{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introducing curiosity-driven learning" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Random exploration is not enough" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the last tutorials, we compared the motor and goal babbling strategies on the simple arm environment. We saw that the problem with motor babbling is that it fails to effciently cover the sensory space in a reasonable amount of time. Due to the inherent redundancy of most robotic systems (e.g. many joint configurations lead to the same hand position on a multi-dimensional arm), random sampling in the motor space $M$ is therefore not appropriate if one want to learn an inverse model because the robot/agent will waiste a lot of time by trying *all* the motor configurations, whereas only a subset is generally useful to cover the reachable sensory space uniformly. In contrast, in the goal babbling strategy the agent randomly samples goals in the sensory space, then try to reach them using the current knowledge in its *sensorimotor model*. Although the agent will be poor at reaching these goals at the beginning, due to the poor quality of its sensorimotor model, it will on average cover the sensory space much more efficiently than in motor babbling, hence learning an inverse model more efficiently.\n", "\n", "Well, random goal babbling ourperforms random motor babbling in highly redundant sensorimotor systems. But there is still a couple of problems. To figure out what these problems can be, let's analyze random goal babbling in more details." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Goal babbling with high sensory ranges" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As already done in the previous tutorial, we will study an experiment with a a high-dimensional arm environment, a random goal babbling interest model, and a nearest neighbor sensorimotor model. But this time we will use another 'simple_arm' configuration, called 'high_dim_high_s_range', which is the same as the 'high_dimensional' configuration used previously, except that the sensory space ranges are doubled:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "'high_dimensional' configuration sensory bounds:\n", "s_mins = [-1. -1.] ; s_maxs = [ 1. 1.]\n", "'high_dim_high_s_range' configuration sensory bounds:\n", "s_mins = [-2. -2.] ; s_maxs = [ 2. 2.]\n" ] } ], "source": [ "from __future__ import print_function\n", "\n", "from explauto.environment import environments\n", "env_cls, env_configs, _ = environments['simple_arm']\n", "print(\"'high_dimensional' configuration sensory bounds:\")\n", "print('s_mins = {} ; s_maxs = {}'.format(env_configs['high_dimensional']['s_mins'], env_configs['high_dimensional']['s_maxs']))\n", "print(\"'high_dim_high_s_range' configuration sensory bounds:\")\n", "print('s_mins = {} ; s_maxs = {}'.format(env_configs['high_dim_high_s_range']['s_mins'], env_configs['high_dim_high_s_range']['s_maxs']))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that, whereas the 'high_dimensional' configuration specify sensory bounds are at the edges of the sensory space, the 'high_dim_high_s_range' has larger ones (between -2 and 2 on both hand coordinates).\n", "\n", "We will use this 'high_dim_high_s_range' configuration to reflect the fact that in the framework of Developmental Robotics, there is no reason to provide the reachable sensory space ranges directly to the agent (to make a child analogy, an infant probably does not now at birth that he is unable to reach hand positions at more than a few dozen of centimeters from its shoulder.) Instead the agent should discover these bounds by its own interaction with the environment.\n", "\n", "Let's see how random goal babbling performs with high sensory ranges. As usual, create the experiment:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from explauto.experiment import Experiment, make_settings\n", "\n", "s = make_settings(environment='simple_arm', environment_config = 'high_dim_high_s_range',\n", " babbling_mode='goal', \n", " interest_model='random',\n", " sensorimotor_model='nearest_neighbor')\n", "\n", "expe = Experiment.from_settings(s)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set the evaluation time steps:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "expe.evaluate_at([100, 200, 400, 1000], s.default_testcases)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and run the experiment:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "expe.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we plot the randomly chosen goals and reached hand positions (in red and blue respectively):" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%pylab inline\n", "rcParams['figure.figsize'] = (12.0, 10.0)\n", "ax = axes()\n", "title(('Random goal babbling'))\n", "expe.log.scatter_plot(ax, (('sensori', [0, 1]),))\n", "expe.log.scatter_plot(ax, (('choice', [0, 1]),), marker='.', color='red')\n", "legend(['reached hand positions', 'chosen goals'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We observe that:\n", "* The goals, which are sampled uniformly in the sensory space, can be very far from the actually reachable hand positions. This is due to the high sensory space ranges we use here (between -2 and 2 on each coordinate). A huge part of the chosen goals are therefore outside of the reachable space. \n", "* In consequence, the agent mainly reaches hand positions at the boundaries of the reachable space, because it rarely set goals inside the reachable aera." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To solve this problem, we introduce curiosity-driven exploration based on the maximization of the learning progress as another possible *interest model*." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Addition of Curiosity: The *discretized progress* and *Tree* interest models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Look at the available interest models:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Available interest models: dict_keys(['gmm_progress_beta', 'random', 'discretized_progress', 'tree', 'misc_random'])\n" ] } ], "source": [ "from explauto.interest_model import interest_models\n", "print('Available interest models: {}'.format(interest_models.keys()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Until now we always used 'random', sampling uniformly in the choice space ranges (either the motor or the sensory space according to the babbling mode). We are using goal babbling in this tutoral, but this interest model also work with motor babbling.\n", "\n", "\n", "*Discretized progress*\n", "\n", "Another interest model available in Explauto is called *discretized progress*. This model divides the choice space into a grid and maintain an empirical measure of the learning progress in each cell. To do so, each cell keeps an history of the recent learning errors it observed. Given a choice $x\\in X$ (i.e. a sample point in the choice space $X$, which corresponds to the sensory space $S$ in case of goal babbling) and an inference $y\\in Y$ (the forward or inverse prediction performed by the sensorimotor model for the choice $x$, in case of goal babbling $Y=M$ and the sensorimotor model performs an inverse prediction), the associated learning error corresponds to the distance between $xy$ (the concatenation of $x$ and $y$, reordered as a vector in $M\\times S$) and $ms$ (where $m$ is the executed motor command and $s$ the observed sensory consequence). (TODO: refer to the introductive section which will explain this in more details).\n", "\n", "The learning progress is then defined as the opposite the covariance between time (relative to a particular cell) and learning error (i.e. the agent is progressing in that cell if the covariance between time and error is negative). The *discretized progress* interest model then sample a cell according to the learning progress measure (favoring cells displaying high progresses) and finally sample a random point in that chosen cell.\n", "\n", "\n", "*Tree*\n", "\n", "If the number of sensori dimensions is large (>2), the discretization described before won't be feasible as the number of regions is exponential in the number of dimensions. \n", "\n", "An idea (e.g. described in [SAGG-RIAC](http://www.pyoudeyer.com/ActiveGoalExploration-RAS-2013.pdf)), is to split a region of the sensori domain in sub-regions only when needed: when the number of points in that region become greater than a given constant (100 point per region in these simulations). Based on the [kd-tree](http://en.wikipedia.org/wiki/K-d_tree) algorithms, our implementation allows different rules to split a region. \n", "\n", "In the paper above was suggested to define a good split of the region $r$ in 2 sub-regions $r_1$ and $r_2$ as a split that maximizes $card(r_1)*card(r_2)*progress(r_1)*progress(r_2)$, where $card(r_i)$ is the number of points in the sub-region $i$, and $progress(r_i)$ is the absolute derivative of the competence on the points of the sub-region $r_i$.\n", "\n", "We define here the competence on a goal point $g$ where the observed sensori consequence is $s$, as $~e^{-power\\times||g-s||}$, with $~power=10~$ in our simulations.\n", "\n", "As the empirical progress is measured in each region of the tree, the model can then choose a new goal to try to reach,\n", "in order to maximize the expected future progress.\n", "\n", "A possibility is to sample a point in the region with max progress (the greedy approach), but the model might then never discover interesting regions that had an under-estimated progress. \n", "\n", "A better way is to sample in a random region sometimes (epsilon-greedy approach), or to sample in a region with a probability weighted by the progress, and give the weights to a softmax function with a temperature parameter $T$ that allows to adjust exploration vs exploitation ($T=1$ in our simulations):\n", "\n", "$P_{r_i} = \\frac{e^{\\frac{progress(r_i)\\times volume(r_i)}{T}}}{\\sum_j e^{\\frac{progress(r_j)\\times volume(r_j)}{T}}}$\n", "\n", "We also weight the probabilities with the volumes of the regions to ensure the continuity of the probability of a point being chosen in a region before and after its split.\n", "\n", "*Comparisons*\n", "\n", "So let's compare those new interest models with the random one we used before. First we create an ExperimentPool to compare random and progress based exploration in goal babbling, using the same environment as above:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from explauto.experiment import ExperimentPool\n", "xps = ExperimentPool.from_settings_product(environments=[('simple_arm', 'high_dim_high_s_range')],\n", " babblings=['goal'],\n", " interest_models=[('random', 'default'), ('discretized_progress', 'default'), ('tree', 'default')],\n", " sensorimotor_models=[('nearest_neighbor', 'default')],\n", " evaluate_at=[200, 300, 500, 1000, 2000, 3000, 5000],\n", " same_testcases=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Run it:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "logs = xps.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And compare the learning curves:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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mKSmJ+Pj4fPfGOHr0KE8//TQLFy4kJCSE559/nilTpvDkk08yZcoUlixZQu3atfOVZ8yYMYwZM4bMzEwGDBjA2LFjCz1P7o/94sWLadmyJSNGjCj2827YsIGVK1eSnJxM586dGTrUCt3ffvuNjRs30rx580LvxZGVlcWnn37K+vXryczMPO27ysjIYM0aa5qhG2+8kX/84x/06tWLvXv3cskll7BlyxYmT57MtGnT6NmzJ0lJSbhcLmbMmMEll1zCY489RnZ2dr4aV2nwZc2iGxBrjNkFICJzgOFAXlgYY9zv0hIC5E5UNRyYY4xJB/4UkVj7fHqHeaWK4kUNADhVo7j961J52+XLl3PllVcSHBwMwOWXX55ve3h4OC6XizvvvJPLLrssr09g8eLFvPPOO4A1ZXl4eDjx8fH57o2xcuVKNm/enDchYUZGBhde6N10JQ8++CADBgxg2LBhfPXVVx7Ps3XrVpo3b050dDQAN998MzNmzCjyvMOHDycoKIigoCD69+/PqlWriIiIoFu3bjRv3hzIfy8OIO9eHDk5OQwfPhyXy4XL5WLYsGH5zu0eVgsXLsx3L5DExESSkpLo2bMnY8eO5aabbuKqq66iUaNGdO3alTvuuIPMzEyuuOIKOnXq5NV35C1fhkVD4C+313HABQV3EpF7gbFAADDA7diVBY5t6OHY0cBogCZNmnAOkaVScKVU6fL392fVqlUsWrSIuXPnMnXqVBYvXlzo/rk/sGD1W1x88cV8+OGHJXrPt99+mz179jB16tQiz7Nu3TpPhxdJRDy+di/3mXI/R05ODitXrsTlcuXbZ9y4cQwdOpQFCxbQs2dPvvvuO/r06cOyZcv4+uuvGTlyJGPHjuXWW2896/LkKvcObmPMNGNMC+AR4PESHjvDGBNjjImJioryTQGVUsXq06cPn3/+OampqZw8eZIvv/wy3/akpCROnDjBpZdeyosvvsj69esBGDhwINOnTwcgOzubEydOnHbu7t278/PPPxMbGwtAcnIy27dvB6BGjRqcPHnytGPWrl3L5MmTee+99/Dz8yvyPG3atGH37t3s3LkTwKtQ+uKLL0hLS+PYsWMsXbqUrl27nrZPYffi6NmzJ19++SVpaWkkJSXx1VdfFfo+gwYN4n//+1/e69xg27lzJx06dOCRRx6ha9eubN26lT179lC3bl3uuusuRo0axW+//Vbs5ygJX9Ys9gGN3V43stcVZg4w/QyPVUqVoy5dujBixAjOO+886tSpc9qP58mTJxk+fDhpaWkYY5gyZQoAL7/8MqNHj+bNN9/E4XAwffp06tevn+/YqKgo3n77bW644QbS09MBePrpp2nVqhWjR49m8ODBNGjQgCVLluQdM3XqVI4fP07//v0BiImJYebMmYWeZ8aMGQwdOpTg4GB69+7tMYDcdezYkf79+3P06FGeeOIJGjRokBdg7t+Jp3txgNVM17FjR+rWrUuHDh0IDw/3+D6vvPIK9957Lx07diQrK4s+ffrw2muv8dJLL7FkyZK8W8oOGTKEOXPm8MILL+B0OgkNDc1r3istPrufhYj4A9uBgVg/9KuBG40xm9z2iTbG7LCXhwHjjTExItIO+ACrn6IBsAiILqqDu6j7WVw3o5PH9UXR+1moyuJM7mehztyECRMIDQ3loYceOuNzJCUlERoaSkpKCn369GHGjBl06dKlFEvpWYW8n4UxJktE7gO+w7p0dpYxZpOITATWGGPmA/eJyEVAJhAP3GYfu0lEPsbqDM8C7tUroZRSVcXo0aPZvHkzaWlp3HbbbWUSFGfLp+MsjDELgAUF1j3ptvxgEcc+Azzju9IVTacIUap6e+utt3j55ZfzrevZsyfTpk0763Pn3m+8MqkWc0MppVRJ3X777dx+++3lXYwKo9yvhlJKKVXxaVgopZQqloaFUtXQ7d/ezu3fahOL8p6GhVLqrCQkJPDqq6+WdzGUj2lYKKXOSmFhUdGm2FZnR8NCKXVWxo0bx86dO+nUqRNdu3ald+/eXH755bRt2xaA9957j27dutGpUyfuvvtusrOtIVPff/89F154IV26dOHaa68lKSmpPD+GKoZeOqtUFfL8qufZenxrsfvl7uNNv0Wbmm14pNsjhW6fNGkSGzduZN26dSxdupShQ4fmTdO9ZcsWPvroI37++WecTif33HMP77//Ppdeemmh046riqlKhYUYo1UlpcqZ+zTdixYtYu3atXlzRaWmplKnTp2zmnZclY+qExbZmbx66C8+rqHTlKvqq6gagLvcGsVbg98q9TIUnF78tttu47nnnsu3z5dffnlG046r8lN1/hB3OEkXP3qnarunUmWpsGnCwZqCfO7cuRw+fBiA48ePs2fPniKnHVcVU9WpWQDLg0MYcTIBTsRBeKPyLo5S1UKtWrXo2bMn7du3JygoiLp16+Zta9u2LU8//TSDBg0iJycHp9PJtGnT6N69e6HThauKqWqFRVCoFRZ/zIVefy/v4ihVbRQ1Md6IESM83td6wIABrF692pfFUqWoSoXFYX8nW52BtNnwsYaFUkXwRV+FqtqqTp+F7afgUDi8CQ5uLO+iKKVUlVHlwmKFKwT8/GHDR+VdFKXKjK/ueKmqjrP9N1LlwuKkwwEtL7b6LXL05nqq6nO5XBw7dkwDQxXKGMOxY8dwuVxnfI4q1WeRp+N1sP0b2P0TnNO3vEtTYr68Bl5VPY0aNSIuLo4jR46Ud1FUBeZyuWjU6MyvEq2aYdF6CATUgA0fV8qwUKoknE5n3ohppXzFp81QIjJYRLaJSKyIjPOwfayIbBaRDSKySESaum3LFpF19mN+id7YGQRth8PmLyAztRQ+iVJKVW8+CwsRcQDTgCFAW+AGEWlbYLffgRhjTEdgLvAft22pxphO9uPyEheg43WQcRK2fXNmH0AppVQeX9YsugGxxphdxpgMYA4w3H0HY8wSY0yK/XIlUHrDrpv1ghr1raYopZRSZ8WXYdEQ+MvtdZy9rjB3Au7VAJeIrBGRlSJyRYnf3c8BHa6B2B+oka1XRSml1NmoEJfOisjNQAzwgtvqpsaYGOBG4CURaeHhuNF2oKzxeCVIxxGQk0X3tGQflVwppaoHX4bFPqCx2+tG9rp8ROQi4DHgcmNMeu56Y8w++3kXsBToXPBYY8wMY0yMMSYmKirq9BLUbQ912tI7RWeiVUqps+HLsFgNRItIcxEJAK4H8l3VJCKdgdexguKw2/pIEQm0l2sDPYHNJS6BCHS8jjaZ6dTJyjzzT1LGNh9IZPOBxPIuhlJK5fFZWBhjsoD7gO+ALcDHxphNIjJRRHKvbnoBCAU+KXCJ7LnAGhFZDywBJhljSh4WAB2uBdD7XCil1Fnw6aA8Y8wCYEGBdU+6LV9UyHG/AB1KpRDhjdgc4OLCVO23UEqpM1UhOrh9bZUrmCZZmXB8V3kXRSmlKqVqERarXcHWwtYFRe+olFLKo2oRFkf8nezxd8I2DQullDoTVXMiQQ/WuIJpuncFpByH4JrlXZwiNc3cWd5FUEqpfKpFzQJgjSsETA5s/668i6KUUpVOtQmLXc4Aa66obV+Xd1GUUqrSqTZhYUSs+1zELobMtPIujlJKVSrVJiwAaD0UMpPhz2XlXRKllKpUqkxYZJks9vvnkCxF3Ie4eW8ICNWmKKWUKqEqExYOcZDkZ0hwFBEW/oHQcqB1Q6ScnLIrnFJKVXJVJiwEISxbOOlnOJF+ovAdWw+FpEOw/7eyK5xSSlVyVSYsAMJzBCPw3e4iLo+NvhjEoQP0lFKqBKpUWLgMBObAF7FfFL5TcE1o2kOn/lBKqRKoUmEhCOE5woajG9iVUMSkga0vhSNbdGJBpZTyUpUKC4DwbMEhDr7YWUTtos2l1rPWLpRSyitVLiz8EXo37M1XO78iOyfb806RzaBOO+uqKKWUUsWqcmEBMLzlcA6nHmbFgRWF79R6COz9xZpYUCmlVJGqZFj0bdSXiMCIoju621yqEwsqpZSXigwLEXGIyJKyKkxpcTqcXNr8UhbvXVz4mIv6nXViQaWU8lKRYWGMyQZyRCS8jMpTaoa3HE5GTkbhYy78/HRiQaWU8pI3zVBJwB8i8qaIvJL78ObkIjJYRLaJSKyIjPOwfayIbBaRDSKySESaum27TUR22I/bvP9IlnNrnkt0ZHTRV0W1vlQnFlRKKS94ExbzgCeAZcBat0eRRMQBTAOGAG2BG0SkbYHdfgdijDEdgbnAf+xjawLjgQuAbsB4EYn05gO5vT/DWwxnw5ENpBc2uWDzPjqxoFJKeaHYsDDGzAY+5FRIfGCvK043INYYs8sYkwHMAYYXOPcSY0yK/XIl0MhevgT4wRhz3BgTD/wADPbmA7kbes5QHOLghF8hYaETCyqllFeKDQsR6QfswKolvApsF5E+Xpy7IfCX2+s4e11h7gRyBz6U9FiPagfVpnfD3pxwGAyFBIZOLKiUUsXyphnqv8AgY0xfY0wfrL/6XyzNQojIzUAM8EIJjxstImtEZM2RI0c87jO85XCyBJKlkJPoxIJKKVUsb8LCaYzZlvvCGLMdcHpx3D6gsdvrRva6fETkIuAx4HJjTHpJjjXGzDDGxBhjYqKiojwWom+jvjgMHHfkkGM8NDXpxIJKKVUsb8JijYjMFJF+9uMNYI0Xx60GokWkuYgEANcD8913EJHOwOtYQXHYbdN3wCARibQ7tgfZ60rM6XBSK1tIdsDU36d63kknFlRKqSJ5ExZ/AzYDD9iPzfa6IhljsoD7sH7ktwAfG2M2ichEEbnc3u0FIBT4RETWich8+9jjwL+xAmc1MNFed0ZqZgsR2cIbf7zBZzs+O30HnVhQKaWK5F/URvvy11nGmJuAKSU9uTFmAbCgwLon3ZYvKuLYWcCskr6nJ4JQLwvaNr6QiSsmUj+0Pt3rdz+1g/vEgj3uK423VEqpKsWbEdxN7WakSk0QJvedTLPwZoxdMpadCTvz76ATCyqlVKG8aYbaBfwsIk/YI67HishYXxfsTJxMa0pWTmCh22sE1ODVga8S6B/IPQvv4Wjq0VMbdWJBpZQqlDdhsRP4yt63htujQsnMzmHL/juJOz6oyP3qh9Zn6sCpxKfHc/+i+0nNSrU36MSCSilVmGJnnQVqGGOeKvgoo/J5zenwo27YrxxO7MZve+OL3LddrXY83/t5Nh3bxKPLH7VukqQTCyqlVKG86bPoWUZlOWuNai7E6TjJ/837g8zsoqfv6N+kP490e4RFexfx4lp7jKFOLKiUUh4VeTWULfeS1k+A5NyVxph5PivVGXL4pdOs9pdsPXgzM5f/yd/6tShy/5vOvYm9iXuZvXk2jWs0ZkTLK3RiQaWU8sCbsHABx4ABbusM1my0FU5kyBYGta3Ly4u2M7RDfZrUCi5y/391/Rf7k/bz7KpnqR9anz72xIJSIwgjhc0RopRS1Ys3s87e7uFxR1kU7kw9Nbwd/n5+PPb5HxhTyASCNoefg+f7PE/ryNY8/OPDbG18PiQd4pzMjDIqrVJKVXzezDrbyr4x0Ub7dUcRedz3RTtz9cODeGhQK5bvOMr89fuL3T/YGczUgVMJCwzj3r++4KC/k65pycUep5RS1YU3l86+ATwKZAIYYzZgzfNUod1yYTPOaxzBxC83k5UdVOz+dYLrMHXAVJKzUrivURPapqeWQSmVUqpy8CYsgo0xqwqsy/JFYUqTw0947soOJKRm8tdx7+6b1Lpma/7b97/EShav1AynTlamj0uplFKVgzdhcVREWmB1aiMi1wAHfFqqUtK2QRijejXnyMkYElObeXVMz4Y9eey8+1geHMRR/ywOHFzv20KqfEa8voIRr68o72IopQrwJizuxZpGvI2I7AP+DozxaalK0YMXRRPgf5ydh69j91Hv+iGu7TSabilZ7Hb6c/U3N/P9pvd9XEqllKrYvLkaapc9O2wU0MYY08sYs8f3RSsdwQH+tKr7Hsb4c8MbK70OjJOOQC5IyaZZVjb/XDOJ8YseJCUzpfgDlVKqCvKmZgFMo55vAAAgAElEQVSAMSbZGHPSl4XxleDAQ7SpP4u0zOwSBcYBp4vZl81hVEoWn/21iBGfX8GWY1t8XFqllKp4vA6Lyi448CDvj+qeFxh7jnkXGM76HXnwuq9446SQcnIfN319I+9sesfzLVqVUqqKqjZhAVaHd25gXD/D+8CgVgsuuPVb5qYG0TMlmRfWvMA9iwpMca6UUlWYV2EhIj1E5EYRuTX34euC+coZB0Z4QyJHfssr1OGxYydYs/9Xrpl/DT/v+9m3BVZKqQrAmxHc7wKTgV5AV/sR4+Ny+VRuYKSWNDBCaiO3fcX14efyYVwckQhjFo7hhdUvkJGt04Mopaoub2oWMUBPY8w9xpj77ccDvi6Yr7VtEMYHdmDcUJLACIqAW+YR3bgXH279nesj2vPO5ne4ecHN/HniT98WWimlyok3YbERqHcmJxeRwSKyTURiRWSch+19ROQ3EcmyB/u5b8sWkXX2Y/6ZvH9xcgMjpaSBERACN8zB1eYyHvt9Aa9E9eVA8gFGfDWCeTvmFTt5oVJKVTbehEVtYLOIfCci83MfxR1k32VvGjAEaAvcICJtC+y2FxgJfODhFKnGmE7243IvynlGCgbG3mNejqXwD4Rr3obzbqT/qneZG9aVjrU7MP6X8Ty87GESMxJ9VWSllCpz3oTFBOAK4Fngv26P4nQDYu1BfRnAHGC4+w7GmN32xITleh2q1YdxASmZ2Vw/Y4X3geHwh+HToNvd1F31Jq+nBfFg5wdYtGcR18y/ht8P/+7bgiulVBnxZgT3j54eXpy7IfCX2+s4e523XCKyRkRWisgVnnYQkdH2PmuOHDlSglOfrl2D8HyBkZYZ6d2Bfn4w5Hno8zCO399l1LZfeGfQmzjEwchvRzJ93XSycir8vItKKVUkb66G6i4iq0UkSUQy7L6EsmhjaWqMiQFuBF6yJzPMxxgzwxgTY4yJiYqKOus3dA+MrftHeT35ICIw4HG4+N+waR4dFj3HJ0PeYWjzoby6/lXu/O5ODiRVirkXVTnSSRRVReZNM9RU4AZgBxAEjMLqiyjOPqCx2+tG9jqvGGP22c+7gKVAZ2+PPRu5gWHwY+uBu7hp5krW7jnu3cE9H4DLXoIdPxD60W0823Ucz/V+jm3x27j6y6v5fvf3vi28Ukr5iFeD8owxsYDDGJNtjHkL8OYGEauBaBFpLiIBWDdM8uqqJhGJFJFAe7k20BPY7M2xpaFdg3DOa/xfmtT8mm0HT3L19BXcOmsVv++NL/7gmNvh6pnw16/wzuVcVvdCPrnsE5qFNeOfP/6TCb9M0AkJlVKVjjdhkWL/2K8Tkf+IyD+8Oc4YkwXcB3wHbAE+NsZsEpGJInI5gIh0FZE44FrgdRHZZB9+LrBGRNYDS4BJxpgyCwsAP78s6kX8wrJ/9efRIW34Iy6BK1/9hTveXs0fcSeKPrjDNTDifTi0Gd6+lMb4M3vIbEZ1GMW8HfMY8dUInZBQKVWpeBMWt9j73QckYzUtXe3NyY0xC4wxrYwxLYwxz9jrnjTGzLeXVxtjGhljQowxtYwx7ez1vxhjOhhjzrOf3zyTD1caggP8ubtvC5Y/MoCHL2nN2j3xDJv6E6Nmr2HT/iJCo/VguHkunIiDWZfgTIjjwS4P8sagN0jJTOGmBTfphIRKqUrDmxrCHkCA+saYp4wxY+1mqWolNNCfe/u35KdH+jP24lb8+ucxhr7yE2PeXcvWg4X09zfvA7fOh7QT8NYQOLyVC+pfwKeXf0qvhr10QkKlVKXhzdVQw4B1wLf2606+GlFdGdRwOXlgYDQ/PTLAeo49yuCXlnPvB7+x45CH2300Oh9u/wZMjhUY+38nwhXBy/1f5vELHmfNwTU6IaFSqsLzdlBeNyABwBizDmjuwzJVCuFBTsZe3IqfHunPff1bsnTrYQa9tIwH5/zOziNJ+Xeu29YKjIBQeHsY7P4ZEWFEmxF8OPRDIl2ROiGhbXfAZHYHTC7vYiilCvAmLDKNMQUb53XyI1tEcAAPXdKa5Y8M4O4+Lfh+0yEunvIjYz9el/+OfLVawB3fQlh9eO8q2PEDANGR0Xw49EOub3193oSE6aJfr1KqYvEmLDaJyI2AQ0SiReR/wC8+LlelUzMkgHFD2rD8kf7c2as5X284wMApP/Kvuev567h9qWx4Q6uGUbsVfHgDbPoMAJe/i8e6P8Yr/V/hQPIB/nTmcNwvh8zszHL8REopdYo3YXE/0A5IBz4EEoG/+7JQlVnt0EAeG9qW5f/qz60XNuXzdfvpP3kpj877g30JqRBSG277EhqeD3PvgN/ezTu2f5P+zB02lyADh5yGoZ8N5eNtH2toKKXKnTdXQ6UYYx4zxnS1p9Z4zBiTVhaFq8zqhLkYP6wdyx7uz40XNOHTtXH0e2EJj3/+BwcyAuGWeXBOP5h/H6x4Ne+4uiF1aZLpR+MMP6KCo/j3yn9z6WeX8tHWj6p9f4ZSqvz4F7ahuCuefDlteFVSL9zFxOHtubtvC6YtieWj1X/x8eo4brygCfcMfZs6P9wH3z0K6YnQ9xEQQRBCDbw35D1W7F/B9PXTefrXp3njjze4s8OdXBV9FYGOwPL+aEqpaqTQsAAuxJo19kPgV6yxFuoMNYwI4tkrO/A3OzTeXbmHD1ft5ZYLHuahdsG4lj4HaYlwyTN5x4gIPRr24MIGF7LywEqmr5/Os78+y8w/ZnJH+zu4ptU1GhpKqTJRVFjUAy7GmkTwRuBr4ENjzKYijlHFaFwzmElXd+Rv/Vrwv8WxzPrlL973v5x3GuTQdeU0SE9EjMHIqWwWES5scCHd63fn14O/Mn3ddCatmsSsP2ZxR4c7uDr6alz+rnL8VEqpqq7QPgt70sBvjTG3Ad2BWGCpiNxXZqWrwprWCmHyteexcGxfBrdvyHV7h/OquRp+f5f7jx/H4eHWrCJC9/rdeXvw27w56E2ahDVh0qpJDJk3hHc3v0talnYlKaV8o8gObhEJFJGrgPeAe4FXgM/KomDVxTlRobw4ohM//KMvW9rczzNZN9ErPZFHDqazfuViMrJOnztKROhWvxtvDX6LWZfMonl4c/6z+j8M/nQwszfNJjUrtRw+iVKqKiuqg/sdoD2wAHjKGLOxzEpVDbWsU4P/3dCZbQef54nXT/D3nB+p9e2V/PBNN5Y1HkObDjH0a12HhhFB+Y7rWq8rXet1Zc3BNby2/jUmr5nMrI2zuKP9HVzb6lqCncHl9ImUUlVJUTWLm4Fo4EHgFxFJtB8ny+hOedVS63o12FZ/Ew/UrcfOdvfT27GRCXGjcH55P9dO+phBL/7Icwu28MvOo/lqHTH1Yph5yUxmD55Nq8hWTF4zmSHzhvDWxrf0/hlKqbNWaM3CGOPVjZGUb2T6Z9Hi2qch+e+Y5f/l2lUzudr5C99nX8aEnwfz+rIahAb607NlLfq1rkO/1lHUDw+iS90uvDHoDX4//DvT101nytopvLXxLW5rdxs3tLlBaxpKqTNS1NVQqiIIqY0Mfg6634Pjx0kMWfcBg0O+Z2fLO3hXhvFD7Am+23QIgDb1auQFx/lNz2PGoBmsO7yO19a/xku/vcTbm97OC40QZ0g5fzClVGWiYVFZRDSG4dOgxwPI4qdpufl/PBX8ARP6/ZPYJtexODaRpduOMHP5Ll77cSc1Av3pFV2bfq2jeOqClziYvo3X1r/Gy7+9bIVGWys0QgNCy/uT5dM0c2d5F0Ep5YGGRWUT1RpGvAv71sKiich3/0d02KtE93+Uu++8npOZhp9jj/Hj9sMs2XqEbzYeBODc+mH0b/0gfTvdzI+H3+eV31/h7U1vc2vbW7nx3BupEVCjnD+YUqoi07CorBqeD7d+AbuWwsKn4It74edXqDHgcQa3G8bg9vUwxrDt0EmWbD3C0m2HeX3ZLrJzDDVcw+nccgBJAd8wdd1UZm+ezS1tb+Hmc2/W0FBKeaRhUdmd0w/u6gtbvoTF/4aPb7GCZOCTyDn9aFMvjDb1wvhbvxYkpmXy846jLN12hCXbHBw+eRV+rm4ENVrGq+te5e2N73Br21u4pd3NhAWEle/nUkpVKD694klEBovINhGJFZFxHrb3EZHfRCRLRK4psO02EdlhP27zZTkrPRFoezn8bYXVr3HyELwz3HrsW5u3W5jLyZAO9Xn+mo78+n8DWfBAbx7qN5BmWfeRuvsBTsQ34bUN0+nz4cXcu+A5dh07Uo4fSqnqYcTrKxjx+oryLkaxfFazEBEHMA1rfqk4YLWIzDfGbHbbbS8wEniowLE1gfFADNZd+dbax8b7qrxVgsMfOt8M7a+BNbNg+WR4YwCcezkMeAKiWuXtKiK0bRBG2wZh3NOvJSdSY/hpx2XM37KalfFzWHbkA3784lMisgYwtMl1DDq3BZ0aR+Dw0/kklaqOfNkM1Q2INcbsAhCROcBwIC8sjDG77W0F57S4BPjBGHPc3v4DMBhrBlxVHKcLLrzHCo6Vr8Iv/4OtX0GnG6HvOOvKqgLCg5wM7VifoR0vJydnGN9sX8uMDTPYlfoN7+9fzFubehCU2p++LZrRr3UUfVpFUTtUZ7xVqrrwZVg0xJriPFcccMFZHNuw4E4iMhoYDdCkSRPOIfLMSlpVucKg3zjoOgqW/xdWz4QNn1ive4+17trngZ+fMLRNDEPbxLA9fjtTf5vOEsdChBUsO9qLLzdeCDkhdGwYnjeuo2MjrXUoVZVV6g5uY8wMYAZATEyMgaxyLlEFFVIb7IF9LJ0Ev06H396BHvfBhfdCYOFXQLWKbMUrA19kR/wOXt/wOt/v/p5akT/TJngwiQd78L/FJ3h50Q4ig530bRVFv9Z16NMqipohAWX4AZVSvubLsNgHuLd3NLLXeXtsvwLHLi2VUlVnEY3himnQ8wHryqmlz8GqGdDnYYi5A/wLb1aKjoxmct/JxHaMZcaGGXy7+3Nc4d8yqvO1NHMOZc3ODH7cfoTP1+1HBM5rFEG/1lH0b12HDg3D8dNaR7F2B0y2lz4t13Io5Ykvw2I1EC0izbF+/K/HuomSN74DnhWR3HalQcCjpV/EaiqqNYx4D+LWwqKn4NtxsGKa1WTV8Xqro7wQLSNb8p++/2HMeWN4fcPrzNn+Li7/TxjRegTfXnYb+4/725fmHublRTt4aeEOaoUE0LdVFH1bR9EnOopIrXUoVen4LCyMMVn2jZK+AxzALGPMJhGZCKwxxswXka5Y98eIBIaJyFPGmHbGmOMi8m+swAGYmNvZrUpRo/Phtvmwc4kVGvbAPgY+AW0usy7JLcQ5EefwfJ/nufu8u5mxYQbvbH6HOVvncF3r67i95+08eFE0x5MzWL7jCEu2Hmbp9iPM+30ffgKdGkfQr3Ud+reuQ7sGYVrrUKoS8GmfhTFmAdb9MNzXPem2vBqricnTsbOAWb4sn7K16G8N7ssd2PfRzfbAvvFwTt8iDz0n/Bwm9Z7E3R3v5o0Nb/Delvf4aNtHXNvqWu5ofwfDOzVkeKeGZOcYNsQlsHTbEZZuP8KLC7cz5Yft1A4NoG8rq5O8T3RUmXxcpVTJVeoOblWKcgf2tb4U1n9odYS/c7kVIgPHQ8MuRR7ePLw5z/Z+Nq+m8eHWD/lk+ydc2+pabm9/O3WC69C5SSSdm0Tyj4tbcSwpnWU7jrBk6xEWbT3Ep7/F4ScQHHAXoa6/ePOnP6kf7qJumIv64S7q1AjE31G1Z83XSRRVRaZhofJz+EOXW6DDtbDmTeuS2zf6exzY50nTsKY80+sZ7u54KjQ+3vYx17S6hjva30HdkLoA1AoN5MrOjbiycyOycwzr/krgx22HefPnOA4lduffX23Od14/gdqhgfkCpF54EPXCA6kXFkS9cBf1wlwEBTh89tUoVZ1pWCjPnC7rstrOt1id3yum2gP7brI6wsM9th7maRLWhKd7PW01T/3xBh9t+4i52+dyVfRV3NnhTuqF1Mvb1+EnnN80kvObRrJy9wiMgRk3r+JgYhoHT6Rx4ESavZzKwcR0dh9LZsWuY5xMO/1S6fAgpx0kVnjUC3e5BUwQ9cJchAX5I0X0xyhVlirLVXAaFqporjDo/yh0u8ttYN/H1uteYyGkVpGHNw5rzMSeExndcTQz/5jJ3O1z+XTHp1wVfRWjOozKFxq5RCAyJIDIkADOrV/4hIbJ6VkcTEzjUL5AsZYPJaaxcV8iR5PSTzsuyOnIV0OpawdKbrjUC3dROyRQO96VcqNhobyTN7Dvb7D0eWsakbWzocf91tQiRQzsA2hUoxETekzgro538caGN/h0+6dWaLS0QqN+aP2SFynQnxZRobSIKvwGThlZORw+aYVIbpgcPJHGAXv51z+Pcygxjawck+84fz+hblj+GkrBmkrdMBcB/lW7H0WpXBoWqmQimlgD+3rcbw/se9Ye2PdQsQP7ABqGNmRCjwl5NY15sfOYFzuPK1pewV0d7ir14gb4+9EoMphGkYXfezwnx3AsOcOulaRyKDF/TWXLgUQWbz1Mamb2acfWDg2wg8TqP6kfHuTWp2IFTEig/m+mKj/9V6zOTJ02cP37ELemwMC+R+G868Gv6I7mBqENePLCJ7mrw128ufFN5u2Yx+c7PifUP4eIbCE1K5Ug/6Ay+Sh+fkJUjUCiagTSoVG4x32MMSSmZZ0KkhOpHDyRzsHEVA6eSCMuPoU1e46TkJJ52rE1XP75aiXW8qnO+frhLiKCnb7+mEqdFQ0LdXYaxcBtX1oD+xZOgC/ugV9egQGPFzuwD6B+aH0e7/44ozqMYuYfM/l460ckOAwXvH8BjWo0omVEy1OPyJY0C2tGgKPsR4CLCOFBTsKDnLSqW3iTW1pmdv4mr7x+FKtzfvuhIxw5mU6BVi8C/f2AsTgdSYyavZqI4AAig532cwA1Q04t567XJjBVljQsVOnIG9g3Hxa5Dey7aAI071Ps4fVC6vF498dZu+ETUv1geMwYdiTsYGfCTpbFLSPbWE1ADnHQNKwpLSJaEB0RTYuIFrSMbEmTGk3w9yv/f84up4NmtUNoVjuk0H2ysnM4kpRudcS7dch/svZ3snJC2J+Qxqb9icSnZJCWWXD2/lNCAhxWgIQ47RBxDxgnkSEBp5aDrQsGQgIceiWYOiPl/3+XqjpEoO1waD3UHtj3HMweBuf0h4FPFjuwD8CJ4MyBv3X6W966jOwMdifuJjY+ltgE67Ht+DYW7lmIwfoT3ennpHl483whEh0RTcMaDfGTivUXuL/Dj/rhQdQPz9/M9nvcDQB8PPrBvHVpmdnEp2QQn5xJQkoG8SmZ9mtr2VpnLf91PIX4lExOpJ7eFJbL6ZACtRYrSNwDpmDohAc5q/yAyPJUWQZjalio0uc+sG/1zFMD+9oOtwb21Y4u0ekCHAG0imxFq8j8AwJTs1L588SfeQESGx/L+sPr+ebPb/L2cTlcnBNxTv7mrIiW1AupVyn+wnY5HR6DpShZ2TmcSM10CxMrYHKXE+zwOZ6SwZ9Hk/ktJYGElAwys02h5wxz+ecLEveAiQhxX+ekpr2fy6kDJKsSDQvlO06Xdc+MLrdag/pWTIMt9h37vBjYV5wg/yDa1mpL21pt861PzkxmZ8LOfCGycv9K5u+cn7dPiDMkf1OWHSK1g2pXihApir/Dj1qhgdQqwZ0MjTEkZ2QTn5xBQm7t5bQajLX+aFIGOw4nkZCSSVJ64feQcTn98tda7DDJbRI7bV1wADVc/jq+pYLSsFC+5wqD/v8HXe2BfWveLNHAvpIKcYbQMaojHaM65lt/Iv1E/hBJiGXx3sV8uuPUyNnwwHBahLcgOjJ/iES6qvZdGEWE0EB/QgP9aVzT++MysnI81l6s5UyOJ59at+VgIgl28BTs4M/l8LMuJPDUPHYqVKwmspr2uogg7ewvCxoWquyERsGQSdYgvqWTSjyw72yFB4bTpW4XutTN33dyLPUYOxN25nWoxybEsuDPBZzMOJm3Ty1XrbwrstxrJDUCfFvmii7A3486YS7qhLm8PiYnx3AyLYv4lAyO5wZM8qmAcX+Oi09h4z5rOT2r8M7+0ED/vDBxD5XcpjP32kuEvV47+0tGw0KVvYgmcMWr0OOBAgP7HsbfGLLK+H/gWkG1qBVUi271u+WtM8ZwOOXwaSEyb8c8UrNS8/arG1yXlpEtaRluBUnLiJacE34Owc7CBwFWd35+Qniwk/BgJ80o/KqxglIzsvOax041lWXaTWX51+09nkJ8cgaJHuYPyxXg8CM82EnNfM1jziIvWw4Pclbbe81rWKjy4z6wb+EE+PYRXnL4szwoFFa9ASFREFoHQupY0424wosdt1FaRIS6IXWpG1KXHg175K3PMTkcSD5ghUj8qRCZc3AO6dmn5qFqGNow36W9LSNa0jy8OYEO7/sRVH5BAQ6CAoJoEFGyzv6EVLc+l+T8oZJ3NVlyJjuPJBG/x1pXcPqXXCIQ5nKedjVZbh9MwbEwuZc1V4XOfg0LVf5yB/btWkLCnOu5MikBFjx0+n6OQDtAoqznkDoelutYr4NrFjuK/Ez4iR8NQxvSMLQhfRqdGj+SnZNNXFJcXod6bp/IT/t/IisnK+/YJjWa0DKi5akQCW9J0/CmOP10BLcv+Dv8qB0aSO0SdvYnpWd5rL24d/YnpGRwJCmd7YeSiE/JICXj9OlgcgU5HfkCxD1oDp7oQWjgX6XxcX1Kw0JVDCLQYgCPRzXAzxjm3Pg9JB+B5MOQZD8nHzm1nHQIDm601uV4GFcgfhBc2y1c6uRfDrVrK7nr/c9uVLjDzxos2DSsKQObDMxbn5mTyd7EvaeasuwgWfzXYnKM1Qbv7+dPs7BmHPbPwd/AlLVTCPALIMARgNPPmfecu5y33i8Ap8Ntvf3a03qHD4KzqhIRaric1HA5aVzT++bE9KzsUwGTfPply8eTT9VkDiRYgy4TUjMxZij1I5b67gOVEg0LVeHkiECNutajOMZAWoJbiByG5KOnLx//1VrOTPZ8Hle4W4hEuTWBeVgOLHyW24Kcfk5aRLSgRUSLfOvTs9PZfWJ3vst798THkg28v/l9MnIyvH4Pb/iJn+dwyQ2j3PVuIeUePB7XFwivQte7BV7BUPP3qzr3Fgn0d1A3zEHdEnb2X/N6D6DwMS4VhYaFqtxEICjSehRzFz8AMpLtEDli11Q8LB/ebC2nJXg+hzO46DBxXw6K9NjPEugIpHXN1rSu2Tpv3XUzOgHw8ei1GGPIMllkZmeSmZNJRnYGGTkZZGZn5j17Wp+RnUFWTtap9bn75K6398ldn5mTme/YlKwUEtITrPVux7q/zp16pbQUDC+nw5mv9lRUePn7+Z8WQKetdwsvfz//02ptBUM097ksRv77+Qn+jtTid6wAfBoWIjIYeBlwADONMZMKbA8E3gHOB44BI4wxu0WkGbAF2GbvutIYM6a499vjbFHcLqq6CwiBms2tR3GyMk4FSWHBkrDX6qBPOQrGw6Wdfk47OGrn76zPXXbrc/EzxqpVYTWFOMVZIfsysnOyreAoGE65IeQWSO7h5nF9IYHkHoRZ2VbIJWUmFRpyuceWJn/x9xgiZ9skWLA2d9LPEFDxKxa+CwsRcQDTgIuBOGC1iMw3xrjfXPlOIN4Y01JErgeeB0bY23YaYzr5qnxKFcs/AMIbWo/i5GRDarwdInbzV96yW1/L4a3Wc/bpzUwfAGki8EJL8A+yRsD7u8AZdIbPrlPncQafvo8j4IyuLnP4OXD4OXDhfXNLWTDGeKwRFVUTKzbMvAi59Kz0YmtspqhmJifUyqr4TXG+rFl0A2KNMbsARGQOMBxwD4vhwAR7eS4wVapKA6aqXvwcdod5baBt0fsaA+mJdoCc6mv5dNnTBJschra5DLLSIDM1/3NqvP06DbJSTz3nFD6WoGhSssApjWc/3zXtiEjeX/shTu/Hb/iaMYZsk31a7Sn39di51+BfnWsWQEPA/XqwOOCCwvYxxmSJyAkgd+6H5iLyO5AIPG6MWV7wDURkNDAaoEmTJtSjael+AqV8QcTqUHeFQ+2Weas/WTcNgKHDXirZ+bKz8odHsc+ppweRp31Tjnpen336fc295giwg8jbgDmbmlUQOMq/GU9E8Bf/QqfQDzKV4+/jitrBfQBoYow5JiLnA5+LSDtjTKL7TsaYGcAMgJiYmEqQzUr5gMMfHDV8Pl1KnpwcK2A81X4KfU4pJsTSIC0Rsg57PseZXi0kjiJqS0Fn17Tn6dk/sMwGjpY1X4bFPqCx2+tG9jpP+8SJiD8QDhwzxhggHcAYs1ZEdgKtgDU+LK9Syht+fhAQbD3KgjFWH4/XweRWW8pMKXofXzTtFRsq+UPophPH2RhYsfp/PPFlWKwGokWkOVYoXA/cWGCf+cBtwArgGmCxMcaISBRw3BiTLSLnANHAruLesFmGh1G/SqnKTcT6i92/DKdKKXHTnqemPk9Ne8dOWz8kLZGcSlAZ8VlY2H0Q9wHfYV06O8sYs0lEJgJrjDHzgTeBd0UkFjiOFSgAfYCJIpIJ5ABjjDHHfVVWpZTKpwyb9m6e0QmM4Uqfv9PZ8WmfhTFmAbCgwLon3ZbTgGs9HPcp8GnB9UopVSVVgn6OitrBXap0sJ5SSp2dahEW2pehlFJnp0qFxUd3X1jeRVBKqSpJb1yrlFKqWBoWSimliqVhoZRSqlgaFkoppYpVpTq4C6Md30opdXa0ZqGUUqpYGhZKKaWKpWGhlFKqWNWiz0KpymD80dDyLoJShdKwUEqpclRZ/kjQsFAVSmX5H0ep6kbDohD6o6WUKgvt6oeXdxG8omGhVAUxsdYLAHxUzuVQZez2r8u7BF7RsFAViv5gKlUx6aWzSimliqVhoZRSqljaDFUIbQ5RSqlTfFqzEJHBIrJNRGJFZJyH7YEi8pG9/VcRaea27VF7/TYRucSX5VQVx0d3X6gTPypVAfmsZiEiDmAacDEQB6wWkfnGmL2QckAAAAvySURBVM1uu90JxBtjWorI9cDzwAgRaQtcD7QDGgALRaSVMSbbV+UtqDx/sPY4W5Tbe6vyoyGpKjJf1iy6AbHGmF3GmAxgDjC8wD7Dgdn28lxgoIiIvX6OMSbdGPMnEGufr1polvEQzTIeKu9iKKVUHl+GRUPgL7fXcfY6j/sYY7KAE0AtL49FREaLyBoRWXPkyJFSLLpSSil3lfpqKGPMDGNMjDEmJioqqryLo5RSVZYvw2If/9/eucdYVV1x+PsJFhUVEKxBQUGLoSQ2aqnvBzZKU2rUVowQrYhEW634aNVCNQa0aUWqpSY2KopWShVNtSC2IuVpUIEBgQGVRxW1ioIvFFutwOofe104M86dw2Nm7ty560tO7j7r7Nfa59yz9t7nnLWha2a/i8vqjCOpNdAO+GA70wZBEARNRGMaiwVAD0ndJX2N9MB6cq04k4FBHu4PzDAzc/kAf1uqO9ADmN+IdQ2CIAjqodHehjKzTZKuBKYCrYBxZrZc0i1AlZlNBh4AxktaDXxIMih4vMeAl4FNwM+a8k2oUhNvxQRB0NxQ6siXP71797aqqqpSVyMIgqCskLTQzHrnxSvrB9xBEARB0xDGIgiCIMgljEUQBEGQSxiLIAiCIJcwFkEQBEEuYSyCIAiCXMJYBEEQBLmEsQiCIAhyaTEf5UlaD7xR6no0IJ2A90tdiRIRulcmoXtpOMTMcj2xthhj0dKQVLU9X1W2REL30L3SKAfdYxoqCIIgyCWMRRAEQZBLGIvmy32lrkAJCd0rk9C9GRPPLIIgCIJcYmQRBEEQ5BLGIgiCIMgljEUTImmcpHWSlmVk+0maJmmV/3ZwuSTdJWm1pKWSjs6kGeTxV0kaVFdZzQlJXSXNlPSypOWSrnZ5Jei+h6T5kpa47iNd3l3SPNdxoi89jC8lPNHl8yR1y+Q13OUrJH2vNBrtOJJaSXpJ0hTfrwjdJa2RVC1psaQql5XvNW9msTXRBpwCHA0sy8huB4Z5eBgwysP9gH8AAo4D5rl8P+A1/+3g4Q6l1i1H787A0R7eB1gJ9KoQ3QXs7eHdgXmu02PAAJffA1zu4SuAezw8AJjo4V7AEqAN0B34F9Cq1PptZxv8HPgLMMX3K0J3YA3QqZasbK/5kjdopW1At1rGYgXQ2cOdgRUevhcYWDseMBC4NyOvEa8cNmAScEal6Q7sBSwCjiV9rdva5ccDUz08FTjew609noDhwPBMXlvjNecN6AJMB74LTHFdKkX3uoxF2V7zMQ1Veg4ws7Uefhc4wMMHAW9l4v3bZcXkZYFPLRxF6mFXhO4+DbMYWAdMI/WMPzazTR4lq8dWHf34BqAjZao7MAa4Adji+x2pHN0NeFbSQkmXuaxsr/nWpSg0qBszM0kt9l1mSXsDfwWuMbNPJG091pJ1N7PNwJGS2gNPAj1LXKUmQdKZwDozWyipT6nrUwJOMrO3JX0dmCbp1ezBcrvmY2RRet6T1BnAf9e5/G2gayZeF5cVkzdrJO1OMhQTzOwJF1eE7gXM7GNgJmnqpb2kQmctq8dWHf14O+ADylP3E4GzJK0BHiVNRf2BytAdM3vbf9eROgnHUMbXfBiL0jMZKLzhMIg0n1+QX+RvSRwHbPDh61Sgr6QO/iZFX5c1W5SGEA8Ar5jZnZlDlaD7/j6iQNKepGc1r5CMRn+PVlv3Qpv0B2ZYmqyeDAzwN4a6Az2A+U2jxc5hZsPNrIuZdSM9sJ5hZhdQAbpLaitpn0KYdK0uo5yv+VI/BKqkDXgEWAt8SZp7HEKak50OrAL+CezncQXcTZrfrgZ6Z/K5BFjt2+BS67Udep9Emr9dCiz2rV+F6P4t4CXXfRlws8sPJd3wVgOPA21cvofvr/bjh2byutHbZAXw/VLrtoPt0Idtb0O1eN1dxyW+LQdudHnZXvPh7iMIgiDIJaahgiAIglzCWARBEAS5hLEIgiAIcgljEQRBEOQSxiIIgiDIJYxFBSLJJN2R2b9O0ogGyvshSf3zY+5yOedJekXSzMYua2eQ9HwD5XOOpF4NkVdTIunvhe9LGrGMXzVm/kFNwlhUJl8AP5LUqdQVyZL5qnd7GAJcamanNVZ9doaCDmZ2QgNleQ7J6+oO16EU+Edlu5lZP0tfrDcmYSyakDAWlckm0pq/19Y+UHtkIGmj//aRNFvSJEmvSbpN0gVKazVUSzosk83pkqokrXT/QAVneqMlLXB//T/J5PucpMnAy3XUZ6Dnv0zSKJfdTPrQ7wFJo2vF7yxpjtIaAssknezyvpJekLRI0uPup6qw5sBIl1dL6unyUz2PxUprMezjN8LRnm+1pPOL6bCj7Sapm6QZ3jbTJR0s6QTgLGC01+MwSUdKetHjPalt6yHMkjRGad2Eq2u1SVultVTmuy5nu/xaSeM8fITrtZekEZLGe3utknRpJq/rM+dwZKbuKyQ9TPrwsKu3ayc/9qpfVyslTZB0uqS5nvcxOXW8WNITkp7x+Le7/DZgT2+XCZ7+aaV1Q5YVzk3QgJT6S8fYmn4DNgL7klwotwOuA0b4sYeA/tm4/tsH+JjkNrkNyT/NSD92NTAmk/4ZUkekB+lL9T2Ay4CbPE4boIq0NkEf4DOgex31PBB4E9if5PRyBnCOH5tF5ivXTJpfsO1r2Vak9TM6AXOAti7/Jdu+pF4DDPXwFcD9Hn4KONHDe3v555K8xrYieQt909vjKzrsRLs9BQzy8CXA34qcj6XAqR6+JZN+FvDHIuf7N8CFHm5PWk+krZ+jOcAP/XwU9B1B+vJ4T2+7t/xc9CV1MuRpp5DWaOlG8ip7XKbMNZ62G6lzcoSnWQiM8zzOzuhZrI4Xk9ZwaEe6jt4Aumbb2MPnAmMz++1K/T9raVuMLCoUM/sEeBi4ageSLTCztWb2BcktwbMurybdFAo8ZmZbzGwV6Y/ek3SjuUjJVfc8ktuDHh5/vpm9Xkd53wFmmdl6Sy6rJ5BuTvXWERis9AzmCDP7lLSYTC9grpc/CDgkk6bg2HBhRo+5wJ2SrgLae/knAY+Y2WYzew+Y7XWsTwfYvnY7nrRAEMB4L6sGktp5XWa76E/UbI+JRcrvCwxz3WeRbroHm9kW0s14PDDbzOZm0kwys/+a2fskX07HeD59Se5LFpHOa+EcvmFmLxYp/3Uzq/bylgPTLd3Rs/rXWUc/Nt3MNpjZ56SRW/bcFagGzpA0StLJZrahSF2CnSRclFc2Y0h/+gczsk349KSk3YCvZY59kQlvyexvoea1VNuHjJF6kkPNrIYTNCXX1Z/tXPW/ipnNkXQK8APgIUl3Ah8B08xsYJFkBT0243qY2W2Snib5sJqr/KU869Nhe9ttVylWBwHnmtmKOo71II00D6wlL3YOf2tm99bIPK1Rsqv611lHScfWSr+ZOtrMzFYqLUXaD/i1pOlmdks9dQp2kBhZVDBm9iFpicshGfEa4NsePou0FOiOcp6k3Xw+/lCS87epwOVKrsqRdLiSN876mA+c6nPfrUirhs2uL4GkQ4D3zGwscD9pGdsXgRMlfcPjtJV0eE4+h3lveBRptNITeA44X+n5y/6kXn1DeT99nuSZFeACLwvgU9JUGt5b/kj+HAb4MTnt4UwFhkppARFJR/lvO+Aukh4dVfMttrOV1g/vSJpKW+D5XKJtz3sOUlqroSGos445fJm5ng4E/mNmfwZGk8570IDEyCK4A7gysz8WmCRpCenZw870+t8k3UT3BX5qZp9Lup805bDIbwjrSW/6FMXM1koaRpoGEfC0mU2qLw3pxna9pC9JPeaLzGy9pIuBRyS18Xg3kebFi3GNpNNIvd/lpPWR/0eaLlpC6mnfYGbvyh+K7yJDgQclXU9qm8EufxQY69Nh/UlTaPdI2os0xTe4rsxqcStpFLnUR4uvA2cCvwfu9l75EGCmpDmeZimp3TsBt5rZO8A7kr4JvOD39I3AhaTe/q5SrI71cZ/HX0SaUh0taQvJq/PlDVCnIEN4nQ2CoAb+vGejmf2u1HUJmg8xDRUEQRDkEiOLIAiCIJcYWQRBEAS5hLEIgiAIcgljEQRBEOQSxiIIgiDIJYxFEARBkMv/AUSsxD3MWSfrAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%pylab inline\n", "\n", "ax = axes()\n", "\n", "for log in xps.logs:\n", " log.plot_learning_curve(ax)\n", " \n", "legend([s.interest_model for s in xps.settings])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It seems that the Tree interest model gives better learning results, but more simulations and more test points would be necesary to see if the results are statistically significant.\n", "\n", "We can display an animation progressively showing the reached hand positions at regular time steps of the simulation, by running the below.\n", "\n", "Note: if you're only visualizing this notebook on nbviewer.ipython.org, you won't be able to see the animation (you will only see the end of the simulation below). To see it, you need to [install Explauto](http://flowersteam.github.io/explauto/installation.html) as well as a recent version of [Ipython Notebook](http://ipython.org/notebook.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/sforesti/.local/lib/python3.5/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['log']\n", "`%matplotlib` prevents importing * from pylab and numpy\n", " \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n" ] }, { "data": { "image/png": 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6ZQjhFgDcijH+3KQg7csA4HBSHwK/80Lo6mK8ELq6T18TY/zQXg9uaGhoaDiXaHqnoaGhoWGRaHqnoaGh4fygN5Msxvj6GOPPTf7/7dDtRN5mX/vLAPDtscNPAcD1ibJpaGhoaGjIQtM7DQ0NDQ2LRNM7DQ0NDecHGzVvFkLYAYAPhu7oV4rb0J2ggXhq8rfXC/d4EQC8CADgUYAnd+iHjz8OcONGtfbCU08B/M7vzP5tfR3gec/Lv9crXwnw5jdP/729DfDe723/5o1vBHjNawAom+/CBYAPmJxa/o53ALz97QBXrwI88kj371e8Yvb7+KzNzdl3efazAe7cmd4HfxcCwHOf293vla8EeNvbund+17vm75vzHm99K8D16/r4aG2oAXyPZzxDbutTT03bd2eQesddH7zhDQDvfOf0b3QMpDZp4+WFNH8B6vdvbpv69LW2jrQ55pl7HrzxjQC/9VvTf9eWNSuIl73sZW+KMZ76l+yrd6jOeeSRR5584oknhmqqH7nr6LTP31rrGMF153nDeX//04rTvo4daHrn6d+vnt5ZNqz5X1OmSff69V+f/u1933f2+y9/eecjIa5dA3jssXKfJuWzaL+htvHWFsC73513j9MEHKP19amfvEzfBsH9rkXIaL4uPH65hprryGO3rYBO66VzYoxVLgC4Ah31+OOFz34QAD6c/Pv/BYD/LnXPJ7tlMb12duIMRqMYDw66/+bi5GT23ngdHeXfK8YYt7dn77O21j1Dw2gkPx9/Mx7HeOlSjOvr3X/H4xgfPuz+zX+zvR3j9euzf7t+ffqshw+79mC7Hj7s3lN6vnRvC/w9tLGgbV9f7/7NcXIS4717dr9x8Pfg48fHOefeXmhjubbWjZuEe/dmv3vv3vR9trd985DfAy+tf4dGjb7m6+jqVX2OeecefteSFQcHs/c6OMhve+mzl4G9vfh8gPfESvJ/WVdtvfPkk0+W9SfKZ22956BkHQ05f4dGzjr2QNKd5wnW++fol6GRkourKDeHxmlex04AwM/GFdAdfa6V0TuriD66UJv/XKYdHJTLMUk+WutO8pVGo3l/7PDQfi7Ks7292XtJ7yD5Qtw2ruG3rhKobqJjtLEx9V/7+jZ9dMp4HOPx8bQtQ8hoTT/z+YnPzfWXLdsg1//mdtvR0Xzfjkbz83YJOq2PzqmlMDYB4P8BgM9VPh8BwF8l/34FdHn95n3ngmQ3bkzfOtew5hNACjDs7eX0+yy0oNPFi7IA45P+0qXZySkFlXCChzA/Oa0gmdRXlsDNEb6acuHCKOW4eBxDSfny9+BBPS0YVROSAMMgmSbQpeAe/9vuri20eJ9tbEyVyu3b3ed9DJYchTIex3jtWl5fS23b3Z29RwjzRsXeXvc7/ndN+HpkRYmj7umfWgEAS4FxxZpyhCf99iRAjBXk/7KuIfROkbNSOyhTIrNqB5oWidqBAc+GzFmG9v6pDaVFIjVfT/N87oNz8N6nPUi2Mnpn0fAE2DVd6PntyUnn40nzn8o0yf/JAb/X8fE8+SCEadu5j7G52X02Hnf/71mv2ka65LNovpBFbEiRGVYd/N0ePJiOydpa18997as+slXzvXPuk/IXLP2skXqoT+Tx9TTbgN9/by8dMNP8XuwTbc4vQactNUgG3elI3w4A/8z4zscAwEsn3/0wAPgZz72f5IKLDliOYS0JHWnS9TXODw7kRSQJ8tSC1ZQNLgS+k8Lf5/r1aX+VMsm2tnzvnFocNFCmLWLNMcTfjEa68pX6GX/HP18EkyyErp8tgf7w4XSuhND9e2tLHwst2EqDJ+NxjPv7s7/DwFmucvEqlNGoE6gbG/Nttvpam99S8PrwcPbfqDC9Bsr9+7Pfu39ffxdvUNDbPzUCAFYAmc/vu3fl9UDnyWTeneYg2VB6p8hZqR2UKWVk1mDeLINp1DcwwAPIjUkmv39qQ2mRSMnFc8CoUoH61LtpW8LAXyJOc5BspfROqaw+OJiysbR7cVvdG2CXdKHnt1zn7ezM6gEq07h9KMkxSxeOx7O29oUL3cXvi7JT8pW2trrgGt/U1eSUFVCg/XF0NM9UoptkOE6anTcUvHNN8vE8wRspg4TqMGTujcfldk4fnSJlcWG2mOf9PDaO1AcI7gNpVwjzNg/trxy/K2V/WoHfg4P5/t7eXtqmz7KDZB8OABEAXg4AvzC5XggAxwBwHKeK5RsA4DcB4Jc8qZYRFYdmAOQY1leuzH73ypXu71KApwQYKNjc1INkliA/OZEXmbb4JAW2vd0JbM4ow0XMF8Z4PC+Mb97ME7xcsaHQKRFGkmOoUW4BZqnNkoKn73t0VG5EagKZ/50LImncNDoxGiweIZgak1QKplfBeMbQEpL7+/b9vTsaGxuzivHwcPZ3h4fp9+GGzO6u3TYPrP6hfVyDGWAxi7hi5fJne1vdhTrlQbJB9M5KMMliXI7ju0ymUanhqwUUa6a/SliltEUJ0vufJiZZLdvstCF3jBZRTqIyTnmQbBi9c+1a3hwvXct8Xd27J9syXJ95A+xcF+Lmduq3HvY0JQhY7+6xuY6Pp7bS+vr85jK3S4+O5t8jhHIm2d7evP7QiAvamtZ0UO3SD9x/PjjQ/VLJz/TYRtJ89uiw1Jqh95DSA73gvujenh104vaMx5/i77a+Pr0fz5rhWTt8XuK8ldaC1K8WU01aizj39va6d5HGZYVY0UtPtxzqSjosXsP64sXZwbp4Mf8eMcqTSwoUhDDPCtIWZK6DlQqucIHGGVl4f4lyHOM0oHD5crpPNMVWujhOTro0wf39+Rpsa2vzQT3tvrWYHdp7aH+3HCdLCUi7R/zfKeOE9iH9PmWS8c/6pglaaaa585gLbDoPrN+NRl2gDJUWfofOdf4uNRyJnLnRl+HTl0nG1+lERpzmINlQ10rUJFsWVolp5MUi0uk5ShzUGiy/Glil4J7WJ9rm23lA7hpc5Py35o61mc3G+DQHyYa6ni4t45UPpbKaB3qkizK2cthgCJ79we/vYZKdnNgyU5uLo5GvBtJ4PPuO4/HU7tSyL6SUO7pRywNf1ka6BGnDM1dOj0Zd4C6VyYKwNuOswInUP5LfxYOROeVnpHfj7bB0A/cVpPfxrjesR3Z42LEO8Z40VZcSESQfwPPcBw9m+/jhQz0NmQfO6LzBccnNuLt3b/6+fG5oYyXN7xWxe85fkCxnl12KhNcq9hjjfCoXKhmk6aYM0tyADv8+V0J9gnO5QoR/nzJ0+OLwjJm2C4X/5gEALR3BG91HeIslWky5lJDXjBrrAInSuctTMNF55+1eW5u/H+2LlICzmGSednoDC1oqABoEXKBLY39y0r2vREcuBe0fbOOtW/Kc8SoLy3EsrUkmpRwfHcXnAbwrroCcX6XrVNSGGQqrxDSyQOf3Mpg0uQ7qCu2ongrwwM/t26c/AO3FqjLJcurlYBuUed+CZILe8Tix3vGwfiOVxeCXxCTD33M72bLh+EY8ZnVooDZOiczU7FEtyMb9Ji3VlAKDJTRQIqVk8kCDp/0SkyzHVh2PZ8fXqokco+y/0fG1UvCkMZX8N5rGurWlv4tHp0qb8lK/SlknAPNZVt71Rt8LA5AA3b+Pj/2HQHh8ACkLit6LpyGfnMy/F11j1jqy2mP5G6uwmZqZaXE+gmQ4oHwCWgXmuBBYX++CDtp3rU7Xglk8levGDZ9Qw+chjbcWk+zBg/laV9a9qDKQhGJKiPD39+4SSdAOK8D/8rxs6zQZL5vIUpY5bKGU4NCMGt7nqcBVH2h0bi2YksOQuHx5GMFptenhw/l3uXdPXqdDFvPW+hXnhtfgG8KZprufIcT4vOc9vSaas5LQOecRq8Q0kiDJg0WnpubKyUXU18phMq4669FiQ69qm2sidw165n/fNWLZNxqbTZn3Te8Ieiel86U5kTNPuMySMhV4oOjBg64uUmkWTG6WDH0fTWZa89iqgcQDAtrBZV7bm8tQfj8ejMwJflLiw/p6Nw6ecaa1pwGmBwxosIJg0gbUxYvTAKp0eMLRUTdfHjyYzwSi2Urae6d0qiddkn9Hy8iR1ps0tzDoRWt6c32U8jVz7XgMxB4fdxtEkmzlbbXWhcbwKm2j1/4ZikVWsDF09oNkFmNFGiwUbJxlonWsp9M1gc93DG7e9Bks9Dc80Jcq3KrVJMMUvtL6OCV0VE9UmUe6tZQAj9LFMU0pAK7cJBaVVGuBzyVtofO/SycwptoUY3ru1XQAtfRIHLM+OwSlLJSUw8aZkbRNdD7Q/qO7PqnaAbT9FlXeAu+3y5fz6xHkfC8HvOAoYdI1Z8XQOUNj1YNRq4pV2MWMMW/8hmaS5ej8PvZBKUrmOuq9/f3zfVJpDdRgmzUm2bB6JwRd39dg+Epy8+rV2b/RMjSeZ3o2HnOyBbj9zOdOah7nbGprG5tUn+T0ewmTTOsbKa3T0wb8HQZyUnrGSqekmS5S4MiTwaRlK3kzIlLtle7BSRu82P6NG1321+7ufICM35v2J9rOGxvdZ4eHXWbT/fsyOwsDvSW6ntc/4+2qIc+1bKicoLv1Xa/NU+LfWiUGlHad/SCZt6g5KhrPd2nHeus6SEJNC7LgxJMWihXB5ymFN2/O/tabtiidgJnCeNwZpdevz9M6NaQUiTQeFvsvpVQ9O1xSm6QdBuuUz1znqyTAQdmRUn/0EYbe+nl0zPoaY7nOkCdwJa0Pfg+pJhlnHWKgTCpYyVNac6nykoFEg2yLYJJZO55SHY2HD3spjrN6LSRIdlrSGlcRq9R3OQbekLU5cliyQzJqJfQdr2UE9c4aatUts/R7q0nWT+9INh7aKzyYJWUp4LhoYyStQ8m+wud7NiNqrk3peXzuSGnYHJKc9ZRHkeRT7oaMZ6MV/6aVBaH3KvFLSlmonowgq308SIYBV2pz9w3ucFaVNP683AkPNGrPlGQkZ8JhXWyJfIPjWmq/U3Advb8/K1tryHPua3CfJ0dP0zmtlfaR/OHcOoTW72I0bY2zHyTjA4pBBT6wUsF87aKLhQuInMVrpVppC8aK4Eu7B5RS6W1nrnGao/D4RD466vqd0rXxe/xd+PjwulkpeN7Lqv+Fgo7XWvDWcrP6JEdAer6fc+LP0dFsHTJtLEejbr5fu9Yxnrz08iGQcti8lHgJXEhj4U4KbR2WUOW1Ipo4tn1rkllIrQmkb29tzaRpt5pkhs4ZEqvChuqDIYM+KawCC28ZtdA0rDKTrMZcX/X00FUFOsCpQsyLwmQcrwL8WlwBWb9K19NBMnT86TrlbBiecqnZHR7bTjvoi2/W881JNqa916bHrpfSsD3PlWxtXh5EKpKf60NhKuLNm/qhApKvJ9m+Uv2sVBv66qRcvcqDs5rfiugb3KFF7QG64BEH9+Xxun49L7uL+1EbG3bq5s7O/N9KM0FSOjpnnC07DecrkmlK9DRvC2aq8L97/FvpcALruXxTxniHsx8ki1Ef7KOjab2dS5fmhb7kANOO5Yt7dzdf8KOw0BaotGBwkLkzz5UTFSaaQpOQO+m1gAWfjFzQ37ih70JILDIu/G/fzjPa+XttbXV/p2NmKTdrbPs6XzmOY2mknT9P2tVYRIpKDSe5hEmmzeXUPJX6UGN0lhRdtYJkQ5/OJq11jSZPjlBvp1smdM5QWCU2VAmGTh88DVjGqZoWhqpJ1lcnnva5flrBbYc7dzpba5kBsomufz7Au+MKyPpVup4Oku3vd/L03r3ZIIpWl8rKZPE4upqNuYyNHCprNBm1vz9tk9e25ba25KdZWSmptLKDA933o7+T/CHN9pWCZJub82nOtRlGfZDyT/tmxlAiA55IyqH5DJ6+sGzm0Wi2jAu/Pw/w9LGLaE0yTUd7WOyWncbHIpdJiO3UAocbG909b92aJWNQv5GPFQ80Pvpono8p2RqTQOBzAd4aC2Xz0pSC53I7LMz5m7n4wuWTiiuDq1e7xYisNG+gjKfO5VAvecCB73Ls7fki9RQ1mGSSUPOks6JClRiA/J40oGMVd7TG+NKl+WKKXuN+WayEvjnb47HrSLC7AAAgAElEQVR+UtGVK7OB49o78CWsOZp6SOd6ymHzsPysmii8dgJVllJhUosqb4Gnd9ZQll5IgX6HzGtBsh46py9WgQ1VCunwHF64dgWO/R4Uq8QkG6q/uVwpDfYPOdeXPddWleUmbQAtM12VbMI+H+A9cQVk/SpdT6JjyeUKz3qIMc3gyXF0Y5RtzJrB7dw1Ym2eSp+l5Au3Abljf+tW2Xt5amXT4KL0fSxyT5Hysba2ZBuPz52jo8XKJo9OLK2x7DkEwBoPbyqfhqOj2UMJMCMHa5Lxd+/LIsMA+YUL3bNL+s0iYkgBVUr28Tzr4UM58027OJFgc3Pqpx4d2eNXwm4k79/H11maUvBc2Q6LFPCKMV0skE8W+m/rRA6EVTDSsygp7TFGeQLzQMHaWrpducYpV2ZSOzyKgadc8j6g4zEezx8TzGupccVoHWOdw5ziQqTUECg1lPsIbX6STV/hkgJ9x5STTGHNlxo1t2JMF3K0+qNUafP20EMENjenAeUhnTe+K4PtSe0oTvqkBckq6JxVwyKcdr6mNzenstlDsz8roLJj1TdbSiCxVFYpGLRsRuMq10uTSgks8+CDxiSz9c7t27Jtde/efICM2zM8aNbH5qeoIdNK1kiqDIc3awSRYpJp9WpT8BAGeHtSp8B7a2rz6/r1aWo1BjyWIZtK7WkLUrkQ6X143+3sTNvCdcXhYV6mmMenovXd6LrJWUeewJO3b3OYZCUlnXBtYwmjoyPbN9c+o2tcYuSV6ncSHD+7QbILF/IM0NRk1u5D/358PHsPT5CMFwvMiSJL0V5povIgGaYZDgmLocOpkbu7s5H2HBwfTwWDdLQwV5o8N51eXoUwHs//trReSm1lJKUOctoqFVAbG1MGI6dpX7niWzuWkcDfUavlJb2/pfRrpSFagp0rnUuXupTmIVKIFskqKFGAiJZuqV5LCZLVCrD0lUU58xcDtIeHs7KZB2iHTjWuidJNC14iYZGBsiFOxNVY2yGs1umSQ7x7DhZ9CEIuTk66FEvOsl8WWk2ytN5JBX5rpkEOGeRFnfbgQf4ayWmXtz94vbC9vamsL+0HPla7u3ZNMuwXS1dw1lvJhQXUPRk6y0bK9qFjc+GCnYLIxyOV6uoda22OSW3n45trG1gpjHjlpNFaNo0U0MxN2eU2o+XvSUwyvuaseu1Uv3NikYRzwSSTOqo0fc4bDUZmEx73Sk/N057H25hTqJsLxUuXur/zCVyL9cTfNeUUWTsDnBFWqnDpb3lfbm/rFOuLF2e/u7/vf+7Dh/lzS7tPjjJKKQWJtqu1Uxo/S8ggpZXPy9TYSc4ABu7o/dGJou9Yi0lmwTIsOX05Z8y1ub+oeh3W2tMcxBRlmsirFiQznBUJQ7CFaqa19HHaPcVitbRvK4A+BLtniBS7UlaSpP8XeRBDbTYVH080bGnqfu3+96wraf4tO+V12UwyrzxasZTQdrplQu9Y62tR+qLPnOFtxMMHrDUiMfM9z8/pD+27pXozJXs9pAwOyd7H0zg5UQJtPF4jC9mHPEOH9+UQckFL3S31yXPHht+TZnXxfvWOtdROzR/nvgH3O9bXu+8cHOh9b/lwQ+u5GjqVBrD42FPZJs0/yZ7iY5mzOXbma5JJHVVqgOY4tuPxfI0hbbLw+16+nGe4egYcjTHPpLDeiU7IUgNPi+D23VXVdq9TSpMK5RyqLw+elO5Cj0azwb0LF/S+9BRH5JF8aWfp8mW7TScneuFPaV566O3SXJHScaTxs2qS1UBqDdFUSK88sZRFTUNVg+fQBj6WnnaRMWtBsoSzQjHUmK8KM8CSAam5yGXzkHWiSoJCHmeglJUkycBlpFzW6m9pHtD+qx2U86wrbf5RlvDa2nKYXMsKQC1CBw2EFiQT9M4TTyzuMA2Epi/6Bn+lsjepurO5c5mnXHr6Q9O1Je87Htus6T7r8+Cgs1cffXRevu7tTckb0nOofKQZOlIQtHSMNT9LktNWP3hsH97O0Wh2LvG23L+vj8lo1PWbxGBKgc4xKwspxSTjl9YGnj3ECSlD6pwhUma9kOIp3LbhPjFmUhm2yNk93VKaVKWpTblCixvNa2t63j793q1b9kLVnmVRB2sEoLhApPdcW+uenWIPWI5EzV3VEiOgJALO51CucJBYStr4SLsD2imNvI/577DQqNVP2smN0vh5xs4T9e9zlLAE7xpPOW4lBSE9db2GrEHEn4+MSv5eVDl4+r4xycxLDZINxR6s7eyWGlCWDFj2qVkUucEsr17iMmJvr6zEw927Ra+1Mkj1V+0UR8+60ubfsplcQ8PSMcs4fbBSMLYFyQS9E8Li5/F4LJ+iV+Jv0Lmaq9Ny53LpurfalaM3tewEui5qrE/c7L5+Xa6rNRrNP+fixfl2Sv1U6lNafpYkp61+yMnu4idMXro0TzqQfB5JVnnG2pK9qSwk/luecUOv2ox/Ccs43KZPrefUnLBSOpV3PD9Bst3d7o2pkFpb8w9EjmPLBZK1U3l0NF+Q0TFw7nbi+2KBvNT78gmq7Q7jPfH9rNzgkxM9NRRhCZ+SAFSOs1fiyNF+Lgmy0X4FsE+TlAS4lXJJ+0qiEKeESYqyy+fleNzVj7h6Nc9R53O1ltOfqwwsRcCF6sWLvvQeaT4sSuHw53tOKuVGA8pLjsmYvQ/Am+IKyPlVuqozyTxyryQtYwhYbN1c2TgUcplMOc4Arm1eO8MTKDutJ5VKsHTvMphkfDeezr9VSSWsvfue6pdFM8kqjnsLkgl6p9RpLoVlX+XaXtJclGSitkb472m9MAl9SAOarM6RI5xgcOfOfCH4vutTCgRcuzb7752d9HO09yoNNFp+lmQnpLJncnQnL22T8m80+zcFT59SXzi1MaZt0ks2fcq/8Mx9us76yO1S3drXXvTMCT6v8FI27c5HkGx/f/rG0gkQ1uCXOrYnJ9PAVEqQSCeoSCfPpaAtUG+tF2mCWrTqg4NpoIwuOkkY5u4i42LlTkdq0ZQIcP7eKQHJ+/nKFV34e9q5tWUXlZTap9VZkQyJEtbQyYl+Wsjhod0ffYxuz3xPORWlhpD0bK4obtzwCW7pAIVKjoILJyfdu2iUeY6cQPFoFJ8L8La4AnJ+la6qNcn6GAurlk61TAo+R44+L9Ely2DpnCYssiYZtzlWkak3RBDZywpOFb2uFUCsyCBsQTJB7yyaSZZzgiSiT43W1BrBuXz16uz3NCZQTQZp7v3o9y9c0E9dTK1P7XMtqMILut+44XsO4uSkI3Osr08zh6zDuko2zHj5mxyfLIXRqEutW1vzBcn43PHaMJkZGTN+trW5hBtwWk0yj39hzVXpQD3+7+3tdMH71HNSSPkhqXHw2Bcam+zcMck0xTEezwsMbdD7OrZ9U75qUY+9RoqVmpCzo6AJQ8+pEtLvvc57jPkBElxUN2/qfc0XpkRT5gK9dlFcSp+WAoc5xnYOdXw0snfjpf7IdQzH4y6Qffu2j+mYes8SIW31iaRAcp2ZZZymltMPnjpmWEwTWrqldFU93dITtOzjeDT4MHRphobhkGKvLwt0Tg2Rjtx3DtYOJDQm2bB6J6cmWQ3kzo++NVo9a0RyfDc25PuVBIA1dlvORiR//vFx+Wau1mdaAID7N1qgUeovyR/T7NfU3PAGm/rYP/yd0O9cW+tqilkpd1Kf5hA1SubzM5/ZtStFqLHe1+tfSL6WFljVSBL0/lJQqg9b05IV2me4nqSsKQn8fe/fP6c1yTY39RMLvcyqoR1bKqylycbTMLe37YWiLVCvkcJpiJ5AgCZcS9gD2B+3b+uLE2mgWrQ4R4Fb9abQsZQWptTP+L6eAvsachUVVSA5xvbJScd+u3hxlm2oHfmeWgcexWBR1Tc2/PNOOpygtHYARSqw0NeZWTSTDJEbiOXsNxIYo1cLkgk6p2aQzLPrqn1e6iSftdS/ZeG09+My6pAMAe7cYMHqZYLbJxKroAb6zMG+dWwl5Mwp47stSDaw3vEix67oW6PVszEqHVJVYoNL0Ox9+jdPSYsYZ/stlbbK+xf/xhlz1FbVTmK05GDKXpDKvWgbDpbsoOOcGvOU7PawC6W5gG3CTK9c/w+g85NSh0nkzGfaDl6aCWVhyjfn456zlrSgIfraUl009Lskn0aa1zn6SIsdSHKEl36ilxWvsfQR++zsBsksgep1WId0bFPBHEnYSQuFC1OLhssnBRda/FkUWnpfLQOP9gcPmty5M418e2mlHgVu7Shg/2kKXuvn3JNQ6Sk7mpDTBD7td+9YSN+TFAFVcJ4+t4Sg9W5SIctUgE/qg9K1iWOgnYyqPRcFcI7wxxNyeA2KIVHqLFkBZGhBMumq7qxYGw21D4dYBQbUaQ8u9cUq1MhaVjB/CHDdsowTLKU2cSdyldKRY6zPJPNCKvHA5l8LkhXonWXPLyl1LlfWpd7BsuX7Mqm5Tb+1Ne+US4cjcUjrSguG0e+dnMyerMiDXlxf8gDT1tbsvzHVUns/3l81mGSWD1PCHkx9Lp0cLckzZJnxwCMGQrkvCjBPJOCnSXqA83l/f3YubW7OZvFofSb5SB4mFe+369f1kjJagAzXcOowPo9vmwPJd+W1vfvaLoL9c/aDZB5qLgoirdOsHbBSwza1W8fbePny/IK9fbvcmOGClE80Kii1AAxnfN2+ndcHVn8gJZQLpBJ2n6Zg+YKQTiXLDQR6BQJXJtrukLUjYtUk0xxOSbloO0V44uTRkb0OUs6tdax3LpNsPI7xec+bb680Dzxrl44BfV8JfO55i3Rz2nct58Pqd0nB5SinBCW9BckKnJUawDEvYf1aWHaK5ioE6ZaJZQUmOJaRFj4UStLChg4mrMo4p6DZtSmdWtqH2uYXm38tSJapd3LsV285lBJwfYXBnrW1LohT8kxu/2D7rdIpJUhtUnv1r5ehyYv7S7b/gwe+mmW7u/P29c6O/X5aJgutSWZBkh1S0MqyNfow6aV3kup4SX129WrXt5r9e+fO7BgeHs5/J2e+USYUpgejfLVscGkMPLpbC3jSf49GyU3yp9vIf0f7EudnTduS6xfOJMs9kJFD6MOzHyTb25tX2toEyO3YPgZPCZOMX/v7aaErOdKee9Pva1H7/f359pRC6g9JqeTsdGP+tTXGnjSAvb1OgHnTNTyMCP5uDx7I/a8pF0tRWUrPwyTb3/enjXoULL8XrxeItVlSxhLOEanwJh8/z65KbloJF6Dc+JCEv6bo+qaxWP2ure8c5cTvwcawBckynZUakNi+tZx67+mmQ2HZQbqhkdIJQ6S4leAsMcli9G9i1mTF12rTqtwXkZobffpQ2qgTntGCZJl6x1smIqemUckc42ymXJsWgXKU18nlcjUntc8DvAd/D+6QW/3j9Rfp96QgGT9ATXteTtYF76PasiSXSYbtt+wbb00y77hbqXsbG1NfiR7IxzfK0XZBv/LgIG2jYV/z8UoFZ/k4enX39evz84mvw1TdNry3lqFGv7u5OfvvUtsSg+B7e7NzE/tvNMo/TILjXDHJLlywC+6NRvOTI6fO0GjUfZ8XbeQ559bApD7HCcjbGcI01RIXtRQ91RxpbQHcuqXXF5P6kbKANjb6CdTxuCtkSU951JSKJ7CFv+XvmFtLSkuzQ5TWb/HmbWuC0lKyHvq0xUKTgiya0+pxbjUDODfwKVFrpXkvtV8ywHKD3BLz0FL247H+3tLzcgwTq9+19V2Scolzm/V7C5JlOis1MGQgaYgC4jnoU8tx0fDKfK9DF+NqMYxWtSbZkEyvZc//vn2+iPnD9cqtW7Of9+lDbmft7LSaZKV6h64T7+aH55CL0jkm2bBSilTqYA0raKDpwtoMZUuWe/rHa+NpgRNaqiP1PB4MwUBP6vm1ZcnR0fzhZnhtbfnvMxp1LMFHHkmPo6efuT6xUvckv0jzlaTAGX7fghSoxhItDx7MZxtRxpkVtJLem9+H+1+aD+jRURZrMEcv0DGUfBrv3Czx885FTbInn/QdJ5qaxJJhxicQRpUx8La+3i3+Cxf6CxpJMVy/rr8DFvnDwJmkSDSmSWphSQZqjR0HaxJL9/cytaQdASxU6KWVSwEeKpByFDAXYN6+w/d98MDHNuhrGEgCqQ+TTGJglaTQ0nmytTUbUE21H/vcu2PmTTex5qJUb02jfecKcqnfNcMqp1aCBvYeLUjmcFZqY8iUxEUyaVLPXjSLLQeSzJcMxxKHbmgm0GlG7fqnvJ+XOf9rsPcWwUSU7MY+pSk4HEHQFiRL6B0+Bjw4gbKHrwGPDcaDCA8eqOM0A6mmF2YPeOw+7T4eXVhzY4nL9Lt3Zz+31mCfILj2W+l51B6VgmS07rN2mnxNWZJiQ3ltmJTswWfxsibr611wKUX8ODiQU/dC0Mkl+JvDwxgffXRqZ2ub1KngkKQHqF/AGVmebBkNXNZKc+yRR+ZliQepMcdnWr4T94c0Jqone63nfD7bQbLSIBj9TPo9XwR4ygIdDJoSVipotMlG2+o5zlYSKrgoNCN/kciZxDk1v7hQ2d/XjQFtwVpFK61gDEcfQxjH6uTEH0jh75OjpHlbb960v29R2/m98EQvaqDxnZcUQzDlSGrBy5y5kxOwosEpHgSl6aGWEVgiyGlf8zbztpQCn8FO2v1AgHfGFZDzq3QttCbZEEyrZRV4zmWgLJPpZOlb2p4Sh24ZOC2pfzWYXicn+gnO+Hnp/O/z25wauRoWxURMnbg+sAxpQTJF72C/88DIlSvzsofON36KubV5PB6ni8ZLsOyug4Np0CZ1LylIldKFHpvPK6tSATcr86XU9rfAn8fliKSDpFIlfFOK3lcLMqWAOprLC7wuXsy7p6R3af+nAjN87PkBITguNHXv8LDzTTRShOaPWadFevsN1+nh4XwNNK1mWe1aglKfempyI3t+e3veB0fmoLQuqV3HA/JcrtFrf39QZuTZDpLF2E9pa4aZJvS0nGZ6YkUOuJCTUsu0vHMuTFbJMOfImcQ5O0OjUad8keknpWBi0EYTpqNRt0sgjbc3rS/G+UCQ9j0pws+FVCr/OhWo0pS0RW/1rB+pH1MKg//GW/ctBcmR9s6dnIAVD4RJMsFLr+/j5NRmEozH83XyLl/u3vPu3V6K46xeCwmSnUXkMFC4LPPU/KgJq54nleleh27IoCeHxKL1MHNzg5JDBGxyWUq8zZKdVItx1ZdBpc2pkkDZ0ExEqS5inzZ7nkfmbNM7gt559rN1mXRyMr+JST8PIW8NaAdMpaDJuRx2dCmTOoexMh7r8q404MZt4Pv3fe32gD4vleaG4y39XSoVotVJTsHSkVeu+GUEfbcUk8zz7nSu7uzMf04JEzy4h3OB1qfWTirmej/XPuHvurkpl1TKCb7SNZDS5/RzHmS3Nqek9aHpRj5eFy7Mf4/XfL57t1uj/LsAaTujh25sQTILfICpA69NNIlGXOr4p4SyFPThF6cE5z5/UQY80lZp5B5BxzBXUXpo5VrwhAuh3d3Z3Ybx2Ed5lVht0vckgaJRfDUnxBOo8tTn4ieXenbupX7UFCbeb+iC3dZY1WCSaWm9yPzTZI+0tihjMFeg57Q5JRM1uULGpjkrhs6pAY9SP0vpeV49bTG5cnR8H91Gd3stmZ56xpDps55n8d3aEOZlRwkLYqjUP+8ckdqsneBcY+3UYLmNRvMpJX1OC/ciJUNS5S6GrOUmzNmmdwS9w53G69f1dSIFE3LWgFdmeeVrjv2Xu0HuCexzWcVPK8yV6VpbeJ/v7dX3rTxsKq1eltSXPKAmfUfqD6l2Ye67jsfz9a6tmmT83Q8O7CCfNCajkd6H9+7NvxcGbWgAS5KHqbmY8lF5HTy6Aa/5zPS+Xva71C88KE5jGbzdUlo1nrDK5VFqrh4c6D6oRgw6PLRmVDHOdpCsRp0Jq/i/hpr0Wkso8/TO7e350xxLDdRSA740KKn1GR9DTJnso2A4rVx7V2+AKiUEuTOiLWZNwPJ+sZwQT6BKCsLwe6ZOBZXA+/HBg2n/8J0bjUnmHVNPXTlprLxGTqlDRueK1n/SOx8dzRollP3ohSdo4pGJWgFT0mfNWVF0Tg14Ap6LSq+iWOSmiQZrl9rroPcNTuXsyiIkebLIEz2lZ0ks2PX1jlGmMYq5vJVkzjLmJoXUZsmOqNWuvmU9EDVPC/cgNU6ecRyylpswZ5veEfQOZ5JZYyAFE3JRM/jP12oNJlmO/8XnuDfjIwej0Xx9pz76xwKODWd4Xr8ub7prbeCBGek72njU8H9LZKE0L625Ohp1rD4kP8SoM9I0Bp40X6x/S6Qa1MFY/4z33/378//Okd3avMP2U6TKN6GNpflWOXMcx+bBAzkTx9ItWDqBExQGKMFxtoNkNXa5Su9RWjclhx0gTdRaBmrKgJfej09qPKHI41zxxbmz0/19yB1gCo3ZwxegFaCyDjdIjYkWSJIUUS6TDO+v1TU7Oup2DLAGAabe4E5xLkOD3ou2D/sHd2B4PTitqD2HtNMitdPDaKDz2MsQ4c+ghT4xsGnJDQ81HO+HNV9qwSPPJOYjU6bNWVF0Tg145u0iCnVT1GQ99Q22jUbyGvLWy+CMnZzglNUPms7XjD1tU2EIaO0ejztZj4cM8QOHeNvp5hWt78ULQS+T5WhtuA2VmltS25ZDYk8MiZQM8cqYofq1Mcn8eidnDIbe7PAG/7md4QlIYdutemQ5tZrQXqUbuvS39+/3c7ytTR3aP0PIy5OTLjiGATKpPVhsns8JKSjEYY1z37qhnEVEC+jHONwctgI9Up/wlMCdndm1yOcir//28OH8fTH7B30kaQ5RxqOUMq3VR5fuQ5Gar7u79iFyOC48OLe5qfc5LVPFU0pTcq1vUNshN892kKzGLteQO2UcJQEuSVigwMVFWiKoUs6AZIRKAS1pkUmQFicWguV/X4RTSNslFWOXAkDWPLGUIH/3Gzf03G3tdCIKL/twfX2eknzvXv9TWS3jWjNgaL9ubuoU4hjtFOOTEzsgSOExYFKCt2Q+eGjx0nt5UcNhSyif5qwoOsezy54y7mozyWgdjVLUYj3VCrZJtclynlvaBm9qPpVdVmDa2lSoDWvuoT45Pp6X3Z76XouwkXIco75OWk3kbLQust01mGR9n58KDLAxb3pH0TtGnw0Gzc7wynie2uhNl0rd38tksjaUOROrdD1KxfQl2wrX2YULem3IXGi2HpcxUj9wJplUtqfmxlmq7fQZtZ6ryR9ehyuEqQzk/cJ9kRs3Zu+lpXXSNlhBLBw3Ph95nWyJ4c0PdUAiAgamtVrpOD9SB0FYNsutW/PvYdmfpUHiPqxFpy909oNkPJJegiF3ICly2QHWIFuTJ+VE0/pfVNniZ5zxtLvbLSiJoptjRPMTR2gOsnUq1aIhLeg+rEVr58tiAJQIFS48ec45p+h6j/m2nkHbKB2cEKOe4icJPYsSzOcQppYiC5C2xXsybCq4MB53dHDKpEg58UdHci0z/C5XSDdu+NO6UmvNUystceJoc1YEncPHzJueIKFWTTI+jtZcthz0WoZpzRTDnICCVi+jJNVS6gdLhqfW5KJZgRY8bKbUZhjXfTVYEkM6ZDEOG5zKYZItOk3Vc6LhUKefFrxr0zuC3nnySb3+UE3GL/13ak57AnU5uonCo0M869m6T62TAzU/jPaPpzZk7jMPDnR/ikPSjTF2/tzkoCYVQwZkT07mbeTt7To2hCV/+NzGMdrd7XTizZuzp/mmZDtPl8S5hOOk1Ymj4yYxAFN9oMnuHJlOfQXe71ev+okfXnnkbRv9XqnudvrsZzdIlpOnj6ALfhk7kbmGgzXImpBP5fl6P+tzacK6DxtrWdCi7tZ843MrFQ3niojOk7W1TqlZSlxiw2nF7A8Oyo755tDGKsUk43NFey807nlglu+wWPn7lnLi97X6QJq3UgCOzwn+OxrMt9abJZO8wVppfPhc2NtTZWBzVgSdw9cNN1wWWYMKwdMBNjbk73l25GoYxNIcWwSGThdN9R8PTNP1t+waXrydKT3Gv3Pnjv6bRZV/6IOaNWQ1eDZaT3MKdS4K37XpHUHvPPGEXn8oZ53wDXLLHso59U5D6brLnbea3irJlokx3w9J+ZK0LhU+r3T9W9kRmuyRWNZDyoKULKT9yxlUu7t15JYlf7D0Dc3osQK6qfeR5hL/297etC6ZtobpPEqVahgieFmy7nLkkddWqGVTnHsmGT/xJSXErXSMRQbKbt7snrm11Y81Ii3C7W1buXEHG3Plpc+Q2cKDEvzz0Wj6TnhZAZ1FsfZqQGIL0R0G6T005ZsTlNVYV1K/lji/pcd8e6HtXo9G8ztHtE810L6WlKp0wAX/HqZ34hjk7Jp4Dlygf6fjbKXCaczN1PpJCX5NyWQ4os1ZEXROTSYZBTeOcowf7259jZ1zbyopD6osSr8OteudW95AWn+rsgHkDbJz/abJ9FqBnyEDOrVYI32x6GDpooP2FQLDTe8Ieuf2bb3+kHedcLvh4sXZf/P78s9L7fVSMoJXlqfkhnYfzW7m83ZvL32AlAfjcZdmubXVb/1LtZ09/lSfOp058BAhaP9KJxzWKIGkyR8toMXnv7bZqIHPc56OeOvWVD5K/rR0H61UQ9+NSG6L0DXS1/7c2tJ/67UVam4mneuaZLlMMquY9iKMpvG4Y5LwZ3sCZdoge+icFluM0n41wcQpvdJ9U0Zo7cDYaNS98+FhWtH0cZxK2Ho1DPLRaL6wOsA0dZEK0pLnLWqHGcd9b6/77/7+bPCPO2ye+SEpOWmnjl/cKOBrZm1NN174eCOzkAfiUiff5OxEWU51aj3RYqG06GfGuDdnRdA5tWqSUVg7wzmGSqomWV82jWfu5LJFTwNKnP1VSq/kKHFAUqwLqX9KgoJDBTkXwSQrSSMZGrX0vCfQkRMYNsa56R1B71Am2dbWdKNxfd0/j7itxTfTJWb9adjQLg0Ec9vs2l38C7QAACAASURBVLX5guW19ViO32Ldo0SWefV3X9mU2oThupGfcolzTrpHrn6Q3kcqtC+NdV8GPE+XvHw5/ZlEfKH2FNoSUiwjxWynfULlNH9/WrfPG9w+OpoPwlr2oXQQUMn3cmDIsrMbJEud+CJFSzVnZOidbs15qOVA8EV38aJdk2x7e+pEUyNe6k8psIbsHSs6r/0eAyZ9dqbo/TY3u7HtU2DU+yx8L0sR9DXIca5I9aykk1D4O+YozSGLv2rphFh3bmurM0wshapBokuPx3Yg3KLa8/l96dJ8v+DakAJh2kk3fM17Czr3ZRxY89457s1ZUXRObVh182rv9vYpMeBxRnLqDp4WlAS8FsUYKnVqcp3f1EYMtgPrQo5Gq5NeihiyvAYfb6w5ucj0Rg199bzXnvGuk4RN1vSOondwjUkHb3ggBcfRuUX2x9A24RCQ0kY9sGxAZO7wv+MmdQk868gro4Zg5y0qxQ11CSdoUH2kzdVSX472Fx8HXk9Ma3cuSlJ9UzWUsRC/FMugpAlrc57KacnH3N6Wg3Up5Jx4KwVGOU5O5klFpWOSmJNnO0imQVvwvCYZd7SHguY8WEaH1wCWhL2neF6OQJQmLC8+qQluqwhwSb+nBAkNwkkLt0a9gZQioL/JdUi0uYLKX3JYeBu9xs6QjoM27leudIaeJKC9faT1vxTQRaPH2k3SLqn/NIdxNJILeOa+33jc/Y7uFuN8paks1hz2FnQ10JyVDJ3TZx3VYJKlMEStsZShnTrB9rSg1HkYmjG0yNQ9j4PHd3+5/DrL4On+Q6xhD0rXuWWjeJnq3vmYcKaa3knonT7rno+zN/CwKqniGnLqy1JoARIsvZE4ATzG6O+b1DqqyXbNSVWVDhcYKsWNz7ecsjyljEHer5w5xQkm3FcsRWptSTajZQvyecHnpkUCovY/lR+SD3Z0JPtHfdOeKVJsQ60frl8vI9gknnc+g2TagufBi1wHttQIoRMTjaiLF/UaNJ4UBq2e0a1b/jbhaTmed5KCHpowpQJOYxQVOu8uQYKXVCtNMzByx9YT/PLOMamWh9ZXXBjdvDkraL3CyqOU+9DtrXHnqaRbW3YqIlcmltDDNtPUTqlwp9QuHpxcX5/vF62mAVfEyDDLYU5yFuHaWvdvyszY2uqOEdeMZOndCsavOStOnVPDuO1TkyyFmqnV3ppkq+xQlUB6p2WmIh0dyWkYQyIVCOY71JubwwfwhtzkyQG117jsXcThHTGWr3PPhp9XvnnWfmOSlekdWhMwR8ZaMtsTeKgVjB+SpSbVl7WA/afZqLSN1umwOX2TWke16iZK60vqeylgNfSmS58aiaXyjferduI8vzQSCAaRUumNvKbfxYuz99Hk6GhkE0vovLDK7tBrZ2e+RAKe5km/h4wxyYfwjJV3jXvZhtaVY3c1JpkASXjxgc9hW4xG84X4coMpGK3ngRnpnlKQj+/UapMnx2DMETw8cq0dYyxNSFqbqnSiU2Buv1TjTbv29vTgaS0qL74/CktPkWStlodGSdUECD6fKyKaC08hpQZaabZSbnvKUMM+4Pnq/NKMGs2wsNqGgjql9CWl9+CBb03xMZeKqWrts5xr7mhSg5gyFWi9se1tuybezo4+Pgaas+LUOatSFFxD7eLdqxKYWCZKNthqgesqTQ8vGlyPYerlkAGyUrtnCNBNx1Jbog9K17nHRum75jOY7k3vCHqHl6Xw6piUXeuxeyWbOTfgVXOjxnN/q1Ybl1NYJgMPPstpWy77ylpHKXnm7XMuB7RaUTWybHLRdx6UBFq9NcikC8dU21S3/BFe8+/KFduf4emmWn3lu3enfUDHS0qRfOSR2b/RrDk+FjylUmKq1YTlB0mxGu7r5xJszm1NMgm8PgYueL5Y+KmN3qLaOUYIX5D8GZphIwVOrJRNetJkDryGlbTjwotPogDjQplPZs8OvEcYSuOi9Q8aFtrOj9UPWltOTuYDrXyOeYKClqKldbC0nHr6bGyvJsxT/UfbaBnPJem6ljLSxtlKbZRSpaXdsRylPx77TxWl4H2pCXRP4FFjkHImGVeieK9KzmNzVpw6J9Xfy2ZW1XRQVi0wsUhQB8d7QuQQ4LpqFQJkiEXO9VUOTi+jtlPpOpdOi/Ygp35ShsxoekfQO1zXe2tjeez71FyV6u3lzrNFnLJKNzgXdXJe7ZR3bU3lrG3+Xe1Uy6EDl1b7FiUbub2NOoKWM8Hrxo3paaaY6bK2NiVkWD6XZA9Itr6ksySfxfKV6MVPvcT5c3Ki10AH6FhtfF5Idcy1LLdF6PgUEaHixuT5CpLRjuRCK5Wm53XUvUJFClZwY1o7WSLG+clo5RLnThicgN5osUT/pEaplQ+d2zav8NbyprUC67jYpEWuPVP7uxb0kQq1Uxad57SRVPocBsr43MG/HxzMF8TXHAhM45PmqBbQ0WpmpSAFFS9fzguEHhzM34MaFDWMsfG4CwBrz7Deb22tC15xpie+o5dZKCmh8bgzBK9enaZIa/eqwPZpzoqgc554Qh4b7G96iEOMi60bZaGWYdo3MLGM4EENSHJoIIMtiSGdmxKGyLLGk4/JMtJeVw0l41GiM3MCX5kyo+kdQe8MwSTLcXbpd0vmyyICMjzTxnNyXg2dXNqPOcjtcyoHrL635MUyywl44LFxUxv9GAzDgvh4X/qbzc35rB4u96wayffudb7a9rZMmpAC4NKzrIv7YBahxnNZZYGWYc9K9ldfkDTq8xMkk9IQuPOuFWq0BA8foJRjj5BO2qO/4wvLs4MnOfC5E0aiZaYMKykoZAUn8CpJ9eK53DQVjwp16T2k73iDBZLC0JSTljOuOU99UhctI5O+nxUEtt7fahtXlFrNrBxhmRvAoQEIrc8RtVkzOe3kO5R37kzbQU/xSSkjbS7wd0uxVPtgPI63AZ6KKyDnV+l6MgTdQJDGtuaudS302QnswyRb1s51DUgyeNk1yWoHp3LHZxXGk25MrAqj7rQFgkvGMSfw1Zhk/fUOr0mWA2k+WmQCz/1K1j1vR811QrOHPCfnLYPd7Q0wSP3i6XNLH+X2dU45gWXoQUum8LrdXr8L7X0pHfP4eBpQW1/vfE3uN2v9IKU1ol/x8OF8kIzLVswSk0gt6IfRIB++Fz1Aidfmxmtrq3sHnhp6757s/yzLnvXqG+88Z/d7LsBbY6FsXrpysK65IJkUqPEUtZYED58gJcwMiV1FJ5UW5ZZS7Cj67OYfHc2zXLy/RyYQLwKovWuuE4XP4PfA+gKSopBqXdQ03L1MsmvXpql/Ug26Puk5XoUgFai8dcvPgvIouocP5+dOqaGRu6a0wGRp7Yba4IqJjwWufauvU+mW9J5Yi6y2gTJ51pMAMa6AnF+l60kqk7iBIK3xVWGSIWq0p5SlWDvlZhH1U7QNmbOYZpo7PotIoUph2UHovb3OnqIbdDXtDw5t7fVdC7k6M3c9ZMiMFiQT9I5Vf9kLrWaeRCZIoa+NVXOdcJ12+/a8Hl4FeGRVH9YX/V3fQJnXX+HPvXixjsxL2bWaDzwed4GfELr/elODrbgABqCojM2Zv5aeHI+70im4DvE+lrzEceQBM0snaO+n+bNWFhbGDzY2lsck0/rFOybMl/pggHfHQtlcRcADwL8AgDcAwC8rn78AAN4GAL8wub7Yc98kk8xKMcMJKAmOPgYxX9w42aSdTq3AfSoQUNq+WoEs6/64eEtTvawTNC1hg/3OWWg5xwTv7c3XWaPvxReddRgBV9y870vTY3mAjBcgtQSh974WPAHa1D1Ho3lGpzeQR38jBWsRUqpyrhNRYgjic6QdH6l+H7+3dWCHNq6lBqs2TpM2nOYg2WA6J5dJFuPya5JRLDOoMKRjVLtvPRsypwFcNqSM75zxWQUm2TKD0FzGI7OgxP7wQLP7lpkCU2s9kHud5iDZwnydXNA5ItmIQ8hPyyapuU64TvMwyYZASs/TMbhwoWMn8e8OdfhGrqxOpQ/iv7WD0/roAk/AT5OFx8ezf9fqsXFwv+b+fdkfxHntvS/+hn73wYNZv4QG9XLWYQ5Zhn93Y2OaiovrlI6tdm8+NloJob6QgqSWvkFGuXdMVo1JBgD7APD8hOL4wdz7Pnn7tj+gkYOcyYfP292dFxg0UKbRpPlksNL4KKygjgYugENYPYOfL0IaXNR2Bayi8NI8ODrqUjhRWEk56DnCSlJQkjNam/UjPWM0mmcKetOIPXMhpcRT99R2NHLYjKk+5E4D1l3LcSIkoyJn/Kx6OZbBIjk8nJKNQdfUvUrbN2nD8wHeEyvI/2Vcg+kcrSYZYhmpBznPXDazrRbLc+hg3yqwpPpCSvNIyfvc8RmSteud10MEoT3P5noWHY9aziKHZpcum03XF0wXPRvgVXEFdEjJNZje6Rsk46djc/vLe1iDB541MPSGSU097AkGe/XqeNwFcra25O9KRA9LtmmlSHjwokSf8T6UyABakKyPvvSy2KRx4UEyfi9tnpVkKaXuy5lnV6/OF9ovkd3YLt6enLqQGxvdKZn8HbBN3KfGe2vxCe5DaPDYCzmpvtL3vTJl1WqSAcBOdcWBDmNObrcH3uCBtWhwgVrKQBLkKSYZLpCTk/6OP05Aj5G5SDaElK5IaZ7UQIxxnl596ZI+7rwPML+c94vX0ByNOkaT1Kd9ndFUDYrxeFbA4jP4O9Ijg/n9JaPbQsq4Sd1TqytWEqzV+ocrHspa8yiio6N5Q5IzFL2BMqwjQPs/ZbDwtWYpDe1eR0dd7UQt3VZKuWA1DU57TbJBdE6NtJeayDUoYlwtZlspagf7uC5eBZZUX3DZ4CmzsCpzo2ReL/rZEpMsxuECh6vGJKuF+V39t8UV0B+l10rqHT5HLGZ6X3gDMjXXyVByy+sLUptzbc0uQ6Jtbt+61dlsaK+jfcvXNeoqHuTAQ4OkYFZffSb5pdIJjn3n0tFRma1NfUY8+f3ChWmAKjXPJCYZH3c+r7GelxYgkza7tSwRr+zm8/HoyMfmtYJbeF29Op+ZxO9tEVJSac3eOZhbmoh/f20te/6dliDZ7wLALwLASwHg/Y37vAgAfhYAfvZJSyD1FQqe3QOtWD1d3JrCsAwx6qSvrU0/4wsEv4NsK8878gJ9t2+nF+myjDDquHAK9f7+9HvWZxzSmPGDEDiTTNuV4uOBNckQfRS3J4DlqV8g7RZo7c9J25WUw3g835e8T/gzd3flun+lNQmwHdopsCmWoBb4lgpbevuK9791om3uu0r3l96B7xRLjL7Dw5mvnOa0l6759XXO448/bo/VoqEZFKsS7EihTztrvaOmiy3jeohASG0WYi6TzKvna7XTGr8+NTz7gj/78mX9u7wm2dAYqibZMnGGmGRxlfUOnSOSs1uLLVubJZaa10OyWb0bySg76YFWW1tySqWnTAoSBKRsFM3fxLZpslPqJ6/ckIIsPAUTT3AsHQfuq1y5Mu8Xa2VvpL7zyEKNOcVtdIm5Zb1nTkAsR3aX1iO35g1eDx6kWW1W7baUPeANnqdiI3wOVNhQOw1BsmsAcGXy/y8EgF/33PPpIsrSCXu10iUkyqV2tC5e16+nd6QtI1CjYEqF2TnjJTfX/OLFqWDXFkYJJbSvIc3bKQX3EJRlliomKDHJMOVSSl+VcrARfQ5QSIHv9F26NP8dPsevXZsXtp70yBp1RagCkE5TSeWW5wrfVP+Mx/KxzZIzQ9e0lJKMqZYlgpjfj++SYfDKMvSkYCZdX/y3WvCez0/OgNzZmRmXMx4kK9M5fXb0h6hpJc3L08IsWYXNlxjzAzJDsMz6Gnq4Ay85FvTv1hxM6XlJppYWak6N/SKZZLxPJIeipm5fBSwjLdzCGalJFldR72jI3ayL0T9vagSuPPphaMZvzkYyloShG7Paqbs0MCJlV2xvy+/P/SCpbVLAR9vU5vf3BqJqbApwG1bqA4Q1zrkbhZR1hu8vsaylvvXO6xoBMQlWmZQUeBCSXpubnU+9sWGvN94vOzu+AOnJyfzcxe9i2i6Nm0hyJjcrLwMrHyQTvvsqAHhm6ntPXrumB3hyhKdmOPIJyXdiMVDGi/jxZ3mjn6lUSmmBSCfeSaCLU1osGGiUKJa5zkwNA5cLPp77zou25wgfzA+nBRS97UABev/+fCCIp9X1ARdGN2/OBmcllphUVLyWEZFSDtzB4oGalOOppWHy3+IakXZ6OKSx42tcSk2tKYj5/SVGmjZGVC5xlp21FrTgPQ8kWoHJy5fj+wC8KRbK+1W4BtE5pc5KKWvTAz4vT0uNomW0U9JNufpqiHplfZhTWhmFGPPezdLz+JkmL3L1imfsFxHI0dYlL3AubVLVbAO1uYZmhS0zldWBsxwkE747rN5JISeYteh545ERQ8hivv60Q7Okg6Gw/i0lL6R0m2SH4Xjw5/BNVs3+pewuTU7z/n3wwJbpNeWxRNawdErq0DY+Lymzb3NTDyBK9fkAuoDR4WHn06VsNU1ej8ddn169Wp9xjgSZVP072i5Lf9Nrf1+/pxSDSPmY0ljTAJlmu/D3uHq1fK1zchOTeSsfJAOAmwAQJv+/BwC/hf+2riefeMIO3ngUgOW8SMXupEHSFnCKOUCFjjT5pIXH7+nZDeLGLw/qoZDlE5bnInsFpGTw57IoNGfmxg29jUPAQ1PFk1D6OA0SsCYBD8bxucb/JgWMhz6uGwU3Blv5b1LzxgrY3L3b3ZPP9d1dvWYbMigsQyLG+f7D4GkNxYbC/eBg9gQZ3i+S/LDkklZfgO7uHR3Np5paJ5HyvgU41adbxjiQzil1VoZknXI0JpkOLRiVo9+WzSTjxq+kA/C9coNvmsFPHSpND+VgVeaoti4XtV61jc8h+2WZqawOnOUg2cL1Toz1ght83iDbCVESFLBs02Uwycbj+ZpWCLTH9/bsg6FGoy7N8sKF+SCNBlqTzHoHadPVGlfJvqV1nmm7uX9L6xzXBp9LXLfwFHetrIh0MmOM3TtS+xczjLj/iMQC6d09J05aczR3bkrrVNLHnuCxlF1lERFy9AEP0vHgFR87S99Ivgz9nPYvnyN7e76YgkYaIGOy9CAZAHw3ALweAN4FAE8BwN8AgGMAOJ58/lkA8CuTPP2fAoA/47nvk9vbMiMotRNHAzaWMZRikt29Kw/C0VE+cyDXKEOKIv2NdkINX1RSobvxeL5YIbYh9124wa9RV1OQhMYinU2EVNif9/uQp6FZte+4cKfj6YEngJZ7oqVFmbUg1SSzKMLe3TPLkJDSb3MYk9r7acpTCkRLwT9rnluBWz6OqcMfEEKQ8jQHyQbTOavIJJNwWmoULbqdtdgQy6pJpqXIcDlQwiSzQJ+7sTG/K12acrnsOZraJPXIzj7gcv7evXrsSm0+NSbZ+dE7NcdaYuGgDBqP553YlEzwBBFyapKlToL0gJ+OeHzc/V0LMKyvd59Ja3Y06mSlVA4oBeu9c3RPyr6lz5HIE0MF6lNMMsl/skodSamkm5vzslWyl2na66VL8wfB4RyQQGswr611viLWofP6hFIZA2TDbW3NB+u4DTAazc8VrU43vqOwKe6WESkGItejlgxKMcmk2IXU/tLa8ZMxWXqQbKjrSfqylJ5q7T5Ip0PwzqaLkTOgtGNT+SmDucGcHCdKc5K1CLDUJwcH3cK7d6/7t8TkwTbwINHNm/a7YBvRQJOOJy7d3eLtpDXEhkzPwHtLyvL+/WFrI1iRcC2A50079bQ59b2Sue7ZATg50enQ+O4aQ8ujnOj7bW/PBp1TDkrK+NQKd3J216VL88FuZF5q8gBZcpJRkxuc5WzWW7eevtdpDpINda1cTbKGNLhTsYg0Pu3ZfaHtIvPaYxS13pffZ4hA4RBItXOZ63IIJtloNF9vcsjUqco4zUGyoa5ivVOTNYgb8xcvTu0ylEEPH8ZsW0Sr/xpjfgC9BjN1NNIDJBKLFoNfnEmGzy4tJ8BT29FHk+BZxyj/UoXZJT9jyDIItO382RrhA+EJQI1G8/Y2vXZ2Zr+rfe/wUM/q0n5z4cK8X2SxJfnv793TA7b4O5rey+cen8e0hjdtPycl7O2VbdTxbCd+kNr+ftcG6b4oVy5dmpaOwfbQunEXLnQ+j3QgG5aKknAamGRDXTNBMlwkmmDCScWDCpRRhgEya2JLhbj5M4+P50/5QwPMMsisz6ihp6Vb5aRocPAFTYUUfxf6LI8y48KET/CSQNneXrdTgAvVk95XyzCUAqv491ynwbtbbeVU8zkdgk+x5bDfrHfLCfCmvkuFtTTHkWXFP7cKmpbsuIVgpw2kjE9JkTx8aAf9+NxFeYBHe0vGBB/DnLmnBfp2d2NcW4sfAPAHcQXk/CpdbmelJkumBdfKMeTmxTKevaw0xUUzIWthmePvRc2aZJrjFsLqs0onaEGyHnqHoxaTjN+HF/iuwSSjPlmujKP2GA/seNaTZENT9o6UsXFwMF+TjGc04XtoJ11KkAKO6+vzjKHcsfWmr169mpdRUQucHZQK/HnmGg8WaTpMOxRvc3MamOF9YaUvog+W8gm1MgYnJ3aQTPo9nfcl657/xgpU8vmu2QejUdeHKTalFXBEtt/x8fRdteCn9p4TnybevSumhJ+PIJnFJKN/4xRMbuylAgeSYKfRzq2tLuKJz6KF/0oNTSnKzgUo0n5LYbVtPJ5/Z9zd8Ajd7e0Y79zRF0HJ7lZuoXhLaOQapZgid/9+P2ehJMVWC/LhvVLFHClyHAhvCjMN6EgoTSPk3/WcGpkTsLQoudI9uFElnfbD+0wyJPG6ft2XGsMveipnrgMoBfrI+DQmWaGz4mEze4NepzU4sSoYMg1+Wc9eRprikGUOhgwCSzV5Tis84645bt6NsxVAC5IV6h0NNTaHua1w+7YcFCqpScY3DlF3om2fmrdSgENLTdN8FM2/0b7jrdc1Hk/rk3mDTpK/BTAfmMxhCaKM1WpdS21YtI5JvQ+3c/m/797t5hKWQYpRLv3jOaQP+4kGZvhctAI7fFNC03HUb9vYmGVbjcfdvME5nVPWBd89Z91r6aheSJs9NLi8tqavZc/BbfxdpZRRfF/63laa+ARnP0jGI558gfOAyuGhzdhKOb/SCXX4TGtRlRqakrGt1Ww6OCh3mi1jlT8HhUgOfReDeXxXpkR58wWTYpJZxwTn7FrVdFo5zVY6QUtjVmF6XN8daM9c8faRZ/eipCA9QBcE4+3mwrxPDRmLkis5t6VpDLzIZWoNWH2C673UmEnUDmxBskJnxZKLQ9eqbJiFVi90Ecy808Bi8mKoYK1U97VmCmepc7tq8OpgyXHL2ThbAbQgWaHeGRJD1rHjazSXScbt6K2t6WclJ2Rq8g1ZVlgD26tHUtlN0vtxvR/ClD2D9/COydAbbbXS7q33SelS7p/y0y89wSI+nicnXdCKBycRtO6ZlAJIM0Kk/pfmfapPpLGrFdCUNuT7bOzxwxM2N/Ug9eXL88+W5gG+qxZUk/xkyYdisuDsBskuXPAJ69xACO9oKSXMGkTtWbWYZFRAcAWhUZ5z2Qv0uxp7LtWv0i4u5iZ7cp9T4MIBhZp0hC0fM/wOp7tigUP8TergACsXGqEpEX6vra3Z020sFlHuKZ99HENvbQVv4Ehri/W+UrCa1w7sawjg/bjCvXUrTwaknkF/lzqdKMUk60uLp3Ocyb0WJCt0Viy5OGStygYZuXKiVhANa/zxE8tOSy0vjiGCi9YOcq3+oYWFh6yxMyRy6hvRcVoGI6QnWpCsUO/kIlcODVnHjrcF5y2Wl7GemaqHlMsk293NLyFjycRUdtOFC3IqJg3KabWntDGhMqB0o80jO2pvBGnvw31JXrBeKmPSR09p/iJiNOraSWvz8Q1w9H+0/vcwzXPGzrM+Uzqcs7P4oYg5wDmOqauXL8+fSMnnz6OPdsG0EGZrFHLwvkOmncR4PddMshzFkWMs8Im5sZFX+NR6VqmhSZUIfbZENeYLL8cxkKLbUv4vLuic3RCJjSZhb6/rcykwYiGlEKWdgdFIZrZpQRCNYustGsidJctBsFhEvDCvJTz7OtpSv0oGVp/AkTS3U8FqipqMG0wbQKqz9vxSozHXOOVGoHT1df7ortjkei7AW+MKyPlVunrXJCtZi60mWT2k5AQfn1T6uAbv7vEqOKhDI2UPaTKtZnrqMuq41cQqvoMklyoEgFuQrIfe8aJGcGPoAKzHntQ28HPbifOWsth4+hud27n2JmXA8CL6iuOu3kNK48M2jUbzMlWroZxqL5c3kg5aVDkDzVfCWleSjSyNiWVL0c+sDX9JZ2GMwOMz5tgCKXsR56vkW/Pxsu5F371mXTr0paSxG43k+SPNc/4uWt9JtRPp3MX6Zux9WpAsF5rhlqtIcgwGr8KRFId1rKtHoFuGqnZ53okWoAwhXTcsRl+tJ+/zaBFDXGDSjiwv7njvXlpIcgafxpqylEjqaFo+1pR9JylCDTUCSHR+WsI95cx5hZ3UbuuUn9zgg7Y2qXGgBZyXgb29rj28TX0UGe0Dzqg8POylOM7qVUXnnMag1ylkpIjwGJ2aTM4JUPXZPeYYMtVpaHiCO7geuKNTk2l3FubvKr2DtI4qsUqa3hlI71BwOYQpil6fZaigLX2+93CkUv9EeletkDr3rXI2cOnz6G+4LWfVbJKg+W28rWhr7Ox0GSge/cH9pP19WQeVrvmSYPrRkTze6+tyICZVd4wHiXifaTpXsxFoYIrXPtNsPk8/aL+1bJXr1+fbptkkUr/wddDnVFzNz5VIOVI/aPaP1nd0rmrkAeqHHh3F5wG8KxbK5urCvuY1ozhKF51G8ZUGFel/ntpHqcGn97AUDjeMLMXBF8GtW3K+L11sJye6opGurS1/H+fWDYtxntW1seF7lvT+N2/OF3RHQct3SLgClIQMhddx6cMkw+doQSfvDlEfJpkkoDmt2Lt7JPWZ5TTyduNuG+7GlbLYeL/dvDn9GyD+TAAAIABJREFUjCoH7QQVb//VDoZI9XtKHSetDggG4k5OYnNWFuCsIFY5cLaKLJY+SO0mazI5x1CsySQrrX+4CvCmCXL5bZ2s1QervM5OEySHqxKrpOmdBegdyfbkbBRLNuWk/1rgDBYuAzSbzgqQeeaeJoe1+2obpjmyRApM0jRBrWaTBi1Icv/+vO7J3WjhOl8iEtC+zPG9c0uOUJyczI4F+gTcb1xfn/+tlX0jyTMrldWyD/jnz3rWMBtb1vzn/is7lGvGJpHefTyen/Ol2Tman0ttIj5/vKw+CZ6MMtaWPqVlin60qOtpxWFR77wBBkqzlfKbtUubOJbBIDFktMKOqYAOfTfJiab/5rWVtHpHGAi0oule51yqG8bHhC6IUibZ0ZFv3OghCxKdkz//+nU/K0qDlT6KAmJvT65fY8HaGeDK2/s3CsnRG4/1unfanMB+kgR3ymnkuf/SXI0xT5BKOxvYd3zNSYE8j7Lom+IqoWZKqXYYCPnbBwH8UVyyjF+1a5Ag2RBzpSZqOUSnBSgXLf2Xc5+S3WOKs8Ykk/TEIgKBq77OThMak+z0652trdnxkk6Z1Oz7GhsnfA7xzXx6QBmXeVQnhTBvk6YONLL8s/F4njnFA3Ylc5uvj3v3ujFYW+v8g1x5pAVrMOWS6p4S+UrldO4mtKXfNGaRRESw0gXp76S5jDJpe1tOx7SYZKmxQGae1H4teLmzk+d/SX1AoT1nfV0mfmi+g/buvE+lg+W8oH5u6p1zWH0arPiEUMbo7AfJHA6fqxAgFbrS5JMubeJYBoN0GoukcDTnxFo4dOGldvb4ZMEaXfw9uMCrySyQFmhuTTKLkZUSxBzWKZh00XkdHUv49q3fId3bI+xHo3mlL31PCsrwE0sePJj2j1ZYNDUWqX6w2B04p/lzbt7U55CUlkx3nvhYlzhX3oCWJsy13ZXcdmiQ5BNrcyvcr+ic2myUmsHPPvCkINdgkq1S2lgKq1ILLLcdq9THtC1ePTFEf6/KOjsrkORgq0k2nN6pDW4DcCYZ+gRWoMwjY7TMGynzRfOZpGdrdXIp4QE/43PVm+bFS4Pg/UtlK6/3pBXt9wLfi9Yko3/Hf9eQrx4d5OlXzV/De0tkBSldkMrxHB8QoEs71foyx67TSB/Ws6UNBemZnjGTaobjOqNtSwVJR6OOgbi7azPMKIayMXJYfSVoTDLw5bNbTDJMDbxyJb3YUimXFy92QTAaRZbSAqUJR1k7IXTCNTed1BJY2iJEYYGpmN7gXQlqGK48GBjCvMJHSm/KiON9srMz3w+8zdaYaBTfSruuc4K9tP6cVuSSC3ItUKPNCevwAe8788AcvejOBApSvmtEA2Va0O7y5bx+TsEzr8fjKeV+a2s2ACv1EyqyRx/115bA53DZIsm/w8OZv7UgmaBzHn9cnv994A1+SuNYesgJR0oe1TKIcgJuLTWuDKucHmvZDkMHJBuT7FSgBckEvbMoBjOv+1Tbvqd1ZbXn963jzGUMs2vUNC9L3+CzRqP+snVoZrYm5xax4eNNuT46mmcq8cAYnzcWcw7vydMutWvIPrCIAQDz6bCaf5DD/kuVgEoF3LQ5s7vb+V68/MGQNsYi9PS5q0l2ctIFQS5enE215JOCC9W7d6cBlRh1Z5IzyzY20jXJpDZQ5yNVpBbfqU9wAduvKR2kFdMTXPgEpUfcWmmgpdAWhKWwvLtC/N29gamTky4IofUDZwJqikAaf2zzUKfCpASMthvjNRxowIoWGi1hkmnKgYPf++CgCxjfuTN/Lyk1k9a104J2tZWmpeCwj/l3jo+7z6W5YVHNc/oOx0WivLPDClqQTNA5167lz18PUgEhaRz7HHLCsahTqrwOQgtolMPTxxUYP0VYdgBv6MBrDUf0nAeHW5BM0DtDBMm0jbyaa1Sqm0Tv6Z3rOeuKt99KNUNY+obeb2NjaiOVBri8/Vu6AWbV3hoaXh8L+yCEaa1va0OdEzg4cw6RYnF5+iN3Q5DOYc/zpUyWUiZZDk5OupI3UgkhSRZYa2IRgd4F6sCzfbqllHtL86hRsEqOtmcxx1jO+tEWvZUKKeXD86vEgeFKRhPUvF/W1nwHCngh/W406qjW6+vd7oJ1coy2cHnAU0KOI2j1g3fu8PGnFN9aTDIJqQAjfe79+3kUdEvBp2qSScrBq8SllJ2UMqIygbaFfmbVnMtpE4dWdNaihWOQjH9na2s+FQEvvrvE17m0q3pwoO/a4UlBV6/G9wd4R1wBOb9K1yBMshjTxUslo6TPISfS87W1X9Ng8ToILTWuHKk+HlL3eNu3KqmgNVHDqakdHF5UMLTimLYgmaB3+gbJPGlhPDBUYzylTdlcp7pkXdH2e9aUpG9w7Tx4MHuY0+Zm998Q8moIa+2TkLMBhpv6Oztyf6dkSG157JE5kj0j+fIlGw5or3AiyuXLvr7IYbpzO19iiaHvpwXSrH4aMs2Q9q9U1N+ywbR+WtbmW0+c7SCZFIgKoRNiW1vTgeWL0ssGQpQMvsaikXKoj478zj+yULwLR1IyWiSYL2D8rqdmUgp8YeHitGi2fHFqyoz+bXdX7h+egmkF1KR0NKRbP3zY/Tv1/inlLvUh/dtQzoTm9PIg4tWr8vO5AZLjQEtjnVsQUjumWzLGJOOihuKxlKk0HxESgyuErjYFvweno0sX3WGTConSdm5uzn6+t6fX8Iixl+I4q9cgNckkXSDJ4SGZZNiOIevgITxyjffJEIHsswzrvRfFGjxvqHH4QM3g8KKCoZXZgU3vKHqnFJYdKmVl1HZyDw6mBeqlOZLSpzXWVeoZXM9x3Yo1xNBv4dkK3v7y2g7SBhjK9Lt3pylwqUyNGzdsXbAsZi9n52E2k9c29/Qj96UlP4P3TSnTHa9HH5X/zjfjpRpgQ8Ni6kk6JxXM430nMTZX0fYS5tjZDpKlhATAtOYXFQY8ymwFTPpASpvUFJLm/F+82AUsLCfZgqRkrEhwSvjz79C6UJaSpe+n1ZiSrhSTTDsthfdPHybZ9vZU0ecYsJzNaAkN3q9UMS9C0OQ+P9eB1hRLriPAAz84/+g9Qxj2FD5LmVrzTAu+8vQDq77C2pqdIk3XOfbXw4d22oEwN5uzUtlZ0SDNF8lZHrImmYZlMLrG49m5X7qWl53at6pYNpNs0bvNi3reqjHJcuydPsHkyqk3Te9k6B3P3PYGmWrLBR7I0LJIUvN9EYd68PZaG8YPH85+llpb9P7etc1ttd1dmUCR8qOwxhy1lReZNmdBypryjK23H7ntQrPM8PnSycsem0E65IJfd+/Ob3RrNvsiAmWeWAmXD54DBqT3wUvrR0vfDKmvFVlytoNkMep1lrgQu3q1o86Ox7YBMUQ+rOeeWnQ9Rj0K7NlV0ZSMNFE9hpUVlLKULH2/lHC3jopN1STzLnhrEXpyy1P3oP1/+3Y3ppbw1dhRtPZXTVhMNkoxD2F6YixFrgMtpbCWOt3S3MX6gSH4neLStZ7DJONzRFMCHjmG44GpmdbvvMU58X0maZbYruasZDgrfeBhkknzcxHO/zKMOX5Qx+bmSjjvZwrLSotYdIBuGc/L6VctDa6G/ZlbH6g0mNyYZMvROzk1di27AOENqnrYPpreYAWz5zYCrcLjizxl2Orb8XjeVvesdyloY4FugHmzJ7APsa+039HA5aI3kqiMLGEJ5vgdmCWxt9dla9CsjYcPp4xAuhHn2TB41rNm27C5qdexlt7Pc8DaEEwzXEdW9hZdY96+tnwXbnv18Z34e+TKA2m+jUbxuQBvi4WyeenKwbpmFAcaFth5lhA5OtIHY9kFg626Th5HmP8GJ5J3UpUwybRLUrL4fvx9UEFjEUetbZoBijXJOOPOk+KoAeeUdWIKBo+0gojSuEkOWyoolzMPPWNtjfPR0fSYai7orZoWKaW/CFZKzo54zlqX5o32rBIZYu3ybGxMUxbwbzQ9kz9PO/nSCpYLRl9zVpzOSg1I80s7WQi/7zEmamDBRVSfNqK8dV80edeYZIuDd44sKtUT1xPfyR8ytTR3vi2CIVNaHygXqAs9ZSgSaHrHqXdy1hKXkZJvwOsr3bwp3yc1Z8fjeR/s1i0fk4XLj2XWOLKeLWwqJsHttJzNH08pnq2t+Wwe7XeJLILBIJUiyZWBOTW9EMfHs785Pu5nQ/G5fHSUriVO+93yESRf0Gt7aXpY+rsnPuD1Zfj3kPko6cLSLBx8B+5H5uhNPm6Te/U5pGypiiF1mQ4LT6eUOl4SgpIjX3sXo1Tw0yjwvXvTel6Hh+mgWk7bPe3D71gRaWvnEgNlUk0yT2COfodTX7WaZKWwouRSMXr6XClgS+uxodCxnpHDJOu7a8j7mTsZfKcnpy6SdZDBMuAN2uUq05JaUVZgH+fI8bF82myMPidV27XjBsRkPjRnJVPnUPTVGam56XWQ6ObRkIYw7tjWCnyjE5Jadyl5d9prki3TSfQAi0Z7DfpFBHetTbwh+zE32FSj1lINlASTJflWaWyb3nHqndL+toJVly/beic1Z3EuSSwaiwm1sSEHyGquXZSly6yVdHg42x/SZrlmx/GaZLyMz+HhfJ9hcJI+NyWj+9guKTv04sXZdiDJIPd53jRABNdRN2502T0l8hfHAZlwNKUVs4W0eU7bSvuK/r/kC0pMM97PPFDlCcgh+BhIbaM2pJY6nUqvxr9r+kaKBYzH8/O3j96k73qug2RSh3uErTTRLCM8Fx7B73E4UrsSNQ2wlKNBF4eVwkd3NugCKUnx1II6AF1gpzbomFh0Yd7XvH0PHsjRbC7EUYnm5nT3rT/BjRueFsvnv5R6KwVtY5SNs0UzNSks5UFZPNb8lBQ8F+iHh+m28L7Z3Z1XOMfHHYNMoymXHCQxHnf3FGRkc1YKdI7Wz7lIFZ2VjGEuf/n8zklDluBNE+Z6K4fFTO/v0QurEmjoA03fLzpVMBeas50KlA4d+OPzZmvLPjk2F9p4rSKTzIucYLLW7koswaZ3MvQOl/eeOW1tyHH7j+ud1JyV6nV5LkkW1GSdSn7CMtjFloyQ7NFU0AwPY0L/TyuFk7oXwhpfLrelwIpl20v6IqUDNNshNyuFB67W1uYzhDwp77ReKj1MgW6OcEZZKqVYYsZJ46d93yJakEDQzLyn76qwq2buT+fthQudTk3pOcvu89Qn3NvzMSj76M3JM89vkCzG+QGXUlekjsMFwhXK7dvp31v30wQ/TiiJFSUxAaQF8eDB9Dt84pcep9s3ZUUKEvHd1pIUT82RAugfJBuNdIYehxSIpcwhKe/dW3tqY2P2RE1p7PmY5BjeXOlpAUdL2Gm79tpc4Scw3rpl9y9FTrDWC+k3nB3IU3ipkSD1tWS8eOBJG9va6oJlnjz+FMU6xvmaFVtbT/++OStOncP7dFGn3B0dze/887XF/1aaTmXJaCug55VH0v09emGVAg0lsMZ51U+h1JztZW58xJieN31KaqTWZS5zsXaWwtD3jVGXb41Jtli9Q5Ezp6XsB7y4/yHpHWtueWzb9fXut6lgec1NAslPoLqwdkkBDyPMsusBuppUqTHl8kazx70Mb+/altIkU7KR3/vKldnPpZRgTbd75jvtG+6n3bkza/fu7/vuzQNg+/uyj0zfJRX8lPoNa5I9+uh8+RStn6U0zUnNLXFOaPYqt+cODmazWLDus9R3dCxz7TLpvTy1+Pputp2LmmSWsO3rsPDBXl+fN4Cs50vRUT7Anlx9nJy4CLWJT7+DO55c8UmUStpe+jcphSDHAJNOidFO1eRUaEkBSCy1mosmt24Ap+xKgmtjo9u5SI2ddh/aX1yQSCe/cQHtVf6SIeHZ6ZHarTnjkoHmGa9UsLaP4xPj7Nzi7Lm1NXnuWbLFqleWa4yl0ngkZ9rbH3RnLISZNd2cFYezIhkDUr2KEngYxZZTwgNoVAblwgrYWMaxV/9aTGEPQ9IK4i+rQL3nuVaAcVWYZN46qTs7yw+QIaz+71MbM8XwXAUMHTjOYZsUoOkdh97hyCkTw2XtxYu2Q5+D0kO9rPfypvFrwacY52Wp5UtVcLqTfSjZs1JdpxI5JW2eecfRyxLlNrIUjEkxyazAD2ZyWLaDJWto/+IheDdvTg9CsPwJSz9wfw9JMzkb+CnmGPab1l9WP0unouJvuO7C/kwxyU5OZsvubG7OB664jCmJu/D3wkwXLX0bLylVOxNn+3TLlCFpLUzvrh+vjUJPluPP5/WH+ITjTBpUZB7FAjC/+8FrRtFJqd1DE2jS4t3bmy6KS5fm35eyZ6S+lJhkqMRw94GmlOVSOvEZW1szLJi5MfAqWsnptJgXUpok7RssQL25KQcj+fO4YsD+wLGXqKdaamNOrRjsR/r9u3fT/SXNMz5mGksSLw9DQgsU4bzjyiGHocbfmzPH7t6dZWjSYpeWouAoNUBTAUJJBnodQSMFtjkrDmfF2nlNnbRao16WFXCnKTiciZyLlJ7VZGwfJllfLCvIlPPc1DodMsjnuXdK9gzJWBoKQzLJhoRXXiwiBXnAcW96x9A72prlc5rXZOaBTE0+9Z3fGpPJa/MdHXX2F/oJ3iwWlFNoP0sbQtJGvPTOuTKBw9OHmj2Lbdzb8zHJLJSy46S17WGS8WfifWgWk3RvL2kgh0mmMZCof25tZGv3rrEBKsUEpLGy5Lj0fS01EUtxaOVWaH01aRx5CvXxcbqem/Usax2fnEwDYkhQ4aVmNGaZdmCZBvKOZztI5klJkBZmiiJJIZ2MgZB2Tqz8YR64wOfxd1hbm1d0VPCjMLWo05awkQS5xUrA1ENp4XqceDwtEb/D3xkXIy4ASuksTRGKcf6dbt60HQM+XhJzkL6X1c+U0mu9A513/J4pJhkqYCt4w79rQTLC8ORQKWgmKQ0qCD0syVImGf0bpjfmvm+MMtuR7lygcJZqGOQ4C30M0JSC4ePmdQSlIOekXc1ZMZwVhBYESrH/+qaxU1CDZtlBFQneNVK77UOlK6acj9znWjXJhhxLjwyucfLhKqJPelXOplst5MiLU56C3PSOonc8acQHB3IJEImFc/ny1IGm9+DPyF0n1mFelryR2F4Y9ErJHikoQrMsLPtJCtL0Wdv8fvfvz/efh0mG1+7uajB0uT6y9Lpm90usU6ksRGrOcFsasycQVi0rqb1cH0jBPvwdnadbW9M55d3EkMbZ04cpOZ5KTcSDHfBdvDpFYvlJZB/+jjs708CV91lWPWfav0dH8/5Yjr5jY/BsgFfFQtk8mNCvcbkUh4ZUsT0eUNva6oQuXRQxyoESy9jVJj4uRD4haRuxFpEU1b93b/60E96mVJFFK6JPgzG8/R5Dmn+HO+cHB+VMMg4q1Kyif95aCF5niFNC9/fLHGGujFJpp3xMrl+X37dE0XL2lxYo044Ptvp/YyPPAeT98PDh7M6hFCijfZ7DdpSCtfzK3aHvm8qQu3vvcQQbkyzrctUkizFtFJzV4APFsllGJbZBqs2eNVyDwTY0C84byKsZzEWMRt3zNjYWG2g6zciVF8teez3Q9I6id7xrVtq4l2wzTY6h3eC1gyXgPaSNfk2WaXXD1tamhyhZZSMkW3N3dz4bRpJhfd5Ve39OYJACZSlGG/W9Vhlc3miZTFqNM3rxOSPNd81X5YEy7tdzu10ifljMsZOTedLM/v50jnnHTCLL4HtRm91jj+D3PamJdP5bOoXOTU8KNc0ok05S9eovHmDnmXn83a05Zvk/bK2d75pkGnjgK0UftKLEfGCtnRkpMk2hCUo6sbwnPe7t2U6yNIm0YJ30HbowUoY0/47EJOP9XJKOxO+rpfhxoUvhZfxIrC9esJ2/Q0roeeYy/45UEJP+O7dWDG0zF7gh+O6hCbC7d+vtwvNn8HVIdxJPTjpDS0t/o31K5+rW1pRJxvvCu2Oh1SLwjImWluulL3twctLNmYsXpwH3k5PYnBVD58SYXqvW+AwRfFglrAqbJcc28LQ5Rzf0YYFJJzTWRE4QrpacibE+a+O84KzLC4KmdxS9412z0iY6h0eO1UotpieFW5ACJ/v78yVIcgNl3CbEsjEcpexSTdbn9p8n8LOKkPRmiknG9dvly7N9jyV06Hck1iP/jtTH3C9Ae/rkRGYjpWqq8iCZdlk6VeqzXP9A+j7q6oMD+VAnGkfA+cl9Iq5rrAwz2i/a+uMEGEt/We+ksUAlVluqL88Vk6wU43Hn/IbQ/TdVWywFTcD2FZTSDoimLKWTFHMgBbK0d+KBDjqRtUAQn+x9Uh40cKF248Z015rvUHhTLq32pVhfFCknzGMESd+RgkN4affgSh3H7Ohodg7wPvPUKYtxft7zY4drgDLJQujaj7t3VPDzPltbS68NHqzldQm9p+Ty33hkAa1LoSmlS5fqpusJz3gc4PVxBeT8Kl0zGzNeg0iDN/hQM0ixKHjqIq0a28XT5r5sUC8kh7E2m6x2OqfnfpLBnSp+v2rzZFk4jXKgAC1IltA7njWb+p5Hji1K1lFQ+YAneUtOtwZvTTSUpzk+CLJk9vZmgzmajC7pv6EZxENAO7VSqkmGyAn4aocQSGOt9bFG/pCuFJNsPJ6SISzWVqrMAtdrubECz/dHI5lJKRE8EBLrK+WT8IwyqT9z0lE5O07yc3iGntWXGMRTnnO2a5LlAgfq+Hh+IvAJkMsU0T7XFuDe3vS0De2eVooYV4J9dxs9lMjUwuzLIJDeF/+mBe2s5/O+9xoZ1rh67iEZ9iknzEOnl04msgT+gwfzbefKifcZrwVn1STTsAgDC+c732lEga3VeVhby18bJfWN+FrxFGL1GnkbG/XS9RTD4QMB3hlXQM6v0vW0zllUvascmT7EpkPpvVN6YFWYZiVtGrKfKfguea05NgS8Tk8uk2wV50lDfRC7rwXJDL1TEx45tihZR0E34WlAwrKbaDutbBz675wTILV2cCYSl9El/beMPu/TDsnn8gT3NB+W+3+azyn5PtvbnZ+i+WepGt6ecjLj8XTcue/B/Sjq25fGCrTf5fhYvF8l+1UjSmjBJVrCiQfjNjdng8lWf1qwDriw5hvvmxC631+9Ks6L8xEk83R8quZV7qlA3knKJ/loFOO1a7O/lZhrSCXMObWhz26jxyFLHYHe52Ql6flannUqUCbV5eLFHUvgcQasunOWwV/CJLPq0En3kYQjHzMUKH1qwcVoK4VahoC0buk4SwZTai1JsqRkh0+SD6n39h6hzg90aEyyhVxVmWQc0nzx1nIYIiiNc7W0XoulkxdxAl8JVom1dJpYBTlB49HIX5NsVedJQz0wu+8qwK/FFZD1q3QNEiRbRUgyT2JwUXDdx08np3Yt/TcvGG/JIn7CH8o4y9bWsCpBMAuWPSHpSB6wKtnQ0fxPrS25vo8UIOOBU49+kWqSSamNeOG89dhQdG6cnMzXLpMCZR7iSMqf4WWJjo78cQT+bnjIn9YW7otZB+GMRl3AjZ9W67E3RqPuvSW2HwuGnv0gmXe3USoeTwcnd9dSi3BbhrbikMaNjfT3ahnu1sLCYoe3b5fVZNH6EHPMt7ZkRTIed/fip9loFM6dHduZ0YrXWwLKE2D0LE7LsM+tSaYJOO0gCOmibfQwybwCkgt071yt7dBra+rwUH43C9Z7YL8fHOQpEL7WLCaiVVcwldqbGyCnbaO7Q7dvx7i/35wV4cqqSUZRkoqm1XKQ7lWrfgxCW1M17h1jYwh5UTslcqjnDxXQa/Pk7IPZ5bcBnoorIOtX6XIfGHPaUYOx77kePMhn4nAmGWeRra+n21pq+1o+G60p20fuUllv+baSPOYBqK2tmfq2LlgbgtL75/g+GoNMqvWbghQks9oQgt8+o3Z4DdvL68/wQNL16/6xy7E9uW/Mg4tYK44y2qSDO7z2hlWnkPzm7AfJvLuN1OHggRcrKKGBT0BPsECb/JxJJn1vc3N+ongMWPpOKSHtLV5sFV/H5+3uTumv0vvyvGN6UiFnklm0VqmNVpBMarc399lanDQHP1fwav3I+0yam/hcrY+w3fQd8P9HI/+OGg+q0N/wHY/bt/X34nM795RLrW3Szp5VW09CSpb0TWn2sgVLDiLJaZcmB8h9ng/w7rgCcn6VrqId/dJUNDom9Ohr6V78t3t7/YIrluNRawf8NDl5uQHo0/RuGnIDX0MF9M5CXzboaEyyfL2TstNPA1tJQg3GvnXxIuU5/TQex3jnTjdP0X/x2M0Uqd9IeibF6pLs/VykynzgMyX72BOs8shuGojEg89SwJJFWgYG9oX2TiVBS17P3KodjFfqpNMYffP4kUem7EpPCSLNn6HzjNYyLxm7nDRRPld4HIb/W2pXbvxDqikNMBOAP/tBspzdRpwUnJK7tZXHEqFpgGtr02emnGxJGN258/+z9+5RclXnnejvVPVD3XQLudttJDXq6iTtiVtOX5HANIPnomEtTUSYazsKzKyxKDnEGSxadh5yfF0EASM5CXLI4LETjJ2S40eklj2zJjBcOxlsDdzh2klzTZzHDXFYLOMgXjYWASMbEEjq3vePXbtrn+98+3UeVdWt+tbaS+qqU+fsc87e3/P3fV/zO915YdssdGOaFgp9NrQTBGXS3Px9BYnNmWQbW7c2N0Op1ERQ6M96bo7vRMI9Y+6+XQwqJPeZ25y+Dq0Qsjn6uPPSuSrUHv1cdYmxrTEuD13/ntbXouuqp8e/g4n+bLOkC3OGvU+9Ltp0wvacfdPfTGSLlGYxBkPnZVLWNGHyM8CSyIlXr5aRykkWmoq2YYOMsHE83XYuxad9ZYON6B5V0eU8jK52o6NCKdQBnSf6KYuxm9W5VFTdvS5lo1YW8G+Vg7JbkyxM7tjsjFDDv9Mcako+6IF0F9XrSUfE9HQzO6VUkg6Nubl0+4YLJler5rrStvOY3o1JzlB5PjnZ/A1dBz58mpO/JicT7SjJyTZuDj42mu+zMekLdC7T01JvWrMmqT960/KeAAAgAElEQVRRAEGpJD836cE6oovyv3pdvhOVVkjnbXM4qXXjkw2gD4q4sjmPbM+oVkuus3q96cuIomQaq++7oyWluOeq5qSeKb1nn/tMm8nApZQ2aPU7yeiD9yGXE8elDNM0QFUgPRRJpoqIc86Yel0yRArzBZIOI1OLeK7bo21j0fnThWUSWJyDxsU4uY3Q18c/d/15041jS100MSlKJgHlayiE1E7xMRJd0RnT+UME4Oio+X1QJwtdt1xkRIcduxw19XpyDQ8PZ0NpccLadR7uvdt4SVFIsqyGdei8uDpT5LOLASFy4NOraRSKJPM51udceTk3ijCeikrLK5JCHdB51dGyKZouysNRtxLfVadTVgdxVvnjQ3kj4gOp6ySzyB3lTKR7U383IQinItL/8qDQedkca1mdyqagblp9lXt2pnIzQkhnDL22+i3nWEmjX5hsJao7ULmydasfIMKH33Hr1iaDQmzbEL3b9L5tmVjKcdbT06zpbHoW1Nmq6mNx8l7ZIT61il2ZXYpHcPqML1DAtO/pNUJqQeuZadx7ous/Lc/hAtCNeWepv5zqR60amYtZKsbKOXRcyvDCQtI77ZOySTeCOsaFEKDz4yCeHBKHOjPWrZOLcXpaooG4Wkkql5y7hmkj0vlzzzSKmrnq3CaPIhnpMT1vXSBVq26nqI3xcymjnDD1TY+jhSt9HXemvP3xcfvzDFFYXR1d6DswdTSh64AyTN+UVdOz2LLFbYy6ajPo55ucdDPUNMiwrEoX9yzyMKxt87KhVNU8yB7+aeCs6AA+30kjtczxNY45OUDfK+XTlBd0snNjJaKT8kKShRqWaZqOKMrLUbfSUH9ZqGjUlGtf+qyPrEhmF9mCcy1qmtB1khnkjq8OHOJgCnWoZWnkEkIh8wqRd2l0NxPCx0dfpWRykJnKzajvKTBALyOif75hg/36nPxVPJ5reKA70UZG+GL5dC1Wq/E6UFzQ3fRs6LpyZV5Qfd+2ZjhZpqcalkryb9P7npqyr0vKm7du5X/DFflfu7aZ3cPJAB9HpM8+rNWkbdnTY9dnOFlo4iu+jkaX/NCz86Io/p6yOuW5uWvzzgIIKITh5zWCDRYTg6QL0OQo0IlbBL4KP/fCfRSozZvjNcmo44RGNnwLWjIokmWm57sRqSNGQZG533KdYnyeua+AM6XUqrF+ffxvV4TeZijQ5zY0ZFeybREB9buFhSTKqlZL1nrzNVx84NCAfF9KSHDnp+uJa5cc6mjUn63LGPVR/lxCgCt2n3dkPo2x5UJ+ZDHguHRbbv2T434C+CfRAXy+k0bhXcbou1LOfLo+XeulU50bJl7QyhSyNJS1JlkaxEYaRVO/vm19dClOrXheIYFQ0/ooGklm0xW6SLL2yp0QBylnY5g+81l3ttIceTRycV3Pxi99Ay9p9w6di0KiZK0Dq2Sf/l65cjNCmJ3XVCf3QdxRHd5mD3C/oYNbi/U635XQ51nra9RlF4fU2zY9D+WUUfNMgyQTwr4e9PuyPU/bnPXgKPdbl67HoQCzOIvVvjcF5EKbIvjwt7R2EOdA1ebddZIJ4WZoagH61iQLhbmaiG6eEMOGQ+Ior7ja9Dbmpi9q6lAaGUluKhucUz9uepq/P0Wq8KE6vrc3fa0ASvp7ppBXVaOLPpeBgeZvDx6UwoGizEybMxQZYWOQ69bJY2gq79at5t/ra8VkyHEC1lRskjoQbWgn25pI+4zUPXCOOt/ooonZmnhAngZ6FmPLtMboOdetCzsvff763qNz1HhQ11jJIHOyOjXV2ucinULkhxRqB1E514oUsnZTmiLP3O/y4CddSlIr9pNNdoesjyIdykXUVg2krtwxyB0Xn7StC5tx74PSyKuRiy9PqlalM4rWxDId62OHpUVhuhwjvnuRe4b1uvm9cnWeqO0SUjNakS5/bUF7VfuMHrNmjTsQrZBxPT3meYWsBV1fsN2v73e1WrLmM2e30ppkHFhFJy4Iz60Pmnmkz8HnXXJryWV7ZpVx3D5YWEh299TfZ4gO4uJvaW0rk69Gc5ydO04yikrRF2deMHUT5Hh2NlwpTVsPQCf9numcbHnR+uByqH1SRxVR+KjP5ltYkI6xvJxjiuh73rLF7WxRtQy42m/bt9s3Z5rUJvXO6PWUk8zGLEwOJxeD4ZB+tZq7yKR+fq7VsXIwuu6Xe0Z0j6q9ZSo8njbaXq/L68zN5Z+qQoUyFbxqL+j7NJRPmKL7vr+n0cJ163jHC6GuseIhczjKE5ViOlcnIIV0WZgFCk/rTZpS7lcyZZH1q9XZ1UnowVbtJ1MgNA9dMO21KVUqch9ySPEWUFfuWOSOac+49L+0TnpFHAoqlOf77jFOX3StXZ+1TQPow8N++nrWZ6fIVDZHzY3qwhw/yMqnXEgtTscMRX/bmqDpOrDrPkJS/nzu23afPs8z9NouZJlrLqGoTtta5pyCvs0m6LXV+tHvr6dHOk6zyk2bTpDGycc9K5qBNzZ2jtQk4xxE+uJcWAhvL+t64OvXN+t6hQgAxSjyYr6KTMb0mjVJ47xel/9XxrLJoeSiLHVT0pJtI/miEmwwY30MDCSf69BQ3DHZ19dEqYUQt2bUvSnHjis1mINs6/nwrpp39P1xSDL9mVKnmu+adaFHbLVQuA5+NgeZ/vxU9K1clu+ovz8/xArlB6a9YFNEfPaK6dn4RoLou/csONs1Vhwyx0R5olJsMqKdzhOTopbGuKfIYlPzlpVOWetqCLF6HGadiB7M49lmecd5rA8T+Qbz8tZJU1BX7qSQOy4QgK+Bzzmb8gqG+MpFV31jbu36ONyrVan7UGeBK3CZpwOb7kPOFq3Xk88gD7lvug89jY/W2eaCvCZS86pW42txYYEvS2NbCyZ7mgM4pEFdmYZNV6PBe9e1aRqtejZqDylUmvIjbN5sfue2++npcb+XLPYHd76pKWljFlEf0zejxuXQVLXXXe98+/ZMMqftwsE2YoLDBBtVLy8PRmfabMrhxG02/YVz6LMsc6KLKdSY9lVUbQKIwn/L5bB7CCXTnHUm7qNs+tbp4pBkppEm3VZ/h75wei4VkXr19XmtW8cjyRTRJgZUIFIFbGpKHl+ppDcq5ubiDlrb+3A9Vz1Vmj4/Ove5ufzQC5Qf0L2gkIE2SLuPA0VFgdI2b+AMJA9Fq2uspDBWhMgXldIKhEkaMsnCtEY15Qd5FyRfDdQJ6MG8KC2yP6sjq0gnI92rO3Z0hvNPCP+SB6ZSFC2krtxJIXd8ysmY0heV/kQDx0qXDpE/9Xqyg5wiH/5Vrye7rtMsF7p2fewYW6CSq/9Lz58VYKGT3q2P8j4bSojaNKG8zBVw467re26bjcSldVJnHEU1mezp0OBciIMMkA4rdR0dMTU3l1wn3LU5pBW9V/2eaRqpzz2F7kmbbRUawKXv2dUAgHsuIefnHGWmZiW68zHknXeRZI2Xl0eEzPTwTSl59DOah6w80WmiM7Y0HBopsTG6hQXJtGdnk5tWMYe+Pn8YdxoIJ52PzYnBCRjXu+fIxNQvvDD+N007NeWSq/dpI1c0xmY4+CgC6tnRzpi6YFKIt5B1x107LTNT56PIEa4Wig+q0aT86K2Ni0IsuJBk6t6zIMl8a8RQRycl6kT2ELJdYyWFsaIoT2O8SIRJWsoTSSZEZyKLOo1Wch06Smned1YnYdFORs4g65S13A4kWUq+1ZU7HnKH0yVNujN995WK1GOHhuxICxV49F0PnEzgHGW+iC3ToF2dOcQOXXO2QCUdlK+GOvRder7uPOntjc+VQ0rR9zc2lgRY+PAyk963sJB8Pj09YfzR5ojh7sGlC9t4tQtpp5OrLjdnz9E9YXJyqaEyM+jvlKNsbMx97z711ui79OWtNgemqrumsuFcOit9z+PjbtBBiFPPpeNwPI6enyLyAD5DqpNqkgH4LIATAP7e8H0E4A8APA7g7wD8jM95g2qS5RGRr9dlq1b6AlTEkC4yLk1P/ztLzQfXYvI10myOP9WOVX1mEhA6w86iFLoUZzpXFdVxoQhNpJ5RpdJ0MLgirjZmb3ufPkqq7f65dMqhoWYqrXo+iunZGHIaBCPdT7b15zJGTDWI0ijV3Lv3LcxPlZlaTQq0yUk5Bx+IOZ2zad+ZapK57tlU40ynUMPG8/iVbKy0TOacy5RXGo6iTqpR1Ym0mpBkQoS/76xOwqKdjJwu1SmoyJC14wq4+FAGfbsrdxxyJ7QOboiDiOqJ9D0qhBinG3F6Z1+ffW462fTW0VF5bVr/WM/AoM4Mfc35OGlMeyPEoe96N+q5zc5KRxTt/sjtGx80lC8vo/pmtcrXJV6zJt7EzqUL2xwxyqk5PW2vgWyzYem8ffhLrZZcLy5bCHA7xbja1dxQjQ84pw0dLoBFCKnnNj3dXGum9+K7B0zv2UcHCbFPbOc37UN6fu6+1NrR11AndbcEsBXAz1gEx78BcF9DgPwLAN/wOW+wwRIC+XMVDNRHSDcGDtKchkIXq4nJmRiwWozqb71FLiVXpMXXYec6D51rpcIXevdBkulzs20w7v2oZ0nT3yij09dbSJtqV2FWDvZLn4FNONDfp1GGbevPJxqQFjVCa45xDNjH8KLKjCt3XV8HvgWQTXP3ddxzige3h7gUmRxqbKxwY6UzZE6XupQnFZkuKES44yotL0xDrUKSZa0rppoAdRIq0sdBmOe7zIBI68odh9zJs6O6bah3plIoXboRZyOFOMlsNtaWLfznah0vLCTXOF1zXEkWqievWcPPjfJFE5/kEFm6Q4q7By7l0uYQ4kba2lLc++LmZ9KF6fn00kKqzlnjd/PYKSp4QkRYFBU8Ieax03kP8/NCVEZ+GP+N/lxMfJq7t8HBZobX1JTZ9rU5ldeule/ctB6590Lf3/S0uTlZVvItDeS6T5PTtV6Xzr+xMf81Z7I3TMEYk45j8g9w56d7zbFG2u4kE0IAwKRFcNQB7NT+fgzABtc5CzFYTIqUy5tvihjSF24TcCEKsEqrXLfOz0FmEh4uJFm5LFPjbF0obU6PEMU2FEmmDz09L0TR59B+FmVx4x0bBQ5A4ABE/y0Qh2cMjI7OVWOKh1EV/Ti1/NXmzebpbd4sGscuiSGcFNe/6V4+ndKUL296Vi4G4kOm9erzztOgRmjEUEXhuBptLnLVSOAEihC8c83nuXBr22VI0LWpapxR4pzHrufvYQiuZGNFTr9DZU7Rjo4u5U95o9xmZyUvuPBCeU59PzLrQ5c7OACx8Y6NqS67Z09TzxwonRK3XXpv3PCjPMrmOOHSuFxEEbW+Oowi9Wyq1XTvw7X38qoB2GmoSJdMDkUn6b/LuVtnV+445E7ou3IZzibEyexseJmRrMa/MsL1c0RR0lHjY8v4rDmuTrSLKJ/U9U+TI4wLlOs6rItPmALjWfQIql9GkUwdbPw9PwNR2QsR7YeY2Cv/TrxvQvPz8ea482/aK8+FnWIQL8cuN4iXxXz/e8S+NXfE7KFt25rnSsb6l8R5OGm1mdh788nA0I81ZeWoZ21CZ1GUmV5LjerbRQSYfGttq71p+k7dpy7HsshGev9pgig2/4A6f60Wn68r2NXgbx1Rk8whOP4UwP+u/f0AgEsMx+4G8E0A35yYmHA/WB/SF0JowUA1fCOGJgEX4kzi6hTZiGPO3ALjapJRRc+GdOI+D0lxqNWSKYSU1FwphFWhZ0KJUyAM16aGCg5AYN+gGJj5pKi9+U/iBzeYwDx2igkcF8CS6McpcQXuFyWcTTD+zeVHE9fbvFkkji3hrLhm9P7knE2wYcXwaeFWVxTGV/iaGD0XVcoqDPRIghpp01nSIsm4veRTS4GLgoQiyXxTZLKkFWn7eJUbK8XJnJAIZxFolpVOneBg0J+/7pxXqe62oBGVp7Oz8XdJeYgtBaVW4+XOgYajrJG28xvDfyiGcFJEWBRDOCnedcljQhw8KOb3P5aog62PQbwsDkfvlulMuoKvul1zPFDxc85wtfF4F6LFV34XWb+OImbS6hWdSDa5bgvemiL+LmfNOVqTrCVyh9OpTM+bCwSrmmR0LZiMfx/dyDa3EAoptk7XZJo1Fxo0puVC6LOoVvlsDY7/lUpS9+SuqVCpqma0/rs0pXro/ueyaBpzPDIDMbgvLm8G9zVAAYb3anJqAYuijDOGV7jUGPHPt21Lxnq5UanI6yaeG3W06rW39ONccogeY0JN9vSYa5Pr5ypapzM5xClCcGwsXo+cC87RhhV0DaZNx6/Xk6AE1SDGZXvadMMMekEWmZPqR+yJchIc+khE9Ws1ibLZutX/AdEHSxkZt8gpEw+5nhC8EOEMW1+h51IwOeY8MhKu/BVZbNc3tUyRicHZHGwm4hoqMMQZKjgAgb2VxDR2bFgQh1FNRE/MgxcWLL/DKbnmBgaSNclMqR42h4zOmHzfFwc59kEbZHGUmZBkaY2kNDXJuL2kO6FMDirT3nEJzjSoI/oOfZ85EYrDwKMiJ/7fjtESmUPJ5fj0cWDmhWZZidQJBfzp/tmxg0ea9ve7i2TTEWqErltnlDvDN8ljTFH6OXxC9OE15yUm8ETyw1Ip3lwFkCgD1/1FkXm9uurD9PQ0US02npW2M6aLfCLrq5VMctoW8Q9N+/OkrpPMIndMpWBo0Jjqd75r2VW/TOmbLoRpX1+zSRT3vW2P2wAJXN0xvc4X5whxOSZCUS26jKLzUzLLJMOrVXMxeZsDRzkp0tYKNK0BrgFAtSrOv5GXOSM1GGWyj1OriDE4qDnKKB9bty6pc3HrQwWX6d7gHLZ6uufmzU0np/I/6PaJAiRw+5OitPJyoCkeoctSziYwoSEV6U3ygKS9l7YcAfcSXQ5GH8qgF6wEJ1l2CDJ9wD09fgo292BnZ+UCX7vWvBCmp5tRAEo0Cs11Y6Abgs6fbk7bsYAdLcJFNtIsxCLbtnOOPxcCpl43C5wQZ4ynI8foJNsfGRi4n9MrfCyJEZwQh8vXmT3qdM2ZFAG6lnwKxSslgU6MU5JdinSocKA1ydphRFPUmb6ubd8VjZCh6L0ostcSpESE4puBH4ic+H87RlvSLV0Kt48i4KO0r9aUzaIcIL7EyVYVeOCYsdrPBw/61QMJSYtvDOzn5U60X35fwRPsT83R+/iIsOg3l3I5lo5jHXragyJbXSNuKOXeJ3U9D3LVaClqz7WyrlvoPLh6l/rx9H3lQKvcSZZe7nCyw2Z06uS7dl1OcOV0MJ2H+70tyGhCRJl0+w0b5DmUzmhLb/QNNnHHuXQ1HS3M8XhbtoZJf9bfGeecCZWFlgyp29Z+pCFml8SEXh+soe+bbJ1oP5pgksY68KlLX/SoVJj3CPDBrclJ//3AnVPZ/K7sMtP1gabDs1xO6hZ5BsxNv9d1fQ4NKQRf63t2Nrwmmf4suTI3at2HZsBQebXKkWT/B+LFLB/2OWfMYOGcLFu3up+Ojk4plXimRxetTTngIgD6S/NF9HDQRrUotm+XtUz0732FFoVdhqZimRZhVkXPB0nGMQmTYRIa1WzMf/5tn4jn1KsIRb1ujK5wSLLWjEXx5vJ3Yuk0it8pO3P5Hkzrjqt75VpXXNqjuhhVLLi9YjIqOwUxE5DLHns+PvXKipoXfZZbt4Y7GwjP2Qy8LFLw+k4ZhcscjnwU86x1kbJG3DqZ2okks6Vf1OtJZVKhptR8XXUNgWAk2Tx2CuzdZJA7E8KOQPYN0iyJEs6KPbhz+ZpcgeXDqIoxfF9EWIwbVtxQqak2NLNrUIR30QEHm4OAQ1wUcc12O8oouRz21ao5dS8lrXInWXq5wxmRptREX13KhJbnCrhzfJES52jWdXHue9OatwUd1P2Z0Klcxo9Cq9CUMqWL0vR6kwziapJRp1dvr72G89yc1NFM74yzI0Pr9+r6n8ZnDqOaKOMSYVHy/0bpHpOTbHTvoDiCa8UEjosIi2IUzwtgMYitFzXYvcCVMqC2i4tvUQRVqcTXFA4ZO3b41dlTlFbno9kx6m/b3AYHzenBPjyAI5PsT4t4NclNqhdw2UIMEvcngZNCpOT3aX8YOwnwRQDfA3AGwDMA/gOAOQBzje8jAHcB+A6AR3zgx0JoBosS1NxLUJBDruudemAuxZUuWhpNpfUbuHMoQ9UHJaCnPdk2e0+PhHeGwKdtiqduhNuiID6OkDRUq0knzcBAc1Prn5vmXatJJY3OwdfzvrAg5v/dvWJ07euJR9zXJ8Sei/5CRutnjgjsG0zUJMPMfGpemX24DaHBQSHm3/6FOLPUnx19rj554UpJ4AzHvr54zR6dUdVqUshw6znEqVRU9N03+shdn9trec03NI1vfDzc2UCucQFwXHjw4U4chcscneh+yQM6bztHlppzK4HaVZPMJLvn5uT3lFeWy/I7k7K7bh2fBqSiMA5U1jx2ih6clvKlJXJH1o+hMqUPr4k53CkGuMLLJkeZHq2hndso77cVBddHb688R5HIK3XuSiXu/Mm650wytaCUxWXK41mZapIJUYjDfiU7yQqVOz5IMhXo9+GhND/OVFtselquXZ8sg1AkmWvNq33D1ZgSwoxO5ZBklL/TlDP1rFxoZu57eu5SiQ9MUgeb7pyjpNck8y3PoYg6drZsWX6WA9GrPMvGorht7UeEEI36y7f0G2ROURky2cb8L98fD+5EVd5GoYOuYw6hpAfAoqjZPMZ0TgW6oXa8Ss3U1wE9htYGF8Jv71HyQbYDwlq0VGWk+D47E9H9MTISHkDW3wuVm4OD/PH02et/a/yzI7pbFjEuvvhiP2+nPhQz9F1AQPxl6h56fSEpyoIkU2RC6tBBGbgPusXkPLJFeV0M2eYc4MhW/J/mQds6kND7oM4YuiEMc5nvvc5RO0wTCjPzEjm2P5L/ttVB5j9GcSL+LBrC9rq3LCx3z+zHqeXOMrF1oQtlHc148CDfaRPg0/x8kAQ+joUio+82J7ae689dn+NFKvXRNV+XUkvntXlz/L1w652e06cRh/a+V7KxUtRg62D68Jk8aTUjyWyk1qqpm23WdAQTf5qbaxosusJYKsnvuFRMvdxDvS6NvIEBXmnWzqmjuGLpkm2XO2a02gSOi9/v/YC8t7Vr5b329jYNBb1oMscjfXQd0yjKUUavkWXP2X5bpCxrBUqtAId9V+5Y5I5Jd6fOIoVs7e3ldSpuH6o0QRP57gFXTTLqnFNOONueMtlN1PbYvLn5HS08TnVVvfmIbkulQZLRZ2lygOm2nd5Yi5KpTA/3DDiiAZjh4eXz2pxcERabzUTbLnOyjiWxDV+RDiYKotCHXlPcxDPrdbk/qMOIIi7Ve9fLwuhr0KR7m9J3OdnjK398O10quTwykuQj27fbUaVpkWShAWQuTZvORU/DFoJP7dT/1pC4q9tJ5kJK0aGYoW0Bbd9ubk1OHVhbtiRfKEVk6cX91Pc0QqCTKWc9xs2IE8KliA0Py7kuLPCGsa0ex+RkeB0CHxSSPn/TPZuegyv9gb7fsTF+PgcPigqOZ2TGK2EsiVGcWIZIH0ZVHMHOBDoAaLZgTjA2XwZO95oiH3iyT1FSLvpOnXl69Dskmm5i5rb71COhVBhPTbnRAj5F/X2c2DYnAXcN/X2owrCa8OoaKxZjRVG7UF1F1UcKOW9Rc+DIJB90GL1NHtBzmRzSNEhTLpv3virMyyHRFfrMsm/nsVOM4HmhUibLeE10apTeNUo4K+7o3ycOa6k4EzgujlCkmam2W9qRN/JKCDO/TrveXTyiKGRc0Sg1IbpIshYNZ5q/zZDl6jPb9H2Xo4x2oE+zfnWUGl0/pvNRHY8aymp9q+P0lLZSKYlGMyHJhHAHLfXvacqncpRwz5Q2n+KeuUkfDGkwYCpzMjAgJs4Je0eNJbENX02+o0pFOk17euLP2cYzmdpuzr2j6xOqY7StKy13fZoeqdeFtMkkFxBo7dpkbTHO/uEQWZQH+FAWOcc9F1uNU9O89b/PWSSZjpTi0hl8kGR6UT2OeZq+o0ycS5usVs0dCHVaWEhCZgG5MLnUUa62FJ2z+k6FCjhm7homJYhzDnBkgjKb0HOcY2X9+mQBZHo97r50BqYhoqIOyalv5ejBaTGKE8bvhRDJZ0+fOTUeqlVpHPb3m/eHa2JpkGTUSKXMUB8m4aTfB9cu2pbHr9dj4YwGV0Sf2xP0N3oKNL0/H8civQbHW8g76BorHsbKakJ1hdRdavV9m+SD4kG+zkoXSoDuO26/6aOvL8kny2WzYdMY89jp1XlyJY0RnEggspdr3Sx/4Eh9CR2tQpLZyOU8axePaFW9s5yd5V254yF3dOKC1BTxSlP/bBk4Ic4XV8qmi1xOB9v5TDUi9c8UolU9B1qiJmtqP6fTKkSL/pleSoRztujP3GQjhaJxqFPi4EExH1Ubev/KDMakG0vJYI2yofXnvHUrX7bH9b4BaZfT98GlQtNzu4AIQ0PSmaV/Njkpz+8jV7iaZOvWJZ3qprJL+loaHJSpmbQeumvP1+tJHSorkqxa9eNhNLuMAz91Qk2yokasJhnnoaTeR4qWUMKdKt/Ku0yZlCJfKOzBg+4d7CqqreqtuQqjck4hVY/NZBCXy0lmrVA5aqNQ54DJ+AhIb7Qiyajg4+qRcYO7nhY5OoJrxTr8QEKGPzAusF8WoRyZ+bg4twSGPsz3za5pDklmescmxUNnwFTBahQN9SJ9z3P1IEw3pn5DI0v0HHQ90Sjk4KC5vp8p7dkUReHqVNB560pUqLJUqyWjZrZ6SI1rdY0VT2OllYgqSnnV7+LWnA0V12oEnUk+hCLJXPVmqLx705vM+8Q0dHR5Y6/Oz0BM7JXdwSb2Qqyb+VgH8P+8hzklU9Uumy/tYpsCBA9TKldW0muS+US9XeuO1nVqNY8osn6bEPG0opzqCHbljqfcUUTtnL6+ZnpYqWQOxKu1QfU6mz5Br0X5cSha0RaAcJ2P6o+q4Lj+maoHqXTCNB2TbTKWXm/DBvk55+HP+F0AACAASURBVEzRnyv9Xs80CgFiWGjjHRtjNcWmdl3pKCuzmodCa58Rc/hEsi4YBQCUSmYZo6dQqsFlKrkyZ1TZGv0zlfliy4hT7z6NDmYCxbi61toADrY9avqdT2CfEpVltudL9we972o1tqc7ortlEcMJQbZ5GvWHyDHW0KLX9ByDg/J3rt3LnT+AEcbIx5mkj54eMyxYUUgU1NdYtNUko0JYnc92D8oZaPD6H8G1Mq2wZQWQxYrP5y+XhdizR5hrknHCI9RZkFc6CKdwmG6My2VX+5CuO9s16vVk1GloKN38hYjvCY75c1EqHx5BeaCqv+DBG7vGSgqZ00pyoaIo2fYnF9HvJCSZEPnUJHMZIPQZ2NKSTCOKls+7Z48Q/f/bp7pyp4EoGyzH0XPW4v90DA8X6/BJg7yyGSqtQnK1i2jqmM0hE0BduRMod0zrLCSAklafSIMks6WX0eEypmmwkzr8duyQ10nbMXlhQTpLVEMqzlZjdCchhCyzQ+9FvROTTaM7ykLe3eRkLHWOOsjOTZljGkux/6/FS+K3ew+Yf2Cydei6o+/NlTnDIclMDrCxseT+5HQwlw7kU6eM+63NIWULAGXtvmsj+uxoTTJF1WoSOKFn0y0siNXvJLMxeFtBOp1oB5/QCD23Iaan7cYoV5MsS4E7mzOJQ9eMjzeL5ZN6RMtEhU4I2icNmYwvtfldqXWMo2wdfiC/3lvhWxvvreTLhH2dcUUKl5zOvWdPxvdmozyNCN+aZCalzIUk465Boz2uhhUh95LHc1lYSEZ6VcSI7hvagU+ITIJjtY6LL744fRAjb3KhonRy7U+T0mejdiLospBJtnMdmNIy4IMHRe2i+2RTlHNF7jjPy5c1GMJJvwsUUVNLpzRBG9u+akVNsCyUFWXGpUCnQeoIEduTXbljkDs2KhoxaLuWz7VNqDWunqM+XE4tU31aWtImLdJxbi5+flVrUielD9RqyVrPlDcoZ50p2yEUYcPZnbUaL29Wo8zJ7dyL4jAMtrqJb3OpkbTGmSkjq1xOrh+XA4wjXQej9pRPnTKVfqh/xiHSuNTR4eGkHUEBK6Z05LzIpYub/C+k+/bqdpL5OpWoAmw6ztc5xr0c+iJKJfm5vpBdLzWkOKMQSQGlrsUtXi4n2hVhoTDUnh77fPIgnxof6nuHIrpnj/b1/ogXHPujfAWHj1FUJKotx3PrvNxKaaC/Cwvxwqpzc816gUUZ35RpbtiQTL/mrsvxhSKRAlkcMeo+tm71rwGkuh9p1DVWGJkzMRF/bu10lIUgyXz2J13/CwtyT6p9SamVhlkriOoSaVItlYycnm4WSD4X5E6m8y6JIZwUh3Gt/cCi15mNn9v4sUludDKSLI+55YUkI3xsGHhUdACv76TRUQjmUHLVDqJosCiK6y07dvifW6u/lQgg2faw6TsfJ5kQvCxWtZhUx03a2ZJ7HqH6BIPUuW3tR84NmZP7uZfEOrwoDqz7KL+mKNlQWTRYwAFY0tS6tGVhUV3fVhpJP6/JIUeBQ8r5rIN7bM9A3R+HqGwVcWVlmEzB1e0ko0xi82a3Vxawd5Xk6mXZIgTqWpxjKpR8nH6KoVNPNq2jodfD0I+LIvlbHyRCq5FkoWRR9mIOMojWRfR9BFSRc8n53P04JT7wE/fald80SDIaiY6ipFO2KEdZiHGv10MqlfxrjbWD6HtQbaujyN4GWy823qCuk4yRObSIaisFPke+QZ3Q/anSTJaZQH/rHMTtpHo9WSg3dDR+v9wQ5lyQO7mcd0nWi9E+nMdOMYbvC9md+XlxW/nmYpGLHD/nanP68nyTfGg3GtUX5eaap+I/1Wr6wBbRQ8eBZ0QH8PpOGrk4yfR3mVctSxPZAtl0L9HPhoeTNZ9s+4TbY646r7Qouem7hQUp+6IoKQN1orYU7ZJcq8XnxHX59bEXKeCCOCAO41oBLJ4bMqfAc9fe/CdyHW7ZYn7ntswtLlhAM09CkcW2oOjBg3w9b1/S15WrsYTvM9C7zdr2clGgCB2EkXjBcdTn6naS2fJ+Tfm9QLz7oyK90H4UNR8iXZg2tJdCbKVxkCniFBP1mS0qow9dYJi8vT5IMiGkIOvp6TwHmaJqNcHQqPMaEK2rSebDuIuM9BRy7iVRxmviXZc8Zn4PoczOVIxbH0UXBPchTgAVadxkMaDoXh8fb/IxKtB0CDjjJO86yRiZE4Ika7chTIlDipkMJbrmlTxU1MpUsqINOp04o001vfBklkewU0zgCbFc++RckDu5nXdpuRvmPHYmCk0P4mWJOGtViq9KkTJNOE1B/iwlNfIiHye37zyz3k8XSeYcmZxkXKMiPRUxC1/VZZxCnnAF9fW/+/qa3fY4BxoHAFA2VoiOaavzqqNjuOubzmO7lm5L0fmXSvIYdS5OzoQ2CdHH6KiYH77h3JI5hZ57SWzCk+IIqvY9wjWWU3V/KWUNLNpALbotFUVhqdA6qfPQB2JLKTJlr/kgsYuqbbt9u11nI3t8dTvJhDA7jtSDMOW9V6tuRmqC7erH0chM3kq9qwAgN3SjxcRcp6Zaa4BkIZvBSQTUz/7YY+ZH04oikzPzArf0xpn2Lb3xa63A6Ioci2LbNub9pEVUqZSu/n6+y4xPMcoiiO5nCo8vCkGU1eDwqT2lR4wsTvKuk8wgc3ycX51gCNvIlarZKUiy0OYEWa/FMb2tW70ZJOfYOSfkTq7nXRKjOCFGcYL9fgJPhAdP0sgQm1HKDd9zmwz2VqOSlfNELzlgm6fKPnDV8ksjG7s1yawjZuuoNeIjh1xB9bQ15IQIt0s43Y6zzUzILx+D2vRMTPLY1STJZ08q3qJ3zONqOOnPmbtv177RAqDz2BnrErztDX/ZwTJnwiAbJrJfv3DEnJRFt116r/3d+MoXn/VkS6l06Wz679LoaFydSUDKCR8KlWFFdEnn9rQDmbr6nWSTk/wK5xirPoaH44uuvz+5MEwLk0KX1TF9fU2DPy+l3tVKVs3VtiE4j/dKKbjsMjiJI3MNXslfGISMmXmBW/qI4OiLC47gSM9S2PULjiLF3g1tipG2vomOeFICp11d9Oiet8H186RQg4MTqCFoVouTvGusWGSOi/IwHIskn1T7dtQko+sxpDlBVtKR5HSY0K6Tk+IIrhUTDYPFVJx+5cqdgGvnfl5e5kVYzObs8v0tVeA5hIg+fBV8Tp9pR/qyS6+i35vQRzkHBLpyxyB3PDpSCyGaCK2eHjOaQhUY7+1NNu2ifN3kePKxS+j+0f+mxczVMNUQo/uxpye+l33WM5ehw+27ajUeJDLtSRtvqdWkHsbV6uMQdK5907gWH4gJsA/yHJlkzpHA6y1pw3XufB2CERb9m5hloVBHmI3SoP1N2T1F2V1F2HeUz/T0xJsoMPtsdTvJTE4wlRpoKyy3ZUtcAadF3jZskOdwLUxdkdeLToYo9a6ikpRZU+Gnd+8zKVgLCzIqPj6+chxkQrgNTsJYihcYjvP7Rjc6vuOLeWzbJpLw2hBm7EtFRBpcZDLMi0yfU45B3wYjQvACNUdjq2usGGSOD3V6Lce8EVp57A1uTq1GkplS6xij5sBFd4sBvNICeeM52i13WoFcgBAjOBGmv6SVISYF3lTrNW0NGCHa0wnTx5Gv9vWOHXZndY6ysSt3DHLHVdtLCD90l2qSROtmcc5aKseq1WbxbhsAoVJJNj6h643WaCqV7HzepG+qPUTBEr6BKb2UDZfqaduTLt5ish255+xB82//gijjTCF8NdUwyhyCElvBto4aUeS3nDJR2qAgh2RLawvkUWcyhELKgPgQ5TOVivMnq9dJVi7zxaj1xUAZud6i1FXcUTFNl+DPgiSr1ZIRFZ/uK6EbgN6rvgE6PeXSJ1LZqIdwRe/XWygkDMZRqzrLtHGU8bo4rCEoJvCEOIKdfmsxhDhDRe0ZVdcib2qVYa6EA1XKRkcln3LdGydQczS2usaKwVjxoTTvodVpxXnx/byQJCYFsZXySaHnuJQD7Z3OY6fox6m28+FzTe4AQoziRFiwxDdaze2/kE7bIWuswOCGN4Xs2xY6q7tyxyB3bCjG3l6+ZAwgrftyOemE4pykVG7Z6vpQHjk9He+GJ0TSbuHsHTVUOi9nnNM6Z/pQ16Sf69fUz+fTnIMbPkgyl2NOv3a1Kh2FQ0Ne/GPbNvcUWz7OEZmjRuGUhs/a5FseaP+s+pf6fa3m9qfkJWcov3Dsr9XrJONWMfcwbIoMXQCmAvk+jrLQmmSmSIyJ0dIC+nQDmO6zXpefK4QbhVIq6HURyk9eEUbDebZtEw1jZVEkoLjtGqnz5Dtk/l4jOdflosp5O650ZxJNGfbZm2nWILeH9c+yrmufejcqskuFnF4DQwmU/n5p3FNlkROOnoKza6wYjBUfCkWStSOtOC/KK7U0i4LERSNtqaI+57PsTVmYvxV8NmC0qqNZ28eS6McpsXlz4Pt0Obtatf90Z3CpJOdl4vVFU4gca5Gzuit3GLlDG8YoNJf621QvmY4dO+K2jv5dvZ6UWzb0Gh2+fN9UHkfdF92Hvs3K9DE2Jq/l0rPUXqMlQ+hQWUUcudD/ao/RewtAou7ZE/4IWjIKkDlc489OGlEkik29DOWzPkjptPZKVqeVKX3TNI+8ymsEosdXv5NszRq/aF7I4stL8bctTlMqKHesy+gyKXlcAUlTfRXawSwrsiEvhAEtNt54h9bISosguKxTy5Unb5zbSnKS8WMCx4upv2RTdmzWUl5rUBcWIe3JTWRLA1eDq/XGoV3n5iSCVQkyFRE2Ocjo7w3UNVYYmVNUTbJ2pBXnRXnWJEpjiHN7Qt+jfX1+UUz9fCTtUi+ULAvKG/h0y+SO4dqp5M5KHVJejuJ5cf3gkWwOnFbuv4UF3hLstOYebaKu3GHkztq18bWyfbu9XrKqSUadXFQO6faJycGmOrhy6NrQ9etyWlHk2tQU76hTqDXTeZTN4tKz1qzhEXohSBQq6zdsaOpfIXXbOJ7TkIc9OG3+6SqTOR2H0DYMtoFZO8gV4Mmin2V1WpkaAZj04Xpdykaujl8IBQa9Vr+TjCtST507XGqlTWnOqvjX69J4t52Dvkhb+hgVHj098e9NSh5l0gqBYtr5OuSZfh7qMDO1cQ4h+ox6euQG6u0V/Xg1HeMudGgtmDnhkHpuS2LjxqLnns/9F6Lsu5Qd0zXzcnabmD0gFbbQKI0PkoxrnU67bE5NhQmygDTArrHCyBxfJ1mo/Gg1kixv1EqR9fpcRHkDNSg5XmGaL7MvjR0r6Wir3NHmkKvcWRljEC+LI7g2rlir4tt9fe513sr9Z3JGdFpzjzREde8UfKErdxi5Q5Fk6nm6ggohcsjm0CmXk/pPYEqTEMKtx3HoKmqLqBpD9N62b+fTpYOZyWDztwpUYDPYfVI1fQZ9fg2b9TCqwhqUaTdfL8DWuWb0/tbNP8NgUWXtKF9kA7SktYEUGl8PwKdFklG7heND+rE9PWZe5au7BoB8Vq+TrFzmHWQc46EQd9cLEyK94h+iBPm+yFAkmamQJ83Tp8UzAfmcTGgzjplztLCQFKppDDKLUDUKjkwQ4DyQXBZEWMq5bcJxIarVtguFkOf3sz/2WH7Cgq5vuodtkQlu/VNyCTYbkszn/KZ74moqqvvxSTNQ6EoaUTbxLk7hNPCgrrHCyBxfJ5kQy3USvZWSVtUka0f9oyKJ8oaLLrLvGZtxR+VNX5+oDHzfj/e1Xe4UNbeVMco4Iw6jygf5fNZ5q/afyRmx0pFkXH2mFPfXlTsGuZPWHvFd1y5nT7ksm50pA3V8PP69D/rS5bTq7ZX8mXbn1g1jXa76PJNaTZaj8GUkik+EBB/VPGhgk47Z2aRtVSrx76Zx/Yottb+T+XrKuUVYFP9n6Q4BnM1pLsVn5yw7ylrZaMiX0gB+9PtQpVxoSSpfPuRbk8xnvxWku65eJxlnsJgQVfpLp0xqcpJ/cmmFUh5KEHdtWpOMkimff3BQQoC565sMcZuTbN265u+pc0H9PTeX/F0OSLJ57GzUg1E1yJgpdnIxyRRzW46Sj4yEFe9cjvBA4Nay/LeFcOwIi2IOnwgXFiaHla7shTB+1z72FWxcTTKKFuXWuC3yYar5ofiWrWAtRcrqc7M9G89zdo0VT5nDUSfXGMva3KETG73QlHy92/T69fH75Zzc6v0whn6ExcJ4e8tGK+c2My/woVEpb/ZD/r9FMmcAL8vgDGes2tZ5K9c05c9RFM4fOnEPUt2bpsN56n9duWORO7ou4bMGQo32ej2J5urtTf5+YSGZ3aLsDRfKQ/Fqn1REWm+Z6i4hNoWyn6g80IduW/k+O12/tAU2KxUZFKUBXvKs5ufloVEkU8mtTp5VKnPKeN1+39ywyp0lMvK913K58fLyqqmVN4X6Mkz3kWdpDUo++62gLtDnlpPMZpwooUKLf6sijzplWQxcRMazxW+ma1MlhaJUOMHF1SxTG0N1meFy9jkES70e7/JJhWiGmmT71twh+vCKH4Pr5OhKbSRgbktiE45LB5n2/rzSLjmosxothWMviRGcENe/6V6/dx2i1OWV4mUTbC6lz7ZXazU3mtKkVKn9ZXJW9/WZ78cFr7YV49Uc4F1jxVPmcFRkjaOs6z5LNK4TI6WU0qa/UJR1Yx8N4aTfKTpZ7rRqbjPzArf0Jq9zS1/LZM75+AHvJKPrXO0jVYOulWuaK7ruSyF7sFXoOHUt/XlTh0YXSZZ6XHzxxUm+rVIgbWsgrdGuyxjOGXfwYNzZs3WrXa74ItvpGBmxo89U6RzatEXNl36nN4HSA64meepCwVBZMzsbT/HWr0fnzqSBz8+7wWjF8/WcnEitlIcecmcEJ0Sl9FShsqcXr4vD5euaNnDaxkFFUEhmg0nG5FW+xnZdm+O/iyTLYLDojC6PTkZZFwPldC6PZ7UqxPCwhDOnreVF74umUnJzsEVz9AVIHYuqFpLeMXP79ngEf3i4KSB83ouBglsfd0KevnFunw+a2zvX3Cff2/btQhw8KGpXP+Z3HZOAOlCgoLIOKXgrFakIGKkdkRiTQPBhyKZjTIqdqnehX3vLFrlX1q+PCzF9f9n2pn4updDpx4Yqpo392TVWHDLHRkUhyUIDKCYnr835a/vOZdzniXBJey7OIPEZenqPEEJs3y7mcKfwNho6Wu60aG42udMimRNhMfkhDVJyaC7Tmi6CsjibfWVknjwopGM75xQI0J+7cscgd0zBLZoGqZNvnR+dfIIwdP8omaF/puwNl8yq183odhWo9938esdvGqTnMm18yDZ/W6dO3QnG3YNujzWeeWXkhx3A13NykrVSHnrJnVY1RVsUd2z+jExT7JRgYhp/Bsfzi0SS+RLVT3MAS6x+J1maF+dy2GRdDCEeT3osVzPNdyHo9+UzB1vUva+vuRg5hYueX3mqqWFfq5kVNg/lKzWDTtnxRTVLLIqJRjOHg+amK9Sb8KTfdUxQZzXaCMceHLQ4yvJEqqi1Zev2SI/V8+6pksU5mU2KoU2x04vu2jpm0vbJuiGn5qn2u64c+jQmmZ5u1v3gHOBCiK6xYpE5PlQEiiNE2XHxf473utAA+ne9vfHf5r1305zL1DnQd2iydv/AR0SqlI9O7SDZirnZ5E6LZE6Es2IeOyX/1stT6DoU3UelUusNmrROYN+9kReaNc1ezHDtrtwxyB0TksyGVl9YkIGNctmvY5yv3XPwYHLjUSeUmodLZtXrST1KBd1N9QVN47zzzA2WuM6ZPmSb/9iYe06c/aQ/H+2Ze6f26yN3vp6jM2lmXmDvRGNumwxzy+F6HSB39DGAV/hARt4NkyiZzk9T3wcG0l+jnU2auLno95VyTqvfSWZiYlkXpAty7CLf63MRoh074sg47v7ymoO6T1sEXocOK6cXJ3QWFqSgop9zSpNeO0Yz/LdtU22Alxq56a1lcK5O19nHol+3tMbQI8feQjQISdaqCEtzVNa+aF6P+l4zGfIjIzL6aFrbSrHn1rGLTOhK1Qpdh+ibFENbioCOFDMtNnWMXuOPCl16Dd2JNjdn5ldckw/974YD/CLgjBDt5/OdNIxOsqKVH0VcRy8T2eo3mAxf22/ovqDonDxRoGnPZUNfAhKtactnaRR4nsOd6QyWc310AJIMkHU8D6syBWqt6gdQw7tWy7fGV9Fpjj76KN2vaeeSZi9mQLF1nWQGucMFpZUDTP9c8WwaZFNjxw7+wdfrSd19+3Z+rS0s8M2TODloM2RdqfFRJO2MoSEZzON0OjpUDbVWIMl8umeq91GrSeBBFMUd9yMj4gh2Ngr0t14Xb//I4Z47RO7o91TBcTEfVZv6VdENk2znLzpNsl2U032tficZx8TyXJB512GhnlgOSWZK+VIjq/JVq8koyORkvHWyEnJ9ffHr6caSSTBwBdXV55zStGVL/LMtW8S2bUKUcutq0pljAk9oDQjcAiKKlkQlelLMR1ULkoycJ6gmWTsE86KsY2HbS9WqVCj0Ftym/UD3t8kB5VPDhf6mpydZzFYfs7PmlDbueF8kmU4cD+LQalEkDX1b22bOYc0gUC8GhBDt5/OdNFgnWau7Rfoav7Z56byXRjpNv3FF7ToBSeYyWsbGnEizeezsOsjSjg6oSba8rHFGIsqApMHs2xkvDXVC044QZ7qLsuzFFI7CrpPMIHdoAMPk7Oe6M9Lhqq2lr13Tu3eVdRCiaU/MzvJ7zad4vz5s9VTVmJ01l53Q602q+ahmBZs3N+dHeYONV1DdidpODGJs+XNAHMHOoKD56hs52B8WuRPNfKZt9zYYvSrm9z8m339eRedNfNV1/tBu6yuBukiyAIOFMrE8uyBkiZDTBW16qTTKwSHI9JGlELTtvGqe1FjShRw1snt6mr+jQk/vHEqfxfBw/Njh4Q5g2HmPuADox6nlCPdhXJv43vbbwd7Xxdsv+a738dbuljGI9kRbDBgBmJVuDiV18KBZSaL72xRFtV1TCN7xVK/bYfWTk2ZjYG4uPgcaxeU6ZpoYPY3omvbx1JSdX7mMuMYz7jrJHDKHPC/jWuQoi8ISksrERfa5tB0OqWlKzw9Zo1kozblC65Ft3ZroUCsj+mGnac0opjNX7sPWZazF6ai9OCUOo8rrV0VRkU07fMmmhykKcWK1sJtm10lmkDuUb2/YkFzwOi/XnZsc6ksnzlk1PZ2sO8zpEqY1ZAq46PIlbZMVda9RlJS/am+bUCaua9J5h/AKW5YDmc/8ee89h9FjdOTkKNPkzuiHIOZmLpN1oNtYAqFSceyHELLp7q0M1rayIYyL0ga7tHs4N5xklNqFJNMFALegTYyb+9xW1yjL4rSdV1fo1L1QIWRDMoR4dpl31H5mnfdYEv04JSIsLiPIBCBuw00OxBwvNCoV0Sjen0GodESB6UZxZZPTma7RKApDkgkRr0mmw/RDih2vXy/Xv2/LIbovi+4GWKslFeDh4fg1uZpsHspt10lmkDn02fnKmjza2Kvz2Naciyg/Hx4O+30Itbp+xdatYYyoVpOObA1d1skoshJeFyvWqGqb3FmSJVg4xEgR1IlIMjqPTpijgbpOMoPcEcLPwaQH4nyb+XDncmXkuHQbLnjEnU9vBgMk9RnTYArfW1M516+Xn7vQa5y9Q6lel47nsTGzHqBqqul1bhvfzWOnGCy/1n6enPtodSAnfq0enBa/hZvFYVwrJnC8I2ydKNLWTdayHK4ATCvKfnSw7PAmcg8TwPeESMebU/2oVcNZRNl3wfhEyXyOoUxyaCi5oE1OJO5zE1IkK1zSB0lmuid1fZuRzQks0/NT76hR70nWImsN88qbQZvGAF4WERZFRXOSnY8fOM7LnzuKlsR78SnLtS1z0pFlB9qbu1/GGRnh90WSUSTM8LCsUTE87CcQQpxVam3bUiyrVbnGKcJMCS1XXbU8iVM8TffgelZarbVuTTJG5lxwQfx56gqyTdbYeG6aIqpZInmtiji2uhPSwgKPJLMZXQqN0Nu7vFfOw8kCed8KdXClHTpy7NZyG7uPLYk34ETr1mMnRNqpbBofb35XFNotxClu4JldJxkjdzhbx4aI4p6/691wTmTbOnFl2HByxsdxpo9SqVlygwaXfOTW+vXx30xPu51kdD66I8z03Gs1PstBzV3Vs22keQZ3sTwnBuX/YQ63CItiDp8QR7BT9M58pmNsHcC9TL2pExxUnYCUzkrkHmaA14RIx5tT/ahVgxUcoQZpnkgPyiTXrOEXtElY1esSQj042ITrTk8ni1XqTjKXMmYy3ujcSiX+HBzjp0LDRa5nrG38w6gKdFQkP1/FXRUUtp1382ZzR+yh0iuijDNWQcF+Z6tRpkaLu8D04HXxrkseM68b09qm68mne6X6HY3s2ZRGrgYIPZ4TWkWjxzjyTWGwpQKS310AHBei/Xy+k8bFjcLuy8NHQeCanOijHTUiWhFxbGWxWLXnOIfY+vXyPQ0Oxr+nx27dKo5Eu3Ln+c1xDjrIXDLnQCvlzpLYgztbsx5b1cjDRlQ29fSYU/XzMLYyZhEo6jrJGLnD2To2Z09ea9u2Tnz0MLoPuPduy2wZH48HG5lGX1aiPL5USjqPx8b4mmTUwabu3RQ89e34VatZe8us/sHLwRGcEKN43vi9z5jAE2J05mMdZ+sAQszP57MlvQIwRcqfoh11IXNXx1LUpovOSSRZvS6jyIop+jLRPDty2RAdPgvJFFEx1dNwLVYbYsD0nSuVKM3mMD1jlQanpbLN4c5MTLL9wz33CRwXm3Cc/a4fp4QQkqFygjTCGcs1lsSbYKhZ5up2eaA9XWDU/QaRvp7oQ+LqXnDko9CHptGp/ZAnT0lDNuWZdiTU5z85GTv2J4GTQrSfz3fSMCLJ6LNUn5sQZJXKyiyiGoIUaSWSzFakWo2eHpnas2OHTLHU0nzmsVOM4IQX/y5SNqyq4SNzDrRW7pRwtvlHUXuv1Y08I7JhpgAAIABJREFUbKSnH1NZlDfazdcprhry6MdqwZuuk4yRO3kgydKSbZ2kQaxT3cw3syWNXkXnRYNc9BqKFhaSa1QFxEgNy+AxNWUMgp8LYxQnxABpVDCIl7VmZunPHWFR1lg+0DkyRx979riXbGYqUv6o/T472+QJeZbUCJk755tI2Vhm9dckMwmLLVvcDyoP1Ie+SEILMuvoFlNRclO3FBfs0VVQ2iWsaCoRlz7qe4/kGb/zF3vFpr0Q0X6Iib0Qh2c63EGWY8FhBQtOFObHy2LfG+5afmzmc6R4Rvsju9BoeU2y5r304PWk8OCctWqt2lAjproXlEIUes7ZximOelSjVUgybh6uwrSq1ohCqhqO6yLJDDLHZDRw/NPW5GSlURqnV6tqkukyxoLaOzIDsWmvLOzbdwvE52dkd7HeTk3zb3Gh+1yHS+YcaIfcWWr+UVSaSJ5No7JSK1HNaQJPanSRZNZx8QUX8DJH569F8FpbZk5axDpHuvG9bp0cofVdVRmOLVvk/4eGZMaMLXjCNbQQIt6wQF+jXH03xzgyI22caL+UPW+//jyxZ0/efC3HUaDM6cNrYh47xRFcu1xypl81VwFE1iyiMs50sK0jx+bNYVsjmIqSP5x+m3cgNGTunL8kJShh9TvJTMgJ34LEWWoG0UXS0yOZa3+/+3wcXJnlLMRJphaODUlWqyWdWi6PssvpRq+nt1Hm7k1/ptrfG+/YKHpupYxroHMNgJyLP8YiKZpAivZuWj7ntm22cyyKYEeZKaq/H56CsHjn5bKjjK4zLkpZr/PGMFf3YnhYIke2bJHw/bTM3eRYqtWSyv/oqESqpIhqsNfk9q7NqW170FxXLDXGxpb3dNdYscgcjjj+2Qk1JPKiVqZPpiFd5tBi0ICYn4EY3Bfnf4P7IEZmPlY4b0s1guROYMHkVjjfTDLn1nIbnX5LYjP+Vv4xPV3MOgyJhreia2QLO1M6HTW0zAfzfLpyh5E7PjIkbyeZyyllQ6yHoFd0B5l+jsnJ5L3oa1nXmVw6j2nYujRT/VLVF+vpkU68yUl7N+X168VhRubgP5YFZv64xXzPc1hlzlIDdZPh3HsnBPZHorx3XExt+7dCCOk0Us3NstkZjd9mtnWKH9u2BezDUCoKScbptyE6oQ+AKAuSLIrMgSBHZtHqd5KZIhq23Pg8qFZL1gvTx9yc/fccfFjNU28hbFs4nHFNDbM1a/zu28egU9ejm4MW6eeEa+O3/bd0FgS2ORb5el8mpptqvotxB1kq51sKQZLhWiM4IbbhKy3p+jY/L5LMmCLGRkaSKZcDA+a6FxziLBQmbFPCpqbMKFCfc1Onm3I+UwWM7mETstPVHUrr5Mc+lwZ1jRWLzOHIxD87oYh3HtTqQvxpSBlR9XoTbVouC3HhhWJir0nuTBTO18KGQ9lPyJ1AedCqjl8d0FnM9Hy34SvFdnWl+qapmVGra1cWST7OOCqzhoYSh3TlDiN39GfGISBtDcHSOs5c6Y30mrOz4TaWDyqLmztn4/gygL6++DMx2Ybj4+5zbd0qz7VmTRJ5NjBgkTmVNvNAw7DInJFG45NUzdVYWTAgcPkBUcLZXHi6/Vpp5Y48b7ngrtK5O82K8nfokw4BG4Q40/KuSebheFv9TjIhYl3Z2OKRjodkJe6l+TB3l5MsREkKWTg+3SdC0sg4ootej8pywlU7PtpvEBxtKKaoGOH5+IHYsWGBLzdggu+mmG9MjubqfPMYKdEDwzgp2ym34F1EkRDzb/9Ccm3pf1erzfUURXKN0S6Xan1v2cIXd+P2hG3tm5xggD2S6ULbhERA165tCgLud7Uaz5dKpbiyTJFkg4PsfXeNFYPMsa2T0HT7lUatSp9MQ6ZC0tu3C1EqdaDccYwc5U5s5C53fDoqczKnnaUVloRK7Sk8/cVkSLS7dmUeFFpiwCMQ25U7jNxxPDPWCM0a1PCxT3zkgcnWUIEM12admkpem9o41PlqG3o9JapH6XaMb1qlejZMps1qkjmjDSdZreeOcMeWUeb4BqhSBIJyQkr34ZT4HK4Ln0PgKBRdlheZyru4eADd52k6uqcljxTO1eske8tb/GDkWXJ0KRPdskVejzLpclkunL4+aZT39flFBouAwmcp6O9LHHpPbRIqXGkniQ6JrpTLzH3U62LjRnJszkbFcomEoowgyxjAy+LytX8d+LvAVJ6MY3S0sYbHxpqQe13RsjmW6FpeWEimK4PZE1yKp0J0cYVp1Vi3Lr6vtCYUaj1ZyeZ84xaO2lPDw/Hv1qyR5+M6RdGmHCYUKFFmu8YKI3NshfvTGiWrBWnWbrI19ABEpUPkjvcoKojSBrnDj86pP7p5s5B8r69PDiVnFD+kezREb+MCitu3NzMRViqSzCSHXQ6/AlNfVutga5Lpa5KTPXmkx6t1rrpQcjLK9j5NtoYp+2d2Ntl9Uv9Ov3f9O+Xw4mqS6fuX6nEu3VDZdDbmoa93wic6N2vGMCwyJ8Li8vORPo8A/p1J5iyJKBe0Wdqx1DKQgJOKQIi1gtLyIr3ETYiObLMXzykkmUKR9PZKBmoySrI4hTgjVqV20c9VUfFW1X+gZMrX16lW49PXQqlWS6Zt6c0LarXmXMgG4WrDFJWGUVn7ojA5efbsEcbNG3OUmaDClvmaaoWWy6JZtLNwJJlMlezBaaHQctdd8GfBRUM34XhOkGj/Mf/L98c/0Pe2zbHEreWFhXhNMlWAVd+jtjbkakxPJ18sx7SzpHHStuMKGXvRRXHUwZYt8eNsnaLqdXc9QYZHdo0VRubQ7lg6IjGNIrCaapa1m2wNPdBauZPLKCpdsaUI5s5xhNlGP075H1ythjm3bAXOdT1ppZGpcLLtmXigk7pyh5E7NM2flmLQdW8VVAwN2JnIJqNctpUJoEBlpQqmK6rXZQCSri9dpoYGl7iOlZwDjGYZ0GP6+qQzTp2rp0eem7H9Nt6xMclnV6jMOQ8nxTWj9zeOzakmcpDMCZUl+ciePpzK7VyuYaUsfox2+iUUhWZZmIIwrv3OPadztiYZ9wBtjjLuIbkWD/eiVOSA5sG7nE0+Tqy0pAsdk5Jigg+7apyFnId7F4yS+NktED03DhZcwHdJ7MZdYpC0GwY0AJAB/ZFIu0zAdw8bSzvt2SOHdE41Py/h7HJx+j17hMBFn05lBA0O+nWhnsATTQGuka3ZDx0RFsURXCtabexEWBR7cGfzA52x2pBks7N2B5WtXp5rUlRp0yObJvIRTmnr15h4GlWON2xI1Qm3a6wwMoemdWRFkpney0qNGLabHPt4fgZi6CasnG6RRRTY76haYZ3hRFtGSfiMkZHwNEnF06ngbkdatknHy2rE2OrCKPJIMe3KHUbu6E4yE48zBbw2bDB3GvWRMTbdwZWl44skU/tDX39cTbAsaVqmjpX0M5sTUK1b+pvp6WZhf6WfNXS/y2pvbKCmGumFmfhsC/hlbjKniDph/vdP7a+0Q7LsDnCSpc2I4zK7OrVkhk4mMISrK3WK57R6nWRcraEQpcO3JpiC8erpTlxdoKkpiVjhzmNrUZ/VUcZ1eeAUN64guq3Ommle9DwDA254N4Mwq1SKZzq2YvOJuZkcZJaxZ09T5xsonRK3XXjXcjvuw7hWTOAJEWFRTOC4uO3Se2OPcfNmIbDlM8sdX/CBC72Exvy8/L3tmEG8LOaxk1VEQ57dHD4hBFIW68zh3c1jp/yDMnQKpx0ZSUZXOSFgU9Jt3ZqApJPMxawVatPWdSWEfKNB1Ek2OBiegj09LbrGCiNzAMm/VZdUSi4UITVQTWkj+med7CjrJGdevc4rVlRPmJwMChQUM9rsHGpFd8sVNFRRaq8xPZ0+TZI6B1Q6f6sQpCY5kDUdxnf/d5FkqUbMSWZCvat35mMkmmSMT/3lECSZ6ZxCxGUlXX+zs7wzMItTWa095cxS86HX1ufJIc1cwiOKpB1I1nm7eZx75F1WhZxL627ZCpmzbZvInAGj6lW24vk7a5Kl1Qt1m4ei7Dk9tRNQZ0KkQ5KpkgmBz2n1Osne8pZkq/cQ76i+eAB5Lhtxi0c50PTFx9Ujo9fSh8vYdhFnGPggyehi8y34TxF06jyBSArOx5mJCQcOEwWdo1aTzhNamJDWPiiVYu/E5IjzqWOqoPSjeN5wzKL4fHSdmI+qohI9KaJoSVQqTeea20CUz7UHr4t34h5RWfOc0Asdt3JU1jzn3tNKCaMF6TmFiirps7Px6GW9nnw5Y2N8UXwXs6bvv1WFmU3ClNYwoc4csmYngO8J0X4+30njYiB9kW3f7pdZami2kjrJmWdLaaNMdWwsOOV89Y8l0erak500RkOcZACfsk/JZGwo3kuN81Y4ykw6Xmhh5SwNShxGWNdJxsidLEgyji9zMob+rlIx1+TjgpRZ+D+n+KqMm4EBGZhKs9aonsOtPZu8pQZ3qdR0tNn4w9xcLBh726X3tp3HtXtUKiJZ77nAIYR0PIX+jmvkUvRcvYv2073m49DSbR7qJKPZMJ3WcTmkJhnlX6q2qAetXieZEhxpO24tLCTraqVtlawzTYXk0gWLbaFmhdxzsHcheFi9LZ0yFG0yNJQ8xpQqxmzk0dHimY+LiVIKQZEBi+IwruW/pCdKdA40jyZjjxssZZwR113wZ8sfzGMnm0p63Rv+u5gvv1sMRq/EPh8clI6yXA3EGCIhK5Q8OaLItvCZNemzl9V65Op6CGGPqvsohJzBTpykXpQ2JZsWoHbNTz0nYkDNAK8J0X4+30njYiC98uAThBCis5xPNmq3M0/fizYUKK3zVy6LO4b+owDOJnjsuTzKOFPg88jRCVcACi4o3RJwBzZ9jA1ffpAn5YEky6MgvIW6TjJG7uhOsoWFZjZKqZSsx+yS/+oY/R0qXmpa7/q5QuSTr23G8W9bIMrnvCY9h/7Wdj+cfqmyYVQzA+65kW6vvXi9IL7Kjc6VaWmcVqH32YPXE06n+flkgoVpcNTbK1qKvvbquBzi0FI2z9at8QtRYNBK7ricQR9d/U6yLEQV6MnJ5ne+sMOFBSH0gs5KoOjnVY4ym3GehajxnrYgtMkw53L3fRahYSPPzxfDXEKYqWLaisIcZHIspzXSLxoplyZB7sOkr7vgz8QmHBcRFsUmHJcOMsII5rGz0XlF3uN1b/jvQgCigifYc1cq8h3ftvYjIjUybFlYINm1JufaNqOjjvVFGePgIP/MuXqANO1ZRc9NtfVMQom+Z07hc+0/eg7b/rXxJR8F1mTk0C60XSRZYlw8Pp4+uhaKRMwSnW9FGmQRzjxfxzC9NpWp+iD73BRc6I6ikGR5OsaKkTklnOXluGm46lH6GBvtatqRtSZZKOoskLpOMkbu6LaObW2F8GQqI2wBR/18vsaoLbOE03d0G8pm9NvOawucqOvpnw0O8mg4fX6uDAXOSTYy0tTT6vWC+GpyyPIyS42Ax2LBgY90Y2BAOrL8f2Oav+o6ubh8v5vwpHjXJY8llsyePf6ZSzrFGi/sb20DBqejLI1DSwcG9fYm95hu45TLMkuuU4O0lDLoo10nmY1onaGxMfm5r5dWKRzVqoTYqppktighZdRUWcmSE6x+S4temqKUPhEZk/D0WYSGjdyKemSAVH53465lZsoxXOUos50nwqIxv30CTzT/mJz0QiP6Mull4a2g79yD01P5GgqsqRZbhKXlPw7j2vCcfa4AJx2qY40eefnQqByBURink8yHMdrqAeqDU6L083FrmVPY6Gfr14dHPE38w8WXqMI2PJzkJTYlUzOgusYKI3MuuCBbDaG8G7Zw1EokWlZnnP48QpwGnKFGA15qEAeaKYCQbiwZ/t8duT2TtDJnb0Xgqj0B0f8lMYoT4i7MuSeVB5KMrv+spJxclUqxPMYUZEmb0UGoK3cYuUORZKa1lRXdq+ub3Lrn0jJNvN+2Tujn+t/r1plLEdjO6wqccLXP1NBTSzkdkJ5Hfxe007j+TBYWxOHydfnwQetIBjhUAL8T5dI1o/eLEZzwnBt/TCxFntNzGxSSOaM7ptjOpHTkInfMw0ppHVou/wK3pjvBUeaja6bUR9vuJAPwcwAeA/A4gN9kvv8lAM8D+NvGuN7nvJmdZDpsWQ3FjLNGAjkkGf0tV9S7XpceXpX7bqpnYSq4F9IcgBNWHFHBqxe9dBEV6Nu3NzrntYZxf/C8u5b/kEw5eUw/TjnnNICXLd8vxQW7B5lQaxs3MgdztSJU1K2xTvQOOhN7IUZmPsaevxI9GfvgtvLN2p8eyDJTK2d97I/chs0tvZ6CYym8OyQlWz3AgYF49NyWSsIppzZFkNalM+1Z6hBTDS64/eviS3St0GYjilwGzcKCGAeeER58uFNHEXLnYu6ddBr5GkrtLrpP17ipMQY3T85Qo/JMLwcwObn8ua2Zy+obRdQaI13Lik5BySJz9ofLHSM6XB8+e18ZIw2dp9B9ZjL+i3SU0Vqe+nUzOMpWspOsZbaOydDNgiTjvjcVwfaRHdRJpdCXdK2aCvGaavaZdC5O7ul6TqOWr5PhUOTY5s1yTE+bO44rm4umuB482AjQe/C5AsYEnhB9eNX4fXtk4ZIQIyPiNwbu0uyqJf+5LDcAkLbO4Rn7Ovdt0kORW06ZcyBA7qREnTkp1KHlC8BpdykNSgUHftvqJANQBvAdAD8OoA/A/wdgMznmlwB8IvTcmZxkysDV64MpR8fcnMzV7e8PqykxPt5El3BdVHTijF3qtFMIIbWwqVFBFRF6zq1b7RFF37QwauxPT4c/a6UsAuJIC6Iby1GA/RCjewfFeTOfMl5T1SMxF8K3j3I57HEo4opYqrphMTIxLNpiWht9+8qid+YzyXMP/IfkRRvr06teAE114cbeip9h86FRj+e7JEZwQhwuX9fcg751wZRyFOI8din7VMjYjnfVblHzojetpyDQ/euDUFDPZ8uWeFebqSm38bKwIPlff7+4GBAikCd3yihK7sScZK2oIcSRS9HxUSg6oe4ZlZ/USWbr9Gmqu2PqcNvYp/PYmbnjlXV0ZNfIvGTtUvzZccZBESkoecqcA35yp6Kjw6mV5Uq11KlV+8zkaGgVj8qxTtlKdZJ1jK3ji7jwXZdpgylUby2X5brgaihza5euabWWTSj70NpipmFzpOn608GDzc9VHWpC/+LHvpsj/zUMq8wxB0h6cUrM4RNalg2faZNmRNZzScRuL04lPve615sH4rbOLRDvfM8a4zK0nc9GXrIkRO4o1FnASLXPTA6tkBpmdL+sX5++UUselMVp54HWziJzSshOswAeF0L8oxDiNID/AuDnczivP01OAqWS/BcAHnoI2LYNOHYMWFpqHvfSS8Dv/R7wh38I3Huv/O697wUeeAC47LLkea++Ov73978P3Hor8P73A6+/Ll9nqQS89a3J315xBdDXB5TL8t8rrgAefDA+n3IZGB2Vc731VuCOO+LnuPtu+zl/93eBb38buP12/rlcc03ys3vuSX525oz9bwONf3Qc0YcjRMfehuj0PtTEMcxjJ27ApwFEXudIRTPzeO6H35X/j4AX1r2KV97xQWDmC+zhm/A0jmInfoihVJfbvZt8cOONwJvfLP+1UO/LP0h89uqrwM03kw+vuor/+7LLgJtuwkOD/5Q4z+m+Razd9quolJ5GFAGVCnDoEFD91dHkRI4eBXbtwv33y6VmpZMT9u9PDwIP3Aac/5TjRAAGX3AfgwgvYgxzi3fh4AdOALt2yfm++OLyvBN06BBwww1yf99wA/DII3IP//ZvA1/7GlCrAVNT8l+6N3bvBqan5b6dnk6+3MYzx2WXyevcfTcwOwuMjADVavx4ur/o3w8+CJw6Ff9sdrZ5jttvT+7fyy5r3ouJL83PA3/6p/K7nh55L0tLwOOPy+dx6aXJ3wBNvlivS/61sql4uUP5fytIvaNbb5X/PvRQ8pj5ebkW16wBhoaA8fHkMffdZ/+7FUSf3+7dyb1J5/WFL0g5fvQocPq0HIp27QIefhhHZ4DJvUBpP/DG79yA8Y+OA7t346P9v4nd+DSWUC7mfmaOAu/YDax7EoiE/Pcdu+XnbaV8ZG0fTkHo59p2M9D3KjnoVfl5npSnzAG85M6T0K65uBj/8h/+we86gH2fPfQQ8JGP8Hs4lC6/nP+8VTzKJevODWqfrXPoEHDllfLf+XnghRfkv6Zj/+t/jX9m4/+u85mI6q2Li1InO3pUyqft2yWfv+IK+ffYWPx4uqbVWqZrWv2t5J7SxbZubT4T0/0p5VinX/gFqQNt3y51QJ10m+vBB5f/e/SnBN5wch+iAxHW3Bph/KPjeOtbgf/3iQ0o1tZxyZyIvX4Ji/gMrsfgcA+exxsbx5RymKsAIBpyQhiOifACxnAGaxKfO2nbPqA3rjOf7gH+5vzXErbAv/7X8vWaaCA6Je1rzobwoVC543tcgzZv9jyQ7rNNm3iZ8uCDUl9aXJT/aus3QfpeWr8eeO45aascOyb3VCvp0CGgvz/+Gb1nE914o/TpPP64/Ndhk6ehPJxk4wCe1v5+pvEZpWuiKPq7KIr+JIqiTaaTRVG0O4qib0ZR9M3nn3/effXJSeDJJ6XD6skn5d+cccrR2bPAxARviAJSiVdK/dat8hqLi3FHVxRJIUCJM3avuEIuhlJJGrc//dPA3r1yrlRRA5KKiI8BrdN3vgMMDMQ/45Qqk1DSiTiGxj86ju++/N3YIR+9DPj1mUvxKs6zzysrbbsZS3TlGpV3gd/Bzfg1/D7DtOX3NtqzB/jkJ7UPfDfljTfiqR+ez3711JMizuSo8PdUVl48/1Uc33kTlpaA48flT5fXbCn+gGonjiL6cIQHLo+AAxE23jEOIRin2QO3SeGgUSTlInByHPjyIeCRqtuwCaRXcR5+5y+vTCo7X/pS0tCgzuO77447tzjnk6IrrwQefVTu4UcflZLqyivl0B2fuiPu4YebTrtDh5rn2r27qWzV60mHG8cXHn5YXstmPOn3wpFypHz605InbdyYvMbwcHJtPvgg8Npr8jcrn3KTO7rMeXXtWrODNZR0w8aXfBWd8XH5Ll9+OcmHdu2Sn+vkq3TkSbr8VM+T7k06LyXHdbrvPvkMjx7F0Rlg9zuAJ9cBIgJeGAS++/J3Mf7RcRx8/YPFyp5t+1rjNALgkkv5n38Rn8X1GIHmYDIp/SHGwMxRYO8ksL8k/+UciozMgYjkFF+qFCRzIrwPd/JfnT3rfxpTgMvH2R1CX/2qlDMDA9Loz4tHccQFAV2y7tyg1tg6Sm5ceqk08i+9NB4UVJ/bAoh0DRfB/+fnZbCeo+efBw4cAO68U+6Be+4B3vOe+DHXXMMHNDm5oV/zhRekPaY/E9M8/vk/byrHun69e7fcU3v3xo8fG2uu/699DQCWZc5LAwAi4PUe4Hsnv49/KLcgOJIyULGEEh6YeA/+849uwCmch/wceZE20rgPHHLt/KfZj58+H3jD0TsRRdJ0Hh+XJrCRZv4Yg7/+RpR+9UVMjB3Fz//yQOKQjUMbmR8ivdwJkE+bNwPf+pbnwco+HB6WAJm//3tepnDAHNd5X3gBOHky/vnXv+45sRxI8avvfU/+PTgYt4F37bI7OinohwMBZaW0EDQ1APxbAH+k/f1uELgxgFEA/Y3/3wDg//Y5txcEmba0iCIJM/TBOvb3+xfPD60HZjuPlpoYG+WyPBetJRRa6L9aFWLNGv6eBwd5aKWt8xFTP8kMOZ3IBc5rHab0jP0Re/z82z7hB/X1gcP6tnWfmjJ3oMRxWZeOtvY2kOlZ99/CTVBbA40LHp6BKP3H5O833tEskBabYwzePSFrAhw8KK5Ze59Y7lrjU2zZK92SPG+6L7iaW1nqo5jSVuh+NqUIhMKRTecB3JBoE9G0a7om6b0oIvv4LcCPhGh/GkuaUZTcyaVZjBDp16gNMq+nGPumpNB0xU4krrOyPrROZpW9PK9Z/0Gk5vHeI1DutHbY7n1JuGqXXYc/EqO00LIpzcQ3rSQkXdMnjdVH5hzwlzsRFvnaZNPTYYXxuXS1NJ3JOoFa0JETKzfdsnhbh8oN11ApjoqovtHT09oOyGrU6249RZ+3qfSEKkNDbSLfumdqLiai650ZEwaZkya9zp9nN0ZHy5z8R8+N57H3G+3d5H+eiz4tyreUY7/vuTVu7yi68v3ni/NvxHKNsY13bEyez0fuqNplnnN0drbkyEempGkKmGMqfTDRa5dK5kYdHB/zlFdZZE4eSLJnAejRkgsbn+mOuBeEECq/548AXJzDdSVNTPB/EyQNZmeb8N+5OTn+1/9yo7EU6SiuCy6If0e9lzaYvUKJfPObye8WF4Fnn5URDhWpC41IqnS1117jv3/11SS08tAh+X/12aFD8XsI8dYaIgEJ8okwsySAk4bgnMGTv+tH64C9P2a5lvC8NvxQd43Pb8M+DOKV2MeDeAW34SaZ0vrww9KL7kCamCIeo+sMkRAghk57788jibwDYkjAGCL9kSrw8ePAh5dQ+fj/g3d/qwQcOYI/+eFV+Bx+CSN4HnjkWhlpeamCBgI7Tmf7gK/8vvW+KEU4G49iTE3JfymqJktU25S2otM995jTSULTTC66yPydCxJtoiuuaPI3ISSq0UT6Xv3bv419JYAlrFxqr9xxEYd29CETWpimGP/4j8d/p/gQRWIODYWn0bSa5ueBa6+Nf1apxCP/jX33FA/OxXNDQOTDx1PLHZgjxdznWa5jJNP9CdiRAhEZcSrjNL6IXXgBY/HvOYSXSkHxoRAUhCZz8PHj8m/umGWZEwGvjAKLPfFjAuSOQAk342D8w+FhiTDmkOKmqDaXrhYa1e8UakVkfuVSsTJn82bJ20NIpTiqFCmqn9x1V7H8X8+CUDaW0snoHhgZif/2H/9RzntgIJmdoeyem2+Wnym5p3Tlv/u7+LloxoxO738/j0TZtStZ4obS0JBR5uSOqI3FgqEpAAAgAElEQVRRg9eHyJzEdSodUApAJ7t8nu57HJ/9H69g8HT88+j0AMQDH/G/zI73YrEnnpl1tgx895keRJFM0wQAHDqEr9x1Ei/dDogPA2JDHc9+8Nnk+WJyB1L2xG4rAh6e42WWgUIy+peJkyk0W8GVhcKRjlLevl3+3Sqi/GppqcnPfEqG2FCnOVEeTrK/BPDmKIp+LIqiPgDvAvAl/YAoijZof74TwKM5XFfS8eNSoVa558ePS8NTT1besgX4xjfky7/9duBTn5IjZCEBzQVYJZtBd5Qo5n7LLRISbHKAmODPdCGE5BkD/saYoq9/Pfmbz3wm7phr1DianwEm9gJR1WKUmxxYOqWu7dIwBh446K+8e13L00l2441SaZyd5TelnqZw++2o1jbh0JtuQWXtD+TyvOA1HOp9P6r4Yvy8tnd26BCePfZTuPJ5k6RmSCnzAPDCC3i9x344ANx2m0S66iQdevsw/9YlVK58FKX9wC17v4jfn3kTatF/0gwbAdwz3zReXqoA/9dnzULDoDAIlHH0tcZeKpelNDMZGgouH5r2oQsEWo9C0dVXxx1xqr5GmjSTz32O/zyKzMaTq+bdI4806wYuOfxcGzc2HetEIL0EJIvmrRxqr9xxUZYaPpyiw/EITjmgcmVqKjzlsx1EU86PH192PIx/dBzR925AtL+R+s1Q6eSFcMb8stYU83UaFVS7rB+nECX82i4HmZsW0YvT6E9+oYyDV0aagZAzFmOUUpZ0TZNRqTvT/tM/Afd+PpPceRKVeNrlK/Gg1rKTyKdWpk6hpTE6hXyDgOcmFSdzvvUt6Zw1kXJAmXSWBx+UQe2ZmWxpsa70Jo6Uk1jZWOqadA+8+GL8d48/Lg1iGtC/556m3SMIw7/7binLnnsu/vmpU1IOjo01dV9FZ8/G9+yhQ1IvOnrUqj8dmQHW/urLxu+90+uM8oCvoRyjkEBF4jpPtahmpst+EpjAk45jgG+fnkD0yE4c+jIw8gqWZY44M+j6qR81ABwPPNBwlDGBzPGPjgM3DVnkjgDuORKXOfccAe77JFhyOUdD6lbS/fTII8k07LT01a9KAE0rHWRA086ioKavf91cyoCSrbxODuRhPttJCHE2iqJfAfBVyO4vnxVCfCuKot+ChLh9CcCvRVH0TgBnAbwI2QEmPzp+PP638riePi3//dSncr3c8su45x6pROgv58EHZVHspSU5fuVXpOCiSpKK7vy3/xYvTkwXAr0X5T2++25peOlC8MYbkwJnaAh429vkhlJ5vzpdfrk8z7Fjzc82bgT+6q+ajrm3vhXvuP48fGXDKzhrq4l8ekA6sFxkizBbvfENY0Ads+1mqXCfnJBCg/ut41olnEYJEc7qBtbMUVl/5vynsOZWidh69s7eeK2cWk2i/kZH5TsbH5cRL6D57+23o3o70JzVGuChG4DfOykbRyhiDOj3vQ/4fP01vLZ0PTbhSvzc93ai9AsPxRBhqhZPLPqhlHmg+e+bk48FAHByfNmXvG2bXFY33yxrpk2sOYHbRu6AGP0ibngH8Gqj5MOT62R9hp+9ZD/EZ2vo6WmU03uk6hdJUYJcvROlMECe42YcRLX8X+Ra/8VflOPBB+W6z8vQ0AXBlVfG1/7srNzPpj0WSuedJ+tzKIoi4Gd/Vt4Pd0+q5h0QW0cxsjlVazX579GjstHIX/yFfLkPPNC8j8Z9ff+GG5IdIVYIdYTcsRF51plr+FAe/cwz8rNvfzt+nJIr990nHWQPPyz/Vr/t5FpCDOIhVvsyApZUvWDNL9R3uozTD/yu+/yp5U6DfOVO2uvMHDWeuw+v4zO4Hs9hA/4Av4ansQmb8BSewgR4J1mI88xxXO9rzUPOeyHGr610cpM01BKfO4xLh4yI0SPXZpY7n3rk/QCAT+JXgZ/8ybizwoTQ9GmEcdllK8c5psim257jVKjM4TI/ZmelI+mqq5q88SMfAfbtSx579qwMavf1xWV9CHG6o14b6L774nPxIX0P9Pb6/ebqq5t2j7KlFF1zDa//XH55s+YlIPW3978/Xpvt7rubtcxsNDmJD/3kU/jPly6xGRgA8kPUGnlX/rYOSxaZEydengziFQzgFF7AG9nTS7n1HuzCFzGKE3gRY+xxAHAWffglHMZ7cRwv9z4MRA00WIDM2bYNMJYq0+TOAw8AqMd1qp978zfw3ZdPYjleZJI7Odk6F6z5Ab5f2ta07X2CKfp+OnAg/t3DD8t92o7MAQUgSSMzdu+We1PXby+/PK7LhvKdHCkS1FPfQXTJJZeIb3JpiT700EP+xjX3gm1Gsu27hx6SjFgx5yiSMJ2bbjJf3yWA9HtR3mNFY2OyIObtt0v0iZ56NTQE/OhHyev09clifZdfLtPBPvlJKaTHxuTGm5mR3EbbvNGxt1kfYc+p83D2f9T9mMf+Eg8JEJGMEOdJjmtFWIojEChjA9CzCHz2XuDdj2i/HxqKF8emf09NJQ1YnSxr6H3vY/y6eyu8wQFA7Nfub2AgrnCNjOAdV7+OB970Ck7ptU1PDwBf/nTsfW3bBtx/v3bMlVeisvkYnlrHXRTA6fMw8OQv4NQXjpjvk9LeSSksKL1UkZEaCIiDv+u3b9MqbjrRPTM1BXzoQ/E9ZovIuuag0uRs59LP8Y1vJOdD1xE95/btMnVBGXT33CMd3X/xF9KDWS7L6BPhQVEU/ZUQ4hL+xs5NuuSSS8Q3t20r1ki88koZKbv88rDI3aFDwMc/HjfibWuTOoBDoPQh8rNAij7MO3DKizKF/E0vAz889imcemTOfbJWyZ0012HkDk4PLhcPHsHzeAFvAjZsiAW7zIZHdoQZAA9+bSHHPQVfc7EMlJYcxlzgORv3UcZZnEWvRDF++9vAX/818DM/I/kxEHcgAEENdnKlLMZIh1BX7iTpkoEB8U1db5ueljlZVL9QmSoKZdXTI0vMPPGEVdbHyMTbR0fjaK+REYkQs639EDlBz09paEgqv2pdq3O/9FKzVMQ//qMsNaDLNfWsFCnd+qWXmkEiRZOTSVAFpXod0fcMjjQB4GQljP90qtxJy58bEK8JPIXfwT48j/W4EbdL/hk7RtImPIWDuAl78QdGZ1qM9k4A65iyPR4yRwi+qVzyvgSEiJpr5emnse6dj+IkB5RO884BL1tnDp/Ep/ArfvuWErUDgOaebSXpgX0gfdpjWr3YRo33u/7YsSefE2IyzSnySLfsTPLJzX3oIeBf/atkPjyt/6J3k6Hf0TSWyy4D/v2/b/4thGTWNnK1YNbvhUZRnn++OW8KjX/f+5LXueoqKWCvvlo6yH7v96Rz5+xZqXwfOCAdcQGpAuLbVQzd/rQ/AwnNs89CjmsJakgw0ZizZeAW2gWSdg+if7vSFCzpgmxmlE+tNw5JeNVV+PKDG3Doy0DlJSlDo5PjCQcZQLrF3HgjcOwYnjZleUYA+l/BqakvYuDad1tbMcfvw5WCE+F9T3vk1Iemv5jO8cwz8c+uvtq/npTPHHbvjuf7U+Tn8HD8HDTaqq8jVX8AiKdUfPWrTUea4mVf+5p00K+0mjjtpmeeKbaltHJcpWm3vXu3bP+tkw1VmDblM+/OfAXQUglY+jDw3N2Tfg4yIGe5I7SRw3Uc9btexBtRwiImX38MR7Fz+ZDTbMdmfX7JzyMEdG/MkjJJa4jpHcPSXLO8mD591XEfi2hA5O++WxrWZ8/Kf9X+T9mBOlfy6aztStXvUmfS+UTResc7eP1CT7nauVM6yC69tJmuVCrZZb3i7fv2yQyTK69srhlaa1lltZhQlC45QVPJTOlSfX1yT/3oR3HjWtk9t98ubZVjx5opmuWydBBu3550kOldyWnXy+8S50kPSabavl3qTkbsSGSumWiiltg7Ivw6KTtnAhEm8DSeLP0E3o0v4jfwMXwW78EQfghAYC1eQi/OQNXAfBoV/CLm8QJGHedt0PnPGD5XPNwO7Hn2g8826zgb5E6EJen3Vfr4o4/ihyZRGqEQmQNE+EO8D0ejajodffduiTbVqR1dzPOqY5l3yqfGCy4EKu4f8LR6nWSKTDn2isE32vwu0z33JA2Phx9uCioKceSMFD29CpBtkPNSWkyGzj33ADt2SBTb+DjvzaVC95NMHvX3vicX1iOPeBUA7D8L4OhRnERAzaysBYFDyHkt4t0xMLaYs6hS4Q1QvUYQIBWPK68Mrgm0uMh8aBOoSsmh11BFu6++GrseAY5/XBqW4mMWh6baL421MXGSP2yZSos49c/mE/0zjOQhyD//qVfczys0/UUvcKnXpKBOxS9/Gfibv4l/Ztpz9Jpf+lKyvkDD2ZhwiiiD52VS8+L73+drTVHnPJB0slLhdMEFK68mTruJBjTyLlxN22uHttsOcXylbXARWgezDbRJ8aV/+S/hXVMyV7ljLoSf6joeCrVACU++OIzdfX+Moz/1EaBex8sYNpywBNmXgz6bCD0lMJ8bKKuB51OQP0YWY08nL2NOI8d9lNEQuqrWoyJdR3IFM4smlzHCOdHS1JjqUuuJkzsmHeeyy4AjR6T+8vjj8l+1bs+ckbq76b0/+KDURRQdO9ZcM48+KlFZ1BFsqg1kkxO6A+2KK4A9e2T6Y7WKRETVp7kMXeuLi9KRfexY07a68UZZ3kanjaS5lV7aZnZWIst0+p//Ezh61Kz3pnFstcTeicKvkyEA8jQ2ydT0Br0bR/Gj7f8OovpurMNLOIO4czKoR6BT5rgj8s9+8FmI/QLb/pyXOwJl7N7dAEg2dDCnrZOzzJEUYXfPZ3G09rfpdPRvfKP9wZtOrWMZWp/dQJ3tJPvWt2THl9CiwyqCceWVZqSHYvCUrr7abnicJDuJO5Z+dupUfqgEZfhQ5v7jPy5RcX/+5/J+d+xI/pYKXYp+0okssI1DG1EiiN3B08DND8r/TyCg04s1wpxz+u/ytSb8otkGxjZyCk000PHjfGT52Wfls//yl5uKx7FjZtShgcpc3TdOAAJ4+zPnNa9FFS2FJKQdQAxCph+vNfdLw3nzOw8AA8w2ofSU7+t/4DbgLEFLne2NCfJTGMSRG75mf162oo604wt1MN1wA1+fD5CKonJyT07anQt0Dq++moyqUuVOdY81OV+uuoovROmDbqPCqVoN73RzrtM6klt89my6ovemgqy0u6pPt1WdQh1faRpcqHowpZIfErpA4jr7Dp4GDirU69GjGIVnab20yKZQSnOdAGfUq6d7sevvfxPRDa53WgbH688s2UvRlrAoOxhDtDagBcBo7HEU0l3OKncE3oavS35JkbyvEqRFO8lljFCZ8slPZkdbd6k1ROXO1VebdZxdu+xF/n/9183v3YVWOXMm6Qg2oShtHVypA61el3rR+Diwfj1/XzayGd6f+1zTQUyd3Dfd1NR91xCo0OOPJ8/bKD908AEkuiym5nsFy50SFnH52r9B6ZF3hV0nQwCkH68De/cmv7jvvkadTI480028ZE7cTuzBaWyj2T6Q5WO4zwHJ2nftAtacehFHUPWzdTSZs6Z8xnIgvGwdAHj1TB9u/vw/c1zYQvPzwPXXS4dZOxDEIR0mfYI2Ic0MbBTSLMtGQoiOHRdLliVHvS68aGFBiIEBIcrl5m/ViCIhqlV5XK0mRKkkR0+PEOPj8jNF9boQ27cLMTsbP0e12vzONqd6Xc5D/+3UVPP7alWIkZHmfNScpqbi87CROr5alfegX2vr1uTx1WryXmo1IYaGkr9n7m3jHRvFeTdBYL8cox+C+K3L5fFz+IQAlhKPPHws5XSelGNmXmDfoMABLI+BfRBvv/48+7ugz5aMeewUlTXPiQhLorLmOTH/y/cbT7Vnj2VuH7hQYD9E3y0QG+/YKN8/c/BhXCsGolcFILfCnj32c0dYFMCSmMBxMY+d8sM1a4SYmhJvv/48gQ+My/d+gBkfGBdDQwHP95a++O9v6ZOfa8eVcUbcduFd7mdO91C9Hr/g7Kzcq2kWg75fXXPYsqXJc8plIQ4elN/Xasnzbt+e/Pz/Z+9dg+O6zgPB73aj8WgCIAyY4gMimrHp8oIRQk8pi4SuCa0EMRRlGYWxx7UhW7Fix5EJaVOBXy2bokVuElGRSxlnhnLWsMdOAradmt3EcW1N1rFKrnidCjzemdpxdjbj0toJKdmWFcqWRZsUn+hvf5x7us/97vedx723AZDur+oU0N33nnvueXzvx+Bg8j0o0PeScE8ADgGVbBh6zaA5t9+u5m7LFr/55sCkQUND6rMJ8/Pq+/l5/z6LAt/9QfdnyPsXDG08cRyw9DDgkbuS56kJhwqgGetIcwBZugNHqym82P3Wwk1wHo/AE1iDM2peZpoIizWE45H62x6Tz5xlnFfzmR8s83RnsRbWn4XujMB5hcdrtfTNNry81mA7vxxNMT+Pjxc3Dh8eWIAe3bHQHbq2HI8zPh52mOi6b9smXzs/77euev0bDcXrUBqnaWAUdfoulZLPqlb9zxbHR5mN0msAxD17knPKyT+6byr/AODCXYDlDyq6U/4gYPmu31hjXGxrSk4ahvN4Gg7hBJzLhmMz05xWYhzjcA6XoY44PY0luJ7//USao1oE17AM1xCghWW4hj8z/l/5fbOygnjyJEaRnQ6V4DoejX4P735rpc1ruGhO5KJtnrKObnTMqTPlezYajXBdQihweMnnHu78meDinUMhxlNbAc4iZsPNmW5aq5ZQkpkChW0DnDzZEVZNBG02qvhybaQsG0KPk3sO3Sx796a/C9ncJ0+mCRAA4vR02Ls4GJ8dj+/A0sNJpFF6GPDutw3iEFxYR4JRcDMQ9OYHPRRkiFbGpQmHsErmpwoXrIoyeXwtrMFZbFbuVQiE7LEOwUwjcKqz1f0BrKbGtgz1xB5ZWECEmeVAotrCAbiYHMtizVvgKcH1tnLPGziFGD3viZetKsFofFydl6xn0Ibc6ZiWltTvmjHr6/MjBjkEEw56woogrCCm1yxEoWXSIFNhuhZg2yMSPeIgz/sXCDse35HCFdWjgM2Z5DneBOcLwP1FGXky3jvTRFicEgWD7o+9m/3laEUoEJ10Z1W+uUjlki9kFXJ8lAJ5QTLYeI65R3csdMcH6LqOjCQ/U0Wvue71elouio2hLJ/Cga/BbmUF8cgRxIEBRQepjDI76//OgjG43XbtSn9H32d2VjkEcAZJQhubM4rOrL/Rwt6qcCGfkYhVRmVzVCjBFfxZ+EL2seSZh4Hr2Gwizs11vhuAS/gn0b2I5TLWome8+tH79k9+wr7+tRpibesle38Bso757GAlET0bY2PJz740xEc5V68j9vcn+/elK1RG1nR1ZUXpQEZGZGeDnJCH5mS6aa0a60nmYvTpJpufTxMFajUIQdZLS8pCMT3tJ6xyjAOnUKFj1Pf4MEr6nbmT199v38QBCkD2wJ8AhA9sWnOk2HWkCxex+fon3OtrzqPZwfR0m/GoDT7PPqM2+DwiKgWUiReUt5ed0FThAjbf8ln17Ngb8N/A/5RSxmVtA3Ap9YoLC4jwuo97CHLKwjXeVtYZ73I84vfQ8YgdR7ls7HEf6wpl4ADU/jaVBy5Fgs+Z4/qwjZFev56KlBh6wopFWPEVBDgo2hrmC7Yxuzybzevm59P4bJ08ySSaM7UYj2t+HnFiAodzKskG4BLeBx9x4l2/lscbei3u20AKMN/m8CxwNgfdKcM1+WbNGxVspBAhRJntgqwGXhtwCvSAMffojoXu+MDSEuL27UlPLLrO3LpL0Q76Grquu3fztCvUgKL5ov37k/cdPOj/znR/cQo97QG+a5f6bFOs0f1J+p9adHsSbZQ2pT1+C+87S5+rGZ5he04+uqaViM2ojtXKFWcfiKgUu6AUpROL1RTNSep6LeMLlHUQ0V8uMOUUqhSnUXQ+ETE+PKuEP2xGJJfRZmUlPd5yuXDe+eZVkg0OppVRFPFxG4AKq5wCw/xcqfh7ctANkoVh4jxbqJKMC/PkQL/r/HzavV663xZKagFRSSYc+hutRZEKO6zBmU7IYX9/x9PIxWgKDKnk0GhDsENw0TlerWTT+3sKzhY4Hy15H/jMpUQsA60rABiudAjc18GQR4GiwfZORbhKeygVe8KKQ1jJIxSHusxnvccESXjh6BZAR5jQQK+r19dGKWABmeZA+3w0b3vUikt92tFXfAQRAMOZ/I3SbkDF11o2J91pyTfrFBvmd908Ez487noCF4odMOYe3XHQHQlWVpRiKes+pMZ5M/0MYppviiKe38p6FlZWlKwFECZzaRpE+SIXfbaFaOr9qXl24h0THV9LWaeIVAEbBf9nGYd8zwC8nPvdpuAs4tAQNo8/zUbTmw0R20oy3Zpzn8BaTR0Hm4idat3yJKP7mkstZTYfOcJHOSdFS0nyMWc4oTLyyZPp/kZG8vHBDNy8SrKtW9PCoq/FiiJUU4AYGkpaNfSm0Pm5tDsuFVq4UK7QMBRKYEqlzoGo1ztjpkmeosgv7l9qIyP8883mCCsQBZbFqVxIbCM1Z76HDAoXF2LmWh9cQRdxiGBVPSAes6iYytA2w/fF93HhZGvLEDqTyeuqm3mfigpF45QioV4EnELNRmgNItUTVjIKK92AIrzPJOGF7lctqLiuW6cQSxMkmrP5QUBExOaBT+fwnlWh5nv2YHvuVB6uHPgt0xhaOACO0I0bpq2XsOaRH8ZKd1p4BE7xN4+PZ/eeyXKOs3iSrZWXm8lzlkqdsfU8yXI1J93hPC589qEJtvBbyUtE4rdMj+OQfafPxdKSfD40j0KVdln2tpSPlvNsMdpEY609yTaKkmtjvccQXMBSbrmmhVHUwloNUyGZZpubM/bowIDCcQMDiT0a9NxAWSd1RiTaQQ0S1So/gOHhsFDLUE8y7UBifmfiFF+HJorX6vXCPaBvXiWZOXFjYx3ENjho3wAcwTYF7VJJIeD+/qSCim4y6vZXhCcZFydPD4SEvKl7svlOZhsZSX+/dy//fGmDG8DlhTFzksHef+eHMPKESxTaZETuSsDfViTSQ2xhUptNGY/Z2ujQVevvteq5xH4pypNsCC7gvVNPJZB1s4lta4p3kv6C9kJw/q5uh7tJyoi8nkCIPGGR+pUEE0mpSPb2qwG+i7j+eH4jta4pyVxEv6jwWw4P0f1KPaklj7N19CCz0RyzkEqt71u58Uy17wo2m+r9m9E9VvpQXGthCa7hEXhCfTE0VKiRY/3aBhb2nPuhhVOmF7lutVrY2SiC/oR4E9Oxzc93L2mzDU/1cpJlbiLd0XSD5hni9qGPolSiQ5xx2LV/83iU6fNBi6bZLMpZjDaSvLO0xL5zcyYOtTwO6eTtvjnJAvjbfriMc3O4DjmdW6St5bNDx1lcf9UqryhrK8jMPcrw3MHPDNgL3sDx/dw+D82l6ZuTzMQfUp4xaZzSc3VOMq0gM+8zcVVG54cfDSUZ1ySBQxI0h4Y6AcWlktISHzmifrPFr5vMQGhOMgo+hMXmzURzIHGeZI1GUkNbLnc2PqfoK5XCFGQxAZlaBPzkXsBf/cmn3YjCS6O+Fgi7Za2+goh8ckLdZmfTh1iweJmKpYkJ1SLPd4wiu3KtWlbEVS/xUPQy/kL0fzDvFjqfLZzu/3qCkWlW7sXqQLLfvj697dKJ/4sW9oIs6/V6MvcSp3AIDWfkiAdlSCXBKG+lmlpNFrjoHh0eto+F4JXXAVxDXH88v5FaV5Rk61HVhwLNycfgq9R16wSiguw4pAqpiBWmAq24tZrq7wB8NhBnZg0vaSXD+qMoY19Znn0j99/9pvPYtL/QjL/v2Sg636TruTbDZ9GKsgLwVE9JZqE7thw+ZiuX7YaQUPxNnzU/7+ZbXN6VjYZSgO3fr37T1WOl/MmukIsi5C1zrOSd3/nLZez7YJLmRMcV3Skt3uqvIPOmOy38H+B/R0TEN088VVg+Yb9G8fTGxNuFVMoUWkox5gHdfNcgkCrhmh3ScOqiwSeJf5bUMZLiLUekw4+ukkyHRfb3JxPUS0K1zp2glUomA8PFrxeZQM7cLC6mx0Yc6cbQQrgZqkl/o2Onm83mGn/CkTg5nkOlexQQrUdsttbwa9izh3v9bEq0HTukvjqf++BKGmlqrTk9tNRLjxaCmJ9nFVyVCuJE5SWvd+jrU/MxMWG+t2pj8CIe2PofsQLJRJQluI579iT586zE7xdu+U9GlUy+j1r/c4igqnfq5KEDcAl/Dj6f+blcOzr4ePILKd8Jd264fF+eex/r9Y5XZrmsFnB2lj+3nGCUVaCgnj7mvjOV9fT3wcFOH9zZ73mSOVshSrIQa5sJRXgi+sIGUIZJIIb1n4DUtaJcFZgPJIq0dbnbifOT15kKGWe1rEzPW8u2NkautfCAmIIznQ+hgkaRCm8f5YcthUY38pnlxFM9JZlAdyhvYkuARCvXFxEqHxriZNubtnxgIU0XwMqj7NWODWa/uuiBmX7ihCzreOOa4Jy7LSyV1PBUheaN7tm11q27c5GS+RxKHSlUs4i2sMA8MFTJRCvdAhSnKDPxPhd6mfU5XNERbvxUuT405P2Im1dJtnWr7GYsNVNRZm4uzpOME6BtOckQw4QLPQbqaeSz4YuMy7eNzaEkSLkc63Y86Ulm1fh7VPloK8iMOVdLv4oALSzDNbwPPoJDpdDcLTYku4oRrOJOOIv3bv0reR2oEow2qk1fWsqUh4w26bF9cDWuHJn+bRTOJxBO9ud7eLvBavtDEw7hVvhO+/u87262ElzHZTAQp7RnOQ9Mel6ox+jkpLzutkHRfrmktFk9CiRPUjPUlPMe8CFSvZxk1pZbScYReB9PMgpFFG/YCJAht4RNSQYnAHc8vqN9rajYCqwsFaagKrq1cBTO44Gpr2I/XC60X/vnG7V1/z0iWFV4vF7PdhaLUnhT4V5Sfmi+NMAAul7QozsC3aG8Cc1rQQVgc23XK1RekocmJ92HzMVXb9uWVDbrsLKs76argki+w/0AACAASURBVJrPMOiSSHOOx3mXfTzJAulOr61/a4OnAT0oeX9g27MnfDzi9bqFhl1yQA0/FBdlfYbEG3N8Y8+TzCKwzM4qhDo7606IJC0WzUk2Px/OwIQQIp/KKtw9HDMmEaJulPc2+wZLKeS4RR8sI8ycth9+D+sKIiYO4nL53pTiTXtKhTD/dnfdFr6l/Ofy/LkUJbQZ1eJ8aim4xp7lvoTi6vVPFIrAaTM9ybrtKj4Al7yUusnJiPhQy8QGKSVzYmhwFXCgCJrDDVk9CqR9NznZEb7oe8zO+vVtQE9YsdCcEDDxsOQ1FoKrsyTu3oiQRTmI6FSSmYoysYhIgEW/Hy5jc9Nv5sDFxbQyXMMSuMvUh7QoNjKNwHmcgBcy9nOzKNf82xSc7SjIzB/W8ixmzYG7wRXsPboj0B1XNThXIuwivYOz7KHpacVPTU8nC6NJTRuQoqhTSVOHZdbraZkt9BxwYPHqdtIdn5xkGaq3b5yWxPOKdui23mOTx5m3aWjesog1OIMRrKpUCLcsslvIX7bL1tqKstAqx1LKqBD9gMY3tGIlNfjv3Zv9GSb4Rllo6OUk8yAc1LPKd0MU4QLv0mSa1kNbjjOO8LiYMWqZzCiAeEO8eZszgNWjDuLhIgAecfp79iCOwkttBDUM53MjG2WVdyN41xy0m1bUSh0ZSMzfk0wJMeHvJ92jct2chsNYKz2bew5tz//pH3sO8dZbcTt8u4vP8VgnE/QZ5cqXa8bv1lv5B2hLvGY2bYOhTBq9fny8oyjL4lHAhVzqfGsFWVZ7wopAc0KA4mFbtR9fCGWONiqEMkAx2JL26zZwTJ1XEQ8G5oa5mcNc9uxBxEYD/030WzgIL3vep+lSCwGu37Rzw7eWKqgwPr6+Z5HSFBpid4NCj+4IdKfRUJEzukgZhbVS2GZ5DuVXXAzwyEhHCbeyopRq1FhpymxUSeYrJFOhmqPXMfjQnSJknY3ZWrgHvopluIY6cmchrvbbhEM4Bt/FjUEDWrgJzgdFq6iUNXJDRGwefxqrJEqpXdCHgGtr062apWU6h5wDQKiCjBuMjqqj+pMsTjpU+d5tPUYMN7eSjGNSaHJLmpNMgrwu8NSyZz6PbiIuubvNMmNjxrgNmlEA8QZj/ImKLycyuhI7qnzkTzifvLcWPYML8ESM9N33DEUv4yP9x9truuPxHThwTCXunFoEXJ4x1lsjB8oYGGvrW9GyBmfi3F9h71iBK6mcZIn3gQsBc5htrstwre2pkH2tfNtq5yy4zjB3DSUgLld/HToJoIiNKyeZlBcmj1WXMs2h4ZsOa3BPWBFoTghweDivh++PuCcZoofAclz1udNW0XdNKyoXgAO7NN4BuNT+0Mkf6cLbG0EgWr82BBdUCoaN5Em2AfMHZoEe3WHoztatfvssr5egD23KohjmNAO+LjfUaEkVZbt3p12G9VmwzYfk1EC1HIby+e63DeLOLss669csBqXFKWa8SiHVhEOI1WomOYVr/XA5t8d0BS55K8qaTcRyib92bk7tsVr0DPu7oUNtAyfb0ZzafB5s/9YG3/Nuy03uy49K0TNat5BXfyLR0m5GxMVwcyvJQpmUbic/poy/RtacABtC0GzvyfW9FhpYMy/a/Hyq8ku7vW8iJ+Is2p23hXeOfwWr0cWg+6pwAZehjne/bRBLDyffsfRwMhdOYt2ENabVLWnqsmr5MjYr9+JpqDMloO1CzMKCamK4UUDbVH7ZW5m4fq2lzlpWb1AuF5lPSEC5rCrg+uAUrqx4lgS6EoR4w3rgzZ6wItCcEMiKh12MQVZhaKMl5M/JAIlh/seV8eY0HLbiybXCTWGeaMy1XfVAaLE/rP+85Zlv2+diWhmuqE24nuGLG+0820CPdXbWeuZ7dIehOwMDyc1XpMeiuS7mM2y0x7wuiydZnjY83Nk/VNE1MKC+273baqRGRDnRN6cM0PfGv028r1uyDteKxF+KtlAFkpZtan3fSl7vQXcqcAmPDj6Od1XyF+QahZdwGQ7jaTgUG7j4/vrhMlbAnSdUy1fWayz5RgcHdYVsIX1NxG93U7ar1dJKMb7wnH8LAptcEMKf2jzJioD18MqO+c88Rcoy3bRWjS2LbINGQ1k0aKgVVZzlYTwoodG5gIoI55Te0+zb9GbxFUAKYrREq35uwtENJjeb4m0KzuJEQ/ZgsIJDQdt8/RPJmPfXP9G+p/Gmp9sKr6HSJXzk1o9Y3yGxLpb3cXmzVavKmtIHV5h1KDIMSYftZL8ft23rfBGSCB+RZ/xMN3/KjFUq/mfZXPcirf8cPvA1AngQpJ6wYqE5IRCqCPJhXLIYe25CzxObR5musLx+yp4CQzS7msumhctwOPVDUZ4B6zHv5dgToQxXMOqagaeFe8pfW+8jsPGhXpcZDQa39egOQ3d8PclCwVb5tFQq1mNN5yRzxZuZfJyrhViBX/nK5HgkTzJOGaD5o/i38RtUSVaGa4igPIa1rDEFZ9oVlI/AqaQCzZPuDHgorGxtbi6eW2NvnIbDsdyRnItXwPewCYdir2dZkebbohz3c55kFPIqxLgWBLYIk9CIMyknWRFQlFe2L79tnPPb1aRClpbpprVqQQILJQalUkfIoHl8zOtCBYmDB5P3HzzY+a1IZZwGTazq9fSzffql86KtMBk2qBz6krdyy8ZJDBnBquxqfcKCvTyUpI/0H8cpOBsTrrMqvJP2YaxxDc7wiHv0RXV9vDeGIj7PTLlMLB7Vc7gQ/VFCUXdg639k7x2Ai23CWlxi/uzEqgTX01+GepWajB+nUDfPq4+Sol5XuTXK5eS6F3Xu876reT+Tz6YnrATQnNA1te0fF+OS1eCSo/rPRgZXyGW4sqcoelOgcq7LVdFG4LxyZY6i9v47DYcwn+FifZtyFOk277CKB7d3KSrhZgBXcSNGKOvRHYHu5PEe3r5dKSqp4OjKrQpQvIeka0/od5ycVGkvymX1d3IyXTrQlRbDbLt2pcciJfqmXmja2SHmm6Lj3ZJ1+FZMRfhWO48Y11g+PojuhNK7zvVD0cvJCvUgp0qYgrOJL/Iq6LJWrqYhlBJ0Yz8EQVGeZGsBRYSL+76PwWf3lGSIaWJQKnUEFVPLSj0sOEHCpqlcWenkK6pUZAGmCKs+FXR37XKPnYKNSPpu1Hg+Bo4JhGNxKidSaBVe1Strq8AV+T1PQGdd6EF35ItaWEjnXSvBdVxYiC/QiM64oAmHUiGjVbiglFeGR+My1Nkqnu2+9RoyLzwGL7LzsBW+k/jik/BWHIdzuJ5eG+wP5rmiSi6JcEgK9RAEzoUX2LzbQr2NQlyTpXelYyTP7gkrnjQnFJdz60HzaFrWJTj3XNZx3iAg4eLND6r3bMIhRxXjdMOlJby7mjd8pMCcXl2vika8yWZnsbnpN615LTd+WxtatBPOymep2+k9NjIwPEuq9TzJvFomD2ZE3lNMJ9rm0rLMzqY9vYoOe1pZsXuA0VzOR46oppOB02tdlcZ1C6V3NCpI02gArC1Ksk6tS3hmtZ0rMgoqlKK8mc1E+1Ib54xJ3nQnHcLpN7bO57bsEn8hv+NqwpD/M+P/NdfcNpuI1QF//kCHUPooyBC7sxeCwUaH1iDn15pBiGdcz5OMAFUGacsALTHs8iQrKhSmCKs+FZS3bLGPnQObu7Umjq4DFl+/PAOpXF1wAgrLmxL2fZ4+7W3H4zvY99zx+A7Zw8fh/SHxDOVyfIEpGBvNdJuuGW7T1ML2+MBR3Bl7qe2Es9h4A1lLgdGwESrzi4+UH/DKEdC9JijJ9Lmi+/zgQVnRwCnU6bm3KcroHuDGI5whBPAjVj6eZFopKL2rg6D0hBVPmhOKy6mSi+a+04oymyEma+h+qMfbeuZb8oQdj+9I5cMcOAa4cHcHX7ICgAWXdKpk5QnVK1BJswZV0frhMk7AOYxgFSfghZTTRq/xLYJV/swXkWLDBzZiXjJJQdbf38tJlqGJxhlp3fVvnLFuZEStjVaGRVEytLLbxSgoL6u1Djp5VBQpWWZyMl2x26yaNz+v+qLhmQMD6trZWcX7SMWUXCAVhQPA0zOA1aPQVXxstik40/4wJUSQcK0Prqpokeq5tIxgtCYcQpZeBdOdfDQv+Z68J1lauXYR9+wJLUbWaYhK4eVzrRheaeHXit0LLZyG/+fGNrp003AUKkv9yOQk8wELwktNqI34FFU1shueZI2Gd3LUBEjuzzovk43RI/PxvjemFUfFIolsiMXvu2TRQhtSbefCOQ443gB8aL5Pzb3Nw2d2VimvtILWANfz2LxztmSo1ApGvQy3b0/uD7oH4mqwUvc6twFGEeLsLA6V1lNBFs8Tl/tEzzWnJPf1JDMsiOy6UqDX0karoNKKDb44xabAoO/Q16fWqlKxW2UTe7InrNDWFU+yyUn/vWX20W0PlRuoiuZ77yzh1GKn2nBzxjjnY2MFhav4t648b82rot2oifvXtomeZFk9PkNgo3qHCkY9BHAaEXp0x4Pu2NbdZvgGQNy7N7025v40c0MxaRhyw8pK2lvt1lvlDOv6e3OMJg21vWs3UlrEfNeBd2zqhB52ER9X4QI+Un5I0bLduzEUL9Opph5bTThkL8zF0p0C822aS20Y30PSuNRGX8TRCp9WJmRubK2/X/Aec/DRb554qlAHgjJc6w4tKRIk/pQaT4pO+dFoqMIeg4P+uo+eksyYPIrwslRTyBPDS4XavBbARgNxbEw1WtI1ZIxUgaA96hDdjJ7jWXNzxSCGPG0czuEEvIAasYeG3iQQVNl4OTO01jz0dJ9xc9zXl5gridYPlS4ln2ciHqoIM9vSUnK/2RgnqrQxxiXPRUzMBgczEe5utDZwVZo4ptKmaKBnM0RhQK+llFjPsWs98gDdb9pbVo+HWmV7YS9erSs5yTaqMqpb1YbMdy9K2Sd5b8a0McyTLG9r4UbKo9lr3WsDcAl/Y+Ivkntbh4flqbbsCxs1z6BNiaGrCArQozsedIeu+/R0h/7Q30ZHFe0vlxVvNDur+FaTL6lUFA7dvj29Xt0Iw+KUdNIh02M3z5BNCWs2xiDtBZovmp7mhW6Dt+4m71uGa3gaDil5odHAhYVi+q3BGcTt27F526MORVSBKQM87t0B30p84Z+cP3wsIQoyfUSokqzZRKyVnk166VEj9+7dBRfBaan9V7T3cFG8mM2x5uTJ9AsVhV9C+eheuKUwiaaSKqtwQt19fTZV0YKQrT/q7eZi0GxWKZ+QAUHQ3ggKsrbVJIpwGQ7nroaSyOPFHfj5ed7DR8rNEc8ZR/yqcAGXy/c6w1wRQDFC5ufZ2fTe1AwU9bayeC6JYaBwDSNYxfGZD+PEYjWfNa0QD4lWR0CQvD1tCWx9wDf0rF5XTNXwsJxjSsqjMTpaDOGzKVAB1MIeOWJVEr4W4Dzi+uP5jdQy54ZxwUYMa+yG8s6kJwMDyjxblBJBG43oXh8awn64aD0OxbduCE7rb4jIPu6Cx14EzcjdR0slm9Z7d2Ul6RU8MKBweTc9PrtdLTkPaKGL0rqeJ1lwc3qSmc2VGF+3vXv9rssaLWMDyp/YKlrW6+kzpM+aVqBJ99K80NQ4ReXB3bvtERr1eooujsJLXcOdpmfVMtQL81COYBVxfBxrNft1m+A89sPlYLyY5boqXMCPw6+zF7vf25++aEVX8LzNNBHePdmOkhq7/xdTolQVLmDz9U8k93qj0Rl/QbJOoshBEfJCkakBqGPN3r0d/cDKSvqFisIv1Kg7OWmnvb3E/Z6QlTEI3VR0AcfG7M91aXVtVn4OydvG2GioHAC7dvEHLqOGuQhknq+12m7Ffwr3ZKqCYp71xhtWktp7zpNMQlhCgQQzPLXvwU04PvOHybLMUpgGZTwrFWzOQCLkaHlGWHfB+68dQnqiEyrLW65aHYSfK09OS+7jroVAYtLCn4Un1TxL3o0hHpZZ8YLt2bbwVtpchM/lucQp4bTprFRSDKaZk2RyMunhmpNw3KzNi+bcTIlQ85wDbg5MBsr0biwiHE2PlQhNYr6VG6q1sDBlU9FhmzNNVZwna3+h4ykiP1shdKelvAeiWIg/eTIdMnbLLYofo3iaJiTPA92qllyEZwGlcyMjzlt6SjJPuqPXnRpIt2+XDaJm80143y06ZqYf4VJUlMvys1dWlBI6itTfel3xMPv3J3N8SiGatCqmy6ioWxQp46fx3Sl4oBi8zLRb4Dt4Os47XOQzanAGsV4XI1wBlMJnAU45QgWlVDYMrWLwvDa2S7nS9JzXaB62HDSsWkUcu/8Xw2gWRy8eGmLvS+Utq9dVJJONbgW+T6LCJ4lKMp/rzYeGpAaw0QValZYqsOv1tCzcLU8yPQabc098bU9JJsHKikKopoDoC76bSm8om8qePttHAUcVYWbuAIngcGPsYqhPUQg9a2sjki1bLEkg7a0NksV2ZcU/Oej8fMLHtzkDWCEJp6tHjXw6AF4HHAHwxB1RKpFo9WisKNu/Py3omgh0aQl/++5+sRjBwoJgrAuquCYQ+MUpucT0CYaYWNerhUej30u/nwbffIK+Z4ITTkKrq0hMrM3a7uM9QIUT7fWqPRukvGnajRt6SjKuOWnOWpbU3qiV82xzUKQnmS1k1WgpBtsHL3W9qbB/e9XmLnlgiQqmDM/Kq7DKcn8RlT6lPjLQnSpcwOaO9yo6a0tqKhnX+vvde7/byfk5K3wRngWcIsbxDj0lWSDdoQqfarXzmyutg+ugSJnKizYESWPh9t7KSpKX1l7xNrqiCwBI70nnMKTNzhaPp+P2mvLX44T0xfVZhYttbydJLNVhnm65yfO9RTx/2n5jvG7LUO/MQxE056GhrtIcuq+PwClZ1nnfRPD7RKRwWnuupPPkOqeaL9OGy+npjtKZemJKdIHyYPv3K6OI+Z2Wh7plSNaG0v37/fQzBeQkK8HNBvfcAzAxAXDnnQD79wN86UsA3/42wIc+BPDgg/793HEHQH8/QLms/t5xR/qaL38ZYG4O4OhRgGee6XxfqSSv+8xnkp+/+EWAq1cBVlfV3y9+Md33P/9z8vOZMwCveY16hze9KflbFMljpM+mnzU8+GCn/xsASrAK7xz9M4BGA2B1FZ6Fnfk6PHEi+fm971Xru28fwF/+JcBXvgJw332d3/U+u+eeznef/zzA7/1e++PROYBr5WS3L/er7wEAYO9egC98QT2DQrMJUK8DjI8D1Ovw6L9EeLk/3ddDc6D2+De+kdzjzSbA976nzsA73wl/+aqr0GJO+3MXnoM/+iOA69cVlosi48fNzzITRb9HmIKz/HUAAJu/yX8fYfJz/8sAcw/J/aib4A/wPepf/X7NZufnu+5KXk4/a/A5Ex/7GMA73wnw5JPq78c+5n4GPUPNJsDFi2qPJiYWAP7Lf5HP2l/8hf2z7rteBxgZUfsIAODxx9Ve+MAH0vjDfNc3v5n/rQdu+Nzn7J+LAk1bPvhB9ffLXy7+GR/7mKKTem/7gm0O9u1TOO13fxfgb/5G0bbf/V0Zz0lA3/9TnxIvfRamLB1Flt+6BzV4BlahD5bh16EGZwGgBQAE50EEhY9v7iGFS01I4FY6hrz9USD9B98PnnTHAdK1GejOy7AJfvu5hsKtrRbAwYMAt96avvC3fkvh9OVlgGvXOt9LPJ4GidYUCZRnfPWr3TyoD3A0lqNXPcgGDz6omDMTRkcBqlWFuwmfCEtLAPPz6m+zqf7u2SP3/8Mfpr+75x6Fb198Uf01edys8OM/nuaBAACuXEnuPY33n3pKnbVSSck2AJ39ev06wNvf3qErH/mIGuelS+q6KALo60s+55WvTH6enlZzNj0NMDycHtfgIMDu3Yp3u+MOmIDvZX51CfbsAfj66m64BJty9tSCUTgPEbSgVgP4WLMK9b97AAAAHnlEbZUkIGyG78NlGHLQTgBv+iTg+dLc+9U8j4+nBzI7C/DAAwD33gu/dmQEfvknvx33ddSLZlTgMrD0bO4hgMol5/0JCKA5UQRw//0Au3YBlD61DK+Ec/AJeIcs61S/F0wDS3A9vYdNPsvFh1Lebt8+RQO0OutrX1N6kS99ScmImr+06SaonPTcc2pdTRgZUX85+awIeOwxgK9/HeD3f9+tnzHG8Y9gE1LtcHMpyUzk/uSTaeIiKYg4MJl9icHXG4pCmWhGKIPio4CjzMflyx1FCIBC3rt3K8L4yCPyGOmz6WcARYg/9KG0osUBc3Pua3jwZdQR9uxRZ3phoTOt5TLAOxfKcPT8+wEeewzun/gzyCJslOEq/PzPK6QXfefbUIMz8Ck4pH784Q9l4ZQyEXfe2fntjjsAhoYAymX45mb+uc9uBrVuX/2qXXA0EM2VPv6S1DPoHo8ZVmksFDaZ9Pq8QECN72+Bf4ZnZv9H2AkCgZD64MBDCLoCg50PlBCYDOP8vGLMuPXzOROSoooypZoI2M7Q2Jhi9kx44QX5rFEllqTUeuABheP+/u8VvjP349138/e86U1K2bu0BBcAfsBf1AMRfBWxecHHkJIH8gjmrjnYt08pavftS/7/5S8DPPqon8KPvv+rXy1eOgUByhMACFYUBUIFrsEjcBQAAOrwZ3AWfgym4JtQvMKOeQ8Ls98HV8IfEaywIu/ofb/xLh50xwkF053vwSsVb7C6CvDyywCHD6cvunpV4XS6v8tlmYkHUOfDhG4omR57rMMzNhr+QoYLmk0l7JrQM8IUB5SfK5UAnn9eKYSefFJpWkyB9L77lLFWG3Tvu49X6Grg6FeoAM4BNSLfcYdSPHGKMnPvabyvFWS33KKUBf/0T539CqD4nH/4B0VX6PgGB5Xwr/f77KyaMw2zswD/7b8BvOMdSllw4UJ6TFu3Arz4IrznVA2mPnQ/fA8moGi68Q//kL+PCK7DMrwVzsMYtKAMZ//lPVCvd36v19UyjcJ56Iw/ghdhCyzAR6EPrnHdhoOAQ1ubv6340p/8SYU3NdRqAH/4h0rG+vjHAf70T+HPXvs7gLtf40EzlGH+k/AbMAYveY+FozmD0WWIoAXl8zv4exg6ggjw0Y8qvxiEEnwPtsA1GAyjObZxAsAqVKDv+kU4DcZi3nVX51xpZZT5mwaJt/vLv+Qfdv16h7+06SaonFSpADxL3kEr3TknkiLBRz9TEGxsJdnzz4dZ0F1WfU4YtoHJ4HOgNxRF/G9+c5IheeyxdL+uBTaFcWrp+MxnVJ/Ly0oRcMcd8hgpc0THovuzfQZQB+2nfgrgV36lvSZPPcU/0g1uYSGCFrwB/qZNSExvp+vX1WcARSs/+o15rz5NqMBl2A9fhC98oUM4noVdcB98vKMok4RTus+efLKzT4213XxZfLmkhv3OOzuWwUAYWCVf0D0eM6w7z/v1d/Gi8eELjwBcJdafq1X1fQwzc9sADh6MhUKGieD6QGGtQoiMRAiaTYD/8B8A/vZvZS8cnzNhU1RxVhLbGTIJD8UV3FmLlVhti7DpwWiCpKR/8kmlQNMWWA2Dg8p6NDEB8KUvwdMAX+c77oEIkpK0aPAxpOQBH29FCbLMQahnHH3/3/99Zbpl4BE4ClW4yP7GQ3e9y1qAUB/6bMJY9s28ns4Et5aAOfcAVgXTdRiA4HfPq7Dyuh8hMS4PupO8l4HC6U4ED8FJ9e9TTwGcOqX2Pif0P/dc8vN73iPzZ3feqYRIE7qlZNJW+MceK1bI+MpX/OhVD8KBixox4Wtfcxs46H6anbXjbpsRROK7vvxlZcleWFB72jQi79rV2W87iDLita9Vf7XxhPJKzz+vBO8nnwT4mZ8B2L5dKap/+MNO31TJ9aY3qefp/U7Pl/5Mea/hYTUvtRrAM89A88U74aOX7oVvQg264vVbAFRgFSJodb5gZOB6HeAKg/uvQwUqcC15f1YQcGhNyx1/+7fJH6II4MAB5fyxuqr+fupTAN/4hiyrxM+owBX4ADwK98x/F1rcmnjTrAi24j9Da/o2+OMvfDuA5ig5NAUS3Xp5wnM8ybGtQj/8OvwpPBg9Bm3Npz5Xzzyj9il3jjne7s47k0pKE/r6OvyljS6YctP0tMI9dCLuukudyaI9UQHSijeXfqYoyBqnuRbtdgC/fAk6n4OUnHFkpNiqYmb+CJ03ZX6+e8mcpaSrRVWrcOVoojmSjIoyruopYU3laCnDNbwPPuK1ZuLzxUSJLZyAc7gAp8SKKjvhrHdCQBVAHrEx0e+9s5TKI6bzgLXBs8Q7Tbqf6MuVfNuRk8wE2zxOLFZxfObDGMEqDsAlnJuLb4r3olgGma7FXQu5cg7MzTnmLSRJpQ1onhjbPLvOkMYTdO/kwUtmngFuP9JnkcOSJ07/Zm1dq26ZBbqZk6zIqnk+kOVM0ve3VHxbgFO4IZL3t5PcA255b5wzEiB3ifgSXG/Tx6j9v/D8vEnvi+zPeb/lPZyJjlsItqpoBdMdMPPERFEnT6mZSBxAfTZyk+KRI/Iep3mU+vqKOW8bGKCXkyzVrHTH5Du4AlETE/YJtxXu4nLh2fId0edPTyv87Mr5pfugOHx2tpMnyawie/JkOt+RrUgBgMpTxslfEm8mfR/n2bPnuszfEBUvq3B79n7GZ/6wXdBr4Bjh6eO9I9PGllUW8m4Mnu87WsHTOv+yUNisjUuNz6dnAPtILmeKp2+B5xFBqIoZQLPaub+iCCdmPlxwReWpTtL+nDTZ3JedhRfyIXO8HZevb2hIFRjMIoPQsUSROntc7kFXdUtX/rKlJVWsxOwzUM+Sh+Zkummt2u0AboaaQ7ojI53KCzZFR6hSSydxpxuQgyLKbS8tqfc5eFCN0+yvKEWAz3g5BBc/r9kMRCKerQTXcc8e97DZ6i0CUto087/g6bjCyjCctzy/5RZOzTnp60tfu7SEuGsXLhsVKRMETDMnlLkYGhIfyVWntArS5Df2fgJSte1EtRWAZLXVuOJJ87X/M1bLyXLS/XAZy1zy6pwV2KxCfpEKVNRbJgAAIABJREFUZPMdzedJijKfM58XN5jrqv/XBgKT2URM4jlC2F4HcA03AJ7fSC0lrKx38vxuVtLsdrJwE2xnMuQd9+xhEULxAo1WRgXcw9AdXagln5IsUPnXleqWNYPxP+197zicK348hb1L2FgiWE1XaIsihcf371eKiP371XkaGOhcY0vc72kka0MRfGURkAMv9ZRkDrpTr6s9o5U+8/MKZ+q9wVW3l/aNjW+ReChJGJcKEVElMYsIxpPPnZ9P731qbKYCNxWUbc/g5oE7N9z38XNzK44cbW7O/Cwrsaz4n5N1ThjG8/jCnUKC/s3wfURQFaLLcK1g3LqcnFu97lu2JG/U8rrx3cLdZRw4BhY83UIEC933xPM1OKP+KZWSxQOMZto7ADDbvsgr73DnwYZ7KW9nU1IChPOA0li4Qi62cbreSTKMuhRvBG5uJZlLyJWYDJtwk6VCmWby6WJxxMlWbltbg1yb0uK9lRhPuaxOcX+/m8FygUm8KHKzjIUikSKbS1HGepIJlUqmFgGxVsMj8AS6BA8nhDAfW7ZYf6eKtAPv2OTHCFPB0/RmzKgoWlhIz0UFruBpOMy/L5mHZlzO2iz7/K8H31/wvmh15lE6S77KDR9mf2UljfxNJeFagm1dXe9M8F7Pk8whrORVtuZVcK1lJc21AG5/hr6jwDQVK9C08K7q34T3aaE73Ra4glsOpr0fLqPVg8u4Lq8H3UZrbaFKaqWSMnyZgqDLiEmVIBJ0sVJ5EOTESz0lmYXuuCpSbtumrqNVVrWylgKtamryLZLsxK2vbVy33uo+ONweoWOLojSNJVXag5+RFep13Azf7xoesRXiNNsUnLXLKwLNGTgGifk9DYexjxirS3Ad/wAW218UT6NaWCs92660iagM9QPHlKwztRh7WpuVCgl+2wbPsX2/Ar6LCEreyO5BrhSQE3BOjfHkSfzVn3y6/fsAXMJjOz6BzblP4MTolfb1m+B8TANpX93ZKwDCeQgFs2IsbX19SW9PHx3Ftm3qXo2T9PjMfs1KvBy4vOMk5V7PkywmHJOTfqGW5uTZFlZvsP5++8JwYHpu0edR5l8qt03dnmxjtXhvtWFlJf0sTehcFkd62CQCVK93QrduvTVdMha7hxh0synKduxg7qFl3nU7ri0PBkJjhIV2GKENsjAfzO+nZwAHH4KU90HbTdnGCJt7ku6tvXszexouLCRvbbzp6WT5YBNB0XngWqNR6H6YgrN2JOlrbfdh9qWQxjwCiq9QxEFeD1Lj3PeEFYuwkneui1Bw+brX38iQ5R3n5xUNHxtr31ekMqYMV3EZ6jglWN/FZqE7Q9HLVppTJH50tgLCP0bhJcvvLZyCM7gMhzeecjBni8yQS68bouK8mW08x1pCTrzUozsWujM46N5T2ruM+43zlJJ+t8lOVD7gPETMPjnZaPt2u0BPx0av4xwLJC+06Wn+GTmgiFBIrgnO0KlWguv4rld/FgfgknydQHOi45Cao1f//L9CeNekuuddk/jOmX2IoBRNitZ1R9HTD5ex+fon2JQxpYcB9zVeyWsNSyVchsNYJd5dVbiAp+D+9hdF0P5+uIzN408n917sDdyEQ6kxALTivbGKNTirPKa7MHd6vxQGLkUzTVlFHTw02GRc6rli431d19LxVqsdhXlAFMTNqyTzzQ/jM2E2S4i5MJKmVhKW6/W0twFF/pKmnBOStQBNXapLJaVsoxuWIpehIbfFkRPgJKIbRR3tc6nEeq/UxmwMs71J4X2JV4IL7XcwFThia4zzhGNxZ/I6Tlg4VmHDEJ37yYf5YHLnTS0yQtUJwNpifO+WLfIYTE8XOgkjI8WGHEpeSjZPstIz2DzwaUT0W2e/1lIhs5oxp+MKsbbTnBe6T1OJRRWR4+P5FWQuHCBBHNaKfX2FrGtPWHHQnDyeZEUouDaqJ1mRIaCh70jPd6mEH4nuT1nJ87YyXMMFOMUwx5a2OMXi8v5jgI/81GexD65aFFSncV/0dxmVSoHCjeB9AIu1gH5Wsb+cDs+pwKVESOIt8Hyh67LezelJRtvu3cWFamfxJOtGSHXPk6zwdvvtt6fXV2rj43zIpd5vFGxGQ9/9wclPfX0d/mVyMv27z56TxibJW2afoaHHGUKV5+YwVlJlVyBxIF+vvJXMnL/W/m1RM/Pz7Xc+8I5NqWuqRwEXZvaF0biMbRBe5mnOCcDND8ZjFcJ2lRJPyRRTcBaXoZ7Y/5wSqwRXYlrqv261sZc6C3TyZPsHWyqHKlzAJhzO6dHm2D+U38rLfy0tyTkEpe/1mdHyFnU0MtME+fK+XM5kDmZn1bhmZzvjN+/zwDM9JZkPUIG4vz+90VzEnwu7Gh/nvQ1MhKwRPnV1pIvLWUdmZ9MWRBPJU01srea2OHLvIGmYKZEqlTrvGL9XM6oz7qdFthYuw2F8PHqvn2Vn7yfSCrKjQ2lLuSQsnAD7XjIJOPWs0kCZDylM6Dj//Oh4fM2uXe6x6MIRZt/Dwx0vwCxMeghDEV/bPPBprPZfTRKRqspb99PjXyuEiAzAxc7Z5JQY3N7n3mVlJa2545TFs7PFKhs5pbYPcIr3LGMx9mVPWPGgOVlykjUa6vzZaIkvTE8rnNsFS3km6IbizpfpExLQBnt8ebYqXMA5+Gt7onyzzSyniqOUHgb8k59QjPw4nBMVaSMfUJ1ksUgHezuIHm9Rguba+pDy10zAucQXJ15zOqcQtgGKMej9MHAdm5V7k3wcmxTVaFm8hW3nIYQud7M4Ry8nWaHt9ttv9/PKB0jLMmbrZgiuDq/inkn5E73vOT6YFj3jaKsUueM6T9K+zBGqrHKHrY2SbAJeSPGa1v6FPJjLM5CY4/5jvJxRXpxcI/zZQjjukHXqdbUuLpyqlSWG7LsMh3EYzseKtDPhBi49RogLgxl8jstwVYuewWWoo5yCIPveGYBL5GG15OcsijOd81CaW+57bewxUzyZv5vn0pdH9FGm+Tj02GTkmF5OAXwHMRtuznTTWrXClGScQMwJHdyiUaaEcxH2EaJ9cpJJArRN6SUpBczvqJeTVCmC5iSbnuYRFlM8oBnVcyEDV6vChSC3WtO1d+AY8MmGJWHhBNj3U5YwLMFTT/Ikm9KeZCGMbb2edtfPwjRJ+0cXrtBVvQhIlUZrNWQTYmZrLfyZ6P9UZ5MLKaVjp0hfn3vKhO3dq77nzqDEzGWx0mf1JMsSauOoDrgV4Cx64OEfpZab5tD9NziYXZG0UXIQmRDiIVekF4slTKC7IX2+NK2FR+AULs/E9OY44Oj7AU/8XDlp6baExzThkGBsco2hJeRIEZI+Oz3JrlvnVL0L/3sEqx1GdmkJm7c9GtNtPZb1CL/Mw5d0Km4f+O+eVrh0fr7DF0WRYtKlDkJDIotUQufxWi4KGOGtpyQT6I6vJ5nUBgfT8+/CwSE4Wgq5LJfV77SKJsXZdG9XKrLc5OtYYILt7OQIVc6zJPdu/Sul1Ny7N/GO0vXjcC6OxjiLEbSwVtPp5xzJ+9812ZZ1fvvufrWmRtSBZIxPGka63OIxilEzOn+VkUaBbaWS2mNGEYkmHMJa9Ew7F3LeEMyjg4+3P7iKAkVRCzfBD4TfW1jO5UDSog8jG2Y8jGbQa/v7lYCm+5Ei7qank7JRqaTOkJQ2hlPa6e9mZ1MRVeK4fR16pEJq8e+3AyBiNtyc6aa1am2BJcR6xi2OZJVwhSFSl2ZTUWaOp6gKaBJTYxOWbOWN6ZxJ8b0c2Ai2WRzBUBDWtlpi5wUEEMbA+l07DOc77x6vKYvo8nqShXgXCUJe/dc2pcodlx4GPPGzJTke3AZF5C2h1We2bFHvSJPFGpVTmpV7HetTnAK1DNeMD0wVW3Pvc9ZZW2EDX8Eij5U+S06yUIUJ937k3V4LcB4dOPhHreVWktH91teXXbm1UXIQmUBppLbqUijai8VSnalbnmQhdGkALnbCDHUO0nIZMYpwyqQ9As15xYOQvI70b3u+DkGZgBfaQoKu4sx6fFlykvFJiTvjmGgLcfxYzYiJ5vGnsVqmPMFae4a1cA98tRBP9364jAsL9r3ITkjI3i8yD2E3Pcl8QBDeekoyC90xeRdpT1E+jMxvG1zrH7o/bClr9D43v6PGeJuS7eTJtMJOG2W5MXLKPdvZofM5NibTZWMNfPOHca0PrqTf0+kdtprJ8zaRR5nZO5Ixfu08ydBa/RkBEEdH1XoSo8OJLf8Wd8LZtpcYrTAs5QzLM1bTg4vvv9NU9Iz0vLCQT9s4EID3JLPte1duQUpf6O86ioEb3OxsmPdaaB+cx5u+jsqoHG9sRHPcvEqy8XG3Z4xJVCSNqlSZkptYc1NlEVLyWs8lAdqmKPRVIoZYFm2u3+a7GQrCZpOvEM23Fg7Ay4HhJW5k0wdXk0jUknwx+olPIjxcThEOr5xkWRSjem8YlnZETCW0PPCOTfY9b4MivE9GR5N9jI4mYvTN/XPi1o/Fa7iWwo9hXRkZ6ayDztllhiJyzKaUz0yDjxJrPaz0IcYCztux50nmbIV7kmU5h5oGSUaa9QZqAaS0zlZQJitYPMl8qhWvRSvBFZyAc7Gi6mybDqUKxRBBofSwCo/J4hGncqLE9I4yjlEkzwspHlCa+WPD44t7VkdBhsDTUx1arwUdlwXeht/zrUXH+2sBTmETDmGpoJx1o9H5bDf68oNFhzPn4UezhlRqOkV595ju9pRknnRHEk4bjU4Y/siIvEYBBaTa6+OjKOOUXVHkVh5TDyHTk4zSTcMAm3oHSblnOzuSkO4odGBNmu9sik818/SOwktWxVvWQgEJYGS35oxSSFEF1eG9+3FNaadBdyYWqx0FmdCW4XDKwFGFC7gAp9pzKoX++66ROKf1ettzqwmHWPpYLV/GEWsV1Hxzu2MHpvEw99m8yfa9i75wv9uKdkj9UJD6kPhCzuPNfAbFF1xkoEF/bl4lGTeppqKKC20xP5ta0pWVdGJAl9ARqnBYb8udC7jxSUyUJOxxngOG8O7ylKWtHy5jxZMQbYLzTqTzocr72x+aM4Db3tMpN3xkZh/Wyt9sW9ubcAjvfttg7HaswmP2NV6p3olhEKkyy0uZlgUokRsbC0o4euAdm3Dzg9DOARA8Tk9PssYbVpxMhJQHMk9LeJLp9aH7ta+vo/yizCZxffcCuh82+lmXPOV6OcmsrZAQ/0YjvfF9vcA4b+bAZMNdB5vw5ZNwOStQvARuK++6NEMQKC3eijCzLP4Oi1Px7xZmX6iGOQLn8TQc7lzYaKgK1ACGt1exApCplDOFv8p//2+V8i+mtc1gpV/oOGVlns5No2l8kZXHgqtb6haiJC6yMEZWyKqss3lA9TzJxCbSHa0MGx/n6YBtr4R6kknXccDlQnZVzgNQPKRO12EaKTma0mikFWs6XY35nVlFU5oPSUindJnw3nlDtd8JT7D0iXMGHLKEsbsaTS+zzCifmjMKN2t5aHlGeWmxirk1qMDsUwRF8q5u0xbrOPPRvmYTsXnbo51CZHGus1rftzCKEGtVZTTqZrqHvr7Y8OQCbt9TfYgOx3bRF5cSjkvB1NeXrXCidI+PRzWV6ywKv3VXkgHALwDA0wDwDQB4P/P7AAD8+/j3rwDALp9+WSWZGeJIPV5cyZKzeNmEeG9shBwQLjCVYi4i2mikcwLQzWrMqUpeGI6YJuBcQtnCOf0BqFK4UhUznRZBj4eznJQeBnzfGyH9PlShQNexXmfLF3dNUWZjNB37sJBxeuYk86lYGUVyZcvIkfuGby2cg79W+9KWcwIgmSuuXldWVy480wWSwGBLSrsRwOHteKMLK92gO4Xlwczq0VlkuFW3wEY3TA9GnbeiqPPA4MXs3krZWj9cthtrLKGMvvjNt7/EhbOz6pyDj+Iwn/BAhZvlGUilDKgeBZyY+bDn87vnyVDJWZmOtik4m/xCSmZO23qEOuZRtGXFQ5QODw+nFBivBvgu4vrTj6xtQ9Ad3+IwPjnJ6Fr7yi21mmLwzBhrM1qCOwelkvqdy+9Kx8Dde/KknFxcmgNEe7jX7t3Jv8bvI3A+J86QcY+pKNsM38fTljB2a5s5nSoYU/kg4GnJSyt+18brPif0l5eG+bV2/krLRVb5wDnOvMqrFvYBKUQGF3DhdX+ntn5B+c9cbQxezKZLoPhheDj5e5Y0VvPzfKE43Wx0jirWpVQd+nnmtdy5pmFrUuL/nDQn002JDgDKAPCPAPAqAOgHgL8HgD3kmvsB4KPx/78KAP/ep29RSbaywruo6JBLiTkoMscLTULno3RygU9y/5B+XEoAH3drmyvn+HjiIGbNDRPBampo1CV5zx71/cIC38fCgnFzo4G3vJePwR84lrSA16rnsPmWz2Izqne+i55JhmyOj4u5y5z5y7KCRmDUkubwKitsnB4I1Hd9pTXLKrxMwVmnm3zCk0xDloILiGkmkrOabHTPMgZuZCVZt+hOoRWVQ5gQDbaUAUXkvSwKJOErS77GECD5SrqbtD+Nr5xVs5xJ8d2tDNcwglXcDN9HWNwp9Hdr8qbdu9X+iCKLoNXCGpzJ7VkVwapKYxDjUinfzfDiKxgcr4wcyWT+6x8q67v+NB+ONb/Etm3rYzQJ9QLj8FRRnmS6z4Ks+uvdNgTdkQTULAaVej29h23CawgsLakzMDiYrIhXKvG0waQpnNGTM2BTC6xtDnRhq0pF8dGSss1QmC1DvfB8V7qV4HpbrtHnI5NntFAxuV38i7axMUSUjddF0DCfVtt6KbnujMLMqjR0jrM7dIXyHO5oqPzpAxAgXFFmw8V5Crxp2b9WS+thslafDblWFwihE2XpM4+sk+mmRAcA+wDg88bnDwDAB8g1nweAffH/fQDwXQCIXH3fTr2YABTyoskcAVQopQuKqhZmcx2kwoPvppDCVPbssTNZ8/MK21WrHQUiFVIkYc3X3Vq7fE9P88n04pZVYDENUYmxbd/OFhdovGEFx+D7CNDCctlQkBmCpFRuGI4DVsvJGPf+ymoKySVyvdTr3VGS2dYl3kMH3rEJdxIXaXb/xvtMfO884xTAx5MMwF3RORPRkOaT5iQzgZ6N2Vm/BPo+rsIhXqQbxOPsBleSdYXuFKokywqUZnRb8VQ0dEuhxzBH3fEk45naCFbdVmOpYnJAFbF2SF+jYaVjiZsM2i/T4Vb7HZwpDmaaSvhiwlhqYy8leCl5jPw763DI4tetu20CzqW/pMnJaVsPHB/iBWbjifPmJDP7MsZ0gyvJ1pfu2EIaQ9fJ5sXDhS5J1ep8nqtDKrVMJxkp9d6hCizN01HZQ0rszQGXvJ979927VT/xWJtwKHYAUHRhx47icMoAXOqML36XJhwKy7NlqZjM3hBFirYE9ldkJcxq3xVsvv2pJB88P4+nZ1S1SzNFTiqXtKYdazBO3zYGL7K5matwAQ+O/U3q+7AWK8mGhvhzpXkt7jxSXCyd+azpQFz5aX36C8ErUpTV9u3p+TBgvZVk/woA/p3x+dcA4Alyzf8LALcan/8RAF7p6lv0JKMLE0V+DLnOSzY5mS/Hi28SuhBrnFSB07b5OIvS/v1JbxlXHjbO3VpvOER76J9ug4OIu3dnSnLZTvZLx0QvdOWCIoLkeENg3N/tX82lVnq2k0eD6+uEh/LJN+fb4KB6lvF+yzOQcqNOVIPRiM3YZzsFq/7AMcc4A6DZTHvOrmVrh9aGzjliB4lSHOKjKLNZTXw9yYr0OHMpI27icMtu0Z0NoSSjkNUDcj1Bhzdnyf/HAcWXcaxKN3KSqXBKWdFkvV+0bk+1lUMuASiC66gNQNDgvZgnFquIExPpCsgrK1gbe8n5jv1wGcfjIgPjcC6ZHHmmiXB0KPnMOIylOnAdm2/5bAJ/lhcnxXfONIcbsjFeZABq7m0hl+uRciOE71yrCro3jydZd+jO6KifwY7j+TXvGAqCsRsB0hXy6H5yRZhw4zEdAaIonW+T4njt0WUT8G15yChwuX65d7cVTEDF/xaFVyJY7czD9LSRS9KvKmIVLuDEYpXFvzXJkyxuQ9HL7E8yPq/lxqFmrsjEj0tLeOcDm3GIpMjp+yDgT/3sgbZTxAS8gAtwSs1NQR5vRRjxI1hFHBqKI5LOJt+zry9zQQYAxHFtnKG4wZR5qe6A9TxBWXeRJx1IVqN/CF6RzrCxf1hj8gYJtyyUaADAfQDwnwHgP7eVZDTEjAqau3YlF4hDmuYE6uSR8/PZkiL7JqELsejp8XHec9wBQeSTd5nl54eG1Gfzd44J4pRSen44t0ba4nmemws7/MPDsYKMars5RkDPneSxQwTJd//SQArhwglAmDkdhDw17Hh8B0bH0/21c31x1lObQkQ67EaePSmMpe1GrZ9l7LPTQn6Y970R5L3nAgMJ8hVMVchM8R5jfEuE1nJjpXPO4QN6djgrjQa9tnTvcSGXlFhQS0+oe7IELu8iD++jnpIsTXOmpqbC1mEtoFueZN1KEE7pY7mcf8yWasvFJ6m3hQA6nmHNk9LCETiPc/DXVm+vVH/H+pP9HevH8ZkP83hoZQWbb/ksVgfcTLmZW6w58Dasjb6IEbSwJAlJ75rEZvmt6h6DT4GZ02uSw2Z9W4v/YWDALmX58pZFe1/6nu2ioiskYDwdbuScZN2iOwmHgG3b5PnkcndlBZuSTO8bLi9xFKXv1XuN60OPe35eDnHkkvTHYYFtoPJUf3/Y+3J73fRc0/w7fU6plDgXRRqIp0wczBp8ZHpThmvYhENi5cp2TrLxcaVIJXjq8cr7sUJyPFfhAi7M7Ev1B8cB4a4jhb1rqs3P48AxD0eEeI+Nw7mCcqeZtD47/1CDs2qPa1x35IhRGfNwjr5b+EjpGH/OXY41pqJM42EqwwwP++dbHxpKG4TMdFOhwOlHXDoTeoZN3Q81Ju/d275uXRP3dzXcUk8Et4hLS2mNvxaIze80onZtqFDmQG+a6Wl5k4RY9PTBOnKkU+KZvpvZL7eh9HuYjIkvE2TLrSE1WpYVEbdVbGXkmeG+7nPp8RXgSYYrK3jnA5tTVR5DCFyteq5N/O9+2yBWKBJ/OFaSSXNsC8Hz8NDjlHKaYNnyh9z9tkEcOEZCNG0JTTlm2tzfRt+18R/wcwVniKWte94CVuAqH3H7iCJ7iTHl1tCXKNgsPdy51uCTy8rlXeThfXSDK8lu3nBLE7Rw0WgUL0Rz58IFPsI8R5fyer858GW3q0x1mgdec1YG4xLXCx5mM02EYxWiJKsgzJxO4iS9NjG+aVbuxdrWSxhFssIvUalxZKRdmEWiO6nwnVIJm6MLat6Zd45yWM/XfQ2ZezI9rFRyRy6sdzh1ltyJPiC8V4/uWGQd3Wz4uKh0DZQG1GpJXtAnisQcryTg+lS9HBtLK5uJciozzTJBK+PGxuT97nhOUcbgREoXsKUOcONvs3LlyAcAf+dfQloBwqzn6TiUNIJVnDI8vA4dZOSPHIYP+q7c/hHlnRPQeYfYWNZWKKYqRRdvmBkduiquQfvdonqSx4lxXzOqh4XOMk0EH/miXucL04UYR6kMNDDQycdufs/lM7dFE2TxJNP51DjlHn3PkZF2P+utJOsDgH8CgB+DTiLLHyfXPADJRJb/q0/ftw8M2Ak3Xbxdu2RErSdQ2omTk/JzKIQwNT4WPak/jhja8ghIedmyEAY6r5qJsrxP4w0rwYLKGLyY/EJ7ullykiXmxRyPhwDXbCJW+5MVS/rL11MlmavlywmkPvwe3qV5vAGyt55P9VBagcRoW4TiAwmiYa4fzWO0d69CFDYFGYeQpMSwIOedi2C1/d7dDsUM8iSTKqD4eHlyzJ2jcEICbIp5qWQyZWRMJby5vyWcofeBVnJKOGp+Hv8FwCp64OGN2LpFdzIryfJ4gkg4tZvFILJUr/Ole93wJBPoUxMOsblAutO694xSHGKZ+k0IKSkvGjRHsqSePIl45IgofGlPBARQNMyRiD+VCDqKLKGdSvHX/TVZq3XMqCQzm0QzbsRwah8Q3usGV5J1h+7QvaLxcRZv3yxV67j+KV9LW39/8l6JnyTFVnKdm7zez75OA5bnWFj2gLaKy5CcL2/vYr1F4Fyn2JhWcFFBho5fKghG2o53C7KHdyhjxztriguvNNu2bYhbtoh0J5EqJl6/JhxKFH8Zh3N4BJ7AnUbuuKIaoioywP1WhmtKQTY0lPQkQ8Tm8aexWrlSyPNFMPlOTvAaH89HXyS9QL1udwKx8YDm2aLnrF5XeIVxwPFSklPP5fjadVWSISIAwC8CwP8XuxU/FH/3OwBwd/z/IAD8b6BKIv9fAPAqn34TAotPOBtA2gOLhlxySf8B7Aom+tyimZqQ/jgrvUtoCSUM9Bmmt5YkCK6s4Fb4TgYkQJjPkMo6GS1LzdseTRKX2x5Veba2XsIIWljbegmbm36z3W8TDtmTY9IQOu0Npyu22Kx+KysqpDWKUgTu4Z8rs89sh3hK4CvM0nWOIjXeoaFUAk2dB00SuExPsm4LrEE5yWy5M2x7p9GwK9Vt54hbB6os6+/nXZVtzIuZ9FYryszzSN9Jl2tmFGR5CcdGaN2gO5mUZHk8QWz7MKQYRKiSLgvuDKFTRecko9WYQFnBK3BZPC7FNKXsKWW2BufEhZbkxBGsYm38B52cnnQfLi0hDgzgApxyCGAtnIBzbUHGGr5julEMDMSeany/ziIHtDk98Ipc07B72KT9oU3K97XenmR5wCcH1U3kSaaG3wW6Q3lIH68KDooMn6X5jGnYJTcebj/QlC1DQ8kQR4fCJleePDqenDn45Ert4a09tulp/Ai80+JxlMbdEVzDPkga+1lvrcHB9Etwoa2kyVEsNCm+jEsRUQ6vZZpEd5ZnIMEjc2GpVbiAC3AqW9oFC90plxGbb38Km7c9mnKuqJYvY/P404oPWlpK4bqJifx7REotJgJVlFFPsnLZ7jhhgs1xRuciM78z5RgpmsCG01wiFph6AAAgAElEQVT4LothtwBZJ9NNa9XaAgtF/Fu2dBaaImBdmcRmbVhaUodXI/2+Pp4xoQo3TXBsTE0WS0eoZ5o5JkkQNiGEMND+tdLKNkZnVS25iZ5kPpDl0CDKeat0QlESZliDM6JFv7YInQIJWplqQx6mAmdlJa1gI3N/5wOb29Utdy4C3vnA5vR60f1GPZgkBbCABO//RUjlc9MFAxSBupgkFtFFbB74NCIiNl//ROA+yCZEBoF0JqXvpTADqjST9ipdY9OyIeUBWVoKC2/Yuzf5TFseP+qRGr/Hja4k60bLpCTLYzSx4TBfT7KsQnYorVpPYZ4x3091pbJluk3AC5nxVO7mkZy4XfzGTNkQ451mVE8m5bc2pRCswRlcmNnXDt8xjSRYqShDY/wMm9fwOJzzL6pQSH6ZkBayni1cgFP5H+oKuexGRdhuQqhlP4YbXUnWjXb77ben8XEW/rbIQgwSf6oLBWhvdVdeNJfijkvY73tubMDtT0mm8wTfiu4+TcPcHOZK7G62Gs37NTxsn2uh1QSvLnjXre3LRgcuxV7c6S7ahmyfUFujmWGjNZPuVKtt+arW9y329kzpFjzojlY+NuEQ1vqfS3ru6bNKeMDmWz5byHo2m2iPNOAcMLjrdWQRPQ82kJL8A6gor6Wl5BhszgnlsvqNxiqPjHTogwvf5UgRMgnwLcRsuDnTTWvV2gKLJWlvLqRnY0w4BYKZSJK7N3QRA0MF2ft8IMS6JG1UmyAY/ybH1MvNzEm2DIcTFTL37PGYhyyHBjF5oB2Eo51zhUGmzRlQgoORmDaVB0szEZRgSF6N5tyHuLSaoZacd5s0hwRxbX7QHm7TfNUxrJW/qYjF6IuJ6qS10rOea29Ljm1voidZXld8DRTfaK8MroQ4Vy3WvMZVzMNcVxueo21kpNOnFB5br/PjuUk8ybrRWCWZKwdMtzzJ9LOnpxUylJ7frXAtjiatlzBPz14UrVEOMsyMpwrpz1N5NDF6BWvRMwjQij0SlEf0MPA5JF0tglWcg88nKnUpS/1Z5W1dUwy8rdJbBKvYvO1Rv2cWVKmsWy0lfIY2yVC10SCEhmY0UvaUZJ50Z709yRB54ZUrYuSjKLOlbKHfFZEnj0v0n2G/muMphha0ErJNkXgqkWeSW3/KYw4Pt73ZzO85ry44OpSiOz+9/R9TRpgSXE+mRAnwJkMAe7VgAIwyrEEJrvBr50l32vifylU0nVPsraVocf71ZD3DELOl4gjF15wOhGqJ9XPpeOi9UsVY7d2mle3cu9Ix6f0agB/y0JxMN61VEz3J6ELnRaicEMQJs7TaCgWa/6hSyZ7UnwulyhuLz82RK2TLVLw4PMmOwBM8IhLawgK2Dxdf2cVTUZZXMeJQTtQGn1f/ErfcCV1hbHbW7pqq158igdlZuyeZpOTQYEN6NJ/E5KS3QlgXOki7WgNP8Iw9lYWAhTY2J1kOK0NqXmyMJueqbv4eag0x15Wr3KIttnTezffjwkK1hym9TzOzN3hOsm61lLAS4s1VdE4y3+cX5eFFPSA3WgiY9lyo1RAnJ+P8I93FNcU35ZUUlMzXKwwxYzVOx1hdnydGr4ihqK+Ec4iIYrGXRLOEla7/mjHCZ0iTIhWyQLeS7CPaUxNIntjc9Q7oKck86A6inJfXxfPa9kjo/qnX06HuGg+b35XLckocUwbi9ky3aA19FufF7zMPBl82VQjNaSW698e/7lYbfdGef1ribfU6Dw+358n06iovTrJ0p1xGfGT0USP5/1l8ZPTR5DNtHkm0bdtml6UAAgzxag4H4CKK+TG96U5LGYv6n0uGtJrpJAxvrWIMeEweTJ0HUHLEoOCTesYG9MxQedWQJxLf0zWn90WRmitq3PWR5zMYAm5+JZmemMnJtLuejxeW7XdJCOEO6vS0dSFSG5frV4NNmOaqUYRubh8wn9Pf3wnTkDaq5D0XezyNwveDkMDcHLbfzccLzakwywqMl4L5ufmqY+kQQzP+f2kpvZ7ValpByu21paVk2C9XecTmVivtC/pOfX12JsRYc6lYAJwA3mvJcOnvdtJ+UU+dxUoyMpK0ZFBFmcRMUqVqX5/CDePjafzU15e+n+IJc2PbniuFN3DKV32uaSJXYw/1hBUPYSXUYl40+D4/r4cX5+W6kZKJM2Eb7ww0ymRrRfe/istwWDQK3YitEl3FCiQTG1fgEo6Vz2MUIU5UXkr93knsHwsTG9yTLFdOsqIKbvgIB3mMhhwNdQlWGZ7XozsedMdXLglZZ27/2Lykbcyc5BlC+6bvwHl35fWEtu1B7ZUkKV98wlENfq+oKsrd8CRrh927QPOYulI7NaQya2t7ZxEv6b0V6knmaM2h30jRTvuaWGj44lQw3amWL2Nz4G287BDv7yxRVbSNh9Ac7vxKaYVC8DWXfol7Ln0WxR10T83PZ1eOZwgp/9FQkmmgVftcE+363RXO5pOsUoMt/poKNzZiR4kGtdpQBUDWktA0d5XOx+W7WY25W4BTdmQkNFxawuUZUMjKI2FvSlFWVPiPmaSUrjko4thO9l9TyRydFjIOyFrV3zqSyP1Sf+sIf58ENqSnieH+/UFMyI7Hd8gFA7g9bjDrzWZxJbK5RlMsJObBvLBalc+D5EasE3C6zlJI7jBOqZHFVdqVB9Hsj1poDh5k36knrOQQVtYKuvF8bo/bFK0bwZOMUc7ntuo7PbQyJJ/3aJvgB6hpilmhSzH6Mg2NImVYqkT5Ssr7vXtYm4AXcCqmj+NwLhWC0w+XcQLOdfK5lH8NEaAzv2uekyz0/XIoyYoyarqEAx8exMYvcPdnzftqgR7d8aA7VKjUFeapVxeXmF0Cun9oPmeTHji8eXB+3h4FIYVkcv3aaI1LqLftee75VHgP9CRDyGmcMfHuCcVTz81x1/r0r8Leowjb4e8pkPhZm6yqo7OMPKCS13Y79cn0tJKbtCMJ07/pmZbIcxnSSiXEKErKY3EqgExrMnMa4aGhYLpTG3uJl6ni/TgHf519j8RruwPOJr+kghXniGGCj4HVR2lGr5H2FFWgmYXJTp5Mvoeeryzye4YUWz9aSjIKLiuE63ebELKyknY31BUAJTCrGkr9arB5bPl6knHj9914+jnm4fO15KystO/JjKBAKWRKD9PYdzuSEufJrPhXryc9clxzYh5wRknWbjYmMVBLz717/zHAfY1Xet1vBXMsGTT2VFGWqKi5tKSYti1bWASVnTD4tBaPFCWiz507zv17aCit/NJn6eBBtT/MvhoNmUksl9VvOgw3JOmmBDY8NjKSfH616rXePWHFk+ZkNUIUBVIhiKx9cecjCx0pKgdglnFDzpAGD6VMGa5hEw4xXlB5WwuxUhG8yWQ6WqupwihSsuQi3z20RdBCvOUWxPFxMbEyl9crsYZrVt0yy/vlCLccHJT5khBweZLlSXysDWraI9oMtaT35MSHPbrjoDuByc699xKXzsH8bArRrhC50VG7h5CtgBUX9qgFad8cz1wicrrnqXNBf39H3tGaJV/6ZXr4Nxr4h/BbhoHDc6k4vHuCV5SV4Yqzvwpcso/ZJttKeWzpPMc0vvGaP2cvXVhg1ml2NrV/TguVK0VFmalg0fjG9G6nLYoy0sVV/ORefyeNzuNaIo+98JrPh+0LsbVUtFJ/v5rjUC9Sl4E1NLze9ZuN/uj9ZjriZEkdQMfsiu6L4UdbSZbXkwyRJ/qcgsy2QX3i8UOAyxWmY8bNZ+T1ANAVsQYGwrwGYs2w2/3YgSwIwfBxd02MwVQcHDmSVvrptdLfl0rpQ0nm8L3zUbui5NRiXILYFzEFgPTuOxfBbw0kJCPlfehmwm1jr3c35LKFR+AJ9U7m+0hEX7KecOeZO0uWcEXRo0y7YXP7kI7Dl0mz4bFbb00+R+dJcKx3T1jJSHPWC4rI3WKzLobQqzxhP1mAObNb4PnseMQrvG8Vsb8fH6h+AsWcJplaC5vHn8ba0D8nv/dQElVt+VUKffewZirApLyUEbRSeVvXqkJp3pYrcf/QEM+XZFWUSYKF60xKQoxL+WbSqQI8W3t0x0F3bAoMAD6lQ4iiTO8f+pwQTzLdtELElmCc0hTat+lZYoK0X1dWZGWJzZNs9+7OfS7ezDWNr/tc7F0VkAtSwrsnINX/m0c/5xGO33lGuczk6nXRelDKq52LKt/wLe8FvP+XSuI7Lywkxa328zxyju0UqmXWFi33mQoybbTjDNNRhHjkCDbe9HRwldBNcD5c2Qlqu0s8dpEVUGtwNrkIoYZJG08XGl7vE3rP/U6/1+lpzO988dc6FIvJdNNaNW+BRfL2MH8PVRCcPGmPG6tWO9eGJJLz0Z5y19jivs3vDx7sjDtGHl4QOkexwOYKeRmMLtkREIM4XQl75+aSY2gLjUeO8BiKyxVlekEZFqfTM8qbyxxL6WHA972RQQo5QXr36Dio9efyT2ml5uteJ+85ikhc3o95QRNcOBTvh1VGcVpcbp8yXFPvZCoLQjzJEBOu5AjxfHNnifZH14Na4GkIg4QzKOHQ1iIbcGeUWnNLJe8z3BNWctCc9YAiqlgWFb7ZhTCsoOdBzpAGj4S9ZbjWPl/FKsmYdD8B3l1S0n/1/WosKAjzMtO0FGbJmiRfFSPQX4ieZOM/UPkSjC/3wFezryEzjiLXqDOvV5PJmkObGf5uNk1zivRSDQ2nRORzbHJVm+fn+dwygdCjOwLd0WvnyuEk/S4la+eAyhPcOvrkktL3hdIDzrOEgrRfzdAt7nf6HM1Hm/ICvTeAfi0suKclaitrjCruEs05AalnNKLHYs+oMJzWeN3nEh5vtvm584HN2PfB5DiGjsaKMp/k6Wa1UmlA4+OIS0sizYmOW16G4pqlpXRBMhPHYlKR59fCaYYt95ut2nOWFsGq974MhtDwep8zXq8rWcaUZ3wKN+jUAS56GGKcNfr60VSSaYGRqxBYBMPh8iQzn+OTSM5VFc+8jruGyydA3VGXlviE7ZoAFV0ZaWXFgWRa2GwiDtjCVRjE6WPVTijKtOKACx/VB0kKoSQWtSnB4tF/DPznxUPbL+X9ghNqDIkxakZkZUV5/NmQjH4+d023FGXz83gETqUUY1GcmLkGZ/COwb8rkHi0OkKLqSzQZ2xoSIUShOQVazTU/GrPsUolWVRBt9lZuU9XMlsTZ0iEw7VG5t6S8ntI70vOfk9Y8aA5axlS6IJuVLHMChvAkyzUapxoXt5ULWyOPZDJ0uxqKftbkHfXasrLwCwkI+ZRE8J9ivYk48JI2+MztINNOFTgvHavgEOuUEsAZWzh+BKbJ083zxHFZ5JHtGSIzTnmHt1h6A7lB2ZnFT+xZ0+Hrzfpty3dgw9/75v8emnJnnssT0EBH8M8t1+NVC/tJiarFZ6ZoxhaiBIG0bALSEniT0Cif8WCZsNnO808Vty6GefVS/7g5kUXQzD3m14n+tvSEt73KxWMjnvKOmabmEh+np+35wPWv+/ejc0Dn6ZOyxlaeg0mJuwKsvzPTLZazXtbhoFZVME8X1SGMcMZfc44d42PVyoXnm2OzeRZfXhy0tdWgLOI2XBzppvWqt2+dSuv1NHCgu2wFAGNhl1Rpp/j8iSTDjZHmCTiZUMOJqNC8wwAKKJgG6MPsRIUbHaCoUodv/sVn0gxzSW4jnNzSlk0QDy3fPOjIGJa4JNyf5iJ+bn5jQmKhMyj46BCZGqORJmeMdM2L7JH95ExDg2pm2zejVyIBL02xNsjwLOw+fanxJDbKTjLJIzPL9C0hS6tBM6iQKB7mvPUoYxGqcTjJFeIBMUZEuGQ1ogkUkUAObcHdy+zV3rCCkNzTCXZWiuCfKDbYdMhUK+rfHhmGfRuAnG/yoVHPDy3IrjetQqUtfEfJL/zLkWvFFJNONROlD8FZ/A0HFbSVbksz4tFSMufkyypSKKJlbUCrwmH8BXwPewUKih+botvrXwd6KrhlC+hvNquXd0/QxJwBh7NG1HaFkVy1IYH9OgOQ3coI82lBaEQIle47rU9i8s5xYVQUg+SIkCidxlzE7VB81ODg8HjDTn6ZliitSBWDMTRNjceTjVDNrZGsphn3ZwfzrtQklHjZ93yXotMFZK8f9u2znOonMy05oFPp1jmkDYB5zo0bOslbB74tOhk0mwWG2apm1e1Ug44RZLkqWqeY5/iMDYFleRtpvEDPbPmfPrKUD50Z/v2xD17Aa4iZsPNmW5aq3a7OTHmxqRVGaVJzOM55ZM8k+Ynkp4lHegQTzLzGVLCTY5oViqKwEib30e5YBmTzfW4BNew8YaVdgieDgeZgjO4DPX2Qbv/l0rtqicTi1WEmWWvsyKGDnFrYXoJ0YOK2Ca6kifZxGIVq33Jil2s2y3nIcQlt2eeoYQiSCOL2GU55UlWLiv3Y2l/ZxXyAxVOthxkEawmx1evi+FCoW0KzijEq5O+5g1F497bpiQ3i0Jwv09Pp01LBw8m8wzS/rk1kphheq9kdhLOfk9YYWiOqSTzcS9fz6T+611QoCjPthAwkE1uZbtHdcsi8FS6KU/YPrja+c7bkyzOyWjiE43/4nQD4rhFRRwEKMj4vif6vu+8mS9UkG8eu7M+6edkujGKFI6WzgUNzd+ypfvnRwKOb5md5asUlkrZ6GsMPbrD0B3Js9xl8PeNUJHu9ZWPTAHblWNM89Q6uf7ISDbFmYu+UK8l32dQfirQXSeLMkRSlCUKYmE2NGO2lCcZjYTw8CTbyXl36bnlvNOkaCfNZx63yDrm9X196b1Mx68VZQ6FShMOtcP+bVmTbDh/As5hM7qHj9AyzkzzwKexGl3MvXa0RZFl/5qhrpwyjK6dzZvLxDEhynMOfPKWSUo234IlPk5QRO76FwCriNlwc6ab1qollGRDQ0lvIc6TTCsTEPMvNj2EVNgNQfp0LK7cAS7iJSmHKJLatCkZasnNh1Sa1QSLdtkdg51kZM2wEBwfN6q6tHAbfBv/IHq3V2UXAGaNtm9Pl8imijK6b0zBt17H970RUhUnq0cBx2c+zI4hRV85ZES18SsrOPp+gXCcAHUNV2JbK8qOHOlYp11AkZKPYG0qnLTnFL3e6MdGhDbBeRyDFzvHGC6gyu+TX8BJWM0ajewCu36XRiM9tzbioteVy5FhWjaXljpFALKUOZeU7PW63SqkQWAKe8IKQ3NCPMmKyu+VBdbz2RpsiukiQ/vN82Hg9wEonjG10a4i+00VvAnISTYFZxU/Uq+z6QbEcMvcCftbuBD9EfaXrqZ+q5SuKUv77KwoRd4oSfq598504+hoeMj/egHFdVz4nxZYc+Y47dEdge5IaUF8cHujoQym+/fLvE9eo4pEc7gYs3o9jQfonnHRCBt94QRq30gJjp8KiD5SjgFhtEFUeBDIi6sSOck0bdApZci673h8R0rWgROAd79tUI5CofymVloR2mziM6+wTn29LWLKfCYjdDSjOtbgDPI5kbO1PriKQ3ARAVo4BWc7sqvhPVfrEl1LFWKInyfeIOUAGx+3x4FSfMCdy5C0Iz7XSteYYaC+45X6N+55NcB3EbPh5kw3rVW73TZBdLNQd1vfmHsNdGNwBCEPkbERBCnu3hZWw43FJ+yTjoEqmoaG3OGixu/ZKhm2UHmW+SnDuDY3h36aZ3PduZA1RtP9vjdCOwS0/xhg486yiHRZ4mer3BELMsszKkmmSTSGjsYESlqb6WnlRaiLDoTmS/IVrLUyUbJCkX5GB0jOuYSHxpTFSyGfEDplVhzTiVlDQ9HonHCJZPU8S+tKc+FxDJdZrpzmUfMp5GE+1wwRsFUwMoEe1Pl57AkrgrBigu2M+c49YvFhkr7P7mZONcnSX6TwT/etwRxnK/nu18pwRVY25W7pnGJpvFkT8WbCOEAV70tL2HzVMR63BijiJHyNKyupVDG61aJn5LQGAwP8mCxzFDSnnnOXpfXDxew3uwqpUPy/njkQzWdz/DNVpLnyfgrQozsWusMJwT4KHJfXFcf7hdIkjuZIPDjnGWcqsTgaQc+C7Z24/rN6kgF0Upp4wlAGj1gfyIOnrIo4Tl5cWcE/+QloR/H0HzM822wGQp0HXOe/pdcODydoPhdmWj1KQi3NXLrmPvDJ8wuAC9U/XpPw/Sg28NdGX8RmE/H4z8YyThfoDgu2MFMztJGuHQk/xNHRYiqZZ+FrfSOcTLlry5ZwemPQs5s3cT+3ETTBcAkJHBKWGBCJqaeIpRvhLdyGyRPGEmrBl9y8fRRs9TquXcgDonKBfQHv3fpXnTHoNalW8QicikP5WliGayosRY/XpmiwrUU8R5K1QPTUltbBsI4tz6iyy9FxVQr59AxBdCFZIH0YhFCh3kDIp2cANz+oCNzmB+Oxxr8lGIbcgphfS3gkAmQ/k5zbti1cU1pXSizMz3Rflcvq+xBlgiRM+XiSIaY9KIeGchGOm7UFVbcMVToXGZbo8+y1yKnGMUmhBioJHAlfu8UUR7CKm+FFLNIiTfvPc3/COGDilCNHEIeGsAmHsSQZoHIpk1o4MfhD63vpDzQnGVfYpT30OA2DmY6hrSTzGW+XaU4JrufrwDc0cSPlQORokySgBdLeHt1x0J0sBR2OHOkYEMplpay25fuZnQ2nSRzNkcLeXJ5kdC9JIaOSEE6jLLSGaGkpWfBAAsZoiIje8lPjDSsYqsg385NJsGcPehakScpdJbgu903XbXRUyRZ0znfvTs61TWFv/hansUng/FoyFU1bUXZchXO25Qefiqw0rDbx4iVs3vYoRkFyqHRt/L2vsWrvJ7H/aLlrdIffeBZPMppkn0YQ+eAUbs2ltCNZ+dqQSrgFGVx/tJRkgjeLGGYklak1NwHNDcEx9fR5RTEw3IYpIr+SL0iCiEuwiYXzovJLuVpKKULm/2dG/28G+bVwz574Ah/BzZJ0kK3YRXOSGfut2UQ+yT9FLFyVHVIBrFZ6NpUAuf37TJxH7biR42BpCZu3PYq18R9gBC2s9X0Lm69/QuWvMZ81P88zBEQB05xRlh/q9aYJXWLe84T0eBGnFk6Z8xBF+ZTW9FyXSvkVGXSNR0aSzxgZUde59qSklPdJpEuBUZD2hBWHsOIDoeHLReJz17NDmJEioShPMkfp8O54erWwkqrGHMqAu67PztAPwCVchsPpC/v62jnJ8oZ/KCFNHmMELRZXT8A5ROBzj8mKQeVVrnG6FrRAP8NH+bUGNCfzZEZRduFhrfL8SUAVBpKAJhnbBAVHj+5Y6I4jRI6dU5o7lSqnGo00n3PwoDulBgec44DZr+lFZMtJxqWgMT+75A9frzZJTpM82eh33JwvLeHCrZ8NxOOd5qMosyvgWjgHf20UbjmLj4w+6j9Xtuaj8GBkRi/5yJz70FQMS0t4/OfKba+3qUXlZIBLS1jbSum1vQ3D+RQ9Uv4IATQHsIt0p4WVimUuuIgo3WyFKJaWlEeZTtXgWld9jfS9ja91KVhpf9L1BRlcb34lmSQE+ggoGsFRQVULDBxi5Q4vh2g44TXUVb5oTzINIV5vlnhyse/4uuCwiEythaeJcuho+dHUNdL9iOgXikoT+5NkiM1Nv4m16rmO4uv1T3TW2+i/CYew2pe05CcIBiW65r4x9gNLeAxl4TKjvCo9DHhkZp9wX1wBLT5PHYFkFcuRsl7VqudSijipmMHmB9UZSPBkAVXaUkTDgzilvCiKEPzNnGRFhMRR4mGGWpr7yrYnbUaArMqP6WnFEMcWp56wYhFWsoIkxKx1gnvE9fVMKSInmSNPUnfCLfN5Ro8OXMIJeMHRT9ZnxMzz0lLaM3RyUn1fqWTyVIsipdwrwzVcgFP2MQq4ujTzx7jQ9ubOOvcZDC5dpjlluMYnrNatVJKNjaHhIfT+9VaUUWg00kZl7h0tOK9HdwS646IT0u8mv6GLRZjrMzamrjNlAldKjRCg+9a3D5NGZDGszM93DM36s+8Z5IRv7js6541GOp9kYCuX3a/mqspYhsv8fHFyn29CdHOANkMeY7ySDDPDw+53TYAgt3Ihm6WHlVNAmBfZKjbhcLr68oFPK7odovjqGt1p+c2VlMMQIEwJJq3r+HjnjE5P8ymhOHzkw3cKMm/qenqmffACo4e5eZVk5XI+xt5cRMn1ly6CVIabQzSmBS2PQJIlJ5kNQr3sbN9xYMzZWiTj7YdLyq0WDsWCEWetdyjJ9LhNomq+N71JKimt14XuG2N/BYdmmmAgKrEfOIu4fz8Of4BXXpUXJ4X7zrQJYPOWRbHSGPXai47biwyoRKYx05DVuuJ1XwtPUy+K9UhY7gKOeNhCvbkzxxWl0GDDNbaEmITY9IQVQVjJCjYhp+icZL6wnjmOsoKeq6WlpCcC2fdrG+rvbn1RiHIo+9gRMU2z6vW20FuDs7neowoX7F56Vlxd4Jr4CiFdpjkLs/+pEx6vcbUuxmJWK9bf7d/vLqwjnUu9jnoA3Y4kyAouI6zFy6BHdwS64/I4ln6ndIdqWIaHk8U9zP+pYojmJPaRCULSeNggr2FFUgZx4+Hyy3KKOjPHYrmMuHt3IYnaXeCuyKg8cBt9j9vzaJtzo1zUko2GMkqRFExU1mk4jFNwtp2nSxqry3NOXD/DW1GneuFaiCfZMJwXf2zC4TDFV9foTgt37LBPVWJduIdwhnOXcZ3KFdwZoXRrZUXRwNnZznqFGvGl6+l+2LbNryCAeU987c2rJMtr1ec8Ougkh1QJs1lM1jO0xZWM3ydfmwkuwSqesyYciplph9U5Z0LdN/7Y07gcvZUJg/F53unEmNm143JtcG6dJjNiGYR3kn8hz5urH4BVJQgFWjIiWG0TwImB89Z5rBkeW5InmVaSISIOwQ8780+tJMf6Ed43bt8DXu9ihL1s27YxFWQa8ipFXKED3BkNsciUSjgC8DVcAzx+I7VcNGctw+RvVHDRFurhYDLthMaKBpouJHG3ew7o8MPQBL7ZFEo6fL/xus/FlavvEvIAACAASURBVINbOBa91DYgNOEwVsthISjp97WEXGa1oIc2XyFEsszftWDfB873aPkLeKFnQMLT5hnQSo96vbhKsWsFPU+yoMZ6ki0tpfOc+hhhKH/f16fuGRhQXmak0Ad7+EK8u0JkqG7D0lJa8eNKV2EaxG3ebX19iI2GTAs86Q7rSUZkAe+CaDPLCB/YhHAinSs4JffpfG06J1m9rvaM6Y1UKqXni9kHjdf8OVY8C68NlS61FeoLC0kWKYFfqRLPCKG1Geqbx5/Gat9lT7q2Kv9YqeDEYtWP5gAi7P0kwsNMTrLcdEc1b+DCL7N4kulrpOIt9Bm1Gn/2Qx2GpOttYcJSn4IeJg/NKcHNDHfcAdDfD1Auq7+33QYwPg4wOdm55r77AJaWAObn1d/77pP7azbla++6K3kt/ZwFHnwQ4DWvUX852LUL4EMfAvjGN9Rffd2b35y8jn7+zGfkz/fcA/CpTwG8+KL6e8896vsvfxng0UfVXwD4FByC++Dj8D3YAgARP76ZTwH80n0AY88ARKj+/tJ96vsAqF38GhzD34FrMGi/kHveL78dJv9gEuAv/iJ5rfn5TW9K98V998UvAly9+v+z9/ZRcl3VnejvVvWHuqWWmm6M9WF1KVi8oQUdORHTxMlEkHReE88DRmOG9UYuD14GYreGzIxIQivYEPmFZxERZ0LGdlgtEtaMVGL+iRlest7ymOA1DJm0XxhmBcIMjAeIJQOGyPhDIFuWrK79/jh1qs7dd59zz7kfVSWp9lpndVfVveeee+85++vs/dvA2hoQWe4ZwCacFb9fv974cOiQ/O4aDaBeB6amMDP+jNhPBOA0asDZGXkAlu9nJn8MPPooTv7tjXjmwoR1/ADwJGbUOOp1/J//Axhai/9eaQJbN2xtfz6P1s19rQ782THg+RpAEfDCNAAC1j/rngOB94If/AD44hed99BTuvFG4IMfVH8BtY6mpzvrKY3uuAMYH49/9/DDnf8bDeCZZ9Rf6Xf+mfMAABsB9yQYUBhxefPmN/d6RNkpTfZkIZtsMUnz2GZTfW421ecvfCEhU4/gLgAUP78gmRMnwi/iz1HBmvzz3Kdb13wy8JpRcvwedPq0enQf+8ov43m8AkCE52kT7sQxnMR+1PFpHGu+N1PfmghVWOX62e2W7y28Ois9ei9wkfHAi+Pqe5O4zHm+Bvz1bcBP/Tv3PPCQOT/3cxnGzXSlBLn4NKBkxqOPAh/5iNJDTp7s6AmveEWxa7IsMu/h0Uc7cnBAdjKf2cc/Dhw8CHz4w8Cb3gS88Y3A175mf6amvnH0KLC8DOzcCezdq8zFtTXgwoWO/qp56re/LY/lM59x2wkmhdhQLgrVkWz0kz+pdFfbePh6+7u/6/x/9CjwzW+qv/x+r70WOHoUM1MvJK8ZIHcSj0ewBe69N6n+yddcAkbVeM6OAXe8DWjMtX43db5jx4A77wS+8Q3gRz8Cfv/3le745jcDFeYGeOaZOA8T5sHv/e078DJGUgao6KXmCPC5z+HEnf8ZK59Yw1pLjK6tAZ/4BPDP/3lrfF//evzEd7yjbafNyCYVRi4B9Y/dgGOX3m2XzwZV0EQFa9iBJ3AS+zs/VKvAAw/gl5+totJkJxkyp9r6sVoF8NXbET3ycfU7AXh+pjC5I5JNJzt6FPhH/yj13k3bEvV63HYwj9F2BbeBL12Kfz59Grjnnvh3Dz3kdx2fcQk2S5tOngS2blXzxqQy/DBZvWvdaLkjyYg6Oyy8Clxa9ZQsVGRqS9oujuRlNaOfXOHwrr4lT6y5gzU8TDQx4RdynAfY0GgjOO+HAXBwxh7x5NrtWl5WuA0jI+5qK63n0IjqVGuFGdei09SY/hexvtdDjtIanvskjX4I8q6PkLzfaCQLXMby7wNAJk1MNJ9dKp4auvW+rWrsh0GjZqnoFlmD6/JGAxj3MooXkhfYvbu/MFskypqK7TpP7zwuLnbAOPmLlVI7K5V2dM4gkqwEmdOrtMoiqSjgfU4+0dauSDKiRFGTRLRTQTKHtymcsUcy57pmsSmjZgRwDU+UElXXrQrG7WuJ4095bj7vxOM+vCASpPnrwh8MkQe2ipKXU1QZIwwiyRItJndWVtR7l3LuQqO0VleTWLuA+k5KtzTnV1lyQKKQNWGTsSEV/HyuJRUXaBXlShSe9+A3tuqWjVcdjONjveogLSw4eFvKNTVWcIxcsEItLMu2rNWYl2YkK5sHIXy7enCbKjBmsRmrVWF8Orqv9U5PWPCX6++aIKpWqYH9HplGSYieaZyhxth7Yun0b33veiUHmMwZxzk6gAdpfORirJ/YXChI7gBskkipjyZx3WpkxD73JR+FbU25ih8mbj4DfzLHNDubjJien1cRnK4iTh7Y8HlkTqaTutVigsPX+JAmgRRSLIEy9pNhk1bVgQP3+ggxE+tFA9EODcXvWxIgZhpRq3k5rQpMyxireKSPOK4XRUS1qR9R4/UfpX1bVtvnqGphxj3bsMhalAjtnWsQDm4nHAZNLyswffHZWBjj1Nzvd/C/BGFtVsmcnhbu2cMI4uWY0/AOpKo0zmqdR47Q8s2P558DKfcS4ZJlcvTZ2uXEgXRtAkwiiZ+5ykDXaunpbC0+OjBWUmSOD10JTjFOBVUUSpCvcWLKKf5s63W1fioVmpGwt0pLBXQ4ZXJdM4OTzMkn19oG1/q5T5TnzCrD+VZk830naTKHQySkkW/Kte+Gqo3X51mTPcYpHMgdh9xJA1kPxfuy9Tc/r363OILaFIITlkcW+sLVuGw2W8VLW4Vw3/XHK2+2HGUh/MbGRxoNShT50kW0MvO4e5C8UFqBOvPdSTxseZl+4y2V9iY/3r/NzvMFW2f8LhDmTljvJRVPbXGR3vK+TTTS2qgf0Rv1rfkg6gKeTdlDTeWg1LZY6x3XNj6rZCnOplZ9Lk7urNHb1z0cn6tp/F86RsK7lH4P8YNIG/EhRQI52QreSE45bYBm4IlXvpPM9yXaJsGOHfJLMPOxK5XeYMi4AL1tDI0oKRDStjx5NJi+b0mRk8D5mFOum5FkgAaHz389aY1xoHrzXTh3dCzCYHru94PG1r6+oBi0q7ochnLGBRoj5rTQjq604yUHGd8wGB8narz787EdqOWbH2/JVqOwQqGRHU257E8I/pNNkSvT2SE5ySTl03cMvLqY2QKwEAfGikPm+FC3NlnKnJu2Ai4u2WNSiIK0uhoH4g8lJt/FzYiSIsmcynFp1xRayi507JlkHVcGB9g0zuSq+FZ4K+id1CpPhs3RMniCxVDPRL2seNuigdxxyB2u17/qVfHPaXyW83Mbrk9WR5iN8sz7lRUVDe8zL11OaD63efZQVqw0tml017r7gvnN0JDctTf2WAiPuwfyxbjeaHO0C+9Sqi6Ju8Zk2WAZl62gmMZoe8v7NimA/sOgqOWEE6PvBPu0qIjsti1mPJsDNz/l0X9R9k6TlvBAXI9fty554N69yTXG7QxuC9gc0TwIZt8+eV6Yz39kRLW88sMWIbZzpzxemzPQ1EELjiS7PDDJTCyoCxeAd70rmYsKyFgPhw4Bp07Fv9+8GfijPwI++9k49sn0tOr3LW+R+y+afDBaTDLzxB95ROXcj42pv/we+X2Yz3BtTeWh27BzON6RxkrYt699yL24C+MQcvNNkjBFLg0Dw+eAwxXg4A5vrJg//EPgnsl/jY14HgABADZsUENsw4N5YJgQJft+EetxF450vmjNo1/6JXXbVlq4Gxh5Md7XCPDswr9uj7FNm56U+9j0JF7EetyNI4n86W2/tw1PnXtKfYgATH4nCF9nfBy4t3XrJ08qLITTp+3HNhpqGtXr8d/uvht4MX6bePFF4O5P7QReflmtnQsXcPQND+HSJYAowvBwC2/HF1fGg6pYAz73OTXAiQk1f/Ucfv759HX72GPAwoLC+VhY6GDG2L4vit75zvjn669P4tGFjCEGbseoiBz8AfmRyVM1xkvRVObctOEimpg2y8vqs0Qa5+Rzn1N/09beL/wC8Dd/o57V+94XPl4m37dD4Kk2fvP4P1TyJlDuKCJY8blc18zA49xjgChzMPKi+h6EmErnkDlWyoDpNo4X8Af4V1jCHyIh93pFBbyTcbyAe5uB+F95sbgkXKajR4HnnvNbk2mUhoc2oN7QN7+p+CfH4fnIR/zxviR+zvuLItXuv78jS0wcriz0lrco7LPz5zs2mq8s1DLk+99Xn8fH3ThGLtzPp5+OH/utb8U/c1xiXzKwmU6gjt956WDymBRb59Kv1jBe/2eJ02z6uBdJ10QcKzhGt98e/3zzzTLOlcDD2naISSPngV9S51WrSj2p1WCVL2ubvid+f8cdytZ55JqzODsGIAJo0/eAt92BtV0n8YlPKFsMAHDrrTh5sokdz/43VE4exyuHz+KVv7Rbvt8M1LbFfvjD9jM59v9sgVP+A5jGM4hwqRC58wn8akePP3QIeOml+AFRBPzlXyb1QW5ncFtgYkL+zHHpPvvZdP/HxYuqmX6LLL4Tm73y6lfL+GIav2x8HNiyRf1/8mRHB33jG8N8Kj6U1bvWjbbn2muVR9Eob+7cGZB2yXjqCPe26lapKA+qq3+iYnZdNEmeUt0/3zm87jr/nRopdDWtco4vray08/4a2N+KKPOsbvmBaVXpMLYb4ZP+0aTG6O3xL1tpkYmw54xpILGqJ+2ysSmtwHLBEdYSj9q2S2TblRgZUa8mkRJJllTNVpOix9pUr9urdZrPTGNctObIFJ7O/U74HFjCA/GdQx1hw/P1fXch9+1TOxD79sW/37u3+GpirqoxO3cSLS11whzTIuP4+jarFQUQBjv6idZ3kWRlVszMm1aZVkXZpKWl+LFLS+HjZfL9AO6XZQ/nNzcdyJh22GylWHjwp1LTD5v01pmvKB5edol673NUtPA0ztAB3E9T7SrXrh33rLv9Gc/L8U4irKmIAgErtDTKE+XlG9HJr7F5s+JdrrWbJ51GoIHcEeSOfh8rK/7Pm0cY2/i57o/rOUXIElsolO9cCZEhmvh9m/isZl9FRZIZ1xh14V6l2Tp3jyWwfHPLBuOaYx9YT29973r7PdTrKippwwZ/zLnWfeOwxRY5jGTUjnRcq9mqW/rYOgsLRI31v0LjOJf/uTlazK6ZnEyVP1VcpBG80Dkuh9wZw7k435f8F/oBRlHHZ2C+Y1sasSulma8V1zqU+slT4bZe78A/8eunpUXzNc9TxQqobpnppG61PebNSsal9CL5Q+WMQApd1EZO2kQpGsiSG/cucLq9e/0FnE3wpKXt+DoA2XvwTrPIEYqaSImsVIgoZ7iy0WZwKuFoKPR+UtJkajiVYARWwSEYRNUq0YE3fS2mXPmkVzoxV+p1Oo46VfGyeG4NT6gOhoY6TFGXbC409aZJv4hHOo6INDBJQGbSPOXYPH54WH3PmXUZYLWcj9Trqjy7/jwyku5wcSnSq6uKX2zb5ixCsQ34LlHv+Xw/NaeTTHrmRadC8v7KdMTllWchihF3klWr4fg6Rph/4/Uf9VeWM8udNU8+luYcytM6fS8sEA39+isKkzliC8RXG8Z5iizyodhnUGb/ydY2lMpwfNsUf19cJk6hBoq+/ubN8fP4elxZSeqoBTjKBk4yQe7Y3oGNuC4zP5/U+zk/L1qW2PDyQqBr8hjX0hjm52WHmQQKnoG8eYhnKmQRvHEaT9Nx3GJ/70R+ASS6SJtwzvaD8r3MHGR9Esmpmb9VJdzwSQLkAgZ2J1xc7mwcKtdBBsSL3xBgtX/Md1DUtXftSpnf2knGnUE+89q1CROyDqV+sji7TeLX990gSsNwbAe8XA1Osp07szNUl1G9uKgU+KWl5ITk/fvuvC8upu/OSf1xAx1QEWTLy2ECjj8njlcmGXYug4k7z9ixtY3P+jGBnKDKVbxMEdZoBk/Qrw7/IRGlg9D7tHGcoxO4hWhxkXbt0t97GD6hRohlhyHmAPTZkbEYd8M438aGmR56lobxUuq916rfkfPbiejekcNWQ1SNWT2zxuHHFaYimlSrPEkN7KdpnMn9XnT7p294vDNffZzegH3t2ardzs+r77dt81vjaZRWRUYrKRob0dwdckXZLC+rncB162RBsrqa5CP8/bZ4yR6AiHrP5/upWZ1keZV5H7Lx+G5jkmnyATcOiXqQorh9lSkmt2vjAfwlVe7IfL6GJ/ywNx19hDeX3FkjzB0vROZYm9WhOFPgPfZ/q+GJDrh5keQyVLJGkmU1UHjxp7Gxzm824yPU+BFo4CQT5I5+vpyP2oqYCMW02u/H5QwqUpbYKmNy+yRNRuSJVORjiCL1XHjWkdlyOMq8eYhD5pgOonx8qklo2UOxAAJJZ7VlLfFnp9/d6mrMuDoxBxr6cPxeorvGCHMnqIYn6ARuofuqH6BJPKfGdcMnCR9cr4794Holt9j49XNYvuFhig5uzxxAUWQbH7pADexvZ0lp0P5uyD4bbl1b5zcP5rqU9M4l/c2l04WsQ95PEfoxl3++faysJOf30NBVUt3SvGnzZbhepI8QMF8wN0yWl+3VULhBLjHbEIVF2gXhTEtKL/MRcDyEqFqV7zctVNvmPDOMq0bDLZParWAQ961bi4gkayoHGRCreundcqXZNKmGU3EBp+fl1BS9/fZ1yWdVVHWy1vXb19ZVTo31NRa9aD0PaFItOk0Hbn4qDuo/11AGVYFpR7FdJz5PJSB/IJ3B2ph6EdGioVVkfB3g0s4tF3ZHjsjPw+y3pWAPnGSCzLE5yfLulNnIlGdlplaGUp7UL5eDmDtwTcPcRUwJCopUzSB3RvBSK4VwjbrrHPK4Vpmpnc6Nn146yTw2rAp7Ji256Ds3QygtWixL5cmsBoor48DmABlEkpXS9mzcKDvITJiZVoGkthNDqnBfhFzyNZa5PrJ5c9I+KXJzSUc27tpl19e0Y8dlkFxzTWannLOQl9lSZI7Wab37S2lqo79TmVFTuyo9r95oZlpNTSWhPnjkN0BvfW/L6XUYiSJiwzhPI8KmvJleydsknqXl1/wJRbiULerZs43gJRqupEeD1Ya+S40GUeOtn6ZxvBCfVniZEjKoYDnszOrhciPNF9GLAi150/J58Y4tW8KuzfmMMZ4r10mmF6/eHUiriuVjbHIlxMcw4RNO53RL5Nqdk4jv5NfrnXvOExItRaUBqrqYZoimE87mHPCMnvNiBIUzwiYdOJCsvBjEmLDWjvrD7j/ualn7CGvUePWH4l8yr9/bb1+nnlEJY5rGmdgXjT2/1949ScWa0/dgRvKVJOh09RvrPOW7KuPjfmtEM9H5+Q5P0JXEeCn0EJqYiI9nYkJ97+I1Nge4yR8kw4UbWZIjgl+vxSd/GmgS9Z7P91PraiQZ73N5uTvVMn1I2pnzuWe+0cPldVZnY55IsiC+1Gw54DjvK8lBVJrDyzZezwjpLsrB3PdUgl5BIXMzhMoyXrIaKDzrQevQPETfdEzkuR4RDZxknnJHihbjcpzrBHnlUqics1VH1t8VtbkkRTaajjITu5oHPNgqfPL784Sb2brVg4ekVSGOqL2GZse+LfYR6kCbxtMJB1misDpeogb2xzbgRz4E+tRuxPUO7iS74QYiUk6vkDHZHGSqrdGYmalSoNypVtZadswpagzf1s52kY5tZ/K0np3tuGmc6aRelmTrbN2anG9EJMsN13zNmrrfS+KGvK8dp8mUSYxfXAucIsrGmzOd1K22Z9s2eZW5gLnNnQTu8JImmuRY05OvVlPfcaPTNeHShIKPclFESDQ3Vmxcy3yWNoFnHi8syK33bfWPHipYAdeg87Va1tRLpRAfn4PM9G464DnebEZUO63DiCDjc612rQMsNGPTYcX6i0Z0K41XeORY4D0VGikYbzGSHMu2OZ22rmyYZpa57kW7d8f72b27c/0QJ0hapKntXjUm2StfqXiXeT0jfWOASeZprGgqAsDa3KSRZEWZqZWh45TWhOveJUNGkpW+cASO8TR+9gGKfvJT/rKkELlTcFSZS9HOPN4mrcML1nR3HU3gBKAOan2Qglm43GmqqJiyKEu0WLfIdMxUKh2YE5NybhgMnGSecscVSUaU1A+KcOqGOLUkeSjhOtvmik0fk9aG5OiSxpa22bhjR7KPlZXk9xbdr423lVvmNGMH3/baeBbLwgIZ0C/hbWHBXqxrdO6TidTJym+BfvpXlMNMO87+7U9CGVUtjNxQB5kPny2rjyhqdpx9S0ux+dBoENXW/aAdDNDA/hgkkf1aa7RBp16WZOsM4aLbUeYrN3oRSWZeO4t8K3LMjF/8PeAsUTbenOmkbrU9r32tHFJsc1JxoTE723lZKyt2Z9fqqjJkJyaSQKVSS3t5GhCVK1pF7NKE0Px8uudIigzjws8xDhGksdCUQEplpnly/KdwRkVNHZyx49ak3luTRll4bti9NTtglgKjiAoyRHSERK1GdNPGv6AZnGphvJ2iiWoBgJg5MefsLVn5M0FpjNnmoHIVy+DVodIcBOYuhhm+vrraGd/ior8TRIriTMMk48/BVBpNBXZsjCaAbxD1ns/3UwuqbhlKfG0XWX2rDHJVHZJIMmSKUs7YOv3dN4JG7qqWLHd4K9ghZFO0PzCda5d6GOdpCfcn8CRN7MvjuEWluZT2rLrYCpc7zXKNim45ybJcx2cjJ2d00MBJFiB3bJhkRPmrE0vka6NIx0lwENu22Qve8HnmMpKlvqWxaVtFA/hzm0UCCJeYwNBQ4txibZ0mnTBwr16F79Ntr42vtdL4pc3WYa3yW6D6uybac84dFdZfrTb5fJxPcV5myfhyOQJjEA+l2TpEG3DWvUZ9qWg547O5mdfRVdSYr5pIsj17Og4snwfPc1rTmu7HFU2iW7Uqv7yQqJY8eGV5qrLoiSflJfKQxkBHnpXJFgq4mJIiEsPB2h4gtNY6efQ2ppd6b01awv2FVXNsO8qMuWaLJJueJqpVnlRA/TiTwAQYGSGaHj4b3zGp1+m2164KgPzZDcC2H7a0SLJmWGSNtJvIUx1371bP2AVqt7zstx74McPDatd3eFj9llVwSDzAJURc1xGi0AaRZAHGShFkK52dNzrNpOVlxdOzVI+UKEQe8GOLBD5n63TGUm2rq0C/sUiBmaBoL6DpULRt9zYj92O5RgWX2sdM4Qwt4X6aaRllM3iCUGgF4h62MiLJJibKiejs1g5/nuukRbNmrUTWooGTrCC5k2YjZI1K9pFJUuEjCQ5i7175fAl6wpUiZmYJAUT79qU/D9tzMe/PlYrJzi3W1rmU0MHHcK7tKHNGkeWNig6xde5B5/6D77E3bRznqPH6j8a/5PjeFlvc2xFYYtZM5BMU0G3y9V30U5pnQZhkFfQ73Xgj8JWvAPU6MDWl/jYa8rFnz/r1OTQU7+fhh9PPWVgAnnkmfu1Dh4CPfQz41rfU30OHkn2Zn9/xjvhv/LNJn/mM+3MINRpq7OvXJ3978UXg1ls7nx96KP47/wyo46en4+dx2vRktrGKFGHr1kj+ae4k8LY7gMkngYiAye+oz3MnPfqt4CJG1b9nZ/yH0743wgE8iE/gX2A7vuN/voOOHUPnfbXm2r2/tw7jo2ux48bHgT/4A+DU/g+iiSp+iFfhU7gdtfGnEUVArQZ86lPADy9uRLP+Lpya2oN6vQI0Gvjs/5zFi+BzwfJ8Y0StFh/H0pK6Hh79v4GL4/FTLo4Dj94b8ggSNIMngS98we/gxx5Ta/XDH1Z/H3tMff/mNwMjI0C1qj5/9avAs88Cp0+rwWveMj+v+MP8PHD0qN964N+9/DLQbKr2zDNunpBGk5OqLS8D3/secPKkGvfJk8n1Z7vOY48BX/pSousfAT/2H8hVTIcOAa95jfrrojS+eNNNyc933AE88oj6W8Q4P/YxxdPX1oDPfU6N59ix7H3ecQewsgIsLqq/tnEeO6bWQb3eOfav/ir7dTn93d/FPn5nk+W4QuWOg9py53RL7jwZIHci1UJkDgBs+g4irAFoYhpPYxgXYOfbEZqotq91DhvxR7gDT2IHCBU8iR1h1+5nevTeguUOqTXEZUgR5CsLfHSsIq4j0Y03Ah/8oPor0R13qHWu6eTJfDxmQNno6FGlF+zcqf4ePdr5TetBH/oQsHdv2Pv59reBv/1b9ddGW7cmP998c/y7KAJ+53fk8019bGREfZbko3n8unXq+LExdb+cbDYS/96UudwGqzCT2MfuyiRzKgkd/DzW47P/cxYA8PWvW05LyJ3TAXKnRSFyhyJEkXqV3SPZzrCNQds7UUSoTZ7FscPfQ/2p32VdkppDmh55ROkpY2Pq7yOPAFBqkxcVLnM6tB7ncvfhTS45c+wY8Ja3qL9/8Rfx3/hnfezOnfHv+ZqW+i6Sjh1TvGj9euDIEeDLXwa++MV8fWb1rnWjOXdXbOVNfVy1UuVK6biJCXd4oRTuzD2ufJcta+WYPJFktj4lb68AJl1/10Q7V330Qwq/S//+ikPd2dEnUrnkpXn0JXwY247LwRqpCLIH2h0cxy2tnfv0a7kzYJvJ97a6So13fpZq156nKOrgsLUpMEQ1T9RYBRdoGmdUdNrUj+LjIKLJf/4PVTQf3+XKuPs1jnN0PPpn/ruhPuD4HFhfz39pzWWNJHOlEWzZEr7+NSgtH7e5W2yLHpAqXtZqufL0r9SWkDm+fNg3cqPMVCtbRTrbvC2KyihqQPH0lullUMOQO92LJLNEaxUhd2yYZB+YdvbdqbxZ5H32uuVMZbXJl2C506T96/9DeVVmffhEEdFmZUes5Ui5xCCSLNEKj2A+ciRe4XF42E+H8pV3q6uqT943nxf79tmvG4JJZjveNfa0e9Bk2GRvfe962n4QFB0GbT+oKjpq6lbWDJHj96Lkzt1jGbJmim0VXKJdu+Ks9sABItq1ixpGKmpt3Q+o0bCnQu7aJbxTzv8E/mRiWWubyhZJJmYKVi+v1AAAIABJREFUFSZzjGWKC3ZMMn1fRemPLhnBdToOQ2U+TymDwDXGkvRFERO31a4HfkiUjTdnOqlbzSo4XC/XnETm/zbnlGa8i4vJssFpOf5phmzedBcXJlnWNJ3l5eR9zs7KfS8v06d2g8bvijPO8bs6BsuJueTvZWDDaGdMgokVmRvOmdtNB6zYMEu4P37yyEiLifvhp1nLIkfPx99FKNi77Z235lER4Jub8JyaIxalJVGVJ7gSTLOdInoC+8PStnwr3Er8w4bx4bPWZmfVupqdtSt/PN3ZdV98LJJnVWME6Hu1Oeh5ufhW6toegCgHf74SW0Lm8PcgYJUQkX+YeV6cSRfZjAQ9V9IoT4W80GulkIT/Ysqd412QOxHW6ADul3l6UXJHUqi9+GUfAOYX1jSmZ8H3lKkC2Rot3/x4uVVm0wwdH17iw0e0zPHZlAkZH1EuQ2fgJPOQO3mJV7mOok5hGBeF4JxJeo6UvsjXkMvZlRd+IA2TzEGSzKn8FmjrfVutv5dh6xA5fg+QOwsLcoXMMZyj6Z/7AOH929R577+O8H+8t5RqjXKVaIWDfBz1No9pO6zQ7EDDmLylNWd+5ieesl6nNvk8NQ4/3nmhjI+ZTrHp6WTlT1vwQoQ1ugFfKlHmqPHP4BR9CrfZ1yi3W7Q9EUXZnGaJ0qcjnd8knc6GSRaq/5WgL4r9Gu0G4GXKyJszndStJgqOej05m7PmvXKDmk9CHwZrKitLS3HA7iJ3IE0qwhPLPcP6Xk0BduSIdcd+5mDn3BNz6nN0GIHYLGFt61ZhN6HE3PA202NGjBlBxhe6S9FPKx09hnNKQTfJFRnlQ4bhfBx172i3tCY5o6wlq4PfUbzyTxsM31d5Ct1x1HNfwtnwIV+mHwJszsdo8rzhYXUenxtSpJn0TFrjGDjJPGSO7+60BMrP52uW6OBQo0FjknEZmXZ+HplSws6gbWf7Vb+B9pxvzIE2HHxFYZWSpTaDJ+SorR7IHc4ji77X3rWS7iXjO6pWqbtVZvm10qLAfPlIlnXpE4Gmx7u8nMmhMXCSecgdG4XIg5UVpStoWaCrY0pFADRlzWDR45Kycky91bWJmVeO5HSw2WTOyIfQPmbrfVtp9ENQuJEl2jrZeZpyQunjd+0iWn7TartIVw1P0BLul6sbF1IBmrc1quJlUhvfl+id1T+JHzA1RY1Gcv+4XWRGbzq35sx2nHZebxzn4o6yFknXcLe4TOJ4z9nfj9wirCXXCidXkTEbr3YRd5LpImNE+bBoy9Q1Q/o12tUTSWZLi8waeig5ILLu9K+uxifd6KhbwcoTNlmEJ1baMeICbGVFOb6ERR8dlifj+mrWKo9+bdcutjuS2XPv0SxCox1JJVRPcRcYOG4RQk0awwtJBxlR/kiyycn2AGZwqrD3wNfO+6//rP34DFEXTnDVvEzVtluatVqUpVJOm1wKpMvBr3lRvd5JbTCfAZ8baane5ngwcJJJTTRWlpeTVR6luaF5uq1qZej86qbRkFemFFyAwGawmHKngf2FFUyxtyatw4tJvp5jx9j5e5Ch4ulcymT8FOW4Sim6U2bLEe3XNbLJd5d+6MtHsqzptCi2AiLbB04yT7nDKYs80JtiOnukUlGyzPX+lpeJrrmGaMcOf2ecOa75eQVpUa0mr+Pa9M0jgwowvG0yB4cNhmBcp9jCJwG83Cp3ZF776+sfjH2hirYI/RbpILP0N155MR4lNj9vrZ1VwxMdh25rzvjI+9rk84l366rPVeg7yihztuN0Ok9Ng5MKDRaS+jOvH+qQN481P0uyrOiCVWa/W7Yoj2itpnwyIyO5nGT9D9xvkgSaPTVlB/JPIwk88uhR4JvfjINgAjLA3WOPAR/9qPr7hS90UP+iCLj9djvw6a23ugG408inAIA5Nok4yObNN6t7uHhR3cfFi8Azz2DYAmQ4sgYFeKiB0AGcxH68sOszwMEdwOGK+hsCKOlBX/868J//s/HF1+rAnx0Dnq8BFKm/f3ZMfZ+HHACZZzGpQD/f/ObO/V+8CHzhC4hs6JJzDeBtSxbAzQgXq+M4+tD/lpxnN94IPPoo8JGPqL833ugP6nvoEPD88+2PT2J7vmfSonXrgJMX3hFbO3/47bfYT7ABhboARDW46re/rQDITZL4QAi9+tXyZ2lN+NDP/7z987FjwJ13qns4ebJV4cAgE9iSr1nNixoN4Kd+Kn7eQw8l58Yjj/gVOGmBsZ8DfuR3g1c5HT0K/Nqvxb+T5oYuuDE5Gf9ez9fQ+eVTNMJFIUUBQorKZL1WAWCtM0ZtnrtxBG0VZu5kSXInwksYS35dhtwJBmX2QFPODPRcDFJzhDUcwIOYwSkAVEif3pRF7gAYi86HXytN37IR17l0gRpWvCdGvnwky5p2gae7xjug8imLPLjxRuCee4DRUaWrVauqoJDr/V1/PfD008CpU0p3SePXfBxf+hLw4x+ra7ztbR29FZBtLk15ZFBeWemgKZMdtPo9if3A3L8vUOZ48lur3LkF7YIwjP7ghV+Jff4OGP/LKCMWFoADB7QJZPB2R38vNsdwN450jp2cxJOWugdPotaxs1pz5jp81zkmAHjy7Mbkd4XU8/F4Rxllzs+94aW4jSdRo6ErFCQLTABxXu1jIzYayk4YM/Qbkyf46o+PPaZk1T33AHNzwD/+xx2b5847ZV9HkQWrTLrjDuCpp4AXXgD+wT9Q93PxIiaB6cx9ZvWudaPFdldceCt5vJE+YfVSCLoQddX+PDKiUi9tfRZRJtXlidVjiyJ3vjKPmhN2CcU8/HtAb799XSJcc2ru98uL6gr16OdtjrDZUZy3Pi8r5tfBmdQw6UQESl5QX2PH+UThURdq12odXqCRykX3sRmiLqR7CFrv5vrga8W1Y2muidBIHN98fWlnJW2HvogQZbbeMdjRTzTnjr5vlLHrXYVEKpcVlu66Xhm7e7rvgHtJwyQjGLvKZUYTF94cPLiMFM6y00K9msKZWcB/pK5GlWWYF+M4R/dFvxE2t/NEV2U914eP2MDVOfF1nwaePogkK7yVFkmmSds5pp1ie3+hEV2ONCcRVd0Hk2xx0T2/pciVrM+mNab6uyao8ltJmfOW922KXfc46jQ898d9JHPSeappNyQiyTLKiParXVyMZ6l4pIS2o8lWVuyRZLXknFm++fHUe63VkvOjNvWj7jz7DDJnYcFzjvpikoUWbckrv3RkaKWiMuhcD0zLlbQsOjMrI6tOavhZ8mTNZDqpWy0mOFyVu3bsyAeGnKZwSE4tHja8tKTavn1qomQBDreROal8lCOpmp2rSo0psAQBxg2Wt9++TnwP6Y6gIlrZ6TWt5gibfRMetT8/SoJlLiy4+wOIZnAqOQjJeRriYF1epuOotwRYjzFsAsO5zXuI/ZCmsOlUAVvH2mnGv+OUdowvZo2v8uaDPZfFiWEqneY4lpdpYKxkNFY0uYR9UQ6nMh1XWSnLmDKk0nC589t742v5Wnxf/dsXjiDf5uDDRRahKbPPMu69rBaYvto23kJ0yVDcUM43yljjy8vqGmkYuVlT+HLgtQ3kTg65U8RcSXt/WeaEHhfXT3VRsJA5k4aLZhuf7dmkXVvjXEcRfWq3wiDDYdCmQ8xB1qKxyvkuypxi0tVN+buE+ylmR+WQEY3Dj9Nx3NLC7Wx69zeMC9R49+eJSMYLGx/vFGvjdOCAZrfJZzM+Tqpf88t6nRrYT+M4V7BsatI0fpBL5gSRZPtJcztLEI7ZTwgU1O7dYQ+Ne0R9AkH4Ovclo5+rw0nmiiQzm2aovi+a91urJSNC0iLJRkY6jrHh4U7+v6mYrKwo1/vsrD1PVyJXHrIvYCsg41Zk9SBbAAS7o5B3SdF2CMEhXKQP4ChRvU67dsXP27pVZvjRr73K2t8IXorn6YcwEIexubBAAUD9PcSOYePQFUDb5FuxyIdH6OeVpmy6jPrQdeOj2BZRxVS6ru057NxJA2Mlh7ESutHR7+RrfGXdsS8qEtLo455r/g0N40KfOYJytMyGl4NvX1YOxF43o2DM+Lj/vAzh3ZL8LprvS0Vfiooa0pTDWTOQOznkjolvmhUvKOQ6odFqPtipeStsSnPW5SBzXVtaKylObqDZNZkzjafd/D2At23HKVrCAzTMQftzBDdMDL2QdD4F9FetKqdXp7rlGtUqT1LjZx/wmnJmxcpareVYW1ykE9hPNTxBEdboWnyfTmA/NbCfpk1nntGGcJFGyqiw7Hgft137/3rdY5t4ptHsrDy3uSNKKkBm8z+E6LUch918qcPDRNddFy8gtXu3nwPPVqAgC/Z6y4nXMycZgCkAfw7gm62/r7ActwbgK632p779i5XGJidV09ERPGpkcjJzSlpy5Qypaxw50tkl4SlSR46oCDIz5JADY0rGqq/wcVW0qFTke/ONJHPtgLqcePz5VipEGzbQ0KHxK0chTwmb1SWMvZ1QcyfE/qK5P1alkE2Gxp87jyTkc9SidPjfb5N+AX9eKLB/9taU14FP1SXXWtbNJ6WEyG3U5604mnXHM5QcJZEv50iyMuXOnj173O9BzxuuHGStsNwPFOLAyguunDcKwnSYQ6WRVw9u64Lc6cImQqa0UY9CAH2TFtRnz5u1KZyJfxFCLp5hRv9zfU4bOUBxFdG5HNQRBxJljRoKPceggdzxsHUkXmnb9HI9/26m7Jt6EaCyavT32ljmTijpPrmuxzdH+T1xeyREV+NrJYpS9a9JPNe1zYcqLpTAV9l3uWSE3F9011hQfwcOUPI91mqZitstv2mVxpjjbgzn6ARuIQJo46hQ2RMkwtFwn29xbS1cZ+S6l4ZUMue2xCN4wA/XXc3n6xuFpp3P0rW0HJQc1D6+maIiyYxx/rQyLJGlZTqpfTLwMQC/2fr/NwEctRx3Lkv/opPMfGg7dsiG4DqWDphWQc5nVjucETEMMEAxdVNhksboa1ykVbQwJ5relZyf98Mkc1VWMvufnU1G8GhjcXa2fdzxOVD04WofKOQFKdjOsNkM1+D93fBJ9SxdxiN/F6YSAmUkbsTz7a/M/PaQsY2PXqJ3Xv9fE06/YVygLfhuV9+dSD4VvST+IGGS+TrRs+5OuqgspVXCROPXYjgfl7GxUprc2fPa19rfrYsXX86RZCGOr27jpNnIxFucAw19GCXLnS45bIKrjHmMq+jKZaU/xyb9+voH6abRP+/eczdTLYGwSDIXcZlk6EsEdCeSTOttNqiOUOd1zkq4A7mTYuvYeKxt08v1/PNWLQ6h5WW1YV6puO0JM81Yuk/dl7EZkpjLZkQdN+xDov75WvGQ48tvWu0KJhnPUim1FV7d8gTNHFRpqzg4k9pftUrugJAA/YqZSO02ieeIVlZiwU3hrUn57csm3YkHVJSTD78357rUobneJB6xb5/soNLN9I/42kbcIV6t2jEs+eZRtzDJjDFsA75LlJHvZz2RiADgcQBbWv9vAfC45bhinGS2SBHu0eSrxCflcufO9Dqxe/fa++CTk5c75X1JxruNeCSRTuc0Jzm//vy8Whzz8+lpXmk5zWbjChaL5PvtvUbYcY8Ucv8Uw4ytMIHSTMeXc7wLW579v3zFvyMaG6Nx/DhoPLVaPN9fh2fzXZlym8VJxo2LqSn52flg9vFnWqn4YdCYayVr1FcZSqurTwePuYyNldLkzp5t2+w7z3zejIxk2unsOwp1fPUDThozbm7Y9wtKGe8LR1BJTZQ7/ZAiH9LSxtukO/AgEUBLeKBL99ekO/CH8S9jqNE5SNrc4UZC0RHEREk56BOJ7UtXbyRZeXLHtHVs8ryfI8n4dfQGJZF9g3PLFvk+TXJtjvo+D9v6MvFaAzGtlaPsk6XJHM1+es6vM9o6VbysMmRWVhQkQuo5QuEyswVEXTmvQUQbNvT6ua4p3ZI7bqV5KkVNcj10587OOfwZmteZmJAHZEZ/Efk5sUzAfnNsfUp5ZE6mk9onA88b/0fmZ3bcJQBfBvD/AdiX0ucdrWO/PDMzE79TW9TXjh32GRmq7Cwu2l3R27bZz0sLU1xZIdq4URnk2nFlHm8TXtKElby93FE4NOTXP1FycboiJngED3/2O3YQUTcZjtRKVKwLTF+p4mU6kQYULLyL+6LfcGIVTONMHEjTs0VRfD43sJ+qeLmr721y0jJHQxy3aWSb32mVworAIStSadXrlodPj4x4GV2XsbFSqNwxZc71117rH0nWx0pBMGVxfIVU6iyDWtdvvPXTCRzIK65dtmmTyeausqx26dVGl01+FZuK+f7rPyv/UMQGRpHOqTzkE4kdQlchJlmZcidm63AdYf36jqyRIhE12Yzbbmxq2KLcVlbkNSDpYNL4XIWb+DWnpsrFyBSeIy/SVQh/jDqg9V2NJuMtp8yp4BItLBDdN/nbSRy0RGu2bI0mTeNp+rXRfxM/oIBIsu04TbS6mjOSrIjWTOKW2+wLG/6eNHd5kM9118UfxuRk/PeRkWyRzFrv63fIEYMfluokA/B5AP9daP+ICwkAz1n62Nb6+2oApwBc7zM4EcxSql6nGfHOnckoqyjqpAWGKPT1ejJt03VumgHFf/fZRXH1aaIVErnxh2z9E7lTLlk6ZeIZ1OtJlPrWgu0Ws8ndR+hOiQcoJZ+Crjauc+WZ0tqJ6CJahxdpPc6Sf6hvtudi+pMbP/tASjWY4pvoINPz0BXlyRV+0+lrUxDr9eSLchkOIThkaQpYXqV1dVVFiVarnfQG83qVipfQ62djpVdyxxuT7EpykPlQmZEpOam88u4ltpjcSU9HubIA+NeoKDDqIsZilS1jY8VM0F47k/UYzHvr4VgGcsfD1llZIdq8Of7OeJRIWnGxbpItqkuPka8BvunpSm/mto3Wm/jzkADKfftMc4g7dLpGIy8PivO0WFXHlRX69fUPUlTEZvVcIyzyrQCZM4GzRFBZLzN4gnx5fwWXFLB9Bl3rwIFkf8rOqhMdOVLgu8rWajjVukkjTdJmX9jmXRqEDKAix7jHkOO8heIru+Cp+kknZs/jeuCHRBllQtYTicg7/Jid828B/BOf/p0VX1ZWVNTSNdfEBb5UbYE383iXAhMqeFwGFHcmSVVgONmi02zjWlwkq5vcZpCnLRKbMJGcfsY1ksy51uVUGE+slkCAyTKq2mzHqdj8k5h82W18XJVz1s6BtMzjoluioqU0xzSD54Mz167p9E1bYyGGw8pKp3Jt2o5LmTggUkWZSkXxsLEx9VdazwKf62djxdXKlDveVcZ6Sd1Od5TWSd7IlKJSzFZW5MikvsLhEsYWukN/pVTwBFEnaqDX4yAC1uw/eqate5FNNywj1dJGpgzoYcr0QO54yh2u//PsEHN++gJul0F6Di8vJzfV9fzi+keIbcX1qVa2Sq57Do0kS9HpYrw9l9wxnGRsjLk2BXokcyLGXxvYbwXOl1pWisPGnFYOspbebos060YbxzmFfVmpqDlkplqOjCj7fWQkmXKZVuhLyrSp15MplnyN2IJkbHKJ56pu2NCfm8bsedwAvEyUke9nPZGIAOB3EQey/JhwzCsAjLb+fyVUZZhdPv07DRYboKMP0P0116hj04zkECactlvII8e0U0mqYKNB+vg5eiK6xsUFaRSlp1q6wi15GqfeXeVjYAUC2o6enqeJOATL+68L3ynx3F3ZujVsjCZ1n4k3qYqXSEepFVd22r9Vq8LclOa5WSRDKkrBASXNJjmrfHb59TV15VofzCbzukUaImalKN3MoiLSerbwucvYWClN7gQ7ybodWdYL4HzJIZYnMiVr4QtJXi4uUg1PxJd6z2VOSrPKkJkM59R6fz+ZW+/x1GbwRPLLatVdACV0zdkcAnkKwOQhH8D0EiPNBnJHkDvXXqvgXPbutcOecJvHfG+9iiST5jDn0zZZMTurdKrZWfc1pCg1KWUz9J5DHMUpPKBWo8LlziY814FjAWgTnsvO6zzkRwWXWjAtaxThkiNrxiGnOCvFy+2CKDYMZXtrZpvH3MHDPtuCECq4VEzEnuN+GsO3Jas9akzx0VGl2w8PEy0tueUBX3fciavTgnzWiPS8fAr6mWs567uRqIgNnD6KJJsG8GhLEHwewFTr+zcA+KPW/z8L4GsAvtr6+x7f/q0GixTyZ+5kp6Vo6Z0InqPL873SIkJ8UhI1+ShatpDl8fF0TDJNWUKQXRPXN5JMGEsUUR8r901VeUUam2unxFMQ1mpheAImeZ1TaKTEmtB390GwEyTN87TIR5PB8zTErBFdPteUADdNRl/Uzj2PJKtW04FquZOj5Wy8jI2V0uROkJOsF4ZJN6uVaQqtlpdGoSH+RHb5OT+fVL77Vua0WpYd+lIdfwHOqsIj9Jol9Zve2rv65peVSnId511ztk3NLOugCLLdT5dSMgdyR5A75nPXG3FHjqh3Y27CuPSIIjZsVlY6Rb98nLY+c5jrH5OT4XONQ+xoe891z0U7fB3PvtEgLyiW0Dam4VgA2rdlNTu/S5E51Worm0M/s8VFOj4HGr8LFpnjLzM0n01sZqW0mVZa4ttvXxcbw9b7trrfkUfGRzuajcmd9XOfoO04FXR/vm3XLorr5q6Anihyb5xI605HjvGqmaF8wbampcjWkI0dn00hl58kNOq6W5hkvWxWg0WqcukCPuepjrOz6uGnOcmOHIlPWj1Z6nV3Wqct9STNULbhim3ZIoP32yb+/LyawCE5+i7S4H6Sk5BHtRhRbQcOUH+niUjjusdDqHkp9M3Y/2M4R9fjf9mZp0FjlZRw5EINJsFB5t13cYJkLHpRnnvmPF9dVTssIyNuRquZ6bZtfusyjVzMPS/jzzqepaX03SZNXCFtCeAJ4BtEvefz/dSCnGRFpbiEKPOuuWSuFV+nrO9xRRocWSJobIZ9Cze0gf0dftTPMgeU4sRz8NSSHEkKJF8D5TswY0px1DWpOvdvuxz516QpnKHjuEUZUxJEhas6+ZUaSVY0uL+FLlcnWZltD59/w8OdeaEdZmnzI2/qLp8Xw8N+10ybw1JQA7e99FyzyZlQpxo/vgsbWGXJnU14Lp+DDGSXOe/fRgsLlhtaWaF/9fYRwvu35ZY5EzibUrAl3rRjbWnuxiQkzj0tRxnXXVZX45lUlUrbZk8GLDSt8uzEHGgSzxYudxIkpUiaskhyOuv1oYv1VasqAm1pST2HIuRJSCRZyHVs/hRN9bo9pTynrLz6nGScAfo4g1ZWkiuFK96c8UovxiedM+vuvi2SzGz9lvubEk1Rxu5KUW34He/p6u58FRdj4bxDuEjL0dHEM7v3ugfdYclWI2s77doVWhGn6dl3me+rSfeOHI7PK64smWtRC4U0RskjPNPC+l1kU0B9dlKzRiIUiVezvKyEshbC1SptA75L1Hs+30+t65FkWaI3JMeWSy7ZjHoub4raVPEhn7ltHmOLkDYwMmb0TnW/R5IFO5u6kZbYTK+IXMJzreASVQ7aYA/803pC7vN1+IqKlJmfV+vtyJF07JYrAZPMJOl+BpFkPWsxJ5lZjEdDPKQZh0U4XKVNep/oRp85LAUk8LmWNv9CNmq4wzeKSl9j+OD6/pU7TpnTpCouJDbr2/dV0Bh8cY5HcZ6Oo04ncAtFB7eLz3T0Q+wk7Ujm2SPz83Z7yCLPth8E/czUN6houZsgrrPt3Knk0uiovI4lv4euYFmtKj7Bq2aaFCLDbGtaO+f0GMzqnGk8wGUH2fRXPVbTzooiZf8F0NXnJNOVJzdskBmmxEyXl5PRX4uLctUubpybL1/y/gLJSjRZlSk9kbmBr1tZgJxZlcCVFRXpxlNCW4QbPtnf+DCl7M77MVcVSt1K92A718dRpxmcau2+sP7KjJToQRTGFM7E71/aBTSxuIwdIiflifTxVcjKiiRbXe1gFIyO+it4LmHFxjqIJLPInBBemDfFpajoDV6J2Ww2p6xkFNlkqi8VhdHG1xWX3evWqeMMXtFOu+x3TDJQoNzpPXYXQCXJhmbXZc41+EH8i5WV3lcH7BcaYJL1pMUwycyIEJ06BrhTcotI3c0SSeZLkgOMzzWeUqmxo4u4nhS54jrXtgZszuWdO+mt711PuDuwEFg3W4rMqeCScpQZ9+guIhYmlxqNZFLX+Lj6XqrWOIlnHbKBda5B8BmG9hIesI/T0XfRzz6RaqlJp0hqR5crclTKoIu9wEo8ApXDv3CZl0Y2W4LrZr4RbNwem5iw/8axnznMjI9NdNWmW0pglibZmLE0qVZW4ovTZyeNX79aVd/ZKrBkJZ4qpltW5c1lPGdNJ3ABibbowAEizB3v30pjPW7TOKP+EXauf6H6nyiRDgkqN1Kiy1EYVVxUpZ5NknYB+bpbXEx3ZKTxChv57qiboc9FglFK6dw+Oyc+DjuDDwyMFUHmzMzEn3vZwPhFRG+4ynK77sEVuZxlHCGOhjRjnBt9fD2YFaAMOdROu+zn6paXaytBNoziPEXv39ZVmcMrrtHmzWouzs4qOTw/37PKj1cDDeSOIHe4raPlNDdAOUaZeXyeSDKzYFgIJlnIpkgaz9+xI74u89pQGg5Gg6HPz/vBCphjMMfK5eXiYiIi7oZ9v1Aonu8QLnSVx0/gbPvDcdRbqfjF9E2kHGK1mnolGzbofW8VxTyNMxRhjWrjZ6jx+o8S0LTKHDGSjKidcnkC+2k9zlK2yOjiI5id69PXwZ2m57kcbKHZLGn8xPQn+I5f8p3YUjklfrK0FMuEcTq9+wW4v+zmVRbZXCBE8s685IHdty/J9GzgkJwk55CtAktW2rs33tfQUAeXKc0gd6WqSRM+SzqYFB5pAsAa1++U4x20ZGvScdQTTIFHo8damZESXYnCUFU0h3BBxkOQdgFduyguxcfDkZsgXuZY4gNFpqaY68UWduzjJAsRIkQ0MFYEmbNxY/y5Z0mdD43GyBu9weXWyIi/U5avD9ecTyPfyE2ftbO83Ek7GhuT18XwsLqa5STLAAAgAElEQVQ/xhtCAYKvjNak0iPOCpcNTRrBizQ7d6irkX81qaKlbjwjYH6+P0vcX8Y0kDuC3HGl+WsMUq4DFZW6K22S+/RVdPRlGZWbZ2eTmIO2ommLi24b0IYZzY4vhpev0TSepioulM/XY23NANm3X9cdYSY3Tcs3P05jeMHZ/zjOqfR/SebcPRbHJJufp7uqH6VRKCznIVygYaTgOoO6FnG+sEBuR5LNPpfWoFFYIXaR665TkVm2NRi6tnwdX5o32VJEOe3e3RkDzwhKc7ibz2lkxA25w3TRG4CXibLx5kwndat5RZIBcUPGJ5JMV2XgE216OnmufjnmZLU5lXydbD5kghDq8WYBydSYG64Jn0U42ZyVDgPIm7GERAHEjp25LCMGqmy3aOtW32dUUgXKLkRhpJK5Czg25t5FcTkyQh3AvmWObcCzocTvS0qbM6NmbJQhHHlgrAgyxzeSzOaE6hKuT4zy7sBr+IK84/Y1mtJSTLk8MqEQpLB8dt3wUvMUzvdK55F9kmLZlfvuXuTfCF5KVrT0bUU4yrqQztjvNJA7gtxJc5KxNDIClFFs2iVZnWRcR5qfz5Y+VQQUTFFVwInsG0A8o8AVUb15c6cImg9m9PJyeECAyPuETQ8rjyxSVvhstjSJSGMf+167SdUq0c/8xFM05imbp3GG1uHF2H1HB7fTm37+lzvvrl6n47glm7x3PtNi2sICySmVrsgs/dkHxqXlJIxd1JRTZr+hmGQ+WSm+TivbWgtd575Ouas6kowoPTrEhkmmc/71Q5WY3uJiehSWDfCYG0jmtaSXaPOa6smsHVy6jyzllrdt85tUocKJG0Sjo2rXRnIUtt7HWPSiH9Py9e53C3umrwwiJcSmcaYFtFzkOLrXvIgLDg5ooJtrzoYyZa74aewjkySHHec1WQFmeRTb5s1+azIDsOXAWLHInDRe6JpTXaoQ5z2eECrCgLfJNfP7NEeiy7G9uqoiyPRvGmtGY45GEdH8PDXe+mmqVb9DzmqNZrsq5c7V16Y0vEGmkzM6AbQc4zqTOe97BeDfAxrIHYvcsZEp282mscp0RG3WdEsuP/bty5Y+1W/RlrxSnm4aa82F/7xhgxxVquUYP2dyUq3nlRW697oHyVun95UlKcD7hfLJVLnTpFGcp127iF4z/O2gqpUhY42wRve85kQbm3kGT6iKxIZ+89u4m6pGMbR+ae0iCHyN7N6t5ompX0r6po+tr+cih6LQcipvCnaaTMqCg2gWV/DFls563asWk0xTUTsOnBHyCni2F2Lz3mpnnKsijUu4uAyeLJFkehy+nl4bSeV2fbZMjOfrleMegnsSipGSxeiwCqcTPWLAKn9fBPS3HN+bcdpbFGWbgol1s2WLvP45cw/FAzOvISl+3BEyOdn5zeUAkBwI0vVcO082R0aIQGw9j2uBU0S95/P91LyqW7qcOL2IJCMqdgdeojxGvDTH08CRzePTovVc97y6Sr/8qv+azgfLkjtZHV1dLT5QtIzoP5mjWwKPLKRlcQKYfJmnfWkHel5j5jKjgZPMIXdMPm7ikumNgUpF6QbXXRefS7t2yXaKL9/m1w2JYunXdGRbkbVqVTkCXWt9airpZOOVE3lAhSG3nIDxZvOVJc7jhOt0Se7s2kX0a9eeKMVRVZv6Uee5zs6qixmyftcuFRlctswIbc45yDf6uW5k2tfSGtQ2hKtUqF6LRRTzcFEWuSWdE1rsKcN188icIfQzfeUrwK23Ao1G8rc77lAtL01NAT/4QedzFMV/f/ObgZER4OJF9ffNb1bff+tb8eMeflj9PXoUmJwEPvxhYG0NuHABeNe7gA98APjiF9Vx587J5wLAQw/Ff3vooc593ngj8OijwBe+oMZx443J+zl6VP39zGeArVuBv/xLNQ4AmJmRz0mjY8eAO+9U/3/uc+rvM8/Yj9+xAxgaUs/2S19qf/3PcBLf2fh6/NYLv4m1NQIQJc/d9KTc56bTwOEKcHYGePRe4Gt1x7HC93MngbfdAYy8qD5PnlafAdWXjRbu7pyjaeRFTPzvd+IVX/t5fAfbQYjkeymFIjyLa1KOofax+cdleU85aGkp44maDzz8MHDTTTJfeOwxYGGhs14ffTSdVxw6pNbLzTf7XePmm4GPfazz2ez7M5+JH/uZz6g1eeutwMmT6jv9t9EAXvc6xXOI1N/XvQ744AeBj360w0MuXlRr/rOf7VxX/923r8MP0ngDEFvL1wE1+0MZkJXe8Y4OH9SfNZn89+abO5/LpqLkoUTSmgqRI6Z805+fecb+bPR9PPSQerb8viYngUoFaDbVmvnrv3Ze/hsXX4NUHlaG3MkqcwCr3MHC3ennBhGlHxLY3wI+h0exiO7JRH/aDsu7s9Hu3cB3vhOXBaa8SFvfX/iCWjdra0nd8uabk8doXp9FTyuabr3VLQc5uZ6L+duAZOJ69vCw4nGVCvDyy+r7ZhO47z7gj/8Y+O53O+cSJe2UEL7N5YdLlzDHCQArK+XJnqKpWlXP4qmn4t9v3Aj86EedzzfdBHzzmzH7BRs2xI8B1DGaDNvtE/hV/IPX/xi3/vffdI/HV+44ZQ7jK6XInbvEc7/+deDruBVKjhRnK4yPA/f+mwn1waLbfP3rADBayPVKo5tu6uj7AHDpUvz3P/3T+GfT3r/tNuWb2LxZfTZtiGefjZ83MqLmp8mrbb6LPPTYY3G+8PGPd/Q0H5nFfRgPPijbRSF9lC0rs3rXutH2cM9oGeSTqmIr3Sp5b/XxY2PJnYc0z680Ht8qMxIVtUMpRU7YcBLMMUtg660KUtOjZ+XHYdsxuUfY2Shj95/vwByWxxAd7py0Had6vntRTlujV+G7lD8yQKWIVqtEy6/5k3J3Ho8ckeeqjaTIH5+oHFskjC2SyIbf4QLt5N/zVMyxsfD1bazlPQAR9Z7P91PziiQjCo9ONFMNLzdMorw7kmUAPJtRzDb8vdYa8koHKUPuZJU5cw1HefqoYB5ffNSXf5Rzma1JVVyMfTeOc2F4ZDoty6TQSFHOx+v1+Pr3yTwogkIjQUPXrOu5sN9mgO9TCh++2tqePXv8gOGBjtwxv9PFw0yZVFYkiTTOzZv9zi074tkkqSK6ic/En58U0TI/b8ck4/cg/J76On3lzgemLbJEqMTY93KHy4akrNi61f1qvXCbe9BqNcs8tEHF8Gys5eUOPJKZljg2piJIbRd2gd1nyQBYXlb2xrp1nb65LMuT4q1JsouK1JFb9z8BfIMoG2+OiKhcL1wOekMU0ZcBFZHkilzKS8eO2XetXaR32q69Vu30mDtojz2mIsh4xJkm7vk1xwConaK//mu1c5Rl916P70//FHj1q4FPfCK7x/WNb4zvqMzPA3/1V+oejx8HPvnJzk5ppdK5v7m5+HnDw+0dsQrWQKgkr8V3QWz0fE3tsPBjL44Df3YsuetxuAJEwlynCPi/mvZrUySeN/M8cPrUPuArX8E/OfUxPIR/giJ3zrduBZ56ioC5T6vdnU1PxqMZSidqv58KXka+oFMCURTfCQGAet1vhzqE3vKWeJQPAIyN2dfPa14TX6PXXAM8/XTns+8uqbnrvm1bckdduvf3vU/thkxPK/7Gd0X4rs3YGPDSS53fh4aUaFlbUzukH/mIikJzkbEL/AYAXybqv3CPHtIb3vAG+vKXv1xch/y9m7S83L1IsxDi8jBvJBkQHpViIz2Wl15Scx9Qc/9XfkVFSptrqBWNuWPtWziNHe5+y5A7WWXOxXHg5TFgvaDzPF8DPn7KMjhCuAwSzpk72SOZUxytw3n8Ed6Du3AE38EMtuNJHMFdqOPf+3eyuAg88kj8Oy4vdu6MR5NIxPm4pkOH4hHJe/cCv/M7xe+Mm+u3WgXe/W6lm7quMz0dj1ZI08Gl53L8uLrvBx8Evve99k8/CVz4G6J12W/oyqM3vOEN9OU77ohHaOlIsiiKR6BouWHy6bm5zjseGgJuvx34qZ8CDh7Mx7cl4pFkmjZvBr7/ff/zioxAs0UxuuROFrsv7Rz2Ow8eTZCv3HlhGhg+HzsuujiG8T/713jhayw1o+tyJ4x27QKe+J8v4XxzFEr+VDpj0nLnR1uxdRvhe7/+vcT5qc+0RxRFwIkTSrVPkGSXAIofv+1twIsvAjfcANx/f1y3MY97/euBr361812tBvz4x/l1Kk5cLgHqpl73uk52S7Wq+M2jj3Zs/3Xr4tk4PsT149lZ4Bvf6HzOoyMbcm/P2lrzvxFVs3QjeCn6kG66qfg+Dx1Sgv3QIcXsHnkknGE3GsB736te6re+pSbWoUPqtxtvVCmWNnrnO5XSoR1kd96pFpEWIvv2KQFphuCHkJ58P/6xWlgPPtj5zbx3H+KOPv35xhuV8+0v/gI4cgS4/no1Xj1mHhKqQ8YBzNjSHr5WV8bG8zXF1G0+3E1PJo99viY7yACl7Etkfi+FGkek+jZo5GIV9/wnAOvXA6dO4cv4+yjSQVatAt/7k8cwMfegEmSTp9U4dNj0nMXoTiV/h/gmnAUA/BL+IwiZeEubNuDHSkj8h/8Q/4GnYYWQOYdvvVUp9bfeCvyX/5I81rV+ePrHhQvxzzz9WSK91p59Vv39+MeVY9lk7o2GEjRTUx0H2cKCEjoHD8phwzfeqJxe+nszrQ8AfvEXlfKrUwh8wqnvuEMpp4uL+C5wOv2EAeUi1xznqbn9QFwWvepVKs330UeVEzarodVodORdHtKpaVqJjCJlFH7qU2otLSwo5QhopxvcG30I43jB3W8ZcierzNGfL47Hv784rhxWVsriIGOkjafCZE7O8WSkCxhFHf8ep/ETaKKK0/iJMAcZoNbAsWPx77i88Ekf5HxcE1//Tz1VTuoIT+dcWYmvE4m4zs0/mzIXSD6HN76xI9/+7u9iP50Fnst2I1c4GbIZy8vAe96jDOOxsc4xlYpKN9fHa7vFfMcXLqh+Dh5Uukgevu0aJycTtkYiCUqmCNJGPbfBALfcCbX7tAPs+efVetZzP0+fvnJn/Fkmc67D8T87j5WvfREVXIwf23W5YyPCFJ7GNJ5GhCbGovM4cAD4H/8DeHFtHRoNAw6Gy51N38NT557Ctt/bFutx27bkVfqFrA4yIKm7Dw939PblZTVn/tf/As6fj+s2gFrzIyPK1jZtiFOn1Nx+3/vUhqCLn4eQpJc+/HAnfVOP+x3vUH81XMz588r+kdaFjUy7aHY2ueFkjuXYMWVHcplsI4MnRnl8XVlD0LrR9lSr2cFSbSGGRZW71+RTzl6HF9sA6lzpjFlDGW3pXVmApX1C7/kx1apcBbDVGthPUR5gy8MoHpDSGmqMdljy0KH1VH/XBP3TNzxOm/BcSmpJtpSTKGoSjY3R9MFxv7Bp7xYynkvkVw46/ZrWFBfbPEpLx3TMK7GiUdr60eG9UslwKS2ApwzYwqBd95A1FYI/H59wakuKAwYAyonmnW7pS5wvmq0fUy5tKT/9Mlap7PjSkn0ttdZH4/DjND0dwLeKkDu5ZE7Um+qWocVw+rTV8EQxHZlFOTQVlQ7SrSIfes2YhQN8ZI6rUq05brNolX4uXL7t3dv+bSB3UuSO9L4A9dmmy2R9x3nIZmPYKKQKc54K4WVUlOZj181WPKpFhfHfD1dj/D/CGh2HWofHUafIBM7vE7kzjaeVPr5hg/geY9jztvt+/7b2Mb4plgrMv7vp/l7FyEw9nOvkfH5Vq0qvWVlx6/chfgLf1EvJvrLZGxLsUpYq0DabTiiKkco7zPttyaA80DKZTupWy2SwuCaNrdpJHqZahKJjmwBFVxQj8hcoXEhxhYl/5s92YqJzb/PzCt9DC/ChIaJ6nQ4cSOoBiSYxfBfzT+vLxfw9K8jYoNjsLYxh1zb8kCiKKDpsuedM+ABNqnpUgqniAiGopHNaY9XEtmyxO8F8cVAkrDtbu+46NRd9nO3btsXPHRlRWAKmIsTX6vKyHXvQJSy6VdHMIVwGxkpBMieNLidMMpsxUIbhkZVsiprHWmo0iGrXnqcIa26ssqLkTi6Zo4/rosLfNSy08low9pirlY2d1C1+sLrawbrJK3N8nCOONTmQOylyx3Qw8uecZgQvLSm9Je0dS/Mu1N7g+K8+DjnuHFhcVON0VYjesSPdoWYeX8ZaSsOLs4xvYSGQ5bjkDpM5Q7hIm/CcIB/WCHMnFF5ZLrmTp60RsEZTOENDBjbkrl2tB7OyEpe/hcqd7uNhHjgQMJekjT6pWqXPOjR5RaVix2AOqVirq4maY3HZT0VgznKbbmgovo5dFeVd1ApgGDjJTLJFaEhRIrotL+dzSBWh6JQBaCntBEoChR+XJnSkRZG2UPgkb/3eeOun05la29CwGCxFMfbA8sfFMO4kiOUs/oYa2E/Vg9sKvl+X86tJxUSOxdsMTsW/cM1v351JVySZ2UZH3XPSpNVVOQqNj53PY16K3fd6+ppZeY4v8fG2HNRERANjpSCZc6XRyooyTMx5029OPS5zQ9ZSy7hrYL+b33VD7pQqczK0yzqSrEk1PJHdQWZudkRR/815H0qLxC5C5vgaRZZrDeROitxZXVXGM5+fvvMx7R1L+n3Ipp0ZeV+pdIDFQ+eUzfC1bYLu2mXXH9NssLz2lW3ziI9doEyOsg9Xc/JhD5uqR3Jn35ZVIoBqeKLz/WUtdwLnEneCR5EcLeLjdOZFAm1rMS1zhc9vXmggLTrMJnfSsvqmppRDbnIyfj2+jtMiyep1xTNHRuJjaMmqq9NJZnv4NmYvGcA6DLRbUR39QqZAkRQeKdrMPMdWkcI1yR3nVM1QYVfrxi73XIOig9tLSHEJcT411e5LvxlQga2CS/TeV31WvWeXgqIVGO7ITku5NOfw1JTbEa7nnI244JL4hVRVau/e5Fops3pnKNmUu3qdBsZKoMwpg3zSi3tF/Rr15pI1XC+wRUy0zvXiy2XLnV6kVbrGchnKnAou+TnHrrlGVeKTfpuYUHNl48b+XI9pVHQV2bRrZeRbA7mTIndWV9UGXxQpnWTbtnw8mPNESb/3hX9IS4sKIZ6SMTbmvoZuoY6uLKlatn60nsqdCB59BvG0Ltk64XIn/2b6GM7RDE4RzGjuy1TuAJaKli6SUqN5NopUWdnV3+Jipw9p/ab5OLjDesuW+OfJSf+MHOmao6MqYk5f1wZDMjmpHiiPLiWyO7qlvpij7AbgZaJsvDnTSd1qosHiEzYupWPwiA/TYC6rVHIW6maJZKKk82poKLlguPNBCsWUBK+pSPGJPD7eXtQHcL8f0+3abkOvy9cbrZ8MqIBWxQVaHrovXXniCsz8fD6ngV4/fI7qeWojLkSk8Hq9Jk3DW+/6RpH6200Hu68TY2Ul6fSbmqKBseIpc8qibhq1VxLZIAP4GubPV6+TxcW2glrBpT6SO0W0AmTXXMOdqtMXrWOsFZpeKc2Xy4V8I7GzOrgK0k0HcidF7hRljywvKwfb0FDcVsoTSWaL8vJNfzLHxh1N8/Px36+5pphrZU3VSqPA9VAIJmbfyJw8ciaZPQM0KZo7Hix3ojZ2cm+ew/i4gnAIJu7HGB1VG+6zs0T79oVji/msX1dUF7fxNYb6xEQyys1XbkgRc3psNuirLGtd6kvLt9bfPDIn00ndagmDJQs4pTl5KhX112TG/Jg8kWTcaA1VKkJ2PIpK1ZJyofXkNCPIzN+4A4woKXglR5rtWgCtx9n0NXMZ7zZ0v8UFhxN/p/B2Kf6Fy9goU4Ex++VrXiK+pur1JCaZxCvKSJtMc4CF4nAIDpmBseIhc4qMpuLywGbUdnujpCwq6z5sc//IkXjaAS+oMTmZ4DdXntzpow2ektuMBucn8le6Q9rOnUpniaIM4QI9IM7jJcDsrI75oqJxiGggd1LkzuqqiiQBwiNKtB4iRWNFkTLMibJjktmiMOt1f15vixSTbC8JH6lXkWQ5qdEIYD+FyJyyZUGR/WcscuYsnFZu27Aho4PMpBAcQaLOhreUVrm6qhxs8/PqOF+7hMsE01biuIOAPzC/y1/jKmhlNh1d6iIpoIH5Gq4HfkiUjTdnOqlbLWGwuDyTNvLdlclr6HLGz19cGmNeXk6GH9scBkU59VwT1QWk6TLcbSmZEsaCbkNDtHzDw37MqezIqss0cks1ORQ6whrtwlcT35fV7t340fgXLtDvMhWYMoz0bkSd+qy30IpOq6tEu3fHQqYHxkqKzCkKEHhxMRnJp3fqzO/q9b5R6HNT2fchGXn8mlLUgzY+W8178+CykTtXj5MswpragU/Dkkxr0voEkk7Wy8VR5qreHlqRUFOBm1kDuZMid6TiQC7bxCyOpW0CXoRIt7zR7tI64ZvfabzeFo3m0qe0LhfijJPO76Y8Fa4ZFE3W9zKnH2RN8TjKader4OU4UL/P3DIhYfixIT4KU3+pVOLHcr5h8gPXmnfJBKNCZLuFplwuLSm+wbNtTEwyW/GzNDnDq2tqzGV2T1dPuqVUFSItkiOPQynEccYZv6/Di8i+s2JbdEUZ6jzc2XXt0IgKbgC6nGStPg8c6Bajs7TLKmIg2VQZaFlgeOO+ZW7qugcOCPPZJx2w3yJnbGMqwkGdxld8HGAhz9gy5oGxkiJziigtb6uKpeUBj8gtK7IylPKuyV7cB48kW1pKpgowK6WGUz3n25e73OlVeyXOFNPR7GySn0qpXlFU/hwuglx8qxuRZCnpnAO5kyJ3OO/UGTC2SCs+T6vVJFaq+Vuejb003FcgPWqfrzWeDkok60jd2FBNc0iG9CeMtdFwm11da5dFpFq/tSb9vXVPeL3nGNmCUVzZKZrMdWDqN3rdmMfadM20NZ8mE4QN9lQyZYCJsTg6agfx52P20RltvhDW35UbSTY1lRS2Et5YnlxcTvrl6tLEvsZwnkgyycGWlmrpOzaXsc93SjduDAuZ5sDpfAGlYZJdc40SqMz5tmtXj5hg3+MA2Ft6RERZAq1JUzij8Mds80Oav0WnJ4b06TrWJ7xf746YQJQh4zTXrlTUIEvkposkQZITzPJKbYVHkvHNkjR54FK6uuVMLsIY4X2Y6ftlkSQX+TvUURetz43h22i8cr5LfNrCgy9judOrNoSLtBwdlX+0rTlX27lTrjBmNimSLHTzsBtr2Kc6eSgmmQQ9YDvOvLZwjYGTLEXu2IxqydiVDGOT9/GqcZVKmM5izm/9P68aztu+fWH9SjadjlgzHQE+Gy9ZdEsuq3wylNLWvWOsjYYTeaY7LbfM6aWDrDfXXlgIe89tskEBmMf64IwtL6vosEpF/eV8WHKY+8xlomKrInP+tXu3X1BPFrnk8oVcFZhk5oO2PTifqCqfh7+ykqzooJvv7ktWTDKu1Oiths2b1e+2BZQ2aW3GjpQrbP7uc582TuJ6xmk4ZtphMDZG7xv/4+4zwm5UlLG0qiMKLL01/bB1Cm9NWsIDnXfnQ74OXpcSwn8LcRq7jrVVgtyyxa8PV/UVPe9NfsVDjLmjrCinAh9vS7DnKYt8pbZcmGQST+ZK1NRUOp/l86heT6QJlmpkFxUFpu+D91dkpTb+nS0CQT/Pej3hRGngFprGmRz816+N4gX5Gj2UO5dfa9IMTtEyPmrffTbTUriOs3Fj2AUnJ+2YZKFO9CLXQRpJfCurTOEWvUvH80jnHDjJLHJH8y4erRUSScZBv6XUxslJvzmQVmVStyjqOLVCMNRsxKPg9u6V77WoKH/J0RhS4VN6lh4bTVu3hrGiQltmmdMkdBXfWLp+951kVuyxIiLJbMRtBY1FNjQUP9fUeSQ/Rt4o/tB1xWXAxEQx8FCu8aX4Qq4OJ5kNO4E7fPiE8AkvtxnHQHEvNs1RpxUYHos7NZV9gtmMHb74du4MM7psmAKu9yQRT2lgeAcbu+34Sd1dKYI5J/uIsEbHUacG9tM4zgWdC2gHWzcFlxrHbTOf91e69fzeuzfdqe1SQqTfQtKPXcfawpXB+IbUh61KJzcwzAhV7iQrMyXNFCQtITZwklmMlazP18an9TvP8n5tClaZc6XotJYi0laJ5GccosClgMU2sJ9qeIIirNE0zpRQ7GQQSZa3zeBUfP7b9CrTIWSuP5eux1u16p5PIfNacjiERvXkoaxRsdKacel4g0iyTG3P8HAn7ZBviKRV/HZtxrscXWlzwKXnm212ttjsAI6ntm2b371mhaHhPEECRTfJd917BEl0HGVddv5kljm9TrHs/vWnpz3mTx5MMhuZuo2OIONzm+s/PAsGCLPJJQpdV5IM0PxhZaX4LCKJ2IbQ1eEk4wLCnJjcuDWP9QEqtUWQLS4W80L5pJmdtR8rjUNIlfKKjON5iyE50PW63QEiLUTbe3LRjh3xc9mu7/2Vf0EVXOoeQ+whNoxWZk5gP23HKZKFpvzdOrxI3d7dCSIfDAqTuBKyYUNnrfPftm0rP5IMjG9IfbgcbLwfvcakVDCi8LDjLMdj4CSTWmYnWVkFHWyh+t1IuSwqLYzLi6wRNNIzDnnuPhUQK5W2Mpq+aVFQG2CSebUhXFQRZBrA28bz0py8+/b5XTAUW8k1ryWHAwdeLpOyOqqlNZMmZwaYZMEtZutUq2qOFhWFa8MRS5sDvpFkNvxiAUrFi7I6dPPgxYZgkhUBwyA4Fbuahtm3Mqc3kWK2No4XqPHKf9k7vGTTuSTNbV7MUGohNrltDKHrSpIBuh89rrI2eoX1eeU6ySRMMqIk01+/Pv7ZNGhtO1smk5KQFIuoZKQZr9T/jh1+OcU8kszlELT1MzurvjMNH1cONE9R4EJAqlwZmkssjZNjpC0u0n3Dv1kM6LxvJZdSK8o0rdfQz+PX1z9Io0jDyOmtINm1K+w1i44tlyLiUs74/NeYFWk7mRxIkh/Ld3o4j5HALM0+fCMUXM5+oqRDQR/vSuVM4weW5zHAJBNkThmRZHlIiuTIq/R0k0I2iNKo5EgyGhrq4AzOzxMNDVHj1R9K1WkIYFcAACAASURBVEH7X+508RqltWZH7qTxvLR0YXPOuF5uKDZr2nG8/zJST3yvnzWSbN263AbjwEkmyB3bvCgiCldjk/HiWSEZACYm2fKyXR+x6W5ZHGVZHGxFRrRxMu85DxyGDXOtRV3j9YXKgyaN4QWqcFvtMpc5DezvfBHK9/JkENjmjQQl4ZJhRVVkLmJdHTmSHF9Ruqxp3wk888p1kkkGi6Tobt7sfvBmqdGdOzu4JDbHE6AcWz476TZh4Ws0m+dJDgAe1eUTGScpiXw84+PJ52TzSnPBnKakhggQ/fy4U2Lz5rbAzb2j30+7JtJY7h4j7P6j7o/FuzUpwhptwnPKUAmNXMqioNtqZS8uxjErfHbj0+ar7ffQ+7TN5Vot3o9N4EgKpsawMr8zeYYPP7DQwFjxlDm+VJaCngaaHXJdc45m2dgIpRzzU6Ss+JyaFheVsbhhQyK9v81LWJpD49UfokybEv0udxJj6Z8dfN5iun7anPJJFzbnjObztZofOH1W0nqRxqbsloOMXz/UsNf8J+2ZetJA7ghyRz9X7jThuoT57nyifblOYYvuCpVdtrnECwXolrYx2u+UFYLAxOXUz8uGudai7vD6YtsIXjBwlZs9G0eRbZpXT7Y5u6S1UBSuq2td8sgsqeXVt2yUJdNgdTV8fPz+pWctbcQynnl1Ocmk8G8NyJuG+WWeo6OldIqGK841SyUyvkhsdX/NxcP7Gx5ORnVxh6C0My+Ny5YOJoVDpkWSEbmxQNLOlUhSfA2PcAP7qRadTi1AJTZb/v1hdH934zLEn6ni5c67zBq5FOo4tQ1Gh8SHzLE0oyrEkLfNewlsfWJCVXaRojWlyBcpJadeT65dXelGXyf0fbQEzwTwDaLe8/l+armcZHkpi5MtJJLKtq7KdJRl5Rdl0OpqMprCbNpA5aXWAdqQBR9zIHcKaePjDDjZF2d2xw6Fe1omQP7VQr5Gn4ecHzjJBLkjzWXJwaUpzWmj3wN3WkmRaKFR0C79y+YkS4PY6Ecydb0sTg+bvN2wIf7ZxFyjAnimjdd/uJoic7IXDhPPPThz2cqcKi7ScdxiX3+abGuBO6/GxsLnX9q6XFqK2+qScRxSSM+X8mDWpgU0mcTvn8t9/awl++2qwSTziSRLw43QxA3QKEpOPj1pfKtDuBinNJGWl5Ng9Xz82tjet0+O6uKLb2LCz2i3MWzuEPDBJNP9SUpo1vBwSfHlHuGWQ/DAgXQmF2u2Si66dXN3w1VVpi9Dk5u0hPvVuyYqPjJEIhe+186d8rpzKedZI8l8+5HWuk3AuTCUuMDVDnDb2jUdZZJDTiJjXD8NrBH1ns/3U8vkJCsCvytrumYIJpdtXRW1hm1rMKsyVjQdOSIrkkC8pLqw3hrYT0O4OJA7XWrVaqeopFhZLHRTdOAoy0c+hpHnMx84yQS5U60m57KkS2sey/F8TdsjFKw/TYZw+ebS8fm1Jyf9ijX1G0l2Ztr852STt9yRyN7JwgJREmM4AGLFJXdKkTmWcV1mMkffy3acphOwQDP4rFHp3Us+hLRNUde65Bt+w8PJCEWXbyTP5iW/t/l5v81dfk2eCsqfB89sW7dOftauQgGtvq4uJ5l+KKaC5BOlwpm3K+Td11OadpxNkZPwjrggWl0lGh1NLlLfCny28XIHoITnkZZHLRnt+tnbDH2J+PPR0XxR1PnN7Msw5oIcZbadFbN1a3fDNpYPTPdZaHKTKrhES3ggPre7ERniiiTTeBiuNeET+cgZso8hb5uPkkC0Cbg0Z4iNl2ngTvM6WkhwjJ2JCft9GOP6aaBJ1Hs+308t2ElWVCVIab74RJb1SyTZ5eCUsEWSXXdd/LkJkWQE5SibxhnqGCxr5DRcBnInUxuvviQ7xkKoqIqqRVKRxTB8KQ92EiczVXvdOhURk2GDdOAk85Q73E5wFcwy5xR/DyMj7jmgZUiloiK+zL5sm/0uXs+B+zm8TZmRZEVBHki4y6Hr17W5mbIuFxaohU3cpGvwA7p39DDNjn07H68vReZkkH99JHMSUco8Oos3vqHoWgvalt682Q5i71oTtmP0etLXjCIVVMPXvcuGzxPsIGW8pa3tej35XNOKoZnYfbZ1ZPZvYk6zvq4+J5lJIco5Z0wuRuXLEH0xyUwnA58sPBVTR2ctLSUnRr3eGTd3okkTXRqfzSEgGfuS0JEcdaZXlxsYIyPp0TtSuiv/zrz35WVqNOxZrLEm5cbzdjjqDmO25el/YLqvQpMXFhxzu6jIEJdCs7KiKgTMzsbxHMzfbRUv0wyi0KgdG9ZYlkiytPt2kY3X2bAENQaj+dwGkWTOFuwkKxJ7wpwvtmpGtnN7jUnWj04JiVZXlVzlEd1mFObysugko0ql8z5aaQNTODOQO7nbGo3gPEVYo9r4mfwOMv0OJV7Zq6jGUGd6EeP00Y1DnWgSJrBtg3QQSebdEnLHFQ2m28iIMiI3b07aNbZ35IKLGB5WPM6UNzb5ljZvQoISiiJfvc5nzkvzPMtalDDJQs83xjAUeUQzp8mdgcwhQIhStgWmpM2BkCwWXRjMzBRzRVdKm/lmf1Gk+MDoaNKv4JIxeYMdpIw3231Ia4lf0xZUsG1b/Jx169R3UhCBtgeFvq5uJ1lW5bysnW/9sviujy5bLk0WHt1lTiL+nU/lTnMsvouGKBmpMjIiCx1bJJnt/qTxcU+25L3Xwlz/Fd5Z492fp9q6H1CUForcDu/t8Y5+bCxGqLErNLn0MXWe3eRkwFzPosjr9bG8XNzuYuhaNploFHVy2G3jNfu2ORckh2KeXU0X5p/N8eV6yfz4ASaZ2HoWSUYUny9c0O/b1/0olBDqt0iyNEOIO7wBZSTy+9DOMp2OqcuxHzlCtHkzreA9NIwLA7nj3XQU3iUC1qiGJ+gEbinHqcrnQC/x8UKc6UWNM003zrJmJUxgnm5nPnNBBg6cZA65o/UI7sT3bfq5S1hkrnllM1KzyrdebJqYEcC2gk4hc55HHfPIl24UImB8I0qkYVraXENhkA1kjiiDGj/7QPJZ2zabzfUSavNI/FI37ZSuVLJjd4+NxddapaI++6xTn3tJ06N8HNPSM3BVnDb74es1ipLX4TxKsC2vbidZVuWcM/Ft2zqTRorA8CFXmtjKiuwY0qmW0jkS/hJPMZ2dtU/00CgHfvzOnXYvsYRJ5mIIgNvBJ0WSpeV/M0WiNvUjP6bdJ6G+sdYzYOUmHa/eFi7ssyjyfJ7z4hl5KGRHPKRARZ5IoRCByqutmdfkaS2283fvtr9oLTgNR8vAWMkoczjlSaOyncsqLCZkST9SkaldecdhW9c6ksymDHPjkuNtcIf05s10V/WjlMSQYW0gd9ryRvwhdM5kmWtF4WlmMZBDnA1FjTNNN87iyHBFknGyGD4DuWOROy77AVBRY1HUiR6xyXki+d275pXL2M0i34QKc6WTzxoLmfM2HTcU4oAXdJJ0QpOnmP+ze/KycXQbyJxEi7CmMJbN92m+A5fOlcXmcQWOcJvX17FlnsP1lWq1OMetL3RSmjyUot8ke8/Wj+Zd3F50YchfNZhkr32tnzKSRWGSPJTSRA7pU9qdBjoAeq5Fpp1O0rUlDDbXGPUE4cf5pI7yfkOifaTF4GIq/L7qdSX8dXomFzD8fli+cuP1H3UWL2s3c3fjA9Oq9RpAsmcCrel2UkkFIBYXk3muPoo8dziZ6UtFMPZQRxlXGiWFKetOqq9AXV5WDnqz+tPEhJ0X6TWzebOMHWg6+rngYPcxMFYsxkq3SJpbHFvhyJGkXMma0ukaR6+i1IqOwCSyG0I+6RS86TQZnS4kQSBA4ZWlAiubUWUfrvamyqU0pi7KnSk8nfzSt/iSpqwbo0VEaGUtsEHkv86KjHhzycQ8z1HCJONkiU4ayB2L3OEyescOZQRPTqrn7NpIM9eSft9pkZQ8GEDiu1l4MTf+XbjEvuQzDhO4vIhIMiLZqeVbLEfKQpDWtclTdOqcpaJf462fDufvA1uHAKJNeI5OYH/nC8lm4Q5Kk19n3bzQc4i//1274p999bp6XdkI0kbfxIR83Sz6HdejQsbISfM2KRLMh7jcdWGzC/d55TrJdAXK4WH1ootW4nk1CKlt2ODX1+pq0vssLaa06BIfQ9+1G8In0/Ky/wLxxSRzjVVyfBVZZnZ52V5memWFGo0AxtlvOy09qPhSwxNKofApYJG2KxL6TpeXiwtZl5Qfae6Zc9ZXYTLx0Xx5kI9AlbBDqlV7RJgtpdImuMx7Fdb2wFixGCvdIv5ObEVVikzp5FRm31muncUJkbaZote1xcFlbXy9RZHTyebEJ9Ot32SOHlOX5M4HR39X/mHdOn8dIU8qV16sr5BqslmpG2tSywbTqVI0DSLJvNue0VFxI8tJPPOFG+HmO+WZJz6RXll4cRpETJaABp9xcJ7viqjxKU6Wdzz6OuaYOAi5fi4c/sOMmBE2chsNN575ZSF3umzrRBHl33xIO99Htpi6ShY+r6+xe7fsJDPtbulBhMgSGy5iiL0mbfpmtffM8/m6GB93Yu1euU6yvC85jUxml5aLzIkze1c+c5HYFysrySgeU+DkUeJcxQYkZ4NtDEWQK82NK8ka6FoP7ebHaQznhFfBdvrLDPvt2xLHnTaOc9TQOyuSwpAm5M3mu6tSVtQKnxPcYS1h2u3dq75PU9pcwszG+H0EsrRTo5Wuej0JHm57/mNj8ph5BCC7h4GxIsicXkaSuaIzi1o3nJcXVXggC4VUhbWRazOFr+tQJ5kkz6NIVcMUjj+BW2hclDtGKzvVpI/lzq5dZFe8XXySUy/x7/JEkvlS2WuyrOdnw8scYJKltj3mu87K523OY+l9+zias9gSEuSKbwaMjXywxvj9XHed3FdRDmgfg7+ESDL+zBoNGalmIHfirb2Hn2eThGc68d/S5Jg0Z0y9LjRtUfstpIr2NuijoaGwe5cq6urgGU5SanGobJeoVlN6lxmIIfXtuN6V6ySTUiCLVhjMiWnjNj5lXzmj00y9yBxhCbOAhzLnVeJ8J3rZwJwuYZYmbI8coROoUw1PUIQ1moyepwMHiO7f+Jut3f6Ws6wsAMl+27VptSou0DSeVlXE8ETHQQbYHS2+nWfZVSmS0oyvqSm7UyrNUcbToEdH/Uqb+0SNmv3u3WsvjlGp2EOMOU+0rZ0BJllqK9RJ5rNrbr6TItOsJJL6v9wiybh8CnEo+PCzG25QBpZr02xkJJkSPTFBNDZGx1GnKTxNydTLkmUOqM/kzhr9/XVfSb4DV5qE5tM+1Ev8u7JBu8tek2XobgEOkIHcEeROEe/C9g6k9+3zvkzsVo2fnEYS1rCmrPPOZz34zr9ubwrlxSQjSud1xjWsrPUqkjtc9o6PU/6KyWm6WVrmSJpekwUAf2LCLodcWT/S+F0kweSkgedLGOxZsDW5T4Y7ysy15Ljeleske+1rVVWvMhUGTtpb7JpQLswTjVtSRki+pGDqibCyotJ1dNihWYUrD26GbeK5QruLIlf0hEtwpFTKaKfFlLW70kNgSt4WFozn4op2lJQFG6OdmuoY9RI2SdnGvo1sabh6DJIjzQe836fSVNZ1bpvHfK2buIZTU0pAVioy3oenIjgwVgSZU5STLA/eT1nOZRsvN/lst50PIZhkkiIW4lDwiSTTspNHcXKewaM6h4Zi4240iGojT7U3JA7gfgKa5cqGrsgdXZ0y/n0Fl2gaZ5IbMGkOfIlPD6hcnMAyIsl8HCAt3nY98EPqA17fT22P+S7y8GDpXNv79rlOSiRTgkw7hK/lMiPJ+P3Y7q2Xm0JF08pKItLnZ7Z8W+bZB2cuc7nj09ao8e7PK9k73pJF42fyO8iI3A6flRWijRvjv/O5nxaVyW2z3buTYwi1q0xMMluqry+trsaDBfg9SDZHEXYgt8+iyH2/lutduU4yXha56FSTtGNtDoB16+IvQwLOLyMkX1IwpWgAQHlcs2C7cAEiTTwu7EKBd7tBjkoZ7TLKZe2A9LzEcadVq+yZ6DREjfM3NqbmiqRQ2EJ207B/iqrOFUp8PFLlVw6Uz5kwV+5dGHgm4/bdafW5B6mqrcn70hQ9T0Vw4CRzyJy8lIYbyXlTN5xTaUpLL9PYfMjm/PXVD/iGm9T0BoCNmbrOTdlMO4AHyt11L1nuVPEyNbCfDuB+inCJtMNsA87Go5J50+/GxGKRnJAjI+XMm6ud0rA5i6A03mHwnj0AUR/w+n5qe0ZHZZzUojDj/n/23i5Gki05DztZ/TM/233ZnHtHd2Z7OT0im97tMRd9zSFa4IPHAmi314ZgNQkRsFQQqAeZ6AsLMA3YBdE0KL94DEICDJgC7BJsvWhlQH6RZEMSCAkwnwowRBv8FbUSaa5sShRFGtSKFH9E7qYfsuNW1JcRceKcPJmV1ZMBJO6drqrMk+cnfr7zRRxrvK24CH2fkxP9GV7GV+r7zOdrH8sTy2hzkeyup8QGSdf6ZX2JZqOur+tXr5pNixC+Vu+F360/Dj9cf9e3/sGdtTueqwpfrT+++rtN3+SAMzFsAO9JxfAlIoEUD2PsJTHJ0L+Q2pK7ierpE+veuKawjnVKqaYUsZhk2nsKB5vdf5CMSy7VXUs1oRoAnt0XvAcBaM5aDEVE2qnRUhjwyFR+Dymo0IIQnOh9p1pKUpBhsaGLNnLpX5QxGtbOSvHc/ciJaoG9uKTILOcW5/vz583nNK+1eVBiByGXReh1wrjDpL1/LIVTuro4s/g8rT5JjCm2WDTst5cvTeBgAsmcNidHLEcdNy+GBKcsPSqt5z6YbbmbXl1ZAB4m2Xze6AUOnlNwdnOjn4IdQrwsQ2hOwXzy+f+2sTV/pqqPvu/r64PP/0/JOn0bdqcKX81oVGj3GY0/fm/bgag0L/tkdA0hQ7K6LdvLNs4mkMywO1JJCG4XSs/H2PxIAcn6OIUZdahn/kp2jKeO0t9jgNs263XGRIv5tDI5IdS3n//2evZ9nylfN2zQeKe5Dg/r+v1P/eYmc5kO1pI26a1149WRnJllNU6aJx7fBUs4pJALPHiD5cthH1CGCul0iSggbc73YSulmmSWFD6krJiS7+NqBSxSgOF14qXTEDRDVNeyokUG2cOH29t9x51Z6V3odFBuDPC783n6aRtDv3NhR+/jj9tddRB+p/6v/8Bf21Ay3/Edcre+etV8rupJjS3w731ceDfna5+UEtNIDhtMMsnoYyrh06fr769WDe2XikLi+rMAppTgGusxSCnWHNAuPfc05x51wNOn6xNUaGczxkTzCL0bjoWWsoK6y6rXZxQCnkAyh83pItK8kmj329h0IFkum/l8cyM7SgX17ifP89gY6/ceR4zKJvAiu6vVZtqBBHhJdpCc79WqqUdYVTIT6uqqzVRYLPTUzbu2fDH80U/qZ56FX6i/6/hv1VlAWc925yz8QmKDlIuCCD7vq6qfkyK90jWVd6yyLVY3CelApksmkMywO9bGHPoH3vnoBC/F+eH19TlTpuR6ybGNUptx4yMEOXWT9xWebizV7d2WoG569WrTT6YsoCdPWqdmf/Fb/hs1/M26erU77dqeR0d3Nca0sggIYkngLV8PqToyVldTmvdSm1By41yKy2azxqfIWXdS1lAOGJgrJZnNwrrdGkgWQvjuEMLPhBC+FkL4NuN7XwghfCmE8HMhhD/tvX8rYMEA4/LSP6lwwJ89kwfeOhHm6Gjzb0dH2wlwNIcONd/eXrN7ztFla4GjkrVkyNo1XRw9Baz5+OO6fi98pa7CV+sXvIYKBxRXq/qL3/3X6rMPf+sTIJvnt3/8cZOCohoO3EFRd1xeJBumvb3m+bwt0vf4d8R5g0XpX7785N1bgLQU4HedB9LJPvgS0gkr1norxeJEHXB21j6JRipUK9HzvXWWUOdwkZh9uE6tnWj47q6CZH3and5Pt8T5fnubXvellODcOzjYBHj6CLCH2J2XUiBI/8fYZBcXbeebmGTLZTNmVdX8F0+51HYqtFNpz86ajTYBaP9D3/ZP6mygzG13zpT7tJ97EH7LTqlMuUgPDXFSpFekeTlmJolXtlUftK7V8ge7WpNsMLtDPhXGLOireeZjQhpsHYJ8cp9W54z/DWsq3dzE2+aR3A15bN9q1QZUMGVM8vdKrP8+s4qsE8z399ebuvzvV1efnIpZVXX9/vsF1HqW3flaK6Tm19FRQ1TgIcdGPEP2A39IaZAU91kxr5QhFtOREtHk4mINVEqCvgInI3BJZe4vl22fv6rap13GRPKZcL2gH6O9a+o7lCbdjIlJFkK4CCF8NoTwo5rRCCHshRB+PoTwjSGEwxDCT4QQXnnuv7G7Ip0m56Un4qS+utKDUz5AmI8uDWbXAbZABlSu9G98b66837xZ/10qEGgF5fw+Y0ozyHX0Yr+TFCz1GXfgqX6X0BeLj/5W/Q3hy7UW0FBB4xC+auTuB+G3eoC0UYyft+W7vlS/CF++A/6+XC++60vtL8UMK/1dAsT6CGr4cyRmVgiN8bGMHBdvG72KXNtNQfbW+bnuVFltkkBKreCsp/imtRMNTt4Og2S92Z3eQbK6bsb/9rZ91PvQp/VJziO3FxIA3FWGYOdIu6L8kAJtfXCdgqk5e3tNf3GdGNtpzb3u/JwvVvP6ffWkzAQAzawZAyeBhd+oPw4/fGezmuc8Cf/MD5DF6rbR+5H0fVKkV/pgko3Fh+ojZdojGLwdHdV1XU92R7hUu8PjA5yPUnH82Bho7PTYYWXYJtSXfQLepTbkY7Ga1Fdda5J5+qWUDtTAIPQbhXZ8/M0/YtiUrzptDfw+Ynf+o/Dff9KOjz82wLBY/2qH+1G/Wj4xLxGTCk6l6HaM2UPoPt4eX4a/D7WZZ49xQTICHkZA5Vus986J1fsgGsG63Xq6ZcRofHsI4UfYv78/hPD9nvu+fv26PcEPDxsGGaVaegYkVvCX6Jc8NUlzkDy7Kl6xlDYq1+VSBnXQedNq3vAaRVoKyM1N833LOSztcKWkz6Q+N8aEkIyKxJqKOcqLRf3F3/d99eP932n5MF/8Q//zJ4XiX3yfYDDuLr6zc3ZW1x//Wz9Vn4VfqEP46h1b7av1++FX6u/5nKFYOUAaQvNvj1DK1eXlGgzUjHspg07jScqMM8kQmMT5KNUQJOEGUztxMkWRa8ws7jTRu+B8IXo+Ao5PnzbrTwrmpfmlGUOrdoKWSsZkV4MVuvqwO4OAZHUdP+1oCJGYZLiuEfjN1ftcf/cNHlhMMoklhmvl2bPGqT0/3wQyyQbzfxOzDFONUq+HD9c6DebGDz/4T9nmxy/Ufyn80buNGd+tq+/7BtHmHH9/qL8Y/thGqmdnthj5UI8eNeMt+Sz7+/2Me1dJqUkW80fuQ6pmV5H8q/l8sjvC5bY7y2UrfS4Z0OKf5bCGtaB2LIC3JZbtySE8aHqA+vbNG9vOp4CLMbtpld3Bv/Fn3dnLL4Y/yjZHmq99x3dsAljW5sy/+fxL9dn+L35iS97/vscKk+xF/XH44e5+D/XH1VUTbPHMCuxXLRvFKEdSVNAnwfICXp+IrzHUr9I4xzYH8XkWKB9rm3cjH6XkulNk7CDZHwkh/I/s3388hPDnjXt9bwjhx0IIP/bixQs9SKXOiXWWVMNH2oHBCYeLan+/+Rsx2miidnH4LQQVgyi+ix1zOPlCklD0m5v1vWazhgp6cLBWKFoBztLU/b4dSU97yaGnejIcDNKovIog0PVJauZdPYQvfj7Uj/+LttH49J/7tHxDKR0S+4kj5qenm987PfX1k0RF5ymFpZ0eHJfr63Xq4ulp41hIaYmxdSYF/YtFe/ckxSHUdqGoHVJAjnOFG2yr8LdGwUbdtL9vrz0OFM5mjV4R+u2eBytuu9OyOXXdP5AzllQzAshpgwSlRMrlNlK+pJpkdb3Z7w8eNIw+a6f57GzTv9DY3ZLTiv4E6WrJp9HaKNV+DKH+S+GP1Yfht+HPTQBzdNTU2CRG8fd+/tvr2Q8qdsfSX5If9PhxGziN2XD0W/b2hi3XUFq8foXTb7i3Iq2HJ08mu2PZHRTJDqXqZG1j31rnOcDbLq9pkpR30PQA9s9s1lySnfdulnljJcm/lS7+rIT59D0f/o36UfiN1u02slvu5uy/+x9/XcvmzH4w1H/xMnT3e2Ibx9ivGMvNZm391CdQJqXCWnXCJUG/QFqHWgkqCySMtTvGHLMOM0hJuey67gzpFSQLIfydEMJPC9cfZt8pBpLxS2SSeQ2D1JlYeF9TaiHYKV4hyLvHqYusBJMsNsklh/zqavPet7ebCkWjr5auUdOXI8kXnAWixkCg1arNzspxAFarT8CRL34+NIyyPyMAZFJ7pPGjumHYf1jPy9tWfMfYWHh2tKzPpUM0ctOWrdoDWuoPKvSYkqX5JO064bvs79s1ySyQTHvnFDDZww66kzEHK9uyO69fvx6OBbKNnfdU8K8EwLXt4uEoUr9Tv1gVjVN3OC8uGmecToriz+fpnJKuxTYKNVG/58O/UT8Iv1WH8LX6Qfitdho+s4Of/nOf1jdmOKCIRWIIYMc5I20+epn8CLLtWlDtmc8Tk0wOZEfOJNuq3Yn1n7Yxl6OTu55kjEGt139bLJqT8k5Ohlv3faUbox44Pm50Nm5Wkx8m6QDvZllqrMTZvPx3s1n7WaiPI2UVvufDv1F/Xfi1mjZltPIv9Xxe/+f/Tqgf/Jdgd0r4PdqGFOli7Ff8/tVVu294WSUEbLrOIYn1Re8vvYs0VyRAVbPNx8frjLu61vEMLfXSI9YGW2wj37qn1c9SFpzDnxw7k6xbumVdyyioZwBiiDp1rgREUJqXVnRXunJAHk9NsuvrdWra27drkEt7Hl84EgCILCFJUWuLr6txxnZ6HUkv0uw11l7jxAs9S6fheAX7TqulRSenac5HCA3jaLnUT007PGwAYe/4SEbdS+mWamfh52gQJeUqnbIZ44bWdQAAIABJREFUU954H2+NICzs2UUSHQxRlz19as9r77qbz9v6SjpF507GHKx4rt7SXu4rCyQ3cO+6VrbBJMsVy/ErUSuD7KqkF73t67O+VOpmhRd05Yznvg476pv9SWLNZ0xXGUNNsm0KpQey7I3J7hixDhfLDnXVA6WLZXvWtOTLWs8tAabgWpUOO0oRvqbx3nt7zSXFjBZLzPOeMdst3YPK7MT88T42sfq2+Z4SJNgnMdaTFC97C/unpsJSLCltNmk+pzdm1eJ5fv+LC/m9UuyVha+UAN2kFObYmCsydpBsP4Twf4cQfn9YF7L81z33/cRw4GAcHsY7XNh5VTsXOx+Nkfb7GJOshJOUqmwkZYo1ySTxGqTSTrqnj1IMutcB56we7fj51WqTnXV4mG6wl8v1ySdWLS2JZUTzEE9itdJ6MhRIq3/ff18fD2wLnhCEbZN2ruq6XVdDSiuNKVzJuGuMS+1+1rz3ALM5DgYaxRgI43mGpqeMdXXPg5UsuzMok2xoKQX+5aTVlLIbfYNE/BkIaHcNJHdlXlnjW6L/SwfodT1830r9kPJe7zCANtkdI9bh0vecLpke6Zn7EhlB889LlSPQAvmcvpTGg/TA5eUmy+fNm09qERcrqaDpDK0ONfrXWv2plFRbrwzBHkdWkdefQT+I4obra/GkafNdJJBLm1vUXkq9teK4LnG6lsKL8yfn+fxdLHwlZ31p/Uzz9ORk8/PZzJ6rzEZvDSQLIXxnCOEXQwi/E0L4ZdpBCSF8OoTwN9n3/v0Qwj8IzakvP+C9/yeGAwNAXmfEk2/Pr+fPN50b+v3Vle0YHh+vF9DeXsMwsmqSlTJwqcomFgjtonOGi+PkRP+uVGvhyZN2bRmcU8+etfsET16k+jVex0La7bCUn5SKJxzf7CrYmGqcpF0nbKsExCC7Dt+ZrxnrewTmnp/rR53j3JWYZPQu2AZk6FGfU+FtBEAl4Fwr4JzqYKTqBnwG1Ubk7yKlfUbuu6vBSp925xObU0pP5gYifejpEjapD4DDK9tgpJUMJDXbvCu1fLr0P4JKpd95DOxP7wbdLoClPfqJk92JxDp8nXg3kcegP2LtSGGSlTrYRts8zNEPlo7p+6ArSTSA7u3buC7S4qRSNhX7qsR9+VpIYWTjGpL0rwYYWUyynLnF5wOeKEu1x3N1Lt2biAIxcFZj48XeAefOw4dt0kPO+pL62cJyErJvvimEX61z9X7uD4e4NnZXqG4GLmyp07Ri/6QseJ0PDLItJS8pPG1nVcqBzhGvY8rrJmkO2LacM6uPPMcrp4Bkda3vkPA+1OYIsoy4skHAKuaUSIrXelepNhhSt6lGDLaZFL0EqnkF20u1z0ikXTlJCXMDhgWo+fpKAZi1uYvvS3/nDpvmqPBU2hCaf5NYOkQCylIdjNQgJMZuyQhgdzVY6fMqerplLqDUp57uGvz2lSrnkbHVNksVbWMgZ45Y0ldgltv/Q4CbYwCevGM5BkDPkp77crI7gt358MM2M+PZs3X6nuX349pKWftDA2zemmT8MCnMVkiVFLYPf75Ut9K6R4re1b6bktHD20KpnnQqPOoY7Os+7TgeelZCv1mAjjWW2pgtlw3xZTZbly/C+/JaopKP35WliHiGJ0NOE6mGeWoKr/cdpLljsSx5n8ViJfwcn3Vy4tNXMDYfhfC7daZu3rpxsK5WwCIVIZQWOhoOrBtEJ0tYgbDHaFjOH04ao4B2VK6umjZrgIeX9YIMnWfP8tqTIthHVEwQlbjVFisd1hI8qIE79xpCTSdvkZDRkr6vGRYNsIwpH+mUSQ2Ys4JdDTiKiaQ0eV/gfXlhSBJUctR/sZpsUlv4rpFWZLNLwIGg5Js368+sHYyhgxruOFnOTSJYNwUrDpvTRXId0dJB9NBpNX3JLtU2QyF9hnU/SgcrJdKUtEAtt/+HAjfHwJL3rLUxAHqWxPRPR30y2R3B7mi+Rmy9of6oKv/at3T5ttlpHhuo1eHS2u3VD5YOLaFjLNaZV3dLhwbggWtY3oX3DY695yAF77uXYgFysVIDLf9Im0cYy2iHfMXS+fh3U+vdlfRncvpc6tOLC1+qZSwmld5Ne1++jiXGeY6/+U4yyYQXb7EqODjEFYIEhmnABzqrOPB8AGPOH1daucrC41B5A2dMpwshfyfDKxr7CFH0mJKwGHKaaDnT2gK0FqOkUCSnApXv9fW6JpmnzXSi5umpbMw8SiI1yOZzHOcIXwf87xJgayn93GBQ2+2wqNNeibHuPOxMTUrVTlouG4Cc6hh4wcazs8ZhNg4SmIIVh83pImNgkvUBam0zgBqiJllpscaz9Ph0DVBigVpO/+8yuNmXjAHQ44KbUj3O18nuCHZH80Ot+KKu5dIS3rWPPtnTp83fUzMmuHTRzzz2QGYPERv4d2N1uHJ16e1tWj+miqajpb9r/SnpVMvvlxiH0gEDWp/FfBKuP0rVk7OeL7VF8kvwd9SP3gP5Yhs6Xf0R+j0dypfbVzl9LvWpd0OWZ2tJ7y9hI9Lf8KRvaaxy/U3KPjw8fIdAMnpxqbaFFciiguAKVwM3Fgt7YUrIKK+VVtdllIUH8JCMgyc9FQvWp7bXoyCkvO29PRm4tBRSDrtCyp2OGRu6EMTBuWAZIOs+qZIDLlnpmLHURo2m7el/CzROcWD4vNKKbOI7aAFH7DPL8HvvI7VfUvapgsxCqv8WMxrOEzenYMVpc7rItmuSbTM9chdkCMCvZ2bOhnT1OXJBttQ0ihwptYG3bZaMJdtom5YGLLWjgD6Z7I5gd9BPxQOSLD+Cxmo+X6/9vb2GXWStN8lvlTaDvWPcxe+JlTYJYVOfSXqqhK3DWlEPHpQ/gXg+X9fJtZhksbpeUv06zZ/FvnnyRGZPaX1m2TDpuRY7KFcQyOf+kRVf4LxcLvUTLr1rrqSknFpp2b8c+yj1jUeWy3YdMkyrxM+kv0kH1knxY46w570Ooa4zdfPWjYN1JQUsHkf0gw/sEx7RMcBJIA2gBEYhUOaZuLjoeXqGZxLztmvADykqSUHXdZqDnGIQ5/PNgw8IpERHwLpHLrvC43TO5+3UTNyNkFJlSLqm7cban3M/786wtG48OzJS/8fmhHcs+D1yU0elNi8Wcp0JDxiRErxIYGFO8IPpoN7aHGh0qmr9GXNYpmClo83ZBdlmeuS2JbbmSvTNGNPruoBJOSDbEEyxUuwEz5j3xfKK3bfkWk2ZA1L9XK2vJyZZP3bnww/beuT6Ol6TDGW1aspgeNcjlmCRajN5x7hLWrUUe1xfbzJ+eEzSF5NMOqwrRVAXSnGoNTZ83WJM4qlZpekY6bkHB+2x1uZKagyh9UcX22CBbRZAaqVc7u+369UR62koxrMn7tbsn9UnXnAy1d5pACOud+n5+DftwLoSfgTTRxNINp/HCzPmOFl4T20Au9bckCih+O+USawVFJRygLl0yYmPvbNmwFJ2GUo6r9JzPeCQBLRITmbubrD0jlK7ujjBsV2glLaheMdTCy6leZU77vjes1lekJXqfMXSwr3z4vR083cffBBv5/l5A0jz3xGTrGCe/n297h1IVtfjZs70JZ4125V5kKIXSIddXY0/XTQVZMvxf1LZBaXq3MTGPBfQjPVZ17IZKZLq62Lbbm7svu6oTyaQrGe7k7IeY5kEKQc/lWSSeep0pdYk69oOj06UYi/+G+8a17JTutgN3jdSlhRmFqF4s1H456XqUXo24DVbHNO9pWrAcpuWErPwOffgQQPM4jzTUnG1Pim9ccXTK6V52eUZ2FYp46vjfd9tkAw7WCuel+NkIWJ6dubPD/eKVIxbK1LuFS0NVAOGTk8b1spqlX+6SuydJeMwdPBGigv712q7xCbkBtRKw8xpn8dB53ncs1m8/1LqCQwhaNC4I4ZKuAvlFt87t85ETvDC11pu8JMShON3ibnJUy0LnvhyX697CZK9C7JYNMWHDw4aJwvrUe7vt9dPV+ZB6roegnG1DUl9r5x+GIpJlhMwrVZrVoZ2QFNu2YwcyfF1uQ9AbZWyDQrIBJIl2J0cHzl1fUmpa7zAe8rzY4eMWYKxB/17uezntN6Udnh1D/Y9Ak/eNa5lp6A/nMsaltJq9/by+1iLIUrZPA/YxksnSWQHb9mVmxu5H2KsLWm8YnEcjd1q1YBjh4c6IIxz0OqTkoflWOWEQmjIRJ5xtXRJX1jA3Zjd35pkp6fpyL02GVarBqWtqs08c03J4MJ5/LgMgwbbJBWty80TttojKSuc/Ht7Mopd4p3xWThufQNlVn05S4FoBR45JTzVqdZEOohCEimPOzZH0EiUqhOQKotF+wRPPv6Sc9BlbtB7Lxb5QVbX4MVTCFcy4qvVev5h4VoUT8A+Mcmi1wSS7aDEnDhr7XVxzlL1wlCnPG5DUuxJbj8MUZMsh0mGp8rd3MTvqwViJYIFDzNBk1i6WAGZQDKn3cn1OyjlMlaTLCapzy+ZVt5H8fdcSQWdeUxQVXllR7SUNizl4+0jqZwP3vv42H6vFOH2ICfWwPbGDtki8cxZyY5QnbKDA7k/Y2Cflr2l6VBp7GLzDNudwiSTDgbwkiOsckIeMDxWzmgA6WJztm4crOu1NclIvEg1FWSsqua/VFAQ63PRgtbqkVlFTVFi3+OLYjZrvos1yUqxe3AR7+/Lp11WVfMZna7ofRePWJTN09Pu72iJdYSwpby1EzJp16WLY4D0XGmuSbJatYGmFGd2CEaDxlrUxoBAHek7pYqNdwmycue/xZoj0eZQinMWcw4w3ev6uj4N4RfrEej5MV0TSLaDojlxDx+2NzmePi1rV1P0wn1lkqXK2Puha40WLXCIBWIlJcZMIMH5qwGYBTfVJpDMaXesjS8+R5GR0uV02i4M+JIbxqXSq0tIiTqNln2Q/FLNpnGd5O0jzb9EvVVKD3fV71J7vXMrNmetsbT6M7axk8oke/t2M4Yj9mXOPIvVJOO1v7UMKMvWSTHZo0e+cdX6RdvEzzk52/Gb+w+SxRYa1STTUi3rur0AJCUknSiDFxa67FIUeMjdEmsRWxdRrr0KH0VyOCXUPcaU8b6jtmA0Jply8t8nogE7fNdFekePM8Lvh6Dsq1dp7UoJ+vpmNGhG0nvAQZcjyC0pSen13svj6GoMwlT9ILWJdCP256NHnfL07+ulgmTSLt7Ya0u9K2LVb7GA+aHSy7lo86YUS2pX5D6tn1jAwd91yOA/9izJr5Nsd2FQcwLJnHYHx4dq9eB846Dr7a0+5rFxxM+tWqrS+u2DSUZ1ZDXm5VAi6WdLZ2M9WY0EoPl4mt3i4JDXP4wV1pf0cBeShhRfdK2h7I1BY9+zdKLVnx4dyNt9cNDEMVr/afHo1VVZP0BL/00FtCVCkUc0hh2OS46NSfjNuwGSHR76ARBpYvIFIJ3qIV2Unsn/huwrbXfFuwszpHM8n+vpgyHIaXDn5/k1lbRxOTuTn93FYfQsmNziyYtFm1EWA21j30XlETt4QpJcQ9b3Tr4GwkmG/+nTYXLUS9V7Sb0XfpeMkZX+iymXHv2gAWTS/c/P63pvbwLJhEsMVtB5ih3NPklZ8egCrEmGDNbz8/YGVw+pZFkyptQij/RRw3Lo+qSlxVuT5/p6uLFerTYDQnyW5tdh4Fx4U20CyZx2p65l31PLcqFyKdr8io2j91Ruy38sqRuWy/X8pRhwLLoxprPxZPI3b9afkQ6gFDgNtFks2vEm9iv5h8T8I6Cbr1/0Nedze4y0uM2ro7vqPHz+YrHpc8ViRd6/KLFxs/xt3q9SX6RsgCCTjK5Hj+y+8Qq9Bx7iFUJ+BlQOViHFIBLTOsfGSNlxyri/GyCZFZR4UVEaZC3fW3rOatXsYhAqXArRTpGSu65WcL5YtJV7FyaZNC6ptFTvu2uLrCQI2bUteC+ca9zB6HunPeX+qQGM5USR4X/5sowj5R1fC+hNeb/lsn1MemoagkQft/SbJVa+v7aLc3FR148e1d8awtfqEej5MV1isILOD46/ZtCHPhDjPgranpMTvx4i4Ix+U5LpkCqWjhlLapFHD/bRhyV9pbFJV1aFR7T7xTbDvP0+Mcm2Y3dIpGCQ/xvTd3Png3ech6qtiLV3Y6cvlhLP+tR0NulQTkjY31+DWEgQ8KTYxfwIiy3NgTIp/pLu2YXJReJlz1o1wXktYQKUZjMbaEP7pAFlXfSv1hcpm130XRyvEht32r3J9yfR5lVpvxVBfke95E6pnEI/vnsgGSrlVMcNv88V1d5evOBlqZpkHqCiD9YPXwTSgpDaHXsXqTC8xI7SAnfJAKa8u/Td0jv0OF5YC4L+37vTpo1/30wvS3CcJYPgUaJeEK6LQk4ZX82wpRh/DWCOvaPkdFhg9cOHvveP5ftrn9/tEH8+hN+uR6Dnx3QVY5JtE5C5T6KlaHtsr/SbbQCXlo5ZLJpUnP394ZlkXNd79WDJukMkuUz1UtInmz/FlufMTcsGppwIlxL0dpQJJHPYHT4ukh2/vpZrksXEUwZkGzGJJKtVk81Dz4kxyUqwUb0+pfQ91KEEEFnBPC/anqt/Tk70++Oa1/Q37zvJd+mio5fLxr4RwEWA4Xwe72us2319bfeTtPnsmQ/WGOBnVl+kjCUn7WjMt5T20hgi0SXFXm9zEyzHxtBvOOOU1hWTdw8ks1LpPKlK0kQYuiYIKs6jI3nyIEtkGydixSavBDryf/NacSlMMnTyDg/T2pm6Q285qRaF+MGDzQK52m6NVwF1Of3rzZv2oQtekZQZGoQY/TtFuirk1PGVnKgU4//qVXvOenY3tffk6b85ht2T70+1BPjnd7uZU7qlI1ghSa1J1geY8C6Ktksec9IlcK3vw2G8bdEOKXnzZliAjD8bAy2tf+8bk2yIVFeP85/br5YN3OZmW12r/tQEkkXsjrQePGyMIYTm8tnZMDUFV6smhTR2QmsJHbJaNfOVWEsxn9ILnli1eEv4BYeH+v1xg/699zY/v7pq993Ll+2UzNz+5bXlDg7afhH5plpfp+pnafN5NrPnqfUMDxg6NPPZ0ybtimVraRv6XTcW+y6nEAF/X4TwS3Wmbt66cbCuDZDs4iJNKVsTPzWA4ZNEA9NS/+4JcKWJj2l5fQm128OawO8gHVw6CeTJk+aYak6jjTHJUh09nAOU2y71W8xJxfGi+5KiJ2U/m7VBCZpf2E/UJhTNubWc7dWq3e+pCgmN+dFRG6QtWdenK5AQM6CedeI1eJrx9QZWWltonVkpnN56N9L6kNp9N5cnkCwSrHQR7PfHj8dZu6zvtO4SQmmTKbpNsp0lDoeRJNaHmo4ZkkEVC+iwf6201rHUJCvheI8l1dXD8JAkZgO3tb4Nf2oCySJ2R9IL2w7Ml8t2LTTvnErVFzmEha66lIM5qb4diTdb4fi4iRFih4Z5n4nxxsFB/FAF7gt6TtKkZ6XqW9SvGEdVlY+1lzIftFIm2nzFNl5exlNFS7EW+Xt531NqE44hZnGF0JSNQsEYQjrx1JoTkmzL5lxfN/1B6c1s3XWJdbZuHKzr9Ycf5k9Ey/lJ2bXD70rHd2uOiuXAxFKl6loGLYZI4+HtlpRqrI+8RwuvVutDFA4O1og4H3PcJUll0pHiQUOF/RYDbLxMsv39ttGiZ2m18DSgjCua2K7w27f2XIrJctkGwHDula7r471XDBz0skU18Rg8nB9nZ92Zp/yeGsAZe4/Ly/VnUpAnOQx3c2kCySLBSheh2nvorGwLjJLW0LaZJqlirVPp/RaLTZC/JAiisUAtoEwqYRCzAyXEuxueA0ZuS0r1HTIdtpUWjfNoufS/49BZEB4x/KkJJIvYHRx3Sq28vt7O4RYWwJL6W22T0BMzWdJVH6Sm9dEzvWVp6O8lT27X2EPSPS3gSLtPyfpYWpYNAVGldddi0S6Mr81X3kaMeUsetILlefh9qdZxSj0zy57jybTSwS11LWct8fp1+LnnFMxt+ZRSdt7d/99fkKxLwJLCMrGcb025kMO9WDQTSaKNxnYp53O96HZdy4q/dBqP9O683Qj4WCmXvD+JhZSSYoDvJtVjsJh0lrMY6zcPqBKrSfbmTV1/8ME6/342W/erlWbqAbNiKZirVdsoeOcGvvvTp3aab0kmwXLZOA7aEd+5Srf0OikNTuN7VVUzf3Atxt7Do+ek/lsu68+G8JV6BHp+TFcRkMyivveVLh8DkKQ5IKWzj51VJolVuqCPdDqrnmDq+PadhlDXabvh264P5pWS7cSaOX2ATZZvIu3m1/XujIUkE5Ms3e7M5w3L6PJyXbdJOvRnaEll5pBINYi5/yLp5hRmJ66pLro01U7kgnK4pukgjxzBe+3tpWVCPHu27j/a1OtjrpUcpxRJiR2ojXgaZKmDVnB+3d5ushaJBeWZ97y9Uk2y6+t23H58LN9H8500H+fpU7umGD53yPJQqGtYDPtug2TWgvPQGaXaHBZQxZlkeFJJVfmZZN53wM9KBuuaosd2X1w0TqR0dGtdb4JHeE8LKJPSDyWnkN9fe/9UsEBLucylheN7Y30ZLb1W+q4kONckqjbuUnmBIc8ppF0KvVpC46a1Obc+G453CYNM82Ox6G40pfkg3c8zbyW9xufyVBvGfZk2x6sfrBokfQBQMYddW0MWcN9HO/tylmOlC0ozbUqdTDuUpASA207r8krJdpasXSpJrP+19bkrY6HJZHf8dgfnADE/xlDbMqd0gBZk87mA6+7mpvFh6W+UXSJJik7z+qi00e2p6ZsCYFtxAsaM+H1L8F6xcgJSZhD23xClfFKlS5s8pRC4D9IXE+rt201Q7OamrdtzN/PQ10/1SySyDmYVWWQeuse2/SFp7O7G9/7WJIuBZClOhKZUrdOz6DdUc+rsbB0gS44yoc5E0STKLn2/1C59KUUWO6Xj9rZ9UkasLhIWGLUWCy5oBIKkuiia08CPi5bqm9Hzck9lRGWK8+n0VO9LqZ/wiilGD1iUC6Bqv4sZGMugeOeolCZqpYRpQK0kRLmWHJGYaO++WjWMG6qlQIVPU4NwKX1Xk5T1Pp/Lp8oKMgUrCTYnZW1pIMrRkf6bVOHzM+awW+uU7pOa1p4KPMXSLroAAJ7SBSVFKi8wdgZeyngNtdPfVUq1MyXgzrGxnowCbX3uylgkyGR3BLsjARhv3w5TXsUjkg9i+YdamQcufN1R2RW8lktZd3mB7RTQIyWeTEmFllLjtOwj7fuoA2g8uO2X+mG1aoOPeG2zFmNM+pz/0hhqz5Pmf4pfjvd982YzXqXDKWIHVMTui2mWIcQPvKvr+AFt+G/0raRac9vwhxSddH9Pt4yBZClovpVyoDnY/De4cKTd64cPGwor/9v+fhv82aYzbe1qcCWMDB+6YkwfTPmzgi4J9b64sOuiYJtJQZXYddWop9K9cT6hEtHSnqSAlJTKkyc2lRX7SXKecwFU/J1n900D7lIM22oVnytSvRYuWiCRW5TZcqxub+X5XRKIs8ZwPm/mz+Fh+3caWIBr9vq6rg8P68+H8Fv1CPT8mC7V5qTs6GsgWalAV9IFXt2TA3ij5KQwxgr4dkk7ofbHdjtLyhh33FMAlTHWsUqRrgxmFG9/5DB7+HrZ35eZKqXfZ8QygWSC3dGYZHVdTteUZPLGyqBIvr20VqhNWr3eq6u2raENfH6ivLZuUzIRUtObPf2n+aCaDcXvI0lBAnKkOtn0DA18pPvn1H4bErTvk0kpjbd2uiPGH94Yh/rrzZt1bEwb7PTb/f2mrvVs1vw/v1fMLmF7X71qj7PHpmiAIS+hZPlWqA/29kZ1ovu7C5KVYJLRfSRgxgKKYswg68rN082pxRXrAw/AYCkDbz9ICxVPyyEFgmy0k5PN9lfVZr2vui6jTLW0HZwb5+ebfSn1k8V4ivWZBZQ9eeILilNEAsg8SlZjeUmK23LyYieoWmPrAXpTHQHLsdJAMjIMXXfkLOMrzRveV9r85fdgfTkV7k+wOSnAr1TjT1qjucGPND9LOK/eQD0HfI4xyXJAZknuIfPGJaV8oV2QbRYHzmU2UCpXSbvdhwwAnk4gmWJ3eE2y0v1fmsmLG73oAy+X7Wek2Ey6bm42bc3t7eaBWTHmTV9MMq9YulZaaxhXYI0nCci5ulrfh/sUUpbGw4frrKjUtb6N9O8xMMmwv/f327GrFG9K6bC0UcIBs6urTXJJVTV6wHNogAbgPX/eTouOjXfMd5I+5z7jfN4+gGwkQNm7C5LV9ebAxYKOnElCdFVpoZ6drVMxtcBZunhhYY8sFnpRRVSqx8e6IUDgSzoSlr83p0JfXen9qjGkrELQGlBUVW1GAB1pfHkpB2cJKWamaG1C0I7eh+YTFnvkxkuSxWJ9sAGl4aIhtESiwqa8Ix8TScmm7L5JLC/N4bHGxQrQ8X6vXq3vE9v9y3H6LcdqtWqcM3yvWNHnEkwFCQTjY4Ptfv683d8M9J9AskSbk0qvt77bxfnbJkhQ1/kgi8Rk0NJOJkmTEqz6XZHcOpVdhdb0fJ4Hbo+9EP9A4OkEkiXanRISY/KmzkUpG0LyW3JsJl9fOCdvb9N1Fy9/ExMtBuwCHPPfe+61Wm2eWs4vAj4k3wF9isXCZpKl+g3b0l99sral8b662qzBbcUzlv+G/XV6uk6hxpMtEVzCy5rrscyTJ0/KntLJ743xLmaSPXrU/TkF5N0EyTzBfl2X2xmLFfjjF6ZchtAAIjnpIFo6KK/FJTGZJAW4WslH3HoPPohJSvCmsV4ODuy+RYqwBxhIESlth+ePV1W8pghd+/vt++N4Uk0ra16gEsSiii9f+t8Nx8dbtF8DsTRQh9qMrDf6nOYW7Xhpc4w7TngvDw04V/j7Yv9T2xcLvZA/OkYlat5IKQk0HtTeszObDTQxycyr92CFpCvzNSc9qyRLpNS9dp3VNBYpxSQbYxopSipIXOKdujIahk4HzpGBwNMJJNuC3SnBJOM6P5YNkZIylvLMrsGMAAAgAElEQVTcVHvR1b6UtE8p99I23tF3V7IEPvEpeE0yJBLknMQszZku+tXjxwxpkzTbIgFZjx/b7YplufA1sVzqgKaHAON5F36/ErrdOoyOx7cjkPsLkn34oQzgeIP9UgpOuo80QQh9loCG5TIPidcOFkAmGX7urQHW1WnDXZqY0iOwUSowiODH+XnbsTw+3lQufe0qc1A0No80IFNSENJ4Ut2z09P2SZdd8uFRpL7S7oU0WslwaO3jIn1O/clPe/GcSKoBbn2mWGEbLFCZhIPRlCJQ4vQ0fP/nz5u/x9JVUaaaZOpVNFix5mWfaQSSdLWFfa6xPlO83qX0y641yYaek13ECxKXeqcuoLZW63RsMjHJdsPu5Oo0icmboi9wbmCGxdOnbb8Ff0cbiynMMtyETLEXXYFf7+89bbLqk+FvNSaZpX9iuq4EAx3nTN+MeK0GdV9ixZNWe7W15F1jWLecjzPOhVi9WJpLEkZh6XZezsfTZk+ppZFsfN5fkAyBBBJvsC8VQcwxLpJyk0AeRIIR7c9hveBvXr6Ua5J5FpJ1dH0IfvosLSZkzMUcR3yXi4vmPlZ+d0yR9pV6hEyiq6tmR0Za8BLwRQAZKkkJUMMaZ1yxxJhaKUYD7/XkSfOsiwv7XjEgUmsL0ufpFDieNsuVNzogsaKU/Hldi9BqAZdWUNZav7gWz899wYflaEkA99VV8138uxMonoKVjsGKJR5dP+QOaZdgYRu1SErIrrZ7W9JnkeRtSal3wvt41+x83i7HMVR6aI5MNcnGbXe2pdMk++FpC/8dpmLxshkokr+Tc2LeEEwy7zOk72m/lQqhe/RPzKcofUBIF/0aiytWq/ac2d+P15U7P2++k6PHsE1IdJD6r8ualOwDXZeXcps0+4FzSRobrU80wEt7F5pnV1cNkQXTr0dWQuPdAMk4gGNRIjEtip8qlDuRY1RlurBWkVbMLxbM40L0AgAxBViCSWahx1L+MR8TjUnn2QGx3uviolGmFxfx9nvEekfJ+KCSvL5eX1L/IvBCO2VSEJu6U2MZSamQZ8y4LZdtENNjYLHd+M57e+lMMmLR4ft1NVLWu2E9Qn7RgRIoSJU/Po4HHzFHSwK4nzyRx9TpAE3BSodgBQXn5djqD3UJFsb2Ll7p0u5dSDvUJDcQ6oNJ1iUoKxHQlXgnyb57RPMjStcQLDFXB2RcTnang93Zli7W7Ic1byg7ggqWI+BhrUlrQ78rgy5VeMqi5ld7N6CwLQgiUgaUNM5jtEmp+tWboVLXTd9oAJKHdeY9DIgDPt64iEvumozF0hpgqtkPaR56baiWOim9i4UjvHzZjANvx8Qk69FwWIrRO/iklE5PuxkXrty0FEituD7+3pKUelA5QgpBOiHFI1YeMioUKVVNG1MslugVVIwnJ90dvZR35O2QTp7h1+lp+/vU1hJ1YmIGiz8D23Z4GL8fnpaiibRGEKQ+Pm4cj4sLnaHnffcujmOsTsNqpdcKkECy+by9q+Lps5ijJRkmOqGITnz1GHXWn1Ow0iFYwT7FdTdGFlNusDDGd/FIbrtTHf+UwtBdxKMLuzKrSwZiXdpSkiHe9Z1y7Qv6ETlMmJj0AQL2vL4nu9PB7mxTF6fYD2zn5WX7dFfLp7YCccq8kNpSggkp1Yvy+tWpG1BS6ZEHD+r6o4+GGedSGxEe/YrZV7HYFvvG8tPrWo7LCXjU0nxjxJFYjd+6zl+TWpz58GF7DnnGyRMLaGOVwiSzYlxi8ZWy3SVkPq8/CuF360zdvHXjYF2f1CQjUCfVAeAToqtxodTCZ8/0GlSLhTwJU5QoLhwr4O5qEHJ2D3EBPHumBwgS3VN6ZpdFpQGWXYxKKpOMi6VAnj61FV3X8fRQn1NA4xwqNSpquhBoSjmNdLlsqPkXFz4mX24wrM096rNYsVv8/PDQP5cltirqvuWyXaNvPvfPG3jfD0P4cj0CPT+mKwsk0w7SuE/1sKR32YX3y2ljit4bKkXRC4Zs6+THEm3hgcCY3iPXvgwRLJSYf6XYSc6AewLJMuwO79td0Ls4p6qq8W0ODtr1l2Kpg8jwmc/leKpETT3pHmjfLb8695nX15tgUFU1G8unp+nj7AW+uvirqSLFzB6dTv2Keu7szPcM6kttvsVKEMX0NyedaGtSGw8pzqwq3xyieyKIZ9Un9mZsWTG9dB+0jWOy3Xd93OWQsq0bB+t6/fp1/k6ZlO61WDRAhVTXyxKsvUVA2fl5c9+YwUqh40qKS5pwAxVZVdtYqmjuctlmGaUsKk0xehw9awcEa5KlFBvl7SDDh4o6p7ZCzAinrBWe7z+b+epged6fz3WNKi19lqKQNaCsazBMhfC5UL0/OlnGYjymGAepvRoYx9+7iwGCmm6fDeEr9Qj0/JiuLJAMGcRPn6bfo67L1wvpU8bOLusStKToPTw0x3vkeaq+wkDt6kp+vzHt4qa0Bb+LgfS210QuMNH3mh4LkyxhrCeQLNHuYN+WKivSp0ipbzz+SWV38vWnxVO3t91rIUl1rD3+Z1eRNpc9sSLqlhSdixuu+JtUnWcxqiUyQ6pO9NgEXpMMgUcp1kD9aZ0qKtVijs2L2HjQGFr1wmL35O+F/ghvM4LNOYc/8O9h3P7woe+dcyXHlt7FS/cbJMvdKZMQYlxk3vQxaUKmSCqgZeVtk4Ec6LjuzmIZQw2RTl1UkrKPKfY+6q+QcJT/+HgNsmjKK+YwpMyf5bIJqJ4+jfeBF3hLcWZ4W7UaFNJa1O4vrWOi2+cKvXfs5JzVSk5N1eYY0sk1ZxaNFQJuyPLjui/XAAlrbWKSJQYrmgwcZI5C+qiNU4ohkaIvNR3o1Xs5/knqfJE2gg4O9PcbE9iaWxOFM8rG8B5jljHUJEvYvJlAskS7I6Vl5YzTkAy0xaIpR3FyojO/coXr9729xre+vt6sCX14mM/qOjxswKrDw7YvlrMBZvnZ/LPVqgH6Dg/jfaX5C94Ub41cQH2HMVVszsTsoPS81HmYukGspWuinpTaLjEY8dRH68C5um76XTu0BcfdOrALdbtVDggvGnupbIynFqDlz1g+a2nbnesfv/NMstjkSp1ImkhMslTpsrONwbdleHbJscQFGTu5RJOcnbZUZeDtU23eabsgHrAuBRAtEbB3dbppruO8PTvbZGF5niP1p7cgp9Y2PJJcO7nUOugghDYwYAEHWi1AuojdOp+3d2hwLD3zEfsWn3txUU/BSmKwYsmAQeYopDSTrOT9vPqyFBs7tSZZKsCI3//Up/T3K1GTJ0VK+RsSk2ybfswYU9rG7NtNTLL+7I7EHEndlBiS+Ss9K1Uv0feXS732GJ4izv3D29u8tq9WDdhWVc1/YyU2PPfTbAz3yTBtFN8Z175Uloc25j0xrlamxuvromiMap4yK22aLxb56aEePcg3xGmTGWMOyx5T26QNcHwXfk+N7UXlUWhOHB4280yrRS3dX7s39v/V1fpduU8UQhPvSJLCJKNxzcm4SpUu/vH8PtckI8ORW+dLOq1CurQO58/lNcmMwejFidEU2ny+qUxLsxF2IVWAJLWt1rO5g5zapxoIQqxFbKO3jpg219GZ1xS+1j8Y4HVJb+ZrVFLklPLsCT74/agm2dOnZej0dI/ZrHGmiOaOu26pTDLNEU0B7LVrNvMFw9RXOIbCuE7BSmKw0qfsGpOsrssCCSWZaV7wa1ts7K5MMm2DbKgSDFatoC7CGdjbXAve8RkSkNwF/eD0wSa7k2F3MChP1ble/do10J3P22BIziFpWMxe0mcSo6ar7pNsQhc7p9kYXM9Vpdsfae1bQMnZmc5gIkEdd3HRfAfL+3jnmxTHePzeo6M0vYY6BuMEa+5qsY12oBy/H64fCfDjbbcYfTc3m3/XYhorNuS28skT2RbjO6FvwMu78Pmd0499ZmbVddsnkGrSGXJ/T7e0DIfXwaXJZAFm0sL0DDrRY29v7YJ5OcLpylrb8XQ9DW3NMXx9OGWSsekTfY6JBOwgzVgzNlq7NcOg1bviCtNSLpJDLjnzkjOlGVlkLElMJw87QlorHkowzQPvaUIlgkDsszdv2mOMdcJ4TbKYwyR9nlIclF+HhzL1XusHbe5xAJTN2SlYyQhW+pQxM0X6ltJMBw+Asc26nqmBF35fer8hQD8r8CnFftw2q9IDKKTOnXeNaWrIZHcy7I63jMZi0QAPDx9u2hGPfu0a6GrAjXfOk067vW1vTkr6DJ+XUtfJakNfqaH8fpJ/rD1LW/vkL0h1qz3xm6ST8HdHR77xk+aXx+/FeCtFr1m2SMoM8QB5GlkAf6uVkiFGFaZiaplDe3vpTDI+VjTWb99ugspow/b3N9eHVAPPu1ZxPubGjSnS0f7db5BMCxxylJk0eaUC3HUdH3TKXdcWaZfjvqX8bQkoQ5BMUoy5hk+blLm7p2Mv9OyhsGp9inNIY/Nwwdpde3v6XNQEFSHuylDaaezEVLoePcqbL9Lpfp7+pNpiuI6ttScBaikgK/bF8XHbUOTsfFprQjK4dOgHFn3HuRYLhskoWqmcSt9MwYoRrAydtuaRroH2GFLIrDZso31jGecSm0VDgH5W4NNX/ZHEXePO4vFVhi6BsAtMMqdMdsewO5J4fTIpbkCgjOtX/HdKoOuplTSb+TcTpRS0GJOsrvvZWCptEziZQsv6ya39ZH2e2zc5v5M2FjQQazZbg2/Y9pQTNmMgnAd0wjiNxgHv/erVGoC2nvn48ea/aT7TOyGJ4epKn2/YNzx9Upo/WEbGstEYQ1ixD58PUp93ZZJ5/L6O9u/+gmSodCWgjCZXioOdUwsJv8vTtqwrpW4QiZReKQEb0ruigrMMn9UP0qTs4oR78r5jE3/InGep/7U+1cbZaq+mpOg+nvmM7dB2ZSRDJL2jwjhqCbZNO91vPo+nK2KwcXvrZ9flKGZkz+3vtw1XigL2rgmrT/ln1lqg7y0W7SKcIch1E4w+mYIVJVjZJsNIk66B9hg2KcbQhjFKyVSFvkE/aYOoVE0yflhR19Ogu0rM/qboiBgzzTtm94RpOtkdxe5o4gWvpLhBY1xIujilHpH0PW8gKz1b8gOtmmS7JJquSFnPse+W1A0599LGHskduOGhbaZ7nh1L56TDFzirEtMz8Tc0l7XPYoQDJOGgrdSeJ4kVkyIY9+RJO8ZYLtvxDie7eJhkOD4Yz+3vb45Hanye4hN2mOP3FyTDAUlR+CXEGnRkkmlggFXvTFssGgrMLzpu1fMOHiWgAWV8UnZJ59DGyGtYvQY8JUhAcCLW5xpl1hpnTUhJSffJocZLJx9yYA+DEFR8Xnqs1LZYe3nA4dlB3NtrQKCrK1vh5lB88TdSodMUYGSoukY43lK79/Ya4/n8uctQTcGKEqyM8eTgrjW7+jiNMlW8aWy7HhSlCuqkrqf39i2lN6s8tneM6YXeuWrZR173cm9v3ONeSCa7o9gdTby+r+QTaP60pos9axuBgPfe823yWc/2gs5jYEOnSirrdJvvl1sPkpNGeH01K01O2gzB73myNHBzWIvFMVNHOMxqQ/C+2unyfM5bwB2269WrtLHgl3SyprR+rFpeWk0yLhI7NDXmsqSkX0pr5+qq9T73FySLMclIhgoAcMFyGq2E2lpt9hyZSzXJMJ0tRXnVtWz4cgCGrgwLyQAgEn94KP9Wyyfn78Xb9+DBulYcN9rUBrwfGniJLcYVfGrRYundqd4V3kdKo/T0R103v8c+ldqWi8pra62Lcee1KLjRfPPG/l0uA+Pqan3KprT7So6Mx2HENSEZnBKBv0T/1gyoUz9MwYoSrGyDSeZhb/LxvY9MsjEy+IYQ1GNdTu/dRfHUr9xx9pRqH9H+X17eG8aYJpPdUeyOJTH7gP5BrNyL1x5Iz0UWS6oPpj075ieNwYblSAoAuM33kzYrvJsTFltO0uOxjRHOKPbYQz5PrTRMPj89Nb+0tlv6mdqAMSICTBr5htaAZRcxXn37dnPtX17K9epS/YrYOHXdKCs15zVi0d397i9I9uJFg5g+fryZj4vKFCcjIcYld6U9im653EyDiuX0S22u6/YijNXAypFcgMHq05z+9oJk2F5cvETLttL7pGN7cay4M+upBeBxZmOKAO8Tqy2xWtkpiZJyLVVIsU9DLilkLECLkspqkEAt/jwyyPie1i4p35HBvikV+OP8v7mxDyNxODdTsKIEK1INkT4lpebMfa5JNkYG31CyXDb9knN6b59lCIYQyxFPqVGzi3J8vPm+uNF6D999sjuK3ekimJXw6FH8NzF7gHbp1at41oV3s53m+f6+v0TFGNjQHpHiII9Pse33k+KG1NIj+N60aY96XDr9kU5qnM/b/jee/mnNXQtcwvlp2c4SxegpZri83ATJbm7a38VYQQP7Hj+Ot9W6UuIQPn5SKumzZ919jxJ+qUR2YGvo/oJk2iAfHGwGndhBjx41g8onpZXC4BkkrwOfAhRJbCQNmOnDEcZ7dmUDxfLuNSXqVcrWbsH1tZ5nTZd2IgkFpqiYX77Mr7nC3zXH+Gn1xXg/aymJmhNTEijrI9g+OdHHp1SwYB3xTTsy0uEB2mk1XKRx7hL4E4Wa14q7ulrrP6sm4sQky7pef+5zw7OZ+j4ZaEwS22R5F5lkJDnvn7PZNSZQjeYDZ3z3zaQaE1MrVi90jGmmHWWyO4rdyamvTFLShtD60Oor8Q1DjGE8OkXzibhtkPTatplWHsHyIQSKeXT7tt8PdZF1YIonzrXuF4v70JeuqvWzPKQDK86z2muRU5CFlmJDpXvFyhkhy9jy7T1sbLq8cYg0ftZ9Hz/enk0dK5MshPDdIYSfCSF8LYTwbcb3vhxC+KkQwo+nNFYFyeiiU908NS1ocuCilhacthPgdWC9Cwgn9v6+XJDPK7nO33zeBmWokKdXEUiGT6p9JfWfxKSKOQmaAqMdm8PDNogg5ZhbO1Uphp+/y/Hx5rtKDCPPfVAxXl9v7jRbyk5izXl2F1H6rhHEx94CyaR1kBPspRTaRwMQa4+mS2LPk/pYc3r5OpPmd8L639VgpU+78/r0tBubKWe95LJ6c2Vbdb9y18K7JKnvnxocDz3XLNkGKJqyKTeUWPVCx9C+wrKLdqf3WKeqmnWATMJUoIxvqqHwMhOaeGKpFDaO9Lm07vFvCL5JmR5jFMxmocyE21ufXzHE+/F5gs/TmF9cvHo7xkyz4lX0pXkmmYd0gHXCYnGCpnelNZVjQ29v223G52G/Iss4BB24jK3b2axZ+ym2FsfPytIqYbNKZUqMqSZZCOEihPDZEMKPOgzHB6n3N5lk/HhgqRaYdqFywsl6eqorAI8Dm7KAPAbJO+FynSutDXhiYUwRSIpTQ7djRsLrJFjKT9qhpvtrC1FLx7QCDz4npL5EtlKKAojVSKO0QO8Jqam7i12DmNh6wf6y0mFxPncJ9qgW3PGxn7noXV9a7blU9oyWPuGpgeaUXQxWmmb3Z3c6Mcm6rJeh2D1DAxP8vd7ldMq+JFUPjom1uI35YBWSTpE+g9kxMd16kF20O1uLdUql3GklaVBwfTx+3PbLUmyUtZnNfSLUBd4TzscmUjYLndY5Bpa0lZbnKTFT13693aXGWV3r9aPff7/d7q4i2QUtFs2xoQiSaYxhK560mH113d5s4WSNg4NmHd/cpKVa8udbmVhdbSr2dWG/ZOvplr0ZjhcvNo9r5TXJrq/9g8aVVYxJdnm5qeAuL9NGA4vsxwZ7Pm+DfM+fNxPt4sLviOU4f4uF3oep70Hvwp07L5OMS595+THHVgP1NAPtQf5LGUQETfb35bpZ/F1TFKwkXYIY3jf7+w34jP2uGSZeE04LFmKGygIdLEfAemYfwYvWx9L7YVqoBpA6ZReDFX71ApJRTbIcNpM0lgi0bjv4HRKYkGppjiFQ6FO2wXRIAVjHxiQjxvfh4e4wybadFrVrAvNzl+1Ob7EOMcnQHy81tzDG2N+Xv1e63IsXUJA2b8aUFm4J+Qu0EbRcNqAIndTO2XI5LPOSNZ8wjsBYKxZH8kwdjx3POS0T/SQN2Hv6tNv6iDF4rRNgU20o2jp8p8vLNTCGMbT3xHpprqxW+YAzZxVeXm4yyS4v11l8nlI0MZFIHQXX/S6AZL8QQvi/Qgj/ZwjheyP3+t4Qwo+FEH7sxYsX+ltjEI6AAFEkCVGlSUjCJxQPPhHhTRl0KS8Wa1pJgVJO/r1Ek00BtbQc3qOjdaplyoTV2svfd7FYn9ipKTeJZqtJStCJ9+X1p0ikHQvrvWM55Ofnm4U6ve2VAi3czbu4aAOZL1/G75MiXVgn2iEKvC1dApZYvQBr7qIj8PBh9/ZY7eSG6+xsXaS0ru0+Rlo8ru+OBmWXg5Wm+WXsjtvmxBxWHEtNx5aaWzkyJJNMcm4lvTuEDJHGuSvgSWwDYSggd7VqAsmqav471Jzo+o7bLrC9SyLY4l22O33FOt/04YftYPbiohxI5GWS1XVZHZASR/Sho7XSOaUPdOOZTV1AMS4lNjSkzXLNJ7m6avvsfHOd+w4PHvgPNkqZT5IPjv0Qi3F5v2sxkFYP3DpAjd8jt9QLnw/I9sK+l959sZDnlDVXcphvEp5g+Y1ddYbkKz9/nncvQXoFyUIIfyeE8NPC9YfZd2KG4/Tuv78vhPATIYQ3nsZFT3zxLAYuNLFxAtCE0gJ7iZUlTQp0nhBws1B1XHSaIzaft+uH0QmAfDFI7B3eR3j/2WyzPavV+qTOg4O4Mow5jpKik8ZqtfLtpqUCGlIhSExZe/Nm8/MYy0LqI5oXqFRQUWmgaQrFF1Ninz6125sjKYaezy8yqDjmOC+6KFfNUMWMgkQDXyzS2Zj0vlotMJzzeH8OlGEfx/QB9i1/Ryc4OuZgZVt2R7U5XoeVj6WV2rDNgtxD1f2SdP42AIWhgMFdB080m9oXO25X0293BQy1hOxL7sFEXkEduL9ff1MIv1qPwMbgtfVYx7IXHnujCa3fZ8/iNclKCo+3tsEI89Q+62oLpJixlC4rkRp/dLR5j6MjuSaZdlI691O66OvcOt30/OWyOV01tiYoO6qq9Pp+kl+C/hi19/q6bftKgsga5kBtwjkwm+kb6tpcyQFbpXHo22/E8ZJO8cyU0TPJ4Lv/VQjhP/N89/Xr1/HFJTlwHraWNKGkfHLuLPL7a84k/zuCWXhfK1CSHLFYDTOkRPJ2IBMJlSI6eqkKMXY/7AstiHj7tv29R4/ibCAPoGH1HXPi3AbUUj7YfwhqEI0V51EKxXdMzjq25eKi2SVBI51i6HOVsscoYLuISWqte+t98TerVRvExKuq2u3WQHwvkwx/i3OC9emYQTLP1YfdUUGyHIfVsjn3tN5QS7DftqGjhgJjxqSPU4R0ApYLsOqylHrurqTfSptZYy4gbomml/rQScKzXodQ1yOwHzlX77GOZi8ke+NZP9vSSTmZKCm1XFGk70p6P9cWaMCIxSTrKiWYZFLcJa1z7dAyJE7k6OuU94j54BYeYK0fHktpDHd6Ph7SxU9tLJ1twvvUwyQjDAHnLn4Pa4+lMt9KvGcqmIjPTCk3FZFRg2QhhE+FEI7Z/69CCF/w3Pf1ixe2ofAASbG8Zly0pGyp4PvZWXugLYAGayrx76XmZ6PhiB3zeny8ZjbFLs4o0xhdXiaZJ0VSagOmZF5fb54CY42TRst9/lw/ija2axJCw77zGmYrcEaDYs0/Po8s5STt/o7FWT899c07L0gWM8gxpe8B1625GFub2vvSjovEosN5zfWGx0HGscZ3XK3aQDwHoqFPj0P42dqhh8d69WF3OjPJpN+NqSbZNoTP223oqyHBmLHoY6/EnPS+2XFDsRq7SB9p+NsUrCEj2SNNeDHtlDp4jCVwX0GyTrEO2Z1YtgsXC/AhthAG/EOxW6WT5LlguRv0xVJ0tvZdD5OM6mRafmls/WNNspK6rGtNMo1YgbGDRPCQ9JyUMog+DdrAlA3G1WpzTqf0JT4HfWGNSUbxaoyEQu8a05mpfh7vU43gQ6w/a00sFk1cknqKpSZd/NVcm0nPRP3R0Z/aGkgWQvjOEMIvhhB+J4TwyyGEH7n7+6dDCH/z7v+/8Y52/BOhOUL5B7z3f/3ee+2JSp21WLTpeefn7d3Q4+Pm+7gwkAI8n7ePvtUGOmUC4ESzJl5sUsYW8d6eXDxeumKTLiUo9DjSCBDSuEjv9OBBXX/0Udtpx5pbvL8kkEHrRwuwSlEIsT5Cg0JHcGsg4HzefJ+Uu5TymVMIs29ZrfwnzHqNveUAdtlh0wL2FGfEel8aQ2mMJQCbnldiTvK5QxelV7x92zqG/DSEX6ydunhMV592x0zxxzly30CvGAhb4v4FHZ8k2QUwZgjBMZXqanrrsuyClBj3UidijkUePMizMxp72qMfmJ+3iyBZ77GOZHdSa2DSHLd8iaur/kF8yRe3asYi4/78PI3xZX3XqkmGm+UaeLPL61+LGZFhlrOBJZFAJHuR4q93Ten0vpO0tmIklBiJQeoT+lx6Xo5twt8ggIanqnZhzXfZ8IutmZjvXHhzbutMsr6uFpOMOksz1otFu3g6P51SMzqSIomhxqUDJC/wNp+3A+GUi05FjIkX/V8smkL8Hkcai5bXtayYaHGn1NySHAPNmEk7CVXVXBZt3atsPc/kFwdmrR00aZ7GDHZfgTx/bwSFcNyurtKDbT6euKOUW6tBC/hSQTfpfXkfSyDa+bkMnFHbU1MtJNHSxXFt3c31sdaG2eYVrYNJct/YJbF0Xqt2kdeZ6ur4lAbt3jWR9Jw3Zctb77X02HS5bykG4X1b6+gj7+353klLyUIGvRb43fkik93pYHdQpP5GFvveXsMw+cxnNv/eF1CGtuPVK/tzCbDpyiTz6Czsp0eP5O/t8vrXgB+p3AiJh6zx5Il8yJ12X68e52Mp1dWOSRd7ESOhUNxq9Y+EGeTa3di7oc/G/X4rlvVIzuYYZqKuhLYAACAASURBVE1oa8YDNEo6oYPcX5BMKma5WLQXIi86n0PXlBSJBzVOkZjS1k7ck8RKFwyhUS40WXNpix7gABeSdWql9Fsqeo4LnU6Gw9MbT078RdJj46WBPBL6XmI3Hd/z+fNNFhymzUmOpjRPrZx9af523VmXcvaJss4VfkmqLr5njBWqiRakp4JuHgOH6Zinp5u1K6R1lZJqwYXrFhpfyYGBaxd39Pu+1GAllvq+S7vLksQOhtDWYopu7KJHS9Rnke75LoFuqOfIzna1CX2MTYn7lqxFd59Yo7kpTTEmmWQXhTW267Uw+7iyQTJJpA0OzyFKpURbtzxVV5pHT5+WqUnmtTMpft+urn/Jl9YYX9L3Y0wpvHAjOHZIhJRpdXzc3mjPBUn4vPDYe4zT+PXwYfweUv8Jh5ds1A/XbBO2HfsDYwkq6n94KJ88muLvSLGS9XtpzWtrJkY+4p8dHd2PmmR9XZ8YjsWiWTQvX8oAEaKmqU6ftPCJ/VLi9B+LwaIBGinKHa9nz9rP99ImPSloNPmt3Yi61scB+4OAr+vr5vv4uRawSQCRVZNMkxjoEXvPmFj0c/zMartEb7aeg0r0+LjbzrplICnNsGs6E9QvERUpfe/583YKo2UAcphk2hyW/s6BX213lOZ3zFh5DNpy2QaSX75c/9bSEWECyaRLDFZSal/uqsSYZNpaTGWH5VL4S5z0xaUvYGdoSXF8NbZqSnqN5Avh2FhHt6cEm13HfMwHA2wboM0FRmn9SiclIih5cyOusQkkc9qdLkI1yaimssQu7zvl8upqXUBcsi8YLNP67gpIpdgkftLjtqWvepZSKSHtebHNv1hKYkqsJMUz2n3Pz9N1Ftf/GCdIfcwzMWYzGzCzfAacv5rdpTqgkm2Saufx356eyjXXtP7BNlxcpMVK2kFhJKmAs+Y797T5fP9BMisViU+4rjuFpEhwQnoXgyYaKsv/dnPTBoM0BSP9FicXPxnC65DFTqikd9bGAHeBNAdV6g+usKUdb+l5Dx6UMyqaAk4BLzWx6OdaMBqjOkufx4ARPP2UpyJ7nmMZSJyrOUGAtc69O1oxZyclbTYlyNJ22QvthLQkphPpfR49agIa4TsTSCbYnM99rq0HNKd7V3eXNdFqkqFdsJhkpcByLquVGnBnS2nQrYvkBkc5QN9y6fczuFiOrZfFnQoslwAyx1CLDm3LrgO02jjGAru7NTaBZILdKQ2S1bWcjpWTwpYjOBeQWS/FQLE0La94mGRj0AtccljWpfwPbn+6MMkshprUdgR5rDIhZ2fpGx5abWB6FpJqoGZv/fZtG/TL9Rmkzf/jY30OxjYc9vcbrGI2W2fSWfNZiw1jQJkWk0sHcaTYNG3ultx8Znb3/oJkFLDE0gu9x+7SwEgnVnLxONApgykpDmnS4iJKqQESQ/hjk1cK8iXnWUoLlRx8K9UBnyU5U9a/pasvo5+SBqvt2FgKRAM7Hj/WT8XTDLx2r6pap1pKJ5hJ7yF9xwuQ5gYB0uk02Jck0tHWKc/yiDaHpaBWq9fSZSfEAhpjawJ1Fm/z3f+/COGX6oL6+j5cr6uq7YiVSLceu3jrkEif09yaz8szd3A3+OqqXKplX3ojRbrMrdK1GS2J7fBiCr6k93J2ibfNuOoq0jzzFgwfq0jjSPqBsgGkFKGJSabbndIg2XzeziSgk7eHEPSd3ryRdU4sjsn1n6yNhzEyTKWNOM3mUhZFzI/3iMaSj/kCCGgdHm7e09r00eII6XA36XuzmU2IofiINoQ0oIz0FH3nwYPmPbC2neZjp2YspWAGOEeXy831PJs1oN7bt+u1btUh02JDr+3x+EuWrU4BdEuAv9DeD0P4cp2pm7duHKzrk4AFqZJSYXAPQCZNEmkgPBPCq8xpwDmzS3oGNyapJ4wQ8GcFzbFFIQX5HiaZNpFjhogrUo+B4KlsT560FWhf9RWs9+VtlOYXB5ceP24MmzSXLEWM1/l5W5FzWS5lmjCNJfZbajDD31kzhlLw5lF8Xgan1F9a33YRrSCs1K+pjMCYxHQQfo47Xo6+mIIVweZwXYzAft+ngm1Luuze8XVdsgYUSR/3JBkDANPlMIMuQF/qfE5lGJRgknURtM3bYHwuFm3W3tVVWokATbbJhImlSeEG4VSTLG53+qxJZvnzfYnkO0kHd9W1XXZG0yNd1nNfNoWY+3SaeOywAQJyCOjg740+fCx1LxdMzLU/XXQ5xhe0iU/35aC7FgdpOpMfmrW/v+5f6URfGgM+Fwh4ksqoUFZWDkBJc/ziwp/ey3X827ebINnBgbwRUVX6fF4umywmtEdeyU1NHsLuo50BHfjZEL5SZ+rmrRsH69oIWG5u1p1we7vZ6be38U7UFpx1AuL1dXNJzmQJp5B2FQ8O8nY1JGfl4cO2E+ZRLhK7y3qux0h5HTkER9Dp8gBLfToA0vti30uF0gkYw3fDeyEtWNtBwcsy8NKx2lK7pTG00qs8gorbcz9slzX/0LAfHaW1LybcKOIc1mouSMU5Y+xSK0j1sOqkNJ6EoH8KVgSbIzHJxiSlgR2pAKzX4cY1S05UTv9Ztf/GtutfUrrasSGBvi5sw5TvdBWL8TwUUKZtfN3cbNr6m5v0e49hTVjBbER/THZHsDtdQTLO5MM5N5ttZ3OH63SN9aqlXGo6okTAXXr9rFYyyUC7Nz2f7O5s1o7ZNGZu6c1YK+6bz5tY5PJSfg+vLsfvecdQ0+Mak2y5bA53499980a+F82/nLmQynaUgCz+LE8/8jlD4F9dt+fDbJYeb3vmThc/pe9DriQd8s4xyR49agaSB64PHqxz7D0pGClMMpLYxIhN7lS2Waqiw/sjUHNyEi+4h++7DbZE7GQ1Dbku2V7tXtrfY33vuWi8UVF7mGUEmkinmFC7tblrzTcJ4KK/4/HDVt/z73vWAfYffUcKArV3I9CZisXmSKzfcBw0ZmhsncUMjpVOWSjQm4IVweZINcm6SinWRypzKPZcTc9455e0rnPeNeaojq1+TGm5zyxFSfoEyqRUoD4ddE0kn2a5LBOgl2LClJp3icDFZHcEu9MFJLNA4YL+QidBn/7Ro+bvnpRxPk9LBdylbAqtZ6nftbVp1cqi6/335TFEHyA15U8SqRY1zqmUU3C5SEQOT8kjEimu0jJopH587704GIWsvtSstNg7SL48zQ3rXjhHpTmL712idIIkXRjvfTPJLAD+nalJhp18ctL8zSrmKwXXtEi8C7TLxKDnxSZHlyKTMeN4fl6u/kUJx1a7R+pJGqXbrI1BCmBCaR1UkwwZZNLFlROOMVLQ0ah+8EEDFKOzzX+X4wRLCgcVMTJPYvdPTdWh70igAPUTB83pvfl3iY6cKtaaj9Wn87A6qE5CTK9oNc6sebNaNTtnzsK8U7CSEax0OWGp6651Sg0q/lytWDPOMSoA65VSzk+fKZVc3jUwKldKsdM8DOySDnPMH+rDQdfE8h20YMfb55xVcHCQN04xvzN1DiT4h5PdybA7llhpaTn+Po49H9vclCu0XWdnjS6O+fo4T7U0xL7EsvfEkEN/mC6LScb9eYlJtr/f9M/xsZyBVJI9LPm80pzKscvW3PTMJ9TpGqtN21S26nRxkWqAaeO+WDQZJQ8f+lMt0c+iNmmAVYrfmKOrpTVk3ceyF57n97kx5tg8vr8gGRkOLWB8+VI2CF1qdXDBiZEzwLHJoQUqPL/dWix0/8vLdv/s78vHxOa8Q4l+sO6BAUxXQ5DSZg0Y0f6O9dE8jKwQ2hRqDtbG3heNAE/boMDSW9PLEmz3q1fq6YitfrHEWgcSK096Z2stSKBkjlFPBUbxtzF2ndR/0vctNqHEQCTA1HPfk5O6PjmZCvcLlxms5ABeJQGgFLum7VbzOVEiZb2E8zNE+ti7cPhCCSnlO2m6ss/UC63WzRApnpJ4QdmcPl8uG//Oe2gVirUZVGoOKDKBZAl2xxuAar5CTvo2+lzavS2gTGr39XWj4y0WVWwjh1JKPQdZdRXLLkkpk7NZ47vGapJpwA+SPrwAT1fRivfzv3mZZBLAqo01HlQnzSevLsLvfepT69jX43dxf4lAS2ncU/0I6g+K6ReLzbmh2cm+Nw7RJnr6WbJn+LunT/N9qy52OqIn7z9IpgWMWHdJy9PtcnoQ0ff7UlgpRdutxeK9T4ndgBzHtu+85C7P04wEnqC4WMg7W5pIdQU4m1Ebo9huGimDg4O1kyztpOTO++VSLv7vdWx4uz1BAhoKKsKPCpgDg7NZ836rlWyIc5lkvN1Uk5DXJfSyIaV3RiCPUmtj7bi4kE9N5YZUSjFCZhC08XUIdb0FvT7mywTJchyX0gCQd/NASwNBQLsvdlWqw9N3SmVXVvi7IqV8J83+Dskk23aamXet5vR51yDKslcl/WdBJpDMaXdSwErSt1rNVK9ItVU1v49SJr3t9sQokn3in2Mc1ucGi7XGEFQhX5TEsmcx9hD35fpkVnO5ulqXLiKZz+2aZMgC01JBtZgHwdLDw3afWbpIAnpI36bOC2TeE/iJ/a/5EZKu965fyVcaqu4ktRvjvSdPfJsjGoNPqilt+YQ92+77D5LV9ZoBgYa9y+T0SF+ILleiUvFkvGKLxdrxoevBA50+aoEAQzDJSgdJ0vOsZ2Af8N8eHa2dSInVqPWH9c4pFHl85ulpu4ijdL8u8x5Zmt628v7EtWrJfN4GFefzRnm/erVp+Pju3aNH7YMOUgEyzw5J7D1wjJ4+bb9fyfGp601DaukPmnfQxgkkcwYrUn9rulhzeLZRU4vSb1PWYQkp7fCUSC+ZmGQ+kWqc5Mxdaw70yezaFmsMJcUHzfFXSwRRGkA+McnGYXdSwEoaS6m+lFckNlMOk0wr2aHV7oq1l2qRITNouWzeOYUxlCIeJlnsM6lusKUbV6vm+9YJ9qkS2wjLsY3SGHsOFcDUXf692UwuHyPpIo+P4fG7EFijeaWNrdRXWhu7bjb07TdqMU6K7rfukZKF0zOJ5t0AyUhSKOwl8rYlZdj13nzx0D1j9TSkYuR8ESGrjl/n5/4C79pEzq1FwEVzYHmO/t5em07tuUfseSlOpbVgpf6yFrTWb9Z4x5hkb960gVu8X8rRviixHb+DgzXbS5Mc5oZVrJ6ehXUg9vbaqcYpAZLmIGhtOTqS68dJoCLvH5xTjx/724h9tL+/3umhtlgnolZVMx+gjRNI5rQ5XCzHpa/dsK7OUi5bLNfO4Vw8Pk77PbYhxWmzZKpJ5hMa98VibTP39uT6OJaMBbDqIrlzJjVAyllrfQZRpeseMZlAMqfd8eo+9GGurtLn7Gq1rou1t7d5GFpqTTJst+brnpysszN4e6VnoP+O75ybduzpF6smmfQZljqQspBiurHU2vYAYDm+unQQgwaYeOKj83OdjCLpIitG8+oua315CRX0DpKu7+K79Kh/PxEr3vLaLWorEhxwHsVAsIlJ1lPAMpTwBdPVacfJUFVrhcAVJ04qnKxoNJAWPZvlHU4gBfJ9Uz+lemrSYumykNBw0dHrUi00TIvD53iLh8b6jVOcY0qRt1O7r2Z4qabYs2e+vsI5gUVFPYoTjfOzZ/FTJ61dCcthIpA5JyCz6NNaWyhojJ1EytMpce4+fJh+MpFk1Dy1H6R2TTXJxKtoAeUSu2FD0e5Rutg51OeXl/nt6Dn1axJDtLp2FnN610ExLl3Yhz2zsXZZJpAswe5YfiH5hJhhk5NKjgwy8o+9gu3ktZjQLlplJix9z+Mw3JQ8ORmeqa1JibTJUhs6HgDM0nMaWKSN03zePpHSYw9S/RyMwajsTYrexXd49SreTkmsZ+aAXUPZjhJMMhIpkymFSUbf6cl/ePdAsj520DSlhAPX1WmXJhO+h5R6hpMV00BRGZ6dyc/H94nVnlou+085lVBoblCpf1KDUASWJLDH+ndKP0pi9VtMEcbmuHcNYNF9Cyije2LtALwHb6tlzBeLdo2MWCokd668/dPFobDSE6gtWl0Oad1JFwfKpLkuzSHpnaR0Ba1Gg1Xz7u43U7CSYHM8UmI3DJ2qoU5+ROli55AZ3MVOT2DD9kSrayfZ3bHVA8sRtOlou46O0u43BBtgB2WyOwXsjrU5V8IPSslEQB1Nv9WCcGs9SAwlSTBzBstbbFsobVI6gT4mJUsDeO8l+Zsx4Mpbk8wrKXE9+t2Hhw3TGQkOFxe6DpbmZ66uLqnrh9wYlEgh3udye4n2X4qbt7iJdr9BMj75FoumHtP+ftmddVQkn/mMnAI5n8tOe8rixnvG0vC0tLYY/VhSiNJEjgX4VJCyFJtByvu2TrshQ6mNhyaScUBHAEEzrWZC7qK2+i22Y1aqv6X3ibVVCookIxAzwJqT5An0F4vG8Ykx0HIcCkqPxPGmdc/75O3b9lhZTLL5vH3f8/P1vaQaHxh0pqSAakbZqnl395spWOkQrGg6P8cRoHvhuPM6fLvEJKvrshtZuwg23JfUztXKl84+9ME8pUXyLfDgnocPt93KeyGT3elgd0gkkMCjbzS97NH3mh6W/BKp5pSnGHgMIEipvebVwV1tlZWC6r03b2vpQ2a8BBCU1A26ocAdSTd7Ll6yhcYESSJjYKpvY2NwPm/XNbbmnWQvpTJSfbVVOzyNDjqDz+8vSPbihT3pS+2sS2yQ/f12bRVy/LDYX2oQwweZkFxC3VOcTb7YJUOFk9wKnFMUC8nFRbOwrBMesb3aCSKXl5uoNAca+Dh7g1Ac06OjOL1Uy9E+PMxHwHOcklTjZPUJssAeP5YNpnVSoja+MWMu9aenqH7sRCMuVqqB1C+xOUDPwXXN6+RJNcm484jt52A0ArNkYKx+5bukWJNM6jsyFKhHwMGdgpXMYKX0poF2+AI5bH3WHrJkV8CpsQFS9/GQgJjd3XUmmeR37fo7jVQmu5Npd7h4NsVRYnbL0vexlDJsC/kn2m+878XfSfKruN7ndsCrg7vacvRxsU0ekWrKpdqP1M05b+H7lL4ZAtzBdmNqZwgNe+/8vJ2Se36+Sc6QNrnpkLBti7YW+/QFU/wWyV4OkfWA40+xqcasvZvX9xcke+89+cUxoO0qWgd7dlC7TAzJuCC76/ratyike8WYZAiG8CtWmF3LCbcEj00+ONAVMM/rr6o1eKYBFRgoSWNqpZa+fLnuR41+WtpRthSh1zh5aK4ElGGqn0Wtxnmo7dRZ38E5qR0ljSKB1tLaklhZWg0wLV1ae07siO+YaGBVVTXMOA6Mx/o15nDQWpAMiOE4TcFKZrBS0hnAeeYd80kaGSMgVZoJsCvSdzpFnwGCZi92oc7amMFsYcwmu5Npd1BSa5F1sVsxlhD6YrReUuempDtpDp2ebn7GbSTaAW/fdLXl1omdXlskvXPKxk8OmO8lY6Tq3FK6SHsutvv4uJ39QpkeuCFdVc3fODmDsprQTx+rLvXGhdY4WDbNO+8sJplGaihhS7XaZ1rZm7t5fX9BMotJ9uaNvBNydRUvEC4JLpL9fbkgOE6iLjsRUsDOC/cTjRfvrdF7KY3s6VN9ksfyiL2TGAM6rtw1wb6iemdan1nFyHnKG36P2oCUXKnNmlKkfsKdilJpJDGF4TVOktLQ7hkL3vgzvYFeTKnmGE0Pk0wCkk5O9H55+LBpp7Tmjo6a9c4BWZqrNGdyT0/y1CCUBHfBJBo4pp8j6B1xmqdgJTNY6aLzY/ZjsRhvwDtGGSMgNUbgbtdliLTjXQDEUMZcs08Zs8nuZNodlFQ902UNeeYZZsjk2DGtfAVln6AvRX4R2gEEyYZikqXYIm1zk2/0evRRTqr7GFiyWoxjjYnUbioJcHzc/JeDnjc3zTiQbzybyeWacByvrvopFyG9M/+bFfd5AV1rrZYcdwtLiJWRyn2uhAmQPy2twXvPJJNqkmkBOU4MT1oXCWcthaAzXjSjlIK2oyHBQeUMrtvbzcV9fd3esemaQ00nLF5cpCkFi5WFR1DHlERdy3/3FEXf22sbCTJOErMG+y5myLssbi0dVat1l+NUSEpDM5IpTtW2Az1a6/O5PF+kucHbaNXb42ApZwzgvVarhn7N51rqTqNmPLgekPRazCmVjAKCZJExm4KVDsFKDqulhP3YtowNSNi2ntJkbCmgHhkzI2lbB1iMXcZ8+qsyZpPd6WB3UFL1TI6tIZ1/deXTD+i7pM5J/k6xA8qIECDZgSFqklH6nuRnphAG5vPNtqbEHRLZwfPuObbcqr+WIqtVQ0Coqua/vO9jun4+b7IwpGwnCWDzkDNwzs5m+RvjXCRcQmvbgwdNX8Syq2KALtqE5883yTeeWDFVYvct9VypdhqmW79TNclSDIeE6HsdKa8DZu1aexxMDRx5/rxNDV0smkWjBfd0aae/eAQXsFX7SRICgaQ6S9xAWsF+XeuLX0OHaZxiTDLqc4sJ6DEUqbXX6De8Tfy3qDCkk0yJJSQxJlEQELJOJvI6DhJIM0QQ5TXcUh0HLp76e3ytS2u7C/BuvZPFkESgTOtvCSSUnC1DpmAlYnNKAx1jZD2lSJ+7z110S9+A1C6BmLkyZkZSXQ/DJBuDpAahYx63iUmWZ3fGJDk6X4rFcjMNpDm0WLSZYm/eJPk+RUQCVvb3G7891oZYzCllQlhibQqX6o+SgPzt7ea9bm83N8at07FjOi/G1tKEMtF4nD2bdduQ0ZiGUlkXymTR5oT0HpK9sOou4zzB9ZziS52dNe19/LidcYX3LeE74j2OjtxzewLJ6lpWWKlMspgDpu1aex0VC03FxXR+vplrrdUP66KopAWcs0trgVm4y8LbSwucvys+ny/alJpkHvEsXIupYCleBDRnM/25WAMNU+08SgUZhrETIWN9hXODM6qkOV4iUE1VpNYzLSCKGyINkKW0N/43D0iqgXzkDC4Wdh2LvT0fMIrt9fwGZApWDJvTB0NprKwnr/S1C7mDgf6oJQfU65OR1HedGpSUuipjYkXmjsGYGYBTTbI0u5MiqT5X6jxZLNp+LOp8aQ1JQbq0IeTV+5iOpvlPfelnrZ+lmK1UzCn5r9Y4W5vC2macV/9R/yMQ4iFoaM9AkAwPGLPigBw9qbUD59b19WasnbsxTlKSSYZi9QOtdSRgcEaZBJB555sGyh4e6vOpq73t4H9OIFldy4o5ZTB4frhleCSF6V20CGRw9ovEhtIWz9VVGcqrBCzmFtyjfpHSQfm/CbzBv89m/QciOHaeRaexP9DI8dMP69pmki0WDQr+8KGcdvv0qayAUkAtdBq08bF2+Kw2vXyZfpJQTLxK0OvsSSmNOC4ccMW172WSWfeW7uO5qCaiJR2BySlYMWxOX6yvXUzDI+mLSbaDKWOjEj6nckG9voDKoQFQry0aQ00elJwgdAdlsjuC3XnwIM0m4DyPbeClrsNIjZ+6ru01hDpd2lyWYoWYb8f1MV596GdLn3T1e2Og/9HR5v2fPtVrTnuyE5Bw4NF/3J5op29rYj1jtWriWuvwOC0OSJ3LWjv4ux0eNu2hd6yqxgefz7tvQPBa6VKqp6cmGdb/evKkvQ4ke5Fi51J8Xm3cSm2cStLBZr8bIFkMqNGK4GsiKeNcpeddtFowgL/ni9hT0C9F8D6c4aItztSJiYEgKQmOoqNDeHjYPJ8YPLEadKkijW0XJhnSZPl3CPyU0jQtNiJ/b0kBWUpLAmLIabCYfrF70rhZxiz1lCVNcHdCOqmza9AlnY5jBZU3N+vvVpVcHyFm3DXKNe26LBZyUVqvw5e5TqZgxbA5u8766kv6YN9MTLJ8kRilXU7bLs1IGhoA9Tr6fbEic2W1Sg9Cd1QmuyPYHY+d4XZeKrdg6eTUdYj3n83a97fW0GrV6CJMPeT6FMu0SCcM8nSy1aphIJE/urdX1x98IBdiLyWWPnn7drNmdCpAZ8V0POVQuySgTKtzi3YCDzXT9J9UE85L0IjpWIksIV3SvE6xVVo7tFRHqv+NfZZrF3N8CA6sWfW/cU1L/ZJbwsb6vsYk63uzKdP/vN8gGdXs8iwa74BpTnkue2C1Wit8i56pPTdmwEqBRTmLVVIwOc50rAAn3c9rEFLboI1tCktOM/ZSey8ufLWkrFMjcSfJU0cMwcjVyj4AQbonf18+brNZ83dklVknCaUoNU/g0jXoQlALT8NBR8d63mplg4cxJtntrd4uqRaDJB3AnClYUWwO79sxsL7GlhbWh+xYythoBHX76em4QL2JSeYTZMhIfgHVYjo52b5O6iCT3RHsjscf5PNVSk+TGDekU7syyTwlLSSGDtboisUB+D7831RMPYTNgu996udYuZVcXWv9Vtp4fe+99t9SNqOxnzG24AwlZHzlvqNHx0qbAy9flvV5Uphk/D1LbfCksNFXq82N+di1v78GLUvUkZ7P14ChNt50zydP1jXJRu6f3l+Q7MULfXJIjgIBao8fy2g6iTb5cwPOlEUgTVrLgEltyg3eclJHUMEgRdq7+CRli0UHvccp5zjefTBDyDhb7ZZqd6W0A1MzU9ql1dui00el0z2l3QSpcKpnTsbo1ujYSN/H9ZIy9pqhxdp2lhNgAXd8J5Eu4WSVT9rNi4JiOiXeiwNolnRIC5yCFcHmjK2A8tiC+Ul8MhTAKunisYF6QwOgu1iTLGaHJDb4jgJlk90R7E5sTCUwCX0Tqy5YTsDsWUfSGtJSIqV08NPT9vc4AGABBH2lv0ssLK0fcnWtFYtJ9cUw8yZ1/WuZNDyFL+arY0kZj3h0rOdwt67irUmGWVYl2oXsyasr+V5WvT3tslKcEUj3tD+GEWyb9T8xycBwSOi5V1FYYAQO9MXFmjUTq0kmSYmUDM2AoXG0WDt1bU+i3Hbye2oAo5bGyd9ntWpYSFUl11DwMslyEf4U4+ftDxIED622ScCXlYteIkiWUmD5falWnMRMuL1tLt42T9+hsT88XL+rtYtGfaspZMvZo89wPKx+i9HeLefh0aP1ftnrzAAAHw5JREFUzkuMjYgMPF5bQuuTmGObA/7ejd2LEH6pHoGeH9M1GEjmDVjGlhY2hIyFVZbjkFGaUW4wkyNjYTzuuljpSkOIZYckkGTXTse9kwkkE+xOrCaZBJLSSYCSjtpmnUct2Of1fCnWwnjm6mozbYx/xplkWv1kb/u0dTZUmYVUJhn1jVaTzCOWTov5GX1t1mmlhsYiHl/EYyskhhje06q3h+CXthFv/c6jA2K1trepV3AOSuV4FLm/IJnFJONBvCQWw4IC1vff3/yORTEk0RaNp+BejqDStuo/eemtXXaZJeACF5aWy20Vs+f3j9UkK4Fme40hjrfVx8tl/BRI6R7EqCPaLwek+gqStUL/2LYu9R4kYz+f+xmNqQrZMhJd+i0GPMfWk1UTjs89qrlB4++Z51YKjtQ21pbXIdT1CPT8mK5BQLJUNuSYnUiUrgDXtncqSXL6PRYcTjJesWpL9hkoe32xXWKSRYLGCSTLtDveQ5fqul896tHx0mYB91Gk+SzFX1iT7O3b5rm5MQyPVR48qOuPPtpMB+3rwB6tLfw9+L+1mk8JwECSxOxdahzi1W0lQJeSzGmv/0IxAca01pqMvSvfdOdrwlt2Z7ms6099Srdj+E4xdh221yIuaFJys0liWFI20OVlU19a8dPuN0h2cdEGszCIT9kRiAWsVtCeOkFyAxwEivg9LEOpKTJrouZMYlQkHCHX6o3VdTv3fDbzP1Nrw/V13iL0GENpvD3GIqZo8R5Y24w7C54UxByRAKW9vQagIZo737lLobbzOYWU+SdP/IxGbCM/DVYSK+01B1woxWix6m7wuYf9Ip3+xMVbL4PXBWFtmUAyR7DSB6Mk1TEcU1qYJSUCM9xkePWqfDs94ik6jI65lWY0iS3bZsNJDrjlG3SVHFb/LtQkc2w+TiCZw+5Y/etdJ30wcnOCZIkthrGAFH95wI9UgMRi61DZkFTdbbXB2z5JH6QWR8/xEzxgz3zeTvfUnkEbvYeHPt3W1WcokcWV2hZrQyXlcDUpniFwuaqaNSLNVek9NYIAZX9JAFlsPLV65N7xKsnKlOZgCA0whn0kAMn3FyTDQOL8vJlY/GQOK3iXDIoVsMYovKkF9i1HW1NoOAlxYvDTbTBtEBUdpQ1IhuDkpH3vHBAN23tw0I1JZgn2mQQgesWzgHG8r64axBr7ONVQS/MIT/rh89qTgpgjVCeLF/q/vW0DdqmOPG8f1uyS0kux//j7SmmT3rVD1/PneX1j9XOKQ+JlkiHDLkbPltI3STRnkPXnBJJFgpW+Ui+2SVkvKWgbSrxXqo3oq/6WJ80a9aIGTE9iy1ApTpYMzSTLqQ+7C+LYfJxAsojdGbPk6PjYJmEI7YwFD/gR+45kGyS2Dl0nJ813UoBIut9s1rwDlpfxAjiSPtCAe2ljPoeQ4QF78Dt0IrvVF7xvUbeh3yy1O6X/pX7LBYcx1tDiSWtDJdbmWBkY7I8HD9rP8BwwRoCWJh6yhzQ2Kes/h5Upjb01TzEeV/r13QHJSLqgx9jhlANPNclyUW/J0dMUF/798nL93NiRuLio8Lm8cLjE5MFdHWsSSyAUTmAJSKK+khTVxUVjUHIAMuwHyfimOLR8QUoGVQIA9/aai6idqYERpuQ8e9Z+zmymF3jsI8BGwAp3+fj8jIlViFWav1IOPBpl698SUOZJebX6oK5tFleK40Ai7agiI0DSa5bBf/ly834vX7bvJa3xqSaZem0EKylGPsWxGzKlwyupTB7J3pUA8GP34Ouh5C6yJBoQbgEcfYF2uyqezYSxrAdPTbJSjLe+5+62ZGKSdbc7Y5Vc3yq2SfjsWbvurQdEjulhbX0R2wnbQSBZiuB9Dg7S3sFqrwYOSLoU/eInT+K6Kgb2LBbtWMBKs8SNWUyflWI4bAMnwNC/Y/WErVI/V1f+zWzclL65kb+H73Fx4bcJFjglbfI/f775b60kVF9Zbmi/+2SSad+Xalvzg9ckMgDv18Wi/nwIv11n6ubBjEDO9doajJgzqgWX/BS5qlrfw1NXSDsRsK7lI3brWnYSJeU0mzUAgwWSUXut55KDqRkmZCxZk9jaAaLv4qLJLSopCR8XSblI75jjYFsGlebRzY1s8FJTbN6+bX8XFSEyhPhc6zsnXFLUlCLpCf6w7Zbyov7g/YrATgwk04x2ym4S3w0kJiSuE34fzbnwssqs8UgJsmNzQaoLwp47BSuRYMW7s1jKGfBIH2lpOe3R7E6pVHDpHjjfNZ3ct4wF4OgjnaqkSMx2SfpikpVeK6XbOXZANbf/Ir+b7E7E7lh9Km1UDyGoey8u/Hrn+rrRlY8fywdc8UwGiZVrMcnIT+PgVF37ACqJMJHSt6tV2x+dzTbTRVPshKQPKH48O9PBHglM89TKssAeLX70AlYPHjT34nWijo8370Xvw/+G9be8z6V+0w5Q8/jn1nyS+o6fDMozfSybLM05Ehwz8unp/tfXeZgH9pH0Dl6Zz5t1/Py5HyDvunkcA/RWqzYBAbLNumTNbN04WNfrFy/SiuST4EKRKLD02bNncUXmcY4kpWKhs9pCpjbxfxN7yXM0OLVNA7gQqQ9Br3Fh7QBxMGq5bLNaUoy4RYvWGEbUtzjWz57FTz6UgFM0qLxgqNQeNOZW/+C7Sk4C/zfu1iGLyaukcpx6CaTlBwvEjD0aQgQQU5lkaIRwbTx71r1m09u3eo2MEJpgnCt7bf1u4+RBnNNSXyiGagpWIsGKl+FSilbu+U2ujrUkt/19tMUSibW8LbBqKIBDmydjOeBAE8l3sPTj0IBWDsAonfx8X6XH9T3ZnYjdQdH88CGBstwMBqyrRVk7T582MYO10eEhQmg60AtQcfAxtW+lDfLZrJ0dIMU2b9823yuxySExbbw2XfOd8fezmc+/pneT5osWCyCDN9e35iBX6j2o3amHQlixvMaCxzVB38O4L6dMjCTLZZPl1OVE2Lpuv6sF3OYIjj1nEXpiPOk7d/P4/oJkkuGIKT9p0vIjhZdLvSAiKmmiF+PC+9SnNkESWlQIQFmLcj6X8+JDkFFRa+Gigzmfy2AY3YtSvzwFYL1GxFLK1I/S7pM2nhJwpS0UCYFHJZViULVUO81oRxg7LZGAKJ5eqbU1te5ATvArFZdMoY1LbYwpOOxX6/sISGqGNyXosowrOQc4tvO5v5jpUOKZH6yvp2AlYnO8geJQgFFfaWm57e+D1WaJpBfHwsYZmuE39rp20iZdF/2YOs4xf0TzBSzB8dAOjboP0mMK7GR3InYHRdvwlsqj9KWPc9aMBHg8erT5nS6sXM9pgV6dkTPfedvRD8X+obGZz+WaaF2AMq2uVxefBPs29fexw8kuL5vv8bic/P6LizajzGM7cLP7M5/x3cMiQMTmj5WyyuejVi+Zf8+zxjxgEZbP4bENZzqmivWu3hp4sbYvFnljb90v3HeQDCdqLGDXjgnVBpcuXCDWpA6hmXjLpY/tFBnA1oUg2dGRH7HFd330qNm10Y5HtRQBTmrLCGtKWepHvvi18Uwxntri5UoqxaAiEIOGXZMUJ4WMJZ9/CNBeXzffIyOSegwzjkkMbMVn0zjxsfDUXevC7Ir9FsdROj0zx0Gg3RZpHn3wwea/OYOgK4utpFi5+3Xdcur+jRB+rx6Bnh/TlX265RCAUZ9g3NCAV0y09iDDdwzSdVy0d+0D6BlKsE9Sa5B2rT3XF8DIN8PuU8F9lIlJtl27w8XDJBtioyaVfSmBe8LJc9kbHSV1oNR/KYCEVcMW7y2RIyQdlOJbJmQQRAX7NcfWYhwqZaNYMbZnc93T7qOjeF0zHoNW1bo2nsfmeJlkVhmlxWI9/9HuIXkA+wgF2317uwkcdtnYsd41FotKLDRNUuPcmCzuc02yz32uPVFTmWSUy8v/9vhxe8BQSccK6NMi9LKdjAHcqDVwcaGzwPjCwAVE/8Z0N2qbdvqL1pfYj57i7ZJS1tL3tDZwCrJEgZUMtbZ4Hz/OKzg41C59bC5LNZFiShIFd7D29vRDAWJtldhyqSwxS6waCVx4oCwZjtxd8NWqfVpKVbVTid+88d2vD+H9iX1vGTECSNlu3nS6ZWKwMgYZG5jVh2gB3zZSPD3ShXVjvVMfKYMlpG/guFTtuT5SVbswX0pL3+PfVdco7ZtAsgy7w+MEngVCf8eN9aEOv0jZOMd29Vm/Mkf4u6RmbVgxAx5mVVXt8h7Y/tTnlxRP/OPZrEL/FGMBK8bOAUassimSDbi6amzLcrnJctvbq+v33luDmZ7smVhNMrQ5RH5YLOInZdPfPfWYkXRye7tZb1ljOHp1PL0rYiix+amRl7RnFJ779/d0y9NTnWVkBd6YTinVKKNTFiWArK7TmWSHh5uns+QITo6jI/l0EVxAvB1SEXm6iOJKcnurKwJpUvNTHb0SY5LV9WaOPn6Pv6tlWGjxXl21C+FzoMxjUIm1tb/fP2NBm8ta2rAGStGcfvVKNrhS3bTUAAGL8sdosd6AgsYFFa9l5PD9eE0DdBil31o6hIw3nSTDWWY5OzGlUsIsej/m7uNaefiwxZKcQLKMYGWS/kUDncZyCiJKF/Au9k5jA0WHACqHqD3XJbgeQ4rv2JmE2D62YTmBZB3sjsYqS/GXSolHF2hlWiTQYIj2ki6NrX+JzWKtewTCuB7HzeWPPorXJCvNpkkRSbdwUKwUiSDGJEsV7h8jW89iYVv1iLXTJHPfFzN0rq/Xz9cOhNvba2/eYx+R3y8x9nh8TcDgapVvy1NYYdpvYnO6cIbO/QXJiElGE967GKVTNCSlGAvisZYWoc/n5+uUs/m8eZ5WXN+iT6JI6VLSwsAFhIy2y8s1YKQtrNWqOYGEPyuFSZcyeefzpo7bs2fpDC7t9EhrPnQxMLiYt+V8SiCl1hYNiJTqZnn70POMWA0+pDFTvQHrSGHtyikmrtXc84B3GlMzByDDZ5Eho3pv3ntaawH7HgFMOm2XseUmkKxDsDKJLV2cHM158542ug3JBbPGyo7TZAigcsy158YiY69Jp/mP83mngOW+Xq9fv/YBt9aJ8ycnwwLqXl1AupEAluWyzc7v29e2wEWt9hOuL81nXK3apTr4GPDPvZus22SS1fXmXMS1jKBSrByNpbulmmQlaldKdYTpWVoNa82vTrE53s0XiguoL7GoPsYNiGkcHq7vJc1V7G+0qQcHNrBrSW58jeQl3NjvcY7fX5Ds9ev2Aj08jOeIx07UI0kpSE4S28nh95EmphWY42RHgIMWhsUkw+L3WjCNAffNTbtvYsrDIyk7nvjdszPZAMXulWtgJMBmW84nvoMVEEoOKbLp+Bz0OAiotPAZL1/G+5nmqXZABVGOsd0EpqGRi4nXactZ9x6RAmV8luTkpgB1MSYZb4vVf/N5/VEIv1sPqM934RocJBtTTbtSUsLBl9bSWJlkXWVsbDFLhgL1tpVKuu1n17UPENw1JhnzGyeQTLA7L174xtOKP4bWHym6wLMZ2qevbYGL2nO5bbZ8RoylpHIcfE179f1YfAPMQkGQzBo3rPE8ZDyFzEFt/LX4hM9pzSZgqqVXJ/M5M5s195bKIfHSKppP5QGtpBgx5bA5BDNz/btYiZiUWD3BRt9vkEwryu4BvkJopxhyyakvYSlbDHi13TQrMOeTyJpAHqaLBRjGmGS8b6Qjhb2TGcEa61jb5XKzTSE07LOYYZPePcfASOOFxRdLF43WDKY29tJ7SQZAS1208uat52oGQOtnTv/V1jAxPLX+Tg0evU5b17oy0nzTno3Pkph9kj7g4PBstq4hZ9Ukk/rD6L8pWFFszlCy7d3ivqSvVJFdY13dV9klUC9Vtg0+pdimbYN5MVkuxdIXk90R7M577232k+Vj8vW37bXoeT7VXbLipr7XWiqTDGW1Wm8wHxzosVJsze6iDZNYq95Y6Pa23d/b8HPwHShDbDaTQTKqj13XduyDsa03Rs2JQaxYK9a/EmGHsloODur6/fd1ABD9uRTWX0w/5PiKGTZ6ayBZCOHPhhD+fgjhJ0MIfzWEcKJ87wshhC+FEH4uhPCnvfd//fq1Xoxa68zY5IsVE4yJpWzfvIlTHFMDc+9k1BwmSq+SaolhTTJK09T6Jgd4QpBub09vf8yIhtAAB0hllsY7ta2LRbvmlsWkKgGUWQZTUh5W4X6sSSaxEj19YSktr1OOz9bozam14uo6vl69TmOp9EkCATG9kbNc+LMkIFbSB7jL04MjuavBSp92Z1CQbJt1R/qUPsG/bQeFY5WxAya7IttOY+yL5eyVPuYR+GKT3RHsjpdJlip8PHN0Z9f54Kmh9t57je/dt06P1SSLpQVa4+P1J7uwobfJLMshCKxW8qZwip9DQFbq6cgo0vhZ5UuQHCHZBPTfkJjAa49pxflTYxDtN565QeWiqCaZVqaH7metVy9ApsW3vN2pvmKGjd4mSHYdQti/+/8fCiH8kPCdvRDCz4cQvjGEcBhC+IkQwivP/V+/fq0r2VjKpacYeq6ySdnJod20x4/lXOESoinwmIFLSd/KFS1llIu104RMMuxnyalMHWecYy9ftvsM2xfLw/eIZTCldMtUY5NjVEusESn4n883d2xygo+uDLASgnXWNEMi6QNeEyFWkwzrBfQQtO1wsNKb3ZmYZIVkLKki74Jsm/10n2TbfblNGzfQu092R7E7pQFKa+PZA0iVmA/o41J5GH5aZ2q7+pDYuisFnpcqlk52dcybRhoI5fUJcHO9C1Cm1bnkdcG0NnqZZFqWTqmNj9K2Qdqw1wBA7bLG0gsIp/qKu8Qk27hRCN8ZQvjLwt+/PYTwI+zf3x9C+H7PPV+/ft3u6Nks3/Hexs79EIGQpMC9E4kARemwgxISe38NBKUUM/qOZggkxZE6zp7FPDSTrK43lYek0PoKQLsGuNqYdy2+vO1d9rrenG84Hg8f6vM0VbFr62JikvVqd6aaZJPsnGyb/XTfZNusvG0dUjDQPJrszkB2xzp8y8NgKjEfYj7uWOpMxnzLkgByDrAlxTRjT91EEoaUzWQJglezWX5btLlMuhZZYBgzemqSaVIK3Cod/+QyybyxdZ/zc8CaZFXz++5SVdX/FkL4K3VdfxH+/kdCCF+o6/pP3v37j4cQ/kBd139Kuc/3hhC+9+6f3/IihF97GsIz+vxXQvin/08I/zinjd8UwsuTEN6nf//zEP6/nw/hyzn3EuSDEMKv4h8/CuFyL4R9+vdXQ/i9H292l4rJhyF88JkQzujfvxjCPzoJ4euPQniP/vYbIfyLL4XwD7W29tk33xTCy+MQvu7XQ/gK3vPzIXzLYQgP6N9fC+Fr/ySE//eX1+0T+5XLcQifei+E438Rwq//egj/MvVdXoRw6pljnw3h/HEIx78Zwq9/qaHSo0TbKj3760L4+q+E8GvWvMYx/s0Q/uXPNtT/XElua4pYY54hH4QQfvU4hE99cwj/WgihCiHU/zCEf/DrIfzLzo1NFJpvRyEcHYXwdfT3u3n2G0Ho18+G8M3GehSF5sa/CuG3QwjVPw/h13657Jh9tq7r44L3G1xK2B20OSGEn+631cWk1zVcWKa29iMffBhCQPtfWE+UlJ3q2/AOtVXyI3uaR5PdCf3bHRxPLp44ypgPSXPN8nG9vncHcbXV41t+GMIHJyF8fQ9+WLStUkzzOIQjHjv9qxB+56eG813c/cpjs5QHfEsIrx6E8Ij+/Tsh/NZPh/D3ctoas5E9YwMp/aD2ax/xz4chfPA0hA9DCOFXQvhl7JPjEL7uqyF8dT+Eg1kIM/y9J7b2xLcDSLbN2Y99oaqqvxOYEmPyA3Vd//W77/xACOH3Qgh/OacRXOq6/gshhL9wd98f+0d1/W1d7zmEVFX1Y/XU1uIytbUfmdraj+xaW7fdBk2GtDtoc3Zp/Ka2lpdda+s/3ZG2hrB7fTu1tbxMdqeRye70L1Nb+5Fda+uu2Mhd69ddamvub6MgWV3X/3bk4X8ihPCHQgjfUcu0tH8cQvgG9u/PhO0iipNMMskkk4xYJrszySSTTDLJkDLZnUkmmWSSSUha9LkUqarqCyGERQjhP6jr+jeVr/3dEMI3V1X1+6uqOgwh/IchhP+1y3MnmWSSSSZ5N2WyO5NMMskkkwwpk92ZZJJJJnm3pBNIFkL48yGE4xDC366q6serqvofQgihqqpPV1X1N0MIoa7r3wsh/KkQwo+EEH42hPC/1HX9M877/4WO7RtSprb2I1Nb+5Gprf3I1Nb+pU+7s0t9MrW1H5na2p/sUnuntvYju9RWLpPdaWRqaz8ytbUfmdraj7wTbS1WuH+SSSaZZJJJJplkkkkmmWSSSSaZZJJJdlW6MskmmWSSSSaZZJJJJplkkkkmmWSSSSaZZOdlAskmmWSSSSaZZJJJJplkkkkmmWSSSSZ552VUIFlVVX+2qqq/X1XVT1ZV9VerqjpRvveFqqq+VFXVz1VV9aeHbuddG767qqqfqarqa1VVqcegVlX15aqqfuquhsFWjr5OaOsY+vVJVVV/u6qqf3j3369XvvfVuz798aqqBi2MGuunqqoeVFX1V+4+/z+qqno5ZPugLbG2/omqqn6F9eWf3FI7/2JVVf+sqqqfVj6vqqr67+7e4yerqvrWodvI2hJr6x+squorrE9/cOg2srZ8Q1VV/3tVVX/vTgf8J8J3RtO3Q8tkc/qRyeYUb+Nkc3qQye70I5PdsWWyO/3IZHeKt3GyO+XbOdmcHqQ3m1PX9WiuEMJ1CGH/7v9/KITwQ8J39kIIPx9C+MYQwmEI4SdCCK+20NaLEMJnQwg/GkL4NuN7Xw7h/2/vbkKlquMwjn8fsBJKelFS04gEIWiVhJhJRLaIS2hRi1YpCSXRolUI7toELVpVtLCFgVhkbxZKZhatrr1Idit7UTcpN6UCSwIr+LU4/4lpvDP3ZOflPzPPBwbPvXOc+8zvHs4znHtmDgtanuusWTOa69PAlrS8ZaZtIN13tqVZzjon4FHghbT8APBKxlk3As+2ka8nx23ACuDLPvdPAHsBAauAgxlnvR14p+2ZpiyLgRVpeR7w3QzbQDazbWE+7pyWsmY0V3dOs1mz6JyUxb1TT1b3zuD5uHdayprRXN07zWbNonfcObVlraVzsjqTLCL2RXF1GIBJYOkMq60EjkbE8Yj4A3gZWN9Uxo6IOBIR3zb9cy9EyaxZzDX9zO1peTtwTwsZBikzp+7nsAtYK0kNZuzI5Xc6q4j4CPhlwCrrgZeiMAlcIWlxM+n+rUTWbETEdEQcSsu/UVxxa0nPatnMtmnunHq4cyrlzqmJe6ce7p3B3Dv1cO9Uyr1TA3dOPerqnKwOkvV4iOKIX68lwA9dX5/g/EHkJIB9kj6T9HDbYQbIZa4LI2I6Lf8ILOyz3lxJn0qalNRkuZSZ0z/rpBdCZ4D5jaTrkyPp9zu9L516ukvStc1E+89y2T7LukXSYUl7Jd3YdhiAdCr8TcDBnruGbbZ1cec0K5e5unOqM0qdA/lso2W5d4aPe6dZuczVvVOdUeqdXLbPska6c+ZUGawMSfuBRTPctTUi3krrbAX+AnY0ma1XmawlrImIk5KuBt6T9E06OlupirI2YlDW7i8iIiRFn4e5Ls11GXBA0lREHKs66xh4G9gZEeckPULxV6E7Ws407A5RbJ9nJU0AbwLL2wwk6TLgNeDxiPi1zSxNc+e4c9w5WXHn1MO9kxH3jnvHvZMV9071Rr5zGj9IFhF3Drpf0kbgbmBtRMy00zgJdB8BXpq+V7nZspZ8jJPp39OS3qA4LbTy4qggaxZzlXRK0uKImE6nQZ7u8xiduR6X9CHFUeMmiqPMnDrrnJA0B7gc+LmBbL1mzRoR3bm2UXxOQo4a2z7/r+4dc0TskfS8pAUR8VMbeSRdRFEaOyLi9RlWGZrZXgh3jjvHndOYUeocGKJ9o3snL+4d9457pzGj1DtDs18ch87J6u2Wku4CngDWRcTvfVb7BFgu6XpJF1N8WGCjV/woS9KlkuZ1lik+rHPGq0RkIJe57gY2pOUNwHl/GZJ0paRL0vIC4Fbg64bylZlT93O4HzjQ50VQ3WbN2vN+7HUU7+PO0W7gQRVWAWe6TlXPiqRFUvG5DJJWUuxn23jhQMrxInAkIp7ps9rQzLZq7pxW5TJXd051RqlzYIj2je6d4eHeaVUuc3XvVGeUemdo9otj0TmRwVUJOjfgKMX7RT9Pt85VM64B9nStN0Fx5YJjFKfYtpH1Xor3s54DTgHv9maluNLG4XT7KuesGc11PvA+8D2wH7gqff9mYFtaXg1MpblOAZsaznjenIAnKV7wAMwFXk3b88fAsjZmWTLrU2nbPAx8ANzQUs6dwDTwZ9pWNwGbgc3pfgHPpecxxYCrLGWQ9bGumU4Cq1vMuobis0K+6NqvTuQ62xbm485pKWtGc3XnNJs1i85JWdw79WR17wyej3unpawZzdW902zWLHqnxH48m/1iiawj3zlK/9HMzMzMzMzMzGxsZfV2SzMzMzMzMzMzszb4IJmZmZmZmZmZmY09HyQzMzMzMzMzM7Ox54NkZmZmZmZmZmY29nyQzMzMzMzMzMzMxp4PkpmZmZmZmZmZ2djzQTIzMzMzMzMzMxt7fwPm2mRkRDX0QwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# animations does't work with inline plotting, hence:\n", "%pylab inline\n", "rcParams['figure.figsize'] = (21.0, 7.0)\n", "#ion()\n", "\n", "#mng = get_current_fig_manager()\n", "#mng.resize(*mng.window.maxsize())\n", "last_t = 0\n", "for t in linspace(100, xps.logs[0].eval_at[-1], 5):\n", " t = int(t)\n", " for i, (config, log) in enumerate(zip(xps.settings, xps.logs)):\n", " ax = subplot(1, 3, i+1)\n", " log.scatter_plot(ax, (('choice', [0, 1]),), t=range(t), marker='.', color='red')\n", " log.scatter_plot(ax, (('sensori', [0, 1]),), t=range(t), color='blue')\n", " log.scatter_plot(ax, (('testcases', [0, 1]),), color='green')\n", " title(config.interest_model + ' ' + config.babbling_mode)\n", " draw()\n", " last_t = t" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Color code is the following: \n", "\n", "-RED: chosen goals, \n", "\n", "-BLUE: reached hand position, \n", "\n", "-GREEN: points where the competence is tested." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We observe that, whereas the *random* strategy sample points in the entire sensory space, the *discretized_progress* and *Tree* interest model (right panel) behaves smarter. By choosing goals maximizing the learning progress, those strategy focuses more on the reachable aera (reached points are more uniformly distributed in the reachable area), and favors regions which were not explored before. This exploration is therefore an *active* strategy, where goals are chosen autonomously and adaptively in order to improve the quality of the sensorimotor model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Explauto also allows plotting heat maps by using the density_plot method. The fancy animation below shows reached hand positions by white dots as well as chosen goals on a slicing time window using a heat map (here again, if you are on ipython.notebook.com you should only see the final image of the animation)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%pylab inline\n", "rcParams['figure.figsize'] = (20.0, 16.0)\n", "clf()\n", "last_t = 0\n", "#mng = get_current_fig_manager()\n", "#mng.resize(*mng.window.maxsize())\n", "for t in linspace(100, xps.logs[0].eval_at[-1], 20):\n", " t = int(t)\n", " for i, (config, log) in enumerate(zip(xps.settings, xps.logs)):\n", " ax = subplot(1, 3, i+1)\n", " log.scatter_plot(ax, (('sensori', [0, 1]),), range(0, t), marker='.', markersize=0.3, color = 'black')\n", " log.density_plot(ax, (('choice', [0, 1]),), range(last_t, t), width_x=1, width_y=1)\n", " title(config.interest_model + ' ' + config.babbling_mode)\n", " draw()\n", " last_t = t" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After the experiment, we can re-construct the Tree interest model to plot it as it was at the end of the experiment:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%pylab inline\n", "rcParams['figure.figsize'] = (15.0, 12.0)\n", "ax = axes()\n", "\n", "from explauto.interest_model.tree import InterestTree, interest_models\n", "\n", "# We pick goals and reached points\n", "data_g = array(xps.logs[2].logs['choice']) # goals\n", "data_s = array(xps.logs[2].logs['sensori']) # reached\n", "n = len(data_g)\n", "\n", "xy = zeros((xps.logs[2].conf.ndims,))\n", "ms = zeros((xps.logs[2].conf.ndims,))\n", "\n", "# Exploratory dimensions\n", "expl_dims = xps.logs[2].conf.s_dims\n", "\n", "# We create an empty interest tree\n", "interest_tree = InterestTree(xps.logs[2].conf, xps.logs[2].conf.s_dims, **interest_models['tree'][1]['default'])\n", "\n", "# We add points one by one\n", "for i in range(n):\n", " xy[expl_dims] = data_g[i]\n", " ms[expl_dims] = data_s[i]\n", " interest_tree.update(xy, ms)\n", " \n", "# We plot the tree representation\n", "interest_tree.tree.plot(ax, True, True, True, interest_tree.progress(), 20)\n", "\n", "# Plot stuff\n", "plt.xlim((interest_tree.tree.bounds_x[0, 0], interest_tree.tree.bounds_x[1, 0]))\n", "plt.ylim((interest_tree.tree.bounds_x[0, 1], interest_tree.tree.bounds_x[1, 1]))\n", "import matplotlib.colorbar as cbar\n", "cax, _ = cbar.make_axes(ax) \n", "cb = cbar.ColorbarBase(cax, cmap=plt.cm.jet) \n", "cb.set_label('Normalized Competence Progress')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The color code represents the competence progress in the region, computed as the absolute derivative of the competence on the points in the region. \n", "Progress is normalized so that the maximum progress is 1." ] } ], "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": "3.5.2" }, "widgets": { "state": {}, "version": "1.1.2" } }, "nbformat": 4, "nbformat_minor": 1 }