwWmsd5JgFJ7vjC56ujLqZ8QXDplcLqbTnMeyajR2AdRyE0pb5nS7xiNLeq02FvDP0f2ofXpAdcYZayRZqFtZxe++FARc55jnfg0yxo9aBPyhp7XcqV9LtL1d378nQeL3qTogxzfN0r5OaojwqY/gaLGRbtR3ntI/BGOXCc2HxavSLV0zjs96jSoyXKKUdDVsFIFWgkYhY7qsa9jRmNq1BTvc4KbNZkx5xoNsSPuBXWZHSZtj/p3Pbm29XQeOCQLp1aIotlYkzkBvLbbz3jk389nQ/j15IQtwcQkrJ8a4J9kXJigDkmE3sqHHEbu8daVUC00TiVQgHxlPDPRTmWiguiP8Zby630TnqIejsUdmQyGCnqMHQjKRDeC6NLbHVsIZ2wU6qVNP6MLQ+CLf9vbqbisWmu1TGoO9E3N09fmEIk4BbN5fHfV2uxcyOGgcnu+P7F4RP5DHuKivtuXgDMeqwAb/qaddbooGIVsa5k2/nqBuzSYTblBfpRiYWeIxoFDcqG/p1yMUBFy0VheToaEtPBm3IXGf7RfDPQPmW5HfSeKM6qWtmYgs4HXJe1cvWqvi28JqFfaLMyPBCEWvn04CAxgO61xJG+yzr6agJG57FyoxEF3WvV87FKRvHo8KeixA6yjQnv6+Ennf/i2pz1Wg4oG4aI0o1M74AnaPumHqRhfz5bS00V9j4z4cuJZ1B752YZtg1G1UvorG7voizfZPRhbKdml4kgXgVwoHxzHgv9SX5CX/XG8tteANBfGPdc+JVjaJ6o0yTDnPBiP67vm3VDkwiiRk1fi/8/oMqc3DgXfFf23wHIBK2+D5+aZi9jSUU6xDe7mko5nSPk0Achfe5/kksJsGmyugftkpHHK+R/pNqUmsywUiUselXRj00lOSzsdwWXTfi7J6vF9EoblQ1TD2p8jWGNpMm02woLcBmNTPeeVptSCUYabgWEFF1I5OhsfB69CIaWikqloj1XP8ktUV5MUuuFbEyI51PqaF/ecmVA4CI+TRzItZZf4AP/vw0V0YWBNOJMiOOWnUj4o0jTFwnBIOSy8NTUdtoE5FjNlFemMtgvGBkdgoe/ZgKPLa/Yv5zOXmqszEiGLk8PBW3k2YhVouJt9+0kbN9k0mP5NCG40XrpNG4qq6IqVn//Cm6GleeUsdlWUviNwsFxnKyP25br0ZYL+PsWZwF1zyfMugivK6CkfCQPJ3dNAD5VjMby236MyPPfU21Ob7o3+ZH4NGwlSnxXxzdyLBrllM9Tm6PYnQWjasbinF7A7QNRRGFhjjfP8mmysKY9VAtlR7VhVX70Dbp1IuAuguEeXeCV0bcbCizkWM20VhaMD8zEgh5iUQrAxU3qumT66ze7vT46HfOsDXDehEAk0mwvcaBfyg0vLFia/I7ySuC6l1RdSNnwmZWxbp3V1SQQ7UjL2YwEk+8ClBuV5+9ee29fi90P5daiQZCZRrmiVif6xjnh0e6+NFzC+4StcxIpOYpErvW3ru+juNo9E5MM+MLxrw5SkRNUQLjs6f/W/3NXvCx6LqK5tuVwV/ob6adO5MJjl61tw6b1cwPDidXQj7eNU5ejoltMUrmMGcCt8hvREoVXOvRiwDYKpDCRI5nKKFeBFQwYsGPdXpo8bm4qEEZdyZo50+GdRWMjLlV2SGaaVg8rqor4kT3ROIU3NQwPP7vsOlu2PwCfTtvuUv1uU9PRH364CV1F3ZHAr2Ixh4dItZzCU7kcefTXH4Uqq6am9Whh1w7WO3hE6+Uks5RD01l6gOxsdw2PxiZ7FM+ALHKNLDudCNh8Wqck1Y67Kx1YHO1IwvKoKA0tZ003qCO5QUmUtpJNNm2za0xOmqmvQHah6fCU4ejUWC1YLMusITvP6lOoKmIVyGiTDMXjBzuUCPZn2pbcFJ29avgJZb2JkqAvl5pC+nFWipSC0aqHHmxh+VN9sPTn1PmfQ0xhiI2364e25WR46VBF2aToKlcf7dVYa6FV+6t49fP9zHh0TFkNMSJrgl21xXHLb1uqigkL8e0WDcy1q6Os0T+IhpmC8GCCkqDo3E7aTQq7Lk0WScRyMVlmrDXSOZKNessGFEnpmSDkRtbyhl2zdIaJ9sAwKP/qkx0Xvhv+m2mN92lau2ao+kCHrs4RHlhblSXyWg0ldlw5Fk4ESMYGZmaZcg1G3d/FbEs4WecKg2/+W5da5mHY25S6ajby9Ssn6ZQGrC5wkbHqHuutBQ2PIuWGVmfXiMXBzM7k2YhO2uL2CB7mC3elPpOGm9Qx//AqXmbT/U6qS/JT/pzt63aTtvwFP4F7bkXQm2giT4Tyvgs4sLQGZrfkWowYi1UXQURk3ufbVfByJk+Z3gIJxC7rVcjSulyvXI5dF5NNTMS1xL+sY+p4DhWIwFA9W7VKRLK+l4anKIpQSdNNN50YAOz/iA/O67PO2rGF+BsnzNqS28kFrOJnbVFnF5oC68dz3qDEWA2r5IqMa4rMyKEYF9x6CaxKIpmBIxgJFXG3D5yzILCXJ3+CSFuCglHD7XGSUlNDcHx78K1fwYVSdTc66+FXEdU3Yg/EOTJ1hFu3xq/pTcSk0lwdZwJvuc159U4J3JbbpS7SlAfVhmATffoWss8HLVh+2utvt5UpgUjhXj9Qfq0jqWwx0iUOQtF9YBYkmBECPEiIcRFIUSbEOIDUZ7PFUL8OPT8YSFEU8YXEYMLAy4ceRaqk7DKToYdtQ5aRB+D1hizLfTQeIN6XKAbOd3jTEovorG12o7XHwyb42loBm2xxKsa5YW5jEQew51PQ/lWsMUXgsdECJURDGVGpr0BTnZPcG1TCVLC05dH517r6o8tXgVjPk0El4enKLVZkw5WNaqL8nBO+5j2LuhKHDgDJ74PB/4cSjfG3oHJBBtvC53fJK2DrpT0KztqHexrLOYHhzt1CVnP9k3iC0Q3O1vIVXVKxDpPC3jlKZV9S0LjNZlTTpWY0KUZAdhhC92AO6KUaSCjItZ1FYyMh9xXk1Vs1xUroeWiVGwk/c8DUrVFJoM5R4lBLz+6SAx0snsC57QvrutqNPY0FHNx0LX4w8lcJ83CmTQLqXTkLdaMtD6sAqeG65JaD6Bq5KG7wCshj5FwZiT0eFlr79WCkWiZkbDXSGaDESGEGfgC8GJgB/AGIcSOBS97BzAupdwEfAb494wuIg4X+ifZVp18t4FeNttnKRMuLsva1HfiqFHGSxG6kQmPl64xD1fVFSe9u1i28GdD7sHxBn1ByC9H04wEAypISjUromGrDGtGTnSN4wtI7ru1BXuuhUOR54dEmZHcQvVZMubT0DY0xaYUSzRAOEBflB15+J+VlumWv0m8k+bbwdXH7MAFOsc8usWrC3nTgQ20D7t5JjIwjcGJ8KTe4oSvvaquCE+oPAlE6EVu1J+FB0ZEKZViPOFnR6MlZwyAWduCYzm/RGUKM9jeu66CkVG3N+Xo+6ZNZRzuGIvu6AgwEOpEqN6V/M433aUuwCPzp0A+fnEYs0lwy6bkgpGr64sJBCVn+hb3pp/vn6QmTheCRoV9gQurlCp703x78h4UoC5UrgEIBsJtvXXF6gPRHDoRhXUjE91qwmROjA9MceNSGJ9dB7RJKdullF7gR8C9C15zL/Cd0Nc/Be4SSxUdRCCl5NLg1JLpRQByxy8DcMKjT5sUk8Yb1EU/FFhrk1hTyYxsqizEbBKLRKx620CVJXzoGB48A7OTqYtXNQorw5mRZ9tHMQm4vrmU61vK5m5WAn71mniZEQgZnxmakbahKVpSLNFAhNdIpG6k7Q+qMeC2v9engQrpRsZOP4SUsW3gE/HS3TUUF+ToErKe6JqgrjifSh3ZTu3zE9aNjHeoa0YyjQRAf7CIcjGJzaxvEn2teQynLKDbvaBkJUTIa8TIjKTEuCeNYKSlnKlZf9hJchEDp9VFMpWWwbA1/PxSzWMXh9jXWExRAnOahcRzYj3XP6lLf1K50IV18Kw6cW5OoUQD6sQsA+AepmPETV1xPlaLOvzKC63Y8yxhIzScPdHbejWWJhipAyI/WT2hbVFfI6X0A06gbOGOhBD3CSGOCiGODg8nMcskBj3j00zN+jNuAz+PkYsAPDGWOGUcl8YblCnYqAputJPnrjhi01jkWlQnW2RmxB8IcqF/MuyNEo/ywlwmPD68/qBKaUP6mZHIYKRjjF11Rdjzcrh5UzldYx66Rj2hzImMnxmBmAMk1xOjU7OMe3y0pGHkVxU2PguVeYMBeOifVZbu2nfq20npRqVHC+lGNuswPItGXo6Z115Tz4NnBxJaxB/vGk+oF9ForiikwGoOB/fhMSLNdyS1vk5v6HOjc/p0eWCEPllGx0iUFvSi+oxmqNdXMJLExN6F3NBShhBwqDVG+m3wjBJCpULJBijbNE83MjQ5w9m+SW6PMaU3HhX2XOqK8xeJWGd8AS4PuxOWaEAblhd5p/GwetyUgngV5gR7k72qkyZi5oMQguaKwjmvEWd3fHfX4kY1vGmFeo1IKb8qpdwvpdxfUZFcVisaWmZgqcSrAIy04jflctrtiN7SrZewbkSVak73OGkqK0g6oNbQbOE12kfczPqDCfUiMCfEHnXPqpR2SdNiIV6y2CrBM8rM7Cwnuya4vlnFojdtUjqUpy6PRHiM6MiMrPMyTVua4lWIKNM4QzdPz/9Izc+6+19UWVcvzbdTOnyYXFMw7kyaRLzxwAb8QclPjsbOGvQ7p+l3zsT1F4nEbBLsqi2auxm+/JgaWKfHXySCS57Q/0trPU9A4cwA/bKMjmjzw4pXcWYkkUBwqRnzeClNwmMkkuICNaQuqm7E64HRNqhKoUSj0XKXmjHgUxeCx0MtvcnqRTT2RBGxtg5OEQjKuG29GpWOXNzeAO7Z0AW/9Q/q/+dIUVPg0Ax3+rgy6g639Wq0aO29UobcV+MIKYsbVZYlsynuXiAyHVMf2hb1NUIIC1AEJC4Op4nW1puKqE43I5eYLWpGYpqb4JsK5ZuhoCwsYj3d60zKX2Qh26rsdI15wsdhIvfgeUspVJ/14ckZpWNJt0QDofZeyenWdryBIAc2qhJAS4WNakee0o2E3VcTZEYcteoOdYUG1cvB5VBpNp1gxJZrwZ5nmZtPc+G3ULIRdrwyuR01305uwM0LivvCWdtU2Fhu4+ZN5fzwSHdM80nN7ExvZgSU38i5/kn8Pq8aydFyR1J6kUBQcn5KC0b0nTvNU32MWSrmstaRFDXA9LgylcsAyxaM6BQILhn+kL15qmUaUHc/J7rH5y7QGkPnlS9G9VWpL3DTXcoDITSG/fGLQ1Ta9bf0LmRPQzE949PzTJ/O9asUn77MSER778wkdD+belYEwiZP7pFuXDN+NpTNv/NorrDR75zB4xxSv4dEmRHItIj1OWCzEGKjEMIKvB64f8Fr7gfeGvr6j4BHZdITFJPnwoCL+pJ87HmpZRd0MXwRa7UyO0t5SjWok2PjDdD5NCNTs/ROTLM7SX+RSLTS1KVQa/PZPidWi0mXJ4WWGfH0nVNTptMt0UDY+OxC22VMAvY3qWBECMFNm8p5um2E4KTOzEi4dKlzEvAapG1oivwcM7VF+gSVsah25M1NKx88o8wkk5VzbbwNgHvyz6e1FoA3X99I78Q0j1+M/rc90TWO1WLSVW7UuKquiBlfkN6zh5T+qSW5Ek2/c5q+QLH6Rk9mxOsBzyizttrF4zpg7jycIRHrcmZG9AgEl4yJ6dQMzyK5qaUcX0By5MrY/Cc0X4VUxKsaTTeD2QqXH2FyxscTF4e5c1tlyt0T0XQj5/omKbCa2aCjrSvswjo5ozxQgv7U9SKgTuImC65hldbbuMBQSBOx9l0JuYAm0oxARoORkAbkPcCDwHngJ1LKs0KIjwghNA/pbwBlQog24P8Ay5LdWyob+DC+aZjoIqdqO01lBRzpGEv8M/FovAHGO7jYpgTZV6UgXtVYaAt/rn+SrVV2XfN5tGF5lm4V4GckGAkZn3V1XWFnbRFF+XMB4s2byxj3+Bjp7wRhmnNsjUV4gOT6LdW0DU/RXGHTbV0Qi+qiPAYmZ2HWpfRkVTuT3seMtZgzwSb2+p5Pay0Ad22votKey/efja5tO941wa5aR1IZGO1zNHX2IUCEgye9dI9NM4adoLDo87cJ6ZlEUf2i9nog414jyxmM6BEILhmaIVGqmhGA/U0lWC0mnlroNzJ4RrXpaYZcqWC1qcmnbY/y4yPduL0B3nQg9f3tqnNgNol5sxLO97vYXuPQ9cGfN58m3NKbwnAxDZMJCqvxjqkoOlpmBGCsv11tiOa+qlHUwFJ4jUgpH5BSbpFStkgpPxba9s9SyvtDX89IKV8rpdwkpbxOStme0QVEYdYfoH3EvbTi1dE2QEL5Zl5yVQ2H2kYSiu/iEtKNTFx4EiES+4HEo74knwKrmQsDLqSUnO2b1L0/LTPiGDqishAlcbwm9GJTwYhzuDdcotG4qUXpRsYGOpUN/MKJ0wsJByPr12vk8tBUWiUajWpHHgPOaRi6oDZUJh+MtA1NcSi4i9qp0zGnT+slx2zi9dc18vilYbrH5os/vf4gp3uduvUiGhvLbBTmWijsOwR1+5J2Su4e9yAxEbRV6suMTKpzdX55I4OTs4srAmGvkcych1ecgDXTnQgao6FgpCyNYCQvx8y1TSXz/QRAddJU7Uo+LbiQlrtg6Cy/PnSU65tL07qjLLBa2FJlDwcjUkrO90+GpxAnQhs0NjQ5o9rkmm9LraU3EkctwtWHSbDIAbCpzIYQMD3UoTbEC0YsVnUiXwfTe9uGlM5nKWbShBkJZaPKt/Kaa+oJBCW/PJnGBbJmN+QUILqeYXNlYVrlJZNJsKVKiVj7nDNMeHy6g5G8HDP2XDPV48eT9mOISSgzUhwcD4tXNSodeWypKmR2vDexXgTW/Xwaj9dP78R0Wh4jGtVFeQy7ZgloFgspZEZah1w8FdyFOegLl8vT4fXXNiCAHx6Zf7E+1z+J1x/UZXYWickkuK7GRL37LLTcmfR6esY8mASYiur0HXNOdQ4oqVZB/CLdiL0aTJZVWabRIxDMeCeCRjgzkqKAVePGlnIuDLjmtBjBoGp7TUcvorFJtfhudT/Hfbc2p707TcQqpaRnfBrXrJ8dNfoCnOKCHKxmE3LovLpzS8V1dSGOGnKnB6kryV+UnszLMVNXnE9wogdyChJH/cWN68ISXitPbF/iThoQUNZCS0Uh+xqL+emxnqTHoYcx5+Cp3Evj1PO8am8c7Y9OtlXbuTjo4myorVGPeFVjt20Ch284MyUagFw7flMuFWKSazcuPkZv2lRO7vQQgYUmUdEoKANTzrK392a7kUCjPQPiVY3qojyCEmZ6T6s5WNHcmxNwaXCKE2xDmq3zpvimSm1xPndtr+InR7tVe3mIsNnZhuKk9/mSwjbMBPE3JVeiAegen6amKB+To1pfZiQUZFQ3qGvRomDEZFZdkquwTKNHILhkjIWGF6WjGQG4OdTCF7Z+Hu8A71R6epEQsnInY6KEl+Sf4/YtaZpPAXsaipic8dMx4g53SOjNjAghqLDnUjV4UG1IR7yqYa/F4RsJ28AvpLmiEKu7V9UiE93FrqNgxGo2zWuFzjjDF9XvM2Qy90fXNHBpcGrO0yAFngtuZbvo5HVXpZ7d09habWfM7eVg6zBCzOlI9HCjRfmnZKSTBkAIxkURLQWeeXoRjZs3lVPBOMPouOs1mUIzm5YvGMl2I0EkmWjr1dDae4MDZ6Bye0pZsNbBKWrKSxENBzISjAC8+foNjEx5efDs3MX/RNcE1Y48alIQ7e4PnGBK5nEpZ1vSP9s95lHOq/YanZqRHrBVsqFSBd1XYnXUZMgSftmCkVgCweV6/7EpTTOSXqlhV10RjjzLnG5k8Ix6zEBm5Jn2MR7z7+JGcRoT+hzy4hEWsfZMcK5/ElOSJ/IKey4tzmdU/TVdfwZA2mvIl9NsKY5+x91cbqNodgAZr0SjUdyoMjZrvC3y/ICLlspCXYLNlBlphYqt4W9furuGXIuJnx5LLf067Q3w/f5azEJSNn4y7eVpeplfP9/PxjIbtiRmS+3jHE5hVzNpMsCML0Cf386GvOiaggONhZQJF63TOi+wEWMSlomsNhJE0jY0hdkkFunHUqHKkQdIckcvplSiAVWm2VJlV26sA6fBHWf8h05u2VROY2nBPCHr8a7xlLIiAHVjh3kmuINT/dNJ/2z3uEfNpLFXq6Gn3ihGZpE4e6GojnyrmdqivOjtvcUNq7JME1UguFyMebwU5lqSnsS4ELNJcGNLOYfaRlQae+A0CDNUbE97jV99sp3jOfvI9Tmh72Ta+9tcaafAauZk1wTn+yfZWG4j36r//99gC7B59my4fJQu7rwqALYXLB4LDyGvBkaYzk/QEglzXiNrXPx3cWByaTtpggEYbZ03bKsoP4cX7qzmVyf7mPUvnm+UiN+c6uOpmWakMC8ampcKWgDtnPYlVaIB2DJzmqNym8pCZIDnuycYChZRKaJnjQp9KmN6ckLnQMNlzoygs5FgqbR7kbQNTbGhtCAtTw+NmqI8qhjH6nOmFIxMewN0jXnYXFU452oaY5J6MphMgjceaORwxxitgy6GXDP0jE+ztyEFp+OxdnKcV3jOvIdTSWYtZ3wBBidnaSwtmGs5n0pQqpnsDZtVNpXbaI+VGXH1qcnIabLiBKxLhXJfzYxPw02byuidmKZrzKMmQ5ZvgZz0pqleGnTx+MVhmq59GSAWWcOngtkkuKquiJM9Ts71TeryF4nkek6TQ5otvRH0BYsBaM6NHoxsKjFTLiYZNusoUS2N18iKYsLjZXBydmmDEWc3+GcWTf78o2vqcU77eOR88h4YPzjcRU1FmRKyXjmU9hJLbVb2FI7zVvOD7EzmGJ7so8zby9O+rcz4kg+qonG4Y4xRirD5YrQ/h2rxx8bzcHp0nKAddSoYWXq7mqRYKu1eJJeH05tJE0mpzcpVllCMlUIwcnl4CilDNvC1eyC3KGOlmtdeU4/VbOIHh7vCZmcpZUYuPwbAWNWNnO5JLhjpDU1EbyjNnxNXx9ONSKkyHqH23Y3lthjGZ/XKYysDAfW6CUbGPL6U3VcXolk/H2obUZmRDOhFvv5kO3k5Jl5z6x71YWhLPxgB2NNYzNleJ70T00nfVe6eeY4pmYe3NoUpvVG44lXvX2cZj/p8S+4EAN3BReNeFqO1Ua/hYESbybK0M2lCwxkXBCM3bSqn2pGXdKnmTK+Tk90TvOnABsTWl6quhKH0TaT+1fwNPpzzHe6YeVj/D4WmBx8Obgt306XLs+2jSFslpulRlVVaSKjkMhgs4Zl2HWl+e40y+ZuZyMj6dKCrkWCp8QeCXBl1Z0QvAkrjti8vVO6qTD5LrZnqbakqVMLMjbfA5cczEiSWFeby4quq+dnxHp5uGyHHLJIyOwtz+VEoaqBsw04uDEwmlbXU2osbSiIyI/HKgzNOpYWMCEac075wI0gYzQ8qAyLW9ROMuGfTFq9qbCy3UVuUx4mL7Urkk44NPDDkmuGXJ/p47TUNao0td0HPc+qASJM99cX4Q5bESWVGpKR54hmeCu5ieDozd20XptSJpywY3UG9IqDuwltnixPvzFGnjKUyPzBvxXChX4mOk9H5JM1wSOC5IBgxmwSv3lfHE5eGk/Ic+Z8jXeRaTLxmXz1c+w7VGfX0f6e3xv7nuWr2OG6Zy5bnPxEeVJeQzqfxW2yclxvmD31MkVl/gGOd4xRV1Km7QU+U4zh0t+nKKV9sARCN0JiEZTQ+y2ojgUbnmAdfQGakrVdjl6WbEVOFGm+fJK1DU+SYxZxQvPl2cHapBoUM8ObrN+Ca8fM/R7rYUVtEXk6ScoGAHzqehJY72F1fgi8guTSg34Y9HIxomhGInxnRyt+hMo3mA7WoVKON7ciAbmTdBCPjbl9ahmeRaNbPEx0n1IY0xavffboTXzDIO24OmTJtukvpIdrTr1nuaSwGJCCTS3EPX8A2M8DjwavTM8CK4PJEACeFWKain3hF6IA+PaXjrsFiVeK/NZwZuTjooig/hypHEsO+kmXkkmoxtS3ORiXrOTI16+dXJ3p5+dW1ajBeQSnsfTOc+kl6adynPkfQWsiRW76FyeeB339Q3891Po2nej8BzIxkIBg51eNk1h+kti50Ao4WFLn6wZTDto0beKpNx9ii8ADJ5dGNZLuRQEPrpMlUmQagOdhJq0i+pRegddDFxnLbnFBc041kqFSzf0MJW6oK8QUke0ONBUnRdxxmndByJ7tD/lOneid0/3j3+DRWi0n5R+UVgyUvfmYk5DGiZUa0DshFpRqtsSEDHTXrJhgZc6c+JC8aN20qp9EbMuBMIxjxeP1879lOXrCjai4qr79W1SzP/DTtdVY78vhK/pf4Qf4nqShI4s/d9gcAHg/sUS6sGeDKqIeJnMrYd4HOboKYOD6u8+K7xtt7Lw642FptT3kkgC5GLi3Kimgk6znyyxO9IefgiAvCDe9WgfXhL6e2vvErcPYXmPa/nTvufinc8rfqc9GaoFzjHoXh88hG1dI7PJX+MfxsqJ2/pSl00xBtpoxrAOzV3Li5ko4RNz3jCToWwinz5ROxZrORQOPycCgYqchQy3rAR42vi9O+upT8cS4NTrE5chBlWQs46jMWjAghePP1qrSczHC8MJcfRbOAry/Jp7ggJyndiNbWazIJ1fZsT+A1EnJf1YLlhtICzCaxuL03J1+NPXCmfx5eF8HItDfAtC9AaWHmgpEbN5Wxw9SJ21oedmVMhf892oNz2jff5MycAwf+HM79CvpOpLVO0fEEL5SHuEmeRDz2Uf0/2Pow/rKt9FOWsWCkc9TNTF5l7BOvs4cpawWdEz59gsM1HIxIKbk0OLW04lWIG4yAfs8RKSU/ONzFjhoHeyLv/EqaYMe9cPRbauBisjzzBVWOu/4v1fc3v1+16f7mr+NPCw05aOZvvhkgI5mRZztG2VZtx14euhucitJl4uoHezU3b1a6sqhTviOxL3uZZkXQNjRFtSMvc8MfR1oxSz9n/A04p5Pr7Jj2Buge97A5MksjhCrVdByMrg1Kgdftb+CfX7aDF+7UYYi3kMuPQu1eKChFCNWYcCqZYGTcM9/12l4TPxhx9qgu0VBJJ8dsorG0IPb0XiMzoo+w4VkGMyOV9jz25PRw2dSU8j4CQck3DnWwt7GYazYscHO88b0qff6Hf0l9kcEgPPzP6mDZ+2Z46rNw6aHEPzc7BV3PYNpyD0KQkXr7hMfLhMeHLKyJfeKd6MZXWIeU0Dma4I4SIrxG0m8rW2n0TkwzNetXvgdLhXtU6R7iBCN6PUdOdKv28Tdd37g4k3Pj+9SU0ePfSX59x78Hu/94bo6LJRde8TklmHvs47F/tvMpsORhbdiPI88yb3p1Knj9QY51hizgtQF4U4OLXxjKjGyuLKTCnsuhRKUai1Xtb423qC8kUzNpwgydA+CibGAgybJy25DqpFn0WWu+HabH5wahpklejpk/vXlj8nqRGSf0HJ1nAX9VXRGXBl26u8S6x6ZVJ42GvTpxmcZRO2++0sZY7b0Z8hpZF8FIJobkLcLvZaPs4llPbcptgw+dHaBrzMN9t0Sxfs9zwK1/p9KElx9NbY1nfw79z8Md/wgv+ZQS2v7iz+fqgbHoOAgBL6bNL6DMlsuwK33NyJVQcJFTUgfuYfBH6W5wdmEuUSn+9mEd4qzixlBb2do7kWvq/qXtpNFm0sQORvR6jvzg2S5sVjP37olijle3D5pugWe+GP3vHovnvqY6TW587/ztjdfD/nfA4S9B77HoP9v5lCp3WnKpsOemXaY51TPBjC/I9c2lkFcE5twYZZp+sNcghODmTeU83TZCMJigbKDXEXONIKXk8rA7cyUagMEzBE05tMtaBpzJna9ahyI6aSJpDlmuZ6hUkzIdT6pSZ0Qwsru+CH9Qhjvu4jE548M57UsuMxLhMaLRVGbjyoh7cRmsKBSMpNl5tC6CkTF3Zqzg5zFyKZQWbOR4Z/RW1UR89cl2GksLeEGstN3+P1UX3Ic/pLIcyeCfhUc+ogKQ3a9Ttb3Xfltt/9k74juXtj0M1kJovIFKey5Dk+lnRjpDI6gLKxoBudhwJxiAyT4KKlVdNWoEvpA17DWinWSWNDOiBSMVsYMRSOw5MuHx8ptTfbxybx2FsdxRb3yfKs+d+Zm+tXk9cPgrsOXFUBnF+vruD6nJuPf/1eLM2IxTtdyH5tGUF+Yy4kqvtfdwh/IVuW5jmUrhF1YuLtN4Peq9Q6ntmzeVM+r2Jr5gOGrXVZlmYHKGqVl/ZjMjg+fwl2zChyXpYOTSoOqkWeQEW1ip3KezHYxcflSdj+uvDW+6qr4YgJ8fT6znmtdJo2GvVq27szGOTWfPItftjRU2pkPmafMoalA3DWk61hrBSKqEpkNeoImnLif/RzjWOcaJrgnecfNGzKYYAkVLLtzxTypNePbnyb3B0W+qtte7PzyXaivfDC//L1VPfyyGbk1KaP0DbLwNLFYqHbkZ0Yx0jLgRAkqqQ/4gC0++rgEI+rGWbqDKkRsWuMWlJLSvNKf3CiFKhRAPCyFaQ49RewOFEAEhxMnQvyVth7w04KKmKC/q/JOMMXJJqeoT2O8n8hz52fFeZv1B3nRgQ+ydbL5HuRQ//d/67qBOfB+mx5RGJBp5RfCST8LgaaUriaT7iMqYhYKRTGRGnm1XepHwOcRWsTgzogXYIR2I5keUUDfiqF2T2b1YXB5SNxqZ7KRh8CzmamV2lmyZpnXQRXN5jJELzbdD5zOxL9rJMD2ubixdUcp78bj8KDTdrEp6IeqK8/mT6zfw3Wc6+c+HLsUNSLrHQoZnCzMjED07EgxGzYy0hBostExSmLDXSHo3hesrGMmgZoTBM2DJo7h+W+K6cBS+erCdovwcXrs/wVTTq14LVVfBo/+qP8U944Qn/gM23rrYyn3362DfW+DQp8MdM/MYuaQOqs1qMF6lPZehDJRpOkc91BblYy0J/X8Xili1mmNxI83lheGJnnEJe42knRn5APCIlHIz8Ejo+2hMSyn3hP69It03jceFUCfNkjJyCco2z6sLRyOe54gSrnayt7E4vqmeEHDT+2DobGJDv4AfnvlvaDigSjKx2P5y2PYyePzfYKx9bnvnU2q0eb0y61OZkdSDEV8gyNEr4xyInNIbLTOindgL1diD6qI8NlUWJvYbsdeqwMuXmRb6lU5b6GKWsczI9ARM9mCu2UV5YW7ymZEhF5sWlmg0rnoNBGZVli5dDn4Knvov+MV9+jPdYx3K6ySiRKPx4Vfs5PXXNvD5x9r4zB9aY+5C6+hqXJgZgejlQc8IBLyLblK2hawhLvQvCEa016WpG1kXwci4x4tJkNm7zIFTULmD6zdXcbpnQp/1c4iOETcPnRvkzdc3UmBNMPTLZIK7/0W1OB77tr43eOqz6uR2z0eiT6980b9D5Q74+Z8vzlBoLZOblAV8pT2PkSkvgUR17wRcGXWzoaxgToi48H01B7+ieporbLQPTyVu0TPnqIAk/WDkXkBTV34HeGW6O0wHXyBI+7CbrUtZogFleFa+WddLY3mOPNs+RvuwO35WRGPXH6kL79Ofjf+6c79Uf9Ob/irxPl/ySTBb4dfvn8u4dD4NtfvAqk6+FfZcXLP+lLVdp3qcTPsCSryqES0zop3YtbtOVKnmSMdYfLdMzfhsnehG2oancORZlOdFJgiJV6ncSXVRblKZEY/XT/fYNFsqY3zW6q5RpcKnP6eCnlSZ7IMjX4PSZlX2efYLCX8EgHZlAR8tGDGZBB9/1VW8bn89n3uklc/GCEi6xzzY8yzK+0cjXmZECyoWlGlKbVaqHLmc71/QFadlRtLsqFkXwcio20tJgVX1WGcCKdVMmupd3LypnKCEZ9r1Z0e+eaiDHJOJt97QpO8HNt2lBIAH/yNxunCyTwkFd71GtYJFw1qg9CM+D/zsnfP1I20PQ8W28AFW6cglEJTh7FKqXBlxq5psfokS/y1MS88LRgqZnPHre8/MtPdWSSm1K8EAUBXjdXmh4WHPCiFeGWtn6Q4Z6xx14w0El1Yv4ptWv7eIab3xiOU58oPDnTjyLLxst47hhhYrXP8uJZCONQhSShVMl29RF4FEOGqVfqTjCXj+R0q30Xs8XKIBwhe9VLvCng19tq9bmBlxD89v+9RO7PY5DdhNm8qZ9gXCM0li/h9guQfmZY22ITWTJmP+OYMhz7aqnVQ78pLKjGglo0Xi1Uju+AeVbV5YDkyGg59UpcM/+QVsfSn84cOquSDhApUFPGWboj5tMgk+8erdvGZfPZ/5wyU+/+jigKR7fHp+iQbiZ0YWuK9Gsq3awfmFGqi8YqVpSdMSfl0EI2pIXgZLNJN9KvNQvZs9DcUUWM08rVM3Mub28r/Hunnl3loqHTqH6wmhtB/u4cQfiMf/DYJ+uPP/xX9dxVZ46aeh8xA88e9q2+yUuqvcdHf4ZZV2dSJPp1Tj9PgY9/jYWF6g/i+OKGPTJ7rVQZ1rj209HA39wcgWIcSZKP/mjU+X6kobKyWzQUq5H3gj8F9CiJZoL0p3yNiyzKQZvQxI3ZkRWOw5Muya5cGzA/zRNQ362xWveRtY7epOMxrtj6ms443v0z9p95o/VSWdB/8BLv0egj7YcFP46XK7+uynqht5tn2ULVWFlEXeydsqQ5bwEQPzXP0q0I6wIz/QXIrZJOLrRuy1cz+/DmgbcmfUBp6hc0pD5KiluigvqcyI1rW2OV7gX7NbeeU8+yXVbp4sYx1w/LtwzVuV784r/lvZNvzsnSp4jkXAD+0HlW4lTuBmMgn+44928+q9dXzqoUt88fG2ec93j3nmt/UC5NpVABE3M7JYQrC9xkHbkAuvP6LMJMRcR00arItgJNPuqwyeUY9Vu7BaTBzYWKprDkXHiJt3/+A4M74g74zWzhuP+mvUB+Lp/449m2PoghL+XfsOKN2YeJ973gB73qyi9suPwZUnVa0wYkpvhV0FTOmIWDvHVFARVqtH6x5w9oSzMS3l6kSlu73X1adHT3NJSrkryr9fAYNCiBqA0GPUX7CUsjf02A48DsRIPaXHpQEXJpHBmno0RqLPpInHQs+R/z3WjS8geWOk42oi8opg/9vg7C9V6XEhT30WCquVtkkvJhO8/HMqa3j/ewEBjQfCT1cUqmM4Fd2ILxDhLxKJZnQYWapxDao7zogLhyMvh6vri+KfH8LzadZ+ZsTp8TEyNZvhTpqzqutFCKodeUx4dJomovQiOWZBU1lB/Bfe/g+q+yRRiTEaT/y70jDd8rfqe1sZvOrLSrP10D/G/rm+E2EL+ESYTYJPvvZq7t1Ty3/8/iJffuIyoDRdiwzPNGJ5jTh7lLC9YPGIiO01dnwBubjBoLgh7Qz1ughGxj1eSmwZ1otAeFT1TZvKaR920xca07yQaW+ATz14kRd+5iBnep18/FVXpZaCv/OfVXr94CejP//IhyHHpvxJ9PKS/1BZkp//GZz8gfr5xhvCT2uZkeE02ns1176Nmt29vSaKgLU7LISqK8nHajHpE7FmxmvkfuCtoa/fCvxq4QuEECVCiNzQ1+XATcC5dN40FhcGXDSV28izmJZutPxIKyBipn+jEek5MuML8D+Hu7i+uTT5C8uBv1AX7Ge+OH9730lVT7/+L1QnWTJUboNb/o+6YFRfpYKeEOlkRk73OvF4AxzYGCMYibwxCHmMLOTmTeU83z0R2xk016HuUtdBMNIWuohlLBiREgbPhc/F1UUqAzCoMzvSOjhFc3khlmidNJFUblMB8uGvJtcNM3wRTv0YrvuzuaAToOUO5Z9z9Jtw4bfRf1azgG++XddbmU2C/3zt1bz86lo+8bsLfO1gO8NTs8z4gvPbejVieY1onTRRsjHasNVFupGieqNMo4cxt5dSWwaHjQ2cUem2PPWHidXCJ6XkobMD3P3pJ/j8Y228bHcNj/ztbcndSUZSvkl1whz91vzuAVDtZxcfgJv/Cmzl+vdptSn9yOwUnP+16sCJuBBUaMFIGq2RmptqWM3tCLmwahdaKVWZJhSMmE3qTuWyrmAkJJxMb3rvJ4B7hBCtwN2h7xFC7BdCfD30mu3AUSHE88BjwCeklEsSjFwadCnx6u8/AP91lTI9yjTDF1Ugl5Of+LURaJ4jH/rVWXrGp/UJVxdSVKe6xE58b36Z4+nPqQvz/rcnv0+AW/5GddDsevW8zWWhz34qXiOaXuRA8wKHZJuWGYnQBIXcVxdyU0hX9mwsXZkQ0QP0NcjloQwHIxNd4HVB1Q5AzeIC6NepG7k06GJzPL1IJLf9X5U5PvRp/et77GPqBu+mv1783J3/DNW74Vfvie4zE2EBrxeL2cRnXnc1L72qho89cJ6P//Y8wOIyDcTJjPQuEq9qNJfbsFpMi71zihpU63K8EQ0JWJvBiJRqsufD/0xwepJxj4/SjGZGTs8bjre1yk55oZWnL8+dbDpH3fzpt5/jvu8dw5Zr5sf3Xc+n/3gPlXadOpFY3P4B1UXyaIRPiJTw8P9T6W1thkcyVG6Hl35Kfb3lhfOeyssx48izpDW598qom5qivDldgaNOtctpF6IZpzqhaKpsUO29IzrLNJBWilBKOSqlvEtKuVlKebeUciy0/aiU8p2hr5+WUl4lpbw69PiNlN8wDtPeAJ1jHq4pdsNzX1eW4995uTKwy6Tt/UirbvFqJJrnyI+PdlNms6Y2ZwPUXaHPA8+Ffo1jHXD2FyoQichqJIUlF975MNw8/8RvtZgoLshJyRL+cPsYmysLKV/Y+VGoWcJHZkYGomZG9jaWUGA1x9eNaAH6GqdteAqrxUR9tLJBKmidNFW7AKguUn8nPZkRj9dPz/i0/ix1WQvseaPKZujRR/Q/r+aL3fCXUadiY7HCa76hst2/fNf8dt8ZJ/Q8pzIoSWIxm/iv1+/hxbuq+eVJFeDGLNNE3hRqOHvUkMAY+95SVRilo6Zx7mdTZG0GI60Pw7NfVPXnLx7gbg5Tkqm23tkplZWomgtGTCbBDS3lHGobYcYX4DMPX+KezxzkSMcY//TS7fz2fbdwYGHNOVXs1SqNfeancx0J53+tDtw7/kFlOlJhz5vgzx5VM2wWUOnIS0szcmXEHR5BDSyeVBrRSaPRXGGja9SDL5CgH99RpwY6rREX1tYhF1LC3eM/UhvedUj9TZ78T/jmi9RFO12CQRhtTUovoqF5jgC87toGrJYUTyFVO1X7+JGvKH+NZ76g/o4H/iK1/SWgojA36W4afyDI0Stji7MioMTWZuucZmTWpQLqKJmRsK6sNV4wUrcuyjSXh6ZoLrfFNnpMFk2/V7kdmCvT6OmoaQtlaeJ20izktr9XF++Dn0r82kc/qo6TG94d+zUVW+BF/7a43ffKoUUW8MmQYzbxuTfs5YU7qyiwmmOXaQKzKqOhEfAr874YmRGA7dWOKGUazWsk9VLN2gtGAj4lCiptgbc9gM9axFes/8XLzr4/umAuWYbOAXJeZgTg5k1lDLtmue2Tj/HZR1p50c5qHv3b23nnLc3Rnf3S4aa/Uor9Rz6s/r+PfFhNMt3zptT3KYTqqTcvDtqU8Vl6ZZqm8ogPw0KvkbB6e6581VxRiD8ow1bGMTFbMuU1siK4OOCiHCeNV34Gu1+vshf3fh7+6Fsqm/HlW+DU/6b3Js4u8M8k1UkTyZuv38DtWyt4yw0plGgiuel9oQ6xzyvh9dV/PL+unkHKC3OTzoyc6ZvE7Q0sFq+C+rzYKuYyI5qOIEpmBOCGljLaR9yx12CvUReBZMc+rDLahqcy7Lx6TpVqc1V2ozDXQmGuRVeZ5tKgCkbidtIspLhRdcWc+F78G4Ouw9D6kHIQTpTpu+Ztyrwvst338qOqvBMy7kuFHLOJL73pGg793zujd7uF23sjdCOufqXBi9JJo7GtxsHIlHd+h6X2+jTOw2svGDn2baVSfsFHoekmzrzsfv7V92bKR4/BFw6oiDaZYV0LCdnAU71r3uabN1eQYxbY83L4n3ce4HNv2EuV3tbdZMkrUiLVy4/CL94Fo23KGM2cwEAtRdJxYZ2c8THq9s6f+7AwMzIRPTMC6BexrqFg5D7r7xCB2fnlhl2vhr84pDIKP3+n+runalE9EvIiKE++TANQW5zPt99+HTVFyelNFtF0C9TsCbkLT8ONOkzOUiQVS/iwXmSheFWjsDIiGNEMz6KXrfY1qnbfmHOsHLWqJT9Sg7LGmPEF6B7zZL6tNyRe1ahy5Ooq07QOurCaTWyIljWIxy1/q7pjYjUSSKmOaVslXHdf4v0Jodp9beVz7b6XH4WNt8yzgE8Fk0nEHoMSraU87DESOxjZXqOCt3lOrPZq9TsxMiMhpieUz0bTLbBVGSaNTUu+EXgJra99BDa/QB0kX74pdVHgwGkVDCywyq0rzufxv7uDB953CzduSkJAmir736HWcOanqvtlqw6DqBSpdOQxNDmb2BE1Cp0jKrMxv0xTDYi5tLSzW/kzaKPZUUIpQL9uZI0EI939fbzZ9DBi5yuVYDmS4kZ422/htg8ohf5Xbo09tTYew8m39S4JmkU8KCOoBAP70iEVS/hnLo/SUmELi7gXYaucK9OEDc+iZ0Z21RWRYxYc64oTjMCanlHTMeImKDM4k8Y/qwLryh3zNtcU5dM3MZ3QNfrSoIvmClviTpqFOGrg2nfC8z+cC+wjaX9c2STc8jf6y+YFpaF231b46duVFKA5eb1IUkTLjMRwX41kR7SOGpNZZajT0Iwsza10tnjyU0oU+cKPhduSxtzqBFRYsQH++Htw6SF44G/hOy9TafAXfHROjKaHwTNKLxKl7amuOM07xWTIyYN7PqyU2Pf8a1xTnHSptOcy6w8yOeNP2lL/Smha77wyjTlH3VVGBiNFdfNMrooLrJTarPozI5Mhr5E07ySyzb6B/6WAaXUii4bZAnd8UI03/9mfwTdeoAzukjEJG7mkPASiieqWm+33wk3vj6pVyiTlditubwCP1594BAMw6w9wuGOUP94fZ4hgYcVcWj1BZiQvx8zO2iJOdE5E31c4W7h2RayaRiNjmZHhi0pXsSAzUlecz4+PjrDpHx+gKD+HUpuV0tD5pNRmpcRmpcxm5XTvJDe0pPgZuOn9qqvx8X+DP/rm3HYtK+KoT74rrPl2JezWDAFT1IvoJpoLqxZMRHFf1SgusFJTlBddxJqGJfzaCUbG2tUwoz1vgpqr5za7VQdCWWHoIrXlBdD0rBIEPvVZ5dj49t+FW8PiEgwog519b0382uVg12tg60uSbs9MlnB7r2sm6WCkMxSMbChdcIdgr5n7EES09UbSXG7TH4wgVVBTFtUUdVUwMTHG6/y/obP8ZjYs0CQtYsONqmzz67+CP3xIKfLv+KC+NxpJTby6JJgtKqheYjRL+BGXl8ayxKe9Y53jzPiC3Lw5zo2KTbOED6q7yxxbWLsQjWs2lPD9Zzvx+oOLhb9r1RK+5xg88i9wy99webgWIeZKsGkTYQMfyfvv2cyOWgejbi/jbi9jHi9jU166xjyc6J5g3O3FH8qa7GkoTu29CyvgwJ/Doc+oGwdtDRd/p7KVL/9c8l45oG4sOp5Q3TQparp0k5OvBLaRmZHJXsgtCttWxGJbtT1Ke2+9GvWQImsnGPnDv6ia1Z3/NG/zuMdLrsVEfqSAx1oAd/0/ZWLzrRfDL/8C3vlIYs3FWIdqR1ygF8kqSxyIAOF25KHJWTbFGigVg44RD9WOPPKtCwRUjloYD3mDOHvmWdBrNFfYePRCDLfZSEo0r5GuVR2MOA99jQ1iivZ970OXNDS/BF77HfjZO9Q00H1/Eld4FmbkImx7aZqrXV2Uh/1yZmhM5LYJHGodwWwSXB+tk0ajsFLdmU+PhwzPquNmKPc1lvCNQx2c75/k6oUXQVuFOn+tpWBESnjgb5STaMdBDjhexPbiN+sfHZCIobOqvFs6/zNfU5TPW29sirMsyeSMn8lpX3rZ7Bvfq9rvH/s4vP4HKih97GNqGN6eN6a2T4sV3vpr8LqXNNsdJvKmEOJ6jESyvcbBk60jzPoD5FpCf8+iBrWvgC9qI0Qi1oZmpPMZ1c990/sXqfGV4Zk1+lCmiq3w0v+E/pP6bH4159VEd61rjIrwfJrkO2o6tWm9C9FMnvyzqougOEpmpKKQkSlvbOdKjQx4jWQd/ywVp7/GM4Ed1O66Vf/PaXOLQKnxE+EeBc9oyuLV1crcsDx94vUnW0fY11iMPS/OSVXTOE0NxvQYiWTfhmIAjkfTjZjMyidoLZVpzv1SBSIv/U+46f1cN/kQP5x9rxoFkAln4cGz6hyepHBfCEFRfg4NpQXpDU8tKFVtuxd+o/6f536hyvi3/0NKF+MwoTk7y4K9ekFmpCduiUZje40Df1CGS2+AOofLYMoB9eoPRoJBNSDLXgs3vmfR01owEpOdr1IzXx7/hGoTi8fgGXX3UrEtzUWvLiodqU89vTLqmS9e1XDUqjvKUTVDIVaZBnTMqLHXrn6vkZM/oGB2mG+aXx12kdRNcQPc8B44/ROVFo/HyCX1uFLKNMuEFlDrae8dd3s50+fk5k0JtGSFoeHO7qG5zEgcaoryqS3K41jMjpqatZMZCfiUUV/Fdrjm7QTu+hde7f8YnrxK+N+3wo/elP7/NcIGPmtc/xchm4WPqAxJ5Q5VPl8tLLSEd/bozowAnI/sqEnTa2T1ByNnfgp9x+Guf46qXE4YjAC85D9VrfdXf6lMX2IxcFrdUaZSC1zF2HMt5OWYkm7vdc2ooVhN5TGCEYCeI+oxSnmhuUIbmJdAN2K2qA/Qag1GAn449F+05WxhvPLG1Ear3/zX6uL44Afj33VqwcgSdq6sRFR2VF9A/dTlEaSEW7Yk6IoLz6cZjmkFv5C9G0o40TUR/UlH7doJRo5/R+n47v4XMJnpHZ/mef8GnrztR3DPR+DyI8pq4eg3U/NWcY+qjGq2g5G8IuX7dPlRZbFwxz/qF5KvBOzVc/42vmmVNY3T1qvRVFZArsXEhUgRqxaMpChiXUW/tSh4PUorUnM17P7jqC8Z93gpSTSxt7ACXvIplWqLNdoc1EyalaQXWSaEEFTak3dh1WbSRJ2IqaW0u0PBSJQyTWNpAWaT0Nneu2H1BiNnfgYTnXzOdy9ba+ILx2KSW6jEb92H4ezPY79u5JKayBklE7WWyTGbKCmw6sqMPHlpBHuehd11CcyqtDLNaKvySUlQpgG4prGE3onp6A6h9tq1UaaZnYLH/x0abwyPl2gbVnfQLdXF6uL9F09D7R74zV+rzsaRttj7i8ZQSLxaqaPxYKm57j4lZq7dt/q0WPYa5W/jGZ0LhHXozixmE1ur7ZwfiAxGQj+XYnvv6g5Gnv2CUv++8OMxo9GxKR2ZEVDlmu2vUK1aQ+cXP+8eVRqHdaYX0ai05zKU5OTecDASLzPSfTj0/eLUoNViorG0YG0bnwWDcOjT+Mq28uuZq9lancI0Z409b1TH58P/oizWozFySU3qNWVIRLiK0GMJL6XkUNsIN7aUJfafyC8BUw70h7RkOjIj+zaEzM+i6UYcNWrq8Mzk4udWE89+SZWu7vlwWISpaQtatLbeshZ4y/3wis+r8veXboTj39X/HlpJvWoF3BxabfDOP8Abf7I8otNMEtneq8NjJBJlC++a85/KyVNBmTO18/CyBCNCiNcKIc4KIYJCiP0Z2alrEJ78jLLRbbo56ku8/iCuWb++YEQIeOmn1SjvX0Yp1wyGnFdXwsGfBSodybuwah4jUQWsWjAy2qaEezFKX0m197r6lSB2NXHxtzB8gdYt9yExqWm9qWIyq8Dc2TV/zkUkI5fWnV5Eo9yeODPSMeKmd2KaW+K19GpolvCasF1HZmRHjYNciym6bkQLyFdzqcY9oiwTtr0MGuaszNuGpigvtFIcmaUWQnWAvfs5aDwAv/0bGL6k730GzyivHK1Ulm1KNiTnV7VSCPvbDOjyGIlke42dMbd3fsa8uGHFl2nOAK8GUm9CXshjH1XjnO/5SMyXTHiUcr5ETzAC6mB66aeUBuWZ/57/XNgGfr1mRpIv01wZcVNpz41uMpVrB2vowhsnLdhcYaNj1J3QTZHiDSivkeRThHqDZSHEi4QQF4UQbUKIDyT9RguRUvndlDRxyHoLgP4JorHYeKtyM33y03PzUjR806qdep0GIxWFiS3hnwwNs7tls04X5cKKOddUHZkRq8XE7vqi6JmRhWMSViMHPwU+t9LwRdA2NDWXFVmIvUpNr80pUL45ejQkmg38astErDQiMyNhK3h9wci2aE6sRfUrW8AqpTwvpbyYsR0OnIbj31O1uji+EmOhYKQ0kWYkkp2vhu0vV8rooQsR73lGnSxsy2D1vgKpsOfimvEz4wvo/pkro+7oJRoNrQ07il5Eo7miEK8/SN/EdPw3C7f3dupeXwQJg2UhhBn4AvBiYAfwBiFEegXry48qndLNf82F4Wkq7bn6A+d4vOBfVYbosY/O3z56GZDrTryqoSzhvXHHGjzZOkJjacH8WUrx0DpqQFcwAspv5Gzv5OLPkvZ5mFylupHxK8p3Y++bVcttCCkll4fdbIpnA19Yqdywu55W4td4BIOqlF6ZZfHqWkA7frXMiK1ClVt0sL06RkeNsyel1u0VpxkRQtwnhDgqhDg6PBxlaJSU8OA/Qn4x3PZ3cfc1NhUKRpI5wUeWayK7awZOr9usCCjNCJCUbkS19cYxmNLuBOOIKedm1CQo1ZQ2w5YXKxfMJNEZLF8HtEkp26WUXuBHwL1Jv1kkT35aiRavfgMXB1zp6UUiKWtRgfrx781l9ECZncG6zYyU23OZ9gVwe6MH1L5AkGfbR7lZb1YEVI0clGulzjkk+zaU4A0EOdvnnP+ENrhstZZpHvu4KhXePt8JWPMKihuMgApimm6Bhz80v910IeMh80k9rtkG8bFYoaB8LjOiMysCUFSQQ11x/vzMSHGjmgjuHkl6KRkLRoQQfxBCnInyL6kTtpTyq1LK/VLK/RUVUWpwrQ8pu9zbPqAEZHEIZ0aSvdssrISXfFLZ+j7z+dBApovrVi8CkcZn+nQj7lk/w67Z+HeYmm4kXjASbu9N0FHjqIE3/kjVnpeGOiAy/9gT2pYaXc9C5yG48b0ETFZah6bS04ss5La/U5+PB/9x7i5lpBUQSsC6DpmzhI8eUJ/snmBq1s8tyQy61HQCOrMiEDnBd2L+Ezl5kF+6Ojtq+k/BqZ/AgXctMuwKz6RJFIwIAS//rLqYPRDnRnNIE68amZGMoHmNOHv1OThHsK3avrhMAymJWDMWjEgp75ZS7ory71eZeg9Aqc0bDsC170j40nG3phlJwQ1v12uUCOuxj8O5+1X707rOjIQs4XXqRjTx6sa4ZZrQSStOmaa80Io9z6JPxBqfLZkIlvWQMLsHSitSUAbXvJXOUTdefzBzmRFQgcjtH1SB+6Xfq20jl9SdyzKMEFiJzFnCRz+Gn2wdwSTgxpYUMiNJBCMV9lwaSvOji1jfe0zZDKw2Hvmw8ty4+f2LnmobXtBJE4+yFrj9/8L5++HCb6O/ZvAsIJShmkH62KvnummSyIyAMj9rH3HPlRzDxmfJa/dWXJkmIbteA3/6oC673VEtGElGM6IhBLzsM2qOzf3vVdvWczCSpAur1tYbtZNGI1ymiR2NCyHYUmXnWOd43Fq/Di6lGSz3ApFRU31o2yISZvf6n1cZvuv/Aqw2LoYGTmU0GAE1NbR8Czz0T2qi8fD67aSBxJmRJ1uH2V1fTFFBEjcvWjeHjk6aSK5pLOF4V5RjuqB0dZlmAbQ/AW1/UAPjomSrLw9NYbOaqSnS6Sx84/tUFvq3fxu9zXnwrCrLWhPPGDLQgb1adTV6XbrbejW21zgIRNrCazeWKXTULFdr76uEED3ADcBvhRAPprlDXS8bd3tx5FnISeQXEIvCSnWX4p9WSu/S5tT2swYoLbBiMQndZZq5tt44mZGdr1KDDRMI0V61t45z/ZOxbbSXh+eAzUKIjUIIK/B64P6U9mSvUXOUrv0zAC4OuhACNic5hDAh5hx4wcfUiea5rylzrghh4Xqj3K5uSqK19zqnfTzfPaG/i0bDlnyZBpRuZMg1S28iYXYGWRKLBSmV8aSjXumUonB5eIqWykL9zsLmHDX11tWvMi4LGTxr6EUyiT3kbwNJl2m216hz1jmtVJNXrLokU+ioWa5uml9IKeullLlSyiop5QuX433HPL7k9SIL2fUa5e66+Z51aRSlYTIJygv1G59dGXFTYc+lMDfOECtbOdz6dwnvBF+9r46i/By++VRHMkvWTaxgWQhRK4R4AEBK6QfeAzwInAd+IqU8m9IbFlYqQ6j8YgAuDrjYUFqweLJxJth8DzTfAY/8q6rFL/VY8hVMmS0XUwxL+GcujxKU6PMXiUTrRkgyM6LpRpY5wM68xcK5XykrhDs+GLMLo21oik16SjSR1F+j9CfPfQO6Ds9t93qUzbzRSZM5IgNpHVbwkWwos5GXY5rTjQihApqVmhnJFmPu2fRbJYWAV38VXpeEO+AaRRmf6dWMJOikSYICq4XXX9fA788M0DPuycg+I4kVLEsp+6SUL4l43QNSyi1SyhYp5ccy9f4XB13p+4vEQghlhBYI/d3WcZnGbBKU2qwMTy2e3Ptk6zA2q5m9jcXJ7bR8s7I33/7ypH5sW7WdAqs59pyaJSDjFguRw/CufkPUl0zN+ul3ztCSSLwajTv/SV3Yfv2+OTPD4QuANMSrmSQykE6yTGM2CbZWO7gQ2d5b3LByMyPZYsztoywTvg0GQMgSXkcw4vUHaR+e0u/VoIO33NCEEILvPZOSj8iKZcYX4MqIm22Z1otEUrUDrnmbmmy8ziZOL6Q8hiX8obYRbmgpS76kazIr48UkT+IWs4mr64uzXXqMiS4R9vHvwthluPtDMbPGlxfawCdDbqGyWRi+oFxdISRexQhGMomWGREm5YadJDtq1IyasP7p5v+jboCSZE0HI+NuHUPyDHRTYc9jOIFmRErJB39+mpEpLy/cmfyBHYu64nxetKuaHx7pwuONM1l5ldE2NEVQwpalDEYAXvQJuO9xJZBcx1TYcxdpRrpGPXSOerg5mZbeDLBvQzHn+iczejwvm8XC7BQ8/glovAG2vCjmfk6EnGY3V6UQjABseYEqlR/8pBJgD51T+r2SptT2Z7AYLTNir1UT0JNke42DCY+PgcnQtWHDDbDxlqT3s2aDESklYx6dQ/IMdFFpz2XU7cUfiG3X/MXHL/Oz4z28/+7N3LOjKubrUuFPb2picsbPz45HbWJZlVwaDHXSLFWZRsOSCzW7l/Y9VgHRMiNPtqk7/5uT1Yukyb7GEgJByakeZ+IX62TZLBbMOXDzX8M9/xqzoWDGF+ArB9vZ21gcNi9MiRd9Ys4qfuC0yu6tY/1exrFVqKxIktk9jW3VUWzhU2DNBiNubwCvP2gEIxmk0pGLlMpRMRq/OdXHJx+8yCv31PJXd2VeKLmvsYSr64v41lMdBBPNqlklXBxwYTWb4tvmG2QMLTMS2VJ7qHWE2qI8WiqW92+wVzM/izanZqVjyYUb/hIaro35kh8d6aLfOcPfvmCr/k6aaERaxV950uikyTRmi8qKaCM1kmRbqKNmni18CqzZYGTO8MwIRjKF5tMQrb33eNc4/+cnz3NtUwn//ke70zv5xEAIwZ/evJH2YTdPtMaoY68yLg66aK6wpd5+bpAU5YVWZkPTvAECQclTbSPcvLl8SY7ZeJTarDSX2xY7sS4RGbdYiMO0N8DnH7vM9c2l3NhSlv4ONat4WNdO2EvG674Ld/6/lH7UkZdDfUm+kRmJxZg7hSF5BnGpdIRcWBe093aPefiz7xyl2pHHV/5kP7mWpUuhvnhXDZX2XL711JUle4/l5NKAa2nFqwbz0MYaaMZnp3ommJzxL3uJRmPfhhjmZ0vAclosfOeZK4xMzaafFdHQrOJr90HLXenvz2A+9ddAyYaUf3x7jcMIRmIxZmRGMk5lFDvtyRkff/rt5/AFgnzzbdcueVnMajHxlhs2cPDSMK2D6aUFs41z2kefc2bpxasGYco1F9ZQqfFQ6whCsOziVY19jSWMub1hx+K1gGvGx5efuMztWyvY35RBwXRZC9z32LqdOr2S2V5tpyPSFj4F1nwwYrT2Zg7tRK5lRnyBIO/+wXE6Rtx8+U+uSTwIK0O84bpGrBYT33r6yrK831LRulziVYMwWmZEE7E+2TrCzlpH1rRl+zYUA8tufrakfPPQFSY8Pv7mnvXr9rve2F7jICjnBPmpsGaDkXGPkRnJNFaLiVKblSHXDFJKPnT/WZ5sHeHjr74queFiaVJWmMur9tTx8+M9THiii2lXAxcHl2gmjUFM5jIjs0zN+jneNZ6862oG2Vxpx55rWZ0i1ihMeLx8/cl2Xriziqvqi7K9HINlYntN+h01azYYGXN7sZgEjrzk+6YNYqMZn33jUAf/c7iLv7i9hdftjz11d6l4+81NzPiC/PBI8k5/K4WLAy4Kcy3UFa/PKbrZoKTAitkkGHbNcrh9FH9QckuWSjSgHCz3NBZzfBmdWJeSrx5sZ8rr56/vMUop64nG0gIKrOa0OmrWdDBSYrMuu0J+rVNhz+VIxxgfe+A8L7mqmr97QXZSsduqHdzYUsZ3n7mCL47vyUrm4oCLLVVJDBAzSBvNEn5kapYnW0fIyzFxTdPiSbPLyb7GEi4OTDI1u7rN/IZds3zrqSu8fHdt2HvCYH1gMgm2VtvnBualso8MrmdFMeb2Gp00S0ClPQ/ntI/d9cV8+nV7MJmydyH905s20u+c4cGzA1lbQ6pIKbk46DJKNFmgImR89mTrMAc2li1p95ce9m0oISjh+e6JrK4jXb70+GW8gSDvv3v9DmNcz2yvcXChfzLlzrA1G4yMe7yU2HKyvYw1xzUbSthSVcjX3nINeTnZPYnfua2SDWUFfPPQ0kzzXUqGXbNMeHxLNyDPICbl9lzO9k1yedjNLZuzV6LR2NNQDKxuEWu/c5rvH+7kNfvqaE5lDo3Bqmd7jYPJGT99zvgjQ2KxJoMRp8dH15jHcF9dAt54oJGH/vo2Ku3Rx4UvJyaT4G03NnG8a4KTq+yu0hCvZo/yQmt4jkY2xasaRfk5bKkqXNUi1s8/2oaUkvfeaWRF1ivbQ+ey832plWrWXDByeXiKV33xKcbcXl69tz7byzFYYl67vwF7roVvPZV6dkQI8VohxFkhRFAIsT/O664IIU4LIU4KIY6m/IYovQgYbb3ZQGvvrbTnsiXVAW4ZZl9jCcc7x1flmIPuMQ8/fq6b11/bSENpQbaXY5AltoU6ai4MGMEIBy8N88ovPIVz2scP3nk9d2d4UJvByqMw18Jr9zfw21P9DKSYHgTOAK8GDup47R1Syj1SyphBix4uDrgoL8ylLNRqarB8aGMNbt60/Bbwsdi3oYTJGT/tI1PZXkrSfPaRVswmwXvu3JTtpRhkkcJcC42lBSl31KyJYERKyTcPdfC2bx2hrjifX73nJq7buL5Hpa8n3nZjEwEp+f6znSn9vJTyvJTyYoaXFRclXl0Zd+XrDS0zcsuW7OtFNPZpQ/OWaU5NpmgbmuLnx3t4yw0bqHJkv3RrkF2219hT9hpZ9cGI1x/kAz87zUd+c467t1fxs7+4kfoSI1W4nmgsK+Ce7VX84HBnWnbEOpDAQ0KIY0KI+1LdSTAouTToMsSrWeKGljJevbeOu7avnMxpc7mNovycVSdi/a8/XCIvx8y7bmvJ9lIMVgDbqh10jLrxeJNvU1/VwcjI1Cxv+vqz/PhoN++9cxNffvM12HINk7P1yNtv2si4x8dvTvXHeskWIcSZKP/uTeJtbpZS7gNeDLxbCHFrtBcJIe4TQhwVQhwdHl48Xbh73MOML2gMyMsSlfY8Pv3He3DkrZxuO5NJsK+xeFWJWM/3T/KbU/386U0bjXKjAaA6aqSES4PJlxtX7ZX7fP8k7/zOUUamZvncG/byiqtrs70kgyxyfXMp33zb/njdEZfS1XlIKXtDj0NCiF8A1xFFZyKl/CrwVYD9+/cvUiROzfrZ11jMjhrDLttgjn2NJTx2cRinx0dRwcoJlGLx6YcvYc+z8Ge3NGd7KQYrhB0RtvBay7peVmVm5MGzA7zmS08TCEr+9103GIGIAUII7txWRY55aQ5pIYRNCGHXvgZegBK+Js3O2iJ+/pc3GbM7DOZxzQalGznRvfKzI06Pj9M9Tu67pXlVBE4Gy0N9ST6FuZaUdCOrLhj53jNX+PPvHWNzlZ3733MTu+uLs70kg1WOEOJVQoge4Abgt0KIB0Pba4UQD4ReVgUcEkI8DxwBfiul/H12VmywFrm6oRiTgOOrQDdSVJDD4393O+80siIGEWi28KkEI6uuTLNvQwmvv7aBf3nFzqw7gBqsDaSUvwB+EWV7H/CS0NftwNXLvDSDdYQt18Lbb9oY9mtY6RjnX4NovHJvHZPTvqR/btUFIztri/jEa3ZnexkGBgYGGef/vWxHtpdgYJAWf3L9hpR+btWVaQwMDAwMDAzWFkYwYmBgYGBgYJBVjGDEwMDAwMDAIKsYwYiBgYGBgYFBVhFSrtwpkUKIYSDawJFyYGSZl5NJjPUvPxuklMs+Lz7OMQyr8/eosZrXDqt3/ct+HK/hYxiM9WeDqMfwig5GYiGEOJqum2Y2MdZvAKv797ia1w6rf/0rhdX+ezTWv3IwyjQGBgYGBgYGWcUIRgwMDAwMDAyyymoNRr6a7QWkibF+A1jdv8fVvHZY/etfKaz236Ox/hXCqtSMGBgYGBgYGKwdVmtmxMDAwMDAwGCNYAQjBgYGBgYGBlll1QUjQogXCSEuCiHahBAfyPZ6kkUIcUUIcVoIcVIIcTTb60mEEOKbQoghIcSZiG2lQoiHhRCtoceSbK5xtWEcw8uLcQxnHuMYXn7W+nG8qoIRIYQZ+ALwYmAH8AYhxGocc3mHlHLPKukP/zbwogXbPgA8IqXcDDwS+t5AB8YxnBW+jXEMZwzjGM4a32YNH8erKhgBrgPapJTtUkov8CPg3iyvaU0jpTwIjC3YfC/wndDX3wFeuZxrWuUYx/AyYxzDGcc4hrPAWj+OV1swUgd0R3zfE9q2mpDAQ0KIY0KI+7K9mBSpklL2h74eAKqyuZhVhnEMrwyMYzh1jGN45bBmjmNLthewDrlZStkrhKgEHhZCXAhFvKsSKaUUQhj94esL4xg2WO2sqWMYVv9xvNoyI71AQ8T39aFtqwYpZW/ocQj4BSrludoYFELUAIQeh7K8ntWEcQyvDIxjOHWMY3jlsGaO49UWjDwHbBZCbBRCWIHXA/dneU26EULYhBB27WvgBcCZ+D+1IrkfeGvo67cCv8riWlYbxjG8MjCO4dQxjuGVw5o5jldVmUZK6RdCvAd4EDAD35RSns3yspKhCviFEALU7/5/pJS/z+6S4iOE+CFwO1AuhOgBPgR8AviJEOIdqNHir8veClcXxjG8/BjHcGYxjuHssNaPY8MO3sDAwMDAwCCrrLYyjYGBgYGBgcEawwhGDAwMDAwMDLKKEYwYGBgYGBgYZBUjGDEwMDAwMDDIKkYwYmBgYGBgYJBVjGDEwMDAwMDAIKsYwYiBgYGBgYFBVjGCEQMDAwMDA4OsYgQjBgYGBgYGBlnFCEYMDAwMDAwMsooRjBgYGBgYGBhkFSMYMTAwMDAwMMgqK3pqb3l5uWxqasr2MgzWAMeOHRuRUlYs9/sax7BBJsnGcWwcwwaZJNYxvKKDkaamJo4ePZrtZRisAYQQnRnYRx5wEMhFfXZ+KqX8ULyfMY5hg0ySieM4WYxj2CCTxDqGV3QwYmCwwpgF7pRSTgkhcoBDQojfSSmfzfbCDAwMDFYzRjBiYKATKaUEpkLf5oT+yeytyMDAwGBtYAhYDQySQAhhFkKcBIaAh6WUh6O85j4hxFEhxNHh4eFlX6OBgYHBasMIRgyWhme+CH0ns72KjCOlDEgp9wD1wHVCiF1RXvNVKeV+KeX+iopl18xGpWPEzX/94RIquWNgYLDceLx+/u2B87hmfNleyorECEYMMo9nDB78IJz4XrZXsmRIKSeAx4AXZXkpuvjGoXb+6w+t9Dlnsr0UA4N1yaHWEb5ysJ0Hzw5meykrEiMYMcg8fSfUo3ttlSiEEBVCiOLQ1/nAPcCFrC5KB1JKnrik/ha949NZXo2BwfqkY8QNwPGu8SyvZGViCFgNMk/vMfXoHsnuOjJPDfAdIYQZFcj/REr5myyvKSFXRj10j6kgpHfCA5Rmd0EGBuuQK6OhYKTTCEaiYWRGDDJPOBhZW5kRKeUpKeVeKeVuKeUuKeVHsr0mPRy8NPd36BkzMiMGBnp57OIQN//7o3i8/rT31T6sgpGLgy5DNxIFIxgxyCxSzgUjU0PZXYsBAE9cGmZDWQHlhbn0ThjBiIGBXs70OOkZn6Z1cCrxixPQMeKm2pGHlPB8tzMDq1tbGMGIQWZxdquMSGE1zEyA35vtFa1rZv0Bnrk8ym1bKqgryTeCEQODJBjzqPPX5eH0ghH3rJ8h1yz37q0FDN1INIxgxCCz9IRso7e8QD161pxuZFVx9Mo4074At26uoL44nx5DwGpgoJtxd2aCEU28enV9MZsrC41gJApGMGKQWXqPgTkXmu9Q368x3chq4+ClYXLMghtayqgPZUaCQcNrxMBAD2Mepe24POROaz9aMLKx3Ma+xhJOdE0Yn8MFZCQYEUJ8UwgxJIQ4E+N5IYT4nBCiTQhxSgixLxPva7AC6T0ONbvBUae+N4KRrPLEpWH2byjFlmuhriQfrz/IiHs228syMFgVTGSoTKMFI01lNq7ZUIJz2kf7SHoBzlojU5mRbxPf/OnFwObQv/uAL2XofQ1WEgE/9J+EumvAVq62TRnBSLYYnJzhwoCLW7coF9i64nyAVVmqGXbN8odzhlmUwfIyFirTXBl14w8EU97PlRE3tUV55FvN7NtQDBi6kYVkJBiRUh4ExuK85F7gu1LxLFAshKjJxHsbrCCGz4PPA3X7obBSbTMyI1lDa+m9LRSM1JcUAKvT+Oxzj7Tyzu8eZchlOMgaLB/jbi/FBTn4ApLuND437SNumsptADSXF+LIs3DCCEbmsVyakTqgO+L7ntC2RRhDxlYxWktv3T6wFoIlD9wZaO99/kdw5ufp72ed8cSlYSrsuWyvsQNQV7I6MyNSSh69oI6jIx3x7nkMDDLHjC+A2xtg/4YSAC4PpV6q6RhxszEUjJhMgr2NJRzvnMjEMtcMK07AuhKHjBnopPcY5BVDaTMIAbaKzLiwPvVZePaL6e9nHREISg61jXDr5gqEEAAU5looLsgJubCuHi4NToVbko1gxGC5mAiJV6/ZoByLU9WNjLu9OKd94WAEYF9jCZeGXEwa5mdhlisY6QUaIr6vD20zWEv0HFN6kdDFTwUjGchuuQbUPwPdnOqZYMLj49Yt5fO21xXnr7oyjZYV2VZtN4IRg2VjPCRebQoZBqYajLRHdNJo7NtQjJRwsmsi7XWuFZYrGLkfeEuoq+Z6wCml7F+m9zZYDmanlGakfv/cNltF+i6s/lmYHgNXPwRTF5CtNw5eGkEIuGXz/Oxi3Sr0Gnn0wiA7ahy8bHcNFwZcYe8HA4OlRDvOSmxWWipsXB5OrfulI0owsqehGCEMEWskmWrt/SHwDLBVCNEjhHiHEOJdQoh3hV7yANAOtAFfA/4yE+9rsILofx5kUGVGNAozUKaZCnVQBP3gGU1vX+uIJy4NsbuuiFKbdd72+pICeiemkXJ1eBxMeLwc6xznru2VXLexDIDnrhjZEYOlR3NfLSmw0lJZSNvQVEqfm46RKcwmQUNpQXibPS+HLZV2jhuZkTAZmdorpXxDgucl8O5MvJdB5nHP+vnpsR5+d6afj9y7iy1V9uR3EhavRgQjWplGyrnSTbK4Ito5XX0qwDGIi9Pj42T3BO+5Y9Oi5+pK8vF4A0x4fJQsCFRWIk9cGiYo4Y5tleysdWC1mDjSMcYLdlZne2kGa5y5zEgOLRWFOKd9jLm9lBXmJrWfKyMeGksLyDHPv/fft6GY35zqJxiUmEwpnh/XECtOwGqwfPROTPPxB85z/b89wofuP8uz7WM8dDZFbUbvUSjeMOcvAioYCfrUjJpUmYpYj6Eb0cVTl0cISsL+IpGsNq+RRy8MUWqzcnV9MbkWM3sbijliZEZSRgjRIIR4TAhxTghxVgjxV9le00plzK3EpSUFqkwDpFSqaR9x01RWsGj73sYSXDP+tA3V1gpGMLIOOdY5zrt/cJxb/+MxvnGog9u2VPDzv7yRxtICzve7Uttp7/H5WREAm+Y1kkapJjIAcRkyIz08cXEYe56FPQ3Fi56rD7X3roaOmkBQ8sSlYW7fWoE5dOd4YGMpZ3qdxgj21PEDfyOl3AFcD7xbCLEjy2takYx7vNjzLOSYTbRUFALJd9RIKbky4mZjeeGi564JtQwbuhGFEYysE3yBIL9+vo9XfuEpXvOlpznYOsw7b97Iwb+/g8+/cR/7GkvYXmPnfP9k8jt3DappvYuCEc2FNQ0R69QgCBMgYDK7wchquKuUUnKwdZibN5VjMS/+eNevIq+RE13jTHh83LmtMrztQHMZQakCaoPkkVL2SymPh752AeeJ4fm03hn3eMOaq7rifHItpqS9RgYnZ5n2BdhYYVv0XHO5jeKCHMNvJERGNCMGK5vfn+nnw78+R79zho3lNj5y705es68eW+78P//2GgcPnRvE4/VTYE3i0IimF4HMuLC6BlSGRQZXQmZEu6s8LoSwA8eEEA9LKc9le2EarUNT9DtneN9d0bU1Rfk5FOZaVkUw8siFIcwmMa8jaG9jMRaT4EjHGLdvrYzz0waJEEI0AXuBw1Geuw81uoPGxsblXdgKYcztpbhABSMmk6C5ojDpzEj7iHp9c/niYEQIwd6GYiMzEsIIRtY4s/4A//CLM5QXWvnXe/dz57bKmGKp7TUOpISLAy72Npbof5PeYyDMUHP1/O220EUk3WDEXqVEsFkORkLt6P2hr11CCO2ucsUEI5oFfDS9CKgTYF1xfthEbCXz2IUhrm0qoSg/J7ytwGrhqvoiDht+I2khhCgEfga8X0q5KB0qpfwq8FWA/fv3r47Wqwwz7vFSESFWbamwcarHmdQ+wgPyogQjoMzPHrs4jHPaN+84X48YZZo1zkNnBxlze/nHl+7g7h1VcVXbO2ocAMnrRnqPQdUOsC4QaeWXAiK9YGRqAAqrwVGb9WAkkkR3ldkaafDEpWE2VRaGharRqCtZ+V4jvRPTXBhwzSvRaFy3sZRTPRNMewNZWNnqRwiRgwpEfiClNOYsxGDcPb/jrKWikO5xDzM+/cddx7CbXIuJGkde1Of3hXQjxpwaIxhZ8/zP4S7qS/K5ZVN5wtfWl+Rjz7UkpxsJBqEvingVwGyBgrI0MyODKjNir866ZkRDz11lNkYaTHsDHO4YCw/Gi0V9ST694ytbwKq5rt65rWrRc9dvLMMXkJzoNk7gySLUbIBvAOellJ/O9npWMuMeL6UFEcFIZSFSQueo/s/OlVE1kybWTeDVDcWYBIbfCEYwsqZpH57imfZR3nBdo64+diEE22rsnEsmGBm7DDPO6MEIpOfCGvCrQKawGuy14BkBf3bdN1fyXeXhjlG8/mDMEo1GXXE+kzP+FT0X47ELQzSWFoRbKiO5pqkEIYw5NSlyE/AnwJ1CiJOhfy/J9qJWGjO+AB5vYEFmRGvv1a8bUW290Us0oOZFbamyG5kRjGBkTfPDI11YTILX7q/X/TPbaxxc6J8kGNRZJg6LV/dHfz4dF1b3MCDnMiMw58iaBVb6XeUTl4bJtZg4sLE07uvqS1Q5baXOqJn2BniqbYQ7t1WGh/xF4sjLYUeNg8PtRjCSLFLKQ1JKIaXcLaXcE/r3QLbXtdIYj3Bf1WgOtefq7ajxB4J0jXqidtJEsm9DCSe7JvSfc9coRjCyRpnxBfjpsR7u2VFFpT16vTIa22scuL0BuvWm8XuPQY4NKrZGfz6dYXma4ZmmGYFs60ZW9F3lwUvDHGguIy/HHPd1dZrXyAoNRp5pH2HWH4yqF9E4sLGM413jeP3GvCKDzDMWcl8ttc2JSvOtZuqK83VnRnonpvEH5byZNNHY11iCa9ZPa5Jtw2sNIxhZbrweGL645G/z4NkBxj0+3ngguba87WERq85STe8xqN0LphgXwHSCEc0K3l4zlxnJYjCyku8qe8Y9XB52J9SLQKQL68rUjTx6YYgCq5kDzbEzPNdtLGXWH+R078TyLcxg3TAe4b4aSUtloW4XVm1ab7S23kj2NRYDhvmZEYwsN7/7e/jKrWrK7RLyP4e7aCwt4KaWxMLVSLZW2TEJOKeno8Y/CwOnoT6GXgRUMDI7Cb6ZpNYBzAUe9ioVkMCKEbGuNA5eUqWw27Yk/nuXF1rJtZhWZHuvlJLHLgxz06Zyci2xMzzXNqkuBKPF12Ap0Mo0CwdNqum9+gbmdQzHb+vV2Fhuo6Qgh+Pr3MjPCEaWk4lueP6H4J9RHShLRNvQFIc7xnj9dQ1JD2DKt5ppKrfpy4wMnIGAN7Z4FdLzGtH0IbZK1ZVjysl2mWbF8sSlIeqK88O21fEQQlBXsjK9Ri4OuuidmOauOCUagLLCXDZXFhq6EYMlIawZWRCMNFcU4vEGGJhMfHN1ZdSNPc9CWYKBlEII9jWWGJmRbC9gXfHM5+e+7l5kT5ExwsLVaxpS+vntNQ59wUgs59VI0glGXAMqCLFY1dRfe40RjETBFwjydNsot24pjyr4jEZd8cr0GtFaeu9IEIwAHGgu5VjnOP6AoRsxyCyaZqR4gRFZuKNmKHGppmPETXO5Tddnct+GEi4Pu5nwZLdbMJsYwchyMTUMx74Du/8YKrZD19IEIzO+AD873sMLd1ZTYU9u1LXGjhoHPePTiVs/e49CYRU44oy2CFvCp9BRMzWoxKsaDiMYicaJrglcs35u3azf06S+pGBFClgfPT/ErjoHVTFMoiK5bmMZU7P+1Ic7GhjEYNztxZFnWTTfaVMSA/Pah90JSzQae0O6kRPr2G8kI8GIEOJFQoiLQog2IcQHojz/NiHEcEQHwjsz8b6risNfUuWZm94PDddBzxFlGJZhfnemn4kUhKuRaE6sFxKd5HuPqZbeeJG/NizPnYLXiGYFr2Gvnj/F1wBQXTRmk+BGHcZ2GvUl+Yy6vXi8/iVcWXKMu70c7xrnTp0zZ7QW5sMdo0u5LIN1yJjHt0gvAlBhz8Wea0kYjMz4AvQ5pxN20mhcXa+Zn63fUk3awYgQwgx8AXgxsAN4Q4yR1D+O6ED4errvu6qYccKRr8GOV0DFFmi8Xm0byXxXzQ8Pd9NUVsANzWUp70NXR830OIy2Qd2++DtLVzMSmRmx1xoC1igcbB1mb0NxUrMttOm9fStIN3KwdZig1FeiAahy5NFUVmCIWA0yzoTHu0gvAkrf0VyZeGBe15gHKdEdjNhyLWyrdhjBSJpcB7RJKdullF7gR8C9Gdjv2uG5r6uOkpv/j/q+4YB6zLBupHXQxZErY7odV2NR5cilpCAnfjDSd0I9xtOLAFhtyodkKslgJBhUwYg9MhipBq8LZo20vEb78BSne53cvjU52/m59t6VE4w8cn6IMpuVq+uLdf/MdRtLee7K2Lo3jDLILGPu+VbwkbRU2BJqRtqHtbbexIJyjX0bijnZNUFgnR7LmQhG6oDuiO97QtsW8hohxCkhxE+FEDGVldkcMrYkeD3wzBdh091Qu0dtK22GgvKM60b+50gXOWbBa67R77gaDSFEYhFrjyZeTZAZAVWqSTYz4hmFoH9BMBJq7zVKNWG+8Nhlci0mXn9dcmU5zfhspQQj/kCQJy4Nc/vW2FOlo3HdxjImPL51bxhlkFnG3V6KYwYjhQxMzjA1G7vEOTettyDmaxayr7EEtzfApcH1ebO1XALWXwNNUsrdwMPAd2K9MFtDxpaME99TM1Vu+Zu5bUKo7EgGMyMzvgA/O6aEq+WFqQlXI9le4+DioCt2lN57DMq3QF5R4p0VViYfjITdVyM0Iw4tGDFKNQDdYx5+ebKXN163Iem/eaU9jxyzWDHtvSe6J3BO++K6rkbD0I0YLAVjHu8899VItPb59jilmisjbsoLc7Hn6S+d7mtU3jnrtVSTiWCkF4jMdNSHtoWRUo5KKWdD334dSJDbXyP4vfDU56DxBthw4/znGg+oIXPJli9i8NtT/UzO+NMSrkayvcbBjC8YjvDnIWVIvKrzz5iKC2vYfTVKZsTQjQDwxccvYxaCP7+tOemfNZsENUX5K6aj5pHzQ1hMglt0mLZFUl+ST21RnqEbMcgY094AM75gVM0IwKbKxAPztLbeZNhQVkCpzcrxzomkfm6tkIlg5DlgsxBioxDCCrweuD/yBUKImohvXwGcz8D7rnxO/wQme+ZnRTQ03UjPkYy81Q+PdNFcbktLuBrJ9ho7QPQJvs5u1R2zlMFItMzICrCEXyn0TUzz02PdvO7ael1tsNFQXiMrwxL+sQtDXNtUiiOJO0lQJcXrNpZypGNMlyumgUEiwu6rMco0jaU2zCYRVzfSPuLWLV7V0MzP1usE37SDESmlH3gP8CAqyPiJlPKsEOIjQohXhF72PiHEWSHE88D7gLel+74rnmAADn0Gqq9SepGF1OwBsxW6nk37rS4NujjaOc4brmvUbXqViE2VhVhMIrpuRI/ZWSS20OTeZFqZNV1IZGYk1w5Wu6EZAb56sB0p4V23taS8j/oV4sLaM+7h4qCLu7YnV6LRuG5jGcOu2ehZvHTwesCb4X0arHg0w7NYmRGrxcSG0oKYmRHXjI+RqVndHiOR7NtQTPuIm3H3+jM/s2RiJ6FhYQ8s2PbPEV9/EPhgJt5r1XD+ftX6+tpvR/fhyMlTAUl3+pmR/znchdVsSlu4GkmuxcymysLYwYjZClW79O3MVgEyoNqBbTozN1ODkFsEOfnzt9urwdWnbx9rlCHXDD880sWr99VRX6JfILeQupJ8BidnmfUH4s6BWWoeS8J1NRraQL0jHWM067DD182P36zGHbztN5nbp8GKJ2wFHyMzAsoWPlYwcmVEZRuTzYzAnG7kRPc4d26rSvDqtYXhwLoUSAlP/ieUbYLtr4j9uobrVIusfzb2axIw7VWOqy/aVR3VpCcdYnbU9B6H6t3Kpl0PhSl4jbgG5mdFNBw16z4z8rWD7fgCQf7y9k1p7UcLZPonUhhimEEevTDEhrKCpGvsGs3lNsoLrRzJpG5k+CJcfkQF3ktgTmiwctEyI7EErAAtlTaujHiijiJoH1FBSnNF8sfz7voizCbBsUwNzbv4O/jmiyGwcswNY2EEI0tB2x/UNNub/xpMce44G6+HwCz0P5/yW/3mVB+uDApXI9leY2dwcjb84QTUQd13Aur3699R2PgsCRfWqcH57qsa9pp1LWAdc3v5/rNd3LunLqU0cCSa10g2SzUzvgBPXx7lzm2VKZcYNd1IRkWsz31DPfo8MNGZuf0arHi0Ekm8zEhLRSHeQDBqa3zHiBshoLE0+axlgdXC9hp75gLrpz8PXU+vimPYCEaWgif/Exz1cNXr4r8uA+Zn/3Oki5YKW7jFMZPsqFFtu/OyI8MX1Alar14E1NRdSDIz0j/ffVVDG5aXJbGiEOKbQoghIcSZbLz/Nw61M+MP8O47UteKaNSHvUayJ2LtnZhm1h9kd72OFvE4XNdUSu/EdGb+L7NTarp22Wb1/fCF9PdpsGoY9/gQgriOxi1xZtRcGXFTW5RPXk5qpc+XXFXDc1fG+d4zV1L6+TDOHug8pL4evZzevpYBIxjJNJ1PQ9czcNP7EpcxCiuhZGPKItaLAy5OdE1kVLgaidZRMy8YSVa8ChGZEZ3D8qRUrb2xMiNBnzJFyw7fBl6UjTd2enx85+lOXrKrhk2V9rT3V12Uh0mQ1fZerURUU5Sf4JXxORDqIsvIHeXpnyjH5Bd/Qn0/dC79fRqsGsY9XorycxYNyYskPL03SjDSMeJOqUSj8ee3tnD39kr+5dfneKothQGjGqd/Ovf1aFvq+1kmjGAk0zz5n8pdde+f6Ht9wwElYk3hTv9opzrxvmhXlAxCBigrzKXSnju/vbfnOcgrVi6yeskvAWGGKZ1lmpkJVb6KlhnJsvGZlPIgkBVTi28/fYWpWT/vuTM9rYhGjtlEtSMvqy6s/U713jVFqbUna2ytsuPIs6QfjEipSjTVV0HLXSrDObS2nAiynd1b6Yy5vXFLNADFBVbKbNZF7b1SypTaeiMxmwT/9fq9bKoo5C9/cDz1LrHTP1WDTPOKlKfVCscIRjJJ30mlF7nhL8Gqs17YeEBpKcY7kn67zlEPuRYTtWneVcZDiVgj7Im7nlVal2QyMSZTcpbw0QzPNFaBJfxSjDRwzfj45lMd3L29KjzIMBPUleTTk0XNSL9TZUZS9UrRMJnm/EbSovswDJ6Ba9+pjvHK7ZkJRg5/BT63d6WIYb9NlrJ7q4Fxj5eSgsR+Ny1ROmpG3V5cM36aytLTcxXmWvj6W/djEvCO7zyHc9qX3A6GzsPgadj9OihtMTIj645Dn4ZchzqR6SWsG0m+xbdjxM2GsoK0huIlYnuNg7YhF15/UJVZRltVMJIsyRifRTM809AClMmV2967FCMNvv9sF85pH++7KzNZEY36koLslmmcM5TZrCnX1yM5sLGM9hE3Q5NpdAc993X1Gb7qter7yu0wcin9boS2R2CsXf3LMtnM7q0Gxtw+XZ2JLZW2RcHIlVAWY2MaZRqNhtICvvzma+ga9fDeH56I2rkTk1M/Udnona9SXZ2j2T/uEmEEI5nCPQLn7odr36FvXotGxXZ18ktBN3JlxJ12BJ6I7TV2fAGpPnTaGhtvSH5HyQQj4cxIzeLntNLNCs6MZBqP18/Xn2znti0V7E5ioq0e6orzGZicSe5El0H6ndPUFKeXFdG4LiTiPnIlxevs1DCc/SXseaOaNg1QuUN5jaQbRAycUo/atOsVzpobWJoEE57EZRpQmZFxj29et2H7iDatNzPn5QPNZXz0lbs4eGmYf/udTiF1MKhKNM23K11iWYtyzfal2cLvGoSfvEX5RS0BRjCigwmPl2FXAi+QofOAhKZbktu5yQT11yadGQkGJZ1jnrRqk3rYESoJnO+fVMJccy7U7k1+R6lkRkIC1hNd45zpdaptFqvS5Kwj47MfHulm1O3lvRnSikRSX5JPICgZSCebkAYDzhmqHZkpM+6sdWCzmnniYooXzxPfVeLo/e+Y21a5TT2mI2KdGp7TOK2SYGTNDSzViZSSMbdXX2YkysC8jhE3FpMIt81ngtdf18jbbmziG4c6+PFzXYl/oPswOLtUiQZUmQaZkhRgHm0Pw7lfQceT6e0nBkYwkoCHzw1y+6ce54++/HTsCbagyhegJtkmS8MBdbKbntD9I33Oabz+YNpeE4nYWG7DajGFgpFnoW4fWFKYCmyr0D8U0DUAOTZl/w784y/O8JHfRFwMsmh8JoT4IfAMsFUI0SOEeEein0mHGV+ArzxxmRuay9jflPn27bpQe2+2SjV9E9PUZigzYjGbeOXeOn51so/BZIOrYACOfgs23goVEZ/h8q2ASE83MhDyEbLkQf/J1PdjsORM+wLM+oMU68yMwPyOmisjbhrLCuJ24qTCP710O7dsLueffnkmsS7q9P+CJR+2vVR9XxayAUhXN6K1uC+RoNsIRmIw4wvwL/ef5c++e5Rci4nOUU/YtjoqI23qAHDUJf9mjQcACb1Hdf9I56jyU9hQlroduB4sZhNbq+y09Q6pE2kqehFQLqw+t75ZH66BeW293eMeesYi/CPsNVnTjEgp3yClrJFS5kgp66WU31jK9/vfo90MuWaXJCsCc8Zn2eiocc/6mZzxU51mJ00kf35rCwEp+fqTSZZVWh9SqeyFei9rAZRuhOE0TsD9oRLNjnuVwWEwkPq+DJYUPe6rGnUl+VgtJi4Pz53TUpnWqweL2cTn37CPhpIC3vX9Y3SPxfDTCfjg7C9g20vCN3NzwUiaHTXDF9XjErW6G8FIFC4PT/GqLz7Nt5++wttvauKxv72dmqI8vhPPhGa0VQmFTCn8SuuuAWFKqlSjtXstdZkGlG7EMnACgv7U9CIQ4TWiIzsyNRjWhkzO+HDN+BmYnMGn6Rrs68MS3usP8uUn2rlmQwk3tGRmGvNCarPowqp10mSyG6yxrIBXXF3LDw53JTds7Lmvq+Nq60sWP1e5I83MyCkoblQ1fO9U1jsblju7t5oYd6uuFT2aEbNJ0Fxu4/KQyowEg5KONNt641FUkMPX37offyDIn333KFOzUUTVbY/A9Nh8w828InX+NTIjqwcpJT852s3LPneIAec033jrfj708p0UWC286UAjT7aOxByOxEgrlKd495prV0PnkhCxXhlxk5djosqeubvKWGyvcbB19qz6puG61HaSjPFZRGZEKx8EpdIXAOqi4R5WdwFrmF+e6KV3Ypr33rlpSUztAPJyzFTYc7Piwqr9PTOZGQH4i9tb8HgDfPvpK/p+YKxdteRf83YwR7kjrtyu7ipTFQD2P69mOWlaq76Tqe0nQyx3dm81oQ3J0zvnK7K9d2ByhtklLp03VxTyhTfto3Voir/+8UmCC6UDp3+ifJ1a7py/vbQlPRG21w0TXZBToIKaNOapxcIIRkK4Znz81Y9O8vc/PcXVDUX87q9u5a7tc6WC11/XiNVs4nvPRPH4988q73/NPjoVGg4od1OdLYRXRlUnzVK29Wpsr3FwrekiU0Vb1IGeCilmRiK1DOFSgr0akOp1a5gHzw7QXG7jti1LKyCsK85PLjPi7IGH/iltVX1fyPAs0z45W6rsvGBHVdgkLiFHvwkmC+x7S/TnK7apqdOaLiwZZibVRaDmaqUnyylYNSLW9Uh4Yq/uYMRG15iHWX9g2bLVt2yu4P+9dDsPnxvkZ8d75p6YdcGFB1Q770L377JN6WVGRi6pxy0vVJ8F7fsMkpFgRAjxIiHERSFEmxDiA1GezxVC/Dj0/GEhRFMm3jdTPN89wUs/d4jfnu7nb+7Zwg/eef2iu7XywlxeuruGnx7rWXyCG+sAGYTyNIKRxutVCnforK6XXxn1LLleRGN7lY19plau2K5KfSdaMJLIhXV2Sv0eQn4ikRfJ8N27o1Y9rvFSzdm+Sa5uKF6yrIhGfUm+fgHr1DB89154+r/h2S+n9b5aZqSqKAVBdALefccmnNM+fvBsggFhvmk48X3Y9rI5d9+FVO5Qj6mkpwdDJqfVu9XQzOrdRjCyghnTMSQvkpbKQoJSafjm2noLl2x9Gm+9sYnighxOdE/MbbzwAPino89EK2tWN2+zrsXP6UHTi+x8tXpcglJN2sGIEMIMfAF4MbADeIMQYseCl70DGJdSbgI+A/x7uu+bCaSUfPXgZV7zJdUp8+P7rue9d23GHCPb8JYbNjA16+cXkdEozN0xlaUhMtTKHzp0I4GgpGvUs+SdNBpFk5ewi2mOyW2p70RvZkTLdoSCkZ5xD1azCSEiApNVYHyWLqNTswxMzrCzNnNuq7GoK8mnb2Jmccp3ITNO+P6rwdmr7NKf+7q6mKdIv3Oa8kIruZb0Dc8WcnVDMbdsLudrT3Yw44sjGD3zc5XhiWdUWLZJZU6inIC10m7naAxhtiZerdmtHmv3Kg2JIWJdkYy7vQmH5EUS7qgZmqJj2E1+jpkqR+aD64UIIdhSZefSQERwcfonUNQ4Z6QZiXZtSrVUM3wBTDmw+R71uAQi1kxkRq4D2qSU7VJKL/Aj4N4Fr7kX+E7o658Cd4mlvt3TwbeeusLHH7jA3dureOB9tyRsndzTUMzu+iK+80wnMnKWzEgGgpGiBrDX6tKN9E1M4w0E2bjEhmdhQmt60LUx9X3k5Clzt0TBiObHEHJf7Z2Ypr4knyp7xAwV+9rPjPx/9s46vLHzyv+fV5Ilk8zMA/bMeDgzYWZoGBsqpG1S7ha2tF3obrvtbvsrbSGFpGFqoEkbbhhmkmH2jO0BM5NsSRbd3x+vrizbYskyzP08zzy2Bfe+Hl/de+453/M9qgV/fQKt34NRkZuOw+2hdzREHdhpg0c+Kk9CNz0IF/8IrH3S6TFGOoftCdeL+PP5c5bSNzrOX7a1BX/Rlj/J9t2aM4K/xmCUJdgAwUhDl4VvPrmbS3/5Do980DL5vAAy8MgonDDwK1snp17PQJpbI34GrA5y0lKC3pBORS3JNPeOytJ5QcaMZzJVlhWbOdhtkcfcaC80vwGrrw/cRJEXZ3tv70F5fUtJk+XG7rkZjJQDrX4/t3kfC/gaRVFcwDAQsD0gWc5/h3tH+d+XGzhveRG/u+0EsiOYRSCE4OOn1tDUM8r7zX5TY/ubpMYhNY4LhxAyOxJBZuSo9y4sWZkRWjZhMRaxuT8t9F1mOCKZT6MGGOYJzUh5btrkUkJ6vozOF7Dx2f5OafKWyDk0wagI197rdsITH5emd9f+Qd4d1ZwhSw6bfhPTkEeQE3vjndYbilMW53FCVQ6/f6t5ohPLn/Zt0LF9Yg5NKIqWB7wbbOiSQyQXF2bw3Wf28Kn7t9Jj8RO6du6W/0/q9n0iVq1UM6uMdMLdZ06ebAsMWp0R60UAMkwGyrJTae4dm7G23mAsKzFjsbtkV9q+p6WWQx1jMBV1sGmstvC9DVC4TH6fqHlNU5hzAtZkOP+5PQr//ORujHodP7p2dVSR7EfWlJKXYeR+f6V+X2N8ehGVypOlc16Y8sPRJLb1oigyGCnaiEcRHOqOseYIkFEUeZnGLzNSnpPmHejm1YzodDJYWcCZkX0dI5Rlp0Z1YowV1fgsYEeNxw3PfBYaX4bLfw6rrpOPCwGnfhH6DspOlBjoHLbFPa03FEIIvnDuUtoGbTy3M8Bnasu90lxv7U3hN1ZUL0Xq45O76Ro6LRj1Op7+3On8+xX1vNfUx8U/f5uX9nZKYXvvgYkSDci7S2PmrHfUHNe4xuGJ22XW6p2fTQqmB8cc5EWoF1FZUpRJQ5eFliQ4YvuzrET6iBzstsgMZfEqKJ6qkPBiTJceWLFkRpw2GDwqhdwgg5HhFinOTiCJCEbagUq/nyu8jwV8jRDCAGQD/cwS9757hG3HBvn+VSujnhaamqLnoydW8o8D3RMnb9VjJALuf/8oN9z9fuD6fJU6NO+DkNs42m8lLUVPkXnma5MMtYClE9Pi0wGvLXysZBSEd2G1dEnL+bRc7E43faMOGYzkpNE5ZJ9wwTWXTJR0FiD7O0aoL4tixlEclAfzGlEUeOGfYe+TcMF/wMZPTn5+5TWyZLbp11HvUzU8m8nMCMB5y4tYXmLmt282Tf7MWQfk77XmxshmSRWtkF/7Dk56uKHLQm1xJkaDjk+evojnv3wGFbnpfPah7fzs4WelN0+JXzCiiVhnnxe/CW1bpKdMz75JrrgDY46I3Ff9WVKYyYHOEdweJXnZaqCuSAYjXYf3ScPMYFkRlbzFMBDY+Oz95j6e29UxYZ/gT3+TbNBQMyPFK+XX3oPTXxsHiQhGtgC1QohFQggj8FHguSmveQ74uPf764HXlWnF1eTQ1DPKT185yIX1xVy9Lga3VODWU6oBePiDFhjrlwK4CDIj7zf38f2/7WPL0cHAKfGSNdLFtSVMMOKd1puU2qRXL5K7/CwyjHqfliEmMiPMjGQWgxC+i6Ms06Tj8igTNt/mEplqXYDYnW6ae0epT4J4FWSqOTc9Zfox+fp/wdZ74PSvwBlfnf5GgxFOvhMOvwlde6Pap2p4NpOZEZjIjjT3jvHKfr9M2s5HwGWXgy0jIUhHTUPXiO8OFWBpkZmnP38aXz5vKT2NWwDY4ayavK2y9dC1J/5JwBrRs/XPsO0+OONrcPXvpEX/jod8Tw9aHRG5r/qzxG9CbzIzI9npKZRkpZJz+DlASL1IKIK09yqKwucf3s6XH93BKT96jbP+9w2+/sQuntjSypG+MZQer9mZGpCrXyPs/IyUuIMRrwbki8DLwAHgCUVR9gkh/lMIcaX3ZfcA+UKIJuBrwLT232Tg9ih84y+7SDPq+eE1q2K+mJfnpHFhfTGPfdjCeLf3DxXGY6Rr2M6XH93hU2mrmoBJ6FOkG2uYzMiR/plz+ZtGyyYwZaErWcmyEjP748qMFIK1P/RJ2NLl10njDUa8ZRrw76gpW7BlmoYuCx4lOeJVlfKp7b3v/Qre+X9wwsfhgu8Hf+OGT0jvjE2/iWp/nV6PkZkORgAuW11KTX46v3mjWYr9PB4ZZFWeIruCIiG3Rl64/IKRgTEH3SPjrCiZ/HdK0ev42kXL+PpqO2Okcd0Tnfzw+f0TequydbIFsy+xd5YaYWj9UGb6lpwP530P0nJgxRVylovThqIoDI5FpxkBaUTm+z6JwQhAXXEmq/pfgerTIbsi9Ivzl8gbZ+vk2TZtgzaGrE7uOmsx/3p5PStKzbxxsIdvPrWbc3/6Jvf+9UXc6HjwkIHGbovs2EnJSLhuJCGaEUVRXlAUpU5RlCWKovzQ+9i/KYrynPd7u6IoNyiKslRRlJMURYlzHnds/PGdw+xsHeL7V66kKE7n0o+fWsOg1cmeXd55MiHcV51uD194ZDtWh5sHP3Uyep1gX0eQi3rlSbKW6QjsiOlye2gdSF5bLy2b5Zp0elaUZnGgc2R6x0CkZBQCirQrDsZo9zT31Yq8dCqm6hrMJTA+HNmsm3nGfu+xkYy2XpWKnPSJQG/7A/Dqv0L91VInEipoT8uF9bfJE3oUweFEZmRmyzQgbbs/d84S9rQP805jHzS/LlscQ7XzTkWnl10EfiJWVby6vNQc8C2FlgZSK9Zy68mL+OM7R7jlj5vlZ0cTsSYfSxc8fjtkl8N1f5J/T5DHrn0YGp7H6nDjcHui14x4g5Gc9JSkaLz8OdvcTqWnDU+4Eg1MSAmmzKhRJ6JftrqUT52xiN/fvpFt37uAf3ztLH54zSo2pvfQKkr5178f4sKfv82+LktQQXc8zDkB60zR2G3hZ68e4pKVJVy5tizu7Z26JJ/aokyOHdyFojdCTnXQ1/73CwfYdmyQ/7luDavKs1lSmOG74Eyj6hRZZ+7YHvDpzmE7TrdCTTIMz6wDUoDnHY63ojQLi90V+1C1SLxGLJ0T7qtDVvQ6QbHZNKFrUPe9gI3P9ncOY041+AKwZFCem0bboBVl31/hb1+Rd4/X/nHipB2KUz4nj9kP/xjx/jqHZs7wLBDXrK+gNDuV37zRBO//Urba1k91IAhDUT2oKWvgoNfjwb9M48Pjhu696MvX8V9Xr+Lbly5ne8uQHHCZtwSMZi0YSRYuh+wGGx+Bmx6GdD8Lh5qz5J3+jgcnDM+iDCiKs0xkGPXUJMtqwY8zbW/gUPS0llwQ/sVqe+8U3cjejmH0OjHpOBZCsLTIzK0nV7PW1EXN8hN49gtSN7izdWhGOmqOi2DE5fbwjb/sIsOo57+ujr08448Qgo+dVkPW2FHs5uqgJ+2/7ergz+/JgXtXeIOg+tKs4OWOihPl1yClGtVyOCkHvtpm7B2Op7aZxixiDefC6rTJuxS/zEhJVioGvY7UFD0FmaYplvAsSOOz/R0j1JdmJc2vAKQLq8PpQnn+61C6TnqJTLWUDkbeYjmufOs9QTN6U+kamTnDs0AYDTo+c+ZiRo9ugyNvywAq0t9PpWiFbCf32uA3dFrIzzBSmBkgoOpvln4iXvHqecuLANhydEB2g5Wu1TpqksXL34HWzXDVr6Fk1eTndDpYfyscfovRbpmwj9R9VUUIwZXryrh4ZUmiVhwZHjeLul/iTc86DgwZwr8+t0YOZJ2iG9nbPkJtUSapKQE+i65xmUUsXM6aimzMJoM8/xetlDeV4RoSouC4CEZ+//ZhdrUN819Xr6IwgR0o164vZ6muk0OuwDbSTT0WvvXUbjZW5/Ldy1b4Hl9Zlk3nsN0XiU8iPU+aMAURsaoeI0nRjLRskn4eZScAsLzEjBDELmLNlCfkoMPyfG29E1bw5X7ZgfLctMmaEVhwmRG3R+FApyVp4lWV8pw01opmdNY+OPULYIzy+Dr1i/IiveuRiF7eMcMeI4G4+aQqvpT6AjaRLrUu0eIT7snsSEPXCMtLzYGDxq7JzqtLCzPJTkth61HvPJ+ydV4R68Ie9jjrbH9QGtud9uWJtvSprLsFgNT9jwNELWAF+NG1a/jcOUtiXmZMHH2HFGsPz3pOj8xywWCU06P9yjSKorC3fZhV5UE6yvqbpX9J4XKEEN5SvcXvs5C4Us2CD0YOdln4xT8O8ZHVpVy+Jv7yjD8ZBoUq0c37w7n0Wia7V46Ou7jrwW2kG/X8+pYTSNFP/FerF5qgGYbKk6DtQym0m8KRvjEyjPqEBlVBadksT5pGWRLKMBmozkuPIzNSIL+OBcmMWCZbwbcP2nyGXCDv3qdlRpLc3htuDlO8HO0fw+Z0J1W8CjLQO0+/A4/Qw9Lzo99A1SkyaN3024DH7VS6Zth9NRBpY61cpGzmAee57AshWwqK3wnY7VE41D3KsuIgf6fOXaA3+rwZdDrBxupcthzz7rhsPbjHZ2wc+3zjyW1t/N9rjYxFMtgwUtq2wfNfg8XnwPn/Hvx1OVWw6CyKmp9C4Ik6MzJr7P4LGM0cyj5deo1EQv7SSWWa7pFx+sccrAp289PrLUt623rry6Ru0FOofhYSd/wu6GDE6S3PZKWm8J9XrUz8DgaPocdNk7uUxz5s8T2sKArfemo3R/rG+NXN66eddNVyx76OAB01IE/stsGAU0JlW28SLIeddqlb8epFVOrLsjjQFWMwkpojMy3BNCOj3ixHZjFOt4euEfsk3USFd7qsx6OAySwV3UkMRiKcwxQXE+LV5HiMqFTkpnOBbjtd2etim8wsBJz2RXmia3w57Ms7hm2UJTkYYdNvETodf9Ffzm/fDOy3EJLsSmlY1nOAlgErNqc7qHiVrt0yeNFP3GVvrMnjcO8Y/aPjEyJWP4+L45lfvnaI//fqIc756Zs8vqVlwk8oVkZ74PHb5E3L9X8GfZgyxvrbybC2c4ruAHlJFqHGhNMGB56D+iupKSnw6ZfCkrfEm+2Q/7+qeDVoZqT3oCzteMWvK0rNWB1uWsYzIS1Py4xEyt1vNrOnfZgfXL2K/EB13XjxBgvmihU89MExn+X0ve8d5fndnXzzkuWctqRg2tvyMoyUZqcGF7Gqg44C6EaO9VupKYhSvOpxR+9p0LED3A6fXkRlbUUOx/qtE34f0SCE1I0EC0Z8mZFSuobteBQmlWkqctNwuDz0jY7LbWWVJjszEskcprjY3zlCil6wtGjmJ3/6kz3exQpdC3vSTwn/4mCsuEpesN8PbYI2Ou7CYndRkswyjXUAdjyIWH0DF516Ai/s6aR1IDJ9iw8hZIDR20CDNzs4ta0XkCd61QbejxNrZJC39dgg5C4CU7YmYkX66rQN2vjImlKq8tL51lN7uPz/3uX9piDl3HC4nfCXT8gbuqmC1WCsuBy7PpOb9G+SlRp9mSbp7H9OCnLXfpRlxWaO9I0x7opgVEf+UjkV3avb29sxjBAhxk70NkitSYr8rNaXyqBlf5fFK+jWMiNhOdA5wq9eb+SKtWVcujrIaPB48Q7IO/f00+geGeeVfd1sOTrAj144wEX1xdx11uKgbw0pYs1fKi/ahybfYbrcHloGrNGLVx+7Bf58aXSTQls2ya9TJkCeVSdFqG8dilG4FMqFdbRLTkdNz/fzGJkIvHy25T7dSGmyjc8imcMU13ylfR0j1BaZMRqS/NH0ZjPeERti34beACffBcfeDXmR7fJ6jJTlJDEzsuUeKSg97Utce0IFigKb/OdLRUrRCujeR0PnCDoBtcUBgsaRdtm+Xrp20sOrK7IxGnRsOzYohZNla7VgBFl6VhS4dFUJT372VH59y3pGbE5u+dMHfPr+LTT3jobfiD/v/gKOvQdX/t9kK/5QpKSxK+cCLtFvQedIrM35jLD9ASkcrzmTZSVm3B6Fw70R2BzkqzNqpIh1b/sIiwsyyDAFyRz1HpywgUce73qdkKX6Ym8wkiD/0gUbjPzbs3vJTkvh+1fOQHlGpb8R0gs4Y3UtlXlp3P1WM194eDsVuWn89Ma1IUspK8uyaO4dCzx4Tgg44WPQ8DwMHPE93D5kwxWt5XDXHjj0ktSgbLkn8ve1bJa+ChmTMzvLS8wUmU2xByOhXFgtXXJ+jU43yX1VpSJXBiYTupGkZ0YiIp75StIGPrl6EQAOvkS3oZyto9MzeVFxwsdk2+qm3wZ9ieoxUhLlKIaYcdrhw9/D0guhuJ4lhRnkpqfIzpZoKVwBtgHa249RU5ARuAOh0ytenZIZMRn0rK3Inthv6Tro3idbT49j1GBjSWEmQgguX1PGa18/m29dspzNhwe4+Odv8x/P7WPIGuH/04HnpAnYmgi8N/x4M/0iUnHA3qei/RWSS1+TDPjX3w5ioiU3IhGr6jXi1Y3s6wghXnU7ZdCi2sAjx6H4rCmKVoDDAsOtgd8fJQsyGBl3udnRMsSNGytntv7X1wQFteh1gttPqWZP+zAjdie/u21D2FRffVmWVwQX5AA68TMyS/DB730PHYllQN6m30ptRdVp0t47ku4Tj0e2wlVNT9kLITi7rpB3G/tiq+tmFAbvprF0TTM883fonOY1og7LS95kgUjmMMVMj8VO3+h4Us3OAGkcd+RtDueeTvtQDOU3f1KzZUCy72kYDvxfo3qMlOUkqUyz61EZAJ/+FUAewxuq82SGIlq8IlZ39/7AJRrwdtKI6W2kSN3I3vZhbA63V8TqSLh51HyjqWcUISaf11JT9HzunCW88Y1zuPHESh7YdJSzf/Im97x7JPBcLxXrgLwBW3R21OvY6VpMi6Fmkj38nGTHAyD0vi6gmvwMUvQiMt1IdqUUVvc30Tc6TuewnVXB9GkDR8DjnJQZAXzml8FGJMTKggxGjvSN4fIogc2IEonfgLwbN1ayviqHn96wNqKx72rtLagTa1YprLoWdjwovTeYmNZbHanh2UindMZcf5tMWbrs8PK/hH9fb4Pc5xS9iMpZdYUM25zsahuKbB3+ZBTIbppAAcRo9yTDs0KzadKdpzpDpV2d3msulR0JthguKrERyRymmFE1RMnupOHwW+AeZ6D8fCzjLoZtcbabnnyXHKz14e8DPq1mRoqyktAR5nHD+/8nL/w1Z/ge3liTy+G+Mak/igbvCTjb0hz8/NK5S86qCtAefWJNLk63Ij87s+TEOtMdYdHS3DtGRW5awCxTodnEf1+zmhe/chZrKrL5r7/v5+97QmRDj70HKLDorKjXMWhzsjnrUmjfBt1zNEB0O+VcpbpLfB2FRoOOxQWZkWVGdHqpAelv9l17VpZH1kmjsqI0i45hO8OZ3lbmBAXTCzIYCemMmChsQ/JuyzsgLyfdyDOfPz3i9uGK3DTMJkNwESvAKZ+XYqPtDwByWm+GUR/YZCkQW/4onTFP+Zy0qz/ja3JSafMbod+n6kUCZEYAzlhagE7AWwdjKNVkFMmgyBGgDuyXGWkbtAV0IC33b+/N8mqBklSqCTaHKVHbV08OK5KdGTn0opw/tEgGnz7L/VjJrYYVV8LW+2B8+t+5c9hGQaYpOYZnB1+QKenTvjzJ1t4nJj0aZSCbWYTLlEudaGV50GBkunhVZUNVnne/A/KikJqT1I6aZHSERUtzzyhLC0MLtpeVmLn/kydRaDbx8t4Q2d0j78hZSeXRa58GxhwcLL5UZqR3Phz1+5PCwRfldWfDxyc9XFdijq69t7/Z10kTtHNPncpbUDfpYfVmad+ggKxyLTMSioNdFgw6weKCGexIUF3swgzIC4ZOJw1kQg6eK1sH1WfIUo3bxdH+MWoKImzrdYxJjciKyyFvkXzsjK9K0dPzX5d19GC0fiAn5+YuCvh0boaRtZU5selGgrmwup1g7ZtseBYgjV+Rk+5XpvEGI0kUsQaaw5Qo9neOUJmXllw1v8cDh16BJedRlidPSu2x2v37c+oX5eygACf1zmF7bAPyYply+96v5KiGFVdOenhVuSomjVI3IgQDGYtZpmsLnAG1DsBIW1DhZHZ6CsuKzWw5OiiDo7J1yc6MzHhHWDR4PAqH+0Z9811CodMJLlhRxJsHe4J3jhx5W95ERemuqygKg1YHKVnFMuuw67G5aUi3/QFp+LhkshfQsuJMWgdskfm05C2GgcPsbx+kKi/dN7x1Gr0N0oNlSoZvwonb21GToCzSggxGDnVbWFSQMbMdCd5OGjUzEgs+A5lQNdBTPy8FQg1/42jfWOTi1Z2PgH1IXhRUUlLhsp/KO8X3fhn8vS2b5Ac6RNBzdl0hu9qGGAzkIhuKTHU+zRTdiBqcmEvweBQ6h+yTxKsqamZEUZSJYGQOilhj4UDHCCtLk+svQudO2cW07FJfJsrnchsPlSfKTqy3fwpDkwVuncO26IIRRYEXvw0/WSwDp0hp2SyF26d9aZrPxISYNPoS31FdNXWijfJAv0PnLvk1SGYEZIlo+7FBqbkqWy9P5q4oy0WxE1FHWLJoH7Jhd3pYEmEr+4X1xYw53IE7oUZ75SytmjOjXsfouAunW5Huq+tvlzdGU7oZZ53hNmj6h7Svn3I81xXLLF1jTwSdR/lLwT1OT9thVgUr0cC0ThqVQrOJQrNpQsTadzC2G4UpLMhg5GC3Zeb1In2HZDovtybmTdSXZWF1uDkWyu+g7hLIXYRn029oHbSxKJK2Xo8HNv8WyjdOa81l6fmw8lo5Hn7K9EZAig6HWoLqRVTOqitEUeDdaL0Agg3LUw3PzCX0jo7jcHsmua+qlOekYXO6GbQ6Z82FdSYYG3dxpH8s+Z00h14GBCy9kLwMI6kputgHIU7lil/Ki+wjN/p0TxBDZuT9/4MPfidFe4/eBJt+E5lo+b1fSmOmdbcGfHpjTR77Orxi0ijY7SjDLGzoRgPMRfLZwK+d/pyXE2vysIy7ZDm5dJ0UCXYnrNqXEOJpT48G/06aSDhtSQHpRj2v7u+e/uTRd+TXGPQiQ1aZBclNN8LSC2RmeK4JWdX1rL992lO+jppIRKz5UuthHDkSvETjcctr3BS9iMokEavbIefXxMmCC0bGxl20DthYVpwE8WpuzSSHxWipD+fEClJwdMrn0LVtYY1yKDLx6qEX5cFx6hcCZzcu/m+pqH7hG9NP6q2b5dcgehGVtRU5ZKelRF+q8QUjU8o0apdPZvGEx0iAzIh69942aAWDCdLzF0Qw0tA1gqLMgnj10Ety/EBGPkIIVpZl88TWVna0JEAUXLQCbnpAntSe+Bi4nT7Ds9JIO2n2Pg2v/iusvAb+abccyPfyd+G5L4Vuie09JPUiJ33GN85gKhur/cSkEaIoCu+OeGcsBaqVd+6GrIqQRlsbfeZnA7MhYo2oIyye9vRoaPZ6Y0Rq8peaoues2kL+caB7ekb5yNuyrbx0XdTrUOeE5WUYZdZh7c3Q+MrcmX3lcctgZPE5UpM1hcrcdFJTdJHpRrxNF4tEV/C23sGjsjkgQGYE5HmqsceCM9/7fAJErHEFI0KIPCHEq0KIRu/XgD7SQgi3EGKn91/Cug8Coaap6mY8M9IUs15EpbY4E4NOhBaxAqy7FWeKmU8ZXoysrXfTb+RY7Cl1ch9ZpXDe96D5ddj3zOTnWjbLVuDi1SF3odcJzqwt4K1DvbJkEinp6nyaKRkVy0RmRBVQ+hueqagByiTdSHKNz2YEXydNMjMjI52yTFN3ie+hX350HXkZRm770wd8eCSWAS5TWHyOzJAcfhP+/lW6vJ1QEWVGjm2CZz4rs3RX3y1HANzwAJz1z7LL7MGrYSyIcdmm/wNDKpx0Z9DNb6hWRayR/55dI3Z22L0ZuUAn4K7dIbMiILN7pdmpskSUUyWzN8kLRma0IyxamnpGyU1PicqC4cL6YrpHxtk79Sbu6DtQfVp46/cADHg9THLVday/TQ6I2/VY1NuaEQ6/Icv1J3ws4NM6naCu2BxZe6+5FKculUWiK7iNgCpeDRKMrCg143QrNFMm7eJnOxgBvg28pihKLfCa9+dA2BRFWef9F+QKmRjUNNWMZkY8bpl5KFga12ZMBj1LizJDi1gBTJk0lF3LJboPWWwMc8favl22t53y2dAfyhM/LevaL30H7H77b9kk6/0RfKDPriuk1zIe3RRfg1F2EEwVsI52AwIyigIanqlMNz4rWRCZkf2dI+Smp8Qm7IwVdYaMXzBSkZvO43eeSnF2Kh+/90Pei9WS25/1t/kCCP37vwAIP7G3rxEeuxlyKuGjj0i9E0jn0vO+B9fdA21b4Y/nTs9QWLrlRWTdrdNM+/zJSTdSV5wp7dkjpKHLwjCZONKKpu/XMSbXHcb1UwjBxpo8thwZQAGviHVnxGuIh5nuCIuW5t7IxKv+nLe8CL1OTC7VjHTIpoJF0etFAJ/2zTckr6BWlrh3PpxMH6PgbLtfZoGXfyToS+qKI+yoEYLulHKWG3soCNaZqbb1TumkUVGDmH09TimInQPByFXA/d7v7weujnN7cdPQZSE1RUdlXpTzW6JhqEWmsOLMjIC8Ew6bGQFeyZSC99w9fw79wk2/kanKAHXFSegNcPkvZBDwxn/Lx+zDsnYdRi+iolrDv90YQ6lmqmbE0iUvHHoD7YM2ctJTyAxgUZydloLZZJgQWZpL504qNQ5U59UZH4Doz6GX5Z25Oo3WS0l2Ko/feSpVeel88r4tvHEwyJTlaDj3X2D1DSza9f+4Uvd+6KBrtBcevl5qRG59MnDJY/X18MkXZZv4ny6cLDb88PeyE+LUL4Rdlmp+FlJE7keDN/AWxfXTT8Dd+wAlpHhV5cSaXLpG7PI4LlsvhZfOBGl1wjCTHWHRcrh3NOo5TLkZRjZW504ORo7ErhcBvzKN/8Te9bfJEmPblpi2mTBGe2XJce3NsjQdhGXFZnot477fJRTN7mKW6EKcN3sPynJjauDMSU1+BiaDzqsbWZGQ9t54g5FiRVHU29IuoDjI61K9YqjNQoirQ20wXuHUoW4LtUVm9LoZPKmrbb1BosZoqC/NoscyTq8ltJp+l8XM+6YzENsfgPEg0e9wmyy7bPh40INoEhUbYOMd8uTdsVN+6BRPWL2ISnFWKstLzNH7jWQWBeim6Q7b1qsiO2r8jM/GehKi5p4tXG4PDV2W5OpFnDbpN1N3SUBdUaHZxKN3nkJtUSZ3PbCNV/bFGfAJAVf9hras9fwk5W5KhoKUJRxWKVK1dMMtj0+0pQeiYgN85g05b+ORm6TQddwCW/4EK67wCfVCcWJNLha7i0M9kWX3GrpGKM9JI6VkpdSl+M97UjtpIpiHsrFa9RsZ9IpYXXNOxDrTDFkd9I06os6MgCzVNHRZJoYdHn1bZlzDlJeDr8WJXicwp/rdAK28RnqW7Hgwpm0mjF2PyuMjSIlGpS5CW/ixcRd77YUUuruCty/3NgQVrwIY9DqWlZjlBPeielkpiDOYDhuMCCH+IYTYG+DfpN50RQoHgt1eVCuKshG4BfiFECLoWSJe4VRyOmnib+tVUdXM4Uo1x/rH+KD4JundsCOIIc8Hd8uvJ98V+QLO/zeZ/nv+a3D0PXk3Wr4x4refvayQrccGGI2kv11FdWH1x9Ll645pHwwdjFRMNT5TPNO3N4843DfGuMuTXL3IkXfAZYO6i4O+JC/DyCOfPoUVZVl8/uHtPL87znKYwcQ95T+gSxSR8pdbp3dzedzw9GdkqfH6e6AiguMwu1xmSOqvhFe+J7Mk9mGf9Xs4TqyRQUGkLb4Nnd7zS9EK+f83eHTiyc5dUv+RFb5TdlmJGbPJIOfUzJIT62zj66QpinLwJ3BRvTxXvKJmR468LR12dbHdXw9YHeSmp6Dzv4k1mWVAsvfp4MM9o2GoFZ6+C3oaIn+PokhvkcpTQgYHgM+EL1wwcqBzhCNKCXrFLbP8U/F4vJ00gfUiKvWlMquvFK6Q52BVZxIjYf9yiqJcoCjKqgD/ngW6hRClAN6vAa8IiqK0e78eBt4E1se16iAMjDnotYwnp5MmNUdexONEvRsOVapxuj20DdrQqd4NH/xu+gTecYusK9ZfJVPvkZKWAxf9UFogf3C3vKszRX6ncnZdIU63Et0E1IwAw/JGu8FcjKIoMjMSQC+iUpE7u8ZniUb9209rs3v7J3D/FVJFH8DJNC4OvSSFymE8GbLTU3joUyexrjKHLz26nWd2tMW12+YxIz/M/U8penv4+gkBqqJI/VLD3+HS/wlZG5+GMQOuvw/O/pYsd1SdFlkggwxsi8ymiESsDpeH5t5RedJXS1v+6emu3fLzE0GpTa8TrK/OlZmR7Aop7E6SbmSu0NwjO2liyYxU5aezrNjMq/u7YPCYvKjGWKIBqRnJTQ8goj3tSzJ78Mxd8iIdK24nPPlJ2P0Y3HeZnJ8TCS2b5PUmTFYEoMhsIjstJayIdW/7MIc93vNmQHuHFjnhOkzws6I0i0Grk74Mr3YyzlJNvGWa5wDVl/bjwLNTXyCEyBVCmLzfFwCnAzNi/K9GhDPfSdMosyIJqO9np6dQnpMWMjPSOmDF7VGoyc+QFvGDR6UtsD87HoLxkckmZ5Gy5kZ5UXJaI9aLqGysziPdqOftaFp8MwrlPBk1Rehx+8o0g1YnVofbJ1QNRHlO2sQMlQVgfLa/c8Q7X8LvDnHz3fD6D6BrLzz7Bfhpnfzasjl+QZ2iSI3FknND1qBVzKkp3H/HSZy8KJ+vPbGLx7cEuJuKkK5hm3T2vfkx6Wnz2M3SDXjzb2W58JQvRJfZU9Hp4Nzvwh2vyKxKhAghOLEmLyJb+ObeUVweheWlWRMnavUE7HbK7yPQi6icWJ3LwW4LwzbXbDixzjrNvaMYDbqQn/VQXFBfxJajg1gPecdbxGB2pjIQLBgpWgGX/Dc0vwbv/yrm7fPaf8oy+AXfl11e910e2d97+wNgyoKVV4d9qRCCZcXmsJmRvR0jjKR7u7tVyYE/YTppVNRM7l5bnrSKiFPEGm8w8mPgQiFEI3CB92eEEBuFEH/yvmYFsFUIsQt4A/ixoigzGowsK8qAP18GD98wvWsjEfTH39brjxSxBvcaOdov7yBqCjJg+eWybXez34h2t0v+XHWqrKNHixDwkZ9Jo59ll0b1VqNBx2lL8nnzUE/kLb4ZU9p7x/pkms9c4st4hCvTgNdrZAEEI/s6hlleYsag934c9zwJL31b/q2/0SgvsKuuhX1/hXsvhl9vhHd+Fns2qHuvtCz366IJR4bJwJ8/eSJn1Rbyraf28MCmozHtunPILqf1Vp4E1/5ejh647yNygOOKK+GiH8S0XR9VJ0NWZPOhVDZU59I+ZKMjjPNsQ5e8YVheYpYp/JwqmYkBWWN3O8K29fqz0Vsi2tYyMCFidcQ5F2ge0dQzyuKCjJj1fRfWl+D2KPTt+YfMLE0RYkfDoNVBbkYQz6iNn5IZ59f/C1o/jH7jh16WgczGT8EZ/wSffEEGGPdfBa0hxLG2IfmZX319wKGLgagryeRglyXkuXhv+zDlZZVgypZu3FPxDcgLrYlUy0L7u21QsGx2MyOKovQrinK+oii13nLOgPfxrYqifNr7/fuKoqxWFGWt92vkty1RcrDLQlaqgeKuN2V7a+OrcPcZsp6YKMYt8sIXZ1uvP/WlWRzuG8PqCKy7ONInT1A1+emyC+bku+Tvp0bWDX+XacoIugeCUlgH3zgUU6rz7LpCWgdsHO2P8ESa6TWNUks1qvtqZrFvIm+gIXkqk7xGMgqkzmWeBiOKoshOGlW82vzGhLfGdffIv3fVyXDVr+HrB+Gq38oy12vfh5/Xw8M3wv7nohPwHnpJfg2hFwlEaoqeP3xsAxesKOLfnt3HnrYQZn0BsNidWMZdlKidNCuvgQv/E9q3QsWJcO0fYq75x4OqGwnX4tvQZcGo1014/RTVT5yAO8M7r05lXWUOBp2QepWy9TIg794b9frnK7G09fqzpjybokwj5s5NsqU3jkz1oNUZ3OtECLjiVzLIffKO6KaED7fJEk/Jamk2CdIs85MvyC6xB6+WfjqB2PMXqUuKoESjsqzYzIjdRfdI4IYIu9NNY88oqyqypcA7WGYkswTSAtqG+TCnplCVlz5hCz/LZZo5xcEuKS4T7/1SZg/uegtSs+GBq+DNH0/XWcRCnAPyArGyLAtFkSe7QBzrH8Ocapj4sJxwu2zf3eTNjmz6tUx9L7ssYWuKhrPrZHDxVqQtoFNdWC1eEZq5ZMJ9NWRmxM9rRKf3eo3Mz/berhE7g1an7Nvv2AmP3ya7tG5+dMJbQ8WUKedS3PEifGm7HHzYtRueuB0e/Wjkd9UHX5JTTdWgMApMBj3/c50sRUQ7CqBrWA5nnNTWe9qX4dan4Na/QEqErqwJZkWpmXSjnm1hdCMNnRaWFmWSomawCpdLoZ/LIf8OKRmQF76DRyXNqGdVebbUq6iuocdJqWbc5aZlwBrxTJpA6HSCm5Y6yXX34aw8I+btKIoSXDOikpYjdUmWTnj2i5GVSt1OGby4nXDD/ZM/zzmVMiAxl8JD18Lht6a/f/sDMoiJwlFWnVETzG/kYJcFt0dhVZkajASwcQ/TSePPilLzRHvvSJvM5sTIgglGFEXhYLeFCzKPSEvz074o71I+8wasvhHe/JGMQtULX6z0qW29iS3TQHAR65G+MRb5T+tNzZYByb6nZRqvbYvUkuiSMJI9AFX56dTkp0duDe8LRrwXs0mZERvpRj056cFt9nPTU0hL0ft5jZRI06N5yL52+TdflzkoBZ1puXDbU/LkF4r8JbIT6qv75PDDpn/AQ9dNmgETkNEeKVaui64cN2nXmSYWF2REPfG20xeM+AUdQkDtBeF/3xnEoNexvionbEdNQ9eILzUNyMyIxyVT3Z27oWRV1JmdE2ty2dU6jD2tWGa8jpNg5Fi/FY8CSwqj76Tx53Kz7GzcplsV8zYs4y5cHiW8C2zFBrjgP2Qm+sM/ht/w6z+QZcgrfhm4zTyrDD7xvJwq/ciN8jOs0rFDBrgnfDyqjI8ajASbUaO61q4qz5a28MOtkye4K0rQAXmBqC/N5kj/GHbVFl4t8cTAgglGukbsWOwuLht+QrbXrb9NPmHKhGvuhqt+I+tzd58uU+Gx0t8oOwHyFidm4cgsQFaqIaiI9Wj/mBSv+nPyXTKt+8xdMjhZd0vC1hMLZ9cVsvnwAHZnBNknNRgZnZ4ZUdt6Q5l/CSG87b1+XiPzNDOyv3OEQjHMytc+ITN3tz0t25UjRaeX81euv0dOqL3v8ukeLv40vgooUZdoprKxJjcqszCQ03ohQiv4JLOxOo+GrhEs9sC+C4NjDrpHxlle6h+MeDUK3ftkd0QU4lXffmvycLg97O0YkaWa46SjpqknugF5wVg6toNuJZdnW2M3uVTdV3NCZUZUTvkC1F4Mr/zLhK9MIBpfhfd+ARs+ITUfwTAXwyf+LjPtj94ss5YgsyKGVFh9Q8S/B0hDuCKzKWiWfW/7CNlpKbIMnrcEUGDwyMQLRtrBMRpVZkRRoEkddxSHiHXBBCMHuywsEe1U9r4p51H4C36EkMHJnW/IQOXBa2TUGotRVt8hKVyLoAshUoQQQZ1YHS4P7YM2KV71J7dGtj+67LDhk1G1484EZy8rxOZ0R9SVgMkMetNkzUhaLhhMtA3aQupFVMpz06a4sM5sZkQIcYMQYp8QwiOEiNyIJQyH2zp5OO0n6MZ6ZKkijGgsKKuukx0qfY1w7yWyVh2IQy9KH4yS2MyhVDZW5zFodXK4L/KW485hO0JIs7y5xsaaXDwK7GgZCvi8enJfXuLnBVNQJ29MDr4IDktEZmfT9qvOxzk2KDtq+g4mvo17DtLsDUYWx5MZURT0x97lWNYG/tHQE1Vg7M/EkLwIhp7qdHD176Rg9i+fCGxAOdIhbxKLV8ElPw6/zYwC+PhzULxSlml3PS5F7PVXx5QxXFYSvKNmX8cwq8q9Ts9qtsa/vdcnXo0sM7LCq3XbNWIGY2ZcupEFE4wc6rZwl/7vKIa04MOxilbIgGTdLdLD4YGrou9ISMCAvEDUl2bT0DWCe8oHqnVQpjNrAk3rPeubUHESnPzZhK8nWk5ZnI9Rr+OtQxHoRoSY7MJq6ZrsvhpBMDLN+Mw+PNOdCHuBa4HEqaFd49x+7Lss8RyFGx+I2BsjKLUXwu1Pyzbpey+Z7iHgGve6rl4cd1v6BnXybIRmYSA7aQoyTRgNc++0s74qF50IPjTP10njnxlJSZUZ0obn5c8xZEbyM00sLsyQ+1VFrJF6UMwXApQOm3tHKc9JI90Y/VA7H70NMNaLYclZ9FrGo5q+7M+QVWbDQmpG/MnIh+v+JC0W/v7VyfoRtwue/JQsfdxwX+Q6qPQ8+NizMiB95k5p07Dh42HfFoi6YjONPZZp1xKn20NDp0XqRcAvGPETsUbY1qtSkZuGOdXA/k6LvL52a5kROluPcI3hPcQJt8uDJRjGDLj6tzK67dguu238XRRD4fHIP1wC9SIq9WVZ2J0ejky50zza59fWO5XSNfDpV6NL688Q6UYDJy7KjUI34ufCaukCczGjXu+QQNN6p1Kek86QVY6k97X3js5cqUZRlAOKosRnMeiPx4Pzyc+wwbOHN5b9uwwkEkH1afDxv0lr5nsvnnxhO/quTMFG0dIbjMUFGeRlGKMaMtc5Yp+TJRqATJOB+rKsoL/PwS4LeRlGCqcOFlOdWHWGmFtLT6zOY+uxQTwl3k6czp0xbWdO8vZP4cdVsuvryNu+C3dT72hc4lXAN49m6UmXTR+cFwUTmZHIJwdTczqc8x3Z8bLjoYnH3/xvaHkfrvhF9NeJ1Gy4/RnZ0Vh2QtSeTyrLis3YnZ4Jq3wvjd2jONweVpZnT+wvo3Bye29vg8z6hLqG+iGEYEVplt+Mmv0x+yAtmGBkVevD6PFE3t667hb4zOty0uZr/xnZe0ba5YknP3FtvSq+KYhTSjVHvMHIoqmakTnI2XWFHOoe9WkDQuLvwuo1PPN5jESYGQFve6/XRn6uuLCGna+kKPDSt0lpeJb/dt6M/oQE633K1sEdL8lS2J8/Io3SQPodGNLicqpUEUKwoTo3IudSlc4h25wNRkCWnna0DOF0T3faPNBlYXmJebqWqaje+3VFzKXbjTW5DFmdNNvNYC4LXmKbbzS/LsvhFSdK0fT9V8Dvz8Kz8zFaeobjFq9y5C3IriKrrJaTavJiDkYGrd6JvdEEIwBnfl1+ll74Z2nx3vSa9P9Zf7s0kowFk1neTHz6HzFnL1XTz6kdNT7xqv/YibwlU8o0kYtXVepLs2josuAprAfbQMzeXgsiGHFbB7nY9iL7886XWopIKVohu272PiU/LOHoT9xMmqksKczEqNdNE7Ee7R8jOy0l+g/KLKC2+EbkxppRKOc9KIrPCl71GAnV1qvi8xoZssoTOMTtNRLpHKZwhJ2v1PwafPh79lbdxh/cl7NyJgbkFdTKgCSjAB64Wir1D70Ei89JWAvtxupcjvZbww55VOkatk/upJljbKzJxeZ0y7s8P9wehUNdlsl6ERU1G6JmNWJg0nycr+yEi2d1kG5iGGqV5YrC5bL88NW90qvDNY7ur3fxiu6LXGl5PDrPDn88Hum1tEi6rl5YX0xjz6gvkxwNA2MODDqBOcCU8JDo9HDtH2W2/YmPwdN3yuPh0v+Neg0Btx0jtd6M09SOmn3tw2QY9ZObIfKXTgQjihJVW69KfWkWVoeb7jRvU0eMItYFEYwMv/MHMoWNjvogWpFQnPZlmZZ65d/Cp5fUtt4Z0IwYDTpqizOniViP9lkD60XmIHXFmZRkpUZWqskokJkR64B0rvTLjFRGkhnJUV1Y/TIjcQYjYeYwJY4l58NND/FA5qcpyEylaKYEnTmVMiDJXyrT5EPH4u6i8cfnIBpBqUY1PJvrmRGYPjSvZcCKzeme3NarUuxtKS1bF/N+q/PTKcj0zsdJoDB+1nCNw18+Lv01bnpIXqxT0qQG4vOb2XvOPTR6yll/6Jfws3qZWRgI4HcRiu69MpDxZvkurJcD42PJjgxaHeSkG0N28AXFXCLN+voOynEaN9wHxtk9X2eYDFTlpQfIjIywsix78jDA/MWyvD1ukTeF9uHoMyNqVt/pHRAZo4h1/gcjTjvpO/7I2+7VFC87Kfr3p2bBOd+GY+9C4yuhX9vfKBXD6sUvwfimIPoFRUf7xwLrReYgQgjOqivgncY+XAFS3ZPILAKPU3Yngc/wzKjXUTC1Lh8AVQjZPmiTtc+U9PnT3isErLiCvZ2jMz+pN7NItg5WnAi6lIQGI6vKszAadBGVanyGZxFkvWaLkuxUKnLTpv0+BwOJV1UKauHWJyesBGJAzsfJZUuUvi1zlpe/KzPNV/92ulO1TseWlA3c7vwuAx97Q7rwbv0z/OoEePHbkesNVFdt7zyayrx0lpeYYwtGxpyRddIEY+n50i35lsejzirMFHVTZtS4PdLpeWX5lPONKjkYOOzXSRPd77C0KBO9TrBzIEXe2Pfsi2nN8z8Y2f04qfZe7nZfQW1xjIKoDZ+QtbNX/y10u28CB+QFor4si/4xBz3etPe4y03HkG26x8gc5uy6Iix2V3hlu+o1ogoszSW0Ddkoy0mdHLkHQacTlOek0TZkk3+PGTY+E0JcI4RoA04FnhdCvBzP9hwuD409lgkb+JkkLUe2Dn5xS9RzW0JhMuhZW5EdkYi1I5D76hzkxBopJvW/ITjQaUEnoLYoyADO2gvjLn1trMmjdcDmC9rmLbsehy1/ktNu668M+JLm3lGyUg3kLlovA5av7oWNn5TTyF/7fmT7OfqO7GTKLvc9dFF9MVuPDfgEqZEyYA3jvhoJq69PiBYrUSwryeRw7xgOl7wpPNI3is3pnuikUcnz66iJspNGJTVFz9LCTD8R6/GYGfG44f1f0WKqpS37xNjbxPQpcMG/y8hw1yPBX5fgAXlTUUfIq6Wa1gHZ1rtonmRGAM5YWoBOwFsHw5RqfMGId6ZHZrE0PIugRKMyqb3XXDajmRFFUZ5RFKVCURSToijFiqLElWJo6hnF6VZmPjOiYjBB3qKEb3ZjTR77OoaxOUKb3XXNYcMzfzZU59JrGafFrxOhoWuEmvwM0owz53B8otoqPZ+zI9374G9fgerT4fz/CPqy5p4xlhZlTpRFzCVyUOfGO+Ddn8P7vw69H7cLjr0/7eJ/YX0JHgVeOxBddmRwzBFdJ808oK7YjMuj+Bog9nqdnleVTw1GvDqPfm9mJDUnpjERK0rNUu9YvFKKeT1hMuMBmN/ByMEXoL+J+3XXUBdIXBYNK66Unh1v/LfssJmKwyqtc2dAvKqipoFVEatvQN48Ckay01NYV5kTXjeiBiPqYDBzifQYiSKNX56T5tOZyPk0c6ObJhLUv/HKZAUjM8TG6lycbiVsJqxjaO4anvkzSUzq5WCXJXCJJoHUl2aRbtRH5dsyp7CPwOO3y7L39ffKAY9BCDggTwg51qD+Kuluuuux4Pvq3CV9OLwlGpVV5VmUZKVGXapRNSMLiWVTOmr2tg9jMuimdzAZ06UJopoZKVweU+Z/RWkWncN2xrLrwDkGwy1Rb2P+BiOKAu/+AiWnhgeH17CsJM6edSHgov+SFzR1AJ0/ai/2DLT1qmT5T0HEz2NknghYVc6uK2J3+zD9oyG6LNRgpOcAGM3YRSq9lvGIPEZUKnLT6Bsdlxb0ajASY497stnXMUxain5eleACscHrIBpOxNo1bKcw0zQxZG6OUluUSVaqwTd3Z2zcxbEBa+BOmgQyMR9nHmZGFAWe/bz0a7r+zyE1dSN2Jz2W8cAeI2p3yqKz4a+fl63ogTg6WS+iIoTggvoi3mnsi2wsBd4hedY4NSNzkMUFmRh0wtdRs7djmBWlWRgCff7yFsvrW28DFEVXolFRM7zNwmsLH4P5WVxnhkgtsoUQlwghDgohmoQQ345nnz6OvQ/tW+le9WkcHp1vQFBcVJ0Cyy+XMwVGp9zZ981cW68/9aVZvrvmo/1j5KSnzLuo/exlhTJWDDXVNT0fENLO3lzsG6IWiRW8ykR7r01qIVx2sA/FsfLksb9jhOWlZvQR6GPmMjnpRpYWZYYVsXYMz22PERWdTvqnqJmRQ90WFGXiTnMm2Vidx4HO4PNx4mWmRhqw6ddw4G9w4felGVgIVBv4pcFm0hhM8NGH5biCJz4+4ZHjz5F35B28uXjaUxfWl2Bzunm3MbKJ0iN2F26PEr9mZI5hNOhYVJAh/T88CvvaR1g1Vbyqkr9Uaves/VHrRVRUW/gddm8gGkN7b7y3KWEtsoUQeuA3wKVAPXCzEKI+zv3KgCG9gC25lwEk7s7lgv+Q7pVv/c/kx1XL3ChGhMdCfVkWR/rGGB13BR6QNw9YXZ5NQaaRl/aG0HDoDdICGSCzxDf0LjrNiMyitM1B47NQKIrC/s6ReV+iUTkxgqF5c91jxJ+NNXk09YwyOObgoPfOcsUMZ0bkfkPPx0kAiR9pcPQ9ePXfZZn71C+GfXlzr8z2hnRfNZnl5OrscjnN1v8u2+WAlk3TsiIqpyzOI9NkiLhUMxiL++o8oc47o6ZlwIpl3DVdvKqSv0TeyEHM3UAFmSaKzCZ29yqQXRWTiDWuYCRCi+yTgCZFUQ4riuIAHgOiMpGaRvc+2YZ78l0c6HVi0InEiTwLamV3zbY/T/iKgMyMZFfOeA+52l3R0DnC0T7rvBKvquh1givXlvPagR7fhz0gGV6hlNnPfTVKzQioLqyJMT5LBm2DNix2F/WlQU4O84wN1XmM2F009gQf8NY5bKdkHmRGYGJ43bZjgzR0Wcgw6qPK2MVKuPk48ZLwkQaWLjksLm+RnIoegdagqWeUFL0I7yWUUSCt0VPS4aFrYfCYfLxju/TzWBQ4GDEZ9JyzrJBXD3Qz7gpfqhmI1X11HrCs2EzLgJUPvcfTNPGqir/0IMbMCMjsyP44OmqSUcAtB1r9fm7zPhaQsFbaAO//nzxIT/w0h7otLC7MSOzwrXO+La20/dvM+htnVC+iovaB72gZomPYRvU804uoXLehHIfbw992h2i3zSiQX73iVZ0gqgtWcVYqBp2QWZWcSlh64eRpzXOUYZuTVeVZwdOm84yJybOBL6IWu5whVJYzP4KRtZU5pOgFW44NcKBzhLoSc0Tt5vGSaTLwmbMWT8wOmUXCnofdThmIOEbhxgelcDUCmntHqcnPCKxdmEpOlQxInDY5aX201zePJlhmBODGjZUMjDlCZ2a9qDdLC61MA/ikC3/d0U6KXgS3vlCz/aasiTlfMVBflkVTjwXnWd+Ba38f9fvDHhGJssiOlLBW2kOtcjjRCR+H9DwOdlsSoxfxJ7MITv8KHHgOWj+UAi3VY2SGKclKJTc9hZf2daHMs7Zef1aWZbO8xMxT20LM2VBFrN623pKs1KgEjnqdoDQnVWpGsivgtiel7meOs6o8m79/6UzWVOTM9lISwoSDaGARq6oHKpknZZrUFD2ry7PZelRmRmZavOrPdy5dwcUrYzdVTNpIA8eY1Hdc8Usojrzq3tw7ytJoBuQVrYBbnpAeQg9fJ0caFK+eKPEG4IylBdTkp/PgpmNhN+8bkrcAgxFV57TpcD91xWZMhiCt6bk1IHSyRBOHh9aK0iycboVG/RKp+YmSsGf+BFhktwOVfj9XeB+LjW1/lsHBqZ9ndNxF64CNZYkORkAO3Msshlf+VaYjHaMz6jGiIoSgvizL150wHzUjKtdvqGBX2zCNU2yJfWROlGnahqLzGFGpyEmf8BrRmBWEEGyszg2aGVGDkbJ5UqYBqRvZ0TLIsM3Jihlu600kSRtpkJYDtz0T1UA4p9tDS791eltvOKpOhhsfkOX59q1BSzQqOp3gtlOq2XpscNp4jakMWaVYOHeBddMAVOWlYzLoUBSC60UADEYoWx/3jZwqMZg62ylSklGm2QLUCiEWCSGMwEeB52Le2tnfgo/9FXKqfBe5uplQupsy4dzvQutmKZaF6dbGM4S/K+d88hiZylXrytHrBE9uD5IdUcs03syIKkiNhvJcP68RjVljY00urQM2ukemO4h2Dsm/z3zRjIAsPal63Bm52VkI6KK7fBzrH8PlUVhSFMM5re4iuPp3sny+/PKwL79+QwUmg46HPgidHRmwOkjRCzKjHZI3D9DrJkozYUvCd7wMF0TofhuERQUZpKZMH/YaKfG29ga0yBZClAkhXgBQFMUFfBF4GTgAPKEoSmzm9SBTg17nPdV7f8ZOFutug4Jl8MHd8uckZEZgomc7L8NIdtr8jdgLzSbOXVbIM9vbA8+qyZTpaFdGCV0j9qjEqyoVuWl0W+w+22ON2UEdmheoVNM5PD8Mz/xR/VMggZ16s0yiRxpES1OP7KRZWhjj+XrNjfCd1rDtwyBbzq9cW8Zfd7QzEqJVenBMWsHHNCRvHrCsWB67YXVI+pS4JgWDDH6WFZtnJzMSzCJbUZQORVEu83vdC4qi1CmKskRRlITNxz7YNUpqio6qvBkSeeoNsncewJAmneqSgNplMV/Fq/5cd0IFPZbxwJ4jq66F6+6hy1iJ26PEVKYpz0lDUaBzWMuOzCYry7JITdEFLNV0DtvmheGZP/mZJhYXZlCWnUp2+vy9IfAn0SMNoqW5V3ZbLZ7qAhoNUUw1vv3UaqwON89sD64KGBhLwFyaOczJi/LITU9JSms6yBvp/Z2Th71Gyvw5OwTgkFe8OqNK97pLZCambF3UaclYWVKYgclrWjPfOW9FETnpKTwV6IRgzIDV18fU1qsyyWtEY9ZI0etYW5ET0Im1c9g+p6f1BuMr59fy5fOTkw09HmjuGaU0O5WMJJVE1lTksLYimwc3Hwt6cRy0OhakXkTlho0VbP7u+TM6V8mfFaVZDFmddAUo14ZjXgcjM9JJMxUhpJr71idndj9+GPQ6fnvrCXzh3ORoVGYSk0HPlWvLeHlfF8O2wOnSdq+mICYBa66f14jGrHJiTR77OkYYG588+bpz2E7pPCrRqFy1rpyPnlQ128tYMAScSTPD3HZKNU09o2w+HFhcLa3gF25mRAgRvItmBohHxDpvg5GBMQe9lvHkiMtS0qSgNYmcv6I46R/cmeL6DRU4XB6e3x3YkCyezEhJdio6gc/BVWP22FCTi9ujsKt1aNLjXcN2SueJx4jGzKAoCs29Y9G19SaAK9aWkZ2WwkObAwtZBxd4mSbZLPcGI+G6mAIxb4MR1aZ5RjppNBLK6vJsaosyeXJba8Dn2wZtFGSaSE2JPoJP0esoyUqlbUjLjMw2J1TlIgRs9SvVjHgNz+bDXBqNmaPHMs7ouGv61NgZJjVFz40bK3h5X9e0Ti+PR2HQ6ljQmZFkk2kyUJ2fzoHOIHYOIZi3wciMd9JoJAwhBNdvqGB7yxCHe6dbhrfH6DGiUp6bNuOaESHET4QQDUKI3UKIZ4QQOTO6w3lIdloKy4rNkybPdnk9RubLXBqNyHB7FH7xj0PsbhuK6PVN3lEBs5HtvfXkalwehcc+nHwzNGJ34lGYd4NI5zorSrI40HU8ZUa6LWSlGijOilxdrTF7XLO+HJ2ApwJ4jrQP2aiIQ+BYkZueDM3Iq8AqRVHWAIeA78z0DucjG6pz2dEyhNtr0tHhzVhpmZGFxajdxRNbWvnCI9uDasH8UTtpkl2mAenVdFZdIY98eAynn8WAz311AQtYZ4P/vGolz38ptDFdIOZtMHLIa9O8UPvDFxpFWamcVVfI09vbfRcqkKnSuDMjOWl0jdgDe5kkCEVRXvF65gBsRjoJa0xhY00uo+MuXxnVlxmZh900GsHJTk/h/245gc4hO99+anfYVs7mnlHMJgOF5tm5ebz9lGq6R8Z57cDENN9B1X1Vy4wklKKs1Ji6d+ZlMKIoiuykKVkYAs/jhetOqKBz2M6m5n7fY31j4zhcnpjEqyoVuWm4PUpM7WQxcgfwYrJ2Np/YWO01P/P6jXR4Dc+KZukipDFzbKjO5ZuXLOPFvV08EGYOTHPvGIuLMmft5vG85UWU56TxoJ+QddCXGdGCkbnAvAxGukbsWOwuTS8yz7iwvhhzqmFSqUYtr8Qzol3NqsSrG4lkyJgQ4l8AF/BwiO2Enzy9QKnITaM4a2JoXtewjSLz/DI804icT5+xmPOXF/HD5w+E1I809YwmXbzqj14nuOXkKt5r6vfpVwasC3di73xkXp4hGtROGi0YmVekpui5Ym0ZL+7txOK1aFYDiHjKNKrxWby6kXBDxoQQnwAuB25VQuSlw048XcDIoXl5PvOzzmH7vJnWqxE9Op3gpzespSDTGFQ/MjruomvEPit6EX9u3FhJil7wsHdejZoZydUyI3OCeRmMHNKCkXnL9RsqsDs9vLinC/AzPIujTKOKI9tnsL1XCHEJ8E3gSkVRNFOTEGyozqV9yEbHkI3OYfu8mtarET25GcaQ+hG1g262fZMKzSYuXVXKk9vasDpcDFgdGPU6MpLkTqoRmnkZjBzstlBkNmkR7TxkfWUOiwsyfJN82wdtZKUaMKfGrmhPTdFTZDbNtPHZrwEz8KoQYqcQ4u6Z3Nl85kR1aN6xQTqHbPNqWq9GbITSj8xmW+9Ubj+1GovdxXM7Oxgac5KbkaI1QcwR5uXc5EPdFpZpZmfzEiEE122o4CcvH6Sl3+rtpIl/IGB5btqMZkYURZn/3vxJYkWpmXSjnjcbehhzuCnTyjTHBZ8+YzEfHB7gB8/vZ31VDmsqcgDZ1mvQiTkx+HNjdS7LS8w8sOkYZTlpml5kDjHvMiNuj0Jj96gmXp3HXHtCOcLrOdI+aItLvKpSkZuuDcubIxj0OtZV5vDKftlGqWVGjg9U/UhhpmmSfqS5Z4zq/PQ5IWIWQnDbKdXs7xzhwyP9WifNHGL2j44oaRmwMu7yaDbw85jS7DTOWFogg5EhW1x6EZXynDQ6hmx4PNGPrtZIPBtr8hj1Dswr0+bSHDf460e+9eRu70ya5A/IC8XV68vJNBkYsbu0zMgcIq5gRAhxgxBinxDCI4TYGOJ1R4UQe7y19q3x7FM1U9IyI/Ob606ooG3Qxui4K0GZkTScboUey3gCVqcRLxurc33fa900xxeqfuSlfV3c8+4RjvaPsWSWO2n8yTQZuPaEcgByNffVOUO8mZG9wLXA2xG89lxFUdYpihI0aIkENRipLZ47B7dG9Fy8soRMk5QsJSQz4g1o2oe0Rpe5wPqqHHQCdJrh2XGJz3/khQM43QpL51BmBOC2U6oBKMjUjs25QlzBiKIoBxRFOZioxUTCZ85axPNfPoN047zU3mp4STPq+cjqUiA+jxGVSu82eka0zMhcwJyawvKSLAo1w7PjElU/UpolS3RzKTMC0hbi3k9s5NaTq2d7KRpeknVFV4BXhBAK8HtFUf4Q7IVCiDuBOwGqqqqmPZ9uNLCyLHum1qmRRO48ezEOtychnVGLCjJp+K9LSE3RPAPmCnedvXja2HaN44fcDCN3376Be949worSuVdWP2958WwvQcOPsMGIEOIfQEmAp/5FdaaMgDMURWkXQhQhfRoaFEUJWNrxBip/ANi4caOmRlzALCnM5Oc3rUvItvQ6gV6nBSJziavWlc/2EjT8EEL8BLgCcADNwCcVRRmayX2uqcjhlx9dP5O70FgghA1GFEW5IN6dKIrS7v3aI4R4BjiJyHQmGhoaGhqJ4VXgO4qiuIQQ/wN8B/jWLK9JQwNIQmuvECJDCGFWvwcuQgpfNTQ0NDSShKIoryiK4vL+uBmomM31aGj4E29r7zVCiDbgVOB5IcTL3sfLhBAveF9WDLwrhNgFfAg8ryjKS/HsV0NDQ0MjLu4AXgz25PE8eVpjdohLwKooyjPAMwEe7wAu835/GFgbz340NDQ0NMITicZPCPEvgAt4ONh2NO2eRrIRISahzzpCiF7gWICnCoC+JC8nkWjrTz7ViqIUJnunIY5hmJ//jyrzee0wf9cf13EshPgEcBdwfqTTpxfwMQza+meDgMfwnA5GgiGE2Bqvedpsoq1fA+b3/+N8XjvM//XHghDiEuBnwNmKoiSk9jLf/x+19c8dNDciDQ0NjeODXwNmpL3CTiHE3bO9IA0NFc3GVENDQ+M4QFGUpbO9Bg2NYMzXzEhQB9d5grZ+DZjf/4/zee0w/9c/V5jv/4/a+ucI81IzoqGhoaGhobFwmK+ZEQ0NDQ0NDY0FghaMaGhoaGhoaMwq8y4YEUJcIoQ4KIRoEkJ8e7bXEy1CiKNCiD1eNfvW2V5POIQQ9woheoQQe/0eyxNCvCqEaPR+zZ3NNc43tGM4uWjHcOLRjuHks9CP43kVjAgh9MBvgEuBeuBmIUT97K4qJs5VFGXdPOkPvw+4ZMpj3wZeUxSlFnjN+7NGBGjH8KxwH9oxnDC0Y3jWuI8FfBzPq2AEOe23SVGUw4qiOIDHgKtmeU0LGkVR3gYGpjx8FXC/9/v7gauTuaZ5jnYMJxntGE442jE8Cyz043i+BSPlQKvfz23ex+YTCvCKEGKbEOLO2V5MjBQritLp/b4LOQxRIzK0Y3huoB3DsaMdw3OHBXMca6ZnyecMRVHahRBFSCfEBm/EOy9RFEURQmj94ccX2jGsMd9ZUMcwzP/jeL5lRtqBSr+fK7yPzRsURWn3fu1BTjw+aXZXFBPdQohSAO/Xnllez3xCO4bnBtoxHDvaMTx3WDDH8XwLRrYAtUKIRUIII/BR4LlZXlPECCEyhBBm9XvgImBv6HfNSZ4DPu79/uPAs7O4lvmGdgzPDbRjOHa0Y3jusGCO43lVplEUxSWE+CLwMqAH7lUUZd8sLysaioFnhBAg/+8fURTlpdldUmiEEI8C5wAFQog24N+BHwNPCCE+hRwtfuPsrXB+oR3DyUc7hhOLdgzPDgv9ONbs4DU0NDQ0NDRmlflWptHQ0NDQ0NBYYGjBiIaGhoaGhsasogUjGhoaGhoaGrOKFoxoaGhoaGhozCpaMKKhoaGhoaExq2jBiIaGhoaGhsasogUjGhoaGhoaGrOKFoxoaGhoaGhozCpaMKKhoaGhoaExq2jBiIZGhAghKoUQbwgh9gsh9gkhvjLba9LQ0NBYCGh28BoaEeKdilmqKMp276CtbcDViqLsn+WlaWhoaMxrtMyIhkaEKIrSqSjKdu/3FuAAUD67q9LQ0NCY/8zpqb0FBQVKTU3NbC9DYwGwbdu2PkVRChO1PSFEDbAe+CDAc3cCdwJkZGRsWL58eaJ2q3Gck+jjOBK087BGIgl2DM/pYKSmpoatW7fO9jI0FgBCiGMJ3FYm8BTwT4qijEx9XlGUPwB/ANi4caOiHcMaiSKRx3GkaOdhjUQS7BhOWplGCJEqhPhQCLHLK/77frL2raGRKIQQKchA5GFFUZ6e7fVoaGhoLASSmRkZB85TFGXUe0J/VwjxoqIom5O4Bg2NmBFCCOAe4ICiKD+b7fVoaGhoLBSSlhlRJKPeH1O8/7RWHo35xOnA7cB5Qoid3n+XzfaiNDQ0NOY7Se2mEULohRA7gR7gVUVRpon/NCTvN/XROmCd7WVo+KEoyruKoghFUdYoirLO+++F2V6XxuyhKArP7GhjxO6c7aVoRMmr+7vpsdhnexkaXpIajCiK4lYUZR1QAZwkhFg19TVCiDuFEFuFEFt7e3uTubw5xRce2c5v3mia7WVoaGiEoKlnlK8+votf/aNxtpeiEQVtg1Y+88BWHtqUdD2wRhBmxWdEUZQh4A3gkgDP/UFRlI2KomwsLExqB9ucweX2MGh10jmsRe0aGnOZQ92y8vzYllYsWnZk3vB6Qw8AXSPaOXaukMxumkIhRI73+zTgQqAhWfufTwzZ5EmtW/ugaGjMaZp6ZDAyOu7iia1ts7wajUh57YAMRrpHxmd5JRoqycyMlAJvCCF2A1uQmpG/J3H/84YhqwOAHov2QdHQmMs09Y5SmZfGxupc7nv/CG6Ppsmf64yNu9jU3A9oN3xziWR20+xWFGW9V/y3SlGU/0zWvucbg1aZGRkYczDucs/yajQ0YuP9pj6e3dk+28uYURq7LSwtzORTZyyidcDGq/u7ZntJGmF4t6kPh9vDksIM7YZvDqHNppmDDI45fN/3ah8WjXnK795q5n9fOjjby5gx3B6Fw31jLC3K5KKVJVTkpnHPu0dme1kh0SZPw2sHujGnGvjImjLthm8OoQUjc5Ah64QQTksjasxXWgas9I2Os1Ang7cNWnG4PNQWmdHrBJ84rYYtRwfZ3TY020sLhQv4uqIo9cApwBeEEPWzvKak4fEovN7Qy9l1hVTkpAHaDd9cQQtG5iCD1onMiCaw0piPuD0K7YM2xl0eLOOu2V7OjNDo7aRZUpQJwE0nVpJpMszp7EiyJ0+P2J08sbV1zgSku9uH6Rsd5/wVRRRlmQDtHDtX0IKROcjgcZQZcbk9s70EjRmgc9iGyyvm7Fugd55NvTIYWeoNRsypKdy4sZLnd3fSNQ/a8sNNnk6E39OzO9r55pO7aewZDf/iJPDagW50As6pK6LInApAzwI/x84XtGBkDjJkdVCQaSJFLxZ01P5OYy9rvv+KdjJYgLT4uQcnIg3+weF+vvToDuzOuVPfb+oZpchsIjstxffYJ0+vwaMo3L/p6OwtLAIimTydCL+n1kEbAId750ow0sOG6lxyM4wU+zIj2vlnLqAFI3OQQauDvIwUisypCblQ//6tZn7+6qEErCyx7G0fwepws/XY4GwvRSPBtA3YfN/3jsYfjLzW0MPfdnXw69fnjitxY8+oLyuiUpmXzkX1JTzyQQtWx9wsTyVz8nS7Goz0jc3kbiKiY8jG/s4Rzl9RDEBuulHe8C3QzN18QwtG5iCDVie56TJy707A7IRnd3bwp3cO43DNrZJI57A8Ue1qHZrdhWgkHP/MSCLKNGpQfvdbzRzonHYjn3QURaE5QDAC8KkzFzFsc/LU9rnX1pzsydNtQ/IzfnQOBCOq6+oFK4oA0OkEReZULTMyR9CCkTnIkNXhDUZSE1J77hi2MeZws/XYQAJWlzhUu/udWjCy4GgdtFKek4ZeJxKSGemxjLO0KJOc9BS+9dTuWdcadY+MMzruojZAMLKxOpc1Fdn8+d0jeOaeCVpSJ0+3D8qg9MgcCEZeO9BNVV46Swon/mZFWSZ6FnApfD6hBSNzkEGrk9yMFIqzUuP+oFgdLl+r8FuH5tbgQTUzsqd9WHOuXGC0DFipzk8nP8NIn8UR/g1h6LGMs7Qwk3+/YiW724a57/2j8S8yHLZBGOsL+FRjjwWY6KTxRwjBp85YxOG+Md481DOjS4yWZE6etjvd9I3Kv/1sByNWh4v3mvs5f0URMjkkKdYyI3MGLRiZYyiKwpDVQY43M2IZdzEWR2tkx5D8oOkEvHVwbgUjXcN2zKkGrA637+SusTBoHbBRlZdOodmUkMxIr2WcoiwTl68p5fzlRfz0lYO09FvDvzEeHr8dHr8t4FPqTJpAZRqAy1aXUpKVOqfbfGeaNq9eZHmJmb5RB8O22Rsk+F5TPw6Xh/OXF096vDjLpAUjcwQtGJljjDncON0KuekpPrV3PJbFavbhnGVFNHRZ5swHb9wl75ou9IrJNN3IwsHqcNE3Ok5lXjoFmaa4u2nsTjfDNidFZhNCCH5wzSoMOh3ffWbPzPlX9DfD0XegczcE2EdjzyjZaSkUZpoCvj1Fr+Njp1XzXlP/nNC4zAbtXr3ImbUFwOzqRl470E2mycBJi/ImPV6UlcqI3YXNMXe6tI5XtGBkjqFawauZEYiv9azDe0K4+aQqYO5kR7qH5QXqlCX5ZKUa2Nk6PMsr0kgUrd5OmkpvZqQvzsyIGswUmuWFvzQ7jW9dupx3m/p4ctsMTcrd+Yj86hyDkY5pTzd5xav+Kf+p3HJSFWkpeu49TrMjbV69yBm1sjV4tko10nW1h7PqCjAaJl/y1HNsTwIaBTTiQwtG5hiqvkPtpoF4gxE7QsDZdYUUmU1zRjfS4c3YlOeksbYyZ95kRoQQ9woheoQQe2d7LXOVVm8nTZU3MxKvJbyaGVRNqgBuPamKE2ty+cHzBxJv5+1xw65HIV3e0dM3vS2+uWeUpYWBSzQqOelGrttQzrM7O45Ly/H2QRsGneCkmjx0Yvbae/d2DNNjGZ9WogH8zrHH399nrqEFI3MM1Qo+Nz2FogRlRorMJowGHWfXFfJOY++sdyIAvi6hkuxU1lXmcLDbMl9SpfcBl8z2IuYyaltvZW4ahWYTTrcSl15gamYEZFvmj65dg83h5j+e2xffgqdy5C0YaYez/ln+3D/Z22RgzEH/mIPa4tDBCMAnT1+Ew+3hoc3HErvGeUD7kI2S7FTSjHrKc9NmLTPy2oEehIBzlxdNe07LjMwdtGBkjqEGIznpRswmA2kp+rii9s5hO6XZciDUOcuKGLG72DUHBnmpmZHS7FTWVuTg9ijs65j7pRpFUd4G5laP9ByjddBKhlFPXobRF0DEkxno9V4o1FkiKkuLMvny+Ut5fk8nr+zrin3BU9nxMKTmwIZPgClrWmZEFa8G6qSZypLCTM5bXsRDm4/NKffYZNA2aKMiV557FhVkzppm5LWGbk6oyiUvwzjtuWKzesOnZUZmGy0YmWNMlGlSEEJQkh1f61nHkI1y73TKM5YWoBPw5hzQjXQN28lOSyHdaGBNZTag+Y0sFFoHrFTmpSOEoCBTXgDiCUZ6LOPoBORnTBeL3nX2EpaXmPnXZ/cyYk9At4ZtCBr+Dquvh5RUKKgNGoyEK9OofOqMRaRZ29j+4n3xr28e0T5oozwnHYDFBRkc6RtL+sC8rmE7e9tHOH/F9KwIQFaaAZNBp42kmAMkLRgRQlQKId4QQuwXQuwTQnwlWfueT6iZEXXeRZE5dlMeRVHoGLZRmi2j/+z0FNZX5c4J3UjHkN23riJzKuU5aQsmGEnUkLH5Sos3GAF5/EJ8lvA9I+PkZ5rQ66aLRVP0Ov7nujX0Wsb58YsNMe/Dx76nwWWHdbfKn/Nroa9x0ksaeyykpeh9QX44TluSz7fML3PK9q/D+NyY0TLTOFweui12yn2ZkQxGx10JafOOBtV1NZBeBKQnTHGW5jUyF0hmZsQFfF1RlHrgFOALQoj6JO5/XjBkdZKVasCgl3+a4qzUmC3hB61O7E4PZX4nzXPqCtndNhx3h0O8dI1MBEkAayuz50T5KBEkasjYfERRFJ/HCEBBZgLKNKPjvqAmEGsrc7jj9EU88kELHxzuj3k/gOyiKVwBZevlzwW1Uj/iF0Q09YyypCgDXYDgKBBCCDamdqJDYbR1T3zrmyd0DttQFPzKNBkAHOlNbqnm9YZuKnLTqAuh75FeI8d3mSbZGatAJC0YURSlU1GU7d7vLcABoDxZ+58vDIw5yPWrbaqmPLEcLGpbb1nOxEX/7GXy4vhuY2BnyWTROWSn1C9IWluRQ+uAjf5ZDpI04qNv1IHN6abSexHKTkshRS98Tpyx0GOxhwxGAL52UR2VeWl85+k9sWszeg9C2xZYfyuoLbsFdfKrn4g1kk6aSSgKBbZmuZnmbbGtbZ6hGp5V5EwJRpKoG7E73bzb1McFK4pDtmAXxXHDt1C4+Y+bufH3m3zXjNlgVjQjQogaYD3wQYDnjusU96DXfVWlOCsVu9PDiD16F9aJYGTior+qLJu8DCNvHpw9m2q7003/mIPSrIkgaV1lDgC72+a2iFUI8SiwCVgmhGgTQnxqttc0l2j1ektU5cvMiBCCwjiNz3pGxid10gQi3WjgR9es4XDfGL96rTHka4Oy8xEQelh948RjajDiLdWMjrvoGLZTW2yOfLsj7aQ4pcOwo313bGubZ6jTeity5XFQlpOG0aBLajDyXlMfdqeH8wJ00fgTTyl8IWB3uvnwyAAfHhngsl+9w+sN3bOyjqQHI0KITOT46n9SFGWaNeHxnOIGWabJTU/x/RxPe686iE7tpgHZEnlWbQFvN/bN2hAv9Xcp8SvTrCrPRifmvohVUZSbFUUpVRQlRVGUCkVR7pntNc0lWn1tvem+xwrisIR3exT6RscneYwE44zaAq7fUMEf3j4cveup2wW7HoPai8Dspy/IWwRC5xOxNqudNNFkRrr3AzCmmEjt3x/duuYpbUM2hJj4jOt1guq89KR6jbzW0EOGUc/Ji/NCvq44K5XRcRejcYzdmM80947iUeCfL15GWXYad9y3lR+9eABnki0gkhqMCCFSkIHIw4qiPJ3Mfc8XBr0Te1VK4ghGOoZsGA068qe0tJ2zrIiBMQd7Z6mVVg2S/DM2GSYDdcXmOR+MaIRGDUYq/IKRwkwTfTFmRgbGHHiU6W29wfiXy1aQnZbCt5/eE93wxcNvwGgXrLtl8uMGE+TW+IKRcDNpAtIjA5APTKdRYG0Cz+z7/Mw0bYNWSrJSJzmeLvJ21CQDRVF4/UAPZ9YWYjLoQ77WN3ZjIYpYD74If/6IDLaD0Ngtj+kL64t5+vOncdspVfz+rcN89A+bk1q2SWY3jQDuAQ4oivKzZO13vjFkdZLjlxmJxyGwY1h2rEwV2p1ZW4CYxcF56rwc/8wISN3IrrahOSGm0oiNlgErhWYTacaJC0BBZuyZEdWMKpxmRCU3w8i/XVHPrtYhHtx0NPId7XgI0vKgLoCfXUGdr0zT2DNKil5QnZ8+/XXB6NkP5jK68zaQpthgKIp1zVNkW+/kbqNFhRm09FuTMqF7X8cIXSP2oC29/ixor5G3/geOvQsDh4O+5FC3BYNOUJOfQWqKnh9cvZpf3byehs6RpJZtkpkZOR24HThPCLHT+++yJO5/zuNweRgdd03KjBSZ48uMlGVPbz/MzzSxujybN2epxXeifDQlGKnMYcjq9Dl4asw/Wgasvk4alUKziYExR0wXoZ4A7qvhuHJtGWfXFfKTlw9GdmdnHYCDL8CaG8Ew3RiLgloYaAaPm6aeUWryM0jRR3Hq7N4PxfXoS1cDYGvbFfl75yn+hmcqiwsycLg9SbnbDuW6OpWiherC2rFD/gPoPRD0ZYe6R1lUkDEpi3Xl2jL+/uUzKU1i2SaZ3TTvKooiFEVZoyjKOu+/F5K1//nAkG3CCl4lzagnK9UQUwqxc8hGaU7gWvs5dYXsaBlk2Jr8sd6dQxOGZ/6s1czP5gcej+w8CYB/W69KodmE26P4PHSioXdk+lyacAgh+MHVq/Ao8K9/3Rs+07b3KXA7JrxFplJQJ71Hhltp7h2NrkTjdkHfQSiqJ6dmHW5FMHxkCUxntwAA061JREFUR+TvnwFmer6Sy+2ha2TCY0RlUYH8f0uGbuT1hm7WVeb4WstDkYgZYHOSrX8GQyoggn5eAZp6LNQFEGQvKsjgmc+fxq0nJ6dsozmwziFU91X/bhrweo1EmUL0nRCCGDOdvawQjwLvNiW/xbdz2D4tKwKwrNhMaoqOXdoE37nNa9+H35wEDc9Petjp9tA5bPO19arE4zWi3q1GkxkBOTH46xfV8VpDDy/sCWMVv/NhKF4NpWsCP59fC4Cjq4Fj/WPURhOMDDTLQKeoniVlBRxRSnF3zLrXyH3M4HylrhE7bo/ic19VmfAamVnjt54RO7vahrlgRWCjs6lkmgykG+MbuzHnsI/Anidh1fWQUwU9gTMjdqebYwPWoHOWUlP0/PCaibLNR371zoxlkI7rYKRnxM43n9w1K9mBQAyOqZmR6cFIV5RRe49lHI8yuZPGn7UVOWSlGnjrUPJbfDuHbQGDEYNex+ryhWN+tiDZ8RC89wtAwId/nPRUx5ANj4LPfVVFDSRiMdrrtYyTlWogNSW0CDEQnzithtXl2fz7c/uCf8a798tU9vogWRHwtfcOtuzDo0Q2k2Zi+94hfsX1VOel00A1GUPBU+bJYKbnK0209U4NSuW8rZkWsaquq+FaelUWpAvrnr+Acww2fhIKl0NvYHfipp5RFAVqi0K3ql+5tox7P3Eig1YnHx6ZmUPnuA5G/vz+UZ7Y2saT29tmeymAdEwFJglYQQYj0ZZpAhme+WPQ6ziztpC3DvXOyryI0iAZm7UVOextH056W5mG5J3GXvZ3BGmLPfIO/O0rsPhcOOsbsgPFTxjnm9Y7JRiJZz5NjyW8x0gwDHodP7p2NYNWBz9+KUgAsPNh0Blg9Q3BN5SRD2l52DvlCT26TpoDsjW4YBkGvY6etKXkjHeCfeFm/9q9556pZRohBIsKM2a8TPPh0QEKzSaWl0TuBbOgvEYURZZoSlZD+QYoWi4F2AE6ahp7pP9NKIdalbVFOv7Z8DiH22dGa3jcBiMOl4e/bG0F4K872md5NZIhb0196nTJ4iyTzHREIQDsCNA+O5WzlxXSPTJOQ5clhtXGRiDDM3/WVuYw7vJwMIlr0pjg20/t4UcvBrhw9zXB47dB3hK44T7YeIc0CNt2n+8lajASSDMCsWVGeiyReYwEY1V5Np86YxGPftjK5qlW8W4n7H5cdtBkFITeUEEduoEmhIjSY6Rnv/w/S5G/gz3fOwFDzZjMUeIxn1TdVwOViGvyZ76991i/lSWFGSFdV6cSz9iNOUf7NujeAxs+KZ2EC1eAxxmwo+ZQt+wOq/GW0EKR2vQSXzA8S8qxt2Zi1cdvMPLagW76Rh2cWVvAnvZhmnpm/+I36JvYO71M4/IoDEQhAFQzI4HKISpn10lTuWQOzlNTocEyI6oTqyZiTT4ej0KPxc6u1qHJga91AB65EXR6uOVxSMuBrDJYdqks27hkkNE6YMOo11E8JdDMNBlITdHFrBmJ1GMkGP90QS2VeWl895kpVvFN/4Cx3uDCVX8KaskeO0Jlbnp0JaMe2UmjYiiTuhTnHHdijcd8sn3QRkGmKeD/06KCDNqHbLFb9kdAy4CV6rzwF1d/4hm7MefYei+kZExk+wqXya8BOmoavZ00EXWHdUu9c8bAzGiejttg5JEPWyjNTuWnN6xFrxM8vX32syNDVgcmg26SRwPEpvbuHLJhTjVgTk0J+prirFSWl5iT6jfSMRS4rVelIjeNvAwju7RgJOkMWh043QojdhdH+r13ry4HPH47DLfCRx+RjqQqG+8Aaz8c+BsgDc/Kc9OmTdcVQlCQaYp6Po2iKPRaQg/Ji4R0o4EfXr2aw71j/PaNiRkz7HwYMgqh9sLwGymoJcs9yJr8KC5WjjEYOAJFK30PlVYsYlDJZLRldjtqZpK2Ies0vYjK4sIMFGXCHC/RWB0uei3jvnEEkaKO3bDMoAur26Pw4p7OGQ3EsA3B3qdhzQ2QmiUf8wUj0ztqGnsskY826JIBdIWtcUZ+h+MyGGkdsPJOYx83nVhJcVYqZywt4NmdHbNmj64y1X1VxdcHH0VNs30oeCeNP2cvK2TrsYGkWSF3jYTO2AghWFeZo4lYZ4Eev8zFrtYhWXt+/qvSNOmq30DVKZPfsPhc6U669V5AzqWZqhdRKTRHP5/GMu7C7vTErBnx56y6Qq5ZX87v3mrmULcFxvrh4Euw5ibQBw/YVdx5SwE40RzFVODeBkCBohW+h2pLzBzwVEHX7JVpZnq+UvugbZpeREXtqJkp3UiwUmE4Js6xM1eq+fDIAJ97eDufe2gb464ZCkh2Pw4umyzRqBgzIKd6WkeNzeGmZcAaWXeYokCXzIis1B3h8AxMXz4ug5HHtrSgE3DjxkoArj2hnPYhGx8enTGBeUQMTnFfVVHT3tF01ATrWJnKOXVFON0K7yepxXciMxI8UFpbkUNjz+hxOytitvDPvO1sHYL3finLMGd9UxqCTUWnkye9Y+9BTwMtA9Zpbb0qsQzL64nBYyQU3/vICjJNBr7z9B48u5+QdfSp9u9B6EipAmBFSpg2YX/Uk3/xRGZkUUEGDUo1mSOHwDODd8ghmMn5Sh6PQseQ3Tetdyo1Mzy9t6VfBiNROeQCxebYna4jRS2dv3Gwly88vB2HK8EifUWRNwZl66Fs3eTnAnTUNPfKTppAHiPTGGkH2yCOnCUUiyGOHQvu6Borx10w4nR7eGJrG+cuK/KJOy+qLyHDqOeZWS7VDAXLjJijL9N0DNlCildVNlTnkmHUJ0030jVsJyc9ZVopyp+1ldkoCuyZ4xN8Fxrqxb8yL420phfgH/8BK6+Fc78b/E3rbwNdCuMf3MOQ1Rn0jrTAbIpawBqtFXw48jNNfO8j9Ww7NsjQ+/dB6bpJgUIoDtrzcCh6qpQozhHd+8GQJrNHXkwGPb0ZtaR4xqG/Oar1zwd6R8dxuD1ByzRZqSkUZJo4MgN31hB7ZqQ4jhlgkaIKZL972XL+caCHLz6yPbFdgy2bZcCx8Y7pzwXoqDnUHXknjZoV0Z1wOwBjR7fGv94pHHfByGsHeui1jHPzSVW+x9KMei5eVcILM13PC8Og1UluxvTMSIpeR0GmMeKo3eZwM2h1RhSMGA06TltakLQW385hm2/4XzDWVuQAaKWaJKNe/D9WNcQ/jfwET9kJcPVvpSI/GBkFUH8Vhj2Pkcp40ItAYaaJAasDVxQnXzWTEq+A1Z9rTyjnlqph8iwNWFYEyPYE4VCfjaNKCfm2Y5HvrGefrNfrJgfejgK1o2bWzc8STtugDAaClWlA2sLPVGbkWL+VrFTDNOPIcBTFMQMsUrqH7ZhNBu48awn/cUU9r+zv5suP7khcQLLtz2DKglXXTX8uQEeN2klTnR+B2LdrDyAwrL8ZDwLDDBy7x10w8qhXuHrOsskK8WvXV2AZd/HageSbgKkMWR1BP0RF5si9RjqGQ3uMTOWcZYW0DdponqG7FX+Cua/6k5thpDo/nZ0tQzO+Ho0JukfGqUsb4faj36SfLPaefTekhA9o2XgHescIl+s3B9WMFJhNKIqcwhspajBSmJmYMg1ITdK3C9/DrqTwh8ETIn5fU88o7foKUgabwr9YpedAwMxLevlKnIp+LjixJpw2n+FZ8MxETUH6jGpGIrq4gixreEk3GjCnGmY2MzIyTrH33PeJ0xfxvY+s4MW9XXz18Z1RBekBsQ7Avr/KcqoxwO8foKOmqcfC4oLMyDppunZD3mIwl9CTUkG+ZX986w3AcRWMtA5Yebuxlxs3VmKY8gc4dUk+xVkmnpklzxFFURiyOifNpfGnOMsUcR98ZwS6DH/Oqp2BFt/x0YA18c4Qhmf+qBN8NZJHj8XOT3S/weix8SnHN9jWF17YCUD1aQymL+JW/WvBBaxeS/ieKHQjPZZxjAYdWWmG8C+OFPswWYeeYVfOBfxp6zD9EZaOmntGGcmskXeW7ggcm8f6YbQbiuqnPbW4NI9mpQz7AhyY5zM8C/EZX1SQSd/oOCP2xDtfBxrUGJC+RvjVOtj+gO+hIrNpRofldVvsvs5IgE+fuZjvXracv+/u5Ot/2RXfNOOdj4B7fLJw1Z8AHTWHukdZGkmJBmRmpEQOehzOqWexqxmrI7GavuMqGHl8SysCuPHEymnP6XWCq9aV8+bBnqju3hKFZdyFy6ME1IxAdPNpOiI4IfhTmZfOksKMxAUjjjH41Xp49+eTHrY73QyEMDzzZ11lDp3D9oVl0TzHsQ91s9a9B91pX2bYXBe514sQvJ97Fet1TWQPBb5jUjtieqPQjfSM2Ckym6IyrwrLrsfAOUbZhV/C7nJz73tHwr5FURSaekbx5NWBxwWDR8Pvp8fbLePXSaNSW2TmgFKFrnduG5/FQtugjdz0FDJMwQNItaPmaIKzI26PQtugNXxb70gnPHit/Du+9b8+HUUsM8CioXvYPs2D586zlvDNS5bx7M4O/jnWgERRZImm4iQoWRX4NVM6amwON62DVurC2MADcs7N4FFfMKKUrKFc9HPkWBQlywg4boIRKVxt5ZxlRUEv0tesL8flUfj77o4krw6GxgIPyVMpykqlb3Q8onRex7ANIZh24Ifi7LoiPjjcnxjNzJ4nYawHWj+c9HA4wzN/1nrNzzS/keRRM7xFfrP0AtZWZkf1f/+8OAs7JmlDHQA1M9IXRWakdzR+j5FJKAps+ROUb6By1elctqqU+98/FnY2VeewnTGHG1PpcvlAX2P4fQXopFFZUphJg1JFmq1bptcXEKHaelUWF85MR03nsA2nW6E6VGbENgQPXQu2ATj7W9I/56Ac+DiT82mkoeB4wHPy589ZytcvrOPpHe18+6nd0VtMHH0H+pvkHJpQ+HXUqDNpIhKvqm7BJdKwL2vxiQD0N26Jbp1hOG6CkdcbeuiZIlydyorSLJaXmGelVKOOVw9WpinJSkVRIruz7ByyU5hpwmiI/M97zrJCxl0eNjVH4aMQCPWED9P62sMZnvmzsiwLg07MuVKNEOISIcRBIUSTEOLbs72eROHxKKx2bMemz4KydayrzOVov9U3vDEcDcN6tpvPkQO6xqe7GReYvfNposqMxD6XJiBH3oK+Q3DiZwD4wrlLGR13cd/7R0O+ralHTpktqPYGFn2Hwu+rex+k5UHm9MmxaUY9Pely+J7apbBQaBu0hs3IVuWlI0TigxG1rTdomcZpg0dvlsHkTQ/JYCSnGjb/DpAi1p6R8RkR8vePOXB5FF8L8VS+dH4tXzm/lr9sa+O7z+yJLiDZ+mdIzYaV14R+nV9HjdpJE5HhmXqMejMjxctOAsDdsTPyNUZA0oIRIcS9QogeIcTeZO3Tn0c/bKEkK5VzpwhXp3LN+nJ2tAzN+PyEqajBSLDMSHEUau+OYVtE2Qd/Tl6chznVwN93d0b1vmm0b5Nip9waGG6R2hEv4QzP/ElN0bO81Myu1rnT3iuE0AO/AS4F6oGbhRDTRQHzkMGxcU4Xe+jOPwl0etZWZgORdTR5PAptAzYaK28AxyjsfmLaa9KNBjKMevoskZdA451LM40tf5IBgvekXV+WxQUrirn3vSNYQugXGr3ByOLKMhlcRJQZ2S/1IkFKTB7VlXWOz6iJBkVRaB+yhRSvgvxsl+ekJfwce0xt6w1UpnG74MlPQcsmuPYPsORc2eV08l3ysY6dFJtTcbg9DM3AFHc141IS4tz3TxfU8sVzl/LYllb+6fGdvs6kkIz2SgfktbeEF5v7ddQc6rFg1OuoicSPpWs3pBeAuQQAfXounboSMvoTeylPZmbkPuCSJO7PR9uglbcO9XLjidOFq1O5al05QpD07Ei4zEg0ffAdQzbKI+ykUTEZ9Fy2qpSX93XFV6rZco+ci3DOd+TPfoKpSAzP/FlbkTN9TsrschLQpCjKYUVRHMBjwFWzvKaEMNS6j1IxwGj5mQCsqchBiMhmBPVYpLeEvvJEefe09c+TOhVUCs2miDMjdqebYZszcWWa4XZoeAFOuN03tA7gS+ctZdjm5KHNLUHf2tQzSk56CvkZRiioC58ZURRvJ03wOLW4rIpeJRvPAsqM9I85sDs9EWnVFs1Ae2/LgJUUvZh+flGdhA8+D5f+D6y6duK59beBMRM+uHviHDsDIlb1vF0UonQuhODrF9XxlfNreWFPJ+f85E2+9sROGrtDzE3b+ZAMMMKVaGBSR01T9yiLCzPCXg8Br3h11aTAuitjOeW2CDKEUZC0YERRlLeBWSmQPrFFTue9KYBwdSol2amctiSfv+5oT+rQpMGxwEPyVNQ++HDtvYoiHRAjveD7c9W6MkbjaW+2DsC+p2HtTVAh64r0TAgaIzE882dtZQ6WcdeMjxyPgnKg1e/nNu9jk4hn4uls4Wl6DQBlybmAHG5XW5QZUTCiGk1V5mdIw6XuPTJDNgVpCR/ZiV41SEuYx8i2+0DxTDOEWluZw1l1hfzpncNBuwOaeiwsLcyUQtqCWhmMhDo3DLXIDFGAThqVpUWZHPBU4eyY2wPzoqHd19YbYTDSO5bQc2xLv5WK3PRps5F444eya+bMb8hMiD+p2XJQ4p4nKTeMADPjNaJuM5zHkhCCr15Yx9vfPJfbT63mxT1dXPjzt7nzga3saBmc/GKPRx7X1adPBBqh8OuoOdRjYWkkNvBupwysvSUaFXvBKsrpZmQocee3OacZSfSJ3OX28PjWVs6pK4y4u+Sa9RW0DFjZPvWPP4MMWR0IAVlpgTMj+Rkm9DoR9oMybHNic7ojMjybysmL8ykym3h2Z4xZoZ2PgMsOGz8lyzSGtEkWxJEYnvmz3iti1f39n+ClEC6gc4x4Jp7OFhlt73DEU0xOWa3vsXWVMjMV7oLR6u96ufoGeafpnVfjTzTD8tQW4IRoRlwOedKuvWiSG6rKl89bSv+Yg0c/bJ32HMjMSK0q9CuoA/uQHBAYDDUADxGM1BZlsl+pJqX/YGStwvMAX1tvhMGIZdwV9fDEUBwbGJuuF/ng9/D2T+CEj8F53wv8xpPvAo+LRUcfB2bGhbV7xI4QkR/PZTlp/PsVK3nv2+fx5fNr+eDIANf89n1u/sNm3mn0GlQeeVN2uQRr552Kt6PG1bWf1gFbZDbwfY2yZdgrXlUxVUqPnq4DHwZ6V0zMuWAk0SfyNw720j0SWrg6lUtWlZCaoktqqWbQ6iQ7LWV6VO9FrxMUZprCflDUE0JZBLqMQPu4Ym0Zbx7sDdthMA2PR16AKk+WKT2dHgrrJmVGOoftUQVJiwszyTTpKWl/Cfb/Nbr1zAztgH96rcL72PzG5aCgbwvvelZPykSsq8xl0Or0ZT6C0TJgRQivyZ7JLI2X9j4FtsnBfDTD8hI6l+bAc7K766TPBHx6Y00epyzO4/dvNU8rUfaPjjNodbKk0BuM5HuDtVClGl8wMr2tV2WJNzOi8zgj06DMA1SNQzjNCEy09yayVNPSb508k2bvU/Dit2D55fCRnwd3Es5fArUXkbXvAYw4Z2RYXveInfwMU2QGY37kZRj52oV1vPft8/iXy1bQ3DvK7fd8yJW/fo+u136LkpYH9VdGvsHC5Ti7ZGNBNDbwUzMjqoh17FjibOHnXDCSaB79sIUis4nzlhdF/J5Mk4GL6kv4++7OxA8zCkKwib3+FGenhh2WpxqexZIZAbh6XTkOt4cX90YpZD3yFgw0y6yISuEK6PHPjNhDCrimotcJzi0eJ91tkYOaRme95LEFqBVCLBJCGIGPAs/N8prip+1DjB4b21PWYzJMlNBUEWu4Uk3roJXSrNSJ9268Q2bIdj026XUFmSaGbc6IJpb2JnIuzZZ7ZEZkyflBX/Ll82rpsYzzl62TsyOqeNWX0i6IIBjp3g/ZVRMj3AOQlZpCb7p3W92zoulPOO2DNswmA9lBsrv+LC6Q/59H+kbDvDIyhqwORuyuicxI8xvw9F1QdSpc9yfQhzHOO+VziLFebkr7cIbKNJMNz6Il02TgM2ct5p1vncuPrl1NqrWT/PbX2V98ORii2G7RcozDzehxR9ZJ070H9KaJINxLaWkFHUoBhu7ElRkXdDDSPmTjzYM93BSBcHUq15xQzpDVyRsHk2MPPxRkYq8/xWaT744xGKoVfGmUAlaVVeVZLC7I4NmdUXqtqJ0K9X56zqIVYOkA25DP8CzajM052X5TUjt3RremBKMoigv4IvAycAB4QlGU+d8O0fwGbnQcNW+Y9PCyYjOpKbrwwciAdbLzaslqqRnaeu8kbYWaou6PIDXfaxlHJ+Rwu7jo3gct78sgWRf8HHDqknw2VOdy91uHJ92AqG29vhN3diUYUkNnM3r2h8yKqBhLluHEsGDae9si8BhRKc9NI0UvONIXQcdIBEwakNe5Gx6/TZbUbn40spEGi8+BwhV8TLxIj7frL5F0jYxHVaIOhsmg5+aTqnh8/V50QuE3o+dGt4HCFeg9Tmr1PaH9WFS69kgh9pRgTqcTtJhqybc0BHlj9CSztfdRYBOwTAjRJoT4VLj3xMvjW1pRiEy4OpUzlxZQkGnkr0kq1USUGclKDav07hiyY9TrKMiI7SQuhODKdWVsPtJP13CE6cqRDjj4olSm+3Uq+E7IvQ2+bZVEKaxdaziGRxEoCOjYEdV7ZwJFUV5QFKVOUZQliqL8cLbXkxCaX+eQYRmZ2XmTHjbodawuzw4bjLRMDUZAZkf6DsGx93wPqcZnkZRqeizj5Hl1UnGx5U8yeFh/W8iXCSH44nlLaR+y8cyONt/jTT2jpBv1E0G0TifvEoNlRlwO+VyIThqVRcU5NCoVKF0LJDMyZItIvAoy61mdn5GwzMgx1WMkPx3e/JEMQG57CtJyItuAEHDKZ6n1HCa/f7r4Ol56RuwhO2miYnwU3fY/05x/Li+2R176BHwi1tOz+8LfoCuKNxgJ7Oo6lF1PmatNOrQmgGR209ysKEqpoigpiqJUKIpyz0zuz+X28MSWVs6uK4yohjkVg17HFWvLeO1AT/T6iRiIKDOSZWLI6gzZetsxZKMkOxVdHCfxK9eWoShE7kS77X5Q3NPby9RgpOcAnd5gJNrMSMV4E4eVUkbSqyHBJjsayA6ojh28r6wJqM9YV5nDvo6RoOVKu9NN90iAab0rr5GdCh/83vdQgTcz0hdBe6/0GPELqPubZWARYN5RUOzDsOtxOcU0PS/sy8+pK2R1eTa/fbPZ53Tc1DPKErWTxveL1AbPjPQ3Sct41UckBEuLMtnnrloQ7b2KosjMSBTl4US29/oyI1k6OPwm1F8NWaXRbWT1jYzps7jQ8kxC1qQy7nLTP+aIq0wziZ0Pg32YlDO/jKLAPw50R/5ebzCyPi2C91g6pVB7injVR+la+bKj2yPffwgWbJnmzYO9dI3YoxKuTuXa9RU43B6e3xOnEVgEDFod5IXJjKiRdahIuHPYFvG03mAsLsxkTUV2ZKUatxO23w9LL5BTHf3JrpSdFb0NdHrLR9FoRgBS+/bRbFhMo2HprJdpFiRH3gYUXhlfEbCNdm1lDg6Xh4auwHc/6pTWyrwpF6GUNDjpLike3SW7FHzzaSLKjNgn1mMblBbez38d/vIJcEV4J+idQ8OJkSVh1ezIsX4rf/MG4k09o9RObYEsqIWhY+AMkDmMQLyqImfUVKO39sJo8qaFz4SL8IjNxei4K6obv0UFGRztt8Y3IM5LS7+VQrOJ9I4PwGmVnVPRYkxnT/HVnOX+AM/A0bjXpKIe74ko0+Bxw+bfQsVJ1Kw9m6q8dF7e1xX+fV7GFBMtnkLqRODOsUkEEa+qZC3eCMBAU2Js4RdsMBKLcHUqq8qzWFKYMeOlmnGXG6vDTW5G+DINhG496xiyUxaDx8hUrlpXzp72YZp7w6RRD74oI+iNAU74QshIvGe/LzMSlf+JdQBG2rBkr2DLeNVcEbEuLJpfx2M0s821OKBV9bowM4JaB0NYcJ/9TemB8LevQNceaRpGZJmRXjUz4nHDU5+RpmUn3SmDm4evD58aVscSlJ0A5RtCv9aPC1cUs7zEzK9fb2LY5qRrxM6SacFInfQsGTg8fQM9+0FnkK8JQ21RJgcU781SkrIjM+Ui3DYkj4NINSMggxGHy+Mb7BkPvrbexldlWW7RmTFtp632NhQE9vfvjntNKur5OppZYUE5+IJs5z31CwghuKi+mPeb+kM6CPvT1DNKo1JBqTOCIXddXnFqgPlKAIsWLaZbycGVoIz1ggxG3B6F95v7uWx1adStVP4IIbj2hAo+PDrg81KIm4HDsP/ZSQ+p9sPhyjRqZB2so8btUegaia59NhhXrClFCMJnR7beA1kVUHdx4OeLZEdN57AtKsMzwPdhEGVrecvi9RbTsiPT2Ns+zNh4DOO8FQWa32Cs7FRcGAKeLMtz0ijINLIjWDCiGp4FCkb0KXDDfbJu/9itpDqHyUo1hM2MuD0KfaMOmUl580fQ9Cpc9r9w2U/gmt/D0ffg/stDB6ZH3pbajSDtvMHQ6WR2pLl3jN+80QQw3RwqVEdN936pKTGEvrEAyM0w0pO21Pu+pOlGZsRFuC0KwzOVRLb3tvRbpSCz8WVYdFZkotUAZBZW86LnJEy7H540yiIe1O6chAQjm34DOVWyXRm4eFUJDreHNw9GdpN2qNtCo1JBpuWob1pxULr2QO6ioF1hJVmpHGAx5oHEHLsLMhg50jeKzelmVXl23Nu6al0ZAH965zDvNPby0t4unt7exoObj/H7t5r52auH+OHz+/nuM3v45pO7Qgctg0fh3kvhiY9NuhOasIIPlxkJPZ+mx2LH7VFi7qTxpyhLOtE+tzOEE21fk6zPbviE9BUJROEKGOthdKA7+jRlpwxG8pZsYK+nes6IWOcSe9uHueLX7/Lg5hjGeQ8chuEWOgtOAwK7nQohfOZngWjpt5KaovOJU6eRWQQ3PihFzk/fSVFmSlhL+IExB26Pwgbb+9Kwav3tE8ZOaz8qOyR6D8G9F8NgkN97y58gLTf88LAAXLqqlMWFGfzpHZn5mFamyfcGEIF0IxF20qgUFJXSr8uH5IlYZ8RFWHVfjUYzsjhBwci4y03niJ016X3ymI6lROOlKMvEn12XoHeMwK5H41qXykRmJE7NSNs2OUfnlM/7ultOqMqlINMYcammsWeUw1QiPI7AmT1/uvYGLdGAPDf0ZC6nwN4CjvgDygUZjOzrkCnclWXB+/wjpSI3nVMW53H/pmPcfs+HfPahbXztiV3861/38qMXG/jVa408/EELr+zr4omtbcEHzY32wIPXgMsGKem+SZEwYQUfLjOSnZaC0aALasrTEafHyFSuWlvO0X4ru9uCDKvbeq9MSZ/wseAbKZJj140Dh6JfV9ceMJexbPEiRklnJEMTsfqjKAo/evGATHD0xHAX1/w6AE2Z0ro/mMHYusocmnvHGLZNTwW3DlqpzE2fLPCcSuWJcOmPoelVPsuTYYfl9VjsLBHtnLX3e7LMctlPJxtW1V0MH/srWPtkQNK9f/IGhtuh4XkZxMRwh6zXCb547lI8Chj1uuklKGOG1EP1TwlGxi1SSxJBJ41KbXEm+zxVKHPMayRa88m2QRupKTrywpSa/Sk0m8gw6uMORtoGbSgKrLd73UBrL4x5W8VZqWxXaunPXg0f3C3NHOOka8ROil5E9X8TkE2/BlPWpM4wvU5wwYpi3jzYG5F/T2O3BVuON5j2c8eexrhFBivBxKte7AWr0OFJSEfYgg1GjAZdZN77EfCrm9dz/x0n8eRnT+WFL5/JW/98Dh/+y/ns+/7FHP7vy9j/n5ew9XsXkpdhDOxWaRuCB68FSxfc+qQ8mPb8BSxS0TwUYWZECEFxVnAX1g6f+2pigpFLVpdgNOgCl2qcNqnqXn45mKePSffhtcTOHWuOWrxK124oXUNpdiq56SkcNtRqZRo/3m7s472mfnSCsC6pATn8JmRXcdgtdVXBrKrXenUjuwNM8G0ZsAUu0Uxl46dg3a1cP/owS4beDfnSgYE+/pDyMxRDKtz04OR2cZWqU+CTL8nv/3wJtHww8VyQOTTRcOXaMqry0oMPE8tfOr1Moxr8RdBJo1JbZGaPq1JuK1JhbnzMiItw+5CcCxMyKJ2CEIJFhfF31LR423oXDb4HBcsCWv5HiszwCbYU3yQ7o5pfi2ttIN2Ei8ypUf3fTGOoRZb3N3xcuhz7cfHKEkbHXbzfHGJEgZdD3aOYSicsF4LSvR9QpJt2CExVUo81ejR+J9YFGowMs6zYHJdexJ8icypn1xWysSaP+rIsqvMzKDKnkmEyTGqhrcpLp2VgygfLYYVHb5Z/+JsehMqT4OTPyi6ULX8CpBU8hA9GAIrNqUHLNGrHSrzdNCpZqSmct6yIv+3umK543/u0nNERrlPBXIpiyqLCeTS6tl6HVZ6gS9YghGBlWTbbnJqIVcXtUfjxiw1U5aXzkTVl0QcjbpfUVSw5l26Lg5z0FFJTApfa1lTkANNFrIqi0DZgDSxenYoQ8JH/R0f6Mr5j+5ls1Q2Ex8Oid75Btehm4LI/QHZF8G0W18MdL8vx5g9cBYdekT4f2++Xd8d5i8KvKwgGvY57P3EiP79pXeAXFNTJMo1/CTOKThqV2qJMDniqER5X6ItD4pgRF+Fo23pVFhVkxh+MDFhJx465+0Ooi71EA2A06MjPMPKe6XTILJmUwY6VriidpwOitsifdNe0p05bmk+GUc8rYUo1Y+Mu2ods1JQWQk61HIAXDFW8GqJMA1BRtYQ+JQvrsfjbexdcMKIoCvs6RhJSoomW6vz0yRcFtxOe/KSs8137e9n+CnIWwrJLpfjTafNpRsKVaSC08VnHkB2zyYA5Nfx2IuWqdWX0WsbZNDXq3nqPPCHXhFGtC8F43jLqdG3RGZ717Jd3t94Pw8ryLN4Y0USsKn/d0c6BzhG+cfEylhRm0DViD+k/M432bTA+AkvOpcdipzjEDJjstBQWF2ZMMz8bsjqxjLsiFy2mpPGP1T/FjQ7PY7cGrjO/+/+o6H6dH7puJXtFBO6SudUyICmsg0c/Cs99EUa74cRPR7amECwtymRFaZDzSEGtnMxr8SvL9uyHFDmMLOJ9FPt31Mx8qWamXISjMTzzZ1FBBm2D1ohKDME41m/lPON+hNsRl15EpSgrlc5RN5z0aZkZ6T0Y1/a6LfFZwWMfkVOHV14DOdMNPE0GPecsL+LV/d0h26Qb/d2EC5eH/r269kjNVdY0OdEk6kqy2OepSYgt/IILRjqG7QxZnbMSjFTlpdMxZMfp9sha47NfgEMvwUd+Ko2X/Dnl89JQZvcTDFkdpKXog96Z+lOclRrUEr5jyJYwvYjKucuLMJsMkyf5duyUF7ONnwo+fMqPocwl1Ik2yqL5QKqReamsWa4sy2aXq+r4ErF27ZGTkKeo+u1ON//vlYOsqcjm8tWlVOWloygTQxIjovl1QMCis+keGQ8oXvVnXWUOO1uHJ4mZQ7b1BiG1cBFfdn4R0dsAz315cmah8VV4/Yfsyr2IJ1Muj+jzAEBmIXz871BzOux+XAYDauA/U6itu/6lmu59MisSwnZ+KoWZJvpNlTiEKWkdNYl2ER4ddzFkdUbV1quyqCAdj0Jc3YotA2NclroHjGaoPCXm7ajIUvi4FE3rTVI7Egfdw/b4Bj7ueFDeOJz6haAvuXhlCX2jDnaEmDR/qNsCIKf1Fi2XmqdgHTVde+SNYJjze0GmkUb9EnJGmwP77kTBggtG9rVLsWV9WfydNNFSlZeO26PQPmCFl78rT4znfi/wXVrNGVIctPm3DI45yI0gKwLygzI6Lg2GptIxbEtIJ40/qSl6Ll5Vwkt7uybuvLfeI0W4az8a0Ta6TYvIFaOUp1gi33Hnbung6b3LXFmWxSjpWDJqjg8R6+BRuP9K+Ovn4Gf18OK3ZfcScP/7R+kYtvPtS5ej0wlfMBBVqebwG1C2HtLzvJ4eoY+bdZU59I2OTwp4fK6X+ZEHI4WZJt7xrKFjwzdg75MTJ/qBw/DUp6BkFffk/lP0J+/ULKnHOu1LcOn/Bu/uShS+9l4/EWvPgahKNCB1E0uKs2kxVM/bGTXtvrbe6J2uF3kH5h3ujb1U09I/xinu7bDk3IhaqsMhS+F2yCiANTfAzkeDlxXDMDruYszhlmWazt2ym9IrHI8Itws23w1Vp0H5CUFfdu6yQlL0ImRXTVPPKEaDV5BduALcQTpq3C6Z5QsjXgV5/A7nrESPG3riS7AtvGCkYwQhYEVpBBMJE4zvDvGdn8IHv5PZj7O+EfjFQshIt7eB8v73yYlALwKhjc86hxLjMTKVq9eVYxl38UZDjxTj7nlSZnoinPtwRCfT0CXjRyPfaddu+WHwRuaL8jPIMOo5ajwORKzjFqkzUtxww/2yDr7lT/DrDTjvv5q9bzzGeXV5nLakAJgIBiK+u7QPQ9tWWHIuHo8y2e00CKr5mX+pRg1GKqO4CKki2b2L7oBlH4GX/0VmRB67DYQObnqIjjERVEwbEoMJLvoBLLsk+vdGi7lUugurwchoj+zuCWIQFYraokwpYu3eOzlTNE9oVw3PYtGM5MfX3qsoCqmDDeS5exNSogF5w9c3Oi5HApz1TTCmwyM3SifgKFHP09UpQ/DITXJo40PXS5F1JDT8DYZbQmZFAMypKZy2pICX93UHtWI41G1hSWGmnPfktYUPqFPqb5JTt8PoRXx4beGVjl2RvT4ICzIYWVyQQboxzMjoGaA6P4Pb9K9Ss/vnsOajcNEPQ6e5Vl4LmSWcM/gkuRmRZUaKfF4jk4MRu1POP4h29ksknLokn4JMk+yq2fWYtFuO0GIb4IBb1h1NgxHWXt0umfL2+zDodIIVpVlsd1YvbBGrxyNHn/celIZhK6+WI9C/ug/O/RfsbXv4P/6Xuwc/A+/+AqwDFGaaSE3R+YaFheXIOzLQWXIeg1YHTrcS0H3Vn+UlWRgNukki1tYBG/kZRjJMkX/W1CCjb8wJ1/xOikwfvh56D8D190JujXcuTeKP44QihHdGjbdM0+29KyyK3sx0aVEmOxwV8mI3EuW07DmAbyRADGWa7PQU8jOMMQcjPZZxTvd4y7ZxtPT6U5SVikeB/jGH1CTd9LDsZnniY1IHGAXdw3bSsHPm1i/JUssnX5IZnL99BV75XvjW4U2/kWM2ll0adl8XryyhZcDKwe7AGejG7lHqir0dpqGCEbVcGGEwUlRVx5CSge1YfAMGF1wwsr9jmJWzUKIBKDr2d/7TcB+Hcs6Aq34dvnZsMMJJn2G9Yxsr9JF116mZkam6Ed8guhnIjOh1givWlvLmwS7cm38nx8OXrY/4/U2jaQyLrNDqbX98kfnkNOGq8mzeGJEmdAs2O/LGD+Hg83Dxf8OS8yYeNxfTuvqLnGz9BQ9U/CfGvGr4x7/Dz1Ygnv0iJ+RYIy/THH5DCi0rTqLHEpk7pNGgY2VZ1qTMSOuAlYoo9CKAz2uh1zIuy3A3PQyZxTKjseQ8FMWbqYklM5Js1I4amDi2YwxGDni8otc55jcSCe2DNjkpPJjxXRgWFWRwOMZgpGXAyrn6HVhyV4K5JKZtTGVa9rn6VLjiV7L77IVvRJW96h4Z45cpvyFj0BtsV58KNz8uS/fv/x88cbvsHAxEywfQtkVm2CMoO15QX4QQ8PLe6UPwRr2dNHXF3oqBMSN4R03XbtAbIxppAFKDstdTgzvO8vmCCkYGxxx0DNtnRbyKpQvdXz/LHkM9v8r9rrTCjoSNd2DDyCURTooMVqZRPUaimv0SBVetK+dczwfoh47CaV+O6r2dI+N0Gmsib12cIl5VqS/LYpujcuGKWPc+JUt862+Hk6e38P3s1UO4hYELb7gTPvk8fG4TrLsF9j3NL23fxdbXEtl+ml+XmiWD0XcchSvTgCzV7Gkf9k20bR2MsK3XjxS9NMbyWcIXLYevH/SloS3jLuxOT0TrmXUKamGkTXYF9eyDjEIppo2S2mIzDUmeUZNI2gblcM5YJ4UvKsjgaIzBSEdnJxvEIVxLEpMVgSBO1+tuhjO+Jssrm38b8bYW7fgJF+m34Tj/BxMjM/QGaeR3yY+lOd99l0kPqqls+jWk5sjPeAQUmVM5oSo3oG6k0ZstmeQmHKyjpmuPfC7Ca1hdsZm9yiLSBw/K1voYWVDByITz6ixkRg69DB4nTxV/heahyF37PKm5POM+k3WDL8NYX9jXZ5oMZJoM07xGfIZnCRawqqwtz+JLqS/QrS+D5R+J6r2dwzaGMpfIKDySu4qu3VLFPiUyV0Wso5k1C0/E2rED/vp5qDoVPvKzaeW9ve3DPLOjnU+dsWgi4Cyuh8t/Dh//O1meEX4w/F2UkTATpgePSdHaEtk2q2ZGIimLrKvMwe70cLDbgsvtoX3QRtXUab0RUJBpnDwsz+937Y1iPbNOvlfE2t8kTaJiyIoAlGWn4jGaGTSWzsvMSNuQLSbxqsqiwgx6LOMBRfnhMBx5Hb1QyFx1Wcz7n4ov+zzVQuG8f4UVV0id08GXwm9o232sa32QR5SLMZ3++cnPCQGnfG5itMEfz58o9QEMHIGGv8PGT8osRoRcvLKY/Z0j0/Rjjd1+bb0qgTpqFEUKbSMQr6rkZhhpMdWhV5yy3BojSQ1GZmJ0tT/7OmQnzaxkRhpfgexKdMUraekfCz7PZQojdif3uC7BoDikvXoEFAVwYVWt4OM21wmCaP2Aek8jv7FfTM9o5HVTu9PNoNWJPXeZrJlGUhPv3C27EqZE5rVFZox6HS2mBSZitXTDo7fIO+sbHwzYEfDjFxvITU/hs+csmf7+ig38Y8NvKWQA9/1XhQ5qD78hvy72BiPe4ygSwejEBN9hOoftuDxKVOJVlUKzKeiwPLX8GJOANdmowXLvQZn1izEYEUKwtCiTZl1NMmfUJIz2QWtM4lUVVcQaS3akqOttBskipWpjzPufSn6GEZ0IMANMp5ODGkvXyM6vUH+r5jfg+a+zL/0k/my+K7h2cNmlcMeLUsN1z8VSzA3S5EzoA5qcheKielmqemX/5FJNY48Fk2HKaAO1o2bwyMRjo91SiB2peNXLeIH39Z2xi1iTFozM1Ohqf/Z1jFCWnUpuvDMAosVplwdf7UVU5Wcw5nAzMBZZumrQ6qRZKaer6Cz48I8RWUL7Ws/86By2UZBpwmSYoZbG9/8Pd2ouT7jP4m/B5u8EQNWyCLXlMZxuRFF8NvBTMRp01JVkstNdk3QRqxDiBiHEPiGERwiRuDOf0w6P3yrdbD/6SMA0/9uHenm3qY8vnVdLVhBDu7Qlp3GH45voho5JN1LrQOD9Nb8O5jKfgK3HMh7SfdWfqrx0ctNT2Nk6GJPHiEphpom+0cCfD/VudF5oRvIWyw6gxlelqDuKmTRTWVpkZqejAgaag2sI5iB2p5u+UUdMhmcqiwplMBK1bsTjoc6ymb1pJya0ldvg1b8EnAFmzICbH5OW7I9+1DfSYxK9B+GJj0NBHf+d/k0Ks8NkNkrXwmdeh7wa2bXz7i+kt8iq6yCrNKq11xRksKzYPK1Uc6h7dKKTRkUVsfqfk9UyYZTBSFZ5LaNKWlwdNcnMjMzI6Gp/9nUMz4q/CMfeBecY1F1CtbfN8liEYkLVfbWr/g4Y65Fts2EozjJNc2FtH7JRPkMlGvoa4eAL6E++k6XlhZMN0MKgWtSnlXtbHsOl8UbaZVdBkDThytJs3hieFRHrXuBa4O2EbVFR4O9flSK1a+4OGIB5PAo/erGByrw0bj2lKuimqvLS+UBZwaaTfi3/Xg9eLduwJ23MDYffkiUa751a90jkYlEhBGsrc9jZOuRLA0c0l2YKBZnBMyPzqkyTkipFgAdflD9HMZNmKkuLMtliL5euw3GkupON6jsT1PDMPiK1UCHaYmvU9t5ovUY6tpOtjNBecEZ074uA4qzpN3w+sspkQGLth8dukXO6VMb64OEbZHbzlsc5OqqPbFp5VpnstKm9WArTHaNw6ufDvy8AF68sZuvRAfr9SqGN3ZaJThqVQB01Phv40DNpprKsJJu9Sg2O1tht4ZMZjEQ0ujpWrA4Xh/vGZqdEc+gVMKTBojN9wUikng/qkDxl0dnyZLb5t2F1FfKDMj6pFNQ5bJ8x8Sqbfi3V1Sd+hmvWV7C7bZgDnSMRvbXTWz4qLC6TXRM9DWHeoH4YAgcjq8qz2GyrSLqIVVGUA4qixOcLPZVNv4Zdj8A534H6wHH5X3dK2/d/vnh5yKyXWrPfZlgHNz0kNQwPXScvBiodO2UGxq9Lp3tkPGwnjT/rKnNo7BnlQKcFvU5QGkNZsNBswuZ0MxZAI9BrGcdo0JGVlvzW/JgoqAOHt5VSPbnHQG1RJgcUb0fNPCrVtIUyPHONy4v1k3fA/1sOT98JR9+bdn5LTdFTnpPG4b7oJk87DryEWxGMVZ0d8/qD4XNhDUbZOlmyad8qnbYVRWY5H7tVljpufgxPVqXXwyfCz4gpEz76MJz5DTj5cz7/jmi5aGUJHgVeO9ADgMXupGPYPlkvAhMdNZOCkT3ysdTobuprvR01hr59wV1dwzDnBKxCiDuFEFuFEFt7eyNPwx/otKAos6AXURRp+b74bEhJ830oI/V8GBzzDsnLMElBU/de2UIWgqKsVBwuj2+ku6IoM2IFD8hSyM5HpZo8s5DrTijHaNDxyAeRdW50ee8uSrJSpUJbHSYW9A27ARHUPKq+LJtR0rGaa+a3iLXxVXj132DFldJYKQB2p5ufvjxh+x6K1BR5B9YyYJUmaTfeLzNHj9w4YSd/2Ov8uGji5B2J+6o/aytzUBR4cW8n5TlpgSfahkFtAQ2UHemxjFOYaYpvwmkyUZ1Yc2vkxSRGaoszaVUKcerT55WIVXVfnZYZ8XikIPvoO3Dhf8pJ5QdflJ0jv94I7/1SGsV5WVWexQeHB/CEmK0yFffBl9iu1FJSXJaQ38WfQnPqdAHrVOqvhPP/XWZ+3vyxnIvUullmOSs2Tnj4RNMZptPD+f8Kl/445rWvLMuiPCfNV6rxzaQJNMW+cPnkG8SuvVGXaADqijPZ61mE3j0+fZp1hCQzGIlodLWiKH9QFGWjoigbCwsjb5Pbr4pXy5Ncpuk9CEPHfG1b6kUh4mDEmxnJTTfC6hukiDFM61iJr71XnsxHbC6sDvfMdNJs+SO4x+HULwKQk27k8tWl/HVHO1ZH+Ai4Y8hGTnoKaUa9FKX2Hgxt9NO5W45nD3JiX1FqRghoMdUlvEwjhPiHEGJvgH9RlRPDBtS9h+TdYtFKeeIK4EfTOmDlu0/vmWT7Ho6qvHTfOHWWf0SapbV+IGvbThs0vykzTl5dis/TI4qT5TrvBN/ukXEqY+ikgQlxau9ooGAkuvXMOmowEkeJBmRmwWgw8PjS/4m6dX42aRu0oteJ6aZ5r31f2v2f/+9w+lfgI/9PtnBffbc8x736b/CzFfD47dD4Dy5aUUjXiJ3d3nEeYbF0k9a3hzfc63zZ6EQiXVgdcs5YKM74Kqy9Bd76Mez5C5z/b3KgHVNuxJKIEIKLVhbzTlMfo+MuX1tv3dTMCEzuqHGMyc6wGIIRc2oK3RnL5Q8xiliTGYzMyOhqlX0dI+Skp8yIA2lIGl+WX2sv9j1UlZceRZnGiU6AOdUga9AnflpmWvxnXkxBjbTVg73d19ab4MyIwypFtcsumzjpArecXIVl3MXfdoXvjOnyLx8VrZDamuEQWRV1QFMQ0o0GlhRmstuzKOEiVkVRLlAUZVWAf89GuZ3QAbXBJOdM3PzIpLY9RVHY1NzPnQ9s5eyfvMGzuzq44/RFPtv3cFTmTZkavfIamUo++q4MSFo/8LX0ghRPR+K+6k9uhtF38o9FvAp+LqyBMiMj4/NDvKqidtREOZNmKnqdYHFhJv+wLw84mXWu0j5kozQ7dXKG7MM/wnu/kIM0z/jqxOPGdJlhveMl+MIWOPmzcOw9ePg6rnn7Mj5qeDPkbJVJNP0DgDc862PSLYVDLV0G0zb5EAKu+AUsv1yak53xNd9TamdYxGWaBHLxyhIcLg9vH+qlsXsUk0EX+P/Jv6Omez+gxBSMAKSW1mHHFPNNYtKCkZkaXa2yr2OElWVZyU/vHnoZildD9oT8pSo/nWMDkYmxBq0OctONE3e+Gz8lPTY2/y7oe6Yan6ki0Vjq9yHZ+TDYBqbdqW2ozqWuODOiUk3HsH1iXYVqR00Q3Yh1QAYqAYSc/qwsy+Iti/f/ez62+OZWw8eehRwpSLU73Ty+5f+3d97hjZ1V/v+8kiy5SO5yt6f3Pkkmk56QSSWNvgRYWPrSYRd2Wfgtu8uywLLLAqEGAqGFGkISCKmkTHom03sf2+NeJVm26vv749WVZVvdKpbnfp5nHtkqV+/IV/eee873fE87N3xzO2/94Yu8cnqID16xhGf/6Sr+9ebkOzTaqkvpcUxMDjQEWP9muOUOOPkUBH3hll4gwvAstf1Ga/FN11siXKaJkhnpdxWAFXwk9WvV9z8Dc1GW1Vk53peabiLfdA6PT23rPfxn+MtnYPkNamBhrOOxfTlc9yX41GF4090YKlr4iulOqnd+OzlbhGOP4DDV0l28hIqSJA0mU6A+xtiNqJgsSutx/Zen/H/DmZFcXyAD5y+oorrMzCMHejja52Jp3bROGo3IjpqweDW9YGRZQyUH5IK0O2pyqhnJ9OhqDV8gyJEeZ+7NzsaHof3FSWe9EG3VpfQ6PFNPCjEYcfuojJzYa7WHJkXeE7M9U7uy1FrPNMOz2fT6zyAYUHMRms+Htq1THhJCcPuWNvZ0jrI/QVq1