{ "cells": [ { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import os\n", "import sys\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "%matplotlib inline\n", "plt.style.use('ggplot')\n", "experiment_dir = '/home/anton/uni/MLP/mlpractical' #Replace this with your path to the mlpractical directory" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def collect_experiment_dicts(target_dir, test_flag=False):\n", " experiment_dicts = dict()\n", " for subdir, dir, files in os.walk(target_dir):\n", " for file in files:\n", " filepath = None\n", " if not test_flag:\n", " if file == 'summary.csv':\n", " filepath = os.path.join(subdir, file)\n", " \n", " elif test_flag:\n", " if file == 'test_summary.csv':\n", " filepath = os.path.join(subdir, file)\n", " \n", " if filepath is not None:\n", " \n", " with open(filepath, 'r') as read_file:\n", " lines = read_file.readlines()\n", " \n", " current_experiment_dict = {key: [] for key in lines[0].replace('\\n', '').split(',')}\n", " idx_to_key = {idx: key for idx, key in enumerate(lines[0].replace('\\n', '').split(','))}\n", " \n", " for line in lines[1:]:\n", " for idx, value in enumerate(line.replace('\\n', '').split(',')):\n", " current_experiment_dict[idx_to_key[idx]].append(float(value))\n", " \n", " experiment_dicts[subdir.split('/')[-2]] = current_experiment_dict\n", " \n", " return experiment_dicts\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "VGG_08 ['train_acc', 'train_loss', 'val_acc', 'val_loss']\n", "VGG_38 ['train_acc', 'train_loss', 'val_acc', 'val_loss']\n", "VGG38_BN ['train_acc', 'train_loss', 'val_acc', 'val_loss']\n", "VGG38_BN_RC ['train_acc', 'train_loss', 'val_acc', 'val_loss']\n" ] } ], "source": [ "result_dict = collect_experiment_dicts(target_dir=experiment_dir)\n", "\n", "for key, value in result_dict.items():\n", " print(key, list(value.keys()))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "plt.style.use('ggplot')\n", "\n", "def plot_result_graphs(plot_name, stats, keys_to_plot, notebook=True):\n", " \n", " fig_1 = plt.figure(figsize=(8, 4))\n", " ax_1 = fig_1.add_subplot(111)\n", " for name in keys_to_plot:\n", " for k in ['train_loss', 'val_loss']:\n", " item = stats[name][k]\n", " ax_1.plot(np.arange(0, len(item)), \n", " item, label='{}_{}'.format(name, k))\n", " \n", " ax_1.legend(loc=0)\n", " ax_1.set_ylabel('Loss')\n", " ax_1.set_xlabel('Epoch number')\n", "\n", " # Plot the change in the validation and training set accuracy over training.\n", " fig_2 = plt.figure(figsize=(8, 4))\n", " ax_2 = fig_2.add_subplot(111)\n", " for name in keys_to_plot:\n", " for k in ['train_acc', 'val_acc']:\n", " item = stats[name][k]\n", " ax_2.plot(np.arange(0, len(item)), \n", " item, label='{}_{}'.format(name, k))\n", " \n", " ax_2.legend(loc=0)\n", " ax_2.set_ylabel('Accuracy')\n", " ax_2.set_xlabel('Epoch number')\n", " \n", " fig_1.savefig('../data/{}_loss_performance.pdf'.format(plot_name), dpi=None, facecolor='w', edgecolor='w',\n", " orientation='portrait', format='pdf',\n", " transparent=False, bbox_inches=None, pad_inches=0.1,\n", " metadata=None)\n", " \n", " fig_2.savefig('../data/{}_accuracy_performance.pdf'.format(plot_name), dpi=None, facecolor='w', edgecolor='w',\n", " orientation='portrait', format='pdf',\n", " transparent=False, bbox_inches=None, pad_inches=0.1,\n", " metadata=None)\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_result_graphs('problem_model', result_dict, keys_to_plot=['VGG_38', 'VGG_08'])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAArQAAAF0CAYAAADSPqrzAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAACvA0lEQVR4nOzdd3hUZfbA8e+dkt57QgKEXqWIogKiiFhWdFEXdV3rrl23uGtB7A1R1/W3trWvawW7rLhiAUGUrkgTKSEkIb3Xqff3x517M0lmkklI53yex0cyc2fmztwp5573vOdVVFVVEUIIIYQQoo8y9fQOCCGEEEIIcTgkoBVCCCGEEH2aBLRCCCGEEKJPk4BWCCGEEEL0aRLQCiGEEEKIPk0CWiGEEEII0adJQCuEEEIIIfo0CWiFEEIIIUSfJgGtEEIIIYTo0ySgFUIIIYQQfZqlp3egJ5WXl+N0Orvt8RITEykuLu62xxOdT45h/yDHsX+Q49g/yHHsH7riOFosFmJjYwPbtlMfuY9xOp04HI5ueSxFUYzHVFW1Wx5TdC45hv2DHMf+QY5j/yDHsX/oDcdRSg6EEEIIIUSfJgGtEEIIIYTo0ySgFUIIIYQQfZoEtEIIIYQQok87oieFCSGEEDqbzYbNZuvp3Tji1NfXY7fbe3o3xGHq6HFUFIWIiAhjYllHSUArhBDiiFdbW4uiKERGRh72D6toH6vV2m0dh0TX6ehxtNvt1NTUEBkZeViPLyUHQgghjnhOp5OwsDAJZoXoZkFBQZ3S6ksCWiGEEEc8CWSF6NskoBVCCCGEEH2a1NB2A7WiFHX/bmzDR0FUfE/vjhBCCCFEvyIZ2m6gfv0p7uceoXbFxz29K0IIIYTo45YsWcLo0aM77f7OP/987r777k67v54gAW03UAYNA8C+Z1cP74kQQoj+4LLLLuOCCy7wed2mTZsYMGAA27ZtA+DTTz/lN7/5DWPGjGHo0KHMmDGDm2++me3btze5nd1u57nnnuO0005j2LBhjBo1itmzZ7N48WIKCgqM7V577TVmz57NyJEjGTlyJHPnzuXrr79ucl+1tbUsXLiQo48+mqFDhzJz5kxee+21gJ/f1KlTGTBgAAMGDCAjI4PJkyfz17/+lYqKCmOb7777jgEDBjBr1ixcLleT248ePZolS5a0+7GGDh3KiSeeyHPPPddiotL27du5+uqrmTBhAkOGDGH69Onccsst7Nu3r83H0Pe1srIyoH1qy9lnn82aNWs65b76Cwlou8NgLaB1ZO9FldYkQgghDtNFF13E2rVryc3NbXHdkiVLGDt2LOPHj+ehhx7iuuuuY+zYsbz66qusXLmSRx99lEGDBvHII48Yt7HZbFx00UU89dRTzJ8/nw8++IDPPvuMO++8k/Lycl599VVj29TUVBYsWMDy5ctZvnw506ZN48orr2T37t3GNvfeey+rVq3iqaeeYtWqVVx11VXcddddfP755wE/x7/97W/88MMPbNiwgaeeeop169Zx1113tdguOzub9957L+D7be2xVq1axbXXXssjjzzCG2+8YVz/xRdfMHfuXOx2u/Gc/vnPfxIZGcljjz12WI/tLdA+rqGhoSQkJHTa4/YHUkPbHeISISISaqoh7wB4MrZCCCF6H1VVwd5DCywEBQfUcWH27NkkJCSwdOlSbr75ZuPy+vp6PvnkE26//XY2b97Ms88+y/3338/vf/97Y5uBAwdy/PHHN8lAvvjii2zYsIHPPvuMcePGGZdnZmZy0kknNdl2zpw5Tfbl9ttv5/XXX2fLli2MHDkSgM2bN3P++edzwgknAPC73/2ON954g61bt3LaaacF9FJERESQlJQEaEH0+eefzyeffNJiuyuuuILHH3+cc845h5CQkIDuu7XH+u1vf8t//vMfVq9ezSWXXEJ9fT0333wzs2bN4uWXXzZuM3DgQCZPntxm1jUnJ4ff/OY3AIwZMwaA3/zmNzz55JOcf/75jBw5EqvVynvvvcfIkSN5//33ef7551m6dCnZ2dnExMRw6qmncueddxIeHg5oJy333nsvu3ZpI79///vf+d///sc111zDY489RmVlJSeffDKPPfYYERER7X49KioquPvuu/nyyy+x2Wwcf/zx3H///QwZMgSA3NxcFi5cyMaNG7Hb7WRkZHDvvfcyc+ZMKioquPPOO/nmm2+oq6sjJSWFP/7xj35HFDqLBLTdQFEUlEHDUXdsQT2w1yhBEEII0QvZbbhvnN8jD216eikEtx2UWSwWzj//fJYuXcpf/vIXIwhetmwZDoeDefPm8cQTTxAeHs5ll13m8z68A+ePPvqIE088sUkw629bby6Xi//+97/U1dVx9NFHG5cfc8wxfPHFF1x44YWkpKTw3XffsX//fu6///42n5sv+fn5fPXVV0yaNKnFdX/4wx/44IMP+Pe//821117bofvXqarK999/z549e8jMzARg1apVlJWVcd111/m8TXR0dKv3mZaWxosvvshVV13F6tWriYyMbBJ4v/vuu1x66aV89NFHxmUmk4n777+fjIwMDh48yB133MGDDz7IokWL/D5OdnY2n3/+Oa+99hqVlZVce+21PP3009x+++3teAU0f/nLX8jKyuLVV18lIiKChx9+mEsuuYRVq1ZhtVq54447cDgcvP/++4SFhfHLL78YwfZjjz3GL7/8whtvvEFcXBxZWVk0NDS0ex/aSwLa7jJ4GOzYgpq9F+l2KIQQ4nBdeOGFPPfcc3z33XdMmzYN0DJ3Z5xxBjExMezfv5+BAwdisTT+1D///PM8/vjjxt+bN28mKiqKrKwsI5uq+/3vf8/q1asBrSbVOzu6a9cuzj77bGw2G+Hh4bz00kuMGDHCuP6BBx7glltuYcqUKVgsFkwmE4899hjHHntswM/v4Ycf5tFHH8XtdtPQ0MCkSZO45557WmwXGhrKX/7yFx555BF++9vfEhUVFfBjNH8sh8OBw+EgJCSEK6+8EoCsrCwAhg3rWDLKbDYTExMDQEJCQosAePDgwdx5551NLrvqqquMfw8cOJBbbrmFBQsWtBrQut1u/vGPfxgZ2fPOO49vv/223fu7f/9+VqxYwUcffcQxxxwDwFNPPcUxxxzD//73P+bOncuhQ4c488wzjYlpgwYNMlYKy8vLY9y4cUyYMAGAjIyMdu9DR0hA202UQcNQAfXA3p7eFSGEEK0JCtYypT302IEaNmwYU6ZM4Z133mHatGkcOHCA9evX89ZbbxnbNM+sXnjhhcyZM4cffviBm266qdUVmh5++GHq6up45ZVXWLduXZPrhg4dyooVK6iqqmL58uX8+c9/5v333zeC2ldeeYUtW7bw6quvkp6ezvr167njjjtISkrixBNPDOj5XXvttcyfPx9VVTl06BCPPPIIl156KR988AFms7nJthdddBEvvPACzzzzDAsWLAjo/n09VmlpKYsXL2batGlGMNcZq1i1Rg/8vK1du5annnqKPXv2UF1djcvloqGhgbq6OsLCwnzeT0ZGRpPygqSkJEpLS9u9P3v37sVisTB58mTjsri4OIYOHcrevVoMc+WVV7JgwQK++eYbZsyYwZlnnmk8j0svvZSrrrqKbdu2MXPmTE477TTjtexKMimsmyieiWEcykZ1BFb0LYQQovspioISHNIz/7VzxbKLLrqI5cuXU11dzZIlS0hPT2fGjBmAVv+anZ2Nw2sycnR0NJmZmaSkpDS5n8zMzBaz9ZOTk8nMzDSyi96CgoLIzMxkwoQJLFiwgDFjxvDSSy8BWh3vI488wj333MOcOXMYM2YMV1xxBWeffTbPP/98wM8tLi6OzMxMo6PAfffdx6ZNm1i7dm2LbS0WC7feeisvv/xyk44M7X2sKVOm8OKLL/Liiy8a2Wm9blQP5jpbaGhok79zc3O59NJLGTlyJC+88AKfffYZDz30EECTY9mcdyYetPex2+1u9/74C+C9L//tb3/Ld999x3nnncfPP//MmWeeaRz/WbNmsWHDBv7whz9QWFjIhRde2OFSk/aQgLa7xCZgio4FlwtyD/T03gghhOgH5s6di9ls5sMPP+Tdd9/lggsuMILic845h9ra2oDaZZ1zzjmsXr26RSuvQKmqaszQdzqdOBwOTKamIYbJZOpQgKXTs7L+6jHnzp3LyJEjeeKJJzr8GAAxMTFceeWVPPDAA6iqysyZM4mLi+O5557zuX0grbisVitAi/ZivmzduhWn08k999xjtD3rSJDeUcOHD8fpdLJlyxbjsrKyMvbv38/w4cONywYMGMCll17KSy+9xDXXXMPrr79uXBcfH88FF1zAU089xb333subb77Z5fstJQfdRFEUrMNH07DpO62ONnNE2zcSQgghWhEeHs7ZZ5/N4sWLqaqqYv78xslsU6ZM4ZprruH+++8nNzeXM888k7S0NAoLC3n77bdRFMUIOq+66iq++uor5s+fz80338zUqVOJjo5m//79rFy5sskQ/6JFi5g1axZpaWnU1NTw8ccf8/333xtBS2RkJMcffzwPPvggISEhpKen8/333/P++++3q3l/TU0NRUVFRsnBQw89RFxcHFOmTPF7mwULFnDxxRe392Vs4fLLL+fZZ5/l008/5ayzzuLxxx/nmmuu4fLLL+fKK68kMzOTsrIyli1bRl5ent9gV5eeno6iKHz55ZeccsophISEGJOomhs0aBBOp5NXXnmFU089lY0bNzYJFrvakCFDOO2007j11ltZvHgx4eHhLFq0iJSUFKNDxd13382sWbMYMmQIlZWVrF271ig3eeyxxzjqqKMYMWIEdrudL7/8skkg3FUkQ9uNgoZ5VvWQOlohhBCd5MILL6SiooIZM2YwYMCAJtfdfffdPP3002zfvp3LLruM6dOnc80116CqKp988gmRkZEAhISEsGTJEm644QaWLFnCr3/9a0466STuuecepkyZ0qRdVUlJCX/84x858cQTueCCC/jhhx948803m9TGPvvss0yYMIGbbrqJk08+mWeeeYZbb72VSy+9NODn9fjjjzNp0iQmT57MZZddRmhoKG+//TZxcXF+bzN9+nSmTZuG0+kM+HF8iY+P57zzzuOJJ57A7XZz2mmn8fHHH2O1WrnxxhuZOXMm119/PVVVVdx6661t3l9qaip//etfWbRoERMmTGDhwoV+tx03bhz33HMPzz77LLNmzeLDDz/sUF3w4XjiiScYP348l112GWeffTaqqvL6668bmWa3283ChQs56aSTuPjiixkyZAiLFy8GtGz0okWLmD17Nueeey5ms5lnn322y/dZUbu62rkXKy4ubrUepTMpikLMgd2UPPg3SB+M+Z5/dsvjis6jKAqpqank5+d3+SQB0XXkOPYPnX0cq6qqOjQ7Xhw+fXa86NsO5zj6+/xZrVYSExMDug/J0HYj63BPhvbQQdSeatothBBCCNHPSA1tNzLHJ0FUDFRVQE4WDB3V07skhBBCdKsPPviA2267zed16enprFy5ss891m233cYHH3zg87pzzz3XGI7vCXl5eZx00kl+r1+1alWLUpW+SALabqStGDYMddsm1IP7UCSgFUIIcYSZM2dOkxW/LBaLUfOq12h21WN568zHuuWWW/yuUqbXKfeU5ORkVqxY0er1/YEEtN1t8DDYtkkmhgkhhDgiRURENFkAoCtraJs/VldJSEggISGhyx+nIywWi7GMb38mNbTdTBmkLbCgZktAK4QQQgjRGSSg7WaNK4bloNpkYpgQQgghxOGSgLabKTHxEB0Lqhtys3p6d4QQQggh+jwJaHuCXnYgdbRCCCGEEIdNAtoeoNfRInW0QgghhBCHrVcFtB9++CHz58/n3//+d6vb7dy5k9tuu42LL76YG2+8sdV2FL2RTAwTQgghRHssWbKE0aNHB7Tt3//+d0499dQu3qPepdcEtHv37uXLL79k0KBBrW5XVFTEokWLGD16NIsXL2bevHm8+uqrrFu3rpv2tBMMGqr9Pz8X1dbQs/sihBCiz7nsssu44IILfF63adMmBgwYwLZt2wD49NNP+c1vfsOYMWMYOnQoM2bM4Oabb2b79u1Nbme323nuuec47bTTGDZsGKNGjWL27NksXryYgoICY7vXXnuN2bNnM3LkSEaOHMncuXP5+uuvm9xXbW0tCxcu5Oijj2bo0KHMnDmT1157LeDnN3XqVAYMGMCAAQPIyMhg8uTJ/PWvf6WiosLY5rvvvmPAgAHMmjULl8vV5PajR49myZIl7X6soUOHcuKJJ/Lcc8+1WFJ5+/btXH311UyYMIEhQ4Ywffp0brnlFvbt2xfw8xJdp1cEtA0NDTz11FNcc801hIeHt7rtihUrSEhI4PLLLyc9PZ1TTjmFk08+mWXLlnXT3h4+JSYOYuK0iWE5+3t6d4QQQvQxF110EWvXriU3N7fFdUuWLGHs2LGMHz+ehx56iOuuu46xY8fy6quvsnLlSh599FEGDRrEI488YtzGZrNx0UUX8dRTTzF//nw++OADPvvsM+68807Ky8t59dVXjW1TU1NZsGABy5cvZ/ny5UybNo0rr7yS3bt3G9vce++9rFq1iqeeeopVq1Zx1VVXcdddd/H5558H/Bz/9re/8cMPP7Bhwwaeeuop1q1bx1133dViu+zsbN57772A77e1x1q1ahXXXnstjzzyCG+88YZx/RdffMHcuXOx2+3Gc/rnP/9JZGQkjz322GE9tugcvWJhhZdeeolJkyZx1FFH+V06Trdnzx6OOuqoJpdNnDiRlStX4nQ6sVhaPiWHw9GkabOiKISGhhr/7g764xj/Hzwc9cf1kL0PZfjYbtkHcXiaH0PRN8lx7B+68jiqqorNpba9YRcINisBPafZs2eTkJDA0qVLufnmm43L6+vr+eSTT7j99tvZvHkzzz77LPfffz+///3vjW0GDhzI8ccf3yQD+eKLL7JhwwY+++wzxo0bZ1yemZnJSSed1GTbOXPmNNmX22+/nddff50tW7YwcuRIADZv3sz555/PCSecAMDvfvc73njjDbZu3cppp50W0GsRERFBUlISoAXR559/Pp988kmL7a644goef/xxzjnnHEJCQgK679Ye67e//S3/+c9/WL16NZdccgn19fXcfPPNzJo1i5dfftm4zcCBA5k8eTKVlZWt3rfb7eaYY47hT3/6E5deeqlx+bZt2zj99NP57rvvGDRoEM8//zxLly4lOzubmJgYTj31VO688842E32BcLvd/N///R9vvPEGZWVlDBs2jDvuuIOTTz4Z0LLz9913H8uXL6eyspLExER+97vfcdNNNwFaCcM777xDSUkJsbGx/OpXv+KBBx447P3ydrif5R4PaNeuXUtWVhaLFi0KaPuKigqio6ObXBYdHY3L5aK6uprY2NgWt/nwww+bnL1lZmayePFiEhMTD2/nA5RbXscbm3I41R7M0QNTAKgcO5GqH9cTUpRHfGpqt+yH6BwpKSk9vQuiE8hx7B866zjW19cbS6E2ONxcsGRHp9xve31w8VhCrG0PnlqtVubPn8+7777LrbfeagQD77//Pg6Hg/nz5/PYY48RHh7OH/7wB5/JHm8ff/wxM2fO9LtMrD8ul4tPPvmEuro6pk6daryGU6dO5csvv+SSSy4hJSWFtWvXsn//fh566CGfS842v0xRFMxms3F5fn4+X3/9NUcffbRxmf6crrvuOj744AP+85//cMMNNxj3YbFYAlre1vuxVFXlu+++Y+/evQwdOhSr1cqKFSsoKyvjpptu8nl/gawQNm/ePD766KMmJxYff/wxU6ZMYdiwYcZr8PDDD5ORkcHBgwe57bbbePjhh3n00UebPN9AnpPJZEJRFGPbf/3rXzz//PM8/vjjjB8/nrfeeosrrriCNWvWMGTIEF544QW++OILXnrpJQYMGEBeXh6HDh3CarWybNkyXnzxRV544QVGjhxJUVERO3bsCOg4BiooKIjUw4yFejSgLSkp4d///jcLFy4kKCgo4Ns1j+L1M0d/0f28efM466yzWty+uLjYWD+6K720sYBPd5eTV1HPgCAbqqrijte+hOt2bcOen9/l+yAOn6IopKSkUFBQ0KK2SvQdchz7h84+jna73RjJczjdh31/HeVwOjAHWA04f/58nnnmGb755humTZsGwFtvvcUZZ5xBeHg4e/fuZeDAgaiqajw3PajRbd68maioKPbv38/xxx/fZDTz97//PatXrwa0mlTv7OiuXbs4++yzsdlshIeH89JLLzFkyBDj9vfddx+33HILEyZMwGKxYDKZeOyxxzj66KNbLHPra+lbVVV54IEHWLRoEW63m4aGBiZNmsRdd91lbKv/flssFv7yl7/wyCOPcOGFFxIVFWVcH8iSut6PpY/ohoSEcPnll+NwONi7V5vAPXjw4A4v0fvrX/+af/3rX2RlZZGeno7b7ebDDz/kpptuMu7zyiuvNLZPS0vjb3/7GwsWLOChhx5q8nwD2Qe3293kuD/77LNcf/31Riy0YMECvv32W5577jkefvhhcnJyGDx4MJMnTzY+W/qxys7OJjExkeOPPx6r1UpycjLjx48P6DgGym63k+8jFrJYLAEnH3s0oN2/fz+VlZXcfvvtxmVut5tdu3bxv//9j7feeguTqekHOyYmpklROEBVVRVms9nves1Wq9XvWUN3/KCdMyqWz34pZ92BMvaNiSYzNhgGDdGuLMjFXV+HEhLa5fshOoeqqhII9QNyHPuHrjiOwWaFJReM6NT7bM9jB2rYsGFMmTKFd955h2nTpnHgwAHWr1/PW2+9ZWzTPNFz4YUXMmfOHH744QduuummVl+7hx9+mLq6Ol555ZUWE6+HDh3KihUrqKqqYvny5fz5z3/m/fffZ8QI7XV75ZVX2LJlC6+++irp6emsX7+eO+64g6SkJE488cSAnt+1117L/PnzUVWVQ4cO8cgjj3DppZfywQcfYDabm2x70UUX8cILL/DMM8+wYMGCgO7f12OVlpayePFipk2bxjHHHAN0Tpwwbtw4hg0bxkcffcSNN97I999/T2lpKWeffbaxzdq1a3nqqafYs2cP1dXVuFwuGhoaqKurIywsrMOPXV1dTUFBgfF8dFOmTGHnzp2AdnJ04YUXMmPGDE4++WRmz57NzJkzATjrrLN46aWXOP744zn55JOZNWsWp556aptZ//Y63Ne5RyeFjR8/nscff5xHH33U+G/o0KFMnz6dRx99tEUwCzB8+HB++umnJpdt3bqVIUOGdPqL21mSI4KYNlA7Y/xwZykASlQsxCaAqkK2zJAUQojeQlEUQiymHvmvvXWEF110EcuXL6e6upolS5aQnp7OjBkzAK28Ljs7u0nWLDo6mszMzBalGpmZmS1m6ycnJ5OZmUlMTEyLxw0KCiIzM5MJEyawYMECxowZw0svvQRo5RuPPPII99xzD3PmzGHMmDFcccUVnH322Tz//PMBP7e4uDgyMzONjgL33XcfmzZtYu3atS22tVgs3Hrrrbz88stNOjK097GmTJnCiy++yIsvvmhkp4cM0RJQeqa2o/SyA4CPPvqImTNnEhcXB0Bubi6XXnopI0eO5IUXXuCzzz4zMrMdzXo252t0W79s/PjxrFu3jltuuYWGhgauvfZarrrqKgAGDBjA6tWrefjhhwkJCeGOO+7g3HPP7bT96iw9GtCGhoYycODAJv8FBwcTGRnJwIEDAW345OmnnzZuM2fOHEpKSnjttdfIzc3l66+/5uuvv2bu3Lk99TQCcu7YeADWZFdRWGMHQBmhTQZTN63psf0SQgjRd82dOxez2cyHH37Iu+++ywUXXGAEKeeccw61tbUBtcs655xzWL16dYtWXoFSVRW7Xftt04f6myelTCYTbnfHyzn0rGxDg+92l3PnzmXkyJE88cQTHX4M0EaCr7zySh544AFUVTUCz+eee87n9m1NCtPNmzePXbt28dNPP/Hpp59y7rnnGtdt3boVp9PJPffcY7Q660hg7ktkZCQpKSls2LChyeWbN29m+PDhTbY755xzeOyxx3juuedYvnw55eXlgBavzZkzhwceeIB3332XzZs38/PPP3fK/nWW3pnS9FJeXk5JSYnxd1JSEgsWLOC1117j888/JzY2liuuuILjjjuuB/eybUPjQpg6KJb12eV8/HM5V09JRpk2G3X9N6jrV6OefyVKcHBP76YQQog+JDw8nLPPPpvFixdTVVXF/PnzjeumTJnCNddcw/33309ubi5nnnkmaWlpFBYW8vbbb6MoihF0XnXVVXz11VfMnz+fm2++malTpxIdHc3+/ftZuXJlkyH+RYsWMWvWLNLS0qipqeHjjz/m+++/58033wS0wOj444/nwQcfJCQkhPT0dL7//nvef/997r777oCfW01NDUVFRUbJwUMPPURcXBxTpkzxe5sFCxZw8cUXt/dlbOHyyy/n2Wef5dNPP+Wss87i8ccf55prruHyyy/nyiuvJDMzk7KyMpYtW0ZeXp7fYNfbwIEDmTJlCn/9619xOp1NukUMGjQIp9PJK6+8wqmnnsrGjRt5/fXXD/t56K699lr+/ve/M2jQIMaOHcvSpUvZsWMHTz31FAAvvPACycnJjB07FkVR+O9//0tSUhLR0dEsWbIEt9vNpEmTCA0N5f333yckJIQBAwZ02v51hl4X0N57771N/vaesagbM2YMixcv7qY96jyXTh3E+uxyvthbwYXj4okcOR4SkqGkEHXLdyjHn9zTuyiEEKKPufDCC3n77beZOXNmiyDj7rvvZuLEifznP/9hyZIl1NfXk5CQwHHHHccnn3xCZGQkACEhISxZsoSXXnqJJUuWsGjRIlRVJSMjg5NPPtkYfgZtQvcf//hHioqKiIyMZPTo0bz55ptNamOfffZZFi1axE033URFRQUDBgzg1ltvbdK2qi2PP/64MYEtPj6eCRMm8PbbbxvD9L5Mnz6dadOm8c033wT8OL7Ex8dz3nnn8cQTT3DmmWdy2mmn8fHHH/P0009z4403UlNTQ2pqKtOmTePWW28N+H7nzZvHwoULOf/88432oaDV2N5zzz3G63bcccexYMEC/vSnPx3W89D9/ve/p6amhvvvv5/S0lKGDx/Oq6++apRThIeH88wzz5CVlYXZbGbChAm8/vrrmEwmoqOjefrpp7nvvvtwuVyMGjWKf//7360eh56gqEfwrIji4uJuqwHRZw1e9Mr37Ctr4KLxCVx4VALu/y5B/fhNGDEO8y0Pd8u+iI5RFIXU1FTy8/NlMlEfJsexf+js41hVVWXMjhfd63Bmx4ve43COo7/Pn9VqDbjLQa9YKexIoSgK53lqaf/7Szk2pxvlhFNAMcEv21ELD1HncPH8xgLe2VbSxr0JIYQQQgjohSUH/d3xGZGkRFgpqHHw5b5KfjUyAcZOgu2byV2zhkeCjyG3SiusP3tULGFWcxv3KIQQQvQdH3zwAbfddpvP69LT01m5cmWfe6zbbrvN70qn5557bqeXSZ588sk+lz0GWLx4cZMJZ0cKCWi7mdmkcM7oOJ7fWMhHu8o4fXgMphmnsiG/jifrRlJnsxvbFtc6GRQjAa0QQoj+Y86cOU1WJLNYLMaiAR1daSrQx/LWmY91yy23cO211/q8Tq9T7kyvv/663+H97loFtbeRgLYHnDIkmnd+KqGo1sG32VXkm4fyzrjLURWF0WFOKs2hHKp2UFTjYFCMdD4QQgjRf0RERDRZCKkra2ibP1ZXSUhICGgJ3M6Snp7ebY/VV0gNbQ8Itpj41chYAP65roC3t5ejKgqn5X3HvYc+YaAniC2qlSJ5IYQQQoi2SEDbQ84cEUuwWcHpVrGYFG4YFcQ1ez7C+tMGkiwuQAJaIYToTofT9F8I0TGd1W1GAtoeEhls5upjkjkqOYyHTx3InKOHwNBR4HaTWLgfkIBWCCG6S1hYGNXV1RLUCtHN6urqCO6EhaWkhrYHzR4aw+yhMcbfyvRTUff9TOLPG2Hg2RTVSEArhBDdwWKxEB4eTk1NTU/vyhEnKCjIWDZX9F0dOY6qqmKxWCSg7W+UKdNR33mJpMK9MFAytEII0Z0sFossrtDNZKGT/qE3HEcpOehFlJBQlGNnkNhQAUCVzUW9Q4a/hBBCCCFaIwFtL6NMm024q4EIRx0AxZKlFUIIIYRolQS0vc2QkZCYQmJDOSBlB0IIIYQQbZGAtpdRFAVl4lQjoC2UiWFCCCGEEK2SgLYXUiYdT5Keoa229fDeCCGEEEL0bhLQ9kZDR5JEPQBFhaU9vDNCCCGEEL2bBLS9kGIyk5SWDEBRRW0P740QQgghRO8mAW0vlTxqBABFDjOqrFwjhBBCCOGXBLS9VOLY0QBUWcNp2PtLD++NEEIIIUTvJQFtLxUZHkK4qi0hV/Tj1h7eGyGEEEKI3ksC2l4sKUQ7PIX7smRJQCGEEEIIPySg7cUS4yIBKGpQ4VBOD++NEEIIIUTvJAFtL5YcFQJAcUgs6g/f9/DeCCGEEEL0ThLQ9mJJEVYAikJiUX9c38N7I4QQQgjRO0lA24slhesBbRxk70UtLe7hPRJCCCGE6H0koO3FjIA2PAEA9cd1Pbk7QgghhBC9kgS0vZheclBlDqXBZEX9QQJaIYQQQojmJKDtxSKCzIRbtUNUHBILv+xAra7q4b0SQgghhOhdJKDt5fQsbXHGaFDdqD9t6OE9EkIIIYToXSw9vQMrVqxgxYoVFBdrE57S09M5//zzmTRpks/td+zYwX333dfi8n/84x8MGDCgS/e1JySFW8kqt1GceRTs/gZ183cwbXZP75YQQgghRK/R4wFtXFwcv/3tb0lJSQHgm2++4dFHH+XRRx8lIyPD7+2efPJJwsLCjL+joqK6fF97QqI+MSxpiHbBzh9Ra2tQwiN6cK+EEEIIIXqPHi85mDJlCpMnTyYtLY20tDQuuugiQkJC2LNnT6u3i46OJiYmxvjPZOrxp9IljE4HhED6YHA5ZZEFIYQQQggvPZ6h9eZ2u/n++++x2WyMGDGi1W1vvfVWHA4H6enpnHvuuYwbN87vtg6HA4fDYfytKAqhoaHGv7uD/jjtfbxkvYa21oHpmBm4cw/AxjUoM+YAUGVz8lNBHScMjMTUTc/lSNXRYyh6FzmO/YMcx/5BjmP/0BuOo6Kqqtpjj+5x8OBBFi5ciMPhICQkhD/+8Y9MnjzZ57aHDh1i586dDBkyBKfTyerVq/niiy+45557GDNmjM/bLF26lPfee8/4OzMzk8WLF3fJc+lsuwur+d1/NhIXZuXTczPJ/8OvwWQm7fXPMMfE8cf3fuT7rDIe+NUYTh+T0tO7K4QQQgjR7XpFQOt0OikpKaG2tpb169fz1Vdfcd9995Genh7Q7R955BEUReG2227zeb2/DG1xcTFOp7NTnkNbFEUhJSWFgoIC2vOS19hc/PbdXwB498KRmB/5KxzYi+ni6yiaMpurP94HwNmj4vjDlOQu2Xeh6egxFL2LHMf+QY5j/yDHsX/oquNosVhITEwMbNtOe9TDYLFYjElhQ4cOZd++fSxfvpyrr746oNuPGDGCNWvW+L3earVitVp9XtfdHyBVVdv1mGFWhTCriTqHm8IaOwOOmYF6YC/ujWtYETPF2O5gpU2+DLpJe4+h6J3kOPYPchz7BzmO/UNPHsdeOZNKVdUmGdW2ZGVlERMT03U71IMURWmcGFbjQJkyHQDn3l18tbfc2C6n0tYj+yeEEEII0dN6PKB966232LVrF0VFRRw8eJC3336bHTt2MGPGDOP6p59+2tj+008/ZcOGDeTn55OTk8Nbb73F+vXrOf3003vqKXQ5fXGFoloHSlwiDBvN5rhRlNvcRARph7C0zkmdw9WTuymEEEII0SN6vOSgsrKSp59+mvLycsLCwhg0aBALFy7kqKOOAqC8vJySkhJje6fTyeuvv05ZWRlBQUFkZGRw++23+51E1h8YGdpaLWutTJnBFzu0f88ZFsPKrCrK653kVNoZmRDaY/sphBBCCNETejygve6661q9/oYbbmjy9znnnMM555zTlbvU6zQPaEvGHscP+UUAzI51sLcsiPJ6J7mVNglohRBCCHHE6fGSA9E27xpagK+KVFTFxLjyvaTuWkdGdDAAOZX2HttHIYQQQoieIgFtH+BdQ+tyq3yxrxKAOfnrUTetISMqCJCJYUIIIYQ4MvV4yYFom56hrWhwsS63mtI6J5FBJqaW7gSXg3RXFQA5VZKhFUIIIcSRRzK0fUBEkIlQi3ao3tqqTZA7eUg01tHjAUjfswHQShIanO6e2UkhhBBCiB4iAW0foCiKUXaQ68nCzhkWgzJFa20WtWkVUcFmVCBPsrRCCCGEOMJIQNtH6GUHAGMSQ8mIDkaZNBUsFsjPISNEy8xKHa0QQgghjjQS0PYReoYWtOwsgBIWAeOOBmBAdT4gnQ6EEEIIceSRgLaPSPZkaMODTJwwMNK43DT9VAAyDvwISIZWCCGEEEceCWj7iGMGRBAfZuGi8QkEW7wO27ijISae9PKDgGRohRBCCHHkkbZdfURaVBCvzBvW4nLFbEaZfioZK5YDUFBjx+FyYzXLuYoQQgghjgwS9fQDyvRTiXVUE+asx61KpwMhhBBCHFkkoO0HlPhElHFHk15bBDS29hJCCCGEOBJIQNtPmE6cQ0ZdIQAHy+t7eG+EEEIIIbqPBLT9xfhjSHfXAJBzsKCHd0YIIYQQovtIQNtPKGYzGUPSAciRDK0QQgghjiAS0PYjA6dOASDfFIGj4FAP740QQgghRPeQgLYfSUxPJUR14DRZyP92TU/vjhBCCCFEt5CAth8xKQoDQhUAcnbuQXU6eniPhBBCCCG6ngS0/UxGciwAuUoEbN3Yw3sjhBBCCNH1JKDtZzJiQwDICU/GvfrzHt4bIYQQQoiuJwFtP5MRHQRAblgS7PwBtay4h/dICCGEEKJrSUDbzwyMDgYgLyIZFwrq5u96eI+EEEIIIbqWBLT9TFK4FatJwa5YKA6JRd30bU/vkhBCCCFEl5KAtp8xmxQGRHnKDsKTYf9u1FIpOxBCCCFE/yUBbT+k19HmDBoPgLp5bU/ujhBCCCFEl5KAth/K8NTR5iaPAAio7EBV1S7dJyGEEEKIriIBbT9kdDoIigNFgaxfUEuL/G7/5b4Kzn17N1sLartrF4UQQgghOo0EtP2QnqHNqXWhjhgHtF52sHJ/JW4VNubVdMv+CSGEEEJ0Jglo+6HUyCAsJmhwqhROmAmAusl3QOtyq+wpbQCgqEaWyhVCCCFE32Pp6R1YsWIFK1asoLhYm4mfnp7O+eefz6RJk/zeZufOnbz22mvk5uYSGxvL2WefzZw5c7prl3s9i0lhaFwIu0sa2J02jhTFpJUdlBSiJCQ32Ta7wobNpdXPFkpAK4QQQog+qMcztHFxcfz2t79l0aJFLFq0iHHjxvHoo4+Sk5Pjc/uioiIWLVrE6NGjWbx4MfPmzePVV19l3bp13bznvdvoxDAAfq4xwYixgO+yg90l9ca/C2scMjlMCCGEEH1Ojwe0U6ZMYfLkyaSlpZGWlsZFF11ESEgIe/bs8bn9ihUrSEhI4PLLLyc9PZ1TTjmFk08+mWXLlnXznvduYxJDAdhZXIcyZTrgu+zAO6Ctd7qpsbu7ZweFEEIIITpJjwe03txuN2vXrsVmszFixAif2+zZs4ejjjqqyWUTJ05k//79OJ3O7tjNPmGUJ6DNqbRTM24qKCY4sAe1uKDJdrtLGpr8LWUHQgghhOhreryGFuDgwYMsXLgQh8NBSEgIf/vb30hPT/e5bUVFBdHR0U0ui46OxuVyUV1dTWxsbIvbOBwOHI7GQE1RFEJDQ41/dwf9cbrr8WJCrQyICiKvys4vtiAmjxyH+vNPsPk7lDPOA6DK5uRQtR2AAZFB5FXbKap1MDwhtFv2sa/p7mMouoYcx/5BjmP/IMexf+gNx7FXBLRpaWk89thj1NbWsn79ep555hnuu+8+v0Ft8xdMr/v090J++OGHvPfee8bfmZmZLF68mMTExE56BoFLSUnptsc6elAFedvyya4zMWv2ryj/+SfMW9eTcuWNAOzfXwLAwNgwRqdEkrerkHpTKKmpqd22j31Rdx5D0XXkOPYPchz7BzmO/UNPHsdeEdBaLBbjRRg6dCj79u1j+fLlXH311S22jYmJoaKiosllVVVVmM1mIiIifN7/vHnzOOuss4y/9cC3uLi428oUFEUhJSWFgoKCbpt4NdjzcmzKKua8E8aCYsKxdxeHfvoBJTGF73/ROksMi7USZdZeh735peTnW7tl//qanjiGovPJcewf5Dj2D3Ic+4euOo4WiyXg5GOvCGibU1W1SYmAt+HDh7N58+Yml23dupUhQ4Zgsfh+OlarFavVd5DW3R8gVVW77TFHe0oHfiltwB4agXnUeNi1FffGbzGdcR67i+sAGBEfgtmkBfmFNXb5UmlDdx5D0XXkOPYPchz7BzmO/UNPHscenxT21ltvsWvXLoqKijh48CBvv/02O3bsYMaMGcb1Tz/9tLH9nDlzKCkpMfrQfv3113z99dfMnTu3p55Cr5UaaSU62IzTrbKvtAFlyjQA1A2rcasqv3gWVBiZEEpSuBbwy6QwIYQQQvQ1PZ6hrays5Omnn6a8vJywsDAGDRrEwoULjU4G5eXllJSUGNsnJSWxYMECXnvtNT7//HNiY2O54oorOO6443rqKfRaiqIwOimUdTk17CquZ9TR01DffhFys8j9eR91DjfBZoVBMcEU1WqBbFGt1otWCvSFEEII0Vf0eEB73XXXtXr9DTfc0OKyMWPGsHjx4q7apX5lTGIY63Jq2Flcz7lj41EmHYe6cQ0/b9kOjGK4p9wgIcyKSQG7S6WiwUVsaI+/NYQQQgghAtLjJQeia+n9aH8uqcetqijTZwOwu0irnx3pqbO1mhXiPEGslB0IIYQQoi+RgLafGxIbQpBZodrmIq/KDqMmQFwiv4RprblGevWcTY7Q6mj18gMhhBBCiL5AAtp+zmpWGBEfAsCu4noUk4n6E04lJzwZgBE+AtrCGnv376gQQgghRAdJQHsEGJ0YBsAuT5uuvaOmoyomkurLiKktNbaTTgdCCCGE6IskoD0CjEnSsrA7i+oB+MWhZWxHVB1E/e5rY7vkiCBASg6EEEII0bdIQHsEGJkQigIU1Dgor3eyu1gLbEdUZaN+9xWq2w1AsmRohRBCCNEHSUB7BAgPMjMoJhiAncV17NYXVLAXQWkR/PwTAEmeGtqSOgcut6zYIoQQQoi+QQLaI8RoT/uulfsrqba5sJoUMseOAEBd+yUAcaEWLCZwuqGs3tlj+yqEEEII0R4S0B4h9IB2Y14tAEPiQgiafgoA6pbvUWtrjAUWAIqk7EAIIYQQfYQEtEeIMUlhTf4emRACA4dC+mBwOlA3rAa8WnfJxDAhhBBC9BES0B4hEsOtxIc1Lmc7MiEURVFQpp8KgPrtF4B36y7pRSuEEEKIvkEC2iPImMTGRRT0FcKUqTPBYoGD+1AP7pfVwoQQQgjR50hAewTRF1iIC7WQ4MnWKhFRKBOmAqCu/NToRSutu4QQQgjRV0hAewSZNiiSEfEhzBsTh6IoxuXKqecAoH6/kiSXNmlMAlohhBBC9BWWtjfxLTs7m9raWsaMGQNAQ0MDb7zxBllZWRx11FHMnz+/SdAkel5MiIXHTh/c4nJl6CgYOR52byNx4wpgKqV1ThwuFatZjqEQQgghercOZ2j/85//sGXLFuPvt99+m6+++gqn08lHH33E//73v07ZQdE9TGecD0D0mv8SZFZQ0RZYEEIIIYTo7Toc0B48eJARIzyN+VWVb7/9lt/85jcsXryYc845h5UrV3baTopuMGYiDBqGYreR5K4DpOxACCGEEH1DhwPauro6oqKiAK38oKamhhNOOAGAcePGUVhY2Dl7KLqFoihGljapPBeQTgdCCCGE6Bs6HNBGRERQUlICwPbt24mJiSElJQUAp1OWTe2TJh0HKekk1RYDkqEVQgghRN/Q4Ulho0eP5t1336W6uppPP/2USZMmGdcVFBQQHx/fKTsouo9iMqGcfh5JX/0AQGF1Qw/vkRBCCCFE2zqcof3tb3+Loij8+9//xmq1cv755xvXff/99wwfPrxTdlB0L2XqTJLNLgAK80sDvl12hY17v85hf5kEwUIIIYToXh3O0CYlJfHkk09SU1NDREREk+t+//vfExMTc7j7JnqAYrGQfPRkKIWiOheqy4ViNrd5uze2FvNDfi1xoRb+eHxqN+ypEEIIIYTmsBdWaB7M2u12Bg4caEwYE31P8rRpAFRYw2lYv7rN7asanGzOqwEgt8repfsmhBBCCNFchwPa7777js8//9z4u6CggL/85S9ccskl3H333dTU1HTKDoruFxkRShha2UHRyq9R3e5Wt197sBqXqv07t8qGqqpdvYtCCCGEEIYOB7TLli3DZrMZf7/++uvU1tZy5plnkpeXx4cfftgpOyi6n6IoJEWFAFBYZYOtG1rdflVWlfHvWrubigZXl+6fEEIIIYS3Dge0hYWFZGRkAFqZwdatW7n44ou57LLLuPDCC9m4cWOn7aTofslRwQAUhcTi/nSp36xrQbWdn0vqMSkQFazV2uZW2XxuK4QQQgjRFToc0NpsNoKDtaBn7969OBwOo3VXeno6ZWVlnbOHokckRVgBKApPhOy9sGOLz+2+OaBlZ49KCWdEvJbVza2UOlohhBBCdJ8OB7SxsbEcOHAAgB9//JG0tDRjIlhtba0R7Iq+KTncE9CmjwLwmaVVVZVVWZUAnDQ4ivRo7ZjnyMQwIYQQQnSjDrftOvbYY3nnnXfYuXMnP/74I+ecc45xXXZ2NsnJyZ2yg6JnGBnaqBSwWGHvLvhlB4wcZ2yzp7SBQ9UOgs0Kx2VE4vIEvHmVUnIghBBCiO7T4QzthRdeyPTp0ykoKGD69OlNAtotW7Ywfvz4TtlB0TOMDG29G2X6bADcny5pss0qT7nB1IxIQq0mBkQFAZKhFUIIIUT36nCGNigoiKuvvtrndQ899FDA9/Phhx+yYcMG8vLyCAoKYsSIEfzud78jLS3N72127NjBfffd1+Lyf/zjHwwYMCDgxxb+6Rnaarub+lPmEbJmBezairrvZ5Sho3C6Vb71BLQnDdZKTTI8E8lK65zUOVyEWdtekEEIIYQQ4nB1OKD1dujQIWpqaoiMjCQ1tX2rRO3cuZPTTjuNoUOH4nK5eOedd3jwwQd54oknCAkJafW2Tz75JGFhYcbfsphD5wmzmokPtVBa7+SF/W5uPO4kTGu/wr38Xcw33cWP+bVU2lxEB5uZmBoOQESwmZgQMxUNLvKq7AyPD+3hZyGEEEKII8FhBbTff/89r7/+OqWlpcZl8fHxXHrppRx33HEB3cfChQub/H399dfzhz/8gf379zNmzJhWbxsdHU14eHj7d1wE5A9Tknjs20OsyqrClf4r/qh8g/mnjagH9/HNQS1YnTE4CrNJMW6THhVERUM9uZUS0AohhBCie3Q4oN2yZQtPPvkkGRkZnH766cTGxlJWVsaaNWt48sknue2224w2Xu1RV1cHtFxS15dbb70Vh8NBeno65557LuPGjfO5ncPhwOFwGH8rikJoaKjx7+6gP053PV5nmDYoGkVReGxNHmsKnTin3cRf1v4fzuUfsS7mLABOHhLd5DmlRwezvaievGp7lz/XOocLBYVQ62Gv4ByQvngMRUtyHPsHOY79gxzH/qE3HEdF7eA6pXfddRehoaHcfvvtmEyNAYWqqjz88MM0NDTwwAMPtOs+VVXl0Ucfpba2lvvvv9/vdocOHWLnzp0MGTIEp9PJ6tWr+eKLL7jnnnt8ZnWXLl3Ke++9Z/ydmZnJ4sWL27VvR7LVe0u4/ZNtOFwqx5Zs5+jS3Tw38jwGxYXx7pVTm7yB396cwxNf7+Gk4Yk89uuumxjocLn59QvfYzErfPCH45tkiYUQQghxZOlwhvbAgQP86U9/ahLMghadn3baafzf//1fu+/z5Zdf5uDBg60GswBpaWlNJo2NGDGCkpISli1b5jOgnTdvHmeddVaTfQQoLi7G6XS2ez87QlEUUlJSKCgo8LvqVm81PBzumJnOw6ty2ZAwjk3xowGYnhFOQUFBk22jaQBgb2El+fn5XbZP2RUNFNVo7cF27M8h0dOVoSv15WMoGslx7B/kOPYPchz7h646jhaLhcTExMC27eiDmEwmv8Gg0+lsEei25ZVXXmHz5s3cd999xMfHt3t/RowYwZo1a3xeZ7VasVp9Bzzd/QFSVbVPfmgnp4Zz50npPLQqB7tb614wvXwnqjqjyXZ66678ajsOlxuLj8yp3eXmwVW5JEdYuWFq+yYR6vK8ViPLr7aRENYp8xsD0lePoWhKjmP/IMexf5Dj2D/05HHscPHh0KFD+eSTT7Dbm/YcdTgcLFu2jGHDhgV0P6qq8vLLL7N+/XruvvtukpKSOrQ/WVlZxMTEdOi2IjATU8O5Z9ZAInByXPE2kt/5J2rewSbbJIRZCLEouFQoqPbdj3Zrfh1bC+pYsbeSA+UNHdqXPK/7LqxxtLKlEEIIIfq7Dge08+fP58CBA9x444288sorfPDBB7zyyivceOONHDhwgPnz5wd0Py+//DJr1qzhT3/6E6GhoVRUVFBRUdEkUH7rrbd4+umnjb8//fRTNmzYQH5+Pjk5Obz11lusX7+e008/vaNPRwRoXHIY/75gFLe4fwK7Dfe/FqE21BnXK4rCAE8/2lw/CyxsPlRj/PvLfZUd2o88r/suqJaAVgghhDiSdXicdtSoUdx55528+eabfP7554AWzAwfPpw//elPAZcNrFixAoB77723yeXXX389J510EgDl5eWUlJQY1zmdTl5//XXKysoICgoiIyOD22+/ncmTJ3f06Yh2sFosqFf9Dff9f4aCPNT/PANX/c2oTc6ICmJfWQO5lXbIaHpbVVXZkl9r/L0qq5LLJiViNbfv3OpQlWRohRBCCKE5rMLDMWPG8NBDD2Gz2aitrSU8PJzg4GDWrVvHfffdx5IlS9q8j6VLl7a5zQ033NDk73POOafJUrui+ymR0ZiuuQX34wtRN66BYaNRZmkT7wZE60vg2lrcLq/aTmGNA4tJITLYTHm9k/W5NUwf1L5FMbxLDgpqZKldIYQQ4kjWKQ08g4ODiYuLIzg4uDPuTvQRyrAxKOddDoC69BXU/buBxiVw83yUHGw5pGVnxySFMntINABftLPsoMrmotrmMv6WDK0QQghxZOuejvSi31Jmnw2TjweXE/fzi1Frqkj3ZGhzK+0tZjtu9gS0R6eFM3uoFtBuza+lqB1BqV5uEBGkvX0rbS7qHK7WbiKEEEKIfkwCWnFYFEXBdNkfISkVykpQ33qelIggTArUO92U1je2drM53ewo1CaQTU6LICUyiPHJYajA1/sDz9Ie8pQbDIkLIdIT1LYnIPa2Ka+GVVkdm5gmhBBCiN5BAlpx2JSwcExX3wKKCXXjGiy//ERqZGOWVretsA6HWyUxzEKGp1+tnqX9an8F7gB71+mlDAMig0iO0O6noAMBrcOlsnhNHv/4Lp/SOilbEEIIIfqqdk0K279/f0DbFRUVdWhnRN+lDBqGctIZqCs/xf3mv0iffQd5VXZyq2xMTA0HGtt1TU6LMDoiHJ8RyQvWQopqnfxUUGds2xojoI0KosrmYm9ZQ4fqaA9V27G7tCA6v9pBfFjXrzYmhBBCiM7XroB2wYIFXbUfoh9Qfn0x6ua1UJjHgJIsIKlJhnaLV/2sLthi4sTBUXy2p4Iv9lUEFNDqNbRpkUGUe0oaOtLp4GBFYxeGwho745LD2n0fQgghhOh57Qpor7vuuq7aD9EPKGERKPN/j/rS3xmwbTWMON9YXOFQlZ2CGgcWE4xPaRo4njoshs/2VLAup4Yqm4uoYLPfx3CrqlFDOyAqyKjR7UiG9mClV0BbKyUHQgghRF/VroBWX+hACH+UY09EXbOC9EOHAMj1BI16ucGYxDDCrE0D1qFxIWTGBpNVbuObrErmjorze//FtQ4cbhWLSSEx3EpyhFYmcNgBraw2JoQQQvRZMilMdCpFUTBdfB0DbOUAlDe4qLG7jHKDyWm+SwpOHRoDaEvhNm/15e2QJ/BMjbRiNimkeAW0gU4q0zUpOejGDK3L3b79FEIIIUTrJKAVnU5JTSd89pnE2SoA2F9YxfYirV3X0WkRPm8zc3AUVpPCgQobe8sa/N53nmf1sTRPF4WEMCsmBRxu1ainDYTN6W7SGaG7FmfYkFvNhUt/kVZhQgghRCeSgFZ0CeXM+aTbKwD437c7sbtUEsIsZHgWXWguItjM8RmRAKxspSftIa8OBwBmk0JSuJalbU/rrrwqO24Vgsxat4Wyeid2lzvg23fUprxa7C6VjXk1Xf5YQgghxJFCAlrRJZTgYNIHpQHwvSsW0LKzersuX6YP1gJafTUxX/KaBbRAh+posz3lBsPiQgixeBZn6Iayg0JPN4YCqdkVQgghOo0EtKLLZAzNAMCtaG+zSVGtZ0DHJ4dhVrRMa0G17zZceocDveQAIMVYXCHw1l36hLBBMcFGQNzR1cbaQ88i51e3XBZYCCGEEB0jAa3oMuleWVSL28n4D/4P1Wbzu32Y1czIhFAAfixomaW1Od0U12p1sj4ztO3IeuoTwgZ6BbRdXUfrcqsUe7LAtQ431fauL3EQQgghjgQS0Ioukx4dbPx7VE0OoQd2ob72z1Yzk5M8Cyv8mN8yoM2vtqMC4UGmJr1q9U4H7amhPehZ8GFgdDDJAdbgrsup5sznvmWnZ4Jbe5XUOXB5PfV8P1loIYQQoiftKKzjuk/2sbkPzfeQgFZ0mdgQM+FW7S02ecxAMJtRN65B/XSp39voK4X9VFDXor2VsaBCZFCTWtxkT8lBYYAlB/UOt1EvOzA6KOAM7Zf7KiiusfO/PeUBPU5zzQNmCWiFEEL0RmsPVnGo2sGa7Kqe3pWASUAruoyiKEzNiCA8yMT0o4ejXKytNKd+/Cbqlu983mZoXAgRQSZqHe4W7bv0CWFpUU07JegZ2vIGFzZn28P4OZ762ZgQM1EhFpL0Gtra1gNMfSLZtsK6DtW/Ng+YZWKYEEKI3khP+nRXS8vOIAGt6FJ/PC6V/5w3nOSIIEwz5qCcMhcA98v/QD24v8X2ZpPCUSlalvaHZmUH3kveeosINhMepL2VA/nw6RPCBsZoJREpRobX/23rHC7j+tI6Z7vKG3T6RDeTJ7ksGVohhBC9kf5715Hfup4iAa3oUoqiYDE1lgcov7kSxkwCuw33P+9Dzd7X4jb+6miNll2RLXvZNtbRth0kGhPCPDW+eh/bGrubWrvL521yKpve77bC9tfR6l8MI+K1iW/57ejKIIQQQnQHVVWNDG1ZvTOgkc/eQAJa0a0UsxnTNbdA+mCoLMf92ALUbZubbDMhJQyA3SX1TQLM5osqeEsOIMuqy/YEp4M8GdpQq4lozyQzf7fPrmjanWF7BwJa/b4neZb/zZeSAyGEEL1Mtc1Fg7OxrK47erR3BgloRbdTwiIw3bIIRk8AWwPupx/Avfpz4/rkiCDSIq241cbAsarBabS5Sm01Q9v2By+nWYYWMOpoC/18cA94bjMySVu6d3sH6mj1SWsTPSUVVTYXNX4ywkIIIURPaP472FfqaCWgFT1CCQvH9Me7UY6fBW436uvP4P7wdSNI1Lsd6HW0eZ5608QwC8GWlm/bxk4FrQ/j19hclNZrvWy9l+Ft6/Z6hnbehAFYTAql9e2ro62xu4yAfFBMMLEhWkZYJoYJIYToTZovMtSeRYt6kgS0oscoFivKFX9COetCANTl76K+/ASq02EEtPoCC/46HOiSjdXCWg8Q9QlhCWEWwoMae9nqvWh9nYmqqmoEtGNToxiREAK0r45Wv9/oEDOhVpORZZaJYUIIIXqT5hnavjIxTAJa0aMURcF0zm9RLrsJTCbU9d/gfvHvjEsMwaxodaaFNfZW62ehseSgsMbRaimA0eHAq9wAWq/BLW9wUW1zYVJgcFwY45O1YLs9dbT6Ga6+nyl6QNtHznyFEEIcGfQMbVQbc0t6GwloRa9gmn4qppvuArMFtnxH6OfvNi6Dm19nlByk+aifBUgIs2JSwO5SKW/wX5fqveStt9YWV9Czs6mRQYRYzYxL1iattaeOVl+WVw+cUyO1x5OJYUIIIXoTfRLYeM9vXXuWle9JEtCKXkMZdzTK7zyLLyx7hwnuEkCro20rQ2s1KySEWQAobGUYv3HJ26b3k2wsrtAyw5tdoS3woHdFGJUQatTRBhqQ6kM2eoY2VS+R6CMlB/nVdrLKG9reUBy2LYdqeG9HaYcW7xBCiMOlJ3aO8nQcKqix94nvIwloRa9imn4qyuyzAZiw8nUAfiqsNQJHfwEtBFZH6y9D653hrWiW4c2u0ILOwZ7bBFtMjPTU0W4vCqzsoLBFyYGeoe39Aa1bVVn4xUFu/TybigZnT+9Ov/fM+gJe/7GY3SVyAiGE6F7ePWjHJoVhUsDmUqlsZeSzt5CAVvQ6yvlXwNhJDC3LItzZQK3djcOtYjUpJIRZ/d4uuY3WWxUNTiptLhQgo1kNrdWsEB/qyfA2C4j1koNBXkGwXnYQ6MSwxgytp+TA8//yBhf1jt7dtLqoxkFpvRO7S2V/mQRZXane4aakTjtp0Ou9hRDt53Cp/GPtIT77pbynd6VPqWxwYXepKGi/V/rIZ1+Y7yEBreh1FLMZ09W3YE5OY3z5L8blqZFWzF6rjjWX0kbrLT07mxxhJaSV1l/eLUpcbpWcSj2gDTEuH5cUeB2ty61S7Amykz2Z2YhgM5Gegvv2tkQpq3fy6Jo8dhW3f3GHjsj2Cqyar5gmOpd3xj5HAlohOmxbYS2rDlTx2g/FuNy9f7i8t9ATQnFhFqxmpV2LFvU0S0/vwIcffsiGDRvIy8sjKCiIESNG8Lvf/Y60tLRWb7dz505ee+01cnNziY2N5eyzz2bOnDndtNeiqylhEZhuXMjEF99mXeJRgP+WXTqj5MBPXasejDUvN9AlRQRBUX2THnwFNQ7sLpUgs2IEvAAjPXW0ZZ462tb2raTOgUsFi0khLrTxI5caYaXa5iK/2k5mbIjf2zf335/LWHuwmjqHm3tnhQV8u47yXiWt+YpponN5B7R6qzrRu9U73ORX2xkSF/hnWHQ9/fu+3ukmp9LG4HZ8xx7J9N8/vZVlcoSVbYV9o3VXj2dod+7cyWmnncZDDz3EnXfeidvt5sEHH6Shwf/QZlFREYsWLWL06NEsXryYefPm8eqrr7Ju3bpu3HPR1ZSUdCb96lTj77SfN6CWFPrdPqWVTgXQGIw1b9ml81WyoE8IGxgd3CQ73J46Wv2LIDnCiklpvI/GXrTt+6L4yVPmsL+soVsK9Q96BbF9aRh8X1kDv136C8v70JDjoSYZWglo+4JXthTyl88OsOVQTU/vivCSW9X4XfVzSX0P7knfov/+6atntjXy2Zv0eEC7cOFCTjrpJDIyMhg8eDDXX389JSUl7N+/3+9tVqxYQUJCApdffjnp6emccsopnHzyySxbtqwb91x0h5TJE0m1aB+wtJxtuO+5EfeXH6O6Wxao6x88rd6zZV1qjtGD1s/iDD4WV/BVP6sLtI62sFmHA11qByaG1dpd7PPUsVbaXJTVd/0kLe+sbE5l35jtCvDdwWpqHW5WZVX19K4E7JDXyU1xrQObs3fXVwvYWqB9/ncUdV/QtD6nWkpS2pDrdUK4WwLagOkZ2iQjQ9v6yGdv0uMlB83V1WlfDhEREX632bNnD0cddVSTyyZOnMjKlStxOp1YLE2flsPhwOFoPBiKohAaGmr8uzvoj9Ndj9efXD1jCGt+LuCEfCcU2FCXvIy6fjXmy25Cycg0tosKsRBqNVHvcFNc6yTdKxOrqqpRCzooNsTncdAXOyiscRjXGx0OYoNbHMPxyeEs2VZqLLDg79gaE8Iig5pskxoZbFwf6PtiZ3E93uVgWeU2EsJbL8U4HA6X2mTou8HppqTOZZy992b6D/7BShsqGNnx3vxZ9D65UdECXBnK9q0zjmO9w01lg9P47LdXjd1lnLDmVdm75T21p7Seh1fnMSgmmKfOGtLlj9fVuurzmOP1vfVzcUOv/Lz3RnqHA/33Sh9JLKxt/XeqN3yv9qqAVlVVXnvtNUaNGsXAgQP9bldRUUF0dHSTy6Kjo3G5XFRXVxMbG9vkug8//JD33nvP+DszM5PFixeTmJjYuU8gACkpKd3+mH3dWalw1pThqL+dRu3nH1Hxyv+hHtiD68G/EPWbK4i66A8onpOY9Jhc9hTXYA+KIDU1wbiP4hobtXY3ZkXh6BEDCbaYWzyOOcIGZFNa5yQxORmLyURezQEAJg1JIyUlDmg8hrEJLqwrcyird+IIiWFQnO961sqNpQCMSIsnNTXVuHy8GgbfHaKwztXk8tbs29V0WLPQYQ34th2xt7gGlwrhQWaSo0LYX1JLtSmMCV6vbW91yHPs6h1uCIslNSa0yfW98bNYWLsX0F7vWruLWlMYqanJPbxXvdvhHMeFy7bz5e4iXrvkGEYlR7b79ltyGstZCtrxOT4cawtyAW3kJDIukYjgXvUz3mGd+XmsqLNTbWscxTtUbSc0Op6YsK47+e8vymzZAIwemEJqaiyh0XbgAKV1TuISk3z+dnrrye/VXvVJePnllzl48CD3339/m9s2PwvQh0F9nR3MmzePs846q8Vti4uLcTq7p6+moiikpKRQUFDQZ4Zse6WJx2O6fwTuN59H/eF7qt55iap132C+6m8oyWnEhyjsAXYeLGRIaGNW/gdPfVtqpJWy4iKfd+1WtdZgDrfKtn05xIZYyCnXhqoi3bUUFNhbHMMR8aHsKKrj6+0HOH14rM/7PVCsDXmHuhvIz883Lg+yae+9omobB3LyCPbReaG57/dp+z4qIZSfS+rZml1MfmbXZfA2ZVUCkBEdRGKYmf0l8GNWAUPDevfwk83pJq+ycZhxwy85HJehBSy99bNYZ3dRVqe9rhNTwlh7sJpt2YWMj5GyA1864ziuyyrFrcIXPx0gelz7T9I27S0z/p1TXkdO3iEsrXRi6QzbDhYb/17/czZjkrp+YmhnKKyxsymvhtOHxzaZj9Ce4+hwqWRXNDA0zvcom26HZ15DUrgVq1khr8rO6h0HOCa9/Scth8vlVrn7q4NYTAr3zMpoMo+it3GrKocqtO9Ns62K/HxtnoY+8vnT3pwmI5/euup71WKxBJx87DUB7SuvvMLmzZu57777iI+Pb3XbmJgYKioqmlxWVVWF2Wz2WapgtVqxWn0PkXb3D5qqqr3qR7RPio7DdP0C1E3f4n79WTiwB9f9f0K58CqSw7VSlJ+L6xkRX4fVpGAxKcYXXEZ0sN/XX0ErhM+rslNQbaeqwYkKRAebiQkxG7fzPobjkrWAdntBHacNi/F5v3pbruRwS5PHjggyEW41UetwU1Bj9ztZTVfV4OSAp5717NGx/Lymvssnhhk1xNHBxHv6ER6s6J7JaIcjr8rWpDQju7yBqelNvxsC+Sy63Cr/3V3OpNRwv90xOote2hEdbGZEQghrD2p1kr39te5pHf1OrWxwUuXJ4u3r4OfIe/U8pxvyq22kR3Xt+8R7Yua+snpGJ4a2snXv8fLmQtblaImFM0e0PPkP5Dgu3V7Mkm2l/PG4FE4ZGuN3uxzP91ZGdBAxIRbyquzsKq5nygD/pYxdZV9ZvTHPoqDabgzh+7P8l3Le2VbCwpnpxvLv3aW83onDrWJSICG08fcqJcJKVrmN/Gp7q4sbQc/GOD0+KUxVVV5++WXWr1/P3XffTVJSUpu3GT58OD/99FOTy7Zu3cqQIUNa1M+K/kuZMh3TPf8HI8eDrQH1tadI+mEVAKsPVPG3/2Xzp+UHuOG/WSzdrg37D4ppo/WX18Sw1iaE6fS1rrcV+e5HW2NzUWPXMmx6cb2x/4pi1O4FMjFsmycoHxQdzKTUcACK6xp/lLuC92ugB9wH+8Ds++YdAg50sN3YyqxKXtlSxHMbCjpjt1qldzhIjQwygqLcI6x119rsqm7rpOH9HtnXwQVDmi8HndcNn40cr/dyVnnfmRi2p1R7rbYW1Hb4PrYc0m77Q37r95Hj6XCQHhXEKE/A31OdDn4ubnxc/TVozZf7KqhscPHG1uI2t+1s+oSwhDBLkyx6chsdhHqLHg9oX375ZdasWcOf/vQnQkNDqaiooKKiAru98Yvhrbfe4umnnzb+njNnDiUlJUYf2q+//pqvv/6auXPn9sRTED1IiUvEdPP9KOddBmYzU39YxpiaHFKCVRLCLMSEmIkIMhFiUYgNMXN8RutDTt4f3EAC2pEJoVhNCuX1Tp+Bnt4CJTrETKi15cdN73QQyAzSbZ7Z1ONTwgizmo3bduXqXU0CWs/rkFNpw93Ls4Z6qzF9pm5HA9pNedoP596yhi5vzq6f1KRFWUn3ZEEOVdmPmKbwO4rqePTbQzz+7aFueTzvLgEFNQ5q2nli6HSrxqRRPZOW08UnIJWe1Q51zQPq3qra5qLUswLejsK6Dn1/OFwqBzwB/N42vvP0Dgfp0cGM8hybPSX1PfJZ2uUV0LZ14mRzuo3n+FNBXYe/211ulQPl7R910Ftz6d+buhRjWfnefYLd4+nMFStWAHDvvfc2ufz666/npJNOAqC8vJySkhLjuqSkJBYsWMBrr73G559/TmxsLFdccQXHHXdcd+226EUUkxnl9PNQR08g7sW/8+CmpyA4BNOf70MZNrpd96XP3i+qcVDpqXFtLaANMpuYmBrOxrwaVmVVctmkpiMM+hdA85ZdOn0J3EAytHr/2aM8WeEhsSHkVzvYX9bARE/GNlA1dhfvbS/l+IGRfoe16hwuY8brwJhgwq0mrCYFu0ulsMbR5tBZT9IzNNMHRfLBzjLyq+3YnO6A6pR1TrdqZJPsLpW86rbLQg6Hd4Y2MdxKkFl7rYtqe/dr3Vl2eN7f2RU26hwuwqytTz45XM3bXu0vb+ColMA/R7mVNpxulTCriaPTwtldUk9eVddmTPXsdYhFocGpBdROt9rldbuHy7v1X7VdC9ra270jp9KGwxOQ5lc7qLG7iAjy/R7JrWzM0KZHBxmlXQcqbAztxq4hqqo2CWj3lraeJc4qt+HyikE/3FXGX6e1vsiUL+/vKOXNn0q4cWoKp/ophfOlyOhB2/T7pq9kaHs8oF26dGmb29xwww0tLhszZgyLFy/uil0SfZQyaBimu/6B+9mHYeePuP95H6abH0AZPDzg+2hcXMFufHhbC2gBZg+NZmNeDV/vr+TiCYlNflwKq/UetL4DkkB70ZbWOcirsmNSYKwe0MZpdZb72pmlUVWV//s+nw25NWwtqOUfZ2b63E4fko0NtRDlWaY3PTqIrHIbByttvTrI0vd9Qko4X+6rpMrmIqfSzrD4wH/Mfimpp87ROCFrX2lDlwa0RoY2MgizSWFAlPZa51a2XXfXH/zi9WOfVW5jbBdPdtJHVCwmrf51X1n7Alp9uH9wTDAZnt7WXb0YxkFPRnh8chg7irT3Z24fWAXrQEXT76hthXXtDmibZ2X3+zle9Q43xZ5scHp0MCZFYURCKD/k1/JzcX23BrRFtY4mvcL3lmmjW/4mhu3xfAZSI63kVzv4NruKSycmkhjevjaJG/K0WuVvs6s6FNAmt8jQ6svC9+6AtsdLDoToTEpwCKbrF8KIsVBfh/sf96DmZgV8+2RPT9cD5TYqGlwo+F8qVzdlQATRIWYqGlwtVgvyXiXMF2O1sDa+KPRJBUNiQ4yshP7FvL+sfVmh/+4uZ0Outp/7y22U+1mcoXFCWGMwleEJ6HIqeu/Qk8PlNoLDjOgg44Qku6J9gb9er6dr74lDe+mLKqR53hP65IvcLs769QaqqrK7pPH17coyGp2eodUnCrW3jlYf7s+MDTZqnvOqunbhkcbFYYLJjNUec38fqKPVh9EjgrSQo63FaHzZ26z+tPnfOn2kIzrYbJyI62UH3V1Hq2dnh8YFE2xWaHC6OdRKWcovnud0cmY0RyWH4Vbhk5/L/G7vi83pNj4/O4vr27U4i57Ead5nXJ//UVjTuxfWkYBW9DtKcDCmm+6CzBFQV4P7ibtR83MDuq0eeNo84z7JEVZC2himtpgUTs7U+iJ/ua+yyXWFbZUceIKX4loHDpf/Lwr9B0CfhAYwxPODdqjaTp0jsPq/PaX1/PsHrfVXsFnLEvibYOGrhniQMTGs/T+iaw9W8dZPxV1ef5tXZcetQrjVRFyohcGe/W9vHe0Wz+uil3h0ZZBVY3MZfTNTPFn7jMOYGOZyq31qlbGCGkeTyY0dnaQVqCqbi4oG7fFmDo7yPGb73h9ZnvdTZmwIqZFWTArUOdxdunqfsXx3TDCZnqzs/j5QR6t/9uZ4soU7i+raXc+6t0wLDod7Rln81dHqQX+614n4SM/EsO5eMUyfEDYmKczISLdW/6tnaIfHhzBvjNb3fMXeSmrsgdd37y1tMMoW7K6mJQ9tMUoOmmVok8ItKECDU21Sw93bSEAr+iUlJAzTn++FgUOguhL3E3eiFuW3ebuIIBNhXpO32io30J0yRAtoN+XVUOH1g2asEuan5CAmxEyIRcGtNn6Z+PKTZ0LYUSmNAW10iMVopRXIbOdau4vHvz2E0w3HZURwzmjtC3OznzXoD3r9eOoyPF0i2hvQ1thdPPldPku2lfJjGzOUD5c+7JsRra3uNqgDAW1Fg9MIqs4bq7UR3F/WdZPh9KxSbIjZqB01MrQdGMZ+dkMBl7y3p89kd3/xBBqec6wuD2j1GsvEMItR2tCeE0NVVY3PXGZsCFazyThpzeuiiWGqqjbJ0OontL2904HLrRqB+MmZ0YR56lnbs992l9u4D709or/A0JgQ5tU+bUR8CApaBtLfiFRX0IPJ0YmhDNMDWj+Z5Wqbi3zPKM3w+FAmpYYzKDqYBqebz/dUBP6YzYL2QL9v3apKca3vEUWr2WT81vTmOloJaEW/pYRFYPrz/TBgEFSU4f77nag/rEN1+f/RUhSlyYc50IB2YEwwI+JDcKmw6oCWpXW5vb4gIn1naBVFMYJdf3W0hTV2imodmBUYndi0rrCx7KD1AEBVVZ5ZX0BBjYOkcAs3TU1lcppWf/Zjfq3PbImvDK1eQ5pb2b7Z92sOVGH3pA02H+ragFYPtvW6xsGxeslB4D+g+o9AZmww45PDCDIr1Dvdxg9OZ/OeEKbT9z+3qn29aOsdblZlVWFzqazNru7cHe0iuz0/8vriF7lV9i7NMHuf9ESHWEjQTwwDzNKW1juptrkwKTDQc5KnN5zvqjraigYX1XY3JkU72dEztFkdmM3enQpqHNhdKkFmrS58bJKWLd1WGPj3QHaFDacbIoMbO9UU1jiarAam00/ivDO04UFm47urPWUHLrfKk98d4s0OtNCqtbuM75zRiWFG/b6/QNy7fjYy2IyiKPzak6Vdtrschyuwz4OeFdYD6B8DbJNWVu/E6dZOKuNCW06vMupoA5jA3FMkoBX9mhIZhekv90PyACgrxv3sw7hv/z3uT95CLSvxeRvvgHZwO5rpz/Y0+v5yXyWqqlJS58ClgtWk+PyC0LU1MUzPzo5ICG3R+muIUUfXekC7Ym8law9WY1bgb9MHEBFsZkR8KOFBJmrs7iYTckDLUFbaPDXEXhOhkiO02fcOt9quCQJfeJVi+MsIdxbvYAW0/VeAygZXk+x5a37wBN2TU8MxmxTjfdBVmcPGll2NP8KpkUEoQI3d3a5hvp8KanF6Tja6OhveWfQM7XEZkcSGmHGrHW+1Fgj9pEcffRgawHCwNz3wzYgKJsisfSb1VmutdTqoc7j4x9pDfPZLebuDUH2fkyOsBFtMZEQHYzFBrd3d6uhOT9MnhA2MDsZsUhifrJ1It6eOVs9qDosLISLYbARXvj6POUaGtumomN6Pdnc7huB3FdezMquKpdtL2z0qtbukHhXteMWFWowAc7+fFoB6j9rh8Y1dZ2YMiiIu1EJ5vZPVB6rafExVVY2A/YLx2shSVrmNioa2v/eMHrTh1iY9aHWNdbS9970mAa3o95ToWEy3PYJy+nkQGQ0VZajL3sF9+x9wPfMQ6s9NF+nwnuEZaIYWtBZRQWaFnEo7v5Q2NJkQ1tpyh21NDPNVP6sbEsDEsAPlDby0uRCA301INNp0mU0KEz2zhJtPgNIzCymR1iatrkyKYgSKgX7BZ5U3sK+sAYtJm1GeX+1odWLE4cppFqwEW0zGSUMgQZJbVY264slp2oQhPeDpqoBWnxDmnaENtpiMk6v2lB1s8jph2F1SH9AwemGNPeAMUGezu9zGBKuRCSHGe7oryw5ymmXxAx3p0HlPCNPpAVRrvWhXH6hi1YEq/rWxkIe+yaMqgEBDZ5QAeT5/VnPjZ7G9ZQduVeXfW4raNZTti8vd9qpQ+oQwfaRE/x7bWRR4X1j9REMPCo1sZ7Phe6db9ZoQ2vS7e2SCdpv21NFuL2oMuj/7pTzg24FXuYHn+zYtKogQiwmbS/VZF69naEd4dWKxmhXmjtRWVftoV1mbr/Whai1rbTUpTEqNMN6fWwM4sfXX4UDXFzodSEArjghKZDSm8y7DtPgVlKv+BiPGgeqGH9fj/vuduP/9T9R67ctLPxO1mpR2tUsKDzJzwkBtOOyrfZXGmay/Dgc6/TF8DeWoqmr0n/UZ0HqGHQ9W2rD7CEicbpXH1x7C7lKZnBpuDGHpjk7zHdA2//H0NtATBBwMMIOmZ2ePTY801p3vqiytw6U26XCgGxSjvU6BlB3sL7NRaXMRajEZwX97A572amzZ1fS90t5OB6qqstmzGIRZAZfadiZsfW41V3+8nxv+m8WmvI4dF5vTzQubCvmpA6tA7S/ThpOjQ8wkhVu7/OQBWmbx25uh3d8sSIPGkoPWVgv7Mb/xWGzMq+FPyw8EPPTefJ+BDk8M21FUx4e7ynh+Y0HAdcPNZVfYuH7Zfm75PLvV2nL9M6ePcgyODSYiyES90x3wMTYytJ5gb5if41VQY8elan169TIS3ShPudae0oZWJ+B62+H12fl6f1W7Xit96F/PDJsUhWFxwZ7n0zSoVlXV6HDgnaEFOG14DKEWEwcr7S2+p1s+Zp3nPkKwmhsTFj8WtJ0NL/LT4UDX2ItWSg6E6BUUqxXTsSdivuVhTPc/gzLzdFAU1LVf4r7vj6i/bDcCoSFxwT6HXloze6g2OWz1garGLGcbAa1+va+Sg7wqO+X1Tqwmxfhi9JYQpvWIdau+g7VvsirJqbQTFWzmzyektsgU6xnIvWUNTYalDrSyStrAdmRo7S4332RpAe2pQ6ONALqr6mjzq7UftDCriXivMg898GjeD9OXLflaUHdUShhWzywlI8jqYL1idoXNZ70faD9mh7x60HrL8KpZDkRWuY3SeifBZoWTPJ032srOrPBk6QprHDywKpdFq3ON2u9Afb2/kk93l/PshoJ2vz56xmxEfCiKoniNOnRNQFtjdxmdCPSsqn5886rsNARQu6u/jzK9+r/qJx+l9U6fgY/LrRrB63XHJjMgKoiyeid3fZnDm1uL28xWGmUSXidqHZ0YpgfWLhW2d6CF1o7COhasyKagxsGe0obWR4iafZeYFMWYiBdI2YHN6TaeuxHQxusnPU0DQ/1zMiBKmxDqLc1Tm+pwqwGtsOZwNQ7fRwWbaXC6Wbm/7WF/0I61XsY12ut7e5gnWG0eiBfXOqlscGFWmmb9QUuUzBmmfZY/3NV6Cy99f/XfCn3Bna35tW1+Lgv9dDjQ6cu0S4ZWiF5ISc3A9LvrMf3tIYhPgtIi3I8vZOzqpdx0TCI3HZfa7vscmxRGSoSVeqfbaOGV7KfDgU7P0BbWOFr8qOnZ2dGJoUatXpPn0CQAaPqj4nKrvLujFIB5Y+KIDmlZxxsbajF+FH/wCjIPthbQ6kvgBtCLdl1ODTV2NwlhFiakhHO0J4DeXlgXUODgrarByXvbS3lpc6HPbDQ0HUr2/kEzOh0E8MNv1M+mNTZt1+oVFWrt7nbXkH13sIo/fprFw9/4bh1XbXNRa9eeT/MRgXQjQxtYQKuXGxyVEs6x6dpr/UO+/6Chxu4yJo3MGhKNSdGO2Y3/3c+HO0uNWty26Cuq5Vc72j3LX//h14eEh3qNOrS3DMLhcrPs57JWa4f190h8qIVwT0/n2FALcaEWVCCrjUC6ztE4G907+IgIMhMbot2fr9dgf3kDNXY3YVYTpw6N4YkzBjN7aDQqsHR7KQu/PNjqSU/zul9oHKFpa5+b2+qVSffXts+f7w9Wc8/XOdQ63OifMP0ksLk6h8v4vHgv/qCPNgUS0GaV23CrWkcY/SRVf95FtU4qvU7E9YA2I6rld66iKIyMD7zsYG9ZPXaXSlSwmQvHJwCwPMDa56xyGw1OlXCrqcnxGuqn04FebjA4NtjnaoZzR8VhVrTXq7WRMSMr7BlZGpMUSpBZobTe2eayzEVtjCjql5fWOXusPKktEtCKI54yYhyme/6JMv1UUFX44kNOfute0isC613rzaQoRgsvPWBrK0MbH2bBalJwqbBibwX7yxqMGd76hLDxKS3LDXR6QNp8+G5NdhX51Q4ig82cMTzW7+31LK0+nOX2+vH0FdDqGey8alubAc+X+yoALVgymxTSo4JICrficKtsC2AYDLQWS8+uL+D3H+3j9a3FLPu53G+mpLHDQdP91oc7c9rozlBrdxlZjkleywlbzY3tv9qzwEJpnYNn1xcAWpNzX2Ulev1sfKilxY+ZEdAGWK+8yVNuMGVAOOOTwzApWgeFIj9B+IbcGpxu7Zj+6fhU/nHGYEYnhtLgVPn3D8X89bMDbdZ5utyNZTHQuEpRoPQJYXp5R2K4hcggE043ZLdjAY+DlTZu+TyblzYXsXhNnt8fXWPovtl7e2hcYMc3u7wxIG5+kthap4OtBY2lQ2aTQojFxE3HpfLXaWmEWkzsKq7ng52lPh+zrN5JrVeHA50+8lBc52zSx7c1NTZXk++K9gS0n/1Srr22bpWp6RFcebS21Le/oXB91Cjea7VBaAxodxXXtfkdovefHRYXYpykhgeZjdEM7+eiL3k9INp3EkHPXAbSm3VHobbN2KRQTh4SRYjFRG6Vvcl73Z+fS7RtRiaENhkV03voZpU3/e70V26gSwy3GguArMyq9LlNjd1lrH6n990NMpsY4/l3WyM1/nrQ6qKDtRaTKtqJRG8kAa0QgBIahumymzDdsFCbOJaXjfuhv+J+50WjtjZQJw+Jxnuwq60aWpOiGC1m/rWxkL98doD5S37hqo/2GrWmRyX7X5LTqO/0+iF2uVWWbtd+HH89Kq5FdwRveibyh4Jao9VYg1NbH95XDXFiuLbYhNPd2G7Kl8IaO1sL6lBoLMVQFMWr7KD1wGdrQS33r8zhhv9m8fneCuwulWjPj+I3B3x/qTfWGbZcizzEonVnaG2ffyqow61qQUPzzLoR8PjpI9mcqqo8ta6AantjYLX2YMs2WkbLLh9ZpQHRjQFLvaP1rEhVg9MIDo9OiyA8SOtkAf5b96zN1k4Mpg/UFhcYHBvCw6cO5KbjUogMNnOgwsZnbUwc2lvWYGSYATbmBh7Qltc7Kap1otA4jKwois/3tD+qqvLp7nL++tkBY+i9zuFme5HvoKX5hDBdoLW7+43+sy1P9ho7HfgKaLVjMKHZcq0nDo7ixuNSAPg2u9pnBlB/X6dEBDUZqQkPapzxfyDAE62fCmtxq1rgYla0rHpbrZhUVeXNrcX8a2MhKlov2NtmDGCqZxRgd0k9NT4C6uYTwnQDY4KJDDbT4FRb1JM217x+VuerDVZjhtb3ZF79pCmQDK0+IWxsUhhhVjOzhmifkU93tz05zLv/rLeUCCvhVhMOt9ok0+q9oII/+uI9q7KqfJ6U65/91EgrMV4nWhNSG9sz+uPdYtJfDa3W0tL/fI/eQAJaIbwoE6diuu9plGNmgOpG/WoZ7ruux71xTcC1gYnhVqN2CRprj1pz/bEpzB4azejEUCI9y0MW1Tqxu1Qig0wtvsy96cNvB7zO+tcerCavyk5kkIkzR8a0+tijEkIJt5qotrnYW9Zg1LxlRAdh8VFDrHU68MzobmX466v9WtB5VEpYk+BQLzvYfKjG72v66e5y7v4qh82HalGAqekRPDx7IH8/YzAKsKOo3medp3fj+eb7rF/W2sQwfeh0cmrLE4jGOtrAsqXLf6ngh/xagswKZ4/SMuRrD7bMLPubEAZa7Z4exLcWiGv7XouKlo3W136f1MqPmXe5wQmDIo3