From b2c5f004ad66d7cd931f3af8b0c71d60a3261773 Mon Sep 17 00:00:00 2001 From: cning Date: Sun, 16 Oct 2016 03:03:43 +0800 Subject: [PATCH 1/7] Add files via upload --- HW2_Policy_Gradient.ipynb | 347 ++++++++++++++++++++++++++++++++++++++ HW2_Policy_Gradient.py | 133 +++++++++++++++ avg_rets_1.npy | Bin 0 -> 480 bytes avg_rets_2.npy | Bin 0 -> 480 bytes avg_rets_200_1.npy | Bin 0 -> 1680 bytes avg_rets_200_2.npy | Bin 0 -> 1680 bytes avg_rets_200_3.npy | Bin 0 -> 1680 bytes avg_rets_3.npy | Bin 0 -> 480 bytes avg_rets_nb_1.npy | Bin 0 -> 480 bytes avg_rets_nb_2.npy | Bin 0 -> 480 bytes avg_rets_nb_200_1.npy | Bin 0 -> 1680 bytes avg_rets_nb_200_2.npy | Bin 0 -> 1680 bytes avg_rets_nb_200_3.npy | Bin 0 -> 1680 bytes avg_rets_nb_3.npy | Bin 0 -> 480 bytes p5plot.py | 73 ++++++++ r200_piles.png | Bin 0 -> 92982 bytes r200_with_baseline.png | Bin 0 -> 47931 bytes r200_without_baseline.png | Bin 0 -> 84582 bytes r50_piles.png | Bin 0 -> 96004 bytes r50_with_baseline.png | Bin 0 -> 58266 bytes r50_without_baseline.png | Bin 0 -> 75360 bytes test | 4 + 22 files changed, 557 insertions(+) create mode 100644 HW2_Policy_Gradient.ipynb create mode 100644 HW2_Policy_Gradient.py create mode 100644 avg_rets_1.npy create mode 100644 avg_rets_2.npy create mode 100644 avg_rets_200_1.npy create mode 100644 avg_rets_200_2.npy create mode 100644 avg_rets_200_3.npy create mode 100644 avg_rets_3.npy create mode 100644 avg_rets_nb_1.npy create mode 100644 avg_rets_nb_2.npy create mode 100644 avg_rets_nb_200_1.npy create mode 100644 avg_rets_nb_200_2.npy create mode 100644 avg_rets_nb_200_3.npy create mode 100644 avg_rets_nb_3.npy create mode 100644 p5plot.py create mode 100644 r200_piles.png create mode 100644 r200_with_baseline.png create mode 100644 r200_without_baseline.png create mode 100644 r50_piles.png create mode 100644 r50_with_baseline.png create mode 100644 r50_without_baseline.png create mode 100644 test diff --git a/HW2_Policy_Gradient.ipynb b/HW2_Policy_Gradient.ipynb new file mode 100644 index 0000000..fbd2011 --- /dev/null +++ b/HW2_Policy_Gradient.ipynb @@ -0,0 +1,347 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Automatically reload changes to external code\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this assignment, you will solve a classic control problem - CartPole using policy gradient methods.\n", + "\n", + "First, you will implement the \"vanilla\" policy gradient method, i.e., a method that repeatedly computes **unbiased** estimates $\\hat{g}$ of $\\nabla_{\\theta} E[\\sum_t r_t]$ and takes gradient ascent steps $\\theta \\rightarrow \\theta + \\epsilon \\hat{g}$ so as to increase the total rewards collected in each episode. To make sure our code can solve multiple MDPs with different policy parameterizations, provided code follows an OOP manner and represents MDP and Policy as classes.\n", + "\n", + "The following code constructs an instance of the MDP using OpenAI gym." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "ename": "ImportError", + "evalue": "No module named 'gym'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mgym\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mtensorflow\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mtf\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mpolicy_gradient\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mutil\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mpolicy_gradient\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpolicy\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mCategoricalPolicy\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mImportError\u001b[0m: No module named 'gym'" + ] + } + ], + "source": [ + "import gym\n", + "import tensorflow as tf\n", + "import numpy as np\n", + "from policy_gradient import util\n", + "from policy_gradient.policy import CategoricalPolicy\n", + "from policy_gradient.baselines.linear_feature_baseline import LinearFeatureBaseline\n", + "\n", + "np.random.seed(0)\n", + "tf.set_random_seed(0)\n", + "\n", + "# CartPole-v0 is a MDP with finite state and action space. \n", + "# In this environment, A pendulum is attached by an un-actuated joint to a cart, \n", + "# and the goal is to prevent it from falling over. You can apply a force of +1 or -1 to the cart.\n", + "# A reward of +1 is provided for every timestep that the pendulum remains upright. \n", + "# To visualize CartPole-v0, please see https://gym.openai.com/envs/CartPole-v0\n", + "\n", + "env = gym.make('CartPole-v0')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Problem 1: construct a neural network to represent policy\n", + "\n", + "Make sure you know how to construct neural network using tensorflow.\n", + "\n", + "1. Open **homework2/policy_gradient/policy.py**.\n", + "2. Follow the instruction of Problem 1." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Problem 2: compute the surrogate loss\n", + "\n", + "If there are $N$ episodes in an iteration, then for $i$ th episode we define $R_t^i = \\sum_{{t^′}=t}^T \\gamma^{{t^′}-t}r(s_{t^′}, a_{t^′})$ as the accumulated discounted rewards from timestep $t$ to the end of that episode, where $\\gamma$ is the discount rate.\n", + "\n", + "The pseudocode for the REINFORCE algorithm is as below:\n", + "\n", + "1. Initialize policy $\\pi$ with parameter $\\theta_1$.\n", + "2. For iteration $k = 1, 2, ...$:\n", + " * Sample N episodes $\\tau_1, \\tau_2, ..., \\tau_N$ under the current policy $\\theta_k$, where $\\tau_i =(s_i^t,a_i^t,R_i^t)_{t=0}^{T−1}$. Note that the last state is dropped since no action is taken after observing the last state.\n", + " * Compute the empirical policy gradient using formula: $$\\hat{g} = E_{\\pi_\\theta}[\\nabla_{\\theta} log\\pi_\\theta(a_t^i | s_t^i) R_t^i]$$\n", + " * Take a gradient step: $\\theta_{k+1} = \\theta_k + \\epsilon \\hat{g}$.\n", + " \n", + " \n", + "Note that we can transform the policy gradient formula as\n", + "\n", + "$$\\hat{g} = \\nabla_{\\theta} \\frac{1}{(NT)}(\\sum_{i=1}^N \\sum_{t=0}^T log\\pi_\\theta(a_t^i | s_t^i) R_t^i)$$\n", + "\n", + "and $L(\\theta) = \\frac{1}{(NT)}(\\sum_{i=1}^N \\sum_{t=0}^T log\\pi_\\theta(a_t^i | s_t^i) R_t^i)$ is called the surrogate loss. \n", + "\n", + "We can first construct the computation graph for $L(\\theta)$, and then take its gradient as the empirical policy gradient.\n", + "\n", + "\n", + "1. Open **homework2/policy_gradient/policy.py**.\n", + "2. Follow the instruction of Problem 2." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "sess = tf.Session()\n", + "\n", + "# Construct a neural network to represent policy which maps observed state to action. \n", + "in_dim = util.flatten_space(env.observation_space)\n", + "out_dim = util.flatten_space(env.action_space)\n", + "hidden_dim = 8\n", + "\n", + "opt = tf.train.AdamOptimizer(learning_rate=0.01)\n", + "policy = CategoricalPolicy(in_dim, out_dim, hidden_dim, opt, sess)\n", + "\n", + "sess.run(tf.initialize_all_variables())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Problem 3\n", + "\n", + "Implement a function that computes the accumulated discounted rewards of each timestep _t_ from _t_ to the end of the episode.\n", + "\n", + "For example:\n", + "\n", + "```python\n", + "rewards = [1, 1, 1]\n", + "discount_rate = 0.99\n", + "util.discount_cumsum(rewards, discount_rate)\n", + "```\n", + "\n", + "should return:\n", + "\n", + "`array([ 2.9701, 1.99 , 1. ])`\n", + "\n", + "1. Open **homework/policy_gradient/util.py**.\n", + "2. Implement the commented function." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Problem 4\n", + "\n", + "Use baseline to reduce the variance of our gradient estimate.\n", + "\n", + "1. Fill in the function `process_paths` of class `PolicyOptimizer` below." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "class PolicyOptimizer(object):\n", + " def __init__(self, env, policy, baseline, n_iter, n_episode, path_length,\n", + " discount_rate=.99):\n", + "\n", + " self.policy = policy\n", + " self.baseline = baseline\n", + " self.env = env\n", + " self.n_iter = n_iter\n", + " self.n_episode = n_episode\n", + " self.path_length = path_length\n", + " self.discount_rate = discount_rate\n", + "\n", + " def sample_path(self):\n", + " obs = []\n", + " actions = []\n", + " rewards = []\n", + " ob = self.env.reset()\n", + "\n", + " for _ in range(self.path_length):\n", + " a = self.policy.act(ob.reshape(1, -1))\n", + " next_ob, r, done, _ = self.env.step(a)\n", + " obs.append(ob)\n", + " actions.append(a)\n", + " rewards.append(r)\n", + " ob = next_ob\n", + " if done:\n", + " break\n", + "\n", + " return dict(\n", + " observations=np.array(obs),\n", + " actions=np.array(actions),\n", + " rewards=np.array(rewards),\n", + " )\n", + "\n", + " def process_paths(self, paths):\n", + " for p in paths:\n", + " if self.baseline != None:\n", + " b = self.baseline.predict(p)\n", + " else:\n", + " b = 0\n", + " \n", + " # `p[\"rewards\"]` is a matrix contains the rewards of each timestep in a sample path\n", + " r = util.discount_cumsum(p[\"rewards\"], self.discount_rate)\n", + " \n", + " \"\"\"\n", + " Problem 4:\n", + "\n", + " 1. Variable `b` is the reward predicted by our baseline\n", + " 2. Use it to reduce variance and then assign the result to the variable `a`\n", + "\n", + " Sample solution should be only 1 line.\n", + " \"\"\"\n", + " # YOUR CODE HERE >>>>>>\n", + " # a = ???\n", + " # <<<<<<<<\n", + "\n", + " p[\"returns\"] = r\n", + " p[\"baselines\"] = b\n", + " p[\"advantages\"] = (a - a.mean()) / (a.std() + 1e-8) # normalize\n", + "\n", + " obs = np.concatenate([ p[\"observations\"] for p in paths ])\n", + " actions = np.concatenate([ p[\"actions\"] for p in paths ])\n", + " rewards = np.concatenate([ p[\"rewards\"] for p in paths ])\n", + " advantages = np.concatenate([ p[\"advantages\"] for p in paths ])\n", + "\n", + " return dict(\n", + " observations=obs,\n", + " actions=actions,\n", + " rewards=rewards,\n", + " advantages=advantages,\n", + " )\n", + "\n", + " def train(self):\n", + " for i in range(1, self.n_iter + 1):\n", + " paths = []\n", + " for _ in range(self.n_episode):\n", + " paths.append(self.sample_path())\n", + " data = self.process_paths(paths)\n", + " loss = self.policy.train(data[\"observations\"], data[\"actions\"], data[\"advantages\"])\n", + " avg_return = np.mean([sum(p[\"rewards\"]) for p in paths])\n", + " print(\"Iteration {}: Average Return = {}\".format(i, avg_return))\n", + " \n", + " # CartPole-v0 defines \"solving\" as getting average reward of 195.0 over 100 consecutive trials.\n", + " if avg_return >= 195:\n", + " print(\"Solve at {} iterations, which equals {} episodes.\".format(i, i*100))\n", + " break\n", + "\n", + " if self.baseline != None:\n", + " self.baseline.fit(paths)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "n_iter = 200\n", + "n_episode = 100\n", + "path_length = 200\n", + "discount_rate = 0.99\n", + "baseline = LinearFeatureBaseline(env.spec)\n", + "\n", + "po = PolicyOptimizer(env, policy, baseline, n_iter, n_episode, path_length,\n", + " discount_rate)\n", + "\n", + "# Train the policy optimizer\n", + "po.train()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Verify your solutions\n", + "\n", + "if you solve the problems 1~4 correctly, your will solve CartPole with roughly ~ 80 iterations." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Problem 5\n", + "Replacing line \n", + "\n", + "`baseline = LinearFeatureBaseline(env.spec)` \n", + "\n", + "with \n", + "\n", + "`baseline = None`\n", + "\n", + "can remove the baseline.\n", + "\n", + "Modify the code to compare the variance and performance before and after adding baseline.\n", + "Then, write a report about your findings. (with figures is better)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Problem 6\n", + "\n", + "In function process_paths of class `PolicyOptimizer`, why we need to normalize the advantages? i.e., what's the usage of this line:\n", + "\n", + "`p[\"advantages\"] = (a - a.mean()) / (a.std() + 1e-8)`\n", + "\n", + "Include the answer in your report." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.3+" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/HW2_Policy_Gradient.py b/HW2_Policy_Gradient.py new file mode 100644 index 0000000..c3beff8 --- /dev/null +++ b/HW2_Policy_Gradient.py @@ -0,0 +1,133 @@ +# coding: utf-8 +import gym +import tensorflow as tf +import numpy as np +from policy_gradient import util +from policy_gradient.policy import CategoricalPolicy +from policy_gradient.baselines.linear_feature_baseline import LinearFeatureBaseline + +np.random.seed(0) +tf.set_random_seed(0) + +# To visualize CartPole-v0, please see https://gym.openai.com/envs/CartPole-v0 +# actions: a force of +1 or -1 to the cart +# rewards: +1 if not fallen every timestep + +env = gym.make('CartPole-v0') + +sess = tf.Session() + +in_dim = util.flatten_space(env.observation_space) +out_dim = util.flatten_space(env.action_space) +hidden_dim = 8 + +opt = tf.train.AdamOptimizer(learning_rate=0.01) +policy = CategoricalPolicy(in_dim, out_dim, hidden_dim, opt, sess) + +sess.run(tf.initialize_all_variables()) +avg_rets = [] + +class PolicyOptimizer(object): + def __init__(self, env, policy, baseline, n_iter, n_episode, path_length, discount_rate=.99): + self.policy = policy + self.baseline = baseline + self.env = env + self.n_iter = n_iter + self.n_episode = n_episode + self.path_length = path_length + self.discount_rate = discount_rate + + def sample_path(self): + obs = [] + actions = [] + rewards = [] + ob = self.env.reset() + + for _ in range(self.path_length): + a = self.policy.act(ob.reshape(1, -1)) + next_ob, r, done, _ = self.env.step(a) + obs.append(ob) + actions.append(a) + rewards.append(r) + ob = next_ob + if done: + break + + return dict( + observations=np.array(obs), + actions=np.array(actions), + rewards=np.array(rewards), + ) + + def process_paths(self, paths): + for p in paths: + if self.baseline != None: + b = self.baseline.predict(p) + else: + b = 0 + + r = util.discount_cumsum(p["rewards"], self.discount_rate) + a = np.array(r)-b + + p["returns"] = r + p["baselines"] = b + p["advantages"] = (a - a.mean()) / (a.std() + 1e-8) # normalize + + obs = np.concatenate([ p["observations"] for p in paths ]) + actions = np.concatenate([ p["actions"] for p in paths ]) + rewards = np.concatenate([ p["rewards"] for p in paths ]) + advantages = np.concatenate([ p["advantages"] for p in paths ]) + + return dict( + observations=obs, + actions=actions, + rewards=rewards, + advantages=advantages, + ) + + def train(self): + global avg_rets + for i in range(1, self.n_iter + 1): + paths = [] + for _ in range(self.n_episode): + paths.append(self.sample_path()) + data = self.process_paths(paths) + loss = self.policy.train(data["observations"], data["actions"], data["advantages"]) + avg_return = np.mean([sum(p["rewards"]) for p in paths]) + print("Iteration {}: Average Return = {}".format(i, avg_return)) + avg_rets.append(avg_return) + + # CartPole-v0 defines "solving" as getting average reward of 195.0 over 100 consecutive trials. + ''' + if avg_return >= 195: + print("Solve at {} iterations, which equals {} episodes.".format(i, i*100)) + break + ''' + if self.baseline != None: + self.baseline.fit(paths) + avg_rets = np.array(avg_rets) + np.save('avg_rets_200_%.6f' % np.random.rand(), avg_rets) + print("Average Return Mean: {}, Variance: {}".format(avg_rets.mean(), avg_rets.var())) + +n_iter = 200 +n_episode = 100 +path_length = 200 +discount_rate = 0.99 +baseline = LinearFeatureBaseline(env.spec) +#baseline = None + +po = PolicyOptimizer(env, policy, baseline, n_iter, n_episode, path_length, discount_rate) + +po.train() + +# # Problem 5 +# Modify the code to compare the variance and performance before and after adding baseline. +# Then, write a report about your findings. (with figures is better) + +# # Problem 6 +# +# In function process_paths of class `PolicyOptimizer`, why we need to normalize the advantages? i.e., what's the usage of this line: +# +# `p["advantages"] = (a - a.mean()) / (a.std() + 1e-8)` +# +# Include the answer in your report. diff --git a/avg_rets_1.npy b/avg_rets_1.npy new file mode 100644 index 0000000000000000000000000000000000000000..45c42f7e4d5d08d4554b55ebb2cd364a917ee465 GIT binary patch literal 480 zcmbR27wQ`j$;jZwP_3SlTAW;@Zl$1ZlV+i=qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= zXCxM+0{I%I20EHL3bhIdz_p~nmh1Xs69>(h{zG3i%p4w8iL7&fXzj2=uJv``4+n>8 z5cij}Lm^PvVgYxDH-SKz)BX7XE@B72?RGY9L}Brf+HCY@<8Y8*p}h&O#|pqpn9*tW0ZLy_ zc5#qzeI2-?&I2O;$j@P&`@<@cbwLh6JLFnlUyN}u1_9?p2N96Oon!|OkhFZ7Lp4Ys zDIFqjoZ$eruqXo}U!UPHYbFpp%y2k+1_+*HI52=gCdA&)84iU&>lgok>N^FcZ)G@u zjCa47;Q*2@xC%ArU;kD=z?$$~YMb1$`M06*`i0{{R3 literal 0 HcmV?d00001 diff --git a/avg_rets_200_1.npy b/avg_rets_200_1.npy new file mode 100644 index 0000000000000000000000000000000000000000..aac8f6730c332aca2f1bfc2f09737b998635c31d GIT binary patch literal 1680 zcmbR27wQ`j$;jZwP_3SlTAW;@Zl$1ZlV+i=qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= zXCxM+0{I$71_nBsItsN4aKLr=t42(JlZgYEK4k8&q`;Qz`eGZ0*4KeMNxoIL{s zKF$sdAfVvkU;(#KRrMR;Xi^8GY6c0 z-eHQv1wK z=LbR`xIB1>;Dhrm5$*t&FMkmF2*oQn+<@r?oW6f$K*|-MKVbd=W&ao~>4}iJl*)s{ h2N-X#asym`0>cYj?g8CLsriKTgX855?d?H#2LM@7XTbmf literal 0 HcmV?d00001 diff --git a/avg_rets_200_2.npy b/avg_rets_200_2.npy new file mode 100644 index 0000000000000000000000000000000000000000..a65b5c9f806bf3eb2fd6947a97b456ddf57910a3 GIT binary patch literal 1680 zcmbR27wQ`j$;jZwP_3SlTAW;@Zl$1ZlV+i=qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= zXCxM+0{I$71_nBsItsN4aKN?B{b7|zo{2-y4!PFX6U`lrLEy8E!<#^$K(?bp8VDS7 zhR|uA5c$hK4oeDbxvpOhb?^XcUuPceP%Q#9X;Xp&$e2KeWQW6FHDdai(j6E;U_m-W ze^>^@o|736^|vx0@(h`98f2V1P(G&r&{vHw84iU&YZl+gaQFr^?$F;12as^g{tSof zi-8U}4;4QOHSbi016cpY3Ns@_2PAEEaA$Z!A|R{%5z>`ovbto~;P#9zNN9L}Br zf7V9{>OV literal 0 HcmV?d00001 diff --git a/avg_rets_200_3.npy b/avg_rets_200_3.npy new file mode 100644 index 0000000000000000000000000000000000000000..c7ba99f2c9f1657ed7fe8d607db1ddf18593ff1d GIT binary patch literal 1680 zcmbR27wQ`j$;jZwP_3SlTAW;@Zl$1ZlV+i=qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= zXCxM+0{I$71_nBsItsN4aKN=guJv`Gg|Wku0$Z-@$`%gQBJ12A{<3l~27$>A4w^Cj zhrVh!JAkPg4~V$1AB4Xq*a4_(aY1d2!>pM=@G}9z_f2+q69_a}I~}6_a=HW1)GCp( z3tjo_^U=t|0^h;AroT%=M0E_4-n!Y=T!a4a5#Gg2(Cco4`eui#rI@5d;=PD zs5JxX9;m(-84&X>XF%+KoZ$epeVzNo42b_eLB)agf&KkE!yyd>z9H-dyA$XxbQk01LFhx5A8dSZ`hAV* zUSj=A$UmTDZwpLEgw%oa*A2qzVCKNm7c74if-)E|J;UM;rf#5USbia7KRBF;$WOS; o0q5(h#D^O$b8v}+%dMxhGaqIzIR9P4Z4WqJAL5pWnKM{v0L7U*j{pDw literal 0 HcmV?d00001 diff --git a/avg_rets_3.npy b/avg_rets_3.npy new file mode 100644 index 0000000000000000000000000000000000000000..0b4160f91009db9b87e4d0cb82a6159262680db9 GIT binary patch literal 480 zcmbR27wQ`j$;jZwP_3SlTAW;@Zl$1ZlV+i=qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= zXCxM+0{I%I20EHL3bhIdz$M@MI&g=au>;rj#Rayf%pD4C!7K-nb?y(Vwm3p)6ITZY z5J>QJ(2VIn^tHp+;p`b8s0nsR1A(?^2e3BYM2PsFWQU*~a;>j3(;(*VN{8s@$Z(i7 z69^7wICwm)5?OaW10v3l>F@^Viq_v54u`*L#Pt7y%72Hd|Cr(M4Jdr*D3rdN;ZO~7 z;G+x&u=}57IDm|Ef0*F_vNrHV2E^V^Q2BQm4j}Jw-Oqry_a4Gruy29(0ez(r1GEq5 ZOCZQ}08?0Ku)6JL%h7y_Xe#yNmYvHg|c@URM~(K6YA0R%eI96-hfHl#a% zjg!f60GTSXEW^PAr0{tL#Qgmk5cLe1a5@bH{$YxP_5DYPgYA6YPF1LE(`Q2pOB x9A?b~f}c=-yhFGH8 literal 0 HcmV?d00001 diff --git a/avg_rets_nb_2.npy b/avg_rets_nb_2.npy new file mode 100644 index 0000000000000000000000000000000000000000..f5cca7b85af0cc6f3c3f0b7bc29e4f377691573c GIT binary patch literal 480 zcmbR27wQ`j$;jZwP_3SlTAW;@Zl$1ZlV+i=qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= zXCxM+0{I%I20EHL3bhId!1YZdrvK1a6NgzdfgsYt;p`b8@UeEV<+{GOV6TJ2k^&&B z*~LKRJMfdK>#_(SAtLmjF`*113QigkDsxI?b>cf3Oy2-GDxfP|}b(jfe6=?=yq zV4VT6XJ>{3NLplC2E;suOgIfz_ZlkxBg4T1sBGPJsJ@RG5cBS#iC@fcXnhTIz|{-~ zuz$8@K-{$}17dGCR6kH1*q;kC9Du&jh?$<@0P?2oA*lYPP`Wq60c5TFOej4u!vUm> z3#c9(K6^484gj%C5U>?7hxfwZx2$dexP# z3J#BLRyF40-ngo0Xz!h9+p1(YpPrwz?+ql?F0&ES%Dk3q)+%YnbFQCi6~Jhko`L&a ztMR&?^42kJaYwX$uaj~0S}klX*7fvz%D_fWdiH&p4UOO-Ppy~m;wjJObCdfiPnodt z>z>VH%CkJzFpoBE`CQTVojcm{AJjH(g7Z6V`Tt~IKOB!qk+b(V*Wa|&tLWCif9Cj` zH0wU{{E=2hrZUk7{A5NwuDNroySBW4@!phH|KJ9i6y6nl;7Q)4I^+HfJ}ss|qvZcV z+xR!y>i0_9I=5kXmoIQc7x-aVTm2t1FTsJ&-tzvWivu6g2R!dnmzUIE@_-(< znZMw}w*_|&UwvVozV5;w_ryn~y#IF%9R;^kNBCTLLB}D71O8v#+Q&0CZTLgo`e&b` z|3rW2Fh2VnJ{Mj5_u%u_ZjE#C3G%wc`iY;ge!zbEOyA7tJK&z9pXD6&=yUNt9(YM# zps#Mwcc)peZuuH&P>_Gh zEQ&#Dk+rFmUZ!MFOhG|b^t7N-duQjK`(6KNjM;QIhkNe1=X~FJ9cgN5Y~HpgR3GY! zcBJz=bJ3NNXu_+F#v@TLliQa|?b)8mb)=2HKD9fa7JZ&m*|gkaE2^vGRq;r7Wd4K; z4U?S}?`vpD&)bbdZMC#cu7w+`NcGECL%)WSeZw=c1M4YV9LU!7HqnV}UAUOvOkEXX zIoe9*d*!th?G^RF(RMOs;W>|nD&?iwr;(Xhvaj8Tf2Jzq@CuW0oAlZGSUKHz5a^YRtI}zY}cpb_V`lFnQ)&XPcKhY;oU* zzn4rJ|1RP_g?z)7_j9&+dd+0Y&^ZOYNUg_D#F+)&Z@~Ktd?lXd|1)rY!n^R)`U-BX z!$tT#3tSiAw~cLn8S&*^`JM-lZnkx51%Ju6*5zctTXEk*oJsH%J`TUuS#WDzLc8Xr z;+`wj|84ib?uzqA`FPsz56at>!==2X&gJZME~f*#Uq&zNRqT!-HU_U@mP8uwA~?r>;*rGK>##E-Lg()E?j?H{;R|Gm^+`Ft(aJAY1U zpFRxil-~k<nrVN zsgK?dV&3H4)kF7b26d77v3nPBALHK`=2G^N@*ic={Cxnft(Yspsqtjrsa-GrZ^8ei XzTJO=p2d^&?K~bvo}OU8y<++eQh8SK literal 0 HcmV?d00001 diff --git a/avg_rets_nb_200_3.npy b/avg_rets_nb_200_3.npy new file mode 100644 index 0000000000000000000000000000000000000000..d7a575e32f375e359122d10b41e4f76e7f3ab424 GIT binary patch literal 1680 zcmbVMOK6ip5RON4l;W`lFG(SXVg*Gl3?34}2S$h>R3zH}&j@1ML@y0FNzWB}@qrih z;-w0TM%04V2S`N`F&A5{R$Hx)Qf+yAZ{RHPJd z4~lyV@inpdx^Q(o8HB;q`P{tg467G@EGay^-BS{pr!}hJh@F<}BSw z^6F3La&&J<&e(42Hx+2yJe5Q}8f6minZy`d|5r?JGnK}kD=PoQgmS9-9%9;H0$)=3 z9VSy|<29AvXKFG5k1$2dsW5GmaFf^7?iQ0t+x>*eq-_&>+-KR=d6R8@kF}oLZ0nYI z$a6y968G3qIcJ!F*F(+wjLD?SJkYowRR7%fGbm|$r?uW+8t1Fl8`*37`|RK7L*&5u z$6UG7yBqaSeMz4vuG+`z9{-yeAQ)4v@K3%$X2!5Mk} z5f}Oy<)6&Y;Rk$$uc$|OjQx1w`+{8hf&Clh$rs<}eDyk9z(c7Iyp{a(`7KoM_O6~k z^#76H@vk->_GQZVf&K(v{4;`&vqwJJ3+%7(*vTC(?p^Q3+=jhhJv%3Na|X_`$4*{* zqs|Gh$G;%^g+5+-x%0!G2|uvU@4Oy+@K>H%z4M3NxbjMHz<+m6|1WuCPwwho$^VFa v7rh)j9ML@+R6d^cdPUh`@w>Y$Y4F~q$ZV2qY9uMrkq(b@)@+n9X literal 0 HcmV?d00001 diff --git a/avg_rets_nb_3.npy b/avg_rets_nb_3.npy new file mode 100644 index 0000000000000000000000000000000000000000..6ac65ae1759f161d9bc6307a6b1da74f4a991e67 GIT binary patch literal 480 zcmbR27wQ`j$;jZwP_3SlTAW;@Zl$1ZlV+i=qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= zXCxM+0{I%I20EHL3bhIdz_mlJ^>yG5QwLkF>x&C&%^hO;4}H~`W9P8W{b7~JIy;9q zfj|}6t_~n++gBbAAnBO?00(0b_#6u1zmIh&1Q}3~=m1j2wLIAYY;HxGLlB7ZGTq@Y zNZX|hh&@*`Am;wgfarUX;lKa}nGTvD2Rz7txZ_KP1ITr9Z!;XKMSw2)l;MyD0{1c; z(Ws56QK5#W;lSX zsp^5cFBvLdkOA>;cLv12(=#CcYJ{4<73!{a84!O?g1Q&zUvPMwhsy8EZ~%p>`%S1i Qpgh<weFw zTBp0Kx~hA3?Y%!6-H|Fv(n#=l@Bjb+NmfQe4FG^c1^^&eVWB}sa1X5fL4S}gVzL^r zpr0?S=?~C8oTH463jly(^iKsV6)v#?07w9`5~3QO+26C6pSDzjWE3bD#f*XRa zQ$mP{EFmN~*WqZeKP7Kiqg0tBRAuKwC0c}Q)}<+-J9af$2RW^S2l4wU>?tglF(MJ7 zfwkkc6J3wComUoRFYl^??1JNnS)-nLxBh}tkI%V6>LruSr}KZS9Q-CTNaFTzWD_a= zzrsl=FpHG%uLFs9f7yBdy-%?~5+eTZQ`C^y{?h?OkpIx(zgNY7={kkeevJw_5TVwvEEaZrte*tMfyL8;iUPzILm%FQJ#r+b|T?_ckJ-G4J=Hm zH62MLUjyL_eRC~6H_W{EbBlOab_!YV6))suiUqc*ki^1ock}AXPA5fam+jm%Cms?1 zHP7Z}uI)%7Ww!6%5$P7rM2gOi%*;%IPuWE4#3K<|HO5;38rgC)pDQG}mkl(c6KI)# ziyQA}T!Me^Ct4?f2L0EOGU)&A5SI|m-1Q{GEt*(J-s_T2QI_gOluRKzd-dhN@XajR zu3;TT+1LNMRtnh{J!8lJ-(2OQ&=LPbIM7BRp6P!&{69vAa#4>hKkhU=cid=f=3;Gz z*^P|}{H-Ucua(+P(~b0BE4Q;KklHs21p8;ttG#U~#T44%N{QyEC}rWy=; zz^mIY`RGzc9ekYrwVY<<4IO35MGc-uwU!&L(Es6~<_&lJywA6zl|MGvB{}YRAQqkK zI?44q#GT|jV<=ys+j_tBcpl{L>N#Dg;N6R1KfbsSG|VObd>U%~J4)Yr{42WUc9Q=& zy88*Cy8FYsx@9*i&FkdflOp^S0$Biee_vCmjE&pIQh^#K3^~pDDejd^Y=rgdSJ{smumS zWg5GgHq|?$^fmj-Ch>mHSStTwNJ{DOw9 z=Q`6hjS9@>b>TUyY-fP;r;JP?JM?br(ksMKwaySZ^nWzzGWZX8QxG`U#)lPpIG$o1TX3k)f~I6p6} zs*2UD`1+oz%lz+=82%aQ=~npDWpHrt={iCfQN+Q48BkSK1*5pOx++I7bocmpmBp1d zrb>f>%zLrv^{=xFw+K(jHvqEIo19DE`L;}!; zdLu^##EQ%{jBXy8gR|%UzCgPZhG(R{$f+yF#|gxwC&>zHS(ANTYIVq+kqPQRVigwsLs_)nJpq} z*@saUeWS#b#!v%uqopYXho>#gDt{Cr2JC6#R1C&w8Fk>Xb7@}rb$#i+c6&H0mxppa zgy3@lYxoP6^PDj0E8@dMf(a?13IwXKo0zyEA}`gs@$@auV5|)p4N3G@JEsUPuocme z{g?|CRX~*rHR8~``sByN9%hNquxBl+&C)1>lS6_`itXRik!r3s88l7NVi>M3^-1t* zcwlk(%6#vZ#3BSuo<*{pdhTLEi=*75jW;Ns$mvtd6NgJbbQi06f(x%xSCy0^Xjge@ z_p9tuBJ-@B1XC1VX5dvmeg1;6lR(%9g4)&YFnzLWUmdeFR0XLZQSM3d{LQziW2@& zIQPQ?Lo7L%=YD-`b2Hb~8~Fw*h$l{`or_m_amk{zMp>P~9Ja5_?zcv;-CBXgYZq61 zob>r|MXj51Sc+d#C0?$nomcRMD%5V-gs(TDI34_hV4RG5k~J!IyL|2A)%#R80o?+} zfpd6iHd%G3gp&*gOuzd5<`64bS*;vjWdd?VVIN(FMwo_*qI-ctaME^5>OZm+x`0l$gX68_Srm7M9^8Rw3XF zOPEv_#SJRN^dl-Nu<@y8@O70WcA_Q{mVY-yvvn<&Pl z-Ev@tTQVZfsBz0M>8*BO!fTdRQ1}&^LR}cZ`FukEfH0qsxe1a#v$B?1#1&0ua7ajg z)yf&~UjHy}TXU~1wLw6zurm{tMj7z6+H(GUDp38nc!2xG$T%{XEWNfS%E*{^LcAWvDlLVDsajR9j299!7GsF@xWaA;8*BtKEZtUm9 z1%tJo1S+KLmfyuU&$pYx^JS-HkC%gL#3j4c{<)M5iIX2ZdX!4i60fK4Q)cz(jf+SL zN}5UW9Grh*i%FCew?2~W%njJ#5-)uSSa@bdaLje4IeS&v={XjayWf74C}l)!2ALR| zaui!AN4e={T3XB8oNC32;1D>!9AOTP+;G24JRG2y*$S9X9R46d)Sf0(GiY|$<8$mK z33TOaEfosw0`t87>HQ6+JUbDOoJZj^S}jsNF36*URGc*6n&W`xF#1ehfc0)RO)$>L z!k~YVkQF_NRg?f#=?_gzlEXH%6ToTsQqT?~8XY5guOCvvrx^}>mxLEv0?f5}iM6I( z1XV(o*utAoqvSf+ zdK21Zy#>uz`>ia2w^$`!NA-x*9O0qN&c44r*miRTHT`FF&7_!2b>uV67;z65OW@RK zrKk-LGU?)lGqni$8as>AWGCsc zrag?AAG@!xFdL-+WbPbM7@Ce z;)2HCz-lvuXK71Bk(0Y9yzWsecghkW-xHFS(v8ci0B``5N$U$fa zM#wI4r^tDyu8kyRr7Ji?|G&B8M)HXG|i3E;G*0=xtX5RiN^mZA;7A=v#Ag^ zDlgDaIR7!L5pm5TW+=rf3A*M(G0$rru{yD~qTbz?z#>K3RIYH>eehtCe6>iOR;u02 zp>lz)Ho1E*WJXcIfS8CM;XF3@=~*$+64YHXeoN;OO)jnU{L#P8?f> zKCrcdo!D_Dn<4tt;N?oR-$?;+%1fc^^G02}+l}b+J@|^qJyQ-tJ&yNW8xJ_8l|9Lx z6~D7__2dyOc3H&P@;!WKr_kZ{%RO@AHE>kD1#}{>|IS>;eaDsXBSJZDdTGRH!P;A& z&s5=e*<0zc0N-UD+guuSK*McD+WMs&<$%`bUKIx?vg3%&r=PX*R(n^80Y0?)62Zdz z5`mH1w>)w_SA#v7Z@2s$hvX*!QG%gvacKlu=4P9k&eXH&_PDc}?%ax+F7K_|3ay$$ z5KuiBGx%V;^1Jdu@tlAWeiHq7aQIBEt7ENSVIY2)j(FOq79Kf1rg`@L2((&TTl2cG zF&IB~=ShXEr*MRvPk5FV{CZF5Mn)+Lkutgt~oBCr}Oqfh97% z5_2G6*zHYxw}}${`9=S^)qq)mLjVye0!92?m^5yuOw;kT8wl|Ur%M!4jFZXBle92g zKt5w;ND*jc2#W(5zPrB%7bL)fz++vW3pEa3AQ&EwGYEl$WW*6z2N;yi&5AKfG&TH1 z8Jx4Tw8*8%n ze*ilByMN-ood>aNclxug*hbnGOEB@vf(n<<_MSE8z~lzu`TCq_tM4{aPw^lapT%W< zfq#1Bh`=5?)ZpOR!$Q$)0rRX&D;%grM(%a8%p2ymjoWE7vYTwd+#xFo*;z(16fFyT6(lb)fdPSczK2R`c7zAOaoLxr4OogQ9IRtUb#g6QKS3^sC$ zfNx|3!C;F>Q)s-1)U!&e&5ej3v4XuR3&m1Gn%`+}o$m0mec8~IA}4?eUk>y%E3c*+ zbEPQ*oX*P97Ur|u^W3t1EFR0?y2lWAe2C?vV$$AE6n!5Nc}Ff?%Rw|%;9i9$&w)H3 zb9xgP>baxX4=3Tzp3jI3DWQe138Kz2nh;CZ77-E-$*^;CoeGzX9&P+{578+xL$Yv6 zQZ#}_B{jIr&O3Ox4k>uADK!UnK&P=+mPO&yAUQ|ufO4{V$J91=#aD}jHX=A@4P4B% zZ@PD-KBK6tx9s^AC;Tu{Nbm@m@g@#w`^&{VY*EV6Dme8p-Ii%nxW+l5kWwERY?`2F z^R?$U*g2w+7A(KItRQ$}JmpYNeuAwhp{6zqa%)-tP^ti;;F(BHnOIk1va3J};F%D9 za*!2OoGWLYHO62Zpap9LAB^$a1PKEkJ#x5?w}6!mg@?BHwj zjQC_$nH_t+T9CyH#Mkq1OrPzMp!8G{bARMRPP2@ync?$Etforko4ij}AY=1goz+|q zM2lNkps}7p9U8nMDwl`@yf?dwJ=MwPgy9x1KaIFQ$I0LGG0vh~{&Q1DS85aA=UrloupLX9bed)$Y8+=ufx z0u`G3gEB6ppBaB5O5K93=|{Nc1*(veL{i0>r6J3{n2sjkDfc*LdeSKW5mqj%kr7Ca z_{p&2D8dz&Ub_D{L6gL!s>Lm(=fqHku!q667djvsuy2ha)n;GcIUFXrVDFjY}^7gr5%#s9J=#V z;i5@`8-o<}H4KlWc*5lVTIwDzS|?UZtz1hD(}x@E8Gveag+MjNYd&#oWPe2U3l*B* zFrS?^>3&2=i<^MRUA;_0O(Et8w)a>kjTz=DK{dG}fJ&Vzix!<=*OLoNgo9H+r8Kmo zz6N+zleIlRp{cZj+;GMRcQ{@|Fj!fWwLjA4WIu(`!pJ__G)O4HE|n}$iVYj8rTpY{5wkqJZKIv#n`_K;&PM7<k?LXhHmw0#QjX zub4jJGAwces3da{Bn(8cLX#c1PNDHvCAY~o zgLN3?f)T7$6sNTRt|b4PwDW~Q-ne0auNt3IVOj7N0Xf6`T<@z8FVU}kP*7>;!9orO;MH3V)%&aG3+~v zl>_l(AZwDv1bz5T*_%II=nDbIJ~$p;fxnaj9SS=7wZi8IYp@t(D;UlSAmt+AG;A+3 z|4G0r!y3|LkA)4sj}j*nEX4~bme?f^dA^%pmr5d2&r_!HccoAtc%(imUWWXaoW+HG zd_B>(d;d9xtM`((wgjJUWnZl=G2{+)KR5VTHGSD>n-p%lrY1CAzm>T?RRC69)}+tz zQ;O5Bn|5Mi#!ITr>41GOVE#vwk)S;o`SHB7se`h8V1^Esfq-)D$)c zK->5`A>Nuh@L7Uz;q425qSwbZ3WWZK)3xvD0Y~(dXJ)MKq02$L@R)_r3s|o$9dD12 z!4pGNVvg@b1QcKHzb|=JGk}7>y!2F-N%-zojL8!4;(<08+r1m4pG;IMk>eT zpO5mU!jbSjUrtKEo*tUJCqQAA(f7x#sj`yXHixzxeh)UAMFydpNM!<4xlDTp$6=*l zWLNHM81;B@LtIBb$5o9^8r-+G8!1pwXW5-QdkN)}kSB9L{4f=VY7276kC07r+v4O#6Adj9zFY}YH~$|n=NRU?eU`( z`V*6%H?mEWSs+hobFJH%cayzfYSo$YPT5eVr|&yiW+vI@-_!(orm}k9XH+Ael&`pF zL5$77-7FGI=q~v032%IpdjUul-GJC3v8AxyaG2VaQIcl(xyZ%@P0 z{+)nX2QdP12M0DfJqD_avKZigF2q3H}E6HX4)o+J)l*u723DBp66&~s4|s%2%wvrFR4 zz9zomMw}_2`VWHsjWy3ZqUU{u(MtXP+7|P-$g)NZKR@!0&v!!K&sRHFk2Iay{N7+F zmH_{7D1>?jZB(`ZAr4MT;+54u*A00W%=p|?E&`W4+Fb;xOp4H}C0BHF9yvE7@CUBK zw`&%&D{whEEH+=&JX{5Aw%<^>9v$|!@?Mnv8xJD{=3X&Glf$gzTCyqWj!KmdX_WVA zVl6UoCRjy@UEkqPUjUYoSPhl;93PG&S5B8V-9wQ%W5b1P{Z8Yl8zFD|T7qwXZ!QGd z?D=iHy>X(N#rxc4QcC07pWe;%zIz_35^T&!YMEf`A?a}(;yofcOFQ*H>|9iy=?=Ah zxV@fzxK&>0j+vSzLdCl1V2m5?s6>V74rxElBV!45rL;oSQo13cXL!fq`|#*&^SW&B zC!sJjm=n6cYy5)WJ8&AL-;;2X&?}A;YZIZmpY5Kx%lcZLx-8TZeYMpZ67al(Oyu1b zp)iJwl`}8y!R?A+F{653SmA`VF_ANFbz$mm!_OG2?*aTz`kZyb-F4ZumbJ>(N z+ey)YM@V!qO(o6mWf%Um@OL^|YJJ_2emY?Poh*KwjnLgppd`R*s0)928M~sQ6bvGf>%bce9XbZ9Vp4GjU(zqi@U$E2;Ip}I+_IEz=0v2nFVg%2<_Sw;Yyf7 zmL-3y{P-FCa~yIbiO~0gFmJzOz<~l5k7rv1YY5R+XDA7!@-R~R#dCKgP}7EAyVXso z9aES97mHbVxm+?Pfngg7WL6XvI^&)Wt zC%CCgfJO2<{pgQrW@GsusL#jFxVgTjiPFNi=tQk%=<#2bwr9r65S0#fT2Ps~37Fa$ zcyli~)$n%sm35#R+n zw)I*PQMtfa*x>DgH-r#G@2V;dr}BE4Q zE#ukGyY`ozjc#AqRWl4L1qLm>l5hUYrAQTq1#tJ(p^J<@&X3EHoZwX(|(G<5W{WsS_f4MA+j&p{=w zM`RIk6pp(DyA82F%i^2@ES7u?OhYFdR&gUsa{?_fJDfFpBbuMFDfIE?ec==Xv-6O7 zAFlN%musdKMTG{sxIuqevbY^~1wXewcOHm8v*npSOoSd=nWxuRCl|E(EQFF=XS(0a zh6_#H?JrF>(D`*9?@&LzmNwpo1oMhCa`O|~<3?s*wOJg<5#n`*dYjxB;Fs!a?FbS0 z7g=lU$e*n|V29Y*wSQ(#_#J>hDnB@Gg{@bz+a-%lpLrI4oW}*8d-W)AS^*9_nkbx}|0{)}+? z_@Iw(@VbS^!y_WiGw8Y8r~n&2x-A6xYNeC-FYN4YY15R=9j{IK_>^}4jw$cfe3U0G z}ezou7eIA&fQ&yhT40szF z8T5vABDg(K4#))gz%of-f9$0XL}R;LwjMcedL7+lE_H+(*LhB#H92feE_HvnecTX# z{#4B3s6d68WX};bL;dWWl^FV_HJIe7OO8f2%hpq2PI-mg$()ZBz zT^U!MJ4ovSY`w|>FY3W0;uxK|Me@u$2nH>I!d-{RF9DxZmX_7m1GnA7Yf7H@JwQOm z^ThR-L2oQ~{X^qi%RixJP?%ekDQ!;>`kTlTTwh=tW@O|EFr!cw_D~AOnB@9x1v%62f*l9nlne+}Y?j znj#B-NcP+=<(~N{qu<`WB_V)(DQ>D0vhRMU-TeH>(r&hg3An*dbG-ONT;#<75%9|U zbgGqv|GOk7^*e$>3T9H$cc;DB^~dAi9S4jKJK@UuQ|BoGBZo-Mx5L~<1BbYk>Fg1h z{O;3pa}Xl(@(2!oXS&bR5kmdvD-B8LnVz0ji(XfJj@J}MTkO_sm$%3M3rNac9hNL@eU4V%&g`&n%C_30Z35hcjtDv@}_*l z;{$fl$Mb~qYWyy2Iu1E&ye99VuR(5Mr{{yT+v`3QmjO(zYwo3Yq%H45UEjOhc(q8n zj;p7~o2Zf7=l&sR?N(=MkP}!bmGNxvNZ7&XVilRGt0hF(&w*YTw=J5v>g5X>+7d%| zc(?C@L83fywg5h1SVc{EXWumO2g}>l=lgfYm_Yu(Ziq{YXRPJCBwrne!>%$ZDJjqE z9+=k0%{5THa=Gd}!@>ChC$8P*N-Ce4J!(QvyjPZ6l23SgxHQwzk|Adkrte**_;79Z#m27>Kjyv>rIhwU zNgDv$mA$#K3H*A%Ou*mw-q$<+nsrz&P`M^Y#L9cLd2 z8`IA~#BV=)ek()cCK4RCq$AUZ8WLLR&l$=SUkXPWIio6hVbRkYftr~us5?&$=|6aXYz>g8fFi5zF}I+IQ4y^DZv%hnft4#m!)9s~O4oXuETFIp_86RdaNh zw>ge}Kn)v@6lpFQ3aqf`3malM>>XHg*64d)?|N{z*Yl%quIh~Kx)B1Yq7D!}U3OTp zohO4`isM8h+{YNNKN}u5j5G6A`m`Usec*sa=36Q}`w3?sWkl4sH#9Wxvpeu!@eBHZGj>mg zdz8b>XWECY?{bY=r42d08sV&XQdBBdMt>Lo62B?Xy94awdAnoDr521RYohg@KM67s z9h$CGWB2sGf?LURz3K@Gnkxyj%lB{qZoI!gD0FiW+H@@Ci-tkN#-Q|nEvdqpb(Hz( z;{U1lgCZ$FwfCNzHhlhWu&HoUMg9k-jb4quNS=_G`%jrbYGnWlifXP9rd)ke5>JUd zwvqe?U@`}tt*xdeU4DK(v}@y6n6|NQBcQj}-gsXIDLtKIXrrB&rH;-eXn9N|6b9An z%dkB3owbP73bsLfR_rpQpti2O<0I4d9{J#9JC3(8jXTUaG@v8>349^8BB1u-ii{B{ zou3g5zd0k{C?#T3WqO$lH&70eQ?C9h~`;ZL= z0lf{%!}R=k^9tHIzCT+k)vUlOR>%mZlurc!5|fgQtgIqI*<_fcxQqr}1TIID14-1% zDkVxe##jF}=*=$1v{lQ{-ZLb)}ZnC}avdu4;uN1zFML9zNiwJ=+5m&c*-ykkXiFG~a51QSxA z=D7g^3W2N4K{1QKSQQd-q*^!V(>J;%0k}=TdLHcZIP^JI0N%~fAX2`GbOGt}Gn}H` zSn3o-PBK=%kCB^P(R992HlPCqV!{B73UIfTx|>O!1_nn*5+qX1q*B17(oQ*@PiSb1 zbgThBk0gH_9|0%^YeCE>4UD2u08{(^4OJ1a0H!U@GFb_h-uX#DNrpi7o#D(*kQm

|3klOlQM+EEk_76F27Q#QfO zm@N6cg=eSMc3A~AY_$=r>qU--O&GFBE)qf+*{~-T$}{(lAoV5H@@pAxrVf|*t=z=S zatEs`=cd++rpAu`ykIt*AjA}^^3%|ZINi@*MVj&)e=OlCQ-(G7$+R+bww@Km-(n28(H`>IcKd*O; zFH2ST=3cV*eSS7h<$_70?Dy^k5}=5O8I@Y)XvDnegny9VMNy)@tqo634vwWUqhVo% z*VeKOA2_FHW%c#;f@5J}v2b%o=(8fl|3H14B;*eqmdRHo$Mk<9#l2XiB<1Etqot*l zk(U?u_U4Nrd^pDit=fW`-{J0V z7{|-QsDy1u;&u&G3H{%p_dUQO5vScnB%X_T3PyYDj&fU`PpJU;tzIsT9QJUODJ^-v z#6nJ8!z2_PAu45-Ggpo6 z+gp$Injd|nT0NXDW^rSltSF4PC=C0#t5g?$vF8qc9f-ye?1)Mw=i`I&@(NR;QJjcK z7<*?i1QIqnY~gTm1s1bVY;u;X+|+0j7Hx4DtkV% zhz}z{6%0+^zW`eXU!eusplsihl6)YOEI^L)LuBlTjGBnn)}2CW5CJr7QDhbhRA9xV z!{GB$-?!BhQlZzo7*j{vJtXsx2w)qn@6mz>a|MCNGrPgRr6pGbzleY@)gbg8w7Q5; zB2W%;--jt^A%LB5qM}yE=ac;0ktRcPkq?3Xby`XT+{%OXtrW`@^JQKPcdB*x9UngN z$H)#Tn-_vWh~X_pX(O@*+HI0b8#co$!&3JT;~mExY8r0DQ>ACW*&r!-%@e~9 zwMY!N(FIZRTPaJ8IyAftZZXar>mTtyq__7Xt_5EBC-pj`V+f$i7XX=@3*moSSt)KZ zJTp?GWFUSrjN+_LSF50VNg*W^e1#Zceet|qg+*hgBO$LN0g%CYAknDw z&_rwiOJM!t!?^EYhyaz(F~R+AC`qhsemu`s?9z97!)~$RT1rxCqLw-0AMJ3`9OkqkZ9PL9ISna}>WOMCS6z5nAvD)VF`Sl`D0DiTM})NTrU~285J`DZl^z)RLF>2T8E#@~ws~}wmdr}rARBt@* z=_Qq35qhu}JT{!tg`lo+c<9s2X{|YtVlot=$Q{ooDpcnb0=`o=9&MVL4mHKbQVxU( zdcP27zJqJJXWraRgTVZ0aZh-1ffSuxD`(H2t)kGJG<~{#O0W3m8B0j+hi;(+Nok0o z#Ne02;K7$*i3-5)#4HPeuVEiJ?KTkMe^$b(gkysh%Ddj@)}VL#S*^Y$j$q; z{mH(e9un7b0&jZ&A>U5daFt^Rm?9%Fr&R?WM~q#6T_`Ko#Kro2+m8KmcsOC)s-iA0 z{`vq`s(u7U@r5^6*deq+>*8mIRgC>cAgf8>WDdd-Nh^Wn>^>@yAYKd>Qr1qeiTW|I z01Xx_K7PU4h-om(-SN-#+HgcP+u1MYOi+Da3xJ_;=-Zc8~E7OQ58mvNU$G{$`Jh@s_648&kKr6xm)lM4 z=1JI2??|C87Z}S8UNEk?!96(S0*?cx+bazgu!x8ZG|IUGqT1Rx92^|e)q4D{SDS=NN=l__ zAa&;FaZktMT$rGa#SHELEZGshR1;Jji&<+aE0Appv+Mvlf} z3T;x0G;`(+KRFfS^Y3^{A0G$3{|X0}&TfI+WVaUXeSd27{&H`bXMha{IsQddO1T0| zzAtFi4VB#p{H>~T`{FEmB8!_`P>_)PY;mA++fchp9%nWMo?m=ckc37H71AqT4jyJr88qwD@I$wbuY1=(#WED-4vY(2QJZMXyQaq+>igcseKK*AB$ zzg`)NMX%p!-iqS2dH$Pt=Kpd>D-}lo$IQ(9&n?hvRfqokIpcF=W?^B{6AY!@>CJh% zSQTxz)>Pnidk8g@RG+l%><6~)%N<0UV)$Z+`7m`68%MZh?x_lnfQ^QL;w{#Egkfsa z4IGvtudCeX{gBMl_R!T(-_1D~Q z1UUsMg`O+P{qygF$Ait{>T^msi^c3O9<|}&gAv^k+zz3aj_-Vq7n$3;k0B1K(6Nt7Cb3M6% z-}h<$PB+*q$Jnu9*;O^Y-jwYGJVlT5{pPf0J7;RU=_)UPnLl9n_AsV7SBS zqv3wl$sh(> zx|AlWiK!x&lF%_BzM3xv!L#5j_V{gM$M8g@-0(*&3!3`jF%1vr&JHjN6F4~+l)$+G z9r7`mHk7h!qD-H~_NbV3iQV>rz?07f&KT?q7fFEx4T^>*VWllN$FAz}25eV;dix`V#m$qizwu6IJk64~Ckfvs{kz*gkH> zl`$3@dqo^1$eO9pges_XcWHM$USWq8UMkTM;P~KwD?vserRDl6VR?KKc{Mz(qG0a# z0?6S@ala-P>S6)@_HZy#vs-Ur(Pm|3MN=fPKVVz-!-aChedNv5BPiQoYN0qI@j>&$v>7$DU#1og~p{(o`-K(FA;l&Mocy}TH2 zc6j0NxzcbsY<@S^9sMD0=1Ghq!WG`W`vAcrwi`D1?K#tf?UU1SK!H&GP(3mD6JYR z$M$Ao=M;EyJg_-kt6%j-)POB8M?fv^HZqA8%#$L*@-y_4CNax61YQ-ibu7f+#K7qZ z!)-oK!K&EKl89YL5oU@q1tYB+q^_%+2r8!|mANI%uk^vB7qTKn$lKf^HVQMVfEUVk8?ECLmg8yiG{;43P^3;^I4uC5L>YbfD@47i@mMVfxU3f$w(9^xem44a zR~}1DnjAtDBnx)0hz5c&e#_;Pvyb=NXKX0sPClQb2;>>)Wg~5E48aJDql2U$y?tQ~ zf6U}n1>$^S+JAcNU|&Qicu|>t!9C4dU?%x; zVtu@8d#sb~$P0RtZD<>4Y4ZkXjWDuG_v>83kzXgU7*iVAV$5-gIp^bbYY+(K^7EBC)3bNDvJ;*@e?dEj<-Bn zOMK`Q&C=Qc=G2`%kPZSYL#po43;QPHh6mU8%TRFKj`Oma45eCQ*(`L9jjI&)8B?iN z*QNyzF8t2f8A6Gyl1!a!(7IgQ>EHtEp8*X-J06VH(^aUWqLLDmm%9^34-e@qF1uQj zA!Kb`-EJ)d|Kj9nm7hoqG&C@4&CQ}xQVbYTufy@>f9k)?SqS~4VXaG`xqJCjIyR1I zxu_5m^tKOGqu*)p>z738wFhZZq=Tk`!JBV$dOB?IOrE^ghGp^?FW6qAxQyz8So*1S zXi>As6a78e?PP^k?@WFT^Lgk-JH(dntyBGOL_#8&?>x8tkH6bNo>T}3Gcf-Cy`-wG z^)kmSj`_7F*a!guXt)`vR8$K}IZ*^(X#!1#LL2&~P-?4ELaeY}S%E%Z<}p`xcK{*= z#I5egp5Iy#z+H98NJ_Yfq|!-_Ga#|Nt!kCqg2P9a3_t&n;#CrYze{m$*~rPv$Yt7WPs4T`yUc>JM}Z0A?Enz<_7A~YQ2Tk`{6t?cZ;u}+KGbVCy_`$oN3{h6MZF$y}%nZ zn1l7s2)(?-U^I3SRnqS!FP2j+@8FjdaYJLezSX(kXhe2Vq#;3J(G&(T_*r@POu}<| z-!hMV92|D`A0M%=B&DSjB(k`%xBL!9#Tr@JU-@OMA-54k$=Ze0U3P8Zz56rAI%h=-?e_;8TP$KPe~ae(-)i_2x!{M3ATS6>qvNUmxOh^n zp9moAweIVN&TX*OpR?qVkei0g$jP{@Su3s|E)+~`L(VJ@6KnftX80?98y=rS!|E|m zWDcN-SdpLU#Mv)2C&pZIBBLxE_qEEqr>_qQbE_DhJaXgJ!(_KDa=0Q9CMTRv<|~!B zvN%ePwW}EWnE7z31-T$Ip;arZ%v5_^2Bfat{iY_y?9Y- zduCJ@eF=7aPDqZ4z+;VVdy=nu#9=2v6)bgE5G~d6!5U+b(`AU3DfAr%-!g|$&rWDN zRN>%^6Q?}zR#!-?!UefDtpopLH72A|JuxdO^;*5{!(BhIqGCwwAIbqF#I$_qDQ5jZ z0%4}Jor_92GOY7GVm_P>HHbC`&=|3--e5|T671ORT$C9f_1SqH{?cTI34{}=}|CWvq59vbz zsWNc_9+D?Hc8e&BnR$%UQ~P^fOH%|aB(r!=_26|`I2r)=O{{Z z?el?{tc`s2-+1lDpmuu3yo-d=l5F3RT z7sIm+Hra_4ZFcFE4qWYC>WOlkEioatCv}JPA6271XjNnM;*bdVjir&lY>O%^O#{2u zzw>ZdhsI`c|F)VdR-wW8$8ZEi-C#h19tr`=@O-&Wg_-Gz+7rSt;7k4z+%grIz!Utc) zKlDAl;X7StDGV=Gdp~P*sdkROt(4Pw79!VnnVwJz8$hs8Dz)& z1OFdZ(J&#t@3i(|A>nmw5w(7&sMl@NIHvS@fF%^<&=_xRcaL-{xRZgbMFL6zR8e0; zI{_+~KnXw}=|kG5v-Te$!a3~0eBCM6%5-CdEI#5TN#RgVoBnUNwEG3Vkp0kxC7(*? zejV7dE3&0_-|+h`B1{}ZdP+;RZuT%cBsIQaJP2>bZ-BL<;Sg)z<-<>_&xM55K`H!E zG%7cV;>LAwWPTyC&YbVJY@gxj{wq+O+a1MevuHS5D4WL{9s)p=`gRF%4tE@?_^3}t zvxAGsiS#ow>)XBpV-eopT}>6r3Ki87vU7%ueDtD_<$P^{fDZzYbq#d{`c}d(^NGxa z5!37Y`>^j!5k*Cm1cZb$1>!I~e0;qiw=S+1uFSYxsDLQ4g@pwHk0XH7T4Ugsr2FyG z)$CfOYZ3{#MXH$Tz8#Dq7?ChnZx94b?bWqVM`~xdrXKzGO>f*k<3e_E!xNZbOrW?R z&aPgrfzZgLpERF}12y8>l|;t_IUum0nDn3E&j;80j`ju`-oUc-SD&iEM)^6%+DFm5 znl0k8vfyJA6LJ}%j101`=0Jex|6=Paqq^#Xy+P^`1f->;ySqa|>F)0CZlt@rr9}zp z2I=nZ?(T-Wz3aW-UO&2Yt@A%;_RRcZW-CB<-_00&L%1$oLi6-IrR&#fST*JQ_dV%n zwe5b~L1uCrd?)Zlw;px9bMtuT{S>~(<%2gqr~JNfq)T|Y)Ks=3dh-7Ig2f>4Ckv^_ zJi+A`)DR^6&h9WYqLiVFt1$t?hsz!CBWa@v&cdJWV0_D1|3ieqVI}_qxyd*ApaBp;P+{ku$MYc8#gKWP}dAZQ&}mmVes|XwiOsTpa)QXl z#sNq1f2ixIJ8wQLB`OZghnh-X1Ryu+slSAm{v#B!ss}I5uHI zWC0T6bK@a(P3$$(H6r38fypTh(`6QaHM>4k%(TjJ)REx<72$^hh1tP@kR$>O8I%0{ zQKCep_Jc`;B?zeXAAhkS9F)&A-y465YKCE0w1~9Ft0@&+~sju(XE@(<#1V zgki*&d-=e-0u4P3V^Hwd17@95#O#)zU&x`|6Jh@c%=NTTwh8%Yh;*k;yEvzJ4=R`K z-NLNGSa7Wjr^U>Bp)wbupXxGU8q#0$qop5&ME3?z*C(`oY&iVTxzK#YAS4qFRNnq} zwd*Nfu8Re)RwzM?Ugoe9(;l3NKB14x0YAdZqe?sMJp(ZmCb0}g%)#;P=5R*7OoL4cw9{ftKqpe7 z7Bw*7wpon~PEq~vnLqNYm>6qbzTpo!5vb7M^740V7O9=Hv*;K!>7CQpF9t?N&`?lN z`v(W!O(a5v(8Mv2V_KrY5!{LplEq^(U76V#NNGy2_%~xqzHOx7kKX!UzlP^)=EIos z7(v)hr6u(0w)CJ2>AtN)WBpWFAOeMB&@h?|r{2}|+hO7L4nTg2`U zPBt&qFdo5Y`nDX`0SD=faH5Fz z8~gpBs&@Zc51Vv%SLpr|n}ih7>#KijqOOoIBm@JEnclQ3bHT4F{h!v*0Uo!EtQEI9 z(=AfeU4RBV|8NnQu7ucncq>G6f^sgfiUfx&7MDd=$0;U-&M%P!&&WFbrPTwHk?BIz zrkp{i?Yie`j|e7)G$}bi!WdDwE8T2%7>CbuR%EMp_NRKa$rp4FndpynD%B%^v;gSwVU8s9T|1ZBK=ezgGet@hFJM!aD*BL?e5-b-)5J4uR<;ZZ8Ab_ z@l1~dlKRG08Vm6|9=fvqx>R5Cx}C1YCPp%E@B#_7zyu;TKbC#{_a*P1I;FChcRT4A zpFJy~8aOZ+>)Z2nZS}QK}Bto(ZOrT&J2^!fgERIj!&Z<0ahXEywc? zJTrNI_w?)aT&oEpn0+l=N`LVokm9dtyo)R%9j4yE;W=Lix-g2WO94svC_=LHC zPXrmKlb8`jCYxj|Y&eN58QFWAlW2T{f!}KKAIrSFd-lfj;r_VnlPKXXDLd_!CEJf&vd-axa{r?myj;qiP}fzhVvt! zqHXYN0BmzyW(y`ZHug{XE?6QWb}@-xF=;H;jLsIV@2Vus?RO)^*i+M~GpipY-R(K; z1pARBQ$AK(;A1?|wR%x;Q?skMN&QxWERux_M(jGN*A#$(h6dcWZ#O^-A3uKl{;ygt zR2eg}(D2hpLh2Aew!pqejUA=co51-p%EAim^8jPs6|z;o=G(VeOB0un6~q+X9eMF0 zpL=rX@2*y&M9j$e5fI-nJHQH5)l>EUv9AHbiX8Rd%4x5)oJ-uUS2*Ab^$Hcmk+^)%&h}7k$vB11{=tGLrI_kVaNcFO3_TLN`FOtAr_V7kvi?q~}E@t~#yc@{x zP5K`arsikF&su70Q^f{8Zr5V8MAar3NpnrkXiXO{PdN$d!bt0s-H-E7f9pT?{$hYr z_z5*SN{qJoOIep5s$Z7~8PXpbKO6P+3s1BJnNu(_jCrhx)YlKFRj9G4NujBUpGw!- zKJ&+TjW;+O&U4Nal9Rzq#3^_ca=c?poH<`=$`+HA{hqNzbiF@;($wTzsJs2KAhUavw~B&Aw8&E_)A;9I5;Fkb*qFZq zbh_>T0lFM?zU`q;cV}o2XKU?mwj6~Y-rfhsCptWoeV*3N8^Uv!ndp*z8Bp=qwxTJ= zsmoL_|NPrEOZGrZ`x`IsahN>GjVN=*!M(<0Thyc4qFk7rBmB{C%;6f7$l=? z;)?F%0yx^;^r#;X%+?ZGq{og881?sM`L6x%i*nw=mnnz{q)1p42X2nUSy=3a!vc@z zCQs^* zJA0vrDen9}XlOdj4eS^d%M?^HVdFi&UKGm?{8AQobi5Sak}e^wx1|_Lp>TE{Fdpj9 z#8W6F2Dal2jsbk0e)a196&KPk<;qxNtEJcn+%b_FQoowwsj*Amr4`5yrX+ZYIbaQR zkd}%0I}`?Hcg!9;|0JKm9Q+UKBmIv9ctoFS*G+%jme{0}o@ye~#>Y_$k8f^@<%w9Ht6P0B2gk=!y1Kf*lzuTR2Dke+a8~*H zUTCyE$+R@N<|>qY`h?X#a>st<8FOad*c)#LNk)&#?qu5^W=i2OFhb_Ed?FSliW7)n zRy!L`A``uyOA(S9nR(kMv)X(5~q7O@x~4iKgf*{ z5N6h`sgIA1)8lp|dNP7hr~_lr#8kr}d8w(fT_FjkWATlRh0QTqGM{;hKqL9ik79bF zvD;!MSy8hY5fU5n;~z4{fWL?qmV1>Z(vuy2PIh93Bk7*z29r^!VK|Uf(o)=2J}+6v z<3wrP+zy9FYbJZ6SNrSZiKt**i5khjy>wreeo94=E1uHI+>4U-APYsm4+3KBTa4@KRgLR$;HBF29}V)=lK{C50U zq1!H#Ce;hFQ@blIOM(*RtI*clJ9Kzv{_GF%sFHn^hTC=4+i@fY*b)+tZupgz1_K8Z z0n-yGYg#kEwj1oX3&ah4EXTjIvKqxz7Uv7k{{DvaS?Y9Iyv>a$xiW@`BZb#H{rS~X zK~r;jCJ$zznqr}mWuYkQlO;PlwF-xfk*LU&99@8g1+_#WHIf-#=TnkrC;}KbyE}ck zUze3GY~OQH(fToF;dsMkApGr?Z#gCFb-&wWDZO&Emz!1BS|*E(8^+QopDwCl!jvST zD%{0D1Lxqh+-NBIi`B}bYn>%W^34%PZc`ICq@1vD0Pz0r++S=pdfwTrHoL|Q3=Aky z_FwJwH073v4;mTWo#s7ACdWoc2RS5_P%RWAH=3h89IGEZ-pIxbxnFhjFtd}ZR*+X$ zM`WX6ezlnwbU7eigo>@Th(jZfjlhhfQH?*EjmzMOxNEk}xi6Q=B4*IVwA90Xg)#aX zhoun<$J#$$RzMtbjZJ5ymNT(=ChI35+Qu!l`dN@aQ#$yB42>Z6GVe&q>}M(kF>%{^ zwbwhFRZ=i#!N%I{HZVkzL`{}r6Pj0gXuaswo>D!^uo;>_GH>FEdpI&dvg?-$XAwEQ zK29f$ohcW2{Q9MZXd#DG>{mh!sr%y;?%OV`dmgpBnCkVFKFLKJ@6nX!8a)m+m6@&X z&u?*?wa=FkpHhZW6!+f)e2Onjj+O=a-3HoV%^rq>xZ2;Vj*F1w1kxD z$zLN5JA)H_eR~NKRB?@G)(9p4@XlMfi2|YB2GZA>qBBf<4CZX=LGs>k4 zPq%R|kMG?p9E_RHcD*{~e9i@jS9*JmP8PR=5YF%-Bhf7jqmkU78}4%?MCr8$<)(j> zYp{nPs>l^8*stY#v+CGLRV$lJtLJqcwkz*NrErMBKTLP}TPr8Q;IT`2#c%Z{ z$$TCgB#!xv!3;|{o2ObKao2LS7hxIwxp1FSRWkm1~2JI6Q!5`jJp?4=d4-B28wO}~CR#GEg-~22q8v!R~YGEM_ zpU0&Ds7#P@Ws8R{q@!k3l^?H&?&@2DDW}Q2a~s z^MyG$IKcYE_A%ED@Sg~=lACd2jOK3WKT{-%#x`NHV(L= z;n#87mCb4FQp3Y(sU)YGLO2Y6Vq%{w$8gZe;@)oc?5RI{cDElX(=0s7_eBL()o&1$ zuW$I4vxhTzuUw98UN5=1+jF`Rg`Qizvdt>s69E5;u2!768a?1tfb`ek}2?- z(h?FAhW7UMyudH^EefXxEP$-mYIM-5wZN#Zl4u&kjYk&qxrZ6aB@(^m+8;HhO5H%u_ zY=Sc~JXFxy%tu4}TWG&~YNTxcVp>VxFo#im6v>l&+$o5vE1^rW^sMU5_;8F~R!TL$ zrm03R3dM!hG8&g7y1cyD+#+2D7q>F_4TBP_g!@y^P~!=BvZlsHd0pL{oui~Z!8<>z z{nc1I$XZNG`4Q2mR7960)~W!tvh>XjI+(&C;|L_Ns`tO$E!aRfj8=%Fqy7i zpWp7ckU?ol=;Mn~v@Q9JrK78M&7Bm^!Iv}9c55j?DiMA12&d>z?=xBbO(eEV6QRAY zGw3aQWp6B%&+|Rxdp|O(nL}RLOt&wM&)yjxX|jJl7~h}eMRFqwjQOTkP|-(-Be{esM?b!(EOjkrjJ$;WVcUWzJZ0fGNv&EOiso!Y}-5!;toqhYUwg5{8Qkcv@wCeu{|v3luJ!4r; zHUEdq;1r$BC9Kmb;o+G83EBA-4~6IhVF)t9YD(DqMqgifs01yly~zwobsJ-@P8cQ4 zpS`YXR7Pz@&?FDjX-HGSF7}Ib~&L|F@O08{A3g|nPL!H&2^N13@j`O z0Amz{g}tw>sR76gy|=rYg(HOw$6|A9%l+xr`gFcB0Kn?K{y36_R!>)MPR?;)CtJ@L zWMEE1`mOqw3```BD^02`9?G1@ii(o#gyf{8c3{@tYN?Kn4D~%5E328F-hG{n;o-r} z-u(p+Hp+$lWOBQ}!&Xcu+|LSz$TnP#cpV)w+_Ir_ewi$8QDI?W4NcAJOl>ZSZxL+9 z{TD=D2^YIt7+w&-i%0@-3VLmX+S~S!W2-NnxGce?I@+9s%}zwVuW4G9LZ4K;y`asv zB|pthO~Kd~sWRB-=(IwAvDp@L*c5Ttm2&9#OISXc-X%@$_^HU2qSVFvF}B_|r3po~ zvs})%gdf+|e0ctP9yyyvbucYmak?oxD{Dlv-o_r_Z6^nZys$9wj%E3J8*Le_2h4%Qm@GBs%So}E9PzP7{~t-u4eN4(5bC-9skXZ9m`Gtjs~o#E z?L!3y(|p@$%E>NaM(m+;(e)!q3rmXe`34veqrmmHprGq{FiD2<>C>Mt0kDygkp)`x z4O-;n20mjHy>%93cuh0EBivHGs%-f6U5{ob6V@XF6x2JbQq!nrrNauwBM@RoN0%$L zMFscyNwJeKdwjk<+HWp|NsVDd29?r&`BYWoB_KykK#g&5N9*F?)F-!CQ0VWTEB9Vy*^UuKMEpVy4UJMO!VlY%`b%3gR{B*k zb_ga;f|$yL@3~X0_HZaZ1Reg1*yJqvZ)G$;%m<@CvaAVqJ>j^CV$^clEAb@XWb#Ca za}yMi`F%3K3J83`Txr*xN5Z82SmoR7;(z>LGybh7+`pUEA~Do(n1-pBC1V>s-i1_P z&5x^!GreRW=n1HPd~2-E18LbAJ{V7S~r- zPy4m4o($waI#yeClftD?(O<$R!3{5*CHRiv2hT7FV(N1xiFC0S67xyKePETax0e^E z=_uZ8g|6;??&6^mfsI5-M4}`;y}pJ9j%+4p2a{p%AB|cIXhCOZXA6tE;>rv7Z2p(? z>ZgSjZ7*RRoz1hqe+Ak1C%>B^AA0oQgNsPn2Q(S1pF*7AC)=H zQX4DFZeV1Iub{Wy{LXIrUo6rrvYYFfi$a|CajO7qqZafIa0i#KHr;q%Jqv_6?wx*& zl~;8|BH({MZ~T7{K7x5u4jZ`Ld@+oLgs|aJq!j|pxki)a`p2zB85aNeaqV;{oc`={2cpv zr$3^sUo&9fz04Iv^3Y?W`d@RBW+zY`X3w2!qFFa!tIppsB2*og$80m z|K0H}kJy{SRt?NbfH)a9kallcb9~dA{TcHmS81H5GXwl^s!;woy4cE*a&|3uPco>j zcT}o_2RDlm^mAJC4&NjPF+BI zkj_8-9rbnE?b#!vnI{keeC63nGnkZf1v6z?QV)(l=O_q4K?HPxX{*PLnTd(Y$BFAb zAmE6Ei3suV@BnqbTFIFP9sc!tN*4Mr5HM5RbN~p=%E~IKsF3yc_8tXC2@(>L*XNlt zg+X^TS2(0fGy+pJ^AR9%FlA%~97tK2nfFt&0`{lNjZTh^TNC-;-1kQD+uSbv8-05e zg_)U|;{n^LRbz&7w%R%bhm3waFYiTTy@*b*QKAIzukm!d*)o_U`Zag*8+39mXJByf zWJiY|u&;YP9Fo=FTjyRl7~;@zRxDQ?&N`rv-H$z^4|?Q5+=zkEVPMRnWkelL^3 z9z~~7^CLJI7E(@DHU^*D=|^=n%fGalvODc1BI?})wV{ZDPC82~$oV@22_rM0s&V(t zk#|iz+g67B-sgGwP5AtV>}U>4%g6Q3x0y{BHaEA^U8}L`({F_mLdC?5oSsI<0;%MI z!K7wI@&tR}5qLhSUvt|ZCjzfNfryAmN>Y-BIN@xuHUcE9V_;pMnw)go@VASVAoYj9 ze9|wc#(-zSdOJZmmMA>;*s1=y=A%cAvCv#k_z68lUaAl^P=~H8zB;J|0hqQ*%hlwK z7zPGV(hgw}QAgFk*Hn{WG0^k-*_y{CkyTZxsXgCF!54n*rMYy{z6`A#@8TOwAj%Ni zd1`Xd(OLB+R7e zqxosSLARm1?+>8GQECyREW}?1d|zG(I-aaFJgA1VU7>#bJHZqW$O#IFriO+@54_^S zI3J%p+_c{yHQUX%#~4SF5^3M&+Rd|9xtJ5+Iz>vwCuS~*WUSPJ>Oh`;FM zwz{j))_B@ZPJMuLiKm(|l%9qrf}WnfRISngQrzTxy(5!*CO{C!b~V`%l=?t~`O`ZW zJU1u8Z&^4!|9aDl&sz^G;b&@3A&-Gsu<~%M^%cX~?YqQxss1Tkt*Nzqc&_bo<1 z_5X{TgoX)A#uCPE-%mz}=T_?~QX38PwYZ{5Ncr!*9b2dTvjNgO$+c8Xa3{ zz(oO65CmW7FOc(^W(TRdrvBnCE!prb+xBbl36+XujC9OSAy!Jmeeb3}T?VKMmw=~q z=iPU!l#t*@mw-9@wzhZ3^ZTG?Eev+(1AP5ay0YJ=`J@|I*R5HeodbNxBBP&i8-)2G zEJR-HchB-6-pT$R2;FSTDHe8>m9YSM4Ob)z(2C}_0)sDr7dDDPtXXhc^P?kngt#(D=RXV|{#l04YOnyVf>xG*@v2s83)U0_p*uJIG@mZfC*lUZpwo zvr;U;nPaw4c3U7tCW|y7A>m+Wrw2rdG{WuvTpy5V zUW6+*Ysg6wUMvp_d?2m$&X>~aLzil*KCgB7@w%O#Q6N7vknpo)0~#Bgn_f+vDUQo4 zypy!FG^_bPM1Xm^ouI`O7Z=Cl^I!$I442)iKN_D$L0UQrV*Zc5@V^S@<3pCfJ#;=- zIcrI`@eYZfzd?y~zM+9rCX=(0kVL&uA_?e6zU8{@*?`r$-{MYVf!P6a z2Sbn1>DYU1;pQTdL}3Q5ngF0!x4bQedD`9A0d0C6!Q^m{VMz$vat`n9hF4VT2)u?>) zhf+L+Y&aJIVOd#EvhEp~q%TQb(d?{G^T_sER^3cPH&1DQA=B!Drt~10jApZEWVm^rIF;(1M(v^Q+-ELW+H)k>8jllB` zU-#+(#_lSach`57pg{9flzDgLtV{f`y2o{Avi#)Tw#P*g<>ob|GRdh<%Bf}q$iU6hQ~DBx z!uV`H&p{Aeq|D3;dHK@sY;F$UA_bn#txE1J`AV37hbLw$Xu!)*QZDqFV9lYF8$5|A z`?h@K7tZA2l&sHb9w^it(LD(*u*bASC(ThbCr{Z1dj$k^EJH+Zd+ z$kVD#MIY}t-Yc`S6FVQJ*Q<(qXM68Oi!vLTQM0oj7>}gSTNh1Q`b!jQrE?Y}R#AH= z{D{;f-Xtb|DSSFCk3Z3zf^!E1!lma>@+F$sTQFiFs8E}m3gQZdgJ_N$$6$cU$DoGi z?o2F2SsR*x^sZsqfM;IC1TQ_#DrR^3Mv>X7kCBSMv0>qWaanzl&JwG7YNLOLgxO|{ z)4b+STmeBEf62?7t`CC}{5|$==VB?;24*ebT(h^q+qb zQ2%+%YP3(#Ur9r6P>KFA4xU&+R-|bl%#w$6u0bpQDkO8$cV-RRtTHrE8$Inlte>Yu zq^*nrb)62?Lu0!mp*1EiFMoTw5wWVX__Oo;hbbR{aYip4l-vT-1n|tfA)4b&uPJ#X8${ zYP1g5gYy3#efycHcs*zvCq)w03XhN<%gaD}V{1HDIG)GVW+0U*-)f~vnHDo5v&~*( z@pV<@T!_2k5HI0_aiyBkTATMI5WoSQ>~3+B(Xf1cd_3F(iJL&k;&!gr_-Zy#W_sR! z$Y5NYgt637$80wx*ofsW`~3WD1m+O|@kOFqt|flm{e65~PQBJ5>H2s<5zzM6Y7Vi@ z&CRT4Kn)Maq@xyiz28zyAOJvsMBweY8l6^+ zk$gaZwp88WOy^kg>Fc*|L)QmWWQM(w@$}l<*uXc87QuLTww3}4M0jiK3xaDP-^k8T z%D-0L0a!lKv%FBS&0RjVy*8<54yI1fGP0T*xEL0%kLz+bGaM(!w+kIM>XWE>?h!;`ma%}FE&V~5bt{)KI_ydE2 z2EeE2Sy)il($X^8AJ26Fdq0fARj3LhHS47^l#I2zLNXB4w41}FQuX3=eOt*SQ?g^h zmh^#&cKSs7t=@s}kWdBQPq&vZcLI`YZJ6RogEhFCRom?kZ8lTnSE+rxRd8lA)K@+? zzbiKRR|DX7-Jf?e=2dOOVuZnt#j4#A>CLX!7xFLr)ng)u(@e@Oui9*N7Rm{cKf-Db zb0_jg#(Ia-82E3^O-5Po2)L)8hnt(y9ozW5<12|(i1$~Pl)}Z2y*YG!%zy13uUcov z*l$Ta2{WFQYSgp)+Mcd)SZ@p^v4~5>kfV?mhX^3si+{enVVki8g7f9fRkE~9HmkDD z@^bcSJUwxzk_Qx;q(WLsUOy3H1xz@_EDvsw4=U@PTl^6j>~ zcE3kaO`$B&oc)FrZB0tHdarF}L~`pr1(fZ9tFN@Y%g-+i%7b3A%PZ1H7X@N!@W@zH zYIao+%myOI)o0h~KNP4^$dRZDOC{DwDGdukIYawJ2kyLKOXlIk6ME(Ic88hH>_U*S zP^zDxq)Kl0_st%5GiRM-w zr$`~zoMD#|gM2q38g0dBSj1@M`PgA}PBIT_H=I_=*oEsWS!tPq)`Ql0n7OZt{a4Y4 ztz`mYVh8r^(ho~aw7ZRCjMM>MExU#b?mniaH0XS+wyV7MPELuy@hV{7F>6rS@3eNX z$vG__E=^5NQO@ThM1YA&&f|KDPC!7gP!FW($H&1O-&ZOyXO{xnP;tS(>e!s;{+ygz zs65TT6)JQ>X?5_Zb8|OPv9YP*r#ewO)#GpZ{wTHEDk2CBQp7( zjF?rFoDw4!*(CnGzaVnV_?~90p?~?2nuyN>?61p0XVB3~XEi6z@xD!y%H~yPw^^p7 z0H_+=Ss|nQZD#PhxE!{{N`D=RfFuew4i|ud zaRYFN88AX5gQ5Jv+mj_SLPEjEn8#?nXKM^7Z#v#yf#7%n z4)x;pHW@gQBtR)B1Q)l|YBdgM%Z{t+L!OaCIzV~<%zuAMn^{$YaSL8)|1-O1N}?6vFsw|N!#`?S{YR?slOy{Z;7Xh_+B4=DUVo6Yf-n7b@xQPJ%675d2#I= z{*!X5sKnP7q^RLa85weveeUWLG08=JM?OMpN+FDf)L7JiCGtgdpQV6c=r z-rngem*YufBtDM{9^PbFlr&}7SvmUu6X z(mZwo&CqQeC^_u$EqyF25GPdol$QCl?*jFtV2PkwQ_aI_ z4niYg8jmY_TV)dO*5%-H{uLQ0%bImoD1s{GT2#cu+A7X*PF+(2YaDMrR>z3AQkJ}o zGcCB+FCyncZ5g-P&)GlRs??+mj565Yl<+(?p62euLqC?NUHlZZ05g=HnWw+!z$9*? zm57L(1QiVz&@#c0RPWpzmaMF-Wk`N0@w;}SNLaza2(SrdqZDtud%EEmlM55 zC*sp3xq|=D=|5P`rF()HRA}>Z2UbHc#M1-vz6UZ1=5xhk^~v|nkelPZWDU9+RJ^mBfk0i9l>Ln zM;h~NU!Nj(_n-u}^!5bDsziUrn<9%cdrQwc1yq8oZH}_%Tsli~h|XPO&H7j1sfS^f zl&w#> zAagIk02zz>r4b-3uci%SUsA}j|Z-cf%f;*qiy23HQK%>_qmC>kG zn+wC`XUFK#jSxNoJML}PBnRa@`HrvmI=9A43)avfZ~-t4A7JniF6~cZ9@bZo8@%qA z2}6)x9h&>)23gjQl*M@dH)KE(noZ=vfDuJg(3X^HHO7O-AYJ5@ z=$SnUUCKn_l0IM2D-YHtM#`^N9$Vn<$~sdHI4_Km;ZYuB*et2C`Xm?$8a z(f7iut^JkHv?7xX2ui0FvNp%g|K|m0W-*^6{RLc=M`|L0XcRJkfY}BKkMnOw0Neu@ zbqWg)CkBcZC={6-YhDSUlA(d^UO71gudlCo0zR2b^|ny!+uI@=ok1ul;FooQB#CTojd_n39vB;y34f(;o$!RwF zxQE@^Uoz!~nS6C}9Q(;t%vv>EZ*l|M5*sc5zJ($w=Q_q>iroG?tT{+tng9j(WjziM)kN0 z9!SWw)!m6&SBJ zl?C|+9z(DH?w`wT2?-nOwvMK$z$n0T>rxB$@(LQeju9!V zHBRqht!+F-4BzYPQ+A`yE31dJTuGuNT1cXTN}(+(x)e+kq%V`bsK6t>wqzKYJC(yD zu_Lt#w5_e3o!++C{iCJh-K0jzw1*2g5>yJ7m5rGyFfG-)J>C zg@Fxxj=)V|GL{_`6N3!!BMDI8eD#TkSKwR^+Uj_&UNif?74jQ+WnFLAuj+zz&1%bq_6J#gR*=cONo!yJmw#I|aDT&aN)? zW*54o1W!?^5)oqJfBS)KZEZ8Fc^n&8jjI}sw$$1UTXvr{{QF`;L)Z5w^1*?Rg@Qw} zTmK6QXj8v{0H`1YtlqA!06^vTE(1n60GtQFT@?X6rRAa*_d*9EDk=(>12oxud3kwY zbtaMNXy$f*TmXnk-dlSmC3FI>bI6L;Tb$L^)oswunnc1)AXBo`ez?m!MRDVa4Tiz3 z`m-Q(Y<04UCkwLk;j>0aHOE+0-VFS&-IB-oIp9v0wXh&Wh^bALdQ%G9NmX*oBlwcYH{vrMo1y0_Kr z`qrp>x(u#(cxG7s)s2Gv{`R&~)(*vQ=C^cwZxF(+|IM5(h4f^n?@Vu$-0x)ZPvZUN zO+5yvcu1dFEv?k6$#o(JsEFU?Gb{qC6+M?qp1@$KRIZiwCBTP>IFAMaD?KU*4oNVM7!Vh5z|!9XN=APgi)jnN zkUtE98L%sP-X4R0$$N8@F*ljPF>>ep_F7Dlbiz}OTtU!so_#!$VcRyaJ&-`9-NgFx z)HPjVcZ%20m}V$Ce08?2=Ocg?KaYh1Ig*i4utX*~%zXf~f`1Ed!0p*ihtnya`3@C| zqY)viBWZRccAY;+Cb9T4q2nRpKb$hP0J>J<~#S8h7-+4S9v-IM{rMMoEPA|RrvJsusceIIRE5*R8p-F%SY*Vf#FJX2n@!WWh74yP z#3>F0zhcpvS!{&&7fKf4J+Np94*itR@9ypW>b0p5aw~9nZ63$#4xCi1JHHM0%0s6y zP&~uJvuRf5oH)o7>U}9NBSdXhn#pvQT0nan!HMV?4~Z*~WT~$k9-1Gzje>GU>cKjT zhK^1OxSu32!X*wItfW9T+gx8i7s0Indct7zJp2BuKtvBQ3-U-JtMF84A1N}I&&@qr z-}7w-Rmaf=k;7r)!}7opMd8t5`9EBn8O$XfQ_Dw6NJ^;U_z(ZwKWvf7PVpLOPN*ER zm(lK!Y^|=v#U?f&)HAw^!GoZ|a`M%VT%gk#W6#fO(elPIxT|Q#3vrw!mr&Ch5*W ze0#gPr+3ZFb{AN5Y0d)}6u^SNPMJ)Oj@GzmaLSWX?k^bT@L6hXG&Z@Qi!orc=)|qI zzL{g!IUOiKf~y=G-}~SJ44?qOy!+jXE1-*<9bMQfUw~jIy!H7XD8O5-+H6oBdLmroUUP+&kolNJ-Mb_ovuhfht(Q^Y|ah&kLx8i z&}hb_GSFyWZG9TE2N5WdLPZyZi;6ZCR@7N{&AQ>M0#@$C_N?GrnC#lxU;n*d4}a6v5DuhHt|S45wB-n>0d{` zTcIFEo#GdxD*Rk~JFS63Zy}cB;QdL{vQ*jdU?Lw5d?8SdNd6V8F!ochX|Y5u_Z_g| znE>Xm(nrAVWRdM~t|A8XA(F|oM5YIsfPyS|(|o~JvHk?Xf;94D>QKh(>Xze!kEva0 z?@jaJx3Y&?w~x2qj|8+R91n*9XtJqjfAtvd1G8RLM!9Ymo8l^A;@|`*FmOb`kV}0Z z6X3uQ0#u$Q9QDKVeZD#3On!)Y$=;FWFBYRgXxsLeF*;kFPfYK8?jfs8LjaGvlNeaH z;gKetZnUVB#b^1eqkF~=>U>tSsA@`5=Z_YdKQ4#f5_>gL7SonMeQ{X_ztvWqSEKnH z28OYQADg+sFJj|CBkKL(9NSlVPOdL2O>+x>atRS}XTf&sMhIX_he1Y0{-spX32=$7 z+6^x|0N~ANX*(V`e4^5tp4;CGIY_&0GK0O3}H$ z2Zmaixq`3Rm11?R;wPoso3~m`|L{y(tGS|DQKb3IT)pk)Fd9C-G_c5&Xg9M1UJhn` zmhOtHJ2_)^$#O&9L!wCdBL7h^JB(g>revCVz8_}-|aO5h1`d&xXx`%m(%4iPoWI%cER}oMt=3X_W(?Htj>PU2%QUU$@243XO^S&g=H=n z5QL?;vdzABH&gnF5`B9is{#PoUfLhqcdad+OpU8XO-TnPwVYsK2&H-zDNtFA0OGZ` zacnrB7nGB=UOsRtPu)D<-O1U0;nT9;Ssr)vTD(#0jl@PPPEAyhpeo$l+WsG^ zt~xHubZKLvBB*qCH%O<5N{4_-qjV$PVIm+Q-JyWeCEX?6-QC>{-@NW}&iVGY=a1d9 zzR&Z_Ju~;rHP_5YSa@K)-cFW6hB8t-=m^lRed%AMcK&)!0br z0uX7ygtdhT31ZlglMD?in9Sy1Rb_I@#ofPIo$(()lS9yKi4&)8^DYujSo0V41&GOt zN=p8ixRp~w*SCI~l^BRo@3xj6!PDyxvLwlgzMTsXN`!W0wSX%^l%1fEq0C4gLhpsi zM30VlH2nauYZecf!$Z~dL+*C6%)`0Y2JK&01RH$l_y%7xhTeLhLPkFHlrrPXDQ)tn z(H1~Vl$t}C81UG2@4LHS=*BpYWWH?*9V3r;=ySRymMfbPtl+;?ocVJQwE$zIr{7Ez z(Il3WpC1DKxD88g4e$MLYu?fn-_IGEYhluA?yCB+4W$Li`PK+PpzWB5t zKJ&gy!W>8+Vr03WUcf=WMJQ<8Z}>9ZVV~__-D`F5%`j68f0#>7Ipgs@mg5@dx6RGL zi3aTlMtzcX^-n3U{JbMsui{YD*c_6qH`Oy-4pYop)GW%WAl?duwg41T;QdSQ@(>rG zxc3jDU^4~)%S8g11#|5&{49i7V)u5Ol`G1`m%1eexS07=0V+B-!YDLTo9+OLBQM}= z-@xpJ_f{&;_M?z;5iFRF{Fza-YLp>MbI;#~U5~*x(llfYe&A$m{oQQy)?wRrrTSXW zoxUEZYCZMwZVe~vuDl@4DJ=9i+Q8QOC;MgiTg%Dw(R#xzB|6DwxPD7>3bQiOtJ~28 z!}2w<)+}tejwa zpW!#I;XU1(SKm2RQIZnx#a>*4nVVu`CAJ876K*i6{z`7C&~T!sdd*ecNdZi1xiWC_ za$jto z9s7`p6d)u!oYljEsX`ak1I1_s-g<`Ehhzq{T*bJt*m8F6c~SmC$6rAH!u{u6xjoTDyY?-X6kI!*41&O7v6+ zNNsC(my(Y!5~RcqrROJcqEBEH4?ZA$h~5tW{6ECp=7hlE_yOIZ(s4p(Io1;fx9?uJ zxBv2$qt6(hOL{ke#Ea-N+9&4&(iA@Dz7$1I=!?iP=!k6)B7tivN4vf;hMyaFS#p~K z*f{|v>dcXt#x-9G#pD4AHXko*f~pLiW|;$|%Kpgr;$;YwbFR*}J!EQ4mie$XLq^-E z?tiqasL0gv=cd(cqX_hG9YI!(!I7njp+rBI>$*jTunY32aa7Q_IJDuN4MAm@12IP;T+)UI+_SsAU;ulvBCodgtp0jXS-KQ;NlAmjw((2c(X^94FB#*Oh}wvM}rL4XE?_(&3*d%?y3>jm{E6t zq!(0Z+h1w9J_R%mm)l%Du=S0OPHpy^S{}PqTrhHi*IW~5xU3#-XUB-h0_>0|Es@M4 znpcKhqAyi{Oo(o1FucG}B7_5`^(oTquaEh}#ZBnMX%)RCgIe}v=|+WAu%oG&snPSq z8&YzNRKAM%FbY;0943UzR_{mR>%%^LkVrKhXg76g`*yA3wEH(Rzf-U2eCCT57ZR9; zPy^E{Qj}5xUueIOq`H^!mub_+>~`a959bi;bE^64ya!ytdi^GAM}`vunY*Qr*9WX0 z0*R@n=9twXdkE`Q{G-w2a3R=d%x|v`o~~DBmAZwlv)Ed`gd>;%*`z;we5m=0xA%9r z&C*r#z2Rn5I8%{{3aTox?JUYEW>QAl-*4i|SCA~1mp8l*>=CL`DZ4)d#2pib=kwBy zcvsDD-oKCjsH)AQA=>Z3QT ziGM1|y6pA6f?*C{5vWsvnOgg}KudaUUbw3bmq>z0uT54{hpjvHg~^c?ZbR?~#l?aG zf~XOTWYr2|B-7#FUXVq91FZGgS6mSoxS(xk@LBA$qKO-mpB8_6`#t;I-9v?nv2!ND zmfhLK1F@}x9R##L+i@{n9D=xN0&A<@ZMLwyJr_unvsg0>lryB|ut3u&jg)yM@n($g z*Qk0{3_LsuK=Q#XUe|kL zd2tPl$CoRGKYy1&RIn{OZeL`*fCj*q0k~^~SwQ`iW?0?wO-@w++5Cpy!FmAaN>D?( zMrkN`80-C2m2H?b7=QE+J3v!aNs=z4%#P(_vd7Nr%@eflx!Mz19t(Z2Ebi7Eh+?yf_OK5I+so}+5Bnmi6YkLPNhNbCD7zc8*y}pXG5^jw94+x8 z`P_!SkB-{t7NP`ncy#nU-}nV|zK83yP~3(XinJ>gRZxl9nb)dxexBQ1@u&$p ztYO3;q6z~8V`||lo>AiE%^4i7DV&I0xg#fqe-%+}Y-{rsfDtn$rqC~%g!LCrAF9ua zFTRoR6lrwtvkd1KW?_G6DW|SHQ#r{o=BGi_GU8$D==DAZdbKyj!vX|%8Po|a8HD%in3TIB*BiE=;-Kd$9BBbFNlf(0yKsMHZq-`%WlNV^)b>oH6e9{Qh}W!{{ffQGT{Zw)ft^xTdBeITz4PvIk2Mu zxQRh9hjL~&IOI$u3Yl%I>WQqYi#L-=0RpjveFODHmNT(OPWSgozb5d1X4mh)-7cQf zu_|wZGS*mw--8FsEa@HJ7{qwS&v-KZGUbR&Amu?+2H;nFU>^bu;g^7}zhajK_6#?R zr={9!JcX--Fq`!C)^t6BG%_Xk^>6S=zA{b}%E zL?YO|xEnIm0;qh7Cx#@vI-2q%38ac(WCrm5i34oy<}#DqRQ~^U6HT@Q3ewKo>ml!78#ufT zDzB$je53!=h3}ZvxseOr1s1k)!`_LT1`8i$xZTfPh6^n^rt5u-y1qZ17Wjl@(lb)#1Etw)0mK$Szxf&q#^2t>;?YA((Pk%2>c zEs@tVIgA3$jFW;T73|k1s&#Ua*Ui^W*Ry%M)Iwtf90LKa=`OZ5_~TC^XJf+w9YtWA zmXm{5{yg!oJ_>$V7&iJxJ7;s;c>|G>D>Ee@Y3=eCPJQDgaK;m2Uy_OuU61*w2QG)u+dd$^{j78e_#PK?+D0Ri6>)U#!R z7oH$+75bdBv%-|s)7pE<%{wiO?A^anrDBGo)5M;H8*^T{GC6b2qU;+FP$2G*xZi#E z4x-}euPL!CEWv+qZvst5A#9XmTa(4}bL z08cM0h=E(ja3!9QstAsF`5ASMOTMRkUPlYa-{`OvBp&EHtug#KVqy(X;)E+8?0b;s zMW68hd0l1NE)Akf<8RaN5uQ9qP1oNv(sCO;pr{Nheb%ED}YBu~)j)wfV zai2F7Q>=CupMy$;Y>FrrsTH=i^BNcomY>W?si&wFGDBGy;CQe2c+#uauHA;pIxX!N zaOmh*SXkDp_k>R$0iqbh#HFQ`cS|Kb+=w6ySGX3gkU&$R(g^$=W7dD5h0w*B3y3R$ z$mt1(x;>!fULSnhK6Rp;vm6abDBOk+OX@KVC9H8n{MNMgkty+@*YAl@@TzuW3fMj0I+8V^QQucn2ye5 zrL$UT?Dj3z5LL~W6k;{6w5s1-lTQUO+?PPUnEj(?6lYMK_-=|)lTyq6zU-kgc=2={ z0FZ1JJKx>KV~6ExMBrq@D0jZxxUHM&9lv-fj z1DxvWYF%LXba5H1{C{YuewF2l%2`zw4^5Im)-t(5Pu?VSx=nGo}987S7?0oWlZ99yHiJd+TUdNRkwMEVoip!hmv${TAU+ zCE{qFHvowkaW3Gefm-z$PT>e;;pb?L6$kTRI2~#-rGp>A6gO^>Bk4o5j;f*Rh~E7a zUT~Qa-G5vg<{&p)8YyIfJmx3Z5TjNFp|kVJ^@d*v`G*Aik$8T8`sUBw#X+|91Ni^E zaggl~>in58N*^jN zhcdR?+JFH}g zuTNa~pi_BMFQ-GxI;;Z)+8+soi{F0f{8XZntYWFGissF>P0RlwA<*+vjs}VxU`Wd; zT7~)f2pU-#K>kgU95&O}m9o$rx5J4(M{*SQMsfs@NM54b)~mjGy*+5<&4n@n$l2G$JCMj_3=*Lp7*lfB*&j9Ae)N%y5E@ zAm1fKL1W=aX%(*HbANvRgOrcY{NU`&-f$RGK=4hyccK?d!V_55(HMAqvZzC{)g3=~%fh7)L$0>crM(qKvA!Ud1K8|2oHmZbxd@O8p0{=EO> z9bvL{c3|-3>({#4T8gfpke0A(x$a@XG(CXUXu2BYyoL+8OIN6+v+XFoD4+@r$RlDG z5uhOkYj3rq1x<#7^qRD>iFdx}(#=14>UQrdeXU9OHm)e05xL7a_8H0=-;So}1*$nT)TBVlI`g5U$_G&Q_ksxaQ z9qAxy*0-br-E0C+5BFXTmf=y$x!Iv?)qHxhrpn`jJMPTl=3lMN<|WFcR^ehc9ip)O zqPNuEqT+PBg);8v;7UDhbPlU4*Y2C`cTFG1@3~HgKmK&53vN%y>Y`@1${K5%9}S0U zq=d!&E2%d@Z;Z>e7DaYMpniY&tNBtAY~$)Zy$V1$T& z3Xn+&b}>n9oom1;Nqw<-FwyTvJ@qn6vklltFo!TLU)0NT0gc1d5SyIa?EPK5bfRwx zl2rbY>zqqUsTgr)r(aPDSty4Dd`__~*ZX;evJM>s+Y%5ax<^m1)=znHm&BZYw@h3& z(WriI{w9E!-ATze24U*>kDJ$#X9&%#&$M; z#qdv^Izn^m`4$M-X%E2R?D(Op-um>C9eaXJd|V7MFKwr*>aY2~uwzzCh70nYdZ}HT zcUNRx0vxj%=glOg?an$x8s0>DE0^%v!~hxj7fzbeu3tHm@($NxQv3gOJvco*ZH(r9 z2W7*?P$9|=_r%`<J~LGRW5RF`Cdw#XLNubZuqnuB=QU-ktH!;jgeW3l|(2 z74p}~JdWlKU?EXT#T=l8Un^gh)Te9me#yWyu^NMK-3IQE|Ib*D%;L+S93#g2* zME};_UcPEH0PIw>wBkT(ae8Vv4S7XMqCo`mgGbARqkhd|KFswgy}kaoJf(VFe_$g4 zxl7`u**(RH?)WDpYKZVhQlu|6dAWUa zszca(<{2*MozJKb8-!COv3k}S+}$3I%L&()Tghn;mGn^}xn8)Aavl6OGeP%#=KtBE z!b{`y&6{jpuN1Dt7&Z8*`d4;gt1cRICgtfpSoq%|E55^BG;He8`y|HN^VWP3igs7_LC& z$N@E;KO-YifLQMIt65B~ugA_>t12F>C)*sJ9tFJLHlNmoObCGUZ3r1v_%V?}S&&&+ zaQQItIkN3IBlACB8mNL<| z?Cd&(-0JTXIlmeSMz~o*y8^pjCi$?E8_VdJ_;szd4XSGhX%WN`ZPRXkGW`7%9 z6!Y>%%*NFF$Y{&WHFxGF@seEFKTUX3du~Jp{ULD%RY;BD5BTgqL(OtrKs@Gnsi8gM znnfk5ttMoSv6@_o@i~8i#pbrfjHW8F@!z76_Au^CCz2VJj$r>( zIPSzS6xbX~MSo}9`JVX%7s|(_ZWT^KIFRSd*uSI(x;2*aD{%C3L#iL98I(0_m(RBR z@$h9dEO})A`>)ujK7=w&tz^mcCDi-0E!b^v#hpz16lGChGTs^~q|tOSH-}y7^L8_z zjWB>I0CS98wr`j11NS$oE}^coh|P2m36&u7dXnu5sbaEwg^;@t58q=SY_ErLhzpZL zFE6aV{g2;bbQdU%LZSJ#d1eVLf`n@=82Zyx7G6lI_#b(P*=)%DFrS+lRv`@*poTJbDa<0?MY!+W3zVkE)bgSE$B8coJhk?yGyt8bV)ikx zAxur7sd{`odWTu#4vk!-acPEHRDlj%hPd_TyPI8N*_IUQ6?cPZMC-kiZ3pv)z3at7 z=&6sEYHsw9ubn#XI6mkp$dJHzYbjB71m~RME(J^p1r@2OfQc(wS`)f)7gN#TVS3X< z5j0HD1Kv%0?6>xxdn1ZsO77sW+!65`@3qS!Qj~zny>YCbrY=k3nNr~jogpthhZkEl<1c+?{swteVFweQj4D9-T}(F3fvnh~p|QK3Q0Ni56+p*k6b z*!Z95L}HeG5;gBe^PO4K=5=8Uk(FoH#bOgwzUi}x9UmR3WMI7jW;GoYjv*N;Y(8zO zZ@LYB2=5^&W9x8N*&sl;;hZMeQ12j>iR5_cqjTYwcYi472i=EE@Jd5g#q-+Fcb=N^ zm3nQQA2Q1x5an23M}UoQHqd^!dhJVK{_8yP#l#MG6~hGyLRmZ`9+JIcHWAZvJ=%$y zO}L9E4L48aN7JEmXR}ENJkGdZw7&RutKrr@(L~s)^~ql+mtr;>;`HgC;DU0SL7ZM0 z@2=5$Zd)djnO(3)bg4?WE>_>p3uID8#;9jZ*0x8h;YnCW;~1Pnn=s}CS7vG?qh z4;P*o{#G^!Kvl8bTI7q7V2u*pX8$ny8$r|&p%$Qfu~|+P%XeK3XeZVV{WyR2*DVX_ z*!$1EJP{{mlx^h!Zv3V_)rzQU}mtO7d4Wvm}wh%_kB11WFH)bhJ`%>Z|gyqS!9Gzli< zLCFsemT}VgMxdi3DJQ)c5``+oJb+M;eKZ)eQF?;!d`=P0dgVzvQQM9TxF7gwMQC?Q zYb8Oynr|GTo1oW1YHOVK5u)V_iE9j~iO`+!TWdVlBfw*UnBQ%}L1<(bPfLmY?>hu5 zH1l;QeeghnsRa;-ZYRp!BjB$2@*tT#2%%ntxqJpx1|`t}KDuVF?9PsDVR>vk{K0Z< z4oifyMd!JGXlJSa%QLw{DHoz3y%MAOq3*PhNu=z7?HB^_|6%gA|DOupU)P`Fo)Vr$ z9y-9Z%3sDZG!L8Z>S0@vz5Ri1lp>v;>p$Vp^G||B5(_VS42yTM^Vh4t2{6OtUbcjU z`?$9duf4F~34htXcYOjyFX*4U1tW|K>}VyL|J-!i|M((pa-%YXs4WO0Czv70wNZH? z+{S1cke^`ad42Cr?`GUA?bx+> zp%RSJU0Qfu%^4h5gFwc#e3!d>_Z{Q@bT8OO1(PbW;cYX`)WqY6sbzBQDCJZOO!2tQ zN8_QFu!%407SL1}URF)l%fl7?_cb#L>PNZ(-gk07(6{K+#3od$@?;QB3^Jgh?v07} zf$pZum+X+=-TTfn#AjK%^eorRX@768k4sOo{QW=r`~7wqQR6oT_lK1dZbHL&?`5b- zE@`puikU%W-3Vmn2k z+wf{H?qD;9n_7FrUNBajo2`*IPzk6Pr`e}LtQ1huVN=y8K0XD&jd&i1!ZKOOC45H$${Ssl7N_#yc= z$!+JiqWnsPB7AmzZG>j!?<>B|wtg)ED-?$LyE7g5lexn)|AA`$IqDqwHDBYw+22zh z8}BINR^C_z0xqz(+|{QFa`u`(U7NVlIH!g*j@j6aWV&`m(eju0w+8=%ot;|1j2`=k zlI4CM&cA3FFBf~IGVXZcz7ey-d;RKFEmB_E9ha~Pc;;L_uZ9mt+#(z)~unu zCo^{SO{`zfuvU`YknD)1DZhxwQ|k-fNvs;{bFN zo|aj%9KM22z`qe&d5q<<6SY~sQ5{w}>Ubg%$T%0TiU2{pdt%h4xU?4jC!-sgVr7CPfN})sBQarHNsF^-aTU-^LPA=uLS&-{sHtgNgKZkp8sbdSsW`cWnBtDBpBS%2xfjRk6K*r4M2Q<(fpak6{N>X!K)ydYrfr(Q)WB^s3YQ3X13wJ3+MU28x zs}|4kw2V*u>mGUS?+xNU^~io8u=rR~;x}QjHaw`DE9Zvpw*T(A6w|V|Y3# zSl-f}X^wS2cZ3#N5}ROi%cHr?ZYgL3Bhc6{?huiYInXyWHlB`kUZ46*VE(!>fJ{u& z|JhW6=Va@{sdoM;2Ca7)YHx`5%FmL; zuRfEz$~iyNVE33uZZ5lzsDkjEe>0^-O#F>Q61$hl?BC1Sxsq2;S%@9&TS5nCR1C`P zpE^470<@!7gX~XsXD}&DQ<4Ke>DMpXMcOg_&DRdAY=?VUZ??3<1@O2`7b{ML_Xl+l zu8`FV(zDU@fiEho)0hB2i0;1MZcoxr$o6_7+m(fWr z*1y?HNxiANB`!7NniX<&w+O=%THTrxC4!WTt@Jvdm%O08&OLFLr3~pBa?S1%Sb>O+ z&cMV8R4L}a`!H)mXN!_jRagZk1IpUaHHKGzp8fJA9y^X?aeFY|`cBRrzqw_^JbF z(aE9u&vZjYdlD&hnn~@ZJCW~U(=#zqk&(TFd6YKR{WDSg_RK(m`3}2FK(6MyhKC~) zll&9!+)oOX-$94Ry)2(+3B`Dkk?{#+`-2ZUgf9d-1a|IT9Qqe-eIS7*yUmk{T7UPu zEETv6$V4)<*AK>U7`Vn0uzI5aFxNRq>vg3ZhciBG=6GiWLnmHQVvk-R|0N7=b*^z8@lNz|c3(F~fyJl?Ng9yvNXS@rexclZamPxl&oA|3Tw9@?(ipiv7Zj6usPbP+!*)NV3Zx`znR!H|7m`EqX`B9?iID5; zSS0>n@y;R*n#|#(kKhv#kt;A-3eg}6)H2~ko_EEQ?*|uilcW+VDr}7wKWK%8)r#J$ zM&+)1)~#WS#i)Mkp~0W#ryDrFH30Z-TvS9=p4;Azh`6Xes3d8CH{<1{3EfIfn~XcZ zU2&>cv`CK2xm;^P&oH%|rgP($^M>zS$fXGuhP(Eg_7f>L^bo}9SHD2vv)zD}EBTi% z^)1Dh8yL|f0%f~NJa&dup4V2fCWg&F((nIfujNR!e|V1J`MrylrSg;=%B9QWzt(~S z0;+&h;<(*JbJT8MfngKr?Bg(?R|bK!v-{m$t$#sUwv=3w82HGL-k!ENIPrH z)qb_oM^W~Os;NoBbmAP(%9=lRYrPcMGDS<&4#!J_65<=iMqV-ON}9wB3`xm$r$YbA zobtxhwl(uYREJwogO)>CkB{hvtX4J;<(`%weGp~L$7@v>RWx)X`F;;>KbjF!%^1w3 z+IQ$z*(fit-_WF|r*~TQ61`9GssJWD!au$D>rVTMe`Dg@Zgt`$S!UDy{GPxut;_C@ zfRG!7qgQACh&=Cl6B+4N-^T48IXap?W8rcay5k-zShAfiie*fk_+NO;wdib+tZ|V4 z>wp8DN^XCkxj%u~@p+7Z&vgTFd9kzO0!saJgDJ%xUR8qcw$wZ9NhiC|N^wmhRyU_K zEVY71nwsgOTbTfc;CXmq(AcSUV{pO*Syffl!=1PbLYrVsI?VS?K~tHflfK-ODL*GK z&V&aGm|jvk?X=Y+{HXi+g8O>#$=pK29Vy|%E2g8k&So%I$z>gQu-`g0}*-$2q|FP?2X$dje>BI#A{~is#uN8EuSRc)W*)LDL zKI|`?Jl)ZuXgNQ(FFJQBnngc6Kj2@({?CDuyDJN!isC!Wv~ly&YY( zkj;?$uf-+mow#p3!Qx(Bub zrA;WXs1XJp^ZJMeCZf?_XODM8b1oc{bH#iXaILsl>?I-Jb(k}?i{VM_k}cDFtqrJD zz&nb<(Q;v1q;+iuI3pYu7QjDR{@f7MzdLGukCM8k_FiqgNQ@iGrFxW%HFTWuaENv> zJdG(>fLIaUP53mL!$*_eW#iQ^53+w2+_62FIBjo%5a6!Gmx<0?lPFGE7Fawuq4_>EXp z#z3Q=)qI3OcXxLUOcXBR-@Oe#G7W5r`6imUyL^&ymK}lz0YO2vHJ?yQcZIgLG)l@Z z#XPp&`upKfR8g2A$1vT=e?lgcYYOi37gxmt`6lmGrO5N&+)vjv7*)(fo^A-#*LYxe}IU>7EWJ$ACcHZyA7fw~{oDT^3z7-0}g23zQek_LR9 zke?p7UvNX{ghEG0C(`ik(&fF1V6(c(6u~4=xpx#ao|cgC4wz7^uE)DU_o!1|>j;GuCPTWJF^T13P?6=yN%IXv+@q^~UE35`B z&5IU^jTg$wjY9@;ZLm?5pDZGAycKk3>H67~@ardNkK521EB$k8{n^v$KFr-?)CWow zd;A8VehR5q-J{ z6NdV|5W9sVuqUqk{Lj5*f9KQV=x&EQY9@uTy+VC`eZVe==3g)R5fmt~-1hh0suFp9 zV{;>Wrjpc^qf4a6Q84qfnZ?Hc{na5~aOTb%eP2)60SOpSe7RN-%<5>-qP2yyefawI zF0te6H_#OxV6@Zj?d_?%pY54tN=QrVLc3V#=gWukNmw^@d}2)>Ec;&TjERlCo#XHN z6}U*{7(o)t8UK7ViAO~C4xM2N4d3*|W|GC|)vAkwq>X^UKr3B6Bf4lOdR_gSnE4n~ zG&I(8A+K@)XGJ{s)2C1B4pX0^?S_p+#QtL`9i`hpUOgsCcSz8wPk=>sxiIs=9Gcf) z2uw<0E*OgOPrgZ`N!3A1lDlU-2P{m}UKt%%-gb@l)3looU3FdZh=2{%*}%HjbUT`Z z=iowv85gi1-T;;9f1aboV|$oFxh6MVEZAYYcnp(L&~b1Y@&`0Wnwlv0ULwNQH5=A_ z`JP)?^}$@g&C)t0R}`BM=*QH5eLVRxO-kzIPk639bbZ5!m2t-vx@j$vXE@p4ukRc8p)`)5ZNGn+AA~GV`kQ`5q6`m)|I~FHcz%rgKYsKDf zB*(l%q@wZ)Ijg+CP?k^KrZ)WclOJ92GrPBd?xYWGnX|LA*NL89UaW32D6d@J zh0bEToko$wb=ty+4Fl+D^P>yu^+w!g{4eT>$Cc~DhzX@thGdD4$2J@oRGYs1R#eLv zEy4QURbe}QzwS>6%%JuK*Fm;O`wqZ60`RQSB+Qq}u&h6TT}OT8)U>JNS6Z6Mf$cqk zO{ArzCB&+_wC@tjpAh;mOb4<3#s%ioIabmrOhAe5>#S;LY~R~7__ne64y`ecgt++R za$45YoAO#z7!jh3*`pI-3a!N{2OIK%gf6%nG?T_Fo4fx8|aaEF9)G; zVTLJXHg0JjLnRUCiu-3HJ||}K0O^V{5Jl_b$v+H%8r-Q z7-1;JBJE|Mu_vYIDU(E>;hnlnkIkfNGrEU3Mqs$8TQyOQ1;{E`{6!X+UtsB#9g@48 zFmQhh4ZZnjXn)}f?l-~jeZ%lYH6Pby2L+i+7RhhkBOc9a2*JX}KK`F?ks%QBElK8^ zpWurtT`%zggukG;ptv{!nb^Sttl~Zi$%HQ*)!xm&+O42bjO-CD^0Q9U&{TJ!!VGCv zZ-Gd~{*ZNbu*+VK(A(dCVb~-~52g(KhK2J)KSwyZxpyW%-1~nI#N+#PpRB!fTL7Pc z;HXK?t$ThL==ac8LJUrcj~)@r*m*tKzZMW7$g^J)$`qW${f$soS9~~tVx_?RQ)p;~ z^Ix?CXwwInQpiL}BS-)Jph-PSy|*vdRZKI+o6QQx{y>Z~2(J1001RzshapQ4zx22L z=Y!BwGLc9hF2rDXa#`pba7D-3@+HVGHkL4{Y5TkG)scBXb?c$&AZsYI20kDRg$`TV z!s`D(J`#bw*Q7ys(_{56YbIJ0FwYnCVMo*iX3?}#_zToPXrXo{AQm|O7sz1#CXR&^ z!CR}%VmdB8w8`;o_N!@r=5Nf;s2^5W;fP#ordS6w?1}CP?%r=}YZGZ$;_|#lG7tRM z{n}5L#w1wP`$o~xa>FN4KY2Sp%hgxwd^-#V7N_+^!fwfEams1RD-vdZU0#^DEh-Wo zuc!_@ueE*j$#(9xYQ{)zl0_WXZYILrfxOT63oCDc_yo4&;F z)!SW%Vo_Q3s$v@pl7hpjd+vkAGT@dLV(f{*RiMx&CC0WR0y2$MlVzmF#@6?tp@Uwc zbbDVLiMxz7jOe7p??0+C4~>iKSo#^)4&*?{V9f5Ipa6V&#~{{Gzw`O!$1NYU<5{73 zS$YW^^jqud>Tdd4xO_lFAu!AhNnS;zX~ti8UF%k;jr3n#L{CYfVY&h4^SS{omB9E{ zd_kX=XnuaStMdhqB`xM1Hi!*~-3}ocihS?aGk5xy>@tSw2*eF*OjM+PURH|h0S$5? zqoe8-2jv@AHXAAYI|m0FftN$_T2ewV2H^xtpQJ`LO1m%k`?f{FzOR$*Ga9rERV@Cm zhJU`A`{R5;$kP474R~cZHo?p=dYT;{AOC-zc8}e5P|1738_QEcLE#W2ju0O-bSGqI z2LO9F{7voW8_^01a*)Xe_M)LaF;;Dq_VE!MD~pJsK)xCfb~f%M>Mw8=gQjLMM?`nk z4Iz1O`>QxJ&DboOtq@`23b{D^SB%iK)|C(Bgfcot!1K|@D2$>FRa4MjuWhI)D zbgAgCCrt1bzs}x`t}VxH_I))yf$}2;Zln;V$LE{Sqm@}qT@^mYh-^92PNa#rusj0CsE{bBsjV7_>^BE0&qM0!o@6e`2^W3qCHs3^ z@)EY3y2(@`9Qgc}i@SGaTljp7-mYSP&o?1Mf0vep#$(K_mi_t)P;yU?0CC}y41>;a zU`O5lpUcq`kK2$C&kGNsAYz)OOUY5V!fpa_hjlctVf7AcOyW4H&>~V`;&^-@d|Zzr zkXHsP<8oKoKp8D{>nZ%J7Q5c=4^=1Kt>ImWt_5zrGCTufJXAi}Fj}}Ta$A@w`1$$& z>w%YCYZ6!&?(xTgm5XWmfPX`T?(kQYZlDv29AO}3zGxqReS!^OTplsEJsVq^uf-SR z5j!*54a4$9-S%~yJDUI5=SY;@A*gUX3=GaD~ieEEf)Hlq0^&i45UiXMBjiVtKM7S0&5z#<(+|psn#+ zO?QHPQhwI-rd(OL+X!J~IP06M(BFTXPx7ZKhza^V=OBJ3gDho{=kkVHqD@BgKl4aF z%$S}@4^F)IH!Z0MwMtDRqp(IocpeD@Bvx|g>r719rg-YMSRYTe;^^V(oAh@-rGPyk zB4SIJ-^4$oj7Cu8Dpo~X?f|!x-F#%xO}Gzy}h3OfZ(yWMH#e&=vAUI z3sMADUqEDYdt&X~4nkRV+E~4o$z}$?)+Yn5pnQ6aiHW&;JS`9BkHGm69oK1EXU6~i zVFiA8>a$DrVP-=lSG?(KTgq1b7f>j$3+FSXN9riwQ?HVs+~Y#nY{Lr; zjT?{t>~p`_)@`P50o~RaVsC8y=);1>^ZMR%d3o3c#F((1+fFG zOe;*XyzN9ppo!>4cRqL-9-MMo|HkHQ)M)kWL){?+_(-E%} zzYGYRSX`!1qOIF`UABC*RtunJ^p9dBwm*bdUXEO*9n-=`h~dj$F>qj{7?BI11-{Fz zQ%*>7*t<2~{;9Y3bap6n2bnxlx@LJv4?9syh3m=TJa=W2fzS>fd}qmA?4`Y@>?BbovsrFFiFIBn zj{o7(h%pj-i|>6R*FR6e>gx-LK>z%kquKZ%01N-wV;-*-W)wcP4j5H{3q>x(+5yi@ z7J7PeC@6jZPX4{ikmlz}c9#3u%E!lK>t#Fb%$5IzyHpX;uY-LDpXINF;&*WZCqeN# z;>I8T%1sH~>yf?{;p}{Fo-s{Vvw(iv`}Fkqygh*g`7fuZF0jYSy=DNh$!8C$ZJv}AWbAm^EB;eF$N#*@5?3xa~ryT-)CL}R1z{P_bo7MFw4 z2`W0erN+VBpgw@2{`e9c^%qvu0~!IfK}@ZS;{gd-+4;iCGp4w+RRjJxq01MbQ$~C{ z?{Mq9VAKact0z-ZpT4%^5!u|8F#C(g`lTvc(lTE!E-ovvpi!E$tj7{rST2TFfGa^8 zkT)8eG3aHZqoqYuy`Z-{rZ4SPoDxFh<`qZ!0GT|4ldnAP%i@8M)!}f;la7UD!HXsq zu=u68Tb^fjk1o}=;`Q{T7i9y@LAa&fx8qwah0F%)i^T}dy6LV!E5YXn(HjULGv{c z_m~X^D1a8ULb6nzjBOOnN18M?HZFEnTuLKlLGp{#>utIq$MuYb_kLHaeq;$WPbJr? z^Bn^$@UKebJiVtt^sY4&yFk|f1C`Ud$d6iZ>BC`<=oZ{ORuFt|A%F^)mWH-Qb!kpc{!l*O56AGlqeVYkQ-*>U$;JWK z=L zX0Iot8N97NoG%g|hWCE#jaS@r0M`VFn75C=JEozY9u+tc0ruoo4a5OM9=i(b8b7X= z!z8Fbenc(B3$f0R2QD9&IBsFnZkQXCr*biW{K%To&4`VJWXIAI^JuzNOpnD5AsWBAxeLl)d6UVAxASP*|6&b zTolBvyU!ty{8x2)eE@??N|Q+P^!3X8OayK1ZiHQL_s1nc>F9 zXjktWOM9-e%gT^EFpbwFCq%QZzJc>QjYmmI2{8krsl`O28K27(7id_CzkdB1JJ2Y1 z;tUB10kq^Yjw31EXg)bKK7VyI(09?S=fk2ik>EP!bWsy_r%AkZayuu?e#Mn4h6fRX z>3Ba$)z;$B71@{F&K0oyRsOI4fC@(&Ct$JAl?vV?T~@NVt;VY5RyN>O7e}2VuQOf0cRaejjH}7JVN372IGx+A4u^IoN0vMT5r4#g%Kf zHq6x!Ty6plx&nK>ir^Rvi<2`m{ScRYEZ3!s1BaE~s$O9k-M*S9);3?_nW@wD`Dska zMdUz#_C}`===wjQ1RGq5WjimN*k4;NKEcAo+=PA#MGcL!gac@s5Qk8^)Em;{{02hD zeV}nDz!GP0VgEjaNYT!UODa>N1{K3%GOXhw7m92yDFK$(8rbv}gJs8FDGdCLl0Vav zKMv$3fO%HcZhJ1*bodGvs(My!b5?m=#w%eH#5_|{HHH;4sI5;>L2ulk2iWlYFk1;?) z)gg6@!BM_^%pOYZLr?4R&K+4Nbrld`D=}vj0KNQl5sB-6fzN`_vnQ#fO!(B1>g`pS zKB7cyud9&S1$J5~>Jy;5BM&lrG%U|?mmQe`^D(E{d_e5kZI_jxDSjv=;_`}DxL~zd z6?kc`B_V2!2u{-&XCk=cETtoQrBo34eTJU!w_B6}H&f>B$`-=pNlqlgrq*e~Pu#H0le4Y(m@L`~zZR-5xt9CM9ik`Md3k zTN=XD3_>B7K{mZhX{FR60{Z7=x8fsNG%YN$vGe{oQ~KwK#B|v4POI}3slmeu&{w9qyLD@ z{Q)2v+;+qe2}0dGwlm+q@|Y)!*dc^P=1c)6DX6y(VX?#5-uF{JAMY|E$&%<={`!H? zrf1J?Li+?aCnqP(3;49f`=ANh&|mUD!lGI8wtNNa9#>3@Z7vg9%vZ=NkYJ*^1Z=BlE!_i7&^>m?(s-8-XUO|_>gJh zS7S<{?o+lrk@pWlv5r>o%Cx%jA0mkk03im6DmJQPR5?ZRVuY*r8)X{4&7heO$(w#@ z)%)E2c0z*Ovh0S&zq?%~xa8!<7`A9`_gF@OhsqZ(^^R{3hH*B~KL}7#d&=PG)d389 zY>T*t?)6_GAUXqml965@k|X(5vGs%rmFUJ;f2H2)oWBIiN!Hu-@*DCRmH3wTYrkh< zl4;Z~p2*ImW#$iRnRuKN6cQ1EzyknQEXPjrKyRRHs73#{deWkXy>e3^C6OE*SK(RV7D5>72k zk=hZOdDs6GkT1FUIs9$05PWn?*zU@LtTEnt`&G@D8Hoh({jus(1B!hQCU`m-H5NaF zO1nNAqq)ZQvNRITEZI=ZXY;Q=TebW@75`B0kwF=D;+rjDcP<e9khRYkFT53> zG+wGs&e+kzN;^oiok&cco;8(_Rr{KxvH9+1Cw156n|06YWAxYnCE7z+SA7x|KsX{^ z@cE&M%)Ws!8&^VY_3Fx`R{#BLaQCp!@exgY z(G5hL0M0EHrxNr;D5lxhctyYJS3QKX(?>21KKi0;bb(I`<$X!}h;M1%%GbR2cpo<{f>djyNtza@$##5+|!H!wIIluEEX5r#=lwj~*9{d>OGm&3j;M-ayN{{d@P6Vgj zyqQR$BF0I4i_Xta*#Getw~>#06o13s|M~JtR-*lhoyX6eJbI%<_s2=U+j&G1PTg83 z6N`3z;rT0$^lScBSMCc zm*vI77SYoqyp+fBoJh;eU;XN&+AgW`H&6059fOZALmuMjTl^TxU-LaYYWBmHo!FZE zzZdNHs`)-)O%9m&<%jjtBhmDdr1|G~6V*FDo@0a`D1Ql2o=F)iMa_$O7efQS%C<#$ zJwiOSQx&I26JHTSLqO_*Jm;;4I4hdfe=iE+7!QTo{O_dNPS_T((bCj295g2%Enu*? zb~KJH``2D*d!-QD>_nEuW`c)a<+y2=}g% zd-{Hys^y=*m3(Oq9yC0-eYxnf?nR-PD&i_y#FhsKZtX#gh5`0-u&;XklY zAaX(OTX5`r!utF3+7m1+AIWEUhy##B?c1A9^@LeyS3b4q4+>x_UG>l9u_OOQ(RlL1y`F3Ty<9q}VV*Ugt+e{7D5SGiq#lCp_o_GswrFAY>5b!hU+`{a?qBR!5ULzyl# z@=Y(_8^Q;pM2`Jn1~}0kIu5*xqxQY2{h?N2_YaE853x_F3ga$^te>9ypJb_&I7%KF zlbkun@)jQt33wh^H6G)-JfS8{3q~o50N(nG_Z7`m z!F{{V+aRD7dD>$;5mz6(DnaGj|4cdZ+7J7HoD__Vu%y>sUKXl+ErjIS#39@$QwW{#Xa+T*zB=WB$P$ymh1M{pp28D*cqd0hTbT$)<8OsR4++dqCkcjOkE!T;(z z#@#kFKQsqlJpO*IF2<|WG^#`FRrKKA%6mRDG1GKZZ9jefgNk4$)}KGsnmNq>JD@(d z{?LCfcYpEnv9(ssx7QgM?9!XxM@Ly*_Y$AKvU_v<#zKa=oHM4sIRQhEROE2|gZQlS zw%u=rr5?u^Bd|I6J<9$ znA_H0x%)B3pEaistp?fKKPii=XQh_O&pt zh)ASB$!D6vnK!$00sa(RJvh-_ymVf|Wi%lyQI}I-48h{f#KyI>0G$g+zL@s1#eAXu2Rug$ zC8z?^;=(5m7jIH^zf-;}?H5h`{Tt<9KdYIPZ*~GSCl=CHCG!bfViR+6T&2A1?Ci@E zW)eCzXOBiSUS3q_*<5%h!*9dpNJE@mLNcYSSOz&K_$IBBh`ceSX!l=JP|x4vG^1m-XRSaP}zRLmLXZic^?o$WWp zF-&7^Z4*W=eJ5nv)!4NGmN`J|&1TiZS(0YMp}yfiX@8>ANo^ILSOpTYV9Pewr-uPn zITlw>2dNl11C^@x2?cDGms?X%%=`!1!Qsf_GcUMU)io!vPW~?i_E_DnA)5zm))`B?)`2OS+4hg`6EpQ0WnoF+j#&HfLRWN3b3{A-gQ0v zfPiDE+H%?+bwl_MH|<39XicP&4?URl^_}7B+0c<%LmQ0C6Ug3 zAHnq|Yh#%kme-0#6H6v-Y^$pQj2Csig5k~@gWGTF-gqwwEZboGmB{LbQHpHRzd5d% zu3RboL`fyT-v;GqZ55FGZqz~y)k2L}fM-^ZTmHEA^m zNAg1J>+8PjW!0R;93isIsDdVDsbpBJ16l}k7Ek0L39ekPuXw9mB(Pe6=W#Edvz5zD zR;4JWJ9fXdB|`_t&92zx8aUt2@*YmrUq~q#Q_B=?!|uB(#kZP>Z+7>!Z9z14LpZZ396hk?*42MskM#WONzlMArfSQ+wl+KTzfelj-B=KvwAdyZ zz-nna618-xgpmtPYGd_6!=miBZ~ylPOUAtyb8rgo9x*{?;<=e4=ZRW?Q5tE*C#RPN ze0SmrB6#(F0sD>ROVdPM-sk!k46m|qN5o;t8gGdgH4r4uEUWG}U#hm`&6FuQyy{pa zxBcw1x#!aRMSuG~@QwZyU{tF6U*Bf0WAPiK!-JzrT&{bFU#*M=gA~0o%+wQBgXwSW z-Ah)|Qpk2BhuE&Uat;!V-3B{^HrJjm5nr<_aYEES!B}I{oW7@CEl2R-M33J5QR3qO z0eYBH+&zL0PkZcq{X|`%5~I?K2m8K1Hta@}l8Pd$ltQZFVg`9VWi3Oa+El zc)l>R_aP>{bX8z(-t5|GXVQG{fc{D2K`OP)MnbXOo;6&Yb#plU7;5&5`Sts+ zB+r91m-`_JLM3W>6Wa>>SK;tx;%YxmoexB1%X zYyA=%MlqXf!^6cA-C-LmtQ}1{3WrLu$*S|Bq(NcRM(q4ApX~4N7h0XjoeLT&o0wpd zIkcOwW=I+FAsSIZ2{c(z(cPwlU12OSE%FD3f(B(@SChVqN52vKgVt-a&a_FT-XYdb zsYxDp=#2A0;xF!iAUeL>`6fX0X_q7g=iiQ%vS!W? zG@eXo^^@}YbpObX??Xt&0X>ggGc`ShwRf4DifYIg>t;Vmu*dt0{O31QH~pmK-mW@S zg!&WSNZMxwKe)!}%0QgRrLBoTse+@+5{6|>W21g_H#V0&+#0;YOG-rB@mvu5J?7Wp7c*-Bh@PH!`nX3v9r$`JB;HbEI3bXbDrzo zBl7g}1!07)_8B%!$c~8-M$BKQ5+`{&0@&g98BR{qLfhk5`!{{Y+%NEq9J@(j!b}SH z4Mlz)o}fLav_`9Bdc6qNO56-2r-2IWs$&l9knypOEM;sVZ?t?p#z>Cjx>LadqpjWD zg&E{mLZ|8Om<|Vd9RA_q#7#T%EZ&@z^Ct2JT^yzbl}s4ung-L^1|9V7ftw z!>I|OWpTy{Tw3=@1iyg+P6*&Xm%Wmb1KkPm@BOibc#g|IyxHwx$i^U3prK9hw8a%k z90U&gPKY!Q#72ujU#YRI9p|{ic&iEaCJPWne1B}%4Ti%p%fqY!k72RRU|vWt_C7W` zrMP3~ZhaEdH=^yd_Pi#FwXgbJLc#PfLDwM1LIt+7gs9zbJVo32vE{-UtbONVwz27{ z@X^@_ZsJzpF~~sn(VG?Ug>Z!B*tj0I*tT%Vzrf@Ocj~(FhmY%c@o4d2owP_xll%*K zO}4Y|_D= zN`i%a|HE8|zD-7;qKplNsMB8?XS0meJ>EF?}Hyh+vU{$O%KZ|boEJ8O)U%i+f+L8x53ghWM6wVJ%u4) z-}(`(Piish{^#X|XC6Kg7@_5VE;q?Heau>cK=J#~l4vW&r|x+KVFE=g#KV=ib+rHU zu2cQ|O=BS;ui>t-_i>}@P2JIZXb+I(jvooVa=$}A7F@f@K1)GW9o>C{b%K6 z9ZCr}_R)?gdBt5Mk^BB?euJJ;yQe`;*74D9{5F!)f@ySop3rldpJSe7PLE9MqljKN zL)AlbnqEBaNhpi&kaZWxyek#SPthj)$KkV*dmZ*-@i)~CxL=HXAw~3b$i7In7Q(&n z&r{jMtxk16BTS@G=8NcQo+ciO>1g>B(sGz!zd1%tRsu`oobFUqfhCq+3tt-AUT4II z#}}JXWaq{z;`)Z@{w0hY;odX$)X&Nq?b}~RqV?nx-5PJWT!FQ|CXMe=SDpm&w^u{_ zj#8DMoSq_h1i9OPX4SRCVAF^A zOo#(8f*NVKITkKEM)+MSJ>DgkJiVQ0KOQH9Byc#^o?5`|sA2{={r)F-0>0|Y5PMh& zAAHD*l`rfLNv;?lAtS6h-U?|KPXlg&X*KePww^p_t;A!*{6N`ulWY`KfDBCGYKlWD zz3+m1y|F|j7ZZLk({YT#3g5!6a$$Z5+3Yv zN%yvMIRi>iQ8@YIRpKal`_Y;UZHppWG`NLzWpT3CnB<(Nbp1(0>GLMdbxf{;}w8APUOlZ)|eWs&R+OpJ6F2CEQ~pFN90M7usy>Xr z6Q9E!`G60vqKK{9DBAh``+asB3fz)A8Bzlith~=+xm!X8lA85Zh%8wCCz2Bx*dmJz ziSF*wQBIaZqrVr(GP*{GD96n&5UO4ZsQS`WrY`4LzaLoYHn3D$&3yc;=?%M)o+2`n zohzyCWzBlN5!UVIvZ)6S1Te z2M3q2r8ish3+|F^cC9fv{%i95wwz?w*amUu@rvOJjaQF#sy4TL3i5`f zQ~M8WTii3WxPL86BWOky4w!K_sVOCfmZXq&<@?j@70n&mC$R@qIvQk5ArK}mO_~|D z><`#7ehzg!CS(JX3)1}knVl-4_BoKL!t8T|_0P%{r;}ChA0hc}pSC^<6iuc(g=M40 z-eppoI7T8E@~Na?D>#&TnP?YSI@~R@Zxf%HTM>t?{_=YB0PUo!?tdO-WtBX9-iy7aqJ>^$A0)1z1m zezN3vpF$5^`@Sd-X){brDw^UaI@Lx_k!BnTGo}Wuqu#*OVot&Wyn4=M_WVUK#{x4o z_4@#l_n(fqRMIIUqRiel=VOgsuWXZ;HaYg}j3SPN8_mFk*L^6*HNDCwhmUzeTT^UH zWvEfck6LGNU_y>iBHLQ>$RTmT)hY}O*36MgtnPmiCuySyEcO#{$f(vq*+S2=uw9>y zs{H56s>3O)0=_|Q^Ok~na}UU2XTuO;azn6SEz-G75d>u)yk4;%DK{b+xtI3!p=N9T zT-)9<4lXWwu{-?dUh&3`E{}33*w$6a8i8S}u(?!Eq5;hGiNBshEnguNG|+kZ%+(5* z!M!hAk=e&eaehEqx!fE#r$+`gUMQOxivwXEoH{{@g0pt~h6aG-FaraF(ER%0-ftCf ztrY9DNAD_xma|Z#SX%Cs=V$4~#~6`%O%bo^?(P>w{hbiyhdyI|&C7;jVRo~q>zDDy z;3=buKuGi|4PN4Mzj9ex+Ts0vjeR8#ooCA5$GJPH;N!WovOfqB37PgMC++#eI*|K? zIs`lhzAcag0r{}lv>O%_mJl)> z2;|0J#1|KfY_4Q(Mxf+6Ajdph@aY=6`wpA5wlrq!fy5Vy zx)HJ_c2YQJdD`#4y%DP<_>0X1q?K)Z=3B$QwR1x= zaIE>%A~`R+K$S!|sF_=z_5r(0d;7X${^c_##q_kauYvA=rmsda;8G`nyPbR7h6fWP zudxCBtW$(SUT4^EF|n}~S<`FsL~-BbUxdst3(B150E)3>Z-<2eu%$S^fAssP^`PZqakEoy?|cqcOqNxy?GDJi3)#<;~g#pN$-Bvkx7QZ2qKI zU9pitR^(ZCk>;F)3YYV-3i9#;xv}fk8$-4mr(#!Hl6GlcDt^vqg~i_)P48&%GGn_f z_A3`rXB(dR6KO4I-TSA62ONb2Lz6dMuZ7m-ZYrc&K5+hWw_~m39*05KRRTVuH z?hOrw0E97eH|NV^v5=(mi#dPO(jO9D4tqs#b*gNKcT#fj+9w!q@r}W)%JLc-8jU=s z8>s1hO)H%fLvAPUvDwDa_cTJzA1;OlK}_=<0Bc3H?}O3Po@ShI;`Fn6Bd298jNfd; z0^J?u*+P!|XAvHYxv|kes*h$sSnMnuKX4%}@Mo_1UX|M9Jo?HW(eivrO`pb;xT7)2)}2=<$~}1M=}s!&V(8?75VtH^{&)4E^gi*$ zi>0hs3*JKvhYwdn<*@F%i=7wKuT%$w_zUf$^|xkoCV7NbpgKEipqGHdVuu+EcIst+ zK$QDfGBVQ>X6_yyxnQ?ShWIjB|2|>!H%Pbinb_c%Da!+)c+mG0B?DRRyl^?rLQI&h zJr+M8RPUxJJ|9On_<*PGwCn!K=WWlK<;=_gw|gLw92AO*BE@d7KBnOpBN?f!ssEv? zNmqR=lBdDrSU$ua-~U`)s~}6{U0|6Xv1K!$d~o)0rRXUrS+>Ftyk*+3yH+?DdaM0P zFiFp^@IPR|!j<-ZQ6wvT2938CKUXN$JxEaHU)*0p(l+^t;PIC?t~X1pt02;tR0bT;($^QC=ztEt zaO%CZFYm$A)(A)zc+JMoo16&or>2NOI^?A~HFG=Q9$VnHH2q8uzEhew~30wwl(PZvcKeC=POn%O(8hifN2>klT#s8b`-5| zglwTcyfF;5iFN20GC8?*H_z_fyV0>-5S{nTZMXOA`d4Ny+~;nMsxsHm7|RXe$OO|R zG;2Z%odhEgJ4!F@^qJYY3|+>SN~WALtH*&h7y?hs*9Upp=_LRTubetS=s9q5xwLn+6qRYfmB^9>)*blXwc6eq=-+8D&%28k zCQ`AwxhvKnLdk@DU`}=PD7>9)ni~$SnNZ_UR0$LbBz`f1&3gofa-$78M>$*E_1zrTQl{ zt%vfhHK&wv@a_)e9A)|2Q|MRF;cpmD=RKe-VDV{EgK6TSe8)2yIJP4-RkG|S;Uu1P z&SmI7x}{T?RzFs93kZZE1O~K`sRQm%VGE%Z;|h^o?iv=?=(}(qXCrad4>O+eQ$pF8&mU>R>?HkbbWcflwjAD_HDns-3J#JuksIgd~Y zsWh930FkNFp!3X~uky2N5oXth_RRMLVJOD_tvbwa=7T2mMRAB-?Sc+#5^V0fUKxUK zfXzAkg3n7V_47lD*QWdC_{bliuc29+l&Pud{g^jgA5|ULuuV~&F)#-O?ag;x^C-ZI5?y($=cGBMnpUERF%!7JwtDFa`Ma;DNN5$%Rz+U z??%aq@uMWScNw%f8j9>)Gp(qsoEv|&F)qF5Qq`b6oWC2C3kST=eimAm0I(iw6;ejG zJR6C8SBQpwICP^K0H@tse-i|HYS-}4=0@+P&W!N=vwQ;KJrEcYtV;o|LgZz} zy@(68B=*y%p3tz;36nx-X8?f~t=MXM?@Bt7r(ZLkoz7pmSd?>);CX0nHyJQsCl9%V z&W}6AXKt=FGOb_fS;%lPfxfX>W`S-sMzhbD)}KEy*=LcWRb3a-%-yirT*F5R*()In zY;FV{A3ZorX5O3>KYZv=6|}}cX7TwM`J{Yae4M|_se5ED`99OnpFcx;&c1)^k@d0e zE?N-edTKr=H)oMnV`g$yZpW%m1dK~uT!26Fj(?@sedtm;u9w_C?kmn7BCDmXUF8dE z^_l+3rw$5y8kzEE_zU7+E%jh13$rdleoc1|H1BUo66XW7lR6Ya20>&*=h;UMMnngd zWDnYIF53FVe7L?SDVV3+8`=|NiB2NE{|WM=NKyoF26GFUK4PeykT^tOU*jn-lmZl###(YoV(ohlSi9cx4!E;3!{V@WhKb}2% zw#{guFMNdM2Ck&(a+(<%W0c&gRP3Ql@@S>nzT~#F1doK^+x;RZN&qtw1`Si@fD2J?4-P}-%4U$|lhuO{1a{=+HPs}Nfo)Wk6{%HE z{JWv2G=gKyLBm@fm#*v5fQCX~6PJ?yBSMpT&8W);JLy6z@m+<)lIJ{_COwB2r5$*ZEbC#GByOo z$8H2UeLQ={%M-8GKfQ`ZJ=^MfH`jY526{z6lUik#@`FKy#^g$}2~B_cOi66cNz6qJ zi?UQ#S8tg~6wNPZLXa*x7hYcjMa5SoJX+N>2BCG94Rn9_f{+AN(22AP=rH{O0bw>< zeReWlL+YtIwem~ETK23e$<5irON+AzH{gMa963>s_H3vw>v5@pNtvxdm}G$=IL7%d2z`%H zMrdJvejrrmn$VYAw2NY5sXq~BXYIlDVrukRgn!F`oQEJ4s2ttukuZIC3w3q%*^YYe#Xq|XVialv;B&E<@bvmZvNk-o7v#3i5(*a4 zg~QJtmpy_=g(o-Uk=+0lMM6&8`d;ED=(e|OAE?7jK%PC=G} zqjl=tcRLJrd}`2ayr>nYddY}-|9#bpi<^?F)@gsAJ@r%b!M$I&T|5h0ru;)2Dwwg* zkRZyz(=YJIr{PuU%VlGk`xdPjeH14vrBWQn9KMv`k~dhCN+qzf59$|}mdv0*g&Xu# zKj8F9R$b^^L}(f|2T*M1$STLRPW%2*D$!zS8^#A+U8{9^SK1KzOAh{qhK9gVL0yE0 zPckjb;0GWpMNkmv&U^l9X=KD49}i&w!}P-9VxoR#5-!;oS_&~7Iild<;UO#{;xlIE zGg~U?(AuflcE(!XVa|MLc$};)XQE((Z#ucS3~%u`Qi`aPNC<$?khpEBgE5U)!k{Iv zvmUROJbvXeNmf-1V3`wX?)ExX8CXdcyBMC&fAGEpH4FC~umSY56~9piz(6d%zcNsw zzZCwNq{BUW1Qmo-&rG^u1}W(LhyHq1&~ zHsN|raKA0AtmN>BKa*Z@=T{}FrNPIa0G0BnjZ0}S&t5GVF^Amo zoFYK&yQ&fq8#IGSM|K_r8wdEuUE05_aVTtsDhTWOK@Q9{l=cflYrXn!!`2qpuGLu? ztafhUcfcf$qRQ^GC}@DJYJ1d1CsIp!FJ26T8|K=%^bIUjNMd5*8ie{oTAvE>s+J)b z!bHnm$2^G;iZP54fn?lGFKGNz6WKGLSn}21wx*#$8U9ruK|OU4(u{xe+xB=~4*a?T zxidV7%!9x{0DO4Pyk47=*mS@TfU~bCEiDaAT80pouMh&sxha=dBF)XsD74K1AFKpG zlA`OS?(Xih2ynWUvu$n;0$`*;wF~r5>GGVbb*t9t!9&KNuVzCE$|c)Updk06kG2kz zBHm22hluW=+JKYxhH_*vhoHMswZZ0s!7$`RjW-6AHZaK9g>Jm|kjXVRH0%@dnch;r z&?F)V16&3!=kRP{y%#5TcH~*0DYTsFKp9zB@c=ZXu17Hjv;`PY%XC*m0U^}W$%kNq3G3tIbM58lyQu4K{kjB|l1jL^6F80TibXnQVUR0HOn4u7ooMW1 z4*T@)p|J)vSO~pw!3oD>92^_~a<{Qj0tt-TGcUUE$Y#`!dPuB{JllL$j{wOip52s= z^#Vk54D{KVthb<(=vCsRRd{d>TWEV?(7v$m67d6~v3&c*s9c@r=H@JHY!p;fRN#8j zXlS(;tRw>f+2o!K` zN4AkP^4*|Aa_omsJ&Ogm=yQVEnnN6GLvWb_CW`~x#&{G8!Cw6oHPbgq@bK{%)Kv+J zyQAtohj>^+WZl|}dqO0>-Ih4*d`vDy*oni6J|YOi!=pl0GIp1NAD)<+na$POdh^ih z+MO>dDuQu5y2ob$DV)(~vM+&q(OA9pQxFC&_u2NIXv&^Ls-OY&=OWq%pk*Z_V`-iW z^F;(WVz8%JSjgW0);gbqAX#_hFawqhQlIBl6&aOu)S0oTPMs1XADi(&x@gBD0=z<` zT*)ILVKBe%kfcdsMCeKD|%@Yg=*Exh?^NUG|@mb#v@G#pFGhuG?xrIfHp ztUSdrH-q#1dTI$Um0P3+twqzP3AR9Lu|H4L)qB;UvlGJP}?sQLg!QP4Eu+k87r zzoMc7wM^Xd1#gaP%7%zV=o(%*MT1CtANI+$ImjxEG~b@Byjm3G?wklYh)JuJRPem*IE5_(Ix zxVStbAKUEsu9i^g!&VK0lrOCbIDBr%5J{}Pm8gNWE5oFf6P(!?BMyDSm$hz&W@Kal zbI?5j*RUSYiu0a*o^!7%bUyv4QlTy<*$PzyX7JF*&u@Km zq5tJmGv%zRZ^@NG{!G1i>u`C{E0hcyZ3J>;MH>IW;*N+t%ug`3&xu-IW+ii!=04!4 z+aAyx&H=4B&i825{QP`#4}|x~NU1k)1E;O@JBCGYKQeZ97LMfKrY9jjp!NVidNwDl zlmkj-6jA4R)U{d&8hJs3ED8z=$UjKH39a`aw{i~+4V?GF{}l=;2yeyW@7;@#4k6{qPH!0l=r)Tw zJYn%Dd4xiS(Is>wnx>VT_}qdcZtTLDGtGL~MDVw#$)f7_GyyWyxu4K2?dy}a!=QNx z)0-R9!*IA)wO2{>5m>yg>y<}PjIKO?F;p_an|oM(DZY4BvZ8`wYWyxB6$WSPN{H;3 z!i|-22k6!hK0z!}WYZ9PZ>8;D@7CHCvf{~I$_eJN>Z2yv+!$U#=EkPCObmJLc%;1G zc(xjPYpc(&h2m^7Lc=k0`3qX5E7=qym?em~t2{SVUIP%TNdgJEb25~?jV2=`0e7g2 zUFX1ZJ3N)Ju~9k&>9z0DdgDEy1kDXY?n#4_5fs_nWY243lRi2z!Qr}}D9?z;pWIXn zoL0ii2iPjAG=B}Q?gkHslFbnUBo%K~)d*CJ-m4PArXWX+e8y4@@M(BG)wd}k9yeP3 z<_%m%xk5=ma)19mfklOrdH39z@W@C-5HKZ*we_`U5wVIU$FVkEZ5d)w+jhnr zva>XnS50~QcN5-BtfXl{-M;du@rdjT7eq^qw(K35Axu)fG>tfYl4CM?F+&lExR8((wlDB-UsM`rKF)vD9P6#kpywAtF z?xls>LQi+gX4bHF$~n;>!nHn0nQI=68i$f6!R@;P$sl;No2B`>y&B%w-d4j>dfeppc(eG~Vm=)^=ql&F>qSp+TtF3kMm!X4FdtVID= zceiiQJIXeM04e{BW>j)Io?M>+-4B(vZ#)}fGwsI=wcjpq8+>})no7~AUjg29sNvf? zqhuB#t#Ku3xM_xL;}O5R+uwGkwe<jQ_u6WAwh>ea%*1Wse)SR15hSqTKY%MFjJt(|veo_1phBeG% zH@Q~M9?*~GymLIsZ9#>j3!_usqSz(~sAf)+Rvn3)zM0MI_8hHu;ukLZfC%rW4XGZy zB~7v`T`ytfhC@oCAz$wpyW1NHi_o!b)1iRXGe6re&4fi7QdYWhFBUfV`yYom;=JSy z3}ebQ8M*4ctRZ-CJ18eRTkDq3w?B)`v3n|@pr8b~@-qqw-nzu2*Q}Ro3cN6YBBS`i zQ+35sZ{9(BX$sgQ6me3b`mb}QF~bufhua`Q^?TcTNAHSO7O~nQr6wc>OuBydXyv6yIWr_QkEN^ zh)6S#h?Hd>9qrKk@9S+!i57_>1bdR@binb z`^d-=69h0dOwsz#rIEjMeyUz_|ZJ(bnkH>oT`M z$k+v3WYQNppC zxvv=R*ii)rkBkWXKKqAXpV7s-Utv$u7K^xflZJv|=s;_GST*ti?a5_nB}nMVQFg2V z(Jfxs`&)~jwvco{jfr938b!HUBefypG$wW|HoQuOg1jsnwrv@ z85-&}IuJjs3E>PC&A`VCtgzGa@(&<)pc;a`Cs(2bL$mL=<3tvoxf%97y+wvDK?0ZR(ECQ}@ET8? z&Ng32FcnSb?`!jtmI^G*{1V|9xNl01;-+uqo6A}IE1`W!UTbA;K_(xx&10iD{Ndna zK(Ylc_iYk(5v8WK+NDn-gFR9Mf3y;yLsCL`Kf}S1Gp?lEUo{k_J~^+N6f29bQSdi4 zG*o$QMIz7?n$c5X6$O0F12yimS^0f@#77)1NJOthLrFo+gL+^i>Hoa-CAlMrP%~zH zoZ;ZhtPv98lfwbM_VpbhF}{Ee_Ic*Zt#%R{bmi}ZN>`PbC@WdZTF^xfbsg#yiX*`8 zZ9(DQ;FgG-YkE4Jot@jZYWRu?70nmd(%_b{jv^-su9eF^DfA?RaNF^o(Kc*lIF#KOXK@)o51f@o=HXnhKs z<2^ZcD~v=)9I{vCMk;flc^0~VnbXyfE|>~KCHMg*hZ*bgB_164}+^0eK^(;vsVubyd^ zVj&#PYO?N5_7>$Jm{QLBnq9-&-o)J=gR{`1YytYlB@y@24(ZLK&tI^x?x$=3d__60 ze`jt3e&4`g*h<2@V;bZhi7R18UZF6GAiPu zKE2BBVZy;`GNL7A0uRq%q0iN(3lUu>*qPiDBy<$QEd<3jJps>lEIQCV9Dt z$Oyj}(m=bm2C|-0)gA)YC+=N2D)K$uP*Wp+pwrUA05KXHVWL<&^X^Rw963|&w_qP1?f z+B~tkoJt))Es{5niaDMhHLtsyQAXMDH^4Z%=0B=b;sfqjPkqAu=am3ecI+q5mDLy9 zIA?2K{X9lkd<D8xd!#c^xg> zO&gkla*}J=*#ls0$9!pzkm;k0rhcCG$jX(b>{AKuta_7rm+DFKaL0nxovK{cX{PTj zR$A!DLXZX9s37s7ruIhSp(n>qp4=G}(5e*#&>`Z7vrvWXE=X)Wihm~74J9VT|1Jmk zWaS%hU7e`+H}j@Od<>;b==&p-#0bx*J$1xJtGzIVtSQq_Iq}bXXlWB6*)=NDmZ_ye zR)*@wVD>-3ac*v*k6eU?MpLf)Hmi0MQQ#mWV@=TlmwfUwyuF4GMG2vYaua>8Z^KRE zhU%Gxn1#i!!R>$%CIx8hP`Yh+uiL2|@>%Z9CgHZp2_=*?W@rq0N<&L)I$XD*su;EF zZq>HH0_{rZ$G$$p#VNh8XGV|$olT*kI04My1aQOwUT}5#l?0cUg~R2f$RNyMT@1zL z{0oiHfR1M%5ee-*5_^!x>=L|NpQvKWWf3aq0w6XzUS5|9IO=sZLj4FOKltPzP>tCU zPSj1Nd*}yaJes;jwG`(V649(W`;1tB zej{PnHua~_4{&Y=NhR;E^pOsm>tXRPY%zmvi%-o+l6C=2`2#E(F2M|0TnwnG$uo1R z{~Y{DgPvUczaLzbtc$Q=b0`Z&Cz^E%+oUZXYG2t&Svn4lBU!3nzeT_9kk6kdJ9=D> zsnoKl=;z0gD+tq+(F(JmJ_IlqrqezC3`cuH^aiJsiXH|Rzn~`^}pZg)T9uhfZaH8V|pET}JoYhv zNmk>48O=K2nw}6$;o9sGxEuV6bF@HI++Kic74uKB*^~Mmu!BR@$8i{V8a3u|o6Fuq zH(ixsBUM;j$o0viAgSvLr#q=72755+w+K))5EM9ckA>f?edzO^{NNn3xtOO(q@BA3 z6t8;~ zW~Hnj3ZMEo3IT<}!^anbkd{4hl|h)WqerV6?yYxpPoFa(&S9UN;4gNeNX3+vLgmT? zVP@%6Q;)u!^e4>}p4N#TkhJf=e4+_FmuqZicQ#DVS*!EYCmzqLpd*&=7<{_}xoYEYF{8nC{{%*lI`Wsx_ShJN z_@@e(Hb+382cnyRI;;FG0>Id@1$WeIYPoXb%+f~R`wqU%(mf$oXklD5A+cXGiE?;D1w_lw8ep(OfXi<3oVQ{Sf5}d*Lp#_Q4T`-xlAP3iat>_u zfeyg3foO$_ew}9M*=(BVbT+u_?3|RD%SEk6eW{)_D)Ndh32<}cZH8lGSNaWVXKsfX zw?|BynXeNjI!ag)aLFTXMDBVBp3>SLILj0O4K)A2Cn7R(4tg0aS;QUzU`FOzRVGAo z`3Me+`kF~IdF4GBd=J_Dq&IO2M}*dlbpnp)gy}hejE@o~rj{O)a;t}=<)Ch+VhOIi zJ)7zJo;_wUAI{%K=Eva(a1hE0Oq{2CqR~A+;W06F{sKLZ(XkRpgDt>VLS3(42Phv8 zK*nskrFlFjOtAPfLA~{#!=Ir&c|A^?d*3E_a}w=<)3xs~2@@M%MP+Tm!ost_c|xfg znTmJ-popN7nOV38QP5{jz$aH#WjCS>rlTjD%fNHMC+UR?uTq9ML~*4Aa?b9MFB}M% z83V{_t6r=ZD$T@?&@dAK=Rb#vs5WQ0HgSDL2}?nCBWne#+-oE6JDeIz8F~uD2LtTu zxMB@vgo$(f=JStKdHq6?&q@+Hgn%O_eLy%2!wI+WdJo|6Pg^8X#k?q@O2eqTF>fPPl%Ya9jLzw*K z3W2gmpRN_3ftx=xp?jOg0K$RbF@SA^{+m5LW@{_(Pq5pnY$43udhx)f)`vC2`h&!T z?CeyW^LwJ>3L1adNx7|^bb>y2Lr{|?wmyyEao*!EyxGx3!N4O=_9M6x(^Bz(~gPT@rcLUcm)3o_QvR6KDR|8pV z-GJhNi@il+7xS~Tvv0LgNdy9w>Ohu}l-JeOb@^0Axhy47c%5&Wjx)avL1y%qWz1c$3KBlc>SrsL* z5V(?|IZ46=YF>unR>W#lfq>9ONW1{j77PdQ1E^%^rq8W}e4kB#JPV1{b}W4eUF%4_ z>rkDNT~e?K!6{MImGk`Wd&A5LHJRJ0n3|g2;DlCz0MxEUt<(@gMad)WV_me!99;Uj z)xb#~uvke63Cx-9t*Q3aXI{i-W@eU4yly(gz<_R&Pc$=lxV#){o!%R{?x18+Z)!#= z_cIp-me2w)@^n=(prtn(&0GLY3gwxpW^PxE4l^(i+#-u}GiPU^wzP&W2vaODxuNxn z)BtN&qv|}>jlsVGp8JWvVBqzbNk`Ua!i23=bxNCBN5_j?vIjM@2dPE46cukXZaUl7 z&sB4W%l)j2OL|?xdRSs%a^Zh|sSK^>;K!3<{cd)fZMrW<FmN zvaG8N=bh&xSKzc~SbDc~?sgZZTnXF=&0kiR-~cR--+H?D>-82`z8N&b)Hm-i~notDOW{k8vnXi#)RT8y(! zfH-IJM}m7mhg%x&8TJ={IlN|Zs1A^;CmKdZuBPS28&MVG)6) z)phso%=Vgv(y3`r(~UlNFEepnjm1MxNN82b$^@{q`}0IMt(|+s-P|kcMmy#<(rP<- z>C8EWNu*fQyDvqhW8Rvg7CzThGC$GD!miG1Y_l|s(@Cj~@mk^#Cb^}=U&7T|05j40 zwD8L1pk?>9D~lh!109pcadsq=^=);ZFI55D=O~9CSZFF6?QpmfGg|b9?1(wKqAxxN z9(T$o$nB2gas05?EoV)8aqN{wV>ZbqonfW@$vQ5Sq272{oX}i99r2S$S5U}ct25b6 zd#l3u^T!KtquHa^UO}Tg&I)1Tff(%N1tv8+HsUC*R^LB0xI91EEhZP{Tz|iUKG$km zuQ}JD{;3g3N_B8B($COPvA*7&IobnS(Uvqh+%zKLD4zd@MlpnI%d~Q=o!VL^AKlH6 zoBhA`&O559tX=qVyfZo@;y8{nytGjfq-$t~5>P~>qo9a1mEJ_@9UNbAMieBJNJphB zL8?-N;|PY{K@g(S4Mjrf8Qf@_^pE`foRbud{41IN-$h>Bh*Mea2R@f zBX)dOX0|_lVuycb3DvTV?9cQ!R0?3#0?bYikjE};^z3s98f4Xa_x1uq>XP`yBJ+Ln zRb%Y1K{OPogZu1#FWdULbW3Ss%V)%(4}X7*IDnBO@p&b2F?)K2MQBBM zD?hME^0y&QdWo>5%lT(`R$~Wt68K*erQ6bTrwh3|gN?w2yv*Kc&ZR-r_l(#~X5vz> zb?c+u4wFZP8&?y;!dc-ZkM8yDm!yl87#>Tqp4tjh6tQ&UHYHW|d%C(a#vYgut+|y3 z+<0r?a)%ewz4s?Yc5lv1fEvVIv{=dO=$d?hFK22fbbB?m;MM;76QYe9^y@2RP4aCo zluaz0J~hh|xzxL~DJG}T6m!g&^1mVMrL27WxUizxJzRt}g&#Zi@?lbcDqa}|rw}ah zR$4a6R*c<<>!=aj7n6e~$SPyyN>1&uBU?6SWFH!(7W#_&_&~9?*4AWA-E5(Q%lE_; zSnCwdKS3nr96D-OnRvB-Dc$SMDtC{aeOZ^c#8;OFmZq#!UG;xk9!0~{X1L8lxY9oxr20lPUj#}4}zX4tTy3NMjI(ixQuZ0}-Zf2~|tWDM?b6Vua+wY$8i zN1xER;4d4}nveR`6|5Z75d5pOg{Ym4)wH1I42B(ribjE?*2G^o8OiI#H&+yij$77w z%>`ng)mA?;WOv~Vbm14LSRpC17y;&JlV-LMw}IXaCoIitsSC3*g2qQMi$`tEiJkRa zqXeD|n+WB2L&eY8clnEqTiF6#h+2D>n>bu!r!kWLy1uQFdeniob~b)lo-2v1KMByP zK9hwDZA;fA%Pt>Z%f~sGl(`eqd_&lE5HZ@88@sQi^+XJ_GQudy_Vp2bhxIVWdKz zS|rjNEJq$u=NsPCcn|-9voh>m4#O2qKg9Wr-u&w3Iv`4FwrdBNI2Uz(e_NBK`7-SE z>R;o&)|9(CYj33P=xw}hz?j~G8&gGzQKORe>Wn#UX6R7Nq1w#$&v~O`$2II`t6SAG zSu>w|0tUmi7@ru|tel)Mou|ntbG4bZ!xL2`l2ZC=0t&~hH+uK16YSYaE;n)HqrZQK zy9-X6{zpTv!)bh3pN8}!>hGJAcHYns>=vg@XRytlajhE8aGU@Na!p^pT&R6OjZ3?)WGANxj zn)+2cGmrhp=TMyd@NcF(XGQO6&3sSQ$5EJmOs0qet2U|PAZX#5$_}QR`Badjjl$e9 zIem_$<^UUV@M-GR)jQ!EE1H<;?I0_HCiD|Q?#;8&g>q`Ox|*X)Lr%-V*Cp2a*-rbP2^y0!y~ZO*Mxp%)+~0ty|UisE>ar zW>{V#d3z^LLDS`{Yrrgb+Dyh3;;q3gZg?+Z7EJcrmVM`cU``q1O$c zKYd?t^$uJ5Z-Lj%Q7cVUVuZb0POzSA>3kb>j?6LP8?f1wBS@g^1CNO`*AKUE6IRp0 zc}3`HhD)-A<>yl{aGdRu+WUmO=PeRFL`Su)Xao+4|8hake6D#^!`iuIW<-2NRlSqL zh2Ci8CB4I&7inGJ-ZNjhQl94J5VYv#PM@;YAx}o}o?|Q7VbGvwll}|Ts8Y(_;wMog zigEabk51AJskG)V|A=7;B-Q;iVbDi*?o^^sO+uAm%hTNs505b zcY6Y(F3bA5GWLtWVS1abAtC=Vopqb3KUFGKn#m~Cd>(J+*S15G^Q(S=I#!oBb^iIZ zaS!f`d>~;fjecYDwp~Z~HlgwJ9;{^Ma3X4V8Pk7}GR=c^T3CrLi*{SAP0^uK*s861 z8*(n^!dR6rg#nW_dXzO!+@i8_fmPnFL%1?_#NM(W{6b&Gx6q3{Iw4a(Yu_rnY&9HrT%j_7&G(Wf`dGmMD>TzubesJH?zSkJy_HyrK* zO-0i|hd4_+)5LYkGC573?IluQ z-+T8Li<6nFapTuL)Iu3KjT#z3d2D0e@(^jckC?F#&^)7Fu9U;#jgQh?2d=j-sUp%v_U47im12;Vx$?G=6*qn;J$KhcYfC^4u7$j@^ z_PCpL-VZ3G&1>fMe|6DIU%aZi-_p2sTbecTC09oMWy-^Qlr`qH^P3}mr3dbG%*BNQ z<=q^=v=CzTyoD+W?tb&Sp+TfE`;C?x9EC)}C^1Y*kKgClx1*I@>GJ|nHD^uQ-h+wlOGIJ!+T9rN-$j~jD6=N?F z81aH-J5Vuumfo2sv`1K|xY;Zk=bzi~CYkcGv73vJwXh<3*1UBKW~JYT5UO`qqE`fG%?Os* ze7HDdNqoJZIw{$iLbU=ZcU7#fuMH>9MBSi}1vVhmYEAA>XC!fW`ELHo0RsW=oopLN;5u z4O&50Udh5d*^~(-b61zrH7*u&m%chl3hk#3=%9K=hD=DR(K1p!paMjNC*o-1l zKca5-ed-iZSy&9PGikH&HP=%tF(eFb+6Tz)z_ht$%axW)r;6Ka>HX^+PF9u~o#wx3 z^Ve@DFnzr2Jp>rly|6B` zaqAG#G}gKn26OH-EBD7>a_+O!C5+L2cG8E*I>An_F$T9FINkW9{s5!A@%^6%sIi9S zpCMvNLn$Qa-on)m_@QE$^5zJFv0~2!M!qzQWwq3_D7=@o+@4xiq#bikz9Zu_z zTt{TlDZ-dBSeEz$o_kIw z4tq%1Z}!cyxJ^=Cy!n1K`E2SYxU1T4aPnc4C79eUqj zCS6+}smCdJI<_9gr1qO^bS$TpCwND|pzBT5+J_Ks?uG4GCeJRtOsJv$;^gSq`+gY? zX^s=befamDfqZ97OXOrFW8lAxOipJ*oV0uOmTf=tZC!xn;Og^7ul)5pj3myfo20AT z$PE7BBidgDhy>Wg>wa@uapKu4H^2f|1MWjlO-;@J^@cs~rO=1#rQJswc)fZqt7~jo zJC$t)qsh6&s0vLIs_~Ncr4R82uY94^>{40ztdk%oQE1n!mu)0^WdDZA`P>bWjPu^x z0zp2U%CjvH2Bb8?*~(b!H}_ZQL~;WvltD)qX|Zfn%S(umdK_aVOk)w1iVUccf=e%d zE1&Q%9 z%V!M@XEKakTwM5r7Cy|4=p`x0-sbnS_nRGygbI{VAOh6`55~a24b$VJ9V-q2MsoZs zPDOEe4G$Bc3+%y)olX7Gb5n@?0esh3N%Jym*!PJF5(;b^yYjXZHjwH4a5QLT z0g)5qWE{>SLeX7*Wd(uNF%2}*5T{k2pM&?3!oe$p0^OB}tS|w%F&ar_ra_up+ExcD zh}~Z8lpg|)hHrA<{99hw>I^T^C63@Q6_s6GU1mXx!zRU!=it2Zl(X4IFMSgV27tgq ztwTEc{T`tqs8VymGZ&jjS7w@aHT*U`g3e-tOu=2LK6!w zbSGew-Xb7D;$4H6`zH5tV@ghg!j({imJ|J_N)al!yBwyW|F>^F?E*eRhxiVu?72td7?k`_5825N_SZUjaH#z5?^h!%&oIOD%0Ouf~ zIUw^KUVV?ZXGV;wV??`c7A*vChhsD1Bs)i z(zX-nXlc(N@S>?{A&pdCdT+EcC_bNlIO#BVN4q{o_goz=8nHBb%#^$<&JgF9KgibcVwO6 zmUZkXQ^^nIu^Mk>J z`F87%XE3^6gB=Fb^W0kp(~~1-Qwc`C4qnL>UU_|IXVYB8_Ue)=D+^!7p_XP1SgIr* zBn=M8PtG)}s305%9`K2&<4YL+-GJC*aO1O>#3n-GAFaJ}*is!IZ;R-5nlrv66QQmyFp z;m=!$cGd={4luXrB_(pOPrM!#S)^+dNeS|x%&1fm2gdFPogEm{T9{+xEfl<`65(!F zD*aagFrp8#5{_RQo4>OYmVD5OQvgP&hmsWX)dq#_s_6>=(}>fI5*nT;Y;FS1*<1!K zdF#W1j%2U~qx<;2$&yqH<)CccrF0*i^5@{}+yDaWzP30ziVRIU(IN-OQ7s2vRqstl zwqc=t>!S*Q)0Bejx}m57sHP3)jLl=rz1|+81jG6mqK_gD`4VF~MK~n@o3b{WX=rMi zfZ$eOCnXjXw}d?R0zDZ5;zcv^w}`$o4yADLQZz$9B^gLFnIzKH$KB^Ue*Ei?*FlAt&+-FT`4SbquL3H8xL54FHH<4#o*BM}fw3ZTY*dB<;lcj)Z`)&C+h)hC@!ox1gX z3+MmA*PaSjSzB25IbRTw2?cKSKX*u3QwWF90N&Wf|Dau8MHxb~Za;T{z}ePBuU-e= z&o8$bLLbyPae}~Dd0FPR8{=UOhxcjQHYZoUbdsw0d;%`Z6ig@?SOuMFfT2x{leWtM zQ-d2%i*l>swo5B1nde)zz+5t{>{sZ4h$0c>)fc!V(yjv)Ma9L#=F@)0;ow>mgO05eQjbGv|N` zvjk>z1{^YMDaOss&2h_LHA4X@d``Gmo(l(UId=2Aopqdw69%eiMKk2nS$I{BJ_FpK zHx7=DezoMLJA1{zi4k+%@>(BjxW+7_|NlG>o*8~ZBR}2|gXjqAQ|;^;9vnr?GHIu- zr(nC%GBSjUi;HO^Bmhh?5fL6m!VuUaY1UI1Pisg~39j@g`6VZnDqj;gPNkMGuHcp*9i%R4ol)%B$8UrWtYq3|~y_ltSOPQB>P@p(W z8h&j^QuMA5dXM_I7hX)DpM6kHhN( z);`}}7h&r101+CvZc82;L}&r=Ucf5N z($aM;&Mr9)c_S4#F|*L;%SVJqULV!KrCG2N;-)3y;G7zvEN%win1>-QZ3L4;04pb) z2c?DQm*1kq#ps*$6_OCqBOYTd&d>Y3kjI1uq|A|^jh?95Pa38P4LYrciV*XNHIEL- zMc@Pzd3^BNicSh%891UA(|9fmpATgbAesZrHAZHB{!!s1kFyBd1P+ZR;qLqf_zzK? zPmI^8FCc{X1#tjPDZKXKPw*Ea=pfEENa#FgZtoJP8n}8AgnoUrP#3wC{XCLEiHk}~ zM(k9UO~AN4zd8Wv*nr#)=tp%)4Qzsg&$%h!sptZCZw6J!BIUL~p$?P+yH8g#Nb3&t>ZqcS{7aEn+<}B3_NHo&SBr}VPJuAOJ_2V2qc<}dP`KqAiWaSw!YWT;e?$sgr0Q`yF`|2Aw z$llt!x=KvAkx>(k`5Oq6W0rysY|GS7L2xdp;BqZn>(;n&2w)g~?THASh%)kM5knLe zdkz|A>h(Wz1|9PSF{R4jA^r7yE8hvcq8SK$u$purR*u{eBOxFpkz`&z0_4m7M-^xk zVjwYwAE{a%Q}29lDl&Nifr4BFN`t@&;}blmuA>m4=HGMh}Pfk#o$mCBsimR5P~*>hr)vn!}TDUsP%~HhA>NL z=>r`OoJJx^B13+B8(;M9gQuRBYh)YszCU9F(X2l@hZl~dH9>Jw8|;2rXMZA^8ua?g zV>joqH7G+bpQ+xuYX~`gl)8yqRw=y--C2)nP$M8?r1g8Nm9BXOfIZL#RdRp%EtmDw zyV7w8c)X~A40LccT33);y^V@U3|?vt@8mPv1z*=c&h3tOShX4$Op(g}@EU9gvzx@X z?%KE0pYsoWL|=dTiM{@N>GbBB^8U>bAoQ9-l0Z>|u?f?J) literal 0 HcmV?d00001 diff --git a/r200_with_baseline.png b/r200_with_baseline.png new file mode 100644 index 0000000000000000000000000000000000000000..4f29bb6b8c8be53e3c91727f5fc09291937d6980 GIT binary patch literal 47931 zcmeFZbyQT*9ws-v96JCCKcv_pfuGb0%0xL7M0?)nyO}LeeGn6xC z-oSs@4i6wIc);+)GkODj#YS03`rO<^P1EG%yHb_t@aS?T_MsQ%(d=W+TF1O>Hjyo>WIH;N z%FfvLuXJGGe5N!Jn%h5G7pf!Vs>va?uZ$0Ctal0&nrm^2Thboharco>XM#YnAyDwe zzi-f$dHfImOh5}}C~5v(0e$v+;y)IAdVmx3?}jhexds3I4F3AzC&L8>DEMvwA@RST zA$N^zpZtqLhQVLz-_Or3|BnPPMVJ5C!vAdHf41=dpDEKzQkW&5 zl~tmS4@8f5rwHjpKfitZHZ-2*A_K>0=;+Y$n6^!qOogVnAjW9LgrJ)D1i{~=#DE>K zb`6xYVw4wH`13thOM}{djyKTLCku(_L@D0*zn-iMa#{ZM1X>WFJ!sG0#-~mn18<|GVnrn}4kL{sOHSJ{0VPx8ny8 z;vjJc0{xO1{I@vy=0Bjp29aU?|6Vzl)BnmAwBY~WmBQVCQKHp1e-Km_3(4r9c6r7ovA*AGf zy_8iRnwpy0DkgH_QeZPI3L5CM`B0J7iIw8<+2nT|e{vh?rpT*zFAebMykE{*r@q>8F)=4QOWh%FYmt}8=YygQ2z>R?<5 zb+|z(=FUs5ZTpifUgX@CA$mb$N)m*Zz-9pGI02n)2m5f)wen**f}T zE|9ve8zVrqDDwAh6*VXQ53EZjaoU9DXtJu0-9e#( zfAFZNs7jDctfgzU1eE-i0}(Oz|G`?Ipa$^yvbW=kBp|?YM3qRsX*Poryl+0DQW?k}3$BE=!r2QXE^&i@M%Eo~N#{@g?lIF<;cwap>dat7{Rp zEy_kkBDU=>XL38$l)BLM-g{btuU|X9k*cUQbbM1L?2$aee5sB3RV=B3^OK|1LB6H= z+a0ZvD`f0%llJU3T;WhBMP;UZWPytFtE}e()(o58^zLmzS-l;Ftk)y2r+(!!(hMQJ zIj%&p$e>Ok&@0vYBK=!nV40JmBGfOCt%p1i{j2a$J0Ue&o+`XWg3 z$ck|DRU3UELqZ_kK~5L$XbxWL5mkhOnFrOPxxwJ@hbYn|ZL6z2H||^A>oI;_9S|Y; zG!H4P8WDu7okFUiA~^$R;u5p2QOVwn3`n&!(7wJA&oFD#yT_3kq`;@7OE5SR=(SD# z!VJHK(|>P9N%>(+LTi_9jz05C%NtCbO;V_Ou6Zwtk}FNr{f7cF5mI|y>>_$gP`G4q zywc!}JjM^~A$F->)*K9;*nhCmc6&mlb{u6imHIXJ-nLe$v!^(OKhU#i#%?KLTKkWIgxF9J%KgH(}sV^(9db^RM zOth>)FzD=a|u8lW>Ky~A=iB5HYg@0LcN!^(Jq)7`9~w~R`| zwDycKCS^mPBBfj!Lh`EewjygZi`RmHJ8 z;l^y{9>O>#aa?77|9D^Cl*zA&X+EzBu#=e>BVWtrsT(MD!H9Nn2FbLRn02GD#fw8QB`N$QPA{(HN+{egzhcXixJU+Tmc|F^Mm@2q|+XmrSf^ z<)X2pRtyFpO1Ydl)SYU%9B%q#T$Hni1SZGy-~huSIq`bbH! z3P>#9$YDxF{tV@#mSCq>sju%Sl`W{VdDHM%qs+0Hu76ra-)(Ln%%ueTZM2%GrBHl( z!4R*><;LjJ2#3({ZFoR}K(Dx)^5?P}g?mplfhy?kOjhN#=HoEB*7?p9p`8&2^+TU* z-K&-wCAO31+0RRC8KUF@>BQWBxLSL8i8V)Zrd3pU7S7Sx)?h5fhQ8w{dt*IXmbvMZ zmf$T6{Or58!-_89uYo$K1wr!_p=r!qZrq|<;ED}$ibFO}drD7i4V+IHi~)f&JAS1# zv}fV0pEPYFK#V9 zSZ{bym?f2;F{OqKTZFkj z6nW(~e@lg7y8{st8c`P7>=#{|!+?~87#t5NvvCuAVp^}{l>bw>^6|<>_XodyIZx{$ zK?vp^SbX@gCY6^~SduE1O9sx^YYpeGQSu&>))vqt+xszUr9D8+`F7^y;EfFuM+ZKxgU3c1JSW{8AeW&^a=iLURccOiz7JGMs?ohQ zAex)iZ=%_N&%UGz=|YycRiyIwh~|3tlJ{j>(!Kru!aIgj5PH{>EMUi)ST*zII7E|! zWhS_tp*Wz5no_@Cl-E?+oSRF6fFO^n`c6Z$Z<6xF#2kY%#*O+M9pb>A`_B!$O(N@{ zs{B2SLU(N5CJEkc*-+bzQ@oZaT&oLSAz1nGA>^INqW}WYr5g{mjDh5T)9k&MToLWT zE4gbv95Fw3-3yP#e&s85#!`!4o-&7+EMdC%+Jesc!a&vcYvkcY8QC0Te)dKBQ9%Os{cc6;N>*ei8j z_hFS?mfg{#sm_4cjIgz^zcui7o>@^arrV!0kR&c@zd!CtW5|!G`uv55T(f&$JltBh z9a>u=WErh9BP1VS1~;BeWD;DKSSznu)0`W?oz1&v%|cj@zxg8|-l-#lYqg4o<=O!K z0KNtxTeju_vS~(t0V(*{J4g`sE~h{8twvBY>n%Bz!Eas(KA6)HQie{=AEtdRvA@6D zP#U@3{4Micp^*MDiTf+`Yd^NyfxN!9iiJ3ozA$aetj}2`OkJ7 zDSwcheW{?Ab$itdWv#6TN8cq()d%T+gv~S?#;sNa%w@RIsS)U0X|BSa*S>!6I(cj4 zH$PduQjDZ>*R|E(v#E%7 znS1ZwHxbaMxC$P+p@F?8a8rN|3ReW5m7La#U>{-)z$uZ)L0OBTlXNt-RkA8~OKWJlCY*V+xdwc4OMwzb2oi`IX5dlO!l zT)P+Fm#A9)m^63QG^X7_Ghiq2X!xt@uq1MCmm14&OnJh`FUrEzYQv@4DTfCZGPQWy z-d2*7t)&JjpCcDEJLwy+rU|hmT^uUcW#;0=4dRzXc*b(tq#XV1yPFVXWKf`YoxCw8 zYwfxC__f5=x#B}Rc{{p1RlCr#3c)}kp}9eg8zCKEtGtHSiwee=1?XYUz8>^)B|AUE zQLauR`wKFQ6j5L^^+U}r{`nz`>>2b=*;3ZjTh=U%1(#Co&@7#DZlD#hE?