radial_rocket.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from radial_rocket import RadialBalance, DiscretiseAction\n",
    "import rocket_gym\n",
    "from DQN import DeepQNetwork\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-08-05 03:43:27.527081: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
      "/Users/yizhonghu/anaconda3/envs/py3/lib/python3.8/site-packages/gym/spaces/box.py:73: UserWarning: \u001b[33mWARN: Box bound precision lowered by casting to float32\u001b[0m\n",
      "  logger.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense (Dense)                (None, 128)               384       \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 128)               16512     \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 3)                 387       \n",
      "=================================================================\n",
      "Total params: 17,283\n",
      "Trainable params: 17,283\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "End Energy: -0.500\n",
      "Episode: 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters: 201, tot_rwd: -2.351e+00\n",
      "Episode: 1\n",
      "iters: 201, tot_rwd: -9.274e+00\n",
      "Episode: 2\n",
      "iters: 201, tot_rwd: -5.307e-01\n",
      "Episode: 3\n",
      "iters: 201, tot_rwd: -1.222e+01\n",
      "Episode: 4\n",
      "iters: 201, tot_rwd: -1.648e+01\n",
      "Episode: 5\n",
      "iters: 201, tot_rwd: -1.615e+01\n",
      "Episode: 6\n",
      "iters: 201, tot_rwd: -2.156e+01\n",
      "Episode: 7\n",
      "iters: 201, tot_rwd: -1.733e+01\n",
      "Episode: 8\n",
      "iters: 201, tot_rwd: -1.765e+01\n",
      "Episode: 9\n",
      "iters: 156, tot_rwd: -1.141e+00\n",
      "Episode: 10\n",
      "iters: 201, tot_rwd: -4.803e+00\n",
      "Episode: 11\n",
      "iters: 201, tot_rwd: -1.856e+01\n",
      "Episode: 12\n",
      "iters: 201, tot_rwd: -1.395e+01\n",
      "Episode: 13\n",
      "iters: 201, tot_rwd: -9.414e+00\n",
      "Episode: 14\n",
      "iters: 201, tot_rwd: -8.790e+00\n",
      "Episode: 15\n",
      "iters: 201, tot_rwd: -1.870e+01\n",
      "Episode: 16\n",
      "iters: 201, tot_rwd: -1.567e+01\n",
      "Episode: 17\n",
      "iters: 201, tot_rwd: -1.821e+01\n",
      "Episode: 18\n",
      "iters: 201, tot_rwd: -1.909e+01\n",
      "Episode: 19\n",
      "iters: 201, tot_rwd: -3.121e+00\n",
      "Episode: 20\n",
      "iters: 201, tot_rwd: -4.647e+00\n",
      "Episode: 21\n",
      "iters: 201, tot_rwd: -1.965e+01\n",
      "Episode: 22\n",
      "iters: 201, tot_rwd: -1.697e+01\n",
      "Episode: 23\n",
      "iters: 201, tot_rwd: -8.315e+00\n",
      "Episode: 24\n",
      "iters: 201, tot_rwd: -1.610e+01\n",
      "Episode: 25\n",
      "iters: 201, tot_rwd: -1.397e+01\n",
      "Episode: 26\n",
      "iters: 201, tot_rwd: -1.537e+01\n",
      "Episode: 27\n",
      "iters: 201, tot_rwd: -1.460e+01\n",
      "Episode: 28\n",
      "iters: 201, tot_rwd: -1.989e+01\n",
      "Episode: 29\n",
      "iters: 201, tot_rwd: -1.968e+01\n",
      "Episode: 30\n",
      "iters: 201, tot_rwd: -1.707e+01\n",
      "Episode: 31\n",
      "iters: 201, tot_rwd: -2.770e+00\n",
      "Episode: 32\n",
      "iters: 201, tot_rwd: -1.498e+01\n",
      "Episode: 33\n",
      "iters: 201, tot_rwd: -1.019e+01\n",
      "Episode: 34\n",
      "iters: 201, tot_rwd: -1.966e+01\n",
      "Episode: 35\n",
      "iters: 201, tot_rwd: -5.219e+00\n",
      "Episode: 36\n",
      "iters: 201, tot_rwd: -1.740e+01\n",
      "Episode: 37\n",
      "iters: 201, tot_rwd: -1.100e+01\n",
      "Episode: 38\n",
      "iters: 201, tot_rwd: -1.150e+01\n",
      "Episode: 39\n",
      "iters: 201, tot_rwd: -6.174e+00\n",
      "Episode: 40\n",
      "iters: 201, tot_rwd: -1.984e+01\n",
      "Episode: 41\n",
      "iters: 201, tot_rwd: -1.643e+01\n",
      "Episode: 42\n",
      "iters: 201, tot_rwd: -2.066e+01\n",
      "Episode: 43\n",
      "iters: 201, tot_rwd: -1.743e+01\n",
      "Episode: 44\n",
      "iters: 201, tot_rwd: -1.618e+01\n",
      "Episode: 45\n",
      "iters: 201, tot_rwd: -1.874e+01\n",
      "Episode: 46\n",
      "iters: 201, tot_rwd: -3.231e+00\n",
      "Episode: 47\n",
      "iters: 201, tot_rwd: -1.108e+01\n",
      "Episode: 48\n",
      "iters: 201, tot_rwd: -2.488e+00\n",
      "Episode: 49\n",
      "iters: 201, tot_rwd: -1.662e+01, lss: 3.689e-03\n",
      "Episode: 50\n",
      "iters: 201, tot_rwd: -1.880e+01, lss: 4.080e-03\n",
      "Episode: 51\n",
      "iters: 201, tot_rwd: -9.295e+00, lss: 2.499e-03\n",
      "Episode: 52\n",
      "iters: 201, tot_rwd: -4.101e+00, lss: 4.336e-03\n",
      "Episode: 53\n",
      "iters: 201, tot_rwd: -1.374e+01, lss: 2.467e-03\n",
      "Episode: 54\n",
      "iters: 201, tot_rwd: -1.355e+01, lss: 9.331e-03\n",
      "Episode: 55\n",
      "iters: 201, tot_rwd: -1.715e+01, lss: 4.683e-03\n",
      "Episode: 56\n",
      "iters: 201, tot_rwd: -1.786e+01, lss: 3.560e-03\n",
      "Episode: 57\n",
      "iters: 201, tot_rwd: -1.769e+01, lss: 6.137e-03\n",
      "Episode: 58\n",
      "iters: 201, tot_rwd: -2.350e+00, lss: 1.063e-02\n",
      "Episode: 59\n",
      "iters: 201, tot_rwd: -1.861e+00, lss: 3.458e-03\n",
      "Episode: 60\n",
      "iters: 201, tot_rwd: -2.084e+01, lss: 1.855e-02\n",
      "Episode: 61\n",
      "iters: 201, tot_rwd: -1.529e+01, lss: 6.890e-03\n",
      "Episode: 62\n",
      "iters: 201, tot_rwd: -1.614e+01, lss: 5.379e-03\n",
      "Episode: 63\n",
      "iters: 201, tot_rwd: -1.876e+01, lss: 3.792e-03\n",
      "Episode: 64\n",
      "iters: 201, tot_rwd: -1.588e+01, lss: 1.999e-03\n",
      "Episode: 65\n",
      "iters: 201, tot_rwd: -1.621e+01, lss: 1.714e-03\n",
      "Episode: 66\n",
      "iters: 201, tot_rwd: -1.464e+01, lss: 2.075e-03\n",
      "Episode: 67\n",
      "iters: 201, tot_rwd: -1.091e+01, lss: 3.292e-03\n",
      "Episode: 68\n",
      "iters: 201, tot_rwd: -1.904e+01, lss: 3.109e-03\n",
      "Episode: 69\n",
      "iters: 201, tot_rwd: -9.539e+00, lss: 3.784e-03\n",
      "Episode: 70\n",
      "iters: 201, tot_rwd: -1.202e+01, lss: 3.460e-03\n",
      "Episode: 71\n",
      "iters: 201, tot_rwd: -1.114e+00, lss: 1.784e-03\n",
      "Episode: 72\n",
      "iters: 201, tot_rwd: -7.457e+00, lss: 2.240e-03\n",
      "Episode: 73\n",
      "iters: 201, tot_rwd: -1.371e+01, lss: 3.485e-03\n",
      "Episode: 74\n",
      "iters: 201, tot_rwd: -1.504e+01, lss: 2.011e-03\n",
      "Episode: 75\n",
      "iters: 201, tot_rwd: -1.843e+01, lss: 2.585e-03\n",
      "Episode: 76\n",
      "iters: 201, tot_rwd: -7.999e+00, lss: 9.275e-03\n",
      "Episode: 77\n",
      "iters: 201, tot_rwd: -3.320e+00, lss: 1.416e-03\n",
      "Episode: 78\n",
      "iters: 201, tot_rwd: -1.074e+01, lss: 2.137e-03\n",
      "Episode: 79\n",
      "iters: 201, tot_rwd: -1.074e+01, lss: 9.537e-03\n",
      "Episode: 80\n",
      "iters: 201, tot_rwd: -1.016e+00, lss: 1.865e-03\n",
      "Episode: 81\n",
      "iters: 201, tot_rwd: -5.178e+00, lss: 1.826e-03\n",
      "Episode: 82\n",
      "iters: 201, tot_rwd: -4.331e+00, lss: 1.010e-02\n",
      "Episode: 83\n",
      "iters: 201, tot_rwd: -1.020e+01, lss: 9.758e-04\n",
      "Episode: 84\n",
      "iters: 201, tot_rwd: -8.445e+00, lss: 7.517e-02\n",
      "Episode: 85\n",
      "iters: 201, tot_rwd: -1.680e+01, lss: 1.516e-03\n",
      "Episode: 86\n",
      "iters: 201, tot_rwd: -1.196e+01, lss: 2.429e-03\n",
      "Episode: 87\n",
      "iters: 201, tot_rwd: -9.728e+00, lss: 4.684e-03\n",
      "Episode: 88\n",
      "iters: 201, tot_rwd: -2.447e+00, lss: 5.919e-02\n",
      "Episode: 89\n",
      "iters: 201, tot_rwd: -1.139e+01, lss: 1.615e-02\n",
      "Episode: 90\n",
      "iters: 201, tot_rwd: -8.324e+00, lss: 1.621e-03\n",
      "Episode: 91\n",
      "iters: 201, tot_rwd: -1.019e+01, lss: 2.512e-03\n",
      "Episode: 92\n",
      "iters: 201, tot_rwd: -1.836e+01, lss: 1.085e-02\n",
      "Episode: 93\n",
      "iters: 201, tot_rwd: -1.084e+01, lss: 1.259e-03\n",
      "Episode: 94\n",
      "iters: 201, tot_rwd: -1.411e+01, lss: 4.504e-02\n",
      "Episode: 95\n",
      "iters: 201, tot_rwd: -7.579e+00, lss: 3.181e-03\n",
      "Episode: 96\n",
      "iters: 201, tot_rwd: -1.962e+00, lss: 2.771e-03\n",
      "Episode: 97\n",
      "iters: 201, tot_rwd: -5.817e+00, lss: 1.430e-03\n",
      "Episode: 98\n",
      "iters: 201, tot_rwd: -2.750e-01, lss: 5.496e-03\n",
      "Episode: 99\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters: 201, tot_rwd: -7.522e+00, lss: 9.209e-04\n",
      "Episode: 100\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters: 201, tot_rwd: -1.091e+01, lss: 3.131e-03\n",
      "Episode: 101\n",
      "iters: 201, tot_rwd: -8.523e+00, lss: 6.658e-04\n",
      "Episode: 102\n",
      "iters: 201, tot_rwd: -4.123e+00, lss: 1.114e-03\n",
      "Episode: 103\n",
      "iters: 201, tot_rwd: -6.302e+00, lss: 2.232e-03\n",
      "Episode: 104\n",
      "iters: 201, tot_rwd: -1.363e+01, lss: 3.319e-02\n",
      "Episode: 105\n",
      "iters: 201, tot_rwd: -2.138e-01, lss: 1.203e-03\n",
      "Episode: 106\n",
      "iters: 201, tot_rwd: -5.140e+00, lss: 4.742e-03\n",
      "Episode: 107\n",
      "iters: 201, tot_rwd: -1.783e+00, lss: 1.250e-02\n",
      "Episode: 108\n",
      "iters: 162, tot_rwd: -6.396e-01, lss: 1.609e-03\n",
      "Episode: 109\n",
      "iters: 201, tot_rwd: -7.478e+00, lss: 7.412e-02\n",
      "Episode: 110\n",
      "iters: 201, tot_rwd: -9.075e+00, lss: 1.482e-03\n",
      "Episode: 111\n",
      "iters: 201, tot_rwd: -3.718e+00, lss: 9.926e-03\n",
      "Episode: 112\n",
      "iters: 201, tot_rwd: -5.517e+00, lss: 1.675e-03\n",
      "Episode: 113\n",
      "iters: 201, tot_rwd: -8.116e+00, lss: 1.084e-03\n",
      "Episode: 114\n",
      "iters: 201, tot_rwd: -6.860e+00, lss: 2.034e-03\n",
      "Episode: 115\n",
      "iters: 201, tot_rwd: -9.132e+00, lss: 1.574e-03\n",
      "Episode: 116\n",
      "iters: 201, tot_rwd: -6.104e+00, lss: 6.661e-03\n",
      "Episode: 117\n",
      "iters: 201, tot_rwd: -3.179e+00, lss: 1.327e-03\n",
      "Episode: 118\n",
      "iters: 201, tot_rwd: -7.543e+00, lss: 3.698e-03\n",
      "Episode: 119\n",
      "iters: 201, tot_rwd: -3.793e+00, lss: 9.286e-04\n",
      "Episode: 120\n",
      "iters: 201, tot_rwd: -7.083e+00, lss: 4.649e-03\n",
      "Episode: 121\n",
      "iters: 201, tot_rwd: -9.598e+00, lss: 7.857e-04\n",
      "Episode: 122\n",
      "iters: 201, tot_rwd: -4.333e+00, lss: 5.905e-03\n",
      "Episode: 123\n",
      "iters: 201, tot_rwd: -4.800e+00, lss: 2.628e-04\n",
      "Episode: 124\n",
      "iters: 201, tot_rwd: -1.028e+00, lss: 2.357e-03\n",
      "Episode: 125\n",
      "iters: 201, tot_rwd: -5.858e+00, lss: 8.332e-04\n",
      "Episode: 126\n",
      "iters: 201, tot_rwd: -2.109e+00, lss: 1.394e-03\n",
      "Episode: 127\n",
      "iters: 201, tot_rwd: -1.191e+01, lss: 2.203e-02\n",
      "Episode: 128\n",
      "iters: 201, tot_rwd: -3.488e-01, lss: 1.511e-03\n",
      "Episode: 129\n",
      "iters: 201, tot_rwd: -4.897e+00, lss: 9.075e-04\n",
      "Episode: 130\n",
      "iters: 201, tot_rwd: -6.599e+00, lss: 8.702e-04\n",
      "Episode: 131\n",
      "iters: 201, tot_rwd: -1.498e+00, lss: 1.754e-03\n",
      "Episode: 132\n",
      "iters: 201, tot_rwd: -3.923e+00, lss: 2.535e-03\n",
      "Episode: 133\n",
      "iters: 201, tot_rwd: -6.215e+00, lss: 1.896e-03\n",
      "Episode: 134\n",
      "iters: 201, tot_rwd: -3.700e+00, lss: 8.402e-04\n",
      "Episode: 135\n",
      "iters: 201, tot_rwd: -1.466e+00, lss: 1.163e-03\n",
      "Episode: 136\n",
      "iters: 201, tot_rwd: -1.986e+00, lss: 5.930e-02\n",
      "Episode: 137\n",
      "iters: 201, tot_rwd: -8.985e+00, lss: 2.324e-03\n",
      "Episode: 138\n",
      "iters: 201, tot_rwd: -1.770e+00, lss: 2.456e-02\n",
      "Episode: 139\n",
      "iters: 118, tot_rwd: -9.514e-01, lss: 8.328e-04\n",
      "Episode: 140\n",
      "iters: 201, tot_rwd: -1.385e+00, lss: 7.355e-04\n",
      "Episode: 141\n",
      "iters: 201, tot_rwd: -6.236e+00, lss: 3.923e-03\n",
      "Episode: 142\n",
      "iters: 201, tot_rwd: -7.938e+00, lss: 2.425e-02\n",
      "Episode: 143\n",
      "iters: 201, tot_rwd: -1.434e+01, lss: 5.648e-04\n",
      "Episode: 144\n",
      "iters: 201, tot_rwd: -8.406e+00, lss: 4.878e-03\n",
      "Episode: 145\n",
      "iters: 201, tot_rwd: -7.710e+00, lss: 1.630e-03\n",
      "Episode: 146\n",
      "iters: 201, tot_rwd: -9.844e+00, lss: 4.278e-03\n",
      "Episode: 147\n",
      "iters: 42, tot_rwd: -1.299e-02, lss: 8.381e-04\n",
      "Episode: 148\n",
      "iters: 201, tot_rwd: -4.669e+00, lss: 6.280e-04\n",
      "Episode: 149\n",
      "iters: 201, tot_rwd: -6.015e+00, lss: 1.675e-02\n",
      "Episode: 150\n",
      "iters: 201, tot_rwd: -7.683e+00, lss: 3.439e-03\n",
      "Episode: 151\n",
      "iters: 201, tot_rwd: -4.098e+00, lss: 1.599e-03\n",
      "Episode: 152\n",
      "iters: 201, tot_rwd: -2.059e+00, lss: 5.377e-03\n",
      "Episode: 153\n",
      "iters: 186, tot_rwd: -4.913e+00, lss: 6.790e-03\n",
      "Episode: 154\n",
      "iters: 201, tot_rwd: -2.400e+00, lss: 8.081e-04\n",
      "Episode: 155\n",
      "iters: 201, tot_rwd: -7.170e+00, lss: 1.403e-03\n",
      "Episode: 156\n",
      "iters: 201, tot_rwd: -4.451e+00, lss: 3.479e-04\n",
      "Episode: 157\n",
      "iters: 201, tot_rwd: -8.032e+00, lss: 1.514e-03\n",
      "Episode: 158\n",
      "iters: 201, tot_rwd: -5.169e+00, lss: 3.709e-04\n",
      "Episode: 159\n",
      "iters: 201, tot_rwd: -5.504e+00, lss: 3.323e-03\n",
      "Episode: 160\n",
      "iters: 201, tot_rwd: -5.138e+00, lss: 3.214e-04\n",
      "Episode: 161\n",
      "iters: 201, tot_rwd: -1.100e+01, lss: 1.858e-03\n",
      "Episode: 162\n",
      "iters: 201, tot_rwd: -7.393e+00, lss: 6.701e-04\n",
      "Episode: 163\n",
      "iters: 160, tot_rwd: -3.279e+00, lss: 1.036e-03\n",
      "Episode: 164\n",
      "iters: 201, tot_rwd: -7.040e+00, lss: 6.720e-04\n",
      "Episode: 165\n",
      "iters: 178, tot_rwd: -2.282e-01, lss: 9.385e-04\n",
      "Episode: 166\n",
      "iters: 201, tot_rwd: -3.382e-01, lss: 7.056e-04\n",
      "Episode: 167\n",
      "iters: 201, tot_rwd: -5.446e+00, lss: 1.143e-03\n",
      "Episode: 168\n",
      "iters: 201, tot_rwd: -5.573e+00, lss: 1.918e-04\n",
      "Episode: 169\n",
      "iters: 166, tot_rwd: -6.586e+00, lss: 7.696e-03\n",
      "Episode: 170\n",
      "iters: 131, tot_rwd: -5.487e+00, lss: 4.512e-04\n",
      "Episode: 171\n",
      "iters: 191, tot_rwd: -2.110e+00, lss: 3.119e-03\n",
      "Episode: 172\n",
      "iters: 201, tot_rwd: -2.619e-01, lss: 2.453e-03\n",
      "Episode: 173\n",
      "iters: 201, tot_rwd: -1.178e+01, lss: 6.363e-04\n",
      "Episode: 174\n",
      "iters: 201, tot_rwd: -2.057e+00, lss: 4.008e-04\n",
      "Episode: 175\n",
      "iters: 201, tot_rwd: -1.545e+00, lss: 2.694e-04\n",
      "Episode: 176\n",
      "iters: 201, tot_rwd: -5.088e+00, lss: 3.182e-03\n",
      "Episode: 177\n",
      "iters: 201, tot_rwd: -1.439e+00, lss: 4.399e-04\n",
      "Episode: 178\n",
      "iters: 195, tot_rwd: -1.542e+00, lss: 8.737e-04\n",
      "Episode: 179\n",
      "iters: 201, tot_rwd: -4.281e+00, lss: 1.453e-03\n",
      "Episode: 180\n",
      "iters: 201, tot_rwd: -4.536e+00, lss: 1.563e-03\n",
      "Episode: 181\n",
      "iters: 201, tot_rwd: -5.093e+00, lss: 2.742e-04\n",
      "Episode: 182\n",
      "iters: 201, tot_rwd: -3.634e+00, lss: 1.322e-02\n",
      "Episode: 183\n",
      "iters: 201, tot_rwd: -2.898e+00, lss: 2.376e-03\n",
      "Episode: 184\n",
      "iters: 201, tot_rwd: -1.560e+00, lss: 7.216e-04\n",
      "Episode: 185\n",
      "iters: 201, tot_rwd: -1.531e+00, lss: 2.780e-04\n",
      "Episode: 186\n",
      "iters: 201, tot_rwd: -3.564e+00, lss: 1.258e-03\n",
      "Episode: 187\n",
      "iters: 160, tot_rwd: -1.048e+00, lss: 9.400e-04\n",
      "Episode: 188\n",
      "iters: 201, tot_rwd: -2.406e+00, lss: 4.716e-04\n",
      "Episode: 189\n",
      "iters: 201, tot_rwd: -2.958e+00, lss: 4.830e-04\n",
      "Episode: 190\n",
      "iters: 201, tot_rwd: -4.806e+00, lss: 7.955e-03\n",
      "Episode: 191\n",
      "iters: 201, tot_rwd: -1.507e-01, lss: 4.412e-03\n",
      "Episode: 192\n",
      "iters: 201, tot_rwd: -1.945e+00, lss: 4.093e-03\n",
      "Episode: 193\n",
      "iters: 122, tot_rwd: -2.185e-01, lss: 3.407e-03\n",
      "Episode: 194\n",
      "iters: 201, tot_rwd: -5.780e+00, lss: 8.884e-04\n",
      "Episode: 195\n",
      "iters: 201, tot_rwd: -7.499e+00, lss: 5.630e-04\n",
      "Episode: 196\n",
      "iters: 201, tot_rwd: -3.824e-01, lss: 4.729e-02\n",
      "Episode: 197\n",
      "iters: 201, tot_rwd: -3.260e+00, lss: 1.199e-03\n",
      "Episode: 198\n",
      "iters: 201, tot_rwd: -3.325e-01, lss: 1.809e-02\n",
      "Episode: 199\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters: 201, tot_rwd: -1.244e+01, lss: 5.292e-04\n",
      "Episode: 200\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters: 201, tot_rwd: -1.081e+00, lss: 1.761e-03\n",
      "Episode: 201\n",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters: 136, tot_rwd: -4.389e+00, lss: 5.150e-04\n",
      "Episode: 301\n",
      "iters: 201, tot_rwd: -2.380e+00, lss: 1.181e-03\n",
      "Episode: 302\n",
      "iters: 201, tot_rwd: -5.007e-01, lss: 1.224e-04\n",
      "Episode: 303\n",
      "iters: 80, tot_rwd: -9.872e-01, lss: 1.132e-04\n",
      "Episode: 304\n",
      "iters: 92, tot_rwd: -3.957e+00, lss: 5.359e-04\n",
      "Episode: 305\n",
      "iters: 169, tot_rwd: -5.709e+00, lss: 7.262e-04\n",
      "Episode: 306\n",
      "iters: 81, tot_rwd: -5.158e-01, lss: 5.716e-03\n",
      "Episode: 307\n",
      "iters: 201, tot_rwd: -3.864e+00, lss: 1.095e-04\n",
      "Episode: 308\n",
      "iters: 201, tot_rwd: -4.936e+00, lss: 8.050e-04\n",
      "Episode: 309\n",
      "iters: 105, tot_rwd: -4.023e+00, lss: 1.351e-03\n",
      "Episode: 310\n",
      "iters: 201, tot_rwd: -1.681e+00, lss: 5.152e-04\n",
      "Episode: 311\n",
      "iters: 201, tot_rwd: -1.348e+00, lss: 7.132e-04\n",
      "Episode: 312\n",
      "iters: 67, tot_rwd: -8.866e-01, lss: 6.479e-05\n",
      "Episode: 313\n",
      "iters: 201, tot_rwd: -4.214e+00, lss: 9.426e-05\n",
      "Episode: 314\n",
      "iters: 186, tot_rwd: -1.417e-01, lss: 3.699e-04\n",
      "Episode: 315\n",
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      "Episode: 357\n",
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      "Episode: 358\n",
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      "Episode: 359\n",
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      "Episode: 360\n",
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      "Episode: 370\n",
      "iters: 201, tot_rwd: -4.004e+00, lss: 1.944e-04\n",
      "Episode: 371\n",
      "iters: 201, tot_rwd: -4.891e+00, lss: 7.985e-04\n",
      "Episode: 372\n",
      "iters: 201, tot_rwd: -4.704e+00, lss: 2.328e-04\n",
      "Episode: 373\n",
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      "Episode: 374\n",
      "iters: 201, tot_rwd: -4.757e+00, lss: 3.673e-04\n",
      "Episode: 375\n",
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      "Episode: 376\n",
      "iters: 201, tot_rwd: -3.088e+00, lss: 5.471e-03\n",
      "Episode: 377\n",
      "iters: 201, tot_rwd: -4.907e+00, lss: 5.114e-04\n",
      "Episode: 378\n",
      "iters: 201, tot_rwd: -5.187e+00, lss: 6.934e-04\n",
      "Episode: 379\n",
      "iters: 201, tot_rwd: -5.231e+00, lss: 9.454e-04\n",
      "Episode: 380\n",
      "iters: 201, tot_rwd: -5.518e+00, lss: 2.526e-03\n",
      "Episode: 381\n",
      "iters: 201, tot_rwd: -1.253e+00, lss: 1.979e-04\n",
      "Episode: 382\n",
      "iters: 201, tot_rwd: -1.220e+00, lss: 2.432e-03\n",
      "Episode: 383\n",
      "iters: 201, tot_rwd: -9.603e-01, lss: 2.963e-04\n",
      "Episode: 384\n",
      "iters: 201, tot_rwd: -2.889e-01, lss: 1.447e-04\n",
      "Episode: 385\n",
      "iters: 201, tot_rwd: -1.761e+00, lss: 1.408e-03\n",
      "Episode: 386\n",
      "iters: 201, tot_rwd: -2.378e+00, lss: 2.227e-03\n",
      "Episode: 387\n",
      "iters: 129, tot_rwd: -4.489e+00, lss: 5.781e-04\n",
      "Episode: 388\n",
