diff --git a/heterogeneous_data/multivariate_models_v1_7.ipynb b/heterogeneous_data/heterogeneous_data.ipynb similarity index 70% rename from heterogeneous_data/multivariate_models_v1_7.ipynb rename to heterogeneous_data/heterogeneous_data.ipynb index 2ff5a58f49fea1fe5456abbd52e13718ca17d8a2..23969e0cc2c5cae948275983660e2067b2a59471 100644 --- a/heterogeneous_data/multivariate_models_v1_7.ipynb +++ b/heterogeneous_data/heterogeneous_data.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -10,15 +10,7 @@ "id": "tPXXCyu2bqbd", "outputId": "2892be0f-4717-4bd8-901d-bc17ffbea518" }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "fatal: destination path 'mcvae' already exists and is not an empty directory.\r\n" - ] - } - ], + "outputs": [], "source": [ "## Uncomment the following lines to set up the python environment\n", "## Probably not needed depending on where you are running this notebook\n", @@ -35,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -48,14 +40,6 @@ "name": "stdout", "output_type": "stream", "text": [ - "Cloning into 'mcvae'...\n", - "remote: Enumerating objects: 359, done.\u001b[K\n", - "remote: Counting objects: 100% (359/359), done.\u001b[K\n", - "remote: Compressing objects: 100% (224/224), done.\u001b[K\n", - "remote: Total 359 (delta 160), reused 296 (delta 114), pack-reused 0\u001b[K\n", - "Receiving objects: 100% (359/359), 4.72 MiB | 4.27 MiB/s, done.\n", - "Resolving deltas: 100% (160/160), done.\n", - "Checking connectivity... done.\n", "Mcvae version:2.0.0\n" ] } @@ -71,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "id": "mMBgdh3wbE5f" }, @@ -107,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -163,7 +147,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -179,7 +163,7 @@ "[]" ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, @@ -220,7 +204,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": { "id": "16_ywJcXbE5u" }, @@ -244,7 +228,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": { "id": "t345T9XybE5w" }, @@ -276,7 +260,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -358,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -395,7 +379,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -432,7 +416,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -489,7 +473,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -557,7 +541,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": { "id": "Wi2jt1O0bE54" }, @@ -630,7 +614,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -667,7 +651,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -731,7 +715,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": { "id": "gV0N6AqKbE5_" }, @@ -753,7 +737,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -788,7 +772,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": { "id": "2t7WMrrHbE6F" }, @@ -801,7 +785,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -836,7 +820,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -871,7 +855,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -888,7 +872,7 @@ " scale=False, tol=1e-06)" ] }, - "execution_count": 22, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -902,7 +886,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -944,7 +928,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 23, "metadata": { "id": "1CjCX7FtbE6N" }, @@ -1024,7 +1008,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1048,10 +1032,10 @@ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0xa19d5a2e8>" + "<matplotlib.collections.PathCollection at 0x1073231d0>" ] }, - "execution_count": 34, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, @@ -1076,7 +1060,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 25, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1100,10 +1084,10 @@ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x10624a160>" + "<matplotlib.collections.PathCollection at 0xa1ad52b00>" ] }, - "execution_count": 35, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, @@ -1141,7 +1125,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 26, "metadata": { "id": "0YO1GUEjbE6Y" }, @@ -1165,7 +1149,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1184,7 +1168,7 @@ " [ 0.64739595, 0.27909733]])" ] }, - "execution_count": 37, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1195,7 +1179,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 28, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1211,7 +1195,7 @@ " [ 0.33903723, -0.60088957, -0.58551613, -0.63995952, 0.10694492]])" ] }, - "execution_count": 38, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -1222,7 +1206,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 29, "metadata": { "id": "I3_rCSO6bE6c" }, @@ -1233,7 +1217,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 30, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1277,7 +1261,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 31, "metadata": { "id": "jzXPHX5IbE6f" }, @@ -1292,7 +1276,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 32, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1324,7 +1308,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 33, "metadata": { "id": "-uJuKUSLbE6h" }, @@ -1407,7 +1391,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 34, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1429,7 +1413,7 @@ " [ 0. , 0. , -0. ]])" ] }, - "execution_count": 44, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -1440,7 +1424,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 35, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1462,7 +1446,7 @@ " [-0. , -0. , -0. ]])" ] }, - "execution_count": 45, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -1473,7 +1457,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 36, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1508,7 +1492,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 37, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1563,7 +1547,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 38, "metadata": { "id": "dZUKi6jQffAQ" }, @@ -1610,7 +1594,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 39, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1622,7 +1606,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZIAAAEICAYAAAB1f3LfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAtP0lEQVR4nO3deXgd5ZXn8e/R4lWytVibpStL3jFgbPl6CQlLIOkQwhqw7J7uhk4zYUJIBzqTSWCWLN2TmZDuTmaSTJiHDgwkQ4jFFnbSdIDQk+BF3jHYxtjYkvfd8m5LZ/6okiwLWbqydG9p+X2epx6V3trOLcs6euutOmXujoiIyPlKizoAERHp25RIRESkW5RIRESkW5RIRESkW5RIRESkW5RIRESkW5KWSMwsZmZvmNl7ZrbGzO4J2/PM7DUzez/8mttqm/vNbIOZrTOzz7Rqn2Fmq8NlPzYzC9sHm9mCsH2RmVUk6/OIiEj7LFnPkZhZCVDi7svMLBtYCtwE/CWwz92/b2b3Abnu/k0zmwI8AcwCRgP/Akx090YzWwzcAywEXgZ+7O6vmNmXganu/iUzmw/c7O7zOopr1KhRXlFRkYyPLCLSby1dunSPuxe0tywjWQd19+3A9nC+wczeA0qBG4Erw9UeA94Evhm2/9rdTwCbzGwDMMvMPgRGuPvbAGb2C4KE9Eq4zXfCfT0F/NTMzDvIjhUVFdTW1vbY5xQRGQjMbPO5lqVkjCS85DQdWAQUhUmmOdkUhquVAnWtNqsP20rD+bbtZ23j7qeBg0B+Uj6EiIi0K+mJxMyygKeBe939UEerttPmHbR3tE3bGO40s1ozq929e3dnIYuISBckNZGYWSZBEnnc3Z8Jm3eG4yfN4yi7wvZ6INZq8zJgW9he1k77WduYWQYwEtjXNg53f8jd4+4eLyho9xKfiIicp2TetWXAw8B77v7DVoueB24P528HnmvVPj+8E6sSmAAsDi9/NZjZnHCft7XZpnlftwKvdzQ+IiIiPS9pg+3Ax4G/AFab2Yqw7T8C3wdqzOwOYAswF8Dd15hZDfAucBq4290bw+3uAh4FhhIMsr8Stj8M/DIcmN8HzE/i5xERkXYk7fbf3ioej7vu2hIR6RozW+ru8faW6cl2ERHpFiWSBK2oO8ADr66NOgwRkV5HiSRBq+sP8OCbH/DO1oNRhyIi0qsokSTohmmlDM5Io6a2rvOVRUQGECWSBI0cmsk1FxXzm+VbOX6qsfMNREQGCCWSLpgXj3Ho+Gl+u2ZH1KGIiPQaSiRdMGdsPrG8obq8JSLSihJJF6SlGXNnxPjDhr3U7TsadTgiIr2CEkkX3TKjDDN4cml95yuLiAwASiRdVJozlMsmFPBUbR2NTQOrKoCISHuUSM5DdbyMbQeP84cNe6IORUQkckok5+HTU4rIGZbJAg26i4gokZyPwRnp3DStlNfW7GT/kZNRhyMiEiklkvNUHY9xsrGJ36zYGnUoIiKRUiI5T1NGj+Di0pEsWFLHQCvFLyLSmhJJN1TPjLF2RwPvbO3oVfQiIv2bEkk33HDJaBVyFJEBT4mkG0YOzeSzFxXzmxUq5CgiA5cSSTdVz4zRoEKOIjKAKZF005zKoJDjgiW6vCUiA5MSSTelpRnVM2L88QMVchSRgUmJpAe0FHLUoLuIDEBKJD1gdM5QLp9QwJNL61XIUUQGHCWSHlIdj7H94HH+nwo5isgAo0TSQz41pZDcYZnUaNBdRAYYJZIeMjgjnZuml/LP7+5gnwo5isgAokTSg+bNjHGq0fnNchVyFJGBQ4mkB00uHsHUspHU1KqQo4gMHElLJGb2iJntMrN3WrVNM7OFZrbCzGrNbFarZfeb2QYzW2dmn2nVPsPMVofLfmxmFrYPNrMFYfsiM6tI1mfpiup4UMhx9daDUYciIpISyeyRPApc06btB8B33X0a8K3we8xsCjAfuDDc5mdmlh5u8yBwJzAhnJr3eQew393HAz8CHkjWB+mKG6apkKOIDCxJSyTu/hawr20zMCKcHwlsC+dvBH7t7ifcfROwAZhlZiXACHd/24NrRb8Abmq1zWPh/FPA1c29lSiNGJLJtReX8NyKbSrkKCIDQqrHSO4F/t7M6oB/AO4P20uB1n/C14dtpeF82/aztnH308BBIL+9g5rZneGltNrdu3f3zCfpQHU8KOT4yjvbk34sEZGopTqR3AX8jbvHgL8BHg7b2+tJeAftHW3z0Ub3h9w97u7xgoKCLobcdbMr8yjPG0bNkvrOVxYR6eNSnUhuB54J558Emgfb64FYq/XKCC571YfzbdvP2sbMMggulbW9lBaJtDSjOl7G2xv3snnvkajDERFJqlQnkm3AFeH8VcD74fzzwPzwTqxKgkH1xe6+HWgwsznh+MdtwHOttrk9nL8VeN170T23t8woI83gqaXqlYhI/5aRrB2b2RPAlcAoM6sHvg18EfifYQ/iOMHdWLj7GjOrAd4FTgN3u3vzSPVdBHeADQVeCScILov90sw2EPRE5ifrs5yPkpFDuXxiAU8trefeT00kPS3y+wBERJLCetEf8SkRj8e9trY2Jcd6efV2vvz4Mh79wkyunFSYkmOKiCSDmS1193h7y/RkexJ96oIi8oYP0jMlItKvKZEk0aCMNG6aVspr7+5UIUcR6beUSJKsuZDjsyrkKCL9lBJJkk0qzuaSWA5PqpCjiPRTSiQpUB0vY+2OBlbVq5CjiPQ/SiQpcP0loxmSmcYCDbqLSD+kRJICI4Zkcu1FJbywYhvHTqqQo4j0L0okKVI9M0bDCRVyFJH+R4kkRWZX5jEmf5ieKRGRfkeJJEXMjOp4jIUb96mQo4j0K0okKXRLVVDI8claFXIUkf5DiSSFikcO4YqwkGNjk54pEZH+QYkkxarjMXYcOs5b7yf/TY0iIqmgRJJiVzcXclyiQXcR6R+USFJsUEYaN08v5V/e28newyeiDkdEpNuUSCKgQo4i0p8okURgYlE202I51KiQo4j0A0okEamOx1i/8zArVchRRPo4JZKIXH9JSVDIUYPuItLHKZFEJHtIJtdeXMILK1XIUUT6NiWSCM2Lxzh84jQvr1YhRxHpu5RIIjSrMo8KFXIUkT5OiSRCZsbceIxFm/bx4R4VchSRvkmJJGIthRyXqlciIn2TEknEikcO4cpJhTy1tJ7TjU1RhyMi0mVKJL1AdbyMnYdO8K/v74k6FBGRLuswkZhZmplVpyqYgeqqyUXkDx+kZ0pEpE/qMJG4exPwlfPZsZk9Yma7zOydNu1/bWbrzGyNmf2gVfv9ZrYhXPaZVu0zzGx1uOzHZmZh+2AzWxC2LzKzivOJszdoXchxjwo5ikgfk8ilrdfM7OtmFjOzvOYpge0eBa5p3WBmnwRuBKa6+4XAP4TtU4D5wIXhNj8zs/RwsweBO4EJ4dS8zzuA/e4+HvgR8EACMfVa82bGON3k/EaFHEWkj0kkkfwVcDfwFrA0nGo728jd3wL2tWm+C/i+u58I19kVtt8I/NrdT7j7JmADMMvMSoAR7v62B9UNfwHc1Gqbx8L5p4Crm3srfdGEomyml+ewYIkKOYpI39JpInH3ynamsed5vInAZeGlqN+b2cywvRRoPUBQH7aVhvNt28/axt1PAweB/POMq1eojsd4f9dhVtQdiDoUEZGEdZpIzCzTzL5qZk+F01fMLPM8j5cB5AJzgP8A1IS9iPZ6Et5BO50sO4uZ3WlmtWZWu3t3733F7XVTSxiama4n3UWkT0nk0taDwAzgZ+E0I2w7H/XAMx5YDDQBo8L2WKv1yoBtYXtZO+203sbMMoCRfPRSGgDu/pC7x909XlBQcJ6hJ9+ZQo7bOXrydNThiIgkJJFEMtPdb3f318PpC8DMTrdq32+AqwDMbCIwCNgDPA/MD+/EqiQYVF/s7tuBBjObE/ZcbgOeC/f1PHB7OH8r8Lr3g8GFeTObCznuiDoUEZGEJJJIGs1sXPM3ZjYW6LTuuZk9AbwNTDKzejO7A3gEGBveEvxr4Pawd7IGqAHeBV4F7nb35mPcBfycYAD+A+CVsP1hIN/MNgBfA+5L4LP0ejMrcqkcNVyXt0Skz8hIYJ2vA2+Y2UaCcYkxwBc628jd//Qci/78HOt/D/heO+21wEXttB8H5nYWR18TFHIs4wevrmPTniNUjhoedUgiIh3q7Mn2dOASgktNXw2nSe7+RgpiG7BaCjmqVyIifUBnT7Y3AjeEz3escveVzc+ASPIUjRjCJ1XIUUT6iETGSP5oZj81s8vMrKp5SnpkA9zceIxdDSf4/free7uyiAgkNkZyafj1b1u1OeHdV5IcV19QyKisQdTU1nH1BUVRhyMick4dJpJwjOR5d/9RiuKRUGZ6Gp+vKuOR/7eJ3Q0nKMgeHHVIIiLtSmiMJEWxSBvV8TIVchSRXk9jJL3Y+MJsqspzWFCrQo4i0ntpjKSXq47HuO+Z1SyvO0BVeW7U4YiIfESnicTdP5mKQKR9110ymu++8C41S+qUSESkV0qk+m+RmT1sZq+E308Jy51ICmQNzuBzU0t4YeU2FXIUkV4pkTGSR4HfAqPD79cD9yYpHmnHvJkxjpxs5KVV26MORUTkIxJJJKPcvYag5HvzS6Q6LdooPSc+Jpexo4bzZG195yuLiKRYIonkiJnlE740yszmELyNUFIkKOQYY/GH+9i4+3DU4YiInCWRRPI1gnd/jDOzPxC8N/2vkxqVfMQtVaWkpxk16pWISC+TyDvblwFXENwG/O+AC919VbIDk7MVjhjCJycV8PQyFXIUkd4lkR4J7n7a3de4+zvufirZQUn75sZj7G44wZvrVMhRRHqPhBKJ9A5XTS5kVNZgvT1RRHoVJZI+JDM9jVuqSnl97S52N+i1MCLSOySUSMys1MwuNbPLm6dkBybtmxuPcbrJeXa5Bt1FpHfotESKmT0AzAPe5czzIw68lcS45BzGF2YxY0wuC5bU8cXLxmJmUYckIgNcIkUbbyJ4T7uupfQS1fEyvvn0apZtOcCMMaq/JSLRSuTS1kYgM9mBSOI+N3U0wwalU7NEg+4iEr1EeiRHgRVm9jugpVfi7l9NWlTSoazBGXzu4hJeXLWNb10/heGDE/lnFBFJjkR6JM8Dfwf8EVjaapIItRRyXK1CjiISrUTeR/KYmQ0CJoZN6/RQYvRmjMllbMFwapbUUR2PRR2OiAxgibyP5ErgfeB/AT8D1uv23+iZGdXxGLWb9/OBCjmKSIQSubT1j8CfuPsV7n458BngR8kNSxLx+ZZCjhp0F5HoJJJIMt19XfM37r6eBO7iMrNHzGyXmb3TzrKvm5mb2ahWbfeb2QYzW2dmn2nVPsPMVofLfmzhgxNmNtjMFoTti8ysIoHP0q8UZg/hk5MKeXrpVk6pkKOIRCSRRFIbvmr3ynD6JxIbbH8UuKZto5nFgE8DW1q1TQHmAxeG2/zMzNLDxQ8CdwITwql5n3cA+919PEEP6YEEYup35s2MseewCjmKSHQSSSR3AWuArwL3EDzh/qXONnL3t4B97Sz6EfANwhdlhW4Efu3uJ9x9E7ABmGVmJcAId3/b3Z3gXSg3tdrmsXD+KeDq5t7KQHLlpAIVchSRSCVy19YJ4Ifh1C1mdgOw1d1XtvmdXwosbPV9fdh2Kpxv2968TV0Y42kzOwjkA3u6G2dfkpmexi0zSvn5v25iV8NxCrOHRB2SiAww5+yRmFlN+HW1ma1qO3X1QGY2DPhPwLfaW9xOm3fQ3tE27R37TjOrNbPa3bv73yWguTNiNDY5zy7bGnUoIjIAddQjuSf8el0PHWscUAk090bKgGVmNougp9H6YYgyYFvYXtZOO622qTezDGAk7V9Kw90fAh4CiMfj7Sabvmx8YRbxMbksqK3jzstVyFFEUuucPRJ3b35k+svuvrn1BHy5qwdy99XuXujuFe5eQZAIqtx9B8HT8/PDO7EqCQbVF4cxNJjZnHD84zbguXCXzwO3h/O3Aq+H4ygDUnU8xsbdR1i6eX/UoYjIAJPIYPun22n7bGcbmdkTwNvAJDOrN7M7zrWuu68BaggG8l8F7nb35pL1dwE/JxiA/wB4JWx/GMg3sw3A14D7Evgs/dbnppYEhRw16C4iKXbOS1tmdhdBz2NcmzGRbIK6Wx1y9z/tZHlFm++/B3yvnfVqgYvaaT8OzO0sjoFi+OAMrptawourtvOt6y8kS4UcRSRFOuqR/Aq4nuBS0vWtphnu/mcpiE26aN7MGEdPNvLyKhVyFJHU6WiM5KC7fwj8T2Bfq/GRU2Y2O1UBSuKqyoNCjgt0eUtEUiiRMZIHgdZVAY+EbdLLmBnz4jGWbt7Phl0q5CgiqZFIIrHWd0O5exOJvRBLInBzWMjxSfVKRCRFEnrVrpl91cwyw+kegtfvSi9UmD2EqyYX8vQyFXIUkdRIJJF8CbgU2Erw7MdsgiKK0kvNiweFHN9YuyvqUERkAEik1tYugsq80kdcOamAguzB1NTW8ycXFkcdjoj0cx09R/INd/+Bmf2EdmpYuftXkxqZnLeM9DRuqSrjn/51I7sOHadwhAo5ikjydHRp673way3B+0faTtKLzY2X0djkPK1CjiKSZOfskbj7C+HXx861jvRe4wqymFmRy5O1dXzpChVyFJHk6ejS1gucoyw7gLvfkJSIpMfMjcf4xlOrqN28n5kVeVGHIyL9VEeXtv4B+EdgE3AM+KdwOgx85D3s0vt87uIShg9Kp2aJnikRkeTpqETK793998B0d5/n7i+E078BPpG6EOV8BYUcR/PS6u0cPnE66nBEpJ9K5DmSAjMb2/xN+L6QguSFJD2pOizk+NKqbZ2vLCJyHhJJJH8DvGlmb5rZm8AbwL3JDEp6TlV5DuMKhrNAl7dEJEkSeSDxVTObAEwOm9a6+4nkhiU9xcyYNzPGf3t5LRt2NTC+MDvqkESkn+m0R2Jmw4D/AHzF3VcC5WbWU+9xlxS4eXoZGWlGTW191KGISD+UyKWt/wOcBD4Wfl8P/NekRSQ9riB7MFdNLuSZZfUq5CgiPS6RRDLO3X8AnAJw92OAnm7rY+bNjLHn8EleVyFHEelhiSSSk2Y2lPDhRDMbB2iMpI+5YmIBhdmD9UyJiPS4RBLJt4FXgZiZPQ78DvhGUqOSHpeRnsYtM8p4Y90udh46HnU4ItKPdJhIzCwNyAU+D/wl8AQQd/c3kx6Z9Li5M8pocnh6mQbdRaTndJhIwtfqfsXd97r7S+7+orvvSVFs0sPGFmQxqyKPJ2vrafX2ZBGRbknk0tZrZvZ1M4uZWV7zlPTIJCnmxsvYtOcISz7cH3UoItJPJJJI/gq4G3iLM+8iqU1mUJI8n5saFnKs1aC7iPSMThOJu1e2M43tbDvpnYYNyuD6S0bz0qrtNBw/FXU4ItIPJPJk+xAz+5qZPWNmT5vZvWamd7f2YdUzYxw71chLq7ZHHYqI9AOJXNr6BXAh8BPgp8AU4JfJDEqSa3osh/GFWSzQ5S0R6QGJJJJJ7n6Hu78RTncCEzvbyMweMbNdZvZOq7a/N7O1ZrbKzJ41s5xWy+43sw1mts7MPtOqfYaZrQ6X/djCd8aa2WAzWxC2LzKziq588IHMzJgXj7F8ywHe39kQdTgi0sclkkiWm9mc5m/MbDbwhwS2exS4pk3ba8BF7j4VWA/cH+5zCjCfoOdzDfAzM0sPt3kQuBOYEE7N+7wD2O/u44EfAQ8kEJOEbq4qDQs5qlciIt2TSCKZDfzRzD40sw+Bt4Erwl7CqnNt5O5vAfvatP2zuze/qm8hUBbO3wj82t1PuPsmYAMwy8xKgBHu/rYHDz78Arip1TaPhfNPAVc391akc6OyBnP1BYU8s2wrJ0+rkKOInL9O30fCR3sVPeWvgAXhfClBYmlWH7adCufbtjdvUwfg7qfN7CCQD+iByQTNmxnjt2t28vraXVxzUXHU4YhIH5XIi6029/RBzew/AaeBx5ub2jt0B+0dbdPe8e4kuDxGeXl5l2Ltzy6fEBZyrK1TIhGR85bIpa0eZWa3A9cBf+Zn6nTUA7FWq5UB28L2snbaz9rGzDKAkbS5lNbM3R9y97i7xwsK9Lr5Zhnpadw6o4w3VchRRLohpYnEzK4Bvgnc4O5HWy16Hpgf3olVSTCovtjdtwMNZjYnHP+4DXiu1Ta3h/O3Aq+3SkySoLnxGE0OTy1VIUcROT9JSyRm9gTBwPwkM6s3szsInkPJJqjftcLM/jeAu68BaoB3CUrW3+3ujeGu7gJ+TjAA/wHwStj+MJBvZhuArwH3Jeuz9GeVo4YzqzKPJ2vrVMhRRM6LDbRfHvF43GtrVSqstaeW1vP1J1ey4M45zB6bH3U4ItILmdlSd4+3tyzlYyTS+1x7cTFZgzOoqdXlLRHpOiUSCQs5lvDyahVyFJGuUyIRAKrjQSHHF1XIUUS6SIlEAJgWy2FCYRYLlqhkioh0TSJPtssAYGbMmxnjv770Hut3NjCxKDvqkESkG06ebmLTniOs29nA+h0NrN3RwG0fG8PlE3v+WTolEmlx8/RSvv/KWmqW1PGfr5sSdTgikoCmJqd+/zHW7jjE+p0NrNt5mPU7Gti45zCnGoO7ctPTjMpRw2k4frqTvZ0fJRJpkZ81mE9dUMQzy7fyjWsmMyhDVz5Fegt3Z3fDCdbtbGDdjmBav7OB9TsPc+xUY8t6ZblDmVSUzVUXFDKpKJtJxdmMLRjO4Iz0DvbePUokcpZ5M2O8umYHr6/dyTUXlUQdjsiAdPDYqaB3ESaL5q/7j565q3JU1iAmFmUzf1aMSUXZTCzOZkJhFtlDMlMerxKJnOWyCaMoGjGYBUvqlEhEkuz4qUY27Doc9DBaJYztB8/UvssanMHEoiyuuaiYiWEPY2JRNqOyBkcY+dmUSOQszYUcH3zzA3YcPE7xyCFRhyTS551ubOLDvUdbEsb68OvmvUdoCouLDEpPY1xhFnPG5ocJI4uJRdmU5gylt79qSYlEPmLujBj/640PeHpZPXd/cnzU4Yj0Ge7O1gPHwstRh1m34xDrdh7mg12HOdkYvEAuzaAifziTirK5/pLRTA57GBX5w8hI75vjkkok8hEVo4YzuzKPmto6vnzluF7/15BIFPYePnGmh9FyWeowh0+cuTOqZOQQJhVnc/mEUS2XpcYXZjEkM3kD31FQIpF2Vcdj/PsnV7Jo0z7mqJCjDGCHT5wO7o4Kn8VYHyaOPYdPtqyTMyyTSUXZfL6qlEnF2UwqymZCUTYjh6Z+4DsKSiTSrmsvLuHbz6+hprZOiUQGhBOnG/lg15HwWYwziWPrgWMt6wzNTGdicTZXTS5s6WFMKs6mIGvwgO65K5FIu4YOSuf6S0bz7PJ6vnPDhYyI4JZCkWRobHK27Dt61rMY63Y2sGnPERrDke+MNGNcQRZVY3L5N7PLg6RRlE1Z7lDS0gZuwjgXJRI5p3kzYzyxeAsvrNzGn80eE3U4Il3i7uw8dOLME987DrN+ZwPv72rg+Klg4NsMyvOGMbEom2suLGZicTaTi7OpyB+uB3K7QIlEzumSspFMLMqiprZeiUR6tQNHT7b0Lta2eojvUKuSIIXZg5lUnM2fzx7DxJZxjCyGDdKvwe7SGZRzMjOq40Ehx3U7GphUrEKOEr1tB46xbMt+VtYdYG14eWpXw4mW5dlDMphcHNxa2zzwPbEom9zhgyKMun9TIpEO3Ty9lAdeXUtNbR3/RYUcJcWOn2rkna0HWb7lAMu27Gf5lgPsOBQ89T0oI42JRVlcNqGg5eG9ScXZFI8YMqAHvqOgRCIdai7k+OzyrXxThRwlidyDKrbL6w6wbPN+ltcd4N1tB1sq2MbyhjKrMo+q8hyqxuQyuXiEfh57CSUS6VT1zBivvLOD3723k89erPpb0jOOn2pkVf3BsKexn2VbDrA7vEQ1JDONqWU53PGJsVSV5zCtPIfCbJXr6a2USKRTl08ooHjEEBbU1imRyHlxd+r2HTsraby3/RCnw9ttx+QP4xPjR1FVnsP08lwmFWeT2UfLhQxESiTSqfQ049YZZfzszQ1sP3iMkpFDow5JermjJ0+39DaWbT7Airr9LU+CDxuUziVlOdx5+ViqynOZXp5Dfi+qZCtdp0QiCZkbL+Onb2zg6aX1fOWqCVGHI72Iu7N579EgaYQD4mt3NLQ83Dd21HAun1hAVXkuVeW5TCzK6rPFCaV9SiSSkDH5w5kzNo+a2nq+fOV4Pd07gB05cZqVdQfOGhTfdyTobQwflM608hy+fOU4ppfnMD2Wq9tuBwAlEklYdTzG12qCQo4fG6f6WwOBu7Nxz5GW22+Xbd7P+p0NLe/QGFcwnKsnFzK9PJeqMTlMKMwmXX9kDDhKJJKwz15UwrefCwo5KpH0Tw3HT7Gy7sydVMvrDnAgfL1r9uAMppXn8CcXFgd3UsVyyBmm3oYkMZGY2SPAdcAud78obMsDFgAVwIdAtbvvD5fdD9wBNAJfdfffhu0zgEeBocDLwD3u7mY2GPgFMAPYC8xz9w+T9XkkLOQ4bTRPL63nuzeqkGNf19TkbNxzmGWbD7C8LhgUX7+rAfegBtWEwiw+M6WYqjHBnVTjC7J0SVPalcweyaPATwl+2Te7D/idu3/fzO4Lv/+mmU0B5gMXAqOBfzGzie7eCDwI3AksJEgk1wCvECSd/e4+3szmAw8A85L4eQSYF4/xq0VbeH7FNv58jupv9SUHj51iRd2BlttvV2zZ31KLasSQDKaX53LtxSVML8/hkljOgHmXhnRf0hKJu79lZhVtmm8ErgznHwPeBL4Ztv/a3U8Am8xsAzDLzD4ERrj72wBm9gvgJoJEciPwnXBfTwE/NTNzd0/OJxKAqWUjmVyczZO1dUokvVhTk7Nh92GWbT5zJ9WG3YdbehuTirL53NTRTC/Poao8l7Gjhqu3Iect1WMkRe6+HcDdt5tZYdheStDjaFYftp0K59u2N29TF+7rtJkdBPKBPckLX8yMufEYf/fiu6zdcYjJxSOiDkkIqt8urzvA8vAuqhVbDtAQvvI1Z1gm02M53HDJaKrG5DK1bCTZuiwpPai3DLa396eQd9De0TYf3bnZnQSXxygvLz+f+KSVm6eX8v1X3qNmST3ful6FHFOtsclZv7PhzJ1UW/azcfcRANIMJhWP4IZpo1se9qscNVxFDCWpUp1IdppZSdgbKQF2he31QKzVemXAtrC9rJ321tvUm1kGMBLY195B3f0h4CGAeDyuS1/dlDd8EJ+eUsSzy+v55mcnMTgjPeqQ+rV9R06yIhwMby6ffuRkIxD8W1SV53BLVVkwtlGWw/DBveXvQxkoUv0T9zxwO/D98Otzrdp/ZWY/JBhsnwAsdvdGM2swsznAIuA24Cdt9vU2cCvwusZHUqc6HuPl1Tv43Xu7uFb1t3rM6cYm1u1sYNmWYFB8+ZYDbNoT9DbS04wLSrL5fFUZVWOCsY3yvGHqbUjkknn77xMEA+ujzKwe+DZBAqkxszuALcBcAHdfY2Y1wLvAaeDu8I4tgLs4c/vvK+EE8DDwy3Bgfh/BXV+SIpdNKKBk5BAWLKlTIumG46caWbZlPws37mPxpr2sqj/I0bC3MSprENPLc6mOx5hensPUspF6m5/0Ssm8a+tPz7Ho6nOs/z3ge+201wIXtdN+nDARSeo1F3L86Rsb2HbgGKNzVMgxEcdONieOvSzauI8VdQc42dhEmsGU0SNakkZVeS5luUPV25A+QX/eyHmbOyPGT14PCjn+9dUq5NieoydPs3TzfhZt3MfCjXtZWX+AU41OmsHFpSP5wscrmD02j3hFnh7wlD5LiUTOW3n+MD42Np+apXXc/UkVcoSgoGHt5v0s2riXhRuDS1Wnm5z0NOPi0pH81ScqmTM2n/iYXN2CK/2GEol0S/XMMv5mwUoWbtrLpeNGRR1Oyh0+cZolH+5r6XGs3nqQxiYnI82YWjaSL14+ljlj85kxJpcs3U0l/ZR+sqVbPntRCd96bg01S+oGRCJpOH6K2g+DMY6FG/fyzrZDNDY5menGJWU5fOmKM4lDA+MyUOgnXbplSGY6N1wymqeW1vPdY6f6XX2mg8dOUfth0NtYtGkf72w9SJNDZroxLRa8d2N2ZT5VY3KUOGTA0k++dNu8mTEeX7SF51du4y/6eP2tg0dPsbglcexlzbZDuMOg9DSmlefwlasmMKcyj+nluQwdpAcxRUCJRHrAxaVnCjn2tURy4OhJFm3a13I77ns7wsSRkUZVeQ73XD2B2ZX5TC/PYUimEodIe5RIpNvMjOp4jL998V3e236IC0p6byHHfUdOsnjTXhaGg+NrdzQAMDgjjRljcrn36onMGZvHJTElDpFEKZFIjwgKOa6lpraOb19/YdThtNhz+ASLN+0Lb8fdx7qdQeIYkplGfEwe//7TJcwZl8/UspGqGSZynpRIpEfkthRy3Mp9n50c2S/l3Q0nWLRpb8vtuO/vOgzA0Mx04hW53DBtNHPG5nFxaQ6DMtIiiVGkv1EikR5TPTPGS6u389q7O7lu6uiUHHPXoeMsbOlx7OWDsJz68EHpzKjI4+aqUmZXBj2OzHQlDpFkUCKRHvOJ8aMYPXIINbX1SUskOw4eZ1E4xrFo4142hpVxswZnEK/IZW48xuzKPC4qVeIQSRUlEukxzYUcf/LGBrYeOEZpDxRy3H7wWMtlqkWb9rWUVM8enMHMyjzmz4oxuzKfC0ePIEOJQyQSSiTSo26dEePHYSHHr55HIcetB461XKZatGkfm/ceBSB7SAazK/P4s9nlzK7MZ8roEaSrtpdIr6BEIj2qPH8Yl47Lp6a2jq8kUMixbt/RM89xbNpL3b5jAIwcmsmsyjz+Ys4Y5ozN54ISJQ6R3kqJRHpcdTzGvQtWsHDjXi4df6b+lrtTv/8Yb288c1fV1gNB4sgZlsnsyjy+cGlQHXdycbaqCYv0EUok0uOuuaiY7OcyWFBbR2nu0Janxhdu3Mu2g8eB4F3jsyry+OJllcwZl8/EQiUOkb5KiUR63JDMdG6cNpr/u3ALz63YBkD+8EHMHpvHl8bmM7synwmFWUocIv2EEokkxb+7fByNTc6U0SOZU5nH+MIsvTZWpJ9SIpGkiOUN479/fmrUYYhICujGexER6RYlEhER6RYlEhER6RYlEhER6RYlEhER6RYlEhER6RYlEhER6RYlEhER6RZz96hjSCkz2w1sPs/NRwF7ejCcnqK4ukZxdV1vjU1xdU134hrj7gXtLRhwiaQ7zKzW3eNRx9GW4uoaxdV1vTU2xdU1yYpLl7ZERKRblEhERKRblEi65qGoAzgHxdU1iqvremtsiqtrkhKXxkhERKRb1CMREZFuUSJpw8weMbNdZvbOOZabmf3YzDaY2Sozq+olcV1pZgfNbEU4fStFccXM7A0ze8/M1pjZPe2sk/JzlmBcKT9nZjbEzBab2cowru+2s04U5yuRuCL5GQuPnW5my83sxXaWRfJ/MoG4ovo/+aGZrQ6PWdvO8p4/X+6uqdUEXA5UAe+cY/m1wCuAAXOARb0kriuBFyM4XyVAVTifDawHpkR9zhKMK+XnLDwHWeF8JrAImNMLzlcicUXyMxYe+2vAr9o7flT/JxOIK6r/kx8CozpY3uPnSz2SNtz9LWBfB6vcCPzCAwuBHDMr6QVxRcLdt7v7snC+AXgPKG2zWsrPWYJxpVx4Dg6H32aGU9uByijOVyJxRcLMyoDPAT8/xyqR/J9MIK7eqsfPlxJJ15UCda2+r6cX/IIKfSy8NPGKmV2Y6oObWQUwneCv2dYiPWcdxAURnLPwcsgKYBfwmrv3ivOVQFwQzc/Y/wC+ATSdY3lUP1//g47jgmjOlwP/bGZLzezOdpb3+PlSIuk6a6etN/zltoyghMElwE+A36Ty4GaWBTwN3Ovuh9oubmeTlJyzTuKK5Jy5e6O7TwPKgFlmdlGbVSI5XwnElfLzZWbXAbvcfWlHq7XTltTzlWBcUf2f/Li7VwGfBe42s8vbLO/x86VE0nX1QKzV92XAtohiaeHuh5ovTbj7y0CmmY1KxbHNLJPgl/Xj7v5MO6tEcs46iyvKcxYe8wDwJnBNm0WR/oydK66IztfHgRvM7EPg18BVZvZ/26wTxfnqNK6ofr7cfVv4dRfwLDCrzSo9fr6USLrueeC28M6HOcBBd98edVBmVmxmFs7PIvi33ZuC4xrwMPCeu//wHKul/JwlElcU58zMCswsJ5wfCnwKWNtmtSjOV6dxRXG+3P1+dy9z9wpgPvC6u/95m9VSfr4SiSuin6/hZpbdPA/8CdD2Ts8eP18Z3dm4PzKzJwjuthhlZvXAtwkGHnH3/w28THDXwwbgKPCFXhLXrcBdZnYaOAbM9/AWjST7OPAXwOrw+jrAfwTKW8UWxTlLJK4ozlkJ8JiZpRP8Yqlx9xfN7Eut4orifCUSV1Q/Yx/RC85XInFFcb6KgGfD/JUB/MrdX032+dKT7SIi0i26tCUiIt2iRCIiIt2iRCIiIt2iRCIiIt2iRCIiIt2iRCICmNl/t6Ba601mdl/U8aSCmU0zs2ujjkP6PiUSkcBsglpcVwD/GnEsqTKN4HkCkW5RIpEBzcz+3sxWATOBt4F/Czxo7bw7wsyKzOzZsAjfSjO7NGz/mpm9E073hm0VZrbWzH4etj9uZp8ysz+Y2fvhk86Y2XfM7Jdm9nrY/sWw3cLY3rHg3RLzwvYrzexNM3sq3P/jrZ6enmFmv7egWN9vLazoGq7/gAXvG1lvZpeZ2SDgb4F5Fry3Yp6ZXWFn3p2xvPkJaZFOdbXuvCZN/W0iqEX0E4JKAX/oYL0FBMUfAdKBkcAMYDUwHMgC1hBUGq4ATgMXE/zBthR4hKBg3o3Ab8L9fAdYCQwFRhFUZR0N3AK8Fh6nCNhC8PT5lcBBgvpIaQTJ7xNh7H8ECsL9zgMeCeffBP4xnL8W+Jdw/i+Bn7b6fC8QFPwj/CwZUf/baOobk0qkiAS/+FcAk4F3O1jvKuA2CCrlAgfN7BPAs+5+BMDMngEuI6hntMndV4fta4Dfubub2WqCRNPsOXc/BhwzszcIEtsngCfC4+w0s98T9JoOAYvdvT7c74pwXweAi4DXwg5KOtC6flJz0cqlbY7d2h+AH5rZ48AzzccQ6YwSiQxYZjYNeJTgr/s9wLCg2VYAHwt/uXe6mw6WnWg139Tq+ybO/r/Xtk6Rd2G/jeG+DFjj7h/rZJvm9T/C3b9vZi8R9FoWmtmn3L1tQUmRj9AYiQxY7r7Cg/dvrAemAK8Dn3H3aedIIr8D7oKWl0CNAN4CbjKzYWG11Zvp+mD9jRa8Mz2f4NLVknC/88LjFBC8anlxB/tYBxSY2cfC+DKt8xcpNRC8hphwm3HuvtrdHwBqCXpoIp1SIpEBLfwlvd/dm4DJ7t7Rpa17gE+Gl6aWAhd68DrfRwl+yS8Cfu7uy7sYxmLgJWAh8HcevE/iWWAVwfjJ68A33H3HuXbg7icJqs0+YGYrCS7VXdrJcd8ApjQPtgP3hoP7Kwmq1b7Sxc8hA5Sq/4pEyMy+Axx293+IOhaR86UeiYiIdIt6JCIi0i3qkYiISLcokYiISLcokYiISLcokYiISLcokYiISLcokYiISLf8fwConsClXAMdAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1698,7 +1682,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 40, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1729,7 +1713,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 41, "metadata": { "id": "Ku7IxhURbE6q" }, @@ -1750,7 +1734,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 42, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1792,7 +1776,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 43, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1825,7 +1809,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 44, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1871,7 +1855,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 45, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1901,7 +1885,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 46, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1934,7 +1918,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 47, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1964,7 +1948,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 48, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1994,7 +1978,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 49, "metadata": { "id": "eR48izbIbE6y" }, @@ -2029,7 +2013,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 50, "metadata": { "id": "cgSa843tbE60" }, @@ -2062,7 +2046,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 51, "metadata": { "id": "xxdwtuCybE63" }, @@ -2099,7 +2083,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 52, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2139,7 +2123,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 53, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2163,19 +2147,7 @@ " (W_out): Linear(in_features=5, out_features=5, bias=True)\n", " )\n", " )\n", - ")\n", - "Is the log_alpha parameter the same for every channel?\n" - ] - }, - { - "ename": "TypeError", - "evalue": "'Mcvae' object is not iterable", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m<ipython-input-64-51039ebdfc7f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Is the log_alpha parameter the same for every channel?'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0mlog_alpha\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel_sparse1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvae\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlog_alpha\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mall\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mlog_alpha\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mvae\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlog_alpha\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mvae\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mmodel_sparse1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m: 'Mcvae' object is not iterable" + ")\n" ] } ], @@ -2197,7 +2169,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 54, "metadata": {}, "outputs": [ { @@ -2225,7 +2197,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 55, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2262,7 +2234,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 56, "metadata": { "id": "JgstDg9bg6Pf" }, @@ -2274,7 +2246,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 57, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2327,7 +2299,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 58, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2373,7 +2345,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 59, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2407,7 +2379,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 60, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2448,7 +2420,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 61, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2478,7 +2450,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 62, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2518,7 +2490,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 63, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2557,7 +2529,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 64, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2604,7 +2576,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 65, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2656,7 +2628,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 66, "metadata": { "id": "AoR7yJsqeXvb" }, @@ -2690,7 +2662,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 67, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2739,7 +2711,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 68, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2764,7 +2736,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 69, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2845,7 +2817,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 70, "metadata": { "id": "67PCF2GGcKsn" }, @@ -2867,7 +2839,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 71, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2879,7 +2851,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 1296x720 with 6 Axes>" ] @@ -3350,189 +3322,20 @@ ] }, { - "cell_type": "code", - "execution_count": 76, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "AprwvjSJrTeF", - "outputId": "d1210024-23b9-48f3-bf19-61013e60393f" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 0.38442715 -0.0914859 0.3212761 ]\n", - " [ 0.46751116 -0.13784339 0.29848234]\n", - " [-0.42755384 0.04820369 0.06450696]\n", - " [-0.41248938 -0.01061314 0.43066352]\n", - " [-0.3504303 -0.18746317 0.64581907]\n", - " [ 0.08267813 0.96398703 0.23059686]\n", - " [ 0.38866726 -0.07602536 0.38444838]]\n", - "[[-0.38267896 0.49605567 0.326012 ]\n", - " [ 0.30522362 -0.19887222 0.19846392]\n", - " [-0.51586765 -0.39589381 0.68942719]\n", - " [-0.48952454 0.48804833 -0.30834445]\n", - " [-0.5046203 -0.56520397 -0.53286217]]\n" - ] - } - ], - "source": [ - "plsca_adni = PLSCanonical(n_components=3, scale = False)\n", - "plsca_adni.fit(cognition_value,volumes_value)\n", - "print(plsca_adni.x_weights_)\n", - "print(plsca_adni.y_weights_)" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": { - "id": "-8g91KHyrej5" - }, - "outputs": [], - "source": [ - "n_cross_valid_run = 200\n", - "\n", - "# number of components to test\n", - "n_components = 5\n", - "\n", - "rep_results = [] \n", - "for i in range(n_components):\n", - " rep_results.append([])\n", - "\n", - "for k in range(n_components):\n", - " for i in range(n_cross_valid_run):\n", - "\n", - " # Sampling disjoint set of indices for splitting the data\n", - " batch1_idx = np.random.choice(range(cognition_value.shape[0]), size = int(cognition_value.shape[0]/2), replace = False)\n", - " batch2_idx = np.where(np.in1d(range(cognition_value.shape[0]), batch1_idx, assume_unique=True, invert = True))[0]\n", - "\n", - " # Creating independent data batches for X\n", - " X_1 = cognition_value[batch1_idx, :]\n", - " X_2 = cognition_value[batch2_idx, :]\n", - "\n", - " # Creating independent data batches for Y\n", - " Y_1 = volumes_value[batch1_idx, :]\n", - " Y_2 = volumes_value[batch2_idx, :]\n", - "\n", - " # Creating a model for each data batch\n", - " cca_adni1 = CCA(n_components = k+1, scale = False)\n", - " cca_adni2 = CCA(n_components = k+1, scale = False)\n", - "\n", - " # Fitting a model for each data batch\n", - " cca_adni1.fit(X_1,Y_1)\n", - " cca_adni2.fit(X_2,Y_2)\n", - "\n", - " # Quantifying the prediction error on the unseen data batch\n", - " err1 = np.sum((cca_adni1.predict(X_2) - Y_2)**2)\n", - " err2 = np.sum((cca_adni2.predict(X_1) - Y_1)**2)\n", - "\n", - " rep_results[k].append(np.mean([err1,err2]))\n" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 279 - }, - "id": "eHnWUduIsYj_", - "outputId": "92721aea-9f3d-4611-d80e-24a8938b3021" - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEGCAYAAACUzrmNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO3dd3xV9f3H8deHEPaGgEBA9hIhYBjipjhwodUKWvesP+uuttbWgVq1Wi1qq8WqVasMFSsiqIi4BQQhjLAiM+wZCBDI+Pz+uIc2Ykgu496T8X4+HvfBud977j1vDiSfe873nO/X3B0REZHiVAo7gIiIlH4qFiIiUiIVCxERKZGKhYiIlEjFQkRESlQ57ACx0KhRI2/VqlXYMUREypQZM2ZsdPekol4rl8WiVatWTJ8+PewYIiJlipkt399rOg0lIiIlUrEQEZESxaxYmFk1M5tmZmlmNs/MHgzazcweMbNFZjbfzG4p1P6MmWWY2Wwz61nos64ws8XB44pYZRYRkaLFss9iN9Df3bPNLBH4yswmAJ2BFkAndy8ws8bB+gOB9sGjD/A80MfMGgD3A6mAAzPMbKy7b4lhdhERKSRmRxYekR08TQweDtwIDHX3gmC99cE6g4DXgvdNAeqZWVPgdGCiu28OCsRE4IxY5RYRkZ+KaZ+FmSWY2SxgPZFf+FOBtsBgM5tuZhPMrH2wenNgZaG3ZwZt+2vfd1vXB585fcOGDbH464iIVFgxLRbunu/uKUAy0NvMugJVgRx3TwVeBF4OVreiPqKY9n23NdzdU909NSmpyMuERUTkIMXlaih33wp8RuT0USbwTvDSu0C3YDmTSF/GXsnA6mLaRUQkkF/gjJy2go/nrY3J58fyaqgkM6sXLFcHBgALgP8A/YPVTgIWBctjgcuDq6L6Alnuvgb4CDjNzOqbWX3gtKBNRESAqUs2cc6zX/G7MXN4f/aamGwjlldDNQVeNbMEIkVptLuPM7OvgDfM7HYgG7g2WH88cCaQAewErgJw981m9hDwXbDeUHffHMPcIiJlQuaWnTw6YQEfzF5Ds7rVePbiHpzdrWlMtmXlcaa81NRU13AfIlJe7dyTxwufL+Efn/+AGfzqpLbccGJbqldJOKTPNbMZQX/yT5TLsaFERMojd2ds2moeHb+AtdtyOKd7M343sBPN61WP+bZVLEREyoDZmVt58P10ZizfQtfmdXj2kh70atUgbttXsRARKcXWb8/hiQ8X8taMTBrVqsKfL+jGBcckk1CpqLsKYkfFQkSkFNqdl8/LXy3juU8Xsye/gBtObMOv+7ejdrXEUPKoWIiIlCLuzsT0dTwyfj7LN+1kQOcm3HtWZ1o3qhlqLhULEZFSYuHa7QwdN4+vMzbRvnEtXru6Nyd2KB0jUqhYiIiEbMuOPTz9ySL+PWU5tapW5oFzuvDLvkeSmFB6phxSsRARCUlefgFvTF3BUxMXsT0nl0v7HsntAzpQv2aVsKP9hIqFiEgIvly8gYfGpbNoXTb92jbkvnO60OmIOmHH2i8VCxGROFq2cQcPfzCfT+avo2WDGvzjsmM4rUsTzOJ7KeyBUrEQEYmD7Tm5PDc5g5e/WkqVhEr89oxOXH18K6pWPrQhOuJFxUJEJIYKCpy3Z2Ty548WsjF7Nxcek8zdp3ekcZ1qYUc7ICoWIiIxMn3ZZh58P505q7Lo2bIeL12RSvcW9cKOdVBULEREDrPVW3fx2IQFjE1bzRF1qjFsSArndm9W6vsliqNiISJymOzak88/vviBFz7/AXe4pX87fnVyW2pUKfu/asv+30BEJGTuzrjZa3h0/HxWZ+VwVrem3DOwE8n1a4Qd7bBRsRAROQRzV2Xx4Pvz+G7ZFro0rcPTg1Po06Zh2LEOOxULEZGDsGH7bv7y8UJGTV9JgxpVePTnR3NRaou4Dx0eLyoWIiIHYE9eAf/6ZinPTMogJzefa49vzc0/a0+dkIYOjxcVCxGRKLg7ny5Yz8MfzGfpxh3079SYe8/qTNukWmFHiwsVCxGREixet52h49L5cvFG2iTV5JWrenFKx8Zhx4orFQsRkf3I2pnL058s4vUpy6lRJYE/nt2Fy48tXUOHx4uKhYjIPvLyCxjx3Uqe+nghWbtyubh3S+44tQMNa1UNO1poVCxERAr5JmMjQ8els2Dtdvq2acB9Zx9Fl2ald+jweFGxEBEBVmzaySPj0/lo3jqS61fnhUt7cvpRR5TpIToOJxULEanQsnfn8ffJGfzzy6VUTjDuOr0j1xzfmmqJZWPo8HhRsRCRCqmgwBkzcxWPf7iADdt38/OezfntGZ1oUsaGDo8XFQsRqXBmLN/C0PfnkZaZRfcW9Rh+2TH0aFk/7FilmoqFiFQYa7NyePzDBbw7cxWNa1flqYu6c15KcyqV0yE6DicVCxEp93Jy83nxiyX8/bMfyHfn16e048aT21Kzqn4FRkt7SkTKLXdnwty1PPLBfFZt3cXArkfw+zM706JB+Rk6PF5ULESkXJq3Oouh76czdelmOh1Rmzev60O/to3CjlVmqViISLmyKXs3T368iJHfraBe9UQeOb8rQ3q1LLdDh8eLioWIlAt78gp47dtlDJu0mF178rmqX2tu/Vl76tYo30OHx4uKhYiUeZMXruehceks2bCDEzskcd/ZnWnXuHbYscqVmA2daGbVzGyamaWZ2Twze3Cf1581s+xCz6ua2SgzyzCzqWbWqtBr9wTtC83s9FhlFpGyJWN9Nle+Mo2rXvkOHF6+MpVXr+qlQhEDsTyy2A30d/dsM0sEvjKzCe4+xcxSgXr7rH8NsMXd25nZEOBxYLCZdQGGAEcBzYBPzKyDu+fHMLuIlGJZu3J5ZtJiXv1mGdUTE/jDWZ25/NhWVKlc8YYOj5eYFQt3d2DvkUNi8HAzSwCeAC4Bzi/0lkHAA8Hy28BzFhnBaxAw0t13A0vNLAPoDXwbq+wiUjrlFzgjv1vBXz5exJadexjSqwV3ntaRRhV46PB4iWmfRVAYZgDtgL+5+1QzuxUY6+5r9hnNsTmwEsDd88wsC2gYtE8ptF5m0CYiFci3P2xi6Lh05q/ZRu/WDbjv7C50bV437FgVRkyLRXCqKMXM6gHvmtmJwC+Ak4tYvajr2ryY9h+/2ex64HqAli1bHmxkESllVm7eyaMT5jN+zlqa16vO3y7pyZlHa+jweIvL1VDuvtXMPgNOIXKUkRH8Q9cwswx3b0fkiKEFkGlmlYG6wOZC7XslA6uL2MZwYDhAamrqT4qJiJQtO3bn8fxnPzD8yyUkmHHnqR247sQ2Gjo8JDErFmaWBOQGhaI6MAB43N2PKLROdlAoAMYCVxDpi7gQ+NTd3czGAm+a2VNEOrjbA9NilVtEwlVQ4LzzfSZPfLSQ9dt3MyilGb8b2ImmdauHHa1Ci+WRRVPg1aDfohIw2t3HFbP+S8DrQQf2ZiJXQOHu88xsNJAO5AE36UookfJp6pJNPPRBOnNXbSOlRT1euOwYemro8FLBIhctlS+pqak+ffr0sGOISJRWbIr0S0yYu5Zmdavx24GdOLd7M/VLxJmZzXD31KJe0x3cIhKa7Tm5PDc5g1e+WkZCJeOOUztw3QltqF5F/RKljYqFiMRdfoEzevpK/vLxQjZm7+GCnsncdXpHjqirKU1LKxULEYmrbzI2MnRcOgvWbqdXq/q8fGUvuiXvO6CDlDYqFiISF0s37uBP4+czMX0dyfWr8/df9mRgV90vUVaoWIhITGXtzOWZTxfz2rfLqJJQibvP6MjVx7XW/RJljIqFiMREXn4BI6at4KmJi9i6K5fBqS2447QONK6tfomySMVCRA67zxdt4OFx6Sxen82xbRryh7M7c1QzjeNUlqlYiMhhk7F+Ow9/MJ/PFm7gyIY1GH7ZMZzapYn6JcoBFQsROWRbduxh2KTFvD5lOTWqJHDvmZ25vN+RVK2sfonyQsVCRA7anrwCXp+ynGcmLWZ7Ti6X9GnJ7QM60FDzS5Q7KhYicsDcnU8XrOeRD+azZOMOTmjfiD+c1YWOR2g60/JKxUJEDsiCtdt4eNx8vsrYSJukmrxyZS9O7pikfolyTsVCRKKyKXs3T01cxIhpK6hdLZEHzunCL/seSWKC5r2uCFQsRKRYu/PyefWbZTw7KYNduflcfmwrbhvQnno1qoQdTeJIxUJEiuTufDRvHY9OmM/yTTvp36kxvz+zM+0a1wo7moSg2GJhZpWA2e7eNU55RKQUmLsqi4fGpTN16WY6NKnFa1f35sQOSWHHkhAVWyzcvcDM0syspbuviFcoEQnH+u05PPnRQt6akUn9GlV4+LyuDOnVgsrql6jwojkN1RSYZ2bTgB17G9393JilEpG4ysnN56WvlvL3yRnsyS/g2uNb8+v+7albPTHsaFJKRFMsHox5ChEJhbvzwZw1PDp+Aau27uK0Lk34/ZmdadWoZtjRpJQpsVi4++dm1gToFTRNc/f1sY0lIrGWtnIrD41LZ/ryLXRuWocnftGNfm0bhR1LSqkSi4WZXQQ8AXwGGPCsmd3l7m/HOJuIxMDarBz+/OECxsxcRaNaVXn8gqO58JgWJFTSTXWyf9GchroX6LX3aMLMkoBPABULkTJk1558hn+xhBc+/4F8d248uS3/d3JbaldTv4SULJpiUWmf006bAF0aIVJGFBQ4Y9NW8/iHC1iTlcNZRzfldwM70aJBjbCjSRkSTbH40Mw+AkYEzwcD42MXSUQOlxnLt/DQuHRmrdxKt+S6PHNxD3q1ahB2LCmDoungvsvMfg4cT6TPYri7vxvzZCJy0DK37OTxDxfyftpqmtSpyl9+0Z3zezSnkvol5CCVdAd3AvCRuw8AxsQnkogcrB2783j+sx948cslANzys/b86qQ21KiikX3k0JR0B3e+me00s7runhWvUCJyYAoKnHe+z+SJjxayfvtuzktpxt1ndKJZvephR5NyIpqvGznAHDObyI/v4L4lZqlEJGpTl2zioQ/SmbtqGz1a1uMflx1Dj5b1w44l5Uw0xeKD4CEipcjKzTt5dMJ8xs9ZS7O61Rg2JIVzuzfTJEQSE9H0WZzq7pfGKY+IlGB7Ti7PTc7gla+WkVDJuPPUDlx7QhuqV0kIO5qUY9H0WSSZWRV33xOvUCLyU/kFzujpK/nLxwvZmL2HC3omc/cZHWlSp1rY0aQCiOY01DLgazMby4/7LJ6KVSgR+bFvMjYydFw6C9Zup1er+rx8ZS+6JdcLO5ZUINEUi9XBoxJQO7ZxRKSwpRt38Kfx85mYvo7k+tX5+y97MrDrEeqXkLiL5qa8BwHMrKa77yhpfRE5dFm7cnl20mJe/XYZVSsn8NszOnHVca2olqh+CQlHNKPOHgu8BNQCWppZd+AGd/+/WIcTqWjy8gsYMW0FT01cxNZduQzp1YI7Tu1IUu2qYUeTCi6a01B/BU4HxgK4e5qZnRjTVCIV0OeLNvDwuHQWr8/m2DYN+ePZXejSrE7YsUSAKEePdfeV+zTll/QeM6tmZtOCObznmdne01lvmNlCM5trZi+bWWLQbmb2jJllmNlsM+tZ6LOuMLPFweOKA/j7iZR6Geu3c+Ur07ji5Wnk5hcw/LJjePO6PioUUqpEc2Sx0sz6AW5mVYBbgPlRvG830N/ds4OC8JWZTQDeAPbet/EmcC3wPDAQaB88+gRtfcysAXA/kAo4MMPMxrr7lmj/kiKl0ZYdexg2aTGvT1lOjSoJ/OGszlx+bCuqVNYMAFL6RFMsfgUMA5oDmcDHwE0lvcndHcgOniYGD3f3/w5vbmbTgOTg6SDgteB9U8ysnpk1BU4GJrr75uA9E4Ez+N+Q6SJlSm5+Aa9/u5xhkxazPSeXX/Y5ktsGtKdhLfVLSOkVzdVQG4FfHsyHB3eAzwDaAX9z96mFXksELgNuDZqaA4VPd2UGbftr33db1wPXA7Rs2fJg4orE3OQF63nog3SWbNjBCe0b8cezu9Chia5Il9IvpuMWu3s+kGJm9YB3zayru88NXv478IW7fxk8L+rCcS+mfd9tDQeGA6Smpv7kdZEw7dyTx9D30xn53UraJtXklSt7cXLHJN0vIWVGXAa5d/etZvYZkdNHc83sfiAJuKHQaplAi0LPk4ncDJhJ5FRU4fbPYhhX5LCauyqLW0bMZOmmHdx0SltuG9CBxAT1S0jZErP/scGYUvWC5erAAGCBmV1L5FLci929oNBbxgKXB1dF9QWy3H0N8BFwmpnVN7P6wGlBm0ipVlDgvPjFEs7/+9fs3JPPm9f25a7TO6lQSJkUzU15VYELgFaF13f3oSW8tSnwatBvUQkY7e7jzCwPWA58GxyCjwk+azxwJpAB7ASuCraz2cweAr4LPnfo3s5ukdJq/fYc7hydxpeLN3L6UU147OfdqF+zStixRA5aNKeh3gOyiHRU7472g919NtCjiPYitxlcBVXkVVbu/jLwcrTbFgnTpwvWcddbs9mxJ48/nX80F/duob4JKfOiKRbJ7n5GzJOIlHE5ufk8NmEB//pmGZ2b1uHZi1No11hXOkn5EE2x+MbMjnb3OTFPI1JGLVq3nVtGzGTB2u1cfVxr7j6jowb9k3IlmmJxPHClmS0lchrKiJw16hbTZCJlgLvz76kreHhcOrWrVeaVq3pxSsfGYccSOeyiKRYDY55CpAzavGMPd789m0/mr+OkDkk8+YvuGh1Wyq1o7uBeHgxLfkLQ9KW7p8U2lkjp9nXGRm4fNYutO3P549lduKpfKypVUie2lF8lXvBtZrcSGfyvcfD4t5ndHOtgIqXRnrwCHpuwgEtfmkrtapV596Z+XHN8axUKKfeiOQ11DdBn7yx5ZvY48C3wbCyDiZQ2Szfu4NaRM5mdmcUlfVryx7O6UL2KOrGlYoimWBg/nr8in6LHaxIpl9ydd75fxX3vzSUxoRIvXNqTM7o2DTuWSFxFUyxeAaaa2bvB8/OITLMqUu5l7crlD/+Zy/tpq+nbpgFPD06had3qYccSibtoOrifCgYBPJ7IEcVV7j4z1sFEwjZj+WZuGTGLtdtyuOv0jvzqpLYkqG9CKqj9Fgszq+Pu24KZ6pYFj72vNdD4TFJe5eUX8LfJPzBs0iKS69fg7V8dS4+W9cOOJRKq4o4s3gTOJjImVOH5ISx43iaGuURCkbllJ7ePmsV3y7bw8x7NeXDQUdSulhh2LJHQ7bdYuPvZwZ+t4xdHJDzjZq/mnjFzcIe/Dk7hvB4/mZBRpMKKZojySe7+s5LaRMqqHbvzePD9eYyenkmPlvUYNrgHLRvWCDuWSKlSXJ9FNaAG0CiYdGhvz14doFkcsonE3JzMLG4ZOZPlm3ZwS/923Pyz9pqcSKQIxR1Z3ADcRqQwzOB/xWIb8LcY5xKJqYIC58Uvl/DkxwtpVKsqI67rS582DcOOJVJqFddnMQwYZmY3u7vu1pZyY/22HO4YncZXGRsZ2PUIHv350dSroVnsRIoTzU15BWZWz923AgSnpC5297/HNprI4fdJ+jrufmc2u/bk89jPj2ZwL81iJxKNaE7OXre3UAC4+xbguthFEjn8cnLzue+9uVz72nSa1q3G+zcfz5DeLVUoRKIUzZFFJTOzYI5szCwB0DG7lBkL1m7jlhEzWbQum+tOaM1vTu9I1coaAFDkQERTLD4CRpvZC0RuxvsV8GFMU4kcBu7Oa98u55Hx86lTLZFXr+7NSR2Swo4lUiZFUyx+S+TKqBuJXBH1MfDPWIYSOVSbsndz99uzmbRgPad0TOKJX3SnUS3NYidysKIZSLAAeD54iJR6Xy7ewB2j08jalcsD53Thin6t1DchcoiKuylvtLtfZGZz+PHYUAC4e7eYJhM5QHvyCnjy44UM/2IJ7RvX4rWre9O5aZ2wY4mUC8UdWdwa/Hl2PIKIHIolG7K5deQs5qzK4tK+Lbn3TM1iJ3I4FXdT3prgz+XxiyNyYNydt6Zncv/YeVRNrMTwy47htKOOCDuWSLlT3Gmo7RRx+mkvd9fxvYQqa2cuv//PHD6YvYZ+bRvy1EUpHFG3WtixRMql4o4sagOY2VBgLfA6kauhfgnUjks6kf34btlmbhs5i3XbcvjtGZ244cQ2VNIsdiIxE82ls6e7e59Cz583s6nAn2OUSWS/8vILeObTDJ77dDEtG9TgnRv70b1FvbBjiZR70RSLfDP7JTCSyGmpi4H8mKYSKcLKzTu5bdQsZizfwoXHJPPAuUdRq2o0/4VF5FBF85N2CTAseDjwddAmEjdj01Zz75g5ADxzcQ/O7a4pVUTiKZqb8pYBg2IfReSnsnfncf9783jn+0yOObI+fx2cQosGmsVOJN6imVa1A5G7t5u4e1cz6wac6+4PxzydVGhpK7dy68iZrNi8k1t/1p6b+7ejsmaxEwlFND95LwL3ALkA7j4bGBLLUFKxFRQ4z3/2Axc8/w25+c6oG47l9lM7qFCIhCiaPosa7j5tn7F18mKURyq4tVk53DF6Ft/8sImzjm7Kn84/mro1EsOOJVLhRfNVbaOZtSW4Qc/MLgTWlPQmM6tmZtPMLM3M5pnZg0F7azObamaLzWyUmVUJ2qsGzzOC11sV+qx7gvaFZnb6Qfw9pQz4eN5aBg77glkrt/LnC7vx3CU9VChESolojixuAoYDncxsFbCUyI15JdkN9Hf3bDNLBL4yswnAHcDT7j4ymCPjGiJ9ItcAW9y9nZkNAR4HBptZFyKnvY4CmgGfmFkHd9flu+XErj35PDI+nX9PWcHRzesybEgKbZJqhR1LRAoptliYWSUg1d0HmFlNoJK7b4/mg4OZ9bKDp4nBw4H+/O/S21eBB4gUi0HBMsDbwHMWOfc1CBjp7ruBpWaWAfQGvo0mh5Ru89dEZrFbvD6bG05sw52ndaRKZfVNiJQ2xf5UBnNZ/DpY3hFtodjLzBLMbBawHpgI/ABsdfe9fR6ZQPNguTmwMthWHpAFNCzcXsR7pIxyd175eimD/vY1W3fl8u9r+nDPmZ1VKERKqWhOQ000s98Ao4AdexvdfXNJbwxOFaWYWT3gXaBzUasFfxY1sI8X0/4jZnY9cD1Ay5YtS4omIdqYvZu73kpj8sIN/KxTY/58YTcaahY7kVItmmJxdfDnTYXaHGgT7UbcfauZfQb0BeqZWeXg6CEZWB2slgm0ADLNrDJQF9hcqH2vwu8pvI3hRPpWSE1N3e9ouRKuzxdt4M7RaWzLyWXooKO4rO+RmsVOpAwo8Zjf3VsX8SixUJhZUnBEgZlVBwYA84HJwIXBalcA7wXLY4PnBK9/GvR7jAWGBFdLtQbaA9Oi/ytKabA7L5+Hx6VzxcvTaFizCu//+nguP1bTnYqUFdHcwV0N+D/geCJHFF8CL7h7TglvbQq8amYJRIrSaHcfZ2bpwEgzexiYCbwUrP8S8HrQgb2Z4MY/d59nZqOBdCL3d9ykK6HKlh82ZHPLiJnMW72Ny489kt+f2ZlqiZrFTqQssciX92JWiPyi3g78O2i6GKjv7r+IcbaDlpqa6tOnTw87RoXn7oz6biUPvp9OtcRKPHFhdwZ0aRJ2LBHZDzOb4e6pRb0WTZ9FR3fvXuj5ZDNLOzzRpLzaunMP94yZw4S5azm+XSP+clF3mtTRLHYiZVU0xWKmmfV19ykAZtaHyDDlIkWaumQTt42axcbs3fz+zE5ce7xmsRMp66IpFn2Ay81sRfC8JTDfzOYQufeuW8zSSZmSm1/AM5MW87fJGRzZsCZjbjyOo5Prhh1LRA6DaIrFGTFPIWXeik07uXXUTGau2MpFqcncf85R1NQsdiLlRjSTHy2PRxApu96btYp7352LGTx3SQ/O7qZZ7ETKG331k4OWvTuP+/4zlzEzV9GrVX2eHpxCcn3NYidSHqlYyEGZk5nFzSO+Z8Xmndw+oAM3ndJWkxOJlGMqFnJA3J2XvlrK4x8uIKlWVUbdcCy9WjUIO5aIxJiKhURtU/ZufhMMAHhalyb8+cJu1KtRJexYIhIHKhYSlW9+2MhtI2exdZcGABSpiFQspFh5+QUMm7SY5yZn0LpRTf51VW+6NKsTdiwRiTMVC9mvVVt3ceuImUxfvoWLUpN54NyjqFFF/2VEKiL95EuRPpy7lt++M5v8AmfYkBQGpWhyQpGKTMVCfiQnN59HPpjP61OW0z25Ls9c3IMjG9YMO5aIhEzFQv4rY/12fv3mTBas3c71J7bhN6d11JzYIgKoWAiReydGT1/JA2PTqVElgX9d1YuTOzYOO5aIlCIqFhXctpxc7n13Lu+nrea4dg15+qIUGmveCRHZh4pFBTZr5VZuHvE9q7fmcNfpHbnxpLaad0JEiqRiUQEVFDgvfrmEJz5aSJM61Rh9Q1+OOVJDdojI/qlYVDAbtu/mzrfS+GLRBgZ2PYLHLuhG3eqJYccSkVJOxaIC+XLxBm4flcb2nFweOb8rl/RuqSE7RCQqKhYVQG5+AU9NXMQLn/9Au6RavHFtHzoeUTvsWCJShqhYlHMrN+/klpGR6U4v7t2S+87uQvUqCWHHEpEyRsWiHPtg9hp+N2Y2AH+7pCdndWsaciIRKatULMqhXXvyGTounRHTVpDSoh7PXtyDFg003amIHDwVi3Jm4drt3Dziexavz+bGk9tyx6kdSNR0pyJyiFQsygl3581pKxj6fjq1qyXy2tW9OaF9UtixRKScULEoB7J25fK7d2YzYe5aTmjfiKcuSiGpdtWwY4lIOaJiUcbNWL6FW0bMZN22HO4Z2InrTmijITtE5LBTsSijCgqc5z//gacmLqJZvWq8fWM/UlrUCzuWiJRTKhZl0PptOdw+ehZfZ2zi7G5N+dPPj6ZONQ3ZISKxo2JRxny2cD13jk5jx548Hr/gaC5KbaEhO0Qk5lQsyog9eQU8+fFChn+xhE5H1GbkxX1p30RDdohIfKhYlAHLN+3glhEzScvM4rK+R3LvWZ2plqghO0QkflQsSrn3Zq3i3nfnUsnghUt7ckZXDdkhIvGnYlFK7dyTxwNj5zF6eiapR9bnr0NSSK6vITtEJBwxGwfCzFqY2WQzm29m88zs1qA9xcymmNksM5tuZr2DdjOzZ8wsw8xmm1nPQp91hZktDh5XxCpzaZG+ehvnPP2Dr7wAAAw5SURBVPsVb83I5Ob+7Rh5fV8VChEJVSyPLPKAO939ezOrDcwws4nAn4EH3X2CmZ0ZPD8ZGAi0Dx59gOeBPmbWALgfSAU8+Jyx7r4lhtlD4e68PmU5D38wn3rVE3njmj70a9co7FgiIrErFu6+BlgTLG83s/lAcyK/8OsEq9UFVgfLg4DX3N2BKWZWz8yaEikkE919M0BQcM4ARsQqexi27tzD3W/P5uP0dZzSMYknf9GdhrU0ZIeIlA5x6bMws1ZAD2AqcBvwkZk9SeQ0WL9gtebAykJvywza9te+7zauB64HaNmy5WHNH2vfLdvMrSNmsiF7N384qzNXH9daQ3aISKkS87GrzawW8A5wm7tvA24Ebnf3FsDtwEt7Vy3i7V5M+48b3Ie7e6q7pyYllY3RVvMLnGcmLWbwP74lsXIlxtx4HNdqbCcRKYViemRhZolECsUb7j4maL4CuDVYfgv4Z7CcCbQo9PZkIqeoMomciirc/llsEsfP2qwcbhs1kylLNnNeSjMeOq8rtTVkh4iUUrG8GsqIHDXMd/enCr20GjgpWO4PLA6WxwKXB1dF9QWygn6Pj4DTzKy+mdUHTgvayqxJ89cxcNgXpK3M4slfdOfpwSkqFCJSqsXyyOI44DJgjpnNCtp+D1wHDDOzykAOQT8DMB44E8gAdgJXAbj7ZjN7CPguWG/o3s7usmZ3Xj6PTVjAK18vo0vTOjx7SQ/aJtUKO5aISIkscvFR+ZKamurTp08PO8aPLN24g1+/+T3zVm/jyn6t+N3AThqyQ0RKFTOb4e6pRb2mO7jjYMz3mfzxP3NJrFyJFy9P5dQuTcKOJCJyQFQsYih7dx73/WcuY2auonfrBgwbkkLTutXDjiUicsBULGJk7qosbh4xk+WbdnDbgPbc3L89CbokVkTKKBWLw8zdeeXrZTw2YQENalbhzev60rdNw7BjiYgcEhWLw2jzjj3c9VYakxasZ0DnxjxxYXfq16wSdiwRkUOmYnGYfPvDJm4bNZMtO3K5/5wuXNmvlaY7FZFyQ8XiEOXlF/DMpMU8OzmD1g1r8tIVvejavG7YsUREDisVi0Oweusubh05k++WbeGCnskMHXQUNatql4pI+aPfbAfp43lruevt2eTlF/D04O6c3yM57EgiIjGjYnGAcnLzeXT8fF79djldm9fh2Yt70rpRzbBjiYjElIrFAchYn83NI2Yyf802rjm+NXef0ZGqlTVkh4iUfyoWUXB33pqRyf3vzaN6lQRevjKV/p00ZIeIVBwqFiXYnpPLve/OZWzaao5t05C/DkmhSZ1qYccSEYkrFYtipK3cyi0jZ5K5ZRe/Oa0DN57cTkN2iEiFpGJRhIIC56WvlvL4hwtoXLsqo67vS2qrBmHHEhEJjYrFPjZm7+bO0Wl8vmgDpx/VhMcv6Ea9GhqyQ0QqNhWLQuZkZnH1q9+RtSuXh87ryqV9WmrIDhERVCx+JLl+dTodUZvfn9mZzk3rhB1HRKTUULEopH7NKrx+TZ+wY4iIlDqVwg4gIiKln4qFiIiUSMVCRERKpGIhIiIlUrEQEZESqViIiEiJVCxERKREKhYiIlIic/ewMxx2ZrYBWH4IH9EI2HiY4hxOynVglOvAKNeBKY+5jnT3pKJeKJfF4lCZ2XR3Tw07x76U68Ao14FRrgNT0XLpNJSIiJRIxUJEREqkYlG04WEH2A/lOjDKdWCU68BUqFzqsxARkRLpyEJEREqkYiEiIiWqsMXCzF42s/VmNnc/r5uZPWNmGWY228x6lpJcJ5tZlpnNCh73xSFTCzObbGbzzWyemd1axDpx319R5or7/gq2W83MpplZWpDtwSLWqWpmo4J9NtXMWpWSXFea2YZC++zaWOcKtptgZjPNbFwRr8V9X0WZK5R9FWx7mZnNCbY7vYjXD+/PpLtXyAdwItATmLuf188EJgAG9AWmlpJcJwPj4ryvmgI9g+XawCKgS9j7K8pccd9fwXYNqBUsJwJTgb77rPN/wAvB8hBgVCnJdSXwXAj77A7gzaL+vcLYV1HmCmVfBdteBjQq5vXD+jNZYY8s3P0LYHMxqwwCXvOIKUA9M2taCnLFnbuvcffvg+XtwHyg+T6rxX1/RZkrFMF+yA6eJgaPfa8mGQS8Giy/DfzMzKwU5Io7M0sGzgL+uZ9V4r6vosxVmh3Wn8kKWyyi0BxYWeh5JqXkFxFwbHAaYYKZHRXPDQeH/z2IfCMtLNT9VUwuCGl/BacvZgHrgYnuvt995u55QBbQsBTkArggOHXxtpm1iHUm4K/A3UDBfl4PZV9FkQviv6/2cuBjM5thZtcX8fph/ZlUsdi/or61hP4NDPieyPgt3YFngf/Ea8NmVgt4B7jN3bft+3IRb4nL/iohV2j7y93z3T0FSAZ6m1nXfVYJZZ9Fket9oJW7dwM+4X/f6GPCzM4G1rv7jOJWK6Itpvsqylxx3Vf7OM7dewIDgZvM7MR9Xj+s+0zFYv8ygcLfEpKB1SFl+S9337b3NIK7jwcSzaxRrLdrZolEfiG/4e5jilgllP1VUq6w9tc+GbYCnwFn7PPSf/eZmVUG6hLHU5D7y+Xum9x9d/D0ReCYGEc5DjjXzJYBI4H+ZvbvfdYJY1+VmCuEfVV426uDP9cD7wK991nlsP5Mqljs31jg8uCKgr5AlruvCTuUmR2x91ytmfUm8m+4KcbbNOAlYL67P7Wf1eK+v6LJFcb+CraVZGb1guXqwABgwT6rjQWuCJYvBD71oGcyzFz7nNc+l0hfUMy4+z3unuzurYh0Xn/q7pfus1rc91U0ueK9rwptt6aZ1d67DJwG7HsF5WH9max80GnLODMbQeRKmUZmlgncT6SzD3d/ARhP5GqCDGAncFUpyXUhcKOZ5QG7gCGx/qEh8g3rMmBOcK4b4PdAy0K5wthf0eQKY39B5EqtV80sgUiBGu3u48xsKDDd3ccSKXSvm1kGkW/JQ0pJrlvM7FwgL8h1ZRxy/UQp2FfR5AprXzUB3g2+B1UG3nT3D83sVxCbn0kN9yEiIiXSaSgRESmRioWIiJRIxUJEREqkYiEiIiVSsRARkRKpWEiFYWaPWmQU2vPM7Hdh54kHM0sxszPDziFln4qFVCR9iIwddRLwZchZ4iWFyLX2IodExULKPTN7wsxmA72Ab4FrgeetiLktzKyJmb0bDDyYZmb9gvY7zGxu8LgtaGtlZgvM7J9B+xtmNsDMvjazxcEd45jZA2b2upl9GrRfF7RbkG2uReYlGBy0n2xmnwUD0y0IPnfvXejHmNnnFhk87qO9dxAH6z9ukbkqFpnZCWZWBRgKDLbInAeDzewk+9/cCzP33gUsUqJDGd9cDz3KyoPIuDnPErkb/uti1htFZEBCgAQiYxAdA8wBagK1gHlERrhtReTO3aOJfPGaAbxMZAC3QcB/gs95AEgDqgONiIwE2gy4AJgYbKcJsILIHdYnExlVNTn43G+B44Ps3wBJwecOBl4Olj8D/hIsnwl8EixfSaH5FogMfHdcsFwLqBz2v40eZeNRYYf7kAqnBzAL6ASkF7Nef+ByiIzOCmSZ2fHAu+6+A8DMxgAnEBl7Z6m7zwna5wGT3N3NbA6RYrLXe+6+C9hlZpOJFK/jgRHBdtaZ2edEjn62AdPcPTP43FnBZ20FugITgwONBKDwWD97B1Kcsc+2C/saeMrM3gDG7N2GSElULKRcM7MU4F9EvqVvBGpEmm0WcGzwC7zEjynmtd2FlgsKPS/gxz9f+46r4wfwufnBZxkwz92PLeE9e9f/CXd/zMw+IHL0McXMBrj7vgMcivyE+iykXHP3WR6Zu2ER0AX4FDjd3VP2UygmATfCfycJqgN8AZxnZjWCET7P58A7yAdZZP7rhkROM30XfO7gYDtJRKbUnVbMZywEkszs2CBfopU8mdN2IlPOErynrbvPcffHgelEjrRESqRiIeVe8It4i7sXAJ3cvbjTULcCpwSnkWYAR3lk6tZ/EflFPhX4p7vPPMAY04APgCnAQx6Zi+BdYDaR/oxPgbvdfe3+PsDd9xAZRfdxM0sjclqtXwnbnQx02dvBDdwWdKinERmFd8IB/j2kgtKosyIxZmYPANnu/mTYWUQOlo4sRESkRDqyEBGREunIQkRESqRiISIiJVKxEBGREqlYiIhIiVQsRESkRP8PyyAi69KrVegAAAAASUVORK5CYII=\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(range(1,n_components+1),np.mean(rep_results, 1))\n", - "plt.xlabel('# components')\n", - "plt.ylabel('prediction error')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 607 - }, - "id": "qodzauhuwh2x", - "outputId": "9f7234ae-e1b0-403a-ed1d-3641231c798d" - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 1080x720 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "cell_type": "markdown", + "metadata": {}, "source": [ - "plsca_adni = PLSCanonical(n_components=1, scale = False)\n", - "plsca_adni.fit(cognition_value,volumes_value)\n", + "**Exercise (a).** Use PLS to model the relationship between cognitive variables and brain volumes. How many latent components are needed?\n", "\n", - "f = plt.figure(figsize=(15,10))\n", - "f.add_subplot(2,1,1)\n", - "plt.bar(np.arange(len(plsca_adni.x_weights_[:,0])), plsca_adni.x_weights_[:,0], tick_label = cognition_cols)\n", - "plt.title('Component x')\n", - "f.add_subplot(2,1,2)\n", - "plt.bar(np.arange(len(plsca_adni.y_weights_[:,0])), plsca_adni.y_weights_[:,0], tick_label = brain_volume_cols)\n", - "plt.title('Component y')\n", - "plt.show()\n" + "**Exercise (b).** Explore the PLS model weights to interpret the relationship between the variables identified by the model. " ] }, { "cell_type": "code", - "execution_count": 80, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 265 - }, - "id": "4YuOQLqpiO1f", - "outputId": "82b49419-11f5-4b0e-fdbb-f485432fe559" - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(plsca_adni.x_scores_[:,0], plsca_adni.y_scores_[:,0], c = cognition_value[:,1])\n", - "plt.show()" - ] + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] }, { "cell_type": "markdown", @@ -3641,32 +3444,22 @@ "Mcvae(\n", " (vae): ModuleList(\n", " (0): VAE(\n", - " (W_out_logvar): Parameter(shape=torch.Size([1, 5]))\n", - " (log_alpha): Parameter(shape=torch.Size([1, 5]))\n", " (W_mu): Linear(in_features=5, out_features=5, bias=True)\n", " (W_out): Linear(in_features=5, out_features=5, bias=True)\n", " )\n", " (1): VAE(\n", - " (W_out_logvar): Parameter(shape=torch.Size([1, 3]))\n", - " (log_alpha): Parameter(shape=torch.Size([1, 5]))\n", " (W_mu): Linear(in_features=3, out_features=5, bias=True)\n", " (W_out): Linear(in_features=5, out_features=3, bias=True)\n", " )\n", " (2): VAE(\n", - " (W_out_logvar): Parameter(shape=torch.Size([1, 7]))\n", - " (log_alpha): Parameter(shape=torch.Size([1, 5]))\n", " (W_mu): Linear(in_features=7, out_features=5, bias=True)\n", " (W_out): Linear(in_features=5, out_features=7, bias=True)\n", " )\n", " (3): VAE(\n", - " (W_out_logvar): Parameter(shape=torch.Size([1, 1]))\n", - " (log_alpha): Parameter(shape=torch.Size([1, 5]))\n", " (W_mu): Linear(in_features=1, out_features=5, bias=True)\n", " (W_out): Linear(in_features=5, out_features=1, bias=True)\n", " )\n", " (4): VAE(\n", - " (W_out_logvar): Parameter(shape=torch.Size([1, 3]))\n", - " (log_alpha): Parameter(shape=torch.Size([1, 5]))\n", " (W_mu): Linear(in_features=3, out_features=5, bias=True)\n", " (W_out): Linear(in_features=5, out_features=3, bias=True)\n", " )\n", @@ -3685,14 +3478,18 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 107, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loading model_adni.pt\n" + "ename": "NameError", + "evalue": "name 'FIT' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-107-11a8bebc7a8b>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mmodel_adni\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptimizer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mAdam\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel_adni\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparameters\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0madam_lr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mload_or_fit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmodel_adni\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdata_adni\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepochs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mn_epochs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mptfile\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mFIT\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mforce_fit\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'FIT' is not defined" ] } ], @@ -3701,7 +3498,7 @@ "n_epochs = 6000\n", "\n", "model_adni.optimizer = torch.optim.Adam(model_adni.parameters(), lr=adam_lr)\n", - "load_or_fit(model=model_adni, data=data_adni, epochs=n_epochs, ptfile='model_adni.pt', force_fit=FORCE_REFIT)" + "load_or_fit(model=model_adni, data=data_adni, epochs=n_epochs, ptfile = FIT, force_fit=False)" ] }, { @@ -3715,7 +3512,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 94, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -3735,7 +3532,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -3755,7 +3552,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 95, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -3765,15 +3562,15 @@ }, "outputs": [ { - "data": { - "text/plain": [ - "array([ 0.2002608 , -0.14793997, 0.26713213, 0.236022 , 0.24407719],\n", - " dtype=float32)" - ] - }, - "execution_count": 86, - "metadata": {}, - "output_type": "execute_result" + "ename": "TypeError", + "evalue": "'Mcvae' object is not iterable", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-95-22a9523a28ab>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mdecoding_weights\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mdecoding_weights\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mvae\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mW_out\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweight\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnumpy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msignificant_dim\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mvae\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mmodel_adni\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mdecoding_weights\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;31m# Channel 0: Brain Volumes\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mTypeError\u001b[0m: 'Mcvae' object is not iterable" + ] } ], "source": [ @@ -3797,7 +3594,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 96, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -3808,20 +3605,21 @@ }, "outputs": [ { - "data": { - "text/plain": [ - "<BarContainer object of 3 artists>" - ] - }, - "execution_count": 87, - "metadata": {}, - "output_type": "execute_result" + "ename": "IndexError", + "evalue": "list index out of range", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-96-2b0ca7ed8444>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m12\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m12\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdecoding_weights\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdecoding_weights\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtick_label\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvolume_cols\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdecoding_weights\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdecoding_weights\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtick_label\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdemog_cols\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mIndexError\u001b[0m: list index out of range" + ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "<Figure size 864x864 with 5 Axes>" + "<Figure size 864x864 with 1 Axes>" ] }, "metadata": { @@ -3855,7 +3653,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 97, "metadata": { "id": "3IyEdFrcI4bs" }, @@ -3868,7 +3666,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 98, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -3880,7 +3678,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtgAAAYvCAYAAAC6C4i3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOy9f5gc11Xn/T3T05J65OCREwHxxLK8AaTFKNZgBTuIZZFhLcCxGewkwjjsssuLX/YnFmZABm8sgVmL1QYbFnbfDb82YGNkW2aworAKYEE2TmQiMaMIbSRCcCSnbTYi1phI07J6Zu77R/cdVVffe+vWr+7q7u/nefxY091VdevWrapzzz3ne0QpBUIIIYQQQkg2DHW7AYQQQgghhPQTNLAJIYQQQgjJEBrYhBBCCCGEZAgNbEIIIYQQQjKEBjYhhBBCCCEZQgObEEIIIYSQDKGBTQghBURE7hGRjxWgHT8sIp9IuO1OEXk86zbFOP55EflHCbb7DhH5ouP7/ykiD6drHSGkn6GBTQghHoiIEpGvy2nfa5v7H9afKaWeUErdmsOxTonI+wJ/b24eO/zZ+WB78kZE/kxELjaP+7qIfFxENqTZp1LqCqXU32bVRkII8YUGNiGkcHTSsMuKHmrzxwH808Df3w7gpOGzTyql5jvZMAD/Til1BYA3A/gzAL9r+2EP9TchZAChgU0IKQQi8gUR+WkR+QyACyIyLCI3i8gnRWRWRI6JyHcEfn+ViPy2iLwiIudEZCrw3Y+KyN+IyGsi8pyIXB34TonIj4nI55rb/ZqISPO7rxORP296UP9eRPY2P/94c/NjTQ/rNh1G0Gzz3wH4bVM4RdDzLSIVEfmgiJxuHuMTIlJBw+gFgNnm/t8V3peIfKuIfLq53adF5FsD3/2ZiPy8iLwgIl8RkY+JyFssXf1xNAxozT8B8IuGzz4e3EhE/kuzv14Ske8JfH51s49fa/b5j1qOC9f1DNI07H8fwDcGtt0pIs+IyOMi8g8AflhEvkVEPtXc36si8qsisiywTbDv/2fzWh9o9tGLIvJ2W1ub2/xMcxx8QUTucf2WEEKC0MAmhBSJuwHcBmAUwNcAOADgYQBXAfhJAPtEZHXzt78LYATA9QC+GsCjACAitwB4BMD7ALwVwGk0jLUg7wbwTgA3NH+3tfn5zwP4GIBVAN4G4L8CgFJKG583NMMO9jb//tpm264FcK/H+f0XADcC+Nbmdj8FYBGXjdvR5v4/FdxIRK5q9sWvoOHd/SUAB0TkzYGf/SCAf9nsi2Vo9JeJPwdwfXOCMgRgE4C9AEYDn30rWg3smwCcAvAWAP8ZwG/qSQmAJwF8EcDVAN4D4D+JyHeGDyoiY3Bfz+BvlwG4B8Dh0FffB+AZNMbHEwAWAGxvtutdAL4TwL+xnDfQGF+70Li+fwPgFxy//drmfscA/AsAHxKRdY7fE0LIEjSwCSFF4leUUi8rpWoA3g/go0qpjyqlFpVSfwzgCIDvFZG3AvgeAD+mlDqnlKorpf68uY97APyWUuovlVJvAHgAwLtEZG3gOLuVUrNKqTMADgHY2Py8joaxfLVS6qJSKiq5bxHAQ0qpN5ptttI0XP8VgB9XSlWVUgtKqU822xjFbQA+p5T6XaXUvFLqSTTCOm4P/Oa3lVJ/3WzHU4FzaqF5zmfQ8FLf0NxvDcALgc9WAHgxsNlppdSvK6UWAHwYjYnL14jINQC+DcBPN/trBsBvAPghw6Gt1zPwm18RkVkA5wH8OzSM4SCfUkpNNbevKaWOKqUON/vkCwD+B1pDXcI8q5T6i6aH/AlbHwX4j81r++doTA7eF/F7QggBQAObEFIsXg78+1oA720u/882Da9vQ8O4uwbAa0qpc4Z9XI2G1xoAoJQ6D+DLaHgiNX8X+PccgCua//4pAALgL0TkhIj8q4j2nlVKXYw+LQANb+gKAJ/3/H2QlnNqchp+52RCh4l8O4D/3fzsE4HPXgwZ/kv7VkrNNf95RbNdrymlvuJol8Z1PTX/QSk1ikY/vRvAMyLyjsD3wfEBEfkGEfmIiPxdM2zkP6HRzzbi9NE5pdSF0HldbfsxIYQEoYFNCCkSKvDvlwH8rlJqNPDfSqXU7uZ3V4nIqGEfr6BhzAEARGQlGmEV1ciDK/V3SqkfVUpdDeD/BfDfxK0cokJ/X0AjbEUf+2sD3/09gIsATHG/4f2EaTmnJmvgcU4WtIH9T3DZwP7fgc8+btnO1K6rRORNHu1yXc8Wmh7q/41GGEdQSSXcT/8dDU/+1yulvgrAz6AxQcqCVc2xo1mDxvkSQkgkNLAJIUXlcQC3i8hWESmJyIpmYuHblFKvAvgjNAzgVSJSFhEdx/x7AP6liGwUkeVoeDVfbIYQOBGR94rI25p/nkPDoFto/v1/AURpKh9DI755o4isALBTf6GUWgTwWwB+qZkYWGomMy4HcBaNcBPb/j8K4BtE5Aelkfy5DY0EwI9EnZOFjwMYRyOc4oXmZ8cBXAdgCzwNbKXUywA+CeCR5vV5B4AfQSP8Ioz1epr2LSLvQuMcTzia8CYA/wDgvIisB/Cvfdodg10iskxE/gkaHvWnM94/IaRPoYFNCCkkTePt+9DwSp5FwwM6icvPrR9CI2b6JIAvAbivud2fAviPAPYBeBUNj/EPeB72nQBeFJHzAJ5DI176peZ3OwF8uBneYIzFVUr9NYCfA/AnAD6HRthFkJ9Ew5D9NIDX0FDvGGqGXfwCgBea+785tN8vo2Hg3Y9GuMtPAXi3UurvPc/L1M4vAXhVKTXb/GwRwF8A+Co0jGZf7gawFg3v7h+gEZP+x4ZjRl1PAPhVaaionEcjifVBpdQfOY79k2gkd34FwK+jkayZiGZIUFAp5O/QmGS9gsaE4ceUUieT7p8QMliIUlErk4QQQgghhBBf6MEmhBBCCCEkQ2hgE0IIIYQQkiE0sAkhhBBCCMkQGtiEEEIIIYRkCA1sQgghhBBCMmS42w2Iw1ve8ha1du3abjeDEEIIIYT0OUePHv17pdTqJNv2lIG9du1aHDlypNvNIIQQQgghfY6InE66LUNECCGEEEIIyRAa2IQQQgghhGQIDWxCCCGEEEIyhAY2IYQQQgghGUIDmxBCCCGEkAyhgU0IIYQQQkiG0MAmhBBCCCEkQ3pKB5sQQgghhLiZmq5iz8FTeGW2hqtHK5jcug4T42PdbtZAQQObEEIIIaRPmJqu4oFnj6NWXwAAVGdreODZ4wBAI7uDMESEEEIIIaRP2HPw1JJxranVF7Dn4KkutWgwoYFNCCGEENInvDJbi/U5yQca2IQQQgghfcLVo5VYn5N8oIFNCCGEENInTG5dh0q51PJZpVzC5NZ1XWrRYMIkR0IIIYSQPkEnMlJFpLvQwCaEEEII6SMmxsdoUHcZhogQQgghhBCSIV0zsEVkhYj8hYgcE5ETIrKrW20hhBBCCCEkK7oZIvIGgFuUUudFpAzgEyLyR0qpw11sEyGEEEIIIanomoGtlFIAzjf/LDf/U91qDyGEEEIIIVnQ1RhsESmJyAyALwH4Y6XUi91sDyGEEEIIIWnpqoqIUmoBwEYRGQXwByLyTUqpvwr+RkTuBXAvAKxZs6bzjSSEEEJIKqamq5SNI0sMwngohIqIUmoWwJ8B+G7Ddx9SSm1SSm1avXp1p5tGCCGEkBRMTVfxwLPHUZ2tQQGoztbwwLPHMTVd7XbTSBcYlPHQTRWR1U3PNUSkAuC7AJzsVnsIIYQQkj17Dp5Crb7Q8lmtvoA9B091qUWkmwzKeOhmiMhbAXxYREpoGPpPKaU+0sX2EEIIISRjXpmtxfqc9DeDMh66qSLyGQDj3To+IYQQQvLn6tEKqgbj6erRShdaQ7rNoIyHQsRgE0IIIaQ/mdy6DpVyqeWzSrmEya3rYu9rarqKzbufx3U7DmDz7ucLHbfbS23tJFmOhyLTVRURQgghhPQ3Wh0irWqETo7T8bs6OS54jKLQS23tNFmNh6IjjXovvcGmTZvUkSNHut0MQgghhHSYzbufN4YWjI1W8MKOW7rQIju91FZiR0SOKqU2JdmWISKEEEIIKTy9lBzXS20l+UADmxBCCCGFx5YEV8TkuF5qK8kHGtiEEEIIKXxSXi8lx/VSW0k+MMmREEIIGXB6ISmvl5LjeqmtJB+Y5EgIIYQMOEzKI6QdJjkSQgghJDFMyiMkW2hgE0IIIQMOk/IIyRYa2IQQQsiAw6Q8QrKFSY6EEELIgMOkPEKyhQY2IYQQQjAxPkaDmpCMYIgIIYQQQgghGUIPNiGEkIFnarpaiPCIorSDEJIOGtiEEEIGmqIUWSlKO3oZ2wSFExfSaWhgE0IIGWj2HDy1ZNRqavUF7Dl4qqNGWFHa0avYJihHTr+GfUerhZq40ODvfxiDTQghZKApSpGVorSjV7FNUJ588WXrxKUb6IlAdbYGhcsG/9R0tSvtIflADzYhhJCB5urRirFMeKeLrBSlHb2KbSKyoFSs3+eNbSKwa/8JerX7CHqwCSGEDDRFKbKSph1T01Vs3v08rttxAJt3Pz+Q3lDbRKQkEuv3eWMz7M/N1enV7iNoYBNCSA9BQyp7JsbH8MidGzA2WoEAGBut4JE7N3Tce5i0Hf0UcpBmfNsmKHffdE0hJlAaX8O+m2EsJD0MESGEkB6BKhP50e0iK+Gkt0e3bfRuT78kR6Yd365qlJuuvaow4ReTW9e1nKcLxt/3LqIssUlFZNOmTerIkSPdbgYhhHSFzbufN8bojo1W8MKOW7rQomLSawoNYcMSaHhYfb3o1+04ANubXICe6ANgsMb31HQV9z91zBofrunHc+8lROSoUmpTkm0ZIkIIIZ50OzyDKhPR9GK4hMsD7YMr5KBX+gAYrPE9MT6GxQjjupthLCQ9NLAJIcSDIhhuNkOKKhOXSWusdoO0hqUp9jhM0fsAGLzx7TqvbuUBkOzomoEtIteIyCER+ayInBCRH+9WWwghJIoiGG5FUbsoMr3oBU1rWIaTI20UuQ+A6PHd7RWkrLGd72PbNuKFHbfQuO5xuunBngdwv1LqHwO4GcC/FZFv7GJ7CCHEShEMt6KoXRSZXvSCZjFxmhgfwws7bsFLu2/DWA/2AeAe30VYQcoa3s/9TddURJRSrwJ4tfnvr4jIZwGMAfg/3WoTIYTYKEoRkG6rXRQdk0JD0b38LvWLJPRiH2hs47tflFLC8H7uXwoh0yciawGMA3ixy00hhBAjvWy0DBJZG6udIktDq1f7QGNSgSnCChIhcei6TJ+IXAHgzwH8glLqWcP39wK4FwDWrFlz4+nTpzvcQkIIadBr8m+9QK/2aZHaXaS2pG2PTbJwRXkI5+bqbb/PW8auaH1LOksamb6uGtgiUgbwEQAHlVK/FPV76mATQkj/kFb/uVvGT9p292tbotoDRHvVbVrYIsCwCOqLl22WvM+zaH1LOk9P6mCLiAD4TQCf9TGuCSGE9BdplFm6mfRWBEWZIrbF1Z6dz53wul62kA+lAAgwWil3LCGwaH1LeotuxmBvBvBDAI6LyEzzs59RSn20e00ihBDSCaamq0ZPJeAXV9vNpLcixQPbjlmdreG6HQcy9+xHrRrY2jNbaw/vMF0vWzIxANQXFFYuH8bMQ7emPAs/inSdSe/RTRWRTwBOyU5CCOkZGKvpj/Y+2/BRZumm8VMURRlXW4DWKo4AYo1H03gG0BIyYdq3qz0mqrM1bN79/NJxtqxfjX1Hq22TJ02W1zfqns3zOmf1vOBzp7iwkiMhhKSkHzV688Tkfdb4KrN0U+86y4I/aYun5FHF0Taed+0/ERkyYeubVSNl47GkuX99nH1Hq7jrxjGUxOx/y+r6+tyzeRV2Svq8CI+VB6eO87lTYAoh00cIIb1Mv2r05oXLC+kbV9tN2USbDB6AFm9slDcxnESXxNscbotNtiCO59c2nn28yq6+CV8vAdraW6sv4NDJs/jg+25IdH19Pbo+92xWcofhNs1dmo/9vDCNlScOnzH2H587xYAGNiGEpISxmvGwLb2PjVYSG5adXh4P61YnMZazmpgF22JT4Yjj+Y07bsP7dml6B6+XKwY/yfWNcw1879m0+uSmNtlw9btprGQxmUpKJ0JTej38hQY2IYSkpEgxub2Azfu8Zf3qWB7gIlXBS2Is5zExy8KzbxvPo5Uy3phfTLzv8PWKmgzEvb5xrkGn7llXOFScY8cZE3k/d7JYeSnCMfKGMdikJ0kbt0hIGsLjb8v61bnEavYrE+NjeOTODRgbrSxJrt114xj2Ha32bDxpEmM5jzhyU9/GlbOzxR7vvOP61Pv2OU7S+ybONcgrvtq3TWGijm0bE+FI9U48dzohX9gPEon0YJOeox9mtr1Mry/bpcU0/nRi1qGTZ/uqX/K81iZvZi/HsSfxiOYVR57Wsx8VnlHUku5xrkHcYye9F1yrASuXD3vvzzZWOvnc0X2QRl7Tl34Iu+t6qfQ4sJIjAezLinmXzCWsbAYMzvjr9LW+bscBY0ypAHhp922ZHy9rkvZXv05Yu3FeeY1Z034BYNVIGQ/dfn2suPA0bermWLH1QZAsn4FFec6mqeRIDzbpOfphZturUC0jm/HXC0ZVp6+1zdM3JJJLwRQXSa5PUm9skeLIsyJqlfHBqeN48sWXsaAUSiK4+6Zr8PDEhtTH9b0Gca+vLY763Fw9cvU0Sy99N8dKVCx51qEp3VQJygoa2KTnYEJZ9+DkJv3465UQp7TXOq4RY3qhAsBCc5U1bT/5tifN9ekFY7kTkzvX5OzI6dfw+OEzS58vKLX0d1ZGtsugHh0p4/zFedQX/ceVa8z7TDp7YVxE4eqDsRzGUbdVgrKABjbpOfphZturcHKTfvwVaRXAZWyludZJjNTwC3VIZMm41iTtpzjtyfr6TE1XsWv/CZyba5QKH62UsfMOd1hBnH3nJWOXpj22GN3qbK3FuA7y5IsvZ2Jgm9oUPGd9HYJEXd+o6pSD4GBwSWvmFbLR6xMTqoiQniOLLHmSjE5l3heZtOOvKKsAUdXk0lzrpAoAE+NjeGHHLXhp921YtOQH+fRTWOXFpwJh1P6TXJ+p6SomnznWYtTN1uqYfPqYlzqKSy1J7zt4/Safce83T2WG4HhKQngylQVT01Xc/9QxL5k81/WNqpY5CA6GPJ79/a4GRg826Ul6fWbbq/TDsl0WpBl/Nk+QQiOxp1P9GeWpTXOtszBSk3rQ0xb2yHKVZs/BU6gvtBuO9UUVWbVv53MnMFu7bJiHvc279p9o23d9QWHX/hMd1d3WxNF7NmGpjJ4YPQ58DXfX9dX9Gb4mQO84GNKGBmX97O+VULk00MAmhMSCk5t02GKNgc6+ZHyMraTXOgsjNWkoTtrCHlmGoLkMV9t3LrWG4ATIFOoAmEMgNKMjZeP3oyNl6za+pDXSK8PZLqjHGQc+11ffC3nGsOe1b5Mxu33vDO7bOxMrfjrLZ3+RQuXyggY2IaTn6QVVDk3QE2QyQjv1kskznj4LI9XkMduyfjX2HDyF7XtnrNfZ19ArDwnmLs23KZRk6alzxe7a+jnKMEwaqrLn4Cmr8Z1FdEZUnHIUtfpi+kYEcPVTuSRYuWwYr9fqsa9v2MjUYQ5px0ocj254hSNKLtBVZr1bnuOihMrlCQ1sQkiu5G389uJSo35J27SfO/GSyTNZOCsjNWjM+F5nn8IeV1bKuHBpfsngDO/L5akLj+ct61dbC31Mbl2HyWeOtYVylIfE2s9R114b5qOVclu4gv483N7Jp48tqWaYeN2wn7iYxpMAxvFtwjWxS/IMsY2Dkgj2vOeG3DzDSZ89vh5d0/U8N1fH5DPHrMeNGlPd8BwPQsI8kxwJIbkRlUiXBb1cUjePUtm+5J0sHExYfGHHLan363udXWW+dXtWLh9uM3p9xoxpPD9++EzL39v3zuDBqctG1p733IBVgRCM0UoZe957AwAYE7xc1z44Adp5x/UoD7UGLpeHBDvvuL7ls53PnXAa11HH9CU4noCGIavQXsrbhGtil/QZsmX9auPnd990TUfCHOLi69Hdc/CU8XrWF5T1uD7Xt9Oe40FImKcHmxCSG52Is+vlpcZuS06G40q3753BnoOnvEpGV2drKDWl9LLUwbV5K32vs4/3POmY8YnrVQCeOHwGm669yuoNd3k+XTH6ywNxyr6rBCYvd5Asx5s+drD9UR5sPXYAGEMtkj5DDp08G+vzIL4e8yyfPb4eXde+q7M1Y1Em15iyHSdvBiFhngY2ISQ3OmH89vJSYxFeMnFjP4O/zaoIjE9b4lznqGSspGPGd9wqwGkAuoxGrSmsJzHBMIvZWt0rlCVoILrIo0BInORCraFsu+5HTr9mjeuOOrekz54490OWzx7fybYtUVUT9PLrNut237d3xnn8TtPvCfMMESGE5EYnQiB6fakx61CKuEQtcwe1al2awlmE5bjakuV1TrqvOOM2iYKI/lyPibHRSpsHOKqfwyEVNlaNlJ3jLalGse8kJNjftuv+hKUoDRB9LWzfD4lYz8mmm23r87RjMtjHew6ewl03jjlDtqamq3jdYVy72jwxPrYUvhNm1Ui5rw3dbkEPNiEkNzoRAlEEL3Av4zL2bB7ruPvKoi2+qiLh35jGgm3MAOYwBY3PUrvGZQCmDQdw9bOPB7lcEjx0+/XW79Mk77nURGwhRbbf20abzzPEdq1sqy5RutmmPk/z7DH18b6jVWcexM7nTiCO1kq4zVvWr8YTh8+09GulXHKOBZIcGtiEkNzolPHbi0uNadRVslRmcRl7cYuHpF2ZiDI8o1RFJp85BigsJYG5DEOT3Frb/p4+hl37T2B27rKc2yN3bmjp+7VvruCTn3+tzWhxGYBRE099fW0Gpqmfo8qUA42EQ5/xkjTueWq6igtvzFu/X1Bq6TyD1zGO2giAFiPUdi/o703FYUznFDXWbWM76bMnSR9HxdOHCbZ5arqKfUerLf0sAO66Mf2zs5dkUjsJDWxCSK70ovGbN2k8hFnLErqMve2OmM0wWaxMmGTtyiWzpJ3JQDFVTazVF7DzOXN1w6BhMNT0rrbsb1G1Sfk9cueGpThp0358DAz93a79J5b2rxMYXYVmAHM/R20DXI539iGJ59ynDUC7EemaSJgYG614Szdqw9llmOpzcp1bHiFnWeenVMol50qhTQvbJ+nTxdR0teWeXZroorgyqZ2CBjYhhHSYNOoqWSuzuFYZbB5RvdSfh4pIm7XV/DtsxMYpajJbq2P85z7W4okGECv8BbD3c9LiIxcDxVV0AuOK8pDVSLX1c5T3Na6BmCR5L85qR9CIjDJs4xqN4WsUNU70ObnG1PKMq0y6jufq41WOBMflw0NYUR5qGeNZKOdEsWv/ibaJbX1BYdd+86R2kKCBTQghHSbNyy6PF6VtlcHm3c5SLzuISeO3vth4WV+sL7Z4KuOGFYQ90S5D1kVWKhQ24zCqiqNOXPMxnoCG7vbOO+xV/kyYrrut8qVPG8IEjUiboaknE2nlFocEsMmABw12V3x9WL0lC5Lkpzx0+/XGwkW6jZVyCY9u22hsY15qSzaD36V0MihQRYQQQjpMGnWVThanybsYTRibwXRurm5c3g4XMSmXfMqaNAzZpAZAVD/bDOdd+0+0fJZkQmQrtOJq08rlw95JdzZFi9FKGZDGdUjShiBhI9KlxBGlsONzL7hq7ATHcrhQTpisi1clubd04aIkbex1taVepKsGtoj8loh8SUT+qpvtIISQTpLmZdfpF2UnZQTjThIU0GKghKsmJqEksmRUhg12n352TRJ8DNLRSrnt+oYJG1K2qoWu9gQxVUvcd7SKLetX4+rRCmZr9cjKl6ZxGWblsvbVjzSTuLT3ginU54Udt1irTwb7MqmMoel4ce6tOG0Mb5fHZHm0Yr7fbJ8PEt0OEfmfAH4VwO90uR1kAGCmMykKadRVOqHMktW9Enc/tmXz5cNDxkQ1W+Ker5RemHD4S5J+cMXyBpMtJ7euw+TTx1pCYoKlzvVxbQ5YbUhpdQhXe6Jw6VC7wnCCxlxwXNrO/2J90dh/phAln773uRdGK2Xj2HEZgFHhFK7COIdOnu3IOyZJyEceCec777jeOY4Hma4a2Eqpj4vI2m62gQwGWSsvEJIWnyp8LsMir3Gb1b2SZD8ufWrfeFUfQ89EScToXY3bz5Nb11kr5s3WGl7spX2G3ZDSftzNu593GlK79p9wTiZc3m2NzesZFeMeNuZ0u9fuOGD8vSuRNDjuR0fKOH9xPpHcYpgkBqAtHvvCG/NL7YyakPjeN0kns52oMeBDp6RYexFRHpnTuTagYWB/RCn1TVG/3bRpkzpy5Ej+jSJ9h+0lFUe6ivQvRVndMEmd5ZlUaCKreyXre25qutqiabxqpIyHbncn79naYEIAvLT7ttjtMrFx18es0nAlESwqZZQFBNr7xzUmAHf5a9P+TMTpp3AbTN5+l1Vh0uL2lfhLM3aCkog+iZ/hbYLtjysraGtz2vu9KM+tfkZEjiqlNiXZtvBJjiJyr4gcEZEjZ8+m02skg0teEkWDRhZxh0XDFH8aTuDqFFFlyztBVvdKHvfcG/OXZe3OzdWd12lquhrLaMwySdTlHV1QCgp2b251ttZyTq7YWZ9x4dPfplhmV7poOH7Xtzw7YE7U9JX4SxMDbZJEdG0zMT6GkWXti/xxXZJxq27Gud87mR9B4tPtGOxIlFIfAvAhoOHB7nJzSI+Sl0TRINGvYTZZ60qnoQgTwazulazvuTjXSY9VG2EvZBZL62Fv4splJVy4FD8OHEDbfWULg/AZFz79bVrm37J+NfYdrXp5V+NW/ARar53v+HbFQN+3dwY7nzth9Ewnvcfj3Hc2z7ar/4twv5P8KLyBTUgWFCVerZcpkiGaJTYvZxzvZ1ZLtTajdEjEqj+cNVndK1nfc3GMEZfBVymXcNeNY6mT0aJihstDgnJJjJrFUfjeV1EFd+IqaoSPt+naq7zGte3aCIBHt220hrHo7XwKBwXPxXZ9bXrVSQ1Z34JGq0bKuO0dbzVOSFz9XxTHT5IQGhJNVw1sEXkSwHcAeIuIfBHAQ0qp3+xmm0h/wkSM9BTZ25LGwC1ZYmFL4qepHOXZj9M2W3KVbl8nVg30fk1lvJPsJ6t7zmaMKDRiiIP7do3JWn0Bh06etbbF53qFr7lJU7u+qDBaKWPl8mFrKXYXtnN4cOo4nnjxDGy70p7ULKpr+iZ5ugxFV7iDNiSNhW1KgpXLhvF6rb0yocvoNU1Okhqyk1vXYfvemciwkJFlw3h4YkPbhGTL+tXYc/AUtu+dMY6lIjh+wqXOgcZEZfJpljtPS7dVRO7u5vHJYJGn8sIgUBRvS5i0oSs2o8fXGIqKo4zTtrBRajLKOrVqYIpZDbbRhyzvOVelvXC/RnkebdchTRVGE6/X6ph56FbjvqMYEmlVHEHDuH788BnrNlkY1XGTSaemq7jwxnzb57ryo6ugjzYk407GbJNiTfjaJzVkJ8bHcOT0a5FyhTpuPjjefcZSERw/ew6eMq6y1BdVz69OdhuGiBBCvCiCt8VE2tCVMUepZh9cnv0kbQu+pK+zyJ3lvWrQjXCgKM9xlPxesH0uY9z0e43tvO/bO4M9B09hy/rVOHTyrHf4UHDyqY21J1982WvytqBUm0H25IsvW3/vo7AR1cdT01X8xN4ZLAa2OTdXx+QzZm+mbdIwUh5CfVE5jetVI+XEkohR/SfNtmVhyAY9067rHr5WvveQ67w7oRLiepYUYXWyl6GBTQjxogjeFhNpQ1fSThxcnv20bYuzapD2Zewjs1adreUSC+7rOY7SWdZ9FR6rUcVabH+H9+3yHocJjyFdECZOmEjYIHNtGzWmfPp453MnWoxrTX3hsjczOE5sYS+1+UVrCAvQCP946PbkhUhsk2KNAmIZslHobcd/7mPWSUP4WiW993X/VmdrLYmTWYaH+VxDoPurk70ODWxCiDeml1SntVjDxxsdKRtfer4vh7QTB5eBbvN6+bbN1/hPGyYTJ3whKLPmu/8obN6+YOXDID5x88GxGlWsJfh3XD1oE+FQjanpKu5/6lgs41oTNMhcoRGuMWU7ftgotGl3A5fDIILjxNaWqNNcuWw4lc6zzwpF1t7Xqemq0yMfPqZtLI0ss5eTD/dvuBuzWEXyvYblIen66mSvU3gdbEJIcem0hrTpeOcvzqNcak1IjBu6kkZPdmLcrlNs0heOq+xg23eQtHq6aWTWssBmDM3W6lhr0DmOGzfvex1Mv4tDpVzCY9s2towhPWaTGNdAq+F8903XGH8jgHVMRR0/jiEaVTXSl9cdhrzG9WwJ3hc2RkfKmWn2R8k+aoLXanLrOpSG2hOlL1xawINT5n353IdpJw62YwSbOlopY897b+j66mSvQw82ISQxnY7VNR0vrNbQjdAV2/KzTV/YpSzgu+8gaUNRXL9zVa7LyksYNykxbty87ypFVJy3CV2Z0RbTnNRzDbRPAh6e2ICXzp7HC59/reV3wwZDThNltAWNwlWW1SBNlAfXl+AxbV5q27Pl/qeOtdw7ANq82eWS4PzFywmWaVZcfK9h+FpNjI9Z5QmfOHwGD09saPs8K11zF7ZjKAV8IaNKpqQBDWxCSGI6Ld1n229QraFoxFUWSEJahRfb9jpxzjfEIimTW9dFlvyOSmKMWhnwjcHVv/MJm3GVtU7rubYpgnzhy+3Xob6osPO5EwDaJxGuezHcZw/dfn3kdfBltFIGYA47eWW2hrU7DmC0UsaFS/NLKhbB+8HW7rBk5SN3bsAjd25oOe8Lb8y3HTfJxN/3GsZVbzFJSwLpdc19wvWKqgbVjzBEhBCSGNtDOa+HdaePlzV5lUK3lbquzta8lsdtoREX3phv6OSmDHWJYmJ8DKtGypG/00ZXOESgJLLUj1PT1aUy2mt3HFj67+0PfNS6NG9rU/AYYR+xALjrRrvRHuU5LolYz1l/vn3vTNv1c4XTTD59rC2kYtTRr+H2T4yP4f03r7H+3oYpRGvnHddj5qFb8di2jW3nqc3V2Vq9TSJOX0efe9p279hiyXWSrm/ISNQ1HBut4AsJy5SbwulcJett4WEaU0jN9r0zbWM+73uZXIYGNiEkMZ1+WBfp5aCNuDgv7Lw8/iZjMKw+4Gqf3j5sCAX1r31iwdPw0O3XtxmxYYLGYjDGPejVnHz6GCafOdbmpVtQCo8fPrNkcPhcPx2bPzZaaQuTUQAeP3zGum2UJ/KD77sBD91+fZtxWhpqhDfY8hpchqeuJKmp1RegFKxx5fuOVtva/vDEhthG9p733GAdGxPjYxhZFm+x/JXZmnc8vO6fYH+5xlGcXBFf779tLK10JDQC7RMEU87Fo9s2ehnxpsmAQiMcJXievnkdJD2iEi5fdYNNmzapI0eOdLsZhPQ9cZRBuq0i0g2pQFP4gCtcQG9ji+X00TD2xRbO4XOMpNtmdU2iCqmUh6Ql+crWXhclEXzwfTd4Xb+gZJoL07b/6IEDWLS8Xh/btnEpDGXy6WNthrEJfQ2mpquxwjh0uXLb2NP9Eb5eLkk6U9v0NTeNBZ9qiEFWjZQx/YFbveTkbMoqrtwBTVTuhm18BfvM9CwoDwmuWDHs1X8C4KUMYp+v23HAer5ZPl9MFOGZnBciclQptSnJtozBJoS0EDdOOI2+bBLSHC/8ItCFQ+K+GOImd7piObP2wKfxkifZNsu48ocnNuDAZ161Gibh6nJJPP8LSkVev3A1wyhM1z7KZo5jwALJVzmuHq1gYnwM2y1GuamgDQDMxmibDkf4tUOfw9986ULb6smVlbJ3XwLA+YvzkZURgca9Ywvh0OXiXZOj2Vp9qV2mcWuK9Rc01FxcBWWiiuwESRPe5qtnnWfBmLzySvoBhogQQlrIK06425hiFB8/fCaRxGBcQ9QWy1kSyXx5Nk2cepJt44wXn7CMh26/3hkaENYaToLN6HoloPUcxyAMtysy5v2ZY7EVOfS5xr0P5y41jFVXX5muV9y+VQA+FzCug/sWsYepmNATqSC20AZbHPvKZaWl8B5favUF7Np/ouWYd9041hJyotAaWpPWeN2yfnUiOcHw88yViJlnjkq/vi+ygAY2IX1Ikvhgjcv46GV8NGa1DJir36amqxgSc5Sn7UVm67tFpTL38rji1KPGRZIYd9/JRpRmum7b9r0zWFEessbRhrWG0+hWtyHAfXtnEmk9B9vlMi4EaEvsM/0mSPAaxL0Pz8014ui3rF/tPXEBGn0bFRPvy+xcHY/cuaGlEFAUpvM06dXb7MoLlxYwNV1N1F/BMfnkiy8bJw33P3UscuISxcplJew7Wk00yffVrs87R6XTSlK9BENECOkz0izZTU1XrbGLthdJkeLvXG3xfeCHZcAAtC1Txw316KQ0lk3zGUDkuEhS1dL33KI8XcG2nZurN5L/VGvinklrONhe1zK5Dz6brhop42J90SkR6BprUYcolwTb3nmNNXQpSbXJWn0BT774ciwv58T4GI6cfg1PHD7T0uaGka5Qq5uKqtv3rdtvCrmI87wJ4ypao9VITP01JPYwnuCYdBU1euDZ47jrxjHsO1qNPSmrlEsol4YSywm6xphLmz1rKPtnh0mOhPQZeSS56UQpU5n0uMl+eRHVlrgxr5pgv/kkPfm2TSdCzc7VO/IiTDMuXNgSE99/85qWYhq2JCyB/SW9aqSMkWWNJLQrK2WIwNlfrkQvF64S5EH0eALaiwcFDWKTDrMv4UTOMFPTVdz/9DEseCRGeh+zJNjzHvMxTZPWXftPxLqXKuUhXKwvGvtqy/rVbQZqnGeIK9FVP7dMz4W7bhyzJtS6xmQYneCp+8gVbx42fG3Jnz6Jj1Hn7ZM4mYVzpEjvgDxgkiMhZIk8ktwUzN7vTlZyjHoZ2Nqy87kTzqXkKIJ9kjTUI+xpvbJZYCOLSnO+5LWUe+jkWa/PXZ4uq7bzXH1JTcJnVSaJd1cbPVGsGinjoduvb/P2T01XMfnMsZZiKaYS2b7UFxV27T9hHesT42OxEjB9WLls2DruTEnFtoRJG9rbrfMegPbiLNrDXhJx6ouHcRmqQc+5qT8/cuxVYz+6xmSYV2ZrbcmYP/sHx3HhUuuzyGR02hRqfLy/UedtIvgMHR0p4/zF+aUVoqTPoCSrXoMCDWxC+ggdH2zyxvkmucUpQd2p+DsfA8tVgGNquupcShbAq9+sBpwAa3ccANCQ/tp5x/VtL5jgS3jz7uczqTQXh7yWcn1j9l3VF61SeGJX2zD1VxJJOG3U2TzYUasTu/afaIupXlhUWD48hDfm/cMogpybqzsnX66xnIS4+0sykQmjz+vI6dew72h1qf8XlMK+o1VsuvYqpxc/OMlYVhJcCl2DYNiOTXlo5x3Xxx+TIcJl303VP23PhCQVSYOMLCsZDXnT9uG2+d5TPnRaSapXYJIjIT1MMGlt/Oc+hsmnzVq3vg/tuEluWVRW9EnI9MlUj1K6sH0/NlrBS7tvwwffd0PkuduS6oJdrivquRKVupEYlCb50YaO2Tdhium1Fbhw9asrFKHaVP3Qbdlz8FSiEBGbcV0echvXgL19b8wvelWn9KFWX8B9gaqOWce3xt3f5NZ1bQVykqBjw+OoUGjt8OAE9dKCwpA0VhniFE9JMiaDlIek5flgSzwUsUuc+hZ9MT3rw8b1aKVs3d43KZLJidlBDzYhPYqPRwKIJwUXd7kvrQfGd+nfxyCd3LrOWoDjldmaNRYz6OUC3Ofum1QX1msOY4vTvLKSjUFmIk3yo42dz52wxpCaxoDN06U/sxVDcbF97wyePnIGf3nm9UTqHzZsXsc4PHR7u4c0DfraxE2siyq6smX96ljt0H0SjsUWNIzJOOHhcbWb9xw8ZSzMs6iAkWXDmP7Arf4HR/SYdHmyr1gx7PWc0sokSesI+D7rVy63h/r4Gs5MTswOGtiE5ExeKhu+Hom4UnBxlvuijNKkcdNh49QnvGFifMyafBUVi+k6d9M56KTA65phISZcLzSbWlkMFbNEmM5v8+7nY8fRT01XsWu/PQ7YFrMf3ke4X31ioU3HeuHzr8XezoUAmHnIz1AbtUyWRivltjE3OlJOlGgbpFZfwBMvnomVU6DgTuS0xdG77l+tMhJMFFRorDqMlIdQqy96Gds24390pIzNu59vO7brvjI9I9I8f/X9Ykue1cV4fFZP7n/qGLbvnfFqQ7jNc5fmU3uffcJ68pb0GzRoYBOSIaZKgUFPU5bJbEXxSNgM8jRx03Hid4OYPIY+sZg2os7BZTC5+t1WJS9O9bysiBuuYoszDRJV3MPUr3HKf2eFSyLuwanjLYl3d990TYsqimbnHde3lTsvDwl23nE9gPYx9+DU8TbpuyBD0jCGXeXT485DdEKha4UnjO0a7dp/YinZ88kXXzbu7415hZd23+acgGpGlpVwaX6x5XyHBHg9FIc++fQxAG5DMayznVWVQdcE3+d+ANzyn1FtjtNOG6ZnaLkkWLlsGK/XOqNkNGjQwCYkI0wPRtOLNKtktqJ7JHy8076Jd+Hl2pJIS5xmWNkhqxWDqNjv8xfnjdsFYzNNHrQiacfa2mLzIPqsnESNOd/Vl7RElcq+5+Y1Rom4tW+utHhmF5Ra+jtsZJvG3Jb1q7Hn4Cmjx/LhiQ3YdO1VVmN3UQGlmNlRWglFq9MEky4r5dJSe2yYxp3tGunCNYA9vEN/7vOMunBpoU11xTS3qC8qbH9qxjm50MfV95zp2Emev1EJunHHsqsNSe+NqGc91T46Dw1sQjLC9GC0vQuySCSJUkwIy2B1Gt+4ad8Ybn0ePsVSsjpn1znYYkEFWNIxtnnQTDG04fPuVAEfm2fr/EWzjGDU2B0pD0W2M60ChYmwNzpKDWJstLJk7Ib7+f6njhmP8eSLLxu92GGZNtsYBS4bOLaQjZJIZKXHMIuq4TEOq2usGinjtne81RmvXS4JLrwxj+t2HPAOxdAGouscAPPYMuGr6R3luR/z9CjHff66JlFJx3LaROfSkOBNy+N5n6n20VloYBOSAVPT1cyW8nzRMZCmSmvBpMZuVVr0jZsG/L0qndTd1m2Nq90MtJ6Xqb2HTp7FI3ducMauZ7G07YPpGpgKpeh+jvJKLvcoXe6qomdDF88whVjowiG26odxklv3HDwV6Zm1MTVdNSZq1uoL2LX/REsFSNO+xOMYJq4ereCeX/9UWyz6xfoiPnLsVauxuaqphayvdXCcRV3nV2ZruOfmNcZiLXffdA0Av0TBrIjjUU7y/HVNolzYJiEuBSafvnrT8mHvPAHSHSIXokTkOp/PCBlU9MPWRjhvLcuwjYcnNuDRbRutMk+6bdXZGhQuv0B9ZdjSECX5p2WndNGKR7dtxAs7bnEakJ2Wt3Odg49Eoau9E+NjeGHHLXhp921L56375L69M7Gky9ISbMvk1nXW5MVXZmuR8mU+ceRJihBqhRXTmA8a1yPLSnilGS/89gc+iiOnX8Mjd27AaEChZUX58qvPdI/YCMf4BtH7sRnI5+bqRoNM7zNK6cOGDmkxJXrW6gvWayloqG6EV2H0OIu6zlc3VwDef/OapXMoibRV8NRj67FtG1FOUYDHhQBLxWmingUunWiXVKX+fu2OA8b708bdN10TS/rURx4QyF4LPalUJ7Hj48HeB+CbQ589A+DG7JtDSO/h8phEedaywLXs12mPb7hdR06/ZqzQltRDG5VslLWnPsrDHhXeEifWOu3SdlZljyefMYdH6HZHSepFeQejXtxDAEzlWS5cml+SOnN5E4PawDp2+qWz51uKvgTjiHftPxHLWDKdTxoP7aJSkbHiQVaNlKEUWkID4lZWBNyrMHoCCMBYNTI4zh+e2GAMmwljC6nKAoXLSiguD7AtbC7qeRTHYx1m39FqrHeArxRolvkanVwxGySsBraIrAdwPYArReTOwFdfBWBF3g0jpFdwGT2++tN50Y2CJpqp6aq1QltSw98Ws71l/ercXhA+Orm6/LlIQ5dZewDjxJinWdrO6gVpqkpoardtggEAF964bAibcHnhBcAvbdtolFusL5i1xX36zebdtck6aoKhLJXyEDZde1XL976GV6VcwvLhodRlucdGK0sSkfr4u/abtcij2uOKT9fjTI/9qMmbST0pbFC6zrE8JLhixTBm5+pWjfgoqrM1bN79PKqzNWM8vutZbHse3de8ly+84SeTZ0KHhAWvWxRR4ShZJ6930xHTz7g82OsAvBvAKIDbA59/BcCPZnFwEfluAL8MoATgN5RSu7PYLyGdxFVevNsPp26qVbge2kkNf5tHuVsviKABYjJwH7lzQ2Sstf4uykhyvVSzOn+XsRk2UPS/w0bqbK2+VALb5LVzXWPVPBdbO0zbppksus531Ui5JWa6Vl9sm7T4GPe60BNgX/Hw9YBrI1JP6MKKIT6Evbg+xptrlSwcE1+drbXEZet7wWY4l0SWkoJt+wQuS8q5Ql50HypcDrnxSfaOq61tojxkl1ZMM0Y7of7RTUdMP2M1sJVSfwjgD0XkXUqpT2V9YBEpAfg1AP8MwBcBfFpEnlNK/Z+sj0UGl04k+KWtZpgn3Wyb66GdxvA3vextS+SdekG4DFxbXHncRCkdXmPCdp66lHgWY97mxTcZxLX6QpvR5Zs8Z/JAakzjwzcpLC5KIXLS4hPvqycmU9NVLB8eWtrnqpHykp40YF4NCBM0IpN4ecMe8LjGW1ilZOWyUlu5bhO1+gJWlIdQKZfankUmz7JJ3UV7xWdr9bbxYRov2rj28RynHUN6khC1IpCUrNU/wu9Fm54/qzqmw0dt88si8qci8lcAICLvEJEHMzj2twD4G6XU3yqlLgH4fQDfl8F+CQHQuQS/ifExPHLnBmuiYbcJJnSNVsq5ti2YKDNkSQjTL/FwIo82HpIk2PgkHEa1N01iTxIPUBy9Wx1eY2uf6zzjjPlRS6l22+eA/Rxt+u8+SVzaAxnENjH02d/mt1/V9htXwt1opWxNIqvO1vDg1OXJggs9KXpw6ji2751pMYov1lsjzecXoo3rNBHMQW32IKZkWxNT01VMPn2s5Rx8jGvN7Fw91nMynHi79y9ebvFQa8ZGK6nlUH0TC01UyiV88H0ND3xUYncc8ko6NL0Xz1+cR7nUej+Y2s1EyHj4JDn+OoBJAP8DAJRSnxGR3wPwcMpjjwEIloH6IoCbwj8SkXsB3AsAa9asSXlIMkh0MmwgSw9DVl53k4c0mOiVNeHjmRJz9EM7LN8VNB5s8cOufkniqU8at5xV4Zi4HjPX2HXpDfuOedvLMliV0EQc718weS4qNEZ7IMPX29T/wTCckWUlzF1aWCoPrisw6nhl7ambd8jhvfuGt+LQybPW89IhEK7qiEAj8W5qumotOLXzuRORceBAdMGcMOUhwbLhoSUDeLRSxs47rk/1jEqbpKgTZIPXMJiv4GrbzudOGI89WinjhR23LMVet30/Yp8YAq338pWVMobEPmlYNVLGyLLhpUJXC83k1HD5eCBeOIdpPAPRev9JMb0X64sKo5UyVi4ftoayhZNdmQgZjagIzU0R+bRS6p0iMq2UGm9+NqOU2pjqwCLvBbBVKfX/NP/+IQDfopT697ZtNm3apI4cOZLmsGSAuG7HAePLW+vpFhFbQksSr7PtpeO7bOpLlIqCrjJne9n4tNOnX+JOTJL0j60dtsIxtus2NV11Fgmy4Rq7U9NVq7EXNeZt4SrhMAbfbW3eVlPfxrkOrv6PUmmIE5Jju6ZBSiL4/CPfi3/8H/8Itbp54ipIH36gr52tn8KEjemsJuxrPcqe2wiHysS9l13n/di2jQCAyWeOtcWjD6GRNOsbomUbt4KGjGjWhqStL1aUh4yTriye3XHfi1H3Tdbvk6IhIkeVUpuSbOvjwf57EXk7muNORN4D4NUkBwvxRQBBzaO3AXglg/0SAqC7CX5JSet190mayzIu2cdo0VXmTG10vTyD7fTpF59VhLT9k7RwjGk/LuNaxFy1zjV2dTx0kjFvC1cZWTYc2afh1Qjt3bNVVgwzuXUdJp8+1uKhLA8Jtqxf3Vaq3db/4aQ6LTUYbHuckJzgNbVNWvQKzSN3vsP6mzgKITa0BOXcpfm274LqGzZ1jzSe0OD9EhdTkqGrEI++l01tdrF97wzuuXkNhofaK2AuouH9Np1rnMq7Ovl2+96ZTHN5bOPZNk6zeHbHfS9G3TdMhLTjY2D/WwAfArBeRKoAXgLw/gyO/WkAX98sWlMF8AMAfjCD/RICoNjJhzbSZHP7euiynGDElZYzvTxtXqMhkaXyzT5GeBRZ9E+UbrDvSzeq3QI0DIaA0ekzdpOO+bQqAqZEvVhKDqFw6AWlsPfTLy8ZTNow9DWQ6wsKP/sHx729oCaqszWnvrQurjIxbq6oCgCzc5diHdNEWIJS4xP2kWbCHsfjb5oQhpMMowrx6LEWZyKkj2Pqe40tGTSuYajHT5ahEXHbkMWzO+4zIqqNRXZYdZtIA1sp9bcAvktEVgIYUkp9JYsDK6XmReTfATiIhkzfbymlTmSxb0KAzsgbZU0ar7vPiynrCUbcqmk2r5HJyNYvYl8jPOraZtE/WRW6iTL4FhVwZWUYI8vMMZE2ko55m4RanJen7dpGLSHvOXiq3fOogMWFdi+nrey0iQuXFnDh0mWjKEmSoOv3waIzWvUiHKcaJwnQRKU8hEMnzxrH7crl0asLaSZOvobuqpGytXpn1CpUED3WknhEo66rSUknTeiO1sjWKxe+Me7hZ4TtvhutlPHG/GIuzqG4zwhXPxXdYdVtIg1sEfmJ0N8A8DqAo0qpmTQHV0p9FMBH0+yDEBdZyxvlTRqvu+vFpGNBs55gxK2a5lKc0AltpsplPkZ4lFcp6sXtE2+cVaEbV1Ki5txcHSPLhmPHfgbH/INTx3H/U8dw394ZlERw8z9ahS98udaWUHXBEn4Q5+WZ1JiLY1AtKNUm9eZL1jUEHz98BodOnl0a4zpEJ4l8nonykOCRO9/hJUFpm9ylmbD7XJdKuYSHbr/eKzQp6vm0Zf3qpW2MCYuVMr5ycd57ghXE5LGf3LrOGLedhNlaHZNPt4clBTGt3pVL0qafXSmXlpKK83IOxXkv2p5VPs/LQcdHpm8TgB9DQ/VjDA1Fj+8A8Osi8lP5NY2QwSON5J/tpakTdFwSXEmxyVI9ZjmerY3ay/nS7tuwaHmBaiNccHl5Pohe+rYRZVT4xhubro/Jy1irL+D+p44ZJa0mxsfwzWuudB4LSCct+eDUcTx++ExLJc0XPv9am2zlzufM1RuvWBHdH0GSSiXG8ZKPjVZw141jbRJ+3SJ8feJ6RMtDglUjZQgaBstopbw0rnTxlah+dcmRppGNsx23JNL2bPI5jus6K2BJhtK0Ly0hl8S4BszG/cT4GFYu84mS9aO+qJzPH6N6x4JCuSTG572vfGLemJ55j23biOkP3ErjOgKf0fVmAN+slDoPACLyEIBnAHw7gKMA/nN+zSOkP4gTPhD0LgTlrKK2m9y6zqhMoRN00j4MXefge25b1q9uSUgLfq5xVcbUoQbXWRQNXF6yKK9xnHjj8PnZvIwuD/vhvz3ndbxwAphvX//ei+39bNq3rT9sy/42TP0b1Da3tdW0XXlIAEGL4R+sepi1N7pcak+Q8yU4sfMJQ9FhLiVpeC5Hlg07PYFRq1q79p9wFjkCknlCbddFJ1UG8XkORN1/tjaPjpRx/uJ8qpUBm3Fv0zpPiusZYvturr6I/1Tw0MVeWwkuCj4G9hoAwUyNOoBrlVI1EXkjn2YR0j+k0VuOs93E+JhVzSBtpndUW3wfvodOno383CdMJsnSt26jScUgatsofOI5w8llcbxxr8zWjNfgvr0z2PnciaX4zzil16OI2x9hNRGgVdvctoRuUiHRurwiaFHI0PvKklVNAy4N+lpEYZL/09vu2n/CaGi7jNep6aqzrHzUhCysb7xqpIzb3vHWJcnD0ZEylg8P4fVafak0uz6e6Rngeg6YxoepzcH9AQ0ZxyidcBcuj70rHCWoCa2rSEaNPdc943pG3P/UsTYnSieqEJN88TGwfw/AYRH5w+bftwN4spn0yLLmhESQNJPfZ7u2krcZJKvFacv9T7njDsNExenq8wkmtJliuX2McNcLKmt1GZ+Y6uB5AoiVsCfSkBsz7X+2VscDzx7HkdOvOXWb4+DqD1e/asNo466PtY3D+qKySqaZrkt4e31+WaMUUhVQ8SGYA2FL9js3V/eaeM9dmsfO505g+94Za7VUoFFkxTUp1pUZg+d+bq7essJ0bq6OSrmER7dtNMaX+zzHwuNly/rVVtUPU7Jw3AmVLgjjY5janiO2hEVTn2michZcRYnCK13he5lFXXoTZ6EZaWQ0vg3AVwP4NjSeE59QSnWl2gsLzZBeJGnBm6jtTDJa5ZIAIYMhaaEan7bE3b+rqIjtZecq1mIz9KKKWeThHQru05Soqc9TL4HrGOmsiGOwR+1Hl34OYyvOcc/Na/DwxIalz1xFSb5gKWZhW1kIHsf37MKTs7C6RycJq6i47qXgNkFPZhyJQk2lPGQsgKPb41u4Rm/jU+wlqiIh4L6Opjbbfm9T2oj7rLNVUnQ9W8LjyVdFZPznPubljbfdy/1e1KWI5FZoRimlRGRKKXUjGvHWhJCYJM3kj9rOljQTx4MThX75uAyCOIVwXJ7nuJ5+15J01L7yiCkMx85Heck3XXsV9h394pJBMSQNebqkZGFcA43CQOG+cVXr1DrEm669KlGfRukjB4/jiy50s2X96qU22TyPeWJaCfDxygY9lnF1oTW26pLV2VrsqoxRModhz6xu//LhIe9iLoC5zSYFoSyVNsLPAp9wuKTPjoduv95rshSlFU56A58QkcMi8k6l1Kdzbw0hfUhS6b2o7WwP29m5OqY/cGvqdsfxnMUtSGJ6KfrIkbnaGrc6ZJ5EJX1d7tvLBsXy4RKWDw8l9rTGCjlBw1s4ZzBowhM/n3EQTqRdNVI2eupWjZTbPktqQEZhMvx94qSzQgDcdWO7MeYbTqQnhEUwqpKsjrgSaOMSlPE0hSXZSLJSlbaarovwc8G20mXrbxZ16S18DOwtAP5fETkN4AKak0ml1DtybRkhfUJcpY3gdkdOv4YnX3x56WEbVCzIuxR8HMMnzjFtHqCk5xOnOmTSvknyok7iYX9j3t3f2kANG6+m5DkXCsDycgkKEjnx8x0HQUPwoduvb9MYLpcED91+vXO7KOIWiwka/hPj9lLyq0bK+IdaPI3lKKNToTV5NziGRkfKmF9YgMXJvETSOOSsyWp1RBP3Oq4aKbeFRgT780pLQmyS5PK0VU2j8FnpMt3LLOrSe/gY2N+TeysI6XOSLCtOTVex72i17eWmXxRxHsJJDETfF0pWD/6knv441SHnLs0bq7pNTVexa/+JJcM1GFOZVAXGha1vXREM2kB1xZBvuvYq/MRTM16hJrNz9aXkNZfKhK9xF5y8mCaVW9avxp6Dp5aK3ugY6VGLtzuMjvUOKlz4bBfsa9sYe+j2651l0U0hCj4TmmDybvC45+bqXlreV1bKkR7v8lCjL7OIflm5rITapQVE2P3erBop42K9PU76rhvHlq7j1aMVXHjDLcMXtu/D/Rnc1hWe4uOJzttxEcTlfNl07VVUEelxnEmOLT8U+WoAK/TfSqnssnM8YZIj6Sadlk2KSkLSiVBRbYpK+EtyfJfCRxRRyYlx+9iVNGZSVQmf+9R01VjRrTwk2PPeG6xeT1cyYBRxEsyC7dn2Lde0GCam/vFJogOiE6bihAhFjSfXvkya1zbCCZI+scTh83xw6vjSqlBJBHffdA0entgQmYBrk8lzyc7p7ecC8nZxef/Na1qMrdGRMpRqaDjricveT7+cqiLhY81qob5JeD7oMQFEr975jLVgiEia/oxKLk/6vCT9SZokx0gDW0TuAPBBAFcD+BKAawF8VinVvtaXMzSwSbfoxkM3ylCKelFoXIZDGgMracZ+1v3oOj+bZyx47i5jV7/Us1BQCZJUGcLkSQ0f38d4TzvBChYc8ZkkRRmhI+UhvDGvnKEIpvEada6myZRt/AFm+Uaf65v0evqgK7Ha2pBkshbGFnpka4+PCorWjvadLLuUZOKGlES1LUqJI6kzhdrV/UduKiJNfh7AzQD+RCk1LiJbANyd5GCE9Cp5Jr7YiIq99F2yTBpTGFUYIu75216gafvRtuxvqxoJtJ67qx+qszWrtniatvsmO4UJ/8J0fFtFT43vqoOrX3QZ7zC2cJoow9OUbBlEhwqZNJXDYRraGDOdp+s+9ql6aDOgou4VGz6GY1QlVt9QLlviKeBnWAPREn+rRsqY/sCticKqbBr1aYxr04TUJ5zNN6QvHAd+4dL80koCtauJj4FdV0p9WUSGRGRIKXVIRH4x95YRUiDyTnwx4Yq9jBP3nCamUL9obN503/OPkmJL04+2OEadDGoieO5RE5kLl+ZRHhKrxFsSlZOwYZbGAxo+/sS4vaKnAN46uq6S9UdOv7Y0WRIAI8tKmLu0YJwoBIsGxaEkgkWlnElr+45W2+J5XZMH27WqztawcdfHlsIuTB5jk9G4fe8Mjpx+DQ9PbIi8V8KEY5FdkyzXGLNdp2D/aW9yVhURXbHsQHKHhOleTuOdd6mPpMUVB66p1Rewa/8JerUHFB8De1ZErgDwcQBPiMiX0CiXTsjA0MnEF03YK5Y07jlp8mCQtOcfpUSRth9NHidX0lrw3Ce3rjPGYGu0trhNZcJUfc5V9Mbk2QorxgiAoSHBgkfmmqnvbIVB9G99lrJt42btmystKwMKwIVLjd/YDMQFpVApl2JNIPRYf2W2hj0HT2Hu0rzRaDt08mzqSQNw2UDSpcvv2zvTcq/ZkmmfaPZFlKFsK7+t/1775gpe+Pxr1nbbMFVGDBdVShu+Ei6kEqWMlMYhEb6XfUJgRNoTIYHLHnc93rfvncGeg6cyMXJ91XXOzdWt5eW7BUNZOoOPgX0MwByA7QDuAXAlgCvybBQhRSMLIzUJpiIIcV8USWUCg6Q9f9eLNa9+tBlTq0bKLeeu/x1UEQmjFTdsoSjBIibV2Romn75cQt5U4txU8j6oGKMADAH4qpEyZufqTo+oqe9cYTPhMua2l75t3Nz/1DFHa8yMRRiQJqTZNgT+b0J/F0w4tE1GfTWog/vWfWMbw9rI1tfIZFyHy2+bJl22/QvM11jvZ9/Ratv4EKilZ8SFN9onJnF5Y749hMcVRpF2Qh6WNHStIAmAR99nvjd1WFHWKkBA8lW3vEMLo8irP0g7XjrYSqlFAIsAPgwAIvKZXFtFSMHIwkhNS5oHYxKZwPD2QPLzdy1j55UoajMyb3vHW7F59/PGcA2bt0wbBivKl6W/tFdv53Mn2l7+9UWFnc+dAGBeOgZaX9DGqpyLCiPLhjH9gVvbjGKNTerNdL3WvrnS5unU2F76pnETt1iLNnTiGOZx4m4FDWWQYCy2NnJNVfiAeOeg+8bl/Ta1NRziEhULbjtf1Wy7LXnUZDzrmPas9LPjGoVpJuQmScNySZza9q7n0+bdz+eSP5MmfKU6W8N1Ow505T3SjXyiQcVqYIvIvwbwbwC8PWRQvwnAC3k3jJCikdZITUu3H4xxzt8nGS1vFRbTSzfcjrAB5vL8hj/XXj2bAT1bqzvjwIdEll6yrsqTU9NVXLg0b/xeAdZJVjjG25X4qI/lQ5x46qAH2deotYW32FBASzGmMOF7RId7xDnGK7M1PLptY2QfBllUyqryE8f7WRKxxn9npaxRGhK8afkwXq/ZV0tsbXaFGySZkBsnm80wLZOmtjbabc+nLPJnTOcYdzUkjEJ3vMfdyCcaVIYc3/0egNsB/GHz//q/G5VS7+9A2wjxYmq6is27n8d1Ow5g8+7nMTVd7XaTcqETD0ZTX8btX20MVJvydsFktLHRCgQNI6oTurIT42N4YccteGn3bXhhxy04dPKsdZKif//InRva2hm1nQ3XtVlQaql/bJ7oq0cr2HPwlFPj2Kcdew6eijTGfCpmbt79fKxy7EEpRB9WjTQKq/gUYQkS1abwdYh7DO0lvefmNbG2SfJdmAWlYnm8k7CwqLBy+TBe2n0bxixtM7XZdK8/8OzxpWJOwXvP91633TOzc3XjvRm1X1tfjzalCaOwnSMAPHLnBpQk7mhtxef+zRJbf7AMe/ZYDWyl1OtKqS8ope5WSp0O/OcfREdIzrge8P1G3g/GqekqJp8+1tKXP/HUTNtnUf27a7855lgnoz26bSOARhJipydEPpMU7cm+OpBgZ/N2urygQ+J/bWzG0to3V7wmUNWmp9s2GYraR9TyffA+80Unf8bZTim/yUBcwtdBG8s+plF5SJb65uGJDRitRBtmUf05uXUdKuWSx9Evq2DkjT6GqW2283GtqiXF9ZxLYrRPbl2Hcqn9Sp+bq+PBqeOR20etHC56TDijxlknvcdxrq+JQXFoZYHLg01I4cnjAV9UTC+Kckm8H4xRmGKJFxXaPnP179R01ZooWJ2tYe2OA9i+d6ZrEyKfSYpp0paERRXPkDLxyc+/his9DDoAmHz6GCafMU+GXIb+qpFypCfQFus7NlrBY9s2Wl/YvkoLmtdr9cTGhs2IsRkPD09swKPbNlo9tpr6YsODrMfo646S3i7PatAw2XPwFO66Mdo41ImeQym9pD7okCXdNh9PsSu0KSlpDcAwE+NjWLnMHA37xOEzkc+eqEm57d4qiSz136PbNuILMVcH8sK2Suer+z0oDq0s8ElyJKSwDFw8WchZUl9QuC8j6SlbLLEJW//6TGx8iqUEyVJSyif5Kq5RaGPMknxlqy5pQqEhQeYjcWdSWdB9azpvAXDPzWvw8MSGyHa47jN9jjufO7F0XivKQ87tbGhDI8mkJnj2rmIzQWzFTcIEwwJc+uA2uUBTDPW+o1Vn8ZfgOSXREI+7TTAx9PHDZ7BqpOysIDk1XXUmHqZh+fDlZOJVI2U8dPv1qZ5ttklRVBEfIFoRxfZMMRmt3VKjCpM0n6jbeUC9Bg1s0tN0Q5/aRCd0RfccPGWVqkqSLBNucxxsv086sXElUGUpKeWTfJXF5MyVfBVXl1hLBAZly+IUDAkawVmrwCg04qu3rF/dIuV2bq6OB549jistVTCjEtbS6javiJFA6zuhck1Woowkm2GyfHjIKUGXBD2piOpDbRzbjHF9DQHzvWYL5YmSFYyqlBlu98WIKp8+RCUSu4i63nHurSKoUaVh4BxaKaGBTXqaIngEOqUrGvUQi+NJMLXZF1f/JpWushnseXhMorw3aavHAbCGCASN5IvzC8biGKb2JCm+EdweaFcV0XrqPi95l8GmPZ5havUFrCgPtXnfwxX/bIaGjn1PUio7zhiJYxwknazYjvF6rTF5Cnr/o7zaLspDgrlL89i+dwajI2UsHx5aqk4ZLmyj23zdjgPW/bn60aULbvq9z3MyLw/p5NZ1VtWVKOeCz/WO4xHuthpVGori0OoVaGCTnqYIHoFOLZv5GH6+xoKv165cEmx75zVepainpqu48Ea7nFyUgeQy2H08JlmvHqSV39KhIWGD+vzF+SVPpa8BJWhU6kvaRh2j72qLz4QweJ/FmXycm6vjsYD3PXx9XMcLTgbiam8D/vdCnAmVabKi22jSVo86hmnyBNgnUK7Qj9FKGV95Y35pbGn9aFeYh6ttGls/ukJlTPg8J/PykE6MNyqlmipe+jhjetkozpIiOLR6CSY5kp4nqRxUVnRq2cwnYc7Xk+BqWzD5Zc97bsDDExsi+1d7p8LhAKtGyrjn5jVt7dYpW1EJNlFJiXkk3egkoFWeMl5BSkOXDdpgu87N1ROFASgA+45W284nnKhkS4EbHmp8E9UWn8RgfZ/FSbfTv01zf06Mj1mNtrHRSurEMdN9VR6StoRimyHhMwbjJu7Zfn/3TdcYP39s20aINOT2gtQXFHbtP2E+8cCxTCobGls/Rp1TWG3CJ0QjT6WkYFJrJ6VC+4k0CZKDSFc82CLyXgA7AfxjAN+ilDrSjXYQ4kOUh7RTy2ZhL2LYMxzHkxA3USuqD2we8ZFlw3h4YgM2XXtVIi9zlMckr9UD7bEKn/faN1dw+G/PYUEpo2deeyyySpQE/KosrrUs89fqi95tycPj65NEFoVtZcQVsx2+F1zj17YKZvrMFoscNQbjrrS5fm+7l2xefq/VEsvcL2wwh4/7yJ0bjG0xhYP4JETSQ5qevPOB6M33p1shIn8F4E4A/6NLxyd9TJYPGJ+4waxeCj7tNsXRJjnPOG326YMoL37Sh3KUYZL36oGr3SavnJZ0y3r1QutcJ+nDOOEPPmMqbghNVF+4jmlLCDUpS/juwzR+bdc5TQx3+PO494CrTVkaOLbk6ZLIknfS1oeP3LnBOCG3FcbxcQqsKF9WEBmtlLHzjnQKIhrbORw5/ZpXCFwv0Kl8IOJHVwxspdRnAUA6oO1J+o84L2TbA8bXOM3DO2U7p7gPxjQv2jht9umDPL34rvOMc9ysPTsuwypJouSqkTJGlg1btwuOh/C5jJSHMJdCbcFUDt42BvW/d+0/4eUddY2BB6eOt8TFho/pWhnxTTLLO0eiCIlfLsm8qMI4tnG8qFTi5ENXAqQunOMzmQoq06TFdg6u8ddrUEavWBQ+yVFE7gVwLwCsWeNfppb0J1GGqM8DJo4xm5d3Kkw3Hoy+bfbpgy3rVxuVJEwJelni64nPw7PjMqxM7SoNSVuMbJDzF+dx2zvein1Hq0ajMhgnHT6XckkwJI3iNj6US4KVy4aXFCZsRWGiwlNcyZOA/Vq4kiWDx0yyQhGefORRDCVIt8IaovoRaMSS77zjeud+fCYIca9DEq3wvJ+BLqM/r2N2GsroFYvckhxF5E9E5K8M/31fnP0opT6klNqklNq0enW+L2tSfKIqN/o8YOJUf8y7PLmpfT6fdxKfPjh08qzxN7bPk2Aq0eubdJNHxU9bcpyWSVtRHsJopbzUrg++9wY85qgcWF9UOHTyLB650174RZduD59LfUHhykq5pR9c7HnPDZh56NaWsvVJDNFggvH0B27Fnvfe4LwWvqXTo6rk2T43JRza1kmzuoe7kfj14NRx5zUDGiEee957Q2Q7fBIw416HJNUY834GxrneRXjuJqFT7yviR24ebKXUd+W1b9IfJFmy9ylbm6U3plPeqayWmfNIcPHpg7xfjlEe6LTjJgnhMJsrK2VcuNQqk1Ypl9pk0ibGG9rDJmez1lm2eSavbi6vm5idq2P6A7cu/W1TbgjKCPrEUscZg1HXwjfhUseDRyU3+uzfN/Y3DVnHRUeFwYXl5kwEQzxc+ISLxX0OJgmbyzvUxlbNNI9KlN2CSaLFgjJ9pCsklVeLmqFn7Y3plHcqiccnTB6SdYBfH+TtOUnrgc6rfUEP7srlw6gv+MnfpRnHvucSNaZ8jN2sX84+Exqt/W2TfXTdf1Gxv70gLRZ1H9sqKIaJOzFySSkmeQ5OjI8tjVe98uJ6FmXxDHRhOgeThGgvG6TdWE0hdrol0/f9AP4rgNUADojIjFJqazfaQrpD0ni7LMrWJvHG5P2AyiJRMs8Yxqg+yDsGO6kHOhinmrcX09aW6mytrQhJ2nHsM34nxhvFNZ588WUsKIWSCL55zZVLFRxdRpoAma2ABIlK/hQA99y8BodOnvVKbvTdvyv2txPEWVmKuo99JylZG4lxn4Nx8x6yeAZGYTqHpBKiYfKWx/OlE+8r4ocon1q9BWHTpk3qyBFKZvcDtiVyAfDS7tuc22bxICvKwzBL0vRpWlyFJMYy6F9XuIPNcDKFQGgjO4s2+bbRZNjrOOukY9Bn/PqGgITJ0xj1vSZJx7Jp/7q/u3V/x22T7dyBxvkPOao5at5/8xo8PGGP5e8ESe7ZXqWI445kg4gcVUptSrJt4VVESH9i8zQNieC6HQecBkcWM/R+nOV3Uy7M5VXLQrEjSWyhLR5Xy5Zt3zuDPQdPZWZo+8Z4am9kmqqjrvHroy5hI+/lcV8vZdKx3AkvaFziriy5vPwKcBrXegWg28Y1UOzE7SyZmq7i/qeOtV2XqNXDfnTykFZoYJOuYCtWoR9Sva5H2g3SJLikfdhHLf2nDVVJYjhZkwFr9aXY3uA4i7t/nzbmLREXJqnXGsjHq2/CZ3LrGstRCYBFM1riGpq+hXxKTU+2/n9e1y9pnxZBHzxvwjruYWzXmAVhBgOGiJCuEXxw25Y9+3E5MU+SvAyzWN70Mew6EaoSxBW2EmbVSBkX64uZL/Ha2qCLymRtCMY55yBFvM9MYxlojz/Xmt6ztbo1HKebRkvS8CZ97q5wkSzup7iVNH371LbtXTeO9UXlxKnpamQug+0aD1L4TK/DEBHSkwQ9WdftOGD8Tb8tJ+ZNktCXLJIjg95bm4HXac9VnJLepoqESbzuYWNly/rVbYVjyiXB+YuX5fyy9F4lvV+KeJ+ZxvLm3c8bNcD1ikSSoiG+k9KkntwkK0vBc7cZY1ncT1kU7nKdA3D5mVAS6anKiVHXO0rNxXWNByV8ZtChTJ8npiIXJDsokO9P1mPRZhDH9YRqqa/Htm1sk74SXFbT6NS9Y5KsWjXiLhsdJs4LzySvtu9oFXfdONbShpXLhluqHQLpi95oXPdL49gl43e9cp8lMUCiqj76SFumkcBMK52Wp3xdFoW7XGipvkq5tLRCaZsEFQmf6+3qg5KI8xrzfTcY0MD2IC99YXKZvDVQewmXAe0ai0kN75KYa93ZPo8iaFAArYl+nb53wvq+D91+vXGc6cTHMD4vPN3v9+2dMRorBz7zastnYW1nja/R4rrOtvvosW0b8cKOW/AL37+hp++zJAaIAqz3g6++ehod9rRx4XlqG/sU7jIR5zr46K0XzXNru9737Z1ZGku2PhAAH3yfu4Im33eDAUNEPMhTX5g0KGL2fzdIumS7a/+Jlhji6mwN2/fO4L69M5HJTzZVgigpMBd6idu0vN3Ne8c2zgA/bekwPrHn5+bqLeEgaarH+Va0tN1HvX6fxQn7CWILRfD10KbRYc8imS0v1aOoRMSo8BafyYOP8Vw0z62PKtJdN461hX9pFZc44TO9eB8SP2hge8B4qc7Qj9J5cUlaZMIUQ+wb5zjmKM6RliLeO65xtmv/iaW+XD4cvcDnW/o7SJrS3T6T/aj7qJfvs4nxRvEcl3KDbQJjmtj5Kl0kVcTI2jmTtUpKmoJHvpOHKIWhInpufVSRDp08i0fu3JD4evTyfUj8oIHtwSDIDZFi4LNkm0QlwvVSTyPvF0Wv3TsX64tL/56t1SO9jUknCrqwStwXs8+EpYhSdT74tvvQybNW41qv1tjUHcL95zv2k94jWU0wp6arLZM/IJsEQR9Pqs0Q9J08uPThOyUNGReflZJXZms0kokTGtge5GmAEBIk6ZLt8uEha2yvxvZSz3O5spfunSTeRteEZ2y0ggtvzBuvS1I5rqjx0av6unHabRvHujy4S90hPLHzHftJ75EsJpiuMKQswq2SGom+k4deDIcooioS6T1oYHvQiw8I0pskXbIF2mOIw7heCOGXrE6kSzvee+neSeJttF0vnYRm0wJOOsGIGh955ovk6RmP026b0To6UnbeA7Z+9zUwkxiiWUwwo8KQuhVuFWfy0IueXt3mrO9hMjjQwPakFx8QpPdIs2SrtzMl0sV5IWTtBY1772RhyCXZRxJvY6eTCqP2l1fMe96ecVv7qrM1bNz1Mbxeqy+dq81oVQpWQ9QWipB3OE0W1z/q2nXLk9pLq1Np6CUnASkWrORI2ujVGM5+J851SXMNs6wyFrcdeVWV9NlHFsfuNnlViMu78pxvBUp9PYB2g8cWd22reNiN653kvnT1TbfHJ98VpN9hJUeSGb0aw9nvxL0uaVZcskzMijuWsghxSLqPrDxV3TQ6tqxf3aawkdSr6FOuO6vwBF/5PX0dX9hxS1uf2uJlbR7ePMJp4pQd93222vpmtFLGzjuu7+pzmSu7hNihgU1aoOZ3MenkdYkTKuEyKJK0OQvjPs0+fAyGPIyoLJiarmLf0WqLMSwA7roxvhHko+8NZBeeoNt3396ZyN/arqNNrUJXEA1PdLIOp8mr7DhDFAjpTVjJkbRQRN1i0tnr4ltlLKrCaZw266RKX/UHF3mWIY465zQV/9JiOrZCQ9Yui32FyTredmJ8zEt73XYdJ8bjVRDNepzkWXZ8Yry1IimNa0KKDw1s0kKexgmxE1XmvJPXJWiouEozRxkUvm0OGq0m4hpyeZYhztOISosrUdA2ruLuS7NqpJxL7K/p2gWJuo7aEB0brbRN1sITnazHSSfKjhNCegca2ANGlCGXp3FCzER5RYHsrkvU9df4eMyiDArfNru8pTbj3oXvBCEJRTaiXMewjask+wJaC/JkycT4GO66cQxi+G604m/U+0x0sh4nUdeez1ZCBgvGYA8QPvGhjPfrPL7lr/Vvk16XrOODo2K1fdvsKhySVKEir+SrpIWAOmFE+SQK+sbtR+0rz7wMW6XGlcuHl3SJo8aUbx5BluMkTdlxQkj/QZm+ASJvqS2SjOt2HLDGHj+2bWNmL+Csr78pES5JCWRbu6S5syIZIj7Sbt1UEfFR/rDJ1tn2ZQvdCe4ny3O23Q8C4NFtG72k9bolufjg1HE8+eLLWFAKJRHcfdM1eHhiQ27HI4TkC2X6iBdMYCwmrnLbnSjmkfT6Bz1y4eI2cbzjk1vXYfKZY6gvtJpVeu7fKSUOHyMxbSGgvAke2zZx8Q1X0fuy7WdIZCncpFMrI75KHN3wFmsVl4XmwF1QCvuOVrHp2qsKMTmMCzWuCUkHPdgDBD3YxSRKEi3vYh5Z7D/tvjfu+hhma3Xnb/Icp/1QZCZMVufkGp+VcgnLh4eM1852vaIMN1e74xaT8T2/LAzJfnq+9uP9QEgS0niwmeQ4QDDJppjoZCsbWRbzyOv6R3nHo5IrX48wrl3HyIIs5fV8E0mzwna8rJL49H5K0p56WKsvWCdGWn86eP4+Cb2udrsSCZP0u097fOmnFcJuyk0S0i8wRGSAYJJNcdGFKNIs6fscA8jn+ruW9X2SK11hMsF95UU3q1emIep4WYWrTIyPYbtHEZgwSYut2NptSyTcsn51on7PsoBTnAJNRaefJguEdAt6sAcMFiwoLp1YYcjr+rva7uMNS6t/nJas5PU67fnr5PGSGopZ6oTbvNuHTp5N1A9ZGpL9tEJIzW5C0tMVA1tE9ojISRH5jIj8gYiMdqMdhBSJPPWb88bV9iSaxKtGyhitlDvWD1kZR532/BWhwudopRy5bZY64aZJYtJ+yNKQ7OX7N0w/TRYI6RbdChH5YwAPKKXmReQXATwA4Ke71BZCCkM3FSjSYmt7NzSJ45JV+IzPuWapztDJsARbHwGI1N/OWyc8aT9k3Z5evn+DMJyQkPR0xcBWSn0s8OdhAO/pRjsIIfnTzeIrccjCOIo616xjtDvdt64+Msk1htuTl+GWtB9oSNrpl8kCId2i6zJ9IrIfwF6l1OOW7+8FcC8ArFmz5sbTp093snmEdJ1e0aN1tTPpOXTy3LM6lms/eUi5FW18dKs9ResHG73STkJIOpm+3AxsEfkTAF9r+OpnlVJ/2PzNzwLYBOBO5dEQ6mCTQaNX9Gh92xnHuOjkuXfqWK4qhUl1nEl3SGIo98r9TAhpUMhKjkqp73J9LyL/AsC7AXynj3FNyCCSpYxYnvi00xYeceT0azh08mybodLJc+/UsfpJyi1viuzpTRrq0yv3MyEkPd1SEfluNJIa71BKzXWjDYT0Ar2iR+vTTptx8cThM8ZCH508904di+oMfmRZACYPksoj9sr9TAhJT7d0sH8VwJsA/LGIzIjI/9eldhBSaHpFj9annTYjIrx8pQ2VTp57p47VT1JueVL0SoJFkAUkhBSbbqmIfF03jktIr1FUBY7w8v2W9aux72jV2U6fao2aV2ZreHTbxo6d+5b1q/HE4TNW9YssoTpDNEX39BZFFpAQUlxYKt1BkWMAyWBQRBkxU/zpvqNV3HXjmDGWWmMyLsKSbpqrRysdO/ep6Sr2Ha22tEMA3HVj/xvCRX3GpY1Vz/u8KAvYTlHHEiHdousyfXHopIoIs70JMZNGas7X893J+ywP6bxeoMjPuDRt69R50aC8TJHHEiFpKKSKSK/DbG9CzKRZvjeFR2y69qquGipFD0fIiyI/49J4ejt1Xgz1uUyRxxIh3YIGtoVBfekSEkXWUnPdNlQGVTqv6M+4pOOi6OfVj7DPCWmnWyoihYfZ3oSY6TepuX47H1/69RnXr+dVZNjnhLRDA9vCoL50CYmiyFJzU9NVbN79PK7bcQCbdz/vpZtc5PPJk359xvXreRUZ9jkh7TDJ0QGTWAjpHZhoFZ9+fcb163kVGfY56UfSJDnSwCaE9AWDqgZCCCEkH9IY2AwRIYT0BUy0IoQQUhSoIkIIKSRxl5wHVQ2EEEJI8aCBTQhx0o3YSlO1yAeePQ4A1mMPWhlqxrwSQkhxYYgIIcSKNnSrszUoXDZ0fdQ50uAqXGFjkNRAunVdCCGE+EEPNiHESrcqtCWNp+520ZpOwcp5hBBSbGhgE0KsdCtx0BVPzdAIJnQSQkjRYYgIIcRKtyq02QpXbFm/mqERYOU8QggpOjSwCSFWulWhzRZPfejk2dix2f0IK+cRQkixYYgIIcSKDr3oRkiGKZ56+94Z428HLTSim9eFEEJINDSwCSFOipQ4SK3ryxTpuhBCCGmFISKE5MjUdBWbdz+P63YcwObdzw9crHDWMDSCEEJIL0APNiE5kaRYCnHD0AhCCCG9AA1sQnKCWsX5wNAIQgghRYchIoTkBLWKCSGEkMGEHmxCcsKWkDc6Usbm3c8zxIEQQgjpU+jBJiQnTAl55ZLg/MX5gS+UQgghhPQzNLAJyQlTsZSVy4ZRX1QtvxvEQimEEEJIP9OVEBER+XkA3wdgEcCXAPywUuqVbrSFkDwJJ+Rdt+OA8XeMyyaEEEL6h255sPcopd6hlNoI4CMAPtCldhDSUWwFUQaxUAohhBDSr3TFwFZK/UPgz5UAlO23hPQTLJRCCCGE9D9dUxERkV8A8M8BvA5gS7faQUgnYaEUQgghpP8RpfJxHovInwD4WsNXP6uU+sPA7x4AsEIp9ZBlP/cCuBcA1qxZc+Pp06fzaC4hhBBCCCFLiMhRpdSmRNvmZWB7N0DkWgAHlFLfFPXbTZs2qSNHjnSgVYQQQgghZJBJY2B3JQZbRL4+8OcdAE52ox2EEEIIIYRkTbdisHeLyDo0ZPpOA/ixLrWDEEIIIYSQTOmKga2UuqsbxyWEEEIIISRvWMmREEIIIYSQDKGBTQghhBBCSIbQwCaEEEIIISRDaGATQgghhBCSITSwCSGEEEIIyRAa2IQQQgghhGQIDWxCCCGEEEIyhAY2IYQQQgghGUIDmxBCCCGEkAyhgU0IIYQQQkiG0MAmhBBCCCEkQ2hgE0IIIYQQkiE0sAkhhBBCCMkQGtiEEEIIIYRkCA1sQgghhBBCMmS42w0gJMjUdBV7Dp7CK7M1XD1aweTWdZgYH+t2swghhBBCvKGBTQrD1HQVDzx7HLX6AgCgOlvDA88eBwAa2YQQQgjpGRgiQgrDnoOnloxrTa2+gD0HT3WpRYQQQggh8aGBTQrDK7O1WJ8TQgghhBQRGtikMFw9Won1OSGEEEJIEaGBTQrD5NZ1qJRLLZ9VyiVMbl3XpRYRQgghhMSHSY6kMOhERqqIEEIIIaSXoYFNCsXE+BgNakIIIYT0NAwRIYQQQgghJENoYBNCCCGEEJIhXTWwReQnRUSJyFu62Q5CCCGEEEKyomsGtohcA+CfATjTrTYQQgghhBCSNd30YD8K4KcAqC62gRBCCCGEkEzpioEtIncAqCqljnXj+IQQQgghhORFbjJ9IvInAL7W8NXPAvgZALd67udeAPcCwJo1azJrHyGEEEIIIXkgSnU2QkNENgD4UwBzzY/eBuAVAN+ilPq7iG3PAjgN4C0A/j7Pdg4A7MNsYD+mh32YHvZhetiH2cB+TA/7MD1Z9eG1SqnVSTbsuIHd1gCRLwDYpJTy7ggROaKU2pRfq/of9mE2sB/Twz5MD/swPezDbGA/pod9mJ4i9CF1sAkhhBBCCMmQrpdKV0qt7XYbCCGEEEIIyYpe9WB/qNsN6APYh9nAfkwP+zA97MP0sA+zgf2YHvZherreh12PwSaEEEIIIaSf6FUPNiGEEEIIIYWEBjYhhBBCCCEZ0hMGtoi8V0ROiMiiiFhlV0Tku0XklIj8jYjs6GQbi46IXCUifywin2v+f5Xld9ubff1XIvKkiKzodFuLTIx+HBWRZ0TkpIh8VkTe1em2FhXfPmz+tiQi0yLykU62sej49KGIXCMih5rj74SI/Hg32lo0ot4T0uBXmt9/RkS+uRvtLDIefXhPs+8+IyKfFJEbutHOIuNrr4jIO0VkQUTe08n29Qo+/Sgi3yEiM83n4J93qm09YWAD+CsAdwL4uO0HIlIC8GsAvgfANwK4W0S+sTPN6wl2APhTpdTXo1Hox/RQHAPwH9DQJf8mACUAP9DRVhafyH5s8ssA/pdSaj2AGwB8tkPt6wV8+xAAfhzsOxM+fTgP4H6l1D8GcDOAfzvoz0TP98T3APj65n/3AvjvHW1kwfHsw5cA/FOl1DsA/DwKkHBWJHztlebvfhHAwc62sDfw6UcRGQXw3wDcoZS6HsB7O9W+njCwlVKfVUqdivjZtwD4G6XU3yqlLgH4fQDfl3/reobvA/Dh5r8/DGDC8rthABURGQYwgkaVTXKZyH4Uka8C8O0AfhMAlFKXlFKzHWpfL+A1FkXkbQBuA/AbnWlWTxHZh0qpV5VSf9n891fQmKiMdaqBBcXnPfF9AH5HNTgMYFRE3trphhaYyD5USn1SKXWu+edhNCo2k8v42iv/HsA+AF/qZON6CJ9+/EEAzyqlzgCAUqpjfdkTBrYnYwBeDvz9RfBlEuRrlFKvAo0XL4CvDv9AKVUF8F8AnAHwKoDXlVIf62gri09kPwL4RwDOAvjtZnjDb4jIyk42suD49CEAPAbgpwAsdqhdvYRvHwIARGQtgHEAL+bftELj857gu8RN3P75EQB/lGuLeo/IPmyuKH8/gP+vg+3qNXzG4jcAWCUifyYiR0Xkn3eqcV0vNKMRkT8B8LWGr35WKfWHPrswfDZQGoSuPvTcfhUas7/rAMwCeFpE3q+UejyzRvYAafsRjfvqmwH8e6XUiyLyy2gs4f/HjJpYeDIYi+8G8CWl1FER+Y4Mm9YzZDAO9X6uQMMLdp9S6h+yaFsP4/OeGPh3SQTe/SMiW9AwsL8t1xb1Hj59+BiAn1ZKLYiYfk7g14/DAG4E8J0AKgA+JSKHlVJ/nXfjCmNgK6W+K+UuvgjgmsDfb8OAhTe4+lBE/q+IvFUp9WpzudO0TPJdAF5SSp1tbvMsgG8FMFAGdgb9+EUAX1RKaW/hM3DHGfcdGfThZgB3iMj3AlgB4KtE5HGl1PtzanLhyKAPISJlNIzrJ5RSz+bU1F7C5z0x8O+SCLz6R0TegUZ41/copb7cobb1Cj59uAnA7zeN67cA+F4RmVdKTXWkhb2B7/3890qpCwAuiMjH0ciLyt3A7qcQkU8D+HoRuU5ElqGRnPdcl9tUJJ4D8C+a//4XAEyrAmcA3CwiI9K4q78TTDALE9mPSqm/A/CyiKxrfvSdAP5PZ5rXE/j04QNKqbcppdaicS8/P0jGtQeRfdi8h38TwGeVUr/UwbYVGZ/3xHMA/nlTTeRmNELlXu10QwtMZB+KyBoAzwL4oU54CnuQyD5USl2nlFrbfAY+A+Df0Lhuw+d+/kMA/0REhkVkBMBN6JBd0xMGtoh8v4h8EcC7ABwQkYPNz68WkY8CgFJqHsC/QyPb9rMAnlJKnehWmwvIbgD/TEQ+B+CfNf8O9+GLaNzIfwngOBrjg9nfrUT2Y5N/D+AJEfkMgI0A/lOnG1pgfPuQ2PHpw80AfgjALU2JqpnmisDAYntPiMiPiciPNX/2UQB/C+BvAPw6gH/TlcYWFM8+/ACANwP4b81xd6RLzS0knn1IIvDpR6XUZwH8LwCfAfAXAH5DKfVXnWgfS6UTQgghhBCSIT3hwSaEEEIIIaRXoIFNCCGEEEJIhtDAJoQQQgghJENoYBNCCCGEEJIhNLAJIYQQQgjJEBrYhBDSZ4jId4jIR5r/vkNErIWORGRURGJL0YnIThH5yTTtJISQfoUGNiGE9AgiUoq7jVLqOaXUbsdPRkGtZ0IIyRQa2IQQUgBEZK2InBSRD4vIZ0TkmWZV1S+IyAdE5BMA3isit4rIp0TkL0XkaRG5orn9dze3/wSAOwP7/WER+dXmv79GRP5ARI41//tWNIrUvL1ZEGRP83eTIvLpZjt2Bfb1syJySkT+BMA6EEIIMTLc7QYQQghZYh2AH1FKvSAiv4XLnuWLSqlvE5G3oFGC+ruUUhdE5KcB/ISI/Gc0qg7egkYFwr2W/f8KgD9XSn1/0xt+BYAdAL5JKbURAETkVgBfD+BbAAiA50Tk2wFcQKMU8Tga746/BHA029MnhJD+gAY2IYQUh5eVUi80//04gP/Q/Lc2mG8G8I0AXhARAFgG4FMA1gN4SSn1OQAQkccB3GvY/y0A/jkAKKUWALwuIqtCv7m1+d908+8r0DC43wTgD5RSc81jPJf8NAkhpL+hgU0IIcVBWf6+0Py/APhjpdTdwR+JyEbDtkkRAI8opf5H6Bj3ZXgMQgjpaxiDTQghxWGNiLyr+e+7AXwi9P1hAJtF5OsAoBmj/Q0ATgK4TkTeHtjWxJ8C+NfNbUsi8lUAvoKGd1pzEMC/CsR2j4nIVwP4OIDvF5GKiLwJwO1pTpQQQvoZGtiEEFIcPgvgX4jIZwBcBeC/B79USp0F8MMAnmz+5jCA9Uqpi2iEhBxoJjmetuz/xwFsEZHjaMRPX6+U+jIaISd/JSJ7lFIfA/B7AD7V/N0zAN6klPpLNEJVZgDsA/C/MzxvQgjpK0QprvgRQki3EZG1AD6ilPqmbreFEEJIOujBJoQQQgghJEPowSaEEEIIISRD6MEmhBBCCCEkQ2hgE0IIIYQQkiE0sAkhhBBCCMkQGtiEEEIIIYRkCA1sQgjpIUTkHhH5WLfbkTUiskZEzotIKeJ33yEiX8z42D/c1A+3ff9nIvL/ZHlMQkh/QwObEEJSICJKV1bMYd9rm/sf1p8ppZ5QSt2a8XHGRGQ+UAky+N0fiMh/Sbn/L4jId7l+o5Q6o5S6Qim1kOZYhBBSBGhgE0J6hqCh2Sv0QpuVUlU0yqj/UPBzEbkKwPcC+HCex++FPiKEkDjQwCaEFJqm9/Onm6XBL4jIsIjcLCKfFJFZETkmIt8R+P1VIvLbIvKKiJwTkanAdz8qIn8jIq+JyHMicnXgOyUiPyYin2tu92siIs3vvk5E/lxEXheRvxeRvc3PP97c/FgzvGGbDmFotvnvAPy2KQQh6PkWkYqIfFBETjeP8QkRqQDQ+59t7v9d4X2JyLeKyKeb231aRL418N2ficjPi8gLIvIVEfmYiLzF0tUfRsjABvADAE4opY6LyNUisk9EzorISyLyHwLH2SkiT4nI7zSPc0JENjW/+10AawDsb57DTwU88z8iImcAPB/21ruuY6gfXe36FhE5IiL/ICL/V0R+yXLuzZ/Lf23240kR+U7HbwkhxAkNbEJIL3A3gNsAjAL4GgAHADwM4CoAPwlgn4isbv72dwGMALgewFcDeBQAROQWAI8AeB+AtwI4DeD3Q8d5N4B3Arih+butzc9/HsDHAKwC8DYA/xUAlFLf3vz+hmZ4w97m31/bbNu1AO71OL//AuBGAN/a3O6nACwC0Psfbe7/U8GNmh7mAwB+BcCbAfwSgAMi8ubAz34QwL9s9sUyNPrLxB8AeIuIfFvgsx8C8DsiMgRgP4BjAMYAfCeA+0Rka+C3d6DRn6MAngPwqwCglPohAGcA3N48h/8c2OafAvjHuNzPQYzXMXT+Ue36ZQC/rJT6KgBvB/CU5dwB4CYAfwvgLQAeAvBss38JISQ2NLAJIb3AryilXlZK1QC8H8BHlVIfVUotKqX+GMARAN8rIm8F8D0AfkwpdU4pVVdK/XlzH/cA+C2l1F8qpd4A8ACAd4nI2sBxdiulZpVSZwAcArCx+XkdDWP5aqXURaWUNSGuySKAh5RSbzTbbKVpJP4rAD+ulKoqpRaUUp9stjGK2wB8Tin1u0qpeaXUkwBOArg98JvfVkr9dbMdTwXOqYXm908D+OfNdn09Gkb/76Ex6VitlPo5pdQlpdTfAvh1NDzcmk80r8kCGsbxDR7t36mUuhDuo4jrGCSqXXUAXycib1FKnVdKHXa05UsAHmseay+AU2j0LyGExIYGNiGkF3g58O9rAby3GR4yKyKzAL4NDa/0NQBeU0qdM+zjajS81gAApdR5AF9Gw/Op+bvAv+cAXNH8908BEAB/0Qx/+FcR7T2rlLoYfVoAGh7TFQA+7/n7IC3n1OQ0/M7JxIcBvE9EVqDhvf5fSqkvoTm5CPX5z6CxmmA7zgqJjq1+2fK56zoGiWrXjwD4BgAnm+Ez73bsq6qUUoG/T6PRv4QQEhsmlhBCeoGg4fMygN9VSv1o+EdNz+dVIjKqlJoNff0KGgaZ/u1KNMIqqpEHV+rvAPxoc7tvA/AnIvJxpdTfeLQXAC6gEe6gj/21ge/+HsBFNEIYjkXsJ0zLOTVZA+B/RWxnRCn1v0XkywC+D42Vgp9qfvUygJeUUl+fZL+wn4ft85dhv47h31nbpZT6HIC7m6sEdwJ4RkTerJS6YPj5mIhIwMheg0aoCyGExIYebEJIr/E4gNtFZKuIlERkRTOx8G1KqVcB/BGA/yYiq0SkLCI6jvn3APxLEdkoIssB/CcALyqlvhB1QBF5r4i8rfnnOTQMQy0n938B/KOIXRwDcH3z2CsA7NRfKKUWAfwWgF9qJuyVmsmMywGcRSPcxLb/jwL4BhH5QWkkf24D8I0APhJ1Tg5+B8AvohFLvb/52V8A+AdpJG5Wmm38JhF5p+c+ffpoiYjrGMTZLhF5v4isbvbxbHMbmwzgVwP4D81jvReN2PCP+raZEEKC0MAmhPQUSqmX0fCw/gwaBujLACZx+Xn2Q2jE3p5EI672vuZ2fwrgPwLYB+BVNDzGwRhiF+8E8KKInEfDq/njSqmXmt/tBPDhZojC+yxt/msAPwfgTwB8DkA4hvsnARwH8GkAr6Fh4A4ppeYA/AKAF5r7vzm03y+jkZh5PxrhLj8F4N1Kqb/3PC8Tv4OG93avjgNvxlXfjkb89ktoeN1/A8CVnvt8BMCDzXOwJVmGMV7HIB7t+m4AJ5rX7ZcB/IAO3WkqmvyTwO5eBPD1zX38AoD3NPuXEEJiI60hZ4QQQgghhJA00INNCCGEEEJIhtDAJoQQQgghJENoYBNCCCGEEJIhNLAJIYQQQgjJEBrYhBBCCCGEZEhPFZp5y1veotauXdvtZhBCCCGEkD7n6NGjf6+UWp1k254ysNeuXYsjR450uxmEEEIIIaTPEZHTSbdliAghhBBCCCEZQgObEEIIIYSQDKGBTQghhBBCSIbQwCaEEEIIISRDaGATQgghhBCSITSwCSGEEEIIyRAa2IQQQgghhGRIT+lgE0IIIb3K1HQVew6ewiuzNVw9WsHk1nWYGB/rdrMIITlAA5sQQgjJmanpKh549jhq9QUAQHW2hgeePQ4ANLIJ6UMYIkIIIYTkzJ6Dp5aMa02tvoA9B091qUWEkDyhgU0IIYTkzCuztVifE0J6m64Z2CKyQkT+QkSOicgJEdnVrbYQQggheXL1aCXW54SQ3qabHuw3ANyilLoBwEYA3y0iN3exPYQQQkguTG5dh0q51PJZpVzC5NZ1XWoRISRPupbkqJRSAM43/yw3/1Pdag8hhBCSFzqRkSoihAwGXVUREZESgKMAvg7ArymlXuxmewghhJC8mBgfo0FNyIDQ1SRHpdSCUmojgLcB+BYR+abwb0TkXhE5IiJHzp492/E2EkIIIYQQEodCqIgopWYB/BmA7zZ89yGl1Cal1KbVq1d3ummEEEIIIYTEopsqIqtFZLT57wqA7wJwslvtIYQQQgghJAu6GYP9VgAfbsZhDwF4Sin1kS62hxBCCCGEkNR0U0XkMwDGu3V8QgghhBBC8qAQMdiEEEIIIYT0C12V6SOEEEJIeqamq9TYJqRA0MAmhBBCepip6SoeePY4avUFAEB1toYHnj0OADSyCekSDBEhhBBCepg9B08tGdeaWn0Bew6e6lKLCCE0sAkhhJAe5pXZWqzPCSH5QwObEEII6WGuHq3E+pwQkj80sAkhhJAeZnLrOlTKpZbPKuUSJreu61KLCCFMciSEEEJ6GJ3ISBURQooDDWxCCCGxoCRc8ZgYH+M1IKRA0MAmhBDiDSXhCCEkGsZgE0II8YaScIQQEg092IQQQrwpgiQcQ1QIIUWHHmxCCCHedFsSToeoVGdrULgcojI1Xe3I8QkhxAca2IQQQrzptiQcQ1QIIb0AQ0QIIYR4021JuCKEqBBCSBQ0sElfwhhNQvKjm5JwV49WUDUY06xaSAgpEgwRIX0HYzQJ6V+6HaJCCCE+0MAmfQdjNAnpXybGx/DInRswNlqBABgbreCROzdwhYoQUigYIkL6DsZoEtKgX0OlWLWQEFJ0aGCTvoMxmoQUr+Jivxr7hBBigiEipO9gjCYh9lCp+586hut2HMDm3c93LC9hUPIipqar2Lz7+Y73LyGkeNDAJn0HYzQJsYdELSjVcSN3EPIiBmUSQQjxgyEipC8pQowml8T7i167nrZQqSDayM37PAYhL8I1iSjyOCGE5AM92ITkAL1Z/UUvXk9TqJSJThi53S6v3gkGYRJBCPGHBjYhOTAIS+L9hit+thevZzhUqiRi/F0njNxByIsYhEkEIcQfhogQkgP0ZvUWUYobvXo9g6FS4XMEOmfkdru8ehZEhQhNbl3Xtf4lhBQPGtiE5AClAnuLqPjZONezqLHa3TZyw3kResWgaP1kwkfysNv9SwgpFjSwCckBerN6iygP9Zb1q/HE4TNQge9M17No2tNhipD8CxS/n8L4JjAWpX8JId2HMdiE5AClArtLXD1iV/zs1HQV+45WW4xrAXDXje3GVC/GaneDXuunXg0RIoR0D3qwCckJerO6QxLvqGvFwWQMKgCHTp5t2w8NMT96rZ8Y8kUIiQs92ISQnsTmpU7iHXWtOMQxBqkk4Uev9dMgqKCkhVUsCWmlax5sEbkGwO8A+FoAiwA+pJT65W61hxDSO7i81Em9o7YVhzjeS8be+9Fr/cQERje9FlNPSCcQpVT0r/I4sMhbAbxVKfWXIvImAEcBTCil/o9tm02bNqkjR450rI2EkGKyeffzRqN3rGn02r57YcctsY9lkrcTNMJExgyGVlFVRIrGIPTTIJwj4L4fk9xzhBQFETmqlNqUZNuuebCVUq8CeLX576+IyGcBjAGwGtiE9AOD8tLNE5s3ujpbw2PbNmbiHQ1epysrZawoD+HcXH3JuNbHM8m18XpG0+/9NEhe3V6LqSekExQiBltE1gIYB/Bil5tCSK6YSm7ft3cGG3d9jDGLMbDF6upahWkVXMLXabZWx8X6IlaNlBFe8yuy+gXpHr2mlJKGXoupJ6QTdF1FRESuALAPwH1KqX8wfH8vgHsBYM2aNR1uHSHZYnrpAg0Drl+9W3kwuXUd7ts70/a5QqOPX9hxS1s/xlk5sBlHpmsHDJ6njqsw0QySV7fXYuoJ6QRd9WCLSBkN4/oJpdSzpt8opT6klNqklNq0evXqzjaQkIxxvVz71bvVaUx9bFo5eODZ49ZVg7hG0CB56uL25aAySF7dQdH9p1IKiUM3VUQEwG8C+KxS6pe61Q5COolNkULTj96tIFl5Pl0TEZMB41uJL7gP23UKxmADg+Op09fO1C+uvhxUBs2ry5h6Qlrppgd7M4AfAnCLiMw0//veLraHkNzQno/qbG0pTthEP3q3NFl6Pl0TEZMBE3e53qR7rFG4HOvdr566MMFrZ6PfJ4dx6Tev7qB7bwcppp5kQzdVRD4BOG0NQvqCsOfDJozZD94tl4c6rhfZhc3DPFopp9ayBlp1j03baYm+PCTIihjfbMsdCNLPk8Ok9ItXl97bwYqpJ9lQCBURMrgMglfEZpysGin3jXcLiPZQZ/mCslXW23nH9bF+75rQTIyP4YUdt1i9AHm8WIsa3xx1rv0wOTQxCM8nH+i9HayYepINXVcRIYPLoHhFbMbJ7Fwd0x+4tcOtyY8oD3VcL7KLuJX10lTiy7LdUWTp5c8SV0y6qdhOPzAozycf6L0dvJh6kh4a2ANCryw7F8GYyJpOGmjdJOolvGX9ajx++Ezb91vW+6sDpRnHYSNbe9+itu/ki7WohoytD3p91cXFoDyffOjkM6yI7yog3SSdDCY0sAeAonpiimpMZM2geD6iXsKHTp41bmf7PEzacZx0+06+WK2x5SNlbN79fNde7Fn2QVENqDBJn0/B8xsdKUMp4PVavdDnGkWnnmFFfVdp+iWmnnQGGtgDQFE9MYPi2R0Uz0fUSzjthCrtOE6zfaderKY+LJcE5y/O49xcHUD3jI4s+qDoBlSQJM+n8PnpawakO9duT0o69Qwr6ruKkCTQwB4AiuopHhTPLjAYno+ol3DaCVXacVzU+yCIqQ8vvDGP2Vq95XdFMTriGn69ZEAleT5Fqa0kOdeiTEo68QzrhXuUEF9oYA8ARfUUD4pnNw3d9lzFxfUSTjuhSjuO87wPsrpOpv1sN5SEB7pvdCQx/HrJgEryfPI5j7jnmuWkpJPPkyTHKuq7ipAk0MAeAIrsKR4Ez25SOuW56tRLN+2EKu04zus+yOo62fZzZaXc5sEGum90JDH8impA2e6BuImxUZVagfjx9FlNSjrpCU96rCK/qwiJCw3sAYCe4t6kE8vpnV5+TjOhSjuO87oPbNdp53MnYu3btp8V5SFUyqXCGR1JDL8t61fjicNnjKXmu7Va47oHAMS6P0wGYpAk8fRZTUo6GZ6T9Fh8V5F+ggb2gEBPce/RieX0XoqJBdKP4zzuA6vOea2Oqemq9/FceumPbttoNDq6GUIU1/Cbmq5i39Fqi3EtAO66sdHebsUZRxVRiXN/hA3EsIpIknj6rLy6nQzPSXMsvqtIv0ADm5CC0onl9F6Kie0WUUasKyzAZTiF9zs6Um5RnQju32R0dDv5La7hZzJkFRoyjYdOnu3aRC/JPeD6zmUgXrfjQKL9Aem9up0MzylqKBAhnYSl0gkpKEnKe8elV8v/dqqEtU/pctf1sBlOpv2evziPcqm1MHtcg7WT5asnxsfwyJ0bMDZagaBR0dFVeMZlyHZzoue6B2zfKSDRuEt6v02Mj+GFHbfgpd234YUdtySadEQ9T7K8pzrx7CKk6NDAJqSgxDVgktCLL0Ifozdq+827n8faHQfw9gc+irUOg8LHiJ0YH8OqkbLxWDbDybTf+qLCymXDmRiseaP7UCucPLptY6Thl8SQ7cREz3UPmL7TxB13UcfKG9fzJO09FedYhAwKopSK/lVB2LRpkzpy5Ei3m0FIoYkbl5skjrebsb+bdz9vXH4eG63ghR23ONsWDqsIUh4SXLFiGLNzl6vubd87A9MTUgC8tPu2pb9N+3WVEr9uxwHnfn36N6of8sJ0rqa+iwppARpJfyuXDWO2VocAbcmPnTLKosbMnoOnrGFAJRF88H03eLfT997p5D3WrbFESNERkaNKqU2JtqWBTYg/RdeljmvoFfUYLlzG6aPbNhrbdteNYzh08mykhFqQSrmE5cNDRok8k+ERZ2y4DBpbbHO4f22TBW2ojuU0Pm1tD2IbD+Ey4ucvzqO+ePlq+rR9arqKnc+dWLouq0bKeOj263Mfe7ZxB/T+PRY14SNkUEljYDNEhBBP4iyjdipGOEwn4nK7Hft7ZcUcjnFlpWxt2xOHz8QyrvV2IvBe0o8TJ+sKFfDtX70MHw5P0YZS2mV+Gz4hKLbxEOyjkWXDLcY1cNm4tvXf1HQVk08fa5n0nJurY/KZY7nfY65wlV6/x3o1F4OQIkMDmxBPfF96WcczxqETcbmuY3RiYiFi/9zWtqTrdLNz9VxiSV0xqnGu4cT4GEaW2cWgsjLKgtd1yHYBQkSNuajzNI2lPQdPtRnlAFBfULlP8Fzx2EDn7rE86MVcDEKKDmX6SGEpWjiG70uvm9rSaeSxfPvbdozRkXJHZONmDVJ2+nOfSnpxsEnkpSEY01sSaTP+417DpIasL+FwhQXPsMKoMec6T5sEoa2AC9BqmOfx3ND7uP+pY8Y+GLUkuiah0zJ3LPBCSPbQg00KSTe9wDZ8l1HTeJ/SeoCTeqLi9LftGEqZi3Lct3cmU2+26zpEeRnjEO63tNdmarqK8Z/7GO7bO7NkPGlDLdjfca9hlNE1JJJqRcE0YQQayX0CYLRSjiUvqEkSJlNyeM+Dhnlez42J8TF88H03tJ0vAJy/OJ/ZcbrhUc5CCrDX6FYoHxkMaGCTwhB82N3/1LGuxvma8H3pJY1nzMI4SCqPFSfm03aM1w3JgJosDR3XdQi3bdVI2fshN1opW/stC2nAB549biwkowmucsS5hlGTigWlUhmbtonholJ4afdtmHnoVux5zw2xx1ySMJkFpVAeajduyyWJFb/ug834mhgfw0pDWE59MbswFcrc5U8RnTikv2CICCkEvsvQnaow6FpmjlpGTVraOKvQkiQhDXG97qZjuKTMgOzCZKKuQ7Btm3c/7zRqNYJGafOVy4fx6LaNxnNLc21sXuAwScZ3sD902MmCUkv/922zbcz7hCskDaOxbWc7plYXsamIaF3uMHH7NapKpm0ymeXziSXD86WboXxkMKCBTQqBrwHSiaz2qJerj2cOiB/P2O1qdmljPk0TizBZnYuv8eE63ljznIP6y7a48bTXxvd3rvjjcJuCmPojTllu1zGTThjT4Dqm69pnFbscZXzZjqPDcfQ9r/fV7bjmouWzFIFuPm/JYMAQEVIIfB5qncpqz2KZOUk8o09oSZqYQde2WcR8Bpe1bXRa9st2PC0FNzZaaUsyNF3rtDJmPr+LK9OX9JimmOwog7LT4QpJj5kmByF4b9hWYvRzyhaWEwzHmXzmGCafPtb1EASGQpihNCHJG3qwSSGweYRKIlhUqqNelyw9G3E8R1GewiSezWA7fLzyab1cel+2QhlJJkhpCotE9anvtU7rxbV5902FVbIKc7AdM5xY6dq3/rwb4QpJjplkHJvujXBVSY02vsLHGTKE49QX2vfQjRAEhkKY6cbKDBksaGCTQuBbva4TZLXMHNcgjjIO0rwofbb1NWh8Jg1ZGey6sEhQ+1gXFgkex8bE+BiOnH4NT7748lJc8l03Xj5P32ud9nzibJ/V+PMxAvUY6LQsXJ7ENcxN94YCjKXbg8ZX8Di2cBwTnQ5ByMph0OthJqb2P3Lnhp4+J1JsaGCTQlAEHdagPnHUy9WHJAaxyzhI86LM8iXrO2lI4/UMXgsTurCIj+d+39HqkmG5oBT2Ha1i07VXYWJ8LJYXK3w+OqzAd7z69keWnrXgisJ9Ds+4rcS86ZhFMLSybIOrONHYaMXrGHH017sRJpV28pRm9ayb2J7puv2P3LkBL+y4pZtNJH0MDWxSGLqZNR9+gQQ9WGMxXuDBF7+tHIevHnbYgEjzouxU8lcWmMJLTFRna5EGblR7k07s8jQ4sp5s6rba0MV0fI5pOu/te2dw5PRreHhiQ6L2xSXrvncplvgaX6ZJUbkkgELL6ks3QhCymLD1YpiJ6ZkepOjtJ8WYzKeBBjbpK5LekLZl4jgvWV/D0FcPO2xA3HXjGPYdrSZ6UWblFe1E5r2voowAS4ZRGvWPJBO7pAaH7/hMOtk07d/Vn5VyCVvWr26ZqJhkCjW2++Txw2fw+OEzGButYMv61Th08mxuL8Wsjb0s7g3bBMX0WTdi2dO2oxcVN3yeI0Vu/6DTq6smQWhgk74hzQ2ZxQvE1zDcsn517P3U6gs4dPJs4pjBrLyinYjV9e1zH49UXu1NMl7yfmEkKS8enrRFtSnq2lRna3j88JmWv7N+KSbte5duOpBdgq/p8zyI40xIuzrYizH6Ps+RIrd/0OnFVZMwNLBJ35DmhsziBeJrGB46eTbRfl6ZraV6UWYRgtOJzPuoeNZVI2Vr8Zis1T/ittE1XvJ+Ydj2b2NstIJDJ8/GalOcWGOf/SUhbt/7TGy6GZ4WxNdo7rR3rxcVN6LGatHbP+j04qpJGOpgk74hzQ2ZhQ60rzEe1R6XfnG3tWsnxvPXRLZdi8e2bcQXdt+G6Q/catXaDvdRXu1NMl7yfmHE2Y+gcQ5x2zS5dR3aC5Vn27Yo4vZ9luXT8ySOXnVW5+Srq9+J+z5rTONEj91eaP+g0w865fRgk46SZ9JCGi90FsvEPpUMfdrj0i/OOqQgabhJni8mn2sRp4/yaG+S8ZL3Mnsc77JC4xxsSi22NmnZwycOn7Em8Zq4slKO8Ws3cfu+VzxhcVY4sjinKC+46fnQS4obRVCmIsnpxVWTMKJUnMdkxgcX+S0A7wbwJaXUN0X9ftOmTerIkSP5N4zkgq34SFaehLz379sG/UC/slLGhUvzLQUnfNszNV3F/U8da9MtBuIlXrr2b1I9WLlsGK/X6rFeRkkN9bSTrbh91O2M9G6Mfxu6gNPoSBnnL863KV1EtSlKRjFMuSTY854bumLc2CozZnEfZcl1Ow4YJy0C4KXdt7V8lsU5ufZRpLoEZHDp9jMbAETkqFJqU6Jtu2xgfzuA8wB+hwZ2/9OJF10Rbsis2hPnhRsXVzloja+hleRFHGe7YB+OjpShFJYmAbZzCPdRESZfuh15js8Hp47H9i4nnVgBfuNI43Of59E/vtc+z2vjs++Nuz62VK00iG2ymHY8254vQGMCltfknpBeIo2B3dUQEaXUx0VkbTfbQDpHJ5Zqi5KspEnTnrQhBa6Xuk+f+ySnJU3c890ubEgEkxt9SlpHHW/X/hOxy2qnMcLyHp+HTp419of2WNtKeq9cPoyZh26NfTzfsCggeszllbjnEyqQZ9KgTTv8vr0zS95iALhwab5t2/KQWIseRZ1TFLbniwBG4xooXlgNIUWm8DHYInIvgHsBYM2aNV1uDUlDL0o9dZM0MWhRBoNvvG7UC9X2fdS+bd+H9xclfehT0trVznNz9SWjPcqoSmuEdWJ1xXaei0rhpd23WUt6+xTtMRE29K6slPEPF+tYNNhnUfd5niorURObPI9t0w4HLo+hFeWhllAyzRUrhnOT3jM9X2wTVk2nntVFW4kkJAmFVxFRSn1IKbVJKbVp9Wq3fjApNlkodfQCvpn5UfvQL+aSNHLf42S+R6kMmK6FifALNXxutuQ1af7WxNR01apEET6ej8dMFwQSNCT8lg8PYfvemZa+9zUMXEoMUX3quu5xFCLSEJV577peSds2MT6GF3bcgke3bcQb84tG49rnPu9mMmKcY8e9v6PaX6svWGUnZy2fZ4FJGcRlXGf1rI7qv07dK4TkTeENbNIfuAxGAKkN0qKQxcshuA+gsVyrX26+Xpwog0G/XF2EX6gPTh3H9r0zLedmWtYGGkavy1C1vcjDL3Afw1jHhT66bSMu1hcxW6u39b3vhAKIb+i9MluLvO424/y+0EQgLa5J7NR01Xm9wm2LK/lmW20oiXhNDDspy+U7UTRNMOPe32nan7fHWE+OXtp9G17YcYtV/tL3Gkbh03+9IqtISBQ0sEnuuAxGAD3nrXB5YLJ4OWSxjyhjRU94bIRfqFPTVWPynGlZW5OFRzLKMA6Oo6hl/qC3btVI2duL7vN51DVznXOWY96lV7zn4Cnn9QoT13PsCk/xMcw6tcJlMvIuXJpHeah1RJiOneTe9J3cmcbjuQtvdNTxYNOOXlAKew6eSt0Gn/7rFVlFQqLoqoEtIk8C+BSAdSLyRRH5kW62h+SD66Haa96KKA9MmpeDNtx945NdRHkygxOeMJVyCR98X6ukmsvrbCOJRzJ83U2G8WilbCx24eO1D3q6TefjMuhcfRp17ChPZJZjPuyVjJPYGiSu9zStB7oTxUy0tGP4mVNfULhixXDksZPc38HzcqHzCYLMNcdpVpOwqPCMcFuDMdlZtMGn//qhwAghQPdVRO7u5vFJZ0jyUiqqtyLKS5o0kdNHwzjOC8aUfCYCbN87Y1SS0GhVA1/DAgBGK2W8Mb/onYw5uXUd7ts7Y/zOdBzfZC5b3+vqjrp4hk07O2oZ3KXcEFWwxUdtI+8xb+ufVSNlXKz7Xz8bRSsMEU6U27J+NfYdrVrH/uxcHdMfcCupJL2/g2P4ugcOwKaO65rEpk269E3S1W01TfbTtsGn/4o2jghJSuFVREjvE/VQ7SVlkajJgs/LwZQhH6WWkeQFo1+U4RerzcAQwKpx65L0evcNb8VHjr26tP9VI2U8dPv1LeEl4fMdrZSNmr+m6+6rKBBV3fHI6decBpZeBt++d8Z6HJuxH3Xdg8a5beUg7zFva+NDt1+PI6dfw5MvvowFpVASwV03xlOoCOdYLChlnay59pGVVJ5pX48fPuPcxqf/szD+0pSeSDMJi6uUkkeohk//sQJjMvpFeaVfzgOggU0yxHZjRD1Us/RW5F1VMGqyEPVysBkRLuM6rqESJsp4D5+Dicmt6zD59LGWin8A8K1vvwp7/+Llls/PX7ycSGc737tuHMO+o9XI6x7H6NJ/mzzUtfrCkgFpQytpRB3HhI9RYJvw2M49S1wGMICWiceCUth3tIpN117lfe+EJ3Bxk3KBZFJ5tvvWd8xrovo/XKF1RXkIs3Puwjy2tq0aKRtVQ2zFXYKkmYTFNZjzkFX1NZ6LVs+g6OSp495J+uU8NDSwiTcuI9TnxnA9VLOYsSa9OeNsFzVZiDLUbUaEq3Ka9nC7PKsufDxOXgZeKEC0XBL85ZnZNqO7vqiw87kTVkOnVl/A44fPLEnquSoIxjW6JsbHrOEnUca1S0nDZ3z6GgWd9tBFGcCbdz+fSgPat4jPlvWrcejk2ZZz1tu/0sxpMGEbv677No6XNSo0KHyc2VodlXIJj27b6L2NbtuR06+1TEA15ZJg2zuvaZt0Bkk7CbMZzAoNFafwGMwrVIPGc/bkqePeSfrlPDQ0sIkXUUZo3BvjyOnXMq+gZ2vD/U8dcxqncdpuMo62rF+NPQdP4b69M8akoOB2the/NnrCL7Mt61enntH7FJVZUXbnO5sUKOoLyqpKocM/XIbOubloQyVuIRutsW2rZmiLvbYZ3+EVhiyrC2bxwkhzX+jxnSYU4MEpe7JsuIhPMESjOlvD5DPHAIW2CVqYsISePmfTcfV5+RZS8ikvnuSlb9vGtoqyctkwHp7YgE3XXtWWNxHlKffFlQdgGtcM1egd+kV5pV/OQ0MDe4BIE9uU5iUdFQ+ZVQU9l/GaZDvb50HjKNw2kxf0vr0z2HPwFCa3rrO++IOe6qjY7Lgzep8Eu3Nzdec1SPqAizJ0os7FFfutExeDuNROVpSHcGl+scWg0waWzWArieTuUUkT1pTmvggqnCQJBXhw6nhkXLMLX8lACayc+CQDvzJbw6PbNkb+zlfbOcskbdtE7vXmhDRP725UHoBpXNPb3Bv0S5XkfjkPDXWwB4S0BVCSypCNjpS94iFdMmW+Un4+N2Gc7Xz25xvrqft7y/rVVqm3ifF2ebUsZvRaemvUUkxDo5f1TcR9wK0aaRzLRwPYdS6TW9cZ9YF1IZuw7JjLmL9waQEQGGX+bBJ8NoMoK49KmvvSdV8E+2VIzIrfQYWTJPrTT774cmQbsyBYzXDX/hOR99vVo5WlMR+UmwtikqJ07S/O567vShHXIm/0M8amAd+rnsJBp1+qJPfLeWhoYA8IafWmo14yk1vXoVxqf2yfvzjvtVQLtD7cgwaCry60zRizbefSnS6XpE35w6QfG+eFVKsv4NDJs7G0fm39fmWlHKv65cT4GGYeuhWPbdvo1OM9N1c37mvL+tXO/QcplwQP3X790nGjNIBdxsXE+JjVI62N0aBxGnX96wsKK5cPt2lEB9sZvC62dmdlEKW5L13hM8F+MU0SwgonSfSnXTHtlYiQozgEiyPZSoprykOCuUvzuG7HgaVVoy/svg2PNsd9En3tJC992zZ333RNIQwIl0OkX6rqDhJJ7+Gi0S/noWGIyICQ1hPqI0O287kTbdJr9UXllR0PtL5Io5Z3g7/XuBLcwttFHiPQXNdSvG+sp+aV2VqsZVdTv5eHBBcuzS/1dZy4YH1sl7c3GNKi9/eRY6869zs2WnGqZwAwjg8f42LM0sem8A1drMM12lyhP8DlmNM9B08taSeHj3PhjXljiEocpqarqYoK2caeqV/054tKtVyjcHiKKx7etD9bTPuKcgm1+qLXflyEK3W6GK2UceHSfEvcd/C+SHqtksQiu7YJxll3K67Z+FwpCc5ftPcfKTb9Es7TL+cB0MAeGNLGNvm8ZF436BoD5gS+MFElr12/D2IzxsLbRR2jvqiW4hFdXkaf+OYgcT2fpn6fCxgR4fb4JoqGE8fCBF+uAIya1ZqSSIt+tvb2hwt8hPsoqJftikO2Te5sfa7gHge2a2CaSO07WsVdN47hwGdebenz2Zo7Zj0KfSwbSTWZy0NiTRpcVAov7b6trQ1JEzjvvukaYwz23TddgycSxma//+Y1bUojUQnCAPDYto3Yc/BU2zjNKl4+yUvftk2WBkTS+H3Tc+XCG/PG/jNNuAkh0dDAHhCykFyKejHESeAzSXb5vEileZw4xUa0RzOoJ73dw9Ot2+Hy/kclDgWx6TzH1YS9bscBZ3tN+w0buS6DWeMbqnD3Tde0HDdstD1x+IzRozyybHjJuHYZerbJna3Px0YreGHHLbH1pk3xvVpS0BR64qNQY8M1wfO9L8P9cmXTg2sjWNHS1oY4BunDExsAoKVAzd03XYOHJzbg0MmzsVZ2gIZxrfdpwvZ8Ga2Unfd0EeKK8yiekXaC5PtcSbJvQggN7IGhE5JLLiM+jtfGZajbKg1qos5Te1d99Au0F9GnuMzE+Biu23HAul9TsZikL8io9sQxcpOGU2g2v/2qFqPIZLRF6Rv7GHq28eNbPTFqzEfF99rOIUqhxoarX+PEHAb7ZfPu550TJ13RUm+XRQLtwxMbjEZxnJWdoGHuwvZ82XlHI96/qAoEeRXPyFozOK3iDyGkFRrYA0TesU1ZGfFpve228/SN7QYahqc+nm974k4MklaumzN4KaNCbGwGom84hen7VSNlPPGj72r5LI5xpved1NDzGW/BsaC9iCaP887nzOopcYhjgFxpKRUvAmxvLsm7VnlM+PR9sI15GqQ+Kzs+E2bbPuOEEnUqgTBOVcksjNWsNYN9JkVFWA0gpFeggU0yJQsjPi9vu6+kngC45+Y1Ld5Tn/bEfcH7viCDhTVMHufRShk777jeK8QmjG84hek7rRQSxDfpM6jSksbQ8x1vrsp6Hzn2qlfIjA/V2Rqu23Egcsxa1NqgcwbjasUD/n2vx0fWBqnJwEwSquPCdb07sUpnI0lVybTGatYTJJ9JUbdXAwjpJWhgd4E84vH6DR/DKW4/ul5oo5Wys2R3VHt0W2r1y2XPTWEhQWwvyGACYlQhGwBYuXy45Riu4izB7eOGU/j0tW9owEKgyIhtm9m5S17Gqg82L6ItdCYNQT1rwGwQR8nNmQh6PU1j37fvg6WxdZGdtM8inzCIrJ55rvu+WwoELi91XisFeXjsdf89OHW87d4osh4x36mkiIjykE8rCps2bVJHjhzpdjNSYfPm9LLWYxSdSPABovvRJU2X5hokvaZT01VMPn2sTfWhXBLseU+jCEZU8RSgYTi71CF0e+66cSxWyEEUtusa/HzIIdEYDBEwvdCDmPpzarraIv0XVCUJs9aRwJUntjCItz/wUS/pyjACGKsU6v4BLhuyoyNlnL84b1UVyfK5YxunccNAoujU2I6LLf8i6npl8RzsxLNVr+pFxcnn3Tbf9vb7O5V0DhE5qpTalGjbKANbRK5TSr0U9Vkn6AcDu1MvoqKQ5cPPx3Bz9WNUDHbSa5Dmmo7/3MeM3ky9rStx0nWcLF5urn2YJgflIcGe97ZWx3O1Pzgx8JlIBM/TZ3ISJIlBu3JZCUopzKXQcw5PfjRJDX5d+MZ3vAXDi2z7y+K54zIwTeefdHzaxolpdSZvAyvO8yjO+WZlmGbdxyYdddexO2X0Dto7lXSWNAa2T4jIPgDfHPrsGQA3JjngoJNXPF5RySrBZ2q6islnjqHeDC2wGUsuI00fz1aMJuk1SHNNZy2hAsES9K5zCiZjBkm7VB615L/zuRNtxm19UWHncye8wlX0dxqfvgr+Zs/BU0bPbH1BtY2tqelqbOO6Ui7hF75/g3W53BdbGECUXrutTZNb18WSo4tSuLHF+8c1yuKEQcRR1Qi3x9Zn4XPLW/EifA4+1TLT5ArofSRtX5z92O7FOIo5eSV2mhi0dyrpHaz1bEVkvYjcBeBKEbkz8N8PA1jRsRb2GVElx/uNrB5+u/afWDKuXQjgLO87MT6WefnrNNc0qhR6VPlvBbR4lbMqcxxVwtuWFBj+fHLrOpRL7WcwJI1qiLqtoyPuwjeAv0Fena0tnXtUQRdb3y4fvvxo3HTtVVgRKm/tg23yA5hLaZsoibSVDE4y3ny20X0VLD3/wLPHvcZRnHLivuXhTe2JQ54Gli1hOjieVgTKxfvem759k6R9vvvxeW5F7auTRu+gvVNJ72A1sAGsA/BuAKMAbg/8980AfjT3lvUpcV5E/UBWDz/fpDCF6JLKJqMvqGoRlyTXVL9wTUaDLoWuv3NNK0rN4iFpjKNge7QB4CrhHcdwnxgfw5733IBVAQN6pDyEkghma/Wltp6/OG80xDXh/owaP/rcXcox5SHBPTevWZpwBY+uKzVG7cNFcPITZmJ8DI/cuQFjoxXnBEpXX3xhxy0tcnS28WYz5GwG/dyl+aXfpDHKwuczNlrBXTc2JOrCbfE1vpL2uyZPA8t2DsF79dxcYww9OHXc+9509U2cCXQaA9d38ufaVyeN3kF7p5LewRoiopT6QwB/KCLvUkp9qoNt6mu6KSXVDZJkupuWqePg5SUJW60pcn3jXlNXLLgAWDY8hAuXzN+Fm6mLh6woDyVekjUtJ9sK0IyOlJ0e4VUGT3R4edxkwNcXFUYrZaxcPrxUlVCkEUITHAO6BPvoSBlDAGzR0frcXWPhihXDS0lbpjb57GOkPGSN0batlGiC/WKb1JgMEtt4AxAZFhBMCgUuG4FAeq9jWHPc1habBnhQPSfOcU3kbWD5SiLW6gtLlS7Dn5vuTdd+g6Ft1dkatu+dwX17Z4xqRWmlL4HL48sWX+7aVyc1yQftnUp6B58Y7C+LyJ8C+Bql1DeJyDsA3KGUejjntvUteUjQFZW0xqd+MVfKQ6h5JpvZHvyuhK/6Ynvsbl64PHMKMBrX+ruS4WVXqy9Y9+cyUlz9oWBOHFMKdo9wSYza2L5ter1Wx8xDt1rbGhwX5+bqKJcEy4fEOi6i4naD8e8u49K2j1UjZVy0HNvXmHBpnLv2YXqGbN79vHOSpYuehI3bPOTkXN5wmwZ4+HNfIzZMSWQpnCav52icSpW2+H/TmLPt17QH/ZlpIpVlsa4kOuadNnq7Jc9IiAsfA/vXAUwC+B8AoJT6jIj8HgAa2DmRV2ndPPB5gYUftjufO4Fd+0/g3Fy9TTPa9mJeNVLG/IJqSWwbAlAqSUtstu3B71PFManHLO71SnqcsdFK7G1tSWZhT6aJ4EtdS+DZEuwAtKl32MZGEkPONC7qCwpf/aZGOohtkrD2zY0+MxkoweO52mQzVmyTjaCB58Kkca6N7CgNdRNR4QUuNZFXZmtWObkkXsck3vBzc3VMTVedRmIQPcGxKVUkfY4meaZdPVrB3KV5YyibaVIM+K1OuGQug4Q94uH9jI6UodTlKqFxxlZSY7nXjN5+cWqR4uAj0/dppdQ7RWRaKTXe/GxGKbWxEw0M0g8yfT70iuyQS4oJ8NfjDW5re5lqPVnTsrhLSi7Oiyqqf20PYF9ZK93WKK/caKWMN+bNhoNte9c2YaPX1/MWJOr44b5zjY0jp19rqVKoeb9DZ9clA3fPzWtiq3yE+yZKVsx07bfvnYklTRcm6/vctj+TIWo7ZlZGhuvcAHvCoum6mCaDpudMuL2u/hhZNmx9ZiSVl3NpdO87Wk20Tx+ZTo1LEtGka510IteP2ArrUEub5C3T9/ci8nY0HVoi8h4AryY5GPGjV2SHbN7mXftPtLzQfRMUXQbA1aMVq0fE9JmPjFYQn7hwmzfMZiwEZa0mnz4GCCKVUATAzjsaYRY2w8H0Eo/aRpM0cUx7yExeRWmeo64OqEMR4ibMHTp51vqdNVxAYDTWTbiMiigvnWns2SYb2jMZZaxmfZ/H9bQHfxOWk9NtD3s8fQ3wqBAF2yTP5ImNOq7NALL147m5+tIzKezVTiMv5xpDm669KlP5Q9tvTZjOyRVeMmhMTVeNE/S8pR5J/+NjYP9bAB8CsF5EqgBeAvD+XFs14ORVWjdrbA/+JGWgXSRZpo5jSPp4cVwvXtsScJAo7z1w2RvrMhx8DEEXaSZpr8zWWo4fjhsOvqyTGI+u76yxqTHc1jqG/ZXZ2pKhHzay47xMXUakT3hC1ve5bWy4wnpMY9/U9vv2zuCBZz+D+UW1NEl0GWc+YQVx9Oh981Z06Blgl2AMEzSkskz09Pk8Ct9Yb9czMqrtg25I7jl4yrpKUDSnFuktIg1spdTfAvguEVkJYEgp9ZX8mzXYdDIDOylT01Wr0kSW+MazhvF9MLrCEoDoSni2+N64xFmqTRPb6PKIRYWBaMNPH9+mvHH/U8cwOlI2TrSuHq3gwhvzxvjvq0crVk9l0tjUMHGKZUShtwsadVo/28cTalsN2LJ+daL26Db5etptoSi2yakpmdRlnLnGqfYWp1kBCBIuRAXEezZFFXbqlnPDNlExfWbrGx8veCcMyaLGOCeRGyTEh0gDW0R+IvQ3ALwO4KhSaiafZg02nc7AToJt1i+wy3AlYVGpROft2wZXWIJPvLJ+ACdRO9Ckia2P+9Lasn61MaRi5bLLlQsBcxhKeILnqvimda3DCahb1q/G3k+/3LZNeUiwZf1qp9c3aLBdl7DUeBA9Gdi+dybVPRZUEtH62T6qLhPjYzhy+rWW5WkFYN/RKjZde1VmKhhxJ+xxja2sQ1p8VwCC7Dl4yhp+FcyFcE3uotrULeKExpnw8YLnbUh2KnE/yf1im4C4CkUR4oNPiMim5n/7m3/fBuDTAH5MRJ5WSv3nvBo3iIQfEI9u21gow1rjKrSw847r2x7o5ZJg5bJhvF6rL2kc+4SSREnu2RKVLlyaT3UeQHSYiX7x2pL2fPE1UMLnvGX96pbkqeBLS7c/3D+2CcXoyLKWMJMjp19b0u8tieCuG9tf8i7PWFjXWrfBZghdsWIYh06e9Y5/TSrhFiatR9vmqfZVjjh08qw19hOI1rX2Ie6EPW7fhs/J18hxtStKcjCM6x5aUGopXOT6q9+EFz7/Wttv9KpBLzg34uIK6wJaJzV5nXea2HZfkhrxtpWkYLhetymq95+48VEROQjgLqXU+ebfVwB4BsD3o+HF/sbcW9mk31VEfDOZs7zZku4rSgHBZ79RGfJBozy4j6hMf1clQlt7TbjaNxYyBqKOVx4CbDLePh5slxJAGJd8mU35AgAea07mfJUUojz8JlWDOKoIQbREoa2oimblshLKpaGWidzsXN07pMSkhhJUsdByhUFPum2vYVUcUx+61FFshm7eakJxlGZMqh/hUI1ySdokHKNw9avuGx/FENO2pv0WTaEpL8Jx6qOV8lKCdFL1FB9c49xHcceHNKo8RTZg0yjbkPTkrSKyBsClwN91ANcqpWoi8kaSg5J2fDOZs1xq892X6eETtZTqEyfs8pStakr7acMm2DabN2TncyeciUphykOCuUvzuG7HAeND1WXgaG+sy2ANHueKFcNGj71pGdLU3y4lgDCm40QVEwEQ2b9hb5P+9/1PHfPW+XUtx7oMKr2NHgeP3LlhKV487NHXY2a2VkelXMKj2zYCgNe1Co6dqekqJp8+1pKgem6ujslnji2dv88Ycb20XTG/WaiMJDEc9Pc/8+xnjFUqR5pFn0wVNkWAcD5vfUFh1/4TsZ5PrnEaLDeu2zu5dR3uf/oYFiKSidMms3XKEMvjOCZD7Y35xvXN28Pcidj2NPdLmryWvOmE95/kw5DHb34PwGEReUhEHgLwAoAnm0mP/yfX1g0QvpnMSeTPXMeM2pd+KFebyXzBF9sjd27A2GgFgoZBEXdGPbl1HSrlUstnlXIJj23biJFlw23KG7pttgfmbK1RqML20F41Ul5q72ilDDTDVPR5bd87gwenLodY2NqnY4V1n7gYG61gz3tvaKkaGEShfTJj6u8swiFema0Zz0kT1b82dYcPvu8GYz+Z4hdNx48yrl2Tzhd23IKXdt+GF3bcEhli4uM5D46dPQdPGdVf6gtq6R6xjRFtEAXbF743pqaruPBGeyiT3t42jl1hU5t3P4/rdhzA5t3P48Gp45h85ljLWJp85himpqvOPgAa13XVyuXG71atXL50TgBaxqvNvo2rLOQap5rws8rnZWYj2KfhftT9Zbs3ffrTRKeOo3E97/OWhnXdJ1kR937pFXpFtpe043wmSSOj8X8C+FEAs2gkN/6YUurnlFIXlFL3pDm4iHy3iJwSkb8RkR1p9tXr+GYyZ3mz+ewravbsMiCimBgfsxrpUaWrbWjNXtPD/KHbr19q78rlw22xwArAE4fPLL3IbO0zGXJh9ERB94utzWOhz10xvSZ8pciAy1riukCHCVf/2j53XUef37oM3zgex6jxHO7rMOUhaXnh+0gKxjn3INqICifcrRopL20fxygxGWWPHz7TNsa1N9mHpM+HtGjvrWvch9timwyZCO8x2Kcu4zZL50anjhMkyTM1K+M06X0Sh04Y8d2gXycOg4AzREQppURkSil1I4CjWR5YREoAfg3APwPwRQCfFpHnlFID6RX3zWTOcqnNZ195z55tS3NRpatdGro+iUquJE39IrMlm7p0hU3xoYCfOsHUdNVZtMYU03vXjY3ExSgPdzh8xyWRlkRJwbXEalruDsZEJqn6Fyf8xKUQ0ULI8ooKU3j7Ax/F3Tddg4cn4hsKNsN0ZNlwS7Kp/m1UqEAcQ9fXm+zzfPBdWRmtlK3fBcfHlZUyLlyaX5oY6HG/ojxklX0E/J9HwXvG1Ked8vJ2w5sc9UzNWz0l7zCMfkxQBYqpbEP88InBPiwi71RKfTrjY38LgL9p6mxDRH4fwPdhQMNOfDOZs7zZfPbVLV1YV9smxsdaEnVM7Yp6mLuMJ+1NssWmJ0k+cz38beWgw/u2xfROTVed8cUmje2o/rW1NUiUkktUMRrddlOYRLkkVkk1AFj75spS3G+cvAB9Xqbrp0M/9O8mt65ri8EOsqDUknqMS0vdhK8RZRvH4b7PIoQojM/zwafIUnlIlhLpwoTjgk3Xu1ZfwPLhIeMEU7fF1gcmJRvXcyHKy5vVs9B2nOpsDWM5PXNtEp1b1q/uG+O0yLHUSemXazOI+BjYWwD8vyJyGsAFNMMilVLvSHnsMQBBQdwvArgp5T57Ft+bKMubTW8TNO5WlFujhro1e446z4dub5cCjNOuya3rrEZpScQZFpO0T4IPf20g3bd3JrJgT9DwtXkvbRn6JpnH8BL8glJtRnjUi8qVIAu0KhL4ytBpVi4r4dL8onPC8cnPv9ZmtJsSH8P3hj4vm6pBuOQ7gMjJz5MvvhzbwE5jrJn6Pk7RJ9+wIp9njcu4tq3mBPH1vL9eq+PRbRutbbEZj+++4a2xro3tulxZKTvj5eMSNcG3SemlwSbRqT/vR+O0X+C16U18DOzvyenYpud829NaRO4FcC8ArFmzJqemFAPfm8jH+IljgOtMcqCxfBwu7gF0Z/bsOs+07ZoYby/yAbRLqwXRxteW9auxfHho6XerRsq47R1vXVIViWpL2ECKMoyWDw9h+96Zpfjy8H5d4S4AWjy9Ye1svQQf95pGxYlGGU2vzNasxtXF+mKkV9RmtAdzAfR9sH3vTItk39WjFWchIp0MCLSOwbWW4jbBtvree5Nb1xnl7HyMKJuijK+RHUcmMepZY/O2+sre+YY96PwBW1uijEdfTJPn8pC0hK1owpKNcbBNCDTB6xmnyqsLJssR0ll8SqWfBgAR+WoAKzI89hcBXBP4+20AXjEc/0MAPgQ0dLAzPH5fkqQCWpQEUFFnz0naFTaA7rl5TUs85pb1q41yiRqdPBbk/Bvz2PsXLy+FElRna7hv7wx27T9hfAHHiZcVoEWqcPveGdy3dwZjzbaaCpUsbStoMeJMbQdaDeOokA8dJ+syTn1wydAlKYEOGCT2AucebG91toZySVAeEmv4h0lazhYOoRPxYktohnfledpREyqgERphK+ZkSvZMKguXdoXLN7wlan9ZGY+mifvcpXljPwbj5ePiY/hr4zorfe5uhfsRMqhEKhuJyB0i8jkALwH4cwBfAPBHGRz70wC+XkSuE5FlAH4AwHMZ7HegiZuBXmSvhk3GKs3+wpn7+45WMbl1XYvUW1zzrr6gjIaaXg0It9u3b00eyWBYxOOHzziNE6VgLR8dpjpbw+TTrZJuuu3hfnOFS/gQJUMXpRxh+za4v137TzjPvb6gcMWKYaeySNiouvuma4y/WzYsuG7HAdz/1DHve8+kelFfVLhv70zkWPcxiN6YX8Rt73irl6pCGlm4tOoQPob4aKUcuT9fpQWfZ0pYHckmsZnmGem7bZbP4X5V2SCkqPhIh/48gJsB/LVS6joA34mGFnYqlFLzAP4dgIMAPgvgKaWUn34UsRLXYC6qBFAeWrCuAjX6pZt1spjJwPLp21Uj5UQVD9Ng0x3PUootaIDZXvh333SNUStbb3/PzWsiDQUfpYzZuXos7+DDExvw/pvXLE0AhqTxAK3VF6Fg97zHkRQEose6r0b0oZNnvYxf233hK+cXNkjjeHUnxsewasSuMOJKkAziYzwmfabk8Yz03TbL53AnpPIIIZfxicGuK6W+LCJDIjKklDokIr+YxcGVUh8F8NEs9kUaRC0DhpeCwzG5QDG8GjufO5F59SpXgZq0Xtmo4wb7fXSk3BaeYIq3jFPyPS+y9KAJ0GLQuuLoN117lTNkwfa97mcf9D0xagl5MUnLPTyxYSlpzvf6xJEU1ESN9RXlochJj5asjLpfbNf43FyjcFPeBthDt19vTTi+YoVfGIZPTkbSiniuMJgsQ2vC5PEcLmq4HyH9iI+BPSsiVwD4OIAnRORLaJRLJwUk6mUQjhHdd7SKu24cw4HPvLrk9Vs+nKYmmhufF9LUdNVq8KYx+PKSMyuXBFDtHmDN6Ei5JR743FwdpSHBaKWM12t1az/4vITzRhuHWfSbydC0vfBdhoBtDJlKQdsIGi8777i+TY7Px3Pq0yeuipZRbTWNddM52pIbh6QRuhJl+LnuizzLMQevo221xhaeYSLKeEwaDmcz3gHEi7lvYlPx0TkVRZdi61S5eEJ6HR8D+xiAOQDbAdwD4EoAV+TZKJIclydn8+7njR6cA595FRfrl5VEZmt1rxdFXHyTwFweyDRLpkkN1kp5CMuHS1YvpzbEfubZz2Au0I+aC2+0KxAsLCqIAC/tvs16XN0ntqI6YYYAtB89HdXZGlYuKzkTAn3IyhvnGkO+oSwmSUK9va/RMDVdtRq2JREsKuXcT/CYNuPWNNbjKIjokJUowy+qcFMe+E6GsgyRSJPkZzLebc9T16QkfN5JVXy6RexEXkIGGC8dbKXUIhrv7g8DgIh8JtdWkVTYPDmupeAwacMxTPgu0bpe6lvWr058/DgKAUEu1hdx1crlRgN7tlZfks9btXI55gxtv2RJtjs3V4/0ME6Mj+H+p455KWuUSoJKaQgXLmXr8b5waaHF4+5SETEhAO66MZul6SQV8IBoqbO40pdzl+at2uMffN8NseQ2TcambULiUhAZayqzDBnUTlz388T4mFXrO69cDJ/JUJaTMlPRo7THSOIRTxqmAhTDc5ym/YQMGlYDW0T+NYB/A+DtIYP6TcggyZF0nrghEll7r3xfSK527jtaxaZrr0r8MA8bUj6eNJekHNBe+TEOwWQr3b5g2/YcPOUtW1dfUFi5bAiVcrQOdVwWFhVWLh/GzEO3AvCPPwYa5xhXj9hGkkp7caXOwobM2jdX2grb2FCAU7PcRBwPuu0cV42Ul87xOotet2sM77yjvXCTIN2E1oWrLT4Fanwxac5npS+dxCOeNEylKJ7jIqtOEVI0XB7s30NDju8RADsCn39FKfVarq0iuRA3RCJr75XrhRQ0asLVJINk7e0JL9WbPFxb1q/GEy+eceoU1+oLsarpmbbftf9Ei9a0qbhFFLrinW9YSRyCL9GoQhmubdPgGkOuUtAmTGMEaI+rjRt/7po02fBNPjMVqAGA8xfnlxISkxh+psJLCv4T2rje1aSTobjHsYXUZKEvbXueXnhj3pocmjRMpSie40HX0i7CKgLpHayWjFLqdaXUF5RSdyulTgf+o3HdowRlmnzIOoPdJqW1Zf3qFvmsmiGOOUi1qcphY2q62qbpPPn0Mes2WmbsC7tvw6PbNi71jy6Z/sThM/BxIqeV1Ts3V2/RmnYZ1y4t6InxMe9rHIfgSzSuRzqrF7BLjs3WpidffLlN99gm2bZrf7t6TVJc+vNJ0C9307ioL6qlYyXVOzZpwPucQxL5uyRtTHKcPD2u+nkalhnUOSwPTh1v09xOem3inkfWNQQ0g6ylnYd0LOlv8pOLIIVEG5NRBtiqkejiDkmObdJhPXTybGyjxvVg2/ncCWMRj53PRev6BvWZdWhGVnrUJREIogupROGjBe2jlRwHXcZbv7hdXt3yUOv5CS6XmU/7MnJp+boqQwZfiA9OHbcWhfHRz9aMVspL7bCRlQEUfLlHHSup3nGUEWdrc9ziVknbmOQ4STSs41ybifExjCxrXwjWE/OwMQYg0bWJcx4mQ3D73hk8OHXceQwfBllLO8n4I4ONT5Ij6UOiYiAfur1VoizJ0tjUdBW79p9YMlq04kZ4aXZ7gnAG1/KoLQHPNzEvSWGVSrmEi/UFpzG+oBQe27YRABLHbAeXtl1a0VGhLyaGAFw5Usa5uXrL71eNlJfGg0+7r1gxjJFlw23HjSoh74spjn7z7ue9JkJLKxKJjtyKCCI1y10GUJx4Wp8xGTxWEr3jqBAuW5vTyN/FaWOS48Qt5Z7k2viUrgcuP7PiFuOJex62sJgnDp9Jlb+iiZsQ3C9hFIw/J3GhgT2guBIJ77l5jTMR0OelMzVdbYsVna3VMfn0sbbtkupT5/Vgi1vKXCdLHTn9WmRc8gPPHscjd27AI3duaHkJXXhjPnICEH6hRr3o9Pc+CYk+CV8mWTITs3N1TH/gVutxz83VsX3vDO7bOxM70cynUFIULuN6tFLGG/OLXvs7N3dZzjKtARScMJoMlKgxmcUyvescXG3uVFxu0thywF+CMUmsc5znV9JnVpzzcBn8wfPIwxAuSjJmHtius6/ePBk8GCIyoJhCCATA+29es1SpTpNkacwnVjTYFheueGMTttLLrpLMPvttaZO0KxHoUtqukIHgy/qFHbfg0aZHe7ZWb9uuPCRYNVJOvRTreqk/tm0jvhBR4tonLCSI7j/XcYNebd84RtPS9xOHz1iN4SSBOO++4a145M4N3mE8tfoC7n+qMWn0XTp3ecJscZ5XGqpKanSuwJ6Dp1KF4IRzNIL7tV37V2ZrHYvLTXocfa/5lHJP6iU3PUtNpJl0+J6Hj4pJXvHE/RxGYQu7C4egMSabaGhgDyimWLpHt21sM64BuyyZ66UT57uJ8TFULMohIoiMNw7z0O3XN6orBiiXpC3sxYbrhbmqWeZcJz0G43o3734eTxw+g6tHK3j/zWus+ze95IDLEmJAw5N6xYphzM7ZKz36YnvhjjUTIl34xP4G0UmrviEbgP8L2Lb0bWN0pOxt+Gg+cuxVTIyP4YPvu8E7hn1BqSUvnckACsf0jlomelePVqwGigja2lMuCcpD0lZQJq2RHc5B0KE+tjanjcv1jXnuRPxvkphtU7viPrOyZHLrukgDPy9DuJ/DKMLX2TQJ75fJBMkGhogMMD4xkK6Kda6XjmvZNCzLd/VoBUMWj+FopYyHJzY4441N5wXEq8znu/3m3c+3JcKF43p1CfpVzXhm0/nr/ZsMxnCYQtwSzOE22+TE5i7Z5cQ0ceLRV42Ucds73ho7ZAPwewHHfUnPzjUkC4PSh5fmF4zVNpe2aYbpxC1KZAsjMC2Zl4cE5ZK0rPBo48uWjxA+F1tYURbSbb7VIoMGY5KYbyB+SEH4umhjJisjO27MdrBd4TbEeWZliUlyEWg9j7wM4X6X8Qte5yR682SwoIHtoBPJGkVNCAlWPzMhcId22PR6y0OyJMsXfKnaODdXXzICg/GpUcU8kr7wo7aPk9C0fHgIlXLJ+rK27csUix23BHPQUAGAFeWhNqPp3Fwdk88cw87nTuD1mtlTHudlMbJsOJEiDOAXxxg3Vl97V/W4afRPdDH5zbufX2pDOBfBNKY1pr4yGav1RYXRShkrlw+33fe2ey54LpqkL/ioZ45PtcisnlVxY57zjvFNOzkP76tbz/Iop0RehnDSCUov0u+TCZIeGtgWOpGsUdSEEJ/qhgqX2+h6YZtUROKqdAQNxW73VxwjTxd9ifuSs5GkBPOu/SdwsW5P2qsvqCWDPtyfU9NVY9ntJO0DGkuqC0oZV0TCYQ66DUFskzbT/sIv9ThjzjmuHF1herHa+uT1Wn2pKmaQOAZKkhe8zzMnq4qYPsT1pHai4Eo3DeMscZ1HXoZwlhOUojNIkwmSDBrYFjrxIC9Kda4wPsaIToSKemGHjfDte2diS6TV6gu4b+/MkoEW/i5pfwUnBldWyhBBZMyz6aHqCqGJeslNPn2sTbPbRpISzHF0nYHWGMIHnj1uNK6jQoZskwZtXH/r26/CF75cwyuzNaMBH2xD+EW9ctlwm4dfoRGeMrKs3SOsibtsGx5XU9NV3P/UMetkIysjOI6BkuQFbyqkEz5X037LQ4K5S/OZqyXE7Z9+jvHtJEkNYZ8V136ZoEQxSJMJkgwa2BZ8H+RpQjyK+rKIIwnmM0nw8Yj7YDNukvRXuE1Bo83lwTQ9VE1Scb5xm0EPfxBXvKuJpFKHJnRsq+l6lURw903XOM/XNYlSAD75+dfw6LaNmBgfs4Y56OIYYbUR2xjS0oA2kvRPOBnV5cm3JdslMYJ9DZS4L/ip6ap1whW8h8L7vbJSxoVA/HmWK0dx+4fL8tkR1xAu6oprNxmUyQRJBg1sCz4P8rQPnKK+LFzGSFi32GeSkKRwSxyS9FdUm1ye8SwTmmwGj0+8a9gDnxVXN49rYkEpPHH4DEZHylg+PGSM3b4vonBQUI/XNdZMce2mVQzdZhe2RE8XrmTUIK6qp3l7ueK84ONUPAzud/Pu5zNLpjQ5JMKa8K7+4bJ8NiRxDBV1xZWQokID24LPgzztA6eoLwtbu0xeOp9JQp4e+aT9lbVqRRJPhkuhBWhM2GyFWFwe+DQEC4u4DN9zc3VUyqUlT3SQMQ9vcXW2hut2HMCVlXKbooarTxaUciaO2jDlBGjKQwIIjKoeQPQ4OH/RrcbiOzYenDqOJ198GQtKLa0UmGQzkxKl5Rx3u7grAjaHxCN3bvCO7eayfHqSOoaKuuJKSFGhDraFifFozdW0DxyfY0ThqyEbhzjt8in+4NJhfmzbRqO+72hEYY20Org+Xu80Kwk+12XPwVOR8eg2beM8VgVKIkv9aSuqEEQnUYbP02dboGFEz9bqLYbtaKXs7BN9zU1jM6rPJ8bHMP2BW/HYto0t2+957w3Y854brOM9ahzUFxXuf+pYqnvwwanjePzwmSXv/IJSePzwGTw4dTxiS39s5zFasXvgXdsJEOtci1aEJI9nZy+Q9Dr8/+y9f5wcR33n/fnuaCTNykQrgwj2YlkOEOkihLTxBgxK7pCOQwnCzsbGKI5JSHIXP9xdnidWHCVy4LAEzmPldMQ8ueR+kFwSEhsi23IWG5GzIVbCIZDDipVsFOQAsSUzdoJAWgVr1/Jot54/ZmrV01NVXd3TPd0z83m/XnppZ6Z/VFdVd3/qW9/6fpPECCeknxHlGSGgCIyOjqqJiYm8izGPLbtdFqvtTZh8m22W5qzL4bIoRZXTtn+W1+fjF/5Rg3U26bEF9YQ5QYvkVTv2ey/4DPepOPv6IgCe3r1l/nOwXeKca6hSxjvXXYYDx0/FtnJWyiUsWjBgtMgLYLSY67Lm2VeCJDnva27/jNH1pSSCb971Du/juEhaR+OTVatffZxnna3Phvudi7TauSjPziS0G9o1aTt0c50RkhQROayUGk2yLy3YbdCpFME2imIRGhtxp/ANW8SXNfx3t+09gg27H8P9Eyfxj2dfhALwj2dfxMSJ08b90szcpo/tSomdNPW0LVHHvYdONh0vjuUnPCviskYGU10D9Xrb8JpLo1OHS7NFMtiuwzHKOjVTwz2HTuLc+Qv46Nb1TRbjKGZqszj7ollc33zNCmvbZ3kvBPuhD3HOq62otgWUviESfc6j6yjYL3zup7GRYesAK7gQNMoabFsnEGf9QFrtXJRnZ1zSSHGe1BKd5fOYkF6EPthtkLc/YDf4xIWtLTdfs6IpAkV1aqbJyqmnxoF6soQsVmkHyzQ0WMYLL14whspLukrelagjKhyajfDLz+Ynv/O6NS2zB3seeQpf/OZpDFkyS86XTwG33X8UgDkGddxFglMztRYfW9usT7gcQZYNlnHHtWucbZD1vaD7oa812+e8PsdyDQB9CZ9H+7HHeVbZ/Op1VlYfn17bpcS5xLTauRuenSbSWGjYztofRs0gxB8K7DbJ84FTlCgkvi4e1amZlvS9Nu49dBIHjp+KPXCJ665yZro27/Nty6C46+Fj3m0clZzFFg6tOjVjTcRie/kFszPqJD5R1+paQAgAs3PKeL2mwaQpVXcYnxjLUQwuXBBZ/1ndC1FRLwBzffpYZX386G960xVJih15njiibHyyiumXLrR8H1wQ63P8Kcvgzva9ibTauSjPzrikMTDI2zBESL9Agd3FFCEKict6ZXOV8EFPf4aPGeUrGmVJM6aunlX43outAkITTNfuwidesiscWvA4cX3ap2Zq2PnQschrVXBH6QDq17tyx/6WCCbhsiax5oYHFVFlCe9vI617YXyyip0PHTMOHExRL0Y+9Kg5jrmHVdZ1XWlGEWlHlNnaODig22YJyxgWsGmI2rTauQjPziSkNTCgJZqQ7KHA7mKKYIlwWa/SnG71sbjZynLbfRfdHlzxnV1i77b7jmLb3iPOOo6ySArqomPD7sec7RR8+QUzYOpz286jXTKirlUB1njSQUwDlLD4/+EVS3Hwm6edx3ENKoLHs1n+fcRD3HvBNIgBgF+97whciTXD/bAdq2ynUpL7xvQ31Z2try1ZdHFWwXZ8HWXENXsRV9Sm9cwrwrMzCd06MCCkH2EUEdIWrhXprhdv0l5niwvtKgtwcbW7K76zL7aV867zm9w+fKI3mF6mPmnsD+7Y5Ixys33zqsiEMOHj2aKjuNoyTpQB1/GHAyK4XVFkq9cBAc69FO26Eoy20E4kIZt12MfnPA4+UXxsv9uihwTrIE6UkXYjYBDWISGdhFFESG64VqRvXL28JXJEpVzCzdesaFqJvuE1l3qfz7Vq3mXp1JZH3xjNLmzRBmznL4kYsxJGRSywWeSjFr5Vp2as8ajjLm4DLroSxHX5iRtlIBytIyjeq1Mz2H7/UWx/4GhbERTGJ6u47b6jxnr1EddAczv7RBKyRdjQ1xuO+X5muhb7ulxERX9wzUL5RJzwiTIS3NYVcYhEwzokpDugwO4R8kqaYBMYG1cvx77D1aYXrwC44ephjF7ZLKhvHF3hFcJNYxOnUeL5uamZyPB8Q5WylwB/riFig3W+cfVyY134LHiM87uOAuFCu3a4hJVvhIoBEYxPVmO5/JREmha7hvumS3Qe3LEJw0OVFtFWm1NNSWmA+CHxonzkoxA0Zz2MEq/jk9WWQcH2B442Xe+SRa2eemmHjHOJMpePtumeCro66euwhTAs+qLBotGvyW8I6UXog90DJE19mwY2X0abtXP/E8+3hOm7/cEnsdQSxcOGSRTostx231GnL6/ezhbmLng9Nr/gpZVyS53vO1zFDVcPt0Q/sbml2MSHngK2yUDtLmFK+63RAs1l4fIVmrNKYfsDR62/m9xEZpXC7Q8+iYkTp1vae/sDRwGF+dCIpv4aR8z7bttu9ktbLG7XgrFdDx9rGRTUZpsjteQdMs7lo+1alBpst3Z9g/N2e8j7/LoMeT3HCSHpQ4FdMHwe9OFtzp2/0HZs1HYwCQxbZAGTIJypzWJxeaDFv9jlFzs0aA6DZhPPtgWGrrq2RbqolEsQgbHODxw/ZfS9DZenXBKcO38BV+3YH5m9MoieHdjzyFOYmq5ZwwsCF11FbH3AFtvYRFgkBstzw9XD+OTjz7YI9pnarPF707GCFlufFPJBfK2kLsFaKZcgUJiuzRl/d/n+u7ANgILf+0aGGJ+sNg2qTKEZkxAljvX9bfI3Dw7kgGT+8Z0WluHnp55ty1vYphHjmhBSHCiwC4TPi8a0jY08kybYRIONqeka7t66vuUFXQ891yo2g5rNFavYZXWzWR7DdRwMbaeFlm0A4bKsh5PbaGEcFdpQM2wQA1Mz7tjWLqGwcfVy77jkJkoi8xb7NDIR6nqIY2UOu2y4sPXJkgjuur4eDm/7/Uebkg6VBwR7blyXqcDxsf5qV5Pg4GRqpobtlsRAcfCNqBFlaU8a+q2TwtI3Nn8ewjbvmQxCSLpQYBcInxdNnGlum5U3SFZTo9s3r2oRBC70dLSvJXxqpjbvn2galOhYxS6rm+06be4twYgIcd0+9LXpRXYma68rtKEA89cTJ7a17VrHJ6stPvJxmVWqSeybGBA4w94FKYnEduFQ8BeXNiEbXojpcz/43je2GYbgwkbf2RTTvVSbU6kIQR9xnHZyFl2HtoF4FsIyzkLdTgvbbk1+Qwgxk4vAFpEbAewE8C8AvFEpxdh78LNgxHnoRxkPs5yaHRsZtibs8MlUGOWHDNStjZcsXuAclCSxCvnsk8TnNGqRncvir1+yrtjWNkz7tOuPDEQL4nJJMOs5wPIJP2jCtrjOhI+Q9RGace6bndetMVrFta+/73mT9Ne0STMGs0+SoiyEZZy66rSwNdWvb+x8QkjxyMuC/VUA1wP4nzmdP3dMFjAfC0Yc14upmZrzwZxGCmVbivQ9jzxl9Q3W1mDbfr4Z/mpzyurjql+kSaxCtn2GBsvYsPux+XKbFjTGTYTjQ1DEuJKTAGaRbrpWH6FREsGcUvMuLUGRGCWIhz1SqYfdbmzWzGWG8wN1AW8Sd1H9st3Zmjj3TVoJTVz3faeEYBrJfHxn4rJKnuIbmz9pFtB22tl3QSlFNiHdQa6JZkTkrwH8mq8Fu1cSzdgSO9xw9XDLlHt4CjvNZB+uJDE6iUTca/jhFUvxxW+ejoyPHF4I6Jt22xdXcpSo5CemfUoDgtmQwPNNohI1FR51HcEXtet6AHNkFFMZbQlSgvsFBxBDg2UoBZydqUVGR1k2WMbgwgVe1xvsC1HXFpwRsSVjiXNv6aggcdORt3PfJGV8sorb7j/a0gfT8hFP21Us6r5zJWVKuqC0nXLFHSz7HjdOHPgg7SQwKjpFiNhCiC/tJJopvA+2iNwC4BYAWLFiRc6lSQebBezA8VPzi/NcU9j6GLZV8GFs1rV2fP5s1xCVNltHwQhagl3pv6MYqpRx/sKccdpaP8h1cpZZpbxe3qZFibboJ1HW/nYGDtrv+gPjT877bZdEcM0PLMMz351x+utGvbxs09HaohzuU2ema6iUS7h76/r5402cOI17Dp1sOfbZ6Zp1ZiFM0JIeZSH1eQnb+qUpmokCcO+hkxi98tJYL/g4902aYmIArct9t77xilTEddquYlFW/k6liQ+T1oxCmLQXavbqgkeGIiT9RGYCW0Q+B+BVhp/er5T6lO9xlFIfA/AxoG7BTql4ueJ6ePr4gJq2Gb3y0tgLhmw+lSYB7BtRwIVJuCWJHKEJ+rKGX5hAszVXJ2fxfZkG63jD7sesgtFU30FRZYuj7cPlQxV8YPzJJhE7qxQOfvM03mOxvPpGcrAN1LQVzxZ2LygYDhw/ZTy2OdCdmbAoTRqJQuNKzmNCAbFFkK8vcppiYs8jT7W4yAD2Noh77LSjeEQJxDT9uePSbh8zkbYg7tUFjwxFSPqJzAS2UuptWR2728ni4emKVWs7to813CYK4obh05YpUxSMoIXZRnlAsHDBwHxM7HAM4PDDeeRDj6b2IHe9JAVoijUdFlW+4jocbUOLjdvuMyd4+eTjzzpdG3wsp0Gh4VvupAtugXT8XKOI2y+B+NfhawVNU0ykIeBsfSILa2nUMy4rS3JepP1Mz3MAkiW9apknxEThXUR6kSwfnnGPHRZZrhBywZef6Tw2grGKo9J/21wW4rx8xyerTotzlHU+jEu0hS2gcV1dSiK46U1XzM9AhMt1qyVMoUu4J7Gc+pY76YJb3YZBP+rF5QFMnDidqshyub7YSOLa4WMFTVNMtCvgXH0i6bFddeTzHMrCkpwXaT/Te20AoulVyzwhJvIK0/dTAP4rgOUA9ovIEaXU5jzKkgdZPjyTHjsqhFxYFIRXvNsIp5d2+V5qX+w0ojy4yqPPHxQZej9T5Inply44zxfXqmtb/GS6Vpdl35alMYnl1LfcQcHgO8gK7nf+wkUHkjPTtSb3lzT8MU39P2oxZ1auHWmKiXYFnKtPJHEVi6qjXhWINrK43l4agGh61TJPiIlco4jEpVeiiGRJ0kVVUVElXIuP1u961BrvOrgoTpcvarV9uwvDXBEKTCwbLOPFWutCSVPkCRPBurHVY9CKaouAYSLsg207b5AkUS5s5dah+mztEBUhpSSCj7x7ndN9yfe6kuK6Nl02n+3jliutyBLBOo6zWDdIVJ+ISh8eLnsvR7kg2cIoIqSb6OkoIsSfdixvLgtmlIXhrCPWsc1Ka3vApmE9jOuHa4sQYlroF8bHqlseEEAwn4nvzHQNtz/4JCZOnI4MDXbn2FqrwLa1WRLLqSltelBQ6Zfitr1Hmsqq//mISV/XiLT9MX0zOEadP6mv9q6Hj833sUULBmIdw+QbH1ys6ytWfHyig/vZ1krseviYc0CVJBQl6S960TJPiIl4T3tSaFzTwFHY0qoPCCItbjbh5kobfnDHJjy9ewsO7tjUEmIu6TVotm9ehUq51PRdpVzCMo/U8UGixHVJpKVuxkaGcdf1azE8VIGgbtG7ZPGCljTXM7VZ3HvoJKpTM1C4OJDQ6d+D2LIV2up3++ZVKJek6TtbUhbAnjb9h1csbRLPrrKarjtcN76uEWn7Y/qUzef8Scv1Yu2iW8zUTM3aziZc94NPu2hs94StT9gGE2ema5Ei2vfaCCGkl6EFu4dox/Jm05Lft7gcaW1I068uDeuhzUoOmBOxLFowYHRxiYpsMquU06qruWrHfuP+4SPb/KQT1W/44I6xgm2B4xe/eboplni4rLfdd9R47TZ8fLaDC2LbwWTZ9XVdSLM/txtJxHU/ZJlRMkk0Fg1DrhFCCAV2T9HOoiqbm4fL/UOT5gKftBaGucSer/CO8sG2LZgMn3dppexMGR7EJKji1q8pZnJtTlmFj03E6QgpUbGlfd14fBbGqohjBHGlRG/HzSjN/tzugNF1P8Q9dpyp+ThRgnzPTwgh/QQFdo8wPlnFufOt0S58LW/tCtu0/OqyXmUeR3iPjQxj9MpLm0LLaUyh30zWw/HJKs5FRCEJ4nKr8YkE85sPPoHpmjnVS1yfbb2PjzXT1yqrr8O1SM5GUFAvrZRx7qUL8643QRGdRvzptPqz677y8Z+2hR3USYGyCnlmGmScO3/Ba6DIkGuEEEKB3RPY0nHHiVaRhbBNslo8r/BeNkEVXMTnE/otLGL3PPJUi/+1jXbcI8Ynq/jV+47AkOxvHpfPti3etq5/H2tmHMtlnGyI2uIdHNSYhJ4W0WnGn2434oErBJ6PlX1sZBgTJ043LUBVAPYdrhpnWLIcjNqeM0HKA3Zff0II6ScosHsAmw/t4MIFsSx2+li+YsIlPtqZpi/iKnNTlAUf62EcURfHPSLMnkeecorrKOEVziQJXFwY6ePaAcSzXGrhqCO1lERww9VuQeczTHENgOJaVtOIaGO7r+JY2Q8cP2WcLTlw/BTuun5txwaj4WtZWimjNjtnza6qYVg2Qkg/QoHdA6QZViyO/6tLfKSZJjor2nnx+1pg42Y7TEpUW7uiZtjE+ZLAAE33DVeMcV/L5fhktSl0HVD35953uIrRKy9tEnJxfYBtFndfy26wTwwYFrkGQ9XZBpam38J1v80yYxBsx6gY489NzXR8MBr3fGkl7SGEkG6DYfp6gLTDivkQFU4vzWn6LIgT4syEb+g3U3i0cknqsbEDtDu172rrkohTzNjaxLTA1XaeZYPR0WaAi/Vuiz0eDMcYt68E40PHCcsXLpvuE7YIMjpUne432x84ivW7HsXKHfuxbe8Rrz4Vdc8Gy2KjG3yd0wi7SQgh3Qgt2D1AHulnoxJNpJkmOgs6tRDOFTIwzWnz7ZtXWX2wb3rTFc5947SVra/dce2alm1N1twoq3RQVMcNFRcU0Uksu0ks5kA9gZD2CU8r9GJUWbolvXTRB9qEEJIVFNg9QB4LA20xoktSt8xuXL3cmIFw4+rlmZUpDp188bsWUKZ5DgBNUUREgJvftAJ3jq117htngBbV12yLErU1N0rABkV9nFBxw0OVtuszK9GXJPSiqyxx06TnSdEH2oQQkhUU2D1Cp30xbdPn+vsDx08Zf7d932l68cWftA/EHaAFzxNMoR4OnWey5rqS94RFvT6HKUxikHJJcO78BVy1Y38mMdhLIphTKlaouvBxTbjay1aW4aGKd8KcIpDH7BohhBQBCmySiGGHAACKPzXcqRe/z0LKIkRZSCLOwwvYfITnrFKolEstVmkBWqKI6HLteeQp67GXDZbxwosXRW87i+hsfSLoeuITqi5I0j7VK8I0r7CbhBCSNxTYJBFRAqDoFuJOvPh9Iih0c5SFJD7L2r0hHEVEx3YORhHR2AZlgnooyvCCyaTRanzdX4KWeC3wg5kztWtMO64cvSRMixh2kxBCskaUZbq2iIyOjqqJiYm8i5EKRbBatkucONhAqzWwm/FpP1e2Qj3N77NNUXGF7DMRbP841z3yoUeNUUeWDZYxNV0zlkEAPL17S4zSuXH1Z6BYQrgXni2EEFIEROSwUmo0yb60YOdAFlbLPF6qLstUL1ngwvi2n4+bTNFdaVz4RPmwWXPjXLfNBqBU52ZKXFFnDu7YVJh+neeMCIU9IYRchAI7B9JKwhIVsQHI182gV6eGfdvPR/wV1ZXGRyyZ3ITKA4JLFi/A1HTNKbLiXLcpHrf+fud1azriq9wtA6G8Ejx1s6tTlnDQQUj/wkQzOZDGyzqciMIWf5ekj2/7mZLMhMWfzzadxjcJjymhy54b12Hyg2/H07u3OC27ca7blZQlaVKZuNjKMCCCq3bsx4bdj3knKWqX8ckqNux+zHjevAYCTCjTSrvJrAgh3Q0t2DmQhtXSZ4FZ0axrnSKp1ch3P9/283GTKaIrTRwraFqhAZdWyhCppxDf88hTTXUQtaC2EzMltpjcOuRgpyy2UZbivGZEusXC30nymk0ghBQDCuwcSCMEl8+LK283gzxIOlUdZ7+4iVl8sj0W6YXbKbGkrzuq7oswCAmXYcAQz7sT4ilKtOUV3q+ork55wkEHIf0NBXYOpCEYohaY5e1m0EmCluekwieu1VbvUxSrc5p0Wiz51H0RBiHBMly1Y79xmzTEk2smJUq05dU3eyVud5pw0EFIf0OBnRPtCgbTCy2N+LvdRtj6acsSWJ2awYbdj1lFR1xrUxEEX1Z0Wix1o6UvK/GUhgtIHn0zTWHfKwsDOeggpL+hwO5Swi+0ocEylDJHXOiVF5aJOMlOtDAxuX/Q2nSRTltBu7HusxJPRXUB8cFX2MeJn9/N0Uh6faaLEOKGAruL8fFhBdAzLywTSa2cYReEIguXThIWP3dvXQ+gLhK27T2SiUjoxrrPSjwV1QUkLaIEdK8tDOzlmS5CiBsK7B4gKkRWL72wwtisnyURzCll9MnWBMWMroudDx3DVGMWYHG5v6JYmsTP9geOAgrzqcCzGKDlKRrbmd3JQjwV1QUkLaIEdDe6CxFCiAkK7B4gyUvJ9Fs3upLYrJ86FrJtMRpgdkE4f2Fu/u8z07VEYrIb6xEwi5/abOvgJIsBWh6i0TSg2Lb3CCZOnMadY2s7WhZNN1rz4xD1rOpGdyFCCDHRXya6HsWViMP1W5BuTYoQlWjE9WLeuHp50+c4yTJsyT66tR6BeFbCXrAomtpbAbj30Mnc2qtTiXPyIup5VMTES4QQkgRasHuAKKuXj0Wsm30fXdZPW4IQANh3uIrRKy+d39cW9jAsJl1+pN1cj1GhH8Pbdju2QYICcm2vbnYBicInaRDQvT7mhBCiocDuAXxeSlEvrF71fdTXedt9R53xsccnq/NhDsNoMaldP0wiVB+rm+vRJH7KJWnywQZ6x6LoGlB0Q3t1I77ZTSmoCSHdjijLArAiMjo6qiYmJvIuRk+yYfdjRrGhY2p3o0Up6Att6+UC4OndW6zXL8B8JA2bJTy4rU20DQ9VcHDHptjX0GlM/uNAsyDauHo5Dhw/Ze0P3eKDPj5Zxba9R4x9o1vaixBCSHaIyGGl1GiSfWnBJgDsU7cbVy/vyjB/YTcOG9o67XIXGBsZxobdj3kdq9sXqdmsh75xirspjvHYyDAmTpzGvYdONonsbmovQgghxSSXRY4iskdEjovIEyLyFyIylEc5yEVsi6sOHD/lvfCvSPgkoAkKKZtP8XCEAA8fq9cXqUUtBI2zULQI3Dm2FndvXd+z7UUIISQf8rJgfxbA7UqpCyLy2wBuB/AbOZWFNDBZL7ftPWLcVqceL+r0v0sQa1eOYNmjLM8uf92hShk7r1szf6xe9iGN8jHvRh/0bmivbnG7IYQQUicXga2UejTw8RCAd+VRDhKNS1gWefo/ri901OKr7ZtXWf11lyxaULjrz4qoOMWMY5w+RXe7ofgnhJBWcl/kKCIPA9irlLonalsucuw8vr7Mwzm/WMMv+Y2rl2Pf4ao1AU0SVlqS1uiFkr5l62YBYuoPwXp1/Q70Rvi1TrenawFy3gsxo/oDIYR0M+0scszMB1tEPiciXzX8+8nANu8HcAHAvY7j3CIiEyIycerUqayKSywEfYpd5JlQxZTcZd/hKm64ejhV31pbHbiss92ceMZElI+57XcALfWwbe8RfGD8ydyuJQl5tGeR3W66zeeeEEI6RW4WbBF5L4D3AfjXSqlpn31owc4XmyUtSB5WtU6FGExirSuy9bGTRIVB1Nbvolu482jPIvehq3bsN7pNRc3qEEJIN1BIC7YLEflx1Bc1XucrrouMLW12r2FKYxwmD6ua7ZzaupiWtTFJhJAiWx87SVTWxG6x9OfRnkVOHx6V+pwQQvqVvKKI/B6ARQA+KyIAcEgp9b6cytIWRV+AlCbBhYA2S3YeL1bbwrqSSOppy+NGnOCivzpRWRO7JcV8Hu1Z5PTh3R73nRBCsiIXC7ZS6rVKqSuUUusb/7pSXAP954M4NjKMgzs24aNb1xfGqmaz8IVTo2s6aT0usvWxk2zfvApi+e3yoUrXWPrzak993z29ewsO7thUCHENJJvVIYSQfoCZHNukW4RB2hTJqmYri83S3knrcZHqKU+isiYWoa18YHu20g1xxAkhpNNQYLdJP7sAFOnFaitLEaavi1RPeXLn2FqMXnmpVZwWoa18YHsSQgiJggK7TeiDWFxobSweNnHKtiKEENJL5J5oJg5FDdPXDeHFgnRbeQlJA/Z7QgghcWgnTB8t2CnQTVPG/RT1hBAN+z0hhJBOkksUEZIf/Rb1JE/6JT56N8B+TwghpJPQgt1n9GvUk06TlcU0DTeHfnSVYL8nhBDSSWjB7jOYea0zZGExTSPbYbdkTEwb9ntCCCGdhAK7z2Dik86QhcU0DdHer64S7PeEEEI6CV1E+gyGQ+sMWcRHT0O096urBPs9IYSQTkKB3Ye0E/WkH/13k5BFfPSkoj3YZgMixhTy/eAq0U3RfgghhHQ3dBEh3vSr/24SxkaGcdf1azE8VIEAGB6q4K7r17Yl8JK4OYTbzCSu6SpBCCGEpAst2MQbl/9uXpbBIlvUs7CYLlowMN8GywbLuOPaNc5zmNoMAEoimFOqcHVGCCGE9AIU2MSbovnv9lPykPC1AsCLtbnI/WxtM6cUnt69JbXyEUIIIeQidBEh3hQt1Fk/RcRIeq1FazNCCCGkH6DAJt4ULdRZ0SzqWZL0WovWZoQQQkg/QIFNvMli4V479JN1Num1Fq3NCCGEkH6APtgkFkUKdZZFKLyi0s61FqnNCCGEkH6AApt0Lf2UPKSfrpUQQgjpdkQZ4uIWldHRUTUxMZF3MQgpLEUOW0gIIYR0EyJyWCk1mmRfWrAJ6RH6KWwhIYQQUmS4yJGQHqGfwhYSQgghRYYCm5AeoZ/CFhJCCCFFhi4ihPQIlw9VUDWI6SzDFtLnmxBCCGmFFmxCeoROJ5XRPt/VqRkoXPT5Hp+sZnI+QgghpFugwCakR+h0Uhn6fBNCCCFm6CJCSA/RyaQy9PkmhBBCzNCCTQhJRD+lqieEEELiQIFNCElEp32+CSGEkG6BLiKEkEQwfTshhBBihgKbEJKYTvp8E0IIId1CLi4iIvJhEXlCRI6IyKMicnke5SCEEEIIISRt8vLB3qOUeoNSaj2ATwP4YE7lIIQQQgghJFVyEdhKqX8OfFwCQOVRDkIIIYQQQtImNx9sEfktAD8H4CyAjXmVgxBCCCGEkDTJzIItIp8Tka8a/v0kACil3q+UugLAvQB+2XGcW0RkQkQmTp06lVVxCSGEEEIISQVRKl/vDBG5EsB+pdTro7YdHR1VExMTHSgVIYQQQgjpZ0TksFJqNMm+eUUReV3g43UAjudRDkIIIYQQQtImFwu2iOwDsArAHIATAN6nlKp67HeqsX038QoA38m7EMQbtlf3wTbrLthe3QXbq7tge6XLlUqp5Ul2zN1FpNcRkYmk0wuk87C9ug+2WXfB9uou2F7dBdurOOQVB5sQQgghhJCehAKbEEIIIYSQFKHAzp6P5V0AEgu2V/fBNusu2F7dBduru2B7FQT6YBNCCCGEEJIitGATQgghhBCSIhTYhBBCCCGEpAgFdsqIyKUi8lkR+Xrj/2WObUsiMikin+5kGclFfNpLRK4QkQMi8jUROSYiv5JHWfsZEflxEXlKRL4hIjsMv4uI/G7j9ydE5IfzKCep49FeNzfa6QkR+aKIrMujnOQiUW0W2O5HRGRWRN7VyfKRZnzaS0TeKiJHGu+tv+l0GfsdCuz02QHgr5RSrwPwV43PNn4FwNc6Uipiw6e9LgC4TSn1LwBcA+A/isgPdbCMfY2IlAD8PoCfAPBDAG4y1P9PAHhd498tAP57RwtJ5vFsr6cB/Cul1BsAfBhcmJUrnm2mt/ttAI90toQkiE97icgQgP8G4Dql1BoAN3a6nP0OBXb6/CSAjzf+/jiAMdNGIvJqAFsA/GFnikUsRLaXUup5pdRXGn9/D/VB0XCnCkjwRgDfUEr9g1LqJQB/jnq7BflJAH+q6hwCMCQil3W6oASAR3sppb6olDrT+HgIwKs7XEbSjM89BgD/N4B9AL7dycKRFnza62cAPKiUOgkASim2WYehwE6f71dKPQ/UhRmAV1q2+yiAX0c9XTzJD9/2AgCIyEoAIwAez75opMEwgGcDn7+F1gGOzzakM8Rti38L4C8zLRGJIrLNRGQYwE8B+B8dLBcx43OP/SCAZSLy1yJyWER+rmOlIwCABXkXoBsRkc8BeJXhp/d77v9OAN9WSh0WkbemWDRioN32ChznEtStN7cqpf45jbIRL8TwXTi+qM82pDN4t4WIbERdYP9opiUiUfi02UcB/IZSalbEtDnpID7ttQDA1QD+NYAKgC+JyCGl1N9nXThShwI7AUqpt9l+E5F/EpHLlFLPN6aoTdMyGwBcJyLvALAYwPeJyD1KqfdkVOS+JoX2goiUURfX9yqlHsyoqMTMtwBcEfj8agDPJdiGdAavthCRN6DuIvcTSqnvdqhsxIxPm40C+POGuH4FgHeIyAWl1HhHSkiC+D4Tv6OUOgfgnIh8HsA6ABTYHYIuIunzEID3Nv5+L4BPhTdQSt2ulHq1UmolgJ8G8BjFdW5EtpfU3yj/C8DXlFK/08GykTpfBvA6EblKRBaifs88FNrmIQA/14gmcg2As9r1h3ScyPYSkRUAHgTws7SoFYLINlNKXaWUWtl4bz0A4D9QXOeGzzPxUwB+TEQWiMgggDeBQRU6CgV2+uwG8G9E5OsA/k3jM0TkchH5TK4lIyZ82msDgJ8FsKkR8uhIY/aBdACl1AUAv4x65IKvAbhPKXVMRN4nIu9rbPYZAP8A4BsA/gDAf8ilsMS3vT4I4OUA/lvjfprIqbgE3m1GCoJPeymlvgbgfwN4AsDfAvhDpdRX8ypzP8JU6YQQQgghhKQILdiEEEIIIYSkCAU2IYQQQgghKUKBTQghhBBCSIpQYBNCCCGEEJIiFNiEEEIIIYSkCAU2IYT0GCLyVhH5dOPv60Rkh2PbIRGJHdZQRHaKyK+1U05CCOlVKLAJIaRLEJFS3H2UUg8ppXY7NhkC44YTQkiqUGATQkgBEJGVInJcRD4uIk+IyAMiMigiz4jIB0XkCwBuFJG3i8iXROQrInK/iFzS2P/HG/t/AcD1geP+vIj8XuPv7xeRvxCRo41/b0E9udJrGglf9jS22y4iX26UY1fgWO8XkadE5HMAVnWwegghpKtYkHcBCCGEzLMKwL9VSh0UkT/CRcvyi0qpHxWRV6CeYvxtSqlzIvIbAH5VRP4z6hksN6GezXKv5fi/C+BvlFI/1bCGXwJgB4DXK6XWA4CIvB3A6wC8EYAAeEhE/iWAc6inZB5B/d3xFQCH0718QgjpDSiwCSGkODyrlDrY+PseAP9P428tmK8B8EMADooIACwE8CUAqwE8rZT6OgCIyD0AbjEcfxOAnwMApdQsgLMisiy0zdsb/yYbny9BXXC/DMBfKKWmG+d4KPllEkJIb0OBTQghxUFZPp9r/C8APquUuim4kYisN+ybFAFwl1Lqf4bOcWuK5yCEkJ6GPtiEEFIcVojImxt/3wTgC6HfDwHYICKvBYCGj/YPAjgO4CoReU1gXxN/BeDfN/Yticj3Afge6tZpzSMAfjHg2z0sIq8E8HkAPyUiFRF5GYBr27lQQgjpZSiwCSGkOHwNwHtF5AkAlwL478EflVKnAPw8gE82tjkEYLVS6kXUXUL2NxY5nrAc/1cAbBSRJ1H3n16jlPou6i4nXxWRPUqpRwF8AsCXGts9AOBlSqmvoO6qcgTAPgD/J8XrJoSQnkKU4owfIYTkjYisBPBppdTr8y4LIYSQ9qAFmxBCCCGEkBShBZsQQgghhJAUoQWbEEIIIYSQFKHAJoQQQgghJEUosAkhhBBCCEkRCmxCCCGEEEJShAKbEEJyRERuFpFHczr3j4nIU3mcu1sRkbeKyLccv/+JiNzZyTIRQooHBTYhhAQQEaUzJWZw7JWN4y/Q3yml7lVKvT2DcxmFoIj8tYj8u8a5/49SalXa5yaEkH6HApsQkhtBodktdGOZCSGEdBYKbEJIRxGRZ0TkNxqpvs+JyAIRuUZEvigiUyJyVETeGtj+UhH5YxF5TkTOiMh44LdfEpFviMhpEXlIRC4P/KZE5H0i8vXGfr8vItL47bUi8jciclZEviMiexvff76x+1EReUFEtmpLcKPM/wjgj0Xk5xspyRE632sbf1dE5CMicqJxji+ISAWAPv5U4/hvDh9LRN4iIl9u7PdlEXlL4Le/FpEPi8hBEfmeiDwqIq9ooy2arNyNtrldRP6uUWd/LCKLg9uKyG826uwZEbk5sO9SEflTETnVuO4PiMhA4PdfEpGvNcr9dyLyw43vd4jINwPf/1Rgn59vXOvdjb7xD436+XkReVZEvi0i7w1s/yci8j9E5LON4/2NiFzZ+K1l9iBozbf1CUfdGeuBEEIACmxCSD7cBGALgCEA3w9gP4A7AVwK4NcA7BOR5Y1t/wzAIIA1AF4J4G4AEJFNAO4C8G4AlwE4AeDPQ+d5J4AfAbCusd3mxvcfBvAogGUAXg3gvwKAUupfNn5fp5S6RCmlRdarGmW7EsAtHtf3XwBcDeAtjf1+HcAcAH38ocbxvxTcSUQubdTF7wJ4OYDfAbBfRF4e2OxnAPxCoy4Wol5faXIz6vX0GgA/COADgd9eBeAVAIYBvBfAx0REu5j8VwBLAfwAgH8F4Oca5YSI3AhgZ+O77wNwHYDvNvb7JoAfa+y7C8A9InJZ4JxvAvAE6vXxCdTb+EcAvBbAewD8nohcEir/hxvlPALgXs/rNvYJC656IIQQCmxCSC78rlLqWaXUDOoi6TNKqc8opeaUUp8FMAHgHQ2h9RMA3qeUOqOUqiml/qZxjJsB/JFS6itKqfMAbgfwZhFZGTjPbqXUlFLqJIADANY3vq+hLpYvV0q9qJRqskYbmANwh1LqfKPMVhpW218E8CtKqapSalYp9cVGGaPYAuDrSqk/U0pdUEp9EsBxANcGtvljpdTfN8pxX+CaTFzesPzO/wPwoxFl+L1G25wG8FuoD4aC/KdGPfwN6oOBd4tICcBWALcrpb6nlHoGwEcA/Gxjn38H4D8rpb6s6nxDKXUCAJRS9yulnmu0/V4AXwfwxsD5nlZK/bFSahbAXgBXAPhQowyPAngJdbGt2a+U+nyjvt+Pep+4IuKagfh9oqUePM5BCOkTKLAJIXnwbODvKwHcaBCBl6Eupk4rpc4YjnE56lZrAIBS6gXUraLDgW3+MfD3NABt6fx1AALgb0XkmIj8YkR5TymlXoy+LAB1y+Zi1C2zcWm6pgYn4HdNJp5TSg0F/wGIEo7BtjnRKJPmjFLqnOH3V6BuTT8R+k2X+wpY6kNEfk5EjgTa/vWN42n+KfD3DAAopcLfBetgvvyNPnE6dA024vQJWz0QQggACmxCSD6owN/PAvizkBBcopTa3fjtUhEZMhzjOdTFOQBARJag7kZQjTy5Uv+olPolpdTlAP4vAP9N3JFDVOjzOdTdVvS5XxX47TsAXkTdxSLqOGGarqnBCnhcU4oErb0rUC+TZlmjnsO/fwcXLcDB33S5n4WhPhr+0X8A4JcBvLwxAPgq6kK37fI3XEcubZRRC+LBwLbz7RazT9jqgRBCAFBgE0Ly5x4A14rIZhEpicjixoK6Vyulngfwl6iLnWUiUhYR7cf8CQC/ICLrRWQRgP8XwOMN9wQnInKjiLy68fEM6sJ3tvH5n1D3I3ZxFMCaxrkXo+5fDABQSs0B+CMAvyMilzeu6c2NMp5C3d3EdvzPAPhBEfkZqS/+3ArghwB8OuqaUuQ/isirG/7gv4m6W0aQXSKyUER+DHUf9/sb7hv3AfgtEXlZQzj/KuptCwB/CODXRORqqfPaxjZLUK/7UwAgIr+AugW7Hd4hIj8qIgtR96t+vOHycgp1wf+eRpv8IgKiP6JPmGiphzbLTQjpISiwCSG5opR6FsBPoi7mTqFu7dyOi8+nn0XdOnocwLcB3NrY768A/CcA+wA8j7pY+mnP0/4IgMdF5AUAD6HuL/1047edAD7ecFkw+tUqpf4ewIcAfA51n+Gw28WvAXgSwJdRd1H4bQADSqlp1P2aDzaOf03ouN9FXazdhrq7y68DeKdS6jue15UGn0B9sd8/NP4Fk6b8I+ri8znUFw++Tyl1vPHb/426lfgfUK+PT6A+0IBS6n7Ur/sTAL4HYBzApUqpv0PdV/tLqA9s1gI4mEL570C93q9G3Vdf80uo963vor5o9ouB36x9ouEyEjyOqx4IIQSiVNSMJSGEkH5ARJ4B8O+UUp8z/PZWAPcopV4d/q0oiMifAPiWUuoDUdsSQkiW0IJNCCGEEEJIilBgE0IIIYQQkiJ0ESGEEEIIISRFaMEmhBBCCCEkRSiwCSGEEEIISZEFeRcgDq94xSvUypUr8y4GIYQQQgjpcQ4fPvwdpdTyJPt2lcBeuXIlJiYm8i4GIYQQQgjpcUTkRNJ96SJCCCGEEEJIilBgE0IIIYQQkiIU2IQQQgghhKQIBTYhhBBCCCEpQoFNCCGEEEJIilBgE0IIIYQQkiJdFaaPEEIIISQO45NV7HnkKTw3NYPLhyrYvnkVxkaG8y4W6XEosAkhhBDSk4xPVnH7g09ipjYLAKhOzeD2B58EAIpskil0ESGEEEJIT7LnkafmxbVmpjaLPY88lVOJSL9AgU0IIYSQnuS5qZlY3xOSFhTYhBBCCOlJLh+qxPqekLSgwCaEEEJIT7J98ypUyqWm7yrlErZvXpVTiUi/wEWOhBBCCOlJ9EJGRhEhnSY3gS0iiwF8HsCiRjkeUErdkVd5CCGEENJ7jI0MJxLUDO9H2iFPC/Z5AJuUUi+ISBnAF0TkL5VSh3IsEyGEEEL6HIb3I+2Smw+2qvNC42O58U/lVR5CCCGEEIDh/Uj75LrIUURKInIEwLcBfFYp9Xie5SGEEEIIYXg/0i65Cmyl1KxSaj2AVwN4o4i8PryNiNwiIhMiMnHq1KmOl5EQQggh/QXD+5F2KUSYPqXUFIC/BvDjht8+ppQaVUqNLl++vNNFI4QQQkifwfB+pF3yjCKyHEBNKTUlIhUAbwPw23mVhxBCCCEE6N3wfoyM0jnyjCJyGYCPi0gJdUv6fUqpT+dYHkIIIYQQAMnD+xUVRkbpLLkJbKXUEwBG8jo/IYQQQki/4IqMQoGdPoXwwSaEEEIIIdnByCidhanSCSGEEEJ6CJOv9eVDFVQNYrqokVG63V+cFmxCCCGEkB5B+1pXp2agcNHXeuPq5V0TGcV2DeOT1byL5g0FNiGEEEJIj2DztT5w/BTuun4thocqEADDQxXcdf3aQlqFeyGTJl1ECCGEEEJ6BJevdbdERukFf3FasAkhhBBCeoReyELZC9dAgU0IIYQQ0iP0QhbKXrgGuogQQgghhPQIvZCFsheuQZRSeZfBm9HRUTUxMZF3MQghhBBCSI8jIoeVUqNJ9qWLCCGEEEIIISlCgU0IIYQQQkiKUGATQgghhBCSIhTYhBBCCCGEpAgFNiGEEEIIISnCMH2EEEIIIRkyPlnt6pBzadMP9UGBTQghhBCSEeOTVdz+4JOYqc0CAKpTM7j9wScBoOdEpQ/9Uh90ESGEEEIIyYg9jzw1LyY1M7VZ7HnkqZxK1D7jk1Vs2P0YrtqxHxt2P4bxyar3vr1YHyZowSaEEEIIcdCOS8NzUzOxvi867Vqge60+bNCCTQghhHQ57VgUiRstKKtTM1C4KCh96/jyoUqs74tOuxboXqsPGxTYhBBCSBfTrgAkbtoVlNs3r0KlXGr6rlIuYfvmVamVsZO0a4HutfqwQRcRQgghJAfSiqTgEoC9tGisE5jaJKmgDB5raLCMRQsGcHam1vVRMy4fqqBquHZfC7S+bkYRIYQQQkiqpBlJoV98WrPG1iZLK2VMzdRatncJyvCxzkzXUCmXcPfW9V0vJLdvXtV0bUB8C/TYyHDX10MUdBEhhBBCOkyakRT6xac1a2xtIoLYLg1J2rdb/OjHRoZx1/VrMTxUgQAYHqrgruvX9rxgjgst2IQQQkiHSdPqnIZFkdjrfmq6hru3ro/l0hC3fZPOaCRxM0rDNakfLNDtQoFNCCEe9EPmMdI52vVjDdIvPq0+tHOfutokrqCM275J/OiTiPJ+SfJSBOgiQgghETBKA0mbtCMpjI0M4+COTXh69xYc3LGpL8VSu/dpmm0S91hJZjSSuKH0S5KXIkCBTQghEfClRNKGfqx10vQ7bvc+TbNN9LGWDZbnv1u0wC65kvjRJxHlXBDbOegiQgghEfClRLLA5HbQT65IabsrpHGfpu1b/GJtbv7vqZma9fqS+NEncTNK0zWJuKEFmxBCImCUBhIkq2gP/eaKlPbMUNHu0zjXF7aeL2vEzd6294i1j8VxQ9F9tjo1Awn9xgWx2ZCbwBaRK0TkgIh8TUSOiciv5FUWQghx0S+Zx0g0WYrgfnNFSntmqGj3adzr0370d29djxdrc5iaqTn7mK9LS7DPAoAC5kV2v7omdYI8XUQuALhNKfUVEXkZgMMi8lml1N/lWCZCCGmBURqIJsusif3mipS2u0I792kWrjlJry9OH/NxaTEdT6Eurg/u2OTclyQnN4GtlHoewPONv78nIl8DMAyAApsQUjgY95UA2YrgfvOPzSJ+d5L7NKvQdUmvL+0+1m8Dt6JQCB9sEVkJYATA4zkXhRBCCLGSpZ9v0VwcsqYokVSycs2xXR8Apw9/2n2saL7p/ULuAltELgGwD8CtSql/Nvx+i4hMiMjEqVOnOl9AQgghpEGWIrgogrOTjI0MY/vmVfPW+9vuO4qVKS4e9VmQmqWFNxyfHECkD3/afazfBm5FIdcwfSJSRl1c36uUetC0jVLqYwA+BgCjo6Oqg8UjhBBCmkjbH9/k+9tPfrFh94xZVX/Np+Gm4ev60UnXHB//6rT7GNeQ5IMolY9mFREB8HEAp5VSt/rsMzo6qiYmJjItFyGEENIJwgIQqFsWo6zWvRQrW4eOs9HOQjzbscPHTNoOSbhqx36YVJcAeHr3llTPlSa91OfiICKHlVKjSfbN04K9AcDPAnhSRI40vvtNpdRn8isSIYQQ0hmSRCTJakFeXkS5YbTjpuFy/QgLxhuuHsaB46cyF5BFWsjqK5qz6nO9LtrzjCLyBaAl3jkhhBDSFyTx/c0yTGAe2ARn8Pe0j720Um4RjPsOV9uyWPuKxSwipyQhjmjOos/12kDRRO6LHAkhhJBeRC+wW7ljP15z+2daFu8lie5gE6MukVpkTAvwNO0KT9viPhGkGjXEJ/mQ7gvb9h7BogUDWDZY7prIKVksAu2HpEoU2IQQQkjKhLPnhRfvjU9WE0V3KIl54tf2fdEJRk4BLl5HGsJzbGQYN1w9PH/MkghuuHoYU9M14/ZJBWOUWAwL8KmZGl6szeHuretxcMemXCy2cURzFmH++iE2d65RRAghhJBexCS6NFp86YV2cfxQZy2BCWzfdwNZJXEan6xi3+HqfN3MKoV9h6sYGizjjEFkJxWMUWKxiG49cXzBs3BrKZIvelZQYBNCCOn5BUedxnfxXlxxOWwRJsM9JEzSwiZsFy0YQKVcSk0wRonFIlpr44jmLML8FcUXPUsosAkhpM/phwVHnSarxXv9IEzSwiZgz87UcPfW9akJxqg2KaK1Nq5oTnuWoR9ic1NgE0JIn1PEKew8SNOKbxJdmrAgjnPebhEmRZgRcQnbNAVjVJsUdVCUlWtOt5w/a3JLNJMEJpohhJD06dbkF2mghaBJiLWbbCR47JIIZpXCcEh8mZKcCICbr1mBO8fWJjpv3nQycUs3lEOXJe8Bh40ily1vujXRDCGEkAJQxCnsTmASYEHateK7LHQuYa8A3HvoJEavvLQrhU5RZkSKZO0vqrWW7mHZQYFNCCF9TlGnsLPGFelDk8VCtChhD9RFdre66BRpUV9RhW1RKMpgqBehwCaEkD6nSJa+TuIj+LKw4vsIeyC5IM17yr9fZ0S6kSINhnoNCmxCCCF9aemLivQhQCZWfF/xEkeQBl1OBJj3qY875Z+GON+4ejnuOXTS+H2W5+0HfPz648DBUHYwkyMhhLSJToN8VSgVNik2rjTdeqFhFiLPR7zEcdEJZ40ML1j1TUHtk/LbhwPHTxm//+TjzxrvkXbO20/3nk92UNe+pnpKkk2U+EGBTQghbZCWKCGdx5Wm++6t6zOL4mESNeUBwbLBMgTx04T7+pJHidGolN++2Cz0s0oZ75Gk5+23e88nO6gJVz0F74EkfY/YoYsIIYS0ARcJJSNPl4C83RHi+rxHldfH5WRosBwZLcLmLhPXHzfK9QZovkdsx69OzeCqHfut9VO0e69d941229lW51H11I/uYZ2AApsQQtqAi4Tik2dosE6f2yaabKImvP3G1cux73DVWd4oQVspl6AUnCJrfLLa5LsdJK4/rivJThB9j7jKH7S4AvASnFndey4BHO5XYfeNcNlNx47ql1HtrGdgwrgGMBt2P0Z/94ygiwghhLSBTXxwkZCdtFwR0jz3roePpX6uuC4Mpu3vPXQysq5MLidaaukp/7MzNeM5tfja88hT1mRDcf1xw24HNuGn7xGXL7zG1D+S3ntx/bbHJ6tYv+tR3Lr3iLUtk7pvaHzuiah6mrUkDnTVR6+71eQJBTYhhLQBFwnFJ0+rv+0cZ6ZrqYuMuAMJ0/a2XMvB6zD50d69dT2e2b0FB3dswtjIcKQYtdWLQjLL/tjIMA7u2ISnd2/BR969znmPhMtvI1zGJPde0kHPlGGAEmzLqL6b9HdTO9sGLMOWNo4S5p0a3PYbdBEhhJA26NcY0u2QZ2gw1zR72r67cQcScQYY4bqK8qONCp1nqxebaIuDzz0S3MbWPqZrth3X5s4R129718PHnK4uPm4uprKbfrdl9Qy6cegyxkkM5VO3dGlLHwpsQghpEy4SikeemSO3b16FW/ceMf6WtsiIO5CwbR/2jU5SV58++rz1+zvH1rbdJjZBG/7+7q3rrb7nLr9tW1lM957LnznO4GZ8sooz02bXGs3SShmA2+9c4I4BHrV/2B87yaBe77dh92OMe90hKLAJIYR0lKyt/q7FaGMjw9j50DHjlH/aIiOuaLVtf8PVwzhw/FRbdWW63uD37bSJTdBOnDjdskDz1r1HsPOhY9h53ZqmY7t8mF2ROExt7bJS2wYxWigH8XGbOPfShflwd3qf8PEVgHsOncSnjz7fct3B8i+tlCFQmK7NtZwnbGVPOqjPc3Dbb4iyOMUXkdHRUTUxMZF3MQghhKRE2iHzTJbQSrnUFNvXZ5u0iHt9Sesjar+VO/Zb931m95Z4FxXCZhXVoepM6PoG3K4LALBssIyp6Vpk5A59XJtQFwB3b12P7fcfRW2uuVzlkmDPu9Y11dlVO/ZbfeCDDA9VcHDHpvnPtvrQ5dP9zFR+WyQX/dvTbbYVkH+Yym5CRA4rpUYT9+S28wABAABJREFU7UuBTQghJG18XuI2t4Blg2Xcce2aRC99m7gJi6C8RUYa57elRwdaBwwjH3rU6O6wbLCMyQ++vY0r8ReiYYYqZZy/MBcZzi9IuSRYsnABzs7UMGAR8C5hPzxUwdT0Szj3Uus54wjlIGHhG1Uf+jy+x7eVj2RPOwKbLiKEEEJSxTfWtM0t4Mx0LXFsal8f2zz95scnq01W1OrUDLbff3S+XL7HCNaxLT26Pt4d167B9geOojZ7cctySXDHtWtilz08MPBJLGPC5rbiojar5veziehZpayWYFc5TVFKfOJ5h12LoupDnyeOz78pXGLeg0TihmH6CCGky4gbx7fTx/MNT+cSGElDh3VDXPKdDx1rcVGozSnsfMgvFvf4ZBW33XfUO5ELUBfue961rimUX9glwue8phB3G1cvd4bX6zQuNwsXYT/ssZFh3HD18HxYPAFQGmi+UpP/clRYPN0XbX0yXJcC4OZrVrT4bofbYvv9RzHyoUdTu49Je9CCTQghXUTamQizyGzoa0X2tfTFoSiLuFzWxagFh1HHvf3BJ63W2yBxQ/lFYRs4HTh+KragrZRLWFweiIzSEZek4hpoXbA4PlnFvsPV+bpWqFslv8/iE67Rn3c9fKzl+irlEjauXj7vHmJy7fFZ1Gpqi9qcmj9fJ7OjEjMU2IQQ0kXEjePb6eMB/uHpbLGZbdv7UIS45O0MWoICz4Qr2kYQ06CiXZcC18BpOIabiAjmFzi6Q/MN4MKcanJrMVESwZxSiV1VNLVZ1ZQ6/rb7jrYMZGpzCoMLF0T6revBTLjON65e3hRZReHioMAVLSWMz+Cz3fs4DF1S4kGBTQghHSCtl1PaWRCzyKoYldREc+D4Kesx2rE6t2upjdNWccPEjY0MY9lg2Wq5ve2+o9i294j1vD7tIgBuuHrY6FLQzkyFa+Dk668MAFDN5zQJWQC4dMmi+fp8bmoGQ4NlvPDihSb3mvBizrgLB8M8NzUTOUsQ594I98UNux8zZuv0WcAY7Gu2BZ62srb7/MlipqvXoQ82IYRkTNz0zC6GBlvj9bq+jyILn2WbcA5/7xIqi8v5vJ5MbbVt7xGsNPi12to1KlveljdcZj3/rFLOPuLTLgqtdR03bbvJLz8qNfmiBRfbbNlgGYOWNgxew9jIMOYcQjaYcn3yg2/Hnhub/cjDoRWj/J8BHYnEvM3QYDlylqCdeyPpgDbc13zENVAvaxrPn7j9h1BgE0JI5qT5crK9V5VKtlgxSjQlIY4Ptg0dSaTTC7VMbaWrPCxMbO2qF8WF0dfrstyHjxXuIz4CUpc1SNwMhiZBBtRdO8ICF6i7egR9yF+szeH6q1/t1bfiDPKCgvvgjk3GpC0ztVkEm2DJwhKGKuWmxZ3lkln+KOUWu+3eG1HXaruHo0R/pTyAcsm8ADON508WM129Tq4CW0T+SES+LSJfzbMchBCSJWm+nM46FsglsVKNjQwbRVM7076+gilKLOZhIYtqk5naLHY9fMy57axSCAWbwIBcDLMWp91N4QV1e7kQoKnt44jYKBeXgzs24e6t6wEA2/YeMUY00YsfffpWGoO84KAAaB6InntpFucvzOHurevnRbntPjo7U7PWVUnEem/4Dm5d12qbPfnA+JMefUaw9UeuMNZ11PPHp+zdEJ2naOTtg/0nAH4PwJ/mXA5CCMmE8cmq1V8yycvJ5gdbEkm8WDHtmNC+kTxc6aU1aVjI4vif+iyUOzNdw/hk1bptpTyAmVC66zkFTJw4jbGR4ViL8WxWXMC9QFABTW0fJ7qKjyALHsvlq+zTt8ILU4cGyzhfm8Wte4/g1r1HMFQpt6QY1wST7bgI3wtx/cldmT7j+Ce7FuHa/LPvPXQSQw6/fX19B46fMvpxu67Vt+xFic7TTeRqwVZKfR7A6TzLQAghWeFaLJX05WSzgKWxICst4ljFtUXUZpGNOwgJW+M+MP5ki1Xw1r1HsH7Xo0ZLna8Lxp5HnjJuK0CLuNZ88vFn588Rns434eojPtFEgqIqTpu4rJW+MbiD2/tYdoOW8RfOX8B0oA6nZmrYfv/Rln3DVusogveCy5IcVVfha9r18LFYLhg2NxfbvapQt8hH9Rjb/q5r9XUfyWKmq9fJ24IdiYjcAuAWAFixYkXOpSGEEH9sIsg11RyFzQJms+LlNYUb1yqehoXMZI2799BJY1xk7VKjyxosN+C2qgMXrbPhbV1Lz/QgaGxkGDsfOmaMex0MOeeytPtGEwmG/fNtk+2bVzVlmgSA8oBg4+rl3jG4K+USVr68gm17j7T4sE+cON0U53nj6uXzn22zPbU51TIb4xuyUBNeXKmPEbyPgHqkD/2ddoXZ88hT2Lb3SEskkzTjuLtmNs7O1CLje9vudZfVfNveI8Z9TGXPM/tpN1J4ga2U+hiAjwHA6Oho0vjxpIdgLE7SLdhesHNKtdVnbS+6bp7CNbkJKFX38dXW4qg6cy1QNGFzoQnW7/pdjxqFsBYzerugkLQRXPxo8wGeUwpP794y/9kUR9k3sUvYTSQWhnSC+5943ilog4ODjauXGwc3M7XZpu+rUzNNIR1d4j18P8URsMEEL8F3R9ClwjRA2/7AUUBhXlDHSYwTd3C7ffMqaz/Sx7IJ8Kh73fbM8I1ZT+LDKCKkq0gz3BkhWdPJhUG9MIUbdBN4sTaHqYbVzvc+T+IOE7XPzuvWGN1AqlMz8y4Pex55ykvwLlog824F4bTcmmDfMD3v7jl0Mlac5yR1sueRp1qSu9RmlVNcVsolfOTd6+bdHlyDgKSWsvB9Y6vDMMsGy7jh6mHsO1x1vjuM2RFnVUtaex+SDG7HRoZx8zUrWsY2+lg296XB8gAWlwewbe+R2CnSTWnuu2lgXmQKb8EmJEgWWecIyWpWpNMLg3plCtd2n0clYbFZ41zps6MGO2E3kOCxtEiLclMQqZdB+xVXp2ZQLgnKA9KSNCXYN+K6QJhIMphLIsrDiW3S9v0vD0jLfWOJhtjC4MIFOHD8VOS7o90yL4tIoe7DnWNrMXrlpc7nkSkzZJIU6ToVfPDeMCUpIsnIVWCLyCcBvBXAK0TkWwDuUEr9rzzLRIoNY3GStMkyQ1kR0nb7YBpgAO2VO+mgZXyyarXQavcBV6SD7Q8cbbK+lkv18GX7n3i+xQLrO9jRAxdTlkAd99rm2jBUKUOk1bWgNqvqyVgWLsBzUzNY2tgu6BLT7nMtfH0+beKKejNUKVt9gcOxvdtNW958HQO46/o3tJR1ytNdw1WPwd/aLbNPCnUfXANln8yQejCqt7dhc6nyjdNO3OQqsJVSN+V5ftJ90F+su+gGf/msZ0WKblX28TuNO+hIOmjR+/lgbaOw+lPA6JWX4s6xtW33R1fc60q5ZLQ2m/y3NWema5j84Nut9RUVmi2KcOSLqDaJinqz87o1uNWyKK46NYOrduyfr1fT7I0AeO0rl+Dr3z4X6zouzJoHL76C2OW/HHx3mMpcLknTveBCuw3FGUy2+3x09cmoe44Gq2yhDzbpKrLIOkeyoVv85fv9JePrdxoM3RUVei1p5ri4LhHhNtrzyFMt5dbRJwB3FkAfbAN57e8elfwljF70aKsvpeAVMtBWprGR4fm2unXvkcg2sdX/gFwU665rtGV9DP5uE9e27JdAcxsG8Qmp6PJfDr87TOsY9rxrXUt69iGH73f4OWe7V5I8H03HchmXou65tNaIJMkg2w/QB5t0Fd0y5d7L+FpdusVfPq1Zkayt9VkdP25WQR9LaNJBS5KwZj77pzVYcvnU65mKq3bs917Epy3FtvJNzdQwVCljcXkAU9O1+QQs05Y420GqUzO46vb9ENST3NgIntse9Qbz2StNdRBGuyh85N3rsHH18qYoITaiQv+ZrMOm90Ew5F/Y3SnozjNsuYdsM07B78L3gOn6tbC13Stxn4+2+04v3rSVxdX3swqNmZaLXbdDgU26jqJPufcycR6m3WIZ7oaXTJbHj5tV0EcYJB20xClLMJKHFkpZu5D5DPDjXINOp+7aZ2qmhkq5hJuvWdEQUtHiWqNUdMSOYN24ynFmuh43/K7r1+Ku69fO14Ht+LNKWd1JkmLq91HvA1PWyeCgKAk+sdKfm5px3itxn4+2Y+l09LfddzR2ttg0DFbdYkjJA7qIEEK8iTP138kQde2QRni7pC4RRTi+aepcR7gIokWJjzBI6soVNeUvgf/DkTzGJ6sdcSGLcjPxzQQJXLQsb9+8ypmlb6Y2i08+/mzbEUXChOtm4+rlzu2DwknXQVy3mHaJ2++zund0HbgykLruFdtzcGjQ7H7iOtbYyDA+8u51ifp+u25T3WJIyQMKbEKIN3Eept3kL5/HSyaO32KWLzFfv1M96LAJg2BM4qSDlvB+ywbL9SgcjWPcvXU9hocqxuQlWvh1OhZ4uB0BtJQhav+xkeFIS7NP9sQ4mOrGJ3pEuM/FGVCkhV5Q6ePv2wm3IdtzzmVk2L55VX0BZYgXXrxgvKYog0VecfC7xZCSB3QRIYR4E2cKvp/85eO6JsR1+eiE60OU36nGlEYbAM69dAEfGH+yxf81bntHTfm7Uju346du29d1TFs73nX92qYMgbZskMDFTIvDKYa1c1Epl3DD1cM4cPxUS5ZMH9EZ7nO6LmwuCknRAxNbnYQXVNraeWml7MzE6YOrD0Q951w++7c/+ERrQh9DSnjAz5UtD/fJTsf67yZEpTwqzpLR0VE1MTGRdzEI6VtMi3sq5VLXZQxMm7j1YoqnDNRFRVCYJT1+1ox86FFj+LhwQpe0yhgUOK4YzecvzCWqI1v9mhaQBY/p247jk1WnP/Izu7dELpzzYcnCEs69ZN9/OJCYxHRNLp9i4GL7mhYIplH+4Hnu3roeQKtANeG6b8Jx0YF60po9N66z9otgf6uUB1oWlbrqwXWs8MDN1icEwNO7t3gfK2+KWq40EJHDSqnRRPtSYBNC4tDLD9N2iFMvtkgTthdr3OOnxQfGn8QnH38Ws0qhJIKb3nQF7hxbi5U79nsfwyV+fK7HR7i5MjXazh/EJpRtCWT0MeO0o2tQosXkroePzW/juiYbQxZrbbBMrkHBxtXLce+hky2Z/UzlKJcESxYuwNmZi5kLAWDbfUfQjqwQAG95zaV45rszeG5qBkODZSjljiduu29s17pssGxNCBN3oJB0EGkrG+DXZ0lnaEdg00WEEBKLfovi4isE49RLEpePTtb7+GQVv/ngE02Wu1ml5sOtuTIXhjG5HZhcK7btPYJb9x5psQraYjPrMkQJUX1+Vzu6knW4jhmnHe+4dg227T1iyoODnQ8da7G+LxgQXFAqllidmqlZ60OXyXat1akZo7i2JYapzap50avbr11znR7EBS3sZ6brUVSWOZLu2O4ba/hDR/KeuLHY40TMCPZBV13RvaI34CJHQgixkFWynHYWgGad1EFfsy3W8icePxnL1zYsfsYnq7jtvqPGFM1Aax3brHxzjVjGPmHootrRJtBsuU/0MadfutDym60dXQsZp2Zqrcl+5uKJa40CWiKSBMvkGsSZxL9v1sWoopZE8LpXLnFuM6cUDhw/ZYz64cpoabtvkizAS7L40WefcB+0sWyw3FcGjF6GApsQQixkGeIryYr/TmTHjLLgzam6CDDhEnaAOxV3EF3HHxi3p01fWilHLgoU1EPPRbWjLaKDqZiVcgkbVy/H7Q8+2SL6hiplZzu6MgCmifYPNvUt0+DOFSIwDSrlEj7y7nX47K++Fc84Qvu5QtvZEAC37j2CH7h9P1buqP9bv+vRxGEbkywcDu5jGwD7WMYr5RLuuHZN7POTYkIfbEJI3zE+WW3ydx2qlLHzujUtwiiJr3SWxF0cmQSfTIS2BYU6OoXNncbmh2zD5f5RLknL4jUTlXLJKWy0S8rOh445/XyBi/3EtRhwycISyqWBJt9kvajNtuDuksULYtVLFKZFlq5sh1lGL/FdEKl9mX3awQe9kBGIF8moHR9s13W5XGgE4HqWgkIfbEII8cQkdKZmath+/1EAzeG+bOJDAXjN7Z+ZX/SXpAxJFix2IqmDj+A6O1PD3VvXxxYucURklJ+3j7gG6pZqEbM1Grg4C+AjqJYsWoCxkWFrqEAAjSge5tTYpjJfsngB7rh2TWoROIDmhDEmf/d9h6tNVm3Xgrt2sA38bKHtgHq4xzTQ4e7ixrUPl21ppQyRut92cHBSnZpBSaRpJsQ1U2K7r3phQSMXvpuhBZsQ0lfEWb3vY816zzUrYons8clqSxzpqLBhUWVP8yXtc81JzhdHxEVZnbPAZ+FmVCQOG8MN1weXBVNHyzg7U8PSShnnXrrgPYgIE+xPPn0mzRB7pvNoMTrb8Ju3CbAshP4zCWea4sQ/B9x9VkeKSRJqswjiNUld9Ero1nYs2PTBJoT0FS5rb/i3oK+0jU8+/mys8+986FhLkpbanMLOh45F7tupVOA3XD2MkmWFX9Lzuer9PdesaPEZ7nQK7lmlIjMSal/buNkLXamxgfqMyJnpGs7O1HDzNStw5I63Y8+71ll93aPQ1lt9bluZND79PAmCi4tU9eDFtW4g7fTaJZFEi4Kj1jrYLNW2e+byoUqidRdR5ch6wbNPGbJap9IL0EWEENJXuFwgbBkpx0aGrbGfZ5WaT3ftg82/NPy9y2qUpUVrfLKKfYerTdbcOIk1bNjqfahSts4AZGVVNaGvTftXm5LmbN+8ar5d4pRLt1PU9SgA9xw6if1PPD/vkvBDl70Mh/7hTOwsiXFDCep+ntSKXBoQzM619hkTttB2cf3Bw+cMM6uUMRzkxInTzlknm2i8tRFK0nW+sCU7OCCNG2ozSrzGyQariWsRd5XBlf0z7cFSN0KBTUiBKcL0YK+xffMq62Izl2XW5ULg82Lz4aod++f9PIOxgMMvzyz7gOmFqsV1O24otpTKO68zR00IDiZsoqskgjmlIsOeRfl+B9NXB6e+TT7Cpr7jQkcyCQ+OXEfQ5a1OzSR2mQha200uSba+nlQYvWzRAixZtMB74WR1ama+v+u69xmEmM7p6h+mvnzvoZMYvfJS632UtA6Cg7Q0ntku8RolfE2Y/PGjnl1RAjpJTP9+IVJgi8hVSqmno74jhKRLkochiUbXnU8UkSA3vemK+UQrYeIkm3AJPj0FazpPnHOY8B2s2cRKuxYp2+KxbXuPYM8jT80LvnAZD+7YZPURftniBc6oHjo7oak+lywsYfqlWWtdmAYyIx96NFJcL1owgPMXLsYQVwD2Ha7OC7qsFxYCBgEd8lyozSlMnDhtbP+kUUXOztRw5I56dkQd6zzK6h50OQD8BlWmc8b1iVaNc9jupaR1oAdScZPO2PqgS7wmsRwnEeVRAtqU/TNtt7VuxccHe5/huwfSLgghpBn6tmXH2MgwJj/4djyzewue2b0FR+54e+RL8c6xtXjPNSusv/sK0DuuXWOMueyD7RxRvpi+8bPHJ6vWmMhpWKTGRoZxcMcm3L11Pc5fmMOZ6dp8ebbffxTbHzhqLKP2Xw37JOvoL2fOnTee79z5C/j00eeNv5VLA3h695ZYUSZclvBKuYSPbl2PV1yyqOW34H2r2yrL0Hhb33hFk1g1DQruPXTS6LMb179co/uHb6zzIMH60X3ko1vXR94n+pw2/2aXT7nrfk1aBweOn/Lazvd+dK25SDOJTty6CLpL7Ttcbcn+ecPV/ZXt14bVgi0iqwGsAbBURK4P/PR9ABZnXTBC+h36trVP2i42d46tnQ/RFcZXgMZxFfA5h89Mh6/las8jT1njfqdpkTKVJ7zwU5fxtvuOzn/+55nWEG61OWXcF7D7u+vf4vjOR6HLahOW1akZrN/1aFvRQXwJCj3b88JmxdWffSzQmqDFMq5/uq2cYWu2zSc+uL2pLW3xp133a5I6AOyzP2F878eoNRcmq31UEp24zy5XGTbsfszoguM70Oh1XC4iqwC8E8AQgGsD338PwC9lWCZCCOjb1i5ZudiY/ER1tIQNux/zEvFBMbB+16PeiTVML0+fl7XvYM0mEBSa68xn4OLaJs4gcVYp3Hb/Uag5BXPy9uTYpsZtZR+qlJ1tFSXG0kig4sNzUzPz1+Aqka0domJ9a0wJUmzHjApx6FpgDCQbLI+NDGPixOlELgw2EetCGuWMKlcc44lt4JBkwbNtHYRPXZiOSyOQG6vAVkp9CsCnROTNSqkvdbBMhBAkfxiSOkn8DX1wWdaSiHhLZK8Wlg2WE7/kfAdrtoWcwfBjPgOXqG3i+ri6IkW0g2mhnavsO69b07JgMAt03OwBS3u4InQA9TTyPsLQNVj3aaNwvbkEfXDRZZIBaju+zaNXXppoJiuuT3iUb3dUHQ00wgr6PjviLnhOOwoRjUBufHywvysifyUiXwUAEXmDiHwg43IR0pWkGZc0SdzUPOhELNYkZGld0X6iw0OVlpdlXD/5KY/shuUBwR3XmqNt+Phi+sbPtllgg9/vevhY5NqAqPUDSX1csyDsAxs1MNtz4zoMVZLFp/Zh2WAZB3dswtO7t2DO0h4KsJahPCAQQaS4jhqs+7SRrrcPjD8571PsOlewfvWgzTRANa0N8HnG2HybJ06cdl6HC32vP7N7Cz66dX1knbjWSbjqCLgYVjDLZ6i+nrjrD0x0Ii5/N+MTpu8PAGwH8D8BQCn1hIh8AsCdWRaMkG4jC5eErEOytUuRI510wrqShoj3sRResniBtT5tUTJWvryCDbsfm7dU3XD1MA4cP+W0XA1byqIXi7nSnQevOapeTJa0LBf9+aBFtE/ZtcXWFRM5KS+8eGHeiulKrz1tSSk+MCDOQZsAxgguJhcgLYRnlbLObszUZvHJx5+1Ds506Dqg2d1Cb28aoGq/e9uMQjAedTACkG1wFLw/2nlG+Vi0bc8XX9/0NGbZOkXaFvFew0dgDyql/laa5zHNdzYhfUxWLglFpsjXnKWLje90uA8+sX9dgsm2oOjgNy9a7apTM9h3uBo5AxJVZy7LvALmp/htwjA4BR4ePMbxRbcxIMCbf+DSRIlZADjFvikxi6/rQBxqc2peQC5ZWEJ5QJpcUnR72MT9+QtzVl/xZY107MHftGD9zQefwMIFJUzN1Jqsyjp5yl3Xr7UuGLTVtQDzsdNNC+JsaEsuEC1MdSQZwH9g2+4z6tx5swQql1rji+tnRZx+0k0+zEU3AuWJj4vId0TkNWjcbyLyLgDmuEeE9DH9uODD9tLQ/pR5uo1k5WITNdUbV8QHy2ljqcMlIY6oiErHPjbSnCa9JNIUcivqXFqsnTl3HuWBVufyWaWwbe8RrAz1i/HJKs5ZLLJxmFPAl/7hdKS4dqW0jjPtnbWry7mXZjGHupU2Th82ietySXB2umYdxEzX5uZ/s7k92QaOrvrUxH0ORs0oBNGp4eMMbJM8l/W9b6vDBQOCPY88hZU79uM1t38GK3fsx7a9R2IPwujD3Bv4COz/iLp7yGoRqQK4FcC/z7JQhHQjSeKSdju2FyuAyBivnSBNf0ONy6LmI4BM/qRNsX8NwvTcSxes9Renf+nQdK6yBdOkzyqFfYer8/v4nmu6NgeIeQGnyd/WFqtZMwDgPdesmB8suYhafyioJw2yieg4A7Pwtrb7oSQSWW4bs3MKSxYtmO/DQD3hTVxqs+1FYXluasY6+HDVpybJc1DPKPhQtZTPRpLyRFnTZ2pz82La5gITpFySlvudPsy9Q6TAVkr9g1LqbQCWA1itlPpRpdQzmZeMkC6jHxd8+E7D91KCHFcYsigRH5VgYmxkGJcsbvXcq80qa/3FtaK62iHNxYm1WYWo7uFjpRyqlPE7W9fjzrG184Mll7U/CoV6PHOXiI4zMAtu+5F3rzM+Az7y7nVtlVvXz/hkFdsfOBqZ+j0LLh+qWAcfUfUJJIujbptRMCHwH/Akjeue5mzk8FAFe961DntuXBc5mCvqQnLixidV+q+GPgPAWQCHlVJHsikWId1Hty/4SBJn1rYozkSvuMq0s3jSJmCDi7ps/taumMX62D5tERRr4faOuzjRFkYuDi6/5+GhyrzVNoiP37oNLXKjfEeTxl0G7M+ApOXWfSvK0p8VQUOBKy5zVExxFzZfc33MnQ8dc/ro6z3DsbNNIQFvvmZFoudyWotxw/3aZ1BexIXkxI3PIsfRxr+HG5+3APgygPeJyP1Kqf+c9OQi8uMA/j8AJQB/qJTanfRYhBSBbl3wkfQhbotpGzdzWt7EEVPtLJ60iYzgoq6k2dZMERdMXD5Usbb30GDZaB0NnjtKwAQZqpRx/sKcszzakh/GVaf6/HEz7fm00/hktUXMxRE1rmeA/v43H3yi7kbjQXDhXCcHqfo+Hk5gKAgu7IuK2Q0AG15zKW4cXWG9B/WC0riLYNM2erQzsNPEtZ4XeSE5ceMjsF8O4IeVUi8AgIjcAeABAP8SwGEAiQS2iJQA/D6AfwPgWwC+LCIPKaX+LsnxCCHJSfoQN73ANq5ejn2Hq94CtN2sgL7HsBF3cNHOS9tlAdP13Y6AdyXBCR7H1t6LFgygUi55n1ufb9fDx1qEeaVcws7r1jjLY2PZYBl3XLvGq+/5Cp5gODcbrgGDXiTq2+6uPjnjKa4BYMnCi6/pToUzLIngI+9el0jAhevQ1d4lEdz0pitw59haABfD8u155KmWEIJRg4tlg2VrnaclRMP3fpK5BJ2MZtveI17Pjn5cPN8riIoY/YvI1wCsU0q91Pi8CMARpdS/EJFJpdRIohOLvBnATqXU5sbn2wFAKXWXbZ/R0VE1MTGR5HSEEAdX7dhvfFno9MZx8RW8NkETFFimbXTYMNfvPnGfAVhTN9vcE9ohyuKr63t8stokWn3Eoe18pnZwtffdW9fHGjwErZU6VrLN6jk+WfWyOpdEMKeU9/l9jqldA7SYM2HrCzaC/TBcJlufTRLaT+8LILXY20OVMt657jLjYNgnUomtb/nUoe25krTeSgOCm954ReJrSUrc/mIiqoydfD6RVkTksFJqNMm+PhbsTwA4JCKfany+FsAnRWQJgHaszcMAng18/haAN4U3EpFbANwCACtWrGjjdIQQG2knZfG1GtlW5Z+Zrjnj4DZl1rP8fu+hk00RK27dewS7Hj7WYhltx0IU13Ie5doQrO8XA1bOqZkatjViI8eZsre1g6u941j8woJIx0x2pbve5iEQdd34umb4uIkoAPceOonRKy+1zn7EtUiGZ3lcMY/jhJ2z7Xtwx6bUBPaSRQtw59jaRGnEXbM+PoIzTjIW18yOZgDA/iee77grhc1F7uZrVmD0yku9ZleiyphlPH+SLU6BLfUVjX8C4DMAfhT1vvM+pZQ2I9/cxrlNy3tbnm9KqY8B+BhQt2C3cT5CupJ23B98yesh7hIbvpn1bL+bHhZnpluFatLBRVK/dZtrQzihS/jFHA5vF3UeFzZhsHH18ljHcaVNt5UtrpuD63i6DXzR0/O+PuQ+BBeNRh2rnayVep84C4tdhDNTxiFqsa4L13PFda+7Bqe1OWWNrKJj8mfx3PRxF/OZXXE9B7t98Xw/4xTYSiklIuNKqatR97dOk28BuCLw+dUAnkv5HIR0NZ1aQZ7XQzxKbLgEiU6+ElewhIXqDVcPe/uMBwc7pggaUeIyuP/QYBmLFgzg7Eytpb6jrJztWOaCabCDKAB7//bZFguv6zguUWNj++ZV2H7/0aaIEVHY6sM3/bTtWEn2DzM0WPZ2FdDtbBLiSxaWMP3SrNWKrkPOpbHQTpclKa7Fui6iZl+iBru+MyBhsoy8EbWo1ae8UW3RrYvn+x2fRDOHRORHMjj3lwG8TkSuEpGFAH4awEMZnIeQriUqLnGYduKljo2kn5QliqgYt1qQuJKvmI7hm9RjpjaLA8dPeSUWCcewtokJm/gI73+mkVVvaaXcIjp8xE91aqYlI2IUUVkoa3MqMtujxhVPWxrnMjE2Mow9N67DkCM7ZRhbfSRxt2gnu2CYcknwwosXvMS1K5HNe65ZgaHBhc79dX/T+7uSPIUJb9nu7FQSca59hqOiEpniiG9cvXz+uTZgue6hStn5LMkyFr/ruRtVV3T36F18fLA3Avi/ROQEgHNoRO9RSr2hnRMrpS6IyC8DeAT1MH1/pJTye7IT0ifE8Q/uxniprhi3QUFiilKhk68c3LEJEydO45OPP4tZpVASwTU/sAxfOXnWy8qnp5+j6sjX2hnHvxSo+1ff2nBbAeoLPLe8oXXxmY047exzDb6h0FziNOyKEUbXt22xZRBXWDObxbNkic9tyi6Y1N1i2WAZSvnVV9hyGyfUYfAYGpubUXlAAEFTrOxySbBgQOYjl/hEaIlyS9u+eRV+9b4jkVkzNUmi4NiiEpnatTwgLRFrTGQReSPquesKZZokBCLpHnwE9k9kdXKl1GdQ9+8mhBiImjJN02WhnbBj7aDFhuv4ruQrpvTeXzl5FjdcPYxPH30+UgD5WuN8Xs5J/EvDnJmuYe+Xn8XWH7kCB46f8gpv5+sykqbAiBKn2vfV1V+ijhGVFMS2diAYYSYs1vY88hRu3XtkXoT7hg4MM7hwQWR9+kSx8Bn0BGNha8IhGUtST9QyVClDpH7PDA2W8cKLF5rCAr4YESLQd6DuK67jisjwYHfD7sci6ydo3XdFMskiFn/UImz6UPcvkQJbKXUCAETklQAWZ14iQsg8NutHdWoG63c9inMvXZi3ViV1WfCxeHfCOu6yIrsGGrYX3IHjp3Dkjrc7k17EmZ51WUt9QsrFsZbWZhUOHD81H4ZrfLIaGT3CRzz7lMEWTxiIjnceRp/L1l+irHsbVy/HgeOncNWO/cb61X8HZzgWLRho+t1mKdb3iwqcMw7VqRnngkNfYenTbksWLrBGZQGaLdlTMzVUyqX5cIvhmZ+oRaOmRXkztVncGohL7eNqER5cJB2g+9TPnKrPgunjZbloO3wdtvb3GWCS3sYnVfp1AD4C4HIA3wZwJYCvAViTbdEIIWErVVAI+E7lJwmJFX4RZJFNLK3sibZFRKYoCe1Y4aOspUn2dxEUFjocoUscm9rZZMF1ieJySbDlDZe1DKa233+0yfWgOjWDew6dxGB5AJXygFfilKAPbLBM4ZmGoYYLAwDvQV04pKFpO5elWKE+sHix5s46GaQk0nafAPwGPWcd97rr3kziYuZaqKjbIKqOwm4o7QzQfQemwedhVlZj03XYBmfaEKK3K7q7HkkfHxeRDwO4BsDnlFIjIrIRwE3ZFovkSSfCwhF/oqY9XSQNidXOtj6kmT3RJjxNgrOd1fjtvrRN1lYXAyIYn6w6rXIaUzub6njf4Sp+eMVSfPGbp1tEgRZFJsFmi/gxXZtDpVzCe65ZMe8D7yIs0KpTM9j7t882rcLToRRNRzIN6qIGf67Y1EGmpmu4e+t67/Trs0q11SfipBMP9mVfC6rrd9O94bvGYKY2a/Vx1wyGLO7tDNCTRk3JIvKGLfpOuP1M7Wm7Xr5vexcfgV1TSn1XRAZEZEApdUBEfjvzkpFc6MaFcv2Cr5ht12XB9PJNOxFNkheu7YW5cfVy3HPopPH7tAn7i+t0ztqVIeolGd7fJfpmlWq690w+t66sibY6PvQPZ4xiTouiuGHQtDvOnIcoLYl4iXfXkcL3gWvwFyfOtU6yA/ilX9eLDm390iWcTOnEbSK7PHDR/zqOBXVAxDpjMd2IwBMsd5zB8qxSKJekaTFlkDhtFEW437vIKt61xhVzf3io4jXoCcL3bW/jI7CnROQSAJ8HcK+IfBuA39w06TqycAUg6eAzVdquy4LN4p22iE3TIn7g+KlY37eL6aUYrBvTS9IktoL+1aYoKkDrvRfHKhc3VrHePklkDZ8EKpVyqe3YzUDroM41+Nv5UGsiHFvZdL/X9euyZOvtbVboJQtLeOnC3PzgIdwnbJbQwfIAanOqWbgGrPu+FlSg3s77DleNi32DmVL19cZpdz2os0US0bHBdb8YGiwbZ218B+i+UWfm3ZmQjUC11VE4bbnvIku+b3sbnzjYRwFMA9gG4H8D+CaA41kWiuRH2q4AJD1MMWLLA4Jlg2Vn/GYbYyOt8Xht+6ctYm0v1iQW8U73WZ+p9KC/cTj+tRZb45PVeYHm8rFNeh22urTFT9bb2/pZuWSPu6wHDbZ45LpvDSec8dCEYyJv2P0YNq5ebjxvdWrGuU5Bh1Y39fuxkWGnRf6u69cCQFNM8eDW516abbHM60yH45NVa5tO1+ZarMI6HCUQL2upPueB46ewZFGrLS0cF9p3AaCOaDI2MoyfedOKlhjbwdjgur+/8OKFlv6TZNGhz/MhTiz3uNj6uF7QqONf2+J5h6+X79vexisOtlJqDsAcgI8DgIg8kWmpSG6k7QpA0iOpv6drqtrXIpr2iyDNVf5x+mwa/o6+11ydmplPjGGKyrDzoWM4fyF6UV3Se89Wx1GZK239bOLEadz7+EmEdWcwXrlpv2D9Tpw4jXsPnWwShKbYzTZ+eMXSpv21X/kNVw97hzTUlETwO+9eF9uFaqhSnl8TEdcir91+llbK3ouUgfZnF3x+Gxsxx5sPoyOa6PCYYd/jYMxtjQ4fuGTRgrbuPV9/7Dh1GybqeQmYF52bZq6injV83/Y2oiyjdBH59wD+A4DXAPhG4KeXATiolHpP9sVrZnR0VE1MTHT6tH2FyWcx7qp4UhzSak/blGd4ajRu2dJY3POB8SeN7iuDjegWwTBzWdZFFpQHBHtutIvAKGx1HLfubb7MPklLXMfQca5Hr7zUy8fWRkkEH3n3utjHGKqUceSOt1vLa0rpXi4J9rxrnXUhZhbo+yyOT7lGC1uf+zdO0pvply54LdbVCICnd2/x3t5GsO+66v+ZGOdyLTgtDwguWbwAZ6ZrTesezp2/YBTycZ6JfN8WHxE5rJQaTbSvQ2AvBbAMwF0AdgR++p5S6nSSk7ULBXZn4Krm3iEtYewSR3eOrU2jqLHKEuyfPi/6SrmERQsG2n4h6vMniWqQhGWDZUx+0CwA49DuPZ1GP3INTIYDg6Db7j+KWd8sJgGS+ni7hNjIhx419i3t6tKJgZYrnrRvLVXKA7gQ8u22CTnfqCtxaWcwbsPWPr73zfhk1Tuqjy9xBxLd9r7ttvK2SzsC2+oiopQ6C+AsGJKv78givBHJh7RcO8ZGhlum9xWAfYerGL3y0o71F9MCQx9marNW8ZWkLoDWpCs6ioiP6KmUSxiQuq+uC1sGyzikEanAVkdxkmm46lmX6a7r1+IHXjGIr3/7nFe5gviEj4uLK4Po3VvXOwdapQHB3Jxqy8otAG64uvl5HHw+r9yx3+s4M7W5+fUaU9O1yEg3gH84yTCmeOJB3/k0hdkd167B9geOtqSG13HUXWQ1UI7r3tFN71tGPYmHjw82IaTAuCwKafr4HTh+yju2q0/ZkuAbqzcOSerC9VK0WWqD4RM3rl6OTxjcWtIoW5g0IhXY+lGcZBpR/sMztdm2rYkmce3yyV42WHYez3X/uPxxl1mS5dgQwOirr9C8kDh8Py1ZWIocpGlqcwqDCxdEWnbbEZ6Vcmn+ul0JjuIKM9tzRO8bjMJziWFBp4ksniVpZYvMmqTPZUY9iYdPFBFCSEFxRagA/Fazj09Wm6Iy6H3DxLWGR5UtCe2srl82WPZa2R/Gt340tjr/yLvX4endW3BwxyZ8+ujziMp96CpbnDK5rM96v6jj2aInmAZcux42R3AwHSNMmlP1QN3/+O6t6/HRretbolj4WDqj7p+xkWFs37wKQ5Vyi7jWAvCu69c6hfzwUAVP795ijVqi2890P710YQ6lAXt0F9uxXMQRnkOVsjEK0djIMA7u2DTf3w8cP2UVZlH4PEfOX7h4N+kQhFH3aRqROpYNmq8/T6Lu5Xaey4x6Eg9asAnpYqIsCtq1Q2fZK4k0TTnHmfKLaw3PwtrhiuygIxQsrZRx7qULLf6mJsta3MV9UZY3bRkKuiuYEsG4ohwI4CybT5mCFiqTZVRz+4NPYuLE6UjrosktxmaNPjNda0liEj5GO/69AwJj7GUTSxa1ZhTUfUQE84mCXIs/77p+rTNhTHgh5JnpGrY/cDEWs457bRo8CC6Gx4u6v2wZNodiRCTxmRHxFUuVcgk7r/Nb4NqOMIt6jiR9zthicwPuWQ+NfqbkLaiD+Dwb2nkuM+pJPCiwCeliojKG6VBaWmDp5BPabzrOwzYqtF6cFM5JsZUh/KL3CbXlQ5z6Cb/cZpVqCWHnQ3iBlGlRZ1Rq8HA5bMzUZo0pznXMZqBZZAevw7Vo0fay1sewRU+wLUQNUhJBacAvrF84DJ3p3FqE2AYad12/1rg4b3yyak1Go2NX6zpwxa/WGUGHBssoD0iTWA/eX7ZjnJ2pYdgzCVV4RsR0n/gMYuO6e7UjzKLEeVLxbrstBMDdW9c7B4K27Kl54/O8amewk2Z41X6AApv0Db22+nl8smq1tLisXsEHbpyHrSu2a5wUzkmtHb7WYV3WNNo2Tv3EEeM239klC5vdEeIs6tRliutbahPg4VTtYbZvXoVbLWnVo17Wtr4ERPssm2Iq20KmmfqarZ1sAw3XYMo1eAnWgY8P+5npGsolwVCljLMzrQsRXSI1Kj70UKVsHISaBhq2OOm+1moTpvIJ/DLBRonzpOLdldxpbGQY2yx9W4DUo6Gkhc/zqp3BTtJcDP0KBTbpC3px9fOeR54yCtjgtHPUAzfuw9YmXH1TOCe1dqRlHfY5T/DlYUsIEq6f8clqLIt9uTQAoFUMTb80i6t27J9/ccURy7pMafpDuqaOx0aGrSnefV/WtraLciM5O1Nril9ts4ibLLa240alkA+XL06CIJsADp+xNquwZNGCltjc45NVTL90oeUcOjpHeOBpGoBq39yomZADx0853WKSoF3VgvHqFYC9f/tsZBSiKKtpUqtqVsI9T3zK3K4VupuinuQNBTbpC3px9XNU2uQNux+z+hEG02LHedjaZgF8UjhrK5ouW5yXd9btNz5ZbRGL1akZlEvinLbX++rBmgnTC9lmPQtnhfMV18EyJcn254oh7RLsO69bk/qUcfAFbnNDUaiHqCuJ4KY3XTEfi90lCqPaKc6MS9QgRqcTD16TLl9UtsnwsW1RPYYqZbxz3WVN1mY98AwvtoszE1KdmslERH366PMt3+m05q5zRVlNk1pVsxLueeJTZlqhOwcFNukLenH1s01ILRssO8WZT1rsuIvrfETd+QtzXgvqTGTZfq6wZLVZhWWDZQwutPueuqyZtheyT6psV1xnlz+s7SXrSrSzffMqqz+xy2KX9cs6yvVhVql5q+idY+4IDrsePuYcsAwMCJRSTQsow0JZ4+rvwRB94YGkT6rvcH3b+teSRQuc0Tl8+2gYAYyLVNvF1t99FmhGCf4kA4KshHue+JaZVujOQIFN+oJunO4D3H7jNiGlFKwvU5PPsu/D1mVF9hEOcfxcw9dtW/GfVZzoIGema87YwS6Rbwvb9dIFP7GjLZJx/GHj+DeH3WySWOzafVl/YPzJpig3QYt0+FpsVt9PPv6sM6Po+GQ1MgSgMXuk5YQ2n2IFYHDhAutAcnF5IFLonjt/oclNKMngMvxbnIGoAnBrKLpKr5KFcM+bbixzr0KBTfqCdqb78locGeU3bhNSWS3Ocb3ofYWQzc81OPgxXXd5QFAuSUvovTSma6Ms7yVxxxm2Dd6GG8lIwv1n4+rlmK5FRcG+eAztix2n/9lesq6QjXlY7D4w/mSTX27YIh2+FlvmwqjsjT7xlk3U5pTRDSns8gE0u/cEM55qZmr2bKJBtEVX3+9Rg0sfw0ESt6F216mE+/1gecDY76OS/RDSrVBgk54m+JAfGixj0YIB4wp91/55LY708TsOig99rVF+10mxvaSXVspNU+FRIa5MBCWsK95v0jBhNlyRWDSzSjmnzF2DN1P/udcjg6Pm3Pn6wra4AyPToBCAM2Qj0Hnr1ycff9b6vcsiHZd2XImqUzNYv+vRllkD/fe2vUda+k+S9Oi2xD2LFgwYZzG2b16FiROnW8S8aeDpM8NkIuk6B+MguSQtMcx905oT0o1QYJOeJfyQPzNdQ6Vcwt1b13u/MPJcHBlnajgqvXEa1l7TS7o8IDj30oUWq5st1JetfEGB4Ir3G46u0C6uAUkQ16DKZfndsPuxyMgRQcoDQNDINzVTM55bC+jq1ExLxAhdXh/3BN2XbeXPGleIwLgE3SoAeLkY+TI1U8P2+5vjgutzxC1peNEsULfi2sp3dqY2P2g1DZiCRxKgaVZCE+6jruRDYYIx9X37iHGQ7LGegZBeQlSCB1lejI6OqomJibyLQboEWwSC4aGKt0Xwqh37raHwwglB0sZW/pII5pRqEXJpJkWwvUxNSU9MwsDm2mCLm6z3cb3847SbL7b2tZUvrrtGnOMDsC5qDF67azDlm6zFtF94MNSJtM+vuf0zxustieCbd71j/nNwQJGE8oAA4pecxkW4D8ZtXwBWkbl+16PWRaimft/O8y1Jvzf1uWBaeM34ZNV6n3fiuUlImojIYaXUaJJ9acEmPUsakSc6vThyfLKKXQ8fc1rbtCAJuqvYrimJ37Wv7zdQf1Gb0H7ZYYHmujZdzybBlVV4rDi+qeHQeT7uQnF9X31iMbsWZfr6+QYpibQ9S+Nj3TRtc9Obrmjywdbc9KYrmvZL4t4QRLsYiaAtS3b4PnMlkLEJ2CnDotnxySrOGeJclwfMUUxMZYn6Pohvv9T3na3PnZlunmFJErKSkF5lIO8CkM6ikw1ctWM/Nux+DOOT1byLlBm2h3mch/z2zatQKTdn18tK7I1PVrH9gaNWAWBabKeFUBrXqnG5xfgeX38f7m9b3nAZyiX3okFNSQSCeki6xeUBbNt7JPU+a2pfV3l860WzcfVy+F3txXOYCNZzUn/ioUrZ2JfjJFgx8YHxJ7Ft7xFUG4tb9cAj2E5aeIW3Gb3yUrznmhXz110SwXuuWdHkfx03M6WNszN1YfvRresxnFDohfu7qf8IgJuvWWE9hy27pMm6fsniBc7BW5zvg/j0++GhyvwshqsvzNRmsevhY9iw+zHcuvdIpm5qhHQTFNh9hO0l16siOw1xPDYyjLuuX4vhoQoEzS+dOPgMbGwvWcDuOgDUhVBaA4G4GQld5zX1t32Hq3jjymVNgsrGnFK4e+t6nL8whzPTNe8+66rr8G9APZReVKQQlxA11df4ZBXrdz2KewzRJFznuOlNV0S2Y5SAWjZoFtI7r1uDu65f2xS1YdGCAQxVzFEcfITa+GTVGjEjOPBwDdruHFuLb971Djyzewu+edc7WhY3umZn4ghlfT1jI8M4uGMTPrp1vfe+gNmabHo+3L11Pe4cWxvrnrRd45TD2t7OPa/LbUPPfOnnXFRfODNdi7SI+zw3u9kA1M1lJ9lAF5E+ohezGbpIK+xYu5EVfCORuKxErgVJlzfCwQHtXWuS6d24C/xmarP44jdPzwuyWaWcGfTi9llXXQPmxX93Xb8Wc476jUrEItKcUGTj6uUtCzxNlAcElyxegKnp5qg2o1de6mxHV0SISrk0H5XB5kP/YmAV5dRMzZmt0hRi8MDxU02LK20E+7Otb1enZiKTmrjctHyjY5iE59jIMH7zwSe8QibqLKS2Ra5xF7+ariWuK1q79/zYyLDVr91kqW/HTWc48IyyYbp3t+09gokTp1ONKBNFkrCseUabIsWFixz7iDwX7PUzvouRXAsVbaS5GM11/iTnibOQKiyy9flMIdA0psWbrroGzNbmqN90G9liMEddi2/Z4+CKIuI6pq1+TAvvgNbEM3EI1l07fcvkgx3cJ1gXpro3LcTTuPpopxZ6Av7XmHb0jajzhrfd+dCxRAtoferR1kcEiBX5qR3i1EeQNBbUk2LCRY7Ei27NZtjt+C5G2r55FW67/6g5o5yBdkVaVHmCxBEaUfG4TShcjCISFBCuyBHVqRncuvcIdj18bF5AJc16d/fW9ZGJiIY9F4b5XHe7L92ksyouV4TwwjvTDEQcgnXnsoBGzaJFWWpNseB9hajtmVgS6Zi4BtzXmKV1NI4VXNdzuI5d90ScZ5Stb6pG+TrRFklnedNYUE96j1wEtojcCGAngH8B4I1KKZqlO0A72QxJcnwHNmMjw94WoiwsI1EZCX2Iivhgs+7arsdnajoYySCqrm2/+QiNdqfJNTaf504QZ5DdjjgoDzSLP/23LXxb1MAlqwQ4tmdiJ8W1xnaNSUSfzbUnaoASt5zjk1XrLNNQpRzrGeUS650SqkmFMo1XxEReixy/CuB6AJ/P6fx9SVoL9kg84ixGOushrrMaFKWxUNIV8WF4qIKbr1kR6xzBPutCCw7XNUQtyIyy4oXvnySUBwQ7r8svc12cNm5HHJjcmsdGhp3tOPKhR9taIJZkEXc3PBPjij5TPdxz6GTqi9v1eUzi2tTPoxYBbt+8ynpfdUqoJo3M0sloU6R7yMWCrZT6GgBIxMp9kj5ZWYK6jax8Gk2ksdjJlFwmz3La8InHHbWIz1SuqGQ6+tw+12DKiOc7BR+8f6LKo631Qav9JYvz9cqL08ZpWezDx7RZPHV4Sl3/EydOtyyodLkcJJ3eL/ozMa511CesYRqL223nKYlgz43rmo7t4+YyNjLsnfo9K5LO8qa1oJ70FrkuchSRvwbway4XERG5BcAtALBixYqrT5w40aHSkV4l6UKWTlDksvmQ5WKfKPeTpOdIWmafBCjLBst4sTbX0p43XD1snbIvEkmjiCwbLLf4dGvaXSxqux9cCxajfIE7OeCOS9xngu/i4jiL2031YxsomY4b5x7Luy3yPj8pFoVc5CginwPwKsNP71dKfcr3OEqpjwH4GFCPIpJS8UgfU+Rwhd1uCcnSz1/XgclPPY6rR5ikfpfBtrJZsk1Jg2Zqs01WuiKH9Iqy7urkSMH47QONicmrduw3tkG7i0Vt96rLh9dVx1ktIkxLqMV9JvhmafR1u7DVz9JK2bheJI4/v+n7vGcU8j4/6R0yE9hKqbdldWxC2qHoK767+QGf9QDBFskgrqtHkHYWKOnj2mJk27AlZsmy3W111k5bhdt7aaWMcy9daHH3CG6bhuvJc4342WHruiv+uK2Osxhwpy3a4zwTfOo3zqDXVj+LywOolEteg2kuAiT9CMP0kb6DD/tsMYmBtKddTeewJbaJEkrtWN21kDKJ60q5hEULBrzjBmc5wDMJvu33HwUE89bnKCuvbr+hwTKUqi/I1W0ZjHcdvt5wG9hEedAKHhVLfGml3HI9+w5X511v4kSjSHvAPT5ZNQ64OjVLZhrkuqKIROEK7Xj31vWJ/fl7eREg3UwIkF+Yvp8C8F8BLAewX0SOKKU251EW0n9k9bC3PVT7/WGbxJqXl6tH1PnC5Zp+6YJ1oZdORe1rrc1ygGeyQtYM8dZNIjDcfkG3l3Bb+rZBeIAUxxpdKZcgAuNg6sDxUzi4Y5PV59dUx2kOuF0DLqBzs2RpzoK56sf3PN3u+hYHZnUkmryiiPwFgL/I49yEZPGwtz1UJ06cbhIK/fiwTTPdeZauHlHtYSqXDS2w9DFt8Z815ZLg3PkLVr9lHz4w/iQ++fizmFUKJRHc9KYr5lNMxxF24W2jolIE2zJpG5jqX0ebMUUR2WapT132OIPoNAfcux4+5qyrbpwlS6t+utn1LQ5FXuNDOgtdREhfkvbD3vZQ1YIn/H0/PWzjWpaTvqBMQqA8IJh+yS5c41jKfcKfBQkOClwLIZcNlvHCixfmXSuSDMI+MP4k7jl0cv7zrFK459BJPH3qBdz7S2/2XvgGtIpAH3GeRNhG4bpHbfWpyx5nEJ3WgHt8smpc1KrJ0yWinVm0qPrpphk637K2c01FX+NDOgcFNuk6ivhAt4mXTk8VF7Fu4lo103L1iFpwF9dSHrfNgoMCV8bAPY881SLM4g7C7n38pPH7g988XY/0YRl8BH2wdZnCItBHnCcRtknQ/bs6NdPipx0ue5xBdBoD7j2PPGX9rdOp14Ok4bJgq59ucofwLWu718Q1PkSTVyZHQhKRJFtbJ8pkS5lUsiRTyuJhW8S6AeJnOYubTS2YIU5nc3x69xYsWbSgSTwCF4Ur4LaUxzm/K/W5FuVjI/aMgWlYvFwBTLbddwTb9h7BogUDWDZYnj//nhvXYc+71kVmMTS1XxCTsD24YxOe3r0FB3dsSlVc6/4NXEziA0fZO4mrvT7y7nW5lS1uPy/KsdPGt6ztXhOzOhINLdikqyiif9ueR56yJly46U1XtCzWyuphW8S6AeJbNeO4GbisTVHCNa6w3bh6uTHL3M7r1kS6LAB2K2ASi1d4psKFFt9TMzVUyiXcvXV9Uzmi+ka4/UxRRDrRv0z9WyGdJEZpYGvHoUq5kMI/jVm0bnKH8C1ru9fUTws6iRsKbNJVFPGBbju3AnDn2NrYqcHTLken68bmppKWz2cQ16AiSrjGEbbjk1XsO1xtEtcC4IarL15XUt/juL7jcRZbhkk64CrCArWi9G8btoHhzuvW5FiqbF0WuskdwresaVxTEe4Xkj8U2KSrKOID3Vam4YBfaicetlnUTdxFQWHf2KQ+mb515hJdd29d7xS9JkEkjTJv2P1Y07XarKcHjp9qurYkA6m4vuNxF1uGKYogjYurf2eRRCcuRbVcZhmDupviW/uWtZuuiRQbUTGyj+XN6OiompiYyLsYJEfC1jvg4mKxvFa1+5QprfO4rivtcvgez7RdmKym8W3xjvX5gnW2tFKGSD1BRliE2RbN6Wu9asd+qxvQ07u3dPSabGXxpSguFXGx9ccbrh5uccOyLeBs954s4iJiH6Lug36pk05EESG9hYgcVkqNJtqXApt0G66HX6fEbpwypXV8m7gIZmhrJ2NbmCihF7VdkCyEKNDeICC43fpdjxozLupr9a2LNHAJaAEw0IgJbSpLVDuUS4I970p3wV0nxYjpXK4QiGHaaS/bQHKoUsbO69Z0hQDL6/lISLfSjsCmiwjpOqLi4+ax0C9rNxDbdQUX3el00Ulelibh0u6ioCBZufD4TstHRQawpTPPIr5zFK6weArm0I+6LFFic8nCBZkO/LIO02a6z2xJZ0y04x5jc82ZmqkVNjRdGNt9sOvhYz1vsaVVmnQaCmzSUxR9IVRSXAspgyQZTNhE0tJK2Sg8l4bC0kXFSc7af9FncOPqF67wW0ODZWzY/dj81Pri8kBqU+tBgi//ocEyygNiTGUepCSCOaVayuJy1zlrGUgkpd0BbRqip50kOnHK5HqGhMM/FlXE2a7hzHTN6vPfC3RTvG7SO1Bgk56iiIsg0yCOiIg7mLCJpMXlAaPQO/fSBYxPVudfTNs3r3KmAo9rUc/C0mQNoTZYdtbXCy9eXGxoCnOXRlnDL/8z0zWUS4KhShlnZ2pWd5E5pVrcbvS5b7vvqNHSnfZ90M6A1iZ6Jk6cjuXm1E4SHd8yAdH3oN62yCLO9zlShPCeaVLUEKakt2GiGdJT9GqQf9N12ZLbxBVRNjE0NV3DJYtbx+C1WdVk9R0bGbYmWxkeqjSJUZ0QZsPux4wJcLJKlrN98yqUS6019sKLF1os8hoRtAwugpbKtMpqevnXZhWWLFqAp3dvmY9GE0YBxnocGxnGR969riP3QdykQEFcbk9x6lQn8Qn2wUsWL8DWH7kiMomOb5l0AiNXwp2SSEeTrvjcT2GiriFIt8/6BenVmU1SbCiwSU/hypjXzZiu6+ZrVhhFtw4z5yv0XCJpatrsUhB+Me28bo1T0PmK0awyw42NDGPJQsNgYU5BBMay29Z/62tPq6xRL3+XKLLVY6fug3YGtHHdnqI4f2Fu/u8z0zXsO1ydz+rpm1HSZt19bmpmvk6XDbYOyCrlknHGQO+bNkkHd6Z+YRscd/usX5B2BoKEJIUuIqTn6NUg/6br0kls2ok/7VrAt+vhY/MuEkGGQiLDttgQsEcZMU3RZmlpsvkfT03XcPfW9d7RKfRLOa2yRrk1BevWtx7D+wV9zdO8N9qJ/Zym21MaLgDjk9WWUI3BsmoGFy7AmekaSo1oLsOe/SVN2rne8HPEFlmk22f9gjC2NckDCmxCuhj9sjSJ2DgvXMAsknY+dMy4j8lY5/PiDhMWTnllnbMNylwv5bTK6vPy1+WzhfAzCdDxySq2P3B03g+5OjWD7Q8cnT9eXFwZOpMcz5boJ0rgmkhjsLPnkaessc63b17V0p9nlZpvpyTZPNvx309zIFrUBDlp0g/XSIoHBTYhPUC7L1ybSLJZfX2iUfhkHAwLJx+xmVSYxLViRb2U07KKxXn5xxH1ux4+1rTID6j7du96+FjbCzHTWMBnuu6Nq5e3JI3xqdM0BjsulxU9iHVZjaPaMZzs5dxLF5oGP3HqM+2BaK/O+gXph2skxYICm5AeICvLb5zjhoVv1PS/STj5iJSkQi+JFcv1Uk7TKub78o8j6k2uPa7vXWQVhcHl9hSnTk31AgDToYg3NsYnq84EPoDfINbWjuF+awp/Gac+6fJASPGhwCaFgskAkuH7wo1bv7Zp/I2rl7ccNyx8bdP9AOb9Vk3ndvkOtyv00rZiddoqltdUdyejMLjq1OWmAgA7HzrWJF7PTEcngdF915XAB2hvEOszmwPEm3HSx+WzkpBiQoFNCkPRkwFkKf7jHNu1resYSep3bGQYEydON2WMVAD2Ha5i9MpLm84bFhAKrT61UWmZxyerLQsrg+VkuC1/ASpi9pW3RY1wUYT48lH9Vw/AwtbhqAGYTfyWRJr6ajtWY9/+Gac+6fJASLFhmD5SGLIK0ZYGWcVnjnts17ZjI8M4uGOTNSxZ0vo9cPxUZOg0l/+qb6g4fW0mFwZ9PobbshPuG7YwgyKI3W+LEF/ep/8mGYDZfptTqqmvthP60Kd/0sWDkN6CFmxP6LqQPUW2TmaZCSzOseOWI9hvbe4a4fr19aUO7mfbbniogoM7NlnO3Hy+KJ/t56ZmcPfW9fQ9tWCzxIYt2T5uE2GK4JLg83xIYmmPs0+aEVPKA4JLFi/A1HRtfoHnnkeewra9R/iOIaQHoMD2oOiuC71CEaahbWQp/uMcO2rboFi1uQiECdZvHF/q4H5Jo38AraHNXOUsgtArKtZZBEPjJRkc5u2S4PN8SOLG0YkFg1ku3iWEFBMKbA+ytF6SixR5ZXxe8ZnjbBt+SfuI63D9xvGlDsdp1vvHERCLFgx4ievg+bIUet08UxUncQtQjJmhOPjGCwfiR4qJu08SXP2W7xhCeg8KbA+K7LrQSxTZOpml+LeFGDt3vjXEmKscvpEKgLpgNtVvlC+1q12SCAif8g5Vyth53ZrM+0G3WxFtfWPRggFjWLgizAzFwff5kGQAlrd1nu8YQnoPCmwPiuy60Gvk/aKzkaX418cIR8+Ymmn1lXWVY9veI17nc/lFt+NL7SKJUHCF8suCbrci2voGEC/DYJFp5/lQ5NkJvmMI6T0osD0osusC6RxZin8dYiwcQcMk8GzlSJrcJYhv3Ou42Mq2bLCMF2tzLfeWjs4wPlnFht2PdUQUpWVFzFPIRc0iFFFcdoKiz07wHUNI70GB7UGRXRdI79CuwLO5mmh8XC184l4nEZA2AXHHtWsAmO+trESRrfztZK3MusztUtSZoU5R9NkJvmMI6T0osD3p9xcUyZ52p4mDL+nq1AxKjdTPcV0touJeJxGQUQLCtG8WosglgONkw7Qdo+hCrl/pBh9nvmMI6S0osAkpCGlME6fxknaJkXYEZNyyZSGKXOXXPuZRVkTXMbpByPUSwZmEocEylALOztRa2o4+zoSQTpOLwBaRPQCuBfASgG8C+AWl1FQeZSGkKBRlmtglRjopIJOIoij3lajy+wwCXMfwLXORF9x1C+GZhOD6hfDMCn2cCSGdJq9U6Z8F8Hql1BsA/D2A23MqByGFIirdeSdwpcXuZKryuOm5fVLOp1F+1zF8yuxTThJNVFjKoFtTO2nOCSEkCblYsJVSjwY+HgLwrjzKQQhpJcqSHtcSmNRaG9ei7+O+koYl03UMnzLTTzsdfGZNgtvQx5kQ0kmK4IP9iwD22n4UkVsA3AIAK1as6FSZCOlrbGIkruhtN6pGHFHk476ShhuOz4JN1/Hop50OPmEp6WNNCMmLzAS2iHwOwKsMP71fKfWpxjbvB3ABwL224yilPgbgYwAwOjrqkfyZEJIlcURvJ621vv7PaVgy2zkGF9ylQ1RYSvpYE0LyJDOBrZR6m+t3EXkvgHcC+NdKKQrnPoQLvXqfTlpru2UhW7eUs9PEfR6EZxJcUUQIIaTT5BVF5McB/AaAf6WUms6jDCRfipqQg6RLJ621eURhSTJIzCtaTJEHtEmfB/SrJoQUFcnDeCwi3wCwCMB3G18dUkq9L2q/0dFRNTExkWnZSGfYsPsxo/AaHqrMxyMmxSco2pZWyhABpqYvWhAB86LIXojgEBaFAFAuCZYsXFA4K6qprEVqBz4PCCFFREQOK6VGk+ybVxSR1+ZxXlIc+nWhV5GtiHEJi7apmdY4xHddvxZ3Xb828pq7sV5M/uW1WTVfD0WalSl65JJ+fR4QQnqXIkQRIX1IPy706jW3GN84xFHxvLu1XnzEn0nE5jGYKLqA7cfnASGkt8kr0Qzpc+ImEekFXFbEbiRuHGIb3VovvuIvWAd5JZnpZIKgKMYnq9iw+zFctWM/Nux+DOOT1b58HhBCehsKbJIL/ZhZrehWxLj4iDOfbbq1Xkyi0ESwDvIaTKQhYE3COC62AQaAvnseEEJ6G7qIkNzotwgAvTYNHhWHuFwSLwHXrfViChP3wosXUJu7uHA8LGLzGky0G7kkLTce1wAjypWIEEK6CQpsQjpEr8U/1mLotvuOYtYQjWjJwgVegqmb6yU8SIzyr85zMNHOgDatRZJpDDC6cUEsIaT/oMAmpEPkFf84S8ZGhrFt7xHjb2cDUUWijgH0Rr1EidhuHUykZXlvd4DRrQtiCSH9BwU2IR2kF91i0rDK9mK9mOjWwURalvd2Bxg2S/rOh451XZ0SQnobCmxCSFt0q1U2L7pxMJFWG7c7wLBZzKdmaoWMP04I6V8osAkhbdGtVlniT5pt3M4Aw2ZJD1OkJDqEkP4kl1TpSel0qnQupiGE+MBnRWcwpXy3IQCe3r0l+0IRQnqWrkuV3g1wMQ0hxAc+KzqHyZI+/dIFnJluXVBb9DCPhJDehgLbQlphqQghvQ2fFZ3FFBqRawAIIUWDAttCt2aXI4R0Fj4r8oVrAAghRYQC20K3ZpcjhHQWPivypxsjsxBCepuBvAtQVLZvXoVKudT0HacdCSFh+KwghBAShhZsC5x2JIT4wGcFIYSQMAzTRwghhBBCSIh2wvTRRYQQQgghhJAUocAmhBBCCCEkRSiwCSGEEEIISREKbEIIIYQQQlKEUUQIIYT0JeOTVUZ/IYRkAgU2IYSQviOcYr06NYPbH3wSACiyCSFtQxcRQgghfceeR56aF9eamdos9jzyVE4lIoT0EhTYhBBC+o7nDOntXd8TQkgcKLAJIYT0HZcPVWJ9TwghcaDAJiRjxier2LD7MVy1Yz827H4M45PVvItESN+zffMqVMqlpu8q5RK2b16VU4kIIb0EFzkSkiFcSEVIMdH3H6OIEEKygAKbkAxxLaTii5yQfBkbGeZ9SAjJhFwEtoh8GMBPApgD8G0AP6+Uei6PspBi0WtxabmQihBCCOk/8vLB3qOUeoNSaj2ATwP4YE7lIAVCu1NUp2agcNGdopt9lrmQihBCCOk/chHYSql/DnxcAkDlUQ5SLHoxLi0XUhFCCCH9R24+2CLyWwB+DsBZABsd290C4BYAWLFiRWcKR3KhF90puJCKEEII6T9EqWyMxyLyOQCvMvz0fqXUpwLb3Q5gsVLqjqhjjo6OqomJiRRLSYrEht2PoWoQ08NDFRzcscm4T6/5bBNCCCGkGIjIYaXUaJJ9M3MRUUq9TSn1esO/T4U2/QSAG7IqB+ke4rpT9KLPNiGEEEK6n1x8sEXkdYGP1wE4nkc5SLEYGxnGXdevxfBQBYK65fqu69daLdK96LNNCCGEkO4nLx/s3SKyCvUwfScAvC+ncpCCEScubS/6bBNCCCGk+8lFYCul6BJC2ubyoYrRZ5sh8AghhBCSJ3nFwSakbRgCjxBCCCFFhKnSSdfCEHiEEEIIKSIU2KSrieOzTQghhBDSCegiQgghhBBCSIpQYBNCCCGEEJIiFNiEEEIIIYSkCAU2IYQQQgghKUKBTQghhBBCSIpQYBNCCCGEEJIiFNiEEEIIIYSkiCil8i6DNyJyCsCJDp7yFQC+08HzdTusr3iwvuLB+ooH6yserK94sL7iwfqKR1Hq60ql1PIkO3aVwO40IjKhlBrNuxzdAusrHqyveLC+4sH6igfrKx6sr3iwvuLRC/VFFxFCCCGEEEJShAKbEEIIIYSQFKHAdvOxvAvQZbC+4sH6igfrKx6sr3iwvuLB+ooH6yseXV9f9MEmhBBCCCEkRWjBJoQQQgghJEX6XmCLyI0ickxE5kTEuGJVRK4QkQMi8rXGtr8S+G2niFRF5Ejj3zs6V/rO41Nfje1+XESeEpFviMiOwPeXishnReTrjf+Xdabk+eBzvSKyKtB/jojIP4vIrY3f+q1/efUPEXlGRJ5s1MlE3P17Bc/+1dfPL9uzKPC7iMjvNn5/QkR+2HffXsSjvm5u1NMTIvJFEVkX+M14X/YyHvX1VhE5G7jHPui7by/iUV/bA3X1VRGZFZFLG791V/9SSvX1PwD/AsAqAH8NYNSyzWUAfrjx98sA/D2AH2p83gng1/K+joLVVwnANwH8AICFAI4G6us/A9jR+HsHgN/O+5oyrq9Y19uou39EPfZmP/Yvr/oC8AyAV7Rb393+z+d6+/n55XoWBbZ5B4C/BCAArgHwuO++vfbPs77eAmBZ4++f0PXV+Gy8L3v1n2d9vRXAp5Ps22v/4l4zgGsBPNat/avvLdhKqa8ppZ6K2OZ5pdRXGn9/D8DXAAx3onxFw6e+ALwRwDeUUv+glHoJwJ8D+MnGbz8J4OONvz8OYCyTghaHuNf7rwF8UynVyYRKRaLd/sH+FaLPn1+uZ5HmJwH8qapzCMCQiFzmuW+vEXnNSqkvKqXOND4eAvDqDpexSLTTR9i/oq/5JgCf7EjJMqDvBXZcRGQlgBEAjwe+/uXGdNkf9fqUtCfDAJ4NfP4WLr7Qv18p9TxQf/EDeGWHy9Zp4l7vT6P1gdJP/cu3vhSAR0XksIjckmD/XiHW9fbh88v1LIraxmffXiPuNf9b1K3/Gtt92av41tebReSoiPyliKyJuW8v4X3NIjII4McB7At83VX9a0HeBegEIvI5AK8y/PR+pdSnYhznEtQb+1al1D83vv7vAD6MesN/GMBHAPxieyXOlxTqSwzf9Wy4Gld9xTzOQgDXAbg98HVf9a8Yh9mglHpORF4J4LMiclwp9fl0SlgsUuxfffH8CuHzLLJt01fPsQbe1ywiG1EX2D8a+Lpv7ssGPvX1FdRd/l5orHEYB/A6z317jTjXfC2Ag0qp04Hvuqp/9YXAVkq9rd1jiEgZ9ZfTvUqpBwPH/qfANn8A4NPtnitvUqivbwG4IvD51QCea/z9TyJymVLq+cY07LfbPFfuuOpLROJc708A+EqwT/Vb//KtL6XUc43/vy0if4H61OPnwf5lvN5+en6FcD2LorZZ6LFvr+FTXxCRNwD4QwA/oZT6rv7ecV/2KpH1FRjMQin1GRH5byLyCp99e5A419wym9tt/YsuIh6IiAD4XwC+ppT6ndBvlwU+/hSAr3aybAXlywBeJyJXNayyPw3gocZvDwF4b+Pv9wLwnkHoUuJcb4u/WR/2r8j6EpElIvIy/TeAt+NivbB/hejz55frWaR5CMDPSZ1rAJxtuNv47NtrRF6ziKwA8CCAn1VK/X3ge9d92av41NerGvcgROSNqOuu7/rs24N4XbOILAXwrxB4nnVl/8p7lWXe/1B/qXwLwHkA/wTgkcb3lwP4TOPvH0V9GuMJAEca/97R+O3PADzZ+O0hAJflfU1511fj8ztQj1bwTdRdS/T3LwfwVwC+3vj/0ryvKeP6Ml6vob4GUX/oLg3t32/9K7K+UF+BfrTx7xj7V2R99fXzy/QsAvA+AO9r/C0Afr/x+5MIREeyPcd6+Z9Hff0hgDOBvjTR+N56X/byP4/6+uVGfRxFfVHoW9i/7PXV+PzzAP48tF/X9S9mciSEEEIIISRF6CJCCCGEEEJIilBgE0IIIYQQkiIU2IQQQgghhKQIBTYhhBBCCCEpQoFNCCGEEEJIilBgE0JIjyEibxWRTzf+vk5Edji2HRKR/5DgHDtF5NfaKSchhPQqFNiEENIliEgp7j5KqYeUUrsdmwwBiC2wCSGE2KHAJoSQAiAiK0XkuIh8XESeEJEHRGRQRJ4RkQ+KyBcA3CgibxeRL4nIV0TkfhG5pLH/jzf2/wKA6wPH/XkR+b3G398vIn8hIkcb/94CYDeA14jIERHZ09huu4h8uVGOXYFjvV9EnhKRzwFY1cHqIYSQrmJB3gUghBAyzyoA/1YpdVBE/ggXLcsvKqV+VERegXqa6rcppc6JyG8A+FUR+c8A/gDAJgDfALDXcvzfBfA3SqmfaljDLwGwA8DrlVLrAUBE3g7gdQDeiHqWw4dE5F8COId6auMR1N8dXwFwON3LJ4SQ3oACmxBCisOzSqmDjb/vAfD/NP7WgvkaAD8E4KCIAMBCAF8CsBrA00qprwOAiNwD4BbD8TcB+DkAUErNAjgrIstC27y98W+y8fkS1AX3ywD8hVJqunGOh5JfJiGE9DYU2IQQUhyU5fO5xv8C4LNKqZuCG4nIesO+SREAdyml/mfoHLemeA5CCOlp6INNCCHFYYWIvLnx900AvhD6/RCADSLyWgBo+Gj/IIDjAK4SkdcE9jXxVwD+fWPfkoh8H4DvoW6d1jwC4BcDvt3DIvJKAJ8H8FMiUhGRlwG4tp0LJYSQXoYCmxBCisPXALxXRJ4AcCmA/x78USl1CsDPA/hkY5tDAFYrpV5E3SVkf2OR4wnL8X8FwEYReRJ1/+k1Sqnvou5y8lUR2aOUehTAJwB8qbHdAwBeppT6CuquKkcA7APwf1K8bkII6SlEKc74EUJI3ojISgCfVkq9Pu+yEEIIaQ9asAkhhBBCCEkRWrAJIYQQQghJEVqwCSGEEEIISREKbEIIIYQQQlKEApsQQgghhJAUocAmhBBCCCEkRSiwCSGEEEIISREKbEII6UJE5GYReTTnMrwgIj9g+e3nG0lvCoeIrBQRJSILLL/vFJF7Ol0uQkjvQIFNCCEp0BBsr83o2C2CUCl1r1Lq7Rmc662Ncz0Y+n5d4/u/DpThEqXUP0Qcb0VDiOt/SkTOBT7/WNrXQAgheWMcvRNCSJERkQVKqQt5lyMOXVbmUwDeIiIvb6RSB4D3Avj7uAdSSp0EcIn+LCIKwDql1DdSKSkhhBQQWrAJIV2BiDwjIr8hIk8AOCciC0TkGhH5oohMichREXlrYPtLReSPReQ5ETkjIuOB335JRL4hIqdF5CERuTzwmxKR94nI1xv7/b6ISOO314rI34jIWRH5jojsbXz/+cbuRxtW2a0NS/C3GmX+RwB/bHKbCFq+RaQiIh8RkRONc3xBRCoA9PGnGsd/c/hYIvIWEflyY78vi8hbAr/9tYh8WEQOisj3RORREXmFo7pfAjAO4Kcb+5cAvBvAvY6yv7xRl/8sIn8L4DWO4+v9F4nIfxGRkyLyTyLyPxrXqy3p3xKRXxeRb4vI8yIyJiLvEJG/b7TdbwaOtVNEHhCRvY1r/IqIrIsowi82+sfzInJbVHkJIcQXCmxCSDdxE4AtAIYAfD+A/QDuBHApgF8DsE9Elje2/TMAgwDWAHglgLsBQEQ2AbgLdcF4GYATAP48dJ53AvgRAOsa221ufP9hAI8CWAbg1QD+KwAopf5l4/d1DbeJvY3Pr2qU7UoAt3hc338BcDWAtzT2+3UAcwD08Ycax/9ScCcRubRRF78L4OUAfgfAfhF5eWCznwHwC426WIh6fbn4UwA/1/h7M4BjAJ5zbP/7AF5EvU5/sfEvit8G8IMA1gN4LYBhAB8M/P4qAIsD3/8BgPegXkc/BuCD0uwD/pMA7ke97j4BYFxEyo7zbwTwOgBvB7BDRN7mUWZCCImEApsQ0k38rlLqWaXUDOpC6zNKqc8opeaUUp8FMAHgHSJyGYCfAPA+pdQZpVRNKfU3jWPcDOCPlFJfUUqdB3A7gDeLyMrAeXYrpaYa7g0HUBeAAFBDXSxfrpR6USkVtYhvDsAdSqnzjTJbEZEB1EXpryilqkqpWaXUFxtljGILgK8rpf5MKXVBKfVJAMcBXBvY5o+VUn/fKMd9gWsyopT6IoBLRWQV6kL7Tx1lLwG4AcAHlVLnlFJfBfBx1/EbswK/BGCbUuq0Uup7AP5fNKzmDWoAfkspVUN9EPQKAP+fUup7SqljqIv+NwS2P6yUeqCx/e+gLs6vcRRjV6O8TwL4Y9QHcIQQ0jYU2ISQbuLZwN9XArix4R4yJSJTAH4UdQvqFQBOK6XOGI5xOepWawCAUuoFAN9F3Uqq+cfA39O46EP86wAEwN+KyDERibLSnlJKvRh9WQDq4nExgG96bh+k6ZoanIDfNbn4MwC/jLql9y8c2y1HfU1PsH3C5THtMwjgcKD9/nfje813lVKzjb/1AOWfAr/PoPk65s+vlJoD8C3U68ZGuLyubQkhxBsuciSEdBMq8PezAP5MKfVL4Y0aFuxLRWRIKTUV+vk51MW53nYJ6m4V1ciTK/WPqFtdISI/CuBzIvJ5x4I9Ffp8DnVRqc/9qsBv30HdxeI1AI5GHCdM0zU1WIG6YG2HPwPwDQB/qpSabriimzgF4ALqA5vjgfO7+A7qAnmNUiqy7j25Qv/RmBF4NdxuLeHyurYlhBBvaMEmhHQr9wC4VkQ2i0hJRBY3Fsa9Win1PIC/BPDfRGSZiJRFRPsxfwLAL4jIehFZhLpbwuNKqWeiTigiN4rIqxsfz6AufLWF9Z8AGGNCBzgKYE3j3IsB7NQ/NCyufwTgd0Tk8sY1vblRxlOou5vYjv8ZAD8oIj8j9cWfWwH8EIBPR12TC6XU0wD+FYD3R2w3C+BBADtFZFBEfgj1qCOufeZQ96m+W0ReCQAiMiwim137RXC1iFwv9XCGtwI4D+CQY/v/1CjvGtT90/c6tiWEEG8osAkhXYlS6lnUF7X9JuoC9FkA23HxufazqPvwHgfwbdQFF5RSfwXgPwHYB+B51C3GQb9fFz8C4HEReQHAQ6j7Sz/d+G0ngI833B3ebSnz3wP4EIDPAfg6gLAP968BeBLAlwGcRn0R4IBSahrAbwE42Dh+k19xI5TeOwHchrq7y68DeKdS6jue12VFKfUFpZSPZfeXUXfX+EcAf4K6T3MUv4G6hfyQiPwz6vWyKmFRAeBTALaiPvj5WQDXN/yxISJ/GYw60uBvGuf/KwD/RSmVa+IeQkjvIEpFzTwSQgghxUZEdgJ4rVLqPXmXhRBCaMEmhBBCCCEkRSiwCSGEEEIISRG6iBBCCCGEEJIitGATQgghhBCSIrnFwW6EqPo8gEWNcjyglLrDtc8rXvEKtXLlyg6UjhBCCCGE9DOHDx/+jlJqefSWreSZaOY8gE1KqRdEpAzgCyLyl0opa8zSlStXYmJionMlJIQQQgghfYmIRGWktZKbwFZ15+8XGh/LjX90CCeEEEIIIV1Nrj7YjUxlR1BPAvFZpdTjeZaHEEIIIYSQdslVYCulZpVS6wG8GsAbReT14W1E5BYRmRCRiVOnTnW8jIQQQgghhMShEFFElFJTAP4awI8bfvuYUmpUKTW6fHkiP3NCCCGEEEI6Rm4CW0SWi8hQ4+8KgLcBOJ5XeQghhBBCCEmDPKOIXAbg4yJSQl3o36eU+nSO5SGEEEIIIaRt8owi8gSAkbzOTwghhBBCSBbkacEmhBBCSIqMT1ax55Gn8NzUDC4fqmD75lUYGxnOu1iE9B0U2IQQQkgPMD5Zxe0PPomZ2iwAoDo1g9sffBIAKLIJ6TCFiCJCCCGEkPbY88hT8+JaM1ObxZ5HnsqpRIT0L7RgE0IIIT3Ac1Mzsb4n0bTjckN3nf6GApsQQgjpAS4fqqBqENOXD1VyKE33047LDd11CF1ECCGEkB5g++ZVqJRLTd9VyiVs37wqpxJ1N+243NBdh9CCTQghhPQA2jJKt4R0aMflhu46hAKbEEII6RHGRob7WlCn6ffcjssN3XUIXUQIIYQQ0vVov+fq1AwULvo9j09WEx2vHZcbuusQWrAJIYR0JYzSQIK4/J6T9It2XG7orkMosAkhhHQdjNJAwmTh99yOy02/u+v0O3QRIYQQ0nUwSgMJY/Nvpt9zMRmfrGLD7sdw1Y792LD7scSuPEWFApsQQkjXwSgNJAz9nruHtP3liwgFNiGEkK6D1sruoVOWyrGRYdx1/VoMD1UgAIaHKrjr+rV00ygg/TADRR9sQgghXcf2zauafLABWiuLSKd95en33B30wwwULdiEEEK6Dloru4N+sFSS+PTDDBQt2IQQQroSWiuLTz9YKkl8+mEGigKbEEII6XKKGhM874yGRa2Xfqcf4oRTYBNCCCFdTCf9nOMK1jwtlYyVXmx6fQaKApsQQgjpYtLOYGgjiWDN01KZRb20axGnRb1/oMAmhBBCuphO+TknFax5WSrTrpckA4ygoF5aKePcSxdQm1Xe+5PuhVFECCGEkC6mUxEZum3BYtr1EjciSjiZytRMbV5c++xPuhsKbEIIIaSL6VQGw24LrZZ2vcQdYJgEeZz926HX05B3AxTYhBBCSBfTqZjg3ZaKPO16iTvA8BXOaQ9Q+iENeTdAH2xCCCGky+mEn3M3hlZLs142rl6Oew6dNH5vwhaiMEgWA5ROLXolbiiwCSGEEOJFr4dWc3Hg+KlY35tCFJYHBJcsXoCp6VpmA5Ru85W30e0RVyiwCSGEENLTpCHW4grXvCz+eSf3SYNeiGFOgU0IIYR0mG63znUTaYm1JMI1D4t/L6Qh7wU3Fy5yJIQQQjoIF6F1lrjh9WwUYZGnT3SQTi16zZJecHOhBZsQQgjpIHla5/rRcp6WWMt7kWccS3y3+8r3gpsLBTYhhJCepmiiMi/rXC/4tSYhTbGWp3DtBbcJX3rBzSU3FxERuUJEDojI10TkmIj8Sl5lIYQQ0psU0R0jr4QtablKZEkWCVKK4NqRBnm7TXQyeU0vuLnkacG+AOA2pdRXRORlAA6LyGeVUn+XY5kIIYT0EEW0+uVlnctboLkYn6xi18PHcGa6Nv9dEgt7cLZiaaUMEWBquoahwTIWLRjA2ZnswuNlTZ5uE3nMfnS7m0tuFmyl1PNKqa80/v4egK8B6N6aJIQQUjiKKCo7bZ3Tlkdl+T1vv1Yt3oLiWhPHwh6erZiaqeHMdA0KwJnpGs5fmMPdW9fj4I5NXSnc8rTEpz370Q+p3Avhgy0iKwGMAHg856IQQgjpIYq6WKpT1rmw5TFMUKBl5asedVyTeAviOxiKOk7eMxftElxkWZ2aQUmkSeRmeV22NqhOzWDD7sdi9ZV+WQuQu8AWkUsA7ANwq1Lqnw2/3wLgFgBYsWJFh0tHCCGkm+mFxVK+mISsS3QOB8RuVqLH57hRAtp3MOQjxIvgDmPDZ4CjP3daoLrSvsc9fxHdtrIg1zjYIlJGXVzfq5R60LSNUupjSqlRpdTo8uXLO1tAQgghXU0vLJbywbaY0yaKBGhylchqAaTPcV0COs5gyEeI5z1zYSPOYtw8Fqua3FOSnr+IbltZkJsFW0QEwP8C8DWl1O/kVQ5CCCG9TbcvlvLBJrpshIVmVqLH57imWQYAGKqUsfO6Nd5tZzuOpsgzF3GsunkI1LB7SjvnL6rbVtrkacHeAOBnAWwSkSONf+/IsTyEEEJIVxJHXJmEZlahA32Oa5pl+OjW9Thyx9tjDYzCxxmqlLFssNwVMxdxRHNeYR7HRoZxcMcmDLd5/l4JmxhFbhZspdQXUJ+lIoQQQlKhaEllOoXLRzbIsKVOsvJV9z2ua5YhTpt222yFvrY4EV7yXlfQ7vnzzojZKUQpW7MWj9HRUTUxMZF3MQghhBQQU8SMSrlUaMtlWkRFCwHqFq2nd29xHiOPKCJR+4avSwAo2AcL3YJPhBdb3817IJn3+TuFiBxWSo0m2pcCmxBCSC+wYfdjRivu8FAFB3dsyqFE2RIWORtXL8eB46esluxurAdbm2q6WWy7rq0br6cXaUdg5x6mjxBCCEmDbolOkIb1zxT+bt/hKm64ehh7//ZZ1OaajWflknSlj2tU2+mrLFosZZ82tl2bjvBCuptcw/QRQgghaZHX4q84xAnH5sIWdeKTj7eKawBYsnBBIYRnXOK0Xdah6nzxbeNu6K8kORTYhBBCeoIiRicIp4Te9fCxVGIY26yfsxa3z7MzrWnIu4Go+MthfGYrsk7T7Runukj9tR9Sl3cauogQQgjpCYoWncDkxmEjjhvL+GQVAyJGMV2yfN8Jq2gWC9984i8HibrOTqTp9nVVKkp/7ZfU5Z2GApsQQvqUdgVRESMJFClMmytNeRhfAazFkElEV8ol3HD1MPYdrnY8hFuUSGunrwTbdORDj+LMtNka73OdnUjTHSeRShH6a7+kLu80FNiEENKH+FqtbMKIVq9ofK3ScQSwTbSXROZDuo1eeWnHBz5RbhFp9ZUpi7gG4BWOsRMLYduJE53HoLVbFgd3GxTYhBDSh/hYrVwimlavaGyWzKFKGSKYt8TO1Gax86FjAKIFp030zCk1v28eVlGXSEuzr9jqdHio4nUsX+tyuxZ3IL7rxwfGn8S9h052PDJKv6Qu7zRc5EgIIX2Ij9XKJYxo9YrGtojtnesuwwvnLzR9PzVTw/b7j0YuLitq5AlXuZL0Fduiu3YXBvrsn0akF51W/OndW3Bwx6ZIgTw+WW0S15pOREYp0mLLXoICmxBC+hAfoeYSRlH7MypBXWTddf1aDA9VIKhbWe+6fi0OHD+F2myrD3VtTkWKqaKKIVe5bH1FAca+4RK4tjqNY12O2t8nCkja/duVLj3rQWu7dUrMMJMjIYT0IT5pxV2ZEW1+pnddvxYAIo/dz1y1Y79VTAH1+nW5FhRxcamrXHFTguedkdPWPjrVvM+9k9Y5gbp//Ufeva4QbdxvMJMjIYSQWPj4iboWa7n237D7MfpnO7D5vAJ1Ead/q07NYNveI5g4cRp3jq2d36YIkSdM2MoVFWov3Dfydj+K8knOYv2Bq0/MKsUFxF0IBTYhhPQpUUItSoTb9s9bICWlU5bh7ZtXYfsDR41uIuFvFIB7D53E6JWXdpW4Gp+sYtfDx+YXcg5Vyth53Rps23vEaKkN9o28F92ZBpZ64GOzrgPt9W/TOYNwgNp9UGATQgixksRamrdASkInww7q4wUFqAsFdJW4Gp+stgwg9CLOSnkA07W5ln2GBsvzf7cT5i4NwhZ3AZoiewQ/B2mnf/sk1Cn6AJU0Qx9sQgghqZKFj2rW5OX367KIBtH+v0VDW/2rUzPzWSRt2SQBQAQw/SQN1apnDoB0MxwmnZ2wtU9YZKfZv/P2QScXoQ82IYSQwlCUFNBxsIlc7RaQtPxRws7XKllE6394IKVFtU1cA2ZxHfxezxzcdf3a1MRkO7MTtvZRiF6MmpS8LfgkHSiwCSGEpI7JtaRTPs5JzuOyuiZ1F/ERdq7FbZqiiqs4qeDjkLa/cTuLEl2JbbKyJnfjAJW0QoFNCCEkc9pNzZ72ecK4rK5AMtFnE3a7Hj42f41Dg2WUBwS1uYvnLw8ILlm8AFPTNWcd5B2uL0uf4DSPHXfRbbBeTe2T5oDH1oa+ax/y7gPEDgU2IYSQzGk3NbuvaIhKEmITI8MeluS4os+2/Znp2vzixjPTNZRLgqFKGWdnWgW1FlDb9h5xxpbOalHm+GQVOx86hqmZenmXDZZxx7VrMDYy7GV919gWBtpI0yUmzqLbcL1GtU9wv7hCN6oNTccELvbhpZUyzr10YX4xaadSqxM/KLAJIYRkTrup2X0Fg+08WnzYxExUmDQgvujzFaC1WYUlixbgyB1vb/reJcCS1FVcETg+WcX2+482WW/PTNew/YGjAKJDywF115s5pZziulIuZepvHMen2VSvtvbRJB3sRA0Gw8fc/sBRQGG+PfSgx7Q/BXb+MFU6IYSQzGk3NXu75wHgFDPBdNFA3eIaRAuyOCmyN65e3nIcG6ZrdAmwJG4PtvTjNvY88lSTuNbUZtW8iAvWmYnZCHFdEsENVw9nmqY7TirwJH3QJ7V6nGM+NzVjFfqm9ohT1rRTvBM7FNikK+FDgpDuYvvmVaiUS03fha2IPiLc5zy+ohaoC039/BgbGcbBHZvwzO4tuHvr+hZBBsBbpI5PVrHvcLVJXAqAStn82jVdo0uAxa2rJCLQJdT0b7rOXCLbxaxS2He4iu2bV+Hp3VtwcMemJveYtJ7zepbi8kbkjz2PPGU8XpI+mDRutetc7fig246bZJBFkkOBTboOPiQI6T58rIgmER7MoOd7j8fN7mB6fmjhGBR9cUSqaVsFYHG5FDnQ0LgEmK2uNq5ebtwniWXWJSrDv5nK44upDtN+zvsez2cgGD6ubUAXNTB0nSupD7qrrEkt7SQZFNik6+BDgpDuJChat29ehT2PPNVknTS5aQQz6EUJLC2ibNiEkO35EbagxrFU2oTr1HTN213BJcDGRoZxw9XDTdekAOw7XI1tmbVZirdvXoXyQGutlUtiFHGLFlyUFIbdnITrK+3nvO14t+490nTNcdxJ9HFNAzoBIv3IXecytX25JMb20JREnGVNwwUrDGeT7XCRI+k6snhIkP6AIa3So526jFoUNjYybBS0UQu4XHGZK+USbrh6GPccOmn8Pfz8MJUxKkV2sE4GLHG1Lx+qeIdgi4qHfOD4qZby2OrIttBv4+rlkQv0bFFEbHUFXFzc6Et4AJD2c961n6n/tbuoVsEvkoftXLa2B5rbQ+OTSTJONBUfOhXJpluhwCZdR9oPCVJ80hDGvfIyKMIgod269ImAkURguX7T4uPA8VPW50eUQFYwp8jWix9NWQ1h2DYOLrEXp45sgi2qLXzEpnFBnsdiPE3QDUj356WVsjFKxtJK2fu4QaIiuiSNvuFKRBMm7r3rEt9JngNpZ4hMI+pPL0OBTboOppHtL9ISxr3wMuhUspYo2q3LKGE4Pll1WoBtuMSOLpevJdeWeMaWInvD7seM1nNtyc2iHeIaG0yCbdveI8Ztg22UVrp3EyY3IAAQiyeE7fsofEIK+sb0jjqu6X2U9gA/jpU9uA+QXoZIzia7ocAmXQfTyPYXaQnjvF8GaYjeTiVriaLdunQJQ11+k8A1WTqDmMROeOFfHEuuieHA9joaBWC/9jml8PTuLdaEMe2QhrHB1hYKwGtu/wxmlbKK4Kh070OVMs5fmDPWa6VcwuLywHzCHY3uz1PTrdZrANbvowi2u01Ilxzq3ZVxUR/XdG/r/UznTHOA7/t8SSLMbXA22Y2oGD5SeTM6OqomJibyLgYhpINctWO/dRHR07u3eB/HtkhteKiCgzs2JS+gByYfVcDsz+rCpy46cZ3tnsNUH9qH1CWAgth8Tj8w/iTuPXSyxY0jyj/VVrfhc95w9TD2Ha62lN0kFoGLgtx2ve2KnbRTy/sSbGtXnQMXRW2pMSuh62Tb3iPW/uyajWi3H6/csd/6m2l2wlRHPunsfet2OOGAKyjeTa5Lwf6VxayW6z7uFYOXiBxWSo0m2ZcWbEJIoUnLSpKna5HNOnpmutZiDXS9CH3qIql1Oc4LuN26dFn9bC4LYWzWvzgL/4LY6jbs4mGbRVi0YKAlI6G2uN9239EWi7xPmXzapF2LpI9l10TQnccU7/uGq5vb2CQibee83DEoSXK/hutxyOLfrdsLiM6aWZtT8wMq2yyR76xIklmm8ckqtj9wdD5NuqvPZzWrxdlkN7mG6RORPxKRb4vIV/MsByGkuMSNS2sjbvitNHGJ22DosahYvVkla4kbcziNujTFmY4qZ5g44fGiBhi2uv3Iu9c1ldEmQqdmai1ZDbXosflzR2Xc61S8f90WcdybtTvPbfcdNcb73v/E85HljwpDmMb9aqrHcy9daAl3Z4oQE5U107RtkDjuZ3FDEO56+Ni8uLahz59laFvbfUzyt2D/CYDfA/CnOZeDEFJQ0rSSpOl/GIeoCAY+L0Iff08gmXU5iZ97VnXpch0IYxLjSWc8XHUbtIDaKInM18n6XY8aLaRxymRrk10PH8vMYhjVTzXBRaG2wYPJXSbcp6L6c5w+ZrP221KOL1lYwisHF85v74px7lsv4f7hu59tfxvjk1Vj/YbR/ctWhiSLOok/uQpspdTnRWRlnmUghBSfvIRxWkRFMNAvQh/ra1RdJBmQ5L0AFGgWSD7i2jZoaMe1wFS3vn60s0rhqh37cflQxUtcR5XJVvdnpmtNrgnb9h7BxInTuHNsbeQ5o3D1U23hDS7yjOu3DbReV7v39vhkFbsePtYkOIMuELZ6PPfSLH7rpy7eF7Z1BTZ3FROm7Jamvmjz1/eZvYlKphQ8j+5fJUtEHteiTtf56RLiR94WbEII6Xn0C8iWIEK/CNPyN48rWto9b6cW2vmEvEvbLzSOkNQuCC70Aj5bmXRd+oYfUADuOXQSnz76PM7O2Bfc+RD2xx4QQIezXlopY+d1FxfkunzlyyXBkoULjAONNCNMuPqNtpa7rMg7H7o4GzA0WEZ5QJridwfdVYCLfWpppYxzL11octEI3sfBxYdBT5ShRh0CSDwI9OmPYX932yzDrFLYsPsx7/ukV3IJdIrCC2wRuQXALQCwYsWKnEtDCCHJ0KLXJUbzWojZznnTeOn6iIY40QnSnPFI04q/bLCMyQ++HcDFFNNa3ClV9+O2ZYuMQovZcP0nTW4SbtepmeYFuU73BwW8c91lxmgr7fZln2yZmuemZnD31vW41TIYmJqpzdfbmekayiXBUKXcNFAB0CRC79663lmv4XoL5ts5f2EOQHuDQFd/LA8I9ty4ruU4w5a2si3qtJWjF3IJdJLcw/Q1XEQ+rZR6fdS2DNNHCDHRS9OWeV1L0OoWDqfmOn8aYQFdIfKiLL5pYat32/UFrbs+lEuCPe9aZw37FsXwUAXnzl/wcj/R27cTHjCqXaOuIRwvfGmlDBE4w9pFEbfedFl9feKD+9jOF1V/tnozHT8JtuOXRPCRd7eKayBevbnK57pPTeENewGG6SOE9C1FmLZMUxTn5W+uzxm3LtPw384y5nEQX6tj8LptInXRggGnaKuUB3DpkkXGPhHXf1mAeVFrs8aG0UlwbAslo/pYVLuOjQxj4sRp3HPopHU73ZfDcbLTzMZqo1ySeQv0zuvWeAvM4HUnsdhG9ft2Z0SSDJrCrj+uWRJX+Wz3aVxLeL+Qd5i+TwL4EoBVIvItEfm3eZaH9DZ6SvaqHfuxYfdjmYS7Ip0nyxBUPnQynFrWJKnLJGEBw6QVitGFqZ22P3AU63c9ilv3HnEKKVO4uLMRFtELcwrbN69qCl+mn0FxozfouhwbGcZg2e+1fXnDomjizHQtsn/6tOuB46ci9x+frLYkoQGi+5XpeR1HnC5ZuKApGkm4DZcNlp3lBpINHqP6fbs+6EnDF+pwesNDFacLkqt8pvvUFd6w38k7ishNeZ6f9A9FsHKSbMg7AkYv+SUmqcs0/MZNPqkbVy9PNbW4LVybywodtNaGzx2VmKU2q3DbfUfny79x9fIWn2QfdEg87Qfs45UiwLx7hq2MUf1z4+rlxuyMwXZ19QtdZp/wlOGZhZUvr+CL3zzdZPH2Dd2oCQ6ATDMXgHmhYbCubT7eUSLUZS0/d/4CPjD+JA4cP5V4xqudWS5Xm0Xdt6b71BXesN+hiwjpC3pJBJFm0oq84YPpRZ23wE8TV13a3CvSitoRPJZtQDxx4nRiYZKkPdoRUsDF6A3VqRmjFdcHU2r2KBQuiiGbS4mrPkypz3V2xmB92/rLYHnAq8wKwMiHHsULL16Yj95RnZoxHjNu3QUt6Ka+dNf1a3HX9WtbBnXBcpvEta8INUUMAuoLK4NuNZ029rgylvpawoPbuMIb9ju5uogQ0il6SQSRZjrhXgDYXUGGIqaau8k1yVaXOqmIzQ1GTz+nlc3NNiC+59DJFhcP3/qM+8L3EVLhzI0uXAJxwBKOeHioggP/P3v/HyfXddf346/3zo6kWTlo5UQQe7FsE6gEQrEWL4lBfCly87GSOHY2NolInQKFb/NJW76tVbOfyo0bS8HUAjU4X1raR0NLmzYhyD/CRo7DQybIhS8iNpGyKws1FsQ4tjN2iIi1ItaOrNnd8/1j5o7u3Dnn3HPuj5k7M6/n47EPaWfn3nvuuefe+zrv8/7xzBlvq3fQpunJCYxX4l0hwphcOhQ6XUJM42XVaMm5zWcX622p8bIg7H8dZ1wJj1tTX4fTRa9xcNGZnpzA2tXu9stuulTYKpYmuW9ndm7qqIpZHpHMn7/9CAU2GQqy8BMlxSSpT6Ivphe1UjAK/H7zzzb1pU545CkKXCe+9WWFfY+ecvquTliY8PVr/fiubc77jlISwW+8T7/94sUlb3/tsLgEGgF+PhNQWw5uXZGYJP7pebJ+rNzK1gL4GVdM3w0bss8u1tvuYdME2td40y1jTy7Py+gE0b9+zUBCFxEyFPQqv3A3GKQUdUnpRuYN0wvwXK2OB3ZtM6Z4swnTIl43XV+aiorkJQp8Sky7lIwGLi2/R6v+hRkB8BvNPMc+RN1kxCOF37JSOHD4NG6/fgKfP/Fym1vB2UV7Xuz1Y2VcqC+jVl9p/X7vLVva2u/qwhNO02hCt1qTxD89a2xZNFxdyGbnqrF5tQPC97Aptse3THo3jT1ZPi8PHD7dVnAHaEx86X5JgU2GhKyruxWFfg7ezGtikNd+bS9q0wvLJECD69Qv162bfu6Am39zUi40xaiO8F/ixpHu70FKwR/8t3/QEr0uVBdqeOR4FatHOxeVFfSZGoCGAK+US/i446RAAfjmuQu48+A8Dhw+bUxTaOLVC0uYnasacy3bqiImLaCjI6gU6VK5csfmDdpUgjs2b2hr+92fPekkrgNsaRDvPDiP8UoZ5ZJ0iE8d/WzsofulGQpsMjT0Kr9wlkRf6udfW+rL4M24iUFSkZznhCPJKogtoKifrlu3V4DiAvTCBD7GtjHjYp0NOHD4NI49/4o1b3PcOPMR1wG1+rJR4CqYq/HFjZvZuSpmHj7REnrhwMugza75pesrestktD90VRFtWVRspdWBRtDk+khO8aDdgdAF9Pe4KZXg7z71AqauvhzTkxPeeckBexpEoBHMWB4RrB8r4+xiva14047NG1JlESkS3Z589xMU2IT0CbqXuom8rAdZWYfj8i0nFcn7Hj2Vm3BNsgpiEqaml3lRrT69WAEKhI9tnJdHBHtv3WIVvEBnOjYb1YWa1uIZHkfdzkoUFNwxVdKzjZt9j54yWlGDNvuMO913TSkQ164exfy9N7U+m7r6cmu1UFPlxH/XdP8Inj93Hpxvs4jbnhGmc1tRwMzDJ6zfsRGXBhFoTEjGVo1i7iM3Gb/T7wyy+2VaKLAJ6RN8rCx5pajLyjpsW1ZMKl5m56pG39qshKvvKohJmJpezEW2+nRrBcjV1SAszEy+7nc9eMJr2T+OYBzZXH+27z+CsfIIFhNYsXWExUqSNIpxPupx+Yx1x9LtQ0d1odbmUhI3hmwTuejzx1TcJLp/27kFvsK+/tLhtsZN3oo6ac6KQXW/zAIKbEL6BNcHdV7WgyytdjahkNSnL0m1wW5gEhW0+nQSzb+sczXQvbxNYyNLcQ1cGkc2QVZdqKFcEoxYAh1Xj47gtSWzAF8/VsbCYuf5mqyFQRpFkwU/7px0+x1Bu096cCzdGLX1h2/+ctP94mJg0I2DmZ2brK5GLy3U8MCubdp+HRHg/MXOYwZVIMPi0nT+RZ40Z8UguF/mAQU2IX2C6SW2fqyMsVWjuVsPsgxmsS0rJrXuxlUbLBKDZPXJym1odq6qdc3QuRpESWKBBBr+2yLAwmLdKQAvSL24eHHJ+r36smrdl9WFWkeAn01cA420cMFkM+xfbFsRMQXbibSnmQsT3HNRoSjoFNe6QjNh33ZTEGOtvmz1Z3fF5TljsuSPV8pG/+4gSBno7FcAbf7rATe/+YrW/4PrYnJvKdqzx4RLDEO/P6u6DQU2IX2CSZRG03LlRZbBLHECM8mLytS+8Uq5kC+DQbD6pHEbir60FxYvGr8bJ658s47o0rrFlfVeu6qRS9r1OAuLdcx95KbY/Wq3rdVbgjDapz5pFAGzuF4/VsbNb76irRy9LRAxKDRjEtW2CYqrO4eNuEmUoLOketB3t18/gYN//mJHQZtwznDT/fjQsRdw9NlX2j575Hi1FSAZ0M+TZp8YhqJnPCoSojJeQsuTqakpdezYsV43g5Ce0UtLgslCk0dRlyTn2c32kQYm8RgE5ZlwTQvnur9gn8GYseUz1uWKBhruKToLeoDAz1IeF5joy/qxsjFYzkXEl0SwolSbdTZ6DVxS6dmCdH0QAM/tv7n1u0taRFN749od+OuHy5ebxkGY2blqm2CP7jNuTHYb1+dm9HuLF5e0vvpBRdAk9/igICLHlVJTSbalBZuQPqKXVs9uWmiSnGc32+czAch6UpTHJCvpPl3chnT79k2L5rLMHh4zNmE0tmrUK51bQFxatjAugYm+nF2sG3NQu1jwV5RqE7S6wNA4ca1LLxmHSfyGV75cVkJ8A4bDVJuuNudq9bbg2ODYprHvU9Wy17iuJmWVjapo519EKLAJGUDysnQX3a2hG+3zcYvIOi93Hnm+0+wzzm3ItG9fkZZksmUKbEsSSxAXHzBeKWPtan0cRJZFc0wVQIGGgLYRdeXyFUiuRVOifbFj8wYc/PKLbdtGy7m7BlD7useECa6bj/uDrY98XePyXn107cMk2aj6LeNRUaDAJmTA6Ofqjv2ATzaVrPMl55F/Oc0+43LgmvZdcixJbcJFrJgKs+hKZNsslSWRNjcj3fnuvbXd1eCe2ZOtFIElEdzwfevx9W/XUluydRVAZx5qHMdWml0Xw+BrWV+7ahRrV4/a85KXpKMvZueq+N2I681yRKinCaBOskIQzrlvG/umfQv8Aqe78Ux27cMkqzD9HLzZSzrrshJC+pq4Ii4kHT5iIOsywnmUJU6zz+nJCdx/21ZMjFcgaIjasBi1pc+rlEttn4nhGBMaQXz3Z0+iulCDwiWxMjtXbfvezM5NHceICoPwvnRUyiV87H3XtbkpRM/39usbhWeu3fMYtu8/gjt++0v41JMvtCYQy0rh6LOvYMfmDR3nkoSOgi4rdnEdvSazc9WWz3a0z6P9FeZcrY6ZnZuM1wmA1hdk76FTHRlJVgDc/dmnsX3/EVy75zGMiH6vLlZS3XV24aWFWuzYN+17bJXf8brxTDb1VfRzW5+WmtchPGbi7nFihhZsQgaMuCIY/RLZ3g2SLNuON0sf6z6PknUZYdP+1lU6jw24nV/aNtrcckz7Dvxgo1X9dP66r5x/DdfueSw2JZ3OnQCw++TblsujvrpAZ39Gs25UF8xW6s889SI+9r7rEgUWpiEciKYr1hIt3GNLkzk9OdFRRj5MuJT6PbMn8ZmnXjSuVNTqK63j6L7jaiUNro8t17UOF/eHYN/h4EigkRs7qAKZNlYhK9cR14qKNpelYOIbbUPRXQOLCi3YhAwYNmFksvYNI66W0Cgmzwbd53FW1MCaGFg/4449s3MTyiOd1r7zF5c6ts3C0uvbPl17Tfuenpxo/T0QWPo8yitt7TcJ2EDEhNu879FTeOX8a63t9z16CvfMnmz93bQvQUOY6oLDwv356SdfcPZnXVaqzRoINCyGCg2/5TwoRSzDuglFIK6D840bs/dNb8UDu7YZj/nSQq2VkcXXDagkkshK6iv+gvNxWeWYnpyAzsBeX1bY/eC80z1heiZXyiPYfXDe+xmkw9XSHB2DUbjamR1M00fIgOGSAm1YUizZSJpizpR2LZp2LMBkoTJdp7j0YZMffdyYUivcbp/zi5YnV6qRizlqXU2S9tBmoUuSI9rkvx1YYLMIKKyUR3D52tXe2SpslETw7P3vBOCfptBGeUSMPtgfuGEj7pve2vrddey6WFVt4+ub5y4k8rE33UMuuI6l8Uq5zU/c5Vyv2fOYcX8u94TuepdHpCMvd0C3ns++z7JhhGn6CCEtolXZdJiWLPu1YleSdif1PfZ1qYimjwsKe5hyNZ9drFvLSy9oxLWu3UnOT6G9qmEWBUJMy8uzc9VEgjVYxo66WVQXaq3AwrSE3ReSZj6J8v63XtX6v08mB1tAaDCpAIAP//7JtrLea1eVMHX15W3fdx27Li4BNpcEX3eNaDuS3M+69pRHBJetGdWWnQ9I6/7gck/o3JVMuacBe+q8LIgL7DU9y/r1/dArKLAJGUCCl4bJqqN7gMZFuhf14Zo0Qj+p7/GOzRu0BUl2bN7g1U6bELSVl3Ztt+v3dH65NrLIfxscMwlRX+GwlT0Lca3DlvlEZ+X/kY3r8ORfn21lEXn/W69qsyT7ZHK4/fqJjuqKJqtpuKy3zk/Y1U/XBZuPe5KJTtgtKcn9nGcefFupdcA9IDjclmstVvGoa0+WxK2emMYDs1P5Q4FNyADj80KNi3Qv6sM1aZq5pGLDVJAkrlCJb3EVk/U4TTCT7nu+7bJNQHSuJudqndZD32NG2x83gcwDneU8EMC6lQYbpsmPKZ/21NWXxwrHfY+e6shTXV9W2PfoqdhiLVm5/AR/Xz0qWKy7C+xwQKmuAI7tfu7GxH/vrVsw89AJo0tHkqBlW3rBvCaKgH9gr227tClCBx0KbEIGGJ8Xqs2loMgP16SuHknFRtLjZWH5fWmh5txu1+/5tEuX5i7Y/7pKGecvLrVEXnj526eAhwldBb48xLUpq0fYcp5GnO579JTWNUCXTzvAxY3B5G4Q/TxuX7aYgWg2Dd0qV2NS156YT6ThrnFRU6hm/Vi5zd84LgtStMBO3MQ/CwEefF937ZKuANhcafIKegXM/RsE9vpux4qOZiiwCRlwXH0MbS4FRX64pkkzl8T/MunxsiiZHU4fltXEJq5d0TRuYeESFje2JXTArYCHrQ26dHNxjAhQEqAeTcTcZP1YGTe/+Yo2C3Q09R7QaTm3YROoYReOMNHAO1+yygpkcgM49vwrHX0SEL6uJuvolevMz5BwTMHsXNUYmxD42QftuvPgPEQ6s/eE25O1W8PYqlGcXay33IVsFt84picn8G8++zQWNYMzRw+RzJ9frOhohgKbEALA7lJgy43ba7L0K83zeL4ZLnS+vb7V48LL2kHVP6BdXOjaZRLVYZK4eYQLePhkVYiOM9djryhg9WgJq0bRFgAYMLZqtM03OsDFJUOHTdAdOHzaWGp87epR5/2HVwxEGhZqmx7zsYaaVqpMea8Dqgs1Y0YKAK1+tD1Dgr5z8XMPMHlSBNZu3fGiAtzlOuviJ3T5on2JWvoDTIHMWZDl84sVHe1QYBNCWqwpj7QeoFGrWlEfrnkGN2V5PN+CGIHATXpOew+d6hCs9RWFvYdOte0na1cZG9ECHi5ZFXRlqX2ObRPipv0kXSGwuVLZLPbVhRqu2fOY1TJqWzEwCdvyiOBd113R4VphOjdTf7h4BNu+Exw3asEvl6R1bW2TJl+P5LC1W0dQ4MXVup2Xi5zRF3+s7HzNfJmebBQLCooAlURw+/Xx473bz9lBgAKbEKKNLH9t6ZJ1pegP1yxdJvI8XrCM7uIekTYXrsllQ/d5lq4yJnQFPMJWRJMPsUKn4MnC3SbYjws2tw+TT3WYaLYTE4H1Vif2kqwYrBodwcE/f7FtFcPmIpFVv4Zpu+7RDgj9bps02VIVRnHp5yvHK0bRvO/RUx3XOi8XOe1KTknw6oVLk82sA8pn56p45Hi11Z/LSuGR41VMXX25k8guyjO/H2AlR0JIbAYRoPFwPbrnRjy3/+aOKnfEHV31uChhy16RCKokXrPnMbx8rlNclEcE68fKEDT8m8crZWtVuXB1RBO6inOmCnyVst8rzdbH4XPVVdu7Z/YkZh4+ESuugUsVG32o1Zdx14MnWv7VScTc+YvLHasYtkp9LmPTleh1P3D4tHZFJWiLbbKzrJTVDSaoADleKcf2cyD4Tf15drHeca3Hx/RuNiMiiaucAvrqi2tXjXpdM19cnvUkG2jBJqTAdCv3dJGDGAeNYInW5te6dpWbT66N9WNlrfhbbxALUaJjLxr8F3WXThKoF2eVNbkhha261YUaSiKo1ZehqSJvZLxSNrY1Ljd4rb7cWmKPI5raz4dlpbD74DweOvaCMfgvCdH7OppecfXoSCu9osl1Z/1YGWOrRp2rhcY9Y2Z2bsLug/PGyoKmMw9yggOIDXwNu964riTV6stYPTqivY62FQdXXPNjZ/Us5rO+e8QKbBG5Vin1XNxnhJBs6WZif0aId5cnnjljtbSdi8nI4cK9t2zRZq24+c1XxG6rG3txgW6ugXph4twCAstauKplENy3sFjH+Fi5LTjSECPZQZASz4SLO0ac2BVc8j1OU2ZdATj67CuJtrXtc/v+I9pUd0HQZHB2N7/5io4MIoJL4yg6LkyTorhnjGniaRPXcfmzw22KrqD4BB2fq9XxwK5trUmIbrJTqy9j76FTbS5DSSadeT+L+azvHi7raY9oPns464YQQtrp5lKeacm9CG4KwVJ9mqXYohFnLTItSfswPTmBt1yzvuPzR45XY/tQN/bitGsSAWl6qQvarYOfevKF1rL9Qq2Os81y7mcX68bMIybGK2Wtu0oYF2uerdrexHilzZXKdH+lIW0qt2DCvu/RU8ZrXV2o4ZHjVfzIxnVtLhoKwME/fxEHv/xihxi+/fpGv0bvWZdnzH3TW/HArm1tLhOmqxukbgx84W3jT3e9de4ZpowrV45XWi5yD+zaZpxcBWMz/PvMQye8nlm6fiqPCBYvLjk9A+Oel0V+1g8aRoEtIptF5HYA60TkttDPzwNYk8XBReTtInJaRL4mInuy2Cchg0I3l/J0L5s4EdINwj66YZ/IoojspOI/zlr06oWl1Oc4O1fFn2ksny6TtKRjbPKjj6cWEy5BakkQAB+4YSPm770pdlzHXZ9KuYT3v/UqlEudKrc80uk/r7u/AiGaFFdvkXJJjMKxVl+O9SGv1Zfx5F+f7bgm9RXVsTqiADz29MuYeehE2z0bpId0ecZEYz10PvhAZ3o/ExNNcezCu667wio+g9SXPoT9zF0Ixkr4mtVXVGtSaXsGxj0vA1egWn25NUEsyrN+ELG5iGwC8C4A4wBuCX3+HQD/JO2BRaQE4LcA/F8AvgHgyyJySCn1f9Lum5BBoNtLeUWMEC9yBck0Ljxxy9P1FYU7D863SqMnTRlny0tsI2k2ibOLdS83Jl12mrxKnyvEl7MP2LF5g9FVIeyWMHX15R1ZRC5bo3+tRu+vbfse9z8JT8JtteWpjsPH91sn2IP0kC6Tmyhx+Zdt7jw2y6zu/n3keBW3Xz/RVngofP/pUl+6kGTCGs7iFCU8SY6murSteuaRy5uYMQpspdTnAHxORH5MKfWlHI79FgBfU0r9NQCIyO8BeDcACmxCwMT+QLEDctKK/3DOcRNp/O5tfRQ3SfMtihPGdwIUFZ6mAiGu2ArWuIybII1ZVFzfccPGjqI0uhzxrpOMuMqXaQmXdt99cN4YJDleKeO1pRXrtfZJk2ci6fnqJmE7Nm9onZetVTbLrOn+feKZM8b0mLZzMAUVA/5GEZcYgGBlIJyC0cRLC7VCGysGFRcf7G+LyB+JyF8AgIi8WUTuyeDYEwBeDP3+jeZnhBAU122jm5heTEUIyEkq/gPLmUt6NyC5373NvzlukhaMPZOfsc3/GEg3AZrZucmaki0WMVcvDLsVRF17gs/uPDiv9Uk2Wb/zipUI3/cfuGFj63dXgnLigbuATiAHwZ7Bc0ZH4A6TVfq+JITdRmZ2bsIjx6ut8zIR5xqS9eT93lu2OLsMAXb3Mtc2uFrTrxw3l6ovgrFiUHFJ0/fbAGYA/BcAUEo9LSK/C+C+lMfWPSs6RouIfBDABwFg48aNKQ9JSH9RRLeNblJkK35SF540JcZdCPwsTcVNKuUR7HZwP7FV8Lz9+omOzBJh0kyAkmSTCFNfVvi7C52TlyBQ7Jo9j7XtKxCicfgKlDgrvM3iaSoyNDtXjbXaxlESwYpS2rSf0WsdBC3eN721rXx8kpSBIwLcM3tS637hk47U5f5xeUYkuX9t1+zA4dPY9aNX4bGnX47NIhLnXpalq1Qg8E2ZbIpgrBhUXAT2mFLqz6XdYrGUwbG/AeCq0O/fC+Cl6JeUUp8A8AkAmJqayiP2hRBSUNJWkNTlcjb5V/ruL5oiDnB7sacpMe7SPlP+5rHyCOorCov1hm+ni/uJrf+nrr4cew+d6lg2j+sDFzEVFXTB91zFZdSwVymPYKkZKAYkC6IMp7YLt9ckhgSNczX17b23bMFdD53AcqSxNovnXQ+eSB0AuqIUntt/c8fnpswxgeU+PNk35Wq2Hxf41JMvtH4Pxt+x51/BwS+/2AqYrC7UMPPwidYxo8TdP7oy8zqSTN5NqS+Ddj9yvBq7yhhcR12av8BdI42LVgdN6VZkY8Wg4iKw/1ZE3oTmM0lEfhrAyxkc+8sAfkBErgVQBfAzAP5hBvslhAwQSa34OiuR7gUfHMN3f2cX660MDQu1elveZts+TYIsEAa6F+vZ869h8qOPY2Gxbp0Y2Kx7gbAOE1QL1LU3KoQf2LWt7TvRUucukxafwFDddU+aT/riksqkSIuuvSbhrwCrf2vwuUve5KDfsjgH02TNx0KflYW1Vl/G7z71QseEqL6ssO/RU97l3E2Wfx1JJu/RAke687Fd87jrGPS1rm2mgj9hdKs89eVGFpOgX7pRuIw0cBHY/xwNC/JmEakCeA7AB9IeWCm1JCK/BOAwgBKA31FKnUq7X0JIvnSrumRaXJaSwy/EuPPS7a++rCDSXq0vTrjrRLSgkbkinK0gbBlerK+0WZ7vPDiPfY+ewr23XBJjcbmATSwr1dHetELYRNpAq6SWvawqIAKd7Z2enDC6mMRZW137LolbkQ6bxdLHZSJLC6vJjdgkJmd2bjL2d3WhZl01iJKHC56tSmaca024r6Nti96TQCMF49pVo62qm6b7Pyzci/isHlRiBXYzy8fbRGQtgBGl1HeyOrhS6gsAvpDV/ggh+dLN6pJpcXXFeKn5Uo47L9P+dELAJhp1PsYKjQIwU1dfjunJRhnnuKwL4WwVQHyZaBvR9maRcUA3YUkTaBXN4esjmpNkwbCVOI+2d8IgbtYZgi19cemfOB91m3Xc5LPvUqo+cJd69cJSm7tUHvnMg7bauPPgPPYeOuVdQdH1+HETi7BIjn7fNgbj3DVcLO6mDDz0s+4NLqXS/1XkdwA4B+C4Umo+n2YRQsIUxWrcT6meXJexrxyvGM9r94ONl/W5Wt07sMsminSl0sP96Do5CLukpLUmho9pE8IuY9E0YVnXdKeJEicAfIRKFAHw/rde1eYeFMfaVSWUS+Y0ilF/7Jmdm9pSpgWcv7jUsqimuYddxnKQoztaTt52LJ3Pvi7ftw6dhTUa72ALhI0jmgnmntmTHYGvJhZq9ZZ/d5qYiyhxKwlRkey68lASccoQFWeBpp91sXBxEZlq/jza/P1mNPynPyQiDymlfj2vxhHSL+QpgItkNfa1QPZyYuCyjB28fHYblpyVupT71pTmbPXoiFY02qyXcf3o4+OaVZqt8bEytu8/Yl3KHh8rO41F04RlRDotmzoBEB03ugIarig0giZ//ytVnL/YuY9VJcHySuP6lkRww/etx1deOBe7ghA992jBGeCS/yuAVPewy1h28T+O9uv51zr7NRDXrr7MATrB/fkTL7f2v3ZVCUopbSxAlPKIYO+tW9r25SquA2r15bZtsnhu2u413YTEdeXhY++7LrZNLs/StEHhJFtc8mC/HsCPKKXuUkrdhYbY3gDgJwH8fI5tI6QvyLucd155dpMwPmbPLxym12XOdXnEw/mEw3nFfZZQSyJt2++9dQvKI51ZRwPrpY64/N66EuImrhyvOLW/pGljQLkkePXCUmzOZKU6LeW6sWgSFucvLnek3rv9er2vaXjcuOYM1xHkd17UiGsAuLh8KQByWSkcffYVZzEfPvcFQxvjinwA9pzIuvLW0SvpYqXU9atpEpF20hYcK7z/8xeXY8V1cF8deO91HRO2pJlfwqR9bprus2BCEhWyLvelQrzg93mWhnOG69pEuoeLBXsjgIuh3+sArlZK1UTktXyaRUj/kLfbRFEKBMzOVfHqhc4MneVSI62Yi9Wx2+4krkE9PkFbujRnH/79k6hHBFxgvdQdf8fmDVqXhR2bN7TaDVyyRK2rlHFxqVOghIWVKYVdSQQfe991bfsbHytDKbSCo86/tqQVW9GcySZLf3QsulrgFYDPn3i5bRlfZ1U1sX6sjLFVo6gu1DAiuvR8l/onrzLswbmPG3Iki5hzYsf5/wOd5a0FwI+/6XJ8/ds1LyulT6BkWp/dJEGZJRE8e/87tX+zPet8fb19/P2j/evrguG68hBHP7nmkUu4COzfBfCkiHyu+fstAD7TDHpkWXMy9OQtgJMWNMmaA4dPayuHrV3VeIxERYKJIlYOC15Suvy0UaL9Pjundz0AzOdqqgoY/lw3ObAtE5syK6wo1ZbxQocpr3EwmQiOa+qZaJ/4TFgWavWWuPcRwJVyqS2LCtDon3AGljXlS4u0aTNfmAIlg3M3DRtbsT2b//9dD57Ad1VGtS4cR599BeOVckfqRBuu911YMMa5JZj+nuQej8uuYco1fscNG9uKu4T/ptujr7+/zrXE1QUjmtbPNYg0SlGMLMQPq8CWRkTj/0Aj08dPoDFmP6SUOtb8yh25to6QPiBvAVyUwBXTw/xcrd5V65gPPj7gwec2Eabrd9uScxY5h6NtNAWrxQlAG7YxHJc5QdcnOiFispK7MlYewfq1q61ib9+j7ekNw5lW4nIY2zBVrwyf+znPc4vz/19WyuoaEwTyAW4+xaZrvHZVCeNjq7TVFW1CMxp0GP57ktWCieZYc7UcB+L6vumtuG96q1OQpctzM85a7JvqLvz9pDEpRTGyED+sAlsppURkVil1PYDjXWoTIX1F3gLYZDUB0ApK60Ywi+0hn8Q6ljdJgkN16cfCrhS6Pradu8kSaHInCF6YSYq3mPymXfrbNobjJk+rR/WhPC55fH2oLyvnbBhhdOLo2j2PxboV6EqK66pLBu3xEZXhgLikxXOi5xbHzM5N2iqEF5dWtP0a5zeuCzoM/r5j8wavoMRKuYQdmzdYXWVWj17K6hJkefn0ky/giWfOtNofPQfb9TKRp7U4aR7qohhZiB+iYpZDReS3APwPpdSXu9MkM1NTU+rYsWPxXySky3Q7W4ZOUFTKJadUT3kc00UkTIQmBt3oK1NO2CQZEpIcRwR44H3bAHRaxcvNdBphsRP0pe77tmtrOn7ge50mb7WrGHUdezo/fZPfsu7VZLp2pj5o7Q9o85uP+36Se8l1ArF+rIy5j9zkvZ0NATruJd31vPuzT6OmCTTU9avtusflFY+6QkT9xnUTV9MzZP1YGRfqK7HZgLJ69nXrueFLUVK1DhsiclwpNZVoWweB/X8A/D0AzwM4j+a9o5R6c5IDpoECm5AGvXoJmB7ycSIhaFfcxCDLl4hJIETFVlps525L4zdeKWPt6tGOc/W9tr7n6dvHcWI0rn02TOPBNI6CcwrcQVyzi4xXypi/1y5qXfM/23DJ1RxtS9AeF///OGyTtPKIaGMoAqIi3ThxRLICMnHj4xpDHEBW+3flntmT2gDkDzTdUaJQ+A42aQS2S5DjO5LsmBCSH70KejEtcQafRUt8A+1LmXHLzlnm+47zW3R9McZ9zxYgWasvG8XiuVq9Q2gB/tfWxz8ziduMa3BgkrEXHDMsllePjhgnJYFPuM7VwUa44Ev4uFkLI10BoSg6X+3pyUZ1T1sxHF2WlCi1+jL2HjqFtas7gyNt4hpAW/o3QH/d01RnjBsfSapt+uzfFVMA8udPvNwhsItUo4AUj9g82Eqp55VSzwOooXFvBT+EFB5bftl+Ji6PclqS9Nv05ATm770JH9+1TZtrGrCLR5983y7t0+WSLpcE519bwjV7HsPug/NteWV3H5zHNZH9ueafnZ6cwIqnODAVovG9trrzNPlnJsmpHs0nHuRijjIikvg+uxByW1io1XH+4lJHbvGwT7iPuAYarjj7Hj3VNmYAtOULBpD6WeEi8kzX0STsgMa5/8b7trXdWyYWavVU6QjDft3RPPJpXvxxz6a01vusnn2ma7hQq3eMiSLVKCDFw6VU+q0APgbgSgDfAnA1gK8C2GLbjpBeM8jWhTyDXnz7TWfhNS3VJgmUjH7u2j5dwOKrFy5lsoi+zsPZEGYePtHa1jX/rOnc1jePayujHcb32vpYY7PIXmJyiQkEku99puvj+rJq5biOnpMp60YcZxfrLSt5tI1ZPStMpeADbFUrbaI4PEkN/rW57mRlDY6uWLm6C0VxeTZNWLKcrGgKHPnu3xXbNYze96b7prpQawWgu5atJ4OHSyXHXwFwA4C/VEpdC+AfADiaa6sIyYBBti7orEtZBfn4WpJ9qjXarK0ultvAV9W1feGqZmOrRmOXyQMCi6ePIDWd2723bMFlazptGeEy2tE2+15b1+ptrtZx2wqBi0Xb5z4z9fHZxTq+ee5Ca1zdeXAe2/cfMVYT9SXcRtOYD47pYs1u5EPvLMQUoLuO4fvHtl10mzihu6yUcyVQHb6rJR+4YWPH58GocH02zezchHKpcyxdXFrB7ddPOFVkTUvcNdQVVNIhQOuZuFBrTOx6Uc2W9BYXH+y6UurbIjIiIiNKqSdE5NdybxkhKRn05PxJUz7F4dNvvhXGbCkHFzUvtmjRC1M6Olu7Xf8e5exiHeMGa5buxWqzJLtWQAzvK4k/eNzfZ3ZuwsxDJ9omGuURabP+uVhzw+0zFalx7W9TykKg022gulBDeURQGhEsO06WbARttIlVF2u2LUgxmjUkzL5HT1kts3HXxsTaVSWsCqW18yWoKBocMzymbr9+oq3ypksKQxemJye0MRz1FYUnnjnTlQwece5HLgWV4vzUWYFxeHAR2AsichmAPwHwaRH5Fhrl0gkpNEzOnwxTv42IdLg0JJnEuOZHHq+UsffWLW3C1SYY4q5rkuIXgS9wWJAG1qnt+484px3MYizGCV9nN4eokTD0u0ko2kRB2nPz9WSoryiMN5fdA2E+XinjXddd0VFYJI4gaDKNKIqb+J1drGtdgWbnqrFZUC5bM9q2nWtBp/MXl43VRV0I/MF1Y+qR41WtxTiLCb+pWE+3jCK249gKKoWDdF2G86AYeYgdF4F9AsAigN1oVG5cB+CyPBtFSBYMQnL+XqSAMhWJWFaqQ7BlIRxNomHt6lEnMQ+4Xdck1qawL3C01HHgthC2pppErc9YNF3zuNUCl9UEnYUu7KqSZIUg7X3mWwEx2EaXgjBqRTXl2Q630VYCPozp/PcesluhAWDmoRONKpOL7Xmf41iItL3bQtN3hSotJv9nU0Bw1pieZyURqxvKBU1u8bjjkMHHxQd7h1JqRSm1pJT6pFLqNwH8aN4NIyQtefopdwNf/+asjvnI8apRcER9a30yWJhwtYKbXkpxL78A3Xh4YFcjM0M0Y0WYhcU6ju650ZhFIeqqoPM/dh2Ltmse10+2gCvd/6P7SLpCkOQ+C/t4jxiyktgwZSyJ+qJHBWqYoI2uolV3zNm5qlP59/qK6vDDdVlNifZ5t4RZcJxuu9mZhkKCIZII0/NMV7ApGMN3Hpz3WjXpNyMPSY7Rgi0i/xTAPwPwJhF5OvSn14FBjqRPyMtPuRt023pkOmaU8Ms1yN/7madexLJSKIng9uv9+tzVCm6ylPpMmmzjweRDGyc2dOi+6zIWbdc8znXH9HcBWoLQZLGPK3cfJwp87rOo20GSbBeuGUtMfRIOHHR1HdIdM2nAdK2+HJvpQ9fnrjnJ0xA+brfd7EwTouDzvFf0XDPyuPrCC8AsIkOMzUXkdwH8AYD7AewJff4dpdQrubaK9BRWpuotcWm7bEIo7bXzzeMbWLwDobCsFB45XsXU1Zc7H9fVxSCv4iDhfXdUv2vmzQ4sra5iMKkAsVkMH9i1zZge7+7PnsTt109oC5UoXBKCpoqPtlLVrisErrj6EevQFVuxTTpdxtaOzRusBV50k5LgmGksuUGmD59qkrrUk+cW6/BzUDATPW633exsgr5baVeTToSj9Lq0Ouk9RoGtlDoH4ByA93evOaTXDHLu6H7AxTJiEm9ZXLs4a1705ZqFld1HOCfNrpGkHdG82T6W1qQCxCYwgvaZghA/f+Jl435tQlDBPMHwXSFwIY0oNSUOsWVjAcxja3auis889aJ225IIPva+66wZYJIEzgasb6YbDPo7GtRrInwPbN9/xKlc/Fh5BLX6itUvPSoIg3sqbG03Cf+sjDI2Qd+LFT0TcWOYbiAEcAtyJENEkR5i/UjaF02cZcT24M7i2tkCAXUv16x8NNO48mQ5KUwiXqKMNwOygkITPmXYd2ze0JEJI3zNbSn/bL7AwaTM5C4R7BvIboXAdC+kEaUmbCsGtkmZLahzRalW8Khp0jOzcxPujCl8M14p4/zFpbbg0nJJOooPvbbkb4e23WcSamNc1p7oc0XnxhN8J85dwnb/6cYE0D7mTGkAfVNd5oltDJsmIWT4oMAmbQx67ug8yULo2fo57sGdxbXzFVlFSIWY16Qw7lpEs4oADaHyruuuwMzDJ1qCKlwZ0iZ0ghRoJoERkESgBkImTlhlFbMwO1dty7ddXahh5qETrbbsPjifqux2mKTWQtegTptV1ZS7OSCwCkeF5fnXljq2cRmz0f2Ysm7Y3BNc7nFb4Z0Dh0+3fd/1/tON95mHTwAKbePElAawCM+aAN2YKI8ILlsz2goYBrjqO+xQYJM2ivQQ6zeyEHq2oKw4f76srp2PyDIFXS0ayoDnQV6TQlvKrpcWaphoWpyjYnjfo6e0qfD2PXrKScR85qkXtVkLAkyCb015RGtxXz9W7jhulj7s4ZiBwJVApDO/dX1FYfeD84CKzxUcFErRnU+lPILL165OfQ5x4yMothInSPfeusVoxTaVHE9SnEcnUEua7DfR4kxJrretHVHDgev9pxvvuqIupmdmkdKuRsfEmqYLTjBe6VpJAApsEqFID7F+Iwuhl6b/87p2tpd0S2RErHhnF+tey8RpXkJ5TQpNk4dwNgmdtc0ktqJi0TQudPnGw5gEH6AP0lSqIeiC72UZeGXKCGJyV3d1Y7cVSVlaUdYxYxpf0c9tFSSBS8VWAPuk02bFtpWm9x2zOoEaTREpQCuLj2lF7aFjL+DPnn2lLZ+7a377gLAIjgtMDPrcZ8XClIUHyCfIOQ7TmAr6Wee+QtdKQoFN2ujlQ6zfyULopen/PK6da9nsA4dPOy155xFEm9fEItqfuiwitfoy9h461WbBdcUm8ML71V3LY8+/gm+euwAF4JvnLuDY869g6urLsTpUHnvtqhIuLq20rkseVrU0GUHiMInsoDCOza86Or6OPf9Km297UHK9XBJjaWyfifHeW7c4+TUH13Ndpdxx7Lgx69IehUsTA9MKydFnO5OARe9Vl3SAQXtM99+OzRsSpxS05Vzv9rso7pllK1RE18rhhgKbdNCLh9ggkJXQ8+l/nWUlSwul6SW991C7u0OaZWJfS889syfb8m6//61X4f7btuaWvi/Yj2lZf6FWd8o0Mh6qRjc7V8WrF5asxw7vN/xSP/b8K21p5ZaVwqeefAGf+fMX2yyaixeXjenlkvSNbqxlHazoSnhchdtlmgQF4yVMUHL9OxeWrPnP43DJthEVaQu1OsojgvVjZef8yK6+99WFGrbvP+J9baL57QFY04UG/WOa2LtMvkojghGgLdizaCumcc8sm4ima+VwQ4FNSEZ02/rfjZSKppfHQq3e5mPtar1P60Zzz+xJrbgEkHvO2TTZL8ojgr23bmn9fuDw6TZR4ULwUv/muQvav0fdBbK0qpnGmi4vdTcIxpVr0RrT5+dqdWN+cZc4AtdsG1r/4xWFsVWjmPvITTFn28C1yIzAXLHTRtSlw+Z65BIca8r6EWYEwK63XIUnnjnTWgEKV0LN+tmZxD0t7pllK/BUpIkC6T4updIJIY5MT7aXas5zJcBmWcmKOJ/QANeS6Taf1DDhUtrh0tSmnMWmz10xHS+M7hxdmBiv4MB7r3Oy+Mfx0kItUeXDMEmsaqaxZhPX5ZJgvFKGoGG91wXkJSE8rlxdVEyuO0F+8ftv29q2wgA0fOZnHj6BbfseN44L13swqww/99+21eqGZKrUGf676fPApaPa9JcOT9jvv20rJsYrEDTGs0tudJdxVl9ReOKZM617KxzfMPPQCUx+1Nz3vgSToej5xe037pmley4IgDtu2MiV4CGHApuQPqUbKRVdfUKDl3/cS9hFiNtehL4WShdcX7y6cwyKhZiYCC2Xh4VC0qXjK8crXn7eUZIuv/uOqZIIDvz0dZi/9yY8t/9mzN97E163Ov2CaXRcubSrUi7h/W+9yjrupicnsFbTvvqywkKtbhwXrveg68QyjunJCXzsfddpJ3rrx8pWcT0xXsEdN2w0isEnnjljdYXwNRzM7NxkFPRhgrR2Ogv/2UVz3/uS1CAR98zSPRce2LUN901vTdxWMhjQRYSQPsWUA3ddxS76fJienMC+R09pg/Gi4sDFdzxNDt4Dh0+3fFyj2ERn3LKwj1949BzvmT2JTz/5glHYLCxe7MgHHZQ1jxaUCVMeEUCgDYJ76NgL2kA1HWtXlTA+tsp47lll3Ahjqv54zlIIJ471Y2WtK0Wc2064zPvU1Zdbx4GLWI+OC1fXKN/4DJfMPbq/m3yvw2k+Tf1gijEw9W/cfTU9OYFjz79ivT+ARl8l6XtfkhokXJ5ZjFsiOiiwCekjwi81k3koiYHT9rK895b4DAk+xL2MbC/CO27Y2OaDHfD+t16l3cbFT931xTs7V22bbIyVR1BfVlbxoMuEUasv44lnzrQFZq6rlCGCtoA3QP9S93EBOn9xGb/6nvZgu6DC5LpIhcE0GTfCrCnrF0ZdfNjXriphRaFjrN17yxbtGJ3ZualtAhNluVmNEWgfd8G+dh+cb+3L1cc+PC58hHM4w8v6sTLuvUVfFt01c49uW5f2mLa1+RIHluOg/8fHym2VKE3xH/dNb20JelNhpmCFx7fvfUmT5clFQGedfpT0Pz0R2CLyXgB7AfwggLcopY71oh2E9BMdJY4NWufsYr0t77HLi8H2Qg+2D4vL1aP5eZfZXoTBsms0i4hpOdbFOu3y4p2dq7ZVZwSAxbp/aeuAlxZqWstYVHTprp2vyJh56ETr2oUFjm71Iy7jxtrVo7FCyJQDPU4MA0C5NIK9t26JDbQLrwTE+SFEAxVN4z1uVSEgPC5crJu60uQXLGMnTaadNIHWpgqbCo17/0J9pdUu3WqGy6qPTYS6BHCmycqRZ42HbgSck/6jVxbsvwBwG4D/0qPjkwFhmKwGPjmHo0FKJkuZyXKke1mGRcFCzVxIJi1xL8L7prc6+ze6WKddXrwHDp92st66EmRsSPJStlkadS0MfFlh+HsUkz/7Qq2Oc7W60U0njG782NyNAs7V6lpr4fb9R4xVL+PaEm2HScBGVxWiVlpAL8jirJu+gjltbEVSd4XpyQnnIkkmXNwtdG2LTgyiqytAejGcZ5anLNKPksGjJwJbKfVVAJAUwTqEDJvVIMnyqOkhr7Oq2Y6X9AViSvsV99nt1090lCB3uabR45n81H2tkFkXjNixeUNs0JWpPaYJwe3XT2jdZ3yxCWgF94BSXZ8txAg1k4XSVvXStx02ARsVgFlM4H0Fc9yKSp5GhYkUqSiBdPEfefR93DGyohsB56T/oA826VsGzWoQ90IxvXhLIlhRZl9g3UPexRoeFjtJXiC6CVDUQlZdqOFfHZxHKeTfaypBHofueOWSoDwiqa2QaXJg6wgmDzqCiWL4PHYfnMedB+dbWUlMhXWCfMJpGBEFF2N9nCVbJ5Zt/WizUNrGfpzIjrbDtC+dOMxCkPn6/uomUEFu68mPPu7k+5yUHZs3dAQlVsolrB4d0U5Uo2RpM+unwMEsqviSwSM3R0oR+aKI/IXm592e+/mgiBwTkWNnzpzJq7mkDxkkq4FLqjhTuqiPve86PLf/Zkx4pAKL66Oo2EmSZszVpWUF6HC/SJLPW5vqa1nhsjWj3jl8o8zs3IRyyU892L4dCGMdQbGNMEHvhAWVLm1a0lzdYVxdy1eaFQt1mIpsmNo3Xilbr4tp7OvS70W/E23HzM5NjSwtERZqdWzb97hTKjiXvOlxbTdNJsJp34B215+zi/UOH/asct/PzlXxyPFqm7gWALdfP4G9t25xGldxKxSDiu81JsNBbgJbKfU2pdQPa34+57mfTyilppRSUxs2bMiruaQH+LykdGSVW7YIuORojcs1bXrI79i8oaOfbX2kE6FJXiBpJzq+2xurTi7WUxf/mZ6cwIGfvq4t7/V4pWzNg32lJU92YHXW9amrf7OpneExMl4pd0wMgt/S5NMGGuewY7P+mfzjb7rc6GsbHcMf37UN8/feZL0uprF/3/TWjvNdP1a2TqamJydw2Rr94m0QW2B7FvkWLIm7b03bHN1zIybGK05+81kYFXTPIIXGakv0HGyFe4aRaP+sHytj9egIdh+cz6RIDulP6CJCekIW/tN5RoV3G1drvG3ZVOdLvGPzho6Ua6aMCab8xaZ9x/lEpnWr8H1Z571Mq+t7my970JbSiLSVMQ8mPYGgCdwcwkVp4vrNJqhcfVlNeY9dCKdX0/H1b7u3zxVbgJzv/myW1jg3sySuaa5tjF4r1/snizFuc1kKMrGEs4EMyrM3Kbr76uieG4cuNoiY6VWavvcA+A8ANgB4TETmlVI7e9EW0huy8J/OMyq822QlDoOXYPDw1wW96TImuPSdr5DRTYBcSfKyjptwRfNYj1fK2HurPhexK+ExaBJDyysK68fKrRzX0UnPslKtdrqmLPMZF6br5iPg1o+VMbZqtGOs7DZkncjTTSuL4Le4c7e1P0vXtPC56PKSx5U+BzrHeNK+sfWJLg83MBjP3iTYRPSgxQaR5PQqi8jvA/j9XhybFIOsXlL9FAhjI0trvGuGkLz7Ltj33kOnrAFS5ZJg149elShriO54psqE0TzWC7U6Zh460bZtEoJ+vHbPY0YxNLZqtFWJ0JRyLngBR0W7qThHWlwnQEGhl7D1cu+hU8aUbkB+rgJZWQfjzt3W/qwmw9Fz0d0jCp3pF8slwdpVozhXq3eM8TR9Y+sTU9rFQXj2JsEmogcpNoikgy4ipCcw6rqdLC1CvhlC8iRqUQ/yCyuFDoGQ5fGimPJY11dUZpYlmwUw/HK1vYCjFsiP79rWan/WlsKokA9cVcY1VSXD4jquWEyergJZWQeD7+rycse1P6vJsGsQsELDbzvu+qftm+A7polTNwVi0esb2O5hvttIAAU26Qm6l1R5RLB4ccmrCuEgkZVFyDdDSDfotbUryZK/L6ZKeED7y9WWJk5ngbz/tq04uufGTNpoQgC8cd2a2HvuwOHTVnE9kfN9m6V1UDf5c3WVAtJPelzbPDFecbr+PhM3U3unJyeM7k7dEoj94MNsE9GDFBtE0kGBTXpC9CUV+B8G1qQiPlT7BZslNQ8BZHt5F8USZeuTLIRDcJ466Rl9uZpewCLI1Xczei1MAbCA+Z6ziUIBMp0I6MZOHtbBJJO/LCaMLj7wPsLMd+IG6K9zrwViP/gw2/po2P3TySVEOVblKgJTU1Pq2LFjvW4GyYHt+49oXw6u1htyCVOEf5L8z0mOFfiILtTqWv/haDu6IcJ1PthAY9XkwHuvS3U8XR8E522a0OjO2WT9FgDP7b85cdtMvtymADrbPWe6T+O288U0hnXZbwTAHTdsxH3TWzM5drfQ3jsjgsvWjGrdc+L2ZXJ3WVMe0ZY6t12vXk6MTbEMae6DPCiK8YDki4gcV0pNJdmWFmxSCBgYkh2+FpQ0LwpTcZcgYCv6ooxaonTLwTMPnWiJhWgKu6QvMJ3PreCSD3b4O76Y8gfbBIzOAmoKBl1XKSe6RtG+jV4Ln8qfATM7N2l9sMslyczCOTtXxV0PnujIBx5kv7n9+om2aoMKwCPHq5i6Wp97u0hEr+Pt10+kDu41BTUHWXKSZHoxpaTshqDsFx/mXru9keJDgU0KQT88VLtlac3iGD55d3XLx8eef8XpxZ9kAhTeRivQV1RLBAciy9dlyNSPWWRbsJ2Py+em9pnqvtSXVxK11zWILortntNlhlk/Vm7LMpKG4NqYiu28tFDDE8+ciZ24ZUlW96Ru3D1yvBq7shR3fNN1Xrt6NDOf6m76RffaRYWQrMitkiMhPhS91Kxv9baiHiOKyd/x00++4NSOJBOg8DY+Ar1WX8ZdD56IrfwZ1497D52KrZrpg29FUVP7dMv4AHD+4nKi9rr0bVTTx91zgdg7V6u3qjDOfcRehdGHuEnBlc1sGjryWO3K8p50qdaa5Phx/ZHFszVJ25MyPelf+ZKQIkKBTQpB0R+q3XjBdPMlFmB6OZsshFF0L28bgoZIcCnZrmNZKaPQmJ2rYvv+I7jz4LyxH2fnqsac3NWFWqx41+ErYEzX2Zc4QRnXt4JGSXPXe85VbAbXIUlf2s4p6FPfCU0afO9J27knmRi4HD+uP7J4tnbbhW96slEq/rn9N+Ponhu17ipJxxgh3YIuIqQwFNmnrRsvmF74oftU89O1Iy53LnApmC4cVGcr2e5K2C3AtbhO3GQlLBwBt+VvX5/3rK5nnKCMK6aiAHzlhXPOYsslu0NaVwLTeCyJtLWzWy4EtvLh2/cf6ciYYzv3JG5wLs8EF5eKtM/WIrnw9UMaP0IAWrAJcaIbVrMsjhG17Nwze9Jq6dFZXw2uwMZ2TE9OYMLwt5IIHti1DRPjFa1VPCjZnpRqM8fvXQ+ecCqu4ypufVcO4ixu0XboKBmcsMcr5URL/FHLpW7/PufpIvbSrsKYVkRet+aSLaibq122ey9qwY879ySuGi7PhG70R5Fc+JK62tDiTboNBTYhDnTjBZP2GLol/E/F+FLrXs533LDRux2mtn/sfY0UeDZxZhPocYjAGhQXbovNvcDUtjww9dX733qV9vO9t25JLKDCwn/FEjjogovYcxHhJrET+HfX6ssYicwFFmp13P3Zk60JY5AZ44Fd22InNGmIc4EKC7s4a/fug/NYUx5pVMqE23V0fSb4TPCSUCQXPt+Vvl7EthAC0EWEECe6UTwg7TFcskbosi3olo+nrr480+p2cUvMpmXu4CV+zZ7HtMdVKt5/OZriL86VJGBdpRz7nSTY+srW73kVNnGddLi4IqyrlI2pBgF71pqwq5CuWGQQfBt2M9p9cB7Hnn8ltxzY4WtlcqUKhJ2pf4O4AwA4u1hHpVzCA7u25eJ+lCdFceHzHcf9ULiGDCYsNENIjnSzGIGpQEOUXhRscCl+Y+srW4ETE6biOtHjLCxexPmLnYJ7/VgZcx+5yfdUC0sWBYjixvPkRx/XZkMJ+tJ0HYN850kQwFmwpiGuGJat4JBpG+KP7zjul8I1pJiw0AwhBaTbwTiuAYvdDkwKL/3bCsfYLGQm66mpSl00KC5M9DjXGqzjC4a0ef1KFtbQOCumqc+Cz03L+EnFNdAQsHlbI2fnqli8uNTxediCr+vfOKs38cd3HBcpQJMMFxTYFlgKtXj04pokPWbWS5Nx7YjLGgF0JzAp3M51lTLOX1xqlShfVqrVBl9hB3S+VAF9Rgkfq2wvX8DdHs++y/y+7YvrS1uWkDiRbbIGA50+3ln2aVylRNsk0WT1prhLh884ZuEa0isosA0wFVDxcL0mWb5g04yDLNPuubRDJ0J3bN6QuhRzmnbq/HGTTjJsL9U013vH5g1tvr1A9yYiRX7GJGlfnJgx/V2XrrFcEqxdNYpztTquHK/gmtdXcPTZV7THDQRrHn0aVynRBsVd7ymSHzsZLiiwDQxqYEQ/W+W7kYc3yTFNZGkZdW1HHoFIPmPGtTx3lkvkac55dq6KR45X28S1ALj9+vwDuor+jEnSvjgxkzTAE2hYg3UI0BKsefRp3ETZdn9Q3BWDogRokuGCAttAL4p+5E3RLWZxpM3Dm+Qc04yDLK1XvRqPPmNmdq7qHIhYFPcL3XhRAJ545kzqfcdR9GdM0vbFiRnT3+O2s1UdDbbLo09tE2XXlaV+eL4SQrKFebANdLMcb7foRSnuLMkqD2/WxzQRzh0LNPxMwyW7u9WONLiOmdm5KmYeOuG8X5/c3kkKRLjmvk0yXrLKq1v0Z0zR2mc67kRT6G7ff8Too52mzbZc1P3+TCWE5AcFtoEiVa7KiqJbzOJwuSZZi4K042B6cqK1jyCIK06Q6URlr8aj65jZe+gU6rrkxRrGK2Uni14aIesqfJKMl6xEVdGfMUVrn6k9OzZvaI0THWnbbCuy0u/PVEJIflBgGyhS5aqsKJpFyheXa5K1KMhiHPgIMpOoBNCT8eg6ZnTBjDqCyoQupBGyrsLHJtpMlvO0oiqYQCWp7Oez/7RloYv2DDS154lnzhj9/rNq8/SkvlJivz9TCSH5QR9sC4PmOzcIEe0u/p1AtkFFaceBjyCzico8S0KbyGLMTIxXEl2LNELWNcA0PF6qC7WWG0+0YmDYrzZN8GrUZ9e3sp/v/tPGWRTtGahrT1A2PYoAuRZzmZ2r4vxr9tzYhJDhhQJ7iBiWiPaiiQIfQVa0JWfXMbN+rGys4BcnckwBg2mErM/EIDiX8Pejzi7hQNk0k468M4cUPTNJHvQij7kpN/b6sTLuvWXLwPY1IcQdCuwho2jicxjwEWRxYqEXaRZdxsy9t2zBzMMnWgVlgEYe43tvsbuD2CyuaYSs72TSJb1gMMlJM1HNewJVtAlaN+jFypxpvIytis+NTQgZDiiwCckZH0FmEwtFTrOYVHTGucQk2We4TWndUcIEadnC7fF17cjb2jqMZaF7sTI3jBMZQogfFNiEdAFXsWcTC9v3Hyn08n+S1ZE4odKtFReTMA0IZ6tIM8HJ29o6CHEWLuhWcvL0t44yjBMZQogfFNiEFAyTqBxEq1lRhIpOmAoavtgTTQGXhX9z3tbWYYiz0K3kzDx8AnsPnWqVVc/7nIdlIkMISQ4FNiEZ0A3f6KKI0SwpilBxEaambBW+E5y8rfKDHmehm+jUl1UrVWQ3XKeGYSJDCEkHBTYhKemWb3RRxGiWFEmoxAnTQZzg9CMuE5puuE4N+kSGEJIOCmxCUtKt1GhFEqNZ0i9CpagTnF5kluklcf7yAf3sOkUI6X8osAlJSTd9o/tFjA4iRZzgFDmzTF7oJjo6uLJACOklFNiEpKQorgPDZsnsBUWb4AxjYZnoRGd8rIxXLyyhvnIpB3sRVhYIIcNNTwS2iBwAcAuAiwCeBfCPlVILvWiLKxQvxERc7upujJthtGTmQb/d54OYWcaF6ERndq6KvYdOtQId15RHetU0QggB0DsL9h8CuFsptSQivwbgbgD/ukdtiYXihdgwuQ4A6Nq4GUZLZtbkdZ9nLdrD+xsRwbKKFnYfTveI15ZWWv8/u1jnM5oQ0lN6Ms1XSj2ulFpq/vokgO/tRTtcsYkXQoDGS/zonhvx3P6bcXTPjZienOjquBlWS2aW5HG9AtFeXahBoSHa7zw4j8mPPo7ZuWrq/enE9TC6R/AZTQgpGkVYR/sFAH9g+qOIfFBEjonIsTNnznSxWZegeCFJ6Oa4MVksh9GSmZQ8rpdO+AGXLKy+Itu0v5IIBI2iOPfftnXorLZ8RhNCikZuAltEvigif6H5eXfoOx8GsATg06b9KKU+oZSaUkpNbdiwIa/mWqF4IUno5riZ2bkJlXKp7bNhtGSmIY/rZRN4SSyspv2tKNW2ejJs8BlNCCkauQlspdTblFI/rPn5HACIyM8BeBeAO5TSrHMWCIoXkgTduCmXBOdfW8K1ex7D9v1HErkJ6JienMDt10+gJAKgYdG8/fpiZbyYnati+/4jmZ97VuRxn8cJPF8LK4WkHj6jCSFFoycuIiLydjSCGm9VSi32og0+TE9O4P7btmJivDLUy7DEj+i4WT9WBhSwUKu3/HGTuAnomJ2r4pHj1ZZP7rJSeOR4tTAiVueLnNW5Z0Ue97lO+IXxFcYUknr4jCaEFA3phfFYRL4GYDWAbzc/elIp9aG47aamptSxY8dybRshebF9/xFtvuyJ8QqO7rmxK/vuVRq6PM+96ERTyAVUyqVEIrDfUgkSQki/IiLHlVJTSbbtSZo+pdT39+K4hPSSPAOxXPbdy3STgxqE5iJ2g5zNWQnjohW7IYQQ0gkrORLSJfKs+Oiy717kyg5EpWmdrJ99h30nLBTGhBAyPBQhTR8hQ0Ge/rMu++62FTnsd62j332HmXuZEEKICVqwCekSpoqPWVg1XfadlQXd1dXBlLMZaPhe97vv8KC6vRBCCEkPBTYhXSRPN4G4fc/s3NTm0gD4W5F93CJMQlOAgQhszNPlhxBCSH9DFxFChoQsUpn5uEUMes5mpswjhBBighZsQoaItBZ0H7eILCzmRSZPlx9CCCH9DQU2IcQZH7eIYRCgzAxCCCFEBwU2IcQZX6s0BagZFowhhJDBhQKbDCUUN8kYBqt0N+hl0R9CCCH5Q4FNhg6Km3TQKp2eXhT9IYQQ0j2YRYQMHSwQQnoNc2gTQshgQws2GToobrKDrjbJYA5tQggZbGjBJkPHoOdn7hbhUugKl1xtZueqvW5a4WEObUIIGWwosMnQQXGTDXS1SU4WRX8IIYQUF7qIkKGjiJkw+tHVgq426WCwKCGEDC4U2GQoKZK46desJvQjJoQQQvTQRYSQHtOvrhZ0tSGEEEL00IJNSI/pV1eLIrraEEIIIUWAApuQHtPPrhZFcrUhhBBCigJdRAjpMXS1IIQQQgYLWrAJ6TF0tSCEEEIGCwpsQgoAXS0IcaMfU1oSQoYPCmxCCCF9Qb+mtCSEDB/0wSaEENIX9GtKS0LI8EGBTQghpC/o15SWhJDhgwKbEEJIX2BKXdkPKS0JIcMFBTYhhJC+gCktCSH9AoMcCSGE9AVMaUkI6RcosAkhhPQNTGlJCOkH6CJCCCGEEEJIhlBgE0IIIYQQkiE9Edgi8isi8rSIzIvI4yJyZS/aQQghhBBCSNb0yoJ9QCn1ZqXUNgCfB/CRHrWDEEIIIYSQTOmJwFZK/V3o17UAVC/aQQghhBBCSNb0LIuIiPwqgJ8FcA7ADsv3PgjggwCwcePG7jSOEEIIIYSQhIhS+RiPReSLAN6o+dOHlVKfC33vbgBrlFL3xu1zampKHTt2LMNWkqIxO1dljltCCCGE9BwROa6UmkqybW4WbKXU2xy/+rsAHgMQK7DJYDM7V8Xdnz2JWn0ZAFBdqOHuz54EAIpsQgghhPQNvcoi8gOhX28F8Ewv2kGKxYHDp1viOqBWX8aBw6d71KJiMDtXxfb9R3Dtnsewff8RzM5Ve90kQgghhFjolQ/2fhHZBGAFwPMAPtSjdpAC8dJCzevzYaBfrPp07SGEEEIu0ROBrZS6vRfHJcXmyvEKqhoxfeV4pQetKQY2q35RBGy/TAIIIYSQbsFKjqQwzOzchEq51PZZpVzCzM5NPWpR7+kHqz5dewghhJB2KLBJYZienMD9t23FxHgFAmBivIL7b9s61FZQk/W+SFb9fpgEEEIIId2kZ3mwCdExPTkx1II6yszOTW3uF0DxrPp07SGEEELaoQWbkALTD1Z9uvYQQggh7dCCTUjBKbpVP2gbs4gQQgghDSiwCSGpKfokgBBCCOkmdBEhhBBCCCEkQyiwCSGEEEIIyRAKbEIIIYQQQjKEApsQQgghhJAMocAmhBBCCCEkQyiwCSGEEEIIyRAKbEIIIYQQQjJElFK9boMzInIGwPO9bkePeAOAv+11IwYQ9ms+sF/zg32bD+zX/GDf5gP7NR/C/Xq1UmpDkp30lcAeZkTkmFJqqtftGDTYr/nAfs0P9m0+sF/zg32bD+zXfMiqX+kiQgghhBBCSIZQYBNCCCGEEJIhFNj9wyd63YABhf2aD+zX/GDf5gP7NT/Yt/nAfs2HTPqVPtiEEEIIIYRkCC3YhBBCCCGEZAgFdkEQkfeKyCkRWRERY/SqiLxdRE6LyNdEZE/o88tF5A9F5K+a/67vTsuLj0vfiMgmEZkP/fydiNzZ/NteEamG/vbOrp9EAXEdcyLydRE52ey7Y77bDyOOY/YqEXlCRL7afHb8y9DfOGZDmJ6bob+LiPxm8+9Pi8iPuG47zDj06x3N/nxaRP5MRK4L/U37XCBO/fpTInIudH9/xHXbYcehb2dC/foXIrIsIpc3/+Y3ZpVS/CnAD4AfBLAJwP8GMGX4TgnAswC+D8AqACcA/FDzb78OYE/z/3sA/Fqvz6koP7590+znb6KR/xIA9gL45V6fR9F+XPsVwNcBvCHtdRmmH5e+AXAFgB9p/v91AP4y9DzgmL3UT8bnZug77wTwBwAEwA0AnnLddlh/HPv1xwGsb/7/HUG/Nn/XPheG/cexX38KwOeTbDvMP779A+AWAEdCv3uNWVqwC4JS6qtKqdMxX3sLgK8ppf5aKXURwO8BeHfzb+8G8Mnm/z8JYDqXhvYnvn3zDwA8q5Qa1qJGrqQdcxyzZmL7Rin1slLqK83/fwfAVwFMdKuBfYTtuRnwbgD/UzV4EsC4iFzhuO2wEts3Sqk/U0qdbf76JIDv7XIb+5E0Y47j1Y5v/7wfwGeSHowCu7+YAPBi6Pdv4NIL9XuUUi8DjRcvgO/uctuKjG/f/Aw6b6pfai5z/g5dGVq49qsC8LiIHBeRDybYfhjx6hsRuQbAJICnQh9zzDawPTfjvuOy7bDi2ze/iMYqQYDpuTDsuPbrj4nICRH5AxHZ4rntsOLcPyIyBuDtAB4Jfew1ZkdTNJR4IiJfBPBGzZ8+rJT6nMsuNJ8xDQzsfeu5n1UAbgVwd+jj/wzgV9Do618B8DEAv5Cspf1FRv26XSn1koh8N4A/FJFnlFJ/kk0L+5cMx+xlaLwE7lRK/V3z46Edsxpcnpum7/CZa8a5b0RkBxoC+ydCH/O5oMelX7+Chgvjq834ilkAP+C47TDj0z+3ADiqlHol9JnXmKXA7iJKqbel3MU3AFwV+v17AbzU/P/fiMgVSqmXm0ub30p5rL7C1rci4tM37wDwFaXU34T23fq/iPw2gM9n0eZ+IIt+VUq91Pz3WyLy+2gs0/0JOGZT962IlNEQ159WSn02tO+hHbMabM/NuO+scth2WHHpV4jImwH8VwDvUEp9O/jc8lwYdmL7NTSRhlLqCyLyn0TkDS7bDjk+/dOxku07Zuki0l98GcAPiMi1TUvrzwA41PzbIQA/1/z/zwFwsYgPCz590+Fz1RQ4Ae8B8BeZtq5/ie1XEVkrIq8L/g/gJlzqP45ZMy59KwD+G4CvKqV+I/I3jtlL2J6bAYcA/Gwzm8gNAM41XXNcth1WYvtGRDYC+CyAf6SU+svQ57bnwrDj0q9vbN7/EJG3oKHlvu2y7ZDj1D8isg7A30fouZtozPY6qpM/rejU96Axu3oNwN8AONz8/EoAXwh9751oZAt4Fg3XkuDz1wP4IwB/1fz38l6fU1F+TH2j6dsxNB5S6yLb/y8AJwE83bwZr+j1ORXhx6Vf0YjWPtH8OcUxm2nf/gQay5tPA5hv/ryz+TeO2fb+7HhuAvgQgA81/y8Afqv595MIZXIyPXP549Sv/xXA2dD4PNb83Phc4I9Tv/5Ss99OoBE8+uO2bfnj3rfN338ewO9FtvMes6zkSAghhBBCSIbQRYQQQgghhJAMocAmhBBCCCEkQyiwCSGEEEIIyRAKbEIIIYQQQjKEApsQQgghhJAMocAmhJABQ0R+SkQ+3/z/rSKyx/LdcRH5ZwmOsVdEfjlNOwkhZFChwCaEkD5BREq+2yilDiml9lu+Mg7AW2ATQggxQ4FNCCEFQESuEZFnROSTIvK0iDwsImMi8nUR+YiI/CmA94rITSLyJRH5iog8JCKXNbd/e3P7PwVwW2i/Py8i/7H5/+8Rkd8XkRPNnx8HsB/Am0RkXkQONL83IyJfbrZjX2hfHxaR0yLyRQCbutg9hBDSV4z2ugGEEEJabALwi0qpoyLyO7hkWb6glPoJEXkDGqWn36aUOi8i/xrAvxKRXwfw2wBuBPA1AAcN+/9NAH+slHpP0xp+GYA9AH5YKbUNAETkJgA/AOAtaFQ4PCQiPwngPBqlhSfReHd8BcDxbE+fEEIGAwpsQggpDi8qpY42//8pAP+i+f9AMN8A4IcAHBURAFgF4EsANgN4Tin1VwAgIp8C8EHN/m8E8LMAoJRaBnBORNZHvnNT82eu+ftlaAju1wH4faXUYvMYh5KfJiGEDDYU2IQQUhyU4ffzzX8FwB8qpd4f/pKIbNNsmxQBcL9S6r9EjnFnhscghJCBhj7YhBBSHDaKyI81//9+AH8a+fuTALaLyPcDQNNH++8BeAbAtSLyptC2Ov4IwD9tblsSke8C8B00rNMBhwH8Qsi3e0JEvhvAnwB4j4hUROR1AG5Jc6KEEDLIUGATQkhx+CqAnxORpwFcDuA/h/+olDoD4OcBfKb5nScBbFZKXUDDJeSxZpDj84b9/0sAO0TkJBr+01uUUt9Gw+XkL0TkgFLqcQC/C+BLze89DOB1SqmvoOGqMg/gEQD/vwzPmxBCBgpRiit+hBDSa0TkGgCfV0r9cK/bQgghJB20YBNCCCGEEJIhtGATQgghhBCSIbRgE0IIIYQQkiEU2IQQQgghhGQIBTYhhBBCCCEZQoFNCCGEEEJIhlBgE0IIIYQQkiEU2IQQ0geIyB0i8niv25E1IvLzzeI4pr//gYj8XAbH+SkR+Ybhb9eIiBKRUcPf94rIp9K2gRAyPFBgE0JIApqC7Ptz2neH4FNKfVopdVMOx/opEVkRkVcjPz/msK1VmGaBUuodSqlP5rV/QgjJg9weioQQkhUiMqqUWup1O3zosza/pJT63m4fNE9hTgghvYQWbEJIIRGRr4vIvxaRpwGcF5FREblBRP5MRBZE5ISI/FTo+5eLyH8XkZdE5KyIzIb+9k9E5Gsi8oqIHBKRK0N/UyLyIRH5q+Z2vyUi0vzb94vIH4vIORH5WxE52Pz8T5qbn2hae3cFLgjNNn8TwH/XuT+ELd8iUhGRj4nI881j/KmIVAAE+18IrMnRfYnIj4vIl5vbfVlEfjz0t/8tIr8iIkdF5Dsi8riIvCHhdbDtS9fOERG5p3lO3xKR/yki65r7CizevygiLwA4EjrOv2/2/3Mi8o7I8f/fzf//fLOPTN/9xyLy1WY7/1pE/m/P0/2F5vh5WUTuStJfhBACUGATQorN+wHcDGAcwPcAeAzAfQAuB/DLAB4RkQ3N7/4vAGMAtgD4bgAPAICI3AjgfgDvA3AFgOcB/F7kOO8C8KMArmt+b2fz818B8DiA9QC+F8B/AACl1E82/36dUuoypdTB5u9vbLbtagAfdDi/fw/gegA/3tzu/wGwAiDY/3hz/18KbyQilzf74jcBvB7AbwB4TEReH/raPwTwj5t9sQqN/kqKaV+6dv5882cHgO8DcBmA/xjZ398H8IO41M9vBXAawBsA/DqA/xZMcjTYvvstNK7ldzXb+4CI/IjHee4A8AMAbgKwR0Te5rEtIYS0oMAmhBSZ31RKvaiUqgH4AIAvKKW+oJRaUUr9IYBjAN4pIlcAeAeADymlziql6kqpP27u4w4Av6OU+opS6jUAdwP4MRG5JnSc/UqpBaXUCwCeALCt+XkdDbF8pVLqglLKGIzXZAXAvUqp15ptNiIiIwB+AcC/VEpVlVLLSqk/a7YxjpsB/JVS6n8ppZaUUp8B8AyAW0Lf+e9Kqb9stuPB0DnpuLK5KhD+WZtwX3cA+A2l1F8rpV5Fo79/RtrdQfYqpc6H+uh5pdRvK6WWAXwSjYnQ9xj2b/yuUuoxpdSzqsEfozE5+n9Z2hplX7NdJwH8dzQmeIQQ4g0FNiGkyLwY+v/VAN4bFoEAfgINgXUVgFeUUmc1+7gSDas1AKAp+r4NYCL0nW+G/r+IhtUVaFiUBcCfi8gpEfmFmPaeUUpdiD8tAA0L7BoAzzp+P0zbOTV5Hm7npOMlpdR45Od8wn1F2/Y8GvE+YcH8Itpp7V8ptdj8r+kYxu+KyDtE5MmmK9ACgHei0c+uhNv1PBrnQggh3lBgE0KKjAr9/0UA/ysiAtcqpfY3/3a5iIxr9vESGuIcANC0zL4eQDX24Ep9Uyn1T5RSVwL4vwH8J7FnDlGR38+j4bYSHPuNob/9LYALAN7ksJ8obefUZCMcziljdO2Mtm0jgCUAfxOzXSpEZDWAR9Bwu/kepdQ4gC+gMUFy5arQ/zeicS6EEOINBTYhpF/4FIBbRGSniJREZE0zsPB7lVIvA/gDNATwehEpi0jgH/y7AP6xiGxrirB/B+AppdTX4w4oIu8VkSC7xlk0hOFy8/e/QcPH2MYJAFuax14DYG/wB6XUCoDfAfAbInJl85x+rNnGM2i4m5j2/wUAf09E/qE0gj93AfghAJ+PO6eM0bXzMwB2i8i1InIZGv19sAsZVVYBCPpuqRn86JvW8N+KyJiIbEHDh/tg3AaEEKKDApsQ0hcopV4E8G4A/wYNEfUigBlceo79IzR8pp9BI9jtzuZ2fwTg36Jh3XwZDYvxzzge9kcBPCUirwI4hIa/9HPNv+0F8Mmmu8r7DG3+SwAfBfBFAH8FIOrD/csATgL4MoBXAPwagJGm68OvAjja3P8Nkf1+G41gvrvQcHf5fwC8Syn1t47nFeVK6cyDfXvcRoZ2/g4aAad/AuA5NKz0/5+E7XJGKfUdAP8CDR/xs2gEZh4yfV8aBWz+TeTjPwbwNQB/BODfK6UGrrAPIaQ7iFKZr9QRQgghhBAytNCCTQghhBBCSIZQYBNCCCGEEJIhFNiEEEIIIYRkSM8EdjMDwJ9Lo9zxKRHZ16u2EEIIIYQQkhU9C3JslrZdq5R6VUTKaETX/0ul1JOmbd7whjeoa665pltNJIQQQgghQ8rx48f/Vim1Icm2o/FfyQfVUPavNn8tN3+sav+aa67BsWPH8m4aIYQQQggZckQkWjHXmZ76YDcLK8yjkbP2D5VST/WyPYQQQgghhKSlpwJbKbWslNoG4HsBvEVEfjj6HRH5oIgcE5FjZ86c6XobCSGEEEII8aEQWUSUUgsA/jeAt2v+9gml1JRSamrDhkRuMIQQQgghhHSNXmYR2SAi483/VwC8DY0Sx4QQQgghhPQtPQtyBHAFgE+KSAkNof+gUurzPWwPIYQQQgghqellFpGnAUz26viEEEIIIYTkQSF8sAkhhBBCCBkUeukiQgghhJAhZnauigOHT+OlhRquHK9gZucmTE9O9LpZhKSGApsQQgghXWd2roq7P3sStfoyAKC6UMPdnz0JABTZpO+hiwghhBBCus6Bw6db4jqgVl/GgcOne9QiQrKDApsQQgghXeelhZrX54T0ExTYhBBCCOk6V45XvD4npJ+gwCaEEEJI15nZuQmVcqnts0q5hJmdm3rUIkKyg0GOhBBCCOk6QSAjs4iQQYQCmxBCCCE9YXpygoKaDCR0ESGEEEIIISRDKLAJIYQQQgjJEApsQgghhBBCMoQCmxBCCCGEkAxhkCMhhBBChp7ZuSozmpDMoMAmhBBCyFAzO1fF3Z892SrdXl2o4e7PngQAimySCApsQgghhAw1Bw6fbonrgFp9GQcOn+4LgU3re/GgwCaEEELIUPPSQs3r8yJB63sxYZAjIYQQQoaaK8crXp8XCZv1nfQOCmxCCCGEDDUzOzehUi61fVYplzCzc1OPWuROP1vfBxm6iBBCCCFkqAlcKfrRj/nK8QqqGjFtsr7TX7s7UGATQgghZOiZnpzoS6E5s3NTmw82YLa+01+7e1BgE0IIIYT0KT7W9yJlSxl0SzoFNiGEEEJIH+NqfS+Kv/YwWNIZ5EgIIWRgmJ2rYvv+I7h2z2PYvv8IZueqvW4SIYWhKNlShiHzCQU2IYSQgSCwilUXalC4ZBVzEdkU5mQYKEq2lKJY0vOEApsQQshAkNQqlkaYE9JPTE9O4P7btmJivAIBMDFewf23be26W0ZRLOl5Qh9sQgghA0FSq1iRAr+GmUEPeisKRciW4pP5pF+hwCaEEDIQ+OYDDhiG5eqi049Bb3lNCIZhotHPecddocAmhBAyECS1ipmE+fhYWfv9YRBA3abfVhHymBDMzlWx79FTOLtYb33WDxONpBTBkp4n9MEmhBAyECT1L53ZuQnlknR8/uqFpQ4/bPpr50O/rSJknQUjGFdhcZ3FfknvoAWbEELIwJDEKjY9OYG9h05hodYubuorqsOC2m+W1n4hqXtPlG6tLmQ9IdCNqyz2S3pHzwS2iFwF4H8CeCOAFQCfUEr9f3vVHkIIIb2ll64X52qdlkOgU9j0m6W1X8gi6K2bftzjY2WttTk6IXAd03HjJ4vsGnRt6i69dBFZAnCXUuoHAdwA4J+LyA/1sD2EEEJ6RK9dL1zThg1DerFekEX6uG4VL5mdq+LVC0sdn5dL0jYh8BnTtvGTRXaNXt9fw0jPBLZS6mWl1Fea//8OgK8C4FSKEEKGkF5XdnMtwFGEQh2DWhRnenICR/fciOf234yje270tq52a3XhwOHTqK+ojs/Xrhp1dieKYooDGK+UM8lT3ev7axgpRJCjiFwDYBLAUz1uCiGEDB1FEGy9dr1wtaD2ulCHzhJ558F5TH708cIL7bzHWbdWF0xjMupmZPpedaGmP/+IZi+PCPbeuiWTsdXr+2sY6XmQo4hcBuARAHcqpf5O8/cPAvggAGzcuLHLrSOEkMGmKPmHswpyS4NrgGQv04uZguHOLtYLnc6tG+OsW8VLXMeq6XtA5/nrrOK6INu820yyo6cWbBEpoyGuP62U+qzuO0qpTyilppRSUxs2bOhuAwkhZMApytJxEVwv+gGbxbHIS/7dGGfdWl2Y2bkJ5ZF2d47yiDi5E4UJn3/eFuYdm/X6yfQ5SU8vs4gIgP8G4KtKqd/oVTsIIWSYKcrScZLKbsOYFcFmFQXyvW5p+rtb46xrqwtRd+lO92kAwJryiFP6vbwtzE88c8br87wZhnu3ly4i2wH8IwAnRWS++dm/UUp9oXdNIoSQ4aJIS8c+4qgori3dRucGEcZUfTItafp7dq6KEREsq87AwH50UThw+DTqyxF3juV2d45of5kIzj+Je4uPSM16gpNGIA/LvdvLLCJ/qpQSpdSblVLbmj8U14QQ0kX61TWjKK4tLmQZ3Be4QRgMptBo2ExI2t+BmNKJ66zSz+UZOKnbv4tYjSscAzSM3kHAIwAv9xbftHtxAaA+/Zg25V8/3btpKEQWEUIIIb2h11kxklIU15Y48sg/bLs2poI5aUna3yahWRJJPc7yzu1s2r9plSAsYuP6RXApaUjYguuaptBXpNom0r79mFYg98u9mxYKbEIIGXLS5h/uBf1S8CUva123zz/p8UyiaUWpwud2Nu1fKcSu+pj6RdDIbR215/u221ek2ibSvv2YViD3y72bFgpsQgghfUc/uLbMzlWNAYlprXXdPv+kx8tTTOVtCbXlu45b9ZnZuUnrxqMALBhWGXzanaRfTRNp335Me0374d7Ngp7nwSaEEEJ8SZJ1pJsEy+4m1lXK2L7/SOK2d/v8kx4vz9zUeQfo2vYfF5A7PTmBOw/Oex8vjC2QME2/Rve7rlLWin5Te6oLtTYXF59jA8W/d7OCApsQQkhf0suCL3HYgtzKI4LzF5daoiZpFgXf80+bGi1Jfwff33voVOt815SzWTzPu7BM2v1PxKRUDBPdb1ymjaQiVbffcklQHpG2Qjdx7VG45Ec+0aWx1G9QYBNCcmUY8p0SEsW23F8uCRbrK22fBT6ved0bvU6N9trSpfPNqupknuI9vP+kz6+4lIoBuoBPm1908L0kIlW33/qywvqxMsZWjRrPU7ddIK6P7rnRqw3DAgU2ISQ3ev1SJ6RX2ArCRMV1QJ5ZFEyCbe+hU7nfiy5iMQ15iPeAQMQGhoLdB+dx4PBpJ6EdFeimDIq6gM+8/MtN2y8s1jH3kZu8txu0zB9ZQoFNCMmNvF+sJH+4ApGMmZ2bUvvgZolRWNXqmJ2r5npN8xRneTxjomN+x+YNeOR4NZGhICzQ73rwhHOxnbz8y5PutxcFqfr92cMsIoSQ3KDVo7/JO8/wIDM9OYHxij5f8vqxsnMWhawKqdiEUN4FPvopk4huzH/6yRdSpQNMUmwnLtNG0nGRNINHtzN/DMKzhxZsQkhuFKkMN/GHKxDp2HvrFm2Q3L23bAEQ79ubpYuVzaL+0kJNa7V94pkz2vb5Whb7KZOIyddYh6uIT1Jsx+b/nWZcJPUr73bmj0F49lBgE0JyI+8of5IvXIFIR5woiRMKWYqM6ckJ7Hv0FM4udqZjGx8rdwi2Tz35QuvvYQEHwFvc5SnOXJ4xPhOCLHJRu+4zrtiOLojR5GpSqy9j36Nu/vRJM3h0M/PHIDx7KLAJIbkxLPlOBxWuQKQnjShxERk+4vHeW/QWdaUQm+ki7BLhIvp17coj20TcM8bX2msLTg1THhFnQ0FW95HN1QRoBHgm9acvmr/zIDx7KLAJIbkyDPlOBxWuQPSWOJHhKx5NYnS3YzCmzXoYFf0+7QqLu/GxMpRqVEv0cV8w7ddk7TWtAujGfHlEsAJgOZQnWlum0UBW95Ett3r4O77P2yJmexqEZw8FNiGEEC1cgeg+YbG5rlJGuSSoL+sLgCRxIdGJ0aA6XxyBsNd9d0SkZT31aVdU3IVdWJIIPVu1wTCm89WN+cWLSx2uNfVl5Sxms7qPXNwjXL4THWN/d6GOlUhH9drfeRCePRTYhBBCjHAFontExeZCrY7yiGD9WBkLi50W3az8VF0KooSFve67y0q1xLBPu+Kssj5CT1dt0ERJzCbo8Jifnatag0NdyeI+cnFfWWfIXBOgG2Mmeu3v3O/PHgpsQggZAormY0k60VbZW1EYWzWqLQKSlZ+qzlpoyyICwOp64dOurKyyQfvjXCgClpXC5Ecf105cAgIxaqLb/sAuE6HzF5esftg+fRQ9P90zJNgnnyudUGATQsiAU0Qfy0Ek7STG1yKdpZ9qnLUwyLscnJsp0O6lhRoe2LXNuV0uVtm02TpMBG4fpvshToyef80uZrOe1EYnQhAgehniXFdc+0iXiSX6DJl5+ASgGpPA4DM+Vy7BQjOEEFIwsiouEmDziSXZkEVhjPEx/fK+SWBOT07g/tu2YmK8AgEwMV4x5lVOg+7cTA4WV45XWu0KF9pZU9bLDV0BkzA+E4Y0FmXd/RAnRhdqde01np2rYtu+x3HnwfnMC6VMT07g6J4b8dz+m40+MLZ2u/SRLj+3dnVlWbXEdQCfK5egBZsQQgpEHtbmQcgpW3TS5qyenavi1QtLHZ+XS53p4OIso76W07il/xGRDou1AjqCCKNi+LWlldb/zy7WteM4apVNkkUkOIfFi539Zwt0jBK9H1ys67X6Mu568AR2H5zXllWPfjfLwMEkLkJxbiaVckk7SfN5VvC50oACmxBCCkQeFcwGIads1mS9fO87iYkef/HiUoc1EADWrhrtEM+2CViSFHm6pf/lZYVAHpvcQRQaVnNdH/qM42hQ4YHDp7FQq+Ob5y7gzoPzOHD4tNFH2pYxZLxSxt5bt2D3wXknkR29H1x8noFL/ROUVbcdK2kOcx1JXISiE5p1lTJEYPVFB9zzgwffJRTYhJABp9+C+/KwNg9CTtksyWOVwGcSc8/syTYhZhMu5yJZHkzC9c6D87jz4DxGBNqUayahalr6d2FivGIsHpNkHEevS1i4Rq+PS8aQtasbEkdngY+iux+iYtRlP3E9lzSHuY40Zc99x7k2P3hJ2nywgeF+rkShwCaEDCz9GNyXh7W5n3LKRnP0uljXfMljlcB1EjM7V421coaJXve4iZbGCN5CN/6TTtzihNS6SlmbAs42jm1BhdHr45INIzhfkyheu6qExYvL1rEVta67WLRNpM1hrqNbqexMzxDdZ0V8rvQCCmxCyMCSh5DKm7yszf2QU9aWozfLyVEeqwSuk5gDh087i2vddfdZqtcRtWb77k+abbAJqdm5Ks5r/KHjyovH9X/47y7XqiSiFcMlEXzsfdcBuHS9gsA829hytWjr3FXWj5Vx7y1bMs9h3k1Mz5CiP1d6BQU2IWRg6deXGFBsq1BebjdZFB1xaVtePuk6ARJtj03MjlfKWLt61Np2V7/gOIIJy+3XTxiD8qKsHytr83FHOXD4tNbN5LI1o9ZrF9c/4esT991KuWQ8p5WmKE6yuhVn0a6US7j9+glrDnFb++m/PDhQYBNCBpZ+fYkV2dqcp9tN2qIjrm3rlk+6rj2mrBYCYO+tW2L7MDwBswnMkoO/cK2+jCeeOYP7b9vaUWTm4JdfbBPJ5ZLg3lu2WPcXYLpGZxfrbbm0o8LTNnmIXh/dd4O+nWju29RHV45XMlndSjMZTjsGixRbUqS2FAkKbELIwMLgvuzJ0+0mbdER17Z1a5VA1x5dejsBcMcNG1tZQPYeOtVyj4m6FgTtD74789CJjuwj5ZLgwE83XCDirN0vLdS0E7qpqy/X9o+LmBofK7eKuEQJrq9u8hOdPASThAnNcVyvoen+351B+fOgHUnGTZoxqAuS7VVsST/GuXQLUTEz3CIxNTWljh071utmEEL6iGGzruR9vtfuecxogX1u/82p9h0XRGbK0RtwzZ7HjPv+uqFtefaXqa8AfXq7OMFsSrNnE+ThVHamdpgygeiOpROs0Wuybd/j2gDHpMdPc41M227ff0TbJz790Qtm56rGtIPhtnfrudev/eiKiBxXSk0l2pYCmxBCBgNXAZSGvF+oabKIvOnuL2jdIkoiePb+d2qPFedmkKbffPvK9H3bNq7cM3sSn3ryhY7P164q4Vff4zY+TO0riWBFqdY1cs07HfDxXdusAZN5jOk0/tO9xDZGgkluN54DAXlOuItAGoFNFxFCCBkQupE1JW+3mzT+5yaf4+DzqFXv/GtLWhcOIN1St60ASrSv4izMAWkDc5945oz28/MXl53P