diff options
Diffstat (limited to 'src/notebooks/02c-image-patches.ipynb')
-rw-r--r-- | src/notebooks/02c-image-patches.ipynb | 456 |
1 files changed, 48 insertions, 408 deletions
diff --git a/src/notebooks/02c-image-patches.ipynb b/src/notebooks/02c-image-patches.ipynb index e1772a9..947611d 100644 --- a/src/notebooks/02c-image-patches.ipynb +++ b/src/notebooks/02c-image-patches.ipynb @@ -14,6 +14,7 @@ "import numpy as np\n", "from PIL import Image\n", "import torch\n", + "from torch import nn\n", "from importlib.util import find_spec\n", "if find_spec(\"text_recognizer\") is None:\n", " import sys\n", @@ -38,12 +39,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "2020-08-11 19:26:46.938 | DEBUG | text_recognizer.datasets.emnist_lines_dataset:_load_data:159 - EmnistLinesDataset loading data from HDF5...\n" + "2020-08-30 21:31:37.785 | DEBUG | text_recognizer.datasets.emnist_lines_dataset:_load_data:164 - EmnistLinesDataset loading data from HDF5...\n" ] } ], "source": [ - "emnist_lines = EmnistLinesDataset(train=True)" + "emnist_lines = EmnistLinesDataset(train=False)" ] }, { @@ -65,20 +66,20 @@ "name": "stdout", "output_type": "stream", "text": [ - "412 We____________________________\n", - "new_______________________________\n", - "decided___________________________\n", - "indictment the 10000 bond was_____\n", - "of possessions and living plays___\n", - "Lillys____________________________\n", - "life______________________________\n", - "in circles making_________________\n", - "enlist____________________________\n" + "office in Arkansas after the______\n", + "in________________________________\n", + "by a oneshot technique____________\n", + "office Incumbent__________________\n", + "of the revolutionary______________\n", + "they______________________________\n", + "the scene but_____________________\n", + "Knox Ky___________________________\n", + "workers wife refused to have______\n" ] }, { "data": { - "image/png": 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\n", 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+w3/4DxiGQWVlJfHx8Xg8Hurr63nvvfc4efIkfX19d9WBttlsJCYmkp2dTW5uLllZWWRkZNDa2sprr73G2NgYwWBwxcerpKSEL3zhC1RWVtLf38/Jkye5fv36osKPw+Fg69atPPfccxw/fpzp6Wm6urqorq7+0Ak/VqsVi8WiotzktbbYfi9EiiKxsbEkJCSQkpKinnEpKSnk5eWRnZ09T/jxeDy0tbVRX19PU1PTuhJ+hBDExMSoQafT6cRsNhMbG0teXh5lZWVK3ILZYzU8PExVVRU3b95kcHBwXe3P/UK200899RSPP/445eXlq26nOzs7GR8fvyfhNy4ujk984hMcOXKE8+fPc/78eW7cuEFTU9NdLdNsNpOZmcnRo0fZsmULDocDi8WC0+nEMAxqa2txu9309/ffl8kAs9mMw+EgOTmZsrIy8vPzyczMZGxsjNraWi5dusTU1NSHQnCIjY3l6aef5vDhw/T09PDuu++q+2Q55POjoKCA8vJyUlNTqauro6+v74H0JeQ18MQTT7B582YlaDscDkKhELdu3WJoaIiBgYEP3cSWRqPRaNY39+TxYxjG68Dra7QtyyLTfCI7+KFQaNWdOqvVyqFDh/ja175GSUmJmjkMhUL4/f7bomyEECQkJPDYY4+xYcMGCgoKePXVV6murmZ0dHTRRlkKF4cPH+Yb3/gGubm5WCwWwuEwoVCIQCBw23qkmJKWlkZ5eTlpaWm8+OKLtLe3L5sOsti6HQ4H5eXlPP7442qgcfPmTYaHh+8pDF4IgcViIS4ujj179rB582YOHz6shB+ZhlVQUEBTUxPR0dH09fUxPDxMf38/fr9/RZ0Yq9VKXl4e+/fv59ixY2zYsEGJFIZhMDY2htVq5erVq0xPTzM2NnZX+/OgEUIQFRVFbm4uR44cISYmBqvVSk1NDVNTUwwODt73jqecXUxISCAhIUENPILBIBMTEwwPD9/X2ea1QEa0bdu2jSeffJLHHnuMnp4eNYCJiopi9+7dlJSUEAqFePnllxkfH191lElCQgKlpaXs2rWLiooKMjMzSU1NpampidraWiUAr/S6fvbZZzl+/DiJiYl4vV58Pt+ig3ghBHFxcRw5coS0tDSioqIYHx/H5XLR29u7qmP1MFOhZKROWloasbGx2O12hBAEAgEmJibo7+9fNmXTbDZjt9tJTU2lsLBQRWmaTCacTicpKSlkZ2eTmZk5L+W0r6+PhIQEfD4ffX19uN3uVW/7Uimskf+uBnksHA4HJSUl5Ofnk5eXR2pqKmazGafTSV5eHsXFxdhsNnXOQqEQ3d3dTE1N4XK5GB0dXbfCz2LHDO7uWlvYTjudTmB17fTPfvYzrl27tmQ7fSdsNhulpaU89dRTlJWVKbEOoLW19a7SihwOB7t27eLYsWMUFxcr4c9kMhEOh0lKSuL06dPqGbyW51q2P2lpaVRUVPD000+Tl5dHeno6brcbp9OpJiHWu/hjNpspLS3liSeeoLKykuLiYhISErDZbNy6deuO58bhcJCdnc22bdsoLi4mKiqK8+fPMzExcV/3W4pO8hooKirC4XCoCZhQKERKSgpvvfUWPp+P0dHRFQnkGo1Go9GshPtu7nwvmEwmTCYTZrOZlJQU7Hb7vM6lx+PB6/Wu2O/FarVSUFDAF77wBdWZnJqaUmG+Fy5cwOv1qu/bbDbS0tLYuXMn2dnZZGdn84UvfIHk5GR++tOf8vbbb+PxeG5bT0xMDGVlZXzhC18gPz8fk8nE+Pg4Q0NDtLW1cfPmzXmh4g6Hg+LiYsrKysjIyCA3N5evfOUrREVF8dJLL1FbW7uq0HKZJlJSUkJycjLbtm2jsbGRhoYGWlpamJqauquOcHx8PAUFBezatYvf//3fJzMzE6fTedvAsqioiOPHj/O5z32OwcFBzp07x4svvkhnZycej+eOKWxJSUkcP36c3/zN36SkpAQAt9utBnF2u51Nmzbx9a9/nXfffZef/vSnDzRa5l4wm80kJCSoMO+NGzfS3NzM6Ogoly5dYmxsbNUdTynmyP1fbiCdlJREamoqH/vYxzh06BC5ubnExMQwPj5OZ2cnP/nJT6iursblcs27F9YLFouFiooK/v2///d86lOfIjs7m3fffZeXX36ZgoICbty4wczMDOXl5XzsYx/jd37nd3C73Zw6dWrZe0gKJHKAHhcXx/Hjxzl69CgHDx6koKBARRls2rQJIQTvvPMOVVVVtLe331F8NJvNbNy4kaioKHW/LGVGK6M8fvCDH1BeXk44HMbr9TI1NbViYVAIodIKHQ7HvOdmMBhkamqK8fHxVc8om0ymeT5HS/3WarWSmJhIZmYmX/nKV9i0aRMpKSlYLBZ1rX33u9/l1q1bDA8PzxvcyG3fsGEDpaWlHDlyhKeffpq0tDQSEhLU8ZPbsvD5I9Ol/H4/w8PDdHV1rXgfpQiTnJw8L+VKRsNNTU2t+h6VQlVxcTFbt27lq1/9Krm5ucTHx6uJB7kfC8UTwzBISEjA4/EwODio0ozW07NORmVlZGSoyE+JPGajo6MrvnZlO/35z3+e0tJS1U57PB56eno4f/78be10amoqu3btmtdOp6am8tOf/pRTp04t2k4vh81mIycnRwlPMiIjLi5OiVCrxWq1kpOTwze/+U22bduG2WxmcnISt9vNwMAAHo+HnJwcfvu3f5sPPviAM2fOUFdXd0+TAfJ6ihQdDx8+zBNPPMFTTz01zzdPtkmnTp3i0qVLDA0NravrTGIymUhOTuZrX/samzZtIiYmhkAgQGxs7IrOjZzAio2NpaCggMcee4yioiJu3rzJpUuXGBkZuW8THzabjYKCAr75zW+yfft2TCYTExMTuN1uhoaGGB8fJzs7m69//eucO3eO06dP09LS8qGJatZoNBrN+mbdCT9Wq5WoqCglWMiBaUlJCdnZ2SQmJmK32wkGg1y9epULFy7Q3NxMb28vbreb6enpRYUFGUXyrW99i2PHjuFwOBgYGOCdd97hxIkTXL9+Xc1AS0wmEw6Hg4yMDLZs2cLnPvc5Dhw4wJNPPokQgqGhIc6ePTuvcyRnc7761a/y+OOPYzKZ6Orq4vvf/z5nz56lubkZt9s9bz0yiiY7O5stW7bw/PPPc/ToUT73uc8xNjbG5OQkt27duqtOmEwvSkpKIj4+HrvdzszMzKo7ErIjvH//fg4dOnSb6CP/NQwDs9mswpljY2OZmJigo6MDu91OXV0dHo9nyX0xmUxKBEtNTVWRMH/5l3/J5cuXGR8fJzc3lyeeeEINDK5cuUJ7e/tdeyI9LOQMbGJiooq+We2MoxQpYmNjMQyDiYkJRkdHb1uPzWYjLi6Offv2UVZWxuOPP05lZSUJCQkq4icrK4uenh68Xi+Tk5PrUvgpLy/nr/7qr9i9ezejo6OcOHGCP/7jP2ZgYEDNmhuGwfnz5/npT3/KJz/5SX7jN36DK1euLCt4Op1OnE4nVqsVk8lESUkJx48fZ/PmzaSkpCixw2QyKeFxaGhI+cjcSfgxmUzzhB/pUWOxWBYdZMTFxfHMM8+wb98+TCYT1dXV9PT0rPjaiIqKIjU1lf3795OTk4PNZlODwImJCXp6erh16xa9vb1LPjMXIgVlq9WqIsQW+mmYzWZ1Te/evZuKigoOHTpEdna28gILBoNkZ2dz/fp1RkdHmZiYUMJPpIhw7NgxKisr2bp1q/JFk+KbYRjqXMsJAonVaiUmJobk5GQSExPVubsT8h7Jz8/n4MGDREdHq+X6fD7cbjddXV3cuHFDpbCu5JhFR0eTm5vLJz/5SSorKykrKyM2NlYNuuGXImA4HFaCltxPu91OcnIyycnJ2O32O67zQSLbSCkmy3RceS9OTEzQ1dXF5cuXld/Sctew1WolNzeXb33rWzz11FM4HA4GBwd5++23OXHiBDdu3KCvr29F7bSMeB0cHOTMmTOraj+tVitpaWns2bNH+fH5/X4mJyfvKgpHCKFSsPPz8wkGgwwMDHDy5EnefPNN6uvrCQaDPPHEE3zjG9+guLgYgP7+fgYHB1e9PkBFdsrtz8zMVFG0GzduVPeSFFpTU1OprKykt7eXzs5O3G73uhQcTCYTSUlJ7N69m5iYGBVFODU1hc/nW9WypCCWlpbGhg0bVP/kfgg/MpKzsrKS/Px8AoEAw8PD/PSnP+Wdd96hubmZcDjM0aNH+b3f+z2Kiorw+XwMDw8zPDy85tuj0Wg0mo8e60r4MZvNpKamkpWVRUlJCU8++ST5+fnY7XacTqcSL2w2G4ZhYLFYiImJobi4WPnKdHd3MzAwcNuy5ez3zp07cTqdTExMcOLECV599VWuXLmyqF+HEILp6WllJtzd3c3o6Ch79+4lISGBtLS02wYVMpVn8+bNOJ1OxsbG+Nd//VdeeeUVVbErFAotuh63201HRwctLS2EQiF27NhBamoq8fHxKx68ACpEXHayZadu586duN1u/H4/ExMTK1qWzWYjOTmZoqIinnrqKZ599llycnIWjfSJXD/MDlrkLLYMZV7qN4DaziNHjrBlyxb8fj+XLl3ivffe48SJE2ombnJykoyMDMLhMLm5uZSXl982GFivhMNh/H6/CuW32+2kpKSwZcsWenp61ABzJciO/bFjx3jqqafw+/2cP3+el156iUAgoKJXkpKS2L9/P3v27OHw4cM4nU6ioqLUwF0IoWa1Dxw4QCAQwOfz4XK51k24vxTJDh06RGpqKi6XiwsXLvDKK6+oSleRnXW/38/o6CjXrl3j05/+tBpkL7yHTCYTsbGxHD9+nN27dxMfH4/b7SY/P5/HH3+cqKgoXC4XV69eJRAIUFlZSWpqKgUFBTzxxBOkp6eTlJTEj3/8Y8bHx5c8XgujOaKiooiLi8Nmsy06kIyKiqKwsFBFuExNTS074Iz0wklKSuLJJ5+krKyMvXv3kpGRoe4/eWzGxsa4evUqly9f5urVq9y4cWPZ54vJZCI1NZWvf/3rZGVl0dfXx+XLl3n99dcJhUKYTCYsFgulpaVs376dbdu2sX//fhwOB3a7XUUPSEN4u93OsWPH1HPP6/VitVrV4P3w4cM888wzpKenK4HM6/WqlL3u7m7ldZSZmUl+fj5ZWVkAjIyM0NTUxPXr12lqalr2GjaZTMpUefv27WzcuJGNGzeyZ8+eeSlXwWCQ6elp+vr6OHPmDGfPnuXcuXPLDoxTUlIoKChg06ZN7N27VwkjTqeTmZkZRkdH8fl8BAIBOjo66O/vJysri5ycHDIyMoiLiyMcDtPb28u1a9eora1dVjR/UMgIpri4OLKysti3bx8bN27kySefnBddZhgGfr8fj8fDqVOnuHjxIteuXcPlci0bKZaUlHRbO/3KK6+sup2W9/Ni7fSdMJvNypNPIqvwBYNBzGbzisUBuayioiI+/vGPExcXx+XLlzl//jxvvfUWN27cUO3x5cuX8fl8pKSkUFRURG5u7qojbyKj/b761a+Sl5fHyMgIiYmJlJWVsWnTJkwmExcuXGBkZISKigrS09NxOBxKnE5MTORv/uZvGBoaWne+b5GVUuX96fP5mJiYIBAILCmmL7c8u91ObGysSllfa6SPV2lpqXoOXLx4kffff59f/OIX1NfXMzk5iRCCq1ev4vf7SU9Pp6SkhKysLEZGRtbVOdBoNBrNh5N1I/zIzmRZWRmVlZWUl5eza9cukpOT1aBFlnSVpU9zcnKwWCzk5OSQkpJCTEwMhmEwODh4WyMpZ17j4+MxmUx4vV5qamqor6/H7XYvOjiQqQwzMzP4/X5u3rzJSy+9RGdnJ1NTU7S1td22HtmBiIuLQwjB+Pg4ly9fVkaTS6V2BINBgsEgMzMzXL9+nRdeeIH29naqqqro7+9f1QBcpnJMTk4SCASw2WzY7XYSExOJjo6el8JwJxISEigpKWHnzp3s2LGDoqIiNcsWSTgcVh5G0lBTRgV0dnbS3NysDCuX6sA4HA4l5KSlpTExMcGtW7e4cuUKg4ODStjx+Xz4fD7lX5Sdna06bOu5cyTPc2Qn1W63KxNh6fmzUuRgPysri8rKSmZmZujo6FADL3ktFhQUcPDgQfbt20dmZqZKf/F4PITDYdLS0igtLVWDrpSUlNsqJT1MrFYrRUVFbNu2jePHj+N2u7l69aoaNC3VyQ+FQkxMTBAbG0t8fDxWq/U28USm3m3atImDBw+SmJjI+Pg4iYmJxMXFMTk5SUNDA1euXFHny2KxkJycTE5ODoZh4HK5SEhIYHJyctH7VAp0SUlJapZdVp5azKskOTmZHTt2cPjwYWw2mypVvJzIIAXEoqIiCgsLOX78OHl5eRQUFKj7NdKjJi0tTYkZ/f393Lx5c9l7RwiB3W6ntLSUDRs2kJCQQGdnp/rc6XQSHx/P5s2beeyxx9i8eTNpaWn09fVRV1fH9PQ0DoeDwsJCcnNzVURFcnKyElgcDgdFRUXs27eP/fv3U1BQQHR0tHqm9PT0UFtbSzgcprW1ld7eXuX1EQqFSE9PB2BgYIC2tjba2tqWNcI2mUyqSlR+fj6HDx9m48aNysw7UsAwDINQKERiYiKTk5O4XC4++OCDJc+JEIKsrCy2bt3K7t27VRqS2WxmamqK/v5+Ojo6lIFrY2Mj3d3dlJaWsm3bNtVeBYNBenp6aGpqwuVyMT09veT+PCicTqfyKCorK1MTNPn5+aptiUw7lR4yo6OjtLW10dvbu+S1JgfIke10bW0tjY2Nq26nOzo68Pl8i7bTiyFFHrPZrM5dfHy8+lx6fvX19XHx4kV6enpWdLxsNhtJSUkUFRVRUVEBQENDA1VVVbS2tqrnsBCCiYkJJZCmpqbOizZcKbJdSE1NVVUEx8fHVSR1VFQUIyMjnDlzBpfLRSAQYPPmzWRmZqp0bq/XS2pqKuPj46sysL9fSH8w+SzduXMnCQkJ6h6V7dz27dt56623VpXeKVO/5DUsI9Ok91Ik4XCY6elpfD7fqsQlGbW3YcMGysvLAaivr6eqqoqOjg6VPiptAcLhME6nUz0j13vfRqPRaDQfDtaN8CO9bY4cOaI8dVJTUwkEAoRCIVUJSw6eI41Dk5KS1MxyIBCgrq7uNoHB4XCQk5NDdHQ0MDvrPTIysmKzY8MwGB8f59KlS0qIWdi5EEKQlJSkZqllZ3RgYGDFHjThcJixsTHOnDlDX18f/f39i0YwrWR7F67vThE3CxFCUFpaysGDB1VJ2+jo6HkVVSYnJ1XkyPj4OD6fj5aWFmZmZgiFQkxNTVFXV0ddXR1DQ0PLRi3ExMQoE1e73U5nZyfXr1+nvb193gBL7pscjC4sgbzeWejtsjBdbjXIVD45Wyk7yLIjW1JSwubNm9mzZw8ZGRncvHmT+vp62traGBkZweFwcOTIEXVMp6ammJiYWDeeSSaTicTERI4fP86TTz5JRkYGb775Jm+99RY3b968Y4qV3+9HCEFGRgZdXV23XX8yDUcawsbGxhIIBLBarXi9XlpaWrh48SLnz58nFAqpkrsHDx7E6XSSkZGhfivTvhYizd5jY2NVCoxMG4kUfmQ6iKxmV1ZWhmEYdHZ20tbWtmiZYplaVVhYyPbt29m+fTt5eXlUVlbidDoJBoMMDQ2p+9QwDKxWq4rYi4mJWTZ6L3LbpBghfyPT4oQQlJeXU1JSwqFDh6isrCQmJobq6mpu3rxJY2MjMzMzbNiwgejoaHWtTUxMMDk5qZ7nUvjZunUrhYWFKnpkenqa0dFR6urq+PnPf67SZKTf1+DgIKFQiMzMTOx2O7du3VLm24sdMxkRERsby549ezhy5Igyjk5NTcVut6sUW2kMLI2m5TFbTPxeuI7s7GwqKirYtGmTMviH2WdmR0cH586do66uDr/fT29vL8PDwwwMDKiZfyEE4XCY6upqGhoabvNCetBI/6MdO3awa9cuSkpKyMvLY+PGjSo6Rz4/5H0mrxmHw0FsbOy8imWL4XQ6yc7Ovq2dXi6aLpLIdrqvrw+Azs7OOz7L7HY7W7duJSoqSl2H0oBfnuekpCRKS0vx+XzU1NSoKKM7nRMpykoPnbGxMa5fv05LS4sSfRYi0xXvdJ0thvTXKioqori4mLS0NNLS0tSzZ2hoiFu3bnH69GmGhobUPbZjxw7Ky8uJi4ujsLCQoqIiFSH8MA3F7XY75eXlKlU9LS2Np556Sk1OyHuysLAQIQQHDhxQzzu/33/H60b2JfPz8ykuLmZsbAzDMHA4HPMigGQEm8vlor+/f1VFEKKiokhPT2fDhg2qCIG8Bha7tiOfUdHR0etmEkaj0Wg0H27WxWjZZDKxZcsW9u/fz8c//nHKysoQQuByuWhpaSEQCFBWVjavjKvFYmF4eFiVRy8oKMDhcBAIBHjzzTcZGhpSYoEM5y8tLVUzeDLEfrWpLKOjo2pwt1jaSGZmpppll+u5mxmz4eHhJWc474TsbEdHR88rsz41NbWqfbZYLOzevZtnnnmGsrIyEhMT5wkshmHQ399Pc3MzjY2NtLe34/V6lZ+KjACanJxkbGxs2U6SFM1KSkrIyMhgZmaGpqYmqqqqbovgWmjEG2mYu56R2+t0OpVQA7PnxufzraiTutjy5Myk9AiRPlm7d+/mqaeeorKykuzsbPr6+njppZe4fv268nZJT09n8+bN6rcul4u2trZFo+YeJFJQiImJoby8nM9//vOUlZXxxhtv8KMf/Yj6+vo7drqlSDwxMUFBQQENDQ23pcrEx8dTUVHBhg0bVPQJzJ6ThoYG3n//fc6ePUt1dTUmk0mlam7dupXExETi4+PJz89n48aNdHR0LGkiK0uawy+j4yLPtRBCGQAfOnSIxx57DLPZzPj4OO+++y7nz59fVACW3iZPPvkkn/rUp9i6dasSfDwej6oE1tPTQ3t7OzArsObk5BAXF4fb7V6RyBd5rUXOPkux8amnnuLIkSMUFRURFRVFW1sbL774ItXV1fT19WEYBocOHWL79u0qeqatrU2lvxqGodJkCwsLVaSnPBcej4fGxkZOnjyp7hPDMLDZbEoESkhIIDk5mTNnznDlyhV6enoWNfS2Wq3Ex8dTVFTEb/zGb/D4448TExOj7kO32013dzddXV3U1dUpwU8ao9vt9jsa5AshSEtLIz8/n5ycHFUNCmZThrq6urh48SJnz54lGAyq9N/R0VFGRkaYmJjA4/Fgt9t55513lPfIw0pnlddnXl4ev/Irv8KhQ4fIy8vDarUSCATweDy0t7fT3d1NR0cHbrdbRVTl5+crA/nlKuDJtEtZQQtgZmZmzdvpxYiJieETn/gEeXl5JCQkkJmZSWlp6TyhSk4ubd26lc9+9rNMTU0pn6zlovHk/VZUVERCQgI3b97kypUrdHV1LVqxU0a2yDLfq8Vut6vnemZmpmofw+Ewg4ODNDQ08Pbbb/PBBx+oaMLR0VGsVivFxcXY7XYyMzPZtGkTnZ2djI2NPVThx+l08sQTT7Bp0yYSExNVanSkKCOjqmw2G7/yK7+C1+ulvr5etXN3wmw2k5eXp56fdrtd2QrIqB8Z7XPjxg3lNeX1elfkgxQbG0tOTg4bNmwgPj6emzdvcvnyZXp6ehbdPvm8tdlsq4oC1mg0Go1mOdaF8GM2mykrK2P37t1kZmZis9kYHx+nrq6O999/n7GxMYaGhsjKylKzrtHR0dTW1hIfH6/KLNvtdrKyskhLS1NeABIphlitVsLhsEoDuJsOzXIdSbvdrtLRQqEQTU1Nd20WeLf+KrLDIDstcqZqfHyc6enpFS9XRirExMRgt9vnRfrA7GxsbW0tH3zwAdevX6e1tRW/38/Q0JAayESasC6HyWSirKyM8vJyoqOj6e3tpbW1FZ/PR3R0tPIZkGHskald67n0+ELMZrMaLMvjKc+NjH5YKRaLRXVSYTaSYGpqiuTkZBISEqioqKC0tJTk5GQGBga4du0a1dXV9Pb2KmFO/hmGobxGHrbwI00w7XY7ZWVlfPazn2Xbtm2cP3+eH/7wh/T09KhzLjvIi10HMhpKhtjLGeLI/bJarURHR6vzIa/Z6elp6urquHXrlvK5MJlMDA0N0djYyNjYGDExMVgsFiW0LRV1ZjKZiIuLU69lFZfI1M+oqCg2bdrEr//6r6syy5OTk1y/fp1//ud/pq6u7rZBohCC9PR0tmzZws6dO9VsPUB3dzcNDQ1UV1fT3t5OT08PHR0dACo9MjU1lcnJyRVFRMgIBJvNplJJg8EgKSkppKWlUVlZSWFhoTKzl9daf38/MzMz84y35fOoqamJjo4OJfzI1Dw5Uy9TwEwmkzpPNptNPQvkNSujgU6cOEFycrISmxYrSS2vrcLCQnbu3MmuXbtITEwEZr2Burq6aGxspLq6mq6uLhoaGuYJP2lpaSQmJq5IeJyenlZRMH6/Xw3gLBYLDoeDqKgoZZQtj7+MBgIYHBwkOjqaxsZGlXLzsJBm/Tt27GDnzp3k5eXhdDrx+Xz09vZSV1fHuXPn6OnpUcbAUvjJzc0lPT2dzs7O24znFyKfabKdbm1tZWhoaNWmvbAywSeS1NRUjh49Snp6OhaLZV6lRLk8IYQyss7Ozubv//7vef3115eMPJTRhmVlZRQUFBAOh6mtrWViYgKbzUZUVJSqrCefV5Ei/t30AWR0WmTqcDgcJhAIMDg4SG1tLQ0NDUpAHR0dpaOjg87OTiYmJrBarcr0OFL4eFgIIUhMTFRRxzLSEH55juW/MTExPPXUUyQnJ/PCCy/wi1/8gu7u7hX1PzZs2EBaWhqhUEj1nyK90eTz5saNG5w5c4YzZ85w7dq1O5pvy+i/srIy8vLyCAaD3Lp1i6mpKaKioggGg0oQjZzIWmnfSaPRaDSalfLQhR9ZVnPr1q2UlJTg8Xjo6urC5XLx7rvvcurUKXp7e/nZz36G3W5XRs+JiYm0t7cTDodV6eWnn36arKwsnnvuOX7+859z69at2zrLcsDQ3NysUrDuB3IgU19fv6pStmuFHDDJyBiZEuV0Om8TcBYj0vskJSVFCW6SyclJ2tra+M53vsO1a9cYHR296zQEady7d+9etm3bpiqRfO5zn2Pr1q1MTk7y/vvvMzk5icViITs7m+3bt+NwOHC73dTX1zM9Pf2h6SBFnhtA+S9FRgGthIKCAg4fPsyOHTuwWq00Njbi8Xj4z//5PyvfErvdTktLC9/+9re5ePEibW1tajAhBcLY2FhCoRADAwOcOXOGq1evLuuNcr/Jzc3lK1/5CqmpqWRmZnLw4EFMJhONjY1K9JGCZGJiIiUlJUxOTlJTU6NMnMPhMDabTZWsX+y4ms1mNm/ezObNm0lKSkIIQSgUYnh4mEuXLvGXf/mXdHd3qxQp+dn58+c5d+4cBw4cID09XXXYF0OmMB0+fFgNZj/44ANefvll3n33XeXl8MlPfpLf+q3fYuvWrSQlJTE2NsaJEyf4H//jf6hB2sJtT0pK4nd/93fZv38/hYWFxMXFqYH4n/7pn1JVVUV3d7cSQCLvj5s3b85L/TSZTEsKGbLS3tNPP01+fj79/f20t7djt9v5kz/5E7Zs2UJhYSEzMzOcPHmSV199lZqamnmCksViISoqiqioKPx+P/39/Zw8eZKmpiZ1fAcHB3nllVfo7e3l6aef5umnnyYpKYmoqCiKiop4/vnnmZqaor6+nlu3buF2u5mYmMDr9TI0NMTJkyfVOVxqP2Rb8ZnPfIatW7eSn5+vtuf73/8+7777rvIjWywqa6FJ91KEQiHef/99hoaGuHHjBocPH+bpp5/GZrORlpbG0aNHVXnt5uZmbt68qSryjY+PU1NTQ21t7bL78yCQQntmZiZ/9Ed/xIEDB8jPz0cIgcfj4datW/zDP/wDV69epbOzc57gL7l+/fq8Y7YSvxK5jJaWlvvaTks8Hg8vv/yyqhaVlpaGw+EAZoX5gYEBNTiX6ZPf+973eOedd5atfmiz2SgpKVGihd1u5+jRoyQkJOD1emlsbKSrqwu/34/T6WTbtm0kJSUxPT1NV1cXnZ2dqxJ/TCYTaWlpbNmyhY0bN6r72+Px0NDQwIkTJ/jhD3/IwMCAWu7Y2Bh1dXUkJyezdetWdu3apaqzrYdIWo/Hw+uvv64mAxam7Lvd7nkTGePj4+rc9Pf3r7hfYLFYiI+PVyLcUt/Jzc2lsrKSkZERent772i+bbPZKCsrY+fOnZSUlOBwODh69ChxcXFMTExQV1dHT08PwWCQ6Oho1QeSIvBqqjlqNBqNRrMcD034kbO4DodDGdtaLBY6OjpUha76+nrGxsYIBAKMjY3Nm/3t7+9XlTCkKV5cXBwJCQls3rxZmXsuVb1qMQ+c+0HkLPfDRKYYRZYQXorIlCSZEhIZVh0KhdTMYW9vLxMTE/ckbMkIrry8PBWxIGfZKyoqlAg1NTU1r7Tx6Ogow8PDtLa2PtRQ9HtFzvKtZnbVZDIpc9XMzEyV7giwd+9eJUjI41NbWzvPJFwO6OLj48nNzVUGumNjY3c0Er6fREVF8cUvfpEvfvGLqhqVvPa+9KUv8fzzzzM4OKjSwKRZeX9/Px6PR0X1TU5O0t/fz5YtW0hMTFQeOQujfcrKyigqKlJm7IFAgIGBAWpqaujr62NiYmLewFtGpTQ2NpKXl4fdbld+Vgsxm82kp6fz1FNP8eUvfxmz2axMXLOzszl+/DiFhYU8/fTTbNy4kfj4eMbHx3n//fd5/fXX+ed//mc8Hs9t50L6P6SlpSn/mJiYGOUVc+3aNa5cuaIiuxbbtnA4rMQYmcIiDdQXM8bfsGEDFRUVxMbGEgwGKS8vJzs7m507d5KRkaGqwDU2NtLU1DQvYkyW205LSyM1NZVQKMTY2NhtqT+BQID+/n6qqqqU54ZMj3E4HGRlZalU4MLCQjo6OmhsbJwXvbAcFouFpKQkCgsLlZ+PEIKBgQFu3LhBVVWVMhFe7PqX2ymrNEVHRzMyMrLk+Xe73crfyDAMiouLlYGurCImJzByc3NpbW3l4sWL6ppbD4O9yFLpmzdvJiMjA6vVysjICG1tbVy7do1r164tW1VRXmuymqBM3VtJ2pqMerjfSO+r+Pj4eZEyUsx84YUXGBgYUNFZMzMzdHV1MTExsez2yWMnq2bJtL6SkhKEEOTl5TE0NITf71dpcdJwvbW1dVXCBcxemykpKZSWlpKfn6/aE7fbTWtrKy0tLbdFOofDYXw+HwMDAzQ2NiqhfGH10YeFYfyygqushAizos9bb73FT37yE1paWpQ46Pf7VfTSSkXThT57kfstz688lmlpaezevZv09HTy8/P5b//tvy07uSe94NLT01WETygUoqysDLPZTE5OjnrmSON0mer5sKNvNRqNRvNo8dCEH9nJysjIICsrS1XdGR8fp62tjZqaGtra2pSnhkQIoapfhUIh5Tshq+bEx8erKlSnT59esvqCDLO/3zNaMu1rvVRlWG3Y9sIy7MFgkJGREV544QUuXLhAZ2fnqtLHltqmuLg4ioqKiI+PZ2pqitOnT3PhwgVliii9a2JjY1WltNraWtWh/TCUcr8TK70WZbrKoUOH2LNnDzk5OcTHx7Nt2zbKysqIiYlhYmKC9957j6tXr9LQ0EB7e/u8VKG4uDhyc3PZs2cPmzdvZnR0lBs3bsxLA3vQCCHIycnhscceIzk5GYfDoURT6QFjs9mUOChTq4aGhnjzzTcB1Cy9x+Oht7cXr9fLjh07uHnzpjLqlaJXTk4Ohw8fVpXqwuEwHo+HM2fO8N577+H1ehd9dvh8Pt5++20GBgYoKCggEAhQX19/m5Gw3W6noKCAj3/840qUk35m6enpBAIBkpOT1aBQnrOTJ09y9uzZJT2+LBYLeXl5HD58mOLiYuLi4vD7/bS3t3Pq1CnOnDmjjKyXGvhYrVY2bdrE5s2bKSkpISUlhR/84AfU1dXNMxu1WCwkJCTw5JNPsmPHDuLi4oiOjiY5OZlAIIDD4WB8fJx/+7d/o66ujuvXr9PT0zMvQiM1NVU9k2V56urqamVWHFkBSvrfSIPgrVu3smPHDrZs2UJUVJRKl9i2bRtDQ0PU1dVx9uxZ2tvbuX79uioGsBhZWVns2rWLbdu2qbTh0dFR3njjDd577z21TUs9S2Q7s2vXLnbs2EFhYSEnTpygpqaGgYGB27w6/H4/w8PDTE1NMTw8jNfrZe/evTzxxBNqkqKyspLi4mJ27txJb28vhYWFtLa20traSnd3N8Fg8KEKQLGxscp3qrCwEKfTidfr5dKlS5w7d46LFy/S3d29rPBus9k4cOAAlZWV5Ofn43a7efPNN2lqalrUfDuSSEH8fh4Hq9VKeXk5OTk5xMbGYjabCQaDdHZ2qrYu8rkoDdrv1KZHR0eTlZVFdnY2drudgYEB/u7v/g6bzUZKSopKKZNC0/nz57l27Rput5uWlpY7phEt3IfU1FQ2b97M/v37yc3NBWYF1StXrnD69OlFC1/I73R2dnLixAm6urooKChQaUwPe1JFeg8VFBQon0HDMOjq6uJHP/oR586dY3h4WN33Upi71/6WPMfSKyopKUl5tUnPni1btpCcnDwv4mghclIrMzMTq9VKb2+vugak6bYsKR8Ohzl//jxVVVVKOH6Y0bcajUajebR4aMJPYmIiGzduZNu2bZSWlqrBVzAYZHR0lP7+/kWrmET6xsAvZyTj4uKIj49XUSpbtmwhLi6O0dHRRcP1y8vLyc3NxeVyqVKaixEplMhOaCgUUqVjl0JGzUiDRVkCdLHOSKSwItOyZO7/asuGLoXsxKzEaDrSP0OWNnU4HEp0k1VTampq7jjjuRJkxI80UxwbG6O9vZ3333+fmZkZJQra7Xbl9zM8PKzK9a604st6JRwOEwwGV2wCbjKZlBGwHKjIkvDx8fHKq+Ty5cu8//77SgCJPEbJycmUlZVRWVlJamoqLpeLrq4uFWH3MLBYLBw7doyysjLl8zU0NERfX9+S91ogEKC5uZlXXnlFzQxLP4tQKKT+urq61MA8Mpptw4YNqiqcNESura29rZJcJNJ7ZGJigubmZgD6+/tvMxIOh8PMzMwwMTExzytCViKUAlQoFKK1tZXGxkZOnTrFhQsXlg3vt1qt5ObmsnnzZnVvjI6O0tLSwpUrV6ipqVnUNDby9/Hx8WzZsoXDhw9TXl5OQkICly5dmhfFIJ9h0mA7PT1dDcKdTieBQEAJr2fOnKGxsZHBwcF5xscyukmm8sbGxtLT0zMvBW3hMZuammJmZoYrV64wMTGhopDS0tIoKSkhKSmJpKQksrKySExMxOFwqIg2mfq1cFAuxGx59bKyMnJyclTVxZ6eHi5fvsyNGzdU5MViSM+TjIwMDh48yMGDB8nLy6OlpYW+vj48Hs9two/0MgoEAvh8Ps6fP08wGFTmwTk5OaSkpBATE6PSGmdmZqirq8PhcDAzM8Pk5CTj4+MPLd1L+iGVl5erqnQDAwPU1tZSVVVFc3Pzsua5NpuNhIQE9u3bx969eykoKKC7u5vGxkZcLteSwo9sE8vKysjNzaW7u/u+tNORv8nPz1fRrTAb7dPa2sqtW7fuOl1b9k2io6NVqW4Z1SU9s6RHWExMDMPDwzQ3NzM1NaXug5Vit9tJTU1VhuIxMTHKr6ypqYnm5mYGBwcXPYaGYaiUr9HRUdLT0+nu7sbtdj/0SZWoqCgyMzNJSUlRvl+BQEBFsspnzloRCoVUJcGOjg4++OADAI4dO6aikmW0bGFhIY8//jiXLl2iubl50bQ/p9M5r3ri+Pi4EhJjY2Ox2+1YrVZsNpuKImxsbGR6eprp6emHLrxpNBqN5tHhoQg/QgiSk5PZsmULR44cYcuWLWRnZyuxYXp6msnJyRXl9VutVhISEoiPj1flN2NjY8nIyFBGidLzQwoaZrOZiooK9uzZw9TUlPLxiEwLM5lMqnSxHLSlpqaSmpqKx+NR1UuW8hCC2YFsZWUle/bswW63Mzw8zOTk5LyOstlsJj4+Xm2rzNFPS0ujv7+fpqYmRkZG7qnjbxgGPp+PoaGhFadlyQGYy+WiuLgYp9OpfEBmZmYYGhpaMiJitVitVjIyMpS4NDU1xcjICC6XS6X1wOyxkrN9Uih5FPD5fAwPD+PxeFY0SJHCRWpqqkqRlOfL6/WqMtrSoHah6COvsfLycjZu3Ijdbqevr09VGHkYkWky6uvZZ58lMzMTr9erIkikh9NiBINB2trauH79uhLOhBBK2LDZbKqcuSwbLkWywsJCEhMTVVqD1+ult7eX5ubmO1bU83q9BAIBhoaGEEIoYTeSQCCgUmJkdIzcV5PJpETUrq4u3n77baqrq7l69arye1gKm82mql/JtIeRkRFaWlpobGxc1EA3slJQfn4+eXl57N+/nx07dpCZmanKF0d6FcmUspiYGOV5Igdd09PTuN1uJQDU19crL5aFgkt+fj6bN28mJycHwzCUyLjcPoZCIVVqWh7nrKwspqamyM7OJikpSRkO7969m+TkZEZGRvB4PNTX16tnnRSApABVWFhIUlKSKmHd1tZGXV3dopMMUnyQM/OZmZlUVFRw4MABSktLVbrXnVI0pQDU39/PjRs3MJlMZGVlUV5eTnl5uRICHQ4HlZWVyostPj4et9vNjRs3lk0pu1/IyML8/Hzy8/OV+bkUbjo6Om4TbiKrLUpxNS8vj4MHD6qS3GNjY0RFRS3pi7Wwnd69ezcTExP09PTg9Xpva6dllcSF7fT4+DidnZ2LttMLtzk9PZ2CggI1OJci8JUrV+66/RVCkJKSoiY0ZETh4ODgPMNhebysVqsSCleLxWIhLi6OnJwcsrKyiIuLw2w2K38iKVAuJ5BIo/Tp6Wn1XVmV9GGSmppKQUEBCQkJKnJ6amqKK