      "iters: 201, tot_rwd: -1.763e+00, lss: 5.860e-04\n",
      "Episode: 389\n",
      "iters: 105, tot_rwd: -6.525e-02, lss: 1.162e-03\n",
      "Episode: 390\n",
      "iters: 201, tot_rwd: -6.978e+00, lss: 4.603e-04\n",
      "Episode: 391\n",
      "iters: 201, tot_rwd: -6.763e-01, lss: 1.736e-04\n",
      "Episode: 392\n",
      "iters: 201, tot_rwd: -5.103e+00, lss: 1.772e-04\n",
      "Episode: 393\n",
      "iters: 201, tot_rwd: -4.057e+00, lss: 1.641e-03\n",
      "Episode: 394\n",
      "iters: 201, tot_rwd: -4.431e+00, lss: 7.498e-04\n",
      "Episode: 395\n",
      "iters: 171, tot_rwd: -2.473e+00, lss: 2.242e-04\n",
      "Episode: 396\n",
      "iters: 201, tot_rwd: -4.151e+00, lss: 2.955e-04\n",
      "Episode: 397\n",
      "iters: 201, tot_rwd: -4.023e+00, lss: 9.398e-04\n",
      "Episode: 398\n",
      "iters: 201, tot_rwd: -3.883e+00, lss: 1.238e-04\n",
      "Episode: 399\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters: 201, tot_rwd: -2.287e-01, lss: 1.984e-03\n",
      "Episode: 400\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters: 83, tot_rwd: -2.639e+00, lss: 4.035e-04\n",
      "Episode: 401\n",
      "iters: 201, tot_rwd: -1.853e+00, lss: 1.923e-04\n",
      "Episode: 402\n",
      "iters: 201, tot_rwd: -1.176e+00, lss: 6.840e-04\n",
      "Episode: 403\n",
      "iters: 201, tot_rwd: -6.409e-01, lss: 5.172e-04\n",
      "Episode: 404\n",
      "iters: 201, tot_rwd: -4.910e+00, lss: 3.264e-04\n",
      "Episode: 405\n",
      "iters: 201, tot_rwd: -2.556e+00, lss: 3.770e-04\n",
      "Episode: 406\n",
      "iters: 70, tot_rwd: -3.077e-01, lss: 1.433e-04\n",
      "Episode: 407\n",
      "iters: 201, tot_rwd: -5.823e+00, lss: 1.848e-03\n",
      "Episode: 408\n",
      "iters: 201, tot_rwd: -5.422e+00, lss: 2.571e-04\n",
      "Episode: 409\n",
      "iters: 201, tot_rwd: -3.999e+00, lss: 6.959e-04\n",
      "Episode: 410\n",
      "iters: 201, tot_rwd: -5.694e+00, lss: 1.826e-03\n",
      "Episode: 411\n",
      "iters: 138, tot_rwd: -3.896e+00, lss: 1.025e-03\n",
      "Episode: 412\n",
      "iters: 201, tot_rwd: -3.893e+00, lss: 1.572e-03\n",
      "Episode: 413\n",
      "iters: 201, tot_rwd: -2.671e+00, lss: 2.222e-03\n",
      "Episode: 414\n",
      "iters: 201, tot_rwd: -4.397e+00, lss: 1.979e-04\n",
      "Episode: 415\n",
      "iters: 201, tot_rwd: -5.872e+00, lss: 2.335e-03\n",
      "Episode: 416\n",
      "iters: 201, tot_rwd: -1.778e+00, lss: 3.862e-04\n",
      "Episode: 417\n",
      "iters: 110, tot_rwd: -4.958e+00, lss: 3.472e-04\n",
      "Episode: 418\n",
      "iters: 201, tot_rwd: -2.043e+00, lss: 3.637e-04\n",
      "Episode: 419\n",
      "iters: 201, tot_rwd: -4.257e-01, lss: 6.156e-04\n",
      "Episode: 420\n",
      "iters: 170, tot_rwd: -4.291e+00, lss: 1.803e-03\n",
      "Episode: 421\n",
      "iters: 201, tot_rwd: -7.702e+00, lss: 1.657e-03\n",
      "Episode: 422\n",
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      "iters: 201, tot_rwd: -4.179e+00, lss: 8.916e-04\n",
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      "iters: 201, tot_rwd: -6.473e+00, lss: 8.441e-04\n",
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      "iters: 201, tot_rwd: -4.705e+00, lss: 1.491e-03\n",
      "Episode: 434\n",
      "iters: 188, tot_rwd: -3.546e+00, lss: 2.261e-03\n",
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      "iters: 97, tot_rwd: -3.844e+00, lss: 3.975e-04\n",
      "Episode: 436\n",
      "iters: 201, tot_rwd: -3.952e+00, lss: 9.111e-04\n",
      "Episode: 437\n",
      "iters: 142, tot_rwd: -3.649e+00, lss: 1.918e-03\n",
      "Episode: 438\n",
      "iters: 35, tot_rwd: -4.324e-02, lss: 1.493e-04\n",
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      "iters: 201, tot_rwd: -4.549e-01, lss: 2.865e-04\n",
      "Episode: 440\n",
      "iters: 201, tot_rwd: -5.226e+00, lss: 7.007e-03\n",
      "Episode: 441\n",
      "iters: 201, tot_rwd: -2.660e+00, lss: 6.032e-04\n",
      "Episode: 442\n",
      "iters: 201, tot_rwd: -6.082e+00, lss: 4.527e-04\n",
      "Episode: 443\n",
      "iters: 201, tot_rwd: -6.908e-01, lss: 2.734e-04\n",
      "Episode: 444\n",
      "iters: 97, tot_rwd: -3.857e+00, lss: 2.345e-04\n",
      "Episode: 445\n",
      "iters: 130, tot_rwd: -5.275e+00, lss: 1.074e-03\n",
      "Episode: 446\n",
      "iters: 201, tot_rwd: -1.973e+00, lss: 2.580e-04\n",
      "Episode: 447\n",
      "iters: 61, tot_rwd: -1.018e-01, lss: 3.293e-04\n",
      "Episode: 448\n",
      "iters: 201, tot_rwd: -8.619e-01, lss: 3.234e-04\n",
      "Episode: 449\n",
      "iters: 201, tot_rwd: -4.248e+00, lss: 2.374e-04\n",
      "Episode: 450\n",
      "iters: 166, tot_rwd: -3.474e+00, lss: 1.556e-03\n",
      "Episode: 451\n",
      "iters: 123, tot_rwd: -5.717e-01, lss: 1.912e-04\n",
      "Episode: 452\n",
      "iters: 201, tot_rwd: -8.645e-01, lss: 1.591e-03\n",
      "Episode: 453\n",
      "iters: 201, tot_rwd: -1.829e+00, lss: 1.823e-04\n",
      "Episode: 454\n",
      "iters: 187, tot_rwd: -2.033e-01, lss: 2.694e-04\n",
      "Episode: 455\n",
      "iters: 201, tot_rwd: -1.211e+00, lss: 2.838e-04\n",
      "Episode: 456\n",
      "iters: 201, tot_rwd: -5.177e+00, lss: 6.504e-04\n",
      "Episode: 457\n",
      "iters: 80, tot_rwd: -5.766e-01, lss: 1.564e-03\n",
      "Episode: 458\n",
      "iters: 201, tot_rwd: -3.971e+00, lss: 4.068e-03\n",
      "Episode: 459\n",
      "iters: 134, tot_rwd: -4.047e+00, lss: 1.468e-04\n",
      "Episode: 460\n",
      "iters: 71, tot_rwd: -1.864e+00, lss: 1.451e-04\n",
      "Episode: 461\n",
      "iters: 92, tot_rwd: -2.925e+00, lss: 2.042e-04\n",
      "Episode: 462\n",
      "iters: 201, tot_rwd: -4.611e+00, lss: 9.203e-04\n",
      "Episode: 463\n",
      "iters: 201, tot_rwd: -4.903e+00, lss: 2.666e-04\n",
      "Episode: 464\n",
      "iters: 201, tot_rwd: -5.042e+00, lss: 5.890e-04\n",
      "Episode: 465\n",
      "iters: 112, tot_rwd: -1.744e+00, lss: 1.918e-04\n",
      "Episode: 466\n",
      "iters: 201, tot_rwd: -1.081e+00, lss: 2.529e-04\n",
      "Episode: 467\n",
      "iters: 201, tot_rwd: -1.629e+00, lss: 8.714e-04\n",
      "Episode: 468\n",
      "iters: 201, tot_rwd: -4.633e+00, lss: 1.352e-03\n",
      "Episode: 469\n",
      "iters: 201, tot_rwd: -2.578e+00, lss: 7.893e-04\n",
      "Episode: 470\n",
      "iters: 201, tot_rwd: -4.043e+00, lss: 4.179e-04\n",
      "Episode: 471\n",
      "iters: 201, tot_rwd: -5.122e+00, lss: 3.184e-04\n",
      "Episode: 472\n",
      "iters: 201, tot_rwd: -4.136e+00, lss: 2.114e-04\n",
      "Episode: 473\n",
      "iters: 98, tot_rwd: -3.662e+00, lss: 1.701e-04\n",
      "Episode: 474\n",
      "iters: 78, tot_rwd: -2.843e+00, lss: 1.749e-04\n",
      "Episode: 475\n",
      "iters: 123, tot_rwd: -3.770e+00, lss: 2.877e-03\n",
      "Episode: 476\n",
      "iters: 99, tot_rwd: -1.122e+00, lss: 4.200e-04\n",
      "Episode: 477\n",
      "iters: 197, tot_rwd: -3.374e+00, lss: 1.887e-04\n",
      "Episode: 478\n",
      "iters: 68, tot_rwd: -2.083e-01, lss: 7.387e-04\n",
      "Episode: 479\n",
      "iters: 201, tot_rwd: -6.327e+00, lss: 6.821e-02\n",
      "Episode: 480\n",
      "iters: 201, tot_rwd: -8.098e-01, lss: 1.687e-04\n",
      "Episode: 481\n",
      "iters: 134, tot_rwd: -4.260e+00, lss: 2.396e-04\n",
      "Episode: 482\n",
      "iters: 201, tot_rwd: -1.538e+00, lss: 3.056e-04\n",
      "Episode: 483\n",
      "iters: 201, tot_rwd: -4.235e+00, lss: 1.397e-04\n",
      "Episode: 484\n",
      "iters: 106, tot_rwd: -4.056e+00, lss: 3.783e-04\n",
      "Episode: 485\n",
      "iters: 69, tot_rwd: -7.834e-02, lss: 5.198e-04\n",
      "Episode: 486\n",
      "iters: 189, tot_rwd: -4.388e+00, lss: 8.584e-04\n",
      "Episode: 487\n",
      "iters: 131, tot_rwd: -9.150e-01, lss: 9.431e-04\n",
      "Episode: 488\n",
      "iters: 201, tot_rwd: -4.084e+00, lss: 3.767e-04\n",
      "Episode: 489\n",
      "iters: 93, tot_rwd: -3.607e+00, lss: 4.215e-04\n",
      "Episode: 490\n",
      "iters: 87, tot_rwd: -3.583e+00, lss: 1.262e-03\n",
      "Episode: 491\n",
      "iters: 83, tot_rwd: -3.238e+00, lss: 1.788e-04\n",
      "Episode: 492\n",
      "iters: 193, tot_rwd: -3.590e+00, lss: 6.603e-04\n",
      "Episode: 493\n",
      "iters: 112, tot_rwd: -2.037e-01, lss: 4.707e-04\n",
      "Episode: 494\n",
      "iters: 201, tot_rwd: -3.839e+00, lss: 1.193e-03\n",
      "Episode: 495\n",
      "iters: 201, tot_rwd: -1.100e+00, lss: 2.473e-04\n",
      "Episode: 496\n",
      "iters: 45, tot_rwd: -4.249e-01, lss: 6.056e-04\n",
      "Episode: 497\n",
      "iters: 201, tot_rwd: -4.194e+00, lss: 8.326e-05\n",
      "Episode: 498\n",
      "iters: 45, tot_rwd: -6.036e-02, lss: 2.871e-04\n",
      "Episode: 499\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters: 201, tot_rwd: -8.335e-01, lss: 4.214e-04\n",
      "Episode: 500\n"
     ]
    },
    {
     "data": {
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dcMdk6DAYDIZ5hWekymPZb+FRrt3+kzMyrldY+TERKJ0pwo9zw/fngmgixV0ScTq7sZvajCbaxeH3Ow90v+swGCfag8mCpYfWfQTQ12s50Ym++zQYDAZDPUHCcC7oRm/j0G+qdM062Tlq0o8ketFVPMYu0LXX4Vm5VU15d+natFebiUTDWK+otUoTrZOT2i8Srh3VN5ro5DGpkSPazppemCnByHTrbDIYDAZDa/AKRKuiX0pNdOWTpyY6lHXBqNM1B3SMk6yJdpMDBG4PW3YOxdg0kyc6yTQ4+AHkHA2NhNjv9bvw2x72N6W6qYwK40R7ENSJ7uu1Xo2kw2AwGOYPtQuwR4o790qNm72izXE5ZPaLu1+fTk10rW7Cvcc585rXRLtVbio7R5LHL4TzrKuJdvWHQzjXXn351dUvEB7jRHswORvMiV7eDdmUcaINBoNhPuGV4g6XqKxTZ+mM3no5Ba32rewrFFYfr3sG4pw7kxiJdrwCtTzRzqiqbnvO1H6q/sJoopPsPLtpoiMzWbq3WZULObfp9G+vq9Ouc7/RRMdMWcJUMZgTnRKwuhdumzR3BoPB8FgQOFOFtNdS74972W98TKpbsVAmc2KhjrcVVpKgWlCl+jnVRIq7BPvSDQRZotsrdZ39KUwUKe6CLEveDowT7cJUgIVW7PT1wv1JKJWjt8lgMBgM0RPm+uyns2z3Rb8uyqppS23FQlsUOykoI9G1z82tWKisbns6kaRxaJaGCHRUx9ZsOzpOvEtR3xzS0miiYydIjmg7fb1WFPveRPQ2GQwGg6F1BLrOOq7aunmZ4/LHXBQa6rLOFQtbYE9LcGhjmhlbN2eyqUh0kp3vELZ5aqJtr17ObpA2XfcnaFyNE+3C5Kz1GtSJXmMmFxoMBsO8RBWt8spUodJEV8t6RsaCm6aNPatE9XNQxziR2Tkcr87tYdrzWva7GU10ogbOQdRZTpR9aPQfqt2QUh6jiW4DYSPRvR3Qk4Xbxok2GAyGeYHXxdlNE+0aOatoor32tzJCWXP+7J99vIi67BxSP6oeKwovem5TJTtHAIPtZZWa6MqGx10THURzrKWJtt1Bqn4zbuPsumKhbb+nnMPPfiPniJfJkJpogL5FJhJtMBgM8wWn46lVx0VnKRveuOxvMWEkGvboa92GBOCpiQ7pINVpoj3kHOVmwt0Jwyk1iczEJmU1QeoETXHXysmyxol2YbIAmZTekt9O1vTCo+m5yYkGg8FgmAcElHP4VG0LznR9Os5JXXYOknMsvkSkifbKzhFmLCJ3UGNAx1ZdTbSqTbeIs68DHMC+dmCcaBeC5oi2U1105a6ZXGgwGAyJR0sGoLj41zlYjg/t0kTXLHB40V7ZCRqWCJ8nmugGeUAQOQd6GRtCaaITjFue6Mi+7FZKlTxuTkye6IQRdLVCO6t6rNe7RtJhMBgM8wa3C63rBVix7LdOuq04vFNn7mfdWknNEy09QpI1TXSgBr2X/a6SEhA0Y22So6fN2KSbJ1pVznsOgcZ+HyfZD5PiLmYmC+H00AAdGVjSaSLRBoMhmQghviaEOC+EuCSE+D3F/v9BCHGs8u+UEKIkhFhe2XdNCHGysu9w/NZHj86je9VkprrsHI5yrhOlFG1FiX1CnL0/XR9C2usm0At0SgR0HDW/dqptqT6nPPTSvn0kcPyqOJ3TEA9j1O25lNN1lr36dPttad24tohM65qe30wWYN3i8PVX95iVCw0GQ/IQQqSBPwC+CgwAh4QQ70gpz1TLSCn/LfBvK+X/LvDPpZQPbM18WUp5P0az48HF0xQ6GRoc+e7aJefwcw5VuMk3EuwDNo392Dw10WGycyR54DScVZ0mXG/KfG5qgmqi7eWajUa3AhOJVlAqw3TAJb+drO6BsVkzudBgMCSOF4FLUsorUspZ4LvAmx7lfwv4s1gsaxPOyXjqQo0flfmFfa7mUtFWKwi3gIrlMbbq0XczqKKQc1HPECJuzeNM0UR2jgTilJoE0kQHvpuIsE0P59zvN5V4TbQQ4jtCiLtCiFMu+/+REOJE5d/HQohnbPsS92hwKmSOaDurzeRCg8GQTNYDN22fByrbGhBCdANfA/6LbbMEfiKEOCKEeKtlViYMv2u9M8NF6IaaxClNqTkYWnmiW+twNIXGuIUdWq880WFuKJKsiW4ghJxDWxPtsl+3Tfv2pn9TLTqpo5Jz/DHw+8Cfuuy/CrwhpXwohPg68Dbwkm1/oh4NNpMjuop9cuHmpU2bZDAYDFHhtUCbk78LfOSQchyUUg4KIVYDPxVCnJNSvt/QieVgvwXQ19dHPp8PbOj4+HioekGZEEsg9ywnjh/jihxp2C9zr3Pjxi0KV6/Uto1mnyMtC+TzJwEYE8sh9zRHjx5FpvdQRpLPv9fQVin3OjOlIvn8Jy05lhJp6Hid0dERSC3l8OHDzGSfYmhomPzNC8o645Xjn5qaYiIzwTQFSC3l/PkL3D872BI7g1IgBx2vMvJohHz+GADF3GuUKTM5OQk5uHfvHvmh01rtPcg+TZk0+fwXDGV2MZNaUfed3E+th+xOhoZuUU6tU36XbkyKRZB7njt37pC/dda1XFznt5276U2Q2ca5c+e4e+Y2j1IrIfskN27cqDu/VYyLpZDbz+DQIEsdto+kVkH2Ca5fv06ZNGQ2cOLkCa6VrT8dZVLQ8SUmxsfJ5+fipXfSWyCzhTNnzzB0+m5Dn1OiF3IHuHv3LuN3HkFmJxcuXOTBuVu1MjO5VyiRIZ//QGn3YGYXhcr3G/WYR+JESynfF0Js8dj/se3jp8CGKPptFWFXK7RTnVx4z0SiDQZDshgANto+bwDcPKVv4pBySCkHK693hRDfx5KHNDjRUsq3sQImHDhwQPb39wc2NJ/PE6ZeUG49gitn4Jn9+9m4pHH/2c9g0/pNHNy8qbbtzgnoykL/Xsu+6yNw7Sw8+9xz3Dg5jRBCafvZzyCXTtP/auO+KJgtwplDsGzpUiZH4cCBAwyehXXL1tG/fZ2yzq1RuHoaurq6mOnpoTsLk6Owa9cunlqzqyV2BmV8Fs4dgSVLltL/ZD8A5z6z1nPo6u4GYOXKVfTv6ddqb+QMFMvQ/2Q/f3sZrj6k7js5PgRD12DD+vU8uA1vvNGvHZW+PQaXT8Hq1X307+pzLRfX+W3n0ADcuQm7d+/hib49XBqGGxdg06b681vFzUdw9QysXbuOdPFCne0X7sPNi7Bp82YKJRi+DU899TRbl1n7CyU4/Tl09/TSv3+u3qc34e4A7N27jz2r9jX0eWccLp2EVatXs3bRaoauwc6dO3lm7c5amcuHYbaE61j+7WWYqXy/UY95OzTR/xT4oe1z4h4NRuFEg6WLNnIOg8GQMA4BO4UQW4UQOSxH+R1nISHEEuAN4Ae2bT1CiEXV98CvAEoZ33xCKzuHjybauTy4VxaCWJf9rmQu0HEA5TxY9ttLEx1IEq2jXWcuU0kYEjV+Dhq00TpyGQ2dSt357TPJ0L7D6/dSLeD222rnpMNYs3MIIb6M5US/ZtucuEeD1ccdRz59n1TgDJFzjKU3MpbZzs/yH5Eh/AzDdjzyiQJjd7wYu+NlvtotpSwKIb4F/BhIA9+RUp4WQvxuZf+3K0V/A/iJlNIeCugDvi8sjywD/Ecp5Y/is749uGY5C+lgxZKdwz7XzqfDhsNIcIq7VqDKwOGcbFqWkNb8vufVsAXQRDuq1G/z0El7bdOd2Ci9ikgNzXTCNdG+CCGeBv498HUp5XB1exIfDb5/FR7cg1/q/1LgPuzcfAR/eQZ27j/YlC66HY98osDYHS/G7niZr3YDSCnfBd51bPu24/MfY813sW+7AjzDY4ZOJLqhjnQXl9cW/1BkgGi5g+Vw/qqbvI6tYcXCiE2KAlUQtJmofsOYuLTTVKaSBHrTzshzbCZG2FGYpcMTnZ3DDyHEJuB7wD+WUl6wbU/ko8FmViu0s9qsXGgwGAzzB4880b5VE+J51m4IQkWThbb0I0mEWrGQueP0yhNdlXMESXMXu4MahCaM8lJz2J1z5Q2Pbb9umw37m7C9Vad0JJFoIcSfAf3ASiHEAPCvgCzUohv/ElgB/GHlMWBRSnmAhD4ajMqJNpMLDQaDIfno5InW1UQ7daBhcklHgT1CpoqI2xH2N3KubpKcQLelpJ2R6SDtaeWJDpGCOsm4Oa1aY6f4DpTFNLTTDQZplPN04v000UmWc0gpf8tn/+8Av6PYnshHg5MFWN4VTVure+C2iUQbDAbDvEWpiXbxkOsmuinK+C1R3CwNkeiAde2R6CRpov0ilWHaq94sCKG4SZJz+4J25BZ1TQINco4AUXOvMl65ob368Rsr5XLiiu/Kz7Z5LeeYb0zORhOJhsrKhTNm5UKDwWBIKk7HU7eOMjuHZl8tQ9GBviY0+TqOBsfMFmZsxdjW5BxBKs0jOUfQm6yw5dwcYL+2PdvyqRsHxol2UCrDTMnK/xkFqyorFxpJh8FgMCQUn6uwKlLZWEi7uXgj0RqdNSwRPs8kDH4Omisammhn6sJA9swjmj0+VURZywHW7FcGKBsnxol2MF20XqNyomuTC40TbTAYDInE6TDp1rE7nypny/Wan1RNNNRpopOEjiY6aHvV4/Yam8ddEx3ouDQrBdJEh+gzsCSE1k2WTeJvpa1UZRddESX/68jAkg6TocNgMBiSSoAgsyZqzyuOSFozmuhq+TA64FYT5Ry1KnVpAF2+q1SAiL7TjgQNXw2ltj9gXWWE2U8T7VJXxwFuaCuonsNoouNjKuJINMDqXiPnMBgMhqTjGq1yWYyjThOtcFpdHYawBupQadyeLcRPEz1nu6grm2QnsD4yHWLFQs1yoSZoKqLmicFhW5Bz0tOJrr5Kbyc7rCbaS87hdwyt/BqME+2gFomO0onugVEzudBgMBiSiZ8mmgAOkdS4qLfwqt5sJBqZTE20m+5Zun7wac92t6CTJzqRDnEIXCPCLQj166xiGOZ3FaQ/VZ9REuuy3/OBqOUcUD+5cNPS6NqNgkfTcP6eFYFfvxi2LZ/7o2EwGAwLgdCaaNvn+uituqV2OWK6OZETjUfkNOyweg6JI6Ifpo/54HeHmlCoq4lW1Q1oR1SOeKvOf+NEO6jKOTojjkSDNbkwSU70qTvwwTUoliGTghO3LVv/3t5oI/EGg8EwH3C70Lrlifa9MLchMtYQQdXoT9jeSeZj9DXkioXVV1We6MprM5roRHvRXhH9YFWtbT6aaOdNUNB+687joOPaQk20caIdTBegMxNtNDaJkwsv3odfXIFNS+Ar26E7Bxfuw99ehr88A7/5hGW3wWAwPO4ESV9Xq+MsoqGJjoVqBNVhs44m2u1zEnBGoJXZOoI6uhppCUMtPJNg5zmMFrqhjWb2NzM2Po640UQngKmKEx01qxI0ufDBFPz0EqxdBL+2B3o7rJuGPavgV/fA8CR8fKPdVhoMBkM86PjQQbSbbpHROCacOaUp0rnBp659wmSSfEG3sQtrY12KO4/+woxFMw5qq2lGE+01ObDu5kZ1g+PTr6sDbGvL11n2ePJjsnPExFQxutUK7SRlcqGU8MFVSKfgG7usVzubl8L+tZbUY+BRW0w0GAyGthBJnmjcHzvH6VTVLaDi8zjbKedIYoo7J/WmNblioVcO7ccsxZ2TqI5LuTy3om5QO5Sbnb8rndC4yRMdD1OF1uiBVydk5cJrD+HGI3hpoyXhUPHSRljcAR9dn0+aOIPBYGgNbppoP9rxeLmZCGqVJPrQXuPfrCRB9aSh6nc1lakkSQPoIKqIvmcfig+RaKJ1+gvRRxiME+2gZU50AlYulBI+H4AlnfBUn3u5bBqeX2/ZOjAan30Gg8HQDmqKB4880ao6fnmi3fqJFekfiEuiBtqNKKO8OocdZtnvBe08S3Wbbk9n/OyIyhE3co4YkNJa9jvK9HZVkjC5cHDMcoyfXdso43CyZ5UlazlyKx7bDAaDoV04o7dO3DTRyvLSdY+yz6ipNtuwXHUQTXQS80R7ec8Vg4M6utXjdMsTLcTjq4lu2B5AE+2Vdk7aPkSZJ1pHE+014GbZ7xiYLlrfQavSu7V7cuEXg9akyT2r/MtmUpY2+uajZGUVMRgMhiRgX6wD1M6W21LSrcQZVa999qjToIl2NpYgVI6UbHbFQtWThuqNVTOa6ASOX5Uwk1yDaqK9fgsNbbrtV0WfZeN+N7u82o4C40TbaMVqhXZWVSYXzhRb074X4zOWHvqJPkuuocOTfZBLw5HB1tpmMBgMiSBInmgPdCKRLbuuO6PqITsKesytJowm3a89Z3YOp7MVWhOdpIFz4JYNIy6Tm3FofTN5eGw3co4YqC200qL8yKsquuh2RKMv3LdOpH0aUegqHRnLkb48DCNTLTPNYDAY2oqfnEPlUXprol1WLAxpXxiq9pSrnzXKwpyMIal4RqKDDrDGcYbRRCdZzuHET6usKuulebbLLpT9uOwI6hgr97dhwI0TbSOOSDTE70RLCWfvwZpeWNoVrO7+tdYf1C+GWmObwWAwJJ1AUVmvx8suj6GjxE1zqucYi7lItkiWE+ipiW6mPdylOEIkUx8eBaEi0ZrfgY52WrtfW1uBHOogfTSBcaJttNqJ7s5CTy5+J/r+pLXAio4W2klPDvaugrN3YXI2etsMBoOh3ejohlV13PJENzSs/thSGiYWeuC0fb5poqNY9htc5Byo981XnJHnMMelrOLnWPsUC5InOvAqldJMLIyFmhPdwuWuV/XE70RfGrb+EOxYEa7+s+ugJOH47UjNMhgMhkRQcx7dNNGKqGzDAiYKbUc7NNENeaKDeNHUO9JJ8hudTlj9hLLgHpKfTtZ5TgTSxDfhoLYat2W/NX1R332uE/1cOtIdIkmj7br2GU10TEwVrYl0funfmmFVDzycgkKpdX04ufIA1i0OH2Ff1gXbllmrGJbK/uUNBoNhXtGsB4Ge0xqHftPthsArEleXnaOFUbtI8BrfQJ4u/p6VCBeJnk+a6Bo6mmgPJ9Z+zL4OtWabde3qRKqNJrq9tGqhFTureqzveXiytf1UGZmypBzbljfXzlNrrBSAl4ajsctgMBjmC0GistLlvXNDq6/3VeevHLIjIZIVSfW+OWkuEq2KNlefNDxumugGB9/HifVsJMR+110a4WU/GYlnJNrIOVrPVKG1Ug6YW7kwLknHlYfW69ZlzbWzcYm10uHJO83bZDAYDEkilCbaEbFNmiY6XJ7o5DuLXlHepm1XNNCMJjpJNyENhHCePeUctvb8dMxB2vbVRHs3G6BQOIwTbWOq2PpIdG/OSqEXlxN99QGs6LYc4GYQwkp3NzQG99u4YIzBYDBEjV8GC7dMFaoUd7rR5pZroh32eN4gOB1ukVxNtHpDuHCxfcVCZ/VqpDrUYitJGjgHUeSJ1g1E6zjTcWiiwWiiYyEOOYcQ8U0unCpYTm+zUo4qe1dBWljaaIPBYFhQaF78veQTsUaiK681ezQ10bX/k6aLdjhQKtlMWEfQbWnvsMt+zyecsg6tOn53h4r9rt9RGDmJol2vRlr53RknuoKUlua31XIOsJzo+5Otn6R39aF18mxrUspRpSsLO1fCuXswG+PESIPBEC1CiK8JIc4LIS4JIX5Psb9fCPFICHGs8u9f6tadj/j5maqorJvO0qmrddvZ6jzRYbW89uweSYqoOieY1ZsWQhMtbbVatex3YKtaT8M4BnBiPXXpinZ0xszPibfb6bTdWc81Qi3Vv9UoME50hZmSdcfe6kg0WE50WVpZOlrJlQeWfKS6yEsUPNUHhbK1AqLBYJh/CCHSwB8AXwf2Ab8lhNinKPqBlHJ/5d//FLDu44/jih04O0eLcEtxF0QTnbQgtJI65ylcnmivNquEiUQrnb3HAB09unQp55ddw0+iEUbCEQfGia7Q6oVW7MSxcmGxBDcfWVKOKO/A+nphZTecvP34/YEwGBYILwKXpJRXpJSzwHeBN2Oom3wCaqJVdV2CZA20+s9nw8RCLzlHrWy9sCNJf+KjtsV+sxC1JjpRA+cgCk20dwc+530THTUzOdFooltMHAutVFnaCdlUa53oW2NQLMOWpdG2K4SV7u7+JNwej7btpPJgEj65AT+/BB9dh9tj7bbIYGiK9cBN2+eByjYnrwghjgshfiiEeCJg3XmFX7RWgFITLZxl8L7Q6+g3o6KZrBL25a6Tgpf8oBaJDuroVicWukhfmtVEJ9iXrhFEE62znLds+KDYr6joG2l2kW1o/6ZadD7H4DLOD6aK1msckWghYHl3a3NF3xyxln1dtzj6tnethA+vW9HotYuibz8pFErw/jU4c9cay66sdbN1dNBa/bF/azzni8EQMarLifPycxTYLKUcF0J8A/hLYKdmXasTId4C3gLo6+sjn88HNnR8fDxUvaAMp9ZBdhcff/wRWQoN+8eyzzElC+TzJ2vbSrnXuXnzFvlrVwAo0AEdr3Dx0kXI7ATgs88/p1PO/aGfpRM6Xgbgw48+JEMx8mOZEIsh9xyXLl6A7K6aPZcuXWTk/C1lnSIZ6HiNmdlZyMK1a1cppDcwcOsu+esXI7cxDGNiGeSeoVAskM9/xGxlvIGa3ZOTk+Tzn2u1N5N7haGhYfI3L3A/vR4yO/nww7nvZDCzi9nUCg4fPg65Fzl1+jQD5XtabT9IrYHsHibGx8nnD7uWi+v8tnM7sxfSfdy8eZP8tcvcSW+GzFaGh4frzm8V91PrIbuTR6OP6HLYfie9BTJbuH//PmWRhtQyLl+5zOhF6557UiyC3PMAdfXuZp6A9CpuXL/O7JWrDX0+TPVBdi/jExMMjj+C9DoGBwfJ37gAzJ27AJ9++ik5phvaeJR9lhQl8vkTkY+5caIrxCnnAEsScflB6wTvNx/BukWQTUffdi4Ne1bC6btwcDP05KLvo93MluD7p+HuBDy7Fp5bD91ZmCnCidvw+YCV6u83n3g8j9/wWDMAbLR93gAM2gtIKUdt798VQvyhEGKlTl1bvbeBtwEOHDgg+/v7Axuaz+cJUy8oJ27D4FU4ePAg3YprwJ0T0JmF/r1ztpz5FDat38TBzZsAGJ+Bc0dh+/adDF23yrz4woss755r59E0nP/Cen/w4Gstud4MjsKV07Br1y4Gr87Zs3PHTp5Zu1NZZ7oAZw9DrqMDgK1btjJ6G9avWE//tmQ8aLgxAtfOQiaTpf/VfkZtY1m1u6u7m/5n+7Xau3wY1i1bR//2dRwfgqFr9d/Jzy/DzEN48dkXuXgM9u17gl0r9Ww9fQduXYHunl7697vbE9f5befHF+DRMGzYsJEvbd3IZzfh7gAsW7Gi7vxWcawyTosXL6G30Ftn+yc34O4tWLFyJYUSTIzC1m3bObB+O2A9wb18yiprr/c352H0AWzctJmDmzc39HnmLgxchu6eHtb29vDwHqxda31vYPluZyv3KS+9/LIyne+9k5Yv1L+vP/Ixn5dO9MgUfO90iHrZ/TxwqTc6Y73+5GI8j7HGZ61sIH9xyn+ZcS+7VZTKltxicUe4cdKhWJmI+Z9PuuegDmp3UniY3c+Fo5bDvLzLcqR/dKG+zPIu60nCn35hadxTCXj0OV/He77a/SD73Ly0GzgE7BRCbAVuAd8E/mt7ASHEGuCOlFIKIV7Ekv4NAyN+decjvnIOhUC4IfyecE20d2HHmwTniVbLAoKnIpHoXeubkcUkEddxjOr4NGUhqrzquk17ZeFwq5doTbQQ4jtCiLtCiFMu+4UQ4t9VUiKdEEI8Z9uXiHRJZVk/iaDVZCsjX2hBqriZyhPCjhbeImXS1qIxE7Phl5VNIlLCrOhipmjdHLhFijoy1iI2xbKVZeVx+QPbKqopJEdnYHTaih6UW5zisVVIad3IT6UWMx390/iWI6UsAt8CfgycBf6zlPK0EOJ3hRC/Wyn2D4BTQojjwL8DviktlHXjP4pkEFgTrethN0FtIqGjT8+JharPCQgM1OHnQXnvCl644nmlgvvniU5x10AQJ1ZTE60q55t9w80B9ujTq924iMrN+mPg94E/ddn/dSw93U7gJeCPgJds6ZK+ivWY8JAQ4h0p5RmvzpZ2WY/Rg5LPH6P/iX7lvp9ctBYmCdNuGGaK8PYh2L0Knvd5WuZlt4q/vQyTBfiHT7U2Qnpn3IpEb1kGBxTHENTuJHBsCAbHOti/Fl7f4l/+i0FLH751mSX5aCdJHe9rD+G9q3NPe+ys7oHu8iO+vG0py7rity0IsyXr0eKxQZgowIriAP/wqQ1k5uH0bCnlu8C7jm3ftr3/fay/6Vp15ztOx9OJW1TWb9nvdqa7C7Psd0N2jnZ7KDa8o/oh8kRjy86hyMDhjF4maSyawc1pbfrwNBxm+/4wronSdh1HvUWyWYjIiZZSvi+E2OJR5E3gT6WUEvhUCLFUCLEW2EIlXRKAEKKaLsnTiW4FcaxWaKcjA4tyluwiagbHrAl/rZYY9PXC5qWWI/l0H+TmpThojssP4INrsLh0j9c2r9Kqs3+tlaXk4xuwuhc2LGmtjfMJKeGzm3DoFizrgq/vss6XdMq6AbsxYmn3h9Ib+Y/H4fl18OLGZEhj7EhprdL5yQ0rn/zaRfBL2+HKsUtkUhvabZ4hSjxS3DlpcKo0UqHF4oc5Is9azp/j+OxZKZJCgwzBIxoaFDdlgSBcJLpmTxId7yacZ68IexCphVR40b7ZOULubzVxuT1uaZFU219SNdDqmd53s8+TlbO+s1MjJfMk16e7yN865FksyGzSIlkedhykY+wy+fxN/wpNkhW9TOcO8P1PrtJXul63rx0zj8MyJXq5nH2WLjnBspFDvPdet3+lCjnS5LLP8YPTHWwpnKBnbk5WrCRpvCUwlN7BcGYDy0pDrBu5wMCIZMBRbiWQnZhldMnTHLq1hvM37rGxeJYUydB6lElxM7OX0fQqesoPWV+8Ss/9Ua7cT9Z4G5pDZ0ESVeTOT87hvMDrRqmboUHOUf2s4RU7I7rtdlBUeKW4CypN8BoTCTVtuL3fIDYmETdNtJbNActoyTk0x0pKt+/ev61WaqLjcqLd0iJpp0tq9Uzvq0esKGL/juDthuWTG3DkFrz+pX7PyYVBZpNeHoazF+DgM9tZt3h7NIb68MPzcG1kK9/Yv5VFHXPb2zHzOAzjM5YspVfAP3xqMZ9/3B3Y7pdm4Htn4Gb6OX5pO9qzuKMkSeP9+U0YHrAi9a9tXov14ElNPp/nzdfWcGwIPri2iqmVq/j67vZHpAsl+OtzMDoKr22G/WuXIcSy2v4kjbchOXj6BDE4V26aaC+E411NE50kZ9DTFuFfxKu2alKorNeGG020z1MAm4MbaClxjzad7Xo24EeLridxqfnc0iJpp0tqJVLGL+cAK82dBB5EuPz34BikhSW1iIvXtlivH1yLr8+oKJTgr89betdf2wPdIdPV9XbAb+6zJhv++KKVHqkVk0bnAydvw2cDsGeV5XzqatH2r4UvbYErDyF/pb3RnLK0vseBUfjqDnh2XfIWnzBER1hNtKpCw2Nrnz5bhVPOoaOJdm5LkhPoFkFtpr2G41Y0WnWSQv09StIAVnA6ra1w+NWRUJ/9AdoNOsmwdkPUAuKKRL8DfKuieX4JeCSlHBJC3CNEuqSoU9yVJZQkXBq2tJpxUXWyfnTBO9dwkBRgd8ctzekPzjZvXxC6spam+P88Ri3PatJTl0lp3cBMV1LZvX/N2t6M3SkBvTlrAtqF+9aNkl8Kw6hIwnhPFqxsJR0ZKwvH9zVmNzjt7s1ZOcivPbQypMTtvEoJI9PWsSzptL7LM3cbyyVhvA0Ro3muqRxTnYxdcfhUTtu0+qxFW4X9Y6JoOI46p6y5SLQX1b8/QbJQBYnExk1Ty247Xv32ub1XOdRammhVBNylXlxE4kQLIf4M6AdWCiEGgH8FZIHqjO93gW8Al4BJ4J9U9hWFENV0SWngO+1Il1T9ccT9+Lg6q78QkfyzLK22etuw+MeinJVxZGTKSt/XikVeomaikqt7cUd0TyGEsByvjoyVR/rehJVHOi5Hup1MFy0HOpe2bkrCOr+LK5Kg8VnrNW5HemzWcqB7c+35LRniRydPtMr5EI4y9ragvQ51QyQ6QIo7ROWYW2FYWKLS7NqKVsdEmVmF+G/g48Q5VIGXTPfYJ308Yz/H2K2Or8M9XzXRUsrf8tkvgX/msi9wuqSoU9zdHoM/P2XJErYua9jdUv7TCcvh+vV97mV0U5fdGLEi0L+03cqCEDdjM/DdE5YD8pu74ItPk5lyDawnDn9xyvq+f3V3/R/LqFLFDY5a30dZwq/vaf2NRTtT3N0es6LOK7rh7z8RLEe5ym4p4aPr8MUQbFoKX94Wz43ImbuWFGfPKvjl7d4X0aSmFDREj4C6qa7SvsOB10QnXalHM9SkKaG0vHOR6KSmuPOaWBjIXFthL030Y5snujqOQfTLHmV9J/35vNfJE10r4vI78tRNz3NNdKKpLfndhhRtK7ujS3M3OGadJ2tj1EPbWdRh3QwUy5bcZgaXpQzbzEyxIqHJ+jtKzbBuMXxtlxWN/uvzj69GengS3jlrjeebe6NZ5EcIa0n5FzfA2XtW+61e2OTSsJVjfdMS+KVtj3cUylCPnya6obyXnKONOmh7J0579I4t+Se92ulqLk90Q+OKlkMtKpZAL9rp4MdlYpQ3ZK4yEY/yrTqzjRMNTFUuznFPLARY0WM58ZOzzbc1NAore9qbr3lVz5wjfTW3n3sT7bNFRakMP7xgSQW+tgs6W/ydb10GX9kBtx5ZNxZ3Y9Tcx8HoNPzgjCVNenOft7Y/KELASxutiX2DY/DnJ+HRdHTt2zl717qxWrMIvr57YchvDAq8ZhZq1m233+QaifaSczjKzrcbyGYdQjc5B9jG4jHRRDdjlJYmWmp8HyE00dKzwfZhLhXYItFtcKJXVtIRNxuNLpWtRT/WLWrepmZZ1QO/sc96xPbnJ63H8nfG2/9oUErrUf3NR5Y8YE1MY7V3leWYjc7AfzpppdM7NAD3E3aDEZTJWfjLs9YN05v7LO1yK9izyroxmy5aYzc0Fm37l4at82LjEiuSnpsHen5DtPhqotH/+6WtiW7x38MgkWhnirvquyT5LN4r7EWfJxrqF51JRub65nFzWiPLE21vK0JNNBrO+bzVRM93pgpWWrhsG24pVtic6E1Lw7dzb8JyZtYtjsSsplnZAztnDzO79iBfDMLRQUsus2kpbF8OW5fHP5Hzo+tw/j68sgn2rY637+3LYcNiOHkHrjyAT29a/9b0wjNrrf3zKfr5aNrKoTwxazm41fO4VaxfDP/Vk/DOOSvy/eY+a+XAZrn5yEplt2YRfGP3/JgQa4gf558qVcRWKztHDF5pM5ro6kGIav0EedFeWvNmnwIoV3eUtnFQ9elBkjXRoZxnR12/PNGqvvwkGH6aaKUhHvUaaJG/YZxoLDlHV7Y9j7C6stYj8GajkoOVRfKSEImukqHAL++2blKuj1gTH6+PWI5sbw6eWgNPrm69pEJKy2H9YgieXmMtL90OOjJwYL31b2LWioAev205cb05a/u+1c0501JaEdvZkvWvVLbay6Ss/rsyzZ/nVx/CTy5af5N+bU80zqwO1QnF3z9tOdJf3ga79VZnV3JnHP7mHCzrtI7DONALFx0Zg8qJ89NEe0VPW+ZghdBEzznc9aWS6ASCZVd9xD8iTbRjP4T8ezkPvOgweaIDBI0bt7mc/EHkHEEcdWffJhLdQtqx0Iqdld3W5KxmGByDpZ3hFwtpJV1Z65H8nlXW5IxrDy3n8ZMbcPgWPLMGnl3bGme6WLYW7jh7D55YDa9vSYberydnRaCfXgPXRuDwAOSvwpFBeGG9NVZ+zvRM0XIE74xbWutb2Rc497l3ysSUsNIRLu2yZDereqzzTyeN3GwRPh+wbkZW9cDXd7VOwuFGbw5+4wlLv/yTS1Zu8te3ULdSpg73JixHvCsLf28vdJq/hAsbP+/AJcWds4yzKc+otL9VoWgqEl3NzpEQfbc+lewcQQ32S3Fn2xcoT7SivaQTRM7hp4n2a9PzqYJH135F2yEZNZcOKk50G0diRbf1WLkaNQyKlFYkevvy6G2LmpSAbcutf/cnLG3w4Vtw4rblTO9fF51D82jamkR4b8LK8vDihmQ40HaEsCYfblkKNx7BZzfhb6/AoVvW0uE7V1hObllakp/bY3OO84htkt3STuiQU2zr66E3Z41hNm2dT6Wy9W+6aE2oHJuxFpm5MTL3RymXtqQlaxZV/vXOZdkoSzh3z7rpmSzAk33w+mbItCly25uzItJHB63z5/ox67vdv9b/91OWcPqOJe3pzFja/d6ADrjh8aPmeLrsd5VzKMp4ZueIJRRt0RCJ9tP/Um9S0v5WOp2zZofSNzpZ8aLn3w2FN04HvxUrMSrlHmHbVNyRBP3ujSa6xUwVYVlX+/pf1WNd3B9OWVrioDyYgplScvTQuqzssSbc3Z+wIpyHblkR6mfWWpHpZlKlXa5MFpPAr+22NNhJRggrt/emJVZk+vgQHL0FR25ZUoxSee6PRXfWWtZ9zyrrdXWv5RDm86d4fUu/dp/FMjyoLAhzZ9yamPr5wNz+pZ2Wc/1w2krPt6bXkj3EuaS8GylhyV92rbCWm//4hvW04Zk11k1p9cJXLFsR++oNxKVh63e2cYmV3tA40Iam8MkT3Q7PK5JItLOxBOBtSog80fbaPk8RRMDGkxyJlg1vgtf1kmuEcXC9yir3J8iLNk407ZdzVCdlDU+Gc6Jreuh55kRXWdljTeqqOdMDlhO5f631T9eZltJyBo8OWo/5V/XA13Za0oX5QjUyvXWZdV5eGrYiztmUNU59vVYkNoooUSZlOeCre+GJPmvbbKniUI/B3QkolixHdUvFpqRFpxZ3wq/usXTaH16zJDFerOyGv7PTivAn7VgM7cMvWtuwep9KE62YgNYOOUcYTTQ4JkmK5GXncBIq2uko65cnurpfiJDZOZI4gC6SjChNVbalIfPQbdfP4VZtN5HoFlEoWdGqdjrRSzutyNr9Sdgdov7gqLXQxeJ5HlWrOtP3Ks705wNWJHbzMsvp2bSkUTddllY09fIDuDg8t+z0SxutCYTzKeOFk66sNfkyTnJpK0q7cUm8/TZLVRIzOmOTuci5CZWdGWs85/P5YGgfzhR3us6xl6PS6hULG1ba0/Ai7BP0kuZEe41dze6oNdG2/YGyWHhoh5NCGFmH54qFinbcfjOq71LLMfa5cTKa6DZQW2iljSORTlnR6DALk0hpTSpcu/jxiayt6rGW4r43YS3DfGnYSgsHVhS2J2ddIGZL1mIf1Yl06xdbj/N3r2zvgjOG9iCENdEx7smOhvlP0EiVUzIBjZFfZb12yDs0I9ENpRLsRUucpgW7+DWMiaq6rQOhM7F0ntBwYxdCpuLpRbu06ddNkGW/gzrO9huiqFnwrkZ1oZXuNkaiAVb3WM6iTgJ4O2OzltYzSantomJVD7yx1cq+MDRmSQyGJ63JbVJakff1i62x27jE6FsNBkPr0NU662Qn8GmiKRo00Zod2X1mnZzXSaJZDbIyPaFte9D7iSDR3bbREM0PXbVum+uTGI2otF+fnk68V1st/B4WvBM92cbVCu309cLpu1ZGiSAa3vmuh9YhJSxnef1jfIwGg6F9+EWqtLJzaCgKYvGpnJpo6j+7YdlfL+dIEk7Hq95BDRiJDlgrcBQzwc5zmPzQgfvw2xa2U4X0Q6epVmqiF7xCcDpBTjRYk7qCMDhq6VhbvWKcwWAwPK74RQyDrN7Xbv+pIRJd3RHAixCidY+/wxJEs6uLXfMM3proxyVPdDPRWru0wq26tIWMg+SJ9tNEaznOHsdgnOgWkZRI9PJuaxJUYCd6zFoxLu4ltA0Gg+Fxwu9PqOoi7nQ0/SYg6ko9oqA2sVBTE23dJ9SnuEuiEwiAdH4fwVLcuS0b7uyjtvsx0kRXcUojojy8UG1peNFh5RwSWuZFL3gneqpgOa/ZNo9ESlga4LsBJhdOFqxsFI+zlMNgMBjaTUMg2sNLKGs6yi3TRDuc5iARVKecI0mOY8NNTBNyDieRa6J9IrFJoJllv5VyDR+phV+mDp1ItFe/Xm208m5wwTvRk5XVCpPw6Kqv11q+uaSZkHLgkfW6wTjRBoPBEBrfCd2OfW6aWr/rSKw+lTNK7rdioT0XdgKuh144Haqg4+r2JMGNxykS3ZgeMOoOwmmi/Zxo+wejiU4QU8X2SzmqrF0EJamf6u7mI0sPvToBK8gZDAbD44yuE6WdT7pFTpnTwQ/WT3LlHN5LpovGMp6NqWp7a6IDRaLV3SQCV2c1iCbao137U4Igmmj3ToPbFyfGiW7zaoV2qtknBkb1yg88suoYPbTBYDCExy9S5ZqdQ6WJ9uonxot84OwcjrJBJlPGjVskOqgP7cwT7eaoP06R6Cq1MQtxXMo6mjePvgZpFAk6t8B+QxQ1xolOkBPdlYUVXXDrkX/ZR9PW6mzzbWU5g8FgSCQBUtx5XfC9I6atx+ngB3KSbJ5G0mIznocR0kMSjlfX/SLYV9mMg9pqZNA7DntdjX1ammiFw62jiQ6NNHKOliCl5US3e6EVO+uXWBk3/HTRNyuOtnGiDQaDoTmk30VWqC/8Kk20/U+388Ifi3/taLhqj06e6Fp2Do2c1+1E4vw+wuWJ9qpmP3az7Ld/GXs70rkRj7HwGSuVI67jqLu1ETUL2okulCwNclIi0WDJM4pl/ywdl4et5Y2XBViYxWAwGACEEF8TQpwXQlwSQvyeYv8/EkKcqPz7WAjxjG3fNSHESSHEMSHE4Xgtbw+BlA1ejkPAx9BhqJNk2DYEDdYGjb62Gt0Iv9a46miiZXhN9HzA6egGirTr6pj9+lbY4dqW9LexHd/Rgl6xsJYjOkGjsH6x9YO9/tCaaKhiqmBFop9bn4ysIgaDYf4ghEgDfwB8FRgADgkh3pFSnrEVuwq8IaV8KIT4OvA28JJt/5ellPdjM7rF+GmiVeVBQxPtuKrHepEPGE2un1JIsMox49REN71ioU7mkoSORVCacZ71Gla3GdYBVrYVVBMtW+crLehI9FTRek1SJLora0k6Lg67nxxXHlgn1o7lsZpmMBgeD14ELkkpr0gpZ4HvAm/aC0gpP5ZSPqx8/BTYELONseJ3kW3YV43uNhRUyz6UfeqbFwh7nuhAzp+ovzlIWnzGM6rvVc6DhhULHW2G1kTL+tck0YxNXvpkP02021MYXXN0vmOvtowmugVMVSLRSdJEA+xaASPTcH9Svf/iMCzusBZnMRgMhoCsB27aPg9UtrnxT4Ef2j5L4CdCiCNCiLdaYF8i0bmI+2bniM4cXxqyc/hFWxv+T2wg2jMSrZutQWu7Xc6R1MEISYMmOkRdt52tvkHUtiVAmbAkSMgQP0lZ8tvJ9uWQvwoX7jc6yg8mLSnHSxuNlMNgMITCZ5FjW0EhvozlRL9m23xQSjkohFgN/FQIcU5K+b6i7lvAWwB9fX3k8/nAho6Pj4eqF5RbmZ0UUqvI5z9W7r+T2c10ahn5/KcAzNAJHS9z7txZ7py5UytXzL3GyKNJSFn5Sk+fPs1A+V5t/2hqBWSfAuCLL45xUY5EfiwPUmshu5tPPvkYmXuZkUfjkFrM8WPHuOzR32zuFdKlMqTg9OlTPEpbDx/y+WOR2xiG++kNkNkBwCcff8JUqgeyTwNQqtgN8N7775HycZuKZKDjNS5dusjI+VuMi6WQ28+xL77gorRm7T/KPkuKEvn8CSazByiOT5EfOq1l62B6O2Q2IsHz/I3r/K7rM3sAUr08ePiQfP44dzP7IL2a6enp2vntxq3MLkivo1QsNth+L/MEpFcxOT1FmTSIHLdv3yY/cA6AB6k1kN0DwOeHPqdTWlHCieyLkOrm/v1h8vmTDX0OVcYS4NHoKKQW8+jRI/L5L6zjEUsg9ywAJ0+e5Hp5uKGNYu41BgaGyF+/HPmYL2gneiqhTnRnFjYthXP34EXHQ9TjtyEt4Mm+tphmMBjmPwPARtvnDcCgs5AQ4mng3wNfl1LWrkxSysHK610hxPex5CENTrSU8m0sLTUHDhyQ/f39gQ3N5/OEqReUX1yBqWHof1Xd188uWcGL6v6RKbhwDPbu3cueVXtr5S58Dos6FzNVmRi+b98T7Fw5186VB3D9vPV+//79bFgS/bGcugO3rsArr77KxaOwqNuyx6+/K4ehLGcAeOKJJzlx24r89T/ZH72RIfhiEIauW+9ffuUV7k/Cdcs/I5VO18q98aU3SPs8Y58qwNnDsHPHTp5Zu5Obj+DqGdi//1nWV8bo3knIpqF/Xz9Dx2FRRy/9e/q1bP3gGgwPWe+9zt+4zm87g8dhehKWLV1G/xP9vHseRh9AR0en6/lf5eeX4eFdSKcz9Pb21tn+1+dg9CF0dXYxW4JSEfr61tC/cw0ApyvnJcALL7zIim7r/c0vYHYalq9YQf/exv4/uAb3K2O5aJF1Li9evIT+p6yyA5XvDuDJJ59im0Lmeu4z2LhuI69v2Rj5mC94OUc2DZkEjsJz66xI+em7c9vGZy3Heveq5ElQDAbDvOEQsFMIsVUIkQO+CbxjLyCE2AR8D/jHUsoLtu09QohF1ffArwCnYrO8lfjkiQ7zSDgJmugqvg8uxVypamaPJCkYvDTRdXKOEG27rlhY3R9SE+18nwSiSAOne167ymZCaKJ1MNk5YmaqAN0JHYH1i2HDYjhyCzaToVSGH1UuZc+ta69tBoNh/iKlLAohvgX8GEgD35FSnhZC/G5l/7eBfwmsAP5QWJ5YUUp5AOgDvl/ZlgH+o5TyR204jEjRyROtmsimyhOdFE10Q58ammjdsm3BMf5uzloQTbRTEumpdU+YM9wsDVroAOJiz7GQtv06kz8DZAkJMnnRublVp3RCXch4mCwmT8ph5+VN8L3TcCl3gHsnrYmGf2enyQ1tMBiaQ0r5LvCuY9u3be9/B/gdRb0rwDMtNzBm/C6yrivaKXaUNb3olueJrmTY8LSnAVskOmGhaG9nKaCL5Miuovoe6/JEB0xx5xbRTgLeEf2AdRX7gmZK8XPi7eNePZfDRNNNirsWkKQlv1WsXQT/4ElIyyIpAb+8HXat9K9nMBgMhmjRiXY6I5bOcnH4pHY5hz3lnu+KhYC0OdH2tpKGxCkJCCbn0JEZ2Al6P5FkOUcV5+p/YSPBqvaUDrVPB67fiU8bza602CwLOhI9VYC+3nZb4U1fL+wsHKb/6f52m2IwGAyPJz7hQm1NrKNcu6UdgZw/Uf8+YYHoBluasc0p53BLV1OniU7SYDSB25LkkR2e9G8rrCbat92Q9Zohkki0xhKy/0NlidhjQohTQoiSEGJ5ZV9blpCVMvmRaIPBYDC0Hq1H7jqaaLydLR39ZtTUItEB8kQnEe/ors3uZkLRLs0m7YYiSoJoogOf2zrOso8mWvW9B9VEQ4I10TpLyEop/y3wbyvl/y7wz6WUD2zNxL6E7EzRGm+T5cJgMBgWNn7+g6sT5XNl9tKftsopszv4juByoLrO1ReTTFAdrpPqDYbTYQsbiW7Wnlbidk6Glat4taMl0fAr7Ne/7m8qwZpo3yVkHfwW8GcR9NsUk9Ulvxe0oMVgMBgMEGzikZvOuGEiXxs00TVbhPVPd2KhqFai0QFPGnbdLVD35QUJRAvHq1vdpiLRCfWi3WQdAZoItD8KnbjqXNb6vmWCI9Gol5B9SVVQCNENfA34lm2zxFpCVgL/ayVBv6pupKtfTVRWublw5jhD8mHgtuKkHasaRYGxO16M3fEyX+02NOJ3kXVGIl0v3AnQRIeezCiYm6CXcE20xPl9BJNzODXRbmXqItFlLTOtujE8cQiLU2lRe41IzhHUWfZz5lW/J7ffmFfWjiQ70dpLyAJ/F/jIIeXQWkI26tWvLg3DlQvw8oFnGpbWThrtWNUoCozd8WLsjpf5archOgJromN4zu+MsgbTRNveJy0UrTl2WsPq4WzVfQipiU6ynKOBkDIVt332G5wg4+DqAEcQwW4lUcg5tJaQrfBNHFIO+xKywPex5CEtp7rkt9FEGwwGg8GLIJponciYs1xLcEST9TTRc6WStsCItwMXzONvkHO4fI+PZXaO6muTUqNm9P5hbzKU+unHQBPtu4QsgBBiCfAG8APbtrYtITtZcaI7jSbaYDAYFjRBNZNemuimo6TNYu8kQAi1VYtRRIWXnMOtXOA+XCoHXfY70aHoJpznqMZWme9Zp88mItyJlXNoLiEL8BvAT6SUE7bqbVtCdqoAHWlIL+jlZgwGg8Eg8XYi3ZyoBidaVzvts68Z7FHWuki0lhchamWTponWDjMGMNo3T7RdzhFS9pCoMUTTWdWiftSUmugm7PEqG+YYEutEA75LyFY+/zHwx45tbVtCdirhS34bDAaDIUGonAPFldkrG0Yc+k6nE13SjUQ76ibPi55DSo/JZZr17dRS3LmUCRqJTrITXaXB6dUwVFfvX9NEuzjUqnHW0UQrs3P4DLbXbzUKFmwc1rnQypHps3w49UX7DDIYDAZDW/DzH5z+ZFBnoi0och9rVyJ5PnSDnKNub3OaaGUntv1N6cOTNIi0UBNt267cF8E4BHHOnXVaFYlesE70ZGFuUuHF2RscmjnFqdlLPCyNttcwg8FgMMROGE2wMjuHR/k4/Kk6p0F4OIwOhC3FXRLl0d4T2YLlidbuo0LgSHRASUOstEgTrQpouzq4ITXRiRtLFrATPT4LvTmYkQXenzrCqvQyUgjOzl5pt2kGg8FgiBG/KKN2doYE5Im2E1wTPVcxaZFobWN0ZAmVV19NNHP7H7vsHM7tgQXMLieUxg9A96mOWz1Xh7sN39GCdKJni1AoQU8ObhZuU6DIq5372Zpdz/nCNYqy1G4TDQaDwRAjgbJzVOs4Kvlm54gxrFadHKidncP5f8LC0U7Hy03OoXW4GppopM3JfoxS3DkJO2EycD8+7ehoolVetJ9NoW4iA7AgnejxWeu1NwfXirfoFB30pVewJ7uNGVngZvF2ew00GAwGQ2zYo44q3DTRqjr2yU9eutNW+WTOYGHZw1avuvMp+hrWTC9NdMNYhLQnaUMoG94oPwZvt9JAOYCDG7Tfattu0hAvLbbRREdI1YnuypW5UbjN5sxaUkKwLrOKLBluFIbaa6DBYDAY4kPHi9YgcD7hFmB38IM4f8IWfp4POaOl827Btk+nvr2acG53EDQSnZjJpSocjmj4mwOXFHdu5V3GxFei4fLea1uQ/c2yIJ3oiYoTPZm5xywFtmTXAZAWKTZk+rhRvI1M3JlvMBgMhlbg99feGZX11DqHKNdKgiz73bBiYcusCo7TCXN16HQ00RrRSYkjT7SemYknOk20S5GgYfgAXrCfjV6LuJhIdIRUI9ETqYcArM+sru3blF3DhJziYdlk6TAYDIaFQpiLrEoT3W7H2akBDdNlEvNERzivsBFVOkDb+8CR6GbtiZGoNNG19HMadQNpohXvQ0X6jSY6OiZmrdUKp5giR4acmEsYvTGzFoDrRSPpMBgMhoWAPeqoosGfdIlkOj975pPWNS4oDuev9l6nrkhuJNqTgPoTZ3RSKztHKMOaqdga3BY3CW6m/5i7aZeDTAz0bddvu9FER8/4LPR2wGR5mu5UV92+3lQXy1KLGSzebZN1BoPBYIgVHT2HTnGfK3Vc/pSXc+haR6jfJ5FGTbRtX5BB9tFEV7engmbnSJjj7EVchxVW29ys5tloolvAxKyV3m5CTtEjuhr2r8us4nZxmLIst8E6g8FgMMSJ7rxC5yNrP1/TS3fa6mW/nQR1jJMwSdKOlyY6bFuemmjHSRF+Al6ycGqiA52THhFkP4mGq5McZGahYpPb5EXnfpPiLkKqC61YkejOhv1r06soUOR+aSR+4wwGg8EwP1DlibbTBg/KT5rihlC9T5AH2EpNtJ9+/HHSRMuGNyHqqvb5OLtuDngIHzrYALf4C1hwTnSpXFnyOyeZlFN0KyLRazMrARgq3Y/bPIPBYDDEjO+KhdVymuVr7Ybc1xQhNdFBJ0m2E085h2Z98M8TXSfnCGDffPCig0gq1DQR2m1yTII43LpPjcKy4JzoyYL12pkrUKKsjET3pLpYnOplqHgvZusMBoPB0A48Jxa67GuYWJgATbRzQlyNAF5EbbXDBKEdCY5SE22XczwmkWgnUWmigwSE49REt5oF50SPzliv2dwUgFITDbAuvZKh0n2TL9pgMBgec/w00bVyjsuBctlvR7u6bbWawE5xwjTRdTQbyXRqohWDY+8icCQ6wTR1TgbMqqFzjgfp069vr7aMJjoihiet146OaQB6FJFogLWZVczIWZMv2mAwGAx1aMs5pPvnVjllUtYvEqJL0jXRdiThI5cqnBNHq+/tY1IO0LDfZLck4JbqzrNO3SfHioV+EwD9NNFB5DkukyH9Jje2ggXpRHekoZy2ItEqTTRYTjTAUNHoog0Gg+Fxxm8ynnPiWVidZez+1GOkiXY6Xs04R0G/v8BRzCQNnANnhpm4pCdukwybbUs3kG000RExPAkrumFSWpFolSYaYJHopkd0MVQyumiDwfB4IYT4mhDivBDikhDi9xT7hRDi31X2nxBCPKdbd14Skd42CfmVXaUpATXRSSNs9N8TH010lVTAdpOsifa0x8fYoIsHBYkuR/JkoQ2DvaCcaAncn4SVPVaO6BwZsiKjLCuEYG1mFYPFe0YXbTAYHhuEEGngD4CvA/uA3xJC7HMU+zqws/LvLeCPAtSdd/j9hW/IzhG2XZfH0K1CKdHQKAvJyxNtxytPdBCtrl+e6NrNhGg++p00ZMObGLNzVPvTudtQyURCOOdGEx0BBToplCqRaMVqhU7WpVcyKacZLU/EZKHBYDC0nBeBS1LKK1LKWeC7wJuOMm8CfyotPgWWCiHWataNhFIZyjHmiNBZbKVhe8A80XH5YDVNdMjhE5V/7faiyxKKZW+nOQpqch3nxFHHqy7tjkQXy3P/XHHIOnTwOi6/Gwxf7bJGn37thmqgSRaUEz2d6gEsJ3pCTtEt1FKOKmuqumgj6TAYDI8P64Gbts8DlW06ZXTqRsJfnYOr2f2u+68/hP/wheVse/HeVchf8S5TF3VUUdk3OAZ/fARmi3Wb54q5LA9+5i78+Ul956pYgj89Cjcfedutws2p8HUEFWHrOB3A8Rn43w/DQ2u6EqUy/B9H4I8+gx9eqC8bmSbaY1Dszacq5dwmF04V4DuH4X413tZGL/rooDVm1X8fXbfG8j98AVcfemuia+d3KRpbXIchgAPv53A73//FKTh9p3F/q27H1VqGx4yyhKExeJhaA1hO9MzkLMvTSzzrLUstokPkuF0cZk9uaxymGgwGQ6tRXU+c1yq3Mjp1rQaEeAtLCkJfXx/5fD6AifAw+zSlknCtdz+9gZHMDn7x/kdkKLi2cyW7H4mAG1+4lhnJ7kcgyeePK/ffS2+AzA4OnbzEWGYHJ89dgswOjhw5TJccr5V7lH0WUnPXlWvXrjF1+RpD6e0Mp9cjR65BZhsAFy5c5MG5W8r+CuR41PEqnx+/wOXyoKvdKgbTOyim+8jnP2I8+zykFgHw8cfe4zSSfRpSywE49Pln3E9voJBaTT7/UaD+wzIhFjOZe44PDp1gcfkBRbJMdhwEYOD+ON1yDNJrAThx/IQVFMtsb2jn8OH670TFuFgCuWc5fuwYl+UIBbLQcZALFy4wfM4a72LuNQYGhshfv8zd9CbIbOO9998jpTjdp0QvE7kDfHTkNEvK93hgG8vPD31Op5xU2zE+Hvh34cdAZhep1GpWlW4wnF7PpZujTF09z0jHaxw+dQmZ3g5CMDs7Sz7/MZPZF6ASYKye3/kPPiXHdEPb9vN7YnKyzvbJ7IuQ6q4rPzY2Rj5/BIDB9HbIbATg9JnT3Crfs36XHW8AMDU9TT7/aUOf9rGsUiwWyec/BGA4tQ6yuwC4cuUKd9ObmX04yL2zlwGYpQM6XuH8+XPcO3s78jFfEE60lPDOWSimV7FlGeTSUJBFcj6HL4SgL72C22blQoPB8PgwAGy0fd4AOD01tzI5jboASCnfBt4GOHDggOzv7w9k5KOzcO/BKP1fUtc7OghD1+HVgwfpzrq3c/+UdQ3of8q9//unIC2g/wl1mS8G4fZ12LZ9B0O21wMHDrCqp76dybG5z5s3b+HlTVv44Bo8uA1bN23jTiWOv3PnTp5Zu1PZ3/gMnDsKO3bu4pm1u9wPTsF7V2H8HvS/2s+dEzBViY4ePHiQLo9xenQGxiuR7xdffIkTt2Gi0k4cDI7CldPw1JNPs3W5tTDa2cPWvp6eXvp6e3lYeSj81NNPc38Sbt9obOf55w+wute7r4FHcPUM7N+/nw1LrL7OHYadu3bx9BprvM99BhvXbeT1LRs5cgvu3IAvvf4GmXRje3fH4dJJ2LfvCXauhBHbWL7wwous6G6sA5DP5wn6u/Dj55dhdgT+4fPb+LPjsKhjFQe3r+LsYdi+bUdtzLK5HP2v9nPzC5ip+MvV8/rFl15mqULteu8kTFbuT3q6e+jvf7m278ZRmJ2pL9/bu4j+Z6zj++AaDA9Z2/fte4JdK60I+anPrG2dHZ3Kc81+XlZJZzK1sseHYPCatX3r1m3cG4ANazfypa3Wn6nRGTh/FPbs2cO+1XsiH/MFIedIp+DNvbB35iP+7h5rW0EWybhMKrSzJr2CkfIY0+UZ37IGg8EwDzgE7BRCbBVC5IBvAu84yrwD/DeVLB0vA4+klEOadSPBujj5P2/XWtAhAnvsfQWVTEgZLrtDGLt9pSkatCM5h/OYnRraiBKoKFHliVbtd1MONdhu3xeznMOe37o6OVR5PnlM2AujT/aVXfhMqg3Up5/+OkDZZlkQkWiAdYvhQuVRlpSSAkXXzBx21mRWwgzcLg2zJbWu1WYaDAZDS5FSFoUQ3wJ+DKSB70gpTwshfrey/9vAu8A3gEvAJPBPvOq2wk6/7BBVh8bPSSlrOLBSgvAIKVWd0qomtvqqq4kuKybGeR5bgBsEL+z2BNFEV5f9jtP/k46x9XK6vDTRQW6q/DTRDSsa+vRZ67sdswltXVc13IL6Gzi7pltlYpDzLopDDNuGl8Pt/L0bTXQLKFFGIsnh8Wyrwur0clII7pSG2ZI1TrTBYJj/SCnfxXKU7du+bXsvgX+mW7cVCNv/ajsqrz7tRJHZoRaJVDgjnn07Ptc5MS1yVOzOX93o+XgR7U5x53WT0RDJb9Iwtywczj6rTnZtYqFbey6vzvdxYD82IerHThkBtm0r+/ym6us7Viz0Ka8aE7/otNd2Zbte9psUd9FRkNbUap1IdEakWZFeyt3Sg1abZTAYDIYKuk6czkVWp4zONdbpjOimuAsaWQ6zJLO3IcHzRFsGhOw/BM5j9nJEg8g7vGiINPuU83P0kpBH2rnsu32sVDdxSidU5zicY6bxtCcq3Jxvlf06OcGbYWE60VhOtI4mGiBHlpKMKOeLwWAwGHzxi0T7Rc2qRJljOOjT+rARyrJGGdc+Zb0mtkogOUeIfpulIfWazflRfoduDm2IvlVOsr0dP425m+3O93FQ9yTCGYnWqOtVzqu+MhIdoJ8wfeq022oWphMdIBINVpaOcjtFTgaDwbDAsBwXDzlH9TWKSLRPKFpXE+0+s7C+ni+tiGwGkXO0QxNdfVVE+6W9AN6R6GY00c6qTlmM2/eney7GgUQzEq2oG0wT3cStVpPj5OZ8K/X0lVcTiY6QqhPtl+KuSgqBNE60wWAwxIafExe1JlpjrZVGTbSfnKNaz1HfMsy9v2YmFtZFIoNXr9Vr1TLJbtQmv1U/V17TQvEdNns5dtwEuR2rc+VHt26dT0V0nzi0AinnHDstTbTtfTBNtHs7qvLKMfFx6v36dOJlv1n2O0IK0srSoSvnSJGiLH2WxTIYDAZDZAgfTy7SSDQhNdGO/Q0yUal+rfbpZY9fGc/KITTRqrJxRladjlW175RCG+/1neqY7FrGRYYhFPuV1VVOatxyDtv370xxp9RE+2yra9uzYw27PKoE6TOMJrpVROJECyG+JoQ4L4S4JIT4PcX+fiHEIyHEscq/f6lbtxVUNdHacg4TiTYYDIZY8ZtYGHl2jhByDj+czrDf4/SG+s1GogPonFX3K3Fe9dyiuSlVJLpJ3GQbzmipcxxds3M4zot2yjqcTyLcUtyp0J1n4NavzjbQ/+0GpR3j33SKOyFEGvgD4KtYq1wdEkK8I6U84yj6gZTy10LWjZSaJlpXzmE00QaDwRAr2inuoohES81ItONVVxMd1GloxplxJYQmuh04HaGUgJI9nEp9dLWBAIOm+4jfLzKfpOfUUtryRDsi0SpJhXKbq/dr/6AxeH43jSFPcKU0BO9jSrIm+kXgkpTyipRyFvgu8GYMdUNT00QHiEQbJ9pgMBjiw3IANOQcPu3oRDGDOrduET2feYXaeaKbSZnmjET62abCZ05nS3Aeq2ck2mvstDqr/6iKRNt31DTRPs6llxMXF/b+tCLRtm2+mmiX9251/NrRknMEGEBP+xOsiV4P3LR9Hqhsc/KKEOK4EOKHQognAtaNlKAp7lKkkEYTbTAYDLHhd82LMhLt158zEqmTJ1ooyoeNeAdFqLxovzqO93b748B5o2GPRFevvnZn136z4Nyn25dTruGmefdrWzVxtF2R/Lo80c5ItO24VJpvnd+U63FJ9ffhtl+rTcV+19+iYptzfyuIYsVClW3Or+AosFlKOS6E+Abwl8BOzbpWJ0K8BbwF0NfXRz6fD2zo+Pg4+Xyee2snoA8+fO8DhMbQ3tk0xtSi2VB9RkHV7vmGsTtejN3xMl/tni9op7jzacceifNsLApNtF2DbHtvdxCrGRM8zWkmEh3WkXN4KnE7gQ03HJXtqZT1QeIYO8dY6oyrEz85R4OT7WO7fVKkMzNGXEj8l/12nptVW3Ui0XPjLDz2NY6tfb9zTLzmP6jaVY2pEPNUE40VPd5o+7wBGLQXkFKO2t6/K4T4QyHESp26tnpvA28DHDhwQPb39wc2NJ/P09/fz0dTxxidvcqX+7+sVe+9ycNcLw4Rps8oqNo93zB2x4uxO17mq93zBYG3gxwoEu3Tl48P7dqns05DJFpRz09fW7XH/hoFug6j/X2c/l+DPMAWia4+TbCPnWskWsNonXPG3qhu2/bd7RhDcNxEeUWiq9vQj0T7PUlxexLj7Mdpq9dv3dmnfVzt9eoi0fb6CtuiJAo5xyFgpxBiqxAiB3wTeMdeQAixRohKXEGIFyv9DuvUbQUFWdTOzAGYxVYMBoMhZmKNRPvZUnktO179otfOi3oZ/6gmNBmJtpkVVhMdrkJzNGS4qGxPCXUE1UmQPMDOYXV+Jw1yDh9NtPMJRTV62g7skegUjkh0pUydbdL2pKW6yeO8czsuu4ykWs53nO3bNfts6N92bnja36Lvo+lItJSyKIT4FvBjIA18R0p5Wgjxu5X93wb+AfDfCSGKwBTwTSmlBJR1m7XJjwLBnOgUKWSi5t8aDAbD4411XfVwohMYibZT56coItF+9thfA6F7MA7coupO56hVOI/ZHolusMlul2zcp4tbZNStXKi245ZzSNuYeUWi7Q6/Y7+XyXNj0XhSeN20eT2F8Tu9XJ842Bx110i0xm+1GaKQcyClfBd417Ht27b3vw/8vm7dVlOQRe30doCVnaOdiR8NBoNhgeHnuDkdA9dyGpFo6eN46i777RYxq4uyxhmJ9orgOXGUjTuQ6tSz1sk5qvINh1GCuUf6Ys6708a+PLbn/qCRaNuNR+xyDqiTodi1zm4Rfef57SrnUNR12+cVia6zlXo9s067SoS3/UmWc8w7gso5zLLfBoPBEC/akWifdhrSo3n054efc+uqibbV14lQNhWJDklDtK+dTqDtVamJVtgVxIfWlRm47fez2W5P3Eg559hVb0BwnLdO9YR2JNrnSUrDOeQXcdaMErtpou2vfproVn0hC9SJLpAVWe3yKZEymmiDwWCIEe1ItE87VQesKVsqrw3ZOYJqol2cGCdNR6IdEdYw/oPbo/dW4ZqdwxYFbog2i8ZocZC+3Jw61xR3ml60/TtoZyS6+rnh/HM8JYkkEi3xjESrovP2SLTnZEZVJNrRiHCxv9Xn78J0ogNqoq1lv40m2mAwGOJC2P5Xoa2J1ohE2yUQfuXsr246Yud7lf5Uq58wDkDIcGiQJcJbQcOy3zY5R3V7gybaVj+MblkXv7ZrN1fMFYz7JqTWtS0S7Za6zm6bc1ztryqE4p1qS4MmWlljrqzX/YlfJFrHfiPniJAwmmjrR2ui0QaDwRAH2isW+jnROmV8vNuweaKdNtojgVqRaI8yrnVtZqi00Vq0S4tA481Ryjb2Wtk5ggya48bB7SbJTxPt/J69Iratxt53JcV2jSg10c4izmP2zM7hdOp9xkoViVa13Y480QvSiS6G0EQDRhdtMBgMMeHngzjTdnmV0/nLHUYTrZropnpvd7J0nD3n4/egNCPfqL6PW47QEImuvNbJOZh7X71ZaJBcaPSlknMob2wcUhHfJxq2Au26D6k7ZyqRaLesMlWpRxyaaFXEWEsT7fLEoa5dF+fc/r5VNzULzomWUoZKcQcYXbTBYDDEhKh4cn7RP78/yzqRaF9bKq9+2Tnq6thCmw2RaLzNbsZeaTOsGb+hVjemy15DNFcjEi1CaqJr9V2NqN/vJ81Q3QC0SxONtOWJrtwYOJcld80THSAS7Ry9IHmi7e3Vymr1GVwTrbY2OhacE12khITAi62AiUQbDAZDXPhmRNCUPGhrojVCbH5yDlWUzP5a9onkNdQLccmpqxPAmXbTRMd21fOJRNudaNWNURCn1fWcctmvey7aP/tJQFqFPeIrqv07b+JsttnPfd1lv3X2NTjMHk9hvORNbu3W3bBg/aey30wsjJiiLAIE1kQDlM3kQoPBYIgFv+ifM7rrhpZD6tOGzsSl+oKyXmNrv7gL78ibvXzYK04UmugwEuNmcK42V/1eVRML7TiPVcdg1SN+1Y2DM8uJ31MR+7nYTjlHXfYNbGNbeXXa1nB+e3i0QeQcbouqOPvxGysvOUddf4527X21igXnRM9WnegQmmiz4IrBYDDEg25uXi90L6ZuDpoT38VWXD4EjkT7euvR0+CoxOwFumVbqYtE28o6v7NATr/PjZkqUqqyzVlPpYluh9dQ7bu2UI3LeVuN6DvlSl42z9VtPEF8tcu29271nLhmYbGNuU4k3WiiI6JAGCfaGiYj5zAYDIZ4CBP9cyvj1Y6znBcNzpLrhVnWReLqLvhoaKIrr2Ei0fbH3w1R2jDEdNlz+q8NKe5koyPUrCba2ZbTlgZNtEvdBtsjsCcs9ki0Kldzdbu1of6z39MdTzmH4/tpkGgovj9nxN/tN+qXnaP2m1LZb+Qc0VKSJQAyQeQcoirnME60wWAwxEFQHapfGT85h076NN1lv9200TqLtIB7VFYLe+QugCPndFTijqS6LbaSrngprdBEO+UcbnW19fk2LzpUyr2IsJ+H9jzRDZpo6h1jnWwwWmkGFeXs/bh9d2HbtXbY7Fc8gWrVPc2Cc6KLWE50Wugf+lyKO6OJNhgMhjjQ1UTrRpib8WVUj5Dt293qOKOq1XzUKr2onWZsdUbo6t/oE3d2CbdItH3sVXKOUJpon+/P6WTrPhWpi0TrmxMp9nFyjURXP+P47PObckor6vZRv89LE+1nj1efyv4dvynV79440RFRkpYjnCatXac2sdBoog0GgyEWdDXRXqEN3Ui00wHwKldnk1Ne4PzguKhr9+PzWN2zrmKbTp+ujkpccg6HA1f9XlOpOTN0oqChzbW37RblDnBD164Ud2Xqx6ksG7XCddIV2WirnpxDoYnWjES71VONr7NeQ3YO2eiEK+03muhoKFUi0ZlAkWijiTYYDIY40Y1Ee/1Z1o1E+/1lr9riu2KhrUVVJFo7T7SmXW6Vo9BExy7ncPZXeaOaWFjbLxqPNUhfbpFT5/5QmmjnzriwjVPKxTl22uY8v71QjYVy8RpHGbtdbuPs12dd/4oot8p+k+IuYqqR6FSYSLRxog0GwzxHCLFcCPFTIcTFyusyRZmNQohfCCHOCiFOCyH+H7Z9/6MQ4pYQ4ljl3zdaY6f16huJ9nKiNSPRfpro6pXbT87h+qjbVi9IJLppB6AJTXTcuGqibWPfoOW11Y8iL7Nb1cCRaEV0Ny7skejajYHzvHXRROs8AYlEEx2gTa12sf7zst/IOSIiVCS6ttiK0UQbDIZ5z+8BP5dS7gR+XvnspAj8P6WUe4GXgX8mhNhn2/+/SCn3V/692wojtTXRHm1EleLOLRLdUMfmvNj1qHaHv5pRQkcTHcYBsx+LXRsblLgdaef36cwTrUoPqNREByBwnmiXdpy2+51PrUSlidZNzei72ErddzD3zi+y31hjrj37dlW/DTdLirLVibBhnf9mWIBOdBOaaBOJNhgM8583gT+pvP8T4NedBaSUQ1LKo5X3Y8BZYH1cBoJG9E+jDdUj52ZokHM4LswNboWLY+hHM3mi7RG/ILg5o3FNBXJKX6rYM0c4V9qze9GBsnOoIpXCfdx1z0W7M92uSDS2vt20ws7jacjO4XGcQnGiNKTOo/4mslpGtdqgyp66PmVju/bK9jqqZb+NnCNiqinu0gEOvaqJNhMLDQbDY0CflHIILGcZWO1VWAixBXgW+My2+VtCiBNCiO+o5CBRoBv905ZzRGiLiw/dUEflXDn3qQjqdCsrE0wv3JCDubG5ltIQza28SdscL7tN9pzboHeMtb586jj3+56Lzv32iG3MboM9Yu+2CInzeBqcbY/2vcZCFTFW4hOhDtOu/Tdlt1/nt9oM+smSHxPmUtzpR6LnUtwZJ9pgMCQfIcTPgDWKXf8iYDu9wH8B/nsp5Whl8x8B/xrr+vSvgf8Z+G8Vdd8C3gLo6+sjn88H6ZoHqTWQ3cMnn3xKjumG/Y+yz0FqMRcuXOTBuVvKNgrkoONVAD7++BOyzCjLzeYOMjh4h/yNS8r9Y2IZ5J6hWCyBSNde33v/PVK268JQZhek1yGlZGJiguL4JPmh00znXgHRQbFYYro4S5k0g4P3yd+4oOzvXnoDZHYw8miEfP6Y1zA18DD7DBJBPn+M25k9kF5DoTBLPv+xZ73B9HbIbETKMvn8+wyn1kF2Fx9//DFZZgPZEIbB9A7IbOD27dvkB85xP7Uesju5dPECZHdRLJYYHR2H1BIuX77MtOhhKrUESQpEB6OjjyC1hLNnz3L79B3PvuaO7SMyFAAo5F7l1uA98jcuMksHdLzC+fPnuHf2NrN0QsfLrm0PpbdBZhN3794jP3iamdwryJlpSC3h9JnT3CrfU9oxPj4e+HfhRzH3GgMDQ+SvX+ZuehNktnHh4iXI7Kidt9Wx+uijj6DjYO1zdf+VK1cYv3hD2fbo6ASkljA9NV2zvYyAjjdq7QCMjj6iLBaRz78PwIPs05RIg1jMtes3mL5ylSnRC7kDtXrvf/AB6YqPVmU69wrl6em6dkkt4eNPPiHHDLcyOymkVlGeLVIUHSDSzMzMkM9/YpVPLYfs0xw9eoRuORb5mC84J7pcS3GnH4muLrZiNNEGg2E+IKX8Zbd9Qog7Qoi1UsohIcRa4K5LuSyWA/1/SSm/Z2v7jq3M/wb8tYsNbwNvAxw4cED29/cHOoaz9+DWJXjp5ZdZ0tm4/84JmJqAHTt3sn/tTmUb4zNw7qj1/uVXXmFRh7qv85/D+lUbeGPrBuX+GyNw7SyIVNqKMlZe3/jSG7XFQAB+cQUe3LGuGb3dPSzp6qF/dz+XD0OxYNXr6uiiUIK1y9bRv32dsr+jg3D7OixevJT+p/pdRkjNg9NWlLb/yX5+dglG7kEul6P/Ve92PrgGw0OQSqXo7+/n1B0YvAKvvPoqvblAJoQifwWG78DqvjX071zD8SEYuga7d+9i8Io1dkt7lzA5Btu3bef+JAyNQalsje3SJda+PXv2snf1Xs++jg/B4DU4ePAgXVlr26VDsG7Fevq3rWd0Bs4fhT179rBv9Z7a59179rJP0faH1+D+EKxcuYr+Pdb3vbSzg8kx2LfvCXatdDnmfJ6gvws/zn4Gm9Zt5LUtGzlyC+7cgG3bdjB0Y+68rY7VK68e5OyRuc/V/Vu2buPFDdsa2j73GSztscp2dnXR/6UXASiW4fRnc+2A9X5qjNrxjZyBQgmmx2Hz5s28smkzd8fh0sm5eq+//jo5R3zzymFYUhnLaruTY9bveXGH9ZubegAd6RxjM4CEbK6jdr5ffQjXz8Fzzz3PmkXRj/mCk3MUKSEQpEKkuDOaaIPB8BjwDvDblfe/DfzAWUBYkYP/HTgrpfz/OvattX38DeBUK4z0nVjos99eBvylETqPe91WfnO2IarP8x0azeqjdr++dCZNehEm7ZurLKJNmujqGFflHA0rFlL5HEITrUKliW6Qc/idi4722oFdQ1w1oeRy3rppor1+U8rjctFEO4vUJtW6tenSr58mumFipIvmvRUsOCe6JMuBotBgm1hoNNEGg2H+82+ArwohLgJfrXxGCLFOCFHNtHEQ+MfALylS2f1/hBAnhRAngC8D/7wVRjpz3DoJmp3Di7oJUwpcJ0R5tFmniXa8Ot+r7IFwk6Lq6oRwph1V26eJrrzazwPnst91mugAB6mria6ivey37XMUKffCYNeOu2qihfdnL+23apyd7VTfS1Uh23u3/r36VNkqVP1V9ztuiKJmwck5SpTIBNBDg9FEGwyGxwcp5TDwFcX2QeAblfcf4nLdkVL+45Ya2NCfy3af/fYyfuWi+tPu5sg1rGTnM7OwmUi0RBEd0/AgatHLdkVQq68OTy5ld6A86vtFiz0r4fKVOG5CAmXncOyLi7pItIsj7zwe57jqLPstNVLc1dWlcUyaSXHnRagJuSFZkJHoVMhItNFEGwwGQzwEjf55lQGf5cH9bHHb7npFl8o80fb2dOxuNorpKtHQqdukPCIorst+K5zoWoo7Go9Rx17X6KRU79d+KmK/WdKwoxXURaIrryWH4c6xUjm8bujcyNT14dK3cpuLF+3ZbuWARX2VhvdGzhERoSLRwmiiDQaDIU6i1kT7/fmO4hrr55Tp9uP3WD24IfpV2q6Jrr6qItEO41Sa6NC4yAHshNFEx+k1ODXODfmfqd+uyu9s397QvqJsbYdjn6pN18h4CDlH3X4Xe1wbjZCF50TLcqCFVsCmiTZOtMFgMMRC5JFoH/mE7nLGtW0e5ZyKjTrnCnf9pt0e+2sQnCvWudnagMOLbpsm2vG9ujrRMgJNtItUpCHKHTASXXc+xeg2OI+raoKrE+34XGvHw+a5sgo5h4d2uVrDXkY3Shy0XfvxukXbo2LhOdGUAk8srGmipZFzGAwGQxz4RqI1HM0YA1IePTtsFP4X9GYj0Q1RZR1NdIg6UeIaibZdru1+qUoiY68XFJXEpuqYVU1wuxFzu1mKG6cMxTUS7VK+1o5HH0HlHM42lePs0aZWu4rodFwsOCe6SCnQQitgItEGg8EQN77Rv+qrx59l7WW2/WxRbdOInnlFyz2d/2Yi0SpbNOo5yzTrlAbFLRJd50DZ5ADVx/ihItEq51E07m/Yp3lDZ5cgxCrnqLy2KhKtWrrbXl4ZMfa4s3DWC7Lst/33bz8PnO3oRrvDsuCc6HKIFHdVTbTJzmEwGAzxoB2J1mwvijzRfri1EacmWipFovq0I4IK6ki08zG9cFawa6Id9YMicD/X/NpusB3/87cVtDoSXX9qKeQcij7stonKDrcbJeXNplu7mk+gjCY6YsJEoqtyDhOJNhgMhnjwzYiA935wRKT8Ir8BNdF+uGminftc7SG8A9aUJtrxMa6rnls0VxmJptEBC5KX2U8n69yfcnFGa+Wd35cMd840S6sj0aqybvvcIvFhn+r4tutyDH7fdbMsOCe6mcVWjCbaYDAY4qUZTXSQfLG6Wk/PbTXnRXpmIhA+XnQzkWi7baE00aL+NS6UC5a42aGIoIYx1xnl9nPM3FB9X3HfhEBCNdH2myIc4+zoP1Ak2r5faByDkXNEQzOLrZhItMFgMMSDX2TR7mzp4Jmdg+DXWB0Hyx4xrdWz7XOt10QkWto7cfQZhtgi0dVX27E3RKJpjEzXJv8FOEjluNq8O+f+lN+5qIiiB7EnKnQj0c6nPE5b3bTJqrpu7SifJDn7cdZz8aKV7dqj/qpqLjcOUROJEy2E+JoQ4rwQ4pIQ4vcU+/+REOJE5d/HQohnbPuuVZaQPSaEOByFPV6EW2zFaKINBoMhTqp/pV3lHNJ7P6hTXbWShgu19L8J8NoXVYo7HVylHzFd9hoi0bhHoiXhxtULL/lNFbdn0c56ujKiqNGNRDvLN2zX2mbTROs8VbE9WXD77er1q7e/md9QEJpe9lsIkQb+APgqMAAcEkK8I6U8Yyt2FXhDSvlQCPF14G3gJdv+L0sp7zdriw7hFlsxkWiDwWCIFT8HoPqqcQH3KlfbHlATrSxue4ZddcpU/fo5t0EnTfqh40w7pR+xa6Krr36RaDEX4bdHpkNpol0io/b+6soFkBYlShPt8P7j1ETr0Iwm2u8YNH7eTRFFJPpF4JKU8oqUchb4LvCmvYCU8mMp5cPKx0+BDRH0G4rmFlsxmmiDwWCIA7/H4VqOZoBIdBQXWQ/57lwZDe/ULyLqRbNObxAddZToRKK9xi6QubqD5JARuEaiXWwP0lUUtFIT7VbWXl5HE20v72zTrV8/7bvb04o4aDoSDawHbto+D1AfZXbyT4Ef2j5L4CdCCAn8r1LKt1WVhBBvAW8B9PX1kc/nAxs6Pj5OoVzg1s0B8oMj2vXKQsJ+uHzlMo/u3A7cb7OMj497Hm8pXWaytwBA76NczelvN352JxVjd7wYuw0qnBd6JzqRaLvT49eO7oSp2jaP6LT9sbVKm1k3uUplkyKyGQRnJDLIFcFZJ7Y80Y7+VJHoql21SLRNEx0kL7PS6VNoohucywDnYlsi0VW7fTTRUa9YiHTuU38f9u9L2aZLv575p+Xcb8pOQyS6Rd9HFE60zs23VVCIL2M50a/ZNh+UUg4KIVYDPxVCnJNSvt/QoOVcvw1w4MAB2d/fH9jQX+R/gUxNsXXTVl7Y9YR2vbKUXBj9C7Zu3crze/cF7rdZ8vk8bsc7Kwt8f/znPCyPAbAh08evdL9CTmRjtFCNl91JxtgdL8Zugxe60T+vMn7lgMByDk+krHP2AnRVrV73Gqzv5jTR7UIZzRUeTyQcYxNmIp9vdg7N9lXnot9kxFbgvDlwi0Q7bWuYWOjRh1fqSdUEwFqbthsT14mbijalX7uVV1dpTovHPwo5xwCw0fZ5AzDoLCSEeBr498CbUsrh6nYp5WDl9S7wfSx5SEuQlUEOnuLOIoma6L+d/JyR8jhf7X6F1zuf41bxLj+f/AwZ5y/XYDAYIsZzxr5tc1Sa6KA+mLK84kKujAIKPbujknPMW010nWFzkUwpbXKP6j5nQ159+ZSp7XY42br6fKcEIS4aItE+co6yy7nvlZ0jqJzD62ZX97enbNf2qrTJGYn26SMsUTjRh4CdQoitQogc8E3gHXsBIcQm4HvAP5ZSXrBt7xFCLKq+B34FOBWBTUqksIYz8LLfQpBCJE4TPVWe4VpxkGc79rA9u4EnOrbzcufTXC8OcbV4q93mGQwGQ2j8Hs+XPS7OVQJFoiNAuH5oxMuess0ZC4qbU6GL6ml9HCgXWwlhRtjv2R4hdU2B59anwvZm7QmDMyrrJufQbcd7m/DYp67nlDI563k5767bXU74hmpJlXNIKYtCiG8BPwbSwHeklKeFEL9b2f9t4F8CK4A/FNa3W5RSHgD6gO9XtmWA/yil/FGzNrnaWrllCBqJBhCIxEV3H5ZHAVibXlnb9lRuBxdmr/PR1DE2ZdYGzkRiMBgMSUDXAWg6Eh3AlrptXvIP5pwyZXYOjT6hCQcshCZapT2G+OQITseqqom2P763O2FVuUdYTXTDmAgfOQcakWh73XZqoh02uGqiHZFrZzsqPBe/UWiX68q4PN4Ik53D0bW7JjrkkyZdotBEI6V8F3jXse3btve/A/yOot4V4JkobNChGokO41gKBEnLE/2wZDnRy9KLa9tSIsWrXc/wVxPvcaFwnX25be0yz2AwGEITRRo4rUi0iyMRBntsbk4G2FhG+9jCRKKdoT9dHI533Lhpou3UyTsczlGrFzex5zd2ovq+2qmJTjm+y0gWW3Ep67ZPpV2unvvOm45mNNGg/k3FNe4LasVCmbJGNehiK9U6SdNEPyyPkiVDj+iq274uvYpV6WUcnzlPOWHRc4PBYNDBKxJd1cRW37sRJBLt5YPp5olWRsncooAe/VUd72akCXWvARzMMJHdKHDTFdc5TUKtj7W/180TrXTQHbaEWfa71ZFPTztczrVWLPvtp3hRlXMbk2Y00aD+npyOepI10fOGcmUUw0SiUyJ5muiHpVGWpRcjHGeQEIJncrt5VB7nerFhjqfBYDAkHm0HxsuJjkgTrTRF48ovpTq7iF1/qyQiTXQzco5ae3HJOVSaaKG2y34TVSXIjYLbAjhOR75OziH8V/6z2xX3TYi9L90Ud2XH51o7HtpkVYo7lSzEKRmRlSpVOY6qnrNfr3YbyrjYO1eRlrCgnOhqJDroYiuQUDlHeZRlqcXKfduy6+kRXZydvRKzVQaDwdA8XpFF3eW8o4pEq/AuL13t1+mnqUi0UvDrj1dkNg6ckUNldg5smmhZr4kOirKalxbYY7fTdt02o0ZXE+0s37A9UqscfUV0YjknoDbsd5QzkegImMvOEW5iYZKkETNylkk5XaeHtpMSKXblNnOzeJvx8lTM1hkMBkNzOKNlbmhrov08IE89h48R1WIBdMVN2+3RriJYqE3bNdGOSLT9aq2z5HToBWrwdoZ1NdEN0dVw5oQiaCTa7bOXJtpLOuG72Ar1T2H8ova67dYat9eNaeAXlhNdy84RQs5BKlGR6NqkQpdINMCe7FYkcGH2WjxGGQwGQ0TUrokej5ad7z3LuZUJYovPNud+iSIKWI2eal5OopChzIs80Q7HqhqJVjl8qjzRVWdGx95qFLthu+Oz32Iszno6+t9WUls8pWqDSyQ65SivpYl2tC0VR1gnf/FsrH5fGE20s3m37REHwBtYWE50NRIdZmJhwjTRw6VHAK6RaIAl6V7WpVdxfPYCI6WxuEwzGAyGpvF6FK2znDfoyTlq/QXdp9hoU4m6RswE/hf0OrlKCC82SES8oa6jjbhwPn5XOboNJtnlHAHtdRavu7FROHdBs3O0MxLtvBFS3cjZyweJRKvGWdmOs03mNO4NDm4YTbStEZV23m2SZdQsKCe6XI1EPwYp7gZL9+gWnSwS3Z7l3ug6gADenfyQgizGY5zBYDA0iWckVFcTHSASHfQiqxOdVuWJ1onwBnH+G+oqwqE6h+Z2/HE9FncunlONNDtTmtVpoh3b7fW98CujlHN41KtuL9MYDY41xZ3D+feLRJcdttba8eijVtY++Ip2nE8G6jTubpFxvz5V7aI+v503Za1iQTnRTUWiSSVGEy2lZLB4l/WZ1Q2ZOZwsSffyla6XGC2Pc70wFJOFBoPB0Bxef9p0nUytchp/1rUdbEX0zS8ThJ9NQa86dqciTFTZbTGLuPDNzuFyLF7yH+8Kcx+9JAA6kWhk+JuyKKj27Zcn2hklj0sTXbXJLRIdpN0GjCa69Twui608LI8yJWdYn1mtVX59po9O0cE1sxS4wWCYJ7g+iiZAdo4gkWh903zL2yUbDf1qhEzr5CoB7QqLUt4QIzqa6JocQDZqop3p0/z68opeznVY37frOeSwvV0EljC43RRobdQ8QbykIWEeCTh2ud1sed0QRcnCcqKbWPY7RXI00YPFewCs03SiU0KwJbOWG4XblGQyjsFgMBi80M22EJUmOjA+muiqRxcmxV1dJDqonEO3Dxca6sbkGTofv9dS2NnKBNatB8CuiVY+PXDZzlw1yopIdJyOtVND7DYmzhUCg0SiVasLqrTLznISRT+O/hs00Qr7Gsr6PR2oVVSXa5YF5USXq3miw0SihUjMioW3indZJLpZnOrRrrM5u45ZCtwu3W+hZQaDIekIIZYLIX4qhLhYeV3mUu6aEOKkEOKYEOJw0PpN21l5Vf3VbUkk2uMiG2bFwpp2V1HPL2La1MRCmxcdZIKhs2wQjXEUVI/TniPbGYkGhyZaNDpYWpFoNMdE0a8K1dMSrewUEVNzdCuvbue08ylPEE2017jVpSNUGFf7Ph0d+Dmi9rZUZVXnifOmzESiI2BOEz2/U9zdL43Ql1kRqM6GTB9pUlwtGEmHwbDA+T3g51LKncDPK5/d+LKUcr+U8kDI+qHxikTrRpi1ymn8WQ9zAbY7e84dXvpap0lN+NDhMm04nOnYnGjHGzcn2enNNhyjhsFumT+8tLp+31m13STkiXbeRDlx/raaXrEQ577GPuyyigYH12WsvNptKONir5FzRIisjGIqxHBai620XwpRlCXG5ARLU4sC1cuKDBsyfVwvDCITMkHSYDC0hTeBP6m8/xPg12Our4WnE9KKSLS2Ze7lG+Qcin6D9hPXn+sGu9qticahea5gj/Br6ZpDGdO4Kawmuh1yDufEQie+Ews9+tB9YqNq09ceNy9aVbZaRHFDpKxq5BzNI1OSNCnfjBYqUgmZWPiobOV7XuqxyIobW7LrGJOTPCiPRm2WwWCYP/RJKYcAKq9ukysk8BMhxBEhxFsh6jdFLbCo+LMbZZ5onb/qyiuGlzNh69NVX+vRn65cRYVde+qMSOvgFtFrNdVuaqnupOUMOiUyddi8bJXDHQR7pFl1YyXQO4eq9geJjEeFU7rgTA9Yxfnb0vnOvW42Ve00HH7Fi7aPo98NrH1/g8xI46lAvQGtIdPa5pOFFOGkHGBpopMwKe9hZdGUpelgkWiAzZl1wBGuFW6xIr0kYssMBkNSEEL8DFij2PUvAjRzUEo5KIRYDfxUCHFOSvl+ABveAt4C6OvrI5/PB+gayqSg40tcvnKFsYs36vbN0gkdLwMw8ugR+fwXyjbupTdAZgcAly5f5tGFmw1lCuSg41UuXDjP8Dl1GtBqGTtTk5Pk85/XbbufWg/ZnZRKJe7dvcuU6OWLL85D7tlameH79ymJNJKUq92j2eegEij5+ONPyDKjLKdiNvcqg4P3yN+4yL30Rshs5+HIQ/L54571HqTWQHYP4+Nj5PNHmBBLIPcsx48f54p8qN1/WGZyr4LIUS6XyeffZyT7LIKyZXfuDRCCmzdvMJNezdDtEaZFD9NyBilSkFrOlSuXKae3cOPGLQpXr3j2dSuzk0JqFfn8x7VtI9lnkAjy+WOMppZD9mmOHj1Ct7SuuWPZ55ikSD5/oqG9qdzLIDoB+Oijj6DjIJcuXYT0Dq5dv870lWtKO8bHxwP/Lrxw2m3/ndi5dPECZHdx8dJFyOzk4sWLkN1Z2z82Pk4+f7iuziwd0PFKre7MzGzN9inRC7kDde1Uy33++Wd0yClmcq8wNDTMlFhMYXyafP4UD1N9kN1bq3f06FG65VyQr0QGOl7j8uVLyPR2EKJW9sTJE1wrP2Akux+BJC2LkF5Vq3v0iy+4IB/VfgMffvA+KcqRj/nCcqJTkrQIF3y3NNHtX6xkpBKJXpLqDVy3O9VJX3o514qDPM++qE0zGAwJQUr5y277hBB3hBBrpZRDQoi1wF2XNgYrr3eFEN8HXgTeB3Trvw28DXDgwAHZ398f6BhKZTj9GWzduo0XNmyr2zcyBeePWe8XL15C/1Pqto8Owu3r1vtt27bz/PrtDWXGZ+DcUdi9ezdP9u1WtjMxC+eO1G/r7u6m/9n6fk/chqGrkE6n6Fu1mrsT8My2Z7lyZq7MylUrKZSgWIb+J9V23z4BUxPW+5dfeYVFHcpiSi4egvUr1tO/bT1fVI5/2bJl9O9T91XlzF24dRkWLVpE/9P9DI3BlVPwzDPPsGmpfv9huXgISkVApOjv7+feScimoX9fP6c/tSK8mzZt4tIwrFm8hvsTsKhjEaUyjD+C7du3c/8mbFy3ide2bPLs6xdXYPoB9L/aX9v28DSUpPWdXH0I18/B888/T1/lUmu3x8mVI1CYtd6//OpBzh6BnTt2cvsabN68hVc2bVHakc/nCfq78OLqA7h+Hg48/zyre2F0Bs4fbSy3a9cuBq/Cjh07GboGu3ftZOjq3P6enl7699fbVW2rWjfX0UH/61aZO+Nw6WR9O9VyL7z4Esu74PJhWLdsHXfGYVFHL/17+jl7DwYuzdV79rnnWGuLD04X4cwh2LFjB3euW+dAtexTTz3N1mVw/xSkU9CRhtEHc3X373+WDUvgyC24fQO+9PqXyKSjH/OFJecQMlR6O6ikuEtAJHqkPMoi0U1WhLv/2ZRZx73SQ6bK0xFbZjAY5gnvAL9def/bwA+cBYQQPUKIRdX3wK8Ap3TrR4GXJlp34l1LNdGKCsLxoardVZXxlKFI9fuw6Bybm/QjLjWC85hVspSG/Y7tfjIZVV91lT3wnFjo8n21a+n0ar9u3o5zJUMtTbRLWVW7de+9xsOvTZVMxO935+hWehWKgAXmREMqRHo7sCYWJkETPVIaY2k6uB66yqas9YT3ZvFOVCYZDIb5xb8BviqEuAh8tfIZIcQ6IcS7lTJ9wIdCiOPA58DfSCl/5FU/arycTR2tc5ByurYEKV/VfobRROveJCjr2iZaBUlx5yykqz2NCmeIyr4gitLJcsw8DPIduTrgNj22s02v78xLEx3nPP6y0+4EaaLtmTicDq7buWb/2HCT5/Fd2be3OsXdgpJzlFOSbDOR6DY70VJKRspjrM2s8i/swsrUUjpFBzeLt9mV2xyhdQaDYT4gpRwGvqLYPgh8o/L+CvBMkPpR45niTnPinU5E1y3NV70xWpu0sgToXMyjjkTrEHPQtBHbcVYXLXFmmaitWEiDD13b38x4eVX1atsrr3c7vAbdSLQzcl3Fawzn6jaeMbrZOdxWVtQZq4bsHNV2AxxDlCy4SHRYOYcQ7c8TPSGnKFIKnN7OjhCCjZk+bhbvmFR3BoMh2Uj1X13pcLg8qs+9dyujYUZwB3OuVeXKaT7OXl1kM0TPDVG7AAcQJN1ZlDi/R5UsouYsqaL7TYaihWO3s01dqUj1+3I6+HHgjET7LbbiGsVV1PGK6Kqi1K4Os2abde2Kxqcqft9FXOLbBeZENzOxsP3LfjeTmcPOxswapuUM98sjEVg1fzE3EQZDsnET0UnXD+7l/H7uUWuiq4+tXXxoT+psDfFnSrWQiG8d52ub9LzgrYmui0Q7nCttTTSKMbHf2Lg46X5PM+zvnQvFxIlfvw3nR4hItN8+5e/DJeLsmg7Q5mQ3nJc2uUb1CYWqrlu0PSoWmBMNqbAp7hCU2+x0jVTyOy8LkSPazsZMHwA3Crebtmm+Mlqe4P8a+xvOzV5rtykGg8EDLzlHSng7TbrlAE9P077LLfeuso6st0GjKyrVauUDa6LtNgTQC7s63jFe9qrHXMYaN+fy1UoJTci+nPWUkWjHfrehKGOz3SOi3mq88kSrzr8GDTXuv5XGMZl7F1QT3eDgOso6+7TjVtZ5zLX9LdZELywnuqkUd+2fWDhSHiNHli4RIN+Rgq5UJ6vSy7hZXLhO9LnZq4zLKd6fOsxQ8T6zssCfj/2UMzOXKaXLHJo+zYycbbeZ846ylNwvjbTbjKaYKs+0/YbZUEV6TnJKCR85B+6PlXFs97zIKpwRpUNX2ydr/StXkdNw/t2cMl+8PA8N2innSNk8JAk1u5URfqlwhH1kMlXsbevil52j5rzZZSjEN35gk5Ioxq3OiXbYKhznt+fEQsW4KeUvivPIbci1lv0W9WUb2q1sd/5uWj3+C8uJFvNbE21l5lgUasVFJxsza7hTGmZGFiKwbP5wuXCTO8Vhzs1eZW16FYtSPfx08hMOTZ9muDzCp9MnGNo0xpGZMxyfudBucxPPQPEOfzv5OVNlazGIYzPn+Ivxn3Jx9oZPzfYzUZ7i7OxVpstzN0uzssB3x3/EDyc/MI50AnCVcyiiuyrsj3qj0kQHiUTb5Ry1elV7fJx/3X5UdRukGSHaCTLZq1mc32c1Eu18hO+1CmCQy6LSAbc1G1QTbb8BUEV3Y8PZt08kWhVxd31q44ywK4ooI9GysUxDdFrVn6MT57lc16xNzuH83Rg5R4Q0nSe6zZrokfJYU5MK7WzMrEEiubWAUt1dmr3BTyc/5fsTf8uknObpjp38cvfLTMsZTs5epC+9nAIlxpfOkiPD6dlLFGT7F9hJMoenz3ChcJ3vT/ych6VRTs1eAuCDqaMcnT6baGf6yMwZ3ps6zP859tccmT5DSZa5OHuDGTnLzeId3pnI892xH3GnONxuUxc0UUSi3aJrdnSvsSmnQ+fWRsVbUEaifWgqEh0SHUemVThvNKqpAVVjZr85ES77QmE/R1ycdK9lv5Xym5g9aWd6Pbu3o4xEOz5Xy/mdc8L2v70h30i0y41ZkHSASk20bX/D76bF5+8Cc6IhFVLO0W5N9KwsMCGnInOiV6eXkyPDzQWii35QGiU/dZg16RXsyG5kRWopmzJrWZVexoudT5ElwxtdL/Bsxx66xjP8nZ6DzMgC52avttv0xDJenuR26T7bsxuZlQX+y/jPmJTTvNb5LBLJ5zOn+Nupz3hQetRuUxuQUnK9MMTa9Co2ZddyaOY0P5j4BadmL7EitZQnctt5UHrElJzm/akjJirdJvwi0WnNSLSXfEInUmXfl1Y4dnMF51p1Rszstvo5e9JWPuipp8oTrYXjuDyCvpGj+j7t/TonD1YLNGRtCHC8qki0s+8gDnra4bzVnoDE+KfDabfqvLXvV0WC3X5TWnIO27aG88fuaDukFm5fm32/33lZtUtlfyvvZRZUnmiZkqRDTixstyZ6pJKZY1kTC63YSYsU622p7qKQiCSVkizzi6nPyYgMX+1+hZ5UV93+/R27eTK3g4xI82L6SSYu3mP9+tX0pVdwYuYiT+S2h775ehwpyTIDxTvcKz0E4IWOJ9jfsZu/Gs+zLLWIJ3Lb2ZHdyCxF/mLsp3w6fZJv9LzWZqvrGS6PMCGneDH3JLtzW7g0e5P81CGKlPhS53Ps69jO613PcbkwwE8nP+HM7GWe7NhR18ZsrtQm6xcWfpFoP1mEEFa0SGe1OR28ZBZ2B6/60hCJdoZPVSZJ/xuEIOj8eVc5XnFjjyLWRaLtHpSol8lUCeK0ummiG6o6IqteeaKdmmiNr7llqG6igmiiix4P3QXu54hvdg4fe137FOpjgkattfN7aLXXtrCc6CZS3Anaq4keKVfS20UUiQbYmF3D1eItRspjkTnnSeFu8QGfTB9nUlrLmz8qj/MrCge6Ssa2kqWo/CT3d+zmx5Mfc7V4i+3Zja03ep5weOY0X8ycA2BVelkt5eI/XPR3AIEQgk7RQScdPNu5h8+mT3KreJf1mdVttLqea4UhADZlrBU8d+Q2sjjVw4XCdXbaFiHallnP+vRqPp8+xfbsRrpS1qTe64VBrux7wM3CHTZm++I/gAWCXyRaCCh5OdFy7qLfzF/vugibpkPqTHHXoK/VcP4huJxjPmqiG1b5w/s4nJP3guKmibbvd25zO4ecjmhDdo4Q9oXFOY5u562XnEMIdY5lnbzmyj4UUecGTbTLUxflap/OL65yojhvAsv23S28m1lQ4TUrxV1ITbRoryZ6pDyGQLA41RtZmxsrDsSNxyxLh5SSD6aP8rA8xsr0Uhanenix40m2ZTcEamdzZh1LUr0cmzlvckpjTco8MXORYzPn2JpZz57sVg50PFHb35vqptdxk/JUbie9ootPp08kYgxHyxP857Efc2zmHH3p5XSlOmv7VmeW81rXs2TFXGxBCMHBrmcpUuTz6ZMAFGSRD6a+IDedZl0Tq4cadPDPzuHlpdgdMS89K+g7Y9qa6ErjzWqiQ/1qQjgNrg53GzXRTomJ/X3NOXLenIQ1wuephtuNj9P2su2E0s0WEhVeE/WUEwsV5d1+U3XyGuyCJZebDoVtbs6ym0TDUyZic85VkeiGWaItYl5Gokem4Hung9ebLXyJi6lu7oZQdIyWtzFb7uN7bRixkex+yhcEZbmWH2SivO/phuJX+FykuBxO5eLJSHY/D0J8T80yXS7woPw0S1KLGKs4ddcq/3SYs1tQLPczXB7jP6WL5ES2JfZGRSvHe7o8y4NyB9BBml9iLL2MCZHiAXDEs2Yayr/MUHmU/5iaqXNa47DbyXhZMFp+li7RyXSqk+9pORuLyZa+xkk5ye10kcnyNBPyBTomM/xgeEHFIdqCnyZ6xqtu5cLtlSdaqq7UDuy79GQWsm4CnLOen7Nnl3OE0kRX+wnguDsLuTk2rcCpia6Om/OGpe7GReWIaXrRqiKqphsi0SrnUmG7s25cOPu2Z6apO/88bE0L76cfXsfldrNTV0agjE770fA0wmW/U5ve6vN3YV0BBKG1v3N3P+2JphVlqS5CFhUdIseMLDwWE6fKUjJenuRReYw0abpFo8MWlC7RiSDFeHkqAgvnJ1JKxsrjpEmzKr2clellgTTiXaKDDBlGyxNtj0bPyFkyZFiWXkyHyGnXW5TqRpDiYWmUCTlJt+giXV5Yfz7bgfCLRKf0ZBF+8gmrL72dqZR7eeWkq2okOmUr43MZkrbykfxiNC57ouFNfNi/T5iLRDtvBqrv7XIPlcOog9cEOWV5n/1V2+0p7uIeSpXGuZapw/bnqiES7Ti/PcdBuMsjdPJEq8bRTzrkq4m2Dbbqd9PK72FeRqKXdsFvPuFfzk5ZSt4efY8nO57gQOe+wH0emb7BoZlT/Priv0865pkXv8h/wcUtD3gyt5OXu56OtO2bhXH+ZvIDXup+nY3ZNZG2nc8fo/+J/kjbVFGWkvOFqxyaPs2knGZNejkvdz7N2ky476nebsEnU7c4MXuRX1n0DXpT3ZHZHTWtGu9Lszf52dRnfKXrRXblVoRoQXC1MMWPJz/mya4X2J3bUrc3rvOkKEv8H6M/5+ncdl7tWh6wdorjM8N8Mn2CxaKT/9uir/HJex/FYvdCxysSrZMnOoX3Y3Udp0v1uNgzmweNjoHzcbqn8y8bJ0jp4qUl9qKhToyXOef3KWW9ltVum4DaoIZ2VGVjPfvxuml8VV9FWWH7XKV4NdFKuyuvQVLcKdtuOJC5gqp2lPWcDrDCiffu093hVh2ns04riMSJFkJ8Dfj/AWng30sp/41jv6js/wYwCfzfpZRHdepGRQlrJn3oFQsr30I7JhcWcmXKlGsTuKJkbWYVaVLcLN6O3ImOg/ulh/xi8hDD5Uf0pZfz1c5XWJtZGWkfT3Ts4PjsBc7MXuHFzicjbVuHGVng0PQppuQ0s7JIWZbJigw5kaVLdLI0vYilqUWUUtFr9kuyzOczp1iRWsLO7KbQ7WzJrGNFailHZs6yM7upLdlOhor3KFFmQybcRMAncju4Xxphd24LHQmX9jwu+EaifR49V3W1OhFK3eusVnaOSm81ba+tnk4/dilDU5roIM6Di31xPDxq0ETjHom277d70W5RTq/+GrZ76GjdbnzcNNFtSXGn0iZXBiWIJlr1m7JLL9zOEdVpJ21lRHWni5yjYWKhok/h2OmXJ7rV49+0Ey2ESAN/AHwVGAAOCSHekVKesRX7OrCz8u8l4I+AlzTrRkJ1UmAzi63MtdMCAbEHs53Wgh9RZuaokhFp1mZWcXOeLbpSlmW+mDnPkZnTdIoOvtr9Ctsy61uSqm9xqoctmXWcmb3Mcx176zJ5xMGVwk1OzV5iSaqXnMiSIsV0eaaSO3x6bsLr0/Bg7KesyaxgXWY169Or6Ew1t0T82dkrjJYn+Eb3602NrRCCA537+PHkx1wo3GCPIxrdKoqyxL3SQ+6UhrlcuEmKFGtDTgbMiDRf6X4pYgsNnkj/FQs9tcXMRYV9HScv51gjUudso+oruEaiPZoJG4l2c2bC/HJrjk2IukFpiETjEolW3Fg4HUbdFHcNkWjHfu22vSLRMRNlJNo+EbCOikerOky75MJV8kHjGAW5tLhGoivbVSnuWvlQJYpI9IvAJSnlFQAhxHeBNwG7I/wm8KfSEkR+KoRYKoRYC2zRqBsJJWk5GmGzc4hKvXZEomc6rSh6K5xogI2ZPj6ZPsF4eTLRcoUqI6Ux/nbqc+6WHrA9u5HXO5+jM6Wvbw3DUx07uTYxyKXCzdgcwCo3i3foEV18s/drDY5sWUrG5QQPS2N8fvkonRtynJ+9xunZywCsSC1lfWY16zOrWZtZGWhy5KwscHjmDOvSq9gYMnprZ0tmHStTSzk6c4ad2U2hnwp5UZBFrheGuFMa5k5pmPulh5Qrv9lFoofnO/a2ZG6BoTW4Rv/sTrTHn+Rq/l6diGDQSLSbf+HENU+0VwSdJiPROoa5FWmlx+GCUs7hEomuRlYbnKMgdrt4Vh6KBdevrPr8z75kuV+dVuEaiSZgdg4ah6gxraDzuYvLV6BwZqVjn9sNW52T7/akxMP+OIjiarIeuGn7PIAVbfYrs16zLgBCiLeAtwD6+vrI5/OBjCxkS/AkXDp/kfsPBgLVBXi4cgo2wgcffkimFO+j6Mk106QLgk/f/6Ql7c90FmEv/OzUeyx9oM6jHIbx8fHA35MXEsnIymnurh9HlAXrbi4iOzLNp3wcWR+gtlsiye1J88nkFwydv4qI6UojkVx7aphFjzp47+h7nmW7xiW9tyW9LGO6u8jEolkmF01wsucCJ1IXQELnZIaesRzdY1m6JrKkpPtx3F8zwfTaGbJnCrw36d23Lh2Ly9zfPsFfnfwxix92MrloFjk+G9l5cmf9OA9XTyHK0DmZZelEJ10T1rFmiinGuEueu5H0FfX5bVDhEomuvOpGHqPUROtGzXzzRHvU9UoH5oXTmQkTifaK+rYK5xh5aaLdCOpDK+s7JAA6kWi3XMdtuBfxjEQHyRMNNrmMA8/vQOWoe9Rv6N/Ni0ZxXtqlN8Jjv5/RTRKFE628+dYso1PX2ijl28DbAAcOHJD9/f0BTLSil5fHf8S+PfvYZVtMQZfTM5e5M32UVw++SrciTVcr+ZNb32d15wqCHrMuUkr+w9hf07NjKf3dr0TWbj6fp7+/n/Oz1zg6c5ZnO/awK7ulpi8PwoPSIz6Y+oI7pXE2Zvp4o+sFeldE5/DbqdrtpG/2Cu9PHWHPa081pbseLo0wK4tabdwpDnN+4m95YcN+dmzzXvDFze6iLHGnNMyt4l1uZe5yt+cBw2smAegV3SxJ9dKd6iQjMmRIU6TEjJxlpPCAbZkN/MqL0Z0TUkq+N/FzJrbMsGLnEgZmL7Mm00v/0412h+HPxn7IhlQfX+9+jfSy1t7suo23IVr80orpyiL8Zgzo/lmqLfvt4WAIW/jNmQJNpxtJY8q0ILhlMvCs43itM6bFVLuwH7Ndl6u6Aak62XZHO0jk13mcKsmPcLz3uqFTLvsdcyjaKxLd7LLf9rpu54hwKVN3o6G4GXHzoVV9+kWinb8bp2Y6aqJwogcA+9V9AzCoWSanUTcSaproJicWtmPBldmOEktaJOUAEEKwMbOGa8VBylKGcnK9ODFzkdHyBPmpw5ycuciLnU+xKbNGS2M7I2c5On2Ok7MXyIoMX+p6nr3ZrS3RPvuxM7uJz6ZPcHL2Ymgn+k7xAX898R4FimzLrOeVrv0sckhoJsvTnJm9jERyp/QAgA1NrPaXEemapAMsmcZQ8T53Sw8YLY/zqDzO7eIwRYoUZYmMSNMhcvRlVkSeDUYIwYGOJ/jh5Iecnr1MCsH9tZO1fpthrDzBo/I4T+R2tEQqYogfnYmFnnIOWzm3K7RuJLuK5wRBlbPnkCpU23PrViVt0MWtrM6fS+HwUvwcmyhxO2bnWFcd0+q4Njh0mk6rPcrttt+JXyTa7ftqi5xD4TB7Lfttxz4xz/4XuVZU4c2qItrV/YEi0Q7q+nTcGDa0W9k+HzXRh4CdQoitwC3gm8B/7SjzDvCtiub5JeCRlHJICHFPo24klIhGE12O9ScBJVmilJUNjlbUbMz0cb5wjXulh/Rlgqb/cudBaZTh8givdu6nW3Ty2fQJfjj5IctSi9md28KWyqqAdqe4LMvcKz3kYuEG52evUaDInuxWXup8qrbscjvIigx7sts4MXshlH58Rs7yw8kP6BQdPJ3byfGZC9wY+xFPd+ziqdxOulIdSCn5xdTntYmeaVJsy25oeoKgnZzIsjm7ls3ZtZG1GYRNmTX0pVcwXp7kta5n+TEfc3r2Ms907Gqq3YHKmDVzw2FIGs1NLKQii9DxrXQvtHrZOepMqKvn+ujapXy8VxzbMcQYp1BOLJT1znOdSYpB0f2e3eorNytuitzqNKxY6FGnVagcRk9NtKOMvVyDssIWbbZuZOYqNciIRH095357lFi1Xdmnow173zr2t4qmnWgpZVEI8S3gx1g3Lt+RUp4WQvxuZf+3gXex0ttdwkpx90+86vr1GWbFwlnZS7H0Bp+klvJFCD96Rq6jWHqDv0pl6IoxyFWUUCy9wdnUIq63sN+S3ECx1MmPUh0siqifkex+rp1JUyy/wfn0StIiRafcgJQzjMgpPpQFPmSKFDOkRRqBQMoyRUqVS+cGusR2lqW6eSAy/DAas7TsdltBryifoFBaw1+kyix2GScppTJSPlEuMV5+hZXpZdwUWRbLvYyWx/lczvA5o3SKHGnSTMg9LE4doEd0IYRgHPhek3YnC0FZfpkuJF+IFOXpL/NRBi6my4FS383IWQSCDBkE8LC8grL8Mr9IL44lx+38Ge/5jU5aMbdMApK5PNFuqfCCPP6Xtj69nUxZi1w6bbW3pazZTCS62r4zgqvfRA3nI/9Wovo+7c6Rl/0qp0qnP6WzWY1eusgitCLRdrtifmCqirB7RqId5erO7yDfuyMC3vCEwNaJarvfjaWqrDMdofM4pe27THyeaCnlu1iOsn3bt23vJfDPdOu2gmo8I+xg5siSIs2knKKL+KKh5VoEvbVp1dIiRVZkmZGzLKInkjYlkqnyNB0iV3u8LoSgW3TSTSdFaWlvC7JIkRIgSYkU3WTJiSwdIteWfMJeZESaTtHBZHmaRaJHkS3DiqL3pLoaItWTcpoMGbKVn11GpFmeXkJBWktJT8lpysyQIVNzoB9XUrbp1rnZFNOZIuNyisWi8dyrrnJoH4+CLDJcGmko2yU6H+txW2gIjUg0uD+yLVd2aMkZNG1qOjuHT/sqh1Ibr2fnPrTzZ+Mco7LDMVJqoqvOkcI5DG2Hx77AkehqZDzGULRK/xs2O4dTuOp0uN32udlVq6e4GXGNRCvaUkaibZ/nXSS6HYRZsfBm4QF/M/kB/T1fDqlnFXw+PcQXM2f5lUW/Rm+qNZPanFwu3Oank5/yd3q/yop0a9O4fTY9wLGZ8/zq4jcjWUzi3UOHubFlhC91vcDu3FJFiTQQzzgGwW8FvVvFGf5q4j2e6DrAntzWun2fTp3i/ux5poBf6fkyayrn2oPSKP95/Ge80vkMz3Q45TIZoBcpexgtT9CZytER4moQ18p/UZPPn2D2mQ5uFIb4lUVfa7j5+GDqC64WbvGrPa+zIr0UgCPTF3k4c4r+rgNMyRmKskhO5Nie3UBvTPdd83W85xu6kWg3h7Ga4s41Eq3QkaqoRiJ1NNFV367q7Nlttet6vewJ4ww0PFZ3vOrgjP7G4Yy4OaINEXXHDZFw7KtrzKc/t4itvQln1oogmuh23JOooq6ekWjbODvPb099vUuYXdjeuGqX7fY67HGjbgKpSxTdTROttjQ6khXmayGlJhdbAdid3YIELhauR2SVPxPlaQB6ROudzY2ZNUgkg8XmUoCNlMa4VbzL6LJp0qTYml0fkYXJYF16FctTSzg5c7EWJQUYL09ycvYiWzPr6RU9/HzyM2ZkAYALs9dIIdjlseqfEIIl6V46RGtvlpLIy51PI5F8On0CsCY/Xi4MMFWe4dzsVSblND8Yz3OzYOmerxVv0Zdezp7cVp7t2MMLnU/yTMeueZHn3KBPkEi0irK0azijQXvFQkdEr6Gej7ykKTmHu2GuNDjcMXqBrpFoh+Nkj6CqnDO3aHFjh42b7HVd5RxBbA9iT0S4ylTwl3NU0dJEK/qttiscZeo00Y623dIDevXpdLidN9CqiYWtPJcXnhPdRAaAJelelqUWM1i8F5VZvkyUrZy3cThWfekVZMlws3g7dBtSSn46+Ql/NfEej1ZMsyW7LtACH/MBIQRPdexguPyIodL92vYj02eQSF7peoavdL/EuJziw6mjlGWZC4XrbMqspSvm9IjzhcWpHvZ37OFS4Sa3inf5bPokP538hL+eeI8SZb7WfZCeVBd/M/k+708d4V7pIVses5szgwr/7Bzg7mjWOZU+ZfxoiOj5Rc+qdiki3V7OVTOR6LoObCbq+BANzpfDnlbiGol22FJ9Xx1WVWRax1zlgwufyrXvU9EWqOUccXvRupHolK28Wzmv773hsFzkGar9qt9ioCcl1SY92nDeEJlIdASUZfORaIA16RXcKQ7XRSBbyaScIlNIxaLzTIsU6zOruVm4Hfr4bpeGGS4/YpHoQaZgV3ZzxFYmgx3ZTXSIHCdnLgJW9P1c4Rr7cttZnOphTWYFz3fs42LhBj+f+pxJOc3umFc6nG8827GHRaKb96eOcG72KjkyDJcfsSa9gi3Zdfxm71fYm93KmdkrAGzNGCf6ccfNB9F2NCuPp4XwyBOtKeeoElgTzZykxK1MXXkXeYAWXs/O/fA4rlajHYlWaQHsNOm0elW1p9arq+Pxfc2XSLS9jmskuqGsUO5riBQ769oi+s42/ftUR8Gd9kf55MmPBeNEl7CWzm52otqazEpmKfCwPBqFWb5MlC0nOi42ZPoYk5M8Ko+Hqn969hI5svyDRV9l8/mlbMq0J41aq8mKDPty27hWvMVIaYzPpk+SIc3zHXtrZZ7r2MvmzFouF27SKXKP7VhERUakebVrP4/K45Qp82bvlyupDa1c1VmR4Y3uA/z93l/mK10vsTTdutzphqTQXCS6zNwj5qYj0QpnpLFQ/VtJo0NYfe8aiaa+nzA+tNNhDxSDcUonAlQNi28k2sOLch6rdiTapR17G17Om7OsMjtHzCgj0R7nbZ3D7yjnevOm0nM4iwj3c65uc4DHQF6aaPv2WqpDm5zDRKIjoBRZJNqaKHa7NNy0TTpMyCkyhdZm5rCzMbMGmMu5G4SJ8hRXCgPszm2hQ2Tpmsw+1pkSnsrtJEWKn01+ytXiLfZ37KmTa6SE4Je7X2ZTZg3Pduw1C4BosCWzjr3ZrTyd282K9FL6uw80TARelV7Gzpy7ttzweNFsJLoaHXObWFjF7y+V83G36k/bnENX/wy5LhLt59Q3E4m29WG3R6uO8zXGP92+kWhb2aqD5HSOhAhwvCpNtOLGxnnjo6rqqYmOMSIK3jcHnpFo0VguiCba3m7DExfZ2I+9bXv0WqdPVaRbdeMQ17LfC+aqXo5gYiFY2s1O0cHt4n3/whEwWZ6ONRK9JN3L4lRPKF30yZmLSCRPdexogWXJozvVyd7cNu6XR1iaWsR+xWIhWZHhGz2vN72QyEJBCMEb3Qd4JeKVEg1zCCGWCyF+KoS4WHldpiizWwhxzPZvVAjx31f2/Y9CiFu2fd9oma1+kejKn0bXSLRUX7hVbeleZ6t96jrd9smNqn7d7Kkdm6ZdyrIBnGk3pzlWTXTlmN0i0U4HrkETHcBZUhatRi9VTjbqfW62tyMU7ZnizuZGODXRdXIIn9+Us7yqrCqqr9rZsE/jXGvQc8v68yLl/L0bTXQ0RDGxEKyL/Jr0Cm6XWu9Ez8oCBYqxOtEAGzJrGCzeq0XvdZiVBc7MXmZbdiOLU70ttC5Z7O/YzZr0Ct7oOtD0uWUwxMTvAT+XUu4Efl75XIeU8ryUcr+Ucj/wPNYiWd+3Fflfqvsruf5bRHPZOarRSi/nSuo6PR6PxWtFXB6ZKyN0PvY0s+x3M05Du2QIoJfiDtTaZDcnV9mfYpvd8VLKOVy+D68Ud0JRvpWEjUTbC/otX15Ncee2YmF1v+q7cn5HVXuFox1luw47nd8VjuOry87RQhaOEy0rmugIDnlNZiWj5QkmK+nnWsVEeQogdid6Y6aPAsVANwqnZy4zS5H9HbtbaFny6E118+u9vxQy97jB0BbeBP6k8v5PgF/3Kf8V4LKU8norjVIhpNoJCeJoVi/SfnIOX1uo79ObORejIRItFI+b62rW99OM2UGkGU4nxc2xaQVBNdGqpaTxeeJQ159CO6xENL51W4REtex33IRdbKU6dvZyXlFi3acwqoaU+3Qa9HmqYj9XnDdEJhIdAXMr/zU/nFVd9J0W66InpeWkx+1Er8+sJoXQ1kXPyFmOzZ5jU2Ytq9INT4YNBkOy6JNSDgFUXlf7lP8m8GeObd8SQpwQQnxHJQeJDpdIdOXVd2KhzYH1iwhqyzk8LuZC8cEZbWtlJDoKnM50HGhHoh1mRW2icylpO26LuXg9FdF16qNC0niTp7z5c9hq3+UbiXbpF+rPc/u+uig2NESR3Z4iuOXrtld23hClUPzeW3guz8sVC8NQkmVEmUgmuq1KLyVNitvF+y1dSGSkNAZAdjZemUBOZOlLr+BG4TYvdT7lW/74zAVmZIEXO5+MwTqDweCHEOJnwBrFrn8RsJ0c8PeA/7dt8x8B/xrrMvavgf8Z+G8Vdd8C3gLo6+sjn88H6RqAktjD2Ng4+fzhuu1305sgs43LFy9Adhcff/IJOWYa6o9mnyMtCwigKHLk80cayoyJZZB7hi++OMoF6Z51qZQ7CCJb6/P+/Xvk86fryoyLJZB7lmKhwLWrVyCzjVuDgxRSK7l+fRAyW7h+/RplMhTSa8jnP2zoZ5ZO6Hi51s+ly5d5dOGm1ngVyULHQS5dvMDD84O1Y7s1MED++iXPupNiEeSe586d2+RvnaNEGjpe59KlS4ycH9DqPyzjYink9teO+cLFi5DZyYXz57l/doi7mb2Q7uPcubM8Sq2mKHKURQ83btykTAoyGzl18gRj6S1MUiCfP+nZ30h2PwJJPn+8tm0wvYNCuo98/iPupTdCZjsffvA+qUoA7n56A2R28MGHH5KmWKs3IRZD7rma7bcGByG9jhPHjzGR2UFhfIr80OkGGwDGx8dD/S7cuJ3Zw3RqCfn8Z7VtY9nnILW4Zh/Axx99BB0HefToEaSW8Pnnn1HKPld3fn9+6HM65WStndHUcsg+zdGjR5jO7iNbLNZsf5jqg+xePvv0U0q5A8hSiSOHT0DuBU6fPsW18gh0vMalSxeZFIuZSi0mn/+MofQ2ZHo9n37yOXS8wvnz57l3dsg2ttbv6cTx40xktkFqER9/9CF0vMblK5cZvXiTQu4gtwbuWN9J5fdVSK/j1uA98jcuNoxJ1GO+cJxoyggZze1IWqRZlV7Wcl30/fIIHSJLdjb+Bwabsmv5bPok4+UpzyXOR8sTnJi5wPbsBlZWlmQ2GAztRUr5y277hBB3hBBrpZRDQoi1gNcSpV8Hjkopa4+l7O+FEP8b8NcuNrwNvA1w4MAB2d/fH+wggOsf3iPb00v//vq6hwbgzk3YvXsXg1fg5ZdfYbFiHaPbJ6Ana0Wmxmag/5lGG64/hGvn4LnnnmOtR9bEi4egVJzrc9WqVfTvrm/v1ihcPQ3ZbIatWzZz5yasWbOOmRHYumYLd2/Cls1bKJRh7C70v9poz8gUnD8218+2bdt5fv12v6ECYHIWzh6BXbt28dSaXdwYgWtnYePGDby+ZYNn3TvjcPkkrFmzhv4da5gtwplDsH37Dp5d19rJ4jdG4OpZ2zFv38nQddizZzf7Vu/mJxfh0X3Yu3cvF4dhYhamJ2Dz5s0UyzA8BE8/9TSfDUBHGvr39Xv2d/8UpFP15d6/CmP3rO/kyC24fQO+9PqXyFRiWMeHYOgavHrwNbps64cNjsKV03O2r1mzjof3YP/+/Yxdg0UdvfTvUduTz+cJ87tw48cX4M5E/Xl17yRMjc/ZJ4CDBw9y9jAsWryEyXF46cWXuHGq/vw+cOBFVvbMtX31IVw/B88//zz3LwLlLP2vWf2cvQsDl+Hll1/m6gnIpjO8sP8FLh6HJ554kvWL4exh2LljJ3fGYWjMsvGj6zByG1555RXOHYVdu3fzZN+cJPRWZWyf2f8M49et7/z1117j7KG538X5z2HD2g3kMnB3ALZu2cL4HVi7bD3929fzk4tz/bVizBeMnKOEFYmOijXpldwrPaRY0Vq3guHSCCtSSxFtmOqxuZLT+GZxyLPcx1PHAHil85lWm2QwGKLhHeC3K+9/G/iBR9nfwiHlqDjeVX4DOBWpdXV4TyxM++iG7ZP6vCYfQjRyDjvVh541SUltx5xtXvY0kyc6DA3HE4EmWxfn9+mliRbMaaKd4xpIE63a7njVOSkSpYkmnCbaPr6uvykPTbRzvOz7veRIvpN6VbIax64GuZTRRLeGsixFFokGa3JhGcm90oPI2rRTlmWGSyNti+4uSy2mV3RxpXCLy4UBfjTxEYem6x9JXZi9zrXiIAc6n6A31d0WOw0GQ2D+DfBVIcRF4KuVz///9s4tRo7rvPO/r3uGl+HwMjOkhqRoirJMCxG0iR0T0u7aiBlbMmwhgOMgMeIFDC32QfsQA06wDzGSh/VusIBhbLL7sgigIF5ogewGNmzHSqwgsQ23LdmBbcnWjaIo0pRIUbxfh0PODDndZx+mqufUqXPqMt1d3c3+fgA5XXVuX526ffWdf51CRHaLSHumDRGZiNK/4ZT/soi8IiIvA78J/FGvDBX8TkkcDwnNmBDTdrQyNNFlfZ6sz357HbPYkS/ofHc0O0dsRwe3ulTRCpxC1+5WK7lcRE/e6d1dLM8rS4tbanYOqV4THZqdI/FAkvGAFNxOpx77l3c+Z6tclibaLpPVZvAhNKBfNxV50SMm5+hefbP1GQDOLl9i19iO7lUccbU1T5MW2+tTnOZq1+vPQ0TYO76L124d5+3lswjC28tn+bX172WdjHO1eZ1nF37Ozvp2fnXd/srtUxRlbRhjLrEy44a7/jTwmLV8E5jx5PtsTw1MthZcnbj5hkpbDmynl3/vC1oF8rfwvxCXFxnvxme/y3x0JeR8VRmJLjQ7h22TJNOK7ue1+FVt2zx1edOr7MC4KZOOjNpf8nNHUdxPlEN3Z4VZNcyxp4PKQ/vNtt8+DnodiR4xJ7p7Xbmxtp5ttc0900Vfal4FYKa+jdM9aSGfX1//K0zXtjJT34oBnr7R4K3bp9kzNsszN5+jJjUemXi440+pK4qi+IiH7l3aQ7hFItESrqedifzorTss7svedliMSTgqiUi0ZLdV+GuMWbY6f0uVLeF4d4uQJMI3T7Qr7YBk3sId5nlocIt691OZSHQJc7qB8XiMvmPB7Sq7X4vME+0+rCQixtGG233nRpQTE2fY57G7PRn22Xna7dptVNTxI+NEt0x3NdEAO+szvLV8GmNMV2b9sLnYvEKdGttqGW+69JjJ2gQPRl8fNMawSTby2q3jvLj0OjdbC/zWpg+rjENRlB7i10S7cy9nRqLJjlCW1UTXrZu1i3gWXE10aOjatacTOUfKrgIbl8rShYhkUWKnOaWJ9jhOtoPki/AXIaSJbqd71gUj0QHb+0GWJjqORNuOtk+2UlQT7d1Mz7mRiHa7DrCn/Tx857w7GuF+bKXL7lmCkQkhNumuJhpgdmw7i+YWV1vXu1ovwOXWHFO1LdQHJMorItw3voezzYvMtxb4xKYPsXMsNdKrKIrSNUKf/YbVCDN0FokuG7i0P5pShPanxz0RNK89HUQyXe3pmiLRzt8q56kOyTli4uXEp7WdbV2ruQnHy6eJJpkWk9JzWw8AReYn7ybGhOeJjs8D+zhsmXS+4vNEr/7K1US7Drjt4Dr2u9vj1uumpb5cKc550+P+H5lIdNN0VxMNK5FogLPNS0zVt3S17rnWPDMDNmXcg+v3s2CW+MD6B9hW71+EXFGU0aHXkeiico6YYrNzeOQcVmpWWdtBLO2EpfQI+e21s/YwWpeHO0tEUBPt6cfEcsH+CulkM4sG+qffH8dJ2OJZl3igirzL0MOJnT9rMzIPFclP74SUMx2vt7azSk30YIQ5K6DbmmiAbbXNbJB1nF3uri66ZQzXWzfZUtuUn7lCttQ28dGJh9WBVhSlIgYnEh03lvVioc8RTWk2fWE1DzU6iESnDCteRz+c6djuWErQDMg5YkfQty9Lm51RwHXMYNVZcuUaru1Z+t9e441EW8ddfEzZ+Vczrvwpool2+y41MGCNvBjSx2XbwXUeMItoot00u952Xo/9vWJknOgWLaTV3auDiDBbn+n6y4U3zQItWmypTXa1XkVRlGEi5ITYEWYCedx8nd5TYwehqL44MU+05Si0nascp74bcgB3aL1I3vZygYhkt2hHc2vJZV9f28dEIsLvDuPntJcVjQ1Nm+ZLcm1PSCQqfiDx6X8Tx539IEe6HzPPqZTEJb1xdj1uOTvdV86LOyJh5w3U2z7fA5KRbjMyTnQv5BywMl/0tdY8C630J2fXylzrBsDARaIVRVGqxfjniXYjWCGH1MqX54zm3Wjjm3P7Zh1w8GK749+u9CSvrZSmNscur62Os1TIiXDytstU4EXHL+uFNNFZU7Ml7O7AW3IfWIJ+XSBCG5pZpOpItEtiVhjC501WGqQjv/Zy3shAoqyk6wrV4+bzjvR4pD8J+3rsRY+OE92DFwthVRd9rnmpa3XOteYBdaIVRRltJMMFEfKngbOlFFnRaigQNZTkjbxoRM0dsg4NXSeMJj9i7S3ahah1wJze4uiKXTlHm6gfW6uLKY10NzTRviqCMoc8TXSFXrQh48VC0v1p92Pct7nabsk5V+J069x0HV07SmxrqIt2ne0kt/eldV5qJLoHNHswxR3Ajvo0NaSruui51g0EYZPo9HGKoowwxn8zd4etq5qdIzQcnUUqEp0a7/bb03aiS7Tlak/bzZQwOjTk30vcaK4vutheDnRKKemEx7NyI6eh+kKOni+KXnb/dYpXpuJGohMF4kxpJzskW1nNIqm8dv2hiLYbeS4yglBmdptUJLrHjIwT3erBi4UAY1JnR32qq7roudYNJmViYKa3UxRF6Q8mNS8veGbnyJJzkB6q91Hk7pAXifblazvykkyP7XPpxRRpRbfNSxVyDieam5on2sprO0jeSHSB9nKjk55KCkeiC7TfK9asifbkyTrugn2Xd27kHYg5oejEQ5Wj9XC3QeeJ7jLd/uy3zc76di40r9A0za7Ud701r1IORVFGHgG/VxJJJGqri14Smuhu2GNHoj035nRsLvyxlUJtyRoj0R04Db0c+s4jJeeIExznzHi86I7ttpxHX5/nSQ7i9H7PE50bic4YwREJPwy42+nTRHsj0U66nd84ZbLadLfLV2+8DYnzvcf9PzpOtOmNJhpWXi5s0uJC9KnuTplr3WCzOtGKoow8gRcLSQ4DF9JEZ0SrId/xdJ0QX/ZQtNl9ITFLKpGSA6zFi3bsKTSjiCdvVcPibjQ39NnvWG8bjEQXdFqzIrahZdvJ9tnui+BW/UASa4xtvJFoO7+VZhfNnFrS59Xa9eSkuyvz+imuL3TuudummugeMFHbQH25N1052/7oSueSjttmmQWzpJFoRVFGHsH/2e/YMc17CaqbkWifo5GZ33IIXechFVG1sKPJZSOZIU30Wu98a50dpCwpOUek4Yntdmfn8D1YlYm+Z80mEUc43fpCox62Jrom6ZlFqtZEu06dTxNtH5sriavrg5Ho1IasdpBJr0oc447yYvWlQEcTndVmKBpt2w/p873X/T8yTvS/2/wY28/1xjGdqG1gS21TV14ujD8hrh80URRFCZMYBg450ZCKTPnyxPUVajMjuutxK1Yd+YwIts+gdiS6gF0ZhnRepEIv0HXgQn3sPmj40vIoGmluJ+dFovGkVxyKLqSJlmT+VJ44rYwmOqBdTrUTcJZDbYZMiM/n0OfZE+e754Gom4yME91rdta3c7Z5CdOhAOpy8xoAU7XufkZcURRl2JCQnMO5MYYmXrId2CzJR2F7pNgNOTEsjj+KFqI97ZgT2SxCaFaLQgSc/H5Eops5kWjv7ByJDOXx7bNEeihaaqXXxHHwqVYTnRWhr4lnJMUn/8nbTk+7PnlNIhJvR5StJ52iUot2vZ4HgFTenPO926gT3SV2jm1n0SxxLZrjea1cac1RQ/RrhYqiKBG+CJU99By6Y8b5Mp2ZsproeNmbKf2zZTnydl0hs33RtU4p6/hnresFruOZqYnG77TFy53ME51FMFrqjByUeejpOiY8T7Tvt08T3ZatBL3U2EkN9GB8rBft4BI7IuvcS2iiGRJNtIhMi8h3RORo9HfKk+ddIvJ9ETksIodE5PNW2hdF5B0ReTH691gn9vSTnW1ddGcfXbnSnGNrbbNOb6coihLd5n1ayfbwtCc9lS8jT1FsRyMrT2yRPfyfcL7tOgZIE+2LXvdyGDyB7YhKWleciJI70fk1Rd09Q/ypad8Czqi7OxIOv6Sd6ko10YQj6KmHQPFrooMR94yHO/chyG7H1kSn9Mo557F7LrjHg1uvr414Xa/o1FP7AvA9Y8x+4HvRsssy8J+MMb8C/GvgD0TkASv9fxhj3hf9e6ZDe/rGVG0L6xjnXIe66CutOabqKuVQFEWJv1gYikTb0V4f7XyWQ+vLs9JWAXusurI10au4kWg7T14kWghLVbINXUshP1XIEWwJiy8SbUdX7SijG/Es6rRm5jH+bc46huK2ayQdU9uprgJX5hSbAatyjoQkwiP/CUbcrfrcwytv9CQvvUiU380f1EQ7D5+97v9OnehPAk9Fv58CftvNYIw5Y4z5efT7OnAYuLvDdgcOEWF2bKajSPRts8xc64bqoRVFUTJwI1ihPJAfsTYFveh2hK2gg2o7+G4EOxTVTJSPnZ4uaKILmezJW1Uk1d1XbiTa3R6fTXGUeq0G2/tkrZpo1/aqAvk2Ibvj36GHOPf4zu9G/9a5x5xbz1qnn3PPPV+9dr5h0UTPGmPOwIqzDNyVlVlE9gHvB35irf6ciLwsIl/xyUGGiZ317VxpzbHYurWm8teimTmmNRKtKIrSjkS7keYikWjfUO+avsJmZRBZvWn68oeizYL1clyOd2U7YTXWGIlOGVYiSx88v5AmOtFneH6zNqc/Pn6ybHEJHUOJj6sUbL9X+CLRcR/WAg9y7d+Sf05h5csiNAtIatkk6wv2nWfEwc6fikSzan+vNdFjeRlE5LvATk/Sn5ZpSEQmga8Df2iMmYtW/yXwZ6xs558Bfw78h0D5J4AnAGZnZ2k0GmWaB2B+fn5N5YpyY/IW7Ifvvvh9JufWly5/bWoR9sGxF47w9uIv2+t7bXevULurRe2ulmG1exjJ00R7yxSNRJewox3tzMW08/kcm6zGE5pcyXb8g2Wdv2WQ4ELvCEWi3eh4ljllNdGp8o49eZppt6627dbMIv1wqkP9ENvnTXaiuD5SU/nZaVbb7r7K+vhMysHNkHOkyrphdOtn2RGcTsh1oo0xj4TSROSciOwyxpwRkV3A+UC+cVYc6L8xxnzDqvucleevgH/IsONJ4EmAAwcOmIMHD+aZnqLRaLCWckW5bZb533N/x44HdvPwhn9Vuvy/LLzEuVs3eOThjyReLOy13b1C7a4WtbtahtXu4cIk/thr8yLM3Y5Eu05InibabtN2TmyHwGtON+QAjidTpB5fFF2oRtMbikS7fZ2KPIuTJiUi0e7KzJ0SPoZcrbCt167sxczYFpPeLrF+JI5Dy9GMbS9yrniPS7ceXx6y+yTzAckqb//1nSvelxd7uB86lXM8DTwe/X4c+JabQUQE+GvgsDHmL5y0Xdbip4BXO7Snr4zLGDP1bRy/fYq51o3S5c81L7Ojvk1n5lAURYFVOYez3nVMfZKH9qekrXyZDlbOjTa+ObtTiIXqiH/GkWj7qp51U7flAR3PE12gPdfevHW9wHb+7Eh0an7onAeXMoSczZBEPvRiYctxmlPSowpD0S3CEfSak+bbvsQ5FXhYWPVYJZ0WrbblHIZ0NDqhibYMCco+7GZD6c7DlG8Gl17Qqbf2JeBRETkKPBotIyK7RSSeaeODwGeBj3imsvuyiLwiIi8Dvwn8UYf29J0PrH+Am61Fvnb9n3l16Vjhj680TYsLzcvcFU2VpyiKMvLEN9ucSHSWLAIrnzdi7TieWWQ5IfY6sQxqRz3dKFrIHqeuyjW2zoZV0b7tTNmR6LZJEvidyFQ8cm4yhLIm+uem5+2PkCa60v3ni0Rbx13oGC+SJ1Na4dTjJgaPadvR9YwiuNKmdl6s/UT6+LDN6HX/58o5sjDGXAI+6ll/Gngs+v0cgf1ijPlsJ+0PIvvGd/PpzR+jsfA8zy3+gtdvvcn71t/P3vFdrJNxFlu3uGkWmK5vTZS73LpGkxaz6kQriqIAq85oniba+2KhTxOd5Wzn2pKsKzd/xo09yyFz5QBVzRPt2hbbUImcIxCJdiUmBQcB1oQtEfDKIvIi0ZBy8KuK5LdtIX18uvszFNV3j++8ERATWHD3VSpK7RRLmJHxBJLoz/i4DLSbGhHo4Y7oyIlW/GyubeK3Jn6DN26f4IWlw3x34SfIgrBexlk0KzN3fHryYwlH+tzyytR4s2PqRCuKotj45o9N6Dczytjyiyy/oGgkumb9LlqH4JEmBLCja/ZnpEuxBqehaofPxtat2pFoX1+nnEJPhDK3PcLbG4w0B9J92vt2gaIGdYks5789O4fnOLQfYIpInyRVgy89aVcRyjzQ2vmDDwr4+6SbqBPdI0SE+9ftY//4PZxtXuSd5XMsmFtskHX8Yul1jt4+ycP11ZcPzzUvMSEbmJSNfbRaURRlcAhGoklrPF18esm8yG+mLbFDVCgcalI3djtP0VlFoqoKE5wnuoAX4ctblWNtd6vbV+B38uL1bgSyaH9lRWx9uzk4mmH8tvfBh07ZENvRtkeSy6lyJnzchaQVcZq7j3znnB3pjr9k6Huh1dem+xKp26+pF0wr0kSrE91jaiLsHtvB7rEd7XUXmlc4euskD61/EBHBGMOZ5YvM1meQql/nVRRFGVgiJ9oXia5lDz3bkegsOUcZEpFoX3pgoYY/Eu116u223GHpCnC3oRJNtB2JdvrNXpf5/FIggtpur4hRAWfULWtLKPou5/BEXe25toMjJXae+JwK5SVw7LsPPIGyCRxNdIi8fnSlU/b86r0+fnUaiD6wf3wv8+Ym7zRXZgS81LrGvLnJ3nHfdNyKoiijjS8Sbd/M86a4o0C+POL2JMtLcPLaK3wR3rwXHctGMt1tLmBqyiZ3XVVT3PlszXWec6L6wfZyNM9lNNEJPbfHviqfgezIrseUZDTX85CQdU6ljwMJpiUeFK0XC21NdCxpdvOG2kycU7K6n9w2Jf7PWHX08GlGneg+cO/43WyQdXz7xrM8t/AL3rz9DgD3jO3us2WKotzpiMjvicghEWmJyIGMfB8XkSMickxEvmCtnxaR74jI0ejvVM9szYpEOzdkF98Nthua6Kz8wUhfiXbcYfNSTmxqjLtE2T4OgrqaaJegJtqTr1OntbQmOmR7l0Y/ypDl/Ici0e5DSyiib+uP3Ye7vE1MyIwC/eJ7YExpnp1+ztJE25H0Xh7a6kT3gXEZ43cnH+X+8X28eusYLy0dYWd9honahn6bpijKnc+rwO8APwxlEJE68L+ATwAPAJ8RkQei5C8A3zPG7Ae+Fy33lOAUdxmOSryqJqtD2lmR37w7bXxzLjZPdLIh24a4rnSupD3Cyg16TZFo928JL2ItL+p1SkIba7XvSmAKDfmv0eBERJT04RCMRAfsS41GVIDvwyK2/ChP0pEViV7NiLeSRB9kOOOpfi7YSW6zWZroWtmHzw5QTXSfmKxN8OGNH+C6ucE7y+fZN353v01SFGUEMMYcBvLev3gIOGaMOR7l/Vvgk8Br0d+DUb6ngAbwx72wNY5E/+MbMGaFfK4swOS61RvnS2fg2KVk2aYn+vXtI8l6AG7csvLl2VMiEh18wcta/w+vQ93JN3/Lyidw+SZ87ZUCxgFLzbA9eXjzCrx5Gb52s0RFa+DaUtgRTa0LOaqRE3jjdn5/LS179k+0/Pevw/UlGK876dHf59+B16xvM88t+R8A4jLXl8L2XBt/PxcK7tsiNH0zUQQi0V4dt+X8HjoPJ6+upsXnSVzlkky0t+v6UjLN3i+HzsHRi2lbv34Iri7Alg2rbb9xEc5eX81z8/Zqpa6db12BSzf92wAr+/hrr8DlBdgznm6/W6gT3UdEhI9sfIifLL7Ce8fv6bc5iqIoMXcDb1vLp4CHo9+zxpgzAMaYMyJyl68CEXkCeAJgdnaWRqNR2ghzs8nmLXexOJ/0fDcAy+fP8KOzF5geey+3Fjcwv5guv9m0OPnaMQTYPPaeVD0xU2aRHz/3RqbTWa/dhQA/+MF57qrv48qbF2kcn0/aC2yv30f9+imOv3yBLWP7aUmd+bdP8tLJa0yPvYcTr56gJXU21+9j4brfnmmzwLM/PIqp3cX6+k7m5zIMc9himhz5xRGOsYwBZurv4fThU1w87Okgx/atrT1cPHaZxtEV72SyvpcbtW1tx75X1IGJ1jUajRNsqO9hsjbNOrPIj6J9sswY02Pv5tDzx1iQzUyO7UWM4cShY4BhS2snL/zLCRZq00zU9+T21ybg+smTNE5cba9bko3tfTIGTLSu0micbKcbYGrsfm4vrGd+YbWuGrC1dZ1G403Ga7uZrG9n3Czx0x8fYak2w8b63WF7lpeZn7u8hh7zM4nhylsnaLy52uCiTLC9tpMfP3ecZm2Gjayj0TjD5vo91Gtb2dCap9E43j6+G43zzNTvY6m1KXVOTZsFfvTsUZZrO9hgdjA/t+JCCjAV1TNWm0Vo8YMfXGCm/h6WWhPcYuW4fOPFN7gt69lcv5cbc8I4ML54kUbjNFvr97JQ28z8UrLNKbPEz358hCWZYlI20micZiI6LhdurZzj77z+S2qmyfTYPbz002PclK1sGtvL/NzKtaJ54SyNcytPPvPz82u6FoVQJ7rPbKpt5CMTD/XbDEVR7iBE5LuA703lPzXGfKtIFZ51pQZIjTFPAk8CHDhwwBw8eLBMcQAajQaf+tD2QOp0wVpC5V2KvpMSq1r2BXM0Gr/k4MF/a62xbS066tjJ6OQOZ3lPoVKNRoODHz7YQbudMA3c66xz94m7vLJvG40G5Y+vvONnGnh3ibrcQNiu3FKNRoODHzxYsI2ihL41sdf6fb/1e9pJe4BsVo7LtO1uPT7c4zIu996ccnZf+vLa57jvvJkm3q61HSth1IlWFEW5wzDGPNJhFaeAd1nLe4DT0e9zIrIrikLvAs6nSiuKoowA+mKhoiiK4vIzYL+I3Csi64DfB56O0p4GHo9+Pw4UiWwriqLccagTrSiKMkKIyKdE5BTwb4Bvi8g/Ret3i8gzAMaYZeBzwD8Bh4GvGmMORVV8CXhURI4Cj0bLiqIoI4fKORRFUUYIY8w3gW961p8GHrOWnwGe8eS7BHy0lzYqiqIMAxqJVhRFURRFUZSSqBOtKIqiKIqiKCVRJ1pRFEVRFEVRSqJOtKIoiqIoiqKURJ1oRVEURVEURSmJOtGKoiiKoiiKUhJ1ohVFURRFURSlJOpEK4qiKIqiKEpJ1IlWFEVRFEVRlJKIMabfNpRGRC4AJ9ZQdDtwscvmVIHaXS1qd7WMmt33GGN2dNuYQUav2UOD2l0tw2o3DK/tXb1uD6UTvVZE5HljzIF+21EWtbta1O5qUbuVEMPax2p3tajd1TOstnfbbpVzKIqiKIqiKEpJ1IlWFEVRFEVRlJKMmhP9ZL8NWCNqd7Wo3dWidishhrWP1e5qUburZ1ht76rdI6WJVhRFURRFUZRuMGqRaEVRFEVRFEXpmJFwokXk4yJyRESOicgX+m1PGUTkLRF5RUReFJHn+21PCBH5ioicF5FXrXXTIvIdETka/Z3qp40+AnZ/UUTeifr8RRF5rJ82+hCRd4nI90XksIgcEpHPR+sHus8z7B7oPheRDSLyUxF5KbL7v0TrB7q/hxW9ZvcevWZXi16zq6Wqa/YdL+cQkTrwBvAocAr4GfAZY8xrfTWsICLyFnDAGDPQ8zGKyG8A88D/McY8GK37MnDZGPOl6EY4ZYz5437a6RKw+4vAvDHmv/fTtixEZBewyxjzcxHZDLwA/Dbw7xngPs+w+9MMcJ+LiACbjDHzIjIOPAd8HvgdBri/hxG9ZleDXrOrRa/Z1VLVNXsUItEPAceMMceNMbeAvwU+2Web7jiMMT8ELjurPwk8Ff1+ipUTb6AI2D3wGGPOGGN+Hv2+DhwG7mbA+zzD7oHGrDAfLY5H/wwD3t9Dil6zK0Cv2dWi1+xqqeqaPQpO9N3A29byKYbgALAwwD+LyAsi8kS/jSnJrDHmDKyciMBdfbanDJ8TkZejocOBGl5zEZF9wPuBnzBEfe7YDQPe5yJSF5EXgfPAd4wxQ9XfQ4Res/vHMB/PA339sNFrdjVUcc0eBSdaPOuGScPyQWPMrwOfAP4gGspSestfAvcB7wPOAH/eV2syEJFJ4OvAHxpj5vptT1E8dg98nxtjmsaY9wF7gIdE5ME+m3SnotdspSwDf/2I0Wt2dVRxzR4FJ/oU8C5reQ9wuk+2lMYYczr6ex74JitDncPCuUhPFeuqzvfZnkIYY85FJ18L+CsGtM8jndfXgb8xxnwjWj3wfe6ze1j6HMAYcxVoAB9nCPp7CNFrdv8YyuN5WK4fes3uD728Zo+CE/0zYL+I3Csi64DfB57us02FEJFNkZAfEdkEfAx4NbvUQPE08Hj0+3HgW320pTDxCRbxKQawz6OXJv4aOGyM+QsraaD7PGT3oPe5iOwQkW3R743AI8DrDHh/Dyl6ze4fQ3k8D/r1A/SaXTVVXbPv+Nk5AKKpV/4nUAe+Yoz5b/21qBgi8m5WIhkAY8D/HVTbReT/AQeB7cA54D8Dfwd8FdgLnAR+zxgzUC+EBOw+yMoQlQHeAv5jrKEaFETkQ8CzwCtAK1r9J6xo1Qa2zzPs/gwD3Oci8qusvIRSZyX48FVjzH8VkRkGuL+HFb1m9x69ZleLXrOrpapr9kg40YqiKIqiKIrSTUZBzqEoiqIoiqIoXUWdaEVRFEVRFEUpiTrRiqIoiqIoilISdaIVRVEURVEUpSTqRCuKoiiKoihKSdSJVhRFURRFUZSSqBOtKIqiKIqiKCVRJ1pRFEVRFEVRSvL/AWHibn4yUV/+AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters: 201, tot_rwd: -4.626e+00, lss: 8.825e-04\n",
      "Episode: 501\n",
      "iters: 80, tot_rwd: -3.005e+00, lss: 1.465e-04\n",
      "Episode: 502\n",
      "iters: 52, tot_rwd: -4.549e-01, lss: 2.011e-03\n",
      "Episode: 503\n",
      "iters: 201, tot_rwd: -4.026e+00, lss: 3.679e-03\n",
      "Episode: 504\n",
      "iters: 201, tot_rwd: -4.750e+00, lss: 2.566e-04\n",
      "Episode: 505\n",
      "iters: 201, tot_rwd: -6.100e+00, lss: 7.022e-04\n",
      "Episode: 506\n",
      "iters: 201, tot_rwd: -1.411e+00, lss: 3.737e-04\n",
      "Episode: 507\n",
      "iters: 201, tot_rwd: -1.401e+00, lss: 7.733e-04\n",
      "Episode: 508\n",
      "iters: 201, tot_rwd: -1.127e+00, lss: 7.323e-04\n",
      "Episode: 509\n",
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      "Episode: 558\n",
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      "Episode: 562\n",
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      "Episode: 563\n",
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      "Episode: 564\n",
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      "Episode: 567\n",
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      "Episode: 569\n",
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      "Episode: 570\n",
      "iters: 201, tot_rwd: -2.895e+00, lss: 2.915e-03\n",
      "Episode: 571\n",
      "iters: 201, tot_rwd: -6.954e-01, lss: 3.949e-04\n",
      "Episode: 572\n",
      "iters: 201, tot_rwd: -3.989e+00, lss: 2.512e-04\n",
      "Episode: 573\n",
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      "Episode: 574\n",
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      "Episode: 575\n",
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      "Episode: 577\n",
      "iters: 201, tot_rwd: -4.090e+00, lss: 7.973e-04\n",
      "Episode: 578\n",
      "iters: 201, tot_rwd: -5.850e+00, lss: 1.164e-03\n",
      "Episode: 579\n",
      "iters: 201, tot_rwd: -3.462e-01, lss: 3.065e-04\n",
      "Episode: 580\n",
      "iters: 98, tot_rwd: -3.896e+00, lss: 4.054e-04\n",
      "Episode: 581\n",
      "iters: 55, tot_rwd: -6.436e-02, lss: 2.467e-03\n",
      "Episode: 582\n",
      "iters: 108, tot_rwd: -3.681e+00, lss: 1.728e-04\n",
      "Episode: 583\n",
      "iters: 91, tot_rwd: -2.467e+00, lss: 6.284e-04\n",
      "Episode: 584\n",
      "iters: 106, tot_rwd: -7.840e-01, lss: 1.239e-03\n",
      "Episode: 585\n",
      "iters: 201, tot_rwd: -2.313e+00, lss: 1.561e-03\n",
      "Episode: 586\n",
      "iters: 134, tot_rwd: -3.298e+00, lss: 2.004e-04\n",
      "Episode: 587\n",
      "iters: 87, tot_rwd: -3.746e+00, lss: 1.687e-04\n",
      "Episode: 588\n",
      "iters: 201, tot_rwd: -2.808e+00, lss: 1.557e-03\n",
      "Episode: 589\n",
      "iters: 201, tot_rwd: -5.291e+00, lss: 5.830e-05\n",
      "Episode: 590\n",
      "iters: 53, tot_rwd: -7.458e-01, lss: 1.289e-03\n",
      "Episode: 591\n",
      "iters: 201, tot_rwd: -5.445e+00, lss: 1.225e-04\n",
      "Episode: 592\n",
      "iters: 191, tot_rwd: -1.146e+00, lss: 3.856e-03\n",
      "Episode: 593\n",
      "iters: 90, tot_rwd: -2.383e+00, lss: 5.640e-04\n",
      "Episode: 594\n",
      "iters: 201, tot_rwd: -6.703e-01, lss: 6.380e-04\n",
      "Episode: 595\n",
      "iters: 79, tot_rwd: -3.565e+00, lss: 4.616e-05\n",
      "Episode: 596\n",
      "iters: 76, tot_rwd: -1.762e+00, lss: 3.636e-04\n",
      "Episode: 597\n",
      "iters: 201, tot_rwd: -1.461e+00, lss: 1.039e-04\n",
      "Episode: 598\n",
      "iters: 201, tot_rwd: -5.643e-01, lss: 1.766e-04\n",
      "Episode: 599\n",
      "iters: 201, tot_rwd: -4.265e+00, lss: 8.958e-03\n",
      "Episode: 600\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters: 201, tot_rwd: -2.295e+00, lss: 2.174e-04\n",
      "Episode: 601\n",
      "iters: 71, tot_rwd: -2.470e-01, lss: 2.243e-04\n",
      "Episode: 602\n",
      "iters: 176, tot_rwd: -3.352e+00, lss: 5.417e-04\n",
      "Episode: 603\n",
      "iters: 34, tot_rwd: -4.178e-02, lss: 9.024e-04\n",
      "Episode: 604\n",
      "iters: 201, tot_rwd: -3.836e+00, lss: 1.038e-03\n",
      "Episode: 605\n",
      "iters: 182, tot_rwd: -3.535e+00, lss: 8.980e-04\n",
      "Episode: 606\n",
      "iters: 201, tot_rwd: -4.026e+00, lss: 2.480e-04\n",
      "Episode: 607\n",
      "iters: 201, tot_rwd: -1.691e+00, lss: 1.039e-03\n",
      "Episode: 608\n",
      "iters: 55, tot_rwd: -1.050e+00, lss: 1.644e-04\n",
      "Episode: 609\n",
      "iters: 80, tot_rwd: -1.691e+00, lss: 6.691e-04\n",
      "Episode: 610\n",
      "iters: 201, tot_rwd: -3.834e+00, lss: 1.428e-04\n",
      "Episode: 611\n",
      "iters: 76, tot_rwd: -1.034e+00, lss: 9.306e-04\n",
      "Episode: 612\n",
      "iters: 201, tot_rwd: -3.811e-01, lss: 2.780e-04\n",
      "Episode: 613\n",
      "iters: 139, tot_rwd: -3.246e+00, lss: 2.297e-03\n",
      "Episode: 614\n",
      "iters: 201, tot_rwd: -4.604e+00, lss: 3.050e-04\n",
      "Episode: 615\n",
      "iters: 201, tot_rwd: -3.942e+00, lss: 2.006e-04\n",
      "Episode: 616\n",
      "iters: 201, tot_rwd: -6.720e-01, lss: 3.250e-04\n",
      "Episode: 617\n",
      "iters: 201, tot_rwd: -2.261e+00, lss: 3.480e-04\n",
      "Episode: 618\n",
      "iters: 201, tot_rwd: -3.446e+00, lss: 2.673e-04\n",
      "Episode: 619\n",
      "iters: 201, tot_rwd: -1.587e+00, lss: 4.419e-04\n",
      "Episode: 620\n",
      "iters: 201, tot_rwd: -2.956e+00, lss: 4.040e-04\n",
      "Episode: 621\n",
      "iters: 169, tot_rwd: -1.898e+00, lss: 2.863e-04\n",
      "Episode: 622\n",
      "iters: 201, tot_rwd: -1.738e+00, lss: 3.227e-04\n",
      "Episode: 623\n",
      "iters: 201, tot_rwd: -1.115e+00, lss: 8.824e-04\n",
      "Episode: 624\n",
      "iters: 68, tot_rwd: -1.130e+00, lss: 4.371e-04\n",
      "Episode: 625\n",
      "iters: 165, tot_rwd: -3.725e+00, lss: 1.429e-03\n",
      "Episode: 626\n",
      "iters: 201, tot_rwd: -1.419e+00, lss: 2.167e-04\n",
      "Episode: 627\n",
      "iters: 81, tot_rwd: -3.167e+00, lss: 5.798e-04\n",
      "Episode: 628\n",
      "iters: 201, tot_rwd: -4.488e+00, lss: 1.517e-04\n",
      "Episode: 629\n",
      "iters: 79, tot_rwd: -2.001e+00, lss: 4.519e-03\n",
      "Episode: 630\n",
      "iters: 201, tot_rwd: -2.991e+00, lss: 3.645e-04\n",
      "Episode: 631\n",
      "iters: 201, tot_rwd: -1.435e+00, lss: 1.359e-04\n",
      "Episode: 632\n",
      "iters: 79, tot_rwd: -1.558e-01, lss: 1.219e-04\n",
      "Episode: 633\n",
      "iters: 201, tot_rwd: -2.571e+00, lss: 1.704e-03\n",
      "Episode: 634\n",
      "iters: 201, tot_rwd: -4.178e-01, lss: 1.753e-03\n",
      "Episode: 635\n",
      "iters: 201, tot_rwd: -1.010e-01, lss: 8.505e-05\n",
      "Episode: 636\n",
      "iters: 201, tot_rwd: -2.075e+00, lss: 3.112e-04\n",
      "Episode: 637\n",
      "iters: 120, tot_rwd: -2.601e+00, lss: 1.294e-03\n",
      "Episode: 638\n",
      "iters: 201, tot_rwd: -1.374e+00, lss: 3.393e-04\n",
      "Episode: 639\n",
      "iters: 201, tot_rwd: -4.194e+00, lss: 1.292e-03\n",
      "Episode: 640\n",
      "iters: 52, tot_rwd: -3.810e-01, lss: 5.307e-05\n",
      "Episode: 641\n",
      "iters: 67, tot_rwd: -1.176e+00, lss: 2.716e-04\n",
      "Episode: 642\n",
      "iters: 201, tot_rwd: -1.471e+00, lss: 1.977e-04\n",
      "Episode: 643\n",
      "iters: 41, tot_rwd: -6.288e-02, lss: 3.703e-03\n",
      "Episode: 644\n",
      "iters: 201, tot_rwd: -4.592e+00, lss: 3.528e-04\n",
      "Episode: 645\n",
      "iters: 80, tot_rwd: -3.440e+00, lss: 5.824e-04\n",
      "Episode: 646\n",
      "iters: 201, tot_rwd: -4.241e+00, lss: 3.283e-04\n",
      "Episode: 647\n",
      "iters: 201, tot_rwd: -3.440e+00, lss: 1.756e-04\n",
      "Episode: 648\n",
      "iters: 97, tot_rwd: -3.508e+00, lss: 2.247e-04\n",
      "Episode: 649\n",
      "iters: 201, tot_rwd: -2.246e+00, lss: 6.207e-04\n",
      "Episode: 650\n",
      "iters: 201, tot_rwd: -5.345e+00, lss: 2.255e-04\n",
      "Episode: 651\n",
      "iters: 201, tot_rwd: -2.232e+00, lss: 6.539e-04\n",
      "Episode: 652\n",
      "iters: 122, tot_rwd: -4.317e+00, lss: 6.679e-04\n",
      "Episode: 653\n",
      "iters: 201, tot_rwd: -1.351e+00, lss: 3.357e-04\n",
      "Episode: 654\n",
      "iters: 188, tot_rwd: -1.151e+00, lss: 5.179e-05\n",
      "Episode: 655\n",
      "iters: 201, tot_rwd: -4.342e+00, lss: 1.185e-04\n",
      "Episode: 656\n",
      "iters: 95, tot_rwd: -1.683e+00, lss: 6.688e-05\n",
      "Episode: 657\n",
      "iters: 127, tot_rwd: -7.924e-01, lss: 6.329e-04\n",
      "Episode: 658\n",
      "iters: 201, tot_rwd: -5.378e+00, lss: 3.446e-04\n",
      "Episode: 659\n",
      "iters: 201, tot_rwd: -4.091e+00, lss: 1.957e-04\n",
      "Episode: 660\n",
      "iters: 201, tot_rwd: -4.427e+00, lss: 1.265e-02\n",
      "Episode: 661\n",
      "iters: 201, tot_rwd: -1.345e+00, lss: 2.119e-04\n",
      "Episode: 662\n",
      "iters: 201, tot_rwd: -1.382e+00, lss: 1.247e-03\n",
      "Episode: 663\n",
      "iters: 201, tot_rwd: -4.978e+00, lss: 2.356e-03\n",
      "Episode: 664\n",
      "iters: 201, tot_rwd: -3.040e+00, lss: 2.905e-04\n",
      "Episode: 665\n",
      "iters: 201, tot_rwd: -1.129e+00, lss: 5.615e-04\n",
      "Episode: 666\n",
      "iters: 201, tot_rwd: -9.147e-01, lss: 5.843e-04\n",
      "Episode: 667\n",
      "iters: 85, tot_rwd: -2.809e+00, lss: 9.295e-04\n",
      "Episode: 668\n",
      "iters: 201, tot_rwd: -3.702e+00, lss: 3.105e-03\n",
      "Episode: 669\n",
      "iters: 201, tot_rwd: -5.171e+00, lss: 2.094e-04\n",
      "Episode: 670\n",
      "iters: 201, tot_rwd: -3.904e+00, lss: 1.385e-03\n",
      "Episode: 671\n",
      "iters: 108, tot_rwd: -4.354e+00, lss: 7.428e-04\n",
      "Episode: 672\n",
      "iters: 66, tot_rwd: -1.232e+00, lss: 6.597e-03\n",
      "Episode: 673\n",
      "iters: 201, tot_rwd: -3.669e+00, lss: 1.546e-04\n",
      "Episode: 674\n",
      "iters: 201, tot_rwd: -4.450e+00, lss: 3.610e-04\n",
      "Episode: 675\n",
      "iters: 71, tot_rwd: -3.437e+00, lss: 5.622e-04\n",
      "Episode: 676\n",
      "iters: 201, tot_rwd: -5.126e+00, lss: 6.799e-05\n",
      "Episode: 677\n",
      "iters: 104, tot_rwd: -3.829e+00, lss: 1.438e-04\n",
      "Episode: 678\n",
      "iters: 125, tot_rwd: -3.477e+00, lss: 9.887e-04\n",
      "Episode: 679\n",
      "iters: 173, tot_rwd: -1.957e+00, lss: 1.676e-04\n",
      "Episode: 680\n",
      "iters: 86, tot_rwd: -1.070e+00, lss: 9.019e-04\n",
      "Episode: 681\n",
      "iters: 80, tot_rwd: -6.425e-01, lss: 4.066e-04\n",
      "Episode: 682\n",
      "iters: 201, tot_rwd: -3.087e+00, lss: 6.808e-04\n",
      "Episode: 683\n",
      "iters: 99, tot_rwd: -3.098e+00, lss: 3.103e-04\n",
      "Episode: 684\n",
      "iters: 201, tot_rwd: -3.033e+00, lss: 1.320e-04\n",
      "Episode: 685\n",
      "iters: 91, tot_rwd: -3.965e+00, lss: 2.264e-04\n",
      "Episode: 686\n",
      "iters: 83, tot_rwd: -3.951e+00, lss: 7.840e-04\n",
      "Episode: 687\n",
      "iters: 201, tot_rwd: -3.698e-01, lss: 3.524e-04\n",
      "Episode: 688\n",
      "iters: 201, tot_rwd: -2.402e+00, lss: 3.446e-04\n",
      "Episode: 689\n",
      "iters: 83, tot_rwd: -1.642e+00, lss: 8.387e-04\n",
      "Episode: 690\n",
      "iters: 201, tot_rwd: -4.461e+00, lss: 4.238e-04\n",
      "Episode: 691\n",
      "iters: 82, tot_rwd: -4.049e+00, lss: 6.662e-05\n",
      "Episode: 692\n",
      "iters: 77, tot_rwd: -3.535e+00, lss: 4.607e-04\n",
      "Episode: 693\n",
      "iters: 201, tot_rwd: -3.224e+00, lss: 1.420e-03\n",
      "Episode: 694\n",
      "iters: 201, tot_rwd: -3.851e+00, lss: 1.036e-03\n",
      "Episode: 695\n",
      "iters: 201, tot_rwd: -3.099e+00, lss: 6.112e-05\n",
      "Episode: 696\n",
      "iters: 201, tot_rwd: -4.187e+00, lss: 9.889e-04\n",
      "Episode: 697\n",
      "iters: 201, tot_rwd: -4.110e+00, lss: 1.274e-04\n",
      "Episode: 698\n",
      "iters: 201, tot_rwd: -4.283e+00, lss: 1.502e-04\n",
      "Episode: 699\n",
      "iters: 201, tot_rwd: -2.004e+00, lss: 1.028e-03\n",
      "Episode: 700\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters: 201, tot_rwd: -3.688e+00, lss: 3.103e-04\n",
      "Episode: 701\n",
      "iters: 66, tot_rwd: -7.454e-01, lss: 1.692e-03\n",
      "Episode: 702\n",
      "iters: 201, tot_rwd: -6.153e-01, lss: 1.394e-03\n",
      "Episode: 703\n",
      "iters: 201, tot_rwd: -3.291e+00, lss: 4.203e-03\n",
      "Episode: 704\n",
      "iters: 94, tot_rwd: -3.973e+00, lss: 2.726e-04\n",
      "Episode: 705\n",
      "iters: 201, tot_rwd: -4.413e+00, lss: 5.573e-04\n",
      "Episode: 706\n",
      "iters: 201, tot_rwd: -4.112e+00, lss: 1.847e-04\n",
      "Episode: 707\n",
      "iters: 201, tot_rwd: -3.926e+00, lss: 8.530e-04\n",
      "Episode: 708\n",
      "iters: 201, tot_rwd: -3.759e+00, lss: 3.688e-04\n",
      "Episode: 709\n",
      "iters: 201, tot_rwd: -3.515e+00, lss: 1.329e-04\n",
      "Episode: 710\n",
      "iters: 111, tot_rwd: -1.618e-01, lss: 1.778e-04\n",
      "Episode: 711\n",
      "iters: 201, tot_rwd: -9.130e-01, lss: 1.252e-03\n",
      "Episode: 712\n",
      "iters: 108, tot_rwd: -2.450e+00, lss: 1.584e-04\n",
      "Episode: 713\n",
      "iters: 201, tot_rwd: -1.134e+00, lss: 5.379e-04\n",
      "Episode: 714\n",
      "iters: 201, tot_rwd: -1.698e+00, lss: 6.502e-04\n",
      "Episode: 715\n",
      "iters: 201, tot_rwd: -3.936e+00, lss: 5.013e-05\n",
      "Episode: 716\n",
      "iters: 201, tot_rwd: -1.574e+00, lss: 1.414e-04\n",
      "Episode: 717\n",
      "iters: 78, tot_rwd: -7.383e-01, lss: 1.348e-04\n",
      "Episode: 718\n",
      "iters: 201, tot_rwd: -4.956e+00, lss: 2.627e-04\n",
      "Episode: 719\n",
      "iters: 201, tot_rwd: -4.606e+00, lss: 7.716e-05\n",
      "Episode: 720\n",
      "iters: 183, tot_rwd: -3.772e+00, lss: 1.146e-03\n",
      "Episode: 721\n",
      "iters: 201, tot_rwd: -4.278e+00, lss: 5.417e-04\n",
      "Episode: 722\n",
      "iters: 201, tot_rwd: -3.446e+00, lss: 7.560e-04\n",
      "Episode: 723\n",
      "iters: 201, tot_rwd: -3.492e+00, lss: 6.939e-04\n",
      "Episode: 724\n",
      "iters: 201, tot_rwd: -2.993e+00, lss: 9.249e-04\n",
      "Episode: 725\n",
      "iters: 201, tot_rwd: -7.943e-01, lss: 8.357e-04\n",
      "Episode: 726\n",
      "iters: 81, tot_rwd: -2.356e+00, lss: 2.191e-04\n",
      "Episode: 727\n",
      "iters: 201, tot_rwd: -1.571e+00, lss: 3.991e-04\n",
      "Episode: 728\n",
      "iters: 86, tot_rwd: -3.566e+00, lss: 3.496e-04\n",
      "Episode: 729\n",
      "iters: 201, tot_rwd: -8.626e-01, lss: 2.211e-04\n",
      "Episode: 730\n",
      "iters: 95, tot_rwd: -3.983e+00, lss: 3.730e-04\n",
      "Episode: 731\n",
      "iters: 201, tot_rwd: -2.582e+00, lss: 3.200e-04\n",
      "Episode: 732\n",
      "iters: 85, tot_rwd: -2.618e+00, lss: 1.530e-03\n",
      "Episode: 733\n",
      "iters: 201, tot_rwd: -4.112e+00, lss: 3.767e-04\n",
      "Episode: 734\n",
      "iters: 201, tot_rwd: -5.442e-01, lss: 1.498e-03\n",
      "Episode: 735\n",
      "iters: 201, tot_rwd: -3.786e+00, lss: 1.174e-04\n",
      "Episode: 736\n",
      "iters: 82, tot_rwd: -4.692e-01, lss: 3.809e-04\n",
      "Episode: 737\n",
      "iters: 97, tot_rwd: -3.409e+00, lss: 1.681e-04\n",
      "Episode: 738\n",
      "iters: 201, tot_rwd: -2.704e+00, lss: 2.858e-04\n",
      "Episode: 739\n",
      "iters: 37, tot_rwd: -4.437e-02, lss: 5.952e-04\n",
      "Episode: 740\n",
      "iters: 201, tot_rwd: -3.263e+00, lss: 2.510e-03\n",
      "Episode: 741\n",
      "iters: 47, tot_rwd: -2.748e-01, lss: 3.926e-04\n",
      "Episode: 742\n",
      "iters: 90, tot_rwd: -3.328e+00, lss: 6.342e-05\n",
      "Episode: 743\n",
      "iters: 86, tot_rwd: -2.947e+00, lss: 2.869e-04\n",
      "Episode: 744\n",
      "iters: 201, tot_rwd: -1.724e+00, lss: 4.029e-04\n",
      "Episode: 745\n",
      "iters: 201, tot_rwd: -1.164e+00, lss: 7.352e-04\n",
      "Episode: 746\n",
      "iters: 201, tot_rwd: -3.567e+00, lss: 7.445e-04\n",
      "Episode: 747\n",
      "iters: 201, tot_rwd: -3.400e-01, lss: 4.587e-03\n",
      "Episode: 748\n",
      "iters: 201, tot_rwd: -1.862e+00, lss: 7.787e-04\n",
      "Episode: 749\n",
      "iters: 201, tot_rwd: -3.844e+00, lss: 4.580e-04\n",
      "Episode: 750\n",
      "iters: 49, tot_rwd: -1.921e-01, lss: 3.367e-04\n",
      "Episode: 751\n",
      "iters: 73, tot_rwd: -1.368e+00, lss: 1.715e-03\n",
      "Episode: 752\n",
      "iters: 40, tot_rwd: -2.032e-02, lss: 1.528e-03\n",
      "Episode: 753\n",
      "iters: 111, tot_rwd: -1.361e+00, lss: 3.696e-04\n",
      "Episode: 754\n",
      "iters: 201, tot_rwd: -2.686e-01, lss: 1.026e-03\n",
      "Episode: 755\n",
      "iters: 201, tot_rwd: -2.856e-01, lss: 1.030e-04\n",
      "Episode: 756\n",
      "iters: 20, tot_rwd: -4.128e-04, lss: 2.939e-03\n",
      "Episode: 757\n",
      "iters: 201, tot_rwd: -2.374e+00, lss: 6.072e-04\n",
      "Episode: 758\n",
      "iters: 201, tot_rwd: -3.521e+00, lss: 3.551e-04\n",
      "Episode: 759\n",
      "iters: 88, tot_rwd: -1.685e+00, lss: 9.005e-05\n",
      "Episode: 760\n",
      "iters: 85, tot_rwd: -6.287e-01, lss: 1.989e-04\n",
      "Episode: 761\n",
      "iters: 201, tot_rwd: -2.049e+00, lss: 2.631e-04\n",
      "Episode: 762\n",
      "iters: 201, tot_rwd: -1.960e+00, lss: 4.817e-04\n",
      "Episode: 763\n",
      "iters: 72, tot_rwd: -1.360e+00, lss: 1.185e-04\n",
      "Episode: 764\n",
      "iters: 113, tot_rwd: -3.764e+00, lss: 1.445e-04\n",
      "Episode: 765\n",
      "iters: 201, tot_rwd: -4.202e+00, lss: 2.184e-03\n",
      "Episode: 766\n",
      "iters: 71, tot_rwd: -1.073e+00, lss: 6.210e-04\n",
      "Episode: 767\n",
      "iters: 201, tot_rwd: -2.705e+00, lss: 6.838e-05\n",
      "Episode: 768\n",
      "iters: 90, tot_rwd: -3.404e+00, lss: 4.585e-04\n",
      "Episode: 769\n",
      "iters: 201, tot_rwd: -2.657e+00, lss: 8.717e-05\n",
      "Episode: 770\n",
      "iters: 201, tot_rwd: -3.993e+00, lss: 2.860e-04\n",
      "Episode: 771\n",
      "iters: 201, tot_rwd: -2.410e+00, lss: 2.614e-04\n",
      "Episode: 772\n",
      "iters: 201, tot_rwd: -3.530e+00, lss: 2.900e-03\n",
      "Episode: 773\n",
      "iters: 201, tot_rwd: -3.282e+00, lss: 2.181e-03\n",
      "Episode: 774\n",
      "iters: 79, tot_rwd: -1.760e+00, lss: 1.277e-03\n",
      "Episode: 775\n",
      "iters: 99, tot_rwd: -2.553e+00, lss: 4.140e-04\n",
      "Episode: 776\n",
      "iters: 201, tot_rwd: -1.365e+00, lss: 5.934e-04\n",
      "Episode: 777\n",
      "iters: 201, tot_rwd: -1.911e+00, lss: 7.946e-04\n",
      "Episode: 778\n",
      "iters: 201, tot_rwd: -4.038e+00, lss: 7.575e-04\n",
      "Episode: 779\n",
      "iters: 201, tot_rwd: -9.353e-01, lss: 4.194e-04\n",
      "Episode: 780\n",
      "iters: 201, tot_rwd: -5.184e-01, lss: 1.150e-04\n",
      "Episode: 781\n",
      "iters: 81, tot_rwd: -3.473e+00, lss: 3.619e-04\n",
      "Episode: 782\n",
      "iters: 201, tot_rwd: -3.063e+00, lss: 5.726e-04\n",
      "Episode: 783\n",
      "iters: 201, tot_rwd: -2.980e+00, lss: 1.201e-03\n",
      "Episode: 784\n",
      "iters: 201, tot_rwd: -4.068e+00, lss: 4.666e-04\n",
      "Episode: 785\n",
      "iters: 201, tot_rwd: -4.066e+00, lss: 7.997e-05\n",
      "Episode: 786\n",
      "iters: 201, tot_rwd: -4.257e+00, lss: 8.762e-05\n",
      "Episode: 787\n",
      "iters: 201, tot_rwd: -8.219e-01, lss: 1.408e-03\n",
      "Episode: 788\n",
      "iters: 68, tot_rwd: -3.421e+00, lss: 2.012e-04\n",
      "Episode: 789\n",
      "iters: 201, tot_rwd: -3.249e+00, lss: 2.913e-04\n",
      "Episode: 790\n",
      "iters: 201, tot_rwd: -3.364e+00, lss: 2.059e-04\n",
      "Episode: 791\n",
      "iters: 201, tot_rwd: -4.820e-01, lss: 1.321e-04\n",
      "Episode: 792\n",
      "iters: 201, tot_rwd: -2.709e+00, lss: 8.910e-04\n",
      "Episode: 793\n",
      "iters: 80, tot_rwd: -2.651e+00, lss: 2.505e-04\n",
      "Episode: 794\n",
      "iters: 201, tot_rwd: -1.110e+00, lss: 7.494e-05\n",
      "Episode: 795\n",
      "iters: 201, tot_rwd: -7.329e-01, lss: 9.289e-04\n",
      "Episode: 796\n",
      "iters: 98, tot_rwd: -3.580e+00, lss: 1.725e-04\n",
      "Episode: 797\n",
      "iters: 201, tot_rwd: -1.516e+00, lss: 5.352e-05\n",
      "Episode: 798\n",
      "iters: 120, tot_rwd: -3.184e+00, lss: 1.121e-04\n",
      "Episode: 799\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters: 97, tot_rwd: -4.100e+00, lss: 6.459e-04\n",
      "Episode: 800\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters: 44, tot_rwd: -2.087e-01, lss: 2.633e-04\n",
      "Episode: 801\n",
      "iters: 201, tot_rwd: -3.545e+00, lss: 6.097e-04\n",
      "Episode: 802\n",
      "iters: 110, tot_rwd: -1.564e+00, lss: 7.709e-04\n",
      "Episode: 803\n",
      "iters: 201, tot_rwd: -2.603e+00, lss: 3.135e-04\n",
      "Episode: 804\n",
      "iters: 201, tot_rwd: -3.615e+00, lss: 1.557e-03\n",
      "Episode: 805\n",
      "iters: 201, tot_rwd: -3.418e+00, lss: 3.280e-04\n",
      "Episode: 806\n",
      "iters: 201, tot_rwd: -2.483e+00, lss: 3.006e-04\n",
      "Episode: 807\n",
      "iters: 201, tot_rwd: -1.162e+00, lss: 2.469e-04\n",
      "Episode: 808\n",
      "iters: 62, tot_rwd: -6.286e-01, lss: 2.244e-04\n",
      "Episode: 809\n",
      "iters: 201, tot_rwd: -4.654e+00, lss: 5.615e-05\n",
      "Episode: 810\n",
      "iters: 79, tot_rwd: -3.266e+00, lss: 3.520e-03\n",
      "Episode: 811\n",
      "iters: 201, tot_rwd: -4.952e+00, lss: 3.946e-04\n",
      "Episode: 812\n",
      "iters: 102, tot_rwd: -3.199e+00, lss: 9.723e-04\n",
      "Episode: 813\n",
      "iters: 201, tot_rwd: -1.498e+00, lss: 3.255e-04\n",
      "Episode: 814\n",
      "iters: 69, tot_rwd: -1.164e+00, lss: 5.713e-05\n",
      "Episode: 815\n",
      "iters: 201, tot_rwd: -1.068e+00, lss: 1.590e-04\n",
      "Episode: 816\n",
      "iters: 201, tot_rwd: -3.829e+00, lss: 6.099e-05\n",
      "Episode: 817\n",
      "iters: 66, tot_rwd: -1.048e+00, lss: 2.376e-04\n",
      "Episode: 818\n",
      "iters: 201, tot_rwd: -4.036e+00, lss: 2.121e-04\n",
      "Episode: 819\n",
      "iters: 81, tot_rwd: -3.459e+00, lss: 4.502e-04\n",
      "Episode: 820\n",
      "iters: 201, tot_rwd: -1.673e-01, lss: 2.902e-04\n",
      "Episode: 821\n",
      "iters: 83, tot_rwd: -2.093e+00, lss: 1.321e-04\n",
      "Episode: 822\n",
      "iters: 68, tot_rwd: -2.240e+00, lss: 3.998e-02\n",
      "Episode: 823\n",
      "iters: 201, tot_rwd: -2.457e+00, lss: 5.215e-05\n",
      "Episode: 824\n",
      "iters: 201, tot_rwd: -2.893e+00, lss: 3.482e-04\n",
      "Episode: 825\n",
      "iters: 67, tot_rwd: -1.483e+00, lss: 5.418e-04\n",
      "Episode: 826\n",
      "iters: 58, tot_rwd: -2.270e+00, lss: 1.078e-04\n",
      "Episode: 827\n",
      "iters: 201, tot_rwd: -8.567e-01, lss: 7.730e-04\n",
      "Episode: 828\n",
      "iters: 201, tot_rwd: -2.773e+00, lss: 6.332e-03\n",
      "Episode: 829\n",
      "iters: 201, tot_rwd: -1.810e+00, lss: 7.152e-04\n",
      "Episode: 830\n",
      "iters: 201, tot_rwd: -4.431e+00, lss: 1.295e-03\n",
      "Episode: 831\n",
      "iters: 201, tot_rwd: -1.027e+00, lss: 2.181e-03\n",
      "Episode: 832\n",
      "iters: 96, tot_rwd: -3.840e+00, lss: 5.771e-04\n",
      "Episode: 833\n",
      "iters: 116, tot_rwd: -3.289e+00, lss: 1.467e-03\n",
      "Episode: 834\n",
      "iters: 87, tot_rwd: -1.600e+00, lss: 2.198e-04\n",
      "Episode: 835\n",
      "iters: 77, tot_rwd: -2.870e+00, lss: 1.097e-04\n",
      "Episode: 836\n",
      "iters: 201, tot_rwd: -8.987e-01, lss: 1.319e-03\n",
      "Episode: 837\n",
      "iters: 201, tot_rwd: -8.813e-01, lss: 1.735e-04\n",
      "Episode: 838\n",
      "iters: 94, tot_rwd: -2.385e+00, lss: 1.374e-03\n",
      "Episode: 839\n",
      "iters: 59, tot_rwd: -1.149e-01, lss: 2.419e-04\n",
      "Episode: 840\n",
      "iters: 201, tot_rwd: -3.206e+00, lss: 1.462e-03\n",
      "Episode: 841\n",
      "iters: 201, tot_rwd: -3.935e+00, lss: 6.456e-03\n",
      "Episode: 842\n",
      "iters: 90, tot_rwd: -5.434e-01, lss: 7.592e-04\n",
      "Episode: 843\n",
      "iters: 201, tot_rwd: -2.696e+00, lss: 8.284e-04\n",
      "Episode: 844\n",
      "iters: 201, tot_rwd: -3.222e+00, lss: 1.025e-03\n",
      "Episode: 845\n",
      "iters: 201, tot_rwd: -3.257e+00, lss: 3.806e-04\n",
      "Episode: 846\n",
      "iters: 201, tot_rwd: -1.545e+00, lss: 7.749e-04\n",
      "Episode: 847\n",
      "iters: 201, tot_rwd: -2.598e+00, lss: 9.005e-04\n",
      "Episode: 848\n",
      "iters: 201, tot_rwd: -3.033e+00, lss: 2.482e-04\n",
      "Episode: 849\n",
      "iters: 84, tot_rwd: -2.597e+00, lss: 5.104e-04\n",
      "Episode: 850\n",
      "iters: 201, tot_rwd: -3.660e+00, lss: 1.539e-04\n",
      "Episode: 851\n",
      "iters: 201, tot_rwd: -5.103e-01, lss: 8.937e-05\n",
      "Episode: 852\n",
      "iters: 201, tot_rwd: -1.782e+00, lss: 2.622e-04\n",
      "Episode: 853\n",
      "iters: 201, tot_rwd: -3.204e+00, lss: 5.880e-04\n",
      "Episode: 854\n",
      "iters: 201, tot_rwd: -1.106e+00, lss: 5.673e-04\n",
      "Episode: 855\n",
      "iters: 201, tot_rwd: -5.077e+00, lss: 7.407e-04\n",
      "Episode: 856\n",
      "iters: 99, tot_rwd: -3.273e+00, lss: 2.143e-04\n",
      "Episode: 857\n",
      "iters: 201, tot_rwd: -8.686e-01, lss: 4.015e-04\n",
      "Episode: 858\n",
      "iters: 201, tot_rwd: -3.728e+00, lss: 1.356e-03\n",
      "Episode: 859\n",
      "iters: 201, tot_rwd: -2.271e+00, lss: 1.486e-03\n",
      "Episode: 860\n",
      "iters: 116, tot_rwd: -3.653e+00, lss: 4.027e-04\n",
      "Episode: 861\n",
      "iters: 201, tot_rwd: -2.225e+00, lss: 5.383e-04\n",
      "Episode: 862\n",
      "iters: 201, tot_rwd: -4.149e+00, lss: 6.840e-04\n",
      "Episode: 863\n",
      "iters: 201, tot_rwd: -1.907e+00, lss: 9.132e-04\n",
      "Episode: 864\n",
      "iters: 201, tot_rwd: -2.857e+00, lss: 2.111e-03\n",
      "Episode: 865\n",
      "iters: 201, tot_rwd: -6.074e+00, lss: 1.480e-03\n",
      "Episode: 866\n",
      "iters: 201, tot_rwd: -9.621e-01, lss: 6.552e-04\n",
      "Episode: 867\n",
      "iters: 201, tot_rwd: -2.046e+00, lss: 1.312e-03\n",
      "Episode: 868\n",
      "iters: 113, tot_rwd: -7.480e-01, lss: 3.708e-04\n",
      "Episode: 869\n",
      "iters: 48, tot_rwd: -1.798e-01, lss: 3.365e-04\n",
      "Episode: 870\n",
      "iters: 201, tot_rwd: -3.929e+00, lss: 5.746e-04\n",
      "Episode: 871\n",
      "iters: 50, tot_rwd: -7.746e-01, lss: 4.520e-03\n",
      "Episode: 872\n",
      "iters: 201, tot_rwd: -3.161e+00, lss: 3.984e-04\n",
      "Episode: 873\n",
      "iters: 201, tot_rwd: -1.516e+00, lss: 1.625e-04\n",
      "Episode: 874\n",
      "iters: 201, tot_rwd: -6.103e+00, lss: 7.959e-04\n",
      "Episode: 875\n",
      "iters: 201, tot_rwd: -5.700e+00, lss: 2.394e-04\n",
      "Episode: 876\n",
      "iters: 101, tot_rwd: -2.980e+00, lss: 2.543e-04\n",
      "Episode: 877\n",
      "iters: 92, tot_rwd: -3.046e+00, lss: 4.696e-04\n",
      "Episode: 878\n",
      "iters: 201, tot_rwd: -1.075e+00, lss: 3.932e-04\n",
      "Episode: 879\n",
      "iters: 201, tot_rwd: -1.210e+00, lss: 1.962e-04\n",
      "Episode: 880\n",
      "iters: 201, tot_rwd: -1.438e+00, lss: 1.423e-03\n",
      "Episode: 881\n",
      "iters: 97, tot_rwd: -3.208e+00, lss: 1.134e-04\n",
      "Episode: 882\n",
      "iters: 152, tot_rwd: -3.122e+00, lss: 2.473e-04\n",
      "Episode: 883\n",
      "iters: 79, tot_rwd: -3.706e+00, lss: 1.161e-03\n",
      "Episode: 884\n",
      "iters: 201, tot_rwd: -1.742e+00, lss: 7.578e-04\n",
      "Episode: 885\n",
      "iters: 201, tot_rwd: -1.073e+00, lss: 4.324e-04\n",
      "Episode: 886\n",
      "iters: 201, tot_rwd: -3.949e+00, lss: 6.071e-04\n",
      "Episode: 887\n",
      "iters: 201, tot_rwd: -4.058e+00, lss: 3.000e-04\n",
      "Episode: 888\n",
      "iters: 139, tot_rwd: -4.510e-01, lss: 2.412e-04\n",
      "Episode: 889\n",
      "iters: 183, tot_rwd: -1.718e+00, lss: 4.064e-04\n",
      "Episode: 890\n",
      "iters: 201, tot_rwd: -9.128e-01, lss: 6.474e-04\n",
      "Episode: 891\n",
      "iters: 201, tot_rwd: -1.893e+00, lss: 2.188e-04\n",
      "Episode: 892\n",
      "iters: 62, tot_rwd: -8.758e-01, lss: 1.934e-04\n",
      "Episode: 893\n",
      "iters: 201, tot_rwd: -4.395e+00, lss: 1.106e-03\n",
      "Episode: 894\n",
      "iters: 72, tot_rwd: -2.228e+00, lss: 1.410e-04\n",
      "Episode: 895\n",
      "iters: 93, tot_rwd: -3.906e+00, lss: 1.247e-04\n",
      "Episode: 896\n",
      "iters: 24, tot_rwd: -4.552e-03, lss: 2.801e-03\n",
      "Episode: 897\n",
      "iters: 60, tot_rwd: -3.815e-01, lss: 1.844e-04\n",
      "Episode: 898\n",
      "iters: 81, tot_rwd: -3.697e+00, lss: 3.180e-03\n",
      "Episode: 899\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters: 201, tot_rwd: -3.429e-01, lss: 2.418e-04\n",
      "Episode: 900\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters: 63, tot_rwd: -1.486e+00, lss: 5.320e-04\n",
      "Episode: 901\n",
      "iters: 201, tot_rwd: -1.590e+00, lss: 7.641e-04\n",
      "Episode: 902\n",
      "iters: 201, tot_rwd: -5.212e-01, lss: 1.392e-04\n",
      "Episode: 903\n",
      "iters: 201, tot_rwd: -3.484e+00, lss: 6.304e-04\n",
      "Episode: 904\n",
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      "Episode: 999\n",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "data": {
      "image/png": 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0XSvHDUJClWiR2ApqOsenGzz/S8AvVXk81JtU6pnLe3NI27FxBbw9CldmYXV/MHGJiMSXVa80W9UPmxZ0oUM5tEg8adnvonbbOQA2lq1cKCIi7TPqz4lupZ3CoZ5oEWmfkuiidm8sBG/BldLKhSIi0h6HkShl0bV0uSc6oRF3IrGlJLpoLg+ZNptbFm4uVCVaRCQAtvD/wHuig2znUBYtEktKovFWr5ovtF+JBq8venRSF1URkXbVTHaD6IluMaZKqkSLxJeSaGC+zSW/y20c8Kra48EuWigiEkNGgvo90dDlnmhUNBGJKyXReEkvBFeJBvVFi4gEokpPdOWy393siUaVaJHYUhJNWRIdwMC/dcsgaeqLFhFplyuvRJf1RFe2c/iuRAc44i6BKtEicaUkGpjNee+DqEQnE7B+QJVoEZG2mS1Odmskq91cbEWVaJH4UhLNtUp0u4utlGwc0M2FIiLtKp/G4ag9ncN3OweqRItI+5REE2xPNHh90fN5uKybC0VE2tB4TnQryXCQPdGmSrRIbCmJpgNJtFYuFBEJxMKKhTXmRHe7Jxq8MakiEj9Kogn2xkKAdcuLNxeqL1pEpGUOq1oybjcBDrInOtFKFi8iS4KSaLwlvwHSAX01EgYbBlSJFhFpj9fOUTknetEW5r8nOchKtHJokfhSEk1xye9ksL/e27gCzk/q13wiIq1aqBgHnKkGWYk203VeJK6URHMtiQ7SxgFvKfHL08EeV0QkPrwRd9dN56jIgLvZEx1g7UVEeoySaDqURGvlQhGRtlxXMa7WztHqcYNKolWJFoktJdHAbB76ArqpsGTtMkgl1BctItK6YiXaas+JbrknOqgIVYoWiS0l0Xg3FqYDrkQv3FyoSrSISItsIdldNOKu3XaOKsdoVWn8nojEj5JoOtPOAV5ftG4uFBFpTSnZtfIHKrTUzhFwJboQ0LFEpLcoicZLooNa8rvcxhWQK8Al3VwoItIC68iNe0FXojXjTiSelETT2Uo0qC9aRKQV5ZXoUk90Ze4bhZ5oVaJF4in2SXS+4FWLO5FEr1nmLeCivmgRkVZ4lWgrmxMdRAVZPdEiEoTYJ9HzAS/5XS5hsF4rF4qI+OaKmW4p2S2fzlGulXVYNJ1DRIIQ+yR6rpREd6ASDTC0Ai5M6eZCEYkOM3vEzA6a2WEz+3yV54fNbNzMXi++/Waz+wYea9nHtSq+vts5CLYSreu7SDx1oP7aW2Y7nERvHPDaRcamvKq0iEg3mVkS+CLwMDACvGRmzzrn3qnY9HvOuZ9tcd+2FcraN0pzoqFKBbmFZDjoSrRyaJF4UiW6w0n0Bq1cKCLRsg847Jw74pybA74CPBrCvi1ZqBjXyFRbHnGn6Rwi0iYl0R1Ootf2F28uVF+0iETDVuBk2ecjxccq3W9mb5jZX5vZHT73bdtCJZqy6RxVkt+WeqIJeDqHkmiRWIp9O8dcznvfiRsLwbvAauVCEYmQavljZRr4KrDDOTdhZp8E/hLY0+S+3ouYPQ48DjA0NEQ2m/UVZJ4k9H2cI0feZ9aWM5tYy8mT5ykkt5DNfm9hu4upO5m3PrLZV5o+9mzmo5w5c57syfd8xVTN2eQuCsntZLPPLzw2MTHh+3yjQHGHq1fjht6NPei4lUQXK9GdWGylZOMKeOusN04v2YXav3Ne73c60Z3XF5FIGQG2l32+DThdvoFz7krZx8+Z2R+Y2fpm9i3b7yngKYC9e/e64eFhX0HO5eCdl+CmG29kbBqOX4Jt67czfg7Kj/X1A3B1Fobvav74770EWwe3Mry7/SL6j07AhVOLY8pms/g93yhQ3OHq1bihd2MPOm4l0R1u5wBvQsfrDsamvap0WHIFePUUvHsersx6j61fDjvXwq61XlwazyQSOy8Be8xsF3AKeAz4J+UbmNkm4JxzzpnZPrzWv4vA5Ub7BqW0gMl116gq16yWRtwFOSc6mEOJSI9REp33LoKpDlZoN5StXBhWEj0+A//zgLfk+A1r4M4hbyb2qSvwyil4+ZSXUN+9BW4eVIVaJC6cczkzewL4BpAEnnbOvW1mnys+/yTwD4FfNrMcMA085pxzQNV9OxOn9/66nuiK7Vq6sRBvjn8QFuZYB5iYi0hv6Mkk+vI0fLWFy/bl9N2MVex3edp7/0zgA5quKV34f3wSDl7wv3+1uOvJFeD8pPe6g8u9NpLjl73nzGDTCpjOweUZ+PZh+Nv3YVUfLE8H+03Ab9zNKjjvh5/5vHdueeeda6kalDBImveDQSYJ6aS/b5iditsvv+c5FZG4/bqU/hCn31h8nuU3aiWK55i01v48OyUqf09a4Zx7Dniu4rEnyz7+feD3m923ExZG2tni61LVEXctLPsdlPLFYCLw11JEQhRIEm1mTwM/C4w65+6s8rwB/wX4JDAF/HPn3KvF5x4pPpcE/sg594UgYmpWgc5/QzbzvvGXWkc6qeDg4pT3TWL9QPU2lUQCBjJe0jyb81o9Ls/A5Bys7oe+iP1o5YrJ5HTOizdXuPac4SVYC0sD4yVjs27x99VUAvpT3lsmGc2KUTPnWf539brztNXMTfTgeSZWMzXlPVfrPGdyi4/RC3+e0p7ySjQEvGIhAVaiS8dUFi0SO0GlS3+MV7X4kxrPfwLvzu49wL3Al4B7Wx3cv2YZ/MId9baoLpt9neE7hhc99vUDXhLZyvH8+P4xeOMsPHqb/9aJanHX8u3DcOaq9zo3rGnu+M7BoQvwwxPe6oq3bYAHdsCytL84K/mJu1pM5ye9fu5DF7wkKmGwdRVsWQWbV3rtKP2p2gnU9LzXQnNuEk6Nw+mrMDHn/fBw83q4dYN3jMr924nbr9J5vjMK7128dp7biue5ycd5vrD/GJnVuxad5y2l8+zyQj/VzjNZ/POcvXiE+z+4mw3LvR/gqp2nc94+5ya8t1NXvL/n3TzPMP+exNGiSjTF38LUaJlopSc6KOWVaBGJl0CSaOfc82a2s84mjwJ/Uuype8HM1pjZZmAnxcH9AGZWGtzfweaKxebzkMxM8PbsOTKW5sb0dhIdKGttXOFViTt5c+HxS17SuXdr8wk0eN8EbtkAu9fBiyPw+hk4egk+tsNLTMKs8k3Pey0v74x6FfWkeXHdNOidk58bQJelYcda741t3t3+J8a947951jvPweXeOd66wUvGwjI9DwfOe39eQZ3n0fxxhu/YxWwOTlz2fvh44yy8VjzP24rn2e4PR35MzcPB8/DuKFyc9s7zxuJ5bl/jnWc2e4Ltq3fXPY6ZF/fOtd4beFXs45cXn+f65XDbRi+pDvM8JXiVlehaWu2JDnSxFYJNzEWkN4T1i/taA/qrPX5vSDEBMMMUVzZ9k+/NeL0Wb84d4tGBh0hZsOM6NhYT53MdurlwPg/Zo7CmH/Zta+0Y6aRXgb5lPXz3CHz7fS/JG94N65YFG28557yq4htn4ciY98PGxgF4cJdXMe4P6G9pJuUlbzcNeknsexe9RPYHx70xVTvXwu0bwXXod7Kl3vR3R+HY5WvnObwL9gR4nn0p73h71l87z3dH4fvHvd827Cqe5w1rOtPKlC945/fuqHe+BedNgnloN+wZDK5dqC/l/f24uXiehy54f57fO+b9me5e6yXUnTpP5UydVV6Jrsv8J7DOBbfSmCrRIvEVVhJda0B/aIP7ofqQ7fFtq8Dy7DywhsmV85zfeolvvfS3LJsKtozlgETmY7zx3igX3j3ka99mhoOPJm/gSmo3u+Ze53vPX245zpL1QDKxmTPju/nT15JsyJ9gQ/4ECQoN9y1pFLcDriTWM5rcwUxiJUk3z9r8WdYVztI/O8nYGLzQ9pnUtxFYZcu5lNjM8YtDHBnLkEzfy7nvHWd1YZR+N9lWSu2AGVvBpcQQl5ND5C1Dys2xLn+OtYUz9M9OcXHMmx3Wrnpf7yFgdfE8j10c4v2xDCk3y9r8WdYURunryHnOFs/zLP0Xp7hwEardVxvk8HvvPAcYS2zi6MUhDi86z3P0ualAzvNyYohL6fuYy75AHzOBxC6LLZrOYdduqg1qOkdQPyurEi0SX2El0bUG9GdqPH6ddgf3w/VDtuddjgOXvs6Kua08cu9HOTl/jr+aep67P/whNqfW+z5+I5ffgZn5LQzftcXXfo2Gg0/Pw5+8BrtWwc/eend7QVaYmvMqmAcv7GR2xU6GdzXfKlIv7kvT3nFPXIK1y+D+zXDL+jTp5HYW/5UIT77gtbF8/91JLqR2cJ4drO73KppbV8OWlc1VUafn4ewEnLwMRy55C0EkzKsA37YRblidIZkI/jybHSJfOs93R/s4ftk7zzX9XjvJ1mK/edPneRVOjnu/Qbg6t/g8d6zpI2E3ADcEErdfQZ7nmeJ5Hh3z+rATBityF9i77z4GlwceulCWRNvifLfdNoxm20SapUq0SHyFlUQ/CzxR7Hm+Fxh3zp0xs/O0MLg/qBF3U4UcucJHmcmv4avnYdatJZd/kGxyFX0d+PXvlRkv0fj/9gc7cm18xpt2MDnX2telGYPLva/7196FZSlvikejGySrxZ0veEnl5Lz3TWxVn3e8Qxe8tygoWJKhFd6NbNPzXq/ta2e855LmTYZIJRZ/c88779xyxRFtJf0pr8WmP+Ud77XT3lsntDJyrfw8Xz3tvUG45xnGqLih4ljHyvNMJa6d68INbHgtKI3O8+qVFH93tLNxx9lCO0fZ59WqvVbj8UbH7ch0DhGJlaBG3P0ZMAysN7MR4LeANCzMHn0Ob7zdYbwRd79YfC60wf3VzLsczhkpwrkDqXSz2Fw+uP7XfMGrjC1LeT3NndKf8hKRq7PeDwLTE95rrujzlhNvVB0qJflT897ny9NeAh3VRV6SxTGAAxkvoZrPezeyzRe8r/nU/OLKU2lmczoJA8lozTOuJ4jz7IURc8kErMh4b6X523P1zrO4T6+d51KyqBJt10bcXfdHYP6qwEEnu6pEi8RXUNM5Pt3geQf8So3nfA/uD2rE3V9NvMHM5AQfKvw97toMp3PjPDv5d/zEwINsTW30/wINzObgqZe8G9v83PxXb5TWj054rQO/cGdnb/4rNz7jTbd4e9QbW7am32vx2LgCVmUglfQqeC9ePM36gTWcvOxNZkglvJUT79oE6yL8K3C/o8uislJZr45cU9xSzXU3FtbIUv3+0ysl0apEi0i7IrasRriuFCZw8wNkMt7n167Vnbka9qVgcJnXXxmEuZyXzN40GF4CDV4rx8d3wr3bvHFxR8a8kXRvnq3YMH07Z856vac/MeSN0QuqAh8lUUigRZaaqr3LASxoUtkm0q7yZb9FJF6WYErTHOccE24SNzdEZqEqasXnOve6m1Z6I8eCqF6+c977tfSH/d2nGJhMCj6wyXsrOK9CfXXW6yFNGrzzxos8/PF9kW3ZEJHoKk92S73qVadztNrOEXQlOpjDiUgPiW0SPeVmyJOHuRULvcoWwuVw80qvDeLiVHurqxUcvHnGO97QiuDia1XCvCkba8sq4kfclBJoEWnJdT3RNUbclW/b1HGL7wNr51AlWiS2YpviXClMAnjtHBVJdKGDSfTWVd77U1faO87xSzA+6/UXi4gsNTUXW7G6nzY+rkbciUhAYpxETwDg5lbQt5BEl3Tucriq35tKMdJmEv36WW/SwO51wcQlIhIllcluacRdtZzaVztHaT/dWCgibYp3Eu2AubJKdPGq2ulr4dZVcPpK6xfdC5MwMg4f3BTdEXEiIu0oT3br5rs+s+igK9EJVaJFYiu2Kdh4YZKMWw4krmvn6NR0jpKtq70FKS5Otbb/G2e9cXF3BD+FT0QkEiqX/S5pN/kNuhK9cFxl0SKxE9sk+mphgkx+hbd4RPGr0OkRdyWlvuhWWjqm5+HgebhlPfSHs0aMiEjoKpPd0o2F1XqiW5nOoZ5oEWlXbJPoqcIsiUL/olXIrlWiO2tVn7dAyfHL/vd9e9QbIXfX5sDDEhGJjEWVaGr3RIN6okWkO2KbRM8xB/n0QiuHpzQnuvNXw51r4dS4t8xys/IFb0GT7athMMIr/omItKvZZNd8lqILqkSLSEBimUQ755h187h8ZlESHVY7B8CONV5F2U9Lx+GLMDmnKrSILH2L2i7qJKp+2zkW9gsoiy59E1UlWiR+YplEzzEPUCWJDufGQvD6otMJb95zM5yDV097i5nsXNPR0EREum7RYitlj7eb/AbdE10vwReRpS2WSfSs85LofC5NX9majRbcZbWhZMJryzh6qbkKxslxuDDlLfEd9F3lIiJRU7nsN9TuifajUDqueqJFpE0xTaLnAMjnKirRFl4lGuCmQZiY82ZGN/LaaVie9qZyiIgsdYt6oouZaqHKpbm0JLjfA2tOtIi0K9ZJdG4+3bWeaPBWG0wn4MCF+ttN2wAnxr1eaC2uIiJxUEqME5XtHBXb+e2JLpS1iQRJlWiR+IllSjZXbOeYn6/VEx2OdBJuHPRuGMzVmdJxIbmddALuHAopMBGRLquWlDpH2yXk8jaRIJTPsRaReIllEl2qRBdyGTKp8mfCbecAuHUDzOXhYI1q9MUpuJwY4o4h6E9V30ZEZKlZ1BNd1jJxXSXaIjKdI5jDiUgPiWkS7VWiKVRv5wizpLBtFQytgJdGvDnQlb5/DBLk2bs1tJBERLquvJ2j8rHrN27+uIG3c6gnWiS2YppEz3mtG4VU1XaOQoiXQzO4dztcnYO3zi1+7sB5ODEOQ/ljLNMS3yISIwtX4bKe6ALVk99uLvudUDuHSGzFNolOkwasahIdthtWe+PufnAcjox5F+MjY/Cd92HLSliXP9WVuERkaTKzR8zsoJkdNrPPV3n+n5rZm8W3H5rZXWXPHTOzt8zsdTN7uVMxVk12q03n8HvcFverRSPuROIrll22s26eNBmAri22Us4MPnEz/OU78FcHvd7nmRysWwb/y63wwvd1dRaRYJhZEvgi8DAwArxkZs86594p2+wo8KBz7pKZfQJ4Cri37PmHnHMN5gq1p3TVK5/OUbMn2scl0gXdzlFUpRtPRJa4mCbRcySd1x+xaLGVhd628JPWvhT8/O1eC8e5CdiyCm5dD6lk431FRHzYBxx2zh0BMLOvAI8CC0m0c+6HZdu/AGwLNUIqEuMAWyYWzZ8OQKI8wxeRWIllEj3n5km6epXo7uhLebOgRUQ6aCtwsuzzERZXmSv9S+Cvyz53wDfNzAH/zTn3VPAh1qlER6wn2nRjoUhsxTKJnnVzpAoDQDTaOUREQlQtf6x60TOzh/CS6I+VPfyAc+60mW0EvmVmB5xzz1fZ93HgcYChoSGy2ayvIMcSmyF9Cy/86EeMJzdA6iYuj3vLu2azry5sdza5i0JyO9nsdSFUNWFrIHM3b7z+GofduK+Yqpm2Acjcw1v793Oi4HW4TExM+D7fKFDc4erVuKF3Yw867tgm0emC186RqdIuoSRaRJawEWB72efbgNOVG5nZB4E/Aj7hnLtYetw5d7r4ftTMnsFrD7kugy1WqJ8C2Lt3rxseHvYV5P5zcOoI3P/R+zl8Ec4cg5UrV5EwGP7AtWP98ARcOAXNHv/EZTj6LnzoQx9iyypfIVV1cQoOvwF33HEnNw16j2Wz2abjiRLFHa5ejRt6N/ag447ddA7nHLNuHitkSNriZbQXKtG6zVpElq6XgD1mtsvMMsBjwLPlG5jZDcBXgc845w6VPT5gZitLHwM/A+zvRJALc6IbbNfydI6A+jkWxu/p24ZI7MSuEj1Pzqs05ytXK+x+T7SISKc553Jm9gTwDSAJPO2ce9vMPld8/kngN4FB4A/MyzZzzrm9wBDwTPGxFPCnzrm/6USc5Yui1OuJNqLREy0i8RO7JLq0WqHLp69r5bBFl2oRkaXJOfcc8FzFY0+WffxLwC9V2e8IcFfl451UnqMGUe3tVCVav8AUiZ/YtXPMuTkACrlMlSTao55oEZHuKk92FyZguCoVZJ/j7zpVidacaJH4iV0SnXN5730+SV9lEm1q5xARiYJClWS32rU5Kj3R+sYhEj+xS6LzxXpBLp8gXWUyh9dfp6uhiEhXVeuJdtV7oss2b3zYTlWi9W1DJHZil0QXypLoviod4YYpiRYR6bKFinGjDX1mwx3riQ7mcCLSQ2KXROedl0TP5RLXtXN4dKu1iEi3LZrOUVbtrbxC+72xT9M5RCQogSTRZvaImR00s8Nm9vkqz/9bM3u9+LbfzPJmtq743DEze6v43MtBxFNPqRI9n0vWqERDQbdZi4hEQnmS6qDt7NeVJedBUDuHSHy1PeLOzJLAF4GH8VbCesnMnnXOvVPaxjn374F/X9z+54Bfc86NlR3mIefchXZjaUapEo2r3c6hX8yJiHRX+Y2Fi3qia2zfdE80144bBI24E4mvICrR+4DDzrkjzrk54CvAo3W2/zTwZwG8bktKlWhc9XYO9USLiHRftd7lqtM5fDYlB16J9vfyIrKEBLHYylbgZNnnI8C91TY0s+XAI8ATZQ874Jtm5oD/5px7qsa+jwOPAwwNDZHNZn0HOjExwTsH3oEdgEtw6MB+zr2zuACe/0Cek6MjZE9d9n38TpmYmGjpfLtNcYdLcYerV+PuGY5ixmuLEuWaPdE+DgvBt3OoEi0SP0Ek0dUuRbUuJz8H/KCileMB59xpM9sIfMvMDjjnnr/ugF5y/RTA3r173fDwsO9As9ksG27ZztmZV8El+Mhdd7Jt9eJtjl75S7Zu28rH9nzI9/E7JZvN0sr5dpviDpfiDlevxt0rvN8ZFpPo4mOB9kS3d5gFC0l0QMcTkd4RRDvHCLC97PNtwOka2z5GRSuHc+508f0o8Axee0jHLGrn0Ig7EZFIqtb/XHc6R7PHLe2nZb9FpE1BJNEvAXvMbJeZZfAS5WcrNzKz1cCDwNfKHhsws5Wlj4GfAfYHEFNN+bIkunLZ72JUSqFFRLrMS0oXl42rJqqt9kS3Htril1clWiS22m7ncM7lzOwJ4BtAEnjaOfe2mX2u+PyTxU0/BXzTOTdZtvsQ8Exxue0U8KfOub9pN6Z6Gk/nAF0ORUS6y2vk8K7FtuixxVSJFpFuCaInGufcc8BzFY89WfH5HwN/XPHYEeCuIGJo1kI7B1a1Em2Y5kSLiESQeqJFJEpit2JhgQI4I5M0ElWuopoTLSLSfYWydo6FS3W1nmifSawq0SISlNgl0XlXwKi15HfpxkIREemm8hsLm1oV0GdPdFDf/DTiTiS+YpdEFyhgLkmmRiOLV4fW1VBEpJtc2f/LHwuqJzqwfg7Q7y9FYip2SXSeQs3VCgHMNOJORKTbvEq0u+6xqPVEg1eN1ncNkfiJXRJdcAVcjckcHrVziIh0W/l1uO50jhZ7oqvdE9MqQ+0cInEUuyQ6TwEKtZNojbgTEem+8kp0+U2ANXNfnz3RQTJTEi0SR7FLohcq0XVuLCwoiRYR6aqaV2Gr/mnTlejSjYXqiRaRNsUuic5TwBUSdW4sVElBRKTbFq1Y2Mz2AW/nhyrRIvEUuyQ65/I4jbgTEYm08v7n8qJxrZ5o38t+qxItIm2KYRJdqLnkN2jEnYhIFDhHR0ZpOIJt5QBVokXiKn5JdMFLoqst+Q2lSrSuhiIi3eRVoitWLOT6CnKrPdFB0og7kXiKXxJdnBO9rFYl2tTOISLSbeXJbr12Dt/HDeAYlTTiTiSeYpdE54vtHMvStbdRJVpEpLvKK9H1sl6/y24716F2jmAPKSI9IJ5JdCFBf40k2nSLiIhI1zWbFLe07HfQSTSqRIvEUfyS6GI7R3+dEXeaEy0iS5mZPWJmB83ssJl9vsrzZmb/tfj8m2b24Wb3DYor+3+9nmjfx3XBf+NLqBItEkuxS6ILrkDSEjV/nefNiQ43JhGRsJhZEvgi8AngduDTZnZ7xWafAPYU3x4HvuRj30CUr1hYl8+k2hHseLuF4+r7hkjs1KjHLl0FvCS6Fo24E5Elbh9w2Dl3BMDMvgI8CrxTts2jwJ845xzwgpmtMbPNwM4m9g3EohsL6yz7vdDO0cRlu+AgX2g3suuZQd5BrnjsAgnvh4CAkvV8IZzaToHEwjnUk7BrfeVhxVZPs3FHTa/GDb0buwu4lyt2SbSzAqm6SbRG3InIkrYVOFn2+QhwbxPbbG1y30DUHHFXZ/tG/vQNuDQNA3VuLG9F0uDwRe8NgL6fYPYQfOKW9o999ir8xdveDwAd1/cTvP3jxptlkvDZD8E75+EHxzsfVkNNxh05vRo39Gzsm5LbAj1e/JJoGifR6okWkSWsWh5aedGrtU0z+3oHMHscrxWEoaEhstmsjxCBxEaWz8ySzY5z1dZC5i4Azpw9Q3bk4MJmlxMbIX07L774Y/rcdN1DXso8yIC7zIbJE2Szl/zFU8dqW0M6sWrh8zE2MHLByJ55ue1jX05soJC+g8HcSVLMt328euZmZ8n09dXdZsYGGGeI7A9f5GJyG4nERjbkT3Q0rkaaiTuKejVu6N3YbfIM2ezJxhs2KXZJNFYgnajTCm7g1NwmIkvXCLC97PNtwOkmt8k0sS8AzrmngKcA9u7d64aHh30Hms1mGR4e5sRlOPau99jmzZsZvnHzwjaHLsDJ9+Ceffeybln94731I7h9+1ru277Wdyx+fPn750kPbGD47uG2j1U6v0c+sp11y9uPrZ5sNsvwx4frbvPeBfib92DfPft47QzMXoJ/vHd3ZwNroJm4o6hX44bejT2bPUEr16JaYnVjYQEH5uom0RpxJyJL3EvAHjPbZWYZ4DHg2YptngX+WXFKx33AuHPuTJP7Bq5eT/SCBpftDqwgXu/VAvsushB3OIE3tDCXu/i/qMQl0g2xqkTnzVvrO9MgiVY7h4gsVc65nJk9AXwDSAJPO+feNrPPFZ9/EngO+CRwGJgCfrHevp2OOYgRd6WretALrVRjBNfDXDpMVHLVUhwFBwWUREu8xSqJzpl3uvWTaBGRpc059xxeolz+2JNlHzvgV5rdt5uaXWwl3C694F4sqpVoKI0hFImvWLVz5BLNJNGmnmgRkQipN52j2WW/Fyq6qkS3pXKkYFTiEumGWCbRfUmNuBMR6RkBZGqlpC+cb3pLvxJdcN5bVOIS6YZYJdH5YjtHf8MkWkREeknDdo7SB6FUol1g7SNRrURD51Z/FOkVsUqicwnvxsL6SbRWLBQRiZJ6NxY2m8OF3X4Q1GJuUa5Eqyda4i5WSXRpOkf9OdEacSciEiV1R9w12xNdaucIJetzgX0bCbOXuxnlI+5UiZa4i1USPZfw1npNNlz2W0REekHTleiORrGY0YFKdEDHa9dCHKpEi8QriZ5Ness9JeuctnfxUxotIhIVzbRzNDviLqxKdOA90RHJVhfaOVAlWiQ2SfT0/LXpHIkGlWi1c4iI9Igmk7hwR9x1YDpHYEdsT/mIO1WiJe5ik0SfmwDM+wVb/Uq05kSLiERJM8t+N9sTHQoX4JzoiN5Y6Cgm0RGJS6QbYpNEj04A5AFINEqiwwlJRETa5LcnOrR2jsCO5IlKrrqoEk104hLphkCSaDN7xMwOmtlhM/t8leeHzWzczF4vvv1ms/sG5dwkpJkGGt1YqBF3IiJREmRPdBhJn4Gmc4jEQKrdA5hZEvgi8DAwArxkZs86596p2PR7zrmfbXHftjjnVaIzfVPMUr8SjVYsFBHpHRHsiQYXfDtHMIdrm3qiRa4JohK9DzjsnDvinJsDvgI8GsK+TSs42LUW+t0VAJIka25r+rFaRCRS6l2Wy5O6esKtRAfYzqGeaJHIarsSDWwFTpZ9PgLcW2W7+83sDeA08G+cc2/72Bczexx4HGBoaIhsNusryASQGLgMwIsv/Jj0fPVE+uy2q8yumfV9/E6amJiIVDzNUtzhUtzh6tW4e12rSVtpbnNYSV9QNzIuxB3M4dpW2RMdmxurRKoIIomu9m+78vLxKrDDOTdhZp8E/hLY0+S+3oPOPQU8BbB37143PDzsO9Bn3vprYJ4H7n+A5Yn+qtt8b/pV3p8/SSvH75RsNhupeJqluMOluMPVq3H3IqvxcbmGOWuPVqKJeiVaWbTEWBB//UeA7WWfb8OrNi9wzl1xzk0UP34OSJvZ+mb2DZJLeFejxtM51BMtItILFpLLRu0clduHIIhqdNQmYGg6h8g1QSTRLwF7zGyXmWWAx4Bnyzcws01WbDY2s33F173YzL5BcsV/7Q2X/VYOLSISGfXmRDc7nSOoG/2a48r+355CxPqOFyrRTj3RIm23czjncmb2BPANIAk87Zx728w+V3z+SeAfAr9sZjlgGnjMeSuaVN233ZhqxmrNVKI14k5EZKkKY050abUBF1CpNkp5avkPLRpxJ3EXRE90qUXjuYrHniz7+PeB3292304pVaITdS5JaucQEYmWXpsTvfCaQRwjYtXe63qiuxqNSHfF65YAcySwBmPsdEkQEYmUAC7ZpXaOMBLSRZXoNkWt2ruonYNoxSYStlgl0YVEo4VWvAuCKtEiItFRbzpHs3Oia+3fSYFVogM4TlC02IrINbFKop25ujcVgto5REQirdU50aGOiguuEl1w4fRxN0s90SLXxCqJxsAaVaKVRIuIRErdSnRZj249YY64swCnc0TNddM5uhuOSFfFKon2Vleq/0/eFi5/IiLSM5rMokMsRC/tnmiiF5tI2GKVRHs3FjaqRHuchkWLiETCojnRLU7nCHPZ7yAr0QUXrW/U6okWuSZK/zY7zhkkGlxBrXhJUAotItI7IjniLpA7C4lUpqpKtMg1sUuireHVqJREK40WEYmCZnqiG+lKT3QQNxYSrW/UqkSLXBOlf5shaL6dQ7VoEZGIaCZTa3DJDrcSHVw7R+QXW4lQbCJhi1US3UwlurQQi1JoEVmKzGydmX3LzN4rvl9bZZvtZvZdM3vXzN42s18te+63zeyUmb1efPtkx2Ou8XH551GazrHwmkvwG8miSjSqREu8xS6JbmY6B6idQ0SWrM8D33HO7QG+U/y8Ug74186524D7gF8xs9vLnv9Pzrm7i2/PdTpgq/lJ88KsRAd+Y2GEMtVERSU6SrGJhC1WSTTQYMnv8qqGkmgRWZIeBb5c/PjLwM9XbuCcO+Oce7X48VXgXWBrWAHWU3NOdKN2jortwxDUiLsoKlWiReIsVkm0a2rEnSrRIrKkDTnnzoCXLAMb621sZjuBDwE/Lnv4CTN708yertYOErgmEt8oTecIdLGViFV71RMtck2q2wGEyk87h5q9RKRHmdm3gU1VnvoNn8dZAfwF8K+cc1eKD38J+B28POp3gN8D/kWVfR8HHgcYGhoim836eWkAJiYmyGazzJOBvo8C8P77hxk/NLKwzbQNQOYe3n57PyOFCzWPNZ7YAOk7ePnlF+l3U75j8WNmbiWk4ccvtv9ao6k7mLVlZLMvBxRdbaWvdz0OoG+Yo0ePMZ/cxqmRM2SPv9/x2OppJu4o6tW4oXdjDzruWCXRTd1YqEq0iPQ459xP13rOzM6Z2Wbn3Bkz2wyM1tgujZdA/w/n3FfLjn2ubJs/BL5eI4angKcA9u7d64aHh32fRzabZXh4mMk5OPCK99hNN93E3ZtvWtjmwiQcfhPuuONObhqsfaxDF+DEe7Dvnn2sW+47FF++9vzbANxzzz4G23ytrx+AK7MwfNdw+4E1UPp6N7L/R7Bjx04unYHtW7bz8Z3bOx5bPc3GHTW9Gjf0buxBxx2rdg5wDXuiy7cVEVmCngU+W/z4s8DXKjcw70L534F3nXP/seK5zWWffgrY36E4y16z7OMazzXdzhHiut9B9URHqZ0DvD+DhcVWuhyLSDfFKon2pnM02xMtIrIkfQF42MzeAx4ufo6ZbTGz0qSNB4DPAD9ZZZTd75rZW2b2JvAQ8GudDripMdHN3ljYbjA+BDYnOoDjBMmsbLGVqAUnEqLYtXM07Ik2tXOIyNLlnLsI/FSVx08Dnyx+/H1q5G7Ouc90NMAGKpM2v79b7LUVC6P4nWhRJVpJtMRYrCrRmGuiJ9qjJFpEpAc0u+x3N9o5gjhSxKZzgBdPqRIdryRCZLFY/f13+GnnUBItIhIFTa1YGKFlv5uNqRmRrPbatUp05HpNREIUqyQag0TDxVbUEy0iEiWLbixsdcXC0v5tR9PMiwVbiY5anmp4KymWPhaJq1gl0a6pdo7SnGil0SIiUXetBa++MNs5Aq1ER/DmvYRdS6Kj1moiEqaYJdGN50QvbKtatIhIJNS7ajc94q5i+84K9sbCKOapBX2LFIlXEg3N90SLiEhE1JkTvSBCPdFB31ioSrRINMUqiXbmfPRE68dsEZGlItwRd4tfsx1RrESrJ1rEE6skmmaW/V741aCSaBGRKFg0naPGnOime6IDiqnBqy16zbaOFMFKNGWVaGXREmexSqI14k5EpPfUG3HX9Jzo0ua9dmMh0ctTE6idQwTilkSba7xioUbciYhES53LdhTnRJe+gxSCOFIEK9FmaucQgZgl0U21c6gSLSISKVbzEx/tHKXtw8z6lmglGqAQxE8IIj0uVkm0M7CGNxYWt9WcaBGRyGk1oQx3xUJN5xCJg9gk0a647FOjnmjUziEiEimLViy87snmjtGNOdFBzFKO5LLflLVzRDA2kbDEJ4kuvm+2J1pptIhI9EWxJzrI14jist8J9USLAAEl0Wb2iJkdNLPDZvb5Ks//UzN7s/j2QzO7q+y5Y2b2lpm9bmYvBxFPNa54i0fjnujS9kqiRUSiINARd71YiW7/MIFaNCc6asGJhCjV7gHMLAl8EXgYGAFeMrNnnXPvlG12FHjQOXfJzD4BPAXcW/b8Q865C+3GUk+heFFLWIMRd6YbC0VEeoaPdo5ezPei2BONKtEiQDCV6H3AYefcEefcHPAV4NHyDZxzP3TOXSp++gKwLYDX9aWURDc/nUNERKKgXhLpp50jrGR04cbCJdoTvaidI2KxiYQpiCR6K3Cy7POR4mO1/Evgr8s+d8A3zewVM3s8gHiqcs5r52h+TrTSaBGRqGl5Okcb+/p/sYDnRAdwnCBp2W8RT9vtHFT/N1Q1AzWzh/CS6I+VPfyAc+60mW0EvmVmB5xzz1fZ93HgcYChoSGy2ayvIHOpAnwADr93mIsXTtXcbmpgDm6G119/nfcmMr5eo1MmJiZ8n28UKO5wKe5w9WrcvcporyrrXHjj2BZeZoku+22qRIsAwSTRI8D2ss+3AacrNzKzDwJ/BHzCOXex9Lhz7nTx/aiZPYPXHnJdEu2cewqvl5q9e/e64eFhX0FOFqY5fPXr3HLzLdx+5+6a253JXeDE5Hf54F13sT095Os1OiWbzeL3fKNAcYdLcYerV+NeakpJXFOLrYRXigZicmNhVyMR6a4g2jleAvaY2S4zywCPAc+Wb2BmNwBfBT7jnDtU9viAma0sfQz8DLA/gJius3BjoUbciYj0nFoVT1890YFGVFuQ30VUiRaJrrYr0c65nJk9AXwDSAJPO+feNrPPFZ9/EvhNYBD4g+L0i5xzbi8wBDxTfCwF/Klz7m/ajalqnBpxJyLS89rpiQ5vdb3gvn+oEi0SXUG0c+Ccew54ruKxJ8s+/iXgl6rsdwS4q/LxTii4UiW6wYg73VgoIhJdbc6JDkeA7RyqRItEVmxWLGx6xN3CnGgREYkKq3h/3RMNhDkqrtkWk2aoEi0SXbFJokuV5USDq6gq0SIi0VO6dFdewf30RIf3Dc+V/b/NI6kSLRJZMUqi1RMtItLzWh1x18a+fqkSLRIPsUmi/fdEi4hIVNRK1vz0RKsSHYzyeKIWm0iY4pNENznirnRJduHehSIiIk3ojZ7ogJf9bv8wgSqPR0m0xFlskuiFdo6GPdHX9hARWWrMbJ2ZfcvM3iu+X1tju2Nm9paZvW5mL/vdP/i4i+8rHy++b6YnOmyxqER3LwyRrotNEt30dA61c4jI0vZ54DvOuT3Ad4qf1/KQc+7u4lz/VvYPXg8s+40q0SKxEJ8kWnOiRUQAHgW+XPz4y8DPh7x/S2qNuPO17HdIglqxsJSERy1RVSVaxBObJNo12RN97YKsJFpElqQh59wZgOL7jTW2c8A3zewVM3u8hf3D1cyIux6rRJd2j3QSHbHYRMIUyIqFvaD5EXeqRItIbzOzbwObqjz1Gz4O84Bz7rSZbQS+ZWYHnHPP+4jhceBxgKGhIbLZrI+X9kxMTCzsl8s8AJbmzTfe4Ii7tLCNA+gb5uixo0y9f7zmsUZTdzBry8hmX665TVAmJyagD44dO8b0+8daPk4Bg74HOXb0CFOHTwQXYA3lX+96zqduh6T3s9Nrr77CQXe1w5HV12zcUdOrcUPvxh503LFJohemc5hG3InI0uac++laz5nZOTPb7Jw7Y2abgdEaxzhdfD9qZs8A+4DngWb3fwp4CmDv3r1ueHjY93lks1lK+733EuRzcNfdd7F9dfnrwP4XYOfOXdy7fVfNY339AFyZheG7/MfhVzabxYAbduzk/ht2tnycXB7efhF2797N3q27A4uvlvKvdz3fOATjF72PP/KRjzC0orNxNdJs3FHTq3FD78YedNyxaefwPeJOabSILE3PAp8tfvxZ4GuVG5jZgJmtLH0M/Aywv9n9O6HdnmgIs53Di6vtnujSsdoNJmDqiRbxxCaJds7fioVdmYckItJ5XwAeNrP3gIeLn2NmW8zsueI2Q8D3zewN4EXgr5xzf1Nv/45rlK010RMdZsJnqCdaZKmLXTtHr4+4c84xXpggaUlWJpZ3OxwR6THOuYvAT1V5/DTwyeLHR4C7/OzfabUq0aXHGl2zC4Sb8JkFkERHdGltq/GxSNzEJol2vnuio5dGn81d4DtTP+aqmwJgQ3ItDy27h3XJ1Q32FBFZIlrN2rpRiW7zGD0x4i5isYmEKTbtHM32RF+b7xmtJPrk/Fn+5+TfYWb8RP+Hua//g0wWpvnqxHc4OX+22+GJiHRU3Up0E/3HYS77DQFVokvHajuaYKkSLeKJTRLddE+0Ra8SnU8W+NvpF1mdWMmnBn6K2/tu5O6+W/gHK36a1YkVfGvqR4zlr3Q7TBGRzunFnug2j6FKtEi0xSaJvlaJ7r0Rd+e2TjDr5vjJ5ftYluhbeHwgsYxHBj5G0pJ8Y+oH5Fy+i1GKiHTOQiW6StLWTMLay5XoMKeKNEOVaBFP/JLoBlfRqPVEz7l5rqyb5fbMjaxPrrnu+ZWJ5fzU8nsZL0zw8uzb4QcoItIDCj1ciY4aVaJFPLFJoptdsfDa9tG4ep3NXQCDnektNbfZlhri1vRO3pg9xMX85fCCExEJScOe6CYu2b1aiY5anrqoEh214ERCFJsk2u+Iu4jk0JzKnYcCDCUH6253/7K7yFiKF2beDCkyEZHwtJus9XJPdOTaObTYiggQoyTaOb890dHIok/nR1k2lSZt9acR9lmGD/fdzsncOU7OnwspOhGRcLXaE11wvVuJjlqmqkq0iCc2SXQvjribdfNcyF9i+dV0U9vfmbmRFbacl2f3L/zQICKy5DWZyIVaiQ5i2e9SJbrtaIKlSrSIJ2r/NjvGUfCG7ffQjYVncxdwwPKJ5pLopCX5UN+tnMuPcTp/vrPBiYiEqOGKhQ0u2aFXomm/El0oHStimaoq0SKe2CTRBVxTZYFrc6K771z+IoaxbKq5JBrglsxOllkfr88e6GBkIiIha7cnuv1D+BJEO0ckvhFVoUq0iCc+SbRzTf9j9/rrun/1Gs2PsS6xikSh+ctUypJ8MHMzJ3PnOJ+/1MHoRETC0+6caLpRiW7zGD0xJzpisYmEKTZJtKOAueb+tRvW9STaOcdoboyhVP2pHNXc3ncjGVK8pmq0iMRAM4lcocntghJET3Sh+7Wcqsq/jrFJIkSqiM3f/2bbOTzd/9H6cuEqc8yzMbnO9759luaOvps4Mj/C5fzVDkQnIhKuUuJW6+rcqHWiKyPuAkqCI1eJ1pKFIkCMkmiHw5q8oHkXv+6WAM7lxwDY2GA+dC0fyOwhQYK35t4LMiwRkZ7Vaz3Rpf2jlqcqhxbxxCaJLvi4rSQK7Ryj+YtkSLE2sbKl/Zcn+rkpvZ1Dc8eZc/MBRxeMOTfPyfmznMld6HYoIhJx7fZEd2U6R5vHWGjniFimuqidI2KxiYSp/goeEXV5Gr76ts998nuYy9/AV5tYh2Q293EO2DLOJFuLLwjnc7swu5Fnksbl9N2M+TxfgDn3IabzO/lKYp4VieYnfASlWtzOOWbcHFNumlk3j/dznGNjMkeqwYIyYWn1691tijtcvRr3ktTsnOgeW2ylJGrVLuXNIp5oZC0hiOj9GVUVnGOePCusr63jZCxN2tJMFqYZsGUNZ2R3knOOaTfL1cIkefIkSTJgy+izNJcKV7lcmGBNYuXCbwASGAkSXY05aM45HI7CwtI/3m89kjE5zwQJEkvpPHE455bUn12U1euJbnpOdNBB1RFkJTpqf8UWjbiLWGwiYerJJHrNMviFO/zt8+2pdzk+McIvbPwHDbf9v6/8gD3pHXxs2YdajLA9Z3IX+NpkluHlD7AzPUA2+zrDdwy3dKxDc1f42+kX2bf842xPbwo20AZKcZ/NXeD7068xUbjM+sRq7um/kxtSGxYSqrdmT/CDmdcZq3KMfsswmFjD+uQahlKDbE1tpM8yocTdrsnCNCdz5xjNX+R8/hKX8lfIka+67YAtY1ViBRuT69icWs+m5Hr6E/7OM6i4/fLO8yyj+THO5y8xlh8nv7BMxGIDtozViRVsKDvPF57vTtx+TRSmOJ07z+ncec7nx8htGefBVT/N+uTabocWLy22czh6rxK98ENoxBJV9USLeAJJos3sEeC/AEngj5xzX6h43orPfxKYAv65c+7VZvYNindjYW/0RJduKhxqYTJHpRvT2/jRzBvsnzscehJdMMcL02/y+txBVthyfnLZPvakb7iucndn5iZWJJYz5+ZJWRIwZt0c0wWvcn2xcJn9c4d5Y+4Qhnez5a70Vm5Mb2dlYnmo59TIRGGaQ3PHOJo7tTCnO0OK9cm13JbZzUBiGcutn5QlybsCefJMFqYZL0xwuXCVt+YO8cbcQQwYSq5nZ3oLu1JbWZ1c0d0Tq1D9PNNsSK7ljsyNLG94nu/xxtxBAJbtSfHG7EF2pbexKjHQzdO6zpXCJO/PneT9+ZNcKFwGvOk3G5ODuPNzZFaH3yYVV/VWLGxKD1aiieqNhapEiwABJNFmlgS+CDwMjAAvmdmzzrl3yjb7BLCn+HYv8CXg3ib3DYRzBV8j7rrZ/jGaG2OlLWdZor/tYyUtyW2Z3bw6+y5XChOsSoSTjJ3PX+LYLZeYm7vAbZnd3N//QTJWPeEwM3alt9Y9Xt4VGM2PMZI7y4ncWV6YeZMXZt5kU3KQm9I3cGN6WyBfr1YUXIETubO8O3eEE7kzOGBjch37+u5kR3oz6xKrm/6Vf87lOZ8fYyQ3yrH509558iZDyUFuyezkxvS2jlfia8m7AidyZzgwd3ThPIcWznML6xKrfJ3naH6MU7lR9k8d5Eczb/Kj4p/nzV0/zzxH50/zztz7nM6fB7zzvK//g2xLDTFY/PPMns6y6uZo/XATW01krF2ZEx3Ust9tRxOsUjy6qVDiLohK9D7gsHPuCICZfQV4FChPhB8F/sR5c+NeMLM1ZrYZ2NnEvoEo+Bxx180u6tH8RTal1gd2vNszN/La7AHenn2f+5fdFdhxq8m7Aq/NHuDV2XdIpIxPLv8YN6Q3t33cpCXYnFrP5tR67uFOxvMTvD9/ksPzJ/n+zGv8YOZ1bkht4ubMDnakthQr2p11pTDBu3NHOTh3jCk3w3Lr5+6+W7k1vavlynHKkmxObWBzagP39N/B1cIkh+dPcmjuGM9Pv8IPpl9jR3oLt6R3sC21iaR1/paj8fwEB+aDP88tqQ1sSW1g8uB5PvwT9/B+xXnuTG/h5vROtqeGSIRwnpfzV3l37ggH548x4+ZYacu5p+9Obs7cwMqIVcjjqGFPdIP9uzInus1juB7oiRaJsyCS6K3AybLPR/CqzY222drkvgCY2ePA4wBDQ0Nks1lfQZ7fPU4hUWhqv/xtOU5cGiF7NPyFSuZTeSY+MM2Vo2Nkz2cBmJiY8H2+lVbszPDWyveYfnGMRJNtLX7N9uc4c8NVZgZyrBrrY8VB40j/QY5wsCOvB7CRDKv71zK+boZTa89xPHeGRM5YdbmPVWP9LJtMYT6/ddb7ehfMMbF6lsvrZ5haOQ8OBq5k2HpxFSvGM0xzkde4GMCZLbaRPlYvSzK+bpbja09xJD1Cct5YebmP1WP99E+lmJyYbPvvSUnBHBNrZrk8eO08V4wXz/NKsOc5MTHBq8+/BHjnuWpZkvHBGY6tPcX78955rrrUz6pLffRP+f/zrKdgjqvF85wuO89tF1YzcDXNVc7xCtVH+gTx71KaV2/EXTNc2CPuYtATHbGwREIXRBJd7d9R5aWj1jbN7Os96NxTwFMAe/fudcPDwz5ChL+afJ7z4xdpZr/C1IucXHaWB294MPQ774/On+L9qR/y0VvuZdMd3kIr2Wy2qbjrOZM7z9cmsyzfN8g9/XcGWsHMuwJvzh7i5dm3SVuKh5fdz42rt5E93n7cfhSc43R+lENzxzmSGuHy+hlWJQbYldrGzvRmhpKDTVU0K7/eeVfgdO48R3OnODp/ktlSlTJzM7dkdrJizXK4oYMnViHvCpzMneW9+eMcS5/m8gbvPFNn4CO772Qoua6lyu218xzh6PxI8TwH2Je5hVsyOxlYswx2BH8+tf5+l9pH3ps7wfH0aS5tnGZVYgU3prdxQ6r05+n/36d3nqMcmR/heG6EWTfPqsQAH0j7O88g/l1KMJpZYrv5lQKCYdb+st2RXWylGJDaOSTugkiiR4DtZZ9vA043uU2miX0DUXDNt3MMJQc5NH+cK4XJ0G/oOpe/SAJjfXJNoMfdlFzP7tRWXp87yJHcKe7r/wC7Ulvb/iHhXO4ifzf9CmOFcXaltvLxZR9meZd6kxNmbEsNsS01xMfdhzk6f4pD88cXbtbrszRDyfUMJQfZmFzLysQAKxLLF7V+5F2BuUyeU7lRRnNjnMtf5HTuPHPMkyLJjvQWbsvsYmtyY9dGmyUtwc70FnamtzDn5jkyf4r35o9zauMoX5v8Ln2WZlNyPRsbnOekm+ZqYZLR3Bhn8xc4k7uwcJ4701u4NQLnuSu9lV3prcy6eY7Oj/De3AnemD3Ia7MH6LMMm5KDvs7zTP4CZ4vnmSbFjvTmrp+ntK+ZEXehT+dg6VeiI5fdi4QsiCT6JWCPme0CTgGPAf+kYptngSeKPc/3AuPOuTNmdr6JfQNRwEGTbQybUl4F+Fz+YuhJ9GhujMHkmsB7es2Mh5ffz8ncWX408ybfnPoR6xKruLvvVm5Mb/ddmR7Lj/Py7DscmR9hwJbx95Z/tOHNgWFKW4qbMzu4ObPDWxkxd5aT82c5l7/IidyZRdumSGLF/+aYhzvgyOTfAbA6sYJd6a3sTG9he2pTKL3WfmQsza2Zndya2cl3nv9bdt6/Z+E8j1ecZ7r4z92AOXKLnluTWMnu9FZ2preyLTUUufPsszS3ZnZxa2YXs27eu8G0znmW+lHnq57nNnamt0TyPKW2ej3RzQi9J7qJ6ngjUa1ElyrQUVsERiRsbSfRzrmcmT0BfANvTN3Tzrm3zexzxeefBJ7DG293GG/E3S/W27fRa7ayYuGF/F3kcnm+Ot7MOa0mnx/m+9bP/hC/xzrnOJu/g+XWz1fLXje4ldEM2EzKbWKFm2WsMMU3yZFgjGXWz7JEn5eA1Ch7OOeYdXNMuRlm3CzGTQwkPsAyW85rluC1iu2js6JbGu8XHttJA+tdgXlyC6PXCgvlIscySzA7NcOK5SvJWIqEJbgEXILrzi9qLic/zPihNTQ+T1hm3iIvSUuSIkXSEowBY8CrYcft++/JtT/PDLXP04B+M1IdOs/o/P2OmV7piWbpVqJLfwaRi0skZIHMiXbOPYeXKJc/9mTZxw74lWb37QS38L/GzIy0pZl3850M6To58jgc6Rqj4IJiZiy3fpZZH7Nujkk3w6SbZjI/RYIEaUt51dlidbrgCuTIMe9yOBwJEqxIDLDCloUyNSFoCUvQR6bmN+N8bt73QidR1Og8l4q4nGfc1buZrenFVgKNqL6lXImOWjwi3RKbFQv/YuIVpsYm+YUbHm1q+xdnRnht9gA/t+rnSVs4X6Z35k7w/PQr/OyKR1iTvNZX3LmV6AzoA/qYdfMcnz/NqdwoF/KXuFqYYhbvh4h+y7AhsZINybVsT21iW2p9U+0f3VpBr12KO1yKO1xmtg74f/BGjB4D/rFz7lLFNrcUtynZDfymc+4/m9lvA/8rcL743L8rFkM6qu6Iuyay6G5Uotu+sbB0rIhlrQvtHBGLSyRsPZlEt8LPjYUAm5KDOByj+TG2pjZ2LrAyY/lx0qRYHdKCKOX6LL3QQ1ziSr8Wj9oVXETa8XngO865L5jZ54uf/3r5Bs65g8DdsLCg1ingmbJN/pNz7j+EE25zoliJbrcUHdVKdElU4xIJS+/9Lr5FbmHtp+YMlW4uzAU/87eWS4UrrEmujEzSamaRiUVEAvMo8OXix18Gfr7B9j8FvO+cO97JoJpW45JUL1/txqIlsVhsJWJxiYQtNkm0t2Jh8//i+yzDmsRKzuXDS6Iv56+yNrEqtNcTkVgacs6dASi+b/SrtseAP6t47Akze9PMnjaztZ0IslLdnugGl/ZutEUEMie6dKy2ownWwrLfXY1CpPti087hfCz7XbIpOcix3Gmccx2vyM66eSbdNGsSKzv6OiKy9JnZt4FNVZ76DZ/HyQB/H/jfyx7+EvA7eDne7wC/B/yLKvu2tcosLF4Vcjx9NyTW8MMf/oA0i2/6nkrfQ35ikuzpd6oex2HQ9yDHjh5h6vAJ33H4NTExwdjoOaZtJdnsiy0f51JiCNK38eKPXyDDTIARVtfsKpzjifWQvpOZ2Wmy2R93PK5GenX10F6NG3o39qDjjk0SXXDO90/zQ6lBDswfY7wwwZpkZ5Pby/krAKxNqhItIu1xzv10refM7JyZbS7O6t8MjNY51CeAV51zC2ufl39sZn8IfL1GDG2tMguLV4Ucexsmr8ADDzzA8ooBRqdeh7XLBhi+pXpRPVeA/T+G3bt3s3frbt9x+JXNZskMDXHmKgw/MNzycd4ZhZH34b777mNVCGtYNbsK59ExOHEQlvcvY/ijjbfvtF5dPbRX44bejT3ouGPz2xhHwVc7B3grFwKhtHRcKlwFUDuHiHTas8Bnix9/FvhanW0/TUUrRzHxLvkUsD/Q6GpoZ8Rd1G/QqyWqPdGaEy3iiU0S7a1Y6G+ftYlVZEiHkkRfzl8hQYJViYGOv5aIxNoXgIfN7D3g4eLnmNkWM1sYVWdmy4vPf7Vi/981s7fM7E3gIeDXwgm7jgZZdLd6ogNbbKXtaIIVtXhEuiU+7Rw+bywEbzrFUGpdKBM6LhWusDqxoicXLxGR3uGcu4g3caPy8dN4K8uWPp8CBqts95mOBlhLkzcPVn2uC5XoBPicCXW9qFaiNSdaxBObjM3viLuSoeQgFwvjzHV49cJLhStq5RARqWGhnaNK4tYol+vKoiVBzIkuHSqiyWpEwxIJTWySaG+xFf//5Et90aP5saBDWjDvclwpTLIuubpjryEi0svaGnHXjUq0BViJbjuaYCXUEy0CxCiJbmXEHcDGEBZdGStO5hhUEi0i0pJ6/cdd6YkmwJ7oiCWr9X4rIBInsUmiVySWk8z5P90+S7MusYqzHby5cKxwGYB1CSXRIiJV2aJ31z0VtZ7oIEQ27jp/FiJxEpsk+rGVjzA4urylfYeSg5zLXcS1W1ao4WJ+nBRJTeYQEanBrvuged24QS8R5IqFEctW1c4h4olNEt2OodQgc8xzuTjLOWhj+XHWJVd3fFVEEZGlqm4luvg+1PsKre37CiNbia7Xny4SJ0qim9DJRVecc4wVxtXKISJSh9Vr52g0J7r4XJgj2ZZ0T7Qq0SKAkuimrEmspM8ynO3AzYVTboYZN6ebCkVE6mhrxcLKg4QgkMVWVIkWiTQl0U0wM4aS6zpSib6YvwzAYHJN4McWEVly2umJDjaSxq8b0P5Rq/iqEi3iURLdpKHkIJcKV5h1c4EedzR/CYD1SqJFRBqq1c7RTCU6zHaOhCrRIkuekugmDRXnRY/mgl105Xx+jLWJlWQsHehxRUSWkoYJWxM90WEKYMHCyC77rUq0iEdJdJM2JtdhEOi8aOcco/kxNiTXBXZMEZGlqF7iFtllv2kvgXdEs9qrSrSIR0l0kzKWZl1idaB90ZNummk3y0Yl0SIibYnaYiulb67tVKOdi2a1V5VoEY+SaB+GUoOMBrjoymjeaw3ZkFwbyPFERJaqutM5GvQfd2XZb1WiRZY8JdE+DCUHmSPHpcKVQI53Pn+JBKbJHCIijbSRsS3MiQ4mkqYsJNFtHEOVaJFoUxLtw6bkeiC4vugzufMMJteQsmQgxxMRWepq9URHbk506bXbrURHMFFVJVrEoyTah1WJAfotw7kAFl2ZdzlG82NsTW4MIDIRkaWtbsLWIJvrRk/0QhLdxjGci2aiqkq0iEdJtA/eoiuDgdxceDZ3gQKOLSkl0SIijRi1E8pGS2x3Y050UD3RYcbcrIVKdARjEwmTkmifhpKDXC5cZabQ3qIrp/PnSWBsTq0PKDIRkSUsgJ7oMAXVEx1FC5Xo7oYh0nVKon3aVEx6261Gn8qNsiG5jrSlgghLRGRJM2pXPhv2RJduLFRPdCDUziHiURLt04bkWgxrK4meKcxxPn+JrWrlEBHpuIURdyG+ZlCV6Ch+k9aNhSKeKP77jLS0pRhMrG7r5sJjuVM4HLvSWwOMTERk6TKr0xPd5JzoXpzOEcVMVT3RIh4l0S3YnNrA2fwFZl1rfdFH5kdYactZn1gTbGAiInKdrrRzBHFjYVQr0eqJFgHa/PdpZuvM7Ftm9l7x/XVL75nZdjP7rpm9a2Zvm9mvlj3322Z2ysxeL759sp14wnJzZgd5Crw3d8L3vrNujpHcOXant2H6MV5EpClB9ET33Ig7olntVU+0iKfdH3I/D3zHObcH+E7x80o54F87524D7gN+xcxuL3v+Pznn7i6+PddmPKHYkFzLYGINB+aO+t73yPwpCjh2p7d1IDIRkRhqkMwVwolikaAq0VGknmgRT7tJ9KPAl4sffxn4+coNnHNnnHOvFj++CrwL9Hwz8G2ZXVwoXOZC/lLT+zjneGv2PQYTq9mYXNfB6ERElpZ25kTTzekcbRzDuYjOiVYlWgRoP4kecs6dAS9ZBuqOmzCzncCHgB+XPfyEmb1pZk9XaweJqj2ZG0iS4F0f1eiR3DnGCuN8sO9mtXKIiPhRL4tuYGE6R6/1RAcTSuBUiRbxNBxSbGbfBjZVeeo3/LyQma0A/gL4V865K8WHvwT8Dt614neA3wP+RY39HwceBxgaGiKbzfp5eQAmJiZa2q+WgR1p3l11hPkXx0m4+pcTh+PETeMk+xOcev0oZ9yxpl8n6LjDorjDpbjD1atx96qGleg6+xZ6tSdalWiRSGuYRDvnfrrWc2Z2zsw2O+fOmNlmYLTGdmm8BPp/OOe+Wnbsc2Xb/CHw9TpxPAU8BbB37143PDzcKPTrZLNZWtmvlpHcOb4++Tzb77+RPZkb6m77ztwRDk6/wk8s+wi3P7jb1+sEHXdYFHe4FHe4ejXuJalRFl3arAcr0VHMU1WJFvG0287xLPDZ4sefBb5WuYF5fQv/HXjXOfcfK57bXPbpp4D9bcYTqq3JjaxKrOB7069yYO4orsbV8kL+Mi9Mv8HW5EZuS+8KOUoRkWvM7B8VJyUVzGxvne0eMbODZnbYzD5f9njDqUydiTt+lehCRLNoVaJFPO0m0V8AHjaz94CHi59jZlvMrDRp4wHgM8BPVhll97tm9paZvQk8BPxam/GEysz42YGPM5hcTXb6Zb46+R2Ozp8i77x7wZ1zHJkf4dmJLBlL8+DyveqFFpFu2w/8AvB8rQ3MLAl8EfgEcDvw6bKpSs1MZYqkXqtEQzTbOaCtFnWRJaNhO0c9zrmLwE9Vefw08Mnix9+nxr8159xn2nn9KFiVWMHfHxjm0PxxXprZzzemfkiKJKsSK5h2M0y7WdYmVvHJgY+zMrG82+GKSMw5594FGv1Avw847Jw7Utz2K3jTmN4pvh8ubvdlIAv8emeivabunGiD8Rn4f9+q/vz0/LVjhKX0Wt88DOkWy1WXpmF1f2AhBcpMlWiRtpJo8ZgZt2R2sid9AydyZzmVG+VKYYINtpZtqSFuTG8jYVFcd0pEpKqtwMmyz0eAe4sfL5rKZGZVpzIFfTP4pK1mTWIV2ezJ67abS6xnWXILE1eue2rBGjfPqz8+QCKEmRcTExMceeuHrErtYXYiyWyLx0kDqZkLZLOngwyvJj83y65P7mD82BjZo1c7G1QTevUm316NG3o39qDjVhIdoIQl2Jnews70lm6HIiIxVm+qknPuuntXqh2iymO+ss/O3Qx+o+/jXDPUxr7N8+L+aEBHWwfcHNCx6vN/s2w07vHp1Zt8ezVu6N3Yg45bSbSIyBJTb6pSk0aA7WWfbwNK5dCmpjKJiCx16jEQEZFKLwF7zGyXmWWAx/CmMUETU5lEROJASbSISIyY2afMbAS4H/grM/tG8fGFqUrOuRzwBPAN4F3gz51zbxcPUXUqk4hI3KidQ0QkRpxzzwDPVHl8YapS8fPngOeqbFd1KpOISNyoEi0iIiIi4pOSaBERERERn5REi4iIiIj4pCRaRERERMQnJdEiIiIiIj4piRYRERER8UlJtIiIiIiIT0qiRURERER8UhItIiIiIuKTOee6HYNvZnYeON7CruuBCwGHEwbFHS7FHa64xb3DObch6GCiTNfsnqG4w9WrcUPvxh7odbsnk+hWmdnLzrm93Y7DL8UdLsUdLsUttfTq11hxh0txh69XYw86brVziIiIiIj4pCRaRERERMSnuCXRT3U7gBYp7nAp7nApbqmlV7/Gijtcijt8vRp7oHHHqidaRERERCQIcatEi4iIiIi0LRZJtJk9YmYHzeywmX2+2/H4YWbHzOwtM3vdzF7udjy1mNnTZjZqZvvLHltnZt8ys/eK79d2M8ZqasT922Z2qvg1f93MPtnNGKsxs+1m9l0ze9fM3jazXy0+HumveZ24I/01N7N+M3vRzN4oxv1/FB+P9Ne7V+ma3Xm6ZodL1+xwhXXNXvLtHGaWBA4BDwMjwEvAp51z73Q1sCaZ2TFgr3Mu0vMYzewngAngT5xzdxYf+11gzDn3heI3wrXOuV/vZpyVasT928CEc+4/dDO2esxsM7DZOfeqma0EXgF+HvjnRPhrXifuf0yEv+ZmZsCAc27CzNLA94FfBX6BCH+9e5Gu2eHQNTtcumaHK6xrdhwq0fuAw865I865OeArwKNdjmnJcc49D4xVPPwo8OXix1/G+4cXKTXijjzn3Bnn3KvFj68C7wJbifjXvE7ckeY8E8VP08U3R8S/3j1K1+wQ6JodLl2zwxXWNTsOSfRW4GTZ5yP0wF+AMg74ppm9YmaPdzsYn4acc2fA+4cIbOxyPH48YWZvFn91GKlfr1Uys53Ah4Af00Nf84q4IeJfczNLmtnrwCjwLedcT329e4iu2d3Ty3+fI339KKdrdjjCuGbHIYm2Ko/1Ug/LA865DwOfAH6l+Kss6awvATcCdwNngN/rajR1mNkK4C+Af+Wcu9LteJpVJe7If82dc3nn3N3ANmCfmd3Z5ZCWKl2zxa/IXz9KdM0OTxjX7Dgk0SPA9rLPtwGnuxSLb86508X3o8AzeL/q7BXniv1Upb6q0S7H0xTn3LniP74C8IdE9Gte7PP6C+B/OOe+Wnw48l/zanH3ytccwDl3GcgCj9ADX+8epGt29/Tk3+deuX7omt0dnbxmxyGJfgnYY2a7zCwDPAY82+WYmmJmA8VGfsxsAPgZYH/9vSLlWeCzxY8/C3yti7E0rfQPrOhTRPBrXrxp4r8D7zrn/mPZU5H+mteKO+pfczPbYGZrih8vA34aOEDEv949Stfs7unJv89Rv36ArtlhC+uaveSncwAUR6/8ZyAJPO2c+7+6G1FzzGw3XiUDIAX8aVRjN7M/A4aB9cA54LeAvwT+HLgBOAH8I+dcpG4IqRH3MN6vqBxwDPjfSj1UUWFmHwO+B7wFFIoP/zu8XrXIfs3rxP1pIvw1N7MP4t2EksQrPvy5c+7/NLNBIvz17lW6Zneertnh0jU7XGFds2ORRIuIiIiIBCkO7RwiIiIiIoFSEi0iIiIi4pOSaBERERERn5REi4iIiIj4pCRaRERERMQnJdEiIiIiIj4piRYRERER8UlJtIiIiIiIT/8/o3twmVzQIL4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(201,\n",
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       "  array([1.01622526, 0.01541534]),\n",
       "  array([1.01829912, 0.01299882]),\n",
       "  array([1.01998367, 0.01031999]),\n",
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       "  array([ 1.00958167, -0.0195311 ]),\n",
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       "  array([ 0.98291573, -0.0138176 ]),\n",
       "  array([ 0.98111999, -0.01101392]),\n",
       "  array([ 0.97977325, -0.00793382]),\n",
       "  array([ 0.97890948, -0.00465292]),\n",
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       "  array([0.97870586, 0.00217773]),\n",
       "  array([0.97937119, 0.0055535 ]),\n",
       "  array([0.98052971, 0.00878809]),\n",
       "  array([0.98215208, 0.0118007 ]),\n",
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       "  array([0.98934629, 0.01882273]),\n",
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       "  array([0.99547899, 0.0213331 ]),\n",
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       "  array([1.00202291, 0.02188029]),\n",
       "  array([1.00526411, 0.02141856]),\n",
       "  array([1.008389  , 0.02048907]),\n",
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       "  array([1.01402538, 0.01734923]),\n",
       "  array([1.01641844, 0.01521864]),\n",
       "  array([1.01846027, 0.01277736]),\n",
       "  array([1.02010954, 0.01007851]),\n",
       "  array([1.02133323, 0.00717854]),\n",
       "  array([1.02210705, 0.00413644]),\n",
       "  array([1.02241572e+00, 1.01285784e-03]),\n",
       "  array([ 1.02225318, -0.00213064]),\n",
       "  array([ 1.02162262, -0.00523223]),\n",
       "  array([ 1.02053646, -0.0082306 ]),\n",
       "  array([ 1.01901623, -0.0110656 ]),\n",
       "  array([ 1.01709227, -0.01367905]),\n",
       "  array([ 1.01480338, -0.01601558]),\n",
       "  array([ 1.01219633, -0.01802352]),\n",
       "  array([ 1.00932514, -0.01965601]),\n",
       "  array([ 1.0062503 , -0.02087207]),\n",
       "  array([ 1.00303775, -0.02163782]),\n",
       "  array([ 0.99975769, -0.02192778]),\n",
       "  array([ 0.99648318, -0.02172606]),\n",
       "  array([ 0.99328861, -0.02102758]),\n",
       "  array([ 0.99024796, -0.01983902]),\n",
       "  array([ 0.98743298, -0.01817955]),\n",
       "  array([ 0.98491123, -0.01608113]),\n",
       "  array([ 0.98274424, -0.01358846]),\n",
       "  array([ 0.9809856 , -0.01075817]),\n",
       "  array([ 0.97967933, -0.00765767]),\n",
       "  array([ 0.97885842, -0.00436323]),\n",
       "  array([ 9.78543732e-01, -9.57698429e-04]),\n",
       "  array([0.97874329, 0.00247228]),\n",
       "  array([0.97945201, 0.0058392 ]),\n",
       "  array([0.98065185, 0.00905774]),\n",
       "  array([0.98231246, 0.01204765]),\n",
       "  array([0.98439219, 0.01473631]),\n",
       "  array([0.98683945, 0.01706089]),\n",
       "  array([0.98959435, 0.01896991]),\n",
       "  array([0.9925905 , 0.02042427]),\n",
       "  array([0.99575692, 0.02139766]),\n",
       "  array([0.99901998, 0.02187651]),\n",
       "  array([1.00230523, 0.02185946]),\n",
       "  array([1.00553916, 0.02135648]),\n",
       "  array([1.0086508 , 0.02038788]),\n",
       "  array([1.01157315, 0.01898299]),\n",
       "  array([1.0142444, 0.017179 ]),\n",
       "  array([1.016609  , 0.01501962]),\n",
       "  array([1.01861849, 0.01255399]),\n",
       "  array([1.02023224, 0.00983552]),\n",
       "  array([1.02141797, 0.00692095]),\n",
       "  array([1.02215215, 0.00386941]),\n",
       "  array([1.02242029e+00, 7.41677230e-04]),\n",
       "  array([ 1.02221713, -0.00240064]),\n",
       "  array([ 1.02154666, -0.00549573]),\n",
       "  array([ 1.02042209, -0.00848236]),\n",
       "  array([ 1.01886572, -0.01130051]),\n",
       "  array([ 1.01690865, -0.01389222]),\n",
       "  array([ 1.01459037, -0.01620238]),\n",
       "  array([ 1.01195832, -0.01817972]),\n",
       "  array([ 1.0090671 , -0.01977782]),\n",
       "  array([ 1.00597771, -0.02095627]),\n",
       "  array([ 1.00275653, -0.02168187]),\n",
       "  array([ 0.99947403, -0.0219299 ]),\n",
       "  array([ 0.99620348, -0.02168539]),\n",
       "  array([ 0.99301929, -0.02094421]),\n",
       "  array([ 0.98999532, -0.0197141 ]),\n",
       "  array([ 0.98720303, -0.01801533]),\n",
       "  array([ 0.98470956, -0.01588098]),\n",
       "  array([ 0.98257579, -0.01335679]),\n",
       "  array([ 0.98085458, -0.01050041]),\n",
       "  array([ 0.97958903, -0.00738006]),\n",
       "  array([ 0.97881113, -0.00407271]),\n",
       "  array([ 9.78540662e-01, -6.61622408e-04]),\n",
       "  array([0.97878452, 0.00276635]),\n",
       "  array([0.97953648, 0.00612378]),\n",
       "  array([0.98077742, 0.00932568]),\n",
       "  array([0.98247597, 0.01229234]),\n",
       "  array([0.98458956, 0.01495193]),\n",
       "  array([0.98706581, 0.01724253]),\n",
       "  array([0.98984421, 0.01911371]),\n",
       "  array([0.99285789, 0.02052744]),\n",
       "  array([0.99603557, 0.02145854])])"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = DeepQNetwork(dims=[2, 128, 128, 3],\n",
    "                        epsilon=1.0, epsilon_decay=.1, gamma=.95,\n",
    "                        memory=200000, start_updating=10000,\n",
    "                        batch_size=32, learning_rate=1e-3, descent_frequency=32, update_frequency=1,\n",
    "                        use_target=True, target_frequency=8)\n",
    "\n",
    "env = DiscretiseAction(RadialBalance())\n",
    "model.train(env, episodes=1000, render_frequency=100)\n",
    "model.save('./radial_5/')\n",
    "\n",
    "# model.load('./dqn_test_1/')\n",
    "\n",
    "model.simulate(env, render=True, evaluation=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "End Energy: -0.500\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/yizhonghu/anaconda3/envs/py3/lib/python3.8/site-packages/gym/spaces/box.py:73: UserWarning: \u001b[33mWARN: Box bound precision lowered by casting to float32\u001b[0m\n",
      "  logger.warn(\n",
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(201,\n",
       " -2.781549498141136,\n",
       " [array([0.96206105, 0.38014336]),\n",
       "  array([1.01800418, 0.36830477]),\n",
       "  array([1.07134437, 0.34852463]),\n",
       "  array([1.12115064, 0.32330554]),\n",
       "  array([1.16678739, 0.29437767]),\n",
       "  array([1.20782171, 0.26292503]),\n",
       "  array([1.24395912, 0.22975581]),\n",
       "  array([1.27499968, 0.19542231]),\n",
       "  array([1.30080821, 0.16030332]),\n",
       "  array([1.32129408, 0.12466023]),\n",
       "  array([1.33639762, 0.08867551]),\n",
       "  array([1.34608111, 0.05247957]),\n",
       "  array([1.35032291, 0.01617025]),\n",
       "  array([ 1.34911414, -0.02017234]),\n",
       "  array([ 1.3424573 , -0.05647331]),\n",
       "  array([ 1.33036664, -0.09265122]),\n",
       "  array([ 1.31287039, -0.12860547]),\n",
       "  array([ 1.29001512, -0.16420094]),\n",
       "  array([ 1.26187287, -0.19924797]),\n",
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       "  array([0.94569448, 0.00751293]),\n",
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       "  array([ 0.94604564, -0.00339581]),\n",
       "  array([ 0.94499602, -0.00877715]),\n",
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       "  array([ 0.94060946, -0.01855333]),\n",
       "  array([ 0.93741153, -0.02262825]),\n",
       "  array([ 0.93367467, -0.02596504]),\n",
       "  array([ 0.92952255, -0.0284361 ]),\n",
       "  array([ 0.92509589, -0.02993552]),\n",
       "  array([ 0.92054865, -0.03038477]),\n",
       "  array([ 0.91604325, -0.02973868]),\n",
       "  array([ 0.91174509, -0.02799101]),\n",
       "  array([ 0.90781617, -0.02517909]),\n",
       "  array([ 0.9044083, -0.0213865]),\n",
       "  array([ 0.90165608, -0.0167432 ]),\n",
       "  array([ 0.89967026, -0.01142228]),\n",
       "  array([ 0.8985319 , -0.00563314]),\n",
       "  array([8.98287894e-01, 3.88701114e-04])])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.load('./radial_5/')\n",
    "env = DiscretiseAction(RadialBalance())\n",
    "model.simulate(env, render=True, evaluation=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/wz/gr0d0g59325_bxkgsxrg4sxw0000gn/T/ipykernel_11215/4024351927.py:11: UserWarning: The following kwargs were not used by contour: 'label'\n",
      "  cs = plt.contourf(rm, rdtm, action - 1, label='max Q value')\n",
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rs = np.linspace(0.5, 1.5, 100)\n",
    "rdts = np.linspace(-1, 1, 100)\n",
    "rm, rdtm = np.meshgrid(rs, rdts)\n",
    "inputs = np.hstack(\n",
    "    (rm.reshape(-1, 1), rdtm.reshape(-1, 1)))\n",
    "action = tf.reshape(tf.argmax(model.q_net(inputs), axis=-1), (100, 100))\n",
    "max_Q = tf.reshape(tf.reduce_max(model.q_net(inputs), axis=-1), (100, 100))\n",
    "\n",
    "# thrust_levels = np.array([-1, -.3, -.1, 0, .1, .3, 1])\n",
    "\n",
    "cs = plt.contourf(rm, rdtm, action - 1, label='max Q value')\n",
    "plt.colorbar(cs)\n",
    "plt.xlabel('radius')\n",
    "plt.ylabel('r dot')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.12 ('py3')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "5268428c00d39bd60a0a79e0a35b03d4c3d6c64ea8e020a912cb1bad7637c55b"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}