{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lawn Mower: Implement Double Q-learning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import cv2\n",
    "import gym as gym\n",
    "from gym import spaces\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.offsetbox import OffsetImage, AnnotationBbox\n",
    "import numpy as np\n",
    "import optuna\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Double Q-learning is an off-policy reinforcement learning algorithm. It has many similarities with SARSA. Double Q-learning maintains two Q-tables. The algorithm involves taking action in the current state, observing the reward and next state, and updating the Q-value estimate of the previous state-action pair in Table-A based on the maximum expected Q-value of the next state in Table-B. It switches between the tables during the learning process."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### STEP 1\n",
    "Apply Double Q-learning algorithm to solve the environment that was defined in Part I. You can modify your code from Part II."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode: 100\n",
      "Q-table 1:\n",
      "[[ 8.40617156e+00  1.06788449e+01  1.34207822e+01  9.13034518e+00]\n",
      " [ 2.03343807e+00  7.54130659e+00  1.35738533e+01  6.74309387e+00]\n",
      " [ 1.58370720e+00  3.80373599e+00  1.52914268e+01  2.93634507e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.93380676e+00  3.54829620e+00  1.32324352e+00  5.75602278e-01]\n",
      " [ 9.05654452e-01  2.87268974e+00  1.57858271e+00 -1.26491411e-01]\n",
      " [ 2.39179808e+00 -2.77500000e-01  1.45827927e+00 -1.55812384e-01]\n",
      " [ 1.09905012e+01  3.58372605e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-7.11986304e-01 -2.21151040e-01  2.40436628e+00 -1.11419844e+00]\n",
      " [ 1.10742702e+00 -1.68125555e-01  1.52702228e+00 -3.94283106e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  0.00000000e+00  0.00000000e+00 -1.31579062e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.01318437e-02 -2.22399391e-01  0.00000000e+00 -8.78838895e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Q-table 2:\n",
      "[[ 3.53831740e+00  9.56905939e+00  1.50353551e+01  9.38434715e+00]\n",
      " [ 2.01714109e+00  6.93297989e+00  1.18832247e+01  7.48191297e+00]\n",
      " [ 1.43323912e+00  7.60258226e+00  1.59047453e+01  5.04216753e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.13529441e+00  4.07027108e-01  1.78210024e+00  6.36803311e-01]\n",
      " [ 1.11107233e+00  4.68891104e+00  1.14762011e+00  2.39075258e-02]\n",
      " [ 1.70489069e+00  1.42125998e+00  3.34662637e+00 -1.25096268e-01]\n",
      " [ 9.55587367e+00  1.81267180e+00 -2.77500000e-02 -1.03307392e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-2.00663456e-01 -8.73887320e-02  1.37874325e+00 -6.73661859e-01]\n",
      " [ 4.06120963e-01  1.58396635e-01  7.77605601e+00  3.29196300e-02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.91120672e-02 -1.52995394e+00 -6.56066159e-02  0.00000000e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  0.00000000e+00  4.42628744e+00  2.18031106e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Average Penalties in Last 100 Episodes: 0.5\n",
      "Episode: 100, Average Steps: 9.92\n",
      "Episode: 200\n",
      "Q-table 1:\n",
      "[[ 2.73406693e+01  3.43175467e+01  3.90319094e+01  2.74821175e+01]\n",
      " [ 9.14144861e+00  1.16198741e+01  3.44212936e+01  2.26070445e+01]\n",
      " [ 1.00430164e+01  1.53016567e+01  3.65551184e+01  1.75965576e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 2.15397501e+00  1.85766437e+01  3.93808162e+00  5.75602278e-01]\n",
      " [ 2.96348836e+00  1.66837162e+01  3.91609874e+00  3.11167087e+00]\n",
      " [ 6.97406284e+00  6.33693518e+00  2.10405521e+01  2.67137436e+00]\n",
      " [ 3.43133205e+01  8.79975389e+00  1.10617835e+01  2.01522905e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 3.33859471e+00 -2.21151040e-01  6.45766524e+00 -1.11419844e+00]\n",
      " [ 2.95986567e+00  1.58132744e+00  1.87001197e+01 -1.90432541e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  3.02565787e+00  0.00000000e+00 -1.31579062e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.01318437e-02 -2.81167245e-01  6.48924427e+00 -8.78838895e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Q-table 2:\n",
      "[[ 2.76524995e+01  3.18424526e+01  3.90265714e+01  2.87380231e+01]\n",
      " [ 8.67172373e+00  1.35947816e+01  3.34423704e+01  2.30598370e+01]\n",
      " [ 1.06347931e+01  1.98618628e+01  3.70995465e+01  1.26377264e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 4.73515967e+00  2.26098544e+01  1.78210024e+00  2.46365356e+00]\n",
      " [ 1.94960789e+00  1.33229309e+01  1.51753013e+00  2.03239975e+00]\n",
      " [ 4.11740582e+00  3.91293574e+00  1.70126557e+01  3.05177839e+00]\n",
      " [ 3.21170614e+01  1.40097392e+01 -2.77500000e-02 -2.77355033e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 2.56394629e+00  1.41111737e+00  6.53763451e+00  2.88154181e+00]\n",
      " [ 1.41992013e+00  2.74991731e+00  2.05702821e+01  3.29196300e-02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.91120672e-02  1.58404938e+00  1.98215338e+00 -3.37500164e-02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  0.00000000e+00  7.13987540e+00  4.35495458e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Average Penalties in Last 100 Episodes: 0.13\n",
      "Episode: 200, Average Steps: 9.81\n",
      "Episode: 300\n",
      "Q-table 1:\n",
      "[[ 4.58738478e+01  4.80727151e+01  5.90585169e+01  4.98624525e+01]\n",
      " [ 1.83927467e+01  2.58007490e+01  5.37971890e+01  3.46955695e+01]\n",
      " [ 1.99606612e+01  4.24371099e+01  5.89951079e+01  3.22574437e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 6.75769987e+00  2.71146045e+01  3.93808162e+00  5.75602278e-01]\n",
      " [ 2.96348836e+00  2.82959613e+01  3.91609874e+00  3.11167087e+00]\n",
      " [ 1.34684638e+01  6.33693518e+00  3.83792457e+01  2.67137436e+00]\n",
      " [ 5.38648554e+01  8.79975389e+00  1.10617835e+01  1.36385452e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 3.33859471e+00 -2.21151040e-01  1.27881471e+01  2.84048081e+00]\n",
      " [ 2.95986567e+00  1.58132744e+00  2.66366386e+01 -1.90432541e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  3.02565787e+00  0.00000000e+00 -1.31579062e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.01318437e-02 -2.81167245e-01  6.48924427e+00 -8.78838895e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Q-table 2:\n",
      "[[ 4.06299905e+01  5.09745039e+01  5.77743550e+01  4.39251523e+01]\n",
      " [ 1.60546151e+01  2.65587570e+01  5.30016378e+01  2.96995484e+01]\n",
      " [ 2.58156328e+01  3.48447925e+01  5.69270346e+01  3.32392542e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 8.50621590e+00  3.40637661e+01  4.43999723e+00  2.46365356e+00]\n",
      " [ 1.94960789e+00  3.38354239e+01  1.51753013e+00  2.03239975e+00]\n",
      " [ 4.11740582e+00  3.91293574e+00  3.26771688e+01  5.57112388e+00]\n",
      " [ 5.37039610e+01  1.40097392e+01  1.43048770e+01  2.61252690e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 5.50081099e+00  1.41111737e+00  6.53763451e+00  2.88154181e+00]\n",
      " [ 1.41992013e+00  2.74991731e+00  3.43804638e+01  2.26151521e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.91120672e-02  1.58404938e+00  1.98215338e+00 -3.37500164e-02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  0.00000000e+00  7.13987540e+00  4.35495458e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Average Penalties in Last 100 Episodes: 0.05\n",
      "Episode: 300, Average Steps: 9.94\n",
      "Episode: 400\n",
      "Q-table 1:\n",
      "[[ 5.18027591e+01  6.77318661e+01  7.18644483e+01  6.21418080e+01]\n",
      " [ 2.66155611e+01  3.94112426e+01  6.75815686e+01  3.92684906e+01]\n",
      " [ 2.40844798e+01  5.11574069e+01  7.20929025e+01  3.93794847e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 1.50307932e+01  4.37699990e+01  3.93808162e+00  5.75602278e-01]\n",
      " [ 3.60057802e+00  4.20312252e+01  3.91609874e+00  3.11167087e+00]\n",
      " [ 1.34684638e+01  6.33693518e+00  4.08507832e+01  2.67137436e+00]\n",
      " [ 6.97861217e+01  8.79975389e+00  2.38981960e+01  1.69354427e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 3.33859471e+00 -2.21151040e-01  1.66946479e+01  2.84048081e+00]\n",
      " [ 2.95986567e+00  1.58132744e+00  3.35352283e+01 -1.90432541e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  3.02565787e+00  0.00000000e+00 -1.31579062e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.01318437e-02 -2.81167245e-01  6.48924427e+00 -8.78838895e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Q-table 2:\n",
      "[[ 5.74945412e+01  6.64790994e+01  7.21344356e+01  5.17483585e+01]\n",
      " [ 1.88208436e+01  4.18872075e+01  6.83187895e+01  4.20512736e+01]\n",
      " [ 3.34158006e+01  4.58026858e+01  7.12109990e+01  5.02377067e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 8.50621590e+00  4.53205430e+01  8.94841843e+00  2.46365356e+00]\n",
      " [ 1.94960789e+00  4.22342933e+01  1.51753013e+00  2.03239975e+00]\n",
      " [ 7.44551594e+00  3.91293574e+00  4.74246588e+01  1.01272710e+01]\n",
      " [ 6.78792575e+01  2.17238094e+01  1.43048770e+01  2.61252690e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 5.50081099e+00  6.07387055e+00  6.53763451e+00  2.88154181e+00]\n",
      " [ 1.41992013e+00  7.65647223e+00  4.46687025e+01  2.26151521e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.91120672e-02  1.58404938e+00  1.98215338e+00 -3.37500164e-02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  0.00000000e+00  7.13987540e+00  4.35495458e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Average Penalties in Last 100 Episodes: 0.01\n",
      "Episode: 400, Average Steps: 9.97\n",
      "Episode: 500\n",
      "Q-table 1:\n",
      "[[ 5.76180046e+01  7.50754797e+01  7.86561195e+01  6.59510398e+01]\n",
      " [ 3.10954768e+01  4.40709616e+01  7.52633037e+01  4.34273168e+01]\n",
      " [ 2.78350217e+01  6.15894064e+01  7.90613404e+01  4.37890779e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 1.50307932e+01  5.77652388e+01  3.93808162e+00  5.75602278e-01]\n",
      " [ 3.60057802e+00  5.24750764e+01  3.91609874e+00  3.11167087e+00]\n",
      " [ 1.34684638e+01  6.33693518e+00  4.08507832e+01  2.67137436e+00]\n",
      " [ 7.64853376e+01  8.79975389e+00  2.38981960e+01  1.69354427e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 3.33859471e+00 -2.21151040e-01  1.66946479e+01  2.84048081e+00]\n",
      " [ 2.95986567e+00  1.58132744e+00  3.35352283e+01 -1.90432541e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  3.02565787e+00  0.00000000e+00 -1.31579062e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.01318437e-02 -2.81167245e-01  6.48924427e+00 -8.78838895e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Q-table 2:\n",
      "[[ 5.93347681e+01  7.47335195e+01  7.85073348e+01  6.44375542e+01]\n",
      " [ 2.59861157e+01  5.19602498e+01  7.55662083e+01  4.98488538e+01]\n",
      " [ 3.43746671e+01  5.58731531e+01  7.86078803e+01  5.02377067e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 8.50621590e+00  5.20783700e+01  8.94841843e+00  2.46365356e+00]\n",
      " [ 1.94960789e+00  4.54217904e+01  1.51753013e+00  2.03239975e+00]\n",
      " [ 7.44551594e+00  3.91293574e+00  5.36335349e+01  1.01272710e+01]\n",
      " [ 7.16841567e+01  2.17238094e+01  1.43048770e+01  7.89188447e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 5.50081099e+00  6.07387055e+00  6.53763451e+00  2.88154181e+00]\n",
      " [ 1.41992013e+00  7.65647223e+00  4.46687025e+01  2.26151521e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.91120672e-02  1.58404938e+00  1.98215338e+00 -3.37500164e-02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  0.00000000e+00  7.13987540e+00  4.35495458e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Average Penalties in Last 100 Episodes: 0.0\n",
      "Episode: 500, Average Steps: 10.0\n",
      "Episode: 600\n",
      "Q-table 1:\n",
      "[[ 6.62174291e+01  7.82192449e+01  8.09555601e+01  6.83219152e+01]\n",
      " [ 3.57830907e+01  4.83822336e+01  7.74362510e+01  4.34273168e+01]\n",
      " [ 2.78350217e+01  6.37914422e+01  8.05951161e+01  4.81459591e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 1.50307932e+01  5.77652388e+01  3.93808162e+00  5.75602278e-01]\n",
      " [ 3.60057802e+00  5.55412310e+01  3.91609874e+00  3.11167087e+00]\n",
      " [ 1.34684638e+01  6.33693518e+00  4.98802604e+01  2.67137436e+00]\n",
      " [ 8.00421268e+01  8.79975389e+00  2.38981960e+01  1.69354427e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 3.33859471e+00 -2.21151040e-01  1.66946479e+01  2.84048081e+00]\n",
      " [ 2.95986567e+00  1.58132744e+00  3.35352283e+01 -1.90432541e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  3.02565787e+00  0.00000000e+00 -1.31579062e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.01318437e-02 -2.81167245e-01  6.48924427e+00 -8.78838895e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Q-table 2:\n",
      "[[ 7.10454197e+01  7.87401385e+01  8.03219982e+01  7.19252077e+01]\n",
      " [ 3.28862106e+01  5.19602498e+01  7.75193301e+01  5.36865521e+01]\n",
      " [ 3.76878799e+01  5.58731531e+01  8.09755436e+01  5.62369840e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 8.50621590e+00  5.82493544e+01  8.94841843e+00  2.46365356e+00]\n",
      " [ 4.18615404e+00  5.28939952e+01  1.51753013e+00  2.03239975e+00]\n",
      " [ 7.44551594e+00  3.91293574e+00  5.70541062e+01  1.01272710e+01]\n",
      " [ 7.82207478e+01  2.17238094e+01  1.43048770e+01  7.89188447e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 5.50081099e+00  6.07387055e+00  1.04857594e+01  2.88154181e+00]\n",
      " [ 1.41992013e+00  7.65647223e+00  5.49030165e+01  2.26151521e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.91120672e-02  1.58404938e+00  1.98215338e+00 -3.37500164e-02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  0.00000000e+00  7.13987540e+00  4.35495458e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Average Penalties in Last 100 Episodes: 0.0\n",
      "Episode: 600, Average Steps: 10.0\n",
      "Episode: 700\n",
      "Q-table 1:\n",
      "[[ 6.76290712e+01  7.89138943e+01  8.15937616e+01  7.10466148e+01]\n",
      " [ 3.57830907e+01  5.23848510e+01  7.92161987e+01  4.34273168e+01]\n",
      " [ 2.78350217e+01  6.58828656e+01  8.24216788e+01  5.20490177e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 1.50307932e+01  5.77652388e+01  1.10347637e+01  5.75602278e-01]\n",
      " [ 3.60057802e+00  5.55412310e+01  3.91609874e+00  3.11167087e+00]\n",
      " [ 1.34684638e+01  6.33693518e+00  4.98802604e+01  2.67137436e+00]\n",
      " [ 8.14389777e+01  8.79975389e+00  2.38981960e+01  1.69354427e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 3.33859471e+00 -2.21151040e-01  1.66946479e+01  2.84048081e+00]\n",
      " [ 2.95986567e+00  1.58132744e+00  3.35352283e+01 -1.90432541e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  3.02565787e+00  0.00000000e+00 -1.31579062e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.01318437e-02 -2.81167245e-01  6.48924427e+00 -8.78838895e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Q-table 2:\n",
      "[[ 7.23658957e+01  7.97392709e+01  8.13987275e+01  7.34362578e+01]\n",
      " [ 3.28862106e+01  5.52661461e+01  7.91955525e+01  5.36865521e+01]\n",
      " [ 3.76878799e+01  5.58731531e+01  8.20741840e+01  5.88698027e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 8.50621590e+00  5.82493544e+01  8.94841843e+00  2.46365356e+00]\n",
      " [ 4.18615404e+00  5.59757273e+01  1.51753013e+00  2.03239975e+00]\n",
      " [ 7.44551594e+00  3.91293574e+00  5.70541062e+01  1.01272710e+01]\n",
      " [ 7.97140802e+01  2.17238094e+01  1.43048770e+01  7.89188447e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 5.50081099e+00  6.07387055e+00  1.04857594e+01  2.88154181e+00]\n",
      " [ 1.41992013e+00  7.65647223e+00  5.49030165e+01  2.26151521e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.91120672e-02  1.58404938e+00  1.98215338e+00 -3.37500164e-02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  0.00000000e+00  7.13987540e+00  4.35495458e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Average Penalties in Last 100 Episodes: 0.0\n",
      "Episode: 700, Average Steps: 10.0\n",
      "Episode: 800\n",
      "Q-table 1:\n",
      "[[ 6.83981884e+01  7.87921439e+01  8.34564328e+01  7.44590994e+01]\n",
      " [ 3.85421682e+01  5.23848510e+01  8.01543011e+01  4.34273168e+01]\n",
      " [ 2.78350217e+01  6.58828656e+01  8.34346413e+01  5.20490177e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 1.50307932e+01  6.06983589e+01  1.10347637e+01  5.75602278e-01]\n",
      " [ 3.60057802e+00  5.83941186e+01  3.91609874e+00  3.11167087e+00]\n",
      " [ 1.34684638e+01  6.33693518e+00  4.98802604e+01  2.67137436e+00]\n",
      " [ 8.24392526e+01  8.79975389e+00  2.38981960e+01  1.69354427e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 3.33859471e+00 -2.21151040e-01  1.66946479e+01  2.84048081e+00]\n",
      " [ 2.95986567e+00  1.58132744e+00  3.35352283e+01 -1.90432541e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  3.02565787e+00  0.00000000e+00 -1.31579062e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.01318437e-02 -2.81167245e-01  6.48924427e+00 -8.78838895e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Q-table 2:\n",
      "[[ 7.43523801e+01  8.03451121e+01  8.32548322e+01  7.58304430e+01]\n",
      " [ 3.28862106e+01  5.52661461e+01  8.02277762e+01  5.36865521e+01]\n",
      " [ 3.76878799e+01  5.58731531e+01  8.36540321e+01  5.88698027e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 8.50621590e+00  5.82493544e+01  8.94841843e+00  2.46365356e+00]\n",
      " [ 4.18615404e+00  5.59757273e+01  1.51753013e+00  2.03239975e+00]\n",
      " [ 7.44551594e+00  3.91293574e+00  5.70541062e+01  1.01272710e+01]\n",
      " [ 8.09422102e+01  2.17238094e+01  1.43048770e+01  7.89188447e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 5.50081099e+00  6.07387055e+00  1.04857594e+01  2.88154181e+00]\n",
      " [ 1.41992013e+00  7.65647223e+00  5.49030165e+01  2.26151521e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.91120672e-02  1.58404938e+00  1.98215338e+00 -3.37500164e-02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  0.00000000e+00  7.13987540e+00  4.35495458e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Average Penalties in Last 100 Episodes: 0.0\n",
      "Episode: 800, Average Steps: 10.0\n",
      "Episode: 900\n",
      "Q-table 1:\n",
      "[[ 6.83981884e+01  8.04407880e+01  8.32777100e+01  7.58046053e+01]\n",
      " [ 3.85421682e+01  5.23848510e+01  8.05584205e+01  4.34273168e+01]\n",
      " [ 2.78350217e+01  6.58828656e+01  8.36210959e+01  5.20490177e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 1.50307932e+01  6.06983589e+01  1.10347637e+01  5.75602278e-01]\n",
      " [ 3.60057802e+00  5.83941186e+01  3.91609874e+00  3.11167087e+00]\n",
      " [ 1.34684638e+01  6.33693518e+00  4.98802604e+01  2.67137436e+00]\n",
      " [ 8.24392526e+01  8.79975389e+00  2.38981960e+01  1.69354427e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 3.33859471e+00 -2.21151040e-01  1.66946479e+01  2.84048081e+00]\n",
      " [ 2.95986567e+00  1.58132744e+00  3.35352283e+01 -1.90432541e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  3.02565787e+00  0.00000000e+00 -1.31579062e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.01318437e-02 -2.81167245e-01  6.48924427e+00 -8.78838895e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Q-table 2:\n",
      "[[ 7.49321166e+01  8.08305057e+01  8.30786897e+01  7.68169876e+01]\n",
      " [ 3.28862106e+01  5.52661461e+01  8.05155937e+01  5.36865521e+01]\n",
      " [ 3.76878799e+01  5.58731531e+01  8.36050585e+01  5.88698027e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 8.50621590e+00  5.82493544e+01  8.94841843e+00  2.46365356e+00]\n",
      " [ 4.18615404e+00  5.59757273e+01  1.51753013e+00  2.03239975e+00]\n",
      " [ 7.44551594e+00  3.91293574e+00  5.70541062e+01  1.01272710e+01]\n",
      " [ 8.09422102e+01  2.17238094e+01  1.43048770e+01  7.89188447e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 5.50081099e+00  6.07387055e+00  1.04857594e+01  2.88154181e+00]\n",
      " [ 1.41992013e+00  7.65647223e+00  5.49030165e+01  2.26151521e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.91120672e-02  1.58404938e+00  1.98215338e+00 -3.37500164e-02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  0.00000000e+00  7.13987540e+00  4.35495458e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Average Penalties in Last 100 Episodes: 0.0\n",
      "Episode: 900, Average Steps: 10.0\n",
      "Episode: 1000\n",
      "Q-table 1:\n",
      "[[ 6.83981884e+01  8.09132391e+01  8.36755741e+01  7.63359833e+01]\n",
      " [ 3.85421682e+01  5.23848510e+01  8.07786252e+01  4.34273168e+01]\n",
      " [ 2.78350217e+01  6.58828656e+01  8.36648238e+01  5.20490177e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 1.50307932e+01  6.06983589e+01  1.10347637e+01  5.75602278e-01]\n",
      " [ 3.60057802e+00  5.83941186e+01  3.91609874e+00  3.11167087e+00]\n",
      " [ 1.34684638e+01  6.33693518e+00  4.98802604e+01  2.67137436e+00]\n",
      " [ 8.24392526e+01  8.79975389e+00  2.38981960e+01  1.69354427e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 3.33859471e+00 -2.21151040e-01  1.66946479e+01  2.84048081e+00]\n",
      " [ 2.95986567e+00  1.58132744e+00  3.35352283e+01 -1.90432541e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  3.02565787e+00  0.00000000e+00 -1.31579062e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.01318437e-02 -2.81167245e-01  6.48924427e+00 -8.78838895e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Q-table 2:\n",
      "[[ 7.49321166e+01  8.08305057e+01  8.27371432e+01  7.68169876e+01]\n",
      " [ 3.28862106e+01  5.52661461e+01  8.06232786e+01  5.73594119e+01]\n",
      " [ 3.76878799e+01  5.58731531e+01  8.42713195e+01  6.13537109e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 8.50621590e+00  5.82493544e+01  8.94841843e+00  2.46365356e+00]\n",
      " [ 4.18615404e+00  5.59757273e+01  1.51753013e+00  2.03239975e+00]\n",
      " [ 7.44551594e+00  3.91293574e+00  5.70541062e+01  1.01272710e+01]\n",
      " [ 8.09422102e+01  2.17238094e+01  1.43048770e+01  7.89188447e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 5.50081099e+00  6.07387055e+00  1.04857594e+01  2.88154181e+00]\n",
      " [ 1.41992013e+00  7.65647223e+00  5.49030165e+01  2.26151521e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.91120672e-02  1.58404938e+00  1.98215338e+00 -3.37500164e-02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  0.00000000e+00  7.13987540e+00  4.35495458e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Average Penalties in Last 100 Episodes: 0.0\n",
      "Episode: 1000, Average Steps: 10.0\n"
     ]
    }
   ],
   "source": [
    "env = MyLawn()\n",
    "epsilon = 1.0  \n",
    "epsilon_min = 0.01  \n",
    "gamma = 0.95 \n",
    "alpha = 0.15 \n",
    "decay_rate = 0.995  \n",
    "total_episodes = 1000\n",
    "max_timestamp = 10\n",
    "\n",
    "qt1 = np.zeros((env.obs_space.n, env.action_space.n))  # Q-table 1 initialization\n",
    "qt2 = np.zeros((env.obs_space.n, env.action_space.n))  # Q-table 2 initialization\n",
    "\n",
    "rewards_epi = []\n",
    "epsilon_values = []\n",
    "steps_per_episode = []\n",
    "penalties_per_episode = []\n",
    "\n",
    "final_state = None\n",
    "\n",
    "for episode in range(total_episodes):\n",
    "    state, _ = env.reset()\n",
    "    state_index = env.obs_space_to_index(state)\n",
    "    total_rewards = 0\n",
    "    total_steps = 0\n",
    "\n",
    "    while True:\n",
    "        total_steps += 1\n",
    "        action = env.action_space.sample() if np.random.uniform(0, 1) < epsilon else np.argmax((qt1[state_index] + qt2[state_index]) / 2)\n",
    "        next_state, reward, terminated, truncated, _ = env.step(action)\n",
    "        next_strt_idx = env.obs_space_to_index(next_state)\n",
    "        if np.random.uniform(0, 1) < 0.5:\n",
    "            qt1[state_index, action] += alpha * (reward + gamma * qt2[next_strt_idx, np.argmax(qt1[next_strt_idx])] - qt1[state_index, action])\n",
    "        else:\n",
    "            qt2[state_index, action] += alpha * (reward + gamma * qt1[next_strt_idx, np.argmax(qt2[next_strt_idx])] - qt2[state_index, action])\n",
    "        state_index = next_strt_idx\n",
    "        total_rewards += reward\n",
    "        if terminated or truncated or total_steps >= max_timestamp:\n",
    "            break\n",
    "\n",
    "    penalties_per_episode.append(env.get_penalty_count())\n",
    "    if (episode + 1) % 100 == 0:\n",
    "        print(f\"Episode: {episode + 1}\")\n",
    "        print(\"Q-table 1:\")\n",
    "        print(qt1)\n",
    "        print(\"Q-table 2:\")\n",
    "        print(qt2)\n",
    "        avg_penalty = np.mean(penalties_per_episode[-100:])\n",
    "        print(f\"Average Penalties in Last 100 Episodes: {avg_penalty}\")\n",
    "\n",
    "    epsilon = max(epsilon_min, epsilon * decay_rate)\n",
    "    epsilon_values.append(epsilon)\n",
    "    rewards_epi.append(total_rewards)\n",
    "    steps_per_episode.append(total_steps)\n",
    "\n",
    "    if (episode + 1) % 100 == 0:\n",
    "        average_steps = np.mean(steps_per_episode[-100:])\n",
    "        print(f\"Episode: {episode + 1}, Average Steps: {average_steps}\")\n",
    "\n",
    "    if episode == total_episodes - 1:\n",
    "        final_state = env.state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "env.state = final_state\n",
    "env.render()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### STEP 2\n",
    "\n",
    "Provide the evaluation results:\n",
    "- Print the initial Q-tables and the trained Q-tables.\n",
    "- Plot the total reward per episode graph (x-axis: episode, y-axis: total reward per episode).\n",
    "- Plot the epsilon decay graph (x-axis: episode, y-axis: epsilon value)\n",
    "- Run your environment for at least 10 episodes, where the agent chooses only greedy actions from the learned policy. Include a plot of the total reward per episode."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Trained Q-table 1:\n",
      "[[ 6.83981884e+01  8.09132391e+01  8.36755741e+01  7.63359833e+01]\n",
      " [ 3.85421682e+01  5.23848510e+01  8.07786252e+01  4.34273168e+01]\n",
      " [ 2.78350217e+01  6.58828656e+01  8.36648238e+01  5.20490177e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 1.50307932e+01  6.06983589e+01  1.10347637e+01  5.75602278e-01]\n",
      " [ 3.60057802e+00  5.83941186e+01  3.91609874e+00  3.11167087e+00]\n",
      " [ 1.34684638e+01  6.33693518e+00  4.98802604e+01  2.67137436e+00]\n",
      " [ 8.24392526e+01  8.79975389e+00  2.38981960e+01  1.69354427e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 3.33859471e+00 -2.21151040e-01  1.66946479e+01  2.84048081e+00]\n",
      " [ 2.95986567e+00  1.58132744e+00  3.35352283e+01 -1.90432541e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  3.02565787e+00  0.00000000e+00 -1.31579062e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.01318437e-02 -2.81167245e-01  6.48924427e+00 -8.78838895e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Trained Q-table 2:\n",
      "[[ 7.49321166e+01  8.08305057e+01  8.27371432e+01  7.68169876e+01]\n",
      " [ 3.28862106e+01  5.52661461e+01  8.06232786e+01  5.73594119e+01]\n",
      " [ 3.76878799e+01  5.58731531e+01  8.42713195e+01  6.13537109e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 8.50621590e+00  5.82493544e+01  8.94841843e+00  2.46365356e+00]\n",
      " [ 4.18615404e+00  5.59757273e+01  1.51753013e+00  2.03239975e+00]\n",
      " [ 7.44551594e+00  3.91293574e+00  5.70541062e+01  1.01272710e+01]\n",
      " [ 8.09422102e+01  2.17238094e+01  1.43048770e+01  7.89188447e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 5.50081099e+00  6.07387055e+00  1.04857594e+01  2.88154181e+00]\n",
      " [ 1.41992013e+00  7.65647223e+00  5.49030165e+01  2.26151521e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.91120672e-02  1.58404938e+00  1.98215338e+00 -3.37500164e-02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  0.00000000e+00  7.13987540e+00  4.35495458e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n"
     ]
    }
   ],
   "source": [
    "print(\"Trained Q-table 1:\")\n",
    "print(qt1)\n",
    "print(\"Trained Q-table 2:\")\n",
    "print(qt2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(rewards_epi)\n",
    "plt.title('Total Reward per Episode')\n",
    "plt.xlabel('Episode')\n",
    "plt.ylabel('Total Reward')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(epsilon_values)\n",
    "plt.title('Epsilon Decay')\n",
    "plt.xlabel('Episode')\n",
    "plt.ylabel('Epsilon Value')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "greedy_rewards = []\n",
    "for _ in range(10):\n",
    "    state, _ = env.reset()\n",
    "    state_index = env.obs_space_to_index(state)\n",
    "    total_greedy_rewards = 0\n",
    "    while True:\n",
    "        action = np.argmax((qt1[state_index] + qt2[state_index]) / 2)\n",
    "        next_state, reward, terminated, truncated, _ = env.step(action)\n",
    "        state_index = env.obs_space_to_index(next_state)\n",
    "        total_greedy_rewards += reward\n",
    "\n",
    "        if terminated or truncated:\n",
    "            break\n",
    "\n",
    "    greedy_rewards.append(total_greedy_rewards)\n",
    "\n",
    "plt.plot(greedy_rewards)\n",
    "plt.title('Total Reward per Episode (Greedy Policy)')\n",
    "plt.xlabel('Episode')\n",
    "plt.ylabel('Total Reward')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "performance_dict = {}\n",
    "\n",
    "def training_loop(env, g , max_timestamp):\n",
    "    gamma = g  # Discount factor\n",
    "    max_timestamp = max_timestamp\n",
    "    epsilon = 1.0  \n",
    "    epsilon_min = 0.01\n",
    "    alpha = 0.15 \n",
    "    decay_rate = 0.995 \n",
    "    total_episodes = 1000\n",
    "\n",
    "    qt1 = np.zeros((env.obs_space.n, env.action_space.n))\n",
    "    qt2 = np.zeros((env.obs_space.n, env.action_space.n))\n",
    "    rewards_epi = []\n",
    "    epsilon_values = []\n",
    "    steps_per_episode = []\n",
    "    penalties_per_episode = []\n",
    "    final_state = None\n",
    "    \n",
    "    for episode in range(total_episodes):\n",
    "        state, _ = env.reset()\n",
    "        state_index = env.obs_space_to_index(state)\n",
    "        total_rewards = 0\n",
    "        total_steps = 0\n",
    "        while True:\n",
    "            total_steps += 1\n",
    "            action = env.action_space.sample() if np.random.uniform(0, 1) < epsilon else np.argmax((qt1[state_index] + qt2[state_index]) / 2)\n",
    "            next_state, reward, terminated, truncated, _ = env.step(action)\n",
    "            next_strt_idx = env.obs_space_to_index(next_state)\n",
    "            if np.random.uniform(0, 1) < 0.5:\n",
    "                qt1[state_index, action] += alpha * (reward + gamma * qt2[next_strt_idx, np.argmax(qt1[next_strt_idx])] - qt1[state_index, action])\n",
    "            else:\n",
    "                qt2[state_index, action] += alpha * (reward + gamma * qt1[next_strt_idx, np.argmax(qt2[next_strt_idx])] - qt2[state_index, action])\n",
    "\n",
    "            state_index = next_strt_idx\n",
    "            total_rewards += reward\n",
    "\n",
    "            if terminated or truncated or total_steps >= max_timestamp:\n",
    "                break\n",
    "\n",
    "        penalties_per_episode.append(env.get_penalty_count())\n",
    "        epsilon = max(epsilon_min, epsilon * decay_rate)\n",
    "        epsilon_values.append(epsilon)\n",
    "        rewards_epi.append(total_rewards)\n",
    "        steps_per_episode.append(total_steps)\n",
    "\n",
    "        if episode == total_episodes - 1:\n",
    "            final_state = env.state\n",
    "\n",
    "    avg_penalty = np.mean(penalties_per_episode[-100:])\n",
    "    average_steps = np.mean(steps_per_episode[-100:])\n",
    "    performance_dict[(gamma, max_timestamp)] = np.mean(rewards_epi[-100:])\n",
    "    return rewards_epi, epsilon_values, avg_penalty, average_steps, qt1, qt2, final_state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def evaluate_loop(env, max_timestamp, gamma, qt1, qt2, rewards_epi, epsilon_values, final_state):\n",
    "    print(f\"Evaluation for gamma={gamma}, max_timestamp={max_timestamp}\")\n",
    "\n",
    "    print(\"Trained Q-table 1:\")\n",
    "    print(qt1)\n",
    "    print(\"Trained Q-table 2:\")\n",
    "    print(qt2)\n",
    "\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    plt.plot(rewards_epi)\n",
    "    plt.title('Total Reward per Episode')\n",
    "    plt.xlabel('Episode')\n",
    "    plt.ylabel('Total Reward')\n",
    "    plt.grid(True)\n",
    "    plt.show()\n",
    "\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    plt.plot(epsilon_values)\n",
    "    plt.title('Epsilon Decay')\n",
    "    plt.xlabel('Episode')\n",
    "    plt.ylabel('Epsilon Value')\n",
    "    plt.grid(True)\n",
    "    plt.show()\n",
    "\n",
    "    total_episodes = 10  \n",
    "    greedy_rewards = []\n",
    "    for episode in range(total_episodes):\n",
    "        state, _ = env.reset()\n",
    "        state_index = env.obs_space_to_index(state)\n",
    "        total_rewards = 0\n",
    "\n",
    "        while True:\n",
    "            action = np.argmax((qt1[state_index] + qt2[state_index]) / 2)  # Greedy action\n",
    "            next_state, reward, terminated, truncated, _ = env.step(action)\n",
    "            state_index = env.obs_space_to_index(next_state)\n",
    "            total_rewards += reward\n",
    "\n",
    "            if terminated or truncated:\n",
    "                print(f\"Episode {episode + 1} Reward: {round(total_rewards, 4)}\")\n",
    "                break\n",
    "\n",
    "        greedy_rewards.append(total_rewards)\n",
    "    average_reward = np.mean(greedy_rewards)    \n",
    "    print(f\"Average Reward over {total_episodes} episodes: {average_reward}\")\n",
    "\n",
    "    env.state = final_state\n",
    "    env.render()\n",
    "\n",
    "    plt.plot(greedy_rewards)\n",
    "    plt.title('Total Reward per Episode (Greedy Policy)')\n",
    "    plt.xlabel('Episode')\n",
    "    plt.ylabel('Total Reward')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training for gamma=0.9, max_timestamp=12\n",
      "Average Reward: 42.5136\n",
      "Average Penalties: 0.0\n",
      "Average Steps: 12.0\n",
      "Evaluation for gamma=0.9, max_timestamp=12\n",
      "Trained Q-table 1:\n",
      "[[ 3.22722066e+01  4.13886779e+01  4.34531864e+01  3.87109025e+01]\n",
      " [ 1.89714838e+01  2.76841088e+01  4.05271154e+01  2.79784841e+01]\n",
      " [ 2.70299107e+01  3.49160587e+01  4.37594888e+01  2.82786366e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 4.33196619e+00  1.12768202e+01  2.29585290e+01  9.94059563e-01]\n",
      " [ 6.15392807e+00  1.44586118e+01  3.00402625e+01  2.36076460e-01]\n",
      " [ 3.85891758e+01  1.61113615e+01  1.77984765e+01  2.67928587e-05]\n",
      " [ 4.41103011e+01  1.65849077e+01  1.20606576e+01  9.95049265e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-2.34380063e+00  2.62342810e+00  1.90896495e+01  1.14985914e+01]\n",
      " [ 4.69146035e+00  1.18770044e+01  4.18498693e+01  4.99622224e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-9.91684032e-02 -1.33288077e+00 -6.36434802e-01 -9.72159715e-02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 0.00000000e+00  2.14748547e+00  1.51495278e+01  2.14783609e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Trained Q-table 2:\n",
      "[[ 3.89783749e+01  4.18402485e+01  4.38305941e+01  3.85532904e+01]\n",
      " [ 1.91935687e+01  2.65634903e+01  4.03256502e+01  3.30675464e+01]\n",
      " [ 2.94542432e+01  3.37347960e+01  4.41994053e+01  2.61984640e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 7.76466687e+00  1.27952449e+00  1.80525828e+01  1.89014463e+00]\n",
      " [ 5.93406133e+00  9.57610592e+00  3.22401251e+01  6.18538801e-01]\n",
      " [ 3.56207313e+01  1.47269809e+01  1.54269794e+01  8.31122561e+00]\n",
      " [ 4.33532294e+01  2.40032004e+01  8.78703199e+00  1.56026514e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 3.67778341e+00  3.95874944e+00  1.62203665e+01  5.34276920e-01]\n",
      " [ 8.19500998e+00  1.30308100e+01  4.37142342e+01  1.07063030e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.28667705e-01 -1.65910994e+00 -1.57282178e+00 -1.12242379e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 1.87794454e+00  3.10733510e+00  2.20235810e+01 -1.29188203e-02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode 1 Reward: 52\n",
      "Episode 2 Reward: 52\n",
      "Episode 3 Reward: 52\n",
      "Episode 4 Reward: 52\n",
      "Episode 5 Reward: 52\n",
      "Episode 6 Reward: 52\n",
      "Episode 7 Reward: 52\n",
      "Episode 8 Reward: 52\n",
      "Episode 9 Reward: 52\n",
      "Episode 10 Reward: 52\n",
      "Average Reward over 10 episodes: 52.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training for gamma=0.9, max_timestamp=15\n",
      "Average Reward: 54.84539999999999\n",
      "Average Penalties: 0.0\n",
      "Average Steps: 15.0\n",
      "Evaluation for gamma=0.9, max_timestamp=15\n",
      "Trained Q-table 1:\n",
      "[[ 3.84494869e+01  4.24833073e+01  4.46133789e+01  3.94878376e+01]\n",
      " [ 1.86080375e+01  2.89434871e+01  4.12475180e+01  3.12778551e+01]\n",
      " [ 2.54500129e+01  3.33930779e+01  4.48209580e+01  3.06504114e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 6.06091612e+00  3.32553271e+01  4.56574716e+00  4.30274985e+00]\n",
      " [ 5.95237430e+00  8.39008819e+00  2.53380954e+01  5.15425458e+00]\n",
      " [ 3.51181720e+01  1.01464013e+01  1.60754024e+01  2.60678265e+00]\n",
      " [ 3.02762720e+01  4.42982122e+01  2.27509732e+01  9.96271642e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 2.46002932e+00  3.80365109e-01  2.71424102e+01 -1.63272020e+00]\n",
      " [ 1.02676472e+01  8.87104662e+00  4.01989383e+01  5.37009266e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 0.00000000e+00 -3.61901876e-01  2.26593640e+00 -2.14529156e-02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 0.00000000e+00  3.39745213e+00  2.97603462e+01 -8.87824687e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Trained Q-table 2:\n",
      "[[35.90793313 42.3592176  44.97523612 39.53623059]\n",
      " [15.42287682 30.50377612 41.21109013 32.27486537]\n",
      " [27.39193137 33.48895392 44.68189902 30.41082117]\n",
      " [ 0.          0.          0.          0.        ]\n",
      " [ 4.92920719 31.062453    1.30233339  5.28223108]\n",
      " [ 4.56554028 10.65679499 24.34169385  6.33269053]\n",
      " [33.77970597 18.75424563 16.99930084  3.10726476]\n",
      " [32.54347003 44.05061973 26.20750548 14.6445622 ]\n",
      " [ 0.          0.          0.          0.        ]\n",
      " [ 2.64224825  0.16565014 10.67435963  6.15963216]\n",
      " [13.46976378 10.18073573 41.99724225  7.1362907 ]\n",
      " [ 0.          0.          0.          0.        ]\n",
      " [-0.21310921 -0.34440902  1.01748452 -0.17739391]\n",
      " [ 0.          0.          0.          0.        ]\n",
      " [ 1.23575349  6.27463266 17.28844616  6.62670853]\n",
      " [ 0.          0.          0.          0.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode 1 Reward: 67\n",
      "Episode 2 Reward: 67\n",
      "Episode 3 Reward: 67\n",
      "Episode 4 Reward: 67\n",
      "Episode 5 Reward: 67\n",
      "Episode 6 Reward: 67\n",
      "Episode 7 Reward: 67\n",
      "Episode 8 Reward: 67\n",
      "Episode 9 Reward: 67\n",
      "Episode 10 Reward: 67\n",
      "Average Reward over 10 episodes: 67.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CXbp00ZgxY/TRRx+pZcuW6tSpk3r06GH7zAv6XS3oNj9x4oTOnj2rpKQkJSUl5ftejh8/ftv3a9ywiy63vvPnz+fpO3/+fF29elVbt27ViBEj8jxesWLFPIta09LStGPHDvn7+9+yxrS0NBmGke/2l66v/5D+bzvd2M/d3V1Vq1a1a3NxcVFMTIwmTZpkW4w8c+ZMlShRQl27ds33dW709NNPa8iQIbJYLCpdurRq165tW2yeW0t+/x5q1aqllJQUhxbS79mzRzVq1JCb261/Fnv37q0hQ4bowIEDCg4O1pw5c3T16lX16tUrT9/cz/fGkIPCR5iBU7388suaOnWqhg0bpsaNG8vHx0cWi0Xdu3fPMxvgiEcffdR2NFOnTp3UtGlT9ejRQ6mpqSpVqpRt7BEjRig6OjrfMXL3y1eoUEEhISFasWKFqlSpIsMw1LhxY/n7+2vo0KE6cOCAVq5cqSZNmsjF5fpkZ3Z2th5//HGdPn1af/vb31SzZk15eXkpPT1dffv2zfPerFar7bn3Wm4t77//vurXr59vnxtnCv486+RsFotF3377rdatW6cffvhBKSkpev755/Xhhx9q3bp1+c5y3K3cbdazZ8+bhsB69erd9Plly5aVxWLJE3KrVat205OttWjRQpJu+mOb32eSk5OjunXrasKECfk+J3eNS05OjiwWi5KTk/M9UuxOt2Hv3r31/vvv6/vvv9dzzz2nWbNm6cknn8wzi3MzlSpVKlAIvpe6d++uuLg4zZw5U6+99ppmzJihyMjIfENV7udbrly5e13mA4cwgzsWHBysJUuW6Ny5c3Z/8e7cudP2eK6b/WXy7bffqk+fPvrwww9tbZcvX9bZs2cLrc7cIydatWqljz/+WKNGjbL9Fenu7l6g/1k2a9ZMK1asUEhIiOrXr6/SpUvr4Ycflo+Pj3766Sdt2rRJY8aMsfX//ffftWvXLk2bNk29e/e2tS9evLjAdQcHBysnJ8f2F2Ou3N1dBZU785LLMAzt3r3b9mObOwvh7e3t9B+OG2uVpF27dqlkyZI3nV3I9Ze//EV/+ctfNG7cOM2aNUsxMTH66quv9MILLxT4u1rQbZ57pFN2dvYdbTM3NzeFhobaHZUjSV5eXmrZsqWWL1+u9PR0VaxY0eGx/yw0NFRbt25V69atbzk7EBoaKsMwFBISourVq9+0X+52SktLs+2qkq7vIt63b5/dzKQk1alTRw0aNNDMmTNVqVIlHTx4UBMnTryr93RjLfn9e9i5c6fKlSvn0OkNQkND9euvv+rq1au2maj8lC1bVh06dNDMmTMVExOj1atXKzExMd+++/btk4uLyy23KQoHa2Zwx5544gllZ2fr448/tmv/6KOPZLFY7M4D4eXllW9AcXV1zTPVPnHixJuuj7hTLVu21KOPPqrExERdvnxZAQEBatmypT799FMdOXIkT/8TJ07Y3W/WrJn279+vr7/+2rbbycXFRU2aNNGECRN09epVu/UyuX/d/vm9GYahf/zjHwWuOXf7/fmwcEk3/R/nzUyfPl3nzp2z3f/222915MgR2/gREREKDQ3VBx98kO/ujRu3RVFau3at3VqTQ4cOaf78+Wrbtu1Nzy1z5syZPN+h3Bmm3MOPC/pdLeg2d3V1VZcuXTR37tx8Z1EKss0aN26sjRs35ml/4403lJ2drZ49e+b7edz4Xm+lW7duSk9P15QpU/I8dunSJV24cEGS9Mwzz8jV1VVjxozJM75hGDp16pQkKTIyUv7+/po8ebKuXLli6/PFF1/c9A+QXr16adGiRUpMTJSfn99dnx8mV2BgoOrXr69p06bZvfa2bdu0aNEiPfHEEw6N16VLF508eTLPd0TKu8179eql7du3a+TIkXJ1dc33DM6S9Ntvv6l27doFnonCnWNmBnfsqaeeUqtWrfT3v/9d+/fv18MPP6xFixZp/vz5GjZsmN26g4iICC1ZskQTJkyw7bZp1KiRnnzySX355Zfy8fFReHi41q5dqyVLlsjPz6/Q6x05cqS6du2qL774Qi+++KL++c9/qmnTpqpbt64GDBigqlWr6tixY1q7dq0OHz6srVu32p6bG1RSU1MVHx9va2/evLmSk5NltVrtznBbs2ZNhYaGasSIEUpPT5e3t7fmzp2bZ7fCrdSvX1/PPfecPvnkE2VkZKhJkyZaunSpdu/e7dD7Llu2rJo2bap+/frp2LFjSkxMVLVq1TRgwABJ10PZv/71L7Vv3161a9dWv379VLFiRaWnp2vZsmXy9vbWDz/84NBr3mjlypW6fPlynvZ69erZ7Y6pU6eOoqOj7Q7NlmQ363WjadOm6ZNPPlHnzp0VGhqqc+fOacqUKfL29rb9oBX0u+rINn/33Xe1bNkyNWrUSAMGDFB4eLhOnz6tTZs2acmSJTp9+vQtt8nTTz+tL7/8Urt27bL7y71Zs2b6+OOP9fLLLyssLMx2BuArV65o165dmjlzpjw8PPJdP3SjXr166ZtvvtGLL76oZcuWKSoqStnZ2dq5c6e++eYbpaSkKDIyUqGhoXrnnXc0evRo7d+/X506dVLp0qW1b98+zZs3TwMHDtSIESPk7u6ud955R3/961/12GOP6X/+53+0b98+TZ06Nc+amVw9evTQq6++qnnz5mnQoEG3nPVw1Pvvv6/27durcePG6t+/v+3QbB8fH4evo9W7d29Nnz5dw4cP1/r169WsWTNduHBBS5Ys0UsvvWR3fpkOHTrIz89Pc+bMUfv27RUQEJBnvKtXr2r58uV66aWX7vZtoiDu4ZFTMLkbD802DMM4d+6cERcXZ1SoUMFwd3c3wsLCjPfffz/PIYo7d+40mjdvbnh6ehqSbIdpnzlzxujXr59Rrlw5o1SpUkZ0dLSxc+dOIzg42O5QbkcPzc7vMN3s7GwjNDTUCA0NNa5du2YYhmHs2bPH6N27t1G+fHnD3d3dqFixovHkk08a3377bZ7nBwQEGJKMY8eO2dpWrVplSDKaNWuWp//27duNNm3aGKVKlTLKlStnDBgwwHbo7dSpU239+vTpY3h5eeX7fi5dumTExsYafn5+hpeXl/HUU08Zhw4dcujQ7NmzZxujR482AgICDE9PT6NDhw52h4bn2rx5s/HMM88Yfn5+htVqNYKDg41u3boZS5cutfXJPTT7xIkTt3ztG2u42e3P70GSMXjwYGPGjBlGWFiYYbVajQYNGuT5zG88zHbTpk3Gc889Z1SuXNmwWq1GQECA8eSTT9od4m0YBf+uOrLNjx07ZgwePNgICgoy3N3djfLlyxutW7c2kpKSbrttsrKyjHLlyhljx47N9/HNmzcbvXv3NipXrmx4eHgYXl5eRr169YxXXnnF7rQHhnH9MOPatWvnO86VK1eM8ePHG7Vr1zasVqvh6+trREREGGPGjDEyMjLs+s6dO9do2rSp4eXlZXh5eRk1a9Y0Bg8ebKSmptr1++STT4yQkBDDarUakZGRxooVK/Ic6vxnTzzxhCHJWLNmzW23S67c78PtLFmyxIiKijI8PT0Nb29v46mnnjK2b99u16cgh2YbxvXTEfz97383QkJCbJ/ns88+a+zZsyfP67700kuGJGPWrFn51pWcnGxIMtLS0m7/ZnHXLIbhwJwlANP45Zdf1KpVK82ZM6fQLiVQlCwWiwYPHpzvNP/9auzYsZo6darS0tLui0s03Eznzp31+++/OzyrWJzFxcXps88+09GjR/M9uWenTp1ksVg0b948J1T34GHNDAA4SVxcnM6fP39fXz38yJEj+vHHH/M9dNmsLl++rBkzZqhLly75BpkdO3Zo4cKFGjt2rBOqezCxZgYAnKRUqVIFOh+NGe3bt0+rV6/Wv/71L7m7u9tdt8isjh8/riVLlujbb7/VqVOn8r32lHT9PDfXrl27x9U92AgzAIBCt3z5cvXr10+VK1fWtGnTCrRgubjbvn27YmJiFBAQoP/93/+96XmZcO+xZgYAAJgaa2YAAICpEWYAAICp3fdrZnJycvTHH3+odOnSXOwLAACTMAxD586dU4UKFW577br7Psz88ccftoupAQAAczl06JAqVap0yz73fZjJvajcoUOH5O3t7eRqAABAQWRmZiooKMju4rA3c9+HmdxdS97e3oQZAABMpiBLRFgADAAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATI0wAwAATM2pYaZKlSqyWCx5boMHD5YkXb58WYMHD5afn59KlSqlLl266NixY84sGQAAFDNODTMbNmzQkSNHbLfFixdLkrp27SpJiouL0w8//KA5c+Zo+fLl+uOPP/TMM884s2QAAFDMWAzDMJxdRK5hw4Zp4cKFSktLU2Zmpvz9/TVr1iw9++yzkqSdO3eqVq1aWrt2rf7yl78UaMzMzEz5+PgoIyND3t7eRVk+AAAoJI78fhebNTNXrlzRjBkz9Pzzz8tisei3337T1atX1aZNG1ufmjVrqnLlylq7du1Nx8nKylJmZqbdDQAA3L+KTZj5/vvvdfbsWfXt21eSdPToUXl4eKhMmTJ2/R566CEdPXr0puMkJCTIx8fHdgsKCirCqgEAgLMVmzDz2WefqX379qpQocJdjTN69GhlZGTYbocOHSqkCgEAQHHk5uwCJOnAgQNasmSJvvvuO1tb+fLldeXKFZ09e9ZudubYsWMqX778TceyWq2yWq1FWS4AAChGisXMzNSpUxUQEKAOHTrY2iIiIuTu7q6lS5fa2lJTU3Xw4EE1btzYGWUCAIBiyOkzMzk5OZo6dar69OkjN7f/K8fHx0f9+/fX8OHDVbZsWXl7e+vll19W48aNC3wkEwAAuP85PcwsWbJEBw8e1PPPP5/nsY8++kguLi7q0qWLsrKyFB0drU8++cQJVQIAgOKqWJ1npihwnhkAAMzHlOeZAQAAuBOEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGqEGQAAYGpODzPp6enq2bOn/Pz85Onpqbp162rjxo22x48dO6a+ffuqQoUKKlmypNq1a6e0tDQnVgwAAIoTp4aZM2fOKCoqSu7u7kpOTtb27dv14YcfytfXV5JkGIY6deqkvXv3av78+dq8ebOCg4PVpk0bXbhwwZmlAwCAYsJiGIbhrBcfNWqUVq9erZUrV+b7+K5du1SjRg1t27ZNtWvXliTl5OSofPnyio+P1wsvvHDb18jMzJSPj48yMjLk7e1dqPUDAICi4cjvt1NnZhYsWKDIyEh17dpVAQEBatCggaZMmWJ7PCsrS5JUokQJW5uLi4usVqtWrVp1z+sFAADFj1PDzN69ezVp0iSFhYUpJSVFgwYNUmxsrKZNmyZJqlmzpipXrqzRo0frzJkzunLlisaPH6/Dhw/ryJEj+Y6ZlZWlzMxMuxsAALh/OTXM5OTk6JFHHlF8fLwaNGiggQMHasCAAZo8ebIkyd3dXd9995127dqlsmXLqmTJklq2bJnat28vF5f8S09ISJCPj4/tFhQUdC/fEgAAuMecGmYCAwMVHh5u11arVi0dPHjQdj8iIkJbtmzR2bNndeTIEf300086deqUqlatmu+Yo0ePVkZGhu126NChIn0PAADAudyc+eJRUVFKTU21a9u1a5eCg4Pz9PXx8ZEkpaWlaePGjRo7dmy+Y1qtVlmt1sIvFgAAFEtODTNxcXFq0qSJ4uPj1a1bN61fv15JSUlKSkqy9ZkzZ478/f1VuXJl/f777xo6dKg6deqktm3bOrFyAABQXDg1zDRs2FDz5s3T6NGj9fbbbyskJESJiYmKiYmx9Tly5IiGDx+uY8eOKTAwUL1799brr7/uxKoBAEBx4tTzzNwLnGcGAADzMc15ZgAAAO4WYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJgaYQYAAJia08NMenq6evbsKT8/P3l6eqpu3brauHGj7fHz589ryJAhqlSpkjw9PRUeHq7Jkyc7sWIAAFCcuDnzxc+cOaOoqCi1atVKycnJ8vf3V1pamnx9fW19hg8frp9//lkzZsxQlSpVtGjRIr300kuqUKGCOnbs6MTqAQBAceDUMDN+/HgFBQVp6tSptraQkBC7PmvWrFGfPn3UsmVLSdLAgQP16aefav369YQZAADg3N1MCxYsUGRkpLp27aqAgAA1aNBAU6ZMsevTpEkTLViwQOnp6TIMQ8uWLdOuXbvUtm1bJ1UNAACKE6eGmb1792rSpEkKCwtTSkqKBg0apNjYWE2bNs3WZ+LEiQoPD1elSpXk4eGhdu3a6Z///KeaN2+e75hZWVnKzMy0uwEAgPuXU3cz5eTkKDIyUvHx8ZKkBg0aaNu2bZo8ebL69Okj6XqYWbdunRYsWKDg4GCtWLFCgwcPVoUKFdSmTZs8YyYkJGjMmDH39H0AAADnsRiGYTjrxYODg/X444/rX//6l61t0qRJeuedd5Senq5Lly7Jx8dH8+bNU4cOHWx9XnjhBR0+fFg//fRTnjGzsrKUlZVlu5+ZmamgoCBlZGTI29u7aN8QAAAoFJmZmfLx8SnQ77dTZ2aioqKUmppq17Zr1y4FBwdLkq5evaqrV6/KxcV+b5irq6tycnLyHdNqtcpqtRZNwQAAoNhxapiJi4tTkyZNFB8fr27dumn9+vVKSkpSUlKSJMnb21stWrTQyJEj5enpqeDgYC1fvlzTp0/XhAkTnFk6AAAoJpy6m0mSFi5cqNGjRystLU0hISEaPny4BgwYYHv86NGjGj16tBYtWqTTp08rODhYAwcOVFxcnCwWy23Hd2SaCgAAFA+O/H47PcwUNcIMAADm48jvt9MvZwAAAHA3CDMAAMDUCrQAePjw4QUekIW5AADgXipQmNm8ebPd/U2bNunatWuqUaOGpOuHU7u6uioiIqLwKwQAALiFAoWZZcuW2f57woQJKl26tKZNm2a7uvWZM2fUr18/NWvWrGiqBAAAuAmHj2aqWLGiFi1apNq1a9u1b9u2TW3bttUff/xRqAXeLY5mAgDAfIr0aKbMzEydOHEiT/uJEyd07tw5R4cDAAC4Kw6Hmc6dO6tfv3767rvvdPjwYR0+fFhz585V//799cwzzxRFjQAAADfl8OUMJk+erBEjRqhHjx66evXq9UHc3NS/f3+9//77hV4gAADArTi0ZiY7O1urV69W3bp15eHhoT179kiSQkND5eXlVWRF3g3WzAAAYD5FdtVsV1dXtW3bVjt27FBISIjq1at3V4UCAADcLYfXzNSpU0d79+4tiloAAAAc5nCYeeeddzRixAgtXLhQR44cUWZmpt0NAADgXnL4PDMuLv+XfywWi+2/DcOQxWJRdnZ24VVXCFgzAwCA+RTZmhnJ/mzAAAAAzuZwmGnRokVR1AEAAHBHHA4zuS5evKiDBw/qypUrdu0c4QQAAO4lh8PMiRMn1K9fPyUnJ+f7eHFbMwMAAO5vDh/NNGzYMJ09e1a//vqrPD099dNPP2natGkKCwvTggULiqJGAACAm3J4Zubnn3/W/PnzFRkZKRcXFwUHB+vxxx+Xt7e3EhIS1KFDh6KoEwAAIF8Oz8xcuHBBAQEBkiRfX1/bFbTr1q2rTZs2FW51AAAAt+FwmKlRo4ZSU1MlSQ8//LA+/fRTpaena/LkyQoMDCz0AgEAAG7F4d1MQ4cO1ZEjRyRJb775ptq1a6eZM2fKw8NDX3zxRWHXBwAAcEsOnwH4RhcvXtTOnTtVuXJllStXrrDqKjScARgAAPNx5Pfb4d1MN15ksmTJknrkkUeKZZABAAD3P4d3M1WrVk2VKlVSixYt1LJlS7Vo0ULVqlUritoAAABuy+GZmUOHDikhIUGenp567733VL16dVWqVEkxMTH617/+VRQ1AgAA3NRdr5lJS0vTuHHjNHPmTOXk5BS7MwCzZgYAAPMp0qtmX7x4UatWrdIvv/yiX375RZs3b1bNmjU1ZMgQtWzZ8k5rBgAAuCMOh5kyZcrI19dXMTExGjVqlJo1ayZfX9+iqA0AAOC2HA4zTzzxhFatWqWvvvpKR48e1dGjR9WyZUtVr169KOoDAAC4JYcXAH///fc6efKkfvrpJzVu3FiLFi1Ss2bNVLFiRcXExBRFjQAAADfl8MxMrrp16+ratWu6cuWKLl++rJSUFH399deaOXNmYdYHAABwSw7PzEyYMEEdO3aUn5+fGjVqpNmzZ6t69eqaO3eu7aKTAAAA94rDMzOzZ89WixYtNHDgQDVr1kw+Pj5FURcAAECBOBxmNmzYUBR1AAAA3BGHdzNJ0sqVK9WzZ081btxY6enpkqQvv/xSq1atKtTiAAAAbsfhMDN37lxFR0fL09NTmzdvVlZWliQpIyND8fHxhV4gAADArTgcZt555x1NnjxZU6ZMkbu7u609KipKmzZtKtTiAAAAbsfhMJOamqrmzZvnaffx8dHZs2cLoyYAAIACczjMlC9fXrt3787TvmrVKlWtWtXhAtLT09WzZ0/5+fnJ09NTdevW1caNG22PWyyWfG/vv/++w68FAADuPw4fzTRgwAANHTpUn3/+uSwWi/744w+tXbtWI0aM0Ouvv+7QWGfOnFFUVJRatWql5ORk+fv7Ky0tze5aT0eOHLF7TnJysvr3768uXbo4WjoAALgPORxmRo0apZycHLVu3VoXL15U8+bNZbVaNWLECL388ssOjTV+/HgFBQVp6tSptraQkBC7PuXLl7e7P3/+fLVq1eqOZoEKk2EYunQ126k1AABQHHi6u8pisTjt9S2GYRh38sQrV65o9+7dOn/+vMLDw1WqVCldunRJnp6eBR4jPDxc0dHROnz4sJYvX66KFSvqpZde0oABA/Ltf+zYMVWqVEnTpk1Tjx498u2TlZVlO8JKkjIzMxUUFKSMjAx5e3s79iZv4eKVawp/I6XQxgMAwKy2vx2tkh53fIWkfGVmZsrHx6dAv993dJ4ZSfLw8FB4eLgeffRRubu7a8KECXlmVW5n7969mjRpksLCwpSSkqJBgwYpNjZW06ZNy7f/tGnTVLp0aT3zzDM3HTMhIUE+Pj62W1BQkEM1AQAAcynwzExWVpbeeustLV68WB4eHnr11VfVqVMnTZ06VX//+9/l6uqqIUOG6G9/+1uBX9zDw0ORkZFas2aNrS02NlYbNmzQ2rVr8/SvWbOmHn/8cU2cOPGWdd6LmRl2MwEAcF1R7GZyZGamwHNCb7zxhj799FO1adNGa9asUdeuXdWvXz+tW7dOEyZMUNeuXeXq6upQoYGBgQoPD7drq1WrlubOnZun78qVK5Wamqqvv/76lmNarVZZrVaH6rgTFoul0KfUAACA4wr8azxnzhxNnz5dHTt21LZt21SvXj1du3ZNW7duveM0FhUVpdTUVLu2Xbt2KTg4OE/fzz77TBEREXr44Yfv6LUAAMD9qcBrZg4fPqyIiAhJUp06dWS1WhUXF3dX00pxcXFat26d4uPjtXv3bs2aNUtJSUkaPHiwXb/MzEzNmTNHL7zwwh2/FgAAuD8VOMxkZ2fLw8PDdt/NzU2lSpW6qxdv2LCh5s2bp9mzZ6tOnToaO3asEhMTFRMTY9fvq6++kmEYeu655+7q9QAAwP2nwAuAXVxc1L59e9t6lB9++EGPPfaYvLy87Pp99913hV/lXXBkAREAACgeimQBcJ8+fezu9+zZ886qAwAAKEQFDjN/PksvAABAcXHHJ80DAAAoDggzAADA1AgzAADA1AgzAADA1AgzAADA1Ap0NNOCBQsKPGDHjh3vuBgAAABHFSjMdOrUqUCDWSwWZWdzJWkAAHDvFCjM5OTkFHUdAAAAd4Q1MwAAwNQKfAbgP7tw4YKWL1+ugwcP6sqVK3aPxcbGFkphAAAABeFwmNm8ebOeeOIJXbx4URcuXFDZsmV18uRJlSxZUgEBAYQZAABwTzm8mykuLk5PPfWUzpw5I09PT61bt04HDhxQRESEPvjgg6KoEQAA4KYcDjNbtmzRK6+8IhcXF7m6uiorK0tBQUF677339NprrxVFjQAAADflcJhxd3eXi8v1pwUEBOjgwYOSJB8fHx06dKhwqwMAALgNh9fMNGjQQBs2bFBYWJhatGihN954QydPntSXX36pOnXqFEWNAAAAN+XwzEx8fLwCAwMlSePGjZOvr68GDRqkEydO6NNPPy30AgEAAG7FYhiG4ewiilJmZqZ8fHyUkZEhb29vZ5cDAAAKwJHfb4dnZh577DGdPXs23xd97LHHHB0OAADgrjgcZn755Zc8J8qTpMuXL2vlypWFUhQAAEBBFXgB8H/+8x/bf2/fvl1Hjx613c/OztZPP/2kihUrFm51AAAAt1HgMFO/fn1ZLBZZLJZ8dyd5enpq4sSJhVocAADA7RQ4zOzbt0+GYahq1apav369/P39bY95eHgoICBArq6uRVIkAADAzRQ4zAQHB0uScnJyiqwYAAAAR93RVbP37NmjxMRE7dixQ5IUHh6uoUOHKjQ0tFCLAwAAuB2Hj2ZKSUlReHi41q9fr3r16qlevXr69ddfVbt2bS1evLgoagQAALgph0+a16BBA0VHR+vdd9+1ax81apQWLVqkTZs2FWqBd4uT5gEAYD5FetK8HTt2qH///nnan3/+eW3fvt3R4QAAAO6Kw2HG399fW7ZsydO+ZcsWBQQEFEZNAAAABVbgBcBvv/22RowYoQEDBmjgwIHau3evmjRpIklavXq1xo8fr+HDhxdZoQAAAPkp8JoZV1dXHTlyRP7+/kpMTNSHH36oP/74Q5JUoUIFjRw5UrGxsbJYLEVasKNYMwMAgPk48vtd4DDj4uKio0eP2u1KOnfunCSpdOnSd1Fu0SLMAABgPo78fjt0npkbZ12Kc4gBAAAPBofCTPXq1W+7G+n06dN3VRAAAIAjHAozY8aMkY+PT1HVAgAA4DCHwkz37t05/BoAABQrBT7PTHE7SgkAAEByIMw4eNUDAACAe6LAYSYnJ6dIdjGlp6erZ8+e8vPzk6enp+rWrauNGzfa9dmxY4c6duwoHx8feXl5qWHDhjp48GCh1wIAAMzHoTUzhe3MmTOKiopSq1atlJycLH9/f6WlpcnX19fWZ8+ePWratKn69++vMWPGyNvbW//9739VokQJJ1YOAACKC4evml2YRo0apdWrV2vlypU37dO9e3e5u7vryy+/vKPX4KR5AACYT5FeNbswLViwQJGRkeratasCAgLUoEEDTZkyxfZ4Tk6OfvzxR1WvXl3R0dEKCAhQo0aN9P333990zKysLGVmZtrdAADA/cupYWbv3r2aNGmSwsLClJKSokGDBik2NlbTpk2TJB0/flznz5/Xu+++q3bt2mnRokXq3LmznnnmGS1fvjzfMRMSEuTj42O7BQUF3cu3BAAA7jGn7mby8PBQZGSk1qxZY2uLjY3Vhg0btHbtWv3xxx+qWLGinnvuOc2aNcvWp2PHjvLy8tLs2bPzjJmVlaWsrCzb/czMTAUFBbGbCQAAEzHNbqbAwECFh4fbtdWqVct2pFK5cuXk5uZ2yz43slqt8vb2trsBAID7l1PDTFRUlFJTU+3adu3apeDgYEnXZ24aNmx4yz4AAODB5tRDs+Pi4tSkSRPFx8erW7duWr9+vZKSkpSUlGTrM3LkSP3P//yPmjdvrlatWumnn37SDz/8oF9++cV5hQMAgGLDqWtmJGnhwoUaPXq00tLSFBISouHDh2vAgAF2fT7//HMlJCTo8OHDqlGjhsaMGaOnn366QONzaDYAAObjyO+308NMUSPMAABgPqZZAAwAAHC3CDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUCDMAAMDUnB5m0tPT1bNnT/n5+cnT01N169bVxo0bbY/37dtXFovF7tauXTsnVgwAAIoTN2e++JkzZxQVFaVWrVopOTlZ/v7+SktLk6+vr12/du3aaerUqbb7Vqv1XpcKAACKKaeGmfHjxysoKMguqISEhOTpZ7VaVb58+XtZGgAAMAmn7mZasGCBIiMj1bVrVwUEBKhBgwaaMmVKnn6//PKLAgICVKNGDQ0aNEinTp266ZhZWVnKzMy0uwEAgPuXU8PM3r17NWnSJIWFhSklJUWDBg1SbGyspk2bZuvTrl07TZ8+XUuXLtX48eO1fPlytW/fXtnZ2fmOmZCQIB8fH9stKCjoXr0dAADgBBbDMAxnvbiHh4ciIyO1Zs0aW1tsbKw2bNigtWvX5vucvXv3KjQ0VEuWLFHr1q3zPJ6VlaWsrCzb/czMTAUFBSkjI0Pe3t6F/yYAAEChy8zMlI+PT4F+v506MxMYGKjw8HC7tlq1aungwYM3fU7VqlVVrlw57d69O9/HrVarvL297W4AAOD+5dQwExUVpdTUVLu2Xbt2KTg4+KbPOXz4sE6dOqXAwMCiLg8AAJiAU8NMXFyc1q1bp/j4eO3evVuzZs1SUlKSBg8eLEk6f/68Ro4cqXXr1mn//v1aunSpnn76aVWrVk3R0dHOLB0AABQTTg0zDRs21Lx58zR79mzVqVNHY8eOVWJiomJiYiRJrq6u+s9//qOOHTuqevXq6t+/vyIiIrRy5UrONQMAACQ5eQHwveDIAiIAAFA8mGYBMAAAwN0izAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFMjzAAAAFNzephJT09Xz5495efnJ09PT9WtW1cbN27Mt++LL74oi8WixMTEe1skAAAottyc+eJnzpxRVFSUWrVqpeTkZPn7+ystLU2+vr55+s6bN0/r1q1ThQoVnFApAAAorpwaZsaPH6+goCBNnTrV1hYSEpKnX3p6ul5++WWlpKSoQ4cO97JEAABQzDl1N9OCBQsUGRmprl27KiAgQA0aNNCUKVPs+uTk5KhXr14aOXKkateufdsxs7KylJmZaXcDAAD3L6eGmb1792rSpEkKCwtTSkqKBg0apNjYWE2bNs3WZ/z48XJzc1NsbGyBxkxISJCPj4/tFhQUVFTlAwCAYsBiGIbhrBf38PBQZGSk1qxZY2uLjY3Vhg0btHbtWv3222/q0KGDNm3aZFsrU6VKFQ0bNkzDhg3Ld8ysrCxlZWXZ7mdmZiooKEgZGRny9vYu0vcDAAAKR2Zmpnx8fAr0++3UmZnAwECFh4fbtdWqVUsHDx6UJK1cuVLHjx9X5cqV5ebmJjc3Nx04cECvvPKKqlSpku+YVqtV3t7edjcAAHD/cuoC4KioKKWmptq17dq1S8HBwZKkXr16qU2bNnaPR0dHq1evXurXr989qxMAABRfTg0zcXFxatKkieLj49WtWzetX79eSUlJSkpKkiT5+fnJz8/P7jnu7u4qX768atSo4YySAQBAMePU3UwNGzbUvHnzNHv2bNWpU0djx45VYmKiYmJinFkWAAAwEacuAL4XHFlABAAAigfTLAAGAAC4W4QZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgaoQZAABgam7OLqCoGYYhScrMzHRyJQAAoKByf7dzf8dv5b4PM+fOnZMkBQUFObkSAADgqHPnzsnHx+eWfSxGQSKPieXk5OiPP/5Q6dKlZbFYCnXszMxMBQUF6dChQ/L29i7UseE4Po/ihc+jeOHzKF74PG7PMAydO3dOFSpUkIvLrVfF3PczMy4uLqpUqVKRvoa3tzdfxmKEz6N44fMoXvg8ihc+j1u73YxMLhYAAwAAUyPMAAAAUyPM3AWr1ao333xTVqvV2aVAfB7FDZ9H8cLnUbzweRSu+34BMAAAuL8xMwMAAEyNMAMAAEyNMAMAAEyNMAMAAEyNMHOH/vnPf6pKlSoqUaKEGjVqpPXr1zu7pAdSQkKCGjZsqNKlSysgIECdOnVSamqqs8vC//fuu+/KYrFo2LBhzi7lgZaenq6ePXvKz89Pnp6eqlu3rjZu3Ojssh5I2dnZev311xUSEiJPT0+FhoZq7NixBbr+EG6OMHMHvv76aw0fPlxvvvmmNm3apIcffljR0dE6fvy4s0t74CxfvlyDBw/WunXrtHjxYl29elVt27bVhQsXnF3aA2/Dhg369NNPVa9ePWeX8kA7c+aMoqKi5O7uruTkZG3fvl0ffvihfH19nV3aA2n8+PGaNGmSPv74Y+3YsUPjx4/Xe++9p4kTJzq7NFPj0Ow70KhRIzVs2FAff/yxpOvXfwoKCtLLL7+sUaNGObm6B9uJEycUEBCg5cuXq3nz5s4u54F1/vx5PfLII/rkk0/0zjvvqH79+kpMTHR2WQ+kUaNGafXq1Vq5cqWzS4GkJ598Ug899JA+++wzW1uXLl3k6empGTNmOLEyc2NmxkFXrlzRb7/9pjZt2tjaXFxc1KZNG61du9aJlUGSMjIyJElly5Z1ciUPtsGDB6tDhw52/07gHAsWLFBkZKS6du2qgIAANWjQQFOmTHF2WQ+sJk2aaOnSpdq1a5ckaevWrVq1apXat2/v5MrM7b6/0GRhO3nypLKzs/XQQw/ZtT/00EPauXOnk6qCdH2GbNiwYYqKilKdOnWcXc4D66uvvtKmTZu0YcMGZ5cCSXv37tWkSZM0fPhwvfbaa9qwYYNiY2Pl4eGhPn36OLu8B86oUaOUmZmpmjVrytXVVdnZ2Ro3bpxiYmKcXZqpEWZw3xg8eLC2bdumVatWObuUB9ahQ4c0dOhQLV68WCVKlHB2OdD1kB8ZGan4+HhJUoMGDbRt2zZNnjyZMOME33zzjWbOnKlZs2apdu3a2rJli4YNG6YKFSrwedwFwoyDypUrJ1dXVx07dsyu/dixYypfvryTqsKQIUO0cOFCrVixQpUqVXJ2OQ+s3377TcePH9cjjzxia8vOztaKFSv08ccfKysrS66urk6s8METGBio8PBwu7ZatWpp7ty5TqrowTZy5EiNGjVK3bt3lyTVrVtXBw4cUEJCAmHmLrBmxkEeHh6KiIjQ0qVLbW05OTlaunSpGjdu7MTKHkyGYWjIkCGaN2+efv75Z4WEhDi7pAda69at9fvvv2vLli22W2RkpGJiYrRlyxaCjBNERUXlOV3Brl27FBwc7KSKHmwXL16Ui4v9T6+rq6tycnKcVNH9gZmZOzB8+HD16dNHkZGRevTRR5WYmKgLFy6oX79+zi7tgTN48GDNmjVL8+fPV+nSpXX06FFJko+Pjzw9PZ1c3YOndOnSedYreXl5yc/Pj3VMThIXF6cmTZooPj5e3bp10/r165WUlKSkpCRnl/ZAeuqppzRu3DhVrlxZtWvX1ubNmzVhwgQ9//zzzi7N3AzckYkTJxqVK1c2PDw8jEcffdRYt26ds0t6IEnK9zZ16lRnl4b/r0WLFsbQoUOdXcYD7YcffjDq1KljWK1Wo2bNmkZSUpKzS3pgZWZmGkOHDjUqV65slChRwqhatarx97//3cjKynJ2aabGeWYAAICpsWYGAACYGmEGAACYGmEGAACYGmEGAACYGmEGAACYGmEGAACYGmEGAACYGmEGQLG0f/9+WSwWbdmypcheo2/fvurUqVORjQ/g3iDMACgSffv2lcViyXNr165dgZ4fFBSkI0eOcBkEALfFtZkAFJl27dpp6tSpdm1Wq7VAz3V1deVK9AAKhJkZAEXGarWqfPnydjdfX19JksVi0aRJk9S+fXt5enqqatWq+vbbb23PvXE305kzZxQTEyN/f395enoqLCzMLij9/vvveuyxx+Tp6Sk/Pz8NHDhQ58+ftz2enZ2t4cOHq0yZMvLz89Orr76qG6/mkpOTo4SEBIWEhMjT01MPP/ywXU0AiifCDACnef3119WlSxdt3bpVMTEx6t69u3bs2HHTvtu3b1dycrJ27NihSZMmqVy5cpKkCxcuKDo6Wr6+vtqwYYPmzJmjJUuWaMiQIbbnf/jhh/riiy/0+eefa9WqVTp9+rTmzZtn9xoJCQmaPn26Jk+erP/+97+Ki4tTz549tXz58qLbCADunpMvdAngPtWnTx/D1dXV8PLysruNGzfOMIzrVzx/8cUX7Z7TqFEjY9CgQYZhGMa+ffsMScbmzZsNwzCMp556yujXr1++r5WUlGT4+voa58+ft7X9+OOPhouLi3H06FHDMAwjMDDQeO+992yPX7161ahUqZLx9NNPG4ZhGJcvXzZKlixprFmzxm7s/v37G88999ydbwgARY41MwCKTKtWrTRp0iS7trJly9r+u3HjxnaPNW7c+KZHLw0aNEhdunTRpk2b1LZtW3Xq1ElNmjSRJO3YsUMPP/ywvLy8bP2joqKUk5Oj1NRUlShRQkeOHFGjRo1sj7u5uSkyMtK2q2n37t26ePGiHn/8cbvXvXLliho0aOD4mwdwzxBmABQZLy8vVatWrVDGat++vQ4cOKB///vfWrx4sVq3bq3Bgwfrgw8+KJTxc9fX/Pjjj6pYsaLdYwVdtAzAOVgzA8Bp1q1bl+d+rVq1btrf399fffr00YwZM5SYmKikpCRJUq1atbR161ZduHDB1nf16tVycXFRjRo15OPjo8DAQP3666+2x69du6bffvvNdj88PFxWq1UHDx5UtWrV7G5BQUGF9ZYBFAFmZgAUmaysLB09etSuzc3NzbZwd86cOYqMjFTTpk01c+ZMrV+/Xp999lm+Y73xxhuKiIhQ7dq1lZWVpYULF9qCT0xMjN5880316dNHb731lk6cOKGXX35ZvXr10kMPPSRJGjp0qN59912FhYWpZs2amjBhgs6ePWsbv3Tp0hoxYoTi4uKUk5Ojpk2bKiMjQ6tXr5a3t7f69OlTBFsIQGEgzAAoMj/99JMCAwPt2mrUqKGdO3dKksaMGaOvvvpKL730kgIDAzV79myFh4fnO5aHh4dGjx6t/fv3y9PTU82aNdNXX30lSSpZsqRSUlI0dOhQNWzYUCVLllSXLl00YcIE2/NfeeUVHTlyRH369JGLi4uef/55de7cWRkZGbY+Y8eOlb+/vxISErR3716VKVNGjzzyiF577bXC3jQACpHFMG440QIA3AMWi0Xz5s3jcgIA7hprZgAAgKkRZgAAgKmxZgaAU7CHG0BhYWYGAACYGmEGAACYGmEGAACYGmEGAACYGmEGAACYGmEGAACYGmEGAACYGmEGAACYGmEGAACY2v8DC+339Bf5FWwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training for gamma=0.9, max_timestamp=20\n",
      "Average Reward: 75.1988\n",
      "Average Penalties: 0.0\n",
      "Average Steps: 20.0\n",
      "Evaluation for gamma=0.9, max_timestamp=20\n",
      "Trained Q-table 1:\n",
      "[[ 3.99625468e+01  4.45138381e+01  4.63271586e+01  4.10450600e+01]\n",
      " [ 2.32697316e+01  3.25580359e+01  4.25200053e+01  3.45462017e+01]\n",
      " [ 3.35245331e+01  3.32602749e+01  4.61999682e+01  2.92818020e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 7.23233404e+00  6.96224874e+00  3.02042309e+01  1.68942175e+00]\n",
      " [ 1.30241959e+01  1.22490854e+01  3.48973752e+01  7.58585493e+00]\n",
      " [ 1.75213322e+01  2.35320469e+01  4.11101987e+01  1.17872765e+01]\n",
      " [ 4.61225700e+01  3.65898587e+01  3.07905286e+01  2.61323858e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 7.34210764e+00  2.20625188e-01  2.97478635e+01  1.05769996e+01]\n",
      " [ 8.71677538e+00  2.08145056e+01  4.24859363e+01  1.09835901e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.50000000e-02  2.30174557e+00  2.42709630e+00 -2.62609576e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 3.73049278e+00  9.59580463e+00  1.42810087e+01 -2.13970721e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Trained Q-table 2:\n",
      "[[ 3.93653014e+01  4.43812732e+01  4.64441654e+01  4.10917442e+01]\n",
      " [ 2.16183793e+01  2.93726828e+01  4.24589618e+01  3.18152475e+01]\n",
      " [ 3.18207651e+01  3.37023348e+01  4.60585376e+01  3.15641132e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 1.55308936e+01  1.08651314e+01  2.78402171e+01  6.32455935e+00]\n",
      " [ 5.00076209e+00  1.47851658e+01  3.56731987e+01  1.01844831e+00]\n",
      " [ 2.36102689e+01  2.16106099e+01  3.96270245e+01  1.36160233e+01]\n",
      " [ 4.68143156e+01  3.25464299e+01  3.57160219e+01  2.59340174e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 1.13052146e+01  6.15900696e-01  2.70866106e+01  8.71171014e+00]\n",
      " [ 8.47744840e+00  1.69223507e+01  4.33949813e+01  8.73035047e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-9.09124844e-01  8.64002888e+00  8.69268894e-01 -6.42232013e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-2.77500000e-02  8.99247263e+00  2.57546175e+01  4.42526297e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode 1 Reward: 92\n",
      "Episode 2 Reward: 92\n",
      "Episode 3 Reward: 92\n",
      "Episode 4 Reward: 92\n",
      "Episode 5 Reward: 92\n",
      "Episode 6 Reward: 92\n",
      "Episode 7 Reward: 92\n",
      "Episode 8 Reward: 92\n",
      "Episode 9 Reward: 92\n",
      "Episode 10 Reward: 92\n",
      "Average Reward over 10 episodes: 92.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training for gamma=0.995, max_timestamp=12\n",
      "Average Reward: 43.2045\n",
      "Average Penalties: 0.0\n",
      "Average Steps: 12.0\n",
      "Evaluation for gamma=0.995, max_timestamp=12\n",
      "Trained Q-table 1:\n",
      "[[ 3.53746379e+02  4.40919758e+02  5.80338532e+02  4.47898738e+02]\n",
      " [ 4.83760402e+01  1.33657438e+02  5.68886530e+02  2.35675395e+02]\n",
      " [ 1.02713408e+02  1.60508214e+02  5.74912493e+02  2.13600174e+02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 3.53811278e+00  2.69381415e+02  2.35389082e+00  4.83866044e+00]\n",
      " [ 4.03470344e+00  1.52849974e+02  1.39126918e+01  5.84967437e+00]\n",
      " [ 2.06554605e+01  1.74410503e+01  1.73762305e+02  1.24280360e+01]\n",
      " [ 4.53629630e+02  7.42471581e+01  3.20686770e+01  1.79041064e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 8.21701452e+00  1.04971833e+00  1.51541714e+01  9.31991859e+00]\n",
      " [ 1.30060133e+00  1.33746957e+01  8.31937246e+01  2.70912950e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-9.12165159e-02  3.93620155e-01  1.49627374e-01 -4.73931936e-02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 2.92019712e-01  0.00000000e+00  1.35505525e+01 -8.14904067e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Trained Q-table 2:\n",
      "[[ 3.35624260e+02  4.63941780e+02  5.80080962e+02  4.44877362e+02]\n",
      " [ 3.46855904e+01  1.59473794e+02  5.69466569e+02  2.95245740e+02]\n",
      " [ 8.63482192e+01  1.65762723e+02  5.77434838e+02  2.16780041e+02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 8.48187634e+01  2.04355532e+02  1.75856458e+00  1.25543107e+01]\n",
      " [ 4.88083240e+00  1.08277296e+02  1.49330136e+01  1.69380505e+00]\n",
      " [ 8.40992551e+00  4.50309158e+01  2.19749702e+02  8.41386985e-01]\n",
      " [ 4.15568131e+02  5.54299922e+01  7.62267883e+01  3.77613859e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 0.00000000e+00  1.01318096e+01  1.15317477e+01  1.55659588e+00]\n",
      " [ 3.70563258e+00  1.76817063e+01  8.52613764e+01  3.80707079e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-6.38775974e-02 -8.75886227e-01 -2.40752438e-01 -4.08262500e-02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 0.00000000e+00  1.83638729e+00  2.17690164e+01  0.00000000e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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TUEq2Qz9sTjA7DgAAAICzMHVyiF69eskwjHO+Pnv27LNus379+nJMVbFsVou6hjn1/UGb5qyK1y0d6psdCQAAAMBfVKlrnKqrLqGGPKwWrT1wUtsTSj8lIgAAAICKQXGqBAI9pd6XhEqSPl0VX8LaAAAAACoaxamSGHT56UkiDiszN9/kNAAAAADORHGqJK5oXEeNQ2opIzdf8zceMTsOAAAAgDNQnCoJq9Wiuzs3kCR9svLAeSfNAAAAAFCxKE6VyK0d68vTw6qtR9K06VCq2XEAAAAAnEJxqkTq1PLU9ZdFSJLmrDpgchoAAAAAp1GcKpnBXQpP15u/8YhSsx0mpwEAAAAgUZwqnY4Na6tlmL9yHE59tfaQ2XEAAAAAiOJU6VgsFg2JaShJ+nhFnJxOJokAAAAAzEZxqoRubh8pf28PxZ3I0q+7j5kdBwAAAKjxKE6VUC0vD93eMUqS9OHyOHPDAAAAAKA4VVanT9dbuuuY4o5nmpwGAAAAqNkoTpVU45Ba6tmirgyj8Ia4AAAAAMxDcarEhndtJEn6Ys1BZeXlmxsGAAAAqMEoTpVYzxZ11aCOr9Jy8vW/DUfMjgMAAADUWBSnSsxqtWjoqWudPlweJ8NganIAAADADBSnSu72jlHytlu1IzFdq/cnmx0HAAAAqJEoTpVcoK9dN7ePlCR9tIJJIgAAAAAzUJyqgKExjSRJC7YmKjE1x9wwAAAAQA1EcaoCLokIUOfGdVTgNPTpKo46AQAAABWN4lRFDDt11GnOqnjlOArMDQMAAADUMBSnKqLfpWGqF+itE5l5mr+RqckBAACAikRxqiI8bFYNPXVD3JnL9jM1OQAAAFCBKE5VyKDLG8jHbtOOxHSt2HvC7DgAAABAjUFxqkICfe26vVN9SdJ/lu03OQ0AAABQc1Ccqpjhp07XW7zjqPYdyzA3DAAAAFBDUJyqmCZ1/XRNq1BJ0uzlceaGAQAAAGoIilMVdG/3xpKkL9ccUmqWw+Q0AAAAQPVHcaqCujYNVqtwf2U7CvTZH/FmxwEAAACqPYpTFWSxWFxHnT5cHidHgdPkRAAAAED1RnGqom6MrqcQP08lpOZowZZEs+MAAAAA1RrFqYrytts0uEtDSdLM35maHAAAAChPFKcq7J4rGsrTZtX6+BStiz9pdhwAAACg2qI4VWF1/b10Y7t6kqT3f91nchoAAACg+qI4VXH392giSVqwNVFxxzNNTgMAAABUTxSnKq5luL96tawrw5A+WMZRJwAAAKA8UJyqgQevbCqp8Ia4JzJyTU4DAAAAVD8Up2rgiiZ11LZ+oHLznfpoxQGz4wAAAADVDsWpGrBYLHrgysJrnT5aEafsvAKTEwEAAADVC8Wpmrj20nBF1fHRySyHvlx70Ow4AAAAQLVCcaomPGxW1wx7H/y2XwVOw+REAAAAQPVBcapGbu8Ypdq+dsUnZ2nBlkSz4wAAAADVBsWpGvHxtGlITCNJ0oxf98owOOoEAAAAlAWKUzUzLKahvDys2ngoVSv3JZsdBwAAAKgWKE7VTLCfl27rWF9S4VEnAAAAABeP4lQN3d+jiSwWacnOY9qRmGZ2HAAAAKDKozhVQ41Caum6NhGSpGlLOeoEAAAAXCyKUzU1sldTSdK3G4/owIlMk9MAAAAAVRvFqZpqExmoXi3rymlI03/ZZ3YcAAAAoEqjOFVjD1/VTJL037WHlJiaY3IaAAAAoOqiOFVjlzeqo86N6iivwKkPfuOoEwAAAHChKE7V3KirCq91mrMqXicz80xOAwAAAFRNFKdqrmeLurq0XoCyHQWatTzO7DgAAABAlURxquYsFovrWqfZv+9XRm6+yYkAAACAqofiVAP0uzRcTerWUlpOvuasPGB2HAAAAKDKoTjVADarRSN7Fl7r9P5v+5XjKDA5EQAAAFC1UJxqiIHtIxUZ5KPjGbn6cs1Bs+MAAAAAVQrFqYaw26x64MomkgpviJuX7zQ5EQAAAFB1UJxqkDsvj1Jdfy8dTsnWf9cdMjsOAAAAUGWYXpzeffddNWrUSN7e3urSpYtWr1593vXffPNNtWzZUj4+PoqKitITTzyhnJycCkpbtXnbbXro1LVO7y7ZI0cBR50AAACA0jC1OH3++ecaM2aMJk6cqHXr1ik6Olr9+vXT0aNHz7r+p59+qmeeeUYTJ07U9u3b9Z///Eeff/65nn322QpOXnUN7tJAIX5eOnQyW19z1AkAAAAoFVOL09SpU3X//fdrxIgRat26taZPny5fX1/NnDnzrOsvX75c3bp10913361GjRqpb9++GjRoUIlHqfCnwqNOhdc6vcNRJwAAAKBUPMzacV5entauXatx48a5llmtVvXu3VsrVqw46zZdu3bVJ598otWrV6tz587at2+ffvjhBw0ZMuSc+8nNzVVubq7reVpamiTJ4XDI4XCU0ae5cKczVGSWOzrU07Sle3UwOVtfrYnXbR0iK2zfuHhmjBlUbYwZuIsxA3cxZuCuyjJm3Nm/acXp+PHjKigoUFhYWJHlYWFh2rFjx1m3ufvuu3X8+HF1795dhmEoPz9fDz300HlP1Zs8ebImTZpUbPlPP/0kX1/fi/sQZSg2NrZC99c9xKL/Zdr0xg9b5JWwUTZLhe4eZaCixwyqPsYM3MWYgbsYM3CX2WMmKyur1OuaVpwuxNKlS/XKK6/ovffeU5cuXbRnzx499thjeumllzR+/PizbjNu3DiNGTPG9TwtLU1RUVHq27evAgICKir6OTkcDsXGxqpPnz6y2+0Vtt9eefn6bepvOp7pkKNetAa056hTVWHWmEHVxZiBuxgzcBdjBu6qLGPm9NlopWFacQoJCZHNZlNSUlKR5UlJSQoPDz/rNuPHj9eQIUN03333SZIuu+wyZWZm6oEHHtBzzz0nq7X4JVteXl7y8vIqttxut1eq39gVnSfQbtcDVzbVlB93aNov+3VrxwbysJk+ySLcUNnGMCo/xgzcxZiBuxgzcJfZY8adfZv2L2VPT0917NhRixcvdi1zOp1avHixYmJizrpNVlZWsXJks9kkSYZhlF/YamrIFQ1Vp5an4k5kaf7GI2bHAQAAACotUw8xjBkzRu+//74+/PBDbd++XSNHjlRmZqZGjBghSRo6dGiRySMGDBigadOmae7cudq/f79iY2M1fvx4DRgwwFWgUHq1vDx0X4/GkqR3ft6jAiflEwAAADgbU69xuvPOO3Xs2DFNmDBBiYmJateunRYsWOCaMCI+Pr7IEabnn39eFotFzz//vA4fPqy6detqwIABevnll836CFXe0JhGmvHrPu07nqn5Gw/r5vb1zY4EAAAAVDqmTw4xevRojR49+qyvLV26tMhzDw8PTZw4URMnTqyAZDWDn5eH7u/RRK8t3Kk3F+3WDW3ryc61TgAAAEAR/AsZGt61kUL8PHXgRJb+u/aQ2XEAAACASofiBNXy8tDIXs0kSW8t3q3c/AKTEwEAAACVC8UJkqTBXRooPMBbR1JzNHf1QbPjAAAAAJUKxQmSJG+7TaOvLjzq9M6SPcrO46gTAAAAcBrFCS53dIpS/do+Opaeq49WxJkdBwAAAKg0KE5w8fSw6vHeLSRJ03/Zq/Qch8mJAAAAgMqB4oQiBrarpyZ1a+lklkMzl8WZHQcAAACoFChOKMLDZtUTp446ffDbPqVk5ZmcCAAAADAfxQnFXH9ZhFqF+ys9N18zft1ndhwAAADAdBQnFGO1WvRk35aSpFm/x+loeo7JiQAAAABzUZxwVr0vCVW7qCBlOwr01uLdZscBAAAATEVxwllZLBY907+VJOmz1Qe171iGyYkAAAAA81CccE5XNAnWVS3rqsBp6I2fdpkdBwAAADANxQnnNfbaVrJYpO83J2jjwRSz4wAAAACmoDjhvC6JCNDN7SMlSVN+3CHDMExOBAAAAFQ8ihNKNKZPC3narFqx74R+3X3c7DgAAABAhaM4oUT1a/tqaExDSYVHnZxOjjoBAACgZqE4oVQevqqZ/L08tD0hTfM3HjE7DgAAAFChKE4oldq1PPVQr6aSpNd/2qnc/AKTEwEAAAAVh+KEUru3W2OF+nvp0MlszVkZb3YcAAAAoMJQnFBqPp42PdGnhSTp7Z93Ky3HYXIiAAAAoGJQnOCW2zvWV5O6tXQyy6FpS/eaHQcAAACoEBQnuMXDZtUz17aSJP1n2X4dOpllciIAAACg/FGc4LY+rcMU0yRYeflOvbpgp9lxAAAAgHJHcYLbLBaLnr/hElks0rcbj2jtgZNmRwIAAADKFcUJF+TSeoG6vWN9SdL/fb9NhsFNcQEAAFB9UZxwwZ7s21K+njatj0/Rt5sSzI4DAAAAlBuKEy5YWIC3HupZeFPcV3/coRwHN8UFAABA9URxwkW5v0cTRQR663BKtmb+vt/sOAAAAEC5oDjhovh42jT22paSpPeW7NWx9FyTEwEAAABlj+KEi3ZTdKTa1g9URm6+psbuMjsOAAAAUOYoTrhoVqtF429oLUn6/I947UhMMzkRAAAAULYoTigTlzeqo+suC5fTkF76junJAQAAUL1QnFBmnrn2Enl6WPX7nhNasCXR7DgAAABAmaE4ocw0CPbVg1c2kST93/fblZ3H9OQAAACoHihOKFOjejVTvVPTk0/7Za/ZcQAAAIAyQXFCmfLxtOm56wsnipj+y14dTM4yOREAAABw8ShOKHPXXRaumCbByst36v++32Z2HAAAAOCiUZxQ5iwWiybddKlsVosWbk3Sb7uPmR0JAAAAuCgUJ5SLFmH+GhrTUJL0wvytyst3mpwIAAAAuHAUJ5Sbx3u3UHAtT+09lqkPl8eZHQcAAAC4YBQnlJtAH7uevraVJOlfi3fraFqOyYkAAACAC0NxQrm6rWN9RUcFKSM3X1MW7DA7DgAAAHBBKE4oV1arRZNuvFSS9PW6w1q9P9nkRAAAAID7KE4od+2igjSoc5Qk6fl5m5koAgAAAFUOxQkV4ulrW6lOLU/tSsrQf5btNzsOAAAA4BaKEypEkK+nnrvuEknSvxbv0sHkLJMTAQAAAKVHcUKFuaVDpLo0rqMch1MT52+VYRhmRwIAAABKheKECmOxWPTyzW1kt1n0846jWrg1yexIAAAAQKlQnFChmoX668Erm0qSJn27VRm5+SYnAgAAAEpGcUKFG311MzWo46uE1By9GbvL7DgAAABAiShOqHDedptevKnw3k6zlsdp65FUkxMBAAAA50dxgil6tQzV9ZdFqMBp6Pl5W+R0MlEEAAAAKi+KE0wz/obW8vPy0Pr4FM1ZHW92HAAAAOCcLqg4paSk6IMPPtC4ceOUnJwsSVq3bp0OHz5cpuFQvYUHeuvvfVtIkl79cYcSUrNNTgQAAACcndvFadOmTWrRooVeffVVvf7660pJSZEkff311xo3blxZ50M1NySmkTo0CFJGbr6e/2YL93YCAABApeR2cRozZoyGDx+u3bt3y9vb27X8uuuu06+//lqm4VD92awWvXprW3narFq846i+3ZRgdiQAAACgGLeL0x9//KEHH3yw2PLIyEglJiaWSSjULM3D/PXwVc0kSZPmb1VyZp7JiQAAAICi3C5OXl5eSktLK7Z8165dqlu3bpmEQs0zsldTtQzz14nMPL303Taz4wAAAABFuF2cbrzxRr344otyOBySJIvFovj4eD399NO69dZbyzwgagZPD6um3HqZLBbpm/WHtXTnUbMjAQAAAC5uF6c33nhDGRkZCg0NVXZ2tnr27KlmzZrJ399fL7/8stsB3n33XTVq1Eje3t7q0qWLVq9efd71U1JS9PDDDysiIkJeXl5q0aKFfvjhB7f3i8qnfYPaurdbY0nSc99sUUZuvsmJAAAAgEIe7m4QGBio2NhYLVu2TJs2bVJGRoY6dOig3r17u73zzz//XGPGjNH06dPVpUsXvfnmm+rXr5927typ0NDQYuvn5eWpT58+Cg0N1VdffaXIyEgdOHBAQUFBbu8bldOTfVvop22JOpicrdcX7tQLN15qdiQAAADA/eJ0Wvfu3dW9e/eL2vnUqVN1//33a8SIEZKk6dOn6/vvv9fMmTP1zDPPFFt/5syZSk5O1vLly2W32yVJjRo1uqgMqFx8PT00+ea2uuc/q/ThijgNiI5Qx4Z1zI4FAACAGs7t4vTiiy+e9/UJEyaU6n3y8vK0du3aIvd+slqt6t27t1asWHHWbebPn6+YmBg9/PDD+t///qe6devq7rvv1tNPPy2bzXbWbXJzc5Wbm+t6fnpiC4fD4bpOy0ynM1SGLJVFl0aBuqV9PX29/oie+nKj/jcqRt72s//61kSMGbiLMQN3MWbgLsYM3FVZxow7+7cYbt5xtH379sV2tn//fnl4eKhp06Zat25dqd7nyJEjioyM1PLlyxUTE+NaPnbsWP3yyy9atWpVsW1atWqluLg4DR48WKNGjdKePXs0atQoPfroo5o4ceJZ9/PCCy9o0qRJxZZ/+umn8vX1LVVWVLxMhzRlo01pDot6RTh1cyOn2ZEAAABQzWRlZenuu+9WamqqAgICzruu20ec1q9fX2xZWlqahg8frptvvtndt3OL0+lUaGioZsyYIZvNpo4dO+rw4cN67bXXzlmcxo0bpzFjxhTJGhUVpb59+5b4w6kIDodDsbGx6tOnj+v0QxQKaXVMD3yyXr8kWvXAdV10eaPaZkeqFBgzcBdjBu5izMBdjBm4q7KMmbPdZulcLvgapzMFBARo0qRJGjBggIYMGVKqbUJCQmSz2ZSUlFRkeVJSksLDw8+6TUREhOx2e5HT8i655BIlJiYqLy9Pnp6exbbx8vKSl5dXseV2u71S/caubHkqg75t6un2jsf05dpDGjdvq358rId8PctkyFYLjBm4izEDdzFm4C7GDNxl9phxZ99uT0d+LqmpqUpNTS31+p6enurYsaMWL17sWuZ0OrV48eIip+6dqVu3btqzZ4+czj9P29q1a5ciIiLOWppQ9Y0f0Fr1Ar114ESWpvy4w+w4AAAAqKHc/u/7t956q8hzwzCUkJCgjz/+WP3793frvcaMGaNhw4apU6dO6ty5s958801lZma6ZtkbOnSoIiMjNXnyZEnSyJEj9c477+ixxx7TI488ot27d+uVV17Ro48+6u7HQBUR4G3Xq7e11ZD/rNZHKw6o36Xh6tYsxOxYAAAAqGHcLk7//Oc/izy3Wq2qW7euhg0bVmSGvNK48847dezYMU2YMEGJiYlq166dFixYoLCwMElSfHy8rNY/D4pFRUVp4cKFeuKJJ9S2bVtFRkbqscce09NPP+3ux0AV0qN5XQ3u0kBzVsVr7FebtODxHvL35jQAAAAAVBy3i9P+/fvLNMDo0aM1evTos762dOnSYstiYmK0cuXKMs2Aym/cdZfol13HdOhktl75Ybsm39LW7EgAAACoQcrsGiegPPl5eei126IlSZ+tPqilO4+anAgAAAA1SamOON1yyy2lfsOvv/76gsMA5xPTNFjDuzbS7OVxeua/m7Xg8R4K8mVSEAAAAJS/UhWnwMDA8s4BlMrT17bSL7uOaf/xTD03b4veGdReFovF7FgAAACo5kpVnGbNmlXeOYBS8fG06c072+mWacv1/aYEXd0yVLd2rG92LAAAAFRzXOOEKic6KkiPX9NckjRx/lYdTM4yOREAAACqO7dn1ZOkr776Sl988YXi4+OVl5dX5LV169aVSTDgfEZd1Uy/7DqmNQdO6onPN2juA1fIw8b/AwAAAKB8uP0vzbfeeksjRoxQWFiY1q9fr86dOys4OFj79u1z+wa4wIWyWS36553t5OfloTUHTmra0r1mRwIAAEA15nZxeu+99zRjxgy9/fbb8vT01NixYxUbG6tHH31Uqamp5ZEROKuoOr568aZLJUlvLt6tDQdTzA0EAACAasvt4hQfH6+uXbtKknx8fJSeni5JGjJkiD777LOyTQeU4Ob2kbqhbYQKnIYen7tembn5ZkcCAABANeR2cQoPD1dycrIkqUGDBlq5cqUkaf/+/TIMo2zTASWwWCx6eeBlqhforbgTWfq/77eZHQkAAADVkNvF6eqrr9b8+fMlSSNGjNATTzyhPn366M4779TNN99c5gGBkgT62vXGHe1ksUifrT6oBVsSzY4EAACAaqbUs+p99913uu666zRjxgw5nU5J0sMPP6zg4GAtX75cN954ox588MFyCwqcT0zTYD1wZRP9+5d9GvvVRrWJDFD92r5mxwIAAEA1UeojTgMHDlRUVJTGjx+vAwcOuJbfddddeuutt/TII4/I09OzXEICpfFkn5aKjgpSWk6+Hv1svRwFTrMjAQAAoJoodXHav3+/HnzwQc2dO1ctWrRQz5499fHHHys7O7s88wGl5ulh1TuD2svf20Pr4lM0NXaX2ZEAAABQTZS6OEVFRWnChAnau3evFi1apEaNGmnkyJGKiIjQQw89pD/++KM8cwKlElXHV6/e2laSNG3pXv2y65jJiQAAAFAduD05hCRdddVV+vDDD5WQkKDXXntNmzdv1hVXXKHo6Oiyzge47brLInTPFQ0kSWM+36CjaTkmJwIAAEBVd0HF6TR/f39dc801uuqqqxQUFKRt25gKGpXD89e3Vqtwf53IzNPjn29QgZOp8gEAAHDhLqg4ZWdn66OPPlKvXr3UvHlzzZ07V2PGjFFcXFwZxwMujLfdpnfu7iAfu03L957Qe0v2mB0JAAAAVZhbxWnlypV64IEHXNc11a9fX4sWLdKePXv03HPPKTIysrxyAm5rFuqnlwa2kST9c9Eurdp3wuREAAAAqKpKXZxat26tbt26ad26dZo8ebISEhL0ySef6KqrrirPfMBFua1jfd3SPlJOQ3p07nodS881OxIAAACqoFIXp969e2vdunVas2aNRo4cqcDAwPLMBZSZlwa2UbNQPyWl5erRz9Yrn/s7AQAAwE2lLk5vvfUWs+ahSqrl5aHp93SQr6dNK/ad4P5OAAAAcNtFzaoHVBXNQv1d93d6b+lexW5LMjkRAAAAqhKKE2qMAdH1NKJbI0nSmC826MCJTHMDAQAAoMqgOKFGGdf/EnVsWFvpOfl66JN1ynEUmB0JAAAAVQDFCTWKp4dV797dQcG1PLU9IU3Pz9siw+DmuAAAADg/jwvZaPHixVq8eLGOHj0qp7PoDGUzZ84sk2BAeQkP9Nbbg9rrnv+s0ldrD6lTw9q6q3MDs2MBAACgEnP7iNOkSZPUt29fLV68WMePH9fJkyeLPICqoGuzEP29X0tJ0oT5W7XhYIq5gQAAAFCpuX3Eafr06Zo9e7aGDBlSHnmACvPQlU21Pj5FsduS9NDHazX/kW4K9fc2OxYAAAAqIbePOOXl5alr167lkQWoUFarRVPviFazUD8lpuVo5CfrlJvPZBEAAAAozu3idN999+nTTz8tjyxAhfP3tmvGkI7y9/bQ2gMn9cL8rUwWAQAAgGLcPlUvJydHM2bM0KJFi9S2bVvZ7fYir0+dOrXMwgEVoUldP709qL1GzP5Dn60+qNb1AjXkioZmxwIAAEAl4nZx2rRpk9q1aydJ2rJlS5HXLBZLmYQCKlqvlqEa26+VXl2wQ5Pmb1WLUD91aRJsdiwAAABUEm4XpyVLlpRHDsB0D/Vsom0Jafp24xGNmrNO8x/prsggH7NjAQAAoBK4qBvgHjp0SIcOHSqrLICpLBaL/nFrW7WOCNCJzDw9+PEaZecxWQQAAAAuoDg5nU69+OKLCgwMVMOGDdWwYUMFBQXppZdeKnYzXKCq8fG0acbQjqpTy1NbDqfpqa82yulksggAAICazu3i9Nxzz+mdd97RlClTtH79eq1fv16vvPKK3n77bY0fP748MgIVqn5tX703uIPsNou+25SgNxfvNjsSAAAATOb2NU4ffvihPvjgA914442uZW3btlVkZKRGjRqll19+uUwDAma4okmwXr75Mo39apPeWrxbTUJqaWD7SLNjAQAAwCRuH3FKTk5Wq1atii1v1aqVkpOTyyQUUBnc0SlKD/ZsIkka+9UmrYljfAMAANRUbhen6OhovfPOO8WWv/POO4qOji6TUEBl8XS/Vup3aZjyCpx64OO1ij+RZXYkAAAAmMDtU/X+8Y9/6Prrr9eiRYsUExMjSVqxYoUOHjyoH374ocwDAmayWi36553tdMe/V2jL4TT97cM/9N9RXRXgbS95YwAAAFQbbh9x6tmzp3bt2qWbb75ZKSkpSklJ0S233KKdO3eqR48e5ZERMJWvp4c+GHq5wgK8tPtohh6es075BcwgCQAAUJO4fcRJkurVq8ckEKhRwgO99Z9hl+v26Sv02+7jeuHbrXrppjayWCxmRwMAAEAFKFVx2rRpU6nfsG3bthccBqjM2kQG6l93tdODn6zVJyvjFRnkq5G9mpodCwAAABWgVMWpXbt2slgsMozz3wjUYrGooKCgTIIBlVHfS8M1/vrWevG7bXp1wQ5FBHozTTkAAEANUKritH///vLOAVQZ93ZvrITUbL3/23499dVG1fX3UrdmIWbHAgAAQDkqVXFq2LBheecAqpRx/S9RQmqOvtuUoAc/XqsvHoxR63oBZscCAABAOSlVcZo/f7769+8vu92u+fPnn3fdG2+8sUyCAZWZ1WrRG3dE61h6rlbtT9aI2av19ahuigzyMTsaAAAAykGpitPAgQOVmJio0NBQDRw48JzrcY0TahIvD5tmDO2k26cv166kDA2fuVpfPdRVgb7c4wkAAKC6KdV9nJxOp0JDQ13fn+tBaUJNE+hj1+wRnV33eHrg4zXKcfD7AAAAoLpx+wa4Z5OSklIWbwNUSfWCfDR7RGf5e3lo1f5kPfrZem6QCwAAUM24XZxeffVVff75567nt99+u+rUqaPIyEht3LixTMMBVcUlEQGaMbSTPD2s+mlbksZ9vbnE6fsBAABQdbhdnKZPn66oqChJUmxsrBYtWqQFCxaof//+euqpp8o8IFBVxDQN1juD2stmtejLtYf0yg/bKU8AAADVhNvFKTEx0VWcvvvuO91xxx3q27evxo4dqz/++KPMAwJVSd9Lw/XqrW0lSe//tl/vLd1rciIAAACUBbeLU+3atXXw4EFJ0oIFC9S7d29JkmEYTA4BSLqtY309f/0lkqTXFu7UnFUHTE4EAACAi1Wq6cjPdMstt+juu+9W8+bNdeLECfXv31+StH79ejVr1qzMAwJV0X09migly6F3luzR8/O2KNDHrhva1jM7FgAAAC6Q28Xpn//8pxo1aqSDBw/qH//4h/z8/CRJCQkJGjVqVJkHBKqqJ/u20MmsPM1ZFa8nPt8gPy8P9WoZanYsAAAAXAC3i5Pdbtff//73YsufeOKJMgkEVBcWi0Uv3tRGaTn5+nbjET348VrNGn65ujYLMTsaAAAA3HRB93HauXOnRo8erWuuuUbXXHONRo8erZ07d5Z1NqDKs1ktmnpHtHpfEqbcfKf+9uEa/RGXbHYsAAAAuMnt4vTf//5Xbdq00dq1axUdHa3o6GitW7dObdq00X//+9/yyAhUaXabVe8Obq+eLeoq21GgEbP+0Pr4k2bHAgAAgBvcLk5jx47VuHHjtGLFCk2dOlVTp07V8uXL9eyzz2rs2LEXFOLdd99Vo0aN5O3trS5dumj16tWl2m7u3LmyWCwaOHDgBe0XqCheHjb9e0hHxTQJVkZuvobOXK0th1PNjgUAAIBScrs4JSQkaOjQocWW33PPPUpISHA7wOeff64xY8Zo4sSJWrdunaKjo9WvXz8dPXr0vNvFxcXp73//u3r06OH2PgEzeNtt+s/wTrq8UW2l5+Trnv+s0o7ENLNjAQAAoBTcLk69evXSb7/9Vmz5smXLLqjETJ06Vffff79GjBih1q1ba/r06fL19dXMmTPPuU1BQYEGDx6sSZMmqUmTJm7vEzCLr6eHZg6/XNFRQUrJcmjw+6u052i62bEAAABQArdn1bvxxhv19NNPa+3atbriiiskSStXrtSXX36pSZMmaf78+UXWPZ+8vDytXbtW48aNcy2zWq3q3bu3VqxYcc7tXnzxRYWGhupvf/vbWUvcmXJzc5Wbm+t6npZW+D/8DodDDofjvNtWhNMZKkMWVAxvm/SfIe01dNYabUtI16AZK/XRiE5qFupXqu0ZM3AXYwbuYszAXYwZuKuyjBl39m8xDMNw582t1tIdpLJYLCooKDjvOkeOHFFkZKSWL1+umJgY1/KxY8fql19+0apVq4pts2zZMt11113asGGDQkJCNHz4cKWkpGjevHln3ccLL7ygSZMmFVv+6aefytfXt1SfBSgPGQ7pnW02JWRZ5G839HDrAkUwJAEAACpMVlaW7r77bqWmpiogIOC867p9xMnpdF5wsIuVnp6uIUOG6P3331dISOnuhTNu3DiNGTPG9TwtLU1RUVHq27dviT+ciuBwOBQbG6s+ffrIbrebHQcVrHfvPA2bvVY7EtM1Y4+PPhreSS3D/c+7DWMG7mLMwF2MGbiLMQN3VZYxc/pstNJwuziVpZCQENlsNiUlJRVZnpSUpPDw8GLr7927V3FxcRowYIBr2eki5+HhoZ07d6pp06ZFtvHy8pKXl1ex97Lb7ZXqN3Zly4OKERZk19wHrtA9/1mlLYfTNGTWGs257wq1rldyqWfMwF2MGbiLMQN3MWbgLrPHjDv7LvXkENddd51SU/+cPnnKlClKSUlxPT9x4oRat25d6h1Lkqenpzp27KjFixe7ljmdTi1evLjIqXuntWrVSps3b9aGDRtcjxtvvFFXXXWVNmzYoKioKLf2D1QGQb6emvO3KxRdP1Ansxy6+4OVTFUOAABQyZS6OC1cuLDIJAuvvPKKkpOTXc/z8/O1c+dOtwOMGTNG77//vj788ENt375dI0eOVGZmpkaMGCFJGjp0qGvyCG9vb7Vp06bIIygoSP7+/mrTpo08PT3d3j9QGQT62vXxfV3UvkHhbHt3v79Smw6lmB0LAAAAp5S6OP11Dgk355Q4pzvvvFOvv/66JkyYoHbt2mnDhg1asGCBwsLCJEnx8fEXdH8ooKoJ8Lbro3s7q2PD2krLydfgD1ZpffxJs2MBAABAJl/jdNro0aM1evTos762dOnS8247e/bssg8EmMTf264P7+2se2f9odVxyRryn9X6YFgnXdEk2OxoAAAANVqpjzhZLBZZLJZiywCULT8vD82+93J1bRqsjNx8DZu5Wou3J5W8IQAAAMpNqY84GYah4cOHu2aoy8nJ0UMPPaRatWpJUpHrnwBcHF9PD80cfrlGf7pei7Yn6cGP1+qNO6J1U7tIs6MBAADUSKUuTsOGDSvy/J577im2ztChQy8+EQBJkrfdpmn3dNBTX27UvA1H9PjnG5Sek687O9YzOxoAAECNU+riNGvWrPLMAeAs7Darpt7RTgE+dn204oCen7dFKZm5YuJ9AACAilXqa5wAmMNqtWjSjZdq9FXNJEmvx+7W/APWMpvZEgAAACWjOAFVgMVi0d/7tdS4/q0kSYuPWDV+/nYVOClPAAAAFYHiBFQhD/Zsqv+7qbUsMvT5mkMa+cla5TgKzI4FAABQ7VGcgCrmzk71NbyFU54eVv20LUl3v79SJzPzzI4FAABQrVGcgCqoXbCh2cM6KsDbQ+viU3Tr9OU6mJxldiwAAIBqi+IEVFGXN6qtr0Z2Vb1Ab+07lqlbpi3XlsOpZscCAAColihOQBXWIsxfX4/qplbh/jqWnqs7/71Cv+0+ZnYsAACAaofiBFRx4YHe+uKhGMU0CVZmXoFGzPpDX687ZHYsAACAaoXiBFQDAd52zb73cg2Irqd8p6ExX2zU1Nhd3OsJAACgjFCcgGrCy8Omf93ZTg/2bCJJemvxbj06dwPTlQMAAJQBihNQjVitFo3rf4levfUyeVgt+nbjEQ16f6WOpeeaHQ0AAKBKozgB1dCdlzfQR3/rrEAfu9bHp2jgu79rZ2K62bEAAACqLIoTUE11bRqib0Z1VaNgXx1Oydat05Zr6c6jZscCAACokihOQDXWpK6fvhnVTZ0b11FGbr7unf2HPlwex6QRAAAAbqI4AdVc7Vqe+uRvXXRbx/pyGtLE+Vv17DeblZvPpBEAAAClRXECagBPD6teu62tnunfShaL9Nnqgxo0Y6WOpuWYHQ0AAKBKoDgBNYTFYtFDPZtq1vDLFeDtoXXxKbrh7WVaH3/S7GgAAACVHsUJqGF6tQzV/0Z3V/NQPx1Nz9Wd/16pL9YcNDsWAABApUZxAmqgxiG19M3D3dS3dZjyCpwa+9UmTfzfFjkKnGZHAwAAqJQoTkAN5efloen3dNSYPi0kSR+uOKDBH6zS0XSuewIAAPgrihNQg1mtFj16TXO9P7ST/Lw8tHp/sq5/a5lW7TthdjQAAIBKheIEQH1ah+l/o7upRZifjqXn6u4PVmn6L3vldHK/JwAAAIniBOCUpnX9NO/hbrqlfaQKnIam/LhDD3y8VqlZDrOjAQAAmI7iBMDF19NDb9wRrVduvkyeNqsWbU/SDe/8pi2HU82OBgAAYCqKE4AiLBaL7u7SQP8d2VVRdXx0MDlbt0xbrjmrDsgwOHUPAADUTBQnAGd1Wf1AfTe6h3pfEqq8fKee+2aLHvlsvVKzOXUPAADUPBQnAOcU6GvXjCGd9Ez/VvKwWvTdpgRd/9ZvWnvgpNnRAAAAKhTFCcB5Wa0WPdSzqb58KEZRdXx06GS27vj3Cr27ZA+z7gEAgBqD4gSgVNo3qK3vH+2hAdH1VOA09NrCnRoyc5WS0rhhLgAAqP4oTgBKLcDbrrfuaqd/3NZWPnabft9zQv3/9ZuW7DhqdjQAAIByRXEC4BaLxaI7OkXp20e665KIACVn5mnE7D80ft4WZeXlmx0PAACgXFCcAFyQZqF++mZUV43o1kiS9PHKA7r+rWVaH8/EEQAAoPqhOAG4YN52myYOuFQf/62zwgO8tf94pm6bvkJTf9opR4HT7HgAAABlhuIE4KL1aF5XCx+/Uje1K5w44q2f9+iW95Zrz9F0s6MBAACUCYoTgDIR6GvXv+5qr3fubq8gX7s2H07V9W8t08xl+5m2HAAAVHkUJwBl6oa29bTw8SvVs0Vd5eY79eJ32zT4g1WKP5FldjQAAIALRnECUObCArw1e8Tl+r+BbeRjt2nFvhPq9+avmrlsvwo4+gQAAKogihOAcmGxWHTPFQ214PEeuqJJHWU7CvTid9t0x79XaM/RDLPjAQAAuIXiBKBcNQyupU/vu0Iv39xGfl4eWnvgpK576ze9u2QPM+8BAIAqg+IEoNxZrRYN7tJQPz1xpXq1rKu8fKdeW7hTA9/9XVuPpJodDwAAoEQUJwAVpl6Qj2YNv1xT74hWoI9dW4+k6aZ3ftdrC3cox1FgdjwAAIBzojgBqFAWi0W3dKiv2DFX6tpLw5XvNPTukr3q+89ftXTnUbPjAQAAnBXFCYApQv29NX1IR02/p6PCA7wVn5yl4bP+0MOfrlNSWo7Z8QAAAIqgOAEw1bVtwrXoyZ76W/fGslqk7zclqPcbv+jD5XFMXQ4AACoNihMA0/l5eWj8Da01f3R3RUcFKT03XxPnb9XN7/2uLYeZPAIAAJiP4gSg0mgTGaivR3bVSwPbyN/bQ5sOperGd5Zpwv+2KCUrz+x4AACgBqM4AahUbFaLhlzRUIuf7KkB0fXkNKSPVhxQr9eX6pOVBzh9DwAAmILiBKBSCvX31tuD2uvT+7uoZZi/UrIcen7eFg14e5lW7082Ox4AAKhhKE4AKrWuTUP0/aPdNenGSxXg7aFtCWm6498r9Ohn65WYyux7AACgYlCcAFR6HjarhnVtpCV/76W7uzSQxSLN33hEV7+xVO8u2cPNcwEAQLmjOAGoMoL9vPTKzZfp29Hd1alhbWXlFei1hTt1zRu/aN76w3Jy/RMAACgnFCcAVU6byEB9+VCM3ryzneoFeutwSrYe/3yDbnx3mVbsPWF2PAAAUA1RnABUSRaLRQPbR+rnv/fS2Gtbys/LQ1sOp2nQ+yt134d/aM/RDLMjAgCAaoTiBKBK87bbNKpXMy19qpeGxjSUzWrRou1H1e/NX/X8vM06npFrdkQAAFANUJwAVAshfl568aY2+umJK9WndZgKnIY+WRmvnv9Yoqk/7VRajsPsiAAAoAqjOAGoVprW9dP7Qzvp8weuUHT9QGXmFeitn/eox6tLNP2XvcrOYwY+AADgvkpRnN599101atRI3t7e6tKli1avXn3Odd9//3316NFDtWvXVu3atdW7d+/zrg+gZurSJFjzHu6m6fd0ULNQP6VmOzTlxx268rUl+nhFnPLynWZHBAAAVYjpxenzzz/XmDFjNHHiRK1bt07R0dHq16+fjh49etb1ly5dqkGDBmnJkiVasWKFoqKi1LdvXx0+fLiCkwOo7CwWi65tE6GFj1+pN26PVv3aPjqWnqvx/9uqq99Yqv+uPaQCpjAHAAClYHpxmjp1qu6//36NGDFCrVu31vTp0+Xr66uZM2eedf05c+Zo1KhRateunVq1aqUPPvhATqdTixcvruDkAKoKm9WiWzvW189P9tJLN12quv5eOnQyW09+uVH93vxV3248QoECAADn5WHmzvPy8rR27VqNGzfOtcxqtap3795asWJFqd4jKytLDodDderUOevrubm5ys39c1attLQ0SZLD4ZDDYf7F4qczVIYsqBoYMxfOIumuTpG6qW24Pl4Vrxm/7deeoxl65LP1enPRLo3q2UTXXxYum9VidtQyxZiBuxgzcBdjBu6qLGPGnf1bDMMw7b9Zjxw5osjISC1fvlwxMTGu5WPHjtUvv/yiVatWlfgeo0aN0sKFC7V161Z5e3sXe/2FF17QpEmTii3/9NNP5evre3EfAECVlp0vLU2w6JcEq7ILCstSqLehPvWd6hhiyFa9+hMAAPiLrKws3X333UpNTVVAQMB51zX1iNPFmjJliubOnaulS5eetTRJ0rhx4zRmzBjX87S0NNd1USX9cCqCw+FQbGys+vTpI7vdbnYcVAGMmbJ1q6T0nHx9sipeM38/oKPZDs3ZY9NvyT4a2bOJboqOkN1m+lnNF4UxA3cxZuAuxgzcVVnGzOmz0UrD1OIUEhIim82mpKSkIsuTkpIUHh5+3m1ff/11TZkyRYsWLVLbtm3PuZ6Xl5e8vLyKLbfb7ZXqN3Zly4PKjzFTdurY7Xq0d0vd26OpPl5xQO//tk/xydka981Wvbt0n0b2aqpbO9SXt91mdtSLwpiBuxgzcBdjBu4ye8y4s29T/xvV09NTHTt2LDKxw+mJHs48de+v/vGPf+ill17SggUL1KlTp4qICqAG8PPy0MheTbXs6av07HWtFOLnqUMns/XcN1vU/dUlem/pHqVmc/4+AAA1kennn4wZM0bvv/++PvzwQ23fvl0jR45UZmamRowYIUkaOnRokckjXn31VY0fP14zZ85Uo0aNlJiYqMTERGVkZJj1EQBUM76eHnrgyqb6bezVmnBDa9UL9NbxjFz9Y8FOdZvys175YbsSU3PMjgkAACqQ6dc43XnnnTp27JgmTJigxMREtWvXTgsWLFBYWJgkKT4+Xlbrn/1u2rRpysvL02233VbkfSZOnKgXXnihIqMDqOZ8PG26t3tjDYlpqPkbjujfv+7VrqQMzfh1n2b9vl83t4/UA1c2VbNQP7OjAgCAcmZ6cZKk0aNHa/To0Wd9benSpUWex8XFlX8gADiD3WbVrR3r65YOkVqy86imL92n1XHJ+mLNIX259pD6XBKm+3o00eWNastiYSo+AACqo0pRnACgKrBYLLq6VZiubhWmtQdO6t+/7NVP25JcjzaRARrRtbFuiI6Ql0fVnkgCAAAUZfo1TgBQFXVsWFszhnbSojE9NahzA3nbrdpyOE1PfrlR3aYs0ZuLdulYem7JbwQAAKoEihMAXIRmoX6afMtlWvHMNRp7bUuFBxROJPHmot3qNuVnPfnFRm05nGp2TAAAcJE4VQ8AykDtWp4a1auZ7u/RRD9uSdSs3/drfXyK/rvukP677pA6N66jYTGN1Kd1mDw9+D8rAACqGooTAJQhu82qG6Pr6cboeloXf1Kzfo/Tj5sTtHp/slbvT1aIn5fuujxKg7o0UGSQj9lxAQBAKVGcAKCcdGhQWx0a1FbCda00Z2W85v5xUMczcvXOkj16b+keXdUyVPdc0VBXtqgrm5XZ+AAAqMwoTgBQziICffT3fi31WO/m+mlrkuasOqDle09o8Y6jWrzjqOrX9tGgzg105+VRCvHzMjsuAAA4C4oTAFQQu82q69tG6Pq2Edp7LENzVsbrq7UHdehktl5buFNvLtqlvq3DdXun+urRnKNQAABUJhQnADBB07p+mjCgtcZe21LfbjyiOaviteFgir7fnKDvNycoItBbt3aor9s71VfD4FpmxwUAoMajOAGAibztNt3eKUq3d4rS1iOp+nLNIc3bcFgJqTl6Z8kevbNkj7o0rqM7OkWp/2Xh8vXkj20AAMzA38AAUElcWi9Ql94YqHHXtdKibUf1xZqD+nX3Ma3an6xV+5M1cf5WDYiO0G0d66tDg9qyWDiVDwCAikJxAoBKxsvD5roW6khKtr5ed0hfrDmk+OQsfbb6oD5bfVAN6vjqpnb1dFO7SDUL9TM7MgAA1R7FCQAqsXpBPhp9dXON6tVMq+OS9cWag1q4JVHxyVl6++c9evvnPWpbP1A3tYvUgOgIhfp7mx0ZAIBqieIEAFWA1WrRFU2CdUWTYGUPLFDs9iTNW39Yv+46pk2HUrXpUKpe/n6bujUL0c3tI9X30nD5efFHPAAAZYW/VQGgivHxtOnG6Hq6MbqeTmTk6vvNCfpm/WGtj0/Rb7uP67fdx+Vt36xrLgnTDZdFqFuT2mZHBgCgyqM4AUAVFuznpaExjTQ0ppEOnMjUvPVH9L8Nh7XveKa+35Sg7zclyNfTppb+VlkbJql36wj5eNrMjg0AQJVDcQKAaqJhcC091ru5Hr2mmTYfTi0sTpsTdOhkttafsOqRuRvl67lFV7cK1fWXRahXy1BKFAAApURxAoBqxmKxqG39ILWtH6Rn+rfSurgTevfbFdqV5atDKTn6blOCvjt1JOqqVqHq3yZcPVvUlb+33ezoAABUWhQnAKjGCktUoG5q6FT//j20PSlLP2z+80jU6dP5PG1WxTQNVp/WYerTOkxhAczOBwDAmShOAFBDWCwWRUcFKTqq8EjU5sOp+n5zgmK3JWnfsUz9suuYftl1TM/P26LoqCD1PVWimof6cbNdAECNR3ECgBrozNP5xvW/RHuOZih2W5JityVq/cEUbTz1eG3hTjUK9j11JCpcHRoEycNmNTs+AAAVjuIEAFCzUD81C/XTyF5NdTQ9R4u3H9VPWxP1+94TijuRpfd/26/3f9uvAG8P9WhRV1e1DFXPFnVV19/L7OgAAFQIihMAoIhQf28N6txAgzo3UEZuvn7ddUyx25K0ZOdRpWQ5XNdFSdJlkYHq1bKuerUMVbuoINmsnNIHAKieKE4AgHPy8/LQdZdF6LrLIlTgNLThYIp+2XlUS3Ye0+bDqa7H2z/vUZCvXVc2r6urWtVVj+Z1FeLH0SgAQPVBcQIAlIrNalHHhrXVsWFtjenbUkfTc/TrruNasvOoftt1TClZDs3feETzNx6RJLUK91f3ZiHq1jxEXRrXka8nf+UAAKou/hYDAFyQUH9v3daxvm7rWF/5BU6tP5iipTuPasmOY9qWkKYdienakZiuD5btl91mUYcGtV1Fqm1kIJNMAACqFIoTAOCiedisurxRHV3eqI6e6tdKJzJytXzvCS3bfVzL9hzX4ZRsrdqfrFX7k/VG7C75e3noiqbBhUWqWbCa1mXKcwBA5UZxAgCUuWA/Lw2IrqcB0fVkGIYOnMjSsj3H9fue41q+94RSsx2npj9PkiSF+Hmqc+M66tI4WF2a1FGLUH9ZmWgCAFCJUJwAAOXKYrGoUUgtNQqppXuuaKgCp6GtR1K1bM9xLdt9XGsPnNTxjDz9sDlRP2xOlCQF+dp1eaM66tK4jq5oEqxLIgKYsQ8AYCqKEwCgQtmsf958d1SvZsrNL9CmQ6late+EVu1P1pq4k0rJKnpEyt/bQ5c3qqPOjeuoU8PaahMZKG+7zeRPAgCoSShOAABTeXnYXNdHjZbkKHBq8+FUrdqXrFX7T2hN3Eml5+Tr5x1H9fOOo5Iku82iNpGB6tigtmumv9AAb3M/CACgWqM4AQAqFbvNqg4NaqtDg9oa2aup8guc2paQptWnJpdYH194at/6+BStj0/RB8v2S5Lq1/ZRx4aF23VsWFutwv2ZuQ8AUGYoTgCASs3DZnWd2ndfjyYyDEPxyVlae+Ck67EzKV2HTmbr0Mls/W9D4X2kfD1tals/UNFRQYquH6S29QMVGeTD7H0AgAtCcQIAVCkWi0UNg2upYXAt3dKhviQpPcehjQdTC4tU/EmtP3BS6bn5WrkvWSv3Jbu2Da7lqbb1A9W2fpCiowq/hvh5mfVRAABVCMUJAFDl+Xvb1b15iLo3D5EkOZ2Gdh/N0Pr4k9p4KFWbDqVoR2K6TmTmacnOY1qy85hr28ggnz/LVP1AtakfqABvu1kfBQBQSVGcAADVjtVqUctwf7UM99ddnQuX5TgKtPVImjYdStGmQ6naeChF+45l6nBKtg6nZOvHLYmu7RvU8dWl9QLUOiJAl0YGqHVEoMICvDjNDwBqMIoTAKBG8LbbXDPwnZaW49CWQ6muo1KbDqXqcEq24pOzFJ+cVaRMBdfyVOt6AYWPiABdWi9QjUNqcX8pAKghKE4AgBorwNuurs1C1LVZiGtZcmaetiekaduRNG09kqptCWnaeyxTJzLz9Nvu4/pt93HXuj52m1pF+KtVeIBahvmpRbi/Wob5K5jrpgCg2qE4AQBwhjq1PNWtWYi6nVGmchwF2pmYrm0Jp8rUkTRtT0hXtqPANS36mUL8vNQy3E8twgqLVItwf7UI85efF3/tAkBVxZ/gAACUwNtuK5zWPCrItazAaSjuRKa2HUnTrqR07UhM166kdMUnZ+l4Rq6O78nV73tOFHmf+rV9zihSfmpa109N6vpRqACgCuBPagAALoDNalHTuoXl50xZefnaczSjsEglpmtnUmGhSkrLdd1ravGOo0W2CQ/wVtPQWmpa10/NQv1c78uEFABQeVCcAAAoQ76eHq4b9p4pJStPO08dldqRmK49RzO091imjmfkKjEtR4lpOcWOUNXytKmpq0jVch2hahjsK2+7rQI/FQCA4gQAQAUI8vVUlybB6tIkuMjy1CyH9h7P0N5TRWrvsQztPZahAyeylJlXoE2HUrXpUGqx94sI9FbDYF81OnUz4EbBvmoUUksNg33l68lf7wBQ1viTFQAAEwX62tWhQW11aFC7yPK8fKfik7NcRWrv0cJSte9YhtJy8pWQmqOE1Byt3Jdc7D1D/b1OFao/y9Tp5/7c3BcALgjFCQCASsjTw6pmoYXXPJ3JMAylZDkUdyJTB05kub7uP56pAycydTLLoaPpuTqanqvVccVLVaCPXfVr+yiqtm/h1zpFv3K0CgDOjj8dAQCoQiwWi2rX8lTtWp5q/5ejVFLhqX8HkjMVdyJLB44Xfo07kam444X3okrNdig126GtR9LO+v7BtTwVGeQtW45VW2y71CDET1G1fVS/tq8ig3zk48m1VQBqJooTAADVSKCvXW19i09OIUmZufk6nJKtg8lZOnTyjK8nC7+mZjt0IjNPJzLzJFm1fllcsfcI8rUrItBH9QK9FRHkrYhAH0UEFn6tF+St8EBveXlQrgBUPxQnAABqiFpeHmoRVngz3rNJy3HoUHK24o6lK3bFWgVENNbhlFwdOlWsMnLzlZLlUEqWQ9sTzn7ESpJC/Dxdhape0KliFeSj8ABvhQV4KdTfmyNXAKocihMAAJAkBXjb1bqeXc3r+sgRZ+i661rJbv9zMom0HIcSUnJ0JDVbCSk5SkjN1pFTXxNSc3QkJVu5+U4dz8jT8Yw8bT5cfDbA0/y9PRR2qkiF+Xur7qmvYQHeCj31fWiAF9OuA6g0KE4AAKBUArztCgi3q2X42Y9YGYahk1kOHUnJPjXr3xnFKiVHSek5SkrLUY7DqfScfKXnZGjP0YwS9nm6YBUWqVB/b4X4eaquv5eCa3kpxN9TwbW8VKeWp2xWbhYMoPxQnAAAQJmwWCyqU8tTdWp5qk1k4FnXMQxDaTn5Opaeo6S0XCWl5eho+qmvabk6esby3Hyn0nLylZaTod0lFCyrRapTy9NVpkL8vIp8H+J3+quXgv08uQ4LgNsoTgAAoMJYLBYF+tgV6GNXs9CzH7mS/ixYR9MKi9SZhepEZp6Op+fqRGaujmfk6WRWnpyGXKcI7kwqOYe/t4eCT81OWNu38FGnlv0vz08t8/VUoI9dHjZrGf4kAFQ1FCcAAFDpnFmwmp9jMovT8gucSs7K0/H0vFNlKlcnMvJ0LCO3yLLT3zsKjFOnCuYr7kRWqTMF+thVp5anavsWlqnap46uFRYtuytv4Bnf+3l5yGLhFEKgOqA4AQCAKs3DZlWov7dC/b1LXNcwDKVl5+tYRq5OZuXpZGbhEavkTMdfnufpZJZDyafufSXJdQ+s/W5ks1ktCvD2cBWpAJ8zCtZfH75Fn1O6gMqF4gQAAGoMi8VSWFB87SWvfEp+gVOp2Q5XwUrOzFNKVp6STxWt06XrdLE6/cjLd6rAWThhxsksh9tZbVaL/Lw85O/tIT8vDwV42wu/9z69rPB5wOllXn++HuBtd23LKYZA2aA4AQAAnIeHzapgPy8F+3m5tV2Oo0Cp2YX3vfprqUrNdijtL89TsvKUmp2vtGyH8goKS9fp1y6Gj93mKlv+Xh7yP1XAankVFjJfT5tqnfG1lqeHfL1squXpoVqnvp5+7utp4ygYaiyKEwAAQDnwttvkbbcpLKDkUwjPZBiGchyFR7nScxxKzy28HisjJ1/pOQ5l5OYr7fT3p67VysjNL7ZutqNAkpTtKFC2o0DH0nMv+jNZLJKv3SZfLw/VOqNo+ditSk226rfcrfLztquWl02+noXr+Hp6yNvTJh/7qYenVT52D/mcsczb0ypPm5VShkqN4gQAAFCJWCyWwlLhaVN4oHul60yOAqcyTpWqtLOUrIzcAmXlFT7Pyi1QZl6+svIKCp/nFS4r/L7wNcOQDEPKzCtQZl6BjhXbo1UbThy+4Lw2q6WwRLnK1emi9edX71PLfD1PFy5bkfW8PGzytlvl5WGTl90q71NfvTys8rbb5OVR+JrdZqGkwW0UJwAAgGrIbrMWTq9ey/Oi3+v0UbDTpSrzVNHKPFWs0rJy9cf6TWrUrKVyCozC10+9lu0oUPaprzmOAteynLwCZTkKVOA0JEkFTkMZuYVFrrxZLXKVq7+WKlfxOnP5GWXsr+sUvm6Tp80iTw+r7LY/H542q+welsKvNusZr59a12qVlRs3VxkUJwAAAJzXmUfBpOLXejkcDvkkbtR1PZvIbi/9xBtS4ZExV7k6XbROFavsM4uWo+jrZ65/upDl5juV4yj8mptfoByHU7mu507XPp3Gn6cwms3DailSpgrLVmHBslksqq4HxgzD0NAos1O4p1IUp3fffVevvfaaEhMTFR0drbfffludO3c+5/pffvmlxo8fr7i4ODVv3lyvvvqqrrvuugpMDAAAgLJw+uhMgLd7hctdhmG4ClRufoFyHWeUK9fzosXL9fwsr7m2y3cq1+GUo6DwkVdgKC+/QI4Cw7UsN//064brCNtp+U5D+c4CXeQcIFWSs77ZCdxjenH6/PPPNWbMGE2fPl1dunTRm2++qX79+mnnzp0KDQ0ttv7y5cs1aNAgTZ48WTfccIM+/fRTDRw4UOvWrVObNm1M+AQAAACo7CwWi2vCDql8S9r5FDiNUwXLKUe+01Ww8gqcyss/o4DlFy9Z1Ul+Qb5ObF9ldgy3mF6cpk6dqvvvv18jRoyQJE2fPl3ff/+9Zs6cqWeeeabY+v/617907bXX6qmnnpIkvfTSS4qNjdU777yj6dOnV2h2AAAAwB02q0U26+kCV3M5HA79sNPsFO4xtTjl5eVp7dq1GjdunGuZ1WpV7969tWLFirNus2LFCo0ZM6bIsn79+mnevHlnXT83N1e5uX9Ov5mWliap8BfL4TD/mOjpDJUhC6oGxgzcxZiBuxgzcBdjBu6qLGPGnf2bWpyOHz+ugoIChYWFFVkeFhamHTt2nHWbxMTEs66fmJh41vUnT56sSZMmFVv+008/ydfX9wKTl73Y2FizI6CKYczAXYwZuIsxA3cxZuAus8dMVlZWqdc1/VS98jZu3LgiR6jS0tIUFRWlvn37KiAgwMRkhRwOh2JjY9WnTx+3Z6FBzcSYgbsYM3AXYwbuYszAXZVlzJw+G600TC1OISEhstlsSkpKKrI8KSlJ4eHhZ90mPDzcrfW9vLzk5VV82ky73V6pfmNXtjyo/BgzcBdjBu5izMBdjBm4y+wx486+reWYo0Senp7q2LGjFi9e7FrmdDq1ePFixcTEnHWbmJiYIutLhYf4zrU+AAAAAFws00/VGzNmjIYNG6ZOnTqpc+fOevPNN5WZmemaZW/o0KGKjIzU5MmTJUmPPfaYevbsqTfeeEPXX3+95s6dqzVr1mjGjBlmfgwAAAAA1ZjpxenOO+/UsWPHNGHCBCUmJqpdu3ZasGCBawKI+Ph4Wa1/Hhjr2rWrPv30Uz3//PN69tln1bx5c82bN497OAEAAAAoN6YXJ0kaPXq0Ro8efdbXli5dWmzZ7bffrttvv72cUwEAAABAIVOvcQIAAACAqoDiBAAAAAAloDgBAAAAQAkoTgAAAABQAooTAAAAAJSA4gQAAAAAJagU05FXJMMwJElpaWkmJynkcDiUlZWltLQ02e12s+OgCmDMwF2MGbiLMQN3MWbgrsoyZk53gtMd4XxqXHFKT0+XJEVFRZmcBAAAAEBlkJ6ersDAwPOuYzFKU6+qEafTqSNHjsjf318Wi8XsOEpLS1NUVJQOHjyogIAAs+OgCmDMwF2MGbiLMQN3MWbgrsoyZgzDUHp6uurVqyer9fxXMdW4I05Wq1X169c3O0YxAQEB/EEDtzBm4C7GDNzFmIG7GDNwV2UYMyUdaTqNySEAAAAAoAQUJwAAAAAoAcXJZF5eXpo4caK8vLzMjoIqgjEDdzFm4C7GDNzFmIG7quKYqXGTQwAAAACAuzjiBAAAAAAloDgBAAAAQAkoTgAAAABQAooTAAAAAJSA4mSid999V40aNZK3t7e6dOmi1atXmx0JJpg8ebIuv/xy+fv7KzQ0VAMHDtTOnTuLrJOTk6OHH35YwcHB8vPz06233qqkpKQi68THx+v666+Xr6+vQkND9dRTTyk/P78iPwpMMmXKFFksFj3++OOuZYwZ/NXhw4d1zz33KDg4WD4+Prrsssu0Zs0a1+uGYWjChAmKiIiQj4+Pevfurd27dxd5j+TkZA0ePFgBAQEKCgrS3/72N2VkZFT0R0EFKSgo0Pjx49W4cWP5+PioadOmeumll3TmvGKMm5rt119/1YABA1SvXj1ZLBbNmzevyOtlNT42bdqkHj16yNvbW1FRUfrHP/5R3h/t7AyYYu7cuYanp6cxc+ZMY+vWrcb9999vBAUFGUlJSWZHQwXr16+fMWvWLGPLli3Ghg0bjOuuu85o0KCBkZGR4VrnoYceMqKioozFixcba9asMa644gqja9eurtfz8/ONNm3aGL179zbWr19v/PDDD0ZISIgxbtw4Mz4SKtDq1auNRo0aGW3btjUee+wx13LGDM6UnJxsNGzY0Bg+fLixatUqY9++fcbChQuNPXv2uNaZMmWKERgYaMybN8/YuHGjceONNxqNGzc2srOzXetce+21RnR0tLFy5Urjt99+M5o1a2YMGjTIjI+ECvDyyy8bwcHBxnfffWfs37/f+PLLLw0/Pz/jX//6l2sdxk3N9sMPPxjPPfec8fXXXxuSjG+++abI62UxPlJTU42wsDBj8ODBxpYtW4zPPvvM8PHxMf79739X1Md0oTiZpHPnzsbDDz/sel5QUGDUq1fPmDx5sompUBkcPXrUkGT88ssvhmEYRkpKimG3240vv/zStc727dsNScaKFSsMwyj8g8tqtRqJiYmudaZNm2YEBAQYubm5FfsBUGHS09ON5s2bG7GxsUbPnj1dxYkxg796+umnje7du5/zdafTaYSHhxuvvfaaa1lKSorh5eVlfPbZZ4ZhGMa2bdsMScYff/zhWufHH380LBaLcfjw4fILD9Ncf/31xr333ltk2S233GIMHjzYMAzGDYr6a3Eqq/Hx3nvvGbVr1y7yd9PTTz9ttGzZspw/UXGcqmeCvLw8rV27Vr1793Yts1qt6t27t1asWGFiMlQGqampkqQ6depIktauXSuHw1FkvLRq1UoNGjRwjZcVK1bosssuU1hYmGudfv36KS0tTVu3bq3A9KhIDz/8sK6//voiY0NizKC4+fPnq1OnTrr99tsVGhqq9u3b6/3333e9vn//fiUmJhYZM4GBgerSpUuRMRMUFKROnTq51undu7esVqtWrVpVcR8GFaZr165avHixdu3aJUnauHGjli1bpv79+0ti3OD8ymp8rFixQldeeaU8PT1d6/Tr1087d+7UyZMnK+jTFPKo0L1BknT8+HEVFBQU+QeLJIWFhWnHjh0mpUJl4HQ69fjjj6tbt25q06aNJCkxMVGenp4KCgoqsm5YWJgSExNd65xtPJ1+DdXP3LlztW7dOv3xxx/FXmPM4K/27dunadOmacyYMXr22Wf1xx9/6NFHH5Wnp6eGDRvm+jU/25g4c8yEhoYWed3Dw0N16tRhzFRTzzzzjNLS0tSqVSvZbDYVFBTo5Zdf1uDBgyWJcYPzKqvxkZiYqMaNGxd7j9Ov1a5du1zynw3FCahEHn74YW3ZskXLli0zOwoqsYMHD+qxxx5TbGysvL29zY6DKsDpdKpTp0565ZVXJEnt27fXli1bNH36dA0bNszkdKisvvjiC82ZM0effvqpLr30Um3YsEGPP/646tWrx7hBjcSpeiYICQmRzWYrNsNVUlKSwsPDTUoFs40ePVrfffedlixZovr167uWh4eHKy8vTykpKUXWP3O8hIeHn3U8nX4N1cvatWt19OhRdejQQR4eHvLw8NAvv/yit956Sx4eHgoLC2PMoIiIiAi1bt26yLJLLrlE8fHxkv78NT/f30vh4eE6evRokdfz8/OVnJzMmKmmnnrqKT3zzDO66667dNlll2nIkCF64oknNHnyZEmMG5xfWY2PyvT3FcXJBJ6enurYsaMWL17sWuZ0OrV48WLFxMSYmAxmMAxDo0eP1jfffKOff/652OHojh07ym63FxkvO3fuVHx8vGu8xMTEaPPmzUX+8ImNjVVAQECxfyyh6rvmmmu0efNmbdiwwfXo1KmTBg8e7PqeMYMzdevWrdhtDnbt2qWGDRtKkho3bqzw8PAiYyYtLU2rVq0qMmZSUlK0du1a1zo///yznE6nunTpUgGfAhUtKytLVmvRfyrabDY5nU5JjBucX1mNj5iYGP36669yOByudWJjY9WyZcsKPU1PEtORm2Xu3LmGl5eXMXv2bGPbtm3GAw88YAQFBRWZ4Qo1w8iRI43AwEBj6dKlRkJCguuRlZXlWuehhx4yGjRoYPz888/GmjVrjJiYGCMmJsb1+umppfv27Wts2LDBWLBggVG3bl2mlq5BzpxVzzAYMyhq9erVhoeHh/Hyyy8bu3fvNubMmWP4+voan3zyiWudKVOmGEFBQcb//vc/Y9OmTcZNN9101mmD27dvb6xatcpYtmyZ0bx5c6aVrsaGDRtmREZGuqYj//rrr42QkBBj7NixrnUYNzVbenq6sX79emP9+vWGJGPq1KnG+vXrjQMHDhiGUTbjIyUlxQgLCzOGDBlibNmyxZg7d67h6+vLdOQ1zdtvv200aNDA8PT0NDp37mysXLnS7EgwgaSzPmbNmuVaJzs72xg1apRRu3Ztw9fX17j55puNhISEIu8TFxdn9O/f3/Dx8TFCQkKMJ5980nA4HBX8aWCWvxYnxgz+6ttvvzXatGljeHl5Ga1atTJmzJhR5HWn02mMHz/eCAsLM7y8vIxrrrnG2LlzZ5F1Tpw4YQwaNMjw8/MzAgICjBEjRhjp6ekV+TFQgdLS0ozHHnvMaNCggeHt7W00adLEeO6554pMC824qdmWLFly1n/DDBs2zDCMshsfGzduNLp37254eXkZkZGRxpQpUyrqIxZhMYwzbv8MAAAAACiGa5wAAAAAoAQUJwAAAAAoAcUJAAAAAEpAcQIAAACAElCcAAAAAKAEFCcAAAAAKAHFCQAAAABKQHECAAAAgBJQnAAA1U5cXJwsFos2bNhQbvsYPny4Bg4cWG7vDwCoXChOAIBKZ/jw4bJYLMUe1157bam2j4qKUkJCgtq0aVPOSQEANYWH2QEAADiba6+9VrNmzSqyzMvLq1Tb2mw2hYeHl0csAEANxREnAECl5OXlpfDw8CKP2rVrS5IsFoumTZum/v37y8fHR02aNNFXX33l2vavp+qdPHlSgwcPVt26deXj46PmzZsXKWWbN2/W1VdfLR8fHwUHB+uBBx5QRkaG6/WCggKNGTNGQUFBCg4O1tixY2UYRpG8TqdTkydPVuPGjeXj46Po6OgimQAAVRvFCQBQJY0fP1633nqrNm7cqMGDB+uuu+7S9u3bz7nutm3b9OOPP2r79u2aNm2aQkJCJEmZmZnq16+fateurT/++ENffvmlFi1apNGjR7u2f+ONNzR79mzNnDlTy5YtU3Jysr755psi+5g8ebI++ugjTZ8+XVu3btUTTzyhe+65R7/88kv5/RAAABXGYvz1v8wAADDZ8OHD9cknn8jb27vI8meffVbPPvusLBaLHnroIU2bNs312hVXXKEOHTrovffeU1xcnBo3bqz169erXbt2uvHGGxUSEqKZM2cW29f777+vp59+WgcPHlStWrUkST/88IMGDBigI0eOKCwsTPXq1dMTTzyhp556SpKUn5+vxo0bq2PHjpo3b55yc3NVp04dLVq0SDExMa73vu+++5SVlaVPP/20PH5MAIAKxDVOAIBK6aqrripSjCSpTp06ru/PLCinn59rFr2RI0fq1ltv1bp169S3b18NHDhQXbt2lSRt375d0dHRrtIkSd26dZPT6dTOnTvl7e2thIQEdenSxfW6h4eHOnXq5Dpdb8+ePcrKylKfPn2K7DcvL0/t27d3/8MDACodihMAoFKqVauWmjVrVibv1b9/fx04cEA//PCDYmNjdc011+jhhx/W66+/Xibvf/p6qO+//16RkZFFXivthBYAgMqNa5wAAFXSypUriz2/5JJLzrl+3bp1NWzYMH3yySd68803NWPGDEnSJZdcoo0bNyozM9O17u+//y6r1aqWLVsqMDBQERERWrVqlev1/Px8rV271vW8devW8vLyUnx8vJo1a1bkERUVVVYfGQBgIo44AQAqpdzcXCUmJhZZ5uHh4ZrU4csvv1SnTp3UvXt3zZkzR6tXr9Z//vOfs77XhAkT1LFjR1166aXKzc3Vd9995ypZgwcP1sSJEzVs2DC98MILOnbsmB555BENGTJEYWFhkqTHHntMU6ZMUfPmzdWqVStNnTpVKSkprvf39/fX3//+dz3xxBNyOp3q3r27UlNT9fvvvysgIEDDhg0rh58QAKAiUZwAAJXSggULFBERUWRZy5YttWPHDknSpEmTNHfuXI0aNUoRERH67LPP1Lp167O+l6enp8aNG6e4uDj5+PioR48emjt3riTJ19dXCxcu1GOPPabLL79cvr6+uvXWWzV16lTX9k8++aQSEhI0bNgwWa1W3Xvvvbr55puVmprqWuell15S3bp1NXnyZO3bt09BQUHq0KGDnn322bL+0QAATMCsegCAKsdiseibb77RwIEDzY4CAKghuMYJAAAAAEpAcQIAAACAEnCNEwCgyuEscwBAReOIEwAAAACUgOIEAAAAACWgOAEAAABACShOAAAAAFACihMAAAAAlIDiBAAAAAAloDgBAAAAQAkoTgAAAABQgv8HlCKjQ6ao8DIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode 1 Reward: 52\n",
      "Episode 2 Reward: 52\n",
      "Episode 3 Reward: 52\n",
      "Episode 4 Reward: 52\n",
      "Episode 5 Reward: 52\n",
      "Episode 6 Reward: 52\n",
      "Episode 7 Reward: 52\n",
      "Episode 8 Reward: 52\n",
      "Episode 9 Reward: 52\n",
      "Episode 10 Reward: 52\n",
      "Average Reward over 10 episodes: 52.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training for gamma=0.995, max_timestamp=15\n",
      "Average Reward: 23.6874\n",
      "Average Penalties: 0.0\n",
      "Average Steps: 14.75\n",
      "Evaluation for gamma=0.995, max_timestamp=15\n",
      "Trained Q-table 1:\n",
      "[[ 2.47707947e+02  1.79127156e+02  1.59660385e+02  1.34991412e+02]\n",
      " [ 1.47680958e+02  3.63057836e+01  4.70163462e+01  1.74358210e+01]\n",
      " [ 1.72021663e+01  1.50197836e+01  1.47886950e+02  1.70619402e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 5.36844804e+01  8.15324700e+01  2.36782023e+02  4.54874232e+01]\n",
      " [ 3.94581120e+01  7.44525088e+01  2.40229415e+02  5.43829519e+01]\n",
      " [ 5.30681177e+01  5.45148132e+01  2.47562891e+02  1.15678663e+02]\n",
      " [ 1.43610757e+02  2.45805092e+02  1.30854733e+02  1.28149654e+02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 2.56922337e+01  1.55903330e+01  6.25795618e+01  1.14021945e+01]\n",
      " [ 4.07638216e+00  1.30527305e+01  1.36054811e+02  1.27709188e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-4.72978963e-01  6.94474193e+01 -2.96143633e+00 -6.64852036e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 6.98978710e-01  8.03366730e-02  2.33538709e+01  5.83564333e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Trained Q-table 2:\n",
      "[[ 2.42965787e+02  1.72918416e+02  1.44572129e+02  1.52591825e+02]\n",
      " [ 1.51318306e+02  2.33308979e+01  3.55642986e+01  3.57586427e+01]\n",
      " [ 2.35359935e+01  4.34810912e+01  1.77228903e+02  1.20069717e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 4.52343465e+01  4.45853905e+01  2.38904718e+02  1.03912905e+02]\n",
      " [ 3.88757178e+01  7.46270330e+01  2.42550601e+02  8.46990548e+01]\n",
      " [ 4.81315313e+01  7.05767306e+01  2.41946968e+02  7.06587113e+01]\n",
      " [ 1.84116625e+02  2.50924051e+02  1.61603914e+02  1.18841432e+02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 9.26952710e+00  2.48068679e+00  8.07346364e+01  1.74871537e+00]\n",
      " [ 1.03421116e+01  2.41119496e+01  1.37154732e+02  6.82192005e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.76589075e+00  7.63159061e+01  3.65608062e+00 -1.39169724e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.72387500e-02 -2.40756082e-01  1.17908845e+01  4.82003061e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode 1 Reward: 33.5\n",
      "Episode 2 Reward: 33.5\n",
      "Episode 3 Reward: 33.5\n",
      "Episode 4 Reward: 33.5\n",
      "Episode 5 Reward: 33.5\n",
      "Episode 6 Reward: 33.5\n",
      "Episode 7 Reward: 33.5\n",
      "Episode 8 Reward: 33.5\n",
      "Episode 9 Reward: 33.5\n",
      "Episode 10 Reward: 33.5\n",
      "Average Reward over 10 episodes: 33.5\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training for gamma=0.995, max_timestamp=20\n",
      "Average Reward: 66.5946\n",
      "Average Penalties: 0.0\n",
      "Average Steps: 20.0\n",
      "Evaluation for gamma=0.995, max_timestamp=20\n",
      "Trained Q-table 1:\n",
      "[[ 4.90336486e+02  6.51358428e+02  7.39460194e+02  6.08951838e+02]\n",
      " [ 9.21502134e+01  2.59382522e+02  7.26313263e+02  1.17155051e+02]\n",
      " [ 7.81346394e+01  2.81871525e+02  7.32546584e+02  3.09594165e+02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 1.06780513e+02  2.72841310e+02  4.78005502e+01  8.99820117e+01]\n",
      " [ 4.22593726e+00  2.69431911e+02  4.62627289e+01  1.85341317e+01]\n",
      " [ 2.20319637e+01  2.07246932e+01  2.45746806e+02  1.67748880e+01]\n",
      " [ 6.24119398e+02  7.52469722e+01  1.40732324e+02  7.15408159e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 5.19864593e+00  8.86558686e+00  2.77370133e+01  7.90073652e+00]\n",
      " [ 9.39138158e+00  1.13873853e+01  2.32941165e+02  4.45311878e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-6.01103814e-01  3.20597255e+01  3.96728969e-01 -6.46519360e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 4.02011356e+00  3.92458007e+00  2.53250981e+01 -4.16353675e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Trained Q-table 2:\n",
      "[[ 5.20332155e+02  6.67753315e+02  7.39750599e+02  6.63536758e+02]\n",
      " [ 1.27439840e+02  2.63966490e+02  7.23675547e+02  1.33430685e+02]\n",
      " [ 1.25243713e+02  3.34110040e+02  7.34566182e+02  1.87671519e+02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 4.82139899e+01  2.90446459e+02  4.92874390e+01  6.66642555e+01]\n",
      " [ 3.82627075e+00  3.16446683e+02  2.23734891e+01  1.31720560e+01]\n",
      " [ 2.23057170e+01  2.53016234e+01  1.69894694e+02  4.83158990e+01]\n",
      " [ 5.97580600e+02  8.64012995e+01  6.06536238e+01  7.69163793e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 6.77218309e+00  2.33133192e+00  1.73609172e+01  1.98324846e+00]\n",
      " [ 1.20067164e+01  8.71513415e+00  2.54387139e+02  1.28645626e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 2.33715068e+00  7.16216219e+00  1.45780702e+01 -1.05256308e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 7.16667378e-01  3.98208340e+00  3.21328030e+01  9.54790065e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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TUEq2Qz9sTjA7DgAAAICzMHVyiF69eskwjHO+Pnv27LNus379+nJMVbFsVou6hjn1/UGb5qyK1y0d6psdCQAAAMBfVKlrnKqrLqGGPKwWrT1wUtsTSj8lIgAAAICKQXGqBAI9pd6XhEqSPl0VX8LaAAAAACoaxamSGHT56UkiDiszN9/kNAAAAADORHGqJK5oXEeNQ2opIzdf8zceMTsOAAAAgDNQnCoJq9Wiuzs3kCR9svLAeSfNAAAAAFCxKE6VyK0d68vTw6qtR9K06VCq2XEAAAAAnEJxqkTq1PLU9ZdFSJLmrDpgchoAAAAAp1GcKpnBXQpP15u/8YhSsx0mpwEAAAAgUZwqnY4Na6tlmL9yHE59tfaQ2XEAAAAAiOJU6VgsFg2JaShJ+nhFnJxOJokAAAAAzEZxqoRubh8pf28PxZ3I0q+7j5kdBwAAAKjxKE6VUC0vD93eMUqS9OHyOHPDAAAAAKA4VVanT9dbuuuY4o5nmpwGAAAAqNkoTpVU45Ba6tmirgyj8Ia4AAAAAMxDcarEhndtJEn6Ys1BZeXlmxsGAAAAqMEoTpVYzxZ11aCOr9Jy8vW/DUfMjgMAAADUWBSnSsxqtWjoqWudPlweJ8NganIAAADADBSnSu72jlHytlu1IzFdq/cnmx0HAAAAqJEoTpVcoK9dN7ePlCR9tIJJIgAAAAAzUJyqgKExjSRJC7YmKjE1x9wwAAAAQA1EcaoCLokIUOfGdVTgNPTpKo46AQAAABWN4lRFDDt11GnOqnjlOArMDQMAAADUMBSnKqLfpWGqF+itE5l5mr+RqckBAACAikRxqiI8bFYNPXVD3JnL9jM1OQAAAFCBKE5VyKDLG8jHbtOOxHSt2HvC7DgAAABAjUFxqkICfe26vVN9SdJ/lu03OQ0AAABQc1Ccqpjhp07XW7zjqPYdyzA3DAAAAFBDUJyqmCZ1/XRNq1BJ0uzlceaGAQAAAGoIilMVdG/3xpKkL9ccUmqWw+Q0AAAAQPVHcaqCujYNVqtwf2U7CvTZH/FmxwEAAACqPYpTFWSxWFxHnT5cHidHgdPkRAAAAED1RnGqom6MrqcQP08lpOZowZZEs+MAAAAA1RrFqYrytts0uEtDSdLM35maHAAAAChPFKcq7J4rGsrTZtX6+BStiz9pdhwAAACg2qI4VWF1/b10Y7t6kqT3f91nchoAAACg+qI4VXH392giSVqwNVFxxzNNTgMAAABUTxSnKq5luL96tawrw5A+WMZRJwAAAKA8UJyqgQevbCqp8Ia4JzJyTU4DAAAAVD8Up2rgiiZ11LZ+oHLznfpoxQGz4wAAAADVDsWpGrBYLHrgysJrnT5aEafsvAKTEwEAAADVC8Wpmrj20nBF1fHRySyHvlx70Ow4AAAAQLVCcaomPGxW1wx7H/y2XwVOw+REAAAAQPVBcapGbu8Ypdq+dsUnZ2nBlkSz4wAAAADVBsWpGvHxtGlITCNJ0oxf98owOOoEAAAAlAWKUzUzLKahvDys2ngoVSv3JZsdBwAAAKgWKE7VTLCfl27rWF9S4VEnAAAAABeP4lQN3d+jiSwWacnOY9qRmGZ2HAAAAKDKozhVQ41Caum6NhGSpGlLOeoEAAAAXCyKUzU1sldTSdK3G4/owIlMk9MAAAAAVRvFqZpqExmoXi3rymlI03/ZZ3YcAAAAoEqjOFVjD1/VTJL037WHlJiaY3IaAAAAoOqiOFVjlzeqo86N6iivwKkPfuOoEwAAAHChKE7V3KirCq91mrMqXicz80xOAwAAAFRNFKdqrmeLurq0XoCyHQWatTzO7DgAAABAlURxquYsFovrWqfZv+9XRm6+yYkAAACAqofiVAP0uzRcTerWUlpOvuasPGB2HAAAAKDKoTjVADarRSN7Fl7r9P5v+5XjKDA5EQAAAFC1UJxqiIHtIxUZ5KPjGbn6cs1Bs+MAAAAAVQrFqYaw26x64MomkgpviJuX7zQ5EQAAAFB1UJxqkDsvj1Jdfy8dTsnWf9cdMjsOAAAAUGWYXpzeffddNWrUSN7e3urSpYtWr1593vXffPNNtWzZUj4+PoqKitITTzyhnJycCkpbtXnbbXro1LVO7y7ZI0cBR50AAACA0jC1OH3++ecaM2aMJk6cqHXr1ik6Olr9+vXT0aNHz7r+p59+qmeeeUYTJ07U9u3b9Z///Eeff/65nn322QpOXnUN7tJAIX5eOnQyW19z1AkAAAAoFVOL09SpU3X//fdrxIgRat26taZPny5fX1/NnDnzrOsvX75c3bp10913361GjRqpb9++GjRoUIlHqfCnwqNOhdc6vcNRJwAAAKBUPMzacV5entauXatx48a5llmtVvXu3VsrVqw46zZdu3bVJ598otWrV6tz587at2+ffvjhBw0ZMuSc+8nNzVVubq7reVpamiTJ4XDI4XCU0ae5cKczVGSWOzrU07Sle3UwOVtfrYnXbR0iK2zfuHhmjBlUbYwZuIsxA3cxZuCuyjJm3Nm/acXp+PHjKigoUFhYWJHlYWFh2rFjx1m3ufvuu3X8+HF1795dhmEoPz9fDz300HlP1Zs8ebImTZpUbPlPP/0kX1/fi/sQZSg2NrZC99c9xKL/Zdr0xg9b5JWwUTZLhe4eZaCixwyqPsYM3MWYgbsYM3CX2WMmKyur1OuaVpwuxNKlS/XKK6/ovffeU5cuXbRnzx499thjeumllzR+/PizbjNu3DiNGTPG9TwtLU1RUVHq27evAgICKir6OTkcDsXGxqpPnz6y2+0Vtt9eefn6bepvOp7pkKNetAa056hTVWHWmEHVxZiBuxgzcBdjBu6qLGPm9NlopWFacQoJCZHNZlNSUlKR5UlJSQoPDz/rNuPHj9eQIUN03333SZIuu+wyZWZm6oEHHtBzzz0nq7X4JVteXl7y8vIqttxut1eq39gVnSfQbtcDVzbVlB93aNov+3VrxwbysJk+ySLcUNnGMCo/xgzcxZiBuxgzcJfZY8adfZv2L2VPT0917NhRixcvdi1zOp1avHixYmJizrpNVlZWsXJks9kkSYZhlF/YamrIFQ1Vp5an4k5kaf7GI2bHAQAAACotUw8xjBkzRu+//74+/PBDbd++XSNHjlRmZqZGjBghSRo6dGiRySMGDBigadOmae7cudq/f79iY2M1fvx4DRgwwFWgUHq1vDx0X4/GkqR3ft6jAiflEwAAADgbU69xuvPOO3Xs2DFNmDBBiYmJateunRYsWOCaMCI+Pr7IEabnn39eFotFzz//vA4fPqy6detqwIABevnll836CFXe0JhGmvHrPu07nqn5Gw/r5vb1zY4EAAAAVDqmTw4xevRojR49+qyvLV26tMhzDw8PTZw4URMnTqyAZDWDn5eH7u/RRK8t3Kk3F+3WDW3ryc61TgAAAEAR/AsZGt61kUL8PHXgRJb+u/aQ2XEAAACASofiBNXy8tDIXs0kSW8t3q3c/AKTEwEAAACVC8UJkqTBXRooPMBbR1JzNHf1QbPjAAAAAJUKxQmSJG+7TaOvLjzq9M6SPcrO46gTAAAAcBrFCS53dIpS/do+Opaeq49WxJkdBwAAAKg0KE5w8fSw6vHeLSRJ03/Zq/Qch8mJAAAAgMqB4oQiBrarpyZ1a+lklkMzl8WZHQcAAACoFChOKMLDZtUTp446ffDbPqVk5ZmcCAAAADAfxQnFXH9ZhFqF+ys9N18zft1ndhwAAADAdBQnFGO1WvRk35aSpFm/x+loeo7JiQAAAABzUZxwVr0vCVW7qCBlOwr01uLdZscBAAAATEVxwllZLBY907+VJOmz1Qe171iGyYkAAAAA81CccE5XNAnWVS3rqsBp6I2fdpkdBwAAADANxQnnNfbaVrJYpO83J2jjwRSz4wAAAACmoDjhvC6JCNDN7SMlSVN+3CHDMExOBAAAAFQ8ihNKNKZPC3narFqx74R+3X3c7DgAAABAhaM4oUT1a/tqaExDSYVHnZxOjjoBAACgZqE4oVQevqqZ/L08tD0hTfM3HjE7DgAAAFChKE4oldq1PPVQr6aSpNd/2qnc/AKTEwEAAAAVh+KEUru3W2OF+nvp0MlszVkZb3YcAAAAoMJQnFBqPp42PdGnhSTp7Z93Ky3HYXIiAAAAoGJQnOCW2zvWV5O6tXQyy6FpS/eaHQcAAACoEBQnuMXDZtUz17aSJP1n2X4dOpllciIAAACg/FGc4LY+rcMU0yRYeflOvbpgp9lxAAAAgHJHcYLbLBaLnr/hElks0rcbj2jtgZNmRwIAAADKFcUJF+TSeoG6vWN9SdL/fb9NhsFNcQEAAFB9UZxwwZ7s21K+njatj0/Rt5sSzI4DAAAAlBuKEy5YWIC3HupZeFPcV3/coRwHN8UFAABA9URxwkW5v0cTRQR663BKtmb+vt/sOAAAAEC5oDjhovh42jT22paSpPeW7NWx9FyTEwEAAABlj+KEi3ZTdKTa1g9URm6+psbuMjsOAAAAUOYoTrhoVqtF429oLUn6/I947UhMMzkRAAAAULYoTigTlzeqo+suC5fTkF76junJAQAAUL1QnFBmnrn2Enl6WPX7nhNasCXR7DgAAABAmaE4ocw0CPbVg1c2kST93/fblZ3H9OQAAACoHihOKFOjejVTvVPTk0/7Za/ZcQAAAIAyQXFCmfLxtOm56wsnipj+y14dTM4yOREAAABw8ShOKHPXXRaumCbByst36v++32Z2HAAAAOCiUZxQ5iwWiybddKlsVosWbk3Sb7uPmR0JAAAAuCgUJ5SLFmH+GhrTUJL0wvytyst3mpwIAAAAuHAUJ5Sbx3u3UHAtT+09lqkPl8eZHQcAAAC4YBQnlJtAH7uevraVJOlfi3fraFqOyYkAAACAC0NxQrm6rWN9RUcFKSM3X1MW7DA7DgAAAHBBKE4oV1arRZNuvFSS9PW6w1q9P9nkRAAAAID7KE4od+2igjSoc5Qk6fl5m5koAgAAAFUOxQkV4ulrW6lOLU/tSsrQf5btNzsOAAAA4BaKEypEkK+nnrvuEknSvxbv0sHkLJMTAQAAAKVHcUKFuaVDpLo0rqMch1MT52+VYRhmRwIAAABKheKECmOxWPTyzW1kt1n0846jWrg1yexIAAAAQKlQnFChmoX668Erm0qSJn27VRm5+SYnAgAAAEpGcUKFG311MzWo46uE1By9GbvL7DgAAABAiShOqHDedptevKnw3k6zlsdp65FUkxMBAAAA50dxgil6tQzV9ZdFqMBp6Pl5W+R0MlEEAAAAKi+KE0wz/obW8vPy0Pr4FM1ZHW92HAAAAOCcLqg4paSk6IMPPtC4ceOUnJwsSVq3bp0OHz5cpuFQvYUHeuvvfVtIkl79cYcSUrNNTgQAAACcndvFadOmTWrRooVeffVVvf7660pJSZEkff311xo3blxZ50M1NySmkTo0CFJGbr6e/2YL93YCAABApeR2cRozZoyGDx+u3bt3y9vb27X8uuuu06+//lqm4VD92awWvXprW3narFq846i+3ZRgdiQAAACgGLeL0x9//KEHH3yw2PLIyEglJiaWSSjULM3D/PXwVc0kSZPmb1VyZp7JiQAAAICi3C5OXl5eSktLK7Z8165dqlu3bpmEQs0zsldTtQzz14nMPL303Taz4wAAAABFuF2cbrzxRr344otyOBySJIvFovj4eD399NO69dZbyzwgagZPD6um3HqZLBbpm/WHtXTnUbMjAQAAAC5uF6c33nhDGRkZCg0NVXZ2tnr27KlmzZrJ399fL7/8stsB3n33XTVq1Eje3t7q0qWLVq9efd71U1JS9PDDDysiIkJeXl5q0aKFfvjhB7f3i8qnfYPaurdbY0nSc99sUUZuvsmJAAAAgEIe7m4QGBio2NhYLVu2TJs2bVJGRoY6dOig3r17u73zzz//XGPGjNH06dPVpUsXvfnmm+rXr5927typ0NDQYuvn5eWpT58+Cg0N1VdffaXIyEgdOHBAQUFBbu8bldOTfVvop22JOpicrdcX7tQLN15qdiQAAADA/eJ0Wvfu3dW9e/eL2vnUqVN1//33a8SIEZKk6dOn6/vvv9fMmTP1zDPPFFt/5syZSk5O1vLly2W32yVJjRo1uqgMqFx8PT00+ea2uuc/q/ThijgNiI5Qx4Z1zI4FAACAGs7t4vTiiy+e9/UJEyaU6n3y8vK0du3aIvd+slqt6t27t1asWHHWbebPn6+YmBg9/PDD+t///qe6devq7rvv1tNPPy2bzXbWbXJzc5Wbm+t6fnpiC4fD4bpOy0ynM1SGLJVFl0aBuqV9PX29/oie+nKj/jcqRt72s//61kSMGbiLMQN3MWbgLsYM3FVZxow7+7cYbt5xtH379sV2tn//fnl4eKhp06Zat25dqd7nyJEjioyM1PLlyxUTE+NaPnbsWP3yyy9atWpVsW1atWqluLg4DR48WKNGjdKePXs0atQoPfroo5o4ceJZ9/PCCy9o0qRJxZZ/+umn8vX1LVVWVLxMhzRlo01pDot6RTh1cyOn2ZEAAABQzWRlZenuu+9WamqqAgICzruu20ec1q9fX2xZWlqahg8frptvvtndt3OL0+lUaGioZsyYIZvNpo4dO+rw4cN67bXXzlmcxo0bpzFjxhTJGhUVpb59+5b4w6kIDodDsbGx6tOnj+v0QxQKaXVMD3yyXr8kWvXAdV10eaPaZkeqFBgzcBdjBu5izMBdjBm4q7KMmbPdZulcLvgapzMFBARo0qRJGjBggIYMGVKqbUJCQmSz2ZSUlFRkeVJSksLDw8+6TUREhOx2e5HT8i655BIlJiYqLy9Pnp6exbbx8vKSl5dXseV2u71S/caubHkqg75t6un2jsf05dpDGjdvq358rId8PctkyFYLjBm4izEDdzFm4C7GDNxl9phxZ99uT0d+LqmpqUpNTS31+p6enurYsaMWL17sWuZ0OrV48eIip+6dqVu3btqzZ4+czj9P29q1a5ciIiLOWppQ9Y0f0Fr1Ar114ESWpvy4w+w4AAAAqKHc/u/7t956q8hzwzCUkJCgjz/+WP3793frvcaMGaNhw4apU6dO6ty5s958801lZma6ZtkbOnSoIiMjNXnyZEnSyJEj9c477+ixxx7TI488ot27d+uVV17Ro48+6u7HQBUR4G3Xq7e11ZD/rNZHKw6o36Xh6tYsxOxYAAAAqGHcLk7//Oc/izy3Wq2qW7euhg0bVmSGvNK48847dezYMU2YMEGJiYlq166dFixYoLCwMElSfHy8rNY/D4pFRUVp4cKFeuKJJ9S2bVtFRkbqscce09NPP+3ux0AV0qN5XQ3u0kBzVsVr7FebtODxHvL35jQAAAAAVBy3i9P+/fvLNMDo0aM1evTos762dOnSYstiYmK0cuXKMs2Aym/cdZfol13HdOhktl75Ybsm39LW7EgAAACoQcrsGiegPPl5eei126IlSZ+tPqilO4+anAgAAAA1SamOON1yyy2lfsOvv/76gsMA5xPTNFjDuzbS7OVxeua/m7Xg8R4K8mVSEAAAAJS/UhWnwMDA8s4BlMrT17bSL7uOaf/xTD03b4veGdReFovF7FgAAACo5kpVnGbNmlXeOYBS8fG06c072+mWacv1/aYEXd0yVLd2rG92LAAAAFRzXOOEKic6KkiPX9NckjRx/lYdTM4yOREAAACqO7dn1ZOkr776Sl988YXi4+OVl5dX5LV169aVSTDgfEZd1Uy/7DqmNQdO6onPN2juA1fIw8b/AwAAAKB8uP0vzbfeeksjRoxQWFiY1q9fr86dOys4OFj79u1z+wa4wIWyWS36553t5OfloTUHTmra0r1mRwIAAEA15nZxeu+99zRjxgy9/fbb8vT01NixYxUbG6tHH31Uqamp5ZEROKuoOr568aZLJUlvLt6tDQdTzA0EAACAasvt4hQfH6+uXbtKknx8fJSeni5JGjJkiD777LOyTQeU4Ob2kbqhbYQKnIYen7tembn5ZkcCAABANeR2cQoPD1dycrIkqUGDBlq5cqUkaf/+/TIMo2zTASWwWCx6eeBlqhforbgTWfq/77eZHQkAAADVkNvF6eqrr9b8+fMlSSNGjNATTzyhPn366M4779TNN99c5gGBkgT62vXGHe1ksUifrT6oBVsSzY4EAACAaqbUs+p99913uu666zRjxgw5nU5J0sMPP6zg4GAtX75cN954ox588MFyCwqcT0zTYD1wZRP9+5d9GvvVRrWJDFD92r5mxwIAAEA1UeojTgMHDlRUVJTGjx+vAwcOuJbfddddeuutt/TII4/I09OzXEICpfFkn5aKjgpSWk6+Hv1svRwFTrMjAQAAoJoodXHav3+/HnzwQc2dO1ctWrRQz5499fHHHys7O7s88wGl5ulh1TuD2svf20Pr4lM0NXaX2ZEAAABQTZS6OEVFRWnChAnau3evFi1apEaNGmnkyJGKiIjQQw89pD/++KM8cwKlElXHV6/e2laSNG3pXv2y65jJiQAAAFAduD05hCRdddVV+vDDD5WQkKDXXntNmzdv1hVXXKHo6Oiyzge47brLInTPFQ0kSWM+36CjaTkmJwIAAEBVd0HF6TR/f39dc801uuqqqxQUFKRt25gKGpXD89e3Vqtwf53IzNPjn29QgZOp8gEAAHDhLqg4ZWdn66OPPlKvXr3UvHlzzZ07V2PGjFFcXFwZxwMujLfdpnfu7iAfu03L957Qe0v2mB0JAAAAVZhbxWnlypV64IEHXNc11a9fX4sWLdKePXv03HPPKTIysrxyAm5rFuqnlwa2kST9c9Eurdp3wuREAAAAqKpKXZxat26tbt26ad26dZo8ebISEhL0ySef6KqrrirPfMBFua1jfd3SPlJOQ3p07nodS881OxIAAACqoFIXp969e2vdunVas2aNRo4cqcDAwPLMBZSZlwa2UbNQPyWl5erRz9Yrn/s7AQAAwE2lLk5vvfUWs+ahSqrl5aHp93SQr6dNK/ad4P5OAAAAcNtFzaoHVBXNQv1d93d6b+lexW5LMjkRAAAAqhKKE2qMAdH1NKJbI0nSmC826MCJTHMDAQAAoMqgOKFGGdf/EnVsWFvpOfl66JN1ynEUmB0JAAAAVQDFCTWKp4dV797dQcG1PLU9IU3Pz9siw+DmuAAAADg/jwvZaPHixVq8eLGOHj0qp7PoDGUzZ84sk2BAeQkP9Nbbg9rrnv+s0ldrD6lTw9q6q3MDs2MBAACgEnP7iNOkSZPUt29fLV68WMePH9fJkyeLPICqoGuzEP29X0tJ0oT5W7XhYIq5gQAAAFCpuX3Eafr06Zo9e7aGDBlSHnmACvPQlU21Pj5FsduS9NDHazX/kW4K9fc2OxYAAAAqIbePOOXl5alr167lkQWoUFarRVPviFazUD8lpuVo5CfrlJvPZBEAAAAozu3idN999+nTTz8tjyxAhfP3tmvGkI7y9/bQ2gMn9cL8rUwWAQAAgGLcPlUvJydHM2bM0KJFi9S2bVvZ7fYir0+dOrXMwgEVoUldP709qL1GzP5Dn60+qNb1AjXkioZmxwIAAEAl4nZx2rRpk9q1aydJ2rJlS5HXLBZLmYQCKlqvlqEa26+VXl2wQ5Pmb1WLUD91aRJsdiwAAABUEm4XpyVLlpRHDsB0D/Vsom0Jafp24xGNmrNO8x/prsggH7NjAQAAoBK4qBvgHjp0SIcOHSqrLICpLBaL/nFrW7WOCNCJzDw9+PEaZecxWQQAAAAuoDg5nU69+OKLCgwMVMOGDdWwYUMFBQXppZdeKnYzXKCq8fG0acbQjqpTy1NbDqfpqa82yulksggAAICazu3i9Nxzz+mdd97RlClTtH79eq1fv16vvPKK3n77bY0fP748MgIVqn5tX703uIPsNou+25SgNxfvNjsSAAAATOb2NU4ffvihPvjgA914442uZW3btlVkZKRGjRqll19+uUwDAma4okmwXr75Mo39apPeWrxbTUJqaWD7SLNjAQAAwCRuH3FKTk5Wq1atii1v1aqVkpOTyyQUUBnc0SlKD/ZsIkka+9UmrYljfAMAANRUbhen6OhovfPOO8WWv/POO4qOji6TUEBl8XS/Vup3aZjyCpx64OO1ij+RZXYkAAAAmMDtU/X+8Y9/6Prrr9eiRYsUExMjSVqxYoUOHjyoH374ocwDAmayWi36553tdMe/V2jL4TT97cM/9N9RXRXgbS95YwAAAFQbbh9x6tmzp3bt2qWbb75ZKSkpSklJ0S233KKdO3eqR48e5ZERMJWvp4c+GHq5wgK8tPtohh6es075BcwgCQAAUJO4fcRJkurVq8ckEKhRwgO99Z9hl+v26Sv02+7jeuHbrXrppjayWCxmRwMAAEAFKFVx2rRpU6nfsG3bthccBqjM2kQG6l93tdODn6zVJyvjFRnkq5G9mpodCwAAABWgVMWpXbt2slgsMozz3wjUYrGooKCgTIIBlVHfS8M1/vrWevG7bXp1wQ5FBHozTTkAAEANUKritH///vLOAVQZ93ZvrITUbL3/23499dVG1fX3UrdmIWbHAgAAQDkqVXFq2LBheecAqpRx/S9RQmqOvtuUoAc/XqsvHoxR63oBZscCAABAOSlVcZo/f7769+8vu92u+fPnn3fdG2+8sUyCAZWZ1WrRG3dE61h6rlbtT9aI2av19ahuigzyMTsaAAAAykGpitPAgQOVmJio0NBQDRw48JzrcY0TahIvD5tmDO2k26cv166kDA2fuVpfPdRVgb7c4wkAAKC6KdV9nJxOp0JDQ13fn+tBaUJNE+hj1+wRnV33eHrg4zXKcfD7AAAAoLpx+wa4Z5OSklIWbwNUSfWCfDR7RGf5e3lo1f5kPfrZem6QCwAAUM24XZxeffVVff75567nt99+u+rUqaPIyEht3LixTMMBVcUlEQGaMbSTPD2s+mlbksZ9vbnE6fsBAABQdbhdnKZPn66oqChJUmxsrBYtWqQFCxaof//+euqpp8o8IFBVxDQN1juD2stmtejLtYf0yg/bKU8AAADVhNvFKTEx0VWcvvvuO91xxx3q27evxo4dqz/++KPMAwJVSd9Lw/XqrW0lSe//tl/vLd1rciIAAACUBbeLU+3atXXw4EFJ0oIFC9S7d29JkmEYTA4BSLqtY309f/0lkqTXFu7UnFUHTE4EAACAi1Wq6cjPdMstt+juu+9W8+bNdeLECfXv31+StH79ejVr1qzMAwJV0X09migly6F3luzR8/O2KNDHrhva1jM7FgAAAC6Q28Xpn//8pxo1aqSDBw/qH//4h/z8/CRJCQkJGjVqVJkHBKqqJ/u20MmsPM1ZFa8nPt8gPy8P9WoZanYsAAAAXAC3i5Pdbtff//73YsufeOKJMgkEVBcWi0Uv3tRGaTn5+nbjET348VrNGn65ujYLMTsaAAAA3HRB93HauXOnRo8erWuuuUbXXHONRo8erZ07d5Z1NqDKs1ktmnpHtHpfEqbcfKf+9uEa/RGXbHYsAAAAuMnt4vTf//5Xbdq00dq1axUdHa3o6GitW7dObdq00X//+9/yyAhUaXabVe8Obq+eLeoq21GgEbP+0Pr4k2bHAgAAgBvcLk5jx47VuHHjtGLFCk2dOlVTp07V8uXL9eyzz2rs2LEXFOLdd99Vo0aN5O3trS5dumj16tWl2m7u3LmyWCwaOHDgBe0XqCheHjb9e0hHxTQJVkZuvobOXK0th1PNjgUAAIBScrs4JSQkaOjQocWW33PPPUpISHA7wOeff64xY8Zo4sSJWrdunaKjo9WvXz8dPXr0vNvFxcXp73//u3r06OH2PgEzeNtt+s/wTrq8UW2l5+Trnv+s0o7ENLNjAQAAoBTcLk69evXSb7/9Vmz5smXLLqjETJ06Vffff79GjBih1q1ba/r06fL19dXMmTPPuU1BQYEGDx6sSZMmqUmTJm7vEzCLr6eHZg6/XNFRQUrJcmjw+6u052i62bEAAABQArdn1bvxxhv19NNPa+3atbriiiskSStXrtSXX36pSZMmaf78+UXWPZ+8vDytXbtW48aNcy2zWq3q3bu3VqxYcc7tXnzxRYWGhupvf/vbWUvcmXJzc5Wbm+t6npZW+D/8DodDDofjvNtWhNMZKkMWVAxvm/SfIe01dNYabUtI16AZK/XRiE5qFupXqu0ZM3AXYwbuYszAXYwZuKuyjBl39m8xDMNw582t1tIdpLJYLCooKDjvOkeOHFFkZKSWL1+umJgY1/KxY8fql19+0apVq4pts2zZMt11113asGGDQkJCNHz4cKWkpGjevHln3ccLL7ygSZMmFVv+6aefytfXt1SfBSgPGQ7pnW02JWRZ5G839HDrAkUwJAEAACpMVlaW7r77bqWmpiogIOC867p9xMnpdF5wsIuVnp6uIUOG6P3331dISOnuhTNu3DiNGTPG9TwtLU1RUVHq27dviT+ciuBwOBQbG6s+ffrIbrebHQcVrHfvPA2bvVY7EtM1Y4+PPhreSS3D/c+7DWMG7mLMwF2MGbiLMQN3VZYxc/pstNJwuziVpZCQENlsNiUlJRVZnpSUpPDw8GLr7927V3FxcRowYIBr2eki5+HhoZ07d6pp06ZFtvHy8pKXl1ex97Lb7ZXqN3Zly4OKERZk19wHrtA9/1mlLYfTNGTWGs257wq1rldyqWfMwF2MGbiLMQN3MWbgLrPHjDv7LvXkENddd51SU/+cPnnKlClKSUlxPT9x4oRat25d6h1Lkqenpzp27KjFixe7ljmdTi1evLjIqXuntWrVSps3b9aGDRtcjxtvvFFXXXWVNmzYoKioKLf2D1QGQb6emvO3KxRdP1Ansxy6+4OVTFUOAABQyZS6OC1cuLDIJAuvvPKKkpOTXc/z8/O1c+dOtwOMGTNG77//vj788ENt375dI0eOVGZmpkaMGCFJGjp0qGvyCG9vb7Vp06bIIygoSP7+/mrTpo08PT3d3j9QGQT62vXxfV3UvkHhbHt3v79Smw6lmB0LAAAAp5S6OP11Dgk355Q4pzvvvFOvv/66JkyYoHbt2mnDhg1asGCBwsLCJEnx8fEXdH8ooKoJ8Lbro3s7q2PD2krLydfgD1ZpffxJs2MBAABAJl/jdNro0aM1evTos762dOnS8247e/bssg8EmMTf264P7+2se2f9odVxyRryn9X6YFgnXdEk2OxoAAAANVqpjzhZLBZZLJZiywCULT8vD82+93J1bRqsjNx8DZu5Wou3J5W8IQAAAMpNqY84GYah4cOHu2aoy8nJ0UMPPaRatWpJUpHrnwBcHF9PD80cfrlGf7pei7Yn6cGP1+qNO6J1U7tIs6MBAADUSKUuTsOGDSvy/J577im2ztChQy8+EQBJkrfdpmn3dNBTX27UvA1H9PjnG5Sek687O9YzOxoAAECNU+riNGvWrPLMAeAs7Darpt7RTgE+dn204oCen7dFKZm5YuJ9AACAilXqa5wAmMNqtWjSjZdq9FXNJEmvx+7W/APWMpvZEgAAACWjOAFVgMVi0d/7tdS4/q0kSYuPWDV+/nYVOClPAAAAFYHiBFQhD/Zsqv+7qbUsMvT5mkMa+cla5TgKzI4FAABQ7VGcgCrmzk71NbyFU54eVv20LUl3v79SJzPzzI4FAABQrVGcgCqoXbCh2cM6KsDbQ+viU3Tr9OU6mJxldiwAAIBqi+IEVFGXN6qtr0Z2Vb1Ab+07lqlbpi3XlsOpZscCAAColihOQBXWIsxfX4/qplbh/jqWnqs7/71Cv+0+ZnYsAACAaofiBFRx4YHe+uKhGMU0CVZmXoFGzPpDX687ZHYsAACAaoXiBFQDAd52zb73cg2Irqd8p6ExX2zU1Nhd3OsJAACgjFCcgGrCy8Omf93ZTg/2bCJJemvxbj06dwPTlQMAAJQBihNQjVitFo3rf4levfUyeVgt+nbjEQ16f6WOpeeaHQ0AAKBKozgB1dCdlzfQR3/rrEAfu9bHp2jgu79rZ2K62bEAAACqLIoTUE11bRqib0Z1VaNgXx1Oydat05Zr6c6jZscCAACokihOQDXWpK6fvhnVTZ0b11FGbr7unf2HPlwex6QRAAAAbqI4AdVc7Vqe+uRvXXRbx/pyGtLE+Vv17DeblZvPpBEAAAClRXECagBPD6teu62tnunfShaL9Nnqgxo0Y6WOpuWYHQ0AAKBKoDgBNYTFYtFDPZtq1vDLFeDtoXXxKbrh7WVaH3/S7GgAAACVHsUJqGF6tQzV/0Z3V/NQPx1Nz9Wd/16pL9YcNDsWAABApUZxAmqgxiG19M3D3dS3dZjyCpwa+9UmTfzfFjkKnGZHAwAAqJQoTkAN5efloen3dNSYPi0kSR+uOKDBH6zS0XSuewIAAPgrihNQg1mtFj16TXO9P7ST/Lw8tHp/sq5/a5lW7TthdjQAAIBKheIEQH1ah+l/o7upRZifjqXn6u4PVmn6L3vldHK/JwAAAIniBOCUpnX9NO/hbrqlfaQKnIam/LhDD3y8VqlZDrOjAQAAmI7iBMDF19NDb9wRrVduvkyeNqsWbU/SDe/8pi2HU82OBgAAYCqKE4AiLBaL7u7SQP8d2VVRdXx0MDlbt0xbrjmrDsgwOHUPAADUTBQnAGd1Wf1AfTe6h3pfEqq8fKee+2aLHvlsvVKzOXUPAADUPBQnAOcU6GvXjCGd9Ez/VvKwWvTdpgRd/9ZvWnvgpNnRAAAAKhTFCcB5Wa0WPdSzqb58KEZRdXx06GS27vj3Cr27ZA+z7gEAgBqD4gSgVNo3qK3vH+2hAdH1VOA09NrCnRoyc5WS0rhhLgAAqP4oTgBKLcDbrrfuaqd/3NZWPnabft9zQv3/9ZuW7DhqdjQAAIByRXEC4BaLxaI7OkXp20e665KIACVn5mnE7D80ft4WZeXlmx0PAACgXFCcAFyQZqF++mZUV43o1kiS9PHKA7r+rWVaH8/EEQAAoPqhOAG4YN52myYOuFQf/62zwgO8tf94pm6bvkJTf9opR4HT7HgAAABlhuIE4KL1aF5XCx+/Uje1K5w44q2f9+iW95Zrz9F0s6MBAACUCYoTgDIR6GvXv+5qr3fubq8gX7s2H07V9W8t08xl+5m2HAAAVHkUJwBl6oa29bTw8SvVs0Vd5eY79eJ32zT4g1WKP5FldjQAAIALRnECUObCArw1e8Tl+r+BbeRjt2nFvhPq9+avmrlsvwo4+gQAAKogihOAcmGxWHTPFQ214PEeuqJJHWU7CvTid9t0x79XaM/RDLPjAQAAuIXiBKBcNQyupU/vu0Iv39xGfl4eWnvgpK576ze9u2QPM+8BAIAqg+IEoNxZrRYN7tJQPz1xpXq1rKu8fKdeW7hTA9/9XVuPpJodDwAAoEQUJwAVpl6Qj2YNv1xT74hWoI9dW4+k6aZ3ftdrC3cox1FgdjwAAIBzojgBqFAWi0W3dKiv2DFX6tpLw5XvNPTukr3q+89ftXTnUbPjAQAAnBXFCYApQv29NX1IR02/p6PCA7wVn5yl4bP+0MOfrlNSWo7Z8QAAAIqgOAEw1bVtwrXoyZ76W/fGslqk7zclqPcbv+jD5XFMXQ4AACoNihMA0/l5eWj8Da01f3R3RUcFKT03XxPnb9XN7/2uLYeZPAIAAJiP4gSg0mgTGaivR3bVSwPbyN/bQ5sOperGd5Zpwv+2KCUrz+x4AACgBqM4AahUbFaLhlzRUIuf7KkB0fXkNKSPVhxQr9eX6pOVBzh9DwAAmILiBKBSCvX31tuD2uvT+7uoZZi/UrIcen7eFg14e5lW7082Ox4AAKhhKE4AKrWuTUP0/aPdNenGSxXg7aFtCWm6498r9Ohn65WYyux7AACgYlCcAFR6HjarhnVtpCV/76W7uzSQxSLN33hEV7+xVO8u2cPNcwEAQLmjOAGoMoL9vPTKzZfp29Hd1alhbWXlFei1hTt1zRu/aN76w3Jy/RMAACgnFCcAVU6byEB9+VCM3ryzneoFeutwSrYe/3yDbnx3mVbsPWF2PAAAUA1RnABUSRaLRQPbR+rnv/fS2Gtbys/LQ1sOp2nQ+yt134d/aM/RDLMjAgCAaoTiBKBK87bbNKpXMy19qpeGxjSUzWrRou1H1e/NX/X8vM06npFrdkQAAFANUJwAVAshfl568aY2+umJK9WndZgKnIY+WRmvnv9Yoqk/7VRajsPsiAAAoAqjOAGoVprW9dP7Qzvp8weuUHT9QGXmFeitn/eox6tLNP2XvcrOYwY+AADgvkpRnN599101atRI3t7e6tKli1avXn3Odd9//3316NFDtWvXVu3atdW7d+/zrg+gZurSJFjzHu6m6fd0ULNQP6VmOzTlxx268rUl+nhFnPLynWZHBAAAVYjpxenzzz/XmDFjNHHiRK1bt07R0dHq16+fjh49etb1ly5dqkGDBmnJkiVasWKFoqKi1LdvXx0+fLiCkwOo7CwWi65tE6GFj1+pN26PVv3aPjqWnqvx/9uqq99Yqv+uPaQCpjAHAAClYHpxmjp1qu6//36NGDFCrVu31vTp0+Xr66uZM2eedf05c+Zo1KhRateunVq1aqUPPvhATqdTixcvruDkAKoKm9WiWzvW189P9tJLN12quv5eOnQyW09+uVH93vxV3248QoECAADn5WHmzvPy8rR27VqNGzfOtcxqtap3795asWJFqd4jKytLDodDderUOevrubm5ys39c1attLQ0SZLD4ZDDYf7F4qczVIYsqBoYMxfOIumuTpG6qW24Pl4Vrxm/7deeoxl65LP1enPRLo3q2UTXXxYum9VidtQyxZiBuxgzcBdjBu6qLGPGnf1bDMMw7b9Zjxw5osjISC1fvlwxMTGu5WPHjtUvv/yiVatWlfgeo0aN0sKFC7V161Z5e3sXe/2FF17QpEmTii3/9NNP5evre3EfAECVlp0vLU2w6JcEq7ILCstSqLehPvWd6hhiyFa9+hMAAPiLrKws3X333UpNTVVAQMB51zX1iNPFmjJliubOnaulS5eetTRJ0rhx4zRmzBjX87S0NNd1USX9cCqCw+FQbGys+vTpI7vdbnYcVAGMmbJ1q6T0nHx9sipeM38/oKPZDs3ZY9NvyT4a2bOJboqOkN1m+lnNF4UxA3cxZuAuxgzcVVnGzOmz0UrD1OIUEhIim82mpKSkIsuTkpIUHh5+3m1ff/11TZkyRYsWLVLbtm3PuZ6Xl5e8vLyKLbfb7ZXqN3Zly4PKjzFTdurY7Xq0d0vd26OpPl5xQO//tk/xydka981Wvbt0n0b2aqpbO9SXt91mdtSLwpiBuxgzcBdjBu4ye8y4s29T/xvV09NTHTt2LDKxw+mJHs48de+v/vGPf+ill17SggUL1KlTp4qICqAG8PPy0MheTbXs6av07HWtFOLnqUMns/XcN1vU/dUlem/pHqVmc/4+AAA1kennn4wZM0bvv/++PvzwQ23fvl0jR45UZmamRowYIUkaOnRokckjXn31VY0fP14zZ85Uo0aNlJiYqMTERGVkZJj1EQBUM76eHnrgyqb6bezVmnBDa9UL9NbxjFz9Y8FOdZvys175YbsSU3PMjgkAACqQ6dc43XnnnTp27JgmTJigxMREtWvXTgsWLFBYWJgkKT4+Xlbrn/1u2rRpysvL02233VbkfSZOnKgXXnihIqMDqOZ8PG26t3tjDYlpqPkbjujfv+7VrqQMzfh1n2b9vl83t4/UA1c2VbNQP7OjAgCAcmZ6cZKk0aNHa/To0Wd9benSpUWex8XFlX8gADiD3WbVrR3r65YOkVqy86imL92n1XHJ+mLNIX259pD6XBKm+3o00eWNastiYSo+AACqo0pRnACgKrBYLLq6VZiubhWmtQdO6t+/7NVP25JcjzaRARrRtbFuiI6Ql0fVnkgCAAAUZfo1TgBQFXVsWFszhnbSojE9NahzA3nbrdpyOE1PfrlR3aYs0ZuLdulYem7JbwQAAKoEihMAXIRmoX6afMtlWvHMNRp7bUuFBxROJPHmot3qNuVnPfnFRm05nGp2TAAAcJE4VQ8AykDtWp4a1auZ7u/RRD9uSdSs3/drfXyK/rvukP677pA6N66jYTGN1Kd1mDw9+D8rAACqGooTAJQhu82qG6Pr6cboeloXf1Kzfo/Tj5sTtHp/slbvT1aIn5fuujxKg7o0UGSQj9lxAQBAKVGcAKCcdGhQWx0a1FbCda00Z2W85v5xUMczcvXOkj16b+keXdUyVPdc0VBXtqgrm5XZ+AAAqMwoTgBQziICffT3fi31WO/m+mlrkuasOqDle09o8Y6jWrzjqOrX9tGgzg105+VRCvHzMjsuAAA4C4oTAFQQu82q69tG6Pq2Edp7LENzVsbrq7UHdehktl5buFNvLtqlvq3DdXun+urRnKNQAABUJhQnADBB07p+mjCgtcZe21LfbjyiOaviteFgir7fnKDvNycoItBbt3aor9s71VfD4FpmxwUAoMajOAGAibztNt3eKUq3d4rS1iOp+nLNIc3bcFgJqTl6Z8kevbNkj7o0rqM7OkWp/2Xh8vXkj20AAMzA38AAUElcWi9Ql94YqHHXtdKibUf1xZqD+nX3Ma3an6xV+5M1cf5WDYiO0G0d66tDg9qyWDiVDwCAikJxAoBKxsvD5roW6khKtr5ed0hfrDmk+OQsfbb6oD5bfVAN6vjqpnb1dFO7SDUL9TM7MgAA1R7FCQAqsXpBPhp9dXON6tVMq+OS9cWag1q4JVHxyVl6++c9evvnPWpbP1A3tYvUgOgIhfp7mx0ZAIBqieIEAFWA1WrRFU2CdUWTYGUPLFDs9iTNW39Yv+46pk2HUrXpUKpe/n6bujUL0c3tI9X30nD5efFHPAAAZYW/VQGgivHxtOnG6Hq6MbqeTmTk6vvNCfpm/WGtj0/Rb7uP67fdx+Vt36xrLgnTDZdFqFuT2mZHBgCgyqM4AUAVFuznpaExjTQ0ppEOnMjUvPVH9L8Nh7XveKa+35Sg7zclyNfTppb+VlkbJql36wj5eNrMjg0AQJVDcQKAaqJhcC091ru5Hr2mmTYfTi0sTpsTdOhkttafsOqRuRvl67lFV7cK1fWXRahXy1BKFAAApURxAoBqxmKxqG39ILWtH6Rn+rfSurgTevfbFdqV5atDKTn6blOCvjt1JOqqVqHq3yZcPVvUlb+33ezoAABUWhQnAKjGCktUoG5q6FT//j20PSlLP2z+80jU6dP5PG1WxTQNVp/WYerTOkxhAczOBwDAmShOAFBDWCwWRUcFKTqq8EjU5sOp+n5zgmK3JWnfsUz9suuYftl1TM/P26LoqCD1PVWimof6cbNdAECNR3ECgBrozNP5xvW/RHuOZih2W5JityVq/cEUbTz1eG3hTjUK9j11JCpcHRoEycNmNTs+AAAVjuIEAFCzUD81C/XTyF5NdTQ9R4u3H9VPWxP1+94TijuRpfd/26/3f9uvAG8P9WhRV1e1DFXPFnVV19/L7OgAAFQIihMAoIhQf28N6txAgzo3UEZuvn7ddUyx25K0ZOdRpWQ5XNdFSdJlkYHq1bKuerUMVbuoINmsnNIHAKieKE4AgHPy8/LQdZdF6LrLIlTgNLThYIp+2XlUS3Ye0+bDqa7H2z/vUZCvXVc2r6urWtVVj+Z1FeLH0SgAQPVBcQIAlIrNalHHhrXVsWFtjenbUkfTc/TrruNasvOoftt1TClZDs3feETzNx6RJLUK91f3ZiHq1jxEXRrXka8nf+UAAKou/hYDAFyQUH9v3daxvm7rWF/5BU6tP5iipTuPasmOY9qWkKYdienakZiuD5btl91mUYcGtV1Fqm1kIJNMAACqFIoTAOCiedisurxRHV3eqI6e6tdKJzJytXzvCS3bfVzL9hzX4ZRsrdqfrFX7k/VG7C75e3noiqbBhUWqWbCa1mXKcwBA5UZxAgCUuWA/Lw2IrqcB0fVkGIYOnMjSsj3H9fue41q+94RSsx2npj9PkiSF+Hmqc+M66tI4WF2a1FGLUH9ZmWgCAFCJUJwAAOXKYrGoUUgtNQqppXuuaKgCp6GtR1K1bM9xLdt9XGsPnNTxjDz9sDlRP2xOlCQF+dp1eaM66tK4jq5oEqxLIgKYsQ8AYCqKEwCgQtmsf958d1SvZsrNL9CmQ6late+EVu1P1pq4k0rJKnpEyt/bQ5c3qqPOjeuoU8PaahMZKG+7zeRPAgCoSShOAABTeXnYXNdHjZbkKHBq8+FUrdqXrFX7T2hN3Eml5+Tr5x1H9fOOo5Iku82iNpGB6tigtmumv9AAb3M/CACgWqM4AQAqFbvNqg4NaqtDg9oa2aup8guc2paQptWnJpdYH194at/6+BStj0/RB8v2S5Lq1/ZRx4aF23VsWFutwv2ZuQ8AUGYoTgCASs3DZnWd2ndfjyYyDEPxyVlae+Ck67EzKV2HTmbr0Mls/W9D4X2kfD1tals/UNFRQYquH6S29QMVGeTD7H0AgAtCcQIAVCkWi0UNg2upYXAt3dKhviQpPcehjQdTC4tU/EmtP3BS6bn5WrkvWSv3Jbu2Da7lqbb1A9W2fpCiowq/hvh5mfVRAABVCMUJAFDl+Xvb1b15iLo3D5EkOZ2Gdh/N0Pr4k9p4KFWbDqVoR2K6TmTmacnOY1qy85hr28ggnz/LVP1AtakfqABvu1kfBQBQSVGcAADVjtVqUctwf7UM99ddnQuX5TgKtPVImjYdStGmQ6naeChF+45l6nBKtg6nZOvHLYmu7RvU8dWl9QLUOiJAl0YGqHVEoMICvDjNDwBqMIoTAKBG8LbbXDPwnZaW49CWQ6muo1KbDqXqcEq24pOzFJ+cVaRMBdfyVOt6AYWPiABdWi9QjUNqcX8pAKghKE4AgBorwNuurs1C1LVZiGtZcmaetiekaduRNG09kqptCWnaeyxTJzLz9Nvu4/pt93HXuj52m1pF+KtVeIBahvmpRbi/Wob5K5jrpgCg2qE4AQBwhjq1PNWtWYi6nVGmchwF2pmYrm0Jp8rUkTRtT0hXtqPANS36mUL8vNQy3E8twgqLVItwf7UI85efF3/tAkBVxZ/gAACUwNtuK5zWPCrItazAaSjuRKa2HUnTrqR07UhM166kdMUnZ+l4Rq6O78nV73tOFHmf+rV9zihSfmpa109N6vpRqACgCuBPagAALoDNalHTuoXl50xZefnaczSjsEglpmtnUmGhSkrLdd1ravGOo0W2CQ/wVtPQWmpa10/NQv1c78uEFABQeVCcAAAoQ76eHq4b9p4pJStPO08dldqRmK49RzO091imjmfkKjEtR4lpOcWOUNXytKmpq0jVch2hahjsK2+7rQI/FQCA4gQAQAUI8vVUlybB6tIkuMjy1CyH9h7P0N5TRWrvsQztPZahAyeylJlXoE2HUrXpUGqx94sI9FbDYF81OnUz4EbBvmoUUksNg33l68lf7wBQ1viTFQAAEwX62tWhQW11aFC7yPK8fKfik7NcRWrv0cJSte9YhtJy8pWQmqOE1Byt3Jdc7D1D/b1OFao/y9Tp5/7c3BcALgjFCQCASsjTw6pmoYXXPJ3JMAylZDkUdyJTB05kub7uP56pAycydTLLoaPpuTqanqvVccVLVaCPXfVr+yiqtm/h1zpFv3K0CgDOjj8dAQCoQiwWi2rX8lTtWp5q/5ejVFLhqX8HkjMVdyJLB44Xfo07kam444X3okrNdig126GtR9LO+v7BtTwVGeQtW45VW2y71CDET1G1fVS/tq8ig3zk48m1VQBqJooTAADVSKCvXW19i09OIUmZufk6nJKtg8lZOnTyjK8nC7+mZjt0IjNPJzLzJFm1fllcsfcI8rUrItBH9QK9FRHkrYhAH0UEFn6tF+St8EBveXlQrgBUPxQnAABqiFpeHmoRVngz3rNJy3HoUHK24o6lK3bFWgVENNbhlFwdOlWsMnLzlZLlUEqWQ9sTzn7ESpJC/Dxdhape0KliFeSj8ABvhQV4KdTfmyNXAKocihMAAJAkBXjb1bqeXc3r+sgRZ+i661rJbv9zMom0HIcSUnJ0JDVbCSk5SkjN1pFTXxNSc3QkJVu5+U4dz8jT8Yw8bT5cfDbA0/y9PRR2qkiF+Xur7qmvYQHeCj31fWiAF9OuA6g0KE4AAKBUArztCgi3q2X42Y9YGYahk1kOHUnJPjXr3xnFKiVHSek5SkrLUY7DqfScfKXnZGjP0YwS9nm6YBUWqVB/b4X4eaquv5eCa3kpxN9TwbW8VKeWp2xWbhYMoPxQnAAAQJmwWCyqU8tTdWp5qk1k4FnXMQxDaTn5Opaeo6S0XCWl5eho+qmvabk6esby3Hyn0nLylZaTod0lFCyrRapTy9NVpkL8vIp8H+J3+quXgv08uQ4LgNsoTgAAoMJYLBYF+tgV6GNXs9CzH7mS/ixYR9MKi9SZhepEZp6Op+fqRGaujmfk6WRWnpyGXKcI7kwqOYe/t4eCT81OWNu38FGnlv0vz08t8/VUoI9dHjZrGf4kAFQ1FCcAAFDpnFmwmp9jMovT8gucSs7K0/H0vFNlKlcnMvJ0LCO3yLLT3zsKjFOnCuYr7kRWqTMF+thVp5anavsWlqnap46uFRYtuytv4Bnf+3l5yGLhFEKgOqA4AQCAKs3DZlWov7dC/b1LXNcwDKVl5+tYRq5OZuXpZGbhEavkTMdfnufpZJZDyafufSXJdQ+s/W5ks1ktCvD2cBWpAJ8zCtZfH75Fn1O6gMqF4gQAAGoMi8VSWFB87SWvfEp+gVOp2Q5XwUrOzFNKVp6STxWt06XrdLE6/cjLd6rAWThhxsksh9tZbVaL/Lw85O/tIT8vDwV42wu/9z69rPB5wOllXn++HuBtd23LKYZA2aA4AQAAnIeHzapgPy8F+3m5tV2Oo0Cp2YX3vfprqUrNdijtL89TsvKUmp2vtGyH8goKS9fp1y6Gj93mKlv+Xh7yP1XAankVFjJfT5tqnfG1lqeHfL1squXpoVqnvp5+7utp4ygYaiyKEwAAQDnwttvkbbcpLKDkUwjPZBiGchyFR7nScxxKzy28HisjJ1/pOQ5l5OYr7fT3p67VysjNL7ZutqNAkpTtKFC2o0DH0nMv+jNZLJKv3SZfLw/VOqNo+ditSk226rfcrfLztquWl02+noXr+Hp6yNvTJh/7qYenVT52D/mcsczb0ypPm5VShkqN4gQAAFCJWCyWwlLhaVN4oHul60yOAqcyTpWqtLOUrIzcAmXlFT7Pyi1QZl6+svIKCp/nFS4r/L7wNcOQDEPKzCtQZl6BjhXbo1UbThy+4Lw2q6WwRLnK1emi9edX71PLfD1PFy5bkfW8PGzytlvl5WGTl90q71NfvTys8rbb5OVR+JrdZqGkwW0UJwAAgGrIbrMWTq9ey/Oi3+v0UbDTpSrzVNHKPFWs0rJy9cf6TWrUrKVyCozC10+9lu0oUPaprzmOAteynLwCZTkKVOA0JEkFTkMZuYVFrrxZLXKVq7+WKlfxOnP5GWXsr+sUvm6Tp80iTw+r7LY/H542q+welsKvNusZr59a12qVlRs3VxkUJwAAAJzXmUfBpOLXejkcDvkkbtR1PZvIbi/9xBtS4ZExV7k6XbROFavsM4uWo+jrZ65/upDl5juV4yj8mptfoByHU7mu507XPp3Gn6cwms3DailSpgrLVmHBslksqq4HxgzD0NAos1O4p1IUp3fffVevvfaaEhMTFR0drbfffludO3c+5/pffvmlxo8fr7i4ODVv3lyvvvqqrrvuugpMDAAAgLJw+uhMgLd7hctdhmG4ClRufoFyHWeUK9fzosXL9fwsr7m2y3cq1+GUo6DwkVdgKC+/QI4Cw7UsN//064brCNtp+U5D+c4CXeQcIFWSs77ZCdxjenH6/PPPNWbMGE2fPl1dunTRm2++qX79+mnnzp0KDQ0ttv7y5cs1aNAgTZ48WTfccIM+/fRTDRw4UOvWrVObNm1M+AQAAACo7CwWi2vCDql8S9r5FDiNUwXLKUe+01Ww8gqcyss/o4DlFy9Z1Ul+Qb5ObF9ldgy3mF6cpk6dqvvvv18jRoyQJE2fPl3ff/+9Zs6cqWeeeabY+v/617907bXX6qmnnpIkvfTSS4qNjdU777yj6dOnV2h2AAAAwB02q0U26+kCV3M5HA79sNPsFO4xtTjl5eVp7dq1GjdunGuZ1WpV7969tWLFirNus2LFCo0ZM6bIsn79+mnevHlnXT83N1e5uX9Ov5mWliap8BfL4TD/mOjpDJUhC6oGxgzcxZiBuxgzcBdjBu6qLGPGnf2bWpyOHz+ugoIChYWFFVkeFhamHTt2nHWbxMTEs66fmJh41vUnT56sSZMmFVv+008/ydfX9wKTl73Y2FizI6CKYczAXYwZuIsxA3cxZuAus8dMVlZWqdc1/VS98jZu3LgiR6jS0tIUFRWlvn37KiAgwMRkhRwOh2JjY9WnTx+3Z6FBzcSYgbsYM3AXYwbuYszAXZVlzJw+G600TC1OISEhstlsSkpKKrI8KSlJ4eHhZ90mPDzcrfW9vLzk5VV82ky73V6pfmNXtjyo/BgzcBdjBu5izMBdjBm4y+wx486+reWYo0Senp7q2LGjFi9e7FrmdDq1ePFixcTEnHWbmJiYIutLhYf4zrU+AAAAAFws00/VGzNmjIYNG6ZOnTqpc+fOevPNN5WZmemaZW/o0KGKjIzU5MmTJUmPPfaYevbsqTfeeEPXX3+95s6dqzVr1mjGjBlmfgwAAAAA1ZjpxenOO+/UsWPHNGHCBCUmJqpdu3ZasGCBawKI+Ph4Wa1/Hhjr2rWrPv30Uz3//PN69tln1bx5c82bN497OAEAAAAoN6YXJ0kaPXq0Ro8efdbXli5dWmzZ7bffrttvv72cUwEAAABAIVOvcQIAAACAqoDiBAAAAAAloDgBAAAAQAkoTgAAAABQAooTAAAAAJSA4gQAAAAAJagU05FXJMMwJElpaWkmJynkcDiUlZWltLQ02e12s+OgCmDMwF2MGbiLMQN3MWbgrsoyZk53gtMd4XxqXHFKT0+XJEVFRZmcBAAAAEBlkJ6ersDAwPOuYzFKU6+qEafTqSNHjsjf318Wi8XsOEpLS1NUVJQOHjyogIAAs+OgCmDMwF2MGbiLMQN3MWbgrsoyZgzDUHp6uurVqyer9fxXMdW4I05Wq1X169c3O0YxAQEB/EEDtzBm4C7GDNzFmIG7GDNwV2UYMyUdaTqNySEAAAAAoAQUJwAAAAAoAcXJZF5eXpo4caK8vLzMjoIqgjEDdzFm4C7GDNzFmIG7quKYqXGTQwAAAACAuzjiBAAAAAAloDgBAAAAQAkoTgAAAABQAooTAAAAAJSA4mSid999V40aNZK3t7e6dOmi1atXmx0JJpg8ebIuv/xy+fv7KzQ0VAMHDtTOnTuLrJOTk6OHH35YwcHB8vPz06233qqkpKQi68THx+v666+Xr6+vQkND9dRTTyk/P78iPwpMMmXKFFksFj3++OOuZYwZ/NXhw4d1zz33KDg4WD4+Prrsssu0Zs0a1+uGYWjChAmKiIiQj4+Pevfurd27dxd5j+TkZA0ePFgBAQEKCgrS3/72N2VkZFT0R0EFKSgo0Pjx49W4cWP5+PioadOmeumll3TmvGKMm5rt119/1YABA1SvXj1ZLBbNmzevyOtlNT42bdqkHj16yNvbW1FRUfrHP/5R3h/t7AyYYu7cuYanp6cxc+ZMY+vWrcb9999vBAUFGUlJSWZHQwXr16+fMWvWLGPLli3Ghg0bjOuuu85o0KCBkZGR4VrnoYceMqKioozFixcba9asMa644gqja9eurtfz8/ONNm3aGL179zbWr19v/PDDD0ZISIgxbtw4Mz4SKtDq1auNRo0aGW3btjUee+wx13LGDM6UnJxsNGzY0Bg+fLixatUqY9++fcbChQuNPXv2uNaZMmWKERgYaMybN8/YuHGjceONNxqNGzc2srOzXetce+21RnR0tLFy5Urjt99+M5o1a2YMGjTIjI+ECvDyyy8bwcHBxnfffWfs37/f+PLLLw0/Pz/jX//6l2sdxk3N9sMPPxjPPfec8fXXXxuSjG+++abI62UxPlJTU42wsDBj8ODBxpYtW4zPPvvM8PHxMf79739X1Md0oTiZpHPnzsbDDz/sel5QUGDUq1fPmDx5sompUBkcPXrUkGT88ssvhmEYRkpKimG3240vv/zStc727dsNScaKFSsMwyj8g8tqtRqJiYmudaZNm2YEBAQYubm5FfsBUGHS09ON5s2bG7GxsUbPnj1dxYkxg796+umnje7du5/zdafTaYSHhxuvvfaaa1lKSorh5eVlfPbZZ4ZhGMa2bdsMScYff/zhWufHH380LBaLcfjw4fILD9Ncf/31xr333ltk2S233GIMHjzYMAzGDYr6a3Eqq/Hx3nvvGbVr1y7yd9PTTz9ttGzZspw/UXGcqmeCvLw8rV27Vr1793Yts1qt6t27t1asWGFiMlQGqampkqQ6depIktauXSuHw1FkvLRq1UoNGjRwjZcVK1bosssuU1hYmGudfv36KS0tTVu3bq3A9KhIDz/8sK6//voiY0NizKC4+fPnq1OnTrr99tsVGhqq9u3b6/3333e9vn//fiUmJhYZM4GBgerSpUuRMRMUFKROnTq51undu7esVqtWrVpVcR8GFaZr165avHixdu3aJUnauHGjli1bpv79+0ti3OD8ymp8rFixQldeeaU8PT1d6/Tr1087d+7UyZMnK+jTFPKo0L1BknT8+HEVFBQU+QeLJIWFhWnHjh0mpUJl4HQ69fjjj6tbt25q06aNJCkxMVGenp4KCgoqsm5YWJgSExNd65xtPJ1+DdXP3LlztW7dOv3xxx/FXmPM4K/27dunadOmacyYMXr22Wf1xx9/6NFHH5Wnp6eGDRvm+jU/25g4c8yEhoYWed3Dw0N16tRhzFRTzzzzjNLS0tSqVSvZbDYVFBTo5Zdf1uDBgyWJcYPzKqvxkZiYqMaNGxd7j9Ov1a5du1zynw3FCahEHn74YW3ZskXLli0zOwoqsYMHD+qxxx5TbGysvL29zY6DKsDpdKpTp0565ZVXJEnt27fXli1bNH36dA0bNszkdKisvvjiC82ZM0effvqpLr30Um3YsEGPP/646tWrx7hBjcSpeiYICQmRzWYrNsNVUlKSwsPDTUoFs40ePVrfffedlixZovr167uWh4eHKy8vTykpKUXWP3O8hIeHn3U8nX4N1cvatWt19OhRdejQQR4eHvLw8NAvv/yit956Sx4eHgoLC2PMoIiIiAi1bt26yLJLLrlE8fHxkv78NT/f30vh4eE6evRokdfz8/OVnJzMmKmmnnrqKT3zzDO66667dNlll2nIkCF64oknNHnyZEmMG5xfWY2PyvT3FcXJBJ6enurYsaMWL17sWuZ0OrV48WLFxMSYmAxmMAxDo0eP1jfffKOff/652OHojh07ym63FxkvO3fuVHx8vGu8xMTEaPPmzUX+8ImNjVVAQECxfyyh6rvmmmu0efNmbdiwwfXo1KmTBg8e7PqeMYMzdevWrdhtDnbt2qWGDRtKkho3bqzw8PAiYyYtLU2rVq0qMmZSUlK0du1a1zo///yznE6nunTpUgGfAhUtKytLVmvRfyrabDY5nU5JjBucX1mNj5iYGP36669yOByudWJjY9WyZcsKPU1PEtORm2Xu3LmGl5eXMXv2bGPbtm3GAw88YAQFBRWZ4Qo1w8iRI43AwEBj6dKlRkJCguuRlZXlWuehhx4yGjRoYPz888/GmjVrjJiYGCMmJsb1+umppfv27Wts2LDBWLBggVG3bl2mlq5BzpxVzzAYMyhq9erVhoeHh/Hyyy8bu3fvNubMmWP4+voan3zyiWudKVOmGEFBQcb//vc/Y9OmTcZNN9101mmD27dvb6xatcpYtmyZ0bx5c6aVrsaGDRtmREZGuqYj//rrr42QkBBj7NixrnUYNzVbenq6sX79emP9+vWGJGPq1KnG+vXrjQMHDhiGUTbjIyUlxQgLCzOGDBlibNmyxZg7d67h6+vLdOQ1zdtvv200aNDA8PT0NDp37mysXLnS7EgwgaSzPmbNmuVaJzs72xg1apRRu3Ztw9fX17j55puNhISEIu8TFxdn9O/f3/Dx8TFCQkKMJ5980nA4HBX8aWCWvxYnxgz+6ttvvzXatGljeHl5Ga1atTJmzJhR5HWn02mMHz/eCAsLM7y8vIxrrrnG2LlzZ5F1Tpw4YQwaNMjw8/MzAgICjBEjRhjp6ekV+TFQgdLS0ozHHnvMaNCggeHt7W00adLEeO6554pMC824qdmWLFly1n/DDBs2zDCMshsfGzduNLp37254eXkZkZGRxpQpUyrqIxZhMYwzbv8MAAAAACiGa5wAAAAAoAQUJwAAAAAoAcUJAAAAAEpAcQIAAACAElCcAAAAAKAEFCcAAAAAKAHFCQAAAABKQHECAAAAgBJQnAAA1U5cXJwsFos2bNhQbvsYPny4Bg4cWG7vDwCoXChOAIBKZ/jw4bJYLMUe1157bam2j4qKUkJCgtq0aVPOSQEANYWH2QEAADiba6+9VrNmzSqyzMvLq1Tb2mw2hYeHl0csAEANxREnAECl5OXlpfDw8CKP2rVrS5IsFoumTZum/v37y8fHR02aNNFXX33l2vavp+qdPHlSgwcPVt26deXj46PmzZsXKWWbN2/W1VdfLR8fHwUHB+uBBx5QRkaG6/WCggKNGTNGQUFBCg4O1tixY2UYRpG8TqdTkydPVuPGjeXj46Po6OgimQAAVRvFCQBQJY0fP1633nqrNm7cqMGDB+uuu+7S9u3bz7nutm3b9OOPP2r79u2aNm2aQkJCJEmZmZnq16+fateurT/++ENffvmlFi1apNGjR7u2f+ONNzR79mzNnDlTy5YtU3Jysr755psi+5g8ebI++ugjTZ8+XVu3btUTTzyhe+65R7/88kv5/RAAABXGYvz1v8wAADDZ8OHD9cknn8jb27vI8meffVbPPvusLBaLHnroIU2bNs312hVXXKEOHTrovffeU1xcnBo3bqz169erXbt2uvHGGxUSEqKZM2cW29f777+vp59+WgcPHlStWrUkST/88IMGDBigI0eOKCwsTPXq1dMTTzyhp556SpKUn5+vxo0bq2PHjpo3b55yc3NVp04dLVq0SDExMa73vu+++5SVlaVPP/20PH5MAIAKxDVOAIBK6aqrripSjCSpTp06ru/PLCinn59rFr2RI0fq1ltv1bp169S3b18NHDhQXbt2lSRt375d0dHRrtIkSd26dZPT6dTOnTvl7e2thIQEdenSxfW6h4eHOnXq5Dpdb8+ePcrKylKfPn2K7DcvL0/t27d3/8MDACodihMAoFKqVauWmjVrVibv1b9/fx04cEA//PCDYmNjdc011+jhhx/W66+/Xibvf/p6qO+//16RkZFFXivthBYAgMqNa5wAAFXSypUriz2/5JJLzrl+3bp1NWzYMH3yySd68803NWPGDEnSJZdcoo0bNyozM9O17u+//y6r1aqWLVsqMDBQERERWrVqlev1/Px8rV271vW8devW8vLyUnx8vJo1a1bkERUVVVYfGQBgIo44AQAqpdzcXCUmJhZZ5uHh4ZrU4csvv1SnTp3UvXt3zZkzR6tXr9Z//vOfs77XhAkT1LFjR1166aXKzc3Vd9995ypZgwcP1sSJEzVs2DC98MILOnbsmB555BENGTJEYWFhkqTHHntMU6ZMUfPmzdWqVStNnTpVKSkprvf39/fX3//+dz3xxBNyOp3q3r27UlNT9fvvvysgIEDDhg0rh58QAKAiUZwAAJXSggULFBERUWRZy5YttWPHDknSpEmTNHfuXI0aNUoRERH67LPP1Lp167O+l6enp8aNG6e4uDj5+PioR48emjt3riTJ19dXCxcu1GOPPabLL79cvr6+uvXWWzV16lTX9k8++aQSEhI0bNgwWa1W3Xvvvbr55puVmprqWuell15S3bp1NXnyZO3bt09BQUHq0KGDnn322bL+0QAATMCsegCAKsdiseibb77RwIEDzY4CAKghuMYJAAAAAEpAcQIAAACAEnCNEwCgyuEscwBAReOIEwAAAACUgOIEAAAAACWgOAEAAABACShOAAAAAFACihMAAAAAlIDiBAAAAAAloDgBAAAAQAkoTgAAAABQgv8HlCKjQ6ao8DIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode 1 Reward: 92\n",
      "Episode 2 Reward: 92\n",
      "Episode 3 Reward: 92\n",
      "Episode 4 Reward: 92\n",
      "Episode 5 Reward: 92\n",
      "Episode 6 Reward: 92\n",
      "Episode 7 Reward: 92\n",
      "Episode 8 Reward: 92\n",
      "Episode 9 Reward: 92\n",
      "Episode 10 Reward: 92\n",
      "Average Reward over 10 episodes: 92.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training for gamma=0.99, max_timestamp=12\n",
      "Average Reward: 41.996399999999994\n",
      "Average Penalties: 0.0\n",
      "Average Steps: 12.0\n",
      "Evaluation for gamma=0.99, max_timestamp=12\n",
      "Trained Q-table 1:\n",
      "[[ 2.53453699e+02  3.10608436e+02  3.82977708e+02  3.13616050e+02]\n",
      " [ 8.84261138e+01  1.38940041e+02  3.76043924e+02  1.68825458e+02]\n",
      " [ 1.13387947e+02  1.55583026e+02  3.80022279e+02  1.26401273e+02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 2.06854746e+01  2.05326171e+02  1.74242659e+01  1.37041143e+01]\n",
      " [ 3.61354308e+00  1.59555271e+02  8.16863452e+00  1.83602145e+01]\n",
      " [ 1.81149430e+01  1.50543172e+01  2.21365013e+02  6.55985952e+00]\n",
      " [ 7.20388895e+01  3.25162042e+02  6.50147839e+01  1.26829267e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.94803853e+00  1.20781633e+00  1.83740289e+01  3.15308459e+00]\n",
      " [ 1.42860236e+00  5.75559911e+00  6.62510354e+01 -2.63446161e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 4.00491281e-01 -5.26274988e-01  2.89086417e+00  1.41212374e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-2.77500000e-02  1.19088506e+00  9.06247189e+00  2.32263905e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Trained Q-table 2:\n",
      "[[ 2.71109401e+02  3.31901435e+02  3.82418567e+02  3.38282720e+02]\n",
      " [ 6.08028462e+01  1.72902757e+02  3.75803489e+02  1.86701698e+02]\n",
      " [ 7.46527074e+01  2.12490892e+02  3.81341086e+02  1.69268707e+02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 1.13798270e+01  1.67422390e+02  8.48555410e+00  2.33769030e+01]\n",
      " [ 7.05774591e+00  1.57423178e+02  1.32457255e+01  1.44939231e+01]\n",
      " [ 1.59496828e+01  1.30810553e+01  1.40882574e+02  6.26158251e+00]\n",
      " [ 4.12858500e+01  3.18678714e+02  5.39849885e+01  3.32168017e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-2.45360223e+00  7.09926779e-01  1.16659010e+01  7.58570349e-01]\n",
      " [ 3.01857999e+00  5.64955056e+00  4.88173352e+01  1.30363213e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-5.62484896e-02 -6.99860089e-01  9.04221162e+00  3.75771222e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 8.16270666e-01  0.00000000e+00  7.63349768e+00  9.66601099e-02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode 1 Reward: 52\n",
      "Episode 2 Reward: 52\n",
      "Episode 3 Reward: 52\n",
      "Episode 4 Reward: 52\n",
      "Episode 5 Reward: 52\n",
      "Episode 6 Reward: 52\n",
      "Episode 7 Reward: 52\n",
      "Episode 8 Reward: 52\n",
      "Episode 9 Reward: 52\n",
      "Episode 10 Reward: 52\n",
      "Average Reward over 10 episodes: 52.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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MwbZDFBfmk7NtM/l7c8EE8fm8eH0uXBiwwDYWFYEQFYEgWB4SWqSRntGe6Lh4XC53jZATDEJRUdVpJ5/PEBVVfRrKhcfjIjIyAre79lhwnWYSEREnUJg5ToyBigpDaWlVj8kPhYJBCvL2sGPzOkKVhcTGRxIT4SImDkL5pXj2lOMpKccVrJrTJuR1E4yKJBTjx5UQhxVRyO7ty9lUWIYnIp7W7U4iPqkFbvf3h9i2oaysqlcoMtIiIsJNSkosKSmxdbZZp5lERMQJFGaOA2OgvNxQVlb7lJKxbUqKC/nu25VUBvJISowmyucl+PUG/Fuyic4rIaKkHHdlEG/IDl9LH7Isgm6LoNdLZbSfkqQYaJdGdNe2lHsq2PztYiL8ibQ/qS/RMXFY++eLiYiwcLstAgGDMeDz6SImERFxNoWZRlbdI1PX2BjbtinK38uKxXNo3yGN2BYtKPpsFe5VG2mzr4SIikpMKBQeaFNCkJ2mnJaWjzg8RLI/heS5aJG9l8DGnexauR5rYA/6ndaf7Xv28uWC/9L3tHOIS2iBy+WiosJgWVVBJhSqOvXk9VoKNCIi4lgKM42oeshJWVntU0sG2Ju7k1WffUTf/l0py95F6fvzyNiSS0xZIFzGQHVkocwV5NuYPXi90L8ghZbBSFxYGNsGu4KIygralJRiF5RTujOP2OF96dGnI8sWvEufU0fSIq3N/ku1q+qrHiAcH1+1ToFGREScSGGmERw4j0xFhanzaqXSogL27dqOLyJEfHQUu+Yuput3OUQHahY2gG1M1b8Y4hJCdB6ax/qV5dgbMkmu8OO2Dhi8awxWXgG+FWuJdFu0vO5nrPt6Lft27yAyJo7o2Lga9YdCVaHG6z0wNonI8bJr1y7mz59PIBCosd7n83HmmWeSnJzcRC0TcQ6FmUZw4MDZ6ntQVk9mFwpBMGgoKsijuHAvrTJbs+3b9bTZV4o/ZNeKE7mUkxVdgK91Kb6YIC2SS0hKqyRuZB7fGBdsak1yRSTuA+5MYQGuigrcWTv59ovltMpsTV7eHooL82qFGWOq2uP1KsiIHG/Lly9nzZo1dV45WF5ezpw5c+jZsyf9+vVrgtaJOIfCzHHi97uIjKwas1JcbIfniTG2weVyYVwuDvxzVt1PkkgE5cFIdkbk03bwPqIiDfl5HgJ7I/DGBdkRWYS7wkMyvhrbhYyhxA4Ssm1CoRCWZVXNAiwizUZ0dDSh6m88BxETE3OcWiPiXAozjcrgdlfNyFtSYlNaaodvTRCbkERsfEu2b17JsDOG8O3iFUTvLsAbrOqdsao2x2+5yKyIIWp9Bt+GLDL6FZC1LpJ232bSpSwKDxbeH/TKGKDc62ZHahzdenRl/rxPadOxP7EJSbVaaFng8SjkiDSFnJwc7LomnDrAjh3bMPaBgaf6/br/649lkZiYSHJySqO0UcQJFGYaizEQKiOidBXRxdlU2rFURnQi6G0DuImMjqVFShuyszaSvWsPSSOHsCO0iNbrdhBXtn+08P6/WW5cJFdG4l3fluU7drPHX0qHoIso3Ljq6G0pivSy86Q2JJ51GjtycnF7Y2mZ2gZ/dO1veG531W0PROT4qA4ve/fuZcuWLYcNM1uzsuiW4aVFUgyW5cZyubEsFxgbY0IYO4htF1CYZxOXmHY8dkGk2bGMA6d5LSwsJD4+noKCAuLi4g6/QSMLhUK1/yCFAlC0EnZOh2AhWG7K/adSEn0eIXd61SkmUzV25qslH5GSHkPLhDgKV35L5NLVpO3Mwx+sOYbGGEMJIbaaMtpYkcRa7vCpIwOUuy1yWiVQOrgPcX27sWdfPrt2ldJ38Ehi4hJrTYLn9UJ09KEvzXa5XLjdte/bJCJH54svvmD16tWHPa10OG63i+GDOtM+MzkcaOxQkI1bdnPSyaMbqLXSmIwxlOZvJVheCIDHH0dUQmatv9GbF/2OhIhs3OXf4O45k+jEdk3Q2obVWJ/fCjMNoM4wY2wIlVQFmopdhIimlI6UkQmWl+puF2MM5WUlbFn3FSUFOSQkRhHldmFv2IL3ux1E5ebh21eEKxTCa4O7+somy6LSBbbbTXlSLGUpiVS2b4WrSztKbUN+fhnRcWm069oLf2R0rTeJxwNRUdYhJ80zxuB2uxVmRI7Bnj27aekvwoTKMSbIq+8sp7gkcPgNj0BsjJ/Lzu+P5XJjbBtjB8krj6ZleqcGqV8anm3b7N66ipaRezHlu7CoGWoNbix/KntKW5Dctjeu/ROdFi05E7tkA1aPGcSln9YUTW9QjfX5rdNMjcVygScWEoeCsXFh4auwCP7gdgaWZREZFUPXPqdSUpjP9i3ryC3YS2TbTCK7dCAQqsSUlOEuLsVVUIwVqAQDdmQEJi6aUEwUruioqlATCFFWFMQf1YKufQcRHRsffkMcyOuFqKiqO2ofam4Z3c5A5NhtWLeaFr3TsQmBCVFUXI4xhr4DB9G9bz/AOvxsCAfOmGAMa1YsZ9UXn1NYVEbQ+Phy+XrAIq1VJh06K8g0V7tyc0gyK2lp7Yby7w/ppvU7SUqOIzExpirclO+kpWsnlTt3suq7aAaefgacNJ1gyRZa/AiCTGNSmGl0FlhuLMAbAXGe6htNGmz7+79kLpeL2IQkuvUdjB0KESgvY3fONvbkbCdQ7sLri8PTOgm3q6ojLWRbBCsrqSw1+GwPLdNak9kuA58/EledPSkGlwv83lIizWZcAYPlagueOM2WJ9II/L5IjB3avwTDp5d69D35yEPMgeUsi54n92fFZ0sBiEjozJAzOjdG06UBGRMkqezD8J9ZAxjbYIdsvl60hsiUJEac3Re3x4W1f/jBnOlvsv7rLAYMm0NsYmv2FIbIv+LXJEx/ukn3pTlTmDmOLKvq9gExMRAZaVFRQZ23OXC53URGx5DR4SQyOpwUXl91RrD6rKBVq+fkYD0pXi/4/RZeL7ixobgUK2QDhz5378AzkCLNRr9TBmNX7MMUbd4/tqX66iNq9rjU5RBl9L5s/krfnYt35FDy8vO+DzL7j+cXSzew5t9fckFRFMMMYJWSN2M7byaWMOza0+jRK5P35qwiPdri6YmX8PNJU0hpm0nl1MebeK+aN4WZ46wqb1j7J9EDv79qhuCKiqrTT8Hg97cbONKwUtdreDxVISYioupny6oe5BsLCQMPLH2IetRjI1IfrogkXC2qpkSw7c+q/q3OIkeSSeooUz0+r7KiHG+EvwFaKQ3NytmDKxgkyawMBxnb2Lzx5/cZ8G0ZF5vo/QWr/vEYuDwvhl1PLOPljis4ZXA3+vbOoM+p3bBCK7Hts/HqstNDUpg5zowxlJcHyc0tpLg4QOvWiSQk+PF6LWwbbBtCIbN/puCqx9Xh5odfyKqzRnWPT3VAcrstXK6qdbXziAKKSFOoDiGHvhD7yOsxBcupdHlxubxYnmjKrBSiY+LrWbs0hMhrLyV3y4qqMTIAFrz117mc+k0ZiXgoJsSOXu1gYA9wWbB6I4lfrGdZqBDvdxate2XSb0j3qk1NJbu3ria1XZ+m2yEHUJhpArZtCARClJVVEtx/Ht2yqoMINW4tUB1gDgw11apDTPXPItJ8hcNMPc8ShcOMscOnryy7nOxtX9Gp57D6NlMaSEv/XghUda4VFpTQ/csCEomg2GPx9f87h7Mv/Vm499tcZvjHg5MJLviSy0JJfDf7O8rP6YnfH4GpzKdlVFTT7owDKMwcZ5ZlER0dQdeuRzZbZ3VI0dXRIs4WDiGHK3iY8TThaSCqpxOnKtDEt2zdAK2UhmCMwQRy98/kbvi/B97mZmIwGNx3jGP0yFEYY/jw3zOIiovD9hjcXg8pl11A5csLaRv08uzj73LrH8dWDQouy61xA2OpTWGmERz4n+5o/gM6ZTsRqa2iZA/F+VkkpPXE5fZRXphN0b71mGAQY1eEB+4eNswc5m34/QDgqgsC3DGdKK30kJwQXc89kIZSmr8V/wEnFNP3hnBhkZceR+aZIzDGMP9nv+KUfeV8SD7rE3388c3pGGNY8eEKOu0uw51TEt7eIkRp/naiEzOaYnccQWGmgdQ1n4uInDhcldkkxvqgbBvEdMITyiU+xo8JVWBsK3xpdn1PM30/g3BVz0zQiiI6WoNDm5PKsgKqh2YbY2gZsMAD+yybdm43xhh6FFayzpRhLMOY4kig6nPEFeUHykgK1vxMqSjLU5g5BIUZEZEG4PLEYOwSLG/VrKaWO6bqtib7HfFppsP44WzjVnA3iz/fAFi4LIuOnbqQnJJaz1eRevOnYvnSIG8le91Vx8wKVBIIBIiIiGBVRiK9N4fItCJZ3q8DPak+PVUBwB6Ch6hcfkhhpoEc7mZxDaW6B+hIXu9w81EcyWkl9TiJHBlXTPsaj91xnbDsdgT3rcLYhQ1+NVPVhJwWpnQng3ok4HJ5MFiYUDa7d6FA04S8kfFYwXysiERcLousaBtTYmi9t5yPXn+D8668glH/eIS509/AHxvD+WPOBeDzufNI211MyEBlYkTVeBmqzjxGRCY26T41dwozP2K2bbNixQq2b98eDjaWZdGmTRv69euney6JNDKXy4M3qQ+BXQvD78HLV/++XnWeZWJ+sOaAORqMAcviu+82KMw0IbfbYO/+Aqs0C4Ab7hlDzu/nkU4EPV/5hNwRI0ht3YqzrvhZeJvS4hISHp9BfMhim1XBTX8YC+yfP9Fy6xTTYSjM/Ijt3buX9evX11q/fv16MjMzSUk5siuqROTYhCoDhArXAtb3PSqu+g20/75nxkX1TOBW+N4HBmMM7dvrPk1Nyb15MoSKMNbJWBGppLVK4j9tXYzNsokPuCi59j5mDeuAr30GLo+Hss1ZDPh4IykVIYrsEJ/18tMj9vsJES1/WhPujTMozDSwj+Z8RIuWSfQ75eSDljnWK4eOZhpzYwx5eXkHDBasKX9fLilJvv3tqL6iyQYMuKLAFaFp00WOQn7+PuLce7FMEDDYdiXGrgS7MnzPHQCrnh2iB/ayWpaFK6IlW7L3sHXrDiwLuvfsS0qqPvyaUnn8aCLtnRg7FL447Yq7fsJ7T3zEgHUVxFd4GDF3IyGzAQN49n8e7ApV8nW/OK64ZUSN+vZUpKB+tkNTmGlAoVCIT//vReK7djxkmDnWS6APt50xhr1791JQUEAwGGT9+vUHHVuzft1aCOzB6/WQGB9Dy6QYjAli2yGM5YfojrpUW+QorF/7Lf27RoPbi2Xtv2kgLizLDVYo/F603Id+X4UCNnbZwUfWhN/TlgtXdDtckal06JxJB91zstmIbfdTjDGEcj7AVOzCAqKi/Yy6ZQR//f2rjCyLITnkJpKqZJtnbHa6KlmSHuSWiRcSEeEJj5UxESkkp3Zvyt1xBIWZBrR+wya6W25Mty41vok1KmOw7FKsUCl78gr43/uLCf7wzpV12LW3iF17iwDwuN2MObs3LRJicLmsqm+Ujd1ukR+Z1LRWQD7G2FUBBheW5cJYFljuI75IIFRaPd133aEnHIpcblwRGhTaXFmWRZ67L4nmA7Cqjtv/XltAcqcWDLxtDOu+2sbqZVtwu110H9yJoZ1T2fLkbD6a/RnnjRu6/zPEYg89SdUXy8NSmGlAX331NfPLy7iiW9dDBpkGPc1kKnFV5mLsCjas30RlZSWDh48gOT39iOrclb2TpfM/Zu13exk8IA1wY9zRwHEKYyI/Em3btae8vJxAeXn4hvRxMW5M0QZwHfBeOsxEM+5Ii1BJ1YR4h2JZbkKFa7FiOuP2Rtaz9dIYklNSMWY8oaxX+fabbfgTYrn0+nOwLIuT+mRyUp/MGuUv/82FvPyPueTnFZOQGIe77WW0XDuJfa5f0CK1/UFeRUBhpkENGTyQLz5fzduz57Bnz17GjDmvznINe5rJhcGFCVVSWVmBbduktW5FZPQPr3iom8vVGtu2qTQ+Qt608F2969NOkROV3+/H7/9+4GZlZSUulxts8/2l2XUPYwuz3C48cRZ2wBAqr92bE+6ZsVxYLhdWeRZ2ORSWR5OQrCtemhvL8pAXfTbdT15Bj55t6yxT3Q/ncrm48rpRmIgU8jx9SbY8eLo9RIvj2mJn0iQiDSgjow0DB/YmEKjg00+/5LHH/4/du3c37ou6PNgRaRh/G2xXDCHbrpprwnDES8i2se393wTN4b8Risih7dy5naVLFuIJFWBZbqz9p5ls28bY5giW/WNrbPODxQ7XY7ncWC5X1XvWrmBX9oam3m2pQ0V5OfEx8bhSz2aP6Q2RrTA/GAVeffk1ka3Y4+6HK3UUycka8ns01DPTwMaPv4QVK5cTCJRQEUjiD398mOuvv5J+fXvj8Rz6171r925Ki0tJSU0hMtJ/5D0jLj/G8mGsCOxQiJAxHObLX5gN2KEQpmIfVslGXO4IjCce49W5eJFjlRK5j9RucVC5C8tV9cEVvjdTnW9OU+MfDARLQ3Wekvr+aiYPVaeDQxjbkNhSvTLNkf3+pwC4xowitV2f8PqSvK1UlhcA4PUnhOeRUYQ5NgozDcwYQ4sWiYwfdzaffb6KrK3fMfvtuXz++XJu+dUvKS0rI8LrxeVy1RiT4vF4+McjT9F/w1Yej4/k2el/P+oxK7ZtEwqFwl/ijmgbU3UVlh0KYELFGOPFRZCQN4HD3vFOROpk7Aosl7uqh8Xlqfo5HGZqv6/s8hAmaL6/goXwhAmAVeNG2uG/C7HdYP96C0hO1Pu1OfKPGVXn+ujEzDrXy7FRmGkklmVx6qC+dDupE/9+ZS6fLf2SOz5dQrfSANsrKwj27sa4a66g20mdsW3Dry+/hhaBAIVJ0bQvK+Xll2dw2WWXHOR2AjaESsEVCdiYUAnYIUywHGMM+2eLOSK2qZpky7ZtMDa4Igl5W6IgI3LsXJHJ2GV7cO1/J1ouT3isS7QdTbFdVqO8CRow37/rDgwy3z8Gl2UdMGZG71GRagozjSw62s+GDes5vbySKxKT8fvjsY0hJ2sXX/zxYWa2SeWsy39GS8vF0C6dsI0hGfjXq29w9uiRtGyRVLvSygLcgRzsiFRMqAwCuZhggFBgD8FgsKq35Uh7ZoBgMIixbYzlxfgzwO1ryF+ByAnHHdUWd1TNwZ4REREEAgF6LHKxPe4HXzmMhbHND76F1A4rLQORGFNWY5CxiCjMNDrLsnDl5nBxZmf8+3tZXJZFK38kY/yR7NtdxKxJj7Ehwou7ewqtW2fg9UbgzysnWFlZd6WuCIzLD66Iqj9+Lh8QCPewGMxR9Mywf0ChAbsSKnKw3FFYlgvbFQmuI7sqSkQOLTMzk3Xr1sGOfFrtONZaSrD31yUi31OYaWSWZTEkPolEt4cK26bSGLwWePfPEJoU4ePa1FZcGgwyc9485kX5OWXkOXg93oNX6o7G9u//1ueKwvLEYqyt2PZaQqEQW8pz8bkKj6h9gfJSQqHQ/om+DFTm4zJlYLlx2TZ4OgO6IaVIfd1www18/PHHzJkzh4qKimOqIyIignPPPZfhw4c3bONEHE5hphFYlotQKFR1V2rLIsLt4m87t/NemQviMrGKsxniLuHGNhlEu6sOQYzHw1VprbkSi2UffcjMLRvJnnAJaWkHG9t+YBe1jWVCVdNnh0I8vOVFKvxH1jfjK7MYGorENoaqGUsPuGEdbo2cEWlAZ555JmeeeWZTN0PkR0fzzDQwYww+n5+8vKqeEQt4Y18hn7QYQkLHs4lNaE1y17P5Kn0Ud23bRdAcMCmWZWFZcEp8Im/17s87kyazbn0dc0eYEFZZFu7y73CXbsAqWQfB/KrpJoyN2wNut1V7cVm4ocZiWVXbGGNVjZXxt8b2Z2BHtMFEtQNLeVdERJo3hZkGZozhlFP6887/5lNYWMz6DZuJTRmAz+elZ2ebM09Lpm83i7S0eHa36M3MXTlsLi8lr7KyxqXYloGzPH5WfbG8Rt1VP9hgB6pCjWWwrKqpzQ3sn0zLwnJbuA5YLJdFsMymsqTmEiqrvgGewfImY7xJGFcUxh2F0eklERFxAH3tbgQDB/SnrKycV2a8z9dff4s38nRapYbIaN2CYaefzNKlK4Fydu1pwcdFAQZ1a83qnL20LwjQ2uvj88ICXt5XRGWokl47cjCG/YFl/0kflwfjS8e2y3BZFsYKYJl8wNo/w2hV8KlxoslQlZBMzSsmTGj/NgYw5WBXgOUFy6VLP0VExBHUM9MIXC4XZw4fxgP3T2LI4MEYIDbah8sNXbp0ok2bVFqlp+D3+YnweOnUIomRPTuzy+diQ2kJDxX5SBs+kqRTRzJ/8VY+//yLH7yCBZ44TEQqIU8KJiIN3P5wz4wdMpgg2EEw1UsIXD437uiqybsOnDq9qmfGwm3K8AS24arYiW5pICIiTqEw04iMMYwcNZxQsIgtO0pxu3w88cTf2Lkjj+05FRQW7CalvJyvVm3go0WrcBeXs6S4lLSMDkx+4CaefGwi7dpnMGv2nHB9NV+gEqt8M56Kbbj3Txtq26ZqJtFQ1WQzpnoJGgju/7d6igtD+AZ4xrB/ltIQJlha9+uJiIg0QzrN1Mh69+pJq+TXyd7dgjkfbyUmqpJV326luBTcZgstzhzGIuv7WT637d5L8Y4yvlz2FXv2FpCTs4/zRnetev6Hp32CRRAqxrg8YHn232DSxg6CXRme/JxQabBmR0vNC6GwjcF2RxHypAIGY0UAFjrLJCIiTqAw08hcLhd3/2Eizz43na/X7iAvPwqLcjq193PjL39Ll86dapQvLCzkj/f8hUkP/AsL6NIpkZ9edEHdlbtjMe54bMvGstxgebFDNpFlEQStyqrMYsBVefBeFm+lGxOywYrAdscpwIiIiOMozBwHrdLTeOC+W9m8eQsbN20mo01runTphMfjqRUyYmNjeeKxu1n62Rf4fT569eqBz3eQ2wu4vBCZWX22iJRWHbDtlXRcXEmFyz6ieYA9IYNtG1JTq3pldE8mERFxGoWZ48TlctGxYwc6duxw2LIej4ehpw0+qvotC0455RS2bdvGt99+S6gydETbud1uug/szimnnKKrl0RExJEUZhqBMSYcDA78ubG3c7lcXHzxxUc9cFchRkREnExhpoG4XMf3wrDj/XoiIiLNlcJMA3C7NVOuiIhIU9HXexEREXE0hRkRERFxNIUZERERcTSFGREREXE0hRkRERFxNIUZERERcTSFGREREXE0hRkRERFxNIUZERERcTSFGREREXE0hRkRERFxNIUZERERcTSFGREREXG0eoeZyZMnM2DAAGJjY0lJSWHs2LGsW7fukNtMmzYNy7JqLH6/v75NERERkRNQvcPMggULuPnmm1m6dCkffvghlZWVnH322ZSUlBxyu7i4OLKzs8NLVlZWfZsiIiIiJyBPfSuYM2dOjcfTpk0jJSWFZcuWcfrppx90O8uySEtLq+/Li4iIyAmuwcfMFBQUAJCUlHTIcsXFxbRt25aMjAzGjBnDmjVrDlo2EAhQWFhYYxERERGBBg4ztm3zm9/8htNOO42ePXsetFzXrl156aWXmD17NtOnT8e2bYYMGcL27dvrLD958mTi4+PDS0ZGRkM2W0RERBzMMsaYhqrsxhtv5L333mPhwoW0adPmiLerrKykW7dujB8/ngceeKDW84FAgEAgEH5cWFhIRkYGBQUFxMXFNUjbRUREpHEVFhYSHx/f4J/f9R4zU23ixIm88847fPLJJ0cVZAC8Xi/9+vVj48aNdT7v8/nw+XwN0UwRERH5kan3aSZjDBMnTmTWrFnMmzeP9u3bH3UdoVCI1atXk56eXt/miIiIyAmm3j0zN998M6+88gqzZ88mNjaWnJwcAOLj44mMjATgqquuonXr1kyePBmA+++/n1NPPZVOnTqRn5/PY489RlZWFr/4xS/q2xwRERE5wdQ7zDz//PMADB8+vMb6qVOncvXVVwOwdetWXK7vO4Hy8vK47rrryMnJITExkf79+7N48WK6d+9e3+aIiIjICaZBBwAfL401gEhEREQaT2N9fuveTCIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJo9Q4zn3zyCRdccAGtWrXCsizefvvtQ5afP38+lmXVWnJycurbFBERETkB1TvMlJSU0KdPH5599tmj2m7dunVkZ2eHl5SUlPo2RURERE5AnvpWcO6553Luuece9XYpKSkkJCQcUdlAIEAgEAg/LiwsPOrXExERkR+nJhsz07dvX9LT0xk1ahSLFi06ZNnJkycTHx8fXjIyMo5TK0VERKS5O+5hJj09nRdeeIG33nqLt956i4yMDIYPH87y5csPus1dd91FQUFBeNm2bdtxbLGIiIg0Z/U+zXS0unbtSteuXcOPhwwZwqZNm3jyySf597//Xec2Pp8Pn893vJooIiIiDtIsLs0eOHAgGzdubOpmiIiIiAM1izCzcuVK0tPTm7oZIiIi4kD1Ps1UXFxco1dl8+bNrFy5kqSkJDIzM7nrrrvYsWMH//rXvwB46qmnaN++PT169KC8vJwXX3yRefPm8cEHH9S3KSIiInICqneY+fLLLznzzDPDj2+99VYAJkyYwLRp08jOzmbr1q3h5ysqKrjtttvYsWMHUVFR9O7dm48++qhGHSIiIiJHyjLGmKZuxNEqLCwkPj6egoIC4uLimro5IiIicgQa6/O7WYyZERERETlWCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIizYBt23w4dz6rVq9p6qY4jqepGyAiIvJjVFZWRml5gKXL1vLp0tUs/PxrYqMjue/313Byz454PDU/gj9Z8hVv/G8Z327M4ql7r6N/v15N1HLnUZgRERFpQJWVlUy45c/szN7L6DMHcMZpfXjg99fgdledDJn02DRunfQcT957EwP6dQ1vl1dYTOcOrdmyLYfiktKmar4jWcYY09SNOFqFhYXEx8dTUFBAXFxcUzdHREQk7Kkpr1FQVMo9t11DKGSz6ut1fL58DUu//IqnH76DhIRYtm7bwYuvfsj677Zz/++upEvHtoRCIT5evJKkjBT6tW2DZVlNvSsNrrE+vxVmREREGsgXy7/myb/PZtrTd7Azdy93PfQiKS0TSE9vQec2iYw5b2SN00v/fW8e/575Kb26d2TCJcPJzGhz0LrLywP4/b7jsRuNRmHmAAozIiLS3Ni2zUXXTOKW/3cuZ50x5Ki2/fu//8vLM+cx65/3kfiDz7X1m7Yx+ZlX2bBlB21bp/LSk7fh8zkz1CjMHEBhRkREmpu7J79E7x4dGXfhGce0fX5+PuN++TAfzHi0xvoRF9/KG3//Ey2SEtmyLZcnp7zB0w9ObIgmH3eN9fmtS7NFRETqKXfPPpatXs/YcwYfcx2214svwltj3byFK/jtL39Gi6REANplpPLFirV8tzmrXu39sVGYERERqYeioiJu+v0z/O3RW4iIiDimOoLBIPc9PJUnJl1XY/28hSs4uVeHGuu8Xg9lZWXH3N4fI4UZERGReli0aSstEmPJaNOKoqKiY6rjk0WfsXnbTjp3aldjfVpyIlnbd2PbNsYYvli1juQWCXTs0K7Oek5UmmdGRESkHvZtzmb08AGEQjY/v/kRZr10X60J8Q4lFLJ56h/vMf3ZP9Z6buK1FzHi4ltJS2lBYnwMq9ZsYsHbT+J2uxtyFxxPYUZERKQeBvfrws9vfoyfnjeMwX078OBT07n39qsPuc2W7dmkJSfh9/m4fdLzDB/YibjYaACenvIGmW1Suei80wH48PXHKCoqwhhDfHw8LpdOqvyQwoyIiEg9tG+Xye9uHsczf5/JrTddzq/++BzLVq6hf98ehEIhVn+zgRWrvmHd5j1kbc/F7XHTPjON68afTTBkKCgu5cFrrgZg6qvv4Yv2s2DpamJj/Iw8YyBut5uEhAQCgQD/97fpeDwerr3yYsdent0YFGZERETq6cKzBzPi4tu58OyBTLjmXG6f9CK9u7Vnw+YdxMVEkdopnWG923H7zeNomZRAWVkZO3fmMPFPU3jozquJjq7qlfF43JSWBwiF7Fqnkj5fuZav1++mrCJA+37rObe/7t1UTWFGRESknjweD1Me/y0PPTODv//lNp5/5Ne0b5uOL8KLbduEQiFKyyuYPWcxH3z8Bd9u2orH7eHxSb/k5N4nUVlZidfr5cqfnc3b7y1kQL9uDOzbtcZrFBWX0zYzleKSMkJ5xU20p82TJs0TERFpILff/wJlpeXccNWFzFu4jHc+/Iy8ohJiIv2MHjGAi84dSofMNNxud7jnZdpr7/PWu5/y0F3X0Lt7x4PWbYxh7qfLifB6GXZqL0feu6mxPr/VMyMiItJAHvr9Ncz/9HPmL1lF7+6dGTW0FympKbRISjxo+IiLjsDn8xAbWfMjOWfXHt76z0csX7OV9pnJ3HrDeEae3v947IbjqGdGRETkONqXl8fcRV8R54tk9KiB2LbNN2s30qNbZxYt+ZyV67JZvmoDZYEK+nTpzMm9W/HJ0tUUFgd5ZvKvmrr59aKeGREREYcoLy8nv6iMV2Z+hG0brr50FC3335LgmX/NonBvOWs3bePMM/oSERFBz+5d+N/cz/jri7O4ccL5XDv+HCL9fqAqAIw8cwgXXnV3U+5Ss6aL1UVERBrQb/70LEPO/zVPTXmTCeNGM+bsgVzyiwfCz0cEK9mUlc2+vMLwqaclS7/g0Wde471XH+HCc4aGgwzATy6/m8rKIKf278H27N3HfX+cQGFGRESkgdx293O0S4/h09lP8Mjd1/Hlym9IbpHI/b+7hvuf+DcAd/z6Wp645xpen3IXXq+XkpJSHvv7O7w6pe6el6ioSNZ8s5YRw3vz8psfHc/dcQyFGRERkQayPmsnP71gFMtXf8fPfnEfS75cS2lpKb27ZTL7vUUEAgE8Hg8dO3YgM6MNAFNfmc1J7VNJbhnPpu9q3w17UN+ObNi8k9T4GOZ8/MXx3iVHUJgRERFpIH6fl8yMVrw88yPeeHES9/7ualq1SichIZ4x557Gpi3ZtbYpLCqhRXwUJSUl3P7AP2o9X1peQdC4iYqMpKi0DNu2j8euOIrCjIiISAP4Zl0Wwwb1orCwiDVrt9R6/k+/vYK/TX+31vpTB/Rm264SfD4fW7bmUFZWFn4ur6CYTVtyuGzsCD5auJrLLhyuezPVQb8RERGRBvDmf+dzat+2rPl2PbFx0bWen/rqHE4b0LPW+sED+rAjew9+v58In5d9eXkAlJaWcs743/O3x3/N3AVLmPneQm67cVxj74YjKcyIiIg0gMgoP3sLSunbuzvPP3xjjeemvjyLDz9dxphzBvP+R59y2fUPcOXEyYRCISL9PqKj/di2zemn9qKwJADAjNmfcOXFI0lKTOSfb37C3b++zJGz/h4PCjMiIiIN4KarL+S5ae/x5juLwne0Nsbwr1fn8u68Fbz87B+IiIjgw0VruOT8IaQlJxIMBgHo2LYV36zbwiU/OQ0Li6xtO3j9vwuYeO1FPPLXl+nfsx39+3Rryt1r1jRpnoiISAOIjorkv9Mf5u/T3+X8qyZx6ZjhrFrzHXGxUbz5j/vD5Uad1oM//Pll/H4vXq8XgF5n9ObR52Yw7enfh8fEvPfKZAIVFcxf/BX//ddDTbJPTqHbGYiIiDSwYDDInn1FRPndxMbG1jo9FAqFsCwrHFyMMcxfvIo/Tv4Htm1om5lC986Z/PeDz/jfv+8nJSW5KXajwTXW57fCjIiISDNhjGHb9h3s3JlDfkEBnTt1pGOHdk3drAajezOJiIj8yFmWRWZGm/CEenJkNABYREREHE1hRkRERBxNYUZEREQcTWFGREREHE1hRkRERBxNYUZEREQcTWFGREREHE1hRkRERBxNYUZEREQcTWFGREREHE1hRkRERBxNYUZEREQcTWFGREREHE1hRkRERBxNYUZEREQcTWFGREREHE1hRkRERBxNYUZEREQcTWFGREREHE1hRkRERBxNYUZEREQcTWFGREREHE1hRkRERBxNYUZEREQcTWFGREREHE1hRkRERBxNYUZEREQcrcHCzLPPPku7du3w+/0MGjSIzz///KBlp02bhmVZNRa/399QTREREZETSIOEmRkzZnDrrbcyadIkli9fTp8+fRg9ejS7du066DZxcXFkZ2eHl6ysrIZoioiIiJxgGiTMPPHEE1x33XVcc801dO/enRdeeIGoqCheeumlg25jWRZpaWnhJTU1tSGaIiIiIieYeoeZiooKli1bxsiRI7+v1OVi5MiRLFmy5KDbFRcX07ZtWzIyMhgzZgxr1qw5aNlAIEBhYWGNRURERAQaIMzs2bOHUChUq2clNTWVnJycOrfp2rUrL730ErNnz2b69OnYts2QIUPYvn17neUnT55MfHx8eMnIyKhvs0VERORHokmuZho8eDBXXXUVffv25YwzzmDmzJkkJyczZcqUOsvfddddFBQUhJdt27Yd5xaLiIhIc+WpbwUtW7bE7XaTm5tbY31ubi5paWlHVIfX66Vfv35s3Lixzud9Ph8+n6++TRUREZEfoXr3zERERNC/f3/mzp0bXmfbNnPnzmXw4MFHVEcoFGL16tWkp6fXtzkiIiJygql3zwzArbfeyoQJEzjllFMYOHAgTz31FCUlJVxzzTUAXHXVVbRu3ZrJkycDcP/993PqqafSqVMn8vPzeeyxx8jKyuIXv/hFQzRHRERETiANEmYuvfRSdu/ezT333ENOTg59+/Zlzpw54UHBW7duxeX6vhMoLy+P6667jpycHBITE+nfvz+LFy+me/fuDdEcEREROYFYxhjT1I04WoWFhcTHx1NQUEBcXFxTN0dERESOQGN9fuveTCIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIizZRt23w4dz6rVq9p6qaINGuepm6AiMiJoqysjNLyAEuXreXTpatZ+PnXxEZHct/vr+Hknh3xeGr+Sf5kyVe88b9lfLsxi6fuvY7+/Xo1UctFmjeFGRGRRlZZWcmEW/7Mzuy9jD5zAGec1ocHfn8NbndV5/ikx6Zx66TnePLemxjQr2t4u7zCYjp3aM2WbTkUl5Q2VfNFmj3LGGOauhFHq7CwkPj4eAoKCoiLi2vq5oiIHNJTU16joKiUe267hlDIZtXX6/h8+RqWfvkVTz98BwkJsWzdtoMXX/2Q9d9t5/7fXUmXjm0JhUJ8vHglSRkp9GvbBsuymnpXROqlsT6/FWZERBrRF8u/5sm/z2ba03ewM3cvdz30IiktE0hPb0HnNomMOW9kjdNL/31vHv+e+Sm9undkwiXDycxoc9C6y8sD+P2+47EbIg1CYeYACjMi4gS2bXPRNZO45f+dy1lnDDmqbf/+7//y8sx5zPrnfST+4O/c+k3bmPzMq2zYsoO2rVN56cnb8PkUaqT5U5g5gMKMiDjB3ZNfonePjoy78Ixj2j4/P59xv3yYD2Y8WmP9iItv5Y2//4kWSYls2ZbLk1Pe4OkHJzZEk0UaVWN9fuvSbBGRRpC7Zx/LVq9n7DmDj7kO2+vFF+GtsW7ewhX89pc/o0VSIgDtMlL5YsVavtucVa/2ijiZwoyISAMrKiript8/w98evYWIiIhjqiMYDHLfw1N5YtJ1NdbPW7iCk3t1qLHO6/VQVlZ2zO0VcTqFGRGRBrZo01ZaJMaS0aYVRUVFx1THJ4s+Y/O2nXTu1K7G+rTkRLK278a2bYwxfLFqHcktEujYoV2d9YicCDTPjIhIA9u3OZvRwwcQCtn8/OZHmPXSfbUmxDuUUMjmqX+8x/Rn/1jruYnXXsSIi28lLaUFifExrFqziQVvP4nb7W7IXRBxFIUZEZEGNrhfF35+82P89LxhDO7bgQefms69t199yG22bM8mLTkJv8/H7ZOeZ/jATsTFRgPw9JQ3yGyTykXnnQ7Ah68/RlFREcYY4uPjcbnUyS4nNoUZEZEG1r5dJr+7eRzP/H0mt950Ob/643MsW7mG/n17EAqFWP3NBlas+oZ1m/eQtT0Xt8dN+8w0rht/NsGQoaC4lAevuRqAqa++hy/az4Klq4mN8TPyjIG43W4SEhIIBAL839+m4/F4uPbKi3V5tpywFGZERBrBhWcPZsTFt3Ph2QOZcM253D7pRXp3a8+GzTuIi4kitVM6w3q34/abx9EyKYGysjJ27sxh4p+m8NCdVxMdXdUr4/G4KS0PEArZtU4lfb5yLV+v301ZRYD2/dZzbn/du0lOTAozIiKNwOPxMOXx3/LQMzP4+19u4/lHfk37tun4IrzYtk0oFKK0vILZcxbzwcdf8O2mrXjcHh6f9EtO7n0SlZWVeL1ervzZ2bz93kIG9OvGwL5da7xGUXE5bTNTKS4pI5RX3ER7KtL0NGmeiEgjuv3+FygrLeeGqy5k3sJlvPPhZ+QVlRAT6Wf0iAFcdO5QOmSm4Xa7wz0v0157n7fe/ZSH7rqG3t07HrRuYwxzP11OhNfLsFN76d5N0uw11ue3emZERBrRQ7+/hvmffs78Javo3b0zo4b2IiU1hRZJiQcNH3HREfh8HmIja/6Jztm1h7f+8xHL12ylfWYyt94wnpGn9z8euyHSrKlnRkSkie3Ly2Puoq+I80UyetRAbNvmm7Ub6dGtM4uWfM7KddksX7WBskAFfbp05uTerfhk6WoKi4M8M/lXTd18kSOmnhkREQcrLy8nv6iMV2Z+hG0brr50FC3335LgmX/NonBvOWs3bePMM/oSERFBz+5d+N/cz/jri7O4ccL5XDv+HCL9fqDqA2HkmUO48Kq7m3KXRJoNTU4gItLIfvOnZxly/q95asqbTBg3mjFnD+SSXzwQfj4iWMmmrGz25RWGTz0tWfoFjz7zGu+9+ggXnjM0HGQAfnL53VRWBjm1fw+2Z+8+7vsj0twozIiINKLb7n6OdukxfDr7CR65+zq+XPkNyS0Suf9313D/E/8G4I5fX8sT91zD61Puwuv1UlJSymN/f4dXp9Td8xIVFcmab9YyYnhvXn7zo+O5OyLNksKMiEgjWp+1k59eMIrlq7/jZ7+4jyVfrqW0tJTe3TKZ/d4iAoEAHo+Hjh07kJnRBoCpr8zmpPapJLeMZ9N3te+GPahvRzZs3klqfAxzPv7ieO+SSLOjMCMi0oj8Pi+ZGa14eeZHvPHiJO793dW0apVOQkI8Y849jU1bsmttU1hUQov4KEpKSrj9gX/Uer60vIKgcRMVGUlRaRm2bR+PXRFpthRmREQayTfrshg2qBeFhUWsWbul1vN/+u0V/G36u7XWnzqgN9t2leDz+diyNYeysrLwc3kFxWzaksNlY0fw0cLVXHbhcN2bSU54egeIiDSSN/87n1P7tmXNt+uJjYuu9fzUV+dw2oCetdYPHtCHHdl78Pv9RPi87MvLA6C0tJRzxv+evz3+a+YuWMLM9xZy243jGns3RJo9hRkRkUYSGeVnb0EpfXt35/mHb6zx3NSXZ/Hhp8sYc85g3v/oUy67/gGunDiZUChEpN9HdLQf27Y5/dReFJYEAJgx+xOuvHgkSYmJ/PPNT7j715dp1l8RFGZERBrNTVdfyHPT3uPNdxaF72htjOFfr87l3XkrePnZPxAREcGHi9ZwyflDSEtOJBgMAtCxbSu+WbeFS35yGhYWWdt28Pp/FzDx2ot45K8v079nO/r36daUuyfSbGjSPBGRRhIdFcl/pz/M36e/y/lXTeLSMcNZteY74mKjePMf94fLjTqtB3/488v4/V68Xi8Avc7ozaPPzWDa078Pj4l575XJBCoqmL/4K/77r4eaZJ9EmiPdzkBE5DgIBoPs2VdElN9NbGxsrdNDoVAIy7LCwcUYw/zFq/jj5H9g24a2mSl075zJfz/4jP/9+35SUpKbYjdE6qWxPr8VZkREmjFjDNu272DnzhzyCwro3KkjHTu0a+pmiRwT3ZtJROQEZFkWmRltwhPqiUhtGgAsIiIijqYwIyIiIo6mMCMiIiKOpjAjIiIijqYwIyIiIo6mMCMiIiKOpjAjIiIijqYwIyIiIo6mMCMiIiKOpjAjIiIijqYwIyIiIo6mMCMiIiKOpjAjIiIijqYwIyIiIo6mMCMiIiKOpjAjIiIijqYwIyIiIo6mMCMiIiKOpjAjIiIijqYwIyIiIo6mMCMiIiKOpjAjIiIijqYwIyIiIo6mMCMiIiKOpjAjIiIijqYwIyIiIo5W7zBjjOGee+4hPT2dyMhIRo4cyYYNGw65zb333otlWTWWk046qb5NERERkRNQvcPMo48+yjPPPMMLL7zAZ599RnR0NKNHj6a8vPyQ2/Xo0YPs7OzwsnDhwvo2RURERE5AnvpsbIzhqaee4u6772bMmDEA/Otf/yI1NZW3336byy677OAv7PGQlpZWn5cXERERqV+Y2bx5Mzk5OYwcOTK8Lj4+nkGDBrFkyZJDhpkNGzbQqlUr/H4/gwcPZvLkyWRmZtZZNhAIEAgEwo8LCgoAKCwsrE/zRURE5Diq/tw2xjRovfUKMzk5OQCkpqbWWJ+amhp+ri6DBg1i2rRpdO3alezsbO677z6GDRvG119/TWxsbK3ykydP5r777qu1PiMjoz7NFxERkSawd+9e4uPjG6w+yxxFPHr55Zf55S9/GX787rvvMnz4cHbu3El6enp4/bhx47AsixkzZhxRvfn5+bRt25YnnniCa6+9ttbzP+yZqS6/devWBv1lSPNUWFhIRkYG27ZtIy4urqmbI41Mx/vEouN9YikoKCAzM5O8vDwSEhIarN6j6pm58MILGTRoUPhxdcDIzc2tEWZyc3Pp27fvEdebkJBAly5d2LhxY53P+3w+fD5frfXx8fH6z38CiYuL0/E+geh4n1h0vE8sLlfDzgxzVLXFxsbSqVOn8NK9e3fS0tKYO3duuExhYSGfffYZgwcPPuJ6i4uL2bRpU41AJCIiInIk6hWNLMviN7/5DQ8++CD/+c9/WL16NVdddRWtWrVi7Nix4XJnnXUW//d//xd+fPvtt7NgwQK2bNnC4sWLueiii3C73YwfP74+zREREZETUL0GAAPccccdlJSUcP3115Ofn8/QoUOZM2cOfr8/XGbTpk3s2bMn/Hj79u2MHz+evXv3kpyczNChQ1m6dCnJyclH9Jo+n49JkybVeepJfnx0vE8sOt4nFh3vE0tjHe+jGgAsIiIi0tzo3kwiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mjNOswYY7jnnntIT08nMjKSkSNHsmHDhkNuc++992JZVo3lpJNOOk4tlmP17LPP0q5dO/x+P4MGDeLzzz8/aNlp06bVOsYHTgUgzdsnn3zCBRdcQKtWrbAsi7fffvuQ5efPn1/reFuWdcj7v0nzMXnyZAYMGEBsbCwpKSmMHTuWdevWHXIbvced6/nnn6d3797hGZ0HDx7Me++9d9DyDXWsm3WYefTRR3nmmWd44YUX+Oyzz4iOjmb06NGUl5cfcrsePXqQnZ0dXhYuXHicWizHYsaMGdx6661MmjSJ5cuX06dPH0aPHs2uXbsOuk1cXFyNY5yVlXUcWyz1UVJSQp8+fXj22WePart169bVOOYpKSmN1EJpSAsWLODmm29m6dKlfPjhh1RWVnL22WdTUlJyyO30HnemNm3a8Mgjj7Bs2TK+/PJLRowYwZgxY1izZs1Bt2mQY22aKdu2TVpamnnsscfC6/Lz843P5zOvvvrqQbebNGmS6dOnz3FooTSUgQMHmptvvjn8OBQKmVatWpnJkyfXWX7q1KkmPj7+OLVOGhNgZs2adcgyH3/8sQFMXl7ecWmTNK5du3YZwCxYsOCgZfQe/3FJTEw0L774Yp3PNdSxbrY9M5s3byYnJ4eRI0eG18XHxzNo0CCWLFlyyG03bNhAq1at6NChA5dffjlbt25t7ObKMaqoqGDZsmU1jrPL5WLkyJGHPM7FxcW0bduWjIyMw6Z++XHo27cv6enpjBo1ikWLFjV1c+QYFRQUAJCUlHTIcnqPO18oFOK1116jpKTkkPdrbIhj3WzDTPX58NTU1BrrU1NTD3mufNCgQUybNo05c+bw/PPPs3nzZoYNG0ZRUVGjtleOzZ49ewiFQkd1nLt27cpLL73E7NmzmT59OrZtM2TIELZv3348mizHWXp6Oi+88AJvvfUWb731FhkZGQwfPpzly5c3ddPkKNm2zW9+8xtOO+00evbsedByeo872+rVq4mJicHn83HDDTcwa9YsunfvXmfZBjvW9e7baSDTp0830dHR4WX+/PkGMDt37qxR7mc/+5kZN27cEdebl5dn4uLiDtrFJU1rx44dBjCLFy+usf53v/udGThw4BHVUVFRYTp27GjuvvvuxmiiNCKO4DRTXU4//XRzxRVXNHyDpFHdcMMNpm3btmbbtm1HtZ3e484SCATMhg0bzJdffmnuvPNO07JlS7NmzZoj2vZYj3W9bzTZUC688EIGDRoUfhwIBADIzc0lPT09vD43N5e+ffsecb0JCQl06dKFjRs3NlhbpeG0bNkSt9tNbm5ujfW5ubmkpaUdUR1er5d+/frpGJ9ABg4cqIH9DjNx4kTeeecdPvnkE9q0aXNU2+o97iwRERF06tQJgP79+/PFF1/w9NNPM2XKlMNue6zHutmcZoqNjaVTp07hpXv37qSlpTF37txwmcLCQj777LNDnnv7oeLiYjZt2lQjEEnzERERQf/+/WscZ9u2mTt37hEf51AoxOrVq3WMTyArV67U8XYIYwwTJ05k1qxZzJs3j/bt2x91HXqPO5tt2+EOisM55mN9DD1Ix80jjzxiEhISzOzZs81XX31lxowZY9q3b2/KysrCZUaMGGH++te/hh/fdtttZv78+Wbz5s1m0aJFZuTIkaZly5Zm165dTbELcgRee+014/P5zLRp08w333xjrr/+epOQkGBycnKMMcZceeWV5s477wyXv++++8z7779vNm3aZJYtW2Yuu+wy4/f7j7gbU5pWUVGRWbFihVmxYoUBzBNPPGFWrFhhsrKyjDHG3HnnnebKK68Ml3/yySfN22+/bTZs2GBWr15tfv3rXxuXy2U++uijptoFOQo33nijiY+PN/PnzzfZ2dnhpbS0NFxG7/EfjzvvvNMsWLDAbN682Xz11VfmzjvvNJZlmQ8++MAY03jHutmcZqrLHXfcQUlJCddffz35+fkMHTqUOXPm1JhQZ9OmTezZsyf8ePv27YwfP569e/eSnJzM0KFDWbp0KcnJyU2xC3IELr30Unbv3s0999xDTk4Offv2Zc6cOeFBwVu3bsXl+r4TMS8vj+uuu46cnBwSExPp378/ixcvPugAM2levvzyS84888zw41tvvRWACRMmMG3aNLKzs2tcgVhRUcFtt93Gjh07iIqKonfv3nz00Uc16pDm6/nnnwdg+PDhNdZPnTqVq6++GtB7/Mdk165dXHXVVWRnZxMfH0/v3r15//33GTVqFNB4x9oyxpgG3RMRERGR46jZjJkRERERORYKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJoCjMiIiLiaAozIiIi4mgKMyIiIuJo/x9TB4Mtrm8wAQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training for gamma=0.99, max_timestamp=15\n",
      "Average Reward: 52.26579999999999\n",
      "Average Penalties: 0.0\n",
      "Average Steps: 15.0\n",
      "Evaluation for gamma=0.99, max_timestamp=15\n",
      "Trained Q-table 1:\n",
      "[[ 2.34036503e+02  2.92839891e+02  3.88596982e+02  2.78572598e+02]\n",
      " [ 3.12230489e+01  1.39852198e+02  3.79318977e+02  1.23129924e+02]\n",
      " [ 8.23677825e+01  1.62602021e+02  3.85230286e+02  1.47523313e+02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 1.32877036e+02  1.76280703e+01  9.71692072e+00  5.73257782e+00]\n",
      " [ 6.91456963e+01  8.76270865e+00  3.44261963e+00  7.78111872e+00]\n",
      " [ 2.66741638e+01  7.53028840e+00  1.38421242e+02  1.08166612e+01]\n",
      " [ 8.80158331e+01  3.19402462e+02  3.58602254e+01  3.83567016e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 4.00254736e+01  7.96814501e+00  1.24981844e+02  1.62701641e+01]\n",
      " [ 7.60076060e+00  3.06786267e+01  1.95053925e+02  3.69210582e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-2.84550877e-01  4.48160080e+01 -4.40033184e-01 -1.98979854e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 6.26056235e+00  2.07258619e+00  6.29326073e+01  1.38216075e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Trained Q-table 2:\n",
      "[[ 2.71083202e+02  3.06160124e+02  3.89091688e+02  2.78907627e+02]\n",
      " [ 3.69678404e+01  1.07207402e+02  3.79817651e+02  1.37918605e+02]\n",
      " [ 4.62080171e+01  1.29607827e+02  3.85910975e+02  1.41763359e+02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 1.15304523e+02  3.96846429e+01  2.44796201e+00  3.60141961e+00]\n",
      " [ 8.02081346e+01  3.35765777e+01  2.96550745e+01  1.96757537e+01]\n",
      " [ 5.15378140e+00  1.28636804e+01  1.15694575e+02  1.16015630e+01]\n",
      " [ 9.51394530e+01  3.04891385e+02  6.13316114e+01  2.31510174e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 1.59733060e+00  7.58229018e+00  1.33067923e+02  3.36965320e+01]\n",
      " [ 2.08215448e+01  6.47164460e+00  1.97284548e+02  5.10247089e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.56034661e-01  5.12208883e+01 -1.35943164e+00 -9.65185435e-02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 6.80894682e+00  7.14257223e-01  4.24185175e+01 -2.05212954e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode 1 Reward: 67\n",
      "Episode 2 Reward: 67\n",
      "Episode 3 Reward: 67\n",
      "Episode 4 Reward: 67\n",
      "Episode 5 Reward: 67\n",
      "Episode 6 Reward: 67\n",
      "Episode 7 Reward: 67\n",
      "Episode 8 Reward: 67\n",
      "Episode 9 Reward: 67\n",
      "Episode 10 Reward: 67\n",
      "Average Reward over 10 episodes: 67.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training for gamma=0.99, max_timestamp=20\n",
      "Average Reward: 76.4679\n",
      "Average Penalties: 0.0\n",
      "Average Steps: 20.0\n",
      "Evaluation for gamma=0.99, max_timestamp=20\n",
      "Trained Q-table 1:\n",
      "[[ 4.06550366e+02  4.19725758e+02  4.46148951e+02  4.17029995e+02]\n",
      " [ 9.16399275e+01  2.27426716e+02  4.41790945e+02  2.79610403e+02]\n",
      " [ 2.28175422e+02  2.52934214e+02  4.46255184e+02  2.45329128e+02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 2.93535155e+01  2.82891350e+02  8.94362185e+00  1.58144135e+01]\n",
      " [ 1.99547183e+01  2.38567842e+02  1.28407081e+01  2.95914089e+01]\n",
      " [ 6.30674412e+01  4.70193250e+01  3.00461450e+02  1.93886491e+01]\n",
      " [ 4.26865717e+02  9.06048246e+01  1.25684941e+02  1.19149730e+02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 1.38446269e+01  6.85636437e+00  4.99307535e+01  6.78439814e+00]\n",
      " [ 8.12845169e+00  6.35680837e+00  2.97325738e+02  1.82238434e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-1.62630788e-01  3.61879056e+00 -2.37407013e+00 -2.68660217e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 5.33260068e-01 -2.04080436e-01  9.31895866e+01 -1.40558091e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n",
      "Trained Q-table 2:\n",
      "[[ 4.00610605e+02  4.33011583e+02  4.46053028e+02  4.12876793e+02]\n",
      " [ 1.09064092e+02  1.79618264e+02  4.42195909e+02  2.79464561e+02]\n",
      " [ 1.91055468e+02  2.40277108e+02  4.46385891e+02  2.05596246e+02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 1.13464125e+01  2.64375269e+02  1.90810394e+01  1.07476498e+01]\n",
      " [ 4.61326208e+00  1.56336861e+02  1.47098678e+01  2.46155822e+00]\n",
      " [ 3.82953701e+01  2.48951140e+01  3.29345101e+02  1.96897374e+01]\n",
      " [ 4.26764269e+02  9.01035016e+01  8.66414651e+01  7.35731546e+01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 1.04110070e+01  7.69992238e+00  4.87848138e+01  1.31152857e+01]\n",
      " [ 2.63875194e+01  4.02409942e+01  2.77176177e+02  4.74525222e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [-3.53736188e-02  7.89269955e-01  2.13209636e+00 -5.94217991e-02]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]\n",
      " [ 7.33420354e-01  1.50925063e+01  8.64696984e+01 -4.51652138e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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TUEq2Qz9sTjA7DgAAAICzMHVyiF69eskwjHO+Pnv27LNus379+nJMVbFsVou6hjn1/UGb5qyK1y0d6psdCQAAAMBfVKlrnKqrLqGGPKwWrT1wUtsTSj8lIgAAAICKQXGqBAI9pd6XhEqSPl0VX8LaAAAAACoaxamSGHT56UkiDiszN9/kNAAAAADORHGqJK5oXEeNQ2opIzdf8zceMTsOAAAAgDNQnCoJq9Wiuzs3kCR9svLAeSfNAAAAAFCxKE6VyK0d68vTw6qtR9K06VCq2XEAAAAAnEJxqkTq1PLU9ZdFSJLmrDpgchoAAAAAp1GcKpnBXQpP15u/8YhSsx0mpwEAAAAgUZwqnY4Na6tlmL9yHE59tfaQ2XEAAAAAiOJU6VgsFg2JaShJ+nhFnJxOJokAAAAAzEZxqoRubh8pf28PxZ3I0q+7j5kdBwAAAKjxKE6VUC0vD93eMUqS9OHyOHPDAAAAAKA4VVanT9dbuuuY4o5nmpwGAAAAqNkoTpVU45Ba6tmirgyj8Ia4AAAAAMxDcarEhndtJEn6Ys1BZeXlmxsGAAAAqMEoTpVYzxZ11aCOr9Jy8vW/DUfMjgMAAADUWBSnSsxqtWjoqWudPlweJ8NganIAAADADBSnSu72jlHytlu1IzFdq/cnmx0HAAAAqJEoTpVcoK9dN7ePlCR9tIJJIgAAAAAzUJyqgKExjSRJC7YmKjE1x9wwAAAAQA1EcaoCLokIUOfGdVTgNPTpKo46AQAAABWN4lRFDDt11GnOqnjlOArMDQMAAADUMBSnKqLfpWGqF+itE5l5mr+RqckBAACAikRxqiI8bFYNPXVD3JnL9jM1OQAAAFCBKE5VyKDLG8jHbtOOxHSt2HvC7DgAAABAjUFxqkICfe26vVN9SdJ/lu03OQ0AAABQc1Ccqpjhp07XW7zjqPYdyzA3DAAAAFBDUJyqmCZ1/XRNq1BJ0uzlceaGAQAAAGoIilMVdG/3xpKkL9ccUmqWw+Q0AAAAQPVHcaqCujYNVqtwf2U7CvTZH/FmxwEAAACqPYpTFWSxWFxHnT5cHidHgdPkRAAAAED1RnGqom6MrqcQP08lpOZowZZEs+MAAAAA1RrFqYrytts0uEtDSdLM35maHAAAAChPFKcq7J4rGsrTZtX6+BStiz9pdhwAAACg2qI4VWF1/b10Y7t6kqT3f91nchoAAACg+qI4VXH392giSVqwNVFxxzNNTgMAAABUTxSnKq5luL96tawrw5A+WMZRJwAAAKA8UJyqgQevbCqp8Ia4JzJyTU4DAAAAVD8Up2rgiiZ11LZ+oHLznfpoxQGz4wAAAADVDsWpGrBYLHrgysJrnT5aEafsvAKTEwEAAADVC8Wpmrj20nBF1fHRySyHvlx70Ow4AAAAQLVCcaomPGxW1wx7H/y2XwVOw+REAAAAQPVBcapGbu8Ypdq+dsUnZ2nBlkSz4wAAAADVBsWpGvHxtGlITCNJ0oxf98owOOoEAAAAlAWKUzUzLKahvDys2ngoVSv3JZsdBwAAAKgWKE7VTLCfl27rWF9S4VEnAAAAABeP4lQN3d+jiSwWacnOY9qRmGZ2HAAAAKDKozhVQ41Caum6NhGSpGlLOeoEAAAAXCyKUzU1sldTSdK3G4/owIlMk9MAAAAAVRvFqZpqExmoXi3rymlI03/ZZ3YcAAAAoEqjOFVjD1/VTJL037WHlJiaY3IaAAAAoOqiOFVjlzeqo86N6iivwKkPfuOoEwAAAHChKE7V3KirCq91mrMqXicz80xOAwAAAFRNFKdqrmeLurq0XoCyHQWatTzO7DgAAABAlURxquYsFovrWqfZv+9XRm6+yYkAAACAqofiVAP0uzRcTerWUlpOvuasPGB2HAAAAKDKoTjVADarRSN7Fl7r9P5v+5XjKDA5EQAAAFC1UJxqiIHtIxUZ5KPjGbn6cs1Bs+MAAAAAVQrFqYaw26x64MomkgpviJuX7zQ5EQAAAFB1UJxqkDsvj1Jdfy8dTsnWf9cdMjsOAAAAUGWYXpzeffddNWrUSN7e3urSpYtWr1593vXffPNNtWzZUj4+PoqKitITTzyhnJycCkpbtXnbbXro1LVO7y7ZI0cBR50AAACA0jC1OH3++ecaM2aMJk6cqHXr1ik6Olr9+vXT0aNHz7r+p59+qmeeeUYTJ07U9u3b9Z///Eeff/65nn322QpOXnUN7tJAIX5eOnQyW19z1AkAAAAoFVOL09SpU3X//fdrxIgRat26taZPny5fX1/NnDnzrOsvX75c3bp10913361GjRqpb9++GjRoUIlHqfCnwqNOhdc6vcNRJwAAAKBUPMzacV5entauXatx48a5llmtVvXu3VsrVqw46zZdu3bVJ598otWrV6tz587at2+ffvjhBw0ZMuSc+8nNzVVubq7reVpamiTJ4XDI4XCU0ae5cKczVGSWOzrU07Sle3UwOVtfrYnXbR0iK2zfuHhmjBlUbYwZuIsxA3cxZuCuyjJm3Nm/acXp+PHjKigoUFhYWJHlYWFh2rFjx1m3ufvuu3X8+HF1795dhmEoPz9fDz300HlP1Zs8ebImTZpUbPlPP/0kX1/fi/sQZSg2NrZC99c9xKL/Zdr0xg9b5JWwUTZLhe4eZaCixwyqPsYM3MWYgbsYM3CX2WMmKyur1OuaVpwuxNKlS/XKK6/ovffeU5cuXbRnzx499thjeumllzR+/PizbjNu3DiNGTPG9TwtLU1RUVHq27evAgICKir6OTkcDsXGxqpPnz6y2+0Vtt9eefn6bepvOp7pkKNetAa056hTVWHWmEHVxZiBuxgzcBdjBu6qLGPm9NlopWFacQoJCZHNZlNSUlKR5UlJSQoPDz/rNuPHj9eQIUN03333SZIuu+wyZWZm6oEHHtBzzz0nq7X4JVteXl7y8vIqttxut1eq39gVnSfQbtcDVzbVlB93aNov+3VrxwbysJk+ySLcUNnGMCo/xgzcxZiBuxgzcJfZY8adfZv2L2VPT0917NhRixcvdi1zOp1avHixYmJizrpNVlZWsXJks9kkSYZhlF/YamrIFQ1Vp5an4k5kaf7GI2bHAQAAACotUw8xjBkzRu+//74+/PBDbd++XSNHjlRmZqZGjBghSRo6dGiRySMGDBigadOmae7cudq/f79iY2M1fvx4DRgwwFWgUHq1vDx0X4/GkqR3ft6jAiflEwAAADgbU69xuvPOO3Xs2DFNmDBBiYmJateunRYsWOCaMCI+Pr7IEabnn39eFotFzz//vA4fPqy6detqwIABevnll836CFXe0JhGmvHrPu07nqn5Gw/r5vb1zY4EAAAAVDqmTw4xevRojR49+qyvLV26tMhzDw8PTZw4URMnTqyAZDWDn5eH7u/RRK8t3Kk3F+3WDW3ryc61TgAAAEAR/AsZGt61kUL8PHXgRJb+u/aQ2XEAAACASofiBNXy8tDIXs0kSW8t3q3c/AKTEwEAAACVC8UJkqTBXRooPMBbR1JzNHf1QbPjAAAAAJUKxQmSJG+7TaOvLjzq9M6SPcrO46gTAAAAcBrFCS53dIpS/do+Opaeq49WxJkdBwAAAKg0KE5w8fSw6vHeLSRJ03/Zq/Qch8mJAAAAgMqB4oQiBrarpyZ1a+lklkMzl8WZHQcAAACoFChOKMLDZtUTp446ffDbPqVk5ZmcCAAAADAfxQnFXH9ZhFqF+ys9N18zft1ndhwAAADAdBQnFGO1WvRk35aSpFm/x+loeo7JiQAAAABzUZxwVr0vCVW7qCBlOwr01uLdZscBAAAATEVxwllZLBY907+VJOmz1Qe171iGyYkAAAAA81CccE5XNAnWVS3rqsBp6I2fdpkdBwAAADANxQnnNfbaVrJYpO83J2jjwRSz4wAAAACmoDjhvC6JCNDN7SMlSVN+3CHDMExOBAAAAFQ8ihNKNKZPC3narFqx74R+3X3c7DgAAABAhaM4oUT1a/tqaExDSYVHnZxOjjoBAACgZqE4oVQevqqZ/L08tD0hTfM3HjE7DgAAAFChKE4oldq1PPVQr6aSpNd/2qnc/AKTEwEAAAAVh+KEUru3W2OF+nvp0MlszVkZb3YcAAAAoMJQnFBqPp42PdGnhSTp7Z93Ky3HYXIiAAAAoGJQnOCW2zvWV5O6tXQyy6FpS/eaHQcAAACoEBQnuMXDZtUz17aSJP1n2X4dOpllciIAAACg/FGc4LY+rcMU0yRYeflOvbpgp9lxAAAAgHJHcYLbLBaLnr/hElks0rcbj2jtgZNmRwIAAADKFcUJF+TSeoG6vWN9SdL/fb9NhsFNcQEAAFB9UZxwwZ7s21K+njatj0/Rt5sSzI4DAAAAlBuKEy5YWIC3HupZeFPcV3/coRwHN8UFAABA9URxwkW5v0cTRQR663BKtmb+vt/sOAAAAEC5oDjhovh42jT22paSpPeW7NWx9FyTEwEAAABlj+KEi3ZTdKTa1g9URm6+psbuMjsOAAAAUOYoTrhoVqtF429oLUn6/I947UhMMzkRAAAAULYoTigTlzeqo+suC5fTkF76junJAQAAUL1QnFBmnrn2Enl6WPX7nhNasCXR7DgAAABAmaE4ocw0CPbVg1c2kST93/fblZ3H9OQAAACoHihOKFOjejVTvVPTk0/7Za/ZcQAAAIAyQXFCmfLxtOm56wsnipj+y14dTM4yOREAAABw8ShOKHPXXRaumCbByst36v++32Z2HAAAAOCiUZxQ5iwWiybddKlsVosWbk3Sb7uPmR0JAAAAuCgUJ5SLFmH+GhrTUJL0wvytyst3mpwIAAAAuHAUJ5Sbx3u3UHAtT+09lqkPl8eZHQcAAAC4YBQnlJtAH7uevraVJOlfi3fraFqOyYkAAACAC0NxQrm6rWN9RUcFKSM3X1MW7DA7DgAAAHBBKE4oV1arRZNuvFSS9PW6w1q9P9nkRAAAAID7KE4od+2igjSoc5Qk6fl5m5koAgAAAFUOxQkV4ulrW6lOLU/tSsrQf5btNzsOAAAA4BaKEypEkK+nnrvuEknSvxbv0sHkLJMTAQAAAKVHcUKFuaVDpLo0rqMch1MT52+VYRhmRwIAAABKheKECmOxWPTyzW1kt1n0846jWrg1yexIAAAAQKlQnFChmoX668Erm0qSJn27VRm5+SYnAgAAAEpGcUKFG311MzWo46uE1By9GbvL7DgAAABAiShOqHDedptevKnw3k6zlsdp65FUkxMBAAAA50dxgil6tQzV9ZdFqMBp6Pl5W+R0MlEEAAAAKi+KE0wz/obW8vPy0Pr4FM1ZHW92HAAAAOCcLqg4paSk6IMPPtC4ceOUnJwsSVq3bp0OHz5cpuFQvYUHeuvvfVtIkl79cYcSUrNNTgQAAACcndvFadOmTWrRooVeffVVvf7660pJSZEkff311xo3blxZ50M1NySmkTo0CFJGbr6e/2YL93YCAABApeR2cRozZoyGDx+u3bt3y9vb27X8uuuu06+//lqm4VD92awWvXprW3narFq846i+3ZRgdiQAAACgGLeL0x9//KEHH3yw2PLIyEglJiaWSSjULM3D/PXwVc0kSZPmb1VyZp7JiQAAAICi3C5OXl5eSktLK7Z8165dqlu3bpmEQs0zsldTtQzz14nMPL303Taz4wAAAABFuF2cbrzxRr344otyOBySJIvFovj4eD399NO69dZbyzwgagZPD6um3HqZLBbpm/WHtXTnUbMjAQAAAC5uF6c33nhDGRkZCg0NVXZ2tnr27KlmzZrJ399fL7/8stsB3n33XTVq1Eje3t7q0qWLVq9efd71U1JS9PDDDysiIkJeXl5q0aKFfvjhB7f3i8qnfYPaurdbY0nSc99sUUZuvsmJAAAAgEIe7m4QGBio2NhYLVu2TJs2bVJGRoY6dOig3r17u73zzz//XGPGjNH06dPVpUsXvfnmm+rXr5927typ0NDQYuvn5eWpT58+Cg0N1VdffaXIyEgdOHBAQUFBbu8bldOTfVvop22JOpicrdcX7tQLN15qdiQAAADA/eJ0Wvfu3dW9e/eL2vnUqVN1//33a8SIEZKk6dOn6/vvv9fMmTP1zDPPFFt/5syZSk5O1vLly2W32yVJjRo1uqgMqFx8PT00+ea2uuc/q/ThijgNiI5Qx4Z1zI4FAACAGs7t4vTiiy+e9/UJEyaU6n3y8vK0du3aIvd+slqt6t27t1asWHHWbebPn6+YmBg9/PDD+t///qe6devq7rvv1tNPPy2bzXbWbXJzc5Wbm+t6fnpiC4fD4bpOy0ynM1SGLJVFl0aBuqV9PX29/oie+nKj/jcqRt72s//61kSMGbiLMQN3MWbgLsYM3FVZxow7+7cYbt5xtH379sV2tn//fnl4eKhp06Zat25dqd7nyJEjioyM1PLlyxUTE+NaPnbsWP3yyy9atWpVsW1atWqluLg4DR48WKNGjdKePXs0atQoPfroo5o4ceJZ9/PCCy9o0qRJxZZ/+umn8vX1LVVWVLxMhzRlo01pDot6RTh1cyOn2ZEAAABQzWRlZenuu+9WamqqAgICzruu20ec1q9fX2xZWlqahg8frptvvtndt3OL0+lUaGioZsyYIZvNpo4dO+rw4cN67bXXzlmcxo0bpzFjxhTJGhUVpb59+5b4w6kIDodDsbGx6tOnj+v0QxQKaXVMD3yyXr8kWvXAdV10eaPaZkeqFBgzcBdjBu5izMBdjBm4q7KMmbPdZulcLvgapzMFBARo0qRJGjBggIYMGVKqbUJCQmSz2ZSUlFRkeVJSksLDw8+6TUREhOx2e5HT8i655BIlJiYqLy9Pnp6exbbx8vKSl5dXseV2u71S/caubHkqg75t6un2jsf05dpDGjdvq358rId8PctkyFYLjBm4izEDdzFm4C7GDNxl9phxZ99uT0d+LqmpqUpNTS31+p6enurYsaMWL17sWuZ0OrV48eIip+6dqVu3btqzZ4+czj9P29q1a5ciIiLOWppQ9Y0f0Fr1Ar114ESWpvy4w+w4AAAAqKHc/u/7t956q8hzwzCUkJCgjz/+WP3793frvcaMGaNhw4apU6dO6ty5s958801lZma6ZtkbOnSoIiMjNXnyZEnSyJEj9c477+ixxx7TI488ot27d+uVV17Ro48+6u7HQBUR4G3Xq7e11ZD/rNZHKw6o36Xh6tYsxOxYAAAAqGHcLk7//Oc/izy3Wq2qW7euhg0bVmSGvNK48847dezYMU2YMEGJiYlq166dFixYoLCwMElSfHy8rNY/D4pFRUVp4cKFeuKJJ9S2bVtFRkbqscce09NPP+3ux0AV0qN5XQ3u0kBzVsVr7FebtODxHvL35jQAAAAAVBy3i9P+/fvLNMDo0aM1evTos762dOnSYstiYmK0cuXKMs2Aym/cdZfol13HdOhktl75Ybsm39LW7EgAAACoQcrsGiegPPl5eei126IlSZ+tPqilO4+anAgAAAA1SamOON1yyy2lfsOvv/76gsMA5xPTNFjDuzbS7OVxeua/m7Xg8R4K8mVSEAAAAJS/UhWnwMDA8s4BlMrT17bSL7uOaf/xTD03b4veGdReFovF7FgAAACo5kpVnGbNmlXeOYBS8fG06c072+mWacv1/aYEXd0yVLd2rG92LAAAAFRzXOOEKic6KkiPX9NckjRx/lYdTM4yOREAAACqO7dn1ZOkr776Sl988YXi4+OVl5dX5LV169aVSTDgfEZd1Uy/7DqmNQdO6onPN2juA1fIw8b/AwAAAKB8uP0vzbfeeksjRoxQWFiY1q9fr86dOys4OFj79u1z+wa4wIWyWS36553t5OfloTUHTmra0r1mRwIAAEA15nZxeu+99zRjxgy9/fbb8vT01NixYxUbG6tHH31Uqamp5ZEROKuoOr568aZLJUlvLt6tDQdTzA0EAACAasvt4hQfH6+uXbtKknx8fJSeni5JGjJkiD777LOyTQeU4Ob2kbqhbYQKnIYen7tembn5ZkcCAABANeR2cQoPD1dycrIkqUGDBlq5cqUkaf/+/TIMo2zTASWwWCx6eeBlqhforbgTWfq/77eZHQkAAADVkNvF6eqrr9b8+fMlSSNGjNATTzyhPn366M4779TNN99c5gGBkgT62vXGHe1ksUifrT6oBVsSzY4EAACAaqbUs+p99913uu666zRjxgw5nU5J0sMPP6zg4GAtX75cN954ox588MFyCwqcT0zTYD1wZRP9+5d9GvvVRrWJDFD92r5mxwIAAEA1UeojTgMHDlRUVJTGjx+vAwcOuJbfddddeuutt/TII4/I09OzXEICpfFkn5aKjgpSWk6+Hv1svRwFTrMjAQAAoJoodXHav3+/HnzwQc2dO1ctWrRQz5499fHHHys7O7s88wGl5ulh1TuD2svf20Pr4lM0NXaX2ZEAAABQTZS6OEVFRWnChAnau3evFi1apEaNGmnkyJGKiIjQQw89pD/++KM8cwKlElXHV6/e2laSNG3pXv2y65jJiQAAAFAduD05hCRdddVV+vDDD5WQkKDXXntNmzdv1hVXXKHo6Oiyzge47brLInTPFQ0kSWM+36CjaTkmJwIAAEBVd0HF6TR/f39dc801uuqqqxQUFKRt25gKGpXD89e3Vqtwf53IzNPjn29QgZOp8gEAAHDhLqg4ZWdn66OPPlKvXr3UvHlzzZ07V2PGjFFcXFwZxwMujLfdpnfu7iAfu03L957Qe0v2mB0JAAAAVZhbxWnlypV64IEHXNc11a9fX4sWLdKePXv03HPPKTIysrxyAm5rFuqnlwa2kST9c9Eurdp3wuREAAAAqKpKXZxat26tbt26ad26dZo8ebISEhL0ySef6KqrrirPfMBFua1jfd3SPlJOQ3p07nodS881OxIAAACqoFIXp969e2vdunVas2aNRo4cqcDAwPLMBZSZlwa2UbNQPyWl5erRz9Yrn/s7AQAAwE2lLk5vvfUWs+ahSqrl5aHp93SQr6dNK/ad4P5OAAAAcNtFzaoHVBXNQv1d93d6b+lexW5LMjkRAAAAqhKKE2qMAdH1NKJbI0nSmC826MCJTHMDAQAAoMqgOKFGGdf/EnVsWFvpOfl66JN1ynEUmB0JAAAAVQDFCTWKp4dV797dQcG1PLU9IU3Pz9siw+DmuAAAADg/jwvZaPHixVq8eLGOHj0qp7PoDGUzZ84sk2BAeQkP9Nbbg9rrnv+s0ldrD6lTw9q6q3MDs2MBAACgEnP7iNOkSZPUt29fLV68WMePH9fJkyeLPICqoGuzEP29X0tJ0oT5W7XhYIq5gQAAAFCpuX3Eafr06Zo9e7aGDBlSHnmACvPQlU21Pj5FsduS9NDHazX/kW4K9fc2OxYAAAAqIbePOOXl5alr167lkQWoUFarRVPviFazUD8lpuVo5CfrlJvPZBEAAAAozu3idN999+nTTz8tjyxAhfP3tmvGkI7y9/bQ2gMn9cL8rUwWAQAAgGLcPlUvJydHM2bM0KJFi9S2bVvZ7fYir0+dOrXMwgEVoUldP709qL1GzP5Dn60+qNb1AjXkioZmxwIAAEAl4nZx2rRpk9q1aydJ2rJlS5HXLBZLmYQCKlqvlqEa26+VXl2wQ5Pmb1WLUD91aRJsdiwAAABUEm4XpyVLlpRHDsB0D/Vsom0Jafp24xGNmrNO8x/prsggH7NjAQAAoBK4qBvgHjp0SIcOHSqrLICpLBaL/nFrW7WOCNCJzDw9+PEaZecxWQQAAAAuoDg5nU69+OKLCgwMVMOGDdWwYUMFBQXppZdeKnYzXKCq8fG0acbQjqpTy1NbDqfpqa82yulksggAAICazu3i9Nxzz+mdd97RlClTtH79eq1fv16vvPKK3n77bY0fP748MgIVqn5tX703uIPsNou+25SgNxfvNjsSAAAATOb2NU4ffvihPvjgA914442uZW3btlVkZKRGjRqll19+uUwDAma4okmwXr75Mo39apPeWrxbTUJqaWD7SLNjAQAAwCRuH3FKTk5Wq1atii1v1aqVkpOTyyQUUBnc0SlKD/ZsIkka+9UmrYljfAMAANRUbhen6OhovfPOO8WWv/POO4qOji6TUEBl8XS/Vup3aZjyCpx64OO1ij+RZXYkAAAAmMDtU/X+8Y9/6Prrr9eiRYsUExMjSVqxYoUOHjyoH374ocwDAmayWi36553tdMe/V2jL4TT97cM/9N9RXRXgbS95YwAAAFQbbh9x6tmzp3bt2qWbb75ZKSkpSklJ0S233KKdO3eqR48e5ZERMJWvp4c+GHq5wgK8tPtohh6es075BcwgCQAAUJO4fcRJkurVq8ckEKhRwgO99Z9hl+v26Sv02+7jeuHbrXrppjayWCxmRwMAAEAFKFVx2rRpU6nfsG3bthccBqjM2kQG6l93tdODn6zVJyvjFRnkq5G9mpodCwAAABWgVMWpXbt2slgsMozz3wjUYrGooKCgTIIBlVHfS8M1/vrWevG7bXp1wQ5FBHozTTkAAEANUKritH///vLOAVQZ93ZvrITUbL3/23499dVG1fX3UrdmIWbHAgAAQDkqVXFq2LBheecAqpRx/S9RQmqOvtuUoAc/XqsvHoxR63oBZscCAABAOSlVcZo/f7769+8vu92u+fPnn3fdG2+8sUyCAZWZ1WrRG3dE61h6rlbtT9aI2av19ahuigzyMTsaAAAAykGpitPAgQOVmJio0NBQDRw48JzrcY0TahIvD5tmDO2k26cv166kDA2fuVpfPdRVgb7c4wkAAKC6KdV9nJxOp0JDQ13fn+tBaUJNE+hj1+wRnV33eHrg4zXKcfD7AAAAoLpx+wa4Z5OSklIWbwNUSfWCfDR7RGf5e3lo1f5kPfrZem6QCwAAUM24XZxeffVVff75567nt99+u+rUqaPIyEht3LixTMMBVcUlEQGaMbSTPD2s+mlbksZ9vbnE6fsBAABQdbhdnKZPn66oqChJUmxsrBYtWqQFCxaof//+euqpp8o8IFBVxDQN1juD2stmtejLtYf0yg/bKU8AAADVhNvFKTEx0VWcvvvuO91xxx3q27evxo4dqz/++KPMAwJVSd9Lw/XqrW0lSe//tl/vLd1rciIAAACUBbeLU+3atXXw4EFJ0oIFC9S7d29JkmEYTA4BSLqtY309f/0lkqTXFu7UnFUHTE4EAACAi1Wq6cjPdMstt+juu+9W8+bNdeLECfXv31+StH79ejVr1qzMAwJV0X09migly6F3luzR8/O2KNDHrhva1jM7FgAAAC6Q28Xpn//8pxo1aqSDBw/qH//4h/z8/CRJCQkJGjVqVJkHBKqqJ/u20MmsPM1ZFa8nPt8gPy8P9WoZanYsAAAAXAC3i5Pdbtff//73YsufeOKJMgkEVBcWi0Uv3tRGaTn5+nbjET348VrNGn65ujYLMTsaAAAA3HRB93HauXOnRo8erWuuuUbXXHONRo8erZ07d5Z1NqDKs1ktmnpHtHpfEqbcfKf+9uEa/RGXbHYsAAAAuMnt4vTf//5Xbdq00dq1axUdHa3o6GitW7dObdq00X//+9/yyAhUaXabVe8Obq+eLeoq21GgEbP+0Pr4k2bHAgAAgBvcLk5jx47VuHHjtGLFCk2dOlVTp07V8uXL9eyzz2rs2LEXFOLdd99Vo0aN5O3trS5dumj16tWl2m7u3LmyWCwaOHDgBe0XqCheHjb9e0hHxTQJVkZuvobOXK0th1PNjgUAAIBScrs4JSQkaOjQocWW33PPPUpISHA7wOeff64xY8Zo4sSJWrdunaKjo9WvXz8dPXr0vNvFxcXp73//u3r06OH2PgEzeNtt+s/wTrq8UW2l5+Trnv+s0o7ENLNjAQAAoBTcLk69evXSb7/9Vmz5smXLLqjETJ06Vffff79GjBih1q1ba/r06fL19dXMmTPPuU1BQYEGDx6sSZMmqUmTJm7vEzCLr6eHZg6/XNFRQUrJcmjw+6u052i62bEAAABQArdn1bvxxhv19NNPa+3atbriiiskSStXrtSXX36pSZMmaf78+UXWPZ+8vDytXbtW48aNcy2zWq3q3bu3VqxYcc7tXnzxRYWGhupvf/vbWUvcmXJzc5Wbm+t6npZW+D/8DodDDofjvNtWhNMZKkMWVAxvm/SfIe01dNYabUtI16AZK/XRiE5qFupXqu0ZM3AXYwbuYszAXYwZuKuyjBl39m8xDMNw582t1tIdpLJYLCooKDjvOkeOHFFkZKSWL1+umJgY1/KxY8fql19+0apVq4pts2zZMt11113asGGDQkJCNHz4cKWkpGjevHln3ccLL7ygSZMmFVv+6aefytfXt1SfBSgPGQ7pnW02JWRZ5G839HDrAkUwJAEAACpMVlaW7r77bqWmpiogIOC867p9xMnpdF5wsIuVnp6uIUOG6P3331dISOnuhTNu3DiNGTPG9TwtLU1RUVHq27dviT+ciuBwOBQbG6s+ffrIbrebHQcVrHfvPA2bvVY7EtM1Y4+PPhreSS3D/c+7DWMG7mLMwF2MGbiLMQN3VZYxc/pstNJwuziVpZCQENlsNiUlJRVZnpSUpPDw8GLr7927V3FxcRowYIBr2eki5+HhoZ07d6pp06ZFtvHy8pKXl1ex97Lb7ZXqN3Zly4OKERZk19wHrtA9/1mlLYfTNGTWGs257wq1rldyqWfMwF2MGbiLMQN3MWbgLrPHjDv7LvXkENddd51SU/+cPnnKlClKSUlxPT9x4oRat25d6h1Lkqenpzp27KjFixe7ljmdTi1evLjIqXuntWrVSps3b9aGDRtcjxtvvFFXXXWVNmzYoKioKLf2D1QGQb6emvO3KxRdP1Ansxy6+4OVTFUOAABQyZS6OC1cuLDIJAuvvPKKkpOTXc/z8/O1c+dOtwOMGTNG77//vj788ENt375dI0eOVGZmpkaMGCFJGjp0qGvyCG9vb7Vp06bIIygoSP7+/mrTpo08PT3d3j9QGQT62vXxfV3UvkHhbHt3v79Smw6lmB0LAAAAp5S6OP11Dgk355Q4pzvvvFOvv/66JkyYoHbt2mnDhg1asGCBwsLCJEnx8fEXdH8ooKoJ8Lbro3s7q2PD2krLydfgD1ZpffxJs2MBAABAJl/jdNro0aM1evTos762dOnS8247e/bssg8EmMTf264P7+2se2f9odVxyRryn9X6YFgnXdEk2OxoAAAANVqpjzhZLBZZLJZiywCULT8vD82+93J1bRqsjNx8DZu5Wou3J5W8IQAAAMpNqY84GYah4cOHu2aoy8nJ0UMPPaRatWpJUpHrnwBcHF9PD80cfrlGf7pei7Yn6cGP1+qNO6J1U7tIs6MBAADUSKUuTsOGDSvy/J577im2ztChQy8+EQBJkrfdpmn3dNBTX27UvA1H9PjnG5Sek687O9YzOxoAAECNU+riNGvWrPLMAeAs7Darpt7RTgE+dn204oCen7dFKZm5YuJ9AACAilXqa5wAmMNqtWjSjZdq9FXNJEmvx+7W/APWMpvZEgAAACWjOAFVgMVi0d/7tdS4/q0kSYuPWDV+/nYVOClPAAAAFYHiBFQhD/Zsqv+7qbUsMvT5mkMa+cla5TgKzI4FAABQ7VGcgCrmzk71NbyFU54eVv20LUl3v79SJzPzzI4FAABQrVGcgCqoXbCh2cM6KsDbQ+viU3Tr9OU6mJxldiwAAIBqi+IEVFGXN6qtr0Z2Vb1Ab+07lqlbpi3XlsOpZscCAAColihOQBXWIsxfX4/qplbh/jqWnqs7/71Cv+0+ZnYsAACAaofiBFRx4YHe+uKhGMU0CVZmXoFGzPpDX687ZHYsAACAaoXiBFQDAd52zb73cg2Irqd8p6ExX2zU1Nhd3OsJAACgjFCcgGrCy8Omf93ZTg/2bCJJemvxbj06dwPTlQMAAJQBihNQjVitFo3rf4levfUyeVgt+nbjEQ16f6WOpeeaHQ0AAKBKozgB1dCdlzfQR3/rrEAfu9bHp2jgu79rZ2K62bEAAACqLIoTUE11bRqib0Z1VaNgXx1Oydat05Zr6c6jZscCAACokihOQDXWpK6fvhnVTZ0b11FGbr7unf2HPlwex6QRAAAAbqI4AdVc7Vqe+uRvXXRbx/pyGtLE+Vv17DeblZvPpBEAAAClRXECagBPD6teu62tnunfShaL9Nnqgxo0Y6WOpuWYHQ0AAKBKoDgBNYTFYtFDPZtq1vDLFeDtoXXxKbrh7WVaH3/S7GgAAACVHsUJqGF6tQzV/0Z3V/NQPx1Nz9Wd/16pL9YcNDsWAABApUZxAmqgxiG19M3D3dS3dZjyCpwa+9UmTfzfFjkKnGZHAwAAqJQoTkAN5efloen3dNSYPi0kSR+uOKDBH6zS0XSuewIAAPgrihNQg1mtFj16TXO9P7ST/Lw8tHp/sq5/a5lW7TthdjQAAIBKheIEQH1ah+l/o7upRZifjqXn6u4PVmn6L3vldHK/JwAAAIniBOCUpnX9NO/hbrqlfaQKnIam/LhDD3y8VqlZDrOjAQAAmI7iBMDF19NDb9wRrVduvkyeNqsWbU/SDe/8pi2HU82OBgAAYCqKE4AiLBaL7u7SQP8d2VVRdXx0MDlbt0xbrjmrDsgwOHUPAADUTBQnAGd1Wf1AfTe6h3pfEqq8fKee+2aLHvlsvVKzOXUPAADUPBQnAOcU6GvXjCGd9Ez/VvKwWvTdpgRd/9ZvWnvgpNnRAAAAKhTFCcB5Wa0WPdSzqb58KEZRdXx06GS27vj3Cr27ZA+z7gEAgBqD4gSgVNo3qK3vH+2hAdH1VOA09NrCnRoyc5WS0rhhLgAAqP4oTgBKLcDbrrfuaqd/3NZWPnabft9zQv3/9ZuW7DhqdjQAAIByRXEC4BaLxaI7OkXp20e665KIACVn5mnE7D80ft4WZeXlmx0PAACgXFCcAFyQZqF++mZUV43o1kiS9PHKA7r+rWVaH8/EEQAAoPqhOAG4YN52myYOuFQf/62zwgO8tf94pm6bvkJTf9opR4HT7HgAAABlhuIE4KL1aF5XCx+/Uje1K5w44q2f9+iW95Zrz9F0s6MBAACUCYoTgDIR6GvXv+5qr3fubq8gX7s2H07V9W8t08xl+5m2HAAAVHkUJwBl6oa29bTw8SvVs0Vd5eY79eJ32zT4g1WKP5FldjQAAIALRnECUObCArw1e8Tl+r+BbeRjt2nFvhPq9+avmrlsvwo4+gQAAKogihOAcmGxWHTPFQ214PEeuqJJHWU7CvTid9t0x79XaM/RDLPjAQAAuIXiBKBcNQyupU/vu0Iv39xGfl4eWnvgpK576ze9u2QPM+8BAIAqg+IEoNxZrRYN7tJQPz1xpXq1rKu8fKdeW7hTA9/9XVuPpJodDwAAoEQUJwAVpl6Qj2YNv1xT74hWoI9dW4+k6aZ3ftdrC3cox1FgdjwAAIBzojgBqFAWi0W3dKiv2DFX6tpLw5XvNPTukr3q+89ftXTnUbPjAQAAnBXFCYApQv29NX1IR02/p6PCA7wVn5yl4bP+0MOfrlNSWo7Z8QAAAIqgOAEw1bVtwrXoyZ76W/fGslqk7zclqPcbv+jD5XFMXQ4AACoNihMA0/l5eWj8Da01f3R3RUcFKT03XxPnb9XN7/2uLYeZPAIAAJiP4gSg0mgTGaivR3bVSwPbyN/bQ5sOperGd5Zpwv+2KCUrz+x4AACgBqM4AahUbFaLhlzRUIuf7KkB0fXkNKSPVhxQr9eX6pOVBzh9DwAAmILiBKBSCvX31tuD2uvT+7uoZZi/UrIcen7eFg14e5lW7082Ox4AAKhhKE4AKrWuTUP0/aPdNenGSxXg7aFtCWm6498r9Ohn65WYyux7AACgYlCcAFR6HjarhnVtpCV/76W7uzSQxSLN33hEV7+xVO8u2cPNcwEAQLmjOAGoMoL9vPTKzZfp29Hd1alhbWXlFei1hTt1zRu/aN76w3Jy/RMAACgnFCcAVU6byEB9+VCM3ryzneoFeutwSrYe/3yDbnx3mVbsPWF2PAAAUA1RnABUSRaLRQPbR+rnv/fS2Gtbys/LQ1sOp2nQ+yt134d/aM/RDLMjAgCAaoTiBKBK87bbNKpXMy19qpeGxjSUzWrRou1H1e/NX/X8vM06npFrdkQAAFANUJwAVAshfl568aY2+umJK9WndZgKnIY+WRmvnv9Yoqk/7VRajsPsiAAAoAqjOAGoVprW9dP7Qzvp8weuUHT9QGXmFeitn/eox6tLNP2XvcrOYwY+AADgvkpRnN599101atRI3t7e6tKli1avXn3Odd9//3316NFDtWvXVu3atdW7d+/zrg+gZurSJFjzHu6m6fd0ULNQP6VmOzTlxx268rUl+nhFnPLynWZHBAAAVYjpxenzzz/XmDFjNHHiRK1bt07R0dHq16+fjh49etb1ly5dqkGDBmnJkiVasWKFoqKi1LdvXx0+fLiCkwOo7CwWi65tE6GFj1+pN26PVv3aPjqWnqvx/9uqq99Yqv+uPaQCpjAHAAClYHpxmjp1qu6//36NGDFCrVu31vTp0+Xr66uZM2eedf05c+Zo1KhRateunVq1aqUPPvhATqdTixcvruDkAKoKm9WiWzvW189P9tJLN12quv5eOnQyW09+uVH93vxV3248QoECAADn5WHmzvPy8rR27VqNGzfOtcxqtap3795asWJFqd4jKytLDodDderUOevrubm5ys39c1attLQ0SZLD4ZDDYf7F4qczVIYsqBoYMxfOIumuTpG6qW24Pl4Vrxm/7deeoxl65LP1enPRLo3q2UTXXxYum9VidtQyxZiBuxgzcBdjBu6qLGPGnf1bDMMw7b9Zjxw5osjISC1fvlwxMTGu5WPHjtUvv/yiVatWlfgeo0aN0sKFC7V161Z5e3sXe/2FF17QpEmTii3/9NNP5evre3EfAECVlp0vLU2w6JcEq7ILCstSqLehPvWd6hhiyFa9+hMAAPiLrKws3X333UpNTVVAQMB51zX1iNPFmjJliubOnaulS5eetTRJ0rhx4zRmzBjX87S0NNd1USX9cCqCw+FQbGys+vTpI7vdbnYcVAGMmbJ1q6T0nHx9sipeM38/oKPZDs3ZY9NvyT4a2bOJboqOkN1m+lnNF4UxA3cxZuAuxgzcVVnGzOmz0UrD1OIUEhIim82mpKSkIsuTkpIUHh5+3m1ff/11TZkyRYsWLVLbtm3PuZ6Xl5e8vLyKLbfb7ZXqN3Zly4PKjzFTdurY7Xq0d0vd26OpPl5xQO//tk/xydka981Wvbt0n0b2aqpbO9SXt91mdtSLwpiBuxgzcBdjBu4ye8y4s29T/xvV09NTHTt2LDKxw+mJHs48de+v/vGPf+ill17SggUL1KlTp4qICqAG8PPy0MheTbXs6av07HWtFOLnqUMns/XcN1vU/dUlem/pHqVmc/4+AAA1kennn4wZM0bvv/++PvzwQ23fvl0jR45UZmamRowYIUkaOnRokckjXn31VY0fP14zZ85Uo0aNlJiYqMTERGVkZJj1EQBUM76eHnrgyqb6bezVmnBDa9UL9NbxjFz9Y8FOdZvys175YbsSU3PMjgkAACqQ6dc43XnnnTp27JgmTJigxMREtWvXTgsWLFBYWJgkKT4+Xlbrn/1u2rRpysvL02233VbkfSZOnKgXXnihIqMDqOZ8PG26t3tjDYlpqPkbjujfv+7VrqQMzfh1n2b9vl83t4/UA1c2VbNQP7OjAgCAcmZ6cZKk0aNHa/To0Wd9benSpUWex8XFlX8gADiD3WbVrR3r65YOkVqy86imL92n1XHJ+mLNIX259pD6XBKm+3o00eWNastiYSo+AACqo0pRnACgKrBYLLq6VZiubhWmtQdO6t+/7NVP25JcjzaRARrRtbFuiI6Ql0fVnkgCAAAUZfo1TgBQFXVsWFszhnbSojE9NahzA3nbrdpyOE1PfrlR3aYs0ZuLdulYem7JbwQAAKoEihMAXIRmoX6afMtlWvHMNRp7bUuFBxROJPHmot3qNuVnPfnFRm05nGp2TAAAcJE4VQ8AykDtWp4a1auZ7u/RRD9uSdSs3/drfXyK/rvukP677pA6N66jYTGN1Kd1mDw9+D8rAACqGooTAJQhu82qG6Pr6cboeloXf1Kzfo/Tj5sTtHp/slbvT1aIn5fuujxKg7o0UGSQj9lxAQBAKVGcAKCcdGhQWx0a1FbCda00Z2W85v5xUMczcvXOkj16b+keXdUyVPdc0VBXtqgrm5XZ+AAAqMwoTgBQziICffT3fi31WO/m+mlrkuasOqDle09o8Y6jWrzjqOrX9tGgzg105+VRCvHzMjsuAAA4C4oTAFQQu82q69tG6Pq2Edp7LENzVsbrq7UHdehktl5buFNvLtqlvq3DdXun+urRnKNQAABUJhQnADBB07p+mjCgtcZe21LfbjyiOaviteFgir7fnKDvNycoItBbt3aor9s71VfD4FpmxwUAoMajOAGAibztNt3eKUq3d4rS1iOp+nLNIc3bcFgJqTl6Z8kevbNkj7o0rqM7OkWp/2Xh8vXkj20AAMzA38AAUElcWi9Ql94YqHHXtdKibUf1xZqD+nX3Ma3an6xV+5M1cf5WDYiO0G0d66tDg9qyWDiVDwCAikJxAoBKxsvD5roW6khKtr5ed0hfrDmk+OQsfbb6oD5bfVAN6vjqpnb1dFO7SDUL9TM7MgAA1R7FCQAqsXpBPhp9dXON6tVMq+OS9cWag1q4JVHxyVl6++c9evvnPWpbP1A3tYvUgOgIhfp7mx0ZAIBqieIEAFWA1WrRFU2CdUWTYGUPLFDs9iTNW39Yv+46pk2HUrXpUKpe/n6bujUL0c3tI9X30nD5efFHPAAAZYW/VQGgivHxtOnG6Hq6MbqeTmTk6vvNCfpm/WGtj0/Rb7uP67fdx+Vt36xrLgnTDZdFqFuT2mZHBgCgyqM4AUAVFuznpaExjTQ0ppEOnMjUvPVH9L8Nh7XveKa+35Sg7zclyNfTppb+VlkbJql36wj5eNrMjg0AQJVDcQKAaqJhcC091ru5Hr2mmTYfTi0sTpsTdOhkttafsOqRuRvl67lFV7cK1fWXRahXy1BKFAAApURxAoBqxmKxqG39ILWtH6Rn+rfSurgTevfbFdqV5atDKTn6blOCvjt1JOqqVqHq3yZcPVvUlb+33ezoAABUWhQnAKjGCktUoG5q6FT//j20PSlLP2z+80jU6dP5PG1WxTQNVp/WYerTOkxhAczOBwDAmShOAFBDWCwWRUcFKTqq8EjU5sOp+n5zgmK3JWnfsUz9suuYftl1TM/P26LoqCD1PVWimof6cbNdAECNR3ECgBrozNP5xvW/RHuOZih2W5JityVq/cEUbTz1eG3hTjUK9j11JCpcHRoEycNmNTs+AAAVjuIEAFCzUD81C/XTyF5NdTQ9R4u3H9VPWxP1+94TijuRpfd/26/3f9uvAG8P9WhRV1e1DFXPFnVV19/L7OgAAFQIihMAoIhQf28N6txAgzo3UEZuvn7ddUyx25K0ZOdRpWQ5XNdFSdJlkYHq1bKuerUMVbuoINmsnNIHAKieKE4AgHPy8/LQdZdF6LrLIlTgNLThYIp+2XlUS3Ye0+bDqa7H2z/vUZCvXVc2r6urWtVVj+Z1FeLH0SgAQPVBcQIAlIrNalHHhrXVsWFtjenbUkfTc/TrruNasvOoftt1TClZDs3feETzNx6RJLUK91f3ZiHq1jxEXRrXka8nf+UAAKou/hYDAFyQUH9v3daxvm7rWF/5BU6tP5iipTuPasmOY9qWkKYdienakZiuD5btl91mUYcGtV1Fqm1kIJNMAACqFIoTAOCiedisurxRHV3eqI6e6tdKJzJytXzvCS3bfVzL9hzX4ZRsrdqfrFX7k/VG7C75e3noiqbBhUWqWbCa1mXKcwBA5UZxAgCUuWA/Lw2IrqcB0fVkGIYOnMjSsj3H9fue41q+94RSsx2npj9PkiSF+Hmqc+M66tI4WF2a1FGLUH9ZmWgCAFCJUJwAAOXKYrGoUUgtNQqppXuuaKgCp6GtR1K1bM9xLdt9XGsPnNTxjDz9sDlRP2xOlCQF+dp1eaM66tK4jq5oEqxLIgKYsQ8AYCqKEwCgQtmsf958d1SvZsrNL9CmQ6late+EVu1P1pq4k0rJKnpEyt/bQ5c3qqPOjeuoU8PaahMZKG+7zeRPAgCoSShOAABTeXnYXNdHjZbkKHBq8+FUrdqXrFX7T2hN3Eml5+Tr5x1H9fOOo5Iku82iNpGB6tigtmumv9AAb3M/CACgWqM4AQAqFbvNqg4NaqtDg9oa2aup8guc2paQptWnJpdYH194at/6+BStj0/RB8v2S5Lq1/ZRx4aF23VsWFutwv2ZuQ8AUGYoTgCASs3DZnWd2ndfjyYyDEPxyVlae+Ck67EzKV2HTmbr0Mls/W9D4X2kfD1tals/UNFRQYquH6S29QMVGeTD7H0AgAtCcQIAVCkWi0UNg2upYXAt3dKhviQpPcehjQdTC4tU/EmtP3BS6bn5WrkvWSv3Jbu2Da7lqbb1A9W2fpCiowq/hvh5mfVRAABVCMUJAFDl+Xvb1b15iLo3D5EkOZ2Gdh/N0Pr4k9p4KFWbDqVoR2K6TmTmacnOY1qy85hr28ggnz/LVP1AtakfqABvu1kfBQBQSVGcAADVjtVqUctwf7UM99ddnQuX5TgKtPVImjYdStGmQ6naeChF+45l6nBKtg6nZOvHLYmu7RvU8dWl9QLUOiJAl0YGqHVEoMICvDjNDwBqMIoTAKBG8LbbXDPwnZaW49CWQ6muo1KbDqXqcEq24pOzFJ+cVaRMBdfyVOt6AYWPiABdWi9QjUNqcX8pAKghKE4AgBorwNuurs1C1LVZiGtZcmaetiekaduRNG09kqptCWnaeyxTJzLz9Nvu4/pt93HXuj52m1pF+KtVeIBahvmpRbi/Wob5K5jrpgCg2qE4AQBwhjq1PNWtWYi6nVGmchwF2pmYrm0Jp8rUkTRtT0hXtqPANS36mUL8vNQy3E8twgqLVItwf7UI85efF3/tAkBVxZ/gAACUwNtuK5zWPCrItazAaSjuRKa2HUnTrqR07UhM166kdMUnZ+l4Rq6O78nV73tOFHmf+rV9zihSfmpa109N6vpRqACgCuBPagAALoDNalHTuoXl50xZefnaczSjsEglpmtnUmGhSkrLdd1ravGOo0W2CQ/wVtPQWmpa10/NQv1c78uEFABQeVCcAAAoQ76eHq4b9p4pJStPO08dldqRmK49RzO091imjmfkKjEtR4lpOcWOUNXytKmpq0jVch2hahjsK2+7rQI/FQCA4gQAQAUI8vVUlybB6tIkuMjy1CyH9h7P0N5TRWrvsQztPZahAyeylJlXoE2HUrXpUGqx94sI9FbDYF81OnUz4EbBvmoUUksNg33l68lf7wBQ1viTFQAAEwX62tWhQW11aFC7yPK8fKfik7NcRWrv0cJSte9YhtJy8pWQmqOE1Byt3Jdc7D1D/b1OFao/y9Tp5/7c3BcALgjFCQCASsjTw6pmoYXXPJ3JMAylZDkUdyJTB05kub7uP56pAycydTLLoaPpuTqanqvVccVLVaCPXfVr+yiqtm/h1zpFv3K0CgDOjj8dAQCoQiwWi2rX8lTtWp5q/5ejVFLhqX8HkjMVdyJLB44Xfo07kam444X3okrNdig126GtR9LO+v7BtTwVGeQtW45VW2y71CDET1G1fVS/tq8ig3zk48m1VQBqJooTAADVSKCvXW19i09OIUmZufk6nJKtg8lZOnTyjK8nC7+mZjt0IjNPJzLzJFm1fllcsfcI8rUrItBH9QK9FRHkrYhAH0UEFn6tF+St8EBveXlQrgBUPxQnAABqiFpeHmoRVngz3rNJy3HoUHK24o6lK3bFWgVENNbhlFwdOlWsMnLzlZLlUEqWQ9sTzn7ESpJC/Dxdhape0KliFeSj8ABvhQV4KdTfmyNXAKocihMAAJAkBXjb1bqeXc3r+sgRZ+i661rJbv9zMom0HIcSUnJ0JDVbCSk5SkjN1pFTXxNSc3QkJVu5+U4dz8jT8Yw8bT5cfDbA0/y9PRR2qkiF+Xur7qmvYQHeCj31fWiAF9OuA6g0KE4AAKBUArztCgi3q2X42Y9YGYahk1kOHUnJPjXr3xnFKiVHSek5SkrLUY7DqfScfKXnZGjP0YwS9nm6YBUWqVB/b4X4eaquv5eCa3kpxN9TwbW8VKeWp2xWbhYMoPxQnAAAQJmwWCyqU8tTdWp5qk1k4FnXMQxDaTn5Opaeo6S0XCWl5eho+qmvabk6esby3Hyn0nLylZaTod0lFCyrRapTy9NVpkL8vIp8H+J3+quXgv08uQ4LgNsoTgAAoMJYLBYF+tgV6GNXs9CzH7mS/ixYR9MKi9SZhepEZp6Op+fqRGaujmfk6WRWnpyGXKcI7kwqOYe/t4eCT81OWNu38FGnlv0vz08t8/VUoI9dHjZrGf4kAFQ1FCcAAFDpnFmwmp9jMovT8gucSs7K0/H0vFNlKlcnMvJ0LCO3yLLT3zsKjFOnCuYr7kRWqTMF+thVp5anavsWlqnap46uFRYtuytv4Bnf+3l5yGLhFEKgOqA4AQCAKs3DZlWov7dC/b1LXNcwDKVl5+tYRq5OZuXpZGbhEavkTMdfnufpZJZDyafufSXJdQ+s/W5ks1ktCvD2cBWpAJ8zCtZfH75Fn1O6gMqF4gQAAGoMi8VSWFB87SWvfEp+gVOp2Q5XwUrOzFNKVp6STxWt06XrdLE6/cjLd6rAWThhxsksh9tZbVaL/Lw85O/tIT8vDwV42wu/9z69rPB5wOllXn++HuBtd23LKYZA2aA4AQAAnIeHzapgPy8F+3m5tV2Oo0Cp2YX3vfprqUrNdijtL89TsvKUmp2vtGyH8goKS9fp1y6Gj93mKlv+Xh7yP1XAankVFjJfT5tqnfG1lqeHfL1squXpoVqnvp5+7utp4ygYaiyKEwAAQDnwttvkbbcpLKDkUwjPZBiGchyFR7nScxxKzy28HisjJ1/pOQ5l5OYr7fT3p67VysjNL7ZutqNAkpTtKFC2o0DH0nMv+jNZLJKv3SZfLw/VOqNo+ditSk226rfcrfLztquWl02+noXr+Hp6yNvTJh/7qYenVT52D/mcsczb0ypPm5VShkqN4gQAAFCJWCyWwlLhaVN4oHul60yOAqcyTpWqtLOUrIzcAmXlFT7Pyi1QZl6+svIKCp/nFS4r/L7wNcOQDEPKzCtQZl6BjhXbo1UbThy+4Lw2q6WwRLnK1emi9edX71PLfD1PFy5bkfW8PGzytlvl5WGTl90q71NfvTys8rbb5OVR+JrdZqGkwW0UJwAAgGrIbrMWTq9ey/Oi3+v0UbDTpSrzVNHKPFWs0rJy9cf6TWrUrKVyCozC10+9lu0oUPaprzmOAteynLwCZTkKVOA0JEkFTkMZuYVFrrxZLXKVq7+WKlfxOnP5GWXsr+sUvm6Tp80iTw+r7LY/H542q+welsKvNusZr59a12qVlRs3VxkUJwAAAJzXmUfBpOLXejkcDvkkbtR1PZvIbi/9xBtS4ZExV7k6XbROFavsM4uWo+jrZ65/upDl5juV4yj8mptfoByHU7mu507XPp3Gn6cwms3DailSpgrLVmHBslksqq4HxgzD0NAos1O4p1IUp3fffVevvfaaEhMTFR0drbfffludO3c+5/pffvmlxo8fr7i4ODVv3lyvvvqqrrvuugpMDAAAgLJw+uhMgLd7hctdhmG4ClRufoFyHWeUK9fzosXL9fwsr7m2y3cq1+GUo6DwkVdgKC+/QI4Cw7UsN//064brCNtp+U5D+c4CXeQcIFWSs77ZCdxjenH6/PPPNWbMGE2fPl1dunTRm2++qX79+mnnzp0KDQ0ttv7y5cs1aNAgTZ48WTfccIM+/fRTDRw4UOvWrVObNm1M+AQAAACo7CwWi2vCDql8S9r5FDiNUwXLKUe+01Ww8gqcyss/o4DlFy9Z1Ul+Qb5ObF9ldgy3mF6cpk6dqvvvv18jRoyQJE2fPl3ff/+9Zs6cqWeeeabY+v/617907bXX6qmnnpIkvfTSS4qNjdU777yj6dOnV2h2AAAAwB02q0U26+kCV3M5HA79sNPsFO4xtTjl5eVp7dq1GjdunGuZ1WpV7969tWLFirNus2LFCo0ZM6bIsn79+mnevHlnXT83N1e5uX9Ov5mWliap8BfL4TD/mOjpDJUhC6oGxgzcxZiBuxgzcBdjBu6qLGPGnf2bWpyOHz+ugoIChYWFFVkeFhamHTt2nHWbxMTEs66fmJh41vUnT56sSZMmFVv+008/ydfX9wKTl73Y2FizI6CKYczAXYwZuIsxA3cxZuAus8dMVlZWqdc1/VS98jZu3LgiR6jS0tIUFRWlvn37KiAgwMRkhRwOh2JjY9WnTx+3Z6FBzcSYgbsYM3AXYwbuYszAXZVlzJw+G600TC1OISEhstlsSkpKKrI8KSlJ4eHhZ90mPDzcrfW9vLzk5VV82ky73V6pfmNXtjyo/BgzcBdjBu5izMBdjBm4y+wx486+reWYo0Senp7q2LGjFi9e7FrmdDq1ePFixcTEnHWbmJiYIutLhYf4zrU+AAAAAFws00/VGzNmjIYNG6ZOnTqpc+fOevPNN5WZmemaZW/o0KGKjIzU5MmTJUmPPfaYevbsqTfeeEPXX3+95s6dqzVr1mjGjBlmfgwAAAAA1ZjpxenOO+/UsWPHNGHCBCUmJqpdu3ZasGCBawKI+Ph4Wa1/Hhjr2rWrPv30Uz3//PN69tln1bx5c82bN497OAEAAAAoN6YXJ0kaPXq0Ro8efdbXli5dWmzZ7bffrttvv72cUwEAAABAIVOvcQIAAACAqoDiBAAAAAAloDgBAAAAQAkoTgAAAABQAooTAAAAAJSA4gQAAAAAJagU05FXJMMwJElpaWkmJynkcDiUlZWltLQ02e12s+OgCmDMwF2MGbiLMQN3MWbgrsoyZk53gtMd4XxqXHFKT0+XJEVFRZmcBAAAAEBlkJ6ersDAwPOuYzFKU6+qEafTqSNHjsjf318Wi8XsOEpLS1NUVJQOHjyogIAAs+OgCmDMwF2MGbiLMQN3MWbgrsoyZgzDUHp6uurVqyer9fxXMdW4I05Wq1X169c3O0YxAQEB/EEDtzBm4C7GDNzFmIG7GDNwV2UYMyUdaTqNySEAAAAAoAQUJwAAAAAoAcXJZF5eXpo4caK8vLzMjoIqgjEDdzFm4C7GDNzFmIG7quKYqXGTQwAAAACAuzjiBAAAAAAloDgBAAAAQAkoTgAAAABQAooTAAAAAJSA4mSid999V40aNZK3t7e6dOmi1atXmx0JJpg8ebIuv/xy+fv7KzQ0VAMHDtTOnTuLrJOTk6OHH35YwcHB8vPz06233qqkpKQi68THx+v666+Xr6+vQkND9dRTTyk/P78iPwpMMmXKFFksFj3++OOuZYwZ/NXhw4d1zz33KDg4WD4+Prrsssu0Zs0a1+uGYWjChAmKiIiQj4+Pevfurd27dxd5j+TkZA0ePFgBAQEKCgrS3/72N2VkZFT0R0EFKSgo0Pjx49W4cWP5+PioadOmeumll3TmvGKMm5rt119/1YABA1SvXj1ZLBbNmzevyOtlNT42bdqkHj16yNvbW1FRUfrHP/5R3h/t7AyYYu7cuYanp6cxc+ZMY+vWrcb9999vBAUFGUlJSWZHQwXr16+fMWvWLGPLli3Ghg0bjOuuu85o0KCBkZGR4VrnoYceMqKioozFixcba9asMa644gqja9eurtfz8/ONNm3aGL179zbWr19v/PDDD0ZISIgxbtw4Mz4SKtDq1auNRo0aGW3btjUee+wx13LGDM6UnJxsNGzY0Bg+fLixatUqY9++fcbChQuNPXv2uNaZMmWKERgYaMybN8/YuHGjceONNxqNGzc2srOzXetce+21RnR0tLFy5Urjt99+M5o1a2YMGjTIjI+ECvDyyy8bwcHBxnfffWfs37/f+PLLLw0/Pz/jX//6l2sdxk3N9sMPPxjPPfec8fXXXxuSjG+++abI62UxPlJTU42wsDBj8ODBxpYtW4zPPvvM8PHxMf79739X1Md0oTiZpHPnzsbDDz/sel5QUGDUq1fPmDx5sompUBkcPXrUkGT88ssvhmEYRkpKimG3240vv/zStc727dsNScaKFSsMwyj8g8tqtRqJiYmudaZNm2YEBAQYubm5FfsBUGHS09ON5s2bG7GxsUbPnj1dxYkxg796+umnje7du5/zdafTaYSHhxuvvfaaa1lKSorh5eVlfPbZZ4ZhGMa2bdsMScYff/zhWufHH380LBaLcfjw4fILD9Ncf/31xr333ltk2S233GIMHjzYMAzGDYr6a3Eqq/Hx3nvvGbVr1y7yd9PTTz9ttGzZspw/UXGcqmeCvLw8rV27Vr1793Yts1qt6t27t1asWGFiMlQGqampkqQ6depIktauXSuHw1FkvLRq1UoNGjRwjZcVK1bosssuU1hYmGudfv36KS0tTVu3bq3A9KhIDz/8sK6//voiY0NizKC4+fPnq1OnTrr99tsVGhqq9u3b6/3333e9vn//fiUmJhYZM4GBgerSpUuRMRMUFKROnTq51undu7esVqtWrVpVcR8GFaZr165avHixdu3aJUnauHGjli1bpv79+0ti3OD8ymp8rFixQldeeaU8PT1d6/Tr1087d+7UyZMnK+jTFPKo0L1BknT8+HEVFBQU+QeLJIWFhWnHjh0mpUJl4HQ69fjjj6tbt25q06aNJCkxMVGenp4KCgoqsm5YWJgSExNd65xtPJ1+DdXP3LlztW7dOv3xxx/FXmPM4K/27dunadOmacyYMXr22Wf1xx9/6NFHH5Wnp6eGDRvm+jU/25g4c8yEhoYWed3Dw0N16tRhzFRTzzzzjNLS0tSqVSvZbDYVFBTo5Zdf1uDBgyWJcYPzKqvxkZiYqMaNGxd7j9Ov1a5du1zynw3FCahEHn74YW3ZskXLli0zOwoqsYMHD+qxxx5TbGysvL29zY6DKsDpdKpTp0565ZVXJEnt27fXli1bNH36dA0bNszkdKisvvjiC82ZM0effvqpLr30Um3YsEGPP/646tWrx7hBjcSpeiYICQmRzWYrNsNVUlKSwsPDTUoFs40ePVrfffedlixZovr167uWh4eHKy8vTykpKUXWP3O8hIeHn3U8nX4N1cvatWt19OhRdejQQR4eHvLw8NAvv/yit956Sx4eHgoLC2PMoIiIiAi1bt26yLJLLrlE8fHxkv78NT/f30vh4eE6evRokdfz8/OVnJzMmKmmnnrqKT3zzDO66667dNlll2nIkCF64oknNHnyZEmMG5xfWY2PyvT3FcXJBJ6enurYsaMWL17sWuZ0OrV48WLFxMSYmAxmMAxDo0eP1jfffKOff/652OHojh07ym63FxkvO3fuVHx8vGu8xMTEaPPmzUX+8ImNjVVAQECxfyyh6rvmmmu0efNmbdiwwfXo1KmTBg8e7PqeMYMzdevWrdhtDnbt2qWGDRtKkho3bqzw8PAiYyYtLU2rVq0qMmZSUlK0du1a1zo///yznE6nunTpUgGfAhUtKytLVmvRfyrabDY5nU5JjBucX1mNj5iYGP36669yOByudWJjY9WyZcsKPU1PEtORm2Xu3LmGl5eXMXv2bGPbtm3GAw88YAQFBRWZ4Qo1w8iRI43AwEBj6dKlRkJCguuRlZXlWuehhx4yGjRoYPz888/GmjVrjJiYGCMmJsb1+umppfv27Wts2LDBWLBggVG3bl2mlq5BzpxVzzAYMyhq9erVhoeHh/Hyyy8bu3fvNubMmWP4+voan3zyiWudKVOmGEFBQcb//vc/Y9OmTcZNN9101mmD27dvb6xatcpYtmyZ0bx5c6aVrsaGDRtmREZGuqYj//rrr42QkBBj7NixrnUYNzVbenq6sX79emP9+vWGJGPq1KnG+vXrjQMHDhiGUTbjIyUlxQgLCzOGDBlibNmyxZg7d67h6+vLdOQ1zdtvv200aNDA8PT0NDp37mysXLnS7EgwgaSzPmbNmuVaJzs72xg1apRRu3Ztw9fX17j55puNhISEIu8TFxdn9O/f3/Dx8TFCQkKMJ5980nA4HBX8aWCWvxYnxgz+6ttvvzXatGljeHl5Ga1atTJmzJhR5HWn02mMHz/eCAsLM7y8vIxrrrnG2LlzZ5F1Tpw4YQwaNMjw8/MzAgICjBEjRhjp6ekV+TFQgdLS0ozHHnvMaNCggeHt7W00adLEeO6554pMC824qdmWLFly1n/DDBs2zDCMshsfGzduNLp37254eXkZkZGRxpQpUyrqIxZhMYwzbv8MAAAAACiGa5wAAAAAoAQUJwAAAAAoAcUJAAAAAEpAcQIAAACAElCcAAAAAKAEFCcAAAAAKAHFCQAAAABKQHECAAAAgBJQnAAA1U5cXJwsFos2bNhQbvsYPny4Bg4cWG7vDwCoXChOAIBKZ/jw4bJYLMUe1157bam2j4qKUkJCgtq0aVPOSQEANYWH2QEAADiba6+9VrNmzSqyzMvLq1Tb2mw2hYeHl0csAEANxREnAECl5OXlpfDw8CKP2rVrS5IsFoumTZum/v37y8fHR02aNNFXX33l2vavp+qdPHlSgwcPVt26deXj46PmzZsXKWWbN2/W1VdfLR8fHwUHB+uBBx5QRkaG6/WCggKNGTNGQUFBCg4O1tixY2UYRpG8TqdTkydPVuPGjeXj46Po6OgimQAAVRvFCQBQJY0fP1633nqrNm7cqMGDB+uuu+7S9u3bz7nutm3b9OOPP2r79u2aNm2aQkJCJEmZmZnq16+fateurT/++ENffvmlFi1apNGjR7u2f+ONNzR79mzNnDlTy5YtU3Jysr755psi+5g8ebI++ugjTZ8+XVu3btUTTzyhe+65R7/88kv5/RAAABXGYvz1v8wAADDZ8OHD9cknn8jb27vI8meffVbPPvusLBaLHnroIU2bNs312hVXXKEOHTrovffeU1xcnBo3bqz169erXbt2uvHGGxUSEqKZM2cW29f777+vp59+WgcPHlStWrUkST/88IMGDBigI0eOKCwsTPXq1dMTTzyhp556SpKUn5+vxo0bq2PHjpo3b55yc3NVp04dLVq0SDExMa73vu+++5SVlaVPP/20PH5MAIAKxDVOAIBK6aqrripSjCSpTp06ru/PLCinn59rFr2RI0fq1ltv1bp169S3b18NHDhQXbt2lSRt375d0dHRrtIkSd26dZPT6dTOnTvl7e2thIQEdenSxfW6h4eHOnXq5Dpdb8+ePcrKylKfPn2K7DcvL0/t27d3/8MDACodihMAoFKqVauWmjVrVibv1b9/fx04cEA//PCDYmNjdc011+jhhx/W66+/Xibvf/p6qO+//16RkZFFXivthBYAgMqNa5wAAFXSypUriz2/5JJLzrl+3bp1NWzYMH3yySd68803NWPGDEnSJZdcoo0bNyozM9O17u+//y6r1aqWLVsqMDBQERERWrVqlev1/Px8rV271vW8devW8vLyUnx8vJo1a1bkERUVVVYfGQBgIo44AQAqpdzcXCUmJhZZ5uHh4ZrU4csvv1SnTp3UvXt3zZkzR6tXr9Z//vOfs77XhAkT1LFjR1166aXKzc3Vd9995ypZgwcP1sSJEzVs2DC98MILOnbsmB555BENGTJEYWFhkqTHHntMU6ZMUfPmzdWqVStNnTpVKSkprvf39/fX3//+dz3xxBNyOp3q3r27UlNT9fvvvysgIEDDhg0rh58QAKAiUZwAAJXSggULFBERUWRZy5YttWPHDknSpEmTNHfuXI0aNUoRERH67LPP1Lp167O+l6enp8aNG6e4uDj5+PioR48emjt3riTJ19dXCxcu1GOPPabLL79cvr6+uvXWWzV16lTX9k8++aQSEhI0bNgwWa1W3Xvvvbr55puVmprqWuell15S3bp1NXnyZO3bt09BQUHq0KGDnn322bL+0QAATMCsegCAKsdiseibb77RwIEDzY4CAKghuMYJAAAAAEpAcQIAAACAEnCNEwCgyuEscwBAReOIEwAAAACUgOIEAAAAACWgOAEAAABACShOAAAAAFACihMAAAAAlIDiBAAAAAAloDgBAAAAQAkoTgAAAABQgv8HlCKjQ6ao8DIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode 1 Reward: 92\n",
      "Episode 2 Reward: 92\n",
      "Episode 3 Reward: 92\n",
      "Episode 4 Reward: 92\n",
      "Episode 5 Reward: 92\n",
      "Episode 6 Reward: 92\n",
      "Episode 7 Reward: 92\n",
      "Episode 8 Reward: 92\n",
      "Episode 9 Reward: 92\n",
      "Episode 10 Reward: 92\n",
      "Average Reward over 10 episodes: 92.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gamma_values = [0.9, 0.995, 0.99]\n",
    "max_timestamp_values = [12, 15, 20]\n",
    "\n",
    "for gamma in gamma_values:\n",
    "    for mt in max_timestamp_values:\n",
    "        env = MyLawn(gamma=gamma, alpha=0.15, max_timestamp=mt)\n",
    "        print(f\"Training for gamma={gamma}, max_timestamp={mt}\")\n",
    "        rewards_epi, epsilon_values, avg_penalty, average_steps, qt1, qt2, final_state = training_loop(env, gamma, mt)\n",
    "        print(f\"Average Reward: {np.mean(rewards_epi)}\")\n",
    "        print(f\"Average Penalties: {avg_penalty}\")\n",
    "        print(f\"Average Steps: {average_steps}\")\n",
    "        evaluate_loop(env, mt, gamma, qt1, qt2, rewards_epi, epsilon_values, final_state)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best Time Stamp: 20, Best Gamma: 0.99\n"
     ]
    }
   ],
   "source": [
    "best_gamma, best_mt = max(performance_dict, key=performance_dict.get)\n",
    "print(f\"Best Time Stamp: {best_mt}, Best Gamma: {best_gamma}\")"
   ]
  }
 ],
 "metadata": {
  "language_info": {
   "name": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}