09SGaL5qm4uIDtvx8xrTOheNaBXG8BiIfrdXwtulDHo3syf1a5xLN6DAJoSQAaEbWVOKnOVkwvCynxivaH1F43AVJWHhPj5WxqsXLlVlDPtcR63iPnmVbYLFxR3Adr6u5+laOnz16EhHFg9dURKX4+c5pqOTue37j2iF6Yd//yQWLy4XwufZdA0EaE3cupk9iXEuZiiwCSFkQOiWNcnFytwL33fby96lMImOOFESFck6y20grqMuHnsPnXJqU7lkzh/tGmQWl1UkOE/bdXNNEbhQq2O8Um59L/ALB4A7PYML8xzTrikUz1/sPN9e5dM3ZU8JgmSB7lqVizzh7jU9Fdgi8jsA3gXgW0qpH+5lWwghpN8pijWpV5kFbNXmkhZniRMlrsI9KiBn56pOgYAiwK4fvcqYwcPVHSAuZd+VBit/+Lr5FFoJn9uF+kprH7bUeUCn6I26bQDJxnTcfm0pFE24WITjYgoAP3HqImi7/RwoclrRXtLTIEcR+UkArwL4ny4Cm0GOhBBipwhZU4qUWSDODWP9WBljq0aN/tJxgWG2zCVhouduC1aLEgTfRYVmeUS0LhdAZ5CZ7XjBeZrEr+m62YJEo4T7OYotrWBw7p8/8bI2U4rLePdpp4/IjhvPcWNP5zYTXAsgnVW4CM+BQaCvs4iIyDUAPk+BTQghg0GRMgu4CMtoSjufDCamzCW24wDuwjzApXBMmKj4M4m9sFi1pRU0lUj3qVRpojwiOPDe64wCf/1YGRfqK1rhHZ10BO4S901vbX3mM5kB2lMonn9tSbvSIAAesGQ/SXLcgPFKGa8tdZ5vHllAXBhmsc4sIoQQQgpDkTIL2Jbxo4IlXMDF1cXFJnptotQXH3EtAHZs3tB2vMCVxFa8xSaQFczFYaKBgr6isr6iWgJOh86vvVZf1qYdVAA+/eQLmLr68la7fIL7XCcmCg0LM2B2e0oaVKgT9L3y+WYhmeSM9LoBcYjIB0XkmIgcO3NGn2aIEEJIcZjZuQmVcqnts15lFjCJ+onxilEg2Pyadfsx7f+5/Tfj6J4bO46j208cI+L+XQXgkeNVzM5VWwIpEL3LSrWuRbRduusWxdQPs3PVlrj2aGqLatM6mgVh8QuYx0C0neExGpzP7oPzWFMewXil3LFNIDZ1E6bZuSpGJElPmHlpodZq17V7HsP2/UcSTdZ88LkXSDuFF9hKqU8opaaUUlMbNmyI34AQQkhPmZ6cwP23bcXEeAWChtjs1fJ2ErFvsjxWF2odoibL/QMN9wCdyPX15gxEkI9Ail43E+GMI9v3H8E1ex7D7oPzLREfpCYEELuvgJKIsS8DcetDuI9N+73jho3aMRqelCg0LOgLtbrWP1vXl8H2casO5ZKgHJk5VcolrB/Tn+/4WLmtXdWFGnYfnMc1OYrtbqb8GzToIkIIIcQZV3/MImUWWD060pEyztY2m6tEXGaNIEPFgcOnsfvgvLaP1lXKRr/evbc20tmFy58Dftktwm01EVhDo+0OVzFcWLyoTVGnyzgSbV84NaGLv/myUth9cB7rKmWsKY90ZNpwzRcebmOAbyo5U2YY0zWIik3T9oKGSI7LIgLogz2VQi6FkWwUyd2r3+h1mr7PAPgpAG8QkW8AuFcp9d962SZCCCF6dP6YMw+fwN5Dp3Cu5lbOXLdPncDIIqhK5z8bpIyzcc3r7cF6UX/YsNCO81mdnavi/MUl7X7DuYwPHD7tlMYvDlNWjHWVckc7wz7NpvMPcnK7pCcMhKepAFAUhYb/caVc0gYQulS8BPQrCD4TPl/rbFRs2raf+8hNHZ/ZhH74HthtyCEekIefdlFSf/YjPRXYSqn39/L4hBBC3NGJqvqyaglBXyuaVrA/dAKQxn6T7DOuvXEi5J7Zkzj67Cux+zaJqLhjHjh8unVuYcbKI3jimTO4ds9jibNx6AhXkgyolEsQ6bSGurB21SimJydixR5wSXi6FqgJ0F0jUwAq0MhCctma0diML6749L9ObGZh9dVNCFwmGFm7brCQTHLoIkLIADHM6ZRI/ri8vOMEbHiM6gqV+JbStu3fdUk/zGeeejH2GIBZLMX5rJr+vlhfwWLzb7aiJyKd/thxuZsDdw0fa6iJc83JVJwIDQvPqEhbUx5BLWYlwdRP3RB8cROCkghWlDIeOy+rr8tEJa9qjbb+5XtHDwU2IQMC0ynlz7C/SFwteyZxFB2jPqnnXKvmuVhKxw1BZK5t0omlYGyYtg6Ej2sfmizPuiIkumqHYXQFUVzdLUznESf2avVl7D10CsAlgRbcKy6p/GxCMSqyw0GGvven7Z7e9+ipjhSB5ZJg7arR1kTDpX22tvg8U8L7NRVGGpaqrf0ABTYhA0KS5XDiziC/SFxf8q5L/SZx5FpW3GefSfZv09C2gi62vNa2fgkLHx93CZ3lOez3HWbq6ss7AiOjxw63d9HgB27DZpVeVynjO68tYTm0ArFQqzdcfiLtdZks6YRiME6j4jKpa5HJRWnfo6da7iY3v/mKVuDn+FgZr15YcnKJcvH5TvJMifr793rCz/eOGQpsQgYEplPKl0F9kfi85KMWNB0CvTgC3MfiiABhT5EgsC4O1/1HrY9hodJwX+gU2B+IVAcMYxP20YIuOuvm4sUlbTEVl9LyUZH1ruuuaMsEEj727FxVK8KBRnrALVe+Dk/+9VksK4WSCG74vvX4+rdrRgEXtUrr9hsUkXEtaAM0Mr3ElTuPXqEkrkXamIIV1boW1YUaHjlebaXv277/SMd1qtWXcdeDJ4wZY2ykfaYUIVMP3ztmKLAJGRCYTilfbGnb+hnTS94kGmzBZkGZatNL39U9okMrOXqSuO4/fE9Ez6NWX2kUiGiK/JII3v/Wq4ziGjCLCQG0AjkqjHR96bLcr5schQWh7bsdbRXgKy+ca1nvl5XCV14455y/3Caoon+zWfEr5RLuvWVLx+dJVz+qC7VW4GhU/LrGFNz14Anr94M+813VGgRxyveOmcIXmiGEuFGk6nk+dLsyWdI2lAxV2Uyf9ws20RAujx3tE10xmQd2bbMKUZdKgToCK2gcrvtfvLjUOh+dcFsBIBAIgDeuW4Opqy+37s8kJlxFRrQv14+VsXp0BLsPzmP7/iO4Z/akdnz6FJGJE6hnF+uJK/bF3bPRfgifL3DpHjIVJJqdq6aayJrGsev1WVYKd3/2JNY5FLzxqXKYdtwUgX5973QDWrAJGRD6MZ1SEfyaXdtg8sv1CdTzbVc3rqWL1Ve3bJ2kfbbgsThcrHqmoi+fP/Fym/vC2cV66xpnYZXMImuEaWVAl586ru26IjJJBWpcv8/OVTHz0AnjIkN5RO/e4+reEPSHC6URafMBj1KrL+POg/M4cPg0ZnZu8vKHr9WX8drSMsojonVHCePa13lkG/G5L7N4xvTje6dbiMrp5ZAHU1NT6tixY71uBiEkI0zZBFx8T7vdhm621eQykEe5cdfMGwLguf03Z9a+2bkqdj8471wCfLxSxvy9N2F2rtom0McrZey91V6Z0XbtADdBFHeds5oQuWTYCNoD6Nu+fqyMC/WVDvcdU1dXyiWsHh3R+lCbzjsccGhCBHjgfZ0FY3xw7Q8ATuK31TY0+mO8UoYIsLBYx7pKGecvLmnzlLeOEcoiokszGexbVyhHR5YTaZ/7spvPmH5GRI4rpaaSbEsXEUIGkCK4XbhQBB9E1zbolkIFDYGTdR/7LP2nJeqeYHJ5CS9bZ9G+6ckJr/rf5y8u4Z7Zk5h5+ESb9TvIVGHrf9s1dnUrsY3JLEWS69g3td1WUlt3ZdePlXH/bVux99Ytzkv9gTiLE75KoeXmkvT+cO2PkriLa+DS0Fuo1XGhvoIHdm3D/L034cBPX2d1+6ovK/zdhcb4+66K3glAAc73wvTkBI7uuRHP7b8ZR/fcaEzl5/I8T+sylNczZlihiwghA0a33S7SiIsiBMi4tsGWgzbrPvaZeGS1zBvONBG3bO3avri2+bgu1JcVPvPUi1qLYX1FYe+hU8Zj2a6xS2aU4Ls60t5v0T5aVyk7lUiPtt2liIwt7V+Arg+jbTz/2pJzwGHY//nY868YM5zYzjNujFTKpcTpH4F2F6igPbZVnUDH29ycsjIS+Iwvn+dGEYwbgw4FNiEDRjfTyaUVFz4+iFkIyfCydpDveLxSRrkkbcvCpjYEL2DdsnWWfewq+rV5fB8+gb2HTuFcrY7xsTKUaqSl8/WTTiKMrxyvWHMVR8eGbwltm7/7Qq3ekZ84EHRxRTmC9uw+OK+vnghz6kGX+003dgF0pMyrLtRQLkmsq0N45STwJQ4XXTGJ9Dg3F51ftG6MJaFWX8ann3zBe1IaN0YCF6GkhXMCwsIyaM9dD55IHGNhMxL4PMt8nuc+BosiGDcGHfpgEzJgXLvnMaNICHxosyILv2SXl02cv2DSfQSURwSXrRltFZeIE6J597Hr+foKiqx8LE3tu/36CWtFQaCzzPSx519pE142bEVgdERFdfB7NDc1AGzb97jVcvx1w3W1jYUHdm0zBnRGc32HWbuqhPGxVW2BmqaJQrkkgGrPA637LOm19/GBToJPrm/d+QepIaeuvlybNlKh4Qbz6oUl66RF147ZuSruTFBS3lRxM5hYufg+x93jumdNEHDaNhZGBAfeex19sBOSxgebFmxCBoxuWiayWGZ0ySYQ5y/oYkW3pSmrryiMrRrF3Educmpz3n1ssyK7BiXqiGZR8HmRRicxt18/0bHc75KrOJqdY015xElcBwL+4JdftAahhdGl0zYJKZu4Hq+UsX3/ES/3k7FVJSc3Ax3nLy7jV9/TeX10YlfXF/VlhfVjZYytGk1dNtz1Xg6LMx9R7podxrRfBeDTT76Aqasvx/23bTVOtG0i3bZiZSrME0bX14D+udQoZNT5LNt76JTVTSuK8VkTdR83uJMz+0f+0IJNyIDRTctEtzJr2KyEJoETbYNpH+F9uVqfdX3sawVPSlYWRZ8x4Tqm4vrYl8DKOxGZYESziIjY/WHD6K5zXJ/qXIjCqwkzD59wFv2u6O4h3/41Wd11mK7xmvKItm9tAt5UhEjXdp9nhe38s141C3/XJnZNK2mmDCM2Pt7MPBI3Hk33bhGyMg0atGATQlp00zKRRx5XHTaLsasVPS5Yysf6HO3jIL1XuMRyXoGlWQUhxfmMx4kF3fZp8i3rWFGN8bRj8wYcOHy6VVny3lva0/L5CDrddbb16dpVJZy/aPaBdbVy+hL2sY6zluvwLYBkWiUCVEcQYVBt0TR2picncOz5V1pBqSURfN+GMfzVt853fHfH5g1GH/XoZ7bzz3rVLNym8Wbhn3O1Riq/IK1f+Nl6z+zJNlenJL7bwZiynYvOvSmAgYvFggKbkAHEtYhDFscB8hfzNiFv8lOMCqm48swukwKT5Wv7/iMdAitJ0KOLZc0mMlx8TcPo9jM7V+0QjCax4FICOxC6Jv/p8UoZry2tGC2ELsFxpgIzUXeScqm96EnQ36beWj9WxoLBMh4+93MZi+uA6Ln6BIUuK9Uh0G2YRFitvgLg0vWzCbyA2bkqHjlebSu7rhPXAPDY0y+3+e0HgbphH/KgH26/fsLor59VUGHw/XA/n12sozwiGG+Oh+gkb3au6hxHMG7JEhNcA9dVuSgMXCwWFNiEkFR0Q8zHCXkXK3o0HZuPYAD02RTuPDhvrUroYzlyzchimmzolqmDLCKmF7o0j+vj+xnGlsrQxXe8Ui5h761bWtuYJg5R4aKbvETH4excFQf//EXjjlyW/u+9xZydInzuSSz35VKjFPvFGNcSXQq5oH/jBJ3PSkrcOSwr1bqvwuNFV/THxRc/QHfv6NxtavVlPPHMGdxxw8YOMRu0y2QJd7mv4lZs6ivKuEJlm6SFCca76ZkRjKmkK4PdWlEkbtAHmxDS93SjrHgS32cf30cf/8kkFjlTCrrw/r2q5oUq2iUJotMttftmRgl88HXHNp1LSQTvf+tVxpzaQKNPwpk7dHzgho24b3pr67xcJiZrV5WweHE50fl+XFMZ0Kfqo0umDpeMGcG+TL7ntuwoaQn853Xj6OxiXRu8aPIhD/dJ0sDhYB8uvvHrx8otq7dLTEPSZ1o3noXDBH2wCSGFpFsP+25Y0X39GHWWI1t/+PhP+p7v9OSEUTyF9+9yjgJgvOmKEs07HRzL1g6dwAi7AMSl+QsTLmISPbbpXJaVwqeefMF6fi6uGE88c6btvIBLluWgbVHKpRE8t//trd9NBWF0uK5m6HDN1GFbjYnu68Dh01pLs4+4tpVo1xFYeE3jSLfSYeqb6kItcbrLgKAvxsfKsf02tmrU6tIUfTYmfaZ1yz2QxEOBTQjJhW5XlMwb3wAzXV5bW3/4FJdJMmmZcNi/yzk+t/9mbN9/pENQ+PicmwLqnnjmjNXP1kSWAZdXjlecXByiojUsbK7Z85h2m4VavS3dX6U8gsWmj3Mctfoy7nrwROtYAeG0byKN8uRRxlaVjGkGw9x7yxbjSkdAMF7SBs4J0MoV3ZGRx5DHOzph9XFF0RHNGe1LUFjp1QtLsd+1jRcymIz0ugGEkP5mdq6K7fuP4No9j2H7/iOYnasCiM9d3W/M7NyESrnk9N0VpTpenqb+uPPgPLbvP4Idmzd07D8qKgKRXm363wYiPehz3/ZH9x93jhMx4spVdNm2f+KZM4lS/YX3OTtXxeLFeNETJQiCdDmPpIFj4WvnKq4DlpXCnQfnccdvf6k1FsITnVERlEY6s4ecv7jsNGamJydi+/6a11ewff+R1OkYx8fKLZF5/21bMTFegaAxxg789HU48N7r2j7TpaVzuU7jlbIpFXSsuC5Jw08+qPYaJhxk7SLSGWg4fNCCTQhJjM0qO2gpo4KXu0tKNt9UcNWFGh45XtUWb4krluNqOY4LQAwHRgKqlT0iICzGTaW4XUVEkrSLLvsEkvvTAsDa5jJ+nNtAXODYegeXgTQcffYVzL2w0HGN6ivKKCbD2MaMaaUj4M+efSWTXOfh7Cwma27awMwgqDBNNUaTT3SQOtJllYSBhsMJBTYhJDE2wTeIKaPCvp+2l+uOzRs6PosTA4GLhC0YLe2kRSdkdCnJKuUSPnDDRq3Yn52r4rzGOjwiwPnXlnDtnsdiXVds2Q6S5JQOC5g0bgNBuj1bukGXrDP33rIll+IzYUzWb9cjBmMmKhyveb19nNr2P1YeQX1ZZWLRdXGFcr1Ovn7Wumscvnd8JnFBZhW6gwwfFNiEkMTYBN8Du7ZlljKqaJHxwcvWlMUhHAAX4BKQFieUfSctLv1m84fWif19j54yBre5Bj2arOkAtOLdRtTfPc0KSTiIztS+oOCNqdx80OfhPiqJYNWodFicAXNBnLwJ/IejK1BJ+69SLuHfNX2qo5beaOBq3HPANX7DNQ+/7t4z+Xm7VDf1mcS9tuTnBkQGBwpsQvqIoglNm+DLqghNkYMlfTN/APZ8z3FWPZvlV7eEHS3g4ZNtw1SExtX1Ic51RWdN377/iLfVN+rv7hLcWB4RQNBR/jws+qLjd++hUzh/cam1ja4/TZbNZaWwtNI4blTQBW5BWVbAjCPIlKITiknFfhBPEC1rHxwjnHc+WpkzjSuUS7Bg3ITJ9/nkMwlJUnCKDAYU2IQUABfhnFRoZi3Ko/66OtEQvLyyiJRP43fsStI+crEouxS/ANys+zahEB0bukwcPtk2okVoguP6oBMiOvcaEaAy6p5RI4xLxU5dzm7ALq6i95vObaVWX8beQ6farovJsllfVlg/VsbYqlHtMU25kb93/RpjFcSkKNgnemkInkvHnn8FB//8xdazIcg5/sr519oqbOqeY6Z2Ban1dMVtXER2Ej/vKLNzVW0hGhu+BaeKZEQhyaHAJn3FID58XIVzEqGZtfVXW0K4JBivlL0KjviQd7Ckbx9Fi1yUS2K0hJr2ff9tW3H/bVvb/OKvK3oAAEItSURBVI3XlEe0x4j2qcny62qJ1JU316VmC0SYi7XbhC7FoM7Cq5TZp9hGuSRGv2+X54RtnLq6ASzU6q2JSFz/nF2stxXWMbk7BJVGa/VlLF5cwfY3XY6jz74S25Y4wu4o1YVabu4p0fL27X/rvM7R51jJIGAF6AhYXKjVMfNQe/rCtO8J0/bB+DW1zdSXrnEnRV6tI/5QYJO+YVAfPq7COYnQzNr6q9tffVlh7epRzN97k/f+XMg7WNKnj3RWzfKIYP1YWSucbPue2bmpzT/z7GK9Zflzce0I4yN8deXNXYrQBNuarIu6KnpZ5y0GGgFoweqJrdhN2meCT58GY8XFPcVWHCf4f/Q598r5i56tNx87+rvuuqW9RrpjxVFdqLVydZu2NX1eX2mkLzxw+LSza5QJ23vGNH6D6qCfP/Fyx0qHT9xJN1brSPdgHmzSNwxaXuUAV+FsEpQ2oZml9Xd2rmpdutXlws4Cl/zNafDpI+0EY0VhbNUontt/M47uudF5UrTv0VPa8fyZp17Ufn7XgyeM/es62RgBsHhxqWM/E45jy9bnCg2hEewvad5iG0Fp6gd2bcPf1ZY6slVk+TzwmcAFrgs+udJN19T0nAv6NmuCjBvhfNOm8RAmWLnKkqpFXLtu/+knX/C+f8LY3jO26qCPHK92iOv1Y2WnoMmAQUttOuxQYJO+YVAfPq7COYnQTCLKdQRWHROC9gIarsVPXNAVovB5acXh00e+Y9C073UVc55kk2/nslLG/tWNjfJIZ9GRFTQs5dH9uI6t6ckJq6haVqq1ne76+Iy7qJwMB3OalumB9vRzaSZ9PmIZuFTKPCxQ40Sx7pqaJrE+Pr8+BJOW8AQx7twFwK4fvQrz996Ej+/a1ggaDVEeEaxd5d53WWLqJdv9E8Z2j5vGb+DOEyVcHt2FrJ7XcaS9N4gbsQJbRK51+YyQvOnWw6fb+IgbX6GZlfXXtrSv8z3MemVhenKiQwRkhU8f+Y5B077TGiOj/asbG5etGcVyTD7i8PKz69jae+sWq/iyXXtX0Vopl3DHDRuxfuySmF892nhdxbmZhNPPpZn0hfvEhXBfHt1zI76+/2Y8e/878fX9NzvtIwiYzMdOrcc0zuPOXQF47OmXsX3/Edx5cL4z77UA7/mRbO7RYDyGx0JabGPUdo+b7ue4yZ4rea/WAemqwRI/XCzYj2g+eziLg4vI20XktIh8TUT2ZLFPMrh04+HTC3zEja/QzMr6a3tRuAbTFRWfPvIZg9EUZQjteyGDKn/R/o2ODddjBPsJtn9g1zYAwO5mCffoi9dFeJquvWlbkUaRknD/T119OS6EAuIWavWWMDARLl+dhTtZ0Ceuotd03rrCQzoWavWu5cSOexbEnfvZxbrxWtSXFZ545gzGym6L5KZjCIAHdm3D0T034t5b7BM7X0zXynaPm54Vri5WceS5WhdYre88OD+QrpZFxBjkKCKbAWwBsE5Ebgv96bsArEl7YBEpAfgtAP8XgG8A+LKIHFJK/Z+0+yaDSVZ5lYtIFkFZee7bFLwVvFiKULExTeYAUx/p9nn/bVvb0hQqhY7CI9FAqajrRBYp0kZEOtLohXEJuAu+Fz5f1wIf05PmQjsKjcwm4XR4QWaMIBfyx3dts/a5br/hfMpRwgVndjsGbbqSpC/D6AoP9RIBrBVDw7iee5TqQq3DdcTUljtu2KjNOqIA3PXgiVa+7CBneDjXezjlX8AIgHXNwGNTSj3TtdK9Z0x5u8Nj1SXIV4fuGeN6bVxxqTzZLwaRfsKWRWQTgHcBGAdwS+jz7wD4Jxkc+y0AvqaU+msAEJHfA/BuABTYxEieQpSYsRU4AZLldM6SLDPMmF6a4RR7R/fc6J1tIOxCYOrP1aMj2nzLOjecZaWs5+hSOTJ6nUzt3vfoKe3kxXaM6kINMw+faKuWFwgd0/VxEQI6sVQuCQ789HUt0eMrquJI0pdhiiZefPrB5dx1lERiS6aXRwQH3tu4bp968gXtd8Jj5pHj1Q6Lri5zxwoa/s9zH7nJmF/c9nwKv2dM93k02084I4uu1LqObmXGcsne0++ulkXEKLCVUp8D8DkR+TGl1JdyOPYEgBdDv38DwFtzOA4hJCUuqwe9XFnIKr1V9IVnK9SSJNtA2B0jaHdcARoAGFtVwuLFZafCMQEmS1zYAhi9TqZ2n12st4IydSLAZHG2VWXUtT1pGr/l5nFsAZDR/ORxRWaixUxuv34Cn3nqxVjruY6kVmAAGBGgNNKeaz0QciZrvg3fya9uHJ1/bUk7EQwfw3YdBejo9wmHPtKNmXOGdsTda67PBdN9rhsLgbh2tUB3Ky1f3AQvqOxJssUlD/a3ReSPAHyPUuqHReTNAG5VSt2X8ti6taOOJ4WIfBDABwFg48aNKQ9JCEmKbfWg1ysLWWSYmZ2r4q4HT8QKlmCfcdkGdGIh7NYRtZKF3U4A1VaQ4/zFZEu7vtfFVQiGRUCwf1MubRvRtie19K7gUpVJU57iQADfM3uyzR0hOmGYnati5uETbYJ2oVbHwT/Xi2ugs1x7lKRWYAD4rjWNSoU6gXjtnse89uVqWY0SHUe2lQYBrOXfTQLUtY+qC7W2wkIuefLTPJ9sqfl8vu/z3axXPOLua4X+riVRVFwiEH4bwN0A6gCglHoawM9kcOxvALgq9Pv3Angp+iWl1CeUUlNKqakNG9wCRQghw0XaDDNxqd90+zTtWwE4/9oSyqVOG8KyahTEmPzo463gwUDQBVH9Zxfr2mp3ce3JAp/UdOF0eLYUjjaibV+XIq/ySws1o4gIBPDsXNVYQv7OZlDnvkdPaS3v9RVlTLsXZC4xpT4LgteSZMJYqNWN1tdxx/1VyiV8vBksmIWQCs5H1x8KDZ9z36D0YJ8uhLNf7Ni8wSvw2Dc9ne/95fN903hPcx/oiLuvXTPlED9cBPaYUurPI58tZXDsLwP4ARG5VkRWoSHaD2WwX0IGkkHJXZrHeaTNMOPqmhDep+2ltVCrA6qxvK8jqNoYuCLYXClc25MFuiwGprzXgZBI6tYhaM+uMTtXxfmL9leLLWbOJjbXVcqtFQpbT1cXasb85MClYNUwlXIJOzZv0KY+u2f2ZGusHzh8GvfesgUfuMFvJdaWY940H6yURxJnonC9P6cnJ7BiaEAw0fHJiBGs4vhQqy/jiWfOOB0naXo61wwwgP/9aErXmXVNoeC+1t3Lg5CJq6iIirHYiMgfAPglAA8ppX5ERH4awC8qpd6R+uAi7wTwcQAlAL+jlPpV2/enpqbUsWPH0h6WkL7DFKgTfpGkyaLRLVzOI82+k57/tXseMwovW+CSLeOFCy5+p2HWj5UxtmrU+RyzGBNx18zWd3GE92PKSOJCeUSwdvWo0S947aoSVpTefcSHYAxE+9Q0BnSZJe6/bWubf7cNXXAr0HB5+dj7rsPug/PavwuA5/bf7HZSIXTuMUDDB33vrVvaMme8tFADxCby3e/rqNuOD67nahpfcT7TruPS5n5jug9N907S6+dCP7wnioSIHFdKTSXZ1sUH+58D+ASAzSJSBfAcgA8kOVgUpdQXAHwhi30RMsjEBcNkHY3u8xD2+W6eQT1p/CzXVcpacRYIGZvvOZDM/xjw87WslEu495YtXpbILMZEXJBYmgC+cP5dn31ISNgF4s+Umg+w+7C7Uh6RtvMO+sMmlk1BqbYc5eOVMs7V6tZ+DTLImMbt+FgZ2/cf8RZRptWUIAd5NHOGTRG73tcmtx1XXF0ykvo7u9yjYZEefR7u2Lyhrc/C96GL/3jW9DpeZpiIFdjNNHpvE5G1AEaUUt/Jv1mEkDBxL4cshauPMPMVcUUsd29yTQinELOx79FTxr+NV8p4bWnFaDkdHzOXTK+UR3D52tWJLU1ZjImoWHhAk7s6TQAf0D5mnFHA1yMWvixyi4dZH7o2UQtu+HxdLNFhbEGw45Uy5u+9qfW7zXpaqy9jTXlEm7EjLuuLCdu5mDJn2Ije17rJ+IHDpxOLa5/sF0nFbNwEMpqdJvo8tPn8j1fKKJfaM8QU3WWDFnB3YgW2iPyryO8AcA7AcaXUfD7NIoSEiXs5ZClc46rghR+uixeXvERcLyw2cRw4fFprtbtszajTi8MmSvbeuqXx76FTHZbGSrlkXF4H0Ap01IlaF1zGhO1l6VN0Brg0LtZVyqgvr3RYjW3uDiZxbtomOl5m56pYjPHf9mVs1ah2xcDV59zWdt2kRNCwFAcFeuLyjAPAwmIdD+zaFju5sN2TbS4fMfimBHQpYhSXzs92RJ/sF3G5/H22M7mN6caGrf0LtTrKI4L1zaI4RRes3crbPSi4uIhMNX8ebf5+MxoBih8SkYeUUr+eV+MIIQ3iXg5ZClfTizb6QrS90G1liHtdlCaKqa1ZlDMPXjpR39XgRWpzawDSvcDixkTcy9LHAq5bdo5bKgfi8yXfccNG7Tbh8eJSnCYJpr53nbTq2l4uCc6/toTdB+cxPlZuFRaKFjS68+A89j16CvfesgX337bVmD5ypBkNd3TPjZj86OPWyV7Q7jt++0s4+uwrTucQxSfvtmsRI9s+447kk/0iaT5sn+2SGDTqK6pVFCeOXluPu5W3e1BwEdivB/AjSqlXAUBE7gXwMICfBHAcAAU2ITkT95DPUriahJnN0qjbh460RR/yIO3kZNzkBxuJ2NflEjZVHAyT9AUWNybiXpZpV0V0onvq6ss7ysybxtTEeAX3TW9t28ZU4ChrcR2gW7lxuWa6to+PlfHqhUsFWs4uNqyXYggUDDLN3H/bVnzsfddpJxHhap5xripXjldSiWsAWDUqeG1JwVSg0RYQbPMnj5to6SiPCBYvLrXlxHYRy0meNa7bJY1HcLmn4vK3d4MiuvgVGReBvRHAxdDvdQBXK6VqIvJaPs0ixE6vZ/LdxMUPNkvhahJmri9AnzLERWDH5g3aMs2u6bn23roFMw+daCsLXR6RlnuIDp+820CyF1jcmIh7WdqK5fiImmibdH7MUcJjKG68uAgaWxn6OKIrNy7XLBg74bZv33+kQwTHlRIPBH4QQKezZAel7G0E/ekbjBsV/7b87CUR3PB96/H1b9fw0kKtNTEJrrfJ3SOcmcVVnI5Xyjh/cSmRn3meJOljIH4yb8vf3k3rcRFd/IqMSx7s3wXwpIjc27ReHwXwmWbQ4//JtXWEaEiaz7Qf8TnX6ckJHN1zI57bf3OqghK6XMjB7zrGK+W2795+fcO9oF/ydT/xzBmvz6NMT07gwHuva+uDuOBIX6urzufYNVexaUzEFecx5fleVir1fWc7f5+8zYFwsxFUcdx765aO8wn8X6X5PdP2puqQJnRjJ6mVL1zy25R32ma9FsA7DebEeAVf338zrlznLpyWlcLRZ1/RPqtMgYxBkGIwTuOuZVAwRwQdcRPh1YZeMT05YcwbPzFewcd3bUuUr98WCNpN63HaegPDhtWCLY2Ixv+BRiq9n0DjfviQUipIRn1Hrq0jRMMw+YG5nGu0zLZSaKX58rEwuqwK6CzbQXaFYB9FDoLRnWMWy56+VnmffUczJWTVx3EuJFELuM41Iul9Zzp/Aaw5iaPEZaAojwguWzOK3QfncWVz8vfEM2c6xvjsXNUYiGqaCNgs2brzS+o+EJ4IJdlHkiDZYAykFW/B+DDtJxqkaDu/wNINmCcUpuN0c8Vz761bjPdV0pVG23XopvW4iC5+RcYqsJVSSkRmlVLXo+FvTUjPGSY/sLhztaUM8xFeLqJtenICx55/pZWqqySC269vF5a9nvwkyYphyiWc54vLRyh9/3evzaWP416W0b40tTfJfZd0qdm1TQH1FdXmRvDI8WqHNdfkrrJ+rIx7b9liDDAMrK0uWU4AsyuSjah10Dcl4nil3Hau2990eawP9vqxS9ukyXEeYLtW0VUx06QvfM227z9iPJau37s96Y/eV4HRY/fBeRw4fBozOzd5TSIB83XwSVOYFUVz8SsyLi4iT4rIj+beEkIciVvaHiTizjXO1cB12TQuNR/QeFE9crzaEhvLSuGR49U2F4FeTn507jS7D87jntnGy9R0jiJwXvbMqsz7zM5NscvhAV/71vmu9PHixSXsPXQK1+55DNv2PY6Zh0+09aWpvVeOV7z7xWWpObrPe2ZPdrTJF939YLqHxlY10jTaMlyYbNg6/31Xl6MA3QQ2cN9abykLH1Apl/Cu665o68P3Tm3E9jddbt3m3lsuxQ6Y3IR8CCZuLtc7uBaB+43OXcg2znX3rMuzLWsCl5cHdm3DhfoKFmr1VG5Vuv4TNDLVUOwWFxeBvQPAl0TkWRF5WkROisjTeTeMEBPD5AcWd64uoirNd8Kfu7yoejn5MeWg/fSTL2B2rmpNx6fzOTcV1cnC9396csK5uIYCcunj6PmcXay3hMBCrd7h46qADpFdKZewY/MGr35xEVK6vv7Uky9o85X7Ul2otUTn5Ecfj7XM+6SCC4hOPMP7c0U3gQUaY2dslT0/QSDOHzlebevDOw/O4/+8/B18fNc2fH3/zfj4rm3WcR+Oxwj2G/43jnLpUvXL6H6CZ8fsXLXtegfnHnWrCDCN86i1PqCXk/6sxL0uLuaBXdtw3/TWDFtLssYli8g7cm8FIR4Mkx9Y3Lm6LOG6CC+XJXuXF1W38lz7+FIHAtV2ji7LnmldM8JtXmcIhDKRRx8nSW8XpGCLVuJz7Zfocn1USAV9lGVFxiiCS9ZvW3BgONgz2t/lkYY/uikJiO78k7hbmPrRJg4FwMfed53x+gbp/wC35f7g79HrVi4JllfMfQAAy6E/6vYTTMZWj444jyHT+Ddl7ell5ossxb3LtRqm7Fr9QKwFWyn1vFLqeQA1XFoVS29GICQFWWXM6Ads5xq3hOsqvFxWBVwsp6YMJFGf1zRuFiZLsk20vrRQS73ykeZlGW2zb7o43z52IclLviTS8fL28c22ifGoFTMP4ioDBkSDPcP9PV4pAwKrsAQuWcqD8Z3U3ULXj7axHgQO2q6vrxVVd93qywrrmhmETKyo9tUX0/U33Q+6c/Ad/773fVZuYEB3V/SGKbtWv+BSKv1WAB8DcCWAbwG4GsBXAZiTvBJCuoIpoMY3i4jLqoCr5dRmacki4Mj0kl5THrGWp06y8hG2CJkKjLi8LNMUQwmq/0VzT6edVCaxqAbnH1y3Y8+/4lzOHLBPUvIsGAM0hJjr+epcJcJBdq4TJN349rXQ61I0nreUhS8185THFcTxaYPNvWruIzfh2j2POaWR853UhauORu9bl0DBqDvSslLaIjjh72cZENnNyrW9DjAnnbi4iPwKgBsAfFEpNSkiOwC8P99mEUJcySqqO24/vlkndC+xuJeAyz5ML+mzi3WMlUewGCmG4VO0JIzOnSGK68vSV1gEbhjR6n9ZZkCIy0gRpLhbWKwbU/R95qkXrfmNo9iW6/P0ifUpZjIRmozp8G1neHwHP9v3HzFmhQj3p258HTh82uqLHg5CtuHqRw3Eu1nYJmsuaQbXj5Vxob6iFaI60Tvz0Anse/QUFhbNhoQ4dyQdWYvUbrozDlN2rX7BRWDXlVLfFpERERlRSj0hIr+We8sIIT3H1XLkavmxvQRc92F7mS/WV9qEoc8LLXquixeXjAVGgjSF4aV22wTBx1q8fqzc6mNd9b9afRl3hlJ+JX1Z+6x+XLvnMe0+bBk2dNgsenn6XgdjKQj8c6kgaSKJ5T867k39YMrTbdtXUlyriNraG/TVzM5NHdVMgUtBjnH7CTKX6O6d7fuPdLqnRNIv6p4TScRyHiK1W2ntWGWxeLgI7AURuQzAnwD4tIh8C41y6YSQguMb9BItWvPqhaXWS9NmPXV9mdleAq77iLO8Bi9f21Kw7ryj4t5EYAmLTgSOPf9Km3gL95dP/uJwmjTbiz0La7bry9903UoWNwRd2+Isej45nn2p1ZfxxDNncP9tW1O5VPnmogY6RU4ay2YWuakBv+woce0N/g0X6wnyiPtc//AkNcgb7XKuuudEErHczyK1m+4oxA0XgX0CwCKA3WhUblwH4LI8G0UISY+vP6GtaE2Ab1YDV8vdzM5N2H1w3mkfrr6sPgLUx/9XVzo7cJcwVToMLNKmoiVhfDJP5O1jGc7qoXNfsFmETW0zifrodXUNSPThpYVaaotisO2+R0+17pGgreOVMs5fXGpz4TCJnKTtMN1Da8oj1qwoYZIILxcXMtd4D58YDddxEH1OuIjlqAFix+YNHeO5X0TqMGXX6hdcBPYOpdQKgBUAnwQA5sEmpLskSb/ku0TqKjJ9ykD7WO5MgjmN9ShOgPqmhUtSOjvIJvFSM7rfhktluyh5+VhGxU6QBztI1Rdct6mrL8edjpOjOMLiKzzmsxLaWVoiL4R8/RXaU8VlKXJ0937YCh98BrivACTJOpO2zS7HM+WydxHZ0WsbZ9HViflHjled3HSKSrfcUYgbRoEtIv8UwD8D8KaIoH4dgKN5N4wQ0iBpZLvvEqmrGFJo+AaHXzw+y5Oml4DrPkylrU2YzstlP+OVMtauHu3I++zjLhHOu2zDlJEFsFvrxx2q+iXBJHYmxittfvh5TY6imTvSukVkaYk0TV7vPDjv5ZoUh+nev/+2rcYsGnFZb+KCOPNqMxC/kmTLZR8E/q5zXCWIs+iaruETz5zxLmVOiA6bBft3AfwBgPsB7Al9/h2l1Cu5toqQIUVn+UmaecPXn9DHtzP60sxiedJ1H77p3EznG7efwCKpOwdTgFp0edl1eXu8UjYeK+jf2bkqZh4+0ZFB4tULS5idq2Ym6OKsxjoRlLf/p27/AqCiyRpjIkurbd6+8QG+q1DRFYBe+OSa2nzXgyew++B8yxVDZyW2ZRkJWLt6FO+67gonK7PNosusGyRvRHlEEveaqakpdezYsV43g5BcML0QTSJQADywa5tWeJj8QQF98JHp+OWSYO2qUWPe36g1sxvYcu5G0bk0uOwnzgppmtTcM3uy5YttCwAM2uY7Edm273HttfC5Dqa2u64MmI6l82f1XWq3uRaE3XmCvl0fCcT1abPuWIDbJNHFop7FvWEboy7jpxeV/Xzuz4BKuYT7b2uU/dY9g6DQdo2D76c5F9M17MUzjRQXETmulJpKtC0FNhk0+rVcrOmBbxJqgb+u7UVfHhGUS6LNDa17QZn6zvTSFADP7b/ZePw8rsXkRx93DuYKEz1nW39/7H3XebfzntmT+PSTLziJi6Qv8aTXIcA0iQt8euNEo6uwsR3HNcAtIDxJ0gWhlUYEKyvK2O9h8RYuVR+dfJZGpK20t63Ns3NVo995uN0u18SGi5DPQmxmSVJ3nuCeiD4zzr+2lHpSqSPJGCXDRxqB7RLkSEjfYPP/A4odYW1amoymhQMuLfXGveTrK0pb0tk3w0OS9FVZV0UL9vnqBXMVOxvRczYFEC4r5d3O2bmqs7gGgB2bNzi3O0zcdYib0NhcDmxL477Wdttxgr/rglx11vOgT6sLNW0fR0VxmMD1Bmi3jOoEm24/tvsknEVEx7pKuRXcmvR54xLkmnUmmbST4iRpDIFLz7/oM8iUgz2tKwezbpC8ocAmA4Xpxb7v0VNtlcKy9JPMCpN4Clehiy5nu/j4mtwUfF5QSXxs8yjde+Dw6Vh3ABvVhVpbyfH7b9uqTZ1naqdJfBw4fNprWfyJZ84kar/tOrhMaGx+p7bxF1gKZ+eqTqLRdJygTeE23nlwvi1/sg3fK7929SimJ/XFSlwxncu9t2wxCsnyiOD8xfgKnHFiNioCffzik5DFpDj4XtzkP4pvbEgWGWGYdYPkyUivG0BIltjKaNssakVgZucmVMqlts/KI4LFi0utHNEP7NqGo3tu9BJ1ppLIPi+o6ckJ3H/bVkyMVyBoiK64pdQkQUSBgLt2z2PYvv8IZueqztuGsRWBVmgXDiuOE5BAfFSbQifYx+xc1VvgJBVEtusQZzUG7CJGN/50ac1056/bnw5dDnGgYVF2L9ztTtDPaQSo6VzC1wK4dJ9NjFdw2ZrRjtiH6LVw7c/pyQkc3XMjntt/s7E4TFbpB13GkAvTkxNehWxsk/W4celC3HOFkDygBZsMFL5VzooUMR61VgV+oqaSwC5tN2W3yKPQRBTTtRgR0Wa9cLGemfYZTaen89WNEggHVwuZTXz4jrus0teFcZnQ2CzgSdOa6Sz9puPYrodrvmOfAjRBPyetfiiA9T4xXQsXt4YkKzx5Z2vJMrOGyVVkvFJ2zgICpHflyMNVjRAXKLDJQGF6Aa0eHdEuQRetBG4092+0zeEXsK189YpSbS+iqasv77qvoc3HeffB+Y6cwS6Cw3R9dSnuwudsW1rXZWLRiRab+NDtw0QWgkjnWjA+Vtb6BIfzZE9PTuDY86+0ZTq5/fpLYy6rtGam4zzxzBmr0FVoZLkx+TYHE8ZAnJnOOSDo55mdm7QpDuO444aNsS4dQKf4c5m02dxoonnmA/LwGw6fkyl3dpLnZJZtTePKkYerWpb0a1A+iYdZRMjAYXoJ9lvEeFzGiH6Igp+dq8aWBw/avPvgvFOGjCQvJFNmg/VjZYytGm1L/WZK0ReX1kuXRi7IfJFlZThdPuxySRruRJqc0EE6xyCNYDRQ0HXM+KQ1M41NW2n18L50fTleKUMEWFist/WjKXXheKWM+Xtvav1u+p4pS8/6sTLmPnJpe1MaS10KOdOqkUsWm9a+RwSXrRntON8scUnNWLRnii9pM+/kST88w4cdpukjxIF+sxS4CJpunVOa47jkxbWlHEyaNi+MjzgyvdxsL8Ootfb9b70K901vTdxeG0nSFAaiz5TpxCXlmS1P+rlauwg0jd3xSsOarhO6tr63TQwAt8mzbRzqsvREt/dJP2cKTI5aw32ybeQhvEznJAIE0sBWBKkfKHK+6yK3jTRgmj5CHOi3iHEXf8tunFNaH0YX/1ebm0WStHlRdMvVuvy6cVXyovuY2bkJx55/BZ968oW29ga/5yGyk+QAr9WX8ZmnXkyVhSJ8/tWFGkYEqC8rbaYM0/5MmUJMxY8AcwrE4FoFQiRuAmhzqQq7nZi29/FDfmmhFntvRvszjizcGqITZdNxw3a3hVq9r32W8/ZbTwOrSQ42FNiEFJSi5GlN68Pokhf3yvFKa18+afN8cM2vG03lF02bFm3DXQ+e0O7nM0+9mJsV24QtANDmpuPqYxucu+l6Jg36vGApd27LlmPKnazDFhPwyPFqrHXY55x8+tNm8Y+SRnjpJsquAaNF8ln2Ja/naBarh3mmICS9pycCW0TeC2AvgB8E8BalFP0+CNFQBKt7WitL1FIXfamHrUnTkxOtlIRJj+eK1YIHd0u9SbjaBC2Q/AU9XikbLcG2I5p8jeMyZUQxFYQJ8A36BOwCznbdfVNNAuYJ3F0PnsCdB+eNvvg6gW5yMwrykrteX9fiLGmEl+66uWZuAfrbqpr1czSrzCRFtq6T9PQqD/ZfALgNwJ/06PiE9AVFyN9qy53sSpDL9+v7b8YDu7ZZ82lncTwXdPl1o7jkADblGTd9DvjllI7yruuuiP2Oju/bMNZxvoLOTBlxxAmtkeZ5R/N1rw9lM/HZr+26n39tqXVv3DN7MvZemZ6cMOY9D0R38G/0muhykB/46etw4L3XtT5bP1bG6tER3HlwHrsPzjtf3+i+xyvlhngPkVZ4mfo3KEMfd51oVb1ElvnCfesLkP6hJxZspdRXAUAsLyBCsqDfAhvDxFlJunVuOzZv0AaYJX3Zx1mT4qw6WZ13dOk4qX/y+996VZsPdvhzE0ndbmbnqnjkeLtIc7VAfu1b53HHDRtTZzSJc5UIfObvv21rW6BWXFCfScDpxl9A2P87fA1sFkUfV4/oNTGN3eB+nHnoRMuarfMZv+vBE9h9cN7J/Sjr+9ulUmdwXFpV7WTpO12EVUqSD/TBJgNLvxcYiLOSdOPcAkEXFgsCtOVO9t1fnGiw+UxmfU3DLzeTH2yc5S7ws/bJIuL7gg6nrYuiYHb/iH7viWfOpM5O4OLOoJssBP/f9+gpbaBmdaGGa/Y81pa1Qjf+XPEpgmPDVTTtPXSqzVVER9Q6DpjHbdbCy9UdoSixH0WGvtPEhdwEtoh8EcAbNX/6sFLqcx77+SCADwLAxo0bM2odGQaKXmAgDpsIy/LcbKLX5Lf5xDNnvI4RHMdVHJvERZ7XNI0/5H3TW70CGn1e0C7p3JaViq2UCGTjR5vG8h9cV9uEYaFWx8xDJ1rHcBXCPm0It99UXCXAVTSZ/OJN1OrL2HvoVNeeRT7CmVZVO/SdJi7kJrCVUm/LaD+fAPAJoJEHO4t9kuGg31IgRYXuOkMw25XjldgqcK6WpzjRm6QPTYLdJI7vPDiPA4dPO1nJ8rym3bTc+bjduIjMcN5lm/tDVha2tJb/uOwZ9RXVug5pMLUh3H7bBCZv0bRQq2N2rtpVkU3hnB5a+YkLdBEhA0s/LePphK6O4IVvElIS2tZlGTrOIuzbhzbBbhNLrq4eeV/TbggQX7ebOJEZjIlw2+/47S/h6LOvaL+XNWmsebbJQFyu5jjKI+LUhmiWm8DdZv1YGUoBuyMTQNMEcqw8oq2kCdhdeIJ7rejxIkVvX7fhZIXE0as0fe8B8B8AbADwmIjMK6V29qItZHDpp2U8m5UyCGKLpg2Lnpsu2C0IrAL0wjXOIuzbhzbBHieWoq4euhd6Fte010LB1+3G1m+6su6zc1V85YVzbd+LCvgs+yCpNW92rmoN0Az205Eab0SAZpEbG5etGXU+J12AYThgsbpQw8xDJ3Ds+VfaSqCHJ4aryyWtwB4R4IbvW98x4Ql4aaHm5T7Vi/GbVexDr+89QroJS6WTgaZfHuhx5cR1pXNdq7IB5jLLWZZjn52r4k5DDmsBnHIjC4Dn9t9sLUsOJF+ate03q3Gh669wm03XOTh3lzabSpQD8dfU5BJhq6aYB7biKuURwYH3Xme07ALJ+9OFbfse17pnmSYE68fKiSpsAo3rAuit+S4ZPkwT8CzJoqR3N+49QrImTal0CmxCCkBcJTcXsRC3D5NIz+KlFxeIFxZ3Nj/h4HtZvNB15LXfAJMYjhYj0VESwYpS2klDWGSOj5Xx6oWljuImQblvU98GY8g2TropeGyTyo/v2ubcBtv5mIrGxHGNocpn1gT9vfvgvLYvovd93D2e1/UzXSufSUze9x4heZBGYPeq0AwhJERc0RMXH+O4fZgyKmRR6MDm4hKt1Hh0z434+K5tHW0Nfy+vYMa8A191/VBfVrHiGmhkAjEVJQn67bn9N2Ns1WjH/mr1ZXz6yRecAhxt51qrL2Pfo6e6UtzINKYnxite48827k1FY8L0sphTcK+5FleKG6dJip24kEXxp7zvvSIU5SIkDIMcHekXVwNSfGxjSZcj2NXHONiHrhQ04JZRISm2l6ROsMf57ZpcXkZEcO2exzIvkpJVkKSvWBBAmyYuELq6/rFV5DMRHkNx7kRnF+utMZhn7niTP/2OzRu8MuFEgxRN6Pp0x+YNWp/qtatKOH/RHhORlvBEwjW2wCXoUzc+0r6/soh9yPPe6/eaB2QwocB2gDcvicPHT9k2ltJmEzAFQGYZ3Klrn61KXJJCGqZiID6FOlz3m2Xf+GS9CFxCTNklTELXN7NG1D3Ct9BKXJ7xpONVN8kyCd7w9037mp6ciI1liPaprkJkrb6M8UoZgL5/An/noM3nX1vyzoFdLrVnOHENFHW5dlHBmsX7K4u0dHnee/1e84AMJvTBdoC+Y8SGjx9zt8ZSXisupnO9/fqJNmEENCx9d9yw0asAS/RYccVAkvSbS98k7T+XojBpCMSySwaZ4Pu6/pmdq2LvoVPOwtAnADONH7Dp/lg/VsbcR25KvL0vAhjz0LsEHsYxXilj/t7489ERjmOIXndd3xfp/ZXXcykLH3FCdKTxwaYF24F+K1hCuouP9aRbYymvHK2mc33imTO4/fqJNougAvDI8Sqmrr48UVvC53CtIegsSb/Z+mZ2rtrhpuNj8Yta+rI2X7y0UHOy/AINcXHN6ytadwvTaonJGmtaxs/acmi6nmcX3Qqy+FrnTaxrlmv3KS1ucs3Scc7T4h09nk+6xSK9v/J6LvVTzQMyPFBgO8Cbl9jweYH1+1iynesTz5zRLrdHxVYSK1Y3+s1mifQRjWER4WtRFcBJ6JqESnSCE869rJso6PI/+yzjZy3ebO4vLv1vKhoz4enKIeJfWhxwy00PdLcwUr8/c1zop5oHZHigwHaAN+9wEycIfV5grmOpqEG1tnO1lW8PAhOT+th24x6MK0nuIxpty/gu7hy+QheAdoITJW6i4Otrm7V4m9m5yZhL3bX/TaLTx5VjobmC4WNxdV1ZyOPdYXteuNw7RX3euJKFjzghWUOB7QBv3uHFJUDIR/y5jKUiB9XaztWWxSFIP2cKKrvrwRPYfXDeeG8lvQd9hEOcgHMVjdHrp9BeDMRFdCU5X1cBGvc9H1GZ9cRnenLC6Bue1uKq69PFi0vaAjFJj6Xru6mrL8/13eESOA2Yx1KRnzc+uIzbfp9IkP6CQY6EWHANEMrywV2koCQdpnO9Z/akVkD7klWxDN8AvKwKsGRZHdMHV3eUogfUdrPi3yBUF0z7vCj68yYrBuFak+7DIEeSKZzlX8LVx9S2LO3bl0UISrK1W3eus3NVPHK8mklQX1bptXwD8EwBcuPNgDfX9rhcP53vs0/uZx0uAX55uCdkHbjWzRXDQVidTPu8KMLzphskDcjl+5AkhQKbtDEoy4VZkcbHNGlf9jooKUm74/yXw7gU6sji5e4rHJKILZ+c4Kbrp+vv3Qfncez5V7xSHJp8gJ945kzfiYO8sk30+lh5YBpv42PlVNsPUhAkkGwiwfchSQNLpZM2bLP8YURXhtnVCpi0L9McMwuStNtVEFfKJdxxw8ZWafaSiPZ7wcs9Tfljk0AYHysb9zk9eakk+dE9N8aK67s/exLVZjq+4OW7Y/MGr+un62+FRkYQ33LP0fbfN70VR/fciAd2bQMA7D44n6iMNMtQF5eZnZtQLnXeR69eWHK6Tr1+3kTJa6wlKffO9yFJAwU2aWNYlgtdmZ6cwP23bW0JwonxitVnL/xyMPnDugSZ+RzTB5eXV5IxYBSzlXLHeQSi77n9N+Nj77vO+HI3CVjXF65OOJRLglcvLCXeZxhbTnCf62crfZ7FizxtP6bdnuTL9OQE1q7qXIyuryin8ZPn88aXPMdakokE34ckDXQRIW0My3KhD65LyK5pwFz6Mo9la9flziRjwJRNIs53OfhbOHPEmnJj3p+2iInOZeLs+dewWF9JvM8wtpevz/Wz5X7O4kWeth9Zhrr4mArXpE1t2G3yHGtJXMD4PiRpoAWbtFG05cJ+wsUPuZd96brcmWQMpLWCvbZ0SfSeXay3rFg6fAq3hF0mZnZu6hDXAUmEbJIlZx0zOzdB7yiTzYucQXCDT1ZjsdfkPdZ8XMAAvg9JOmjBJm0MQlR9r7C9BIIKfb3sS5+MKID/GEhqBTMJ/6AKXxQBnMpm645jwiZETFkEssoBPT05gWPPv9KR4jCrF3laKxyteMVnUIqhFW2s8X1I0kCBTTooynJhv2F6ORQln6zPy6ubY8Ak/JeV0mYcCXyTs3LpAGAUIi5uNVm8fO+b3ppbQZIdmzekEu9x4o1pzHrPoAjBIk4U+D4kSaHAJiQjivhyCFPU9tkmJln6JhvTmVXKXukHwz6hWb58s9pXWPCuq5Rx/uJSR6n2269PVwI8EG9FSmMWPW+RRsnzfhWbvgyCEByUiQIhACs5EpIpRbfmFbF9uuDQwHJtchNJsiqQpJLbtXse0+bsFgDP7b/Z6/jdwDXQFmj0YdrrX5QqgHHnzYp9hJAksJIjcaaIAqtfcOm7oluRiti+sNWqulBrcwvRieukVvcsswiMiCTyAwfyvQd9Cv5kYW0uSgBk3Hkz60k6+N4gxB8K7CGiSMu5/Qb7Ll8C4W+yiI4IoJR7oKhJEPhOMEzlx5eV8r7+s3PVtnSEQPbjyFfYphWeRQlKcznvomc9KaqI5bOPkGQwTd8QwapUyUnbd0WshNeNNvkewySCVhTwwK5tTqm1sixWEaQf1FWc9L3+d3/2ZJu4TrKfOJII2zTCsyhpzFzOu8hZT4pczIfvDUKSQYE9RBRlObcfSdN3RXx52tqUlfBOct5xZYtdSCoITOc9PTmBFUOsiuu9E+fCkNU9qK1eOSJYP1Y2bpNGeBalCqDuvMMUIZjXRpFFLN8bhCSDLiJDRFGWc4uA73Jsmr4rYiU8U5v2PXoKF+ormSwHJznvmZ2bcOfBee3f8iyMErcMnvbeiWt7VvegT8YPIBvhWQS//uh591sWkSKLWL43CEkGBfYQUdQ0bd0miU9hmr4r4svTdOyzi2YXhixLiZuYnpzo8FMOcC0GM2LIPBJnHbdNBtLeO7Zy6FnfgybBO+gp0Iog9JNSZBHL9wYhyaDAHiIG/QXrShLLapq+K+LL0yb4dGSZdzruvPfeusXrhR6dMCXJPBI3GYhmOimJtMbMsedfwRPPnLGOC1Ow5PqxMu69ZUvX7sF+FqGDTJFFLN8bhCSDAnvIKPoLthuR9Ektykn7rogvT1ObVo+OeFuPfY8Rd96+L3STf3NJBCtKZeYCFGwfXf341JMvtL5jWg2hSCE2ij4+iv7eIKSIUGCTwtCtdFDdtigX8eVpahOAzCYDPuetm1i5FioxZx5RzsVgXCcDLnmmTashFCnEBscHIYMFBTYpDN0KBuyFRbmIL09bm7KaDLicd9qJVRYTJtfJQNpAS0IIIcMBBTYpDN0KBiyiRblIdHsykHZildWEyeW8XX3XixCc1m8UtdAKIYQkoScCW0QOALgFwEUAzwL4x0qphV60hRSHbrpuFNGi7MI9syfxmadexLJSKIng/W+9CvdNb+11s1KRdmLVzQmTKVgxTK/96/sRVgskhAwavbJg/yGAu5VSSyLyawDuBvCve9QWUhCKGAxYJO6ZPdkWULesVOv3fhbZWbl4dEOI6cT8js0bYrOIEDtFzBVPCCFp6InAVko9Hvr1SQA/3Yt2kGJB1w07n3nqRePn/Syw+21i1a+rH0WmiLniCSEkDUXwwf4FAAd73QhSDChezOjyO9s+7xc4sSJFzBVPCCFpyE1gi8gXAbxR86cPK6U+1/zOhwEsAfi0ZT8fBPBBANi4cWMOLSX9zDAFRpUMFQpLIj1oTbZwYpUe3b0A9MfEZWbnJsw8fAL15UvjuzQiOP/aEq7d81ih204IITpyE9hKqbfZ/i4iPwfgXQD+gVJmE5xS6hMAPgEAU1NT/W2qI1Z8xXKRAqO6IfTf/9ar2nyww58XiWGa9BQF3b0w89AJQNASrYUPHIw83ZdXVKvoUeHbTgghEcSibfM7qMjbAfwGgL+vlDrjut3U1JQ6duxYfg0jPSMqEICGH+79t201vlC37z+iXVaeGK84FynJAlvbgWwtiL3IIuIjmE19cfv1EwwEzBHTvaAjfH8UZTLk2v5u39uEuFKUe4lki4gcV0pNJdm2Vz7Y/xHAagB/KI3l7SeVUh/qUVtIAUiSRaAogVGmtu979BQu1FcytbDfN721qwGNvqsEpr749JMvtAyUtEZmj8+YD75bpBUgFvAh/UyR7iVSHEZ6cVCl1Pcrpa5SSm1r/lBcDzlJxLIpAKrbgVGmNp5drBsnDf2CbeKjw9QX0XWyfuuHouMz5oPv+l7bPHFtP4MeSREp0r1EikNPBDYhUZKI5Zmdm1Apl9o+60V6N9+Xfj9Z4XwnPj590U/9kDWzc1Vs338E1+55DNv3H8HsXDXV/nT3QnlEUC61B8CG74+irAAB+vZHKXLqRjLcFOleIsWBApsUgiRieXpyAvffthUT4xUIGv6ZNp/tvDC1fbxS1n6/n6xwvhMfXV+Ycpz0Uz9kSbCcXF2oQeHScnIaka27Fw689zoc+OnrjPdHUVaAAH37P3DDxp7f24S4UKR7iRSHngQ5JoVBjoNNPweJmFKk+QZuFo0kwafRvtixeQMeOV7t637Ikn4Izh3G60JIUngvDS79GORISAf9nAvZ1vZ+mDSYJjdJisDo+mLq6sv7oh+6QVGWk1ngh5Bs4L1EdNCCTciQQ+tLdymKBXvQ6OcVMEJIMUljwaYPNiFDDiPgu0tRgnMHiTz82gkhJA0U2IQMOUVxWRgWihKcO0hwkkgIKRr0wSZkyLlyvKJ1WWAEfH70W7xB0d0vOEkkhBQNWrAJGXLoskBs9IP7BdOkEUKKBgU2IUPOILssZF3QZRjpB/cLThIJIUWDLiKEkL5zWXAhmh0lsLwCGLhzzZOiuV/Y3FVsbixFd3MhhAwWFNiEkMT4iJZuCxyb5ZXCyp0i+ejHTZpsY4+TLUJIN6GLCCEkET6+ub3w4y2a5bVfKZL7RVJ3lX5wcyGEDBYU2ISQRPiIll4IHAa+ZUORfPSTTpo42SKEdBu6iBBCEuEjWnohcGZ2btJWqGTgmz9F8dFP6q5SJDcXQshwQAs2ISQRPhbiXliTi2R5JdmQ1F2lSG4uhJDhgBZsQkgifCzEvbImF8XySrLBJVtIltsRQkhSRCnV6zY4MzU1pY4dO9brZhBCmhQ5iwghhBCSBhE5rpSaSrQtBTYhhBBCCCHtpBHY9MEmhBBCCCEkQ+iDbYFL2oQQQgghxBcKbAOs/EUIIYQQQpJAFxEDrPxFCCGEEEKSQIFtgJW/CCGEEEJIEiiwDbDMMiGEEEIISQIFtgFW/iKEEEIIIUlgkKMBVv4ihBBCCCFJoMC2wDLL+cI0iKRf4dglhBBigwKb9ASmQST9CscuIYSQOOiDTXoC0yCSfoVjlxBCSBwU2KQnMA0i6VdMY7S6UMPsXLXLrSGEEFJEeiKwReRXRORpEZkXkcdF5MpetIP0DqZBJP2KbYze/dmTFNmEEEJ6ZsE+oJR6s1JqG4DPA/hIj9pBegTTIJJ+RTd2A+gqQgghBOhRkKNS6u9Cv64FoHrRDtI7mAaR9CvBGL3z4Lz273RzIoQQ0rMsIiLyqwB+FsA5ADt61Q7SO5gGkfQr05MTOHD4NKoaMU03J0IIIbm5iIjIF0XkLzQ/7wYApdSHlVJXAfg0gF+y7OeDInJMRI6dOXMmr+YSQlIyO1fF9v1HcO2ex7B9/5GB90WmmxMhhBATolRvvTNE5GoAjymlfjjuu1NTU+rYsWNdaBUhxIdobmigITbvv23rQK9SsOAMIYQMLiJyXCk1lWTbnriIiMgPKKX+qvnrrQCe6UU7CCHZYMsNPciCk25OhBBCdPTKB3u/iGwCsALgeQAf6lE7CCEZwLzmhBBCyCV6lUXk9l4clxCSD1eOVxjwRwghhDRhJUdCSGoY8Ee6xbAF0xJC+pOepekjhAwOzGtOukE0mLa6UMPdnz0JABxrhJBCQYFNCMkEBvyRvBnWYFpCSP9BFxFCCCF9AYNpCSH9AgU2IYSQvsAUNMtgWkJI0aDAJoQQ0hcwmJYQ0i/QB5sQQkhfwGBaQki/QIFNCCGkb2AwLSGkH6CLCCGEEEIIIRlCgU0IIYQQQkiGUGATQgghhBCSIRTYhBBCCCGEZAgFNiGEEEIIIRlCgU0IIYQQQkiGUGATQgghhBCSIaKU6nUbnBGRMwCe73U7Cs4bAPxtrxsxQLA/s4X9mR3sy2xhf2YL+zNb2J/Z4dOXVyulNiQ5SF8JbBKPiBxTSk31uh2DAvszW9if2cG+zBb2Z7awP7OF/Zkd3epLuogQQgghhBCSIRTYhBBCCCGEZAgF9uDxiV43YMBgf2YL+zM72JfZwv7MFvZntrA/s6MrfUkfbEIIIYQQQjKEFmxCCCGEEEIyhAK7DxGR94rIKRFZERFjJKyIvF1ETovI10RkT+jzy0XkD0Xkr5r/ru9Oy4uJS3+IyCYRmQ/9/J2I3Nn8214RqYb+9s6un0RBcB1bIvJ1ETnZ7K9jvtsPC45j8yoReUJEvtp8LvzL0N84NmF+Fob+LiLym82/Py0iP+K67bDh0Jd3NPvwaRH5MxG5LvQ37X0/zDj050+JyLnQPfwR122HEYf+nAn15V+IyLKIXN78W7bjUynFnz77AfCDADYB+N8ApgzfKQF4FsD3AVgF4ASAH2r+7dcB7Gn+fw+AX+v1OfW4P736o9m330QjPyYA7AXwy70+jyL8uPYlgK8DeEPaazHoPy79AeAKAD/S/P/rAPxl6F4f+rFpexaGvvNOAH8AQADcAOAp122H6cexL38cwPrm/98R9GXzd+19P6w/jv35UwA+n2TbYfvx7RMAtwA4Evo90/FJC3YfopT6qlLqdMzX3gLga0qpv1ZKXQTwewDe3fzbuwF8svn/TwKYzqWh/YNvf/wDAM8qpVj0qJO0Y4tjs53Y/lBKvayU+krz/98B8FUAE91qYB9gexYGvBvA/1QNngQwLiJXOG47TMT2h1Lqz5RSZ5u/Pgnge7vcxn4izfji2OzEt0/eD+AzeTWGAntwmQDwYuj3b+DSS/d7lFIvA42XM4Dv7nLbioZvf/wMOm/KX2ouif7OkLs1uPalAvC4iBwXkQ8m2H5Y8OoPEbkGwCSAp0IfD/vYtD0L477jsu0w4dsfv4jGykCA6b4fVlz788dE5ISI/IGIbPHcdphw7hMRGQPwdgCPhD7OdHyOpt0ByQcR+SKAN2r+9GGl1OdcdqH5bGhTxtj603M/qwDcCuDu0Mf/GcCvoNG/vwLgYwB+IVlLi09GfbldKfWSiHw3gD8UkWeUUn+STQv7iwzH5mVovCzuVEr9XfPjoRqbBlyehabv8DnajnN/iMgONAT2T4Q+5n3fjkt/fgUNd8RXmzEUswB+wHHbYcOnT24BcFQp9Uros0zHJwV2QVFKvS3lLr4B4KrQ798L4KXm//9GRK5QSr3cXAb9VspjFR5bf4qIT3+8A8BXlFJ/E9p36/8i8tsAPp9Fm4tKFn2plHqp+e+3ROT30Vja+xNwbLbh2p8iUkZDXH9aKfXZ0L6HamwasD0L476zymHbYcKlLyEibwbwXwG8Qyn17eBzy30/rMT2Z2iyDKXUF0TkP4nIG1y2HUJ8+qRjJTrr8UkXkcHlywB+QESubVpdfwbAoebfDgH4ueb/fw6Ai0V8kPHpjw6frabwCXgPgL/ItHX9RWxfishaEXld8H8AN+FSn3FstuPSnwLgvwH4qlLqNyJ/49i0PwsDDgH42WY2kRsAnGu65LhsO0zE9oeIbATwWQD/SCn1l6HPbff9sOLSn29s3uMQkbegodu+7bLtEOLUJyKyDsDfR+h5msv47EWkJ3/S/aDxovwGgNcA/A2Aw83PrwTwhdD33olGRoFn0XAtCT5/PYA/AvBXzX8v7/U59bg/tf2h6c8xNB5s6yLb/y8AJwE83byZr+j1ORW5L9GI8D7R/DnFsZm6P38CjWXQpwHMN3/e2fwbx6bSPwsBfAjAh5r/FwC/1fz7SYSyM5meo8P649CX/xXA2dBYPNb83HjfD/OPQ3/+UrO/TqARNPrjtm2H/SeuP5u//zyA34tsl/n4ZCVHQgghhBBCMoQuIoQQQgghhGQIBTYhhBBCCCEZQoFNCCGEEEJIhlBgE0IIIYQQkiEU2IQQQgghhGQIBTYhhAwYIvJTIvL55v9vFZE9lu+Oi8g/S3CMvSLyy2naSQghgwoFNiGE9AkiUvLdRil1SCm13/KVcQDeApsQQogZCmxCCCkAInKNiDwjIp8UkadF5GERGRORr4vIR0TkTwG8V0RuEpEvichXROQhEbmsuf3bm9v/KYDbQvv9eRH5j83/f4+I/L6InGj+/DiA/QDeJCLzInKg+b0ZEflysx37Qvv6sIicFpEvAtjUxe4hhJC+YrTXDSCEENJiE4BfVEodFZHfwSXL8gWl1E+IyBvQKEP9NqXUeRH51wD+lYj8OoDfBnAjgK8BOGjY/28C+GOl1Hua1vDLAOwB8MNKqW0AICI3AfgBAG9Bo8LhIRH5SQDn0Sg9PInGu+MrAI5ne/qEEDIYUGATQkhxeFEpdbT5/08B+BfN/weC+QYAPwTgqIgAwCoAXwKwGcBzSqm/AgAR+RSAD2r2fyOAnwUApdQygHMisj7ynZuaP3PN3y9DQ3C/DsD/v307VqkjiqIw/C+sUpjCwiYQEhKCYIq0YuUDpLC8lSFdquQtLHwA8QW0SQgELaLYRCFWIkkgaVMHK1HSbYsZ4XLRRg94ufxfMzPMOXPmdJs9az5X1UW/xpfbb1OSJpsFtiSNj7rh+rw/BtirqsHwoCSvrpl7WwFWq2pjZI0PDdeQpIlmBluSxsfjJAv9+QA4HLl/BCwmeQ7QZ7RfAH+Ap0meDc29zj7wrp87leQhcEbXnb7yFXg7lO1+lGQW+AYsJ3mQZBp4fZeNStIks8CWpPHxG1hJ8gOYAdaHb1bVP+ANsNWPOQLmquo/XSRkp//J8e8Nz38PLCX5SZefnq+qU7rIya8ka1W1C2wC3/txH4Hpqjqmi6qcAJ+Ag4b7lqSJkiq/+EnSfUvyBNiuqpf3/S6SpLuxgy1JkiQ1ZAdbkiRJasgOtiRJktSQBbYkSZLUkAW2JEmS1JAFtiRJktSQBbYkSZLUkAW2JEmS1NAl6kDTnXVYBjcAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 864x2016 with 5 Axes>" ] @@ -3915,7 +3713,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 99, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -3961,7 +3759,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 100, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -3973,7 +3771,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 1872x1296 with 10 Axes>" ] @@ -4008,7 +3806,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 101, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -4022,7 +3820,7 @@ "output_type": "stream", "text": [ "Reconstruction error:\n", - "CCA: 4631.245631476227\n", + "CCA: 4631.245631476226\n", "mcvae: 3964.8306431191213\n" ] } @@ -4068,7 +3866,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.6.12" } }, "nbformat": 4,