1euLCvW3i0yUq+5uZkLFy7w0ksvAbMVIE0mEwUFBaq0fHp6OseOHVPG2ZOTk7dNNKalpSmBXqY5Dg8P09XVpb4n24R7uQY0Go1Go7kTD034iYmJISUlRXVyhRDMzMwwNTXF9PT0ijpacjY6PT2dpKQkVd0osupMpBATWRY2KSmJT3ziExQVFanQ+paWFvW5w+EgLy9vnuhRUlJCQUEBbW1tnDhxgqGhoduqeYRCIRWebzabSU1N5dd+7dfYvXu3Kl/c09Ojtik6OprNmzeTlpam0s+KioooKSnh4sWLfO973+Pq1av3NKMVCoUYHR2lpqaG/v7+FQlq0sukra1NDUbk8RVCqBD1e01hk8bO0tTWbDbT19enUiciz5+M5HiUkB3BhoYGFW2xHDIiLDk5WXU+pVjW0dFBbW0tP/jBD2hoaKCvr2/RctayM1pSUkJhYSHhcJjq6mqqq6vxer0PXPiRIuvGjRvZu3cvUVFRnD9/nhdffJHTp0/T39+/7OBjoXGxTIX6+te/zvbt27l58+a8ikqyvHJlZSVxcXFYLBbGxsbo6uqiurqa2traO6agyDLxy50v+SyRs7kwO6iVZsSDg4N4PB5OnjzJL37xC1UB605lwm02GwUFBRQWFqp0N1lOW1bJijy2Mh3W4XCQnp7Or//6r7Nx40Z27txJZmYm4XCY7u5uleYX6WXjcDhUCq0UXd1uN+3t7dTU1PDKK69QV1eHy+Va9JktB0rSU2d8fJzq6mol1C2HHOR3dHRw7tw5YmNjqamp4cCBA+zZs4fU1FRiY2MpKiqisLCQzZs34/F4eOmll7h48aKqCDU9Pa3SCGW6iEwd6urqorW1dV5UjRyIyypLqampPPHEE+zevZvy8nJ2796t0nYGBwcZGxu74+BTDvpv3LhBfX09TqeT0tJSdu3axc6dO9m7dy9xcXFkZGQogenZZ59lcHCQ7373u1y6dAmXy7Uq35J7RQhBQkKCEn7kMevt7aW9vZ3+/v7bJjGkgBEbG0tBQQHPP/+8iiyT6Yxer3fR1DgZybuwnX722WfntdPNzc3qcxmps1Q7/dprr/HjH/94yapbMCuk7t69m8rKSmJiYoDZaJ/e3l5effVVPB7PXT0TTSaT8sJyOp3KrFdG1EUuMxQK3ZOAIaPRpLeP0+kEZsvaX79+nZs3b9Lb27ts2y8FSlllcj1gsVjYvn07W7duVZ5c0lz7Zz/7GYODg2siTEWei6mpKXp6eqipqaGqqoqOjg6EENy4cYO4uDicTqeqeGa1WiktLaWjo4OLFy/OM82G2Wtg48aN6hoYHR2lvb39tskY+f+1FrE0Go1Go4nkoaV6yZnBmZkZvF4vZrOZgYEBOjo6butQLoUMbS4tLSU9PV0JE16vV5n7SRFmfHyclpYWxsfHVcjwjh072LZtG36/H6/XO6+zI0UlOTCUlR5kufLFZnjD4TD9/f1q3YmJiaqKx6FDh1R538iBmcViUekKkVW4ZmZmqK6uvmcPIimcBINBJicnFzVvXe63Xq8Xr9eLz+ebF1G1ceNG3G43nZ2d9xyKLGdtrVarMiSWM9yPMvI8hEIhFdZ/p5S1yGidyFlEt9vNlStXeO+997hy5Qrj4+NLHj85sJUz5HK2cmxs7KGklCQmJnLgwAH+7M/+jJSUFPx+v/Jd6erqWtWgSwjBhg0b+NjHPsazzz5Lc3Mzf/7nf87w8DAwK7Tm5ORQXl5OUVGRMlz2eDx0dnbS0tKyJumLEovFogyoAVVR8Pvf/z4/+tGP7jmaD2b3WZoW5+XlMTAwgNvtBlApBtHR0SQlJbFx40aeeeYZMjIyVIrb5OQkg4ODtLe3z9t3mWJRVlamUlUCgQDt7e2cO3eOS5cuUVVVtWwqkhSJ5XGemppiYGBA+WbcicjoPr/fzwcffIDH42FoaIiCggKKiorYuHGjKlGfkpLCoUOHVEnrW7du0d3dveiyLRYLBQUFqlKZjLiTHh5Op5OUlBRKSkqUx1FycrJqZ+Ss/fDw8IqfVdJ/RKYoSiPfkZERCgoK2L17typ2EBsbS1JSEk888YQa3HZ2di4q5t5vIqNTcnJyyM/Pp6+vD7fbrUSVhIQEFX2TmZnJ1q1b+djHPqaiOU0mE5OTk/T19ako24V4vd41a6eHh4fvWMFSVsf71Kc+RXp6uhKIZcq59AW7WxwOh4pu8vv9uFyueeLqWiAjlkpLSyktLSUlJUUJJH19faqy6Eo8idYbiYmJPPvssxQUFBAVFQWgStCPjIzclxRvWbji4sWLVFdXq0m3H//4x1y6dIkvfvGLPP/888onrKioiCeffJKzZ88uah3gdDpVVODMzAwul2tF/VuNRqPRaNaahyb8yM51amoqycnJNDQ0cPbsWd55551lUzvgl74+n/zkJzl27JgyDZWdvbfffpuTJ0+qEqwA4+PjNDQ0MDo6SkpKilqOnBGXVWeWIhgM4na7OXfuHC+++CLvv//+bbNihmHQ19dHe3s74+PjJCUlzVuP3OelkIOc0dFR3nrrLb797W9TX1+/qmgfmdKxsBRrpDfSSjt/wWCQkydPMjQ0xJEjRzh48CAbN24kKyuLP/iDP+DKlSv84z/+I21tbYyOji5b1nYl2y3/TUtLUyXkHyXxJ7Ic9GLnZiXV36Kjo3n22Wf57Gc/S3Z2NgD19fWcPHmSf/qnf1oyykciU6rkgBfg9OnT/OxnP8Plcj3wGcfk5GQOHz7Ml7/8ZUpKSgBobm7m/PnzuFyuVQ1UpJ/Ipk2bqKioYGBggG9/+9s0NDQQDAaJjY3lyJEj/Oqv/irbt28nOzubiYkJmpqaeO211zh37hytra1rVjpaVs2SUQQwe/xLS0vZs2cPN27c4P3331/VMqVnx40bN8jPz1cV3YqLi/nyl7/MkSNH6Ojo4NatWwDk5eWRk5NDamoqcXFxyk8mMlpvfHycq1evKkNoKQwWFhby/PPP8/GPf5yEhAQCgQCnT5/mxRdf5MyZM4yMjCz7nJZmyDLap6+vj3fffZc33niDvr6+Fe+zzWZTYktnZyfd3d2cOXMGp9NJQUEBBw4c4ODBgzz33HNER0dz5MgRysrK2LNnD2+++Sbf/e53CQQC3Lp1i4yMDOLi4oiLiyMqKopjx46Rm5tLR0eHqvzmdDopKioiNzeXpKQkoqOjSUhIICoqSt3DoVCIqqoqWltb8Xg8hEIhTCbTiu7hmJgYhBBMTk5SW1tLXV0db775JrGxsRw9epT9+/dz4MABtmzZQkJCAp/61KeoqKjg1KlT/OhHP6K2tvaBpN8YhkF/fz/Xr18nJSWF3NxcbDabMg7u7u6mq6uLtrY2AGWOLIWrmJgYFV0lj1lHRwc3b97E5XIRCATUBIpsl9aynf7hD3+4aDsdifSXy8/PV6JPOBxmcHCQ8+fPr8pcebl1wC9TNJ1O55ql1JrNZhITE/nWt77Fvn37yM7Oxmaz0dvby61bt/jOd76jzMcflk/U3SKEwOl0qmMmn1cTExOcOXOGwcHBNd8n2Yfr7Oy8rS2VYnVbWxs9PT1q4kVW+YuKirpj1dSoqCi1P2vpS6TRaDQazUp4aMKPDAl3OBw4nU7S09PZsGEDaWlpyuTZ7/fPMz4GVPh9SkoKe/fuZdu2beTk5GA2mxkaGuLWrVu8++671NfXzxvESiPSxsZGNmzYoKIdpBgiU5sWdhKl90dVVRVVVVVcuXKF9vb2JcO/p6am6O/vp62tjdzcXDXjKCs+BAIBJicnb5vt9Pv9aqbpxo0bnDt3jvb29lXPDC0sDX6vqViDg4PU19eTkpJCQUEBxcXF2Gw2srKy2LlzJx0dHaSlpVFXV0dLS8uyVXVWuv3Sp8DpdK6bkPO1QFbusNls866/u1mO2WxmZmaG6elp6urquHz58ooi5WRJ6+zsbNLT0zGZTHR0dKjqLQ96RnjHjh188pOf5LHHHlOGrJcvX1alxVeKHCBv376djRs3kpyczNWrVzl9+jTT09PquZGRkUFxcbGKEJTeODdv3qShoWHZlJDVIIQgNzeXQ4cOcfjw4XmRB9L7pKCggAsXLqx6ED8zM6PuyX379pGTk0NUVBQJCQmUlpaqfYRZc97Y2FiVmhBpMh3pRSajNYLBoKqmFuk75vP5GBkZ4dKlS9y6dYuRkZE7CmQWi4XU1FTy8vJISEhgeHiY7u5uRkZGViwwyoiMrKws/H4/9fX1hMNhpqen8fv9dHR0qIiiY8eOqbS6+Ph40tPTVTUlv99Pa2srcXFxZGVlKYEiKiqKoqIiVXnM7/cr8+u4uDjsdvu86LhIZDGBqKgodV/LCNalsNlsFBUVAahUsVAoxOTkpIryBFQqZkxMjGrvcnJyVGTLgxJ+pI9TTEwMBw4cUAbfshJnfn4+W7ZsAWbTsiLNahcK3EIIHA6Huh6DwSAxMTHKxFqmSUtz27ttp6urq7l06RIdHR13jNgJhUKMjIxw7do1KioqMJvNyuOmpqZmTYRw6THldDopKSkhLi4Ot9u9ZsJPdHQ05eXlZGVlERsbi8/nY3R0lMbGRqqrqxkaGvpQpkjL6+/69euUlZWp59PIyAjV1dX3PCm0mEgbDofp7OyksbGR7u7uecKP9GSTgmd+fj7x8fGYzWblhZWZmYnP51v0GSAjm4uKioiLi2NkZORDF4Gl0Wg0mg83D034kSXZZccqPT2d3bt3Mzo6SnJyMs3NzfT395OUlERKSooyDXU6nWRkZJCRkcH27dvV7F97ezs3b97k4sWLnD9//rYUClkJ6uzZszz22GPEx8cDqOpQ0n+no6Pjttzrqakp2traVKWx5Spt+Xw+Ojo6uHTpEjt37iQuLk6VHu3o6FAz1pHmjvJ4SNPowcHBux6Ix8fHU1paSnZ2tkrPuJdwaFle+YMPPiAuLo7ExEQKCgpISkoiJyeH5557jp07d3Lr1i2uXbumzFWl0bDf7182ykgaesvQf1lVRQ4cHiViY2MpLCxkw4YNqkLOakWymZkZrl69it1up6amhtHRUSVKrqQMe0JCAhUVFZSUlJCamqqqBvl8vgdeGS0pKYmDBw9y4MABEhISVIpGb2/vqgZcNpuNZ555hi996UsUFBRgtVppa2vj9ddfZ2BgQA28LBYLTqeThIQE7Ha7Wp9MHfJ4PGs2QHI4HGzcuJHHHnuM3NzceQNgi8VCcnIyxcXFZGVlzTP5XAmBQACXy8WZM2eorKxUEY8JCQlK4JEl76VoEQqFVCqfx+PBZrORkZGB0+nE6XSyefNmnnvuOXXPyuivixcvMjMzQ21tLd3d3bz55psqvXO5Z5OMRNi6dSsFBQXExsYSCARU2uhKq9fFxMRQWVnJsWPHmJ6e5vXXX6e/v18NnKV3krx+5XJl9KQ0p5XRK1euXFGFACoqKpQwlJSURFxc3LxqZiaTSRnYS2FClueW/i3Hjx+noqICn8/H5OQkra2tNDQ0LHtMPv3pT2O326mrq6OmpoahoSHcbreKHggEAiolV167skKcfJ4+KGTq1czMDJWVlezatUv5lUgBR0a2St83n8+nqrF5vV7sdrsyh87MzGTv3r3KcN3n8ynvHpmKPDIyct/baUnkc0EuZ2ZmRq3vXosqyGt1ZmZGCf9r1a7JSTGr1arSxSON/oeHh5XH1YdVYJDnRqbKyud1pM/T3SA9leREVaQw7/f78fl8+P3+286//F1kWraMQE9PTyc5OZm+vj4l/MgIotHRUXUNSEFdo9FoNJoHzUMTfmRVGI/Hg8/nUxUp9u3bh9PpJDMzk+7ubnJycsjJyVF+PQkJCeTk5CjhQQihqqVcuHCBa9euLVoKORwOqxlBt9utBt5DQ0NcunSJt956i66uLvr6+m6bCZKziSsptx0MBhkYGODmzZuMjo4q4aejo4O3336bq1evKvPiyG2UAogcYNxtR01GT0l/oXv1CJIDxtbWVq5du0ZWVhaGYZCYmKhmGnNycsjMzCQ3N5ehoSFiY2Nxu90qdSKylP1is2yBQICuri5GR0dVtMHCSK9HATlzn5KSotJGVksgEKCpqQmfz0dtbS1jY2N0d3fT19e3oo6wvLdSUlKU4eiDHkzC7KCluLiYyspK8vLyVMUgWZZ8pelWJpOJ2NhYjh07xvbt24mKiqKzs1M9D+RypCmyjIaTHX1pKO/z+eaZyt4rOTk57Nixg+3btxMdHa2ue5/Ph9lsJi0tjYMHD+L1evnJT35CX1/figUR6b0lhZlgMIjX66WgoIDk5OR515WMopDVw6anpxkaGlJm7TJSJScnh8cff5zR0VHq6upwu90MDw8zODiI2+2mrq6O/v5+GhoabjMmXQyZQiMFKZvNpsSYlR5jafyem5vL/v37VZpbY2MjTU1NhEIh0tLSKCwsVIKfTCmS4sP4+LiKjpHX+o0bN0hISGB6eppAIKCEnEgCgQB+v1+VVfZ4PKoyWFpaGmazmYyMDA4cOEB/fz+9vb00NDSoAepS++NwOJRXUHp6OvHx8bS2ttLY2EhMTAwlJSUUFRWRkpKiol1ksYKxsbEViRlriaz0FAgEuHDhgrqGMzMzVfqNRApTvb29Kg3Q7XaTmppKenq6Km1eWlrKkSNHlNl1Z2enWk5kOz0yMqLa6eHhYa5cucKbb765Ju20RBrL5+TkzEv1kuKbXD/MCneynPj09DTj4+PLXsty0D84OMjExIQ6Xms56JcRvna7XaUZyXLkMorsQT/b1xKn06nEWfiloOv3+4mJiVHHUlbEslqt6l5Zar/lc2RgYEBFycpnh/w88t/Ffr+wL2O321UFO5fLxdDQkPqufD05Oan6ZFr40Wg0Gs3D4KEIPzKX3+VyKXFHlhLOyspS5d4HBwfJyMggKytLCSKyGpgsezk0NERzczOXL1+murp6UdFH4vf7aWtro6urS+XC+3w+XC4X586du2cjR7lvXq+XtrY2uru7lY/KxMQEDQ0NfPDBB/e1cpLsnN4p13w1yA51c3Mz586dIxAIKM8QWeEiLy+PxMREvF6vCmO+ceOGGjjKcHPpwRA5yJbCT3NzM1arlXA4rPwhhoaGVjxYlJ0/aSS7Vl4ta4UsRy+38W7OjzS2nJmZoaenZ55YuNJtkNfHw+x8mkwmFXERFRWFYRiEQiFqamq4fv36iv0PhBDExsZSWlpKVFQULpeL8+fP8/bbb9PW1qbuM5n+IyPK5LEfGRlR0QFreU9mZWVRUlKixGmYFR6amppUFOOhQ4coLS0lGAxy9uxZWltblcC9EqRvjTTMLS4uJjMzc97stazUMzw8TF1dHVNTU4yPjyufiUAgoIxnZdWZnp4eent7GR4eVob03d3d6v8rHUjKa+1ur3W5/XJwnpqaypNPPklBQQFZWVmEw2GysrIoKipSbYgQgvHxcfr7++nq6qK3t3fevSENb69evcrQ0BDDw8MUFxffdsxkOtnly5eZnJxkcnISh8NBWVkZGRkZREVFEQwGVZqZ1+ulo6NDDfiWw263q2ir5ORkSkpKlFgv74mioiLsdrtKd+nq6lJRkQ96IC+fpTdu3FBG4IWFhcTFxd0mMs7MzNDS0qIqxE1OTrJhwwYKCgqU15XP58PpdKpKdIODg7elZUe203a7HZ/PR09Pz5q10xKZgpWVlaWuU5k+lZaWNq8in0xTM5vNuFwuampqlk03ksKP3JesrCyV/tjd3X3HaNjIbZRm5aFQSEWpRKa9R07yTE9PMzIysmbpZA8LKZRmZGTME0yioqJIS0vDZDKpc2Oz2YiJiSE6OhqXy8X169eXbP+luNjR0aHuKWnAv5LjJVMOIyfoZCXJ0tJSVSRAnluXy0VbWxuFhYWkpqZitVpJTU2lq6tLGW6v9hp4GJM1Go1Go/nw89CEH4/HQ2trK1lZWcoAMiYmBovFQnp6OnFxcWzYsAGHw0F0dLQKfbdYLNhsNoLBID09Pdy6dYuqqiouX75MW1vbssa24XCYoaEhrl69yrZt29RM97Zt28jKylKVcO6VmZkZ+vr6qKqqYt++fVgsFioqKti4caOqgnM/iawOtlbiTzAYpL29nYGBAaqqqhgYGKCiooItW7aQmJhIbGysKkVcWlpKKBRieHgYr9dLV1cX9fX1Kq3oxIkTqrqJ7Mh2dHTwwgsv8Mwzz7B79262bNnCE088ocS9laS9RUdHk5KSombzF/o8rQekZ8q9EAgEGBsbu2s/moWzlQ9rcCBTE+Q2TE1N8a//+q8qtWQlyN/19PSwZcsWfvazn/HKK69QU1Mzr2MsTYaLi4uJj49XkRRXr17lypUrDA4Orulx6O3tpbe3l8nJSTXgbW1t5W//9m/ZsmULR48epaKigoyMDP7wD/+Q3bt388ILL3Dz5s0VV4kKh8PcuHGDmpoaNSiVKSuRyAgYj8ejxIrk5GRaW1vJy8sjKiqKUChEQ0MDbW1tdHR0MD09rQSTmZmZFVfhWozI6201gxUpvgwNDeFyucjMzOTo0aM89thjjI2NqYggWcZb7mttbS1nz57l4sWL1NTUzBN+5ECsr6+PCxcu8Prrr6t0ooUEAgElPEt/DmkEHR0dDcye066uLlwuF/39/cumCobDYSYmJujs7CQnJ4cNGzawadMmAoGASr+Li4ub52szPT3NhQsXOHHiBFeuXFGRLg8av9+v/HOkEbWMkIlERpfJtFMpdIyMjKh983g8Ku1Z+sItjNwZGhqiqqqKbdu2Ybfbyc7OXvN2WhIOh5XYKiMD09LS2Lt3L0IIdf9GGrU3NTXR1tZ2x/u0t7eXU6dO4fP5OHToEFu2bFEplTLa5E5Cr9lsVn5KMpV8bGxMCQjbt28nOTlZpXn19vZy5coVqqurP3SGzosR+cywWCzEx8eza9cuJdpJAUimrcrUweXEEZnSNz09raKi5OTDnSLG/H6/EoODwaCaSEhOTiYrK+u2qEuXy8Xrr7/O5OQkBw4coKysjOeee46xsTEGBgbmPWuXQhrl5+Xl4fP5VDS1Fn80Go1GsxruKPwIIXKBfwXSAQP4jmEYfyOE+C/AbwNyivOPDcN4faUrdrvdXL58mbq6On7wgx+wffv2eeaVyyEjUE6fPs3AwIDyjbhTIyjTqSYmJlTDnpiYyKZNmzh48CD19fVr0lEKh8P4/f55Bs7Z2dns3LmTmpoauru7H1iH7G4GXEshvS66u7s5efIkDQ0NtLe3k5eXp6oH2Ww2UlNTVTpLSkoK6enplJSUEAgEGB8fp6OjQ3lvSDNin8/HqVOncLvdJCQksHPnTsrKylSVopWIZU6nk7S0NDIyMvD7/fzO7/zOqsuBP0giz82D2kYZITQ9Pa3+HkZ56EjC4TDDw8O89tprvPzyy6sy7QyHw4yMjPDSSy+RlJTEW2+9Na8E70Iij7nP52NwcFCV8V5LIlP6JKdPn+b06dPcuHGDxsZGjhw5wvHjx0lNTeXf/bt/x7Zt2zhx4gS/+MUvuH79OqOjo3dcjxysTE5OMjU1taSoKM3lYXZwPjQ0xLlz55QPGMDY2Bher3fNTL7lM3B6ehqLxaJS6laKTCvq7++nubmZvLw8VeJbVnyKTM+Qxsq1tbVcv36dpqYmhoeHF122PB5ut5vR0dElBfLIQXkwGFQDLtlGTUxMKK+aO/lDyUiDxsZG8vPzSUhIUNWA0tLS5gn10gNveHiY6upqbty4gcvleqhRjPJa83g8jI+PL3nMIiMhZOrz66+/rqIzZBs8MTGx5H0n/YEi2+mKigoee+yxNWunYfacjI2NUVdXN2+iafv27ZSXl6voSIlM86qpqeFnP/vZHUWoQCDAzZs3GRsbw+PxUFJSwte+9jU2b95MR0fHip49JpNJefdZLBb+5m/+hnPnzs17Tsrnmt/vZ3x8nMHBwTUzqn9YGIbB2NgYDQ0NFBYWqpS2goIC/vAP/3DRcxMKhWhububll19mdHR02XQvmSI7ODioPKu8Xq9KT18s5V62NzJaKCsrC4fDATAvlTiSQCDAtWvXGB0dZWxsjA0bNvC1r32NiooKdQ2sRPyTaZIWi4U///M/5+rVq/dUSVWj0Wg0Hz1WEvETBL5pGMY1IUQsUCWEeGvus782DOO/382K5YyLFAN8Ph/R0dEqDWYp5KAtGAwqE9h78cRZK1HkTkQOvO4nMhrE5XIp083x8XEVSbBwdnW1yFn4W7du0djYyLvvvkt0dDQxMTGqXPT+/fuJjY2lqKiIzMxMZaYrZ+iys7NpampiZGRk3rKlqaff7+fo0aMcPHiQPXv2cPjw4XkdPDlol53upKQkNXs2MTHBzMyMqsixnkSfYDDIxMQE/f39tLa2YjabGRsbo7a2dlUeL/fC4OAgp0+fZmpqioKCAsbHxzl16tQDqRK0EGnmOjk5SUNDA9/97nfvqlJLKBTi/Pnzyp9mscpmshJMWloaDoeD6elpmpubefXVV3G5XKuunncn8vLyyM3NVZEh4XCYK1euMDY2psoFX79+nb6+Pr7xjW9gt9spKSnhN3/zNzl8+DDnzp3jH//xH2lvb1/RMVmtwCurCEYO3leScrBSQqEQAwMDvPbaaxjGbIWw+vp6qqqqVjVoDwQC1NfX8y//8i9UVVXxmc98hry8PGJiYpQR8sTEBD09PVRVVdHV1aUq3MnrazlW80yWFaUiRcXVHrOZmRleeeUV6urqOHDgALt37yYjI0NFkshUqtbWVpqbm+nu7ubcuXPKIHg9PM+kALTS78rn8b1ca0v5w90rsqrXK6+8wo4dO8jOzlaFBSI9ZGB+Zc6pqakVPzMnJiZoamrC7Xbj9Xr5zGc+w7Zt29i1a9dtKbeyCEUoFMLpdGI2m1X6pWEYdHd3KxN66ad05swZzpw5QzAYxOVycfHiRc6dO8fAwMCaHquHwejoKD//+c8pLS1VaeXAkucmFAoxNTV1x/s+FAoxOjrKqVOnaGlpoaCggNzcXLq7u9XzY7FiCYYxW6jj9OnTjI2N4Xa72bdvn4rMu3r1Ko2Njbf9bnx8nPr6ekZHR3G73Xz6059m+/bt7N27VxnJy+VLYV6mvEvvu97eXrX+SO8yjUaj0WhWyh2FH8Mw+oC+uf97hRD1QPZarFx2IGVakNvtXnF6kuyA3U1HUM7Q+nw+Ojs7OXPmDB988MGaRuGEw2FlrhgMBqmurubs2bPU1tbe12ifqakpOjo6+OCDD1RHYXx8nObmZsbGxtassyDPmwx7llVpbDYb4+Pj2Gw25XGSlJSkIh9CoRBtbW2LbosUlerq6lTFpVAoRFZWlhpAA6ryS319PQDl5eW0tLTQ1tamZs8GBwcfeiTLQqanp3G5XFy7do1AIIDJZFLnZmBgQOX730/kgF92UAOBwEMZIIRCIa5evUpTUxMOh4MbN26surpVJG63m6qqqiXFM7/fj9vt5tatW5jNZsbHx2lvb6e3t3dFofarwWq1snXrVgoLCwFUKk9dXZ2KdBsfH6euro5/+Id/YHBwUFWHio2NVT4v+/bto62tjcuXL3P9+nUaGhpuE0vvhfsxkI5c9szMDP39/bzzzjtYLBY16FktU1NTdHZ2Mj09jdPpJC8vT3mtyMiQ7u5uFSW10vSJu+VeBXx5rweDQYaHh28Tfvr7+1XlqrGxsTUR7B82d3OtTU1NMT09jcPhoKur67600zB7f168eJHvf//7pKenY7ValeFzXl4eJpOJqakpmpubGRkZYWRkhJqamiWjyRYiI43dbjcXL15Ugk5OTg4xMTEqZU6mrV67do1gMEhaWho2m42WlhaampqAWQHb5XIpjzwZEffuu+8yOTlJb28vra2tDA0Nrbs057shGAxy7do1XnrpJaqqqnA4HFitVvLz8yksLEQIofzuenp68Hq9qlLena4TWRpepubX1taqFLzlTNSnp6fp7+/n5s2bCCEYHR3F5/Nx+fJl1ZYvvNZlNJYsJiIjg7KyspTFgfze1NSUEsgzMzOB2ZTSlpYWYLbC3cDAwJpVoNRoNBrNR4dVefwIIQqA7cAl4CDwn4QQXwKuMhsVdOfchCV4ULMXoVCI69evc+rUKWJiYmhoaODcuXO0t7ev2TqkN0N1dTVvvPEGQgjef/99zp07R19f35qtZzG8Xi9NTU14PB5iYmJUdNTo6CiTk5NrHnUkZ6ikCDQ9PU1LSwsmk4n+/n7i4uKUcbfE5XIxMjKyaMdUpl/IUuUtLS23pczIgbOsBiMraUgzWulpst46vpOTk3R0dDAxMUFdXR3wy/K0IyMjDyT9Tw4Went7lZH2So2U15ru7m5ef/11rl69yvXr1+/Ju0NGYyyF9FdpaGhgcHCQmZkZxsbGVmWMvVIsFotK0WlubiYYDNLZ2YnL5VLPOXncOzo6ePXVV+nq6mLXrl3k5+crEUB+VxqpL0whWO9IIVfep36//67uSRkpFwgEOH36NAkJCSpSQqbVjo+Pq8Hueq9kJJ9RNTU1uFwunE6nOrd+v19VJRofH1eRHR81ZDv91ltvERsbS1NTE2fPnl3TdlpiGLNl11955RUlysjy3JmZmQgh8Pl8dHV14fF4mJycVG3Natbh9/vp6+vjvffeY3R0lOTk5Hk+Z4BqP4PBIImJiVgsFvr6+hgeHlapj8PDw+rZINv2t956i5mZGSYnJ1ec+v5hYWBggDfffJP4+HhVHCEzM5Ps7Gz1XBkYGFCCr6ygtRKh0e/3MzY2xtTUFFarlUAgcMfnR2T/Q6ZuypRGWXlvMeT56+np4fTp0+oaiIqKuu0aaGpqIhwOK7+gvr4+RkZG1DLcbvcj4d+k0Wg0mgeLWOksnBAiBjgD/JlhGD8VQqQDw8z6/vwJkGkYxn9Y5HdfBb4693Lnmmz1PZKamsrOnTux2Wy4XC5aW1vvybx0McxmMykpKezduxeAuro6VenkfrNY1NT9nN1fzXasdFuEEFgsFjUoWpjqJVM8YDbsW4Z3rwfT4jux8Lg8jHOzHhBCkJGRgRCCwcHBByb+Lizbu9bY7XZ2795NZmYmJpNJGdFXVVUtuo8yrWTDhg1kZ2cr4Ucio+Ta29tX5PvzKHMvz5T1yHp5Vq9HUlNT2bFjB3a7/b6105FEFkSQ4o80S5fCcmQlrrs9R7JKnd1un5fmAyjfmXA4jN1uV9FGcpC/1HpNJtMjfd1E3ifSaF1GAcvy9VLsepCeeZHbtRqhLfIaWFiBVQpLMkUWmBfB+CifZ41Go9GsCVWGYexa7IMVCT9CCCvwGvCmYRh/tcjnBcBrhmFsvsNy1k1rJSNQ7ncnQa5Hz85oNB8dZGU9yUrLNi8nbDwqM/gazUp5UO20RqPRaDQazSPCksLPSqp6CeAfgfpI0UcIkTnn/wPwaaB2Lbb0QfGghBgt+Gg0Hz3uRqTRM7kazXx0+6nRaDQajUazNtwx4kcI8RjwPlADyNHMHwNfALYxm+rVAfzHCCFoqWUNAZPMpohpNJr1Swr6PtVo1jv6PtVoPhzoe1WjWf/o+1TzKJBvGEbqYh+s2ONnrRBCXF0q/Eij0awP9H2q0ax/9H2q0Xw40PeqRrP+0fep5lHHdOevaDQajUaj0Wg0Go1Go9FoPoxo4Uej0Wg0Go1Go9FoNBqN5hHlYQg/33kI69RoNKtD36cazfpH36cazYcDfa9qNOsffZ9qHmkeuMePRqPRaDQajUaj0Wg0Go3mwaBTvTQajUaj0Wg0Go1Go9FoHlEemPAjhHhGCNEohGgRQvzhg1qvRqOZjxAiVwhxWghRJ4S4JYT4P+beTxJCvCWEaJ77N3HufSGE+Nu5e/emEGLHw90DjeajhRDCLISoFkK8Nve6UAhxae6e/JEQwjb3vn3udcvc5wUPdcM1mo8IQogEIcTLQogGIUS9EGK/blM1mvWHEOL35vq+tUKIHwohonSbqvmo8ECEHyGEGfifwMeACuALQoiKB7FujUZzG0Hgm4ZhVAD7gP/33P34h8A7hmGUAO/MvYbZ+7Zk7u+rwP/z4DdZo/lI838A9RGv/2/grw3DKAZGgd+ae/+3gNG59/967nsajeb+8zfALwzDKAe2Mnu/6jZVo1lHCCGygd8BdhmGsRkwA59Ht6majwgPKuJnD9BiGEabYRh+4N+ATz2gdWs0mggMw+gzDOPa3P+9zHZQs5m9J/9l7mv/Ajw/9/9PAf9qzHIRSBBCZD7YrdZoPpoIIXKAZ4Hvzr0WwBPAy3NfWXivynv4ZeDJue9rNJr7hBAiHjgM/COAYRh+wzA86DZVo1mPWACHEMICOIE+dJuq+YjwoISfbKA74nXP3HsajeYhMhe2uh24BKQbhtE391E/kD73f33/ajQPj/8B/D4QnnudDHgMwwjOvY68H9W9Ovf52Nz3NRrN/aMQGAL+aS4l87tCiGh0m6rRrCsMw3AB/x3oYlbwGQOq0G2q5iOCNnfWaD6iCCFigJ8Av2sYxnjkZ8ZsuT9d8k+jeYgIIT4BDBqGUfWwt0Wj0SyJBdgB/D+GYWwHJvllWheg21SNZj0w57P1KWbF2iwgGnjmoW6URvMAeVDCjwvIjXidM/eeRqN5CAghrMyKPj8wDOOnc28PyHDzuX8H597X969G83A4CDwnhOhgNkX6CWa9RBLmwtRh/v2o7tW5z+OBkQe5wRrNR5AeoMcwjEtzr19mVgjSbapGs744BrQbhjFkGEYA+Cmz7axuUzUfCR6U8HMFKJlzTbcxa6T18we0bo1GE8FcfvI/AvWGYfxVxEc/B7489/8vAz+LeP9Lc5VI9gFjEeHrGo3mPmEYxh8ZhpFjGEYBs+3mu4ZhfBE4DXxm7msL71V5D39m7vs6ykCjuY8YhtEPdAshyubeehKoQ7epGs16owvYJ4RwzvWF5b2q21TNRwLxoK5fIcTHmfUqMAPfMwzjzx7IijUazTyEEI8B7wM1/NI35I+Z9fl5CcgDOoHPGYbhnmsc/47ZcNgp4DcNw7j6wDdco/kII4Q4CnzLMIxPCCE2MBsBlARUA79mGMaMECIKeIFZ3y438HnDMNoe0iZrNB8ZhBDbmDVgtwFtwG8yO7mq21SNZh0hhPivwK8wW+G2GvgKs14+uk3VPPI8MOFHo9FoNBqNRqPRaDQajUbzYNHmzhqNRqPRaDQajUaj0Wg0jyha+NFoNBqNRqPRaDQajUajeUTRwo9Go9FoNBqNRqPRaDQazSOKFn40Go1Go9FoNBqNRqPRaB5RtPCj0Wg0Go1Go9FoNBqNRvOIooUfjUaj0Wg0Go1Go9FoNJpHFC38aDQajUaj0Wg0Go1Go9E8omjhR6PRaDQajUaj0Wg0Go3mEeX/D8GUIGwR83o4AAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 1440x1440 with 1 Axes>" ] @@ -90,7 +91,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 1440x1440 with 1 Axes>" ] @@ -102,7 +103,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 1440x1440 with 1 Axes>" ] @@ -114,7 +115,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 1440x1440 with 1 Axes>" ] @@ -126,7 +127,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 1440x1440 with 1 Axes>" ] @@ -138,7 +139,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 1440x1440 with 1 Axes>" ] @@ -150,7 +151,7 @@ }, { "data": { - "image/png": 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tt/Hcc89x+vRpBgYGCAaDTExMpJeILfT1yeZnFxEREREREZHMy/vgByASiaTDB5/Pt+QlUH+ImdHa2kprayuVlZXA75Y/ZTv4WOhhtPAZA4HAkmb8QDJMGh4epqenh4MHD9LV1ZVuWl1aWkpJSQk+n4877riD9vZ2Tp06RW9vL2fOnCEcDjM/P08kEiEWi6W/FodBIiIiIiIiIpK/VkTwE41G071mysvLaWpqwuv1ZqX/zELwU1dXR1FRUbovz9jYWNaDH6/Xmw5jPB5PRnYxc84xNzfH+fPnefHFF+nr6yMSiVBUVERVVRUej4fS0lI2b95MQ0MDHR0ddHd38/bbbxMOh5mbm2N8fJxwOEwoFGJ6eppoNMq5c+eYnp7O0CcXERERERERkWxYEcHP0NAQ4+PjrFmzhpqaGrq7uykrK2NiYiLj9zIz6urqqKiowO/3E4/HmZqaoq+vL+uNjr1eL8XFxRQXF6cbK2cibIrFYoyPj7N//356enqIRqN4vV66uroIBAKsWbOGuro66urq6OrqYufOnUxOTpJIJJidneXy5cvMzMwwOTnJ2NgYExMTPPPMM7z11lua+SMiIiIiIiKSx1ZE8PPiiy9yyy23UFZWRmtrKx0dHXR1dfHmm2+md6vKJDNLz7hJJBJMTk7mJPhZbHJykqmpKebn5zP2nuFwmMHBQZ599llOnDjBtm3bqKur4/7772fdunX4/X58Ph+lpaXpfkoAN9xwQ3o7+3g8zsTEBOPj4/T29l51dzIRERERERERyQ/vG/yYWQvwFFAHOOAJ59z3zOwR4N8CI6mXfs0599NsFHnlyhWOHj3KRz7yEZqbm2lsbOQrX/kKTz31FPv372d2djbry7ByFfqYGc45gsEg4+PjGQ1+IPk5RkZGmJubY3BwkOrqatauXUsgEKCqqorCwsL37O61eMmZx+OhsLCQkpIS7QAmIiIiIiIikuc+yIyfGPAl59wbZlYG/MbM/jF17TvOuW9lr7ykeDzOkSNH2Lt3L11dXaxZs4a77rqL2tpaTp8+TV9fX0Zn/iQSCRKJRHqWS7aZGevWrWPXrl08+OCDXLlyhe9+97uMj49n5f6xWCw9o6i/v59HHnmEn/3sZzQ3N9PZ2UlXV1d6BlBVVRWJRAKv10sikWBqaorBwUF6enqyurW9iIiIiIiIiCzd+wY/zrkhYCj1/bSZ9QJN2S7s3fr7+3nqqaeYnJzkvvvuo7S0lMHBQebm5jLaZ8Y5R39/P8FgkNbWVnw+H6FQKKshh5nR0NDAzp07ueWWWzhw4AC//vWvCYfDWbvnQqiVSCS4ePEi+/fvJxAIUF5eTk1NDdXV1RQXF7Np0ybi8TjFxcWEw2EuX77M+fPnOXToUE6XvomIiIiIiIjIh/ehevyYWRuwDTgE3AZ80cz+CDhCclbQlYxXmDIzM8Px48cpLCwkGo0SCAR49dVXGR8fz2jwk0gkOH78OM899xwXLlzA7/fz2muvZW32zQKv1wvA2NgYP/7xj7l48WLOgpWF5s9mxujoKMFgkMLCQgoLCxkcHCQWixEIBJifn+fKlSuMjY3lZJczEREREREREVka+6D/8W5mpcAvgUedc8+aWR0wSrLvz38FGpxz//oqP/cQ8FDq8CNLKdbj8VBbW0tLSwsej4dTp04xNTWV8QDCzGhpaaGlpQWv18vRo0eZmprK6D3efb/Ozk62b9/O+vXreeKJJxgeHl62YGWhufXC9vLOufRSr2g0SiQSyXjvIRERERERERG5Zr9xzt1ytQsfKPgxswLgBeAl59xfXeV6G/CCc27z+7xPRpKMhabC2QxGFjc0ztWW5Qv31BbpIiIiIiIiIvIh/N7gx/N+P2nJ9OOHQO/i0MfMGha97H6gZ6lVflC5aLq80P8mlyHMwj1FRERERERERDLhfWf8mNlu4FfAcWAhlfgasA/YSnKpVz/w71KNoP/Qe40AMySXiIlI/qpB41Qk32mciqwMGqsi+U/jVFaDVudc7dUufOAeP5liZkd+3/QjEckPGqci+U/jVGRl0FgVyX8ap7Lave9SLxERERERERERWZkU/IiIiIiIiIiIrFLLEfw8sQz3FJEPR+NUJP9pnIqsDBqrIvlP41RWtZz3+BERERERERERkdzQUi8RERERERERkVUqZ8GPmd1tZqfM7KyZ/WWu7isi72RmLWb2ipmdNLMTZvbnqfPVZvaPZnYm9WdV6ryZ2f9Ijd23zOzm5f0EItcXM/Oa2Ztm9kLquN3MDqXG5P81M3/qfGHq+GzqetuyFi5ynTCzSjN72sx+a2a9ZvZP9EwVyT9m9h9Sv/v2mNn/MbOAnqlyvchJ8GNmXuB/Ap8AuoF9Ztadi3uLyHvEgC8557qBW4F/nxqPfwnsd851AvtTx5Act52pr4eAx3Nfssh17c+B3kXH/x34jnNuA3AF+NPU+T8FrqTOfyf1OhHJvu8BLzrnbgRuIjle9UwVySNm1gT8GXCLc24z4AU+h56pcp3I1YyfHcBZ51yfcy4K/D3w6RzdW0QWcc4NOefeSH0/TfIX1CaSY/JvUi/7G+Cfpb7/NPCUS/o1UGlmDbmtWuT6ZGbNwKeAJ1PHBtwOPJ16ybvH6sIYfhq4I/V6EckSM6sA9gI/BHDORZ1zE+iZKpKPfECRmfmAYmAIPVPlOpGr4KcJuLDoeDB1TkSWUWra6jbgEFDnnBtKXboE1KW+1/gVWT7fBb4KJFLHa4AJ51wsdbx4PKbHaur6ZOr1IpI97cAI8L9TSzKfNLMS9EwVySvOuSDwLeA8ycBnEvgNeqbKdULNnUWuU2ZWCjwD/IVzbmrxNZfc7k9b/oksIzO7Bxh2zv1muWsRkd/LB9wMPO6c2wbM8LtlXYCeqSL5INVn69Mkw9pGoAS4e1mLEsmhXAU/QaBl0XFz6pyILAMzKyAZ+vydc+7Z1OnLC9PNU38Op85r/Iosj9uA+8ysn+QS6dtJ9hKpTE1Th3eOx/RYTV2vAMZyWbDIdWgQGHTOHUodP00yCNIzVSS/3Amcc86NOOfmgWdJPmf1TJXrQq6Cn9eBzlTXdD/JRlr/kKN7i8giqfXJPwR6nXN/tejSPwB/nPr+j4HnF53/o9ROJLcCk4umr4tIljjn/pNzrtk510byufkL59y/Al4BHki97N1jdWEMP5B6vWYZiGSRc+4ScMHMulKn7gBOomeqSL45D9xqZsWp34UXxqqeqXJdsFz9+zWzT5LsVeAF/to592hObiwi72Bmu4FfAcf5Xd+Qr5Hs8/P/gHXAAPDPnXPjqYfj90lOh50F/sQ5dyTnhYtcx8zsnwJfds7dY2brSc4AqgbeBD7vnIuYWQD4W5J9u8aBzznn+papZJHrhpltJdmA3Q/0AX9C8n+u6pkqkkfM7D8D/4LkDrdvAv+GZC8fPVNl1ctZ8CMiIiIiIiIiIrml5s4iIiIiIiIiIquUgh8RERERERERkVVKwY+IiIiIiIiIyCql4EdEREREREREZJVS8CMiIiIiIiIiskop+BERERERERERWaUU/IiIiIiIiIiIrFIKfkREREREREREVqn/DxOOCc/tgNCJAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "<Figure size 1440x1440 with 1 Axes>" ] @@ -162,7 +163,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 1440x1440 with 1 Axes>" ] @@ -174,7 +175,7 @@ }, { "data": { - "image/png": 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\n", 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CmJgYrly5Qn9//yNZfTKZTMTGxpKfn4/FYsHv999zP2azGYfDQW5uLvv378dms3H06FHOnz9/xyRaCIHJZMJkMuH3+x+a4WyxWIiNjaWgoICsrCw8Hg8VFRX09/c/lO0vhMlkIjw8nD179vDZz36W4uJiYmNjCQ0NVRE2WVlZxMXFAXDs2DE6OzsfebuCMZvNREZGqj4xMjLC5OTkskxchBBs3ryZkpISIiMjCQkJuWNyfj+YTCasVitut5vw8HA8Hg95eXmsX7+eTZs2ERERgdvtxm63EwgEMAwDIQR2u53a2lomJiaor6+fc8/KPmwyzRQrXEx/eFIwm83ExcWRmZlJZmYmbrebqqqqR9Ingvt1IBBQ5/dRIa91WFgYbrebiIgI8vPzKSkpoaSkBI/HQ3h4OE6nU10zIQQ2m42WlhZsNptyaMs2308kntVqZeXKlaxcuZLIyEgmJiYYGxujvb2diYmJe27PZrMRFxfHzp07eeONN9iwYQORkZFYrVaVIiXH/e7ubsrKyhgdHV1wm8HXwufzPdb71WQyERoaSmJiIkVFRbz44ou43W6qq6sZHBxU6YZPSx+Sz8Pf/M3f5IUXXiAkJIT+/n4iIyPva3sPwyZ43LhcLgoKCti3bx/x8fH4fD4aGxtpbm5e1D3+NGEymUhOTiYnJ4esrCzi4+Pxer3cuHFDPQPmQ/Y5eW2fpueERqPRaDQPwiMXd14IIQShoaEUFxcTExNDa2srjY2NdHd3P/Dq7mKRjhCn00l4eLh6PxAIMD09jc/nQwhBf38/09PTi3JIWa1WrFYrTqdzXsPxYbY9PDyciIgIBgcHqaqqWnCVSwjB6tWr2bx5M3v37mX37t20t7dz+fLlO9opo2KSkpLweDy0tLTQ2dl5z4nMUrDb7Tidzkd+niQmk4moqCj279/Pf/pP/4m0tDSVWmIYhjp3JpOJnJwcCgsLqa6upru7+7E5XaROVHCfqKuro6enZ9miW9ra2vB6vbjd7oeyPbvdTkJCAqtWrWLHjh2sWbOGxMRE4uPjcblceL1evF4vnZ2dtLe3c/36dcbGxnC5XGzatImmpiY1WZcIIYiMjCQ2NhaPx4Pf76e2tvaxOBMfFjL9MCwsTDkiH8U+PB4PCQkJREREMDw8THNz8yPTbLLZbCQkJJCbm8uWLVsoKSkhKSmJxMREXC4Xo6OjeL1eent7qays5OrVq4yOjuJyuVi3bh09PT20tbUREhLCrl27SExMpKuriwsXLtDf37/oBQKz2UxsbCxf+cpX2LVrF1FRUYyMjGAYBv/2b/9GR0fHgs4ki8VCZmYmBw4c4Gtf+xppaWmYzWZg5lkh22GxWFi5ciXr1q1T0UR322ZoaCgej4fY2FgiIyMpLy+nv7//sY01VquViIgIcnJyWL9+PRs3bsRqtZKVlUVNTQ1DQ0NMT08/FZNiqbf0mc98hj179hAeHk5paSkffvghp0+fXtI5tVgsyiYICwtT7z+ITfA4EEKQnJxMamoqbrdbRVK7XK4FHSFLJdhpIvcr9bIe5+KEEIKcnBxWrVpFfHw8DocDt9s955rN9xuPx0N8fDyRkZF4vV6ampoYHBx8bO3WaDQajWa5WDbHj3T6ZGZm8u///b/H6XRy+vRpjhw5Qmlp6SN3/EgBxKioKJKSkkhLS2PFihVzVpRHRkYYHx/HZDJx+fJlenp66O/vv2cIsc/nY3R0lNbWVkZHR5dkOEsDbTEGVHh4ODk5ORQVFS1q23a7ncLCQl577TUyMzP58MMP+dGPfsSRI0fmTKJDQkLIysriD//wD9myZQt2u53Dhw/zs5/9jBMnTjy0lKzJyUkGBwdpb29f8vVeynmShIeHU1xczB/+4R+SmZmprvXAwAA1NTVcunSJsbExQkNDsVqtfPTRRzQ2Nj5Wp4/T6SQ3N1f1iePHj3Po0KFlS2sKBAKcO3eOQ4cOsXfv3gcOn7dYLCQkJHDgwAHWrVvH2rVrlUYKQEdHBzdu3KCuro7+/n7a2tq4fv064+PjuFwuWlpa6O7upqqqas75SEtL4/d///fZtGkT0dHRdHV18c477/BP//RPjz1V70GYnJykr6+PW7duLalPBEcn3O1+NZvNpKWl8Sd/8ids2LABl8vFjRs3ePfdd/nJT37y0M+T2WwmMTGRvXv3UlxczJo1a8jIyFBOrc7OTqqqqqivr6e3t5euri7l+HE6ndTV1TE6OkpNTQ0hISHs3LmTvLw8Ojo66OnpwefzMTIysuh70mw2K0dzSEgIPp8Pl8uFzWa7p5MtPj6eF154ga9+9aukp6ersaOjo4MrV65QX1/P9PQ0DocDq9XK0aNHGRgYuOvYL7f30ksvUVBQgNVq5Tvf+Q7//M//TF9f32MZc+x2O7GxsaSmppKRkUF0dDSBQICwsDAVxfQ0IJ2+u3fv5s///M+Jj4+ns7OTX/ziF7z//vvcunVrUduRNkFMTAzJycmkpKSQk5OjrvXExASjo6OMj48jhODKlSt0d3cvyQH5KJERMKmpqcrZ8zDvI5kq+dxzz5GUlMT4+DghISFEREQwPT3NxYsXOXv27GNLsZKacLc7ou6GyWQiNTWVP/7jP2bjxo2Eh4dTXV3Nu+++y1tvvfVUPSc0Go1Go7kfls3xYzKZsNvtuN1ulWqTmppKcnIyDQ0N3Lp165GtNAohVKRMXl4excXFZGVlsXLlSkwmk6o2NTIywtjYGCaTiYiICKqqqrh06RLDw8N3NfQMw8Dr9apIjYWcJDabjcTERDwejzLQYmJi8Hg8fPzxx4yMjCxoUErNDLnyvNDx2mw2srOzycjIYHx8nGvXrnHu3DnOnz8/Z1XaYrGQlZXF7/7u73LgwAGioqIQQrB161ba29upqamhpaXlXqf4nhiGweDgIE1NTTQ0NNzzPEktkKmpKWw2G9HR0YSEhHDkyBG8Xu89DVyz2UxycjLbt28nOzsbk8nE1NQUFRUVnD59mpMnT1JeXs7U1BQWiwWbzUZXVxder/eBj3WxmEwmHA4HERERxMbG4nQ6SUtLIyUlhfr6erq7u5dl9b23t5fvfOc7jI+PEwgE7uucCCFwuVysXbuWL33pS+zevRun08nk5CTNzc10dHRQVVXF+fPnaWlpoa+vj6mpKSYnJ5UGi8lkorGxEZ/Px9jYmLpnQkJC+L3f+z1ee+014uLisNlsREVF8cILL3Do0CFqamqeiqgFwzDo6+ujqamJ5uZmpqam5v2e7M/JyclERUUxNjam9JGsVivHjx9X0SwSGcH37/7dv+Pll1/G4/FgsViw2+0MDg5y/vx56urqHtqxhISEsHbtWr7yla/w/PPPq8nhrVu36Ozs5MaNG5w/f57m5mYGBgYYHx9nenpa9WV5rWUqmow8TE9PJyEhgdOnT6t7ZCmpGsFpHjLF6l5I3ZiNGzeSlpamxo7z58/z8ccfc/bsWZqbm/H7/ZjNZux2Oy0tLXedSNrtdl577TVef/11ioqKVKTp/v37OXXqlKoq+CgIToUMBAKMjY0xOjrK2NiYch4G/3sacDqdrFixgldeeYW0tDT8fj83btygurqa3t7eRd0bQgjcbjdut5vVq1ezdu1asrKyyM3NVTbBxMSEWgyCGWHhyspKLl68yMjIyBOhISTtgeBrJ+/zBykWINPY33jjDX77t38bt9vN9PQ0VqsVh8PB5OQkK1asUML09+MIC27zYtopxeFtNtuce3q+6yCv7+///u/z6quvEhUVhcViITQ0lKGhIU6fPv1Qxz+NRqPRaJ5Els3xY7VacblcxMbG4nK5cDqdxMfHk5iYiNvtfiQVjWQ4eHJyMs8//zxpaWnKGSJFP+V+/X6/CusGSExMpKGhAZvNRmVlJd3d3Xc1zuXv59NskJO2mJgY1q1bx+bNm4mLi1P7DQ8Px+fzceHCBTXhne88yIgpGXIeGho6x+AJrpCUnJysUrxWr17N5OQk165do7S0lL6+PrV9h8NBdnY2e/fu5YUXXiA2NlY5lVJSUti0aRMNDQ309fU9lJQvaaTNpx8knSCxsbEUFhayfft2oqOj8fl8WK1WQkNDGRkZ4fLly4sSZ5XRZSUlJTidTnw+H+Xl5fz4xz9Wk1650i4nR49bc0OmB8bExMzpEwkJCYSHhy9blS+fz0d1dTXvvPMOFouFzs7OJU9yQkJCyMjI4JVXXmH37t1Ki6GyspKmpia6urpobW2lra2NsbGxOeXMg485WKfCbDYTERHB1q1b2b9/P8nJySp6w+12s2rVKvbv309HR8cdjpAnEZkq4ff753VmSE2WuLg41qxZo/rE1NQUDocDu91OX1+fipqRky+r1Up8fDzbt29n//79xMXFqUpp0dHRFBYWsnfvXjo7Ox+Kw8Fut5OUlMQrr7zCnj17GB0dpbS0lJqaGurq6pTYbltbG6Ojo3PSZYKPWUZWWCwWpqam1HFGREQQFxeH2+2mt7d3Uf1Cjof348wICwtjzZo1rFy5kpCQECYnJyktLeV73/sely9fpq2tTd1fcuy4myPb6XSydetW9u3bR2FhIR6PR01ac3Nz2bt3L8PDw9TU1NzV8Xc/yMWL9PR0oqOjsdvtKrolNzeX6Ojop8bRE4wQgvj4eDZt2sSmTZuw2+1UVFTw85//nIqKikVpLEmbYOfOnaSlpZGTk0N6ejqRkZFERkbOaxMYhqEWqcxmMzdv3qSnp+ehpkI/DEwmE9nZ2axZswar1Up/f/+SKtlZLBbi4+NZvXo1u3btYuvWreTn52O1Wufc736/n8985jMMDg7y3/7bf6O3t3fRbZRV8goKCvD5fPT29tLb23vPiMfw8HBWrFhBbGwsdrud8fFx2tvbaW9vn/N8slqtxMbGsm3bNl566SXi4+PV+BcVFcXatWvZt28f3/3udx/rQo9Go9FoNI+bZXH8yKpFsoSs0+lUJX09Hs8j07eQq95r167l5ZdfJj09ndjYWNxu94KTAsMwiImJIT09nba2NuXUuT2NS662TU9PMzg4yODg4JzP7XY74eHhJCQk8Nxzz7Fz506Kiopwu91qVdFkMnHr1i0cDsc9BQrj4uJISkrCbDZTU1PD+Pg4DoeDyMhI5TCIj48nLS2NwsJCMjIyGBwcpLKyksuXL3Pz5k01uQgNDSU7O5tdu3bx4osvkpGRMaeMdlhYGCtXrmTjxo0cO3bsgQxcWbFqYmKCgYEBhoeH55yn0NBQIiIiSE1NZdOmTTz33HOUlJTgcrmUsen3+2loaMButy/qXrHb7cTExJCamorZbGZwcJBPPvmEQ4cOUV9ff4cWx3KIi9tsNtxut+oTcpLr8XgICQlZ1onZyMgIV69eVUb+UpwoNpuN1NRUtm3bxs6dOwkPD+fdd9+ltLSU6upqFVklI4oWQu5XRn2tWbOGz3/+8+Tk5MxJ2ZHG/q5du3jnnXfuq2z340T2ibGxsTv6hHTyRkREkJGRwcaNG9myZQvr16/H5XKpCJmpqSlu3rw5p084HA6SkpIoKSnh9ddfJysra07J9NDQUFJSUti+fTvvvvvuA098pJNp69at7N69m/DwcH7xi19w+fJlamtraW9vV5GUi3EeSmeYz+dTY5U81snJyUXfi7JvhYaGYrFYltSXQkNDSUpKIjY2FoChoSEOHjzI4cOH6e7uvsNBM999Jh0MhYWFvPHGGxQVFREVFTUnWtPj8bB161YV9fawHD9ms5mQkBB1nTMzM3G5XGphICYmhsTERHVOniYHUFRUlFoYSEpKwuv1cvLkSU6dOkV7e/s905LNZrOa/MuIodjYWMLDw+9pE8TGxpKenq4quclIxOV2MAfvX+r6vfLKK+Tm5lJdXU1NTQ39/f0MDQ0t2Ael02jjxo3s3LmT3bt3K6exPC/BkcLp6ens3buXf/zHf5yzoHQvLBYLHo+HPXv2EAgEqK2t5fr169TU1CzYPmkjREZGYrFYGBkZoba2dk56tsPhID4+npKSEj772c/eMf7J8XHHjh389Kc/XXJqvkaj0Wg0TxPL5viRosrSwJJhu+Hh4YSGhqoJ5v1s22KxKAeM3IYUTs3KymLdunWsWrWKqKgoHA6HMr5l5ElwaLT8rc1mw+PxUFRUpPL8ZYqCjAqKiIjA6XQyPj5OfX09DQ0NKoJETh5ycnIoLi7my1/+Munp6dhsNrXCPz09zcjICIODg/eMNrFYLKSmprJ27VrS09M5fPgwdrudrKwsiouL2bJlC0VFRaSnpytDp66ujuPHj3P06FEqKirmrMqlpqayf/9+9u/fT1FR0RynD/zSQE5NTSU0NHTJ1yUYWbFqYGCA+vp6mpqalEPH5XKRkZFBbm4umzZt4uWXXyY1NRWr1arO0+TkJF6vVxmuizHUZGUhu92u0swOHTpEQ0PDE7FKG9wn5KRMapKEh4cTEhJy330iOCUwOJJmKb8XQtxXOWDZb0pKSnj11VfJysri6tWrvP3229TW1jI+Pn5fhnZkZCTFxcV87nOfU9XpbhccdTgc5OTk4HQ67/vcPS5kZcOOjg7q6+tpbW1VfSIsLIzMzEzy8vLYsmUL+/btIzk5GavVis/nU31ibGyMoaGhOWNHfHw827Zt45VXXmHXrl1zJj3wSzHx7OzsOZXt7gfpXFmzZg1vvPEGK1eu5PLly/zkJz+hsrLyvqOuZFSB1J0ZHR2lpaWF3t7eRVUqkseYlpZGZGTkop3FEpm+Jcfqnp4ePvzwQzo6OhZ9T0nR5C996UscOHCA6OjoO1J0rVYrGRkZREVF3XGd7gf5LPR4PMTExFBUVMTOnTuVzpJhGErI2OVyzXEWysWYxThjlwshBPn5+ezevZvNmzcDUFVVxYcffkhzc/M9xysZaZKdna1sAvlsWopNsG7dOsbGxtQzKdgmeNzIiKRAIKD0b3Jzc0lMTKS3t5fy8nKOHTtGTU0Nly9fXlCHyu12c+DAAfbt28eaNWuIiooCwOv1Mjk5ycTEBNPT01gsFiIjI5V21lL6lhBCCYzv3r2b0NBQqqqqCAsLU0UF7va7mJgYIiIicDgcBAIB+vr6qKiooL6+Xt2zsbGxbN26lVdffZU9e/bMO/45nU41/mk0Go1G8yyzLI4fwzCYmppicHBQibXKKi9paWkkJSXhcrnmRMzcLuA3n8EtVzajo6NVJaqhoSH8fj92u53k5GR+/dd/XYkTBhvefr+f/v5+RkZGlACow+GY4wCx2+1s2LCB2NhYYmNjcTgcVFVV0dzcjNlsZtWqVWRkZOBwOBgdHVUOBbvdzvr163nhhRfYsmULWVlZJCcnAzOpK729vQwODnLr1i1KS0tpbW1lYGDgrqvZUswyOjpaRU392q/9GrGxsSQnJ7N27VoV/izP9ZkzZ/j+97/PhQsXuHXr1hxhXIvFwvbt2/n85z/PqlWrsFgs+Hw+dewPcwXYYrFQVFREUlISjY2NeL1e1Ra73c7WrVt55ZVXKCoqIi0tTZVVn5iYoKOjg+HhYerr66msrFT6IEuJHJDflauzT4ozQOpKDQwM0NraSk9PDwkJCYSFhZGenk5iYiKhoaFzIkGC+8TdKqpIh2pUVBQej4empiaGh4eXNDGR6ShDQ0NLFsCMj49nzZo17Nixg4KCAtrb2/n2t7/9QE4fs9lMTk4OL7/8Mm+88QZOp1NNQJ4mbRKJxWJh/fr1JCQk0NHRwejo6Jw+sWPHDl577TXWrFlDamoqMTExwEwqlOwT1dXV3Lx5k6amJoaGhjAMA7PZTFFREa+//jp79uzB4XAoXQ5YuqbGvYiJiSEvL48dO3awfv16urq6+Pa3v01VVdUDOX2sVitut5ukpCTVByYmJhbtxJQpcvHx8YSHhy9ZuDh47JApP0uJ7JDOuxdeeIFf/dVfxel0qpS+xQrTLhUhBHa7nfj4eA4cOEBhYSGrVq1SQtLT09MMDAxgtVqVTgrM9K28vDxaWlrw+/3U1dUtKW3nceJwONiyZQtbtmwhMjKSnp4evvOd73Du3DkmJycXFDeWjuHU1FS++tWv8txzz5GYmDgnyvZ2m8DlcqkUOYndbmfTpk3ExsYSHR1NaGgo1dXVNDc3P/Ljn4/h4WEGBweZnJxU/dxkMhEeHq6ijTds2MCtW7f4y7/8Sz788MN5I8vMZjPbt2/nq1/9Kvn5+eoenZqa4vDhw1RUVFBbW0tXVxcJCQl87WtfY9OmTUtur8ViYePGjbzyyiusXLmSiIgI9dy/dOkS169fn/d3VquVDRs2EBcXh91uZ3h4mNbWVq5cuUJPT486hqKiIl577TX27dtHSEjIXcc/jUaj0Wg+DSyb42dyclKV8K2qqlJRDXFxccTFxalUJ7/fj81mw+l0qjD96elpuru750xeZepYQkICBQUF2Gw2BgcHGR0dVZEkiYmJrF27lri4OGXgSUPe6/Vy/vx5GhsbSUlJITMzk5SUFDwez5y2u1wuMjMz8fl8TE5OIoSgtbUVmNExsdvtyqEkJ6Hx8fHs2rWLnTt3kpubi9PpBGaMqMbGRi5evEhzczPNzc1cvXqVwcHBBSfnHo+HP/iDP2Dfvn3k5OQobZ7f+73fU/vs7++npqaG6upqJZp75coV5QgLRlZaCgsLw2Qy0dnZycWLF9m+fTuRkZHqPMl/D4rT6Zw3QiMxMZH9+/ezdetWUlJSCAkJAWYqHdXW1nLy5Ek6Ozupra3l5s2bDA4OLkrYGX45Sa6vryctLQ23201+fj7Nzc2Lihp41Ejx0O7u7jv6RGJiIjExMTgcDrxer+oTLpeL0NBQzGaz6k+39wlp7Ofn52Oz2ZQ+02JTZEwmE1/84hdZsWIFb775Jjdu3Fh05I8QgqysLDZu3Ehubi5CCG7cuMGlS5ce6JybzWbl+HQ4HPj9fn7+85/z3HPPER0dPWdV90mNVrid0NDQOSKlMHPuk5KSeOmll9i6dSvx8fGEhISo8VNG8MnqWHV1dQwNDSmhWYfDocTirVYro6OjHDx4kF27dhEZGTlnDHzQ+18IQUZGBiUlJaxZswabzaau9YOkT8jIivDwcFJTU3E6nXi93iWNRzLyJSwsbM74vFhGRkZoamqio6MDj8dDZGQkBQUFNDQ0LCodSzoZEhIScDgcGIbB6dOncblc5Obmqmibh1UOO3h/69evZ+/eveTn5+N0OhkdHVWRKdeuXSM8PJyUlBRSU1OJjY3FZDKxatUqxsfH1bNWlnVfToJFqeU9sWfPHvbt20deXp6KmMzMzFRO1Lq6OpXWdDvyfkhKSmLNmjXq2GGmP/h8vjk2QWpqqlqwkc9EicvlIisrS0XbmEwmWlpaHvszRTp18vLyVJVEeTySkJAQJZT+/PPPc+XKFTo7O+c8N4QQpKSk8LnPfY74+HiEEAQCAYaHhzl27Bh//ud/TltbG9PT08TFxZGcnExiYiIw88yRDvjFPl/i4+NVJLHs64mJiWRlZVFZWXnXPuF0OpUTNxAIMDk5yejoqDoWGe3m8Xiw2WxMTEzw/vvvs3PnzjnaWvD0PCc0Go1Go3kQlk3cWa6adnd309jYSEFBAaGhoTgcjjsibeLi4sjOziYpKQmn00l/fz+HDh1SK9tyRVhGu6xfv54bN26oFJe0tDQ2bdrEzp07ycrKUo6X6elpGhoaqKiooKqqip/+9Kd0dXURExPDypUr2b17N7t27SI6OloZe9JgzMzMZHx8nM7OTj755JN5Iw1MJhNpaWl8/etf56WXXiIlJQW73Q7MOCI+/PBDvvOd71BVVcXQ0JDSrbhbZQqJ2+2msLCQ5ORkhoeHaWlpIT8/H4vFgmEYjI6OcuzYMd59913OnTvHwMCAWiGfzxjLzMzkueeeIyYmZl5dIWkIy9LaQ0NDS7/gt50Xea5MJhM2m42MjAz+9E//lFdeeYXo6Gh1LENDQxw6dIh//Md/pKamRgn/Tk9P3/M8BTM+Pk5raysVFRVs3bqVyMhIXnrpJZWCshyl0m/H7/czOjpKV1eX6hMhISE4HA5sNtucCKz4+HhycnJISkrC4XDQ1dXF8ePHVUSQ1WolMjKS9PR0Vq1aRWFhIVVVVUsWuLVYLDz33HOsWLGCo0ePUl9fv2jHj91up7i4mM2bN5Odnc3k5CQVFRW0trY+kKGdmJhIUVERq1evxmw2z+vEkv3g8uXLDA4OPvGG/e1OUJvNRmZmJn/yJ3/C66+/TmRkJGazmUAgQH9/P0eOHOEf/uEfqK2tZWJigsnJSaanp+c4D1JTU9m4cSPp6el3dXbIqIbS0lI1nt4PNpuNgoICNm/eTF5eHoFAgGvXrtHW1vZAaS8yijMiIgK3273kaB2r1UpKSgolJSWsXbtWVdCCu0fJ3c7IyAg3b96koaGBvLw8oqOjefXVVzl79ixdXV33jBp0Op3k5OSwbds2Na7djnTmlZeX097e/kDjkcViIS4ujnXr1rFr1y7y8/OJjo5WqTDNzc10dXVRUVFBbGwsa9euVakz8n/5XldXF7W1tY9d6D74WBITE8nLyyM7O1stBoSFhbFnzx7y8vLUuBgbG8tv//Zvs3fvXgYGBvi3f/s3ent773D8mEwmVqxYwaZNm3j++efvsAnq6uqUTfDuu+/S2dlJbGws+fn57Nmzhx07dhAdHU1ERIRqY3h4OFlZWcomOHTo0GONJjWbzTz//PO8+OKLc86JfIZ6vV7Cw8NV2qvD4eCzn/0s9fX1/OQnP1EVI2X62+c//3l27dpFREQEgUCAtrY2PvroI775zW/S2NiI3+9HCEFRURGvvPKK0r+Kjo4mNjaW9vb2RT0npqenKS0tJTk5mZUrV6oUw6ioKFasWLFg1FawHTE1NaVsA0lKSgobNmwgOztbpf7ffg8HAgEGBwfV+KfRaDQazbPMsjl+gDl6LXJFMTiXXjpuCgoKKCkpISsri5CQEJqamjh79qwqdy6jIgoKCli3bh05OTmcOXNGReQkJCSwatUq8vLylOHo8/kYGhqisrKSI0eOqDQJqd8zNTWl9FXy8vKIiIiYk99vNpvnrG5JpCPD4/GQlZXF5s2bVcUhq9XK5OQkQ0NDXL58mW9961tcuXJFRfcsJXXAZrPR3NxMWVkZDQ0NfP3rX1ercxaLRa3W9vT0LJiWIFNJcnJyVH6+x+Nh8+bNhIWFATPGY21tLR999BHvv/8+w8PD933Ng5HCovn5+axbt44XX3xRVZcZGxujp6dHnSdZqWixmj634/f76erqory8nL6+PpKSksjLyyMlJYXGxsYnwvEDc/uEnDAHl502mUxYLBZWrVrFpk2byMzMxGazcfPmTS5duqQigmQ1t1WrVrF+/XpSU1M5e/YsExMTS9JFcrvdFBUVqXt+KXg8HiUqbrfbVcTVg0QPWK1WCgsLKSwsJD4+HpiZ9Gzbtk2JfEoNp4sXL/Lmm2+qtMknHakFFhcXx9q1a1Wf8Hg8GIbB2NgYHR0dXLhwge9973uUl5fftfKf1Wpl8+bN5Ofnq6jFkJAQtm3bRnh4uBKT7+jo4NSpU7z11lsPNPGJjIxk9erVSlOpr6+P2traB44UsVgsOJ1OIiIi7ogSvBfB1YI2b97MihUr1AQ/EAgwNTWl9FgW6g8+n4+6ujqqq6vZunUrUVFRFBQUkJCQoHTe7obZbCYhIYGtW7eSmZmp2rV69WqVhinbc/nyZX74wx9y8+bN+x6PZFrZ888/z8svv6z2U11dzYULF3jvvffo6OjA6/UyNjZGfHw8hmGQmJhIYWGhcrQlJiYSCAS4ceMG586dUwsHj5vw8HBeeukl9uzZQ05Ojlo4sVgsREdHExISwtTUFKOjo4yMjNDY2Eh5eTmlpaWUlpbS1dV1xzalM2nVqlWqUhvMXOfBwUGuX7/OkSNHqK6uVjaB1LMJCwvD6XSSl5enqo/CwjbB48LtdhMeHj4n2sfv93P06FFKS0vZsWMHJSUlqt2y2EGwfpzVaiUzM5OXX35ZjTu1tbUcPHiQb3/72zQ3N6uxVEYk5uXlqesiq+8t1tEeCARoamri9OnT7Nmzh6ioKBXFervOYDDBC22BQIBbt26pKGB5HJs3b1ZajjDjnN6+ffucYhodHR2cPXuWH/zgBw/k+NZoNBqN5mlgWR0/gBI1Dg7bl06fsLAwEhMTeeWVVygoKCAmJkZ9x263q4d3cnIyRUVFbNiwgdWrVxMSEkJbWxtms5mMjAzWr1/P+vXrSUlJURPokZERZQyfOXOGrq4ulQIzNjZGV1cXTU1NNDQ0kJCQoFbDZJuHh4dpa2ujq6vrjioaHo+HTZs2kZSURGFhIWlpaZjNZjo6OmhoaKCmpoajR48uORrBZDKRmppKSUkJgUCAs2fPcvToUZqbmzGZTKxevZrVq1eTkpJCbm4un/nMZxgdHeWTTz65qyZSbGws27dvJyoqShmssgKWDKHu7e3l4sWLnDlzhpqamkVP5ux2u0rr8vv9c7QiTCYTKSkpbNu2TWlPJCUlAajzXllZyalTp5Rz7EEZGxujs7OT4eFhkpKSiIqKIjk5mYiICGUwLjfBVYyC7wupdSJTt15//XVWrVpFTEwM09PTjI2NqVQhwzBISUmhuLhYhf6bzWZVPnuxxykFvRMSEujp6VnyZEa2NTw8nNHRUZWi9yDRN9HR0cq5G1z9Ly4uTqUXeL1e6uvrOXLkCFevXl20LpGc9MpV8a6urscaKSSEID09nR07drBu3Try8/NJTEzEMAzq6+upq6ujsrKSM2fOUFpaysjIyF23FRsby5YtW0hOTlZixmazWZ2nQCDA0NAQN27c4Pjx41y7dm3RE3upCyPPf2dnJ263m/j4eCIjI5menqa2tnbBNI3Fng8prBwaGrqkaJ9gbaCioiLWrFlDUlISNptNOXx6e3vp6elRUZYLTfoGBwfp6enB6/USHR1NdHQ0qampyml8t9/KNKCNGzeqaCP5jJD4fD66uro4cuQIV65coa+vb9F9VBZECNbgCgkJITMzU5W6rq2tpby8nAsXLnD16lWV7isFs6XGnN/vV4LAUhcsLi5ORQsth+NHTuIjIiKIj49XCyuyAITX66WmpoarV6/S1NREa2urKhjQ399/hwMtIiKCpKQk1q9fz7p160hOTlY2gdTKOn/+PGfPnqW7u3tem6CpqWlem2BoaEjZBI87wjC4qIV0ikibqqmpidLSUnJycpienlZtlhX4ZDEBv9+P0+lk165d5ObmqtTgixcvcujQIaqrq++oUhpc8h5QqYR3u3/l9ywWi4piHR0dpaOjQy3kye8ttNBgMpnUuCbH/L6+PiYnJ1UV1s2bN5Oamrrg+Hfz5k2OHz9OeXn5A41/2mGk0Wg0mqeBZXf8wJ0aEzIU2WazUVhYyAsvvEB8fLwyElpbW7HZbGpVKCcnh3Xr1lFcXExqaip9fX309PQQERHB2rVr2bhxIwUFBbjdbrUPr9dLY2MjN27coLa2Vk0OpSEhK0jJVbzg1aWJiQlu3bpFRUWFqtwVrD8QHR1NSUkJhYWFqmpZd3c3Fy9e5OTJk1y7dk0Z4EvBbDZTWFjIK6+8gtfr5ezZs5w/f57+/n7a2trIz8/n5Zdf5rXXXlNVuux2O+fPn2dgYOCO7dlsNlasWEFxcbFa9ZPHII91YGCAc+fOcfToUa5du7bgZFMiNSbS0tJUGH1nZycXLlyYY9glJSURExNDIBDA5XKpUvbHjx/nwoUL3Lhxg8rKyocWYTQ1NUVfXx/V1dWkp6fjdDpZs2YNdXV1DAwMzKsFsRzMp10iK345HA6Ki4t54YUXiI2NxWKxMDw8jNvtVvolFouFlStXsn79eoqKioiPj6erq4uenh7Gx8eXVIlInqfFpLQEY7PZSEtLw+PxYLFY6OjooLS0lMbGxiWdi2CEEGRmZlJYWEhiYuKciYFMCRgZGaGmpobjx49z/Pjxee/7u7U3KiqKtLQ0srOz6evr4+TJk4+9PLMU8jYMQ/WJtrY2Dh8+zOXLl1WZ44X6oclkIicnh6KiIiIiIuacJzm+DQ0NUVZWxrFjxzh37hyDg4P3bFuwYHB6ejoJCQn09/fj9XpJSUlR1ai6urq4fPkyDQ0ND3zuzGYzNpvtjvTfe7XTYrHMiZ7KzMxUqTkjIyMqhamlpWVRpeXHxsa4desWDQ0NxMXF4XK52LBhAw0NDUpbZD5kRGNBQcGc9svrILW5Tp48yeHDh+nq6lrUBFQKVmdnZ7Nq1SqGh4e5ceMGXV1duFwuUlJSCA8Px+fzce3aNc6ePavSdIMd9xMTEwwMDKhJs3zWyTE8KiqK+Ph4WltbFzX2P2zGxsa4ceMGiYmJ6hynp6eTn58PQENDA4cOHeLgwYPU1dXd0/GQmJjI+vXrVTTc7TZBfX29sgnkdZDXSjrjZdTl7TZBe3s7169ffyj3/VKR9/vt0UYy6ndgYEA5OCUmk4nExETCw8OxWCxMTU3hcrnYvXu3igpqbm7mwoULlJeXzzkmh8NBfn4+mZmZc6phTU1N4fP5lANKVo6TWj4yotfhcBAREYHf7+fjjz9mcnJyTsquXPiTi0bB+7ZYLLhcLuUI9Pv9jIyMKIemEEKNf1FRUfOOf8PDw1y7do2jR49y9uzZRY9/NptNjX+JiYnKblhq0QONRqPRaJaDJ8LxczsysiEkJERpKshQYjkRcLlchISEqNXNjIwMJQotjYSMjAyKiorIzs5Wxk2wY0caKTBjTFitVqxWKw6HA4/HQ0FBAcXFxaSlpSljyuv10tPTQ1VVFZcuXZrXyJPbkBP44eFhzp49y09+8hNOnDihjLClYrFYWLt2Lbt27eLNN9+ktrZWpbH09/dz9uxZ+vv7SUlJweVyERcXx8aNG8nIyLhjAizTIIqKiu6YRAcLXl+6dIlvfvObXL16lf7+/gUNWhmpJcujvvDCCzz//POYzWY++eQTamtrVcUNafzJssJyBe7IkSP88Ic/pKKiguHh4YcqKjo5OUlTUxM//vGPyc3NJScnhxdffJGJiQlGRka4cOHCsouYzkewwK3T6WTlypVERUWpSjxy5V72idDQUHJycsjMzCQmJkYJAi8lTU4IgdPppKioCJPJpCopLcb5YzabiY+P5zOf+Qzx8fGqOtD58+cfaPJoMplYs2YN6enpKg0RfhklNTo6SmVlJe+99x7/9m//Nqes70JtDQkJIT4+nqKiInbv3s22bdt47733qKqqor29/bHdE9LhfXufOHz4MD/4wQ+Uw+de7ZHVbGQah0Ruc2RkhLKyMt58801OnDhBW1vbos5TaGgoaWlpbNmyheeff56cnBw++eQThoaG2L17N8nJyQghaGlp4fTp0w/ssJXjic1mIyQkRI1R97qHQ0NDcbvdxMbGsnLlSnJzc4mKilLVf9rb29X4LZ0F97qv5Tn74IMPSE1NJTs7my9+8Yt0d3czMTFBXV3dHdswm82kpKSQn5+v0hIlUoy2q6uLCxcu8Dd/8zdUVFTc87kgz0d4eDiZmZm8/vrr7N+/n1OnTjE9PY3f71fOrsjISHp7ezl8+DCnTp2ip6dnzr0j74WmpiZqamoYHByc4zwICQkhJiaGpKQkKisrF2zXo2J6epoLFy7Q1tamnAZf+cpXWLFiBUIIjh49yjvvvLOoiDWTyURmZibr1q0jIyPjrjaBjIqZzyZYtWoVxcXFpKenz7EJurq6lJh5U1PTY3f8OJ1OkpOTcTqdql2GYTAyMkJdXd28zk0hBKmpqXO0s+x2O/n5+Uog//r169y4cUM9t+GXKV6/9Vu/xYsvvojL5VL7s1qtREdHYzKZlH0lRfhfffVVtm7dqsYSj8dDc3Mzhw4dUqmX0nHjcDjIycnB4/HQ3d2tosLNZjNhYWFkZWVRUlKCzWZTEUNtbW1zqhkmJyfPO/55vV7Ky8v5wQ9+wNGjRxelOSfbnJqaqrSh8vPz+eijj6ioqKCjo+OJ15HTaDQajeaJcPwEi2xaLBYiIyPJysoiJiaGgoKCOSG9sjRpRkYG4+PjJCYmUlxcTFZWFuHh4erB7vf7WblyJcXFxUpfJzgfP3jVKCMjA7PZzMqVK0lNTSUhIYHk5GTy8/NZuXIlVqtVrc6eOHGC06dPc+bMGa5cuXJPQ72vr49Dhw7x7W9/W1Xsul+k5kpfXx+nT5+mpaVljnBqIBCgrq6Ot956i9DQUHbu3ElkZCTbt2/n2rVrixZZnZqaorOzkyNHjvD3f//31NTULFh6W6YH2Gw2kpOTefnll/nc5z5HSkoKNpuN2tpaQkNDKSws5OjRo3f8PhAI0NfXx8GDB/nbv/1bamtrGRsbu7+TtABSGPfDDz+kuLiYr33ta8THx7N9+3ZVRn05qrHMx+19IioqipycHGJjY1m1atWcPiFTIdLT05mYmFDix2lpaYSFhakKNUsR2ZWh9HFxcfj9fi5cuEBzc/M9r4vUqXnttdf48pe/jMfjoa+vj46ODhobGx/YOL7btent7eXYsWO8/fbbXLp0acEIJRn2L6POXnjhBfbs2cOaNWvweDxq4ldYWMjw8DADAwOP7Z4ITh3p6enh448/5q/+6q9oampaku7LfFFjgUBAbfPb3/42lZWVC6aaSm0ps9lMcnIyBw4c4MCBA2RnZ+NyuRgcHCQkJIT/+l//K2vWrMHtdjM8PEx3dzd1dXUPZSIkIxnkJF0KoEtxd+kcklEqUsdj06ZNrFmzhtzcXLKzs1W0TXd3N2VlZRw9epRTp07R1ta2qHb4fD4aGho4ePAgWVlZZGZmqrGup6eHwcHBefVkYP57dmhoiOvXr3P48GHeeecdampqFuyf0kERFRXF6tWr2blzJy+++CKpqakEAgGsVitpaWlMTk6qhRGZvjM2Nqa0jG7H7/czMTEx7+fynMrUmOXC6/VSXV1Na2srK1asICkpCSEEt27d4uLFi9y8eXPRUVJ5eXkUFRWRlJQ0r00g08szMjKwWCzk5uaSmppKYmIiycnJFBQUkJOTo2yCiYkJjh49ypkzZzh9+jRlZWVPTPSHXHSqq6u7azrivVIn/X7/nAUDk8lEdHQ0mzdvpqCg4I6qp3FxcfzRH/0RLpeLsbExvF4vhYWFqoKa1B+SEVJXr17F5/MxPDxMfX09q1atIjIyktDQUEpKSigpKeH8+fP09vYyPT2N0+kkNzeXffv2kZmZqVLRZXqfjMi6m4B6T08Pn3zyCd/73veoqKigv7//rve2fE6YTCY1/u3fv58VK1YQFhbG8PAwJpOJ4uJijhw58khsFo1Go9FoHibL7viR1XdkGU673c6KFSuAGXHYvLw89R35MJdVrSwWCytWrFDlWKWAb2VlJV6vF5grAhiM1F54/vnnSU9PV0ZeWloakZGROJ1OwsLClFjs+Pg4XV1dnDx5kjNnzqgQ/4WOy+/3U1FRwQcffEB1dbVq0/1gtVpJSEhg3759VFVV0dzcPG96wdTUFKWlpRQVFZGVlUV8fDwbNmxQq7/yHMq8eLkSLFMppJ7IX//1X/PRRx/Nu5IlJ81Sd2H16tUkJyfj8XjIz89nx44dKiKjtbWVS5cu8dZbb807GZfntry8nPfee2/JE9z5kGkQ86U1yXvp9OnT7N27l5ycHFauXInNZsNms/Hf//t/Z2BgYFknOtJ5KSMR7HY7q1atwul0Eh0dzcqVK1V6gbyeUVFRFBYWYrPZyM3NZfXq1URHRzM1NUVHRwc3b95cMAXidhwOB6mpqWzbto22tjbOnTtHb2/von4vhMDtdhMREaFSsBYTbXQ3TQf5W7/fz/nz53nppZeUNhPMTE7+4i/+gg8//FBVRArel7xfnU4nkZGRpKamUlxcTHh4OGvWrGHz5s0qTWlsbIyamhrefPNNOjo6VJW0x4Xc1+joqOoTbW1tS5pMTk9Pc/r0aX71V3+V8PBwlYoxPDzMN77xDd577z06OzvviByS5yksLIyYmBiysrJYuXIlbrebNWvWsGPHDqUn09/fz82bN3nzzTf5lV/5FTZs2IDZbFYOy8WsoM9H8H0ine39/f3cunWLsbExLBaLSq0ITm+ROkDh4eHs2LGDzZs3k5GRobTLYCbir6GhQY2f80UkyQgPmXoSjM/no6+vjzNnzrB//34yMjLYtGkTQghcLhdvv/32HIFYGelWVlbG3r17SU5OVsf4r//6r7z77rtUVFTQ19d3R6qzTCeSpa23bduG2+0mIyOD1atXk5eXp65reXk5P/3pT2loaCA8PJyNGzeqvifP43yOQHkdZJRZcCUoebwTExNL0gV7VFgsFlJSUvjCF77Azp078fl8vP/++1RUVCzpuSodmfPZBGFhYWRnZ7Nr1y7lLMzNzSU9PZ2IiIi72gQnTpzg/Pnz97QJHiXSwSPHK2n3yEigpqamuzp5Fqr02NPTw8jIiIp4Kikp4Qtf+AIbN25UEdbB2Gw23njjDbUoMd/2/X4/NTU1/PjHP+b73/++StWqq6ujp6eHtLQ0de+np6dTVVXFwMAAPp+PsLAwcnJyWLVqFTabjaGhIW7dukV3d7cSWff5fJw+fZovf/nLREREqIik0dFRvvGNb/D+++/T2dl5h7MwePyLiooiKytLpQOuXr1aCUObzWYGBweprq7mX/7lXxZdwUyj0Wg0muVmWR0/csXswoULKn0jMTGR/Px8VcpTCMHx48dpamrC6XSSnp5Oeno6X/ziFxkZGSEsLIzQ0FBaW1u5du0a58+f59KlSwwODqpV4dsNXsMwCA8PZ9WqVWRlZTE1NaXCnKVoNMwYCnIl6cqVKzQ0NHD06FG6uroWdE5IPYD+/n7eeustjhw5Qn9//32XNQ4LCyMjI4Pdu3fjcrkoLy+/I2w/mN7eXn72s58xNDTEZz/7WUpKStixYwcfffTRHAeaDAW/fTsOh4PMzEzWrFmD3W5XRr8M487Ly1MG2MqVK0lKSiIsLAy73Y7D4cDpdOL1ehkeHubQoUN8+OGHtLW1MTExMadcvGEYTE9P09HRwVtvvcXRo0cZGRl5YEFYuSrY1NQ0R1BaIg3Db33rW/zO7/wOOTk5Kj0iLCzsgaKyHhRZvenixYtkZmbidruJi4ujsLCQgoICdf6OHDlCU1MTERERZGRkkJyczJe//GXVJ5xOJw0NDZSXl3Px4kWuXLmyJIeW2+0mNzeX+Ph4Dh48yOnTpxcV+RIsQm02m5mcnKSvr0/d/1KDSE7I5QQ3IiKC1atXq6pLMDNB6OvrUxX3hoeHGRkZmbdqTHp6OqtXr8bhcOD1etXkx+l0UlJSgsvlIjk5mYyMDDIyMoiPj1cpRKGhoUxNTTE8PExTUxNvvvnmorVfHjbS2dHS0sLbb7/N0aNH70tnaHh4+I7zZDabSU9Pp6CgQFVDCk6fKC4uVmNNVlYWKSkpREdHK40dp9PJ+Pg4Xq+Xq1ev8uMf/5jOzk5gZkItnTRydV5ea4/Hg9VqVdfa5XJRVFR0x7WWOjWNjY3KgSK32dHRwejoqIr8iYmJwev1YjabCQ8PJyoqipiYGBWNkJ2dTURExJxqQz09PZSVlVFWVjZv9JqsdBQTE0Nra+u8ml/Dw8OcOHGC//E//gd/9md/RlRUlBJSDgsLmyNQCyjHye1jf3x8PCtXrsTv98+JMpRjV2xsLJGRkWRkZJCfn09qaio2m02NsRaLhZGREQYHB/mXf/kXbty4wfT0NLGxscTHxyvNtoUiOqSIsyzBLas6wlynW1dX17JObC0WC9nZ2ezdu5cDBw4QGhpKW1sbJ0+evGuU1d2QDuR72QQy6u92m8Dr9VJXV6cEk+vr6zl8+DC9vb3LWhkyLCxM2VDB19xut+PxeGhqamJ8fFyJHwf/LiUlRUXrAXPGjK1bt5KUlKQiomNiYoiIiMDhcCCE4Nq1azQ0NJCenk5hYSGAShOTyP1NT0/T29vLRx99xMcff8yFCxfU9ZuamuLixYts2LCBFStWEBkZid1up7i4mKamJnp6ejCbzWRlZbFv3z7Wr1+P2WxWKXay+ppEPieCEUIox2lISIg6F0IIwsPDWbdunTqPmZmZpKamEhMTo8Scg8e/iooK3n77bZqbmxeMhtZoNBqN5kli2SN+/H4/AwMDDA4OqpV6aYBOT0/T39/PuXPnaG1tJSkpCZfLRVpaGomJifh8PiwWCwMDA3R2dlJTU0NFRQWNjY1qtVKWZpdpAdIoknoacmIAc0UcJycn6ejooKKigrKyMlXlo6OjY8EqLhJZLr6iokKtVt0P4eHhbNu2jddff521a9dy4cIFfvGLXyw4iZ+amlLOqvz8fIqLi/nSl75EWVkZLS0tyiCSGg/Nzc0kJyerVfjY2Fhef/11nnvuOQYHB+eEectqL7JijtvtxuFwqN9OTExQWlrKD3/4Q/r6+qipqaG+vl6VEb/d8TM1NUV/f7/S9HlQA0pus6ura8HQ68HBQa5cuUJ3dzfp6elKI8flcqmUkuVCajYNDAyoyYTsE/J8nT17lra2NqVVkZKSMqdPyMnyzZs3uXbtGo2NjUuO9tm6dSvh4eG0tLQwODi4qHvYZrORlJTEmjVr1Mq42+0mPz+fF198kZGREUJDQ1m7dq0q2yt1oZKTkwkEAoyNjTExMUFbWxuVlZVz7q/R0VHa29sZHBxUUQ0mk4mXXnqJDRs23NFOi8VCQkICVqtVrdiHhoaqicv09DQ3b97k6NGjShy3rKxsWZw+8MsJd29vL9evX7/vPuH1emltbVXiq7Lvvvzyy5SUlDA8PDxHaF1W+LFarYSFhanzJNNhpqenuXbtGu+99x7Nzc20tbVRW1urHHZSb0o6hPft26c0YwoKClS/kimE6enpBAIBxsfHmZiYoKuri5s3b9LY2DgnGmh6epqRkRE6Ojpobm5WgrK//uu/zvDwsNJoCgsLw+VyERoaSkJCgtqfHAsaGxspKyvjk08+UWWfb58YyihIGc0xH/J5denSJYaGhvB4PGr/8n4O7mfSedLW1kZKSoqKKti0aROZmZkMDAzMiViRjrLQ0FDsdjthYWG43W7V/30+Hz09Pdy4cYMPPvhAVV3q6elRYuDyPEtklMvtUVY2mw23201SUhJJSUlzBP7lfTgwMKB0jJYDIQRZWVkcOHCAz372s6SlpdHb28uPf/xjrl27tmQdqYmJCVWafj6bICQkZE4Uy+02gSzqUFZWxvnz5+nu7qarq+sOh8rjxuVykZ6ejsvlmuP4kYsrw8PD1NTUKHFyeY/Iqnny3piamqKuro60tDRsNhv5+fnq+RgREaGcOqOjozQ3N/Phhx9SXl7O9u3bWb169V0j+aanpzl//jyHDx/m9OnT3Lx5c04EqWEY9PX10dfXN8fBm5eXx9q1a6mtrcVsNrNu3TqKioqIiYlR0c2XLl2itbV1Tr+T4192drYa/xwOBwcOHKCkpEQJQcOd45/L5VKLJ8Hjn4zebmpqUkLe4+PjWttHo9FoNE8Ny+74gRmjQAr7BYelyzzwsrIy+vv7VQWj6elptfopvydXJnt6ehgdHSUQCFBfX8+VK1eYnp4mLS0Nl8tFZGTkXdsxNTWlJhkDAwPU1tZSVlZGbW2typNfjIEndRU6Ozvp7Ox8ICeCxWJRui65ubkcOnSImzdv3jPiaHR0lJaWFq5du8av/MqvsGrVKtxu95wJQSAQYHh4mDNnzqhKFU6nUwkI5+bmzrv9YMNyamqKqakpRkdHGRgYoL29nU8++YQf//jHShD4bpFJclLX2dlJd3f3QzOcp6amlCCkXCGXIo/BEzpZ/hxmzrPb7SY9PZ2Ojg4VDbEcyImGnJwEp46Mj4/T1tZGWVkZQ0NDhIaG4vV67+gTY2Nj9PX10dXVRW9v712rDs2H3W4nISFBhdPX1dUtemLjcrnIy8tj5cqVahLq8XhYt26dSj2z2+1kZ2cDM/fA5OSkctB2dnaq6I6Wlhbq6uro7u5WKRRSmDM1NRWHw0FcXBwmk4kVK1aQk5Mzb5tuTzOQ/VxOyE+ePMlHH33EzZs3GR8fX9boBjlJe9A+MTIywsWLF4mLiyM/P5/IyEiVGruY8yTH5Nv79bvvvktnZycTExNYrVZV+tlqtRIIBHC73UqDanJyErvdrjTU5ORZXuuuri51rTs6Oqitrb0jmlKmNPb396uJXFRUFFu3blUT92ARXhnlIh3AfX19XL16VUW+3bhxY8Fy6aOjo0xMTODz+dS4ERoayuTkpBrHbq/0aLfbiYqKIjk5mZ6enjmRQpOTk7S2tnLx4kUSEhJIS0tTmknJycn31F2RDhiv18vg4CDd3d1UVVVx4sQJPvjgA8bGxlREmNVqZWhoSDm9w8PDsdlsZGdnMzo6ekc0ZUhIiNKtycvLm7MIIh0G8nfLUcodZs51dnY2JSUlrF69GpPJRGlpKT//+c9pb29fUrukTXD58mWmp6dJTk5ekk3Q399PdXU1165do7a2Vi1oLOezQiIFv6UDVjIxMUFfXx/Dw8Ncv35dLRRIB31/fz99fX0qamV4eJif/exn+Hw+8vLySEhIUCm10ta6fv06ZWVl1NTUcP78eVpaWpicnGTbtm3Exsaq+396elrZTE1NTRw9epRz587R3t6ubLRgRkZGuHXrFrdu3SI8PJyIiAhSUlLYvHmzSjfbsGEDSUlJ2Gw2GhoaOHnyJGVlZfT09My5BiMjI1y6dIn4+HjMZjMejwez2bzk8W9sbIyBgQFVWfHnP/+5il5ezggvjUaj0WjuhyfC8RMIBNQEUFaCCAQCDA4OUltbq4QvY2Ji5qyQStHJoaEhenp66OvrU5PgQCDA1atXGRgYoKamhuzsbFJSUlQK2XxtGBkZoaWlhbKyMtra2mhqaqKpqYmxsbElVfaZnp5mcHCQhoYGRkZGHsgolM6v6upqkpOT6evrUxUuFsIwDHp7eykvL1cihLfrHclUrw8//BCn08mePXvIzMxUKRh3SxWQ12t6epqWlhY1gWtqauL69eucPHmSW7du3bWN8n0Z2dDU1PRQSwXLyRJAcnIyqampqqqOjGASQlBcXKxSfmQaW2FhoUo1ud8orYeBrHIiJ5w+n4/p6WkGBgaoq6ujuroagKSkJAYGBuY4dgzDYHBwUE1C50s1WQibzUZERASxsbGMj49TUVGxaPHU8PBwCgoKiI2NJRAIqAp20pko8fv93Lp1i4GBAQYGBujo6KChoYG6ujoaGxuZnp7G6/UyNjaGz+ebo31z5swZFZW1detWoqKi1P7nu1/lJFamX0pNiNraWsrLyzl37hxtbW1PhDjnxMQEPT09tLS0PJAmmNfr5fDhw1itVqanpyksLFQTuMX0666uLrq6uujs7KSxsZHy8nJOnDhBR0eHSoOR2hdxcXFqHJbiwsFOY6m91t/fz+DgIB0dHdTX16uUmYmJCSUEG3ytJVKcXDo0oqOjCQ8PnyPMG3w8MtpzaGiIpqYmjh8/TmVlJbW1tXMinebD7/fj9/uVcyYrK4uEhARGRkbU/WGxWCguLiYiIkJFHCUnJ7N69Wra29vvcPw0NTVx8OBBHA4Hr732GjExMeoazPcskulI0lHW2NiozlltbS0VFRVcv359TqUlmHFqd3R0UFdXx8DAgIrc2rFjBzk5OXc4b51OJ3FxcUq8OLjcvBx/5MR9uSIgZYXC1NRUrFYrPT09fPTRR5SWli45xSYQCFBaWqoiUbOzs0lOTiYnJ+eeNkFpaSnt7e00NDTQ2tq6ZJvgcXB7n5YLALdu3WJ8fJy6ujqOHz/O1NQUNpuN559/XvVvaacMDQ3xgx/8gPr6el5++WU+85nPkJycrCo7dnV18b3vfY/333+fnp4e9VwYGRnhpz/9KXl5edTU1KjIzYGBAYaHh7l8+fI9o069Xi9NTU3U19crh1NkZCQbNmwgNjYWu91ObGwsTqeTQCBAeXk5Z8+enTdt0+v1cvToUTX+FRcXKwffQs8JWdWtp6eHjo4Ouru7aWhooKysjFOnTnHr1q1lc4JqNBqNRvOgLLvjR07K5ORPViEKBAK0trZSUVFBZ2cnZrOZjo4OWlpaaG1tJSsrC5gx8mtra6mtrb1jJam/v5+JiQm6u7uV42QhI09GGVRVVTE0NKQmnosN5ZXRGQ/T8TM2NkZpaSk2m42wsDAqKysXbYSPj4/T3d3N8PCwSs0KNu5lmy9fvkxXVxcDAwMcOHCA3NxcDMOYIxAqvysjUdrb2+nr6+NHP/oRly9fpr29nZGRkTs0LuZDir8+KsePxGw288ILL/DCCy+Qm5uLy+WaI74pU9VsNhuGYeB0OikoKOD69es0NDQsm+NHGqADAwPcunULp9PJ5OQkPp+P1tZWrl+/Tnd3Nzabjfb2dpqbm8nKyiI9PR2YcTzW1NRQW1tLR0fHktOWZKSO3++nvb2dzs7ORf1epkrExMRgsVgYHBzkvffeo6Oj445Jp9frVal2o6OjjI2NqXtnof5iGAY1NTX09PTQ1NTE5OQke/fuxefzqYl4sE6JjPCRUXyXL1/m448/5saNGwwNDS06he1RI0WRZZ9tbm5+oD5hGAbXrl2jq6tLTfy2bNmCz+fD4/HMcZbICLPp6Wna2tro7+9XKRm1tbVKSya4X8uUrdjYWBWJ+fHHHytHTvD94vV6uXbtGh0dHWpMlQ6YxYyNcqyQ1bNkSkbwBE6eP7/fz9DQEH19fbS3t1NeXq502UZGRhYtvutwONi/fz+vvPLKnGcN/FK83OPxqDZERUWRn59PfX29mvhK+vv7OX36NM3Nzdjtdvbv34/FYlGiyrc7rWSacE9PD11dXXz3u9/l0qVLSuNqcnJy3v4oo6MGBwfVeXI4HBQXF5Ofn3/Hb2QbgtOb5PNrbGxMPQOXq38IIUhPT2fdunWkpaUxPj5OdXU1R44cuW9dFRnd0tPTQ3V1NUlJSWRnZy9oEzQ3N3Pjxg1GRkbwer1PZHpPsHZR8HkJjqCW6V6jo6MqRbarq0tFx8rvT0xMcPLkSRoaGmhsbGTLli2EhIRw9epVrl69ypkzZ+7QexsaGuLv//7vcTqdSiNP2gqybffC7/erBYuBgQFSUlKUyHNWVpbSXJLbbmxspLe3d97rYRgGFRUVdHV10drayvj4ONu2bcPn8xEZGXnH2CHHP+m4PXbsGCdPnqS6unre8U+j0Wg0mqeRezp+hBApwJtAHGAA3zIM4++EEP8Z+J8Buez4Hw3DOLjUBgQCAW7dusU777zDiRMnlFZJSEgIzc3NygkDcOPGDXp7e6mtreXixYvAzKTixIkTynkQvAonV29GR0fp7u5WOg93w+fzMTo6qqI97lYJ5W4Er47KicjDCAGXhkh5eTnd3d1LMsT9fj9er5cVK1awefNmamtrlY6FJBAI0NzczHe/+12uXr1Kbm4uDoeDN954A7fbDfyyFGpDQwM3b97k448/pr+/n56eniUbwnK1VJ6fh3WebkdWHktISCAxMZHw8PB5vyfbMDExoVIJlzN03+fz0d7ezjvvvMPJkydJTU1VOjXSMTk8PKzENXt7e6murub06dPATJ84dOgQbW1tqvT1YjGZTCQkJJCRkYFhGBw8ePCOqkN3QzoXExMTEULg9Xo5fvw4VVVVd1QUkxWSpJNgKfdAIBCgr6+PU6dOqTQav9/PG2+8oZxOMNP/q6urVdns7u5upSf2pK3Wy8gm2faH0ScCgQAdHR38/Oc/p6qqii1bthAIBPjyl7+s0j5lWmhdXR2VlZVKP0xGT95trJETsuTkZIQQqlLelStX5uhnwMy1HhgYUFX2lnpsUnOntraWGzduqP0GpyYFpyVVV1dTV1dHQ0MDlZWV1NfXq1TixWIymYiMjCQpKYnExMQ7BGuD2+bz+VTE0t3uq8nJSerr6/nGN77B5cuXsdlsrF27luLiYlWdKxAIUFNTQ11dHaWlpSpaU2rI3AvpqGhsbOS9997D6/WSmJhIXFwcUVFRd+irDQ8Pq1LvUttkYmKCM2fOUFVVRXV1NWVlZQumxj1KPB4Pv/Ebv8GWLVsIDQ2lsrKSf/qnf6K2tva++4a0CcbGxuju7qa+vp6rV6/e9fvSJpAT/6XaBI+LoaEhampqyMnJUTo/wcUbZPRPfX09DQ0NCCG4evUqk5OT86bxBgIBWlpa+Na3vsWPfvQjVclqPmF9mKvRc7/4/X6uXbumdAe//vWvk56eriptye+MjY3R3t7OmTNnFozgCwQCdHZ2cvDgQWpra9m6dSt+v19V+5L9YWxsTI0tH374oSpGMDIy8kQsCmg0Go1G87BYTMSPD/hjwzBKhRBhwBUhxKHZz/7GMIy/etBGyAiZsbExNYm1WCyqMpQ0SsbGxpQmRENDA/BLPRc5cboduYIpJwa3h8fP9/37Mez8fr/Ke09JSVlUSePFIg36pVb3kcb94cOH1ar1QnR1dXH06FFOnTqFzWbjgw8+mDPhkY6R4eFhteK61GP0+XxcuHBBRak8akP6Xk6F4Eiv48eP881vflNpFiwnMgpO3rMyMkBGS8AvQ/nb29vVai4wR9x6qRO2sLAwNmzYwJYtW7DZbAum7N2LgYEBFbrv9XrvuFcetH+MjY1RXV1NU1MTFouFTz75RIk2w8z5kalk0jn5JE7cfD4fZ8+e5XOf+xzx8fGLjoRZLENDQ5SWlnL9+nUsFguHDx+eowUiI0zkeQqOElgsAwMDtLa2Ul9fP+9k7EHP+/DwMEeOHKGqqkpp0gQ7TKSYa2trq+oPsorR/aZm3GvskJXIrl+/zsGDB/npT39KR0fHXe9rwzBoaWnh+9//vqpkd3sU5uDgoHLIyGiJpZw32aaLFy8yPj5OYmIi69atU9WJpLPPMAyqq6uVXlN4eDipqan09fWp0vAyPW+5Jr8REREUFhbi8Xjo6Ojg1KlTnDhx4oHHZhlROTU1hdfrfWQ2weNkaGiIsrIy1q1bNycK76OPPqKzs3PONZTHIxfUFmJqakpVxnwc56C/vx+v10tHRwfj4+P8wR/8AbGxsYSGhjI+Pk5raytXr17l7NmzHDt2bFE6O8PDw5SVlVFZWYnFYuHIkSNzNLoexvin0Wg0Gs3TwD0dP4ZhdAAds3+PCCGqgKSH3RC/36+EgEdGRhBCKJ2D4O+Mj48rAdTZNi1ag+BRP8yHhoa4desWtbW1tLW1UVdX91BDwu+n7XK1XJYyXqhKULBBPD4+ztjY2Jw0BJlK8aDRCFKoVVYQaWxsfCTXJRAIUFdXx7Vr1zCbzcTHx885nrGxMW7evEl1dTWVlZVcvXqVhoaGZa/QIpF9wufzqQif2/uEjDaYmppShrwM17+fey80NJSkpCTcbjfNzc1cunRp0b+VTtjy8nLy8vI4duyYijp6VJNHuQIshGBiYuKOFCap2fIkXM+FkH2iv7+fqqoqmpubH1qbZVSKz+dDCEF9ff0dWl9LPU+y4mJ5eTmrV6/mxIkTSivkUURTSQdtW1sb4+PjytknkU7poaEh1R8eZJySKcSlpaWYTKY5KVnS4Xr16lWqqqooLy+nsrJSjWn3Oo7x8XGEECqt73bxcTnG3i9jY2NKyDokJITExEScTuec82XMasDJqAa73U5ERARjY2NKM0XqYi1X3/H7/SoduLS0lFOnTs3RT3oYPCsT/Onpac6cOUN6ejrj4+M4nU7q6+v5+c9/zujo6AMd4+M8P9Ke6+7u5he/+AU9PT2kpaURFxdHV1cXdXV1tLa20t3dfUfk8kLbDB7/6urq7oh+e1qeExqNRqPRPAhL0vgRQqQDRcAF4DngD4QQvwZcZiYqaOBBGiMf0MElPm8nWIA0+HdPAkNDQ5w8eZL6+nr6+voeKCT9YSGdK8eOHaOurm7RFYukrsajYGBggA8++ICQkBBVavlRaCZIAUipJ+N2u+dMsiYmJmhsbFRiv729vU9cpQ4ZsRY86bwdOVEMnnTe7303PT1NU1MTp0+fViW7F4vf76e3t5fDhw/T399PWVkZvb29jyViQDotn1b6+/t59913le5GU1PTI+kTcmL1oEjx/SNHjjA8PExFRYUSfn5USMe/1C273SktndYPYwInS0WPjY1x6dKlOWllgNKbkWPH0NDQku6/4Mnow0ZqpQwNDan7yWKx3CFoK4XjA4EAZrMZm82mhLGX+7kFM8/To0ePUlZWRkVFBdeuXXviUjSfJJqbm/nggw+orKzE4XDQ2dlJbW3tU6lNMz09TWdnJ+fOnaO+vp7IyEhVpdLr9d53JbWn/Tmh0Wg0Gs2DIBb78BRCuIATwF8YhvEzIUQc0MuM7s//BiQYhvGb8/zud4DfmX257qG0+gnFZDLhdDqxWq2qIspy54jbbDZWrFhBSkoK58+fZ2hoaNmFKc1ms9LbCa7k9iiwWCzY7XZCQkLu0Onw+/2qVPHTaBw/CkJCQlixYgUej4e+vj4qKyuXdG3MZjOhoaE4nU68Xu8DrzZ/WjCbzbjd7jnV3J70e1IIgdPpxOVyMTo6Om+J5ke137tV5XmY95rFYlHl3G8X/5XpIbIQwZPMfMLFcOf5Wsi5vBxYLBby8/OxWq10d3fT0dGx7M/TJx0p1G0ymZicnHygyoBPAlarFYfDgd1uZ3JyUumEPSn3qEaj0Wg0TyBXDMNYP98Hi3L8CCGswAfAx4Zh/PU8n6cDHxiGUXCP7ein9TIgJ0pP+gRF82Qg75dnJQ1Co9E8nTxpziiNRqPRaDSaJ5y7On7mXwoMQsxYXt8BqoKdPkKIhKCvvQ5cf9BWah4N9yPCrPn08igrrWk0Gs1i0c5njUaj0Wg0mofDPSN+hBBbgVNABSC9B/8R+BJQyEyqVxPwu7NC0AttqwcYZSZFTKPRPLlEo/upRvOko/upRvN0oPuqRvPko/up5lkgzTCMmPk+WLTGz8NCCHH5buFHGo3myUD3U43myUf3U43m6UD3VY3myUf3U82zzj1TvTQajUaj0Wg0Go1Go9FoNE8n2vGj0Wg0Go1Go9FoNBqNRvOMshyOn28twz41Gs3S0P1Uo3ny0f1Uo3k60H1Vo3ny0f1U80zz2DV+NBqNRqPRaDQajUaj0Wg0jwed6qXRaDQajUaj0Wg0Go1G84zy2Bw/QogXhRDVQog6IcS/f1z71Wg0cxFCpAghjgkhKoUQN4QQfzT7vkcIcUgIUTv7f+Ts+0II8X/N9t1rQoji5T0CjebThRDCLIS4KoT4YPZ1hhDiwmyf/JEQwjb7vn32dd3s5+nL2nCN5lOCECJCCPGOEOKmEKJKCLFZP1M1micPIcT/e9b2vS6EeEsI4dDPVM2nhcfi+BFCmIF/BPYB+cCXhBD5j2PfGo3mDnzAHxuGkQ9sAn5/tj/+e+CIYRg5wJHZ1zDTb3Nm//0O8M3H32SN5lPNHwFVQa//T+BvDMPIBgaA35p9/7eAgdn3/2b2exqN5tHzd8BHhmGsBNYy01/1M1WjeYIQQiQBXwfWG4ZRAJiBL6KfqZpPCY8r4mcDUGcYRoNhGFPA28Crj2nfGo0mCMMwOgzDKJ39e4QZAzWJmT75/dmvfR94bfbvV4E3jRnOAxFCiITH22qN5tOJECIZeAn49uxrAewC3pn9yu19Vfbhd4Dds9/XaDSPCCGEG9gOfAfAMIwpwzAG0c9UjeZJxAKECCEsQCjQgX6maj4lPC7HTxLQGvS6bfY9jUazjMyGrRYBF4A4wzA6Zj/qBOJm/9b9V6NZPv4W+DMgMPs6Chg0DMM3+zq4P6q+Ovv50Oz3NRrNoyMD6AG+O5uS+W0hhBP9TNVonigMw2gH/gpoYcbhMwRcQT9TNZ8StLizRvMpRQjhAn4K/L8MwxgO/syYKfenS/5pNMuIEOIA0G0YxpXlbotGo7krFqAY+KZhGEXAKL9M6wL0M1WjeRKY1dl6lRlnbSLgBF5c1kZpNI+Rx+X4aQdSgl4nz76n0WiWASGElRmnzw8Mw/jZ7NtdMtx89v/u2fd1/9VolofngFeEEE3MpEjvYkZLJGI2TB3m9kfVV2c/dwN9j7PBGs2nkDagzTCMC7Ov32HGEaSfqRrNk8VngEbDMHoMw5gGfsbMc1Y/UzWfCh6X4+cSkDOrmm5jRkjrvce0b41GE8RsfvJ3gCrDMP466KP3gK/O/v1V4OdB7//abCWSTcBQUPi6RqN5RBiG8R8Mw0g2DCOdmefmUcMwvgIcAz43+7Xb+6rsw5+b/b6OMtBoHiGGYXQCrUKI3Nm3dgOV6GeqRvOk0QJsEkKEztrCsq/qZ6rmU4F4XPevEGI/M1oFZuCfDcP4i8eyY41GMwchxFbgFFDBL3VD/iMzOj8/BlKBZuDzhmH0zz4c/4GZcNgx4DcMw7j82Buu0XyKEUI8D/yJYRgHhBCZzEQAeYCrwK8YhjEphHAA/8KMblc/8EXDMBqWqckazacGIUQhMwLsNqAB+A1mFlf1M1WjeYIQQvwX4AvMVLi9Cvw2M1o++pmqeeZ5bI4fjUaj0Wg0Go1Go9FoNBrN40WLO2s0Go1Go9FoNBqNRqPRPKNox49Go9FoNBqNRqPRaDQazTOKdvxoNBqNRqPRaDQajUaj0TyjaMePRqPRaDQajUaj0Wg0Gs0zinb8aDQajUaj0Wg0Go1Go9E8o2jHj0aj0Wg0Go1Go9FoNBrNM4p2/Gg0Go1Go9FoNBqNRqPRPKNox49Go9FoNBqNRqPRaDQazTPK/wMwrMoy1Vrb1AAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 1440x1440 with 1 Axes>" ] @@ -199,26 +200,6 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "torch.Size([1, 28, 952])" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data.shape" - ] - }, - { - "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], @@ -237,56 +218,26 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "torch.Size([1, 28, 952])" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "torch.Size([34])" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "target.shape" + "patches = sliding_window(images=data.unsqueeze(0), patch_size=(28, 28), stride=(1, 14))" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ - "patches = sliding_window(images=data.unsqueeze(0), patch_size=(28, 28), stride=(1, 14))" + "from einops.layers.torch import Rearrange\n", + "slide = nn.Sequential(nn.Unfold(kernel_size=(28, 28), stride=(1, 14)), Rearrange(\"b (c h w) t -> b t c h w\", h=28, w=28, c=1))" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -295,18 +246,18 @@ "torch.Size([1, 67, 1, 28, 28])" ] }, - "execution_count": 12, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "patches.shape" + "slide(data.unsqueeze(0)).shape" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -316,14 +267,14 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 17, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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"text/plain": [ "<Figure size 1440x1440 with 5 Axes>" ] @@ -350,7 +301,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -359,24 +310,24 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2020-08-11 19:28:39.339 | DEBUG | text_recognizer.datasets.emnist_lines_dataset:_load_data:159 - EmnistLinesDataset loading data from HDF5...\n" + "2020-08-30 21:31:41.007 | DEBUG | text_recognizer.datasets.emnist_lines_dataset:_load_data:164 - EmnistLinesDataset loading data from HDF5...\n" ] } ], "source": [ - "dls = fetch_data_loaders([\"train\"], \"EmnistLinesDataset\", {}, batch_size=16, shuffle=True, cuda=False)" + "dls = fetch_data_loaders([\"train\"], \"EmnistLinesDataset\", {}, batch_size=2, shuffle=True, cuda=False)" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -385,7 +336,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -396,46 +347,6 @@ "cell_type": "code", "execution_count": 25, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "torch.Size([16, 1, 28, 952])" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "d.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "torch.Size([16, 34])" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "t.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, "outputs": [], "source": [ "patches = sliding_window(images=d, patch_size=(28, 28), stride=(1, 14))" @@ -443,49 +354,29 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "torch.Size([16, 67, 1, 28, 28])" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "patches.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 32, + "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "and the washedout final___________\n" + "might as well stand their_________\n" ] }, { "data": { "text/plain": [ - "<matplotlib.image.AxesImage at 0x7febf2ec4400>" + "<matplotlib.image.AxesImage at 0x7f3e806538e0>" ] }, - "execution_count": 32, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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"text/plain": [ "<Figure size 1440x1440 with 1 Axes>" ] @@ -501,17 +392,18 @@ "sentence = convert_y_label_to_string(t[0].numpy()) \n", "print(sentence)\n", "plt.title(sentence)\n", - "plt.imshow(d[0, 0], cmap='gray')" + "plt.imshow(d[0, 0], cmap='gray')\n", + "# plt.imshow(d[0, 0], cmap='gray')" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ "<Figure size 1440x1440 with 5 Axes>" ] @@ -528,258 +420,6 @@ " ax = fig.add_subplot(1, 5, i + 1)\n", " ax.imshow(patches[0, i].squeeze(0), cmap='gray')" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Reshape patches for passing through a CNN" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [], - "source": [ - "from einops import rearrange" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [], - "source": [ - "x = rearrange(patches, \"b t c h w -> (b t) c h w\")" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "torch.Size([1072, 1, 28, 28])" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "x.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [], - "source": [ - "from torch import nn" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [], - "source": [ - "cnn = nn.Conv2d(1, 16, 3, 3)" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [], - "source": [ - "xx = cnn(x)" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "torch.Size([1072, 16, 9, 9])" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "xx.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [], - "source": [ - "h = rearrange(xx, \"(b t) c h w -> (b t) (c h w)\", b = 16, t=67)" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [], - "source": [ - "h = rearrange(xx, \"(b t) c h w -> b t (c h w)\", b = 16, t=67)" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "torch.Size([1072, 1296])" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "h.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [], - "source": [ - "l = nn.Linear(1296, 128)" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [], - "source": [ - "hh = l(h)" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "torch.Size([1072, 128])" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hh.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [], - "source": [ - "hhh = rearrange(hh, \"(b t) h -> t b h\", b = 16, t=67)" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "torch.Size([67, 16, 128])" - ] - }, - "execution_count": 55, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hhh.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [], - "source": [ - "rnn = nn.LSTM(128, 64)" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [], - "source": [ - "h0 = torch.randn(1, 16, 64)\n", - "c0 = torch.randn(1, 16, 64)" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [], - "source": [ - "output, (hn, cn) = rnn(hhh, (h0, c0))" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "torch.Size([67, 16, 64])" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "output.shape" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { |