{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "##\n", " Applying Tabular Methods" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stochastic Double Q Learning" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import Statements" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "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 pickle" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class StochasticFrozenLakeEnv(gym.Env):\n", " metadata = {'render.modes': []}\n", "\n", " def __init__(self, gamma=0.9, alpha=0.1, max_timestamp=10):\n", " self.gamma = gamma\n", " self.alpha = alpha\n", " \n", " self.obs_space = spaces.Discrete(16)\n", " self.action_space = spaces.Discrete(4)\n", " self.max_timestamp = max_timestamp\n", " self.timestep = 0\n", "\n", " self.state = np.zeros((4, 4))\n", " self.myskater = np.asarray([0, 0])\n", " self.goal_loc = np.asarray([3, 3])\n", " self.gem_loc = [np.asarray([0, 2]), np.asarray([3, 2])]\n", " self.hole_loc = [np.asarray([1, 3]), np.asarray([2, 0])]\n", "\n", " self.state[tuple(self.myskater)] = 0.2\n", " self.state[tuple(self.goal_loc)] = 0.8\n", " for pos in self.gem_loc:\n", " self.state[tuple(pos)] = 0.5\n", " for pos in self.hole_loc:\n", " self.state[tuple(pos)] = 0.4\n", "\n", " self.prev_state = np.zeros((4, 4))\n", " self.prev_action = None\n", " self.penalty_counter = 0\n", " self.flag_out_grid = 0\n", "\n", " def step(self, action):\n", " self.prev_state = np.copy(self.state)\n", " self.prev_action = action\n", " self.flag_out_grid = 0\n", "\n", " randomness = [0.35, 0.15, 0.35, 0.15] # probability for each action\n", " action = np.random.choice(4,p=randomness)\n", "\n", " if action == 0:\n", " self.myskater[0] += 1\n", " elif action == 1:\n", " self.myskater[0] -= 1\n", " elif action == 2:\n", " self.myskater[1] += 1\n", " elif action == 3:\n", " self.myskater[1] -= 1\n", "\n", " self.myskater = np.clip(self.myskater, 0, 3)\n", "\n", " prev_state_positions = np.argwhere(self.prev_state == 0.2)\n", " if len(prev_state_positions) > 0:\n", " if np.array_equal(self.myskater, prev_state_positions[0]):\n", " while action == self.prev_action:\n", " action = np.random.choice(4, p=randomness)\n", " self.flag_out_grid = 1\n", "\n", " self.state = np.zeros((4, 4))\n", " self.state[tuple(self.myskater)] = 0.2\n", " self.state[tuple(self.goal_loc)] = 0.8\n", " for pos in self.gem_loc:\n", " self.state[tuple(pos)] = 0.5\n", " for pos in self.hole_loc:\n", " self.state[tuple(pos)] = 0.4\n", "\n", " obs = self.state.flatten()\n", " reward = self.calculate_reward()\n", " penalty = any(np.array_equal(self.myskater, pos) for pos in self.hole_loc)\n", " if penalty:\n", " self.penalty_counter += 1\n", " self.timestep += 1\n", "\n", " terminated = True if np.array_equal(self.myskater, self.goal_loc) else self.timestep >= self.max_timestamp\n", " truncated = True if np.any((self.myskater < 0) | (self.myskater > 3)) else False\n", " if terminated or truncated:\n", " self.flag_out_grid=1\n", " self.state = np.copy(self.prev_state) \n", "\n", " # Check if there are any positions with a value of 0.2\n", " positions_with_value_0_2 = np.argwhere(self.state == 0.2)\n", "\n", " if len(positions_with_value_0_2) > 0:\n", " # Ensure that the index is within bounds\n", " index = np.random.randint(len(positions_with_value_0_2))\n", " self.myagent = positions_with_value_0_2[index]\n", " \n", " info = {}\n", "\n", " return self.state.flatten(), reward, terminated, truncated, info\n", " \n", " def reset(self, **kwargs):\n", " self.state = np.zeros((4, 4))\n", " self.myskater = np.asarray([0, 0])\n", " self.state[tuple(self.myskater)] = 0.2\n", " self.state[tuple(self.goal_loc)] = 0.8\n", "\n", " for pos in self.gem_loc:\n", " self.state[tuple(pos)] = 0.5\n", " for pos in self.hole_loc:\n", " self.state[tuple(pos)] = 0.4\n", "\n", " self.prev_state = np.zeros((4, 4))\n", " self.prev_action = None\n", " self.flag_out_grid = 0 \n", " \n", " obs = self.state.flatten()\n", " self.timestep = 0\n", " info = {}\n", " self.penalty_counter = 0\n", " return obs, info\n", "\n", " def calculate_reward(self):\n", " prev_myskateritions = np.argwhere(self.prev_state == 0.2)\n", " if prev_myskateritions.size == 0:\n", " prev_myskaterition = self.myskater\n", " else:\n", " prev_myskaterition = prev_myskateritions[0]\n", "\n", " # Calculating distance to goal before and after the step\n", " prev_distance_to_goal = np.linalg.norm(self.goal_loc - prev_myskaterition)\n", " current_distance_to_goal = np.linalg.norm(self.goal_loc - self.myskater)\n", "\n", "\n", " ## REWARDS SET #############\n", " if np.array_equal(self.myskater, self.goal_loc):\n", " reward = 10 # Positive reward for reaching goal\n", " elif np.array_equal(self.myskater, self.hole_loc[0]):\n", " reward = -5 # negative reward for reaching holes 1\n", " elif np.array_equal(self.myskater, self.hole_loc[1]):\n", " reward = -6 # negative reward for reaching holes 2\n", " elif np.array_equal(self.myskater, self.gem_loc[0]):\n", " reward = 5 # positive reward for reaching gems 1\n", " elif np.array_equal(self.myskater, self.gem_loc[1]):\n", " reward = 6 # positive reward for reaching gems 2\n", " elif current_distance_to_goal < prev_distance_to_goal:\n", " reward = 1 # Positive reward for moving closer to goal\n", " elif current_distance_to_goal > prev_distance_to_goal:\n", " reward = -1 # Negative reward for moving away to goal\n", " else:\n", " reward = -0.1 # Slight negative reward for no change\n", " ##########################\n", " \n", " return reward\n", " \n", " def get_penalty_count(self):\n", " return self.penalty_counter\n", "\n", " def render(self):\n", " fig, ax = plt.subplots()\n", " plt.title('Frozen Lake Environment')\n", "\n", " # Load and display the background image\n", " background_img = plt.imread('images/frozen_lake.jpg')\n", " ax.imshow(background_img, extent=(-0.5, 3.5, -0.5, 3.5), origin='upper')\n", "\n", " \n", " skater_img = plt.imread('images/icons8-skateboard-100.png')\n", " hole_img = plt.imread('images/icons8-hole-100.png')\n", " gem_img = plt.imread('images/icons8-gems-100.png')\n", " goal_img = plt.imread('images/icons8-flag-100.png')\n", " skater_hole_drown_img = plt.imread('images/agent_hole_drown.png')\n", " skater_gem_lottery_img = plt.imread('images/agent_gems_lottery.png')\n", " agent_flag_winner_img = plt.imread('images/agent_flag_winner.png')\n", " agent_grid_cross_img = plt.imread('images/agent_grid_cross.png')\n", "\n", " # Plot Skater\n", " myskater = self.myskater\n", " if self.flag_out_grid:\n", " skater_img = agent_grid_cross_img\n", " agent_box = AnnotationBbox(OffsetImage(skater_img, zoom=0.4), myskater, frameon=False)\n", " ax.add_artist(agent_box)\n", "\n", " # Plot Holes\n", " for hole_loc in self.hole_loc:\n", " hole_loc = hole_loc\n", " if np.array_equal(self.myskater, hole_loc):\n", " hole_img = skater_hole_drown_img\n", " else:\n", " hole_img = plt.imread('images/icons8-hole-100.png')\n", " rock_box = AnnotationBbox(OffsetImage(hole_img, zoom=0.4), hole_loc, frameon=False)\n", " ax.add_artist(rock_box)\n", "\n", " # Plot Gems\n", " for gem_loc in self.gem_loc:\n", " gem_loc = gem_loc\n", " if np.array_equal(self.myskater, gem_loc):\n", " gem_img = skater_gem_lottery_img\n", " else:\n", " gem_img = plt.imread('images/icons8-gems-100.png')\n", " battery_box = AnnotationBbox(OffsetImage(gem_img, zoom=0.4), gem_loc, frameon=False)\n", " ax.add_artist(battery_box)\n", "\n", " # Plot goal\n", " goal_loc = self.goal_loc\n", " goal_loc = self.goal_loc\n", " if np.array_equal(self.myskater, goal_loc):\n", " goal_img = agent_flag_winner_img\n", " else:\n", " goal_img = plt.imread('images/icons8-flag-100.png')\n", " goal_box = AnnotationBbox(OffsetImage(goal_img, zoom=0.4), goal_loc, frameon=False)\n", " ax.add_artist(goal_box)\n", "\n", " plt.xticks(np.arange(-0.5, 4.5, 1))\n", " plt.yticks(np.arange(-0.5, 4.5, 1))\n", " plt.gca().set_xticklabels(np.arange(-0.5, 4.5, 1))\n", " plt.gca().set_yticklabels(np.arange(-0.5, 4.5, 1))\n", " plt.show()\n", "\n", " def obs_space_to_index(self, obs):\n", " myskater = np.argwhere(obs.reshape(4, 4) == 0.2)\n", " if myskater.size == 0:\n", " return 0 \n", " return myskater[0, 0] * 4 + myskater[0, 1]\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Episode: 100\n", "Q-table 1:\n", "[[ 1.11876402 1.51904539 2.02564955 -0.30197225]\n", " [ 2.40096921 0.51652121 2.3400676 1.93445032]\n", " [ 0. 0. 0. 0. ]\n", " [-0.34859099 -0.39298902 -1.87440325 0.23584823]\n", " [-0.92164398 -0.76482213 0.30620877 -3.05128047]\n", " [ 0.22510251 0.20302604 0.33330131 0.1004107 ]\n", " [-1.42245604 0.39266994 -0.92009502 1.24509206]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0.10793039 0.05598952 0.73769959 0.03305302]\n", " [ 1.70018183 2.52154465 1.68746312 0.73752489]\n", " [ 0.07839401 -0.06573514 2.54379416 3.31739994]\n", " [ 0.59473776 0.08548347 0.85147147 0.3979303 ]\n", " [ 2.31340546 1.38509006 0.35694545 0.95953378]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Q-table 2:\n", "[[-0.34282785 0.58406561 0.13837072 1.4922349 ]\n", " [ 1.20362517 2.48805914 1.5200613 2.52305169]\n", " [ 0. 0. 0. 0. ]\n", " [-1.20779634 0.51284663 -0.52131437 -1.52550797]\n", " [-1.31378705 -0.95567434 -0.99525477 -1.33334889]\n", " [ 0.50885947 0.34396527 0.25241366 0.21455883]\n", " [ 0.64462602 0.35110414 -1.33014897 -2.09573316]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [-0.27254039 0.33193302 0.63306586 -1.25685558]\n", " [ 0.42793187 1.83790744 1.76102439 1.20573081]\n", " [ 3.28769981 -0.03336748 0. 5.16967418]\n", " [ 0.19518079 -0.26683963 0.6217234 -0.34591987]\n", " [ 1.51103013 1.30702974 0.59193934 -0.10698782]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.04\n", "Episode: 100, Average Steps: 9.53\n", "Episode: 200\n", "Q-table 1:\n", "[[ 1.05483709 1.76015097 2.10110663 0.80741148]\n", " [ 3.9736964 2.60923653 3.47564128 3.63478881]\n", " [ 0. 0. 0. 0. ]\n", " [-2.03190727 -1.34859071 -1.33125927 -0.86135374]\n", " [ 0.39227028 -2.16269094 -0.628098 -2.96624177]\n", " [ 1.3241294 1.57254187 0.35734497 1.09915923]\n", " [-1.53690942 1.84045545 -1.29590963 0.70974501]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0.61307238 0.57853901 0.25673773 0.72469221]\n", " [ 4.25077826 5.95766053 3.11800033 1.16179504]\n", " [ 0.24232204 3.24464473 1.45583961 8.20345508]\n", " [ 0.50506754 0.14625654 1.08277399 0.3979303 ]\n", " [ 5.18459369 3.0327228 1.41527945 2.29367182]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Q-table 2:\n", "[[ 1.17027127 0.49680376 2.20037593 1.55724157]\n", " [ 2.77341515 3.32926035 3.62943183 4.16023967]\n", " [ 0. 0. 0. 0. ]\n", " [-1.07587214 -1.89158079 -1.48759358 -1.99916252]\n", " [-1.75785336 -0.42379736 -1.78110991 -2.05925272]\n", " [ 2.0629329 0.67976099 1.52062021 0.81574871]\n", " [ 1.41687316 3.61589256 -1.33014897 -1.8104314 ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [-0.27254039 2.66140029 2.32028077 0.85451717]\n", " [ 1.46562712 4.25124427 2.33219405 2.34103772]\n", " [ 4.51024896 1.97776755 5.52176232 8.23313036]\n", " [ 1.05470827 0.02488122 -0.83782804 -0.34591987]\n", " [ 5.22218741 3.54044451 0.68552377 0.39059829]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.07\n", "Episode: 200, Average Steps: 9.41\n", "Episode: 300\n", "Q-table 1:\n", "[[ 0.66849145 0.97871651 -1.01937561 0.97089339]\n", " [ 3.23794008 3.00719479 2.67852693 4.07202196]\n", " [ 0. 0. 0. 0. ]\n", " [-2.18601122 -2.34646525 -2.37290563 -2.31346492]\n", " [-1.72317158 -0.73995649 -0.38203331 -3.72049275]\n", " [ 1.60644388 1.53394367 0.06541712 1.93113521]\n", " [-1.10854823 0.19639622 0.13332419 2.59617972]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0.61307238 4.49504965 0.60531121 1.4574561 ]\n", " [ 3.76220995 5.27254793 3.96167663 1.16179504]\n", " [ 2.233014 6.01502763 4.34535201 5.04465054]\n", " [-0.37378357 -0.58140959 2.07309952 0.3979303 ]\n", " [ 5.29705591 3.09351017 1.41527945 2.57364604]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Q-table 2:\n", "[[-0.36756708 2.37848681 0.77448564 -1.22619669]\n", " [ 3.02828777 3.29436974 3.67675485 4.03787045]\n", " [ 0. 0. 0. 0. ]\n", " [-2.52997666 -2.36404804 -0.40614478 -2.16841618]\n", " [-1.34910464 -0.05396532 -2.35835454 -0.02439762]\n", " [ 1.38232598 1.55593879 1.711045 1.17150521]\n", " [ 1.41687316 -0.40744361 -1.49429068 0.34316169]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 1.75036595 2.72500922 2.68517198 3.00781515]\n", " [ 3.22278035 3.94284985 2.33219405 3.54123951]\n", " [ 4.49500799 2.28984873 6.60103992 5.4175882 ]\n", " [ 0.8789057 -0.04711512 1.83623525 0.79719971]\n", " [ 4.20598576 3.73619484 1.47999709 0.39059829]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.15\n", "Episode: 300, Average Steps: 9.48\n", "Episode: 400\n", "Q-table 1:\n", "[[ 0.76042057 1.15689228 0.74744374 -0.86625973]\n", " [ 2.55600601 2.9495945 3.83334494 4.10213342]\n", " [ 0. 0. 0. 0. ]\n", " [-2.28565157 -1.94896649 0.11026499 -2.31346492]\n", " [-1.72317158 -2.68509553 -1.43845088 -1.6697897 ]\n", " [ 0.80557122 1.35225042 0.41739499 1.19252098]\n", " [-0.36132312 -0.649088 0.03896111 2.95491691]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0.95236938 2.84857582 2.35403205 -0.33302705]\n", " [ 3.55481131 2.53277099 4.03436661 1.37651966]\n", " [ 2.233014 4.80130795 1.67407861 3.8892312 ]\n", " [ 0.42897504 -0.32999711 -1.28249879 0.63702595]\n", " [ 4.11683592 3.18364414 2.14165738 2.62113774]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Q-table 2:\n", "[[ 0.23839506 -0.12746248 3.16690389 1.62537873]\n", " [ 3.59724509 2.73782278 2.61106993 3.6949073 ]\n", " [ 0. 0. 0. 0. ]\n", " [-2.52997666 -2.74819292 -2.26234621 -2.08820381]\n", " [-3.00162096 -1.99924875 -3.26617983 -2.11477073]\n", " [ 1.51358663 1.79091603 1.65116447 1.03611826]\n", " [-0.15083817 -0.27359439 -1.36066829 1.70300667]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 2.22583048 3.18697963 1.13686356 3.00781515]\n", " [ 3.57741488 3.10502227 2.34159628 2.77926385]\n", " [ 5.09516272 1.7046316 5.85845089 5.78821482]\n", " [ 0.60429717 -0.04711512 1.21815995 -0.54481259]\n", " [ 3.99585906 1.96586838 1.56419394 1.29835843]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.04\n", "Episode: 400, Average Steps: 9.71\n", "Episode: 500\n", "Q-table 1:\n", "[[-0.00836274 -2.00507565 0.85409734 0.01883292]\n", " [ 2.73614059 1.68269632 2.76409944 2.5452217 ]\n", " [ 0. 0. 0. 0. ]\n", " [-2.54146573 -3.18513945 -1.66333563 -2.43611675]\n", " [-2.29063372 -3.44392302 -2.72113992 -2.65814493]\n", " [ 0.69366119 0.22602796 0.62319157 0.55658332]\n", " [-0.90322016 -2.66244096 -0.67687276 -2.10248541]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 1.63289014 1.79657642 0.18058132 -0.33302705]\n", " [ 3.15596609 3.48441781 4.34154828 1.37651966]\n", " [ 1.9576482 4.80130795 4.55721865 4.49433724]\n", " [ 1.41249162 -0.32999711 -1.05869338 0.39357811]\n", " [ 2.04933946 1.9480177 2.14165738 2.62113774]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Q-table 2:\n", "[[-0.77981511 -1.23449519 -0.99125009 -1.03378401]\n", " [ 2.15867925 3.51060681 2.36856756 3.00594836]\n", " [ 0. 0. 0. 0. ]\n", " [-2.33764397 -2.06841361 -4.05806398 -2.83245193]\n", " [-3.59971953 -2.74658987 -3.05512423 -1.80227362]\n", " [ 0.13194552 0.97243886 0.25682216 0.26805049]\n", " [-0.44432679 1.01317417 -1.36066829 0.5259205 ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 1.66119729 0.91148955 2.4716836 3.0025704 ]\n", " [ 2.74204337 2.24154958 3.98911267 2.77926385]\n", " [ 4.82100134 1.7046316 7.78402194 1.19338298]\n", " [-0.98064364 -0.04711512 0.76188239 -0.63078355]\n", " [ 2.01843582 2.0430039 1.56419394 1.38063554]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.31\n", "Episode: 500, Average Steps: 9.58\n", "Episode: 600\n", "Q-table 1:\n", "[[-1.15632369 0.6266937 1.42173646 2.68180948]\n", " [ 1.97082178 1.12557018 4.91009129 0.88203461]\n", " [ 0. 0. 0. 0. ]\n", " [-0.72866143 -3.18513945 -1.66333563 -2.85765147]\n", " [ 0.24072512 -3.39563393 -3.55187563 -3.48473433]\n", " [ 0.30978861 0.90447572 0.06840933 2.99541954]\n", " [ 1.76148672 -0.68558203 -0.67687276 -2.8760193 ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 3.31819492 1.79657642 -0.87933699 -0.07890648]\n", " [ 3.15596609 3.48441781 6.76586307 0.82614648]\n", " [ 1.9576482 4.80130795 5.48611051 4.49433724]\n", " [-0.58904343 -0.32999711 -1.57255612 1.36288782]\n", " [ 1.89744107 6.34499409 2.14165738 2.40970764]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Q-table 2:\n", "[[-0.60695033 -1.96964067 -0.93214815 3.28062654]\n", " [ 1.6472077 2.21489632 4.24722063 2.96901067]\n", " [ 0. 0. 0. 0. ]\n", " [-0.33212395 -2.8778952 -4.05806398 -2.76973078]\n", " [ 0.23781193 -2.82948271 -2.95341047 -3.040234 ]\n", " [-0.3919326 -0.37922514 -0.35313099 2.39029828]\n", " [ 4.24347945 -0.21879479 -1.17858867 0.5259205 ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 3.33945255 -0.18618982 0.47072206 2.89801174]\n", " [ 3.93772946 2.24154958 4.97985451 3.37613384]\n", " [ 4.97825468 1.7046316 7.0062367 -0.36215717]\n", " [ 0.07536135 -0.52904699 0.7084845 1.93911666]\n", " [ 1.42137102 3.62683273 1.56419394 1.38063554]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.08\n", "Episode: 600, Average Steps: 9.55\n", "Episode: 700\n", "Q-table 1:\n", "[[-0.03331882 1.28799169 2.78907255 6.38589057]\n", " [ 2.35011213 1.12557018 7.18005473 0.88203461]\n", " [ 0. 0. 0. 0. ]\n", " [ 0.2025484 -3.18513945 -1.66333563 -2.85765147]\n", " [ 2.95215546 -3.39563393 -3.55187563 -3.48473433]\n", " [ 0.45607467 1.48205986 0.91389904 6.35998629]\n", " [ 5.0717012 -0.68558203 -0.67687276 -2.58992058]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 4.70712507 1.79657642 1.11386518 -0.07890648]\n", " [ 3.15596609 3.48441781 8.53498591 0.82614648]\n", " [ 1.9576482 4.80130795 10.81826202 5.00218783]\n", " [ 0.69397525 -0.32999711 -1.57255612 3.31269555]\n", " [ 1.89744107 7.43370821 2.69411559 2.40970764]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Q-table 2:\n", "[[-0.60695033 -0.52880138 2.19082889 6.26930718]\n", " [ 2.99941893 2.54537834 7.75097502 2.87283568]\n", " [ 0. 0. 0. 0. ]\n", " [ 0.2217851 -2.8778952 -4.05806398 -2.76973078]\n", " [ 1.36169289 -2.82948271 -2.95341047 -1.7242392 ]\n", " [-0.3919326 -0.37922514 -0.35313099 4.83273087]\n", " [ 5.9946254 -0.21879479 -1.17858867 0.5259205 ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 6.79586038 1.1595519 0.47072206 3.2840753 ]\n", " [ 3.93772946 3.5290225 8.44453094 3.37613384]\n", " [ 4.97825468 1.7046316 11.88010531 -0.36215717]\n", " [ 0.07536135 -0.52904699 0.7084845 4.72933743]\n", " [ 1.42137102 7.63713317 1.56419394 1.38063554]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 0.91\n", "Episode: 700, Average Steps: 9.52\n", "Episode: 800\n", "Q-table 1:\n", "[[-0.03331882 2.45445825 1.57021929 6.59412177]\n", " [ 2.35011213 1.12557018 7.40385317 0.88203461]\n", " [ 0. 0. 0. 0. ]\n", " [ 2.02679746 -3.18513945 -1.66333563 -2.85765147]\n", " [ 3.09234727 -3.39563393 -3.55187563 -3.48473433]\n", " [ 0.45607467 1.48205986 0.91389904 6.93445734]\n", " [ 6.64332654 -0.68558203 -0.66425464 -2.58992058]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 7.4222767 1.79657642 1.11386518 -0.07890648]\n", " [ 3.15596609 3.48441781 9.57074142 0.82614648]\n", " [ 1.9576482 4.80130795 13.74760154 5.00218783]\n", " [ 0.69397525 -0.32999711 -1.57255612 4.92706536]\n", " [ 1.89744107 9.39786554 2.69411559 2.95961479]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Q-table 2:\n", "[[ 1.50220304 -0.52880138 3.34118523 7.81054369]\n", " [ 2.99941893 2.54537834 6.33928478 2.87283568]\n", " [ 0. 0. 0. 0. ]\n", " [ 2.13720903 -2.8778952 -4.05806398 -2.23374336]\n", " [ 3.11381503 -2.82948271 -2.95341047 -1.7242392 ]\n", " [-0.3919326 -0.37922514 -0.35313099 6.32934074]\n", " [ 7.10716047 -0.21879479 -1.17858867 0.5259205 ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 7.04750384 1.1595519 0.47072206 3.5978884 ]\n", " [ 3.93772946 3.5290225 9.34394803 3.37613384]\n", " [ 4.97825468 2.75251438 13.57719197 2.92108566]\n", " [ 0.07536135 -0.52904699 0.7084845 4.22374729]\n", " [ 3.23790635 8.59821385 1.56419394 1.38063554]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.18\n", "Episode: 800, Average Steps: 9.75\n", "Episode: 900\n", "Q-table 1:\n", "[[ 2.09221816 2.45445825 3.05192297 6.19180271]\n", " [ 2.35011213 1.12557018 9.49416975 0.88203461]\n", " [ 0. 0. 0. 0. ]\n", " [ 4.73953003 -3.18513945 -1.66333563 -2.85765147]\n", " [ 4.54942517 -3.39563393 -2.29723243 -3.48473433]\n", " [ 0.45607467 3.11372938 0.91389904 7.64224009]\n", " [ 7.5023113 -0.68558203 -0.66425464 -2.58992058]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 8.54317912 1.79657642 1.11386518 -0.07890648]\n", " [ 3.15596609 3.48441781 10.31131651 0.82614648]\n", " [ 1.9576482 4.80130795 17.90656188 5.00218783]\n", " [ 0.69397525 -0.32999711 -1.57255612 5.22768267]\n", " [ 1.89744107 10.13153459 2.69411559 2.95961479]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Q-table 2:\n", "[[ 1.50220304 -0.52880138 3.79430667 6.61121065]\n", " [ 2.99941893 2.54537834 9.1324304 2.87283568]\n", " [ 0. 0. 0. 0. ]\n", " [ 5.95496188 -2.8778952 -4.05806398 -2.23374336]\n", " [ 3.34750211 -2.82948271 -2.95341047 -1.7242392 ]\n", " [-0.3919326 -0.37922514 0.59558164 7.79123829]\n", " [ 7.00320215 -0.21879479 -1.17858867 0.5259205 ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 8.7419819 1.1595519 0.47072206 3.5978884 ]\n", " [ 3.93772946 3.5290225 14.02934615 3.37613384]\n", " [ 4.97825468 2.75251438 16.6262509 2.92108566]\n", " [ 0.07536135 -0.52904699 0.7084845 7.77972387]\n", " [ 3.23790635 10.0627805 1.56419394 1.38063554]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 0.92\n", "Episode: 900, Average Steps: 9.62\n", "Episode: 1000\n", "Q-table 1:\n", "[[ 3.19230754 3.51678531 3.78190258 8.78464594]\n", " [ 2.35011213 1.12557018 8.96543217 0.88203461]\n", " [ 0. 0. 0. 0. ]\n", " [ 4.89991999 -3.18513945 -1.66333563 -2.23405648]\n", " [ 5.7382225 -1.83993808 -0.73787894 -3.48473433]\n", " [ 0.45607467 3.11372938 1.92818551 9.23898218]\n", " [ 8.75254745 -0.68558203 -0.66425464 -2.58992058]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 6.12219236 1.79657642 1.11386518 -0.07890648]\n", " [ 3.15596609 3.48441781 14.76684215 0.82614648]\n", " [ 1.9576482 4.80130795 19.21004651 5.00218783]\n", " [ 0.69397525 -0.32999711 -1.57255612 7.57462215]\n", " [ 1.89744107 11.68025831 2.69411559 2.95961479]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Q-table 2:\n", "[[ 1.50220304 -0.52880138 3.79430667 6.7134437 ]\n", " [ 2.99941893 2.54537834 10.65022359 2.87283568]\n", " [ 0. 0. 0. 0. ]\n", " [ 7.24377294 -2.8778952 -4.05806398 -1.08497774]\n", " [ 5.26416297 -2.82948271 -2.95341047 -1.7242392 ]\n", " [-0.3919326 -0.37922514 0.59558164 7.14634746]\n", " [11.23218734 -0.21879479 -1.17858867 0.5259205 ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 8.37372818 1.1595519 0.47072206 3.5978884 ]\n", " [ 3.93772946 3.5290225 14.17772633 3.37613384]\n", " [ 4.97825468 2.75251438 18.08597143 2.92108566]\n", " [ 0.07536135 0.34786514 0.7084845 6.23528039]\n", " [ 3.23790635 11.47199592 1.56419394 1.38063554]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Average Penalties in Last 100 Episodes: 1.07\n", "Episode: 1000, Average Steps: 9.56\n" ] } ], "source": [ "env_stoc = StochasticFrozenLakeEnv()\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_stoc.obs_space.n, env_stoc.action_space.n)) # Q-table 1 initialization\n", "qt2 = np.zeros((env_stoc.obs_space.n, env_stoc.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_stoc.reset()\n", " state_index = env_stoc.obs_space_to_index(state)\n", " total_rewards = 0\n", " total_steps = 0\n", "\n", " while True:\n", " total_steps += 1\n", " action = env_stoc.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_stoc.step(action)\n", " next_strt_idx = env_stoc.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_stoc.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_stoc.state" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "env_stoc.state = final_state\n", "env_stoc.render()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Step 2:\n", "Save the Q-table/Policy table as a pickle file or h5 of the trained model and attach it to your assignment submission." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import pickle\n", "with open(\"charviku_assignment1_double_q1_table_stochastic.pkl\", 'wb') as file:\n", " pickle.dump(qt1, file)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "with open(\"charviku_assignment1_double_q2_table_stochastic.pkl\", 'wb') as file:\n", " pickle.dump(qt2, file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Step 3. Provide the evaluation results:\n", "\n", "(a) Print the initial Q-table and the trained Q-table\n", "\n", "(b) Plot the total reward per episode graph (x-axis: episode, y-axis: total reward per episode).\n", "\n", "(c) Plot the epsilon decay graph (x-axis: episode, y-axis: epsilon value)\n", "\n", "(d) 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", "[[ 1.47247646 6.0493819 1.49335033 1.37408524]\n", " [ 3.61706195 2.49989039 6.83143106 3.67731838]\n", " [ 0. 0. 0. 0. ]\n", " [ 0.04851138 -1.47159576 -1.75714704 -1.90712173]\n", " [ 2.42277414 -1.63110203 -1.8515651 -1.23507264]\n", " [ 1.09157658 5.20623838 2.49573432 2.30603199]\n", " [ 7.24267925 0.27870094 -1.9923104 0.66561987]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [ 1.67502485 3.06348271 6.7285019 1.57992884]\n", " [ 2.85489776 3.56543049 8.61293162 1.32850782]\n", " [10.08221201 6.23578305 2.59241225 17.32018497]\n", " [-0.66067334 1.79446582 -0.44866791 -0.27858195]\n", " [ 6.71918219 3.19826909 2.43053505 1.54527872]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\n", "Trained Q-table 2:\n", "[[ 2.53545131 6.54070088 1.44144082 3.0268344 ]\n", " [ 2.2202242 3.62440066 7.53118745 2.7577266 ]\n", " [ 0. 0. 0. 0. ]\n", " [ 0.37061872 -2.11073339 -2.26591089 -2.17914315]\n", " [ 3.28208844 -3.01332444 -1.34256751 -2.0233468 ]\n", " [ 2.14739429 5.47498279 0.92071082 0.43161229]\n", " [ 7.39458278 0.74780754 0.71627733 -0.55845647]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]\n", " [-0.39387158 -1.01289343 6.59150565 2.69586237]\n", " [ 2.87490054 2.79789914 10.69949703 4.25948086]\n", " [ 3.74093205 6.87002965 6.59959402 18.19449498]\n", " [-0.11976234 1.76489469 -1.01970953 0.18747288]\n", " [ 6.30038844 3.76824327 2.85249965 3.22967034]\n", " [ 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. ]]\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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//nnE9Tk5OTIAuaioKHxs7ty5MgC5T58+EenXrFkjDxgwQM7IyJAbNGgg33jjjfLy5ctlAPLEiRPD6YYPHy6np6fr3s/Ro0flO++8U65fv76cnp4uX3DBBfLWrVuFlrN/8skn8tixY+WcnBw5LS1NHjx4sGo5fYhly5bJl1xyiVy/fn05JSVFbt68uXz55ZfLM2bMCKcJLWffvXu3YdnaOrD+Ke8BgDx69Gj5ww8/lNu0aSOnpKTIJ510UsQz1y5nX7p0qXzVVVfJzZo1k1NSUuScnBz5/PPPVy2Ll2X+virS5kVFRfLo0aPlpk2byklJSXJeXp581llnyW+//TZX+xCEXSRZ5oikRRAEEQf8+uuv6N+/P6ZMmeLYdhFuIkkSRo8eHWGOIgiCDfn4EARBEAQRN5DgQxAEQRBE3ECCD0EQBEEQcQP5+BAEQRAEETeQxocgCIIgiLiBBB+CIAiCIOIGCmCoIRgMYseOHahduzZzywCCIAiCIPyFLMs4ePAgGjVqZLiPHwk+Gnbs2IGmTZt6XQ2CIAiCICywdetWNGnShHmeBB8Noc34tm7diszMTI9rQxAEQRAEDyUlJWjatKlqU109SPDREDJvZWZmkuBDEARBEDGGmZtKzDo3P/PMM5AkCXfffXf42LFjxzB69GjUr18fGRkZGDp0KIqKiryrJEEQBEEQviImBZ9FixbhrbfeUu1QDABjxozBd999hylTpmDWrFnYsWMHLrnkEo9qSRAEQRCE34g5wefQoUMYNmwY/vOf/6Bu3brh48XFxXjnnXcwYcIEnHnmmejevTsmTpyI33//HfPnz/ewxgRBEARB+IWYE3xGjx6NwYMHY8CAAarjS5YsQXl5uep4+/bt0axZM8ybN4+ZX2lpKUpKSlT/CIIgCIKomcSUc/PkyZOxdOlSLFq0KOJcYWEhkpOTUadOHdXx3NxcFBYWMvMcP348Hn/8caerShAEQRCED4kZjc/WrVtx11134aOPPkJqaqpj+Y4dOxbFxcXhf1u3bnUsb4IgCIIg/EXMCD5LlizBrl27cPLJJyMxMRGJiYmYNWsW/v3vfyMxMRG5ubkoKyvDgQMHVNcVFRUhLy+PmW9KSkp46TotYScIgiCImk3MmLrOOussrFy5UnVs5MiRaN++PR588EE0bdoUSUlJmDFjBoYOHQoAWLduHbZs2YL8/HwvqkwQBEEQhM+IGcGndu3a6NSpk+pYeno66tevHz4+atQo3HPPPahXrx4yMzNxxx13ID8/H6eddpoXVSYIgiAIwmfEjODDw4svvohAIIChQ4eitLQUAwcOxOuvv+51tQiCIAiC8AmSLMuy15XwEyUlJcjKykJxcTH5+xAEQRBEjMA7f8eMczNBEARBEIRdSPAhCIIw4Fh5JUgxThA1BxJ8iJhAlmW8Pfsv/LKWNp0losfeQ6Vo/8hUXP2fBV5XhSAIh6hRzs1EzWXBxn14+oe1AIBNzwz2uDZEvDB1dVXU93l/7/W4JgRBOAVpfIiYoLD4mNdVIAiCIGoAJPgQMYEkeV0DIh6RQB2PIGoaJPgQBEEQBBE3kOBDxAQSqXwIgiAIByDBhyAIgiCIuIEEH4IgCIIg4gYSfIiYgAxdBEEQhBOQ4EPEBOTiQxAEQTgBCT5ETEDLigmCIAgnIMGHIAiCAWkaCaLmQYIPERPQBEQQBEE4AQk+BEEQBEHEDST4EDEBKXwIgiAIJyDBhyAIgnCcOX/uxnXvLsS2/Ue8rgpBqCDBh4gJyMeHIGKLa99ZiNnrd+P+KSu8rgpBqCDBh4gRSPIhog/1OvsUHTzmdRUIQgUJPgRBEIR7yF5XgCDUkOBDxARk6iIIgiCcgAQfIu6YuqoQF732GzbtOex1VQifQwK3fUjhQ/gNEnyImMDJ+eeWD5dg+dYDuP/z5QCAisogrnt3If41da2DpRAEAQCyTKIP4S9I8CFiAknx6e3UQFpytAIAMOfPPZi9fjfe+PUvR/IlCIIg/AsJPkRMoNT4BB3+gCytCDqbIUEQYUjfQ/gNEnyImINU5wRBEIRVSPAhYg4SewiCzQOfL8eVb89DpdOqUYvQdwrhNxK9rgBB8KBcXUMDKREtpBgMYfjZ4m0AgIKtB9C9eV2PawPI9KlC+AzS+BAxgUrwoYGUIEwhkzBB6EOCDxETKL+8aTwniNiB3lfCb5DgQxA1GFmWhb/8C7YewDcF212qUexAGhPvKT5ajg/mbcLeQ6VeV6XGEc/9mwQfQpe/dx/CB/M2ocwvS70Vpq6g4y9szR0ARr23GENe+03I0XXIa7/hrskFKNh6wL2K+Zwlm/ej+5M/48tl27yuimX8EnXazut6z6cFeOSb1bh+0iLnKkSgsPgYThs/Ay9OX+91VTyBBB9ClzNfmIVHvlmNd+Zu9LoqEcTxh4owv6zdheXbirG+6KDwtRv3HHKhRrHBzR8swb7DZZj/9z6vqxLXzFi7CwCwfFuxxzWpWbw8Yz2KSkrx8ow/va6KJ5DgQxiyZPN+r6sAQB3A0Hm5xyefxj4jngVM57WKBOEfgj5R5HsFCT5EzBHPtmmrWGkyambCCeh99R/xvjKWBB8iJlDt1eVhPWIJ5YRjZaAjrQdBEDUREnwIQ/ziIKkydTk+H9fMCd5uO9XMVuHDJ92+RhDP/civxPs3TcwIPm+88Qa6dOmCzMxMZGZmIj8/Hz/++GP4/LFjxzB69GjUr18fGRkZGDp0KIqKijysMeEWpDoXx1KTUTMTDkCvq/+I90cSM4JPkyZN8Mwzz2DJkiVYvHgxzjzzTFx00UVYvXo1AGDMmDH47rvvMGXKFMyaNQs7duzAJZdc4nGtCadwd8uKmvl9b7eZ4t0PgCCImknM7NV1wQUXqH4/9dRTeOONNzB//nw0adIE77zzDj7++GOceeaZAICJEyeiQ4cOmD9/Pk477TQvqlwj8KNIQNMxH3Y1Y/H8pe4XE689/HETJEATfiNmND5KKisrMXnyZBw+fBj5+flYsmQJysvLMWDAgHCa9u3bo1mzZpg3b55hXqWlpSgpKVH9I/yHessKGkhFsbSqy/lqEHEIva7+I96fSUwJPitXrkRGRgZSUlJwyy234KuvvkLHjh1RWFiI5ORk1KlTR5U+NzcXhYWFhnmOHz8eWVlZ4X9NmzZ18Q5ij2h9+S7etA9P//AHjpZVmtZD+87OXLsLL/y0DkGB6MRqauYoIKv+plVd8YAfPwr8VyMi3rVwMWPqAoB27dqhoKAAxcXF+PzzzzF8+HDMmjXLVp5jx47FPffcE/5dUlJCwo8HXPpmlWYuLSkBY85uG3FeOZ5rx/aRx8PZt8urjfO7NHKtjrGGUZuJXh9/+MNMJEp8PzOC4COmBJ/k5GS0bt0aANC9e3csWrQIL7/8Mq644gqUlZXhwIEDKq1PUVER8vLyDPNMSUlBSkqKm9UmBNi457DuceUXCuurdueBYxZLjc1JTgRa1EUQRJg4f7ljytSlJRgMorS0FN27d0dSUhJmzJgRPrdu3Tps2bIF+fn5HtaQECUxYC6EsN7ZeFffarHdHqQ+iDn8+MSoGxF+I2Y0PmPHjsWgQYPQrFkzHDx4EB9//DF+/fVXTJs2DVlZWRg1ahTuuece1KtXD5mZmbjjjjuQn59PK7pijABD8LFrtjGmZo7M6jYTv8ea2Sp81IxVXX4hnnsS4UdiRvDZtWsXrrvuOuzcuRNZWVno0qULpk2bhrPPPhsA8OKLLyIQCGDo0KEoLS3FwIED8frrr3tc69hHirIZKIFjxmFpMujLko2VprHuLE54hS+dm/1Xpbgn3h9JzAg+77zzjuH51NRUvPbaa3jttdeiVCPCDZgaH+XfLr61siyr9gWLZ+J9cIxFlM+MujHBwo8CcjSJaR8fouaRwNEjnX9llTGCHM/cM2hVF0EQRCQk+BC+gmXqUn6hsEwwNE8bQT4+domFr2Q/VtGHVYp74v2ZkOATpxSVHMOtHy7B73/t8boqKhICXnRJWecvY/YeKsW2/UfcqQ4H7/2+CWO/XGk4GatDAIiXEQsTvVvoid+x0Bx+XNkYz/3Ir8T7IyHBJ075vy9X4sdVhbj6PwsM00XbT4Bl6lK+pzd9sAQXvToXT//wh+Plj/5oKTN6dIhPFm5B9yd/Ru9/zcT+w2WO14GHR79djU8WbsFvG/YCAIqPlmPDroOqNCpTVzQrRzjKsfJK3PHJMnyxZJvXVbEE9T3/Ee/PhASfOGXb/qNc6aIt+LCcm5Vv6h87S7B8WzHenv03CoutBi3Uv7epqwvxzty/Da8b++XK8N9/MwIuRotDpeUAgFOe+hkDJszG2kLn9pqjLSvUeNUakxduwXfLd+DeKctN0yofGfk2E4Q+JPjEKX5UiQN8AQyVlFcGLZdVPUmoy9x3uJw7D7+snCmrqGqHuX9Wmy7troQjuUeNVyab/Uf4+yNBEOaQ4BOn+HVSYzo3cwhqfr0nP0ABDMXwi0ALAAE/VcYC9F76j3j3uyLBh/AV0YyhU12UzDhunWBQxoK/9+JQaYWl64+VV2LeX3ttarTie3BzGq9aU6Q/+vGRUz/0H/H+REjwIXwFy9TlxtjJylNE7mGl/WD+Zlzx9nxc8dY80WoBAO6avAxX/Wc+np+2ztL1gMbUZeX6eB8dfUJs63tokiX8Bwk+hCHR3rKC6dzMgZ/8lj4/vgJn9Q5rzsbTVhcBACb+tskwHa9wYsnHx0ftGW30+r1XgqCQxieOnxkhQJx3ExJ84hQ/9XulKjwhihqf6gnFurDl9fYW2mZR1ke9nN2Cj4+fOokP8EqoEOlj9MwIwhwSfAjPqVREYhZd1eUMzvv4+OLL22YVyDfDH8S6c7MfXgWCUEKCT5yxeNM+rCs86KtJrUIh+LAGeZ7a+uiWfFUXAJYmH9/dw3FkWcbMtbsw9889mP/3Xkt5HCqtwNRVhThWbhysUl2upaKY/LymCOe9PAfrCqsCTwaDMq6ftAiPfbtalU7M1KW8zh8Ck7bZikqO4YJX5uKzRVs9qY8b/LGzBEs27/e6Gtz44sPMQ0jwiSN2Fh/FpW/Ow8CXZlvOY8OuQzj3pdn4fsUOx+ql1PiwTV3mL+pz09bhrsnLHKsXD6ypxQ9Cg2rLCt5rZPFros30NUUYOWkRrnlnAa58ez7+3n1IOI/bPlqKWz5cgnHfrOK+xszfSpQb3l+MNTtLcOtHSwAABdsO4Je1uzDpd3U5/hBfrKN9d//141qs3F6MB75Y4VGNnGfQy3Mw9I3fsedQqddV4UL5SAa+OBuz1+/mvnbTnsOYuW6XC7WKHiT4xBFb9lrYW0oz6t77WQHWFh7E7R87J2BUcvj48PJNwQ6UHPM+4JtnS5+VdbCwO7vdHd2jwe9/qbU8G3aJCz6hgf6zxfrbQOgpS/41da1wOTwcPFYV8qCiUr/BxZaz+/ShKTgqoGWLNexEkveKdUUHcd27C7nT93v+V4ycuAgLN+5zsVbuQoJPnGJ1eDxoMS6NEZWVHBofxrV6k4IsHPpGnYmIiYCV1LEJKMqf++ol8P6cRLVt7s9a8mP2iEVWVvqxLbR1srNy0+/4xLpoihPDU8HW2DHtaSHBJ46wYvOPxnus9PFxojzxCduP04V97AoxQZ82S7RDLEQL1usZK5MpC+0k680CBveIBS2bFr9+1EQLEnziCEdeUBfel0qOGVak6nZvM5aGZaN7VfnrcJu6/G/ritD4uBHqwPksTWEG1Kxhy9ntmrP9hnL4qqlCuR6x0NdYkOBDeE5FsNo25cS7FM33kTXQRWtQ0H65MU1v3PmJXxNt4mdqqULofn340LR9lLUfX6wSkxqf2Kuyo5DgE69wdvxoLIlVanzYLyTL8VMvwm4cqXwMUO/OztcmMaDw0SFmKmpITTV1aUlMqFk3pNL41KxbMySW3zoSfOIUq53Wjc5e4bAziXhuzm+T4QcbujpyM+c1qiXw3t+DHvE0uQBiAQyVz8wvzaQVoGM+IKMGv74nBBsSfAgh3FDrqjQ+LEFCoNigcB3502vvn1WU77QlFpaz+9a5uYZNnGYobzcmzSqa3zXPubn671jpmrHXi5yFBJ84wo3OXlpRiXfmbrQUSyWEMn4JU5AQyE90bqgUWP6uFQZYRTnV1nbGUaUQKS4MRkd4O1Ze1X9EghBq28Sdfdz8M4Mpa2K2ECAW5KKEQM2advTanGfBhpc4ss7F37doSM3qgUTUeWvW33ji+zUYMGGW5TycHiREJvmZa3dh9MdLVceMVmZo87YiUDiJtnhVzW366zipwv979yG8PfsvHC1TB697feYGPPH9Gpz5gvX+U9NRCmGVJg/S7Il9tGBz9APPaZez1zgfH6V5UcLawhJ0eWwa3vj1r4i0P6zciWmrC6NZPQbRH7cqRL4wXYYEnzjFKZX5si32g1gpB3OmBkXI1MWfduSkRfyJESnosE1dzrSvU8MTt4+PS8u6znxhFp7+YS2e/2md6vhiK/sb1ax509Q8ojZ1WS/n97/24OGvVuHyt+ZZz8QCWgG65vn4qBn3zWocLquMiPRdfLQct320FDd/sERojzi/IvJh9K+pa9H5sZ+wac9hF2vEDwk+hCERZgXteQcGMTuxY/RKD9rUIBndkrZ6LAHHze8p7hVair95NVNW9vcSYdEmtbbByiSo1cjZqaef5mD1diNqLUIIc1OX4jrNvW22smWNC9Q0H5+gQZsrOayIeu/0gg6/88avf+FoeSVe+nm911UBQIIPIUjkCg0H8uRKwz9Q2DU/Gd1ShODDTGirCoZ1sWS2suDc7IYjrfbZWBE8ohHAMJromVZZDrNmfdvorFfihrbKNS2AoXKLnFi5M698fMoZ+9FFGxJ8YpjyyiBe/vlPLOU0N1lZ3myGMxofxd+2c3N3NRK3qUvxt9avxS5WzFbWtETcVeLGiUkwViYXp1A2UVDATSLC/8snDeem4CPLsmPv28KN+/DKjD/NtWwxuEYqWjU+WlaJP4sOhn+X+8TPhwQfnxAMyjhSJrYB6Hu/b8KLP6/HJa//Llwer7Ru6n8gXLIeHKu6XF3Obj1vnrI6jJuKb5fvcKwOqq0ojNLZNFu50YzaOcRK/4nGBO61kKBsJqVGyFTjY3Daq+0UtFVSCj52zdJa7p2yHB3GTcV6xWRrlcvfmocXpq/HF0u3GabjDWCofqY1n6mrdqLDuKk4+8XZ4WMk+BAqhk9ciI7jpmH7gaPc16wttP5yO/WV4oSjop0JVu9SN2OdRCxn53RuvnvyMkvlmTWvthyWBs7KXl1ufMlq6+uMj4/1evp1AmL1YfNVXQbCrkc3q70XpeBjdj+ifLl0OwDgP7P/dixPM4dc/qjofL5A0SAa8aDu/rQg4phffJtI8PEJc/7cAwD4etl27mvsaDa4NT7a67QrNBzoQcp3wQlnYbvvlrFzs8bUxVkzqyZBveawYurid242LtsukT4+fhU9vEW9uK76l9MaEi9QOjdXuOTz4WSuZl3UyiPx2i/NieLNhCe906TxIewj2Hvd+IJ3elUXq4ZMgUjnuLumLm35+um0h52c3rm1N4y/ncjbKtr2s+LuUVNNXaxl60LRtA0+Ijxzbtb8Vmp8KkSclkTKjKJgodKyWXg3ayp690jOzYQuIipIO13I6sDgxr47Tt+Hm1FT+eP4qH87OZFaEWC5+5XL45Izpi5tnjYq5CPUTv76HwN2TEN+0a5FR+PjXL5mvlGW9sTzWeBTd8qILMQvQQxJ8PEZIh1S9OVRvsBOvXiOLGdnfN06kZ/T6Dk3z1y3C49/txplFdUvtXbgtepYqjdXGTqwMvZ14pd7FGYVFxrSkaXNAhP4d8t34F9T1zL7u1+EASOUz8HM1GWk5fPLcnbl83PN58PBbM397NR/87RzTZDVzYYHvfNlPtH4JHpdAUKNm74sTgSni9BkWMxHlafDQfPsx/Fh35VeHJ+RE6uiPzevVwsjTm+hm86LWYelQbByvVM4EsdHIO0dnywDAOS3rI++bbPFC4sifKYucb8Kvfw9RVFJ10xdDuZl1mzKZ8L7ntUULaUo5OND6CKk8YlCOWZfxI6En+eoi9hydutVMc9ba+qq/r2j+JjiuPo6L3x8lPDOL3aFJdP8Nb+jZSrdf6RMKM9oLv021Sgo/hYx4/o1jo+yWq6ZupyULEwaTqVl47Z1Wa6NIzhRvIC7WRgydRG28XqDTMAZUwHPqi4Weslta3wMbonXuVkkT1EsaW8spHOje0X6iInnERm52byifo4WbBqdW2nqMjMveD2jCuKWP15UNT6KezDqij4YrsNEw8dIrwxybiZ0ERq4bPQhZTnllUFstLh5nDMKH/MbEdqywu5eXQJ5cy9nd1CDwOsTpU7Hq4J31uyoRSuUOhHHh4cERjn+EocUPnjQF3bETF3O+Jk5jbKOXq3qOlJWga37nNm7zIqWNNYEVD1MfXx0jrn1vEWJGcFn/PjxOOWUU1C7dm3k5ORgyJAhWLdOvdPzsWPHMHr0aNSvXx8ZGRkYOnQoioqKPKqx+9h5eZSD6aj3FqP/87/i+xXi0YWddm4WvlanDdw0dUX4+Ch+szaZBICj5ZW4a/IyzFy7y34drFzDeVG0NT5WNIZWhO2AjzU+1eg3uKzS+Fh/KKx2+2l1IcZ8WqDaRNNNlPfjlnOzWa5nT5iNPs/OxF+7D5nmZW6K5NP4qK5hpNuy9whGf7wUK7cV82XkY/Tj+PhD4IsZwWfWrFkYPXo05s+fj+nTp6O8vBznnHMODh+u1lSMGTMG3333HaZMmYJZs2Zhx44duOSSSzystThCviyiwjMj79nrdwOo2gLDNAuDL/ZbPlhiKVQ8z2Qr5uPj3sulFbRY47be4W8KdmDkpEXOV0qBSvhSOY2LO11GY5NSS6YuC+WK7gjutT8Ma4m0+b5R+nkYcdMHS/DVsu14c9Zf3PWzgx98fEIR8n//a69pXmaaMksBDBnHb/5wCf63YicueHWueKZRxsqHt1+cm2NmVdfUqVNVvydNmoScnBwsWbIEffv2RXFxMd555x18/PHHOPPMMwEAEydORIcOHTB//nycdtppXlRbGJGuZEfjozcu6L3gZuO/8ot96upCLNq0D0seOVuwLuYTtIhAFN0AhgyVj0Po79xtRYgRLzsay9kdcY5nllVdWGxofJSmrmqCNp9jOHeTtt5x4JjheaeISgwZg3OHFJqt7IwU07xEto3h1/joJ9y4x1wD5QRe+Rv5RfCJGY2PluLiKlVgvXr1AABLlixBeXk5BgwYEE7Tvn17NGvWDPPmzfOkjm4j8qURDMpYrlKf6ko+fMcUaOeTvYfNV88cLavEqu3F4Zff6ZfQdn4GI13Eqi636mCA6queU/jl7Sss35LKoIzlWw/YHrgiND4WRiDt49m2X72/XVlFEMu3HlCZUVgaH681OyzUk2n135VB9fFV24tVu5Fzb2Cr00ErGSrkzXsP47cNe7Bf826HyrdjInPtPTHId6diP8SUJPMOaL6cXVksu2CWFq+0ohIrth1AMCibapdW7yhG8dFywzTriw6i+IhxGpGP5j2HSvHX7kM4Vl5Vz3AeFp7dsXJ/CD4xo/FREgwGcffdd+P0009Hp06dAACFhYVITk5GnTp1VGlzc3NRWFjIzKu0tBSlpaXh3yUlJa7UWcneQ6W4//MVuPKUpvh1/W71V4dAb1ImvX/Kcjx+0YlYX3QIXZtkQZIkVAZl3PNZAbo0qYMjpRV4Yfr6cHq9idBK4C0rX+yXvzUPK7cX4+Uru+Gibo25bORMAUPnmJOail0lx/DgFytwXf4J6N8+J2LCYO8t5qK5zYq/Dm99FMmUjtwv/7we//5lAy7q1ggvX3kSX146ROzOrug/c//cg//O/RtPXdwZjeukhZ1Pm9arxbwGAJ6btg6jerdAalICAOCezwrw/YqdGN2/VTgNy7lZFFmWoxL0kPW0lJGbn/rfH/jv3I0YdmozPHVx5+P1Y+eprPXrv/6Fv3cfxvOXdVHkHXnNgSNlOOO5X6uul4CN4weHz/20pgg3f7AEbXIyMP2eM8xuKYxZvyyrCGLMpwXIb1U/4ty7czdi+bYDqJWciOzaKbjn7LaMMtgNsVMRdoLH1Gb+uNXjFys9a5y79cOl+GXtLvzfee0Ny5r75x5c884CnNayHibflK+bZtX2Ypz/ylykJAaw7slBWLhxH16buQGPXXgiWjRIN7yLbwq247vlO/HSld2QkVItGvR48mcAQMsG6fjb4iIYJdsPHEXjOmm287FDTAo+o0ePxqpVqzB3rn076Pjx4/H44487UCt+nvrfH/hl7S78ouPoKjZdVqeesmQbpizZBgC4qmdTjL+kC2b8UYRvCnbgm4Idqo4M6E/YouN5WUXQ0hfzyu1Vmqcpi7dVCT6MLyGrOLlEdtw3qzFz3W7MXLcbm54ZbHk5ux67Dh7D/VNWYNipzXDOiXn8F1pQp1sTlqp57dcq/49vCnbYEnwifcSq/77mnQUAqoT4d0ecgj7PzgQA/PnUICQlGH+Z7z9ShoZZVYPp9yt2Aqia3MPliPr4MI4HZSAhyloilt/Vf+duBFC1I/lTF3dG8dFyFGw9oHsdoH6/n5tWtTDkilOaho/prYbcvLd65ZM2v28LqhZD/LlLzDxj1i+/LtiO/63cif+t3Blx7p/fr1H9HjOgja4gatTfSxUR1llaLiVmgm5QM37xmOWVQlBoHpj42ybDj89/TV0LAJj/9z5mmtl/Vvlrhu7x8reqrB23fbQUP97VR7cuIe6aXAAAePPXv3DfwHYR550QegCgsPiY54JPzJm6br/9dnz//feYOXMmmjRpEj6el5eHsrIyHDhwQJW+qKgIeXnsSWXs2LEoLi4O/9u6datbVQ+zo/go85xQAENG2k8WbsWs9btxuKxCkdZ5DcRDX6xwJgAdhw+DyCaldm9VeUe7D5WqzkVuWaGfB08dnvj+D8xavxs3fbBEqH5u7tXFmmSd0qJp89HTxBSVHMMBhar+aHml6rxel9P3har+W9S5mUW0Ymcpi1GWqWdpDJ0/58VZ4UjVeui1UZlKCIi8N6P4R07ERtJrzRITU44SKx85yn7txCoj3gUBMvNHFRKMhaw/d5kvHGEVX6iZc4y68T7OYJ9WW87rfcqAGBJ8ZFnG7bffjq+++gq//PILWrRooTrfvXt3JCUlYcaMGeFj69atw5YtW5Cfr68WBICUlBRkZmaq/rmNkXpVKF6NQQf6eY16Gb82pd6VPHE+lEV+uWy7LR+J0LVOvwZOBjDUju3aD0SmMzZHObsPWnMmNbw9ReVZ2hvDvFUrwTjLFECbDY/ZiKdss2xYGh/R2DZRCxrK0ILqlR86VFRSGnFOiV4bqXdKj8zb6MMm0aLqy0xQEGliluBilIfyFI/gZNa31FtWGJRrcmOSZNwb3QzTEU38cBsxY+oaPXo0Pv74Y3zzzTeoXbt22G8nKysLaWlpyMrKwqhRo3DPPfegXr16yMzMxB133IH8/Hzfregyil0htmzbeh10V3VxfEk7tfmmui7KgUNMkNA77uQAoR34jXZnV28Ca5631XryCiQqrYGlL2PhS0zR1kNvYpVhPNlYWn3IUTce3GiTkPCn2quL4Q+i9xxZwhjPl7VSeNEz+xhpdZzQotltzrLKINKQEHHcSEBVnuJx1hfand3ghrQmMUZhBgUZVsMQ7QcGtxM27wAjgN0As04QM4LPG2+8AQDo16+f6vjEiRMxYsQIAMCLL76IQCCAoUOHorS0FAMHDsTrr78e5Zqa41T0SrPuYzQRG/n4iKginbAgOLVctzo/516syO0R2GUJa78sajLs+u4YpmOYWJwicjk7z0Xqn7oCepSWZ3lu6tIpn7dOei2kFF70lCfGpi5rBgMrAf9YWNv7SWk6dFbjY6Lzqf6LkcxY7jGvq3JsmLmu2ofU6tvhxpYi3os9MST48EzGqampeO211/Daa69FoUbWcSpol4iAon1pjExdIoORM/FROApkJNGrq5M2ZDONDxvzdFYnUZGnHv7LgoDkxgAVuZydZYJS1kOrZdRJbxpdVwyWIOX1x6pe+bxBNPVuKVEhvOhpfLSPR7mqLckBU5fekxEx9zNNXZzll/MIPty14dfAsu7RSIAXHS5GTqwOlmr1u8DIB8rqq+CHPSZjxsenJmGkXhXpEoZLV000FbrOdRZ8bhzZq4tL7uGvld0YWUpNmYipi+e4Ko1wzczzYK9G4itNKTT+b8VO/OPrldYqxspf85vZfxxW4DBvX7CcqGl8lH+rnJvtdO7Im1VqdHi+7pVprDo3m5lqxXx89NuD18m40oGAetw+Psq/WRofgybl6XvcHziG6apPlruwt5YP5B4SfLzAKR8fM2HA6CUy/iLir5+dVV2hrxvWIM+HddU/D9rb0z46pn8FR96WNT6cNngr2Wuv+XD+FvFMDHBkk1JdX7ToIEcp/hrLnCmiLRZ1CtcTfLRHeIJCOlEvXqwE1FS1pyOmLv28jcplJTN6H3iajZ1G6+PDh+FCHIvPkQSfOMWpVV12OhDvF1GE5kiT1o6lK3Qpl3ZE4F6dFHy0A1FkAEP963gEOMsDB2PlVWQ6+2U5DZePjyaN9hprDvViDWBXc2YXZSnKidXpTT3NhABtP1YKGokmsZW4yuc8xsLaqq7qk1yCj6lzs6z6my+AYWS5kmTi42Pj0Yt8X6gFbTHBcuHGfaYbrJKpK07h+UrZuu8Ifli5E7IsY/7fe7F0y37V+d837MEKgR18OSxd1RoYgX7pSBwfG86OdlXlehguZ9dOyjbKsXytzPjbANZgs2HXoYjQBxHF2WjQI2UV+KZguyIv9XlW/1E55mvP6Tl8m9TDqbHW1Q1wGZoD5fshouFQXvf7hj245cPIeFGqLUp0BR/1b+VHm2WNj4POzUxTl1H5HBO7ss9LUtW2Dd8UbMf4H//A4H/PUW3TwbVaC5HP91h5perdsDqUbtxzGNNWF0aUoSQia852N/KBCj3HLXur5qq9h0px+VvzTDdY9V7siSHn5pqE4VfG8VOhqLXjzu8Yjlb699PnIRCQsLP4KK7+7wKxQnnU3sf/r1qpZHaNA4IPz8AhcjyaGh9WW3GppR1wbrayN5CSARNmAQCm3JKPU06opztw2lEy/OPrVfhyafXgrn02fHF83NOeifZeo7Z4Zcaf+H7FTnx2cz6yaiVZqI259sLqwgjWeGGq8dH8Vvp8WPbxUWR6zX8XYO0T54ad3Geu24VnflzLnVeZBR+fnxSCPmss1l5+2ZvzsFERufizxVsx8vRQLDk+QU577rlp6/DO8ejbIZSvw+JN+9DjhHrsDI/T//lfAQAfjOrJbTHgTcej8en7XNVcdXv/1lx5ksYnThFxbv5scXUk6VCH4d1FWTmpRKzqsmpmiTA7WMfK8nmz+gDOLsHUTswRWcvKtGJ5c/lgmFxnLEMrvuZNCgupp/UGRDsD1VfLtqt+a3PSnTslY3Oe7hYFJgO5Uz3CqK++MH091hUdxDtz/7ZfDsMsIhQKg+Omlbej995on71S8DLbRoSHssog1hZWRyRWrkTigSUIsm59yeZ9+G75DtPr1WEqJJXQA6jHcN5NSrVt+b8V6i05JEiqvi36cbtiW7Elp2ktqlVvAoL2wo3srTTUBfDXxS1I8PEAY4cx9bl9ih2RReZzs36u94JWCyL85Thh6lIiukrKKJKtVZR3pLec16x83jpwrdLQPcb+wmT6F5gUFaqL04Kktjo8W1ZAhurGI7REFurhnKnLPA3PEmk9VHVkaOsc9/ExEY6NTF2iK8JY2Imlw17VpZ9++Va1ewCrPZWH9YpWjnus52aELOsL/cpDyu1EeJAkdvERgWg562kkaBtrt/gFQC8gwccDRL7alIKP6B5NKtOL5lKj3dmV5ZhuBeDwcnbRe9Q3zdh7sdQ+PsYaH1ZJrjo3a9qLvY+ZhbwdyidERMRYXkHNrFKGFzCSiNwIo16u+viw/lb8EFrVxZNGmTeHxkdp6lL6+Aj5Hmny1AvKyAvT1MVIX6oRJlimHJHApPxbVijrJ+tqLu18Rxp9hFrNV6y/sT/IlHgdCwsgwccTRL7alGltreIyPWDs3Fw9WGm+vp1Y1cUxRLO3stAbrK3XSYs2OK12Ihj7pX6cG54q8Eyi1Svf9AdXXp8CszDxobR6woGdyd5MMObR8AUVdWOtmjGr4RdLtuGUp37GcsXu5YB4//UicrNV52auchR/8zg3q1Z1WRZ81L+5ND6M4+UMrQhLyC2tUG94y+vjE1EfhsbH8H3UCAbavle1qsv6gBqQ2BUQCsLI2d8MhTyjc6TxiU9EHOB4z+lhFqMjIn2oHM3x8sogBr08B7d+uETni90B52bFuyVq6nJD46Mk0seHV5ftWBVQsPUATn5iOj5bVOXvpRWCeKpklsTovuy0p+lSYOZxOeLv6yctwgWvztWPN2NSxU8Xb8WeQ2W4/ZOlxglNcGPMNjMxW13OLmpu1V/Orv6tMnUpfHzsaKLs9C9R01+ExoehfTdb4KHWpkf2VT20iw30NDR2NT68rcGbTsTHh/cxksaHiMBYinauxxj7+KjPLd60H2sLD+LHVYUR1ziznF3/b8v5OTg7Ra7q4qwDRxreAf+OT5Zi/5FyPPDFCp2C2L1CZNmwvj6vClsDlQMan9DfM9ftxqrtJVi5nT+MgxbtPMd0BmVc767goz+Bqk1dDmt8TLSC2t6l1ABIjOMiZQK8Pj76T0TUx0frN8MqW+vcHJE/62+ZLeyr08kR2lAJ6jYVHVqNPkIjTc58AppRf9Nmob0/Nt5LPiT4+AwnbaNGX9scK+q5sBXAMGxaMy+RlUJPeLC7qks5SETG8XFQ+OTMqlLz1aVnBjLL36ze1aauyHN2dlO20j9kaEwwstqP6cCRcp1rojOYem3qEtL4CDpH6fv4qH+rTO+K41YdugF7/YvlAMy6d216lkZD5dys04eV+fD7+KjTaT+qJEm9qkv01QlIzn6YATYc9Q3OkcaHiMBYVVp1zr2NqPV9fIzKc1rjI/pJrW/qslUdFWbOzUpUQfdsCHMiyBqhgOdrU4/qwTsy5VuzrS/PNjd16ddMu2WDUpg9cKRMJz1ffexqA2PJuZmrTEV2+iZEtsZHebGIJkr7zHmcm2VZjoh5U1UfVv/RzyfCx4cngKFJPmrtpMH4rfltNnSKuhFIcP4DwFDjw2nW00KruogInNL4VH09GJUTmZkkAbtKjuGVGX9WH9NMXaIvLxey7p+aNIwBTueYu3t18eXNk8pqXsrLNu45jFdnbjDPg7csnWRvzvqL61o9THdN1ylP7yte2fcPHNXT+ACHSivw6i9/RpyzUr9o785+4EgZ/q1477TbIIQQ2TRS1PdLTwDRHlEKXiqNjwOmrtnrdzOvCcrAE8cDuarqw2gPtuCj9fEx1/i8NjOy/5fa1fjI5j4+Rq/OB/M2RRwLGKhXheL4KP4W8/FRtoM1oShakODjM75dvkMVxlyFQIcxm+j0zkoAbnh/Mf4bEU1UTJPBi8iqLhZ69XHyxTKL3KykqOQYXpy+HrtKjvHVwUI91+wowb8Vk/t78zbjpZ/1J3ve1SZAtbnB6THJPJ5UJNsPHMWj36wO/w7Ksmpy2X84UuMDAE/97w88/9N6C7WsJhiU8fqvG7Bh1yH9+ro0ao/5tAC//7WXUWb1305rfJRmJq1Jtaps9TGloKE8ZTZBvvzzn9iw6yDKKoIRAn/o53XvLuStdph/z/gTyzTb+QDsMaW0XLucnSX4VB8vLIkMGDtl8dbwOK26HdlIi6muYcSqLmgEH4OX55FvVmPRJnXAQEmS2D5rEfHI2Hmr+puRoC0b/mTiB40PbVnhM/YdLsNdkwt0z9mJ4xORl05WkgTd/b/saHU+mLcJuZmpOOfEPGYas92Nf1y5Ex8v3Bp5Au5rfMz26lIyZck2AMAsgy9XdV7m9dQOZuf9ew5X3lrM+o5bmgxTUyijDWas3aVKomyrQ4p9kqrTyFismQis8PHCLXh26jrmedF2+v2vPVi+tRi3nNHS0HQxc526z2hXAIUQMymJpeFZ1aUUcFQRpU0Enxd/Xo8Xf16PBhnJ2HNILbja8cnbc6gMF7/+O+Y80F8V5Z7b1MXh3Mwq967JBTi7Y67uCkQ9VPKRrG8GVh4zMxNv338Up5xQ/TsgEsDQMOdqrAraPpBtDCHBxwMkASc0JaKmLlF0X0TJeA8qo/tYW1iCR45/uW96ZjAzHcuRM8StH7GXILvh42MUwJDnuRVsPYDUJHNlqttjgzoqL19axwcsM7mHIwsZWmfTyBfIqXr/tmGP4XlRofrq/1RtO3BC/VoY1LmhpTqZLTm3g6xqV72y1b9Zpi7eIIRaoUfkWiOufHs+th84Gv7NylFr6mKl5K1SeYXMFY5De06GTntLmmOCQ7hTAQwtO9NzJvWDxodMXVFi98FS/GvqWmw/cNSyQ3DoC+vLpdtM0+44cBTjBTb7A4ADR/VNCKp4QNoVRgZT1+6DpYblhZfxavL4dNGWcMwaM1gB9w4eK3fELBGxDJRTXOEp+tCxSM1FRJrSCl1Vu2gdzOoTXtXlg6WmWrSmLtbbc1hHE2SGVtjfuv+IaV1CVAZl3TLLK4I4Vq7WLGzaa5yvFlmu0u4cLau0bOri6f+fLtoilAfL1GVHa2NnVVcIpdADgCn5aAUfVtHck7NGy2Is+MiqdBGruqA+ZjZLaKcRkVVdRgl3HjiG8T/8gW37jxi2gwzg7dn6/n+GvqrORmSwBAk+UWLAhFl449e/8MK0dZZjcwaPD4YfzjcerICqHYi37BMbbOf/HWkqqOrA1TU+KDC58K+0qf774LEKPPjFSjzwxQocKq0wHbwXb4607y/bsh+dH/sJD3yuE/eGA+VkqDR1BYOyY5qFTXsOYy/DV8UO7C0gjCseameR+/umYDv6P/+rysSgxUzI53LAldWTo16Wq3eUYEexNQFRybb9Rw3PK+t7+VvzcOKj07BLI5j+d+5GdHnsJ+aSZwD4aMFm43Ig48wXZqHjo1NVwpWIczMPXxfsMDyvFQxYjrx2vuKd0PhoYfV3rRO2nb329PIwukwlIEGOiAoP2IzjA4l535v3HsFz09aGTaVG9Zz39168NftvXPvOQsOEy7cewNM/VH9cc8tcnOnchASfKLB13xEUH1+JsnnfEesaH8hRj4Eg6zjhqc7bqs/x5fOKI0fLqr+UyyuCpvf7jI5W6+c/qvxDQj43dlA+q0qZXx9ilm4yp0ZLFJZZ0lTjw5lOyV2TC7Bxz2E88PkKpu+JqYsPR4vKsnm/Z315RpZnzJGySsPzykluyXGhe9rqyMCeZZVB7CyuFqK0Wo2Hv1plUhNgy74jkGWoAjY67dxshvb5VDB8fNzepFQUVj/Wtp9djY/W6irLMjukhEYDazYPiG5fYfauvTbzL6FxZ+Oew4bv5y6tRp9zVReZuuKEJnXT0Lt1AwBA8/q1xCNTHceL/lLlhOd2GewvJi9eEuVLq9T4VAbZG4LqZGJISqL7rx5rSbR+2uP/t/g9xrrKdFUXj8YH6slR7xrHJk+TbPSK4Vnyyxv/KVwNRXrlLujs5duRBTjRItpsmZGO7Zi6XNH46KOtv90NfiUYj1/qOqnPas3oksahkifOj7LsgNH27Mf5e/fhqrpY0MZHntO0Jed1flD5kOATBSRJwlkdcgBUxSixKkjIcvR9MGQYO0ob1YZXscXyRZEkd74GRVDeu8gAbfackqMg+Cgxa0a7kw/rclNTF2feZpMLr7kkwp9UME6T3nmeGDZG+eo1kdKpVNmGLI2PW+9JhOCj8VPROy6Kw7twAGALNNp6sqotEmOL+84jND6RSUR8fAD1cw8EzOtSKWgqtRrh3+gcaXziiJTEBABVznVWl4dXhe53sFKciGw7oLw3s7qa7VHEk4cbsFa6ODm5REXjo/zbBVOXEtZg5kSAy6DG1KW/TQlfXnafoN6EyrPDt6GTqK4WqfqGlO9fBcPXSVfwcKC7auut0rwpCvDauVkLK0dtWaznwlslWdb4+BhcpwrbATlSCIfWx8f85VE+94BGA6SH6KpAEZOV1uTHvk6oCq5Agk+UCH3hV2l8rPr4RJ8qU5eBxkdTKSt3ZnRfbjg+iqDy8RFwbjZLl5QQ3VfPPI6P4IDInd4Z52aWpiGEU5On+Rdz5DHmRpmKv43aV09oUG0GquiDaoFIoY10QGvCIzuxTI6+c24+riXcqlngoZ347Wp8IGvzMBBwoW67SFMXf+RmZT5Gv7WENIZOrE6NKJs3Tx/YukjwiRKhL/zSikrLG3u6FTXWsEwXO2k4crNKNaFO44mPj+orqvp4ZVAWeLmNiYapi2VCNErL29xGq32UmPV1LudmyKaCjVOTp+kXs46Qw+NwbFT9Mp08lQKOysdHUVaCxvFeixPvrrY91Bof5XHrZbjl4zPum9Xo8+xMfDC/egWdVshkr+rirxOvxkd7znQeUGnPIzOWoDF1cWiIQqsCnXBVNLxXg+tI4xNHqDQ+luP4eGD6kY3NFWYOe0ZUx/GpRjuIyD6I+RCiktPUWBVPwzhhsksaH3XzK9vSuD7h5eyck6WRmptdH72Czcvi6fe8Gh8zDaVZLqV6gg/T1FV93Kh+ehqjsgr9Z6d8Psq2desDQZttBUPj4zdTF2Q5LPA8O7V65Sdvv+U2dWlN84Zp1eXqjZUsHx+e1WcBSeLQWAq2taGJ1uictTyjBQk+UaJa4xOLzs0G500mEq4ymHZ22RNTF0tTEgzyvbM8A1C0nZvN6sOr8Ql9pWrTMX18THdnN0dr6tLDOY2P8XntXk8A3zYSRoJJuc6mrMrVW8rJSjlvqU1dOhofB5okYid1ho+PHcHLFblH+beBgMYaT7mdm2URjY+67bQaH+27ImnM7FokSW3i5AlgGDZ1OaHx0f6WDU4qII1PHKHU+FiVfLxybrYKb1XVvgLq671Zzl6Nsj4VwSDXPZlpOQqLj+EgR9Rmu4j4YPAORqHBOOLLWSftX7sPReyNpIXHpFAVv8qs/nw3YNfZWs8sxeMwapREbzm8Uguk9m/S1/i4tapL6zvE8vHxcxwfteCoLoupSRFwlldtWWHo46Oun/7u7AqNj4lGT4Kk6hs82nbDTUd1EPLx4XyMfljVRXt1RQnlqi7rAQz5hQmnMArIpQczcrAsRzrzhQMYVt/Vn4pdsUMOitFGpfFR1O1YeSXW7CgxvV4bX0PLaeNn2KofL8oafDh/C9rnZeKa05rrpn33t4245OTGpv2LpfHRmiR//2tPeJ8qLcGgjDU7S9A+r7ZJacfTy+bmEL2dxd2gTEc7Y3c5u54wpYr6rDjNagZdHx8Z2LDrIPKy0kzrx0Kbq9VNPY1wRfBhaKN4fXz4NT5yhEDDHN4VCQ8cLcfvf+1Vndbui6g2dZnXsyqMj8l7cvz++T9KjQQ59sePoQDovdxDgk+0SFH5+FjLo0rjE91eI0PsK1m9u7AiH4MBQXlLf+wsURyPfqRqLcq6jZi4yHRLA0Bs+X80+cfXq5iCD1C1BcNHN5xqmEfo+UZqfNS/vzXYCmHC9PV4deYGjOh1AhI5GounH/CauiJMs4Ivo54Gi+XczDK38FCmyFPZ1iyzit6H/PJtB3DD+4vRICNFrHAFERoSlcaHLVCI4PTGqwDbXM27qkvEFMS/ZUX12eem6e+jqFrVpYohpp9nUKOBM6t3edjUxfm+GJwzjPFjaOryXvIhU1eUUK/qsuHc7GSleMs07ODamUQ/ndlmd6zjXkduVt4fj9AD8K2uiAaiTXekrNK0f4VuzcxkYNQEr87cAACY9PsmPh8fnfK0uBEETw9djQ+H+UC0Hyv9fipUpprqNKo4Ojr5/7S6CACw55DxZsFGRMO5WTSonigqwZEzcrOIj4+yExvGr1HcZiFjXznWcnZW+6qfu3mdQ6au0BZKZoiYulTnuHL3Di6Nzz333MOd4YQJEyxXpiYTMnWVVQSRmpRgKQ9vlrNbd6g2eyUlhtkkfI0c+cK3yk7HX8fDrruF2tQljpeCj1LjZqW/mF1SLfhor9NeyG6DWskJ4T2xeKooy7LpxBotAVlP8OFbzi5WP6UvhmqyZk3UOu3jRJton6sbm5S6rfFRmbp4fXy4NSLm/mfVaY2RJEmtMVf6+LCcm827hopQX+UVho0Db/IJkSJ5RgsuwWfZsmWq30uXLkVFRQXatWsHAFi/fj0SEhLQvXt352tYQ0hWrOqyLPgg+vZR3j2etFRUBrFw417DdIs378fBY+WG9mu7pgm7WGlvnyh8TFm5rVjnqPENh4U6TTKRuatOWlK14MMTx4dDhR+trU1KTVZgKWE57fOgNHUpJ2vWRKd3/44IPprf6k1KleVbL8ONZxdktBn/qi6+clZsLcbew2XV+XFqx1np1GOH+XY5vBqsEBVBGeWVQa795cwwysHvkZu5BJ+ZM2eG/54wYQJq166N9957D3Xr1gUA7N+/HyNHjkSfPn3cqWUNICT4VARly184WrVqtDB6l5ZtPaD6HXpVn/9pPd6cVb1jtt4As/tgKS5+/XdsUDg0q8pF5BdaNGQKtaZKvMG9lHvWHPeR+nTRFoz7ZjUz3artxbjg1bkRx5dtOWCYf+jeIuOh8LdTZloSdhxX9fNcFpSh6ku6aSy+U6LPyrLGR7B+SlMXa1WSMkeWc7NdtHkozVJmpjZe3ND4aNlZfBR7D5VFOjczBLbvV7B91JTc8P5i1W/teHHFW/Mw7oKOOLFRFueKUH2ND6t9ef2LQlQEZexTCGpmiLg58GrKfaDwEXdufuGFF/DTTz+FhR4AqFu3Lp588kmcc845uPfeex2tYE1BGWXV6iAdlPkjBzuFWWm/rN2l+h26zXfnblTnw8iIJfRUXROpRo6KNoXxtchLQNC7mcfBl5dJv2/Cbf1a4cEvVhqmm//3Xt3jT/7vD8PrQhofs+XsRs8pKy3JsAwtsizjfyt3GqaJxuQJsJezmwl+4dU0sox5jLZXolwpFgwy+qOJmcMJjU/EXl1M52rrZUVDW5c//hfd46w2mvjbJkvlaLWTCzbuw4Wv/oaeJ9RDeorxdBuxV5cmX7302vACZi1ZGQwK+XwZ79XFTut352ZhwaekpAS7d++OOL57924cPHjQkUrVSByIssqj8nccq+U5MJdX3a9W4+O+5KOaW6wIPoLSWWKCs/dk5AMVDMoIBCTrJkOGj0+EgGqQhVLw4XkXeB6BiE+GHUrLI1d1lVcGTftJqL2+LtiOMZ8uNy2HJ46PZiE1s0xe9NpGe4S9ZYX1dnUjcrOQc7KD6OVXGeQTdrXwxGkKavqD2f1UVMq6WksW1jU+3gs3Rgiv6rr44osxcuRIfPnll9i2bRu2bduGL774AqNGjcIll1ziRh1rHFa7RJXGJ7rwvExKQoJJxFYAFipe5dysyT/qdiT3TV3RtHmHNCNWlUwhoc5o0DMjUyH48Kwu4ZnEoubczNhXS7/8SIHlx5WFnOUozEiqOD76X9V6xbuxV5fKrKd0GrbRib2cIp0eUe3kFrlJqbGPjxXn5qq+yl8nEZMV7zvoyhYlgghrfN58803cd999uPrqq1FeXjVoJSYmYtSoUXjuueccr2BNwakoq1GP4yOLDQ6h+9QKKFYGGL0VE9Fwblar8MWvF61jNJ9pZVjwsdaO4QCGmuMiJkmlaY/L34CjeSybugSbQde5uVI/zpDeyiLeWqpMXSznZkV6vfLd2LFdpX1iHBfFlU1KObN0eg6uCtRq7VpJ0uzVpVrVpX8Nr7O2Mr3IeGOo8TH6bWjq4i7eNYQ0PpWVlVi8eDGeeuop7N27F8uWLcOyZcuwb98+vP7660hPT3ernjGPmb2WBy80PqJI4f+r334r9xyUI1/s6Dg3s8wJfIhqU0Jts/tgKS54ZS7+O+dv4TKVGA28oZgzdjU+2snqv3M24qLXfkPJMTENDo/gw/MEoiU76gk+5UF93zs9wYS3nlzOzYq/C7bujyzfDR8fF+L4uPHsuLUPx9O99/smXPjqXCHHXz3s3Mqq7SVYsrn6OZpFbp62ugiHS6u3vpFh3pab9h4RelbGEZg15xhCuUie0UJI8ElISMA555yDAwcOID09HV26dEGXLl2iJvDMnj0bF1xwARo1agRJkvD111+rzsuyjHHjxqFhw4ZIS0vDgAED8Oeff0albmaoo3Bae/Be+IRZ9SvSTr5W7lmW9Zazi9dFvFz9v3kR1aaE2mbqqp1Yub3Y1MHYDKM6h7Z2sKo5kyRg+4GjmLpKbbKZ9PsmLN96AO/M2ViVzkBEVZpu9nNMNE5qBIpKSnHuS7MtX6/nH6HXT6uOV/8tHMCQ4dzMykbPmd3Ol/W2/Udw7kuz8dnirarjrE1KF27chxXbDlgqy4v4ZNWFA98UbMej367Gim3FGPjSbOw7XIac2taiXT/w+QrHqqbapFSnjb5ath33Tan2F9Nun8FiJyN4oh4iGh/ezVpjTuMDAJ06dcLff9v7IrXK4cOH0bVrV7z22mu655999ln8+9//xptvvokFCxYgPT0dAwcOxLFj/A/aLXj2XTGDR6J3GqvryCJ8fCyVLWZCcQMr9RbW+Bz/f930ZAuliVGt8bHekKc/8wse/26N7rljx51/jbJXTnT7jnBofBzu82sLrS/C0NuJnfVxwNpqggd2HB99U5Meom+uUlj953drsLbwIOb/vU+VhqXxmbV+Ny589TdrQTOFr3Auz6As467JBeHfuw+W4vK35qFVdoblsg+XGW/MC4jfM8svZtPeI+p8OTK2E8lbyRHNfXLfUyyu6nryySdx33334YknnkD37t0jtD2ZmZmOVU7LoEGDMGjQIN1zsizjpZdewj/+8Q9cdNFFAID3338fubm5+Prrr3HllVe6Vi9RrD52T5azCxYX+krRahSsOTfLOnF8oruqy4qQKu7jI1yEZSptOjc7YWxUtumxcnNHFDebR/Ru9HyJgrJ+9F59XzG+u1EKWGxTl3EedlZ1HdVZvQZotqzQy0MW/zhxYw9COz4+G3YdQoMM6x8hu0vMP7R57lfZjk4EHLSSl4gjsnaFGTsdd5auISz4nHfeeQCACy+8UDXAh3bfrqw0l3bdYOPGjSgsLMSAAQPCx7KysnDqqadi3rx5TMGntLQUpaXVEnBJifnu21ZQdmKr77gsI+pLIH5aU4SLT2rMnV7S/D+MJcEncoCIhsZnyeb9mPPnbvRpk82sd/30ZFXEViVW6sizLYMTVIRNXS4VIKn+p4voGO6HuB8h9IIVBmX9OrJ2COehjOXcLOCw7EazHTpWgS+XbkNSQkDXtBWUZazZXsLci0oPq+Z0Izbu4dvWhjVB26lP0UFnNCrKd1RvNaGWqjqbV1xkbzSRZlCbdtnp/PA+Cws+yijOfqKwsMrnIDc3V3U8Nzc3fE6P8ePH4/HHH3e1boAzmgpeG67T3PrRUv7EDMnH2qouneXswrmIs3DjPlz7zkIs/scAZq1bNEh3VPBhTZ5WMGrr0Be79dVxfHU0yl/4Pr0fJ8PobU/Bei/1JgJu52ZFx1dvDCqr/m+EG74z8/7eaxiTRgZw/iuREcGN8PLxsmQAO3Vy6gNGOWeU8wg+nKFHRDQ+Il1I7RvJvtAPr7Ow4HPGGWe4UQ/PGDt2rGoT1pKSEjRt2tTxcpz4wvbCx8cqTsTx0TMh2F3OLrJqY9/hMuYknZeVinM65uKnNUUR56wIubIsO7L82IyQCcXLjVRFJ2Q/rAIJoWfqkmVA1nl23y6v3vbg5z+K8NNqvhg+AFBWoW/SEhGg7AjSVt8zy4sYLJVmH68cq3lKVWl8OIIOWhGqTfMUeDI8e5EBMarxCXHkyBFs2bIFZWXqiaRLly62K2WFvLw8AEBRUREaNmwYPl5UVIRu3boxr0tJSUFKijUP/mgTZCyb9RNhhY/Wx8dCXrKOFsTufH3De4sUeZlnZvSOXtajqa7gY+UZBWV7sVB4sRvA0AlEv4jdFAhFJ3h9U5e+j8/bs9WLQG76YAnObJ/DVQ5rchKJB2SnN1nWBzpk0o4WzFJ9MMwqnwGvqYunGUViXglpfBR/Gwo3PmhbYcFn9+7dGDlyJH788Ufd8175+LRo0QJ5eXmYMWNGWNApKSnBggULcOutt3pSJ6eJBY1PtXOz+ril1R5y5KRnd75eqtiEk8tcwDguSRJTeLCs3XLKx8cgm9DEbVXj40T/ExV8/NTlWc7NTteRteO7SNPZ6U/RVAh6GZ+MNUG7XSOe5lUK5eWc20zw1FtM48MPbxgQP2h8hJez33333Thw4AAWLFiAtLQ0TJ06Fe+99x7atGmDb7/91o06hjl06BAKCgpQUFAAoMqhuaCgAFu2bIEkSbj77rvx5JNP4ttvv8XKlStx3XXXoVGjRhgyZIir9eLBiYEkFgIYhmAtZxcRgNwwdYnw9+5D+G65/i7NEtibkVqdcKKj8aka9NxuRqP8RQUf7Ya3XsJazu70YF5ewZiQhXx8xMo0Sp/AqSK0ZuoSvsQxWF3RB3OzCi6ND2deIoKPSEPwhm+IyVVdv/zyC7755hv06NEDgUAAzZs3x9lnn43MzEyMHz8egwcPdqOeAIDFixejf//+4d8h35zhw4dj0qRJeOCBB3D48GHcdNNNOHDgAHr37o2pU6ciNTXVtTrx4sgybB90GF60AkpYRS94D5HL2Z3DTIi65UO2U7c2vLySHQIrWkI4qvExuK1qU5dLko8cqgI7f9HtJaxs8OgWTI0P5y3xCv6siU7E1GXLx0fzOzEgcQms1rSd3gkarOfhh6FWWTcu52bOfqhnrmXmyZ1SLdAYdRU/CJXCgs/hw4eRk1Nlp65bty52796Ntm3bonPnzli6VGD1jwX69etnOHBIkoR//vOf+Oc//+lqPazgnHOzD3qNAeG9urQnjldbZDB2ezm7nbaU4KyfjCw7txrECLumLieIxn3yItoMeiaooAs+Kixn1mrNqXkedppZ+1GQlBDQ3a4jskwLGh/LYVLtw6qu2+OsqI8WSwOoTc+TL4/2KJyniI+PKrGRxsf791/Y1NWuXTusW7cOANC1a1e89dZb2L59O958802VUzGhxolpRuTL0iuqnZvVx2XN/3kI6qx0ikYAQx6qfHycq0tQloXj2zAx8vGxuVcXL0ZNY3lDUR/Adm7mu96uOSKkFeQRFJycYBIT+DqMlRK9NXX5ty8qq1YqYp4yQUzjw59WtYGtf5sVgAWNz1133YWdO3cCAB599FGce+65+Oijj5CcnIxJkyY5XT9Cgd87E6D8UtSP3Cy6SiDC78XBCduOv5AEh7VPsOeMyov9OD728ZPGR5RQ+2mX7jqtsWAJhyLvkZ0aRZq6+L6R9Zb1m17j4Qcd08cnutUwhcu5mdNkyHKc10PkVVVHGDfK0/vWFRZ8rrnmmvDf3bt3x+bNm7F27Vo0a9YMDRo0cLRyNQknJppY0PiEiNT4VFV8016+iKpAaEB0z8enlBGWnwsDHx8ryEH2NgFO4nbk5u9X7ESrnAzjyM2xLPjofHkLaXw407FMXWKmYhumXM0DTOLW+FgxdXlH8dFy3eNuj7M8HznKtuQOYMjRmmUcZrMQxwTGpKBK8Klhpi7tBqW1atXCySefTEKPCU7MM1U2XO87jRESgN//2oPdmrDtob4+5LXfuPMKypGRm50UNv7mDGuvhwSJe6ULD3sOl2LC9PWO5cciFK7erbjN2w8cxQOfr2BGta6qg3/6sNW9urRLd532CWHH8aku0wx7zaxuGV5Tl5UyyyuDeOnnP8UvdBG3e6ioo7iTAQxFND4Tf9vEnZa1ma4WH8g94hqf1q1bo0mTJjjjjDPQr18/nHHGGWjdurUbdatROOLcHAMaH0kCrv7PgojjoWprd/Q1Rm85u1h9Nuw6iNY5tcUu4qBqVZdz+X21dLtjeRl1ESc3OzTiUGkF81xN8PFR3oHQqi7OcswCGPJgL3Kz+ncSr6nLQpk/rOSPaB01XB5oed6BjJTq6Zl7CTqPqculMUApTxnH8XGleCGENT5bt27F+PHjkZaWhmeffRZt27ZFkyZNMGzYMPz3v/91o441AidMXVW+BLGJ5QCGNgWfgS/NES6XhyofH+ckn2iYuQCx5dAA8MSQTpbKMRIKo+HL5Bahr2VZ9XXrQhwfxuQU9vHheIJ2qhTh4+OixseP+EHjUys5Ifx3GYewIsP5VV0i8Mch876TCAs+jRs3xrBhw/D2229j3bp1WLduHQYMGIDPPvsMN998sxt1JI7jd22PEVbje0QIPoLGCTfNKk6a3URs6XYQdTJvUjdN9eXJK8Aax/GJwqZkLhE2dSmOuaGJNY3jE+WxICmBU+MTpUnt3rPbRqUct+DR+CiT8Jq6eN5PPT81J6jk9fHxwesvbOo6cuQI5s6di19//RW//vorli1bhvbt2+P2229Hv379XKgiESKo4+zrP/QnPCvVlmUZP2rU4B4uRlLhtKnLSY2PUVtXT0x8DyQgSZba3MnIzW4iqrULxVtStjFrry796/nSObFXlx20zZLIK/hE4dE2qZuGehnJrpbhh2FWWQV+52ZzlNv2uEWNW9VVp04d1K1bF8OGDcNDDz2EPn36oG7dum7UrcYhSfZeKF5Vppew5hGrqz30NgH1AxKcjeMTLY1P6GuLtx9WBWoUv0+ja6KxNYeb7D1citSkajOEG+8lq4mqnZudb0NljlqNXSKnlB+NRytJ7sfz8sUiEuHIzW5WRgxD5+Yo1oOFsOBz3nnnYe7cuZg8eTIKCwtRWFiIfv36oW3b2FY9RgMJ9h56TDg3M45bM3VFXuRl/BklRltWWOGokNO3MUbVEtP3VN2jJc2WkcYnSg7WbtHzqRkq/4tgMLqaWFmO/rTMu5w9Gl/zVR8d7pbhh3FWqTXhXRDgh3oDZs7N3ldS2Mfn66+/xp49ezB16lTk5+fjp59+Qp8+fcK+PwQbu5N2VX/xvtNYwVKtdS7yh9hzXPARfnvYRN25WdO2dw9oo5teK+CJCEwsYnlVVwjl6sQqJ3x7+bXP4195GI29rSLj+PB19qgIPpL7Ju9ozc3DTm3GroPibeMNWOmXN8vwQ8AHlRTW+ITo3LkzKioqUFZWhmPHjmHatGn49NNP8dFHHzlZvxqF3XfVy8387GJpVZfOMZ8ofACHTV1Hy9mq7IAkNrEaNjVjVVC9dH2fiapJxoqpi33OD198TiK2San+cZGYUMEoLO+M8PHxkakrIElRMHVFByOBUh0rikfy8c97ZVQTP7z/wt+sEyZMwIUXXoj69evj1FNPxSeffIK2bdviiy++wO7du92oI3Ec77by44ft4yOO3gvi5eaaSpx2bj5mYOridSzlIdSDtE3Lalc3zAq+cm52IA+R5eysN1hY8HEDRbYRPj6cfTAaz9bp7WK8xEigVO92bt6uMtzx/bKCUcgKP9RQWOPzySef4IwzzsBNN92EPn36ICsry4161UjsvqyxoPFhfYlZW9Wll784x8or8fBXq3B2xxwLV+tj1emXRbnBGs8ERzdDrfq/tmlZA3DABbOCX01dVicNEY3Pbxv26h4XEXxu+3Apbu3Xijs9L0afVbw+PlFxXLeohRQhWgKEkUD5x84SfL1sO4ac1JhbWPDLm2Ws8YlaNZgICz6LFi1yox5xgWTTvdkv0rwR7MHTO1PXh/M344ul2/DF0m3iFzNw2rnZ6AspIImbu1hUx/FRZ8aaeK3uQr++6BDz3MFj7KjOXmL19dILtCmKiHA7Y+0u/Lreee266hYiTF2cPj5R0vi47dy8tvCguwUcx0yRdvenBRhyUmOud39t4UHfLByocXt1AcCcOXNwzTXXID8/H9u3V4Xa/+CDDzB37lxHK1fjcGLbCt/I9PqwVl1a6euVuloQ8UYsYWxEaAenl7MbfSlXxdLhL8uoj4iaWgKStW77x84SC1d5i9UB2YnNgwOCM7kbJiXl/fs5crPV2FJ+hFfg5embHy/Ygqmr/bH9h6FvcywKPl988QUGDhyItLQ0LFu2DKWlVZtRFhcX4+mnn3a8gjUJ+87N/l/OznpBrW1eqLecXTyf9BTLPvxMnF5ZUm6wY7JkUfjQg7XJJVvj458QAm6gvDWrk3bVaproaXzcQqXw0dSHd6+uqPj4OKxt9RLud8vn474Wv29SKiz4PPnkk3jzzTfxn//8B0lJSeHjp59+OpYuXepo5Qg1cgz4+LDCoVuZGPSCdlkZ7twQfADxr3QjzPbPcWqcX7H1AI6WVUY8D5YpQ9J8Xfu9/9nBqvBSFbnZXtkiPj5uoXy2ZhofVn+MVhyfmgKvAOcH85AINS6Oz7p169C3b9+I41lZWThw4IATdaqxOOLc7HPRn/XFZ6Wv6wo+ljQ+CeaJBJHg7Fc6z148TjBlyTYM++98HY2PfvqatIJGD/WSYet52FXfOylEu4F22TXLGT5acXxqjsaHL50fhAURjGrr0lZhQggLPnl5ediwYUPE8blz56Jly5aOVKqmYvdLJRYiN7NW7FgSfHTMP1baMMHJSIOheliNaMzATPBx8it36ZYDOoKPfhtFI2aKlyibwc67ZVfjwxsnx21CApxZHB+Whio6pq6a4+PD+9j9Pu5rMTZ1eX8zwjPCjTfeiLvuugsLFiyAJEnYsWMHPvroI9x333249dZb3ahjjcHuy+qD/mIKq8Nb0VTpmX+stKFbK02c9H0xM3U5LXtoW4Sp8dGU64dBy0mU92Pnq9q2xscnM3noNrS1CQTUgj7L5ycazs1Oh5LwEl5Nnx+WgItg9D74QXsl7Pzw0EMPIRgM4qyzzsKRI0fQt29fpKSk4L777sMdd9zhRh1rDHZfVRn+1/i4beqyMuC58RXqdABD0/Iczk87MLHa1akJ5okhnfDI16scyctJlK1gZ0C2G5vIwRiVtgjKMgI6vU1ClR9YSEBPYKzyitqWFa6XEh14tamx9sFh7OMTvXqwEBZ8JEnCww8/jPvvvx8bNmzAoUOH0LFjR2RkZODo0aNIS0tzo54EYsPHx8lOXaEXk8LCiOdGUDWnl7OblidQFO++PkqM4rQ4cZu5tVNQKzlBtceVH1D5+NjIx65wzRsnx21Cd6HVZkqSVGXeOv74WKa5aK3qqiEKH66Pp2DQ76N+JNv2H2We84PGx/LblpycjI4dO6Jnz55ISkrChAkT0KJFCyfrVuNwZpPS2MRK3XVNXQbplTtmq8t2S+MTndFXcsPPhnM5u/YeSywGH5QkyVdbVYRQ9g3ZhtOlnnZSBL84N7NMXZKk7iMsQS0aAQxF41r5GZ4xZP2ug1i2ZX8UauMcj367mnnOD/MYt+BTWlqKsWPHokePHujVqxe+/vprAMDEiRPRokULvPjiixgzZoxb9awRxIOpi4Vjy9kNBopnL+2ie9yNVQQSnN2d3bQ8x+UevsjNTiHBH196WpwyddkV6jjjA7pOuF/oODcr+wirv0TLx8cnzWUbnvf63JfmYP8R54OweoUfPoC4TV3jxo3DW2+9hQEDBuD333/HZZddhpEjR2L+/PmYMGECLrvsMiQkOL9suEbhyHL22MRKX9czdRk1IUsrwmvqapSVih3Fx7jSRntJrfM+Purfrgs+kj8GvAgcMnXZ9fHxi7Ou0e7xSvMWa++u6OzVFV0zs5vUFM2VCH74AOIWfKZMmYL3338fF154IVatWoUuXbqgoqICy5cvj8uHZwXbrSTLMefkFsJKvUXj+LDmbl71u4i5weoeVlYR27JCPA3LZ8OpW5Qkfzg1anHMudnmHkl+CGCoJGJ39oCkej9Y70p0AhjGl49PTcMPUxi34LNt2zZ0794dANCpUyekpKRgzJgxJPREkU17j3BrJPyGlb4u6uPD6oq8mgaRWCrRHHxlWY59jY9PjRMhgVyWZdzw3mLL+VTo7ivHj18En5Dgou3bAY3GhxnAkLasEKJm3IUYMaXxqaysRHJycvWFiYnIyMhwpVI1FbtC4jtzNzpUk+hzyeu/47ELOgpdI+rjwxpGeF80IQfTaA++Lvv4aCPzhot1qlyfjvAhE9W2/UdRsPWA9Xxsanz85tysRevjw3JujsqqrvB/Yh+/PPdoElOCjyzLGDFiBFJSUgAAx44dwy233IL09HRVui+//NLZGtYgashHimUe+24NWudkYMOuQ1zp9SM3s7Gr8REVZKL5lS5S0vB3F5qm0Y49rBVxomXz5tEwKxU7faC9LKsMQpZl2z469p2b/TE4sO4iIRBQCz4exvEBapDGp4bchwh+MHlzr0sZPnw4cnJykJWVhaysLFxzzTVo1KhR+HfoH8HGrS7eLre2Szk7T2Yqf+goUY0P6wyvw6WYqcvZLStCjOh1QmRZLgyO2hZJMxB8nEB7D9fln+BqebzIMlBuU1sDOOHcbLsKjhAy/WkFmMSApNIKerqqS/Kr4VTN+V0amqZpkxN/VpOY0vhMnDjRzXrEBW5J925PWk4iMjCW6yQ2dm7WP8n7nol8RVYFUXP+edatlRxxTHJDt69plLQklwUf7W8fzVylFZVczveSxO5Ldgdzv3z5h+5CzwcsJbFa8GFtWRGtlXuxoPEx0qKGSE4M4PnLuuK+KcujUCN/4AfBxx/hQuMEt15Vv3wt8iDS5ct1Nu5009QlYrpyq8mTEiNzdsORWtsiyklNXbYzBWsnKj912ffnbeYajLs0qcM898G8zbbq4Jd5PNQMWkEwMSAhVSEcs96VpVEItBcrq7p4xhMJVcJPPGFzHYAjxFeL11Bi4esnhMiydtHl7LZ9fISWs3MnFULP18MN1b72Mbjdh7TZ+6nLPjdtHSYv3Gqa7pa+LZnn1hUdtFUHvxhvqk1d6uMJAQmpSdXTBcvHZ+Jvm9yqWphY2auLR4vnF01fNCGNT5zhVh+PLcGHP62uqctgyGOd433RRH183EDvKzGgY1YbO6i9rXJ4BVDH4vhE/PZXnzXTVHRunIVUF03KPO3cu3UD18oPEeoWET4+CRKSFT4+6cnC2zw6ihMCQ0aKu/fA47AuwRshrmWDdPNELuEDuYcEn+jiUhf31xxiiIi0X1YRuaGlmxof1kDVKjtykHBL1tQf0CPFhJvPaGWrHG2LuC47+1jjA/CZYN1cecUjc+e3qu9a+SFkzf9DJGh8etJdFhrMcGLbzr5tnRUkrzmtmep3du0U02u82nD1JgPtpdtEJbq3CST4RBErkzYPRoNmtCT7ExtlcqUT6fOlej4+hm2of5L3RWPlraeFiaa/lhuDo7ZJDFfLOVC43zQ8WnhkYzfDF/C0cTTCJygDOipJDEhQLn5LT/FuQYUEZza8dbpPamMb5WWlctXBi3fDyw8PP5i6uMT2b7/9ljvDCy+80HJlajpGfS0gSZYlYSNTV7Q6OG85YhofPS848eXsvNFkWX4Luu3rUsOyJzdny+N9Ck6VGhEJ2GcqH54+4qrgw5EmGosYQgKF1gE1ISCp2sjT5yf5c983Zf9IS0pAZmqS6TVeaXy89C3ygdzDJ/gMGTKEKzNJklBZGWmeiDavvfYannvuORQWFqJr16545ZVX0LNnT6+rZUhAAqy2nNEgFK0ge258tegJPtZMXXzlsdpR77hbrao3ILmzmj26o4+fl7MD5nF4ZMjuvkscWUdD2Dj9X79g1eMDI0xJiQG1lsXr5+eI4OPwPSh9BHMzU7jbyIum9PLx+UHjw2XqCgaDXP/8IPR8+umnuOeee/Doo49i6dKl6Nq1KwYOHIhdu3Z5XbWIFyE3s9oGbEdwsBLbxml45wS7pi6jclht+MXSbVzlsSY2vZAlbjWrnoO1dhVLzxb1bJejtw+aHs5tUqrOyGdyDyo51ti6+S7x5B2Nd7m8Usaq7cURpr9AQK2R9tJ0KcF+wEg3UK4KTU9J5Hpe8ajxiRnBJ5aYMGECbrzxRowcORIdO3bEm2++iVq1auHdd9/1umoRg8WC/xtQfc6lfhi1bRU4b0Ck0+suZzcYcFm3Wny0nKs8lvNqNNX6+v5Ekqp5/zW0i+1ynp26LuLYE0M66aQ0vnfur1pJ/bdbA6/V7s4zkYqs+mMxceQpusd5cnbiXW5SN800TUWlrOvjozZ12a6KZSQXTF1OdEdlFgHOEBReCZBePj8/xPGx5Jp/+PBhzJo1C1u2bEFZWZnq3J133ulIxaxQVlaGJUuWYOzYseFjgUAAAwYMwLx583SvKS0tRWlpafh3SUmJa/UzernsDGpGE3O0Jm1tKaecUBeLNkUuERYZrkRNXXbHEFYcH31TlzvtytL4KOchJyZgPa49rTke+XpV+PfprevrrmhTkpGciIOlFaZ5K2ucnBBwd1WchS/KaPn4sN5HnvZwYkPL/1zXA4NenmOYpuRYhW7kZpXGx2OVndMaHzs+lnrwanJcicrOATk3C7Js2TKcd955OHLkCA4fPox69ephz549qFWrFnJycjwVfPbs2YPKykrk5uaqjufm5mLt2rW614wfPx6PP/54NKpn6txsOV8jU1e0fHw0xdiNqQMwVnUZ1cHmAMISKHS1MFHU0ElQ3xtrJ3UnOffEPLx5bXfTdOkpnIKP4rZSEgOWnlRAMl99ZfWxmPr4yM58RLBeRz5Tl+3iufrtje8vjjiWGAiohEOvA+/xmCZFcOJuVFpN8As+npi6HBS2/jG4A5783x/c6f0g+AiPoGPGjMEFF1yA/fv3Iy0tDfPnz8fmzZvRvXt3PP/8827U0VXGjh2L4uLi8L+tW80juLqBveXs7IsZC5Xch1WuQJ/X1/iwb8juAMLW+OiUZa8oJtolsUDVPSvvLRrmS+0gzoJ/WXN1LilJCZYell7bRJRisWl4TCesVX8iMDU+HNc6EUfI6oSXEJAwsFMeAKBZvVqeagwkSKhwYGNZJY5rxiWJL3KzR8YuJ29XVAPtB/csYY1PQUEB3nrrLQQCASQkJKC0tBQtW7bEs88+i+HDh+OSSy5xo55cNGjQAAkJCSgqKlIdLyoqQl5enu41KSkpSEkxDzTlBEYvgp0Xz6jfebXslFWq0HJ23uVYJmXywppYdFdaRdknS9luSVGQZnnvL4Njya42v9QkixqfAFRLH9vkZCAhIGFt4cGIMkTh6ZdOvEvMLHg0Pg4IvFZvITEg4cY+LdG8Xjp6tqiHd+ZutF0Xq0gS0KEhX9wwQxSP3BkfH0nxN9945Ka/m3G5zpWZJLjXWLRXlOohrPFJSkpC4PiXV05ODrZs2QIAyMrK8kxbEiI5ORndu3fHjBkzwseCwSBmzJiB/Px8D2tmjp0xzS2BSqgO2t+MYu12eSsBDHlhrurS0/i41K56X0+BgFojkRgFUxcvGZwaH+VdpSYmWJpotILpoM4NVdFx7fR1Mxlblt318eHJ2k1TmxkJAQlJCQEM7lLV5l5vjNypcRY+HHUq3rzG3BzLgwsKH06NT+wvZxc1vcekxuekk07CokWL0KZNG5xxxhkYN24c9uzZgw8++ACdOumtCoku99xzD4YPH44ePXqgZ8+eeOmll3D48GGMHDnS66q5NmkbXunRAOWEj49IvoD9LwnWxBK1lXGMsiRIKh8Ut5ybVWVy9kfe/Y6U+aUkBSwp+M0mfjvNwuMz4kS7MxU+HO3hjLxr7R60Zj6vnZsBoHebBtiw65AjeTlhcIrw8eG8xpvl7M7llSzYMf0QfFJY8Hn66adx8GCVavmpp57Cddddh1tvvRVt2rTBO++843gFRbniiiuwe/dujBs3DoWFhejWrRumTp0a4fDsBcbxdqzn67couICBxsdmnze6VbuvE+v91V3VFWVTV2W0BR/OdLx7Njmh8dGaeiK0jJAsC9Y8q4ScMDXZycNVU5sJ2j7naRwfF/zdnH6ltH55BimdLZgTJ+cMUd83Pzg3Cws+PXr0CP+dk5ODqVOnOlohJ7j99ttx++23e10NIexofDh8PqOOW4KP0QBlN2+2qUtfC+MGrOXsyhU10dRAmZGWxGnqUlQ5xaKPj/a+ZajfG0mCZemX5yvUCedi1qPjmQyc2TPNGtpNSj2N46O4C6c2jnW6bSXwCRferepyDlFTlw/kHnEfnzPPPBMHDhyIOF5SUoIzzzzTiTrVWIwmSzsvsOFKJ8u5iqF9yVn3atcc5aYjoJiPT/TqoJ3Po+EMyftFyCuEKfNLSUyw9MVptlmsna9Y8y0rnBE4Wc+O571w4qlb7TsRArlPtMxOffSx7qZ9Xm1r+Umcpi54oz1z8vGJLrbwg8ZHuNv8+uuvEUELAeDYsWOYM8c4MFa8Y+zjYyNfi2W6CatcK+Zd5YtldDva/YVEYQmf0dydXU9t7M2qD+UPdjorwkZqUsBSA0Y8H80AKknWzZ1eBzDkeS+cWXlkDTMzYzRxw9TFatu7B7QRyEM5TvFJPhKvhOQwjq7qEnZu9l7w4TZ1rVixIvz3mjVrUFhYGP5dWVmJqVOnonHjxs7WrobhVv/2o48PCyvCSXJCAOWhfeCMJR9bsPwvoil4aE0KgL9XffD2PdVy9sQEB01d4nXRg8fHx3NTl8MOuCJoNT5+GXOcMnWx4c9f+7HA87wkoRKcw8kyeeJrKfGBbzO/4NOtW7fjDluSrkkrLS0Nr7zyiqOVq2n4bX8iJ+G9NSvCfnJiAIfLqgQfo8HE7gvF1PhE0blZ13FZ8oddXA/evqd8bnlZqZbeBa02TJY1fhUufzwnuBjAMHoaH2uZaIVOn8g9tpzFeT7CrGYvcV5bE+L4JCcKmrp8IPlwCz4bN26ELMto2bIlFi5ciOzs7PC55ORk5OTkICGBN4or4SRGX19erb5gvVhW+nyyIkCW8aqu6syv6NEUny4WiyvFmthYS8xF6ds2G7PX7zauA9PHJ7qDBe8XPe/EI0nAy1d2w/crduK2/q0xbVWh+UUaIjU+ssa8YH9lHwtZlp1Zzs7IIlpB3azOd0k+cm5W4tQKR1briwgIqgCGnAKNZ5GbHcxLXOMTQ4JP8+bNAVQFBCSs4VoHd8l3yA7sYsU7ffN66SgqKTXJV82oPi3EBR9GY+kdttKuI3udgPvOaYtDxypw9X8X6KbRX9XlhROAeZI3rzkZy7Ye4MtOAi7q1hgXdWsc/i2K2STn9r50KYIRavVgCZQ8q8q8lDVqaQJVerlXl7Jst5+5dY1P5HL2t6/tjldnbsCKbcXV6QTzlxzS/jq5EjgWAxhauv2//voLd9xxBwYMGIABAwbgzjvvxF9//eV03Wocbj1vQ41PlMYn7XeLk87NHRtVh6c31Pgo8rbig8C6xCl/BkkCujSpg16tGzDTRNOR2i7ndmrI7+PD2T+M0JYVYeoSz1IIJyZ7r01dVifNaGyMy4uyGdz28RF595VJ9cyuuZmpaFqvluF1ZpgJ/3eexeeM7aSeycoedl5vWyHcm6dNm4aOHTti4cKF6NKlC7p06YIFCxbgxBNPxPTp092oY42hwkBbZqcb+kXtrIRVJdEO3y5XvZzUMHKz4m8rbVLO2PgwultW6G1S6kpRhnCbunh9fDTprAy8ET4+mnwDkuT5gGqGHedmP4nAvnFudnnws3qbeqaugCRF+LdUCUj8hZjdb+fGWZwV5C7SFCt9YemW/c5VwALCAQwfeughjBkzBs8880zE8QcffBBnn322Y5WraVQ6vKNwCL8MQkpYgsH+I+WC+WgnN3Za5aRnRTApLa/UPa6nTrfS4jx10vMz8iTOB+NvLfwaH81vC7ek/bqvetxKvwr/vQdabMXxcULj45De2cumdmolHw9CGh/V35GmLkmKFHD5IzxXYabh4s3KyXazInsOfWMeNj0z2LE6iCKs8fnjjz8watSoiOPXX3891qxZ40ilairlCmm/RYN0x/I1jA8UrUkz4oveGRICGvc/g5u1q/E5Vq6vkXNqywqeS1iRm6OtyOC9P15hw5FxViv4QOfr2efCD1vjE53ynepHfmllKxqfeunJAICrejarPshoF6sCgp6pKyBJqJWs1jVIEGtLs/vl9d1x8vn58cPbDGHBJzs7GwUFBRHHCwoKkJOT40SdaixKB8Yf7+rjWL6GkZtt9MkBHXJx55mt+epgs1wj/xrlu26YrWLwMhP4+rfLjjhWxtiiW3c5u2Hu+vC0iZ+2o+CBv7paHx/x+zSLoB2QvPcdMIPt42Nc7+cv6+rIZOVU69iZ7LjNMQyUJVt5XT658TTMeaA/+rSJHAMiyhLIP1LDozF1BYDMVI3gIyj5JJr4WkX1Q+Q4vH2hTq0k5wq1Cbfg889//hNHjhzBjTfeiJtuugn/+te/MGfOHMyZMwfPPPMMbr75Ztx4441u1jXmqVBMrKmcexwBQHqycVq35sqUxAAa1UmzeLWEm89oyZ2a9fIENKYu3uXsZu9iXlbkfZVWsExdkcesTNw82je/rOri3rLC4kBr5Y4i6iRrJ0H/C41a020IM41PRkqiI/3AKcHQTlW+vK2XrTFLvT+beEZJCVKEkzFzObtw7sev03ywAVX9MytNPflLkISkUbM+bnWxgR14H8Gs+/o7VqZduH18Hn/8cdxyyy145JFHULt2bbzwwgsYO3YsAKBRo0Z47LHHcOedd7pW0ZoAz5JVPcyWbLo14Adl2ZZz30Pntsdbs/7mS8/MR4oMBc9AOaab1zvyWZS6bOriwS+rutTCJrsG3HF8DPLnRVuU1rnZzXZySpEUkCTdeENmQd0COqYTKzil8bEjhCUlBJCXmYodxcccqo0YIm0gFMdHNU5FjlUBSUKmVvCRxMycZovreAVKJz+WeceA1GT/rAzkFnxCXwqSJGHMmDEYM2YMDh48CACoXdvaRm7xBk9YfD3MBBu3Bnw7gaYkiA4a+se1A77R0km7y9mPspybHVzObgZrVZeXBhw9LUFGStXQYdUXyFK4AU1P19ZLkiT3Ahg66BQs6Thtmb1rAUEnWBZWXmm9cu1WxW8GSdb9WI7jo6PZC0hAZqpW4yM2zpoFC+R+rxw1dfGm849GVkgE0w5etWvXJqFHAMsaH5P+4pYppCpOikVThrCPD8vUJeFwWUX4d18Du/wpJ9QDADTMSrU0SZzAcDhn7CIhDM81uhofD8YLsz5VP6PKQdTyqi5LlVL/1PZPH42rTEIaHy1mQ4OTAedE6NokC1Pv6htx3NNVXS7kyWp+kQCJZtrHgCRFjjGSmOBj1g94a+ukqYs/9IV/XlCh16lt27aoV6+e4T+CjVEHN5pozBxea6eyFXfKfMcOam+YjxbNamFXYX9xSWGBZkSvE9A2L4OZR1atJKx87BzMur+/pZfsDoYjt+7g59KyLl0fH0E/ACdQ1kKvbz5+4YkArH/tWRoD5cifWv8vt7vr/QPb2bqepbkx870RXfbMRsakkafgtn6tuFI/OaQz2uVFftzancTGnd/R8rXRnD/1+vdF3RphQIfciON5manhv/WeV9VYVld1TIKYltJM48P7ERyQgIkj+PuBcV4S3rymO1eZfkEojs/jjz+OrCx7HvnxjNW5y2yQ0TrMKVFeefMZrTD+x7Xc5Woj4xoREZnX5MouTbK4QrcHAlVbHfRrl4OstCSUVRhvmVL7uCrZrN5680zIfKPFaFXXt7efjgtf/c2ktNA15q2pGzPIE40P+9zUu/ugfV5VNG3eCTDSRFn9u3frBpi7YY9pHnrmJvWqLvdMXSFG92+NK05pih5P/mzp+irTbaSXD4+py+6S98RAlVNv65za6NcuB6//ah5tn/XRpWz3Eb1OwKTfNwnVZVDnhlg+7hxc+ubv+HPXIaFrtbx29cn4dPFW033wrBF5/7Ksvv/HLuiI4qMV6NdOvapZT9iXJAk39W2Jt2f/HT4m4nBuupxdwPTcv30O+rdX94OTm9XB0i0HuOsTKjMlSV8gS0qQ8MDA9sjJTPFVqAkhwefKK6+kJes2sOoyYza5aB3mnMLOChCzPv7GNd3xx44S3PD+YgBGq7qqjhsJd/rlW/AhYdXBQBjp0qQO+rfLxsx15oOuZUdxRH+TUiPq1koO/83bzpGarOr74X222u6o/e3msKosq46N901iqKX0hJqEgBQ2jwckIMh5g5d2b4LPl2xTHTuvcx4mXN4NKYliG0mzBZ/q45ec3FhY8AGqNLQjTj8BD3+1SvBKdZ0Gd2mIurWSbAk+rLGO1b2Vh88+MQ+N66Rh/+EywzJC44hKmwqxecFsFaXIpsFa6qcn46MbTkOHcVP5K4SqMZpVr6AM3Ng3cnWv1zIQt6nLT9JavGEm5Wsd5pyiypTgjo9PUkBCmmKZvpGpSyRf0XRKWPvg6Dt3Vh90XSTx4N3j3f+N9wvTqA/zDtbadpYha3x8pKgEerQzFgYk/Tar1Kl4miLkBcs3iJfkhIBQCI0QrFVEyrrYMXtZuStdU6HlGhjDujc9fx5tUu0jZW19I7aqyxmNj166WikJluKIBSSJeR1LoEzyymntONyl+z0wWE3GbFzJTDPy8bFeblCWrcexMLtSUtftljP0bc1W6y8yGD93aRe8fGU35sSgdy/K7JWvRoOM5Ii01flYw4tPDu1XaYhGWamon54S/s07UBoKPpw32Co7HfXTNe2rMwG5jd0YNHr9SW985fkw0C2DUa4VEhgTlDI7O0E3nZLpT25W15mMNLBuTc+pXvtcteZL3bAYOumMeNDUT5O3QfVNeFYepRRg9wGWUGdlY1Mn4RZ8gsEgmbk8YkCHXNRm+J8AQJ005ydbgK2CTeLptCZJqiIyVydqmZ2B9hxOlNZfazXKe7usR1Nc1K0xM63ZYKBsphv7sIM2Wp18xl1g3RHUKsq6Ku9v9gP9VYMc7z1pB0aj0AO9WzfAm9ecDAB4Ykin8PHEhADm/99Zqjw8EQptaTj00XvXlBofbTwrp8o1g2XCUD6zhICERyw6Kzv1/NKSE3BD7xam6RpmpaK5zg7pQOSGyACvxics+RgSvkZSHxNRKnRunIU+bRowzxuNVdqFAFqqBB9nNT4sujapI1yOk/gnohDBJCstCUseOVt3mwUAaFIvTfelBewN0qwAhnorGljFPHCu/ioYCVp1OZCcGNkd7cTRcAq9vJRfaWMHtUdCQMLo/q0MyxWtU7N6tbD+yUGufc1aQRsyn/f5GK1G0bbLf67rgXM7NcT6JwdhmHI/JVQFv2NnxFcXr9HrB3qhLlIVDqO2AxhavFhv01xtdgFJwigOoUMPa/Gc9FGOH6wVrHMe6M/c9uG/w3tElsXS+OiYe81NXXoaHzFTV0CqiqjPPs9uT+W7w0plZdysMt/yXfjcpV2q6mJwD9GABJ8YICEg6QoF4fOShB/v6oO7zmrjaLna1QshRF6O2/q1xox7z4g4HpAklW+HURwfddl8heulu++ctkhODODZ4y8fL3qmCeVg1aFhJtY+cS7uH2ishhYdUyqDcvi5e7lJqVG9ube20Gp8DPII/UxODBjWQ5bliGi5SlKTAoahHrxAYkwS+s7NCsEnwL+c3cwnTQSWxscpU5eVavEIIyyzNUvo0YZGCOfJqKB642TV/xR5mpu6IIm922Z+bNoyLuzaKPx3ckKAmQ6IfJ+01xiVydsHQsKXWaRytyHBJwYw61SSVDUwOr3BpdZ51Cp6jmxVE0D1b6Yt3aLqRu+yPm2ysebxgbi8R1PbeWlf3NAL7WRgsIqg8dL9ExtlOlaWFt774Nf4sBMarVQxev4yNL5ImrSrHhuIDnnOtJGTw7TeHemZO5THqpfBWyzTqsaHY1UX735tuvlYvtIYkcCDIfT6Go8Pbui5aK/Xzu3hKmm21hHx8ZEk476ovQWllkfpV8PrIP7M0M7MMB/KvIzeb736WQ3m6xQk+MQApoKPwfBhZ2AxmXf566CrNVL7LLA0B9oPDt77Ye2vFfriE1kerlcm68V10tRlNjhMHHkK/jG4g1imDsMdMM1wVZed8hV/a84lJgR8FQYgjE5TnNw80pyp3ntOQOOjU4DVbyKm4KP8247Cx6UVi1aEMb0rmBpNPVOXJonelip6+Yv00IAkGfoEaeurfHxKc7PReN1SEV06KSFg2ne0/ppGhPqT3irGaEKCTwwQeomj3VVk8G9SKjrOaFX+rMnP8nJ2jry40TVNWHkaYuWXVxqXkVM7FTcYOFPboUsTvkClVttUO6kr4c0yIo6PW+oDBzjlhLo4rWW9iJhFv9x7Bv550Ym6TvFBlcaHfXM8UZCdNnVpnZutYuVKHvMTrwZCdb2+JYrjupDGp/qYLEeK3Kytb0ScmwOCGh/l72Qzjc/xjCeOPCV8jGchi4ipK9SfvDZ1+csATugS+lpmvR9uDfisvik6iLIGFCMzRQirE6vZjuoicoveO21F8LGj8YnWMDHt7r5YumW/yjfAqN5OWFe1eTAnNs3hKlOs8XV+icLx2c35AKr6uXY1Y8ts/W1YlFXXvi9Kru/dAhOmr8eh0orjZUSmsWzqYjk3Kw5Hezk7l8OxFcFHN2yFeT6hFNoxRyvQhM8rtZSipi6I+fiohEGlc7OuqUuOuMZwMUG4TP4+EHoudjbAdgISfGIAK18vIWwJRbINVbTBcuXQMZXGh8OJsuo3X330klkVosycm9XlsssQLV3p4xOtOFrt8mrr7s3EwnKbqkwF1jU+Kudm3cHcGey2v1k9zcoMSJJhBzLL0rLgw/Fe2glg6NbGlRzztQrWQg7m0GsyvoXyVOelI1hBEnMpMNH4GE0VSu2N0UeCsposZ3B1ncQ1PibKbNchU1cMYPb1YjR2nGRjKbRT/hGsL1D14Kl/rRMTq0hevF/LrC8WJ4dxrx0AQxjN+ZblYoOJgzdLrXOzfjn+aEMlvPeXnKiM42OiadVoEayXqoZnQhPR+HTX+DI5qvFR/O3UMnmuD62QIsfAzKT3O3RM2LnZ4mbXSaYaH71rxAQa03QhjQ+Zuggz7KyaOL9LQzSpm4ZOjSN9Nmbd3w9nPPcr81qnAsTpO1vyaXwsx/Gx6OCZIEmo0Dol6qSz8uKKas8qfCL4uI1TX/167evHFuTpByfUr4W7B7TBzR8sAXB8ywp3lCOGsLciUKThqFi73NoY1bsFzu4YGQPMMRT1MNvFXIsM/cGOZ8yotmCpE3drqhbyWP1cRMNquleXocbHeDl7COUpHlMXwDaJsvL2+qOOND4xQKjvsbqK0ZdgQJJwUbfGaKXjR9C8frrOFdWwAhiKwspDOTYx03BU4N9XnYQ5D/TXXKdXD/O8dM1yOpmxTV3svEWbUjm5eDlMuDHhKrWJET4+nAXKGpWP3lVOKXzcXs6uJCABv97fH42y0qqPMUZq/Yju1oR+Vl30UPZ/HhmjdmoiLj+lKepqthyxtJkwx5skaupi5cs0Y6n6b1UabdKEgIQnLjpRkU6nTKlqo+OXr+xmWr/Pb8mvWqloqIE10viYmIXDpq7qk9yCj6jGh3x8CMB4cgkFMhPdQdguTgnletWr2nSRQ+PDMWIrHXHDZer6FZlm5aqpy4sv9lhA+4z5m0m7SaleCv9h1g9Cddb60ehdllWrapWYWZtZ7XusiVTZ/3lMXZZ9jBQ71JuWofjbkqmL891nlasreJvUKfRUeTRhPU6odzxPdnsY+YMmmkZuliPO8fqX8irYwqu6aDk7YYaZ0O3WZFv1Qc2rwhRTdUiSNoChs6Yuvet4BkOjwUmJJVOXa+HaYhttq4g5N3MkcgJHx2njSoeqrDYF679jdWtF7tOnO4E73fc4nHtV5VteWMB7UE00fXzCpi6TtHomMZaZzAijLm2koVFrfHTMwjrOzcmJAa6uz2taDH3kkKmLAGDcme34QNgJECazTF26Aysb9oot9cAucq0ZrGBhIVjNrS8wRR6ztKorRuUeNwQ2K/KIth48cXz8qPHhFeaV98MKYNikblr4PG9eTiCq8bH+AcN/oUpDZsXUxakllqHvnG9matXLP6wtEmgfo3fH6FnwOjdbiYckburiSu4aJPjEAOZbVrDP2/Ged865Wc0lJzeOiAjKugcnI7vyZGUW/ycE09QVo8KNp2jaTOSZS6q/2V+xfoL39pR9UYL+u/joBSdGHOP8VrGFmQlHC3vJt/ED0tdeMdJymM5ZsMY6EaHfyrtvZXwzMnUZrcIy26RU71nw+vjwCpqh50IaHwKA8UtjJnWHzp7aol7EufJKgSARGpyyw2pf7meHdok4ztb4WC/3uvzm6rwUmYkEg9QbRFkh192Se7ycwN3e9sGqRkkbWVz/K1as7s9e2gWZPtnY1MwU3KVJFvKyUgGYT7pObw2h1niYp7davP6HiHlmVoIq6r/7/NdZc9QWx2gs0MbdUfZ/U1NX+Fz1MV7Bh9vUdTxvEnwIU0Ivv9lkfWrL+miVrV6pZaeDcflQaOqgey4ibdURrcZH7/7smPn+eVEn9FDEDeEZxHgjvlpbzi58SY1FFZXYYrtUfaWrtSJ2SZAkw0nBCaz4zektZxfZL85NU5fV1ZI8iFymdQYXLksgcrNRHCp1Oj6NlpCpy+Cc0Ueyejk7X1mJnMvUuZ2bw7sQkOBDmCDy9XJqy/qq33ZiwQS164WPI6pK177UoZ9a50097G6JoBRkrKrk9Y4xm9XIxydGnZvdrjdv7tqmjXgEBg6bvNjZfoEXaz4+gLalRD5qnH6G0Zq29HxH2KauaiwJWgIaH6UmxU7LWtLEGWl8IlZIVv9Wm7rY74qyXyUlBLgeNq+PT9jURYIPH0899RR69eqFWrVqoU6dOrpptmzZgsGDB6NWrVrIycnB/fffj4qKiuhW1CJG/cY8cjPbhNPwuCrcKk58KWpfMr2vHFaANit77ihRvpB8Pj6Rx/SuY35tG+RdEzU+TphQ7GShEg50zovK/YGA+4ECh51WZYI9rWWkaVpVF+WHgU69VFoXxXF9zYV4PY0Q/WJ3UuNj9T22UpYbK9b0/Zb48zAy32oFd5apSzff48+0opL/Gla5ZulseGA4QswIPmVlZbjssstw66236p6vrKzE4MGDUVZWht9//x3vvfceJk2ahHHjxkW5ptZh9R2xvbqqO+1PY/qijs5yV14c8/HR9LJqU5daKHHa1AWoVbDqVV369zai1wlcdfBaVStC4zpp5oliEFkGVm4vDv92YnJPkOzpRgZ0yMFVPZsaprnljFaYfNNpeHfEKarjF5/UGAAw8vQTAGh9fCIFO6VQV1ZRPZPsOngsosyz2ueYV14AUVOv5VVdFi+0tkmpTj46nWpw5zxhHyfTskVMXRYDGJr54YSyVe4RmJQQCPdHI3iFP78EMIwZwefxxx/HmDFj0LlzZ93zP/30E9asWYMPP/wQ3bp1w6BBg/DEE0/gtddeQ1lZWZRra41bzmilezykteBx1FT2p7a57FDoPC8rc6UDRyfnUQXz2OTtDiqiKz1u7deaqw6WIjdz3kuoH4QmQjv8787emHHvGRgzoK3lPNzWgNhxbt59sFSRj04anQHWULsqMRw/OQdqSZJwmsbcrCUhUJWmVrLaifpfQ7vgs5vz8X/ndTheF+O+qxQ+DpdVhv8uVQhBfdo0wDejT0ev1g246s+LXmt0aJjJTG/1A8bycnbB4mQwxjXFoX8M7oAvb+uFgSfmaT7anH9BXh92Mj6/JV9X4yIiMgjttH4845zMaitBYkDCXQPaYlTvFqZlaaPn60Gruhxm3rx56Ny5M3JzqyNgDhw4ECUlJVi9erWHNePn3nPa4aJukVGIQ18vTgrJPAMKczAQhJWHdmC3qmrmhWuvLk5bF3tVF7sQ3gn+vnPa4otbe+Ffx1e/2eHERllITUrAXQPaYMot+bbzcwqnNGZHy6snfN6+apTKrmlVu2O8CMmJAfRsUU93gpIQmS/rq1l5OCstCV2b1rFUHyP05q3Pb8nH16NPR/10vaCKVgWfyGPsDymxjxyefJXZNMhIwcnN6kKSJKQkOTt1astOTQqgxwn1bAnhWpRClNFHdEZKIn69rx9+e+hMhHZe11sxrKVpvVqmaULP02uNjz/WbTpAYWGhSugBEP5dWFjIvK60tBSlpdVfjSUlJe5UkIOEgISTm9XFNwU7Io7zwtufeAYGsV2DjSZ81jXK+jDqblfjo/QBcXDwtTL48BafmBCI2MXaCTrrbFQbS0Q0nwyUlgfZ56HfpySWXRX2TV2A7IjpA1ALYZJOvfSEb+3eXW7NL3r9Pz0lEd2a1tGdUll937x+ev5K5g0sLPgwVrAq80lOrBZ2UhL5BB/e5tfeUziKMuf17PI1jsqGaas5oYF6dbBTH6B+2Z3dU43PQw89dDwiKfvf2rVrXa3D+PHjkZWVFf7XtKmxfd5t9PpXqLM0zDL31eCNW8LVjwUCGBqlY5XFoy52VsulzJj/Or2psH56in5aI1MXf5FxBW+fbZChbnMZQJmJl6RoHJ8Em87NsuzcJKHMpcoEpz4f1Ln1rk3rqNK59WUtmq3Tm6SaX2dF4xN5jbL85ASl4JNgqV68hMygerdh9YmaCj4GD9Wp1Y60qgvAvffeiz/++MPwX8uWLbnyysvLQ1FRkepY6HdeXh7zurFjx6K4uDj8b+vWrdZvyAH0ulfIx+fhwR0cK4enI7N2Zxd9BVjf0MqjrHFKucLALlYGw5Ob1VENfq1zMnBB10a4pZ++P5YRXq/q8rp8FsfKjYWX14edjAu7NsINfdRjgXag1p0kLKzq0oM3GxnqyfK0lvXw5jUni1XiOBGrHjXvUTOFaeHjG0/FuSfmYcLlXVVpjASf727vbVh+aDsMPYwESl2/Kotiv1UfH+G+riNYasu3ovERKF5FaMWf7j6BFj/alDF59LqFUbZOjR3VGh9n8rOKp6au7OxsZGdnO5JXfn4+nnrqKezatQs5OVUrGKZPn47MzEx07NiReV1KSgpSUvS/3j1Bp4eFOku99GSkJyeoHBm12DV1zbq/H8547teqvPSro4sVp96IkPw66SptviF27f6vDTsZs9fvDv8eeGIu7h/Y3ladAOD963vi8yXbcFPfljj/lbm28+PBjXg8PDl+cuNphuePKPrzP3SE+/M6N8R5nRtGHNd2dd3YJBz1U1L1kWG9nar2t6u+/pWrTkZ2bWvji1GQvPTkBLygEHJ6tWqAXq2qHJiVE6PRJNm5Cdv0+drVJ6N/e/bYbDTO6J2ysncWIObjo0T5YdfzhHpYuGmf8QUcixWUwo4dHx8zX6KRp58Q7kN2BQ6lgJpsqvFhn3NK4xNezk4+Pnxs2bIF+/btw5YtW1BZWYmCggIAQOvWrZGRkYFzzjkHHTt2xLXXXotnn30WhYWF+Mc//oHRo0f7S7BhYDQpiawg4Lcp6x9XfkUynSd58ldG1OUQfAD9F8/JF8TKINIwK03V5vaEh+pr+7bNRt+2zgj9vEQhNl8El/dogvxWkauclI/1aFl1rC2tVkcITl8so2YIBOxNNlUaH/O+L4qkqderV5+MRowwBcp7tuoI26JBesSqMyVGApWuX5VVjY9FyUc1ttj4eFPWW63xMTZ12VkUYtpWDjg3i8IboNAMv6zqihnBZ9y4cXjvvffCv0866SQAwMyZM9GvXz8kJCTg+++/x6233or8/Hykp6dj+PDh+Oc//+lVlS2h172UKkqz7mdX46MNhuiEloBp6uL4aLL7gqj9JBT3JpCHUxOZ16YmN5bdOsERAw2mERG7s+ulEcyT5dzM+15pQ0A41eIR+RhkrHxnrL4+Zl1F2NTFyM/MB0vI1KUKXaE8bo4M2TTwoyXnZs72Z27SrHPM6jNV7uOll4XRs3Bq7FA+F612NJrEjOAzadIkTJo0yTBN8+bN8cMPP0SnQg4T6nRmdmY7A5I6T446ydB984TN55waH7105Y76+Fi7zqmJzGuxw+vyWSiXpIsQYeriuMHUpICh35hdlX5knZxrdV4lhlrwsfb+mI4zoqYui+1gpoVhpbUUwNDkEqWWx2kfHxZO9h+zQLjRNHUBVf2Udy8wp6kxcXxqCnovdYJmWasT8C5nd6I0Vh7a47qmLpsaH2XbKe/5mtOaAQB66ZhhtKj8E+yosD3WuLhRvDJmi8hy+VC759ROwVHLGh9ZN9K2OpH655wHzjT1R9ulCIpopU4WrCxcqM3H7JyVwo7V18dsfBjUqWrBSNvcjMiTijL7tKnyO7o2vzl32cpgefq7s5vnYcU0o6ttV4wfSmfvlCS+VV1nd6wKqdJCszzcTp1EVyqGUPol6W1lZJRrh4bsYLgiKAVSL/18SPDxmNAEbOQwq3yJHzmf7agNgFu3bzRwhiaThwbxO/EaxvFhnOPxXbKzySqgtmsri+jevB4WPnwWPhh1qmkeygnHKVu3F7gheOW3qo/b+rXCPwZ3wFe39eK+LiczFUsfORtzHuxv6KxvhAzgrrPamKZRkpoUEDLf5h2PYnvfwHZc6W85o5W91UUGWNH4WPXxMat2y+wMLP7HAPzvzj4R5x65oGqMurFPC0wa2RMLHz4Lp5xgHgAvhNLBXaT9zutU5QDfPq82GtZJDV/Pq1XQez8kScKqxwdixWPnIFUh7KRyOjc3rVcLS/4xANPu7suVvqpM5Y/I81blhcRAAKt17oWH2qlJWD7uHGsFK0hPTsTXo0/Hd7f3RpJVj3cHiBlTV03liYs64a6z2oZXfujG8VG8uJd2b4Iz2mbj8yXb8K+p1mMchQTv2/u3xqszN6jOPXpBR4zu3xrZtVMwS7GiKYToYM7SkirzYQ3Qdld1qXYk1lQ8pzbfBq7qZcXW6xK7IhMbSZLwwLlsAdlokK53XFt0zKKpq6p84/ORS94lPDHkRDz4xUokBCQdjaI6wyeGdEK3pnW4VmZ9fOOp6NWqAWau3aXIzfpTD5WZEJAiHI2N7ltpyeM1dTXMSsXY8zrgzk+WmeYfQhtXKcTlPZqif7scNMhIhiRJ3O9ZCKsrMZvVr4Vlj5yNjNREJCUEsOrxgQhIwM0fLOErl3E8IyVymkxO4Bcc6mvaSWT8tONvpiUxICFd516qMza+PqtWkrWCFSQEJHRzIZK4KCT4eIwkSapBVa+ja7UM2bVTDJwF+QgNKPcNbIeABPz7l2rhR1knR0xdHBofFnbj+Jgt4eRBNRDbkHxiWFnETbN6tbBl35Hwb56nd0SxqksIDud7PYXhFac0w4AOufh08VY8O3Wd4fUSwL0cPTs0wTnkFJaUEMCafw6EBEkosGJQpfHhLy9HOQ7Z7Ky8bWZWP9FFXXUVplc9gcWoHiK3HNIouY3ulhUW8zLz0/F6G4loQqYun6Hr3CzwlHhV28p3oK7O3jp24bFD8ww0dn18TDfm40C9S7YNwadG6nzUfHTDqbj+9BbmCRWEfIN4zQchZE1ocZ6uH0pePyPF8e0cQl1D0jlmlVrJiUhLTjier8Jsa9CXrDg3S4iMq+UHrPr4WEFE2Du5WV08cG47vHr1Sc7XQ1WnyPMi5ktlUpbJr+5xTc7JLmyT41dI4xMDiPiV8Mfxqc7T6D1yU0uhHNQyUvW7om0fn0T7N8BaJiucj19mE0FEJoSm9Wph3AUd8e5vG7mvGX9JF7Sc8zeuOEVsuxier3StAO7uM9CZpJ3MndN3yKpzs9qk64/O6vWCACNu69fa6yqYwvNMv7rtdHy8cAtu4NiB3YzEgGR7zI4GJPj4DL0vuUQdlQ9rOOCO46PI0jBUOedgbmV4SghIeOmKbjhcVsH0A6hJGp94hKc/ZtdOwf+dJ74dizZmDk/5PIE1VelF/DFCGh8Op30r8FrQlIKPiHYgwClYRRN9U5dPKucRdpyb9TihQbql90+PqXf3xRdLt+HrZduxs/iYI3m6AQk+foPT1GV3YEpQaXyMAlfx5We1PkNOamx4vsKmc7PTPj5+mRCIKm2OWVDKaLotSJr/a/92pTAdrAQwDG0KXZ29Pzp6PH5omK3eY7kRTL07coWdEqdi8RjROicDD57bHrPX7/a14EM+Pj5D17lZoMNaMXX5GT9ofJwyAcRIkzuK1ZgjvIi2qXl666Yxvf2V3FrOboR6ry7+9nfSN4kXs+rpBjB0oW7RNM6ICJW6zs06lR3UKQ/t8zIN00YzWGA0hCw7kOATA4hMtryqbW5Nju610evU9uP4OGHqqr5fsxfa2F/K34NBrMGzpYrVODZmjDz9BCQnBtBSEZhOrybOaiysODfz5+7GHmN2ifd3Rl/jY41oCiN+19SR4OMz9F50s1DjSsxeitDKmfyW1RGLDecGbgHJ2Y7+4LntkZoUwD8v7GQrH2ecm6uJpTg+Ph97bCODx7mZj9Na1kOTumno3LgOV/pHLzgRqx8fiOb1qzf1dXuw59UkWQlgKElimyFHC10fHxer1lMg0GI0sLuqS3m9yDxiF79rfMjHx2fwmrqsChrT7u6LH1cV4trT+ELI85bj9GB0a79WuLFPC9XGelZwwsdH6WNlNiEYnY72XOKEtss2Hi/wiHBuZjyDT248DUE58l0z6v9JCQFd/y9RB2perDg3C5m6VCZd/nrZwax20YqUHhImPr35NEz6fRMe/25NVMo1R8fUJXC18vFHUxh54qJOuOzN33GHSWR1ryDBx2fo27QFOqzJW9G8fjpuOaOV5hJ/Lj+0K/QADvn4qJaz+/tLRokTQh/gn5guWiwtZ2eYiyRJghUXCH1TsH55TmI0JqhMXQJrA6JRb1H0b9O9ukmSFFXNiBm6968zXPPIt6xVXW7QsVEmVjw20LeaHx98EhJWYEduFhdiROP4+LMr6+O8c7NxWsO2jHLLJZvsIO3XQYkf2VabOiHw65mf3HIS5v0AUi1n587bGx8fs2L0989yoR5ueaTbxK6Pj/JWoq0A9vP4QoKPB/jJHAKYxfGJbdrl2d9VWDkhxNKqriQTFUY0vmzd1CVWLcE2KZ/T1MUuhD+BpCP5uOPa7LyPjzbPqK3qMjkfNZObop2cKNKOU71Z+AyrkZsTPNwU1G9QS/gMu1oBK++b6DUygLa5GeIFeUD35nXx8pXd8PXo0y3nITIhGAq1jOMhh8qz2ueIVcwEPW1Xu9xqQTAqgo8Lq6r+MbgD8jJT8Y/BHdSCqE5RAzrmqn6r/WQccHzXEXK0JjSnMIvvEsLKlhWAdsuK6EgcrXOMxxHdLSscLL9T46ol4IM6NzQs00mEQiRw+vj0bKHvlK388POTCc9rSPDxAKPuZ/edc37/If0KfXTDaXj64s6ulWvEN4JCzEXdGtvaEdip5eysB//Wtd3x9MWdMeGKbuKVM0DPx2fCFV3Df/tZFW3EDX1aYt7YM9G8frqqSfVMV/8Y3AGXKIJkigoipqYY5d8um4V5naaVfZA7gKFmio2Wxqdb0zp47eqTmefd3qvrvZE98fTFnfHMJdVjmY8sXboon++s+/vh2aFdcF1+5GKVlMSASiCK1ffdDUjw8QA3vygs+fgYXMMazLNrp+DqU5sx83BTEOpqQ4ixgrIJ3Hh2ddOTcfWpzZCVluRovnoaH+Xg54tVXxbRCxaoR63kRFyl6KfqPJyoh+JvRNbJvVfdwLnZkVVd0ZskB3dpiCZ103TPuV2N+hlV41jt1Op3z2vxwEwAVY61zeun4/JTmuouBLmgayPVb9L4VBO7I18M4+bL7LSpi7eqMbAvnWWc2rLCD87NCQLaq1iAR4MjMf52QjjX08KoJy53TF1GqH18LJZl7TLLsASt1KSEKNfEXxofXedmkY1nUbPed6cgwccDjCZA3oGSla5v22wAzi1lJsS+hP3kuJ6ZFhmtIqAY/Hi/AO3UO9ry8IXHv3JPb10doNOO4CoiuIQFnyg8aKMirMTx0eYX7bAN2q447vyOaJubgTED2kakdfsDwi9L+QH9viQi+Ci1f9Fczu53KI6PF1hwgOVNd1XPZqiXnoyTmtURrBSjHL2CbK40iDVEVnU5oT2zy/OXdcVbs/5S+WCFUGp8nIiTZEa0u8UzQzvjrA456K9wFGc9smiYupzETefmiPyiPPcHNJLP9b1b4PreLbD7YGlEWrdlMs81Pg6VLwGoVARySojiXl1+hwSfGkZCQMJ5ihUKPBgLLXwvS002dSnHZFtbVkRpRL20exNc2r2J7rkECxqfWKJWciIu6tZYdcyO6cnUuVnHn8etVlVrrtilqDYpFQhgCB2zXbRgfVB4EVzV9VVdImltfGRKkrovRCsKdixAui8PMJpvPInjIxjAUD8P+wOUXyNIq0xdMS4sKO8lmrs1e4mbAqc6ErS7sHyVjLD6Xnpt6grjwZDgJ/lA37mZH6X2j3x8qiHBxwMMfXw82BvLibGlJmt8JAFTl2E+TlTGJsrBjzegmZ8mAiNYc3y0xnu/bOyphHs5u6bufnFu1qu+6wKmx4/RbA7glWUlSCrBpyZqeK1Cgo8H+MkB1gx9F5/Io1pfAiv34RenwlDdQwOFslb2TF3Wr3UKlY8P583YUeb5QR6206/Egs1VkZLozkok3mXymanVHgxWl7NHu6+yhEa96rstYPplHAL068KrGc9ITVQJPrGurXYSEnw8wG/dz9jUFb3a+sXU9cWtvXByszqYcks+AAe3rPDBkw+oND7u18cPTu8pSdEZ5kJdo1PjTAzu0hA39W3pbP6MDVa1fHTDaeG/rWpi/WLq8mJMSEuO/hJ6EcxeqX8N7YxTW9TDnWe2UQk+RDXk3OwBRsKE3VVdVnBicPHB/OYYJzeriy9vq44ObfVL+M4zW+OTRVurV6Z4L/eoND68co8fNFU8sLpgm5wMXHxSY2TXTnG1/OpVXZJhNGLL+XP2w85NssJ/czvCWq2UQ/jJ/+Ss9jk4u2MuuiraMZqYPWezJ3rFKc1wxSlVQTtJ8NGHBB8PMHrFeScZJzUxokuw9YoWUamzy/LP4KfEqsbnnnPaoU/bbFz25jwA/hAglBofP/qkuIEkSXjR4nYgpv4WimlIclmxZOVpCZm6lH/72NTlNokJAfznuh7uFSASG8pmUZU16YvUQcjU5QWGvdlfkxH/qi77ZfnF1GWEn75MreDU0nyiCmW/92Nzxr6pK5I4kdcBOBDAkDQ+upDgE0UGdcoDANzUx1nbv13q1GLvEaX3xVsvPTniWNN6+nvtuMUVPZoCAG7o3cL1slS7VttxbnagLno0r1+LO61yGAxFOW5Wj/96Ufw87PI8DyHnZtcj6ynL4ruEW+PjsTDBXNUV5xoLvVa5vvcJAIABHXJ0zqrxu7+SV5CpK4q8fOVJuHlnCbo0ZtuOvfiauapnMyzatA/92hm/SG1zM3BC/XTcfmbriHNZaUn49b5+6Pf8rwDcV1E/eXEnXNmzKTobtKVTKFd9i34JqzQCLj3c/93ZB50encaVtpZi76PLejTFSc3q4oQG6YbXWDFBtsnJwJ+7DuEizUaJbiI6SfZpk43xP65Fis6eZlZwP44Pn3MzAJzfpSG+X7ETNws4WOdmpob/jnawu6t7NsOSzftxsibifIOMFMXfydhzqAznnpgX1bp5is5juKVvK/Rq1QAdGtY2vfyMNtm45KTGONGlcZIVKNXvkOATRZITA+hmsrO4tp+3z9Pv3Ke3bgAASHIgCF1qUgJeH9Zdvz6K7M/v0gh3ntVGN50sw3QCdZKkhABOalY3KmUpJxk/xvHJSElEh4aZ+GNniWnaxIQA5o09E0G56rl34hgQrZggv7n9dGzac4RrcPaKjo0yMX1MX+QoJnwA+PiGU3H1fxcI5xfNrRTMynrxim64uW8rnNgoky9vAOkpiZj7YH8kBgJRX/p8ycmN0S6vNlrnZKiOpyYlhOuUkZqIbfuPoH0e3z2FuPKUZpjz5x7PnJW1nN0hF/+e8aeu5lzL9ae3wD++XoUzju/BCFT56ZnNI8q0Eyz6txmRkhjAlFvy0bGh2LPwCyT4+AylVmDiiFNwWsv6uula52Rg5n39UD/D/OVxinj1CXFuywr7dXGChlnumyVrJSeiI+ek6yVtciMFs9qp1aZfkUfm/uaZ/CQlBFSru0zzPt45m9R1z+xpVj5LCFfWSVToAYDzOudh2t19hUzCbtK5SRZ+vucM5GWlmqYddmozdG9eF62yM0zTRpO8rFR0aVLH62pYhgQfn6Ec3Nrm1Ta00baIooYFiJ9VQFrUX9r+bAM3fSH8utrOLaw+Yp92jbhHkiS0Y2jOvUKr2VKiXl0noYMPtSo5LoeGcBtybvYxfhhHVftU6YzsrbKrhK/zHfDl8OsEq96yQuxapUDi1/sjDPDRI5MccrInCLvwmMj9DGl8fIaXYeP1UDlU6tTnf3f2we6DpWjqwMogvy5nV962neXsfniehDlW/biiuKgrpvImag4TR56C75bvwH3ntPO6KrYgwcdnqAQfHwxHao1P5PnUpARHhB4/Y2fLCn+KcoQRIo9YaWF0O/YNCc7xgZ+fc/92Oehvsvo3FiBTl8/wg7DDItpBzfyCY3F8YrT5YqXeTgmZIh8fqsjNDpXPQlmXOA9vQxC2IMHHx/hhwokFx163MfNzIvyBU8KAdVNX7PaNGK46QQgTE4LPpk2bMGrUKLRo0QJpaWlo1aoVHn30UZSVlanSrVixAn369EFqaiqaNm2KZ5991qMa20DS/dMz1DFsPKyIhzgl+PhZm2dEvGkXRJ5SVLes8Jn/H+EOsTpOxBIx4eOzdu1aBINBvPXWW2jdujVWrVqFG2+8EYcPH8bzzz8PACgpKcE555yDAQMG4M0338TKlStx/fXXo06dOrjppps8vgN+JOYPbyBth9iqLq2Dtjpys5O1ItxCZIGBcksIt4P+Uf8hCGeICcHn3HPPxbnnnhv+3bJlS6xbtw5vvPFGWPD56KOPUFZWhnfffRfJyck48cQTUVBQgAkTJsSW4OPj0S1eNT6qAIZ2VnU5UBcWbmplfNwlXUHkHSyvjJ46zN1VXXH2kIm4JiZMXXoUFxejXr164d/z5s1D3759kZxcHcl44MCBWLduHfbv38/Mp7S0FCUlJap/fsEPg5E2mBYvNck8IrJlhfaZqZxf402CiFEkxt96RHP3a+o/BOEMMSn4bNiwAa+88gpuvvnm8LHCwkLk5uaq0oV+FxYWMvMaP348srKywv+aNm3qTqU5UQsanlVDtw7xaupybMsKG3UI7YnTxiDiK+EMYhqfoIs1iR5x+mr7EnoW7uOp4PPQQw9BkiTDf2vXrlVds337dpx77rm47LLLcOONN9quw9ixY1FcXBz+t3XrVtt5OoXf+n+8mrrUPj78y5ud5N0Rp+C2fq3w3vU9dc/zblpohXh77CL9PKoan6iVRBA1G099fO69916MGDHCME3Lli3Df+/YsQP9+/dHr1698Pbbb6vS5eXloaioSHUs9DsvL4+Zf0pKClJS/LnviD9U29aD99UUnIqmbefavKxUPHBue+b5f5zfAblZqbigS0PrhRAAtNHKjR9aeVRNXVEriiBqNJ4KPtnZ2cjOzuZKu337dvTv3x/du3fHxIkTEQiolVX5+fl4+OGHUV5ejqSkqt2Vp0+fjnbt2qFu3bqO1z1e8NsWGl6gDmAo5uMD1aou9xqwdmoS7jm7rSt5x4q7lhsBDM2oDEbP1OUHnz/Cfegpu09M+Phs374d/fr1Q7NmzfD8889j9+7dKCwsVPnuXH311UhOTsaoUaOwevVqfPrpp3j55Zdxzz33eFhze/jhBVDWIW41Poy/9fDrfmMEPyLCfkU0V3W5+Pr5Q7tMENEhJpazT58+HRs2bMCGDRvQpEkT1bnQ7tdZWVn46aefMHr0aHTv3h0NGjTAuHHjYmopuxa/jUV26hOQgChaBRzFqS0rYpV4u2URIaCshjg3E0Q8EROCz4gRI0x9gQCgS5cumDNnjvsVihJ+UG2LOPYaEZAkVbA3PU5rUR+rtpcg0W9e1D6rDsHAoRgKIo87ms7NRJwQj19XUSYmBB/CO5xaXh/gUPnce047NKyThgEd/LX7r8imlVpoWow9VBo+k7Q1xtTlXtYE4TtI8PEzPhiNrMbx0SblUeKkJSdgVO8W3GVEi5oUjNEScfYFKnK7FeTcTBAxR0w4N8crfptv7Jq6agKitxH3QlMMIvKIa4rGhyDiCRJ8fIwfxjmndmevKYJPPJKcEBvPzrnl7PzO7BU1JIAhvZ7OkhCgqdXP0NPxMX5YYqpe2mtH4+NAZTwiMzURZ7bPQd+22cip7c9gl24y/pIuaFwnDeMv6ex1VaKCkKmrhqzqSk6kqcAJHrugI5rWS8O48zt6XRXCAPLxIbgREV60Jh47u5p7jSRJeHfEKV5XwzNa52Tgt4fO9LoaUUPI1BXjm5Q+d2kXvDpzA567tIvjeccjI05vgRGn2/NTjN2RMnYgwcfH+O0FIB8fcSigYeyh7Ktmck2sm7ou69EUl/XwdmNmgog2pN/0Gcph1A+ygmpVl43eEsMKHyLOENuygpybCSLWIMHHx/hh+ara0dN6ffzgr+QFtKor9lC+d356fvH6DhGE05Dg4zOcChjoBnbMVQl+uxmCYCApRkXZT5IPERf0bFHP6yrUeEjwIQxRb1Jqnr5OrSQAwJma6Mtk6iLcxikZRdlVzbK8tHvV3oGDOuU5UzgnubVTo1oe4T5zH+yP96/vidNbN/C6KjUecm72GX77vhSN3PzzPWdg1fZi9G2TrToey6u6iNjAKUdypUnJTJh6ckgnDOqUh/xW9R0p24yfxvTF0bJK1E1Pjkp5RPRoUrcWmtSt5XU14gISfHyMH6xDSn8Hnuo0yEhBv3aRe23F76ouItZQyuhmwlRqUgLO6pDrco2qaZtbO2plEURNhUxdPkPl4+MD52Yldpwr4yXwX3qy+lsilQLDxRyq944kV4KocZDGhzBEbeqyns+Ey7vhgS+W4+YzWtmvlI8Z3KUhvl+xEz1b1AUAnHJCPZzfpSFaZmd4XDOCF4nkHoKo0ZDg4zN8F8dH8bcdP51m9Wth8k359ivkc5ISAvjv8B7h34GAhFevPtnDGhGiqAQfknwIosZBengf4wO5RwX5JxPxgCqOD+l8CKLGQYKPj/FFwDKHNikliFiBND4EUbMhwcdnSIy/vUL59RuvK7OI+ELZz0nuIYiaBwk+hCFOOTcThNu4EsCQVD4EUeMgwcdn+M25WQlpfIh4gLo5QdRsSPDxMX7wqfG+BgTBh2MaHzJ1EUSNhgQfwhD17uweVoQgvIAkH4KocZDg4zP8JluoNyn1W+0Iwl1oOTtB1DxI8PEZfh5mSe4h4g3ybSaImgcJPoQhSmHHb3uHEYTbkOBDEDUPEnwIQ1S7s5PcQ/gYN2QUknsIouZBgo/P8LNs4ee6EYQbUBwfgqh5kODjM3w3zKq2rPCuGgThBb57HwmCsA0JPoQhamGHJB8iviCFD0HUPEjwIQxRL2f3rBoE4REk+RBETYMEH4IbP0SSJohoQhofgqh5kOBDGKKK3OxhPQjCDDcckUnuIYiaBwk+hCFKYYcUPkS8QRofgqh5kOBDGKIUdmjLCiLeoC0rCKLmQYIPQRAEQRBxAwk+hCFKVT8pfIh4g0xdBFHzIMGHMEQ57pOpi4g3giT5EESNI2YEnwsvvBDNmjVDamoqGjZsiGuvvRY7duxQpVmxYgX69OmD1NRUNG3aFM8++6xHtbVO4zppXldBhXLgJ7mHiDdOqJ/udRUIgnCYRK8rwEv//v3xf//3f2jYsCG2b9+O++67D5deeil+//13AEBJSQnOOeccDBgwAG+++SZWrlyJ66+/HnXq1MFNN93kce35aZ2TgdeuPhnZtVO8rgoAICWxWjbOSImZ7kIQtvjytl7Yuu8Iujat43VVCIJwGEmO0V34vv32WwwZMgSlpaVISkrCG2+8gYcffhiFhYVITk4GADz00EP4+uuvsXbtWu58S0pKkJWVheLiYmRmZrpV/Zhizp+7URmU0a9djtdVIYgITnjofwCA9nm1MfXuvh7XhiAIr+Cdv2PG1KVk3759+Oijj9CrVy8kJSUBAObNm4e+ffuGhR4AGDhwINatW4f9+/cz8yotLUVJSYnqH6GmT5tsEnoIgiCIGkFMCT4PPvgg0tPTUb9+fWzZsgXffPNN+FxhYSFyc3NV6UO/CwsLmXmOHz8eWVlZ4X9NmzZ1p/IEQbhKcmJMDWcEQXiEpyPFQw89BEmSDP8pzVT3338/li1bhp9++gkJCQm47rrrbIepHzt2LIqLi8P/tm7dave2CIKIIi9e0RUn1K+F5y/r6nVVCIKIATz1Vr333nsxYsQIwzQtW7YM/92gQQM0aNAAbdu2RYcOHdC0aVPMnz8f+fn5yMvLQ1FRkera0O+8vDxm/ikpKUhJ8YcjMUEQ4lx8UhNcfFITr6tBEESM4Kngk52djezsbEvXBoNBAFU+OgCQn5+Phx9+GOXl5WG/n+nTp6Ndu3aoW7euMxUmCIIgCCKmiQmj+IIFC/Dqq6+ioKAAmzdvxi+//IKrrroKrVq1Qn5+PgDg6quvRnJyMkaNGoXVq1fj008/xcsvv4x77rnH49oTBEEQBOEXYkLwqVWrFr788kucddZZaNeuHUaNGoUuXbpg1qxZYTNVVlYWfvrpJ2zcuBHdu3fHvffei3HjxsVUDB+CIAiCINwlZuP4uAXF8SEIgiCI2KNGx/EhCIIgCIKwAgk+BEEQBEHEDST4EARBEAQRN5DgQxAEQRBE3ECCD0EQBEEQcQMJPgRBEARBxA0k+BAEQRAEETeQ4EMQBEEQRNxAgg9BEARBEHEDCT4EQRAEQcQNnu7O7kdCO3iUlJR4XBOCIAiCIHgJzdtmO3GR4KPh4MGDAICmTZt6XBOCIAiCIEQ5ePAgsrKymOdpk1INwWAQO3bsQO3atSFJkmP5lpSUoGnTpti6dSttfuoi1M7Rg9o6OlA7Rwdq5+jgZjvLsoyDBw+iUaNGCATYnjyk8dEQCATQpEkT1/LPzMyklyoKUDtHD2rr6EDtHB2onaODW+1spOkJQc7NBEEQBEHEDST4EARBEAQRN5DgEyVSUlLw6KOPIiUlxeuq1GionaMHtXV0oHaODtTO0cEP7UzOzQRBEARBxA2k8SEIgiAIIm4gwYcgCIIgiLiBBB+CIAiCIOIGEnwIgiAIgogbSPCJEq+99hpOOOEEpKam4tRTT8XChQu9rlLMMH78eJxyyimoXbs2cnJyMGTIEKxbt06V5tixYxg9ejTq16+PjIwMDB06FEVFRao0W7ZsweDBg1GrVi3k5OTg/vvvR0VFRTRvJaZ45plnIEkS7r777vAxamfn2L59O6655hrUr18faWlp6Ny5MxYvXhw+L8syxo0bh4YNGyItLQ0DBgzAn3/+qcpj3759GDZsGDIzM1GnTh2MGjUKhw4divat+JbKyko88sgjaNGiBdLS0tCqVSs88cQTqr2cqJ3FmT17Ni644AI0atQIkiTh66+/Vp13qk1XrFiBPn36IDU1FU2bNsWzzz7rzA3IhOtMnjxZTk5Olt9991159erV8o033ijXqVNHLioq8rpqMcHAgQPliRMnyqtWrZILCgrk8847T27WrJl86NChcJpbbrlFbtq0qTxjxgx58eLF8mmnnSb36tUrfL6iokLu1KmTPGDAAHnZsmXyDz/8IDdo0EAeO3asF7fkexYuXCifcMIJcpcuXeS77rorfJza2Rn27dsnN2/eXB4xYoS8YMEC+e+//5anTZsmb9iwIZzmmWeekbOysuSvv/5aXr58uXzhhRfKLVq0kI8ePRpOc+6558pdu3aV58+fL8+ZM0du3bq1fNVVV3lxS77kqaeekuvXry9///338saNG+UpU6bIGRkZ8ssvvxxOQ+0szg8//CA//PDD8pdffikDkL/66ivVeSfatLi4WM7NzZWHDRsmr1q1Sv7kk0/ktLQ0+a233rJdfxJ8okDPnj3l0aNHh39XVlbKjRo1ksePH+9hrWKXXbt2yQDkWbNmybIsywcOHJCTkpLkKVOmhNP88ccfMgB53rx5sixXvaiBQEAuLCwMp3njjTfkzMxMubS0NLo34HMOHjwot2nTRp4+fbp8xhlnhAUfamfnePDBB+XevXszzweDQTkvL09+7rnnwscOHDggp6SkyJ988oksy7K8Zs0aGYC8aNGicJoff/xRliRJ3r59u3uVjyEGDx4sX3/99apjl1xyiTxs2DBZlqmdnUAr+DjVpq+//rpct25d1bjx4IMPyu3atbNdZzJ1uUxZWRmWLFmCAQMGhI8FAgEMGDAA8+bN87BmsUtxcTEAoF69egCAJUuWoLy8XNXG7du3R7NmzcJtPG/ePHTu3Bm5ubnhNAMHDkRJSQlWr14dxdr7n9GjR2Pw4MGq9gSonZ3k22+/RY8ePXDZZZchJycHJ510Ev7zn/+Ez2/cuBGFhYWqts7KysKpp56qaus6deqgR48e4TQDBgxAIBDAggULonczPqZXr16YMWMG1q9fDwBYvnw55s6di0GDBgGgdnYDp9p03rx56Nu3L5KTk8NpBg4ciHXr1mH//v226kiblLrMnj17UFlZqZoIACA3Nxdr1671qFaxSzAYxN13343TTz8dnTp1AgAUFhYiOTkZderUUaXNzc1FYWFhOI3eMwidI6qYPHkyli5dikWLFkWco3Z2jr///htvvPEG7rnnHvzf//0fFi1ahDvvvBPJyckYPnx4uK302lLZ1jk5OarziYmJqFevHrX1cR566CGUlJSgffv2SEhIQGVlJZ566ikMGzYMAKidXcCpNi0sLESLFi0i8gidq1u3ruU6kuBDxBSjR4/GqlWrMHfuXK+rUuPYunUr7rrrLkyfPh2pqaleV6dGEwwG0aNHDzz99NMAgJNOOgmrVq3Cm2++ieHDh3tcu5rDZ599ho8++ggff/wxTjzxRBQUFODuu+9Go0aNqJ3jGDJ1uUyDBg2QkJAQsfKlqKgIeXl5HtUqNrn99tvx/fffY+bMmWjSpEn4eF5eHsrKynDgwAFVemUb5+Xl6T6D0DmiypS1a9cunHzyyUhMTERiYiJmzZqFf//730hMTERubi61s0M0bNgQHTt2VB3r0KEDtmzZAqC6rYzGjby8POzatUt1vqKiAvv27aO2Ps7999+Phx56CFdeeSU6d+6Ma6+9FmPGjMH48eMBUDu7gVNt6uZYQoKPyyQnJ6N79+6YMWNG+FgwGMSMGTOQn5/vYc1iB1mWcfvtt+Orr77CL7/8EqH+7N69O5KSklRtvG7dOmzZsiXcxvn5+Vi5cqXqZZs+fToyMzMjJqB45ayzzsLKlStRUFAQ/tejRw8MGzYs/De1szOcfvrpESEZ1q9fj+bNmwMAWrRogby8PFVbl5SUYMGCBaq2PnDgAJYsWRJO88svvyAYDOLUU0+Nwl34nyNHjiAQUE9zCQkJCAaDAKid3cCpNs3Pz8fs2bNRXl4eTjN9+nS0a9fOlpkLAC1njwaTJ0+WU1JS5EmTJslr1qyRb7rpJrlOnTqqlS8Em1tvvVXOysqSf/31V3nnzp3hf0eOHAmnueWWW+RmzZrJv/zyi7x48WI5Pz9fzs/PD58PLbM+55xz5IKCAnnq1KlydnY2LbM2QbmqS5apnZ1i4cKFcmJiovzUU0/Jf/75p/zRRx/JtWrVkj/88MNwmmeeeUauU6eO/M0338grVqyQL7roIt0lwSeddJK8YMECee7cuXKbNm3iepm1luHDh8uNGzcOL2f/8ssv5QYNGsgPPPBAOA21szgHDx6Uly1bJi9btkwGIE+YMEFetmyZvHnzZlmWnWnTAwcOyLm5ufK1114rr1q1Sp48ebJcq1YtWs4eS7zyyitys2bN5OTkZLlnz57y/Pnzva5SzABA99/EiRPDaY4ePSrfdtttct26deVatWrJF198sbxz505VPps2bZIHDRokp6WlyQ0aNJDvvfdeuby8PMp3E1toBR9qZ+f47rvv5E6dOskpKSly+/bt5bffflt1PhgMyo888oicm5srp6SkyGeddZa8bt06VZq9e/fKV111lZyRkSFnZmbKI0eOlA8ePBjN2/A1JSUl8l133SU3a9ZMTk1NlVu2bCk//PDDqiXS1M7izJw5U3dMHj58uCzLzrXp8uXL5d69e8spKSly48aN5WeeecaR+kuyrAhhSRAEQRAEUYMhHx+CIAiCIOIGEnwIgiAIgogbSPAhCIIgCCJuIMGHIAiCIIi4gQQfgiAIgiDiBhJ8CIIgCIKIG0jwIQiCIAgibiDBhyCIGsGmTZsgSRIKCgpcK2PEiBEYMmSIa/kTBOE+JPgQBOELRowYAUmSIv6de+65XNc3bdoUO3fuRKdOnVyuKUEQsUyi1xUgCIIIce6552LixImqYykpKVzXJiQk0G7ZBEGYQhofgiB8Q0pKCvLy8lT/QjsxS5KEN954A4MGDUJaWhpatmyJzz//PHyt1tS1f/9+DBs2DNnZ2UhLS0ObNm1UQtXKlStx5plnIi0tDfXr18dNN92EQ4cOhc9XVlbinnvuQZ06dVC/fn088MAD0O7wEwwGMX78eLRo0QJpaWno2rWrqk4EQfgPEnwIgogZHnnkEQwdOhTLly/HsGHDcOWVV+KPP/5gpl2zZg1+/PFH/PHHH3jjjTfQoEEDAMDhw4cxcOBA1K1bF4sWLcKUKVPw888/4/bbbw9f/8ILL2DSpEl49913MXfuXOzbtw9fffWVqozx48fj/fffx5tvvonVq1djzJgxuOaaazBr1iz3GoEgCHs4stUpQRCETYYPHy4nJCTI6enpqn9PPfWULMuyDEC+5ZZbVNeceuqp8q233irLsixv3LhRBiAvW7ZMlmVZvuCCC+SRI0fqlvX222/LdevWlQ8dOhQ+9r///U8OBAJyYWGhLMuy3LBhQ/nZZ58Nny8vL5ebNGkiX3TRRbIsy/KxY8fkWrVqyb///rsq71GjRslXXXWV9YYgCMJVyMeHIAjf0L9/f7zxxhuqY/Xq1Qv/nZ+frzqXn5/PXMV16623YujQoVi6dCnOOeccDBkyBL169QIA/PHHH+jatSvS09PD6U8//XQEg0GsW7cOqamp2LlzJ0499dTw+cTERPTo0SNs7tqwYQOOHDmCs88+W1VuWVkZTjrpJPGbJwgiKpDgQxCEb0hPT0fr1q0dyWvQoEHYvHkzfvjhB0yfPh1nnXUWRo8ejeeff96R/EP+QP/73//QuHFj1Tleh2yCIKIP+fgQBBEzzJ8/P+J3hw4dmOmzs7MxfPhwfPjhh3jppZfw9ttvAwA6dOiA5cuX4/Dhw+G0v/32GwKBANq1a4esrCw0bNgQCxYsCJ+vqKjAkiVLwr87duyIlJQUbNmyBa1bt1b9a9q0qVO3TBCEw5DGhyAI31BaWorCwkLVscTExLBT8pQpU9CjRw/07t0bH330ERYuXIh33nlHN69x48ahe/fuOPHEE1FaWorvv/8+LCQNGzYMjz76KIYPH47HHnsMu3fvxh133IFrr70Wubm5AIC77roLzzzzDNq0aYP27dtjwoQJOHDgQDj/2rVr47777sOYMWMQDAbRu3dvFBcX47fffkNmZiaGDx/uQgsRBGEXEnwIgvANU6dORcOGDVXH2rVrh7Vr1wIAHn/8cUyePBm33XYbGjZsiE8++QQdO3bUzSs5ORljx47Fpk2bkJaWhj59+mDy5MkAgFq1amHatGm46667cMopp6BWrVoYOnQoJkyYEL7+3nvvxc6dOzF8+HAEAgFcf/31uPjii1FcXBxO88QTTyA7Oxvjx4/H33//jTp16uDkk0/G//3f/zndNARBOIQky5rAFARBED5EkiR89dVXtGUEQRC2IB8fgiAIgiDiBhJ8CIIgCIKIG8jHhyCImICs8gRBOAFpfAiCIAiCiBtI8CEIgiAIIm4gwYcgCIIgiLiBBB+CIAiCIOIGEnwIgiAIgogbSPAhCIIgCCJuIMGHIAiCIIi4gQQfgiAIgiDiBhJ8CIIgCIKIG/4ffbl/93I9vnIAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "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": [ "
" ] }, "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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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "greedy_rewards = []\n", "for _ in range(10):\n", " state, _ = env_stoc.reset()\n", " state_index = env_stoc.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_stoc.step(action)\n", " state_index = env_stoc.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()" ] } ], "metadata": { "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 2 }