From 32732ce814024e7d0d36afa359c8dbee33411ddc Mon Sep 17 00:00:00 2001 From: amedee-roy Date: Fri, 9 Mar 2018 16:53:35 +0100 Subject: [PATCH 1/2] initial commit --- RandomBird/FlappyAgent.py | 9 - Roy/Flappy - Comments.ipynb | 426 +++++++++++++++++++++++++++++++++++ Roy/FlappyAgent.py | 38 ++++ Roy/Qsarsa | Bin 0 -> 960167 bytes {RandomBird => Roy}/run.py | 0 5 files changed, 464 insertions(+), 9 deletions(-) delete mode 100644 RandomBird/FlappyAgent.py create mode 100644 Roy/Flappy - Comments.ipynb create mode 100644 Roy/FlappyAgent.py create mode 100644 Roy/Qsarsa rename {RandomBird => Roy}/run.py (100%) diff --git a/RandomBird/FlappyAgent.py b/RandomBird/FlappyAgent.py deleted file mode 100644 index 9f3ec84..0000000 --- a/RandomBird/FlappyAgent.py +++ /dev/null @@ -1,9 +0,0 @@ -import numpy as np - -def FlappyPolicy(state, screen): - action=None - if(np.random.randint(0,2)<1): - action=119 - return action - - diff --git a/Roy/Flappy - Comments.ipynb b/Roy/Flappy - Comments.ipynb new file mode 100644 index 0000000..2b27210 --- /dev/null +++ b/Roy/Flappy - Comments.ipynb @@ -0,0 +1,426 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# RL challenge\n", + "\n", + "Your challenge is to learn to play [Flappy Bird](https://en.wikipedia.org/wiki/Flappy_Bird)!\n", + "\n", + "Flappybird is a side-scrolling game where the agent must successfully nagivate through gaps between pipes. Only two actions in this game: at each time step, either you click and the bird flaps, or you don't click and gravity plays its role.\n", + "\n", + "\n", + "## Step 1 : FlappyAgentManual & FlappyAgentEasy\n", + "\n", + "\n", + "To begin with this Flappy Challenge, I decided to develop two very easy functions in order to understand the kind of trajectories that may make the Flappy win his challenge. We have:\n", + "\n", + "* FlappyAgentManual : it is only a function that allow you to play Flappy Bird. You should press a key of your keyboard to make the bird flap. This function allow you to play Flappy and to decide the trajectory of the bird.\n", + "\n", + "* FlappyAgentEasy : it is a completely deterministic function. It is not interesting for Reinforcment Learning but it is a first function that uses state variables to help Flappy to fly.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from ple.games.flappybird import FlappyBird\n", + "from ple import PLE\n", + "import pygame\n", + "import numpy as np\n", + "import pickle" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# first policies\n", + "\n", + "def FlappyAgentManual(state, screen):\n", + " action = None\n", + " events = pygame.event.get()\n", + " for event in events:\n", + " print(event)\n", + " if event.type == pygame.KEYUP:\n", + " action = 119\n", + " return action\n", + "\n", + "def FlappyAgentEasy(state, screen):\n", + " if state['player_y'] > state['next_pipe_bottom_y'] - 50:\n", + " action = 119\n", + " else:\n", + " action = None\n", + " return action" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "# run.py\n", + "game = FlappyBird()\n", + "p = PLE(game, fps=30, frame_skip=1, num_steps=1, force_fps=True, display_screen=True)\n", + "\n", + "p.init()\n", + "reward = 0.0\n", + "\n", + "nb_games = 1\n", + "nb_data = 200\n", + "cumulated = np.zeros((nb_games))\n", + "\n", + "\n", + "next_pipe_bottom_y = np.array(range(nb_data))\n", + "player_vel = np.array(range(nb_data))\n", + "player_y = np.array(range(nb_data))\n", + "next_pipe_dist_to_player = np.array(range(nb_data))\n", + "count = 0\n", + "for i in range(nb_games):\n", + " p.reset_game()\n", + " \n", + " while(not p.game_over()):\n", + " state = game.getGameState()\n", + " screen = p.getScreenRGB()\n", + " action=FlappyAgentEasy(state, screen) \n", + " reward = p.act(action)\n", + " cumulated[i] = cumulated[i] + reward\n", + " if count <= nb_data-1:\n", + " next_pipe_bottom_y[count] = state['next_pipe_bottom_y']\n", + " player_vel[count] = state['player_vel']\n", + " player_y[count] = state['player_y']\n", + " next_pipe_dist_to_player[count] = state['next_pipe_dist_to_player']\n", + " print(action, reward)\n", + " count = count +1\n", + "\n", + "average_score = np.mean(cumulated)\n", + "max_score = np.max(cumulated)\n", + "\n", + "print(average_score)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(player_y)\n", + "print(player_vel)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As you can see, the previous code allow to begin a game and to read the values of the state of the game at every moment of the game. Through this pre-study, we can read the value that may take every variable such as **player_y**, **player_vel** or the **reward**\n", + "\n", + "\n", + "## FlappyAgentSarsa\n", + "\n", + "Since we know the values, the next step of the challenge was to simplify the number of possible states in order to reduce the size of the space we want to explore afterwards. We define then a vector for each variable that goes from the min to the max values with a specific resolution. At the beginning we worked with around 20 possible values for each variables. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# grid definition\n", + "resolution = 20\n", + "next_pipe_bottom_y = np.array(range(0,400,resolution))\n", + "player_vel = np.array(range(-10,10, 2))\n", + "player_y = np.array(range(0,400,resolution))\n", + "next_pipe_dist_to_player = np.array(range(0,300,resolution))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then we decided to write the code of a Sarsa($\\lambda$ ) algorithm. The writing of the code is quite easy, all the difficulty for the next step lies in choosing good parameters. A first idea was to take random parameters and to compare the learning converge ratio of the sarsa algorithme on the first 100 games to detect the best parameters. However my computer is quite slow so this method was too long. Here is the values I choosed and why.\n", + "\n", + "* **Resolution of the grid :**\n", + "* **$\\alpha$ = 0.1 :** I tried the value of the RL notebook at the begining (0.01). This parameter correponds to the compromise between the speed of convergence and the accuracy of convergence. That's why I decided to increase it until we could see improvement on the first 100 games.\n", + "* **$\\gamma$ = 0.9:** It corresponds to factor of the discounted reward. It guarantees the convergemce of the reward model. So we want it tombe quite close to 1.\n", + "* **$\\lambda$ = 0.9:** It corresponds\n", + "* **$\\epsilon$ = 0.05:**\n", + "\n", + "\n", + "\n", + "Other things to make our algorithm converge faster:\n", + "\n", + "* **Heuristic initialisation on Q:** We used the easy policy (using difference between player_y and next_pipe_bottom_y)\n", + "* **Reward shaping:** Make more important to lose. And different type of losing.\n", + "* **Context dependent exploration:** Reducing the value of epsilon with time" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# convert boolean to Action\n", + "def ToAction(a):\n", + " if a:\n", + " action = 119\n", + " else:\n", + " action = None\n", + " return action\n", + "\n", + "# reward shaping\n", + "def RewardShape(reward):\n", + " if reward == 1:\n", + " reward_ = 100\n", + " if reward == -5:\n", + " state_end = game.getGameState()\n", + " reward_ = -1000 * abs(state_new['player_y'] - (state_new['next_pipe_top_y']+state_new['next_pipe_bottom_y'])/2)\n", + " return reward_\n", + "\n", + "def epsilon_greedy(Q, i,j,k, l, epsilon, state):\n", + " a = np.argmax(Q[i][j][k][l][:])\n", + " if(np.random.rand()<=epsilon): # random action\n", + "#if state['player_y'] > state['next_pipe_bottom_y'] - 50:\n", + "# a = 1\n", + "# else:\n", + "# a = 0\n", + " if np.random.rand()<= 0.05:\n", + " a = 1-a\n", + " return a" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# parameter definition\n", + "gamma = 0.9\n", + "alpha = 0.1\n", + "epsilon = 0.1\n", + "lbd = 0.9\n", + "\n", + "# initialize matrix Q and eligibility\n", + "Q = np.zeros((len(player_y), len(next_pipe_bottom_y), len(player_vel), len(next_pipe_dist_to_player) ,2))\n", + "eligibility = np.zeros((len(player_y), len(next_pipe_bottom_y), len(player_vel), len(next_pipe_dist_to_player)))\n", + "\n", + "n = 100000 ##nb de parties utilisées" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "ename": "UnboundLocalError", + "evalue": "local variable 'reward_' referenced before assignment", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mUnboundLocalError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 29\u001b[0m \u001b[0;31m# observe r, s and s'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 30\u001b[0m \u001b[0mreward\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mact\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mToAction\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 31\u001b[0;31m \u001b[0mreward_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mRewardShape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreward\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 32\u001b[0m \u001b[0mstate_new\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgame\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetGameState\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 33\u001b[0m \u001b[0mscreen_new\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetScreenRGB\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36mRewardShape\u001b[0;34m(reward)\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0mstate_end\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgame\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetGameState\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0mreward_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1000\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mabs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstate_new\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'player_y'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mstate_new\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'next_pipe_top_y'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstate_new\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'next_pipe_bottom_y'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 16\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mreward_\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 17\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 18\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mepsilon_greedy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mQ\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mj\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ml\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepsilon\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstate\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mUnboundLocalError\u001b[0m: local variable 'reward_' referenced before assignment" + ] + } + ], + "source": [ + "## TRAINING GAME\n", + "cumulated = np.zeros((100))\n", + "count = 0\n", + "\n", + "game = FlappyBird()\n", + "p = PLE(game, fps=30, frame_skip=1, num_steps=1, force_fps=True, display_screen=True)\n", + "\n", + "for kk in range(1,n):\n", + " if ((kk+1)%1000==0):\n", + " epsilon = epsilon/1.1\n", + " if ((kk+1)%100 == 0):\n", + " print('Moyenne sur les 100 derniers jeux:')\n", + " print((5 + np.mean(cumulated)))\n", + " cumulated = np.zeros((100))\n", + " count = 0\n", + " p.init()\n", + " reward = 0.0\n", + " p.reset_game()\n", + " state = game.getGameState()\n", + " screen = p.getScreenRGB()\n", + " i = np.argmin(abs(player_y - state['player_y']))\n", + " j = np.argmin(abs(next_pipe_bottom_y - state['next_pipe_bottom_y']))\n", + " k = np.argmin(abs(player_vel - state['player_vel']))\n", + " l = np.argmin(abs(next_pipe_dist_to_player - state['next_pipe_dist_to_player']))\n", + " a = epsilon_greedy(Q, i, j, k, l, epsilon, state)\n", + " \n", + " \n", + " while(not p.game_over()):\n", + " # observe r, s and s' \n", + " reward = p.act(ToAction(a))\n", + " reward_ = RewardShape(reward)\n", + " state_new = game.getGameState()\n", + " screen_new = p.getScreenRGB()\n", + " i_new = np.argmin(abs(player_y - state_new['player_y']))\n", + " j_new = np.argmin(abs(next_pipe_bottom_y - state_new['next_pipe_bottom_y']))\n", + " k_new = np.argmin(abs(player_vel - state_new['player_vel']))\n", + " l_new = np.argmin(abs(next_pipe_dist_to_player - state_new['next_pipe_dist_to_player']))\n", + " aa = epsilon_greedy(Q, i_new, j_new, k_new, l_new, epsilon, state_new)\n", + " \n", + " eligibility = gamma * lbd * eligibility\n", + " eligibility[i][j][k][l] = 1\n", + " delta = reward_ + gamma*Q[i_new][j_new][k_new][l_new][aa] - Q[i][j][k][l][a] \n", + " Q[i][j][k][l][a] = Q[i][j][k][l][a] + alpha * eligibility[i][j][k][l]* delta\n", + " \n", + "\n", + " i = i_new\n", + " j = j_new\n", + " k = k_new \n", + " l = l_new\n", + " a = aa\n", + " \n", + " cumulated[count] = cumulated[count] + reward\n", + " count += 1\n", + "Q\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "## SAVE\n", + "with open('Qsarsa', 'wb') as f:\n", + " pickle.dump(Q,f)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once Q is computed, we saved it in a python file. So next time, we'll just have to import the matrix we defined the policy below:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def QToPolicy(Q):\n", + " pi = np.zeros((len(player_y), len(next_pipe_bottom_y), len(player_vel), len(next_pipe_dist_to_player)))\n", + " for i in range(len(player_y)):\n", + " for j in range(len(next_pipe_bottom_y)):\n", + " for k in range(len(player_vel)):\n", + " for l in range(len(next_pipe_dist_to_player)):\n", + " pi[i][j][k][l] = np.argmax(Q[i][j][k][l][:])\n", + " return pi\n", + "\n", + "def FlappyAgentSarsa(state, screen):\n", + " \n", + " # determine state\n", + " i = np.argmin(abs(player_y - state['player_y']))\n", + " j = np.argmin(abs(next_pipe_bottom_y - state['next_pipe_bottom_y']))\n", + " k = np.argmin(abs(player_vel - state['player_vel']))\n", + " l = np.argmin(abs(next_pipe_dist_to_player - state['next_pipe_dist_to_player']))\n", + " \n", + " action = ToAction(Pisarsa[i][j][k][l])\n", + " return action\n", + "\n", + "file = open(\"Qsarsa\",'rb')\n", + "Qsarsa = pickle.load(file)\n", + "Pisarsa = QToPolicy(Qsarsa)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# run.py\n", + "\n", + "game = FlappyBird()\n", + "p = PLE(game, fps=30, frame_skip=1, num_steps=1, force_fps=False, display_screen=True)\n", + "\n", + "p.init()\n", + "reward = 0.0\n", + "\n", + "nb_games = 100\n", + "cumulated = np.zeros((nb_games))\n", + "\n", + "for i in range(nb_games):\n", + " p.reset_game()\n", + " \n", + " while(not p.game_over()):\n", + " state = game.getGameState()\n", + " screen = p.getScreenRGB()\n", + " action=FlappyAgentSarsa(state, screen)\n", + " \n", + " reward = p.act(action)\n", + " cumulated[i] = cumulated[i] + reward\n", + "\n", + "average_score = np.mean(cumulated)\n", + "max_score = np.max(cumulated)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(average_score)\n", + "print(max_score)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally with the parameters that we show before, we managed to learn better than 15. We could improve by changing parameters, but it is quite long and we'll have more challenge in developping a more complex algorithm.\n", + "\n", + "## FlappyAgentNN" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda root]", + "language": "python", + "name": "conda-root-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Roy/FlappyAgent.py b/Roy/FlappyAgent.py new file mode 100644 index 0000000..142bb88 --- /dev/null +++ b/Roy/FlappyAgent.py @@ -0,0 +1,38 @@ +import numpy as np + +# grid definition +resolution = 20 +next_pipe_bottom_y = np.array(range(0,400,resolution)) +player_vel = np.array(range(-10,10, 2)) +player_y = np.array(range(0,400,resolution)) +next_pipe_dist_to_player = np.array(range(0,300,resolution)) + +with open('Qsarsa', 'wb') as f: + pickle.dump(Q,f) + +def QToPolicy(Q): + pi = np.zeros((len(player_y), len(next_pipe_bottom_y), len(player_vel), len(next_pipe_dist_to_player))) + for i in range(len(player_y)): + for j in range(len(next_pipe_bottom_y)): + for k in range(len(player_vel)): + for l in range(len(next_pipe_dist_to_player)): + pi[i][j][k][l] = np.argmax(Q[i][j][k][l][:]) + return pi + +def FlappyPolicy(state, screen): + + # determine state + i = np.argmin(abs(player_y - state['player_y'])) + j = np.argmin(abs(next_pipe_bottom_y - state['next_pipe_bottom_y'])) + k = np.argmin(abs(player_vel - state['player_vel'])) + l = np.argmin(abs(next_pipe_dist_to_player - state['next_pipe_dist_to_player'])) + + action = ToAction(Pisarsa[i][j][k][l]) + return action + +file = open("Qsarsa",'rb') +Qsarsa = pickle.load(file) +Pisarsa = QToPolicy(Qsarsa) + + + diff --git a/Roy/Qsarsa b/Roy/Qsarsa new file mode 100644 index 0000000000000000000000000000000000000000..faa0a957d59177d6749274a8781b882ec512b844 GIT binary patch literal 960167 zcmeF42|QQZ-v3RNsR*f%loCp0Cb1(!k)+6&c`hMyQc;QqLJ<;~QxZ~y{oUp{L*|)8 zGS4CY-FuE-_jaE1oaa9GoOJ)s{`Gpbe&4m$Uf=KMz1H4)?X~yMzD#Ol?Qqt{Wv|gW zJCnU<9nRQW7}(hvxKQfZnHZh3K5uX5U}R5eOY}=EN^9d^N^OZ1iLTj_$PgRal3uqZ zQ?*^isYuMJ$nf{v|Xb?LPSJlDr!rvNTf)7-IhYtmXcGE zRD<|yu7oX>va<4#rLUjA|EEY~Z%b|HElm`=?rSOj!3p35Z~{01oB&P$Cx8>c3E%{9 z0yqJj08RiWfD^z8-~@02I02jhP5>u>6Tk`J1aJa40h|C%04IPGzzN_4Z~{01oB&P$ zCx8>c3E%{90yqJj08RiWfD^z8-~@02I02jhP5>wH|2F~03xmv~MuV_O+{Jy%Y!H4? z+liVc^9T;?K8%?D{WFZVJ8%ns1!RvVD1)UDjA51C1|K6!AVd zj4D_3=Ty^o{Zfyp^Vjr0h2{70es6!TqZ8fH^4Z-oEBYtZ`A6}8ujhMv2l9Q+KimIq z`~Te9pKpC1-}ic!%fHY6^CS7QTYS0gD*J}rjqp_dR+FN5Ei5@^eLi6u3XXNnLti4I z;J!xjPJ_>4$RGLT?&&bo5#{?y$M3i3uU?U(GpZ>9Pu0ZtZUJwgciWdscN~QY`sgi> zv0I;9E%j{+{2NXHCx8=J83N>PUQTsaCSaV33)P>VfCKyv3$*#4;0V+18jFwp5cZ_N zM2w;rjA>q+e(|OadUZEl%syBN_jxxSD~)Rc#!xEyyWVrCwC_2kRR}Axa92C(8BI0t zsokNys@@Dl&;8hzO7l?i$a}~9=CaU$vP%l+#RDsL9Oq<9sT-YaglhI$$`qk)s3fwyHtKx`ksd;n$-)&dF>)wfFf0dt>6K1Y&tp6Dgtg z@hk^Mp6FzO$x`4pG&vv2uLV>MQ8ouC;|ThUKhkAehlk{>Oz#pA8C^T1Pp?`Iue^y^ zG!p7zn0d{?(V={}DM3^Lr>hD2elI@T0aGrEXT>OM0q4lh)1_beSO#~K)uFcJ>hd)^ zdQgF&(DBoc5>QGC!+}|sqXgZ**WO>9Us3+IPb)fgWB;ovvUjM@@v+5V=?XYbdp1@r zKjT-u-=e6=_oj%Hoswi;J7Vm%`YIaV-h7d2YcaY>d30mXNVin$V&am$l?=Mq`cPX? z_a!vs!QVa!=#en@$kZFoE3Ox9x}_KsFbo-|zr+YS4g&LuJ-RMyBVmU4;BG#ZSKzN* zz9`=B24_jTO`P-NpffYiHE+mLYI&T#dJ^#dqr9BdGLhaMgK}>YVCcd8P~%gAHyFa#k4d!_Z^{&500f&YI995GjD-oQ_W zP4Apke%VBdC9N9TvY~$%R?9f4saXtw)#@4HfP4M0K{=vAqoNn~WPaG^w$KS@UWGj? z8hHm+4ht>Mzr^znntcdjjgzp1x; ze*an4vq1i?lR(2;Abw6pHFhck)cLp*noO#|rcPs3om4#}zTv6HO!gqD4@cq(6_?i= z|7abj6J5|bTdfA$nOV$<#N;Ij%O%gwxU(0M_q|084mcYI~a3SUxG9Rmq-@g61S5x8`iXnZ(2 z4b#*ffJD=_fE_X5y{herfQr^{bdFOrxiE*OqG2B=L>e??ewz8z z_iU=tXvwbXKLI{}k(5dQ0`Ql}qaGni1z~dM=Qq@z!zh(nA@f^5pj(phUZ0-;o{C&T zp|!-Q<=TJ^YrmMl)x`%j?b;3meP<5YI8`5XA=uyh!)=@ZP5>wHza?b)mG9;ozgPc9=YN|o zE%(#oRgx5CMo;0tj^tbY|GNC=&E0dd@5WqUEkRd}FD#zR6hVH8xD%xnBu}~+xa(K@ zms}#E@AdvX<8?X0-%Bm(!+Ilc_JPXCLta0$7lg_+SxD8=LGIId)3dvU!1C$z_K%1t z$URugUsC)Mbu#w+$StLVr1&0V2xHy%D+hsJ({EnJoad<0Y%c$F?g#}5;sP2(%>v?(#k(@E=Y)wzpRYz;f5#8x4zY1&c{=n08RiW@MjZf z79d>{X-t`q^JQt&!HVyhJluD}3^&tNK;f;KwP6)G#)z1}t z2Wi!(wuG(f0lTm~t33vzsO3G;1j~|1R4^g)iN56&s^nMsAbD{Juoh(r5yA3O5T{qd8Ymt|_e%b^F0KhX&BqwV@5d)|Ss(5QuCas&Jl z|F`+Y=+{*&5$_CCpw2hiYQwkr=JI-6nVAb~>y}Q`_UkHTl+E&b*FRHONvl$wLihQL zLWqrB^Df2_;MpYu6UNX=c%XMQtf>DzxM>Mo`PAn4tM1>Aba}n&_iOwdC0=Da7Z+(4 z;nP~hWR6&3Y^Pe+b}91)ICAYXoZx7I28H{#XGkM*2+^L5DLgXLm{SmIR%~#?=%<@M z5#s!vFE=VEDCl{%_CVEJMc?A$}VgGu+P@=JA_z-t5ygr(mOg=vH^?6#pGt$ljAaZST z*QnD3*p%hfR|Sm0h3y*y&lvT=Eph8C$E*SPv*Z6)+cVSTWU0SRjJd(WMDZ`pwj z&XmOh6f#CUI5bC!Oyy9gv#C7zyY zBEssoH(cGdYYrS195(mV5Mh7g2l{p3b$8!Q3!d`d#Jl{w(ckKQ`*fmaF^^Y`n6$!6 zYLEN+0>=(~D_hxb(^01VoBKMTlUet35)8wDKoZ;L3)65Q|DMu)i&;p~jC~u!R|N{H zlCo2R74S#VZqjq|?`>Wp=zGRUw4G$mn_&OZ_J4J`grrE(qdZ2;CQEKem5CAK;tnx9 zGeCl^-WOl1g_2-?J;QQBx8H;76z|Y@V;A_em%KGI7eYj2%1Qmg?@BRDW{heN_DX3u z7rpU*5(sZjYM*}9<}7v7WEX^+#G*GkjChyYNTvR29skqzO%A$G`RS8kQEA_ zy3j?5*|FPv5qvof{K9Kr^Y_j`g72m>S&nH)npkUj!e<;d(rq%dwrPMErO@3cm=@4g zf~S3{ok!t<%k)0tgOlLnRQz7sd<0G0fl09PG_3gbvgn)g)%5Pf*qOaW+4Op(*n#M5 z)r65zDBjEN$n|j&%EkuuO=()8Wr?WdxcGbcrDr=)BXo5!ynX&_{GDjuONn z6Xow&L)y@ke$hU~*O9>g1f#S)ehpQ&r?({`fA#D3D>ptK-Hj;by+VoIvR!*^oV5SabE7YJQ_68N%&E8|;zlkBmcu5+9Iny=6T5a&$}Q|gHNthqNczApj2{ z_wMW~zz-rYlxe+L_;m7NdHFoK@?Nz$PH>t z*z)4tH|)gNeQudjuX{vT>ddo=%;SAv`M}EwLZR1JYWS9-~ORxkV#_-~)j zSusI>;5hXSZII52m*M>BHAYz}|tx@L1jpxD&3`Wp|+f zE>XBATd0JAYV)1@27IMo*LMO`mzMaE@7*jvzw~|nO4|j3H{>_wZNS>@n~+yZY{W#a z3n!MbOhWL@%g3c==YXS2>E)V?4&Y@l-usBN3qC6DH0i3|kLqK+{x2os_ zJH|GDrcGL%9aElpndw8c0h8FhCi;}(MvR?_U-f+q1tuz%rfw3k1lu`i1J9X$1X1EM zcDGi2f(v|_DII=okniTcw>t78aET2ak!R~fm;Wx-@^#|RqL^XbKE?b?Oc<|ds37e@ z7R<1h1}&3e#2)iMwRrxwPR5-ee%ImZ zoe3*=UUm8lx8d@0OP#2t_tN5ZiUf3MZ4Tc9?kZ!OD@_yF7i!v8RpH8B^w+P<+JGd;gUt!u`#IPmn(U>2~;~-@ZLp zHhBCs>$Oi!gn9Gwb6G!2|F#Dy(nXQdVtWHi%nFHUu@WZhV6&oeaGt+s?%F#Br;v;4 z-fBZY{%P%5MUrmdnm4_BdVWIczmNZ${{Oz-k1wr@+V5}Z#)P?EHQ%kE!-56ppL@QB zlo+e)(VKYMH4nEsLQS{Mb;9N9xt;R+yMQ%=1T{Q zS7D+76sOq@)?hiRr(cA|k3#+)trrtPlc4ja$U1K<1stj;RfSlJ;B7Bmho6<+f1J*L zl?z@UCx8?9`3Sr}*VrNyx*oI4MWVv6^_Z60(hVg~60F`_`zCsO0d^W`MBU7v0FBa; z7lxcu@Wv|jZqRN8lwvwVT1(+D@{6LM_x$rcag+TW$HcC-!XRxNWr$=G80t-PCAE*k zHkk(n-Lzw{@BN-$|G-pWiy^ytyXzQX9`SuUSMJH&Jkyu>A9CDYo(KM-Lci}F6q#RE zj+5yHcl&`-vyI>Xp6Wkmz3TgZArqIsV!EXl;%`Rx)-E*={vH|MR%7CPl{F8fR$*$lt8Q=bZG$J>LcUZB zb>O0LxG!2D0IX)aE(a#2fb*SOWTA2_$bX8y@8dLjxI{#>rWK6#-;-i|(+I}isSDfh zCP8o}Q`xH9xgc*t9yste2!>W2&X}D3&sk^wUMFtj1aJa40h|C%04IPGzzN_4Z~{01 zoB&P$Cx8>c3E%{90yqJj08RiWfD^z8-~@02I02jhP5>u>6Tk`J1aJa40h|C%04IPG zzzN_4Z~{01oB&P$Cx8>c3E%{90yqJj08RiWfD^z8-~@02I02jhP5>u>6Tk`J1aJa4 z0h|C%04IPGzzN_4Z~{01oB&P$Cx8>c3E%{90yqJj08RiWfD^z8-~@02I02jhP5>u> z6ZlUdFvDi3$)qy{)M)=R54#EQlb@y)wHXAZb#i8p?hb&S6aBP^N;gRFR=n@k`W{G% zG^7WX?m~+0CMU9mSdi#Ac00)04&BYC$bUOj8d-jy;2Xuv#!9g|N$-bT_M$SmaKy`Q zX5wKr2<6fWkVJKZ^`)H2{>m=G`$_)JYcLP~YHr8wHBU2s^%Jmun|H|l611M|_zbZ^ z2AZn8bj7!(8%=gd^(f)a2fCbcr7M~hK)Lkr@F@y6!h3E8UKwV+G!;gcJPM#bxk=J3r!7l)8sj@>BqvuqtlyG22TD<#uZ1{R19 z%_X4v#5)7*qmK~u=C7OeRDCBy(ECfgzujL~TF1ZU|6Bam9?7!vwd#MT?_X;TuZrfsudegOwl@L;!%C{Ku3exf; z_Ra2#2iL?Gb8fRK5EANt^Egp3$T?UAH3r4P%Po`)PnP0y97b>2z3&u7n0XZ6xN+`4 zVygum`^tS#fBS2p+xttUnwxF1yVU{Z+_NYZ&Dk4VfeaK=Ok%7Snk`)w2e#@-Tk2Pc+M<4LUQwV zmV4D9B>HVpRR1eCRHvU?sBG6|ly8Sk?Xxep(c?wFx2acvm;cMtF`zDE&h7-uL zpA-!hNr}h;kjehyd%DyXUCv*rbm4NXg6_dNn7PWepr#uu>4-0w&Yl?~!nXvCI!(h}HSs(otNr-GOqUHf$4qA>a{NIci< ztr_Arousmb+#XGzG$-29szlJgQaYFYQfFN1+{E7iTNLCShhl4?)~U|S;(0jOIT-k| zdprXH)W2gx`dOs4dB^*GQvtyAiZfp)?j&-nN^Pq?l^+^SRh;-jhX~n6PMj-UWsLf6 z@*UFaO_I7lh0Cf9s!@e9pqUqAg#Kza7V4eeTVn-~CWkEc)___1E|D;`aY-0$0<#dyje(V`ohC zpEIu^#ztA5aXIXL2Uq-MYaXgqgQiW8^{d%T;G{P+8T#-FZ1Rg|57frMK=?D-v%M~lnJ)Tf^+?bSNqZc?JPOAR%`f>p9{`4jFAc|P)6p{&K|5ESE`=wP>ieDO ztpD_R)&H~?uPOT-t#Eq_$yHWoFSt}f6&7*l^YKJDB-48i9NTXDWIkzr0QSx*mNn*mgjplXf_AxRc$Skvqe_wqd=QJ$7-s)t-GrRF5&s^^O@ zqWmAuM{OsLSh4+g?>W-gfs`IF-eS|*==Bk_41BiM-^+m0JI;lAP-a7I24?M}5De*Q zuXu%`Qek}s|84~}A>?Y?Xz2^dLqL(saQ`g*XF~j@#)nDN&$1!MYt;zwEF?$!Gl2-IPKI*E?9)hDnWxWJx#6)C|x4-`4Gy{jGGW zujV7U?oJh4;uJO!4g$F0fD9i!eFFL%_cv_l3If;0tKsAU*03CB(^+IZ;&~L|`nBY8 z@g_-YX+nRhob21>X--10m$$=HoWPGDP~qk&87TA_HbTS8edcp8aX0w2_WoKp+Bq%V zv!)s<6P|4lc1wqkXZ9;de?49m*S>OXPvJpM9)BqNe4{P$igs7&Ls1jt3H469tJ!bC zHBdx(_t|zHmSy|^ zGS5yZC-&ZgZC_N178QelJ8e^$*7_^3A^Rlt`at)u>psHOqy-wtKegFf32@>5eU8uS z$fb2>uWX8X3#g!+>tnk>_@{b5fpK}u%g9gXK0!4@-bQ2p4^Z~*QGAJJ9Gp@-Fi$g- z4sp@7=Z=cgAV3oSCGnG@i%dauUmyHybT zl?-)v$#71BV@OJ2r*@f3=V8#mZBNCixE1qHqy}iFTqhciM>1 zpDR5+|6TuD`f1dyGn}y8j-j5&M7I4dWZ8~)_2Jw0`rG~O<$OHF3H%HMV&v(%IV#s+ zJ~T2K%r{qKZ1Dq$ECc;OQ&Yn=-u50MxKsux+{)p2rlJ37v9};6o0OG8xgR;?eQ52X zl|0y6G`WgA=mymQzQ?{!onUZDKJAhG0$c^m}srW9n=0OT3-v9&N;np?mpxrB1?mr`-Jfq;PsR;d*gdUqhSw zwn1I--{dcs|5fSZzR#)*@*iPj%Y7<(tx;&bNM_zlSqTBwLuOM$Wl&g3YP+K~0UlGU zJlpdi7D{C$BDf0VA!BpZDc3``=xwf|hFWgw-|epgD&{oS`Ei1-(%N`O2^LZUkH1RS z@3lL^D4S32_a4Gu7|qUl#I$G#jas@hp_i^V zuaBuU2P>Fe=qO@F-&)XlC!NpBS#JOC*|a95kfVs)gSGr6#V=8wzOZRjsS1dml8)*% zRzr$FNfLeeb%Oro?S53MIb+zH7Eg+WoKJpJq(X|_qr7#jGq?-F+aGl1QS`xw6RrUQ zF4f>cChh1}Pz!DkU+SFlJB?fuyU8gMdKo=SIi7v7n@1p^GR{ClMWJEppXlOe- z5GSrO%{5L|mxi_LO)ywc&v5Db&bH;zO}P4TK0Yi1~}*nawZ@jl*ZVEat> zfxXwpsb_w7f6G7Pcjc0mH9_z1`N8vX0zZNPf-V@O_A_FUw0ZV=9E@0}nM{p%3pHjt ztg_9Og&IraBpOgl>xWGD!Zl@clMqcicQf6l1C%{<7-M=`q2B7OqJ!Q`U^>;%N_(RQ zNCdXA-yE2N=}mSCuH!RcLDa6`E7S>I)^e*YeY)Z3xufpI`}jay_vIzJ-8}FkH2$NH z*SQV+avgoJkvUe+qIMLHC5w7IcKZyA1<~6_EIxy|O3q}@*ZIhoFl4o%@BoY)+{Z)A zR0h_)kINb)s^PivDxTr%w+V3W3FH#tSet^p-Paj*Dvr#Rfp%DRD zZ4POsLL`CVRq=BA>44|rInUbp1_2$mZ^_FOX{!2(&{jJ-}H!R+nS{S}^f z!*Jx;yK>&|!CZMm(uIAsK)WMu!a$}L;%y&_ZJ`%Hgp!yHwlgLDCjOnsb?Ye|0~jZ< zZ zSZV#MOV{u8L1$Dpy)g_zj&B?n8dwSg-lUWr5@j$(Wdffq4WU0sv1_|KJ2J3U(bG5K zG@MkeOJ&V`0y-NtrW=fEVK%sye$BCm1ik+d!Vmr0DVZ%sZ9tE8J-uwY(QgB`1h!j0 zRe%Mk_jMQ)sTH`TQhv#eO--rLo;~$dJDa~a~W6< zNl0f*STmZce6G7(>?acqe znc=ov!_a3mn3&m+^Yc6!jEMhZ=#}YtkTl)YMttB4SWlcR`AFUa3|kbIG+Vkrlx0NZ z@TU`SD`rM`Ml2mNZOu!_l-p4&sUvBWJe;7sF>s0h(mJS6S$DCGD;nx+)dikVR{!w* z^uLh$_pHO@6bXiwQ(&K>dFo=$BL9mzW;VDkwM-b?^r7zj*y%Br)bZG7* z#|F%%Z#N%nJP|g&Z7Iy5f)ra{R}(%IJ_L=@sSW(T!w}9U?2z190}hYUQ!O991&z~u zw#<|{7syp17k|k(58d=hCh}23P~NXB zu=Cjn42g=M@A?VX1U4wDzNp;$8`0>G=)?cchvX3DSw?PJj8)mkkivi#^EkAF_vq<4P(7|8GQ+w6 z4k=Dw-VOCY!T{aAVxB%o+hR0|et8ZTZtvo6Y|a7p$Tq5D;U@6(DW#^lmJ9mSfT}_F z>mv@!K3#S-31~N1p{@zqW%Qe4(G=~iVF}MPbFL<^92V_~|Ka)##j=@vw$WlV@pYfY zYS&|X+3qw6eSNNwGM)V*CG#RU-K}*WI@$&oPF(ftoahF>tJPYfny=RSZiT z&+{1V+yFG~{*O0BB}4IS*DdqlBOv>XhQlB%2hvlEG`*VGk%r38!!{mK=%&#aSBi^t zId99{&Ml45|8Tw9%XI;lhRK%EfXB~k+mZ?ioo)K|Gi`WcR^Pv*yO;?htN@0UApG27I+q49-I4^ z3e=m37IgF)rLIp`c=&vv`r-PP$Juh~#dy-m2cf}e%^vqAw$oynbmz-6+UCG&bkeh5 zWf5N9zi@f?&G)cXPJ65=r62Zimnm8GWCL?(Em6XkY)FU*nmeRy1lJUPS^Q@{=*ujr>EiKY>Al<%O%25Xs71&4!TtZ=Cg5Dxv~ZGT3%04# zp!Bi?E9ST4@hWGU0^@w^t!wyn6}Bd~0L?L*f~Z{iX0iL@(E9R$i={&&Tyt6VXqRv& zlpj&qR(yIGo*d1)x@0r~NlE1$qt}SAOm5Q4x^)WxC&svoIQv1lj3Z>xs0CJG z^F$2^7Q!oen{jFh4&*LeX6T)P;2{s`BF#BCyo2erh)xeY^)EkvOnM0PK1-b5DO?Rq ztoE;)TpPh&ZLbvfz$4f$waz5=QV8tgyxK@p-LT@ievfO(mk2czCo)X-x#H~|_Ny@! z&Vu@?*Hgfs%@QRgJq2$wc4GlNU+<$mtn^d3FaUQRz1%gJnE{IzgJ}`D8u(n{tL8w( zh5TOoKU;ng_#Y39T7$(+P4SMuAjf8oy2?AwML6+ zxaurxCbKpld_LHp(3W}&SCMEPa;_Gss_lWNuBDlwCu3d*9h^A;O=`MlSXFZ&c{=gJ z_W$Ph{y&<>^l@&on-*KJ6N=F~7I#^&r3&rmlDc1jT6?g>?b2$j#yh(19K|F&=_{O3 ztegQ%H#g($okl=X&z%lA+Y0B2Q`R>Je|uioy3o*Jgvt|Gl4688a@j|*KoTtSb?ng&QFRFYuvQPe$DM@X@=Tw7_M6ik7| z)7HEI<7o&=omO}dsQ@r{4a(J=kkO)1mYfp-iq_Itl=+?nG>-K>C=R3e} zzvHkZ$+y36@IAku-PRgZ?pUk!1&oXZj(>3_!Gaz64`u3noj(>b7<2SDfwOejwWG?x zKu)#iy0KU}e6NS833=SAA@bAA7r&1WxBqVuaGs@BeQ&lMo8_R`60vPNcH2H^ zEP=;dC^Co^Gr07a^5%(IIMwB5H}P~Fa<*sB?>f*8HV=>T403eCxl+^8&X86(bgzDm zz`1@P6Zoj#wwDB}-1Wqnv6ci=LYZ0eYWqRwTEJihl6*lLP4b@W$*1p<|Zb4|Z?GjQ}c^=(mp3hzc3c=j*GL(LquRm%qfL~B}~ zCUD*yG%eSCNMGV7=wJSwVn%6?Z)ms8!-M#PljL95 zuiSQTN4>JUflf7#tX;ep+$+mQwHhr@(+02-$#eoFx^sQL@D077nFA)~IzRjBPGYR&f zMBjq>)+ijw+kCUmbs9c=$UYRV-31BdG6jx-y%0_AqMdMf8&J}Q_t!?sqtEgkDHP(u z!T4bU+s6PDN*6vD)J$uGtHIiV_iqberTe#5+u+ciB}%M=`fAsh@mg$_^oY_(;n(}X z$8ArBUnj-Hi}wb$CyWAFKy_w;<^<68(%OEJdjiDu)59AKZlLZvx1 zp~8ls>%7JBd17l4WTka3`=6YAA^L!U0&`YjViIAc#)N&2#m?5xg75@CO?Jd0u!lr$ zK8$^UcPBT!GK%d5dPRFVhma^(-u^!=HGYrU>^d|B{VZMCnXl&H&@N8uk+t36FUz$# zU8?gpy6EQlMJncA{On(*a9>Yj_7N`w7PEz=aQGP=W|DVff9~-qpz7U~ zT*o*IZptYxS4XPBQFVl0=-NBj=seP|C7uEc(ZyP)2ZKPHV}H*Mq!sE?SNS{1*TNBM zlHH_xn&Hs-M|ZxoHNl1?`7V;;Cde;1>8k0||C{~eN7G!=lM8V2zYnr`E&9frQ-S;P z`crZAsc=S=Znk!+5DfP>+^6ik4z9dNz$R0F2y?%0U?TnXc^rj+3A@)GzsBE*-aaxw zwt8-P9@U9nVE8K3)foNJdj7~?ajBBTlgoAR6s6i7d2ATW#y@#}{rMYErV_0-oXmr_ z;Yw?ODGtP(<5taGLg9qR!7PXCl{w;(MZ`slyOCeo|IfJ|*6tiX_UP;Vp_sil^BMX- zLYHP$_c@V1kld5aRckv8ma)Q(XQct6Kl8LvXcfXQ`o8@ic<|`SkArnN8s52F%Gx5K0>?73=EZ6J8vIN1}3qHTnUm~ zU>{N8iG3dgXPS+=?TcQ5tt;PQrMqm%CFEsM5q~)RTh zq_5bm3A9Rhgm2yc0QzAqw!Z!ap!c z3E%{90yqJj08RiWfD^z8-~@02I02jhP5>u>6Tk`J1aJa40h|C%04IPGzzN_4Z~{01 zoB&P$Cx8>c3E%{90yqJj08RiWfD^z8-~@02I02jhP5>u>6Tk`J1aJa40h|C%04IPG zzzN_4Z~{01oB&P$Cx8>c3E%{90yqJj08RiWfD^z8-~@02I02jhP5>u>6Tk`J1aJa4 z0h|C%04IPGSUCc5Ogb<4$#a41viK#HYIn$fx_X<&#zFwb9psx2JHktO^dW!7YtTQs zZHw`Ce;DxM878~s3-yYxClY;}5HG>OP<~l!EQ0W$8YL=gLv-h)!KI>dMZ{pUv)Jr$KEnII zmfQKWQtGWN8#?v{1BHgetmthg_`JyIRk6w*1Rd^9QB3-SUrOI~nN}w_b&-mq-Q62X zUzBJ(p^-*b5AGV^byI_I<>=^nMmr=s*S~fzCnqxL=s|Mhr~#7defI9e$pFcB^MZCu zOC6}39H#F?2a;bB#%g3w<-*VgMdHJeDDZL4Z8|&}ExD|x=SDeShwl}Fy`2ANrT6Ys zu2a$VhE`I+Ov;)(SX{4`QR#RB%;}<%^yOYaPi9#&hl~|c=)viHCvYdC#TMyx)58iO z9~PmIno&YZY(usr*xMn?@zBj2R9`1ALa?3bVo*V+w11921fVrqa5sj&0dMDl{wZnd zzpOu(<62HBbU8SbWCMZaqL0GPw?$xfbL)+HHaA#rnrJ9;${o%J_q^b9(}xDf0wJ)x z1qy0z?e`Y6kWXz*(^8o_@a6Jjy`Fnc$o7f-JwlHVg-u+8p`3 z%HG2F=?&2JQq!Aws!HIq9M@l!Hl8r*i!Z(n;m_ixg?fsBgjc{LJJAJFpO#oYdhrUz zBI4dAJDVUgp<2ex{IS68QyjGb=aEN<$F9iDu2B5Es@?a#9U@IlBTHj`5V^Q_y&b90 zc7k4B0Wnjl7E9#JLT4y>)=nhJO_=kTi6fHO_*rtjrazqeQ0dWm)Aonyy=}|>#>>(X zOl$UTU?+`&1~a!obzc{7kGy9i#2X6l&B&+wrmc{EITOxzVzF?EYunEEJFSrPdY|{Y ziTjXQI*s9~@?e6#@B3xPYXdQ7Lwkar5a-adFW6j=wm~z814bUeae^Jr@i-I8zu*4P zwrM_?(~zvW3z?bxV}(>tplSDz-L`p=q_$(fX2cg`Kjk})p6ZDai)W4=D z|MtEv3#;qzP@-=(-{Fr|?)BM(`hVpAXDM&+-hGH|aY9Nowxhgs7?2T@}(F!1>DfI&^;pEEtw? zdI?OxCNI*RdD;`e-{|4D>q-fjMpL^A%ICxDCC|VMCJ7)^$nFuc*#j62^XQ1|j6pb8 zJW+h-bwtx{Ux;g16<}o@&}Hn2bjzF;eY2wvsM$!fC}fg>?O5ci)VpQCQPhsza>U@? zg70P*J^?g&Vb8N72L)skMOi`gd_>M5-Ti}gFF25Yw~L%Met6#KRRGadlo8WU4NVJ-3>nhU&1v>0nJL-}v&2ziJSSpyypLM%A_;2qg zCkA<#DZ*+%F3c+XO+zIpm#9?FdFFw^(1>h|MJYI(E$20%F92t+Cl5;l@HMULfK9K7@!m209kdDa#GKYtzsKAN(ZI7MV5s&t>>!_+6ka`bEuKBO$<)frUb-+C(F^ly)4M(3Nn1Z{rTKvi4)|ePhwc&(9&X%(|)xlNJ$a;qH<$RNn&8oH)G(04hGX_ zo!3A0$_KB#cJVAqSulP4PP)#>3wV4gAerCy5VX*!BDc_if;Ll9m*}oCnWC9#RYPnIq9WVH1)~N|HP+R$l&vg2-;+ z$!6+-4d`;5e^#mxlodA+d;`{TIv5JlrohKH@dF~9?!ea**DA*o2P~SG`ilDA0m5Y) zqlpbbV^i*g@Io5g$sj6__o#--I3`+8XD`G&(Qi(VJPP8jgq@U3_d*KaRvO>Qz5o+W zQZxM2R}kM9t2bJu_<`iJjyg#$Hzao5x?LxpCxYMRbrbF_CJ6BdqTUVfZoy`(lJa!$ zAp)OQTt*_?Z>S0OzpFbeA*SZG+$}iSOD7^|9}oHu{5rg%UBHi1hd5(rFi7lOeeyzN z9=splQ|$Eh{d=}fkNBERg5W)5sV3*=!V9JipBy;65HHVF_h_nb!aP+tD|hu(q;Dif z)#3Cx2$;5!{~UY~d3KA8N8i#9gm0;Tmc8bH+`17%oJ}17+>fjMPHCAT3+n_Cln!BP32_0^W~=kTVWL#?pWw%k?K~q65~jRKuK4UT$`K z8BE=uQ!6^)05j*y`HbbGVZ+P?l~Es0q@}LHjMmN_0uBUh7qIC~Iq19&0ddwct*`?!H$>9fQ*eN#08POB;a{{ZzlMP1?knph6*5uP*R0p5 z2J@hEJ^JA2-~hVF<~T#7%#Ng0X+Ws&BFOL6zfdGM562{(%C_2LV14xb{Q!?T(7MR6 zitR-(m_NUn+Qxkk*oK6CE%arP!Py0?#j%UXehOJv&h|X0yDn|2ZrcPlT26cE6I+1N z_vD_4_;O%tefnnHu@Zc^x)W8Nr@)Bt*|rb#RHzE$e7J9-g=Ad9N94@o;2i4UXIcAu zZ~STJ;oqbAg@a2!N~;M1OY+P8?V6!ESSv*BUKy-QrvEIsxgHL@_KG3Deh99M9E^)A zISb|rSB*{-8X?Q=i8|KH6RFq3eoB&^>TA`7&K?XF6)nn$l)Oy1C_Y7lLsc%WlU#>TCgXh?p-eHK-l}{p< z19JE4I%c%=z4oiuT)_UhXXN_9^~f9HGwo_u)WK|sQj@nxo1iy1?fRP?4f+IIaC+CI zg`XC3rpNL~lgMKTUpOqrn|O*)zRYQ*QeZ6n>_Jxv6ygdAJ;v$qR6jOErM3u8@EL3+ z(|iexQCgB)qrHK}_z3wnA5mBpuPmaUX`sAgNA}44O<-wj;TZbDj`Y8DCmnNs_HWOV|F^vI>bN~sTIWGo zmTrf?;2gXe-X$1)yb?r$<*8B`>p`jOwSTy%72=;E&5`1N7>2&67Bl8tMksfLlBLHQ zK^@I%)F|o#VxQtXcR42-BB=PE`QNuiWCaKH(AgwNmf2cZ(r$nRQ!d?&WxEcv<`~hV znuQ#}wwv=cTt`p`Z^q2vXZQZ{alFhY{6tCZ)7%kI*y};%>M;cR<*Xu`J<}k!%>1x( z(sN);-n&4t$`R36v(UJai|JZUu9Wy0U-)` zeR36r0JOe{Sm$2hf{dDm`ZJ#i0lKivZ3cF7V6JG2_L4N;@oC~$ke(do=;?*8t+n#qbC_WTCtd4jGo__`mw`6Z_jr^u}wqNenH62^R z{9^y-o{mVRSc09tTeG2=MqWz6GF#TFN#uw3-~WiCaS7O{_Qu|+dJBiUQp+`uT!zjo zE*8=BS0Lzsw^gwA5kkK_f2ocfy?u|Mul?jP^U=)n1p9yF53lsY2yDshH@~-;2-AC9 zeWPk{0nVmPreP=RA;9c_S~ztna2Owc=A0D`{i$5^yQLljW>a{H>5>leGMU%$zrT3_;|$M+DnNIV-F;n2NjWR8Czy<&^N$C<|A6Y<(A0PO<2IO-bxUsInk^@RPn36PIPGtXUQq* zIP_xZxJB(iW=`X|^dl3iAO7(DfOTG3l&HM~YMSO)U(Z#8c$K&IRKj^k&l2iJp5KP} zq}M5T6^|3<2YYrfhhIBqgDhh^IG#UlrD=_L*goMu$}5E2mZ97;b_Ij1SH7$)yK6z` z(_E6~>7QqQD*oTqj>)6a>4QFxsb>qxZ%V5L1*X#Xgv@%ZsbaXtY+WTLOa_ z+mma_At3tX-p*^1`;gbwkrTrG0kGW8N~Iyg-P}z|E%5wAN+bo@2gqXDJ72uz7BJW? z78cwOgtYMV-Kj3YK-65X_`)?1V)(T_tCnja%kfU$Nj};8=G%N^Isa!(ePo80u*cER zZDoEib}Sdp%dV>0u5JLTj*AC^4hKNsqoNFJhHv+Kzt?ee_x1F_q&~v&`}=a-UReUg zXZ+O3GRQES{k6%%`&MD~!#v`w^_?Ircbj|hN-ywD=yAzV=Rq5byFY>!f~t_28tIv6 zK*HSFhs(V|_9M3mXGC>%;aE zb%Jxu-22Ds?NGn2P?t*24^r~>QWexjgNq@hws?aN7=Pd{w0#={0+h1XiA_!+`vo6q zMhl!n-@op7()U3DnU;PcYBOsI2R@RG)erqY_TD?Fim%)ACQHr&q68HYK@k;1kdu|#QSa0o{$SNQ z-M#nze%9(fyZ7GRCmxb@6XFUcP+)5FSdYQi1mx_w&>y^6Al*E>y)Ug)y+OUd3mh0dvBfgb4y?+`w%T&haGg$I-c~Xb zLLcdEEZpGvE2dgJRByd()^B?hcrfG-rdNhx<|;`^-`!Yv z;B!-+`g;c8pBC(DJ?{X;webR%Jl{b*Zf9VIv@vpZrfTa7l{Y+8iYb;Ilmhx5#yZIV`a%PaX};hP`_KmJM~jmzE^E3979VJa1qNG_F9XtY<68)<*Jobv6MT z-R%A-p#&geqLn#MQwZ$2mCXiyo8HZzC&2+dtxp?J!hm;SrTmOE4Qs`_de(%#oFloKs^(Em4oRiFS zEV66_ulM%BkB6(_KtW9CR_+A^bFp_rKqdn7YaTA2?DnQm{rvNM^fwJli(3d2qcEcM z=&lyWFe2yL8s01a^|&qrgE#mKm}}?;CH2N&6!VSEx>h7G>m-j0GzIVc2Yntv zwa@Imp8wQ`Z+w{MT#EirpV!TH*`tB-L&$#g{LaEN zuP->L>VlRM-t8SIiw$k`Z<+(HS^po|6Ejf2&?~dX-VJPN8kUh`-=HQy$PVYwR}gGJ zcJNTlXE zGl?}#n=A*&aeb3uNV^W5D2g&o9fW$eF%hz92PiZ?9Or##`;YY}=hhTwhBxNG(lz3N zUGx%&Yh^H%m(RhIME9qmXBR*%P4NCr<8M&y=wlgrzY`A59N*CsZ2|TcIa+DyuRu@k zvq|S90~LY~y1%|SjXas@ZDR6&4*cpdkFE-3fRu609%0%SKA+pub%!H45`8hnB8S7%9!{LHfmmK`s%$9qve(M_+ckVaYhua zNDKpKN>YJk=@4k+VCwz8H-L8#;dZwj2HDHQo40R#Cv0(s+(B*q`pyuj zI6Wwo0UVUsZB2NcZU*XxWv}hK@Ew}1-Q;DQzQM8UMGm7lUEqC=cXgjsI-K>1PO(3i z4Qet<%yv00Q2YfyZ9o6+daXNRBtAhtFok)VR`2EqxA}2$7HxJ{2(iTpYzB(JpVq5w zrp3h=LypD6En*eRfy1EEmr*fOOm z&~(T-dJ(M$&&M0z4?Q)7=Ui`jDlFn*Jz0L`dzlk-b?xt&a|5Wbk!zV4#q=$`GfipIs%kE{z-}E z;3(k4q4w{o#{fsv#^Y)3KKQ=D;fV>n3Eb_3R(IUo;N5A)+}SK&_)5cYntdS{a1Nfx z`r42HEM9l<3on@fpG6YCC`s%ekLRAwJ)6>`%Nxf}jk?oK%@~wWqTRmS+t~?g;3zsN zQcS-N;~Y%wbQu7|z32PTwtNWgJMlFyT@f-ZXG58)6`|Cz3JyKLLr?JiHLUmzrF^mS{F#TrU?%N|e*oDl4{QH>5fD=^`c~CJkA6S;j8fc- z4mEoi+bNGnh)(*h(A+8C&i&JlW9g7ChYxai2KT-Wq-d{nYau zdFqL+w)&~0V_V%1_`{B*U(2lSBQQ%q=vdFtQDy9|s zB!A(eG?>~_%v4NW_?a)in@*sNeAj0D7A(oixg5>dhO_u+kTD0p_~|K8n7=;!_lJmUJK(*jX2b}jVuk;G=u zK25wbP+9^^jSRzA7y^oOZylFy>9Bxo&3y;Y`y`6ZZ8w?vQe79LyWybHFZ%nQpZt}d z0eN@s*D)eAM*DlG_8ckt;!xmF`T1$+*eT=F^O}QVVq)&uh+gm`8*fxV`@!LQdAbQ{ z9?WsP89Za}(=4TY4{7a=%d-bIxGyv?f^mXcu+BIn zrTG#>*NwnKKgHQqw=}SLig)eu&U;WwoQPzwjfaq>tD_TV6Cg;6!TjAJ7q}g+&}$r6 z2no$ckL(9C5MfVR(+!D&!0T<=+1|rq)zQLI@y;*)xNf3CWr6Dwbm*snP4-Ix^r+#S z{mi3n9F+EgSD0}A7Q`i5in|6*g2&1wwXC2?@LiSmTU>2{!_&IQ!ZJF+j74&Un&~YR zJ~ihjcL|5}_r=AUkNtp;C@`M#V+MrUTi+Ba@qvoNys-`JpWtOtMW0O>3vys_#=h%J z{~y;|?UO1;FGz>lxsBs~IYy6;=rmM)d$$f(^pCxZyNrttKc#d(P}mJJYP}z?uML8f zX(w+S*L%>Fa|$yqPXnI84eod&Z;(CtfVju@6EIFpl~bDqz%bcI`p@d|a9<~npO+&5 z+;2U&NA%zwjGPe3uPWU6<2v{9`5u4Gv9KOu)SwZcYSWhl6}s13^kx4xSPKb6o3G)Z zj|87RpH%7x6DMk1Dz{E}dXT47HzNw3p#|a!i$zc@dq4e3OAv?-WVIDBr9k9owBGe$ zI7rB_Ko(I3NHY!2-CFd55Vyyt-x~(PUcGBdMH%lkzhJCB>i0KV1aX0Y0HoVjW_x=3|l!PC-CI<{kO1+8A_CwA;(J zJ;y9VL<+tp8u@g?M#2kz>ax1E{3n>rjm%T7>?5gLc z05>xBxooj+s(dfGf>ri`|EZ2Z7@`h*|F#zfFAv1d{eSf z=+|Xw3^VP4LUC5gFFAd1;RN@4@tG#rP+TX)yVneOUuN5>`oF?fe>STyVHOk`3MAb+ z`1lESdpZ}+_f37<*?ydXg&&fjay z3?3}u#?pKHK~79!ou4u_@_SYM@0afLGM-y?yK+L zonIM~qa9eDfF47wTXUL|FtK%G(rIBBaHhL5MZAVVDYG(%Tgk1afgn?2S|_IhpsHqc{IZ?( zU(4s`k>X|}ob;%yljOw-5(ZT2l$4#l94;z+&h3clGkjE$?Tx^tGe4k1cPZFiL310_k#P3W-fr7~8T4jn)AhY_lQu}c< zNU4cGiM*W%|K4c**Gr?Y<6pQ*NQX*IygVP2NQ0_VR(NS&Btp}rKe$kL?n94+9%WXq z9f42I>QPP26A&t9oHskJ__N)MxMnX`*rUNgZ0?+C?I)P08E-ToPlhvjm+sp;q=BOD zM%dY_K5)$1-zg*f?~h*%Eb zy2r>PiWdNwLqZe}4!}3|9kGU_eo(!Gm%K^z&wQpnGa40h^xS`2J-?UM|9z#ajBBZV zOlLt)G7Ft4uwp~0qfR+EUnNIPRx`C$Pm!SwHmgcHr?w&QjjH$wr#0B3=)d@2eGtsg z6em%>8Gtvc`n|&=6Oi{-`yx+XBb+yD_(BK^aIt;%?hMZ=2%F`dF@7-!*B#=Kj_m=^ zdn{ufYd!PV@}v6F@=SOgHOhT?>-ah)Et+R6o-AF4i#|WqkXMpQh}M6IZzwskJ0Gf^ zZ%?_s0OB7``ah`K{XUxSjrI622nn3l)Ev3(;86HL)jPil=;g_$0|o}+rikZ$R`PLJ z<@qY%PSOd`q+9428Uu%xYwE6u7-0TZW)O3xWPkuQit8&NMS6?|9kdv;NzLB@GHTj` z^c6U$KK-%vp6x}D5RjiTmRN)h9Tnu#%I-Q#8$ogg<8rugisn_=yV zPFYZ~5~3aWhpA%N@X@oYU91L!%V6-X*m80AzCqM4dL)6g4KyWqifZAlxxp{6GsB@p!u$|ci_8TeUUQK;q z8`D_g7T*iymk#fL#0+qjy}e|b-w6*a8DS)bJACe=?flodAID5oW;1%tW z?$eT0K;r1M$?cp7HHuP_*0(Ev=JlV__iH`cTSp}oH>glAR_4dSyfmnh@It`>VLVjg z=(~sdri7>v%W3WpB=az^e)hSX+1&2;S>0#Fc-3Dm;81J- z)FH^OW1@0kAMz{L|1SOoTuMCRu|-f}QR4EYU4{2T3MNUsLr`boI^ekbeC)676tt^7 zPt8*D$JUqpT0hqRuMr?%Jt_0Hn-*=bBVJZ;p+V&(>tC^wY{0>Xi&+zOs}QI8x=CHT z4Gbv{Ykv-JhK$U%I~N~%17SqIZ_yK1IP1Zxr)egKsE`e@M{=~me8nj?#>zq9(`yyS zb8Z36SG1AsvN4dizQZJQR-S2*$f`0wUz>m-moR4ds`$nNKcgFLi z$GuXRx}37Pt(y$`>s?wpTL9Y}%ffG8K7^CK77-euCg4Azf%02&B3vCS6NhlvVf77b zWiQ#@`waU3T0iQ4MXILW*pZ%f46f!f$`bWV1L0P*+_YW`y!U)_hUsQ29Kxf>nthT9 z<*y*xAvp^e`0T9{D3lS+Zu`{A!(zZ})k)q#`p^4hbLUQ0x@apQ$K^85F40B9|Ek`< z^||4#yPQ0B|2(H^cj-%Mz}PqxJB__N7cmI8hEdBEmlEiBlRcQInF;ZJFHi9Zd;iq& z09Ef}BEFC8wf}2Q;@W7l3L?m;+I*fd^5=eg+yA!B&{IZahUw7Q7Uet&GJ4eaIl;** z?`8lAnLLp$y98QFFKYCZ+d+a}fxy|a6*SeODO_V*p`SbS-JD|xh#TL^dq;T(@o5y2 zeHU>OneXfz?~PSN9^%%IF9}40qynRR4G1_S!`H?E66V$WAcQ(cdA7?e=h51?CSJ9J*JRh2_GbxZFZW?eyOtPyD}?E4JNO0$2iA0$2iA0$2iA0$2iA z0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA z0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA z0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA0$2iA z0$2iA0$2iA0$2inmVjW~;z>IG&!BmQH~H07D-fMEP?W59hsTrOvet)=AQ7iV6~BTZ z+$EMJ2)4CAUPV2kprJNEMvOl##GihNuzH{MLXHO!B@SpK?J$Z(F z4?oUKXm0V_ey^=YJ4Hf7_XX(tQJwD5ehzX2Nynu$A48$^Q%w&87a*=-N9mUCBHnkH z%0I&;7%f_TfSX{4pn4b*oHava{SwAL%-kN~&U+t1>UA5DVKfWcyl#gSmtfKi8}tx7 zJ+f+IV#+|=-4-wMI+>ahPi^xim zJ4`9Zh$%~l&_}2zV_43f)cGEp4|{q~uIKp89a#yEZ<~<45igwVch38|@D6#;+0 zOIski<(^`+W`p#67r{BgDuXMoS*T0TXj?2x8u@JzxZupzYuT1Pkm`u(q0I-IQ;bY zIQ^emQ}g1QyNzZrl}sVd=e7HbPUh}f(xQuERY_)}U%vT)>lew}Y%k0Ze1eKjAKu3h zqoa`8+F^}c?oelW_s9g%(7qPy|HTH0dAvF5!XS^lQNG{$sPF-jTw!re;GhihY12;5 zQQr!Q-kXuPii#&&M&D+1E2t#rNp>HnYV+&j+i!Fn{ShXrUak92;HEP#8Qv>DuseDJ}f(&mGmC%k$VOzrr? z2*KOFePL|BIT(cFOwbEhB1+>PkNk+VfM`eY1x45mWUsteJ+ys`@kYpHo6akOjcc zgj9%v7Lu)i{i;BlUF<9Hb?J^Ioo50~g}i%`oQ6Oju37r}iSSQ-%1aDNlT#@_Y@^ibU=2vrpoA$`}KlQzD zIj)XJ%KvlwUb*e$$4PRwjS+`;dWBZ3>OZ%ebGaJ|QfU7?es6!Q{XGOYSanl^0t-O% zMTvjys44K2fO0EG90Uo+$IrG~!oAt$$?u|NpgDf>tL80x5I#Tm`1Z9du;wwIGhTEC zn)&jNfvz;iux;FATCB39*JonV8AzlaYEWO$7bvrmp(x!{T*73>uCt}U?fLT7|) zyctv_a7lZF?GUdSRfoI0wNQ1$?BLPONH|Xr#%cS(6j}=}3Gv+Wg_}ien)3ZpuxzOl zn0@>_{HqkK!|?MX*y13U>D#*~wkXI}J&BOndc$V8np>&oJaNM10>gu^CC*=sdZ zi#uPSVN!Sa_MjWGdWbMdRV)*F7jClA3j2cXM3Q8a=6%rhGgZ+k4*;FVxB1ALRDhg= zEe$tX2{Nt~Q1ISkL{c+erEmL4{mXh!=KH?z(ny4I4P|~LJr|my8pDXCJb)G$#x&is zAmshK7umz%un$9H=Dk%9%IfvFrdJ%`$=U!D?qCcUe%4x)aaTv)NQ6%Nel&(VU1Mf; z_V*A8JN`?Yj;@GM8c~G&K5r;ENHWrDPzvH2DR<+tY~fe|`P-?7Z$Ykw(v65$7-^w9 zDBj5A1!MN7Z0Kf>Aup2ds7Q%j1mZF?Z<%P6$$`6DW>uxnKzIP?k0jH_CSz&r)VGCXbMF=5fS2XSrEf~{dC568;~cB87k=h z4Bjl~$zR`gK@eN@mg;zW;Jlz!zxKin;VBvVT#donL4ifo9vKiWKSuf-Gk3o_V@E?fXS zYT|>ky;oo_PXDL2LSxu${~agLa~v>Xx}FN^T^<}=={6wMNf^Z}{vIS^@<=Z-SVNDj zlaroRD9Fq+)gD(>LC8Kg#0?+yg|fbIujH4mi0?)f&ArlRK>Kv9;%t~Jg0u0yS~r#g zy5pl zqyi+0%-(Puum=a0HXKvI^U%C{e*H8x&%dl!|FwAFs$~#3gndu3TFV4~k?40dQE$Lr znO@{!PB5_HG~6U-eg+TqGIj|2^Pnj6b%ipAHPYA0rjT6{3I}hl;LIhsAUAp6e|jl= zAMj9O$0O0Z_ru4(h#9;UL5Q0xI8sUMkWiJL^L_$8K)zCA7oPVV$*MrB6u)Oe*vYHK zva+&>H&@#Xk!3uvpOCw=i4lhYXB2%R?f5V2`!x^fi&KcLPW;o4i|fpzuPeF$ly6!k zh0C?zelWkVZxsTHboaE-%)3zR)%CUHrZZxD&*4@s(CiuZ3aNC?aqOuM0FmfP@Me@k)TGq)CN9N5hbAma8Ysfr zfZwt9mq!0~eZT7c)z=WV>b!%~f+32yc>Kn+GHBDU+TSg@kC3&;8jFx7VscF|`xPpm zA?#Nff}=lDAah4U+a8=$K*Yz2X%(u&#qu;VhJL)ij~JWN9dYR80zPyD*VxJsi8|mj zTsG_prIPU@J&zQ@mw_Vp$@3>bw9&Xev4&#%TfYY4-{f1|o*xnB8;AW$Tu%7z)1Xys zLilWS3`|9|Vt(j$f^SvOwLz*maG16(5nCRDe7x(jw6;y4;N%n`U|0n@VctcHNkP!~ zMf&(gj3pct2#wQUl0pJW-P|Q-ToBg;(o|iR9?-#Qiqma*h-ikLCn4tVfxhi;R(5UG zAcQ7VT*_>OBSx9EZN8PTnZC?8XLbTZEa6ZVsUaw)7H}Ezbe~^ zbt|AcrxPa9>Ga)~njyw#6xa7cBlxMESRm5tg0mkcPrNhy27FG;_$(#85Q5C=<~b+B z25quK33o2=^Xxoi>M;Q{_^y{y&{IfBIzh0irGsdkzH}^=%mFd|`Zm9=tr7GY1L&j$ z3m_6r%3pbh!t9X6^(RD)aCL#Ny?!YYc%zXl_Pc?g95%+CpSrI&;}*kphu8L^^J@oe z9-o~q(sp{x7dUyN_+Ql<_&!~|bi4r=1y;g3IIE$LO=|6QTNB*t$?_mSS^=yMVUcJ- zJ&=C7{b_h07o>Z)t(tYh!IrgW^qE~Sgwc-X5;=QAOn#YXw3|J6=lvM(F}{I(o&KaU zX|4rh+&4}8;^RSlyq)i$cOxXvA*QDwkL-h%@H^DLy0Z4p3w2({`T<$%1C9k zH15v3gBU`lsKt1@wBmyi&pPkqrWZduOqwh|B=|4q@gC1fOvI%E4No}K@Ie+ai3euN zoRee*T99jGinq#?33N#l7C-P>KwF<{iT>d@Y`m4Ru$@VQ=-8n8ln)gUAv8AH{?rT^ z4IK80DT;#}k1i=M6Bk5J^ct}ypEY8`O*_=h;)JOG@I79ACmW9J50}8(=MIM=F09YC zC4+L?fDyx?XK*;gl+O*%2dWO@8A)lWiCHfWH-#j}{M&Ty>Ftg`@3>#a6=GKxRLBH< zAgAt>4SS{;#5r7YN+?Z$pqCb8$MRd@7|)SQq1%H{OmlhT6;;MXTlWjF#CX$LC4tlDklWlZ!u#fDTgeOl4J6g9T454N2?xNr@>i_-x+x$IfRa@ zKlK_WA5P6Chh1qlhAr-Uhn1{+;GAL}|Ga&HSh8EMxnV^7zns5&I`?dzrvJn(c5}Fd z;O-+$@`X#T!E1>b7T^%Rk)>Jd0UP%QlOP!>Ppc(`%uMqI>Q8(^j=K`r1696fzlIio+=F z3EwF7;~zLZMFMP}yL94t!#3e-WrH`?2xa!SEALbv19@hMa5Rwv;&JqaTuGBO;z8fE zQm*KT@FX5Huspgu9w-`i*}umWCVAr|Ud{Uf>G2P5WqfQQXXVWl=Y$XZX??%e$EtbK zWGOBW?vJv_996CW2Yux)l)WB6JzlnOo~s1Rbc`MPDwT!{{sU4Z!N$0kSJm z(5Co9n0BoW8Z*h);bI_Utgj0Aay-Uhb{?@i^QHgW&*P=GKGkb-W$-^S_G8X%`BikW zmO%xcd6^&gCdSvS?yIPGGeqhp_a%6B0&}PBM^EQSkRb@J{PFbzw6t&uiG7K&+dTN z#jl_ET&sfs712gd$%_BK9sjd6zvDkc51W73!)nYv`DqK)oNA0ifVjt#u`bMqk2y;T zXZtZnc+9KK#H&F{x97+M%tuI?x$gXGmH--wsZsb-8P|${~Ag3&NW`w0i2F z`IQ)rYf}j$|D4ZmX&2e|->rrcD*cjqkqFQ$Gf+w}|7X6eJw6k6`6a<`JD<(IC^tPk z*7v{sUT@>X%Qa5xfUbe2d{0a)9-fm;v`k z=+h#qYHYU$=leman}%7?W9U)(0Ga-4@#T=LRA5c$0u>^BBVE-#=n$t|k0^a1`ou<3yfG`QCguZj*K(t=cDy(|b86U;rp=G45UZ3c2Q8_i~ z3r2|@fR}piZISB;2s!URIaiYfq!W@a)B-bgdSTqi6~ek>g> zHi8Lv_R_-nWARVG8=g4wybb!5ji&v4JE1t4|DMonCVc9+5z*aU3&WRNz+z1Zvg-J# z&Qm>vmVCD(EXS@RXO{^zIc`fKPWE3%h-RbUD)(X58&rir->my#M57k2yN~tDhDCvy zQ$FGKt6f075rN@lsD(U!3v#hrT=i^nZ8W8OwEN>!mkAaC9l=)RB*H zx+Uo{W-A;xTcvYSBI1BaytuNQ(F~AMzC${QJH&O>U(TbwgeZ64AhLh11NujZOdrl& zMfTcRe^{!}sh1xick$-s$#wvoFPH?WL;tKFXq*oc#6O3NIgdXvd?xPC#dWWJw-Q(z zS0V=>xc6KOE_*L*`zR_|kCuau_nl1X;Ttd>$(+NL9tuP(E#f$RanL(%{hh<+Hqyy> zjALxeAMTlbK1svz!%^#3%SUGEVtLKe{0bj?t8^%PBpBfeTj5cYAW- z_)#N8^ne?%x+qZ3Ge$r=^Ql0-yCr|@eEpTf2%)`#gx(aW2C!bU@t=d7W>%Z?EG5A3 znS;f2xe*?vCLm?fPk^^vTSH7o3&mH;u{pa#><)L!U zQ8=hLgqJZj1stZEd^aZY;ZhYF=ETDcP9PQv&3gmZ_&TwSc0Kel+HkG)1h#D~_ zx0k7c+DF!feA6F+bHk>QL2v+A`B`J`st&?%R}Oy7avYFA^&*uwoxCaMpa%bpu1fhFG}gt7olz|TS>Xl> zE2A$kh|!%NqWcQUSwx3ztlJ>iXz7{c<0d#lq%N4UJI^R7mCq)ib{RBZp1u)z&U!L!Sc+L zDJ$bF2l)~LI{BoJ6q0lAi^*nv?BUB}DCu|O!2UU!?r9HdC zZ;$7%*8`8KPv1s+_MsZFaRJgdC{V^*pU27%&V#D62>J0_>!9ax<-whr>&Sbe`)Vnd z`@v7}wj^tfEEo}7yL{XRK(1FyLv+?3C@BvwlIX|6&5rlbs~!eN*A-RC>Ixvxu_f_> z$L{@NRB-&W!`Xja->-UYZ>3!IWv43 z(hjYB``*kfeFcl66QCx03x=y++}VES1>)zJe_(C~gLIq3tw#BHDEf4<<%V!PB#HIh zV`cgP$1dNo5hD$U1CrsdU0VMB_*KTt7t)WeC6`osHB9R_H zKzw@enY3XEQ0j`7j2sLB8Gn@|S-dk4=+R%Dll&Z*BxjFC#9Bc&Z-C9QC~qh{{&+*B zS{pQ`$SBVE|0u4HOjRhay!_YW`fHs3U-7L^%@lt)LWgp-4C%M0(V%jfrY8!mwn5pw z(TVrwHeA`@eCgyi0>sf}FSQH5Lzg!hi?ewrgme2-6413li@iZg*~LzHR3C|XBvA^w z-~49wVcNjYbNfb#=m>DLE6#<{HG^Ps6V*r05Af_-z#9hAmk=}*B$BiHypR3kIu1`= z0wlAzF+7sL{kLDAuS?2Y?o(ZXs1y46viBC?LH+%d7UfCMs%AAf>^cpOd{4$ha))5y zY;pQ0>2a95>b=sn&;X;ojmh0MUtk-rA#I?b325>oZTP(hpwp;Cx7INghT8Q}r?04lG z`=N8s)cO`cKEFS`u4N5A=_+rQa4Z12w0W?PbqQWQ+7fQF=>oIvL_sm(eh@V4#qH8; zhQMbp{CG)QfhvQ2eCl`$Jhl!cOr|J;o)ODa92NGk{*E)y)F%c$eOmf{;g~2yX%gKc zF%t#jS2aKQPE2F0=v21*o5+5i*Z1y(T?#yx{M+OE&1cJeLHY;8Ywf7~xVR2Sakn^w zL~ziAQwv1)@>|fyPOkp7c>t_81rHL848Yk7$=Yq7Tj6TnCR5}6HZad2Pww1K0GH<4 z@aqrqVc+tF5m6a`xZnK5#;GS33_d9M7aKc+TQK+ekOQ8uaN-%B`VU>$Hss)*m-YRr z_jkqf*K*~vUzRRir9}^awy|tJMT@GvWAXcVX&uU%Z~AX-??9|!w9N$GByj$q8sur3 zgd6Fz7H*oA5D@7nAW-)W6nVQ1C61gu)69^c9#av#N18e0$qQfaT&x_^R>3rjrZ z(NRE~_o@FFLjq7P&!#-VlZE`44$s=B9)Daf2NCU~0U1j4q$`y`uQN5O=+#Rm$Gr;W z5^L!+!Rv6gGQ6>mc?JTe*6_C#WSV`5B6N%GzuXZP%gD5PoP`? z?b++3IpvB#dGQJV`;QoC*{Ql5X#5(OJeu*|N@T#;q)%z{aVq3j?tjV;L}Qi8KM|oq zr#-(IixQ!CYlG;#Di(nmIk2XBXay2C%vMmIQ7CyTIz(`G6kLn6S+%%x!2hVN!jZgE zkfJwq|6J+<9Jcy(1{v=mNiT%e`GyA^oRAf=($9ymV5`JeLeZc$-P5GPnEA)!`76gD z2M6!v7&3IyyH~+Rf(%vhWA*o;T7r2tj*EFrE1B-UnW4L;G&vAy;jDV zqPYo!^1Ro{>OqW)+-Hm#)+a_P}8Rb9tgy z-N0~g{^YP{D_o&|%P=j_4j7u|#)a z;Fam!=M|SQ5hdT@e?$$MAztT#Yi}OF6&n-N`$tUv=jXc{NvFe_D+11l{Ez+qz`y-0 zv>6JQ*WmC?_O=JN*I_LE<2{Rs8sKX+dp}fA1!S+wr!>@ipi$-o>CS~7sI(_t`ykZ` zFSJ80O7L~Tojbf@O^+&}FXhlST}K~`8wvZW_yHVQ#~qI{DFe#x#*k~WxIi0O-~aua zFpy7ZSB6s-{2ZrJK3ILETJ+K%)0-4u)v)jQ4$R3j9agQyMIQ@t*qa!Chp>#X$EUL< zA>`)CF1)Q#&^V@A-XT5)dgO0yTyG2j?Y%Rf_mK|3u&#?HZ+s~%`W{gIDDoA)XGS!= zJW~ZDa$>5OfEExSi)kfux&?$9vH9p)Fpy@=3mxR^EZPgDuP*V6<^3^#Oz)+QEDzm~ z1E?X#%Kj8m1~fiz)jf=N10u$|MLvBZKsRegVr^effrc}epU3_Mn5ug0P;1){Q4x%Z zU4H$LG5<2%S0o$i-*5B{h*pC&Ib-kV{ocSl{XmHKXgQ3%u0Nh98V~0xqvzeHGoZak zpGM^H$KT#h-sAbJ4M@&pd>KuLvS@DZJUB*&;v_t!5#hi^pDcgKI_|gwaplq_$Mfc4 zCuQMtz3@D!>6|t5kZp%4t1l(__3gkHr}-&bDF*lyi#qD5P{6CRr?OEn1TVKDE%qD? zl+={ovNZ?-M_k65*rm^)%^i5GTsHBq>1EfFz1>bli%uUd#l1mCiyDlxU*t{ShTi$| zn(cgClqdD&NtL1{$R`y|^f|H$Cu+`Eg?wzmsbgb219n7Exb}4GJb) zXp%s6G%P%>d80L41m2YKJ(mxqfyMR$pR@uBzw-XmzIVgZ<3m|==un!!(RTiR)Y3nv zA}#-7)%7RAKp_f_wyY~qshCcPv1;BP8C@rWX1x6{E-8)qNet)w6i($F_1!`2p$L&cw z9TjS~HpYEfc@t=J=L@d;;-Gz>`VzUON`TheP%$>#1|powMC{`HfnD+CGCC9p6mh|) zJcsk7$IS9O8?jL_fO}~f4BN@&t+LkVp!4e z8)Uo{XIW8(`oqoh6qKlHz>w~R9V#@zinN2|!7|Xj5BKrsS%phOw~smm4eqX+EIm5% zXc)f5g&(+<*aVrk@-32g?~l={Pe(ZuC&5_2;`_u-8{F6X>X;ib38EXl%szv=2`F;Gm`Ba%xn4~2Vp|0cZ%7YTb=(H44--EveQzg~= zAG6@1{*%{a#m_84{(3a|MTtc)^Uy5p@)?02C|jL)54NzECQ?XVY(hp@#4RW}GZA-~X1&iSZ*i^JCm-)uMni4Ufe? zI~Ve=SVR~oxj}ow;HH6ZG&D24>R3LC09Vl4Zz8pL@N0X1xBm+HR&R5O9hJo$Jsm~E zhJLE#V#jYKL?0{7tu4usqcV~Nij{VAz+K@v10dm+a6&Go-ByuF!kHmsfU%gDxT_d8PHR5542SAB#72?e$mRm>5yshflx9%`>3<3$GuLOsvC;(t(1aIUIE5V8~Z{ zhY={uoS|6bn1oPEDp$&m-RBL>4cc}DyTB!tM=-HG4|;M^R%%C!VEs|tTDW2=71`%r zuS8COdJao5Pppl?^=_Wffs`Q-&Bg7d@o0pP9a<~1&8;9N!u#%VaT>Ud7v$HSuY#!& z2Aa|ERA{*&Q($np6t;AFzTH2c0Y@I4I&hYu7%D9%P?j;%KNinl^+vbmFgm}dL9J9O zUF~aV(eAWYUY=iZ(KgeA7ezSn(3n-F`<5$1yX(Ibd(+V|=u;1vU>D7V+zr~Q?=8i^ zfOpI$?Z|t$&=QiJa;pNK5ZxAX`T8D45rM4dtGV!?!r{e!pQPRX<-N<^&L94Ie8*2` zf3TaTLk$>amI>x)(S64aba7+|P={Bc1$G8RsD^DxQU-|%riDqVHb3V%P+t%X%U5_0 zZ9BQ|Qa*eH<0mo-FN_mF&Fa95l$%*F*)e)NzR?>TEMmlHUnhgK^`iq0RsXz?@mJnh z|MwC&`8DZ$bQd)`J~NlYdz}=$%70*?pJEk8Z!P=MTv&jWL|XN06%AlQkuceJrUkUd z1e{MOM8Mc>wZl!7DRA!T@JBt{b|8t^c_(tP9&}jBbB(M*fHr(|WaD7#?t4a**{_#0 z!H-}yv-0A$zn;(iizLS;yheco*IK9f(03T)M+%Hg8X&>-InsN+73vP;4(CWjfi6qw z3dEZFA@Yy4)6;8)d@9p=uY`ZRd4@4ezSx^8H-A#$WWAsxXhAd%q*D`nP-{D zLdZO2CM9DTJ6^{uGigv}nL?(7(ARH$mOktEzSn2n_xrxz!*_i@r+;2+pR>=kujk{s z&OX~d`?O(P{>Y2KTNRK$uiy0Z)QG4H!7<_^rx7p(WE&(pn*7R>b4+I$Q{p?AL75B|GRSTZWrF%eo6CmANB^rPx69e`>|RVm}`}aR)AIh(T6zMMJRlw zrtcEc4Kwuz4pIK-gBW@eIWC`Ta9CQVk7nopugZM=0q@z)?^Mt`5~IzX`Mr3>MM-{C z4@HRROv_rwfur4-e%eR_bf(8WT1Vh)&F*&puDbNGxxGH01UorQFR6Tk1p6uCX3VJQ zAV_p24>Z3Xfawn@x*G0}fphxQW6T)9Vb-YkUms}!#wt&fN#Yh@=1dYZE6mZGk#n<0 z2E1#$$M(D!Y0-oDl`n>*PO0$2QaT7-GeWc>c`x7Z`}_00Ph5MirM3z&lIJYNmVQDd zPx#qM#gD+>jlW9hHVUPW)%jMNAHuW3W7hmSr2yNXm$TZhquudozG^r%*{+V73TsK6 zFZW`Y6GQ6Fa&EwOhmrtEnKeXUt44^UmC!u*cA!Tq&)+`24+8nv%ulR>(4!;i?gpy> z{U4^Y2HQZ#m%l}68slPX8%$!f;6U$!sAN&U*JrWp27P(ue9J@mF- z;!nj;T;bY#CQS*IMT!r4vGddvkI(R_4PHVt`;UAc&k_CG^Y*aJ4m=y21`#EX%##VL zFh=*9?XGt>u%wkgc3E%{90yqJj08RiWfD^z8-~@02I02jhP5>u>6Tk`J1aJa40h|C% z04IPGzzN_4Z~{01oB&P$Cx8>c3E%{90yqJj08RiWfD^z8-~@02I02jhP5>u>6Tk`J z1aJa40h|C%04IPGzzN_4Z~{01oB&P$Cx8>c3E%{90yqJj08RiWfD^z8-~@02I02l% z-zk96EcE#(n+De{4p$meM}c^px-e(2Jo2ovkY1khh0!$=jjNZeVNd*A|J!^cw0U=+ zLfm2=3Hc+QLWVeZ6=U@3h`v+VuR?UCAq>oNyq|ka^y8z>))A-|Ex6ymi zdV9{a8;GB?uRvZoV_ zqsoQbiijuDLip_-FI4taZ9&1%7McGjcDIS}LDRf%1F?_n5Q&GR+x_XgXt!PJ_Mys= zm&MR={E27n)@4zwoyfhe!6NXotT-lm%me;wz2O>}E`_<;)7_Z<2|3z3_KBEJr`M0i zwy=m^Ns|6KDb@Nb|8Bc~RP{REo)t4_4Ty1aom)Z~niEf+Z8)R}cZ|lL$u!+Yjmq6E z@ni1j4n7Cbu!7X#OsZ8M7XJ>JM2*#SCzMfiax?HV+Pao(nMuxAB^*R+M(V4 zkzO}f6jQK7Q~Xyy$$C!I{MX~dH7SJ(4co;fHFxC}?|q6B_%)6!i;e}sy5zr>ciZ`Q zYaUteV;ajxK()7g{}JOS@Vx1in}S~m#AvVPrk&)6(ei^8N)C>2T`A%Ec84W$eosca zBC57?f2a0?j2fOuiT0M(Wj#}LQI2ZZy8j+pKgQ>Cek>5d@#Lj!BLk!oc+=tBgh6k$ABvm^TjUv2K&6Ju%={K&e^|cXx=6UE zbQub{fy0L*^`q;BkZ(WyLQ2sVPB)mclGlfWxxGuiaHTZ}vz6!H9<#f`-=VJAk^T_TjJv8E|{QQ?ILYYv3Ei1ABk z%d0#`blBdIe)^I-n5!D`kw(1w)84Pbj&^LM%@2TQQ*i2RPZ7Ac?U#6w7Y-quk}MXq zqG&GA?3>-*Ah7C+4DXdRL;^Arlp$~adw=eDJj`8qzX`HYrRKS7osYw{y~i*3ECb%pPv4QO78by!{I8%pIaFsnaRSgvtL6-_0r2)OboyB(7st)z6CnJ zmdj~aCejSOel0h$$j|i7`XMn>n?-v{g_;S*LE)Are^l9W#ycfl4Lz#lsjIlE@oRlN z+`m6mz@n-5h*v`{+&i0?#%HdHF0=CH%2nEe));}B@VX0mtk%@qwkS~__xGZ3khlRR>l z4n`8vQe^`Vi($hlz9aX=YbfrFlhk(!M%%6wPfN^dVcjIWEP%ls6?A>S`qjr6z7O&C zP}%E3NoR{W`Gbpa`xvX0(`#{P)^DSp68%~8d3t(U%x&Oz@5h@J%GPQEj{*gy)&jaH z1!C79c%J{L2JCT0DWgB#fbm1;HFH{XcND z5ow4B$6_cFUfo6&j=|YdbhnWgQ}P8dMMuOxPTzlMq!OlTP1N>=B*Sabr@S%44RDuF zhJndV!JOAqYUCj?+BD>ilM(Y3eP6^Bx~B^ty`N*0kUz%^ z_{>L6Uhe1??KruF6%haL`y~IXlR%uqvZxiS2~B5Prtk)AA&j-?Jmc3JaQ4%S47*le zAkO${|B1#6?vv_$HrO8q*eiU)Pui@YI56mpT;6SP#^zAepE5#u51Y!{`D|f#yGBaq zBG(SxMJD9b4;ZiLqjF)xFPwzQU_Cf3)7xAMv2q2?LvBH!=NX=VP~j{hO4V4~`sM+? z1FMRP?0dnSE>87f=w-NZ%+6VCffQte^p}W-=S3B(=Dm*P<3nj)>i+qN`I_DB{j2qd zS`un1u>`zBG0R2au`s%Qjr>vdEvOVYswzkn2Z!IEv+cmfLpDg8( zimQ5D5vtbEUc9d+&)x#zZ3jNxtmJ?vT#pU*mTIBh?KiyIe3MV@g(zNKbq{2)g6Uf4 zda?{BbnFiC4X>U^xD_5&fw^Ri(w>X7rykPw4~G6|t?!=5TAC-KOlb@#&JRR+ zq@8vt+-`_JaDqeTNHBU(_JN8oH4r9rj)svd1*3qRp_}?Lu9?2jZpM7@+?W z2A-bb)~tClkkmoqmQoV}UVg8QHoMiKbgZE-^ZX4E?g{P;w<7)Jx$F9`Rtk0B^-QH} z=y)VyAPL0_APGSU`w!WJb}RkGG6_4BYcdmmxz`8^k6+IYEOkSr3;y>6(tJ>h_l+15 zc^mYoOLgePGk^5)ri~kQf&&WX(f(rnH2}5U_YwVG>4?6|emY(<7L3mSxWgiQ(i$lB z)ucSjgOD&usN|;;5zv5**9ld2M`OkGON9vz9{6v)-B0) z7qk&T*j9Qi0HqbWCbp%yKtxd3yRE_?#28~%CQ}m&Czh$VR>i$hwO=sBQcfCJ(=vHo zox2I~Uzvl#ovr`le80`DSXlkld*^=fLn%L%b*>db66uvJgN$e(IB_NASz!$HEDgfu zQBR0BndbmeXTbb8)Vnb3hmKJTeNhwEheA>rk_&TwNL9Y@paq8vyy|ngu;A^B1efkl z?4`6qo24mU&cZ=xtd7RJp(hab>isOH4D>;FhZr`CvB?lA@PlE%!yQ?0+|s;O^AK3= z!q+*kYD24hL3bCo^BTQLZT9mo10MJBPHqi*ba;w?cE4W?+!EA_QJA`gnnZ10+@EnnIk%n@zu^oVS-J=UE8uHxCHTluFk><&9!)h>p(xTTY-v)`E`Crc0Ti57a zHkVqXwE*F=9NOzP=Au;0Oa5PEMlgsmU|;fTJ4VPYUgg5;G|cZEFL@q=v9rA?VB1GU zDv`Bwe`Y^@qn!A7P>Z5eE)shJSIcb+N$O)k+vU(dZH0bBeK5?Yx{$sj$Eq*_Oi zCco(sdxsq}J#1~oIAw@QkCC3~jWok7%Wpc+u0&w=XrOAL*Blt13+3x8S z)WNc=lrBm#ctU&6Y}P!w7L0 z&q|qG*qMjUcQRJ5d81xt`CA!!&OjYb=**72GZ^WiHt{q3>Ex$7?tx zQOuae*VWIJ@M&&o^%Q*`h;vH}Xf_MM?H`%9+CzQe^upJx)=$DQS$6mHB^hfl?8+rq zHE(2Nl6xBVpvA1;oo{zu>{gNeD)i@{*r4bKJn43(JNGNbnBu@F=h=%=`OWm;? z8t_@oxm8LRprZ}%YihnP;C<(BI`lXL=I0$pAKPF=uYMQkNcN?vY0xY&{3_Xu@d@P+ z?Rh!&ACE8Vr3O5&oq2pMlIhLb(GuuYd6-+oYzrL$i5Fu9(_pCdKyB-55hRTFH8bc< zD#TkpSJ~6#fhyVRLMnxvz`|7~{`8|jRQ~S5%mUpVc$Tk-zIX&665{Zs%6AUPPRspp znT{g5G7UR zLQ{8d^M9OgcOLK7)oKBkl_U?iE@ZYmzD3m(;b4DzW2)1_?z=xablTHN((DCEo}yb79o1|i(O&~fLePi9nskrumL>=p*!z`m5l^47akwDYsqaV?{^P9 z-DcP0d=`joTMG2qRC{0!ZH(d!C~nghID&XenBDlTE}*9riLObm2aC|fE^kL; zR5)_5>)vc1hW4imHxG9>@Fs6BizO9`ikJ`_7vhf+`A<`aM!CLozE6Yt83iIjPh>!& zD`AM=jV_Sn`g~RVZVyOCT*=ec>V--Vv3$EduYpYOvi^l)He_HalDK)QPE_*?LER#k z5c>L^yLW*1ILvfNWdzn=K^6G{9ywP+H~WLW(%LE@`tim0(_TK1txmsTJQpEZ=UwcB`-*A^R3J1{$k6mCoI7fVx`k zSC)6OA$3#7%sQk20w-k;oyxBQOz}%Gb&Y1ws)&-9lDP%uw<%hgNh;wbR^!Pjr)#j= zp84>m@f|jQB%!_SII}8^#AgTd7N>8a-RF&O1uPzBtA#a_%vIq_SwO^Q&qv#R3F67e zCk#tGV7ufwfL}x4qw6?Fn4^k}dtA(RAX#cvl** zbq_y%>TM6-+Ob$}no_Wg)a6^W=mloKkf#Syr@_e8BQRR|DZHMWxwJ%74ngAIVeO$U zyt9*~BY71Eijk)KsuP2ecjlWjwilgHz~gH~v_c_h^+x&oX7zj6z=!Ah=fQGo%8Zy1=5T9)SrLeQ9pQxcZ+77}%?}5VO?pd_LgmI2P5zsoH=X^-HXXYQ96O`b8ZqNh>wJar^;ir};I; zE^fh@y&gR76z`#WugD34+z$|%aA#kBb}8&D@=~N1PlqqLuS14=ZP2@mHY$E4!N_{{ zeYqW1BUDQ9Js3=Hf^`q4GXmo8K-4g`eBWn(w0a=opsi^a{IF)vId#AhY0_KEM$Sss z)T-dGga&4bs&cOJkac?f+Q0BN5fNNmO2eEvZ990%aQHty-uf@S;hJ5=DOZinyDWuJ z{N{`KRH~8|}+ujl~(?8uRPE3HUrpbbZDIv6E_`@x@GYrP})u|ipS4HQKspbjN z2cjV^tld0~9?I+HP#6vF0%2S0ED^CxkhBXB%T#DtG4srHRU6G(T@O?)kz1iLP~RlUw!{DYtu$|DpnRx{;A&it%CWJ)pcD(#qwMq>-8 zzc?^wbl^6cil)Ypk9xwlsn*K_Lx)jn;!-_ppEGDRm>x-wYyOod(jh5UnJMce+YDZ-7%qRLL^6j{PBRW%{K$r7IgQa)BHeRIZrGvBIi#&Q&X7py}T7Npm>eqhckIwZ!wHKT2SaHhz3lz2AEML~2hrL3F zr8TwP;OH%@eRSd&(48ol;bjg$M6_DhWEs*S{8M@5Yt<0sb29W|F_#al9N$-SLf;iJ zv{J~O^Gt`8c?O8ILX%u+ehCf zfSOeLZF}(y(48edeUtSrVm@`W;YVo`oV`jN6=&{=9{SGQKFkvb*UOpb$wLDXH6z1p zH=`YZbupaqL9&)%(yisS?sMRrI&# zO^ermByn^Rh~t&>y$co~NRaT+A+>ujlEnV(kYgjHGRCPKH4cJ78p%~!yle=+YkL|* zgOPhrB`KYVD$462uFXxmhgut7J8n`X0LzU_PtM~-K>CJ&RE}g3bZP1B|2`E1CMCM} zt?WYn_Pl@9Jo>+7JAOrE#}1z)$I6GK6!M$x!QN8XlPKIi2RWLe-rAR@;dJ?rbaBH0 zSd4a5WPkqwx-64uG)Wu4+2LXS+T*8iUpG@%*|`Wj`%V)#HP(XHVm5cT$1rfdJ5E}@ z=?a6Y*rUxi>tTMYxpa0(}Xe-YLlBMZCe1AruO5a3$>NBM4UEHjA_z4bZ9ur{UdjTFx3H%|)TH!wXYI#gY zI4o)HKP$9^fwIYyb;tF~VW{#gg)c=paMf`x)6mpHWEjWeiY|bg*Wc_F<{1XMh(2+S z#{kDS3D-_znqW?>h7d2S3$hMISaVf=s?qOK%*f0-1Tps0&&k6lYp&GFmmcO~fMYHh zR!{TeYxX-IB7Bol`G@CiE#qg{i1-Fa4H?5O7cW7-B*nm%Ng)K0SL0~a@1~xasz?E(D`&Amwr%v zRXrP4LqsZXk8^{WGY6NIZWOTc3uQalGsE*2CJbKXM`3(hzF24ZN6j0-Ydlyj5~!w` zYzjJ+{-=E&f8hSot$n@=4mw)0^VJl=l_Ghqb^Q_W(B<&gxIG0a)mzSrY<0ja+3jk2 zyAJS-e~O~aLZDmb{$jyU1Sc%JA|%J$!7=JgMMhU72#;5o2UK4Nj=GaA>vvqRx6hE^g=T9`~7aL39%`@_d| zcmH99t+Q>~AjV=0`!+MC_FxIG+gRl`O~a{@bBwHV%aAAF##k%-9*AspTj*wn;4PbZ zt-aJE*q`9>dBmd@_7tyvHrOi(swD-v3VMaGNjGa;c|#Xgu1JpiSd;>jvwo$tQZy{~ z=N3opDFn02M$_+zv>@Okk3{8OLul%}iVleh!>8PRNs~V>|LOa0epA~kN)tbUQA8a( z&W(@7TO=gsF&~G~?}4%WB41&EK5GfD%?VD*_hqzgya9>LzFebtFJRod;7_tq4-90n ziiD57!M9<%L7u1(&d(>Y)F!z>>(&dYtLx=(&RqD>$Cea0w5FqPY4-x`r9^TMm0N>y zi?3Fm=xwmdcqX{ncmfv8#S$wbkN)X-FE(sM9=W^?-fuQN*IwaaTec>Q^=T)eeCcEN z_~8YxQk(PFdz1@A9^deol6nDbW$e$dx})kw;rpZRm9X@dqVAJ?3RpXKDt_-P1U_f7 zi`35^LA!VJCBrx@#F8bD-m%*`KK&#lJkU@EqQ@ip8H1%jKtDo;x8ca2o^N*^@7BJu zp{AFoh_G%GKb>F75MxhJv}5;dPC=h{Z{4|yInce78|TOrh?oWqu4o^A3w~woY+J`& z(f8I6(f*^QaDsR}+3<84G;qo;xKx&bV46U~ryH?g=2ZPO*S`iNIoQdXuNHt;X{Nh$ zL&;yBZ#U;|eZL+?duC}1sOQ{m%Z5m?q*wV*PrsW2j>>lfrw3NyQcjxao}55X%vq++ zp)CQAjZLQ5QC~#HqWF=IJPtx;869LgGJv4|5J&2K0fZ_m4%`+rN#f7O;cMsxt{$$EXoTbCMJE)p5Y8@~-JKIG|4!y8~{ zefWOg%@N3BtqT`Zn}8qgvSn{8xgSVyM?lf~B2qt~4W2HA`rum_AxX9+vTK5a za5rU1+eQS`pD46v`sfc)1P*5|_NfBr&9h2% zo9Zw*R&L#@(OornDESP<yvZ&_HVcUwBw84zE6`d)(f=) zZ(yyGE^d@(24*fw2zoES16z$&dH#rZz!pvy@j|%^e8VOf>{_~@qcF7jqih4HI$a>1 zD{BG|;6CKZk^t;>SdOHfwYxmEiIornExT0A_Cj+>DrZB$s^ z&+khP%2Q*{SM|Ree*Oc5^4#vksQ(0!P+8KglnL<4{YsG9JpzKqdTp^yPN?-w(jx`h zPAJABGJEr%wd^SHu`L#94xuj=Z%A9uQ7!|iAB!){yT zM3LIZ%3A{$?w;~`tz(Gp-+xEO%vu93$+GSQjP7vmt_Uf)Kp}K!vcxJhKLQ2e%BWkf zWB&Afztti&Zl3!-M~2l!vtIcWoCcAE_ZEs9Ujo#H&L){ge~1u=~)tE zFlfaYEXo-L%(Gtn0w0>dbGk;m=!pSp_V%WxnJS0(u{w6oyHvn%E_3+J%~#MhpZ0e8 zVg%HdXKlQku7K%_nCBHM_J4WK-P{!>RpqLL6xco%vZwSt7JrTUKp&~`noj8r57I1PF-N8i=L09*6S$GdhYLYa9ZJgFS0O#?5N zYwR3vN7UJVh{XbpWj2%3et!`0@|>nI7OoqKFPuhNc zndb|o=AbEm0 z2#bmyrl}o-fdjsd7ggO5>FX!-`Y}DAYNJ%XH%=dA%wFdb{+SOcu}g6Rfqk$~rEzdy zaVBV{Q}}%E3xoS|tNpcMnW7Z#LjH0S)_>Y@#_sr1&loVB^<0PW!Y?DODH~vTnoK|{ zV-D!Kn0rZX&q3?k?F=UR4rrr0ciuO+8*1|epC~Iefwtd)tX|F*IK5dLBwqdwicV#o zJ#eoDqWfmsi+bLIN{;liSFc+jbK>-wF~J@%dLk~!y%rCYL}e*rewZ2t@0*;XBott- zl<)jrXXH=&yxq;YTW7!27(ZRW!@Bfye$$P`$I>R{N-i3I0J)x<&QtG(p}50umHAH3 z&hI_z5b`uEZF21U*vCW0KPa#(Pv!?c6|KX{8uu_w{1zx8$-2Cj zUdX1qclufP1dOPPkvs@Z0|#HnlgGZjh8z=f^ZwLZfX`cXQBWFSneyTm?%-3R$gMq*Yfe6JN$(qtZ!`wha_nqA+dT%_H46YKlW2|lWVvd6;_4M zXIy(74=Wxf;;nTO9~&FA{BET1GnlI@E4X!y1O4SmsUuVoVCLF-+2LLl7(E@6vo<4%kQKxQSK=AY0+VwFtX#pnG_F@)F-DoLlW@q>X+A@2`2SJxU)3 z%wGO@>Gf0)h`YAL4vf zJW~Jg<1KM~CkbO6Vr)V0En!b%QtZn3dj(zV6*&FC_2s*QZ(y?2J#^Y?7UmUrzPFs5 z1JrV_(xapYDxQ$~$f@*!&cS_DQ7AsMPYSJVp=A(aj&fR&l zC9--5f0_X6Y>;gwM(`6P*StUa%CErJHab_c@D-p7bm~g#{Rplto$Xth!(jK8Oz?+$ zHN55C^Cc*&5{Mnv)>t3Ch11m!bD!<}zZASIF0XGy_JN#I!E=kYI(WRcpYo)eDQMJY zCC{^@!PydV;l_hvQ1ZxV%---0?4?;^{_(Z-S3cLP;-#YHAO5uC%jfo)W;Ys$vDcHN zN-r&vU}tU;oMdp@hElEfIx~%1a3M9&cA#b)9F`2HLbAsJ8$p)3XQ>W62)%iE4COc0Ld)iaJ!*lz;}?(cD`49>B!MV8?X&frWM}<*;Nja3@i6vT|gA$@w_-AyZ|r zFMswnwMh`PR3irC%?CtB8u&=9h0V4Wz54CV{z zv96Cd#l}PMv7ZHgTzEP{iruyg+skxzYUe!K$u&Iw6|ghg&z~4v2qWq5^TYcFfT~|` z-t%KHgdK7Vife0y;^sqqE+mn_8eBo3<5&x;OiC;x*eocU4jkLFbN)`4%~S8(&iR}z z83i7lYnfnZM`?f7akU0BJ$YR!@Dd>I*lFmK`qT2>@?EoeZ+8G|Kl)%T@xTEr{oQY0 zzjXe9a|cQ3_mU7|Rf2raFDK2ycy8M9GUBf=vf{==KK}$psJp*TMSX;+((B(V=KMgm zg42W1v>WO~=l3fvJcgH~j)oUsH$t#rMt#!fYdWPZDp=T~6Mid97+5Y+CsilQ zKy}as(bC@Z%bQXg$|euY{O1;bV4%WoQj?a!IWhzNc+VagCs4X`niH*pzVp&hKI*hCd!B2@oZ`lV9*;!vS{t@mJNu$>Z7i z@)X!;g#os?GD_^Rh2ixFqW=4v-O=VA{5M3O1K6M85TCg_E)ewasNyVVf~{afH71 zFVFW|$CHDF0{Bl4U~jLFoAC4=#5$+4sKgeNVy%u9Q<@;67u8aY(Gjs;zj-elAX_^ubUUr z2QAWJh@W4^mo4jW&->f_|F176j603K`a*>zm`(XiOtc?s<@;PR@#6#>U2E?MvRQ#} zp?gMq+Frv{VD0M`oleld`r$35WI8mA9yaAwkA}@TD|OqQ>l_-{&ZB!7A+R#i=azeI z81^@A8&kh60a9s(8o>%RaJc#H746wO=)MY3ez%xy&EMrJCQD8Hk$D`t*blEfT%LrL z*TLVe%D(}(N~?pED%c*ST>Zl zU1asq|9`x8uOA<-c_zrw&p%&_q35p&S+@TB#&x%Ud*g2JNi1FgGh&6)DQF3XE!$5K zjemjVuSlC8IHdj}4%Xm^^&kUYuy?ALB zBuIiC8l)GXUUT#Ww@M+9AJExHocaplDV>=%KgYmbL+SGzw_RZ|u9&}-$P|v!dww{? z;{XAzGOwh>OrUe9N`z=Q5Uhh6Ef#aMkdVV_L%Z-r)G*t&eWQl)Z_7Q>F-SgEu?_TJ zh8rz3@UYoI)s$`xQxI~yk7#^k1qx0FxJ}0d!w4Z}ZTnpk)Yd$sRNi)imYdy~9|c^X zvVrH-0ptx{gO^yirGi2848KYaiyv^-FHO76qygPr$;|>^9+?MfL7jGu@^VEu>6Tk`J1aJa40h|C%04IPGzzN_4Z~{01 zoB&P$Cx8>c3E%{90yqJj08RiWfD^z8-~@02I02jhP5>u>6Tk`J1aJa40h|C%04IPG zzzN_4Z~{01oB&P$Cx8>c3E%{90yqJj08RiWfD^z8-~@02I02jhP5>u>6Tk`J1aJa4 z0h|C%04IPGzzN_4Z~{01oB&SX&k(pqF-*#sY7J3K`t8XTrVzE6*>YD>2gtjIMnbud zqr*3R{1m1NAz9$@&jg(|=!jdL%Z&0wCd3&FD@sXl{epDi@}@5m{9*MaEWs2h-sy15 zF%Ll5SJ}n~g1nG??V8Z30xvNCtVg@j7mVEJhL@Q{AHa((LXul8L5QEh?Y;VR22A^D z*Elr6GaGH^YW#ULdlCeUM5~MNTgH{mMI9${sA(SxVm$oCb@9PP)Z4P>NdyCn z=pSvu9OP&%aJUGfMr%A@0~Yk3oS{7)a2F-`S(QBa0ethmY3IsK$7oqZ-x;nNZGNl_pm~f%hd19w>97k~Y~}GkqzL&TPk!c(4$| zJ9EHGIPn9tuxc7}OpZq1%UiY6w?&}`T|6pk?YCsLHq>=CkPvxv1{_ZQq3aDkAELG)L?r$r6#pW7S$THfvFzg^uZH0UO!f8{-6 zs1^Ht-wWu~Qa__`Ck0+M9CJVGY@xiY z$*L1>!c$1~ojD9JinSIj`_cgSD~J^D4JQM}rea@Je;8Eir8|C7H-l174)yU<4oLFS z_y}`jAllk@@a^07I);dU({S-Z{dXHk{IwQ|&CtG1^o3n(BO%^aGbhdORz6ri+y8gX9 zO;G#QZ}a@KWhF{CUXEy2I9aB4`a`rA45qreavsPA+h%7Hd!7QQrl&IDSE+*gGg zs0gSd6N0Zl^M{GL!}(0vA)r6Oc37xQ1NsYl^EH*tppX3^W$4F1H1@=Q<$ahJI#}3% zEgK9%SGUwZYM;R**ny&=-7+ha~vBT}@c%eoRI;x|T%SbMV%<`FTezd;_r#2*rD*W!CwtD~8 z@Bl5ecCTC2_1P5WrPMRJ0DHV&?e4b!pH^Gp&Mx`bELaN4E6k940+yL8?zax`>ZF(M-0$c9jC{pOB&b2`g-j zKAl`~vQ!8_$r0rN7TG#T!CEWu^v?dwtnf9b=2$QazqUA-9O46!p_@VNiBaIw_x#2S z-77F|IEu1@72!Y4^Uq!%5_^}X?q(hY?>|TE%%1_AhB?-Y62(BWOtnYoT@h$_c(H4$ zJAy)yhCO*?DtL%Vm8Lz&tT}M%(Oz$QWyDacZOWhJg4_?&=m^TGq7=^$hiM{w(fB$I z>BH-aNY!sXC5Sc)UiFAQT)rI&bPgqCx!Y+V6`fuA*fSFv9-edJIyPJ*HcWW>_*3iO zz5n@V`Tn;*k4+AUYIvCn{f_a6MZ7~nk)OvYyZJs?8Oe<)VXRRi`m+CauNRUv$apN9 z7!8VNZRrc;+>wO^aYQGbA9_IZbvYr<3;Cw6yLy-SBc^0epVyT>h}^+9Z{LX^M7Qt2 z_EqjESk5Ubxj}IsoeI{Pz9;e$_B%=a@mGAtEYU6J5{ROY3y3*Zi}5|Ll4FiP|x$ZyM;e=4_w0jS+~l zY}U(6S)=5z^HMARtoZi;GA zYk!T? zKg;z$J-=1X&l*u}2EFAOY)+JS(F)0#J#_R|DBe@wjH@pd+TZaoKG;-8ZPRxrk~i&< z_ftl-TOM|3x4kY6RG#q!D@raqDPtjb5Ba>5?R`h+i1ZkqVk64#fZR4^=|TN;*kFFZ z%oy<$yp=oreza;M-Mwoo4+u2j^(9_%!ntG6hDosH$svSeIcKhkg&zaa7j*Id)vQ41 zRX0A?KPPI?AJ@=(yZ(3Q-SW2Lqq0i}OgfXG{3io=&3V4Kf!!7vt;H~HY(D^YxriGf zSB()VN9X-ML2vX~nWy?$yD!RSy`OXRkP~{e>B~8A&>Ll3H)EOq;*Y3qVfikUG%|c5y21fDeGXcfxYNM2-?XR9c|a5oe`c>s85!(4|Eo0+ zuSqN0@HwB}*u{*3P zoVKWUFMe)*W&nz_l;}U7?FjdcT&YCQ`Jp?B&548hE4cUw9l-lncpr489 z`Fp8z@VbG|_&ol3Ktq`FY?~LJnIgSXJqzj!*2trU zj_Zo8KbqPf^Ff;59eq}-SWUJGLMJS;twf6=p-k#bHcNCc8m@}jWH${&H;1+G_0PpX zkfWhM!FOL&?iDHhaXJcUINpk#KjjRr7YS^yT)ztphWEr)e{zAXr3)R$CZelG3DD+!G%WT3y@`wrBBOgDg6k<$#WZ()qr+91!)OAq3%9zWy zgd1?eQ0T|C79XS~_`;u6!56(Q)F(*JKZkUSh6(-;dv6}jRrmgV8%t5f$UG}U5~T^B z6+)CmBqW(K&t#tGS>~wBL#E7RIzKXoG89Q66qyo=jF0EIZ+(yZ`W@H(y{_wfUBCNy zp8MmU(^`A)&tC7>d9JnBUVH7mnCA6S?U5-xf$W|5j`2+R*;fJ!4QyV%@=oY*4C7fn zxl+i!mPmTD-3v15f*uC=dO*>mL^Z~HKEToV9ZxWy5dF5Cxb$Bm@VO&~YAiDn@O#v& z@5iQnx$$sF_>v#?uE97ri4iIDL>`bqEFWw}UaeSDYO@{-|Gi z)nERw6*^&Y?0#N;0D?i%=gIz_$Y$J$;jC9Mf`NT3_@lZY!t`Y$bO-=H>fO;=g=%SlH!`lqH=-|A;`qD$y0eck= z1BFXy?h7-C`l55|sdVpjCAzLXQAue1vpKp%*F_xn%#ps{BsmX7q@ zMVlniByJTR$eEshz_Q#JiT>nRQOa+IW#>a$ao^mL;ia0rUKNcnG+aMV_N@>Oua*UQ z%SQs^;ZC1zB3E#AQJN@Et z%e;<=yH;>bAolpT5nuFl9~YT*vk|ayPDMF#okoQ@?V6hmn&`~=brp?y1ym=>PrqK^ zgKn^RRJc#oLWK#K^YnWHsq=OE_o6qDe>QV?Swc>_4U^SC?{ z)x%hNbUktYL4hFcqDyEake>dAIM^p)itZ{Z!}Do(<@*FF@!W~blusP{n;WQ5!9CxdqSw;pLdKRl30 z$3h^paRBW8PSu_qK|EO_)cfOjijkQ;r_VTon`-?a zajGq%`MDIqfbRpkQ$vDVhqcknoaIp>c6B&PWtf#*JY8=b^z4hT#4x5*=GYA?eZKmS zy#A+5o~B}|HoWRsC^44did@en7NWGLHnl}LaId8LXiEWk5k@;9T=1do;zK#Y9jro z{hM2wp#4?Y8hNzg+1K=kLy73b4`k?p!q_Nk?c;C2O9Q{V*mbudX4k-kM6xc9N~-pv|c)u!BVSz`A`*6_}CkHGYH$n~p&hSm6)G+fBMq=WKdAhsg~LA5av8{J4jx3)c7Q z^SYzn;h*JwDuj^oqq(hIJ^(o%Y;>bwu|nZ=GwSb_15gYG-xpuc4NWXbDr)#wfK_VQ z_bUg2pk?o+@N_Z&(r5D>-}&6Y=!T^8>YY+R1`P3z*;zn;K{d%cO0Xd>fouE2_0j)W z-*5G1Z2zpBi;{vVaY1oEWi_}sM$ussf)1mNq}72z~QaBVu%=H7u=(f`nT)+t?vI@ z(lhv+<8RL8fe_Dnfu+Vhq<{A5ROq2>2vP2;A#rj-1`-m4N9ZqNDXj*0} zk`M*o&QhDbO7%uBmh;1_9bKWPz$?MTH5hUDt$9@+bw%lcLkYw2AxI?e=*=Y6bg)iz zpa1S0ii8~X-qWxa0hO|N=v%E2MCq7Js{gJOS}k~A6J!J+^KuT7l!9DL?T5tbXlEhx zvFRK^b|e+^RHI!?0`37GJkkGNa2 zfH2wWz@$(RI6J+0|3dIFM1F~Ssa_Ng*Rq=S5f-|DD3@WgbA=cR_vdzf-(moVD7io7 z)89a&%yjSY)z#5Z*!mjZXC6;-F%#PSO|ar!V&l(I2a&SO z`zS6|1AocT&8ye`HGWoQ`FeknHa;dejAfpy_+QtXm`qu@uL|*)p;caqn7tIg^!`zu zyZc=u?VdZhbHDq8E&7%_Svg$Itb$d!05E^cyjK6D9mdN@*60c&A!b^FFJ++-uJBIt z4scxrEv-PGW)&p}d%C{%dDI^LAf!Ah_CpC(Z0EF?8Cav>AC_f4^w*I1;;UVv|FCvTE5zmwb}BRU;0|+xu-FsmVddw zQDOPjKie@LNEy#nB^5t`w&%0h$0!B{uU`Hv)$<(AS5GOmUUh(`uOA#7e>?;A&#$L$ z>$<|RFY8}_zO97P3p4c5ca2fE?N~|KMN!1DHb@wJ*a4+ktVcIKkw!OtonHl086nSx z$sfafQt*uPLu_WQ0dPB=bYkuF1R@rtg?$X-$js>tE0v)axQeppeUCo$OTXE+>lE)n zCCr}BS(Uv`s~BNA((5!gt^cy#$s!@!mNq-2Ry;}I`06Pv2b4D_p1Fr6XYO(@kynGC zMD2;Oug>UPor^KC+%qua>ByuA@JIO%&%3#^T0jHq=3JF=Fmi57i#^|W9VvzgUY^Yk zL0y!RBm`1^h>!VGUZ79G4vTJ|CE>Ja^`OxaHV4EUap zws^yyW!j7UT*7E}pj}I+%m70$&i|7jK*B2$dkPq$KNP@;A?Ae`;aYz1)`iS{L6VM@lQ_fzEf5*-ztOx8I>kSo9}t9euQhsdyWc@&qmyyE-$KxLLG`ioC4Puk{(d@dV-T{}``i+F zI18lOv%(k^^MLotYW`%04$?C3d}|<+2KyPuSxqmwA&dH_6Ig+?U;g~7x_` zRPj-zDn1yc*s;TnN(XesjLU-1Dgd_FP9OF(KYuB35TG@ z*z);joi<41`V`~q;%H*iHlRk{8Sm@LdR=16-2fCk`p)Us4Zr6fT>hUUpmEY6CN1<6Tn>3Th+Y4@S1~~&+)-OuUL^=b$xV)~**oJxB4ZV*3m3{D>VTFCul-Bt^;)IG!}6h^ z*VO9NdR7h0Ul|B^xr;F@nLWgrlSUZVkqV9joH-cHyVtF>e9^D^S81T+kSH@JroB>B zKCzkbZ`-v3=_hU5T)m)k*cnZK?*~HrOY~)`-Ed#$-0Z24e(09YWL#u?4a4J$q*%E= zIH1JJQQUG7YU(*mqypk#&_KJ%MAa2j%zUq9kWUHB7s=Tl_4=U-yTshR1Ul$lg|NJ4 zQ#bfhB%HZ3W`{7_DnW}}ui%|7{;m3x&Co$6S*F~Q0J%2IcYJ#@;Qf(gxiI!YiG>gm zo#G(DhT6p9HV#6W`n_M8*aY5R#ekPx4;6Q`#Gmu(zxK8wWYgiHZG^`j6tjU$Eii6; zY``+75mGU9)nh&#(5;odS{HZ?k_wn=E{9}-jfUC9rJeE2+plv31$Yu5$3)cnrL7%i z`rQyk(wZ?wcxpszDA5Z!;PT_S1`WVN@RI(OpxsZcPyk$(@GGw>tsHa4&*z zBF73YB&S5nezQWm=M7Zv5X`;Q1Sg{cXB7G}V0;v#VC~rmrt{yiED13%!8$wUdPxwo z>GQ&Iu<5_HTYlQHkK4%wF*L_)sKa%0{WuLu~mPnZ3p`r|M z=Q69=;~ItpHk2Y0$Xt8^Atm~0S7}IuNM=gx%ull>o z@sC=kYpD+L$riAd8^KO!=m*1@FUowm?!f1YpPH_8IdDP1l;r8rai3=!n3MVx}21ZL@Br zHrUOz+-q0}6@N<7^!&c<*kA5P?((ptjQx;3Esu87l94RLbYptI(n8{ig!7DvAUyZe zZ11gMaJcB}qA%luUfT5@%8983QU&v+RKhUC)YU2|NpK%l$4V+)CzJ?Qf)N87 zjebtr`(>(w{TDa*HZ#y6f> z(^kF&!=l94!6IK|v@BvHg6V*tlH?D~7qbBW-6IvM11WH5Q+b1Sk2U<+^5ORX-xH9Z zb|xK5ML*SF5`NlLIA3MV@H}TOL4;z`S?m|O1 z33Fdoj>$w$K%{WG4p~PZ;BED?WS8{7*05V&(C|~h(hEv;t$xZ8r`s~0$H2aF-CRax3iy?-ccdFiA@3$(y;o@o4GtC6 zx#t4BLHQEF0WYgCa2wH+HGCcnG51@yU-#R=3-M9Y=}T?k_)%Yp@I?@KyJxau~B_KGUV&56Q+@L*kV`M6S zvtd$6s#8eyi`dBm_FvZ>C7MKv?LfdPRlRhSwLm+qb^iK`6~sQA|T~gU}^D zr(QHuGK`bROtC8$TTYN9{E~{S?drnr;2~b#_Ux7Z=jDR?vf%EYfxH=qspZ zFNw^noeUtE|}*?B)e;)dSJk`9Ot)Rg0?sldVQYxzN^PC<{j-RkuY ze(1-W?Q7avZMgD?rMk8QAAVcj|1^E9`s$rz0X(efYnHgPQ~213)XSHm87IMebyUIB zc?O=0pEMz^dJ1Av?5S^?I)II^#4X~fHxfViDCfiJBv1{FcZ;R4Fn!S}>{*pEx26M*A1hRb~Iz})xPBjHS?eCX5WMc>466SO_6$8LzD*eYrI$hCxCOB%Rupf2n1KAl z&Fw!_CV*u;;ethR77U9Fitv7Gg5YhRJbzLjWIlbKB`E(1G=9?{rHZ?O5;NO-$n|p| zwxyopEtwihIahRw(=!KTmS8mBHx8MMNdg`7f zA@GR1PqyXG5Bw*hsk`@;{>Sz9_w=$pk#=Z#^BqdcY>e9*enPwU6h&k8TX?yRA-~`- z0cCz~mlwmGkdWY-Wy(+^Bn|f|c4q`3$0l2BBuPGuu|6^gIqnQUb#)OtUomW_s$?9# z6A8zfS7_-Oi@_-WhPp;#61+D0x-(b41Y+nb8{!}9Hx_2w>hNIxxY@NAO|=Ex@1 z^L_B(_saQq~oa!!Tx}xEN##q8>Ny)VD{)b2W4^sUR@j-d$wy6f)k5 z%8TDBg#JqLum@Zv;LB?{ClWUR1a?Aq)6Fa44DGe3^o{|L8$U%_%;f{C0as4$-EfAI z)8E&*Z{LSdU85-7a8F=9N{8Qk;vSeSX`a4Cq6oEdlEPsva!{DXalq^?C7kTaI&86H z|5JUxJsyHTgq&oUf-|KpQM^0j9GquwcRb`v0S$%6GOll)LKb$ijgPAk^0^{hZ`VEp zE`sJx%d@3WZ6r)4VNwbXjGS64lxZ;QOzF8n)D7_VGa71p0PJ4jKXW>gp>;T4{z!Hp z@Ksvr*W?C3u;L9S!K_>Gs5|X+a-jeoEzN&tmLeP#0HfCUO zuXg*}+p|nnF2V+@?1qSGPkMspUQmnOuFl->g1VU62o8=+=(6kDdOhQm*ZaKqsFRq$eymfM=B3SIQmpWcyF7W3b1>RaDIA&n13cto7%hXEfHy7R_%+H8 zu-3e{PO0Bbl?#%;Or!%w2ssjrSCOvVN)e z!n+E4FVRmdv^{~$IcBzqWFP2Oq_c^*>knKR&pla5C84EKXLy7}8SF^Lt!s$glMpQph zbO6#;BCXUf`k^yjN+ewS>R^-nOxm>vj_9`Tnn3)aR9IB*a+OpGh8q`iMdl(>KsSBy ztBw86Jj(YU)HA>6q57)BtpR6!K}{3U_ISF&S?1HRzR`S`m1P~tt28_F?o^!>_1+x% z+x@y*kEcJEUn<>8faR{D*ZN*Nyl z`!=h5N&5h_-9MxuvU6W6x5BZfJ`=$4Syw_Sc`)oTAC_|w3xL)4y)X7HR73vFV$wxh zZ(!wlsdy^B0$ikCaS1JZ!HZ5T6+K$4A9bJT7k$H6UzKgEd0x9mVz*rXluc*blK+{y z7porl;)Tq95-i*IM%j@UIKSzUBA%jH1KpUL7*tRU18Thxy z=bz=0n)FeDJC7Jk7MAQFFhPtpm%F^co;?S$t*ngvsy|_R9n`3H-e-C9#H?agd;nTZ zL=;x00+3c__LU!p%V0IWqVQ780LbEx<=^X)g7l!{Zj0tB5$LhREa zvYY8~$Kxme$MybMKL20epUt-ICo>%t_6NmTw|Cu?*rg`n{6?-Vpi~&Mxz~t?75z+< zQJVA~l91eU#hOuIJS|XV2F-9H`737IM;Dza7?a*C&wx&L`E8@K?ufe~3Xe>^6I!_v zSl$-yJU2Hc5-_Xk2C;-lJ3A{E6xfm~>vQ}O=o#zo?>_qgA`blAn)P!54K>H9ffXm1 z43D=VkOC+qu8`MqT^8E+PvA z39B?8Sf+yQQ^9gvHq*$yEiar&fH6}l?_rtWD+y(X+Xhz z`knuo(-12Yt(x;)6WE>xMM|9RgwY6Te(Qt+XwW@0^G>D<%=fNpJbqXS1D@{MvqnBp z)&GerH!}jP~wP!qS~+E=;{ggrzB|ulR&M0?`kSt3emOz?M9hgZbffXr#J4 zRY6|{Z)*gN9uWjX95KOD>KuC*oiWwYy!{G#s=jrk_}*+NG`>~=ilLxTw@)Q3^*+S+ z^XMjW2Y`0Nh*WD&I_zBTG)Be)U}&VT(j(Igh#y?`t5VwEARVF8o_JXd^HuEdgU|wN z3FXw{LpOwd{^RFKzt#Uq{QDNi4H_)HW{pGA0UE6RN!to0idk^fAtDl^UWJWU3ocxj zTA@#_#Co}P6pGgpe>mSaMixh;+lEEUfli^gRf^jk4KDleD!FIEWYn=Z_dOnHTfmz_ z)F%aUTXM1v2RI?BH9-c_TUF5hcs5SLCk;qmILb6@WWcLEO%u>iThTLx^^F zdeF(V3gmR`-jg}*h-c_v*A#y$%=mu| zbc?V;3+G=vw)j{Hw2$Kt@P~Hli?p$SOy6()tHH7KC5oODn|?%7 zd2q*S2S+aIkIlmi9hFH;!UA06ZqeM&Z3RSLjA?HScIH1ws9iFr_D5TtgJnAXb)ei} z^#ecK1r3;LT-nE00F$>|o3FDvpdSRBdQWTGVbg~BvZ!PqeArxGeG%va>K+t)(+Vc_ zUJ()3t-f9Q$NG)G)w!FV?HiaixqlGrE>Lm9i8-%WvWeNe zc{`NhZ>>?J(GT}xr9V&i`ERjoy@BkMa{|OmR;WWva=K3W1E^zf zX34V|pkxt0%I^6d@cx)-#-x=5yXXBsWv|!K8v2YhD00c9(XL3G{pOwxx}@I$O#s9)a;wI>;QVh`29cahETYbV~ovO!Sx8Ty^? zdNd1Y*1!4)&UaZhI%?{GoX9ltsBsZAD?AAOE`{q~{dfD>Wtea;e=-f$gQ2758x1Y? z93J+oHZu{nv?RhzVu2W|-Cr>u9lHp%4U!+;v3&whI>(nr;e+sl=H~Zf6%F9oawm?| zp%285q}G&8Tf^L0 z+Uw!4qSi_<^-~3e-A{2PV6Q>9N^3;pvmA`Df|fv1cdNw8=1;R2mB_!Xo=4vNrnPTm z4>od&rrhN_F;h*+o(AF8al~+9kyhaM#O-Fly-udF> zojbj7$w1?qatX4MDd=g9yd8=HxkpdzL zm&vD35kTW&Sp4>>+knk^-5*-Q1=O}jR-}HYL7Pv4R&{1QCf@Qus(^6V-`;M27MXeT zQJoMQa6e!Dbutl_>-7`1^Fv?Y^?8Lc`+Z9w*GV$!<@*5^_vvr-?fC$?jLp3Dqy2F3 zOX)~ml2k;YBT6D{&!_@PwgxU8uVa#{qiu_tI z_`RdmZ8(b$D=xa--`jLRmQZ_Lf@vA^B7dMi!8I5&sZO%ZF4l!%9!psI8vOV9b+_K^ z8~bM7bDkJWAK;Una9|HMhKkA4-gpCIALZCyIrS4@SoBzB$^>kUu+BcOn1;dO_D5gO zy@Bi5w+iiw`{4bX2F^{JZpe<3?e5Xagp9p?In7>AVR+3sQZc;*ZuQlPjqbefe0q>LJa9gvMoN4F&p|kAdUXfC3 zAo(etu}5G86gtN;9wqAmPj|Hm!}V7%Mm?j}Hem*9ajZ)8XUpNh8?Mfc>JT_3pvT&) zQoA$1tCEdwCIY5K5BnHe2Z1~%`PBiu4UBM*=%GP^aLgS4*NTnRsDDiFgOP$kp9E^` zkuR~vBg}`eF`Ibeqi2^OS9W+YoCY8Jy+EqKm#`OncfS91GjsuRI-|Cp=ZQhvNTU!Q$a23qXI+zEcDHNjiIR4LQFKD#sb-2LucSmtvXvb zu;EvHW$xGkx(Bz|^JrQ@z24IWCHVoL^Ig>_<3w<~jr}As+z2_3#j}MX_;9di*Ox1V9$w`ncK(hN;xcO^V@ehX41;zeZ1(Qqcg&yZ#6HHe<%v+rE!2dR5k zzR^95hUG{b$IE>?@j)oPZa5eZKW0u}IY>41kHzcn>DyXVE({~iKETqnMV z?K~f3Sjn)EYCV7@T$~XpA)f>m!w*Mz9xuYhIPwX0_CC0O{L^vMw=aNg@nx;y{T!Ir z&7nKuod*x^s(xf$NCQ^q{BqHoK5!tXS@QhOe5CivtHt5!JMXQ@G`+u^xX{2gzTtW0 zm=Wq8d$jSDr@Z09yT@L$lN{*xR5~A|mLV|+_}j-fWQ>)DIBmXwqZm`2_s}c^&VEkZ zID&=6iwC{dc-!DkEq|Eli4yQy4%DZZ1GuknIUz6BANp2QY0gZ?z{4OCD}&D>Xw3&U zQ_l)FoRZgS9NhW-*YD~0Kb?Qo#2Md;7YieMY6HlvI$#CMjRJ{ZL4nrPwo+Fwlm&^B z7SG>@iBt6NC-9Tuxk*~eyZutgQ0K!!S_wtNZ_9rvXl%cR6Kb#;J@ITDZvEO`K**_N zao+Y<`nSjZO84m3kUg;a+x@!x`=J-Um1FiygFk^g!%_bs7`C!H9BDTJv~tyRmzHNh z;K&t;$=NJmsc(Le@f-{1V(k^%1TP}Bg&=?J;raUA-`Tah^Sw+^_QXXuhlZS`hofuT zoJf@OC}*Dx-+$4|TfT00@lN(HebU=GeHiv9ztX$E`*+!Z`x|+>S4pr`Ib5iBYCrbG zW#@Fs@=rjLc$-v1?GtDpsGN@8+XL2XCV0k*eUKK*&n4@e12vQ3OB$U809GZkLGppn z(~z)`!5<5uP3p;mO4bl_WB#j;jw8&NXyHHktb&%+i&WYO|2401xBNv{1E0pz(fqpp z-e6W!q#_yn$MkY&QXKjkybhK^i{G86@UTl)uhsV77zTlhFUJ*xK7zhQ_F|@R7Z~=p zBpKg+0S7zdS4amQK%deK8J=%8NPg9NJ?k3<7ZmLiPAo@)MvO#FOlSb)+N+$vw8sEj z-_tw>Wj0t;Jz3?aa~tjI+_fROAEG{wT==EeQ2$c&)y$E9OmF`6F-fNDYrt@xy#RF( zV$%wm(p0~Vfqu?@?&;bI=x1u9tI}+Ox3`X8>0@gGGe;AiYLPT>Gbn6aUwsH>d+oWX zg`(ic=NU&Kw>XgJ7VPhuiGl>XK_?E+6!>^leyqJB7z)P<=Br=0z$6VRz53a=|CpX# zj=yJl(`?4GZ1Aw76E`pTM&V(ZvW@6N&33*6P0};zQP}~683*ab?`Ffb15dTf;)~() zde6R_+>hZ*Ek)KLpDfTnrZz#rlMP(UWfR=_JARMk+G2e38aUY0dUY@6fmKe^y{Pe> z?`HSC)IGHGe#q~YhIeF1x2)aI&{v*|4z%;w1JSe}k!jD~FuOlpO)mPq%oP3j3p1ilr=CEjF;H z{F&r=wg7aCxFC`8lpErnJmhNF;fUHr+TNMA2O-_ciGiNhYe@435yKI}VDx?EmB!<{ zw;{MdODh;Z5Y_UGU6+VYYZzGEBB-vEYf$25pOg_?srMke@G>A|PlF0Nt8VyF3v+Sf zV=r;CcRf#n#azR{1&l!vxo{JYdz0PloJY;5K;P>tv8e=t%E$dR{jgR%;yW34=v z+QNYA@!1K2g#boq-G` zO!90#XNLH{@^_E_v(~DlTgip+IUL3NWbFIA3S8yMD%VGg;h7SPw%bZ6G|25M*(TQl z0`v-#gD2(@pJutrNet;~(V-z0Go>enTdcRr1ueU-`dx{BFLa z>3&Q7MVVi^ck};K%d32wsbi}JL_vj~PpAd#AF;OhuiItZx!PS=?!l*{SXytRRFY?a-yG=C)2i+_SkE(qDIJ?J{hZja{fxIIwa3POkFHcIo)d!bP7 z?(>gs1|rcp)_VOYd32inB)-J9QbSrz>rpTEnfjqmDZWhie$+-f@(`_hzWCjG{&(qL zeb{eP>sSomP6$%pqAY=Rvh|1~_v4{g>=BLKgZt3D-=aQ}#}k!tRfd}K-9Z=e-wR0@ zdLZY4)Eet_e^fxhpYGD*js)`iKdC$jLNB|ESS43nP+>4%M&4);(vtt7IQyLg?fbya zbn;FhVlvF5)$WvN(2i)P4Zp+Q5XkcOvdBl;I+ptf7eC!R`H#nSw|f&$O=<;<=CuE$ ztSN^>jd5}1s$Rf-@5s$shhTUs6uvUYPUb<|nL zmf1G0f{Z*~DvG#yA)jX}>o!p$ND03@Tu{Xqt@Gs0tW_26th-2hP?#zU>}TjZ)I?&z zWb)Qs*3%{s{g^?^y6SU1&;4iW8W@@X(q8SB184sl0Z`npUtW$uyGLulP4$aUq|tXg zE;3K1Q%HpQ{)OjZ55RP))R8v56jGIpZg*ncP%aY#%O}wXP&>Q-&8-s-=&GICFc|rv zZOb>uO?KArCQo6lNInpNgl`_vurLpYZ^Ktxu}=e0_Tl4J;?LZX46_8&ov_C{>xx=M zH=T4rfxgF8=QSR{9Q!-`_vt!dXK22imT(p|*O=$pT{!|oZp?PrB6igOe98GzBR=Fh zk}+2(%{53WgjPwA97IOrHMvNQ?3a#RJ%84|iRCZbl4*nb{4~o9-Asu4R@>w0X%9u8 zHO98`tk85Kjki^lHyXFk5PMB*h0JE?RqxF>AZxmd-p$f}NFp~mPp#P+ZAS+^k8VwZ zF@J{JJ%>|a&v4ypZ-*=TR;iH6hL;a_tKJ9ik8?$2Z}mmr4_yFfvnwA*c_d-K&-vHq z@+UFNhXSZRa=BwDq_5SOd?H3hrZ;5wgzZ76odwTu0vk%+dztZ$8|#0p_w@kLstIES zyjwPWueMnN#6-~tSq1#io%dOf>c7SUTP@LQMIIGWI*5%+@bE=id2c3XIbHtO^RA}C z)1(!n1DwwvFg6{@0-;&XDb36&puXfYcureUerx~ZC z8-g$c)1+xzjp3NEPZd|)b(SzC8It51uKSR)B>i%}_daxu$CIVRh8rCu@y&=T)%(l+ zt&OsE&Vd10G(p>Z-&Lg*n(oN(3KL^NB$H2;*Chzd3!Z}R1s_Bb-hFe}Rt{CC)EP47 z=%L%1@hMmRY=7xp%lE3BZ}j|?mX9N6~A9w=B)!l_3k5J_@QimwbhqJypE z+twbQNa~3R?HPAF(5uTyHZRgd0k(>Bx5QN72RqO9b46CrvM}{OUws5fg0Iq3D}TdW zCS9B)k+lrN|hFs#kA4<0KD6iQ@ZFdAPtu+!jefkM^tS z1;XMoj|@pYggClD-Tq`N^pjCV{^_zkifdpz%TMZtwBrKO#?J(xR{?aaT?sZoY%3@E znL8K}4{v?7jo#56nX!zq4}!CwxRSA}9>|e|QqtDm2B`YX3W8&#L13NPyJ+bK+;e{^ z=~K=QpE-j0s7?8R{$&V#9NnJ39LE}uE{l>UmjJtBsz2p=F$ha*ICj4&gCEr+34sn7 zz^xwU8yi#ut2KHV1$$FLOujQw`j|b$WREQzyrhP5j62y%#xEf1o{kLLTyw<3%=YNh zM;qi|PIR>Rrvl2TbL*k#*s1G}T*CJ#1R;wgy9t`SWY}`P(a3qq9nA*K6J8v&K~pQA zZYH;-?5y`UxgMx&1SJP0?GLlr!(BDLeSGQ%(Qf?xr`DBNSEM|w49qP1qNqimz~!Ls zEjlSI^jDYdVJE5r+b3qPBufim&9BPXY9tfH8cH9O2H3!?gWbkE(^> z9C<%|I#L5H$cQL=oHYM7UH>VU|Gyj`eznj;-aZvh)n!U)zKMa-la#){L0@5`e}YSh;6rx}%$C z2bter^gB^%{aF;)0AgRTk)ezMs7Yov5OwX0j|3-McgT65MpLh9pi_j@ zyfu>Wf;`|UD>87hwFZqRR@=cU7a+f2WW40UEXFHVS4*OZ1~te(wi~zI!YngTP#oH< ztzSBsv#0;UXq{#M54nBO_kXRc`g{JV98J?uHaCFX?fYhz1T{emaq=;vTlH@-Sx+DK z|6B>`8x*`8v2*sS|b8ZaH1s5jd@U7+=@*i+5o@XDj? z!N`aLgCw9y;MJU}mtRM5PH8B?|C;WzYH64~?C!vK=#5N0M6wcS+9{f!i%@ zw?cap(AM4-7o?H=bv~M78li9bgnzZaE8GjNl&oHLPhb1Xj1<;m(t_OLtO)+4tLLKE zDia6iFa5ja{-d@%Ysjfb+W<@w*eNg$M(|u`gw_4FH~RYV(6)?&25es__j;!$1L5u8 zV(tb=0a@?7TIgJZ#4_VIK@u$!Bw@f&6YG8jnZG0+pOX$ohX<&{&bfJ`QBpnG*t-ZR z^Ba2+8|})3cAg)s*c|>uhxyjj(pvS$|uxhWeviDujI+p{Zx_ zLiKWCMqVpEpmg%WF=l@k#4n)u?W(97NQ$U81{T}EW&KD}w|HNako&mu{s$X$v$R7# zFFydaY|O4*mr`45`R=tpP8(4$`MVATDj<5Cg-7>F6m7=H^sGi{A^B_FG&yZtU^>>SLVceG;o(zrU%MMtFA(8h9L09L z{yN)Za-;Fc`b$4`L^C_S*Rka~IbjyR{oDGx#F-oECvh81soWYkQ5z3G+uK@+cwIo# zy!AohEl*ULxm``l<%_b->=W?tJHsm2qhR*U(dNSBP^g^ClXVzQu^T-6LAQPYN&(_b2lIO}Ch zg3X~*nJL{MJ_Ih`l&s`nR6@F6ilaeFyJ0k$U}pFwLT^K-oAa65>Vtbb)r_@N>mQB} zRhZc=|ElMIG=4v<&gCrZtTSAeuAS>ZCj_}$$1JbWxxk1L(Pj&sE0Vp~o9q{43poeF z?4~QdQJw1c=Nq48fZBfPtq7+d67-~R9i0zEEQ{R-+zfZdH|~$_AGLHxbhcCpKSqMl zFwvgWtJ6NP`i_dl%w7vESK~j?X-a^-XH=|Y8LSY0zlE_yb}D>v5GYOx+8M{bUc(kK}rXPi*`A&Xv^%(~s~xVBz^yzyGMt-ThV@Bi_md7Q&@{ zU2GibkD;Q?z>+&X8{)DUFY(;4LS%(x1)gr{;7b0Qp|vpuYR%}%Y$7aS>$xnG?{{A$ zb4>aNS6u*-vuH|e8T3RYY38HnxdKsL?Be&NFgujvo}OKOxEN$#RclIqOb4y>tdhO! zWe}s@&STH;0xloN`!?#;3VD8^wayY%U^gY@RT7J>zZcuq^=U=B!NT<({TFVD`fy|4 z178-J{ zp2(u+jgG`OzcYN~fuc=huQK@sph-H?wCY3~WVl4HC;ue~IUCF7OYgM9bBvucG7O=p zs<4nx$hsV!yxvGB)DK1X<3C+?O9a?cqE(U@6N*e$zhv2daDwnFc3eSSA*dxpY`XW* zC6wDJok!d)3}-bvW2DI)F@_MV++a+FG~A87$nF+mrg&QXZ1k2Sst+iPv9qL||6f)8 zekxVEXr*F+7gal5=DKzH8pyl(SEtY21OnGKg#+KU;bwnZfUJ)J)N zq#ScP5#owZ?YU;v0!%r3?te*r2q8SahqVs+!^!RuquN_1;E9Z`&IG=!csCx`ebE7W zkdwR|da$b)lV`keq0~tM)16PtY533sGvXhV_9<-!6Rd^mgo#SeGaDa!L&)><-0v&> zpIapSuFsI!!0vvbU&=h*A2Wo#AGtOr=Ja4sW(pSZ_@S^&9~t?fK(Gz4cJ10QLO=1t z{rY*e(IsX4v6fYPr0Y(yKI?J`owuQ67RYx+Vz%*@w}h^tCMK1b#<5xm{YsQw=;#de zC)c{S=$#P3tP3rLq$_01)?Xau|JQRtJIWmOAl`SsuA|oPe(HXv?ZOO?i=S<%oW@MP z9y6ITQTx?C>oEAQ-j`|m!~S*T;3;6crT`x&8GN&BL);+qi#YAyH&#P%284A|c_vL`3E}DUmYIL*{v&r_5xY zLzF3Q=S^lZlQ9_*2@y%?=Qw`9Jjc7AcOQH2XYc3tzQ_Ce>$=Ztt#z&Q`#I0G*0rv+ z)_pZS_eOD(t#tU=Y7o$7y~1VehmI*(=v)ghL2N;h{S6-ehE30-6DZic&Rr!=s-Vm)`)H={vwQJ zj|N2k^?dxV#`Cx94?F>&kf91 zVm8INJ|>_0-P@zB@kwp z`FIt6`B^5A&}{WE`5(I;$L9#=d@f4?hF1}<2a|Lkd&F-1&Wn-tA8ekjOGc!Ti7wCxnla1Pg5Yy@-h&RVC}xIZ_4E4{_@*e&e$l8Has%EOCufI%a(KE9sctna zN>V;ldf|o5uXR1T|55qh?oa*V_NydGP4jtHuM4JcOrs4*4Iq~Iov22*HBcq%5I@^* z3DyhR<79Ro$RVV#67|@?33syU>^3iy>u_J_#$$6dnI&ete%2rPDd;u`3)>>X%UPEQ zj`$Gtel%L*Np=6${{Q{GvuvV#i>Y;=kir-J$D3M(O z1(GXIJPj;Rh;-Ar*`YKTXp+%)b1_9ng!|qt@@PV7(jb+5moH+jDz!Xx%^XEXndd!| z3q%Z7f_J#4w(oaui`Q&v0DLX^^w}O)2AlN~AJSM|5MR%li>qxG)LdAqAN^bbxDKKD z;5KiJz-a%s7e+5J6^-YZGjY)vht=}*uXF8JYk6gjA?_#MC?bjx ze7c7@-Rkzg#yx(I3X7vn!-8rAWLL31DeG|t@}%PVOnPr95e8+cj&w*^RGvLR84DBj z#RLMxPoO4wfRka!0Ip0NwYgsC2FO6?6jq-NHSueIr=>GSFU}{67Y<4z%4S*?JrRFo zqi9C4F`oz433*9-_uHW39C~xI`#PaVz4Tc)sT?SNDj$wY5e#4zNi+Imf6z zxzpdcU4gUcD!m~n!!VU2d?N&7#a1Wct}D6I-#B2O8BmkZCYV^BVA}Vb><`atYBZUb z3tonTQ}LydIE|MOPCf9&Io1h$&kT$YguaH%P_lA{+)%K2bPY8g1n@ZMF@NukKg6sm zXbG|=!;sRb0<-%86t48X{%a2oLx=aH^YBl36r;t^WOy?Wo$&l57hMA&z4%e*N~}59 z4owx_HS&P^sz52_lZHtCwn@PgF=0?yRegTME2_H6+5T1g-YtQfiFZf})>Sad_oOH7=(0Q$2@P|z0dM;0k;0$(*tM*#%&hp=j>#zF9CO2m;AM=L$g7%iPA2VV3 zv9n2mn>}i6du<|pAqnn|ADHwPHh~X=O;cfsC9r%&$@F}21XvJ1H9nqS0;ie`POZw2 zp*8dKpAIl5V6btE3x9H+?=p{JYD4t@nE+hp>XklL2FN?*#xKMLLvOB4XLdIh+UIG}g?taa&Giot>1n%~yL6@7Af9as@ZEzHvXxT-O1$Q|BTf|HojPYq3mf;fM}j zaceX34S;ie+84ITymKslx814nxE>nRchDC;-@A zB=ux)+alK!do`P$!~#Ay6-(Eo7urxr;!QRQ1Gx?ZvgvaHD6W;*ASulep5PgI#w`UP zZQ(mBbz4@bkdXc?xt1duo?IF#qcejc!A2rVxmoBSIcHZ{c%4RRuSLE}nYnq5YTj{Wi`;o2BebTESqE-B-f> z_yxFT%zc&`RfF0-Bu%Aq zUs495=0kJ>BcF}XaLZXIzm))_x9BJ!ptJp4;tWo%4N`%SuPff2-45+J&r_@AwtYV| z^ZHFtULnjf&Tx7w$)oP&lyj48=^*%VTqVt@45KKC9iEjKb z8%-uvKNMd4;-k}p6gZ%ACLz5i08!*#qhBKAg3V0vkeZ|bbWEOV-S4Ows+@ts>$h>R zI7i(z-|`45dhE>jF+GqgYn@P^eg`sqK0T$~^anSyk~ywWfJQ^Ik`M3u|Kt0CUpjuT zr1aT`^pCLY=v_K=FoD_r!H)ePp@DTd)OR~>r=FHAXM>0b9UT#V0AdR$Zs7__03+s+ z2$oj?D1dl&>dpZ@n8C|&SmFslZu(D8623A=MQw%!UB>UBgm3GM)QJ&@e@>mgbae!x zEc0oFhWf#>Wrln>KOK~B2`u83hr#dpxm*9A5g3o?7hWNuU`k830R(cr}do#7@CO*NdwU5R`UVV^}X-7~V*$g=@0Z$X?s-YhDuquwW z0LXf%?LVscz_h&Y{p1KgWH;UV=4?$1Gz-uw^s)LQhH?5^xaL}r59Fxg$@f7`JxWTo zpWi?$B|McDcSGOZbq#qJ!oei>i@}e}uCRCh21z#6EwCRmDHGff2hAvxTjz!FfsVZ4 zDNW*9b^Q(9FBM|t)ehR8x!s9S{YMnCHPn8{Tz?IF#?9VkQk8&7r%G_+^>#QZLH3X^ zwFl~=btXf^%YgPC`@yE`iliEXVZrl#?mFv7J2e$8z9{zZcp%?-kB0?`USTZ0; zmHdWXS0fnzFqZUcGly_8GTG^5OYpB$&wFck1cavC+$0&UP8aBULf7=F) z5i;9f!#^O|FJ0t1l7HpBGx|&WWt2=C*`}UYZg!ZFZQ;o8&TkZaDGoG`XVp zYam*c3NJXE1<^;df4*f(hxAGoWj)IXIQ=L$VE@esP{$Sp>MnYquncBd^Ulji6flW6 zdI$6?&tlD{GcQNzq7+)eyA7!xFy~y28!@nl`xBJy&PN7F<&_CYo`@$?0tMkV%W(*X2==Xw2IZe1W$`4&QQR3l&uBG-kn4G+gJ8{wlUN$VaKDy@uw4{Cm&wH-Jqvks5W>+Do$A)Yk zOx+9D2VsTf@gbnM@^aP`D#h?ejLu8;2>)T6Z+`M{epsUe?i72BS6qzXcr0sFtEx6? zvU^iid?O4FU*2*ka2bM%Z24i2}N-{r3{JmdlV;X3!9cKp!HW>8!vv={mb zda2eB$zP6d1h(^sZ$vldk*lLq7jsedNPyOd8J&CR^@hW}bC33-bEXRSY{K5c2iGi4 z&mS|O`|^QW>62jiIGNAFR0L4E{F=u3VF1cjt4;|rs|L;U>YPN=0f;fKL9g|N7MwDW zch_awe&5-i>eQn;FQo1=^5Tb70R$es*lGXD9X+=m9~Jc|gpY}{*fXkO@Is?(G1bNl zhMkGueOAzgESWcq?_c19w(1Pyi0(1C!o>T6m1-Qr0{l!d*g~DnP;G&K{ zr=Si*Bqvn#LdD%7wed#hvEvPJ;D(Wq_YHeQd@+V8Vej_&K8#D+_Sq2V?ssxEU~d85 zFJfS7Zvpz3$!>G-5dgCgyIdcG3?yomNV-*wVg_2r>v#;pcl`Pz9slX_v#o|qFV&~O zFLi6w`PdRno-HB!dE_Y^#*U9U=XXMEIIRzUvMZuC4vFKR#6b;BU{&}2K;&~hvt7#7 z8logU65iCYpypXp^QRM+*nqS<_cqnCsw4Pt(5p z{w$a;Pe)eh={Wy#zW%2=|4-dc|B_qwOzT?pa&^+%vZB`@a*^zeS=}BuC_%v^_wqH2 zkuOV`w-VvJ$s5ipL=oT;_T2G_JU0jDDkg4xfA=2NKdsrYcr?MC8)*}!_Y1+-xi2q1 zF9$^0LJsjyc_AOVpe?t-4tP7-BpE~W7=@f_JX(J>6`stNa`&=~08$tDFc9z>bQMWG z4r^QnS;~HstEb(8FP&`g6~-He&2h#LhqR!xBTR+yr7~O*qG#x#CNxCuzul!kivKlyc6jf@Nh|kRBigcvl>!BL2%>YH*Xc7%s$x3Tf+!PMGMoJQ~6+= zYjb~N>Sne5L(5b2-$}snfMcmbd_gsV&;v&QZ{xqw@z=9-Ze;9j27eO>Kd{d6wd#cf zdWEaYIo5E^?+TuiOeuKge7Z&Cpaa3;-lHY?;Sl^@P-Ch;4Qzg{By66I1E0$jMTou! z_={HatZAMCdrf`h&yjF|N4&%a?or^3*PTrvBnFRps%$-;-GuI@)720u4;SoZwd4ck zKt{PxqOzSED$h&AY;bWw%LTW5G31Mxx~(3^XE9ezQ|2{xoF+nWRlH4yN9%J4NLJ!2m>&+Y^|5}cZOcmcHc)C^IG<$-tst#MpI zE;KWeR)&m~0Iw#WJ#lgX472BUk&?OqwRT(9^%sp0%(3@T6mv3stGax}PRtp&N~6E3 zy12m9S#h?R1XGwlr(wHh>;T4WGy+w<{P5`J>B90umqAZd^46JndU&KIuws4o@J?R+ zzJkBDhBo zmV?nG#@jzWWB~rN_3NiX+<^0_USjZuE7%ns3wr3S21Lj6@RpaA;gf>&;kmg3+wb$1 ziFwemLHcPSQ#qUBKRrJAN9y07ynNwi*)o`RT^ZrKz7DF-9^6YM?SlE5N^>*A8K6!g zx|~Mq18>Z-E7zyrz-EusT*<5L=f(1yjA5@50geer@*J{2wk79Crl=BN-niv+RZk)) zWeE2YtY*SD3n3pV5yTi{64gvq0hvxz5q(_~ zpdlo+_sw^ERD48)ns%lE{65)~*d_;{ncV)@&i*k_H2dm`xvde@8r)DFpp6A(7V@8h zRdtYl!#UfsBn7;94Ok@y8{x@Z0~N8oJ{Xx^^$jpng8Bfy*8>rcAX8%GyC)$xG>G9J zQxq40-}?7Y+bYG{1IJvJp&_@=M9KFjWKL>kef7@-^)vb+Bzwj|@MlU0>yJPr<#JZ{ zdTt#M7~59|um_;LmdGmyucrh4bm$1JQ!6|yt_(FU+wKp`ojr$tsT~5utIjCMxPfj2 zO?Sq~bC@-m)2(zj0vsR4{i9?JW>CoHW8*;~%pRqTuSH#5e|wzn&vNk&c4I1RUV~|t zdCXV@F;4zwYuD#gdt|jmet@!e5z3=@r8_)3_ww!M zC_<;IzZ{tW%#Gu-LGGP^?h1)->;)j7Dt|1kISqtb=NinsQqPXT4^O9o znb0l}9Hj0dt*Ztht-L|Lk|!|N+VYJ!CLfL`6WHvndjQqh#Ks$nop2`%cVVf^5t%cv z@C(RvLH?=47qwIlD6hV8Lt`cp!aHtDuoFdr;+H++-xRmcTR#uK(-(aVqD$)?*N1rF z`(CnAy*q3`Qu4ebijh60?v+; z_8O#1kaTxyQ7a%33QSqhqY)fPb)3v1Y4?O8$W@*&3f{i{wni$obi&fvVUxr2F%T5! zz;}kN8-n)CRUYsjft4G$fc1q0C^R18S!mq;9>&K+>amV3NS|UmQJdic>h+Wv2f9?@ z3eLHavQ-5PrxnxXywJ;16XkSS+ai$hq2ExEak7lK!iCnBv#Y|97~-xBnwlaEL$ybQOX>2Z+m_@%IFEo z*H7Pz`Ya3XCn9lZCl{&jMqzi#vM%-qHH+TUTBRIrPej6i3c?ZLXY<9Orx9 z#);$ECwMHU5hXSJ4SZG}DC;t`K;_GbqaWGc0cLNxF!dEzXn7USSkPMtQI&qo#M(Bf za(?2pywg*#usH1@-Q$dS-##`sxtj;)1)sj3rME+@18Vw)8OgwQXVs2@HWXyyYCa## ziGY3Z&Cz{W7m8WGE8Mwm0WZA__Nomq!7oqqw1>5Ei+q3kxc$}MsjH!K9}@|2rWT{a z6ZnKUYb$!Q2P6}axSq$^89xu^n(U=1TQ~@k8SN${9e~BO+=vuY8$>YnI_%8$IM;Ek zYt=-z19~ZG=HKa_4AHg8XUOWD5S#VVm-eVki2wfh+~Q$fL?m(~w0)rnYEH6t=8lE~ z^{tF!X3SwwG%R?Yu`XzHMCE3~aje zvxNLiLHcQ}??dwl!BDZF&W2yz%uNlt%)y)|RKj$Q&e?J7z#SF#ihCI<%{>b|IPmM5FQB4x%I|Q)>#glzQ z=IFo*=8gnR!WC>uOVwpdWK4bFxN%7bbhIC~r|8B)1qaJx?4eKCq^{FSE**dU`-I=q z@n`GXRgRhkrS8Wi6_a%wyG)5QZehJJ9v=go3YG*B`@RAG|U5s$WO(-6qt*sARF79zOK`|YSk!S;#X;@$T%uo3wPfAe++ z;1-E%X?_mEpY>~Zy?=&4ey@9prT{fg9~;jiMM#ZX{As|KAc= ztOi@&0WJ{+)cIx&a89enfTlN4sug9 znvt;Yu=yZpVQJ_)}YrU5_UTP&z{ zQxU3SK!m?$;#? zeV5o0R^1Q?=Fmx@E)gJ+4tw-AKNI62f28q_zb~dXpJSqY)N?0}b9)b^DVWM(`g$i} z&llWI{ePO>HW8oW?>pe*B4Px|#~u>lYEmv}K6?5Uu2ZJhv0Yh(#XRMYCZ28Z)6|XA z(Qp`o1*krOOB*zDu14exHG{J>4U<-V1{j__(|@ca3tleYueK#lg24)H=|kJ!!w!Md`IxdU< zZC$^|qqFYJ3&BkqoWg+Vy$|Z>JD=dOV}PVdknvn!nUF}SQI zUj`9lN}Rz2fe^}iR=W9C3FxZf9*{2j0Yys4#kKpsfXhD06Ia7s?I3O&+C1BX84YYq z%2#pz+q!;F?~+4ElAq#UTx=A#(7x~ca0Q~@vF#+^A@sDCm_h40=rjJ{xXZo$|87Ed zM1i?e;LCc1i^9(g5rtRBa`N@Sey0yq_zxU`ZPWQ&?2%gV&R9bG$Qqz=06SJB>#_~$4=f2@kC-rR0TeOd&I=8r_|Fh7%`~4nO6>bX=OYG@q%Gbl(ynk z>AeW=YDe0uRvpZf%|P;kDCYm)^qR`y`skgY#MQ8FE!@Tqf$BRWyCi2k zTtDmB5%-Y@2Q6cc+BR;h)TS2Q)Ay_IQd}uq*0AffiRkHd^kVSV~+NO-1?^9 z=2V?&NSV>9h(W*Q&wMw#@n+uI&i7=IKO1Gwv>g#xhzvSO{W1J+_cuOV!^8O>p8%P7 zBT=>F37BiwWDT{70LSw`#DW|;plo62LJW%!1jjFjrqd)q%z;WX#>+Cm%$*}Mmu&?9 zufJo}1?OuXbbpE!&`{KQAbSdm^s!`qK6 zcJz0<&gyZJf5na~Qkm{4x7^Y9tDXN=xi{dE-X(PsoXj1pxyPqHxK!;M#f4}VPXCAs z6y}%*?KmvQs%;B=p1zc`*4+Ry&o|drh%>;WsZ@HVHw}#OFY$aTv;i3f89To|S8&xb zAaXWRhQ?R%x?#_QV59LAr}BU)Dxf9Y%G<|}o`g$SjqK~i9{OI}y@?lztz|3Oi|jgf z^qx-hql#*)*|Gm=-Gmu!ku>kWK|1~w$32=q;K|uMta|(?Wa*qSuVt8qEWT>Gi=+U& zXGFdi6*s~l?LaWg-gscRYbY)j5f3g&NnA`iUhsuojKihWAG~pI1i4Z*A^tdNY>kjF zl!_ViS?QleUti0xZ~xB)dUB8_vs3HKjvku94KIH@f}QIxlLME^*Nz`M%l~P;?xH>K z4`qD^>KKRFQOtMHb+#5)dPcysRoROBa2>2NDYLS6*TcpaW3sO!+y9?+ z)LsN*kpd;6xv9rVo&uGw`0Yyh$FL=kiDeH}0;VaRFF(o>Apiau;o~{t@XRLAu+`iS z^egkKidA{4lLk`4l+w2U|9NS$wP90tNAEwa@3-xFnDwUGjDG_m@lYb|@895prDapR z@i=s3HP9}oOoD7<#={|la(FF9 zI$R1dn+=2cSch4q&_pO%(N33S9szC#Ytn|K7C1?9{@CdhA@oUdLVxbICG6`@H5DMs ztY+E@`hGPHgZ^p%ciY<~uuEW`rVb_whf*d?$_ zV3)uyfn5T-1a=AR64)iMOJJA4E`ePFy99O#>=M`|uuEW`rVb_whf*d?$_V3)uyfn5T-1a=AR64)iMOJJA4E`ePFy99O#>=M`|uuEW< zz%GGZ0=oou3G5QsC9q3im%uK8T>`rVb_whf*d?$_V3)uyfn5T-1a=AR64)iMOJJA4 zE`k3u38bBwk3MY1xHEsy^(3LV-Fb7?Rij7U%xNq^t1ymA366@N2L@J zrDw_3oogYMaqRr`cpgY`ojdv(|2dqlkmj&0cST(cORv=&)lmi8zUnJ)d{HCqH(Y|f zEBd5nI&FFIlAwW-!mIZVnSycaRu3s}DPeiLUj;5nuwrQJo0c*h3IAiAzqqUt zG@S9j(hh_%r&Vd^JD{=8=y4Z8F-R}O*v>|l0fTT8C+X8{h$cx`Q9M=%x>n!%1Ma)P z`V%6jB|L2uh-X5&82bqQYVRPO!Y2oY`D)3ER?8j>RYblpH}&%;=g#t9>;1NDH|bou z_y7b2m0eZX^zZJ>$M8xPU-+ZZ)Qt2cmKTAsM}atXwH zzAa4+D1)f1w>%7%QBYxf+&FdgDYRS1&h?5YpoWJfwb7S_t4TNPY<~VcjsC~|j#cM- zQA>!Ro9J+C&y~Q9)9BYc49ybn@P)47{cfBTD=T>R$HwmH`*CC+*+g*Gj{QIG=dW8z z1y)SYXt(Dx?%z_d+}{RHt?%p)BmsDqJV)8OvD!u9Pm2H8d@4>i*t{P0^ui6amEbGa z4vR%kc$Ky%1Y)?;-G3so8YroP?@-Dl1Mm28h4@P`Kp#*lKUigow3Tclqv});FaG-4 zBXwt#th6cQWaf*s48P9YBJ)MjjFoPg>aM7wH}uG>Ctk=-icG%G%oOpuCbnT>@1p%H z?XE=+)T{G;-cr*LT*oGHk4bOMWn%?OaXH2ns@TW_6OA1?&i`0ke`Nx};|e{-Cmq1_ zL0uBhwgUw3?8z%~YXH{<_Ur?l4KTbWnp@fD0m_pXq^N4`p=W}jIiti7-N6n>Oq)JH zC2l`7d8OUZdBdt`n{_XQKCc&Fx3xiY0WLrGwfG`NR=b6TR4>GOSM2L~S3M;1)I2OG?43I+sEGVXK4!trmHx*RTg zp-jy=UNzJE)g}Ji_n%fj!hDss@sEBW^IzBX-{SS(Zg-+t!aTF~Ao{f*k6PT(l&$xe z69=>QotitcQ~zuEAC>*I;lc5fS&-{1`&#`{1L)xsZ43@*f!x{Tj63PiApG{ghd?4X z)J%Fu);V4SnU@vZ(jo9d)4>j$t?yk?Y+DhwUdsiJ^R1=~(EB100Xi))%cmfgS9k$8 z=!0_c2rRhdUC@H^9GS!$N66p&rcdg54x+OQvt#%u{h4`-?opwOEmGe2NZT6_u+UAG#h5^#Et<6tvFop8U zk_b^^d!#U--XLo87%fOt*uTmQ1EVj?#@XBs$Zu&OtuOikT-MxIHq5DjQj!iCDo%@` z209h;__{8PE@$O?$u>)j#Fa9(=pWxPSvT9|QZ3xDMe=SX)ZU*k2}04UY*G9EwqBK$ z!`+9C8z7KJJs``i3PhrM0v6A{gw~rR>2V5ikX`zIUf0YL7L&=sW8^H6jmzew*s3)W zJYdpRen%GRrgBYiak}jIaq2~?hjpt1upfVKi4FEZCRI%Ix;mGTUYW@(XPhDuI~-Ox zG^>g@=h*HSPJhGVe|xWz>yD4qK95(MPaLjRyP@nfet8LVv@a1`d@&izWxEoWC2)MF zzw+C7{Z+d(bJcsSrxETwym_GKbOQ_}jd|3}=0mIM%>paRXFxn-Q_pnK9-7O8Ug8P) zfYVxxyL{qxr2KM{ygX6|t@7O9h>Z0>m_w@)5r+}tJ}n@kW8wp6>Qtv5D%&D!Vn1Ax zi#+@Ck-OiSB$&Z9P_2kdMyy#$vS<+lwQCp=Z&CRbIHNLCsM4>$iYz2_yF%Q4oi5YhaOzx-GYWQ4u!d=*^`L<>}TF43`&dPnQy z0<}LxI}LE=Xgov|LQ=@_q&1@G8Y9F~d!y4nEUxC_zNn$Bs29J~1HG?lyuWGSi#B!T zKg@L4p?zigJY@`S=oIRfG5&Z1ZLSoa)tOR8=N97cm{crRCytXB4PH_~73v+8`3AXcu5kYO=N(V5_SNQQDR%To>TAS(O-@0uk};S^HDk{7FevLPXt@l zLp7PYht$;^IL?hf`VpH2#x!O-ALTQ)@In4voDRD10NH7}`5K0Kpo$;oXjHkB5c&BmLeAoQ_iGIJNA*%FulR$`THK580>NxH1U$sr=z0_9-qs2hxZ(J`v03bK@%5L3P$pgLuXw0&>Z%}6MLXpMl@ zZ5KCmcqS`JbWIcSQf^-L54aCqj;RKhCm4|w<>Z4XMmG2r2R8Fa0!LG$e=LuGwJSuG z;TvsI2%@)T2o@Wk!)Rmq?aH5INcQG^i*!qDHAktOfVvnf6v@kdE4V3%B#IBoYdE@?RH0e-g7ql&n3eJn#84B63M4x{_A>fY0>0>)5J$%vU?fE{9m|YNMc6_kVQ9l&0u<;Qb%n|;< zyR9m9Pl4n72`!1v>k$5lZD8zO5;PdIyJfXop-acP3wmjFfaYefjM#=2GB2lW4lpu7 zW{*Xd&MdN`#y%%EQ`~)IS|MslO-YMXiamQwGZm3R0R7ZeD*?<6yBw9!!;I+fqPJr{ z2%9p=E3O=g{tn8uSau`q;ElC2s*;xSBPJJ33WL5#ocq6mqvy>cE-e54BXF(^No1MfpEeL{Xc)ct0o}ls+&}0 zMjw-ewPtI+V7Bhv@i(AJzz7`)eOw}*jtLZ;_DD>Bh*_MX8+7i)?c_O=*qxVzfg}PP zemac;ADMRQ|5M!-HHS^ET+D*{@5Lvrhux9F8)30(g%H4xyJq*T(H+e{pKp4}Zj7>7 zyRHxNTB0tj%8b9N3mX0@uJO%N9Z`!#%^GBd0!fTs|5S++Qm3IAQVf2+GcI8jnN%{O zv4r`oI{4mu-(%SGxx}hdqZ`v6h^-Mkl8o`{Q?9ekE5iC5m7AZg?Zgb`b-XUW4%p=R zFJrIcX8yLm-*QO-#EoObsU~p5 z{!-v4?9I?m!Hq62G%pnvyI~0O%IUV2E}*_69@BCxKd|CA9wtjfneFWFs#csy7uA!U z`OAOn|8MO=`&-wWh5j|)G$Z9t)`L_xcl*lIpkU-f?xxY{ut(19p+^z5i!aJMaNg3{=%Nh0; z2Yh^xn|UZ6$v0Qz8x}(Kf@r&+9GPKnZ|Q{^)A*@UEu|6vvBH>7>kr|hPC-Fduqi4O z-*~@=Lkb0WdSXqQ;brB08(ZgdOyalT}3TU;i;4oDEDT|Hm zM|Y0@Uw;4D@`HU`)0$WzoR!ez6QhRmXf2%nXt#2`e~D5FFr%6q)2k2MT;q*lTRABv_&KvxjlaKc2wdG^Ow+sY1xf4inhxiv^pZ0f#e3 z<3ZxXG;LblJ(w&Bc`AHG3zh8u(0YvxRbQIcQe{i1`>&5j{@J|v-(@{3nUN2V7NvLc zTkRuGf@OkJfF!QIdw+)Hza7ttLUEIuhaKy;*jY8Ih&z@U#M|ewPwYoFDNL^ex!$Z>@ zQ4FXB57+sjgQ)w=Gwy8oc0c~K-Ksx29o&0`YtSFgtj4HL(*>Zlf(z02d9xtH&3JkA zn?J(KNPYdK>n@xz@xGKK$Bg9ja(USv=wWE*Zq0qUM}d@2zTPWifQJrdUpibi*Nkyz z?ew&cT^G#P&c1~EgoplW9Go4eANXhq?Q9q4aKyg;p&`naE-O7AcL&XKa%v$FPqaax z=%;eR2(b^nJxqo?5nbn~@de?>=ndqm4s1CgE9om=j2`(RrB`$hKGP?F&p|2alckQZ z|Ak#Ur$-dH;<0?mxK;?l*9P^=uIfU~?UHXTKK5|VG5Ew>3<$c!eXdZ)GNRi2H)NqI zWtc5S#rbO^LV^csx>yGt!gk^okt_b~_8Y>T`2JPB4(UQiFLc~QT~~}j|0*A{eqZs1 za8?No9PW0%mvPue)qci?xe-9m&#H#GrzqbFg5FCVeVBQOzC&*oWnW%uy7-K2YgFO+i#f8sIU60V7 zljRjhx5sUWZV_2?9fH3$LL01|{3h`M6@HsI2#l#7=yFwfkqwyV(?LB^K_8 z@x^jdPIwr+QKNbk+3f$9#e5$H? z&KtGev;SE3*cVZfmZzIJc%YFV7KQuYcpx!{_wPQ;`XSM+J(^l${wRbyFkgR62y7(F zO-FS6QR0b=Kok1=kWxxho!9G+^j!!d@4`*Q?cBXKBdUbBlxkJ!7*t?<Qn|mbruId6 zhF|jzee^=4rwkWDC>)T#fRkbrkw4l`@ckC|oHNoY)lD<5^+$H0zF9eM?U1-L(ST98PHVUghyBA3g=SUju?XIT3>Dsv^@vrlfzqCVa|abnX09qmp|yhksG zgd51sG;O>QvXIa#e(Q&R43&Hjm#{}Ep*B+FwEjq#a$Is@#1*-)nSagOlL+T6aZJ@* zicn=jd-{xX5j^CbVIcoj0i~z;`^~qC!Bj+DO{FXsnn_xyt=F|cdpf)6hU~w_=l<;R z`A6#+Z8^q$tw;vO;k@@RE_=dLNOFIr24pDbMPW(o_5 z^(Qsd3Q9oUO}OywS$FvAult%ovIvx}!4P?Lvpp|fO?t5xJ=$y?`SOn?z_?@Zt#T)IV&|5)2JSFB0TkG^^H>5-1-MtH6 z?r*-U9;PQ~;%{Ku=03gO_|f;B^X%8_1_p(^y@JQDT)f;{b{>OEeOV%d|3&cbOe2d$ z!9&dX(y+06gf}qrH(%zs$*=5e_gkI6Y@q<#86(=Fo$D5Db$`GQE^lPzxZ=-zQV-@2 zeF|_`G(cTvkNjZil!AD5#*Qa#H=xt8hnbJ@0Xp#Ffq8NDD5iEY!Kysk5oLBhzWIU1 zALSQEQc~#~qA>1?qL~Y32z;-n3HErya8QxivtXlYY@bBbn57-O4cd&74gOcZ-ba70 zjqUl%nAUNZptW_f9lw&=M^*73_6s_GbR~MAyLc_=$i}2Ik2nTDf;3Lz_QOBa`Ae^! z1@Wsw$8+$@KK)d;_Mnz0T2gD{)-x6X?5)VR%{0=eryrX;^4J9;u5gtII~t;&Y(hj1 zPbJ_0@nkChiZV(_>WWAX+8(cAx-ui^;ERsLH+)|iH$j`nH`%3!oYA|VRV&YWeStwn z?P$XnCG=~5^S=9wV_#q1u~p8P3$9zbV)m|YzB%#iB1V6AlFQ+HRy@L&Q30XK?FR8)Hy# zMJ#Osiu)$Rfh+Kk5*zzzq;k8Fjm2IbBNP5TEMCl-{{`-)BN_IG;4M0v@Mpv8e>$GO zxc(}0sMw|kk{wYFX-AiKhY2k7ne`EurRsH( zQqzk6c0Z%tjOd`IHVz&xCjKy6N4<$)_U!`8acg$(PpTf6sDd|o@;J#>7BqSsZN(B)FX)#{T`2FA+&wk!L_St(s=ZyE9 z!TrxQu656~*8G01x#pU+*5ciF53Qt@v4=r0non$FPY!TGhW#W%KFUEzO18a&k9vEZ z8PAn~*)J|Ag-`St(?&kXSXDjU;7kPKTh}{=uQ{Xl?S0;FE*YZWp7nDNc#GkivE<9; zM;yEQKI-V`GA`fV^>^a*S8a-DWr)e=D3Cg*?4#ad2-Dw6!YBnDVIwB#{jcqLYxZtz zg1(6lA~rev@Zc#!cs?S6RqhHzNngx;xFqaQTKDtM9^380D9-Y5_7G2mQD@GWjSEC> z4*Pn)5jvr-F&Cb!I(q;~jR1=w=VRDN&G6G`?*J!mA#Oe=Q6M_zHf_$525yt(718!K z==2vCX8#}mXg{9kzr&VG{Zx>{EzF>V$?R|I&ic0So>C+Lyl)-r67-WsD>pNll;Uks zZ1uaKIBpAI4h|;O%?m)ZM+{U1Zdst#LSL1XE5XRSM^*N{t_KQ#;gXma9*iE&Jh=Yq|05VK7qD)~h-~VvU5KsTZI{EVMe2-7K#U1EGGgw!)-dSRv9L4-IIC1wrA6 z`|A<#Q|+BnQ}k`v5SV>+!C6l*@~3~SGaKz6-cSE(od2ipM_X2-(yAAUxlb~?y!P|A|+7RdF15gQD;Qke5q_#(P6 zP-5+oGmB=yXrGr#2g&UQXiW5vnR5C)%?Q8JjUFJ{iC>Dl<3UtV7QIaxQf_(x96*Q_8pXEuhm1u^@MEPT#4`_p9#MO zdj~vl4{KPMlz_>r%_)6CZ>W8_dApY)4E!ezmzr1%5#@yB})CPE-fBqy~ClUjT3%Q`e`IvO&kDqAqs!I>OjtDsy_P5a^y0 zKTcLD17Yqzg5Kmg!6_;_n&l8V2vwjZv=>%}cD~>zd8==*N%q90j4xKPypIoHen|RZ zv|ibF{osiBmw5hG|N8Bv`a2c3P*`dAod8BX$T#$CTXQx-e7X;ArneV^Xfaj(<@rdc zS!8_JY1;q~?|E%9THJ!3P`js<1q6uk!h}<&-W{~q5o*(B#srqRCNd;#9>|6NWkkrB z&Gz`?z#Re;PtfV9jz7QJ2Dk7I9GG4@iFWc4B2w5lG^!1;i-aR_kp>`U{vn_7rz+fe z6Gz^8NC#r&3eTNeWQXqouDtC0Y#=kic5c~V4ZCEJ$k+UR3R{^%{UZ30BKFihzf7-l zrGFUT)%jn~yYiGkEPda1HnVJSW9^2#U|Hg_1coEwfy3kP%c zNtcvVYqUl2Eo$ti4@f*Rp7}Ushbq!swqlB`L62=#^Z8?6RIQWUCRU(_8purs>-IaK zD{Sl!n240oOrEpa)G>L8UUW@$;L!vo_%xyyX8|4Ehnz|d`9kkTw6TDc4wwqhgmH=M z0Bd$Y-AxMwG@pr;Qdh;c`|0L_t^$MDWv<6WBgB(fZ=66feC;GGNtNfcyK~te>J>Rr z#c>?h1AQ+2q}mer2!6DmlyH6Kfz~Gs5Bz+S1V25aZ*vO!ps|MghaNvEf(}K5L$~gO z3K+CB!hfZ~$f4qlRxSkjgkIfZJZO&&q^{=h#`q)G!xptQ z@iriQ%OyIa*Bj+O={WmTHxh1UO5@#D@kWmelfAM@;=p^KP)bOc1AO{U?LDRv0B36~ z6I`{=gHE944Ah?kh$2@DS$L1_Y^!EGAoLv@dVqbDi-s7v2PzYFm9_n$-kjY0p-X}i z=-$oqP6SQypjb6=aK6eDO&(5|v!luY-ThHoi%TAeT3hF364FBf%Rqex$hoH-TQje*p9nc*rVvUCr!3cLwRQqtg4%}YE zmC)T@rz697=oF4nD)7`C$KK?92*vT^VLtx=m~-OGlhp6r$WK|EK8D>-znhz zx=JXzMha=hwH$jId?&W<=;zAi0y+^AqxFXTRQ%M0%j?jh4!k&BNk0hRn(ia7JK}ovl ztje<>w6B^dQ>7seu1C>cqO}e|A18?CrQUc$v5KgwyrCOvI`hl4sQ(e@WYFCB)K?0N z&y;=Nw|Jr(cQkv_i<^K498_nioRB@!piDBS9#|x3Hn9mP!nZm)U)+i{%v+vxY^bl*FZ<~@Z;-9QraPkO}hA+%p$C6u@zMS)$_GcdQeRY})t7M97&?*%+7RC1xkzf7Mb|+vf?2EH-uJLDg~o@tgYaenk^EVr{70lERO1N3_G;8#~pQb-U&B|q=EAHkg&yO4h>{8kf#T=6AQ0k{1I3GR=dNF6OUWgAy!M9p_ zNPS;}GKp;PJL+NJ5zrvB4fF+9QRns}!;SFze6K0t;}vWKzRZu)jW}SzL1KgRrR#6& z{HuKaU)%2u(N#->1e;wR8Z!l>dW>?r{%`YpmL^@dAY~Xjbw~=U&o{%q?w>*IU*Cfn zgYRM8si#mUGsONQW*zEUWzL-c@eyo_^l5s%2EZWw)4||~F0je@o)za)7 za8U5rD17M)$rnYu#vl2jK1Pss;EjP9W78X4CGGI)Xujlyd#T`aO*Kk1w*kB^ycOxX z+5l22mm?)wuOnZ%A5KNNzVI661V;qDfFa#)j+xaG)ZPaOOc+`KVv3LyRnQ?3| zwO)p-pQj|AY|_FBp)!33RwnqZzTf(pneWEw1qguc{xxgq;t2SW^1Mf{t_6MyXjL6Q z^c+6%jT9$Z+CwO9>H;rGA>g@Bx)sld1J3Y|*Hm3ep!!5hMbnB4oZqkOnQOYhvBT$& zyguR&sjHW5a7hhO1OfZSy6yanFN~I`88^X+iW&T`cG0kZ-}$LT(ssC_G~+wpUk#)^ zXHB*oo&)9S5yxo-YnVCm03*Nd57Hi`YZ>v1uqoYjC09@bbjfbrJ#(G_9{VoF!Z$*w zNA+b2{_EJrUzwf_UkLwD?;4wCSo7*oN&4Cx#ydoB@zE<0^tk86 z`e}axB;_BM$*unjL!&xJDt$-}@ZIW8>AcebMU5%f+XwaFpvmeueP#?qj)n-A`-Oqq zTecrMZiWb{#wUDqH3NoA87GH^TA@9&FbPA{3f$qUmlRuzL5-D2jWFpbs&0Q!A6noD z<<5kjTou~zW07`A>xwokt-m^WJ3<1l8pIP) z;r(v;{cU_T_s?tPy#L2Kyz(`bBwZ;zG*8YC@Joig(3Jwgj}O7_k$U6ftaKo7k$H9~^CqgkXZtQLE&)#R7?=>byCLj~ zYs^HVCnyPrrm=I#Lj4Q*foz)uki2s&eJ)oAQhE{cT|t1$+l^8+0kJDsh0B z_s`xOw7UtSA8JFeB(mVSc=-5|o*;}33CcAU^1yo!N3BrZ@&EMrl~DTK_U(lmi0V>Z zZtwF17$oP_SC6wmV_NDjB>G|@DBR>G`M@XW=BCtm$-4wY5jkbD%4HCzl^f+5JqBF? zM~X^nGl0(fU5&vWdo7EFh)1O&}CB>^zfv$*2a;{^owWfW-%%z!sa;L|k^ zQ@CHpJTo$9=-1GsMXK#hjA`!Si%rYT7z5Lld5c<5MY_w zAdD_DL5mwL&ctSUuyFcIx>njSBzVoGO5n^uam?+C`#*d@H0k1+Z0;bOF5%svVetm( zjTAS5UsW)z&$h~XD;PaXy&5|n8VJ%kIDBl(9_Uu4(WEk4B79FKS9?HxAHrNEsY8OVp)dui&V5^iXnVmA&!&XYH%}dPK9g5a#Yz#TX&Z=Ml*nkmI$H+$ag^uZ z5(OjQb5T`hrqM7tsVHo7sT_XPa8_}p`oOCtIZ9!pa&QnWdvt`o5Wdd_E#K@bf{W@} zp9ZUn;Cs@jD9$tmX=R(!@IU zx7X*N^@*Noa(Vg7qMiL-=yR(j?;D3gorp`JhRfiK;}ZGgs5fG@eOXss{S4~&uf{mP z@I@3xTq|};`Ec*CJ9~uU_Ph$6+EaV{hj6Nt*01z}9=f#8)v-9Y8ybS#eC{>Zz&hF4 zbS{-XXbrA5)b474m97g;--9|Jfil>Ns@xFn5GNk{IVlCKRp;g2WUu^TIo-+c-?g7{ zXn7bkJE10f_$6j-89roqyB0--AVb>-g&xVb;8iK$HecE#KM zquN8*PoFb@{GrHs1CnvjN$d-{uK%g~N5^-|<39SwJYfBLZOs)% zmERrbBUhxql=+|)mK(L&0;KzaRK6sdho>KARv2$RqZ@!b=2ACrsPAv8ugz?;P$g{I zAKxKFN&6Y7it_CwFMI(t{#d22m{DLZ6z}|c?lLQb%;9Ew#ic7 z1EaXPoVV2ikmTfiFGXoJ1Y0t25$5}&XSGgZjy}EcF!bX_;P(335u>QK11JXWM^;*% zGW3U2=Q;}_>zsi0$u%3st9CGR>FYF|gc?l7rLo}#DsK1JOCF7J9T&b#T6lkmqVIQg z{&PIXv4mAKpJB2M5)=O8mxon9LgHM%)&aiC^#&g^pF)zmBujEoFQl|-Q|QU$fF~3A z;X|yI@U{E(?b~6NV50h9{KEEo3_@C-$tbV7g2R#3pmknXh+kQJb;h<9eio9gspxmZ z)a!kn9S&tcLR59V_gxzhF%J#dqbik};pHb~& zc^IH&l0gIzymG3_u1?B70D;!$PAo;D$81V^}%|6E$i zJ8%zX_$PyhB<$h!+d~f)?#lt*{um!tbPJ~LC!`C$pT$1LQU3bvJrS7I(~7b&h3~Fc z+R67{wUgTY@4a1z;l_Z%ffM5sARU;cC{JDogtx)A<$52~4ZXT~$+!fzrvfj_UMz*Q z@q>hv70DpJFCm(F}0KaTPy_#w-aJEbsZoFa( zn{>&t!xWOwwy5el3#$cbE#lN8!sS2&V$;X#f+6baq@cwg5am0wG#mz{XHz5XfL z19R64#aV~nms3pwL+hoBcjcqEb&I9m%Z!Grp(k(}ZdrinwBSKWCrda*h*w4PRT)%u zh%_hk72wQ4owp03y8p@R_V-l&V|#qQ&GnvzO)#(a>zh{Cf(NZlws?B|a7|PHf zaOsmb;@~#{>#YURLfq#N&NT1E~PAyBDZX~kf6@{fjt08)HKCb{mg(k^Zn6R z&AgFy)T;g6h99-ZI)D^rAC|HJS$zp&jqUy|O&IT!u}V*5RV4RvuqhwJh?1x^X$v8nO3J}|dp@vK zf{0BaS06?V4NN|=l|k=VQ^}3Va za6CW0dHs$uFvw`f7Dx^J+jZ{f6_%s!sK;G}565D#se_yFb}2>wnQ$*~eIQ>f)_4!X z>Nt|OJ9Lr8hcmNo2K^uwF3GJJ;DaVl&*UrJtO1g4ehSY^J-~F1d49D?4}$5_w-o5! zKzpk(&zBxgleL$YXA2B6LY_igh0_Bx# ze=_X$dp7n>@bG!H!JEhAGb3AAxMp)A?9A1-U^f>e_PApltY(}v{hHpuSYr5kAbkcL zFZKv~cF6>Ol+&HkPZ@4>sQtM{FDUxo){gum4*#$GpL6?4Y4L14#%l9;^;6Y6L2o1T z9?|%zjV)X7c|ts2x{v%ZI7`An8#|1$jPDF!CY0lw2dA~0n3 zMy`bIAYl4Gn7=u-g}qSrI$|*{AEReJ;2OM``lt2%Hf}7zG_N{f5Z+ogJ1Al%0O}hZ zrEseur~^0O^?eg$X`DKFwj~KpOL7VG5~smxeB9XQ@f`RP7M$|)P6>o^kTG8fYk{nb z#Ox$ZPoTTKGGc{13qB<-b(XQ@K=Zxo#97r7&>Qm6Lsf_i!2Dv}&9GCj(cqTJ7c2)a zSa|9tWcEYyEg8b>JF*bXaQoH!Q#lwek~jR8uj{elCR6<18A>o~PhQ2HzUuO~^`?Bg zqm(f^0nK8Q`&Z*;!KYnS_^5d$Fs)3ogGDur(}kI{m1V=|6tO`DaVb=3N__IURSh@I zbo!dFS3}Epk}PeV1fUUawot0i2J2EK|MVgec!y7L>N}1FEOARmIDXd!e8TnIU$*9O zBBe=j)0qdxQr3!Gf8Bye&x18@b@MRj!<`rOSIe=bE)*2**Bvm;mtT*td{4uqS>^iP z6V}9}2JL_T@j&9=*89Hy)WI+LlaP3egZD1QJhWVW8NJon2E=>^b?~L0!rI%qJUhJ? zaH5U(7IjNEd|H|u-&fxR(yr$il*d}YD2K&Vp*I3%w&!Q=PsKrK`=IBuOP-MSggSlT zZa7TZMkw)cxq>HGi=$Om0u1Xa;Mc4OL238BSne?yX#b1}9^KkXi)O#xhv%PTtlQX36-)vVO^7lDoG z0}(901G;gkvdrZ~76dU{R~uN~N0o#bZQS)GFmvEhsDZl==+OCj=G2D6Q)agN^f6a} zl}F3>$W;Z%+H#?)G>F4S-s2hkVCaht(fqU_Hkg6QxS_dD;QYt)-M_tFf9oIn={S^5 zw67^i;%O*Gdw&zj&(?)|q;J7c=SBwZ$XDPVT^W8f{Rn7lUAjxOK0xUsc25qqC|Kp2 zJUsC0DU=~H0dpoBU?qr)BBrPU6{ghX5k70A{!})7sUsIY=WGg(WSb*gN8>&Rs#3@( z?^-2J@`D%eznvj??hRE~-KCFSRA9klV9bmw1qv4OL7WkJnBq*qH#a9eFur)tIji&v zFomj22kb7S{q6EBb|il2rq6c}e^5dna2BsAsK&1A8-FFFXRm*~(!T-}<|JE$;&Ct~ z{flbRZ37h4qkc4^mb(Xpr2C(c41iohw zXYs-t-QLIG#=!Q_!`Bujetl}$ev=9uXw2utHTHd2?UJxKWohls`Eo029o69Ti z)TNj_SBJ&e#eY19``bAERsTbgNJTMbUsJRRdd=Fp!^)7B0_O2ki8$ zr$f!-$>ce)XhWlRDO)yILWzSl?r{dW7S$Eo$vxjuN^ zbAIweYb_*5GcplF4)Y;Y6;eC!)PZraEdAVVZ4>!$;Fj~@5T+cw1Hb~ zPT;?+y;VP<>u23Y(6srGIVlQD+N4VJt(Pu84`LFFjQwA(!?FsKWW{D6is`4Z`j9XO z=W{Q75V;eCF5(}`U6tzqoLIuS@SgX;!hE;ITe1YYZJJT%jW^)_I^8`YcN{z|B&Dv1 zjY0Ro^oZE5|7Uf}x3g5- zXy4!D){Nswx<$|=$XsPw*uOn)b>g;J*!U+fKPB33s@e?Z?8+PTq>V6l^c!CJ_WL#{ z`JEjKuO-2HvX<02FJIWh^Do z^74m}SArGT1PWd~nUf4V`~9;W|NnK3V=aYCcYOuGNE?ZFA`jdk%!J?O zxHR|Yum5 zH{|qIh~RXr8nRWB2h#{atolQhPPSGZw3Ck=OR4+yGBdVoSMMYKk14n|?fOvm5~_&239V|0a(9WIrfbcr+4 z@~Rybf1|QnKN0fgjOADS<9XNN&WCHJLsb7|_us4JAXXc7V^?_Id|HTjhc8OwnM)ylKmq z5(;xq%=DHPw&z`+B_^&ISRD z|1y0$ZGqNUIQt|0=1Mz3rLrRv$q^+ zh7xJI$WoJH5bC_*VSTU+=Ex3tU)QLHMXmG7Ctml!hbJBm2WflY`pvAD-kkSPCQEGA zdTKZb9IPx0D9XV4IjY_kH+D!6xp4}s`M_`Y@9)Udqdj$3f>=D=_ut#8zz#f4;0(%7Z2<#EqBd|wckH8**Jpy|K z_6Y0|*dwq=D=_ut#8zz#f4;0(%7Z z2<#EqBd|wckH8**Jpy|K_6Y0|*dwq=D=_ut#8zz#f4;0(%7Z2<#EqBd|wckH8**Jpy|K_6Y0|*dwq9z zb>sdNerW$*{H|l|pMLLs>X)AKSB)c3aD#m0`PK)ho=tqGdHfj|h)p~hB5DLp{*NY< zm8FnOJP|Vvip(6{K){lp?LnqJf`mzb?OShq8P*f5Yl<8X};oAPr z_t8fzKRCFABc%yNqPo_ER9+g<$~hg~{XT^i=^3g=(N@B~gIc#5UVZt~dT+Nbi+!k>_VvoU7j_Joa*=UGmnQ`Mw zjD#jo$l5rP23xG8racY!k)bZpf--|By0W?HF~#bD*tWKM9@1S$JEh9`wC*RuhG}8X z^-tvkW-Q1#8?TgVsRL75G4rfp@ol5=A-m5Zb+NnO6ZzG?@m)tMMYxU0(>^84Ur3tX z;@90k4xy6oR2f^;iho+KtEA`m(^f-(kBugLV*U!Qc2wf&jsYlo9+Y=!eFFIvS19Ns z9>MX8@lnsyN}#qe|5`6mf8#27|Ls72OQe(+xRFu8ioLM>b}Cmv0|IcAUlKENbbcT@qIWj>b4wMn6!w>pH4GGKSoKM$S4`{C)dtBan0`)f46j_&$9 z>Hey<`g%I$L)|odAUH)4+cgZ_EIm0|ab3WQ>(GoHZ-j@f*)&FdHSj?Qzxvip4OB{* z_%hYlfj-{pw=d6nA*mRf^iXkc9`X{L&@)kB2m*J)9O(z{!t4y@P@*b|RlO|R_gJHgjw z7vm-<%ut^*(Hp$DyZx`~UCv{p;CuBF7?M)8oyA`QmB_TuOSY##Y}7;Y+PecJr@nj` z+lTNAqsCb1CD!QO6Mfnay%L)U%KArGTb58oH*S<>aV`R@pB__WNWBV#Za^MiVTla0CvxcdS>o!=2nQ3A37!V} zA>WW_(&n~1pm?2G>g9wV;xlPWkBV=^P{$A48>Z36I;!&Z808(uI7st_Ei~B(<9rbK zs4`#nU#8brz2TdWVK>m2@qRg&-3#wbRF5wtgaKHrmp!V81a!ul>Q#&tF!qlWrN6U- z$U!UoU+$I=H2!*v{EQQjH>P$s&1OOG79N)AfIAeF*90&YR zha$7oVdsfr_$~K>S1X!55v7f_R9oD+j7tAyI(N?N#(1Sl@cVOMBi5A~z1jw8BhQ)V z-6P=ktcOa7TOynd*r&hc=nXv~MS4RbKCtCp+Blr0h^R_^9x{HX!Rk=<9hH2Yiye-Q z=|9?PisH#TsQQ290(p<{HK{IkghS>Z>$S{`Cgb(Zc=9u`#qKK%w${3hr`}o1<`8u@ z?&M?7{@)2?il#DP&QYTzs@3$>FSO|Yp6d6vUUhpEN@O<-1QUgJMHwRy$jcmWi7y9b z?@d|uoiB&{7yU|s;Vy`C+Th2VRX-pn5AG|W!dxAz0md0=0{YwQs4r;#l=JV zen?D%g7Ah&Dn#rnFl4zAfEo#A=MP7FA^S2-#xBViC{X66JW!{LhDbSCe5|ZcrTme} z+c-DSAWKMlY7-S2{q>aCkDdW79Dkm!87qV=U7oB_m6IX;=YzxzILv760cq&%V@DAF zH8SeC8$^FvZ?>9u>(J9@Fx2ssGK#JT>WLmo;~WbC8vHLm1UE`SqvA^N`LAcKAY=wxS}^qh2%J0)$j_dp3CTLfTSl* z#ZWNop_I#H_C}s+po0B~4ksz2PtQ}CQnoH2fBp;BBe$=iuF|~5)t*b}vMFotsTea1 z(a+epieOG8h-bC@n1}?qy!K6Tuswp_Sid{|+K3(rVl1Wgc|>;a>%Sk-fBxrwt?ylm zmZu;ZTX0mppa)`|R!8n%sQ~eb$Kvx;agf44K&*Zv6V|qr1m_O=!g!mXypiomNScp} z>Cm)Bf|75F%BgLTLBsry)bgvSt>ZLCqbD86@1Hs=OK%9S3nhVzizm=}4!wMtsV#b= zH=J*Kkseh#Oa!nUUBG@76Bg#3Wk#3hpWncx!u|H> zF5QvjIN1u!vwfGvBwUKHf@AK3KDZ0J`M&b1+d|3G853J#l;;bbjc9~}Tb)n`)9)nY zPD)YUcy~y^)ylzaH~nw(|7U%F?zIpu;xYJ2Gj5Z-{hc+=Uwk6hpO*s6o(dqLc?=@P zF&g77Ua*;Tw@Guq8*0C@DP|DnfJ*5OJPXJ5K@<_j^OZ#Y==K#%aG{qo>aFL!FHjSJ zn1=krnI z1AeHDon5v0svDX;$KB_aX@$B!hlEC$2cQ$$*^hI^ypi3|>AoYq8t7^0LH1upt|$b( z(dCpmkK~Lm_H~8mAgQtzF{gZbxEFU@_a)hdWucxHY_T4kk*}rPyfSyA_KM|hbn|vUA)$KvXSPggCq{l*K65!}BiuDgq(x8M& zV=MWt11cn8pZ=2Qi|(#o=!m>;h$>Rw%)Jx!Ln@gRonfYCfPzmJglhVujU}}sr(Ms2 z?vLfPC>3wS>L%@+dCV9UwY*C2ddUFq7A^CPt_UIj*GF~y&z}TE0~zuh{RH7_WP>gu z_c#8wz8#%AHlvz!a!sKHp8Bj*+z4)mz}XM8caA4O#uwAZe(p$k&Uj>0{f-7ORrIZY zCozOmn+KNtd@WG+#S$ZtOg+e6T$mIgiw3cAk5t7`52WH}(yT|930x`5J?RPAP|ZfB zkgFXJBs2mq6Zc!7-q$B_r16YFN9CT9v9T4p%yMWD`?P#lmrjF23coAkuD_Gdf0t!p zR}$pDqU; zmu-*hkfp+->!)o`EYyS56B6d;4L@|Mn|+^Rh%~(QihIaQABa?_S=7Hec_F^$^Z2f` zUg)#vn$=^PAjHsrRgU3^H6ob_{pc+nh}@-HY1i~s;pzDvTN?p?G$*=j<+O1Z#REm! z=ORyp(^zcd%wUWdPrYr5rLje+RRtku2=5^A(l7MiGAt3#ohumupo~=QlS&`*u%Wjs zlXRwpVkm=9YnpYO3ek-l5)jUdU@FY06+I>1{%O73Bl1q3lj*>5dTU$lh~FWI^HPV zAGR6+B>17LcIM$QR-zt~x!($r9GI_vUFQQTS+CeV)vrQPbKd75@kPu#H7zBT$-7AQ z8_#?5Jjvbitiic;tjX##hPo_`_5gzH6U}hXss@~2Qhpq=|l`V zsI<_AEy&Lk{R-ZC{G8kl%5w+{1{wTdU-GMTD^!d1bi1tFAg_jQ5>zy9Ofq99Yv_2> z!z2*-95P)wJ&3`Lqr^E=8Xg<@X$hb#JxUCbRSCI+V) zP59j?ZL#Wa`9^_n)yvyCunseF)O0bY;p?o)ow>S-#)~7j zneH1?AO-ypzno6K-SofB&u#IMHpjrP7}d;bH~xd87%?n)K&rDzBYbt?ixw;T+x^G* zD26*)sQ?W!!c@;6Rlui!*OD)fM8Ow{TGGxWXB7Rz*gn(H3FR9~6GTx2pdXCJynajG z$Wxy7OWoN(#Gz00g=#JUIk|B^e4px#rgERZz*F->^bH5D9eU}8nC8n^>^eP>@B3rA ztt7T+qZKO{ieryDTeBBG;F=)Z<@*~V#VUw1Cppkc(i)8q3$NXGV@1jKt$j|H84wlE zovTN?kD#CYyf$fr6v*Sjr+pM>G(8+f2XP>1Vvu)a=qg$g`yqeKDgX_Y7+Dep1t3~N*#PXQJK6}^%qnyAM}5jBe8tNi zh?jz3a$mIv>bYd&Nz>tiuqCo`s_Y&pF_xI&W`!-ne?s|U$-xEPERTG#`v~ote zLL9QVhgFbfK`tc=ogF$sBW@XTRt6JKJu4p@Pmb^@UnV#*lA(V2Q);X>_useaOpCUMj+aE=rpWZ5)2KqdJo`G@{-`!n!JHiuD&irG#&twesrjk#z(k#!o3HTFxEff57g7%_-of|cp~iR ziVG)ms^%?#=2bS$p28f!w>X$WTaykdTM731k(uy);ei~@*KnxyYm;f54+HGQaNas$ zTeP$P(Na2mlhb<0;)A33Dq$cxhWU2r6^}nMJQDJ*)iDivFTI{1z$5{&*{{gM)4CvG z)No#6tq}WOAr$j!K_4lMl2}F#N?<=7m~5JQx7ujteyK*bR;|%kE+i=GA;n+Qx0AX5 zg;radl5K$a5~kB9)I{c!>A#e7jca^zv*30usyby$v-+d$vd>OSpZf$#JIWQ2}pWyOO+)xAI z&<-9lJ_p1^)88FneHJlus7)>@=p((y@&vELL{XJi>WaFxI!efgr&1}`kzPnudQQGN z8olyzqGi7g=7V{;*zG9Kf6@C#A@1?^rSxXbgtnud_{v6EF#4^o)$pD*B2!MLjaYXC z2_rS_ropX1^B2b=S!7au~+XNCO9 zP+mx$=A_DT(}r%cK9O!IncJ|xT`rwtrmpqVh9P!c>3^PvCA}%2z{z~cu;hlVj zE9#Lh@twpp>9~#jI;VgX3rU5EuLNMeNUVF;Xv&~roS*4bLJEIc=g#rds6CA-Et8>D zg)BGED;}^ls{TQE%7|u)o0CCZ4X%;B6zvc9K-T@*+c$q#R2*W!C^74a7@8y*Ycf4i zW(!eiglz;6T$@U%JW>kMst-3-dJJ~U4~gzY<;r^(VBpO726K*0Xjb$@9O-p;#IV*Y$xdjCZb&>a3EsXx zRfw-;UKjR4!e!SIbk5;|oN_2=s>GXRz4)r&KCN`T1I=0vc94GQ6@=t!jt zK#%nl^1kH+p#1|+L~hP_qb=tJuXv0ns$&qUufPN$?en(!tmlJJ+Lo7|Xs{0&ekPr> z(GrACDVfI}D{x0Y&vE+W8VDt^oIDI9~Nvd04dJ} z){jyQP*o_Qdu=@(j1;CK#cHGBqrdh0rLIDFwjt;*7Q=F2co2|(v`;;vnj^FVZb(n=~*0Z3tS)#(*k5Rxt}9rc&-LgE62`scRw z@{y8>JW6s!7I+PFSKkC82Zb90g9|3;ptmUbhqrbJcUULsM;Z_M<>x|i(%41XA3-2|CuK`%>S!4x?fwNyfP z&yRUjo&~KBdY<`j<^q2=6VHU_6X2pEU*vA614$zm)w`|+vM)e><++xK8ui* zJs1^Hu)e>*<_EJ(>vfm91JPxQkN){us^BhCDCZMtj^3-`-Z*~97!j^s)=R&66-`}^ z8W_5K7Y$#bbBv@pizL02t9|4RcFX7Q#dT*pwZ7sehfpbmSyw-A_bvdlEi;W~tujCi z{K6CZ)xdano>Vw6AGkQB<2AO+^T@RRYU8sYz-QZXJutaFpLrz`&$P!IIjQ~7WfyQn zul0Bq^Qda*fK+U>k`Ia|C!jsdSqEjw`xnlN$3g~01m1p) zaL5(t+bFqG3I(TRMHe!z!iDjs*g<`H;EUPcOS+=88@FgdnHzJJmxkMW>Y?NWw^;a43s}gD-yq-KuHHSgujvRDRF9=C;T!_6j9Wg^)n|p=TuzPc z-|i17M-7-ndh>LnOJRoWTBM@ENQn{baB&yyF#FpCzm>5UXbi`k=B}C8RLsi4tbN zu@O}m!ljP-48G(5METTMy1mdB9caF&>@x3z4hiJken%RFtV2~WX`j7OZ5cu2)xIDk z@S}30{DVJYe>ileWGWD~swdQ{iMt^qqZ|d%jeJnG4`3V4_JYB;u7_@(-)>jy;hWV} zTY|orZ~M6meu%L5C|-g;EBbm=$sv$Z7iBC)T4-Llh@=KGmG$Cv(4;`3cqPS2bc8E4 z@C*qb=Dl9f=;Bv#jF)M^MI|eP-FAtPr^DTA@xHtM@5Svl(LoxCg~8qH-|)-pT zs5aoaBoSu-dRP4Lj-{IgYNG0~=|1jhZF>vVJf}x~vg%%M>WTr{*|LUj=V^${bD!G3?P#L>V@nQ->7}p_I}-{I}|=h1Uk^@o&Rs8{XSFX1IeRC3xnE~G6RWNe)8&W`G!n1Uhd#Oz!M zu5`I@k}DK;&U5{l`i4qt0>S>hHc1ZsYG9=xA5lO}}%z|E$HMWhl5@D1&y=6I^Hi`O}jVDRxZO{>o^@xR5;w z*PHu_5u72-j%;^9U%O>+B#5O^&Prev^N<@-yDrg2Md*#>X|}rTvaC>=A&D3FFRR_- z1z%(zk5Rq7>wnRnmZl~0*ey>(%Vg7OUqyHQ>knF)`&ip|^)M%S;KZ;-3X82MnX@hN zVIb8g{YYfm?*BXa{ylrR;m42ES#LBfd9%Tfg|G=Awp@Nh*SYQni!b-T+Cg}(MrjoS=F>>*7z?q~X#2`oWAHC3l7WVNdu%Gw#HYz?1?T`GH@tb7{SuT z-fIgU#>k~zvgmj(LU@aJ{nI|{qW#ByUJJU;gqRM(nTdN9yZYP{_j{iQ_gz2Umx7=> zwEK6q9#~o(a6-iBy`~qveQ=pu+d?TnUvqdYQl0 zl66fH`Qw-O^;(k(%Z%#W5VAar&M1g3czd#776m@7+9_!Wzr!lINYgg$uBZIHxbAGH z6*td!lc_6THvswz8MzLd@Vyc^!2%@LrP8GLQbe8!wY*oU>!De|`S?xBBPDBa>R` z${=uzcHlr`Jb0v@c&#&-2Euxdqhy>OXuZ*@)>z*fDRW0)+8qPXr&p1EIV(XZOaJWW zS_N<9^)YL~VL1rB5E8B~;r2sG`%D?lxdV}5CSUgLONOY_gzB7ZSQGeItS+q&8>262 z5VM&teD+M~!)aH<$vXMPKX|)dRicZuF7QCGye#;ZKLGiE zw%5g(@JAj82A-ZZ2|{8CeI>W+1CZm>$+WtWAVhRhLdSahK2+U%H*=FC7=69gaVmz_ z2c2y@@&5EyFshuhlC}+q00p0Qy9D|WWE$R*MlIxpv>x?7GF~o$d{0B`nP4rTd=Zt$ z|H}vUm41{u+^Y(Y%_dkni>||vgl`4?etyWg9viQ`cn+w)$DIr{!$pk39cxL_5-20V zKIpLh2FBD-k36kK9NnA4uZcTUiy^c0z0sKXk9qQ)@}P?4q)PI*hIV|(YqTNHZ#p1y z?6WYuIttX1&f!WaZiFh=DO!z`lu>}0HokC!Bbs?Qcp#+vK6*(UK7IY7D@x5P^uv{L zM;&yhcneZ|kaxPUWp$JbN@!MKvbf`ow1sZlv-=moY3c%7{?75e{MqxJdfV~)qn$|g(*MS$i|R#AdQr3{U{MGAgnjyKP~Ic! zW}6GQz$zn5C0xT5X}esv6L@NkTA>N2S1sd^@dXD;S--rrMB*6kWc%iEgsRs!_li>7Odw4f|2|)UZ%TS=dIjI_=7`pfhd9hhw?IM1iCh- zz~6Q{2z3~68h&MoKxUV`(wY)fP^h(_Gv0%(`RoUa_L3@Cf}Q7`TD@yq*L@k|^R!=W zKIt_ zjd)~{t(Uf3_h>g3%jK@@omu*)`jdMPSLIkJ0=GStoEU!~O5-;k;D`x9Y2Nn?!cGLB zxlbw=QhtP@mo#xl7afDq&1sQCc-3L(9m|w%jfX!{DKt#O`-gLCyx%252>Ep$HB88Yg}yN+>QM%i!dbAf;da9!+oK+*${2JC1*59f-e#DY%Bg%LQqZtOEhamR|j1hC&c(TT;@uKdJ*~ z&nk`G57kF}<&%92<-sWEI0N^mt$wuNyy2c|Rwg*f-0nH}AsiidGcH?s=Z$KOFZ4WrRVy>2FxvG+oe zg@p633#PWH+Vb8~&Qv(!)jD8zrrR6Ia2H&zxxE!nKD^MoBK`=*eHhskJAh}IkCrDb z1Nvq}Z`qLcKnjETNRvnk*v&Sz9**HbVRDKkk1y-P4^gc!+4kQUQ~!0O>Dz?6vF8Yx z*r_AvgvQgnzLiDXEk^-YQHo|P$^U-g_2{gB8P9E<+cwwC=Hh^zGraZ`Yjw%HfNt;g ze*Lb?35l~(bwTef)OQtsCX_7<^*Q5*o<_IPf`wVUQBXJ{^xZ2$ob8TcS#nNs9*RI~ zLf0#u1_Dv}6{(ard=Y4hansb6#u@o9j2}6CcK|4yf`V}$24OKUKJvx+eo)uHFW>s& zCDix7SmU~~ACcqTj3y*jhxpedj0|)q5tZk+1=>TSm}?$a%)!uG=>kdtVYzQJJ$Nmp9Q z=4mS7fn&pqcUI9bBB>Xn)#(dY`D3coxeTEr%{VIjq$v!UvRHA?Ujo4e*GPO-DUd5( zOwBvGftzSJRb;I|1I!b7d+M56v8%t9c&Myb|4Hwh_}GLzs~KvreU1%uav~=I@7KAl zHb|zWZl<`74L$gXOa5qSg<^?4J~@anp?k&&>#1w{pNEYe(JnY6ZIPb(GZDc^RNw_ZWn3eiO$s&O&k93B?+OO>L_%!jz6p>S5nvlDQB;*xg_p%j|_L^;G5WChRIzla`q zErymHzlUuo7{kw7GjE2P?I4l4nKbaJ6=?5aQ$I$h2~Q6zhUQr+09oW`zNy)j9bF8z z;a2TaOSsjwvwgHn|N8nHTU zt~VhE>)JYY#pUpRI^QPDN+#m?99z#0m+g3?@$=ZL_8_!&rCphr=N@E}wEO311)}3q zgdcvYWf0ionVq}Kean0LI=Ow)c5Y+Ki#*`LN4n)uv0(2obf`1Ogv_e-;mZqgl@hfQ6H zA4>qYlD54%xc)o!k03pQou$#;GF`=7{)gms-qSD~+)0=+?Z8b3QQ3ej7Ya?48je3_(Yv ze=hYowm@50{|C;ap-5&Rt6^}V41y(_ze-X@An_j=L=Q6jx8`^3%dTk-M~<>~>lP-K zNW^}P+cdHb)*7EoTkRi&=5J(E2~KU0!}hTK)3ay5m|oU>m?0m$m>yFqC^mtX>DvAe zS4?57hDja2QVuliOO*BcIgnq#Z{M76*FcVC$Vt=Tug^o-*2_S3E-Ews)efKG=?DF1 z=Dd-WQ}L>T-wk*+ew=>9JPe_u&vIk>n!&E-rNU#g2;`ZFe{4y$6dH+`O#2ffQ0Qls zHp-LHaMH+??o(z263sn-rd7`sDrlF~g9>}Vt!}-6D&P)U9JcN2z1|H8YOnD(&%T7- zwtZis@^C;cD?Y2i=nD0B7ti^Z3ZqUz%P`*#LAZZjzCvuBbjQDKzjy8bCJ-M>&Br@y zEK0%7?jMr%b7!1$o6pUjAZxGc3AoXQ3`2^00iQ~tVtjrQL`?$%#)tc0|Ao3JN9;TB z-0NGeNgsty%DtYpq1}*dbz??Hs%C3kvrC9Spc?K_GKA`Dq`;<4r1UeccsTmb0~hN1q>{w|pN=@&OW_ZFHDswy2YdJay%YrG!o zwLz%R+or>N6CsKC{cyEeDO|vH=eyM=W3uD}Gq>qu;YS|NI`bQG#BhoJl@aT0KwejS zStTuydd=xltJKFB`N~vgs?c*l&9)R|PqHB9_c2BcKM%%!8f7yCzJ@yizlBB|xPj>; zMNw0gDTunB%z9pR9`ZEKN#mvQLbIUiApH#6Aa`AG=z+BqQoep{Kpy4 zlKwDWPr8V!lrs+L{6PR|d*TjIMmGM7@%K?2IhLDi%l#0TKBbtPZvDsjouc`kO0urE zu+~5`O<33m+j-&hrGe^LP!R})zq*Uq`>{&8$bBoecfpE1itXJy6I6MN5RXPo8ZkN# zNz?~E1I6UpADg&r;Lpfk`5n{*fo%#Bkz#j&bCgxb`uiMX3~Q~eD0F7_?)m` zNSK{PRt*H02VVHyX9Ugn$(7}UKMOvrcydkko3 zT$#(^#$oLvlzbJSU9FigA!G|9_2dJ`5`6)8Y~ZoR<|W{HYra-R6bL_EY#3$^{G-2m zb&++%iO~&$7Uu+h426RlTf_3i);yMhJ1kc;8-2i4zRDq>UJGKwA0HkX)CKhI$g%S) za***mgsfRY6?{GLzvsEhfv`|c&QgLroOk1zc>d|rKjrP8>75~Kc+FO2iYk_APU8D# zVHB|r2YRMFk+5@g)QQtFNXXMV#>=o1n7MvfN=q(4L-RLU29HMAXI86WyD$LpcFY8P zXYRt=yBaqSTUG(%Ly04F99!pUXbCpaVglhZf>r#B;Yjf_j$NV70mkoqE_W^sM^&S} z+_KttK(eWP-}u`Q^yr0=tP^!AyeAvI@mw zbzszRN9&}i*%a4PV6>+w#eb|7x>2_O#K#w#A?2A({IhI z`c~aa$JhkoMa4bXN(icx6bo{XiUQ#PO+Bfoa8y#Vf5dMn4qRmh7cOdtp)2u<_sc#c z!d|2Dl5xpkB72oKvg4LSqQy(k~@W zM^dArFY7Wt%?_eJi{qbd_rQ6zD&z_w&eYZTgLx%5t8zkDy?BeA|3P{dDNDpvu+$J@ z(nc@`S3i7j@A;Vy8sTdD*ZBbMo5r%r9123con|@Cp%w7x^eNKjun1)I{X}W}ml&Wm zx9TRxZH-^H*u_YnX@J(S4(G6jr@*Q4Vp-8_YaWjzKmTdbIv8X5=0)G@i((z$OW9KR zfQHuI+B2$K{rR{IBa&uaAQEOEqz^TQm$#aV-N^Cb&-DDK+lwyU>O8(V1|Age@!VRz z!IJ57YaWqCc)&);HAUPH(XlbQ4_gBfr}UDCZ1UE;LndzOH1-H|q$*9N>0&%&-(c+N z7jB0NvY{t}ePM`p$ZnKlYXL}R##f7Gqb|VsrM+FaJ3wmeWUIq?BDhIeuvvRKfK;w# z{@^b=$c~7$QE*d5x=8!y9h<}Gmin(D213c5{QXb${qgsz8F_s#1e#!>b!};%+dRy` z%aw>HzUY9smcKLqD3ogR@24FKL7Itzcz3qef7elp3WuEzMLa>$=dOHA16H{-nd}#D zfr~}#sM&B6?3MJ3B)#zwo?ViZIW*M|*QTaSZ|L(Q5?vK7mGs|O>N86JfGim-jY{kC ziOhM?syvEHDypSFJs}9WBXRU3}0a@(7gN4*0Cs zN(pgyX{szH-h#Hy6O}T<9vDnNnuK_W8!O0_7Wl*WH5S~yr=@xAD~K(2D6%+B10B!m z#VPl<@ae)^ulCjs_(imQkAblk_%9t|K=sI8bj-~&=lro2jQ?iWqnbN+u?csUqWP>W41YS7VBPwkpO^jb z_>ba1|l$cETRx8p#BjIM2+UYkCbNLI?ts|LW zPV-gtmexxcu|9d4lsF$8>_-nCka_{JL@{jsighr`NnXI#6%L`LtlDqr?*PpepPtt$ z(ohx`L&A7g87zzp8#6<)v9TvB@9~mjv5CdmGA*JMER~Mp!WR{DY&~g};CYeJ-_C!* z-u^op^`pR-QcAD3ISN!Sxnz#K@`0fDdm9g&N(KMTSc|DE4E=@64~2{c&QmWk5l zf{AtH%8v(mV4eKLSo1fW3evDl3$!Uh`>ubQt?G0JxS3jMF*|ZSMPmmxWU>yrar)e1}FblUfSTNV=O? z+36eBL)3@ikL}X5yWWYLd~*MEzW%Y^zbcbD^0`fru7OwPjd=yF{f*qTUw<~pe}qgU zinYh;i*Sp+{VBoSPEe`4cZrkw9f&0pG_$vbp^iB8jr&9n_>u6yK<3QqjCO@AH- zY~H3;(bxPCe~*4!OvqihrrbsOzt(j)edw38Z@UMV?DlwZ;k!YD7+VXr#|IRzf61hL zEDPU9+=~^lsZ?f%_|CPQ!?oVQl zy{g=>4%2URzlgSP<#3s1YH4u)*7Mp&eu`>y5N^JvW}gLMy*ink*3bj_B}6&ur^8Ss zMV*dgUpc%FKiPBrojnp_6`1s`PliCNMuq7OPjp?0>4w1XC@B5*96eg!nvZyNV&Boi z2axh{^1Ho;H+&O0<=h?a2I3C&XO(0K5bM@*dKz~@P{Py4YdlJg&N%(Z))TVBj?auW zReYAmEaETd)YAW1`}9Xue_k&0wpGmB8hqNn!Myeje^2A54jM1p5B=b~hadYYJqc@F zwXZI3&GR7o!p&S0&;zSA!DqX~LXpIfCy4@c84zE1?0ND=IqVCU?PAUJgE9U1eS#t- zpxOMrL$lumnat?8;zu^Y^}PZGn?DT^na?{}LVO*tadhVTAgl`+u@!6FBveRHHfFdr#~te)WrM!sCFK7#iS}yNAMfxT&=7q zUe!V_^`jaB<3;%1u4_@9X9;;dBC5wT2jJCXPf3N*U=(PGk2|qmw{`#UP^}dIDSW+i zOinwo9pop|HgL?NKCwc+xv8$}m!G9qSi8 z{_@B{x$rNTIN{WUzE=SjHY>JBd8Th`-7_r>b!zb6&f7og+%6wlA^FmgI|Ur%0;JKI z`x}2SyV)sjtvm2PQp8~*z6kjbyDIeyB9NYJW*!UK06eYywK6^zj#BE!?TwS0AyV&l zNA{O7NMIKbSn})ys=~4N3Mcwt-*KGu@VhB^t-HQzq#g^@egwq?&m-XSIQ@-w_YXTd z_?4T74|UdK2`kR(G#R!#+qeDupKeF&h+kA(zAplJ8KLDQ3qpUDN5%I{bKxGmMi;AC z|7(x;G={%AVK?nG0!|xM?*k7GLc1+5nSMYiq%`8Q_#UkQ5^O!Vg)am;ld_umej20L z$U?Q45F6z5eoU0@fGCr$V=|k2u}2;gyp^-e}vuU@@cQ zK2a-l;J(j^=ua=O>|bN?_u4pj_HWk{NKLK1`1$V6_zh7{K`w2u`A&Je-ruzxFI^e# z>li^=8Ck_k@@NR~V&7M5tN|a{8N`zq%wc5cuGc7&Ho72s3e&VS0G(}ZlcrE>ElxDmb4xh^Ao(Qmo9J!M>YFV7%a|EaBX%-g{(XF%FNR0x`)|lT>pEN-H z=uO#?aCt;!d-eB;JB&O2Z|mH)1JUC|CT#ILdOan=MI-5X5yMH>CECGuOfo;&d;j~D zo!^V#n-(~qs@~E2<#7XDky+VAYWD7@(jr0sUENzw)~FwIe7*I)vecMI11E!WflhV* zsr;3AxI8u&(H)ZkUBjkTWv3%Skc(U-oGt{mb#2?O$pcv)iWEEkGrzod-}8+i!gs$C zHqGOJQ&HlYjBQjz`D4l(THyw`wx;`6E;h*S@JP&cmasGY$NNM{T~|X0I$Bvdy5WPUWJINe6Esn#h?jWieqZ$c!cuqt0TblTq<4Wl+Z)Y0 z8MnwWTt?ps{bZXXdC|6i9tDQkmw5zs%6o)4kDZrt-HGpZz5kYNm-hLc%eVxyx~#GB zP2b?@r*k0`vmZe3$iUOdF<}a2u0N3*+)cZDky^(w!nm;8M_s-@gQR z^f|Xs4dmng@t)tXl6^`cT^;}RyxrzS#zw~Gge^kjbjW(E_g9F#e|PFt%^Nsa-LTlZ z_7cj^m%ZJ;`4IU0b&~W>=78}R?>436Z|je9tw{*$(YhM}xG`5vxiziyU#YNtHX8GG;K zs{c-YZ~OV*vg8YI>rlip&>7XN&fi-BDIR;4hkm2*=!aZep4JGQ(~y~5^bY|4EDpwL zi!>-X)5G0HZG;kCN?yox1wys?IjuSCaOhcazOF~|0zQPx*#FEAfMjPj^3kpPE(&!9 zh9?WH&|*Sn<6Ne<6W4A3*$Ab|7=rb8^loqeKV^S@FBdWR`U|Fs4(W7@{DxugYo~`> zKY*m?akbJnV~}<~!>s*K27Ge3v@a=VYrHPD?V(J!Jyelc1vE-}fG`tZcBCdRN^2(U z>a8+DGGb@zn-gz!=M`|uuEW`rVb_whf*d?$_V3)uyfn5T-1a=AR z64)iMOJJA4E`ePFy99O#>=M`|uuEW`rVb_whf z*d?$_V3)uyfn5T-1a=AR64)iMOJJA4E`ePFy99O#>=M`|uuEW`rVb_whf*d?$_V3)uyfn5T-1a=Ah|BHZQ_cx+t){kNs&47hz$l722 zPJU?3z6iDquV{nBMQ|OULPd!md$SKFNfTD5#R{Qbv^X*Ga}8vi8DK}# zsSwdt&1XWD3pAno59hf9y!>o!Z1y?@+CPZ==(!$<%3p1KpR#)loWC2ai!U1h9eDFM zceo z{r6|3D~P=zxN5Crzpb~0jNMRGY#i2`zdx`) zJ_g+*ixBQ)!Eofub9_e125A?b+73NsTqR4RGVFnBZ&i&~#$R$?{8G4}Hh z({%2^=`uabRBpeGOTA|oJAW)-CteqgQqJlH;bZst+~^bMkXXRy$n%~#pTru++>R!u zy!wy7BlCfug>>TR0?2wlJxMyS05hY`83JB!A%!@@Bf((+l-bTMJR`1y&Iqnt|I3eI zbe@*}@S7YMeIgz0dmtC`_GZj<=J~^}Pug z*+$Wf1$zqN+^a&5Cc=Es@3_Z9dnFw%la$*Zev%2NIT`3HWn-Xoaqj(WlP?;2`}K~i zuML3d54Gn+i1O$a)zcn?JKqTDMTke;m(0@*wDW@}9e^73_)5#~h72Qw2avO{1Y zv3S5@s~vuDINmzBq!iW%m?a|S8ld3em&2svWe`?jdA&%m8mPWJXU4i(FtM;xMhh1V za1xYVO<0G-e=UB0)c417lu#K76G=Bb$1k>Ao9%&f!!LgYNLGNA+`)93sd5k-rwP0# zm<44A?B1NLFMu)LMcQAFd4aZhfSl&DE!a0Ju=;sa0`V^*QHL+@F^*a@$LC_TF!lYI zN=1JWn7YZAnC)RfKF6-|*t{ai)i6KefAI8ox93;qc)8M5?xg*B<}lR?X^M)5b+u&+&B}6*12O`?|&%) z7WrE3FX92H<9y*d^@uMjopf0#UkrkQ@Rwg-t63rsE>5N6zA6aMwpT{cz!)vRJeX5S zB91N>eSa1&#*D7uGL|gNL{Nf2-(7uu3Z$SIV|hiE9?|DB)^i5XqD|h(t5tkt=-<`3 zU9VVVsGfME9da*5bx$mILr@>}N<&yaG*1q%@{(0UtFRxv(t}uN{pm0gnCXB#RRRyo z^SMC7rWb*@gg;8r#@R#&mV?R!@xCP+N3^g$6CTrc7rdhHJ>$L`4vS-#gMXJ-04v4F z!38lRNWZ+;7Wh;c$+oE7P1iF*Su!&5*9}F{@!=l7djq#oMODGC%1gQ!k=j6VQL*h) z*G97?{g0>6{HH07m%5`^g!vsxA~HgBgS#W;SQGVM)~o1zvY5B26V7~-c{fA<4%TOm zPPLIfhIJ*6MP>3b$eufK=t_GEsKnam#M?&0)!)|wz1hWKGyO+jZRkzlzUp^-Rm%p^ z$+@I|ca}i6Uj54Hq{+YvqKuO2y$W$0o$hGJ?+FG4=D!Wv(=gKvi7VevienS&SNMwt z$He56Dn4lB5MTwq2l>au2A`_ZN@rz_-NuF~_dCwYM?F2W;z=Xjz>HyCSFZljI*Z`V z&xG`i`M=%14Ts0DkI*~=sxvCY2BpowNhD<`d#?tB>g)j77#A~-ni`S3Nqr1)@#T8(UOG$OK{j$zhaiz!03(+`XRb5b?Sm2 zN^h>BF}idUgnjj?`8#}&Q&JXVLZdnaTZxnQu_+_VWm$qB%Tnk?%Vv2RfegBkE`Lty z^I2pZ=`?TLa1rT}-CKU_^$q*stG;B#ruK9XbHkyM!81tqqKrHP+1L)BzpC5Cs^v|` z`*#o-KlgDq^*xX_BwRXPR0cMlgoe`}^T96}jxrHHgrLoA>KKOvsQ*m)(Hy!baeX1Xl7qc?LPx6NNlOLnC@YI2E!F{yMsld-YBAkQ55eJheCbmI_)m@9C*}N{CY%*4`6!jRmu35|K*FmYljY{yXWg z{8VfDu0|%LD*PxYIH-*l7}(F$dHJJy+o$aN1!F*SIq*e1s~;lNkr=stItNVVf@9t@ z`lEeyLQ);H%CM)a%d9rm4uxiXAo04Th=O8U>G%9n!kIEL9zSTtg1HLfzR^gtB5dD& zUOyH}Y>`>p;Vb92hGOxAkvA*&e_P)+r)@j4np@dJ)ekDJZiF?7J#gj08+Pxda==+{ zGFj19KnrDLv{zmTlxcliIOGroR^&@>Q<_|$;QW5EP+kpWaOaECS)CVX+ z`d(-@!{NsQ91-w&EljlgYb*#HiGemC4Tr9Nw2IklL1&I4|Kv=Iu zbvmX3_{kS$j=XY)v;*c;S1*p@;)?0|cs_|E*^i0)dUX!rHo1=<5-F5L9*f$J=Uec0 z?(?dpoL(t?84{V)KGq{58~%Sx_qP83uUl)Urd8#91+0MKgzbH4s=v%5M)=dUGTkn) z8@{~R_N)iWOZhFGa_*oyWkxqc;!t?Z=J5U_X((bLy?M>;h#z_e&yM~$5Qsi27VuHlR2Rkf-I+08X1%_!JJ6-8iQZ}str)KdtmGXc+*E@ zAG?^Mg2A$9%mezU#EI$K-UJ!A_NyVUM@TR%) z%Y!yZGp*2NBijbuDXN{h$s2+aS1t(8uvj3DCdTEJ!7$`T&MW)0H3StV7I|%?#RFQ& z;T>U12ZBvfW}q&}tU5~c5eqqCF@pr6n~J`S(WM_*0DzYiRJklqYV4HNGusG~EC9+cQ3?vH9#TRk-c*HZ@kOEK|-C_-9w5*Lz&R zoAX2G{MDO4GgUnjDXat<_DW7Q`5~y8VPf_xXE-)ufq)?w_e~4px*n9u%qebkD|Kq^oZ^^io6-CkYeam8Feqz#RrBgA>!a$oBDdJf2 z{c$s!s5c_IbX`NfyvAayQk!i*@Jul(vb1%dO($$sGg#2?@rxa9+y4GlOQEngX<4BQ zT0$1A`f}PKDsWx)<$4xGMbJ=v_4S9mU-{Nr>K@2IuQI!{T~FjsD86-zL)eo`kDKkp}f`@ zm3JnzSxRZ66RNg0eii3Xzg`oA$oILN&SgN& z@S)O7b@d8)MVm<7U(8Jd0|2}L4pJrlVawrJS*w)3Un5M*kX+axw@iFl7GOQcGN zB6ic;R7Jv4P?6AX+RGk{erf7Ad1acR;JQk}$#sA9^Fg)LQ|cs)N@I_~WPmNYYQfcg zIF$fx{!~17b_7u>KIOV;i$tx%&6d+ikt#&aXB0 zDaFA95=LR++-ls-rtc4nb+3S)B|E*Of-Y*k65@CMo&w?v$=~xx*&hA4yfCUAri(0J zNd{d%>5D|0?M92P1;7TwqQ$5BEZ~*qrEDgMgNqGzU)H~c!Fzkg4O2WpP!>!3T&d!M z_K5BsJaqou&V7#K;FCaGfwp zX#m>H%m<#NC1AArRUm964s=axzu1&I!%I;wZq-W_Snpa#`87EgL^ZYV(`1evGB>|^ z-ktmcYAz76OX0}`xjaXuUX2iBo;FMS>Ou`978;}vhULNqf<}AG{+p1L8(>URQ-}@Q zL``;Ni{muH?{%A$(O?@ZA}UwD>SNc7E9NQ$BCvx|bP>*3cXs+)+kXB}waUo}Tx5#| zSZY_~e(CE3fBE@fsDlCj16=@b9lu(U&<02(0~K{bU&t9&_FQ=60p*mX%TZOKC~{r- z*?XD*MCbFi=?kwvQcvz`_v{Qq?t_-~g?pXQ@}1`7Z#`j%i%Qtt?YcLr-P3dX6LlE+ z>|QBR6yt<^>ykSyZv`Tb6H+}qj<#sOa95R?q&u4OoGh1&yoLD2j_%K$a72O^ZeAu} z=0TsYY)pQx){zn=k+ z-9H>`c03rE<5bwKu-hoZ_o=ZAd|jdQ8rp;NNzc;{38oLYFSh> z)Ephh@LP|NX`EL>a{Y(M@V_9;N}TGQBOaUB6XO#f+eMC`mHRa#3z8}*a{AFl(T|r< zn0`=Vd5kJLAN+-X$xaDrhxK!FRdJxdn&-01;zQg=Vu937G@qV-eU1xybnbSS)`SxhakI{1`OJ#s zOcf8m$Z$p>Lh{q^5@KO|uTY;6lk|>XhqbR=8{u#eohO|!l*};3-g@at94}B3J<713 zpD>aK%d`3RMoIEJ*6U8`f0aBQyIe9DUPJZ_1G;1j^Kb<;k66~#6a|q#&BC?Bah09_ z{daXQ(p!>r6fNRXZYOr(x%&XQSfWgdni=k}_nsmGZAv8g4gK0!Q$rR6vl3aPKFD}R zHKMuK82L}Kn|f#ZqWAQ4Dl?lZ=&{R_X9s7Tki9QAb*L~C5YF)%5E=sRiRQ-(h8 zu7|L41!01A?uu`ub6kH1T>OJal$rDwUJompbW`lV2$gIz@+acfkhHq?pRguj*;S!<(U8I*d zXhwcT4i%HfUAtg&6~%JVf0KjC;Gz3~Pp#?#^#8AxhM(EPDr3DG+{-V&4$QP>v75ehcc4CI2v1Rl!2Y;n4sc0qx6^a_mA=I z?Dm*cpxyCXlR^kw?V#hC+Ms=w9)V_!h^hg z?&#~rFyq+P{crvF7jHudLq!TLI`7qdkU`G<7!PtU#8aM{?H(S6gi5=5c#$EJFF(!L zRULpL)hhMwH)$XRVY@W{b{`~9jNe!D(;TIBCoQq{X(LXh&9c~NGn6`I^*HOZ;(x5~ zk9xm_@}2DxO^3xtVof|jsc>3*)KAx43S z=P)#?nQ!mF?g#Xh`ZN1}WP;|cJFivz^+EZt zYK&y26RP-icuYaZ2({8{e^$!9ffmeExf8ohP*PV^qNuMeniQ3M@nFabNpPo8Pe@+- zuj_4a%GD{Fc?`YgA5#02>6 zow&Ct*Ade0B^zJ^MHv2Z`fBoiE2OXOgEzb103}B6iI8Zc-a4<7?A>efFq4x-L7sD; z{>S&Ta>q=tKqY^%m)AURE+-ZKQ~#fnosPfuHJvx4O3QC@9aKic zA#DsHmo;@o5p{8wqFBHAGz!j)-;(v|P@qAZI_CczmEUIDaMqtPL*)Zf* zC{pc;^A@;f0Y}xw#ngY^K&ED$Z!SOPhi{K>cgVdkL^8DIRqLlqo(h+$HBKvCMdQoo z2%|4rVr#@)Qm$>%==E2F@l=6|9UaGre-%(Tl#6K*ix)ED@uRjh?Wg=pbeJmMr_mRy zgFE&9*e?B9`Po2U8JWc}uJ9dWuc8+|%F{ogqI?h`xp6hF#;xZCX4H!m39jbo_NC;7 zx@%$R;jKNh3)QNKQ{$Hc&z(T@tWP^7U)EqJf83afPg*?~#8NH7STp=)aqPvo@kX~| zj6obZ(&sed{^*ClAZ=OZQoiU7qkAk_QHq#{qFz8(+z+w$p~K1~Ui-yzZ(79%37KJp z>nE6g&mF_u^cGJgo;#1-5F{7mpRD=IdaLprS@~~$$9}ab5%k4)!bXH%(#+*)%=#t$ z=eh7vEVX?`Drp!)=_N67d?!Y*ktYEcO!E}c7vfv4cexg@O@gqEG`urAdX1YahZ#6d zBP*F#hF{J}qwgY-vhw$*{&N3-Ji7I0?4!%r&!MKX~R-}sfn z(MQ`gzP1T3lw@}6VIWU9ayt=k6iw!YBq%5k30-nPg(NkaL2W{)*@1{Rb&MC$J&?`O zo>M`JYt+K6AJoyli_-yozlBhBW~b$BzAD0BczZO}h--)IAM<3p%uvS4h*zQx+hqc} zs7bp$i;9aw}@1-6n-$U<4LX=p|G^H6w)OZpqdTMv$}7LT-?NQahxvb zd$HTA!Aft${dwQO#c3Z@pp@<&Wf6u*R=||`SUAF;*>A@8%n#`X>z0^uhNBC|NgvHd zJE1XIf4j3QVaO$rc{G8<9^F~+{1U7wfP%Tt5}oKbM;E>Ps|us_kiP}#rO&$OP@mV8 z+h4hL(d0;t=eN;COyIZe8lJNz`c%Vuz+nD3qGxjXK$frjr*W>MelBLRo&?;csvmVD zQXw}oO0id}5?TiDUy3U$0&}is1YRLEK=AxP|Kpm6ko&YqU3ZuSRm&)?3dA~~X&Lp9 zwKImO!|8^vo|!l5dy<_mc*75knd{X%9SKL`T*nhhLc@^lt-}Wz+@qkA_1DJZK}}#W z;P>Yo2tzX@_r~{(8zRDT<_Gl0!;tHp`sJy3M-+5)l-67IJo+xKv%K0si`e;Ywc~s5 z#XNe`yljpsAba)r?7L#8&~}{uU2EjG!JY0`4F{AWgz<$6K!xD*YnhQ+piHry&z33! zKk}K3zA_7z`p(w~9 zrcCm=FT&F^5C0Vvf<|e^c)U@5?d} zeAAfte3|a)HR9k6dmnzpVx#06StGyGuBt2a`C=|He_P+b8~6WP>uGZ9e+h$E%=HChJ>Nl5|!1G z7u=D*OeOKEV<^(S&&!}{7><^6Pam8q4nz);5$lo40>pN+90S?t2+V1U@aIOwT9|w{?Sv{kN*MT`>>#0uY)jb`Nubppq{KD|3`|~&(u&YN@)%Xu+ ziDg(9)bdf*?(FXgxx``S^d6JDQbG7auoGJjKXwsc_zaTEw!2|XA%k41i$2d9&tQe; zEkj;!jR$P&`gg6$*Uu6c{Jl{dW19#Q+ig_Zu(({#=!!b!Ub&1v2uB~N6ZTIBgrj83 z<@LpxeC)+gRhk7Wu``m5r>>QW$?e)d%J)B6M>3Bzf^DmsHU26SP zzB%lP3h8g!NAcK=@T#k9POzh|E2OYIEAAith)<1qF@{P#Sk?QxrqrI#G5@>$fi+G? z&@-W~AhjuZBoItsx=V3c`xny!0WtXl;1+6WEHmV50jD> ze8^+Po>%kIx~%D;yFvwc`y+p0Z!#*pO0>0c8M*@%w@t617<4*NMeHH&^|=>6G>A+@ zd(*^E^C!0L==L?8nF|XdSg>N~5*k#|n->IVi_4P@( zz50GgR1hkkBz%7{*#IV!<^?QH1R`!c0f}s3O{Bs{z)Jqx2>Lv3>1gCEC2 zkm@TXVjNyLa$zP<;mip_eEU5tMP0U@-=puZrJjc)MowY%L$q7Z$C9VDg7w4E8P1V3 z)1W)(%*vu4(?AGvxBuGDoTrZ%KA*=YQ4c`2YT=`Ynk>-jTPFRg5LYx{Zg0^VW`Mep zoNjKm5jx?}_Bq`4`v1e;n}<``_5a@}g@lkurc?@*DMN1aLfIkdePi(-O1wzB?(bQ(D7!c~4d8ha`1e(4#HwWG# z%+nZU1~%Yv;NOyYXwWSLoWwhOg};V@ozm0SrIk2nE$bemwa0-5HAS%rZ4iXN=@YCR zj|Ax{#yQf<7hvMhO>;}*aJVFq^|H(G67bp6JBIaNfu@laysCsL1UpMhZmDzvsRx0V ze1c7YqLBW9MUnv+Pg9qY7M+2V0-L4O7A>IQaOZYyQ-|}hW9y0Ls(-5YhiTjHSt~oF zp_CHnF%$u1$dSAo{f4pb29*iI_A4E4BVq-|zWr=2lLfx-%CQUKOx(R=5OD3wt~m zbd%7=w(XH!vk{<{eNz3JojZ)JFI;-Co{EAgIP|UvxC4blsk_`o9Lz*jbJVQi!1+!f zJ=@)2;CwP5BhMELEx{k00)_%%=x6qicW0{*b^iVwJ?qQReV@rbZXg65({)q75K@db z@Ru=RF=NDcj-$|V z*{Nt=QrlZ7^7Bj#wPifwl2*UnCKHH8{B168YY2ph&%E=NBGwR5bul%}Ee1%FG!K&> z422V>T?%xEaiF)CWkH^hk4t5?!#ci^u#{bTo`EwKW;f2UxvvHRi$Sc>ihT)+Tbg#! zU28x?tJlm)NCVNQnJ>|gRm+fdPG)M#Sw^JmaQMh+eRJfHwVIjDCJH8>4WIiJZD4qR z%0mr7e4v~mA7G(}@W1>2Ki$@hywk!Pxqy8QnpyiqvV&MIesL*DrDevY1i~JC4WoT` z6ue7ZET)!>0^|I~|sQ-pc-QQuu%E$jmlQDw8p_=?Ic~&1P(;6TuRuGE=CzO3Xj;wbCCJ6 zpjb&*Bm_MyCednYKr{w1_Nqk@5WJ}G-pU(*I$pIsPWN*`##t0LY58XmtNY8lPf|`J z#RL0O16l-8#{H)~A~x)ZdFtK9z@e{Lp=IRbBOUudYOjZb$G2@@D(1;`ID7X$=-u)9 zzcw5d;RUDCM;EVYf@pX=CA{>2XN6Pg7k4VbY{i|OPKSfw2|ZtkTOlXB7osm&x=apF z1A%0vzH+ZjhBxtfc1{`9$j;F2EAa0HX$9~@! zNU5``NF+%`GCk)xO$8Fs4E~~zW|}j)*4*$`e%%`hSB2c$Fd~IIRc(3(A5kP!ZX&L9 zQ~B%3JV+|s>d-mpEOInq5Z z(J=U@^?cv4Zflc!e$rcy8m>wZ<{heI=7PHy1z=`dOMZW1F!U(yx&ij;Eu|irE*UVl`Gv#|u>OPIBgdDg zTQvSycTs&NyK3DY2%g7{W*n0(!9Mly$D2YSz?t4f+YqP+L8lkKRa0sc%gF=VJ4g47 z#A2`TohrH%eOS%9>IX%y2;%viYD)6E{=qPA-mf$m?}HMW_N{L4=n&6)Q_=-Ke|v;z z&-TzuEieXQmmL-@%=(XGhpqX??`FOw>NUD-b1E&G5wYFidEK=jhVT3u04%wK(ZNCyY+gT3O` zd1Bxb`c&AGjDuvJrVY9PG7cQowJCf_nyMgkuQx`lhDRx2HEEq4$8c z=K`U>#oB-yQb_lL>3GVCrb|&EqEdE+vM~rrUlSvHXA%KUGSf^!Qh`VgJSUX;tSBEjxmfqpl2EXcXk z_Zd!xgZF*^%582qnC7=i=sDmBx1CG0z&#YUvq>M3H#0>v?N-71EunykPR8k^g`%F= z1LqPV{88NVk}Heu{)p`QxBlMS7*ZRGwBvfOgPtVhC2e;<0)Vd`sfR^8ttgK$@d;pEX4W+-M*wE>N+cPZ_J{epet;ALaCdj)Rq8`+a=U5P|fttn2+M!+FqpTxaK zTF@ulmQ>FV5iq=iDTS`k6J7Bv@LHPRDEOTnf#JTEZX_}+)&;E#uO5^uhaV| zb|LR8&(W3J#OK(reEep77Ms^H1{-s|^$c}DzCNVGAr%qmY=^Q@f0iv=*xPGdaoz*w zX(zEjfHal6iioLUNFB%`YE_Naj<{PM?c>yfvH_kFM! z`w0q;mPjnPFxp^PG74*&NF6_MZ9Cjv!{+rrcjG&sNr~O%S;y}%jMaW|W(_Jt2g0i(3rweQDE?4qCT9f<)NaO4@f34@Zv>wj_l6>edXIkj|v zu)ii~E#>-&OniuT>Jw9=0O-^(rQpdw4%$U6e4Vy#u<+5iLzb}wMbDA-Ixu)a>amDb zuV=|9>vh^Y*XaPXk590YXU{bhx9#$*%Jo2^|L56%Fu}SnG*W0MtB#7{-!Z0`DYcmZ z)0>C8bS#w7t0C?4VPlG5UbQHA&&&cj?{cW_nXMxF`z5A#fZhC$^@h|N$7r*gNAain zF;3=_AMlz#FSV|g{=}HOmCi<&(-80brSJF9^ZTB2!|GvB8WgsyN_QJ=-{x^?JURm0 z#?VRB_K9ii?DQn;gTX7wr34}culKF}lqM*XCvHo`h9Q!P>pALe&xl&e zb_ngN6Gh{4GJ=ZMGuVpNpy(m)Kjw9R*ZIpX=5E7T95x5p>HWo$BqE&?J7#DfhC;QL8FWP|=_}LX7Wk#-uR>I&(f%=SFGPNkopZw7LJ!0QAMg+Q0%usr@MB5|cwxM) zg~cTZ$oJ=z3EpZ&b8{<^^gdB=f@{0QQhx>VI@&nXO3*v@Fj&N*(g)ElKB$!ai31DT z9gpK*ghCU}ZM2vT2X@L!tI>mnDDxrP;lnadP{7*p>o?R1{g!nLdH1zk)Z4yqitJDr zs1Nb&7FQ2OqK|gAN=#fqdm`QsHMgjuT0Gr(l|7p1r!=3+)>r)hw7%c-`c0zv4L;5O9>+9S2JFFHr}fA2@4Mw(UG& zT|}@tmrJp<5}kIFniDvKgH!6GoL+MAC|+Y_={QL&;e8bG9y4KGloqG+g)^lK(d`cR z4=boee)&)P5x@NXpB5ISux(YdNX0Dmy{gkG{@7Rhi^G*em9*6+eaNss zd!qg80Ftl@6_`^VN7X;x`yFk0McBvwnE5E}SG3dJBI;q$M^p|!Udii?pw{}^WNI-z z$ldy;PL6dKdg!Mj9e=PKWrye#eBPIY1oe6Qxv2u7iBlj?x$_00DeRE+z7zusceX}c z9&ABm$9`VvI2r|Cy;r{L)5jpeTqCl%oIpUs@D6#;cOlzy475Pj)EUu_LRKiXcmD@?NeGRGT#II-A$=4I{|xAu$_|*Xu)E% zCgBT8#U3S%%q5W;{)1k}YpfRr)&!uUT>U+6{2F@ZB+#N$Ee6-cBb7ExqLG}Pu)dGT zNjPEM_(?*j9kq)^NCf!mBl^^nDtmsEqvQ@T5$0ZPG>~6%qB7GG^;ecmR$Os~{b!Os zkV<%=tJf*VU9fIsRHmuewD=t1heNA=Xv@NaM@?PPwK+T#e6H2=ID)(@ACP3eKZ!Es zVnXH1qP&qlDEI}-(@m7> z%4k7xJpH7C8TH6&iEZrl;S9v9!ScP0;|}tqrkVa0?T>Vm$t0bH@{xvv&bfiJflx4f zee9lI652NFU}S#B8YMg1>ETVHQ2JQlSlGBUI#KrdQnjQGl0M$rw3o1arJT)l^Ln5# zSP9#=snYghWeRZ-qvx++ZSGkNw_hCwlQkomHo9~yzU85)u=xg2$Ez-{x|(h^EO`Cd z+-v_mL><5M{2nUYc~G|c(Gij~2Doa1-r%`YzVv=xy8@AKX>KjX7NC*@e2L2B1Y+$v zU9oiUGwNy^R#-!Lr2bP~gfHSP%HXz3oIg^HEK9tug$z7G&z^akCe#K2{f4rBZPj(; zr+G^^Njn7YxeqHk>PMiA7}J5QtRo1~mcOhemfgm$&B z`5@EEub&?5@bHPQHc!LGLDLohG;%vbO&0}9&D5d5Nu11^34 z!W-VU7tYA?vkTch$Lwy{>l@YmY|TNQpfwsC$C7YKBT4oVFL z{9qY;;jVmOA6hNzrn|jo4w*P!-0niyUvrbua9LS?47Kkq3U8&ofu=&aEG>8&P~*!= z)jsDC*z@YnC%yVCWaYTFYWX7u3X-NarfQ>5rQ&0i^X8FI@|uZ;`$Z~B4cNVvv_2IX zx{Z~cR0)BFRL#}4`xb~xCG6#}v=?e-d{acXy9WyuUzt!Gkwl*AY`yQF@`6zdNuS62 zeL&`&Z{KLo3)g6|O) z386o|GyX_HNnsPB;>h*CLs&mrd0V>e8GjDqJ^Id6*69v%`bwV@s}>EfIL*6v9IHXI zjrRjGA4kI0dTD3MhfRp9$>7mb{{Yw?ztT0Vu8D4MJQw4v)kVO<&ge682sk6Y1bv+N zgioejI(tL(ILI$`YV{VfqO<~|rrBdPGX0i;B3CZ{{r5G*JuYYE*ZncS+_FV&df@R( zbk&qxqIK_QbnVWm+d6BvQC651$1v$DbnggB&n-_J;AA?TmkIp_nW0f7o7Xsq>>>|{ z<)}iDMg}i=4?IO)IMy*#skn+PQ_Qxys6v?3~|$Fi3Q|LZ3nAe_sKS)=Ep zQ4}GCllbIRCwostF(e>NGr2eV5V2kgN}oUM7iLYYzrXVBKNarSklPU39|he(ZfDsR zS5V&at=XUpvB2+hTl#y$2nwZhd%?aG3p3ZtRXaIaP;$|i>mSu)!JdB3IE?ESx?^8R zIehRnvhkL`D#P{!4H+mLxncbR&E^cHpa1?GX|>qxO?nrML|9ISGf+08J=w=eKKIKZ z{)layl*OO1p^&lDdw-BZ@{gD#mGQ?I*_NDZXWIL*V-LSi4NR8(x9R>*@%!(NC(mVW z%bKm^KkRG&m99m)!kMtEZ_%Sx^73ArLF9GPw&c~^2NWB*$N%Q;VPw90S#fo38BuUv zkP9EH4Zm*-(vvFt7QR%1LRXqnf0}0?Kt~2|P-L_lT1!Z-ha9`>6^aWFl(f#5e?!+JaRfnfc zD242niS6d#Q6@7|P7*9H_b!Q=v@1T4cKm+rzW2m(`s5w&fn&G65$(f%ar7Gc$0a#K zbUlkld1QWk@LUmVCzn3gw!jfqdsmt!XTOn(MexaA{{7#F!}$NparRckW$`8OTXh#o zUKka5PI!M`KRr2!MWG!PWxc*s7L$om))iv~jO>uYgVJ;F>txY){z{D-^p{YNt;6xA zyPWVVzTC6#5|b`F5dD2`W46}kF+tQD%5GE@a|t7!FX--JJF!=Uc)yzY7L6bY9-^In zY3Qk}b`UW?-!A9v9`TBo{FUCn8;%dQKAD>9Mmp>x$1MXNq5XS5j3;fohbm=bOo~Z; zQ1NNQn95omG|3xWMCI>*`e-^ou_l>9-!nb#Mmu)w)6y3cqd`*)KWj2ooW_71Uvv=D zP}3mlb5F;G%wPCpeQ-vJPWHN}F$6nqoz8s63Mx(qpiFzxxC3tX)ZXxn&c3BV3 z*}q8C|L^KuEo@x*a&HMWGL<$gb}pf@`wZXXYFg1wG7g%)l^$e98vS^_^&)EBzi@^^ zBmpsoSyK7A2E*GEG?8Qlns6!Ojq(-3`=Z*)d@_0-=5X%V&2rwA5ZLJ3FdUb%fc`r3 z>h6#FAl)Sx5w{iy8+;)YvHPuv`sS4%FY`;p67>mw+eSfaqfN9QcKqx$|M~1s>+9du zUn8lOZXog&RXj7FRKGrqqAyIP9pr9BtFe*=?e^V>@#gL!F6l7nP7hZS4$eb05s%sW z%LxDPb;DyMdzT>cyK|1O$4N^q=#0=|4Y{q>pMs&9W!~ER@)>x? zks?-+831-{a*@qsqR^q`&2;~p4lIiu?szQv$Ny^1Kb;uIW8Or)e^<|6UH?3YgF60y-F2J~PRmjyBfC@4X)>MyC$&Rznap5Wg_QKNhaWoK9#GY=q7SbAS$ALGAncd6DQxOJF9(NMN5;?h_<`rc z3F;Sw_mm?#0%l@m&Oy$V_x>TL%!uWmdqZ!q^o#d@to;72U;AnAhSlB~R62T2QD^IC zWU=b&SVI^WCTH=wA|5&ek%Vy$6j_3i`SQIm7G8w$!ksvB?q z5DA%(q%w4h67>;Q6;ni~l8Lt7obRH><3H-}@BVGtn*=rqY!cWcut{K(z$SrB0-FRj z32YMBB(OJ zExI)GXk-z!Jx!nC`>=wpAIqLzV0eiho{AQ~asNG%QyD*WP~k3eV3gQD{GkciQlAli z9hZe3^(%LUbKXRvCOp}chf>kc^ydqQe4>!AoOG&bQ3!H1zMDI1>wyfe3p=t27$f)G z_1S>HL(sTO{oD6XdSFywf0F)$J~RroGN}{@z`XUGsoE(#*7w73T}>@srqgd1H7%kB zMr202Cr%7|;cT>KsoIHMOXJNh==a2K*R|O;4ptNY=l`EA4O&@;`lZA_A+T#3rBWC} zl?thzOoZ=@PketibgTFgk_z_JOrR=5NBnM`lp3l*I`=i7xbDnA2T3wm7TnU2oG<ehoie7fi)`AmPsf)32Ted0#ZwhN6m7I=}84C9%#f4V9uo`<2H^PU_nOGG^d zdwxhpZM4Xoa>G5isL2I1TKqe^7D_R$-It5h1;#Ol(hS}uQVy&$?MFpuY`hF>b%00*n--Csie0Pk`aC){86cIs@D{a&T$BtmeuE6!Gv+_;two2or&>r{ zMJRv&*(}xALL?k`t6+C)<2R%#`oC%6?$DHeFa_ZMMA98 zjY5%qsMP0ZQWaxA`sA|zK|5Pl1S`oy4_}@e=xgAJ&#!Rf2A=A$4+nDzuHB;|Qm*04Ct)G&-oE z1=cykLKp9<$>cqPn>38UOko*-YS&SXI*oXnfeh( zKDBi0U)G!3*0fI~_!GM9aBCp)*(cQa{fBdvXFp;OZrr-S_8O&hP<@yUtwMo0W>HfK z_t2H1#E#+TsVFT_D^Hg^57m)7ex`RJ)NcWGzjlrkl+z!Y&%%g9+ny9K?Ym%!DvktB zPgQe+^N{1aG&*}?IsR4dCMcD=s<@_z{*UVmcUg0;V(E2VhgsYY5Rd=5{@)JMBsV_4 znnt=p#k3FNrV$^#HLYRF6V&8z*8AqxC&-ynNtT2D0jfZU#9Fo@v}NtH=i$*j#Er@i zR(IV%+jp$gA2Cixr|W~4Pu#hWqRn%@9#DLM;#1t@*CIR6=?hIqUd-^}D`fW74Up-8 zwWoGPTC^KcN9v5It2SL7(OwbjoYQNXB-;PBzTYB{G(N&Wn>LCJ{4moCF(1%2G6RM9 zSC5f&FAYhR(i619%HU;r>;qK%MI)wlx&fv0a9%7Oazo5^noZS4(P&#h#>t&a^=J>j z3#)H{B}#J1GnsnZfL#0pWa}3HxUeb zhR*g|+zo|cuh1Wg5eaD8Yw9vxm>G&+B)7}`5CKBeQ%2teOrhYU}g_dg<0rwyw)7xAFetL?^)yXP?KdrS}Ih8tG5WX6mXCMr#LX#8G z-O_NB)@L`<2M!2c`s6+9!10&*e%HT$n{^+pZ!a=)HS#3E^`lkcQnACb*(lE|pye9r zU8JDBMk!kph%}#@vsxL)Ad7Y_4IKebq;Qq_x%5eE)G%4cx_;G~n65xteQ-mnJv7>< z?hU*xgfiwGY6l4Zk5Zix%?<E@12GTETD|oyQ!Wv4XjsbL#A^fBfF@@A`hX3mdtL zikeDLnJGP6SxX+0TH&yp=tx9$KKnyVtCNuL<#vY7SuYfOYM||UkQdq)^3i3bO%GP0 zRW-x+sw3aE7>A|}8KPdZl1`d|Y#!L3ktz2@+6!twKcJ>!JrDTc)~Ao!kK^A<9{Bz# z*9H4Z#_zK8m?ZY#^FWk^>^R>xHyV!>@Y4~dkm{q6qMp}?>&?P(pzy|r4*w7&<%9T?kvs6QX^+i+G<-n@x^ zN=SXSUGze#90yxoI-8-X9?I~U3MzjWi;XDk3w(xD{V|0hzq|37QBd_%U`+L?k2xI6TWyD=r+; zFRm}`Jm5z7Zn?^t`RE8ZgQ8!*8Li2T{XSV5GUt9j3VPtboz1`nv6bEYllNg3kUVw!pSw(zWg{1pk+-74Bn;= zBBtuaw2J_A^)5Hfs|_G`$MmOXJaV9)Xv0iSdI+3NYl@m*dto`JlwCE+&;9NE{wh?H zBSiR4FXsS71o^HWv@t)Ft;l{CZDZIMLmPe%Dc>wACe_SGo%HDgnJQ(d!v5OsOEV_O zS>&}Z?sYJHRaIT@vnoM!BIvcIaWK?7U7S{LjzBx`IddI%!k}_n!YG5!dBjh?Uv~Vy zKPYoJecI`A6H50KYJS*XnV3buND0!>?9_kv=wo;*OMbA?EjV})NAkOft zGs)LFP`3?EZ*Y|ZYYCsF);DEXO`!GDvwPQ?2HgBf3s4xgwquC#9EEt( z50W>!jP|lbU2eOYM|meH|8}|kUFR?R!~S<|Zyvru-6b7y$Fzn}9YbK;;=OkCgR+9v zllVL*1pxNecnbkm8w} zm5=ZDpc`ZQIc@J>puW0wx+g5KPWQFqKJvw`(-)bK7dhLeuDvOX{;jvw2pEd z{7X)4lR9+g;<`{*UX=7}AmoqQlklVrdw9RG`?#=$CYq8DNe_4x1#JxVSF4@=dWgdZ- zZ+6dGkSP6ay;lFnZx;VeTv2xy$q2rA*X`j~3^(x)NOKd6BRGLUn%zKX8dy~~+~se%VV1NqpFETl zz&%z#*{35H>)&WsyB2W)`>e^&GW+lBUWX zCPQna9&_BhqF)c)3DQz1)6T=#lF8#Di_b#s1K|_wVKc;ZmK{sfX`I`Mc8lr<-}X9t zh|wmw8a8E$B~_5>CA__fVvw5Iw+d|#>JR$7=b;?-@I%vNplBr)ozv($&qt3jHke#2 zIK>Et4vNweyV@{g*6Z1Ki-oXCoYaZRTf0G})_aVH{xUJ0U;h5xurJ8iCZVGliM(^> ztRQ?3_H&yX-_o-P#H9YPPirIrJy>s<+HdX+Z-t7yCRd^WX-qD7$cBPs*38>jjTl(i z#zFU%0|z2eou+TzhJby~-88g|c)qrqBLN>#f1iur7Jw$r&ZM zcI8lc9#t=Ph+;|j(YhkccRQZnYhVhLP0a3!soEfKEI8F}s1IU73{EopG+?W%10RR7 zB%vd+ZH_YMGz4%xKit(M2!B_v>ims^JFZtC9izUhjMqz1Jr}>9rqp$`@gXdVhrSq< zE3jC~apmDve+Ef%xQ9S{v4gqf89!jlJhh=p76bQ}x(0b%-C$ai({oo44(dur6c5pb zfW(*97Md{}aA-~&F4DxnP~t+}5@K%3oOVE2>8~=&XGZcHm5@}qdDhtKe91mvP zGK15ap&y0cpN3H}alg{LdJsVN(Tdku2SoS2dy!zP22bmgHETGyfofoMb(C4*Z|hB+ zwk+M?c!F|D#FF2pw<6o(f%-SirAY9y>pEjXF$xb|ctW13hi#$QIxATj1y`*e8NRw3 z0^(6qH7V%^@M!04$^%y{AUngbDC|oSsytw%GO=F{@&(o&T3wF>nG5UF<5qUi<9G06 z8-F;2&Gss@`H~X-bd4w$NWDQ1!@!f(>@N>NeZ1sS&YEy^y=~8xG7KCzLmX1`H6ia^ z!Oa971LA!o|Kd-GeB`+?M=RMsqg^UaZN$HvM}>dcM5{M@eSrV+2mhuu#7LI&0Nfb%5MjG)0qcQ_ zjpPA=V33=+#d|{${Ah-!%L{B_kCe!_gGE)y=CNS9cJw{;ij@<`d9Mha{#d^htq_Rv z6^!QlIOO3yw{yY+jW{fKI{gguhzi#EvG=EjzaMrxf=Z40NepJbG`8Q_+V8(j@1Jq_ zf9vsU_Z3-tjZHC)Pb6z6r!HX0Ebo)z1oSbhudwp5kr)2T@2pc}RXTO|QQ9N@r*+f! z(A@jRwwqo;fZn!h%_d%_FYAoW0<%5jjSxZ zdbk|JEfZg0k)h2dPqsoodUl@H9lQh|98wyi-c@7FZlU?)CV+il|0I&2@>pi#g6R)` zeg%mBdF?`;ObNCRUb^ZYx{MiclN~X))_`8pOud^^0#L*kQ!|sQ4zm}jUN?%v-`4wo z>L11rSdtD#kB{P$xkdU8@J8aFP&T)XS%>0DdvliRe=6e3y7H3}w|YTJfU?8xOGDW0 z&TWPq`o2Kg1`&{04 zNI}4<7ArS$ZY=BPk0*T=&De`B#99&G1%>oGEkq=517I@p(a zxaS*RjHR+X_wi7Z!wxQ~uSSYAVH_;4U6v-~{&qdzm%$J6hhE`%*S65?mwtl(mH%2t zoh}JPN8>3!b7DJb zXAkvbXY9^Nw`w5Fwew;cf;t9t)-LCO3@4X;2}FN4}G!7c^gly@0nSMVbVI|Lg4W!*PE z)+}U12|*5vd&Ana`QMySdkj8R0xOdYx!>DJwdRZ=R?oGHx_8!wWT`9uYeE5r5E=R z4sud?7&XHKps%W7NKY3D`E~wtK?jCz-?k+i>946Z2~0TnI2lFMP63#Q|y?#EU;y zf*1aUigGE@puCX%Gm4Op=QFe4v|0s&o0rieJ+gD4C#&*hT-*z)`o-QH7`K9LtaU%# zpDMvoRqZjx7IR3T?S5x5Hi1zmJ$|KG;Q24>`@Ot>+edD|w_JzF44cDB^J)-V-G#00 z+`)*XU-gBGMgqDaBOuQut_*%Av)rYLBKZ5CPSIBH4uutciQ=*~Eikxwgwf(<3|ewl zBftGA8cr@B(*I;zgc8>@nRgrNAj+_!hvxgt&|sND#gQYI;GKSC_qC9RSf>T!HB{4+i{jE=+&ks#4B6yzvFNo6H2pk$ ze45V`Vr1IxZ_~4bkixw`ZE7$5$MW+(#p(a4c=jHqs^03ZKwOV_n7kM2BViFp`5U(g-?}iyX49OZ)J{}GkdX8jTy@HS@t$+@X=)$_H_}6U0^QZ7MRi5qb za5&~4{XpP_%l}S)7;m*oS_Pj&q2z>lWd@HcOtUQ>*kvAw`9jjIlRN5~g!~_U2uVxC z%GlWSuFP(i5t`VkQbIKet0Vc zI=G&KS=+~KdO!dEytIw?-EAC8F$ip57H62JAS$t34yaOqv!}(SR$oTLy2~9)tELgm z*!kJV2I+ikB2k1@JL3ps?;Y#O@(l-1k|#Xc=X;6e=>GN}OAaORcweXeXP=N*f`$1B z`HIK+__+|)XYT!HiTRPA8y01j{>Q$CU-@)bmm$bN)p8K{)dQ#gRX*XOZe2{O+HQH``KENoQ+; z|J@(DhWU!pbt>Zh2Lt*A%H}<=1IncdO4r1&W||+;SoRrE;A==@BJ^8-zyI&rTFx_t z_cU)H12>j>ZQJYU+J^QE^;hQTXI!gadZ`0^GG(!hP*Vo7L|vmd#etx;kW`cZBnZB; z3#zkD#{kvk105-yVbHyiRNbN+4PE9PsVAtT;p5v&%O=IakSX|?PtYy`QqxQ<=SKYC z%UM~@4-W#Ms~Pk79^(RPQOiHt?>NDWy-IyYQZ52&o$xB%X9n}qN3T8b&;)KxHL?r) z^+EKkn8TNSsvsJtI-cCc_%G{@GP!r_xu#X`0F@_|tDRj< zfqPDmq`E=_g8G@94(eJ%G`{}Io?Kn%f0I3O>z)LhcYKsi_w29R;Xljw+@uH{{+<4) zbZL?=N+b$}eCSAjkm`c3D9BkB?;?Sb%tOsLS}$-KE70*Eeppzw-!^ns{#|p2&Hb60ambHi!)I@Pb}|$ zrsJPIe(9^HHR*5|YArqRCn}1y>)1_R&zBRh!R2iM_i{29$dvIsw)jVCsX`?@Ux} z^YaEr`{_suF=Jx<4_nWL;CV%0zbeN|5tKUsXkWDJ9S8-od6@{+{s{#iYLb={lB z_uXfGZXjx-X46$9a{++%T=d8H(6x5PBWMZ!YjyE#g z7kQ!t{kJmLReb;07xYWtUxmBNiMWTvF)4hjj= zBEvQ~AUkO0_EOgu)avYOtakargSUxVM+xgBN216nI>;|WVIui{kz7|en(;%5b=sZi zulrErLY5W4!fL?eO)|ntsW&}d(5;48e&^RW0`F<35$#SXrGR67M~Sw$@x0-Wr?Mbw z6JxZ|M%c#{e-MB2tQ?#}-cHg&s>F2uO6RZh?*^WG?^Gh}Pobc+NjAHU%HPNwYfN=R zG5m;P5^(VCWuFpzUJMva7e;fP@P=i}9ez%@D7Y_PFmr#+1?EF-9`t&U5dB+$mZaCN z)%dQC+OmB9Ah@Bd)39=97hZ1AFyw{NMHm~2KJ8@8i?KA=rE;HdBi{GRA2FqIHO{Sn ztXoTlQkzDUSYzutAEncT72pYpo{{mmG>91KIL7mE|82eTZ$lZ=_dBD}*uyLD+-xEI z($^QBVPPmbk$$B3W-t_AIQzsSI)E7ODeiKm*UJ%LwQDi|tAa5cV=&)A7xIHRUir9) zKbvTsLDUid055*6QxQlqq;8D##o?Q8U$=PG{Kx(|e)Glsx<_sh+ov#xvOO!)f3(Y@ zTdAF9dj9q2t@<)~eI}&_(f{4~@;Ewn%ZOV=ixW`z{B$gZwQfUmN(GtPHYJ0lzF=75H-!V4HeZ?ED6pdQ(DdIq! zOp;&WkQ*Fkl-qvU;4*A!zu2(7J_f2^E1$V>BDZO_w(+T|vOSC!k_-xE9s`W_KqXtF zF*vc$xh`uf6aDL>Xle=BDGGc=m(FIbs>7oo6;i0-m+9pEzF;FpOT3QcfB$5TE?z#R zTS(-6@CnOq(R;b5LC_>PwB{1HdB3DojLbzJ8a*yPWeG#3x^Ch-w3hK=9IOQ@F0i6nA_=lRXF;$sm|vAx&t`C}V6mbHVG%ry{5*q+vDzjOg6&y`5J zkPDFXI%AIf(NXMU$b-6+$ILQXzBfk112eWL9K~C}XC~v#+6K3=u*qAyWh2 zMMWetDf19AXUdQq=Q)pW*YCcs``q{aT<4GT{Eq$4=URKOz1HXbT5IpU_8Rs^n|wrZ zJJ^~Ftzk2KB4Ga;f59-gVD`+=F7F1IOZeLs2KzzBs3%`PT^KMi=`^oTdZL@YPpS5A zTD0(!SyucDVmqIENqF2)o%BSx`hFr&i%o>i92M+ za7r8w4};s$_5t4zRCVTC^#)cG9vv5 z32-|W@Cv4&GO7gcl-P8nGGfr`eefpA&euYQrjiKtw7Ue{w*(; z4H`Z*mG1c%K_P`D0^s4#-hy;@xO_C&K}?fWxLZH`f|cxNaq^Qq(vYc8DNss>)062 zE?6xmxvdJv?ted`%@_!QDKYM)leuV!d@Vr4J^`_qUQPF7e~$9Bc-lPY3Q+8At+aAm zO_16naZA|b0b2T4hKrY%fwt`46))lYSl>6gHo00s3Hjr!YkLOefxV}5X@vLp`{7@e zd|J(HaiIhWmS?q{cwHF5VV8Q1Jt61R z;B#Xj@U`AgaF`E+cOFEZ5y?UD zD=YS#KWi9hT2dNlO@_c}9LuxA#yBt_*L7L_<_RRL?BV3XVep#Dsom0D33dsF=$;_m z7%wyxt_)*xK_qppjABPZf!`+@Bs{Wc2jCQ{+LQi^h3yDp;AoVV zf4mP4@oB}IM4g6+DK|k1u7mJ-oU?iLCpWn5(NSEGpoZ14WX?tTUGR71+?dc*u)kiJ z5RW}@aw^(B8YvHqc#ztLf&$e;XYP*RTK?{Qo)Z(k{3Um(=khWzNLFj2MIce z{$eX(;K?Fc_J!zxyd}9)#^9(YWZJ)W56zyfTu>%;LC>~-boAGqBlu5rVuVG!=y!kA zb`t?s&Zvu^_p{;l`iG76sJfHSIBb8vkKDJ@r5Mk&BKQ%+Bp8t1pa4*`=g7F$bF|{E zF~Dj1dmesXTk?A!hY^Xw!}-hVnPgbfFL~}azVxstd}VUbg&dAOrdFPd76NhGn8oym zdkN|Og*>9yPiGBimji&=!aMwyiV3VPyWMRh4&9hXM4~5h*BwN4@7oRa`hg7_rGQ6P z7@WFt^R(&7VE9pgYkE8-3`!jz#Sawwf%_f4#hsjCa6o|n%;Dl7NIu0`@hKMvuG&T! z{S;wP{~Yt0c;E{Knwo~F3#fyS)swK+C2vTUMFtO+ zg0%EbFGv*idT?CczWY!5`-8=9oZlS`ZQi5|P^|~m@wx`A<$fFUr8In-p5Wk#PovyD z;$YZztE|G!It)(6ydxodzA^46e;K1R4S-DEqlwQ&!ayshtKj=w089#8yMCJ*2PDrQ z<6?CKU}wSM^g^OA7^OTLwt~EY^qu(E2pJsYu~n9MNZo{Px}5?&fawTu?9_dQAy(=bo~l?sl$D5bW{?Cw8xLX7ahfST5c2ANhJ%lRrL{Ru}k2jrFtjm!p&~rv0HC@3R;3 zRU1F%vV!^rV=<>78Hm}&dBVGK5BO6m9!$wP2f{`{DdriwVZQJf#llJMzb)5I-MGMD zY`>=$I{!8$IOLiqm@4`Fvi)@r@s+ey_lF0;x@D@6x}*RHS^=A80g@WJ& z*PMgo#`Ea?rPrN5&jrB)HD{87jed;ik{_I$m4R?olo!V{V+&*}i|l(7UZMvkrV&g# ztU+sWoSHV~71HM1{qFvq3{-2&jJw8~g}=90@5Sp#9Xma{nX`P84sA2xOUzhd`oce-MFs8u|Cgz@{Z-U8+v?9&)IhbQ6tv1=HFGMz#h03KYaGUAXp%5y07`nKq7h!i8 z)^N2n8hhoTh|Xf+dAL#XKzSRqF%-;_!7kgpufJS({EYxi-096BhaCGAp`?1j&Br^Ff z+QHLl)Jx(7W!&LAy58(ZGl{+~0YrB2CGM1yOo$ekzVLI;es&hy#wRb4p!a+IO)S%D z7Q>xE%xI6fXkp+rOg_ncC9kv}qvMtt51%r@a=)>h#Wy^{DsrR_+cuE>ZWsNhA5?q4 zQ&u?r{vHOKQ=xyCd;mCp;lGn0eGT-22I)Ma1AsapOGC}s0M*_aNb%we0haE(qr5Za z7_oul?A(Sncc(eewFFn0ga zx5Srd@n!bWq3AI5ZtnH;lMN1=TsCd{e4R#@QaqMFMn*e2s!H&CA;iq|VUz>rtYLlH zu4Xsvy8m>7(b5C+zS?vBgvkgY-ex*~w3)NtS!Tm=(9v}N?epUs>-g61NU>pI@WWMf z7kj-wFr_7bJVOx<(hQQ!jT`Nvn1ff|27e2KsJ+ll<%g1jXZVfot*M5X*L2Nn_)^sA_uWj!Q|-paSaiJry{RzQR&P8R`MMMKcrx3_>9$ zmBB0Tlo>=aoUD~n^aO@m7p5ougi%yk3UgYS8JJgLN%!sxfTFu;it!s27(Q92<+nl# zbhL{C)Re$jMsD`9$sx$I2o`%z45Y*+qf?sUauO8cfi@BaX4I_YE5nD3x)>T z7xH`f!$Ih|SH5S}#`qVRN`lVDyt7MJcT#RQvH}xL3&9I1IN&_oYa7<32|hkOv#$0b zu-|^}K%|2<`q?Kbvg@ilbSVyUA7GG2v<&B1pYdLUXODA^wUBLmZ$w)pVsC;b^c^v@ zZZny}C`|B?idA zO%H%x`wM|XLWL;!YsZrVw|#&n;Gt-d!D&E-uZC%S&O+G&}?>PqOidY7IQwmTDTYvi?&^B?c2OzVMvtgP4-5+I%#Rb`A0BhkhsoJb%wz? zOH{B>*%Fc5=#qcKSkHF2#{213MK>$_QO7?GM~bK9AB?m{ z{@gBw$90_{qNv|$Rqh(RtE%gHC+rQK;=!a>1;W8AzOy$`*#_ETqt=XN!eL?X4CQ+* zS1?M~GxXiKes3+w7Jc1V=W5;=Zfi>A4=ht(LyL35fm~|x<2J=AbnGtMdgb_YbTCE~ zcS-3f`gW)ND(m~#sQPZg(u9jIYRJ|6aQTrs#NSd2ZnE3-QET#F z*7r|2{CACabTxlIK<**-=~`0L3q^aZ)Hu7UOWGgXS-$Vrj#C`4qeOcwx~9_kKi?Bg_~=uPy?KpJNqSDCC;36{PVIB6O}R+&z&P~@#*Oy_ zT>*=<&6O}cE({JfwmrJ5?2N=hjFX~H2En|{a$nT48Tw`YJ;FOXr`p!1AYh zA(vOR^3?k%%w~k?ojn?ha(cbZMN|P1ISGB@WXVPoll#mf+bmG~DEYvxN;z~Z<^*-N zunq*-I*>9u?Sd+0R@%4Pif}>Majczv9`i2QJ$zu*3!0b2TKGqkF)d%_+Y;->XuESq z1ZM<*!NWlx9?LuEe5i%DRvixQ`@*5yV59?jKLqxgte*g!jo;&jVk$KIsP))9wIoW~ z#Xxq2t{lr;C_DWv#t?H`IKJ9$)Q9z*5xX6B&KqMgBENA}oeXwP4IeB#!2}*=+jA5< z7=TwnadsQa$3NZ2oQ!vHdd8^3Ehf1e4FXwseI&zAXYK^Y8_q{nNvEM~lS8;^7nO|x z%ftlEKyJv|m}u@{>;mPAY3F{*2cqD>?X4cKqp_*>u)9LJvY}d>4FJaa@tLNGmGwVR^K!5qN%Jkh06zNp3lQN zWEb%-(-RCI1aP3HW%hTX4uJ%}6{WHh-6qR0`d5s*$vSsK2JJ|TNfRT?CQ!1c+;zfG zlbSURu!9-@(;*XNtqj{3%;}MjrrRV7pT?5U7ppBL42~Q ziKmQxz(qo=OUL0J8gwf@Y{TsdZfiN1LA@)A3e{FJ-xZHhe=>D)Opph%~B)-M)?5#f??S2#sL=E%?L<3nmFD%veJaGw~u`a^Mo+D-wnU<(&N z)r{gd{aXq4{P9{%3Y(SIic`CG2ZIu>Ub08p*!FoE=Fq@>P@DB(ky+3aJCWPPagLwo zPxW^*olRTJm6(}o69Nf&)VriIRA5In8=b^pCk zF1mpzVp=CQ<_Q+<_wT-tjr^ZR8pQ1j2DO7soY-Stl-4{8Gb{r1@k4ZF8_7F- zuZVN^hy4%sxU8jBqEq+k4A%96p<=Y_NwM^EG+n{eY@Qnmzlw{reD}s9O0yR;@xtNI zD!H?gThSYajg5{STeywdrWvbW+zA8cU|t%**P)R4_|*zGaU}93Drn^o3xe(2_RVkK z?}aMz=AO$M8lpSPt4VZ=fO5{L-{(wG0G7NR{E4INaQ(FPMez$7@YUePEW7v-kY(d( zsORAUS$$Y%Vf^&S zOHqpq^y#H{Z`<{7STZj5m~B0U3J<%wUe(t|DiO8jCMpk6zE|mL#2ZK8JM)mGR3aUD z6+9MMAT~#&SH-mLNJ5ZWU)nY@PFdh9dCD=Q1kgg{`mOSo0fe2|&+?w^D4ei)Qd4zP z3^XUgpEkEI7F)JVk?3+aVpw^e=5&Sotu_X%0{ev;x67-&qZUqm>c+#l}uX| z218_q!kOYDkI^~%jetMo8#cC6&?MO~V&8uNnBmEyyVdRie_T2`=)%xf=vB<_e z;$0;T@*C^i*NfdAesr@%g_ZHe4UIzZ^2Z7j@hmftmdp^-o>l>8`vPO?A#RX1u2U=x z5`-QheX097obZfm=)(tv*Akzk&82J-`3U!oO?`i7m1=ExTlqrau>PYY-9mdrJ)uUt z=oSuaJh>OUN;}XY9_lxR=^O6@eknslK(*FQ8Ua#w&L6N(i%0Lm+xlrL!lBE` zAd6=IHFQ@iIhR7F4Yf?9`2=~tLV;0B`)h`s&}jIhXWkL?33AFvHUs>>u9w# zETS}SXhEO|V+xP=wO4zD(Q*$4>c-p^fBJNmo@1u=tW1u>4)LWwe@8VJTWLF6Zwl&c z;^#9Jm5^0sm&*L=eN_EczwB^(20GJt>Y3)q1H^J}Oms*+5A{iXQ{DDM0XEB@T5Y^# zyU*|Y1Rur2`$4RV5a>=ss=DM0`d_&lM65jFSo_j^8eRhwpG~W-Zmg%PDkL|4H0%RR z1HmkeL%+wD>;<+lf0Ub%=-I#XDtqfX#`xB2Z+7*@cUHqjew<_^!4^Nd9-I?;g|%O< zkw{M=1}$GA^`@%|gz>e@6FW)e@+k=6O+Pnn>{tIA^yj6~uxCpR)l>-T`OK>5bMxRZ+@$quYqVJOZG|a$#Aq%*A=m{c!;3?I8iQJ z#X}E5*yBi%8%>upA*|5Uu|ClDdwxk)SIrfY#WRHCME|*UXw+A13#Nm_3&G7}yb{n| zx;pZyo9a*Ts*>cSA0&Ab^x4v|U${#oO9*eKw`tv8e-AfxP|}J8hx^lFx6mxk~^0`!0v7 z3i-AZu>r7Ac}p<*Kxl05KwR$c@zvv`Ycl?Do#1z6YTk*n4><_oms2JEO#aM-aL6jx zoah*6rYWO_R$I}p72YbUU zme6&gjrB%P21oPl3SGfeLhWK8LkmjGS-vC4;0FEPZ@zGP+(s3zXWzN6w}X$PCr~hmJ`1dgV|4^dZk*B~ zSAWoBTA<-6QiEOTBq7DE=V2z2d-|5gF(9v{{J#6zbHe?2CTq}m_HC`i!&KLIqL*-D zJ?+IL7MH&e^vV!jVZMR&62gDft)FRaFnq$D!1E-v4f8F1Z-}OHT{X zn~!fKVffRbwOMXEu*lOnpu!+a(3_q7?fqTxX@Z`d0PTZ$N_tpB;t0!V0us-_EtVEE z{nr0Sy|UXaYuIW$5SvBvJa;C5jgh6;1+|+%78JO@syGx?4#$>rOS!=19c(j+MzM(R z1oKgARc~-Fe^L_L9D-6x*`v?JQ|I*af?SM%GF+poc;kgTis ze>9>*4u*@rdb}a)roT136-0W$kz>C_c1yf zrlLgM?ZOomA#iNla(%=ZBNV8gaQ0UE#=I-`z-rt$9R`hQJ2PAw(PGFNE|9+*r784z zTD{J|pG7_j^$r!tH8}b|zAx(B@oV?jZMGn?a?L#Mx;_3eG1c6V?>x3Z<7GP4X!3uo z{Qjx#t$14mwg_wy*dnk+V2i*Ofh_`C1hxol5!fQIMPQ4-7J)4STLiWUY!TQZuti{t zz!rfm0$T*O2y7A9BCthZi@+9vEdpBvwg_wy*dnk+V2i*Ofh_`C1hxol5!fQIMPQ4- z7J)4STLiWUY!TQZuti{tz!rfm0$T*O2y7A9BCthZi@+9vEdpBvwg_wy*dnk+V2i*O zfh_`C1hxol5!fQIMPQ4-7J)4STLiWUY!TQZuti{tz!rfm0$T*O2y7A9BJkgffa1>_ zg$%kx!gu_i9k3&ozuPXMDCHQ)b2^T&|F2Y44V677UY$pS;Ww>g{Fji1iS+?Np-%L( z!*nvAYyc523Ta2JyhBYjr}>WYSD>@+Wag?gQW5Rhg=|TybX1E)JGmM7qs5=j_4Y4= z(U~?CO*$b9WMvd}50A4)FSpsw^fc*%RCiK>p@0Q^8k_N%<-Q30jxC;FJ9I$%?Am*> zMg_=tgYkdbcM)j(k7p3MN80@eyM@HBkH- zuk~~lfaq4-qM_p{Ojfh>^74=Gf2;SVF$HaJQ7dw#|K#x|vmNOPd$~BpK0=lE#WHJ# zpCG;)S;ww>)1zVm{#>U)JG9o}L;h=M51b@bcNZSyMi+1d}QrgKL9pAE7Cd{{^;u}|Gn8!wkO2$_a(SujcTZH-Uk#S41R?UAKkC2${68GZbAg$%agxrQaWOUtJ;Dn6eV zmB7NbJ>oUk!H$J_{K>&DIoxIPiUj3{q4H+-2P#M|`e@9eAL z9cM~zy+JI-0`~8ST2OP1j+l9RDt_mS!`~>GI`D5M0$;^NdE@tf={9CwUB+~n3Uno< zycT#-{D!lXkI6U`#L&$79!6UjTfPbNJ=d-;3N!avb zEXRAQ7rVb*gy3nFu|qMx{}=QnCA0M2O;Mol)2>p_+78_u={1~+!tgY4fD_*R`G0(W zr`PA{ad%(pN#w?|+~_PmgQ9lI5Ist&MFZqM<{k4*h;zE~ydNq?H_tEI@98Z}_83E5p;DL;3oB<^QJvcw}|K~GPR0f zI*Z0s-^QFNnL*wxH}n^{>d*oIh^fi`_b9hKC(0|O5EbmqQG3$*5}7%vNVfmIWSn;@8gk5upOgQ9GAr7Yq{rj%qdSXkRa`WH-D0k8MM^s8jpF61XZz&| zx;Fisqo=bwe0mD2kBux~doKZ}THYQaVP}Ri6#Go>`*>?HQqgiysRiD^so#8ug;Vt*ERI9?tgAw_+*O^^-p6-*t%AVoh$QWe2q=|oE%jj z{=@#~lM0Kg7}HNWmK$*fU-+RzDhMuqfC1U{?1ReQyPQoPD?14igc~{+9LXXdQYGq zTNlcHdvR1FyanBDI(<@HKMpB12l|Uj=A&YpJB#v^esJqb6T>T0Z-o7C$_Rp8(B*^LV3;|HuaKVQKE% z%>gA%+(cE3eDLwp8o#OuC%nHgLl>k#_P6!IH}%%*_KF4smq}D_Gu9#Tng!|)ws(>9 zgCY)Y_Sbl|z1t6;m(mBtNCzX+#Ci;V*<4Utk%vn$i(KCw%^_%2uFz=m8r18Z-}hxj z4=PBP=kWIZWw)hRWlH6&fPQXWDj6uC3%@&ri^U$)c!mcWt&Pfs$>@oRmaEI%8fzbk z@bi@4!=-X4JSO{7`4r^HD}9e>$NDo>vo%>oz^;s(Z0rLYoJ@QaeoXrJbN%nib@TZ3 zmJ=^3dD_s;&u;T9C!3L02kqhJIbF1~Bm?KFj6=2F(H~35`60}}ORwYLMKpKFXn&l8 z6yE!;qw;w7HE5+`X%c_%vz)T;BDb*|G3>6XIeVc$6Dx}({&wT_CH$qz@Q-^DHU3Nk z=SfeEU3hnvN=;S9__Le&Z(3q&-IE8h#Kf;pxAA5q4@hj2{hWK8!@lgtr{@Li%ez50 z9dory(80D1f{X7FMv$g_@B2ma2yCAJPi>;l@j3dbcSw7R_>u3q0+jbF_DR@WJlYr2 zo|)1diFEFpEQ~dH;rV7{b3(PB;SFE>lwU|bgC}ErdOLXn@ZqEQG^bTlLOr@@`rWek z^JhZ%LEDo4X+(#2-0wgdWHMc@n>EXI^hiBHZ^toX;|dZxLYVod+@<~5=@Nd=?#Q2D z7m~Oa;w=_7rH);3Ng=DNSGFZWEHFpxV=?q*Z zFKa<3%HLC@UvERc+i`=jMH#3{>Fi;ebI*{r^!obOC4ZQrdMS4JF@P1vyYwW{03dzs zlK6$v5vEv9OzXA<0^jOOUk&A3Fe27oTb2?GIvLeTk4|`i*}S=2WtBEIQ}xheg5slu z@gbWJAJqk+#phR&&1T;qptt6mMR+;TvDGT(+|Q4AX2j>(Ob3Bqx&OLYy8 z7{OC&&9RkU05)~}Q@fu|JiAkO0-4_-37MyuM8`Q8l9;~Mpu@d2cQaH!pt=rW+9}FB zR5dqWG4^ZYIU9KS*yVg(I5BNk6rbY1{-ux_32Pi%G z+_xu08oMlnJy_Rba z>fXzFr|)4Ox<2|&{8(*0s%Uyd%`Dc6m?wO*-lxQ(rGkTH7JDBeGV-r=cewr0Cr7>Q zvq9c)T+8F>n~);(di3STuB!nM_L6&77Lg@l+NL6Qa5xYQ7z?i-e5VR&$!#W#ZvucM zL-GEzPrtB;!NYc+TtAdMvkhs_k;_4WjQBSSQyt(-Ppxfn;ep|x0{4B2@{m!mLc}qK zVFuk)31eE((c;IZqAZ@o3=8v4%RHRP@p0 zwfa4Zqrm)WXGiu|Q=nQroJn0Ahsb)jpFWSWR8BqtIhM!^vY;MGDmpO(?}cqOI=$XuG^|G zC79E)B2|yA2qcz7bGlC${s zNwo=s;Xb@x@d=6*T6c&^yA%AFp9dt2&J`cF!~ug>ood3EFU-46=m(_u19{a6dAYhU z5ZB1t9qSVW&oVrG4CTWi(q`cK4N)9yGYkJQ*5L_4Z-vW7mrudm_ik7hsX0Kzt0B`68TA%SYs7ij-hZ>iDbz}=c+{L#lV4~~ZS`i3_xa^gGhcS7sg;Y1w-(vxKl^Y|hDeH#FVR2T z&Wuv4OXkhs3k=VlXa6~g-}x{<`0D;POfp-H?0NJfJX`w(Dl;h!Xm#~wX4LYApI^f~ z8fuy`g9g9n6xTjrUWqPCX6M@o*IPN!4UIEBhIqW}WzsNES!b$6_jTVaVPc zV~U;CxiqQfXNn~epK)ecRl`2NqVaAl_xQ{6{+P~YICY2JGfG(+BriGb?l(<~?$zde zSQBZ-A3ZQY!_zm6KQdl+oYU|r-g@utY7sUgNSf5zJ#*z3u$j|54UtpEpfjY^(t27AIM+2b$}^bZnV^}2!EJTyqSuXU33if@N>8^p zHsBX#s#tP6+*pFZbyLsZS+V;jku2-Ps9(7M)kU-&mEJw{#Zl@ro~?!C{rALSyi{bf z+5WS}crMZU@!SX3q2{#U)kX>zFmobNC;g0r&j-Hn#;v%)ndTLJy5KNq+!y&HR6Gy{ z`EEJA5(o!xsb9GV6TCpG^l*FJ2A55LP6sXvRbeZT*Iy~*#N+MD9rZT55JBl;f#lJA)h!T#nwo!SF~c&UAf4M_|m_`-Qc zQ${5_tUq>T+2~{}p85i>ky?Q=ocz&dTTveX6~w1ju1>s0@!YR2Ti>-q8kOz1$|Y&I z-Ak`I{jvb*d-Vuk@VX5KWOET;~@*y>9Rv zJ^Rpe;cSRA%v2TsW4AH-8;6ElUie~~-?yDzkg&t@>`Tc=`wITc?c_h|{O=mJufJjF>>7^6 zTkO#i@?phx*!2dqm!jGnU>qImRE2Oz>OB;^l-z}vmU4PevELoEj=Z*5$Bx03 zA7S+)s{WWJ(Y8KGtO`@GcAHIGpOqkDA8BR;xQ=uPgz0K52Q}sr=d<8)Z5yoQewARj z5kk1W6>nbhe)KAh5NOY^ zAWP^Bds-mAa%gOoN~97q6t4Ijd`BIhE{Xjda`{5Y|JzVWsI8?dR+B=GTRw6EBI~U` zXbMXM{@D5N{Q(77+1h*qXWL^!{3J#3h#KKILils%*(#CJ`-JeOA2+bki5#Ok?6A;m z&vt#!q+t2X3A8GTvzq22Pf|@f;2JrKTJ;df;eZklC zu+f})QjKTd?|z>#sR%Fsy`0xWxdH2VRuQM;5QXQe|3yY~LPQ?0ziCSW5as z6FDf~OECBEyoX_$XYkS^7VzjHwfYI#R~V5M+T;EGclmITct&Ri?goM6T3nc$J!YM8 z?bn^#Lzpi97j6B}?{VJTsjr7fbww~+{dPafR1d5%$-jwQ_a+t#xrMidZ7{#dke-&? zzq$RL&duX@Tgf|#<({FYAElbpY)?=?Mx`t#cME=ZeMgJl^KQIUH>=~cY8sy3Wm$1s zN*tzEO8?A&+ysn`dW$>|4pPIn_cDZsL2Q}_*XoC07<0_3Oj8dBX6~|abB7=Zak6JP z$q^36V@-+}RNdjZ&64>;X&sP0mTuuoiR32Jt}{4{lN@gr6V+twPp$L z>t@ltbNLb8>z<)YQ$ZzO=2%(MLw6cXjxn9{NaYQDl9*A;RXZK17!fH`o5n%y8OwF1 z13{3mbT(XJIt*TqwXcN|`9M8OuWshKa4-)jQoVf63k0j1NSD5b!Ob17KTo;%L+{U( zVy|>9kV`E7(Ax96{W0C1l8mV&U>0-tX_XK6ODM$b(kz+2ijks&^QEdsp(ueQwBnL4 zw!O_(vxK3Y8-fiDQdr~K9(SaHGd})CI$3x~JINkd8^KsnggY>9_A| zxVoB94P+lMD&Fg-6V*Mb)? zC~#d6%fxGrQpD>CRpVQGA__xEc(J!0Ro1OvK9zH|-^luT7z3>PE3f1oGkAC{D*9A^ z3VM=OTHdYZ4F_~S*N`jYQSbZ^)63hLi2Uf+*SjhF5Pxp9mTYJanhncTPD^=1C>M?a zy?wJ?by%~9ft{aBD7I(n-N_}vC)nN98?jwS`7wqw`*X@XZ3*%JzkdJwkf_N1k&FWf zUDsbV8^4%`K1x!^^Ax+G=)KHM0&~*nPO!tsv4v=?wNplE-(z7IyzHeTw;+JuOBT_n z>*fX9hmNj|J}^O9`n9pyyK)g}m;HL_$|E%V+@^MTDF+3Zy3H*(T|*uAcS54R>VV)9 z^G6aEQ*fot`sHQf2=4F51JyC1F9E8T21;waBto; z@QafX>{5=!@H;i3!T)HtdYlE+Pin1RJf?|p3Nr7K5cb8G@7e}$dmsr9nCCn#$>_kD zx@70RgTa_ZuM3)-?Ec&NEAMH#5|~TVP+S?`9na|psKc;aC9^mX_KnQtWmkwn#X09y zr{WM$(eE<5$!-Qwm)$<82snfClLQO-B1tH`z=~5?R)v@!XH8qn-eW2)I_P1MI&@UW zC6u%);VbN_zH#(@l*pO6JJ7;l4LMN#eP3N<{7j)`9siepCSA(t^)2ndoWo>- zlE{p)cXzK;sFJ8aZ3o}c5hj4YD#yRtUza8R?B_rNav7-XVZMh$!gV6iX0{Djz2b}P zCvQVwS4K%|2umU6oXt-wr5XaAS%U8y4mDvv?~F25a@+t5^q7BwNQEaw2>Xfe{2FES-SMaT$5A?2BawQ5uzzq5FE>-MGNg5irboV(vifZC@-pL#H)xO;g!Mv z!nP@}77lgR5c1a~5pve$c#9pbvl~(f^~2~@h!gxa<^kT2qs4jXoWeirG)nTBc|eFi zoN%cESEEV@Z|1Lln`_^_aGF1rYl1t|)9I_f%irV$QJA{3E(p9Apexrs2T|3B7(_m6 zfklz5mP3rfzt(G=pyU68qY32%MscZ^G$O@}wEm{l*GVLXjwj4#D3KeGI>6g@A)1I7aDaRZpYyu)<0d{_-PPu zE_X;*nB9UU#&w+~vrv%5&d0~#*ul5`YtR)EE7%bof6Rv81lnIveUcPa1ihrh-K{^Y zK~N*{o=%rGsHA;jWH&MZDw4R2L*B{|eII`zF@O%^+e>10d>7rn*89JB_u*&67IGf* zjp3E|7s+VdamP5SJ7}^F7$Fr}-yU9H9pDb1*{3KJ1V$NOsdcbZ#_HTG;m?5@IF*IC`0=NuvRN5QZ}za*gWtQgle6Ii^sp1|=`6WnJhb+R1H zfc$)5h)doa!Jog=^Usd=;mb~@IDFH8iJz>saAoeY!LMHJSlM@J0&8{-v3ga25%PPs z(kb2V8VGUB%d_i#T0qLH&pPxz2((WONF{RLMSj^m*NEDqk@L_f3uczJ(Ql`mVS3&O z>8C#DFNk)6b7H*@(FYUk31ZGP|7rqVj3PEmE#6qaLwqw^uqw26URaCpp#zJA-4Vw# zRlso1tD2^_|9+hJf3Ld_AAGsYkvj1q@|>`>X3G@9+eCl=wtiX)vPQe8n-=--&Dlhp zYOS6d<2bKKp9F;f>pr_6k+|!?^++LnkV6!@dtao?359{x%^mX77xU5glnix4Wj{oc zK|M#3c@z|v84u2G^n2>r=>_D*4@k7G$X^Mk3&tMT-xZV3xq*^WMT522FyC0clXR2OYEmqPJ&t2E?Dd};JCc~_jB;C z2v8a1azFl7f=Y~L819l5qsj4w;~eF#P~_eaWxN=N_6T2goLvfog4Wmk+tlq~aNf}4 z>(4Og2nsvUMCS|j8ND=a1zy16S2ZJ)6ApIuD^uq=0zvA+;D~u{IB3m%)~*Y7f~S2J z%og0?(A_?Ck)c!$o>CvN`u3C_Yv1qLjcX0SbPpU~b>?Xz+=o7u_Q){$+`@(`4yrX8 zNkK;c`RgB--=q*ovlY-#hXRdDdgrP!~pX-;AI54LV@Fkeiz+dUy+&{B;B)Ic> z5Gn|d|50@&5+%m3wzw|ZLc5k)T6M1`oMv7bzm(z*rLnXP^?~Q$$S>CTZnY4oN_eB; zmv9j}G;1Ejg!mKkNoXxQFPadI$+1edj91#iDQ!;MOSfYsBA8CpnU9==8@iflyg!Ty z_XB(u%eLJd7YRDAs}#*6U0*P+Kl}kf1H;Qf3jCd1ne*HCD=Rv`}S2->lN(_ zRXXTbhcORJ*BD+ZVpgpq&kSlV-jWg*H2|whrHb+AQUpDloCanDJ7Xx^hF>Us2RsG~oLL##3(-e!7#XLIHH-Dq=r@!bOg=c^@M(ShW0 z+X=ZKRG1nyKur;Xd=ga6s$VE0@@3Mezlse}tcSJXWf>WXS1wVOlvG{V;IBldWvOwj zU2~B>2*2&)@%VR5f@v7tb|{B;i|M7-eTu>$Z<4To~WTKO2fCzKl)t9RYr=x3Ij zluljtgCi-rPL4_8kRcTFqOU3tf;j|6g$l#qOQ$kP^%S788;g&((!1OsZCn0=J~5cZPq+|I~I zxOH?gH-|0=M0K_l9AokV(jRdNV^}2Iv(vko{>m4!j#|9e9^5!TxSm%iZD;24%R)l` z29ZCPj(8DG@V!U5ZpM|T6Z$g|dmk0WWlQka>-l%BYRb-!S0M?>j97kt$`FUXtjJf9 zfdu|ke|8paoD1?kJ6oaN;sdpzF3;^u_2H93&smk%zTh!KlW%q?64Lc)Neonv!`^FN zF~WS2AbBf_YL$wC?kd?jhdOra|yA(lM%6Voo4@tE0Mv z^%~mmvZNt5>;S|XsV=kI1L5TI#rxO8Jz>GI&sX(%ATaU|92(f3glxyc=<%vvu!BAP z>yO!Fv?S7dB(5nH9f>yDrzR1IQgy!6{|s?OcgJv<^P`OT_4dO~>*WV=IN=nZT;OG_AoS?=3H@#8G1bxhp`E=$I5)jdKGSU#KI28Bsp4>vFJGxAH z@TQes1Z;H>wmI=j6{LtnfHK-2mIn5S!@LvF2Qu9e98rXbt989Icbrf#b;n8}TL3In z>8-f!3PfasZj%is1HjQDF}kTy1C2#h_VRIi14;T>_s4}RSUK(#vzomcoKq9Cj%-xK z+JwD~UvJxma|mr#z&f8|E}d%<1*R}|v79l`f&*B#HT7JV^o6o7%-fe+LXhu@;;HJjc_?Zf zrjbzr2Y57pxPVG29Li|7RGeOLgDFRe)@_A>aH2dgX#4vxNPHXFc2L<5(1qLErd2}0 z`?nhJ$EXWRJQa*i-Ka^1kHKLiYoKkQGfI|VcN>K*RmKENvxnQyu! z3uj$4xSgk23c7M4!WgzvVPvG#TSgp+Alfmi-GqY)p4?D7@q}&$tG_WpuPe4691a{) zOFps(NTN*+m>~+-b(77(eLnTC`$dKoudvFKdk9)q6f=yd)tdCOD;Tby8Y zCq9sl;ph18d*rZV?Z&p-6OP4Vyo1O51m-Y|m4AONtME8JQej@1_ys9J$GfuOQ5y?3 zU~?HZXk5Gg=-kzEuX8`?!CJg0_H5~YuJ>O&`th0C9&to@w@^a8M4o8S1a`i5q|npx z1s0Srzo%xX6H7cJVaPBpiX|OYrINjT5f;RA_weTVV`h8Z7i{h{5c;ENXPIp11qp1j zvgyXdDsLzoiK?fdZmcvMEm^;-DhYq^NrrsF!ZiUQdHgXC9Jp!lS^=4h9Rls#$1owRf z(gq!OkdDzoy(cTm|HY>te~FeY@3Q_i2-C|rq43KYOY&)NW2JRD135Roz z_YAd!!(h>?PR;VBHxyid$myBp3*VUR7o4;AApVDYLw)NHL-o?sF4_7hOt$q$^!t5# zpyUPr)1mHTn8g$4!(l??P_#onY{Y~O_#$@tHON?FeC_Vr(NoI5_V2$q^y70B8A&@y zoPhd~l4o&dI-*VKeC46x4obbZ?tM1B2I}L3I2?r!yqtdL&i~67sA-tEQiua#fBsZr zvS}DhYGknb8#+P)Ma3_YUxp~jBZ$J}QUs8HC_DJIR2fQKwzo%~2#2b`w(JnIOYpHY zS=nhN6sF#8p>BSl4e32eN81LTVS5lCwb@=Jc*V-O(nw1NM^rl&u3tX~AESbNBg8&q z-X1%bMb6q`p8~AI@QZYR)%WVCw%xp9Dbin+<#wGdKuGNSt9P%nQ2^^DoW!*N@Zfbd z-?ZA`G78rjdYUc|*OdmrG_D8_Xv85V){}4DP z@niDmHy>!dr3@XeaVRS^?pr3?L$sQaaQNi?$LNxA*_DaK5XiB@H63TNMDwCG@>8v* z@J50{F|&dLQI{`pr^;!;KC%I%Vx<8VgQ`MPHXPvap8C)Z`iroe_F*HpArqFCQe!`r z_Fw(C@i%~&na8v;7oEIi!4O8sg3{By38ohKI1VeCG zy7cwtA~ds7$gH0pg0v~_cTxx@ps43GWG2^&5!2iojTj4dQz5K^4w>mYSzwlK-~O4aNVn{ySXV!og{6 zF21hHp>X$vGiRwdOOonK?;CvBo-;K)d;yjqZ~J*fPGs%#MB~z4hJ(H!CGW=VxHg~Y zHCuE;ygvf8((LDL!u`PEtaO6XSO9#pjNN^tAOeIBcZWLjM}l*r6;zD}z~N6Sy02m* z;gHeT;TyEUkby!BS(kkwQhi+iYHb9FIwiIw_6GplcWNE6oV9tcq|L{B)zvv<0N zD-`nN54yMKUxf91Kd6n2y7^ecqi1v0zXnc#^4x8;$WeOOCoihWu44ehM0ZHtI#0pM z+SxM0T57P6v$z)VejgO2x)T3t76VJ|-4zBF{8;s?eUX`!3;+0CA*adWUs1dp<{t7n7bfT~@+exL-DE zj^$uaFZFuGGLk|4$eCoH&`#`1&GwIJDQn~8>noEuHW5NQM1OeI#%)*XyI@R+YdFkV zaMsk8;I9{xI!x!|oNy8Du1;p}?p7siPiiTSJ4eB~;eVyp9a=Rd`0M2@wI1xyy`zpO zjOw=L(JB-4tO~wXn^KY@_%#d;3&V9Z1plGMwXT=>!5Br+_P30623X@ao?STOM$9^% zL;J>^gD_ZP=$UtP7x1g!U-C@*&(Ax&^0-WP@#cn}A8*^P_*{1-v>!t3yd(RY0YMMx z0RJ{xuNJ~~YDOt9e(o!T?WRiB%xtL}`>UqUNWVT)4Q^{N?(X~ce~yPf?OmKv^)n*W zmyn_{Z13%kZGXO0E;`eLde&_(9-F41F z0Se@_1K}`+NwI>SJBT`Z()sRPn`fdw1QW^;&^ua>`opY%YyN5S^t%X16K;Rdu*VL2$gcZdMrQ=`K)Yv<#mcm4|a{x$>#Jue=ki;IMkXWvw<&o}^AQTC1)(+D8WvYH5d zu(qCqo0_=j!rFTGRRKNI?ExSZ{mb^q+B%kYbE90A7ol)IqNeb8y*eS!xMrQgMsE{1 zpmfoXLnIEf6N$RZs9*$)t~@42LxLbTF{SkL)ilP6^VVzb;05gGK;64xhPCU8KZe(P z|8qX}8fE9HI1e8%(Jzp?&)(_3jXv3 znnN5qz5;7}>e7Y8dc$E`B3XI%6@Rehi~Ih5YZzSm(y%zOXb)b4k0p5wtzn<^J%=PS z8KCx>d(P5?f%+=*2YYjK*ynxt2<;agxGdGf~Il(cDeX@?1+vO<%H6iyE zcN>jiZloTht=K=$ht4-tE9}g&h2xROU(lz8L$OSSRCnLndIi4bhGC6@m)D~sBGI%sP)k>$T6$t zGNV-jCTd=Dp3jaju7ixC5AXw}!KkRmV+*)6cOx-8M-y(`j=!_>AvGB3JaZU$^Y70y zYuo9*-s6{pL`Ao;Va$by`rH}El|>K4sXlS@aC#X0qNXjNEAU78Z4bHjJ&ynhVGHU7 zCSOR*wK;x-B@%=%(k}6}dB!q<^KFLVfpDmr&%e`uZ9H8aU-W;z-$cstEV(5^fx%_S z`|aAeTx|Mr&{>zq=n0(nps`E>jTasQW^5l zLRCp#CV3IwwJse|Q)YrbL%0=}FpZ_UuVnIT=s{G{vH0)0l!W7Z{W$%TZO>FrEl{eA&UJE!lV+5VWV)t5t{o9EEbJbf&RZPso5vNsZz$zDDC92y36rXjH* zYv+x6na*ZukA*<6j;!3tj}g#gk;>xUa20MGOr7cyjfBiw;{M4`<&jZN-g#Nxax%*4F<36a3jOCaDAB=v-ucurn5S%_q z7qte40}mZ>LatOekQTg;{bC&fw=acAWJia=Vduh2IH^e3N0Xl%ITr@ChI!HWw~_F@ z`bwtfjR2TpZ@V7a5DAW>Wbeqj{ot7o)o%4mVW0@-O=dp0z{?}22UZHh!Lochm`zs; z8WiSEk~41IS+#YTo zZvZ_@()8Qn=%Imeui%6jKWJk)MKg3v;B%YuqBph`tYasSMw1_atUY5{y1QxMY0N26 zo#D%v|Bl8*ZSIYAGVA-nq2(HrLQVrPiyrsDuCW2j1^t&H9JatORBtR%bspM0Po!U} z3W53q=NK+)d%@*#U9`d-0#4jf?4S4yKwosmOV~{jULHJYaH-KB4tktSf1#9#MZ2de zYPk7=os@%-yvfG8^TNE(<;isNg#A?3sH9`=r3ImXIIZiYak^n zuC4Rr=Dc5b&>3lJ1q+^E4uKZC-2xOY8ZejLnb+=N3;V~o(o@`eus#v}3tZgB80SY$ z;xnuqK&ilYrTfKg>|Se%l7{af_LGf$qQR4cpwGg>b0~Pr+Ir9FF7b1P8~5ibrP!(` zr}P=~I^h)L5;1~XigsG+0Li zw^lN8t+;~-aqIn=p)cy4>aj6i?!IJUcb>x&cz!6J%PbWIy6wbaxkjOoyxg#AubGLM z%sMOsiNnEo?p%1D)+rdCANQ?2!3U6S`KWjL7Itv^sLfA`jrE+21v|Fv2!7|WDpcSJ@sX7)P$=iQW4oZ#rE-PYZ~n3k2n-Oq}# zguDfhxsjbqD{vd@F3lay}S!#qrji-A!21{&Itfn8Sp2*7dH;S~0#S z3I<&hhNdU-;jrlP!o1!u0_2a+yH%`R$7}Yr>W7%h+Vy@V&e`y8A9Ru5T1(Xy%Ku!=FYP-VS%7gN82IeYXa1cP1-JE&JbfGc*#g#5WV3I*zS{J z1hXq9w;t^xMyI1m6dVR!v2s$o1eeugAmH(md4_We+vR*Tw`uMCp);4@+T9#}VqM)Y zSuDTH61c4EWpMH>&}|BW6VLS8X4Au=&@wmUvUoV;np@KixkbPdtBquk@7j9%GsE0Q zcfx>XwgI2zLvosUbXwDoiDC-X7 z%@1GKJzz!q&i-PmSWpK1D(jZ)+$Ah9zlUa)LjXuvNOn2TPhfkRJxfXbk3fXTks;@= zvzW?#mz>C9Dj0l3`m{#o%s=#2M@Lc?l^Vg<@Mq#lYxDc(G?W-CxYoXR73f6@GJWAA zgY+_1f91-rTJLJgj^d&ea8hb9H=B>#s1#$983k zp7nwk2KL#C2O@x~+OH*y-U^&6xiZ>XB4A|UiOl$~p5?@_fz>C0Q`Zo4(3=&wQf%M}O-cFQ=`_9=nu`R@-dyJ^EU zD(h` z1r{s*C&T=qHlX}!*~dsAJMy;jMnf=+i1JS4Peek$`7)y|O&}yYAFkqRiUheajMikE2ePq$)K3d@|H>6Q}hB%9KW}kYtAe6RD+ZZMVL&_RX@1=3bg#K$2 z(>4|8x7UhENM%7^N8Qy^ZtB8fz$>lWnmjObwJZN&G#{`&y^(18>E9nm67>EL`)9Sd z=OwG}3&Q->m;?ojOxs1mJdPG=+Vj_@RzL$(PD8gsVX5+Vi2Hfrtn%S$3b^4DE~Fr|f`t(eTIhPX1D1`ic zOtgy=*lczo=lzzrelBJUd_dXC;_}u-%`OqV*HDRG7 zef~Z!@W`WLlG9F@p20QS8g31O-a^+i=~_e9;F8_Imf0c$Cq+K7eah7Vw;(5C)Di$U zDo+bI2&q8xBmF1%Yhf_Gw6!KY+!M(x($uyX2Z4&GzH)%^enNizqXi8*ds+$krG2?A zvTeqZuw8zn)~Q5np_cp{F8j=~126_C*T>$|A#5l5uUF;)?&rIc7BJP!ll#6un#XQi zv)CT}UW;qhkd53DKSrp3J$~I9Yp=BQ4kTc27#i-`6a6CST;Cr1EXHyB2P;_jZxt)W z7@Uki+qL_KLWwdrlxl9d?au@i5pq=cx0(%M>`-yWU$c zABFY2W*>JxEGIcl@SiQ-^mj^X!4<^zxw<9lff(C(!(LNo!gexIRYAj%jrrWZ$2OeY zKLbEJT*Z7VyDlMay?&LN4q|#SVnRQ09Cv>gVcbp7F*=J>6#DwH7OV3^1J@j}>kpNZ zXx6S1_87F<{buT)_bc$EdpVM}_IuFX`>Bs3E(leh-?LjzGz@NzXJ)@MuwJ`P{h=mq zPZ$`IL1Alz16uG-I&x&Y4I!@}B74O{=Kq|pJ>X#>^UTo=7CC*>p9=WFlccxLIS2Hi zosvap`E3y7eC6O82)6>x!I`R4`!0a7wDJ7?>uc-1n*`@4&WaNBt?OR5-|C4ij&XBi z%^fbgu2Fx-Y|n}~hKG-0X?N77n#MkfceDE_Ij|=Yc&wLOw}JUyM@lALkX1qxLiiAv zt~oYFzINZOrtYVAOs~l!XDOIpr2guqyi z`cYXAEyz*iaFg{mLoJLGR}YB<0ZEd=K@U9=C{GTIh;s~v=RQhTX?3p=%CEQcCmWbA z$o1sSGt5`p$6K9f24g3aY--3Z!zf~8E0i>i{>W*)KJriZoX*Y(qxh&}?-(N7;e;Fu zy~!PaLi=9S-8R-Q{RnUxN9K1D5gVZ3U8Oht!a~7yyZh0TxyFDhg38Av zgQ3xMlC$$G9|U=9ecMu2i&#m9(#m8?kVq28&92dEWGkz8;nv+N@a^=$Zzq?z;g)6G zV4tKj%y*F0F}|!O^v_)_mgZO18|$m4iUoUS7&qoG^p1(u1XkqV|&#zF4#j9gEZq* zWhlJsh|8B~(t};i79rszF3|spGkR!5;J@Mn*=rqY!cWc zut{K(z$SrB0-FRj32YMBB(O#w_ATAQuh<1EkBo$h~o>=`*8z^A>OGlkgX48jGw-1lvspvOHU~COy?t} zyA7TF_7UhEQS!EAS{Gzv{%vTPRvE=yoMsQqya>(_+IdY>%plZsAR{=|5J;mn9_kbr zKnZrhVMSmM+>(12%Br*vwk`fl`<9^%U%s?Ia@JM=6RP>NCsK+qa+9i{mq7xKzOKdd zH^_jpB7^EagD#BYbx6CB&?#7Ccte!Gzyqbjh00E}3mB(Ikey5KF~Cci7css1yI%2E zEk*UA&k&q4VKsi!gsS5A7I=(Cp!7cR1h=-=cuHR;*-n#0{Ov;AoWcn__PO=_hknZ~ z_@Q?xQs>_LU~Do>{nBdpYDl+h23pqgH($ zuGKF!;M144gy$~A9rlu=XugV-pVBIF zQ0T;|Un(&?J%1A8;yY#LQ~LMkwj9^kk)^Z00bM-(tRjoM1l5re+r@o%!Ea>r-~T(V zHhJf!^)*Z}SE)HACh8cKEWBgM(lOm94gbiuEulI~VF>FFZGCP3P7pJFr(h=B5sY139TMEj$NrD_ z-^z*uCA-7OFqLHmq}?kABtw+o4|_Xyp6V z%#eVOsEywu(Y>GrN%l>T$BMo}w4auJQzna1=U`O?H+wO1fAF5Hl*|h84f;Gbo%BLw zyCb8tR*aw{EJHe9R}{T;s9@Jr(S=tjdbhpqv!j%#I{0B`IM^NLc)xsy?RJ@2OC}gZ1l+l3@18N7IC`6aD@=d7u z8A3}uOErvlQ9xjKU%LBKbcJ1z=uEpIA>Sp7km$o~Qm~#LxqXO|_^GpCr?LM_bo?pM zT=+?OXtxwF&5|0JoDwI*t;heT_CyoMl_8pG)HD9P9+R6vv6e|hKexU|Ze3p%z~+N!=ibGQnMI<1wbzdyJH6}u%V%ex<>mi*eZXsW z#^4%rRDt#VqL+Df7M|a3I>zo%I$mZ@QzD6~5Zm*MTA%+D6W}PGkGLlY!kl(%+Re4+ zSY_ALJ1E&mgR7b<{YeEo0+;_(*Z(k1R_dJI0_wBt zIl1lD9Qu6FGs1+u3-!{PUpD{Lg&sGzIh@{+hF(<_$LtcxLFq@xr+E*XA;Wh|;H zQGAeL$fu9qP)u|{u<8sW3mcQgRT!!qpZj|2cSXZ!r456o(PQZE#r4Iajr$DWAW@b3iOcH1q>996jUZxwddYSX~% zoX;T}Qv+OK`30AW_!Dr;Wt@AFhzWRy>yP*HvqPhur@i7N6a1}TJ(|^Mi8hL;jJDkcS;djLkaeKWy+*5}Y&2AwwczFdc zP1|*C5q-xd)xCC^eCntb)rwEvd-EO^u=hqpvY9bhGT7GAlZp`XI7af~qi3Di>Giy3 zyw!xIFK?}77VWTi!q{rF9PmCa{*^WNt%`Tra zBtMw;LZ)h0#gO7Ih^zJw3TWAQ&hmQwzgt$7SK2oi`w;1KV}VkyJ~Ws={pxyU8NOPL zSR>k@2X9PwU7FIaujaXOq`@%~Yy6VSQ|+u_I($>!QoI}q3%-jPaegL#gtg3;WeSqh zfnw(({)@|NLVibInc6u87!ds8*~!N1M0Nzd{j_~Enpb#hSy zj(^`Ve)!STYMs&8g~#M>SaZ$xBVCV(f$?2i{TD?hLVZ8DBWP?)*|CelnbK*sECjB< z>s#|9kxJzTwR_zSo(v$nyHP((??nhs$9Q|VfocO(pwdlG zM9$%Yon)vq)tLHR`?yktWbcwV_LSCEFKjNRmccaPVocpCVVp=Gd0{NaGzVv}hw{yp zFNc6rsNq5<$uwd6?|S~`OL>dy*{gp=VYrXI`p?FYM&tN-=bf!cRY=aAnCAtuQvdZc zY)cAa|3q}Ob@2hhaVccQ$XX*E<9p@Fg4a=5?J$pOcm0&4d~4)moMMT*T!jQ1T*7InF06a9_pc$#RBB-hX|TvV6(hYO*a#+ zVcBUG7DP!FSig$sxgUYl7_&{APv~$np-_Yx(EZxglcyaD55yBo*uLt+ zwYo?C`n%PElI7uCTQ&%$U@3(Sw6ASdLV^(Dw|idq^(?K>&ur-`7o)Y7f1QUKnS){f!PX^=a( zzb0xz6ilC}H|P~@jBEbyy8H2!T)FRh(nj!6LL&z>d@Ar`EHtK0Ki=aL;sw3WJ>P@J zEznGnm`328GAwVuYNNxuNM9YjMsylnb+i4owOD7fl> ze$j0&gwD;g{W8tKo(wrJ{1lzSM4#->+}Q;zAjhcY8=;dt5aX)D@Pn_MaEZ7d`&2_tt}lQTuz} z# z8e8qZ6!3^K2CLgWoR+#@g%J09ee3?zy=QVFp%r-7u!!+*TJ`wLJ@{jjG3odM_AAqm zX;Sg#KPRZv%wzGSYW7*g?Adq;7sd1P$2)5G>5(oo_g}`;lYE}=^ix3Tjq?}J$rNDe zd>jU|OD!1l;#9~09)tG}!=p~c$6%sI^HPNp4#MyS@h~CTjpxCx=do^s`7?bLEC2i) zdU`+Q$xcmath9k7fAm`grtnn5cFPqlEP8c+)bZSnamjjpzuTw$#$5$RUZKXNi^+Y~ zPY{bC>gVR`!TY8iBQ>h-!dFP}35<=z;O!PV^j22y;;Z}b^739+0m?ArOs*DBIMc6i zGG8$SY@0q(yo)!0g=&pU?)BDCmV7cP?`s5PhKAW@91Vr$1et4B^^~BEV=i8H@D5I& zY)OA^G!VN$ZcwS?uos(rltq?yCg>miBjF#C(Y-?$?%H2l9N*1>;R=0ji?AGoiu+=z z5A7sC-sMYTtw%9-?kM@uj>f<5&oO7szlsZe#Cttemw9{UEk5gHKjLT)!c)9C(SG=4 zI^OOQ|BkFrV))2MPDyQ)G5B&u%7_N%eC$I{(0#SRV4#s}ydQQU1olO$c_@ik!qtwQ z+vw85VC7JJ+m&1+_^?gYJM>W~sAuD!-bplo-+BM;H&mGvMD>~zbib|E3H!z5hOy@H zupT8oLnt4*DNhl%i_j>;1I}RT8YZ>pupN%WP zFzvvOGq>`!zV^WaS0q-y#o_*Aee3nE+bq_Dlh;ib@H}lNQU$Lr;HQ&4UnqGE;NyF0 z9AZ|6@FaBHkz3+Du)3=rwn9--c)FM^tPeWtuwaw^XV`!roK)*m^uAh)uZ_Da@h#03 zC`2QJb?vH9J65t}b*KpyyYaH#FF6P6?N#n<8I$4HBIJGa8^s6RoOtX;-?`Q3#6e7s z;l%X=7mKhi?81rHhp%Jjx>@&A3435oWkD{SfjoqA>-GJo)-P0;rTlOTTJ(y1Kqe4} zc1UL|*ME*cQb#ZER$V*-_fuJ?9e&{Ox79O>1{zB+l=@iWbN%aD^ThUBDilIcGE7=~ zUcLIO!4||%bShcGw;c7HS?XB1QHkP;W}^ycq(SN_y6&Ki+!kiyD(!NfK^>%+MSMqF!{;eUb&Rd7^V|0#S*`9{^38>_dhNE z;AOYE(ysvDCgYFS%N~Hg=|j=apQdl8LivrZILp_&P<7AMzUY|={O}7QJ-)Ol{MWK5 zMH(JHc&%x{HR4x<*XmWW;Y~Dxt!9tOPM!0{KTEcuX||linxe+f$j%yq%89NYCOaY_ zkKVi>VagDS6iJ@B(uPA6M|BA+e=rt*yrAh#i4PX${cF{uayJ}(te!P2AmH%6V3yzv}%LkAA#iK{~s&e>?tnJ|@F2jMW*PG4&YowwT(pc&o4*`#w&6 zt=S(t`qt#009cRONY&-u#k_smo?r0%ReLSWLwwuX_rr26pUMfDVoX77FyaEf7(1JP zL~Ywr5$4Ayyn;hAZxo~-?tz(^vk&Vqj<@Ia3_=MMIh_g9{M{!(q- zCwAq7pTe=BG@07L`{mf+K8qpyfqX(94XVOSoeUiW-^IA1VIp-3tA3}pi$d-T7PvKg zJ5${?tZ2{Y7)P0ndHMBzXfvnLPygVE;qG{>T1Y*?jL$98Ym@t7-{({351x2IsCPa7 zZ`S2vb9hgPBR+vb@j~gHZalYjnWOBUT)f?K)2D;fY52lYP66BlKa5K;0heWY0?&6F z`!%i{gzbAJ#-p)+u2w26hD4nw2GDOU;ZQiy65U0DcN?Inmv#B7jAV- z@SuxsVYt^n;{K%5x>kP7$B`JF9MG6-tD!)Xr?*epz59e8QGp;NwGlBF*Tr2SXnC(@v72LJ!4Y)P3L;$sHG*c;$O-oD%rotBY^6OJE2lwutJ#l>SC!Oo> zhxi1edP^zx!zC?Lr_(chRj53Q|XQ~;GW!-=OBsU)K&mm};Se%CMJmg({ zHCYLs>*q;LM;YTg%tnG`cd9_+!=2p8)?x!UszHq#CjYG8~?z(L{0D=n3lW@xR>8LPp{if7J(*drCEsT`GjNozqy6Blp2RICIK=&lUNP^{uzFZf{b?nXa@w zMb=#1u|-dwqMv!*U+Ihj@H~4`#c?C`crOb_1}6$-Jjd}pvX8=D@j1`5nzy)(VFQ*| z4#v}+zz069(>;5>1lbM!l=#R|j#`MrZ5}_WLzb0Sd%x;FMK49^QpxD5kz10xSO-%P zYI86dFpx^en)jE}3iwQ8{7c&HifwnW-m1xqZY5W+EWd}!aemh@Y^&sOfUgl|sKlQY zs~@_Dy6M=*gUTnQIjU6b-HiZ#ueTnhj6{o2!xNEO2z}QYlU7hR$ zAbC1|M`J$o^zLVJ$~f+)RA0=08~YVYQM+aK!tI2 zVpa>9aGqJj{@C5O7)!=4>1Y87kTSPDpA_AWkxsaOLOQM31$o@@r}t^WZ{}x~Vv``D z-HSufjl;fv;?GE{9VC>~vFkgeLzR2Fair*7#E!Rd1YH7krH?)Klm78@Y`x#=esKis zh}!sm(irPL^wjG-wp-LLonDxp(C&Kt@3zZs%(t{-6n|>mpXIwW%=Xw^|*i6(x+?eucxgg)K|muW&t~}Hje%`U;A&UdTKv!MR#c-E|>om zqTD*5YWg4x&GrU}tY)Mkm0!#|w%rkc*VX1et|X>VbH0h^!^L2XW6zm!r*9IFR$A0z zVmI1TVbHwGPAAtu^ITY6){Wdse%C0zF;ei2rD|U|87@T5cZJT zrqsMn1lud7NPjz{04J2Dq&D+R`X71M3LW(Kv6Uh8-9Mgo-P@)a9CM-u^<_u0#2;o8X_se!MIEM zn5vRC)=g2S;_@>980L0uyUfml6$WEn=Jdu`;)^9V&ED?>J?r(ZTbYiE8mF_lIPF72 zqd!TRG3)uxS0>t>e~e!*_b00Wdkx$@@ThlDUvpr8F{0&?J21nbhtIqjLvEE-kAG*& zm7>2W1v@;i>yt8hfO5|9Jpsc;uwLH|L&?SW18eIu$ejcvV_6S`|f6-&M+ z`1s((**uuPm#e}9wHG8z*?th$YD>w-=?KJ5x~0AGO7Ow8UgYfBJl)QV4-&RvDac;u zU4I$J1GK`PtI=BW2r=C_BT}UviRaR9XT?9f2p1v8^O@Ghyy7)I6^V@fCYU^}o=tDo zFz%RI7Qf_CHO!BAA7kGmVXQ#x?c2{1xBnmYt@jQQQP{Y?Mn=ae{Q5gX_(@m2z2;=~wA~1`U z@1K7B_w`6Dm($5U_^qu+Ixbp&vZDcgKP(@~-0O(amyUT!Dfpw^b>R#-2d$yAA=uVt zr#?{EG$qokty@^<%f>cp#AOfxUlm_SsXAJ~HMZFTwSB5EF(}tQ$r1t2c5pZ{tB1jK zx!G592?tz#h=LY*=SF|2X9k?GWo*ZZgb3J`7rJ2YgAUV4aVcRAL;+=KLh3k{g!49a z(W=fap5O2G+l#%Q zUa7I8z@p=WVl&?8KKa4!&?kE6-a#U^kbB0cgYtBfmZ>4ENYkqpISE5h$oI+{A{(Dq z!KzOeh=?}UiA*Gx?btESL1_2ZY5E_JDK@tM-hQ(l&6`_0KM;=3p#rzueDO=z7i-P4 zlO+OJn&vUlM}wN!%>cn5qm^l##!arbE?OJwzvI2HnrhBxU_pHc1g`(w7}x#Y&bnV_ zxa^v=JsyoEmQo&@2|=fgMW;xuUC@E<>V0U$8(HnuBckr#I1iHgy_<(+pBzEYdOhow z)Q8vZPy;97c=Nd`;(u}>l%Qul?sseAR_(DOZHX~9zs4=vTNBE&lSI0S4PC z%Jv247)W2nVSY*6hw9fMkxnVhs%Y5dQp6-K`?D)=-@|D_x!>zw_YLtJ-9pO+=uznf zna(?zDCW@U@C98@)KPqBHyecxvY*q*QII?eqC){f9)`ZQ-6$KZ)e>e z5-RrL$}K{#1#)Zzcb21i+1C9XBpxViAd&pty#Vw?zKrhWURIdkcdiK7W(iZ>gEu{H zZJZyWzB8WuwNn`mUSP1X5Q~65{i)B7WFvs8rtxP;pcCw@yD)b1j2Eo8_q;+j`V`N` z@AjveSIRS1!p> zz%T|5ZAQBn_hEGSNJMEqCdYg?E6TM9cdT@gn1?ct(ElbMopl3i zhzRA^b^N!b|M?{z}GRyxUou2HCGHu`3y`o`ze$WM3j2Jk(;5T|mf}?fuOc6LY0lWpDhJ?P3E2UF-QTlx1iI?!QZTKlQL_Rn_1w zLizQ$f7g<~$+TTo%0fd_L|;Tw0@3f~>PdB)C5t^Ew?(^Pi?9vw?zw%l@VX~#H!kK_ zv|pP~;mt%m=5G@Ax|E{(QpfU+t`?%&c^#^sUvHvdhg})j-?EWf z#@2x5CVN8uDB50brR60i@Hv{ieMdCzAsO;cFK#AmkH+;38qD0pX-#HnL~;Lf|NcGS zzxf@$!DSK|Stxb?4}Vpk9F!R=ZW9z3i_9hz>R+VaKp`{LKck;o!tRgM%G9^rK!G{u zIG=|T3~gIEILmGey7Aiio)yKY<1r(bN_Ykesbaaq@vaoP6g@JfsCbBWOpl2@ZQ}-U zZ^86!KTKi$dY_Nl;So#Uf8Y*CRm*mF58zDtw=yOrTVQW5)y@U-OJczXIfFfzUl4Tv zO~?P1?Tq?mwNa!LAnT!F$}7C|*Zo}h?v<^Ldv>7zkG(gK=jwa=h0P*`ObsGq$UKC? zTIL2*WPk_$XNUD-vxd!tDtG^U@SwTOw2BN`Neoz@+ zxP99&3fj|38z=dOL!qHF1vAQq&_{EAwaBqXQ2Sg{RWqnv8>h_Cn|xNv97OZ!#U0 zyK$4vKyV*t6Wh0DAQ#Vi?z4~vd>En-!}=5j1`c)oJpqNFf^=`qmF7^`CoLxIawZ5q zF>JVYK1B)YY{W&nCEow4Z*zT+dPEzSyp{*tNX84|U8@157R3qc zeM#Wa?%hOoQ{BM+XKh!OX+7pIU!u(qm;EZhgv5U(f7J;tMH!Kdnz&%~y8h~>=_pH; zvny^-dsWQ=wZdamOpS~|>;8Ptl#5hCk;y@Yn6&S-qDE2VhCy2g(x$ zJ7D9T02UqJ{V?D{CeyOu66O~^{Z{f+z5J8%um&ujp|TEX9is>0?VeevN1F~*nQ8Wo z8Lr7mOq&wxsJ{n?3X6ZPH++!mr{(wozv6)OE;?)PfrIeeq|HUO27jpDD)f?kU@unQ z`=0IvO~0-`;#XZc+GRcW{tx@_{&r_@3YHu0hn69p9r?tI;PiNu@Y_Us_4%Qm z%o$J-qK4$6DL-k~5klc*PY#?Zbn#JKeR?h!B8uNBWN=aN=S>RH=LTNz>Aaf!htdb& z=+3qi4;Wmb*V00SznKL*T*!R9?@$CR*xfeJ#<&2?wV$@xc}7AU-P;1Mydcb<%Cp?F zNgU7QD3AFaeKM~F@9I5$IBD64;Uwv%B)p&Nj`0&X_}omjVsjn1+4QwAJ;xe&l2L0! zn9l@f%%@S7gVc~JD?oL|eRJOOZ+NerpQNE!Swu!Wil}%D7m?+lVpT>#El8F|TfF2Q z1JXP%t_Fg@mz zWz*F#Xlv-{YrxVzV4ILO_)e6JI;3qP# z=XX0QLF41c;1+cV_>w_Lq`Bk?h+gZ_Ea`lcJH*%_;j3B$j^@8!;GXT0v*+67`no|!V$VN}@bUl^#BODzOyVZZ*;sP}AzHeY56b=LEOJ{z(vVdf%vd^AQM?z=Qy8{%B zZm|CWr_npANT|Q3LTazt9n`P)nVEuCAZ)FZ+i3eW@=HKoQwJ>+d71JFi+w^wEy$1wiWKHO*6)+~b z_t5qOFBA%)c2(W@&d@@uwn|My0ID)_$URx4g#RqQeMo!DkgF_h5QjgFKblzHF*Mkt}_we8VruQ`~$p`oR04s+Nr2jpwORPSXp@%mv@7|n$%gb446H|DIUB~D9 zr*dyd`c-?cC)j=IiQ463GLOvuTAqcznvvywX<+ih_nlxBCsfr+ot1*?;9UK)Jra@s z^nV)q5T+KsXCqRz;P6|13*U)#tiGMT&naJ|O<+16hdkZQ9P~m9P`}8%Pw-~+AJ_5e z{!hzV$(sqYVMK6s#?pPHk`6L020mR#NQ})_DeE1yQ-^7#Z zdl84qM-+SAcx?v1R>Mak>CuqxH5V90f((8ib&tgfe4BGq*G

)(wvzQ)_o@wPmD1}@%Zi~{>QHqX*BfN|GLfw#@@LXoN%B3wLkA| zDmj#n)^zV|$!gVw9@d}Px~8L`L_3qBC}9cUaQrSYVt);uk}qAqxG{b*n@Pbb@o&t> z1vJgmE=9naoQGr8(|&M0nQMlb#}l@HAYl&mkAh>3w2Vhp!r+R=eujrOS78vNvgYg9 zlNjHA3XA(yA~x5<9#34qzh86nejxwg!8;D_t1_(#KU*F|n*o$3l3wktI=De<%BRoy z=X;hZ(b}DgtUUB}bC6YCT`Gnfk6*Mj!dAcJ4yq~b^5j8D6w2t=>Yt)$gZ?~!?auA4 zP}J*#B!|hKFwDOKeU+V4#o_Su2{ooms5`vr^W=ot<3Q*!e^~U=&S+?JdXb@CEFAWJ zS|#YZa|b1&Z3M*^_ng1l8v(_{fu>TSB<9CiHLoLQEjRZkI6tx}(=pu#7^r-o z9OexKhT30GStrtA@rEpEBl8Rw!3_Tm7Zvu4m>rL2%9W*|m@OHt9X&%xoE3ulh>P!2 z46#6m<%1S8Bk!QC9>h0n>?6?fJ2`qgyyMXxjo`9^1Szznckuqt2Vqc5t;YIrgdx=1 z^)|L%ECTMgVX#pg3xiYT`OM|)e$d<^MO^1~25PBBe{7f_8U}maC?d4VLIdm$K(gu} z7&>9B#AtgP-9@se`v#dc`f`Wk*Wv{^to<^WeD7irq?0@PIZTQwg%b)6*Uw%ICIS~s zg^!+59|UFAD+Eh~B6t&ryV9;n4m^qicSUJM=ehAKuBCiB4bMzr&v}9aW~)?lF3tih7Q)sa)&4fojdn z>VF^ff@^K-9#=k|gCVt)*%4Pfp<(f_S$aJ|xx$wknlsiWRvO9V(IYp#xW~2bxjgt_E$stCfpOE5anGM zuFedCJ9~b9A69dKd3SC0n0&tmm1^~8hYUj@$<^xWw->#kX}{gOm0>k_^Fqp+Mo=;k z{t(ANM<52vMFJ}be)w(tFGVn+x$=OVWnrwGypIhW$hozbg*6rHf4QXEU&uRcFkS0K zmXDwD=KWZa+>!j1#GmsyI!^RU1Ps#vO2`skg@Hi1Lr<$(?+|>j??Z#tH5N!B(dl)O z;1^ad9&g)F%)6vnVhk_dj+f@T;%g5ddjmyl`BAcc7SLq3jcg5l1y+t8!?jCiK5xzg z{$TnL)j-Y;`Z-C`Oa$2A)NS!{c9PBiMUkfH;7zExhvg5s+XG)K+R4$f$rAW35xgNO&r;^Vbz*d_H7W94DRaXo{fT!Vx&G)JiG=Kc-2S*xI~zI<^CZpXnX2rs39&8-aSkk*))0n51t?0 z4V`(wX84CajK?L@y(kIeN4&$@*Cdz@zKdlqo#m&8>usj<$5v>dOF+tn@pT%gZ@DLl z@U#~UmS(td@JuAk7dIBsZ;pUY7sY~Ix;DN?wtpMSRTK{A!guXgqV9c zl)h7bXn)leDDCQSU1~lIw%b+^9z#Q*eJ<6&>h^UE@v2iV-K5tG7nvr;KurI zgRP#efA38YJ7Fm&`rREYXUC=%5YB=Hv7^s^kut(FH~hZOwwwahT~5y@hTmem;PGlI zCNKvby^Y$x&rY+t83lLLhwHPwjz(1k2#Pp6qG1S=n9CV2FBs~~9Cfuc8jiBfB3|uL za9ogRfO6xx^ChqR^4i8Y@#sAvHOc_lc;0=CS=ePXZx0 zcWBLV$sIP3WPa00jfOwDpVrZx41_EuLKK%cW8guWaqV{n5l|*lN!>dq1_r%~oqBpQ z5?(iVD=K{z12a*ADtX6f`1wFK)7x+lXlVRp)s~$j1iXL`XF|SlMmttKLOtOl=25TZh6sL!2R~ zvp*R5SQ>K5`7!OaXDDeMs8h*+@xh7lWh+VghzO^2D*bCDm4O|u{a%?f3o&JPg z&W?7h-w9kXn)xV|iuKeDiH7O-Mu}g_y`*&v6Fx93+q{@M z{vnD6 zC`|k5rFZ`ggmWYwo+oaFL7K)Bu6OLrp#Rkc=Fxj3(0%{8;NvNwAfxMeiN=gDR^Hp= zeZB(@3ebyJTXA`j58hsoeBf|-^Ed(+Rft z5#N5nEk(--uEm*bNWu0Q~=g~)BLJC(1WnsBL zV@{h?5PUOnBy3rvAKWd!7?5tB0e-&Rm1dBv0Zn?@3sZg5F}^LVal}bZvKZbF%G#F{ z`V^S{ySs6rtFQIGsLQzz^VTTOqH@Dp*Iak21YqS2+#s6F{jBtdpTC!b*V$(Tsrk+l zgEqz?YO>K5+4G63LvEA9f6agLKEv4_WlKo6WO(x?%? zJysq*-#?WLEw&7ANB7A-b=px*7$66H)v%3UGd@O#1LVS5=xOQs}*M>sV zH2o-JeIqy{)-uVw?+Uc>`|wt1<9n9yv*TQ6m1Lk2>zc()Dr@+{oUXd*paO`j4DPUe zB(m|mVca9cKm%`Et@}21ZT3ri`Ok45Jv#51VfEqd%ZrOzPI5-@UbKFx3f1O!6^xX7 zcv~rk{)%6LeNIJ$e)Ij}RBB8Sp}aV7tJn9B^T?HxoB6VriKR}?;rL{Uh%Os=opXKa z=|nJAzq>;OwH`+exY=ezNK+XB1zg{3icz1MJ8;G^TSRLrbFSb4%6{F|Ms6;qFV{yUP%QxJfeoS$5K11E^`bWZ;+hEdSg`T+CP41-M!9`;)<-hVn7OdZ6 zKWz=)?4x!HmXCnG&wZjDY$D+Gi$8UyLOkJTY08qSs#Yw2nZtV4z{=))cuKdc{tUTUWW2#Ttypd>xI7=C=dze+kc z!nP-+m_NL&xBxn%obc!&e-++35oV*F6Qus=`*@2 zGfrrK*nWL|W8F>4N-cf3!Rmjc>qF8zV}Did)qz?+KR(-KXe+y;wCHNyb52+)F0|W+ zoo%x}Ti4fJe6In1e7bePVOCRaPrd7F9E}d>*=Km9;PV(@YH}X8X^8tPzTfeFSebvm zxO@e5c1?RVKWqzqDw8gHOK3m>a#~}#E8%b`=Gyo}A9Gl1M(uoaEdt)n2pKRLkAQ~l z>ct!_8{mAxc4DOu8u;5@t(4R8_TM~ z@#QGqk5g3)LJT+YD?ou+6|W1KSL2GqBCT zHUrxXY%{RUz%~Qh3~V#7&A>JT+YD?ou+6|W1KSL2GqBCTHUrxXY%{RUz%~Qh3~V#7 z&A>JT+YD?ou+6|W1KSL2GqBCTHUrxXY%{RUz%~Qh3~V#7&A>JT+YD?ou+6|W1KSL2 zGqBCTHUrxXY%{RUz%~Qh3~V#7&A>JT+YD?ou+6|W1KSL2GqBCTHUrxXY%{RUz%~Qh z3~V#7&A>JT+YJ0G3?#={Ea}s(qK^H0bgvbzp#!9-i4yG)%I+yOVyiNQQe~$ethru} zKH)kQf_9GQ;jkdolwds z6dJ(=5{z|~D0>5n%gcVeJ6C|Due_`8B|Q*CEn#t1^gB3p#7si7B%mf4b*$?|$l#-c zZJI^ZCmuumnf4*5NO?i9ZxU!yio{zha!!3`25 zHH%G{d$9|5e>&*!_$^ALvYV zeFyJqSJ;wa=MQ`+)Ht|CwR!%^@9F8DOonzT(Le@814E^`jdQQJ_$6y*HPB43!^hE) z^0u%a;Wde^ogd?X_-q4-0fkT7*fHEK-YOZ7v&j&IQvV4r?P0{H!Y}()L>G=~HAtHC z`6SMtG@kHCnG^07S^K!mH+7&8sW)OX>sZslu&_#1v`~XD_ixe`eSe+bZ3#P%;&18j zb_S0goHy<(=%zMEIQg z;X`w`FMTNRQkp8w??MgV4q3ZJ1fdt+i^bc;*rJ4Tz2{QrS>b~0BgNKpI>^A4q+<+2 zOSm(aSBRdK5+XO(d^PBjp5uI8t2t4=)CSgy)=jJCVxWzIPN;0-{GD$Sa&AOJ2|(w( zy%OJ)H#ivlHPYm@0E}M?*hNIuF4tR7dz&!n2r#Man3@xi`y*~8lY?S?S@VVX4hY#&VS+rzdspWn_Gt?h}D@X~NUiq4JA59(VE*|&HVm<^_BRb%D zknSPM=O<=&WK;?L*>2!{0Ch%>KDqym;*8OBD zO!~RP;nBdIFyvfW^CK|G8Ffrmr~uSH!SyUkZ=S2Nm=YAUev|(Xe99dKoEZ^cz_)<0 z2f2z(a(SY~>*gW^*nKINT9f$eF?O)zuwU(DCi5Tp@o~k=G}6zfIVLC3%rK+cvzilV z3-d6~KB5M+#OA!BApJ`;Q>Jk-*Wd=~IyoCwa4in)9NzJ6fZ7dZA0VlIv+RRvH^iCy z&YFNxUlDR+_z34oN}#E({t{K$T_Q)u`wI2d=GD|%QU_8+Bqr=(;<&+Q;PSWo)mYzlb95U zBtBRhp58o13V;1~X>%k;&dqlgb&h)M<9+xC>J+#t=5ExFCTGjfKW-aD+kI6AE`TR! zeVyrOa&|syRr6~n7o9c|d@6U?McNx(&OiRK@Wx3nZ<}m4$@LNxTz+aw&E1K9o)He! zIrswoulo9s*w!5%Y9;eQz@eYi>>q*v)frjwJBsUo=)>um@nIHt@ssGZtdKU0P_XDM zQ5J)*J33GCJyC_Tp3-&2BGOPwT({|H;h%V)+}=au_V^Hd-sf%3t^fCPvVO`A9-%~R`Z+sf%TbN$Mw>^$X6WaH8jC~k#9-BqJnvId zH;}_>6O?B-Rp4R-@9ID?4GUxep!e&=GWWV|xL9?HZq_J9-|c zW$w*4-xu0~!!vE1vr12z|2VxZez^GC& z6{sk6P&DT3f|oR6on6ajf#IQ$kn>Zgk=A0yi>}?xAn?Iu$Abs`!PnaFiId1H5Rgh{ z6g&6;SR`B!>W}aH$9VqcH{PE2MKI>E{~@R!&rcGhJ-sE~|IAnL0yVst%qD-h9bInI zk-3~(iga)@Sl;HxAztIDCx}ZDkjK0lo*(;?kliIm(rw-C5DD>)y+d3!2)OE0u;^j< zjCn&oICGKUvv2rL*ja0usmz!TqFweJ1zLA-C$*{s)FPb$XOo2JO6d+9`3yqpez)$g zd^qe8zx~y67qmP>d^Gm~ACxih({8!T4$rv^MN5t?4Yx!5q$cw=+boi91dPO+AmC|4V}3yPuHpogH+OoZY#euVf*2`PBRVX zfy7;s*u^AoU{rhVl+$PshVSkA&I4r{{jzw!p^eEH2l3{4neU+BQ4Wr4K&*`issLWt z{FVIi=NFuCl;MP`$q~{m@v8WF9hNh0L-mGIk1YhWqY7tZYY)VU!TDhFus+XENX9_> zA$9IJgq=6>t%vs`q^*LW-tUDIva^~XhAvDI8KfaU5m4g~?y{`SgxK)I(6(n8Gya1( ziK^E<2QqbFd{vLrM}AjuWrv8WJs&qTtk7J2wd4;LSq_-C9Rxt~%%ZGb<|dv~2ix-> z*K}j|V>>dUgDS};7$2kaZ|-w&serwyH_7iFCj^zIOB@2f_QQpVU*c{fo8uHbU%$)P z^opZ#TvHK1`tUs?#cD1x2W@W-xBYi&C_f*&*(Ok|WA|nc!1Gj1`*EdHv&f zx)J)#b=OXFrM=KGv*w+5d@UL;z`FB<#tU@!nOJHQ(neIID(Owj5Q<)(*6?vp$~5v zxp-l^W3a1q_&#w^ns9R`c?+A|yx71KI^KQIQmQ6zTJ0s4?suGcog%1qk-Tmett%e_ z9Vy??u@5PISp#(_%9?|-ODaJ*M0hC~c7>ykeoOD8ZahYD6nf(3omwbm%V$g8pZ2JU z7ESi!<;`*M+ou2cbt5!%9ahI)Ny99mlMIKATS5EroHQN#vrt{KPQCv`FZdPv%+d6< z4&d}}Ted8F2^OD`bSpmy2Hjo-G_{ebHKgRjbySugw)DR|?`b&y2{yd=yu6!Fg?{r7Aj87i< zlxBSB?6NH6;V^Wc-fp2-j?``Jo=LcPI!L7k$=Wb>u%y1N3(riz8uPhGjE&7;diOaw#ZQ(}Y zb1EQSb>9Kjz)q~4vYreMIL&nh)A9Zeq&MeYEf52792V^Bm%A{$`0IFS{pMp}@jgkI zyEoEwikKSW?SGTmFHcKG$j>01cQjIHu1_KObRDXP3$0FELH4{ae5`R#3u(S)v2$9; z5ZQN1k*JL*><|C&`Su9cW!{Z$1;vQ#)aY9epeH(T0-^H)E5afSRe}OALG)XTE(H<9 zr^m}S8=S!R@y&Ce@%F9c;+Lz+_eGb1?GXFk;1Y4TReF`gU81iVH{$u9zdj^*py6&+ zf)j%5Q9o)*q{5bF9tW75fqx!8J_e4Gf*;auSRTpL8iH0k( z6w*?_sH!sYS#tttPJLMUEoF0j!J!b^owDHZ2j2422958_@Bd-%eR+$*S^bUNd`wc$ zWi4u`>KphtA14l#-1S^NE^pm`TfRow6P+1BZupQk7}3ll3-YJ99p2|43*V;~sU(Y# z83N7kOtf)`-;s1v@|H+MCw^8>RF(#jAA6mWNo)cFGo)kbcHqy&B_IerSF%$v{R%F4 zaQ8);{aJwVC;x(Cs5Iuc0>cGJOUo)pdwM3A_ zb6)UuTeiClGcl4goFcu#$_byDabCEZn1eXS%ktCYngQLB6W{cfz5aUt`5}}f?h-2p zlt1w;P-WBty5?WHI;FB0Un3_8!?dVmz*PzVsfCw^L1J04dB@-acsusQS}pqMmU#E- z{8G}=|BTdE`%+OA_9G+%WZV`b=SX zPvx1YTNW!~co@GMSliN@V)~^nfxP{h2AIAlg5ExmfCbY%j?W~SM~gt8L)WWVe!Ru( z_;~&<3o=%XO3ho*`^r*u5w=ZemduA0>gs1m+1OLLoljel_rg>mIS426tv56%>5u}l z%AqEt`t>kUNX5-GJ*osR(Ao=Y+%m;^cpQ2YcvBzX=j*$X++U5asz8FW>QG*69k8H} zBAQUo15Y1YNWFTS1X}KosGLiC38MDZn=*0-0aCpP$44V^z=$R=j7{DNjLlMf&ScaC z6Ujx6N=?WAibK7xVUSW)94-n>CyF(FG;3+yWN{v)j zyRnNCiot73>ZEqgH^J0fa|$yO6X0ZkJMwH}-Zl5+yX9(*aFFRHEJi!`1nlU3I7$7{ z0enz>%;F$c2z+`p&XF3r04BH6rgzDY!N>N3b9%C#;1NZB1;I=PICRfI%-QJ-XkecA z4p;n%#koj>U z9(s$Yoo<-?v@8mH85{Pu>@PsN53F4M{*xR?7Nx83L{T80klO>Jyk$5OV#|HZ?z9N0 zVd5L5=4H7%p?j}(7YBm}B+k(auP%Wsd6~Oh=q+$wAurnQR3_kVeG^F&m*rB?&VA`$FD8+(TH)7m4ztKlpGhanC+Wzib9ZOB`-+i{1vR?pZ0an{n!yt>pkB)$~tk`Up>9N4Q_zW?$hUwjEv&iRa$;oXM2HJVdFXn z%LvdWDYqKec@cLzKRM9CI}JSD6ZCYV)C;U?w!hWLXaQ+bjZG|>j^Mz&-IayNYk$S} zJ6_-T{TBw-C81-&Cts)3u`TmCroShXx-y3x%O!E0T>FYVE8K;ASS&|u4W~=Y&mj_W;6paQqB@c~9elUaYZUkL=6J)@6&{4FNzZc4n+p+Q$h}F@DvkK83dfN= zFT-h`Be&%Ui=YUc#bfBwCjkUJb_$`W8R(R;(;{k5GNam zb0hBrj00s{gps|mo-dO#?%+hu4ouu0yaRsjeQ6c;%^6gC>C7LWPQb?9s!HxNi97wk zrT!I3sbj{N|G&qPSS7@eo^x~kd!B@8&nk^I2pOW63Mf4d`a+wEsbZ#p-A|zr9|9@( zd;Z^b?q$!D)086c=rmK_&sW6gv11H5eq_x^-0Xf=CXxXpQ?Y*X#$XDfDkSOGd^!c0 z2oi3Y>pg`m_7vPzqq9J4s}B;$4vK(a(;gwFdSQernydUsYXfdp!|dKTR{|)Q^I$F3 z)k5@p2eJ+xv}p7;NC7>1yZqx zvM^rp=<;=Ia6SD%we4d`@clr`j&p^Hpl`xl{brTKmUzv>M8>~{t|Ni{ z*ZDe&ULu?X^pT{z%}B<0O!_Cm>j>E=gTcJ*WS0toT`N5yrrs>m|x9lWwJ zUVJC^%E0+s6u2qcGCqDV9!*!^c&OcsLn|(r)rizvAS4PyQ85p3=*$Hdc9()pJiqgQ zd(qB0$3euGWvqNf1Wj%WYUDHEHah$ zxW7kbcJZv1N-Nj&?EcoxpBV?jj%bbEkB$Q8N3XhkC5r~s>cew$M}k2I-_g=9v@d~W zLFALz#VGJCL8x;6yahOyeXl%-;P3Zqlb5Pz)np~0c>Oqz-gtX_^?Umno4XWLa)tmk zSFc$P(k4LrrhJCub_SvE{Q9fHpIt#uJ~gxz$#+7@o^a{xJSzr$59h2A`$a$#vv%v} z0!^Sdq#=@)9l~tw#rspHMZmDxT0gHv3a-7_Cs5y!3k+fGpw4M8Ft@HX*(I3)-rowX zXw!`aRz}h1e-KELlrzLfAu@9sp zIZ8LzfmIH%&n;9OfHTE|NxZ7^Tejzb8*IR*yBi7r_DTDc$~aP^cV#bQ^;yWbvB`&x zAM|-pb5qv#9K`QPdR+o^buD;bwf^s0CLF|%8;DtQqKXZ4-4j*JmP1pQO%}FF) zF;?xGT|78?j8S0P-w@Pr1~uB)p`dDlHAufY9m6qg-CDz%Cl9XX+1(+UO#shKmlvwS zHlHu}djGo;PU+_E+Vu>`q` zHM>MaPkyKU(Xl(or(xfekPIC}^z|`iGCpafKdFmS74QIWHskPViSKgOM~o{n=o$dk z^-6_zg^w`2Z}Yt}4xcOrZPeGbdmby}R7|||yu@j+_uv06PJF%>Y{aV_YxN-focW^@ zb}xbdMcj%bO%E}2!ne8hC@YPI`A zVRUb2MC|_0W#G8N$T4u5ya(qGWqbaeKW{;!i~TKUkVDICITP1!A|+>8lXLQoa52^1tgcrVz(ekLS86qspwi{k zrnK{tNH6;o?lW5{y7r;mC)&IM^;Evg?@thbhNYMtsn@GQ`vy$S2puf{c)t8zFJAxY zZe4phk`rsM#sd{S2dfD&{Q~j9!%tbiV0dZ8!#W=xl7Qz}1wZ!sv|;J+<^8W^AJQ8~ zb=$GHADPW!??K945VNV0g3#If$gZ6$ammSU@G5_pSn_cLxR$Z=>8OYh)KZ#!;(j&~ zI@T0KtyMIm-?jJ}Q=Ffo<`rKg0tKI;-4dGb*|>^PhhIIudh5N2obA4efrG(djnHkK zcrg?RPVsVQhH3(*LkIis=-GiTR!7N7NZ-U%z!8AL#NJn#=qjw zvdWZry@wUz&idB{*h2Wf#`o`Q<>IbT$!dItK5i8X5;3Sjv+cWIo^4fw4g7D7%Ke@p zN~${qdh#9MN}6DEkG4KMJ~tLDw&V^;as-&{IU$r2_a4?D)yH@>xW1fB<;4RtD(kK@ zmmCAT{1Zr?Jgo&%*9ux0zvh7DFX2X4#$v#^rZ*`OpZh_)^Jk6%;aIG_6SMo2(0;m( zwbyI2%ftJ>Y|iI6#4AF8leW9Pf9Mz@^8V`lSqQe#Byv5kl$OzKHI*%1RMMMf4BcluQ@aJ zRCmS!6yEjs$=)}I;rv_rt?WY8Hr2Y?;*dP!28pdp}=7=5I>yi0v*zYK+#x_Sm3E zHicNi%{?cPGqLe4!s|-#u6E(E!PB+4=X_pW@2!;oDF4X?R7v{CGYn5UWvqd4T@nBm z5mL`HOMxBTe8{6Wo9o>^3ZuzXL4$wAnIFpA)**EIIG#r@qQj3*voeCQ&$6Kl4~{|` z>29C4Zhm;=S4Pz?yRGNz@a5noe*IU zv*DJp-5}x2Hv^oTD0KDou1Jw4g7|cQlSD_t7$dBU(0kP>qs0nYC_bI4WXy0BQutTD z@agcf>zrk%HJ?2USEQg6?#eehqTsm(U7;#-f>VD zWBzyO&e_r2{`ZI*K+ybL^4eV@ifFOV@E2>R0CZUR*Y~m!CwTepUgHsJStyv_Yg4J| z3Rwi6(bs#NhjzbQPG);JV)gaWNjb5t6{8%yqj~)waj16H%KCak4m#jdK51N;g;HMI zaUwjb5nMKx?U6zQ!9{~{l7M&X*!^%c(dJE4b7v{&`@cz5mDYNuynuDm&J)e7+t=ni&UEFdmo#hbXe}s3CB(w)98V{Axq6&oe zr5`f-=##+3X@uA8WDzKeXIG7M)P@E9*JAP(=Ru?SO*MIP4|pSN*XyRJfPVc+fNDxR7S}qD z;X4V55KvsYW?5NyY-6AMyRpkg&2pk8r!;ZPJFqzJdND}+>E|wZAZFC{Z2H#wk(y2B zSc-cWkN{TCMoxJVXs7~OyUq~T6=0^hE}Yc-P$%! z#f`6m#){8%Bp+#E87!2%uT%@BuE|Q;lpKd{ihG$dG}=Ko6OA8A!w26P6zly&4>kB$f`&b|UT<@q z(zUnPKZg`~Xf8fDGmM-s!Zl0uDz4Qzo*0N$8I?8 zK6jBE{WS1Hy;Fk(T~1_wMiKN9d4nX_i)y3DP*_@oQ*08_nq&l4&$>auTguOq+Vo&H zk~(?XWn;f2&x3mk3=80e?IX2Z4=YGIbT=t}e-LQjGaK?vZWR!FNjUHO#tYQK-g`{k z^Mp!INvP8|?&luOOmgxkHrMmIOoe{*>Um>$`&pM8tUgi$rD8!owL735gso}7T9`!Y>MBJDXGR~#3^0$!>x%mq{FSx z?hSPn(tqCw7bp4_xqmWg>YjuNWLw|Yr(OKWQYA9-!>cZymyX z_Z29Z{(3@tU~|5*$R?C-zz z4kkOsV>&LU?^NGTa!{IA`Ki=98GL2C-#t7p0G@alo34A^0ylu&0d<@caG~lO4gInY zK237jt;0L@M?LuZ{%6^TET8yQ>$ZCsnVjmAoE3hAxDTC444Ha}1em^D-l@w9FO5hn zUC;=HZ*!~y9A|XlVQaDn1+?LCbTKSG%eD;NO`NEA{cIk3%(Z*>jqeZ9&q7>eJ z%%ak(^*DFT58Qp3Fy!#&e0*53uvuAv4|Y94utbaA^f8z$EJ}1Mvy)NRdNG-unE*&Q zdDGhr7Ua}ObGuH5C1B~JeQm8nE$QIiQ%BV+u8(5&{~6z=COdnZ-1*i$l%@E{x=K(M zx@U5ZJHNLK!CfLg*Yo@?!no9QZVc6fCyUUedM_2kA^OT38Eqr3dZLMCmrNjx4!v{O z;Cw22lwEE|H$@2=lG><|wfGQS2u4{mb@R|7-O8sL#QZ2hE8i&hf;C* zJ|CXv$?d)UjDPS9AC~^$DzQ218*MC3=fy4xS=W$aaq<7DSspVljOjuNxsSBb8(_?g zmi)bLw4DAM_K|Z-%&_?YQ%XLG2+&M9(+VMC8dP8&kv{VTXKS*)?MfuUv54RswTgTIJ0qMcz@^b z|E+%Jv+YH~vgdMn4CG>!SYDp&HuyRn+H<$^?UpZg_I&G zNv1+dW)f#@5k(4_LK#wNG82+{R+2GABy(g)GM&A)sbol`Nam2CGEX7D?(ey0yT5w6 z^&Ps;bAR{v=i{^2TA%fKzt-CO?7jBh=LGR$q`X%>?Dit+et-Tjbb8ocSx^|fEL%za z)Ol$=B&4o4QR!8<45|GewYyn-Jj4~p@%chHyML&pw-%eJH~uKz39Ca<cE=Mzck-#GTF{ABjNTcfI0pR6_j78sM*@GG(FH&2A zmwjDNA?4fUANBQ57PFm34chj*Bj*|y7Z+XSu&FHztO}pqFm7eZF@57=Ui z^I!EX24Y8&wSC0I!Z3~tU)`h*+&JCYmDUK|xXMamj47E4DOugAb*q>w-Nyb>rIaJ|*KZzsZWWoYME($amcJBQitX&Eow?y zWeIfLWBl{yvj(olDUWB5fn#T_@Aic-;rWr`{Bzq0H(D4`^7Isfj?%SfJ_`f@hO#04 z<%~<`$)tAGtE;&PrAzDmr0tuh4hHW%od-6#oI6gv(+TGnX($#^-@0@?NIdY_RBC?d z{!#CS>9sz-(s+GRykE6pwAVTr#5N$#E4+>8hJL=D^Ru`P-8ydWZ^Q9?G;eINRt~y` z`%T-$sy0$Bo&RSakyGN&QNWKsaZy1bYhfd6`=WKHmsjBQKnS3m3jXXPxD zXMETvmLbPAC}!nvG9wYzmyWDk{^R=}tsEXL`t%cU!*Sc~!9x~^{@lJY?-Ub+)X#@T|qoJdh6EiE69h0&=kXCOP}le9L?_6uJ9trG(69z99@rO#3_%+z@_VXQXCnE zsnD+D)nI=*6>_p71Ls95|5dBqu9CT@G7@yogj2d)c|}OOnbyI^#)#a7$M4WkGa?%= zJmcc#lR-%FXgg$fHZ^~HAF~rW$Ej6BJYG6KFzw(B5kK<%dBw(}t-Ftw6yf7nrS&pN z=iSotGKcyVMNtRrPwOG&NwR`5r#H4^8}NAh&@7gMyJJ9zKN;TM$c)&&8e6SQ$BMk) zx@+F>^LrriNLFagwIjIRf5hp8_B&%)3F|K*D`GP%A>xcFx&%-b`*hi$h%rUqbWQewa?mg<@RCFB#0{?lh;G`wU);-FN%EA zKS|A!y}y!rkWp9zIE?26s8qbfKYz2&d7T>cw*Wi^*M%!%m4T7u)R^A~9q?A}ql)mW zyMzP>zB-rgUJw>J`bh86CZt@GHqDbcA3NRT-|2HA0ej)gFhN8fVOO-`hQ+fUVf2ZK z%M34NV__>-m^{9hjCs?&fk*8$@cfwh`ZE^TEfL@NHTm4y0f>1UA$-j`Uu1MbBIa1D zCZgMt|>`7_`+Iu4f-sxZxBatR>j=8eRaSyCMgU^U#8U z>%^>H5A2wB?}t7QnW$xNW5CLasSrrnzXi?K%6{HLoZ%CKWHJDN8!6=A;A6X=B7 zBh1jrqV(OS`FB|Vw@lNEv2{hOFJ-<9g4bT@#!xE1}fK5fwao*KJq>sYbckPF*?$T0%@y^9DGO@(71O5 z*e$wS%w1iMm=qt{GY*+6tO>x_X*S{IcFn%Y@7??6Wj`m{B0?i(-1MlvMfIfxt zS%nZ`2aUb@84xDxTO@gsI4H}Ss(SB>J;O5{q*mWtgRjfU`G=FECN9xksWI;4=+RL%JnozaM z^zys+OY`-P$g}X%br+D{8hZN!;*UW-Cd4S`zVvz9w@sy2-zOE$zP(|1vG^#ildo|+ zE|Tv92wFV)Hhy~+uIKbI_xk&9%yIvwZ0hz?ClqiWV-FsU&)0C` z@ks5%r0jQ`^4$gESRtQiOdq}cZ~ez|OVk^9ZB&20L&z41vIu_pNm&io zMT$qVO#KfZq$e&t*R&&%xKAV5@4Nm<_5Tq+71j-p6(1gW0VtTB2#X@(cs`_hziNGw z2#vQCm-w}hyT51$40!*1Rg!I*9ZScDji1Ej!oR*(Oo}fBUFq~Y)e(|kshV=T7ybS^ zijQz;w(_k$!k#h^{!Z%{Ucc@9>FJBfXYqKXI3z2v-bTKB$A9_0iTf7j$Ai!PP;alo z;n{TtyYYAuRXd#X_Ai}pRh}=ACQ>gw|FEtu=u5VUJsxjIQ|o9=UK8%GjNcRUYIPjO z$xI`qZ1r^e6#`ESc2*AK(1Q(Bfid2A1Zp zo|Go;LSV2vx#*lK05qPDe@t(%A%H$6{{z9sV1NIzsvdd+0(Z`8Q<-H;dJ_q=<7GBK zUf-T({@`}>+S2in#GP!(1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!) z1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!) z1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!) z1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1jq!)1pX_53qb-J z`qbkXO+-3V#qufa#nzrz!z!g1t;ES&$y^v_=$becAnk==<*9y=c{bP`Rd|F4RwwU!KLcim*IU?8GTv zBUIz_gXD{}vqT}OTM?@?hKR;5_FSLPdqh+jdfQ#g&t2SfI^^KhHwTD>$RnNy532wl ztD;BdWAga#75vxS|IGh_>7!Frv-e?ON$SSs%JncW)rn@_!3M6X?HN7E5em&18i$$> z?T05%#q+!r$cEqcp_+Bmx-qVpD1iEHiX?QQB1s!iwpCdKbLNLTg5PVSryO_LKPV3& zzQ6K0-~2%e@m`-r=pDt|#f*x~k62Fc2yZz>Sma=qB!%!lMs6}f!2{|44KM0*m zgT+zhDsM`1VWs*0Xp2~Hs4KBaZ^z(c*kHEiGs6u}l$4i{dF)fKo>8K${GBr=)h+Pt zr1F0^`?2bbBYW#beB4&Ji=!CD_=3ccQdI2ewi^hs(mGJU!^RG;UH|m&{bbk2y zBVTmm*0^qccS&op1TNhFwtfFyW3*89H{*>)dqGN*gZd)oHTo zdgOMfYDd|k>2n4(S|hXk=C(qDnSIF-n)%hJvcbOEMKM|QY{>4Ys?le}-U*bZSZ$s- z7Qqz%>6fgr5qb25e37emhW8msTdOMu5Y$kM*-)fUsB5HbfCVm zcER=L7N~0VK@9*tl& zlOozv9dkj;t$zDBPlvecQM=S)l&2!F@w!pCU*59&yo3{WA|<`Iz5s)AH_N9Uolk(< z!lQ%|H#%Y;EaxSRxa6RUcAX{tOa33ua}v*&Ert)y(@~%XjiT$HfGMIyZRfe7RnLf! z!D7v`aW3GuAw_UEkHatPd~y2t%aEey1XBDzY8zBS_Vtgy#kQxG&JRj7VXZT?lzgqF znC?2XOkn4jxCzQT+7&@}Cq(nwMQoC#wtc%`O|hAJ@x&n}6Zmkce} z-&3i4ds5x*1BhL6=b38`_@jLPM00vOK7Oa{h3?CdJ*eLp@ztiv7EJ zZm2MZO5daYZab;nk8Clk$lA>3vzVz5FH7FmdCd8$F}TXw$Hb5S%R=Zn}90K2zGxT&3-g#_-$JJWqOvo@MF}WAto=6bWs# z6cnAXZldRdn}`f5og$!ey3hbU#Ji7YmW7hoxN$gRKQDK&(jDidl$!RU#DiY!mm({Q zDtnI{-dT18P@YlRqjq{D!kczvnb7uIMVg;fqE+rj{$YJT(*1vByIABkx`_=;SdX}E z#XI?6Ow%#F{)=T0HYreK6LCHS>#nIjwVY2K>r|3g6;;}XT<(@NVi>Z9Po_m`d!Am0 zKAyV}kt3^-%)@cs8TE;vUy(vIdF?A;(x~Amp+5td`gEOlD!&GMzhnn#$gM#{>IGC6 zBp!ikqc5W3uX+Hx@*cJMZcfyqk#n_M|88JHWEdOIISWF01~z9qiO9_D+S~owe&63V zt|}nB)xx$7iU)Fg2+()K(DQa1GUGy_ioO`*_2_z7u{Do;MZE;w#eeUHs#0~O_^-+T*L!7o^L+Z~yGMAQ=9bsq z_&Ie#xOzyVcJnLvP`lbQ3H5-?bXg-2uYBOaLx)zWZ_|cXg?hZ7o>PaC(MdVul)SLh zr4ZY$7z=2szKjlbFP#@R#`~wUuav-#!xvZe4>`+f{maI8@QGOzJ#50xW_a1iZm7jR zAF}4rdn1h;d{*pAlRO4{{P;Sa77=0jBXzMmWo59b_%c`ztYBgOx&fO*KCqS5Zs6$N z7ht-Yg8D)m6>`-l?b3wvO^~wn$-!shn-LBENR0^1c2Koj?lDF4HYCjY`9Y19Gk^uu z8$35;MWw~(uhA;{13E>7Z+T1}k+bB|Y|y<%e1HAKdR!OAox%NIAIX1S^W|Ij*A$ag z*r2iVy~Qpf#$J4mmZ+_W<@1CD7Gylc8Yl0HG2BgnubILiXZ~HN;7HxWv)>qgklk*| z@OB5nznMQ#ie?W?h$f6QCyGOOl6YxXjU#a9k=CeP6NPH9M#rgMj|XadYA!AtK7&Sv zQE__~T>@2Mglv@!#;8uD!kRI32-m}#r~Xbzs~a>aFw<+#-uv6H=Ac%u8_%Ls{F$Tn$b7j+~aei|%&<~|YwvkoZA=SrT0uJiZhsagzR zy29g$+jq3!tAGKk$Cx%8JRqzxHGK+=><=H7bj$=Ya={^6rPNTa1v6{ktSm4knyGVI zmJ>u82nXp3juX4em7C-n`QeEKO$k=_# zq_dC>Xr??lS%Idm-rGVDc!OrKEj(mrzJLyG<>FqwD;u>4UE4MG*b~hgUhgP&I0`Vu z-=Hc#om;F}88L9%JQTE!wLhlYHk$I+|E+h(j5|<{$yAQ$YN5)jL z-rHg%PDJOTp}ae5AQjUWdzKqC&>%+XfkAtBYB0EK>bFOS z(G#D)c}<^to2-|9uajevNi21CoM69dL*=WWrFs2l$16U6-+Q~)t+4;lrrXc=e}vun zj1s~dOut^ zCN+Nkp`K0tL6QEM>+$*|4*yeDIGL$rZGSw}FtpC?DZBu)`xWjs&8x%eX71hvF&;>9 z?tXSf+HJJ{2C}VcCb^@+9!EG|t z!t)mH|88B%Vcd617U?kIp#$(R6Dita%l=xEq?X>3sfl&JS2C?QUxxYyh+B9wF5>H$b%m*K)Q=33o(<$TW2j*b+6}d|mnz_JGkD`{gR|D6RSSngR>p%G2cybjB_`=K$>N4Vvwi&3D$_T!#LLdY-cwb<`H6Wpf&YJxYZbXqsdey%Dr6o^s=2V~n1wG}Y` zavV~A37wT*KJibnfk36&;D}MUQm(o;B;pF>moD9`#v1`IR1s#XZytu73om5_qR&Fr z*YUYITbj{(b(2=WMHf!^weSR-@InivSP#|;wG!k#W7;b&e_g-&fB!n6NMerGDYe_c zc=}ekjA}F}I^xI@mmdx^Q+LEUt49Ktf&OZWSI!`Fv+~LG3+KUM$JtAboW|h2k?QPG z*+8JVpsT!0X&*RLuso{xP^By>Z?gS00`05)G`ATuV}Tv&J`&mMk$5eovaW3}p%VYd z%?PV%I1=qU;XN*bxPMWO{_mf2987P*y3mdog6}XH$C+ z_zY@1m>bqCOoR+kttSsj6hn6VWp54htf5!5@Y74OwlKii`nG53Ig}LdssPVS+c_W9 z$F2J5oveI_xX#5_kw`D+T~v1)88G(N&Ws=OS(UJ&r?<-QfLg84t730&6NOGeLaf( z$GUmbB?$rN^OFC$KT=TG96QqV-i8am4i_!n$rgJp57mp*rXLikLemdOXi9|k;pLnc zLb=QA&53t3D_m4J#DP2`ovPvDgWzL66>&&57}rh8KSjCfTKII-->#Dsf1oAsJ6%Q{iTq)pvPU z9<-%8-9B7o2-VZvbmMG|q3CYrJF{Q!tGG(tqoh{nfHLfS893P?s5N zVfEM#Htb_iR1fk&t>gE)vr01VoCL&dy)N^=llLjme zT^f&d1=5i5Wx&kjq6ji)zU%dD7YD4fDz#63E({u0@V__S+lfk{ck<-#=z_)*VC9#P zWHjXDvF^+FRB?Sg{^48I=Jas?caQJcm-J~u`zf$sF3Mw6rxxHw6DQ-X@9LmnR#MQs zT@U1EOE__}Fb?h(Jy_Ud9tCsWc#k!I)#vIzogr@_2VKjeJr^%=!@leFLn(98uqdi= zBxw31d@b0RIeg9nyxd{(yvxZHzNIX(uYK(Ytd?bkD{R#I)B50>7c{j8Z~f`^?mppc zS86cqT8XQ>uEzwN9GZzrxKIz9s#!ezA9cY8T8niF{s-``F2hIC}AqP8;kPt0G#nG&m2`x z;q`uXUaU$f3a-7hb~At9Q#f!gdD$MvMwmHnD_XVYHr(LuC?`0O z0ADIHEqf;jQ;kyMC+Pu2zOP8C)L;cf@f&xBaX6hBS)e_ zmj%!Vqxzicby_;YAn1nrT$W`5f%3j^{9b)`0ByiTdx#gP5bi5%3-`$l$hYEsX_Telvv@Nmq2o? z6ROu<73+Tb7CO9mr|fNNg2=_61P``egUo#&c@y9C01Fef2jP0&ps=AZ`-4q7*tjfr zR|nA<M|v_~&;6u+#Qi4F&iA$+8;k@z z(yZ+~B^m%z9OQ00Zu{HEuTR3OJH9#?7Kf{Q>`ZtHO~;#`%T^e{27M34+M6+O_v*{S z9voTVu(Vp%F+Oid88y58<8enYUAy4Y{$&!+&+xKi#u@Dq;9{(>Vpl^RzFp{|^*ta_ z4I~VbgS1Xo1M%5C5)A?`@bdCvVPgF`2f%kqzS^j{m*5}1mUh!wb-euVo`0n4K~h{5 zcVzZ*cRZA>HEfF2O@Xrwq4}B%GSDcAkI|*J8)!c}O#K2m0Bht=?mnYr0ybV`7IGq# z;Q2XH&(!CwPX~45x=hk$T0p8T@3QG{Z1LC-!7$6cQChdd!q&$9?eW29k zwEjT{+>yJg@YvJ$kdi1gN7sD?dNro*JmMDuhM7d}9$0jOfsEBgr*}|7`uFO)Th2mM z=Xq`u`xgr!8+rQSBoz_ZT@2xy>5c{tMW^pJ#y-aLKcqfpf{rZdB?PyuF+TSQFHaCr zTYFsY*RO~FDhK^q#ZJDoF{BdXGWrWExoo{{5ERp< zerPxx4!`bi{1o+)aJ9u-yC7i&sN-U-;<}mwa?3u<(qk_K8&?Jv=R9L+=~usp+-xAoLbl&Bm^ebM6px-RbHHMPYOz%VPJ z$`y@)%3F%^oA#A}t2HcC+cYxp@sp$7CCK6#h5J9t@7r=pYP)k+wYB~hxN3L-K0Cs)&s#YT1_&)v2vlr9Qyf0d z66pMa$MGO*o<|+0Qa+Ou4$A zAoTHEESJWepX(OtjIVeegtzC`q6O_7H*x=49zXMIYyRV}6{_tQ9bBPX0@L$yI(%c3 z;N0CyqesQ^V3Z!Og|EV1#OY*Ku=BaINM`an6@{3asQ#i-tCn;uo^O=!C%YW_V%!hg zQ8sf=>Jw`XP_&Kc|fRx7IKc- zR%oog3KqT0Y9CbbfGgs}c2GE;Lduoyo{!-Wf=8u{LL!57kO!MNz9Qm5NSr=gj+(GY zVZ+BG^HPOCkCGcc?hiKSer$|g3#yUzCsMShWHZ00?hU`wh1Vy=A=y>4sAw!Y`NMKj zy+3LtYWE(lztIKP&@ImP-#Q21@8SH+G& zk<}2_|1h>e{qEX7zyAJh{9p4se_01rX>(J>hd4anUyHv~t58L}d$nK?-k$TzLA~s& zKfYhM)bj8A@5g#i=}1)FWL`S{zdYesLnl#>=le&q(9!U)3_N50r`!M0{=TjM&cr`{ zSJ({P))jhQ;>-d(afLZJiQf(8?!9;3C2Sgm-G6S+$tQv=*S3&}p}Bwr(a98BP?;iD zYa8ZnOG_c&#{1U4vvbnU92Vf~QPFXsX9PXFaR1x-zuQ+`y&`sZoiil$WAbX;PUw6( ztW*nWkSI!l6A6w;#yLxveub#J`q&}F<8%D*V}nD#JU%I}HrTJRTKc@))?!t7k}>mN zruQE@JK^>T6Xw@R?{M8D{k@p$HKE=sfBER1;-|_odK9e3b zw%cXWWk~g2C-KiB%3`ul=2L11jby-Mi%$L6qi!;NH9Is7n|J+UKBQ;paoWBE)>pl{;j8jAG=?`Cjv4t8r zS)Z>HO=S!X(-P{80zZST7PC6c+Mm#hq#}tb>BETH@{o$=E*fNG!&am!MG(P8pI9V2 zGy{(D?cOI8Pa>84&tB4|OCbJTZL3pzV!-Q6h8uxC?cjnc$9_VJ6FyIclm|*C8UOD0 zk~(3f@Z)T&geKUyY07%T(=r%BLGQt$+3?-|m;B5pgmth7&nMK5c2f5fE#h-|zDG-T(Y{%=L5)XwGX{eWz#rkuwi(Kad7fCUqaBytX2zTE}90jo1c7Y7Z9HUK+R#B)H!c9$vKv>`Y4Kd*n!k@9*E{`&WI^ zeNUZ+LYD#UCir>(wpmAE4050Tay~Be7HpV|mfRK{0&Ta-S2RimfP=bIy6mhgpv3ZP z>2+^8krRT{EtT);!K6g}T}|aupinI=5Qo-+*E@z{CCW{}VbwRVr4t3qib8eU;ayNY zb4BX?sSvPrQEN?4{{gTvizX~eC=948P8LkK2;v<6s;(ckr<`avdP}haqk5wo`PrKa zlexh6keTcAN#w!M>vSyhzK- z-Nn0m83G#DGTdWsB~)e3T{BXg1z`p>=3c&e;6yavm%=1>a5-(VBlGL?zbq{;xIQGy zASU~x4y_F+1M$&^uHP{H``+{YkzSfpq8kR{x**{N)$KP0FQLsulZp8;Rpfa__UyD~ z9-N3~tWc2jfGa;9{%pF(5DF%)DNBQ22-FtpybRH1$O}=~_FZ%>Xlc zh(0h6y|}F7rU5hv?ya$1wh{fdpRv}vy7jd0f!CR1)CXx-BITO#$HmW;g7F=t?zEOU z!1uxnbM}I}IG1nR|H$vO>J{Ja5d?N|?OYj6X!*nYIi24Yp_f(@kR~AI@}ll2oE0e@ zKRfsk$_>}tKPc7!{gX}y8)ol-DhCf{-~IaeV-naCH@kH+R19Ce^YKg;sITjFQ<7sr ztE?CJO}0M-r1ha&CoDb}ocau&Kj!U!vxX9J$(wW!NxuJ`zWvJs9(i~>;Mva}lP!C{UBEAzDTp-+}JQ*v(<_2~q+o_}&|M7Jm`*Q{RU}d(@4AbG;@LF7{tsUmX$-?bb$&#H@!B_kcsxmY{a>|$eGk)_ zKBi#FRfpW34L-nR-Y~Dc!DWT*5U}=fWjKzpuS;_o8Wurjh1VLNZ$6LYhoxw5y}*wM z-#TFRwDk?Ti%yfO_^t!+Hr+j1=ifodcj~?&zQ-7!kN<95S1_&zPg*;n-P0ioA?JOT`SJQo_XqkHp{mo9rQ-{!{ecvXfx&VAe;b{oyh!I)ZQ+Si&#ilKy`=K2 zUiQ4Hngj5RDJqh~JP8inxU8xdzYIoi^jdT7Y#zY08Zw8?-r(1(=^35(Jt9+apA_fc z#Yz**5AzkpW9iw$!_~|=SmQ(&+s$Yr%=wm%LPOp~Ol*MgI#=;5(zPb~!5w2CxGi66 zCYf3Z(h2p1iw!G6LY-Vw^41pg-$l>Q^0=`_hD}~h79rJ><{4jI`2I9}pe@e@NxKdAfe*KK5c}J3wWc8xW_!`fq!Ep7KOR(qHZq zR2o5_Jv;ezy@*f@P%gqcPI=tz74D-l^2W^j+SCFV^bW6z)UnZbM2BHC}vP zkaUoqKMiB7-B6ve^xQkC{9CL1a)7dUM;X4qhoqZEZguj&`O$A0?)00O#>@K*FU(x( z_L2TJ&ae7Zy&a7EHy2@tkV2Iga{|MPx|mCv~Son#J-Co%cqZXrvA6mJKmv!3<| zGu+>|yWOugZVe!nkJT+ME^fVwk^FbMm9bk5uH*CJhBqrBU*=1A+9f@g=DLEQ=*{%} z#sdnxT=sQw!8^wnxZW(kn3{djJh)GaOSZp8pwDL)tFM&m@0lF3NRQ4G_k6;~vp|5Ns`LRDl5=V^XG(4?&`>0r zyFpFF(j<^&3TANuE<}6_O!RS4M!yw*%Z8R@$h``eGJ-?RqU#-;% zH#A!Kg}m;BQzH*+q8n9_rtJeq?cWvvMfKwesi_B%wu7F2F_uq&@Cl)V7Gq2A&8eQe z$>BD&79nL2Q8IrkuV5`wJG28$+o1#yd(rgGYSZ96&AQ?9CN^NPAPCdeuEh0P^GIJI zKG=Z!wP6a>na6wZ`Av%ZyX@pqLk``|2(o{*`W$E}0*5Bm=8l{V0WBdbyV-J|1I7Y| zyl`_r;OrNtIJ_kUbV-OqhRYmyeyn!Ab;Uh%z~8|#U|3TgNr)M$bKcVo%B^-jHJ-Tx z;*T7EJQ-$|g{`0yKZ@>0Xz0J*1bAEu1-uo##7+nzRS{m5V3h)* zy!v3P3f*m7Ut?&8i)+Ht^CX<}ZB<(9#6Xlp%<3w3K7?<(=v4T41UR0=`7GAp0-&r| z1Lr4r#XM!UBVA8Fsn{4i!SxP&%G+5s+>QGRC(p@BJX{(tfedNas4Yv^6IC@C z4{AJP|7D*qnvD||J^8~h(bG{Om;GKs5(knUJHdLDe*4mU)l_%t%dZ|;dQPmc8ku)r znL~JbEt|KOavI!d3sj?H3&O`u;y%4q$^{yn2Py8KwTC47`m4-#;PL-loKF1xn>t@M z1}DyVTz9IOtq5)D(t3Z(5zkJ-6&-Nde0RnE&yXOb-KzbTd8wQ`n`h^LyiYiKS-hJG zzJ=G?3XTWz$m4p;HmxdkzHWm1-{yNvsWlI|tBmV0o8L*vuW66_JvHrC3frZ@Rbx5V zv~$1u{RKV|@fbm~SRT9Ga-%NGSsOiM`eh^$A9 zM}4$b20tQntd)2^CEfw2_C)hZ-?{?5pyo7ztwYlG|kmJiwg?+NrStlQ+6m4_Wqzn~$t@*(zGN8Knr{uma^ zpv~@`C6BCRQGA*K-R-*Q+RpKyWxrzG%omj=E#3~O>`^T@td z&$Hmm4u>OX`E`7L((LB7SC?6OzEgNNXJg)jYP@{!g=46L=+gaafqgQc_^f~RxccKf z|7=OXXW~}Yp$u#}P0g+Y%agGz1^%HXMse&*>V|7u9$dx*%_J#zNXa5+u1{Q#j>`ti zPZ&s5cdrF0{p+cFie7`vk#`&p8B6bZvY(H;%}R3x*UMqCiI!%$HSYh}JpZnC_8!;E z`qRy^x5s-C)p9S4qi;x*bxsB2w($&v+PYYC-vb~bMuCv}6H}T8Z4aM-k%xkx%TATb z&PYAiv8`YFexq~Nw(5+^imoTeI?(9Vq#jG){A{z&nXIVzkTY) zdCY7;ZPc;d0VC=3#{u#`8{L0mHE=i~w z?*A-KY?uDK$f#6kWXD@nRGtj2Q@by{XIP0nYMyhXcfE;i{Lk;}BYkhq+D&SwhjkQ@ zxD|qa^xWRa2fe{3w?AD#IM=NfqNC$SzU@!pb9po+g($uq+gm#G)?;b?vXJAp?#@#y z@q8WcD_q~)YKi;HD0FiYZ<>J(@76qSh-#JDp1uD|aPT?M6B_$wxz?C$*_ab6!=Mqc zl0vr@xsLtIt~0*XP4>wI$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OOm) z$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OOm) z$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OOm) z$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OOm)$OQg(5y+)=+Fc?x zf~C&PvFOE*U=3pQC9Oikuu^imrPnnA)07)c9DR5d(szYlaCS(CH4^JTj60~o;D;1W zO7bf3K~mgg{5%&-7I@0`qKzHS7T&RpRT)Hs_6q1aNc5slI3=%2`z51kli{genf_>^ z%EA9S-57{ zn|Aj;H@IH-!%ND`cc3?u8MG)l1)Epce^e|_g9+k->Jxf0u%lC2(y5OCzs-+2_oS(s zr#vxNa*x5P!8@pF@3G?I4}8S?4#h!}oN~m=$1SGh?rkGdtRz-mACV#seNb4V&^}Yl zn~yzqG7|sodKZZ6*~R9DA)^%gb$6Bl7{@tAmu(Xb3vcmUc(orwcO~|TSx;@)eK>M7 zrtH{v`o7gWUu>)3cP)yjt{8#b#yW|FAnC2awmL*l`75cJ+wXm+Coe4B>B91zL~b$h zBc%qS-<5wG|F8P>#|lLFKEK9wxHJx3suU`Q_S`RGL~L5%@pV<1@#|JYmb#7a{TmJ7 z>J6D@RMsC*Qok#60>-vYtb%G=@}34vjialcd43YOvj**3CtBfq?iy-Zk|emW;Q-NV z#yR$=;Xb?_slBV?lc}}*21Jcrmrp#H()#UsgA^xSn{Lfw+wU@#@XO9()$;7RXz>7C zYZ&Q${LToR@&!Egb}`5=xycndUot@}CR_5ix2xXRIv zYY+`q6JsosyN2>?&N`Xdehk%L5u5eQs*6mf%c8OoXSwq}!HErv zsGq?&47i(_lyMz}&dok^2!g@k=ge%dB@vpO(eAfXjfOnLPkUO8bl|R(ts1XV&%yC_ z$n&OqD=hEfexI1!kJ_GGC(X5m33VO5+`3aS8P#jueq>AGGF0a9-8Rt$Zgg(^rcWx? zL$noqAhw!i+yA&;ErpFw%NYjY>`IZkKCwxt-DXNlxY`KS|NWw<)H{XCOeV1rExDj;36TF+B}3Fc$p+~ zC!-RzunPOamX(4!(k38<{%I(Y0n_DiR7DR^tQB@awb84!KFM}oHb2}?_tSl!`pKSjafun4fSFlE|$5OMTIwJ2fVV;>8{aQ8Jm_i`4esJL+yi~>H z&|jDW*|i=r!$;piTVgWM?Yzp&zfBIxK3sFhie(Js zs&vXg!c7piEcK(5pcObsC$rAbzX@nt1dV-gbq58(RUUfm^}zPgaK#tJY+|gB)AQ>4 z?S!0b$xf?tdI=h(jWnaoYkoKn{+P<8+SO+q*;}`C!jbOlm-hbF9!ZvLm zWZStGn5Q$)DZFR|>C<=l6z?{JzI>Mc8y_yB32Am*4GmPVs)t(tnEf5lE#*)}9Q=ar znhJf>rRfQJ%GrkewvB?Np8olNyNN5pc~@o?pR#3s*{3D>x9j`oy>`Ox`WuQV{Qb}+ zZR>a?=Owr{V)O34$M;}Pk92vig&?F@qcm}Be>SuapK6@bUJa+upJ#2}B#j@p{(0P= zZ;jKpJ8-+Tw|G(DBKQ4|d;W*?F6EUG=EYY$<%{cZi=a%nnxixkA)6jwrL=Fmf z%L&lKJ!~RKoJc?Mi~XzGMHf-j`(%erBSRdjSA0-B;=a#!$KS&;lXOL!O$hemM~-Y> zRYv4HtLD2_o|>r9CVjYbWzlcfd$5kVXKr{MR@eUIq@(FNtlN;VQiru0K4vmk2t3#W ztJ}_lb9%ur`>OwFc1#?koev#e@zNHWtbCtNr{)4_9J=4fU)Tr5Cl~iAEE9)>z@{9t zIUlg`!>*XyTI1lLRDy~HvpisQ*t!!Hcmpn<+!v&F{vPm?Sme2)+zqbeAItN&r2~9L z7vK6?iXeS~Nt?NX zzRvT}mF0VzgJEGSPm)5;Ef{g|ReM9#S=e`VSEVC`7kogu{7KApUf9B=dw*tH9L@+n zf5TVw7>(QdAy0w(1=@1*5QBTuWpKmaze~+97W zkOlXkCPc$sR`B?H8I{oqbNIOLiN0t1II6u%fMMq*ak#KjYk6RI6zZ8`S*6VG1oT!J zX^CndLwoOU9DHW}8dzK$W;0$jO7tg|sV}5We5cd+w9md2f%@b5=^pDjjwSihgQ%QVefhUF{PhN`U=T z(vO_C$igR+*O}yA5K-FgnpRgmm%-c>=3NEjp6D|!J?QzyFL|)b66I8=bw9Ld zhVRcZD)|9!qM<-57t_-`G5g!}eXIIp0o0}7nua2l0v#$T|)dLa5jc}BvYv@&w z3RX3KYiIF74&*+2IlWEcAo6i;NJO&47N*NLomlbK2IjbF^=XGQz!~mYUw)M@=(FCZ zbY1K*Xp;HSa3{(Z)V%BiL*Vu6;2r-lTj@y>`|JC2?CPn+dXE*sUnVFT)V>|UlkD0sCWBsM= zl@+=}P*y`oo5iLNUc45)$WoC4_X;*>I%vg04ey+Vi5Ly|h2mtC#q#5@U~2ZA{zC+q zu9;i7?;!wJZnEuIvpNLGhaY4b#`;mSP+QHxxGE4;%$mb>^fCy&KF_?eV{cSo8w4n0vx-}Px?@>-}1-7HL z5y0a0-KZ`8s-U-@m2$$+1ziX@%BX%T7(mU`8?VLO0kVae@ksPDpiZ&MjBZ>Dq{a*^ zpIz_sx9R#eZ<1f$fL%Y=oDaupbW~@Bs=w1mszSDnAE+kpPj_l2T?<;3*R;E#J4-V(0YkGRjw<)DXbBnk&N4&eKz z$ziK)(X|(UyG~O6DNj@+{pCJED_OdxdzM|$`zl2!J!=l+6Az^7JeLjqR?S`bAnOe! z(iXHB`K;jkfju)`lnU^`v4D@QI}SifZ6Uo!Z+Ics*s#!YtrFnvW9+~8C=IGmcmJg? zoiIr4#B6h3O5%DfG-;pFO8MgcVaFTQo$t@!J}Ix?Wm_p;>;$DWn2DRU)AenuuzAtP zGep-u=)L)sIKe2U)w*2V-3eTKJT^8`8;1+lOrDUv?BvHXR~`aPalU(7tQiE z-BW;+r^`ZEKSv{sC3ZW7r@tXbicd!hg=Aq`#+H)Ec4Z+9lFXs^Lq4MC73H4X-OriA z(e+Ho<9At)fW*GlE2D76vyIMAb{3}Wo!Lr#IvMg)NA@rAM6L_Y6*+h3qvsV@^AERU<97Yi z^Z1hAr;)^Z@R#u@72VS1=IHh)k%ogYF#00ajO@{)b6nN0;x5K zP|C??IJd7Ft$RoCiJ8J+YoQEdbMjXusOk4Pd%vGRp$52&lX4eCvaje%ZYLES`V2 zI71Wy)8aha@G`!Adb)~R@h8(0x84Y0!{T={?Jdeaj@@Bfead$=6LJnVW%rBZLKByi z#)(UJ;IYU6U|rw_+3!RfOYiuK91KufxH`Fn97#U&UXY6e47v{J>_3``6y=`$U~pgo zbL8pCkz$5m5b+``m66E-EQX5KtwcKjRi5h!YKkU6>2e^$w+17C1p5?yqvr$E&xT^1 z60QTis{Fuk^5~zozOQNcu+y~lz@#|Dy@l#MJhoX_U9zSgPLT&c_p<4R1xj%%?A!ez zyQmxg#u86-J6}I4JtiYb5eDjfoaU3o_kp&`g4d-Z-akzjVZ8OWl{e+fnc*+cbfdv&56uEhYV$LJXpDZ1_D2)+EZ|^WGwe#qHi>{%52`+l#`0M3p zIeOTYW?Q8_kFb8FFdpPl zL(A0=+Gttd`?v-d>gz5!Opx`F^*J1& z9!-a5v>MI3olJ+1!;lz#e9;FnKA+A!Z0v_%Zv%H!W;EPp_3fcdUlf#0=wgD|_n;o5 ze$1tEA4r$QJaUL}KQtI1;S{W7fpu5!PCe`~Mg%PCNu%Q2kQ&-U((Rht5j%D!tN6ND zpw7@nYE$V9o^2x+UH;|-q|a~PB9X0$&U-w@kUr_%32>+Qf^^+3TeO@oKmVx>H%?|( z9PNQEpJ#W{6n%i7YWak(;4`4lDdn1n#zipgQgftKfC04IWgM856%LW3S)=JfQc!$Z z2qS&;B9x_bAKq_54ljIAfyFT-5V=6!`h0&hVk%tocEn=?kQWJ)>x^5#SZ9?)Jb&DR z(+%@vwwS8KMc}IAEAHTzrR&*n!?(&2Xg%F@VqxbMNFPPo4`f*S_pxI;$qaow_(J zLdOOfPFL(%Io6INQMk8Z63Y)<*ad@YCr;pQOL8-@$%ugTnK|4P#Xj)NBK}}=wmaaH z8g#`k{XV^4(^*N{1!v${zdJiZN@rj`#dW)lIe55v_QO(bAr6+`n2{LX;S38BO~L(; zCs230-=y#=8#bfDKFnu@4eOYd<*)s<3b{e1S5uOfiRe6{wb3aVM)zmyIj6+&ZazYD z2*58*+f5KEQLCSaMHJUJMz4Wl&}C2yCJ!`6#= z`5ifRprjxrN3Ag$B&t#g+z9jruiFI#2R=su%6P@7h0Lk&5>&TPYzW1UK>i=x6A*%sSOQ*(Q62;vIHG|`DrYPJ{Ew9JGxS1rgq3fg9Beb5-k6;sC=ld!;OaHK*(C%m1_E?KQ?p%F>;nPh8 z!cRuO(;2DoF3Dfc4_@KD$oDnjEbNUjIdqi%9N6D?M)&$o5!kNJLu*g{9Eg#%K2ZN+ z1QL$=?{ps*L+535L5)1I_W2L>?3@j-=y10FVg1k2Nr-dPtHR3Lf(&o68it)bL5hdu z&k|#I;b8E`^b(hMHIPx8TRz7t5O&bahy)&c20!E`Q*;~e0wJAkB6lS>=R}LFo z1LCtJDnA%&}onbsFKvRP%@OD5NV47-tobWOPwAE+Ss`vh>9{640G@$Vp7j623Swo2|M)3KJjG`B}PQ;o*}F7*W;BNOrF` zbrHkbbFBd5X%o{5cQk)_QR;0JZFxX0Z22O@l!6pP9OLlFJs@3`vgu2YE86bfHKhb~ z3o_JSpU=;igyx1ZAb zt4>)Ga$uqDXggyBa?p13PQ%4$#A2D&CBkO|EZflXSU127)nmg(|KZxjaPaaLd!vxE z7l3eYmR0xfJAYiyactyle97Vf+&f}_qxwiCd_MkhBn-qu&#bku8SrQ0hG56YnW}c1>PNFDoW4=eBwCatyT5`jYoT^uaW%a zXVhPxKhgjHCotmjDN~qv1@Z)c+eW{48CKY2K9jst3*T+s{I(il!_L$=UGzBa0_~c} z^iEr2u-F@s)&Z;lJMPw`W5#nBTOvfWDkps#ozKl)$qh(m=II}e>SUpy!DUy7)^Aij zLOvl@iq4mSf>_?zJ#t;pO4LryTAe$wM42b74SXt@GA9g zd3fvXF!Qc_KJ1Zc$=G^M5iDUm1%EBOHmz_}FQNQLwkzg~gY#4dsyE@brSfY!?q95L zEgQo7z!mwjVbln#3>|myT2vJvzC8aC!s%9Btn>- z`Xj2BP%bQR<3{6L%rDnXIKS#XYv!W*dH}ZUx`avdyv6E?6P#uG%OU7p(u%Q0> z_P^RMbohKK5x)x6b-5g4i&tTze?L>?3?J6}6<;)SB!u24R&5vG9mn!glD**0_k~AE zTQ3j4OawYLD@|f?eSbQ?CTce41@pX6eGC2Gmls4w(fhN%THpHkg!#2H&BA<4e-C2{ zh686-`LGf0O4AvBl2GL^#zFeiC&W%v_jTooL)i8G|IA+oDPI%^UZ8pj?KMTBOZU~6 zez&d(^}ot8w|E-2e&fRu;=gMCwAb468Z`NWHQKKB5bDecVLT=IVO)7Bd*QJ=-)-N7 zegu0!(rEopE0bGS`8&ANWWwYnv(c%jTW1f4*q@%&vYH0`oNeIGYcQ^zG@C# zzxS^&yw~fRMt%7ZJ6V3LIjYB!mnt_o!VmSEGo%XRICD-%s=1pSq~thVzZmzhG%gCQ zCyYz9{~UpR$-*on7pm|E8zV*z9V@~It7(W_vTTJcuXGf*NpN6Wr&o?$r%Z%+S98VJ zu`y7uzp8ux&TtTjEq;}pW(xN$WICRjp9Brbagj_ljvy=eZbK(GJ@)MVipztOi=e8o zaYC8286+6XV6MOT09NaFm^k$*V@1V^-Z}CJ0m_AZsfsi4KwoJNe3DQH-f46ArK-mu zO|H{>GTIiDu~>Ay+Wxc8pZnk=p-C6>g| z6OAMT@Udg!g1P-}ln1-fhpw;h=}`a2GxP7&xG=Kx+3%Z!uWXI0WrA$*>9_9ef2k~w zb-4HO+O}CdEO~Y8fU&3cbKAK8PJLUaa*%zIs{dm_-DGfD?;4PD!b# z9@n{mm#rlbm?ecfXIsPoOL{6>Z2a3_rjL*p!G4}+rXEFH@$FSsYRLwC*vHI|dOtE+ z!V$x|)I&>;Ap^%HeI_FXI67XR<7;^ho;b;E%`fvF(dih{*EyvNt?37vElLX!7n9bz zk0>kwXK)plAn6FIPw?rS+}Ev-fNO88@FRI4?4BX}xF_KEKNlqErROnn>ZbVuqp8ln zco_8svj3mw3~>-cIz0WH=@Z~<+F9s~aexMyx3x$+&tnPw2zI#oM$=)|Y0R}KYNN+D zx4}qT)~3v@B-lmJq|P}U2Lub1BBRA(z{~V)i9#ErLG7$eI;YJOfYYDnG0eDvtvyrt zs)$Ak`)>T)c4H=C(4iMJObScDo;%??xcB|>d{}>|p$G(nQC*tJ*?YL(whjpT{-;}| zk?RAAOH}w-El!W4^Hlf=b+Vzk5IJn3S+-)s;Z``ANPGO$d0(hhZkITsegf;6V&7If z@B&@0-Oi^ZeET%%2Y?HE}zXrOxh zU-x7;^mbs#{SKXR>^%r%i~7ut<-YyfobSI<>(V!Q+Y1H0-JNA?Uwa>kFb_BLGfHoE ztv$~=_i?=Y3QYh&$P{*l9nk=1^o{C{I*FlrX=$l;yrh!AytF7ia^uO`b<%Y67(@I! z|G#|uBU}#>^i}u7?L9=}2K#7MV{YvUg3S`=jNezDN9RYrpG1?X>M_P^^2N^4?k9k8 zsl`&VvIf<`JG1&=8&(GO332}}_S2!NSYz2I!t_hI>J5YUJ2hQ!=aaIlW3GM$bmhNMI zMvib2Ug_D}$zn%iyc3rMo#Q7RY-m`&{#k!K9D0{PKbfot74EGbDKPYeU8i-B<0Jb} zJ^M^0>Zx7cq4y`!ye6vIpSp-jowcm!vueZa?2t~__*fRL|EqO73E&YSrC2;6j{r~8 zdv9jhur@-c<5fD8u$ThxRQFslNT{!4a(-1lbP3gKsXc1?X+uA%r)a~9>vP!!bo~?h z{avi_JwKe#r!0KEi)YQkcn)6U+s#iWvz|je4=};!QveJ098=35V}}nk!GJlvIDC(} z7$`ys(ESrZNA`;tZ0hbdltUJXI&RBZh5Cece-GOST{ZXhNt$Out*$V>ij}qdl~ta* ztHg?rV{1&?{L(2*u?KjzpSP{FLwM94UslZw25N~78)KXIqq;_HD?E;MMx*{%u&<|P z-hLz2S@LeG6V|+lL0bd&!oq`RMxSDm#-OjuS`yzXz}XIa!=FNQv5U za|#O3YHIeS&%!~bgFZ(+6JWE+kZDYxB^+R?4!g413>%~n(>g143;5jC9}H{04ff?c zF#MD&1+vtcT!(j1VV7k%C+l3yF-K!XC-hHk0yip;_MT{41}`$6U;AS72?VCh4@llm z2QU1#3C*^YftHjvsm$g<;FRU=2iMf^g4}lFr);igK=qruH+_#veYd^*E}{bdtslGp z&`B7tR`lrEV*1CZPbeo?|B~@GM{yj$%rScU9@hlIp;J;C$7r#J%5iDsdme)1`eJg? zV{7kuxbUZt@~MUb(?Q{fVtf)HSVQ>GhNu?NJDt7n@TKMGx+lc{)fSiAdwja+E2_`N z?JNCawl?a2^`EtqV^~DDuOyCHF>~Z7);^Zb;WpP*U}!nkCG}MmZBO0d;&vo&?Rx~S zlyf;@av5m-uh#Ql@%tbjRoXr^yeu)?@4vkjYo%9v2cr}pz$`UIf> z8ca9JJ=@9%PsV)~^=BugFx^5b0B+x~b7M~>2$+?byRNN*370XOU=WDIFzRl3{E3Gh zM5I356{gYzGMVd)(kLo{$P#Uu*s+6XoL{BeseZQ_%ljT^A=#d(>No;jPuwkN`gR@q zYwo$0x4#hn*|@A+!4Y%Jf4mj{-+zJC8dS#&R57w%xduU%Bv`w>Pw#Wqti507k#hW9 z>XC-uJfDQ@NJs=&N93fdGa#S-HAS1oW$9pN<83iZEQkK9+`=tA|7Bnb>q=DkM!I0)xN?1`J04^^5&!4mXBaxBv2Sdn|(xNU7x=(J0XOHYVg3c7$h)JpJ)4gxJ6dDb_UC$AuT&)Yr2%V9 zkr4Am51{9qT4#Je9t=~(n5M~J1eBLxf2*kn;O)xeE*o^hsI#`5mOA8yj`OQ|{BMgd zkZABtQP35SQ?ja{9|*@k=WtA+ams`G{hz#f24t}v6<wysWSJ`~6c2UvoV{qr#g>gTbwfi|k&zHApGcaLQf!Z^Rz_M!S@ zpL*})ll%%kP4?(tJB7eSo;wETT(7`6-Wet-Ob0NFls33M6oBeyf0?4sz#E3@^-_Jy z8<-Udz@xr>ie_&xPa|2#s2%XYU?Gq8M(PJ(Jg=NjF{z05|Ghd%NSH|)FL6l*;cZ2a zdt^!6$Ky_~P*A9x#gAIyPXtF{v2UKz>c85!wjW-fUpIY)hHPvgntzPG-pB24GJt~F zz;*-GKEQQmFy@QtuYP{LKC2)5WP9g_SNzrRJoKFoy_;uX!u4}0^jl(K?>>#9@+cep zmPk*=^GxGFH1+^{_~J5nm7(yG-t8)?&)DwUJA*T8-{;Kv@)R*!v z^xegK;(TW0!@Tg4VO#iWUcP{Y@t!`vsMhc@RPcjq&y$>e84;QmA0U$E zI2flY1*TW{>s7g(LCj6#>x{9NF$XF5z=v2%wEy3Q6EP1W0U`k+0U`k+0U`k+0U`k+ z0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+ z0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+ z0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+0U`k+ z0U`k+0U`k+0V09_*#zzzk8OWZ*N$(g3*qICX~x&~&3bPb8ii(eGMaWV4Z%i(#kHD3)KT7~U$B z)h&=VgnJK%J}XO9f`KCsm+JOTArd?v!*5?0Lq0vFv8wW+K?r$~O&{xy*Hu7{$$tsZ zb&5yJ3H5(wb5&_gZ7B*%=#6JL44vb{{aO2ewZ1*p;xzT!Pw+@)=?*WN&v1SJKYk;l zbaN~l+@#@WE5v*quEg(tY2wp@>cBWGym7jOAXdS+@UGX@2wo8&kWV^~$Kx2a>kulE-&~>%{Emm`$nltb_5Dzi_u7XjE=uS@TEMu6 z{wWT==GNQ3)%S0wS3@~37(CjBk747UxHLtF*EQE{mDOm5yWLJraV-qN;)4^k8r!3x zV4Lx5CBIO7*-M=XrhdMy>3ZrECid~Rv`JRt6&uQ2_mun&zT#bZ0viBod z%0^5qR@!{CNs$j{_vg?uvLe>cL_R4g4VIkgf1Zci#E5(SVLEgE@Jxy4p6t1m!veT& zj+f~ZyXs2L>FB)HY83eC>-p`Y6VRuu4f@DjcJPiFfSbe9ALZ|@f{wCQIDTUY>93q0 zEWZB?`pFw_qdk!gpBOt|Rq5A-w<(c~Buafaxy~sqP&@a%uO=B{~dZ9_?*ZsG*HirmOV7aT&z% z3m)MuqhtNc*LUxsV%r@NQ?TbGwS7{>S9l&P)TCDS8s^2mnxfWx1w%fu3aO1n!wp+h zco-$aAdL$bchs;BH0<;gEMhqZ-OG084vDit49lmE7jmUYQAAR0Ez*qY(o#uiOSrcm z;fS-l_LNo|i5mJV*iok`o+8ApBgm(S<=^-<3@N&VnSD_%?GC>wiaEB@F(N9L$# zGM=A;VZ0?W0UtYMowB91ThOty;aA~tt9_lovLqdHmiU*^QG z=$8znD2v+}`j(K0@yBfGZz-~ukx)^Hl|kFB&ztD~a|9C7tu^1UZNp!N+Oy-^HshGgyh#d!+2W z6f2jo@?tW81gvnXx32w;=Rc?B&s!N*BBJzVG_& z^$Aduf3b`!3uq+yB*KSo*MxX~jqQU6mQ}u9wjG1+1J$9$!4}`;O~@;-eV*y46*ZJC zm**5QJ@H+;%oPD!<;$F?uGb1fTSz31BP?QKH4Y7e!au9JiOTGhwP%caqBLf%8F%_DbdDljg)63FhV*&#Km5fZPNBoV7? z2D)nL0e`vPCJ~t_lC6|@r{t}qE9Rtl<43PlD%*RYtbgXSRJK8g^ry}$swP6W!gHP; zxmj?V1+EIVTEjD!`wS#QU7*Dafg*=dc^D(e=bFqR2B)46aJcJjhhN3yNi!IO!H4)#0hJ}kosG!@;C)=7W8tPs;C+JJ91*(-=6lKZdK__a4X?4~jYoWg9=jCm2W&|2oqPDq+)npH`BZl2kDoun{P8W>p+mt? zKdthb^ms7jvL2%icejDmy=UK^ca4LM| z9cZ+#Kp)05?hwB+V+>DX$^v&S4(pff`1is)W4g!B|J{5Q&=>P3wctDxPm%cKZnXF0)A2G$lf+;`bJN`*I*o z=+ukQ(xX@?NbSy>-NlX>K&-8b$%L(7QWC>7XQQjU-XO%9)sZ9s5Tmx9g> z3PSf2k0^O(^8nR8`AvnZyvXWp$$(4?9(4cJf*-Nn;=UKhxRe>MNp=d*o}kfd`9=no zV-p&5T?K%l>BeI$uF*gJe#iRx|KH|&<`j>3u+ZQ|=+0Un;h@Be_NdLSOtrxQpM>G^ zxOVvYOu%Ain;+EJ0o3ys!l4h(2J;xQt5C^mz(fDA8r)~e{*Fwd3X!3Sjek2w4*mHv zYzHE40f~1K?;ki%Arq9huC$ch0<#DAy|~L^1^i+!)F#hFgI1TY*K#*4fV91;?)|~L zKvR*d@bCu_(57ol`Iu=GQ?7f2Tz-co;4w?RAMRoI)ArMZ`#Dx4AEF~gK0`z0;~BVb z`OyE~G}Ft8H_*WE;)~o9jxg)o-8Px@5J+lE%6t7w9kP|8Xv$1^3zXYGAvIfMj~ppK zlOxyFhgeF`Jvb-2b{@EGBv*|*`w+T6O31BtYiAZjeTGgR>1QWTqP~l05{HciE9(F3 z^~Inp?mT1O4ZS0dU)>Tk1eKd7SuQzvL4yj)D21XtxPH9HBSw7%ms*jCupX1Ko<8Ko zYU9B^^IOP~XQ@@Y#%j>*k>mVqDP5jLie>7#b-cHPV_&$ZuU;RGahxp5JV64%)qdQrbMYUKR-bC$0qbdFeu@V~w3d%$d-+ z{6<@O?JOd9M0}BhVHycM>sTv}z4@I^LcV0_&11HPchGw2jjQ!=WbOCq3GIHD75})a zOqPoRe`n{HuAO%_;BlbDYimF`v}vJ@Hm$0GMi-a{H`~}l9f=-^v>Xpeo<62Svg0!J zVHPa5I;IZm_%(88zHvYbJ=2xm0tPtDx7Xj>upeQ*oW8@QS`CagJ+gkyt_yf+%U&Fo z3deYJiDhpuxq+E_dz`^L?a6POR{~EtNioMKTtkpn+O?li`xWF<=)2gqy8zmJHI*$? z&V{`SJiGTV8N#Py18Ku7S}(*Z!H7A(CINa1nEis>K5zdKC@kuF zODG`|@sp+K(vT1Xv^yW&syCtlRS!FHSN)$Otl~9gciyTYRfie(mTGID^G?X;SKH=o z5=~*9AL0F*;UjTUvvB;4Gt?BzgLevNF6y{0@)3Ibyp9<_1mLSxrPBH6*E`kstaH#_Pc96pIIv%cAw= ziwN&;pU?IDgyiKPQ7BD83AarGn>k0Jpbx{%9b#Ef*+`{nZ4 zZ4Le7wsPm`FNT>&Z-TbeOP7mqXxq^f`*CFmk|}tNQXmiU@=)>GAmWB#T{D$0t>O{( z<$}1mYbnT$%1B~X8TzW=Guofe=aGCv6y9ak;5 z-;KiC)cH>oE@r~{vpM~d#>G&Gf?|+E{}DW-d}Ehhs6R}7LVbu+S_Kw~jNeu7QGg1k zs3Y-XJ#>8$FYelfn<%{d8+EkG19M?X@q0TYSoMp|NLxvWf82 zY;7!PXSR3H-R}V!PVFoynX&{HX6ZR+R@Qz$J9U+F|B$#EsJFj(kkoJmLl}o>|2YD| zBgcELhi}Ed2shKa&#(orZ|;!17|VzCiVCo9tm}hTSmzSw*D+Au?djR8R*&F(%kt3& z25Qg)W0{}5!iH5Lea3Wb>n6x|2Ve1O=Nw|j@@+SlSw50GtD&X&Ed@EUF_%zC5~l?AOyspE=oRKkYOA%f)m zq_9HbN#|sU47zR!ksERXFKj2D{HL#X=5?s{JPFw=O6V`6MZc)a?g`$VVd_ShJwe1v zD*WDR+h4Z*E@YKU%<50U6Ll}?o;i)e;VOR0orCvb&)l66g_ri<=_BMxus5a3x9X%# z{ZQ|Snj0^_?irlcL<_Tu)I*G3n(RYA&u^IFnY{;V27^FRy^qo&o(*Uy4AO2m{p+uT z3Fpsj*&G?3Ez__H`?>01l|Q6EG5%r5#TT~CyUQxpT!0xnu9Upj68=;DL8Za2%O)x~ z@2GL^b6<6kf^7>78_XSNmRivn@7TYthcqCBm8-p z8}S7bmAT7g8}To4W+p9MVxV8^7&X#T0yUBfN)IpbVI|AAA$4z~p`5~&j@!!$P+9qr zuh&=Zb_r6|@$)=od#q2jk7U#)jYL6&^ zScW5<5{JuihgWSJeR;xvyIwAESF)!0`5(^%d9=B%yoYLAO|fO4li)oCrL-KzB&ZeK zd%t^`4=aIxS5&^_3pX#YIySP2!l{UPs8QTmyma9# zV)G?vt6)$zGEn`&|HH9YIEOP6<90>TNE!=k;?#+;k~<cGU#k1w&|K@84nGYy__<8dG!# z(ZO=kJa$#C-O$yakv7vJ5D8T|?-bCm1?ErSc++ujkby%hx+Y%k$Q56^JZnE%%-lKLkTI5CP_c3+s85c=!Bqym`@I1TS-Mc82-R4)sipUxrHrQ-G5*{||D zzC9Yfwr>WC%zfsvdo%;D?b>#rSEdni9<(^KG}H&N^~I_S36CKwhr=$hq$oHgek)RF zg%7(^e@HU4)de~t*!o>EdPr3<_q%h)W4HZTjGifY)!y|k^QH+H<*n%6xBWIan0K@_pjHy)^rQI1 z^8YV^sJ+FAmI;Jqec4>veG=L?ocm(;Jb1{{eNm1I_l>y4ZeUI+28O~@)g3$ z*I~4K3=&|<`^xO_t=VvWeD7S$^d@q5G#~4`kkVXG3k-!1gPb|( zLwDM40)}I^;%@@iwf5NDj)So(DTx30ebwrf%C z^9Bzm=}e>7aocKgeMgFe5Z}PvI+4$^fb5PHj`}S{pqG_wQl=dXtYRR*}( zquu%Vd_1mjh$W#zupZU9KF;68FT~5epfn}Nx6*2k`kIjAY21=E^-^*0fc(=Now-f$ z!#9=_lu1~av}DX0ZFC+|wq)E>njnF$hFT;H{*ItEsPSw?(??uoYB8jLe+?nOQb<1J zX@N7WX#T=Ga~$;S)F~?6{p+^Jf0g5#`4c>m(=L$h!KL=i=>xDX=ly}_QU_r?OQHwW zsVA^DS`615CIWr5u5kK%@_~1^u&~Pdk;075^TsUhbl>!V`?CG0TkY#uf6?`_cM6aH;0)Cc|)>9Y3jjt3V1EdXZdBs8JKpmHrnB9 z12T2Dw`=oxaZr{fG_|94yB$Ki|-{Eu{dOc{@B*%jd zb3%1p9L{I1nF~Vwu7!u48v0zQPZ;-iS;F<8cV>zFzV-n~?HX!Sos|neU@Ds~CN#p= z6(Sa-MhZ~ELSO^y6*b6WZNdKT^CFUEL-&05b}_gq`*^E}_B^_N33=Nbc@i6cF&8Xu z_2B?MnUJ7X?xcv|NS`#ey5-{^}yUv7pl<+%SFX+VNXr@(yK%^9eX_pp4T< zIRH4GjGBk<|M}1P33>i+w;5t&ac#nju)WjTSSBv1{+Q6VA8P3-F&z7d-z|FTE#kv%dD)^}B@N zozjE%#Q(DW@1OCB;wgT5)MyUQog_aobbIA*4g0e@|Hhc*X#TJE`JY&5-oT3C%FBI3EqZv5K3mdKV%tr3bD%SS#bRO z_c#74FLrEo_caOm_d;0HCwmn<6V74@`G)ltT0kCVR4@DC8yqxhq^R$wmBe@}`#E~N z8FwN#aD7&e`e&#^4uhu^l|2|E6_*e5(U?#sz+#2XZu+Fr^c!v}b# zT-b7^2im#H(ph;7Lgn1dJPvY8$bU>RaXKa#)_t_a3%TmUdC@kueFm(MiZw!0ar8Ls z+ucQ4rF<8dN{0Gflqv)LV(*){F_*xh-RvsPQc>WUUma!hU>o?%7DAWLmI!u~6pIKI zl!8~7dm>h!v%x0Jl`ZN42Eb?9Qt=yz2fKw|@2-1egszL9#arGfoqr2M13aEf`SR?6 z1}I6Hq3k#82)|saTj{;x3kl;iF9#e+_iXxZ`+ZKMTd$TvjUlwlbf*tHzG>|`@ytkZ zj?vpYXx=>rm@Tq2&1m}qP4o5*g=uL0%O1MBh?6R&(pn+y@>3(Xf1^~zhXE03?e zpFrNx`U0D(iR$rf6mPw7jRp0c>rLZ3%=e@I`nW&aC!9}h*x9l1^n-`+%-8AmR>w_0 z)J4xQrY|En_uV`b@=B{W#&$W3<0wwKHa&KC0xYaGf+C$+zfBJzj~`i|PEYrztR;BL zsr%UAVmo|Su)n#(@=Lf+bxHevWIH_K&*4$Kc?LeAU?&9(^7qmz-FU8)m0n{N>IF5u|@Jg7%@-1rypsf=+D*o<0P(FR= z{&qumFxz%~56|6FkRhp!Y9_i>I z-JQ5}4f%SX!{XXXD-yPkdhgIK5p;XK<1LpgvEqaJT3Z`C^v-&r{l{XFHGH=jV0Z0)bSUP*8fck-YFs|!3-#*Fj5{S4On zpO-Ef=7!DDQbD&f&jG#h=r7fUYwykZ#MXB5t>A(0qYJeu{9Can7-Fu%=Rx4TyB>qA z=3~$nsdncTJ`;RA_rg+DGXd@Io3zB?+sz7-X4@$=O!+&AaZ^BaXE#q5S=UYIxF zKU;Q45~?J<(f6HRLGn8_t2C+ofL>2mGml^!vYJL_)L2UfYKM1L)|UIZSiv zsNbS1n8Da_74<1*Ia}%3cB1}TX20^kK4|H@(`47BMwqT5l3=rB0Jm-~mdX6%J3`ts z!OuS(z`)0}!O|Zw&afC8T6sxR7o9H?=`UBR_8mw4JcSzbSJxX*UPq~oOw=YEQ9bxL zDWlO+ZH#h!+EMc!Ikfy&s{6lVQ$JG=3c8X3WjFfzP0^G=xo7c(Z~e^S$fdm0Ni`4n zf4BXA|L>obDA|AG6*9)%U*cfm3%HHkZ)QtBLiLSL$Bq=FM4~z(X}vUx+X7Jkh+86m zjH?IguaEz${l)?Mye*?-c$WJOIR9))ybk|mX4)IMQ1GFHWZubQDEw|$8{IA&s6T#U zlU?2;IC2EHo9TuG?EV;r(e70Gj>mE@EsN3pQdH0E;R9FnI-)RCA-!8nhO|##hglY; z*_tSyU#;&S$M1t5Ojhk5i8a9PAmO&b7n@=D%vrZXArWxmW9kJ3Z)TXXQ-eO%UKyU- zaZ)@NnL_jBh!1++YLtiSi;wiO+}YWJ`h@XbO2gQsvfA&;3H86r60R4nEuZ%_TgrkI zUmogtaH_yBuNU7fCx*gXif=x>1#9nvv6J;Y2=zaY>aCygOGvWlKy|o?KMl=DdXFg+ ze|BnD+S-2kcj@`FaR~P(E!g+)upi99E6az+O;V)8gNNo{H9e?<@8o)TO=oG*bt^{U zfy{AjhS3|he&N&L1r?~)4tCzhu!=)Lu3MzAbqAWU&A4R5$`+^1qPoJz@`wnUD^r23RghwFu8=D77|JrwV zKN~Y)zx8Kvc^?OOI3>M6*X!-7lD#2gYxif?_s11)tgG4{kMdYwfBrK0u5g;Q^U>{| zuJ=5WVt?3vegA*YUwb~dzJKz#__$O1+Vu}L!=<++pNBDuB@s<>S6eahHe~4qRBtd` z(faSh#eUy+fa~-8S-xqY>LqHcRdha=x!t)kTqiNG^BwbMj%>92XN~u(;|%fW2c!#k z!c#*Ok}!(;HZpS5@F*X86+w%u(Q+*?R`TWCV@-t926MyW?L)pUvxq3q`Hz zxSnBD@A~aoMJ#D;tY-jYigb1-dORt(sFHK5 z!v2Tt3H^Sp{qgoo7`I3)=H2U%Ms(f?<(X$E7>#@kF)3Fs)Ll&G`%Xv1m*CP;@Zr01 zLjS*;Es~mi0%hdUd|B%-C!qD({)><=eWTx{`=&#f!}MnIwIo6)m$xw^mn-cCVE(!{sRle-Af`?U$B!cpevhdk(Gqw6lN9d~a*x~%D7}!=ib&Omy3ryFT z1}{Gsg!@XUI=<|@24;)XJ!84OQGJ37Es-G30ri6_gJ<*Z9DwGB&o1mT$OJQ88)nm9 zrUSke@~lf^(ZKrV4QJ$d5^#RcCe;4?5im-WDr}tg15YGun{cU;Ao4&BttW%V--g#; zHBbNUxGtT$>%NSyz!IyzVs9_Bg2=&>O2#ywLE8HRIwt*O*!wcMWL+E5z=*J8X6<$rAg9lHtBE8PRBAqD z?6!FWf>Z1SvhO_rS@-2`iSEk)1>1LzBo=srYO2_9->ZSYZT>zKghfZb!9g*eAo=O4 zA-L>u-kDCj7`~Oc@bdBsgyRAOja7xrkigSthia#YeQ8~El;&snn~vfs?%!95NU(=}J#QTQ=f8h{!zQ1>#`4|>s;^X6 zaY)!L6!j_2>@>^Z&I5H3`1HQvEX-$q%1`#xFM;#IUghw~kC@Ss2eYo$WuUqKR_1Q` zL3BI+Rr>yM+_mFTj3zJDhWpi=kx1I50VJSBx}yVWGuT_ z^|4WS)z^(J!?6$Etz($cKiL6qkJVYxi>?5+sD#B^ITY9-uX#0nsTe?YGGJ#<@J1{X zR{2|u{xsO1VOgMKZv_PAO6Qo5l%aZF+l6&-*r%g@i@w23dSMuP{_*RS{o}~HykBbx zUnj#WR_yG!bcqbV{=6zW-~L2C?GG_`~D^nfA7O( zaGVj_^DcFQrL`Pb56-)$a6usEN49&~C=YG_kF)sQrEBYX{m52JUNIg)TOpyGVNYal zPmBR>`5jmLGNudM+EN=D^PmA}(r@d@Z^#03aUuIv??6=Fg{w!#NSl38pAhG-wS6%7 z@rJ5d?p`=j9x9pVzJh3m@~kd1ReYDHyFzpPT+T(@a|O#N8KVu@C|YWdE8LNwIR`U9 zdFnlA6zmgy<)8XpzrR-Bk4Go0XA8brZ4oVLERa6hEb(j->AQZ<0ykdw!7vq zUn0!!Ru>U+O@$wgXRY!aP2o|wFhlzznvg7hOJ2~MeUQ(}(W{hp2|2R4KX|4SA#3K-rlxiW`$y44MA;1?RDs*UnEmq=Y@U+h-uo zr{p3|Przf8s^p(n@UOKD=IBqARvm{Q6SpOHi1fiF0eUx^VlViS_FX?|V+f>@3BBB< zJckq>DWT=PCJVXZK7BQ>e2Nf8@l4LsIVg1*@o}#=>+UH;*aYxi3RgEGyVM4HDOm&2 zc7*nSwe=TiR2Z7t)ojs2ups9YQ{(RQP;@%aNdA#6T%TWg70IQ3m5T`bTNc4v zwa!ShgTP`5JT&W`mKC&U2oc>P&oDy*B`~THG;rAs7dGP%|?VWib z7GL}S?J0ydsi>q#C2Pqx+N6*QDN;gGb}fkPLMmH|EFmJ<35mIGq%4svA>y{CB1>5k z_3QKPGvoL0cv_y;&oln$bj{hW_v@UQbKPg=zDH!1zW<7Ipv9kTuXhh7=*^~Az9`?a z7N*TQZt+5(7ZoY43O&HohH6kT&PqHFzukCZy0EmFL21(!c^Z=O8J`rMIgBJeE0yQY zj;*lty4%L}x1YlNP3N_$ARLA-J@h;G&;wLY4=sMbQv-N*yBiCqSb`jzuVPS|0LZW>@qMN4|dh0$%(Rt!L(Ue=bQFVpVlZ}DAXx!7<62CbwvIB0VY}S1= zBo(CXZE<Y1T3$*2=tVnOO&B(H5DOEB>(aw|`VhcTe>wWR!@H>NE@h?E%w;v?r>8 zyrG%#lw=hYs)KcCtMU`K;4NZOSf^O(j*L-C_hbmuU4#~auHXGg>9bK-D29GJ7s{ zM9*uJ_B*<+dhMgF8?y#>M81%j7JdgCkMEt%XrR2(c5Vo?xo^-YNWB4n4WaweJa^!I zPvDVzbMJr^SAOrhZhHvYJ!kp!9f4rhu-s8Iz!WHM?Y2_dqXOsNoS`sed5-G0Ng2q@ z;e-b{?(;3yZbF-Vvtk!-_C-18tM}|PI+*?D?y5Pm`{J^LUxj-3JlK<+>Kf!E#>$8u zEnUlH7|M`Ux$%koN~={rY+NyJTXGzG1xV5V4cjox5m^>|W7Z?s;(cVQ#G*Pd ze7r2v)RRi9cmV4n&>?)i7L~gH(6>-FKOQ_?)>T3GmjYi6-p(Qq(d31bT;$LNrU&| zx;Te}NT-?_ws%;*;L7mt;q;=uTL_cHo%7}Q%B5G_3=Wdd#<^u=%tU(*RG<& zR-E-l(EPX`v6&T><Ne<& zoECqA=NVKqBMImAP%wEAx9Y;`WKhlSn7;k`3K-zJF1p&+5|TCZdX!~pKu=-TS^HUx zut6bFHQZ6u$O5J@rLSUuB;?~@u5 z>^&dvqJn%EasQ@~k_UhN)#LMryY8*+(X0sE{x?G5O`f$gnNZpAcSV>6XTDsj{RM9Oy-Bm{3Ow2 zH)fLTme%=JL(C*b9-&05fhUkjU3nq1vK=&Agk;<~(_v?nctpB%B3xhIaI;E49qc81 z`1jA-3H4XzuhZ+~1bZIMUR@(Dkczvv^Qd+q8h?jdSLVzKgj`g;XJw8fx}%uM_b^l; z)b0H)dJgvycfmPgH~Jh9|LrZtXRVo#$^84?$2Z0*u6Jr0ffpQN<$D+h0coSvdR&wW zFLX-RS?E=P`f~0EdKtbTzQ4vOCcqn9e$Tu-Me@&Fag6w(#Hn1iaEirBm6@p1IkF}L-Lubf6^8ye@+dKPEj3@W%PP*Z`d zrsKR4O)>Vqw(qTPe0w$aGH1>S_JC&m!ID`L9ndoT*txkP9sCz97oRKl07eq8Ej2kA z1F1Wk!>QM1fNjyyx|u>d;nq?1g?Gp=%_KX z2t&6ceqLbx4)2|MrmDpRX;@yfeU9@2L~+~NNTcpBLIM5ktx>zu`K|9y=%BAbQI>z?>*oy8Zz)+P^X%NH%DqGJHrytE7R#W_I5saNautP)iHMNYz1)nar*u}Hqp4g^_Y zDzw>kr9QHCna;VZRfY(;@w%tX15?Ct^{QO&C7wu4{$Xchb$(>8u$auLH`)lDgbiO+ zgUAmWS29Sow~eOjJ%{b#{%rK^v@o@Vg|}?&MJVgNyp~#+5+)m0&G;$XI-JVB_;b$2 zW3_%|YW~Pt1J1Zi1u7({ByCT`iz~>xCk!LZ9b!L7-zb}J? z^GS%Mlps*ib(+|HJdZZLI!$}mP83LU4i3I9vzk=*Sd0Jpe|y(OER@b(fVe5&7ZD6} zLpYhH*qf}rg}|!|rDe;1{Cn6t%HxM5MWf(^%W86`V+nX%JLNnoZx22~ulad7qW^1s zd36m;U1_9jDfkc^%dmCA_4+^4`Tn^XW=gynLR6&C$P_D z!-Zov@NpE?-JyM!G6`~9-Z6A%KLYZ*BP*@1+r!ngn$ogi59s({Pw!f(1d-|Ui`=~y zK+Pam6qQ>TdO|foFk7JuJvmJ_{&AHL$~8UsI-lb$G`Te8^b@Wqv{#u5kE``u01e^vZ{mqNf?B3n=QPY5(w)u z4hpez`@mAK&8&A7Lcr)m&8?b?Z_xFsi5&;rcf&p2z`pwTt!O?i`&Lu51zi$*AgO&t zDJsM}Q%^HZ5Ru5p>5b9@X*sshB$;~-zkEI?Sfu#{=8!=w*RCeOz8F@VQ*yqRoC?#P z$|P@#$%W_h;)ViTY=N^WH{e0x6=>GTIcfWl2g(BJ=31mlLrtZ{OoaP6t^c;Wx>?0F zJwtOq)wlhTMoMo=-?vN zs<_q93(?1wyRO(UXrbnu>b(31<54W0vc26wr)$E4V0NDSjy3zUE+BQ>dshj}ut2P~ zUy9H)-GxXg2$`0R4X|*e<-cZbW4TfjrqA0CLq2kz?DklC^@Q#~Ob2YyV-mssUd%gA&$Tpd& z560Yp-9`p-+00wv`qLKcBbzj!{@uw9y=KMeQqzT!!8$Wx-fCD?puh3A(}{7@t$OQJ zkzETB_NBw3BTcZ;?~2HCk9$B~zjKReWd)c{;pvrn=mx1P995&bm&j-`hn-P4HVc%^ zc{9}BE&;9+%kR{=ccbg4yNJ2dv48P-f%X5h(;KDgCOtvTkRW}0+3M&PnBqTs`Ycj0 z+$1}kj@ercA+7;x72W2*owLd2mAX2d*YK|)>&ZZ~tG>oO`E3%&-7=5W?L*R4o=Oi%_#ZzB^}h>~n5=q+sxhLLa>Rc<*={7MMn^ zdHI9q`#ydKOpnbS*qIYITa<*@QU zJ6*J^#&@u%al$&Yd3$svIdJQ5>-WFsG&a7$Jm+2GJdHqc1A|&`Xd?Xk@_+8pGOl;~ z^XI*Xt66SAml%gZtf|0F7qVdJm`m@peI$^2D;g_!zy_AG9d56pGll8dXLOkurh@KJ z^Tk8txf6JZMpe+(t?ZQKEnUW|J-p<%8~5mY@@w7KzXG9cFSlf!YK2_7?4gV-L(nfh zLuYy5CPXxZO%-`G2f+A=rB&g62rX(jc5zcX%3Zqk_H!oI33}O=Ocy%QPyTH`m&?XT z492cr4y!2T;|w;~L1!p$8BMnivA78g(!G3qj*5QkpiAdY|{uUxG-Tn$Ln5qzM7A{G6uh1kI((lv%6fr*`&I5|?6D9;Q)|)r@D@BA9CDvB!x^+Gyh$-sR`BeA#-6+78{xt2t~U?2 z3xaIoV7-q39h_dUE%KTFUL@N&ZpSWUF+N_DF0)?_6ber|K1W}BwXj*c;MX@na@|sK z3t!y+F+9oOz~r^`u1d>i&(F{GUn~^<;!bp(w05Ojs+0dqY1biJV|E$GN%elNy&sc5 z7H@oQ`*%b`%|fWVa6O(**Gyfxsqyjs+V*~SdGEG^vI6%HLq%k#TBzgapWA%H>A`g7 z(iU9b%EHcDY=&95{-5pt=lVN){SM8voHvlg{v!R4I-TK&L}8@E4K|HtH$A?pIqs+L*hz@>1NwwdA*SS%EpzbMBZRt;NFKIx!`muy3E zp3`NZb;^19hbtRVwoA`Pm$LE5VDm!Ke2=xN2%n4%oeBSnH_Qm;XW2nZwT8HMTwneH zoiznk^!WLWJ)b4zdEE5K>_yVp_kF^}84pE82}y6bskddXB`;ndYnMpBjKD*-J0E5} z?uBboE`#=peX#Cg2_;1j3A7%sZdTU35Bs8}tP4v5A?pS|TlOPgu)QM6X0&DrET`p_ zi`nrpz8WqG+Nw@McT~&mn>J+%GJAD(!uZVESnjebi7npu1nj-PzpC85U%VU0iX}V`>huLh^s!8YD&1D_ukC*Mi^_&$9 zycW>PjL+vU?dSWJ`*=UJztnC^K?;1|c7NB_zCE7&T@_8{SL@y@xAv}n2R;fd(Y1cng_kmc!|^#*3lv2T+Um8?$_`9E5m=%}$3tRH3Roo;x48`=J|lao;%0 zY=biA73m(CUx{C*#{2K+W$V}c$`U`1vHUal$<+sJI(`}t^W?Q7OY&cV@w-OpEU8*} zJi9}I%8DL8kB_n@Rzy7)2K^$|Wh^t+gMEtMf}KONfY;D^rXl50pzySBZ+PyCfA8|cbvNdnZ&Oxp&zW+qTb!@%a8o8~%x7qop>0R0P(zRw08I~|FZH~ww zLCpTQA~J(v5Ylqxnctj;pi|UqzAVHIx;&35EY-XKf@1lUTSVMZH4m;`(ljEl{%_so z3j$Sk9W+9)cqt%!__Q11j|^2G*rG{y9MSXS;RBIK#76$?DRcTHWbwR|3-z-zky=|N ziROj*2#xwi%BXpc2%J#g6Hcp(Sk-zd4a!|YcD&*?pt0_eeC@+^;Y~uqPvi2v=hd%j zFPCdw;=KWCQf%i6$;B2FBq4^yOf|s|VD_qWrD0pML166%9#Jb-IB2o7m%dRS9=Amw zU`W#h+a%jNb$vY0W_tFVr=TEmR)?!is-h2#<@V3xqneA4gV?*>-IoT(_H#t*Ri3Yq z*OK1Z$~P;szfUSTQ@8q#@hhnqUDhVmxR#&vxtI*t_XgPl8>S0QAI9S)LwhEO_I-zn zR2hTs%ezue$`v+mO=87pUEByEM>+`*bspaV%iH*hiTsXqw>4uVV zeP(>m*4{d-h3Bt7?`FqqtBLE|;}K)v#bAh+|9p?%r$kC{cho)krZ3is_3G8gy~eqX z2lu~u+S)?VjZV1#Ris;X8B`=(uY%{QCslKo;pMS*epVWKCIA_%rY6aVU)mc{Pfen2 z?%v#>?+4ANsrAe{f}r#Ryu=WlrfH;{mb-Weqkw1sXl2mJP9Ayv}N6)y$5c<3|AM~eK+p_ z$0hpHbW?!YR6l4&@?U*oe zXM1NG+{XI-RVf>~V@p?9I$XcJrP@?D4^FN{&*l0jLhF;6l;?KcfeKgg`nqRYkYQKu zy<@98aM*L7JjI-f9-&|Pdi$k9)T391i#}*CKAuY42?e(pE2M9mbliCInj|6Y8!02{ z8YjJUAZ`UGZ8~1=SLr1S71YZ6HN(4oM)~iPQ{WM=^_#TUC*fJQdT55L188s9adz$= zbKFmpX37*~kr{4RAPhnjjbr!AD)hDtiX40K+l=RUuA4`B!-R#oWVBkJJdhjc2dZKX zh$&qnL&vz_98-QSe7awE3I-1B*r;~L1lB(|y@APt0S=yEyPB{<3pj72-?N!@5w&ra zdPzN35PyDM@q}1&AIgs`v#VG=l;SGA_GW)T<;61Tpts!h<(3pUk0qKEw)fEysTaSm&@0@4HXde*gMp z`BkgO?ms`jxq@eOF&pxMUQ%}B|Mwi$Wc7*Tzm`B~OOVUZ&3*X%{k7hF|K4k^nMzHo z?gq1u|6Vg4izhctcT~21=`HOM%w%^#M(ZD|e=?$*?{3>ve@+k)7P`i+l$bWD{to)b zX5OUbC+qLW9w!4^KaWUEG78xJn=kE8-8B9F%kD5-U(4AxW_7Av zxW25;XH$w@MREH}+x=1HstcH?E?y^rjG9Igbf&?Km3~IjC9dE^wJk*URvLV+U!OT= zxf_>q;CklVUpx97F_jjC!99jqTGG`fg&BU^PyFEZ<#S$+<=3AJc_5P122W2&zl_=4 z3NJg!YkLHuCe=ADtXTj1dl-6#`d!o7SJcV zDK#VOO4c6I7q&v!-$czkr{*X^%bT}n^u{2J@jA|WE{DOE&A)yT#W`d^ zD{_hsh2d|*YmD5V@jvTFJX@|V83CplEBV&lry!km-;VtP)8v~ZHy9($ zXXZT=&GtbCrDk39q%%Pr7qLX-NXH=j9wA`4))9HXeRGtIU>H)6IV0R|$yl8Aqv)~I z?4G_Vxf}Rj@6MUAyARH0@0w@(ZUfkjI@2F%*$>-mj4jv1P6Y||hsGwX50H1KZr_(& zeF4|k^+=)naO^GIE(`QJF<|F_+j6JcyJY8T;VN(zTWn%x$coZiMYQZPx?hlWUFy|eEISAtSV^*@~*e|K4dye^YZei z+_*iy{ExQBuSfcgU?hL-7?IBvgocXt}4`q`H^n_}!~e8C#!!jQ?NT>X_a={+wok&Awp2 zfUm)X91R?Cidqj6tYF4wcg^Qs9>BXYwv{3^EgS10JjW`|#Aa-ME06Zotf#ny>%VmA z&e4F>vGo|M_q(L1BDe6z-^+k|ChHr__M}2pRMx(w47I3Vh`CP>Nfk&dwPZ&}!%^3v zfM*gKZ?bo3Nrn&AnPg9iHSUvhs73fI?DPgyGH|`hEzeq#LN4O*$FJ6j{T^d%R0kVR zd@8KH-NbL#Bm^969ufs~n_#?uX0pDQSU&z9=!rx_qtVzfbob`O){u|C2TGO9l;rnu zUAoshrMUlC6t4FHeP%@A4O85f?0836uCI%P$Q{?tGK)pBLhLS|dh3g-oBOCB)YpvgjlF@TThHp2hyhIz!9mtLllD)!vQH7wrLG~0c+b8Wt@%Z~2zQt#v z4ncq*@QHwH_-NNXiYcV_j`vB^A5SISKNhugr{p6zT%;l5BUcOkNco*6rVtRaP+8Gw z6b=#&N9VeVY=)TCCMu@s+kmPe#K3?7Vf z5ol3MM1!So-xA1qo6Xa6OzCYi+PGZX?O_c-O?SdA{&6$WgBiJffZuaXcXvV7$&@5+_Fp9)ei^!>^}$p^)w!`8?C$4ygC^vvImb!lvMI^Es-?aB1DW_`w-buvn55Xx=Y6 zL2q>Ep#|=P8QDcTxyjGN_Mv5~b9BTc)3bxt2qQ(59lv}XN|B6axN`pktoMYFLmHH% zG_%fwnXQ$;zvZChoVQP4?zLI1MOulVRsS@&welt~e0#_b;JSehj31`O~kbM}my(^VmM)3<$bS)pD<39XPHL?O%QT1B%5*vv?ZI z_4l`;3|HIr z&{C74Uf(P_Vo?U^9GXQdcH{!t(u-1Y!%kS{y6I%<%59(#pE7gAemb1F+Yv!S`xcFf zUpg;6!WW%&F^NARWD0s&QZoU*FP~)rgGYT}V?R_S5uznO8)qKb3%Jo>XV_{0{ILZsF_A z9RdfG$~baH5^#kn`kap`2TtxaUarn!aOc6&+5M!=z~W~|JKwnpMP`bhIw2|zr}T19 zz0K7@<@plY^2~jH+IjG;yk{S0?dFVbhK$&prj)!k$fZ4VGkfE0C~8sZ(A59#u<4-QqG_wsn}3U&_XGdRRnLYVq;nkS-Wa7AXIo2E_> zVqk^!bZ8nLH-w-{e9;wRF+$A3lzgaa9*t?4@7+ z9_+fKd4=_F0{+54+Sk07K(#uOlD_Q*%&jdQRBpKiB9HW% zu5uvw{?!b{4!R1-GCaPj;yG&3pb~-GSpQgjg>|jHv9b z&jb%oDYoeNT~MkV<9l_Q6*Qy^Jerx#0r|}0A2vI%fcV|Jo!69$Cd}K(xCE&>K72w` zERE%}#Ukr`{hjb}T**tVcyMShZe!($lpsJ5m`Gr4&sL6_$CRY07wRIiT`5V=+P#u2 z@)E#&z0CU!;v~4@ay&eL!wJapdq%ha;3b&Y!k=}-am_GI#i?#knI94F8uIp^9X001kPgk3u_mD1ydV*6Wx|m{x_3l)j3HiU<=yP-xYvsuf z!6B-%QS$fSf_%m0nFj4;Fk|J$(o3|}6Z{uqU(&prDGFo^cFefFivesrpIn^!IPZ(s zqsjEIH}0s^9iA#NS^oDrK0Riar3ZNkj;C!@P--56GcW4}ndj64No}psjNMhRg?rkn zm+!N|>+LH)3G+03zivodHhs;&aXh}l{K59KFnj#|6qcXi)X7Lmxp#s-p8U5Xc1yy+ z`|6X|nX4QStQ{i#ZwQcKWxeSTwM-`X2qq+}tgwU`{hH?ai>;ymUd^*@HgkZ&R4(qS z<5aM{JD(<)Hx!SLWc{+a7u2`ocGicJQ{zr=#>d4V&ND;8nH9IGMP+4!cQs1=H{KF; z2?7LxPXy}N*R64JX#;8+?$jHx?I5$+^Tqr9yWjC zo1EA52D9MTFYNg5m6AbFemUDFBnNhfC0NBgoeq+{SJmg%_o3RyyN}>S+&Jmiz~r>KWk0vBDKf`rgtQFIqK`1@~3i@%w#-HknYi0eXCmO?K&z~Y<|RBI>mRF+*;xFA*+lx^5rDP3OfT)}f+e^6HJo?112Si6N{wd@ zBrBPcj(X+7HtyzGzOgDmGNZQ6n{gUs^IdM*bW!5-nzB~cs6}xKf_YI+RcJaR+!sHO zwWTe@1C+1fHdgMRlFmWR?%3~8{m1J2r;O7-RYxjE%Y$i8`#_$De21awGD! zlR##MPFWaJHh!M|v-FeU*(D1Kza!UxS$IHnlNSs08)iaZt|2TkRH~IM$tcwiyZmH%#mZ8K#EQO3H>z_ z@DdZ^WT^5+4Vd1EQPgh&yWN@^tA)E!3d{VNGo9%nupmoLwfoT@qce2m@UE`tWbhh{ z@tcZ}|Bff#p^@C@N>rFlpu7yp$v-QO&+8W3DN3k44WwrZE=F^i@#B+?E6Zc5uxO>r zc-*yTGYygu`VZkj}a;K_lsd*G0U(xK5 zQHjt}gk@Ksw*~fa1F37x!Rvz?VQQH}pj~zZjLe#op?vEy9&gE56y50Z8I(@br;j$j zDTl95*VObL&yiY&+gRL+=^Jlj$BFdY2n?h*@3ftpPvX)y^V6m)AaM^_o%c@ghW72e z5_GpN0^f*_XzbQ4pf#_n+0IQHvgwsC%D1eYbROp=J<`f;Rl?_M^(p(C4{zHen0Hsr z7RC7{dgC^BoJa`*1c9$7aQzuuPbGB^s4sJ;KKA|<7#nz-Z=K=`6?g1-rw3nx*9TMU zo>i>_maXY6dk<}!^t}E0o_}QxG8i|v=9vgS0#1>)dD+@7Fg<>CfV+bu_&N)xRgEaY zUAutt{BV^&Uay|@$0s*pe4(hZPKvI=7)GsPh82|pfbH++aIojM+0>*|Ekq4bX>?J_ zTd$_<2Vs)?(nlxmXZ^}i`;xw~^&Q(+VQDVtDprewAoI0O!B@^h#!VV7rnW7x;Beoe z4%@wW{1IDgx@mnzI*Qe!*XpO5<91k@a|!hdEyfl2dNke#&S@%ZS(-cXc*E{Y<_QC( z<3DYEO1RF+EHe8Eqy%?I-IH&E$m;=otHS`Cryk~vFT9QK+l??MNbFvG3PvlAS~6T) z06UbD)JwNc$Ms{nUY36PK46m#YR#sgEQRslW9;m`WW+1IuOh2u7RL>!%+)RwcHD^w zco%Yn(1b%x?3wNwD(rhc~3nG3ec-+FSKrxjg4^Jt;@>Y3n`!+16%& z^RwR5@baA1!g&6=0ZQ_`H&bz&|BCqx&aN`4DMO-tOG^?YIBXgAnyw0%a9{Y_)Dg7^ z0{;sH$ng9Qodt8|(~ma;dy`qqc7xXbdWaW2X1XkC}gJffA z!FL_Yh?Vf4_x=3=0mae1Q^=6-DfscLgk*5$n`in`;WlI#4W407DZrmkiNCMC?VObo z#IV1PLQl#~y1xGIvt!TVDE}#0uVG2grPrA+-#~EGXi?_fYj7+wXM0Ct4y5i{bS?Ic z1N6a2$BM@XVP5MxvG*rVqXSbcLOsLc(cfL)c>myQJA*g7|at*HTmzM6RO@({r>1)G$#bAGm#sB?Y!3KY37X|rMkj6-J;&eka6dygg zV=q^T^!rszLYr$I;_J=${(iMxo$GZge{()*zkI7w#@2kPmdhjfe%5t|567%C2Bfg~ zRc`y+DG73-(gwkb0m+v&B(=87>RANxOOvBF_&oAU`eVgON*?_6 zR}bZCUV1C9T%Yjy{af4pz3Y)Dy&nJGe*b*$BB_f8tJn_X>(9H(3+Ck|SmXB3_vktjYJKc+XZV%ypXU|o1MeDPRRSBxKQ(_ zF8Kac!G{|4SSCH(j{nd_9kgz2|5fjC+!N0O%klhgQ$f@s2>fpnm@?Jpk;MW!lFeIG zK?dka+wOi~Jy}YEvs{mQ)2oW%BC^OQVOR`UWS$=S_)|iYUbp`&dSqDqC^2B6nm1gS z$9_zc&mS(Vq*?4>7zsD%r^k{{aKYImf6!<-^38gu9E_4S5t{wWuS;f9(?0&9WD^)Q z*0Dd)xetMo%$qNJ8vw~;Agkwt0i04fCKPe(IMfu#g)}Zc`&qrM#=I&^Irsdw@y4fl zNQQSzQ)E(F${>w-@5iUGVxc@B|1ghH3e1vsPGsG!4#!lZi{PmJXZ60ndor~AO6zZ{ z7mJT(wZ`hrGs^@E_U)^loxKl^h23n{Lk0NfhlFFYO&t9?$Z>Ms^UmmSU<_Nbo>_e= z;u0OHrL@8v^tcAJ{Yr9>y+aMhqHUz{d3%{D*y~8^H8?<@VyGMKillmkZ{8#v0s5ma zGNPV_uybn-bM7E0WRV zk=>Ddnys_LuTaG&4n|~0x_Bl&L1}&){j^ciURf!fQ2f_xdpXGX`%-A0Z#%Ur>gM12 z$l$pu^T@jaW8Buf!H94J7wG-p-z!MdXfOTiy^WtZkYUS>3&KkhZ~ZnpvGKwD>ejJufLNhQS(!lv#X*3ENz zpeD3En8&UgW)AFcFHj^y^ga2t?(1JcwOtICc}YD8(#I}P*KNed5qlr!tVjC7$?>ys z9s}LoPq-TH;dX=-+(*yS9kh z1ObA;uORT}t}nlW)}Pnst;jr_0M)$U76IRwUF00_(!N{)#V$?^{m3>5%_OE69xH@}Zwz;z zj_-!D6RsM{0?l}Q>AYuQkkZ~apc^l@Zu=r^y&mI$>BZtvEUw15VB^eAvwQlgUQ_P)ozS;Dd>Mij;iRY92x9};?#^U0y?QLTD z`7b5vAMdwECgu=F2m%BFg22BLz~TkJ^!wSiRJY*6j=Z7+9L=aR)U9 zxz+qhYTmsl6?mck|A#8%caaTg@5nIOx_DNU$7G6?N7(aAe;7jw9@kSFVcGvUUozKYZ{KK?gG|#?| z2BH;$06~Bt@J}Srng6t-G)U~fygp;=I7Vo^jUE5_smC?*nYWHVgZHRHXRhnQYr`kHTH< zJtCe)A0Yg(NVnMLS9n~F?N4PGxKo#Y+>gWJtWS!`6KpKL!t$~7U*pNK@gLvbmy;w) zei4CHFIkyUzW?(4{i2?TLIeSV072jz2#|r(c(to#_X!pmOcQd>Gw|*B zLHft{_YFhzovMtFpDG&248AwQaosTqDv}a>G59_fcimgtqgfGn{&#ZYhc|=W&%^Ey zZhH5uZHLZFe81|G1K7Bb;TG*7bry=T=d-SrTv5Gx6T7cB<}Ma5VeQ9nX*xCQ<9-#^ z-emFDSPR7eerE!)ot_W(#>q(k&OQ>p5d;VV{|o|7JtwUnDsTGZ*4MA2Plju;D(ZRq z?%${rTc^LS*Pl`PU!NxC+NlEFZ~pmp?2Oyc--)xeI2iV zy#1eRfB#%ETz5PhbKpi39#3V6T-?*X^c7f%od_2=I`(}IZ2#($4-@yRFyFAa3M;pm zer03aQJcTl;W52Le1#GFk?Gj|=TfJwS1(wbPMF6(vUj3wf&f9_+X%d}K}7dw-uRz6 zU#|rG^>+hyZhKX<>KgX_xo>0l=hPZo4;P$zebmr68kiOx)j4^CjPKk0Ia>a+r&`9- zGZ!o?CTY4{ysBc|0x1ks8|Ak2fC1IiO;_f=g1NP&gUT(pzA%oWpcucOHrtrEcHi29-Q-D*Ee-zecd#I+jF=-TU3=-O>%$Pd12I z;`>(xE8R1l-W-?sR)2|l1ObA;7=h?a?>w_vQi|y!P)keJ=ms*ZLkupRP>w7YOWz#KRs5)at#k)XcPN+3^NEo*Ex7eQi8| z@no{p4zi`p`Q_`7eCFX&VU1SEve+i>s^0=9r?0VP+|UH`>U(9Qy&D1BUyAwbYX>YZ za1NhXli|SwmDu&Wd&b32WFU#R@7;L)h6Gk0i=VK1a_y%xsoTyk-@E!k)MK*LakS$7`R;lL7m^2F(82coplHNWYB0 zzmCV3)gej|1PB5IfuBc!48vaYdREM;0Wm?T>06Cm@qIg)7qP)F?wSI#c-YJ(9h?6l z_s_^sCAI0gb8`#6-kuYFm5^PWj_dw;?0<)z#^RCBecwGc+S>izhQi-A?!xZRJ&~qw zOTPaMA72vnxw_<+bx_;we&RG=F6sa7_g%;(Vb7(=(SE;3~9>w9*zFA}dm zyY~Y5h>ih*wU6yzVfLp{#5iIpHn!t!>^PAU1PB5I0fGQQfFM8+AP5iy2m%BFf&f8) zAV3fx2oMAa0t5kq06~BtKoB4Z5CjMU1Ob8oL4Y7Y5FiK;1PB5I0fNAfB4EaJ+-$lw G|NjGf<8+Y# literal 0 HcmV?d00001 diff --git a/RandomBird/run.py b/Roy/run.py similarity index 100% rename from RandomBird/run.py rename to Roy/run.py From 5d36d50a6b3c372fa070ce0ac785d7877da2b256 Mon Sep 17 00:00:00 2001 From: amedee-roy Date: Sun, 11 Mar 2018 16:53:45 +0100 Subject: [PATCH 2/2] sarsa commit --- .../Flappy - Comments-checkpoint.ipynb | 408 ++++++++++++++++++ .../Untitled-checkpoint.ipynb | 6 + Roy/Flappy - Comments.ipynb | 136 +++--- Roy/FlappyAgent.py | 10 +- 4 files changed, 481 insertions(+), 79 deletions(-) create mode 100644 Roy/.ipynb_checkpoints/Flappy - Comments-checkpoint.ipynb create mode 100644 Roy/.ipynb_checkpoints/Untitled-checkpoint.ipynb diff --git a/Roy/.ipynb_checkpoints/Flappy - Comments-checkpoint.ipynb b/Roy/.ipynb_checkpoints/Flappy - Comments-checkpoint.ipynb new file mode 100644 index 0000000..ada11d1 --- /dev/null +++ b/Roy/.ipynb_checkpoints/Flappy - Comments-checkpoint.ipynb @@ -0,0 +1,408 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# RL challenge\n", + "\n", + "Your challenge is to learn to play [Flappy Bird](https://en.wikipedia.org/wiki/Flappy_Bird)!\n", + "\n", + "Flappybird is a side-scrolling game where the agent must successfully nagivate through gaps between pipes. Only two actions in this game: at each time step, either you click and the bird flaps, or you don't click and gravity plays its role.\n", + "\n", + "\n", + "## Step 1 : FlappyAgentManual & FlappyAgentEasy\n", + "\n", + "\n", + "To begin with this Flappy Challenge, I decided to develop two very easy functions in order to understand the kind of trajectories that may help Flappy to win his challenge. We have:\n", + "\n", + "* FlappyAgentManual : it is only a function that allow you to play Flappy Bird. You should press a key of your keyboard to make the bird flap. This function allow you to play Flappy and to decide the trajectory of the bird.\n", + "\n", + "* FlappyAgentEasy : it is a completely deterministic function. It is not interesting for Reinforcment Learning but it is a first function that uses state variables to help Flappy to fly.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from ple.games.flappybird import FlappyBird\n", + "from ple import PLE\n", + "import pygame\n", + "import numpy as np\n", + "import pickle" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# first policies\n", + "\n", + "def FlappyAgentManual(state, screen):\n", + " action = None\n", + " events = pygame.event.get()\n", + " for event in events:\n", + " print(event)\n", + " if event.type == pygame.KEYUP:\n", + " action = 119\n", + " return action\n", + "\n", + "def FlappyAgentEasy(state, screen):\n", + " if state['player_y'] > state['next_pipe_bottom_y'] - 50:\n", + " action = 119\n", + " else:\n", + " action = None\n", + " return action" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "# run.py\n", + "game = FlappyBird()\n", + "p = PLE(game, fps=30, frame_skip=1, num_steps=1, force_fps=True, display_screen=True)\n", + "\n", + "p.init()\n", + "reward = 0.0\n", + "\n", + "nb_games = 1\n", + "nb_data = 200\n", + "cumulated = np.zeros((nb_games))\n", + "\n", + "\n", + "next_pipe_bottom_y = np.array(range(nb_data))\n", + "player_vel = np.array(range(nb_data))\n", + "player_y = np.array(range(nb_data))\n", + "next_pipe_dist_to_player = np.array(range(nb_data))\n", + "count = 0\n", + "for i in range(nb_games):\n", + " p.reset_game()\n", + " \n", + " while(not p.game_over()):\n", + " state = game.getGameState()\n", + " screen = p.getScreenRGB()\n", + " action=FlappyAgentEasy(state, screen) \n", + " reward = p.act(action)\n", + " cumulated[i] = cumulated[i] + reward\n", + " if count <= nb_data-1:\n", + " next_pipe_bottom_y[count] = state['next_pipe_bottom_y']\n", + " player_vel[count] = state['player_vel']\n", + " player_y[count] = state['player_y']\n", + " next_pipe_dist_to_player[count] = state['next_pipe_dist_to_player']\n", + " print(action, reward)\n", + " count = count +1\n", + "\n", + "average_score = np.mean(cumulated)\n", + "max_score = np.max(cumulated)\n", + "\n", + "print(average_score)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(player_y)\n", + "print(player_vel)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As you can see, the previous code allow to begin a game and to read the values of the state of the game at every moment of the game. Through this pre-study, we can read the value that may take every variable such as **player_y**, **player_vel**, **next_pipe_bottom_y**, **next_pipe_dist_to_player** and the **reward**\n", + "\n", + "\n", + "## FlappyAgentSarsa\n", + "\n", + "Since we know the values, the next step of the challenge was to simplify the number of possible states in order to reduce the size of the space we want to explore afterwards. We define then a vector for each variable that goes from the min to the max values with a specific resolution. At the beginning we worked with around 20 possible values for each variables. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# grid definition\n", + "resolution = 20\n", + "next_pipe_bottom_y = np.array(range(0,400,resolution))\n", + "player_vel = np.array(range(-10,10, 2))\n", + "player_y = np.array(range(0,400,resolution))\n", + "next_pipe_dist_to_player = np.array(range(0,300,resolution))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then we decided to write the code of a Sarsa($\\lambda$) algorithm. The writing of the code is quite easy, all the difficulty for the next step lies in choosing good parameters. A first idea was to take random parameters and to compare the learning converge ratio of the sarsa algorithme on the first 100 games to detect the best parameters. After different tries, here are the values I choosed and why.\n", + "\n", + "* **$\\alpha$ = 0.1 :** I tried the value of the RL notebook at the begining $\\alpha$ = 0.01. This parameter correponds to the compromise between the speed of convergence and the accuracy of convergence. But with $\\alpha$ = 0.01 I had no improvement on the first 100 games, that's why I decided to increase it until $\\alpha$ = 0.1.\n", + "* **$\\gamma$ = 0.9:** It corresponds to factor of the discounted reward. It guarantees the convergence of the reward model. So we want it to be quite close to 1. I used the same value than in the course\n", + "* **$\\lambda$ = 0.9:** It is the parameter of the eligibility trace. It corresponds approximately to the number of step that we want to memorize. A state seen n steps ago will have a weight $\\lambda^n (1-\\lambda)$. I wanted this weight to be approximately 0.01 after 10 states, so I chose $\\lambda$ = 0.9\n", + "* **$\\epsilon$ = 0.05:** We want a random action that allow us to sometimes go through the first pipe. That's why 0.05 is a relevant solution." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# parameter definition\n", + "gamma = 0.9\n", + "alpha = 0.1\n", + "epsilon = 1\n", + "lbd = 0.9\n", + "\n", + "# initialize matrix Q and eligibility\n", + "Q = np.zeros((len(player_y), len(next_pipe_bottom_y), len(player_vel), len(next_pipe_dist_to_player) ,2))\n", + "eligibility = np.zeros((len(player_y), len(next_pipe_bottom_y), len(player_vel), len(next_pipe_dist_to_player)))\n", + "\n", + "n = 100000 ##nb de parties utilisées" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Other things to make our algorithm converge faster:\n", + "\n", + "* **Reward shaping:** I decided to reshape the reward. (see function RewardShape). The idea is to make the loss worst when Flappy is really far from going through the pipe. That's why I used a reward that is -1000 multiplied to the distance between flappy when he dies and the middle of the hole he should have gone through.\n", + "* **Context dependent exploration:** The idea is to reduce the value of epsilon with time to reduce the frequency of random action. It allows us to see Flappy's progression. However to keep exploring new states the reducing of epsilon is really slow: I divided epsilon by 1.1 every 1000 games" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# convert boolean to Action\n", + "def ToAction(a):\n", + " if a:\n", + " action = 119\n", + " else:\n", + " action = None\n", + " return action\n", + "\n", + "# reward shaping\n", + "def RewardShape(reward):\n", + " reward_ = reward\n", + " if reward == 1:\n", + " reward_ = 100\n", + " if reward == -5:\n", + " state_end = game.getGameState()\n", + " reward_ = -1000 * abs(state_new['player_y'] - (state_new['next_pipe_top_y']+state_new['next_pipe_bottom_y'])/2)\n", + " return reward_\n", + "\n", + "def epsilon_greedy(Q, i,j,k, l, epsilon, state):\n", + " a = np.argmax(Q[i][j][k][l][:])\n", + " if(np.random.rand()<=epsilon): # random action\n", + " if np.random.rand()<= 0.05:\n", + " a = 1-a\n", + " return a" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "## TRAINING GAME\n", + "cumulated = np.zeros((100))\n", + "count = 0\n", + "\n", + "game = FlappyBird()\n", + "p = PLE(game, fps=30, frame_skip=1, num_steps=1, force_fps=True, display_screen=True)\n", + "\n", + "for kk in range(1,n):\n", + " if ((kk+1)%1000==0):\n", + " epsilon = epsilon/1.1\n", + " if ((kk+1)%100 == 0):\n", + " print('Moyenne sur les 100 derniers jeux:')\n", + " print((5 + np.mean(cumulated)))\n", + " cumulated = np.zeros((100))\n", + " count = 0\n", + " p.init()\n", + " reward = 0.0\n", + " p.reset_game()\n", + " state = game.getGameState()\n", + " screen = p.getScreenRGB()\n", + " i = np.argmin(abs(player_y - state['player_y']))\n", + " j = np.argmin(abs(next_pipe_bottom_y - state['next_pipe_bottom_y']))\n", + " k = np.argmin(abs(player_vel - state['player_vel']))\n", + " l = np.argmin(abs(next_pipe_dist_to_player - state['next_pipe_dist_to_player']))\n", + " a = epsilon_greedy(Q, i, j, k, l, epsilon, state)\n", + " \n", + " \n", + " while(not p.game_over()):\n", + " # observe r, s and s' \n", + " reward = p.act(ToAction(a))\n", + " reward_ = RewardShape(reward)\n", + " state_new = game.getGameState()\n", + " screen_new = p.getScreenRGB()\n", + " i_new = np.argmin(abs(player_y - state_new['player_y']))\n", + " j_new = np.argmin(abs(next_pipe_bottom_y - state_new['next_pipe_bottom_y']))\n", + " k_new = np.argmin(abs(player_vel - state_new['player_vel']))\n", + " l_new = np.argmin(abs(next_pipe_dist_to_player - state_new['next_pipe_dist_to_player']))\n", + " aa = epsilon_greedy(Q, i_new, j_new, k_new, l_new, epsilon, state_new)\n", + " \n", + " eligibility = gamma * lbd * eligibility\n", + " eligibility[i][j][k][l] = 1\n", + " delta = reward_ + gamma*Q[i_new][j_new][k_new][l_new][aa] - Q[i][j][k][l][a] \n", + " Q[i][j][k][l][a] = Q[i][j][k][l][a] + alpha * eligibility[i][j][k][l]* delta\n", + " \n", + "\n", + " i = i_new\n", + " j = j_new\n", + " k = k_new \n", + " l = l_new\n", + " a = aa\n", + " \n", + " cumulated[count] = cumulated[count] + reward\n", + " count += 1\n", + "Q\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once Q is computed, we saved it in a python file. So next time, we'll just have to import the matrix we defined the policy below:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "## SAVE\n", + "#with open('Qsarsa', 'wb') as f:\n", + "# pickle.dump(Q,f)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def QToPolicy(Q):\n", + " pi = np.zeros((len(player_y), len(next_pipe_bottom_y), len(player_vel), len(next_pipe_dist_to_player)))\n", + " for i in range(len(player_y)):\n", + " for j in range(len(next_pipe_bottom_y)):\n", + " for k in range(len(player_vel)):\n", + " for l in range(len(next_pipe_dist_to_player)):\n", + " pi[i][j][k][l] = np.argmax(Q[i][j][k][l][:])\n", + " return pi\n", + "\n", + "def FlappyAgentSarsa(state, screen):\n", + " \n", + " # determine state\n", + " i = np.argmin(abs(player_y - state['player_y']))\n", + " j = np.argmin(abs(next_pipe_bottom_y - state['next_pipe_bottom_y']))\n", + " k = np.argmin(abs(player_vel - state['player_vel']))\n", + " l = np.argmin(abs(next_pipe_dist_to_player - state['next_pipe_dist_to_player']))\n", + " \n", + " action = ToAction(Pisarsa[i][j][k][l])\n", + " return action\n", + "\n", + "file = open(\"Qsarsa\",'rb')\n", + "Qsarsa = pickle.load(file)\n", + "Pisarsa = QToPolicy(Qsarsa)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# run.py\n", + "\n", + "game = FlappyBird()\n", + "p = PLE(game, fps=30, frame_skip=1, num_steps=1, force_fps=True, display_screen=True)\n", + "\n", + "p.init()\n", + "reward = 0.0\n", + "\n", + "nb_games = 100\n", + "cumulated = np.zeros((nb_games))\n", + "\n", + "for i in range(nb_games):\n", + " p.reset_game()\n", + " \n", + " while(not p.game_over()):\n", + " state = game.getGameState()\n", + " screen = p.getScreenRGB()\n", + " action=FlappyAgentSarsa(state, screen)\n", + " \n", + " reward = p.act(action)\n", + " cumulated[i] = cumulated[i] + reward\n", + "\n", + "average_score = np.mean(cumulated)\n", + "max_score = np.max(cumulated)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "print(average_score)\n", + "print(max_score)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda root]", + "language": "python", + "name": "conda-root-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Roy/.ipynb_checkpoints/Untitled-checkpoint.ipynb b/Roy/.ipynb_checkpoints/Untitled-checkpoint.ipynb new file mode 100644 index 0000000..2fd6442 --- /dev/null +++ b/Roy/.ipynb_checkpoints/Untitled-checkpoint.ipynb @@ -0,0 +1,6 @@ +{ + "cells": [], + "metadata": {}, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Roy/Flappy - Comments.ipynb b/Roy/Flappy - Comments.ipynb index 2b27210..ada11d1 100644 --- a/Roy/Flappy - Comments.ipynb +++ b/Roy/Flappy - Comments.ipynb @@ -14,7 +14,7 @@ "## Step 1 : FlappyAgentManual & FlappyAgentEasy\n", "\n", "\n", - "To begin with this Flappy Challenge, I decided to develop two very easy functions in order to understand the kind of trajectories that may make the Flappy win his challenge. We have:\n", + "To begin with this Flappy Challenge, I decided to develop two very easy functions in order to understand the kind of trajectories that may help Flappy to win his challenge. We have:\n", "\n", "* FlappyAgentManual : it is only a function that allow you to play Flappy Bird. You should press a key of your keyboard to make the bird flap. This function allow you to play Flappy and to decide the trajectory of the bird.\n", "\n", @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -36,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "collapsed": true }, @@ -123,7 +123,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "As you can see, the previous code allow to begin a game and to read the values of the state of the game at every moment of the game. Through this pre-study, we can read the value that may take every variable such as **player_y**, **player_vel** or the **reward**\n", + "As you can see, the previous code allow to begin a game and to read the values of the state of the game at every moment of the game. Through this pre-study, we can read the value that may take every variable such as **player_y**, **player_vel**, **next_pipe_bottom_y**, **next_pipe_dist_to_player** and the **reward**\n", "\n", "\n", "## FlappyAgentSarsa\n", @@ -133,7 +133,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "collapsed": true }, @@ -151,26 +151,48 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Then we decided to write the code of a Sarsa($\\lambda$ ) algorithm. The writing of the code is quite easy, all the difficulty for the next step lies in choosing good parameters. A first idea was to take random parameters and to compare the learning converge ratio of the sarsa algorithme on the first 100 games to detect the best parameters. However my computer is quite slow so this method was too long. Here is the values I choosed and why.\n", - "\n", - "* **Resolution of the grid :**\n", - "* **$\\alpha$ = 0.1 :** I tried the value of the RL notebook at the begining (0.01). This parameter correponds to the compromise between the speed of convergence and the accuracy of convergence. That's why I decided to increase it until we could see improvement on the first 100 games.\n", - "* **$\\gamma$ = 0.9:** It corresponds to factor of the discounted reward. It guarantees the convergemce of the reward model. So we want it tombe quite close to 1.\n", - "* **$\\lambda$ = 0.9:** It corresponds\n", - "* **$\\epsilon$ = 0.05:**\n", + "Then we decided to write the code of a Sarsa($\\lambda$) algorithm. The writing of the code is quite easy, all the difficulty for the next step lies in choosing good parameters. A first idea was to take random parameters and to compare the learning converge ratio of the sarsa algorithme on the first 100 games to detect the best parameters. After different tries, here are the values I choosed and why.\n", "\n", + "* **$\\alpha$ = 0.1 :** I tried the value of the RL notebook at the begining $\\alpha$ = 0.01. This parameter correponds to the compromise between the speed of convergence and the accuracy of convergence. But with $\\alpha$ = 0.01 I had no improvement on the first 100 games, that's why I decided to increase it until $\\alpha$ = 0.1.\n", + "* **$\\gamma$ = 0.9:** It corresponds to factor of the discounted reward. It guarantees the convergence of the reward model. So we want it to be quite close to 1. I used the same value than in the course\n", + "* **$\\lambda$ = 0.9:** It is the parameter of the eligibility trace. It corresponds approximately to the number of step that we want to memorize. A state seen n steps ago will have a weight $\\lambda^n (1-\\lambda)$. I wanted this weight to be approximately 0.01 after 10 states, so I chose $\\lambda$ = 0.9\n", + "* **$\\epsilon$ = 0.05:** We want a random action that allow us to sometimes go through the first pipe. That's why 0.05 is a relevant solution." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# parameter definition\n", + "gamma = 0.9\n", + "alpha = 0.1\n", + "epsilon = 1\n", + "lbd = 0.9\n", "\n", + "# initialize matrix Q and eligibility\n", + "Q = np.zeros((len(player_y), len(next_pipe_bottom_y), len(player_vel), len(next_pipe_dist_to_player) ,2))\n", + "eligibility = np.zeros((len(player_y), len(next_pipe_bottom_y), len(player_vel), len(next_pipe_dist_to_player)))\n", "\n", + "n = 100000 ##nb de parties utilisées" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "Other things to make our algorithm converge faster:\n", "\n", - "* **Heuristic initialisation on Q:** We used the easy policy (using difference between player_y and next_pipe_bottom_y)\n", - "* **Reward shaping:** Make more important to lose. And different type of losing.\n", - "* **Context dependent exploration:** Reducing the value of epsilon with time" + "* **Reward shaping:** I decided to reshape the reward. (see function RewardShape). The idea is to make the loss worst when Flappy is really far from going through the pipe. That's why I used a reward that is -1000 multiplied to the distance between flappy when he dies and the middle of the hole he should have gone through.\n", + "* **Context dependent exploration:** The idea is to reduce the value of epsilon with time to reduce the frequency of random action. It allows us to see Flappy's progression. However to keep exploring new states the reducing of epsilon is really slow: I divided epsilon by 1.1 every 1000 games" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "collapsed": true }, @@ -186,6 +208,7 @@ "\n", "# reward shaping\n", "def RewardShape(reward):\n", + " reward_ = reward\n", " if reward == 1:\n", " reward_ = 100\n", " if reward == -5:\n", @@ -196,10 +219,6 @@ "def epsilon_greedy(Q, i,j,k, l, epsilon, state):\n", " a = np.argmax(Q[i][j][k][l][:])\n", " if(np.random.rand()<=epsilon): # random action\n", - "#if state['player_y'] > state['next_pipe_bottom_y'] - 50:\n", - "# a = 1\n", - "# else:\n", - "# a = 0\n", " if np.random.rand()<= 0.05:\n", " a = 1-a\n", " return a" @@ -207,43 +226,9 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# parameter definition\n", - "gamma = 0.9\n", - "alpha = 0.1\n", - "epsilon = 0.1\n", - "lbd = 0.9\n", - "\n", - "# initialize matrix Q and eligibility\n", - "Q = np.zeros((len(player_y), len(next_pipe_bottom_y), len(player_vel), len(next_pipe_dist_to_player) ,2))\n", - "eligibility = np.zeros((len(player_y), len(next_pipe_bottom_y), len(player_vel), len(next_pipe_dist_to_player)))\n", - "\n", - "n = 100000 ##nb de parties utilisées" - ] - }, - { - "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "ename": "UnboundLocalError", - "evalue": "local variable 'reward_' referenced before assignment", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mUnboundLocalError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 29\u001b[0m \u001b[0;31m# observe r, s and s'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 30\u001b[0m \u001b[0mreward\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mact\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mToAction\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 31\u001b[0;31m \u001b[0mreward_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mRewardShape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreward\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 32\u001b[0m \u001b[0mstate_new\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgame\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetGameState\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 33\u001b[0m \u001b[0mscreen_new\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetScreenRGB\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36mRewardShape\u001b[0;34m(reward)\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0mstate_end\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgame\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetGameState\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0mreward_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1000\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mabs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstate_new\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'player_y'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mstate_new\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'next_pipe_top_y'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstate_new\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'next_pipe_bottom_y'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 16\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mreward_\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 17\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 18\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mepsilon_greedy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mQ\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mj\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ml\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepsilon\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstate\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mUnboundLocalError\u001b[0m: local variable 'reward_' referenced before assignment" - ] - } - ], + "outputs": [], "source": [ "## TRAINING GAME\n", "cumulated = np.zeros((100))\n", @@ -302,27 +287,31 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "## SAVE\n", - "with open('Qsarsa', 'wb') as f:\n", - " pickle.dump(Q,f)" + "Once Q is computed, we saved it in a python file. So next time, we'll just have to import the matrix we defined the policy below:" ] }, { - "cell_type": "markdown", - "metadata": {}, + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], "source": [ - "Once Q is computed, we saved it in a python file. So next time, we'll just have to import the matrix we defined the policy below:" + "## SAVE\n", + "#with open('Qsarsa', 'wb') as f:\n", + "# pickle.dump(Q,f)" ] }, { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "def QToPolicy(Q):\n", @@ -359,7 +348,7 @@ "# run.py\n", "\n", "game = FlappyBird()\n", - "p = PLE(game, fps=30, frame_skip=1, num_steps=1, force_fps=False, display_screen=True)\n", + "p = PLE(game, fps=30, frame_skip=1, num_steps=1, force_fps=True, display_screen=True)\n", "\n", "p.init()\n", "reward = 0.0\n", @@ -385,21 +374,14 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "print(average_score)\n", "print(max_score)" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Finally with the parameters that we show before, we managed to learn better than 15. We could improve by changing parameters, but it is quite long and we'll have more challenge in developping a more complex algorithm.\n", - "\n", - "## FlappyAgentNN" - ] } ], "metadata": { diff --git a/Roy/FlappyAgent.py b/Roy/FlappyAgent.py index 142bb88..a36d501 100644 --- a/Roy/FlappyAgent.py +++ b/Roy/FlappyAgent.py @@ -1,3 +1,4 @@ +import pickle import numpy as np # grid definition @@ -7,8 +8,13 @@ player_y = np.array(range(0,400,resolution)) next_pipe_dist_to_player = np.array(range(0,300,resolution)) -with open('Qsarsa', 'wb') as f: - pickle.dump(Q,f) +# convert boolean to Action +def ToAction(a): + if a: + action = 119 + else: + action = None + return action def QToPolicy(Q): pi = np.zeros((len(player_y), len(next_pipe_bottom_y), len(player_vel), len(next_pipe_dist_to_player)))