LTYrC7KExXDYxEdAmjbVGD9T0iTo/l9QHnC3Uf4QHRgcbC0oAAXc6KKmxcf/KHF7YVIjdpTIpNZzjMrT310Y/+60Hh83fI42P2frxbexw0PIzqZ+Y5jTLqNucbnZ5AuwJPkZbjhkQQbBZoajW4XNiWmO5QcvvkswAW/fp9PrZY9MjjIxlW1nat34qMU6QLxqfwHXHJmM2aQFOelQQbhW2+pjc5quXNWjvsXGeOtq2Mp6NHQ6aBofNFypQ1cbuAel+MrTD40MxKVBS56Skzn/pkMvduMLWOE82+YwR2md4Y15NmzXmu5pNCNMpisLQZoG4y60az2GEnwwtaKMukUEmyuqdPl+zXc3KDXT6d8D2ojq/k+HK6p24VK0LTWstJnt7pwMJaIVoRomMxnT1LZj+ch8kpUFlGeoLj+F+4m4cedkB3YeekYwNtbS5dC5oPWZvOi6VR+YM4o3fjOD184axyJMpu/+UgT4DS11KpJVQi3bWn1uprWa1dLvWY/fsUXFNAgVfzCbFOIvfcqim1Q4HurYmhrncqlFDrPfn1Y1PCcNqUiiqdfqsDa2yuYxG5qcMiea5s4dwx8x0xiaHkRhuNRqzr2nWl9HplX1tXnIAXhPD/Pzwq6pqDJ1618/qvDsdtHVyk1tpM5YYvmxSIuePjcekaMFS8+yGr0UVvPkLkprTOxToQ5MAE1I9QUNBy8UzvMsNfB3rY9IjUND2ubUfcH0oc/bQaAbFBONWtfdRIPRM2fCEpsFhINnSH/NruejfG9h8qBarSeEPRydx98npRsnPxjzfJ0xGhrZZRlwPkHIqba0u6mCsEBbnK0Pr6XTQ7H29q7geh1slPtTSpGRAF2wxcYwn2+lrMYzWPpPGAgsBLgqhn4BMTAk3TrxbC2jrHW4++VnLSl49JZkLj0poUp8+2U+nFGicEOarn7dRR9tK6VG9w21kXYc2z9A263RQUuekwenGrPj/LIVaTca+tNaPdn95Aw1ON+FBJiMYHxgdzFHJYbhV+F8roxbFtQ5K65yYFO17vbnmgXhOpQ2bSyXEYvL53tBZzSZmeJZp/np/yxGq5hPCdINigokO0bLh/jLTeklSYnjrLSZ7e6cDCWiF8EMZMwnTvU+hnHMxWINQd/1IwXXzcT70V9xv/gv3t1+g5mShOlvWEx2fEcmF4+O57pjkDj12VIiFMUlhzB4aY2SO/DEpCkPi9CyNje9zqsmptBNuNfGrkf5rZ715dx/wXi/en4HGEri+v9i2FtRSWuckIshkZMx0IRaTkfXwVXawdFsJtQ43mbHB3DA1pcWP04mDtYDlm2YBbX61Hadbu//mLXug7YlhOVV2SuqcBJkbZ2E3v71Z0QLukjr/NWROt8o/vsvH7lKZmBrOmSNiiQ6xGD/gzcsO8v10OND5C5K8udwqW/Ib62d1I+JDCbOaqLa7W2TwmpcbNBcTYjGGTDf4KSOod7iNH9KJqeEc4wmm/W3fnF47OLLZD78e0B4o912nbXO6eezbPCrqHQyOCebvZwxm7qg4TIrChJRwgszaCVPzbHydo/HYNT/piQu1EN3Gog4ud2N9eWaM/wyt9l5s3G+j3CA1rMXse51+HNYerGoRiB/00bJLZ0wMC2DkoLDGTkGNturg2ORQI3v3U4H/Wta1B6tocLpJiwzizBExLa73rsH33m9VVb1KDlq+Vt51tHY/JxD7yxtQ0Wpwm2cOM+O0BVNK65xU1DuNz0dqpO+RJZ0e8LW2gpbe+WFMYliTAO9Mz/fpir0Vfiem6pnSIbEhPpMZzUsl9niVVLTVVWeW52RtXU51k04aLrfKLyXa/TTP0OqfCfBfdtBWhwOdvqqlZGiF6IMUqxXTWRdoZQjjjgaXC7J+QV21HPW1p3Df/yfcf7wQ1//dh1rVWFtlNilcdFQiUzMiW7n3zqP/qO0ta2DpNm1ocO6oWGMWd1v0H7a9pQ3s9Hwht7ZKmpGh9fPDr/eenZkZ7bM7gxFA5zX9gj1UZWe5p4H55ZOSfH7BnzAwEotJCzq8AxZ/HQ50gz0BiL9gRe9uMDYpzOdM4yBz44zl1jKHS7aVsLesgYggE388LsX4QZzmFbDoVFXlUJX24+A3oDUytP4D2p9L6qm1u4kMNjcZttRWZtICB+8fM3/lBs3pnRLW+Rm+31lUh9Ot/RCmRFi9OivUttnr0+VWjdrB5gFtcoSVMGvjqENz3xyootrmIi06hMfPGNxkSDvYYjJ+wJtPUNNfw9hQCxHBTT8biqIY2TN/xzev2o7dpRJiUUjxUSIS7xmRcalN6wz1CWHN62e9TU4LJ8SiBeJ7vOq0VVX1KqXxUXLgOZnNqWo9swyN5QYjE0IJs5oZGhdCVLCZeqfbb/aucaQl2ufnaqxnJn1ZfdMTiKJaB/VONxYTPjOPGdFBRIeYsbtUdhT4nuSpHwdfJVdhVrNxv3vLGozXyF+5gU7vFb76gP++sjs89bPjkpu+L48dEEFCmIUqm8vvstK7ihs70/iiv8eyKxpwuNzGsR7RSlmZ923To4KwN1vWOrvCRoNT66Dh66THKD3yE8QbPWjbCGgbM7QS0ArRZymJKZj/fC+pL32E6epbUebMg5HjITQcHHbYvhn3o3eglrV/ze/OoGdxv9pXyYEKG6EWE3NHxrVxq0bxYVYyY4NR0TIe0EbJgSeAOFTdcoWpygYnGzwB0Kme0ovm9DrancV1TX5U/vNjMS5VC3gn+qhjBW09d/323stB+mo8700PeopqHdTYWmZY9QznJD+PC40nDv4Cnp+L63nP0yrt+mNTiA9r/IE4LiOiRdlBZYOLeqfW/shXgASBLamqlxvoS/V6a/wx8+pE0Ea5gW5quvbjv6Owzueknx+NiU5a5nF4fAjRIWbqHG52FrdeG5lTqbU2CrGYWixTalIUv907VFVl2c9aP87fTEr3ecKkB9bNM8X+JoTp2jq+enuswTEhPodmFUVp0WqtyuYyeuoe1UpAG2wxGRlu7yy+1te2ZYcDXXyohUhPL+q2ekMbx8vznjApjc33f/BRMpBbaWNXcT0mRZvs6kuQ2WScNHmXHTTW4gf7zJgqXnW0mw/6nmjlveStL95lB0b9rJ8JYbpxSWGkRwXR4FR9dktxuVV2FukdDpqO1JhNCqcPjwHgUz8rh/mbEKZLCtf64Trd2mv0SwATwnSKohjHwbvbgT5KMiIh1GcSQK/b3lva4LM1nJ6hbWsCs3cNbUf6cXc1CWiFaAdLajqmY2dg+s0VmP/2EKYn38R01z+0PraFebgfXYBalN/t+6X/+Outws4aGdsiA9UW70Au1GIiMdz/5ID4UAthVhNutelQeGWDkxc2FeJ0az82vibOgLYMZGqkFae7sTXZrqI6vs+pxqTAZZOSWt3XEz21ZKsPVBqrFB1sI1iJDG7sY7mvuGmgs6u4ju2F/utnda3VdjY43Tz5/SHcKpyUGcW0QU2H8qNDLEaphR6w6OUGCWEWn4EZNP5AH6r233Jss9GuK6LFdfqJwc/FdUanhLbKDXRpUUEMjA7CpTZdUle31ZPxm+gVIE1J0ydltV528ItXZsrXj7C/SXg/FdZxsNJOiEXhnPG+e0Xrr8Oe0gbK6xtPXto66Rka30ZA20qHA11jqzXtsbYVaJP1BkYHtTrhBjDeM99mN5Yd6KMgaZFBWP31og5ggQWXW2Wb1wmIblKa/zpafWLn0WkRre67UUfrdR96e7PWlg/XA+HNOX4C2lYytN6X7y1tMDL5zU+OmlMUhTM8pRP/29Oyr2x2hY1ah5tQi8k4wfF26rAYLCaFPaUNRt9XXZ3DZWSpfS2Eoz++HojvLKo3tvfXsqu5kzKjjImxei3rz82W2W0uPsxKRnQQKlqXi+baatmlS4qwoqB91wU68bM7SUArxGFQTCaUgUMx3bpIm0BWWqQFtYcOdut+ZEQHE+RZ1SrEonD26MCzszo96wlaBtZfrR9oX8oZxsQwrV5w2c9lXLdsP996hsLmjWl9H5p3O3hlizaJSp9c1JpjBkQQajFRVOs0vsz9zV73pk8M21vilUkqb+CBVbk43dr9tvaD2NoSuK//WEx+tYOEMAtXT/FdO91YJ6m9Rq217NIlhFsINis43b6H+oprHWRX2jApvrPLKRFWkiO0k4cdRXUBlxvojvVkadc3C1DL651kV9pQgKO8lmXWJzf5m5Sl2+2VVfLF34phyzwTlGYNiSEyxPcPcFyoxch4bfQqO/A3IUxnLOpQ4XtRB73DQWt17fqQt75ccSDlBrrJqeGEWEyU1DmNgL+tIBy8lsBtpRRmf3kD1Z6FHbzLUvTgdl9ZQ5Oew063akw+8jfS0rjf2jHf5TXi0tqEMJ0e0P6UV9VismSdw2WcLA8NIEOb00aHA28nZ0YTbFY4WGk3srE6vdxgdKLvbGdMiIXpnrKFO77I5v6VOazKqqTe4eaXkgajJZr36Iy//V6xtwK3CrEhZp91/74khFmNY6ZnmP1NCPPWuGpYy5GTIk9g7K9lly7IbCLOs5+9sY5WAlohOoESl6gFtQMGQWUZ7sfuQD24r9se32xSjB+OM0fENmliHqhRidoEImj9R0g3yDMx7JusSv70aRYvbS6i1q5N5np49kCmD2o9++ddR/ttdjW/lDYQYtFqj9sSbDFx/MDGsgOXWzV+/PxlaLV91p7XHk+GtqDazr1f51BrdzMqIZRbpqe1GshnxgZjUqC8wUWpV9uf7YV1/NfTn/LG41L91i43lh00UFBtNxZV8Fc/C1rWUx9qzvFRdqCXG4xKCCXSx3FXvIaVf8yvNcoNBrZRbuC9z6B1LvCeCKNPdBoSF0yUV9/LiSnhWEwKBTWOVlcnagxofQcrehCTVd5gZKbzq+3G8z2rjQmP+vC9r4DW34RHfVEHl4+JYaqqBpih1a7Th8CNrgKtlLLogi0mo1ziW08WvbWWXbpAMrR6IKMv7KCLD7MyKEYrN/IuS9mcV0NFg4uYEDNH+8j8e0uLCiLFc9Kkr/5lBLR+RmlAK6EYGheC3eVm4ZfZTWbP61nypPCWC1joMuNCtM9jvbZ0LLRdcgBa/96Zmdr302d7mmaHjf6zyWEtbqf73cRERsSH4FK1ibT/+C6fy97fwwubCgH/5QY6PbOsv0eGJ4S2+r3TnHfZQVm9k8IaBwr+P0tAY2lJfg25VTaqGpy43Cout2pMlGxrVUvQTpAjgkw+S5B6mgS0QnQSJTpWW0Z30DCoqcL9+J24N6xGLSvplnqjK49O4tej4/jNuPgO3d5iahwubu2LUacHQ5sO1ZJbZSc62MwNU1P4++mDW/0x0I1NCjOWZfzXRm01rXlj4tscltXN9HQ7+PZgNblVWpY42KwYPVh90QPavcU1lNc7uefrHMobXAyKCeauk9J9TgbzFuxV76kvNVzvcPPUOq3M5LRhMa3W4DYvO2irw4FOX4Eqz8fEMD3Aay3omOhp3/VjQa1RbjCtjXID3dC4EOJDLTQ4VaM8BPwvFBBqNRkZW39lB7V2lzEkP9LPUGtaZBDBZoUGp2q8Tv/dXY6KdjKU3kYwrgeGP+bXYnO6qXe4jRWO/GU7myzq0KwNVnmDi0qbC5PS+iiAkaGttFNQ3dhVYExSYEPKevbvu4PV2qp9AbTRy9S7QlQ0+C1L+dHP8YLGzL532cGXnuzsyZnRrXYN0Hm377I53cYxa+3kWFEU7jopnYGxYRTXOrnzyxyjRZxePzs0zv/r1rz+OiHM0uoiMt701RO/z6mmwlOWoqoqOzwZ23E+Op3oEsOtPHb6YJ6Zm8mF4+NJjbRiczWeVAca0OoCqZ/1dlxGJCEWEwU1Dj70rC43KCa41RaN45LDsJi0/uY3LMvikvf3ct7bu7nkvT24VbCaFGJC2k6E3Dsrgzd/M6LNk5yeIAGtEJ1IiYjC9NcHYdgYqK9FffFx3LddifvmS3D9427c7/1bW6ShtvVm9R0xOjGMKyYntdl3tjVXH5PMrdPTjFVpWqPXfJkVOGdULM+ePYQ5w2LabD2jC7Y0Bj41djexoRZ+3Y5SifHJYcSEmKm2ufjEM0koPTq41T6Kg70C2nu+OkhBjYPkCCv3zsoIuObYaMDvGX7+z49FFNQ4SAyzcPnktrPL3mUHjT1oWx/qSzcytE0DWpvTbTRZn9JK7e9RyeGYFG34Wg9aAik3AC1DrAeH+iILqqoaM+Z9ZR69yw582VOqtWNKCrcS4+cExmxSjKH0fWUN1DlcfOWZcd9Wdha0Y50QZsHu0gJxvQQgOsTc6ghG80UdyuudrD5QxYue7FtaZFCrJz4pEUGYFKh3uo2JO3pXgUBMSgsn1FN2sLukPqBSmgGRQQR5gn9fQ8E2p9uYrKT3Jm7ymF4LcKiqSlm90zhRmt1GuYFOLzvYcqiWg5U23Kr2Wse2cYIaF2bluQsmkRpppajWwZ1fHqSkztFm/azO+/q2TnK8DYkLYWRCCE43fOFZojun0k61zUWQWfFb5uAtPSqYi45K5Lm5Q3j89EHMHRXLzMFRRvbXn/hQS5PgsbUFFXwJsZiY5jnx0UeGWis30G9zwfgEbbUyz+I9KlDrqasfHu97omNz/mr9e4PAUiFCiIApoWGY/nwv6oevo/78E+TnQE0V7PwRdeePAKhmM4yZhHLMDJSJU1FC285odofIYHOLyUz+jEwI4b5ZGSRHWP02Mm/L0QMi2OSZGf27CQkBLUKhM5sUZgyKYtnucqPWz1dbI28DooKxmLQMYa3dRWyImftmZQScFQat/m1VVhX7yhr4qaCW5b9UAFqpQSBBy3EZEfxroxYw6U+37Qytdv2mvBoeXJWDqmo/RvUON3aXSkKYpdW644hgM8PiQviltAGXGni5gW5qRiSf7algQ24N1x2rrchUVq/17PWVjTpmQATPbyxkd0k9VQ3OJiUJ0LhC2Mg2RgKGxgXzc0k9+8ttVNm0jhDpUUGtZsF1iqJwzIAIPttTwca8GuMHv7VaVGisb1yXU82OoroWi3+Mb2P0wWrWlozOq7LzuacBfyD1s7ogs4mp6RGsOlDFx7vKqG9jsQDQPguDYoLZU9pAVnlDi24IO4q0PrMJYRYG+LifMc1ab205pC2POyohNOAgcXxKGBaTttrZd54a8UBKlwCSIoN5aPYg7vgim4IaB3d9eRCbU8s0++twoBsWF8rXnlrStiaENXf68Fh2l+Tz+Z4Kzh0Tb5QbjEoMxWoOvARA6/ARGvDELn1imP7d19Zz9GXWkGi+2l+JnpBv3n/Wl/njEpg/LgHQJglW211U21zU2t2tlrT0FRLQCtEFlOAQlAuvAkB12CEvW6upPbgfde8uyMuGbZtQt21CtVhh/NGYjjsJJh3frlqqnqQoSkB1ga2Zmh7BGz8WkxEdHFBWuLmZmVpAq3+ptxWsWM0KA6KCya6wER5k4t5ZGe0OxvUM3p6Sep7y1CyePjwm4NdCLzvQmtmDSWm7dm1obAgKWguojXktZykfnxHZ5vtmYmq4MdEo0HID3bikMMKsJioaXPxS0mD0jx2TGOozY5MYrrWByyq3selQrdEQXveLn/6zzelZsj2l9azL0YaFzxoZG/Bn5Nh0LaDdkFdj1If7mxDW/DErbVqJgYI2mXB8chjjk8OMhQRakx6lBbTlnrpOX8vdtmbaoEhWHaji+xwtS5oWFdRmgDUkNoQ9pQ28v6OU0YmhTSYl6RPTJqaG+3ztgswmxiWFsSW/li35tUYf6UCzs6BlAMcmhbK1oM5YSSvQgBYgIdzKg7MHcscXB43acmg72PPOpLY3oJ0+KJJXNhdSXOdk86Gaxv6zrZQbdJZh8VpAmxZpbXdHGtBOQpLCrUaHgrYytM2ZTQoxIRZi/NQn90X955kI0Usp1iAYPBxl8HDjMjU/F3XjGtSNa6AgF35Yh/uHdTBmEqbLbkKJS+jBPe4+8WFWXjl3GGZFCbhUwduwuBBSI63ke34AW5sQpjtjeAyf76/mmqMTW52w4k9mrLZCkRasuEgKt3DZpLZLDbxNGxhp1KMmhlvbDFZSIoN4cPZAo0RBAfS4JMjc2L+0NRNTw1m6Xau3C7TcQGc1a/XVq7OrWJ9bbUyumtBKEH/MgAiyym1szKth1pBoVFVlW2EdH+8qMzJT/joc6PRgRa9rDA8y+e2H6sv45DBCLCbK652s8dQOt7YCHmiv9R+OTqKwxsHY5DDGJYX5nGzXmvSoINZ7/h1iMTE8gOyZt0mp4YRZTdR5hoMDyaafNSqW73Oq2V9u45b/ZXPnSenGyZe+qEZrmeJJaeFsya/lk5/LKa93EmJRmNbO98nktHC2FtQZ+93ez1diuJUHZ2ew8IuDFNc5tQlIbbz2+kRNt9r2CW1zQWYTpwyN4aNdZXz2S4XRxaI7AtppA7WT8VOGxHTo9iZF4aTMKJZuLyU6xGz0iD2SSUArRA9QUtNRzr4Ide6FkHcAdd03qF//F3b+gPvem1AuvArl+JP7TLb2cLSnzKA5RVGYOTiKdzyrowXyw3/myDh+f9JY8vPzOzRZL8xqJs2TgQO4KcBSA2/HZ0Ty/MZC3GrrQ8nexiWHGRPKOmJUQignDIwkMsjcrnID3bHpWkD73cFqKjyZx4mtBEjHDIhg6fZSfjhUy5f7Klj2c7kx811By461lX1Ljw7GalJweFLwc4bGtOv9YjWbmJQaxvc5NV5L3rb9es8d1f62d968h+nHJ4cGNKnKm9VTdrAyyxOEB3C8BkYH89hpg3hgVS65VXZuX5HNX6elMTIh1Hjdj2olU6yXceh9e6cNjGr3+3pyWgSvbmlcXKY9GVpdcoR28vbCpsI2O6WAVot/9qg4DlTY2ixh8eX04VpAq/fQtZoUhnfgftprYEwwb/1mxGHdxxkjYvkhv5bpg9oeoTkSSEArRA9SFAXSM1HOz0SdPhv3K09qS+u++iTqlu8wXXIDSnTbE2COZDMHR7N0eykRQeZWOxx0ptGJoeRV2TljeEyrqz/54112kNbGhLDOYjYp3DZjQIdvf/SAcCymxv6T0cFmo6+vL8PiQ4gNMVPe4OKpdVoXi2CzwilDo5k7Mo60AIaHLSaFwbFabahJgV8FMBmsuWPTI42he2h/Fq8jvIe+21M/6236oCgjoM0IsL4xJTKIxacN4rE1efxYUMei1XlGoJoZG9zq8HJ6VBAJYRYj8G+r96wvGV73YVIC6wnr73ncfXJGwNtfMbn1hVhakxqp1WTrkyVHJIT06olP3uJCLTx++uCe3o1eQwJaIXoJJSUd022LUVd8iPrxW7B1A+59u1BO+hVERkFoOEpYOISGQXgUpA5AMXW8o0F/kRYVxEOzBxJqNXWobKEjLpuYyKTUcI7LaN+QrLeLj0rE4SpizrCYztuxLhRmNXNUcriRyToqJazVWdEmRWHG4Cg++bmc+FALvxoZy5xhMe0evh8Wp9WGHpcR2aETlqPTwlHQJtFFBpuJ7kC9Ynt5T8rqyAkPaIFwVLCZGrvLWPAhEBFBZu4+OYMXNxXy2Z4K43i1FVjrNfFf7qtkQFRQu2sy9fuYnBbOir3affSVwPCMETFGQNt8uVvRd0hAK0QvopjNKGecjzr+aC1bm5OF+t93jOubDJCnDcQ07xKYcOwRP9w0ppt/hKJCLAENh7ZmVGIoj8wZ1El71D2OTY8IOEACuHRiIjMHRzM4Nrjdw+6688fFE2wxcU4HVr8DLRs+KjGUXcX1ZEQFdctnJTzIzB+OTqLe4W6z84Y/VrPCA6dkUGlzkdLOiYtmk8I1xySTHh3Ey5uLcKu+V5Fr7qyRsfxSUs/FExI7/DrNyozmy32VHNsL+5T6MyUtwphgdbgTXUXPUdTu6PjeSxUXF+NwdM/ybYqikJqa2uG6PdHzuvsYqk4H6jf/g9wDqPW1UF8HdZ7/l5eA3dP4fdhoTOdehjJ8TJfvU38gn8WOK61z8PsP96ECL/16aLeVePjSnuP46e5yXthUyPlj47lkYvsm8PV1O4vqyK6wcfrwmG478a1zuAixmALqa9pbPo95VXZyKm2HNepyJOuq42i1WklMDOwzKxlaIXopxWJFOWWuz+vU2hrUz99H/WoZ7N2F+9HbYfwUTOdegpKe2c17Ko4U8WFWbpmRhtOl9mgw215njohhSGywMev/SDImKazbRzAOZ3GXnjIgKqhF/17Rt/R4QLtz504++eQTsrKyKC8v529/+xvHHnus3+137NjBfffd1+Lyf/zjHwwY0PEJD0L0JUp4BMq5l6HOOgt12RLUb1fAtk24t22C0RMwzTwdJkxFsfT4R1z0M+3tYdsbKIrCaKmNFKJf6/FfO5vNxuDBgzn55JP5+9//HvDtnnzyScLCGr+goqL63pesEIdLiYlHueR61FPPQf34TdTNa2HXVty7tkJ0LMq02Sgz5qAkJPf0rgohhBBdpscD2kmTJjFp0qR23y46OprwcCneFgJASRmAcs2tqCWFqGu+0DK2leWoy99F/ew9yMiEqBiUiCjQ/4uMRhl39BGziIMQQoj+q8cD2o669dZbcTgcpKenc+655zJu3Di/2zocjiaTvxRFITQ01Ph3d9Af50ifjd6X9YVjqCSmwLmXoJ59EeqP61G/+R/qrh/h4H6gWZcEQA0KwnTmfJTT5mkrmh0B+sJxFG2T49g/yHHsH3rDcexVXQ7mz5/fZg3toUOH2LlzJ0OGDMHpdLJ69Wq++OIL7rnnHsaM8T3Le+nSpbz33nvG35mZmSxevLjT91+I3shZkIfj4H5cleW4qypwV1bgrqrAfmAvjj07ATAnDyDmqr8QetxM+WERQgjR5/S5DG1aWhppaWnG3yNGjKCkpIRly5b5DWjnzZvHWWedZfyt/2AXFxfjdDq7doe9HjMlJYWCggJpFdRH9d1jaIKMYdBs4R1VVTFtXIP73VdwFeZR+uDfUMZMxHTBHyBtYL8NbPvucRTe5Dj2D3Ic+4euOo4Wi+XIats1YsQI1qxZ4/d6q9WK1eq7xUx3f4BUVZUPbR/Xn46hcswMTOOnoH72PuqKD1B3/ojrnhtBMUFICASHQHAohIRCbDzKiHEoI8dpy/Wa+sYqQP70p+N4JJPj2D/IcewfevI49ouANisri5iYmJ7eDSH6JCUkFGXe71CnnYL73Vfgx/WgurUFHOrrGjfM3qvV5QKERcCIsSgjx6NMOh4l/shqVi+EEKJ36fGAtqGhgYKCAuPvoqIiDhw4QEREBAkJCbz11luUlZVx4403AvDpp5+SmJhIRkYGTqeTNWvWsH79ev7617/21FMQol9QklIx37AQ1dagBbK2BrDVQ4P2f/VQDurubbBnB9TVwI/rtQD3vX+jnDAL5czfSHswIYQQPaLHA9p9+/Y1WSjhP//5DwAzZ87khhtuoLy8nJKSEuN6p9PJ66+/TllZGUFBQWRkZHD77bczefLkbt93IfojJdhTatD88vFT4LR5qC4XHNyHunsb6k8bYc9O1DUrUL/7CuV4T2CbmNIDey6EEOJI1au6HHS34uLiJu28ulJvWa9adJwcQ9/UPTtxL3sbdm3VLjCZUI6ZAYmpYDaByQxmM5jMKLHxMPG4Hl3BTI5j/yDHsX+Q49g/dNVxtFqtR9akMCFEz1GGj8F88wOoe3fh/u87sOMH1PXf+NxWBUhI1rK4x8+SpXmFEEJ0Cvk1EUJ0CmXYaMx/vg9138+oW74Dux3cLnC5jP+ru7ZCSSHqf55G/XQpyq/moxx/MorFdxcSIYQQIhAS0AohOpUydBTK0FE+r1NtDajffIb6vw+gtKgxsD1hFkrGEG2J3vgknz1wVbcbaqrAbEYJj+zqpyGEEKIPkYBWCNFtlOAQlDnzUGeeqQW2n3sC22XvNC7LGxoO6YNQUjOgvg61vBTKS6CyDJxOUEwoM09H+fXFEtgKIYQAJKAVQvQAJTgYZc6vUWeegbpuJezbhZpzAPJzoL5W65zgWZa3BdWNumo56sY1KL/+HcqJc1BM5m7dfyGEEL2LBLRCiB6jBAejzDwdZp4OgOp0QEEu6sEsKDoE4ZFaZ4SYeIiNh+hY2LsL9zsvQl426pvPoa7+H6aLrkEZ7nvpayGEEP2fBLRCiF5DsVi1ZXXTM/1vNOooTHc9ibrqM9RP3oScLNyP3g6pGWAygap6/nMDirZkb1IqJKWhJKdBchpqQkK3PSchhBBdTwJaIUSfo5jNKKechXrsDNSP3kBds0IrV/ClIFfrrgBGnW5ecAicdCbK6eeiRER1z04LIYToMhLQCiH6LCUyGuWSG1BPmwclhaCYtCtMJlAUcLtRS4u18oXCQ6hFh6AoX1ve9/MPUFf/D+XUX6OcejZKSFjPPhkhhBAdJgGtEKLPU5LSICnN93U+LovN20/Jy/+EnP2on7yF+vV/Uc44D+XoaVBVCZVlqBVlWmeF6kpIG4gycSpKXGAr1gghhOheEtAKIY4oiqIQesx0zGmZqJvX4v74TSjIQ333VdR3X/V7O/XtF2DQMC2wnXScFuT66JcrhBCi+0lAK4Q4IikmE0yZjmnS8ajrVqL+dwmUFUNULMTEQUwcSnQshEVoLcT27YLsvajZe1E/fhMSU1BGT4RR41FGjkOJim3xGKqqQmU5lBRA6kCU8Ijuf6JCCHEEkIBWCHFEU8xmlGmzUU84BVRVC3R9UKvKUbduRP1hHezaCsUFqMX/g9X/0yabpWagjBqvtRgryEUtyIOCXKiv0+4gLBzlvMtRpp/q9zGEEEJ0jAS0QgiBVopAKyUESlQsyow5MGMOakM9/PwT6u5tqD9vg9wsyM9B9dVpQTFBeATUVKG+/gzq9ysxXXI9StrALnw2QghxZJGAVggh2kkJCYWJU1EmTgVAramCX7ZrwW19HaQMQElJh5R0SEoFkwl15X9RP3oT9u7Eff+ftZZhv5qPYg3S7qOhHipKobwUbA0QFgERkRAeCeERWo9eIYQQPklAK4QQh0mJiILJJ6BMPsH/NrPPQZ18Au63noetG1A/XYr6/dcQEqYFsfW1rT9IcCgMHYXp1HNg7CSZkCaEEF4koBVCiG6ixCViumEh/PA97rdfgLKSphuEhmk1uMEhUFcDtTXa/1UVbPWw8wfcO3+AAYNQ5vwa5dgTJXMrhBBIQCuEEN1KURSYfAKm0RO1yWUhoRAbDzHxKKEtF3dQ3W4te1tRhvrtl9qqaHnZqK/+H+qHr6PMPEMrTaiphtpqqKlGra3WHmvkeJSxE2HAYMnoCiH6NQlohRCiByihYTD5+La3M5k8dbSRKBf8HnXuBajffI761TItyP34Tb+3VbdtQn0PiI7VWoyNnYgyYhzEJrQa4Bo1wbU1KFOm+wy0hRCiN5GAVggh+hAlLALljPNQTz0bdcNq1E1rwWxB0SeQ6f9vqEfdtRV2b4PKctR1K2HdSq3FWGS0tkjEoKEog4ZB2kA4dFDr2rB7G+QeMB5PXfYOpouvQ5lwTE89ZSGEaJMEtEII0QcpFivKCafACaf43+jUc1AdDti3C3XnD6g7ftRajFVXwvbNqNs3awGuL2kDtW4LpUW4n34A5ZgZKBdehRIV0/lPRgghDpMEtEII0Y8pViuMOgpl1FFw7mWodhvkZKEe3OdZ+Wwf5OdAUpq24tnI8TBi3P+3d+/BUdX3/8efZ5NNSMj9fgcSCPdAAgICFRAUK/ykWuTnWH6IYOsU8NY61irgF2ql2ta249Rp5ysKhUEQFUG0gGhtARHkTgglXBK5hiTkTq6bPb8/DllcQjBiQrLh9ZjZ2ezZz57zOfue6Dsf3p/PByMoBLOmBvPDFZib1mJ+tQUzax/G/30EY9ho6+Q11VBWYiXI5aWACV7eYPMCLy/r505+1iQ2bSYhIq1ICa2IyE3E8PGFlF4YKb1cx0zTvGpNreHrizH5YcxbfoBzyWtwOgfzzT9hvvsWVFdCbW3zLhoZgzFiHMbwsRih4S11KyIiLkpoRURuct+2AoLRpTu25/+I+ckHmOvetkZlG/j4QGAIBARZo7L19ZceDuu5tNjaJviD5ZhrV0C/DGw/uBNSekL+Ocxzp+H8GWur4PxzEBKG0WegNYktsZtGdkWkWZTQiojItzK8vTF+OBlzxFgozLcmlgWFYPh2uubnzJoazN3bMLdugqNZcHAXzoO7mv7AuVOYh/djshQCAjF6DbBKJuKSIDLGWrFBS5CJyBWU0IqISLMZQaEQFNr89r6+GMNvh+G3Y+adttbS3f6ZNcobFgkxCRgx8dZ2wZGxmOfPXF6doaIcc9dW2LX18uQ1H1+rhCEyhuL4JOpraqyRYdulml0vG0TGWqO8gcGt8RWISDukhFZERG4IIyYBY/J0zPumQb0Dw+7TuE2/DBj7fzAdDsg9ipm1D/NYllWOUFQItTXWxhJnvqZi344mr2UaBiSlYPRNx+iTDik9MbztmKZp1f7WVFmT2kwn+AeAf2cMm1dr3r6ItCIltCIickMZNhvYGiezbm28vaF7b4zuvV3HTEcdXCiAgnNQcJ4Ap4Py0pLLNbvOeqirw8w9aq2l+/UxzK+PYX68Guw+YLNZCbHZxGJl/p0vb2IRFQe90zB6D8QIj2y5mxeRVqGEVkREPILhbYfoOIiOwzAMgmNjqTx3zhp1vYJZUoSZtQ+y9lrP5aWNT+jjC4bNGq0FqLxoPQryrKR457+tUoeoWIzeA6ylzzoHWgm0sx6cTuvZ5mXV90bGWKtIiMgN1+YJbVZWFuvWrSMnJ4fi4mKefvpphgwZ8q2fWbp0KadPnyY0NJR77rmHO++88wb1WERE2jsjJOxy7a7TCQV5YBjQqRP4dAIfX9cKCqbDAZUVcLECLpZDRZk1snt4P+RkW6sx5J/D/PeGb7moAaERVsIdHQ+xCRiJyZDQVdsHi7SyNk9oa2pq6Nq1K2PGjOGPf/zjt7bPz89n0aJFjB07lscee4wjR47wxhtvEBQUxLBhw25Aj0VExJMYNps1stvU+97eEBRiPRqODRwKk36CWVUJ2ZnWygvHDoOjzipdaNg8wmaDujqrxrfqIhQVQFGBlQzD5clskTHWMmTxXa2Sh7ISzLJia1mzshKorcHoN8hKwlP7abkyke+ozRPa9PR00tPTm91+06ZNREREMH36dAASEhI4fvw4H374oRJaERFpUYafPwwYgjHg2v9yaJomVJTB+bOY58/C+dOYZ0/BqRPWZLaCPKuUYc/2ps+x/TNrBYiwSIxhYzBuHWOtANFw/ppqqKq0NrWwW+v/Gr4qcRCBdpDQfldHjx4lLS3N7djAgQP517/+hcPhwNu78S3V1dVRV1fnem0YBn5+fq6fb4SG62j9RM+lGHYMimPH0N7iaBjG5VHeHn3c3jMryjBP5VhbDp/5Grzt1hq+waEQHIIRFIpZV4e589+YX22xRng/fgfz43esEoaaaiuJdTobX9jXD4KCXeczeqVhDBiCER51Q+77+2pvcZTr0x7i6HEJbUlJCcHB7msLBgcHU19fT3l5OaGhjddHXLNmDe+++67rdbdu3Xj55ZeJjLzxM1djYmJu+DWlZSmGHYPi2DF4RhxjoUfPb2825k6cNdVU7/gPFz9dT/WeL6G40L2Nlxc2/wCc1VVQd2n5sYIqa/QXrBHgFX/HnpyK39BR+A29DXu3HtQX5FF35iSOsydxnD2F49xpbEHBdBowBN+Bt+AdEd0qd95cnhFH+TZtGUePS2ih8V8ADTNcm/rL4N5772XixImNPl9QUIDD4WilXrozDIOYmBjy8vKuOiNX2j/FsGNQHDuGDh3HHv2hR3+8Souh8Dz4dQZ/f+vZxxfDMDBME6qrrPrbshLMshLIP4fzwFdw7DB1J7KpO5FN2dv/a01Wa+I7qvzsY+uH6HiM3mkYvQZgRMdBSBgEBF31/6umw2Fdt7QIOvlZm2Nc58hch47jTaS14ujt7d3swUePS2hDQkIoKSlxO1ZWVoaXlxcBAQFX/Yzdbsdut1/1vRv9C2Sapn5pPZxi2DEojh1Dh47jFRPVGrjut5Of9YiKpSGd9LrrPszyMsyDuzD374BDe62SBbsPRMVabaPiICoGLlyavJZ7DM6fsXZp+/yfly/k7Q3BYVZy6+sHDZPYKsrcE+TOgZDSC6N7b4yU3tC1+3devqxDx/Em0pZx9LiEtkePHuzevdvt2P79+0lOTr5q/ayIiMjNxAgMurxkWV2ttRRZUOjVV0649/9hVlZcWsnhgLUrW1GhlbQ6HHAh33pcycsLAkOsc18shwNfYR74ylrVoeE9/86XHgEY/p2t5NtpWruzudbxNSmOjsEZHQ9dU621fJsY7TVra6x1goNDVXMrjbR5BlhdXU1eXp7rdX5+Prm5uQQEBBAREcGKFSsoKipizpw5ANx5551s3LiRpUuXMnbsWLKzs/nss8944okn2uoWRERE2iXD7gMh4ddu4x8AA4dhDLy8UpBZV2eNyJYUQUkRZnUVRnCINWIbHGqVI9hs1u5tJ09gHjuMefwwHDtslSOUXLAeDee7xvUrvvkiIAi6pWJ07WFtYFF4HvPCeav0orTYahMVi5E+DCP9VqutljgT2kFCe/z4cRYsWOB6/Y9//AOAUaNGMXv2bIqLiyksvFwUHxUVxa9//WuWLl3Kxo0bCQ0N5eGHH9aSXSIiIi3EsNshPMp6AE2NhxredkjuiZHcE/iR9c/NxYXWzmyXdl4zKyusn6urLq3he/lhGDb8a6uoOLgHTh63RoYP7sI8uKvpzuWfw9y4BnPjGggOwxg4BKP/LdAl5Zqjt2ZZCeRkY54/YyXMKb0xvLy+1/ck7Ydh3sRFKwUFBW7LebUmwzCIjY3lXBPbNEr7pxh2DIpjx6A4dgzfjKOzthZOncDMyYavj4FvJ4iItpYgi4i2Ht7ekLkHc++XVtJbVel+wsBgSErGSEqG+K5WgnziiHXOgjz3tgGBGGlDrE00+qRrTd/vobV+H+12e8edFCYiIiIdj2H/5mjvNQweiTF4pFUWceQA5p7t1i5ueWeskeFDezEP7b36Z2MTrclxR7Ogohzzi08xv/jUmjSX0gsjIAj8Lq0o0fBcVwOlJVBWjNmws1tlBUaPvhg/uAN6DWiy7MGsr4fco1bdcGKKkuZWpIRWREREPI5ht0O/QRj9BgFg1tTAmVzMkyeskd4zX1sT0pJTrSS5aw+rXphLS48dy8LctwNz3w5r4tt/D1yz1vdK5q6tmLu2QngUxshxGMPHYYRFYBZfwDy0BzNzN2Ttt7ZEBmuyXHxXqy8NiXtUbLMmuJkFeVBbYy2RpjKJq1LJgUoOpJkUw45BcewYFMeOoT3E0TRNOJ2LeeqEVcJQdfHSc6VV+2u3WxPhgkKtGt2gEPDyxty1BfPLf19OWA0bREZD/jn3C/gHWOdomNT2TYHBkNoXI7UfRmpfiOtiTbarvAhHDlqJcda+y+USPj6Q1N2qAe7Ww3q+xsoQN4pKDkRERETakGEYkNgNI7Hbd/tcal/MyQ9j7vkCc+tmOHLQSmYNwxoN7peB0TcDuvWwkt3iQquet6GmN/eYVSKx+wvM3V9Yo8OdA61a4VMn3Lc69vKyyiKqq6yR5WNZwKXVIzr5QWwiRlwSxF16joiBilLM4gvWdYsvYBYVWqURqX0xeg2AmPg2T4RbkhJaERERketg+PhiDBsDw8Zg5p+Fc2cgpadVi3ulsEgIi8QYPBK4tDRa7lHM7EzM7ENw/PDldX3B2r2tz0CMvunQsx/4dILzZy8lw0cxc49aiW91lbV6Q062dd5r9NcE2LXVeg4Jw+iVBr3SwMcXigqszTaKCqyfK8qhSwpG3wwrOW/j7ZG/jRJaERERke/J2oEtrvnt7Xbo0QejRx+YcKmu9+RxzMLzGMk9r55AxiZgxCbA8NuBS5/JPwtnT2JeenD2lJWQBgZDaDhGaCSEhkNoBFRXYv73gLVecEkR5pefw5efN93J4kKrzhisEd2+l0adU/u1uwluSmhFRERE2pjh7d28VR6u/ExcEsQlNblWcCMTplg7yB07jPnfA9bosAFGWCSERVijyGGR0Mkf8+ghzEN74Ph/Ie8MZt4ZzE8/xJjxFMatY67rPluLEloRERGRm4hh94HeAzB6D7h2u9S+VgJceRH+ux8zcw/mob0YfQfemI5+B0poRURERKRJhn9nyBiOkTEc0zTb5WQybYAsIiIiIs3SHpNZUEIrIiIiIh5OCa2IiIiIeDQltCIiIiLi0ZTQioiIiIhHU0IrIiIiIh5NCa2IiIiIeDQltCIiIiLi0ZTQioiIiIhHU0IrIiIiIh5NCa2IiIiIeDTvtu5AW/L2vvG33xbXlJalGHYMimPHoDh2DIpjx9DScfwu5zNM0zRb9OoiIiIiIjeQSg5ukKqqKn71q19RVVXV1l2R66QYdgyKY8egOHYMimPH0B7iqIT2BjFNk5ycHDQg7rkUw45BcewYFMeOQXHsGNpDHJXQioiIiIhHU0IrIiIiIh5NCe0NYrfbmTx5Mna7va27ItdJMewYFMeOQXHsGBTHjqE9xFGrHIiIiIiIR9MIrYiIiIh4NCW0IiIiIuLRlNCKiIiIiEdTQisiIiIiHk2bJ98AGzduZN26dZSUlJCQkMD06dPp3bt3W3dLmrBmzRp27tzJmTNn8PHxITU1lalTpxIXF+dqY5omq1ev5tNPP6WiooIePXowc+ZMEhMT27Dn0pQ1a9bw9ttvc/fddzN9+nRAMfQURUVFLF++nH379lFbW0tsbCw///nPSU5OBhRHT1BfX8/q1avZsmULJSUlhIaGMnr0aO677z5sNmtcTXFsf7Kysli3bh05OTkUFxfz9NNPM2TIENf7zYlZXV0dy5YtY9u2bdTW1tKvXz8eeeQRwsPDW7y/GqFtZV988QVLlizhvvvu4+WXX6Z379689NJLFBYWtnXXpAlZWVmMHz+e3/72t8ydOxen08mLL75IdXW1q83atWv56KOPmDFjBosWLSIkJIQXX3xR2ze2Q8eOHWPz5s106dLF7bhi2P5VVFQwb948vL29ee6553j11VeZNm0a/v7+rjaKY/u3du1aPvnkE2bOnMmf/vQnpk6dyrp169iwYYNbG8WxfampqaFr167MmDHjqu83J2ZLlixh586dPPHEEyxcuJDq6mp+97vf4XQ6W7y/Smhb2fr167n99tsZO3asa3Q2IiKCTZs2tXXXpAnPP/88o0ePJjExka5duzJr1iwKCws5ceIEYP1V+vHHH3PvvfcydOhQkpKSmD17NjU1NWzdurWNey/fVF1dzWuvvcajjz5K586dXccVQ8+wdu1awsPDmTVrFt27dycqKor+/fsTExMDKI6eIjs7m8GDB5ORkUFUVBTDhg0jLS2N48ePA4pje5Wens4DDzzA0KFDG73XnJhVVlby2WefMW3aNNLS0ujWrRuPPfYYJ0+e5MCBAy3eXyW0rcjhcHDixAkGDBjgdjwtLY0jR460Ua/ku6qsrAQgICAAgPz8fEpKStziarfb6dOnj+Lazrzxxhukp6eTlpbmdlwx9Ay7du0iOTmZV199lUceeYRnnnmGzZs3u95XHD1Dr169yMzM5OzZswDk5uZy5MgR0tPTAcXREzUnZidOnKC+vt7tv79hYWEkJSWRnZ3d4n1SDW0rKisrw+l0Ehwc7HY8ODiYkpKStumUfCemabJ06VJ69epFUlISgCt2V4urSknaj23btpGTk8OiRYsavacYeob8/Hw++eQTJkyYwL333suxY8d46623sNvtjBo1SnH0EJMmTaKyspKnnnoKm82G0+nkgQceYOTIkYB+Hz1Rc2JWUlKCt7e3azDom21aIwdSQnsDGIbRrGPS/ixevJiTJ0+ycOHCRu9dGUNtutd+FBYWsmTJEp5//nl8fHyabKcYtm9Op5OUlBQefPBBALp168apU6fYtGkTo0aNcrVTHNu3L774gi1btvD444+TmJhIbm4uS5YscU0Oa6A4ep7riVlrxVUJbSsKCgrCZrM1+kuktLS00V810v68+eab7N69mwULFrjNyAwJCQFwzdZtUFZWpri2EydOnKC0tJRnn33WdczpdHL48GE2bNjAn//8Z0AxbO9CQ0NJSEhwO5aQkMCOHTsA/S56iuXLlzNp0iRGjBgBQFJSEgUFBXzwwQeMHj1acfRAzYlZSEgIDoeDiooKt1HasrIyevbs2eJ9Ug1tK/L29iY5OblR8fOBAwdaJZjSMkzTZPHixezYsYP58+cTFRXl9n5UVBQhISFucXU4HGRlZSmu7UT//v35wx/+wCuvvOJ6pKSkMHLkSF555RWio6MVQw/Qs2dPV91lg7NnzxIZGQnod9FT1NTUuJbnamCz2VwjdYqj52lOzJKTk/Hy8nJrU1xczMmTJ0lNTW3xPmmEtpVNnDiR1157jeTkZFJTU9m8eTOFhYXccccdbd01acLixYvZunUrzzzzDH5+fq4Rdn9/f3x8fDAMg7vvvps1a9YQGxtLTEwMa9aswdfX11UTJm3Lz8/PVfPcwNfXl8DAQNdxxbD9mzBhAvPmzeP9999n+PDhHDt2jE8//ZSf/exnAPpd9BCDBg3i/fffJyIigoSEBHJzc1m/fj1jxowBFMf2qrq6mry8PNfr/Px8cnNzCQgIICIi4ltj5u/vz+23386yZcsIDAwkICCAZcuWkZSU1GiibkswTBWptLqGjRWKi4tJTEzkoYceok+fPm3dLWnClClTrnp81qxZrnqvhgWlN2/ezMWLF+nevTszZ85slERJ+/E///M/dO3atdHGCoph+7Z7925WrFhBXl4eUVFRTJgwgXHjxrneVxzbv6qqKlatWsXOnTspLS0lLCyMESNGMHnyZLy9rXE1xbH9OXToEAsWLGh0fNSoUcyePbtZMautrWX58uVs3brVbWOFiIiIFu+vEloRERER8WiqoRURERERj6aEVkREREQ8mhJaEREREfFoSmhFRERExKMpoRURERERj6aEVkREREQ8mhJaEREREfFo2ilMRDq0zz//nNdff73J91944QX69u17A3vkLj8/nzlz5jB16lTuueeeNutHS+qI9yQi7ZsSWhG5KcyaNYu4uLhGxxMSEtqgNyIi0pKU0IrITSExMZGUlJS27oa0IIfDgWEYeHl5tXVXRKSNKaEVEblkypQpjB8/nqSkJNavX09BQQHR0dFMnjyZESNGuLU9efIkK1eu5PDhw9TW1hIXF8eECRMYPXq0W7uLFy/y3nvvsXPnToqKivD39yclJYVp06YRHx/v1nb9+vX885//pKysjKSkJB566CFSU1Ov2eeGkor58+ezfft2vvzyS0zTpE+fPsyYMYOwsDC3+5s8eTJTpkxxO8fs2bPp06cPs2fPbnTOrVu3snPnTurr67nlllt45JFHqK6u5s033+TAgQP4+PgwcuRIHnzwQby93f+XYpom77//Pp988gllZWUkJibyk5/8hP79+7u1O3fuHO+88w4HDx6ksrKS6Ohoxo8fz1133eVq07Cv/Jw5c8jNzWXbtm2UlJTw6quvNvoeReTmo4RWRG4KTqeT+vp6t2OGYWCzuc+N3bVrF4cOHWLKlCn4+vqyadMm/vKXv+Dl5cWwYcMAOHv2LPPmzSMoKIiHH36YgIAAtmzZwuuvv05paSmTJk0CoKqqivnz55Ofn8+kSZPo0aMH1dXVHD58mOLiYrdEbOPGjcTHxzN9+nQAVq1axaJFi/jrX/+Kv7//t97f3//+d9LT03n88ce5cOECy5Yt47XXXuOFF1647u/sb3/7G0OGDOHJJ58kJyeHt99+m/r6es6ePcvQoUMZN24cBw8eZO3atYSFhTFx4kS3z2/YsIHIyEimT5+OaZqsXbuWl156iQULFrgS9dOnTzN37lwiIiKYNm0aISEh7Nu3j7feeovy8nLuv/9+t3OuWLGC1NRUfvrTn2Kz2QgODr7u+xORjkMJrYjcFJ5//vlGx2w2GytXrnQ7Vl5ezqJFiwgJCQEgIyODX/7yl6xYscKV0L7zzjs4HA5eeOEFIiIiXO0qKyt59913ueOOO/D39+ejjz7i1KlTzJ07l7S0NNc1hg4d2qgvfn5+PPvss64EOzQ0lOeee469e/c2Gh2+mgEDBjBjxgzX64qKCpYvX05JSYnrXr6rjIwMpk2bBkBaWhrZ2dls27aNadOmuZLXtLQ09u/fz5YtWxoltE6nk7lz5+Lj4+Pq4+zZs1m1ahXz5s0DYOnSpfj5+bFw4UJX4p6WlobD4eCDDz7ghz/8IQEBAa5zRkdH84tf/OK67kdEOi4ltCJyU5gzZ06jf5o2DKNRu379+rklgDabjVtvvZV3332XCxcuEB4ezqFDh+jXr58rmW0watQo9u7dS3Z2NgMHDmTfvn3Exsa6JbNNycjIcBst7tKlCwAFBQXNur/Bgwe7vU5KSnJ9/noT2kGDBrm9jo+P56uvviIjI6PR8QMHDjT6/NChQ13JLFhJ+6BBg9i2bRtOpxOHw0FmZiZ33HEHvr6+biPo6enpbNiwgaNHj5Kenu52ThGRKymhFZGbQnx8fLMmhV0t+Ws4Vl5eTnh4OOXl5YSGhjZq11CvWl5eDkBZWVmjpLcp3xyFBLDb7QDU1tY26/OBgYHf6/PN6VNDjezVjl/tOk19lw6Hg+rqaqqrq6mvr2fDhg1s2LDhqn1o+C4bXO17FxFRQisi8g0lJSVNHmtIGgMDAykuLm7UrqioyK1dUFAQFy5caJ2OXge73Y7D4Wh0/MqksaU09V16e3vTqVMnvLy8sNls3HbbbYwfP/6q54iKinJ7fbVRdRER7RQmIvINmZmZbomY0+lk+/btREdHEx4eDlhlCZmZma4EtsF//vMffH19XROeBg4cyLlz58jMzLxh/b+WyMhIvv76a7djmZmZVFdXt8r1duzY4TZyW1VVxe7du+nduzc2mw1fX1/69u1LTk4OXbp0ISUlpdHjypFnEZGr0QitiNwUTp061WiVA4CYmBiCgoJcrwMDA1m4cCE//vGPXascnDlzhieffNLV5v7772fPnj0sWLCAyZMnu1Y52LNnD1OnTnVNbpowYQLbt2/nlVde4Uc/+hHdu3entraWrKwsMjIy6NevX6vf9zfddtttrFq1ilWrVtGnTx9Onz7Nhg0bmrWKwvWw2Wy8+OKLTJw4EafTydq1a6mqqnJbueDhhx9m3rx5zJ8/nzvvvJPIyEiqqqrIy8tj9+7d32uVBhG5eSihFZGbQlPb3z766KOMHTvW9Xrw4MEkJiaycuVKCgsLiYmJ4fHHH2f48OGuNnFxcfzmN7/h7bffZvHixdTW1hIfH8+sWbPc1qFtmL2/evVqNm/ezOrVqwkICCAlJYVx48a12r025Z577qGyspLPP/+cDz/8kO7du/PUU0/x+9//vlWud9ddd1FXV8dbb71FaWkpiYmJPPvss/Tq1cvVJiEhgZdffpn33nuPlStXUlpaSufOnYmNjXWbDCYici2GaZpmW3dCRKQ9aNhYYebMmW3dFRER+Q5UQysiIiIiHk0JrYiIiIh4NJUciIiIiIhH0witiIiIiHg0JbQiIiIi4tGU0IqIiIiIR1NCKyIiIiIeTQmtiIiIiHg0JbQiIiIi4tGU0IqIiIiIR1NCKyIiIiIeTQmtiIiIiHi0/w8A2P5kMpVMAgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_result_graphs('VGG38_BN_RC', result_dict, keys_to_plot=['VGG38_BN_RC'])\n", "plt.savefig('../report/figures/VGG38_BN_RC_loss_and_acc.pdf')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.10" } }, "nbformat": 4, "nbformat_minor": 4 }