Z3R8MhipC6XxYnULhNvKEgcjzzgbcypiFUK8TgjRCVwE/FkI8chst9k9Os5/P3yYi778BP90r/q/f/UN63jhs1fzmetXpixIbqtRz9dEhWE2v0MFJEuuVqZqIbQDbUo1bWBDqFSTbmakOuTjMD0z4vEHGHH7CsNjRKO4HP7+WWi7cNabWlZnpXN4PKny51zh7HCE4VnHK/D796hREW+8SzmNJsJkVhm8d/2JU4038D7vzxn60xfii/gDPjjxJK9aLmBBTfKGYKmgBcRxRawJ0L5f9jRt8meDyWjg6pV1/PVQH4e7HdFLNDC1o6ZnnxKuVqSXmVteb2NvYBGye0/imTtRmHMC1nQ43ufCGwjmXrx6/AllVrN86pTQVDpqtMzIFLZ+GPzjanZBFIqLjFSWFoW/KF2jExQZRezZEC/9AJ7+bxVgJMvhP6vU3cUfjXp187rNLRQXGfhlnOyIZngWDkaKK6C8ObbXSJLByNqQiHW8fFHORKxSyvuklC1SSouUsl5KeV3iV0Xn9MAYH7lnJ5d+9Um+9/QJLlhYzT3vu5C/fPwy3nJBW1KeH9Foq1YH5qj73ea/hXf8QZUCQ6TivhrJVSvrWFhTyqa2yrTWaTQIqsssMzIjk229BRSMZJBlodbLE33pWaPnGq8/SK9zQolXB0/Ar94Ctno1eyUF11AAjEWUvuUufu2/kppXv6mGyMUKSDpeAo+Dx/0bslKigTgurCnQ65ig1mrGbMrPafa6NQ04PX76nJ7wvjWDyI6ann1TJqWnyvJ6KwfkQgx+t9KepMi8CEYmbeBzHIwcfQRKa1T9PwLtC5LM4LJht4/K6cFI/Wo19ffZr8OB6DNrIo3PukbGaaiIMRvi1Z+qtOmTX1Jtdp7oEx1n8PwdqkNg1c1RH64oKeLm9U08sPtsTBtnzfBsyhW+fWWcYGSvGs2eYL7H6tDfubN4RWGWaYDtxwZ49yULeebTV3Hn357PxUtqZ11i1DIVZwaTO5ml4r4ayaLaMp769FWzsgCP5sIaDo4KScCaQZaGuh2O9SX5HU2RTBv3dY+OIyUsKXWrNnIp4e1/SGs+D0B9ZRm/a/xHHii+WbW9//kfol9hH30EaSjiT87lWRGvgnJhNRpEcmWaGPQ68ltyvHRZLaVmdWGzrC5GZgTUMbn34IxJ6amytM7KAblI/ZKGiHWeBCOjlBQZWVSbfmtdygQDcPwxVSue5v63IHxSSByMjLi9VJVGqXne/E1ovRDu+6BKf06jvqKY3tDBu3skhsfI8SeUqdbSbXDD11Q76V3XqXHY8Wh/CTpfVh00cZwNb7+wjTFvIKYJWlQtS90q1foVLUuT5EyEylIzzZUl7JcLc+7EmgkW1pbx8ueu5nOvXZ3RK7taq5mSIiPtQ+OJn0xq7quZxm6z0D/NhbWgDM+ywIKaMkwGkU3dSEaN+84Oj1OMh9fs/Bg4u+H230JNlHEFKXDt2iY+NvI3OM77COy4S7XLTj9WHHsMT/NWRoPFLKjOTpnGYBDU2RJ4jSSg1zGRF72IRnGRkSuWq8BwhuFZJHUrVencP640UGlSajYxUbEMrzCndZE4T4IRBysbbdEFOtmi8xWlGVk+M1tfXWamzGxMMjPijW5fX1Ss7MFtDfDrt8Lw6SkP19sm7YqV++q0YKT3gLIkrlsFb/wJXPh+ePvvYbQTfvgaFXDE4vlvQUlVwmmRG1srWdVYzj0vtUcVnWmGZ42Ra6tbBf6JGf8ffOMqSEkyMl/bXM4zrpbQG+1O6jVziWzY9gshVHtvkp1cqbivZppaq3mGZkTLjBSUZiSDFBkNfOjKJWxqq8rK9jNt3Hd20MkdRXdgHdwLb7gLWi+Y9TavW9MACH5X+R646nNKRH/ve5VOBNSFVP8huuyXA+k5ACdLXTwX1iTodUykrMfKNO+7fDFvPr8l/gwprbEAZpUZAVjSUMlJw8JzMzMSDEoOhTppcsrRh8FgmuJmqSGEoK2mLOFJYcIXYMIXnCpgjaSsFm7/nWq9+uWbp9h715cX0+f04AsE6XVMTM0+OLqVJbHFqq5WikOfzZLXwHsfB7MVfnoT7P3tzPccOK70Ihe8N2HdVwjB7Re2caDLwZ7OmULWqH324Y6aaaWavoNKf5Ogk0ZjTVMFjw/X59yJda7TVpN8W3mq7quZRGVGproI9zsmEEKlyM9VPnXtCq5ZXZ/vZST2ypGSZbu+yDXGnQSu/yqsuikj77uwtoyVDTYeOdALV3wGrv1POPAH+O3fKofTY48CsL9sC0DWyjSgXfCllxnxBYIMuLx5z/Jtbqviv9+4Ib5PkSZiNRSpks0sWF5v5T7PBQSazkv5tQUfjHQMu3F6/LnvpDn6iOpMiGGbuyCJK9QphmexsC+Ht/xSjX3/7d+GrxDqyy0EgpLD3U78QTnpMeJxKdfNiVEViES0HIe3976/QssW+MP74K//ObUu++J31LTcLe+P//8PcdvGJkrNRu556cyMx7pGxqnSDM/C7x9lOBMktIGfzpqmclyUMpFDEWshoGVGkmmP7Hd68paFsFsteP1BHBOTeqM+p4eaMktarq46ikwZ9yX0ynEP0Tb4LL8w3IZpa2qTZRNx3ZoGXjkzpMp2F38UbvwfOPKQ8so5+ABULeKApw6z0ZBVQ7H68uIZM8CSRcvy5bNMkzTaMdm+MurE8FRY0WDjB/7XcmLDP6b82oL/1mvi1bW5DEZG2tWV/LQumkjaatRJIZ69cdgKPlZmRGPRZXDLt+DU00oDImXYG2J3hxpA1VRZrFz0fv9uVaJ5092xswyl1fCO+2DTO+CZr8Hv36UMzsYGVEvxhr8Ba138NYWwFRdx68YmHtzTjWPCN+WxntEJGqZrWSxW5a8xvb23Zx9YypVoNgnWhpx2u0oLV8SaDdqqSxn3BaJ6eESiua/mMzMCU02llDX9uVmiyRSZMu5LSFkNn66+g/tr35fRzYIKRqSExw+FJuJueR/c+h11/Dv1NCy7lvahcVqqS5JyJk6X+nILI25fUhYN00m3bT4vmMtUeWbBxbPelCaUPdKTugh7HgQjo5gMguUNORSvHg1ZTMQLRqpLw61vsdCG5M3oponGxtvh8k+r0dLPfSN8EtnVPgKgnGcf/iflCHvj12DZNfG3ZzIr74lr/1NdbfzkBnjyv5Se46KPJl5PBLdvWcC4L8Afd00VsnaNTkR3xK1bPdP4rGev+kIk2VFSZ7NQazVzQC4uSBFrttA6ahKVatJxX80kmvfCQETQ1JfHTI1O6hweLaIpCwLSVY022qpLp7qxbnq7Gm9QUg3r3sSZQXe4USBb1CXrwhqF3lEtGCmAzAjAux9R54JZsthehtEgwhb0qTAPghEHS+usMwWBp5+DM88nnICbFkcfgerFULs05lO0k0J7nI6aYbeWGUkyNXbV52DtG+Dxf2NBz2MA7O4YAWDB0bvhlR8pt9QL3pPc9oRQadC3/krZz++4Szkn2pcn9/oQ61oqWNdcMUPI2jM6Hj1NaV+pxKqaKC0YCLWVJVeiUUsXrG6q4NmxwhWxZoNk28rTdV/NFLVRMiN9zvwJas8FMmnc5w8E6XFM0DJ9QF4GEEJw3Zp6njs+MDXbuvYN8JmTyJbz6RhyZ83wTGM2XiOTmZECCUbMZbMu0YDq4FlQU8qRczUYmaEXOfyQEmj+5Aa44zzY/nUl6swE3jE1VTdOVgQmhVVn4pwUJjUjSdoZCwG3fhdaL6TykY+wyXCckwNj3GZ5leInv6DG0G/79+S2FcmKG+A9j6oW4Kv+JfXXo9p8D/c42dmuykbjXmV4FnVeTt0qZU0+dFL9PngcfO6kxasaa5vKeXSoThexRtBSVaIGCQ7Gb+/Vatr5SiNPz4wEglIJ/gohrV2gZNK4z2gQvPr5bbz30sWZXGKY69c24AtInjzcN/UBIRh2+3B6/FntpIFIS/g0MiNOD0VGQXWyF5rziOV1tvCk4FQo6GCkzzlBv9MztZOm/SX4/d9B40Z14rY1qAmS/7cG7nkLHPrT5BV5Opx6Rk2xjdLSG0lTZQlGg4ibLk+pTKMRavkVtgZ+ZP5fbjK8wFfFHYiW89VQtCgTYJOiYS28/d6UAwKNWzY0YbWYwo6scSdWakPF+g6q27DzamptZWuaKhgJluCpWKyLWEOEp0YnmI0UzozkSe1fUVJEkVGEMyPDbi+BoMx794FOcgghqCw1R7clyACbWquw2yxRB+dppn7ZLtPUhy3h08iMjE5QZ4thRDnP+Y/b1vDnj16W8usKOhiZ4bzaf1RZEpc3wdt+B5veBn/3EHx0J1zyMXXC+s3b1OjqRz+vnp8qRx8Gsw3a4ot9iowGmiqL4xqfDbt9lJmNqdsFh1p+LcLPt813MGqqgbf+GooynzJNekkWE7dtauLPe7sZdfvoDs3LaayMcnKpXQ7CMKkb6d4DRnPKbWXa372nTBexRtKaxNTodN1XM4XBIKgpm3Rh1Voodc2IDqj949rV9Tx1pH+GgFQrQWazrRegsrQIs9GQZmYk/x4j+aLOVjy1gzJJCjoYORgKRlY3lasyzC9er7w/3v4HdcLWqFkC2/4NPnlAzU1ovVBNxf3OBcqRdPBEcm8oJRx9VI1hT6K+lsiAanjMm1pWJBL7cr5T/x88H1jNzxf/z9T/b564fcsCPP4g9+7sjG4Fr1FUorpmtI6anr0qW2JMbfpmW3UpNouJQyzRRawRJGN8lk/3VQ27zRIu02h1eV0zoqNx3ZoG3N4A248NTLlf0+Flu0wjhMAeYS6ZCj2j+etUK1QKOhg50DXKgppSbLjhl29Ujqhv+z1UL4r+AqMJVlyvxj1/6hBc80UlpPzJDcqbPxE9+8DZlVAvotFWHd/4TLmvpj/+eqTuQm73fR5z/Yq0t5FJVjeVs7G1kntebg9bwcf0AahbrbxGpAwNaErd+c9gEKxqKuc5ty5ijWRBElOj8+m+qlFrNYdbkNMd2qczf9m6uIbyYtOMUs2ZITf15ZacBNL15Za0vEb68mgoWKgUeDDiYENDMfz6bWrq4Ft+Dk0bk3uxtU6Vbv7uL4CAu2+Es6/Gf43W0puobTZEW3UpQ2NenBPRNSrDbl/ynTRR0E70jdFEonnibRe2cbzPxYN7umcankViX6kyUsOnwT0IDRvSer+1TRU8PKiLWCNpS2JqdJ8z/wdLu83CgFPppvrPcSt4nZmYTQauXlXP44d68QcmjRnbh9zhbsVsU19enHKZZszjx+nx5/37VWgUbDDimPDRPujio47/hdPb4bbvRbVmT0jdSnj3w2CxwU9vgdPPxn7usUeg+bykDcG0mmas7MiIexZlGibV3k3RdBl54qb1TdiKTRzpdc40PIukbpWyf99/r/o9TeHsmqZyBnwWfJW6iFUjmfbePkf+PT20Mk0wKOl3erBZTGnVmnXmL9etaWDE7ePlU0Ph+9oH3bRlaUDedOrTmE9TUIZnc4icBCOZHl0NcOjsKP/P9AuW9T+myi3r35z+xqoXKdOX8mY1CvvoozOf4+qHzh1Jl2ggsdeIyoykX6bZsqiaCxZWsaYxx1b4cSgxG3nDZlU2iWp4pqF11Oz9LSCgfk1a77emWYlYe60r9TJNiLYEwUi+3Vc1aq0W/EHJyLiPPucEdv3grTONK5bbKS4y8HCoVDPhC9DjmMi6eFWjrtyCc8LPmMef+Mkh4nYS6sQkV5mRjI6uBhAv3MG7TQ/j3vx+Zdw1W8qbVOdN7XI1JXf/H6Y+fvwxQMKya5PeZFuczEggKHFM+GaVGVlst/K7D15MxSwCmmxw+4VtQIK5DDVLQRhh4IgykLPY0nqvpXYrFpOBw0IXsWrUlJkpjTM1Ot/uqxpaZmbA5aHPoVvB68ykxGzkiuV2Hj3QSzAo6RxW+3SuyjQrG9RxSXO6TgatMyxfhoKFSk6CkUyPrmbPr9ly/Bs8Ki6h9KavJm0hnpCyWnjXn6DlArj3PbDz55OPHX0EbI3QmLy2oby4iKrSoqjGZ6PjPqRMwfCsgFheb+Pfb1nD2y5cEPtJJosKSCDtEg2AyWhgZYONF9yt6g49O6KmRsdp7823+6pGrXXShbXP6dHFqzpRuX5tAz2OCfZ0joStEtpylBnZurgGs9HA00f7Ej85hPb9KogheXOIOacZSTi6+vgTcP+H2W1az29b/yV9k69YFFeo1uDFV8IDH4EXvqtM0k78VWVFUgx8Yp0UNPfV6nk6Lv2dFy9ULdfxqAv5iqRgAx+N1U0VPDRYh7z8M0kP2ksVIcTXhBCHhRB7hRD3CSEqs/JGGaKtujSmx02+3Vc1Iofl5XOCsM7c5jUr6jEZBI8c6A3v09k2PNMoNZvYsqiap48mn3HtcUxQZjZitZiyuLL5R8bO5DkbXe1xEmxYz7vcH2dFc5a8NcylykRs1c3wyGfhd+8CjyMlvYhGW01Z1JNCWu6r8w17SDcyy2BkbXM5PRNFdG78JNQuy8DCovIYsFZKuR44Cnw2W2+UCTSvERllNlO+3Vc1tODj1MAY476AXqbRiUpFaREXLanh4f3dtA+5KTMbc3oRd/nyWo72usJ2BYnoc3io17MiKZOxYCRno6vX3MaBG/7ASLBk5kyaTGKywBvvhg23w+E/gdECi69IeTNt1SWcHRmf0poGMDymDcmbf2WapFl2LdSvhZbZaZq1/eBA12gmVhUVKeWjUkpNxfYi0JK1N8sAbTWlePzBqBNH8+2+qmGzmDCbDBzsVuaF+lwanVhct6aB04Nu/nq4j7aaMkSmSvNJcMVy1T35TJLZkR7HRNhKXid55lyZJhkOdKuJgGsSlQFmi9EEt34HrvgnuOwf1GTDFFlQXUYgKOkamdoeNjkk7xzOjLScB3//HJRUzmozKxtsGA0iPB4gB7wb+EusBxOWGnNAvI6aPqeHipL8uq9CyOHSagk7Kec7U6Mzd7l2db0aADnkzlmJRmN5vZWG8uKkSzW9jgldL5IGuWrtzdjoalBmZzaLidaqHOyUBoOaZHvlP6X18lieDyNulRmpPJczIxmiuMjIUrt11sFIMqVGIcTnAD/wy1jbSVhqzAFaMBKtRNjrmDtzM2ptFs6G5hjlO1OjM3epKy9mc1sVkDvxqoYQgsuX17L92MCMDPd0pJSqM2yOfL8KiVx102RsdDWodPyqpvKCmIio9cNPn6I67PZiMghd5JQh1jSVs//s7Mo0iUqNQoh3ATcBb5PRxBhziOaqkvCV5HTmgvuqht06edDWNSM68bh+TQOQu7beSK5YXodzws+ezpG4zxt2+/AGgnqZJg0KrkwTCEoOdTuzX6LJEPXlxZiNhhknhWG38hjJZe1zPrO6qZy+UFdGNhBCXA98BrhFShl/Ct0cwGIy0lheHLWTay64r2po6zCbDFSU6FlCndjcvKGJlQ02ti6uzvl7X7q0FoOAp4/EL9Xobb3pU3DBiKa8z6p4NYMYDYKW6pIZLqwjbu+5LV7NMGubsy5i/TZgAx4TQuwWQnw/W2+UKVqjTO+dK+6rGnarOXRr0QPzLFNo7enTaago5uFPXM7SuvQMEmdDRWkRG1srE+pGenQr+LQpuGBEO9kUSmYEVE/89Nr9sNt7botXM8zqpnI+dOUSWqqyMzRQSrlUStkqpdwY+vfBrLxRBllQMzMY0dxX50pJRMuMzJVMzTynoNrT5xpXLK9j79lRhsa8MZ/TFw5G5kawX0gUXDAy6PJiKzaxtM6a76UkjWZ8FikzGHH7dPFqBikvLuIz16/My1XTXKWtupQ+p4dxbyB8X+8cO1hqLqxzJTiazxRae/pc44oVdqSE7cdiZ0d6RkNW8LpmJGUKLhh596WL2P2v11JkLJylt9WU4fT4GQ510ICeGdHJPlonV8fwZHZkrrivamgZEb37IOfM+fb0uca65gqqSovilmp6nRPUlJkxmwrn/DRXKMhPzFgAXTSRTPd8kFIqAWuZnhnRyR7RpkbPFfdVjXAwMkfWU+jMp/b0uYbRILh0mZ1njg4QDEZvpusdncj7zKdCRe8rzQHh9t7BMTa2VjLuC+D1B/XMiE5WiWZ8pnUbzRWNRmNFCZcvt3PJ0iyNdjjHkFJui/d4RHv61XO9PX0ucsVyOw/u6eJQjyNqE0Wvc4IGPcuXFgWZGSk0NHM2rc1SK9fo3TQ62aS6zIzVYpoSjPQ6JuaE+6qG2WTgZ+/ewnkLqvK9lHlPobWnz0UuX6aC5lilmp7RuePhU2jowUgOKDEbqbNZwh01w2P6kDyd7COEmNHeO5fcV3VyTsG1p8816sqLWdVYHtVvxBcIMjjm0cs0aaKXaXJEW8RJYSScGdGDEZ3s0lZdwon+SfffueS+qpNbpJRL872G+cAVy+38aPtJXB7/FAftAZcHKaFB/36lhZ4ZyRFtEZ4PQ+EheXqZRie7aG3lmuBuLrmv6ugUIlcst+MPSp4/PjDl/p5R3fBsNujBSI5oqy6lxzHBhC/AiFsv0+jkhraaMjz+IP0uz5xzX9XRKUTOW1BFmdk4QzfS69Da5vXvVzroZZocsaCmFCmhc3ic4TF9Yq9Oboic3ltkNMwp91UdnULEbDJw0ZJanj7aj5QyPMZgrhkKFhp6ZiRHtFWXAdA+NMaw24vNYioo4zadwiSyvVc/WOroZIYrVtjpHB7n1MCkHqvXMYHJIKgp0zPe6aCfDXNEpAHViNurG57p5ITmyhKEUMGI5r6qZ0Z0dGbHFcuUEVxkqabHMUGdzYKhwEw55wo5CUYKfVpkJqi1mik1Gzkz5GbY7dM7aXRygtlkoKmihA49M6KjkzHaakpZVFvGMxHBSJ/DQ32F/t1Kl1xlRs75aZFCiHBnw4g+l0Ynh2ht5XPNfVVHp5C5YrmdF04OMuFTgyh7HRPU62MN0iYnwYg+LVLRVl3KmUEtM6KXaXRyg7bfzTX3VR2dQuby5bVM+IK8cnoIUGWaBj0zkjb50Iycs9MitSvU4TGv3tarkzPaakoZcHk4NTCmeyDo6GSIrYtrMBsNPH2kH7fXj3PCr0+fngUZC0b0aZGJWVBTiscfxOnx62UanZzRGhJP724f0afj6uhkiFKziS2LqnnmWP+kx4j+/UqbjPmM6NMiE6OdFACq9G6agkII8UXgViAI9AHvklJ25XdVybEgtN85PfqVm45OJrl8eS3/9dBhdncMA+hlmlmQq24afVoksKCmLPyzXqYpOL4mpVwvpdwI/An41zyvJ2naIoJgvZNGRydzXLG8DoDf7egEdCv42ZArzYg+LRLl+aC1oOsC1sJCSumI+LUMKJjsXmVpEbbQQC/dY0RHJ3Msr7fSUF7M8ycGAT3Ynw05sYPXp0UqzCYDjRUlnB0Z1zUjBYgQ4kvA3wKjwFV5Xk7SCCForS7lYLdDP1jq6GQQIQSXL6/ltzs6KTUbp0zx1UkN3YE1xyyoUSlzfS7N3CORCFtK+TkpZStKgP2RONuZcx1hWqlGz4zo6GQWrVTTUF4cnlOjkzp6MJJjtJOCnhmZe0gpt0kp10b5d/+0p/4SeEOc7cy5jjAtCNYzI+c2QogvhpywdwshHhVCNOV7TYXOpUtrMQh0cfgs0YORHHPlijouW1ZLqVk3niokhBDLIn69FTicr7Wkw+XL7VywsEpX++sUrBB7rlJRWsQbz2vhyhV1+V5KQaMXuHLM9WsbuH5tQ76XoZM6XxFCrEC19p4BPpjn9aTEJUtruWRpbb6XoZNnClmIPZf57zduyPcSCh49GNHRSQIpZcyyjI5OIVGoQmyd+Y1eptHR0dGZR2RCiD0XRdg68xs9M6Kjo6Mzj0jkhh3BL4GHgC9E2cadwJ0A559/vl7K0ck6emZER0dH5xyh0IXYOvMXPTOio6Ojc+5Q0EJsnfmLmMsz64QQ/agvzHRqgYEcLyeT6OvPPQuklDk3/YizD0Nhfo4ahbx2KNz153w/nsf7MOjrzwdR9+E5HYzEQgixQ0p5fr7XkS76+nWgsD/HQl47FP765wqF/jnq65876JoRHR0dHR0dnbyiByM6Ojo6Ojo6eaVQg5E7872AWaKvXwcK+3Ms5LVD4a9/rlDon6O+/jlCQWpGdHR0dHR0dOYPhZoZ0dHR0dHR0ZknFFwwIoS4XghxRAhxXAjxz/leT6oIIU4LIfaFRnjvyPd6EiGE+LEQok8IsT/ivmohxGNCiGOh26p8rrHQ0Pfh3KLvw5lH34dzz3zfjwsqGBFCGIHvADcAq4G3CiFW53dVaXGVlHJjgbRk3Q1cP+2+fwaekFIuA54I/a6TBPo+nBfuRt+HM4a+D+eNu5nH+3FBBSPAFuC4lPKklNIL/BplaayTJaSUzwBD0+6+Ffhp6OefArflck0Fjr4P5xh9H844+j6cB+b7flxowUgz0BHxe2fovkJCAo8KIV4VQrw/34tJk3opZXfo5x6gPp+LKTD0fXhuoO/D6aPvw3OHebMf67Npcs+lUsqzQog64DEhxOFQxFuQSCmlEEJvyTq30PdhnUJnXu3DUPj7caFlRs4CrRG/t4TuKxiklGdDt33AfaiUZ6HRK4RoBAjd9uV5PYWEvg/PDfR9OH30fXjuMG/240ILRl4BlgkhFgkhzMDfAA/keU1JI4QoE0LYtJ+Ba4H98V81J3kAeGfo53cC9+dxLYWGvg/PDfR9OH30fXjuMG/244Iq00gp/UKIjwCPAEbgx1LKA3leVirUA/cJIUB99vdIKR/O75LiI4T4FXAlUCuE6AS+AHwF+K0Q4j2oaZ5vzt8KCwt9H849+j6cWfR9OD/M9/1Yd2DV0dHR0dHRySuFVqbR0dHR0dHRmWfowYiOjo6Ojo5OXtGDER0dHR0dHZ28ogcjOjo6Ojo6OnlFD0Z0dHR0dHR08ooejOjo6Ojo6OjkFT0Y0dHR0dHR0ckrejCio6Ojo6Ojk1f0YERHR0dHR0cnr+QsGBFCtAohnhRCHBRCHBBCfDxX762jo6Ojo6Mzd8mZHXxoomCjlHJnaEjRq8BtUsqDOVmAjo6Ojo6OzpwkZ5kRKWW3lHJn6GcncAhoztX76+jo6Ojo6MxN8jK1VwixENgEvBTlsfcD7wcoKys7b+XKlbldnM685NVXXx2QUtpz/b61tbVy4cKFuX5bnXlKPvZjfR/WySSx9uGcByNCCCtwL/AJKaVj+uNSyjuBOwHOP/98uWPHjhyvUGc+IoQ4k4/3XbhwIfo+rJMp8rEf6/uwTiaJtQ/ntJtGCFGECkR+KaX8Qy7fW0dHR0dHR2dukstuGgHcBRySUn49V++ro6Ojo6OjM7fJZWbkEuAdwGuEELtD/27M4fvr6OjozFuEED8WQvQJIfbHePxKIcRoxPH3X3O9Rh2dWORMMyKlfBYQuXq/ucq4N0DHsJvl9bZ8L0VHRycerj4I+KCiYJr+7ga+DfwsznO2Sylvys1y8sOo28fouI+2mtJ8L0UnBXQH1hzz5b8c4tZvP4c/EMz3UnR0dOJx3wfh9+/O9yqSRkr5DDCU73Xkm68/doQ3fv95cuWhpZMZ9GAkh4x5/Pxh51nGfQGGxrz5Xo5OARAM6gfUvBAMQPuLMNKe75VkmouEEHuEEH8RQqzJ92KyQdfoBH1OD53D4/leik4K6MFIDvnT3i5cHj8AfU5PnlejM9f5+mNHueGb23F7/fleyrlH3yHwjcFYP8yfK+ydwAIp5QbgDuCPsZ4ohHi/EGKHEGJHf39/rtaXEUbc6kJv/9nRPK9EJxX0YCSH3PNSO8VF6iPv14MRnQTsPzvKkV4nX/nL4Xwv5dyj8xV1G/TB+PCsN+cPBBkd9816O7NBSumQUrpCPz8EFAkhamM8904p5flSyvPt9px7Bc6KYbf6nPfqwUhBoQcjOWL/2VH2dI7y9gsXAHowopOYfqcHIeBnL5zhueMD+V7OucXZCJOvsdlnBr7x+DG2ff3pvOoYhBANIYsFhBBbUMf/wbwtKEvomZHCRA9GcsSvX2nHYjLw/isWA9DnnMjzinTmOgMuDzeua2SxvYzP/H4vjon8XlmfU3TuAEu5+tnVN6tNBYOS37/aSb/Tg9OTvZKbEOJXwAvACiFEpxDiPUKIDwohPhh6yhuB/UKIPcC3gL+R80zlKaVkJJQZ2Xd2VBexFhB6MJIDxjx+/riri9eub6TOVkx5sUnPjOjERUrJgMtDa1Up//umDXSPjvOff9IHXOeE8RHoPwzLrlG/j80uGHn59BA9DnXxkc3vvZTyrVLKRillkZSyRUp5l5Ty+1LK74ce/7aUco2UcoOUcquU8vmsLSZPOD1+/EHJotoyRtw+XcRaQOjBSA7QhKtvu7ANALvNQr9LD0Z0YjM67sMXkNRazWxqq+KDVyzhtzs6+evh3nwvbf7TtVPdrgh5MrpmV6a5f3dX+Gf9IiS7DIe6FC9bpqQw+/RSTcGgByM54J6X2lleb2VzWxUAdbZi+hz6QWkukYR7pRBCfEsIcVwIsVcIsTmb6xkIBat2mwWAj29bxsoGG/90777wAVcnS3TuAAQs3QbCOKvMiNcf5C/7u1ndqEo+ejCSXTTx6tbFNRQZhR6MFBB6MJJlNOHqW7e0EdKO6ZmRucndwPVxHr8BWBb6937ge9lcTL9TBRx2qwpGLCYj//vmDQyPefnCAwey+dY6na+AfSWUVEJZ7aw0I88e72fE7eM9ly4C9GAk2wyHxKv15RaW19vY16kHI4WCHoxkGU24+vpNLeH77DaLflCaYyThXnkr8DOpeBGoFEI0Zms9WrBaG8qMAKxpquBjVy/jgT1dPLSvO1tvfW4jpcqMtJyvfi+rm1U3zf27u6goKeKmDY0UGYV+EZJltE6aqlIz65ordBFrAaEHI1kkUrhaUVoUvr/OZsHtDYQN0HQKgmagI+L3ztB9M8iEYdRAKFjVMiMaf3/lEta3VPD5P+7XA9psMHQSxoeg5QL1u9WedmZk3BvgsYO93LiuEUvvbv6x+AH9b5ZlhsdUmaaq1My6lgpGx3URa6GgByNZRBOu3r6lbcr9mg5APzDNTzJhGDXg8mAyCCpKiqbcX2Q08L9v2oDL4+dz9+3Tr/oyTWfIX0QLRmaRGXn8UC9ub4BbNjTB7l/xgcCvGHE4M7RQnWiMuL0IAeUlRaxrrgBg77lcquk/Ak9+uSBchPVgJIvc83IHy+utnLegasr9ejBSkJwFWiN+bwndlxX6nR5qrGYMhpmDrpfV2/jHa5fz6MFe7tuVtSWcm3S+AmYr2Feo3612cPWmdTC/f3cX9eUWtiyqBqcqq0mHXl7LJsNuHxUlRRgNghUNNl3E+vKd8PRXwD33ve30YCRLHOgaZU/HyBThqkadrRjQjc8KjAeAvw111WwFRqWUWTuzDLg84aA1Gu+5dDHnL6jiCw8coHtUT0NnjM5XoHkzGIzq97I6CHhhIrUT2qjbx9NH+7h5fRNGgwBnDwBGlx6MZJNht5eqUjOgRN8rGmznthNrx0vqdpbGfblAD0ayxK9enilc1dAzI3OPJNwrHwJOAseBHwIfyuZ6Blxeaq2xgxGjQfA/b9qAPyD5p3v1ck1G8Lqhd/9kiQbAWqduUyzVPHygG19AcsvGJnVHKBgp8fQR0CcxZ40Rt4/KCH3eOS1i9TihN9R555r7/kR6MJIFYglXNSpLijAZxPwORoLBfK8gJZJwr5RSyg9LKZdIKddJKXck2uZs6Hd64gYjAAtry/jsjSt55mj/FGMtnTTp3gNB/9RgpCyk+UnxyvL+3V0srClVuoVgEFwqGLHLoXD7qU7micyMAKxtViLWjqFzMHt49lWQoeOwnhk5N4klXNUwGAR2m4W++RqMBHxwxyZ44Tv5XklBEgxKBsfil2k03n7hAhbWlHLvzs4crGyeo03qbT5/8j5rvbpNwfiszzHBCycHuWVjsyrRugdVkAM0iKH5fRGSZ6ZnRtY3VwLnqBNrx8uTP+uZkXOTe17uYFndTOFqJPPaa+T0dhg+PdmZMEvueOIYP33+dEa2VQhMWsEnDkYMBsH1axt54cRg2GNBJ03O7oCqhUq0qqGVaVKwhH9wbzdSorpoIJwVAT0YyTbTMyPLG6wUGQV7z47kb1H5ov1FsK+CotKMBSMDWfTJ0YORDKMJV2+/cKZwNRK7dR4HI4ceVLfDp2a9qdMDY/zf40f57Y6OxE+eJ2hf+FqrOcEzFTesbcAflDx2cO5f/cxpOndMLdEAlNaAMKSUGXlgTxerG8tZWmdVd4T0IsGiUhrE8Pz93ucZjz+A2xugKiIzcs6KWINBlelru1AF1Bko0+w4PcQFX3qc433ZaU/Xg5EMowlXX7cpqh9WmLryeVqmCQbg0J/Uz8OnZ725HzxzgqCE9kH3OSNC6582lyYR61sqaK4s4eH9PYmfrBOd0bPgODu1RAOqq6a0JumD+ZnBMfZ0jHCrJlyFybbehg0qM5Klq8u5Nl8p14yE5tJUlk4N4tc1V7Kv8xwTsfYfBo8DWi9UpcYMZEZ2d4wgJRzvG8vAAmeiByMZJCxcXdc44wsxHbvVwtCYZ/4p6zteUleRjRthfFiNY0+T7tFxfv9qJ7ZiE06Pn9FxX8aWOZfpj+G+GgshBNevbWD7sQGcE+fGZ5Rxzk4zO4skBeOzB0JC4ps2RAYjobbe5s3UM0y/I2tiyruZQ/OVcs1whBV8JOuaK3BM+GkfcudjWflBa+ltzVxm5HifC8ieJUXOgpFEUft8ICxcvTC6cDUSu81CUMLg2DzLjhx8AIwWuPAD6veRM2lv6s5nThKU8IltywHOGUX8gCs0JC/JzAioUo03EOSvh+e+aj4d/rjrLFd87Ul8gSx1aXW+ovbbhnUzH0vSEl5KyQN7utiysJrmypLJB5zdKrtStZAiEWBiNDt/o7k2XynXTFrBT+1g1JxYzykRa8fLUFoL1YszlhnRgpGe0QIPRkgctRc8yQhXNeya8ZljHgUjUiq9yJLXQP1adV+apZpBl4dfvdzObRubuXhJDcA5c2Uz4PJQZJxpBR+PzW1V1Nks/GXf/CzV7Okc4cygm1MD2UkR07kDGjeAKUpGs6wuKc3I4R4nx/pc3BxZogGVGbE1Qrk678vRvLnm5nS+Uq7RBNzTs9LLG6yYjYZzLBh5SWVFhFDByPgQ+NMXuEspOdM3zO3GJ+gbzc5xOGfBSBJRe0HTPTrOno4R3nx+a1zhqkbY+Gw+TfE8uxMcnbD6FtWVADCUnoj1x8+dwuMP8vdXLqG1eIJyXOdMMNLv9FBTZklqP9JQXTUNPHW0D7d3/g1g1LJFh3uyIJ4L+KBrV/QSDYTS3P0JLeHv392F0SC4cW3D1Aec3eqEYFNBitE19wPGTMxXyjXDIc1IVdnUIF4Tse47V2bUuPph6AS0blG/p2ncF8ngmJeNnh38V9FdVA1kx2JpzmlGCjEiBzgREvWsDaUEE1E3H11YD90PBhOsuAGKy1VqOo3MiGPCx8+eP8MNaxtYWmfFev+7uaP4znMmGElkBR+L69c2MOEL8vSRwvneJIs2xfhIjyPzG+89AP4JaDk/+uNldvCPg9cVcxNSSh7c08Vly2qpma71cfZOyYxYJvLW9ZTT+Uq5JpZmBNRxef+54sTaGfIXab1Q3WpeObMo1Rzvc9Eo1Hwbkys7BotzLhgpxIgc4NSAOlAttpcl9fx5ZwmvlWgWXQ4loTJV1cK0gpGfv3AGp8fPh65cqrbbvZc1hlN0nEPBSLJtvZFsWVhNdZmZh+ZhV43W7ny4OwuZEc3sLFYwEvYaiV2q2dk+zNmR8UlvEY1gQJ0EbA1QVkcQA+W+fjz+QAYWnjI5na+Ua0bcXoqLDBQXGWc8tr7lHBKxdrwEhiJo2qh+T2L/TcTxPhcNYhiA4vHsBNNzLhgpVE70j1FmNoYzHokoLjJiKzbNn2Ck9wAMnYRVt0zel0YwMu4NcNezp7hyhV1lmcYGwDNKbXCQ/sG5P3kyEyRjBR8Nk9HAtavr+euhXiZ8WTzZObrgd+9Sf5scEQ5GslGm6dyhrh4rWqM/XpY4zX3/7i4sJgPXrplWohkbABlQwYjRxERxLQ0MM+jKvEHdXJuvlGuG3b6oWRGYFLHuPRdKNR0vK/1TUUhEnaHMSLNRBSPV/r6sHF/0YCRDnBoYY5G9LKU6f918cmE99AAgYOVNk/dVLYTRDggkr2H41cvtDI15+chVS9Udg8fDj5U4TuDPVjfFHCEYlAy6vGmVaQBuWNfImDfAs8eyGCg8/VU4cB8c+Uv23iMCXyDIsNtHmdnI2ZFxHJluX+58RelFYn13rfHn0/gDQR7a1822VfVYLaapD4Y8RrCpEo2vtCFrLqxzbb5Srhlxe2NaKiyvt2E2Gua/+Znfq7R7bVsn70tzvlIkJ/pdLCxSJdIGMUSvI/MdNbls7Z0RtefqvXPByQEXi2qtKb1GzafJTptUzjn4ACy4eKqVdtVCNZPDkVxZ2usPcuczJ9myqJrzF1arOwePhR9fJM/SnaW2srnC6LgPfzA5K/hoXLS4hvJiEw/tz1L2fbQTdv1S/dz+YnbeYxpDYyqLsHWx6qo6msnsiHtIif1ilWggIjMS/WD+/IlBBlxebp5eooGwx4gWjEhbo24JnyVUZiR6B5rZZGBlo23+d9T07IWAZ1K8CmCyqNL5LDMjDQaVGWkUQ/RmoQs0l900M6L2XL13tvH4A3QOj7O4Njm9iIbdVpyzg1JWhVsDx6D/0NQSDUx21CRpC/+HnZ30OCYmsyKgMiOGIoKGIpYYuua9bkTrrqpNMzNiNhnYtrqexw/24vVnIYv07DfUbeNGaH8h89uPgvYduWRpLZDhUk1nHLMzjTL1vrHm09y/uwubxcSVK6Jo3MKZEVW+MVU2K0v4+dRFN0eYPpdmOmubK9g330WsmtlZy5ap98/Ca8Tl8dM9OkFVQGVbG8VgYWdG5jPKqjx58apGrso0n/3DPt73syxmZA/er25X3Tz1/qpF6jYJ3Yg/EOR7T59gXXMFly2rnXxg8ARULyZQuZCloiurAjQhxPVCiCMhu+x/jvL4u4QQ/UKI3aF/7830GgZSdF+Nxg1rG3FM+HnhZIY1No5u2Pkz2PhWWPt6lVHIwWhyTS+yvqUCm8XEkYwGI6+o2TNNm2I/x1gEJdVRMyMTvgCPHujh+rUNUYWTKjMiwiLC4uoWyoWbkZGRzKxfJ8zwmHfKxN7prGuuwDnh58zgPL6gaX8RKtvCnVthZuHCeqLPhRU35oAbaamgRjgZGM58hkkPRjLAiX7V1rso5cyIhTFvgDFPdn0hdrUP8/ihPl4+lSWbl0MPqJkeFdP8k8qblKo7iWDkz/u6OTPo5sNXLZ2quxk4BrXLMNWtYKkhe8GIEMIIfAdlmb0aeKsQYnWUp/5GSrkx9O9HmV7H5Fya1LtpNC5bVkuZ2cjDmS7VPP8tVXa79FPQdrG6LwelmkhH2hUNNg7Psr33ZL+L13/3OVUiPbsD6teAOcF3N8bB/JXTQzg9fm5cF8PI1NWjMitGdZI0VbYA4B3unNX/QWcqwaBkdDy2gBXmlxOrlJLvPHmcrz96hHtf7eTVM0MMOCeQmtnZdGaRGTne56I+1ElDy3kAjA9lfv/Vg5EMoLlCphyMWHPT3qtt/46/HkvwzDQYPg3de5TR2XQMRhWlJwhGgkHJd588wbI6K9euro94IKA6dGqWIGqXs0D00jmYBZ8JxRbguJTypJTSC/waZZ+dU7S/VbqaEVCdWq9ZVc8jB3ozJ/h19cGOH8P6t0D1opBbaXFOSjWTU4y1YMQ5q1T7owd72dk+wqP7u6Hz1ZnD8aJRZo/aTbP92ABmo4ELF1dHf52zJ1yiAeaCC+u8xDHhIyihqix2MKKJWOdDMNI+5OZrjxzhW389zj/8bg9v+N4L3PZfv0a4evnu8Ro+9MtX+erDh/nNK+0c7HKEgpH0MiPH+100h/QiolkFI/7hzE9RNyV+ik4iTg24sNss2IqTt+8GNbkX1NXwwhQDmWTxBYIMjqnujO3HBtjVPsymtsR29UmjTeidrhfRSKK994nDfRzpdfJ/b9mAwRCRFRk5A0Ef1CwDYxFF+PH3n0TFDRknmlV2lEsM3iCEuBw4CnxSSjnjWymEeD9qEBltbYnnFEUy4PKmbAUfjRvWNvDgni5ePj3ExUtqE78gEc/fAQEvXPYP6neTWZ3EcxGMOD2UFBkps5hY2VjOL19qp3t0gqbI+S8psKtdHViPHtgJntH4ehENa53qUpjGM0f7OW9BFaXmGIdSZ3dYvAqEXVgNBeDCWkiE3VfjlGnCItZ50N67/6y6KLv37y+msrSI9kE3hv2/g/3QU7mBw91OHj3Qiz8oKTIK9l5TQ4lvDDwusKTWaHG8z8Ua2xhMEP6uCEfmjc/0zEgGONk/lrx4degU7P0dMGl8ls35NNpV5fsvW0xlaRHf/uvxBK9IkUMPqOFi1YuiP161MK4lvJSSbz95nNbqEm5eP60bYfCEuq1ZCrXLALCMnsjAotPmQWChlHI98Bjw02hPmo1xn+YxkkqLeDSuXGGnuMjAw5kwQBsbhFfugrVvgNoIcXHbVujeqw5wWWTA5aE2VLZa2WADSLtUI6VkV/sIAMEOzewsiWCkbGaZps85weEeJ5ctjxPsxciMWLJkHHWuEs99NZJ1zRXs7xolWODT0g90jWIyCNY2l7PEbuWqlXVcUXIKzFb+471v5q//eCWHv3g937l9M76ApN0TCkDSKNWc6HOxojT0HQ9lRizjmQ+m9WAkA5waGEtOvOp1wz1vgT+8F4ZORZRpsteuqgU6C2vLeM8li3jicF/meu0d3Uq9vSpONaN6EUyMwPhw1IefPzHIno4RPnjFEkzGabuj5jFSs1RlR4AGb3vmfSYUCa2ypZSDUkotcvwRcF6mF5GuFfx0Ss0mrlxex8P7e2Z/4H3xO+Bzw2X/OPX+touUodfZ7NpVDLi84bLV8notGElPxNo9OkGf08NFi2tYHTiC31yu9q9EWO3gGwPv5KC+546r7oLLl8UIOAN+FcBEZkbMZUwYrVi983O6cr6YHJIXP6MYFrEWeFfegS4Hy+ptWEwRoumOl1SwYFRZOpPREA6UDzlDWcQUSzVef5AzQ24WFDmguALKahk32rB6ejPelaQHI7Nk1O1jcMybnF7kkc/CwFH18/57qSo1YzKIrLb59YU0CHU2C++8ZCG2YhPfeTJD2ZHDoRJNNL2IRri990zUh7/91+PU2Sy8YXPLzAcHjoW/ABSXM15Sn8323leAZUKIRUIIM/A3KPvsMNPGrd8CHMr0IpQV/OyDEYAb1jXQ5/Swsz16IJgU7iF46U5YfSvUrZz6WOsW1YmSZRFr5GdSUVJEc2VJ2h01Wlbkw1ctZZPhOB0lq8GQxGFQ8xqJOJhvPzpAdZmZ1Y3l0V8z1gfIqZkRwF1cT01wKOvC9XOJ4TGtTBM/M7J2nohYD3Q5WNMUsd95XNC7f4Z4tby4iCX2MnYNhz6XFDMjpwfHCAQl9WIoXGJ0F9djDw7iyvD+qwcjs+SkNpMmkeHZgfvg1bvh0k9A61bYfy8Gg6DWaslqmUbrB68vL6a8uIh3XbyQv+zv4Whvegdzjz9Aj2Y8dvB+qF0O9hWxXxAORk7PeGh3xwgvnBzk/Zcvjt4WOXhcXbWGShaBqqUsEV10DI2ntfZ4SCn9wEeAR1BBxm+llAeEEP8hhNCirY8JIQ4IIfYAHwPelel1qDJN+p00kbxmZR1mo4G/zKZU89IPwOuEyz8987HictWJkmXdyPQAbUWDLe0ZNbvahzGbDGxpNrPC0MkL3sXJvXDa5FMpJduPD3DJ0tqpOqdINI8R69RgxFdaT4MY1I3PMkiyZZrl9TbMppATq7NXTWwuMPocEwy4PFODkbM7QAajdtJsbK3iuZ7Q8TXFzMjxPnV+qwwMhEuMPmsTDWIw48Zn8zYY+dx9+7jnpfasv0+4kyZemWakHR74uBL8XfU5WPdG6DsIvQew2yxZz4wIQfgE9+5LFlFqNqaVHfEHgrzn7h1c/81n8Dn64MxzsYWrGpUL1G2UYOSxgz0YDYK3XBBjJsjgiSkp9KKGlSwRZ+kYHIv+/FkipXxISrk8ZJf9pdB9/yqlfCD082ellGuklBuklFdJKQ9n8v2DQRkWG2cCW3ERly6r5eH9PemlVCdG4cXvKYv/hrXRn9N2EXS8kpLlfyoEgpKhMS/2iABtRYONE/2utEzddnWMsK65AnPvHgwEeXS0Jayrisu0YWNHep30Oz1TPXGm4wxdhU7LjEhbEw1iOLn31UmKEbcPgwBbcfyeDLPJwKoGG2fPHINvblDC7ALjQJfSS61pipgQ3xGa1BvFSXhjWyUnxixIYUw5M6IFI8XjveHMiChvDrmwZlZeMC+DEY8/wG9e6eD3r2a+/Wg6J/vHMBoErVWl0Z8Q8MO97wUkvPEu5Tew+jYQRtj3+6wbn/U7J6gpM4f1GFVlZt6xdQEP7ukKB1LJ8pW/HObZ4wOMuH10vXSvisTjlWhAXT2X1kR1YX3p5BDrmiuidyF5x8DRGdaKAFjqV1Iuxhnqy/7fNR+MjPsIzMIKPho3rG3g7Mh4emnpl+5U3SbRsiIabVuVlqJnb/qLjMPQmJegnOpIu7LBhj8ow1nJZPH6g+w7O8qm1srwpN7dwSXJzfGZZgm//ah6TfxgZOpcGg1TZRN2RhgYzU5QfS4yHJpLEzNLFcHa5gqu7Pkp+MfhxF9zsLrMcqBLfZdXNdom7+x4CeyroKRyxvM3tlQiMeCx1KQVjLRVmDGM9YUzI+bqFmqFg/4MG5/Ny2DkWK8Lf1ByoMuR9cFqpwbGaKsuxWyK8VE+/RW1o9z0f5MlC6sdFl8J++/FbjWHdR3ZoM/hwW4rnnLfey9bTJHRwHdTyI7ct6uTHz17its2hjpeDj2osh4N6xO/uGrRjMzIuDfAns6R2P4MQyfVbc2SyfvsywEI9h9Net2FRCY8RqZzzep6TAbBQ/tSLNV4nEq4uvz6yVHk0WgNDeTKkm4k0mNEY2WDSk+nWqo53OPA6w+q1vbOHciapRjKanjmaOxpvGHCw8bUc7cfH2BpnZXGijjtxc4epakpmypwLa5uwSgkzqHMt0eeq4y4fQnFqxoXVTu4jScJGotVUOovrAzVgS4HC2tKJy/igkGVnWyL5kQAKxtVaWrYUJVWmWZzjU9deIaC6tJalcl2DWTW+GxeBiMHu1Uay+MPcrQ3u22HJwfGYotXT22HZ/4HNr5dlWYiWfdGGDnDenGMQZeHQJZazfqcHuqmpf3tNgtv3dLGfbvOJiUG3dc5yj/fu4+ti6v52ps2sKkOmodeUlmRZFpQo3iN7GwfxheQ4eFnMxgIGbTVTmZGqFXBSMlohtuT5wgDYffVzAUjlaVmLlpSw8P7u1Mr1bzyI9UBdfln4j+volkZ22VJNxItGFlsL6PIKFLuqNHEqxtbK6DzFUTLBVy6tJZnjvUn7jgymaG4EsbU+PSXTg7Gz4qAyoyU1YW7GzRKapX3jHco88Znc2GkQT5INJcmkkvO3k0QA/vWfBr8E1H9Y+Yy+7tGp5ZoBo6oDGY051WgyGhgbVM53YHylDIjwVD2cV15KINXri5ELdVq//UNZTZDPT+DkS5H+By5t3Mka+8TDEpODbiiByNjg/CH96kr+xu+OvPxlTeB0cLm0ccJysnJpJmmzzkxIxgB+OAVSzAIwfeeju/b0e/08P6f76DWauE7t2+myGjgbVWHMeHHv+LmuK8NU7UQRjqm6ApeOjmIQcD5C2IYsGkeI9URAkNbIx5DKdXuM1kL3vJJtBNvJrh+bQOnB93Jn7y9Y/D8t2HJ1WH757i0XawyI1kYQDb5mUyeaIqMBpbYrRxJ0WtkV/swdTYLTfSpckvL+Vyx3M6Ayxu+gIlLyBJ+x+lhPP5gEsFIzwy9CICxQh3Ugxl2YZ0rIw3yQbyJvVMYPEHlsXv5ldzGE8ZL1H1nns3u4jLI6LiPjqFxVkeKV7XheDGCEVAi1pPjZcgUMiNnR8aZ8AVZrnmMaOXG8tDYjySnsSfL/AxGuh1sbK2kvNjE3iy2cPU4JpjwBWd6jEgJ938Y3IPwxh9Hd7wrLofl17Go9zGMBNScjAwTCEoGXF7qy4tnPNZQUcybzm/h9zs66R6N3p3i9Qf58C93Muz28oN3nEdN6CR5qe95umU1e2QS/gygghEZUBqQEC+eHGJtLL0IqE6a8uapM0OEwGlbzELOZmVqZL7pz8CQvGhcu7oBgyD5rpodPwH3AFyRICui0bZVndy10loGGXCqIH36FOOVIVv4VNjVMcKmtkpEhNmZ5sPwzLFkSjV1MNbP9mP9FBkFFy6KkdXTcPbM0IsAES6sGZ4dNEdGGuSDkZBmJCFPfQVhNPOk/W283AvUrYHTz2V9fZniYFi8GhGMtL+kdHnVsTvDNrZV0hOsUGWaYHLSBU282lY0ou4IZUa0W9NYZvffeReMSCk5FOrBXt9SmdXMSMyZNC//EI7+Ba75DzXDIxbr3ojFM8BWw8GsiFgHx1T5R7Odn84Hr1hCUEp+8HT0k8gX/3SQl08P8dU3rA/35+NxUd/3LA8HLuDFU0n6V0xr753wBdjdMRK7RAMweCyqGVWgeilLDWezOr03X/S7PJiNBspLMjulwW6zcMHCav6yL4mDh29cDcRbdLkKMpKh7SJ1m4VSzYDLg9lkwGaZ+pmsaCine3SCUXdyrZlDY17ODLqVXqT9eTDboH4tdbZiVjWW8/SRJIIRqx1cfWw/NsB5C6oosyT4Ozm7o2ZGKK3BjykbLqzRRho0R3neG4QQe4UQvxdCRG1lE0K8XwixQwixo78/ic8mz6gyTYLMSP8R2Pc72PI+WlsXsv+sA7ngYtWJUiAtvpp4dWonTWg4XpyS+caWSvplJUL6YxpQTkcLRuoYAoMJSkOZQIsVt8FKSYb333kXjHQOj+P0+FndWMG6lgqO9DiZ8AWy8l4n+9Ufa4k9IvPRsw8e/Twsuw4u/GD8DSy7lmCRlVsML2QlGNH8S6KVaQBaq0t53aZmfvVy+4z3//XL7fz8xTN84PLF3Lox4nh2/DGEf4IDFVfwYrIj6rVgJGQLv6t9BG8gyIWLYohXpZz0GJmGuX4lTWKI7r65f4BMlQGnl1qredZW8NG4cV0jx/pcic3Cdv5M1ZUTaUUiqV0OJVVZCUb6XR7sUezxV4Y6CY4k6Zezu0MdgDe1VsKZ51WgZVDeC1cst/PqmeHEJk5ldQRdfRzsdnBZLNdVDb9XZZeiBSMGA46iWso8edmHsz7SINdM+AJM+IKJMyNPfRmKSuGSj7OuuQKXx09f9XmqG6x7T24WO0sOdjmoL7dM6srGBmDohDIgjENrdQnjltDFX5K6keN9LmrKzJSM9ymvnAhzQJelngpfX0ZdWOddMDIZOZazoaUCX0CmbR2diJMDY5SajZMne+8Y/P7dqr3qtu8mFncWlRBceTM3GF9mYDTzawyn/W0zyzQaH7pqKb5AkB9tn8yOvHpmiP93/34uW1bLZ66f5rp54D4os2Nddik7Tg8n5/VQ3gRGczgz8qKmF1kYIxhxDyqPi0jxaghb6xr1lK6Mm5/mnf4MWcFH48Z1jRgNggf2JKjzvnKXuspaeGnyGzcYVFdNFjpqlBX8zJNMqjNqdrWPYDQI1lX7of8wLLg4/Njly2vxByUvnEgQXFvtGLxOLHgT60VCLcBRgxHAXVxHpb8/05bac2KkQa5JyvCsZ786dm39IJTVsq65EoBdmqTmTGGUapTzahR/kdb4WUwhBNV1IZfrZIORfhdL6qzg7Aq39Wp4SxuoZzA8oDATzLtg5GCXA4NQxkjrWioB2JelUs3JftVJE75qe/ifVRfI6+9UFuZJYNrwRsqFm6qzT2V8fZoOJVZmBFSJ6eYNTfz8xTMMj3npdUzwwV/spKmyhDveugljZN/+xCgceRjWvoELl9Qx7guw7+xI4oUYjKrjIhSMvHRqkNVN5bEn02qdNFEyI6Y65fY6H9t7B5yZs4Kfjt1m4ZKltdy/uyv2CdDvUeWxRVck1yUVSdtWlc1yZfZqP9Zn0lBeTHmxKekLjV3tI6yot1HaHdKLRAQj5y+optRs5OmjCcR9Ia+RJSXuqSeEaDhD+pxomhG0g/kQo+MZLQ/MiZEGuWbSCj5OmeapL4OlHC76CADL6q1YTAZe7i9SXkYFoBuZ8AU43u+aqhfpeAkMRfHb70M0NisDyvHhxC3lUkqO97lYWmdVM8im7cdBW1PGjc/mXzDS7WCJ3UpxkZGmimJqrWb2ZGlktBqQFyrRDJ1SKe6LPqw8RJJl0ZUMiwqW9T2S8fVpZZpEV9sfvmopbm+A7z99gg/8/FXGPH7ufMf5M9OeBx+AgAfWvZkLQ3qPF08OJbeYUHvvhC/ArvaR+OK/8IC8JTMfq1pEAAPF+Z3emxX6MziXJhq3bmiic3g89qyaoZPKTyDUQp0S2sm9I7PZkVizeoQQrGwsT2pGTTAo2RMSr3LmeTAVQ9Om8ONmk4GLFtfwzNH45mcy5BdyZQtTg/RohA3PomdGpLWRBjFMfwYP5nNlpEGumRySFyMz0rVbzdHa+iEoVdnYIqOBDS2V6ruw8BJVYgxmp5yfKY70OAkE5bRg5GWlSyyK43cTYsliJXDt7UrsTD7g8jI67mOp3aoCa028GsJU1YJdjNKXQeOz+ReMdDnCbU9CiKyJWD3+AJ3D7knxqlYv3/i21DZkNPFyyWWsdb2gjKYySJ/TQ0VJUfS5LxEsr7dxw9oGfvDMSXZ3jPD1N29gRYNt5hP3/gaql0DzZqrLzKxssKWmGxk+zZ6OETz+YGLxqqFo0ko+EpOZQXMLNeOnk3vfAiGo2Z5nqUwDcN3aBiwmA/fvjnFlpA1xjFIeS0jjBnWSz2CpRrPHr7VFP8msbLBxpMeZsNRxot+F0+NX4tUzz0HLBWCa+jlfscJO+5Cb03FcibUx7BfVJ3HSSpAZMVU2Uyo8DA0l4f6aAvkeaZAPtFJBVVmMzMiT/6U8Yi760JS7Ny2o5EDXKN6Wi8DjUIPm5jD7p4tX/V7o2hm3pTeStQubGZdmRvoSm5Vp4tUVVajZVNP24+JqVQ109mfOa2ReBSPDY166RiemTNFc11zB8T5Xxidktg+6CUpYHBmMFFeAfWX8F0bhQM21WPDA4YcyusY+5wT1MTpppvPR1yzDbDLw8auXcf3aKAfQ0bNw+llY/5ZwCn/r4prkdSNVC2FihN1HTyMEbImlFwHlMVK9OCwwnI7LtoiWQCdu7/yZejrs9oas4DMzJC8aVouJbavr+fPebnzRnIm1YCRKeSwhJosaX55BEWsie/wVDTZcHj+dw/EHJ2pmZ5sbjMq2Xuv+ieDykCA1XovvC73qcLm2MglPIGe3GvlQGr1cW1yj6vdjA9mfnzXfiasZ6dwBxx6Biz+qjs8RbG6rwheQHDKvU3fM8VLNgS4H5cUmWqpCWZCevcq0LYF4VaOyzMKwoYqJkcRddcdDzRnLSkIXyNMyI9Z6daE4MZg5F9Z5FYwcChkXRRrCbGitICgnhwtlipOhK6iwx0h7qL0qmXHk03DZz6NL1sL+32dyifQ6PNTFEa9GsrqpnFc/v41PXhMjRb//94Cc4iS7dXE1475AcpmnqkUAtJ88yMqGciri1XdjdNJoBKqXsVD00DGQHWFyPtCGJU7308g0t25oYnDMy7PHo1yR9x+F8pbovjjJ0LZVdSV4MzNzJZEJnCZiTVSq2dUxTHmxiYVjB1QZKkIvorGwtoy26tK4Lb6Phy4Cq4JJtEZqhmcxjgdWu3Kx9GTBhfVcY7JME+WY8uSXlAfHhR+Y8dDmNmW4+NJgsbpYmuMi1gOhrH9Yo5iE2dl0PMW1GMYSd8Gc6HNRZjZil6Ey/LTMiLlKZUYCIwWaGUlkVTxbNBfFqZmRSiDzTqyax8jC2jLltjpwJKWdIhJ7eQkPBC5Cnvir2laG6I9iBR+PmAZkAHt/q9LbEToOTfeRVKkm1N7r6j7O1ljzaEDVbYdOQm3sYMTcuAqzCDDQcSTx+xYImrlXpg3PpnPlijoqSop4IFqpZuBoeP5PPIbGvPzbAwdwTEwTX7ZdBEG/uhrNAAMJZvUsr0+uo2ZX+wgb26owdDyv/BJiXElesdzOCycHo2b6JnwBnj3tZMJQlpxI19kN1vqYD5eGMiOZdmE9Fxl2+yg1G7GYpmVSz7ygBuFd8nGwzCw7220W2qpLefXMMCy4ROmJkjQEyzX+QJDD3dM7aV6CirYZnS7xMNjqqQgM05NAq3S8T3XSCE37NC0zov1udCbOsiS9toxtKQEpWBWnzYEuBw3lxWGnUFA7XFNFMXszLGI92e+i1mqhvLhoMkKNkv5NBrvNwgOBixBBPxz8Y0bWJ6Wk3+nBnmSZJi69B1Q9dd2bp9xdFdaNJCFirVJpvcZgT3zx6kg7BLxxMyOVWWrvTWKuh0UI8ZvQ4y8JIRZm6r0HcpQZMZsM3LiugUcO9Ewtc0mpupiSEK9+58nj3P38aR7cMy2gad0CiIzpRvrDs3qil65sxUW0VJXE7ahxefwc6XVO+os0bpzq6hvB5cvtuL0BdpyZuT/vPDPMhC9IsNQ+2bYbD2dvTL0IgAgdzA0ZPJifqwyPxZhL8+SXVAfUBe+L+drNbZXsbB9R5mfjQ6rtew5ycmAMjz/I2ubQhbaUSrwaYzheLMqqm7CLEXaHSpexCHfSOEPf8en7ssXGmCjDMp7iAM445DIzknWr4kjxaiTrWirSG6EeB9VJEzqodbyoBJfNm9PaVp3NwkG5gPGKpbD/3oysb8TtwxsIJl2micve36r699rXz3ho6+IadpwZwuNPIOqz2HAXVdEm+tgSy+wMIjppYosoy1tWqR8y2N6bZLD8HmBYSrkU+D8gytCh9MjGxN5Y3LKhGbc3wOOHIk6qji5l/pRAvNrv9PDLl84A8MShaSfl4gqoX5sx3Ugyn4kmYo3F3s4RpITzmkvg7KuwIPYFw0VLajAZBE9HmeL7zLEBTAaBpbIh+cxIjE4aAEwWRkU55sy7sJ5zDLu9M8Wrp56B09vhsk+BuTTma89bUEW/00N3ZchuZY6WamY4r46cUftYitn4yroWqoWLvWdi78POCR89jonJtt7iiqifodNch82Tuf03l8FIUlbF6doQaz3YkSUajfUtlZwaGMtoT/+pgbEI8eqLqs87ifaqaKgOCkFH843q6i0Dqds+Z3z31aQJBmHf72HptqjeKVsX1zDhCyaVeeoS9awqHqS6LI5IMxyMxM6MiJJKBkU1JY6MtvcmEyzfyqRj5e+Bq0WG7FI12/Py4sxawUfjwkXVNJQX88DuiP0s3EkTPzPyw+0n8fqDvGZlHc8dH5gpIm7bqsayB2YvLh5weSkyith+NMDKhvLQVWP0YFgTr24ynlAZtwWXxNyW1WLi/IVVUVt8tx/rZ/OCKoy2usSZEb9HXWXHyYwAOIrslHlSG+muMxM1JC/imCIl/PVL6vM/7+/ivnZTSDfyyohNzcKaq8HIWQcWk2HynHNqu7pNxZwQMJWrAPl0++mYzznRryQIqq23OzxLaTrjJfVUBwbwRxPDp8GcE7Cma0N8rNdFICijZkbWt6hocn+GsiOj4z4GXF6VGfFNQNeu5Od4REFr59xffQ0g4cAfZr3GZAzPkqL9eTXgbv2boz68dXE1QsCLCdwrfYEghz01LDAkCDAHj4OlIqFpXL+ljerMtvcmEyyHnxPydBgFZtSc0gmoY9meZwODQXDLxiaeOtLPsDYtOolgZNDl4ecvnOGWDU2859JFePxBnj027cTdthW8roy0SQ64PNSUxf9MVjTYCARluBVxOrvaR1hcW4at5xVAJPyeXr7czqFuB30RNfUBl4cDXQ4uX1Ybmtyb4Gow3NYbJzMCjFnqqfRntrX3XGTGkLwTT6hs9WX/AEXxM8MrG2yUmo3sbB9Rgerp57IyfXq2HOhysLKxHJMxdMo+/azq1Eq1ezOkYxro6Yg5+Vz7LqnMyEz3VY2AtZEGMcRghibO5zIYSWhVPBsOdqtAI2pmJCRi3ZMhEevkgDyrCkQC3rT1IgDVpWaMBsHJQL0yY9r3u1mvUTM8izaxNyX2/gbMVlhxY9SHK0vNrGwo58VT8YORfWdHORmwU+nrjT+UauCYEq8mOCm7bItp9nci56DgLJ2Aut/pybpeJJJbNjThD0oe2h/SLAwcVUFgHNHlD7efYsIf4COvWcYFC6uxWUwzSzUZHJo34PLE9BjRiNdRI6Vkd8cwG9sq1RVv/Ro1QycOky2+k0HCc6HOo0uX2ZUGYWJUZT9ikcBjRMNbWk+tHMzYleW5isqMRGTP9vxGnag3/23C15rC5mcjqstqrG8yOztHkFJyoGt00uxMShWMLLw0dafk0Pfb5h/iWF/08ubxPhdmo4G26tK4mRFR0UIto/QNZ6ZTNZfBSEKr4tlwsMuB1WJSH+A0KkqLWFhTyt6OzGRGtAF5i2rLJg+6aXbSgLpSrbWaVTZj3ZtUe+TA7L4QvVpmZDYCVt8EHLgfVt4Ut+66dXE1r54ZjqsbeenkEB2yDoMMwGic3vTBE0n5XARrllEhxhjszVifezLBcvg5QggTUAFkpP1pwOXFnkWPkemsaSpnaZ110gBt4KjSi8Q4uA2NefnZC6e5aX0TS+usmE0GLl9h54nDfQQjr7AqmpXCP1PBSAINzaLaMsxGQ1QRa+fwOAMuL5tbbCGxX+ILhtWN5dRaLTwToRvZfmyAipIi1jVXqMm9AGNxMl4J3Fc1pK2RWuFgKAtzqc4VAkGJY8I3NTPSf0iVzU3JHfs2L6jkYLeD8eZQ1myOlWo6h8dxTPgng5Hh0ypbnWKJBlCZPcAuRmOKWI/3uVhYW4qJoMoCxtiPzdUtGIRkpC8z7b05C0ZiWRVnavsHux2sarRhiGHTvK6lMmMi1lMDYxgNQgU+HS8psWWSs2hiYbdZlGBvzesBMWvPkT6HB6vFRKl5FhqEY4+CZzRmiUZD043siRPsvXhykGDFQvVLaEbNDLxu9SWLI17VMDeo9OTg6Yy5JiYTLD8AvDP08xuBv8oMTTpL5sSbSYQQ3LqhiZdPDXF2ZDxhJ81dz55k3Bfgo6+ZDBS3rapjwOVh7/Tv1YKLlI5qlh+NmmIc/zMxGQ0srbNGDUZ2dYwAcFHpWSXOjeIvMh2DQXD5slq2H+snEJRIKdl+rJ9Ll9YqC/jQfBpccbQeSZZpjJXqinM4Qwfzc5HRcR9SRsylCQbUvpxC+WJzWxWBoGSPO5T5mmPmZzPEq6c1vchlqW8sFIy0FjnZHfp+TOdEf6iTZqxP+fLEKNNY7apD0p0h476cakaiWRVngmBQcqjbGbVEo7GhpYKzI+PhFsrZcHJgjNaqEswG1EF3FnoRjTpbsWplLG9UEe++38/qYJ6qx0hU9v5GfTkXXRH3aRcuCulGYviN+ANBdpweomGhGnLH8KnoGxoKCVKjzaSZRmWb1t57MOFzkyHJuR53ATVCiOPAp4CMeOUEgpLBLE7sjcWtG5Uk5uFXj6qr+RidNCNuLz99/gw3rm0Me3sAXLWiDqNB8MShaRqKtq3qiirW3zkJpJQMjiUXoKmOmpmp4l3twxQXGVjo2q3uSCIYAaUbGXb72H92lON9LnodHi7VpvSGDuZxMyOuHtVdVxKnawwortZcWPVgJF1muK+OtCtX0hTmK2ki1p0dI2ofOTO3dCMHuhwYDSJckuT0s1BmB/uK1DdmskBxJSus7qjBiMcf4Mzg2KR4FWKWaWx1KhjxDxVYZiSbtA+5cXn8UcWrGuuaVVS5LwN+I9q0XgaOwMRIRoIRu9US1nmw7o1qPkv3nrS31+ecmN3JbXxYZUbWvRGM8bMrlaVmVjWUxwxGDnQ5GPMGWLViJRjNsTMjSXTSaDS0LGFMWiYn/GaAJOZ6TEgp3ySlXCql3CKlPJmJ9x12ewnK3LT1RtJWU8qmtkr27g5Nso1xAP/xc6dxefx89Oqpf5fKUjPnLaia2iIMEbqR9P1GRsd9+ALJ2eOvbLTR6/BMinFD7GofYX1LJcaOF9RMpQSZCg0t8HjmaH9YO3Lp0mnBSKLMSBz3VQ3tynJiKHOW2ucaM9xX+0NGiClkRqrLzCyuLWPnmRF1Ieg4q1pn5wgHuhwssZepGWOz0YtoWOtZYHFxtNc5Y0zK6QE15mSJ1tYLMTMjpkoVTONIPAU4GeZFMDLpvBp7rPfa5gqEmL2INRiUnNam9WoH21mIVzXsNguDY2o+CatuUVdWO36c9vb6nB7qNPHq4/8GD34itXbLg/crYW6CEo3G1sU1MXUjWpCyZXGtGn4XKxjRdDJJZEaKzSbaDS2UZra9Ny/k0mNkOrduaMI4GAroolxpjY77+Mlzp7h+TQMrG2YG+9tW1XGo26FKPRq1K9RgslnoRgbChmeJP5MVoXVFlmo8/gAHuxxsailX7fJx/EWmU2u1sK65gmeO9bP9WD+La8to1bRoWpkmXntvIo+REJWh+R7BEd2FNV2Gx0JD8rTMiGZaloSTcCSb2qrY2T6M1I7lWSrVHO5xJLRin44Sr4bObcOnVLCUjl5Ew1pHnRghKJkhXZjSSZMgM0JxOW5RQtFYZoz75kcwEkpjLauPPVOjzGJiqd0668xIr3OCcV8gJF59UaXLqhfPapughKaBoFRpx9JquOC9sPOnyrwnRaSU9DlCZZpDf4Jn/w9e/Qk8+LHk7Y73/k5pNxo3JvX0rYur8fiDUUVRL50aYrG9TBmwhab3RmXwuOr1j+GQOZ0BS9u8mN6byok307x2fRNLjd0EhDFs2R/J3c+dxjkxMyuicfUqpc6fUqoxGFS28Ez6wUh/Cvb4kx01k6Wag10OvIEgl1UOqOxlHH+RaFy+vJad7SO8eHJwskQDSshttsY3PtMyIwkotlUzLs0YXJlzYc2ni3A+mFGm6T8C1oaEXVPTOW9BFUNjXs4YF6jXnnk+00tlx+khrv/Gdv6wM/ngc8DlodfhmRSvnpqFXkTDWo/Nr1yG90wr1RzvcyEELLGH2noNJnWOi8GwqY7SDBmfzY9gpNvBUrtVpbHisL6lkj2doylHppGcDBnCLNY6aVovTD9dFoF20A2Xaq7+V5Vavv/D4ElNbe/y+Bn3BVhQ7IY/fQIa1sHln4bdv4RH/iVxPXSkA85MndCbiAsX1YR0I1OttANBySunhti6OGTHkSgYSSIrouG0LaE22A+e6B4ThcLkQLjcddNo2G0WtlgH6KABaZhajnNM+Ljr2ZNcs7p+6kyMCJbYrSyqLYtSqtmqSo1j6flopGKPX2ezUFVaNCUzopmdrQ+ENEVJ6kU0Ll9mJxCUTPiCXLZs2sG4LIElvLM7YVsvAEIwaKjJmAtrvl2E88GIW2VGKjUH1v7DaWkpNi+oBGBnx2hoTs2zmVpimD2hC+FvPHE0+tTsKGgDXifFq8+q7FwKmpgZWOsxjvXTVl06QzdyvN9FS1WJOpc6u1VgF6fc6LbUU+lL3pw0HvMjGIlhAz+dDa0VDLg8dI/GHxIUD21a79ISl6orZqBEA5NXxdo8DsylcNv3VGDw6OdT2lavwwNItp34ivJEeN0P4KrPwdYPwUvfg6e+En8Dms9JxITeRFSUFrG6caZu5GCXA6fHz4WaBXzVQrWm8WmTT6VUJ68kOmnCLwk919ObOVv4fBAu0+QhMwKw3NjNEX8jO9un/k1+9vxpHBN+Pvaa+H+Tq1fW8eKJQVyR9ee20Mk/Td1Ioom9kQghWNFgmxqMdIzQVFFMee/LKttWuSCl99+8oAqrxYTJIGYOdrTWxdaMeN1q/05SnzJaVEvZRMZcWPPqIpwPht1eTAaBzWIKzVc6mroRGLCszobVYgoNzbtYXTBleIjh4W6Vwe8YGud3O5LTCWmdNKubyjOjFwG1//rGuKDZHDUzstQeqjDEMTzT8JY1YJcDiceBJEHBByODLg89jonJNFYcNBHrbIbmnex3UWo2Yh/epe7IUDCizZDRTkxq2xfCxR+BV++G448nva0+5wS3Gp6jqfsxuOpflNmTEHDtl2Dj2+Hpr8AL34n+YinVLJrWC6F6UUr/h62La9jZPsyEb3LHfClkhjYlMwIwNK3Twj2oDuJJiFc1LI3qoDPcnrH23rww4PJiMRnUATXXBHzY3O2cEs2TniOo7NqPnj3F1SvrWNcSW4sFsG11Pd5AkGePRVwhNW0EoyVt3ciAy4PRIKiMYwUfycqGco72OsOeJ7vahyeH47VdlPLBu8ho4OYNTWxbVT9zmnWZPXY3jSs5wzONMUs9FZlzYc2ri3A+GHb7qCwtUi69jrPK/TeNzIjRINjUVjnpxAoZL9Uc7nGydXE1m9oqueOvx6YcJ2Nx4KyD1uoSNRJh6KQaXDcbvQiEjc8utPvpGp0Iuw0HgpKTWlsvJJXhk+XN2Bmlb3j22emCD0YOdauroXhtvRqrGssxGQR7ZyFiPTWgOmlEx4tgKoHG9WlvKxLNaVKzcQ9z1eeVIPD+j8L4SFLbcva18x9FdzPecD5c/LHJBwwGuPmbSiD7yL/Azp/PfHHvfmUatO5NKf8fti6uUbqRiGj7xZNDLKotm3SC1QKc6aUarZMmwaC2SKpbV+CXBiYyPL031ww4VQtrXi5Qh08jgn5Kmlbx573d4fTxz144zYjbx8euTvz3OH9BFRUlRVNLNSYLNJ+XluYJlMdITZl50jeocwc89JmY7r0rG2y4vQE6ht30Oz10Do9zWa1LBQcplmg0vvz6dXz/HefNfCBeZsQZKrnEcbKNRHNhnUutpJD+WI5cM8UKPixeTaPlFSViPdLjwFW1CizlGS3V+ANBjvY6WdVQzj9eu4Lu0Ql+/XJif44DXaOs0RozZuMvEkmoI2x9pbrw1fx4zg6P4/EHJ4MRRzeUxxCvhiiq0ozPZt99VPDBiJbGWpVEMFJcZGRFg21W5mdaMEL7i9ByPhiTu3JLRKnZhNVimpoZATVb4XXfU74ND3828YakZPUrn6OIAP5bvguGaToaowne8CNY8holaD3wx6mP7/2tEi2tmTmhNxFbpvmNBIKSl08NTpZoYDJdPj0Y0Vp0U9CMtNiraJd1qrxTwPTnwWMkTGgmzco15zE45uXZ4wOMefz88JmTXLnCzobWyoSbMBkNXLnCzpOH+6bOu1jzOujZC+0vpb6sSBM4KeGhT8PLP4Dn74j6/BUhEevhnkkzpwuNoZNTiuLVhJTVqUF40QKjcAdCcpkRaW3EjJ+J0YyUavLqIpwPht3eScOzNNp6I9ncVklQwp6zTqV5ymBHzelBNx5/kJWN5Vy8pIYLF1Xz7SdPMO6NnR1xTvg4PeiezPqfflYFuSlcsEUlFCgvLnZhMohwqeZ4v7qwX1pnVTpFrzPhflxSo3Y3VwaM+wo+GDnY7aCpopiqeJNgI1jfUsneNEWsHn+AjiE3K6oE9OzLiL9IJHWaC+t0ms+DSz8Je+6BI3+Jv5FXf0Lr0PN8LXg71sYYIieTBd7yC2i5AO5972QJKBgITei9BspmZG4TUlFSxJqmSd3I4R4Hjgn/ZIkGwGJVae5omRFDkbISTxK71cJp0UzpaGG39/Y7c+u+OoVQMLJp0wVUlBTxwO4ufvHiGYaTzIpoXL2qnsExL7s7InQnm96mOhOe/1bqy3JFzOo5/Sx07VQH0ae/qtLV09DM2I70ONnVPozJIGh17oLSmrSvlGMStoSPUl5J0n1Vw1CpqigjvRnxtciri3A+GHH7pmZGSmvSdsMOm5+dGVYB7OCx+H4yKXA41Om1ssGGEIJ/uHYFAy4PP3/xdMzXaFn/Nc0Z1ItAOBgxjw+wqrE8HLyH23rttgiPkfiZkYoGlen2ZMD4rPCDkSTFqxrrWyoYHffRPuRO+b06hpQhzCbjCZABaM1sMFJrs9AXLRgBuOKfoH4tPPhxcA9Ff87QKXjk8xwpPY8nrDfFT/uby+D230LdSvj121Ub5pnnVE1yfeolGo2ti2rY2T7ChC/AS6HOmgunCwCjddQMHlct0gkM1iIRQtBvWUDVREdGRtbniwGXF3uCgXBZo/8oWBswW6u4cV0Djxzo4c5nTnLZslo2tyXfHnnFcjsmg5haqjGXqRb1w39OedbSgMs72V303DdVAPvuh5Vp3p8+OaOsUWYxsaCmlMM9Dna1j7C6qRxTxwtp6UUSEs9rxNmttDJJtpYWV6tgxJUBF9Z8ugjnixmZkTSzIqAuppbVWZWQO6wbyUx25HC3E6NBhEsgWxZVc9myWr731Impwu8IptjAD55Q+9Zs9SKgrCOEEVy9bGitYG/naHjyda3VQkVpkToPQMLMSHmdungMxps3liQFHYxM+AKc6HclpRfRWB8S4+1JQ8SqtfUuHd8PCGi9IOVtxMNuszAQKxgxmVV3jXtQpaynEwzAHz8EBiPfsn2CuvLYg+3ClFTC2+9Tw83ueTM8/d9gtsHyG9L+P2xdXIPXH2RXyKOhrbqUxoqSqU+qWjjTKnzweEriVQ13+WKK8M0px8RUCAQlQ2OepPw0ssLA0bBB1K0bm3F7AwyOefl4ClkRUAfyLYuqZ1rDb3m/CiBe+HbS25JSqtKV1QK9B+D4Y7DlAypY3fYFOPmUGlUwjRX1Ng52OdjbOcLl9T4V8KapF4lL2IU1irBT8xhJMgAqq1VlS0+GXFjz5SKcD6SUoYm9ZhWcptnWG8nmtip2to8QbNgARaUZE7Ee7nGwuLZsiv3EP1y7gmG3j7ufiz424UCXg1qrWflFZUovAqp0X2YHVy8bW6twefyc7HepTpq6kMeTI7lyoyiuwE0xJq08OZtlzXoLeeRIj5OghNXRPBD6j8DwzBPU8nobFpOBvTGGBMVDa+utHd6pshTF8bsMUiVmmUajcb3KkOz/vXJIjeTF70L783DDVznkLk9+Wq/VDu/4oxJsnd4Oq26OO6E3ERcsqsYg4IUTA7x8emhmWyRA1SI1uVeruQcDKvVem3owEqhWJ02p1YsLjKGxkBV8PjQjUk4ZkLdlYTUtVSVctqyW8xfGn6sSjatX1XO010VHZNbRWgcb/gb2/Cq+UVgETo8frz+oSlfP36FOChe8Rz143rtVp9fDn4WxqVKHlQ02Tg+6GfMGuLw4pCPKRjCimUDFyowkqRcBqKpvISAFAd2FNWXGfQG8/qAq07j6VDfeLDIjoMzPRsd9nBz2QuuWjOlGDnU7WTntonljayXbVtVx5zMnGR2fqT860OVgTVOFynCfflZ5fqRxwRaVkAh7Y0gTtqtjJBSMaJ00ocxIgtZehGDQaMcy3jPrJRV0MKLZwM9o6x08AXdeCd/aBPf9/ZQUcZHRwOqm8pmTRpPgVP8Y9WUmTF2vqrbbDGO3WXB6/HFFTVz6SeWK+qdPTh7c+w7DE1+EFa+FDW+l3+EJtwonRWUr/O39sPhKuOhDs/kvhHQjFfz6lQ5G3D4uXBRFe1K1UE2DHA2lpkfalfV8Gl+04sZVALgLtKMmFT+NjOPqU1OZQ8GIwSD4w4cu5rtv25zW5ratUhmDx6dnRy76iBpe9soPk9qOlh1sNQ0qz5vN71SpZbVIuOkb4HHAo5+b8rrIg/1Kz36V5atfl9b/JS7x5tMk6b6qUW0rZYAKDBm4sjzXGHZrVvBFs+6k0Qibn7UPw4JLoe9A7LJ4kjgmfJwdGZ8cdBfBJ69ZjmPCz13bpyaoPP4Ax3qd6tyWSb2IhrUeXL0sri3DVmzi8YO9OCb8kx4jzh6wVCTlhu2y1FHunb1xX2EHI10ObBYTLVURZYCAD/7wPpUavuA9cOA++M4F8Pv3QJ86YW1oqWT/2dGpyv8kODUwxpWVvaqXPUP+IpFoqfq42RFjEbzu+0rt/OdPqv/vfR9QwtCbv8G4L4jT40+9O6N2qQpIGmZ/8N66uDqsfZmhF4FJrxFNNzKoTetNPRhpqG+gX1Yw0V2YwYj2t85LN01IvBqpzq+zFc/01UiSBTVlLK2z8sR0N1b7clhxI7z8Q2UKlmhZLmXxvbbjV+pAPD1Arl8Nl3xCZVtOPBm+W+uoqSotwtb7srqyTUGDlDRmq2rrj+Y14upNKRgpMhoYEDWYM3Blea6hDUasLDVPdtLUzi4YWVxrpbzYpESsC0O6kVnMWAKVwYfo9hNrmiq4cV0Ddz17iqGIQY9He1z4gzKkFzmuWtQzoRfRsNaDqw+DQbChpZK/Hlbf2aV1oYApCcMzjYmSBqoDs/fKKexgpNvBqqbyqULNp/8bzr6q/DRu/Bp8Yi9c/FHVhfLdi+C3f8ul1m7c3gAn+1Mzajk54OJicyjLkuFOGiA82K7flcAhtm6VclQ99CD8/HXQvRte+3Ww1oV9Sury1SrKpMFZS1UJLVVRSj4zghFtQF7qLWttNaWckE2IAm3vzWtmZEA7gM/CWnoaV6+q48WTgzgmpqWdL/6oaofd/cvEy3J5KGeMxuO/hrWvh8ooHVaXf1qNS/jTJ8IBzsKaMiwmA5c2GxD9h7JTogF1dWq1z8yMeFwqY5NCMAIwaqqlbGLuGovNVUamZ0YsFSl/9tMxGASbF6iheTRtVmLkWZZqDocy+CsbZ2ZGAD65bTluX4AfPDPZFTgpXi2f1IssunxW65iCtU6VGYNBNrRW4A9dmKdieKYRsDZhZ4Qx93jiJ8ehYIORQFByqNsxNdpsfxG2/w9suB3W3Kbus9bBNf8Bn9gHl/0DnHiSbc+8gR8W/S/t+5PfyUbHfQy4vKwNHITyFqhoyex/iCjzaeJx8UdVa+7p7cqgLPT/1TIS4Ym9eUDTjUQt0YDayY2WSRfWwWPqQJJGS15rVSnHg02UOk6mbRwlhKgWQjwmhDgWuo3aCiGECAghdof+TW+ZTIvJib156KYZOAZFZcouPUNsW1WPPyh55ui0k2vbRdB8vnL+DcZ3nhxwebjd+ARG39hU075Iiorh5m+ogPaZ/waUi+Z/3raWTywPaUky7S8SSVndTM2IK5SqTkEzAjBWXE+5Xw9GUiU8JK8slBmxr8hIGWNzWxXH+lw4AkZ1jJ2l+dmhHicVJUU0xDgmL6u3ceuGJn76/OnwxeSBLgdWi4m26lJVorE1ZmQgaxhrPQT9MD7MxlZ1uLNaTNRrWsMkDM80DJXNGIRksDexiVvc7czq1XnkzOAYbm9gsq13wqHKMxWtcEOU2U9lNXD1/4NP7CN4xWfZYjjM1dvfAr98U1I1wVMDY4Ck2bEnK1kRiDKfJh4GI7z+h6rL4Mavhe/WApl8ZkbKi4v4wTvO5xPbYmQ6DAaoWjA1M1KzJK0DSYnZSK+5jWK/I7ZFd2L+GXhCSrkMeILY7Y7jUsqNoX+3xHhOSgy4PBQXGbDmwwp+4Kgq0WSw9XVzWxVVpUUzSzVCqAB6+BQc/lPcbQyPOnm36WHk4tfEdzhedLkab/D8HdCjRgK86fxWlrj3qmC3OT3tS1JY62YKcsOGZ6ldnXtL6rFJV1IlLJ1JpkzszUAnjcbmtiqkRE0gX3iJ8pSahd/I4W6H8hdxdMFv/3ayLB3Bx7ctxxeQfO8p9diBrlFWN5ZjEGReLwIRuifV3guwpM6qqgzBQKjcmFxQbalWxmeOWXrlFGwwoolXw5mRv3xGdWi8/odQHKfVt6QSw1X/zMcbfsbPy94JJ5+G37wD/N7YrwFODbhoEf0UT/RlLRipLjNjNIj4mpEpL1gEN/73FE+D3tCcgfo8ZkYArlldT2t1nK6cSK+RgeOzchV0l4dcWzUNROpEDg/7KXBb2otJEeWnkScr+IhOmkxhNAiuWlnHk0f68E+fTLrqZvV3f+5bcbNYLZ1/ok6MIC6JkRWJ5NovQnGl8t/RMi5nnlPuyKYsBuSh1sgphA3PUsuMBEPPl46uBM/UiWR4LDSxFwe4B2bdSaOxobUCIVBD89a9Se2rL30/rW0Fg5IjPU7lEL79f1QX5H0fnJEdXFRbxhs2N/PLl9o5OzLOoW6nutAeOKb2s0zqRWByXIGrlzpbMcvrrWqWE6jASwaS1ozYQl4j44PnaGbkYJeDIqNQzov7/6DEbJd/Oukul2VtTXxx9Ab8N9+h0nB//lTcA+Sp/jEuMIROdlkKRowGQU2ZObkyTQz6nB6KjGLSCGiuogUjXjc4OmfVshbUTqjpByP1UkqtnaEHiDVYpDg0POxFIcRtsTaWypCxfmeerOC9Y6qbKcPBCKhSzYjbp4aORWIwqs6asztiT/MNBrm49x6OGxer7q5ElFbD9V9R23zlLiXs7t6bPb2IhrVOef5Emu2lmRkxhNLh7sHZG5+dSwy7vdgsJoqGQnqxDAUjtuIiVtTblG6kdpkKol/+kWodTpHO4XHGvAE2Vo7Drl8ogW3ny/DSD2Y896OvWYaUkk//bg/jvsBUvUgm/EUiCQcjKuNz799fzGdvDH1+YcOz5Mo0VY2qfOQfnp1XTuEGI90OltbZMI91KRFb8/lw+WeSfv36lkq8/iCH7derIGbXz5VXRwxODIxxZckJ5cdRtzoD/4Po2G2W5Mo0MehzTmDP15V2KlQtVGK/s6+q32cRjNjsbbilhUBfXK+R5UKI/VH+TRmxHrLGjhWVLpBSng/cDnxDCBF1kE4qQ8amzGDJJdosoNnOuYjCZctqKTKKmQZoABvfBiXVMWfMcPRhGn3tPFzxluTT0uveqGYtPfHvqntOBrIfjJTVAVIFJBrOHuWJYknehBHAUq30Z65+PRhJhRG3l8qyzLX1RrJ5QRW720fUFOjLPqVa4F+5K+XtHArZwF/c92ul0bj9N7DsOnjiP2aUa1qrS3nLBa08f0LtU2uaKkJ6kabM6kVgSpkGVABmMYUM2cJW8MllRqzl1bilRZWhZkHhBiNdDtY0WFXKK+CH19+ZUhuf5sS6t3MUrvwXNcn20c/D0UejPv9U/xjniSNK0DR9+FwGSWh8loB+pwd7nks0SaF11Bx/TN3OIhhprbFyUjbi7Tkc72lHpZRro/y7H+gVQjQChG6jFoillGdDtyeBp4BNaS86RN6DkUzPbUEd2LYurpnpNwLKUO+C98KRhybXEMlz36RL1HHSfnXybyiE6iYLBuDP/6isrlu2pP8fSIbwfJqIXcXZra44U7wQsNpVzX0iQy6s5wph99X+I0qIncGmgs1tVTg9fo71uaBpkwp2X/wu+FLrGDnc7aRKOLEfuQfWvlGV1m/+hrJoeOBjEJxayvzIVcswmwyYjQaW1ZVlRy8CYLGp9vTppUaIyPAllxkRBgMDhlrM7tm1p+ckGBFCvEkIcUAIERRCnD/b7fU7PfQ5PbzZ90eVxrrhqylNewVoqy6lsrSIfWdHlKDydd9XHhu/f3fYj0RDSsngQC8tvtNZ8ReJxG6zhBXV6dDn8ORVvJo0WjByLDSkL8W/XyRt1aUcl02I9Ms0kcPD3gncP/0JQogqIYQl9HMtcAlwMN03BDVWfHDMG7tMEwwk1DKlzcBREIbMX3GF2LaqnhP9YyHh9zQ0i/jp2ZH2l6DjRX4cuJFqW2KzpSlUL4KrPgsBDzRuUL472USbTxMpbHQmL/qLpLq6BocsITiqu7CmwojbG/IYOay8bDJ4wj5vQWhoXnto8OOln1IC+V2/SGk7h3scfML6V4RvTGVYQHWpXPclJQ/YMTXb0lBRzKeuWc4bzmuhaPi4CnYzrReBUHt6XXRhrqNLTW4vi5/VjWSkqA6rZ3bGZ7nKjOwHXg88k4mNHex2sEac5vyT34GVN8Gmt6e8DSEE65or2NMRqgOay+BvfqVu73nLlImcPY4JVgdCV91Z0oto2G0WBlxelR5Mgz7nRGEFI30HVGtpEk5/sWirKeVEsIlid5fSQqTOV4BrhBDHgG2h3xFCnC+E+FHoOauAHUKIPcCTwFeklLMKRobcXqQEe6y23gc/Bv+7XA2ayzQDR9XfIEsiz6tDbqxRSzVWO2x8K+z59dSD4fPfQhZX8Uvv5enZ42/9sEqBb7w9zVWngFZzj+zgcnan5XNht1roldUI3YU1JVRmpGjWA/KisbCmlOoyszI/AxUQtGxR4mttjEUStHf38qbAn9V5qm7V5AOb3gGLr4LHvjBjbMkHr1jCl1+/LsJfJMN6EY2QC+sMnN3Ket6QfHjgLq6ncpbt6TkJRqSUh6SUGRsecrSjl28UfUfVnm+5I+2IeH1LBUd6nbi9IRFaRTO89R71B/rN28GvyiWn+sc433CEoDBB83mZ+m9Epc5WTCAow21rqeDxBxh2+/LeSZMU5rLJq8tZZEUA6m3FnBGhFK1moJYCUspBKeXVUsplUsptUsqh0P07pJTvDf38vJRynZRyQ+g29QLyNAac6m8ctUwzdBJ236MOfL++XZUfUkwRx3/zzHfSRNJSVcrKBtvMFl+Niz6qRgC8fOfkeg7/mdF172Kc4vRKV0YTvO23sOV96S88WbQyjRZMSRmygk89M1JRUkQfVbNOc59rDLu9NFi86uSZ4XKjEIJNrZW8qmVGhFCZjdF22H9vUttwe/1cNvoApUHXZFZk8g3glm+p2wc/Hr154vSz6kKtatEs/zcxiJcZSTGo9lsbqQkOIVMI1KZTkJqRFfu+xjLDWQyv//7kzIo02NRaRSAo2fQfj3Hrt5/ls3/Yxy86ajl16deUBfCfVIfNiYExzjccxV+/blZD5JJBS9n3paEb0bQmBZEZgcnsSBrOq5EYDAJXeajcEE2HMEfRhMpRyzTPfVOlSv/+edWB8soP4YdXqzlEsyUYUEFbFsSrkVy6tJad7cN4/cGZD9YuhZWvhVd+pLJZz98BJgtnlr5NPZwPE7hUsJQrLxNNM+Jxgm8srcyIwSAYMdkpnUjfyyKfxn35wB8I4pzws0iGdDYZzoyAErGe7B9jRLswXHadal549v9maD2icezsAO8xPsRA/SXRL2Ir2+Caf4eTT6oGikiyMY9mOjEzIz1Ji1c1ZHkzRiFxDqQvYs1YMCKEeDyZboUkthO/LfLoo1w+8kceL3+DEhXNgqtW1nHHWzfxjq0LKDWb+PPeLj7/x/1c9XAN3wy8AXb/gvu/91ke2nWKjeIERQuzrNAnwvgsjWBk0n210IKRDEyirF3O31X+GNa8fvbbyhEDYffVaX8vR5fKimx6uzKHu+5L8LbfqwPHnVfCjp+k7TYLwMgZpa2Y5RyPRGxqq8LjD3I41FEwg4s/CuPDsP3rqjV/49vo9inL7LyIelMhXHMPHaPS9BjRGLPYsfkHE7rTxiFvxn3xePbYAJf991/Zn8Zg0niMhKbctgZC3hZZEGJvblPx3C6tRd1gUNqR/sNKgJ0A3ys/xS5GCVzyqdhPOu/dqm33kc9BpGao/4gqAWZDL6JhrVcjGqbr0pzdSYtXNcxVKjM90nMq7eVkLBgJpbdjdSuksp24bZGecRevBFdwaO0nZ71mo0Fw84YmPn/Tan71/q3s+cK1bP/MVXz/7efhv/TTvFx6BTf3fZ9Lz96FRfgQWdaLwGRWI61gJOy+WgBlGshoMNJcbePVEWtKdc58E55LMz0zolmmR1qhL7tGZUnatqpW9t++I/1pouG23uyVaSBiAqpWd59O21ZVh9/+P6rt8aIPhz+TvHivpEqZfTIzkqbHiIanpAEjwdk4febNuC8edz9/io6hcd7z01foGU1fmD8dLVtR7zkNpmKoXJCxbWtsaK3AaBDK/ExjzevUcevZr8e/IAj4WHr8LnbJ5djXxLloNhhUuSbgU99rbZvZ8heJRGvvjdQ9afOVUsyMlNa2hTaVvgtr4Ry5Qxysuoo3ef+VFc3JK32TRQhBa3Up169t4B+uW8WWT/waQ9NGPmwKZTNzEIxoV4TplWnyPyQvJRrWqlJE/ex9W9qqS3FM+Bl1p1+zzDX9Tg8lRUbKzBGt4u4h2PFj5Z1RPa1WbKuHt/8BrvmiGvz4/cvgzPOpv3GUab3ZoLGihIbyYnZ1jMR+0sUfVberboaaJeFgpLpsjpdpIKOZkYA19Dpn2mnuvBn3xWJ4zMtTR/q5ZnU9Y54A7/npK4x5/IlfmMy2Q9/z6rFTqsybBbuFUrOJVY22yY4aULqkiz+m/JFOxenH2PtbKr29/LnybRiMCU6z1Yvh6n+FY4/C3t+o+04/q2agaRds2SDChTVMim29GpUNCwHwzqI9PVetva8TQnQCFwF/FkI8ku62lA28mJxJk03MparDxtaodngtkswiZRYTZWZj2mUag4CauZ7i1lh1C3xsd0b8ATTr+fahwpnvMeDyUGszTzWoe+n74HPDpTEyfwYDXPIxeM+jyqvg7tfCU1+Z6gSa8I2PQmntrPRWybJ5QeXUg/l0Vr5WTaDe9u9qaS4PVaVFFCU6gM8FIjMjLi0YiRUDxMdYoQ7+gdHYwci2bdsA1sw1475YPLS/G39Q8olty7jj9k0c6nbw8V/vJpBmp2Akw2MqM2J1nshKiUZjc1sVezpGpo422Pg2dSJ/9uvRXxQMIJ/9Pw6zEPeCJKUEF34AWi+Ev/yTCmyzrReBGS6sgCoRQ8qZEbu9Hre0IGfRnp6rbpr7pJQtUkqLlLJeSnlduttqrCjmlg1NNFeWZHKJsSlvhPc+Dm/9dW7eDzVxNx0X1j6HhxqrBaNhjruvaggBla0Z2VRbQQYj3vCkZkCJIF/6/sw2wGg0nwcf3A7r3gxPfRme+q/k37j/aNZLNBqbWqvoGBqPHVwbjHDFZ8JZoAGnd+7rRTSsdcoCIBhUJxCzVZlJpYE55MI6HscS/vHHHwc4MNeM+2Jx/64ultZZWd1YzlUr6vjCzWt4/FAvX/nLocQvTsCI20cpE5hdnVkRr2pcvKSGMW+AF09GlESLiuGiD8PJpyYdpCM59ABi8Bjf8t6iZtIkg8EIt3xbdczd8xY1aydbLb0a01xYgbQzI8VmE32iGtNY+u3pBXD5MZXXrKznW2/dlFu784oWpf7PEXarhT5H6vXVPufE5Ajoc4wldWU8+JFLuXJF5st32aLfOc19dceP1fyLS+MI3iKx2OD1P4D1b4Hnvz3DryAmA0eVSVQO0HQju+JlRyLImyNtOpTVKev58aG0PUY0bDWN+KRxNi6seTHui0XnsJuXTw9x28am8LH6nRcv5J0XLeCH20/xq5dnN1Rt2O1lsQhdxWcxM3LlijpsFhP37Zp2xX/+u6G4QomvI5EStv8vY7bFPBzcwspkgxFQ38mr/gW6d6vfsylehYhgZPaZEYAhYx0l4+m3pxdcMHIukO58ml6Hp3DEqxnGYjKyrqWCMkvyIwHyjSrThE68vgklXF10BbSk6GVz9b8qN9Un/j3xc8cG1ckzR5mRNU0VFBlFfN1IBFM+k7lOpNdImh4jGvbyEnqpIjCSdpo7L8Z9sXhgjzqpvbF5GO75Gzi7E4D/d9Nqrlxh5//9cT/PHR+It4m4DLt9rDRqwUj2MiPFRUZuXNfIw/u7GfdGdDpZbLDlA3D4T1Pb7Y89Bj37eLHpHQQxsKIhxUzZRR+Bps3KWyQLotwpmCxq4vX0kQaWirRMKMcsdVT40m9P14OROYg9zfk0fc4CsYLXwR8IMuSOKNPs/qVKl172D6lvrKJFCUH33wsdL8d/bli8mptgpLjIyOqmitgdNdMYcHnnvseIhmbaN9Y368yIcmGtStuFNV/GfbG4f1cX5y2oouHFL8LRv8Bd18DTX8NEkDveuokldisf/MWrHO9zprX9EbeXteZuMBTNFHpnmNs2NTPmDfDYdDfhCz+oBiM+9w31u5SqM6yilQflZTRXllBenOL0dKMJ/vaP8HcPZVcvojHda8TRlVZWBGCitIHK4FBq+rUI9GBkDmK3WXBO+JnwJe85oOac6MFIoTA0pqzga20W9eV97htq8vSiy9Pb4CUfVxbOj/xL/JbDgZARcpY7aSLZ1FrJ3s7RqSLAKEz4Arg8/sIp04TT3P2hzMgsghGbhR5ZRZF7dvM95gKHuh0c6XXyvgU9quPkin+C1bfBk/8JP7kBm7uDu951PhaTgXffvYOhsdTdpofdXpYbzipbAGOKJ/wUuXBRNY0VxfxxeqmmrAY2vxP2/Q5G2uHMc9DxElzycQ72ulnVmJ5+iOIKNb8mF0x3YXV2p53hk7YmTAQJOtPbh/VgZA6SjvHZYOjkVhATe3Um3VetZpXRGGlXWZF0r4YsVrj6/0HnK3DgD7GfN3BM+TJUtKX3Pmmwqa2ScV+Awz3xr4K1/d1eKMGINkhs8Bj4J2ZVpimzmBg01FA20Ts7Q7s5wB93n8VkEFzde7f6jC75BLzxLnjDXSoY/t6ltJz8HXe+4zx6HBN84Oc78PhTM3sbdvuU+2oOtE8Gg+DWjc08fbSfwenl84s/AgjlILz9f6GsDs+6t3Kif4yVDTno+JwtMzIj3WkHQoZKJcIe7T2d3uvTepVOVqlLwxJ+0vCsQA7k5ziTJ94i1SJYtxqWXz+7jW54q5o8/di/KQ1KNAaOhnwZcvfVDztZJtCNTJrAFUiZpqRKlQm696rftVbJNBkz12EOjivTqQIlGJQ8uLuLv2vro+jM08qTQxuhse6Nyriv5Tx48GNsfv7D3HFLC6+cHuaf792HTCEIc485qQ/0ZFUvEsltm5oIBCV/3jetjFbRAhveolyRT/wVLvowx4cDBIKSlelmRnKJtX4yMxIMqMAkzaC6pEZd4Dj70jM+04OROchkZiT5jpq+QjM8O8cZcKnUdGvfU8pe+tJPzT5AMBjh2i+pYV4vfjfGGx/NaYkGoKWqhFqrhV0JdCPaZ1IwZRoh1JV/TygYmUVmBGCiJFTmcRTu9N6XTw/RNTrB+4K/VV42F7xn6hMqWuAd98N1X4bjT3DdU7dxx+Ye7tt1lh9uP5n0+5S72zEQzGonTSQrG8pZ2WCb2VUDcMknlYNwcQWc/24OdzvDr5nzWOvA61LOq64+1R2WZrnRVqeCkYmh2O3p8dCDkTlIOmUaLYtSEBN7dUJZAEnNrm8rl8U1r8vMhhdfAStuVC2H063FfROq/TdH4lUNIQSb2yqTz4wUSjACqqPGETpBzUIzAhCwhl6fvgtr3rl/91m2mk9Q1/ecElVH68owGOCiD8H7nwJbIzcf/BQ/qfk5v9p+iGAShmhSSuomTqtfcpQZAXjdpmZ2tY9wemBs6gO1S2Hbv8GN/wPF5RzucWAxGVhYk92hqhlBy+ZpImxIu0xTa29gXJoJjqTXnq4HI3OQmjILBpFamaY35EtSUAfyOYIQ4k1CiANCiKAQ4vw4z7teCHFECHFcCBFrEFlS9Ds9XG0+iLF7l6qpGzPYknzNF8E/Dk9OM0IbPA7InGdGQA3NOzUwFlesqA0OrCmUbhqY7KiBWQcjhpALa6FmRjz+AH/e280XbA9CaQ1c8N74L6hfDe97Ai75BFeOPcyXJr7E3s6RhO8z5g2wiE6CGDIzZDNJbtnYhBBKEzODSz8B698MwOEeJ8vrbZgKwUU40mskbHiWXobPXl5Mt6zGkGYwXQCf1rmH0SBorirhUHfyteM+p4fqMjNmk/4nTYP9wOuBmMMmhBBG4DvADcBq4K1CiLSH6gy4PGrmkbUBNt6e7maiU7sULngf7Pwp9EbYSGhtvTlKbUeyua0SgN0dsUs1Ay4P5cUmLKbMzxnJGtrBPE1vhkgsVc0A+GdhqZ1PnjrSzyLPYVaNvaz8MizWxC8yWeCaf2fimq9ysfEgZ575RcKXDI95WSbO4iprU6/PEY0VJVy0uIY/7jobV99yqNvJylT9RfJF5HyasOFZepmRIqOBQWMt5jQ7wvQz1xzl2tUNPHN0gNHx5Aa/9Tn0tt50kVIeklIeSfC0LcBxKeVJKaUX+DVqUmpaVA7uZnNwn0plZ+OAesVnwFIOj35+8r6BY4CA6qjjSLLKuhY1AXXnmZGYz+kvJMMzDa2jZpZZEYDqygqGpRVPmjX3fHP/7rP8o+WPyJIq2PK+lF5bctF7OV20lItO/B94x+I+d9itgpGJytxlRTRu29TM6UE3u2OUHPudHgZcntScV/NJ5HwaZzcI4+Q+nQajRXXYPOm5sOrByBzl5g1NeANBHjuYXJTZ75wojLHrhUszEHmW6AzdN4NkJp5eN3wPLoMNzntXxhcKqCF4V/wTnHhCuUKCyoxUtk52N+QQbQLqrniZkUKaS6OhZUYyEIzYrRau8XyNE+f/66y3lWscEz56Dr3AZexEXPSR1Gf0GIwc3vR56uQgQ498Ne5TR5xjLBQ9BKpzq30CuH5tAxaTYabnSIgjofb1VYWSGSmtVgGIq1eVB20Ns5qAPFHSQGVgUHXmpIgejMxRNrRU0FpdwoN7kqu/KfdVXbwah+VRpp3OmHiaCRJOPO09wMX+l3nR/ubkUtnpcsF71XjyRz6njNUGcjcgLxqbWqvY3T4Sc2rrgMtTOB4jGmUZDEZsFgaooH8svjncXOTh/T38vbgXv7kCtrw/rW1svOQG7gtcQvnO78HQqZjP8/cfp0gEEHW5E69qlBcXsW1VPQ/u7cYXxcTvcI8qradsA58vDKFMiKtXCadn2RHmtzZgJDhTPJ/MUmb1zjpZQwjBTeubePb4QEKHwmBQ0u/0UHeODslLkqNRpp1qE0+T4SwQOWK4JXRfyvjMFdztv45jC9+azsuTx2RWYtaBI/DqT1SZJo/ByOYFlYx5AxyLYQHe7/IUjhW8hjVzZZp0uujmCntefoprjDsxXvIRKE6vRNFQUcyD9g/gk4ap5cVpiJD2qbgpbcnWrLhtUzNDY16ePTZzts6hbid1Ngs1hRRUay6sju60reDDlCvjM/9I6qVGPRiZw9y0vpFAUPLw/vg1uGG3F39QUq+XabLJK8AyIcQiIYQZ+BvUpNSUGTLW8m/+d2Krqkv85Nmy8rWw8DJ47AuqwybPmREgqm5kwhfAOVFAVvAaWs19lleUMNlFVGjBSK9jgiu6f8KE0Ya48AOz2tYF69fyLd9tagDd8SeiPscycoygFFibV83qvdLliuV2KkuLonqOHO5xFI5eRENzYXV2g212NvTmanW9lo7xmR6MzGFWN5az2F6WsFTTq7mv6h4jaSGEeJ0QohO4CPizEOKR0P1NQoiHAKSUfuAjwCPAIeC3UsoD6byfdrLJyYlXCLj2P8HnVr/nMRhZUFNKdZmZXe0zdSODoexfwQlYa5apctiKG2a9KYvJSEVJUVoTu/PJc88+ybXGV3Fvfr8y/poF162p567ADThKWuHhf4bATAG/zXGCLmHHVJzFEmcczCYDN61v5NGDPbg8k0Ph/IEgx3pdhaMX0bDWw9BJ5fw7y8yI1a6CkbH+9pRfqwcjcxghBDevb+LFU4P0OWK7seruq7NDSnmflLJFSmmRUtZLKa8L3d8lpbwx4nkPSSmXSymXSCm/lO77VZQU8YHLF+eurty0MdQ+LPLS1qshhGBTayU7owQjA7kM0DKJ0QSv/V9lXJcBHvr4ZfzzDalrIfLhlaPRsPubuEQZ1a/52Ky3tdhuZUFdFd8vea/SOL1854znVI+fot2Yu9lK0XjdpmYmfEEeichanxoYwxsIFoYNfCTWOpgYVT/PMjNSXdvIhCzCN5y68ZkejMxxbt7QiJTw0PSZCBFo5mi6gLUwaK0u5bM3rmJR7ex8KVLixq/B3/0Fympz955R2LygihP9Y4y6p17xTrqvFphmJMM0V5ZQak7LAC/nXjkAHYde5mLvCxxd+DYoqZzNpsJct6aBH/Qsw7foanjqK1PFkAE/dk87PeYFGXmvdNncVkVrdckUA7RDPQVkAx9J5EylWWZG6itK6JbVk67EKaAHI3OcpXU2VjbYeHBv7GBES/vrAladmJjLYMFF+V4Fm1orAWa0+BakFfwcIh9eOQDjj30Zpyyh9YZ/mM1mpnDdmgYCQXh8wSfBNw6P//vkgyNnMONjqHRhxt4vHYQQvG5jM88dHwi7Xx/udmAyCJbY81M+ShtrhHZtlpmRmjIzvdRQNJa6i7AejBQAN29o4tUzw5wdGY/6eJ9jAluxieKiAnKu1DknWd9aiUHArvaRKfdrQ/J0r5ysklGvHNmzn+VDf+WJ8tdhr5t9N5HG2uZymitLuPdMiZphs/sX0PmqerBfxVtOW+4Nz6Zz66ZmgpKwpu9wj5OlddbCc8GOzIzMdqSBQbCnaAOnilIfOVFgn9q5yU3rVersz3ujC1mVx4h+ENeZ+1gtJpbX22boRvqdHqwWPaCOx7Zt2wDWzAmvHGDk4f/CKUvgog9n9L2FEFyzup7tx/pxb/2kOln+5dMQDKoJ15AX99XpLLFbWd9SEe6qOdztKBwb+Ei0YMRSnhHfo4eq38GdZal3VenBSAGwoKaM9S0V/ClGqabXMaFP69UpGDYvqGJ3x8iUCa0DhegxkmMef/xxgANzwSuH8WEsHc/wC3kdr9mceVH0dWsa8PiDPH16Aq75Dzj7Kuz5FYG+w3TJaspsVRl/z3S4bWMzB7ocvHpmiK7RicJr64UIF+HZt6cD1Nss4dJVKuQkGBFCfE0IcVgIsVcIcZ8QojIX7zufuHl9E3s7R2eOr0bPjOgUFptaK3FO+DnR7wrfN+Dy6CWa7JMxrxyfuYIb5Lc5tvTdlBcXZXSRABcsrKKqtIhHDvTAujdDyxZ4/AvIszs5HmymqjTz75kON29owmgQfPkhlbEpyMyIxQamktkbnoX4z9vW8pv3p65Py1Vm5DFgrZRyPXAU+GyO3nfe8NpQqeZP00o1UkoVjOiZEZ0CYfOCkPlZRKlmwFWAc2nmELn2ygkEJe+4aj1vumRtZv4D0zAZDWxbVc8Th/vwBoEbvgpjA5iGjnFMtlBZOjeyaHabhUuX1rLjjNqXVxViZkSEWv7r1mRkc3XlxVSVpf73yUkwIqV8NPRFAHgRlR7USYGmyhLOX1A1o1TjGPfj9Qf1zIhOwbCopoyKkqIpIlZVptH34XTJtVdOcZGR9162mIuW1GRi+VG5bk0Dzgk/L54chObNsPkdAByTzVTNkWAElOcIQFVpUeEeh//uIdj2b3ldQj40I+8G/pKH9y14bt7QxOEeJ8d6J2d7aIZneopbp1AwGASb2ibNz3yBICNunx6M6Ezh0mW1lJqNqlQDcPUXONt2C08GNlI5R8o0ANeuqafUbGRFgw0hRL6Xkx7mMjXLKo9kLBgRQjyeaCqqEOJzgB/4ZZztJGwpO1e5YV0DBsEUzxHd8EynENnUWsWxPheOCR+DLs0Kfu5c7erkn+IiI1eusPPYwV4ldi6rZfvaL9FLdVplgGxRajbx9Tdv5NPX5c/deD6QsWBESrkt3lRUIcS7gJuAt0kpo88QJ7mWsnOVOlsxWxfX8Kc9XWgfYdgKXjc80ykgNi+oRErY0zGiG57pxOS6NQ30OT3s6hgBYDjk3DtXBKwa169t4LwF1fleRkGTq26a64HPALdIKd25eM/5ys0bmjg5MMaBLgcwOSRPb+3VKSQ2tFYiQuZn/XowohODq1bWUWQUPBoq1Yy4vZhNBkp0P5p5R640I98GbMBjQojdQojv5+h95x3Xr2nAZBBhIWufw0Op2YjVktY8Cx2dvFBeXMSyOis724fDQ/LsejCiM43y4iIuWlLLIwd6kFIy7PZSVVpUuNoMnZjkqptmqZSyVUq5MfTvg7l43/lIVZmZS5fV8qe9XaG23onCVXDPEVKYeHpaCLEvFFDvyOUa5yObWqumZkZ0zYhOFK5bU8/pQTdHep0Mu31zqpNGJ3PoDqwFyE3rm+gcHmd3x0jI8Ewv0cyShBNPI7gqFFDHDFp0kmNTWyWj4z52nB6m1GxMd1qtzjznmtX1CAGP7O9lxO2dU500OplDD0YKkGvX1GM2GnhwTzf9Tg92Xbw6K5KceKqTYTTzs2ePD+h6EZ2Y1NmK2dxWxSMHehh2+6ieQ500OplDD0YKkPLiIq5YYefP+7rodehlmhwigUeFEK8KId6f78UUOkvtVmwWE15/UJ9LoxOX69bUc7DbQfuQe864r+pkFj0YKVBu3tBEr8OD2xvQO2mSY3kiH5wkuFRKuRm4AfiwEOLyaE/SvXKSw2AQbGyrBPROGp34XLdGjbb3+oNzrq1XJzPowUiBsm1VXbi9Tc+MJMXReD44ySClPBu67QPuA7bEeJ7ulZMkm1orAajV92GdOCyoKQsPodMFrPMTPRgpUErNJl6zSo1+1gWs2UcIUSaEsGk/A9eihK86s2BTSDeiZ0Z0EnFtKDuil2nmJ3owUsD8zQWtmE0GltSV5XspBU0yE0+BeuBZIcQe4GXgz1LKh/Oz4vnD5rYqKkqKCnP0uk5OuWVDI2aTgaV11nwvRScL6L10Bcxly+wc+PfrKDLqMeVskFLehyq7TL+/C7gx9PNJYEOOlzbvqSgp4tXPb8Ok78OzQgjxJuDfgFXAFillVB8cIcRpwAkEAH8htagvrbPpx7t5jB6MFDj6F1On0NEDkYygeeX8IInnXiWlHMjyerKCfrybv+jBiI6Ojk6BI6U8BOg26ToFix5m6ujo6Jw7JOWVo7en6+QaPRjR0dHRKQC2bdsGsCYXXjl6e7pOrtHLNDo6OjoFwOOPP44Q4sBsRKeRXjlCCM0rJ5mZTDo6WUVIKfO9hpgIIfqBM1EeqgUKUoAVQl9/7lkgpcz5JV6cfRgK83PUKOS1Q+GuP+5+LIR4CvjHaN00IX8cg5TSGfr5MeA/ErWoz+N9GPT154Oo+/CcDkZiIYTYUUgtadPR168Dhf05FvLaofDXPx0hxOuAOwA7MALsllJeJ4RoAn4kpbxRCLGYyRZ2E3CPlPJLs3zfgv4c9fXPHfQyjY6Ojk6Bo3vl6BQ6uoBVR0dHR0dHJ68UajByZ74XMEv09etAYX+Ohbx2KPz1zxUK/XPU1z9HKEjNiI6Ojo6Ojs78oVAzIzo6Ojo6OjrzBD0Y0dHR0dHR0ckrBReMCCGuF0IcEUIcF0L8c77XkypCiNNCiH1CiN1CiKiTNecSQogfCyH6hBD7I+6rFkI8JoQ4FrqtyucaCw19H84t+j6cefR9OPfM9/24oIIRIYQR+A7Kyng18FYhxOr8riotrpJSbiyQ/vC7geun3ffPwBNSymXAE6HfdZJA34fzwt3o+3DG0PfhvHE383g/LqhgBGVdfFxKeVJK6QV+DaQyl0EnRaSUzwBD0+6+Ffhp6OefArflck0Fjr4P5xh9H844+j6cB+b7flxowUgz0BHxe2fovkIiqamZc5x6KWV36OceoD6fiykw9H14bqDvw+mj78Nzh3mzH+sOrLnnUinlWSFEHfCYEOJwKOItSKSUUgih94efW+j7sE6hM6/2YSj8/bjQMiNngdaI31tC9xUMkVMzUfbNW/K7orToFUI0AoRu+/K8nkJC34fnBvo+nD76Pjx3mDf7caEFI68Ay4QQi4QQZuBvgAfyvKakEUKUCSFs2s/AtcD++K+akzwAvDP08zuB+/O4lkJD34fnBvo+nD76Pjx3mDf7cUGVaaSUfiHER4BHACPwYynlgTwvKxXqgfuEEDA5NTPu+O58I4T4FXAlUCuE6AS+AHwF+K0Q4j2o0eJvzt8KCwt9H849+j6cWfR9OD/M9/1Yt4PX0dHR0dHRySuFVqbR0dHR0dHRmWfowYiOjo6Ojo5OXtGDER0dHR0dHZ28ogcjOjo6Ojo6OnlFD0Z0dHR0dHR08ooejOjo6Ojo6OjkFT0Y0dHR0dHR0ckr/x/8SCVfxG4+ZwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.preprocessing import RobustScaler, MaxAbsScaler, MinMaxScaler, StandardScaler\n", + "scaler = StandardScaler()\n", + "data = XX[0]\n", + "plot_data(data.T)\n", + "\n", + "plot_data(scaler.fit_transform(data))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8c8dde89", + "metadata": {}, + "outputs": [], + "source": [ + "XXX = np.array(list(map(scaler.fit_transform, XX)),dtype=object)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "f26acb5e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 13102.000000\n", + "mean 52.640666\n", + "std 30.235132\n", + "min 6.000000\n", + "50% 49.000000\n", + "90% 79.000000\n", + "91% 81.000000\n", + "92% 83.000000\n", + "93% 87.000000\n", + "94% 90.000000\n", + "95% 93.000000\n", + "96% 97.000000\n", + "97% 105.000000\n", + "98% 117.000000\n", + "99% 143.990000\n", + "max 1512.000000\n", + "dtype: float64" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "X_len = np.asarray(list(map(len, XXX)))\n", + "l = []\n", + "sq_xlen = pd.Series(X_len)\n", + "ptiles = [x*0.01 for x in range(100)]\n", + "for i in ptiles:\n", + " l.append(sq_xlen.quantile(i))\n", + "plt.plot(l, ptiles)\n", + "sq_xlen.describe(percentiles=[x*0.01 for x in range(90,100)])" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "0e63825e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((12970,), (63, 15))" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "threshold_p = 0.99\n", + "len_mask = np.where(np.asarray(list(map(len, XX))) <= int(pd.Series(np.asarray(list(map(len, XXX)))).quantile(threshold_p)))\n", + "\n", + "X_filter = XX[len_mask]\n", + "y_filter = y[len_mask]\n", + "\n", + "X_filter.shape, X_filter[0].shape" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "8424e150", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from tensorflow.keras.preprocessing.sequence import pad_sequences\n", + "\n", + "X_filter = pad_sequences(X_filter, dtype=float, padding='post')\n", + "\n", + "plot_data(X_filter[0].T)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "a5180e6e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12970, 143, 14)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_filter = np.array([np.delete(x, 0, 1) for x in X_filter])\n", + "X_filter.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "9d836c9d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(10376, 143, 14)\n", + "(2594, 143, 14)\n", + "(10376, 26)\n", + "(2594, 26)\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import LabelEncoder, LabelBinarizer\n", + "import tensorflow as tf\n", + "\n", + "lb = LabelBinarizer()\n", + "\n", + "yt_filter = lb.fit_transform(y_filter)\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X_filter, yt_filter, test_size=0.2, random_state=177013)\n", + "\n", + "print(X_train.shape)\n", + "print(X_test.shape)\n", + "print(y_train.shape)\n", + "print(y_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "cd7fad65", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using [0] NVIDIA A40 \n" + ] + } + ], + "source": [ + "import os\n", + "\n", + "# By users on card, could do by memory, but too lazy\n", + "def get_least_used_gpu():\n", + " a = [x.split('|') for x in os.popen('gpustat').read().split('\\n')[1:-1]]\n", + " lu = min([x[-1].split() for x in a], key=len)\n", + " lui = [i for i in range(len(a)) if a[i][3] == ''.join(lu)][0]\n", + " print(f'Using {a[lui][0]}')\n", + " return lui\n", + " \n", + "lu_gpu = get_least_used_gpu()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "84402e45", + "metadata": {}, + "outputs": [], + "source": [ + "# FIRST CELL: set these variables to limit GPU usage.\n", + "os.environ['TF_FORCE_GPU_ALLOW_GROWTH'] = 'true' # this is required\n", + "os.environ['CUDA_VISIBLE_DEVICES'] = f'{lu_gpu}' # set to '0' for GPU0, '1' for GPU1 or '2' for GPU2. Check \"gpustat\" in a terminal." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "04b1528e", + "metadata": {}, + "outputs": [], + "source": [ + "accs = []" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "dd490b18", + "metadata": {}, + "outputs": [], + "source": [ + "import tensorflow as tf\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, Flatten, BatchNormalization, Dropout\n", + "from tqdm import tqdm\n", + "\n", + "\n", + "def build_model():\n", + " model = Sequential()\n", + " \n", + " model.add(Flatten(input_shape=X_filter[0].shape))\n", + "\n", + " for i in range(DENSE_COUNT):\n", + " model.add(Dense(DENSE_NEURONS, activation='relu'))\n", + " \n", + " for i in range(DENSE2_COUNT):\n", + " model.add(Dense(DENSE2_NEURONS, activation='relu'))\n", + " \n", + " model.add(Dense(26, activation='softmax'))\n", + "\n", + " model.compile(\n", + " optimizer=tf.keras.optimizers.Adam(0.001),\n", + " loss=\"categorical_crossentropy\", \n", + " metrics=[\"acc\"],\n", + " )\n", + "\n", + " return model\n", + "# model.summary()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "e9975558", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 10/10 [00:55<00:00, 5.51s/it]\n" + ] + } + ], + "source": [ + "for i in tqdm(range(AVG_FROM)):\n", + " model = build_model()\n", + " \n", + " model.fit(X_train, y_train, \n", + " epochs=EPOCH,\n", + " batch_size=128,\n", + " shuffle=True,\n", + " validation_data=(X_test, y_test),\n", + " verbose=0,\n", + " )\n", + " # Evaluate the model on the test data using `evaluate`\n", + "# print(\"Evaluate on test data\")\n", + " results = model.evaluate(X_test, y_test, batch_size=128, verbose=0)\n", + "# print(\"test loss, test acc:\", results)\n", + " accs.append((model,results[1]))" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "8c2a1e54", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.172552040964365" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.mean(np.delete(accs,0,1).astype('float64'))" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "6dc4d27d", + "metadata": {}, + "outputs": [], + "source": [ + "exit()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "57553c1f", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}