+4M_jWm4 zZ{#s-AY_t{#;&Q{8Ed9Ajr~c$SyAJMOIPy8ZDX!I%?EXSIDsoM0hQ%2bD(MnrENYw zK(uFMS2ex4dYgZpX3>91uckAg@wvXugwn)^TGvRyq{9`P$@RvR#$jplpL1{cv!V%G z6cUfG4;;BDJ;RrKbtv1hCJN4euz-E%dzeISjzEPLt^?IXxUxZ~Z~Ep_J$mxR#U+DT zIoD%1!Cid{F{)51Y;D{_3<}UY#X$AO`{RcC{TqoDBzF9juWy)z54jj@`*Us5{dUCl zzU0aFeX7FyhFs~TGGc!W=Gxcvk8XVN@~JSGOe$Y}#p#8gRY{gr@?r|}Nz4PNq^j!c z92QnX_vncGM+dAV&Ez#*QCt?HD)Ir-Uh}b9r5F-g811uBM>vlw!+Ng@MQ})GWYj2n&;W-dZ;e z&sF#o(U9}w3O5Ze-sATgZu8?lD~RgMj3^?Q4{`VE`?u^;ZEvj%BjdENm1(cG_?)nFl1sYqf|f_Og^teXRJ&E~Q`DshXwvLv(7 zVH}>o8oc!l_oJ;Po!awiD0YNGz)k`uA*bY)PqMlrM19`r3NJ^%qp9S}&z}lyie7Q2 z$E+j?v8#_bwg%T&>RV-$3x76F9Ojppi!-)=*nz`FCXQ9M>GhR~+W2}l~ z?AYfi(f1$ZgrYZ`MTz!l=t4TQ-UZ^6%-`Cb;k+&Bxs<6C5i-+Vf*l>vFqLe7XZ2ch z_7{Td>W{Iu8#JnDtVA=q z&Wa%qM?jCczTzI5k;!S}9PR&Xlptn~1xeH4Pc{6!9afVPR{QC0ZZ^FTw>N4%tZw4x z2b))WsKDntb;}Zs}9h_O?O%i^seoijlQjjh{tq{{^3`y1?HTo1+G7)TwBhc zT@8OodFWnk?0iH$P+nYh+2j}_6-7)|O*RaVdt6_YvXoWxVB*q5Y3~t+0|m3JG|86Kt1#Y*NI~W($eqkR%KNkfOb4~@^;FzQu-a%J z6tdO7y@{1d8Z*jwsl3^}(Y?otghGjA_^7mFYIjb_>xw9otq=vWM)YXTM^E>5ob1A4?={)Be8RC~i@n zk~DrV*N4?Sd>}JB2r^}Wl;tuMZSf|ZRrHG^`?>JTO#f<54#n6Q7Sgmfu{*JSn^p1P zkAQxcqT!yYtic@TPwVm5Z6by4U2GGGfJyqATQ4NMl?`y%Shz*+%N>JPTJ#hH zzlQxpfp~&`s;bxL>2_ZlaNC$@ln5NQ3G>=`ME+BtnsPi>;`nm>o>i;}{ooDa6`Wzt zAY_1&$`kC~uCCZz3Rh~45$ZB}!t$`!O&Cgjq%s~43&-=~l}4O4=o=X!mLd@xA&Z)_ zkqt_^bP1~cS@*JjjQA3?64h+gynHdd=8^o-Ovl{U2FnFRf5}^VQ)UPoiv2w!MeOT$ zmcFgoMpf0P!5PYFcrGr8s{M`>>7;$T^~D=M#n+HEQ#I|uRvtbRqRIKX3H2j<)(8 zwtCeadR5i!TKW15_F}sgL_&a*J*ZiC>eJ_ff-!s+WKu!IGk@N3&IVFjgY-L-9}!Y; z`R2C?TYUY{N#e6Bl~wZRGH{SY6i7tfH#@#|^S+e`@n^+?H+V{*#F!$+f?z_^$T8(hc5GpbKmn`JH1L%zXANfHE%~eq1#^ zjjT2{$L^fOB>DI&m~PNh%HLbBlAHBMR6g6|Zc<>#GGRirzfd?|bsS?<_;7qsJ?V#= z>}S`W#g)pu%ugCYORT66U@WVjoiW8Xc-i3Ziux%NQ%p}H0e{#Loxb&~*5J6I7q0U_#0ZEx~GqzVd8*AQ}Tj4pQwgW3% z1E%23flIt0>5yEle5bY4kdtd)~5u0`H`eKHXIypwt(e}Ie zI&-bMTc44#pFMeaRUR3(u0~3>A5HBb#Hjt6g-E38K@|4lJ*#*QC=x0?U%9I)Ged1bmN7SsXdwY^a}|{h$=)HB|MxT=law_L~M$>b)c1%0%mXEmTKx{ zOSjeSVd=WnMsXbJWn8#Nj-?43VlkL&E(!0p(-qtE zB_?bq@NapR5L~@3Of-;xo5{Z0{ChxTn_tvUjWzjCZwbu<_liR?*X{hAiMs=cR6HkM zPE?u8q(p!1=D1{BaW&x2%WPaeqb!^aBN|qV6<<)8UD3a zrtfidj~&$pE{E15JeK;95umMu?NGKtS3GA-XN&Q)bjxTW@<)kn zoXu+i={oB1FegOExYUl=kN^?UJN*W)wM8$kb>rVXk|>UjjO$3*%f&A&zaETTy*9M^ za^B-1cKXdCE6xg#qQt0uc`gK|$x=#0M?+4eMIz;1o7~y4Cee|>!ZJR?a?=6Rh&W)e z*kDz{V3Jy?hqOrIQjr9u%>I?e*?cp60{L5QSj4y5HbU7&$KLKpD5o{JO^>?N#R}y# z(%D(7t6cX>>embNsw1z)OL_d0YDlN(GUVF*0oE+vZUz7GBkR%PpFj;VkX^B(t8FRz z=M6hg=90ytO38Abp!k4|M9Bh^;9`1Ff{2&JA4^fg;ja*Z*G*=}nrh2(d?C%^h+$}DCl}Y6h z2*INlz$0z7XZVqLL-gtcSMuGvYpQ)C3TrPWOA#OmjH;rDIrEJu(BUgQj~PE6UmHvh zjO=Sa!w%j!C+7QQlQx5}D~888f+`5LMF zr-?P&s3-mDi1)#YMJyS~wSuzThhgI$!33wj8lIy734{K2sP$ER)vw)vSCtBwG~u**ddUzGwS1vShUNO^p8h zUZ=nJ;tJQ~T!+RbQWkwV+G&@-r>6D6?MFLx{>63k(XLCL__jQs63UTa`3n37FWl`i zvTaQ-9jorm1>27MIf$yY;_9DXJC6`Ox5M6(=5MXI3EREkm9Z(-(Vic1Qm5cH3WpUB z`yw!LC8ywP4>?OvX0G!|cy-JDSXEC6zE=8*B_q|Gx?1=(&BYoa328X;$^5p6v^cNpZO2#oa zd90CcX4bp})T(m~9jKJ6*bBMi{MX4eVc4$0cvr=wHeW~(QT*h0v4n!TX4EJS*ylGG zc00V3az_{2Gu$cTk5yER_d1SpMn76r>uvo?f5JPLG!HKy56Kw~nsNz|{j<|cstpv>^ zCsw#LAFw^YcH;%T8}{+Ox-05v04Iy;%8)~Q`kP!P2qr->Rkij&W#nKzZ0eTK!{19m67M%Q#wu^OIINaZt5KRG z+1C~Yk~VVJmIy_W0uA+u`#9XJzM6rdlSVE@02{heO0Z*Z=i9!4ma=Z1b^D)UA|n- zSgd8aPb<`fp8j}5R*!BB7Lbwp@dPWdjNcwQ(oC3BymRO+YHK_x6eB{Y{RkV|=RS?E zCv0AjC;DYO9Rxd&c)X=Mm+1FgN*?O-JtbwVghMcmm*aAEk=h=UD`Fu%R`f`qV@Y3d z(?>1qO(g>q%)%XZK*p=m$mcuCF_b!7cpgJ|ft#Q4?u*~}j>Y>upJGu6Skpvm+vB%O zphWBI>uJ0;J4b-qdCLXe3K^BFeOfj%MZ?yHvn^4ZOZ{Q_?cy;AFNDYS%$ce}I`B)U z1jg?m`P5b|4AJ$6+UW;>$R~sJ-gU*Pa{m1A)J`iK$rt|4Dh*6xSWV>Mje|==bVPk~ zgROJwEBTtvZyzG2!)v9fSR2EB%e;yJiciK+W;9ZMT#!YaeOQpq@9S;3{Ig7gMM4TPs;cjr9%;algjC)J0?A5EXXrbWLfXBH9W7cmf!*Um}Mlhyf(o!mx?Wl`4MEQKeew5M$oUwi%I%BGVP;d|((9 z7Q8kgJdXH=*REc9JzJ{^v=|*m%Cmm7C@cyTN6uj^DWf}(pDyeSm}YvMhld1zYI}rg z3~T0s-(Id9_T0K$I%7x2vygUmS9o*vfo&qgg9kR_)JaL&R$1yW)3^8{2=P@?X1?0C z)JMco!4+sds=u0&E2hIu8R&U+yUKfXcyggT1+!~^jLIoy3vZ3_kJ@H6jyR-1-OCT} zvgNm$SAB}NpZX#0C0`zgJTwd!*PsekYTF4e`Z5&{~9gMr^^U2+;$&^Hsx)Un~KQj2ZxV~khP{gE|gwQ9rIKr%W$VP3S*A%zS)wo z?UQFg$eZ_BV{n!q$GXOq?`JcI24&L_OK?-!q%H`da(X}Ilv{RfMPN)!*Og->0h03S8k;XqqWTF^@&u;on zM%K_p-cKc@^Tun?A)Zrw-Njb1`CJgGaEJBNmd}y7>y$9XdUr|qbFJv;Wc8_LPU)8~ zd+DM`nIA{(?C-xU(C*%kXqQ&(Yvy=2{9VWH(WVL;dk9XuS@)k?a|LEx%TEP2oOYk% zduCiE7N<}UArn`|IZ9x(#{b}7uanq3qjdN*IZeqy<0U^(vxd!w^FTF@6|aOipm2LY zSZ4TFX&+%XdCPwS>B?+k9&+SF=r%#YRxG93uPp#?;qV;ua#8UpIatLbl#jwZK+qqw zEBd&vR5C@f1rMu+(o!ER0*$Rf42k5+7-bRicp*NPAsSoOWk(a0U!S*G2WDsnP_tVZ z+!0_d55ksXhu4~AWDg$bxcL9cTyutL^)D6+XIARwBrp`c zZuNDONZ=sY0>r(Nr`nU(xwik5TqzxWYWMDU{6Xdhdm$47Lyy7w(dNBmF+<$srjBUq zB(PbxTX;GLFVTR1I=3Uk({+p6{-3FhF*@<>^@_fI$Qw$tyIbLIFv9H?1OvL`;r=8c zh<>NWXK!-3Y91D6I$HuupTpUN+057d*k3avfv2}yoO2Rvs6Lx(w!} zbJ?!_d>WF*u9{sF8)UFH_b0jWdjpEpyo!)M8vot9#C5}tIqfH*ulloqc>eZ)nncWI zt6$d^<8V>^DTcxH?~;J_WILr?sl&{?_^XFP>%U&c0?*yyT`Sxkaaaqnd1!{@X?yc{ z7z0ZUr6sAdUwVC)4%{y_YCqqzc&qJI+Qi_L!8|dSCzlaQe)D=0=%C};b>Y}rugM`L z5>b3n8SLP(TU6NYq{Yl4uz9DR(D)_5+RRBL2=#U!XeVZ5g;mw&Ey#}k-g_NS$6(H?eoN?!`c6Z+&a8&FNF55mEk;yxVUqXpHIoZy| z*}ZEp3=8>b&ZrqVG?dP^S%Y;|JcggW_JO({ZCz0gy_L1|xb{Zgyp!vn-T6dbq}`pY z_iyWMMrl_-2cvkyKAyw7Y$Dp2BbPj5N-iygNE!zzeEh`G96TI;ME}&uj;OdQyr^K1 zq*hihbTI=L#gX;A;Hxun%OO_Fu9!+S{>%|@M?ilEA^CJKB5sy=_TNauKE}8zk##IQB6vBFxicfjdAkYmyibIRnAJHj zNH5Sw{#Ca2CB3riCW?OaI>d@%mCe;5j&?)6W>$PX7F7F@ zOCXpR*LNAY2vQ|LoZggy-nW|^b?wRDyWt%l*$7U5V3#lh zyn&UxrenikjZ%xLpr;30U=+`%jH+!B)6^wEfrmjIGoLzX+447`U;i;icf9W`jq;9H z@^!cBl*Bo|PS+A6dqP>}Vo__&vf1i5_5fs+QXg|e>3&J8=5tO#OQ7Zp#3R%x+_#t$ zCss@#^pYS9LX}?O{rfnT84;Zaq5Jmx%T<~_TLhC|vn3;wat^*KmHDau21B|6A<*;+ z;nf%EBlm=R+NiMPn-kk7uaZ%1n(cJD$}0^;1CMd_B#AyzO2@&$n3G%;c6EJ8qmAnK z>O5E*vY6`AOgMJLRW!x@EO@m|oLblOszhpHZ)GQzj4G-t=jwq5Kh6_uE9ToQxtWZh(xDbSxyBAX`#hU;urgYF}0zD7z$ z+Lvqz&#U07WO9pw4ryI!2ENXS@leheh{gJ_dajtv zEna6o0UKY2l!?MiYhO7Z6~@VOu1uIM>pyz5mTB`dn7KBxnoydS2n)9sNmH?DGtcWv z#OX;bNGwRW%W5k*jHpz@x1%nl#}c^TS^x3=&>rjBSU1-UKZVEDL!a$ciQkCw#Esph zgV9k-=kCLS!-3ShR^|j6-aSQr`&gBW@+6bXqmEbB($y7Mr(B62EykvqUY$+vFSjFp zC@mz)uJlc=lWZpR{vwgmT0esrY2l@XCz?2m6O(BGfh4|oJ>U6m{l-HvTNqz}* zF=>Pz2{09pKs|R{nCW+Gg4<1cd*A7P5=A~iE>*{GZZZ0-;lgjI$Ifyt%OTSsS#n6P zZ`Sm}qJA4%Bh#aMtty=Q#ymEq3Tk^FO=sIr#i;SBW zcO~QA@D5mtQ~tO&3_QLU2XB;!|FJ&ZYZu)*ooOQ<@0xr$Bcgy0ZVL0XfyTf*9VvZG z`QbjY_VQ3>m}u;Do3f7w>MOj>2ga*ogm;2~{MzId&?PTX)z3%=c*0?$(F@VNY&`|< z8Fi?l7YilD9kCp#AF{|`a54Mw&RDl6LJ#cr2AABFx72)@0yXfPAsccMOdRxoKEBSxb+r-vp|)4nwtLr&}S%g7ALW zNbIx^xU^z|;{>ffA7A7#8A!um=lH-#-v!x00NWY=w5bzYF`xNWy|;yg(M=Fe06o-& zDn91LKH0PNr-1>a)~{Y2ZMmNSKlYnmp@$sL55uU%KRE7$>#9kiMBxdMbSGqiuAi(< zkoa(@58Xm2&{d0+&Noeer)RB1zc2`lL}!5YA6ctmjNLl$0a@src$DYxC?r2^ljUTA z@6fsmB`CwxoyDzpoKde_eDFXIDnA~v?5VtQMoR^qc~Wt8YaBfJkG<2<76e)VL(q?OxuLSI$xj}_DF(~4D$LM0-5 zRY9=FDVulBXt+j65ao5hOC-Xw`rGEM)2o`K=&PZgH}{sn8;VSkmEvam z%%_Hy_{C%a1Jv^~AHLlPt)`JnjhE-}F$9=h57kFjP|kASKL#MuPBCN zbU5!Y)>XnoWuarYFSaR`*x~u|N6To^%Zl^HRJgYA7@wk>y9)S()n+xU;pa3D0i^$l z{T{U}3FgUF{f`#(pqDA*3h_hn+D_mFoftxIn{zhU?5BXONKa@G>_8JLIrA zSBWt?nCRs-#o(x+n9UH6RKgR06QZ{PlO@uGtjZoA4?`mv7Y6@Cai3iC-FR;c5IGPx z-3)K+1CMvdEPMK!Hl5Ph##0N3Wuoef69n0z$4H$fc8-k>t*2TOsOSe#A7v!;HpBsT zu}uotrZ$iUrFkNr%dpq>*goLmn)KgmUJ&ai$L$GBT3YZMHY{SND)fb20ieFxX56bY z`V#^#YlQYa`bVDlK_HF$^ckV;*0RzofY$Muh zd;?S_JE&pp#|m3=gRJA4uB4~1(*V)xUpjma^?8Dvoh}_$Wb%Nnv|v;}wq1C73Y_geuvutd1?ms6 zmW@Bu=Z>8gvF5D6Ke_Dt6);Od=^bV_V{Q*KX!R4i@mR|N4fpG(yJZ2kY>A1%dv#zN zh4|yqFG4XbRo~AX4HS`74x}0mqv}W_26zmV*#=V86<)FFArp3Hhm<2|^d%B-3#ilq z3`ltCSDpyK(cj@q@cQr7PVf?Jub)ZL3p|L* zgx5zh4Ht#eotkV7H<|;2OqKRemEx59+T4|#d--(5M5m(vo0?(+IGNnIr4#NBdrBdH z_d|8cWk^o_Qa=h%O>Dpctm0;r>r>=m8jL+#aeKu9aFD;F=F&re0m^6yvK(@3h3q+k zZ{z7Tyjha@3Rxr3B zrQnPbA2tzBoDmB92Qc#Ll1<6eg>Alo{EewHL)Qn5raPy<7po*724O(5?CMpuraE0@ zDhD9sru`9WDv|JmR*s{xblDoho-M&l|DXJ$-JwQQ?a zCQAaEz|7657UuNW$jx3EgjFmXLu_oK;bLAY$gorNHH& zd;o> zi&hGfHw_x#)Z6H>t&(PY8XhNJF#^$s(gd1S`o-z#)j)+F6>bdEu^(D0b(Mx$&MOH`@I=s<}=U=XaQyNMHfIFNtnuA zn9H3RLmr>k60umoR#~lqgcha+%5-ZQq#Wgm)@m*(0_1j)Z37S;)sdUs=Rt+|CP0N5 z!2vW1thkaXPJXWEwZE9063gu7GupvNNAP!g=S2r-?yr&3{II5RU$%f3_A}||oTqQw zQ1s5aq{W7$>O-w_%Xh>>(`G@F1?)LQe5XE(7$p;EwQ5d1;Vx#1vSEzWQFA9cwNh3| zG|^>Du)(p#DXZZo>r*M{KLVnhMy+QTUtA0D*U1nL2K3MPUbV3&dhz-h7mnCyq=G86 zq@(aMCy0;FpwQ{^AAiXa)SxvSwWdC`u=$&SSR!&Lh-uBi{{F^kr%Q8Qpcyg%Y;y9F zz&YeAXvi8Bb}tdJXV#SHkB+{TeJ{Bqja<8w&uSA|bkJO2UzRn25{8wZ>HlPA2~X(5Ou^6d*nizrulkg>Y_UiCDlT z!ODh7VCU-bm+I=xvpA*p23Xl`p#bh4g%|zol0D^B<31n)g_Lkdc_x?+Jn@_?7@D(? z+mMv-_X04hVVSTqRa`Y_;9QzNRm3`7iD^N`zcM`)(Ve?y*qXb*<- zUvNf+rh+S+cMe(yDY9Y}JI&)Ku&)!VHflicU-0~QwQY`Y1G+W&JA8@301?;8Y-p$e zB2VT{lpat|9rPIJtWM_UCDD4Fq)%X3lG#6KRygCg9?frn6oeJtQr2~*mzU@;l4i>l z1?eix-8@w*XbA0%@WRJHTBwXU=PQv2E%K4tV-_0C@~@lMPSBk#-d0x(*D1*SuW5Fg z^x7n%Vc9dOpTN+z_~QQEvODzL7XOmLTx<)Ziy~b$_tPQ`WCcX5iD{~!jI^erl?!d~ zql+{9Q5akW`jhn_--f)SVbq}DcJ=;N7wu)q3rSzXjsBGx zDWE#$=wbCy!GgW6f1sc{x!ADButBgEC#Tq%3G@F2l2r#J>@D(h6Fwp3>5h@plu~=c z1(3h67vq2kt_g5(YFH|ObgCe%&qX5T1fW@kUmMTF#)Q5AciqaaQ*l{1HCIrn4F24hB+#w5KZz!hzjWAzohV{;iMB z^`i?Q3KclEbaEz%7(G*l7TU1KrZ?c)(BqY_k!M6b{<~Hzwgo&0n9<4XywTsuVu>jE zuIj=ITSe!%bI1HT6O?w*j#?E>S9){NtHGexGo)U?#Vr0fNv8 zDo5_W>k{nFN)t&UwAOV|o=#IA&iyw9O}mLZOX(f!GaAz|&>NS1_<_gRi&z&lmCuu; z6*>TX{+RaNA**^B`1Yc|V+dWH+zX1=J=FK=JWV2?f&@T%h7AcBZ4HtaB8@{&GLh9K z&CceDoNj+9g2pCCqHZd69$FUwCDHH{OFVzlRrrseqbsX>1h)YLiubz^2M@3x^-F_$ z_=!7z#D#^U`AR*oHX9hz4d6DTT4D1hISTL&7=B5Vz{5$@NDt&o8 z!BPegR@zxdEgTOp(6nZIgZLurkpZ--Y_G`jo2)k^$$#xXMb%*fD4OM9n{jFCJbp$4 zVMA#U<=K@0q{w)p|5_WAklD7!2b}0ElbymqOIFhO&)%Y?j*2tx>14(O^yDIS@8EgG zB}of#nBKCgcc`y?u7MxKXukTMIPv2&t)A}HS4A%@AXYOqls(tVkITS9c#B+@NO%h` zlc>UVr2{a&Xl-P4kLK-pwQ3I38cHs> zJIv(FQL(ZYR(t{$rl^Xddarn4h>ro{oCJ2{oD^D^E%+lxPa{svcQn2+B_}zih2f`; zXPGSnINDHhX|04?LKnbCkrBG5!mDAqN_?LvBrI&s)MwjtBf7tW$=~1Kj6bFnc*sj} zw`$m?TCCM%<26cmzbi6+bMAO3`$$t435_&b87eFVUg~$)8FewWw$2)@CZ7B5;$xp) zzF&fX=4qYi2Bg6^`V|+HfvEArD%~0La9AnqpLNRi&{+juNmBN<@$vDYbDREHpqZJX zx3sh*GI_9CIu~EDq=RVEaTyI)uio!<+w7Fy2z9BrEhQzj7c#yZQglf7<3p7{{Nw5u zQ=P8LtP4v6%5?LWb8T^yl$4NXj~-TUX;nKlA*=vqCIhJz4mKV?er(?^wlmG_{f8O( zu6p+!1WIjFagT?G$8AnzJW2#n!K1F{wbgWl`Qyh{5Dad8-eL5-PiyjZ*j`Zd5$^8p z-s_}4>YS%s|ka_N~fW+U8AFM z%^c-yHXg&n+`_`{BRigZ&3Xz@ZHHFAMlY{}?UlhYCkr~@IY`yv=H~;#u$F>zXXBgt z#y#-~_-cnTZI@9eH(*~pc(0bc>Vw|#j9%NE_)e+l{(Q;;0-^X!%%yL5IHszqiqyMd zwl&6KqQ*~kv^DCp0zW6%Mdqh2aayQ$^?+=GY1e9AQ4@Y zq;s9{o2qi2??`%Jfj%_z<>@mo3_UoEw#b4&MS(AVKXeX(+o?o& z4HjDTHxV0~ktzah=tHRZSy;2RR&W-oSsg9kc&lEK+;MBdF&eN(@(5gdPcBkYQn%g= zU8hZpY_AoIZa{2+%_B+>M{7Y6u_pOZTGpk;;p%yo`KS+aOi>p#unBO~#<#UrM>6;O z<84Z6YFVh~467b+`{j5Y3~v<}kDZ*H9C04DD&6YSLcc-qwby)RBLU^t2LqpoZYvf=TSb+-9Rpq2Q3mw@Jiz_31p_` zS)K9YxjP7SDU%jr5)A<=g_GEj2%KeroQka3qHMrN|8z6qKq@!45M79Y%wFVDDxl8k z>D%bNCy}su5d+Z>3b(YKX5=y{nw(k(t_fRsS~s_;lhlRyVlyz%D&NEiF%L|-_F+b6KGcEd6rNDj_wkR z0)envIV?+Zx;PO8U}P_ZW}yS_v8-&^f6UX$l%-~n2rRRSoE~oZ-a<3Nt3pcv!O3DN zJ1e2N(X*QXdrX6_kKm_y7IYoxywbk{y#N#JhsXW%{^An@dOFD{InDk14QC0&8}Uai%TtAP z8J===2c4Z+9U$9GFdq13*~L8IhDxk;5He`gf|0k>1+zfyoF1OE_*tfl;?B87^U%~I z(HdQ#WBbop?oS2LK)Y{Ie4!!Wz{FRRQf8K)3Fyy;o}ODM`e4M|_)gSjKqcWEzd3NWsze|K|5$2NCb6)p z(3i=2e*3K!t-QohP2e8-Iv@PkkkQ8Mm(DxqH_B=O^t3jj@Q3!U!a^f6XZH|6P_#^N z0y7Nl#VOBonlB(8U#bBuT4l&~E5Vt9pP(a+9}sC$p`M24{7VAQ2uKnUGG{&pda%II z^Ai3E)G?9{Bw0?x>~I7@1R71BAMyEu0ozLVtAsB{1LYC7Fw0r%c@wDE09s%RCVAUX zBTwx!5uc%eZ9p7kx4xYz-xuxU`hq|)L&mRmAtZEk+9=#+nu5WX%N8BZ6#$6bv842i z-T!Ity~CQ!y1vmkjyf|c&OD9<1<^4OMG*|W<1mP!OBIl!h9&|^m5w?iBOq!*@4X5r zRXSD-RYDVxqEe(Qz4NUdQhcB9?{lu}oa@a$#&F-etiASHYp?R#hr^Zd9a^3QX6uMD zw%$%EICeX2F6L}eGcR}QRcn);>O$D#v7w$LJrIr=+6Gfr>_X%@YmwP?_rU!GfBGtm z$-kd{nvZ8sRLm;x|4V z5H9#)=}r!hNpi9Njz)dQP~QjDQc9VRM!|{fUDI81x-PXe`4?Zbqv_kjXBq-|afv%| zyYraax$j40g1@(2J4=;*81R5OXEAVvynFhFtO6SQ@n~iR2(69Ln1VAU?h1_> z6T+?43_e|0AM191*lp%1`*mL29oKP9*EDZT|^SM_c+DgNnF$S1~z{G6e%4P$CDOgNj$U7(bE$&mUXN+nX)@fdvtlwQ0# z;&Zo^955D|Ux*zQZA;y$!>iy+r$`+3cVEnbwg{r3A+;^|vB_iv{Y;8+?#sZV_jU+# z+vM$GY@YY`KK&~9a)hvzoL_&QNmd-1N+yndKkKJZ)GqZLsfRfFFq7eWc+dSB#*%-E zz}G>wW6q#736|@j+eq!_*YOoHOiDP%p`YLQ%ikgJMpHugC{g17@Gypbk=A^~57BQDyrCXhgz7b#weDx$~;LiiYIa{OQ^R)Do8-D*m*GN*P$a@e11if0Uv9Sty# zn_`;lB*t!=Wf#ua-&O0-M%>4lmQX%JGGFjg9+Q6STQ>SaxV#4St}3LpAcdA zm6H=;5ZBvULhB>J;ne?7o|KW}PVdaQUzCE`nTku-A%Dc45GiIj4(MZ)CS*ybbGxP$ z$uI_wS(8P?O$Fj+$jUtFe8u2eX961AW5U^#RxZ8S6AT6NM0w-!jU`aQrc3Mgw2AL zSd=@0sE`Z1#lBxnr1c^rO{B^e?WmxbB`QRz*;;Xou~nTqhJOF{>D}NOQKyng&C+BT zfCdok{wR6p(QJl4#@*@$la`5_C@vB> zW8>$l-H0dm!}gnv9C;nD;Qxy%W30uf?*JfDiYn!tdv34S>o@=aqd90sj z58j~^-OK?%v^gfgIY0&C7h#WbGS|^mNr3c&(%2)#LzGXi{mIx!QM-m{m!9w(uh~rT z&jEtS#iGn#p5OO(P&MrF)j?wC+V?Nt_(|#7&6{F;e0&5_EFeh0*}WDpG{dmsu-kLp zW=H<`e4ZE9_IZ4gjq_7RVo%tAe)o-g#U}A3Ze^ibR*mEVE|Ugu0CAbU31BCX!0}+~ zeHU!ewnzEg;WCw91n4AE+2kj$aoHl;NjKz_QN+HAum2Per$pMf>08*yE>EtnO-haG zH}ax+l6N?BHKGp2NYZN5^rzP^5uqV7d%R+p8Yyjd+-7~2g1lKQzs z!mVK;rxplxY}^rWEHs9wn*h%Q3by_jGuJ%fLy}Jgl5IMhhF*@+WJO@X=Yj*+Ow9Gn)P)0Cb!1H(9w{u`<9v^wF2Ap{lBi%_3Nd z8#!#wP*BIMZA(|W#+ZC0z>WI#>_5sy0VtLV4yTs$u07K+p@oHo2}jQ>6=0<)HBX6` zRG5140qyxg!B|RH@7mml>o0dID8{!GV%g6vfo`C0zC)RNIWh0cTQl{BW}4OcCAKEF zYng1VHYsf2J;`u%YWX6@+-|b)Lh5VPW`*jw8PJRJgosj7#wB|?RaP#cl|i1E?24t4 zlZJ(lzZ?tdym{kTYm(>spJWE@oc1ek;&uik)1;yzQRL?m^j=%3i;;HsomNUFnXG); zw3Ld4f_b-SV>CBnvOe^vSia+ zNW+5U8Eh6ycQhhC=(exrQ&5bX5orx=`1a``Yr04Df;XvHJ=o`K-qK#E|5|}AFHMzB zqY;6RZH3FD@nG-58^XCity)ERg0amh+y&W5otln+&_|K-6OinwX!)>e>4zL`-mcg^ zzA=Ma+j%$%1`%XGYo`6>fLH_&4STI}VD)>K+KQ$Mayrt^j* z!Xk4NB6EU*zjN{Y?R{m3y9#Y;!MPTSyoghG&L7%r{f4U$48-jW8C=z($tQvN+8=fO z#m~r9=pT5dX{$RpMT0l(W*U(vKprbduY7%Jb@eK*#8!oa#-Z1g@P+yeJHw~^QwILn zQ*d27q?X6W$A18r+r@XjGC{l5#NvIlgKFL`x!tf#YGkeT9yEXCnoZZ{l^komT7ab> z8Fn3;RdZhg*9a*uCkSC_-vBfi9*GS@B12^U3h z@_YmvjsJSKMz13G%TGZ@PRjTX5kvtiCmlwZ&^_D05o0S?HHl`dOU&nvQ>zTR3&4o#bUI3b$gR6J1v+DKVG$Gv-$+SXS1(tYdJ zt<>gba(m_4tioSODsu-3)Tn$%?$(fmX8P*_{{TZ$>Y^n@8@=Z8$k<)dGa5190xXD7 zKrC67nw7<;$mQwSv)JIW_qRv6X|1H;D}-bU%ir#z+R z25|lQe4C(I;Il8v{#l?u+8Jfd6=f1O9T>RJpf=GgV3)5G4v7`6)s|i zPfX9~W?$6Tz$;yPl3KxbO^C%q=4c=F^_iO2M-&R*MG7ht--1ihxN?wm>niDKlBaEx6`gotmyr$7GgnwN;Jr5F zZU21BzJ8-gH$76n8Na*!)dGVC*nv@=a~d$KJcu|@q-NTg+&1zQOKz)JJyu(^hm=nhWA!fHP(XnNXiH@CX3C5K zUIJE$K09^V4(l#m9E{8Zlzt9~=ZQl!D$n%!ZEfD*@gcAiK&2OLS2=gd&7I5+J`bj% z>mwk(Dh1x7c6LVmvwdF*$lCJqa>=N5uY3QdhF4T1Nm5ciCessd}{^EW1qO*$l+03W}HTGxtq&3i$}7EL9@?`iSMP1qOVu ze-uURdM-Nt&hzq(4nYg71s40x!|q8*Sksx+VX`L<&Tpo?2gcHKjEKsSU)HK1I64XJxu2brQ$OwhU%$4Bw6zaz zc|AyP*tABIDsxLO$qr01$#LEAw1<~SEUv{`Er>4jLP|XaBZwTxqnb}5XFsh z0d_aazUKJw#6-`qbn8`Nw91D$$=SNf5rx<;Qhpwt;jK>Gl6^7aBT3@IZhq?L(p8E~9%_@m_wu!*twHGQN6(ph8DG1r|LtuP(d|cJV#YI9w!Y@$a z(b5uW&OmdRSAuC2g9)hen~jYP62MKTkKNfhN@~Nlb|~N&a^@E;SWCka$6?#XjMl5> z4N>7&p!~l2koy=mCE@xV>rrbbwWs2Y{;7z-YipD1GO)QpMW^Of&z}fZGXCbL*AECA z^)tiG+s{#w4j$rX6K>=e*+zd)%K&Z83289Q#lfVRj^E{Z3@KDl!?_-d5Eg0G5g&W< zaw>LxF_sqIHmeO80Cduh&yC%=X3B7YnD0*_tJQoccF@Ywb&>4;0`b}gWW6*rG&s7r zSWrmZ`V}6Fr+VFA?iB5Rd-Q>dySqD0T@O=}AuGUD)7vFR&Y^c1KA>wR>-Cn zl#+@qUp)w6{J5Ho6oNZe{a;Q&iWx+TA+< zw?}wZtglWEjoW# zi}T*=^W%+~x>=o{8;$ZU&o3=4O`&TV^o*QZPv!in474l8j*pLnc~U_pt4SP3rjI>r zQZvZjScKDT#i}QKP#(v0NKqL#k^bj)aLw5=(mRLs{HAhHF^G z1_@Z_NytK=z^x6TMP&nguA_#%5rcz+0RaI?uyK?5J+06Y3QO6vjpHHE?%JQ;&USWo zBx2iReaYzh2;mc;ZbsX48p~X#sgP^{XJJQ2$FZsM2i|*k$3d6DL_=?Xiv^f1!J)JK;~cxYoGYn68e%iO(FJt{DOcs^kNRc!4r0B-y zH@B%6?|(o2`b626)A<6(q^VkyHT%>&leMW(wC|gNTd>GPD4MMNqQKv|Rv~QNM(i$e z>S~OAi>#J?Wqn(A2UXmfo#htfCD;sEf85vvah9bA*sepu(a=Bq9+%GC^TE+hP_HT$ zUh@yaMJtqit7d9TOMY{#XL5S_@f_EB>nZj18FfgE>8)4?anSE8yK)Impt+uttvOy! zot>R<(kvSL$}ZaL;Q(^ac)7EEA}>l^($kXyeo8BreDtH8d68@bOF0r?gCt#gJzW~4 z=RY848T$RjKigxe!p6N|l~a3rV^t$XxCv{pK}FXW9;}0lX|_eHxu+)vsY>KaaDbal z29b0D;b-4r7HT%}p%|H_Mc%p~$Ys9X+SLyt2MP7He)To1>~cpVRBMC|l}$I)g7Yi3 zQ})NoX3#4wq`G5_b--xR&Y&>Kk8rummg13&%qd{_Qz+$V3Y|$a^>P|uEv68(n)*^6 zoaxp@9zbz2DG4+eoSV;9e7kRlC4}&s#N62>Bc{l4K>nV7cY%uA{WU;k8iJw7e4vNuE=5}yPoh^scMGnvrJDh zByb_qh97QGapetGA|Z84z{86keVe)7R?Eyije_f>)JO6{`AsSmC*9YkV`C@b>KgZ% zo@s#D8;bQ_BiFnRNjFeN#e8?2t@6xG_1*36<uTv-@Db`qQecAmOzHmh!BH2w47HQXa*#K9&j7%je1DX>lQNRh|puv;2F)m z=Q0qiXKrbEj4*XqwCsqgs_G&&v?2)h<2;N3Nk#2zay;!-a#Ufw@nV!d%P>bIOoyY( z$`?i18sG*1`VPQS0O9+QV1rm{z=2)5yL{U#L(nrPCkQiFe17EJT&G@Z9Iz7YkxA$@YJ(F{%ea<1K=l85s}tiZ_5_u z4xVG3+h2os;2xhrej0cp2-d_w1cq1f9R@`qohOkA5L&r1;4yZEs}^P48Dtf%j-gh-3aQ*1 z7D&+R3KP;HE9o)KK1&QTfRS?y!>qbd@&L< zTd`s~8rjinD~;=biqtc&nc3}~6{@s~v z1FMtX-W&VxbjMcR)*N1ClH=ZRhFIAOY{~8X>NiDjoiCn4xv>C_*$W;BLqYVE%>N35HKEE5Hd#%W;RFh*(%%8uxO+>voZi z<}kZo+r`Dd3c7oa^w{&Hl{&R4A}RR`Bd8^We8a`dla;b4AJz*DRtr;8Q{Oz0$dCtJ z9!FG(D5%WJ;jAY}Fuk~PpEZyR1LZaY(FT1sv%R(RUha~bFK(;{p^|&~wI9;9=v?C$ z_?Gy^Gp)i|n_PDc&p4ayOrrTjPgN{@igKh97QrwHHpmKT^qg>@r9ShoPw}&Z189%l z#q+@1FW>l%TD$Wx9a}2DBc4Rprdh;#I%l*lt!IF{lt6;)Okrd*PFKvA=e)hC62fmJW5NQTF$CmFgt+3*;F+(#RldBc4Ya zkxi`6XJ%#wOJI{-`T7AaMeAxrdD|+nGUaKODk(Ojq^x>^2>0+wrk7!7LNPk}(Y%G~ z-b>A3gJHcPAC`8=fCG$@wY9Zv@jwXj%7FmD2V|+=?bPCDV>v!wAv(Lm1$MD}PUvC@ zr%JvgJT@+uK>4zo>Dp5$eI1=>jIaO6qhRJhS|x$P+gNm;d$eH7`%At9PhPSqlZ1qY z2bM;28fV*0Os@0t7&&-Ta}QG@{>L0KHQ6@D($%=UoAfPzr}NGM2rbEl-@lJtzRz>? zf%*YFQybko51xFCx~Zj&=eUOl^&!(Ywp$(|ymiPEYXP!lqn)Z(u=S4R^=um%Rbl!p z!Y;synzhYqc#cQJEa}a8ZMnc;jK^-a85E&4RAUpD;|IWei&7XyBsbRi)f_$Hl za{mp}>#Tx>*fsv(2wH;odzs>khlIv&GpbrBf@|eVH_>4fjcttb>OqnXXZi!q@1_NG z(=c!4qkNfR5vK|CKurcXlD28`@30AEO%)|JJU+XPl=3vm%$y}u6ClzY)cSR4sq?fX z_;V~CS<%U9DS)OdTozw3QRMyK&lf@{F*+KR z{q26kiv)V}?{1=jUTv-+8j|#v@7sMxf7k=ZGWnzl-lPt`&j(ps37kPbxt%4aIwFW? z%{*Y~HkzXGkB07@^4WXx(FNajvIq*Jlhe293frMeE{uoH|NPA8`~t0WM=d-xf~Z9* z#Aa>TMi;knwDr`nQHFrA+l{xZMLUUl&)9(twjz9&1alA0*BZL@@`M6G)IHPt7WW*n z#d({PR_p`=^Ea&c4unlGX8AT+ngnVaCv&KCTM$beFg7uf9K?3OMCk+NiGV4v@4Uay zH>J^^>1rF>XvECPGy2=j8)x#8C5h!KCZ{~% zMDe+0^f|V!ORQd4?59v;nOcP*G$X#!gzRy?U^C;cf?sIQYv zpSh`)QJz)DWADcm4N`|GEHS)6+xj;;vrcWd($zUePU3eyDi!?7$OWLU?oK5b`8AOo zwX@_piNmZYs|nfxky+N{EP{C>Ym064wqphiULzxxqS$yE(OyfFQ@LDBDDTT(^bUj& zKjgA^gk7^%g*uUwloz)*)8*E?e-WY0uK}Nj5C<0SGUv1#<=kB3H6(ZDGgsvaKUzjr zCxLV|_1r%QTBOzOY;1d)o|R8O&V2jXvh-nYY7rDR#cccDP^Q%#bUK)MQ08z#mGH^tE=1~xJEG#_P< zB{3^nz~7DWQtvuPZ94tkDa;ck+MRrJ7TnGFESv9VTnz%r?5UHHXLKvRf@M5bAdRxu znkzd;Fq2@84L2q-0#^sXbs?vZsO^0JO+G_B%|ZOsC--KVSc^DIX036#yBtb#G3s+& znVt#Gb8tHM!>ylga~!=V-nJv)UxCeR_W%A;_x9hsquE+*5?YxJJEp30LkhetZNy6w z4Ta5JEFND{YSQ_JaeRIQv*$*W+5KVNz{4br_}ixF%;upyZ^xv+z+LE7p*}x3n~~sE zIpL@oyE6T|j%)k8WD_Le)?c1%dpZ>0$xP`M*!Z>A;Ywqm(RaUgDgjo?!?huj0V#x! z5W*_D`+W#9P0dd~kxVbbvj58z4q=v%g>8PiB~ry&dIqW#Hx|(69%Kev?mY^zvvJ=F zNV?znS>P!QMfHj|K6Cut@;wDc8M44Eq#8#kD0|~e`6w^2%}P1+=S}?}#azh0@HtUU znQ1Z09fj=W2!-nF)Np1Vw@$+E*(a+Vpaob zqqKkav75Z<+~Hn_)fmT$xZe<|Osi9fFnd|Q$;*b6l=vN#Ym0g1~)?R6GbSm;jiW?y3# zZ2%i1j=hdcVum$=)9}~i)=|pJQau0vd@x_ylTwB~%10<+E>0XO07{lF5)Th2#t9O# zm^F>Of5L|8%vPlYVCA>7kP%Q7O!Byw^GS{j{^R9zdFbxB%qSiF5aEbrmo8^kq4Ops&tQCNth?}Y*YtInb;!Xmvtu@$ z4f6cBJxm0G0@Ole!O*)}YJwnL-lPF~hMZO2F6^BGZ1jH(L1G(e6(IEJPimY-!y4Ry zTb5MHq5l?l8O^MoU3JMK#F);xa<5T02iOS`^4%qONcSu@Y|S1M7eB- zp7K?hK>Fk?Pp)h3)S!;tBAQqa@1avc8x`_|H6=NSb+jA1(d7VU4`k;bGgkzQay@_v zsF8LU`a0bhD7_@fLOmeC6kbaS&h5XzLWT%NZ=2oJ(p1OiK4Fn7Eeox-#DafP2yrQa zH3ih{ad~y_M1pyYh8yFsx~Csf-8Dxd0px7(Bx@;tfsGVIEfE%fNSwIGB04HN(v)!K zStSg{YO>lu1G#L6zhaUrOBnjZtfZpNYc#aqX9J`Qcj5{tR=^R$;sFLEkG^HvRgk+3bo%&amb>i=kQ50Y*3_Dc#J*8!V3jE9ufy?sEndFRNG|wX}na_Dib%)s*;ufG2sVF_Ppq zY&X+hd8Z9D*`4fdsOe4|TYWm$KbBWJL6=fKCe6BTn5v+H*%+cRNxGTDouk$XC_9W% z42eTlOv1HdNqsSX*Zh~vL#+@@vFfk12Rw!oguwzH*-n0@c`yvM-7ibl*Or^9)TxAZ z2pUhnliyX|XTb$=TjU2u8Ko!{74Bc_2bbT;{IZ|N)(H5Si+E3$TrX{gRWH|!w4S9G z*Yf*n`zD2b<$dmuPc$(-`9NmL5_#2VULx?BLUuJsD(3g5i3`@Ovj z-utZPsJa^o@d2acs|>7~oB9?}H_oF~#CtByAa7T=u(d9UI6Kmc%EyBr zc&~h3gg{JZT6+DJ+HT76A*`!dN72b}$sz_6D(2=U*ca7i5a@zDL_N4vyK^Wp9;*+* zax_AZ*-R6@XW0*%J`$_%P!h6<)%pFw)~q$&2W!MX3fGjFKyX&jW#Yp{=MFR1zFXU3 z)(dbkH~&~&T}5dR{$9O)drss+02X4BBKEef?xH-2cPL}46m>;1EI)I#PEL5i02qmXtoL zhbPz~_8x{U`_AKU`Kt5bk}kHih=O6!DX5KyL}DelZhx4I7@MfuH;|sr z2L=Gkk#CgNmYH3`3)fh= z&rSBOuQb|p<{t-Vv0XNVwr*Q*-_NcxClyj>tr}yi+%O|6N0$deIHd^xl6vrpO6ZVj4l3H0Qi*mN|AX&`g>m9C> z3!=wNCqENFK=nkfn2PBa=Q5dcAqzwrM;q|WRF<9R3FIwy7)}ly3^BB&peQ%ONPzh6 zw`o}yC|Ve(Se{T;R8&MT5hznqe7a81VSRNzH8V4_uQ$#Iu|%yFK^=t1#z%;cHiu?a z(E-TKkVuF%0-7K<@z2IWKhHSf^3>0z*r^|~QkA)`##k-PS3@L8q-JNaIKG4Kve(a2 zo6a*xj^O|^d*g3)guB+1r~>Axpz0Dxv^TYH<#JuF;4Q>lg(#VNp~egu?F;H}Kfn7S z)sdrw(L$o9w0>R+lL}%dK}6jg9%Xk|>kYbgF4x|yiIL~@RTC!jIXOpC|H-jov9K|N z2uJ6T|7z7!nsQIMx~I#CQAH)^06H}wv?nIX+AUX-k`91jbbAxSpH7qVm!8RX%>RYA zIh%Wg65*}I5;<5PSb(qe18h2O+>jj0qhFB09Og{|=#6jh+NJ02brv7(C=m!3&H2Cn zNIq#y%5Nht`7yOnpBW;Iyq$XP!rxElv$xmUG9>y@s9D~>3x+@DHsz14_0D0QIc_2w z=d*B`Y{xp03S1*Z$wlqlu2`zun`+?``8&jp>X$uZ5<~0{H2kLdyrhsMYxUg8{O?)>VgxFh zs8jWoB}S0#z);qG|I+>fWV-(G{qiT}8YY<%flOkD5Siw{DLLS+!J5)(G^H=2YUUg& zhpg1qBv_b7VwY`_w_#Ka?vxYO^C(e)#35>u?ul}SAs-k9NB%$^lg0~Pt}jeU11vT^ z50aT9vm%Dr6aS#ebzcYr)d!;p)yvl(ySbBG9l(oZaZ!ggj6E=nrz0?oHWJQ&WCrIZ z2EQo+EXMW6OKv3nZDc+iw!nZzL8R-eFPmD}UpLJCYKre;dR%z8P;*~EN@Ir~;{+S| znf6a$#Py&0F3ikgr+0b&9W#}}#Q5pkj}}V7&IRv&HWx=Zaf)R#G2anXB&QByg}IXH z%dR4`R&bEkTJ&a0Pc!pm>vILpnPLXpig5Chq}__-!d4b>P9x%E0ddseaOb}s$7EPB zz=QKiZ0(A!%er44YwyZpt^k;(VrC95yd&mXcu0QTce4TWtj`kUjG!VZ8pk}O0W=xV zOz7@1xqFnH{fOx3%A#2v^5=wUi+CQl>WDn4V&C_I#Xn&nw)!luT@0<0avfVu5@oGi z^%-a|$*q*kDSK|K1nIc}bxxACn@)qU;7GqeN*eYjKZ>RlW*@EEr_^ATb9h+{<`0uQ2ctRZdL?&sF6k&?d6w1Z z4WMILRJSa_Ste*qmcKYdw4+pnLZxQX*QW0otfz6q=TQXyC$?a;ceLeDrukZO(LdS~AmyHbrAJ&}@1(q04?mfOvzg>&_Q3;y0eyNR zy)pUqYF<4d7b^sZO+xxzlyexS{mF}{NZ$i5nVSJQQ=cegy!GsPLK+vg__rhjb&E&~(!W!`yyO=EHgc7R@@S>c1^CEut zxip}-Ei>!I@3-vFto33rj#0x zI}OR;C8FcSV|W1n)^u8rq_B^>ch$pw?i|(4lWA=TeEeHpu7LByqidD29joefHd+$CJ=3!gDd&jGn@Q>&22Vb?iBih3%}yHLoA6EG|`Hn9)y4IOq3Rl^Cj zvuxO+wUfoxIwXBU18dz6ytyYYCv3B(g!j0dYa`@3yZc5b<20%R>ycqW6mT63?DsuN zF)@0WKL$4s&|A(xElYP*kavs|CO(iqxLhLbCPnEn`C14lo)%MIgj;nWxmnnE-o@(i zSg|(Fff^k%xq<*TTx4a0$GquOyPewA2dvn&HULkgg$z~1?wC-ikPRzyuqCk*PJQ=! z1A6`1no@4gQStHH#OL$)y*ukqGS~Y+1I){*MUjlF6msr-x4d?YvWrw!%-j*jz@e&L z-QY`#x1lsz;Pl$qJf~}z*;#P_`>w%RxuTg{#4Wzw%QN1qV($gsXNKgG`|ZV%xC0}z z{ofk7We=$KOgCWXS@;Ip;V|~Q(Yv^3Z7A7-Jt&{R6)Ft?p2W3d$<`4~K zZUb-{`J_+AtMfGS6i=jJ;mGnQX}Z>yv5Q~80joviL+sdUd;iny{@I+y3u2CDq_!6? z=|Vpa%wT~6>A8QBY{bMzjR@mU;Rc592M^$sDmJ^|^?TUKg-mSkIlMH5n>G5~AhWgF z`zDgiRvtBIWEk#84acpea?1 z9(ag!^gLRr?p2?PzI8HZBz!O$aQ5{tL0j37Gcehxf|aJp;^w< zuLteG6@PSMFO3SnBQ8BcT35; z=eXM&YAf_Cia3+^T|B@iW#AQb_R6Zwu zk;O)mc9cnj7ikxRJyIYbW%|prqr+cR52@OJtY^C6s*?KPFH>FX!$d{Wkeb?H49oIV z`2~j0Q*1$EpT`-J9;si3jQ)wngO z#qK+l@McnHEVmUu(>UYdgPkTWMUAdoxt#m#gw?3}R5t5fO)!n>bBxv3mJ28Zg4g5> zHb>ds`6HtQLZBG-`JhX67A2EQb}*;gP+yXR$hMZy;q(X%z=2qUuU!_ zcf239NRmXeRPiS$PE1i&mDG;rr+ig4*Gj z9#;z{V6%W3EDeudBUlD{-1^!#x6|pT!iiY5EZ>b(sba6jdOR6D-cIW84QAY`oycNAKofA>Mb4ElGuEnr~LKmXf25aNG{ zgSg@U-<J3exT3fdaJw{@=;Z2ehNpeE&6a^WUr>&J!E zoqrtuCCgID>axzOv^^J}@6^1LAo54b#NNz*wLkx0`SilpANE{-xmbDgg_K%2uXfZW zsaSP;T;1f#gkXF9_6l*qeM3M_4LN2C-v8_0t8DXJrw0Q#B}I%%90~gR`T%-ChF^po zPokBEPaK<{e3h->*W}yXJ* z#EHzDXB(rIlSYWi03#57=FV1O$KU&8gS7SZ^h6zhiu+~=)sSjpAOA+k4X9F~eyQ*I zojiy|plA>`H}}pkhE7-zb3xO1erMYdf;53-bTUjk1^oC3lw-Q@&MxE-KYxH>DoF=O z0>SG;_zdwkKE3(?Akg}iUY>3*X9dG?zBx$nfR6J zK-JJwMw+_1Au^sz2uWin=XQ*9B)4)%QhvUpuO694bqbvRt(~P%Lc#%Mo=}LR+F4*7 z3hOSOQ@Q50nR}a0^gJLA5I;P-!4AZcaQyO+N~NkqOB6Jem*OY0pMCP18S4-PP-c}P z+itwmNQ=k9N8i{XMSun<%yYOt^QFnjm+v|OK012gD_I9h!8&jw(9`3F5 zMl(QJ`s+@;>8UXhux9;Gu&6xRmPN**;yP6Ni3(whXQ;}fC-4{#9@u3a(18OqXED`J zDF_@ND>DR!DRCZ;IG=dd3@R0bCoAD`2dL*6{AZu>IoReSlk%IY)RvOO#elC+^+*R) zHsWGla{L%~dI8W%f}vojw5=2BVVcX`=VAK{-r9EP+$UJ4-N4Kv-4Hefo{0?L5YKH} z`qGq`2Zb?+LOX+YU`E;tZMwkC{Q~`U@RK;9VyQJJ1y(3r*4t}y%4VPLD|&<7sK^z< zRQ!o&?`Jp#HYF+!B|ea;fm*nc6C#)vNrzv3-t@^T%M+-;EF7r14vP6n&)EKc16jUl zE&w;6-WVgTWni!z8wWwOUktQc6*ejRANg5frQ2%Eoa)aJsOu>cI(qesw1&C+Ol~ zAg5%TiwEYt4e%)}ax!cPB%B;_Minpz5_`(sQvq~axKhOkfV#Y(Y+(p03~QiDJX$x) zfcqW{FLCxW*SZ)KOjBOn+fAm^4ug@|*5xfw*4?DY75(w0Z)$EX{&V$%M!?TMD1h!N znH>Pxm@_-;vuQK6)MXMD5#Mg)V&t{d94n%M$1IGUD*O6^hCU8O-PWs8zgtR4W$Z|E z0oe?4YL#uYtDTpZcSQ0(m==FnfWcS0)$0H=2rYJw`QU0%@dZsylJj_HtBVTeeHNOV zwst?TTP+A*!y)5#e~ia@BnPq#iyC&TOP$X%XZzvZdzElJH>$P-Hnj)9td_^6zzPb8 z6@r6<^`RgK#C@W{Xrt`9hmw-gRojm37!x9h;SRv(&;m&a#a!dpJvwsDhJkPqqINx) zVZc}D2zJ#2m7KSB1Hs(@r(F%)T($2EEI?LH{Ta*w@^P({ma;bwxJ*XFM&&F4>C(qd z6cjaVQpw`c?9!`Qz=V=e(bfQHcJ*78wqjy)P^mbi2M}UqJgHC&CS*m$%HQ2V>2~Rj zu8$OLA2Td>bK1*q90kI*cvJHaRTEE7Oxu3#dv4W~pkUq@V>HSk`r*2~lCrYkwf9e! z{B~kuGoc>;C|btzikvz$a$HzJm0v-}weYS}{VEYcR=%IJH^<+wvIikx^5NYPpUY^P zfUWTKqWgHkaen?r*sOTa^Yr9`kU;^A$xjF|2q8=$P!A}#YJiH|u+vxG^aH|t-F?xX zu+_OPe#-hXmoSvB*Fg48@ek7@+5Axhi|WZ-7+|6mq~{(Jdq&^kl) ztPIrO#8TtseS?C6h_C(j38&|OWNJlCz!8XGB#}4`guHvbif#qh^oPQ#uO;2iQRtc*g zFTwJ`UwZL32V8H!E@-Z@1|{t+Zcd>-q|C&wplsPwUBSEOP zZ8wj~IZ(zj?TtTRN=KRp`;6VkgV740_CX=%f!OdEw>GII;G%=jtYHN^K6)bkle@OM zJOns}i#gRrHeI^Y79f4ZnAz?axlO?$kWfwk#H~R(IsLobrvK-@dz`5c7sRPX2vMLY znv6wx5vM9wrnaihQp6EMgPGu_hK|GY7}g(pCyRLxQ(PEg8??0tq&1RSfD7+TV#wpSNIIp1wNrq?#$YH5}7cY-0&^esnUqZszHUB;0!W@%I$FcXPQK=Xe zv^12dNkfv+rTS%AK1HJkyoNBDyE_ktOifJ%1qUaq$I29cdvnlw96>B1x`25DoA@|7 zAONVF;Pt+$vX!aYg1I#S?WlctM4tNeN;OOj4-Zh_zX)}vac&=iad`Lk8SOTvs(spE z(tzY6VL{J1d4Vx92zEm)=+mihsqJ92TEK-Dw3iX%v>!5VkX1FGE+?pAmSq=*K{heJ_hKy)oq=MX z{xzsZ1-z)d5>;74(#_R2G@&5`JOH9K8Wee{xhLR2pee$d>W)eYn%AW*I)K2hSRJ=Z zg+U`YO@uc9s>|zgU9 zzmk)a5uxCYO7&D=!Nuj?^%yWgS3nrm!NOggyU!s$rIknH%ch&Oi&EsC^Id!<0B9+- zKjWev!iH}x0|pHSQ9A&+KiLJ9xw-bfR1K2U@>m|bgrj9=kzFjTP7>IkivZpk3vY~n zefA`}0P0(J>=%ej5z6mQJD->f>m&szC~mfiD*Dj((A?QPwJqq>*h1GIT_#!1!fwh$)8T zAON3P;YOTqy)IG!Yg| z%my$~5b$4;a_A`p?SMqz`thSMD!D5I=V>^STiW4FoNw1Fg8-c1Q0pSL_D%5?H}E}$ z%^lVKgL<`CTUi_i$yvVy2MbxPLO463@ku_;fs7oUMCWsgu`5 zlhhF^S6!62ARNck;V`FZWE73=XE`WpTjv6m=tdIzXsZB)-|(--ub|((jG>}lB}(ix zJfi}82lh$`$WR0gSqy^90cB(XevUF2Y|VgPJ2TqO4_2D+(6Qsk)2GjyAsF8YNcKW9 z4;SlU59Z<&Lh7Ma+5@oBq;_CQgEwR!4nD0uRQvbOyX|{ihs@vzgv2u1$CHq$SkPdo zm%V;bw$EoXHQT5ZiCl195I}D`KoPtdm?q+oKjyN^kD}pmznw_W9(_IwUumDJeFj$Y z+Zg}Di~!a!<3GQ%YHKn7`+b8d|4WDerNjRxdEnjprphxpmwytv(uY=%prH0w_MfJ= F{|^%LvSt7P literal 0 HcmV?d00001 diff --git a/r200_without_baseline.png b/r200_without_baseline.png new file mode 100644 index 0000000000000000000000000000000000000000..36aa174bc50ac7aaf6d7dbdd0c3941cfee0422e7 GIT binary patch literal 84582 zcmeFZWmp^C_C8D>+R_%QQHmEYUYwvcpm>WrE$$X9XsG~2i(7!=?(QwF3GNU)Xi_vl zNO*^He$UtU%m3@iMXs62Ofq}#S$nN}-S^u3c&{o?dXM@Z0RaK2!n?QX1O#`<2ncS@ z-MI~XLbYMz4{UCNUn^+d0bag$%tL_VyUy?Qzyt*3pRV6G3S{za2ne1LD7<~8=>^?e zgd`bS1oGjXw4Aox#M9hPNvj^*z0=ng&h(5dbs_kJ)r8B}S8fY(EwD)>C-2rXSf3bb zw;+3MS%7zem@JfRS?=XCdxe>pmk+D>(n>KqMF@sqp}Ti)eE5Sch9ebPs9&`M(pN#aaG$ga3}j|Ay#)R`g#>_}@hPpR4$f zCH%j6(}DxQlmBXSn5*HC!ELJvf;We1>guHD!wCOtW|x5{r>C1M!3;1eD`@n=TCWUn zYERDjj+Zv>IA3Pi&iE+B%7_2I7k`$ia`M|XfSeSY;OzNsSJ3=nT-Fl?ev(C&^%MT` z9FFQB_$|1XhW53>Zeh)dTR;f8zxK0bKI`FWM~Y z9Tw@d?#vqBB=FJ}`@g#roM|v!M;Z7-%CH*+I+1|{6N0_32ng_Tcm5ZY{`+|U-z@F_ z5g5FpYrG_sNF%Yya9_3~Bpe>{fLXxjbkFy!lR-6C{oJgb?!Vn4Shl%O`$hb?o6n!0OS_~` z0&xyA^x3aH2kbkIltyIz+auM!2+<`m$weFnk)fd`CH&^in{zy-J)=ATw+mSgBs%;; z+43w^)M?2qJ<-TRkGJh?wdHby5AHr~lvv+(QhL56FOyQ=y6*u0+x&kMiy%F;$I9o% zXR9ToG^SBG>BXn0UYOWg_)waJC_1u-h1$i9J4MBKF{gjwpVu5PX<7PD_vfpD=OKw{ zgsa4G8`N>Pwzh)yDmqV7PXBh2!^d)!1Yf-P$)eZdrW+j82l|)0}K6R8t=^x0Y;(Ra0`y=VF8D)m5Y$}R* zYJ3CXRNc;dGdY^xmI)Mi6YWwqgF2SoDGH1Ix!xYny?6QsvC+&JT9mZ3x0?XO^+Qki z`C?sjo1zIy*GJw_&rfM;-!PFQJI`DZ8>j4$ky5y?A!soXS0l1d=dTijR}7fi(~X^! z(6%}`o$TyXtc{s9v$9e}LWig%*sFVB10g*Rutt%<=UVgH7JAcF-1Al3gG~t*O6UZ3 zBYcqh8~s#$!73YbeHsG{$XJo1HGb)s+PFxg>6tUVIG6()9 z3i7Y;wzc}+-riLfg9#-@&8)9P)NH(}RFD+s zgC>y=e~xTelS6(c6dxNMjULUG&(F?g9?njwuKi>uqA6;Aw7e-qE}UOD7I*j(l-s6W zv^YuPPM+)JV^ZfdpN>MIS~rb~StUH5oWz!u<8ay=zMrnE;;V}ZL66BLw z$pxVsjs)t#j*9JTcc-2FtJxUvT{^Cal<$QiB)L<%3Z56E3`mHrs*|%Xe98= zLn9;kLEAZv?c-R#y5r;H^*=-m%7vN(d$ZMoJ2u*7b@sCf22MulFo$gLP{=ID#t)fh zvq%uzwG+lb*5;N+K1yTf;g$zI-D-BAnAMp&|IQ1^s-5WLlhfQd^?};MzZFnd#aeZB z9;>wr^*K3Khy6)Yqv!ilC3z{^vN1}f{Hc=E~4~rm2B$P5h9ah{tjvC)g?~_ld+?BFu-X<| zRI+UxJNz|uT-`=NK9@P02(Y}d=uQ12`avzucmcq}DyND#Lpi{bi@@^<&)u|Im3#Iy+U(v;TFUO6G<18c|Pv;nZ=QOll@c zZgC;kE{&+=b|ep#R9#9BuI4a~W*|A>@1@@o?SqM8MTYOcI3 zfnhW-n0IdV!c^7ev&%r76;O!tmvRyG?|QfX2nmtosTZ0%JHPn)H7Y`fQw={WG?^k$ zZDq+us_dGyE)IyTy1w^ywLYpr8qM661rbG-ahmxYN1FENg#L9FL z*#=F$FS7}DV_Kc6C`Z3EPrG=ZzhtVYP|J=g`T+=X+z)b{i%yn=xU#9GLpe0^a;mG3 zJj;kBqbUq@)^~`?V4eq}C9Q9J{=o{F=L?qAoM6UfjQU-lFwC{Uy@=d=qLEjd;$d2#@SNTE?rvq?Z zM}?YPRJ7E-9d++%VLv8QcYI^_c%fcbcMqP~ZC@CjP6 z_0no6t>xr4I_&c_o=2yG2X_oyr<pF!t%ve%H(;v|ankut}C&f$+ zObErN3W}MkOzjz_sYs=sCY6;I@{G%=DZMFVBzN$8?ib(2qQH@>Oe4hu?s@Vm3zP;P zo100oFdD3K8yw@_)lUenmzJbmvUx7N{yCCRpweMA)|jAJlWUvKSLjZS!87X$@do%d zjUp-4tWeb*O5xhP+R8hWQfXnjYSXa5G$5ug8fTa^YO30~zrJ0k%sUnQVK*k4Cf3y* zPURM*=Ao);<2(^7njm`0&NCmoN!MLb=!CYp9m}m!Wv+a<49#)!kPA{m^fS6tI}Ng z!LkG44P}#qOl2qED{0DlZ6$gLi(c!+C_Kkdh?c>7%PhBW8x^O>B?vh*Bc(U%jZ^`H zkED_P8Eq(37OWyec{sLcGPGhNN1+|zoBl3WzaN*1f_KysS3B=_aL?ATn8}9^m+)5$ zfQN>Ls3o`r=d8>pv$W33udpW9khIFQJG6CE&~?49Cc;+9z{)_sw=Pez2s&IlJZrcF z{S*1e+&9LBsx6{WNOvG4{Q*b3VqrqqOT}74mD)`G%f$+e>MtQp#YTNqNCDKf7OGw= zB;q7g&CH(i6|JacV!>NF()zvfY(8{D&3M}kvGsYYWys8HXg9uu003tHMV zmj~OM@M%)me>{t zhJmc2kiZ0u5pCt55-qzkyO(a2A_)Th{at21cU;D8aC)K)^>QBA;NRX=y1<4tjiGkm zfx(sG%~P31wzW**>UIo$BNJ%~^Dh-s4K(H!QtX}Rm*hOIGVplwfw)!QJpD3D17w|j zT7|FyyS>U)A3iQfk*d*b{gI~Re+S?IAigJf^1x#vFq`c4i}7|&IEXg+LfX#Eem@@8%b9Cl z0aee1>gPiD?wt$Ag>IBnxHlWkU!c~S(~Bo#{shYJ)&sGh=AF8xvC@XCT!ig>_KLgC zNN#yK-{Rt8rv(y*(hOF6K@+Pf;ITI$i3AZ{`p<91&eS;=TwGiT!N)2W@)0ermaE?1@tycO?=kc}=!P7nBB1DWTZhA_SGhRqU_(_HmN7QX5yFw}Ikdi4|s*)!w0~3liw$JOr$Fi}F zi%RYVDNCrOaMaVZWI-#-^}c8|NTa%vh~r#RJePK!fTlvDA?$swu1-oy%BgPq+}zyQ z*w|stu5ziil2fjy*!`N;0PLf54audxo@fP=vFciO(l?|w4v^KJRTioO67!EkFUOL? z89>tcFiGM3VR4@8H<3Gi%`|A_6u*By8EUd|5nKj8AvgI?Us#esmX=N4O;rvb4PtU! z3iu;ZX~yfb`1CS_>}~rNA{!NWX2)7tjarQgg*0Ol9%BO&Bt@jfyARBUve%kR**5U5 z`WFW3HihOD8@R0B=`sf5yg8lwdN?BkTNi7+xgMu8ZjnY8&U|}5! z*&zNiN5-Z=D5r4&ivNHs6w!>;A8V=>c9@?Ru$?ccaj;XGkF1L;-k4CVJ+3>kwCaVq zdAeC4x6-z$7By~q6)OO+&(P-GZXf&76&VT8@sH2O^Hc|Gw#QFt4*gqznCosgZ7~T% znyno1qLiR!8UeS(_f_-!C7PV<$v^c=1#`!y;uLArOHuv@+%{sZjBn)0a)I{q;M7_W zR7EU=U;9H65bb0_LPBv%OH1;YBT}kKY0mxq{cAGgIwKkx`FWjXBHXV23V)f>x6`ky zHAfz%6_%9cd;-5AqY8L8M?If@Tzj2C2!`WC{ zzXOPi0n!bjIGS`f1A1$!zL&c%<=mqBzR9zhcck34K?NLwyHTeoduSVfYM#AfZevVO zV2^1-Ha`!hF2~zS*v}4oc*fRA?z>EQzDy)@CQ&LekF7`AdHV9`T<(OHp!Cx0-wnjO zD&~%*vqnXb*N{G*pX^j{RB?4WXcQI}wiwG%NEWbA+#E`dZNDgPADFeuFxtbUcfEIi z-fo1OH^lv(Y}^dAbA<=_jA=R!bk+UPYc+GH9*h8ey0{DSo7#pPKq-+8Hodu(Ef{`# zAd@~nKg>W{4F)7+@LfTsJj>N=3gYygc&OrQ5)8nnudI+QZ(xIZVE8~o^xA2oWV|ga zu{KZNB)MT)F++nm#-WLCm~4iJL*} zS4(!a`Y2sb`L_BqpYx?vw8h)CkOj9D6)Hi~A>(n!B}2p5nHCV_@1Iri`L?A_r7~ZI z>&yL*Lm4)5sMz;~hnGJJI2j-Q?dA9?gr?Sp> zc4l%Djm2qco7Q8LPQ4tht)FMhN5RgK85wXt6xc`7b4t%@BQuzOzz?&Sm?L)9zA0SZ zKP-xXnng)@cr~5uPFoGcaWq~Y4r1=G?mOx@zhe!wQY=mIMf>z4uKcQ8%ns+;+a)lx zXZ4`nUxJ6HYlw8%6b=zs%k}cOk6AWkHCmpY3$v8E;OF@u=xnf^8+BXkeBElZ>rQ$o zk3o!Q3-kF3dD!pyy;<30VLSLiWTdHqUXvUA*GMNhH8r|F{fUd3uoOMAPR4GJAl zLPEmQii;-^@vxZcy4$&u&Y=;ylA|C?xPUL&(@(nsqXRa2$&F*NqKH)WS`d}3fcgZgY{^oDuEF16&8ZF5 z;^7S4`lPn%v!ggeJtae1#(0#th^X4TM48ivYZUfJ3gVvK#o^(y`M1H zR;ksdLw(;$Cb=V(9GDqcGF!(e)8c5<1|Du&@IcH7MHnSE%9jlvZ};caaU@TOfPmZe zAM?k8Un19swxCIs*{S1Whcn%1TX#gOGYJ`6?$~=&`_<{?#k9=e$@GT#dz05)7b4Mb>)UH|fw` z@-PW>OFj-aVcVVdjg+)o`cr@>=h5*3Sk1MYqCZ~eNoH>+nNpVQ74IMmzZp-rO~0cWa1rdYIg{Hukxs>IX^u*2grIVen+1eX1C@eN!{L!s zSkm`XwzVWAq&WcvGJqGdakR##`S5tz8_S;A4yR;E*MI6XTbWuMoU85bJ~YZxRv;5E zXgHH{qV#lT__r3om|xmT)uqMWj%xsgE$N-7$TDhe^4gy)X5dN{Wq-uRGM=|@#HM_< zHq8upunSJVZK^#5%tudeBA@a1j_=GG`AKt4XLKED{p~TmgSm%jKa3{;xPi_OU1ys(-n#2ObD}A%fkn4g5d)T{NsX+F0SImX*N%}ss9;d2EwhT;Dk_Io4Sd1 z2_j+FX(=WZy*DtRLKAyhtAL#o@+|9rKc7MpkJ;lf1I8QVa*?qCVpfGEIj~#xew8=x z&*}jl=ctm6x-XL9%Bzx8dep$A(bZz zn8mBz2CFn}qw0R2vd+eZ&wx1Ol_fYRaovNi>wD)mcDD1y^*xIi##9jsM6Z>!#zefy zY1MiFuH3v{iN?nZh(bP>J))s&NSdXeEk|kH!_Q65IyQY*h&|0W2EN-kwKFrzaS!!G z$l6T;x(I+UUMyfI&km{u#Jn`?93(hn+31o*TUPom7ZEBj5Yktme(@9r2rPDoYYYJ= zlOr=@Pxza=(4MbAXMQ zF43)I3TE*4GQJoS-B<}WNy~v!36>3%)*B~h;P$M5-vJ#B2_Eg}w2LFteNcZd>l_zT z7%rEI8V?7!z@4O`IhwYLwHGn89y7&9$#7^|yZ4pa_{pVco}V&nhSY8~WCLu{I4y0t zJ(k_jSx+Ga%6MAE))7k!DAM8j;BE>XbHIM} z0K-N#tVMDgHaIr`gt>?Ukaf(otWuQsT@xfjNe2@?Vq4|M=+W$JJZ)oRPlft!y&aQ# zeoT=8i}F9qUZJ1lZQ9CW-~Utuq%h^!)aeZw%1bL%pH7?Y)P+O?ZA47w-21#*wLzO| z)j?u1uUGU-7tUn?XBP`i7gHpYK>~iq$1T=VVXku}FMU!}Re# zf>o5qkMs6uYXx_?b~Ot3+dUIp2W%XyheN{q8a7>$r$l&&JZO_ZYe@5@97wW^g}Cwj3JhKjCj>}>bs=f}?J`X+y($+4M+2~dqmiGT zqk+%-UlqQHjUL(w$a`&jgXr`>=>X09XN{cqpE!-keiej_2m*Kf;5>g&AH1F0zYQ>f zXMfsuNpU#b`An~L!XR%mceUm4Kw|slM$6yte7dcXKSCpn--_jYOBtBF%P@M zoMvo*!=w{!iy&A1X!v}TkB>ezhRoN^lN}9FtJ)Pf#x5mZcFIU@n@Sg^NqBBf88{8A zh%O2lUR%9uBeauDg8N#yG{P*z`%EvTDl5yusFV4RdUD3}`Zw)i?@RBzjIgB_UNAdA zbzX~2xqgbAxZ(4ji1xk!8DFC*5geP%Q)Qd^K+wm(aZmwVSIcSxvp``s2#0e3$kGpu z`*qhaz@ZV{W@>c;MY80lr$F7cT~Uo#@>OlS$%V7O5$8K}Cd1?jm(Kv;Y{lT_!7F*# z0reZ1^)Y<3wX;7Ek1kZ00pfL329OvGF%-nGy>q$^%`gbI~ikq~q z6>p=^stzA`h&<__yKOE;c`B)Oh%36M)O}GX+y`l&L93%(dH*z*;WgK}r18U+fuphd zNkvf=%DL^?2U&Ac)&bJJ}i?CD;s^u1v~+y?{1s_O}%4zid0QjEq&#L{rL;krj4 z&!t9?8H&or$q{~7wsAgtn6Yu4SL`x0NgH76EZqjTpaMs6EncT#g22pK_&Y-SpKF#> zFnMw6o3(HycvgBzlZ%!r)Zf(DbyLZ8gH*@zV0kr;oHt)QH^p@TWYePn!hn#Q0J(2z zi=DVM-&XriOXhN?EdiBJ**-NXk@h$SiiLu~7klHF86v4AEgg#1dFXM+68Fq0PKX|} zL86Lt@2OYqLjc3fD}IsH>dja*Y1`<7Ta?wc?#EoSh~aj0iAQA8d@?PVV37aCLF1;@ z^y62xi!CVk{z)Cm>D$JqRZJy^UTFMm^AVgF50Y0FX9^SLg(aFCZnWSbPV7qdjovn79LnWV$JvXdgO_Cq9^3Alt_nZ$rDm%Qr zC&?&^xLkLiy3TEk&pK9pT~P~6Np6EY-F3~)N9E!&h=yGng&2!~dhY68nEya|rJv7- z>9aknSfo_>mW%cI;d)kBsCSQNdn&EpF}iLcK+*rCc>QoN)~?(r>22z>OOA(tUVjoD z<;!v%8vrNn`;6gYB={6G%w=*uaJfp^-Uld(!FQLF!406B@&1Kf!TdpShqAXezFJ-|d} z4gSUBnIvocd`9oo`9eN;pnUBC>3WsLr!#1^W9=wi=jL}+X%GZ|6c#juqXOiF`LMP$ zr2rS3Yo6a`f86!*cny46vj*-se&l)_mpwk!;`#M$t@dzfvD0uA!=+0ZWI1J_5)~Pz z)O{;)Ess7C@c9>9xNU|V2FJHcICO%#0h>;gN@vQWsuh?S82JSzdH9YW-5(pf7Rg0@ z>DXL4qit84^#?y=7KZeQHzL( zjBZA^U9)Vhty1~v-nPcTvqc_{tHHtPN6=R3D?ljUD8iNvkfX7m{2Nyj6=ELcL4U^f zq{jiH;D~OLs<%ILxCp)wD0J74Wbm|17u^Y`opAOpk}?~g)id->k;eVtTPGtU-Q>ye zQEKx>>u97J4t`oA8)VHlj!7I2m^G%{@bCnH$9e}b-w>ciyRLjswAdWdG4GE7IMS(j z3a&cy;gm8G5_^TQcylFvebmtMvIAs;D;hlpkD&v6!t+Qa^OR3)WG$&B)YoFWwM9cxJ7K*5Uf(xdOEkaH=C>{ zKQwS)MW4|q4_C3V=OB0T5sR`9U}2_~HwU76O+t_PM{LsGf*6~TU9TlBlwa>;`T9^K zz<&>Vd1PUhe$e#Z$;m~2yR2D-lKc7VSIsnndAdjszF2n3jFVSH6o4{@J^2Su;Cn$pxM7`A&&|%@>>8Qu z<*Hv#3*gsWR+B4l*Et*6wcb5;YoY=G{BDZ2Cx`L1iK(azCrjhNjk{%u$VVB^cOEyR zI_nZJN$Vjig

#PP7tNh7snfXXqkcoFC!yaudUb&?z%~0K5pu8 za@%} z|NA`)Ha*iIm7nIJLniI@Nip{iw~@DISv$VZ%`<8kgk*8@2UkX-#BY<50dm{X;({M$ z*LC$r{(8O)&VTOer9`G;Zp?p%67cFtO1zCMXz%G}*XtPxTw!yKyUn{pDXw)zV&lJG zu5%C2TDV}9_sNd$wvx%fHKb2SNN72XFCR*_YU9^2@iQ!IsfxS%DAd8WJJcM137~RU zKYe|?AYjfGPq=k|*45QPJ(nQc+uQxu=Z)@t>g&Cm)Bc-XiEj$g`RW(3@KRYfPM>`tF=1{R10`!GJjaBnXd`@RjHE+s1K?U(ywG3LrCts>W;kF z4U=mYwhMjM*-c5giyerUHS!1MG*AliW0#MRknnt+T_!oocb(bB!D0BiER2}9;bXb; z7yy?Jfl3fQAS~**_Av&pk7wZBR3-LnaQ@}jAc@X%A^JKqAvQUC4Wu8@VZ2Sxudo4E zXm*F30H#`fp7yhDKG*Y&L}b%$+2BGW_y|b&*st@s40UpbW}w2v_wQGRAsGP10zsR1 zpjY~!a-r%pVa53Sbx~AL6s^p{qtWa916m2L^2442xhQ&Qx*dP=pDc0EU@3+WDT9Ne$0z`*~sy59hyKS6rcd-eQOj{!UL z2<`*WPK{exVXosUq8r!Emcfn7>3AC?Ze(Ti4g{;= z{z}&)bF6&>_U*!sdZGea#GJ0(5_mwyEoy1fRv3c_xN;8JYQv%iuk+1VRdEjXG&gmC z9T#kY?d?Qt0oc-VI8wONVjou9x#lxbjg`-JSStiME@U9T#KQZyR5MaHH*w_wyVI2J z2{ca1jt!Y-Hu;#g`k86Tc&&PXE=K4br}>^lmT#Wc)?1m*ceSAYPH(`;&Z>Q#4lswE zJ^@KU#Tj@rEtWW{<%QL-lwF1>%?Zir`gL3tMP11Gw_PFuVhVQ6gD1iRAlf{7@#JmT zuiLbv$;EA8tw^!UkXC%apQ2mmUBelDG&u_9PAuvP+D7gTA~&e;z`$>O_)`?*by~y18H&&DQn(oqIKzd(70DM=z2P9MPAM| zn7}jW*>;rXdnAt-BCI7EJ6_1sw9*#Tr04YJROY#c%6!R~nCmvsO6i#je{^)5l=wOrgCE*le< zZk0UeG?ljx>6wug;(v4<){RP9k_}N0V)}pT1>ME;Fa)Ktw7` zYUu0#APwW*Q{$BXNgq2EkN1mLFAjK}n;oa+#+AtKYWf*H%B@BJP4RYFM9KHdatcd$Sa=D?`uF97b~Y zn)_l{JDzCNJBo|DiG6k7y(sYg!l~)|z2Ms$PR&ahb3ltr5_jhm_e6y^f{~jSEqc|K z1fM^DCJ=I%dmKS6+!0PC_!B5{gB)$HEH-<3{awDHtWvGv$ZOp46p+ulfzuigoGDsC#< zhr$zF27F5Ia`Fp_rl09ReLTpb`=eh>iO3 z#j?#ZW$M=+db)lO4!d(aoZ2n8kR2S7;C*cU$Pv-@9Z;7$1_p|Luf;OO4n;F}K-Q7$ zU6e-6p?$vY?km<30mhdBefJreY-cK#kAP~ezo(}`#l>8PMn;T@gQN9MCL~W^{Cb%$ zkKbqU_47Me{_~YPa0Cd12dmv-CC@DhMkXe{1qI1z*Z8vCzJ2?Jpy1ccPqzw+QyE#_ z(q(4y|5P;l`0+mBv)gy?x-_b%TV>_v69Mt?DK+)xSz&JOtwPOvg+da!=h${7mWP^! z>bFi$PpyH)4nm>#1)jvyeviGu?lN@sl()Tsr0{L%l$L&WtOYwT3=$JO8kkrpiLtS< zbJEslPi^!w!NklI7hz=^>057T$i7F)dDsMZb-e|$Nm7G4`&YYDrImhI56yC8scF1` zVD8OZKkPr^@isGcrNS{WORss`$zMLd7#gltN}nv{S_({lojG0J-8PVLD@FJb{ADa# z$MR!Zs1M|btvN@T&DM6+Sop<#8H9?X2jerkl3&pnVe}O}EjNkN?b}Qn zp7o9|6L}dZxt?@2domU6U$|F#`GkQ51RqT=FG;QZEHKn-$tEIwh~8a&mPq`kBb36l zeQK&BQ1IhRly%RsTl9zL8t;z(X5N34oNN*HjavBO?f#a_?m#D|7k*b6Vi*siG183J zJeBwKsYp6k{be#CbfZKpY@uk}6wh+czUIO~#Oo}9hYxY@lC6nCkx|jSYQ3!$KF;JG!B{&_ zua?u7rgBU*leHh(4gJhnsGj}SA)?}FvbHb%+A}3SGCnapU~5)j5yB~__3@K^V7*%H z=-?;nhmWGNWy6fcT+NvWuF^QeSv=5)h`V-d&$1P7yV2}0sXid`Q}J`F*$c6xNM+PY zNJ+c9{x$sB52_#U6N|EKy7TmyGNa-fy%=J=V$W`?Wu-q;Ne`;inqS=ky*Wnnl_5s6 zZ&?K!R=zgBm-6D(+Zakuyz;-J#~k0nNS-w27m{dVmkapBe1f2~{X*X(?s^YN<0 z-q^;ir8cS0ox$X^sz@7empS!z1{aoj3_ctlc{^N zEOoTm5nbZ`Sn<{rq^uLI6Cf{(3$0MA>&092{``4A;^GARd#>p=8N=yU^=+cuLr`1* zxh1Do(M>KcE?qsnOxds}74`L31<$#pjavq<&fb_)&D5!cd|N`o=op1|r`1B>_nIg= zJ33xC%n9wy*OLQSf2QISVTy>uy+%Vapt}I_B2vtKsH&>^RKmkPx~J~*Q=KxCc6u(I zvbTzg_vE7J0W-7w_4@n0?{m@u0uLP>9d)ZMNdZq7ahsI-BY@nt#`DQ1LbFINKN~fB zd;$t@tf$N9$QYzavfJ5{`lCF zMtjY;=xkO~^1XE)c5lxw5OBTsr52W@wV~~dS|_0qq&bs2Gd=9?Z@63)m@t{oY>5(t z+1JZ`UC@8jXKrfW;8mHFczK@xRQ~p@AJU#k)dS>=^+}L4i?OGWg zjfEnuRU?hZ2k+UWo%|}+{*djREQZZY=uQZfe*Y8^w9Y5!-i?)>6n75H$*)0)A!xHSku2R2;trV<{U;vQ?v&krL=Y!G`u za?l3j(=e~M@L_uINfbVZei;X2Cionk@Sv?6Cv{)YK&&tm)k0&8>3 z0O@OM8cxw0<;knwU-j!5zbFGp{fvU(Q=-k3GIXsG{4(Z}u0%xdPg997j8r=KhCI=; z7i{;*k22~KXvtZvIYoLZ_n4tAAElus8jyB!q4X! z{!;M1)6&h3zUOzu#REgaedC2iG|q2o6`WnXzZM#TPiPXx`u&LmeHp9y_u5NRj6{mS^4%PUq| z^=L}K&_+gb89Ax6zXaypa1(O-Ra%y2Hu}?gtdu{+e(0xyQgR1}bzM`_ zZ=*Vy1W@Q(p{XCgJD>X6zYy0#e|zIcw&A?oliTy@>-6oC1H-T1j&EMRzakp41`!IY zgo!lzWQ3D2-kWLG$?;K9dUQ2C^+c{0GiW?f!oie@$k@6JVB`edtAFE^?U>wDAylVH zMWpoEtoQBXYGpR2CL(g!{MOrte2CV^WL52n^$Jd-dA2leB~uU5iacNQj4#X@EFth+ zRpX z2kfd19mD&ytE)_zr4HXXwZvbs5q|lq_9pY4Y_b3%%XK60g(#YsG{W`$^KXx89gSAb z`h-NfySkPEu3anuFA2csB-Z;y?=$}?(ki}9OiZj1pH#gV>h0?K2rP(u zDrl)3c)O4M?%lhA5fP+2Q>B2h@iIMoNf*Unl_=wLuD&3H4%9h@G|qPEZtbY4qREj=i4RQ2huw$7F2?1{5hwIs?cQb~8P& zNt3R1=lC^o+KQKR3msnknXGNmbC>&%n6n9;KD z3^;j6bF0L|!)<@*Rqt%gR^PU_F9McWQR{u!va#vl_dY4=D_GuOy$Pb=46%lJpL`pg zoYN1tkbb;oZhoit{PKL&IQhkmB#>bKfdpSnZ1({yo#MgF-MgScQ~&4ogE`(OdvQQI z5av;+cz~$ji!?!vE$dQhs}J!fT?Iy+ft8~vBGez$--u(`Q0`klYzn>B zGro+}7mjene{rSI$o!edB%AQ%?D(u?>?6T56+v0qR`n2)JGWK?{ZDc4v$aX>#oBK~ zdq;m3|Mb6|Ow^-zx8=$*GsqAG}C3>q?3MBKf zG2e83HWV4}k59u<1_IwhPIfj-$cl0pzrS>yEZXxg_Q9;)&3Sx}pFvrT5?$S)$q*Jo zkRo*O%FD|tDRp;wwfhJty_6dzCu7uhad!S)Z3TB;?|b03H*=6ZpOc&Wr?Zm~D9jz1 zbola}m{rW{y*WD+q!Dua@S$3FPw40Gzzp-M_JuIk93DP29Y?oQng&ZMD-v|gWLqd5 z&^J2^{-aSI_2(eJm%n1^WeK{4-o?h{4AFn}XRVfqO(Zo$)+6k1mpmnpL0;CYuZtmJ z1`#$_8nM zwawwwr=pIuzP`SIL?g2dEJpi#aPX(%Q)h*F|HC+37mXAn;|+iZ>;|wzbV5Q9u+Zk( zM}ux!-~0ZLzrR0dKvXIKPfIY8B};sX$D+3Y2Jpx5V7YN?=u)dsHc(|R=5uOa_VGW7 zP?|UeFE4LJb#*7O{xgi?{((u)yn*?Rx_Zh$4zyb4JAMqJ@=b`fjP{Sc;Z)HxfTeUk zTvu>IFVPWG@_wtX7W6pqdZI1st!J#Px7gLvyV9k6{x1I^)YaAfCIvrX;N})Hy($5@bKZ6k&*X6;>^Uta&u*6MUROj z?#4uT?R_^8!IRBfm<$&F^|Sl57@0_ePNz>tEkQHwCLwi#%}d>3-+6G|#4qQ?ZmZy} zzo^gUF7ppDC+@FzR14E?M-dTg7NvYMX(W8~+5Kqv0@IX9QJ%!CqrA@2Td zB(Go<-}3kP@ll&f>RW~+g?I1n0J44KYkr2 z>{EANz0@SCggg9}%VzkUzR}SKYf;*zq0WD#1p(vzdK(7>=g3#Ql&nFl4@ou44CzRz zCtePx2!E)yRQcJpHJYs@{fdIKO|AgI@)RaNu^99t0yLuiDmOK2mCJNHB6q?dr&mZ% zziqcf_m$#gT*(xYT+wRx!4ZXzH@MR_$*i5^~_m-=`~P3hm(2k9^*PP z`fBK>)q3+)*YVr3rrJ;nZS7xOA3CIiFGe=fiJgKMEKR*lE8!|^%wNCsRa^B7+x1nN z^^?){4a6(_U}+wv5q*Naf5mBjj|zSh`l-+{V!!|lqL`Ztamc|SKA(}8jzBnWFC#l$Mr)ECwDMxA`Xb_xGRI?GMu&Vi5g35elTFE|CxK z>gAJxyk0cgQb6{psVH>>rZ3yS81f=Z^s4WC_VC+3TZ?AkaETi^^EAs6m;v&JHsABA z8LTH5oSl+F4a{QbZuPpkI`7rDo`8Q`K~xm77uZ-7YQ55Iogv_7FnKHn9b5T*YYNfE zTJOZ(ew98kNr5q(EL!Jl|M`eL6kqy^aI7x`lrCjtROM)N*vrsQC((z5_jkCBZf~z| zkFWm@%!!Pg(K*^Qho_t8tD5glt?E@*F%@eu4<=IfYU@y*bzEg!bu%+c6ZcMRN{Fv>|iiL~Dv`~S$g>YysOXb+-@fOMyHNQtDB zG}7JO-QCiSbb~Yq(w)*EEiG~APU(L8+?n^sn|EiNxjG7m@7sIrwSKiz33)j;Jvpf< zziBnl-W)YPSG>%s=Tl2VNvspAy&zrCq$ow@7qSel&?bVywFhh|5rwDfeR zEL`Tn%Y&hl4$LFi!F2YavyGuwNP}C$eR!7Vre}}Gi!{e&O2vc2DSbTheb1x;0U`qE z82?OSPL5?~O9a6bw?jn{s7#Bk-S+f$=Eq9G%&+!L4`0~O9HOz=MNK8YWd0AYdx_+o z3aCR{kWD^2|4Om&hF$7l+*XbzFd5I6I2(DsD|2T`VS3~pko`gy7#O+I`GETdkz7Vv zS3#>4M=FI$Mow;={G?}YE@gXryIi>x!^hiOBL2gN&CMa>ff(aT-Ay@xaJPety}TS3 zSDceWpZh`I$6ohJN0Z5uqAdZ@@!-bB-PY*nANsbIB^e%Slg*lgZfj%_%5~@PS!>K>SD|_k}E$1ltJtb6aFUAky4% zvr`|3cr1>s4{+zmWN=hF@BOK(uipadFvLa!^svatjW&;Sb715EJ}%j8-ZUU?$p_kq zx5&r{{+5=O)_)4#&`78L>U_G3>vGh976kprE0@_V%yFb``yce)-Cl&Sud)X~ua z2TmMf@Oo|i8szuEoN+LsaRRlmqT{@_}prCOE zhv8DEf$(Gla4u^%+7i#q%vcyrg_sO?6gF_sC1sQAfBqHmtG2v3t*9uKlimFD)sfU# zw#@N@u%}0ObC-aOG;*_hb=6FpSIT+q;GhHvulqO9{2JC<&ZxIITU4l52hh>c$epE}N!r)_fB z5F^0DtCC)3C8{$)1LYai>Ay(zrN9tr#)vkQnSS2k|ZY|98rmzWG?|dC9!7S35x30EzcyQ+!OzM z+t zGnRKY^Uq{X*JQdTTQM%2S7v8=xiH1v5F6+_zuStCBP=W~_}0ozp)z2Xc4$%MC zJ;zShJlwKZ=JwRh&A<&BikEs3g1+ zIy%b?q2=}U>{(e^_}JJg>oycaDa^H5`DWwsYL$q^F|nxlc(l~fph)Bj8>g{$t2g=i zjd@9crC)t-n5?UtZvS#-r|dk#24erW&w>}zKE$E48JiTqe!RHOF$rUGhRe||wJ*gQ zv}`O|XOit-Y8{!2Hm2C-Y_&xO3gzlcOC!U*c(J>-)|Egb=Xig0q}^bR?{>VDwo_35 zE>V&SZ0^r6+U=e$G2`(G3C-TOj_IkX@>*IM2{h0Br>C?<#UJ&AWt5e%>{i-_juso8 zj+dH=xE(25T@J*ww6xMQGR&5h(jwE-naWfS#&p{o>_^k}b=&EQuFlSGuhAzbC!HM} z3>F(~=;9>6neateIKT7SLfYr?iHOtowXhIB(_hb1|A)2LWH_uWXkw7Jgo9d*|2Q?v z21iSkip`CUd%+}8>-_j9F(w%!W>s#$&rn3Mcfd^^#%i{l4CWZp*%_pHe;JofFXC?0 zk1#3wQ?onm`h0w|#-zJye~(Utg33T$P8zE_O}D+*!SfR1MROd*&>PG_{EreeG-Spr zbzj1CB6^Z=)y%8r{W+L8yfbbZez}++;%`hjYR)MsDS2%4zh%;>2|__ZVf*l5XrE_) zy0j<9_b!}}({>ZEeQBx)c6Qd~Xv~}z|Tu?8^vEbxBKRddxtzN^OI9VLXnK2wDgDo zWS)F=Lpb?8&E4W$Ww5YeFM@;Zvt9sE2Yg$b1aX!*0U>8`MFkV6y-4jxg;FV?jt>IR zm<9O$00Lo}o*MSVr-Zkd7i_<)S|*mvn87$Zigjqatm%&KtxJm~>c?pZVT$p)sk*rb z@ah%MQY@x6jq$601qBFQ@_iA_a8#@c^h1nVyFVdIJ>(aBPXoEiN1JR8sDbcb6~VUh}_>i;J^fY2$Wr zc5bqR@W+q}WW&t2xLEP~Jw1@x40i_Kxc>ogL0WeYk}fBQ>cwKcrH^(ADJioEbD?A( zy1F=V7E5|6!dJy4dZ8v88%CmYi0}LU-nk0w6C&0eQ5hLB>X$)i_3!vXgviG7?I7#K z=T2k^Z^)8F{@p@C->W8;yGtkAZ>o3h1xdGtkDt^hRxMQw&H{AtG(Q}i=>6R_F616exuq2qV_w(CKF*6P?YI~d z#wROX!59fQp|6xawIfGUHyCM>;6jGNl@EA>EoCj+{;f;KjAJ3b0ucw?R!xRSm~6uyHE8)=|QfbU4$=xhuvKn-tEaA3v# z(Tsc}Ox39|1-UW8cgq@WvAc})BAj-35lR%~>~Ki=8QgXLfBo+Zr7WP5H|l^dCe4xs zStMd&V%r35u|#ypZviX)oIq#n?C6x2o=9v)zl7;9lIo5ze-)}U|i zX=^^{Vv^+-NCPM2FV^8<<2PCtID6G6xgEUgZb3u%eT1dMSgi0OuN;p9C|{5Vl(NXS zuxSvCzslN3{b*EEGw=)Dx;cMKAp0kcK>Ww}=KD3-6?2Tb~j`n&Z$N%N%;{rf|9NKz=GUYT7L+q_KeVTp^@?cj%C!pSFs{_m>9Pjh? zdI|xNohU(BuGh&Aoa;#ScA#5Crw~Jf0SRQ8C!S|#XPKOKB%moY*Vq3ABoKeVq8NxJ z-2p%?xAU$%P&4p`D(R8OO^l30ad2=r+uN@K6A%>2fi{KWu_T3|p|5iU{KhWi&ZfU1 zzkOQ>&>36?^cKW9*caONs{cr|jtp@MC*+gVP!EO)j<{Ed^ zLPfG7`Ll7yW1`Zcla{gc6Wc24H0F{!Q@17qql|>byVZ zp{Arf1w`|^B#9uHLz^y5mET)=%ukBwhmuqat&OSIJ4p)CrC0&FHb)P&Np0gti`^PJ z9c_cU@yXPzGjH+9GizZ$Xi2j@8UE>;FTWJQHlG+docc)Tjl#;x+7Th$44Tu!xk?B` z!?q5@ot6J)O+*Dp#33GjTr4TBEn(bG>3Q^j7zS-#G%seNqJzKfr04~GzR3ACr4;t3 zQv3F%r2s9fq|~S5>ecJWcWE|@h$-mo>?&=jGt(maa{_{2!b3>}s596xPrim@)&}}F zSfd-^dfj)Mp{}&3Xv6We%5&J;h}<*R76Df?eld8tE_$2XRd%F*ZPg``GH*f)3mam1j09BqKslq_|&cJ z`SLob6$r~GNG!dD%}3- zI{1yOT(y><(evp0Y%hEeg}PgyO2ucD-~j6dMT9a4YWe}78IyG?0qj}MRYcCdV^PyG z%1S`6vfUGUCM_pt7Ky`X{t%52cImk#B`!`TM6VXJ)Lgq6;Ap#og&#XRd|b`>^(SCOcT7@N4dCASy(74 zB_##jDLSnvWGsO`ch;L=XFJMBo&+r!T)NDZwo0ThU2D^-4c?yb<$$)kaNzg&pY6tQ zJCD6vDyFs$mNMgn6>>flUe<2|kFh)4Uxq{~zMcEd`&3-0e+hj=VbeBD)v2)ZRWX#u zoqfFIv~6$A0*KPNj%5P{%O~!1KmLaVAC$}7Cqr~P1s53=SzgXKHC^qs=v6{C4O5}A zXjSBJ=G(ish=l=_>$;Qd6G;chVdJznp+tn; za2>Dt>1#Z3?xJQN%jq1xP4o^?zV|eNP#AoOh>F?-{ilVANfP^4AUMMTxr4ViXGZ+q zH{Y(0mp8x|?S8&3)6(30_HS#L7jRbNncO{Kzn_9|C+(U|X4l=Sl$MrO1Z$(qeJw8I zLHL%YLlbp%L`WNY!Y}dIpsyQ$+2g`D2GP&%Lp4H@m(+zuU!|AV=A!TkKf^{2diD18 zodE=UslkR207WAJxUH2;qUV0e2U?YumKGu)C9_*@QK2K#ukr^OlG|%Np&mzn+4+4RQUPFU(htE=0!SW*&EG^AF85RYkS*M7X>?IG^NDvL z{_2>iAccXRK0>KTI=7+0b@mpdI6@QjghPKaQX z9Q1*MN)!+FV0tLV|L&l2oSEe2Sz6f<3!p2qTmhh~zCgUZyAkvFmYF#c@|N&VclUa} z1_QKT1gbAdN(>I``EQ_LE32u|z(D^W0MT3RUbm5-RJ=cx+5My@>LQJOR;NX`Ha4aN z6U(=xxN^lp$wMG2nfs|FZfAEwZl-wuH!O^nyQdUPmGKwOtQQBBzceX@ghc4@-@g4Y zt9)iMUmy9>_+dNaOSxt}eSKY>WB8_viwgkEhd?A48jN@}fvA80J~2_vtBsWvy*p_{ zAd^E|onP4U6=%?)AKR)&*)B|p_)6cVyRK2iYqMqKKOj& zPGEyFiZt!`>6yxlS6=TB4 z7$>-4ZCuw7MeP1RwF={uB!-goWJS8)DH|s>POSK8+1X>oayd9Z6>e9L z7_HGT!key9kqWf76r*_02^} zauo;#M=(cNe*3;I+@FmvRafF@EM6fd4tR|^DxWZhcE*h;!P)+PSh3AD_at_}oh?&YhI^M$biVSCRy-a9@j0N+zY=4>upKPatxrsHh!2_YJ+lu%Hv;b=k)P&Fna6(RR>Y zYiMfLXf@hq^80)Oswf#yC_!%qov4v;7zQ!0G&D3E0O#WoK?<6VW`L*7{!n=@wOQq~ zBU@Co%{+0B7A(|dv)BLyTBqmcb^!b4gm3U?YHFcOjrm7enI9WD19Nvz&mPDkJv}|G z)bu7x2uJ9tF$s3~;cQ``zq_C$V&vB+^E~cwaLLHA^yeE`ywJn$-ryRafK;XL&de`|$$jWYm3@HnJ{m&rR2k7;_b#-+; z%Uh|G$ma^39%s=e{8%5Zaj&-5k0z0+(5u|+@Huhc3=@bYZteHEN0|V1VX8=G16APR z7xsG&$3K){U5hkV_k=!YZL~rfW*OZ}AD>9p@)!2J!?~1d93ac92nUCk06;f_u`6Qhi=C!B~D{~V7f6RrvSTjZcD zLr6zAu~aD*`9xo2p9hQ(p6j7{*TOkKq|?5Hiy+hiIFyx(D-|5dnOqKr**PZ*6o1=o zGH$%OgWgQf&K7lc`o+a0q^JJ|=XbSA8LUP?6Ka`iaS>v!`c%>S9c_|i3>SAmIue@) z%_d5ILcRv*h&Ws=Mkd0r_V+`oRDbfn`~_(69gN5_TYX_d24-bv%NUewy|;Ivs(-6!zH#cm$b0Q@m9+41b`$H|ywhD36p+s%0TmW% z+SL>Re#NtGjG~T~v>UUB`)sL~=ml9mm6&zMPwvnxy#6GT_j?4pzttQn5wp&AoL0~N zQj|StL>@7^KhC(sZ${4JYHxPX9{kN<`nUxU1$T-YvAD%nvvCpt`cL)uQ>XN(mMS|g zKH5y{mdG5)%wEL)=FXJ^`wbjI0G$;CQ|n5nUrsCu-#P$l@j%$y&bXfa-NoGWG;)5r zCS|K@^j5C$8)*rNTxsfjX{HT_=MC%X_E$4m(;Bv_+&}z^Wf|Wy#t;ZZFzasO7!6@N zGPO2GK?}5(unkFzOBl3#{SLZ#$^&CAc#lARlAXzFf(Qoukw{!-)_3px0YFC@Z5cmg zd~tgE9YhRk)tSd7)fZUK{D1p2&0r+l`C>UzP|%bB*%9~}wJ0Nl z5IW!wCD2R_4u&a~Ci>i6p}w00zMPozD^1?t*D>kwPuJeD94`T6hi+wbiH-9Du^49O%>le8c6iE+Qt1y@K}x zDg&T@@}f=J%;e6iiwF^uoeVE3qAi?kVdvKOM+-dIi;Kj;KBRr(JYBR~_a^0i2Vz5A zzh(1v`hFcf+vrAre7ZI^Ap6ZGlfy*RyRt$aIkeWZ$q5N_v7Eu^eqv6|RPMv2=2A~o z?S^cX@(1rt_4ztG_iCT?#BV>t2L$xi*0sOffMwRhxz}#vx&|-&O?6UIQWJ2D@VnEA4p}4}7l7X_ROrB~L+GH@u%{qN@)@-+l zEx(i$-2UvV{b^XBmwQeaGQQc)u=@tIRREP0*3!C1s&BKu5xwg=N+K-(t+|#V3Hhwm zetL9y3e)2H>WA9vu`D~-S!WN=65))@j}48(kGqz;dE!4w z@T~dph#7f=gk|z2?vsX$p)RS}3Y|zmkGuhsXGlzpZ1%yO*i9ZJ&KCfbUn2vN;O9sm zCLd`iVFVsuW^%zwXCXdZ5z1F&-Y}>nM*wwq_1%@_%RcyAlda@kg|gSjp^$-k+&Q#3 z3|Ly&Ah`NED}xa?BbK^H`5>BLquub_Q_qdy+5MmBe&i&mCwxKK*(9D9yI+B1DIes< zBY<2l5P0Im2>KX#S}g9rr9kiwCPx$Ki>FojfrWvAvAVq-04t}e{W@N5JsTkPTLnlB42+SHQ4|q3M(4vnBzmwi4t@LvK~ekwikrK;J5-Gn z78BDCKmn)@ZGLevW!^!#gqGpV;tV0;t&oV~OY#H?^f;ogVFd_h=k1WUY;U1<5X-_J zP#@4)s{?!Hf)hNFDbueNVXta(&sVx_K3@}E=&Bg3!U1>RH8xf;VMF%D&(CkE#RUm; zr+w{S*QdLa6oXrifcp6k60fW3>w|$l6;OF+0H(OPy4WRAFa%@SK=ATnri$fyrl;BF_@QpETAR^{ zl{~&NWL`K%m!F1>G-Q0R?WmU_UR69-S4)u{sy^r1v6SE&{O8|-KuFUPy#z*HrQ(sL-{iBc#a9LQ; z&W(H?nU`x~o%S%$aNyN7-e`qn>vkPLI^LFRz9JGpNlk?@>WArki02a@iQF`P$E&@B zIy?IubC5@F_vep)()+J{k+2jL`nQhygJ`Qt(kzlx_L~S3MKWF2lXEeFfx8eA-kZ7u zSeUrD&w=ot+dY2;Bl#<*Keu#r0I~kBje+(15}o_07#)mq?KjdnOdX2>6VorZ$6gi5 zz_CT>BPI;_hhu&n&G`By!QWxS-*#Co;=9;t2xj@5t$1j74Xj4U`M4?(Bpb^!Rpl_#m-()S%-qjWmxg)UM;Vdtw7O ziTfOo6YfsJHF+q_OAIHTh2$qt$U=DDPMH=>Oil^zZpo*XYLFd{N^7_OMLqh9J=%ZI zkB*LB0wgY~mAcX35}%%7B=Z#_^{UTpWqyy?^Db9!VrU*>fERA^yEdG0lj-M^pCoO( z?e<$+*z+gV1HhPb=9G}*bo6{`@a_`<-iH_8Dd9rS-;!O&Zyd+BnopM~R4?jizkq}F z@|uL`bRes1`u=?~X8o>KX`IPt75PJDW^HFDt+Jh$S@}QFoi5Z$2`rlm%7HJjPiniY z;HdRdqu_T4zuR860Q0EZteI5G3#aX{FZcJDE&>7qY_>~y0H*^++u_d7WzXE+-u|*# z{)&bEk+@&;?zE>iE$|$z5n=@RP;g)4Mw#=H5A0NzR;#;MVb6N}goAnbd#EOD%a7mx zsh`RPF^8BciR*5YcI;)A;D9CZWWFovt`*Lhqa;Rkbu|JKlCZlwS9f=J6&TMzozMsK zBk%$piU+d*>j<8gE5jA<-@vu#5F?!(7pR%XNk>57yBhQAk(T~A$@hDRW<|*+t#w-~ zIw;d3)|L#Ob9>Q{^yd)Mr1ULwD|u@)rdPV%6$h=S@2+66JQ4l<(?#AA3=v51e1ktS zw{Zq93=SR{*!pz7mu0wVt%y@6tO3&x!kaf;0H3N!Zfa^G^6T`vM%mxrhgypckB$tC zjNn{cE`@Xs@;+nCRq73ZdN2W6MxiWWhuB)T6J1~q!UmKAV0aibAE$6WVAD$?#P7~k zl8)sFpaw?3Bb*SRd=&n8BYPDb{uQLI3otUi<>%*bayub8UTKd6-?tmo2oMzvUBduj zef|D@S$QF7HNnCMX!BBgIr?<75z7U@5MY}%umwZ5(?X}806Z#56bRIzU_2rOc40RQ?aUk9 z_O^dGNgn*?K^vChnGkOhsOhcE|pMo*Y>B00$Zn5U{$j0T(V3koK{U zuc(6QrNBXu2T`Mtt-*Az!l~3hVV}S|`{TW+=d1_P9~sI6g``Y^^tVkqM)PL|^KNFO z^h7`W@2`({@S850Jst^mCj_Gine=e3H67$>dz&^_yW%FMmttR|9_NDdO7w5&e|VkR zNQ#6L0PGO4(@Oqe{BX~yxNoUhu5g8dIG{+>K9S;3|B2gCdXWz7{P`l}x#9}{CZ42# z0I*DzYIIceZaS^QWh$M^yTUySoF9gBd3tIe|opr_D{?EEna#=End{oSfrNr_=8e zU0RhSKrQryi$?rwvRGWnE0@Csch7NY!NHs4zD<50amZM^(T%w5>W8ES5?!nFNjK;Z zSjot8C2Z6Lsi~=P)Vsd~NBALyhlg9wmII`l$o=lvVxRGkQ7jxE;CTc(96kUDXiUYB zjhR)c0@&A{YU?&YD+Qi`85q}YK`#_rL5hVX0+=IcF5&e`8Q<#Wwg@1>JwrXto1Ps2 z)JEiFDjhdW(Gle}w14np%02hP09VW!xI$~8)$PA~M%b-p3*zDwVyB_`Jh{ zpNtEIQm$!V*x41fZF=BY+1Q?aI^D@6*YNS*QpiUXN_B4ahA&X{011f@%mc8@3Ec7m z=?0JuFLd~L#pji0eEn*E@H**Fjr-LhKA1Xy1&GcTXkiA3o{zK?wKANYM|7VbJRF{I znSC9dzQphC0eMKC_DZPA*gy>S5i?yv7I3)3P5{ocfc8kUv4Zw7Ju$I8Td}l229t1h zPa#y5@F#+}yj>iLUT+8OMKzN^CqPQYT%yhG?DS|Chj!laX4W;}7)7i%ZD1if?#e5Y zbAN_e(j6g)r_cEg7!&3nQ6TD|Ym6U(W8ILL?ad z8~Zp(c3N7Vyfq*2^J&&w2A7o3@_N%svOcD~LBiZq8cu?OJ5S%#6#nDK+H%Ny zHHLLc{(KoF8G#kyUx1otv3+(WcWm=`c^j!@p#<{0uhs|OOz?#9riu|1E!$1 zCeiP`q@J6i4QOv+@I&ij7c*XCD-h71x$8b-@Y$l*oh=)4rk#c=#VUGrj2r#YJs>9R z^mI*l8mL=(ukP3Tkl5^2h*W+kchy_XA@Y%gMMMMy2Esi&JlNly8l*0!=2uG@Nk6*M z<18?~fU&+_i9s(G*S9@rwzu3-E_vjS@s5)9;vu8phMO$QSCB0u`kjO+1&)(i-*N5V zDa^3|c=2nHmIhB6On|`=&m59eRla<{dNYVtd!I7xeQLAnJ*}|dD$-0H$O=+y#_Pk%>lDRIk2Ca zAZDH(_(7UpCnod5nY=yTfKDQFDLmy6g@?ubP|dQVkj z9rHtVBBHXk4*Jh1&9(XQ0T!P-XApMOWGq_{*4zIAV8-z-6%~0wItB;`Xj`bL#GbG= zM!-!n zuU_Q}2EyZgFnl>{vW@YG>U5HgH~)O%_bZtZq_4COTx&l+lXkW@rs3DV8FH{1<1obQ z4n^%FN+#M_3XexDq`=<$EE)_h$*AEbCGY=s?jU2hkw2L1B+JuV)pKw?a3KC>VXghz zs`mcUalyo+UGHS)+}6OWb0v0eBd(sk=p=1yA}sf!VkW~tCRCw6KgvgVTL_m)d$sfV zkr@nhVAN$)9yylZX>D>o!eB1<{A%a>1dmIDYpr%nL6ytZfr?dZTDXqItem-iylqCx zO!`Urz&}H3HZn;>3`;_6yB0CA zbWsKhanq*|ilOvRE+cv0sia2qo^NRm=M7>`7uxV$j{?fnMmgt^aDp0F0_JoBg@VgR zvv7gcT*H{%{=0^A5`K92_HzaX)d=CKwvH2ZzJxb#xwZukdT?ll(JWw~JI{Y=3Rdcx z#_7j_Sc*Gmuqy`uD{T%v6F)iY&sFFETd3LHF|S1(wDPq`5zN&;ZMd_drV zOpdIi_i8H+&j~bOmL@8mFF~)fws`WjQwvKZwy-!|a$+%pm(E76H4_#J(D-aT?nNaY zLo@_bSJ3`S)b`^dGauh$e|;pW?+uxjS9{aGXa~;)F>_JdV1`{A2r!S_n=Vyqm>v01 zK#73D;U{}@%;OZaaD)eM{nr?$xk4S5N=i51e6k3ypZn@?A+WgEEct5AD}cN?HF!Bj zL}WTy-qxLQoqgkLH7XuZ2!7z@<&Cy{TCO`z z@dw~n(g>5bhu{h4~3@8#A*t2xb5bEYUrImM*M5p~k> zQ5$?Ot4aDl-Bu!Q+x&(KM;P2g2Ukd4J|Cp zU;N|5<3~QeEO8Q#APVuAD!*sn2pq=r^Df5O%AAFL*L&9qy<8qCS=k~$T!OnD zbpgo;MjGXb*q;d$jr=~+4w?TV;#fU>q5Ns&;8$`JqqUbOA-mK}9mBAeU3(u`*Voox-!o=Yart8TrS2!nr9WP^*Tzcn zC#eH%U$8S_Ggt%a`VjuzMO;I}5p)W>4hx9w+kYu)dh7!|SzNg>9Nb%j=q1|tMY6$W z*+cVArXwulS)Ai-{j~8Jhl`D|AjApWQ{#TOSDeQ0)3SWcf*c4sTM#hIeRaI-HD!J{ zF7TYGrt1+5_+nP@1~YW;SB9#M@s(ZoeVWk*#hWaO?n8LxspIUHmbkGCG0jg(PWi5Z_m#g zx#L_JgZx-}0t^6C4Nw1g)#{e-Un!L`=uA?+7jua%& z2c_t;+O;T6e%llSuAX%e_gnj9$7Xkz+r>6 zF*!CCHOKFX8?f_6prmnQa^X5SeQcelq)r#uEH2i{qILTsBU1>Z7C-`=ebR9s1JW~i ztWQ+RzH4#rP7k#m$m61lQZ}B_?si@Cb<$8V2Cp`E9db1URy`U-{bh@wN#+wwz?Y!~ zuTfMCH+NR8-rah|$XRPT+PS9#VvGpLM^IR}-A~`0n5^oQS1%4Imdk&*dvyV~n&q}) zFgC(H;_JfUrMEI1Cn%1G#TAy+SwU&9`A#rbkf_6+OIV{wOvXfMiMj}0uCU6=;O^=O z#AlWP|G;~&bxZ(KRPg+4SMw?piKTPc`-SA|38r%5*JC95(?tqxRr{}W%dg3csdLsJ z7S4l0LzVJG!pr@>ih%zPf6ZX8_(8n$-PT3IVjDlj8BtNEFJs^^k2Uj=lY{V_+SY{4 za>2k6SaFg?#?Y(hGWaL7cO)rA`t;soLJniFX z_eN)AM8u2l020P2z(N;SSo;R5qU~ke%rvuBPVdKXP&ZzgnF;XU4YuLQH#=_6d2Oee znNJnH1#5Fdh~K;iz%2#_Ri5=8ALOM$OzFkJTr9AY)aZA;Ao18l4?Sx4ZP#F#ZeR=w zNoVdB5phg#6dkV48$d+Kk;P!lZPw0ZyCpFcZuwQ=Jx!l=(;)G^D@SYREn$L%1SR^FUz;?!p39c2DBZL z&dzKA-r6ZG&ITz5@SJ~BT5;{oL}RfNFKMM7OE2-O9bS??T*Hk8XBo|n=`iSZWCHwU zVXy4J4%COa6IrdYyWoo|jYIibkHL{9N?TXrPkt+h z$Gi^Yyw^m$4=nDU>2pJW8$$)2SXwQb%xvPT!+IWkywznro*%Edy>D2ao}Pf&J{AZx zSwT1;L!}!t)?3)7mX?3uXZ;5XjpNpDY#7t=>``EjJe;-JZGkr-Ts_(weZZ?dPXN++ zkm||D=XvoRwE9tmoJ>kt2}gZHLkvWo&pxy|cULK{NX15vt+2+^>q`dQ_- zu)*hIkD~bGY_TCZseg*AQqx~bgn)|(&_-1NM3+q0n|?*pWEq> z@Keg&DxCYZ&drlot^Ss-%ibTVrRC-4OIy4i7I$z%XDYz10E7jUS3L%|9Cjh!-HhNKXfXx6zB6!j6y)r_3!E=E`sc5smOtQt zFDq@!nTCVf(6mR?!(uMb$mb<@vi0j1oO_GMitA5Ctp*mLX$2Rz(|7`aE%k#DEx0bc zI9_(r$HC2W?oj41UL9m^jRGkvz%-<;I$6NzLGH?7|BgZ1+!bpOwGWHOExnJD)X&;= zV7>*L!`dI@k~E5Y^YWhh--aAmRW8`+G}jI#j0z0THMgYqi99{Y*KX_O45xIuMG%S{ z=7M+R4PHBgPD>)_Bvu~Z-1g=QhnA@RBmja!=l$t$5HAKIXW&3Gu>N(suHOBpkJn?H z(-TTfTxo9U1R-6EcAcZ*q&~eMx$yR|cAQ92IvF~btO7s;dacKz)gJWZmkJgpH>7*~ z_Kqj^q+s$w4BC&?u0VcGmu{H<+2k!#T{t}*T>0y?J(4Sz!_NSuz<_T5OJmQJoDEzK zskq&FdB5i7_C>B5JufZ))>#As0ml|FESxC-dwRx`7qCHigZomY(^!K60?5Mv8Ou7| z%}2vC$Fawz->d@NzoYV>8OjHmd!=f1(b-F#(1g(r+-mT(MZh-S1JYbDT)bmsj0Uw0 zjhI+w^GTw=D7tS07Zn4C`dfCkEQoOc4+Os@73W+W8BP^N|KLPxPo)-jLo+&GIZhE~ zWPvjj^n6uq_l^N&@XrUIfKqoPlRE(pP6GXdRG|NF|e0PwMagk%d``vx5)k%>P| zGwET1Qy<-n$8-Ad@L|EsG-bz2LlSZNr`5_xtrLxQv!QDlx8utOn?QOM@O%^LP9M(g z5AhP|jB?nwAUe&4IH*aCRyYVC1@0B1dX^;Rb*twkJpfG;88rUv(>BY3D?aR9U5mgV z(grSN0SCJh@K3g$V7jnIcq$!K7hMx*s#v>B8A0n=AFf^j_=_Xie1x2woUJE0D$s}Q zfT`m8f8XMXjdv`wt54TDyqU$N1Ze~ocUL%O2Aww7y%k}IAkdnF1AcWU$FB$=)C+oS zDUq?9CzTWvcyhCJLL55-#G~xIg=3zqh0xWxTl0i3!Q3q zgRCCbHdSwLUXZ=T4^{)Tf91WLR*E8Ej{v$?7Kim-zoRf3u>TC}JA6hfc*J8;vow!Y zjQW2q+6fy|PL~>y@c5CWa|92kj9O7&(Oy{m={-ya5Bq8kGgyk`L0MK5NASm(;xM&doaaiwF8N?lp`$5R4`|8)%hptWy zE0|bA?aEw~&AMgvK+qz#(^9-xCJc zPD2~-wN*hD4#1yEZHbOw;AYi@CmSmgU#{RXwdVn0)Y}D@SYVEU#u0)g-Vb!sM=h?l zmlMLLGiqQY028`uadnQxRFOh~1Ui5(eHRC^GBas)TG#-=>1IAT(G_?)NU^$Mv|<3A zWSUca{_ZP9G-KyO{`t<|lVAa`f*Pb7fFwkGR%3)%-hT*XvK8w~TTX2&H!iJ*3QO%= zQzRMv$;Az5@}KyzI^$s#)Lb8xfL1kuYg82K0n+h10YUaQ#h_M;7;s$~H_Y6?K3sznLKMnvSPR~z!)tOlxz z15HU$HyJv5^+;3Ufdoxff1&32UU4YM-Ry!uAjkJ0rZ}+?;+p{;JQNpbt;`|3+%sCy z;dIEG`Ep1>MFq5D#Z!QuiNK;Wbjc+2y&ol#yZQyU9SkC0$}q#he3|zulJ%(CqFkUQ zyVR>_dsnw~uhhHcQK{wDC4b%Ls=cuNOE9&yw->uq*A{Wm<(&QoV`ezL=1ZSE?s*-mhGJw89T zcG6(|wTWwYk@LVqRD|*wfRaHjC_R-0q|CvcB6|*ndyQ?RaWv$1`-j>fG8hmW{XnwB zC~bvB@qu0CeL15R6dVjn zPbSgwdro_|P~S)WJLe|np?x+Dw~Ji`u&^Cf8gs89p(ev4IJ+}tT3KQuy=T13ylDiy zN#Jvg+*pJx&pkh-oP=`|_Grnh)ZG7tZig4685ufm{CB&M@yIa$Sb-2!0k-kyR@2cD z2fZZvw1a5UoZB(JtA9PHrmz#mIi|<1>Q7QB`fEb9i{Ji-tg8-) zYTNpwUc~@xkrE|Dq`Sc@Dj=x{NP`GSNOxPHA|OMz2-4jRih#5=N>Jkvy~xB3WyUgo)Fl>)WPd>B#NE4hZp^_cxKiU}q!@ z+<^G!jus-h zlC&QFs@RaY&z=eG#!7*kGlyeZ=Ubj?n;PtrP9js=od(zF6Y zXCm$#No$lSahh$C0u$Z*I+x8A$mU3@!=vlmUSkVvXN9gVMSPuIHT}WI&s6^ii4+S{ zU|(2T<>x+ax7w!?{&RnqL+BYhnPVXEIdLN`FkhVB%|q`0()~>GkWybgkC+$X6Ppna-a#iuSuY8)N(7WqH=Q zCsZdL0op*C0TvY%2{1td6obXIB1A1petD1)r$%|7z+pO*X}|h?oZKJ4lO7|ef>LCR zocwV-?POIeo@Q;e&HbmOq@3TYYFwzkOFgx-WR+SG&8P}M7)mBaK0Tqcg>C`~2K<`h zKy}_KRJW_iOU;E1PCFaH$lCPAM(UwY?Y z?!I5=)4q((YY2%jbFT(*9xK{9v9S_Z*HhTV!=~;eC&cpneY;ik{WGiM)C+6%^_neN z-Id$7=AuHKN?mF`P5tp-+ZkImdYUEP34j?!ag2Rl;ZFwPI{`*UMik_`m8fwZJ$4Kq`Y%I9=}5gG$v5aGjN8#s zAHd2yb3KUTynJRlm)Ni^z>Ykdvn9CHxAQ!ko}4`O>g_)ZN7Xz?eahfiOaGD4uQD+U zRhL}7KJFbOcxTL!25zlq`Uv9at=Z{D;+F^);r>n_%wKS8H+%8@=tA4_)NqPg36leH zn2vN?cD?=D$IEXhLs|H1L)pvU)`Xs=FFZ+~k6P)%x=bDLPGEUy^P~ns~%C@*Z0byDi#b}v9QqnADz85?h51YR(ysix@vgNCquuWeg zvvpZ(XqK4y2`uuS{ilD%#Rx$n*!jQllC*5I%U}Z_PbG5^FPwqx%I-=Z{9osnTO6JM&{<4!2i%9_apQd z=d^VY9B)38pWnN)T{ljS&u%vUR`l|0D zlpAm_iK0MAM51buAe_zhS;cpXPkL+@@F-c!FN20P@}dlJ#Jc9lsQyKT-{hX`Q$M*U zUJBkcr|S50&9CeHF5aGKjXBnl30V%BMvq0YH&@AscwX2SAW~W0b6(7F-Y7NR@K;sU z85I>3=NVek7D)tB6j>MQyScL5mi)3) z(wbU<5@!K_CMyH%e29dIxl*$Xf9$wyPTV#$TM+*BE3~`#ebvgt_8w+a&Jnule;FBe z{<3L)#aywLtk4~02nZKk&dFYN+8G5vNC|MMkg#wH%^NaoqLUv!Flf0o3s37q7wjNj zo0bMf4N8fCsq%>?$o#GLFaR!?xi)9__U!h?k#IKm{tcDFy5A;cFGP_}`MFJJKo_}EU98Z;m@J&PS$VxJ>@A&r(iHlQ5^i_L*++^b^b)$0@K~NJMnBSM zJ%0Q+gd~50`A1XLd$PM5dX0$&ope$&3vgIjYE@}W*OrQvP13K}#-qD4(W0618%-gZ z{Dp$?-o5z<_JI6`JZ1lApANjLB1!F;@qc2c8P0?!i@1Y}q2TK0nW$uSg5h6SrMhW%n|q|99kga88i%TIPtD zTTpdx^Bb#-`Z(L){l_wjt^gOM_~{4aq}_ejTf^SBy^$ael5kBp4J)v3^Glk*8Rx{A zZ^+rbkFW`v>`EC;#IkG#r@twhR^p}F(?&HSp5AJH!ZXmHdban?*~i(2YPzqFLR=Hhv3P0#a9MpPXdB-80!R@K;_-r8QL1lj3!K=&d{83EMU3a^Zw^O4s-17_NTYF zxCj8_)%~$8CMkIiQZ|5 z=`5qoX8_~9Obr+HIP24s8rQ|h#om;96E#0oXs|Y3o}^E-qdCLQlh-eIqJ{9+NCLlX zJxB`7=hsUXx}K{gn#mK{>Svr`Z%qpxkcVP|6K!HT*0;qp*=|5=So?dUU#rzMWqoB7 z2%!*@JU0RR9iA7jAQq{X)(&?exHdmB2A8IH=(y)ix!^$=5g(eq&9w!djmb3Ju2zQL zoDtP_rl-lM0CtPfWm3|Wc;yW1Ie@#dm3jSw%PlTs@_&jdwE1X%WXrG3{43pE#8f~& zov(Vf?6bLZOuD!7OZ2VXK7MTQWAd;SLKxr~d-(;ol$Ay0Vbh=z<|B2Ti<+vUpW3G) zwqNWzQo8TU4!s0P}697`gak(Xy6H7I=SFsO~hA%SVRVEvog9?Hy9`jxl&*~Ss^!e75VdFNB|P%wa{r&$7$NbsIJ<{ah3nt`Xb!?0Vm>h zTpIP6Ji4D?;dW!`r8=vg7@ykJWPpiFlMThC<{!_095dxB|1^ za-cw*XAhg5i+^c1D`Hug)G!9yey{PE@AWd&IKfOLdsLnRLstkb4C0cneI2rICr0Be8L}*RkWaIOB{7&Ri^qnw;Yutvt z%kKodZ%hBEsj2z*)Q%E({@~$M;SE%xlA%wAc1+!nt)QM1)+MH-21Zb zgX=pwrQ)hH_Ulv|Hno9T=E?*tC%f&~H^B1zRb*mhoWk|`U{)8NvYn$W`A~qjygRFZ z01X+8xNy{C^MS(zfN1*t7y4)C=5vNDA79wq=H4_Rm4l!?AboD9e2>)D)~4$;e?&wI zap?^JKQB{XXS$%%@^+{yp$bwESRPAB;WMZf)4D@l1lfZ-OXJCQ++Or&3#|V&Hf~wj z=)*FhflBJxwGq`c4Kh%P`yU}(L;7B~q&)f$As>Qxte6B>KJKyn!(En7nS;xIta^+$ zd;eWnnBu}60#J#e+4S&yF2`?&z&RUvj)wl^D7@L^{D z97d!_qzdx$+1&_F&?ug4j{WY($ng9m6uOA`6xWB(mJ!Nz%(O9r={j7awr={n<|1O0 z?tah;tTxH`PZ-YF7+0<>jC^o)l?Jbs?^{+SxM2GI{R6Xei#bE9uZ|6mj5qIaA$kUG z)Oypy-*HYZ-fW@;61MK$d)xeoXn1==t)0n_>G+QyU&M*qavF^`=oK&;oQDt<*sj!)DE5Y3X?OL*6?H~bPU3(h7!NT3 zrenl}(XBun@UaSP!YqwmH2m|x?X8zrP|pSgilMK*Cdg&yGkCqFcs0+$q@u3#bP|Qh z#5B}E0rv5er(Z{fyoL~BVJme~u>}A3ulFUtzO{28*(VyT%-A~wfVFil zkTLNw1q8vmt+4o3i)pT}FSRPvF=GpfylHxpZC4kLV9qgTbWwo2vj&5 z>$!uq1B$}X`0<*fkbOka8c1S1qfBS#5}kaf0f87&T-sKjg6pWyY2WL(mSeqC z8LpGV~VaVeY()_K=wH>>M))(%sZ$CNUuC`{pFxO#52Ds_|r($YzdZmP- z`CTxj#UHyVBmrH`4%Jg8%Q>L4S}SNC0wVzk}zdnljrR_+gM$B0#!b<-8SYOclWmo1oQ=*DwaX{ z7~M_#NsGKh!poPxF=~*mAqLAm@{R^qQ+tWkEjME4ZB7rGn>U>xyL$j`Qu^{%4vF3Y zTfJNv-`doNgj;Cr6be24I?TF`9`Efi=xd@%>v$A)_uLiDD|GwT8zPJ~h>vpJ`S)qA zT})R?K4iB+qd|Z3q!BLRvLCxZ#B05Q*p~4(E8jtl5r^G63nc8M zaaHnaY_85hB3dI{N|BeOl*0rbQ(|KBi}PN$)K+K@*LRO7aZ2Fj4IEP32W>BF0O~^_ z{1_^Q_{Pr_6z>wDxni#a6Z6^n z!Bs^J&wriMV^eUOoNJOY+~)b`#PF~AzeG8%Y+D9HNJYqGL2|3U?gPm1fEZWolbB~& ztoO-hFlO{~1wC7uV%qS^XU|ZNIV|+a0BD1F+-g8O-do<0Tnxmc{37ivDWjojy}4RtM0BQS!%?MRe>!>sI|&6WCYpKn+B^8`Y1%j^+y2hnWBW@ z%E+@fNv#5Q83{rwb93`IsHi>wUm|H#fUcE(xad5)M0^kWgF*0G3ku%iO;<`Xa^%Kz4ADf8d_p7nLwt5=phU;C_ z(`1u>Gh5~1J~j{~Ux2;Zl|}B&v*FC2JMW?ABJ#eZqcIR7*~!|CH*bmu2^ktP)C71B z%$37AiMyy74AEeyCAk5iSn$W?i792}p_x6DqN6ytxuxI&4(M`Zunrffs6mey(}@;W zCXLFcK~E27K|T|s6vI|~s#cFHm#Rbeos-jJxNBl_YisJW=)HL+#Oi z#OLCbE0Eg4n{A8lcI_PjYrMFx9b~Mkfsb<4=~azp8kcw?GqmJ{=hqdwO8B=SkPl8q2A6OFi(s_hw0!pL*%Pasvyea$4_(rcD{vsCts}$)TGBxm zU~yw(CP-Js6~A>jtno~=Qa&5Ct2eol*pKipf<7%zp=&j46M@uCQWS?A@f~oXGuzTq z6ovEdLND}BB>dZDbH}i%>sIdeNkR+zx!GA&xbG7jA2VnnRSCBASa-n&ah;KwS!rvl z?0xX?4nFNokq-zBUti`=_%%-eiA_kb6spzR82#T5N@K7K8fNS_c+N#9i?wF#9{|tl z^IW-jY^d_z`mZwI(nuh!15SD|BoxKFp(o&ml=;w|O=n2fQ6T=yWEc!-4Ku&`Bs74Ao%DgaU>E5Q*(1N>&C>$GRY6UEJHZSwNl52(1ZOHP ze2@ToxoJYu-r{6?|$BVD_jlR9+EGV^+##8hp=0<>0jgbu4pxuz*5Oy?`&FyN6K z9Kez@^!azT1Sh1j@2G*g-*zvbab?tKT+gZ;laOHaf;bY zDXq^y&+0^m5)u$R1Q-E;*`kdKQZ%BK@7-gXf^;fiVjO@B$1|f{vV7Uu0;kFbDk`A6 z$%;&Q7!ardF2RLsu-(j=f5r-8DarJ z7DysSREhCL451hg`5_H*&0tG3%CJ_}g(A0NT z7gRVxK!9nCa)LDlgo6Y;BMXbVzPF@k-(A8@LZTPX&gKFSoJs_GL4l_3ZZH}xK5|Rp z3J)*sN&h#eFWtHW-QwoAvQsDM>A1|sBk=GJ7?_mwie=k|+QZ{s&mhy3oPwfjX%m!_ zA#`dKyKv4!VRw|D4A_t$;RcDoD)ws>s5#kw;rsy04mW`n`K+)B2<1VU0tFKjBslp% z-1sblxxq`)xjr5)N~rKjk*M8;)0Ce-d%>-K12fk4ApW5!j32V@Oz&`=uMojd4j=vb zGq?a7mXM!ArI^j2YEF1mzr*NPUETL1#1Y`+bUN&8tywF|y?7C=ta$kT_fKy@?4Tm1 z!j!Ph72p7H!b`bB0)2eSK(9cfw(q5-rLU;&lhb2dndiTj*nE+Ik*m7V9O5BtH5-jq zUgj_!?4IHn?C-w|nLkgHRgXYEt4z63Hss<%wQbaY>2~@Su_F$l8Fv!}#O5UUw-((- zkcP#OP^K;F|Gv`)qi_V^+#Iv&cH?%goakw+jc->!LdqOW4EFkO*6^jhe`)~v<1kK`QhlX;1Q(U-ub+p%u6pgpL zM}y|?1c1$+%*H#`XyzGB79UwyDEMP^@(VB!;E7Jh&s=#*T-pZ*XR-e;yNev}Bn_d^ zV1uBWDh3M(_PbK_o{AyieJZ+|$uhS)WVLUF0$!h*N ztlYkl6Jnv{jEs*w|G78lw#x#>1%|&$N(RbO02a#UEimAkDSl;>*YVp7)l%EDH;ocRwZ!xo(QDi&_1Lh%?aM! zAv7B87tsB#bCPE@CqD+K8UC3b!OL( z-{RBHTlmZw23%iFie6>?Ax7VqY%4(3P&l zUI~T>(suxQr<>MF7<7UP-91O-R8(U=k2HpOs|F?qv5U|0-+4v~jIm0E@l@DF)ZcEc$fpGsTL_OUH#>TYOK**g@jK{rB zN@`WYFX#=%7XqaWw7TF4e0wOF7J0mn2Dzm&Rwkhmm=7}3T!9zvy?Aj8l447$s;d5@ zwddKz*(i}X?O??(!g4sdZP4fU_~}c@3}Aa)9!HW?@aOA(gzcW8BY?X=s)@b;TcGr* z1i;4Ore;DY{2TyBN~Sy|4@`uwU%#>(lRG@J4zkEe zfU;pSPR@3iw1=PHFGvW6Kua)~6+rewGTa-)t;D01i23pDJr4wE&sXHzZeB@(Gwr2z zmEDZ!qYH-n^FMrgdy#T}2B-m^MmNtV=G|UcUev6(a7+G@e0nmI(lmmG zfzXEb(_fk&r4E8)oWJ}>7tC5uP}2Y9IHu@q8zTteU$7ztBG);t zHu;r3DYCbNa04{Jj)FHnU!Cm(v4~g^@_(D*_n4@_#K@C~9e^FfB=!s@ZYy(`(oPXj zdW!d(HwSKQutrYKKqBN_Fvr_d)Sa6jG0`$Hp~0pM0N>>iT=o<<@R!XZbhDXWDl}Al z>)u28k6_1=pT)T5oy|RGoZTphN{V~4c)PRn1SVRpI9F+aDDg`85eE8l7H+>ZfjoBZ z$aM?IY)1^hrdVkgJY~!8Y8!tUUGKO4@xdYIWcBw;W5gUdOdQ)-7ThT)1cfBa2Y>;f zJap||G@j_}N~rPaV9{xM56AZc2}$U;5oc%Th3UMRd9ah(IopH9Ae|o&D=2CGh;SMoGQ-S3Wvv2SQ#`(#6C@T6Bt|kqvd4M1s8<}2FQj{)lhVDWh^gl?g zw4Aj)bkKorIEfhwkq!&cD~&;~jUmK-T^klV_?h=FC+O$)>AWjtJN6C;pO|?m#IKuq zH=l>odB86BK{*D5x6 z^Tde=@Chq+HoJFdY)&v7={tv_d~&JO!*H~{pe{0Zq!Y3yOijIb^sYcdO{B}JNsrx1 z@M0Ywcm!7CF;Vj=?shc%TVoOnqv7u2B|iqCyr~keXtgwd>ZL)IY~j53W*^D6nh%W} z6K&{m6!NJKVh>)6$tkRj{w8gY4I)iBSk29iiZE%Z)7=eBW*>Y zHZw?NBSR$+U3UaCcx8ruY3?WK@_BmtEs=I9x9p)l1!J|=cN%r5o7ahs_P*V=<47-< zX@5SGlQW%*7OZ&&*W4iOVXoOsroaTiors8vqSOj9deFT&%&rAWE=dR4yc_VX*Sl*% zyiN`dd*S8~{YYvRT~%w*_7XOv_k-WR_Dhfty>7k3g_#B_Lv^YlL+*FBYKx+*3^rcQ zR7%Hu?U^3A9#R&a(0%`F5zA2^wdqvxrzLRZ!zrb5XsIQNg4q1n?oww8un|x z4xG>}J!(-AGZWS2fK~>2U%EV&vzv>rQlrR)3+G1Jja3)#B<9Qpq(-4Gp2Iz2c=yel zH`)dUbrQ;}+OcNpRvQ{4KD^p8y6`7Ro0qsvWDO+?k1v%z>XU?4r7MLi1yX-zo0IHW zk=@8N=n0{>?K@*trO=Ir?uJs~xu0PFs))mibH0tAQP$4~{>^=0dsw(8D=pBxK zicb+2#!e>9Sl<+$r)~|B9S>oET~W%s4OITZ zZ-KMlii&n3_-p`~mdi2LpetPM_gv@14A{G90jw;SuKH-&X1nmQh3!&b(y&sJoosGE z-ovgVqT)c;h_dqXG-wCe)S9J{zSK@*z?n5E9Q6)*Mnr<>f@SnOP!)}Y*f8<&g@7C- zT3Uy4CYX;2d{xw6M~shO!Cp9r)9QsePsK#iDzc##Max}lGd)`~Yd=;BKhKS?eloDM z9T~8iEyYrjIuV5k70*9e1}f-?#6(`XMbTP$OXZw5;un{emU5u*N97R*G~Nn?DGYa- zxVxpw#6R^wdVFMMtz34PhDxe<@o%4`cl8qAJU^Wi}G3#_}?Adf$TMNf=@Z#pT)Uu!LKWjYa zOJB>+vvihuzP(w86&c;$s)jzwN_pXv?M=gRWb|=E4pT!@wT3xG<-EasW31o@ElDb& z0QzVFynnH91WIwMnd^9%)i~0jX-WRUy)JBA^R9K! zd1uX8F3gp=htBwpjMQzcX>VYwj_-~7qVBr~d4-&d zj~C}idP9A^2lUfIa*i(+MnR(iSw*A!a9fhw#+HwdPySksK`m^p_^K6TgH(bLfzq`A zscvk{_)Q_}x$B!*>^oVuDFlCY8d@EM$~$!9m>i5 z!KyyxjCs4GFs*#@EeE?Tl@X^5_Q4(7ogLA!Gy|(upLqHF+Xjl;WmI-_40d}=oSvTk zy!BO=a0Xp)O|XUpSHj}r;&Z59JIlA)%h)q9H6}jO_|m>eEE%-eY=MS!ARm!^g0<8G@T4jItuSj$s?<0a^R|_h-YC zn4v67%`_qA?_56qXb7czn|+~@W31ZF&) z9y98sDt_J-iS`VK);R0hI~vz5_>8ppEbFnNUf?rGVMM{Kvpt{l^aUjT~mNRJ-Un|5)6VenkS+ugEQ z^_+n@ZsleZ{jIqKn4Q(m#8%-^adr$hau5+{6A6vjQsM@GtfDXC5jF;!jY2rKSqFq& zqO7f0yBe4c)yOV!<&1(TkXfGT30*0ev6EuIidm80#acb+f=gR83F6(nswC_Az;VK~ zbhEKbw8u0*?rl^{%kmRE?B_;lhNDkRA#WIR2LykFQHEHO*70pjQoR#^{v@`D*+iBE zu^uXr168`p3jtJJyJx%_r!_I3&4R~B@Il!F@v)K6_65=HwKWHGG5ny&J+7|~Z1qXU zem-`$?{^Gxv;Z9OB+8A1%Nnh$CKP(CAJ=7%$HqZyV3VxX8wVFx6AZ0Hs$GRI-kuSc zD8{Hbm{(`N;$^=bch-TGc0qnVqImhg98V z6m9mY4CBe}JiAiMpVMQ5N_(?Mt~Uz=p5$8Qr=7){K@u^uvH8r{&DbEKNPK;dp`o^p zos5jE9Wr4NJz-MEYw@vlR~DJvhpRLbm8@Rs+e~IYiEH*;Z!hZEUTH5hvEeJ69%xL* z_0!)wu1=Xn#(c}7%S?7UdjNM&rJ|Dln8hVl zHQI#KN~}8=Kjyb+v}6A^5+AY{)Ws}T1&a+**0mJAis0&fSZlRuJrz+le7vsv1Koc_E_@qb3?2WJoXDCLp#yo&`gmO9@85yVr9nq^gj z!Ik5I);Aipz-ci-yT`uz-!lYw&r6OI!d^ar5(b+wcI#wPy zU$GP_DzFu^75eQ}`@djNy~PdXV0l6;Uh=EIsdY_vpxF{QGeE+&|Ki#=mGy73OFs4lr;3gxYB*etd%25R^_k2riKs&jL;cYtBRcQ^N8krf9j_V|Ju zTA87oB@>Qg;76$<4nquV)+;C8F~7rylT_x{gNjBsPbE=r1cq*kg>-Bv@^vkY;VYjI z#RD_(;_Z*5Q&Ur%Z5*F#Z^C~gpF6a1;Cg0IC)G@K7)XGC9=8E|i@nQ2s@s0M!(=WM zy4jx;WksImBEog0zxu0xxKv}$-%|}x${YWaFPZ<@VXM6eln5fG5yLc??H|?$$o75w zDkQS;BSM=&q$7yqAIyl76Ny|avFYp?BqmDjVk=!L+tH8k{!|c^{+;q0(kNSQOaFf&_>P;eH=LvK!eyE7GJ3Uz3(wPxT;o8XyxVzg{ zeH;;jJq~jlRz|a>0=|Ig*&As65u=Q}eDt8Bc-1SUl$O+MuvQ#V-gAM4@xl-rE+uS?Yd(!w80hXWlG~qf^R)Odi;@n_wt{^1IQR zkWXj9Z)dT+a%_itXRd$8k0L>&GUOl8V|)8XwooRORm8n8-0aPZg?Y*m-*_rk*93e? zbL^>KQ7sO!lbppYM$-70eI~{U*CsL&!^ixzSTWUjt}-byPOEyFX;s zv+9^nr9?Hx7fv2QRf{9i5W9W%lYy{@5izcF zS-?kAR;a+({ph%2Mk68;9j0h5J2s}jzn7?{fOUlE+(1AUlJ)gZY(;r$+-72QN-;m2ODdcHXxLo(sD+ha78q%O>ms1-`s z2|7k7!^Pz4yX2RN_TCrihfEHhGD~n3{>H7OWVU}0P^urn@Z?DRdh7AaM2Xv7W23ih zaQ2>(5<^xB(;j~vVHClQgQJnO%bqCJ*u96CT3CD{Q>FnA*!?iz?9bvs;Dg2s2P>ro zY9K3puD5M?g$?|I-H#4ti~cA~*1TxkrU}>=2&m}$AeY?YI3&q&)W`G=DM^Zu1@1kl z5GoNuBl>?=6o4#1-v0^IcEr%{R;~0sTN;JJ44{7Lz7aW*e2UNktz3{<4)iz+XqnT} zS?n4fC{*KJSTCd7TLH2fx$Z8-L+ZT(>Zuc*a=xuJHc4|po<>B>GoHZ0+My+qC*2c- zsOU$?)aT|u2tdD+y=AgKM1BbpW$TAi)6@)H9^0(4FYNt2(gh*QWKu^c(bLZqN(=upLoaZnk1b)LD}R`p`xNXdPn6>r5ULk3q=ZG# zTf}4Iw-3pAABgnm<5!MLxYAcRjdqnc>WdS?X%8P=5;j3U%-XZ$_x@Vh+uK_d%#nV0 z21=0m4}nR&gjFk~t9wXgM9;aU+RRKxaB5e4Y-;xYp9ygF(9Tc{H^iB{*GgQ ze15}ug|bHYcGm%i5y1KEeLu1uDuQPDL?dQmQlY*-X&GclOZ{GOvC$fbG|5F)-~UdD zo?Q43VI7UtslDGfB9i4i{j?RMa6_}HOohn)dk|yQt&K683}3=0lly=PT9EgAHBeDW z<(JEiNSmbE`@JYLu(9A|XAyG@xrk4?5AQCNjB?aQ$o0OfB+v7qKyL2l(%$bSCpI;& zI+874>kND{{4FkSl4Acw?8u8QslO4{_?L^j>Tt6!0u%iFZAlTsvae)O!zkppMA1E= zPp%w@f6O0+(S7xOpIF`YXner)Fd5(qlbu=tmB|^y{ym{pOavCubzvq+e2&HY-$eEg zAp;hON1=IRjwX&&@`Vv!p8eNo1NpC4RP{-U)ZRLvBr^!1J7|Y9&Sjo0W#2R;_POx{ z@)C4@`pUNmv}t;l?*V1-kwM`tzrP|f7V~k;0c7(6dosJMS4<4I%KT>9fUN9c;-{zwx*`8rtQi zckyo&O4BK>(ouHGjeGhRl&IP-$vP}WxAJfHoz((prw8H-RrqDp%f=k(x0IBI^!K-1 z^Q5z*@D#MMf@D?+xc3Kff;P(xHXoSJblWxA*l!MyPzuxKj(!bSR)JJbxY&E)7nyr? zo3eOK=Bt--4EYTBV}CJcUo4aAU0+3GVY-|_=tQ5#COjWJV@v6T5R)o& zwM7%a$cVkp>YWg zyJ(lC+eB~McOHQI(^raaiiu6_+d;i7%Na>_v??2aTHUN)!VUBk2}i_1u>_^-WLP)x ztC-f`7e+gi*mD40!9BkYsZ&f042FXno@<``Yo7UYt_DGW!tzNartEJ64v9Y@5)imA zdxLTZh;e5Dp&x?S54HAr27kmJjPgZ1HMn#E@Xu0@*6uksiwGd2%37tYoAr#!W~mAi zN|>>#v(dDqpd6@wCFn_xrNZUs=^ zM(1yI&4@#4BPQ14M5zDkIG*BX(8&mzpt9cJYg~UHZ-|U!?U#p^nYsBef^aUh*V(fL z2M0qkjQTa`Hnj;oRO~SkEC6x7ZQ@&LWa8+F*htwd&s=-h@$T>dQo{ik+*(iCu?_*& zAQuKuLcd_CrPF#MK^PqsYR?7E8xo8uoP9_C91;oe2??u^10-QT@3|J-vlh(4&Q7wF zPiTS}{ouvfYc3sd#%w76SpAw1scEM=}S4 z+g1TEiFZrO|9+nt+`-h%9}*dvHAHJ5CwX9(YD%iNA4A=$3%7%4pnBfpgnVXM#Yf8o z`;$Y%26Pwb~DO zUj#%wniF-<5!`Vm-Bv@>d#n7ygM2xNNPRiqAnzv=^TVwLY-VN}^n0e~7aHUT&p-!Q zbQ%fzD5aB{+0<1@%d+_L?ip5&7m(d~?|jYr*4EY*zP_$dhJ#sR_SeaMj`kAf_=iCd zfKpCkVqz=p2!5PA6<-m0TATBGE7m{=dLDUycjnwn{HqSPleATW*A}Xj_qgMZKf*l4 z&}bbAWGK#Oig@PE<&SMPYe?)*^EoojFUTTwSQmWgMbP;s!TScWY9d%v)khFy{+q9I zfOANP$CF&+8U^rg_6Mkd0az2|6NVG>rYoTdPVMGwR7V3(I#*X0xUGK=LXhPEu@r3V z!KEYzJ7tb!S}pdxebxXY?M@B#M^fR2-@kpf5;~0M{P*o06f(e!A;;ou8Wws@z^a2# zS$2MZ%QXSFxZ}!Agu7L>!0kzHP}Fu{7Q@c!boUvK)^Gbh=I7%du?Uf!zP?8{&Ev>p zgy8<8c^rDzXtXU~5=;<^>{G2+56rG;BWDRBf++oK15rtBQ z0i%sa-c%;+avB6L++Xq2RvFYVLdJmw4VX$ZodO| zcqi3N$nusO+<1jWQuDi{HTI@M1m2HiiSpGpk0uK0E3{PqGoJ#MHeYg1t+@uY@7@Cp z9mvRSh;M1!ec?cw7_tDpaXOe&xrL3t8-uOB`w@f_)|715%vr46`xT2@x;O8h(sYyq7)7$AEI_bBjXIbZt#a?YrY$wRskf;iM^THscBh>qu4 z*!=4YRv%t)!sni)kO>?2wNoFu_j;K59`k+`5kRBR^5lO;|HGR~jjt`LrPY4mvbv6g z^HIFm#$HGnQ!V0oY+oO8;9?f2!ta+``8ri=e=9{WQxY1GByduw4A~R?#WVokL_Z1_ z+h8_`NH`?wV}z(ITzmm@$FUk&{yaLI4HdHWf8^Tz$+ct5eGXuSc0hY1->g#uIFacz zeYjo)WK_u>NyxQ`)7CzuTmnM5Xou0?09Psa9>Np5?+GEcWW*P%9W~u|SyAQSgGT== zF}14wSU4B&FSk+-GjK@H(qksCAR`Fc?ylEy0Aa>2#2e=10u`wm2NKv#0-2}z^o)cP z`ZAbrd(`F2K_RY)cb>g*&ce zgySOUYW_Cm|NVOs5tq@6@0MDJgsedb8EFtrkDnkhk$?X$(T5PgZ#!%|f{Fg+8SX=T zi3X9bj9cE@;9o-i!(S%`^9B87JK=A1E>~dVc0Yb#aeOJ;j31S7Dr;<~+SdiD&oHZD zZ}P=qM1j)({M})6=%Vw%-iiWl zE-3)48AB2n`UwQu-m-!a84PI?-_){cg&SI0WabYH*fdPE!ff4nT}oD4Sbbodg>605 za__;L!(f{cG{}yLm_<`9jBvl)XSoW5*M)W@9m=pqqH=Ny4&|}&bjp$F8$j|;ICPL9 zY;q{Vhrp47$t^EYY>cNGhJi8q*X$mA`sDh&ZZ_n3bbuQi>b`fLx-mS6e127gzGP~nCnnc8B6pj9N z2pc1bS(0S1dS?2XitpcP4 zi&uk@#H#vSkKD$2Mf3T}=D}CJJ6bc{Z#Hj_ZtN8C*+{SjZrPsnH58Wo_xPoRkGPgG zctNDm(sw!<9$zN+3Dauf3OviV0<~$~F=b9^)sFT~5)_JtOn;_WhHuJB>Gj zCN>o(HN0TCy>F`B>B2l5NRO+bPWk4I@`0sB1{*$k zM8-8CVC$J4mw>>*>aY2OFK{;5dSD#elvb3@8~@tD*3SL{X0UOTR*y@~*6JZA(`Gv` z?|8tBLT1r6j;$F=P9~RnNanqf3>1T3`P(%#4;^f62b`f~tf#D*x9vPPBI9()UGNTI zNlV1+<}Ds~jcb&yEsPaCIEQnGGBGitV>~GQ{qarqL0HF^q(rX?^7=ng&v&mBT2%G)fLD%q=pl;{ltZT^ zEbmT3k@o4rDj zmdX&1&a>vWSn`U|tu)%`1LgAa2CP;AmS?{hPC_AExRhWp3JZ`+Sq>Fh)$7`;AMp#yuX-3<~}LHjVqkcK|G6RV`gW2hNth8M6@BX zS&ELHv=8=V;B)f7Xw)dRgi@X8-kP?Eg0v%kz;cZHKTrn$n z`$OzfIfQTm(i_mYyFb#`Vfv}st$-Tz_H!;DTOMIe&9%D-sOtv$ha4RLZ15Fcn%K1y=6`H4?Rkr7S$Ht7VeoD}F&uW|uwG)#&)Ce6Q zBUsI=8OsL&3zutVj!yYX!_?L&dU*IYI5dv3nj^%yoMd?)S+%D)7ZtQ-h=sjur0c++ z)PbnoF8dWP8ylU}nee4XmUrv2cAHLzp@9WqYTek=qjJdI7ZJXyvzs3n6f7xPf=E$odGnsEN4dDq8o|=X0 z%}K-5Dr*mq$3?rCw~M1i-B=nsxY4C9|HG8uu}C(PLwTV%q7Kpq;r2w|A;^vl*->k{ z`{;@=`omZ6M7jg5-4PWxex%rqbGc33q=vQi3GbWJ8Rc5^xGxo3FYViO$z5*+k^|Sf zX6$_-$0}A!GOPyAnJr%XTjL=U+vUe%>r4U+Z23zIZlA`W?b|Cw{N>kd^e_|Vv@v?| zT$;H+iA*kk_0;8k%t_S(k@_~@&nSO>5I*;%jw@IkJ@|j^y=PFA*%mh1GahB;s4#O3 zs344rASRRsB%{M1B1uJH00EUGNsuT>FrP8gB%7=x1r;TVL=#9>P;yX7l9ed=dv-&2 zGxJs5f46Sks>2^G=ziZF)?RysXFcn+$eB}*o_@Zv+5F%#B|X!}t~*}WHHn36XAKDO z)B`3nBX%<*x9m?GJ^I^Cw-S@2<}(x8DOaAIfFSaoXbV>_Y;B#rivnxDTM-JJ&Fb+hBI{Pq41kE}3& zbl9uE0pp+oDQZXV%8e?0S%YP=eWz}!Cf9nt9UU4S?I4L5gQkJN&4P!pqOFmII^*Me zMWxtQ{sa_+xrS7mf2c!|unLXn<*`;F1^P=)nFpV>-yh7h5ef-j&C8aFDKd3vVXpY_ z-RkNZn&vIB*XgUR%|5;GO{r&@E@_&&9~Ss1*dV^|R-M@tU~)rB@TT`<%V2`>)Mga~ zes$YB6lUCBci-DjWb^(~oSSO`DgZqsgtE2`Mu~VD8Uo3-32PP-T<+c|UzxtA8z5&Y zG?XYyp`g$0_2T7%X{hj=M*-pC2NUPuoRp)P!wds~py?teTZJ6+e&8^5cOTzV zK7t-Z4ajz^*cN5g>mb3q#-O@ncQqpRv#Q0Xw;j6YPrblev?$~osjaEGt*a$>#rBML z?U#6+HA~q?P}7+rKJrRPerNN{^eF#G?b2Nhx5)Jjv13Sc$$Fs(Plp@ee&_WXdZ(>Rru1*1Hp}1krqP@%{aoHgP*^OFqBuMUEjw|6#n)oD@C|`IU3e z^+wOZ($4Pg;vYD8Z$Y)2qY9eKeR^i^AF}QxPUht9SoUzq(iN=Da)Cfu^_0oEMZ}GFJP6{Q>fSj|8om8qHclH;hjNY{R`0y9otN0?WUlddh zUcKt}R2_TuVWEut5~d+U(4l*kl@stu9e*WS^j7`O?vN?>)2E*nsm$$E&m~A*Cf!BK z!|X&>qnfL$3~uNBC_HU#d)%7(`*89eccDpFUX=qgQ@ErO4 z_D$C(C+S|S$Q5RO>ah$$Fg@l(KysAyav$xYQrX*RGW+7%GJ9icWo2Qk`al1Kt$#1W zvshj2Da%B-@hj(ZzPs29;Po}YF7`pI<~5P0OmmYv-%fEez3!Twaxn4uY5|BIBvoo4 z;853){B+^+Ql)3lo+Uxm{JUyrb6rdC64Q}fQ0}r0Ue78R{OwH>O{48T3pn3=E8vf) z27bWcb0k^yu{;j>1K*_M5BMvMTS#11gz-DOMtK<5p6gzpmqolmdha$#A!eYsx3beI zP1a+q*f<;-BJG7UIck-1AJjyBzs(=)Iy^^wgcLm5d375M-r@4v1V@U?edK$Af_!?T zi-A({y+a3A>Pgf>D3l~lUSrvGJ--nD1eog^yvVq4P1pd1t#q(taD7)K&V)r4vbrub z_UdtxQ7%Qc`z#0F=^6{yCO3-_RLQy-{qcdgZ1Upa^d~xtI4oZ7WUu6}#85H0DJQ`{ z{`Rt{ghX0fGPE-&RtX59p-X)I$Ppzep2fCnY|Wql$o|?XvH@u)QMl*^SOk5;4axOD z@E?b7A&;51kvoAD4S4oi8z;E0AGC3l6wAm7n4WGHV%v6Wi3d>wMy+7}nePSUNRs^i zddPLeL_JU4W6~+&OpUG(Wk9NJx&}>mLBQY$U1}ge+!)!5HIJZ50Z(gsvmq7;6 z4Cjctb0?z??1Por^K%Qe%kQp-Y+rw9X|~5$rqrBzeQ(rfZRY8?afJ6=;~$VTPRWmy zcW5^~X7}ie2 zc`kX$e$Nh>!QkpFLG<@JGd&*sm@MI;-G<@#xY@P) zVS4*T5zk|>adCs!?L0T=8aitOUob6F?$I=u1imB=uYM(NL;u`~%-rGxqv3c@AU%ph zkS{;t`R%n-_k(1YuI3-Opa@qwm*@X(rWal7#Bv4JZXllA^mw-;+!@)PWMap_-JZ#5 z>n3Jbh<6{X?oiOJw!t&qLy99Wd#%u?k<~=0(3|w!sa|pf-P*Po({b1(;Nq7l%MbW& zYfeXx$|FF3NDY=y2NC$##Q?yN+c@Lnxy1wYa!(ZdqMYe#G^OW?E@wq8IcWc`YgaCJl|f7 zBFjt%Nkq5N=rfL~Yn2)@+o)73sQ{FUtLH0)UfyjXv9j**bJo@2f@rE$Pe7ul+4iR& z&rQBmm{bJplm=)Bh$ciyP=aiTKt@}jfy0+Om&-a6y&!%BR)ki|t%~7t#DpVzsivVJ zsB&gF!FXe#VvZ}=V2Rn_SiCL0q%%!98SYK_Vcghz_x_u$GmbHIMqh=hNa@4$reIRQ zXm|Q052z#kpl_U{!(=<8$_d1QCLjen#PRt;?vl>LZ0x*1p^-=L@GT3hf-W44x?YzN zl!y_`5wh3>*YomBe|yC1vMojHJ?yMvGCc$;E7#6@G0|~wFDDUADss&k3?tT~UZ#sJ z%FAg`Rby_2szx-ZJ%O>Sx!$U|MY2nchzh5;vvFr^#~{U!ZM9FKMRHK zNX+d6z>OvV%#X*LWJpiUyAw8l>5#{g=6YsyoTkg3{RfrT4*xf|iCAeE1&5bQk#JnA zzm`VrJMRl}Woj0J-9lAy)TW}3EakDg*Av%DSy1j|8;4gK8jN45qTGb{Bl|#+Q%ZnT zs1p#{W!Z@~5pTL8mz)@|aw@b9s30uvASWx`vl)$6Z=sIT#%=mC!``Zlm>!bS&$U<+ zwyG4b)Z&3Ru$A_TnH;_sa9M`azEXWx+v@VudzG&GC`1#-l79q}woZAi^I<4l#D=DB z<+=pGiOfQ&dbz?>rGlA_jZJX}DGfUF^*nzoSooR-YE_K}XvAxQ+j{0Lqt>e8!-oLf ztj{YlZ91Y<;ESjTD(nByT-t zqbBc&{qu#jXm~zYm7e2VTyB-B58zajA6mXCJk;6ZJs{*wiodH66;Qe2Fj90t501KrD^0d__~hJ$@ED1)119|6^Ee#PhOmQ_P7=Hz!FiRCl_q>( zZcT&XL1x8)yrq_Z;9PB}Lc}c5d#ZbEygD~rfK+1RehU|p|Mph~(N1Mj9j&N; zcSc2-L(h|f_LuzA_7JCm$OzZIj1F_qhmFB%2v^;nApnSEDZxmQa<77!g-*^kh;lE2oWpe*2}%JXrOLSV-wSJFq+6 zo$}ZjcQfkWNJ%NA#Syl(om(2zRl})*wJRQ(2ojzn8M>PJKp?%8eHprmPT&Q_ltBrtYEZlvZ2WKe~c zp4GN(tV=gHm>dda-cx_zQJQT_?M^GcUQE~Q{pPZARJ^iNz|W6uj5^MS@5t4HLn}}S z&$i3S)wScQ@g%Wl2=K0zly#>rpzD$$xJs-HzI`ID*7J9EcrJ{@(-21<#D47{VQ5lm zB_P!q?dMRTBBY&lEk32#Wu=6!G;Pgyya<}GGnEX1~88K~1{9>^+*SD4P zT;EGDqW|U=jlfm1$FFp&{$bOXm*$P17@T1cT7#S%L`nGvjz|uDsn}kxQd)d&%5uOW(>ByZ8-V|5luVogyOCs6+nC~mLdc8sJCRqND;3*ySPk!?D{k|=rRPtlL zunhje$&b5o$JEb!f60%^Z*jM&ZsQ0vmTX4=RUM&za5Bb+7s%G|at3sVbarQM`HO8$ z110vp1}w7E?RL|GgoFWi33m7fD8JF$R*V$ThL5DgnZc^nE;r>%DX>Uf640x&a-=D= zsi_H_5g)S+$1+B!sgX#Hh*ziT*w@Pnp#~>2HX@i*oZNC#L4F2kNBvLI?Un6U6?v*s zpa3 zNzi8dWv<(?^o=8&3Z7tx+ppRPbY&Z6TP7Oarqk0{!Hh6+#_FK~)7`bd zR2kTnLXyPFuio2_P}HZh<`U`>qT<@owKh5|s8}PzR3KL!nIvGF7R46V_ig}vZ8?eI zkh=+oT0RwmJz8e8IyjVVZH1AzIjm)+*w|QySHCKgYe55%aH6hAU_`iBv?I*b=)*F) z5D5=j6BWxgEz5{$i4?+_u|zB)iDzYe%jd!66J|X5nOh27zy|#yCIyHwK%Rheu+T7B z_tJc$s)NLQzP}_^f@hajM7%r5#EaHXQ72HvrCiTG`<2A3Cn>9nlj#ZJdl<(g%xWXO z@XMF~vgHOan)fv%`u5}CedJPpqp19`=P<8*-VbAg3NwSAqnXX>ah3Po|FZ&1Zx|BX z*=-P^5eMgHZl7fU=Mf+2HlC42q9$Yzr&3ZV)c$wWQ3tx_PBhN?`uVcfLA_!{Ix9uC z)8-us6!Ka1z$-c~k4PN@@J38g*@@b620RYYy{*JNc0gQ1Th7;QM=_q@iPDvGuB>&CA5wk``lg)txSd>eEjZ+Vyi+r7w)sO$R`y66Gx0P+nY9%s z2g}PzNUH%vDYanzbEwj@XiKToC_Z+1tO7wCrTT^Ek^9t6^lRrdtkxz2-Wvd_jKS-xG3PFhC5yd#%9G7}HyLWRaKt0wB3 z!(Fqx4YkWm!Vz?vE-~V*dwhqTVA3Gha$RrjzG&dc2zf|)y+Qa|=l2IQI%7jNA1Uy( zM3jG*9M9tGH&$9ogs^P^&EIe$WnlgjW&?pj5*^?<`Se(EGKmwD#FEvT!F!vo4ymQm zu2~$P7m{rMV>T$-=NJ(J11wGoOjCm>jL;=+7-2Gq!97QmzJ}cJ`*Ts zzHCG3&~T{{FAJHrLzfIORf>1>)foj|eGnc5_%ThQ^JE}ah>WGB(fj(=gDIi2ukR7d zJn#TKeYd(TC&|(uj;jgtD9egrIPRRcicNX0nA3$*Kcdvq`rW9(SrZ z8yw<@5;Df0PBq(XO_`TEF4;!jgxyk-Oa3(fCZ3zvN<9*^kT}V{;4=su@jfGVZ-3(D zCAOI%HTQ=KnMSpW!tr5t2$lIP>=l%WEZBRH4xU{KAJ(^SpD;iDG)#cK!*OK!v=LNq zA;zZw+n6h1031u5%n1^u^9fFqAuFWPM<7clOpgnMIVD-9(9izB7BUYawwsF}ln&AK z9Ql9zp^lg2P1Wq|e9^fGViU=}ObBR1d}!v9;`P1tsmwG;I|G}B(~~H~qxV7WQ1k~Y zZT2P+QNJW%%&VVkC0SW%%gPry64;g^w&+;-QPIYbPRqp23uYJMC}ZSMZ%c+DOn!dz zR*!(m4j@SU_BJlOf`82Q-tA2l&Gf&=m6(qj(%6Ln%LC(nwl*QyO1wWBSq|Dpt<`JS zIzT2mp@0?bF*=_JV?J&0Gz5)O)pqD?9DB?$>osIu*rIOg(GJ_+j)- zg_#F#Rk^~>kGa77*-f%hP4~@5YK3t7u|)c@Dr0KcF>xs#&J{|ZSo@NB0Rn?$%02}4 zvq!^KG8@Yf_R?mBgGYAHy-v#nhhb~aJdO|mhq`>5I3U;5RERlRsIcnIuLf>c`bI-}X ztp;gZ5k>FPo6}@HvmX)NDLSE4t9G!Vja3EH!$7!O2KCm86q#2&%4P@0x0C(zy}Q*s zcT-5l%o*0<$Rwv`FI3yr2@Xfx+APFj4Fg3FNR!pJO-Q_8P_sX?uc&o6b0BvLdPo#K*|MW&Wcy?4ihD5n7Gk9^w z7YNb0q0W9?=lb%(S4Tw&ImhhJ?63Q*xm7ZDuu*P?L_00xdLTke5`nvbOxDp4b7Ufv znwMm;j}M>l^>0MHd8z`PFNT>M79;jVzW+>rvad)ZP-K)nBRMjo2N9bpZrAvq=VD{8 zx)~39dDu7q54u?~TcF&@b5?~|T9|t(GLlcs`W3!~j3s|}La0THb)I*KkYDb=K6Lgy ziG~R=w-9c`cse`WHeO3UF#A)2$?slD*4$Ff$qYgB6^V0V^zj{VmIoGaU4!j&bz(#v z5SG`>+MLs3L<8mZ^Fj5Gtd@TKnOPnqt4~zP$I%3fmv_u2wkDpQtMa1UTuG$=X}TN_ z=h|mIr&ci806xAW6+jC{xqGA4!oPn%pTHtBh$6aYQJS?j9ns&9=g!QgEUErWlo!|Gv`u<>tvs;d2&A z8Kuu_UDV^0hn5Tl^Kw-`Qcu6bE9)rpW~@sUdlo@f6gy(&aEY6*$0 zWUb4896tXT`CGXWua$=N;5GI}krJvOk@jf)R!}XtZJDSe3V3Iqu{cpQd_0<($UWksNnZ&a0)Ky;OiJ*l8VO~hSu%;U;;QTw0-vbYIs2(oH zoBh%(_JYf0-m6xb5n4Ww8Hk$gH|{EBfnBaZ>8&zD=+1){-Sl|<%j;~w?Q*D|9Yr7$ zBuQr*5BKBjt85dL&ryHvgbzc*!)AkJy=;K?ayY&_t`H(%!YCl(?Pi?DE{ixos(v>; z1N7%mVs&LzRgil!YmlEY{=Emm>x4cl$!?CiYXn(Bu?ZH&(dCUm{Sp{Y*M|Tnr<0l+ z1IS?++B&y2`%$g2V?Ua41)(n>6;Ac)Rr~5RYr?U&l?T2(oMk(t_`K_g`#_0`&dpWu zKwEdT{uK>wjRn&u(Ar0>$hHdQ`D zSoZD#d)ikuJ=#_oFG+)lrrQkf%7kQ?Dk*vTH(o0{O&76;g>Sze2rSdn zAChIRDC)oLFOXGNLFJb8mIVvS<+ZAEpD3tQG`=%z6=Qx3kYoD`5Cy^v3A#p(7k9L8 zCho5;c~o+Oe()bpo0XWhzl3PldAyxYozU`j?-*VwH%Cw9^B;IDyn8ay_yAlQT(Vk$ z0&ybzg?agBhf+qD%ghmd`5a<=ieP2H=2}@@9d!1r>G+W8)8S7&4e3<5wQSkOj!B+_ z0HYWyiO@l%%HMc+x;$*(tG+)AMDoY3VRy_IucQg!VXm$f*ssC3((;D;j*E@v^ug|0 zGG`zChk@WfCNVZe#lq~-=}o+K?<1PrvX$m|v?-{!&hv#v(Yk-w0kcNF#?K;LB~T>M z;zLV9MP(nI35C1Dcr{TJ2-KB?N>TCZ7+T7 zSatqgdO4Fp180Wg(b?%H@yi{aH$WxvprE87+bvNsruVM!2#Nxv(cF{oy|27dVc0@Pdf`%WX*{*B^+*qWXTy`&JW!R zzs{RL$DFab8{W`YM^D6XK}r77aoQTMG<0no)-tXKeg`?FT_6cBMpq|CG`{KZRpt{u z;dZKPc>FAh^_Uh1;-VvmQZv(nSy{eHMsT?tWz__O3k1Cl6oxa9ljHk-8p|$)uI5M# z`+1MYc^8Gtc@Xx`4(&vDZBh(NOFj3R^%_B0$7*^+KrKt8bX^ds;{+JH{k*O`)Zwwf?o=n-(4Sk`+JA=hO`N;j$?@*b-tF2Ov&(|9gqniq<&g1g$|THx@qP z@lxQtj7Czo&z`l25ay|QAF+BHHOW5z#kuOa1hD4g?tzgGOR(kP!-quE@#x0HMF|D$k720^ zdkEWUBm9{`YeSfk2w)Is0nOGY1$@N>1_sQHfC_1KAYf^2?NJtCXKk&TZB!0I@V(Bi zzCb!)Q3qT73hPqKFDXv(OjOQ0Yx#jcD{)csAHiw0fb!=!<3$oIC@6BoXj2GLz8esH z1|Oe2=`8s4w(CRrwEHJvgXEDrsYFHf?3mL$-?=U*=Bbi-6IOjd+pI;=4GgHvjVj@u z1BD%)y?&bVbPzk!sTMgOn>_&XiB3%&j+1x&bdkIL#bOaz*_X;H4|R&^7U96mm=3g> z7WhwNLoYL9Exc1Cmqc>>5UsT`F3VFEodz?)$4KqX0Zz`&W);yYNG^JW4^E6WIBKG2 zmH%JMgzze7B*tRmEIbRu!JJO|P>`c-V5c6qO||dLU4=?PjpDm$N=zl?v!TyoEytJs zeoebXZt0_2tzf+E$g!zU+XhU4F3CXRsj*LBi5LjaS8-Q{pfXZ1hX*UTuHr7N0G&I!ya1DxvcYH)~;Ak6q1Nsw4u7XvwWn?Tve zK5=>92Fh$Cui6k9Iz1#(8SNJc+ytEV;hxBSqer;o0644?^SqybSwmlanZl-DZF z$wNLL_hp|B=gyd*cA&ky4jR{E=}7WZ`SiOQorDjBw(Egjr54Y9 z^^73GgPeX)o9NWg;A$*tp&|M-Q^7Apu%lHE?g^87G8~qn{q0FpNv9&=!uab6Nm*WQ zYk1aN4WEPTQp#b9N-n_-h7*9iC+CI#OZGt&n|JInP+L6>8C0Rrw{#AEHEHhtlJf@q zYEb!iY z6iTm`>WO-&_$JRy?V}rRO3w3`8cv2;Z(UVN>PD_U{ea4PO-(Hmt#_5o&smTQdeN+& zN0%5t#b_`gIxR<8W~B)b;2(F~`(TCA)gq8|3x$n4^))+qyG!F1oBg?FI5#4IV9R8` z?iQVTR*StZ8W6-~Ruu4_C zy<;6(M1;JK>noSjZ14*o3BPN>d`3CrRhT?Mxh>!li)~5a5EYYcWrayin2&*p*fu@k z7q}3wvE&RTRC(*}Rd=t(*>QBV zpqXkdl4X_hJ|)J*zfj#-NT}LMs9|)mjBt*$L=D$Wri&5Sx?-A%1@L)-pcQh*srn$v zyHVyeEKggjD8t^0#n=kPuPx;Iyl5%o{F{m_3t2wdXWnQG z5<%;pno~Au8oc{lJzU@UF+ZS0M2CDJ!;xE{G&9Mv`RKEGE6Bg>3Lj;M5wVf#Qp&_M zvSePeb3xa(z=L9ZIX}OwMBer{a`I$7PW|KQ7u>VM@q%m*naZR{g}73=ZR*$6m6(J< zKHPw5*#ClN9yE|M0k&7xL*Mz4WtHZy#aiyciBqBVX0}_Xw#l=?2`z9aKmIl;$y*dE zx4O`N{;);J>K#bhzhca~;`Z%ZSY;_$0*ra_k$DyQmx+bT-Wp5hws5Fy zy(`2#5UR)nGv0jvuyo}P@824G*?T`pmh}QAWvD6g=22lYtFmp!cKGriH-g-_2;ly} z@dt$}ZJkc8*r(Z_Ro=LOPXC2gB_UW9rzIOz0@FoAPBU4avYasRAb72E6MG7{94CjC zRY=@_ShHvD+xEXefWQ6+qlQ;0yo_5mG~A6nC{HBzK5m3%Zh2B_-AhNExJ)+j!*{6C z(|_Th?2Roep8mO>eMSt(8^3(IY`xklBvhcYj~!T)hx8krLkA_((qInSi0R(So{|WO z+%GE3(Hy{2M4l7WpukcUWx2+|XK*sEFw2}M97u_NT~CM)fd=pn(9&@8SkuuQvZ7#Q zIWu)a;RMj;qtf^b?wnibUSrx7+WhA0`+|zbCc_~nCPnfDM#$Ys8dU%l;8z!ZM?l5( zGE*J+e1rG(bv?m&juC*WZtl2T?VtVS(USf<^1lC4o&LNMxulf%X{ z&R|+}=m_IBt95HGY4PAM6AAmS%9d?K1Pi}QjiB=*F(EC&hHs$oZD`5x)WI^@k&>)4 z@4DF+=VjC1-z}izCv_+0$`cx{VDWy9(L}GE3uJWLs?r;R_s1L>V!G>+Bn>Eg6C#w5 zm?K>rICY56us)zyj=v})ti!zRTmbtDQAEBWZ}5AWYmOhR{HB9Mwi1w&6fGsofq3(W6?J zZI>VZyw%F!FncBsaLB&@3|h~Ou6WJpC*QJ$a=I_cPL(`5GTl{tHGFQjDVM>1_ED(8 zp?I6ympdF4JBHVeJs;XK2>3U(KtmyoEju+h31?n_`%&o7eW$nyuIY`#*IE~N@o!=& z6kgQx`0%3}kO2q@5-pC`*AGku=9X+se2UO(i7}?UnW)_BlaDCV(OBr$6-wM&M0o^Uy)g;q}lLgb;8n?_p zGr-Ykx`3NN-_uYu0O)8jO^^pt$?Kp+~QJ z;pe~-E34w-j@+y-Qgb?MhZQuaf1R$~q<+%Vb=+IM9M^2l**JGGAK=4;V^Y!D$>u?# zhPeRu)?t?A*Y-JU(E%RYZlU16|9E4B2zl##~dTr~B>puhc9Oamn7vxZ&n* z5}$)Gt@c~aOizuaE1%S8?}8#l1zYXPUQ*tGdsd z227%uuVtf?>82`*MiRre_YZGYDrauyi=Qw1L^Yw1CeXn3%r^R=@|m13w7VU1%brKV zV>he_qi}DthuuK@&tsYeNBr9g!v17kXsedNYd_eFa)l#RWtlPoftMyr?IuU(Jp;RQ zL*HYhr*J~SNpGO&=P{AE+${yEe7fvsP{}j8X{yr}F0OVZul_0>^Q-oL%v$Unu@I}M z3X_{tJ0hM%*{+;Z z-hG~5gAcn$6kgUjv*Y2mhf2(>z0XbyvH_fN?s9Gu^&;wRp(=ElhvMFkKXb9Ql?l=% zlJTBj6q}0zFY)-r1bCiq3!uLjyU!kpAX(J>z-=3V?Dh5zK4WWs1AHA7v~Ka z*5)-2#7cp2F7PW;uXQW2pKcA+jCpeB2}|McK&r;)RR2J+tJz??LivNM7ID_oKaU0Y zdB?EF+)h4YJKWV;v?Wp9>|39WZ7sb#V$hpm12L}{;xw&FAL-Xbi_31y;O~E>WLa7n zrF}JXQ}3|8!n%oC&XJEj$`VD}DsK(1!r-0||H*H)-bdIQzH1FEar+&7r+>@%e8u!w z#|KL{L)9|F(}f#+O;xq~v91F4r23%~As znejPv%eCanV)?_UQ>Os?&y)4$LoNTrMYHpu(X-<)@#m?FV+t-`3LL{pE68bEh(YBc{@B=> zQgCK+qER@}Xk!&O0eE+ED1_1d%-eSvkA<+c&8fsYUw)v7k{huWa(auNAkFb${Gg6TW#t zeoA|6yX?5@O>~YT<^An~Tj=jAHka)PFBi&K z*6w;{l-}LGusM`|)v;Z|NsLmntr7J2OV|EDS#x3aPrH5T=P8sPjpdhp3_p_+6;gzA z1nG^{GA=gbqx})Y0YATJX%VUR@ZTSE>Bdi#%(V(z7e(GH*-g1p!uv1EQP;bY|LXY< z7D2N<&6aBQ{+@KVN&dA$WXF*o(v&#B)Qv|y$XkvhRn-Ysy{Nc*I=Ld#wI5FVh9Oi8}t`v%YRTGw)$8&%a#wuPEkiKd7fiM_ArAImh{7Qj$YvKPe@n zwGLHk&NL+bkk{9P>RjtDKT+QPHaE4%d!+Yo)D7u)JeEI-%u-uhn=a#e61+4~{y{S{ zalgr<9lh|DEye2qZ)+S~$|oyHYFkje8Qq&c)0294?f51(Df1QGFeW&b>a{8Q};LLcv0<|vM$|NNXZ0=%~dTU zqny$N6+c1JcD<{|Fv(Pfl*^{r)=Qw{O1X+qm_KM_vd_{M}GqjIgPVwWz`Me;1|P0jiaK!24GK1$AxJ&h?Vzy|fL+cyTzkv=Y z5n17(?rITmy1RU zYCsvH)JMb1Q-D%)Oh%f+FB%f)Hc%+keT4sHzrvy5^OT-G6r2W-cGH9okJQhhF@X0Q z)EI^l>Jcu5N&8;;>a%Z8pFX_$KtHOl!b9y}{LGLR@N(4+KR?gWfz~r6AOe&Bww{Nw z<~&N)EHDegUPPE2r>nigI|5T(D>iMs(0rx8F~EL-|U_ z94$}`Rzk9Kg?>WSQfX0xBn#PzPN#cs@`WMKT9q?{j~9}r9;o?VC+9KpAeU<)MdpiN z`^VcmO%N<}H3t(?#A#0KRsKh)JKd26$8u?F?9_fp>LG3I0Dy0Q`wJVT)^O^ld#?Xa zisPQKxVX69Q~P6kudmVe_!cSvHVD^6OIF<)8|>J1RGLyF4meLEe(BbqJu2!x^hLU3 z71dmg98Xebk#l?jv;oHtCzebni}?#+<^;{`zpLr=2J(Iz2#R~UO>Ghpz_vE$nV-8F zGhGpgL^s`wi}piE7~~4ro*2aLSBskN;{zF0ok?QOxD`=9@$vDtP1R6gSt!VJLpfJB zbvvcU0a8thFa_#+dI1xYcKY(s{a2s8)=&V1@~a}nvJwPt#)umZpnf7Zr;LxRlob|D z4~K{oN);62`{%y6`i31B_kw=QmAsu_1bND3fk79^^2c!13 z)mbN&63$Jsyb+B=j0k-IX~rEEarwvVmz4v47=DzLBnsq4y}4JnzL}Ysm-3H3?(dK> zBXaMC12BN1>8A7`g+5`lD@0E>%#33RnDXGq2 zNNqQ^f3Jv9t&CE>DF&tZL&XnykCLf_k01~(Q!S)hGAO*N_&9t- z&K&l&-F910StbUJB*0 zHTIVWVhVaz-`Zr0YN>+ZYU7B3fq^Cb@>w_xc^zGtM0tB@2w^F!Vl2l>uudfspo?0# ztdyUidR_Zd9E~HvgnWiu-07#tKXI&l!PmHzkZ5e)yg3O0M55P7vkr1Jq?Y7yzvzsM z2nRDM%J`SML0m~=Z1bL)CvJnKyBL55lw7C}%uFkn0{$}y)}a{3jxy4jhp^nn;1+>q z(a;CyO)s`9s>K2!u4GV z)*S)}1E@&#IOmUVC2{3!zzz8Z{1QP=ObXh;Bc&Xsi_y_~zL(3DDx5fN7BiE@Ex22* zCd8@!-hkdI zj4*_tUCN2DY~Uko@^A7-kRHN-x|O1(6xC~dsLtV6N>3T#*@CLJ$}Auc=)v8f;&QTy zpf^YjFtH<@`WmDxLQm}#RJ(mkP(9f5QN%)uOI2Lyb6mz7uxzCOV1$6MB|0`%kf2Q* z3AHckpNXxO?iL~SQ(m79?g}@^!*usIz>Mk?GC42g?_m~|P$>Vtmvv_@DGXa-SaaTA z_Wi&1|Bs8U07bC`{)Wi700RaC#!_+nc+IkdMn>Uq*Q*?f{o-?c^A;eRE-}35yhpl* zhGD426$ds?9jR|oY&j__0_a8meEWDbucqAaVdyka%03g@O$<|?<3!QoKa}sDhjnyf zladA;XXHU`brP_a4Ars^iN?8x4t(ST@?lU;_}6n!X}FwBTU#43(8y(kjGH;oX~H5R znlNpG#VikHjskS^hCox8woSo}wS)o26uf@UWf|CX)0)S}=nCFvIOT@k5>s*H-Epc# znHs|Am6#kMKi+S$`#>p$^7Adi3xL*OL@bDHl-fU&!dvfg7$#z|sOR^uhYuf))=tpr ztWUQ)`SjBzX%BMK`-Va`^N@&j|Ys5AYVB&^3+AL*J7fuH1Y4(h1xh_(1HSm+Pa1T{L^1AyY;446QGUfWaluF7C7+5Q8&>k zqNSjN(9wcikq*;=*dGLiS^->Log*}icPS1p6&u-ZAt{vGH_L*)-r&4B|9o zNrSHQ>@sh7dTO)4$Sq$lI4u> z%fBOmg(5sLp}>2!etpT6=tw%eXUt4bP|@0*s8W|HLUoXXX;}b+M<}|itFee7z`Ml( zvh7?(g#%Ql5VSwW6Z9MVadnqTwp=4>1=~OIinrd80Mv+xyyQ{{g)9oFTw1c4Hr!op zfm?z+uM#-Bx+xBRPy4XUUju@II)Do*1!++j05xs6p*`Re4WilDPQ}Zd4;y#E>C!AE zuEtlTmV;*am$ES3{?m&TyJmUl6;CVt7(;Ptbd-e+Vn)@q#@gDc>Xw^S!o5anm+(kz zT`TRh53*A6Krh*IW};bBUArLov_I3((NLM9FSZ#c6%o72pNg-zpf~fe;20XwjkCB{1Hu@O)F#kryM{{Lc%6J zF$&ATwhW+4yJ+v3X*bZeF%X>~q*4usBoXwb3Jqd1sacD;r%y~hbLylWy6+GA8tLwU zfB@&5rt$x#K5X{BDK`RITUnaC*SIO%9;xpi&sX9)CifZa`mqR6vQA<;dn=gOzYH>V|Q{dB)n{Wn_41ddAuA&bA|A z&R?H%bOailM8_a#72M)w@9%37%jp`=u0CoTiItyFo0BaZhn4l&gXN(4y5%<5-iG}z z0YBcfLYRj&{T_bfT$Ko*d*a!gj1EMX5K;L8T^j1u-f2iQ@u#<^!K zVXZXbcVG?Nv|;bHH(x)!RQT3FjtjQPq0TbS42KDtMis*d0EVH*{s!ZQO@??4^*1Z{ z32DMjS0W66g!GnOfn29F8iFoYW^1|}pi3r(K2F|vcrZFzbk3IyHMBj1jcY?Nn>Ax}C zeYmKnHhBf8)`2X;|JH%A3jaS{haqow=e}2}+wB?Y PHx(s~KOX&l^xXdeO9FZ! literal 0 HcmV?d00001 diff --git a/r50_piles.png b/r50_piles.png new file mode 100644 index 0000000000000000000000000000000000000000..02db11ab8fc8900c1ce9728e7d30a3d27aaf7830 GIT binary patch literal 96004 zcmeGDS6mZa_XZ53D4-zdje-b>3W#(C1gWvnn*xIL-kXNrRaBI!iF5)gO=@T%hEPRH zfY3VxPzW(VD1i_{2)yI-f9{j-;5&H_-jgT4Jv)0Q)3Rspb*<}KYu-OH(mr$g(rG3p zrZc)a4^5buPH{3ZotS200k-hrJ)?oI69M;i&DelXB%8}SVExoH9m@bFCN9Un%du~u zVoxTfD@?i%@0o?>tl>NpT?kP^EA|z(P1s>vEmz$65R*?XdTFpL)s=h+5LosSOBKh% zcQ3nH{%L=&@lf=MO%L9WKB2^C7I>%2;*dM>hYyO+*{cjzY^Oh`5UF_oV1>deJ z3xMCY^Yt4H3`a}^ug94-8F48kTpVxbQUK6;>|9oD2 zF=-l7{dbM2k$xiX-xUY8Q=G^CyV830AA#flZNIoGa_7XqJ3Y{O#`bUf?T3Z4|F$`< zwq5!SaSqW=tq|4p?2nTr3j3IFe`>6rfxCsRA=cSizk z#iAu^#t$u>pP#Q39`b)Df3Z=G$KxA!hV^NCU7*~|%uN0!)z<5;9<-jJjKQOCgJ@7t zSbhle|Lq+b$Dqd?ZEPctcITUi(8qkP-8nJ)2#E`}hL8<^L{V`e&LJ!>g7Rp6?&PwT z{W7I+C8o*FExv{2#Yv85+s}PizSGp`Yqc~?-T{UZ5Zj7<@Qm&Im+>Mo^hPtC+{P8X z$+B^V$vb#sj`W@588>4lOpfKV^I_gKz?r=dCi_aJwfI=Yy))*r>H@UWA;Zj$W8y9Lrimt z`$==h7I4%;*(h=PE@`G_ZBghbbiHxAUya-?O#3Bt_)7%i4x&%hSyddQACc|lG&FKW zXbY^M4D@<~B(UMI_nRiNplj^@7S>sh<&bG7DmoMo-wzjrrV~!ZgQTu_Af{9hUq&-bfW9z+fdE8sb z(qy%B*q<+PWYv~!)z#kr^i5e=8Ev#!1A$kJSt*W|U_^tCh#*FB$a3<(6Vg9>;p_*I z%*dfZy5QeG-%H8L5~4OD=5Nn5A2But*kv0(1fyXhVau8BkfkhNuFGl} zfaOtR?2K$|&i&g@{;7Y@Mf+=T+&w+TkM@L)7DX^?Yd#PcFRzs>-{PVolk=J~_RWpW zr0#AVEp6?P*6YUO_iEZv8)WLG4pl5+N<2sm?H_p zo2f$i{DrVC8|qVIEn*R6RQJdw4=rtKv7Jx^;d0uXUX4n2ovbKHQa9u(QM%AXS7I!@ z6k%0L36~giD@}4MrF=A7sW4luFw4#_8SOIlO)j4HC^FG49jj@cV0_itXC&=vQT^Rg zdy+QbQwL9R-=Yy&eSIRVoHo{`rm7oCt$F(CGNJ>Zyv98zU;tx?BN$Ww<_$Z(!N`5_ zWH3py-W*+TU*Wd{NBV4&!=t>d%WP-tXQC_Y;pwcaUvy)tq zM3#aDw9`v&Sf*^sC<}Kl2=dWy_>U;oPHuSqk5WQ`T>mAe4F*) zY8|F1c$>%r( z!&C2NC*hk6XUb*a9QD$QX(6l=B(8NI*BPVcA!l;1Sv=V|oiZJWN-OwSVD4ixSBKT} z7pc`B$+Wd8E9vVuCJf)7va_9qech{FU!a=T4jI)B_3H%O#)d~Q$Y~98WW=hXxji); zVKqSS3(>=?FtA;nq}7mpOB-r%aKqg0nc#5jWEd1#Q+Wf@QMlD7ZQvH|DHp(wmP1xa zrW3A{d%UrYWGhjE8y)qmBzvl?%rm6HGs$e&%Y68fZl@LIX<7H42WT;$VUS3XQ=aZ! zdME~U#;xUgxKBJ3LyJvMp}j?+&SiXpmPXz#qGKzDhjHtMrNG7TTQ-^V&@y&(Z*X)- zr4+|>8<}8?#r?58SqY%$+gSqWi1ycTge`s4Cf9=KwX40w#l_ISwxMBJ1*r83O)zs! z5feyTTU%^TkDgV<`0bhKBWlbM|9Y3Z#&+f!@M~|4aWol9TM`4&(l)r6T9d|Q_rqM* zQzNOrLy)6eQ;S4OL?&N0%Fi&x$RDLPl%s?9jT+vMgdC+UaY58zOR48OQV)I!@z8$r zLXS3u0OPWBNG}Ux7?bC6uIa+l0Oe;i6(ZsT}&?5-^oSdT6 z*(D9>6GcImOr#OCp;6x8!s?r;%fl}d%P;HIYQVIdjaMj5o(e_79&3h8&0=F-QLCJO zG!e2&2vVm9lu8wuf`0v0Fb}UpTGLZ^=&`kpM!)JWH@21Y9oTbrR;wW@c;)R0 zJAHGDTFs{1wfUBSZypun;{$!42o1k%gNVagY)h#Y5Io*xW6mYK;h=C9=`VcJ;&$u) zkw$|qJrYc|#$;}Yz+nb5c}C0qV!i2*T^kcigHlq#kl`gpL1sa!iyFoQLWf4)z)Tjo zj(yrt5BGnB^Eq?Z2fkYr?fwWi;b~F1eWbubN0>X$$k@Y!r`IcE2El1Lp zcf)%tkyy$&SBc!wlNl>qMLHT59?mda-OsKk`cGFPt8I}M_Vz8~8^NrrO44XI+UJ($ za;gf0gq$fWoQJ#l_=s~u*)ubqb}y~dYCzxBsv`zDy})1%Zfd}iiL%>f8+!I&nCp;soC>4rpJXm)7tX2 z@@o&NIu+xR^s#8KF++ychGB*MMhj+Ura20ZgcRcOi782iL*I&TNUVN=14E*_D0+*B z?!VoTs#lHQYM5IL!`5JbRSDKtOrR%N&~{Yf-u}RtQL)|I$mI}MzvmXqyw{av{Jkd9 zxzcQ5LIe0RoDIyn@8EZ2nnh*7jeb$(?4_}LQDPYHncXkBTFxp6FUcl5RmP#$eur1Q z6G@YbEiI0`ic2p@^+Et8(<(>=VI@ofO1LmqOFhX=T{y{0D{Cw<(QNoqiA!B-Vm+jK z=-Q&Qrj>A0omK;%XR!S6nu|+;kF~dN8FXAnOc)z%B@9bUu9sICHYywI_b7wz?@ZU_d1dsbSHE;)S}i*v zz|T=pAC@XTAy}al-~qPq%gg8styYrcO7|PKdXiChQ zHEJ>0!lYzpgcuY+9(Kx&q*+=gEdQz43_q6)r$ zlCudE#o$GFA?i&_tvX-_l_}8eZ$y{*b(f<`mm`;&7`3T+yWhjkz1$;>kj3;Q*_yJ90ZVYD2MM>Qn+ zmTvi`cbVi~S?x0LP!6G*IR`V?(Cxg0(NXstgMPHKtniXE!Ff#3 zQwyGm&wT80utDW?hhKXUrUz271_{J4Z@S{8;NHggQmz0*H!Rq?DG9sCVVO2TU zPHvi4&xhZUJz|s}4)nrLm^hNV)#}WCl8<1~m+BJ19o`1an~tU5_bqvOpi>=7WD_~` zCmTznWpgMh)ulPRJP?X^5)Q5A`Tdmrj?KXGIlC1~!IXhjMNMZXWN666=~`xvK`==# zctd8Uq@<>(xYtU*&(L5^KxZWcS~%jWx|QqlE#(&DlNcpeA1o)^Sd}4r6vIjuiXlW< z+E(D(sGwA?=mqPr&BLzkmk~k(mDT!|G51P%tYexKkERu%v-01RYQlCPr2NeCH|*nf zy^5^n!7KK%3uL!dO69g2^$2@HxY8V=pS`i|Ad*gbY(K8`oUg9Qu-6plc;daDNg(vA z#i5;#|u-sGolH$Xzk-)0`UH_^zvea8w}# zaE)jh&W?`xY3cK!_MM$7nHe5jUbmspUI0EYKYtE?=3zyAz+m1O81(sYFPL5usA60^5g~zF9}$n| zp1QM3(k%qv7+d*bCc(+0is#kU()8Z`=ZkC3@-~ zyA(Vwn7T3Svoli8>p9-*ygutB9l$=;Cv7I*@(423!&iSb64YHI_BMa@ z_4O5m!v;f(M=-;~;N|7C0DKR)(#Eo9tPGDwq40eJ>4>VToQ{r~w6q>8JG*`|*~Hu; zy|$(%Cpe;lr?%#Mjy?>(6V5-jAzK{T9`0-=F=i%#pwwGQmzk7s?&JB(^$I_J1;BKL zNaZI|SBaDrBBkeWoVxAJ7#m$pAMxpTcUiL0(pvFE0Ob;&UjaIyZMx zV#{647KoGHBA!@4H7^xT0CynDcN;uwHpSqb`OsH&$fL2dI4w zx%Rq7bx>2>QcqDAa$LWY0O?E>N$<(*=8+X+AhwtE@xc^5QM#6PZ46kBPF=?yM$zR0 z7Vb8r%et?xP4(F~d_ui>(+96~tDM0`K6a78ds3uVrvBM4F*cL0DbDO1)$xK-%sM5B zDZ3-yyTg8UwN|!(Hvjm<7iS$n%R*bOvmsmEoF8B8Qdg@mK3CI{BQO6eB+sD|m@ zNOXEfFi4W&)T=wOuVdnCZc-w~@cQV7CnbxeDtPlBD==^35V`HG3(u>Ih+W|+j zeSh5`#lU@juUTL^=mydN2btN$rKxh_KF)B>=4NhXnn|k0u&EpH@FL&F_vf`lFZ@{< z^M-@en}U9R#eVtv{yli9c5ADGfw&|nSk&g+FvUjdbHCYV)$?q?>KkFDh{7(eebrh| z*{2(<2uUIN7*3ZLa?X`vi5SEXF&-?Di|`EJ_wEJzdi;*qtj&hOdbSp+ODMv6Kk!{X zv9=ayRgqe!WiB^tV_1gDGH)vXsHa-d<7LGdtJ|0K3^JFmX~-Jy0b3=wCP`HmjM*EN zJ=K$xRCc1JxP|B?%Xj2YMtp+s+>+k*iKeKL4s{yb;2L)q6<0y2 z&Fkb(_dd*rkukN3h$mb74DWF~wnDNp#5%jaL~;J+EOdE}yd{`vWJQO5jM8PO977A* zpiKI&BTa4R6wbD_#o|qW!E#u3D|VGq_BQ>-mS6PqSHws<=7o6gf3t%}f~u7b>eOxO zOq=EuXJWCcB@?}%TlHmQ^=~5-37T*VQ&UWLH}$ak7Y+#D8s%xgigUvyj6sZ@a6n}r z0PsvqmlF`z{t9t`{6;6YGIK2retCd;_UnFsu6i~AAj`9;0PATQjV6861*m9$_kIw^ zX*=S#zA@hdO4@i_a~R%M2?DeptSv}fP95nber;E8n=>*-ZW zMAK@F#6r%M*~tHhz-2KMIC&d%v`woPqE|<*2jrpM7+i-7T-SAzg+RGNdoP8$W4Sak z><>EZ`^aSQfAGhm(gwqAtX8c7vxNLdww)ztr2l7+E{)ylgCQZtV-5P$!17-K`;gLd zI5C0a1)|>zZbPe7@^ET;zn9`kKvjiag&iX1UwiLB zV`r7H2vD#Enno!muBT*?`(dY&omM|9?W&t6JnCb?*uf8YXIr_6LARSgU zqXyH?x*^6U>KS$GI&OZw2hF%J&xWk@>k-PzH91fmyK)%5urUx{n9~TB3n&X%RZ_O% z$2RXbugL_vm#e4k-&gM_yjDgquYKlr72zgbK{UUF<}cYOEtWIay=7jYI&4_{w8x9C zmlm;|372tip6l0ROoOVm8!*isE^gveNUL50e-U{ErY~`$w>b*wwp>q_-)`k{TmFN? ze=~6&@f@GqfBzd$sZEQG@IT*khi!H6B1hkIi}i3JSxs-P<<7yJkwU#g)+x)I)$Pim zI}W=-b9tG}@>A+fs!cmJ!?qZ&5QI-enf1OTF10R#G+JgcTn^K#-Sx^suzQX#50?jz z2%JdJiZ4KADeyv;O=#Qb@T;hrJDK{DfNVLHmmq1X93!qAvmV(GQ%(@q$H5FZ?Gp?o^jLNFpyjR>NG^icv76Un)7p_9?LDoWzt}HeqC{ zq<&x~fb{61q-0VKs6`3hq*ze^?IV~>s0_sx#&!6DV zE(;a}zz}vntMCCnzth+3tu4RKE;^r(EK6!)iiMnpUGH9~C^t7HF-1vEMFrv&q`?0m zVyyODw`KOFXSXo- zC~26{ZBlU5qohC;N}UD2ClV;x#K7KqoL|w1XMx?u@}D6K@Y-aFfNHP=au%%ecgfF} z#P_!Cr+A+=A(}zPylPZDEJ`t81V^>hnf-(@mui#o`-sM}?Npa9kiI7n+BM=%&yZGD zlS_Ga;%-mrF0?SZW>z+(!@EU-WJn+8J5VV|Gt1I#%1ksC;YLF;)iKSsn3w99U&N(N zGq8(_vK(xzgqU*&2e<|Kv02>#1BOd`TewUZE+c|CSuKeo)XoD92CpSU~Q+; z$*;$I^lnQ^Qp(E}Y8$4zdwO)t&8;jgJzax>@>_ywB%_w$QrY4s))<{21jmgh=HT9L zqFUrab>!MOe3_x0YY1<2MIABsQ`Kng7dYLt!@D?I;T?%EZy;Zcpk`%t1<0)gZg24ly5E}N6vTjka`}Q1F14eD8W&*Lv5Hhd=1y`+b+PE{yiO?;uQU-dpDPe<58h;jWO9i*YtJ8W z+G#&Nk7@*?IL_H>WCD_9C2PEqoeaGfw>nV#sKRWbIAKPq8J;8K7wEQ%zeid{%5B5a z<#sDJ3dn1n3D}A;_X)>c0WC+nGN>_Q*jvjd|u>UJKnMmseAyW z?4bgQ!?$04MW_U=nC&yb4$+9(UjYK)~8J-UJ~*Is2< znUwh3glq>YWrL=s4z3RD;=P%F`ji~jOV}0T=H^QvJN346B^4Hs2M90DiA&0l1ThA# zQW28SDVS~MnxSi*D%8l`f@j9r(nfIL_sUbAG_jiRfVP}kEhUqb&L}iQ+{u0O28c-8 zMTMoEaQdl;tN#M19@5V+v;jv0}J(fT8#o8ReTD# zRbNU>86Bxiaw)us)f?*Z8tT?VW~Lg+OOo8oXRzhv^_Bb@R+fC&l@*V)bTKk+V-5=B zILNwsda40Wx4WGyMp%eGsYKpvZ%J>D8%Q;7wF3blhca(y0>67P=WwE!GL#J_4L<9r zKU^kWQ*x)Nq!yTpko1Nxorv8nIH0BAr^RdHea;;7J8)wYpW=y)LW`ZlK40W~6wbF_CI=^nog|`0R_V_@eh;QSj$O}2 z$x{1gvxU*gjYRQy71&Y?11=}BgMf?1>}YH5GxXLQ1Fmv`4(?x$-ZLf-KA7*$RTqQw zT@RDSR~^%Az**Ua{_0oT?u(`MhiH6q&!s)e4O^ZQ07YMc8PSdg`g{a4Jt}rdl1E1X zg*;gHKXi*GO+-tJ8Rc~UWl+n6!@2q16#M3!&W!^j@)Fcl$5jerUm_x;FJ~*FDXo0) z47~6~F6oi)^|8(?nKw;#%dlXt4_?BWK_UY!3Ypq1%FwQ6l-SWCRSX{}ptVQJVTVIY zEAI>B@)Cn<2MvsNAiUEU{a#FoB&N&)y3LMR(*qYmrTo|z&o_C;s;tU)tSy~Mvyh0r zVp3@G_JfHyJrxl>RmrvXL=)HPE@-sj+mX~2*1VKj z@K}6UXKGwhS6Y)6V-E3(H7;zJeIxlEx#qXeHreFbX7kp zygCA8{k|oPCe;^2o_+6@oR`tP1w{uOEScr1B4h_(Dj(k9huSoP1L$q?D8e6o6n!uO zMd*G%8}J7;8?YC;Yn*E+iYowJq<#C7Zk)T*d$=s7Rj8O@QW8XBcnIofafvP>({4YH zkPF|Dek)5C=XxkxD8Se-=$Y7@0OVQa)Y-95?Z+$Jf)F2%Xduuhcoa#PHa!7wa*$ne zBej)z9t+rUdBBcu;Dv=~?TJYhZ%mP5uj-{&xqfJ7&rq0qtW z@$14*2&gFyoI0`6ZXniT8ld9k%dtgQT%mXUr?Jrsf6sdp@wzt-&u9zdmEH zenHB;GHS7B`4)Wo0!$g&xbHRP$9Y{8KNAZ(t{KPG(lnG{Zr<~3!syp$3%jZPqjd%F zplwKM+ts~ozpyan0l*dkCKlPkAldM#ouaPevbiD`n5|b1=^HVoj`7hgd1U|#=9ZYg zd~>?l=Xsp+j6|y5Un^a7Tx)T0k&mC>8V;D)#H1u3Ik2hhSJuP`F_3()Jz&p$HXPvi zrsp+*1N>STyWYp|0|a1#>Z4Z`^5F4#AgL_^S28r`*X>^1TVcLB@TAqpFGvR7*8~}{ zFeap;EP4)SwPLvCQK3!24}1<+w~r7U+l@w(1e_UsJb*9?Tg_+1A>kaXIQb~!VC3AIMGjrp zNF+>AbL)PxkbO^n%H{6-l(}pGzuWo-jDe&$MG#roegJs((tt(x@I#aEqzDK&zM3c! zB1&`UIrsXqp7MzwZ;gu8PElYRpTt(iS5SnWAYHlJ6elh17hg8(eQCnjuZqO+_Vng!L(m}DEcM7Ihpjmo2pQPr7wf}o9Rq;wh?83u}7tB_OWS-Ui(xCD2 z$19gB;;&V7cRYZ)^qlDcTWz0M(HmGUKqcC zzdYk$_Now1c*s`!#+ZKdF^swU^`7Ggu*#C13upKS(R-}5pxRTwTvGk4GRXowXMx1T#OPDGu;R|>)=YA~jOeE)~_Dk7guRI-$nYE9$Kh1ndD~MbupzNx z|1=KqG!88!)SrD8JMVio@#Uk$W2AZWV|}xob4ASbh1F6>2h((mE!*V{|kbmv` zg|>Z)??|$suX|>ioB2iJ1l)IJW};8&vgTrFgqgK z(lIeLEh$%siHjz`S58gKdcxY3{HAt5F(!qRKX~xXlFIh&yHV#9d=!Mbc5lbt-DQ-u zB2?R7q)N{GxW77)O^TBF-pauai>jZ}+|ntneCygf{pz89`j3X7<&8hk#eGJ| zFL(P;j$?bSxUBRZzfxA_oOxzu1ShK?CLZK4$65FG-L3-3uBqEk$)7cti`Ug91No8E zey^j$_rluO{Fxtj(H3X*j5Hc%dfwN`al{I$1_z#ItFUj$eRSjXm{*}Opz`0pZ)s_% zt#)UD5>AzLsH1O_R5{ml=~sr<+rBcQ8sWazgoWFGrH-!{qFG;$S6Iiv@yr*9L?UcD z@r=No4}TtP#!m3=RDX6kb~2kiqt=zvTXMpwcDl-%#Hy}bp8TLb=C%5(*WD-n5$4u? zcayMnZfmk!{o9H8dp9}qrO%Jbu+=pMtBO*5dnwKPn;JY)1*nnkWbAb@#kjReAE%sK zzjmkRJ|h>&ek3GSk&6!|8AIY?Pvdm_>Y=Uh{M_@OsNX-fpIZ3DbqS6mtqH*mT)4Q@ z@GD8D;&*ILbH3L>4jaCD_pZCTjeB!5KZfz{$mf77Bqxxyy7H-yIlp28>0Lj`Jfb-0 zdF35}`bw=EK%Z5en|x*Y*g?!!{0&R1zN_oClP4GVmY}tn^6qLgNW$-Ddv_?KN4Fe* z5DYS^UVIcrI@gLGBi`j4f}8jrpWJw53$~J`dpggi5@pysE1beK9eE^He)E^q}Z^h7w%*MqMNd6}{;o zFQO2wmh-&xWt5d&@`w1-0Xu>1EVUx-yQJkCj;@8u!&VmVhs^ZIWj1e%a`S-mcO-fQ zJPi#L^sRy6FqTN(#(o@%X7mlUwU=JpW6NNdihFcxaB|moiMiCe=+fu@!{Ha?1%BTD{orcFFx4`R}>jpJnYrB&%*Rim-BfoyGQfh)$&Fg)p zhCNHYCY)s@glO;We%mBT+sF9pGkN&O1lQJ^^*w*7 zerfI2LL#fhKXZrGmd&m;Sf|RTVXCJm!CAVIsgril1y%2|y`t*) zOa2$mv`IvcPgfdCF8o+A{CPo7WI9VHNB&&ZgyE z5BR2JMFq~rr-0s3Be~ozvUrb|JC2uI_GR5ppluVl*-l(k@HksiQX*yBpkNbpO;uG@ z;M%3zUgw3i5(|p13){dpw+FC77;$m87vFB{e9D}{O?a>b%tg;|u=`Fr9IDp8ebbo& zB0GMG^7N8pHX^k@l(fh~S>25BMR0K^U39b~tpEBv9`@kDOm%Hd11BqGC1|Pr-u!rT zDKEkZfpDAqPO%Ef8y>m932{!CSaro_-4;B4zZVGCTlBKta&mT7eI5IjQ?O^DE%tr9 z%J)ZZ#ts)*0Ap%qVKFj0YhY?>8meNJ65@|SD9NNJeEW6-c;IKGL9d;ioK#M}X5qSQ zK)!ka(&=Wau89;qX?;4QHjLBWhyLn%4EOtw?{iXPc!Wo^ovNR*y*~a6BeW9|Dv+Bf zGfpDZbvf5-2u(+ng8DB^h(9`?yV2Z?b4HFtO~(4Yb$qm1fpbp%JdS6vpOLj^=NZNk zmwslx{JfUoBY$Od|BhmIUxq=BBEeCaaQDWuyZ7?d-#{-hl19V5N+{zdgo^xeYyN1P z)msyM5qmMOPO?{5P8z-ZddFhoUjBF(-NB?>l83ILaibpXaO0iqpLQYgBG-O{u%G#_Wk7x1B*>UEnTRt zyct~aXg`0eb%x_-|C`WbZWp^bID|FV z!uTi70uOilPsGXlCZ}!ourQH~n%l`9C`A zTw$82&%_HW`pU&>6&AYP&bLMPeSZ9aSwSgVv~qXHof(aj;{OfKWH?&QNOyE*G4y^f zV$HoU7&qd_ot=6z3z5kBxKx6vkM)pUipg31wM6SBAMcRy+?P{m36EGU)=$=s&|{L! zRek=!Let00nARWG8vN81YYQV}`bVb@uPEQY>M_j{q&fJV?~;{-PFPPHJ&CXA^yt0M zr~F&>J+C~h7K&$#E{~mJ+Zq3h&sSd&EmfWPBoXC)Lp`VCo*2)9BK+BN(D&+cf@sNO z*@cV6lQS`;>K9K3f7`1?Iy{25l=RA4C(6J5+5JGwwxcD&S9a81ve*D88ePMAK z#qGF`j^!mv)|Z!!hff~j;jMXfuO#TF6_qL-o^(iLF}u+#I6_z+jJyrb*cYRMd}3AO zteu^O^P+Yw??~18&L{$)%%|ihz%6F91ib6B_%xv#Ano2^vqg87F>)=nT7$ub}( zC->vt*DnvW&v7KXU?5VMnai*dXMFg zpB-wxuMu%tPLLyR>}C6Mt7FhYo$~WZt7UW6m%~ifxwBty-TQc1r|s%FqB-DXyn82r zTWJi6JfdvW7WkYJI$V0tueRQ|u2INyb%E9F3HEC}4>-Vg(&yY=j!#~fm+uQc; z#a7uoJ2v}_S>&lB(YA^qSo`B$hg-e>rCWmbeW!dT2gg^+5fsbE=jz}_8^IMk)vN#J z0<=?`C(NICv@%6y*-QggeqKRSvns4M^V(!Jb5HM==4NS^rL7E%e9JsX_}V}ozmKAP zhZw>vLGpZk<>#e(}a|b1OKb>EyWotzNOZ8Y`?b zWtFu!_w@Wx^HhYfa6wnvqi&y*<`yTCtUo)JP1RJQIND9`1&zqWXP1iaDn4GLmb2$jVy8xe0=pwYOQh&4W{m2vGdi&}% zTjqtz@<6{Rq)<7JckzdT+#euP@!q>o`4{Ioes9w@>5N}tbUeeB_risacjtuv0AY*o zg*s&pH@Z7Zlge+{I~rYBj`YTww+h_3_(86f>rFL%(^7Xni0?%g{H6Ek;y@;0bJ)>@Myn*4_|KI;q=E_`?wD2Wq!2h5$O(yX#O z)Ug2Z=_fy9D)+d=T=PZ&v~%J|2PZl1@0`w!8rKU5U<1-_Hs+d$BgI@m@aQjf5fRxb zEGXczkAdmld-*2*bnWeSKKG2+KfV7Al(vmqPuXw_ z4Gf4Ge%(-~W{91vA{joVv5i*T5<;7N8A!Uhd8}%qN#VtSyW8FI%G+h9V4=TOnCzRaV%QyXIx67)gM@ zT{x`*EUodDu?ekd{7!RG(>dtyT7&=^OuDu_iUo$H_A#peR=> zkLkx=zpZ?sY#{#EEw(*oR>6JcQ70#-i?^H}em^tO{ZSa8rb3F=1T(XW;9l%|+?Oq@A+Zvh54Ve7M~U#0goH8t;<9*M8qUH!Kjx{`&sadf%CG@hfI#W)G`G1!3vwT_3JKxCkU_J$TFE*!|(^ z4rzwBY^*0)Q1yn4jN44Tug^?W)s4lHaFt) zkm+FetK#(Y;U7g^^>0W?yZGX**34C9&k>C!o#O{kjxZ)FcZE^OQw-&EQAJNaY zeU1fQZ^`}}$4TN>stFG|$Ik2Lu-JKRWu<<2y0p(L>6$W%i$SOUDuC|GIo!4WenVNA zw#m4vc=o3DhF!!N9;qu;-n>U#d(3X~MU8(vqMzeaZB&CKw%)&A*2wjDn6iCzz;oi# zG0B3Q)9rb$KS8+$!r}vqAF+9PeJ&`dfLVowS?_%->daYL=^K1B-@N>X$`!*F7KV%3 zy+&W!3Z1O?wZ8LoRON}e`R`|Up4}0+1M4^HwXK+$*k-LYUIhmQ-3B66t{8~uud3c< zZ1%Bt@$pVT+R(2nL%@LKyYuWyvW&@%tHM9iR-^?>xuxe(Ifi4|OjVXXJNoOqoc|!+ z#@9I2a1u8bNi)c}*!w3>o>Wj&guq~eoTq^v;Y7|vb=&#Jd`e9XV&j&!ta%NA{KGW6 z9tweI{oYFa+88NvGyWxWL_ojtcvJmt_BWras-&grqR^I&6}P1VJNdM=Ejmj}OO1|w zc~WLRG&snVaUs?!_Fl!+FKw}`-2D6zkKpbXS;of308N;bZY`P41ZY5jXQXm6ej21P z8E{V7xP-*%xK~yW0BHu^HS$ki^1FAR{pXu^fMi1;0dWLw589`07|%CHrR)v# z;rQMTi9dCze)=vkQO${PmgA(QDeCQ;LUwUr-~lfInLjDN=5gXZ_~ES^u4h?T=3ej` zw{qt;-rKI04PAI?&z{D7`jY0P@Vlza6r7QgcwGTZ<1);;X7ZPOq&c1ehbf)p*g^t>{_nrsH7pDmJ0+Gdj8X+&G zDM-Pe9#KVh{ATH?5iI%up7-NJ+^>r=Wir>UsapW!tv5}2^=u&UNPgVpu#w>fB9^4H z*DuMru*syC^*Z0)yY%!)b*X94S1b6G*UhWfzC6hI^SY1wB1G{-nd^~+)*d6ed4Hws z*;5Z7wl?XbXrzokf88+aCt&^f)Iy)7@JmU{%DNMW3k9uUzBBb_nBs(a5?oJc%_ha;dsvDuC-UMwbzQVY-XGG(aR-FfKZ02QseX3!tp;IGsa|7@e--U?GY@#Oi z>AmaYA|fL0fw%k$3kzRLOCz~V8LS_Xd({KJD4;;BT53);QffhB5gr#uO?;`CR0wne$HbF{8XY*L!Pkj zHyS85ygVhQwEmbsOWxB?7B=fyI%F%!+wOm(s`=_(?_Lp8+l}XPrUB%%zC3u(`3v}` zEZ@kP694I1Y&`if_OOxT(Xaw(?xUTb7BgLi=Fs72g$%ts0)gqei~J^#t`y^peu8-wYX$(zrmx!ps*kgN;GmeR&n~ z*$U)80Pmfitl~Ku9n>D093GY#PqHA%Wb$uw)N^^y4EbD2&bb5w*aPPnyhw^mVIQpo zvK&bh*nbwM}9=Bj}pQn26t?pQy6yLmYgTHqfiBzd^b$T*e2uvfO)QLYLZ7?t8cHEe>{BG2n z{)UK3AS6Ba)tnYF@$G@z4w-U46F=Yqm5ImwvO;7Ja0&|Y!SPQvk)~t#rcHCpIVsvHTqUSUF zwb3E{;-vn$qobpZz1x0YLPAIZ>uPOny~oX6)IPVfvm=bZA))F7h}C>_P~WAX|CI)@ zwtxt}<)CzsRU1$&xM+;FEoCbYk<$;7ZB&*Zp7p+bF+`3{~HX z*i&k~{AT>MoRt~p2(qN8+TLZvI<~y3NZZic4Y+Ri@3OV|!W*;&ZAG)%m)jo=zO9St zv;jX)r8KS(XL$zO$Pp8Kd0`kJl9I>xz&o({;&W%VOWqPGYD@IbBqU}R-~7z-v0@Kw z)VFzKsetRWIW~a*==$Z2<*dA|=!wzB60Z1;b@=>g+@u5)#*F zwXpYrJx)gNOG_%EzCC|VnxoO~mGr>Z*LN`AiTimp?;Cj~vT-&+o=_2f{vCK*lEn*r zH!kj_=&%>=Z~xJBtQI;MHgQF5wqS0nowd}mN0u)rEX-g{U4T$g2&b_~!NEImQBhGFhkJR~k&==Eu-f8&^24E|C9O-I&j9vk zPqFAkzl_4h>LN#YTb^71!<0kr&@ z-)OAD&UCCI6xeX>F%c1iiPo=8o;(s2MSs7zNz_<(bK~`TR@%^njE>#|^R(miQ$FB* z%g$8RSN!M0l`AYg7zjw~72&MyM2<5baY^@p#l$%|yWKBM_z_rv8HS)b#Fh7q;= z?>B-A1}xuvuwACk!tZxN9_S#+rV@THxAox=NmDdqya3^%0R>LFfl-!WKDH^q@Q#zl z8r~IB*8zD8fHj*A!drsxM7G9c&D)O9NQx(3x2Qeg1yxqA18KgHcGsWHM`m6qud9Nt{#}+64HM2(hd|qDtl;s4Z{L`fx6w7sX)~r0eqe<$X(!yTq@pYRZ9x+%|Ai+;svwM8< zn1| zBbR*q{6=)s(@%6uUC;y*YMvq*UtEa|G;D0P-)ka16no)u5G3)uw!QZ;`NXMf&f4zs z+KS1RbMgiffpJf0D1z|MkOoCmY@66855|5OS9QC>&jW>8chmRmAT(6lS_X^EC z^FAj0*>n+Ypnj%md)IjF@!Mp1DZg>EH910dhUavv4kPf!#NrB#<5yyS4lJqszx_LP zbYBi%m+KJVRDY8WwT7B17MqM{c;+SQCZw0JzUw_Icb{!dZ{3+_&t`H|JXJ|~k!C-0%eOTV<9PY+{VyHfURUlI%8Qc)%2T}h<`u?2 zjFKoyqDC#i>4i4x@L1GJ{B00++k?8-{O^XgBt7>7zB0XegtycldZV&#bqBqxzp>FM zi4v;Rxr48-uRnGDO|ARMlhvO+9rc-1MV#``hkQ(!6o?%N<_RJHSh)2P)Uh5_L@Z zt!jQAiCRgY_}DW)8xkYmz$z=(Dui3vH{Pk_YRXCUP#sr)-|`LMEv2R8BX4RwCr;KK zglZ3*qENCD!w(y8aWri2wOjH3stAY!-2Undm#epmHO)`r8t}{RbJ4**k6ujbNwT6B zu)3r^n6;|R#OjzSL_oSzFl74c*RRhEr6Xfgn{oZC#-NG|Z{C1k%S>W+e9W=V}MR4&~0comhVfab^B>DITCh_-#L>fTpwsSKF~aQ^-ZoxA8ns=^g)QnRpZF+3GGk7Pr*ONnQfZ0(%Jh8 zSVF6R(A8M#2VUCwSx!nVPyd)tJ%H3TE;*%nt9{>lwP^S5qR{i%IwRmqUpVunoBtyr zA>mxY?pLcfjl4;E1yI z8bhbKTZEo2eA~y<(h=7W?!>teo0m=b#4osS^VGEwXt#^jDP2>(r%g-bLdu0et`z}A zV~G>+P+)Geyss(~w@Z5c=-1~fHzPpC*FvlVHAr#QShKi;kE~H4Gk4e;>PMt+_uoMJ z&bhR>u~X76$B$}y2DhZM_Nh5;wKE(Z7uMc14xC-kb?@5PnWAFS`Nlfs9Q8t zvs>(f_ujsDJs~AGW#-*P304)@XQXufot9+>IDWoDFDH>FzNWZ0#~UTwz6)jZWE z$zSV5zHdw>A2m?d`)=K$5)%VQCU_dd%%=X_NT&Y|P+aeK#@Z|AssS4Mf9@(5QtH}9 zGJb%Y%q_WHuTOJ*#+N@SPg7aB^<;kn^6VLI@{4ae%f0R~ZhOebJWX386J5GTJBeju z8;i4j>U=h&_7^tRDlJbBC3l3bTuN{vcpUz0TW%x7v-BU=%DNwhSVm#4x9$OP@1 zS{}l;11c%KM2Wi&9=dd4_;|+aM-mw2P;|rh*~ix&&joLD0>{|AX19`h{X}beluczM!{mk#ewXUsUt)^BI{DIZcQ!^eQX? z*jk^oYB!Q$l)ab_d8_yKiA-7K`vHq-8A{p8_29Kz>+yOmBH@{*sD?;HjhSOv@i75uDqY&I^rncYta+kkj$y>66ay35RAbj)3Ii4cgK<6D=l z1;@N+hpTbfkq$ZQ*XdO?3Zj4?q~Vq&pjGk^E}!}gPt4D=41kF`_)Jy+7WG0BjxTc z5-7BFIhcXum%%ah_5#U#fZ%C!(sQ@+owtr#QmyC#+p=SGp8&5P(ut7x5>K90k8jYA z-6WlsuYcQEex&ic#=`oMCYsPRNXzd+B?Ttvjc0hF?4SC`i@BseFFjjreL6f^Ww<$L z0T~Iu*Vm;3j%610AS3C{+u667bqkw0M4&=5&fjKcSAqivtAkc*FMu5cas#e1 zkRkSGez|kX3@8c$3Xkr7=SpZPcE&4elZ`D60ARBluOODsDGe(;Dg=-fu+Z?ObS@G$p3ce#m)8I%Cp`@S4PoXJG#NHd9ZbZ{5x=7&Id_SPyGmg|3Fwc z)|=Yd$0WBL-&>bntwg9%!$BB6Vxie^g`v)$+;Z5s&aAYa8}anj)oj&En{tCYe1oTK zy)1mp7jd;NDSaZ}Grop;qEq*WZDZz@`4v=3$!E914*g5+KvdQA@G4oPYT4l0lyoG5 zpUNnQ8$b%|RP{98`s($AM7}cG9Ox*R0Jwk!Q@q7V%tuDN^7Ws`2b+^Ly6g4(R@k7n zzRRlptL0agLmE?0U%N^O-S+!Y3EBK^w8K-l7hN37L~52bh9992ymfO+P~i~}J!p@t z#?SuOztuDo-;a0JT$qGBA(}<%Xtd8>bKXA?Q1lBWa%cv;1F)Abgh2P%dy2up@c&?- z4N8Agvuvp`y3F8!2Q^0ktv4v9>K_;Zj^#kn(qMRkO{e0zF!#PEUgdcw2Ci;zrVU(bIp*xeylOUJYz_a2!~KY|5=-IYb}0vOYsT@ zy{tFHUii!jhRf&w@W6yF97fcm@HzowqWb}0{9?)+VS*FCC8r%i+=55<^4OeLp>FH_Y?0J$^;rC z=^s4U(n!PV;m|i^fZ5(S42TwRU?Oqd!*Pgr=7adVOy^&#>Kz!^-sypCS5BM+XmMa( z5Oswx%D;U15=U!q1yZ)%MWmQ>M5Uxr9@4UIM4PpQ;BcXS9EyYQkMm*myAA#9`>Tga z9>UA{F?qmVZH+5iVFNK$8BAPN4&iixnu&rL2-AeBf-3R!^xe(WW!WjakFOINPl>aV zZRV2FyF&fDlX_l$mE)h!B0u~j@?K+;sb?OdE8d6Swd6(&jXGdxp8vMGCLb*RNaR7B zytUjEP{%8d-vM9(QnUeH{Uf5E(fWsmA`N(HqL#{H;+>tH9WngD#yzQT zG&K>Od=nkj`{U9e3W$U3{}REaPfp`z%bOO<6`yA)H~aYjqGk45$b;wZ{E&7oja)V5 z>DKanQAw~skT@N%rsUL#`K|bmM|t%=r*HQDyySORfZ!Xig4uM|s^*(toqzoK2|iFv)e}qw zNfIAA`GV`RB?B>c;1~eeIXjTGTEyzULT7qaV$6V2b=MABmf#*Uy1EU-Kjm#C24sjkQnq){nV;0Mrk@7Fys}!d{Xth)nXi zIo@Pvar+o~)6jZ*F`8s`)AJcnE)?9s!^C`$*aZp^#%~}s(NQx+qxn-#uI(ZQ^CP-W zvtuq-l;1`iEuNrsMwum)85%cD?wNZyCFr+n4ZN5g3g_f&pL%mlU4odYs?eTYuR(I zt~%Kpk%<)uEjAh0Y9y>d978nQCR_8g;4l3foJEwk@KUQzxuThzZB8KQwuiOuA-(=& z9!pdtim!3N>)gcaRold<4R7xiA=DkMp1-*OfQ3s0*r^n#sFS+fAiGv}nPVMSNhv!O z9P1JtVT6)UU@gljAwE7xiF{%BZ9XMCxPi6nZIXPzVELNqAbh>{NErHl#}EL2Ah0Tq zF->MDPtoG+Znjo2u3_+PQB4sZm950KJ3>#6QQOl{>!k!~61bJ0pPv&5syj`6AxlqB zpN#niqIL$@KixEuz-pOSz;k zMdD-M3~Wtqi%vGxsw|C^ekBpD^7(pmqEV;(AIB?$Ijqg{kopkD>r~hL$i!>iCzi3t zNihK_t^P=!0ITX|T#zKEW>Vs%7Q^~TqYh}QO%yxRKl#byM5@I7ir!zT&R1q3KvhuK zn`sTBjH{}q^?_g-br^OV6_{82=fO?lT{;Xc0_N%d8swINZ}!f>q{$?TuPY5)b)fs! z4PeZOF6shNwAn4qz6r|mMS_SNm+j(f%(3RGMO!pBA(nKFPSTsoMUk9%)KJP8xr0U; zk;&9(wuUJjN2;>y?Rw~;^ufvcea0(_IiGfRJVhWFj>FFZ9G|Gqu0Y9%6msO!Qp{Gb zv2iME8fu{sogeywxbU4av?C&$6R70i&tJf7+&o}zSK2y2wK$pVssVowm)YoJbD^mh zqjLK<%0)190);K=oQ<{Q--TSesTtjx>8pU+_eEQ)t{D^9#XR@B&1o|)GwwKZ4H)C$ z@0~GEjsHoDd5qs4)03cc{}=JECx)CB)fDw(4&ug)qt03J1T;c{zkXe~hj(zb6^XhK zu7Qt6G0e_ICf+Z_|BeA#MRd=+o^8Joh7|faOD}B5_VBT=XuQ-0#`KRb9m*V@U@JH$ zup>JoD_&Z=%hC>P`arR*sy%fBis`|O6LdD}#=v#$z{M_U;3fcH&~0qa5a0mGHO5C? zMVkE4Acn$Nmg(_FC7HwsJwIWH3Qq%9)GTNhsF2kJ2E%^*K!|+{#7BArAKS4&BqJ(ZbT3g zEu%i!*>PAV3?WvQvw%@hbMgfPn3sXqmwaY>N9Fl>_IuYv&USNSh~S)!1l*6#))EVcvp@K?{-WB$ z{&%_BsP-A)rF#tmFhd1H8s;D_PI#L|YrZ40YPVkvgvHq^SGdf}=Wf3Uq^@2dJDBLp z-_@VbM&IYFLfzIEochXe`YYDq^lD{wxqdR`q}=3QZeYQOTmIyDot+yiMV82%iFp`? zE1!R}YX35xd{bbaR&jl_br7)0jS-I$%<19%_U&8M=@Am6N9nhR{mD{dPnC;p;~7vF zfBUvOj)eMZ-AYe76Wet7dTqTljodsaI^+*A&_ryuSl|Z`(CgxRP4BzLAVj^d+`LEn zsdU22kNwo1j1_}2=ikI%wMVkN0VdYvwyF+P`}tZWRCr2y!2N_>KKwNkdc(n`x z^hrrczsJOMV6@0@eB-TFEmWm}$%;6&cxaQ55S23h? zdQKK=H_6~Mps_JBA*S;nTm4F8B!NT0f7fmOcipHhI4Q`9tlDZ+Qr_u%fMI5!FN0st z(k!M#ewdoMHpn4y;cvLwk^dX|QG*pZnyqQcHlXRizTF?wwW}1yeG>V2dWK~BVqVz= zkOpIIt<`zgvXW#Pcs&07tjqoqJ84w4F)v0B9C4ZGO6j35aNhlJw2N#3c{fc8N*d2m z)WIU#A183*aqU=<|9D7m9Y{l(rU+C(JuA#no2g?;qCWPh1$2a^e%@yAG{X6NoC7kYigprq5Zq+{q z2t^~TUT{XPDFpIO_pz%cw~m_G9QF)ArxX8>aISjylr6-$w8G)Iu65gW6CR;Yujk{m z;01pa{1~v>4wyJa-u|1C#>uZVW9_jH0{MaN&S*$#{`FK@&rcW9^Y{jSq|}}4H&*Yv zBTfFt;V^ML@C7Afa(j{EwE^-ra{9XyO2L2_G#sws;^QE3@ru$H?@fM~G<>?y_N>yr zo*jAxeL&!9F&Xa4wfZ8Ub^~|OuCE57v!)&)LM4Kxyi3t(XKc*jR7ifOtzGaj8S}r$ z^5B7Y?78|N`ISJ_?K`aEANR3^0rkzjTUDqni?0E3qgyLi>aNwH3(`hh8$C+LKWU;a zRCQ9nFFQ3>H;l%U>Sc(bKfLQmJFQVYLCAl_Vhl7bKY@yNF8fw9RW>Ulc9TOQFsjGMHCIa z`R8=DPon4(cA;I;j(C#J&iRULmV+h8)LP|z?(Nr_N&mr1O6_w-vtt?O;cbF;V`b2b zd;0dxKOk{yuAQAhtJwY8Xw$eD2#gBtQ;yn@l#Su9i#W22uApgu5qsE#dsJ&M7mDhoLQu|0H*{3x7W5;^q5}KFKd0p7?$oLV<#k>La z@NfdrQ%=;f()SqG!92)cxdDDFyw8CrJUC6|=Y$E0>_*nkPq3q+qoVGn$}(S6uN!6C z-#pYhvUS{f)7tq3Au`wyDJu^A!za*76cCRdh<9EsFCYG5A0a)2w^3|!Q*!0#KP#jh zpYx7xao`@vbwjHHOKz%VNYtQJUc3yM`^4IY*#n9jn}y4&ep&Q{FM395$pFE7yn8;H@&CCOTlRC|@0@PDomP-)eN9sn%|kM} z2eK{Y)+(|tl-(&yX)O8nZDZ1N!&|g&V`{@r+vkQKLt{AllLd!h)avjBx1%}*rFyf{ zk0WE(l<5A0Ucz7gLg;tfR;Uo~KIa<$F7;hr-i>}W3n0-vMq;m4^=XelL_Shje2x{o zma3uLN~LDe=#Ch${DF)780gZNXYQe9@g+Uoyqp?Ci09vu)45@~qCckhFsEBe7PVmQ4T?|BeHaW@e}t+S$>+qAkoP z*P)PxRrebn6KLwSYBK7Ykw!P}E{`&!h_dTqicbs^#W1gy{(jbVf5B&fV0VsVFL8SY z(h((wuYrf~Wd4*_lr)Mj=Y#4*8{nGV_UjvM5cu&VaR|>z{5vN?zxI~ar2hx#zW?2u zky-utB zE{13E6cxvqK=9vh_R(J!#s}h;NYS!5@N^&*5+Ntv7(D8-j?Y&8IJ7`FZF}0!a=X)V z#Ej#FlO`-B>wXXM%@T2myD_Kk4w|2QP|&@#$8DKgax{Ay&p97@`b_&w<1js7dXglT zi2wVE#0Y0Fy*>T6C@6!4j=ym*Z|s^ajQ7tk+SHlfzSE>PFTE2=cy!0=#Z!r;cX}8a8JDG+KG#xVJ)_)Zr<7U5gh+q&! zJH6#R44MrPgh7qtf2xHN9my6p<<6a6!A@64--S*h!oiWvR%V&^+jr$$RVzh60uH5M zkoo8dS7wb0TbYR((e^ZvP}g~Gc%KqOXoj?$03(0?gCPrr!jnz7c|7~STf@U_?e{P9 zD0}%e_o+2?x0Sx7{?kO6I3cFw7j$VcTSYN8UAOsX{AZ&~PObkLI$U6ADh^cM4=w;u5yu|Dn? zv1w;4)ypDQ(rfZHE?-RQ%E%THc=&=c@=Y?VKL=fSIC084WG%-f1Se*ouZ+{^T0DcZ zK`TGNh2Ix%XRCkD^FMqgx9sxv)HqKgSUoP!^@qi6mUQ@(H`>s=n#Z_jo;`ZP@!?^U zLohp?@c=ius|$JXSv#a?W=-s7EbGe%3+=~-QPYF*Ka!H5=Cy9Gfpw#5KYp0xPca~9 zHd14e@5><78P;s#!rJroThrvh+Xf|$E&I8(COW!p`}rwqeW`| zlbvy}IwF#5Zu+Omer{*&iCN)75u8nm_{6N+INZ7k)7TUTht~!J)%+W*xhgU2<0no2 zqi%X4Lr^nnC~B36VlO@;hbk;9w}M{S#XfhU%GJqwj10z3KeYEbW#6zZi~>8yAc_%m z5UqQ$gI+sWMSddSW%FfJwcxkn_S3L~k zI(?IzOYh~${P3{eim_B4ErDhz=uMD2cs2)N5{9-Z>iJrr+4&>`{4om_Si>J zcv_(7BQ>+)djlFu!Qvz*2zAG)FGF?%8c03}N}=1(fU8nrD>ki->@Ic-MpmTWI5-J6 za+Hf6#G_{xxQ&pFHl1V;$U>Ljb{!sK7O7dw7b{@bhAEeF)XC!)%uu83%#2PW2!2I# z@e+29r~nLFJWi6n8m_n2?UX_8W+G6c874MWh&n`QwqN6O}=pH+KAQF3fd41>J}GB(0m`b6=Kbh{{yn(s=8*aj>&;s3#}lWCYUiKH0U@aCK+fA-~qPe243zcR!{fcI2kya09m$>Uh$wz|H;KN5uT@SSbK8jF>pi!}?W^KEJFA*|GB zbLyJyo~5x$aTv{Pi|DC4a8Z6kElP@JP6*BaPU#z-J+g;`NHg5AYy zk``>diwL zxGuOCt&bk21C@rW=3Y_E9%;NDqOUI4dCjwV zUQhc0*0bSIw$nZPRmm`AZKHi_x6xUD(!L#r;*g5ZRxM_lIB4dx21&z)gZbLb6InG1JMDN0`f& zv^CLI^gR|0h7iAmvD0SA!Gtz{-7E*aceedBQ4chfl@;Wi4UGO1tH>aMa=UwkHkh-U4)Kdq{Wf zP)a{~mTZL1q@R9314vf+`Q9_Mghpd;&uhqHzAXN>pY5r%nBijVH0Ix{j?BWCtSg{3Nm4rhZ8$JX7$*JFze zD{g7ZIJ?pF?`L)^d99VFjar?NrU)$48VGfddDEdnoq5|T9s>J8PO~gFnF3{?CTWBS zJ51b1S0Ngu(#GLXc1RdIB)5WTX|#Ma=zRP?P4{td4k+CD3{<<_6uX3Nk7*4Tx&+rd z#7TrhTx$CS6mmvrHK1Xm_UeWE1&}0mATi5NDhNPyRAo;aRyQJ{-I#KY*$GUcz1gnwiM`I~!rL(2AtPV2RAs%RM z4D20gM61`A^_mp<(KFRBT4=?RpGq-(hI_8vTeWCV>hu;5^+cnq&Abo@kdW%76^m+bm54pn(S1VGSPf^{eJ#x$zFV6_hugt5ZtYY+hXY^28!Qvl?7fAw-u}r5_m{U`X-$OR zBr|}w&2Ex~rGc7`!FEWPc4HgW&Hph%#y#iz^Wyd%lf%iCDtXx9%+_Q~j=Yjm_%h%4 zBQpVHcA){dU+@{RU=-gCvQineJ(H4YFobBB!D($PMLD`*)U6v-oLd34Eu|C`y7M&4 zbuVCtJidwn>&wDia}9H+y~ti!LE)BwmEevVCgVPlFANi}?Ck8A-n()RS+!WVoUig2 zv`pn=oxr6!7LW6}%;8|EbRSrc6^?cY58n+u?(7V{k>vHUoy!wUvt)svX%FLJ%W z;-i$g)0&{MT9IAAkjeVb*u!1gTajgpi?s0Hmk3`)%Lx^@;^Jbrco$2|tm73GcI9?Q z+bY|=k>pPAj`jWo!^8089S;h2mU$;d_J~^z`9dV2LC&xhx_E7FHFI zZ(Y}R{0C3FX`A$F(XSF;zXa#n+5znr%%v*r=K{_s<+l-r*%@uVfS^llGgsrPEA|j_ zCb@FM=CK3)E3ly=!!+mC@3WnJ!R{yj_mVK8>333Jf8YFGqzzc-r@zp_7rn7ey})g5 z?S{{^@b8(KDatYd{HYyM=O@AnRMz2NO1Z5g%zi4HgG1y)NN=gd!wtP?-5rRDkq;r*^eDq=X_;=XnK_Gl;(9x!U7?yrYgICn5#UDZ++K=&MWJnPU{~UdDek?3= zV(n)|XavXQ2>y6tf%ad7Lb}m~v{H$$TkAgJ^&I9_zM_Ee|L|u#8^TMB-Cqh1GHju1 zfh@IUq_GGg$6eUSD;@kk?T0c8fJR6FW99yMO40-V`3UQlGqGf3i^0L4FG;FgwZ}80 z<^w7pJ={Oh?LID&f`NDF3m_+q?Ur|{thDpa%goF+irZME(0ce9gA~v23hUZB+nI(x zN6^4-9FIrupr66IIrYtkf5H<9s3Ta^BUUOcB7@IBXiAA)>PeQ#L`N)lxc*lx5u0xYv$}&85yyml?FMlYKsX{m9sm1dX94AZ(aRjyZHM) zXsx2PwVVYvuMGWnEd_-&uYeT`367I@Qc`epcgp~cSHtf zYeZ8z>5=~hhdM@;dFsdI+}yY{kjxb*a*zR@D$Bi9ai)7;WFQOPqP-JHU4f!Ye;)qq zX^S8|gZ#`HIVu`xzkq3Zc!*Rw|-j)z>(51MOBc?#zl9Ihj+2aaaq>@%D_B8uO`C% zxJgIfizF{zHcp5iRMTR-n zc5t`fyoDW=a0SB&^HtPJj<)=rIQesQxeS`g0nq}3_{a$`06D?c5YWSy;U)vUf&$zF zSHGPQJMi~A3`7RA$4(mZ?I5rrx5D1j~}2j0GHH4p;TDTLviyWf-t zgsjEAr)VBobC1AI+Mvox1vaZolNHaVoPQ6LUzJ&kD17b*1A^z7XIsem292>B98#?~ z8X-T{vHsw#x3V4IQTGwfJJO2)#h@c-$pvhUthYOVGzH6jI7&DJhW;7cktEy}T~T&$ zsj+=T^~{LDFCVXMvBdAfdxH-JSMtR{+4~>QG0Y5n312V-sm0C1oovX4NF0M5=0Kx? zt^6Xuv@99R(4=8$ajz=uq=$<^2c`e9jPYihh5o1?JR?>>uOk_+yV`}z==F&!sJQ`N z2P)F9ZG-7`r=-Y6 z>kVkM-@JnznLvbHucLRaYazb1qGEP7aX^1%Q15pF!1yC7_F9xRNUrPy(}1ud5Jh1> zvBPlYF#fB$`5${;{&BICf2x^;OYVjoueqRg+nAV{ZGPR5q|K|1>+PlWrhFS$bv8yH zJH|kNib4}{5FXqEnyv+kM6tY&@uwWJgq({a;8OsO)>nRMG2J`bXVR$cB^K>lqel7n zS4o3ir}NRR5u9*EH99WZj<(S|oR0GhDCJn794c>o@pr#Z zUT8O9+G8B;Po=hur%;2;acK4@cS7crF8hfiMASZzDJX<8oOz}GLetS@=^JB*l-$^Q zWh5Uv@G|NF<}&NiXL1TcB-|Vuj9Pt=wb$&y?N55 z3cWDYBGPZE2F`cin-WG$B|y7BDzEBlQF$3VDB%(oE4Mk;Z;}f$XN(s>oNZTvICX() z_Nu}mZ=%qAtU@N{Nx^AE;fMvh20|cfY5PnBhF~?Y=$eX(sz@@f&CuCiH#D8e0R28_ zQ~@A5g6T@w+CO`4J4WGQNQu`i3oV#zNH4i7@?=cV7BN@=?^k0u zUZ21oa>|<~j@N9M7AWQ>{j{D0;r~JvOXkKdF0bYt)I+^bV`577MH!@;{iVD}AWRdx zC6xx9Q6POR1Duq?f<*%&TKyFd54+#TBv^hqY~X&sl>KEU6SIxZ#Lev^B>bl_yfx@r zscftO52&V;&QAP|M)L#cA`YxE@ckCUF1e&y^khg!)jTqevKkq*)L*049KgE!F+ikZ zsvoclP?}#4RBUEu?TCroSsB_WIu}>0KD995=3R0=ijJ(*-`X&NXSlf0OL5toT5r_D z!_;_3RUeUBgTCphnVC!~$St~v0l5?VbZ=a@ z4S1JBf!At)M&7=K>Ibq#bo{5&8Lmg&z(QD-T{GTPGx$$WaNw%5ZAA$(N|IVCj8*!D zzfqYTc%G~RM7o>R;(jf=21GE&nEM<|53yj1imPPFvxCsr#>G_Zt4O_S3E5qVB)aq4 z(geunKx$#YrCh>qQ$vN8dKs67i@%~gg$qm=UsG)(*st`JJOc_s0&P`7) zB9!5ZP%{Tu3|hd+9}d(b^BCNY9$Oh547y6Wf zmwJMO9#WWtn2<3@_fmz*49x^GAp7aWy?LEX&qrego2>L|)NH5A_N&rah)uBkzJRb4 z5EqI$u;f7VGB+ULR7%Y?+^j$ehwfc}?kJAO*uhV?G1^&Os{YY_u-URTawSDW0ZCcf zVue)#Nn|VR&C05Q^6pJ#k9D4^Mm*un$b7XoQEO~-4mNJ=!ByX*^b1{{zd)q7wvGk1 z-!?04UG9S)Y{GqRP?&@4-;6VnXACl#VXLJU!yVY=aXPZ47Ia^XO%Lz4IAwEr|2U0$je}0!Sq0(sUKgw zshL8(0SRC6Jl})n*&evvBTV0fsXH7G!96ZEujSywsQVRqXr(Q0xgb0Tk6p=mgDU$q5H$%S-#`d#fQDqSS&V zJH?59b<0vIU(ClPuAyopn0;Ek9oCMe?7lxW-oTN?|`%%s11 zJ^|`%0@+$2Db67qjTex-m*FKE{WS6=9~8K>8;+q*(}7A3YT@y(N*j18_bapN-ty*`-G5nCt;+29C(6EGhzwjU2C;{9byjFbz zs${dU`jZEf`oTA*Wbd4#C^#u5t!4_R*vXXJmtpXaETr}L$Aui4 zK&t4U=CMQ+B~v*hLK~RUoH3wGTi9&_gj|2N6tQU4*M|SGhxe&aQK`43tE1|hX>Bos z`@dF3?G|=t0303$ycDqe;5Y(sY5TW036D_f3I?NkLz5+2$F%BA0^=2yQetQt z)WC3<3th2A=+ol?cDeXC(<0dnp)=>$Q@qnp z7XU_VHYi9v&l1w)6V%m|VSBPjk&&LR3}}mY$Y~+PV&a+wE9q7Kt=5O~;E9B4dWO_( zcDcQgJmbQ1Q0QQiS?G0}0e$S`vb}-nf$|`c zLQd9yv0|-^{_+`e=PzM`9tlp4Yc5hSha=hnkziNjNhf2qKKm2Ly_MOya3C)Es_fcA z7*(pB?HZ>s9V~JUV+uIWqaLP(XS853p7yBLXw%>H)g%&)E0gXOeN)$R_3=K67?#>XQdP$wd6tEsF8?=LWn3iDBofk_q>j`Lp=@;4ch^dMyGl zI;myrMay`((@|lJ!(>-RrfH8>`!<3huL_2d7ORA0Y#l%mAKQp1Z1M}9YY%?r$!l(Z zPM|Ru0-fVV8cJDd)6iv1NoJ~ zJmy^Yh`xfoN5eh#qKZMLTG!K1SNjRTWKRDNSJwefh5P-lt;~|hR<~>-TSgSFL?I(Y zwvt_xos2Z-+MA-1Y}s4L9w{R$d+$B}=Tdxs|L5U(Qr*}4p7*?GpU+vw9|B)asFdxI zyQqEV{3-}KU58$Q;-@R0^@_G;+g2!IJAMCJAA&BJ*BK<&_{?bIWq$t8rY8@s>6Scg z`2$19_jZkdCAXLQ_fCM?`@?ID!i1_rx##--K23e`{T&!~JE(GA&?s7ZEIS>t+%+jj zYq7D>9EgR3mLcn%Uj@)|OxgPxK?}_t16|$4YTDYnP7lBR<3^wTj8vT0(?|9UcYjML z7k}j+dNUhlr0=Yy-|Q~Pn#D$pnte<;#YA%qhJby{nsE?@w_ zWPv77d{mI4Tj>@KKQKT9_w7*r6v_UOk*@;zCbg4Mg>G#bjo}!cTwIC;_{-4g%=#@! zgNoRtfF5L^kaF}ZyZ#5hH!Xvzpry{l)9H-Yu?LA^{YwcL1^gp?WvHhxGmPr~ zui*+$Ka@nj{$&SC+Zy^>jS{q)Ygy#v7p*Klx7}?L@WC$!+Rw$P-F_G~{r41Ss+i3@ zLU{CIU`7q?MrVygNJ?&>C^XP)^sSZTmX~BTONhZwwA)!7cb$so?A)Ng$Fx~|O%c-G zZG{eV&M>t4`oo7a)w?1H3x&JeH+G$Du90@;xRCZ{oUQdDsV?1p)RwBd*wyShe-11e zz?9?zjJVAzsMslgmf*Jc`sCl!*bTeYc%L@=Q{k0A8u1`=u4HR8Ay5g^xU%HoBxXMz z0F0TS$(gG6puc1Xe~Y_xdr=3*8s$TSt=)2~oatnH(#C3TX*2-$jsX5yA8RR&`;CUr zLNK~fB;U%|c86CW=~Jf=s&HjU-~n21hkaxDV_;LX4ox58njH%0ly*RImkJSNOOBX~V>*t^& zY!MeHPD_j5)IL=^!g-?XF(^9GT2q>av?9KwR3(Xls}0CnxXMU4Ln2Jl`J=x$+;+xP zY`SIrpL|mFlPT-ZzW?*HMd3^iRC(0FfXXmTal~BFl9H!50BF|`C zZg$`Toxl;ixbQo|0v(*1=toHnR0P}#w(@;D?3>>xYJ=Enog|UVcY(Y!-Cyg=2^f2< z=j%8CZuoWdUlo%z`iXA4xgp8Mrb#jR*rz_!uhcH{GI^>2)Qzck=UHVQpvmcn@p z)om;7s_MZ_BD=!vwGu(_MFSx0gRkHp0ZN{=6$#W)Q~M-g=U7A%7^Z z4|P}Bc4D)u;887)>)R;Tr)}?R`dyVEVsRQW#5knFaewqTmmzD6uB(%6-Zx{)`p0%8 zNataEqvd-4V-J&ZJq`ELdJr=a!5kW+V9e^43OcXPWAOJu#ys>aF5T*#gG#_~3MFA? zMD|UP(t}^My7F&C(v^;7p$g6?@%Z(*IABsbPsUu<--A?n1M}V0inlIjMMMloJD_1Q z*z)+_=PRa1_w4ljo;(|^41;SS++azC^BT%xriUSGGin$jbNilhU#VF=l_S)8-4;_Yn-W!-dH}KXB!-wmQLv=&!VCW@4XLHqC z;l^!`NF7`}#MDEv)@kr(hOyCJz7z(7dT%R9awolmOKy%)Kq6M>f zurQY5ouEK2r*tYDJgU1*Tdbyyh?cYMoKKiFcr+uja%X~5=@}FPO*9IXAStcT&B=jK(g0=ZmrVuY_hzJHtLC)!y_*zdO{o_t%r=m6a zOlfBGpX_J&KegH(xJ22=eb?@DC{;;V;pyUNqMSZ<${8#9iQuJYD@(AU&6VqKga<2Q zzk+UfMI*otP~s-+?Cdn87=!wE>aDE*U5BH_?R+mgl%j1LpiKjb<=ZZxVD@k=<6c;l zo9kj9L(A4iCF5=YD2ovg`If?(1^ik$4ISPGPihxye>V}v$)O{;Sv6xl+$bN{l)zJg zI@zwf^?DaT4n#frCFj&P=ekx%2R)Y1r*BnRKHi!*b&Q2y!SX<%h3w}WWbI}sO6&X{ zJ=#!6+eIZ$p|h22O)!2PRH38onoy#Tx93e8qs4?EnmXsLN2{O^%cX!;RWi^1Yrt^5 z-Y4$6R88n6-MykT8#L`$ws(Ee7G1tE#WB_>!~$AdZ+8*4Ln71@0N(d#HaN}JFuoQn zY?Ke_Yf8rb4aHS~VLGs9I@k36J$D-Z8#fl>=i-E)IP2bFpJgh?vp(i~Gcm;skCNj- z&*x07+|Q4kIJmyDD_lA8@Jxj|mct#Q(|Del$M~>%G_PTui~N3CUV3!Lu%d+8!$^8@ zC#rITw{+~uY<{z3l!z(!nnIh+LjUt-*0CEx^mcv! z7C}{od&$5Lq9&duWbd9{EL*w#Svqkc-zpaIPPOWSqWj%qCT_BRiQI?3tMhDz#=Eju zY3TF6$K2Sr##YZgmAPukBMha$yX$M~DRaGskW(mkm{+I7TW4JuO-ADiROGe|8F6q zn*Hq*3zax}{?u0gk*0z>*^j4)r&Pa#BjYVK^{XWT)i(%Z7jDK&%FwU9c$$NS#Rt%gMIB}p zyE2W*irKhGKC5}e=@}kwYAYCb6!Je+>0}+-RBy9vljQ4+y&z;v=@}U<#AJs7T0y8{;iZ0mSqhbjFS94*_eE0 zugh^0Iehc1Ch7fDtV|Cv1fds`7_DU?m(>E?)3>R#Qj9t~hKudfm+dsF)sb2gReH!f zocmmSi(1ryHSv1T+5CpnpIRBHrI(Y9tsc)jqtbg$Yw514+^Ah-GgSRHJRAk8h^*AS znwV9W2D0AOEdXP{6o(np|dp(9_Pe2zQ=zw1x+jxl(!$Vy09aQh_1RjA*e4? zbLSxG6 zuez)xJ!RuR-CoNar2?Dp7Ie#wGad6Cs-lWlpd9ZJv0BK?$~pt1&LEw{EFrNwPuuUr zbLT~S&J1tg5tRxLSl}`(zZ3auWy^0PT6$7dS@G?0J;8FF1(edvc{75nx}sJKP!@Cb z=~L0#+FH53JhKx~Puah1tla*`0TYf3p;SQck=o4H^e7c!q z(oBS=U-3!^x+z|i1u$DT3fwGw+&73B)d-oMUHjbl+&(`Ex0Pf=l-|Gnpa{|rIMRHn zsgXEVGOGXlAN5gmx5#w!%^>2mV(9^o?uI5UL zSsiYNK4zcRo2d8=X1>fzdCAis#$R6W$J)dHjQyIL50^&px!^-r*@m0Ga9cNFU~;7u zjW|u8t5|pSxct`Pl`Ur-(D__lpd8|1}YCAY+(Qe&@Vt zC6fIyRdF|Hd+`ht;`J_~0jmk%7#0D-et9-}EetA7O(2KtGb?C6S3KXpS5ZYJ!)hO8 ziBSamUkQ~N`+VlJyjTC?cK3;YK6sbauW6ycOdMdnJ)`L46`$XT)NhG1>o~j-Bqi(qakFFZEqUL{ zRnc|T-RqcdbYu-je2l{Tf_vwZkvv_f4t8V2i1;Y2RZ)2emo^wOrpw?fmSq|PZb-{V zWr-f?f9!&itlAeyGZ_MQ9263fQnm(sHnfsn4XEub|31a9&yBG=+aq4ae~bR#Nzp+<<(e!^pmHk=D@-XmW4=Z+yb#yljcyIS5sS-> zV24JKv0EuL&^)mgc4Up5^d|NI%?EA8Y^sYx#}9W_cTNnW|$pxGr1Li3$NB_%^PT!T&bqcit@p?&Bol zx)8VVrqBHP;vvp2%+6;ElhHE{al(qtz7f81$OD)PIIKqg~NC5Z2AXtLP9SY{x97D zqXLnYekaH^j^FPmbpD=cj4Il)G=IA0EyXm)TeGv-VKh42vXfb_KTzger*n85x&7Cj zU@+_RiqUbZK385z@j}2?yc}*%b}pt_E`1iTAvBakk69K>nBu}XLup30hTxI9TSGf* zOB{zbB$D1!{|g0dM#W<1L2K#vrrHnMKP=~sEluO_cic-e9%_qtla>1Zw)EsPUZe)0 zHTrUE*6{Sj-NaC)raOnrBvgFYvw;)&<=+(k#xu2pzCV&&-tqpuVV%+xqQP*w(`jR& z2I0^bUZW2vI$t~Z-d#P$uJQTX&knuV*dxDVf_h&xtG(j7Q|O!jU=$q{MjWnvZ_4&l z58a^mi5Jrb-vcCc9#OWZMEdAYb;#6*7|nH8eOCw`Z%d(FSXkI_CHO~UBt8B9%k|4> z*(SeTuRij5Q=>ez8T*9rmZd%`qf2`P9?@qAS2JK6o5~oRwfJ3~;JPE0M3AT@im(0fyi@dtZ4McVr1&ZP+T2L%p_ zTAr?Dj@~4NFZqlI$6JS3o-NOj8P-S#UYM_@eRbv%zB|-g4LfWe9!ykrU-DAQJjhKM zk-WZ3F(ZgOzhXuh^!$fgWm9zjMT<^)`#Dld4hH7$57Nrt`&ZPmR7Q!AQ^|pvfJs4W zDR;g~%^ph1g!lVAt-{OywA^eE+oq>|_(Kn`aebTuk*`y<%}}c8OgH=T2vABU5@VyDWJ9$I80#kFb$y&548s)%Hv^nW|9b=F{c^Ay($wpWnvDZ-5zFS!( z&q_Bq_=D%em7n+l#q>Gc=T-7W9QrBZP=R^EbCtMZT}<@m$%zT97}o+SYtfscPxWg^&3VkRTWv({&{^Z%ro8n#{BpUCdXKv<4cTAlOd;j;WRmelZ)N00cVNJLce3vJ6<+!CxNe@g}lIzGNQ zjkI&sIvECdsvniki-?H01&01xNTuXhwI~*>I+6w&WaJUgN2Nqj#4Fmb9%rs|->Y*H z!Szf-oQQL>UvkGHC$6X@W8^haP&iJ>t`-N2ZA29QTL``Q_de5&X+z%@@C6TlGc%2Q z#r69M)3Q@)K5KAJsV|N!7FL`Xrxtd7C!T3tR+`9M8_k{gyPq^(!9p!iN!{zL^ z4@A-P*M$CY2F}++1*ZwivdEg5T~q~Pc9;C~#U$|V<0KBmIK4~5C%tUY08Ip$wj)sf zc1ZK+fdlFD?(xX<+4EdpO|L~&bBwfpeeu9bFHfT7Cl`M(594&R};9Xt;=`+~K)88;7cxqs_Fdj9N zmX~5%=1%WzF;~!9Lg>wT!rL{9x?J>bN4k*~bj8HG*IwW~e>@>zfQ^PGT7{ATu zVBD5sE>!LBbLNtMolG%dOb=(S@OW@fbS>a8ww6jPHJmVXg=_|9Nc+N2&Dew4f2TvS zQ}2f{*`I+9nQ6Y?j4G$OJde<^+c4-BbY+}eYwG1a?dv(CQ7Oj=VN`&WmwP2*@QsjN zBeel$%0$m?92$LWdk0+b&ADXO4#H$IV7E6*&_+wIE|a)0kw5P)ZR`!kkHYeoJSHMC z|BXWKRd{rCBMhO+pZE|7VzGIS<50OJA@&W(B;RB3p7Rxro6=f57;xgO<~S#BuQRGy zz7_jmA(&1vj(|{Y5D%G9kM*~(Ko;c-fQS#a$+Ns?hlD!rejvI6zUXSbx^vNw`$oaM zn}4-x4(Dat9et+E=CI82)|&RK>wgHw+eTQ1yrr2V1RpA7nKUkP9f<@=&I6GUfV$4I zu#+=qewQyi=+t;WBYTS5hC8qE91i85k}KqdWqNy0zlC82J%N|aEFuyv#S}2-aAc{M z?}rhR2#*0PiGO92VYHGBykLFZe$hR;rLqc->Iy)hom7gs+T!sC)e5CR3r5rYP(kO>S4 zkp-RL`tdNxn}BVCvCmabkYluvOnZHP#8*9yk#JM@>6!GAWS8n7EY4>?KUU<-Ku%ur z3_R3Z2Vs%ev?G>D8aQAX+y>>?=4W$M>C<10Hdno#uDGW?_Gg=lE_^@}aLm&|>cvTz z-Y548pgNSGGeQOe&xH7%|9zyC!Uy-`4u-68X0qz;7RQs}w>_aw)j_>MTZ7kp5j@+7 z6m6M_HlQesKZ5~v<6(UN9%jPXx_twdqNiy(`qgp&^M>j|n|o~Xi3(DyZ@@qso4NGC zg2q|*WDYhY;R06czx9eM{k3S5a>c{7tr}hO9oND# zCGvR$rH$xcefN$KVCG%$TK;HQ$PU^DbuXjG&7@FDy0?vp@C|9VI2g(73Vu~FoYoQJdZ z)AZ>ZWxU2|j}HGf9=l5e|ah5G}a zS(kjU)9{?ch-RLi$aJ@Ab}xA3PrX#j5<3i~YsSD1-*&E=9tN(E(Vg1@AVwx|`5m~o zg~YFp^{&m8^AD`~GxCnsfV&sFw{42SS&a~~ieWTA6lO`} z`(dUDT#6S`u}(QBI*jNXbbCDW$|UqANNH3?;aS)h)Dby+*YF zY59>kyrU~U@Pj9CFS%ZB=-w6$>ZxlSTj?nbD8>AWm3 z_YpKcgbUhJwAa#)qM>Tp`|@-Gm(QB%ORZ*;_wgU#3-`I%fcUd)ZH^SWvO_;_Z2sxa zO27g%fK)*aQVfPn;TJrb3Tf^-qRPd;RLL+Q0h5fXCqmjwg>t+-{YPI_FZi+db3lUC z3zeIfnMaeI;eo6QgZR^%P;3bmf(lIJ-}jD!f=MmbYT=MRJ2v>oC*D4sPF>^1AMY&7 zIGrS0Cn~DavMYvlnf;!`ObZ(_)lRedW9v{V;s{k?NjmwqC8OMjPq(6G-wb{8Ob3#on(KUC(Wtqr33-5s_ciN0yj4Y#-IcGTf`y(XA&1kEV7%5{$7YF_AlneWwE<}u&v z07!rK$|N=;;TkGg293qEnV0S@Q90EFjSNGAu1r5p?Z=J*CgL9>?gV9Z8f_nyW1kft z`54Ee^9}-QGTK@A_{8oKE=+}ORG5I`@VDU|A+9qOu7-7YpWx9b|4V$o^9RINaoau@#D?Q9aU4hD%oTOg_wN5{0Y>U4Dj16?pJyN#!jQ2GZGf0A0)L1e;(i?tV zuXHY=BWe1tI$w01`v4A1)5|w(Taz4`8Q2BE?qzIJPY}@LDh(x7c>qGa(P-sL5x8|^ zmCV~*jlFh+@1lRt1x z$AP7wj`oLcZ9fIPJHhIL+m>_D+L+AO>uPCtd5wc@ zp;g|^ZF#5HM#{b8ZZbG7=cq3`Uc{7#dGsB5wk)K3TlttPy=cX7z$A$Ztq$?lzN+=n zbr7Vp-D@m_E}cT094jAxNpIQLaXr}TDW9una@R%+rc&QKtP!6G{Mfe)lnlh{*5pu1ivod4?in zY7eQn0iJXJR!pGq-nU;3rXjU`!*h2{l5o^jEHcmWEbS#hbkFon!#W9{zzB%2dP(1m z$KIa29>YjDS6b=~z+yM^ZAYG!9z9tl)_qgoFQZ-U(`};eufMmrAvjiK0tjXsQ9D9B z^mQ>{$(9gB3SP;zOh_zllp!mJ0vq6@heZ5t|8|6o4*Pq?KNtBQYHFyakJPJu#lEm*^KScb zueYGsOXjWobMTD6n(AFoYztoPF9ORU+Inw?{Kb6VO2;L$76QO8=C|C|_ZT~}V<`^Y zbKX;=aa}T;etE8WUdmmlbkk4c zu82Rx@@C&$Sv?d2qHp(2xKlE44n*JjAW4pqWxT0Dv!@W)ai=?Apjt=^5BD2w%Y3f~ zX}ZKg1e28dzYagmetiFl`n^rjzE_I|YQih{^;O%>WaQFXKbRU_`9{4?lDZ!E1@6yp zFS%i<<8U1pJ}e$VQsV8~DOKMqyuc+O@+s+C7GV6c?hfj}Q;3@uf4D5X^!?tq7Y%sT zV5MvTPo9RZR=h|egD@BBErmE%d2pOAJd}!`e z`Fujxr{wBODR-ZKS1|`(5@8&|)7GPh+h9Mw9Sk>%*@jv7DHV+miz^?}P?nF^!L8Es z{#y8Wp_C&HsrmWTMT*X2_N<)=ht&pZM*C4MHvG)2d*#@WCj(dUR*JI#x5y3}2;k(^ zVM0K?(1(qWV_LLrJ6jRZV_J$`r+N6Buf0BCqjaNV)14={=puF-?a}wopCH6t?GFlU zoE&+X=i*2g?aly^^prdKFBuWXq-LJoIC@jpybl&22S#3@HJ-1XRF?l7Y~KT(e(WR9S`x3%)?LqU);`Xu_wNB9DaApqC|wkLJUvj)Q)&cd`x#2t(DuX? ze~O{wzFH%pmhHx>wjTLz5P_U?&D?L67R#m6Q1I)bUUOoHrXzz%HRPXYS24b{aLG(r+5ir4Ue7;BuA|dvZua#ExFAHTtOKSt-X2H=j?t6ioz>BjY^Ra8|0%T@zZl*STmf6`xkRrA%QASC^3 zYvIjTX1)dCMHpST<;n|8}h}fD|)!#Ubb|#r+ z4gr;nO-xiWjZg^4pQ9j22zg(eILPlMeEe9$Cyr{nb=)W3;F@NLc(lrS1)F<~L|A~^ zfg|p;I!qNBb)%o-+(k={DEpH-Pevp@O5!SE-~V>@Fjs}7WQN!5)j9Dowh6G3upFUT z38ko*0CUI@P(W+h+bV0vc~6p!@j!gN{_EUw~|PeP?s!;2yjx zTlje^maRSns&U-Gg}QWT$`o=m?!4a4x^SM86VF3##Q*l)0q{L-wR!ckE>;$;Ke)k?jAy&pC4v2Az&*@fl&;3HHalD}9 zP;UWe%o1w4MPmv{M@P%PMO&M5uxdY!{gHNJXLB`~+W1I$y!%$coJ3B9i+vgV6CWKX z2>TotrbV?aq+2szJ)1rhG=W<}WW6v!wY06;tO}PEAj6O6V}`s#TZVe74oX(G+Vz2llsnjDRjij#ZLNepe_*0b_2-H0#V>m3 z@bKD(@Jmk?Ygz7faY&Im6HZ@>;k&Ono8?e`f%D(HNjM96)Fg5zz!P#DkM|KCi?TE8 z&SryTVuljb#J#Gx_sMP7p=h;|4}G77*I`zNkB`sn=VwYz$cSL;5&S9HA{7>){}izW zA^N{-iay@wFOV0CX?KgkGPC}o`W8t~(AAZ$j}_HxE@~vDl7dvZD|R8}|aI z`i4r7{}JR7UNS1og4P34F_2OQd!1@Z z4T-9`B24@-`s<74Up!1n>L<<3%>m=kOFi^1@zm)u&Vh0tGT~qxPJ9|l=ZZrjvA5CP zzCdXJ6<`*f=^n5Wrn2a>T2f~JQzmjIE-o(FE)?1|)tdT#PE;-XS>#WJ!Txi5HzwK= z^V93jYEpV!yF%FOT$YsUp<716`~5##gsM{&X7xk`%FpU4G*kST?d@A)JB1(Y6!KMt zlNYt1P{t?Qq6@u#?c6=umiec?V(HAo9Qn;+M8byu7z0W9X#X0a6~Z9;8FE4xrR?)) zD(-&%1nlMP$rl%0HtnCT&64zQlL+E86JP#Td!{T&D)E1))#tI7sH?*K_U+s9^PxHw zFqY9E+7Ff@^zj%V4Vej(0X~q}+qQ#{oqV!-N?ZeJCpp2-&-B)lv;%Sji_et*b1Wzw zQ(?aSLGjFKZXNlHW`-A0?8m{L(4M2qZjF1Gmi zMb)DNQSBcHz$U*zX^ug(_x?`)1QC5ujaS2qi0KX@liUsffY^Xc#$xIn*~d?lWul(a z`Vw%nbs8Pn0-TVer!;_IAt%T+!{P65EqV(Ceoe@u-vArD{UM3T8D8Kfm%D%eKIHkH zpCF1xF57WD7cVybXl1Vh z35f{=k`sQz@H+3EJaS=U<}+^_kw29NEB9RFb#&;c^qhGUjLZGcliA#NoLySQZcsbq z&nif>0H+&#^VR&wgc2pKxaXUEDf*<%`TX>1ukCXyjK~WY(DOU&pYWYkhsZyg;0U-c z;zj=FbR=>ZV{0VKnwp(IrpZfyCqc26FX6)nXouyX-a`gq)9fv}Q`Eb2mGK;x&^o## zS}-_{XS_Wpw>umIO+i#r7tjfYypnXxOMbw4ljU{69Dt8}K1Dm%+pYhYDdORr$iTO_ z9@9DOrvJbDUsIQ{t?Y`}O;} z6+6oP%21c~=}rN^TCK;!1%jyW`05BQ!+?~do1wtm`IpBt-9F9^eNV<9WKspu9BN*J ztK|T*Q3ureBoJ-)nLl1-LIFdpR9&(44$V(^xMbV8uBXVc3Qjww9^MiA-9dwB_k{Nl z3)Y6kqBTDa$fG+6c09Hh148JuHMKlB)_&*Bjxgs7Y|kJeBJ zt)g@j>Y5X-zBrkoB!gb2FmVe}dR%dmJLM4@biN>v=g*gaP<~H)e{a;C!p`G|dmCQ( zhod7g!$o^_&N7CreT5i4G)tAaW8s*AV@V9ZW#l%<9wBF3jKs$;;&;z#5`9VY^YfMb zlz?MV&Jz+W5;!?nLRC!KM+_je|4N~c2oqJC(?y=diUVT;)3kQl9EDzF6{i=}h-gYm zoP^lc4KTmV;rS^>(>!DkIzwi&CFtI>GxxNg+UTfWVXzvb;kF>iNXkyfu3Nwl?f!q- zRh3`gQb#8g9ry9*{*gbNjl{%gVGLeAv{?@P)QHErnK+BZvP%S+V5eSi~ZDf@K z1cJk$7nivMB)=T|a9sEts;!y#;e?`Zef;eiB%CYhcJgW1smFJ}@!a(LGpk+n*k`5I z!iL%Zkt$)Z26M2NSI_$B*4NgGn7s-|CRuA`8;cs-Dt&Mb-UJ4cEhOR6#{W3|j4p08 zZLLe3h7i$f5cr>G3ROZ0(zDi8S1>V3X6AVJthdOKpTAPlGq&w%LJEVpv~%XcQj{g~ zk$wHFTPgt=^f|lv#YWj)mcv-@iL81%j zCLl!_c~!NvY5{IM50IoieOXbP)Tc{TNqYMSFMV{2g?yK)o*p9yX|FBOE4=PUR{X`d zpK!TFHY*PqI$@}6FyNFafI@r=H;p+~1~rl}YTyT;AP4$~fiZ3}Q0CDCukFg!AfyX% z8s{C{7e93_AwwrhUEV@HDyD0$Y?9Ji%zCj*_J_Z~7d=v@q{GGUu)ma1i3%6CIZMH! zgsTtQV|%ls^n+fhE7nIea;Na@`4bf>sv<&{BGa0S1B;3-OH)#|m@sBzE7d;W*F_{C zT%H{};_TD4u+tio<`{Z=TvQuN_J_{_O)n~wl0M&qp5Y9Y@gTNrMiSw8@WSqDXJf0ZUi@sujfaN^Zp|hAGK6Lkbrazgg&Nr(ZWfwWgl9h= zEqf8O>{hi<$rZ2#!Iwyki*q;Qe`zIB(|PfC{~RcucO<7ik~T29Mo zn6pLEc;%S#N4R=+PGrbn*B(8ekotYp}ZC;>U@Pic5%gvmf zG|c85BK8W(0Q1`aie6RFNih4R^nPcIhN-Av+1^ufR?;RQ#?eDro z0|qsrb#dc&|L)`V;%CpWp%1s^+Y2OWug*Ku;B#Ou-*C|W8Nuf1>gu|wNw`DP$I!u+ zc5hReWa>H7yQ5us?e7ZUFkj0tJb8}!1}_nDQ&qJROyOoje{l$R_A^*ZquL~&K6=88 zFeG>t2edtLPBtJcjIgSzMH1`e?<>L?_cjHXaCNqC`3D|e${X7KOM(8(Z*POgqrJJ^~}AMxYkK7#f{1#ZaKHgD@S~<7VLBX>MP6uKt@lu4tPc z>fPipR9!iR#7UWA-kJ8U-6>;WV#!NCV)|B2Qj`re+xtNxF5p3GzBiu&WeNjB|Ua@G{f0kRgOeN!|3hB7* z?J>!Z@7|pqXGJIYC#5HlyZ`C6Wo2d62bUb=QRU~`){hk|KK)K4`Qc`+StIlW{Hnh+ zJcij)ire1qDJm)gdQiQ*#Tne#PERiyNC};ND?c5Uxw92tM2C-*7CwVkvJATm!JUWL zibrluNCSq2F=?-owc@!9I8oetd9;ML*3{W_w$Pl18ktUOmWzvv`U;hAjdaPRr&37* zzm`4L*Ox*a@*7f~SkyhifAt%Mvh_e27RGDFj<>k7o`L~LdZZWO(ax>j zo-=IhOMEW0$MQRe5*Xw=)Zq<4tQ!}3Tc$glIs+&M}8fYhUDrQ5>D0($dCYt_3s!e7z#~HsN%VzUuSM8zS~|Id9t9R4^o4weXd_ zck}G?lT0aAmG;M4)?&q#4i6?e3kPew%1?uV)tdgD%LBLHKG@#=GhKfPd-A27uw%Nr zwQvJuCI-5^&((_FmQwNYp74_5vc4x}en|QR>X(>Wve>r4l$S}V$pT z!0uz^d_HXC8zS>t0vN|q)9N^T>ftGHHR<4Uo9&=3?p*tAeSc8@G-nvC*azacJZk($ zSd;NXPe^`bd8n7U>sK7njs*6MM!G0?o%hP-VpQsv&<6H>LFohCBa`>@;tVZ5O?7%t zd@VD_I)7-fph-c1pwP=~?Q&C?k>r!bIx4C}2zcZkA7lJTqA2}Rq8B}GNKpn*Tva<{ z>K?T5cheuDuAlI$kG|a3M6yW~f`!#%#}(mB(iZU)qHvfec>LG5d0V{lgXf z2wq$v2v|-F4h_xHFUNj7+fxhh1Snm~$aslo)g1g&L_EoPpw&D&S%Y7m?_><~k3 zl4E2qz#P>$Lgm0Zh@j@=v=Rk=8u4t0F5}PzfcwA)op_4v1tNVVh3@f81g+C=^0If= zpjUyCgDHxbZN?*%cD6t;;L9Na+9Vf0@v*(xSqv>5=FrcuU;U?UU=z({bZ6NlG$~HoOS-;VwYjUjtzx#Wjx= zK(Bx2h^OS??F)y5gj9pH_bF%#DmzV7UZYWd&{}IfS=>?SHlfAges^BB^d_>k&oTq7>NSw*7Ci;$AY94kbTv`Cl!7 zFtMi?)=JC5<$($BLd)Y9GY;k5^1Tupc|SuyLK%>o^{Tw51Y^hnkf{RHPsGJwB%8{~ zc$cYFi&x771La=BW6FLHzudt)b0+=K)9I~Oyk*f+CtHN#vJY>ntyPN-J=h88347$n zy?kZgGj?xntw4Vj*bvZObxuG)z&!}vzIavP>~K^>WzRJ$iq{NC9v-sQIiE$_@6A4B zXEVxQy)DBZSY{eJlCN?jw~STjv>~ls?6futl^PPXLY9ChhaMa>z?7!|6hW1?RdE$& zRxmi``H&HiT(w)9>u(k+Ss;N~*f)T-gg%vw8;{?gzaBCV2tgsxo{t7U9y6@k#%AG` zDWFH_VQK|bR8)k)D|rGHCP^tNJ6GKvqx>`orbshE|1>EyCl(dCx3{lGJsAzZXslo{ zuvmYuSwY@{=#N1h&37`s%tOlBt6^T%>IjcpIIU%#2h9D6gx7-(44i0vPtdwTLYepfdI|9Wc(P z2+lY>I+_V4`#BTFr{m1KTcvxEn0P%vQ7!82t>|6ep0DhINz}2Eb5iKRM)bq$!q)SM zi7i`qY;UsW^K_(@+2$D@3q$drPbp1eZ72OnMPVf#sV9kuDrUAfjp3JkpgWWCkrfPk zK6Uyu!{$>6Krn9Qi$7h~hpy&^81YB|uwVZq7mo$A7mG0l9>gz!T;_`3?zL+VP_9!Ij!UmwH9C=?2$!SW|3=nlNV z#&*oTpg>efbRxlUGiz#c(h<^0m?=p9j*m@DE}WBlb9sZ>88yLfNEod5nlk6!j4e?qIqSmuh@U0`7W?DKwc5k z3D3(odE%28KvQ0OdpjZ>3ccOQ8cmFhFlrtCzl~xRO6BI{`;}86r_hn%^_j+a0H72C z(e>3htGo-}AXafI|6|7@UHJE131Il@fpX7$$TR`U5e`OrjJJ63xGube z@K0Fm?(#>3{nW45TXUs*VY|~16~bzPv=7(~n{cZIXf1_6QUs z1mRx;|8L|;h!ML z>tm9foD8s2XV0G>k;wwk_Ki@BksckeRXq(SZZRWYOFekN=1 z0Pz|ZN9tiG&KtI%Y;LHiOo#r#At1eM?=s#J?=zZX)!zhh4ziiOOOksV%_0D7>woJh zN>l>OqSP5TEm|HS9TlL~d$zt=YW>2)9)?|I_* zMQWp6HN)c=McndAX9oVVR!PoF;N!vjIU7&kwvyN+1yFxvh(U`;SM4q!C_6c~5@@JSd9Wd+Dh zwU`hCNcZ(RjS|~&Ex29)LhFa@+3Y!}Yrpkgb^)Xfj6Wp96wt%2FPVF*>;T%QB_rCWMa|=X;OeS zs_b>>Z-hyXas~!x;egDNy9@sCFe^_q7eZFutRt1a6hOgXSh$-4lufR|z;F0&X4xYO zNDw~Rbt+!3#+8%36KmR}{ZmnA_2=6GZ%=TL&1e(U(!1xn=aki!;~iE9pm*^wB0xLK zgak|rMEp%c_wMdH2*@_BH#wA4`nzo#S{ASTQeK`O931o)5OSQ?huru^hRIys5b12* z&>Q6-IrN}z0#e%2gqvq45n)!fzEG*ZZ}D$$civo48n@=27qqr?|Bw6S#zlvD=qahG zZ=f>v1gVe6L_#1d7ngW;C?rq4NocVZSx{UxsW^q28|4bNm+WB19ybalGtpN}q8NUX zHgDUORga`yW-T=%xE1Tde-0ynIm{G5xl*&uK zxt%A7VWZKTIyzD&CY8L#KR#6bS{S-l&ykU)EZ$<>apMN9%Aw7&DYS310JPQjFIriM zyrm|wa6aSXU};?7;CPAA)Xsm1^avri_LUf1r-IxmrN%cj_wVP}&E}KH1#;cNH8&54 zI4*YFphKkthfS*azg{)tbpv>OF4;Z|PkkpR?;}9Wh@L!o66TbAgrFGUAodT8Mp}^y z#v#9wd(Bay1H&tqCr&UmbY_hGv;V8S>olYd*q;kwxjcJy?oRVKoqn(I1iyHtf8-`w<~{k@)o2(08(P1xv3zbm7Vm&*#+oKenziD$D0-lY+DY z(j^T_cZaBSh$4~_(t>mfNK1!wiGZjGf^>&SH%NC$Bi+1vKlt&L1Dlr8vzC2C5%)$S;OMS z;Fx<4m1P-=x!#Go$^D)XPE$b-yhkla;=1?dYrkP*3ab~&bk+av2l7HZ02AbrM(r^n zaDZT-0;}51=l2%TZ=>EoxF6CIWJN$E-JM#HFK^QHi;oK7BcI1ZxZT0OgkfT1VtxQO z3Ucq`^j-@>bRz^96r;F)QsdwvA~M8eE`BYkiRGX2j6T`koD03Ui*Sv@-8tZ?Sq^aU zN#*Vt%hP-!^uV+uiGaz5gBDLh`80Ig90zEOqi+YJToGy_!G5 z`UE2*byOF`Wbqs{B~L7UJEFZr>&hew;V$k48>H9(-^CGnLsx7Hkc3RS>>l2McL!5? z@&c!#g@s-hiPzub0Sg6td@4%Or0VDqKfbGZ{=ir`h_ zVJE9}4YVzWV4;J;aV5(#Y5Jb);<|7l-MfJUuqw}WV3!vDG*c}BH!Y*6h`PSl{S0IPu(nICh zEP*E)8qJ>POP+vhR{3V=eW3Zk$oq$cU;%DCN5E9w0UAh&?G_A2(0<^=+x*O|bQ*5@_w|7;bs*%FJnAF3XJP-7Up2l$LpnX$BLH)(*f07x1P#FKpS0(Ue` z8#gN};vFFwiym^X&_iK#EOZ`tK45pV5JJU4>5|91mLFgMl?L}LNgxs!sicFKFXmE1 z=l25%1JoXog)t{_qphqyAIKS=jy3DK^$>v=|LK*ZkNyTNRAAV=4H_{DKn;iV5O}v1 z78al^gSO*{F=BRf=HeIV!SpsmhN|vQ_IU{cQa$+iY#Ol(93CLrBV{1)qej59#K-fn zTTzcjm03~}o11$luY8ddEDAkjfPFI^Joq41;Qt*MHE>6UPe$NFBT25C3B}&tUO=#P znQL*or{z5xIO;s9OWAWJ|6 z0RgeVZL;MyY>vtLXoBEj(DZ)R;P=SRmj1#M0eXzx>r9{iIqtiy^w%gP`oxFI?Mxub zRTO|2KMN^r<9f38v|b~?^WD_>Rw*E}eW0Tg*q_k^@O44Kg8D?!2z6{`1fpwK_5B_U zN&tSfo(e!I?6G9cRTrzp!bybJzq(gh9X-=se^${E3y(YuXb@_i2O`AcYoVc`9Gv@K=--poG67f`$f7^xNl#7}AH>FE{H z#8RLdptQ3!lik&!@bPhN&><9*PAjMOUCrfNl%Liu=y3yY6$uA55qh-8PecG20vA<8 zTL;SwLGXVADR+ibr^M-0Ke0`Bg90_d(1H7Gw{C|^pQ12QlG z$ypGxqEN_2CB6fgchNi#i#!Vy8<2J~vSLQ*c{1~XV8rq)9Zv~y1>rtg3>+9ewg*bi z=mjXE{*-rngaHQ(p`c}7z=h7K4y*Qk^yW?Zw&B6~d zAPMk+j6ycH21_wndxYZE454${fuw~Wy0l+L!I#yn#c?jZo=Cv_?-wp-S+O2$m z5>~r5T|3D0!;x^{>S1Vs*GKk!oFxOAUh26142rg&tBUF%fObiFH zEI1EOtaDrpT^4-+X@I#c_Z<1QhG3>)Ymw+Zk;)ij&J{)HoPicCF=)bo-YL*j+yI^~ zCRSEM;BJ8;z<|BgA&`dj31gD&Y#5!e7*Q?ox$!ZK`esl>TAH%z4Wk1lpB3|#R-op4 zNOZ`|(MauZ7mflGx|)t4Jm7HMHH8Wfc}M}D_=PA4!^QHewlToa0*Le)Qz(Ou7ZXUc z;XTLlNk23A?R8!vpt)j=g4+-opMjiGNfUKXqT#N$5gfk>BZRsAg+|w*P;16!&2#Yh z*cAa5I_($d|M_a|!P?>+HDC#_xa7g3JGZ*^6hNui!-oR6UTekOl1wPH4=5>LY9SKR zP}5$?&-HN{Kv&<`*cc?2@o@s6Dj4vefPDxy1l*61XW#kYxhxHE76}LlY(N{@_C}?Z z=@5>R)&V~t!SF|7W@aeDC0OcQB%7{?AmIm;jyDC2 z098keNr1wE7nVHryg0KQD+$faq)T<*mW2kEqf)3wDLF?*p(E(vI6enCQIJXfGaJlN zaZ(AH69EzJ69r4FRn^FU7EtI9>=r>bw8U}*3A8p%DVmuvD~q4;0EGj2v_H{lr*zZ4 zQTDUJmT!A1J*=OwYby$nFM^O|srq1g$_^C!t&UTvanx zs44*@1&x&lDPyhlfXN{wh=_}Opn8Lj;eP8ViFa;pW8>Z`4Pnk2!Bx-TDR41lqn_m+ zZFV!t#iU*r1y@l}oxH7WT-mk=1MmlIZPjc_q32K${(nE!5GBQ>#ywnQkB?AZUQR$L z>DaJ6TnCsuDf3dUzpG=u$Y1t>`@hZJ04IqWFaRDE__&)v_lN~-sLjmQHA}Dx+cBw` zue!nv6A1}M)p9e}2a|^J zWAAR7VOk;!m(LZ?kb(%x!Knp<98eEiIYs4@btC~G6@@Wrw>B{Oys?q@(KIz)4b#<2 z^C|*DzM?Xzq1)!Uazt<+LvSvHyQQTiJqNw8v7LtCO(ZQY?$BL7uJrc!y6r21Nd*2a zo$OsD9S@3~sWfE}h1)H4(F4q!`U$xZ2Nf3=_31&lEN_H5qOf;}s<$ybA_xP)GWftI z%^E{Nw=V}=99Gm2&8E0`TA$i*4MpJ>qB_APp2XB^*CjM>(q*F%!gGZ}i%_yK^Oni6 zTfeNLT$Zg4JpzDh2?(3^3z^@r=9%({60Uf^?O^C;{wGjSQw);}@bFz+kNUL-H(72G zu%!bYGyr_4siUmlWEBVv<#^sOL$)&It0PfqC$<8=P<_`y%?%y!m)^<+J3B2^Dv$~U zf!=jc7eiF3i!w4}>^oWvJZt}D*T9$FxL#ef$n96MBDj~on#<+LNXg6&Ls}RsD<>!L z^wb^U?b{5ap*z00x%c~bXlO`TaU3e|T&Z{J`vc5b6kRd#UaxDa<{zxNZu0Ii%*kwk z0)rwU7MAJi1L~wKn_ijFjYB)jk$31;71yG!$VvB7PPB#04Y3|tI24a!BO@VjSF?sZ zqZe<4pk9%mx5AKZ4XuGhQs&ChfD#YrXyU8fxjv@2lQvf1egM@WV8g&omXV2Qkt}@n z)kn7)X9{luAxon2{D01s=u+o%K7E-ff85P!R!0YBG-{UF(10UC05|Q4DR1jXCky*# zQuM((obB3{sHFOgItHGHo5DUw`;%ET3XHQo2d-j zani?(6;uBM76IYz%i%u76&jBYt>bY#w-@B2^{)J;5Hb8K9&$`=SmfDaTjyDvO+PW zguO9_Z}|=MBe!1B5^I>2eCG#R0vx7Rg?5PcAM&yQQxSnzh96q15&n9>zPWvKnqhkh zQxVnZ?v)$^1IRH%(eYXcvp90tohbmp-LtZ~%U-pG1ehUd2`~^Ii9MV( z<+mPY(69S@yE25CAYSBGX;J^}%JM($}~k;M>SS za;)D+d1#6p#O!VSkEdf3<;bN3S(b)~iO zhf3YRyGgiGNsp2Q;F-b!$lZ;~e6c!0*xi@?n2c@HO%M=%WaQ?q0S3@>H3i`|!Sz1G z&<$6_jJo}252*&`6X5V^cGRW)n={^i+p0aXDW@bS6a?BWp|+80*h1RZSX>SHM=Tla zcND=2Wae7Z9`yEpbggMLQAwHt|x|BfJZKLzcp-9fOY2eeN*0#3U z4(@Idp6{pmT0u7%PO9ebJBd+f@jaH1`+zt< z3O)TduKdG!YR%G6Q~P4P3}%%As?j~`(Vl-hP{W56jwGhEwlhX2#I{1w1!&a)u^8ve z@iN*MZ*L7oHL*lBYxn$Kxu3I)ac?H(#uY_MxKt$aT;Z01caIVT^l#6o#DkOIFzul} z-dlD0q21f{(x_Ayd8XEr{23y-Z_09kb)`;UW;y&QvO)9*ZUQU!P`8oB0vlvPyphqI z7v5=z?UuZ+@IZU|#ED_#<2(L}39+#xSZz4jA6VH3%FBdds_XB79mHpORz->Jk@*q2yB zU$UbtnwGjOnjq!@4Yi?S!TDN#X3{|$pj9(o(mN>L6x;X6z#>jn5g*=sfe~@3k848T zf=O0iZ~#k=00q2Y63Oz&_oW+l%2mlqCp|Co4!i2^Yv`d$sccKGjj?@5Vkr90GDHzj z!_-OB`Ssw=y$`B+!aG9y8x!py75oz>%ui=KkFA}b{8tO`{q)Z?U7q-fPE<76<{dO4 z=@B`|QdlK&Rlt`-|GOmgj1R2d7D^ci($IDB0|+(%uq$X^yl}T*%d(&OrI*tGdj&Ba zO8||9Upi?+kpzBGFhZbDvu|K!W~WiRDF`|?K$i-@y#x{x5<>mu4jUJPiIXd0*LFy2 zUz*BU3OaKRJZ@<9Nn|U7Zv*ya%f1I|Z%xcnh7(y&bXozk!r`jkMH?V?4~rl9qldeN z5%+2}PVIbVgUGP`SG1wUQe?9@ytsn^4Q96RC+8QU%d0jQiWFbALk(1lik*?5M}25# zX-F6^J5|;x?HJdI{hE@0-<#pm33ltx!|)52e!0YG8wIP2$%(K6DKP+Dz{>$xlX?I^ zD$U)icm7sz&Q-2@tLam(>0-UVXWC!QJO_V!y$c|ZTFJCK*V%tJ#-44% zgA*jhUx18I2$lGGV1f*8w-G&Z*}{p*Y2yS`^LK6E+AF3@k?@LKlP~4^_WlP2V8txH z=g~9M1c8io5J-0CRqu~BO0z!M3RpK>PA!b?4pTY|U=$(KTCw)>S?DRTj=u69yn)@~ zlyA2zbtV3!&Pq4OC?;_E0T%@1hHyH`4>#T7JLq1XyT|)_u3>ZHnqpU$BB%;1oMyje z`{(naf|M(844y*<^`%v1L6d+gx$wxZUP+O3)r=oN{e148sozT5IA(yXv zap+4As{Ih%IjGPjPu?rW!r8PjK*<77IjO|r=eMZH52phS+t|vckw7t%y=nGgT>kbo zBHPtcuCQ(2kEFkn^rtE#?74i;O#kUyW^ChB7_ch%ee;CT%R>cJBP1i1Q#C1o;Ew~C z)<$GMKauiPwb2qVGGaAsKhoq@4+b&HW8vw{{v@U=bpTYC`qJg?gXa8dFIa(;BM6{E zpdv~F6m!hR7ar$Nbw-bO{J7qe-PxO3i1QnfkRI==AC7b)OU=K{5D-Cy_@F>=Gx2=V z9s*-#>w*vz02M8iW&r7X8oqCy;?{RerLT*YEyzD`le(^QeZFqdtU#WGh*#3~-w`pt zKKu#0i3z~hTyhkSn_PE;<{4mMU=WMHKArKl_DmAD!91(noU7Ui+xMN~&BfPmP9Bca zX(pe#^6VsE>MoP$mt2ac4fBg$I@`16L&O4pEJ*V}vKDmKP?E*-g_`W^N?GL) z0*bOC#yiL*2ysZy1-_At+FK`X{aZ(k{O^XM6YD|KM*_b!CGf|DMQk>! zPrbFu?JZ-vQo{Fr^LcZ{{YH^hG_Et^n!lNcFXMi>46)Y!%jaD`1!1>)4d8>cpoEh( zuk1G8H$$||J3dWVGrukrMB4Dpy+0bYjQ)GcI#h4=Z*HFwWyheyx0=aRMmZR)K! zaW&7b`H?2gZ!@OLe|Xa3Rud>RgbJLqH?eNAG;rJvc78lHrp>Vt`vAr!*%CCRj zX3d4mKid<b^4izdlDom+&4n5rI#g zh`BKWJs(^}Mf#+hxh?^Y??!J>5O#w8{&tYklm(>~eMEqs5mU|LJLjHzg}vYej=UE| z-CpwUpveV4UJ_BpsnCD7Fe)>*RSyh9QS;~9OxqcLW!n75q>Vu-`5`E~28AwP`iZcp zx>|Bx#xUd07Pc#uN^csb`6yE=O(K@drG2{cIQpB+fft~y=O=yG2kmoPZTk%w3D>zE zsJH=Cqds4d!#VvH9^}nuzd=roCr~Uz5|68mP9V3yn^ZpC-jNPX61ZPARlQ0*ukW1~qLC)de@wu`aXO?su$ zMs#X4o1NB1i!^@;9)ikatTg!aiMBF>+Z5ox%cUWT1Hb42D^c2=o3LEZ2;_7Ehvo^7cVk>RYBoObwciLz_dV}>w;mhBeiGJW#kUm&&D0t zSJG5hZs-8+aZ@ekYE@G(OmePbjR_6wQOPnk7mBr8Aty6!3_D3P$;Q}Md%4ht^ATIkFj|5rn z62^rO?Ph7rZa0DS(}+iR2u}qlwi)VNzBbsQ|67b1`8(_@1;i;1gUYoQ`)X{Dxs3rc z@Zy+tEvy^CiT#dVS4-8wqiP}bFOC%y_YnlWOBnqZOHq()Mk-Ct5&qkkY@cQw>^o-^ zw1p$%bBJH&+R#RvD`=jd9+l6&Wlgu%bM(jHTG#iPDzh?0+`{ZR{?YT3e`fl=Kt9Dh z8@@k2JpLg`yS$Ag;5L3~*Xa}-=@vX!7y*4Y4=pY4giy4L7fvau+Y_vhrR7x|6m&~2 zQ`M_KeZ_vSNqW7s!46<}e}%PtM<1s6Dtv3Bb%j)M6rS0ZO>YS;0kIv>)Q0(1UmS9M zqcFF!bJv!%i-DEKIs6vF7F{W4Ln zhujNH4pGZdp&{ilMR@$BP(&rTxbp3G2ax?L8j5#w|Aojdh2?8Z+hnwb&Fk{7;d`@u z4%-_C0F&l!Hor3TBWtBhIy>Yx23?1AFP4-Jk1g(>FNnT<0Qk5*jyNQ<=`#qJV3@ki7Hdz93^^)78KuRC@yf%%My-?adg- z*T7BWottpi8Ls8`S4vURINK`d_6CFwvr2e@-tvsTj8*@(WgmNKn9!W*CY%a4Kcq1aYqs7jxFP$`o+0J}VQlD7`l?naJiBua~&MwoB118bpoV^EH_0?eb;(sjYQD z>|JFIQPLLdA}_yCnivd+pAzco#LDnzJ4NS|S22oCW;}9$Rza6PVgLF%ASBDo%Ho7R zvGk>)dUqXjk`vpF*39iiMK zNmX$;*C`O50>DuGY!}~3tHk$yXuMVt^3)lzd>q@yFRzKw5tJL>m`f07@4q~3fWKuX z%rFe*M<{q&&1Jr*zE?p-fUF>Bw9OHd>M5eSkM*Q~I}-M3g8_JbX_3aH)3rY$ZzY(0!$$v zpNM1lQt#b3EX4gW|0Y=P`oWF=Bp#Ld{qo7rm^@h&jd~Pqrcq9Tkmh+VDD1S6spyCC z%|mz&Kb3)(SE4x#d>UB`W-y~92ML?&jf^T4)qf{U1C0T&qb!FK74aEA{7vb41(o!Hk|vN0^WBq0tT_ zqv#_(<2HiPaT{cBnc$~7i}# z!B>_NB>j!?a;R^hMA%V+qa_CuP4y6g$HLKkL06xioCVdb#(Q>1x<>A~(m#e3x|E5_ z)9xty@rvi}SPYUN1_B3QaBYjdE5Ap={jgQX%kvIf``uCr%e7DMaFJ=AenZZfP2U){ zc>sqtx?K4nz%OvP%7i<(S74rt#ji0n7qD^?0@1aKTF z{Cyc|7#=+R4%e6jZ)HGNkQqpvCXkw3AXvWt#sU#EXybs%uJ6}1^dzb4T2vU>%28OJ zh!k%l>x;Wz|8arJvUlAME)-_FEy(&4ID*7lL6BkjdBbWeNgTcx7}Bd!W2p%$LH(&d z>oj&K8!Y!N*bkmfGi_0*Y^HEz!=WB7BADI|dlb*H{yHn%0G1H=abPmX|yF@CND4|I(wVbb_U7AFw)Mi8Sf6Qs3XfDTtsCT;rt zwdi{!RFWezvuCCLA}&f_*N_qQ?GV7xI$8c_Na>g#!AzFlV-5nN)5JeTpN9R1e?LWl zT&^sGrW{b6_U47B$=rRV3x$!$-ft9#?bUdC9JyCew~n7MF+9Pn)oM97sTBtgASlm; za>Z6r(KJGdk*cMt6+GIGE38Hjnx#t!4#jXji{qb9|5I@_21CgFVtfHo6lC9Y8DLgL z^9mO`4g^KWJuimXaI{B5WFKWLkCPyIKf*W|N0gO_jKo{eApZ9e%i-G^{NO0~n9Z0K zj$Lo^Kdu34dOQ>XJyi78x@;&6yzU8&0idi`nR$GNWL_9S+$121qTvdH+7<$H@}6^B z^xtu0To(hc2pxg>E)8u4jYT{(B?g9*RCMR9c?fv@PT(N zQboYq_x5!Jh;@Zr$UczI%q(|vivW{I3K%g0D|h_2lwLlsBHG8`BdRBD!Se1jYWE>mSd+oqi6i$&8lK}I;8)kj> zsB8{@KOcSk60Huj6((?c2w8lv(I^G}A% z(S?v>D6f!|tfsFfOqcUq~qQ(VD3&P3OVWA!@m?-vK|v z7cZbQ6qU^NHefG9SvWl8j;jX}ylyynLXuNjLW zgqgUmGX5u3lJ?YzzX-LEzjD%2RZ z*Szy?v|qVLFJSkGdu4sl`uk3g66NQUo<9ZG0U}3{es9dN>WD$xQ ztyTG0<6Sdt#It`AXgh`JkBP!Fj!+ssteKw}{Azg;f(Q`k*&KYU_tw+N8O>jLXM^0v zt(7xL?;}{n=Z{d!2m-@ZT;Ydc2Q$KL9gIo9d~#41}{WyjO3kC z6JmZGA%{1=O{e4NzZv4p*Aj2vxrTvUOpC7z{}iOlMSd)4iJL6r$}3k`nLsff*D8WtC$Dv7ZS9`ZiqGe!Td3&Tvy~ zpI9;-&&G3Vm*^$|O7sQi;o#_n1;kRN(d%gaLt$SB<0PbbD+(xQxSod$=HqOOlhb`9)-5p69Vh%p=JRcHjLY;Uig>gqS> zYMp&b)j7T6GPl!Le18bvr=A)=mi?ouHhIu1#iNZ%!|s^Q+8gMSXP@ers7cDW|7RC4 z6TACy#KD=!I@jH&lD#G=`ITUJ_$D!5h_a95D4)g8mPo)EI>5$7x$lYHWbNht&P!5) zr{|!w1TK(WM%WcUGt<>P$Ea6{*Z|${Jd+1Oj4h}nc z@P>^u6)U_S^9Zgmv5vsQ;M|r=u|k8KhTjzhqpgZLy8}$q!+v!znAMvN^ky~PoleYd zB^VJ!FHFNEbVHQXC*2}Szi)KK?bD2aJ>uebc;nl8WTee>3V5@+nLXT3>nk^3c*1+7qK0<5V#EpknZobYWX; zMfPZpeOWnleXKMbG{E=K;iX&5G-M7~)s1~kx2wMKe1lVCLjFzO!R?q$#6PIvU)_HX zFGYO2l29xZf~h_gm+1`kXQHo4bA6#;9#9H3@)x=kTP3_y4k)p5WAA_e{5{9{ zTv^5HcR?F92Qt$&^`QUJ+_!I`t8BmjY_Ff?g>|Z8zH2o)3ewtCZQ9F;ir%vO*cB84 z2@ zSy3XW0WUOJ5X2F_{-W((*=V1%Uh>BM5<{TZI{)m-w5%sX8F7(6V7rB6q7sQ`&Ka}*?W9nNtD$o8cMw~q$jA0pyqXQI|gpWZ^B;H^E8|+@>#zu_MT!_ zjoH3gs8AJ5x<>?+$&3U{2<5f~?`?G$Jf9`TZLBDFpq?p>%xF^Ig0}EiBQskrjYe&V zHgA+i>xpxE7c!uc3;>}_0>D6T@;b1rO<*2OG)Dwzs0moJ3GJ=g$nCl6v-Xe&Vq8I? zWt)$JQvioSK82!i8+UN(dz}SGOWooG01+lg`dm{595l{{&jZ62n^!+`x^C=^d-jXW zV#bLY2cU&};9xt!&tLW<%<@_WbRRbijvB*WxcNQf(`>F)W@0h(O-tgES$fog{ks$98?P&dH66sRHU@u-R zbY;zNeQn*r6;lS>nE>&3>th7d@$@64Ck()l>ka$rJ!(J9v}b4ZTcSN!wXd&$NItdW zAgH-81w&2a54v3lCRO6s#jQ*L>(H`t45|-@E6+enD;Z{D0Xs7luBh5p%*uLQmIQ(` z!zmo1q)Ul~ZA6^(v`PQ1G5gO4jba9X;tMcC@p*u0F#_&^F?m}Z0l2;A3<8@~dK#1{ zEXV;~rQTdKVQ{Ou%n#GP*FylFPT1Zf2abT8;Y=K7Kv* z=^>7~FJfAaTxViW8D||wUm88@_1qu%B>z-X?dKwF_fu=aW#Jk%?tX9FFt_j3GAgB# zZwrhQ8_60-FW$Y|G~bGc9)d=RvW;xfLTIAxvXTqGH z3t4R9F55elDz`(wVw!WmG-m_t&z!TfI7pAYT_XeGMbOK*FrN+aoAVz7eYXCY`*?N%v3LqYAc)L`XjH69Js zmwC23t(dn;{E)xZy6fta4y6ij9QvLfS&{zJmZ&aA=-0;hovj8HwmGouJf3FVsGJuo zY%&rqp#B4}MVzsjcgao>F)==9lw~xw@FFz2Gc(ARGGju#vcqMsXo)5~Zv5f=Gp@Q5 zh9Av*@?6m~&?ggZ&Sifj08C?e+9k?wdv(t)u%8ZoR$@s4+RZZ#=Bg8_9Jri*RYh0* zaZ$eWwCCD3mEV`=yFFuvM@w&ZR|o^O_2DYw$pXDsZEwQJ1*JgGZH{iWkRW@zEXdXz z=-O@up;pG$&xFs|KGeC@IbG@x2r0b^jcMcHbw7P+tPFjKAn9}{x;O9$;%AkSCwjG> zY_a?_i*{-8e2~nDHP7#U-L3fHufke2;U;Y-H-fLI3Kr}=DvV!fj|0T?)UY!DfG6M2 zrX8U$G6;2Q-)~fy8e1wB9F7G7V)8QG1BbUD@%}0HWr5T*Yup$z2aQ)P)h}XD2&=x$GNg z40!P}we?tMm1NLhpkTzurc7l1npjnG&)aTd6$3nnFA`_RkqTEl7zIe*Gw&EIw7tV3 z=I{b@DUyACQ8vh38299VeN+k(l3*dPMzGDU`+U2{gL~%#*>=+beZoE$3R2`1h;O+Y zh689qqiZhb5_tnCs&MPX@6KpRpc%g+@|(IQyd8XZ#LOC$sZs-p$OBm>tRZdu8F&Ug zstXplwIQ9KAJl$-IUxi()9!;Th|evY41@P?wRJYk(@D1I?;s;lyg$IJ$znb zTgeH@X}F_BLH6))T-HQRJrmTZXL2*r)B8bZQ(zziF?%5RyL0-^y1cb})bLCn>okh! z3F`aBoh=D=K7ToGGd+CQeP3d&kbf6CQ=vT#nO?T-2jF$91Kplafu6s5^~!RrHWXl9 zBm;+}vl#&r=Bn}46t;0beJRhkC$PH2-blG1f%N3^F8sT?=pbXr9Q~}?l@}C+EzJZ_ zWdoKG1d-B1LE9$d4_cuI-gf#=UZSI>pI34?bBI&6cK?oX9QPFe(foi9p0ds4Zin=R z>-~oZ;eDSTF|w%V)O`TcTIy0WMXO3?jn7?sX>3i}5w(u%C$UvB=;yznbc?lr`>ku# zP1vd9By$K)f<<)+q_ITPG2^d*7FJMT^Zd_j(~qVm#I2QWMuEiGd*P#;c-lzqY~DG} zIXisrr=YTka$zuDxcp!P!Daj2|E>f(HKSNIoi;EY%L%$j=D%{UOW3ZIV(D#*q9)KtzXhb!Jm2PHX+ExxXB#8xS@p}Ue2VAck;V185e|`P~OTq9)J=R15-iI|F8mL;zxU zi(iN|2H-9=V6vmUk$60L@Ynho5T!wtoANc!fJiOGh zZo9*Cq_WQeAe(uS19;p9K0jXNU!rnbcMjTM>U1FjY@5dKt4=N-#q=ph4{g_#gmV?i*uW(F`P zE`ol1XipNj`WQAhd~T&mzq|doY=!;$x0%N+x>ziGvh2wm-Us{qMjl&8$NQnv;92?a z`pWnMXYBPOK!^zO>o~6$4;}9IE4!Q@EscP-Ic!oMeNdTz0CFmrUZC>*Ldyf>kpY~r z23Q4h%d>KgK>rU!oHGvETLJyk4PtaK)PC^`MLwt9oPz7%x{UrgwgetqihUK|?r%e^ zbarfZmz|9Yl z{|AMIEfx>y(&7;#@1kNL2VvLbP&lx5egj8*1KZN^|T_(gj| z1U{iRGZ5qz`YzyPxRO9|mM!33nOg;XA;J)2Ft9DO z@lV>4-_%osS2Y7jQRHCULt?^^dncjdC2!|XzPY}rxNX^0rX_=lijvK_)jLFlI0EXIF1$hr`)--I zQ0v3@Zj|Hrxc5hAIg*r_%BIGU_cb5)vtMeHbA*$pWcMCCSRwfDV#r3_?gWsPMRSTY&!gH=8pq#u$I7cPS3^`26}G+u?7)TNC}x{3<4&+ zdi;k8-JoE_1>{}IFU~i>T;%mSM5*^fBt`mnC$b&p@`5)E)G9@?N5Z7~6!m~K5~JshVUy*fG4T}T!CN3s$ZG>nqaSp|fDmf}Dq z?eKb2tUPJ7q~xEUt8A|x=yp6G)*<jf970WLxB$9v8B0l#x#9rKk1d0-2AcLD-1 zKzARxlon9dfLd;^P7t8xxaIP(Tb3yb;S=-LbNYuP*u1HJJJ#n1if<%!Q=Y{)&QE(k zKWgy2@(z-yUAlk$W8Y11Q-r5}5NgydeEt5&+K2~F|9PC>vZ8c7bw@5nK&hmkn9YpG z#|g&r3zbyG)vm8`?(zi&Gon8Kww4*v4)bo(K~HUWy-#JCn?6=tcvzNtO)bawMuoTY zEKxQ3`&r*E$e29H)Ty?TPO5n4O&rzYb*%}nKZ2*7WlfM_J|J?U$dL@-=Si?9L!l50 z%a)5YcXwU=$e8FaR(;Fy?i+)ldV1Q|c4-5+CY*=UIz>XB^b2h#-SA4@OneBA&BS_f zvR^#zV&Y`(;JxH{-_D`@i}S|?VWaTQ)EfO)0OSxN$iU%DvM&aCd81w zx*z;}$_P4UMj=X($YRTvY00zI)V3gYn%-p5-KDQLta26UXN&1~q}{8+!R{mJRm zm*epEPA)>aO@;mMeeQ93=*?jSPjT3nKH6!afu=>hidr4;N$N`TKt+U4Wu%Wh6Vy_<dTOzt1(YRCRhG|$%en`ldnl2B)TJ(x1Vn4qNNeH z?P*XfhUybdt`#IQid+A-`e$&!ppj@O=`oOqb z7d9dtt$+|<>k41y?221ry0S#vy z@Lhke%5v`FBV&+=9{HR$nK9W?E5$-iOgSComI|z|AwNbIL*p)njXnE-J7Sl`&KTKU zy{=P(^_)s8B*7gM!#_Wzze(g$*L(6zT^x?_TGXP^V zdT_;KP%%hsJLZhzwoQTcs?UY+%|)f>=FQZMPCtJ9kl;Y4(nCVyml~-|Z^N%GSI&84;y?N4?z+^RS-(h7 zg5E89y_&5Q_-Uvu!b5M+*S6pS@s_-xh{#RSmlJ~>NW!2RQa?7Yn!hGDX+cb^$ zTl2VZ36Jefj}|#;l4+#iPKE*!s7AM2|70nf5Dr@u@l(C}M)GS$>pa(Jll(U)Y-Y`w zvJND|CD<2-&EibDRRXz3!nvL}wy|%rS!q^y*aP?1T1%y;K5FVC25b{8eb;<7kV~>Z zcjc|}g>-URIW{>_;e>e|)N;9nlv4^lsZLINP5M*EiM|KSZ2*)kxMUCNG{U7y8f-eB z1qv;s%@3%X4g|6XKUYPc!S-0~6 z*~dS+m3S0ip3o5_LKCe6gMwxN&m_&abEIf z#{cLmH4B;c8Q~8i5tnE|yL3y<)UnCfUkbCwd?WF^tiZ3nHxCy_6c;D-_#ES}DUB+g zsqT%Gc;cry$Yq?n9C_t~QJ-W7Q=a0`xKEerD2@XR^n3M><*A2U7_GVV5$bOtLiq)V?NtPKs^o*Ts=Wp5yCR=v#klF z`?;j`?HUhM`8;{P5ioUqdoKMHjFw94bWI!IS(VyCA4o%zVG~xZa$+CIZDmh7=)FB; z@FeT;%!DjrUL~8_$17gZ<3nidtEYtAGYsIRCX6;shXo^uU1Ny`Yt`K4pn1o4NOAdqJg2Ac;?UqRL_5oO25j+KE7XmEl#n;ce+m)4z~I9Dw*iPL|_Eq z4dJ)&CGWtp{pSzJoW#4P#L`-j9SlCH8DXoCd4UXP6krBTEVUMwa$j+}XrA=AulacL zjOx4#OUF`QQj$RaN7zlmcRy}QVyV`@yn{%{dy_Df^aJOwVFPKOx7A*^udU^z-&=kY zL@0mCiY^z3fzj74ctK<+;p37@7jAp4%i$}ph5z>hv8D4PgYIWtCKJLVRSyaW^W$`# z*9uyL7#Dkm0*tzaXbVU9_PET|3;+DgNF&Oam7mTVu$RrVmV-oJf9xS+NWMf2%Tqgb&DnO zywtAHyj<05Tm8!bCW04X_jQ-)&@rz0v-#FEvG~U;mWgyAP3IUUxEQ}y)I=)i)_q+z z+OhSe#}{_MQIx5eL?D(HsaNcNN29h{uSCU#Vv%iZb= z5qE_bnv*E1=37Qg(o&eIlseL!**grYL`Ri5`G3J*EC|+lTIhZP)izqsa`H@|s3$`LIaDJ!j|>Z2%}0mYm@m*9lKS% z`&mQbZpLSihm@nBISYW3&`oJIBDrd+qBUGk8N<&gTr_H?k^6bI&i73g_W6EX3*+BC zMsYfFf|!?!N))%Lf$ujjNs#4J+IGBkXCn$fEj}_OaU%v_D=nUGc`rab6C~)Cduht^ z#*RM?Z>}4yd~Cf&M%Ngyl$BCx64wxThviq>@7@fW%N5fX@o*69YI%5NgXyT~j~wzy z_NuGSmdBRQq9;Fn&TXS|)s53jwv|(w;xFGXqIlH1>|=D87Olvyn61=_A21O&p?4w8 zH=1+%!vn@7t0%Ls{(gOplmH6C)bA9!B!-04`HCw3vodXwwb|s!#oZ$FJ{Ep$k5@{| zukOD-nwwAD36qlvC}@3Gt2|mPkKwl~b~H%7)uU=QB}O8|qv^JOGyJc9ZYi6;b45f@ z*$I*F<7;i8^H95U&clei65;SflaXlS)pOVLjgZ~LP6xs7hPH!*aajiKdh`^+3_jPg zdYspjoqkuA&t?zWwK2Ck4ADP+Oizh+x!Y+n=c4&N8GOo&4HWO;xo*_V4$f zGg3ajh9JKS=6DV2tpBDvng3p%met%ZYP%JSwv=C;-%V0mDPAj-?wD70GN@ivxe{gi z`@3Fp8qOE2Zm)nZeYKvpKS}RQMw0=W)bsybixd>ug}KwxlLx0E&nuF z94!=gFASmabu8ez$Gj!GM(4JfLV)428A~%_+|uN-UOYcy5-p9xJVX354QGfmnSx}45q?b)6QdZD_`E&S_ z(&i5(V>J9p2Tr?z^S`e}2A8o-dx*}7afG^+O!kR<)E(_A4n{FY%f!wv9kl$fBd1O+ zleFD?=ROUa&H-`+qi)gu()I}Qlm5?Z6&76j5`8(Ut^R+PI}E=bfWTx(5sf8RXdD$6 zJ)mhjpJ?JX->Ez)JF_u=ihs~1L!qSD^dgBKlPLRe4AWM%$*=skiEJF3?B=9wiqO;{ z;@_osV{OpAxYQpO%10H*jxxB=$Sy>E*sOK5>Y{RZgkcypMd|pIEqCw^VTusF!|IDk z{O-l!8u2z{T)H@&SU^7r&NPwvzprEmS2`xaMYcqKdx$P2O60WoLz70AVn9utNpHsd z(3pLz4DFQCPmy@bZ<1mpJZzA#Jdfm|vuvTEe=2slPF?9e0Tc<6Bay*y`V%cM4t%_D zSLJ;~hyYW-)Xu|6t5kB%4<2llCx47ai!u$Hs~i>#m&^2wUvw*_dWwy>EJb1c-Otw7 z8#st63}Om}il67+??h`??e=82v~mkCj=N1gyjX0F!T-7spX&RP>wAQHP?a1W*tdsYcq&Fe(8ORC-rwg7nb4<0p(FAa6vZ zMx{x|&5vd0)Vp7e^Sl4wb?;httFvXeR*)GU|Zux^dX@A}{OkMMA56`?3rs`=DR({U= z)eJ5UAC}xaUDVpHCIu3I6(u#`VO#Y*|9$GNCuG?O2!vFJB~4trHjUYo*L(8#EC zNnf8r;Ixve^PFDd@QWB?pLRIC8>gZkxTIb?JmqtI_`bH9a;r_S#H&aNe98lt zb^iOb#DQTX{Bo40iCdBElk8R#RDPM!;>C>Jz8QP>6w3UwZ*?F2-WX zZ&U-b@po=*!?K#W-ptZjW`7XZyK%CZ)q2i@K}srBm>(1I=Csk2dojkwS;>6!z03o@ zSMp6tVx|M4C51grBU2cr1Nkhej5ytAPu$yQ-X1Zn-Kex0DRU-}Rb=v9Gf?@mgk8BxAE0^Mwr+=BuFn`ybYicR(^4HslwZ*?3azJ~zF0Syf?-X@hoRL6}E z3$6nyIeWy?-^$CiJ`Od|Py4V(XfsOuNuM2njF{A`JL$5oaTuIlL(xi`_S4J^t3<}$gI4!u{0Ecri*)y#ald+}+V-BI zpStXH#qeYMef(GI`WC{?i=9`0MQV||`V<>*cF7=h6*(dHEBpDHA7{;#bN2EqgCxhh zOP#9L*Sbt8eE_~Qm4#{JDcTP$=%Ku z{nJzGdAlQoi#!lnlD>hr1Cm2w^!9$)#4)3+0NtZGgyUn47`Tws>n~S3Q9Y9kl-%q& zLq!G8ncVR%is7DXfxrCE<1T^;bX^`oL=!Rz$SAJeCg@t%MVd&WBxy1;fc-L+Qu6D@ zh2xq2v%`Hslly=if)e1R;Ha-~ZJ3%=4wcnUp4!fhe7QZnfj;b)Qp7clv4}~L;2o#A zcSr5K#h})bZikY*fV-yj$WX6yvJG*J0f^%GSCLZo#kGiRrT)1%g68$PtL|arV^&qH ztiH=!L0y#}zC8CAytwE$k0Jw4(1LJ{QdkAr0Iuh$rjglw_1aMO5({aPzVwNDdZ>PL zeNe$c7ho3`^^-be&mT?_4GT~R@TBw$?;^h3CuJYS^?NPvw{n&y$={l%w?AhAk<(Vm;<4iJBXzW_L`hb9ijfh< zG;ShERWnT7E>0{ZuQ?CV=bP{aL-2D?x9r62(Pv-F^FJsYZ=atP#UkL--$^H_YEVz{ z)?RVhofVc0X!Y}6=lV11R;vIa2MJq8UhT=Rv;V-_NBoO(kkOS!z)x~5<(F>rMeK40 zv|M7*3z?NlT4OGa;wEG@)IX*%XonCU5y>Z2ij=o)$q!34unEIf4zKvgRTo&-Eg$1` zk`Zga+`3G&li90}W}J=cFUk#bJ}@=;B7Sk_5d}^ak5YjuRlWP|n{iwt6T+5M2I+hy zq3$8cDtWg{sE=RRbh(kSG4p|C<5;WWK$cA{qv2rUIc=Q6`@$_k3p0-fpU=jam(S$2 z_#XT6z7hLxfn)qPRtvXkq?J7tkLe9tpJSXSN%`w#%j?clEU4baA2}q=P)gI`U<&?)cLg+-7XbEo%=x!%lgda&RZ~J)BLExm*E@bUE?N1CI zsd+eI9aZjC+|xR;I^DCLyiZ_RM0&vvK7j)1o0(ziY|L_7;bK1d(t)VM|G>`aN*I z&Nw+eh0`s+YcG`7#NSRUn52>BM3su`8b#H+DRTi9E3X z0P{ah2Co+<-N?363(-u4fA&ouG6iqX-w?87ZkoLrVk;lq%oLF-kHUPE_O^U>ezA(P z;rguMfRL)YReE5yF+mfHW!`7Rsv#C5CAK#7QyQF=reanPc`(@`L8XhI#4L|M3ctLk zO_zd41`yX|#w(0leOPl%Agx$fQiSmOBUeeiO-6LuYHf@c4e9tGnVQN+SNHJT3KJz*t~Q&nQC9G zSJ(N~JWM1Zb*|g0DmgySq*qE{!}<(YhLUQ$tvaLwxlA|j7j}x!Je(qQ#s^5gol}ae zNvkt@K}!U}=~3J8ju(~N$7ufK))(449LuZnLwA(&m7*XO99u{<*t0HM2k9o=)uC`H zIowZ3L6|{@Lg1(J+74#+DQ9SR0L=UczP)bg+I#VbgHMhRsA50-8NTkU$fCFA8jzFM zRY$baEc{mFw)0((nKO8b{k|RTf3GNk#iw6rQw#rrQ?#((cDYN z2|ACT5BJ)UUq1QqfUN$NxXh9xwELL0NJ*Adc&iwvDLuSk<560EeQcNpZE|z9s%U^! zrDR*n^H)**y1%-hm75c31|zuY)&8tJiu4XQuM5&L(uU?2lk)E58JX#|OeyKqdqP_QbVGRy*OWUhr6c*l&qMNF@ z_Or8pfWmC4{la_u0k_0nd%j*U3qO0!F=4E;{o?cBIM?TmkwQHV?@XUOUP21UV2`yV z{dR@7Z)yT@lRY#&)vN$N@1b3Sl-cg+PRB%R4uHC41C)2*Y%ODlmJS?BA_eye@+198 z^!}*s?fa$eIici5=k847bhR<6lKY$G7V&jbnLgVY(If4qDTutQ<(g22gJ{X&v>Fm3 z=U<2@&ZLn5;!M#%eg5|zGrO3(Vz!3_yNlB9{uB>DwJpRm{P#yw35VSQ#9v~6^89_V z&xgFA^*nr{w`h|YPnM!e;MOs83En8>;L>!;+SJ2L;!&~bbkTsbH)~X!y?`*41Z`vr zI0bjBj>p;^1?Fh1ovCVZlH))9!M{P(l>KW%Ok=~>mPISNuTXP3HFB+u)w-*9mE+k2 zB!&cc57+vl4bGgPmiv2OI@?%~A{uZd&8XYs{^%>Qb^zI3$8^VGR%r%EVTJB?LERoJ zA~lAe@x3q&FcK2bv(g${5nX-v40|PNpSLY*weD_Yx=zPQh+=f4CdJ{&V=NJwt~8kW zl(tr3GGk-aI#ZvoAKg|@2J~0i+mZ0l#XhM%uO=Y8eEY92ul~ykuu7e0X05mAwhueW zSdIGrX;W(MM?C1LZig%_40i{&U6QKSvNrLPmZo|5I%C?D@+q%>eE!1|pIT+?%EKbm z#Uv{^BbdNXj~NkL5x;3fimWfJVwJv+Z~Aj|5dWjr{daDq&bJDU!~LSwMn(&fFhE4~ z@f1sBiRAjg{&&RpLGAKzFv%_sFD%zyCUc!tVtH_kS1CjM7^4A7y9CT_7~D*a;&_iN zc5RL^Q%&kGPwe&K@4=eP%cBtr6;Df!4;`L;5Nt!0Qe9upUJGd=O9|a$jMe_1y!@lnE zhCljzJ_owEw7?9QrA^RG~t?!gt*2}oF^$;EWU&rbiV=FB&_1CnL^@tmlo@fNn~p{J7bXZ zLfje1NRf$ap9)Hm>qR)ZS|#j~)jzw9H#DEvCQuR*syWLko9)!h&=O6{i4Bonb<>og zHRi@f5^!wCx>LecyfORgX~eu#VKUhd>oY|r{uROaFp?S{b@)&XM%bd}`N}hUxV;+m z)b<_@{CeFKk^DMVTfl)aTe^`Rx-vzgDN3=Zc9Hfu*}am1$HB%7BzSKr2W2hpPt}LB zy9{YA`3^6;Ay!G;R2(JUQ6Jo_^EtzKEs-N<^-wg_2jKr{P_MDBI!UJTH+h*3>e~Ew zrVxp;R2%Hn^M`rhv`LWLtSlMqIdcsw_|?$D8#0;&nqR1q>qr&;6>U#mKG{7R zWKm(0V+W_SQluu?<8GvTy++^F=+=$pkAuFK^UKyfXp|e|9YW2laO1?*x|o^B)`X6`Bk<11H5n=DbpP}h**_RZM*f` z9W5TN(Qop>z6puR?)=wYd+U+yzDQWFC@H5YG`SI4gcwk}B-JhvHr7}ZLy>2E%xp+} zH#!$S3YntJvv|_E?2qe*O3gox1x~!qHP8Pm1!o}@sEK>!&`w@Vtk0xF2D%7iDk3~Q;k1VU8(tqpni?|8_;eE~7b%XP3JLC5d*l(a=|7Bv`(T%DT{v8- z3A`8%=hvzcvgac2wjGMVGJd>K-6Gkl1tZDDLAddH%Gaqjn_#`2T(&v$es z{~pI?I|ZqCic3`xg4P3m&6AeLd)o{HqZ``AhmrwufM^|>zf`D&Ep+cstNu>i+N6SH z`&tcBMY#Ti@=D^YmWxrxGdl`RlGbTp+VoY43LZjwCUfKJvxm{P&yO6e^Tf3eD^st| zb}I%i?gNHEfA6M4)s9efF~43|?!EB#JnMOpb!oR)EIxTSZ7MCZgg~K-)B3CJhie!& z{gLnY)$y*cEM&S3Fm6jBaG%EQ`sz(>Aul%Zymj?xeaM&-b)!L(>RN11?;psqtTcfS z3WX1x0%iuyy&4M_7DvK2jcPeLAwHaqz$h@>`qp27+*Cp zmS{_nlC{7TT1cd+na(Qtyx4+UU&%^=>lO4@ghv$U*EZCHOR3lC%>*&CM2+Ofi5*qg zrMAS*Oj_AgDLtvro>at}DjgdS%sSB(FvWTFH zjtftgZyO~YY^f^|`&(O+x~sR=a(n5-8M39*Z$nF@^U{iQT*%XA(izY7(^fKe|8yZi zxktxBiDzliC6+)al*$AWxXvf*H=MoZZ2GQ=tL@-F^SQtrxmMxG|pJMQ+qnBZ%(YAxL)I@LkX}@(4@T+M4D{% zddxDqGWd_YuocAa@j9k^ThDLn$E-G7XS416<_bg(uEm#47OgHt3A<>(yB)r!*k;dsya7 zT9{mNY`jaAT^jPY1vPvyJNx!XTeYOEkuf7zeAR*F7$sNxyyUph5{FT%Mrydlh{w=- z@Egkk9YxkOM}Aa)uoE^XtJO5wU7mh`0FGi3SS!ploKHq z{%7Z{Oan3_m57XYva+nJ>mYxe^zJtPSo&&@8vKhU97=l?=c8pxmuhjw4j=D+TDhv? zT!!O{ge+Ppti8AIsiwW`$ItMeFAeb5mJ5cE5LDJBBoI+^wm)h6*0 zaU%<1&P{hy)fL4hjU8XIXnR!$CE~>9158pDud?AfY%Pw|e;w06LS7Z?jnNINeD&OG z%e%z+TVC=FT#kn{-D$|Qt=|Tx>oCA)=*JX0<`-7r;}ktw8r@Xe-{snIN}XbxpVH{e z(!gDY#_?q?6!*oEwURQojhj=w1-=uSBXUV9D!ET}Ez*+)&xntQp1oA*&i<4^+gMEu z`g##>@-wVy_RTJNeS<`~T1Br9F}U@5hy1PnuX|PxKcMX=b*{gfF@NL#t8h#2E4?;Z<;;XFcXQU3UL0 z3p6=o$GNzT>#^AB4{PG@5P@2;Ng3rK-f&38H(+UsuT@bAhlpOqB-W*G+K zYJQgAoMsMcEYvL=(mbNryKLF5;yPhHKM=>jDGW0635B0 zHOfxmYR8{@79ssmf|ZvpySH8v_$E$T+!rP4d-q!79GGme zuSeemIQqUP|9I!t-OYfIbNa&Z@uYma$9o+^?qT}M-e&i?w@r5hn0&k&=IJvQ_Wa0+ z!wHUf`s)}~chc59I?@|dp=K(sNSAUtiL=hQwT)J`3%P?4>%nhVC7h${jt!?W#wPTn zrIAQMw0JE?#bB4;GgY+sVrKq&`rEmz-=5tgteFk z17mKbhMj4bDk<(Ttu$&CI@m3w=%}BpylRuIG@fw6FcylPg5G@&w4m$qy65idKuxbP zMo+RXK~w`fe(`DSf6{RjPcNt|SiQ0zbEhr&8-(@A^N;&PpnQiTH_N~#Y4vCIp%y{dtv_nxE@vdi-fdhD4WGdeN0+gR> z66`~eTlrE0sp+nvHkZaLzIG|Jy_bI{U<+_!nS-9|TrJ~c!py+e=&Z)k+)P>Ob zmj$G_PSx|wKlh61G(_P{%q5)rmHI+BjPtUH_^d%s`h$>U#yIAdEMi@(lRRzvA(tuq6W``Su1t5+12z=msQE;c0V!_=fB;H`p=J|5=oX7p|YW? zk^>&(-IIwx8lPaRHU9AjTE3K&NKLvc$=)5QKlH%$jeOsuAM^P~mWa(*FaSO7ghazt zD9xa?Y~$|49Z-uHN+-|Bv8dX>&o~6LH_4%O2CmM5tO?ww4VL) z4|AG~ljOb`{6rhx5688m?Yu6LuoYR+I{8+YAI{!y5@5}AO)+wfj|+RAgL63QY^=t! zLGI*X>h-1N4KDGt>iMa#K$j=TJlyPOnLx)VMznwaW^G>;ZBHkXcMCm@9P75+!++|F zI|lI7y}rVd(JTp(a=hQlkz8dg?iI#g0{i^$XugAq@PLHi^6j&@95G4iW=psji4ptU z_^St3VE1}PNQ_~|$@U~noJ8M~vKIc+BWCZRKi7@u>vm*z?fU0$tsJ1PccJvpNWL(R z?}baKuitC`_j^SxIeamU|EF@;_2)5gR0odXe*e|z|4zcS1p(g0M%>`4OOcL|I@BT$G;W1JXSw&LBfgaq6ALf7i)iW3K-13$*7 z>Xs?+*YrN+yQl~cbdC&KY z`{1%jams10s|e$1M(j#^4~Q!V2&}Sfz7ZICu`cvz%*$i@)4;)$EiTyr&*xY<@9HTft}@7G8#kgwl^ zi9n~0OdLG>_~_2B(V&>}@n3U=FnFiEI2=5?w#L$;gAgdty*akAI!nKIR2${V{(6ln z(DgHPa?~jk$69I7aheFD_fAkGKno~920mCk{R=$PCWkhV(b0ekA>PMGq;Qi?(=Hwdz1Wwr&7z0iiUsScKaN;yZ@+MU|;(zSxjxl z|6+?Py_q%t5Ubd-x;{pyN@2Gf*QfZ#Dw?Sd=o(0%sBg-Xl^xXPxBv6x|Dn0rZ%X2 zfJ7HKWH;WCbs|A`+6IV_X;9MX94l~*Y(MMu-P1n}4K$R27qbO4jq@oZF8lH0qfTkQ zCNuS$8@h4ZFMQY5)W{pI6FJjz?L4uxTg~U9AM}F z-q$%eIQW<0)~PBW`&}#m$OwQBGCu&f(kbp$CjckwT&%|8JK(F&O%@wDMDw&OcS;ongQ!_05V|G>TJChzztus7Q=em1Mwvj2*1a+hTjl;AyrJJ zVuNRE{eh`A82}9n+lK%1{XPm@r~n7OG-TZR2>f5k9ft!h%hj*3(U(j3N$7GS2c>I7 ze=emQm_Quo-v5jISvO3>Rl*N#OB#^j|GEw#me4X)8-I_N0Q>$^{$po73z=2lr}*9MgIX|H0{Hy*XhCARbdPQdxN zZ5MtzXcKS+aJU};Fcc=fMIgav^wz;_U`PpFU2KCjCBq46EM;WP@!#-KC(w^VrK6vE z+AC)j)^7)Ml4`)I;tcy23%ZGcNohly@O5s;e6($AF@RrTK)LdZ5C}@yI=6_OL)Q%i=z)McGEg{cmY<(L z`6*uD-R(nxYriI08yhDiCnv`q-gP-q6)22QqD$(=$|MJPKJ$I8<-leD_@`q^Re8a&U@REIH&W6oQ@5yeUmvqzh^(_zC{^?sZ zvI1fN^mxp?hIPoMJSKS?3%wbI_bd(JvDbi>$E9?mNo(U2&{;uyg7{}8@qe*pM<##? z1j3^SrfcCtgwz8(tAKz6l*G>(qKro*gc4TPSD7a zbjH`EI+VKmO`tl|pTJ*Y-$!f(ce7&vCf6wdPjC`Ort}`1bPkPy?i!7th1VTfdc+~$ zUYb(`;WE&W1Tx~!D*(`q&twl?MO(_)7<4q@@HfZP~iD*7gRX zu!@bB!V#Ob;MpBu1Js6sf$66d&>AFh>ERnZwDyGNgXpC#iE!ow^wzXK`t{}+Z>tDv z3p+bIlv;Z4pa(dVb#u9`KB<6@=Lnb%=5--~!$FgUQ{Y{&U~|O3wjE?ZBIrUyV_*-O zJVYH1Iu1JRQYuH@a;7mZY$2nStff_4x8edct_Un96&}q4JREXH?3uha^S<3_(I38E z#t8g)A-98nK!&96kb&2C{M=7qr_TSi?=K%z_MaI>Q|H8wUXDJwew!~$3f{DzRGH`#|Giu79hTkp|Wc;hoWtbux9&`q+S zh)P-DSlH@xBJ@i*jJ~{uop_qj0Y&4U{08@0ZqIHpO?607TL7FO{-}1OJ&-m+YigW5Tp+4A{i zgq4ne&L(Qu%`zwhtT*Z&LArqupV+U&Hhu>5gV&I(@#2Y7tpH;|gftHI$W*W$LrcpP zG*m-c=RO?pF(w3305@V7(C}bK|FaKnYW*D`=A!v!V~j{5U^wLDu$bWKa#KG5hY%&Uo^o3p1I!9& zqdd9mpj_*ToYao0Fz{+)MDnT?>`>VkBp(bkS^;~D>>FK+vVR} zu3skt^okQ`$oNq8QdIjhMN`{Q-(iTCXk-N#1_J~Q@FJ@2t&nm;>EUlQ+bLv$nCDbR z&KZGcq=O_evlNQh%kyk>;<1H1!*u2f@|Fdw>T#&D{IL2%4ShR z^g&i8iQpnDIE~U+JAxP+!0MK1MroHx4vlqC202xw&I60dg>4FGxk}*&vBc zGa_n9Q#*f*`usxfpvq`+0)g)VWamAmFuh6vw+mYPxQ#~-8B?52pNFK-0Z7S#2*x^$ zO(Mh81-TU>Tnbb(C2$lloH%7mB9TKFDGuM}Lh!2AaAMK|v= zP>%<|AV*X!*5+O*0&oyYSOmV3XQqg5afk&q5AE7}^d4=s(hOaJzKO$nR4ez&&5isQ zNG9m}P*Rjw*lEj3_cj0_L6e3aE}T%-O-sR#I1E+!PWSW{Sr4394WF2MwU-Vs`Y9MR zzJr@iwF2GggS}ORd*w|Rn56(uw6Ec_HU06<4a{hzO$*?fXn?%Kfk@AMXcx;fqYqz{ zoPdVU6fSvVA!l<@RE^kylVYN$bI1)lftJ393qC&EiJp#Kd}pWCQ=`_^+l#6cj3zFI zTYIDHS}wczMTP%_{XJ>*{AVCW3XauW`E*}5OEh%hEtb=&NQC(Mc}kLj=%IlRwxR~I zBs2j)5BP=zEK{4TarN&%jZ95h5QkdGx!uk#F3o^>h4$5= z8OcobY&$d?DZmlcZzOWzA|xtkmg~5-Jl_Xw4x)IV3 z88&?V@o$MlD+J(KQS2ic6o?@?>+I-2;J9}Fa3Dr?IKU1)1VLc|nwX1(PJ3RC+$)w2 zYwU3X_cXnbM}b4bX|yu{s3SkuI6;wl{k?S$Wt>LhrjuC2UE44hc5!( z69Px2b^u@{etH}Qbp0s|a(XhJgQr6eIXaRvU>Hk~My!YSlL1F?w{#OpD82&4V&r7#T) zh!8>x1e5`c2uMi+2}LEegb*pABqX`t1U&b>_Yb(w{o(BA34+hg-fOS*S#_63*KEuW z{PWm9#l*x8K(1b~6BGMMN=)oW%D%n8|H#e+CIkQc7izluSwTylubUz~``_w~D}vF+u^p2V=vo;!)F@b1{xfT625ynT#px_TS@I&>PlkK~{;x0b*?A%F68|HkS1ytrTSCi z-~SL>2fsb>{g2Zp{`zN8u%QNf8rUggr3%{>Qb;|M%~UpI<*w&t;tuJGY-TASR)}>f8At7O8UaN3jm6 zZE?Ad`vk65$Nip!ogZQy<3CA#_jtem^xxlw%>94Ohf65`^Zt zbI+zTz{ae&fdow*9V}YoJ7`A5ADCRbtjHbhiD0#D%nFg}j9(8?JsFVX$w6cOBWHsep3~mYPllVOjA+qXM~ zYb7c(d@jotE?iU;(Xsj4yZw!+58<@=;*9>BfWjPr1)T!1BL-^4^ibP_W-Ab)iu znYA%=TYIHTBRPEP#=hO5-}L;LdJjY>v(Ag?JfKUXA#82n<56S}S$X-sGv)bpowc^f zD~QOsf*Ai>w@yM<5JlS{Nc6?%nGczOm5B>$W0R5$<97%1jsesS0@rO@upVm&b)Q^L zj{!jdF6V(su-~zua)<%&O6GF|qZ^C`g#)3If!qGL}`+=olY8G)craD>NdLh@i}*xWSB& zAnmdBC%#l3YUPRV8W?V&w&415P5m};zX5%Z2X#NfZED+7LhQxF{OvmbzPoXoUvj92 z4neTFBSEG{+3R@2hOx62#n)dk;_T&aKDsw=>Dk)rXnu(WR8Zunp&cz?e11 zD)|g19esCWV916WJb5*j?bL>Vk2U0B>hp%F%$|}l;#6%xKU1o2oi&`9gUih@b866(ywtve6PiM>{)8CGoGBjL; zlxHs4CB5)TvG7x&X4Zhq4H`CR=O;4q!qaP}b3M=u|DKJR{^azyVfjr0#<0#rcMs_^4o*8sR6% zQKcL!O=1;}Izi>q6=zyZt|ZiI+mDY1j<~ZO2E(kB`Une5&;m5`dC+5Uj_R;()G>C+ zU_RbfE64Yw7HdLV6;j%Gdcpd)Boq^0GF0Ti#nJDV=#O4+vHu%;2AL75rZJ<*n~<3Sl-Ct|qNQC4msZ za6%Ns$9`xW?$D@|WKXyQe+x2!IDzz(2@eW=-@qMIO@Dq>nBH;OIfq`IXKIw`Tczh= zTTdrAjb%9*47ck?kugTj(BNvO<_NY8qe%_N`Dhbdlw{F|*)G@$xdPoM2I;KrBPdD; z@yvsxRIWi|o_t1Ne>G0g{FT9e?Nj?PPtIK<8}V|Ov&YlN3Zf&|`Rma-U1$`u)hsAL5b9n|l(2_b!7of&R!H;dAz*BufP3rAZvf=eMTdcDFkg9Quu<#Msb|ol6VQ<5}CN$2K$dPZT1B=Fqdqv zgD(eKDI@aWgad@pme)_Ar#Z*+5VNGiG3%N<)|0d#O;^iqB*8^X7Ntx*MriQYEPSmk z2l2bbDKm$uxz?X{HGFZFZhLf1#iWhkt+s$Zs>{nod0SJWRA0Ubg z2#|qqVUov3H0$$HH?5xyK>7pFbesy0@yHr9l7YydGD zL2?&V7`jRfil0xNze$~6qW?3WYR4AG-wgIX_TT?YUnx2ghlZ~IZijhp6?T@6e@+Sk z`4O$^^a!12l674XBZ^ncmaKDw5#3oO&3ZW$hZh`DNwXT^He-%?#SSS`TK;_P!jmEt z_VC-HBay#c=IRW|^DE1bl%bTby6UJJRUrTUh* zC^dFaU1@Ge5S!=@E~avi5lbd1VI%tMjT{PQ`EEZAVPU7J$`@FLLCPAAGP`M~U_4dq z*SX|@J9fduw*6&POx7L)<1$>y(0LQvIY}_e%fbKSw*AyrZ2^y6dGexXkp&$w%p9Ye zwMAK}-t}ajc{gOlGxcBuXFB1^H7eP*jR_q0o`&?wdIfOt(iytRg-sXRWo~SY>=Z8)Bg1a{GXN^)HERB8hS1r(5h{`ru=RKVWAIy6^wD3?a z?EOM{kug~OAJLFI`z+{ftR$!t$}Kadjo}eDXE4>=$#+9#$+T~FHLrY7UCoAVWy>n4 z^WO@9Fr}B=&S$ssn9!-@#nmFg_S(kAoP7~z5NaDo zdLLS&Y;uF)^oJ$TNX?76lD2(@8>GVsH58+Q>TmXt z(n1IKs51Bm-@&3suZ^aat#Ff?N%Cp_b<8DSo(I9C=;~51NKO?ZIOKlfwf&QvM`kwG zoNVS+u!NLrnw5%7kG<8NI^?edg-eY1f$_@qyULxY77Z%mm%jCoP=x$_g45;Vq2HJr z`C&|Mb?@BvpJUBtUYginb8b9)Dy{4zZu;+VORu`ptdMGDIe2xjGNVCB8fxKW3yMio zLiWJ>+@BQbxx2Cau%sFFkjy>ue&I^83)V*+5r1a-HsweX5q!eJ8-EPk>Hx^T6XJ6* zQ2lD%=}L8rpi`y`9=U63ww!Dg@l+*oldge>1)2Bnf8`~61zkYY*2?#8c9-Dw0}Wqj zE85gusI0LGLL%^3$kan$Z%fT{xsvHBDF}nTPQhn9DTl_ks*Rc4ZA9j+z}J<9C6kB| zsz%n^l9pd9)hyz(LA+Ch&nsUUZXP#AGP@uHaHnr2I>BB8*M@XojO;~FI>w>i4FR$t z16N1$gW5<23@2Qq;FLTygjICfLZ4B8xfyak@{0NI@iCNwBqr-^VSzk#bgMZ?94EUJ z$V4xJyd^6A2FkkrF>9S5+Y^*yGAK54^5Tz5Yj35K&#{s>aFLU7b2F{0{k9?i@tzE8pG~-_@a#hLZ~kR+^imzJs-dgQ^G>wH(>K$Bt1} zU{LXYoCk)qZ{?Kmqv2at?{P`Y7q9U z?JkM5}fm#0Jjg=`}kqH@h0?wjkOY(7Z@>}MmV5* zm}yb^va$q?-j|I9!WtY!*9WJ&fK*D#ENRy?qB_D#E4X&!pe5vCt>}?ssL#%Gl3oeL zi)oQMnnv@{6S}>CPhj@-IBCgKWb;bfFr4d)!O?4uv*+^6-7&dV>_!VO%`tLS0^*TV z&LX5+26X5NV!6<_HR~z%LoD`XU}$x2NU)l1y^g6gt{)m`**L;y1qPn z?6-I6R0N1=H)WdOu6m^fzweDC+V=Usf{1-lrXFJiw|#wwf5;>RX%0Gn{6qVCk>1U& z^^d-=gI34ntr{djd0d2A8zC3)895P~DM)STD`<*M8KGKB66zn%2_!`=MgU6v_8?u%=<|*s;d&I=<{JTm!udfa3rgZ1o#nq2m zt0-tva5KF|9uFB9r|R4f&;B^5K*)G1t_iR|tk1eaB0bmK0otqWh7J_gQGpV)e8+H)Ln z);;>!AHikt@#nNzr>*dzR=vvY*P{~^O75v}>>)zS@>gR43CJ-6wK}itFS>SiBK+55 za+YCj*dzbqT#x9HhGQF*dzIlmAicQ2mA{oBFpQ3PuS0NFdF3tH!l1U7yvlMNhCRyl z$E5gN2()JZe@6N6Lf=~5mA1ZxIv!(?e+=91nYN&m)&Mgqhf^F>tD6+9*!31VITc5KctNl@ z_#x-2rW2$)4>j|%yPx|hS(FNuPROeC4NfA<7Nc^KPQEJeds;;-DKB@q9DZHL)kW36 z$JIs6zfU$S^Oe8m$kn}h1n;)f;_MP=&^p;!t1H5s>Ds$~1*==RF7q}!+JiB*il24R z#5bHigo;n>TZ?YPrn@S2ZP#5<+I<@CC~SrZX?jHX*Qn@JZoKd zvhw)zH3fvE0^+RUN!c4YlGRr^&W8msF)?qc@k4)zXMg_r9C{lrCU!hN_YC}JX=T@m z>lA8C*}i?KVEL)+G4ab8yXTUzc&e*C68j2*>RJp3g~{P#A`j~4Y9@4>bWWom=9B3Rququbrln;AE<)KvfR zqr?j!Whbovetos4E4nl)1=iZ`G8xk6az6b1EWaeeqK>w<@cSU#{;}Wf^;G{;m4cIF zvGx&yC;}x9zFee&O@)6^>-y-@Yv;SSrQK1*?ho*>9H|f5!KM(kzy`!6BM3&L@@{|P zaFGM&Ni+uSl3qDDShJzb#yc%Ql(~q?NvBvPQy0J2j@@zum*R>ZIn(#0TBo&%A!)Ve zBY%2Z&>+|K(U)p+z}|z&`50Ylq~(gMZ%{?8h63Itm@sQmhsv=cA_#<&*T^+7q{95O z7L7scAw#d+q7^8))emgr~s1`mzq`&wQn>nf#Ln;Kzj zPa_zJM{H9gyn5i%0e$9~qP?F`77TCf^CcYH2!B!91V`#rEfIgLZn;-3=IAxn8 z&$T;~#ie^?t*NQf^K109b`1aH1F91ZUI3w{v${OoJt zug9CD>S3loiiuqm)3N_U!GHfhqM+ax^5rSNT&-Q|`2tC|jIiO2sXGHNW%%n^Q;i2b(Kli$`#1l>T!p|`S4`-7~aI*^M$_;I^}2tSo^_5+kZo6gPa z^JP+UF1;oq5vhtc3h}3#w`N~^wzX^uCMxaD_@B$Qd_VuD6W;Y?!{l>tAUvSa!VTj! zf*8*P;!(jY?Tw;}YM8}u8%naa$G{d1hS?nquL9VQ$^ZKmMgs_E7$Bi5F;0qjq>1yp@a_K^KzE9W#X65JbW<- zD$YDPUmtkUwee!$Q&8FwNTi=#T*y#@%R#%_Rv>#SoHKvd0}734Fj%)n6~x_$tkG(9 zfK$8=R#zQ3!ZbA@y!RfgIdJ&x1GC@@h;HA5R<|1iM(n$)RnpS&>-?nBA^Sg$QZO$= zq_wJFj**SapssePBR`aQ{FydOA>aO}_Ia3!OPEsaGt+FY)j8GQvM?5|Oj4TOXryC@ z*)2{+&Ee~-jtKz|<2h#VJv}VLeIrXOkGhzDoFKZ{$y>xfRNysB#bzGX`sskO-Yo$* zDd7RWxyrWQ-y^)E!(vXj{ikBch920l@bQ}o--|)=MZ&8!wX8U&P5WdwCe#%zr5qN5D zzHHN#T1QzZx#C+-mlxp~K8;~&m#<(lqd(238LDI6@DQtrV7oRw*R^TiFV=+fjiAg>$kJ8iHMT-5G(=*W6yIVk3xy?EYrYmGJboG!pY2t=Va(SxH8uLH;sh>$c2=`M>tQ08h!ERn2iH9`PA?} z|MNa0QeR%{$TL%cY}cxh;bTx(9y6H!<#jYJ;L^dB939E}n$wuRCWnQn$F~}2xrzYql~s6wD^1|54;2jB$sPAA-PE$qySHfTE&pw9 zoE)L)it%6nYp^?QcxDOrB!0MTp`{k#*YI0r&fC|`dozw|*c{~r)or?V@e2zdq&aML+b%R03Bos&=qfUvo+fPIb=$T_*<_hsh%p)pH6V6+B+&E0i51Ugogh+vEOUEFP1QV!};} zYnLV7wig0NO+FG2K-8`3j0xHB*4X4!jB1+M%Cw@b#Gf@d^|1yu*M{nS``Tu8Ougqf zr^})KwxO0w9N&n!DdphyB1whk`I{tKIP9gQqES0peB!rE-!Jc8ACIFI78H-2eeiq6 z;fs`}^Rn`4c&Lq$PTU6|j2Q8*`QxFGPw;;o{|A7PANoMBY+42)KcAKh>QO4%vRWx% z9k$dW2AM8|#6Veua9m`%MX5`~A{~hcMq86=tRFsvYxQ4sLRs|dt8Nj!)D*~pohVb6 z`6WS)RhWfBWLQMEj8MxeIhb@4mr}T-)KR~g4_gWcfN8~!M{Muc0yOy3XH+VV9^s{+6ufo!C0E?z}3mMvRh`a0t|~? zZdFo8Zbt}?0DSqv0*R-pWWekr-Z5tJYrq*Kpe;TSq2On3;Nw!llFiB(2yInX2G?y> z-}+kxE}i&m9GAK=IjoasI#%%JdJMOs7;gF`ntxmlM#=SBCl_v5L%zib)n=B(~;do+qe-;Tra~d+4MT3Fj{NU}@b-#|i zIT1&&ge&sTZ4G6^Wm>&G&Gl6B_(si)X~FYxIf8 zeWkoNf_N6vW+%e!JGg<2?Ih-Ra06*jYd7hm~yX(7A>RuOBxa7qVX9*{TCuG|5()GmIuR*G|m zZ>YqD!);Y$&qVXSr4r)ilzOvOytr-=BiAFrp~Zz(Q4+~5DaMhby4X1Kz%b_Af`_(8 zda~(x+$Xr#STS07!VHkHn#jKWu=o~)zPiE$33LcWpvt4T8oYkof+fOhE0b1*g!}cD zDPCySi<@`vvh#LlCO=WpTK(9q?z^KBD;H|;8y ziqRstiW%zfOhV5)bJ+wE5eg5mW^sC8R>^ZQaLj;>v0%&hudHf*{K{t?QBT>c0I^VwaPR6fOUrc!6jnG1qLG z4g{Z18v-HWYoI=}I(`<-UJ$d=(XL#yXc^>Xoy;kqy$MihkB>X}i(ACw9H8h5H1Bi~ zUc~>FhPN6L%1X8d2w8^^65#7+jT$%%!e%F72xMt<)g~$Q;9a`DEIijze=2{eS{S)^SKe|rk#4{p z+5%QsZ;Q6oBvOB|izOocPZ-F;Arb`62am>YQcYtkV6G9PIRtxwzTS2Y;hnTfW`@dE z0ib`HhO5VQ$DifLcxr0G6L}26`JRuRe~Q-A@yb?2jzRJkn$W0Wm74}gNXa(Yt8S&4 z09R4T41yP_#KpmjKwGhJu$5g-TsmNUfztuN#=j8NGrb!dj-ru%4+M^vh>2xP7QnK% zKc^8s%qb0Q_msq3C;uRL0RSUQX)6qFA7j{a#2JK+cZ`_LF->^;AjvpH^zG9aIIIIfJxDm_giFFI*!DavNYK z(ALF;mco0$DouHc&!nxlTiEctSLy}N9Sl@-l71ybBDNbridGSRa3!sQ!4PG^Ogjh~ zZ@_3#A_fc9}dGJ5>FAd zVhqjO3V}lhgdXFpRsoNolnu)KfLG8H4e<%6+yX|SFs)H(D)y3{qHRClzizQo-arnb zZo9H{7;_-$0^z1Xp--YAaM}ls*nOPjtPtCcnfwgn2Vw5M9@1ET-~ z0M9Hh5-1MXy8`32n|bZZwsDY%uje5%1jv%Gyt@T4enwjai5q|i24IExkv4Uq?hzAF zgfr!f8G|CQiy52{@nU?Wn^vx2aWv5&ZtFqGoFydv>dFwPJ(K2|GhB2;cjASiV2kjz zi_p$VpwcJno~ieL+@qPTT+We!$&18~Y?DPxaC zquoog5$d^=ULOej;jYVk0OTkr?k3z4o}XRfGxnx(kd}akEa6V-u~P_-WLU|gb71}{ zU^|V5DY8!fmU1hnj@%Z8zOmzr-av(d={WJKkY;e^!DX+j5nk|8NWbmMeNcdk?CA1M zA8DnjL`dD2S=v)oM6voyuKgqowgThZu51mc2-cwxD0HQDPRVP_0@#tr;Cv_1Qbb}< zqsrDbxQ24vMSyvpxwJ;Op(<`W6E+=6(Di&d(gVk|XP!-GvIc-F8Q9XEeUDP`DDM{(vp4(;@Uh z((}0{EY6h(o*cZhC@+6`t0X4t^MHJeRqCH%t>je>jG66|>*4R%r^?Gh zyfmDKR@GFi*If8~;V)eBH7|n(Cv~)HI=XQ?kT-A6es4~C;^_cemWld!UMFVh;>OOB zt#pLp)SIr&IXW8IURC(*le@V&<3W3+9KR{Kp=`3PinMLtw%NtLFFgXBQR~am`oU<& zq}gW*4NJ(uWV^Pyc+V(0r?J}AUdBWF!h?{p9=d5GIisP5YEy-=ttvM{HB82Tb=xsW zW!gdy^>T&eQ10OFtXOHr?;OfKCfWV&@?5?>7+;$loGc$>+XqW-n;F&#n55P35*jEZ z^xRAvniIh;4I*Q+ZS+dB&Q_WmRi!7~P> z@{e+3s}P6Dp8BlT+E1S(z%I@nZUb%AOYIfOGx_@S8Gk<9u@9-VZXtPf$({w*t}KiX z>l?fIFAkt#Kx=ToDB}P@e+IidwYBKi>c=rlGgTQI$>_oe2WCui-(*Ab4CXSx9H4cW zi4c6o&(Y`ptAeWbN;8rte-(^IqH6>k%P6iA`-LrWyg&tSE$Z(5Bmmgp5wki2MXOih zuk*^?|G;x6;x}-N0WUW&_o~r?5ti{9GJjCi`=ykK@(-JC>^Y(VvY71Y))pUfW$X)g z#t={v=QQfCC1HC98I_{0VsFBq{w6MV55jJvrxB4z85AyYeJqNw#dhBy zdTLaNPhEV=+vz!+DJK-lP<6FU#X4%TacKqBNK)k8U&P$UuqxwgZH@ZA6Ehl# zuadt#(x1i04+$zf((^y_cQ~*ha!ShM)M` ziid@^nHVwhkICkIUv-X1Z@MSo^pEsuBA=m-cC`;ME|)rnDi=id#nFD;*oomjUJ)_8 zrl!(!c=Tl*g4{k+47-*(?m%s?QDFBT8kO5257C#q2$0~-aU;5T-_E8(k?g06+`+%h zz%Gqvt9=9!x2S+I0GhwHuF!8cZ9$2;NT>r9joa?{zm5@J>Mt3cOCF%=cK}rHZ_G#yai5UqQD2s+2$-A zqBjYAzPjy9x;Zs2^qD3)ZakYPDEmoSJj3^LQ4lYo^PUX&u6;iG-aqJHqPIwemT<2oNUTE&F ze8osg!UgBe^bn!W18BZC&mGS;kLuZ=8%d9pgWV!$t-Ne-UKE zejemIp+-)ss^L)eBTGEDAL_5Xe-yf7g+5lag?6Eic;BVFxYm?9@u^Iyixk0^fG zKP~Mp>x)QEW^pj~M>;JkTcN2DAD-AZf#J_r)h_$06kZ%Wu#@zL{46r9DZGl7iuf5$ zwnkDCZ~Fs>+{u{5(OLW&Gc)D7OFNP}APUpu78iqX^gRr9HFrB_SVeTKN!x}!yC#PC zV9%k6Uw2luSF1`AVCwtZ*pm2g9T?#Cl3lV}s}v${@%YVAe;RP8I3H&ulHo*@lH29 zxCM?ZeLR10fd0%xxp39bUzgPNc@-zoi0s2s90mqM^m8f@xAWKmF7Du zOA}=m(u`oDZ54vgD+VGSnf9uqg?3)88#~F=Y6awMfn=A*eqj@@S zv%`p;HXTgegYC&<^qG$Yd)l{e_aeqXJIgaWDAd2y`a1pc_#_?8^+8=PXVsd@01pQh zUO4lONgH+-!DYhgX#mZu^lUGwKP>B-88sCJ~WdJTmMM|SE z1gC$ahwJFOO(g^{+1r#aaqLtHqNSIcM(kT(-CdRq?u0Gpq9(2<;l0K$-0daPYgpv_ z&}uM$+6`O9r=yi?!J={RSdg?mKIKaT`(~gSO zs9ADcBiT0D&WmH0_SDM%d(W<&o<-HO4(->GEF@CEqHO3gp2&>U_K^5o+y4wH^4g?e z2zxsywdG5`Tbw0x6&FPS0+Mp8Xy6K}u;p0`T{~%+N1v)fbSJm2tWkI`-J)Tr8?H}e zZ2fn8nTRqOhKrq1UA)aivg?F?g}A4C%B8*nciZ?OU)>#relsS*omw%`l^9MOZ=tW{ zw#NV*ul@W9QFH^aJrNnZlZpyIq`LZ+2K~w6^BILGzE2Wd@f43~`$9~P#|BUsqOu59wL78~2?}eQOoYUSJ(6Xw>*|r*K zgO-;@7GxZAKPLI~jJRmZvLnJsx+2Il$}`H2x1HOvu&w`jC_S7_wAYpEnf1<|#Ipb|4L zH|IjnjQFt7#ycT_ckiCPSRcDw61}_95aCKcxe_sSk|I$)oA^UHpF2c!CZihvDJ-P{ zZ8+U^KM>5^Av;(iG4v18Bhg%P;lTFB%v7>P;{R%;JTIm>NP18Gqm z!DLVT{Oe=#DAOm(r3O3QmO%heIwY|z`nY&kkF7>5!#=3TggmMF%ZQBu@dpVjvt5;% zwh)a+e?TvDt8EJ72N|u8L;+;^G#=<%!R`R^W%Bl(AAw1OAXq5xGeZZuLE-9>JUuaG zfbBb~QTSp>G^tp3o@fc5KF~2(juLk9BSo+gjMNK;Zt*vQw^nL}L9eiti7r$7|25#; z%i!o?Ig=EDBO^>!G6;#H|NE43>+TvJ0oU_@HPn}wNh4W26C+NS4h$`%js3R@DVl1X zn6NY4q2EPInC+(*G3LxkD~cmOl-Izh-q!#vz8$dJXNPUG`9Y3J0t)3zc2Hw^4Q__y z&Zt5P(FL@7fkJz5Pu3rT@^t9MJ4m!P0IA(X-Q9)J$idf-LU$5F?|%p#=ed;aCXU-g zy-(j{&AMJ3j|yNma=`74_sP5+WqEl`B=28~st5JhsQtlTpd=C%1rT-aLRm;s!A>?!=rIJ5w^V8)cB9R3h|86Y*LkD*sd}2mlVc6FY%=O>y1#y1bmf0boEn$ zL<%LEs!x0NXkix;aG|HW7f27#S<%3TL>a9UrQ4IvRTQUJjn%PtX#Oa|@|reh;h2X# zve1>PmiV%*7<;$!{B9Wj^lQ7lxY#)(qi=5kX3k|OB(rqLBWjH!uT7^XkM0cOAj+J| zUio3!F^qB?V3J}tnJI5aSLcg+8r4L7?w$Et=pwDaNMn~%#As;s^8@ccNbimMbO}3b zGd;P>K?k8v>(JJ6LxSyep^p2#us6|XJ=~tiWI)|_7-;`gm}OXL1mj&-lbuwHu16|t zedA_ppjpX{N7arACU?4({VYsv&b3v?2J}@%b6Ii?g0D}4`;H0!SJ<@DMRG86BIj$6 z)DlSPsnAhX!1Xlw0QX>~sk`JH7W$};wc4-KIxK$fD*XT~;M^~A_7{4ceMF;p`!AD$ zu(d2BVah!Q>WJenJY;$ajnAF4z!!z>T&K`wo--PUSu($+0EVm~7k87j{aFIIsfUeS z-rUU<&+QQ@uhI5meXf0|pnqqg>(R95)1>b_7G@D0SpFXz#;hkuk&Aq{oRXKswLsOeJ z03+j*K?x{Yp8w|#Up@%Eu6Hjs-Ve2PJFUNJOeJ(2XPKQoaY0*C)A&2B;UZd_YXnxz zs2G%SSv>7wdt;EJM`Ac&Kf+MED~j6b6_yBP-U#JYr6sTorYaMbWO2eM4rtyFg(n8Q zd+$WV5F4aN-m6~V^8f`_JC^Jv>LTX;v(P*=7&;4*)LiU~an82D zII!*MmZcWA*4P`nN$#kfQ0#B~Trn-lYr5D0l1_vjme}3a4%qBrp&kfllhjQRWqWB6 z!*h&-WMY05LNwd@Sh)hb;)L!_8R3ne$Wrx25Er64`iV6}VW(2dwB6w6eFd<~-T>-F zSGnU|5^8QQHoSVCmH?ai(6VOd1K0>*6Y<9~f;cr|OeI!xs}2DpSOWPUQk01U9i9p8 zjr(JXrJ7)4H;E-rc@Jjevd-R=TyT5gw?A&iNQj1c)3rm%9VR>%+uG1xQ+wVo&wF7= zpI(t`lu+@V(W1KEOOBa2iz^?${W8Stf4NP4k=r0J^?)P~zrpMt`SXG*%Ff!wM#mu)Rd$ekAh(svq#iM-O0j zjso0M6CKjAC(qyZSY6itwxGjEB|`F?=H|d?R$}>44TYdx*Y2(0x(jv-QvI?%RZd8Rz5SNK0fUt8F=EikWhId}>I>?YgQMX*D zDQ6(nPhP0hiSWrYEUN|rW_`|l?hHdiG+KvXz{>_$Xl@uMaRQcL!h?3Yn{fEZ!(mKT}>EBWH!ps^e*Yc+`E45$ry za;Ox`UBce^a*eV}m5qoh{p59Y)CN|lIZnjzJZI>+3ezV+zP|hVcCCxX&Tzf`)uA#Y z(K5~hmC?W=r46siczjQLI#NV|K#)sYU5((b{GE`r8x93cacul*LCc(ikl{ePCn0iO zBj2WBRgN*lcVon8;;OEQE;cD@^GoOa?iLM2q(nhYvrj2o?{hc0=v~C^J|tksZ>ADk zr>-(+h%V26!%qjoU`ku66sY7|G9Q`O?q$gnD#@$Fnd$Pf0g zE6hWacfEI@C>kdKp>rCW2o5{qMw|#bg-sR5w|Bxl}uQZove=p(CMPxmSVU7v2DNo0~8c)sq z79cCU^E9oZ9iW4qyun8IJf|o0XRmo`vzLTK^x5f zm6EFq_2e$$psd&)gZR()CAzufAG|H=fOL!>j_vd#E)mgy@N#v0bpN+Od+To-E#C1r zj@dxv0FMfcA1d1X8`!gy+4v$2+q|^VUj%L!zLS!cp3eV@32ktVDfx(-WYh7RPwkU>D_QUT_JQ!#l%TU$)?P^`%>z^B>L5?0U;KK4F_Fw=0(VYXbVuL-3oCKX z02xoWFQV`^rl#DdIHbvM4|VSX%amft2*Z<3@CZF2XzEX*E%H#Ra{^EfIp}Aupx2ta zi_!e+ejWY>g6<3(w`CrZ_09F>FTFYYbqe{>FHuO8I%QvMc~CVeM|z#AZr+{Jb~a zOjeTqIVG6OOm#ja8pk^q2)z`B+BPPsz=fu<#W4&ufz_5U!SE!@$BfsK3W4`45*+0t z-k%6g!uKd7)c306?rzOw+q$%iSzX^4chQBFt|!Gs*#LQVnj}!I{*S>i)2xz=y_TvF ze_QyGP)xkzD0Ab^C15KRHYgOidNU0^J5c16mS&J=5EDiX!Sw0t0N2CI0dzF{#FV>t zW*)#FaXkLxc2Jy&ynQs6$xcxm$(u6#&H}A_pMU=Lm#2V3MzdGX_Z%O7m8w7q?~x~` zg15i$zex-3!1cwwpJ?jqUnpA~)TkOOLQ0_(bXz&VcI*0GVZ{Sz9m2Zhg%3}>w!bz^ zL{rsUzrFMNF*O>vFu4RU)~V*kSZmxWi2~y?8#jPAMYe7-L=TRn%165}Fo$d|z5+fs zWBbI<0mrYampIAt>r++E4uZKm4C%dCMh%vQ??eGL7~w<)z&j|y51F%AgImfi3A>jH zBn%<-gM)+EWMkShlPV5y>5O{N{P^;d0VsZJR`}?KS2g&B@Ybe$^ytmb(8KpCZ;s^% z3m3ffAV+rH7m}i6cbMEUS=lfT;Ur=gC>(W(P2iOi;+IrKV~G3@(tadgU9k{XN)t6O8zGR_GIAEA}=n5%;^P6#!`B;XTZ6`}-X(CGoZ zF3|?uxn>DpG6AA8ag~{vAHDy%NyrYGQNyw@RRY(f*e13{d+QS3{k!%Z5^5him)u&$ zK)2(ooyUvCzcw@z)OhT+(g8~DaND83nZn4l5RRiV-W`_Apnp$%jH zsQB`NXg4afJ*m7XIbQf)43MW7=>spj2tUf(G2-6;bd5G+-nnD6vI6Y4z=iA&T3?Ll z+HrfrZR7{CLBKm2(zrQH5pU6qXviM1Hvm4mSS7KtJT9wBvB){Kwau)*DjgO5%aSZ$ z<)dAA<-e%ub!$8TbH9FM=4(7QeizFQAOrU~sO{zdLgS04S_ zfb4%ts-u!ZpCL&O%^n#*SO2NvR8;Nh8LBg`wS+_Cx2(U%Jbj|#!5uY&;)XZ}rm@?E zU4iztmO2hNPT=)jj#?s@X^3Q@8DLj#z5~YCRsNd%h3!ZnY4p#F|9U9ZOYVOXADbMJ zJQ3rrW{BsciZp?*2k#yYLc`NkggoCvLYEzhSEy+;pN&J>IS17KqYE_a)J z{*YarrEO)a9ZPhat}3tEu-S&{2?i49p9XgnT6EkACU%c&I}(qCQ1l`VHHf%v9ck|a zWVFSOcU;LXNrQk-ytZt0kB?XLvAtGnQ}iz(Jc+9euwu^t#dy&I*v!_s!d?+-wYEU; zpdJ9#+o@?zoatULbzBJqt`=*%&`>t5SvY%0e2z?eMs=(k&-(B|zwDdxb|RYL;>z8% z_GJt7+zvU?%i!!_;#e?64`-}bJSej5_uxgYD$_O~4Hv2BE+zT;I`J2LEcWdd7t>JW z7Wc7W?(O}r2>#YF;l&-QiKNE@I16o0ZFTPI`Q4Ae&kl(`U!<8RH{E>>0&{+Eyj5L*!d7ypKQKay*knn0}sI`)i#~cLf}-$SPXZaCRM*O3SKys1SIh^W7!?Q09`X zPd5vjkUVop-fB6(IC2)@#5$y$KoKy+SnDyO9@cRn?u+)|J9iT2iJ^5%6^){#Lqec) zf01QsY^MGUYob>6zMaulw7#1|P@HCvPJPHsH007XB^W^qsAW{m0S{}3L$)%c73wY|DOvSxhaoR*$s%SQ+?aS9mE`#37EDB-xdnH=H5+IFJ`(iU^v;_8TJ^k>( zV+v0fGRbgk&Zw97*?##3Vx_q!rYkByb}venN)dZ9JUV76(C3Dxz>~S(CpTE~?lS9E zFYiKUJU#$iq*-m@rNza=TppI<79|#5i}?%bzWV9$I@KG!wb@KxYK;^k1-E;6oz6mK ztJjTqqB4;VY{#?i@sSR)Kxdr}FOhT4{;ByVv@BX=rh-KE^yhmUn=_pkt8R`b7_f2Wu81?~uj>@!03}G>RL`Dr z$!NAgo~0(z8pO-%<&7byRCXaF)`Xce;TMDiRn2Pu{BYSyV%}*NtiK`(cNX z$G=0IrSxS3A7tfM(mDWHs9;qIa)XyMmtZv z?!2DXS-#NWG3|)&G@{2jS~bU=5NEn7Ytlfi#rQc3OXrVG>wC)OuNKmxsUopD_|XQC z#M2e|5K7t#sq_rV%gb3}+Z?FHJi2)F*UMV}wEV9kDUJWTaLbIS(aK3&T3GZbDX;lv z`AbD*Y4aY+nGaUNvi&Nr#56C2r2S~{5k~`YWcdLD+Pq@OP4y7T&1h4zGa`cLM0_5uFRLgP5 zd7boU`lmlOWeQ0FO^J_XnDF&h$XfOZQA7QMRr08uTX9gBQ?=4GQoSV&x^Pe|GeN`e zqACh1gvUhkI@+r2=1L4Zt~Pg_5K{GpvNFsQs;P#Bo?;{K&tG&=V$!O_cW(iKIx(J# za}9gQe#08FHZP&lrur3Sxp$E8B1DZ{=4|PwCn;Jz-?I+wmVXfLnyzI>2`wgXS|QXh zc4V11zH@71evI#hqCl@*;#1B@C!d`&Oz%>XsvsQs2DRcs^nAHlz%W5Wk_^==78`?G zGrj^m>!x{b_7080*rn;%(}K)BabEHM004gZi{s37W4*AwGIHeop?g)tyfy}UTM2P) zx93_E$cdX_d$~$}e8dE7?l}b58{+iU4smlkWib(QhThE1(-b-Bl_tAP-^G5{11y-D z-g$*cO1vYiKf&w@AtYzelT>!PbotW=Z;m@wu?FHb_iOo+`rECNW>PRzWn(-Tg$|yq+)hDt5XFpCh<77a3|`i$&Fhj+7!L zX2wSi{|yr-_|Z=VJu!K`p#{8>*8LP?A9rZZNZ#)o_0%WGfk}jzsfP!EM5OZch6&lO zY95o%%)AJ)gseLoT{FIkUS9&q92UHZ8`hiwOfomsyaDRS=a>4%*s;E-y_e(!wF!MO z&N+hRTbm;%d9ZTJuSY%w_DbN7n^rh=!pV+@zHL+04@#F z%gk4L9x{O1I;SKyUPrT3fWs^(<=Kh(`k*3_jC6iy9~CCHy82dv5d6iKLddPVfW`<` z_McmL<58s`l#;%W`ZUKpN6THtISAeG&aowxITb<%_L_jOFgYB@Uw=FnDspzQ2p~xq z-Cn1I!X(~&-|_~aEsv&mO|_9OF*_wJ}6%>Hm! z*hI4kM-TdfWmmQ>lXM@8ro}Klsu-z*2>4A#jY8x&?ar_!wYmF*59F>_l7Z09;ZxG4FmZO_BP*xX{x04{` z6aAGI4*hcQl}uC3uPF?mR5NCsEpDz1O=&9Tsz#u<#JM{JfB%OHOhDcEp0TO!igJU_ zFz!K*JHHbmi2>}whEY&qZr{!P*eTXJ@%V-!Wsy~Ha7&RtzP_5alkwk4mlv+GVZcJR zbmxnnk2RZ3*Y6DDBQKAvY!JxRsL@X5yn-Db$i8T+dOALIPXnrtZI||9^4g@6ngH%DuEI0QW9vm8JuR8| zhOxa$hbstPG|k6#tc|&CzFkqP!eE%W02dtr`XBOL1(Xxi;WByLvDa9+<1i&bex}IZ zYinSJ1S~vOevA#=1E9GIq^6C~(nbQ(4@EQG0Di}AX>$Nb(?HU%UBr_FJzb#pMbSvj z&OJc@19&dmARgA$cg93h;$uk%XSiAS3{NF=rvq2{S=;wVm%&=CqcAONbSy;>I~c+n6!h(IF6~FSA)pcTxm&(4 zM^M^lv~opWIgNK^WJ~xAlP_Tk>lyG4E$j%}5SsXMd2W`SEVp*>+gVXcX&|!@E;mNPV7AX8v5Hr$sc?vPSF0O(z%6GT!E&xcqv`k zohkDHPt;f>un!UEJxW5kfTf4aXiOe9l+dbxrSNhXnX!0*RUBiX#r6dvNsv=oV#SS; zl6OHc=+rmRXXhZEW1WQde5t4`ZE|HilulBYt5DVOFd>Ls6<{*qB!9&93vi8{Vf)}{ zE(=uZA@klQzz7p~6~__q7SVMI+<_%+5F#Q_0VruEGEASqrQ@_s^vwOV!@)LH7YdR! z1Xl*PR1>_!ByEYjwFGON)9=jnSR4P^_h*Xb000~0N3DzcfEZr~D-SJK4$*ec3%yQ~ zp{9hV%iP+a!1z-&B?{uR=@4y};KdVknvxonIt#p(?Mzo|T5`lZfnx^Lv`aOgVdbWEy$0t zJ9WH9JlFHiqW?lq#eXmD3{eLaZ{+b2f~LBvm>ia*g$rkHy=E2NoO_~ogA73Roa`ED zQ3$>A2q3{7lcM>02lJ(S>I_Y##zVI%&HCeyGYCvV?$ONxu=(^&!_w3>j%#X`l zJZBjbyZ2HKa7@1)(#0NBohRjtRG>|)$007J zhrn;~8oDnXNZQrDB2#=4D&~~t$m;y=eB>>D4x{^*87IZ`oJ45UU-EK?YXF6t!E#a) zouXurv`^szFdoj|w^v$h`84vXp3tU-=YFc*dXb#4%b&#wD>VQXFU^U7K~Hlrv+Hxy zuEp&20+MHZQkZX;Dl7{hz+4vgtcpA1!{0qu1Fb=b>HET!uy^^~FMT72WOO{M?ksz3 z@f5*cGgQQga6sLfyAME0SUPl+=_>JCR6#q^(bfl{QY0_6@w=MGr_A<_2=mm7X88umKlD9OF{pd%m zv6_SKw#2(Pb1)z&-qOmd0leN3V`F2_Utn?twe<!BiDx(wbeM4&|Z}DJg*Ef zq1MH9iv7yIa?}_-$jGtG!Qjz6~>-R7_!QlSy7>U1?l*QIM$)EZ|$G850DsJLlJJnW6@|9hWS*Uab{vd8W z(V98|p%Q{wYYNuV(vtj|jVF$`8^TQIU8nng8{UzdA>(S7w>&X&Q8x4uyAqsO+kZH; zLWtb)-$Ed(+jAj;bK(HM%5}mzM0pxvSJ4o2;K$DOIa0EhkNGvdhqHMnjuh_~NRKaS zFtsO?-&SR2A7VHk9SBJB_ny4N)3`F8n8;~Yac;lN>}4oAo5_jlcOCS0@3j)Rfyvc- zS-_ibcRhg?`jsB$HT#ITcSfx>Y$W$~9uq*hdN;Wq9)s5R-ogtD3#Cf~o{sG|6-QBL z+b7+%`{m>A1WTqNWc?42wQ>83Lqjx{-q4Ww1?!@cr+khjDZ8=|%7wy}P-Fj2$?}P` z*q%%KFgCY4N>Wli=iVuko6@tyUZ&`C9g9!VQjuU1iiD6e($12oz>+j+p(o|StgAOp z*H#NeCs?sKGG;(Vfc;9)+6vTzqsIE~w2bsTw=bWlcT+V4)#X;qu8=WZpA!>X+_=O#m7+6g>xUa*rH|LeZCVznuZqt&Fd@k z`GY=dsV3Dv6NPm@9t1cd!nrbm>AIJ&<){&z_vyq3VdI0KjlMAFF{04NEs zREAA~Mb?9gBH>5;(BzmUU~n;6woh0klFC8!5rgg#2YiWCUEk zIlbXrc%*A+yBn_tsOYwuyuMAvRCri*ve#UM|CkQ|VGu0$5A zOi<{R+Xjk1dOcK4$})aQIkoi(=}-Ws=he!RKxNVOV;pBeR`F58b)`V()$;v2}QQ&k6;c8$$VJSuHbhZmgBZC*qF1P#<%~iPi=DUwg9&_ZBrABO| zQ7Cm&dMlu#Q@k^h35c4ybPzC;DC{xe@@Pz3y*J*QtaGX+b{AKF9D_t)_bO(Sp&FrL^1Aej=J5SwbW7+-(6tKIMgOoe4AKi|$!>sOks z8Mn~;0sQtc%sLZ{%?of~)X>oM6GNA7b1ZP+lOZxQ_*h&kBoO)BsRT*2*w|O zUWOmQkQN=v3%Bt-N}&1r`NN$;i!zs~ z7~n;+C^_NDUq95u+RwZ(Q&Da$89#l|PF+K3Zu8+bA%Yk4N|5Bxp9dWN{ZRnWCNo>} zlv`Q?cBlM01E3TkqMER(tT9+|&Hi%&uP5(>_KmYFLj3LRiI=y4+;IpCQEAZgTsYgO z|B`k1>pyt|4nJdA80=YKJk{V~QqwrhXz}8!4cJdpLcF%t2GujP8oo}n;a#1tBTWh-nzW=ySFfz2iNX;V$Jao6|#BJ5qMj0_KG%=>Gu1@C5n**Q&d1_>6 z>Ab%d%oXiWYG^8j8TdyjRiBGie8JK%|I&q1WS3pLSW54UOomo94GqK*csACS)Eyn? zt@5D`R6<>T!wICaTP>JqdUMvTlK6uG{Jb36H@0uA7)bPecq=Osq$i{fY2wCB zZuz;qFjU)JeFlANx;=E1~$vwh14ci71q~HfbRrYuT1I`t*GByU6PG zQC{-9XD2l?v>af##Rw#o{qg$89lD~>MlnP#roy~8#h#+Q`+%mArq1b8EHTU-jqU~y zG?Cyqe^&)f$ao)nQ4|DfGn?G(1FriuJFY73H1$@E33F1_h$&aHzh{|AY^b_v$couX zT>uihsj8|9{bBY%KmU5Ot&JrLi~}-p;>Ad40VF=0CqLAFqM#XiMolbp+ezVc52;xl z*~!T#2G<6b=H?njkART9NHkO%5dT%sS*dKM$HVb=2=Yv7n{HFH7@}qc|Gng=9Os_| z@2H7=lx~n+bdQ9MWf+;w1Aw|A49B2v-ubzwJ;r%e%xU>tD#u&)Q1R48PE1lnSRIH)B^1vxpRf^fZZ}U3&yuUI)me)>sZFXjq{HDU*=u>El<_PQFG z%3^|8KIA)Qfch}Q<@eL5gV^mq^6u-m-dTys`w_d!&tbStG%rCfZTbTkQO$#$ZH4$w z1SAI4h}|9>Nv#j98-1JncSeGQ*6Fh>?ytol0&mfZ+21$U$K}Vtl%ah7@S?4&tEA(+ zv$JzFaJU^47~RJ946LT+T(BHj-atQ4L7AYUHaGRKmU+0#;b02YdBen_>sy-}j$O9` zM&BGzH@wM?^0i{OHfOd(E^%Y%S|S4b_F)IpQrZP4s_=w04dMMkXD)4T1o6{y#1b}F z#>ZjOl^MF8U}ql6hfK}iiu)XtA537}v_~EC27SoNF#Bhc(C(@%c7m*f^*_YLv{^Bk zS*ITzTYSW`{;SDqYb3Or^b%-lY9cnF+(E=+ck%7~sI7e(?g0c||3z+XKJpvh+TnU; zfmvc}X4IB00MSdf$;2}rxrLY72`O=ATCax~ zxWSn6q3a6bmV#0fC1WKW(G6^4{O*8&j!D3RaztgHK9>hC`8n^&J$qTgny85kiIyvD zqtb&bYQ~_S99mLJ)rb%_hfoDpFri(#^o z8LY7!*ijy&oZkK1k}OGk`9kA#_#6U)X1ZDvB=tIMKx0zwU;M=sy?srKbe`|hK5cq6sV|FEoX<@75Hh}`bQ zwwBkJGBK7bfiSiObL+x2GC=ju>#$zgfPcAGul1LL`J6}9F*x+k|6o2_Ybtq!On!WX ze@{B!f&st5ezk=+$v3a2GntcLp|19B@kz2k;(ImesW3Zlx91Zv60M`k-S<(ink_`D*XQKb#`6RHnc-F<}c#Z%CP6aQy%`YM2S^3Qkemi!y0*~0sb?K}{qPL40 z+z&Lras_53#B42xY`wGdUF%)g>|2>1ABQAcY=nqW%!^>D)2SMk@f6w3%lT}@A@EXz#XZ2Xo|{P$32J7ynB4a zI0{S<@xkS~i*q@yl|sm^!I;K^PI(-LdtRI^-hD3}l>O=rLfP2J+j`)52ME@YX7#u8 zS%fErbaE&)RZdfjFKg}w7XbV_k{9df=vV~b3|g&>jg56|6fPbC_0VW4pKb5ae|GMd zxnFo77-bNj(aYl%h<9qWO0=IN3#6x}@?9Ko8@|@G`-bD`a4Y+JZ~hv291yCcjJLmc zJ2QP>_8Q79LeD7z(y5Sw4pRY*eb$G0EIvHHiiHldhetDsISspx82*Ehgq@qM-ERS@ zvpp{d*AQ*OOwfEt3nq#80zM#Mx_(kQQUrz{&b>Q{&FjeDSY1#CQ+XbKW!G+v5w}?V zYBo>-I{|9aige!-bu^q#}(2=q~368ubW6!B@1k6g01toN6i8vCPC)SN8Re~iC z04V}JG0t_sopZsHk|-~aZOyl!6y60tqDra;`QOKTa5B9>giiDhn|O-I))~Jhol-+@ zZn+A5uAaM*DVxc>q!f>BmAO5E;YG>uT$+wPd+T=uNO082BKG33Knq7VSMqC%g63&$ z+@Kfa1PERdyv&9Z5l{%=m-XadQdRbtj5hn7FpYH)+7>%mu}C9?YyaVeq6HW$HmlyA zuoSOeuIX$2{9Stvg9VxT>XrT5eC3EUAOSUx9Xr(3@TlBQJRbV2L1#2%LY$9fAQ04ffb32M6n82rMo$Z@K$bF2qXGMXCLBU*9e#<7nJ zAlT^_+-5%l7=-uBer?guhy46g(o+SRFuIYzi_|h)-yqxuoXkbLfeIO@Fc2CejY2ZC z@#28zOif$$V$ICHb#2X%Fvd&W)i%HMvS z8aOA+$3jRhkf+G4O@_kMI599x_34zf)(p*bF8epXfF9`+8foI={&oY}agRcRd;@T! z{7(bm`-#ahDjx&yfZo*koT^n?JC!=Bz_Z%I-}vK=5^QKD>Et!uz%=b@+sU|*RNj+; zN=!2mLxL#pjau8Xi8N4a`JoU*zybDT@jmJt@^ORzAZ&AEtvW;8xVYcN0LjCOM22ax2RFKJnQs3v=vT@zNd@bl$I2y4SFYVe4h=~MuiL~Q*bJNS4FBk^pow}#p zNtELk?%e>NcVTlk98}D-2INS4hNfeOo`pF$tusg@$`v;5ut3qOOOJN%)2DmOFTdVD z2ZLB=K9@ZIr3oB~r;lQnb|O27Z6R5)-S)|5*s8(fWkCZv&XX1V((p;p+#* zaqw=6T;jlB2@`Fh?(>9SPG)w3g0ZoL1xPmwiLt^ASx1NsN!O^Io#Q(pacSG~5gBz@ za9*A@>;44NiQv<(A8>L{AnS_Jkz+v%w4oyKGNbE*>_8)sW}jP9EGQ$76$wg?t;3Ib zcZN>h*bec!86h)HZiTEq28BAeVq#+h!J{41FiPzV3#SqMtLrVnd_hmakp%|kBSnnn zmWM--)wuGJO+E@a9zZjATcLFt8R)0Zp190bc>flN7qaiB1$_aO5;d%)K0$Lk`j27k zvrEq+9!7$Jedd&1`swG(SEehASIgGlBwuYKaIXs3Z?pcX03`Q7p*qOD!_OJ4G&yeq zTv#RLyx9k4T@ZZa=g`OlldtNL>u2=eJ)-X+uoTLRd?=v88QvH3W4|}iYBo0#j&C@urmTc5TbCuj{HB0% zetH9X3fLGcUm*nrpHs>ouEYn-0@Wg+`-WsAOk>80lze>n{LXhyXEf9KRaJ>c0#+B4 zl;%U9p1E+03D=5W)Q~AK^!UgasEXzyRm-1b)@N%ov`!1%MT>1h<=nw2_M}IrBOwFH zY^IWksHL}>534|M-Ok#;4E&5-JBTqe=E4CZ)Bs%KV)q@paH=g`UGx;kWj4^K*QO$! zCNwIIF9>%#2J%9ZRO&l3<~C;i8UA$ntrf~%9yzagXwK|k0h6?B;(kbaMAXWBn+!Pz zF$wCMvI5;6w%cy)q)HUS>PS~l#K~%Z{!-6FS?skN1mj1lghAXohXar-j8AC`#9rG@ zm%$92MLOOK#gJyClKF1VCkjo6E2YAv+XGEqsuRKPdk%pw?i-*H82KFQ1G{BV1e+>C zE>r)DrF*074u<~!F3-GC%;|Frm*e|$!0}dSxat@v9TNs$4N?oA1pm@A<1tY#P)q4>*q=_RqAI%!V1Sf!JA9wrsfD0_^%Hz$lS7yqLecXd9!sSJ1&A{N~#@4rmQ)9DRCR zRtn|`Dlq14Lk!}S)UnI;=k0H!)Q$`W8zbR0^0xgFiwq{+JGi;%wbnb>jLgaTrifK@C)#iILMEe!;i4FAHJhtsq%KITSf9(9pUGvAl24f&hIIxBHj3N6y>!m8^p| zurW>&Df~B_c>RKt4b_evBS5{Bakb3(iNZ^k(+MLs+rA*beGrVFs)=_Uhz@~>Es`xz zh~~u)7ZqpZtepUvc#MyOgqW#95(3G*VqWqNtkSOCEK=KtL&&AZBNGXjc}#b{MY`Q! z6%v?^pu<~$k5do<@@9rspn^bR#oWMiK?rcgvx{tJTvg~HzO*Utxx_u{syDu|C29F5 zKkpBRYjz*j`uSl=)_4D&e)v!qq#%1AO}`^=dSG*XVycpsv#*bD_o3WhCC=&# z<$7zKz8js#x0dTKf@r>?_+69-lz8Qorh)f*v&mHlNR?8oD2C^bYbZ{oCm?ABy2b8W}4|;Yvu%%wh^mu67K`(>NLgO48FgB)k zbN^!MU{LTN1a)D^ilVmp|8cIl%WGXpnR;AFbTnNvXKdjzw`Q+`lY^cIoFn7cJPxRGlEZ9 zN0hyP@$EB8P=aKX3Ja|4f`Hw{5O5tBIa9T@E58KU!C)8C^q&XR?%lih(n4mK1Nsfl z9KZj&AJ%&4-x%5Qu_l932`8QY3;7bIGansTFp&aR#eptBW+(i?QNfEQ4K6L{Q1W7T z+)t)YbW3twdb95~>6aD_nLD>hob23Ait@1SNrKC&a;diVxjHkHB$rHW?;ez8eRj+pA6-vRbU# z`8Vq}+(GH;rrJ!x0&o}__~;v%GkncRxKR{89OMfaR&!oKoPw%9TNwc43>A+8aM2S+FOsu`Qrp0GxJ zugdm67QE^h8Q(#15?at4JSWfXZhyf|n>_kuR@}8lmysg&>{AQ7bbDW^P^UlTCEgbL z8}Hxtqdxrwec_lOd$x;ex3jnt)+oO~0>^T^o6ezVhb}_by`WDm+_*@i*zFisRM_3U zkS1AE6OS-u^)~rDe!|FVC97xl_|Css3i%xbX49d6d#s314yk>Z@{;pnwxo1>OH0jj z7R~G0BWwYaP2abX^Q)8c!p17~f1RvE#j}xdWghs%>&K3$A>gHQ?R=5+-BmN^=hR%NTTTU=rL_Y*|}-x@-_-XO9q^t%nRGW(un?-+ptc7SU*NZ zbfH~8U)KUyLTlKSm-Q4*Cs6idLd2b&v>coQ458v9tm63X0!c| znRbk+3q(i(--NBOo(8xa8$Lx-y=k5Dq$XG6QQqHJdyQl4b-XPR`sd*XDu8sd7PGF7 zQ{&>RyioR3A zH(ZD@&Ufp}C#j)7Jtma#b(sMo2?qTdja!+AO|)W#w)ZB^*jp_WEf)9dh`N)Haaw3` zcGyW|9#W3qMobvW99HoG-rpG}JArkkc;>uvzq^1d{QUe`y`*%ID=VA%=nsg1=A?(8 zmMwph`t+B$gg>Vs`;=Z_Gf}mO812e&`7-kWM|}~@MlSmL^lxo0T=dPas|(4bXUfv* z<_%fBnrgz3JW;XjG}IJ`*9zbgB84_HXnheD#cUrp{?_#fTS6^xTbO)wtArWWKn*QrIZ6@Rwqi`TTonxuut! z6iy@$?#VFS9+;ZTXz9>4imx%a!QWXb;Dx`BziDIA?+xku-x$za#$s*f>f6&|JMt4{ z8)~Ad#|xe8`<)=5&V-g`FgoB0boxVerCTe7U+VB2x`y#4Q+gMT&*mWxg`S#&sIEXo z&Sd#_BTpM{pXF0KEwpN>#{p@ovD&WgEthsPU-Wy8ZX$o;$~?G|X(#q`n15WRouFdi8IC4m)21QP1vEJJYr0Nz+{>P6O}8$E1V2SxJ^rrijYPx73>*DTBkfjMntMwqROtR$J$Gb$$)CU7rWB}d+GQanjtnzrmIPshdnUS5x^K^yNGqa4N*Uvc%0v5H7=(j2Ms^08$TZa8pk-C9j)<_7 z-H7J)l7dQT$?ARkJ7Mw!8;_xZjd(-LL#uJC;&9j>QP0upg-!hlUgnxAGDy9|d=#Bq zAa#cL8iI%T)J~jMy3Ur)zHCEdfRv?zg2Ib+R#mZzExHUHcJt$%3dc1(rzIO|6f^e` zEl5=rpDTL$wiD@9z*_~S%Jj(UEK#3V?DAe=p^t1ya(&k=KZ^)OMsB3pu1>r|)h*~b zdljLSPTKEVBGHwUuvBq#ca@=$Hh0nL-1GTsa^Ft>FXQxWQ^lP?=8g%Pu{IJ7E$65? zuIpK!0%o#9BTGYOYL3Hwsg6ZwrxFAE#BArOw)=lsG3!^4Jg*odQva~jF zo3Wz-ENcE6RX5eFT5hg;yg6w#0Gp6Av@zt)bFf@#l^WMBq`sgVtMdeWTOMU2=x)Kh zA8398Jy=fdEQa|a37R%}4lDIMF9$bMjxR)m8+RUA^W_?eYADOF4OWn zKD{`|`xl>*Lefnjzcf@u2-yDEewS#cY3FbNLRVUnsC17p8t#adafMO zk#l{b<*Sd+M|srjyvDJ7qtMd1Ui@yY5Y3a6)x@LITj><{JB#Aqj64yF5T?>O- zvJSKsePLp7b^^{uCeNu`k?ud!ai?0lEiFV{ZF@W5qQdC^-`F#2F4ybD-A~Njo4&Mx-jm$4N_ega`j3yIzn*-&yjAYW}u!a~p}t6Oela z4Qs-Z_iM*$Q;tS&Z4&Xro}G`3&j+(=M@=^vGRkXfW6*i%F|?w8vG)vg-bgU9(Zcy; znwj~CW*t7A?IgRp0;aGV;7fB#&Yn$Io2BPHw~Osr zg&Huifw2b|hbp%|oTLn^K3d9!@Fe`IIvrlrh*?PV!o9@e~>e=FJnJ-vTX zd@6Py@9fp@ad~5;wy@FDYEftS==OGf5i8?Q0OWRC zFCwGqti9K2TcMkM<)k?fW5&=ht<`{j#V$*AS~}+o^8%TQF~~3&PEx%=^I76F|ClfS zHMY!w=rKDOf@k?pqpTT*&}Ha3<>S3nzK|*!B$xly$XQ{*?&+h0IuVK zT2M@;ikxe9;0H~7Y@5nTa=h>N(ww_iJfkTMJPp%9et=x(%H{aQ#l<73{h-%lR~ z)c?0Rq`L2(xx+&QZJSS2Z*7y%XchXn@Sd@aoSoNpxSkhP0q*UXz3)By2-@_w_s>)< zMw`f0-_>@MzmW4``=ChW*o~A3Ws!`N!Mbak&Vw0EhdY|~=j@A*IT6l4!(}=ilP-=h`m@?I1EHzFe(&rON(4aOsS$f9A#mmP1rf{M`Tf&9u zZ@^`~c#-PTg(EjQMDLy(TD-AvBoMm&$&I`UBw)?Y- za@dc~Y*R5G;+n&DuOIeU=R-e19g}KrZ2Wvo&)vbE&+nl>=F=;@EJ=t}M+Y$hMIIDI zZs-A9@PXzj@1-tWn(5N}!rwN-SnMB`BsqJCu_`?!lvYNk&DP>fs#l(reNLo3Am!|< z){;%`arv25?`NunOs+blldMf@?)PY+(Z{Q*?%L`|%Oy*tOIiQSjE`bW8={c?QgaaU zquMzv+F|_I>ZegE1xzudG(Js)t~1jx2i5LiyXE+H3nx zv80BIFd~93aIm3?Y<d<|l!ZtPz+p$1XYk5t0Lp80HO+xOb~MPt)~fInUg1nRqsj{=$}Dc+#Zd7~39GA};3KA)Y&nmtM4Ds}H!ByH zRhqg!2PcQ%igBV`H&}{BRN1=8+77>0UpALIVGhCz9;3#{jwKUqgDIn4xvAg>L)W0y zfP?eWgSV`kkioE!%UmZ?VI~nR=J(FNq2S8GO=thnYfpMO-*9O*?*PS{v zMi#5KUB5Er>as7}gS)#plSg}=?I26RIECvOQDT^Ys)n#nVuP%>6__aCx4Rp?yPj%=Ijrc z8lItdC-Jd1R-|lt-W^3H1y1W%buC|9y^c#Y4>8~L6Gv8pZ>h;vnOdft2Ar0e3vemf z*yoSyn~Y4 zh>2P}$1Y!He!x@}=>wZ$(3bauV&|Sj;GuonUl@5axWVhK4-0*67i`+MT{>W0l1c z6>G;7E<(fIF|C0AHkyqt;`$1(h1CI9x?mtapRIGJaaCPSEA1mKfaJdNGrvHNX33mYQ=k2=P35${}2PMq;)=zs8b} zPQT5JwnP9ChfB%o9#i$2n=>63phbBZoaMheoOO`p zlStP1#*pGQLaOra&Ojg4nc%mML;>xP9Jv@0B!{5q?3Wedam;M`${60NExBjuh3gqZ z{V5aKmr@xq;<@*jFV*lM5w|>Sn=bBj!^WeUhNJpW<7n+xZ4c_05*@SY#;}cb z)%Wi2n#Aq*LoSb=b5caVFW* zvR&4!PbMPuV7b=TM8l#wubC%veAChS`a(Y~jCSHt({AQV>v{;v>$i?n=KI^dyvo+m zv6U`Wx~j48ZU@`;o(vJVW?b7S*PbY(>&%qn7oO2xP9)pzJpcqhuPFXD}44@;c*^~q-FNf!Xt5ZFE?#lGMJn2b7ruRatLGrZ;XAP zv1OEfsla1ANt3DOV(6%GPp*r+mx;}6o5$qy)fIN}sak5w|9#=UMX{k?wHtm)Ji9qw z#~@AznDuGq7fiX4N;o~qwnbbt)|cnWp~#ZPY|nrGg9R$7F;D)PDgj5J3pOUV7o%^F~i1h z?O#|4ga*RLoKCTJ@DwdUeNwieS2(nvp3X)s7tL53tcLjOm2F7Z{RI-;w1G3n*r2WY z#$b0!k%wn|fpX>6hPY}yi`w{weD{6tCpZ&NeFmt^naRGR_7bG1!hUY2v#c-eMN%QH zU_Wl_hJ2}Kf3B+Rh@SKNN;;othU!Ibr%V6mwJcGc0BVpY)s>VJu!WDme_PntkmU9@ ziIv8Wxr2x(EyYfUk~ylLwN;Tc4VKcUUz|stL5FGQ!8LZNUzzKjtwU6x+3ZfeLOt%> zY=kfAS>awt+|oN@VhBw)KeAkNHEtjP`~*kythQ*I&Kt3GfwlG=Me1bsH8oC;u39Tn zj4Gd zy=k$wJ&=0<{Vg9sO1Fpry>(%qCcfUjQ+}ydtL+u z8|-Jf?^_IJCuqp#tlqDtvx#or+L-k&9NseF9K@SV_2B7$9-!IS5jm=Wgwa!@H6r@B zCeaLvo9Q(>_gljWAkE1J+%bo>QQD+yOy!V2CwK;-Kcb}XY$eIP2@fV&la7HjG_!`m zLJA$K_oKf0Amb@xRYly<%pF7{7&OZRg|&m(Tqe0mY3iiNDyQ`qOo|QdKvl}{r=+I` za>&`jb}uUc4CQ+v?*_^{j3D{{))C0{k6(luqJL5P0c5={unjIimk5&k{8-Rcm8kE0 z^rmn&+VL7T1rGElluqiFUWi;Oc)Iiq$_j$z$`ZEL^&7<>F;D25QwWL5kXBJZ&nag= z^~>y<3a1nJ2lHSUg__*T2-K)X!Y5E(faj+Ji7?fCYsD5Ca}PEdLAr1}HQG*< zJ({ndUsF;Lg3+49gAZ)0Q=8pY`{!$VR{g^1i7P5b-p(+oIM_~$`Bl^3A=U6~<~S57 z^uu44P*-3x-B$|SM}8WWoOK#|+VHG()%#prf=1qjiZY*mL3th<(4f#8GQ%f??c9~2 zSYDgtJ%wjmR>y?)3sVnpO4@&ZZxu@|7WGi<_fVZ$-3-Uq)&e_)4&)0T*+NXVKmIRx zSgyekCFupoEGl~uB3Bk`Tb2R+3yPr9(gkwSvRtyeApf%l^*R4qcd_bK`u}V1&7+#U zwy^P7Z%eIJ>h%^-6xv#)Rs|6d1p;kVs8v9OB#a3a1xV#A^xofEzkk1Pt-ID`Etj_B&3n#1`|Q2X-upa{ z!~8()RrA~$yFT-I0PsHG6I}ENqgm#^LnNjL(n1l0oFpyP&n8@%3s;RKwnd08D}%Ce z&@i4&S4{8Idh<jjO@c5Gemh2rXy3bd?6y7Kk;u zfx-7q4WHklfLsWn>hA3sts}*_XG_+8P)&cskc!w-_%;qyF{O|`ojD!x65E#BD~iOgqG`2lGK z`jY5>hk-HRUJ8lR>55;Y<|+da9)urjTzQZ5n*&@0BD;|~$-+6;rq_><^MsT=c&$n> z(B6gBol)#NxO72UK_Whs=Sd903i$JQ)%fM>B4sv{5nYyMcQd%*#$?C)2e)^_ zS)%%Eh3ta-qX)#TX65go4C1&GMgzH z@=s>|dgAOXiPq!>P88t=r8+NasMsn5%2IIei<3k2JH#lbS1Z~HaX0JY_lGb&RTGn4 z8nz*o+mnvwx>}2CzTWm;6om_Lrwnt@U<+WKlQ=HCNFT=R^+rl}F&V<$2O5IWN`mrE5|u^jXyhrmOIpg;5EHI3&GpmYj%Zw%fnzAp-WUzjn6 zNSY5oo=HnXt13~|?cz<^3j>4aKp+Eo$So5o9C9R@*xF2M$7@;_i^%VNuLET^Rg+?$ z^Z-Xwtd{X4{6=HK9t$$7k$k2c#tO)UA{G95hBT_mUB_tGU(Y^81L2SQB%C`yikZd- z_1ZRD`vf_9fXbE3c!xyPH;^pse8Ki$7e;{?2YNq%>Lb8V+lt{ij867DUyt>kDtvYe zxiraCBCJAs)v7#UJ%Q4wa$?qA+(>(S6NzFH1hIbEr+x~lnrU&=D#4~-*D$01hVd*l z6-;tUcvT*?#B$;5N$+WH#Sr&`@@b!4@I$Abbm3ABdhw zeA%uq-b3f^`yIEUH(9?Q!Y2v0 zh*swPOZIz2XPr;MzN1ecpFh6-{0}LleHTw%J-VUiU*GqIX%@;Xt_PBBQ)a7zs?uv{ z@++e;lHqpcLO+Al7f)nOLCxU&78#CkF7drc5z1BbPoQ!-apDt0c_LE*(6hP5 z><>BlL+Wg{@l$9Qy5J<^i)7F>1=NMtDQSOpXyy4u81yUInbxr<1)VKnyC!^w#3iQj zUc9+M`oamT_|fv_VTok2Q&eX!0`wxN&@NCnXcuyN`Nv5Z|I@R0p_4EiDN>aF&e93x zCle1p=eo6L`6X|&n7XsjYXX+I36jo1*;aEUUuuV3a~jp1)9UYq0m5Un!&cozc}ekZ z`c-9{wz{`x6Ao~9P2I_Xev_)0+N*8^-!B(+$B6L9ml#j~(1J|_CT^Y}>iZr#;P9qMc=M+E&m%s+fLT7V0v8dp~N7kxp{zB=A3sh>Ga@ zt%@tk=wkr~ii4W+M9p${#fM$_pIg&|RX|Uc9mzJHyWwJAPMlY)%GTZsFbIaRPbd4j zhmd&CO@UPv<=t#WvKb2f{^p$;Ki9UgA|ddaMRu0!`EX6e_ja}i@4cfv@S}?~*IMNj z;=}V|aLRLU-mFj?D`oEF=a&=(W--C4v#ZJNA(U(ybkFYHqg~qk&%my*-f+pMgfWPN zbag+mY7&d|q)Yo)T&pPK_?-cc^F0o-_*tnE^3_C7*Z5P~iRRvi>ez_MY&uz@_*{C0 zy%8Sm?o#Ls^Me*Byr}AtV$l#=9wneMIA|rd$B@!d_SZaLl`c!dymB48sdxpa#Y@t& zZHfgM`ni7n{68mp^-EY*O(R#4Dm9nRasoJA<$;4G0$H9& zMz(Fb#e|v-q$AsC&22v?RSe$s4zFFsTK9gcucpv`y}9ot{7H5lWV|P@#l{@Z51kHk zp1DJBt3x_2DNgHv4O0#lqve{B2T5J_+Jw~hL{R@%Q}i1Ue&cD5$ocXsLG@gY=4R;J zQ6BR+R@tH+aQ^>Oe)At;zmC%g$e2Q{s3f<;a~-5BLvE6?8=DxnWpYWKgJiNL7mY=L z4U##(ilx<{SLs&q_rOUN^_P&9iay0_kk4%m*EBj_j;PuuJG}c>K!-2#@`_B)r|B}` z{Gx#{uLpije^YA@vzc0!8863vYD`XO-e@bE-l%xg#eXE@62xq%@vgMxE+8bzA7@wP zX!|u^xtf4zck}rr0(?Ogkq1wL_C6>2Z3*@8Vc{G!IMuyl^0@Hqcsh`2JxSNLvW*0t z0;zh?+#V1v^4uB4<-bGAv$`Qkk!dSsoALCC9{NNabKDwHl5|PVn-+Js-VWFyZ(k&K zS>8K_q>^8wn+wRHN$xB8h;BiDj(1I^B(kHZq_YCB+1mWiG_27gn7%T51zzE!j(*NO z$B(1Q&xi{?@pzs#z(M!ct@@@*k%H`~g5r99ltcuFX2k%c%6G)R2>o zTW#cXeWAGGXwvog10k`Y@?vl2>mE@Z=Id69=icP*FxPIZUtU`+!+d(p1`T+aZo}uD>Z|78NM9i&P)uvaM=*M0)ght;zFW^~Jgm{HtFCPm}LX;f&b}d26Ry z#zKOmANn-Egd0F+oT(fS(U7-Ute0PW46n2^|De`u72bd_Ibq3I7@`2800*|%*k|op zwxRuD5X&8v2Xnr=?U+RU*cvSovla>-r)FxdXs74-F>FPH&!z|hZk0Qj%LnfyD%E&e z$Nw&KxJAcdgOqT3RwzjVeerRRO}M5h z$taj-k)UT=i%}2O#{b?xB$3WL=`T*mr(WJ!xJcv`EHa1zeVG3n{G_ z+|i&-))xLa4vYeNKQ|N13iJe~99c~8z|dye)0I~7=jf9JiXck2<_FCr70D=VDm(e_ zCHQgG$|Z%rRota}Ax#RUl%2j!9*OrW3E~z0yp8D*QcS4L@&c0vElnCTZJ<>68@kn# zZ%{qV^1-46hQC)zCq<@!iz^kh6AA6&yO8{-P?Hx&xBbxBJ(#UWT&UB|dwdA}ge@x^ zaEIJ9BDeOs0>HOjR>;L3Iy;*p>h85xc3 zSwlmle<|TBSXj^BYPpj@{5$W1@W~w`FGGTwKlG6v=E#_??9z1vre=zE|3l%kZ*zAp z>boc8hcJ4Fbv* zVV2)CCfE{6@j*DV_3?JGePP=t!2RqHNjo*}uAVo6vk|%@ov6O=rI29$1l-QnqgCD^ zog)D7yVGRt^-+$xZ;Rrws|;(~Y#P)QnA!aAzz5T}XV>4Ve>j3i(iE4a%MH^KWyVDM zNJ)i1r()cPHW02HmK=sw&i*X-Edo38YOR+^IR;5z|1Y=m=+3n7X}+}MR-w`FbS~|I zUxNvufWt2k#O1-!`Cj7UHu?rEy+O}y50Qt2T}2eXEy`<$1{fl44@Y)0s%eL-HqOY_ zo}n>%U!kw~boK~RNj^fOh40(rFmsThyiDs_i&U_hib-EAn!M@N=vSXHD(Li8xr-|* z?szv;_4r2Ku{^>4uZ&#>GOA83A2Qr z#4Cw`%~Bm{x`t<(j8oR>pj1ZDW05;ony-*`DZoSVi1MWE9iuz!Vr2JSP!K zbMPkHyxdubyXFPnQSyd0+Pg#kU-rYQKTf!**aPIOE7r!h|4H4q$HFN8KxBTVrr6$2 zlp!xNmH1j}-QkEngd5wR-6q81bqG|RX+AzCc&1yVm$ya(5_ZrFNZyW^E0!_P6jGbOJxsfuqhj z?B^D;Yidl~ENw2~lRDjlxP+j19^A<8tnhei z-VfW~4Hb;z6Dz5ylp&3g9_W*g)dnbJ8x%>&&C9F2&02px>ZBcp!583P9IKfgIv$1| z`glsM=uK0zY;d)*;<9qsR3P!D?loEbs3qvktCJHyA{h#rl*2xd3F^PQ*uL^nnB~MJ zM49crPaD`_HdKQ@kIw2Ks=WPhjJw^|D^oLLpZi70YFK{C`N|ixeVJ0d@zC=3s}Z1QZ%=+yDKtJiiHcgFbhMhd(s z=jh!rLUrT@`_0->fGqTWV|l=84H0z zH%fLF>ybhqE+%yRiRc^lc5x!vL!3I^rh3sEXjsKg<}cH4c1Ym}C-b*e9a^1X@KoC! zh?!oBT4vU(Tjb~DUlr^=!xhfg4l|3rc#->5wjNA|KX&TtztqnF4kfSBNBo6MVU*AZ zQIS(46j`EtuJCjlNc;=+mfNhtdve7(1fTPnD8USW-J$;=!0vy+$ z`jIiW0qGPfHoH?^29f3SPIT>7!z}!WP9ebzPvy(FeD2QcQO~oZWJ986=@nTJ%k4m? zZ@sNJr=;;o+9&T9pqlkiZjO0Tvs9{NGuT-6@XoH|Z`mAjaV=RvLuL^2wRVbVeDSP- zS-u1mOwywx?USy73N%ZQksZ~pUv;RS89$FaR9BB#b?49!l}ykz!&*Tb-9cw-cll-x^T=npBU%Go8Vqpr**9flIkP5SPUlM{=9UF zv_LY`pTy4Vmq*sD7q*AeX5JvznEcNjd=Bt-$6;Gvx~^$Br`77|;2`3`bR31Dx^u3)MfegqGo!26Vvlq^>-De^gT33nm;X0*jw3t z+nLiW=0ijHN(U~n_y|LD1HyLUj0vUEc!Ty`%eP2IKQ!1yz{h$_S*}~DveSeBV6JGG z*m$Rz;NW>6zPyULFJu}(yWg(04()Z+hHd_*;ig!1wE^4S11s^)tGGSm2rb#jY27Bc zv)D)|Xe4^-uJbK6;_DNA>*ol6Dd1PAIr-=hxzrx|j~s9{9tU2CR5`I^7DJI$tY`@# z*KVfO*FI>z$SY>1vbO(Xq1D5YXt2mz$Ey6q?CZpAoNAXQgh1RKXVt1`R6LZj4=4ql z9)`xa1AMz9joOsK_8kyVC39PWeS4Ku4`koi2Q2g+#`DL;8kREkxvWjM>D$caz<$|z z!}PZgwem<=*Zo=bR|8k16wWxi6z7CXt{15~W0eWbvgu-F%c!v9JTh1>ZH(lf>~V}Z zqJ7FSBkW`U3*q|_1=;aI_n*Bp)Y+lSw2tS>eU0Q_H2!H%2Q$Dg#$P^zsNIk!Mu-_HKQCi#x0iNX7$l=3${uHn zIU70299|zWXOvSh`BvSaqs&n}KOoI?$tQ@(w{#Yb=clV-%`F2xhPjcsrNC4RkX%s!lp)LGNtKQ zlr+eNPms_(ZZ8h5`&H^5On_`caRbs8JEc~&=Mn?4hnppmx_G*LQhL28N*qa^AO7S& zLSoE$+3o3e51J>^~uxFiG|wh^=CG~|1v+Lg?kSB6hX`(3!rk}7+3gLmLHw@mG6 zJmJ?Q(3gYdLUmH&gPT|I`Z%UlWrQZx>J5)JyBq0Mk)=~IN_xIeXaU@9AkMZmto`dr z2>1ODUUg&S+pxV0Y{YHlYY7(dxMm|i>$v<3IvJ~(s5nZWS5e43p+eNfgT~)St=bjy zG)Og8Ey0xCqesG7Awi)gU%76T8?TiNPbzR-k9Cv7Z(Z{ks3z=yjdx?MPjnd9>5QTkgZB~=bdmgagRZhxo`FrG3N#-Y5GyW38y zj>~t0w*QtX58E2?mI^o86)R}Ny2`|PWyYn%Ql2ns9&vzeE4xzV0kqD@y*n!;$ByTw zI)>1-&+DxKbzX&>Q8-JFNhy@KV%n^f_Mlh&$eKKWqvUR&WY1FyOk{g>rAu_6ozq`zibeg3OfPblACUU7S+-LLhavmagz=7KCyyTMM?iu&>qgl~5^} zKj;_b#{kf?WD=U_7cU@Ip&j2a-&2EPFk8O`txp#T@H%)2mn0GLV{e6a{dpDv7&`p^seOmM`O!Zfg#Tkjd#&E|@LIq$QrOUNzI8p|db1o0A+JbTzFN96g zi;NkPo#L|2u-TCn$4H#OgS@0G?1FmU=TTe+%Wt@=5buZkLK`Voqlvw_BJ^o0W9w)1 zi5{R)y|0rrb&yzLZ{B9;X`1hqbT9#KWO!LpePGLGkq~Jj%Q0>b#KT{qq^O`AF?T z_{XCXggit@Nx^3KzLjU;M$XQ*d;lTXrPmhrfZo=aC@?U*?ln~<%&@Httmjhj+>I*> zLUi*tnxqX)X*~#rnGp8zE4QAK!lQdi_e1GJT#_EDG^=jS=NE3t=l%}7)6H}J9JzolqT{g~zF;T4)4 zmL8JId!f^Z5R%YK*mU-KjOVuT9Phw$4LRCO1ZLqV`kg_t4OYl=Bv-e2gF89-nDXf! ztJvAKnseSqRR8f&NaZGUAtTweo;%9Nu1y;x`L)d);T7)5EjSa|Gy&h^82gh}Qq##0 zY#3Q7FQ|ty6&aT(9n)>SkB|upIME-J`^=EnsnTk3;!H?<(4ewc6FL2rwtv<8`)z z{g*Zg(Vi8+^-h~Sj+r}$0{b)=ElHROvtOEmtqV*js%iZcGg1Qq;qr&g073MwrR6DH zgRrjb2GYFRoeXs&YY2eWPNEo|=Wx2KJRv2oASh5HSYeb@H>WvvY z0nT(Lz7t><4@&_>6Dg~OvwslG-%zy*b5*zh{VWY)vuZH`jqs_LKxa_dV6=348~RNx z(7$I39QK*m*vOt5hsfox(MG<gwoMr*)v}zXzQ)hkN&@9-z+#I)?hVDVJ+I^7O@T_hGx2xgO8E zj3)z3(?DM))u{X261@;;T>BY1J6&Cw>P8=EEc0O?(%3g!NGP6bU#rshBZJ*2U^^55 z*F*Ww$|vyJvFose^^Bo#+nL@={jJKlj|{NT6d7db5FZCvR&#cgx}by$Cjr~YGJbA4 z#vU+}|GW(6+h$^rMGCrd9)tH9U9thdd_8p803cP2^L5Jtl;;AF;%N7rmKuBv8V7f4 z=7ZDi#(qR0Ktbx6!&T5{2ZXHcd=!sIJ#Z%qn!+Y}j5TGvk~TKzYwAc7CYkRFk?%X~ zB0vCA0W_*A7tYA=jv(j`+ow;88_iC<^XdHnsz1 zD0A2z76%Ilx|A|Nb}Tlr>t3b;6v=Qb3b`tppKM2Q$sJGZz{Ix${Fx1O0Yg>TuYXS0 zSGtzMZ9t)lfX89?`Nkz%z2mLdvLWw#tlj_23N`cw<9A3;j*wQ(D2|BmXnYoH5M#`TiJSQ*eM`Bq8N(9!io#j_2T(h0??1~K(` z171_VR}_pbtrQ4Xp#=GwSNO*#A?V(Rsf5e2YPatMW4p>ar0pJ_81p73$3gvKJ`WS{ zAh&;X*tR$+F|h)yz9W5W!s*dIYe~6|aaik<+ zF5J7O3TTM!=$xsGiUbOXiK27{Hwdfr%Ehj%u10N48z5lk0lU_w zEqBSMw*Y=l3_#p>h8e@Lx!6xIl2Le?!k0XV2IiP%;Hr9tYS>CZ%7dOF{q)xn)y5Dd zJ9a!gw^{^-t3PJpZSlF)CTSBtLc;UC9BRP+{`7!`9TxkGVh0+S4f513e*TxL_ z!mi>7s_5t+9NL%-?oB+NJq)Z{li?u#!hyy+QDDm=;m>5Ri9qDy#@G0tMO8@- zG;7dhZ~V@hq81gXf`An#5vBBrM_S61O>rU=Pza8`}sy_O$1s%{H z?fdm*7`p`-#3z7rZqp?MX!UX{nP)B=hJPCv1-Zj<{kGdmT8@YTd3O--V5tD$YxMNw z61@{>b9mQWpEYw>4MwwXt`*GmsjBHmW@tZi1TYdrphR@p$=Cna{_VM!F`7&Y{^RU2G-P4}`%NB-ESPI2HO>i`n;sSS zV~5vtpF>CTQDYhG?VAnnzz`BXq_*8V@$Q;KqqB7gpj=YX4FPUQ3662Cw0z;ubttIl zJM+P>P<-=_c6Pg`o*|_5;3qonVAif8ut)Yonrr~cE&~N5pN`{!{%!lG08Il_YignX z3qQ&E=mvx+xC;Do30xnbLAQN`l2^JDLYBwr#$9KZt?nDl2Idcd-HuQSB=H)FShT#h zVnMTOp^Y3KcuaKv^7su|>Z6tl^E_LFFOzSTEc@^i`4>M#|2_K9H@$y;@{9lA7vEY{ zWFEVqBm6#PH+9<`VLFWf5D9a)8+c6Sz_gOZV^=O2&#u5HB+Hb05_W9 zfKqt?eo(FkKA*qNCgONqXT5{QPA-?92n}_Ck$8K1zm&_fM@L7QlV?yVX8mjjZMy(z zLt?Yp-{Nq%{TG2M>kSycC*Xcra8qP%bW#nh896yQ5WwiPR?sLY58FEXxLrUaRu7TQ z^)ouUfpBr7I4B+hcR))utD64G)oyfe6~rMZ zG%nMoCT`_=n}5L#fz5zB4A7-PDCq%^7zI8^TrmR#E+~k9eXAs-y`%&73JRDy4rb&i zFhvXu3_NXV@r03|0#%Hl(ei{sD^aBC*~N_q#=svQi--W2b+uB{Mn$ifhHZME*ZIdQ z6h|AS769DNqi>#F4)27ikS2$_SfIZXlaqCPkT$5OT4}Ls*Hwt|YWc1%E`h((w zEN~y#x97K=Gf#n`tsSCLD4FAyzr)ILeM(J@nR6%cJnzfYs+moI${zzV8+JIZf-bqF%G-| zhzEuEud`8do0^(>f!C=XKEJv7*LhrSZmt(_90XfNyi8nSh)ORGFucQM8iS=9_d7W` zeS7(*mB#j2UzY=_{9zJ_1ym<}KyStMkROsY_(R|bK@ZsJxBkc9Iwl;Xl ziz+gOVqtE6;px+-yJyWR-u~`h2d={SWozrT4Nhsj19w<;VAWZmGJQbA=6vy>t1C+u z45J*6?*hsRpugH-Wn~p429AO{jfue1c4i(0xCd4Mu`e81T1!HF;7u=IzI=zFZ((6^ z$7%x%qx#yj_r~B?lm`sH4qeQj@=iUQWmbN&bw6l`ORI&QT^8Ku*#;}-RTA7fsJ_FB zSEmP3089VE1}7IUV`F1h_WUqR;5itHoUdm9$QWJ!8e^s%#KAhM0 zq{#pNFEOmSa6oGh?5bkyKKXhtp6?su9mGmG2jA1rg?N6P8Iv}{C5mkxJa};J>eU~C z*KAOogN;Qm0HM5LcdUl@t5hmbswe1)D}93rydl8?%5d=ajnB|utzG+UNG>Wq^60z= zfe-|stX`6M1~@Sxc%n_2*3>#Sj&s=E{Ss)AIl8i<$Ph3U8f7c&_=19hr-0mD43POC z>!7J2`R>TU7E(@ty=~;+lP6Dpw6V1Sb3K^I79R7hb?`BZoS! z0infh*jRuB4(b`0w%#@a#igZYqoN4A4Ve%4`yWTf`)X$Z2Dupa={noUt?+4BodQ0; z4g$mMJ2~`k1yyQt4xrIy!F4)V055oPV`ry*tRoI5tt4FDMyj%-iV?h8tww23fThA5 z9H^@i{q0TE;hKRJoFVw0+-DCk;wa4rdh)iwVzW8?if_-HIa3ZkwlB-J%U2UV4-4nY zU@+9PvljODIiN3F;k#oe2cN(mrN)nhth32pF046~b`|mUR zH&Cd8N8bH>@*l4D1Lz~u{@nQPzwhJ2e_N}>U_N-efA9B;#b3;S<2?SG*WiC+|9`c! aCXB!5d7F`H;@&mh?BD0Im;ZzRFaHO2Jv;vZ literal 0 HcmV?d00001 diff --git a/r50_without_baseline.png b/r50_without_baseline.png new file mode 100644 index 0000000000000000000000000000000000000000..75696f8fd264f6549c4bc9e65d42e63a73a86eb6 GIT binary patch literal 75360 zcmeFZ_g|9jA2x2&%F4Rc%yKjwxy!w6nYnZ4q+GZc?nTSIbLQTfngbWNxd&L88KUAg zcTU`-f`lkMC!g`d^ZWzf?++gYE-qhia$V>39>@E5A1Cjg=xd%kbL9*Z6Vo}Z#}AE| zm`LmCN*OE&F*c^x5*D^T;Zegb!{s#M}y&qe^n3!0fGag6E)Jt8Mn65Et zJ-lZUl(R7%?465$K1=00e?DOAxR&=tVZ$35Mkx-4`WrH16^p8RgA=P&UMf|a`a;Q7 z4W-HNO5<{s5YtnhGxJ(bSu=i~(*90`GMUOXY|2LSKlQmMFLJz_ctYTn{vPCk38)HKMzx3c&CyAW!ZBEKBX7!BTZ28iP3eok^ zDy#u*(ZC7cmkZl!h2i^D4t{r7G8!oIJ@=`m zJMDXJ?P=P@JFal$|Cq^V(+lVC9oyfWrEPL6`Q759{_NT*h3}VAzH*}9Ckq)YlaTOm z^md$=?z9(qYdRQfHIw98pQXtg%->FJZO>K>-CI2874#q^G!z=%X8_+HqO54DXOU5a zaLWEzdtN@Bl8=L`?PeZ)l|1_r4G{WVoR<9I`){{>iR0+F}f~z(e?96F8lU z3tN^B-p!uP;ir5PQcDEKet^k8&}wOEN#a)y*!WSRm%Wou--Y+V|FF`pYYmQ#rT^=T zGxI5#2m45RNYY}QSD5|xuCCp824Oe&4p%g59kFTa!A>FoLQjEggl4i8Oom_>(kadBZ#uR_H6O%QwW;{2BaL`9s{8?i^cIakq-1~U<@uMtFDeEhJ&9RG% zKfL>NV?WB&+_qU*|MX9Y=B1IXzQMr;zxpa2&93egZ0^|M)9kEhLlKUJM})C;ttvSb zYJe(VTT*hhUEO6FxAtf=U0W+K@RRGvRE_)iLDxB^EIdLg0scr@Bh`L_42D%{gU z{E^ipk%r|-r~X`a!bt~H)<_P{x45`<`|`vaUcc6Y!v!=G&?!Zl3HVOV1pF{!VRchA zZ+m;Lt}#$IuCLF|&)>hKqT(jYB|nF`ud6jdKAM-rMH+O{1Hf*YpCA9`W@meL5Jixl zpQ~uBGGpUT{mLT0|M+Fh#q;-GQ-@2{{$+BM9;jM!{^59jZc7AZXGtpwjYcc-4FT&a zDJc=NY4KY_+uPf7@$l${hEj8==)HO*YQraN!=4X2-x&k7A%p0uPJq*?kUjEoChww= zwR&zIl`Oo0y1LuO)^x6GRn}JDR!sa74;E@;+uw3cZ)_!XGz68`emL3Qi&rBzAI$O5 zo&z)g1T4~Rx7paBzB%jN-aFkoeTOy=6*iBd$xLeMX!izdwE&l^){wW(+U9~H>Nj<0 zcVRU7te|4@M`X@&EsK#_qnJ3}tl0lgLtWf-;;65IrKQK@%7g6^ox}(S~ydCpl z%}MpNxAYq&(thtnNxdxtUH(#i0ZCL!Y@B17ucAe>FRjekS9fM++9rqTD3fhwh$_NN zQdJ}sJB$BH?QMiNPa-?R-ReKqN?ZK%;W7)SJ^?2$=tWp-Y1SV$ujo9z#nO=<6Nj0M zio!=!8zD~BrHkvNi8VK)ah6p<5ejM%+dgx!?-c{XevWg7I#^=6Y*w};3JeQbji^`3 znVTD0U9$wIxi`E%gxmERrY+*OU2h^|!mXRbJm`Azckb{|tS=v0ukF8l>AFufaD4VF zs4q`7FEMceF_s{tn7H^ScH1bL^R!^<(BLPf-rihUEJK%;5NdWo3&(R zrRaefTWw8ESohL$igvM#ynJbM@E$EPJv%F_8sqkejZNdHG#ABMf~mz@`Suf)h`zlg zeu%!Y@ph}(fg)c}XV;lFr8f`yKdX@t21~~I`z8^aV-e!*2iSI%^#)}^n=}s(&v?Dt zSWd!Zy_@+~%X)QPLxZ5!7Kl2Cb@)nDg!5X2B#LOHpRcCsPc07HtIh9?=TWxBG#+E} zo{lqnw0obxGUW4wK)Jg@+&ZgwRzS-#+p0F0vh2P(lf*i^H&-XuxJ>-Ln!~G@JJeAM z`_=Q3c%IDo4GrZWk^+^uNKpe|{13z+gGk9=8}d zB)Rx2^R=RyuS%(CDXiKB{{53WCNRlzQ08Y!2n6+aOdtQMfv<=~l7PiXy-0;wb$55F zXzBN84pAo?+h$+KG%<^$LDRM*NX3Zn)>LzjYN*`n*RK^r_ckgIu^!APnWYruGQM;_ zdnBFX=M>`SxVO~Do@gqdB`aK<(>K~Dw(|77MsCa}hc8KDR&8QfPD$L30Cs46Ftfqe zY683I;^vuMKWpo0VAbp~O6%Mjo0tkQm3(OCHWF*zg>;QI?UD!&brgG0^k9{51NXW4 z<=OM+oPzumVyrl!ORrKbYJ>DfB_a9BW;2P(p<6v!oo=7nV8Pu2lCOu?J6TAQD8KC* zsKHK^7YFqLr;3=3>vADWS2RawOvl}Y@mBfZ#l%H8oiP7x_ZTZks_c_gg25&6mI2Kl zz2%LK8F9ZNIg`SvNr{Q;oIVhYhxuRI)~ihewK(1HfA#iuo}SK}jM;>&?Uj@)t_;iv ze{Y5j**h%mbV*4ov{?K32{h_`f85bw&P&scr_m_%SwDXPY`Q@LhiHYw9w_meQO+x!`+(gfzc5xGKk;FL@fjEqrwndmo-PykXy(`es zZhqCIqSXkYk{c2ZDOpGnaB;QFHFELK$_nWtkUyGOhDQ){+C8+ii%Srvpv&1})tw+N z$P-&GJvaCDA26(vgP)R7Qo=Xh(()4Q$lu#raPd&hTV9^`tq)OQW9yPu+P7OHt*(7U zAW{T$%!*q>^~|cRlV#l^ZUM-Jd3(;yw~MDUpf^i)b!!W~(!L-hC@7_(lJwKu`V$4>~XNN__wE8nrk_HA6V-pe_!rIgq7Qojj zfh3b?QZZCyc2!Ht$AcDS9a&Ohl$DiL+E8qCCo4-EPsVC>ySTb)p=|ZRy=pYcvMR^5 z9^8K#SQ>piR!hb%rPVd04ULW_H8l86Ok!QUytFhm72QVb7OPvkS2x6|ka#YMQZxL6?SJWqF*+FtL~z1pJ^)d<`60Rw}VSLepyhhw`H z?fVs!MIrS}IGI43ZX;7l>BRhHByA1(DUdJ&@~(i^c|Nrq088-@`Z_$9fy1&FP%iB6C&YyCS%-7U}pRxPDnn>wBbFhoY4{c`IGytLGv zq?yDUH(IyBT9Ub&95a;{-F8leeIJlA~Dsk;?_Q7V7*135nR4q`?{LLg4+SM0Y z27j-Gk+WHLSBmt4i30#M-MIE=fKP8`uVHa6Dw&zDttC_Ek!X>k-}005Ig0OJL(ebY zrN3ryUhiGaTG7Tn(eV}JQdi6?D0+Y(jYj`i30pUjNXH-7 zn4X?Sn24mu!uxWS<*C2AGdT`ZI8%oj>cqu$EC<^@DC*hhA^eApJgS`9998U#YlgF& z=wZnY_k!=GHHi1_#4lM4)ZeJ!tm@mTUSa@G1kHGrXGOd)v*2Y8k79PgKtZh8qvT~> zRG+!0Wa+S_wsEs?y^(mTNl63*Qa!pnsyJZi23r?c_^=ks8G$rwM&uZwQo!9LIixsm z;-Przw)PquXR%IeXhf7TxVfE3t?z9U=uE9%|{ARWgzQno7NrTkb!|me&|+nY(6~(QCccA z+31A>8994%vJpyJ8&ULMGttjcNMsYzU+m z%5Ag~vo=yu>(rYS+yw?PmYB8l+AlK^!M`p_)Ya8>uq(_O7;t^0>Bhx{aB}#VRa0Zv z-h^)QaIgHycU5$+>w7sDA2N4VAHvIr%;T%q)n%u$v31fG%S>Er_e4`&MN(a}vMXHN zvL9Pn2~<_3)-~vVtglbD$#g2-YoeTr`f%hhoxTIv(P<~@1dp}Oq#8u*B*Q%6)9beB{Nt$5 zz=%Ila0OPC-*?q$+X+wy2YwKs+OwpgeT(me@-i&@#I!)IiCaw0KX72Y1Hb774+Z5g zVTmpO&qK98Us#tLBi0)wLd3paXZq!2SY-FJ-+=JgE9v8~NjHzqRtCpO zy?B7ugVhONUSsmxRA9DLO_)zq~z!a#AW9%YZmwV%TH7cPE0A` z7jU^cXiD$mfM(1cMW3Z`vR>4EP*Gnz);7@>pWFLInmMLyrROF0iu!FHu3W|UUuwP} zr~xv84jRE4m&Q0tVQtb&u%%(@8ds=~7(PB%2j&KwNN+54^wH^#>2_Ij*GARmXJ{U#~@ak`Bi7g>I_Gww<@>Rw!tVMM`5}6 z_;7O_QMF#P=#ANS_~_3@FUaJpx(!5+;Fj=y0p8_@~Dy?0`7J7G)^2k!?>e#P<+i#nh^p*qPE#=v+G%TjYA8-eqO`8pN zety=6^!)6RpHJ^p{OGyuEXAHh3H=li?n|D=Eca@J$;p`=^u@*Z&9o0<&8ZTHl=;F* zPf=QRD0MQXoqR<&D3nII!5*@hc;oEans&rSS5p2yV$p^mLOW}amGL+)wEFMAo#HVt zq}ymu+&ekV!m~60& z5z6nO9a3wZ2MWa?Xca&~V0V_VlFAd4laT3Shew7dCzXXRgzT@DN-I1)xatj%e(li$ zj7K2(fS%W$QBY8zcxNE&SYps?(1SR#IpxYnCgj9A^uEc@3F%1 zb1ULr!3=kbF*u=6do*JHozM;z6iJl6Ky~ z^Y^p&v(vn^Ln(ujGkJ>12TKtBuKS_nOF|dmf1+ZNqpPX_!NYD35?A1iBt%VKFzak| z^}{MNtT}ooHEau(kA)m`LL2~`q(nmgL>^$_6iF!RlqGTu=6Nt>;yyeum^i{>26gEg zOqXrdE>1d_p5;jF2jOTZm%uJ`e5@+_d?as3nL=}@G-7Ohm2WdY3*qea#P37KxttK5& z?1Zk9hM6H)kjN3YF-H@(5$p_zEl|>{dW)fEwTg+c(pLZQw6syE&nWb{N4U~=FYLF+ zp>N+x$qGU*Hw`xp3K%Ah8ybaDi|zB=imR$JY#f%2Sa)rB`6SaqgSR`!`P%I?E+Tr) zMmuehiBmbx@1gRz)z#$BPM}&(x#QFi90m$+oX=8}^OCsnD)UHp{gVm~b$mr!f*|rL zm+*Y1S6Gq4JCt3g-$PX&SuQX~ z;ZA5n%JQ-UX${N#Xzb=-o{Wmh;i0X9lUf8|2M?i?uL{oF^Xq|a-c=*(ByP2^AhT;k z;KELX85A%U7f;VV;8ni#Lo&X)b*sA>h93mJ>qaDzijhdKwdOy%fKV`JzubE^5s=FJ z~e9Vl2(s%XztXs{Qu2 z)wQ*(=)W(CTl$UvQz|vfZk65-piO*yd|hK>X;G2At2Jh+Glmm)=9L-JR@`qPT0!WP zydhDmCf5szOov%bzokfnuP4_>)(%VSmz| zfckr^xt^}>B5=ChM;g?o`(wnw}%z z45nI=YEvg41ABn~MEHqD^sjgm=D7J3@{;lTC4qJFP{BTjGPM-TDmmG;`j8q3ve--& zZiC8;spbvLTnGG8$?GB`;o_3jKhCc0e)s+v9?n@FoHF#3;H38U3a58>HZB6572 ze>S98MXzU-lC8SMVc!?=BC@Fxir*_16qSNxqL|Mc#HGKr%_3D*uUV#&V#XkTet~|a zwnziLcj^?+(d}*RzPu_hacdM00eqjS@0PVsu(PwTiL{C}=C?P%eL894lkb}?KRAGkUjw0W#- zy}(v7FaO{RANxWxK6}PSK;jgf?)RAZ`B*28 zGNJ;pKyubD_Q<>S&!B44U9C|e0o*due}yPYuME3t+?9ox_-#DBxWJ<v_Tt-i2( zLc?v;dU`{ns7PZ<7Q*dET-iV>&-UEQmgAVaFtzsR(W9LnXJxEc>6752h|lic?zc6W6PAB`P6Q0KV9}cR?OE6Hf8+sUC}AD@c|;6TWb@lbwQ1p>|O%@lM zD)7X4f2muR4eoFyB>>(^Y56819gIFuI%K~%VKJ8wb~pl`W64pm5JSpwvG6Dw<@`QO zf~X0IkTFt&8i z6!UQGVY$u7@TJkD%yzR>{$uG}l7zT1;dHD;dqntF(?a~eiY%}4Xxoxp2G zRm2jO2wx%S@5>*5~y(GTSbpPWb`H5)4qVs)W`7g^}v z4A^V>CuePYKKQGW$U<;B88{D{0eh|Lh-)V-(PPr7>mf2&&!@+{9Jmto-#&r)Mbs{} zs9m1-=_loE3kf?}Wyk(4At#Z8DzlbwQg68}VTo#aYU$y`?f1ufyH+cj;30Lg#rtHz z)|Qq0!Rt%_K;rq-)r2lgfRfI&-cq~R2oS_FLVsDd25kDn<8RB!1!%k+h-}1J`~0$V zdi#*`t%i9B#h1LgvXT*PE(rB%xqTsoM!`!*MC^BgN?8#b3;amjX6)C?z&544cGdmH zV0XHGF!6Iy@YXO);~7K*LUI)QMUQ< zubkf8)jS!$xH7(aSi1l%RVxwJv#5V&Ix23NK6z<6%|B+;@%j2!#8Q1%xqU5J@@WLs zXwou#s|R9UD6Cg&S6H1^E#?Wy>GX&xZHSq;)Z3!6zRxu#?rih>7{#er3&7M~9fp=5 zkDuu?>)U~DXBvj@Ao*Z?MjhK_ORo`gwKD0ky`$LL=|7RCv!pmC?rD{iwrn2o)^{1x zj(Jg1EI=9H%RL_%un|N`@4d{2#A6|}im+9kd@N}0(~IlU%* zBIY(8lBbNtA_EjVIxvlBS)Mbh6bGNfy-f{%;_nVj_6%`nMx1rZQV{yP`RP-?s_N{F zjK|Gk5dlTM!F{x_Mp=1zXl1b2YrWT83Umk@rG7XIvv^t|&d44jVzork`A z)gWe5>}WC7B1Rev(l-fo{770E4)=An$}*VFPi>aWzBHZA<3_;7x0>soxWC(57bsdW zwjR7U4&5C=M#w@A*UWbTE1;aJEdZ1k27uqq6v_*-a~*x>zdov`@$g@iWY9Csz8nix zS>?IjmP!kh?Hk1e6{BzWCEK1Hz;j|Fc_aSpcim41neDi~w0)sXYc$t~q#G-lAdLO~ zOcaaW6&II-okZ5V;S*lVdA8Af`bGVl$72M$KHt4lG_*(#nOj-C$h`g95poC4~>r9u1I(~7p{+&()U(Dns-0A3&22NY`g`HQU zCy*g4W+0f}mh&F4cqK^2#Tn3-CR0j?Vk;Prn3!wM(_j5HuE_)k4}d9a60GX2LU!LV zcTG*_xMCxweO$^i5vYyhLD+6?OWPVs!6-F@V|22;H)rl7l& zio05+_^vLYIw~wHoPa~Wn|LT#&Sp$q7}*ASN1{c2w##~LAz@Q3jZTW8V*z<|`ZQ3^ zXe%6NYD9yRJXj>q9nk)NtSCkF-GrUK)|ucU)>V$HJbLKE%~gxYyr9CS2;b(!MpV^P z&&7~jnJYXzz3J@-OJTI#d|a}DS|&pjP{eoW9I+4N5C<`pou`qRwQQ;7F)6A z)j2$Wc}%9cPiJu}Jb8FOK`rZm1QA+T=zNEb;*&t*qIgAS!q0n)Uap8;`Z;c2n|3!_ z@%%aNZon7~A6jKw!6pkQ2WvkFfoZCpv6z`M*%+%J#hy=a3UXHHz`vFD3%G?piCfzE zJbpHhOV_b2X&C&)H^htCe3HSYiD7q&u|udfWzjU`kMb>3i*c0HrpG2sjXu1@1!=Xc z=*!y18$IvuAwWwat5|9)?Z?~fca9G(t~gt!)zBOjLwzl5l}7JCmkVoZZe02KPqAcf zpi1hyC4*w*fyo}LYHF#0T5e+Z<0QM&{ZzAQc{k7m+$qnU3a&o~Y5+<4j%2A_!Goyt z#YIIoSyhQoW)8Ok@iv4Ib5C{k&S!ubV~_+4T?*~bg7GBgw>uy^jjs=clT|ZZ{WSx& ztg|)wJh~SWI3a|*(CEKcLL}VGkepw7L0a;HeDZVINuU|-pvfG#W0qbu^l-pB>OKUX zCX}~=9j|RoQpx=&jCsp{6_7%2-DldoXB1X0Z5^$i`0ZV@IN7VjcB$GuF3+mJ=x&FP-~1LA@uTtDb_qi z1=*s0dnz9mF=y-|*@!>4KKnjOUM+|57$deVmt=1in;{*8>=X`f9vb85`<-%unl2XQ?s-|dx2!aBm?{Y z0i)nddNqRl69;L0Wr<2F*e(cuUC4rLeHtcnTkgH~=KN5FeqV?T*F_tNo#v-M{A4Y) z#a&!HwE(XOY{F*^AO{`j0AkRf~C0)3UKiIZI?ckSuxU7vQp^&Md7 zB%xps0MP?cGCB|ly^%o@o$`J3a(Jvq4%UtTSWdu8UC zIL`2$^kI*9&w>V5eLf-6t3QJRb-w)FM&sr>$Yta-OjxipPE z)1=C@w$aNgFJu*Amm}7|jN{fd%2D{)V&``8uPQOSLTcz1uDse*ehKq4oVvFp3ZZB- zpwsfz**}lIfB*i;XW@GrUX_3eo!QN6Th#-+PAHWlyc*+Z4mwoZfNDY*mnQKukQHc~ zfAU{{trY;8pUk^saFkkCg1nx%o1Eg!fqLuFN?QZk79sk{N}^`;-$9g})u$^}UMTkTHmw1Aaiw`7B3(FSk-0?UN3)7zv+Rf)bq<&$_n-e@f3VMj$zD)RI-8ilBr1Q;M9}~6pmiE?c0>ZqZbwyf|oO)B{vFy za!ZgQnDU(sC-m?gp6i?;I%vOI8@z<4-8=;)Lz?cmLi0_0=*^VEw%E|3gfvxhab|AVQCoMm0&KBDoJU>fJhz8h}7N5$C;Y^ zNpZxb+;(!`2H@4ysh{(gNb9!nB32h|kO^rE@Ph=(JZF0bkYfTV!*ZW8p$AC6J_YYC zyHC^!>!f@34HRYX91@Ti`vlpgMU0)xTX~dAh*`nrq?hj9-9HNn_}zSZSOlF6SFft7 zqVz|pr7#G$p5@+bBnHpNCplk$&l7cG3z=T`oMwB&Bwq_SHU`%v9@;?vOta&j$bTKh zy4;y=n{y^6%POnZX*#RYs$D{~)x1Q;Ry({dulwOrc~QQb2cS8Ff4yWbNt>IfvDe%} zQ@4T_rd|%b+)!$EQ@W+3E;t*EE`)VfX1?2k_`@5je}+sO%*4gTEoILhEDu-S2VEa6 zH#fH#Vu}3HG$A685l*3uB2J7Oa5ahn8$T=GuWWbm;bJ7w8T=OLu;49psHTz{<^*e$M*W>Y%th z6WrJU!_XMrDC$u_EIu3st@j4Sy_P~ zsqSS`_q^jRgORUloT$_Fjs!R!^nz75n0wDg3i353Eiwp=+`t*2$GOp0VOD{^iK37p ztDBrNWIKlF79sFm@MZyEKKkB0gNQ#^crYGp2StZ&v@#Gope0;H8;em>YO)hqP>82w zBViiMb3m#vui&dGP|pem}8tB ziG?+WNfy{BlGsY{xQ_imMh@GXY@n)ZDp1j4dSNw$DM${Uq=#9>=d0!+;lI{{pOKEq z@4rvt2TBiyU^kn-523r2kGQJs)g&xw0v%v2XnU*d_T+^TLM0stGpbzNDj9Y*nIBEo zbOXsH?&F_?k?_N1_h}^_PXE9_NF%46XsR~tPXb*bpMHS<7w}|Edi%aPU4)PJJF3>< z9jDxphzoJ?@yq=M4~(A=EGmGWprxhd;NV~qs7n>8yEcJ9H??dpNTyP$yWiLh9DuOU zxCRR{Y%)K<(ZRiLw$dDbZGy57 z&^0zTCjak#01Sv|_&a0oB|q#(nd0NsLe-@4JhY_vRhZ@88+Q$tv4?Luc0c&N5{Y81b6lB<%H5)2m|YGj~l zpIQSVSLyes^-U_a;gm04##y#z&ci@P5DN1NzPJ9W(xypnofC=ki1EVicdpmgg|CWp z+%R<;QHhw}2DV3A{xR!Nsgwpp0~)vdx;lcL7amwNI#0)`nfy`#8F^WNk&zAlV)``- zbN~I6mzK|p?^(%I*~9T-8#pFCiPsr@4~8Cg=W6@*RmH$9>j)YiuEt0I(={~NdIMA- zV(NSH@MIGaphUq~%_`+lx0K&=i0&;Gr`!I>Qw`nu%F-FI!*7!$X4@7d0z?t5LEH0g zz8i;!hZF++upQ5k12gm*@<7o``Jt(n#7E!eGoY9$WHaA=utp%@X6c8sxHC3;8{^5K z=xAtYms$xqIvD)nv zn~{<60}$M~h^Nk=b;KZ=)&DTluMvWAp*vf^N|fLz9|=aRDuE5Uhd3eppA#yUg*O2a1#%9ad_}fWAggyDlj{zNB7gMXw3uMS5?voyi`wg zD6y3?vrSkc#M5p1;_`KXSSZwNDw)rg+7UcGF}CCnn$;en4K@LCX#mL8bpJGYEW>fh z=E9ZU*f@!Re8ol_j1HQ(+{&S1sS`wdQ>YHq)5_24;$Pw-uL=RlAjiQu-LL{=wgIRK z^@$i@%;Q6?P}fHVUfc(d`eO4iUq>Su5U%e*ph^k@j)E_n_JfxmJMn*8nJ;KhAHVJ24+kmVFU z`U3o;5n}O>0EhnzAHHPvj33Wt`n9AKy62u3wu3?Za0DTRQIH!~jO@^B183(9M_jIU z5i*H+ch3mCIP&qP?1v-lr(`S76*v8vKZA{K5xMm#`ji}d4bqbx;=VHf*FD<-ffR=o z0rq>>*;fUQpL#f$tR;m%yeaj3#V$#U5>f3|oq5owD2=-}a15V^_wn~P&6e}nxL2s3 ztF&5@?b)(Hmp<3gpBQ_S(_d&J8*MJvQSyxNj1<38rFK!ENb|<48{F~g!8;%47Z&QB z2X2Vlw3q-P&6#uOMn1nh#=*u`1X=0KQIKLePE!7Ibw3{ zCgSzSQ^BFsG7D)wKm!zA5)WHkUl-@&gi?6p~^y^>@N4N285ipIAJjn7FLT&eqyAZ6c0^(bEV_3L+8PLQfs*} zN`J>c(382u%~9H2DKp$iQ!0MNdD)PsSHW^$sdka{ZiDT7*YHlcf2X%$c>BIDOt_V9 zR_atNvi+>^uk-x3z$V_2H#vJ;uTiF{lb1cZlGCCj|MZ6gZ-WbEZKuv3@fMNzi;1aB zDME2KrVy%$?dW{)?k3yFt$z}ST!lqM2F)Si#hj2Z!zfn1(L?eq5+G|4m9}>?p$1uU zdQ#cN2;*W+-o&YC>@rMRN~(@=ns1|lP}gl%QbomDekN!^qoDBbzfV|HYi z3v5O}$w#43Y-opPVD-X|$*9TC-&5i~ammS^cdu+fdn|=~Go_|&4jHV&lfcz*aQJ9v zXD8#_f6ag6r=insy}xj|c3)hQj`l>MBer3MxN7g~-)pL`AAgvboh@2Hn)v=JhYzS5 zn^wNoR~&}zEMh9+xs=tf5jDTZnsU5-z5*IeN@0Kg0d#2f@UTg7Nr^3S|Jyq@5iv18 zg$5vb*t<56djAoJV&Q5C2PdbfsHl#Gg++H?UqibZ`3DA*7!wntqN=*IwB(P$vy6eY zs^uP~7dvj7SX+x#jEGc>xYECNP;y@b|EvP#I>t$q3u|3rCLYyy5C8Sv#fujm|N16< z_5nqM(*4Ov7EzReXgHr=RAm%jCh!=($sBar(hg5~t4?xgU8w_(%a92Sy;Gg@Uj zhZ5y@bKJN@)=99vI1U2(e#*!>4WP}AJ?e;o~ZyRrV2%O}<{JTVf1_TIE^{Gfvnv;Y3-%qIu&hVnG?Dv^us z|BSn98yK`ZlmU(arq0REuE2fu!UgZ~Cj%69>b@@nPDaGQm3zfQi#P zcJge$D6)+azg>2nTn>U&OSgO5PKI4LHHX%g_1>lYR@pe zh&Foqv|Ne*hox5B%BfLi(hK#$*0pYygqt7lq_*8}V;{c# zSnau*FLFsD;Rb6nZB4{DON+8fX%}5tn4iC)uC7k)0N{BJkFB!tJhc9d{_x>02vprz zEG!5;Y-!hkR6|5kFgzvz_ys|7~kIJZW%|B$rN$IHLqai5K&wj z{_=kF{mUy~Kj0$UrrVbATSAaP2qpLr1~-kPZLDvt|E|r~T+K?)P9NMI^p~Q3)L+UO z#N-U(lgEYprSKnjVs?1cuyckqk&ymIgvICz$&vwM1q4HPE3RQ_FK+~90l{WLzy>Yi7+l+ZsFW9Lu+GhF&2-lS-u$8$jXU<;wPs7>x= zwppWyPt&`G(fXlL@t5(orB0>YPAMlf4pa}2m&MMIS&@DPM>}q(7``uH8y8B+N-ZDW zFrluqDGK0(xrDWQ^-bT(cFa9Zex77ikbTC6#W6$2lPicLRQTcba=fL%IhCtr?;vcl zEUqO=NBkwY4z`KJO0)KK5M?CKa5T5H*h>8bMzRxyLwzW_+f^IC{&e|Hm!{e3I`}qj znrdpb`U(so3kjU{T`#l0{1$|P^Un))PQ>=1)ZhmriZAnCns3_qNq8@=t|9UbXd4&) zng|bRh6+;_o)}gK8Z|Bcb6O$od-4{v(-OB z68C9n!V-SYydXb6CFLVNFH|4MfYyc)$$+LQ0i>d^{MbkNnfFdT@5922(;;b(64I<) zxWORx(Asf_+VRB@9{PeLNHe?Jz1j-zKfF11+A`2D_l!p*$SnrpSICBb59hf$tpHq=sJs2m^(@LQe_E*J@m@S5 zq$)Rf^}6|(PcO3i73#I4T&AOVgDW8urLC`Hwu4wq!q+)$s@9IpAWEveZ0gT@RLNcU z7*?vQw~VSYt9Wl_en6^P^<{yjCT03|KIxC7N1O;cerrm7YR+&L8L{d{-#_#FR9Qn& zZDr?Z(uIM@BSo_!~NS1XX( zEoY01Q)7if_bh~8P}!K6ekmf_jWWrn5twwe$N=u9KMl3e^lYb&pwJPEOF>9|vma)q#;X}NvP zWB@W%*6sdQ59*5pc^u@~VY$kxi7^*Rkl>){rrWf5%S|6pw zixwW;eCH92kSoe+o^XaT1&N?&07iRcsu{*{@nS)`ZHQJ!6l*#FR-=`|r_XrIh@IoQ zfugmrUo^b#2!^?GLtID?%PQU&$gdQ%_n}9ywq=-5sCF@&eOke?@y)E!^RY)w0d5JE zBXuJ~?Cp}aaj&neXL{nC9aR{ zF;*w?$BUOZmR-oJ)13adlzy)tp{m6ly<#(5Q0Dj;t1Z8#C$j3BZ1EmZ`AW?3l7o_p z)EOxdVL}XV-KxDdG^hGC>}&OvGdsS!zJpvxnSQBEu^ktYeD#1SCpzXh6O%|fGJ>Yf zdN6zJ%0x(+)2wXkeb2|BIDQD0h9#-d4`3q*V@=}{-GSGvYPaO&<#|+Y>E+z&%@*?C z5<~6A52Hex)4?zwj(yp)hqH#lF|)6ve?p@;vQl$K6q#%EP@| zw33>?1;D9YT~=zNKl#3|ec5AO zTbNW&iy1GrRwn?^9YPv0mxV3so;ZHodGMpw73F|RfUQ$Ah4r!pQPgVoziy!RvSjSu zI4q+<6!Sis{d~wkD8dMwr2zNi{_>6r0GLWa9qC^_sr4NF{0!;5X_*1$W)DDDO2a}X zTM}D+YLTuTPCtnqlIqSAYc3NRpA2)?0tR8Kc|*D4Tm0WlPdIQmxIicRVwBiUet+w4E|4z@3$_J^3hi@z0g0a`S z(9)P4SbsX;2-B~#jO&l=rjD>MmIZSxPoE>W9wcptRATKz0zbDdg$xO(s@h09_4HE- z?UI3kfqJ=0rU~k_rm*mEQxpE)9AQ;@TT1dxy)1scjBAuXDOQSL9CHvCM+!Wd{mUlr zu@wrIfi$$9P-Xu0<#A9bAP!fl^|X}`5N3;GU&Y46vl7pWo#UV=fEtdj2vFw{-Xm|= zBnp0-ReA+P6q%d1mv5FfRA_eaTB_L904aGF(wt)+KUZ2kXEP$(R?)FPeo!m$vT*n7 z!&-Qrcr9k*!s2P-S(AHPlPb)UG} z-Q7Ld!Kz*f%?~#N!s?`t)2%u!XAa5jM&zx*5!~QbA%65lJf1OXh`J z?-0d?q`+9^xo(?IDM^`yA5-`Rcyx>a*<$;Y@(KWeB|Bfk$$uII?iKFa_{0A6y7Eq0 zJ0&;2>ie|=Fg6MI5x$nMMK=L88EakWUHS@*Rkmtmc)XbLI|6s>AN|{i??t<7g#4oO z_QL}XH1lUE&AiU^yP2rKd-q;~CRQmpHWxs#wt)Ukz4zSxdKcrJP4ABPXgb+{XK ziKLtUu*2-ln|=4g?u%580!T^R+ixVzEwh@si;iZ*+sj;c{VE$5@~@vMIPm$8v3|95 z9|_+j41HB)A?1hCimq2hrC_MMAhQ4s|8S*6t>4G-ne;llX^f*272VA z&Ksmn(cXN?dJii>KJZf}FDkrcTgz>716<8Zb7`ZiU`e`3t`9p0oE}U3)E&Pw(5}+wTEFh zjf@t7sXn#0YeGStFI4&%=2~|)m-atA+&tePOYr<#z>0bE`@JKF&xXnQEIfe^f4}<@D7;oK}UsS4o(f&@4UQZkH75*{slWhwE zEduMKogl#5d-WI$#OKmOZw1= z#!)k1Ro^UA-moKo9f|!f=1*!nK3x@DWi>%z! zh`;8u?SZR|)y}ORN03!g2FTH9NvZ%*E&_Z)8KdgOGyK`;QFsBzhI2Q2FDeq@qk(TN zc5wvg+DLa>PCU#A&vOqyI<1v_WrzR5+wy}8H~e-FkByJjs$wMj04zfIwmkZlx4}{i zpeyJCuQIIR(?09w<^~&7wYE+dwCzcLKuvF19mGZ_U>Wr8-8=3spN3Ooc0Pd`8Tjcp z(%OYN#$vSasnh^a`V~FL<6h7kG2$SWTw=B)^5nw$@{&*5Ck@7f#}3jQIhL$7Wx6(5 z-@yNJ>d%6L#=8(81#|2$8EVK!EHzkC*R~DU*f6P<=cd|FaOTz%|`%et!6>+8L0bb@w9D+-^Dg zTMMb+gEU_xF{t{qf_rXxyiv(D_l+#~$YbJJ66Wf!VzS2csqqQrg-P?_qa&8X1{$eg zYo(o1)zwX3S-Fig&g|EUz5DmKCM(DByG&jeu<2UJss!WM{}dM!i|k?MYpO{y`uZkr zg0O*P%i^Bm)(k@-XRD67&IEK)s?56>*!?FJ`-y$o9uQ5iTD+Imb|HC|W?4~IwuOb@ z`4Z|`uR%~)1A^QOP`P8i^8L$P;icbLS&|qT7wSb-id>pM`m0nvHSt2rke(PZjIC22 zMp=lqnYl1PScA>p_~pCJ_dEpz!{boxa}Ssrf~PEjRq-Gx6`?V~e;|Q~Yr=c>H1}^Y zCnU-cOPIx14H?f_JxXYI>YrnY_ z3)>EU@gjL(;D$K#4RZe$>*w^IT1a<(ok5gYeD1%6&E@8Sx6Qj5t~pPHv{X?(?Yoz3 zTD|0*sHk`7kJ#Mi$jvuAvi!U#CxIm&}w8;TAOc}A8cW#-4=Q@Xc6rfGI z*t?reSXc`LP`i#@Ny789SJ}Ud;3e+gXF3DE9-dAxi1TQQCeeZQ6y=<1d&!?+?hem5 z-yhJFL2cU>xyP|J-u^HXBV#g@0Pu#%wJ%0T2;$UWJ;k&N?rlp+=C|}_a;?K!^D@AGYPKTca5xpe117rXu-AbD zb07@^|ET|CYnXY3=R}4rbs^how(%dkcUwV@schY=KJxk2+_4k`$*~9Y@l)Li4-YeG z?xH10NO(^v?v@q$R`TD``C>$)u*!vZ{yg8d+?K5%H#|2xTQD+6E&b>*GKJV#pPAO- zulVCLjou+?NP3cYeIwb0YCAw{H;U5tHSNnUiOFX!Nq}rDAoOc^fTW9D;k<&y%B_^E z2QAvUfs!vF4MKWajh#p&!d|fP($jyBE74u^)m!Da$Tmh!|F7*Px%5-Ej(YS z<--$+3sd>cy{?*4O_VRhG@r#b;J`!l)LL&|wy4{*ax!a;Dujg55gHojwn3MfkdIHE zgOl$TeO`L+{&e5F6iSi`E>A|*UCg0w2hYbS>X+Cfc)7oBO#upL+7`xIh_|1#v6sv} zYR!yt`ucB~h<{&1{4E!yN^;4E{q5$ae&grvt50LQS7~XNYp>6V>f$#IWR^Uy1##-n@Clv*JB6o^ zsBZR{!A*6`0wJChQM>h)vVjO;2u6|1t{he%#?9cB-yW7%T_~geWaN;lBlcB1!5N@uV zT;khr@$UDrsr-b#k_3~Q_(b_AHKct=PqG6>f5Ejn6MfB}59{Q5FSu8DolN4=$ukE@ z!5dMxm=Q%Gg z|Ki+5e>#DznfbXIrT~yWa8dI5PmM80K5}{Kf>(IZ1zdo$n_MrwOFLZmqB(v%*(}=a zV`;;}SaT3tbB;xGi=yc3>y%}cxG-xkvKE2^?e~4uPxgzr3#_SU=oM)IyxYLVV}@c) zTywXbY=eXjZ=!WGBg?V~x0|KeF@|zcopN-7LQG zYT?7-<|nj28AYn|vA;*I8`^GVA5m7syc^F#Bt;aLX+3*eSXs?3!lz5 zi_ZLy?uVW;33!U6h40~buO-;wv$T&1T9J zeORJhqq7 z2WXHZD_*){k4$gZyf>?~Z?ADeGrI(E!V6E#gHJ*lD?Nz#04 zx*SklG4yhIcPS4JSs!4bvTC-|6b>FZ=CztIRIM&Tc_*2w2ao<{|5O|`&+pUjSy$qU z!r8%rfpN2ggy)@}0lN+q%NzJ`6%+^;$xvQXQazW7h$@*X$x(3vmK&cw>S}c@?F>Ht zDub7Fl44TI)d1SH5&Ej$-YOJKBR#%!_c5DeNA&fLfA>D#MDKm zE%c=QYlZ*tmoJlhDH29X{yipPBe{CAl^pXLnkI`((;xtE({Y-bVJp3-cM~#mjBf5C zMVH9SP$?b845#WQhzHTFzrT)5?sdCDg9stnrY3qdwFSG)34?64q^D)svJ_29C2%CJ z8ouD`u+WN63Q~O$7v>Y5V$&@*-ctFjQ%pgqw^bjC-j11t{%G!Oc@6{kuyIu>)0$Iv z(prD_w&s}MySAhNwW6hVkz1#6GbQ=D+}zyt+<#Ga*Lnj}S=AR!FD8EUl)M5t?!pSA zoVA7Lbb__&-dmFVx4++5oa}7rWcmrYrx@f8MB{E>8FL$R&s*fYd^JLi7~NX79U+Y5Wf7|5>ZtQ*Q10;V(24hT43?Io2l?lo(jPg&=`~w%{_^FLOekYc!38q^ zvNK;2r$}j4zaIHU?B7;@9xKjoHTiySIrPxsg#5m6MvyGxa2Mv6SELS|B*mb31v+`P z*upA<8S<}7=$mSBHh+0fzX(|cxO^cQQdagWpr8FiGFe#pQ0UtOH^XM$5;0d>pd1pc z5+(9ry1*>bws4FY5Owqs2NO()?WJ6t;|rvGFzW=}jCriHfs=tjQ`z=C;G8e^;YzjigR--K(i~=OPB8I>J{{m z8{IS?q$^pwwFw(pxO9?LSjt$bJm z*ROEBar76{6QAlvbu#Vx9`XU=OD}ATXRokm?7`lGc)Sh99J+BUx2sw$LZ&TUh%f2> z5w?c*JEKEmV=1EqpFUjM4@7N9U^a%;g1MpY<;XCQzLK{4g`rz*`G0T`8nO z!+Pu)SjLPh-FuNIETlgR%{?RT5cAhcf^0?Dd?Cw|k~<189KY>DsdZ$vQN$bP+4 zm)-WSq&xo8&mhO{<<(d0rk!o-4;Sm%H8r`3ls!qcU93C!;+=-CE;hNz7 zaMbl5+N*pqmZWZP(ReIfGn=SP@%R)q=d>8a2xUj(;IFkA1&Aj?XBFXsOOzFS`vXW4 z>J|;bo4|R0x-~AJI-3aet99zsDRcuf>iQ3xzkJb14gGVAX5OVC*s6qTGsOf<7Dy%} z!zDL42G8$zplT&j_y6C|A6i-u4y=7hiCfm2yS4bt@Hm~McQHicQlPPiT|M`Y2FC-1 zP4)=9Z|*i6wF$MHX?l^I&xB)rGCD*>h0O@qca*a+RXq)EQXDEMbPz_cAw8+w(@y9Q z&F>W>7s7h)@@IJv@Px9JOUla1Gq*^f|)6s)E({H0+3oK)cP!-6_mw#tm ze|-rmQEp-3WYTwij$^FLdo;a2@ujcV+Pu6p6An5*tDBl8x-U;p4I$-&JzEzr$zZZ! zWfB>rqZ6>1!pLg;`ufn|U>tZwESf)f?RzCA7P;S^+n>?!MD^a}+qq@uK(#|B#+%~& zdU|`KegPr_7QcD(Z`-<$T50=^-p(9jxv)0NHfa4stNP=csnpo&OvTwwnL&rsD{W`k za56G7D*F1E_#tgliEIyY-#Gr@kjmhZTN|eYtj5_>jODa$+=u}Wd}in;^;Pe}4*wgy zsvukU;;XgRlcomQ*Ez>Kvy*gnbt8Y0hEyk+cTT&gM+TitZSt}WW*iJQJMH*1a}IuYp&~Ght_IJ#+`L=uCd_yq`rEk1jRir4$lAI&!ZujQhn|zd$UKf zn7Hg`&ZCbZVAl$@;iE@?D0Za>n1w#NYH1Z2q^^0^-6@}_#d&mbx>tueu<9Ynv?F~v zhzkRj9b}icJGcCE=Jlx`vC*oAJbxYwkp#ZPAEvjOC?-Yv(?tsv#xAp228pW)^(bZK zISk7{T@mRsq)*0lVIbHrwRMQB6<*}Oz*}8v`uaKq)XrZ1=bsC&c`0Y|&B8GHObz1g zJ%rJ!Jg@(DRRrlX>-^m6PcarGPFlk^KKE)nJC~$-^txY)$1*+_QrZ?!vHOJW2Vu7z zBB4vFx#y(g@biADO>O63zpGVU(DITI2iN5t^bILnpc?*{gaylD@SjR?(JT|6&pe|2 zb|EnxZr`LDl$9P%`|(*;1`-661~Wv8Wh~s1j3D0AW;%XVY zN!7WE4?&qMEG!&cT>igob%_kvN8PkZS0w6!OVg$<8&!iep`oD}F8)ecn~I$Z1Hgqp zF8`tZ%Ic2oCt7wNpTPQtKY>?z9csAdmX=)f@BH{ZjW0$kktVxC*y2u0o3$TM?=Qti z=v2Ae+rQRGzy9{c4~!|DCHb3D{)a1kB$B-c)+L{dX%R=d9wc(Zn;7VfcVle zL8VFm)T)AwoV3Yt2r9r9+&nzepvgl$2XY-rPt0A4rv00%Gyk8kKf>5oO#bW24IFRd z=tVphcNJC1i4vvAFHrgJy+qQqt*rK<6!a2>T_LDS*kt*5i+txilcLXY1j|dRnS*IHcL;=;O=a zSdKTw-kab1!;DRq!cb>aD<7TaVmOs!uj~kM-h#pq+h3%p=4r~NrT!o#TYc%y*%t`k5&vxx+?FC?qXk}>p z3T%>Sg70z*E1aBgX${yT-}X9AElFWa@Nvbiu#e&1?o*_acZbf7UR^nQr{ z_RV~h=7;Gt@H+;Xsfwv5s-x~vi}TeV_wL0Px^VU8xi4CRU>$ysnibT& zYv;H=e~^1B@$%z%a3PO{HctWcsp$pPz)XwMWTZgz$EKFhrhv@ErTxt3O)JlvsNimq zgS_=@KWMBRhtYv{M1+{8-h^vgy|X_fZgV}znr(A>^$8>(?J*U+>a>V-^cc-`nf?UkK;(T?d?ckT6Tv z;=AwXCz>Qh**p~sMhcc3fHGz3mqCR^cf2>%A3d~3zd!y{?OSqUs0u+vnqR#h3*@vZ zacMKQWpZ7<5@M?eHX?{r(%Pg?`_etecAhZf;*<2Z&hu#-XX4kvgsn{`1V|{s3}r+< ztng1_xIl}6UKVjuiJ@!3(C795NtvCyMQro0a~8sViz9~)eU1E$0vxJHRFZ{K=LYlM zZOxmq0y&FHT>6}0a!e=v>d)_&h9bgW#IXP-j@3l>x$r2x&bYpuQ+#!HR>e5p$=fJ) z=k5b2;6ox7(*C9VvCMg!0tk6q8>h5O#p9M^&9VV(d=Yhpi=TC(emWXbOqiq5Rvp&E zhw2XvGyE*x?;4xbVq^Yj&j6GUf|&z+F5$~Rd@i-$Fv85>1gZRBKees!^~XnXZ{I?( zMM5|A`)3t54Sx|Gvt*Ka2wBqxdUtlHeVLtY_T7PBEl%r;5_N@IN!4HXj_LijE7}U- zoV&T`x-65QGKA*Y1R^r1y!rYQ-16uxbaqsLLQL`#{5uAG`u^!P4Lm>O_DPUb+1`4( ze*LGkzI31R0#z`Ua8aX2=n{RI4_W>k^XIL(X;3{sw)FMuO|WwBp8si&k?HI!#H}(e z0IjC+Jn`0ezW>=|9Wzst4&3vY-}u~`ABC#;X@dXP|tRV@=DAhOkT0` z2tb#M1H|T6pWid$01rENT^pItbji?2gLYzdKedi;Kek4&5QM@C!u6ar9~U`IzR2+^ zBAo)tRf7TprAgrn(i#Io7?y|YKroleud#pPxHdb>6!lWMl0Z$}wng%pnVAa7KMyiTK8Q_Uy_PdV&$k81;8R!4dEC4wQb|QZD-4DNtO5nJw0=%zeQo&SdG2p**c;*Z7?A7=o zW5h#*+FCiAuAGOzkkc_tud|Oec1p|0;F=pXU{kuf@uglTmvu_qQFXu`Qu2hfDP7F8 zNR79{mpxBPOWJCkRK&~Nl~z_(xe+ty4g2}><;$AS(lmc{^_(32l9tKE^Pf)B-J`2G zvzPt%M%EAKeW!wwA!vUwfj|7ij>+l8)hqap-lh-JZBc(x@1e618u&B$eAi$8*OUJ_ za+&SK%UvhV{`crOjdAAY=77yy^L_2|2Xq&n=4QQ$p6F~BS}MY5Y4zc$PmaRiysUyST0%a_mPB#6tw4VNbQWrYz6b4BM^==cVI3# z$CkmNJxcH4a~218`>X0jSqxUI3ujOo7l((EYnw0sV%YR2d<7vZU;jZ;zE)^?)wC_mJ1h zO1#io=CjR3kEz6%hf0v5i@}Ahy!()2(=Gc$HUjp2BZRs5OqK*_?S#XxPs_S=GL7|l^)BmsOyw4DtxY^a zc?NjMzyG2*v&q&_w(hCWy`7WWz^th6*rlY^SvaEsxQ61qt0(L~996)?TcZ;z&~hWA zoV%e)mnH06i?6COho+C6RG0Lc;aJql%l%#plkj zIE%Aouxm4E!77iBR{8F5?$5}~bdksG)ACUgRGU1$lpLG;`tDeJLE>cTI{y6u*{*y8 z=pm%<&ISCgBlb`if^PDVroh=t_g>Rs}vU9c~eIf_LAOe%pn~* zS$w@7rblds0^)p%60PTkjNA1BH2Q z&d(A>Go=FULBYWp>(dbZoPWEU0euxct@lWq`i!TMb$Fjn?_fLQ*siZCXr{pHI-O*o z`WdcDLWb6CAIl%4pPRdr;F)9VzLe;hvk|B3`Mtu5ARiqGT5tbxrR7c364vje%XM}R zj{F;Bu1>@u+PjjHcRk`c-<1)a-qPS+(dp8q)uF1YzpgTZB%fYKoj~FOB*w!r=f>Av z1@VKj`}g48^Ud!<9V`g4?Go!lfv7qBU;uG_OI1-km`OI|$2kH?=V<;!d$y&>appu` zx1kk5eB)M@wU$GVy>mYiR0TNjj^#UcTNgYdorOyN`ekYGCVjW367KVu%=J{!dNg++ zD0xY^Ib^L*cNobJrz>^GgHLu(zu+q*yk63J{Q_=x zhqpY~B5*6?jiDi7n1olM71?DM^d;@Cdbh0PC+J@^e~-9zI+!NdiqH@iSiD9e8A;S) z!wlSV3Wv~3k)SqQX1b}V(Uw`gT(-999Nq6~(41w`Of=|iP}9^j15jUsNmBVr6i_RY zUNTajN`2z(;8g$3`-+HNw_8*vfcp7WW}EKMo4UXz;M|1HIT+YsG%#LcrvV4z_g-$E znfvHxXMCMtI3Z?`#pt&3Wzj%&32u9iLj8~vg-v#maMN^L*vR-m|J3&ruUd9Yh!I2t zv|j&>b_z8o`%B~M5o?Jr%Pn;#O^>Fg zrDfM}7a7lh6#b1NeGal9c4vJOd7f8K#Hk9`tDrsV_WFffbn!?|Y*tnwAq{W}Ra~lh zrJw`QLy$qI-<5x3_HNJC##F(|z++YA(&^Y2Fjc2`%N=p1^X>#qv!(v+C^Zdc=z!VVAU^l$EZfn?W9`KLk%MGGR7>K?m=L0N^m)EY z<7*9PIx`ntCTcCM0w;)yrHdKy@)3mukSz5e_JXGKy%JYUq!4 z4K0p{^?L9*Onl`AubF}hYx;I}TU%QuIm*;=O#v~%+ar%F5D+T8R^K@F##%+KCM)BJ z`c-HAS~n-V?aHFy^6z#BjQ^L$^I9()L$4*{i<6Ob_cZ)ttx$XKjR>YD-3JL8&VyENl zQR4MT`sji)qYSsaK?fJrr(c)5;x7Xos*MB0KX0$X)#pT{HBPw=9lb`X(Wh!8ZShrw zKS5mLu_kAI#cl&#v!zN&<_3ufU0v544Wurz`ATLedtR};`0M|Qf9qu|@i z_zl(4l+um48n^YSd>S|kdIX<;{h#&yqdfYNK>D1OCmiKmppSM?Xy_=^saZrVr>3St zI9Y$x2j1y-Uw%p_zzzj>cF?pt7!r(plAB|S*_Lgob(`%wVjj|-H~Qy5&sh11tcf$u zre&-0&8g~e`zgt%w6IVFLQ=w$uigt9Tq7;)n<0e+UtTdXj)Zz{NxMTwkUKkfk368a zU1@dg&antYfV|F`>4oIK$jl~mZ>gct)O`*Yen)4Z9n)N^s^aif$u;GX1_A-_SSk@g-Q&cq9K~QhK^|ROcg_D(7}4XmXrmw>>5b0Bgy&>(8<2cHv7RD-;0r z4UX0X*-+?U!dex6s0oTnwo_(801Pqr4y@IBff}uD@LtM>CNcdr!J7JEjKW|4JBy~= zZNMy*D(Kb`ZrfWJJk3KT6}U*?+v1DLpNec*lFX=|d@72E7SE3Iok=Mf8FgS3InGub zv-?Qa$2z+;gLg!LDy>2-fF5iRJxmbDb#x*?T^1SM-O-rLsa?oAXc|y+uypO7nuglv zuz*uh3o``IYX28FJd}|L!scXvu!W4sgq;EE^m`bZ8yMx%#RhQibZ*yktYQisf@;R= zqfy87Z^Mi|7{2Bl?K<5fEIRp0I@)Jzl`G_!@5hM;X11Tkzm9uur}Y#0Jl4jBW-9|5 zM6V?S1~asCWnl1~kSbZuXZWR6`zk_f7vchn$`!dP;>AEvtq$|}gh7K_vBg$ZC})?) z3$#b6YiJ}wI~r#fR5LzPw!L+mCJd2DYEebx!|*&2=i%2yhd2{SaH@bKD$gAApscd@TpUq0gJOU(=8 z6@exM6~$&hbbW1H>b4^c*MyouFB*%s)HabB9-s`=X;RX42DMa4f~)rvV(X{}{fy_R zXu`gOQuh#>KAm(hc6XjuH*fLTCV2veGh3!p`E*J|Ru_qZeD&8#zu(8e2h9eC%Xc2^k;7zihuVbb ziGeV)=-KV5OJ~*l8h7|6n!v57RVb`+_;kiE-OB|!2PI}@@j}Z5z0uxFvCrn_<|3V% zaXJ^6sQjzItjYGM>~*}^et4pGYrQN`s9%n|bY*@SjDXQkX9MIa%zDkR?37f=YQ{e6 zglWJur&bmtgV%yGeh5YhsZJNq*E3e3ZZ*XqM`*=v--5O>GsaL5D+4Ael<7x8IcFl= z{}rCuE>JWrn#!vQ@YxvDwXdM*v@M!)SZKP6%z#=nC2a`Wx+p@~7~Rm!pHlBV)(7+X zzO3$9ZI9a$=nk?|HIs06YEDv|bIaG}1}6jZ%h$c(3W!}|JV^ji=`d8B>5$okA)KEg z>`KEJ!KJH#yT-g0&GC#?AWuS|3f~M|ky@XPN}nNUdxa*iw1AM%bstM806E$Ma>;p# z8aiY_W6uVn_hQ-xG&j2jtx)(pSHACOknnuG-AiRI_ObRvU`TgPZ9z#x2A{`lg>iMz zP-29HPXiPhJcqs&3E)pgoM9sEs{Au(r92gYN7rbnBdl)SSP$iW7ml@$X3|pS?XA(^ zs>$Ue%BvGoovhn{W7^9UTzby0F6B%5Xo42W>-S!V;s7H)MohGIhy)9vG--HJcXScg zjMtn#_n0Fts`DxXlTjt}G2Lfs8s1x(z^w}t?L5Q7rKK281U>36h7f>5#m)0)&7RZ> zEp1&{>hvav%+C%6Cdfkj^_h8BF8$&QaLeo#*&>sAh}5u>LqPHDHPbRaQ4;%c91U!W z3%s*4kjHCm-WB?paHVNvAj=IstgjzEfLy%PJfFkIPm{~{Hyv7|ueOCj1>@XY4T$VE zyLL2u5jx=-R7YLQ2_#>b^}fW#W;@>CWxrzE{TkrhXEPqLm-11oFV5qNT&iL&E_Q3O9%%-h z;snv14`lm?4k%ybC@o`b>|Vvte|25b(o73#Pt2EFl5jv z9m=ifdgAV&rqDSPG}&d?E;8S32XowHxQkzTuS2;_qMC-r2uKtjdraC>;p1P%Lgubf zOfH&F*zssx)f+qiG(G^lavXl}sch-Sa6`X3=TS$fpc?^3SAgMQg3{Wgvr!>?f%V~E zd{>5Iq7KUR^DF{=etl^CIelokjM$$EZE(z>^9C)SsoX_hHrq6C{E;D4X26>V~|Wm@#^gkuF^>NuD0tcI{y$ zn=ZT-Dh^GTac<(JUfdul4l~PrdUi%yMV~+}5qRY=7obH&h1CKmZ!qto@|B<4Vwo9D zG_$L|zgzDGa8^2B+16UTNsaNRXKPbMP$-cNU9ut_>xC1j_hLvSdEgz4?UIgO;DwjE z4lIw?YGle~mI%^{T>!zdHpOvdFPPT`OC3f5hsb{Bz_xl*BUrQMg&LXqVNHrp>tjyc zo4cQ9kj%F|W!J8&?lN1k*u6ZSMjQbdUcWLsC>wc%w4U#F9U>a*oFe^Vj(LgbP(v@j z3|Ejx4nxmz0jCzbg=~A?>-2pl>{Qs8*%cIKv+QW9@&x;hxJW3ER=(*q&L{hxh z6Ja(CltGy8Uz=aXpL>w5><-6$l9Obmtb7a(sh3$_r^rJS`+N&&*n4pi@<`R_Sp5f3){{#~$ z^uChCv}ZUbC0eqahMRRo=er`iCwiRB+hXfCw$=kR4diW0a<@eH-M{oye5qp+)C-dw z8R=%q2%h(P)_O9ua-5Vw@Kw2w0-YLcS~`4x3z+-*n8)6ymUr*dm~;w4QLvwv$Jo!y^G}11vU(vgsaHUbayjp;wV@i_8@sZ8KbAN zBJA{4Ppxe&Pn2aVvBpDn`xsbedjc``Rbn75Rg=teH9>Vkfwt91DGH(nPfkTeI;lWu z(dH7D?wfPaIFi`%09%IcKje`SCgO$}hCgZvjd<+#=E=~>$>j4{`2w>F@Q-;ix9fFm z3z%@c=1RSPV}2Y}1SwWYNIRGIEFmpq&Q=>>O$R^;+4cCQ!&s@lMU9Xh=Z+ zIJNBPP0*CM&6FSMS>rwm9nNxWA|jnNHeI2$l>ZoX0zl+(C;^kTH>8CT@EZ6*@ho&E zD6V;?C`N&)S7qlNxStlEW2ITpsuj9gl(!dl+5d<8l=@{ zu=E%9t$uh|_3nPv<D@ui{5~GJyv{^#QSdVN-oKKDbchmmk`WFuGAiXzQbex zwE&)_WIml-c3M7WT7K3}@Ab7APLRPsgb*0gd`ISfYfdEGKF@y8Q5>prQ#8eRYTC7` z*bRd>o=KM1@ZG;i+OzR2(_r#9=KOaZdU(ygx1}A*$~}hY*FB9$;E+Bj@4gHa3sG_o z=GmdQv$dHMLbkea`7BgbK{$aTEIQN>*covs zqz_>%Sug|_>!HD|M*21GH!)kH&~ug#luIO}uaWa*L3VPK4q>l>K_c&0eSo&Z=0=p3 z%~ZHmwSu@nr$y4*Or(gjCE^t|^^CG77@J7FPr*)B+?JchXS?(!vT5^4j%`z6{l-C` zYa{h~j^m9FSOICUNi;k=m>IK~sF((kg~mJF#^yE=moKpxo(1YizXUIRAZ5G$pyb9m z*FHBh06iY0;2|c=QjJkV@Q~UoaDTGseW~#6(0dcL`ff}GGo?do6M@uY+j74s2MT!v zJwjp7JO>8O&C{-BPOho$>KV(%F$UWrpwx$I`GlSlSyIEO+1s?|}J3?1Mv)Rq^f2>cCm961firj|?<(&{<|m*me> zPI>7ZUl5*bP?@@Q7uD-~@Mbif;a!tt+0bb|zXup>PB!}bxUn1Ez&(n&F ztd0l;iZ3N^*Q=*#m~5=f((;=tLBv}2#ZeMD`l=v1x#JOyDNUAi#K}35hNi@f5G@w} zPzr5a*u77x#@on-v`#?wN(7-u_@4WInHn2y2pP}?Pi8ARv?|l*<^R+Q5AkH#D~!E1 z9pPxur#Cn4PGpM^;whNO6iA{DwksF<2%V-!;O3um7l;dZqzAJJ2Y$&tjmc2tWuF8AerlSv>TBrdS1v8J! zkZc7D9s|Dj&8Tg$lZ*m1d6%>YZC3g)?mNo3y){Fh=Lqreg5eMyhtFDO32+aRLPZ^s zNMq&k-q*T6nKPvz>`shpcayNwpCfLE@23x$ELjE|fhvW`dVjZ*3rYCTkf`CgNm|J8 z=TW=5PVokX%d3SfJE<9>b8L!6QnRSlF<)X5;y+9>WC=4ea%vCk@DuWOwhAYS&Y5f; z<0-})D??pYfnd*DBXxiVf0@-ng8+*CGcp2P=$mmZHu0IXi#Vg6>$gIbBG7fWfZ&fq zpBsJYJao>K0rOo!a&zGjGscHE934R`lxuv=2>=lN{L5rbu06RuTF&B}pyTNhZdub&n)jSyDUp7!JL&a5W?WY;@t_AXS-TWWM35RyTpSIyfHdSH;XU z7wAH53PXj2Hy2u3py1BgJVUm&sYvab>8X=t`l(6EzbFWc@s(KDmEQTtDZgWO4+@`S)b7TIB-5HNK;i7q}>w{bYOWDA)n z1zcPWC8$BE%uuCd-$DtvdvH}<4odxmyfDV3^1n+ujKg-%`g}d!)#29T)FMj1V!o zC-`FpWa~=t%_3WOhA<;f{8|tuAzm;N9{=)Y%knR3;s1TZzQ!>>p3@}Ep)O2#_JeV` zuY5mDNKdbg78eCSH=-0P=k~pl@cZ_zlT^MBG)Th5c&6(x-{|7WIfgQxx?goc-6b;8 zsgY^Gzcc%2ZFTmHScK+ua&=>D6?D>HtA}{-Xo!w&m6lml@FSHTH*%;m?yHa#@SBvO z#+eMwsUX3b6M+odZ}>$~9ue{hpD0PbI+6f6obTB-*Q4fW6(TX)yD^tUGuH8%-vj(f zX#W!kLxS@8p~Dq=%+++^W?18g&FNu}xi8h1JJ$nKJ(r6TI)#01aP zGa60hg^C~3uOEgU229IobJiE^-p^K54+9cLpqa5EimP^-M&KtgvpB|H6^Xn{FpV5? zW}REz_ZK=gCpwLa#0A|(Q3M(6?s=I&p zkQZE2(;!W=&S_Do0m4$h`!D$*G*~!c4U?opY5gZdUAVf3gS-?wUA8L+()04WR~iecLrbOE$|%yWn| zf*LDyRqWeTIkRq^t$3hw@tJ>LK7;`G)A6&SY#}7h2*KybaSQo}h~v)+S*Xl)7*+Ky z`@G;Y?F-|0`sQyq1%1hkpX7$&NPScU+>a80=n=)5ky3q$NcTSoqHg$X8#sJ@SS2bd z_vuj^hl5K)wvc=O&Vyplwl^BKYoU5H8%*QS9}D`E7F?<^V1_(3XwJw@^D~u`&T=jm zWi?l(pnHZPaz%`u3Nwf5I^Z6XLnV!^L8Qp}XS=NpWKzg-<20N-&np%${sUfyO=~8E zh+uMyBovLv#VU2gr`3~DeG2(8jn`nZC~o3&m7+IZceAwv$!HcAar-!zUhuIB04np{ z{ab>fQ#q8?X$y2&&Tdf<9S*n3 z?A&ibmNKcN-F}h_4-#9t&TAqA#a>4&_pVkSE5r9idDwl=Ov@}}hZYr1r+}QTAs-WQ zh8)k64@P>6?m5}C5IawM?zGlQ)w`bgIq{Tn^HfLg^L=@V%xLuvA;>acuap$1TMG_YQ;IFY|>zt}hbS;ubp?mq5MFtz}Nj6CN5CF^OeTj-oSflUnG z<4LG-t;-%x3mFX=1yy1o%s~S)a@^a&B7?v;a@oQ7EQGkJ&BsQfxN-Kuu04zzk3XO7lxTl=IMa{=i{LP zmdSwLfqHL)4x+xOX+v~W4NsZa_V%fUOtJ0WWZ{#G&gJ%#4 z7IxgyI04?agK_BDY|W$+iA6p#L$^ThnJ353-`q!uq6j-cU|(vd+jK$vbzRjH?wdqn z(pv8L6LE`4Gw+eqw9ION{XDq8Cf$%9?NA(TrClNa#>xD;bh0DO##@spiTNud^#hayAuYyF+Z+*Qb#S1tTJp z;0;;{&lO5Jp_Jng(zm-*R09_#!^GA;#<`(grnFv0FVj=~T$<(OKG|UuwFF}2 zeKp%5-z|NZBBIKHIuhyVTpx4;V3ttfV4U?-79<9~3y;cqVOoNIVAnh+J) zC|^Ap%-9LWG|HJgc(S|v3b1-tzM{UC02f!jMc6$TVOHE6)Zm$c$XzWeTQ4G2kEoLQ zu7~Zw#j|;UVAHM~3mm>5CU=cNl?z;zB`~^yRsVTQh)P~oUcNa^bFNY-X&9ubLfRt@ zD9|eyxVtaQb9D~UA|%rjF&+ELZPot>|4n3iLJ366iQ5Br3Z@GucyE6n$jyfN;HCtx zB@9vF;qhj~n-nU=$1AZ8p-===BN0&i^3Gvwhpz;ZAud~;?BgKH;g#-BLN-zS1X0xmZw}DS8V-8QB506rE&zn4P}FEzx{`S(wgar zU(8=HjH2eC&&vD7dgRw}Meg!dxs3#gT*%Y~E)%=Z;b(dWtN!z$e-88C5kja>Vp&?> zjQ`TAA)*ok2YC6nTgFnrSZ9HmNY3~(XfnbN_0#`Agt)zNmdq`Wz;dK3fT9cG{62Rp z6m;g)D|Cv2UangDZo|R5WOkK*OisbUFxjxJ&p9WShX+xm6~ZorSvcrL=&IXWQ^-0jXSf3;-(T!h#DRyNiL$pV8ztM`ke}YwAY}9ifRk)HHd#2UwgH^ zJ;AweAN%Rh(=WN{l>fR|@!t+ZSNR;ehq&TPaQ4ka-27s@r=x|n4UCk-weXLbH}mJE zXw#n`VA59|6w>e5`ET;K>I!<+te3x4U;e9rdvtmCRGw$shkq6vU6yBG*uRTx5H%y5 z3#2u>Jv@&ru7MJDRVS+NpC!KEIXE8lr?U{dMB-KnDRzVU%IOk0MKssp*4 zgX;dd6L;B{N@l!x5CiamuzaaX)$xb6HXd@>H7}t+Ft+pznpO>?r{DbzuMH-YieXKxr;~10$yNx9n4@?j9w+g{Dqj+8JQ83q7MX-A>zTBya z->3%aYOon{UU{t zed6w;|CK!b1Uec@YhFykz`g%#C7N{@w-o_%GkBq8h7G#U@Y0d$_HJ0P+B@4}(z_DI z{|1hXm{Q`+O04hCB;SOkYvzV)9Q)ix6QHyoC4?c`(6Xfn)qIZ?ejl*8J(W9@!epbR zE+k65NUfD+jDtJAXqNEH77|{mzP+=2e1NL2i`Fdixk`$f(=Mu+#=C#uc5!|BSe<5Z zyz5!mwyUY7rKJNT#*Rjj10%;wFZ`}P37UgVWQVU_OafC%XIZ4JKrf%^rxzPKiVUrRq=e5>lw=KLE%QdQ2BuQg@K-e&WbnW#LpqXc8p!2@Nca(546jrVq?Ov9 zicY@?l1Ye?NK<3S;ZZWbe|u~B@u%MgY_x&ZoEsdL#_gq+# zO?3e+T55Qq6=DmMP$Jj~)pmPRVP#7T9B)qK?7E=w;&_|Zs~Z<9~ZBtIBz@}Qcmg@Bo2mAZbj@$Gj z;)TMU%k9F`oBh==|0v6A-Q~x39)WxegF2GoS8y{3F9xx0x9#(U3Aaw8l+Hc=N066{D90-zN5%{NYLSLTRTO`$7p7z64eh_opsLOSa4Uk<(o?zIM4SbM0>W@b&JlSeYV5-h9j^i$2Qto& zHZ(w$xbm$tRCXhy2f5_jGix6D@gqb-7_tU}Lq8B5bsQwa`nYCUI9#(cfeKwD2NF~) zd<3DO00PNH<*=LT46fn$43Bz|r5Cl4!hA3*J0)e7sD}Yg?U>KKKh!6|<$&sHT|6)e z>}6`f8pykTAB>h)qNOUU>N!?D_Ihn6Z7Wf*45kz7lB@Nl)OkU{=7Gn*02RgZ1e=am zZ@W3DQk4=^s+#j0meTl#z;LLB2piWj0BmwF!Sl}|o zv20LC@N-B{RsA2X-UBMiYkMEYB+5-}H?hTnL`4x0P^vUBA&LW1qzVYAH0et3keGXOR)ll7r_OK+wUD0MUjs zTP>6vLj`+L{%0wkj(`|?}@Iu)VJd{V0 zdB$XF>|(ju^6uDr=RbU>`)GnG5s zUTU{`Xa_y=68Pv(eqCETUjvA$>-GbW^9v>QN?P`%$&u2%C|6L33a4;{X)K&$V?o;# z+hiW7ge2{`qt~~Dp^TuAsFT9p}8mlw_3duN89YQEUn8-oZNo6COdr_OqCE3@n!I?I&U z({F*igyU3{&}-G>U@o&`ek4Z#h`wY0cb!Cd1W%;su?yBXO>DWFoJmW*<;ZwpbD7(3 z`A&|Su;8z5@|!P7?!wVa$VQFUm2B#@a&1jY$lF0zYKprZhFPKHpJa4jDq1a%R@jr%6%pmOWc#NmnAHJi+ zSUArhytl-tT~c+C!~kC)wMSRmz}d=1iv61bo}vuQxW+dWmnzEn4jI;V-K^mDy$7v% zu@&}-S<|_oL4+Vg>kz3LXwDz}j6~e|#c5|&{s;M>jP$9n#(jbA-exB6Z;iA^yVm{6 zYXuc1_Ej7<5_gDX;3i0I8$*)=Lls6#B*WAanavfLq}+y7*Yd_?+D@W^6tmf>zaE(> zHMCyhtm3maaW{r|m1ln~n@kk%A+0<0jg9#YITzQ+@4dQ7Tp7RtsKW6%NO5G?J_=_vIjdTaE;k31}0m?r<0EjqfAB4p68 z-gz#2V~Ibxec)D$4ihmf>(3#5G8b2@_PKeLXI5Oie9>ilAmfW$;Nu<4dHQjGe}9~Y z@shBWIFe^?AnCQx-pMqTad=<1XoSm$O8K}JYf{UZA+wXG!#~H^v&8CL&92ocdQlDU z-=AFi=>;dwJtj>-{!`&ZeZ=e-%@-CWVMLA2=TnGHNWjV^OD1MxOhDmm_h7j5mLjNQ0? z#6m56sVmGWbCx@92mG(Cam=PZ%q@p1Ae}O}j=t-)zptALHK~fs>inzP@ADse!X{+r z|NRQKs3E$o1tIfzy0gCsXzCn5s(J@)8@-s!ZcTc#fjBO&MK-P623}j??5C@p(=!Bq z!62?c2#_ie6g3Tv8k4g2&ji>F$NUy#F4-J2%et;fl4~ccG>>t(%0xwzzO|Wh7PAn; zk8?2Duyb%`jdpr|zGF>WkE`qN<(Epv)m*3FKL}g{xGOfC{rTX@j*W;kO{8e~3!^3L z%)sEFuAyNBDLT?o$bw<*>$W$aHzx4yOurrxQt+J4FZYBRXMDLC7(=W!s)p(*dOi)V zT89{xhbHf>O-xT01=ial1CT>@1J=27uMwSk%KJ83Mf9-Kd9Xy1m;vp%NTvk?gjOE8 zQtZhGKIUc~z35nlAe&{(TvPYdN8&u zw&VOH8JgXUP^cFEb8J}`$zP!P$F)kdV5nXuXeSKH=Hk)!)lrOdR1I4@36x{V=dK0u z;5^8J$cvJeBulnGg-$n;ldUEi00lQuO7{7W&ynJHh*%sVWzDU!PSqH?&@nbN_F^p^ z2v!7cz(rs>CbfID4e#3RF)%0AAD{nSoV)t&-d2%T$uxI^EdyI60s~x&JV!|@c=p%( zS<3ceJ7&rvU=I6o;+YOBR{eYnmSxq?`+o@>7YwA5e_!0mbfThfbecG-+3JDQ5Q-21 z=KM_HiyVxdPu9W6wwAnMo56trq8K3G=AFyy-Y9(;UuRT$!TrYex3?n9ooaUkU(>>d zE(PRczF%ZbIcgS~2nAx+G5DisyN*TbCLtw7h#xb_ahItA@c>q>6kGmzOJ!AMzrjHG z_Ou(C5+W$Lo%rhh_)20o4TZxbVB?O*9Q>lhEJQ=`F)Bo?cQu^|mQG42JoUWzb{rKL zrb5AURQ7QQDK@4_V8^EN*_S|4dnVIK5ll!oX`!rqd5~#Fn{n+4U;eQ9fXC?S0^;e_ z{SeOSrJf38P8EUOaooYf(Lu8+iD@A`FBSpwfgE48 z=$5Rn+*8uzw$|^%x63yyE2n4>3qOrwqyRFdZXTWfGiV|jUd<{oA(`@<{zDdpjNa%R zn1E@ziHV6T{-EcYWbHZD&@O()G4yS@)JQiCP4Z#>vO8RY@&9T0eKH;V&MPywtUjvI z&{*+r*-xmfPwAzR$jf_(eAasUKs|1lpWytBXFn{8gJJ zy7^4IP{#7K!t%jzVHhGnTIfg%k^l{Dw{J+UmC$>TG+*}ve&)GFRNobeY?D}s#HQ-z zb2{^$815+^IAs_ZhWYRIq{l`R*BNT~TL$!S9EnCqaY$kQBG1Eba*SZtNhQa?9<};5R1ft@N_}od;tSpc6Uh5meCZ*Z1O`-ADv`akQGU|cW(!2R32rv zvn3xmHvtMPHz{arb$YUcLUi}rrl!7IDr;y!cElq{+iw%=ZeV9`&rY@|bTTw?eX<&6 zOpy;p%13MQ3qR`sI|GVzJxLOyllp1^OPMD~80hfYu|Hl+XiuaH*aMJo{i{=~Ktj|Z z(x*te+mR;`puu^d3Xl?jIrE))5BZ&1W!6IHU~z<)>0Ey8_3cXXP|7o{^1jcOZ|X*B za<+2fh?`h69(eAGV2jgHXFRz`YIAVMu_ap|3y5 zTj%~Lz~6miY3^QRxkyClGx;+C8Kp024=+_>botIdT}IlEsoj@%-FS^^L+9cUi3b7s zHPzd4I6`8+uo<54)VgdpTi1cXuO4*;$r}uzn1f!`wh#fv^G#*9NY5A=bT`A{2$+1p z-{TrTf9l!aJfOW#Y5S|L7}jbwqRT(RTAPh zy~_-cMrWSW<3D&z|9RABZS@=TueJ-Saukg{nu_^L-jY`Z)}rRvoV^<}OR51`!Rf^d z(BKWkp)^+dK_V!lXDU6j@7|{EmC0*ZdQNj6s|6mo4n6k2vXuJqtk$>EP9(wrD3m2K z0wgrCEjL>nbZ9LT#U290-;4IjJIopJB5pFRLk`Zd4smsGeiLX0+Zg*zT_TA=nsU%i z_C&QY-M%L4jD}Fyl?-l%$+MQEfBBhj_HKjv&`bQOjArAu)A zDXs%t%#H(02BF8}{Kje9Fx`bQTcI4s4h&geqOL+OiU)kTx_sj|ZceSBZqAIG*Dq_F z%xjw$ub~{ZZhNxqYltLvh8!8DpgFLnW&k{rRg~TKjhCm=_@`aXS?($@GUFG017o`X z+2(EeMxS%_vh0b8F)4Dhee*q!Y0INVqkf}SNfkAf@iy11y1EnBul;<&Z3E|Thqe&k zne9z~b2!4lNwn|cyx)FT8@dK{o69kkfq@@xa5uq}o#QM(zoDQ@PncnEc9mEacuT1Q z;w59h!DTyne)Hiz{S-Y3j_o5!%s8dBm3I#KZdwYoimwqphK`3SvW&-oz$zHKgVJ3K><+MR`IbKeF`l@@(goyh*NY!+7kd zpCC{q$4N@a1AIe$Ffm8|aOa6Nfhpjg~Ec)yOD4|$)+ejKo(cp!Tb z>cGO0d5jKqs+Owy9It}b%^sKam#0v z#J>5wCA_>yk)Gizvs%S-Rq*ut7fWzNw?pKl_Grf3A)XVV zkn9J76Zu30Icv6`KOe4GBmg`QM2`L1cXin*Fa$F_!0-{Yjs(g~Fo2?@u0$G+PzMo& zlOitv<6T|hg760I@~)`t0Okroxz|hYp_!bIT)Av3a>(PbLJvQ$3KFvzewAnR#O_R) z;z$*v&za>q-Cl6O(J^tTJn)SbXUDSay-93E8jOvKJsjU`<}s}t>a$L!s@>S`=0;MN zZlh)RF`bmp+@iqyJfbW8Kdv+<9jX%E8xD<_r;=RRH?z-2D7rq~Bko1t}Vh*uJoyUR$D&iO66Ceh@cbCJPAK9^ML{wP6TQ{l%;TY(N=93>V6!H|*LPluCrAgj)% zoemD|caWLG1**LKBgNG8>*fz41;l$EW}}<d}wl{U7;$1|Kry*iYQ4*n9sK~WuwH`2RwB()L}FtnO}&PLSP8Qvmm9eH~-^_ zeU(4lD$!RcXZz5Z>--feoi*>Gpk(RnJ@ZH1!$%_6d}% zPj{S;G-jATU>Qa^+t#AG2;BbKrAlC33R~XM z$zu%zR>+)gbtS$XoPMJcuM32zK@r^mY-#?+?T4#P`)X5Hr%42qe-VnPLX5AbuD)tX z$Gs)@fcQrwo@2Mm3x_QXmM_{9=uKO|{4lxtV0ds|4{;O?}Uf*Id2t)ednMGf;_cI;?5*`|C!%F3SmwhcGA)ut1eb3AYL|m7IW=y z+h-K+37icMJn6RcaIhgsoK1HWd6K9C)s;3sSLC{u2QR%=HBlhui#_JOjJ|j+>M5^} ze;YkMdxVV?R7*S_B_$Ndnh7*NzvFO)A)HcF#K&hZ-UP$c9$+sV(4hiCqx)6tE$8{r zZbh^S3eVMl@NT~&KtOy%;S-7t#X2U;qD$QJXMRp8C(mj zYF(Gl&z7(N@m~Q5O(e{KHqTO*d%I7hZGPve2bfJLs_>}AKRRW*WDS~#U2v20RCHIJ{`^=~My&ac z0P17M)vIpUkSsa*xNX2c9gaY$-lhG|L6?@X1_{r`HlUoOQ0=s}rOZuIraQ|&|Hk=i zFXx}hS*cZB30FkGA1QBVXI&dZ1d%VkV92XgJ4NsOFPuLuLBN2uTDAOX>)q)zT6Jfc zMSXoe6)!2kQsSERpp55atrGc$`F(SLH`$Dz37L4>#*6ypw3LjD^@~d=UVmM*G5h-- zlst;*Yf|nE&}arqS<>Ns7SI%W!e5so%3jU^$7i`i<$a4J8ADJNNHD--5f!C4I!c`V z{mtK;R~+j&K#uG$QAZP(7Z$RX1Fut>pIopYCLKS&hhl7usw;6sIo36323QlGy4`Jg z-5HPCb7gc@HEKw;6<$s3C6%Q{^Sf!BFST8n)H7DPhJNPankqsFMcVX8tkcp$WlVha z0)5D$G@VhTDIBJ?x=cUJfsY@))w$$A$Q})(7Bzq$ka3b)a)SoRcgvTW#Ft2KEpV(B zR1J_IAq=Ko5HCYOAwx)=y6eW?{oK014{RCtY1nvN9sa_=d?SI*kP z4(zSXjf0ZNotc}VSPeCk!Yo`;xu&GZQJ11&a!^!|&r4^;h|GS(TXdpQ9^8-@revQz zlI@cC^{`JyqqL6fV655|>`${TnJHC;84s&)w z4clB5WcIDgr#}RHM~X*l0luN4#95%+nYF`vKxoMUC=w&z+|X>+95=YhEI#LGOxQ?! z5jhzm9whfWEeX(M7z+37ujet1AY0O3?d_y#Y;Ifg_JnQ@YQb$jgXs#Tj(eLgXc)1j z`d2P9wDx}X_ebWRHYO*IIFWdt1Ydv&M7a%-ut5**6&3xtlk@g>Pm>#yoSo-rZ@n+- zw$QHR1R#S5hJ~aY5gdEUH`RYy@}`Pp$d~ID&i5DR_;d{%=aZJsEMN3-DrZj1mN-64 z7mZZzgbTbu&;u} zi}2NjJ^wS2aDV$2=@8<0s`9z(!NBG>6uQU>g%SDQyPmT%sX=UEX`AkL^!6VdjFfOu zBS)>FpSmHt+W*tKBYGUM zJUm70fc)QE`HK&r{$j)DVPNJz^=<(ra5|A-d8Gbt*jJ*TIVDZx>q6MCC3LFbL(#&s zKLT$Nv>LKgaW&DheUEZ#Tl%X_J$H*32=v99YjYz&y&uU*ys-CAl!hIim$o983a*@v zxp{d*VOoaT(VLn#6tgd@aaSTnRuVkZ@VBx?W{a7e`)rC)fs-kc0p^yt+zPQqdBTNE z4`*(xSP%<|DIPa3BGVOX8D2h3Q?-QS0(Y_GV^lV>kno+7G)4C=?dvtNulGca^Y-4% z@RQP29X|P84bG0R^uSAM2uRX_pn^VNH*HT=5h9qdJ?>IoC^uHAOQ+Q)71Hh~c%y(NcSmZ!YuJAGQ& z{2oB0w3h%SoQI-NjS9~&X@TVcqzy=;Pz3%3@!rfS%a+{kHrEiR_8)%W)Ng}?*}Cl{ zS^c5X8A?~(s}kTKfOPfkIIlt4$q>)nz>3+Qu}&hnYiwJm9V5%m`6OM7p+@OwIF&Ja z;b;?j1%=q+fmHAoQ@>riFKHd;p;Uc%emp$oH+|y@1;tAj>ouD~{byhB*P`dKg}x62 zP`=JC!+A%zBfkz$jlaTit3>6WH@>uXTih;Q{z%j-djUXoAnJ` z4fc+$&Ci>4&iOb6Ec71dLncB;NVeTgS1pnJnqy~~#X%`6wd_`>mw8;-&10+77=^f^ zU73#FqPj;lC{%I<1!K#s}V&SGZ3IBN@o!w%1-ZqlUhTrKqc_sX=XXYtSIj1c24%I&B*F z$acoW1P15`Z}=)JY-OVD*CKT1C0(w5&Ub82hY7hP z^tWuC@|U1lz|OVhvtu|t3}TSvpMPJ`LT?N3&GvCem;P5-sbKqk|7j9`a>##h&id1@ z>p}#GcEFUjhGNgrX-PxVuxotL+kDQQ2;)d&-34ME^)pf2A#c@HCt079ZxaXERYWa0 zQqkLGJ`(W+s8B#O^zT~{Q=HnNBCZ&^+dh2AO@k2ch2KOr7ppFnNl8;*tO(~yl7>QcHEA%GaRMoN9;b9Y8jUFNhn8RBiX$&kLV9`m!;Xyp z=kdKE!Tu8Mc11k|(WtJj4s-T4z`F4f=6x;2u1`maL;28dM#weib|QDP z9VUm*HRJCIRPR<>e~XqO-jAK6&x2r`?;n{{uiRT?3jLE=o16IhLTp@ zp#lmWGH;Q2CcKH9S3`SpIrHnyx{-o>6;DtBam>g6C{@0tvSK?G2o7SK*Tv8NPU^`5 z-s3dO=^@Lx$v?l!3R_bMr?=*cc^-1NNxBggC13=auI+&fUt%H7a{~#1tnPL3dsDf( zTb}KZ2s4Mi#9N^s=lCIq3hi@%{gR6O1aIINFNKPWg>p*wP)>w(vNO`#Z^ z`oJ5-QMPBr7EZ7pd0T!J&d2O$Y+l{poRXeW(;plcXIUX_g=`-k>5X`S|DWaZWQ%}& zljsw%b!(&U1eDI@nd^GY^(QC$&WupV<>HvGgG(pF_LoxknUx+~TQ+tYmK2U&6-vJ$ zaNYzd!eMyBSRcFk^1y!ufc-)}2w9RnZ+4JNOcj7j{dyk7)op;CQmDb()xf8|6q=Uk z620>7A;)ZKDo;*M4s@h3qp~Gy5AFh5j^a_`cn*wL>ooTsTY6~7_tMTQYU|ZC_nojX4E^bG#ZN0w{&{`pif_OB=klMI z@Bh3(Z|9Nke${?_`p7qbu3mXo{PLCEm)@Vfx?N=Nf7CX3b*wE3cAZs_`OEv#$D+ol zo~-!NnW75utj0Eb7W?fUu1ejg0Oy*j$XEd}$AE z!cv^7=C%)MdwZed^WlG;qFqe#7hZ-p`-ilL2tak$63R``9duBrTb++L8VO<&!p=)v zbENh=9@<;PSlMS&J!ny%tyvWs8fy9G{t=S;YCw8FG(6n;%ctEh@1fx>uTj{;n6rBi zx1m!z=>AsL^sJxUXjP1M-(LbWsMrbA6cR8hjS_xs@BD|0368C2lej-sN$5-V7PT(A zn+z;wJ9)f6A1pvanj#xL<5uX}ye7K!kRqsUx>>AUoFB>hhV(lgLCfN!wuxRP+d|hW z0WgTIBmo@Rg~Y_f$OF3yyKd~xTpbp=UXF{?)!T`l%)=+zr(T&x7MwRT9%|c38Alh7 zHKxwk!pEXocE7g#_#BjR|GpbxiQAjnn$#BF$(-|Se$;4<6$rJSy($V1p?J5EMAFdZ zUDWHcV%AIc)sMXajG;mL_*n5;amgeHV0XyZW3(XJZ)jJ=#l8-udUTS!(VMo#mSG`L zp_&T{+am%0=5T5Vk<+^%mgoSUldSWiJp?nSG6*l;>+wtbHkF@Q+0tzE1{}nRQ zDcF;tz1Q-e&>!XO<{#+f_|$NYvE8FJ5j}8>&kw-3gM-Cv)7ZgFa&>dqKSyI zGC-`rSxGr}DDK|98?}4O>(W#f>&p(#!Jpnu*itIn9d(_mR@ghz88kV5#&NR|pi z)Yb20VJ>4s60K-(6Gnr|cbA2BjSm`^ z*TzK;!v+BdF%B?lA~^RL18LpUtsydwR4Vn~<&#eAy|ODeioPDsY>(^mJai~=xBB8{ z3FJ42P(%Z#+pz2WFfB%o7Qd+1eU~fyTi9Dr^Oxry%el6G^@`9M6nTIpQip;L*|%BO zA)9^?GT$?N1o_I!$y z9i_!M_a?lo6{QN8V^%r#tc)Dy%1wJf+z5X;`_+~sYq*h4+V^M_y?g4~9f_U3&iS7C zvoAMNsJdJTzrmoDR!ZTEYvyX&SM#(rv{kV%-Uk_$E{wLhmIeCxV^{|0( zLnqqXW?k1_GaE6}t=#r^hy3PVz+<`}KA^VbUHzHsRv4&28lS4=ocnVB)LeCF|X0%GzRbfmUAsT&t)rs@fq zaj8X4ni8=Wc^NXQ9NDMr6A;;SDM>3nj*wj-;-<%X?#ZzhC4a*H^kmvShPNN4+xb6# zU7H8;a+9*bVx~*%vD?t<1sZZVZq&|&q{}-v51p1qe=N_V^Xwb{VVKvY>P{`-hGS^m8a);RN8jD$o4p9@A#rR2LYYZXR8Ht`yer|3(oLtwe0q_6(W z^>_?i&2Whg9{xdJb3A=ZUVTPDu~nlg0OaU^*{_@AaA)nIV=eijI)^#y|Ap{yWPRg* zpzrFb`TD&6CngndA1#*CzxPM;us1r78o(*Gia!nycWCwv?`IF_>>44$#?WqBRlwFg*+Oab+yp{PWO@$&nfC*+ObG%#_ZXeu5^F-U*? z2S<*A1jtbZB&l}#N{RcA>+D&$@Vq`Rr&eBsctRU_M}`1fz9Y1Kcukll6T$Qmx3e_tZDa$iA& zvbWsY(s}Kp+Z7~WoXB>No@N5W27$R2wawEU{XY_J=Wf4P`oX>A>`uRXHyRnxJif`K z_X*!kbt);)lfVvBk!fAy zqJ#+Kd>GERw9&v~RAKy3k=yS^RFL##zc~s5nU_^u(4L<% zOveY+dFwZ_g%0&rwvSz}mduYAla6T81ZA0)o^M>#*L4%RM@_8kV9JRHm(OseZIqn< z!nuNS58sY>M!?ZVzQ}cJDWcJK(CcNhb2D7e(&9rW9V|O zMuo6IBUlkEXVf@{H%nR`L&2Ded&B-{KPKu}Sq&<<;X}k~i6?^}NI^volOrM+eh7fa zJ|vhHTRyn{Rh`VfVZWFZ;{nZkNcpDKg94e#Ve!lO@E@jUh1vj4*2vPhQ3mT;-#AmS^V^1gQqmtfoZ!$d!SeHB^q zDpqrLi-wz}Y_-+Q#cFDr+G2$DQ~m7eFV+fz*7W!t?Z1LJukw`siMTMw1Nr8gs?8OZ z+h<1O01M5iRx0%sT)jnrmrt+uBj-W{#$yJ_3YypRohO46W6nNnEK$RSl@Z>8~kvOXo{}> z|7qDQ7cIugM_Q(e&M`B z)^lRjIKxz!s#98LCVunT_I4L^q}9k^r*ewEh;3(C%(q;nD5Cf7EH4kw6+o4|315#L zpMl8MrjCPw??={JjYP{!1Gb1PUjlmR*KqIdBf^z@m}GW5t;<6GE9G@ZYGCiAk|uqNe$!r8j4a&k+PB9h=0q*mjR^`P zRLlkzn@rtKbihep$nSF2ePDOp?OffxYJdFgx4e5Wt7AOPJnZW)B*OLty?cvV2brD| zk|szfjyY(YwjH_tGBO(82=kV?HyQ(=8&vhPo_84UgO) z3|UcL{fQCv$lDSM8caIU)Z8B6GTrXiIaJsjXEhQykkTD#L%q-id*rfY$2m`KIf;BE zp`ZZ+J>+a8a<+4wWd94wX3vEuql!oc>m+N!E9zNtr1r{^-`g?^zOiu9SBN5vW}e-< zde5_+Lr*^5kaLKBQQ5}287RCjO2p3j!`9HT+=&?IfcifWgOvⅅ9(OM^-RhGw^R z4OhR|t}4Ze=~misfuPDI0evPn`N$(ITE6DHAT{DrG60B^alAZ$c4_M#^Z>Y?#cpAwJEqK zv@?$C-gq*(+V$HN0`?h^Xin*g~CSU+9`WQuKeGg|+J;b1yUt(cTg-LiBR<>=YXExpuie|LEKnA{Y=u7IT(ps8gk1oWt|$Uz8Lsp#46PKz+#V_G$`f#Z4bglUuOEL?WT ze-35)8FOn#!g4joBm;K{Bo-we`kez7nDf}i?mi$8YIM#dkjX_cKO1O~l+6nC!=RhM z3c!BzqJXBYo;}0;&VBh7P9hU+;GkeFQmVpf8%;uWmn7jc<~i}_BF;}n+e9aW0nAkV z7HPX~z}YpBV+j!;zbez}5JDPXAZa}tHW-+Y@ReLD5-ee+)Ij|dn4;lnTeC!`=}yr@ z2EEM)pTYE9d#Jdio@)v={BgqSDV;#zFn7@(a|gS^!!J=SCu(Hr%XqilLXTw5<^I!C zZ*ad!4dD`M7k?L^Xf#2?>m`wSF!849qF`V(^V6v5N~4Mn?sfn zaov-4uUsy-ItST%WK8NyeZ9Fef_Q{~db#6+!n;&`5p*Z{kVpc|U5cbxA(%e^Socn4 z!YxPb2BaD7IGDB4DUbgfOh&Q{Rr8*xtp=l4hfo&No^Y!Mk0P+Z5A>NtZDYQ(HLD&(CgkY(bv~xhap)x^dvwQyI zb{J7F1uVMoV=U2L&?(G275!d3x~WC6#>38_ml4dbY36qza{oQWuV(`#G#2s}iz56( zWKl%BL$D~M)Dmbv3a?aGM~4bI8RZ=v#@qqSvCFG&A;kw^bpu|07p(Rf!{}b4`tHJR zgIO(msyBzmuTk3x?EI>OZif+*0#Y{zHzG&_d0lh9s*uFP?}phB&VAK-XhC&jFk){MbvNW_IXqV}C%d_At8 zfhehB5D)=uuwJH_l76Zl261kW1c%2i)J@HbM!^R08qN0Mq~ZRu?L8M`U_!}lKmgkZ z))L5&f?4^l>#9<0|Fd-?q5FgZ0Evn;#?xTsd)ozQ5V{pi}WAQ2u> zW`mjK0gGstM3k{C5){`&gCx$2!9+_ryx$KI^CDa>)o|*Rd?sHX-Rc;M0?LES%FFaL z39l0_V~QdOUyYz%A~MWp>fQU#I|oa(rWiTN4P*|4V_H|6yP*qniV`N=6Sjq; z=pLSfRrgCa#rR)vfM6tIpK{-ai)(9%K0qI!9I#lGxTaZdofyUzK|~%ZTnio@;lw6X zmq3UL>J)nn?_B&&n?bP7a-i2B6Tk>|n?fZDLTg52{=)D?MCan}T{kv=iA}sG(BCTC z?AFkIGjLz#Tdu}EqNjr~2`|?ydsMb)6W5P>L=^TWg*AHTU?g7yT1s4xJ|xYLU*95) zzjbL;u_5tqVnu*by+!$UAt50~twKkjGQ@>Yd}97n#Tfg`pW0Q8es}Ma1lV&7euNxB zq;$t|Z<0VAV1z74OM8QuY^jTG#yP(unvPxrYdhYQ2kN95)R+0oeYbRGQp9Iku87qY zf>D!{#mTw3mPbZ!v@q#jEEu6*wm6z#6&tSXRq-~3OjB$x7DNhC1L4y>cXGvKvHbUoHBGd&H44yVRzxZ zZFmn(hEPy&5Xz~PvJ+E7t}hNnmY(*Ab6{EyIGpNJ?R1@bN0QN-Z65uT#d-9pFsa=L zKSX&G)dLv@q%@uxH4;%8JQ^GI&ffZL>;IZvN<{-Fl_q+3bG+hg+8&Vu`#FzisR^-@ zTMqEWD&bqj-td>VE{~qBdS&k%liaGv3{g{IPnCF^f;qk-f`Z(~>`(#;`r#Zf7==(j z4Q0;rF=HRTZ?@_(9iNTgPRG*=AtOdl_V+i5!>AxIG|=H1x6@&kdT7+$PxLKmkdSg{ z-5;SjxEv{t7h{3QsO{AY7-9T8`31{I@&a|XI>C)MN|OqjJhpt ze9CXMSRBNL=nH>o%{@tBUg9+V(&0T58{;x6L|df9cg|1>N{bVbB`q8gUQdO#Bm;Nb zJzw_zKhN;=irtA;5^tC69GcTu!6&shc6ubY&67#LoNW_F87UMrsvY@}vwhk$I53BA z*O={BSUo5GI(Kza&vW@ri;wE-FoXwKB=BdPI{&N7KR=4>-^+a>1q%4^j~ej`O1x&C zr#oUMtfR#2qE_B0K3zCEH#eAY+WPvDexGR`%s%5{gUjE`z9 z#)`(bNysYuO}KPU^(U*FZSt9@=|)(fvexvErL2$|87q6`L%MiJ<+FlqF`Lb6kDc+_ zVKKrV0v}{wlc{sbZ7HXi>iBrYDLtKnksp?vdp)&8lBYs1u5$eO}j@5F3*N|-Y zE?!117eXEr_pX3F5U*A(D zRJP4fs)6-NKzhY02&x3{>5Ge=90&^yeUwng+26y7B$+N^#Il*|dlX!&7QBM5-kxrj zQf%M84Om@9mHFa$$Ovjfw#^cSGaWGd-3cKEI;S~LpUxwfUW9_l0yC;b$)o?2$vJmU zxV%}mDG}Ix#@t{g8NwJEzBv28d%DScVC~3^Yq}EcOmO-?A2{Ff)Q-$uHu&@JtDAbe zeYI+*#LeUX2wqd&?;8^bGC`$XN3Xpm@HouunpEwa8VwY@zEuzd*)XRi@O7rCj9 zwADm?J|m@tAVg5>hp?*n6Q`3IIdQz77)bTo!Vpt;QI;%b@M z6P~64-Y%~;Qzm+8*JbzEKYIM{qIQ!-ElZ-u#`!zHmo=}Qm(a=$*jc>j(j-7bjxHJ# zrIDNSAaig7#^M0_%rK2uPX@Zcge1J358`gI8vB@@Hm{A1)hb&Q5RaQYn{O64$nJJ0 zv6e&DvlWCOaBar{PbbU^cIk^negg=uM?+le`E-DkSp$-imA&MfO8rbT6o)DkVQ2Bw zVK$Zt76;7f?qxGK=*lSSQOp9oDHlGk4LsSL!cBm_i^VNjScOXEv0z^X%NY$1t>8|N zlSPNDDnny1i-=$hb4JVN14j8qOG0ox{TNo`vt5)Imqg^GI14!p6ZOFcQ;1k43`Vqf z$_sTAyfvusx_^PcTM3r7=&NEypM8m2hADrjQ0)eDt3#f?cLLYSk_1Z6^z>wb>z9yC zeb}G3BuQ2>zX4u!`NYDl9ke&9g2DW8iVIow|K%(}dl73mEq869 z>9ykIh)Uu3n20XB$c;LxD_orG@Ua@+&`>1f!p zr&>}LBiG!#v(%$T-b=yuysw`EyIK$Y=30ac@u~XdOv9lPZ$g0n`3(j>P?9x!e&(*? z1B+z*l;6m$jSul&+1E3EG(y}I_@y+`+Qilz*3ph-?$&dYr1VG&33+T0acv2hw|5W3 za`yW@0s9X$mAGkK+AbqiZro=`p%P9+J_V2Cn7&Gycl`#deMfiWy2b~_DbAhC?u+Y* zUHbi2wW}D^XRv`Q4hbLktZumXD=-@%Mr}aAMZle#51u~_yhFI$#PgNvSAIkJH)PM( zJGLR1h|{qMC0C=4*@f$?6waPZ4K<*lE0C~TB!L%-NOXak3Odq;3e2-#Zd6xOu{yq= zd(ro9A#3=tBXUtw%xC<*Tk`{Tf*T=mE@6uxq`XK#O{dq_Wu2jf?7@uneVeuNKVCZW z1MCC&jPVg+$Bv^b(y=G@76w=BI;D z-acLbpE1r?@O0iI<MHhu_W3t~TA1Uy}P!8LBEDWqKBQ3={ryg;L)cGdyo`6mwN* z2^5F{r6K9aDsBm6Y!?jj)0xkU$7ZS-)|wu(^fmo0>GmMEh(m{?b5-c24sSs~_z8yh zV{nN7w9whpoZk)NPsx41jOXrspWgC#8p+MfF#N?vJT8!Yk8{{1aI}N&BSHIEoWFrB zH$8vSotXd4Wk!=4@@=g?=Ry=E9KRDU{kzJ57~PW$TX>u@z%^J%YdgN;L=FD7ImUiC6}TMafNTQ?Sn zvz02ke_~@m;r{lSp}3X4W=|&3AAqs%Y9Nco^f23&+@(SkPXPN;C>x(@+v&Waqw-7n z!9x*~Pf(Q}%p@wHIxbdm(F;X_msQ*i$=Vr8P*{5F`^?;&js{B0D_B>wHFo7E4&GFx z4i(yDHyYDi>0jkN>>`d@06k4@ zvRVc~_U2>OB-t!lnENKN*|J?D+v@_VCY1SU^)gVzr0A!;r*QK`1~Kd+%}e5*A|gHY zcJRJKn?;wyw0U$-XuBr7c1oH74HbO&;BY5)?|!Mtt!-wVB|l~?jQLOi5s`*tseyNU z*KO2z{jI9vt(16u8vo+0l0_fPkVMS8Q9+2a&rd7Qz>iLgMGQxVIBYWayHGpg?-BQU zot*zngRXp@nMbD*$rYv~hhE}JUL_zFLGNISUxV%{g2*XhvoLEO3UkP6T+wX*>~Ez0 zEHAD`HcbnY$vt$q&xNUz=Z@kzLYG03sbr2ufdBhU$;II>wz*#CqWJPqJ>O4IpCKAo zV%KvXJl&JV7NYHdL6DmPznyf+tGDX5SO@P=uuNm9_O-;R_Fj{uB9Shv|MkJUevo(V ze$3$|V-d+q5=t0iu-i?OEn6OC>OQeMPe8Mb?z72UFMO{#Gfq-_Yi|pg3LWflSSg;PnbzY|dc@oXETN*nGLcM>#IYo3qCPV95O*r5TN= z>z{88{5|I#aI9h|+x0P*UK>M)Ax&XAoRLtH7`sk74@t=n^A{)+&mwF-E@oOkzYvmB zRjYr6j|;57dyb>Db8%nHvVD1`(`({vW)O!;;>$AVfpufDmLH@JltZ9Np) z@9JPy85u0OV)d3#&?^B!piAb#xi@VXk6tNn{Y+fuH3r%04c+1FJI|5igWnxaJONn* zyFPh4!hK&~!l2o{-3vr(cj!F}m!8~tSHrI2Y>%nDt9)GkfV;>%@;t=VWeWB$YxwMJ~2CM9e zT0YQTffxub|DGATf~>jtto+5TtHnI@xU%&FKte(KEoclTmWwp_HJx(RXf&Ho0I(C8 zccOZ)<;7JIz=j#`WTkbUjEKjn|L5UGR_G-{7j?>a*c}o-4cH5bho1js*>3I^5;CGB zG{s5_K<>cqaTho5skc|3n9%SFP!`qWcga|K?9m{6CP&G$zk@-DOu42|>RFM$GMe57 z_Aor?$!fM?XH~hr&_iwP)X5${$e1k}&k1e_e5g~%TgrHU{JVQJP%BE-JiAZXd{Izo z`{-@W)e4EvGPkUk-OqXR!^@$Up9=R}m+d%)ERF=mA>$QhakZWiq}t;OD!R9`k)KTH zV)ErIMh*7e|5i-c>GaaNQ;7-rP*H@|@f^^mB&&r9V_I3CYi}fP^3m(vg?)zyWd#S3=@Sd^L{Rkz(HInq*JWmG%zffNK@looEX zINA|8VV%_QZEU?|@g4#xyt0Ywg53R6GIdqZ501!}*kUdkArM4PSA1&F{El^vn(K!@ zXzw4>jO|5>StY9UDnf^Uq)X(=x}Q1ke|iHPsKb9xkyHs-^lQ;qc$)wy7Z;LjTcp5m z3Cg(ypDC*uW!9UC&GO#oR&101CHh^Id#${XprB5T%`TU7FVJoHV7R(c`5o(jJXS;eFGA7t#*@jt?O zLvq8mO(O|z1EGLi07T)^8)+3!W_x=DRy;DaC_Ux(;bqU(C4YJYBGAKcNW};aG=-1` z5WadqzqDF%DQG|1EVB|Y+vpD z=hRVN%`JBzX}woo83K%!@Lri)LSQGig7|wbM)D`rv^$Q!d33W({{y4^Wn6aSV&@d_ zTk2xzQQZrc$6r}i-#wt-=wUwo&Q6Ugq#R@a;oi47-sv@l^;%qyP1_rGcI;xu!a~h9 zzp7^`I>x&zM$S8^sjKN4>qH6f)?b{NuNUq#7PlXUL8a@fWL945mvnIn4$&=lV)`-N zZRe(iYI5nR-I;yi*1^MNtPYludGTCJvwN56Rc1LV>g01ejNI&*xr$`g>m3E#s6dL{ z2{u*=HBX;N>nXE;{@3?%1wDn$=N?=i|J;7l8Z{w$F#jIjf@8fk$M$F(1B=}9OWd#e zpb$o!oDEI?tleYH+B!qe4E!>v*gQw;5nGK7U$yPv{_9(1Yf17I9bjSz`2FE@qEd^_ zi*A}=7}xCcREEG_Sw+D|-sUp6BW1p-$h-R=Rf1cta;F0$N1|9VWQ_!ouBcx05}Ft@ ze|L)QL*qP9?T0uPm_AeHERTn$vkCyUGOHnb3)hABU9O)SgRLhoJRoVih`~6}p6spI z=6ZaQK@aT3M4=i&Jtz>VCOL^qG1pC*$|{2Z}&4;EyXOaOx}4GYsU3P zK-%QR`@f%^NZZr#+_GQeQ*6NMkH7hD%CYXve*aIm&FJdU$kK}5rsX2SKhS1>uSwb| zagA~N)l9m1$*#fQ)A{fF__Ov08?8EXuRU&t#e%e z^=`~xDm;YtnQ9x+{Yc2Br|lxW#=SH{UEk`R95WEU^e;S=-+$FhE~5h}D}k9ZtF|j1 zBt8QnUqgs1NI}yR67`t>7%4?+Fd9s*W5_crRg${u?uW*(#-1S|o4$cg^Vq7j#fp9I zN~4nP$wfu-C=~dCl{uWS9gX#XXmVGQEvZu%IE=9iOH;VGC+zny-J|duKKuWDg zOO=Z%QuS#;%P`xMgc%jva)gqXRFZDmz8M}KzeO{%1(%}5RM0k?gsAc=&!ybI2hKT| z%G>>@laUs0+_^(=;su+oURoTF04}84vs`_oSZitf$Bz86?VI<{nO|y@dvDziPPkC| z%G+)1L4RGz3uR^`XuOawl<1smEXYQaN*`{m2DtagIPc?eigFln^RUo^M(rMZ5dtpW zi^;3`yu14twp`(OuLt2cy>j~fpB43k(`L=-FP*%{5_lW3&r}6^`Gda|rP>fObA>RF zcmSsx1EB9_MX&Q7Ew;(4GXjyxMk5G7IVh!0w~kKC32?vI!S4BvAknwZW=xH_o1^he z&-cnRv0mm;Z|$?+0N7&^LD=yKOCeEyNqWL$!~_F$E>XB^ikQW@m08G`Q1+^?s|+J4 zPu~%ScL3J_^TPdNvZE~P6+_a$ z6igM1x~C4jjX`a7#syq^==yiUdF$50)h5%Y*)a$qf4qPHQ+x-ju8|E`9`G?(z7 zQ$0`@BggMwe*UBCOnRzXOP)FgDNQ#E_II)_3a*|Sj>gpTGCDUHf10#o+c&e{nB+KV zl)1ACB*t&Y4X7+0LdP02bwF(xuGUc{>gydtHzdN#0ReyZxpk#GKK|~O_R~b-5sfI z6VLrq9u38J2afkf2U|V=E7c*VMsv|qWhd}PnIZyqK#W@wC*NP15< z-!$7TO}-E2 zvAc)n3(T1Ai)VeH9mWtxd5x&Hh~66KT54E1rH2-l(soaR)zA|mXYr4x&WRHzMs9Nz z-0YtzY-NH`LEU#OsG#jhIP(HM8WHuGokreYUdo_AemLK@SYTMpAtI?*rsi6Mb$4-T z?SGf@`(u&N;C6rXRE3~h1eG+9dxoBQk(6+uYnRLO?|rR+{vdO?K3WP79beyt`gb5RT9myO^A`IBBW z()AcQ6X7klkpDtg-zaSJMVkbbi8Vdj5&V%)koZ9@Sho;Bi2x#JfVS8*N|yijtLvVX z36x~3f_8bdu=aZcHtY)O?w-Wm;yqA%mV-qmSC_o2_m;S*(al8I&YyOv`!xp?iYht< zPQ}%cu18j^Iw*sQS@GilpUD%lFYM**%`2_D>rMn)SL{*fz5VQFf<}l;&vx#J#~{(a z48xW=>;Zd|GSgN_dGX5&p|F7P?myn9G{_^#!=ChMT@!6J9dFb3D%rW(B2y_GUuZd^ z;5v~PTNXaARidmhApQTfcjaGEUD>*jI3!LnA^AJ%@qpl#($1SIzDo3an`=}`n$SC=W+&}Oiq>B_#Y_w_sr@D z>zuZ*Inn?f*^+u;cfae2##UdcspV?RUgvzX!GLVDoXqCfTHBWihqhPD>nr;2LDg~4 z=^GLYG!Boc`Pr{K=%n63b^pLXX-nY4PQTPYuf=x`s`z=d_&>^Nt6Y-Q`sF~al5|~_ zkF~e)6XlEpHL0aWOBKi3z8I0C(XQdHRoC(M<9B2QzE=00H>j#fHRh>mTmoQ68J$z^3vTH@h2)-_216gPf~>9G8;LrQf0(W=Bd$42Yw*pD1D zEU4?ev>?^AQe*3rzqcmK)YS(?y7|j|*L9B(ml`cle6^eL;`ch<&nsx@G0d#HGI_|%h+mTs}y7QNL& zT!QcIlDN+N*NX1wGPAIj#{pFV=N?(z-{tq?-RVNz6dRHD+=Tedy=7(ELH8C0zMfsX zLQ#k){OnuLadqj)_RdMOg8cU1{ME0q#`hb`jgf)Zr3SXrXU$6v79HNyo_Z*|=kaz5 z(VYGA@ZN8>`TD3nl$kEb^L&kc=EHQ`HZ#R}2@>OZK&^RNSM9^qynDZOy5O3d)^z{; zx|f!fr6iI**d&UDzQN~vp9IZK-EJHA&+#`-etB3GrM)L(K6$k2Q;>b2UwyBzJ zLX*I_wA{H=`K6N$pmTa)4clV!TS2Q`hkb?{qL>gxIVo7gi?XL971=8khoG=nx@fq6 zfBW)T_C;-Rt(id3ZXhcqNwe?l+pkRjXp+)U1(1ximAth5`U2@lZWfhP&1GlAqmg8r{6hl(KPFV9^c7DQWgUR#82p5u-;gcCX2Z)&kxB{T zHaldG6(r4v!J2#48P`d|fM!U80OY6R9{)DE51tfp`L;YSS6wy-PcEod>WH&`uQAL$gF355K%rE}npGQ>;+;?QJQLfvR0~mXW(I~;R zokHb@%YAf>TkQ>$1p!{a&$0`LqvzNz;Oq5)0Shbu#`8SYt2_Ug_5e^i_F$m0RzKsT zV6&StJLRN=7N_9HMebvg0$Usf!Dgn5-*fwT${f@6*dIWcv?$Ft00=e;3kSi{E81Cy z(+w{>`y(q0XD`I|6Cav!@zM@a>i(Axses2FUCeAnNl~Ex6%SZZQQ=&hH!!A1Xt>$h zIzL;X1_uwyZ&OQ*1m)WjExzCZ?o063)*Ts)=`52V;0nfk>`m#XVhl9RPyC-VGI)nl=FE^d0p3$!a0GTM4% zk3g~>a`$r}EWWRP#>CSfCa0u$12fhLssKBOn>KE|a<7@h5rRNLycO2~(Q;CKO#^He zfM%E;2Hyg);iAH*X5y=d2D-f~w>rrspedY9)(?^!JB-(6?}Ypbm;DHMXP<<&d4~OU zhgFOY?I&{;g#b20Q?ko=MUb{_z+5vy6GnfrlTg_$h?c^qFo$E)-xPWJ(w2A_tZaQ| z=}_p{2LV)h_XJOij$L7J>@&K6(UfHL_^CrRwsy*wn=GxYoKR>G)6W3lo;~?se@wUo zpbcQ%@p>)~HBB;LFiexqC4jE7VH$0}J9vH>_3(%vZdTh4l~$jc16BK5BnyfC4wIA$ zuHF7}tXc$2TGSzUux^)7IbsuRWv^Cj-tGVfVDXXnr)0p!GS<6Sx3Ga~h8#rf$9xOG zE|JwVw>TyR8txk>X`ysCM1ULNl%#ZVcS&SlBvXpk zfPUgS$l_9ZTE}$kWru+$do+Rfbcq0NLN`6XciYGQDyQ|?jZ02W4wIA%>h-V#q)Zsf z46X8K1VQV&$0mp_K9G?pVd1=_q{qq}WJId;gZ&hRV70srTwO7=E7{qZSatv*3NA0Q zILzzx3E@hg+yV@)3$2=mhGkD|aNAJz0$mzXEVn85uR}x@0;UNbNiXUfl`U<)#1<^{ zQ`GbqdtkJR=B zQ7ne^UTw9#(kFlT7IY`jW)A*_X1lbNBOdS{(6pX|n{7>BE`o`W`d$y`FaRItw41dj z^qch$)dr1`xq+iK6RuTku9uf0w@Cl_na$6H+7k$f z0^#cj|LMWMPlIYV)H{C5Llr(7eMoPx?&;8`qVKi^>y74Fxn3R+>ezEwwQUsir;wMQ zFALcRXLMQ-HDN9j^8z*JUynUdl6{Y;+OqApJtrY#>*hIh%O3SYNwvDt<&S2zJ-c!J z>O3tiaI~(9jiwe(Z6~h~7^5gkzmxMJ-iMnXz(4}%`)rd?XuU(GkvhY4M`w6&gSCXb z!vPGa+pfSI#`v5{(ns1rS zm?Wc|{Y_yISVswE3Fe4nCM@T^*!G(yN#)eVKu!G|0our7@lBWYGGj^ z5u2}jKO`8eO4$e%%i&mfxwezK5+Q0ncR&X)KVK~9&%zv_e_K6wRhVBsI&@2Wsh7t;F z%LPk)S|qGm*3X!H`a{T*#j_TT*~`kHE&|#c#VYK}&S7n!cN{Yseghd;n^U(%(x3n& zH`7yry<5|x-;=CL%Xyj1xkoD-s`&5q9J!T+i<0EgJPx{SKm#st22E(HwoN?!-$2N) zBC)1a`-b6BjPEpdSy=1G6n6=IR4#~29y z;yK&*UbAEgeg_Q1(Muj~nEsjFkCo`B(6&I-H-vELT5vsDNk5V5?&@no?*jFRb)|hb zbcf2UU^E+#LO9tARk>Us)9D{UA_8zDRm;#})+LMMm=YuV@A^|W~vW)V7n+*u;x~Ke)|M_3rp}L)M&+nTsM;h~hryz@IcD5DL1pVSbezd<4Q2_6D z;{k9@;%VUI=v#w_DuT2uBtA$+E@IYY_X0~%PPIXKmWx1#y8;t3ilQ zB*GzTA->8(6~)eOmn+l|L2y}ztTqD?^#bM_l@YK`#l|MeoV?vyEFJL6T0BJ5HF=we z0sN3zy9mcKb8v9LVj4{Y0ia2MRouYb9cBdcnyp_K0py2A$rMNb2G)7pNw7~3#V*;k z8=knZVC}ykL&Oh~6_yqjXMg$Sa}$t}s^sN$h)H{~E&R+QT|06uxMyZqIj_(}lm53l zqLCrm3UM@uW(H+7z2Ov$SZC_^_qLE6Ok@PtX$_h%(WU4DVhe^ih;sWwFoG$={EJ6E zH;`C%Wg-1L3ScwK7(Gz0Es88j8QoU@k<x~I*%!qTcD zz*Z~rKGFe7E?tQCTFa26xA*a@nYc1y^lG7U&2Wl|zB24N1a$7AZBKg_JwT>Ruz_+- zlLAX!>94vGH>?BUHS+3$@Ep3gwBY5#9ormg)GHCmeG3bt{&=Hr|A9MTAe1@- z=Qt9lQ5nGW1(w=nxaF0(1@=Xu(^joCk@KryJgP{Rz_(72d%PmX7#y^g%vprLn(ian ziSBg>6Lszz04`}(lO3E8p@G@879KT7d&4!jwE6)$`_4veCj%LWMD(A9{O{JVaPM)ATugQ))xtv zH4wrU6ywT-502qh3v4ZHAZLVKzb8b4*F&~Y7a1FJg^6XNAxk?G6zH$qT*N&b9psNr znR6aNV^L9}Uqg(@ITL#J&w<&J)b(TPxH`&yBW8vRnn@TO5NDzJ51$Zq_T!)u(_$M- zG;Q6FtK=m)^AC|7J$Vr>3SB<Ah2Cu9!O-JS>AA%@ z_uVU1l-x&05ewjmapdA9?&Jahnq3KcbNw+5!{$YyYJB+EYm|9CXZf#VHEN7_*Ze+I zZJ8sGQ8YQpfW8xVXk5xn7e766Ol_GyMXceX)Q+Wf0ZIHeu$1E@fza4GOk3I0e1CX7 zkji>wis>Cf`mlSg_PjL_=~L63Q}*@*tU_3QE@D?HB@Yy{6>#FQgu}ac=$#cg;-O@2 zd>;*O>Z+lb5Cdxo=3VNci~rnI!|q$%kEkQy-TXr-^eVfM;5lHcs>sqR(Qq#*DXGTn z0nRN&7XoeaoZ2NNl`=}idjmUvDSOT8)wjR0wd_UQAl1=~>It;UKx|)ay0qzR016W2 zAm{cRZIDQYZ@hw?E3HUKsB91F%cXlch?*ykp+F3<#g6uZX>rXSC)yFgIjLyv^2Ls< zzazyFM kiu4$S|K}Zy)3TXWPx# literal 0 HcmV?d00001 diff --git a/test b/test new file mode 100644 index 0000000..2d20dad --- /dev/null +++ b/test @@ -0,0 +1,4 @@ +#!/bin/bash +python HW2_Policy_Graident.py +python HW2_Policy_Graident.py +python HW2_Policy_Graident.py From c05f40ba06ac730ab9b0bf0bc5ec8d774fd2018f Mon Sep 17 00:00:00 2001 From: cning Date: Sun, 16 Oct 2016 03:04:14 +0800 Subject: [PATCH 2/7] Add files via upload --- policy_gradient/__init__.pyc | Bin 0 -> 114 bytes policy_gradient/policy.py | 80 +++++++---------------------------- policy_gradient/policy.pyc | Bin 0 -> 3281 bytes policy_gradient/util.py | 16 ++----- policy_gradient/util.pyc | Bin 0 -> 1028 bytes 5 files changed, 19 insertions(+), 77 deletions(-) create mode 100644 policy_gradient/__init__.pyc create mode 100644 policy_gradient/policy.pyc create mode 100644 policy_gradient/util.pyc diff --git a/policy_gradient/__init__.pyc b/policy_gradient/__init__.pyc new file mode 100644 index 0000000000000000000000000000000000000000..414456dde7e4eff0274b04f82b4778a628ecce88 GIT binary patch literal 114 zcmZSn%*&;v@jpD70SXv_v;zK1^GFd$(8ZxMTsey lsd**(@$s2?nI-Y@dIgmw96))S-29Z%oK!oIDaAm{008t66wm+w literal 0 HcmV?d00001 diff --git a/policy_gradient/policy.py b/policy_gradient/policy.py index 70b8cdc..5228f43 100644 --- a/policy_gradient/policy.py +++ b/policy_gradient/policy.py @@ -3,98 +3,50 @@ class CategoricalPolicy(object): def __init__(self, in_dim, out_dim, hidden_dim, optimizer, session): - - # Placeholder Inputs self._observations = tf.placeholder(tf.float32, shape=[None, in_dim], name="observations") self._actions = tf.placeholder(tf.int32, name="actions") self._advantages = tf.placeholder(tf.float32, name="advantages") - self._opt = optimizer self._sess = session - """ - Problem 1: - - 1. Use TensorFlow to construct a 2-layer neural network as stochastic policy. - The hidden layer should be fully-connected and have size `hidden_dim`. - Use tanh as the activation function of the first hidden layer, and append softmax layer after the output - of the neural network to get the probability of each possible action. - - 2. Assign the output of the softmax layer to the variable `probs`. - Let's assume n_batch equals to `self._observations.get_shape()[0]`, - then shape of the variable `probs` should be [n_batch, n_actions]. - - Sample solution is about 2~4 lines. - """ - # YOUR CODE HERE >>>>>> - # probs = ??? - # <<<<<<<< - - # -------------------------------------------------- - # This operation (variable) is used when choosing action during data sampling phase - # Shape of probs: [1, n_actions] + # policy network + def weights_tanh(shape): + init_scale = np.sqrt(6./(shape[0]+shape[1])) + return tf.Variable(tf.random_uniform(shape, -init_scale, init_scale)) + def weights_sigmoid(shape): + init_scale = 4 * np.sqrt(6./(shape[0]+shape[1])) + return tf.Variable(tf.random_uniform(shape, -init_scale, init_scale)) + def bias(shape): + return tf.Variable(tf.zeros(shape)) + w1, b1 = weights_tanh([in_dim, hidden_dim]), bias([hidden_dim]) + a1 = tf.tanh(tf.matmul(self._observations, w1) + b1) + w2, b2 = weights_sigmoid([hidden_dim, out_dim]), bias([out_dim]) + probs = tf.nn.softmax(tf.matmul(a1, w2) + b2) act_op = probs[0, :] - # -------------------------------------------------- - # Following operations (variables) are used when updating model - # Shape of probs: [n_timestep_per_iter, n_actions] - - # 1. Find first index of action for each timestep in flattened vector form - # e.g., if we have n_timestep_per_iter = 2, then we'll get [0, 2] - # 0 is the first index of action for timestep t = 0, and 2 is the first index of action for timestep t = 1 action_idxs_flattened = tf.range(0, tf.shape(probs)[0]) * tf.shape(probs)[1] - - # 2. Add index of the action chosen at each timestep - # e.g., if index of the action chosen at timestep t = 0 is 1, and index of the action - # chosen at timestep = 1 is 0, then `action_idxs_flattened` == [0, 2] + [1, 0] = [1, 2] action_idxs_flattened += self._actions - - # 3. Gather the probability of action at each timestep - # e.g., tf.reshape(probs, [-1]) == [0.1, 0.9, 0.8, 0.2] - # since action_idxs_flattened == [1, 2], we'll get [0.9, 0.8], which is the probability when we choose each action probs_vec = tf.gather(tf.reshape(probs, [-1]), action_idxs_flattened) - - # Add 1e-8 to `probs_vec` so as to prevent log(0) error log_prob = tf.log(probs_vec + 1e-8) - """ - Problem 2: - - 1. Trace the code above - 2. Currently, variable `self._advantages` represents accumulated discounted rewards - from each timestep to the end of an episode - 3. Compute surrogate loss and assign it to variable `surr_loss` - - Sample solution is about 1~3 lines. - """ - # YOUR CODE HERE >>>>>> - # surr_loss = ??? - # <<<<<<<< - + surr_loss = -tf.reduce_mean(tf.mul(log_prob, self._advantages)) grads_and_vars = self._opt.compute_gradients(surr_loss) train_op = self._opt.apply_gradients(grads_and_vars, name="train_op") - # -------------------------------------------------- - # This operation (variable) is used when choosing action during data sampling phase self._act_op = act_op - - # -------------------------------------------------- - # These operations (variables) are used when updating model self._loss_op = surr_loss self._train_op = train_op def act(self, observation): - # expect observation to be of shape [1, observation_space] assert observation.shape[0] == 1 action_probs = self._sess.run(self._act_op, feed_dict={self._observations: observation}) - # `action_probs` is an array that has shape [1, action_space], it contains the probability of each action - # sample an action according to `action_probs` cs = np.cumsum(action_probs) idx = sum(cs < np.random.rand()) return idx def train(self, observations, actions, advantages): - loss, _ = self._sess.run([self._loss_op, self._train_op], feed_dict={self._observations:observations, self._actions:actions, self._advantages:advantages}) + loss, _ = self._sess.run([self._loss_op, self._train_op], + feed_dict={self._observations:observations, self._actions:actions, self._advantages:advantages}) return loss diff --git a/policy_gradient/policy.pyc b/policy_gradient/policy.pyc new file mode 100644 index 0000000000000000000000000000000000000000..12a0eb18712f9adbf8c6a337a744615f794c0876 GIT binary patch literal 3281 zcmb_e-)|d55S}|bPMjZ2)1*xe4;2)sk)UaVR3s=>p;Sl+Md%_Sh>%W~yR~z!@6Oz= zlLpx@1l|yTB>w`>2)=LDj>`k$f!KF*bGvi1v)}yM#vdE2@BJBko679h!1F0?yAP7# z3S=m96wLWhjvA7MVw%#!U_*Wuxe)p8Xo;eS-6lTE|HALUZGnB3IMc7{JWYmQSHnC# zzg#H5>}R;`T@W*00@{v3Y9gZxk!ebF*rjD@3*;7VKA+*XK`7!x27yxjG!vNw(g%;L zAs0b75s90xh{0A&H8B-%s`bj0|7vMIwJejSP-aCYOUkq*Ytg!COR{BUmL*$J1~M%! zJ!x?D3osY~ACM2HZJDm>N}jG!-2mF#auLd8RdyjY#VFQn$RvD42l$zeb(wCcj&&J$ z1|Q&BR~;K($2FN;lMIHc2Y(5r7fNTkso&`Y0o$YyR)ky!>;GeDRXRJ<>oUOw$(DSG z7YcZ~rRvwzCK!I5OHa2{;D$`LBwP1p+|Z$Ir8_dg98@e*8q2OtxAlER1~+B0&7moT zAc2uvGTBiVZD2f@LIBpn3A>aeb6X}D1k>Rr54+b83I}e90dbOyjBA1`lft-lFx9a& z^=abrsAe1hJ!w|;CK6J&PUEwx?BRE!pM=@YJaGmzPp}V!SFXpohQdbY~ffB5HB8KQD6^Tcnri;!Tv;Pr&V+RE61lnJ3k8UhaKfrQ^bs&hCx+ zahlX_R1M7@2vRcc*GZORa`t|IbgsCanY@4EZ0wTqWCI#4QI+6MaETPNP?35H1{lr2 zLQr^=_-M|++WAkk2+BduMg9%4hzmw^VMLUoHVIK!fD*0o759}vu?bysC~V#@syw@n zp&1%?JsR`}3zVY40_C9~RWuL|8WEH`&{DS8fyV8Rrmk$4)9TwR-2ovz&J(+hr)Bs^ zu!u!1*8PuueenBl=g*&L^tn38%eWeKUxTRH>4@rRn55>U8fK=}H0lkj#C@=@0en!E z#xY3Ze`Fh7nwJ!!zv6k~QCqyoJk@~poFWlhW33J`@El!UB(4|_eZrKwwyk=uNM7m( z$dA798A0KG;!b83*2b3udS+Plbr-eC#;J)5gS6*36|+;NRWTYnbD0d*(ecS>G+ZQz zFCW|nt<^0JD{J|}P>e5u(+D8!)(m^P1pu1mh1y}_Cv`lqS$X|qFJK_TQNlQDj z6m=Z+3Jn?c9aWlr9Is3Ah%E>Wvc=|wwv0TUqU399=U`g~t2_d|z(EL8=mX7p>0e}- z;@C4LgXdG%Wdit!Wr6?HqCv4GJ+JGkjyf39(5%O0^bRF=NVpeuCn~ue7b?Lg$9;>? zq#>*QC3=@1aHUsLQVaVm2z-DLs?@4BM8%bQlIexDXoqF6OVA144maV(l(|8}d8>oI z0zXbrqKc1*Fp3cw5tt+s76mn z?vZe#9#`gSvm@FWw* z+V11HsIu`8uhGX4jlLlH5@cbNa{vDb5J9PE2~$4>?YG)1ijdlYx?!st9pKFO2X3Pr h7o+n>>>>> - # return ??? - # <<<<<<<< \ No newline at end of file +def discount_cumsum(x, discount_rate): + discount_array = np.power(discount_rate, np.arange(len(x)+1)) + return [sum(x[i:] * discount_array[:-i-1]) for i in range(len(x))] diff --git a/policy_gradient/util.pyc b/policy_gradient/util.pyc new file mode 100644 index 0000000000000000000000000000000000000000..702bab23bcec3f2c56ee31320eadf1b14d3002e9 GIT binary patch literal 1028 zcmb_aO=}cE5Urlsuf)Uz4C*ZdL73CdNe~nf-33oM%!0^*E}faqZio3wcaQGC=3@N8 zfh`+fE@I(FRh`Z9wLfTtHVLTdsO^D`Xw67L~1a(S?eXb}MBfK#OV<-6I>vjMMEyXsavhWR7b=0!S+`gknQJ(c*6Cv0bnX!MFAM3Msuq@W`$rfyi6e20Jq$8N%y5}!&*=gO zkai_#Bm5!Y{(w-h1<|)Plq(JS}H#o1&U(mJBw}0*x%t4YhP%Nv8mh2EsS)^J%;_C zMH(YJ3<%owfb1Uq{{-3sOiZ|CTqItIcn{k5dfAm@&%gCUvK<93sA|im+ZKO-Uz_Qs r8(Y1sWRY@TQtnlH0p literal 0 HcmV?d00001 From 6e2ea1cc7855a6760b55122d2b94fce50210ebdf Mon Sep 17 00:00:00 2001 From: cning Date: Sun, 16 Oct 2016 03:05:30 +0800 Subject: [PATCH 3/7] Delete policy.pyc --- policy_gradient/policy.pyc | Bin 3281 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 policy_gradient/policy.pyc diff --git a/policy_gradient/policy.pyc b/policy_gradient/policy.pyc deleted file mode 100644 index 12a0eb18712f9adbf8c6a337a744615f794c0876..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 3281 zcmb_e-)|d55S}|bPMjZ2)1*xe4;2)sk)UaVR3s=>p;Sl+Md%_Sh>%W~yR~z!@6Oz= zlLpx@1l|yTB>w`>2)=LDj>`k$f!KF*bGvi1v)}yM#vdE2@BJBko679h!1F0?yAP7# z3S=m96wLWhjvA7MVw%#!U_*Wuxe)p8Xo;eS-6lTE|HALUZGnB3IMc7{JWYmQSHnC# zzg#H5>}R;`T@W*00@{v3Y9gZxk!ebF*rjD@3*;7VKA+*XK`7!x27yxjG!vNw(g%;L zAs0b75s90xh{0A&H8B-%s`bj0|7vMIwJejSP-aCYOUkq*Ytg!COR{BUmL*$J1~M%! zJ!x?D3osY~ACM2HZJDm>N}jG!-2mF#auLd8RdyjY#VFQn$RvD42l$zeb(wCcj&&J$ z1|Q&BR~;K($2FN;lMIHc2Y(5r7fNTkso&`Y0o$YyR)ky!>;GeDRXRJ<>oUOw$(DSG z7YcZ~rRvwzCK!I5OHa2{;D$`LBwP1p+|Z$Ir8_dg98@e*8q2OtxAlER1~+B0&7moT zAc2uvGTBiVZD2f@LIBpn3A>aeb6X}D1k>Rr54+b83I}e90dbOyjBA1`lft-lFx9a& z^=abrsAe1hJ!w|;CK6J&PUEwx?BRE!pM=@YJaGmzPp}V!SFXpohQdbY~ffB5HB8KQD6^Tcnri;!Tv;Pr&V+RE61lnJ3k8UhaKfrQ^bs&hCx+ zahlX_R1M7@2vRcc*GZORa`t|IbgsCanY@4EZ0wTqWCI#4QI+6MaETPNP?35H1{lr2 zLQr^=_-M|++WAkk2+BduMg9%4hzmw^VMLUoHVIK!fD*0o759}vu?bysC~V#@syw@n zp&1%?JsR`}3zVY40_C9~RWuL|8WEH`&{DS8fyV8Rrmk$4)9TwR-2ovz&J(+hr)Bs^ zu!u!1*8PuueenBl=g*&L^tn38%eWeKUxTRH>4@rRn55>U8fK=}H0lkj#C@=@0en!E z#xY3Ze`Fh7nwJ!!zv6k~QCqyoJk@~poFWlhW33J`@El!UB(4|_eZrKwwyk=uNM7m( z$dA798A0KG;!b83*2b3udS+Plbr-eC#;J)5gS6*36|+;NRWTYnbD0d*(ecS>G+ZQz zFCW|nt<^0JD{J|}P>e5u(+D8!)(m^P1pu1mh1y}_Cv`lqS$X|qFJK_TQNlQDj z6m=Z+3Jn?c9aWlr9Is3Ah%E>Wvc=|wwv0TUqU399=U`g~t2_d|z(EL8=mX7p>0e}- z;@C4LgXdG%Wdit!Wr6?HqCv4GJ+JGkjyf39(5%O0^bRF=NVpeuCn~ue7b?Lg$9;>? zq#>*QC3=@1aHUsLQVaVm2z-DLs?@4BM8%bQlIexDXoqF6OVA144maV(l(|8}d8>oI z0zXbrqKc1*Fp3cw5tt+s76mn z?vZe#9#`gSvm@FWw* z+V11HsIu`8uhGX4jlLlH5@cbNa{vDb5J9PE2~$4>?YG)1ijdlYx?!st9pKFO2X3Pr h7o+n Date: Sun, 16 Oct 2016 03:05:36 +0800 Subject: [PATCH 4/7] Delete util.pyc --- policy_gradient/util.pyc | Bin 1028 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 policy_gradient/util.pyc diff --git a/policy_gradient/util.pyc b/policy_gradient/util.pyc deleted file mode 100644 index 702bab23bcec3f2c56ee31320eadf1b14d3002e9..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1028 zcmb_aO=}cE5Urlsuf)Uz4C*ZdL73CdNe~nf-33oM%!0^*E}faqZio3wcaQGC=3@N8 zfh`+fE@I(FRh`Z9wLfTtHVLTdsO^D`Xw67L~1a(S?eXb}MBfK#OV<-6I>vjMMEyXsavhWR7b=0!S+`gknQJ(c*6Cv0bnX!MFAM3Msuq@W`$rfyi6e20Jq$8N%y5}!&*=gO zkai_#Bm5!Y{(w-h1<|)Plq(JS}H#o1&U(mJBw}0*x%t4YhP%Nv8mh2EsS)^J%;_C zMH(YJ3<%owfb1Uq{{-3sOiZ|CTqItIcn{k5dfAm@&%gCUvK<93sA|im+ZKO-Uz_Qs r8(Y1sWRY@TQtnlH0p From 1398c2cb9decf3cb3a12426a543eba66b9273531 Mon Sep 17 00:00:00 2001 From: cning Date: Sun, 16 Oct 2016 03:05:41 +0800 Subject: [PATCH 5/7] Delete __init__.pyc --- policy_gradient/__init__.pyc | Bin 114 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 policy_gradient/__init__.pyc diff --git a/policy_gradient/__init__.pyc b/policy_gradient/__init__.pyc deleted file mode 100644 index 414456dde7e4eff0274b04f82b4778a628ecce88..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 114 zcmZSn%*&;v@jpD70SXv_v;zK1^GFd$(8ZxMTsey lsd**(@$s2?nI-Y@dIgmw96))S-29Z%oK!oIDaAm{008t66wm+w From 2bc40365af5c461d58bd6fcd9daf5123d061634c Mon Sep 17 00:00:00 2001 From: cning Date: Sun, 16 Oct 2016 03:05:58 +0800 Subject: [PATCH 6/7] Delete HW2_Policy_Graident.ipynb --- HW2_Policy_Graident.ipynb | 335 -------------------------------------- 1 file changed, 335 deletions(-) delete mode 100644 HW2_Policy_Graident.ipynb diff --git a/HW2_Policy_Graident.ipynb b/HW2_Policy_Graident.ipynb deleted file mode 100644 index 3b51aa3..0000000 --- a/HW2_Policy_Graident.ipynb +++ /dev/null @@ -1,335 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# Automatically reload changes to external code\n", - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this assignment, you will solve a classic control problem - CartPole using policy gradient methods.\n", - "\n", - "First, you will implement the \"vanilla\" policy gradient method, i.e., a method that repeatedly computes **unbiased** estimates $\\hat{g}$ of $\\nabla_{\\theta} E[\\sum_t r_t]$ and takes gradient ascent steps $\\theta \\rightarrow \\theta + \\epsilon \\hat{g}$ so as to increase the total rewards collected in each episode. To make sure our code can solve multiple MDPs with different policy parameterizations, provided code follows an OOP manner and represents MDP and Policy as classes.\n", - "\n", - "The following code constructs an instance of the MDP using OpenAI gym." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import gym\n", - "import tensorflow as tf\n", - "import numpy as np\n", - "from policy_gradient import util\n", - "from policy_gradient.policy import CategoricalPolicy\n", - "from policy_gradient.baselines.linear_feature_baseline import LinearFeatureBaseline\n", - "\n", - "np.random.seed(0)\n", - "tf.set_random_seed(0)\n", - "\n", - "# CartPole-v0 is a MDP with finite state and action space. \n", - "# In this environment, A pendulum is attached by an un-actuated joint to a cart, \n", - "# and the goal is to prevent it from falling over. You can apply a force of +1 or -1 to the cart.\n", - "# A reward of +1 is provided for every timestep that the pendulum remains upright. \n", - "# To visualize CartPole-v0, please see https://gym.openai.com/envs/CartPole-v0\n", - "\n", - "env = gym.make('CartPole-v0')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Problem 1: construct a neural network to represent policy\n", - "\n", - "Make sure you know how to construct neural network using tensorflow.\n", - "\n", - "1. Open **homework2/policy_gradient/policy.py**.\n", - "2. Follow the instruction of Problem 1." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Problem 2: compute the surrogate loss\n", - "\n", - "If there are $N$ episodes in an iteration, then for $i$ th episode we define $R_t^i = \\sum_{{t^′}=t}^T \\gamma^{{t^′}-t}r(s_{t^′}, a_{t^′})$ as the accumulated discounted rewards from timestep $t$ to the end of that episode, where $\\gamma$ is the discount rate.\n", - "\n", - "The pseudocode for the REINFORCE algorithm is as below:\n", - "\n", - "1. Initialize policy $\\pi$ with parameter $\\theta_1$.\n", - "2. For iteration $k = 1, 2, ...$:\n", - " * Sample N episodes $\\tau_1, \\tau_2, ..., \\tau_N$ under the current policy $\\theta_k$, where $\\tau_i =(s_i^t,a_i^t,R_i^t)_{t=0}^{T−1}$. Note that the last state is dropped since no action is taken after observing the last state.\n", - " * Compute the empirical policy gradient using formula: $$\\hat{g} = E_{\\pi_\\theta}[\\nabla_{\\theta} log\\pi_\\theta(a_t^i | s_t^i) R_t^i]$$\n", - " * Take a gradient step: $\\theta_{k+1} = \\theta_k + \\epsilon \\hat{g}$.\n", - " \n", - " \n", - "Note that we can transform the policy gradient formula as\n", - "\n", - "$$\\hat{g} = \\nabla_{\\theta} \\frac{1}{(NT)}(\\sum_{i=1}^N \\sum_{t=0}^T log\\pi_\\theta(a_t^i | s_t^i) R_t^i)$$\n", - "\n", - "and $L(\\theta) = \\frac{1}{(NT)}(\\sum_{i=1}^N \\sum_{t=0}^T log\\pi_\\theta(a_t^i | s_t^i) R_t^i)$ is called the surrogate loss. \n", - "\n", - "We can first construct the computation graph for $L(\\theta)$, and then take its gradient as the empirical policy gradient.\n", - "\n", - "\n", - "1. Open **homework2/policy_gradient/policy.py**.\n", - "2. Follow the instruction of Problem 2." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "sess = tf.Session()\n", - "\n", - "# Construct a neural network to represent policy which maps observed state to action. \n", - "in_dim = util.flatten_space(env.observation_space)\n", - "out_dim = util.flatten_space(env.action_space)\n", - "hidden_dim = 8\n", - "\n", - "opt = tf.train.AdamOptimizer(learning_rate=0.01)\n", - "policy = CategoricalPolicy(in_dim, out_dim, hidden_dim, opt, sess)\n", - "\n", - "sess.run(tf.initialize_all_variables())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Problem 3\n", - "\n", - "Implement a function that computes the accumulated discounted rewards of each timestep _t_ from _t_ to the end of the episode.\n", - "\n", - "For example:\n", - "\n", - "```python\n", - "rewards = [1, 1, 1]\n", - "discount_rate = 0.99\n", - "util.discount_cumsum(rewards, discount_rate)\n", - "```\n", - "\n", - "should return:\n", - "\n", - "`array([ 2.9701, 1.99 , 1. ])`\n", - "\n", - "1. Open **homework/policy_gradient/util.py**.\n", - "2. Implement the commented function." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Problem 4\n", - "\n", - "Use baseline to reduce the variance of our gradient estimate.\n", - "\n", - "1. Fill in the function `process_paths` of class `PolicyOptimizer` below." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "class PolicyOptimizer(object):\n", - " def __init__(self, env, policy, baseline, n_iter, n_episode, path_length,\n", - " discount_rate=.99):\n", - "\n", - " self.policy = policy\n", - " self.baseline = baseline\n", - " self.env = env\n", - " self.n_iter = n_iter\n", - " self.n_episode = n_episode\n", - " self.path_length = path_length\n", - " self.discount_rate = discount_rate\n", - "\n", - " def sample_path(self):\n", - " obs = []\n", - " actions = []\n", - " rewards = []\n", - " ob = self.env.reset()\n", - "\n", - " for _ in range(self.path_length):\n", - " a = self.policy.act(ob.reshape(1, -1))\n", - " next_ob, r, done, _ = self.env.step(a)\n", - " obs.append(ob)\n", - " actions.append(a)\n", - " rewards.append(r)\n", - " ob = next_ob\n", - " if done:\n", - " break\n", - "\n", - " return dict(\n", - " observations=np.array(obs),\n", - " actions=np.array(actions),\n", - " rewards=np.array(rewards),\n", - " )\n", - "\n", - " def process_paths(self, paths):\n", - " for p in paths:\n", - " if self.baseline != None:\n", - " b = self.baseline.predict(p)\n", - " else:\n", - " b = 0\n", - " \n", - " # `p[\"rewards\"]` is a matrix contains the rewards of each timestep in a sample path\n", - " r = util.discount_cumsum(p[\"rewards\"], self.discount_rate)\n", - " \n", - " \"\"\"\n", - " Problem 4:\n", - "\n", - " 1. Variable `b` is the reward predicted by our baseline\n", - " 2. Use it to reduce variance and then assign the result to the variable `a`\n", - "\n", - " Sample solution should be only 1 line.\n", - " \"\"\"\n", - " # YOUR CODE HERE >>>>>>\n", - " # a = ???\n", - " # <<<<<<<<\n", - "\n", - " p[\"returns\"] = r\n", - " p[\"baselines\"] = b\n", - " p[\"advantages\"] = (a - a.mean()) / (a.std() + 1e-8) # normalize\n", - "\n", - " obs = np.concatenate([ p[\"observations\"] for p in paths ])\n", - " actions = np.concatenate([ p[\"actions\"] for p in paths ])\n", - " rewards = np.concatenate([ p[\"rewards\"] for p in paths ])\n", - " advantages = np.concatenate([ p[\"advantages\"] for p in paths ])\n", - "\n", - " return dict(\n", - " observations=obs,\n", - " actions=actions,\n", - " rewards=rewards,\n", - " advantages=advantages,\n", - " )\n", - "\n", - " def train(self):\n", - " for i in range(1, self.n_iter + 1):\n", - " paths = []\n", - " for _ in range(self.n_episode):\n", - " paths.append(self.sample_path())\n", - " data = self.process_paths(paths)\n", - " loss = self.policy.train(data[\"observations\"], data[\"actions\"], data[\"advantages\"])\n", - " avg_return = np.mean([sum(p[\"rewards\"]) for p in paths])\n", - " print(\"Iteration {}: Average Return = {}\".format(i, avg_return))\n", - " \n", - " # CartPole-v0 defines \"solving\" as getting average reward of 195.0 over 100 consecutive trials.\n", - " if avg_return >= 195:\n", - " print(\"Solve at {} iterations, which equals {} episodes.\".format(i, i*100))\n", - " break\n", - "\n", - " if self.baseline != None:\n", - " self.baseline.fit(paths)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "n_iter = 200\n", - "n_episode = 100\n", - "path_length = 200\n", - "discount_rate = 0.99\n", - "baseline = LinearFeatureBaseline(env.spec)\n", - "\n", - "po = PolicyOptimizer(env, policy, baseline, n_iter, n_episode, path_length,\n", - " discount_rate)\n", - "\n", - "# Train the policy optimizer\n", - "po.train()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Verify your solutions\n", - "\n", - "if you solve the problems 1~4 correctly, your will solve CartPole with roughly ~ 80 iterations." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Problem 5\n", - "Replacing line \n", - "\n", - "`baseline = LinearFeatureBaseline(env.spec)` \n", - "\n", - "with \n", - "\n", - "`baseline = None`\n", - "\n", - "can remove the baseline.\n", - "\n", - "Modify the code to compare the variance and performance before and after adding baseline.\n", - "Then, write a report about your findings. (with figures is better)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Problem 6\n", - "\n", - "In function process_paths of class `PolicyOptimizer`, why we need to normalize the advantages? i.e., what's the usage of this line:\n", - "\n", - "`p[\"advantages\"] = (a - a.mean()) / (a.std() + 1e-8)`\n", - "\n", - "Include the answer in your report." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} From 86d2a449c81e7890059870eaa74d473a767daf82 Mon Sep 17 00:00:00 2001 From: cning Date: Sun, 16 Oct 2016 03:06:32 +0800 Subject: [PATCH 7/7] Delete HW2_Policy_Gradient.ipynb --- HW2_Policy_Gradient.ipynb | 347 -------------------------------------- 1 file changed, 347 deletions(-) delete mode 100644 HW2_Policy_Gradient.ipynb diff --git a/HW2_Policy_Gradient.ipynb b/HW2_Policy_Gradient.ipynb deleted file mode 100644 index fbd2011..0000000 --- a/HW2_Policy_Gradient.ipynb +++ /dev/null @@ -1,347 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# Automatically reload changes to external code\n", - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this assignment, you will solve a classic control problem - CartPole using policy gradient methods.\n", - "\n", - "First, you will implement the \"vanilla\" policy gradient method, i.e., a method that repeatedly computes **unbiased** estimates $\\hat{g}$ of $\\nabla_{\\theta} E[\\sum_t r_t]$ and takes gradient ascent steps $\\theta \\rightarrow \\theta + \\epsilon \\hat{g}$ so as to increase the total rewards collected in each episode. To make sure our code can solve multiple MDPs with different policy parameterizations, provided code follows an OOP manner and represents MDP and Policy as classes.\n", - "\n", - "The following code constructs an instance of the MDP using OpenAI gym." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "ename": "ImportError", - "evalue": "No module named 'gym'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mgym\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mtensorflow\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mtf\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mpolicy_gradient\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mutil\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mpolicy_gradient\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpolicy\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mCategoricalPolicy\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mImportError\u001b[0m: No module named 'gym'" - ] - } - ], - "source": [ - "import gym\n", - "import tensorflow as tf\n", - "import numpy as np\n", - "from policy_gradient import util\n", - "from policy_gradient.policy import CategoricalPolicy\n", - "from policy_gradient.baselines.linear_feature_baseline import LinearFeatureBaseline\n", - "\n", - "np.random.seed(0)\n", - "tf.set_random_seed(0)\n", - "\n", - "# CartPole-v0 is a MDP with finite state and action space. \n", - "# In this environment, A pendulum is attached by an un-actuated joint to a cart, \n", - "# and the goal is to prevent it from falling over. You can apply a force of +1 or -1 to the cart.\n", - "# A reward of +1 is provided for every timestep that the pendulum remains upright. \n", - "# To visualize CartPole-v0, please see https://gym.openai.com/envs/CartPole-v0\n", - "\n", - "env = gym.make('CartPole-v0')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Problem 1: construct a neural network to represent policy\n", - "\n", - "Make sure you know how to construct neural network using tensorflow.\n", - "\n", - "1. Open **homework2/policy_gradient/policy.py**.\n", - "2. Follow the instruction of Problem 1." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Problem 2: compute the surrogate loss\n", - "\n", - "If there are $N$ episodes in an iteration, then for $i$ th episode we define $R_t^i = \\sum_{{t^′}=t}^T \\gamma^{{t^′}-t}r(s_{t^′}, a_{t^′})$ as the accumulated discounted rewards from timestep $t$ to the end of that episode, where $\\gamma$ is the discount rate.\n", - "\n", - "The pseudocode for the REINFORCE algorithm is as below:\n", - "\n", - "1. Initialize policy $\\pi$ with parameter $\\theta_1$.\n", - "2. For iteration $k = 1, 2, ...$:\n", - " * Sample N episodes $\\tau_1, \\tau_2, ..., \\tau_N$ under the current policy $\\theta_k$, where $\\tau_i =(s_i^t,a_i^t,R_i^t)_{t=0}^{T−1}$. Note that the last state is dropped since no action is taken after observing the last state.\n", - " * Compute the empirical policy gradient using formula: $$\\hat{g} = E_{\\pi_\\theta}[\\nabla_{\\theta} log\\pi_\\theta(a_t^i | s_t^i) R_t^i]$$\n", - " * Take a gradient step: $\\theta_{k+1} = \\theta_k + \\epsilon \\hat{g}$.\n", - " \n", - " \n", - "Note that we can transform the policy gradient formula as\n", - "\n", - "$$\\hat{g} = \\nabla_{\\theta} \\frac{1}{(NT)}(\\sum_{i=1}^N \\sum_{t=0}^T log\\pi_\\theta(a_t^i | s_t^i) R_t^i)$$\n", - "\n", - "and $L(\\theta) = \\frac{1}{(NT)}(\\sum_{i=1}^N \\sum_{t=0}^T log\\pi_\\theta(a_t^i | s_t^i) R_t^i)$ is called the surrogate loss. \n", - "\n", - "We can first construct the computation graph for $L(\\theta)$, and then take its gradient as the empirical policy gradient.\n", - "\n", - "\n", - "1. Open **homework2/policy_gradient/policy.py**.\n", - "2. Follow the instruction of Problem 2." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "sess = tf.Session()\n", - "\n", - "# Construct a neural network to represent policy which maps observed state to action. \n", - "in_dim = util.flatten_space(env.observation_space)\n", - "out_dim = util.flatten_space(env.action_space)\n", - "hidden_dim = 8\n", - "\n", - "opt = tf.train.AdamOptimizer(learning_rate=0.01)\n", - "policy = CategoricalPolicy(in_dim, out_dim, hidden_dim, opt, sess)\n", - "\n", - "sess.run(tf.initialize_all_variables())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Problem 3\n", - "\n", - "Implement a function that computes the accumulated discounted rewards of each timestep _t_ from _t_ to the end of the episode.\n", - "\n", - "For example:\n", - "\n", - "```python\n", - "rewards = [1, 1, 1]\n", - "discount_rate = 0.99\n", - "util.discount_cumsum(rewards, discount_rate)\n", - "```\n", - "\n", - "should return:\n", - "\n", - "`array([ 2.9701, 1.99 , 1. ])`\n", - "\n", - "1. Open **homework/policy_gradient/util.py**.\n", - "2. Implement the commented function." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Problem 4\n", - "\n", - "Use baseline to reduce the variance of our gradient estimate.\n", - "\n", - "1. Fill in the function `process_paths` of class `PolicyOptimizer` below." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "class PolicyOptimizer(object):\n", - " def __init__(self, env, policy, baseline, n_iter, n_episode, path_length,\n", - " discount_rate=.99):\n", - "\n", - " self.policy = policy\n", - " self.baseline = baseline\n", - " self.env = env\n", - " self.n_iter = n_iter\n", - " self.n_episode = n_episode\n", - " self.path_length = path_length\n", - " self.discount_rate = discount_rate\n", - "\n", - " def sample_path(self):\n", - " obs = []\n", - " actions = []\n", - " rewards = []\n", - " ob = self.env.reset()\n", - "\n", - " for _ in range(self.path_length):\n", - " a = self.policy.act(ob.reshape(1, -1))\n", - " next_ob, r, done, _ = self.env.step(a)\n", - " obs.append(ob)\n", - " actions.append(a)\n", - " rewards.append(r)\n", - " ob = next_ob\n", - " if done:\n", - " break\n", - "\n", - " return dict(\n", - " observations=np.array(obs),\n", - " actions=np.array(actions),\n", - " rewards=np.array(rewards),\n", - " )\n", - "\n", - " def process_paths(self, paths):\n", - " for p in paths:\n", - " if self.baseline != None:\n", - " b = self.baseline.predict(p)\n", - " else:\n", - " b = 0\n", - " \n", - " # `p[\"rewards\"]` is a matrix contains the rewards of each timestep in a sample path\n", - " r = util.discount_cumsum(p[\"rewards\"], self.discount_rate)\n", - " \n", - " \"\"\"\n", - " Problem 4:\n", - "\n", - " 1. Variable `b` is the reward predicted by our baseline\n", - " 2. Use it to reduce variance and then assign the result to the variable `a`\n", - "\n", - " Sample solution should be only 1 line.\n", - " \"\"\"\n", - " # YOUR CODE HERE >>>>>>\n", - " # a = ???\n", - " # <<<<<<<<\n", - "\n", - " p[\"returns\"] = r\n", - " p[\"baselines\"] = b\n", - " p[\"advantages\"] = (a - a.mean()) / (a.std() + 1e-8) # normalize\n", - "\n", - " obs = np.concatenate([ p[\"observations\"] for p in paths ])\n", - " actions = np.concatenate([ p[\"actions\"] for p in paths ])\n", - " rewards = np.concatenate([ p[\"rewards\"] for p in paths ])\n", - " advantages = np.concatenate([ p[\"advantages\"] for p in paths ])\n", - "\n", - " return dict(\n", - " observations=obs,\n", - " actions=actions,\n", - " rewards=rewards,\n", - " advantages=advantages,\n", - " )\n", - "\n", - " def train(self):\n", - " for i in range(1, self.n_iter + 1):\n", - " paths = []\n", - " for _ in range(self.n_episode):\n", - " paths.append(self.sample_path())\n", - " data = self.process_paths(paths)\n", - " loss = self.policy.train(data[\"observations\"], data[\"actions\"], data[\"advantages\"])\n", - " avg_return = np.mean([sum(p[\"rewards\"]) for p in paths])\n", - " print(\"Iteration {}: Average Return = {}\".format(i, avg_return))\n", - " \n", - " # CartPole-v0 defines \"solving\" as getting average reward of 195.0 over 100 consecutive trials.\n", - " if avg_return >= 195:\n", - " print(\"Solve at {} iterations, which equals {} episodes.\".format(i, i*100))\n", - " break\n", - "\n", - " if self.baseline != None:\n", - " self.baseline.fit(paths)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "n_iter = 200\n", - "n_episode = 100\n", - "path_length = 200\n", - "discount_rate = 0.99\n", - "baseline = LinearFeatureBaseline(env.spec)\n", - "\n", - "po = PolicyOptimizer(env, policy, baseline, n_iter, n_episode, path_length,\n", - " discount_rate)\n", - "\n", - "# Train the policy optimizer\n", - "po.train()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Verify your solutions\n", - "\n", - "if you solve the problems 1~4 correctly, your will solve CartPole with roughly ~ 80 iterations." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Problem 5\n", - "Replacing line \n", - "\n", - "`baseline = LinearFeatureBaseline(env.spec)` \n", - "\n", - "with \n", - "\n", - "`baseline = None`\n", - "\n", - "can remove the baseline.\n", - "\n", - "Modify the code to compare the variance and performance before and after adding baseline.\n", - "Then, write a report about your findings. (with figures is better)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Problem 6\n", - "\n", - "In function process_paths of class `PolicyOptimizer`, why we need to normalize the advantages? i.e., what's the usage of this line:\n", - "\n", - "`p[\"advantages\"] = (a - a.mean()) / (a.std() + 1e-8)`\n", - "\n", - "Include the answer in your report." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.4.3+" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -}