{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Some experiments on a 5 substations test case" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To demonstrate the use of the grid2op framework, we propose here to show how to make some quick studies on a purely fictious test case, a 5 bus system.\n", "\n", "This system should not be used for deep research purpose. It is provided here as an example and a tool to get used to how some analyses can be performed using grid2op." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we can create a environment:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import grid2op\n", "from tqdm.notebook import tqdm # for easy progress bar\n", "from grid2op.Plot import Plotting\n", "env = grid2op.make(\"case5_example\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inspect the powergrid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In grid2op, to make more concrete the powergrid, we also added some visual capabilities to represent, for example, the names of the objects on the grid, or the thermal limit, or any other data you want. All of that is for now only available in the matplotlib \"plot helper\" and can be accessed as followed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting the layout of the graph\n", "This utility function allows you to visualize where are the object located on the map. Each object has its own color, and is represented with its name and its id (id starts at 0, following python convention)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "display_mod = \"matplotlib\" # \"plotly\" \"matplotlib\", \"pygame\"\n", "plot_helper = Plotting(env.observation_space, display_mod=display_mod)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/donnotben/Documents/Grid2Op_dev/getting_started/grid2op/Plot/Plotting.py:46: UserWarning:\n", "\n", "Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", "\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = plot_helper.plot_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing data on the grid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is, with the same method, also possible to visualize any data on the powergrid, for example, we can inspect the thermal limit (line property) as follow:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = plot_helper.plot_info(line_info=env._thermal_limit_a,\n", " colormap=\"line\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above plot can be improved. It has lots of useless informations for the purpose (all the names of the loads, generetors and substations). They can be remove simply with:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = plot_helper.plot_info(line_info=env._thermal_limit_a,\n", " load_info=[None for el in range(env.n_load)],\n", " gen_info=[None for el in range(env.n_gen)],\n", " sub_info=[None for el in range(env.n_sub)],\n", " colormap=\"line\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, it is possible to display some data about the generators, for example the maximum value of power they can produce." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = plot_helper.plot_info(line_info=[None for el in range(env.n_line)],\n", " load_info=[None for el in range(env.n_load)],\n", " gen_info=env.gen_pmax,\n", " sub_info=[None for el in range(env.n_sub)],\n", " colormap=\"gen\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course we can also project on the powergrid some information about the loads, for example their ID" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = plot_helper.plot_info(line_info=[None for el in range(env.n_line)],\n", " load_info=[el for el in range(env.n_load)],\n", " gen_info=[None for el in range(env.n_gen)],\n", " sub_info=[None for el in range(env.n_sub)],\n", " colormap=\"load\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create an agent" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see how well the \"do nothing\" agent (the most basic imaginable) can performe, using some \"gym like\" methods" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from grid2op.Agent import DoNothingAgent\n", "my_agent = DoNothingAgent(env.action_space)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now do the standard gym loop, and we save all the observations:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "745dd293d3ea4e6f9704ff6a3556ade6", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=2016.0), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "all_obs = []\n", "obs = env.reset()\n", "all_obs.append(obs)\n", "reward = env.reward_range[0]\n", "done = False\n", "nb_step = 0\n", "with tqdm(total=env.chronics_handler.max_timestep()) as pbar:\n", " while True:\n", " action = my_agent.act(obs, reward, done)\n", " obs, reward, done, _ = env.step(action)\n", " pbar.update(1)\n", " if done:\n", " break\n", " all_obs.append(obs)\n", " nb_step += 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can check if the episode has been completed, or if there has been a game over:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of timesteps computed: 94\n", "Total maximum number of timesteps possible: 2016\n" ] } ], "source": [ "print(\"Number of timesteps computed: {}\".format(nb_step))\n", "print(\"Total maximum number of timesteps possible: {}\".format(env.chronics_handler.max_timestep()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we see here, there is a game over: the agent successfully managed 94 timesteps, while the episode could have lasted 2016.\n", "\n", "Let's try to investigate this, for example by plotting the last observation. First we need to create a utilities that will make the plot:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/donnotben/Documents/Grid2Op_dev/getting_started/grid2op/Plot/Plotting.py:46: UserWarning:\n", "\n", "Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", "\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "last_obs = all_obs[-1]\n", "_ = plot_helper.plot_obs(last_obs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, the last obsevation is pretty clear: 4 powerlines have been disconnected, thus isolating the load on the bottom right. This lead to a game over. \n", "\n", "It's also possible, of course, to inspect the previous state, just before this one:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA20AAANOCAYAAACCyuRSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8GearUAAAgAElEQVR4nOzdeVxWdcL///e5LlZRUNwQd8QVxAUMwVzLzNSmbLMpu6dstNLK9pqWmXHqrvlO68yYlt051syvtH2aumuaSitBEhAXXFBxQVEREJDlgms5vz9U7swN9IJzAa/n4zGPB9d1ruV9xjic9/mccz6GaZoCAAAAAPgmm9UBAAAAAABnRmkDAAAAAB9GaQMAAAAAH0ZpAwAAAAAfRmkDAAAAAB/mZ3UASerQoYPZq1cvq2MAAAAAgCUyMjIKTdPseLplPlHaevXqpfT0dKtjAAAAAIAlDMPYc6ZlnB4JAAAAAD6M0gYAAAAAPozSBgAAAAA+jNIGAAAAAD6M0gYAAAAAPozSBgAAAAA+jNIGAAAAAD6M0gYAAAAAPozSBgAAAAA+jNIGAAAAAD6M0gYAAAAAPozSBgAAAAA+jNIGAAAAAD6M0gYAAAAAPozSBgAAAAA+jNIGAAAAAD6M0gYAAAAAPozSBgAAAAA+jNIGAAAAAD6M0gYAAAAAPozSBgAAAAA+jNIGAAAAAD6M0gYAAAAAPozSBgAAAAA+jNIGAAAAAD6M0gYAAAAAPozS5oPy8vI0fvx4DRo0SDExMXrllVckSVlZWRo5cqSGDh2qhIQE/fjjj6d9/yOPPKLY2FjFxsZq+fLltc+PGzdOPXr0kGmatc9dddVVat26tSTp6quv1scff1y7rH///nr66adrH19zzTX68MMPvbquAAAAAM6O0uaD/Pz89MILL2jz5s1as2aNFi5cqM2bN+vhhx/Wb3/7W2VlZWnBggV6+OGHT3nvZ599pszMTGVlZSktLU3PP/+8ysrKape3bdtWq1evliSVlJTowIEDtctGjRqllJQUSVJRUZFCQkKUmppauzw1NVXJyckNtdoAAAAAToPS5oO6dOmi4cOHS5LatGmjgQMHav/+/TIMo7aAlZaWKjIy8pT3bt68WWPGjJGfn59CQkIUFxenL774onb5jBkz9O6770qSPvzwQ02fPr12WXJycm1pS0lJ0bRp03T48GGZpqldu3YpODhYERERDbbeAAAAAE5FafNxu3fv1rp165SYmKiXX35ZDz30kLp3764HH3xQzz777CmvHzJkiL744gtVVlaqsLBQ3377rfLy8mqXX3LJJfruu+/kdrv17rvv6oYbbqhdFh8fr02bNqmmpkYpKSlKSkpS//79tWXLFqWkpDDKBgAAAFiA0ubDysvLdc011+jll19WaGioFi1apJdeekl5eXl66aWXNGvWrFPec9lll+mKK65QcnKybrzxRiUlJclut9cut9vtuvjii/Xuu++qqqpKvXr1ql0WGBiomJgYZWZmas2aNUpMTFRSUpJSUlKUkpKiUaNGNcZqAwAAAPgJSpuPcjqduuaaa3TTTTfVnsK4bNmy2p+vu+66M96I5PHHH1dWVpa++uormaapfv36nbR8xowZuueee3T99def8t5Ro0bpu+++09GjR9WuXTuNHDmytrQx0gYAAAA0PkqbDzJNU7NmzdLAgQN1//331z4fGRmpVatWSZK++eYb9e3b95T3ut1uFRUVSZI2bNigDRs26LLLLjvpNaNHj9Zjjz2mG2+88ZT3Jycn67XXXtOQIUMkSXFxcVqzZo327t2r2NhYr60jAAAAgLrxszoATrV69Wq9/fbbGjx4sIYOHSpJ+u///m8tWbJE9957r1wul4KCgvT6669LktLT07V48WK98cYbcjqdGj16tCQpNDRUf//73+Xnd/I/s2EYevDBB0/73cnJycrNzdVjjz0m6didLDt16qTu3bvLZqPjAwAAAI3N+OmcXVZJSEgw09PTrY7R7Hg8Hh04cEBdu3a1OgoAAACAszAMI8M0zYTTLWPopBnLz89XZmbmSXOxAQAAAGhaKG3NWNeuXdWmTRtt3rxZHo/H6jgAAAAAzgOlrRkzDEOxsbGqrKxUbm6u1XEAAAAAnAdKWzPXoUMHRUREaPv27aqurrY6DgAAAIB6orS1AIMGDZLH49HWrVutjgIAAACgnihtLUBISIh69+6tvXv3qrS01Oo4AAAAAOqB0tZC9O3bVwEBAcrOzrY6CgAAAIB6oLS1EP7+/howYICKioqYAgAAAABoQihtLUiPHj0UGhrKFAAAAABAE0Jpa0EMw1BMTIwqKyu1c+dOq+MAAAAAqANKWwtzYgqAHTt2yOFwWB0HAAAAwDlQ2logpgAAAAAAmg5KWwt0YgqAvLw8pgAAAAAAfBylrYU6MQXApk2brI4CAAAA4CwobS3UiSkAiouLlZ+fb3UcAAAAAGdAaWvBmAIAAAAA8H2UthbsxBQAVVVVTAEAAAAA+ChKWwt3YgqA7du3MwUAAAAA4IMobdCgQYNkmiZTAAAAAAA+iNIGpgAAAAAAfBilDZKkfv36KTAwkCkAAAAAAB9DaYMkyc/PjykAAAAAAB9EaUOt7t27104B4Ha7rY4DAAAAQJQ2/MRPpwDIzc21Og4AAAAAUdrwM0wBAAAAAPgWShtOwRQAAAAAgO+gtOEUISEhioqKUl5enkpKSqyOAwAAALRolDacVt++fRUYGKjs7GyrowAAAAAtGqUNp8UUAAAAAIBvoLThjJgCAAAAALAepQ1nZBiGYmNjmQIAAAAAsBClDWfVvn17denShSkAAAAAAItQ2nBOJ6YA2LJli9VRAAAAgBaH0oZzatWqlaKiorRv3z6mAAAAAAAaGaUNdcIUAAAAAIA1KG2ok59OAbB//36r4wAAAAAtBqUNdda9e3eFhYVpy5YtTAEAAAAANBJKG+rMMAzFxMSoqqpKO3futDoOAAAA0CJQ2lAvJ6YA2LFjB1MAAAAAAI2A0oZ6YwoAAAAAoPFQ2lBvTAEAAAAANB5KG87LiSkANm3aZHUUAAAAoFmjtOG8nJgC4MiRI0wBAAAAADQgShvO24kpADZv3swUAAAAAEADobThvBmGodjYWDkcDqYAAAAAABoIpQ0XJDw8XJGRkUwBAAAAADQQShsu2MCBA5kCAAAAAGgglDZcsFatWqlPnz7at2+fjhw5YnUcAAAAoFmhtMEroqOjFRgYqOzsbKujAAAAAM0KpQ1e4efnp4EDBzIFAAAAAOBllDZ4Tbdu3ZgCAAAAAPAyShu8hikAAAAAAO+jtMGrfjoFQFVVldVxAAAAgCaP0gavYwoAAAAAwHsobfC6E1MA7N+/nykAAAAAgAtEaUODiI6OVlBQkLKzs2WaptVxAAAAgCaL0oYG4efnpwEDBujIkSPKz8+3Og4AAADQZPlZHQDNV7du3bR7925t3rxZERERstvtdX7vwYMHlZ+fL4fDIYfDIbvdruDgYLVu3VrR0dEKCAhowOQAmjvTNLV3714VFhaqqqpK1dXVCggIUHBwsMLCwhQVFVWvbRYA/Jzb7dbOnTtVWloqh8Mhp9OpwMBABQUFqWPHjurevbsMw7A6JpoIShsajGEYiomJ0erVq7Vjxw7179//tK8rLCzU2rVrlZ6eroyMDKWnp6uyslI9e/ZUcHCwAgMD5Xa75XA4VFpaqry8PMXExCghIUHx8fFKSEhQbGys/Pz4zxnA6e3du1fp6em1/8vIyFBQUJAiIiIUFBSkwMBAOZ1OVVVVqaioSEVFRRo2bFjtNiYhIUF9+/ZlBwvAaZmmqW3btp20L5OVlaWOHTsqPDxcwcHB8vPzU01NjRwOh/Lz8+V0Ok/alxkxYoS6detm9arARxm+cL1RQkKCmZ6ebnUMNJCMjAwdOnRI48ePV3BwsCTJ4/HoP//5jxYuXKhVq1bV7hSd2HD16tXrjDtHFRUVWr9+fe3O19q1a1VeXq45c+bo17/+tTp37tyYqwfAR9XU1OiDDz7QwoULlZOTo8TExJO2NREREWd8b3FxsTIzM2t3vtLS0hQWFqa77rpLM2fOVOvWrRtxTQD4qrKyMi1btkyvvvqqqqqqlJiYWLsvM3z4cLVt2/aM783Pz6/dxmRkZCgtLU2DBg3SvHnzdNVVV8nf378R1wS+wDCMDNM0E067jNKGhlZVVaVvvvlGXbp0UVRUVO3GLSgoSHPnztVNN92kkJCQC/qO9evXa+HChXrvvfc0efJkzZ07V8nJyRwVB1qgffv26bXXXtMbb7yhQYMGae7cubryyisvaDTeNE19++23+utf/6qVK1fqpptu0ty5czVgwAAvJgfQVGRnZ2vhwoV65513NHHiRM2dO1djxoy5oP0Op9Opjz76SAsXLtSOHTs0e/ZszZ49W126dPFicviys5U2bkSCBhccHKzevXtryZIl6t27t9asWaP/+Z//UVZWlmbPnn3BhU2ShgwZotdff127du3SRRddpFtvvVUTJkxQbm6uF9YAQFPgcDj0yCOPKC4uTiUlJfrmm2/09ddfa/r06Rd8+rRhGJowYYI+/PBDrV+/Xm3bttW4ceN0yy23MLUJ0IIUFhbqxhtv1MSJE9WpUydlZ2drxYoVGjt27AUfKPb399f111+vVatW6YsvvtDBgwcVExOjJ598UjU1NV5aAzRVlDY0uD179mjevHlatWqVPvnkE73zzju6+OKLG2QUrG3btpo/f762bNmiqVOnKjExUYsWLZLH4/H6dwHwHWvXrtXw4cO1c+dObd26VX/5y180cODABvmu7t276w9/+IN27typtm3bavDgwfr8888b5LsA+I6PP/5YcXFx6tq1q3bu3Knf/e53ioyMbJDvGjx4sBYtWqTs7GytX79eI0aMUFZWVoN8F5oGShsajGmaWrJkiRISEjRp0iStX79eY8aMaZTvttvteuCBB/T999/rb3/7my677DLt2bOnUb4bQOOprq7WE088oalTp+qpp57Se++9p06dOjXKd4eEhOjPf/6z/v73v2vevHmaNWuWSktLG+W7ATSe4uJizZw5Uw899JDee+89Pf/887XX6De0Ll266JNPPtEDDzygyy67TAsWLJDT6WyU74ZvobShQTgcDl177bV67bXXtHLlSj3yyCOWXFA7YMAArV69WpdeeqkSEhL073//u9EzAGgYBQUFSk5O1saNG7V+/XrNmDHDkutYx40bp/Xr1ysgIEBDhgzR1q1bGz0DgIaxceNGDRkyROHh4crKytKoUaMaPYNhGLrllluUmZmp1NRUjR49WkVFRY2eA9aitMHrysvLNXXqVNntdqWkpCgmJsbSPH5+fnr00Uf18ccfa+bMmfroo48szQPgwuXl5Wn06NGaNm2aPv7447PeCbIxtGnTRosWLdKCBQs0fvx4rVu3ztI8AC5cWlqaLr30Uv3pT3/SK6+84pVr8C9Et27d9Pnnn2vs2LEaO3asDhw4YGkeNC4mtoJXVVZWavLkyerXr59ef/11n5qcdtSoUfrf//1fTZkyRaZpavr06VZHAnAe9u/fr7Fjx2revHm6//77rY5zkltuuUWtW7fW5Zdfri+++ELDhg2zOhKA85CWlqZp06Zp6dKlmjJlitVxahmGoeeee05hYWEaO3asvv/+e6Y6aiEobfAap9Op6667Tr169dKSJUtks/neQO7w4cP1+eefa9KkSQoNDdWll15qdSQA9VBYWKiJEyfqjjvu8LnCdsL06dNlmqamTJmiVatWqW/fvlZHAlAP2dnZ+sUvfqE333zTpwrbCYZh6De/+Y2cTqcmTZqklStXnnU+ODQPvrdXjSbr3nvvlc1m05tvvumThe2EYcOG6f3339eNN96onJwcq+MAqCO3262rr75a06ZN08MPP2x1nLO65pprtGDBAl1++eUqKyuzOg6AOjpy5IiuuOIKvfDCC5o6darVcc7qqaee0tixY3Xttddyl+wWwHf3rNGk/Oc//9Fnn32mf/zjH5bccKS+xowZoyeffFK33Xab3G631XEA1MErr7wiu92uZ5991uoodXL77bdr3LhxeuSRR6yOAqCO7rvvPl155ZW66aabrI5yToZh6MUXX1R5eblee+01q+OggRmmaVqdQQkJCWZ6errVMXCejh49qri4OC1evFiTJk2yOk6deTye2iNU9957r9VxAJzF9u3blZSUpDVr1ig6OtrqOHVWUlKiwYMHa9myZZowYYLVcfAzprNG7hcelulySh63bMMuln3azXIte1Hm9o1S8LEbT/jdcp+M7n1O/xlVlXItmCPbkCTZZ9wl0+mUe/ECmUcKZRs7Rfaxx0ZrXP/4s+yjr5DRo+n899vSfP7555o3b542bNig1q1bWx2nzjZv3qwxY8YoIyNDPXv2tDoOLoBhGBmmaSacbhnXtOGCPfLIIxo/fnyTKmySak/lTEpK0tSpU9Wnz+n/IAOwlsfj0axZs/TEE080qcImSW3bttXixYt1++23N7kdwRbBz1/2+c/KCAqW6XbJ/fyD8sQc21+yT58l2/CLz/kRnk/fkhEdW/vY3Jwho88g2S+/Qe7nH5TGTpW5L1fyeChsPqy0tFRz5szRsmXLmtzv6aBBg/TAAw/o17/+tb788ktLpj5Bw+P0SFyQlStX6p///KdefPFFq6Ocl759++o3v/mNZs2axfnggI9auHChPB6P7r77bqujnJcpU6Zo9OjReuyxx6yOgp8xDENG0PFJkt0umW63VI/9XXPPdpllJbINGv5/T9rtUk215HZLx89mcv/zbdmnzfRicnjbAw88oKlTpzbZEfGHHnpIxcXF+p//+R+ro6CBcHokLshFF12khx56SNddd53VUc6b2+1WQkKC/vCHP/j8RcdAS1NZWakePXrohx9+0IABA6yOc96OHDmivn37Kj09Xb169bI6Dn7C9LjlevZe6XC+bGOnyn71bcdOj8zdIvn7y9Z/qGxX3SrjZ9drmx6P3C8/JvutD8ncuk7mnu3HTo90u+X+2/MyD+bJPvEaKTBYZt4O2afebNEa4ly2bt2qsWPHaseOHWrTpo3Vcc7b+vXrNWnSJO3du1cBAQFWx8F5ONvpkZQ2nLeMjAxNnz5dubm5PjUf2/lYunSp3n//fX322WdWRwHwE83pd/O5e+9SWKC/5syZY3UUnIbpqJLnk7/JNuGqY9eyhbSR3G6Z/35PattetuTLTnq9J/MHyeWU7aLx8mxaKx3Mk+3Sk+f/NN1ued5/Xbarb5W5+t8yy47IFpMgIzqmMVcN5/DKK69Iwa103x9fsjrKBZswYYJmz56tGTNmWB0F5+FspY3TI3HeFi1apDlz5jT5wiZJN9xwg9LS0rRr1y6rowD4iUWLFunOO++0OoZXXH/D9frXv/4ll8tldRSchhEULKN7H5m7t8loHXrs1Ek/PxmxI2QezDv1DQf2yFy3Wu7Xn5G56lOZmzPk+e7kgwtmVoqMmAQpf68UGCTbtJnypK9qpDVCXVQ7HPriiy903bVN94yhn7rzzju1aNEiq2OgAXAjEpyXkpISffDBB9q6davVUbyiVatWmjlzpl5//fUmcztxoLnLyMhQQUGBJk+ebHUUr4hKHidHl176cN1mjoL7CPNoqWS3y2jVWmZNtXRov2yTrpXRIUJGWLhM05SZ8b1s0bGy9Rl00ntt9zxT+7Mn9ava0yNrP7viqHRgj+x3Py1zY5pUXSlbn0Ey7X6nfBas886bb8q/32B1G5FsdRSvuOqqq3TPPfcoOztbMTGM6DYnjLThvLz11luaNGmSOnfubHUUr7njjjv05ptvqrq62uooAHRslG327NnNYjT/BI6C+5jSYrleelTOp++S67n5MgYOk21wotxv/j85/3CnXH+4S2ZFmWyTj5Vsz54cud5+uU4f7fn8Hdkmz5Bhs8kYFC9zR7ZcT98lI7Fp3uiiuWpOo/mS5O/vr9tvv12LFy+2Ogq8jGvacF6SkpK0YMECTZw40eooXjVmzBg9+uijuuKKK6yOArRobrdb7dq1U05OjiIiIqyO4zVOp1ORkZFat26dunXrZnUcoEXbsWOHxowZo7y8vGZ1cGjPnj0aPny4CgsLuf1/E8M1bfAql8ulDRs2KCkpyeooXpecnCwOIADW27Ztmzp16tSsCpt07Cj4iBEjlJGRYXUUoMVLT09XUlJSsypsktSzZ08FBQVp9+7dVkeBF1HaUG+bN29Wjx49mtzkk3URHx/PzhTgAzIyMhQfH291jAbBdgbwDWxn0JRQ2lBvGRkZGj58+Llf2ATFx8crMzPT6hhAi5eZmdlsd6aGDx/OzhTgA5p7aWN/pnmhtKHemvNGrnfv3iovL1dBQYHVUSDJdNbI9d/3yLngTjl/O1vuf7597HnTlPujv8n5xCw5n/q13F9/fPr3FxXI9dJv5Hzq13L+drbMwoOSJNcbf5Tz93fI/dHS2te6P/v/5FmX0vArhTpp7geHMjIy5AvXlAMtlWmayszMbLbbGQ4O1U9paammTZumIUOGKCYmRkuXLj3r66+88krFxsbWPv7Vr36lVq1a6ejRo7XPzZ8/X4ZhqLCwUPfdd59efvn/bmI0adIk3X777bWPH3jgAb344otn/c46lzbDMOyGYawzDONfxx/3NgwjzTCMHYZhLDcMI+D484HHH+84vrxXXb8DTUNz3sgZhqHhw4dzdMpX+PnLfv8f5f/UIvk9+arMTeny5G6RmfKVzCOH5bdgifwXLJFtxLjTvt299E+yTbpW/guWyO+xV6Q2bWXuy5UCAuT/28Uyd+fIrKyQWVIkc9c22YY1j1s+N3Uej0dZWVnNdjvTvXt3uVwuHThwwOooQIuVm5ur0NBQdezY0eooDYKRtvpZuHChBg0apPXr12vlypV64IEHVFNTc9rXfvjhh6e9RCg6OlqffPKJpGN/x7755ht17dpVkjRq1CilpKTULissLFR2dnbte1NSUpScfPZ9kPqMtN0ractPHv9R0kumaUZLOiJp1vHnZ0k6cvz5l46/Ds3I4cOHFRkZaXWMBhMZGanDhw9bHQM6VqKNoOBjD9wumW6XJEOeVf+SfepNMmzHNmFGaNtT3mvm75HcbtkGHdvxN4KCZQQGSXY/qaZGpscjuV2SzSb3P9+WfdrNjbVaOAeHwyGn06nw8HCrozQIwzDYzgAWa+77Ml26dFFRUREj+nVkGIaOHj0q0zRVXl6u8PBw+fmdOp11eXm5XnzxRT3xxBOnLJsxY4aWL18uSVq5cqVGjRpV+xnJyclKTU2VJGVnZys2NlZt2rTRkSNHVF1drS1btpzzQGWdSpthGN0kTZH0xvHHhqQJkt4//pJlkq46/vMvjj/W8eWXGNxvtFmpqqpScHCw1TEaTHBwsKqqqqyOgeNMj1vOBXfJ9eAM2QYNly1qgMzDB+RZu0quZ+6W65UnZB7af+r7Du2XWrWWa9ECOf8wV+73l8j0uGV06SGjTZhcT8+TETdSOpwvmR4ZPftasHY4HYfD0ay3MRLbGcBqzX1fxjAMBQYGyuFwWB2lSZg3b562bNmiyMhIDR48WK+88opstlNr0pNPPqkHHnhArVq1OmVZv379dPjwYR05ckTvvPOOZsyYUbssMjJSfn5+2rt3r1JSUpSUlKTExESlpqYqPT1dgwcPVkBAwFkznlohT+9lSQ9LanP8cXtJJaZpuo4/3iep6/Gfu0rKkyTTNF2GYZQef31hHb8LPs7hcCgwMNDqGA2mh78UVnxAnp2brY6C4+w3zZPpqJLnozelNb2kmmqZZUdkm3GnzG0b5Hrtadlvuvuk95j5e2Ru2yDbrQ/ICG0rzydvyfx4mWxDRspIGCN7whhJkuv/WyjbpOvkevsVqSBf6tVPtqHNbzqLpsR1uFCx7UOtjtGggoKC2JkCLORwOM65k9zU+fn5adWqVQoNbd7b0/MRFhammJiY2sdffvmlhg4dqm+++UY7d+7UxIkTNXr06JP+v8vKytLOnTv10ksvnXE6henTp+vdd99VWlqaXnvttZOWJScnKyUlRSkpKbr//vu1f/9+paSkKCwsTKNGjTpn5nOOtBmGMVVSgWmaXr2a0TCM2YZhpBuGkc4pIk2Lv7+/XC7XuV/YRLlcLvnZ63o8A43FCAqW0SNaZu5WqU1bGf0GH1vQb7BUcJprg9qESZ0jZbRtL8Nml9F3sPSzETlz+yYZEd0kZ7VUUiTbVf8lc9sGmc7Tn8eOxuHnZ2/W2xjp2CTb/v7+VscAWqzmvi8jHd+fOc0pfjhm4cKFGjp0qIYOHaqFCxdq+vTpMgxD0dHR6t27t7Zu3XrS60+MivXq1UsXX3yxcnJyNG7cuJNec8MNN+jJJ5/UxIkTTxmpO3Fd28aNGxUbG6uRI0cqNTW1TtezSXUbaRsl6UrDMK6QFCQpVNIrktoahuF3fLStm6QTe0P7JXWXtM8wDD9JYZKKfv6hpmm+Lul1SUpISOCE2yakuZ/Ws7vao14du8rWZ5DVUVo882iJZPeT0aq1zJpq6eA+2S6/XmZQsIyqStniR8uzbb2MLt1P+fcye/eXZ+WnMjpFymjTVp7v/1fGgCG1rzNdLnk++pvsdy+QCvLlDm0rW59B8gQFy9YjWkar5jcPYVPhf/SoNhwusTpGg2rup2YBvi44OLhZj3abpqmamhqNGzeO4nYGMTExmjt3riTpzjvv1Ndff63Ro0fr0KFD2rZtm6Kiok56/Z133qk777xTkrR7925NnTpVK1euPOk1PXv21DPPPKNLL730lO9LTk7W888/r6ioKNntdoWHh6ukpETZ2dlasmTJOfOe81/RNM3HJD0mSYZhjJP0oGmaNxmG8Z6kayW9K+m/JH1y/C3/PP449fjyb0yugmxWWrdurdLSUqtjNJjS0tJmOXF4k1RaLNfSFySPWzJN2RLGyBaXKDM6Ru43/ij3fz6SERQk+y33SZI8u3Pk+e4z+d1ynwybXfZrfy3Xi49KpmT0jJZt9OTaj/as/FS25EtlBAbJ7NZbqqmW83d3yDZ4BIXNYsHBwaqpqVFNTU2zPX2J7Qxgrea+L1NRUaGAgAAKWx09+eST+tWvfqXBgwfLNE398Y9/VIcOHenvav0AACAASURBVCRJQ4cOVVZWVp0/a86cOad9fvDgwSosLNQvf/nLk54rLy+v/a6zMerTp35S2qYahhGlY4UtXNI6STebplltGEaQpLclDZNULGmGaZq5Z/vchIQEMz09vc45YK1f/vKXmjhxom699VarozSIqKgoff755xowYIDVUYAWKzY2Vm+99VazvO1/aWmpIiMjVVpayg4VYBGHw6Hw8HAVFxcrKCjI6jhet3r1as2fP19r1661OgrqwTCMDNM0E063rF6Ta5umudI0zanHf841TfMi0zSjTdO8zjTN6uPPO44/jj6+/KyFDU1Pc577o7i4WIWFherXr5/VUYAW7cQE1M1RVlaW4uLiKGyAhYKCgtSvXz9t2LDB6igNIiMjQ/Hx8VbHgBfVq7QBUvPemVq3bp2GDh162tu8Amg8zfngEDtTgG9oztuZzMxMtjPNDHumqLdhw4Zpw4YNcrvdVkfxuoyMjGZ5OhbQ1AwfPrzZHhxiZwrwDc35IDT7M80PpQ31FhYWpsjISG3ZssXqKF6Xnp7OzhTgA4YOHars7GzV1DS/6RfYzvgO01kj13Pz5Xx6rpwL7pD7079LklzLXpTziVvlfGaenM/Mk5m388yfUVUp52Mz5X731eOf6ZTrL0/KueBOuVf9q/Z1rn/8WebeHQ27QqiX+Ph4Ncd7KlRUVGjnzp2KjY21Ogq8iNKG83L55Zdr+fLlVsfwqrKyMn311Ve65JJLrI4CtHitW7dWQkKCPvnkk3O/uAlZv369KioqNGgQU4r4BD9/2ec/K/8nFsrv8b/K3JwuT+6xuZns02fJ//G/yv/xv8ro3ueMH+H59C0Z0f+3c2xuzpDRZ5D8nlgoM+2bY8/ty5U8Hhk9oht2fVAvw4YN04EDB7Rt2zaro3jVBx98oDFjxigwMNDqKPAiShvOy5w5c/TGG2/I6XRaHcVr/v73v+uSSy5RZGSk1VEA6NicOIsWLbI6hlctWrRIs2fP5iYkPsIwDBlBx+fLc7tkut2SUff3m3u2yywrkW3QT05Ds9ulmmrJfWyqEkly//Nt2afN9GJyeENAQIBuvfVWLV682OooXrVo0aLa+cTQfFDacF5iYmLUr18/ffzxx1ZH8QrTNNnIAT5m+vTp2rx5s7Zu3Wp1FK8oKyvTihUrdPvtt1sdBT9hetxyPjNProd/KdvAYbL1Pjbdi/uTZXI+fZfc770u8zQHKE2PR+4P3pD9mpP/PY2Bw2UWHZLr/90n2/gr5Vm/RkaPPjLatm+U9UH9zJkzR2+//bYqKyutjuIVWVlZ2rdvn6ZMmWJ1FHgZh/pw3k4cBb/uuuusjnLBVq9erZqaGk2YMMHqKACOCwgI0G233abFixfr5ZdftjrOBfvsjUW6Y9I4da48Is/OI1bHwU/YZ9wl01Elzyd/k7p8LWNosoxRkyS3W+a/35P73YWyJV920ns8mT9IXXrILC6QpyBfKi2WZ+dmSZJt3DRJkul2y/P+67Jdfatcbzwns+yIbDEJMqJjGnkNcSY9JN0y+iJ9sfR1TZ873+o4F4zR/OaLkTactxNHwTdv3mx1lAu2aNEi3XHHHTKMepwXA6DBzZ49W2+//bYqKiqsjnJBTNPUu8vf1dVXX211FJyBERQso3sfmbu3yWgdeuzUST8/GbEjZB7MO/UNB/bIXLda7tefkbnqU5mbM+T57rOTXmJmpciISZDy90qBQbJNmylP+qpGWiPU1fSrr9a7774r8/jprE1VaWkpo/nNGDUc5y0gIED333+/5s+fry+//LLJFp6UlBR9++23WrhwodVRAPxMr169NHnyZP3ud7/Tn/70J6vjnLclS5bogOmvhOtubrLbyubIPFoq2e0yWrWWWVMtHdov26RrZXSIkBEWLtM0ZWZ8L1t0rGx9Tr55jO2eZ2p/9qR+JXPPdtln3PV/n11xVDqwR/a7n5a5MU2qrpStzyCZdr9TPgvWSurVX3Nf+Kv+8Y9/6Oabb7Y6znl7/PHHdc0116hLly5WR0EDoLThgtx3331avny53nzzTc2aNcvqOPVWVVWl2267TX/5y1/Utm1bq+MAOI2XXnpJcXFxuvbaa5WYmGh1nHrbu3evHn/8cX377bcUNl9TWizXshck0yN5TNniR8s2OFGulx6VWV4qmZLRPUr2G+dJkjx7cuT57nP5zTz3aXSez9+RbfIMGTabNChenlX/kuvpu2QbfUVDrxXqyW63a+nSpZo8ebIuvfRSRUREWB2p3latWqWPP/5YGzdutDoKGojhC0PBCQkJZnOcJ6Ol2LBhgy655BKtW7dO3bp1szpOvTzyyCPatWuXVqxYYXUUAGexYsUK/e53v1NmZqaCgoKsjlNnpmlq8uTJGj16tB5//HGr4wA4iyeeeELZ2dn68MMPm9QBloqKCg0ZMkQvvfSSpk2bZnUcXADDMDJM00w43TKuacMFi4uL09133605c+Y0qfPB09LStGzZMv31r3+1OgqAc7juuus0cOBA/f73v7c6Sr0sXbpUBQUFevjhh62OAuAcnnzySW3fvr3JzUP7+OOPa+TIkRS2Zo7SBq947LHHtH///iYzp9KRI0f0q1/9Si+//LI6depkdRwA52AYhl599VW9+eabWrlypdVx6mTbtm169NFHtXTpUvn7+1sdB8A5BAYGaunSpZo/f7527dpldZw6+fLLL7VixQq98sorVkdBA6O0wSv8/f31/vvv65lnntH7779vdZyzqqio0NSpU3X55ZfrhhtusDoOgDrq3Lmz3nnnHV1//fXKzMy0Os5Z5eXl6bLLLtNzzz2nIUOGWB0HQB2NGDFCv/3tbzVx4kQdPHjQ6jhntWbNGt18881asWKF2rdnHsDmjtIGr4mOjtZnn32mu+66S5999tm532CByspKTZ8+XX379tULL7zQpM5ZByBNmDBBr732mqZMmaJNmzZZHee0Dhw4oMsuu0x33323brvtNqvjAKinO++8U9OnT9eECRNUUFBgdZzTWrdunX7xi19o2bJluvjii62Og0ZAaYNXDR06VJ9++qluu+02n7u5R1lZmSZPnqwOHTrojTfekM3Gf/5AU3T11VfrxRdf1KWXXqq1a9daHecku3fv1ujRozVz5kw9+OCDVscBcB4OHDig0aNHKzExUWPGjNG+ffusjnSS1atXa9KkSVq0aJGuuIK7kbYU7LXC6xITE/XVV19p/vz5eu655+RyuayOpK1bt2rcuHEaOHCg3n77bfn5MdsF0JTdeOONev311zVlyhQtX77cJ26CtHLlSo0ePVrz58/Xb37zG6vjADgPBw8eVEZGhtq1a6clS5Zo1qxZuvjii7V69Wqro8k0Tb311lu66qqr9Pbbb2v69OlWR0IjorShQcTFxSk1NVVfffWVLr74Ym3bts2SHG63Wy+88IJGjx6t22+/XYsWLWKEDWgmrrzySn3++ef6/e9/r+uvv16HDx+2JEdFRYXuuece3XzzzVq8eLHmzZtnSQ4AF6akpETp6elq27atRo4cKT8/Pz300EN6+eWXdd111+nBBx9UVVWVJdkOHjyoX/ziF3r++ef11VdfadKkSZbkgHXYe0WD6dmzp7766ivdcsstGjVqlF588UW53e5G+/7t27drzJgx+vTTT5WWlqa77rqLa9iAZiYhIUGZmZmKiopSXFycPvjgg0b9/h9++EFDhgzRkSNHtHHjRk2ZMqVRvx+A94SFhal///5KTEw86Yycq666Shs2bFBeXp6GDRumtLS0RstkmqbeeecdDRkyREOGDFF6erqGDh3aaN8P38Hk2mgUO3fu1G233aaamho9+uijmjp1qux2e4N81759+7R48WItXrxYTz31lObNm8foGtACpKam6r/+6780aNAgPfTQQ0pOTm6wAzWbNm3Sn//8Z/3rX//Sq6++qquuuqpBvgdAwzt8+LDatGmjoKCgc752xYoVuueeezR9+nTdfffdGjhwYINkMk1T3333nf70pz9p165d+tvf/qYRI0Y0yHfBdzC5NizXp08fffvtt5o7d66effZZRUVF6dlnn/Xa6Uymaeqbb77RNddco7i4OJWUlCgtLU333HMPhQ1oIZKSkrRmzRpFRETo5ptv1rBhw7RkyRJVVFR45fOdTqfee+89jR07VpdddpkiIyO1ceNGChvQhBUUFOjHH39UdnZ2nV5//fXXa8OGDQoPD9f48eN1ySWX6MMPP/Ta9fvl5eVatGiR4uLidMcdd2jSpEnKyMigsIGRNlgjIyNDCxcu1EcffaQrrrhC48ePV0JCgmJiYuo8CW1BQYEyMjK0du1avfvuuzIMQ3PnztXMmTPVpk2bBl4DAL4oOztbu3bt0tixY5WSkqJXX31Vq1ev1g033KBRo0YpISFB0dHRdTqYY5qm9u7dq/T0dKWlpekf//iHoqOjNXfuXF199dVMmA00cYcPH9aPP/6oNm3aKCkpqd6/09XV1frggw+0cOFC7d27VzfddJMSExOVkJCgbt261Wmk3+PxKCcnR+np6frhhx+0YsUKjRs3TnPnztWECRO4rKOFOdtIG6UNlioqKtLy5cu1Zs0apaena8+ePRo8eLDi4+PVs2dPBQcHq3VJqdwet46GhqqsrEzr169Xenq6jh49quHDhyshIUGTJ0/W2LFj2bgBLVh1dbW+/vprRUZGnnTNx+7du7V8+XKlp6crPT1dxcXFGj58uOLj4xUREaGgoCAFBgbK6XSqqqpKRUVFWrdundLT0+Xn56eEhATFx8frmmuu0eDBgy1cQwDecqKwtW7dWsnJyRd8EGbdunX66KOPlJGRoRP7tPHx8Ro2bJjCw8NlHCmTn7+fbO3byeFw6MCBA0pPT9e6devUsWNHxcfHa8SIEZoxY4a6d+/ujVVEE0RpQ5Nx9OhRZWVlKT09Xfn5+XI4HGq1P192u11V3boqJCREsbGxSkhIUJ8+fShpAGpt3rxZubm5Gj9+vEJCQs74usLCQmVkZCgzM1NFRUWqqqpSdXW1AgICFBwcrLCwMA0dOlTx8fGKjIxkOwM0Qz/88IPcbreSkpIUEBDg1c82TVP79+9Xenq6srKyVFZWpqrdeXI6nQrq2U1BQUHq0KGD4uPjFR8fr/DwcK9+P5ouShuatJIfj02e2/YizucGcHoul0v//ve/1aVLFw0bNszqOAB8XE1NjSR5vbCdyc6UY3ec7JOc2Cjfh6bpbKWNGYYBAE2en5+fRo0axXVmAM6oqKhIu3fv1rBhwxqtrAHeQmkDADQLYWFhVkcA4KOKioqUlpamVq1ayeVyUdrQ5HAvdABAk7Z161atX79evnC6PwDfU1xcrLS0NAUHBzfINWxAY6C0AQCarJqaGu3atUtut5sbhgA4RXFxsdasWaPg4GAlJycrMDDQ6kjAeeH0SABAk5WbmyuXy6W+fftaHQWAD7Lb7QoNDVVCQgKFDU0aI20AgCbJ6XRq165dioyMVJs2bayOA8CHOBwOSceudb344osVFBRkcSLgwlDaAABNEqNsAE6npKRE3377rXbv3m11FMBrOD0SANAk9ejRQ8HBwQoNDbU6CgAfUVJSojVr1igwMFARERFWxwG8hpE2AECTFBwcrB49elgdA4CPOFHY/P39lZSUxCmRaFYobQCAJsXpdGrt2rUqKyuzOgoAH+F0OmsLW3JysoKDg62OBHgVp0cCAJqUXbt26eDBg+rfv7/VUQD4CH9/fw0ePFjt2rWjsKFZorQBAJoMl8ul3NxcRUREcC0bAJWVlam6ulodO3ZU165drY4DNBhOjwQANBm7du2S0+lUv379rI4CwGJlZWVKTU3Vxo0b5fF4rI4DNChKGwCgSXC5XNq5c6c6d+6ssLAwq+MAsNDRo0eVmpoqm82mxMRE2Wzs0qJ54/RIAECTYBiG+vTpo44dO1odBYCFjh49qpSUFNlsNiUnJyskJMTqSECDo7QBAJoEu93ORNoAlJeXR2FDi0NpAwD4vBM7adxoAMDAgQMVFRXFPGxoUTgBGADg01wulzZv3qy8vDyrowCwSHl5uVavXq3KykoZhkFhQ4vDSBsAwKft2bNHNTU1zMsGtFAVFRVKTU2VaZrcJRItFiNtAACf5Xa7tXPnTnXs2FHt2rWzOg6ARlZRUaGUlBR5PB4lJSWpdevWVkcCLEFpAwD4rD179qi6upp52YAWqLKysrawJScnq02bNlZHAizD6ZEAAJ8VHBysHj16KDw83OooABqZv7+/QkNDNXDgQAobWjxKGwDAZ3Xp0kVdunSxOgaARlRVVaXAwED5+/srMTHR6jiAT+D0SACAz3G73crNzZXb7bY6CoBGVFlZqdWrVysrK8vqKIBPobQBAHzO3r17lZ2drZKSEqujAGgkVVVVSk1NlcvlUp8+fayOA/gUShsAwKd4PB7t2LFD7du3V/v27a2OA6ARVFVVKSUlRU6nUyNHjlRYWJjVkQCfQmkDAPiUvXv3yuFwcMdIoAXJyMhQTU2NRo4cqbZt21odB/A53IgEAOAzPB6Ptm/frvDwcHXo0MHqOAAaSVxcnNxuN4UNOANG2gAAPqOmpkYhISGMsgEtgMPhUG5uriQpNDRU7dq1szgR4LsYaQMA+IygoCAlJydbHQNAA3M4HEpJSVF1dbW6dOmi4OBgqyMBPo2RNgCATyguLpbD4bA6BoAGVl1drdTUVDkcDiUmJlLYgDqgtAEALOfxeJSZmanMzEyrowBoQNXV1UpJSVFVVZVGjhyp8PBwqyMBTQKlDQBguX379qmqqkrR0dFWRwHQgI4cOVI7wkZhA+qOa9oAAJY6ccfItm3bqlOnTlbHAdAATNOUYRiKiIjQJZdcooCAAKsjAU0KI20AAEvt27dPlZWV3DESaKZqamr0ww8/6NChQ5JEYQPOAyNtAABLVVRUqG3bturcubPVUQB4WU1NjVJTU1VeXi6bjbEC4HxR2gAAlho4cKA8Ho/VMQB4mdPprC1sF110kTp27Gh1JKDJ4pAHAMASpmmqrKxMkjgCDzQzLpeLwgZ4EX8lAQCW2L9/v1atWqUjR45YHQWAl/n5+al9+/YaMWIEhQ3wAk6PBAA0OtM0lZOTo9DQULVt29bqOAC8xOl0yul0qlWrVoqJibE6DtBsMNIGAGh0+fn5qqioUL9+/WQYhtVxAHiB0+nUmjVrlJqaynWqgJdR2gAAjerEKFubNm0UERFhdRwAXuByuZSWlqbS0lLFxMRwnSrgZfxGAQAa1dGjR+VwOBhlA5oJl8ulNWvWqKSkRAkJCRyMARoA17QBABpVaGioLrnkEvn7+1sdBYAXbN26VSUlJYqPj6ewAQ2E0gYAaDTV1dUKDAxUQECA1VEAeMmAAQPUuXNn7hIJNCBOjwQANArTNJWamqrMzEyrowC4QC6XS5s3b5bb7Zafnx+FDWhglDYAQKM4ePCgjh49qs6dO1sdBcAFcLvd+vHHH5Wbm6vi4mKr4wAtAqUNANDgTtwxsnXr1oqMjLQ6DoDzdKKwFRcXa9iwYYywAY2E0gYAaHCHDh1SWVmZ+vbtyx0jgSbqRGErKirSsGHD1LVrV6sjAS0GpQ0A0OD27NmjkJAQdvKAJszhcKi8vFxDhw7ldxloZNw9EgDQ4EaMGKHKykpG2YAmyOPxyGazKSQkROPHj5efH7uPQGNjpA0A0KBO7PC1bt3a6igA6snj8Wjt2rXasmWLJFHYAItQ2gAADebQoUP65ptvVF5ebnUUAPV0orAVFBQoJCTE6jhAi0ZpAwA0mJycHBmGoVatWlkdBUA9eDwepaenq6CgQHFxcerRo4fVkYAWjdIGAGgQBQUFKikpUd++fWWz8ecGaEoyMzN16NAhxcXFqWfPnlbHAVo8TkwGADSIbdu2KTg4WN26dbM6CoB6ioyMVIcOHShsgI+gtAEAvK6oqEglJSWKi4tjlA1oIjwej0pLS9WuXTtFRkZaHQfAT/CXFADgde3bt9dFF12k7t27Wx0FQB14PB5lZmYqJSVFlZWVVscB8DOUNgBAg+jcuTOjbEATYJqm1q1bpwMHDmjgwIHcOAjwQfw1BQB4VVpamnJzc62OAaAOTNNUZmam8vPzFRMTo6ioKKsjATgNShsAwGsKCwtVUFDACBvQROzfv1/5+fkaNGgQhQ3wYdyIBADgNdu2bVNQUBBzOgFNRLdu3RQUFKQOHTpYHQXAWXAoFADgFYWFhSouLlZ0dDQjbYAPM01T2dnZKi8vlyQKG9AEMNIGAPCKnJwcBQUFMa8T4MNM09T69euVl5en4OBgtW7d2upIAOqA0gYA8IqYmBg5HA5G2QAf9dPC1r9/f65hA5oQShsAwCvCwsIUFhZmdQwAp2GapjZs2KC8vDz169dP/fr1szoSgHrgcCgA4IIUFxdr3bp1qqmpsToKgDPweDwqLy9X37591b9/f6vjAKgnRtoAABckJydHZWVlstvtVkcB8DOmacrj8chutyspKYnTl4Emit9cAMB5O3LkiA4fPqw+ffpQ2gAftGnTJq1Zs0Yej4fCBjRh/PYCAM7btm3bFBAQoF69elkdBcDPbNy4Ubt371Z4eDiFDWji+A0GAJwXRtkA37Vp0ybt3r1bffr00cCBA62OA+ACUdoAAOclODhYUVFRjLIBPiYnJ0e7du1SVFSUBg0aZHUcAF7AjUgAAOclKChIMTExVscA8DNdu3aVJG7rDzQjjLQBAOpt27ZtKi4utjoGgJ84dOiQJCkkJITCBjQzlDYAQL2UlJQoJydHRUVFVkcBcNyWLVv0448/6sCBA1ZHAdAAKG0AgHrZvn27/P391bt3b6ujAJC0detW7dixQz179lRERITVcQA0AEobAKDOSktLdfDgQUVFRcnPj8uiAatt3bpV27dvV8+ePTV48GAZhmF1JAANgNIGAKiznJwcRtkAH1FeXq4dO3aoR48eFDagmeMwKQCgztq1a6f27dvL39/f6ihAi9e6dWuNHj1aoaGhFDagmaO0AQDqLDo62uoIQIu3fft2hYSEKDIyUmFhYVbHAdAIOD0SAHBOR48e1f79+2WaptVRgBZt+/bt2rp1qwoKCqyOAqARMdIGADinnJwcFRQUqFOnTpwaCVhkx44d2rp1q7p166YhQ4ZYHQdAI2KkDQBwVkePHlV+fr569+5NYQMssnPnTm3ZskVdu3bV0KFDuYYNaGEobQCAs8rJyZGfn5+ioqKsjgK0WDU1NeratauGDRtGYQNaIE6PBACc0YlRtujoaAUEBFgdB2hxnE6n/P39NXDgQJmmSWEDWihG2gAAZ+R0OhUWFqY+ffpYHQVocXJzc/Xtt9+qsrJSkihsQAtGaQMAnFF4eLjGjBnDKBvQyHbt2qXs7GyFh4crKCjI6jgALEZpAwCc1qFDh+RyuayOAbQ4u3fv1qZNmxQREaHhw4fLZmN3DWjp2AoAAE5RUVGhtWvXaseOHVZHAVqUgwcPauPGjYqIiFB8fDyFDYAkbkQCADiNnJwc2Ww29e7d2+ooQIvSsWNH9e/fX9HR0RQ2ALXYGgAATlJRUaH9+/erZ8+eCgwMtDoO0CIcPHhQTqdTdrtd/fr1o7ABOAlbBADASbZv3y7DMBQdHW11FKBF2Lt3r9auXavt27dbHQWAj6K0AQBqmaYph8OhXr16McoGNIK8vDytX79eHTt21IABA6yOA8BHcU0bAKCWYRgaOXKkPB6P1VGAZm/fvn3KyspSx44dddFFF3FKJIAzYusAAJAkVVdXy+FwSBI7j0ADc7vd2rZtmzp27KgRI0bwOwfgrBhpAwBIkrZt26b9+/dr4sSJ8vPjzwPQkOx2u5KTkxUQECC73W51HAA+jsM6AABVVVUpLy9P3bp1o7ABDSg/P1+bNm2SaZoKDg6msAGoE0obAKD2rnXcMRJoOPn5+crMzFRZWRnXjQKoF0obALRwJ0bZunfvruDgYKvjAM3SgQMHlJmZqXbt2umiiy5ihA1AvVDaAKCFKywslCT17dvX4iRA83TgwAFlZGSoXbt2SkxM5BRkAPXGVgMAWrju3burc+fOCggIsDoK0CzZ7Xa1b99eI0aMoLABOC9sOQCgBauurlZgYCCFDWgADodDQUFB6tSpkzp16mR1HABNGKdHAkAL5XA49J///Ee7d++2OgrQ7Bw6dEhff/21Dh06ZHUUAM0ApQ0AWqgdO3bINE1GAAAvO3TokNLT0xUaGqrw8HCr4wBoBihtANACORwO7dmzR926dVOrVq2sjgM0GwUFBUpPT1ebNm00cuRI+fv7Wx0JQDNAaQOAFmjnzp0yTZM7RgJeVFFRobVr16pNmzZKSkqisAHwGm5EAgAtjMfj0f79+9WtWzeFhIRYHQdoNkJCQhQbG6vIyEgKGwCvorQBQAtjs9k0btw4eTweq6MAzUJhYaECAgIUGhqqnj17Wh0HQDPE6ZEA0IKcKGoBAQEKCgqyOA3Q9BUWFiotLU3Z2dlWRwHQjJ2ztBmGEWQYxo+GYaw3DCPbMIzfH3++t2EYaYZh7DAMY7lhGAHHnw88/njH8eW9GnYVAAB1tW3bNn3//feMsgFeUFhYqB9//FEhISGKj4+3Og6AZqwuI23VkiaYpjlE0lBJlxuGMVLSHyW9ZJpmtKQjkmYdf/0sSUeOP///s3ff0XGf953vP78ZDHoHQQBEIyolFrAXwCq0pMiJsrFT3JLc2ImT2LmJd50r596NNyfOceIUJ7F37XU2xfGuy67jm5vcu/bGWW8cUZUo7EUkxUHvvQODwbTn/iGQoSRSJEhgninv1zk8HAwG0GeoOcDvM9/n9/z+/drjAACWBQIB9fb2KisrSy4XCy2ABzE9Pa1Tp04pMzNTzc3NXKAewKa6629t87qltQ89a3+MpCck/d3a/V+X9ONrt9+z9rHWPv+k4zjOhiUGANyX7u5uhcNhNTY22o4CxL3e3l5lZGSoublZaWlptuMASHD3NdOpPwAAIABJREFUtBGJ4zhuSWcl1Uv6M0ndkuaMMaG1hwxJKl+7XS5pUJKMMSHHceYlFUmaetP3/Kikj0pSVVXVgz0LAMDbCgQC6uvrU3l5ubKzs23HAeLegQMHFAwGKWwAouKe1scYY8LGmH2SKiQdkfTQg/6HjTF/ZYw5ZIw5VFxc/KDfDgDwNvr7+xUKhbguG/AAZmZm1NraqmAwKJfLRWEDEDXr2vLfGDPnOM7zkpol5TuOk7I2bauQNLz2sGFJlZKGHMdJkZQnaXoDMwMA1qmurk55eXnKycmxHQWIS7Ozs+ro6FBaWprC4TDXYQMQVfeye2Sx4zj5a7czJP2QpGuSnpf03rWHfVjSd9Zuf3ftY619/oQxxmxkaADA+rhcLm3dutV2DCAuzc7Oqr29XWlpaWppaeFyGQCi7l6WR5ZJet5xnEuSTkv6gTHmHyT9W0nPOo7TpdfPWfvq2uO/Kqlo7f5nJf3mxscGANyLYDCoF154QZOTk7ajAHFpbm6OwgbAursujzTGXJK0/zb39+j189vefL9f0vs2JB0A4IH09PRocXGRc2+A+5SWlqaCggLt3buXwgbAmnWd0wYAiB/BYFC9vb0qLS1Vbm6u7ThAXPH5fMrIyFBGRoaOHTtmOw6AJMfVVQEgQfX29ioYDHJdNmCd5ufn9dJLL+m1116zHQUAJFHaACAhhUIh9fT0qLS0VHl5ebbjAHFjYWFBbW1tSklJUXV1te04ACCJ5ZEAkJBSUlK0f/9+ZWRk2I4CxI1bC1tLS4syMzNtRwIASZQ2AEhYJSUltiMAcSMSiejUqVNyuVxqbm6msAGIKZQ2AEgwvb29Wl1d1Y4dO+Q4ju04QFxwuVzat2+fMjIylJWVZTsOALwB57QBQAIJhULyer2an5+nsAH3YHFxUUNDQ5KkLVu2UNgAxCQmbQCQQPr6+hQIBNgxErgHS0tLamtrk+M4Ki0tVUoKh0UAYhOTNgBIEKFQSN3d3SouLlZBQYHtOEBMW1paUmtrqySpubmZwgYgplHaACBB9Pf3KxAIaMeOHbajADFteXlZbW1tkl4vbNnZ2ZYTAcDbo7QBQIIoLi7Wjh07mLIBdzExMaFIJKLm5mbl5OTYjgMAd8VaAABIELm5ucrNzbUdA4hZxhg5jqOamhqVl5crNTXVdiQAuCdM2gAgzoXDYV2+fFk+n892FCBmLS8v66WXXtLc3JwkUdgAxBVKGwDEuf7+fvX19cnv99uOAsQkn8+ntrY2raysyOXi0AdA/OEnFwDEsXA4rK6uLhUVFamwsNB2HCDm+Hw+tba2KhQKqaWlhSXEAOISpQ0A4tjAwIBWV1fZMRK4Db/fr7a2NoVCITU3N1PYAMQtNiIBgDgViURuTtmKiopsxwFiTmpqqgoLC1VbW6u8vDzbcQDgvlHaACBOhcNhlZWVqbS01HYUIKb4/X65XC6lpqZq//79tuMAwAOjtAFAnPJ4PNq9e7ftGEBM8fv9am1tVVpamt7xjnfYjgMAG4Jz2gAgDo2Pj2t6etp2DCCm3Chsq6ur2rlzp+04ALBhKG0AEGcikYguX76sa9eu2Y4CxIxbC9vRo0dVUFBgOxIAbBhKGwDEmcHBQa2srLBjJHCLS5cuye/36+jRo1z+AkDC4Zw2AIgjkUhEnZ2dKigoUHFxse04QMxoamrSysoKEzYACYlJGwDEkaGhIa2srKixsdF2FMC61dVVvfbaazLGKD09ncIGIGFR2gAgzmzdulVbt261HQOwanV1VW1tberp6dHi4qLtOACwqVgeCQBxpKqqSlVVVbZjAFYFAgG1t7fL5/PpyJEjys3NtR0JADYVkzYAiAPGGI2MjMgYYzsKYFUgEFBbW5uWlpZ05MgRbdmyxXYkANh0lDYAiANDQ0M6e/asJicnbUcBrFpeXpbf76ewAUgqLI8EgBhnjFFnZ6fy8vI4lw1JKxKJyOVyqaCgQE8++aRSUjiEAZA8mLQBQIwbHh7W8vIyO0YiaQWDQZ08eVJ9fX2SRGEDkHQobQAQw4wx8nq9ys3NVUlJie04QNQFg0G1t7drYWFBmZmZtuMAgBWUNgCIYX6/X47jqLGxUY7j2I4DRNWthe3QoUMsDwaQtFhfAAAxLCMjQ8ePH7cdA4i6SCSijo4OLSws6ODBg0yaASQ1ShsAxKjFxUVlZGRw/g6Sksvl0rZt21RfX6/S0lLbcQDAKo4EACAGGWN09uxZpaamqqWlxXYcIGpCoZB8Pp9yc3NVW1trOw4AxATOaQOAGDQ6OqrFxUVt377ddhQgakKhkDo6OtTa2qpgMGg7DgDEDEobAMSYGztGZmdnq6yszHYcICrC4bBOnTql2dlZNTU1yePx2I4EADGD0gYAMWZsbEyLi4vsGImkEQ6H1dHRoZmZGR04cEDbtm2zHQkAYgqlDQBizNTUlLKzszlwRdLo6enRzMyM9u/fz+seAG6DjUgAIMbs2bNHwWCQKRuSRl1dnQoLC1VUVGQ7CgDEJCZtABBD/H6/JHE+DxJeOBzW5cuXtbq6KpfLRWEDgLdBaQOAGDE2NqbnnntOs7OztqMAmyoSiej06dPq6+vTzMyM7TgAEPMobQAQI7xerzIyMpSfn287CrBpbhS2yclJ7d27lx1SAeAeUNoAIAaMj49rfn5eDQ0NnMuGhHWjsE1MTGjv3r2qqqqyHQkA4gKlDQBigNfrVWZmpsrLy21HATZNMBjUysqKmpqaKGwAsA7sHgkAli0sLGh+fl5NTU1yuXgvDYknEonIcRylpaXpscce43UOAOtEaQMAy3Jzc/XOd75TGRkZtqMAGy4Siejs2bNyuVw6ePAghQ0A7gM/OQHAonA4LEnKysriYBYJ50ZhGxsbY0t/AHgAHCEAgEVtbW26fPmy7RjAhotEIjp37pzGxsa0e/dubd++3XYkAIhblDYAsGRyclKzs7PKzc21HQXYcJcvX9bo6Kh27dqlmpoa23EAIK5xThsAWOL1epWenq7KykrbUYANV1lZqdzcXAobAGwAJm0AYMHU1JRmZmbU0NDAuWxIGMYYTUxMSJIKCwspbACwQThSAAALuru7lZ6ezrWqkDCMMTp//rw6Ojo0NzdnOw4AJBSWRwKABQcOHNDS0hJTNiQEY4wuXLig4eFhPfTQQ8rPz7cdCQASCkcLAGCBx+NRQUGB7RjAAzPG6OLFixoaGtJDDz2khoYG25EAIOFQ2gAgiqanp/XSSy9peXnZdhRgQ0xNTWlwcFA7duygsAHAJmF5JABEkdfrld/vV3p6uu0owIYoLi7Wo48+ypJIANhETNoAIEpmZmY0NTWl+vp6ud1u23GA+2aM0ZUrVzQ9PS1JFDYA2GSUNgCIEq/Xq7S0NFVXV9uOAjyQy5cvq6en52ZpAwBsLkobAETB7OysJicnVVdXx5QNce3y5cvq7+9XfX29GhsbbccBgKTAOW0AEAV5eXnau3evysvLbUcB7turr76qvr4+1dfX6+GHH7YdBwCSBqUNAKLA5XJxIW3ENWOMAoGA6urqKGwAEGWUNgDYZBcvXlRRUZEqKipsRwHuSzAYlMfj0f79++U4ju04AJB0OKcNADbR3NycBgYG5Pf7bUcB7suVK1f08ssvKxgMUtgAwBJKGwBsIq/XK4/Ho+3bt9uOAqzb1atX1dPTo61bt8rj8diOAwBJi9IGAJtkbm5O4+PjqqurU0oKq9ERX65du6bu7m5t375du3fvth0HAJIapQ0ANsmNKVtNTY3tKMC69Pb2qqurS9XV1dqzZ4/tOACQ9HjrFwA2SXV1tcrKypiyIe6Ul5crFAqpvr7edhQAgChtALBpSkpKbEcA1mV4eFhlZWVKTU1VQ0OD7TgAgDUsjwSADbawsKBr164pGAzajgLcM6/Xq3PnzmlgYMB2FADAm1DaAGCDeb1e9ff3244B3DOv16vr16+rsrJS1dXVtuMAAN6E0gYAG2hhYUGjo6Oqqalhi3TEhc7OTl2/fl0VFRXau3cv12IDgBhEaQOADeT1epWSkqLa2lrbUYC7Wl1dVXd3tyoqKrRv3z4KGwDEKDYiAYANsri4qNHRUTU0NDBlQ1xIS0vTo48+qszMTAobAMQwJm0AsEFcLpfKy8uZsiHmdXd3q6urS5KUlZVFYQOAGEdpA4ANkpWVpQMHDig1NdV2FOCOenp6dPXqVc3Pz8sYYzsOAOAeUNoAYAP09/draWnJdgzgbfX09OjKlSsqKyvT/v37mbABQJygtAHAA1paWtKlS5c0ODhoOwpwR729vTcL24EDB+RycQgAAPGCn9gA8IC8Xq/cbrfq6upsRwHuyO12U9gAIE6xeyQAPIDl5WWNjIyotraWc9kQk/x+v9LT01VVVaWqqirbcQAA94G32gDgAXi9XrlcLqZsiEn9/f06ceKE5ubmbEcBADwAShsAPIDU1FTV1tYqLS3NdhTgDQYGBnTp0iUVFRUpNzfXdhwAwANgeSQAPIBdu3bZjgC8xcDAgC5evKitW7fq8OHDnMMGAHGOn+IAcB98Pp+mp6dtxwDeYnp6WhcvXlRxcTGFDQASBD/JAeA+dHZ2qr29XYFAwHYU4A0KCwu1a9cuChsAJBB+mgPAOvl8Pg0ODqq6upodIxEzRkdHtbKyIsdxVFtbK7fbbTsSAGCDUNoAYJ06OzvlOI7q6+ttRwEkScPDwzp79qyuX79uOwoAYBNQ2gBgHVZWVjQ4OKiqqiqlp6fbjgNoeHhY58+fV2Fhofbs2WM7DgBgE1DaAGAdlpaWlJaWxpQNMWFkZORmYTt69ChLIgEgQbHlPwCsQ3FxsZ566ik5jmM7CpKcMUbd3d0qKCjQkSNHKGwAkMAobQBwj+bm5pSXl0dhQ0xwHEfHjh2T4zhKSeHXOQAkMpZHAsA98Pv9OnnyJBs9wLqxsTGdPn1akUhEHo+HwgYASYDSBgD3oKurS8YYVVVV2Y6CJDY2NqYzZ85odXVVkUjEdhwAQJRQ2gDgLvx+v/r7+1VZWanMzEzbcZCkxsfHdfbsWeXl5eno0aNM2AAgiVDaAOAubkzZGhoabEdBkpqYmNCZM2eUm5urY8eOyePx2I4EAIgi3qYDgLdhjNHMzIwqKiqYssGatLQ0FRUV6eDBgxQ2AEhClDYAeBuO4+jRRx9VOBy2HQVJaHl5WVlZWcrLy9OxY8dsxwEAWMLySAC4g2AwqFAoxJbqsGJyclIvvPCC+vv7bUcBAFhGaQOAO+js7NSJEycUCoVsR0GSmZyc1KlTp5Sdna2ysjLbcQAAllHaAOA2VldX1dfXp+LiYqZsiKqpqambha25uVmpqam2IwEALKO0AcBtdHd3KxKJsGMkoioQCOj06dPKysqisAEAbuLtYwB4k0AgoL6+Pm3btk3Z2dm24yCJpKamat++fSosLKSwAQBuorQBwJuMjo4qHA6rsbHRdhQkiZmZGYVCIW3dupVz2AAAb0FpA4A3qa6uVlFREVM2RMXMzIza29uVlZWl4uJiOY5jOxIAIMZwThsA3OLG9dgobIiGmZkZdXR0KD09XUePHqWwAQBui9IGAGuCwaD++Z//WQMDA7ajIAnMzs6qo6NDaWlpamlpUXp6uu1IAIAYRWkDgDXd3d0KBALKz8+3HQVJYGRkhMIGALgnnNMGAHp9ytbb26uysjLl5ubajoMEZoyR4zjauXOnGhoa2CUSAHBXTNoAQFJPT49CoRA7RmJTzc3N6aWXXpLP55PjOBQ2AMA9obQBSHqRSER9fX0qLS1lyoZNMz8/r/b2doVCITYcAQCsC8sjASQ9l8ulRx55xHYMJLD5+Xm1tbXJ4/GopaVFGRkZtiMBAOIIpQ0AJGVlZdmOgAS1uLiotrY2paSkqLm5mcIGAFg3ShuApNbZ2anZ2VkdOnRILhcrxrHx0tPTtWXLFu3cuVOZmZm24wAA4hBHKACSVigUUnd3tyRR2LDhlpeXFQ6H5fF4dOjQIQobAOC+cZQCIGn19vYqGAyyYyQ23OLiol555RVdunTJdhQAQAKgtAFISqFQSD09Pdq6dSsX08aGunEOm8vl4g0BAMCGoLQBSEr9/f0KBAIcVGNDLS0tqa2tTZLU3NzMBjcAgA3BRiQAklJVVZVSU1NVUFBgOwoShDFGZ8+elSS1tLQoOzvbciIAQKKgtAFISh6PR5WVlbZjIIE4jqMDBw7IcRwKGwBgQ7E8EkBSCYfDam9v18zMjO0oSBDLy8vq6uqSJOXk5FDYAAAbjtIGIKn09/drcnLSdgwkiOXlZbW2tqq7u1urq6u24wAAEhSlDUDSCIfD6urq0pYtW1RYWGg7DuKcz+dTa2urIpGImpublZaWZjsSACBBUdoAJI3+/n6trq5qx44dtqMgzt0obOFwWM3NzcrNzbUdCQCQwChtAJICUzZspPn5eYXDYbW0tFDYAACbjt0jASQFx3G0Y8cO5eTk2I6COBaJRORyuVRWVqbi4mKlpPBrFACw+Zi0AUgKLpdL1dXVTNlw31ZWVvTiiy9qfHxckihsAICoobQBSHjDw8Pq7e2VMcZ2FMSplZUVtba2anV1lQ1HAABRR2kDkNAikYiuXr2qkZEROY5jOw7ikN/vV1tbmwKBgI4dO6b8/HzbkQAASYbSBiChDQ4Oyu/3q7Gx0XYUxKFgMHhzwkZhAwDYwoJ8AAkrEomos7NTBQUFKi4uth0Hccjj8aisrEwlJSUqKCiwHQcAkKQobQAS1uDgoFZWVrR3717bURBnVldXFQqFlJWVpYcffth2HABAkmN5JICElZWVperqaqZsWJfV1VW1trbq1KlTbF4DAIgJlDZEVf9f/rVOPvpOnXzkuPr/4is37x/4ylf1SvOjOvnIcXk/83tv+bpIIKD2p59R6/GndPKR4+r63J/c/NylX/k1tT7+pDo/+4c37+v5/H/QxD/+z819Moi673//+9qxY4fq6+v1R3/0R2/5/Orqqj7wgQ+ovr5eR48e1dLSkpqamnTy5Ek1NTXp0KFD6uzslCTNzc3p6aefViQSifbTQBSt9zVz/fp1tbW16ezZs/r4xz+uw4cP85oBoG985Ff1f26t1e/uPnrzvu/+9u/p95qa9dl979AXn36P5kZGb37u+gsv67P73qHP7Dqizz/+I7f9nl/92V/U7+w4oN/dfVTf+MivKhwMSpLO/f139JldR/Snj75LS9PTkqTJ7h595QM/v3lPELHPGPO2fyRVSnpe0lVJVyR9Yu3+Qkk/kNS59nfB2v2OpC9J6pJ0SdKBu/03Dh48aJD4Fq5eM688ctyElpdNOBg0p3/yfWa5u8dMv/yKOf2T7zNhv98YY4x/YvINXzfbccrMtHeY4OKSMcaYcCBg2p5+xsyePmMWXr1iXv3Es8YYY07/1PtNYH7e+EfHzNmf+bnoPjlsulAoZGpra013d7dZXV01TU1N5sqVK294zJ/92Z+Zj33sYyYcDpsvfOEL5r3vfa8xxpif+ImfMIODg+bll182zz77+uvlk5/8pHn++eej/TQQRet5zRhjzDe/+U1z/Phx873vfc/86I/+KK8ZADd5X3zF9J89bz6z68jN+3zz8zdvP/fF/2T+68c+YYwxZnl21vzOw4fMdP+AMcaY+fEJ03Wy3XSdbH/D97z0ve+bSCRiIpGI+coHf9688J++Yowx5k8f/xGzurxs2r/5N+bEl/7cGGPMVz7482bM27mpzxH2STpj7tCX7mXSFpL0SWPMTknHJP2a4zg7Jf2mpOeMMQ2Snlv7WJJ+RFLD2p+PSvrzB6uVSBTL3k7lH9gvd2amXCkpKmhp1vj3/lGD/+Ubqvk3H5dr7dpHacVb3vK1juMoJTtLkmSCQZlgUHIcOR6Pwn6/TCQiEwzJcbnV9bk/Uf3/9RtRfW7YfKdOnVJ9fb1qa2uVmpqqD37wg/rOd77zhsd85zvf0Yc//GENDQ2ppqZGJ06ckDFGHo9HPp9PPp9PHo9H3d3dGhwc1PHjx+08GUTFel4zkvTwww/r3LlzOnz4sLKysnjNALip4bF3KLPwjZsRZeTm3rwdWPbdvKzMqW/9P9r/kz+mwqpKSVLu1tsv0d/zzLvkOI4cx9H2Iwc1OzQiSXK5XAqurirgW5Hb41Hny63KLS1RSUP9Zjw1xIm7bkRijBmVNLp2e9FxnGuSyiW9R9LxtYd9XdILkv7t2v3fWGuL7Y7j5DuOU7b2fZDEsh9+SF1/8DkFZmbkTk/X1D+fUO7eJvm6uzXb3qHOP/ic3GlpavzMp5W3f99bvt6Ew2p/8l3y9fap8hd/XvkHD0iSUouK1P7E0yp7/3vl6+2VIhHl7m2K8rPDZhseHlZlZeXNjysqKtTR0fGWx5SXl6uzs1OFhYXKz8/X9PS0PvWpT+lDH/qQMjIy9M1vflO/8Ru/oc9+9rPRfgqIsnt9zdx4zN69e1VYWCjHcXjNALgn//23flcd3/gbZeTl6v94/nuSpAlvl8LBoD5//BmtLi7piU/8iorr6+74PcLBoDq++X/r/V/8nCTpXZ96Vl986j3K21aqj/zXr+iv3vch/dK3/0tUng9i17p2j3QcZ7uk/ZI6JJXcUsTGJJWs3S6XNHjLlw2t3feG0uY4zkf1+iROVVVV64yNeJTd2KDt//pXdfZ9Py13ZqZydu+S43YrEg4rODuno9//By2cv6CLv/QxPXqm/S0XQnbcbjW/8M8Kzs/rwod/UYvXXlPOww/pod//3ZuPOfezH9LOz/+xer7wRS1euaqi44+p4ud+NtpPFRaNjY3J5/Pp8OHDN+/bt2+f2tvbJUkvvfSSysrKZIzRBz7wAXk8Hn3+859XSUnJnb4lEpgxRteuXVNZWZlSUlLkcr2+AIXXDIB78eO//2n9+O9/Wt//w8/rhS//pX7sM7+lcCikgbMX9OvP/Q8FV/z6XPOTevfv/bYKqypu+z2+9avPquGxFjU82iJJ2vlDT2jnDz0hSWr/xre0+5mnNe7t0g/+9D8qsyBfH/ji55SamRm154jYcM8bkTiOky3p7yX9ujFm4dbPrU3V1rXFljHmr4wxh4wxh9jZLXlU/G8/o+bn/peO/I//T568PGXW1Sq9rEwl/+oZOY6jvAP75bhcCk7P3PF7ePLyVPhIi6ZPPP+G+yf+5/eVu7dJ4eVl+fr6tPerf6nx7/6Dwj7fZj8tREF5ebkGB//l/aChoSGVl5e/5TEdHR3Ky8vTli1bND8/r6KiopufN8bos5/9rH77t39bn/nMZ/THf/zH+uVf/mV96UtfitrzQPTc7TUTDAaVlZWlixcvan5+XqFQiNcMgPty5Gffr/N//11JUkFFuXa+60mlZWUpe0uRGh57hya7um/7df/wmT/U0uSU3vuFP3zL5wI+n9q+9i0d/7WP6h9+5w/081//C9U/ckwd/+1vN/W5IDbdU2lzHMej1wvbfzPG/L9rd487jlO29vkySRNr9w/r9c1LbqhYuw/Q6uSUJGllaEjj3/tHlf3UT2jrMz+smVdOSpKWu7sVCQTkKSp8w9cF5+cVnJ+XJIVXVjT9wkvKumVtdyQYVP9f/rVqPv6riqz4b07pTCSsyNpuTIhvN3bx6+3tVSAQ0Le//W29+93vfsNjnnnmGb3wwgtqbGzU3/3d3+mJJ554w8T2G9/4hp555hkVFhbK5/PJ5XLJ5XLJR7FPSG/3mgkGg2pra9PBgwd1+fJlFRYW8poBsC7jnV03b1/8zvdU8lCjJGnve35UXa+0KxwKKeDzqa/jjAq3v3VV2St//XVd/V/P6Rf/5j/fnPLf6p/+5It657/5Fbk9HgXWjm0cl0sBfv4kpbsuj3Re/+31VUnXjDFfuOVT35X0YUl/tPb3d265/+OO43xb0lFJ85zPhhsu/sIvKTg7K8fj0cOf+wN58vJU/jMf1JVPPKuTj75TLo9Hu7/8RTmOI//YmK7++m+o9tlPKDgzqzM//t7XNxyJRFT6nh9T8dM/dPP7Dn71a9r2gffJnZmp7F07FV5ZUetjT2jLU0/Ik5dn8Rljo6SkpOjLX/6y3vWudykcDusjH/mIdu3apU9/+tM6dOiQ3v3ud+tjH/uYXnnlFT3yyCMqLCzUt7/97Ztf7/P59LWvfU3/9E//JEl69tln9cwzzyg1NVXf+ta3bD0tbKI7vWZ+67d+S9nZ2WpqatKnPvUpffKTn1R9fT2vGQB39Nc//QvyvvCKlqam9ZsVD+nHPvPv9Oo//pPGr3fKcblUWF2pn/mL/yBJKnt4h3b98FP6vaZmuVwuveOXPqTi2hpJ0n985qf0c3/9ZeVvK9O3fuXXVVhdqT9ufkqStP8nf0w/+unX9/WbGxlV36mz+le/8ylJ0jv/9cf0h4ePKyM/T//7f/8bC/8CsM0xd7lwqOM4j0h6WdJlSTcuTvPv9Pp5bX8rqUpSv6T3G2Nm1krelyX9sCSfpF8wxpx5u//GoUOHzJkzb/sQJLG5U6clSflHDt/lkUhmMzMzSk1NVXZ2tu0oiHHLy8tqa2vTnj17OC8NQFR0t76+CVJdy9G7PBLJzHGcs8aYQ7f73L3sHvmKXr/22u08eZvHG0m/tq6EAPAAjDG6ePGiXC6XHn/8cdtxEKPC4bDcbreysrL0xBNP3HY5EgAAsYjfWADi3sjIiJaWltTQ0GA7CmJUKBRSW1ubrl27JkkUNgBAXOG3FoC4ZoxRZ2encnJyVFZWZjsOYlAoFFJHR4fm5uZUUFBw9y8AACDGUNoAxLXR0VEtLi6qsbHxLdf2A24UttnZWR08eFClpaW2IwEAsG6UNgBxze/3Ky8vjykbbuv06dOanZ3VgQMHeI0AAOLWXTciAYBYVltbq5qaGqZsuK3t27erurpa27Ztsx0FAID7xqQNQFwyxmhmZkaSKGx4g3A4rKmpKUlSWVkZhQ0AEPcobQDi0vj4uE6ePKmJiQnbURBDwuGwTp06pY6ODvn9fttxAADYEJQ2AHHp+vXkvjecAAAgAElEQVTrysrKUnFxse0oiBHhcFinT5/W1NSU9u7dq/T0dNuRAADYEJQ2AHFnbGxMCwsL7BiJmyKRiE6fPq3JyUnt27dPFRUVtiMBALBhKG0A4o7X61VWVpbKy8ttR0GMGBoaulnYKisrbccBAGBDsXskgLji8/m0srKinTt3MmXDTVVVVcrNzVV+fr7tKAAAbDgmbQDiSmZmpp566imWv0GRSEQXL17U0tKSJFHYAAAJi9IGIG74/X4ZY+R2u5myJblIJKKzZ89qYGBAs7OztuMAALCpKG0A4sbp06fV0dFhOwYsu1HYxsbGtGfPHs5hAwAkPEobgLgwMTGhubk5lZWV2Y4Ci24tbLt379b27dttRwIAYNNR2gDEBa/Xq4yMDKYqSc4Yo1AopN27d6umpsZ2HAAAooLdIwHEvMnJSc3OzqqpqUkuF+81JSNjjMLhsFJSUnTs2DHOaQQAJBWOfgDEvKGhIaWnpzNlS1LGGJ07d04dHR2KRCIUNgBA0mHSBiDm7du3Tz6fjylbEjLG6Pz58xoZGdHOnTt5DQAAkhK//QDEtHA4LMdxlJWVZTsKouxGYRseHtbDDz+suro625EAALCC0gYgZk1NTekHP/iB5ubmbEeBBVevXtXw8LAeeugh1dfX244DAIA1LI8EELO8Xq/cbrdyc3NtR4EF27dvV2ZmJrtEAgCSHpM2ADFpenpa09PTqqur4zymJGKM0fDwsCQpKyuLwgYAgJi0AYhRXq9XaWlpqq6uth0FUWKM0aVLlzQwMKCUlBSVlJTYjgQAQEzg7WsAMWdhYUFTU1Oqr6+X2+22HQdRcGtha2xspLABAHALJm0AYk5ubq7e8Y53KC8vz3YURIExRpcvX9bAwIAaGhq0Y8cO25EAAIgplDYAMamwsNB2BETJ4uKiBgcHVV9fr4ceesh2HAAAYg6lDUBMOX36tHJycjh4TyK5ubl67LHHlJOTYzsKAAAxiXPaAMSM2dlZjY2NKSWF95OSwZUrV27uFElhAwDgzihtAGKG1+tVamqqtm/fbjsKNtmVK1fU09Oj+fl521EAAIh5lDYAMWFubk4TExOqq6tj0pbgbhS22tpa7dy503YcAABiHqUNQEzwer3yeDxM2RLc1atX1dPTo5qaGu3atct2HAAA4gJvZwOICbt27dLS0hJTtgTncrm0fft27d6923YUAADiBkdHAGJCVlaWsrKybMfAJlldXVVaWhq7ggIAcB9YHgnAqvn5eZ06dUorKyu2o2CTvPbaa3rhhRf4fwwAwH2itAGwyuv1amZmhmWRCer69evq7OxUaWmp0tPTbccBACAuUdoAWLOwsKCxsTHV1tbK4/HYjoMN5vV65fV6VVVVpaamJjmOYzsSAABxidIGwJrr168rJSVFNTU1tqNggw0PD+v69euqrKyksAEA8IBYjwTAihtTtsbGRqZsCai0tFS7du1STU0NhQ0AgAfEpA2AFRkZGdqxY4dqa2ttR8EGGhwcVDAYlNvtVm1tLYUNAIANQGkDYIXH42HKlmC6urp04cIF9fb22o4CAEBCobQBiLrr169rfHzcdgxsoO7ubl27dk3l5eVqaGiwHQcAgIRCaQMQVYuLi/J6vZqdnbUdBRukp6dHV69e1bZt27R//36WRAIAsMEobQCiqrOz8+b5Toh/oVBIPT09Kisr04EDByhsAABsAnaPBBA1S0tLGh4eVn19vVJTU23HwQZISUnRI488otTUVAobAACbhEkbgKjxer1yu92qq6uzHQUPqK+vT5cuXZIxRunp6XK5+HUCAMBmYdIGIGq2bNmivLw8pmxxrq+vT5cvX1ZpaamMMUzYAADYZJQ2AFFTVVVlOwIeUH9/vy5fvqySkhIdPHiQCRsAAFHAb1sAm255eVm9vb2KRCK2o+ABDAwM6NKlSyopKdGhQ4cobAAARAm/cQFsus7OTl29elXBYNB2FDyAjIwMlZWVUdgAAIgylkcC2FQ+n09DQ0OqqalRWlqa7Ti4Dz6fT5mZmSouLlZxcbHtOAAAJB3eKgWwqTo7O+U4DjtGxqmhoSGdOHFCExMTtqMAAJC0KG0ANo3P59Pg4KCqq6uVnp5uOw7WaWhoSOfPn9eWLVtUVFRkOw4AAEmL0gZg04RCIRUWFqq+vt52FKzT8PCwLly4oC1btujw4cNyu922IwEAkLQ4pw3ApsnNzVVLS4vtGFinxcVFnT9/XkVFRTpy5AiFDQAAyyhtADbF2NiYCgsLuZB2HMrJydG+fftUVlZGYQMAIAawPBLAhltZWdHZs2d1/fp121GwDqOjo5qfn5ckVVRUUNgAAIgRlDYAG66rq0uSOJctjoyOjlK0AQCIUZQ2ABvK7/drYGBAlZWVysjIsB0H92BsbExnz55VQUGBDhw4YDsOAAB4E0obgA3V1dUlYwxTtjgxNjamM2fOKD8/X0ePHlVKCqc6AwAQayhtADZUMBhUVVWVMjMzbUfBPRgcHFReXh6FDQCAGMZvaAAbav/+/TLG2I6BuzDGyHEcHTx4UOFwWB6Px3YkAABwB0zaAGyI1dVVLS0tSZIcx7GcBm9nYmJCJ0+eVCAQkMvlorABABDjKG0ANkRXV5defPFFBQIB21HwNiYmJnT69GlFIhHKNQAAcYLSBuCBra6uqq+vT+Xl5VxMO4ZNTk7q9OnTys7OVnNzMxM2AADiBKUNwAPr7u6WMUYNDQ22o+AOpqenderUKQobAABxiI1IADyQW6dsWVlZtuPgDjIzM7V161bt3buXaSgAAHGGSRuABzI3NydJTNli1OLioowxysjI0OHDhylsAADEIUobgAdSUlKip59+WtnZ2baj4E2mp6f18ssvy+v12o4CAAAeAKUNwH3z+XySxEWZY9D09LQ6OjqUkZGh7du3244DAAAeAKUNwH0JBAJ68cUXmeLEoJmZmZuFraWlRWlpabYjAQCAB0BpA3Bfenp6FAqFVFZWZjsKbhEOh3XmzBllZGSoubmZwgYAQAJgTROAdQsGg+rt7dW2bduUk5NjOw5u4Xa7dejQIWVmZio9Pd12HAAAsAGYtAFYt+7uboVCITU2NtqOgjWzs7MaGBiQJBUWFlLYAABIIEzaAKyLMUYjIyMqKytjyhYj5ubm1N7errS0NJWXl8vtdtuOBAAANhClDcC6OI6jxx9/XKFQyHYU6F8KW2pqqpqbmylsAAAkIEobgHsWDoflcrnkdrspBzFgfn5e7e3t8ng8amlpUUZGhu1IAABgE3BOG4B71t3dreeff54pW4yYnp6msAEAkASYtAG4J8FgUD09PSoqKuJi2pYZY+Q4jmpra1VVVcX/DwAAEhyTNgD3pK+vT8FgkB0jLVtYWNCJEyc0NzcnSRQ2AACSAKUNwF2FQiF1d3erpKREeXl5tuMkrYWFBbW1tSkSicjj8diOAwAAooTSBuCuhoaGmLJZtri4qLa2NrlcLrW0tCgrK8t2JAAAECWsqwFwV9XV1crJyVF+fr7tKEnJ5/OptbWVwgYAQJKitAF4Wzc2vSgqKrIdJWmlp6errKxMtbW1FDYAAJIQyyMB3FEoFNLzzz+vkZER21GS0vLyslZXV+VyudTU1KTs7GzbkQAAgAWUNgB31N/fr+XlZa4BZsHy8rJaW1t17tw521EAAIBllDYAtxUOh9XV1aXi4mIVFBTYjpNUbhS2SCSi3bt3244DAAAso7QBuK2+vj4FAgF2jIyyWwtbS0uLcnJybEcCAACWUdoAvEUkElF3d7e2bNmiwsJC23GSyuXLlxWJRNTc3ExhAwAAktg9EsBtuFwuHTp0SCkp/IiItn379ikQCCg3N9d2FAAAECOYtAG4rcLCQopDlPh8Pl25ckXGGKWnp/PvDgAA3oDSBuAN+vv7denSJUUiEdtRksLKyopaW1s1ODgon89nOw4AAIhBrH0CcFMkEpHX61VWVpZcLt7T2Ww3ClsoFFJzczMXzgYAALfFURmAmwYGBuT3+9kxMgpuFLZgMKhjx44pLy/PdiQAABCjKG0AJL0+Zevs7FRhYaG2bNliO07CW1lZUSQS0bFjx5Sfn287DgAAiGEsjwQg6V+mbPv27bMdJaGFw2G53W4VFhbqySefZBkqAAC4K44WAEiStm7dqoceekjFxcW2oyQsv9+vF198UX19fZJEYQMAAPeEIwYAkqTMzEw1NDTYjpGwVldX1dbWJr/fz5b+AABgXShtQJKLRCK6cOGCFhYWbEdJWKurq2ptbdXKyoqOHTumwsJC25EAAEAcobQBSW5oaEiDg4Py+/22oySkSCSitrY2rays6OjRoxQ2AACwbmxEAiSxGztG5ufna+vWrbbjJCSXy6Xq6mrl5uaqqKjIdhwAABCHKG1AEhsaGpLP59Pu3bttR0k4gUBAPp9P+fn5qqmpsR0HAADEMZZHAknqxpQtLy9PJSUltuMklEAgoLa2NnV0dCgcDtuOAwAA4hyTNiBJGWNUUVGhgoIC21ESyo3CtrS0pCNHjsjtdtuOBAAA4hylDUhSbrdbO3bssB0joQSDwTcUNq55BwAANgLLI4EkNDExodHRURljbEdJKN3d3VpaWtLhw4cpbAAAYMMwaQOSjDFGr776qtxut0pLS23HSSg7duxQaWmp8vPzbUcBAAAJhEkbkGRGRka0vLysxsZGOY5jO07cCwaDOn/+vPx+vxzHobABAIANR2kDkogxRl6vVzk5OUzZNkAoFFJHR4dGRka0uLhoOw4AAEhQlDYgiYyMjGhpaYkp2wYIhUJqb2/X3NycDh48yDlsAABg01DagCTidrtVUlKisrIy21Hi2o0J29zcnA4dOsTUEgAAbCo2IgGSSGlpKQVjA4TDYYVCIR08eJB/TwAAsOmYtAFJwBijwcFBhcNh21HiWjgcViQSUVpamh577DEmlgAAICoobUASGBsb04ULFzQ+Pm47StwKh8Pq6OjQ+fPnJYlzAgEAQNRQ2oAEd2PHyOzsbCZD9+lGYZuZmWE5JAAAiDpKG5DgxsbGtLCwoIaGBqZD9yEcDuvUqVOamZnR/v37VV5ebjsSAABIMpQ2IMF5vV5lZWVRNu7T+fPnNTU1pX379vFvCAAArGD3SCCBBQIBud1u1dXVMWW7T3V1dSotLVVFRYXtKAAAIElR2oAElpqaqkceeUTGGNtR4kokEtH4+LjKyspUUFCggoIC25EAAEASY3kkkKAWFxe1uroqiZ0O1yMSiej06dM6c+aMFhYWbMcBAACgtAGJ6vz582pra7MdI65EIhGdOXNGExMT2rt3r3Jzc21HAgAAoLQBiWh8fFzz8/Oqra21HSVu3Chs4+PjampqUlVVle1IAAAAkihtQELyer3KyMhg84x1mJqa0vj4uPbs2aPq6mrbcQAAAG5iIxIgwUxMTGhubk5NTU1yuXhf5l5t3bpVx48fV05Oju0oAAAAb8ARHZBgZmdnlZmZqcrKSttRYl4kEtH58+c1PT0tSRQ2AAAQk5i0AQlmx44dqqurY8p2F5FIROfOndPo6Kjy8/NVVFRkOxIAAMBtcVQHJBCfzydJSknh/Zi3Y4zR+fPnNTo6ql27dqmmpsZ2JAAAgDuitAEJYnJyUs8995wmJydtR4lpNwrbyMiIdu7cyQ6bAAAg5lHagATh9XqVnp7OMr974DiOdu7cqbq6OttRAAAA7oo1VEACmJqa0szMjHbv3s25bHdgjFEwGFRqaqr2799vOw4AAMA94+gOSAA3pmxcX+z2jDG6cOGCXnnlFYVCIdtxAAAA1oXSBsQ5n8+n2dlZdoy8A2OMLl68qKGhIVVUVLBJCwAAiDscvQBxLjMzU0899RRl5DaMMbp06ZIGBwfV2NioxsZG25EAAADW7a5vyzuO858dx5lwHOfVW+4rdBznB47jdK79XbB2v+M4zpccx+lyHOeS4zgHNjM8kOxuLPVLS0uT2+22nCb2dHV1aWBgQI2NjdqxY4ftOAAAAPflXtZSfU3SD7/pvt+U9JwxpkHSc2sfS9KPSGpY+/NRSX++MTEB3M6ZM2d05swZ2zFiVnV1tfbs2UNhAwAAce2upc0Y85KkmTfd/R5JX1+7/XVJP37L/d8wr2uXlO84TtlGhQXwL2ZmZjQ5OamCggLbUWJOf3+/IpGIUlNTtX37dttxAAAAHsj97lpQYowZXbs9Jqlk7Xa5pMFbHje0dt9bOI7zUcdxzjiOc4aLAQPr5/V6KSW3cfnyZV26dEnDw8O2owAAAGyIB95qzhhjJJn7+Lq/MsYcMsYcKi4uftAYQFKZnZ3V5OSk6urqOJftFq+++qr6+vpUV1enyspK23EAAAA2xP2WtvEbyx7X/p5Yu39Y0q1HShVr9wHYQL29vUzZ3uTKlSvq7e1VbW2tdu7caTsOAADAhrnf0vZdSR9eu/1hSd+55f4Pre0ieUzS/C3LKAFskL179+ro0aNs879mZWVFg4ODqq2t1a5du2zHAQAA2FB3PeJzHOdvJB2XtMVxnCFJvyPpjyT9reM4vyipX9L71x7+j5KekdQlySfpFzYhM5DUjDFyu93Kz8+3HSVmZGRk6PHHH1dGRobtKAAAABvurqXNGPPTd/jUk7d5rJH0aw8aCsDtzc3N6dy5czp06JByc3Ntx7Hu2rVrSklJUUNDA4UNAAAkrAfeiARA9Hi9XgUCAWVmZtqOYt21a9fU1dUlv99vOwoAAMCmorQBcWJ+fl7j4+Oqra1N+nPZXnvtNXV1dam6ulq7d++2HQcAAGBTUdqAOOH1euXxeFRTU2M7ilXXr19XZ2enqqqqtGfPHjmOYzsSAADApqK0AXFgcXFRY2Njqq2tlcfjsR3HqoyMDFVVVampqYnCBgAAkkJyr7EC4kR2drYOHTqkLVu22I5ijc/nU2ZmpqqqqlRVVWU7DgAAQNQwaQPigOM4KisrS9opW2dnp55//nktLCzYjgIAABB1lDYgxl26dEk9PT22Y1jT1dWl1157Tdu2bVNOTo7tOAAAAFFHaQNi2OLiovr7+xUIBGxHsaKrq0vXrl1TeXm59u3bxzlsAAAgKVHagBjm9XqVkpKi2tpa21GibmJi4mZh279/P4UNAAAkLTYiAWLU4uKiRkZGVF9fr9TUVNtxoq64uFh79+5VZWUlhQ0AACQ1Jm1AjOrs7JTb7VZdXZ3tKFE1MDAgn88nx3FUVVVFYQMAAEmP0gbEqJqaGu3Zsyeppmy9vb26ePFiUm+8AgAA8GYsjwRiVEFBgQoKCmzHiJq+vj69+uqrKi0t1c6dO23HAQAAiBlM2oAYs7y8rEuXLml1ddV2lKjp6+vT5cuXVVpaqoMHD8rl4kcTAADADRwZATHG6/VqaGjIdoyoiUQiGhwcVElJCYUNAADgNlgeCcSQ5eVlDQ8Pq6amRmlpabbjRIXL5dKxY8fkdrspbAAAALfBERIQQzo7O+U4jurr621H2XQDAwPq6OhQOByWx+OhsAEAANwBR0lAjFheXtbQ0JC2b9+e8FO2wcFBXbx4UZLY0h8AAOAuKG1AjHC73aqqqkr467INDg7qwoULKi4u1uHDh5mwAQAA3AXntAExIj09XU1NTbZjbKrh4WEKGwAAwDpxxATEgL6+Ps3OztqOselycnK0bds2HT58WG6323YcAACAuEBpAyxbWVnRq6++mtDb/C8sLEiScnNzdfDgQQobAADAOlDaAMsSfcfIkZERvfTSSxoYGLAdBQAAIC5R2gCLVlZWNDg4qMrKSmVkZNiOs+FGRkZ07tw5FRQUqLy83HYcAACAuERpAyzq6uqSJDU0NFhOsvFGR0dvFrajR4+yJBIAAOA+UdoAizIyMlRTU5NwUza/3/+GwpaSwka1AAAA94sjKcCiRD2PLT09XYcPH1ZhYSGFDQAA4AExaQMs8Pv9Gh0dlTHGdpQNNT4+rvHxcUnS1q1bKWwAAAAbgNIGWNDV1aWzZ8/K7/fbjrJhxsfHdebMmZvn6QEAAGBjUNqAKPP7/erv71dFRUXCnMs2MTGhM2fOKDc3V0eOHLEdBwAAIKFQ2oAo6+7uljEmYXaMnJiY0OnTp5WTk6Njx47J4/HYjgQAAJBQKG1AFK2urqqvr08VFRXKysqyHWdDTE5OKjs7W83NzRQ2AACATcAuAUAU+Xw+ZWRkJMSUzRgjx3G0a9cuhUIhNh0BAADYJEzagCgqKCjQO9/5zrifsk1NTen555/X8vKyJFHYAAAANhGlDYiSmZkZhcNhOY5jO8oDmZqa0qlTp+RyuVgOCQAAEAWUNiAKAoGA2tvbdeXKFdtRHsj09LROnTqlzMxMNTc3KzU11XYkAACAhEdpA6Kgu7tb4XBYtbW1tqPct7m5OXV0dNwsbGlpabYjAQAAJAVORAE2WSAQUF9fn8rLy5WdnW07zn3LyspSWVmZdu7cSWEDAACIIiZtwCbr6elRKBSK2x0jFxYWFA6H5fF4tH//fgobAABAlFHagE02Nzenbdu2KScnx3aUdZudndXJkyf16quv2o4CAACQtFgeCWyyY8eOKRwO246xbrOzs2pvb1daWpp27NhhOw4AAEDSYtIGbJJgMKjV1VVJktvttpxmfebm5m4WtpaWFqWnp9uOBAAAkLQobcAm6enp0XPPPXezuMULY4zOnTun1NRUNTc3U9gAAAAsY3kksAmCwaB6e3tVXFwcdxt3OI6jI0eOyO12KyMjw3YcAACApMekDdgEvb29CgaDcXUu2Pz8vLxeryQpOzubwgYAABAjKG3ABgsGg+rp6VFpaalyc3Ntx7knCwsLamtr08DAgAKBgO04AAAAuAWlDdhgU1NTCgaDamxstB3lniwsLKi1tVUpKSlqaWlRamqq7UgAAAC4Bee0ARusrKxMTz31VFwsL7wxYXO73WpublZmZqbtSAAAAHgTJm3ABgoGg5IUF4VNkpaXl+V2u9XS0qKsrCzbcQAAAHAbTNqADRIKhXTixAnV19errq7Odpy3FQ6H5Xa7VVZWppKSErlcvH8DAAAQqzhSAzZIX1+fAoGACgsLbUd5W4uLizpx4oTGxsYkicIGAAAQ45i0ARsgFAqpu7tbxcXFKigosB3njpaWltTW1ibp9W39AQAAEPt4ix3YAP39/QoEAjF9Xbbl5eWbha2lpYXSBgAAECcobcADMsaor68vpqdsq6uram1tVSQSUXNzM4UNAAAgjrA8EnhAjuPokUceUSgUsh3ljtLS0lRVVaVt27YpJyfHdpz/v707j6uqXtQ//nwBEZxQEUcQFWdExkQkTU1tsq6V16xOlh5zyCZ/Z2q4lXXO8Wqd5hxuZVonj97sVHYa1LLBCgdAcUAENGcFURRBZV6/P0CuHM0A92Zt4PN+vXrF3mvttZ5dS1zP/q713QAAAKgGShtwBSzLkjFGjRs3VuPGje2Oc5EzZ85Ikpo2berSl24CAADgl3F5JHAF9u7dq59++sklR9nOnj2r9evXKz4+XpZl2R0HAAAANURpA2qopKREu3fvlpubmzw8XGvQ+uzZs4qLi1NxcbEiIiJkjLE7EgAAAGqI0gbU0IEDB1RQUKCePXvaHaWSCwtbTEyMWrRoYXckAAAAXAFKG1ADpaWl2r17t3x9feXr62t3nEpSU1MrCpuPj4/dcQAAAHCFXOuaLqCOOHjwoPLz8xUeHm53lIuEhIQoKCiIETYAAIB6gtIG1IC/v788PDzUpk0bu6NIkvLz85WSkqKQkBB5eHhQ2AAAAOoRLo8EasDd3V2dOnWyO4akssIWFxenjIwMnT171u44AAAAcDBKG1ANpaWliouLU2Zmpt1RJP1fYSsoKNDAgQMZYQMAAKiHKG1ANRw8eFAnTpyQm5v9f3Ty8/O1fv16FRQUKDo6Wq1atbI7EgAAAJzA/jNPoI4oLS1Venq6WrVqJT8/P7vjqKSkRJZlKTo6Wq1bt7Y7DgAAAJyEiUiAKjp06JDOnTun/v3725qjuLhYHh4eatq0qYYNG8YXZwMAANRzjLQBVXB+lK1ly5Zq27atbTkKCwv1448/KiUlRZIobAAAAA0AI21AFRhj1LdvX3l6etqWobCwUOvXr9fZs2dd4vJMAAAA1A5KG1AFxhh16NDBtv2fL2x5eXmKjo52me+HAwAAgPNxeSTwK44cOaK0tDSVlpbasn/LsrRx40bl5eVpwIABFDYAAIAGhpE24DIsy9KuXbvk4eGhnj172pLBGKMePXrI3d2dyyIBAAAaIEbagMs4fPiwzpw5Y0thKyoq0rFjxyRJ7du3p7ABAAA0UJQ24BdYlqW0tDS1aNFC7du3r9V9FxUVaf369UpISFBBQUGt7hsAAACuhdIG/IIjR47YMspWVFSkDRs2KDc3V5GRkWrcuHGt7h8AAACuhdIG/IJmzZqpS5cutTrKVlxcrI0bN+r06dOKiopSu3btam3fAAAAcE2UNuAX+Pj4KCQkpFa/wPrQoUM6deqUIiMjKWwAAACQxOyRwEUsy1Jqaqo6d+6sJk2a1Oq+u3TpIl9fXzVv3rxW9wsAAADXxUgb8G+OHj2q9PR0nTp1qlb2V1xcrISEBOXm5koShQ0AAACVUNqAC5yfMbJZs2bq0KGD0/d3/h62jIwMnTlzxun7AwAAQN1DaQMukJGRodzcXPXs2dPp97KVlJRo06ZNOnnypCIiImr9awUAAABQN1DagHIXjrJ17NjRqfs6X9iys7MVHh7u9P0BAACg7mIiEqBcSUmJWrZsqTZt2tTKjJHGGIWHh6tTp05O3xcAAADqLkobUM7Dw0OhoaFO3UdJSYksy5KHh4cGDhzo1H0BAACgfuDySEBSdna2Tp486dR9lJSUKD4+Xhs3bpRlWU7dFwAAAOoPShsgaceOHdqyZYvTylRpaani4+OVlZWlzp071+oXdgMAAKBuo7ShwcvMzFROTo569OjhlDJ1YWELDQ1VQECAw/cBAACA+ovShgYvLS1NTZo0cdqEIETVb0MAACAASURBVNu3b9exY8cUGhqqzp07O2UfAAAAqL+YiAQN2rFjx3Tq1CmFhobKzc05n2H06NFDvr6+8vf3d8r2AQAAUL8x0oYGraCgQD4+Pg4vVKWlpdq/f78sy1KTJk0obAAAAKgxRtrQoAUEBDj8HrPS0lIlJiYqIyNDzZo1k6+vr0O3DwAAgIaFkTY0WFlZWQ6fLbK0tFSbN29WRkaG+vXrR2EDAADAFaO0oUHKysrShg0bdOTIEYdt07IsbdmyRUePHlVwcLC6du3qsG0DAACg4aK0oUFKS0uTl5eXOnTo4LBt5uTkKCMjQ8HBwerWrZvDtgsAAICGjXva0OBkZWUpOztbISEhDp0xsmXLlho2bJiaNGnisG0CAAAAjLShwTk/yuaI70w7f0nkoUOHJInCBgAAAIejtKFBKSwsVH5+vrp3737Fo2yWZSkpKUmHDh1Sfn6+gxICAAAAlXF5JBoUT09PDRs27Iq3c2Fh6927t7p37+6AdAAAAMDFGGlDg3Hu3DmVlJTIzc3tikbZLMvS1q1bdejQIfXq1Us9evRwYEoAAACgMkobGoykpCT99NNPV7wdY4y8vb3Vs2dP9ezZ0wHJAAAAgF/G5ZFoELKzs3X8+HEFBwfXeBuWZSk/P1/e3t7q1auXA9MBAAAAv4yRNjQIaWlpaty4sQIDA2v0esuytH37dn3//fdMOgIAAIBaRWlDvZedna2srCwFBQXJ3d29RtvYsWOH9u/fry5dusjLy8vBCQEAAIBfRmlDvZeRkSFPT0916dKlRq/fvn279u3bp+7du6t3796ODQcAAAD8Cu5pQ73Xt29fdevWrUajbPv379e+ffsUFBSkPn36OCEdAAAAcHmUNtRrRUVFatSoUY0vaQwICJAxRp07d3ZwMgAAAKBquDwS9dapU6f01Vdf6fjx49V+7c8//6yioiK5ublR2AAAAGArRtrgcnJzc7VlyxYdPnxY+fn5stLS5e7mJrfUXWrWrJn69eunoKCgX/2C7LS0NLm5ually5bV2v/OnTu1Z88eWZaloKCgK3krAACgAbIsS4cOHdLWrVt16tQpHd+RouLiYrXelSwvLy/5+fkpIiJCvr6+dkdFHUFpg60sy9LGjRu1YcMGJSYmKiEhQQcOHFBISIgCAwPl7e0tv8JClZaUKnP/PuXk5Gjbtm3KyclRRESEoqKiFBkZqeHDh8vPz69iu6dOnVJmZqZ69+4tD4+qH+YpKSnas2ePunTpQmEDAABVkpeXp7Vr1yohIaHifMYYo/DwcLVu3Vre+YVq5OGhghPHlJ+fryNHjmjLli3y9fWtOJcZMGCAhgwZUq3zFjQcxrIsuzMoKirKSkhIsDsGatHp06f13nvvaf78+bIsS8OGDVNkZKSioqLUt29fNWrU6LKvz8rKqvilGB8fr3Xr1mn06NGaMWOGoqOjFR8fr+zsbI0YMaLKv/xSUlK0e/dudenSRSEhIY54mwAAoB5LSUnR/PnztXTpUkVGRmrgwIEV5zOdOnWSMeYXX1taWqr09PSKovfDDz8oIyNDU6dO1f3336927drV4juBKzDGJFqWFXXJZZQ21Kbk5GTNmzdPy5cv17XXXqsZM2bommuuuewvtao4ceKEFi9erAULFqhFixYaMmSIJk+eXOXyVVRUpHXr1snPz08hISFXnAcAANRPxcXF+vTTTzVv3jwlJydr8uTJmjp1qgICAq5420lJSZo3b54+/PBD3XDDDZoxY4ZiY2MdkBp1AaUNtjt79qyeeOIJLV++XFOnTtWUKVPUqVMnh++ntLRUq1at0iuvvKLdu3dryZIlGjJkSJVeW1hYqEaNGlHYAADAJSUnJ+u+++6Tu7u7Hn74Yd1+++1q3Lixw/dz8uRJLVmyRK+//rqioqI0b968SreBoH66XGlj9kg43U8//aTQ0FBlZWVp586devbZZ51S2CTJzc1NN954o9asWaNXXnlF48eP16OPPqqzZ89ecv20tDQlJSXJsix5enpS2AAAwEVKSko0d+5cXXPNNbr//vu1fv163XXXXU4pbJLUqlUrzZw5U8nJyercubP69++vjz76yCn7Qt1AaYPTnDt3Tr///e81duxYzZ07V0uXLlXr1q1rbf+33HKLtm/frqysLIWFhSkuLq7S8rS0NKWmptZaHgAAUPekpqbq6quv1urVq5WQkKApU6bU2oe83t7e+tvf/qYPP/xQf/rTn3T33XcrOzu7VvYN10Jpg1McP35cgwcP1r59+7Rt2zbddttttuTw9fXV0qVLNWfOHN1222168803JUnp6elKTU2Vv7+/QkNDGWEDAAAXWbVqla6++mrdfffd+vrrr9WlSxdbcsTGxiopKUm+vr6KiIhQenq6LTlgH+YUhcMdPnxYI0eO1JgxY/TXv/7VJQrRbbfdpv79+2vkyJHau3evBg0aJH9/f4WFhblEPgAA4Fo+/PBDzZgxQytXrtSgQYPsjqOmTZvqtddeU//+/TV06FB9+eWX6t+/v92xUEsobXCoY8eOadiwYZo0aZIee+wxu+NU0r17d61bt05Dhw5VUVGRXnjhBQobAAC4yMcff6yHHnpIq1evVlhYmN1xKpk8ebKaN2+uUaNG6dtvv1WfPn3sjoRaQGmDw+Tk5Oi6667TXXfd5XKF7byAgAB99913Gjx4sIKDgzVx4kS7IwEAABfyzTffaOrUqVq1apXLFbbz7rjjDhUWFuq6667TDz/8oMDAQLsjwckobXAIy7J0zz33KDY2Vs8884zdcS4rICBAq1ev1jXXXKPevXsrJibG7kgAAMAFHDhwQOPHj9eKFSsUERFhd5zLuueee5Sdna3Ro0crISHBaTNZwjUwEQkc4v3339f+/fv10ksv1YlLDnv16qU33nhDkyZNUn5+vt1xAACAzSzL0uTJkzVz5kxdc801dsepkocffljdunXTX//6V7ujwMkobbhiR48e1e9+9zstXrxYnp6edsepsrFjx6pfv36aNWuW3VEAAIDN3nnnHWVnZ+sPf/iD3VGqzBijhQsXauHChUpKSrI7DpyI0oYrYlmWHnjgAd1///0ufxnBpcybN09LlixRfHy83VEAAIBNDh06pMcee0yLFy+Wh0fdunuoQ4cOeuGFFzRx4kQVFRXZHQdOQmnDFfnggw+Ulpamp59+2u4oNdK2bVu9/PLLmjhxogoLC+2OAwAAapllWZo2bZoeeughhYSE2B2nRiZMmKAOHTpozpw5dkeBk1DaUGOWZenpp5/WG2+8Uadvfh0/frzatm2rDz74wO4oAACglm3atEk7d+7U448/bneUGjPGaMGCBXr55ZeVm5trdxw4AaUNNfbNN9+oUaNGGjp0qN1RrogxRg899JAWLFhgdxQAAFDLFixYoGnTpqlRo0Z2R7kigYGBGjp0qJYuXWp3FDgBpQ01tmDBAj3wwAN1YrbIX3PzzTdr//792rZtm91RAABALcnOztYnn3xSb763dfr06VqwYIEsy7I7ChyM0oYaOXLkiNauXavf/OY3dkdxCA8PD91///2MtgEA0IAsWbJEo0ePlp+fn91RHOLaa6/V2bNntX79erujwMEobaiRt99+W3fccYdatGhhdxSHmTx5spYvX67Tp0/bHQUAADhZaWmpFi5cqOnTp9sdxWHc3Nw0bdo0PoSuhyhtqJGPPvpI9957r90xHKpTp04aOHCgvvrqK7ujAAAAJ0tOTlZpaakGDRpkdxSHmjBhgj755BOVlJTYHQUORGlDteXn5ystLU3h4eF2R3G46OhoJSYm2h0DAAA4WWJioqKjo+vFvfkX8vPzU9u2bZWWlmZ3FDgQpQ3Vtm3bNvXs2VNeXl52R3G4yMhIbd682e4YAADAyRITExUZGWl3DKfgfKb+obSh2urzL7mIiAglJiYy6xIAAPVcYmKiIiIi7I7hFOfPZ1B/uFxpO3nypG699Vb1799fAwYM0I4dOy65nmVZevLJJ9WzZ0/16dNHr732mqSyWYCMMfr6668r1v3kk09kjNGHH36olStXasyYMRXL/vu//1vdu3evePyvf/1Lt9xyi5PeXf1Qn3/JdezYUe7u7jp48KDdUQBU0XuTHtAf2nbTc/2iK5779Kk/68/9Y/SXsFi9Ouo/dOrI0Yplqd/9oL+ExerZ4AF68ZobLrnN43v3aU70MD3VPVRv3XGfigsLJUnfvr5Qz/WL1us33l7x3O4f1+uDmY858R0CcLTi4mJt27atXt7qIZWNtFHaqi4nJ0c333yzQkNDFRwcrMWLF19yvSeffFIBAQFq1qxZpednzZolY4x2795d8dwrr7wiY4wSEhL06quv6tFHH61YNnXqVI0YMaLi8euvv66HH374shmdUtqMMdcbY1KNMbuNMdX6m2z27NkKCwvTtm3b9N577+mRRx655HpLlizRwYMHtWvXLqWkpGj8+PEVy0JCQrR8+fKKx8uWLVNoaKgkadCgQdqwYUPFsvXr16tFixY6duyYJCkuLq7e3ZDqaElJSfX2l5wxRhEREUpKSrI7CoAqirnvbj206qNKz438wyN6att6/VfSTwoZfb0+f26uJOnsqVNa9sD/0wOfLtczyZt0/4r3LrnNj/70jK6dOUN/3r1VTVq11E+LytbbtPQD/de29QoaFK2dq9fKsix98ee5uumpPzr3TQJwqPT0dLVv314+Pj52R3EKzmWqZ968eerbt6+2bt2q7777Tr/73e9UWP7B3IVuvvlmbdq06ZLb+Pf+sWLFCgUHB0uSYmNjFRcXV7Fs69atysnJqZgspir9w+GlzRjjLmmepBsk9ZV0pzGmb1Vfv3PnTg0fPlyS1Lt3b+3bt0+ZmZkXrbdgwQI9/fTTcnMrewtt27atWDZ48GBt2rRJRUVFysvL0+7duxUWFiap7ObMFi1aVDThw4cP6/bbb6/4DxkXF6fY2NgavPOG4+TJk5X+e9c3bdq00cmTJ+2OAaCKegyJVZPWrSo9533B15EUnjlbMdHApn+sUPhtN6t15wBJUou2F383k2VZSv3me0WMLbsqI+beO7X1k88qlpUUFanw7Dm5N/LQxveXK/iGkWraurVT3hsA5zh58mS9+W62S2ndurVyc3OZQbKKjDHKzc2VZVnKy8tT69at5eHhcdF6AwcOVIcOHS65jTFjxmjlypWSpD179sjHx0dt2rSRJIWFhSktLU3nzp1TTk6OvL29FRYWpu3bt0uqWv9wxkjbAEm7Lcv62bKsQknLJf1HVV8cGhqqjz4q+8R006ZN2r9/vw4dOnTRenv27NH//u//KioqSjfccIPS09MrlhljNGLECK1evVorV6686HLH8203NTVVPXr00MCBAxUXF6fi4mJt3bpVV111VY3eeEORn59fLychOc/b21v5+fl2xwBwhT558jk9HtBHm5Z+oJufe1KSdCxtt86ePKUXh96o2ZFDtOG9f1z0ujMnstWkpY/cy//CbunfSacOl11eOfTBKXp+4LXKPnBQQbEDtX7xUg2dMaX23hQAh8jPz5e3t7fdMZzGGCMvLy8VFBTYHaVOePDBB5WSkqKOHTsqJCREr776asXAUFW1aNFCAQEB2rFjh5YvX6477rijYpmHh4fCw8MVHx+vDRs2KDo6uqJ/HD58WJZlKSAg4LLbv7hCXrlOki68IeiQpOhfWPcijz32mB555BGFhYUpJCRE4eHhcnd3v2i9goICeXl5KSEhQR999JEmTZqkH374oWL5+PHj9dprryknJ0cvvviiZs+eXbFs0KBBiouLU0lJiWJiYjRgwAA999xz2rJli3r37i0vLy8lJycrJyenJu+/3svLy9PevXvl7+9vdxSnaJR7Rid3pWtP3Ea7owCoopyjGSo8e67Sn9uQm65TyE3XacN7y/TRn57W1ZPv1cmDh5WxK03jXntexQWFWjr1Ybl7Nlbrzv/3++zsqRwV5RdUbOt05rGKbfsFddP4eS9KklbMfFx9Rg3X1y+9oeRVX6t5Wz8Ne2iqTDX/ogdQ+45u2aamhcV2x3Aqd3d3rVu3Ti0uuPIAZXx8fCouXZSk1atXKywsTN9884327NmjkSNHavDgwdX+bzd+/HgtX75cq1ev1tq1ayvdG3e+f5w7d04xMTHq0aOHZs+eLT8/vyrdmmXb3yzGmCnGmARjTMLPP/+ssLAwhYWFKS8vT4sXL1ZSUpLee+89ZWVlqVu3bhe93t/fX7fddpsk6dZbb9W2bdsqLR8wYIC2b9+u48ePq2fPnpWWnR9pi4uLU0xMjJo3b678/Hx999133M9WBY0aNVJRUZHdMZymqKhYjS4xJA6gbuo76lqlf/ejJKl5Wz91iY6Sp7e3mrT0UUBYf2Xt3lNpfW+fFirIy1NpcdllRblZx9XMz7fSOnlZx3U0JVU9hsQqfvmHuvm5J9W4eTPtT9hSO28KwBXxqOfnMpJUVFSkRo0a2R3DZc2bN6+if8ybN0+33XabjDHq3r27unbtql27dlV7m6NHj9bf//53de7c+aLCd75/rF+/XjExMerTp4927txZ5fk0nHFmeljSheN7/uXPVWJZ1puS3pSkqKgoKyEhQZJ06tQpFRYWytPTU2+//baGDBlyyZY7ZswYffvtt+ratau+//77i4qZJM2ZM+eSl/H16dNHR44c0Y8//qj58+dLKrvWdOHChXr++eclqVL7RmU+Pj7q3Lmz3TGcJr9JY7Xp10dBg6o8QAzAZsf37ZdnE++KP7eZ6bvVrkfZzMDfvr5QARGhChoUrSatWmr5g79XlwGRKiks1Im9+zXmv2epU7/Kt173GTlcp44c0VXjx2rDe8s08N67Kv1OeO+3MzT+9RfUOSJM7o0aKSh2oNK++0G+XQP53QHUAZkq0enlS+2O4TSWZamwsFBDhw695BVrKDvXnzFjhiRp+vTpWrt2rQYPHqzMzEylpqZectDo1zRp0kRz5869ZC+JiYnRfffdp06dOlXMDeHn56eVK1dqxYoVv7ptZ4y0xUvqYYzpaozxlDRe0qdVfXFKSor69eunXr166csvv9Srr75asezGG2/UkSNHJJVdRvnPf/5TISEhevzxx/X2229ftK0bbrhBw4YNu+h5Y4yio6Pl6+tb8QlETEyMfv75Z0baqqBly5Y6fvy43TGc5sSJE/V2NimgPnr7zol6PmaEMlLT9Zh/b/206D198tgsPdcvWn/uH6Oda77RuFfLZo/s0KeXgq8foT/3j9GcAcMUO3lCRWF7/cbbK74a4Na5z+rrl97QU91DdeZEtmJ/O6Fifwe2bJUkdY4om+BqwF3/qT+HDNSenzYo+PoRAuD66vu5zKlTp9S0aVMKWxU99dRTiouLU0hIiK699lrNnTu30iQi5/3xj3+Uv7+/zp49K39/f82aNeuibY0fP/6SX43VqlUr+fn5VRoYiomJ0bFjxypmub8c44wvETbG3CjpFUnukt6xLOuvl1v/wpE2uL5JkyZpwIABmjZtmt1RnKJjx46Ki4tTly5d7I4CAACcoLi4WD4+PsrIyFDz5s3tjuNwa9eu1axZsyrN9wDXZ4xJtCwr6lLLnHJPm2VZX1iW1dOyrKBfK2yoe+rzFzYePXpUBQUFCgwMtDsKAABwEg8PD4WEhNTb7zLbvHmzIiMj7Y4BB2KKK1RbZGSkNm/ebHcMp9i8ebMiIiIqvtMJAADUT/X5Q+jExMRLXqKHuovShmoLDQ1VSkpKvfzuj8TERD6ZAgCgAajvpY3zmfqF0oZq8/b2Vvfu3bV161a7ozjcpk2b+GQKAIAGIDIyUps2bZIz5newU3Z2to4eParevXvbHQUORGlDjYwZM0Z///vf7Y7hUJmZmfrxxx81atQou6MAAAAnCwkJUVFRkeLj4+2O4lDvv/++Ro8ezcyR9QylDTVy//33a+nSpcrLy7M7isMsWrRIY8eOVcuWLe2OAgAAnMzNzU1Tp07VggUL7I7iMJZlaeHChZo+fbrdUeBglDbUSEBAgAYPHqxly5bZHcUhSkpK9D//8z/8kgMAoAGZNGmSPv74Y2VnZ9sdxSG+//57GWM0ZMgQu6PAwShtqLHp06dr/vz59eJa8C+//FLt2rXjpl0AABoQPz8/3XTTTXr33XftjuIQCxYs0LRp05gFux6itKHGRo0apdOnTysuLs7uKFds3rx5jLIBANAATZ8+XQsWLFBxcbHdUa7IkSNHtGbNGk2YMMHuKHACShtqzM3NTU899ZQefPBBFRUV2R2nxj7++GPt2bNH48ePtzsKAACoZbGxsercubNeeuklu6PUmGVZevDBB/XAAw/Ix8fH7jhwAkobrsi9996r9u3ba86cOXZHqZETJ05oxowZeuedd+Tt7W13HAAAUMuMMXrrrbf0/PPPa9euXXbHqZEPPvhAu3bt0lNPPWV3FDgJpQ1XxBijN998U6+99pq2b99ud5xqe/TRR/Wf//mfuvrqq+2OAgAAbNK1a1c9++yzmjRpkkpKSuyOUy1ZWVl65JFHtHjxYnl5edkdB05CacMVCwgI0OzZszVx4sQ6dT34v/71L8XFxWn27Nl2RwEAADabPn26PD099dprr9kdpVoefPBBTZgwQdHR0XZHgRNR2uAQkydPVuvWrfXEE0/YHaVK9u7dq6lTp2rRokVq2rSp3XEAAIDN3NzctGjRIs2ePVsbN260O06VvPXWW0pKStKzzz5rdxQ4GaUNDmGM0bJly/TZZ5/phRdesDvOZWVkZGjkyJF64oknNHToULvjAAAAFxEUFKQlS5bolltuUXJyst1xLuuf//ynnnnmGf3rX//ivvwGgNIGh/H19dWaNWs0f/58vfHGG3bHuaTMzEyNGjVKEyZM0IMPPmh3HAAA4GJuuukmvfTSS7ruuuuUkpJid5xL+uyzzzR9+nR9/vnn6tmzp91xUAs87A6A+sXf31/ffvutRowYodzcXD3++ON2R6pw4MABjRw5UnfddRezKwEAgF909913q6SkRMOHD9fnn3+uiIgIuyNVWLZsmWbOnKnPPvtM4eHhdsdBLWGkDQ7XpUsXrVu3TkuXLtXEiROVk5NjdyStWbNGsbGxmjZtmp555hkZY+yOBAAAXNiECRM0f/58XX/99Xr33XdlWZateQoKCvTkk0/q97//vb7++msNGDDA1jyoXZQ2OEXHjh21fv16eXl5KSQkRGvWrLElR25urqZMmaIpU6Zo8eLFmjlzpi05AABA3XPrrbdqzZo1evnll3XLLbfo6NGjtuTYvHmzrrrqKiUnJysxMVH9+vWzJQfsQ2mD0zRv3lwLFizQokWLNHnyZN1+++06cOBAre1/7dq1CgkJkWVZ2rZtm0aMGFFr+wYAAPVDWFiYNm3apPDwcIWFhekf//hHrY26FRYWatasWbr++uv1xz/+UR9//LHat29fK/uGa6G0welGjhypzz//XLm5uYqJidELL7ygEydOOGVflmVp3bp1GjdunO677z4tXLhQb731llq0aOGU/QEAgPrP09NTzz33nL744gvNnj1bI0eO1Keffuq0L+I+c+aM3nrrLYWHhys+Pl5JSUn6zW9+w+0dDRilDU5XVFSkI0eO6JlnntEnn3yiHTt2qHv37po4caISEhIcso+8vDwtXLhQoaGhmjJligYPHqzk5GRdf/31Dtk+AABAZGSkEhMTde+992r27NkKCgrSnDlzlJWV5ZDtp6ena+bMmQoMDNRnn32ml19+WZ999pk6duzokO2j7mL2SDhdenq6CgsL1a9fP/n4+Ojdd99VVlaWFi1apLFjx8rPz0/Dhg1TVFSUIiMj1a1bt1/9JCkvL09JSUlKSEhQQkKCvvzyS11zzTV6+eWXNXz4cD6JAgAATtG4cWPdc889uueee5SQkKB58+apR48eGj58uKKjoxUZGanIyEi1atXqstuxLEtHjhxRQkKCEhMT9eOPP2rHjh367W9/q8TERAUGBtbSO0JdYOyeCUeSoqKiLEeNuMC1nDlzRt999538/f0VGhp60fKSkhJ9++232rhxY0UBO3PmjCIiIhQYGChvb295eXmppKRE586d0+nTp7V161bt27dP/fr1U2RkpKKiojRy5EgFBATY8A4BAEBDd+LECa1atUqJiYlKSEjQli1b1LZtW4WHh6t169by9vaWp6en8vPzlZ+fr6NHjyoxMVElJSUVH1pfddVVGjVqlLy8vOx+O7CJMSbRsqyoSy6jtMGZ4uPjdfz4cQ0bNqzKv4QyMzOVmJiow4cPKz8/X+fOnZOHh4e8vb3VrFkz9evXT8HBwfL09HRyegAAgOorKSlRWlqakpKSlJOTo/z8fBUWFsrLy0teXl7y8/NTZGSkAgICuDoIFS5X2rg8Ek5z/PhxZWRkqHfv3tX61Khdu3a68cYbnZgMAADAedzd3dWnTx/16dPH7iioJ5iIBE5hWZaSk5PVpEkTBQUF2R0HAAAAqLMobXCKAwcO6PTp0+rbt6/c3DjMAAAAgJribBoOV1RUpF27dsnX11cdOnSwOw4AAABQp1Ha4HDnp/gPDg62OwoAAABQ51Ha4FBnzpzR3r171blzZ/n4+NgdBwAAAKjzKG1wqJ07d8rNzU29e/e2OwoAAABQL1Da4DBZWVnKyMhQjx491LhxY7vjAAAAAPUCpQ0OceEU/926dbM7DgAAAFBvUNrgEAcOHFBubi5T/AMAAAAOxtk1rhhT/AMAAADOQ2nDFUtLS2OKfwAAAMBJKG24IkzxDwAAADgXpQ1XJDk5We7u7kzxDwAAADgJpQ01lpWVpczMTKb4BwAAAJyI0oYaYYp/AAAAoHZQ2lAj+/fvZ4p/AAAAoBZwto1qKyoqUmpqKlP8AwAAALWA0oZqOz/Ff79+/eyOAgAAANR7lDZUS15eXsUU/y1atLA7DgAAAFDvUdpQLTt37mSKfwAAAKAWUdpQZUzxDwAAANQ+ShuqhCn+AQAAAHtQUW1vYQAACsFJREFU2lAl56f4Dw4OZop/AAAAoBZx9o1fdX6K/zZt2qh9+/Z2xwEAAAAaFEobflVaWpqKiooUHBxsdxQAAACgwaG04bKY4h8AAACwF6UNl3V+iv9evXrZHQUAAABokCht+EXnp/jv2bMnU/wDAAAANqG04ZIsy9KOHTvUtGlTde3a1e44AAAAQINFacMl7du3T3l5eerbty9T/AMAAAA24mwcF2GKfwAAAMB1UNpwkbS0NBUXFzPFPwAAAOACKG2ohCn+AQAAANdCaUMlycnJTPEPAAAAuBBKGyocO3ZMx44dY4p/AAAAwIVQ2iBJKi0tVXJyMlP8AwAAAC6G0gZJ0v79+5niHwAAAHBBnJ2DKf4BAAAAF0Zpg1JTU5niHwAAAHBRlLYGLi8vT/v27WOKfwAAAMBFUdoauPNT/Pfu3dvuKAAAAAAugdLWgF04xb+np6fdcQAAAABcAqWtgWKKfwAAAKBuoLQ1UEzxDwAAANQNnK03QIWFhUpNTZWfnx9T/AMAAAAujtLWAKWlpam4uFh9+/a1OwoAAACAX0Fpa2Byc3O1b98+BQYGMsU/AAAAUAdQ2hqY5ORkeXh4qFevXnZHAQAAAFAFlLYG5NixY8rKymKKfwAAAKAOobQ1EBdO8d+lSxe74wAAAACoIkpbA7Fv3z7l5eUpODiYKf4BAACAOoSz9wagsLBQaWlp8vPzU7t27eyOAwAAAKAaKG0NQGpqqoqLixUcHGx3FAAAAADVRGmr53Jzc7V//34FBgaqefPmdscBAAAAUE2UtnqOKf4BAACAuo3SVo9lZmYyxT8AAABQx1Ha6jEfHx8FBQUxxT8AAABQh1Ha6oBVq1apV69e6t69u+bMmXPR8gMHDmjYsGEKDw9X//799cUXX0iSNmzYoODgYL3zzjsV6yYlJckYo7/97W/aunWrwsLCKpYtW7ZM3t7eKioqkiRt375d/fv3d/K7AwAAAHA5lDYXV1JSohkzZujLL7/Uzp07tWzZMu3cubPSOn/5y180btw4bdmyRcuXL9cDDzxQsaxfv3764IMPKh4vW7ZMoaGhkqSQkBAdOHBAubm5kqS4uDj16dNHW7ZsqXg8aNAgZ79FAAAAAJdBaXNxmzZtUvfu3dWtWzd5enpq/PjxWrlyZaV1jDE6ffq0JCknJ0cdO3asWBYYGKj8/HxlZmbKsiytWrVKN9xwgyTJzc1NUVFR2rhxoyQpMTFRM2bMUFxcnKSy0hYbG1sbbxMAAADAL6C0ubjDhw8rICCg4rG/v78OHz5caZ1Zs2bp/fffl7+/v2688Ua9/vrrlZaPHTtWK1asUFxcnCIiItS4ceOKZbGxsYqLi9OZM2fk5uamoUOHViptjLQBAAAA9qK01QPLli3Tfffdp0OHDumLL77QPffco9LS0orl48aN04oVK7Rs2TLdeeedlV47aNAgxcXFadOmTbrqqqsUFBSk3bt3KysrS3l5eQoKCqrttwMAAADgApQ2F9epUycdPHiw4vGhQ4fUqVOnSussWrRI48aNkyTFxMQoPz9fx48fr1jevn17NWrUSF999ZWuvfbaSq8dOHCg4uPj9dNPPykmJkZS2Wje8uXLKx4DAAAAsA+lzcVdddVVSk9P1969e1VYWKjly5frlltuqbRO586dtXbtWklSSkqK8vPz5efnV2md5557TnPnzpW7u3ul55s3b66AgAAtXry4oqTFxMTolVde4X42AAAAwAVQ2lych4eH3njjDV133XXq06ePxo0bp+DgYD399NP69NNPJUkvvvii3nrrLYWGhurOO+/UkiVLZIyptJ1BgwZpzJgxl9xHbGysCgoKKu6di4mJ0c8//8z9bAAAAIALMJZl2Z1BUVFRVkJCgt0xAAAAAMAWxphEy7KiLrWMkTYAAAAAcGGUNgAAAABwYZQ2AAAAAHBhlDYAAAAAcGGUNgAAAABwYZQ2AAAAAHBhlDYAAAAAcGGUNgAAAABwYZQ2AAAAAHBhlDYAAAAAcGGUNgAAAABwYZQ2AAAAAHBhlDYAAAAAcGGUNgAAAABwYZQ2AAAAAHBhlDYAAAAAcGGUNgAAAABwYZQ2AAAAAHBhlDYAAAAAcGGUNgAAAABwYZQ2AAAAAHBhlDYAAAAAcGGUNgAAAABwYZQ2AAAAAHBhlDYAAAAAcGGUNgAAAABwYZQ2AAAAAHBhxrIsuzPIGJMlab/dOeDS2kg6bncI1CkcM6gujhlUB8cLqotjBr8m0LIsv0stcInSBvwaY0yCZVlRdudA3cExg+rimEF1cLygujhmcCW4PBIAAAAAXBilDQAAAABcGKUNdcWbdgdAncMxg+rimEF1cLygujhmUGPc0wYAAAAALoyRNgAAAABwYZQ2AAAAAHBhlDa4NGPM9caYVGPMbmPMY3bngWswxrxjjDlmjNlxwXOtjTFfGWPSy//dqvx5Y4x5rfwY2maMibAvOexijAkwxnxrjNlpjEk2xjxS/jzHDS7JGONljNlkjNlafsw8W/58V2PMxvJj43+NMZ7lzzcuf7y7fHkXO/PDHsYYd2PMFmPMZ+WPOV7gEJQ2uCxjjLukeZJukNRX0p3GmL72poKLWCLp+n977jFJay3L6iFpbfljqez46VH+zxRJC2opI1xLsaTfWZbVV9JASTPKf59w3OCXFEgabllWqKQwSdcbYwZKmivpZcuyuks6Kem35ev/VtLJ8udfLl8PDc8jklIueMzxAoegtMGVDZC027Ksny3LKpS0XNJ/2JwJLsCyrHWSsv/t6f+Q9G75z+9KGnPB8+9ZZTZIammM6VA7SeEqLMs6alnW5vKfc1V2UtVJHDf4BeX/7/PKHzYq/8eSNFzSh+XP//sxc/5Y+lDStcYYU0tx4QKMMf6SbpL0dvljI44XOAilDa6sk6SDFzw+VP4ccCntLMs6Wv5zhqR25T9zHKGS8suQwiVtFMcNLqP8UrckScckfSVpj6RTlmUVl69y4XFRccyUL8+R5Fu7iWGzVyT9UVJp+WNfcbzAQShtAOodq+y7TPg+E1zEGNNM0j8lPWpZ1ukLl3Hc4N9ZllViWVaYJH+VXf3R2+ZIcFHGmNGSjlmWlWh3FtRPlDa4ssOSAi547F/+HHApmecvXyv/97Hy5zmOIEkyxjRSWWFbalnWR+VPc9zgV1mWdUrSt5JiVHaprEf5oguPi4pjpny5j6QTtRwV9omVdIsxZp/KbucYLulVcbzAQShtcGXxknqUz7zkKWm8pE9tzgTX9amke8t/vlfSyguen1A+G+BASTkXXA6HBqL8XpFFklIsy3rpgkUcN7gkY4yfMaZl+c/ekkaq7F7IbyWNLV/t34+Z88fSWEnflI/eogGwLOtxy7L8LcvqorLzlW8sy7pbHC9wEMPxAVdmjLlRZdeIu0t6x7Ksv9ocCS7AGLNM0lBJbSRlSnpG0ieSPpDUWdJ+SeMsy8ouP1l/Q2WzTZ6VNNGyrAQ7csM+xpirJf0gabv+736TJ1R2XxvHDS5ijOmvsoki3FX2IfcHlmU9Z4zpprKRlNaStkj6jWVZBcYYL0l/V9n9ktmSxluW9bM96WEnY8xQSb+3LGs0xwschdIGAAAAAC6MyyMBAAAAwIVR2gAAAADAhVHaAAAAAMCFUdoAAAAAwIVR2gAAAADAhVHaAAAAAMCFUdoAAAAAwIX9f+MfyibuRmPiAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "previous_obs = all_obs[-2]\n", "_ = plot_helper.plot_obs(previous_obs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now we can know the cause for this problem: all the powerlines that could provide power on the bottom right load are overloaded in this situation, so the protection worked and disconnect them to prevent hurting the surroundings." ] } ], "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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }