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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Post-processing Simulation Data from the Web GUI\n",
+ "\n",
+ "The Tidy3D Web GUI provides a straightforward and user-friendly interface to build simulation models and visualize results.\n",
+ "\n",
+ "However, for more advanced tasks—such as custom post-processing, batch analysis, or integrating results across multiple simulations—Python offers a powerful and flexible approach. With Python, the possibilities for post-processing are virtually limitless.\n",
+ "\n",
+ "Tidy3D users need not be Python experts to do this. The Tidy3D Web GUI generates pre-built Python code snippets for most simulations, and you can run them directly in our [Web Notebook](https://tidy3d.simulation.cloud/notebook) environment. No local installation required.\n",
+ "\n",
+ "In this notebook, we’ll walk through tips and examples for post-processing parametric sweep results from the Web GUI using Python. Most code snippets presented here can be easily adapted to your own projects.\n",
+ "\n",
+ "We will cover the following topics:\n",
+ "\n",
+ "[1](#1): Load results from the GUI. \n",
+ "[2](#2): Plot flux results on the same canvas. \n",
+ "[3](#3): Work with field data from a [FieldMonitor](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.FieldMonitor.html) for multiple simulations. \n",
+ "[4](#4): Work with data from a [ModeMonitor](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.ModeMonitor.html) for multiple simulations. \n",
+ "[5](#5): Work with data from a [ModeSolver](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.plugins.mode.ModeSolver.html) sweep.\n",
+ "\n",
+ "We won’t focus on the simulation setup itself. Instead, we’ll use data from our [All-dielectric Structural Colors](https://tidy3d.simulation.cloud/workbench?taskId=pa-5800ec55-54ae-44ac-861e-6ac2085ad918) example as a reference.\n",
+ "\n",
+ "Let’s get started!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Loading Results From GUI \n",
+ "\n",
+ "Once you run a parametric sweep, you will see the **Download Using Python** button. This button generates a script as shown below. \n",
+ "\n",
+ "```python\n",
+ "import tidy3d as td\n",
+ "import tidy3d.web as web\n",
+ "\n",
+ "design_task_id = [\n",
+ " 'sw-5f2a3905-a835-46ea-9a5b-b33923925b454',\n",
+ " 'sw-a05473ab-f17e-4b03-a6c4-53ae3df47f211',\n",
+ " 'sw-9494afda-cb41-4c85-815f-a767d86a20805',\n",
+ " 'sw-7126922d-64cd-4366-b6fe-1dde9055b4b63',\n",
+ " 'sw-a07f0f54-b5f6-4b4b-804b-f5f8b8b3a6940',\n",
+ " 'sw-b0d69553-4621-43cc-9f7c-6a4bd856f7c32',\n",
+ "]\n",
+ "\n",
+ "for id, task_id in enumerate(design_task_id):\n",
+ "\n",
+ " # Load and save the design optimization simulations\n",
+ " sim_data = web.load(task_id, path=f\"./sim_{id}.hdf5\", verbose=False)\n",
+ " \n",
+ " # Your code to process sim_data\n",
+ "```\n",
+ "\n",
+ "The logic is straightforward: it will automatically generate a list with of the task_id of all tasks in the sweep and load a SimulationData object for each one of them. The only thing left is to specify what should be done with each SimulationData object.\n",
+ "\n",
+ "In the next sections, we will provide some common examples."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Plot Flux Results Together \n",
+ "\n",
+ "The flux spectrum is obtained from the [SimulationData](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.components.data.sim_data.SimulationData.html) object by simply calling `sim_data[monitor_name].flux`. To plot all the results on a single canvas, just call the `flux.plot` method with the same `ax` object.\n",
+ "\n",
+ "The `ax` variable refers to the Matplotlib [axes](https://matplotlib.org/stable/api/axes_api.html) object. Think of it as our canvas, where we will plot the data. This object lets us fully configure the graphic. For example, we can add a title, labels, and more, as we will demonstrate in this tutorial."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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rw91hUgkVr3/2MLGgYWEligIT4TiRQMzkE0pKASluJEVhqhk3AjGluDvcXdRXXf3BqQf4CRbUalOLB0MxoglrW0xj3aIstXDGy3kWas6OCCDbjcHOIwDUtS3E5fHMennh3pR87mY4XZaarVNK4KuFmrRLN2DvDJXR9KeH9zXnECYWuNxO6lq1FyNDndY7rRLrkeJGUhSm2islEM7NeGKcQKx4W6BFt1TbNIHier8br0v7E+kbs24wnhqPk+jVfn4zlaW0r2viJ95lT+cmOKSVy+pajhW5UyFyOSXdMZWIaW3dkLtzA/O2NJVv3kbQuFgrTcncjQSkuJEUCd25mSJz43P5aPA1ANAdKt6T8nTTiQWKorAgLXx6xqwrTcV7eyGVQvF6cTU3z3hZIX7i3fZ0bkJD2oj8qobGnC4vnJuSFjdjHek2cD9Ut+V+PT1UPL+cmzmLm6zcjUQixY3EdFJqasayFBS/YyoSSxCc0NY9TJe5gYyr0zNmXaBVDxMvXDirTa+LG5s6N6FhIW6mWRx5FMK5GThyqHSDoqJTKtc2cME8dG6SyZTuvOQaJhY0yVk3kiykuJGYzvDEMAk1gYJCY8XUr9hFx1SxxE1fQCszVXqcVPvc015uYTp3Y6m4ySFMLHAvFGUpezo3weFBIHfnpnHxEhTFwUQoSHhk2MyjmYceJp55rs8xNKfFzTxybsIjUVIJFafLQU1jRV7XFWWpkZ4IyYT1K1Mk1iLFjcR0hsa1V+v1vnrcjqmFhL4dvEiD/ETeZibXBjLOTa+FZSl9OvEsYWLtMqIsVdxwdq4I56Y6R3Hj8nioX6B93yKMXHLo4ibHMLFAdEyF+iBSosIuT4JD2t9ldaMPxZGHywVU1XvxVLhIpVRGeq1fmSKxFiluJKYjQsI1numnjYr9UqJl3Gz6ZplxI1hQp7167La0LCXEzcxhYgB3WxsoCurEBMlh+z0h6mWpxtzKUgB1bVrJsmQXaA5nlaXywVsFtdp+rfni3gSEuGmYOgc3E9oaBm2YnyxNSaS4kZiOEDe13tppLyPKVWK5ptkIcTNdp5RgQY1wbqwvS3lyKEspHo++WNNupalELMZ4UPtdyLUsBVDbqgnf0b7iTrA2jHxn3GTTkg4V9+8y7jw2JjikOaTVeZakBE0yVCxJI8WNxHQC0dmdGyFuRAnLbESnVMs0nVKCBXU26JbSl2bOXpaC7FCxvcRNKJ2ZcXm8+Cqrcr5eXWvauekvQecmGc+0gTfmWZaCTMdU//xwbrLLUnNB5G6kcyOR4kZiOnpZyju9uBGt4EV3bmYrS1k8yE9VVRLp9mlXa26zYbJzN3YiNCTCxA05D2cDqG0Rzk0JipvRI5BKgKsCqvJoAxe0rNfez5OyVHBYlKXmKG4WyVk3Eg0pbiSmMxYdA2Z2boS4GY2OkkglTD+T6JaaTdxYPcgvFQhAQvt5OBsacrqOXTumgiP5zbgR6M5NX68tQ9IzMnxQe9+wHBxzeLjVy1Lzox1cZG5q5ujcNCzUMjeRsRjjQbmGYT4jxY3EdHLJ3NR761FQUFEZjY6afia9W2qWzI3Vg/wSQ5qT5aiqwpHDugLIdFXZbQVDplMq9zAxQE06QxQbj+iZnZKhkLwNQNMaQIHIIIQHDTuWHUklU4RGtBcQc83ceHwuapq168rS1PxGihuJ6eSSuXE6nNT76oHi5G4GQ9qDaHPV7F0Zejt4oPih4mRaEDgbc3NtwMaZm6H8ZtwI3B6vfp2Sy93MtVNK4PFDvTbIsNzdm/BYDDWl4nAqVNbmJuSnIjPML2zU0SQliBQ3EtPJpRUcMqWpoQlzxc14LEk0PeSrvnL2B1ExyK97tPjiJpFu53bV5yFuRFmqu8dWZZx8pxNnU7K5m0KdG5g3w/xEp1RVQ/4zbrIR7eAydzO/keJGYjoiczNTWQqg0VecdvCRiFaLdzsVKj3OWS9v5SA/MavG2Zi72yHEjRqJkBwdNeNYc0JkbnId4JdNXbodvORm3QhxM5dOKcE8yd0UmrcR6B1Tsh18XiPFjcR08nVuhseLI27q/J6cunasHOSnOzcN9Tlfx5G1YFMMALQD+S7NzEbMuimpslQqCSOHtY+lczMrhbaBC0TH1HBPmFRSrmGYr0hxIzGdsdjs3VIADRXFKUuNRuIA1FVMv1MqGysH+SXTgWJnvjkVm+VuUqkk4VHte6nKw4US1OllqRIa5Bfqg1QcFCdUL5j77egLNHeBjcqMRqOLmzm2gQtqmypwuR0k4ykCg9YN35RYixQ3ElNJqSmCsSBgv7JUvT+30GJmkJ8F4kYMvssjUAzZuRt7zLqJjI2RSiZRFAeVtbm7UIJavR28OOs5DCGYFmLVbeCYvfw5LU2rQXHA+AiEB4w5mw0xqiylOBTd/QmNSHEzX5HiRmIq4XiYlKpZwzMN8YPiDfIbEc6NP0fnRh/kFy36ID/RCu7MI1AM9nNuRJi4sr4ehzP/J3qRuQkOD5KIxw09m2kEhLgpwLUBcPugtl37eGhfYbdlYwpdvZBNVdr9CQ4XfzaVxB5IcSMxFREm9jq9eJ0zt10XawXDaDg/5yZ7kF9/oLgPlqIVPG/nxqbiZi55G4CKmlrcvgpQVQIDJeLeZDs3hdK0Sns/+Ebht2VDUik1a8ZNYc4NaBvCQTo38xkpbiSmog/w88xckgILnJvK3Jyb7EF+3aPF7ZhKDI8AuU8nFohBfnYRN8FhbcZNvgP8BIqiUNeirZ8omdxN0CDnBqBxpfa+TJ2byFiUVFLF4VCorMt/I/jRiNxOaFiKm/mKFDcSU8llr5QgW9yYOZ9lNM/MDUBrOlTcFyyec6OmUiRH5ihuFmhPqPFee3QXFercQHbuxh7f06wE0+eskeJmNkTepqrBi6OAGTcC4dwER2RZar4ixY3EVHLZKyUQ4iaajBKOmzdddHRcc27qc8zcQEbc9BdxSnFybAxSWl7JVZ9fCNfVpj2hpoJBkiHrJ7XOdTpxNqIdvGQG+QXSYW7p3MyKUW3ggirp3Mx7pLiRmEquM24A/G4/FS4tTGhmaSp7zk2utNZorwT7iilu0nNhHLW1KO7chRiAs6oSR3U1AIle68s4oQIG+An0BZqlMutGODdGipvhg5A0f7FssTGqDVxQXZ8OFI9EbTWlW1I8pLiRmIq+VyqHshQUJ3cj5tzkU5ZqqU47N0UsS2UG+OVXkhK42zSnI95jvRgIpr+XQpwbkbkpnbKUgc5NzSJwVWhzc0YPF357NsPITinIlKUS0STRSPmJQcnsSHEjMZVcB/gJitExlZlzk7sb0mKFcyNWL8xR3LgWpMWNxc6NqqqZslTj3ALFkFWW6u+1/6vxWAQmtN99QzI3DkdmhcPQ/sJvz2YYNeNG4PI4qajW/r5lx9T8RIobianM1bkxa0pxMqUyNi7m3OQfKC5mK3giXZaau3OjPakmLHZuYuMR4lERGJ27c1PT3IKiOEhEo0TGRg06nUmITim3H3L83Z8VXdyUXzt4cNjYzA1AlShNyVk38xIpbiSmkk8rOJg/pTgwHtcn2Oc6xA+gpVpzbopZlkqKNvA8Z9wI3LpzY624EZ1Svsoq3J65t/k6XW6qmzTnZ9QGOaIZyc7b5LC/LCca07NuyixUrKbUjLgxKHMDWbNuZKh4XiLFjcRU5uzcmFSWEiWpKq8LtzP3X/+WtHMTiiYIRYtTw08MF+bciI4pqwPFQQNKUoK6UlmgaeSMG0GZdkxFAjFSCRXFoeiCxAj0WTeyLDUvkeJGYir5dEtBJnNjlnOT7+oFQZXXRZXXBRSvHVx3buZYytGdG4vLUuFR7fuorMt/p9TR1JbKAk0hbozI2wiEuBksL3Gjz7ip8+LI4wXHbMiy1PxGihuJqehlqVmWZgrM7paaywA/gQgVF6s0ldQzN3MTBXq3VK+1AVyRj6msrSv4tkpmkJ9eljJg9YJAZG6C3RANGXe7FhMcFp1SxpWkQBsICNK5ma9IcSMxlXyG+EEmc2NWoHiuzg1kcjfF6phKjBTm3LjS4kYdHyc1NmbYufIlEtDu22+Ac1NXKoP8jBzgJ/A3gD/9uzBcPh1TRg/wE1TryzOluJmPSHEjMY1kKkkorr3CzFXc2Nm5KXbHlO7czDFQ7PD5cKYnG1sZKhbOjb8mN/duJkpmkJ+RA/yyKcPcTcAkcSPKUuHRGKmUzUcHSAxHihuJaQRjQf3jnAPFFdoT+Vh0jHgqbviZ5jLjRqDvlyqCc6MmEtr6BeY+5wayZt30WJdR0cWNEWWpdOYmPDqit5fbEiMH+GUjOqbKKHcTNHjGjcBf68HhUFBTKpExmbuZb0hxIzENMcDP7/LjduQmJuq8dTgU7ddyZGLE8DNlylJzyNwUsR08OToKqgqKgrOubs63o8+6sdS5Sf8eGODc+Kqq8FZWAjbO3aiqsUszs9Fn3ZSfuDGyDRyYtGFchornH1LcSEwj3zZwAIfioN6rlVLMKE2NFuDctBTRuUkMpacT19WhOJ1zvh07rGCIBEYBY5wbyJSmRvv7DLk9wxkfgUT6d6TKwEAxQFN5zbpR1awZNwatXshGhornL1LcSEwj3zZwgShNmTHrRt8rVTmHzE0xnZuRtLiZY95GYPUKBlVVdeemwgDnBjKlqTG7toML16aiAdzGuhGTMjd2X0GRA5FAjGQ8haJg6IwbgQwVz1+kuJGYhsjcVHuq87qemVOKCypL6YHiYjg3og187usKwPoVDNFImFR6i7URZSkogY4ps/I2APXLAQWiAQgPGH/7RUaIjso6L06X8U9HIlQckmWpeYcUNxLTEJ1S1e78xI2ZHVMFlaXSzk04ljR9SnFmgF9hzo3VKxhEmNjrr8TlyV9QToVYoGl758bovA1oTlDdEu3jwdLfMRUe1USHyMYYTbUsS81bpLiRmEYopombKk9VXtczczP4SAGt4JVeF9XpKcVm524KXb0gcGUFitVUquBz5UumU8oY1wZKIHMTEKsXDM7bCMqoHTw8qv09miVuMlOKpbiZb0hxIzGNYFwrS1W6K/O6nlmbwSfiSSbi2hN87RycG8hMKTZb3Bjm3LS2gKKgxuMkh82ZHTQTYoBfRU2dYbcpMjeB/l5SqaRht2sYZuyVyqacxM2Yuc5Nlb5fSpal5htS3EhMQzg3dsncCNfG5VB0ByZfWqq1B8sBk0PFSTGduL6uoNtR3G5c6U3aVnRMGdkGLqhuasLhdJJMJAhZINhmxWxxU0YdU3pZqtaYkuXRiLLURChOPGZDISwxDcvFzR133MGyZcvw+XycdtppPP/88zNe/j//8z9Zs2YNFRUVtLe385nPfIaJCWk52hGRualy26MsNRLOrF5QFGVOt9FaLOdmdBSgoBk3AtcC7UnWio4pM8pSDoeTmuYWwKa5G9Odm/SsmzLK3FSZ5Nx4Kly4vdoohZAsTc0rLBU3999/P9dffz0333wzL730Ehs3buSyyy6jv79/ysv/7Gc/43Of+xw333wzu3fv5oc//CH3338/n//854t8ckkuzNW5MStQLMLEc+mUEmSmFJvs3BgobsSsGys6pvS9UgbNuBHo28HtuIYhYMJG8GxEWWrkECTNDbabjRA3fpPEjaIosjQ1T7FU3Nx+++1cc801XH311axfv54777wTv9/P3XffPeXln3nmGc466yze9773sWzZMi699FLe+973zur2SKxhrs5Ntrgxcpv16HjauamYW94GoLlIs24MFTcWdkxFxrTympFlKcjaMdVns1BxMgHh9Iszs5ybmsXg9EIqDmMd5txHkQiPpQPFteaIG8iUpmSoeH5hmbiJxWJs27aNiy++OHMYh4OLL76YrVu3TnmdM888k23btuli5sCBAzz44IO85S1vmfZ+otEogUBg0pukOIg5N/l2SwlxE0/F9VCyEYyNz30juKAY+6VUVdXFjcvIslRPd8G3lS965qa28I3g2dTqs25sVpYKD4CaAsUJlc3m3IfDAQ0rtI+HSnc7eDyaJDauOU9mlaUga9aNdG7mFZaJm8HBQZLJJK2trZM+39raSu80rzDf97738eUvf5mzzz4bt9vNcccdx/nnnz9jWeqWW26htrZWf2tvbzf0+5BMz1ydG5/Lp3dYDY8bV5oS4qbGV7i4MXOQnzo+jhrTXtEa49wsBCDRbUHmRi9LGe3cpGfd2K0sJQb4VbWCY+5rM2ZF5G6GS1fciJKUy+vE7TPvZ6XPupHOzbzC8kBxPmzZsoWvfe1rfOc73+Gll17iV7/6FQ888ABf+cpXpr3OjTfeyNjYmP7W0VHaNm4pEY6HgfydGzAnd6OLmwLKUiJQ3B+MGloyy0a4NorbjeL3F3x77oWauIl3F9+5GReBYgNbwSErc2O3KcVmDvDLpgwWaIo28Ko675wD/rkgZ93MT+bWD2sATU1NOJ1O+o6qmff19dHWNvXwq5tuuokPfOADfPjDHwZgw4YNhMNhPvKRj/CFL3wBh+NYreb1evF6zbM8JdOjr1/Ic0IxaO3gHcEOQ2fdBNLiprYAcSNawSPpKcXVBbhA05EQbeB1dYY86LsXpZ2bgQFSsRgOgyYFz0YyEWcirLl3Zjk3E8EA0UgYrz+/WUqmETBx9UI2ZTDrxuw2cIEMFM9PLHNuPB4Pmzdv5tFHH9U/l0qlePTRRznjjDOmvE4kEjlGwDjTG5PNehUtmRvRZJR4ShMTlZ78n3h058aEslQh4qbC46TaJ6YUm/NgqYeJ643JqTjr61F82gN8ooihYlGSUhwOfJX5u3cz4anw64s4beXeCOemaOKmlMtSWunVb2KYGCaXpeTzxPzB0rLU9ddfz1133cU999zD7t27ufbaawmHw1x99dUAXHXVVdx444365a+44gq++93vct9993Hw4EH+9Kc/cdNNN3HFFVfoIkdiD4RrA1DpmoO4qTCvLFWIuAHzczdGdkqB1g7rFqHiIpamsgf4KVO4qoViy9xNKH2WqtaZL1coDemy1OgRSJSmI5FdljKTqrq0sI+niIZLu3VekjuWlaUArrzySgYGBvjiF79Ib28vmzZt4uGHH9ZDxkeOHJnk1PzLv/wLiqLwL//yL3R1ddHc3MwVV1zBv/3bv1n1LUimQeRtKt2VOOcQrBRTis0oSxWSuQFtgea+/pBp7eBGixvQcjexgweJFzFUnMnbGFuSEtS2tNHzxh5GLRhOOC0h0QZusripagFPNcSCMHwQWtaae38mYPbSTIHT7aCixsN4IEZweAJflfGlZIn9sFTcAFx33XVcd911U35ty5Ytk/7tcrm4+eabufnmm4twMkkh6Esz8+yUEpgZKDbKuTGrHdwccWOBcyM6peqMbQMX2NO5SWcIzXZuFEULFfds1zqmSlHcmLxXKpvqeq8ubpqX5J8BlJQeJdUtJSkdxHyafKcTC0RZysgVDEaJm8zyTLOcG00UGO3cQLHLUqOAic6NGORnp+3gwrmpajH/vkq8Y6pYgWKQoeL5iBQ3ElMQzk2+G8EFRi/PVFWVwIRWby9Y3KQ7pvqDpeTcpMVNEQf5hU3YK5VNnd4ObpOyVCqlDfED850bKOmOKVVV9UBxMZwbMQE5MibFzXxBihuJKegD/OYw4waMz9yEY0mSKa1TovCyVHrWjVnOTVYruFG4LAgUj6fLUhUGz7gR1KZHRgQG+kklbbDxeXwEUunAqlnTibPRxc0B8+/LYKLhBMlECjB39YLAV6klMCYiMlA8X5DiRmIK+tLMOcy4gUzmJhgLEk/GCz6PKEl5nA587sJ+7fXMTUk5N4sAbUqxmkoZdrszYcZG8Gyq6hpwut2oqRSBwQFT7iMvRN6mogGcRQitNpRuWUrkbXyVbpwF/j3mgggRT4QKfyyRlAZS3EhMQWRu5urc1HhrcCnaqy0j3JuxiOiUchU8GK+1OhMoNmNuRmbOTZ1ht+lubQGHAzUeJzlkXI5pJvRAsUnOjeJw6JOKx+ww66ZYYWJBY3q/VKgXosbtYCsGxeqUEnjT++SiESlu5gtS3EhModBuKYfioN6nddkYkbsxYvWCQASKJ+IpglHjbW4znBvF7cbVooVci1WayizNNMe5gUzHlC1yN8UMEwNU1IO/Sft4uLRKUyFd3BRnWrbu3ISluJkvSHEjMYW5Ls3MprEinbsxoGMqMGFMpxSAz+2kJj2l2OhBfmo8Tiqk/eyMFDeQHSo2XwioqkokMApApcEbwbOptVM7eLGdGyjZjqlIEdvAAXx+KW7mG1LcSExBd27mWJYCY2fdGNUGLsjMujE2VJxMux0oCs6aGkNvWxc3XeY7N7HxCMm49jOvMPj7yMZWHVO6uCmScwMlu4YhJDqlihAmBvBVpQPFckLxvEGKG4kpCOdmrnNuwFhxY8TSzGxa9O3gxjo3ekmqpgbF4JUixVzBIMLEbl8Fbq/PtPvRZ9302WDWjV6WssK5KS1xY1XmJhFNkowXJ1AvsRYpbiSmUGjmBrLawQ0oS+mZG4O2eGdCxQY7Nya0gQvEdvBilKWKkbeByZkby5cihi0QNyXaMVXsspS3woXoI5iQoeJ5gRQ3ElPQu6UKEDdGLs80uizVYtIKhoQJYWJBMacUi7yNWdOJBTUtmpCIjUeYCFncMVTsQDGU7CC/UBGnEwMoDkV3b2TuZn4gxY3EFMIxbXFm+WZuRFnKYOfGTHFT1LKUGOBnrrhxe7xU1Wu/J5a3g1uRuWlIt4NPjELEuD1sZpJKphgPFG86sUB0TEWluJkXSHEjMQV9t9Qch/iBsVOKDc/ciBUMBjs3mRk3xncYuRZozk0qECCZ7sgyi3GTZ9xkU2uHdvBkHCLp39NilqU8fqjRBjSWinsTCcRRVc1NqagujnMD4PWnQ8UhGSqeD0hxIzGcRCrBeGIcKNC5EWWpcXvNuYGMc2N45sZE58ZZVYkjnYEx273JDPAzr1NKUGeHBZpip5Ti1CYUF5MSawcX04n9NR4cjsIGauaDPutGZm7mBVLcSAwnHA/rHxsRKB6eGC44LJoRN66CbkfQWmPOlGIzxQ0UL3cTCRSnLAXoU4otdW6yS1KOIj+sllg7eLE7pQT6rBu5gmFeIMWNxHBEG7jX6cVdwI4dkblJqAkCsUBBZxobN2YjuKC5WntgjiZS+rZxI0iOaqKg1MVNpixlvrgRHVOWZm6sCBMLSqxjKlzkMLHAVylXMMwnpLiRGI4RbeAAHqdHz+wUkrtRVdXwzI3P7dRvy8jcjenOjWgH7+oy5fYF48V0bvTMjZXixoLpxIJSc27SZamqIjs3XrEZXDo38wIpbiSGE4ylw8QFDPATGJG7iSZSxJLa4C6jxA1kcje9RoobE+fcAHgWaeHTeKe54iYS1Jy24jg3WuYmODxIIm7RE5cVnVICIW6G94PVs35yQDg3/mKXpSpF5kYGiucDUtxIDMeIvVICIzqmRN7GoUCV15jMDUBbbQUAvWMmODcGbgTPxr14MQDxzk5Tbh80p2w8oIkbM1cvCCpqarUpyKpKYMCiUHEoHSi2wrmpX6oFmeMRCNpgDcUshMe0NvBiOzd6oFg6N/MCKW4khiOcm0pPZcG3ZcSsm+xOKUUxrjtjQTpU3GOQuFFVVd8tZVpZSogbE8tS0UiYVFJ7dVyMspSiKJkFmlaVpqwsSzndmsCBksjdZDI31gSKZeZmfiDFjcRwRLdUITNuBEaKGyNLUgBttcaKm1QwCMkkYGbmRhM3ydFRkqHwLJeeGyJv4/b6cHuK8wSmr2Gwaju4lYFiKKncTaYsVeRAsXRu5hVS3EgMRy9LFTDjRtBYUfh+qbGIOeJmYZ0mbnrHxg25PVGSUvx+HF5zRIGzqlIXTvEuc0pTEb0kZb5rIxDt4GNWtYML56bSInFTIh1TiViSaDrzUvRAsRjiJzM38wIpbiSGI8pSRmRu7O3caJkbo5ybTKeUySsL9FCxOeJGbwM3eWlmNiJUPGrVdnArNoJnUyLbwUWnlMvtwGPQzKlcEc5NMp4iHksW9b4lxUeKG4nh6K3gBjg3RoibwISx04kFCwwuS5ndBi4wO1QcKeKMG0Emc2OBcxMLQ1rQW16WGra5uBnN7JQyMv+WC26vU5+ILPdLlT9S3EgMx9BuKSPKUiJQ7DMnczM2HicSK9zqFm3gLtPFjebcxEwKFeszbqqLJ27q27T5PaO9PaipVNHuF8i4Nq4K8BaeM5sTwrkZPghJ+5ZdrJpODFrw3CtyN1LclD1S3EgMR4gbQ+bc2LgsVeNz663lRrSDF8u58ejOjUniJigG+JnfBi6oaW7B4XSRiMcIDg0W7X6ByWHiIrsROjWLwemFVBzGOqw5Qw6IslSxpxMLfCJ3E7avAJQYgxQ3EsMxakIxZJybUDxENDm3JZVmiRswtmMqUTZlqeIN8BM4nE7q2rTczXCPuQMKjyFscd4GtH1WJZC7sdK5AdkxNZ+Q4kZiOMF4OlBsQOam2l2Ny6G92prrlGKjVy9kY2TupmiZm6xAsZFLPwXFXL2QTf0C7fsaKba4sXI6cTYNK7T3Nu6YslrceOWsm3mDFDcSwwnHtPkpRjg3iqIUXJoKGLw0M5u2GuPawTPipr7g25oJIW5SkYh+n0YSGSt+oBigfoGWuym+uLGBcwMlESoW04ktd25k5qbskeJGYjhGOjdQ+AqGzIRi41tPF9Rp7eDdRjo3Jq1eEDi8XlzNzYA5pamIBZkbyHJuuq1ybmwibmzs3IQsmk4skJmb+YMUNxJDUVXV0AnFAM1+7Ym4P9I/p+ubmbkRZSljAsXmrl7Ixqw1DNpeKWucmwbLylLCuWku7v0eTaO9B/mpqkpEL0tZFCiWzs28QYobiaFEEhFSqtaKa5Rz0+rXXhH3ReY2oK1UAsVmbwTPxqxQcXxinGR6M3fRMzcLNXEzNtBf3O3gdnNuRjsgMbfwvZnExhMk4tpjg1XOjZ65keKm7JHiRmIoolPKqTjxOX2G3KYubsL5i5tYIsV4XJtGaq5zY2Tmpq7g25oN9yItnxIzWNyITimX26Nt6i4i/to6PBV+UNXiDvOzS+amshm8NYCqzbuxGaIk5fW7cHmclpzBVymdm/mCFDcSQ8neK2XUBNLWyrk7N8K1Aag2eIgfwIL0CoaRSJzxAka6pyYmUCc096cY4sasWTfZnVLFnkCrKIqeuylaO7iq2qdbSlFs3TEVGbU2TAzgq5SZm/mCFDcSQzFyr5SgEOdGrF6o9rpwOox/sq3xufCnX4X2BuZemtK7llwuHFXG/eymw6yyVCRgTZhYoHdMFStUPDEGSe1J27KlmdnYuGMqZHEbOMjMzXxCihuJoRg5nVhghHNj9F4pgaIoWbmbuZem9JJUbXEcD13cdHcbuq7AqjCxoOizbkRJylcL7uKW4abExqFifTqxheImO3NjxowniX2Q4kZiKEZOJxYI5yYUD+mdWLliZphYoA/yGy3cuTG7DVzgbmsDpxM1FiMxYNy6AiuWZmYjQsXFEzc2CRML9HZw+zk3eqeURasXIOPcpJIq8ajcDF7OSHEjMRQjl2YKKt2Velt5vu6NmdOJBSJ3Y0RZqhh5GwDF5cLdqj0hx7uMK02NB7VAcbE7pQSZdvDu4tyh7cSNfVcwWD3jBsDlduB0aU97sjRV3khxIzEU3bkxqA1coJem8szdFNW5KaQsVcQ2cIG7vR2A2JEjht2mVasXBCJzExkbZSIcMv8Os5dm2oGGtLgJ9UI0aO1ZjsLq6cSglZFFqDgqQ8VljRQ3EkPRpxMb6NwAtPi1Jw87OjdtBgzyK7ZzA+BZsgSA+BHjtkhbXZbyVPiprNfWdRSlNCWcGzuEiQEq6sDfpH1sM/fG6r1SAq9sB58XSHEjMRTh3BgZKIa5d0yZuXpBsDBdluocKTxQ7Cqmc7Mk7dx0GCdurHZuIHvHVBFKU3ZzbgCaVmnvB/dae44sUimVSEBzbqosFjdy1s38QIobiaFkz7kxkrl2TBWjLLW4XhM3XaMGdEsV07lpF86NcWUpMcTPb1ErOBS5Y8pumRuA5rXa+/7d1p4ji/FgDDWloihQUW3e32IuCHEjpxSXN1LcSAzFjG4pmPsKhuKIGz8AwYnEpKGB+ZCwQtws1cSNkZmbSGAUsNa5aSjmAs2wTaYTZ9OyTns/8Lq158hClKQqajw4nNY+7WQG+UlxU85IcSMxFDO6pcCIspR54qbC46SpSmtv7RyJzOk2rHBu3GnnJjkyQjJUePg2Hp0gEdWexKzK3ECmHbwoU4rtWJYS4sZGzo0IE1tdkoLszI0MFJczUtxIDEWfUGybspT2AGamcwOwKO3ezDV3k5lzU2/UkWbFWVWJs0EL3xpRmhpPl6QcTpe248kisstSpg5qSyUhPKB9bCfnpjktbkYOQWxuYttohHPjt7ANXCAzN/MDKW4khiKG7JkVKB6NjhJN5r7xOFAE5wYyuZs5i5uRUaC4zg2AR28HLzxUnOmUqin6XqlsaltaURwOEtEowSHjBhQeQ2QI1BQoDqhsMu9+8qWqGfyNgAqDe6w+DZARN3ZwbmTmZn4gxY3EUERZqtJdaejt1nhqqHBpAqJf5BxyoBit4JAtbvJ/pawmEqTSrkexxY3bwNyNHTqlAJwut+7eDHUcNu+ORJjY3wQOa7ZcT4twb/rtkbvJtIFbN51YIJ2b+YEUNxJDEWUpMVHYKBRF0Wfd9EZ6c7pOMqUSjBanLLW4gLJUMi1sQNstVUz0jqmOwsVNxCbiBqBpyTIABoshbuxUkhLooWJ75G7ssFdK4JWbwecFUtxIDCOajBJPaa+GjM7cQP4dU4GszqViOTcdw/k7NyJv46iuRnGZN49nKjxLzChLWS9umtuXAjB45JB5d6KHiZvNu4+50iLawe3i3KSnE8vMjaRISHEjMQzRBq6gGF6Wgvw7pkSnlN/jxG1y+2m7mHUzMp53iNWKTimB6JiKGeHcjI0CUGnB93E0jUs0cTMwX52bZnt1TNllOjFMztyoKbkZvFyR4kZiGNl5G4di/K9Wvh1TgYl0mNhn/tCwRXXpWTfRBIHx/OxuK8WNmHWT6OklFYsVdFuZzE1doccqmOb2ZQAMd3WQSpq0/dmObeACUZYaOwLRIuzYmoFkPKW7JHYQN6IspaoQm5ClqXJFihuJYQjnxgzXBubu3JhdkoLJs2468gwVW9UpBeBsaMDh94OqEu8sbDu4cG78Rc4NTUVtSysur5dkPM5Ir0lrGEI2HOAn8DdkzjVgbceUyNs4XQ68/uKWXafC5Xbi8ojN4FLclCtS3EgMQyzNNLoNXJBv5qaY4gbmPusmOZreCF5fZ/SRZkVRFNxLjOmYymRu6go9VsEoDgdNi7Xvy7SOKTuXpSBrDcMuS4+R3Sll5YiAbGTupvyR4kZiGGatXhDkW5YqxnTibObaDm5lWQqM2w4etpFzA5mOqYEjZokbG5elAFrWa+8tXsMgphPboSQl8MpZN2WPFDcSwzBraaZAODdD40N6V9ZMFNu5mesgP+vFjeiYmrtzo6oq4yJQXFu8Kcsz0ZTumJq3zk2LPRZo6s6NDTqlBNK5KX+kuJEYhtnOTb2vHrfDjYrKYGT2ybMZ56Y4df65zrqxWtwY0TEVG4+QTGj5hQoLN4Jn05QOFQ92HDL+xhNRmBjVPrarcyM6pqx2bmzUKSXwyVk3ZY/l4uaOO+5g2bJl+Hw+TjvtNJ5//vkZLz86OsrHP/5xFixYgNfrZfXq1Tz44INFOq1kJkTmxiznxqE49EF+uZSmAkXaKyVon2tZKh0odlns3BRSlhJhYrevArfXZ8SxCqYp3Q4+0ttDPJb7yo6cECUppwd8dcbetlE0r9HeB7pgfNSyY4SkcyOxAEvFzf3338/111/PzTffzEsvvcTGjRu57LLL6O+ferx+LBbjkksu4dChQ/zyl79kz5493HXXXSxatKjIJ5dMhXBujJ5OnI0oTeUypbhYqxcEwrnJd9ZNMi0MLM/cdHaizrFtOjKWDhPbJG8D4K+to6K6BlSV4c7ChxROIrtTyiYh2WOoqIOa9GOjhR1TETGduN761QsCmbkpfywVN7fffjvXXHMNV199NevXr+fOO+/E7/dz9913T3n5u+++m+HhYX7zm99w1llnsWzZMs477zw2btxY5JNLpkKsXqjxmleWyKcd3KrMTb6zbhIWtoIDuNraUNxu1HiceE9uqy2ORm8Dt8F0YoGiKFmh4kPG3rjI21TacDpxNqJjysI1DHqgWDo3kiJimbiJxWJs27aNiy++OHMYh4OLL76YrVu3Tnmd3/3ud5xxxhl8/OMfp7W1lRNOOIGvfe1rJGd4tRmNRgkEApPeJOZg1l6pbPLpmCq2uPG5nTRVaQ/guc66UVWV5Ei6FbyhwbSzzYTidGYWaB48MKfbiARGAfDbJEwsEKFiw3dMhW084yYbMczPojUMqqpmylIycyMpIpaJm8HBQZLJJK2tkx8cWltb6e2d+tXjgQMH+OUvf0kymeTBBx/kpptu4pvf/CZf/epXp72fW265hdraWv2tvb3d0O9DkkEXNybNuYG5OTfFagWH/HdMpYJBSItzZ711wsC74jgAYgfmKG5sWJaCTO7G8B1Tdm8DF+jixppZN/GJJImo9vstnRtJMbE8UJwPqVSKlpYWvv/977N582auvPJKvvCFL3DnnXdOe50bb7yRsbEx/a2jw+Dau0QnENNcMVPFTR7OjVi/UCznBmB5kzad+eBQOKfLJ4eHAXD4/Ti81j34e45bAUB0f4HOjQ0G+GUjOqYMbwe3exu4wOKOKeHaeCpcuL1OS84wFTJzU/5YNgu7qakJp9NJX9/kJ6m+vj7a2tqmvM6CBQtwu904nZk/knXr1tHb20ssFsPjOTaw5vV68Vr4pDGfKKZz0x+ZOnQuSKXUogeKAZY1auLm0GBu4iZhcUlKIJyb6IH9c7p+JN3ObjvnJt3mHhoZZjwUpKLKoN9NXdzY3LkRHVOhPgj2QXVxxZhYvWCnkhSANz0eIprnHjhJ6WCZc+PxeNi8eTOPPvqo/rlUKsWjjz7KGWecMeV1zjrrLPbt20cqldI/t3fvXhYsWDClsJEUF9EKXuMxP1A8EBkgmZo+axWMJhALf4vq3DSnnZscxY2et7GwJAXgWbEcgNicnRuxesFe4sZT4aemOT380chJxXbeK5WNtwraTtQ+Pvh40e8+oreB2+vxWbhIiZhJS1UllmNpWer666/nrrvu4p577mH37t1ce+21hMNhrr76agCuuuoqbrzxRv3y1157LcPDw3zqU59i7969PPDAA3zta1/j4x//uFXfgiSNqqpFcW6aKppwKk4SaoLhieFpLzcW0Vwbn9uBz108O3x5oxA3uWVuMmFia8WNd7kmbpIjI7qblA+ZpZn2ChRDJnfTf3huwm1KSqUsBXDchdr7/X8p+l3bMUwM4PIIcZNCTeU+tkFSOlgqbq688kpuu+02vvjFL7Jp0ya2b9/Oww8/rIeMjxw5Qk9Pj3759vZ2HnnkEV544QVOPPFEPvnJT/KpT32Kz33uc1Z9C5I0kUSElKo5amaKG6fDSWNFIzBz7mYkorWf1vuL+4pxWZM262YwFCU4MXs9P5HO3LjqrBUFDr8f98KFwNxCxbpzY7OyFEDr8pUA9B3YZ8wNqmrpBIphsrjJY/6SEYRGNHFTVW8vcZOd/0nEUzNcUlKqWL5//rrrruO6666b8mtbtmw55nNnnHEGzz77rMmnkuRLIKqFid0ON16nuQ9kbf42+iP99IX7OKHphCkvM2pB3gag2uemqcrDYCjGocEIGxbP/GQvphNbXZYC8KxYQby7m+j+/fg3b875eslEgomQ5tr5a+tMOt3caTtuFWCguImFIJ525kpB3Cw5HVwVmtvUvwtajy/aXWfEjT2mVgtc7szr+ng0aauws8QYSqpbSmJfsjulFJMntoqOqZmmFI9a5NxAfh1TolvK6kAxgDfdMZVv7mY87dooigNflTmrNwqhdYXm3Ax1dRCbyG/v15QI18ZTBZ7Kwm/PbFxeWHa29vH+x4p616GRCcB+zo3iUHB5tKc/mbspT3Jybk4++eS8blRRFH73u9/JtQjzCH06sYlhYoE+62aGstRoOnNT5y+ucwNax9QLh0Zy6pjKBIrrTD7V7HhEx1Seg/xESaqipgaHw36vgCvr6qlqbCI0NEj/wf0sXje125czpVSSEhx3Iez7k1aaOnNqp9wM7OrcgJa7ScRSxKNS3JQjOYmb7du384//+I9U5fCqTFVVbr31VqJRgxfVSWyNJeJmhkF+InNTZ4Fzs6wp93bwxKgmblwl7NxkwsR1Bp/IOFqXryQ0NEjfgX0GiJsSChMLjrtAe3/4aYhPgNt8sZGIJZkIaS8y7ObcALg9TiaIk4jJzE05knPm5p/+6Z9oacntlco3v/nNOR9IUpqINnAzw8QCUZaaadaNlc7NirS4OZCLczNsj1Zw0DI3APHublLj4zgqKnK6nl3bwLNpW7GS/S8+a0zuphSdm+a1UL0Agj1wZGtG7JiI6JRyeRx4/ZbHO4/Blc7ZxGVZqizJKXNz8OBBmpqacr7RXbt2sXTp0jkfSlJ6FKMNXNBWqQ157Ap1TXuZTObGgrKUcG5yydzYZM4NaO6Rs64OVJXYwYM5X68knJt0qLjXEHGTznpVlpC4UZSit4Rnl6TMzuHNBbfI3MiyVFmSk7hZunQpDkfu2eP29vZJU4Ql5U8xVi8IltZowrkn3MN4YuqAqOiWqquwoCyVnnUzGokzEo5Ne7lULEYqFALAZQNxA+A5TkwqnoO4sbFzI0LFI92dRCO5zSCalmBa3NQsKPBURUaImwPFCRXbNUwscEvnpqzJWbEsXbqUq6++mnvvvVfuZ5IcQzGdm3pvvZ7tORI4MuVlRiwsS1V4nCyo1TINM3VMiTZwnE4cNeZnlXLBKyYV57GGIbM0s86MIxmCv6aWmmbNaek/WKB7E+jW3lcvLPBURWbF+dr73h2Z0pqJ2HXGjUAvS0nnpizJWdxcffXVHDx4kI9+9KMsW7aMlStXcs011/Dzn/982i3ekvlDMcWNoigsr9WehA8GpnYYxiwMFENuO6aSI+k28Lo6lDycUTPRO6byCBXrSzNtLG7AwGF+wrmpnnoHnm2pbIIFG7WPD2wx/e7s3CkF4HLLFQzlTM6PqP/6r//Kli1bGB0d5U9/+hPvf//72bt3L1dffTWLFi1i3bp1cg3CPKaY3VIAy2qWAXBo7NCUXxfOjRWZG8itY0rkbVwWr17IRu+YmpNzY9+yFGRKUwXnboJp56amxJwbgBXpIHERcjdh25elxJwb2S1VjuT9ctHr9XLhhRfypS99iccff5yenh5uvPFGuru7ufPOO804o6QEKKZzA7CsdhkAhwKHjvlaMqUSSK8+qLVI3KzQB/lNn+8QqxecFq9eyEZ3bg4dRo3Pvj4CspybmjqTTmUMrfqk4jfmfiOxCExoYq7knBvIdEkdesr0uwra3Llxe2RZqpzJuz8vFouxdetWtmzZwpYtW3juuedYtGgR73nPezjvvPPMOKOkBCi2uFleky5LjR1blgqMx/UVOlYEiiHj3BwYCE17GX31gg1m3AjcixbiqK4mFQwSfeMNfOvXz3h5VVWzuqVKw7kZ7e1hIhSa2zTlYHrXnbsSvPbISeVFS3r1wlgnJKLa9GKTsHugWLaClzc5Ozdf/vKXufDCC6mvr+faa6+lp6eHj3zkI+zbt4833niDH/7wh1x11VVmnlViY4rZLQXomZtDY4dQj1oGKDqlKj1OPC5rsiwrW7Qnzv0DIVLTbB3WVy/YYDqxQFEUfCdoT4DjO3fOevnY+DjJtMNjd+emoqqa2pb0AMi5hoqz8zY2bG+elcombc8UqiZwTCIeSxINJwD7ihvRLSVbwcuTvDI3Bw4c4Jvf/CZPPvkkd955J+9973tZuLAE684Swym2uGmvbsepOIkkIgyMD0z6mpXTiQVLGvx4XQ4m4imODE9dmkraaDpxNhUnaBN8J3a+NutlRUnK7fXh9tmz/JBN64oCl2gK56YU8zagCbK6JdrHo1N3GhpBOF2ScnudeCrsN8APtPULIJ2bciVncfPQQw/xt3/7t/z4xz9m4cKFbNiwgU984hP88pe/ZGBgYPYbkJQtKTVFKKaVX4oVKHY73Syq0naXHR0qHrOwDVzgdCisatXcmz19wSkvkxAD/GyUuQHwnbABgIkcnJtSCRMLRGmqb/8cczd6G3gJ5m0Ede3a+zHzRnoEs0pSdhzgB9lD/GSguBzJWdxcdtll3HrrrTz77LMMDg7y9a9/Hb/fzze+8Q0WL17M8ccfz3XXFW8hm8Q+hONhVLTSS7GcG8iEio/O3YxYuBE8m9Wt2s9ib+/U4kZfvWA750YrS0288QapWXbERca078HuJSlB23GrAeida6hYL0uV2AC/bIro3Ni1JAUyc1PuzCmQUF1dzVve8ha+9rWv8a1vfYvrr7+ezs5Ovvvd7xp9PkkJIMLEXqcXr7N4D2Z6O/hRHVNir5RVnVKCNWlxM51zY6eN4Nm4Fi7U1kHE40T37p3xsnqYuK7O/IMZQNtxK0FRCAz0E06XBfOilNvABUUQN5kwsX1LlaJbSs65KU/yKoamUilefPFFHnvsMbZs2cLTTz9NOBxm8eLFvPOd7+SCC8xfxiaxH8XulBJMN8jPyr1S2axpSzs305altECxXVYvCLRQ8QmEn3yS8R07qNiwYdrLhtICrdJmpbXp8FT4aVzUzlDnEXr37+W4zafldwOlOsAvm9p0WWrUzLKU5txUloJzIwPFZUnO4ubyyy/nmWeeIRgMsnDhQi644AL+4z/+gwsuuIAV6W3CkvlJscPEgukG+Vm5VyobIW4ODISJJVKTOrdUVbVlK7jAd8LxhJ98ctZQcXhkCIDKOvt9D9PRtnK1Jm72zUHclOrqhWzq0kuNi1CWqi4J50ZmbsqRnMVNXV0d//7v/84FF1zAqlWrzDyTpMSwyrkRmZvuUDcTiQl8Lu2B1Mq9Utm01fio9rkITiQ4MBhibVsmbJ0KBiGhtcraYSP40Qi3ZrZQsSjtVNWXjrhZsHI1r235Mz37Zi65HYOqlodzI8pSwW5IxsFp/N+JKEvZ2blxS+emrMlZ3Pz85z838xySEsYqcdPoa6TaXU0wHuRI8Air67Ww6KgNWsFBK++saa3mxcMj7OkNThI3Im/j8PtxeO33BOA7XmsHj+7bR2p8HEdFxZSXC6VLa5U2FGjToYeK9+9FVdXcu3nGRyCZDliXsripbAanV/teAl1Qv8zwu7D70kwAl+iWkpmbsiSnQPF//dd/MTExkfON3nnnnQSDU+cMJOWHvlfKXdyJrdkLNLNLU6MW75XKZvU0uRt99YJNRYG7tQVXczOkUkzsfn3aywnnppTKUk1LluF0u4mGw4z2dud+RVGS8jeaOtnXdByOTDu4CaWpeDRJNKK5knYuS7nk+oWyJidx85nPfCYvsXLDDTfI2TfzCKucG5h6x9TouHBurBc3esdU7+Q1DHbO2wh8+jC/qUtTqVSSyOgoUFrOjdPlomW5tkOrN5/SlF6SKuG8jcDEjilRknL77DvADzJlqVRSJZmUuZtyI6ffPFVVueiii3C5cvtFHR8fL+hQktLCqkAxZELF2bNuRsMic2NtWQqyZt0c5dzYtQ08G98JxxN67DEmXpta3IwHAqhqChSFytrSETcAC45bTc/e1+nZt5d15+TY5RksgwF+AhM7pkI2X5gpEIFi0ELFzgprVrVIzCEntXLzzTfndaNvf/vbabDxK1KJsVgqboRzky5LxZMpglHNEq+rsN65WZ2eUnxkOEIklsDv0f7kknobuH3/TkSoePzVHVN+XeRt/DW1OJzOKS9jV9pWpnM3c3Fuakp4gJ+gCM6NnfM2AA6XguJQUFMqiWgSr41dJkn+mCJuJPOLQFQTN7Xe4o/gF9vBDwW0BZpj6TZwgFobiJvGKi9NVV4GQ1H29oXY1F4HQGIonbmx8YuAihNPBEUhdvAg8b5+3K0tk74eHk2HiUtkxk02C1auAaD/0H6SiThOVw6/K3obeDmIG/PawUshTAxaZs/tcRCbSMrcTRkifThJwYxGRwFrxM2SmiU4FAeheIihiSE9TFztc+Fy2uPXe02b5t683hPQP5cYGgTA1dRoyZlywVlXh+94bRVD5Nmtx3w9LAb42dh9mo7a1jZ8VdUkEwkGDh/K7UrlsHpBoO+XMlPc2LssBXJ5Zjljj0d/SUkzFtOWJ9Z564p+3x6nh4WVWsDz4NhBxsbtsVcqmxMWaqJvR9eY/rnkoBA3TZacKVcqzzwTgPAzzxzztfBI6To3iqLkX5oqh9ULAlGWGuuCZMLQmy6VshRkphQnpHNTdkhxIymYsaj2pG2FcwOTF2iOhO0xwC+bjelS1Cudo/rnEoPaZF9no93FzRkAhJ/Ziqqqk74WKsEBftlkz7vJiUCP9r4cAsVVbeBwg5rMiDaDKJWyFGRCxdK5KT+kuJEUhKqqGXHjsUjcZC3QHLbJAL9sTlys/Vxe7wkyEdceRBNDmrixc1kKoOKkk1B8PhIDA8T27Zv0tVJ2bkCbVAzkNqk4GYdwerxFObSCOxxQu1j72OCOqVIqS7m9YpBf6bSCq6qqj9+QTE/e4mamYX49PT0FHUZSeoTiIZKq9oRtlXOTPchvOKyJm6ZK+4ibRXUVNFZ6SKRUdvUEUJNJvRXc1WhvcePwevFv3gwcW5rSA8Wl6tykxc1wVwfjoVmeLEJ9gKq5HX57/5/ljAkdU7GJBLFxrcxVCs5NKQ7y+9LWL3HufedyYOyA1UexNXmLm5NPPpnt27cf8/n/+7//48QTTzTiTJISQrg2PqdP3+1UbHRxE8iImwYbiRtFUTKlqY5RksPDkEqBw2HrbilBJnczOVRcitOJs/HX1NKwUHMvul7fNfOFs3dKOcrE8DZB3ISGNdfGU+HC47N/a7UY5FdKKxh2De0ioSbYM7zH6qPYmrz/Ss8//3xOP/10vv71rwMQDof54Ac/yAc+8AE+//nPG35Aib0RYWKrXBvIlKW6Ql30B7VJwI1V9nrVKEpTr3aO6SUpZ309SgnMh9FzNy+8gBrTxKOqqnpZqlQzNwCL12lTmDt3TT3LRydQRgP8BHqo2EBxM1o6YWIoTedmPKENyQ3FQ7Nccn6Tt7T+zne+w1vf+lY+/OEP84c//IGenh6qqqp4/vnnOSE9rl0yfxibsF7cNFU0UemuJBwP0xPpBDw02si5ASY5N4lFWtjZ7iUpgXfNGpwNDSSHhxl/9VX8p5zCRDhEMr3VvFQzNwCL15/Aq48+TOfu12a+YDm1gQvMcG5KKEwM4C7B5ZmRRASAUEyKm5mYk796+eWX8653vYunn36aI0eO8PWvf10Km3mKlW3gAkVR9GF+g9FOwF5lKYCNi+sAODAYJtjTB9i/DVygOBxUnn46kMndCNfGV1mFy2Ovn3U+COem/+B+YuOR6S8YLKMBfgJTylJp56auNMSNaAWPR0snUDwel85NLuQtbvbv388ZZ5zBH/7wBx555BFuuOEG3va2t3HDDTcQj8dnvwFJWWHlAL9sVtStAGA0cRiAxip7PeE2VHpob6gAoOuAJsCcNu+UykaUpkJPPw2U9gC/bKobm6htbUNVU3Tt2T39BUUbeDmsXhCI/VJjXZAyxrkIDmniprqxwpDbMxvRCl5Kzo1elpLOzYzkLW42bdrE8uXLeeWVV7jkkkv46le/ymOPPcavfvUr3vSmN5lxRomNsXrGjeCEpvQGa4e2QLOx0n6vHE9MuzdDHdoTpcvmM26yqTznHAAmXt1BYnCwpFcvHM3itencze6pF4QCEBQzbspI3FQvAIcLUvFM2a1AAmlxU9Nk/zZwyHJuSkTcxJNxEqpWDpbOzczkLW6+853vcN9991FXV6d/7swzz+Tll1/m5JNPNvJskhLA6hk3ghObtE49xdcBqDTYzLkB2JQWN+FebV6K3WfcZONubcV3wgmgqoS2bNGXZpa6cwOweJ22YmLG3E05ihunC2oWaR8bVJoKDGquQk1TiTk3JRIoFnkbkM7NbOQtbj7wgQ9M+fnq6mp++MMfFnwgSWkhxI2VmRuA1fWrcTs8KM5xvBXDVHrs14UkOqaSQ6WxeuFoqi68AIDgo3/JagMvA+dmvbb9vHffXuLRKeZ4qWrWdOIyEjeQ1TFV+CC/ZCJFaFQLFFc3lohzkw4Ux0tkiJ8oSQGE42ELT2J/8u6Wuvfee6f9mqIo04ofSXlil8yN2+lmadVq9gV2UlPbjaIolp5nKjYsrsXtVKgMaws07b564WiqL7qIwf/6b8LPPENopTYfppTbwAW1La1UNTQSGh6i5429LDnhqHldE2MgJsLWLir+Ac1EDxUfLvimgsMToILL7cBfYz/ndCrc3tJqBc8WN8G4nFI8E3mLm0996lOT/h2Px4lEIng8Hvx+vxQ38ww7zLkRLPJr4sZd2Wn1UabE73FxUns9dVHtQamUylIA3tWrcS9cSLy7m8AR7cmwHJwbRVFYvO4EXn/6cTp37zxW3AhXw98InsriH9BMDOyYCg6KMLHPli8upsJVYoFi6dzkTt5lqZGRkUlvoVCIPXv2cPbZZ/Pzn//cjDNKbIxdAsUAja5VACTdhb8KNYuzVtRTE9UelEqtLKUoClUXXQRAaEjLDZVD5gayhvlNFSoWu5dEd1E5Ib4nA/ZLBYZKK28DJe7cyP1SM2LIHPFVq1Zx6623HuPqSMofu2RuACpVrR18XOkgmoxafJqpObvJiROVlKKg1NZZfZy8qU7nbsaj2s+3VFcvHI0QNz17XyeZOGqkhXBu6spQ3FSmBfb4SME3FUg7NzUlkreB0lu/IJ2b3DFsSYrL5aK7u9uom5OUACk1RSCm5Ufs4NzEJmpJJapQSbJ7aIaZJRayxqs9cY55KtndX3oPTv5TTiFVU0PSoZUdqupLvywF0LBoMRU1tSTiMbr3vj75i6JkU7uk+AczG0+V9t6Azhvh3FSXkHNTyoHiaDJKPClny01H3pmb3/3ud5P+raoqPT09fPvb3+ass84y7GAS+xOMBUmp2oOC1a3gAMOROKnxdhzVu9kxuINNLZusPtKxpIffjXqr2bFvkBMWWf9zywfF7cZx+mnQdwCXw4Gnwm/1kQxBURRWnHQKrz3+KM/870/5m5tvyeRGytm58abFTdQAcTNYWjNuICtzUyJlqUh88hTtYDxIg7M83FOjyVvcvOMd75j0b0VRaG5u5sILL+Sb3/ymUeeSlACiJOV3+XE73RafBobDMZLj7biqd/PqwKtWH2dKRBv4iLeap/cP8dHzjrP4RPnj2LQBHjmAN1Ear3Zz5cy/eT97tj5F5+6dvP7046w7+3ztC+WcuTHQuQmKzE2JTCeGrMxNLImqqrYPQmc7NwDhWJgGnxQ3U5F3WSqVSk16SyaT9Pb28rOf/YwFC8psBoRkRuyUtwEYCsVIji8F4KX+l1BV1eITHUtiUIibKp4/OEQ0URqvGLNJtGtt4J7IOLHOLotPYxw1TS2c/q4rAXj8f+4mGkm/Si5r56Zaex8LQWruYjU2kWA8qJVISsm5EUP8UCEZt79YP1rcyHbw6TEscyOZf9hlxo1AODdOxUV/pJ/OkP1awhODQwBEq+uYiKd4+ciotQeaA+GIlhWqiCcIP/mExacxls1/9U7qFywkPDLM1l/+DOLjENY6w8rauQEoIKAqdkp5/S68futd3FwR6xegNFYwHOPcyFDxtORUlrr++utzvsHbb799zoeRlBZ2mnGjqipD4SioHlbXrWf3yKts69tGe7W9npAS6bJU3eI2AJ58Y4DTV5TWvJtg+nvwxRKEtjxO/Xvfa/GJjMPldnPBBz/Kr265mZce+h0nbFpNE4C7EirKIzw9CXcFKA5QU1ruRjg5eRIYysy4KSUcDgWny0EykSJRAqHiY5wb2Q4+LTmJm5dffjmnG7N7vVJiLHaacROJJZlI28qntm1m98irvNj7Iu9Y+Q5rD3YUyXRZavmqduiGB3f08tlL15TU304wPeOmIp4g/NxzpCYmcPhK60ltJpZv2szKU09n3wvPsvW3v+YK0EpSJfR/lDOKAp5qiI4VlLsptZ1S2bg8mrgphVk30rnJnZzEzbe+9S2OP/54nE777euRWIedMjfD4RgAXpeD0xeeyr27f8S2vm0Wn+pYRFnqxA0r8A2EOTgYZkfXmL4xvBQIpgVaZWUV6lA3kRdeoCq9NbxcOPnyt7HvhWfp7eiChZRnSUrgrdLETXTuLkCwBGfcCNxeJ9FIoiRm3UjnJndyytycdNJJDA9rW4BXrFjB0NCQqYeSlAYic1PjqbH2IMBQWtw0VXk5qeUkHIqDzlAnveFei082mUT6b6dqQQsXr2sF4LfbS2s+VCDt3DRuOgmA0OPllbsBaGzXgumBsQixlKM8w8QCsVKiEOemBKcTC0Q7uHRuyoucxE1dXR0HDhwA4NChQ6QKSNVLygc7OTdDIW1ibkOlhypPFWsb1gLYyr1Rk0mS6Tk3rqYm3rZxIQB/eLWbZMp+nV1TEY9OMBHUBje2nK9NKw49/rgtO9MKwV9Tiz89QXo46i9v58ZT+KybwGBpZm6gtFYwRBJaB594zJXdUtOTk7h597vfzXnnncfy5ctRFIVTTjmFFStWTPkmmT/YKXMjnJuGSm0b8ebWzYC9xE1yeFhrt3U4cNbXc96aZmp8LvoCUZ47WBpuqAgTu30V1J97HrjdxDs6iB06ZO3BTKCpXZtIPBj1ZxZMliPewmbdqKpa4s6N9jRYEoHiuPZzbvY3A9qcG8nU5JS5+f73v8+73vUu9u3bxyc/+UmuueYaqqvnlqqXlA/DE1qp0g5DpETmprFKEzentJ7CT3b9xFbiJt7XD2iujeJ04gXesmEB973Qwe+2d3PmcfZfpCnyNtWNTTirqqg89RTCz2wl/MQTeJcvt/h0xtK4eClHdr7KYLSyzJ2b9GP5HDM30XCC+ITmepRq5gZKY7+UKEs1VzTzxsgb0rmZgZwnFL/5zW8GYNu2bXzqU5+S4kbC0ITmNjRUWC9uRFmqMe3cnNxyMgAHxg7QH+mnxd9i2dkEid4eAFxtbfrn3rZxIfe90MGDO3r40tuPx+uyd2g/MKQJtJom7ZVj5bnnEn5mK8HHttDw939v5dEMp2mRNqxwKOov78xNgc6NcG38NR49v1JKlGLmprki7dzIzM205D3E70c/+pEUNhJUVdWdm0af9XNaMmUpLwB1vjo2NG0A4IlOewRe4719ALizxM1pKxpprfESmEjw0A57hZ+nItu5Aai+8EIAIi+8QGKk8M3SdqKxQQvaDsUqoaptlkuXMAVmbkpxp1Q2YkpxKQzxE5kbUZYKGbA2o1yxxYTiO+64g2XLluHz+TjttNN4/vnnc7refffdh6Iox+y7kphPIBYgkUoA9ihLDQQ156YpXZYCOL/9fAC2dGwx7H5UVeXBAw/SGcx/+nGiTxMvrrZW/XNOh8IHTtc6c773xIGCg7lf/v0uvvDrHQXdxkyIGTfVaefGs2QJ3rVrIZkk9JfHTLtfK2is0jIYwbiX6MSExacxkUKdm/SMm+oS2imVjZhSXArLM492bkJxKW6mw3Jxc//993P99ddz880389JLL7Fx40Yuu+wy+vv7Z7zeoUOH+OxnP8s5ZTZfo1QQrk21uxqP0zPLpc2nP6CJm9aazKtHIW6e7Xn2mBbKubKlYwv//OQ/8+WtX877uvEeTdy4Wye7AH93+lIq3E529wR4et/cg8VjkTh3P32Qnz53hNFIbM63MxMiUFzd2Kx/rvrSS7Sv/fGPptynVfiiA1S5tN+roc7DFp/GRArM3IjpxKXr3GhPg/FSCBQnJgeKpXMzPZaLm9tvv51rrrmGq6++mvXr13PnnXfi9/u5++67p71OMpnk/e9/P1/60pdkh5ZF6GFiG+RtAPqD2gNstrhZVbeKRVWLiCajPNv9rCH383K/Nq171/CuvF2WRO+xzg1And/DladqmY7vPbF/zmfrGs0IuFA0MefbmYnAoObciMwNQM0lmrgJP/MMyVAZPdiOHaHRq5UBBjuOWHwYEynQuQmW8HRiKB3nJp6K6265cG5koHh6LBU3sViMbdu2cfHFF+ufczgcXHzxxWzdunXa6335y1+mpaWFD33oQ7PeRzQaJRAITHqTFI6dOqWiiSQjEW0jcUu1V/+8oiict/g8ALZ0bjHkvl4beg3Q2uDFzyBX4n3pzM2CBcd87UNnL8ehwJNvDLK7Z26/o91Z4iZswgO1qqqZslRjprPLs3IlnuXLUeNxQlseN/x+LWO0gyavFtgc6ixjcSMyN3NsK9admxLslILSydxku896K3g8XHYzpozCUnEzODhIMpmktXXyK9nW1lZ6e6cOVz711FP88Ic/5K677srpPm655RZqa2v1t/b2Mu56KCLD4/YRNyJv43E6qDtqI7EoTT3e8TgptTDbOaWm2D20W//3gbEDOV9XTaV058Z91O87QHuDn8s3aKLnridyv91suseyxE3MeOdmIhQkEdV+1lVZ4kZRFKovKcPS1Fin7tyUtbjxzj1QrKZKe8YNZLql7N4KLmbcOBUn9V5tiWtKTRlWci83LC9L5UMwGOQDH/gAd911F01Nuc0EufHGGxkbG9PfOjo6TD7l/EC0gduhU6o/LW6aq73HLKA8pfUUqtxVDE0MsWOwsKBtR7Bjkg18YDR3EZIcGUGNx0FRcDU3T3mZj5yjlVh/+0o3HcORvM/XNcm5MV7ciLxNRU0tbo930teqL70UgNCTT5IaL5MH27EOmvSy1DzI3MxhT1F4LEYqoaI4FKrqvbNfwYa4venMTdTemRshYvwuPxWuCpyKJspkqHhqLBU3TU1NOJ1O+tJ2vaCvr4+2tmNbL/fv38+hQ4e44oorcLlcuFwu7r33Xn73u9/hcrnYv//YvILX66WmpmbSm6Rw7JS56Q+IvM2xD65up5tzF58LwHe2f6cgC3fX0K5J/87HuYmnXRtnUyOKZ+oA9sb2Os5a2UgypXLXk/m7N92jmY4eM8pSU+VtBL7j1+NeuBB1fJzQU08Zft9FR1VhtINGjyZuwiPDTJRTniibApwb4dpU1XtxOEvqtbJOyTg3aXFT4apAURQq3dqoAhkqnhpLfxs9Hg+bN2/m0Ucf1T+XSqV49NFHOeOMM465/Nq1a9mxYwfbt2/X3972trdxwQUXsH37dllyKiJ2ytwI56aleuqa/z9s+gc8Dg/PdD/DI4cemfP9CHFT7dZe6eYjbhIib9N2bN4mm4+fvxKA+17o0EPSudJtunMj8jbHipvs0lTvl77MwH/9ly7oSpLIECTG8TiTer5osFw7pjxzDxRnwsSlmbeB0tktpYsbt1b+q047btK5mRrLpfb111/PXXfdxT333MPu3bu59tprCYfDXH311QBcddVV3HjjjQD4fD5OOOGESW91dXVUV1dzwgkn4JnmFbHEeIbG09OJbSBu+mZwbgCW1izlwxs+DMDXX/g6gdjcArsiTHzpMq0Ek09ZKt6jTSd2tx2bt8nmjOMa2dReRyyR4u6nDuV1vmxxEzEhcxMcFDNupi4J13/g73C1tZEcHGTwO99l34UX8ca557H/rX/Fofe+j8DDcxeWRWc0nbGpaqNpyTIAhsq1Y6og50aEiUszbwOZQLHdnRsxwK/Cpf2spXMzM5aLmyuvvJLbbruNL37xi2zatInt27fz8MMP6yHjI0eO0JN+YpDYB1s5N+kZNy010796/NCGD7GsZhmD44Pc8fIdOd1uKBbiY3/6GD/e+eNJYeK/WvFX2v2O9xPMMaeQSE8ndrXOPOlWURQ+foHm3vzPs4cZS3eBzUY8mdJFHkDIhFehInNTM4VzA+BZvJiVf3yERbd/E/+pp0IqRaK/n9j+/Yy//DI9X/wiyVLpVhxLZ/Pq2mlcnF6gWa65G5G5SYxDMj9RPNqvPeHWNJeuuHGVmnOTFjdVbk2USudmanLeLWUm1113Hdddd92UX9uyZcuM1/3xj39s/IEks6IHiiusDxT3ZQWKp8Pj9PCF07/ANX+8hv/d+7988PgPsqBq5hLRn4/8mae7n+bp7qep8lQRiofwOr1sbNlIc0UzA+MDHBw7yInNJ856xnh6OvFszg3ARWtbWNNazZ6+ID965iCfvnj1lJeLxBL4PdqfcF9ggpQ6+WtGExicPJ14KhSPh5q3vIWat7yFeF8/icEBUsEQvV/5CrH9+xn60Y9o+dSnDD+b4QynXbn6ZTQ1aROky7ZjSjg3oJWmKupyvuporyZu6tv8Bh+qeJTKVvBjxI1HipuZsNy5kZQe8WRcdyxs0S0VOHaA31ScvuB03tT2JhKpBD/c+cNZb/eF3hf0j7/67FcBWFO/BrfDzYparbMp19xNokcM8JtZUAE4HArXXai5Nz986uCU7s3PnjvC+i8+ws+e055ws8PEYM4Qv5kyN1Phbm2h4vjjqTz9NJo/+UkARu65l8RwfvOBLGEo3ZzQcJzu3JStuHF5wZEeoZBHiUNVVUb60uKmtdKMkxWFkplzE5/GuZFlqSmR4kaSN6Ik5VJceqjNSjKB4tlbUT+28WMA/OqNX9Ebnj7wqqqqLm68Ti9JVXvgW9+4HoDltcuB3HM3+gC/HJwbgLduWMCa1mqCEwl+8NTk++gdm+DfHtDCzQ/t1Eq22XkbgIjBFnsqlSQ0rLl102VuZqL60kvwrV9PKhJh6K4fGHo2UxDOTeNxNC5qB0UhMjbKK396sDyHps0hdxMZixGfSKIoUFvCZSkRKE7GU6RS9v2/Pdq5kYHimZHiRpI3oiRV76vHoVj7KxRLpBhObwSfzbkBOLXtVDa3biaeivO9V7/HWHRMH2meTVeoi55wDy7FxTfO/Yb+eSFujqs7DsjNuVFVNWv1Qm7bpR0Ohc9csgqAu586yEg4syvqK3/YRTj9KvOVjlFSKXXSjBswfohfeGQENZXC4XRSWVef9/UVRaH501o5auRnPyPeN/PuOMvJcm7cPh9rz9TGCfz5B9/hl/92E2P9fTNcuQTRZ93k/kQ50qtNNK5pqsDpLt2nEpG5AXuHio8WN3qgWIqbKSnd30iJZdgpTDwQ0lwbt1Oh/qjpxNNx7cZrAfjl3l9y9n1nc+pPT+Xhgw9PuoxwbU5oOoELl1zIdZuuY0PTBi5ovwAgr7JUcnQUNaaJE1dLS05nBLjs+DaOX1hDOJbke+mpxY/vHeCBHT04HQpup0JgIsHBobDu3Cyo1QSe0a3goiRV1dCIw+Gc5dJTU3nOOVScfDJqNMrQ979v5PGMJRqCUNrVa9T+ny+/7nrOv+oaXB4vR3Zs555/uo7efXstPKTB6M5N7oP8RsogbwPgcjsgPfvTzqHiaZ0bWZaaEiluJHkjxI0dwsQib9NS7TtmOvF0vKntTVyx4gq8Tq2MlUgl+M+X/pN4KpNtEeLm1LZTAfjoxo/ys7f+jDpfHQAr6rQnva5QFxOJmefRJNLdfs6mJhx5jCtQFIXPpMPE33tiP2fd+hc+dZ+2uPODZy7jxMXaWV7pGNXFzcoW7UkqbPAr0LF0ILqmOXdxdjSKotD4/7QRD5HnnzPkXKYgSlL+RqjQXCqHw8nmt76dq77xX7SuWEl8YpydW/5s4SENZg6zbkbTeZu6ttLN24D2e1kKg/xEK7jfrYlJ6dzMjBQ3kryx016pvsDsnVJHoygKXzvna7z4dy/y7PuepcHXQFeoi4cOPgRoZaTne58HMuLmaBp9jVR7qkmpKQ4HZm4RjqfbwKfaKTUbF61r4bzVzaiqtl5hNBKnrcbHZy5Zzab2OgC2d4zqgeLVrdqrOaOdm5FeTaDVtS4s6HbcixcDkBgeKfhMpjG0T3vfcNwxX6pfsIh1Z58PQDQyt0WTtmQOmZtMmLi0nRsAt8f+KximbQWXzs2U2KIVXFJa2KosFZx5gN9sVLoruWr9VfznS//JD3b8gL9a8Vd0Bbvoi/ThcrjY1LJpyuspisLiqsXsHt7NwPgAa1gz7X0k+vLL2xx9Pz+++lQGglE6RiJ0jU5wUnsdVV7XUeJGe+BblXZuIoY7N0Lc5P89ZOOs15yQ5OgoaiqF4rDh66vhdN6m8VhxA+Cp0J7MY+P57/+yLXNwbkTmpq7Ey1IgVjDEbe3cyDk3+SHFjSRvRKDYDuJGODfTrV7IhSvXXMkPd/6Qg2MHeeDAA4xFxwA4selE/YFkKkTNe7ZBfvGe6beB54KiKLTU+Gip8bF5aebzQtzs7BrTZ9ysak0/4Bnt3Ahx01aYcyPEDckkqUAAZ11dgSczgaF0WWoK5wbA69eezMvLuUkHinPM3MSjSULD2t9eqWduIGsFQymJGznnZkZs+LJJYnfsJG76C3RuQHuQeP+69wPw+ac+z9df+DoAp7SdMvP10q+cZhM3unOzoDDX42gW11fQWOnRhU29301TlfZziBgsbkTmpi6HOT0z4fB4cFRqWYHEiE1LU7pzs2LKL+vOTWT+OjdiMrGv0k1FVemvvdEzNzYOFEfik9cvyLLUzEhxI8kbkbmxQ6DYCOcG4O/W/R2tfs1ZcSku2qvbuWLFFTNeJ2fnpqsbmH1pZr4oiqK7NwAL6yr0icXhWNKwmR3RSITI2CgAda2Ffw/OBk0UJ+0qbrLawKfC69fEWbScylJ5Zm7EZOK6MsjbALi96cyNdG7KBlmWkuRNX0QLyLb45945YxT6AL8CnBuAWm8tD7/7YWLJGBWuipw6r3IVN7HOTgA8S4zfWr+pvY5HX9dmxiysq6DKm/mTHo8nqfQW/ic+mi5JVdTU6iWZQnDW1xPv6LCnuJkYg4i2Q2vazI1fOjcib1MOJSnIWp5ZgoHi8cQ4iVQCl0M+nWcjnRtJXsSTcT1QbAtxk9UKXiguhwu/259zS3mNpwaYWdykolESYjpxulPISDZmOTeL6irwuR040sc3apCfUWFigSudu7HlGgbh2lS1ZnIoR+FNl6Wi45HymVacZ+ZmRG8DLw9xI8pSpTDnxu/SfuZC3ACE42WU/zIIKW4keTEwrg1zczlc1Hvzn1RrJBPxJEPpyb1ttYWLm3wRtvBM4ibe1Q2qiuL36+UYI9k4qSylzfqpFKUpgx6o9TbwAsPEAr1jamTUkNszlOGZw8SQKUupqRTx6MwzjkqGfDM3og28xGfcCMSU4kTc/uJGODdup1uf1SVLU8cixY0kL/ojWgmkpaIlZ4fDLHrGtCeWCrcz5+nERqKXpeIziJvODgA8ixeb8vOqrXCzoll7gllUp72i86cfqI2adZNxbozJDOmZGzs7N9OEiQFcXq/ewl42pak8MjdqSs1sAy+XzE0JOTfZHZwyVDw9UtxI8sJOeZuuEe2PfVF9bhkZo8klcyPyNu524/M2gs9fvo73bF7MBWu1bd0iZ2OUuBnVnRuDxE19HWDTQPEMA/wEiqJkSlPlIm7ycG6CIxMk4ikcToXqpuI7pmYgAsV2zdwkUgl9gvokcSNDxdMiE0iSvNCdGzuIm1HtiWVRnTUbiXPJ3MQ70mFiE/I2govXt3Lx+swMHVGWMmqQ34jBzo0r7dwkRmzo3MwywE/g8fuZCIfKZ5CfnrmZ/UlSlKRqmytwOsvj9bGeubFpt5RwbSCzfgEyzo3M3BxLefxmSoqGrcRNlnNjBbnMuRFlKTOdm6OpTJeljBjkF49FCQ1p3UPGOTc2ztzM0gYuyDg3ZfKkojs3sweKMwszyyNvA1lD/GxalhLixqk4cTsyJfhccn/zFSluJHkhylJiJoyVdKZXDljl3OhbeWewhGNp58a9eFFRzgTZzk3h4ibQr/1/eyr8VFTXFHx7kCVu7Ja5iQzDxKj2ccP0mRvIagcvG+cm98xNuc24AWy/ODM7b5NdgpfOzfRIcSPJCzs6N4stcm6EuBlPjBNPxo/5uqqqxDvSgeIiOjf+dOYmZMCr0NG+TN7GqFyTS3dubJa5Ea5NzSLwzPzErQ/yK7fMTSoOieiMFx3pK68ZN5C9ONOe4ubo6cSCXKekz0ekuJHkha3EjcXOTfaciak6ppKjo6TC2hOBe1HxnJuqtMVuxAoGPUxsUN4GMt1SqUiEVHTmJ9KiIvI2s7g2kFnBUHZlKZjVvdGdmzISN3oreMyegeKpOqVABopnQoobSc6oqqqLG6vLUsmUSm+6FdyqzI3T4aTSrb2Cn+qVUzzdKeVqacHhK15XSfYKhkIZMbhTCsBRXQ0u7Yy2cm+GcgsTQ2Z5ZtmUpZwuEE+cM3X/jScIj2mzpcqlDRyyWsFLoCyVjWwFnx4pbiQ5E4gFiCa1V9rN/mZLz9IXmCCRUnE5FEOmE88VPXczxYOLKEkVM0wMxraCGz3jBrRWar0d3E65m+HcwsQAnnIrSwF40gHhGZwbMZm4osaD14LZUmahOzc2LUvNKm6kc3MMUtxIckaEiWu9tfhc1s63ECWpBXU+nA7rhgkKcROIBY75WqwIbeBTUZl+FWrE+gWjZ9wIXHXpFQx2cm4G9mjvm1bNelHRLVU2zg1kQsUzuACjYqdUGbk2UMLOjSxLTYsUN5KcGYhoqxdskbcZsTZvI6h2Tz/Iz4o2cDDOuUkmEgQGtTKk0eImsxl81NDbnTPJeEbctKyf9eKiW6psMjcAntln3YyUYd4GwOURQ/xKTNzIstS0SHEjyRl7homtfZCdaUqxFW3gkJlzU+gQv+DgAKlkEpfbQ1WdsXuxbNcOPrRP6xTyVEPdklkvnnFuxme5ZAnhnX3WzWCn9iTatKhq2suUIvqcm1jKlstQdXHjntq5ka3gxyLFjSRnbDXjxuIBfoKZZt1Y0QYOmUBxoUP8hrq089ctWKjvUjIKV0Na3IzapCzV95r2vnU95NDynsnclNGTij7Ib/rvaeCIJnyal0y9Mb1UEXNu1JRKKmk/cRNJyFbwfJHiRpIzdnRurJpxI5guc6PG48R7ewFwLy6uuKlKl6UiBVrsgx2HAWhqX1rwmY7GKTI3dnFudHFzfE4X9/rLbLcUzDrILzwWJRKIoSjQWKbODdhz1o1wbvyuyU61HOI3PVLcSHLGVuJmRHtSWWx15maaslS8txeSSRSvF1dzU1HP5PcYs35hqPMIYJK4sVvmRoibHPI2kJlzU1aB4llWMAjXpq7VP0kMlANOlwNHujHBjlOKx+MzB4qD8aAty2lWIsWNJGfsMuNGVdVM5sZq52aaQHHssCYM3IsXG17SmQ3duSmwW0o4N42LZ8+g5IvtWsH7d2nvW0/I6eLecixLzbI8c7CjPEtSApeN90vNFihOpBLEUrGin8vOSHEjyZnucDdgvbgZDseYiKdQFFhQaw/n5uhuhdiBAwB4li8r9pH09QuFDPFLpZIMpzM3Zjg3YjO4LTI346Mwpn2vtKzL6SqeCu33LhGNkkra78lwTnhmbgUfOKJ9vmzFjeiYsuGU4ukyN363HwXNcZK5m8lIcSPJiVAsxFh0DIDF1cWd23I0wrVpqfbicVn7Kzxd5iZ6UBM33hWzD4Qzmqp0oDiWSBFPzu2BerS3l2Q8jsvjpbbFeDEruqUSwzYQN/27tfc1i6GiLqeriMwNQLRcSlOzZG4G0s5NU3t5iht91k0JOTcOxaFPSZe5m8lIcSPJia5QFwB13jr9j8kqDg1pTybt9dbP2tAzN0ftloodOAiAZ8Xyop/Jn5WHmGuoeKhTlKTaTSmrOeuFczOKmrL4lXLfTu19jmFiAKfLjcvtASBWLqHiGZybiXCc4JC27qS5vbzCxAK9LGXHzM00reCQNchPzrqZhBQ3kpzoDGozWxZXWevaABwc0F6hrGi2VmTB9IHi6AFtlL93xexLGI3G7XTojlZojrkbMzulIJO5IZkkFTh2unNR0fM2uYWJBWU3yE/P3Bxb3hCuTU2Tr6zWLmQjnBtbBoqn6ZYCuYJhOqS4keREZ0gTN4uqizuQbioODmp/xMubrH8FOVXmJhkIkBwYBMBjgbiBzAqGuW4GH+rQAtFmhIkBHB4Pjqp0GNLqFQx6G3huYWKBCBXPB+dmUORtyrQkBeCr0kRbZMx+wdzpylIgpxRPhxQ3kpwQZalFVXYQN9or5eVN9nFuQvEQyZT2ii92UCtJuVpacFZZI8AKHeRntnMDWVOKrRQ3qgp9aecmxzZwgWgHnw+ZGz1vU6ZhYsjsyxIrJuzETOKmMr3w9OjS+HxHihtJTghxY3WYWFVVDgzaqCzlzjzYC1s4qudtrHFtILsdPH+LPZmIM9Kj/X83tpvj3AA4G2wgbkaPaHNdHO6cFmZmI0LFsXIpS83g3JTrZOJs6hdojyfDPfb7/5xJ3IjHIBkonowUN5KcEJkbq52boXCM4EQCRYElDdYHit1Ot/6AI3I3MQvzNgIRKp6LczPS000qmcRTUUF1Y7PRR9Nx2WFKscjbNK8BZ35ZkoxzUyb7paaZcxObSDDar7kZ5VyWakiLmxE7ipv49Jkb0eAhW8EnI8WNZFZUVaU7pM24sTpQLEpSi+oq8LntMSX16ECfvZyb/MWNmEzcuHgJSg57luaKLaYU57l2IZuyG+SXPaE4a9rtUGcIVKis9eCv8Vh0OPOpX6AJh0ggxkQ4bvFpMiRTSX1A35TOjUc6N1MhxY1kVoYmhphITqCgsKBygaVnEZ1SdsjbCI7umBID/LwWtIELMisY8i9LFSNvAzbZDJ7n2oVsPH7tiaZsylIic6OmIJ5xowbKfDKxwONzUVXvBezl3oiSFEzdCi6dm6mR4kYyK6Ik1VbZhjtP695o9LyNDcVNIBZAjcWIHdGcDyudm0p9eeYcnBu9U8pcceOyQ+ZGbwMvwLkpl7JU9vyqrNzNQIf2cTmHiQUNNszdCHHjUBx4HMc6Z9K5mRopbiSzoreB26JTSrSB20/cBGNBYh0dkEzi8PtxtVq3pqLSM/cVDMV2bhIjFjk38QkYfEP7eC7ipqLMAsUOR6Y0lTXrRg8Tl3HeRlCv527s0zGVvXphqjKx7tzIbqlJSHEjmZWuoA3bwJutn3EjEN0KoViIqNgptWKFqXmV2RDOTThP5yYRizHa2wOY2ykFWVOKrcrc9O0ENQn+RqjOv9yqD/Erl1ZwOKZjKhlPMdKt/c2Ve1kKspybXvsI1pk6pSCrWypmnzPbAZfVB5DYH7u0gSdTqr56wY5lqWAsSOyAdj4r1i5kow/xyzNQPHD4IKqaoqKmlsp0N5NZ6JvBh4ZMvZ9p6Xhee7/4TTAHIVp2Q/xAy92E0DumhrpDpFIqvkq3nkcpZ+pt2DE1m7gRc27khOLJSOdGMit2KUt1j44TS6TwOB0srLN2G3g22ZmbTBt48RdmZiM2g+cbKO7dvxeAtuNWme48udvaAIj396NasVm78wXt/eJT5nT1shviB8c4N5n5NlWWOpHFor5N+z8NjUSJjc9tAKbRiDbw2ZwbKW4mI8WNZFZEWcpq50aEiZc2+nE67PNAm+3cRPdp4sZq56bKO7f1C737hLhZbfiZjsbV0gJOJyQSJAYHTb+/Y+h8UXu/+NQ5Xb3shvjBMfuleg9qe7+al9RYdaKi4qt046/VQrt2mVQ8q3OTztzI9QuTkeJGMiPjiXF6wloGY0m1uRmM2Tg4oP3x2mEycTZC3ETGA0T3auLAt3atlUea8/qF3v1awLZtZX7TeueC4nTiToeu493dpt/fJIK9MHYEUGDRyXO6Cd25Kaey1FHOTfderZNt4ao6iw5UfOzWMZUdKJ4KsRU8HA+TUlNFO5fdkeJGMiOHA4dRUan11tLga7D0LG/0C3FjnzAxZMSN+3AvajyOo6YGd3u7pWeay/qFaCTMcHrtQjGcGwDXQi3Im+jpKcr96QjXpmV9xq3IEz1zMx5BzRp6V9Jk7ZcKjUwQGJxAUWDBcbXWnquI2C13M2ugOP34o6ISiZeR0C4QKW4kM3JgVOv+WVFrbfcPwO4ezSJf22avrg0x2ND9hjYfxrd+veU/q1q/No9oMBTN+Tp9B/aBqlLT3Iq/pjhPZu4FCwGIF13cpMPE7XMrSUHGuUklkyRiuf+cbU2Wc9P9xigATe3VeCrmT++J3TqmhLjxu6deN+NxeHA50k6tzN3oSHEjmZGDAW2VwIpa6wbSAaRSKq/3ajmA9QvsVf9fVa+VcJo6NPHlW5//tFujWZreu9UzNsFEPDf3Ri9JHWd+SUrgXqAJw3hXkctSBeZtADw+n95lFSuXQX7ezJybrrS4Wbi6zrLjWEFDeg1DqTg3iqJMGkch0ZDiRjIjwrlZXmttQPbIcIRILInH5bDVAD/QAn2LqhaxvFcrTfiOt17cNFR6qPZpr+YOD+VmVWd3ShULd7osVVTnJpmArpe0jwsQN4rDoQ/yK5/9UmlXNBaie+8oAIvmUd4GoL5Ne3wJDE0Qn8P6EqOZTdwAemSgf7y/KGcqBaS4kczIgTF7iBtRklrTWo3Lab9f29U1x7Es/bhScXz+026NRlEUljVqD9KHhnJ74u3dJ8LExcnbALgXWlCW6n8NEuPgrYXGwoScR59SXCZZh3T+KDwWZbQvAgosWFln7ZmKTEW1B1+VG1S0n4HFiBzNTOKmvVrL+IlVORIpbiQzkEwlORzQRvFbXZbanS5J2S1vI9gUacaTgLjPhXuJtV1lgmVph+vQ4OziJjw6QnBoABSF1uXFm9Gjl6WKKW70+TabtZUDBSDawcumY6pO+93t7tJ+Lo0Lq/BVWrtPzgrs1DGVi3MjxnRIcZNBihvJtHSFuoin4nidXsu3gQvnZp3N8jaCVX3an1L3Ih9KgU+YRrG8UXvizcW5EXmbxkXtuhtRDFxpcZMaGyMZKtITSYcQN28q+KYyg/ysfxI0hMaVAPQM1gHzL28jqC9VcROS4kZgj0dhiS0RJallNctwOpyWnsXu4qY1vTl5V3PUNrMmMs7N7K5CJm9TvJIUgLOqCkeN9n+a6C2Se6M7N3PP2wgyg/zKxLlpWA6Kg65xrVw33/I2AjuFivVuKdf0LzoWV0nn5mikuJFMy8Exe3RKBSbidI5of+B265QSuPd1APBGc1Kf6Gw1S/PI3FjRKSXQS1PFGOQXGYZhbYr0XIf3ZVN2g/xcXsar1jGc0DbCz6fhfdmUmnMjMjcdwY7ymblUIFLcSKZFDxPXWRsmfr1Hy9ssrPXp81vshJpMEn19DwAHFijsHd1r8Yk0RFdZz9gE4zMM81NTqazJxMV1biBb3BTBuREt4I2rwF/4UMrsQX7lQo/zTADq6+JUVHssPo01iMxNYGCcRI6jFMwiF3GzsEoL5ofiIcaiY0U5l92xhbi54447WLZsGT6fj9NOO43nn39+2sveddddnHPOOdTX11NfX8/FF1884+Ulc8cunVKv96aH99nUtYkdPIg6Pk7c66KnAd4YecPqIwFQ73dTI9rBh6d/BTrYeYSJYACX10vz0mVFOl2GonZMHXpSe99+miE35/GXWSs40B3TRhksrO+z+CTW4a/x4PW7UFUY7bN2hlEu4sbn8tFS0QLI3I3AcnFz//33c/3113PzzTfz0ksvsXHjRi677DL6+6fu19+yZQvvfe97eeyxx9i6dSvt7e1ceumldHXZoxRQLqiqysFRe5SlMnkbe3ZKjb+6Q3u/og1VUdg7Yg/nRlEU3b2ZKXfT8dqrACxasx6nq/jOWGbWTRHKUvsf094fd4EhNyfm3JSTc9M1pv1/LPLtsfgk1qEoij7vxurcTS7iBjKh4o5gh+lnKgUsFze3334711xzDVdffTXr16/nzjvvxO/3c/fdd095+Z/+9Kf8wz/8A5s2bWLt2rX84Ac/IJVK8eijjxb55OVNZ6iTYDyI2+G23Ll5rdveYeLIC1pA1b3pRMA+zg3klrsR4qb9+BOLcqajER1TCbPLUsE+6NOEKCvON+QmPemyVLlkbqKROINDXgAWprZafBprEaFiq3M3s61fEMh28MlYKm5isRjbtm3j4osv1j/ncDi4+OKL2bo1tz+sSCRCPB6noWHq+nk0GiUQCEx6k8zOrqFdAKyuX43bYV3OZSKeZFda3Gxqr7PsHDMReVHLcbSdfSEAR4JHmEhMWHkkndlm3aipFJ27dgKwxCJxU7T9Uge2aO8XbITKJkNu0ltmZamefVpeo9bZTWXwVW2a8zzFLgs083VuZFlKw1JxMzg4SDKZpLW1ddLnW1tb6e3tzek2/vmf/5mFCxdOEkjZ3HLLLdTW1upv7RZvay4Vdg/tBmB9o7WrBF7tHCORUmmp9rKobuY/biuI9/YS7+gAh4OW086j3ltPSk2xf2y/1UcDYHmT9uR7cBpx03/4IBPhEJ6KClpXrCzm0XT0slRfH2rSxPDmAVGSutCwmxSZm3IpSx3ZNQzAIt9uSMVh9LDFJ7IOESoe6AhadoZkKkk0qS1lnVXcyHbwSVheliqEW2+9lfvuu49f//rX+Hy+KS9z4403MjY2pr91dMh6ZC4I52Zd4zpLz7Ht8AgAJy+pt3zT9lREXtBcG9/69biqqnQxuK13m5XH0hErGKbbL6XnbdYej8NpzSwjV3MzuFyQSJAYGDDnTlQV9v9F+3iFMXkbIGu3VOmLG1VVOfiq9vNf1pzOPw3ZQ6RbQduKWhwOhcDghGVrGIRrA7OLm+x2cInF4qapqQmn00lf3+RUfl9fH21tbTNe97bbbuPWW2/lj3/8IyeeOL2d7vV6qampmfQmmRlVVdk9nHZuGqx1bl46oombzUvrLT3HdIi8jf9UbSDcmQu1Ntqnup6y7EzZCHHTG5i6HdzqvA2A4nTiTru3prWD9++CUB+4KmDJ6YbdbDm1gg91hQgNR3G5HSxeKj65z9IzWYmnwsWCVbUAHN45ZMkZhLhRUPA6vTNeVpSlesO9xJNx089mdywVNx6Ph82bN08KA4tw8BlnnDHt9b7xjW/wla98hYcffphTTjmlGEedV/SGexmNjuJSXKyqL/5QN4GqqrycFjcnL62z7BwzIfI2/lO138OzF58NwIt9L+oL76ykvtJDbYWWmTo6VJxKJunc/RpgXd5GkNkxZVLHlHBtlp0NrpmfJPLBU0a7pQ6+MgjA4nUNuFvSTQTzWNwALD1By2Yd3jloyf1n521mc64bfY1UuCpQUekOF6Hz0OZYXpa6/vrrueuuu7jnnnvYvXs31157LeFwmKuvvhqAq666ihtvvFG//Ne//nVuuukm7r77bpYtW0Zvby+9vb2EQiGrvoWyQ5SkVtavxOO0bojXkeEIg6EYbqfC8QtrLTvHdCQGB4kdOACKgn/zZgCW1yxnUdUi4qk4L/a9aPEJNaYLFfcd3EdsPIK3spLmZdZ2xLnSuZuEWaFiIW4MzNtApiwVnxgnlbJ22FuhHHpVewJfvrFJ3zHFkH06/6xg2YZGALreGCU2Ufxwda5hYtDa1xdVLQJk7gZsIG6uvPJKbrvtNr74xS+yadMmtm/fzsMPP6yHjI8cOUJP1gPed7/7XWKxGO95z3tYsGCB/nbbbbdZ9S2UHbuG03mbBmvzNqIkdfzCWnxua3dbTUXkRS1X4129GmetJr4UReHsRZp782Tnk5adLZvMAs3J7kLHa1pb9OJ1J+CweHeY3jFlRlkqPgGHn9E+Nljc+Kqqcbo1ZywwzWyuUiA8GqX/cBAUWLYhW9zM38wNQF2rn5omH6mESufrI0W//3zEDchZN9m4rD4AwHXXXcd111035de2bNky6d+HDh0y/0DzHOHcWN0p9dLhUaAE8jZHlUbPXnQ29++5n6e6nkJVVcuD0MK52dc/2d3U8zbrrS1JQXZZygRxc2QrJCagegE0rzH0ph1OJ03tS+k7sI/+Q/upa1tg6O0Xi0M7NNemdVkN/hoPuNLiJtAFsTB4Ki08nXUoisLSE5rYsaWTw68NsWJTc1HvP5LQXpBUuHMUN7JjSsdy50ZiL1RVtU2nlHBuTl5iU3GTXvsh8jaCN7W9CbfDTWeok8MB61tpNy6uA2Db4WH9c7GJcTp2ac7N0g0brTjWJPR2cDOWZ2aXpEwQmi3LtAne/YcOGH7bxeJgdkkKtL1bFenZYfPcvVl6glaaOrJzqOhLKfN1bkTHlJx1I8WN5Cg6gh0MTwzjcrhYU2/sq9x8CEzE9bULdgwTx3t7ib7xhpa3OW3yniK/28/JrdrGaTt0TW1eVo9D0cpSfQFtuOChV14iGY9T29pGY/vSWW7BfPT9Ut3dxj6BqCrseVD72OCSlKBl2XEA9B8sTREQjybp3K29kFh2YtZwQ700Nb9DxYtW1+FyOwiNRBnqKm62U59O7Jp5OrFATinOIMWNZBLb+rQcyYamDfhcU88OKgZb9w+RUrXN1gtq7Te8L/SklqfxnbgBV/2xztI5i84B7CFuanxu1i/URiA8d1Bzb/a/8CwAK085zfKyGYC7vR3cblLBIPFOAx+Y+3ZqT84uH6y+zLjbzaJledq5OXzQlNs3m47dwyQTKWqafPrgOkDmbtK4PE4Wr9X+xovdEl5I5qbYLpPdkOJGMomX+l8C4OSWky09x1NvaDb5OauMGZNvNOEnNHFTdc65U35dhIpf6H1h0iAuq3jTMs1af+7AEKlkkgMva51cx51i3MyXQnB4vfjWa2XQ8e3bjbvhnb/S3q+6BLzmLF5tWrIMFIXwyDDh0eKHTgtFL0md2DxZ6DZJ50YgSlOHdxRZ3MTzEzeLqhahoBBJRBiJlt7vopFIcSOZxEt9aXHTarG42ac94J690n7iRo3HCad3n1Wde86Ul1lRu4IFlQuIpWK80PtCMY83Jaet0PITzx8cpuv115gIBfFVVbNojbWh8Wz8m04CYPzll425QVWF19Li5vh3GnObU+DxVVC/QGvBLbXcTSqlcjgdJl52YuPkL8p2cJ2lG7THod4DY0yEizcgTw8U5yhuvE4vLf4WQJampLiR6AyOD3IkeAQFhU0tmyw7R8dwhIODYZwOhTOOa5z9CkUm8vLLpEIhnPX1+E44YcrLZLeEP931dDGPNyWnLtPEzRv9IXZu1dqiV5x8qmUrF6ai4iRN3ERe3m7MDfZsh5FD4PbD6jcbc5vToIeKSyx303dgjPFgPD2Nt27yF7MzN/O8xFHd4KNhYSWqCkd2Fc+9ybcsBbIdXCDFjURH5G1W16+mxmPdmgrh2pzUXke1z7qN5NMRTudtKs8+G8Ux/Z+QEDd2yN00VHpY01oNqsobet7GHiUpgRA30T17SIYM2MQsSlKrLzO9lVkXNyWWu3n9OW1B8fITm3A6j/pdblgBKDAxBhFr1g/YCb00VcTczZzEjWwHB6S4kWRhl5LUk29oy/vOWVXcmRK5EhJ5m2lKUoLTFpyGy+HiSPAIRwJHinG0GXnT8gYa48PERwdxut0s3XiS1UeahLu1ReuaSqWY2PFqYTemqvDab7SPTSxJCYS4GThUOs5NPJZk3wvaXr+1Z04xn8ddAbVaazGDsjQlphUf2TlMKlUcJysc10S+351btxRkdUzN83ZwKW4kOnqY2EJxk0ypPL1Pe2V0tg3DxPG+PqJ79oCiUHn22TNettJdqQezn+yyflrxaSsaWB4+BMDSDZvw+OzXhZYpTRWYu+naBmNHwF0Jqy414GQz07Jcawcf6ekumSWaB14eIDaRpLrRx6KjS1KCRu37kqFiaF1Ri6fCxUQ4Tt/BQFHusz+iTb1ursj9hZ4+60Y6NxIJDE8Ms2d4DwCbWzZbdo5XOkcZG49T7XOxcbH99kkF00tep2sBPxo7laZOXVbP6rD2CnzRxjdZfJqpEeJmvNDcjShJrblccyBMxl9TS1WD9sq+VEpTr2/VpkGvPb0NxTHNOACRuxncU6RT2Ren06G7N7ue6irKffaGtbLhgsrcJ1/LzI2GFDcSQHvyVVFZ17COZr915aBHdmp/zOetbsZ1dAbABgT+8AAANW++PKfLZ7eETyQmTDtXLqj9HTTGR0goTkZa1lp6lumoOGkToLWDq6nU3G4klYTXfq19fMK7jDlYDmRKU/bvmAoMjdO5R2sVXnvGDE+ci9IvdA5sMf9QJcCGCzThsPf5PsJjUVPvS1VV+iJa2bCtsi3n64nMTX+kn2jS3DPaGfs9e0gs4YnOJwA4Z/HMORIzUVWVh9Li5i0b7LejJ9bZxfhLL4GiUPOWt+R0nZV1K2n1txJNRnm251mTTzgzOx/XXKf9/hU8eqA4tnq++NasQamoIBUMEts/x/zK3kcg2A0V9XDcRcYecAZKaQ3Dnmd7QYVFa+qoaZrB2Vp1CaBA7w4Ym99lDoC25bUsOK6WVFJlxxZzfx5j0TE9UNxa2Zrz9Rp8DVS4KlBR6Q6ZsM6kRJDiRkI8Fdfblc9dPPVQumLwWneAI8MRfG4H56+xX5g48Ic/AOA/7TTcrS05XUdRFC5ZegkAd2y/g2Qqadr5ZiIRj7Pn6ccB2F29hod29DIRt+YsM6G4XFScqC3ynHPu5oW7tPcnfQDcxZuynVnDYG9xo6ZUvSS1bibXBqCyCdrTJcy9D5t8stJg08VLANj5RBfxqHl/Q70R7YVeg68Br9Ob8/UURZG5G6S4kQDb+7cTiodo8DVwQuPUc1uKwUM7tQfc81e34PfYYmG9jqqqjP3h9wDUXvFXeV33Iyd+hGpPNa8Pv86v9v3KjOPNyoFtzzERDlHV0Eiy9TiC0QR/eb3fkrPMhl6amkvuZnBfelGmAqd+yMhjzYpYwzDYcZhkoniD3vKl+41RAoMTuH1OVpycg0gXM4L2SHEDsGxjEzXNFUTDCV0kmoHI2+RTkhKI0tR8zt1IcSPh8Q7tFf3Zi87G6bBmqJuqqjy0Q/tjvnxD/n/MZhPds4fYvv0oHg/Vl+bXfVPvq+fjmz4OwH+99F+MRcfMOOKMvJYuSa0/90LefrL2qu7XLxcnFJkv/pMKmFT84g+196suhfplxh0qB2qaW/H6K0klEwx12vdJZXf6CXnV5hbcnhz+3tek82UHn4CYAfOHShyHQ2Hjhdrf0CuPdqCa1BbeE9b+n9r8cxA3sh1cihsJPNFlfd5mb1+IA4NhPE4HF67NreRTTMZ+r7k2Veedh7M6/x1Ff7Pmb1hZt5LR6CjffeW7Rh9vRkIjwxzcrg1oPP68i3jnSdqqgC17+hkJx4p6llyo2LgRgNihQ8T783CXYmF4+afax2+6xoSTzYyiKDQvWw7YN3cTG0+w/yXtZ7r2zIW5Xal5LdQthWQU9j9m4ulKh3VnLsDrdzE2MK7v5jKagpwbuR1cipv5zt6RvRwcO4jb4ebMhWdado7fvaK5COesarLdVOJULMbYb38HQE2eJSmB2+Hmn9/0zwDc9/p97Bsp3tyQ17b8GTWVYsHqtTQsXMzq1mrWL6ghnlR5YId5tvpccdbV4duo5W6Cj/wx9yvu+CVEx6B+eVGDxNm0rlgFQOeunZbc/2zsfKKLRCxFfZufthU5TiFXlIx7s+ch8w5XQri9To4/R3uR8Mqj5rh0c2kDF4jMjSxLSeYtDx3UHqzOXnS2ZSsXEskUv3hRe4XxrpMXW3KGmQg88CDJwUFcbW1UX3DBnG/n9AWnc9GSi0iqSW594VbUIuzrScTjvPyw5jptvDjTvv6Ok7RX7b/dbs/SVO1b3wpA4IEHcruCqmaCxKd+CGZYi2Emx23Wwrf7Xtxqu9xNPJZk+5+1Sdknv3np5A3gsyFyN288AnNt0S8zTrxgMQ6nQvcbo/QfNr770IjMTVeoqyiPM3ZEipt5jKqqurh5y/LcWpvN4PG9A/QHozRUerhkfe4tj8VAVVWG77kHgPr3vw/FXZir9NlTPovH4eG5nuf4y5G/GHHEGdn91GOER0eoamhk7VmZTri3bVyEosALh0Y4MmS/ibrVb34zOByMb99OrDMHAXboKa1d2eWDTe83/4DTsGjtevy1dUTDYY7seMWyc0zFrqe6GQ/GqWnyserUPP/Olp4F3hoID2jTnyVU1nn1n+P2Pxm/XqUQcbOwaiEKCuOJcQbHzSmb2R0pbuYxrw6+SleoiwpXBee1n2fZOe57QbNO333yIjwue/1KRp57nujrr6NUVFD/139d8O0trl7MB0/4IAD//uK/mzrYT02lePH32jC7k9/ydpyujDBrq/Xpu7u+/6T99iG5W1rwv0lzQQIPPjjzhVUVHvua9vGm94O/weTTTY/D4WT16WcBsGer9VOpBcl4ipf/qD0Bn3Tp0mOXZM6GywMr06W+vbI0Jdh0sVb+eWNbP70HjGsUSKaS+uqFuYgbj9PDkhqtZX3vyF7DzlVK2OuZRFJUhGtz4ZIL89o6ayT9gQm9JfnKU9stOcNMDN97LwC173g7zro6Q27zQyd8iFZ/K12hLu7eebchtzkVB15+keGuDjwVfk686M3HfP0fztfmsvzvC530jI2bdo65UvNWzU2ctTR14DE48gw4vXDuZ4twsplZfbo2ldpOpanXn+0hPBqlstYz+2yb6VgtcjeyJVzQtLiatWe0gQqP/c/rJBPGlOwGxwdJqAmcijOvvVLZrG9YD8BrQ68ZcqZSQ4qbeUo8GbdFSeoX2zpJplROWVrPypb8u5DMJHboEKHHtO6Qhg9cZdjt+t1+Pnuq9iR816t36Tu9jObF32szdU68+M14/cduFT59RSNvWt5ALJnie4/br7un5pJLwO0mumcP0X3TBLBVFf7yb9rHp/w/qMmxA8hEFq1dT2VdvW1KU8lkim0PHwbSro17jg/7qy4BxQH9r8Go9Vvu7cJZ715FRbWb4e4wLz1y2JDbFAP8mv3Ncx7Psb5REze7hnYZcqZSQ4qbecojhx9heGKY5opmzlh4hiVniCaS3Lv1EAB/+6YllpxhJgbv/B6oKlXnn493xXJDb/uypZdxYfuFJNQENz19E/GUsa/wu17fRefunTicTk6+/G3TXu5TF2ndPT9//gj9AWt3Xx2Ns66OqrO0Es/YdO7NG3+ErhfBVQFnf6aIp5seh8PJqtO0zkM7lKbeeKGP4NAEFdVu1p9TgPjzN0D76drHr+cY9J4H+KrcnP032t/Riw8dYqS38FlAet5mDjNuBMc3HQ9IcSOZR6iqyk93afNArlxzJW6HNa3Xv3m5i75AlLYaH2/baP0r7mxihw/rs22aPv4Pht++oijcdMZN1Hhq2D28mx/t/JFht62qKo//jzbM7vjzLqK6sWnay555XCMnL6kjmkjx/Sds6N7oXVMPHtv1oarwWNq1edM1UG2fMLpdSlPJZIptD2luwqaLl+Q2tG8mjn+n9v65OyGZKPB05cOqU1pZcnwjqYTKY//zesGD/QppAxesbdCW4/aEexiZGCnoPKWIFDfzkFcHX2Xn0E48Dg9/vabwkOxcSKZU7kyXQj58znLbBYkHv3snJJNUnncuFRs2mHIfTRVN3HjajQB895Xv6mXCQtmz9Ul63tiD2+vjzL/5uxkvqygKn0y7N//z3GG6Ru2Vvam+8AIUn4/4kSPa0tJsdv0Wel4BTxWc9WlLzjcd2aWpwzu2W3aOV//SyWhfBF+lmxPOXVT4DZ70fvA3wcgh2PnLwm+vTFAUhfPetxqX10nPvjF2PV3YwspCOqUE1Z5qltYsBeane2OvZxRJURCuzVtWvIUGnzWdJY+81svBwTC1FW7ea7OSVLZr0/zxj5t6X29d/lYuX345iVSCG564gTu230FKnXsoMRGL8eTPtNb1U9/2bqrqZ///PW91M6cuq2cinuLzv9phq7kYjspKav5Kc28Gv3tn5gvRIDzyee3j0/8BKhstON30ZJem9m592pIzhEYmeOEPBwE4413H4akwYF+bpxLOSP9NPHEbWLQI1o7UNFZw+tu0/WLP/Go/4bHonG9LiJt8toFPxXwOFUtxM8/oCHTwx8Pa1Nf3r7NmHkgypfLff9ECon9/xlIqvfZakjnw39/OuDbpDdVmoSgKt5x9C1cffzUAd75yJzc+eSOJ1Nws/5cf/j2BgT6q6hs45a/emfsZ3nUiHpeDx/cO8KuX7DXYr+mjHwWnk/BTTzH+Sjqgu+VWCHRpawFskrU5muzSVHyi+Hmmp36xj3g0SduKmrl3SE3FqR8GXx0MvaG5ZxKdDRcspmVpNbHxBI/ctZNkfG4vVIwoS8H8zt1IcTPPuGvHXSTVJGcvOluvyRab/3upk909Aaq9Lj54lrFB3UIJP/88gT/8ARSF5us+UZT7dDqcXH/K9XzlrK/gcrh48OCDfP7Jz+ctcIJDgzz7q/sBOOvKD+D2+XK+7sqWKj1c/OU/7KI/aJ9wsae9ndq3vx2AgTvugJ5X4dn0fq633g6eYzvB7MCiteupbW0jGg7zyp9mmdVjMEd2DbH/pX4UBc597xoURx7TiGfDVwOnX6t9/MRtcmJxFg6HwkUfXI/Hp5Wn/vKT3XNyQvWlmQWUpWB+d0xJcTOP6Ax28vv9WrnlYxs/ZskZwtEE//6I1vr8iYtW0lDpseQcU6HGYvR++csA1F35N1RsOKGo9/+Ole/gm+d9E5fi4qFDD/GFp76Qs8BRVZU/fu+/iI1HaDtuFevPuzDv+//IuSs4fmENY+NxbvrNTluVp5o+lnZvnniS8bv+AdQkrH8HrLrY6qNNi8Ph5LR3/g0Az//u/4rm3iTjKZ64TxvctuGCxTS3mzBi4bSPgqdaawuXQ/0m0bCgkjd/dAMOh8Le5/t4Pl0azJVYMsbQxBBQuLiZz6FiKW7mET/Y8QMSaoIzF57JxuaNlpzhe4/vZyAYZWmjn78/c5klZ5iO4XvvJbZvP876elo+/WlLznDhkgu57bzbcCmag3PdX65jLDr75NMdjz7CoVdewuX28OaPX49jDrMx3E4H33jPibgcCo+81se3/1K85Z6z4VmyhNq3aS3tA491aU+sb77V4lPNzvpzLqS2tY3xwBjbi+TevPTHw4z1j+Ov8fCmK1aYcycV9ZnN60/8u9a5JtFpX9fAee9fA8CLDxzi9a25L6jti/QB4HV6qffWF3SOak81y2qWAfPPvZHiZp6wa2gXv96njeL/6IkfteQM+/pDfC/dbnzj5WvxugpsSzWQ6IGDDNzxHQBa/umfDJtGPBcuWnoRt51/Gz6nj6e7nuZ9D7xvxi3iY/19bPmJ1vp99nuvonHR3Cc9H7+wli+9XavTf/NPe/ndK4V1fRhJ07svAEUl3ONjfOk1UGNgjsQknC4Xp7/rbwF4oQjuTd/BAC8+cAiAs96zEq8RIeLpOOPj4PZD98vwxp/Mu58SZf1ZCzn5zVq30mP/8zqde3JzTrI7pfJabjoN6xrXAfMvVCzFzTwgmUrypa1fIqWmuHzZ5ZzcenLRz5BIpvjHX7xCNJHi3NXNXHZ8YXarkaTGx+n69KdRx8fxn3Yate94u9VH4qIlF3Hv5feysHIhR4JH+NsH/pZbnrtFf+ATJBNxHvz2N4lPjLN43QkzDuzLlfeftpRrztGyUJ/9xStsO2wDOzsawrP1RmqXaa3q3T97gZQFId25sP6cC6hrXcB4YIyXH/mDafcTHU/wxx/uJJVSOe7klvyXY+ZLZZM2FRrggethwrjdSuXC6W9bwcpTWkglVR66cwc9+2f/GRkxwC+b4xvnZ6hYipt5wH177mPX0C6q3dXc8KYbLDnD9544wCsdo1T7XHz93RsMeUViFL1f/SrRvXtxNjWx8N+/geKwx5/FusZ13PdX93HGgjOIJqP87PWfcfmvLufW528lFAsB8JcffY/uPbvw+iu57NpPG3b2z12+jkvWtxJLpLj6R8/zwqFhQ253TqgqPPCPMPQGLWf7cTY2Etu/n4H/+A/rzpQHDqeT09+tuTcv/v5XxCaMnyWkqipb/ud1AoMTVDf6uODv1hTnb+z8z0H9chjrgAes3+tlNxSHwkV/v44FK2uJjSf47X++zIGXB2a8jlFt4IL5Giq2x6O4xDQ6gh1866VvAfDpzZ+mqWL6abVmse3wCP/5Zy3g+KW3Hc+CWmuWdE7F6P/9H2P/9ytwOFh02224W1qsPtIk6n31fO+S73HXpXdxSuspJFIJfrr7p7z9N2/nvvtu59U/PwyKwls/+U/UtRrnhjkdCt/6202csrSewESCv/vBczy6u8+w28+L7T+FV+8DxYnr737Iwlu0DeDD99xLeOtWa86UJ+vOPp/6BQsZDwbY9offGH77u5/uYd+2fhwOhUs/dDxef5Gmjnur4V13geKEHf8LO+Rgv6NxuZ1c8YlNLNvQSDKe4qHv7+DVxzqmvbzolCq0DVywrmGdfrvDExa+SCkyUtyUMSk1xU1P38R4YpxTWk/hPavfU/Qz9AUmuPZ/thFPqrxlQxvvPMmAKakGEXnpJXr+9UsANH/iOipPP83iE02NoiicvuB0fvTmH/G9S77HkuolODrH6PjNowAsecv5LNu02fD79Xtc/ORDp3Hh2haiiRQf+ck27nu+yAsTDz4Bf0jPsbng87D0TKrOPZe6K68EoPvGz5MMBIp7pjngcDo586+1uVLP/uo++g4YF9Ye6grx5P3ai4fT3r6CthW1ht12TrSfCuf+k/bxH66H0emfuOcrbq+Tyz+2gePPXQQqPHn/Gzz9f/umXNNgxHTibKo8VfMyVCzFTRnzk10/YVvfNipcFXz5rC/jUIr73x1NJLn2f7bRH4yyqqWKb7xno23KUfGuLjo/8UmIx6m+9FIaP2pNyDpfzlx4Jt894eu8+eVFOFSFgwvCfDn1Y973wPu457V7ODR2yND7q/A4+d4HNvOukxeRTKl87lc7uP7+7YSjRdgr1LsD7ns/JGOw/u1w9vX6l1pv+CfcS5aQ6O2l65/+CTVu3f6mXFlz5rmsPu0sUskkD/73bcSjhWeGgsMT/OHbr5CIp2hf38BJl1g07fvcf4JFp0B0DH79MTm5eAocTgfnvXc1p79D62Db/qcjPPz9nUyEJv/uio3gRokbyISKpbiRlDyPHXmM27fdDsBnT/ks7dVz76CZC8mUyqfv285LR7SczfevOoUqm0wiToyM0PGxa0kODeFdt46Ft95im5zNbAx2HOb3X/83iCVpXbuW9r++BK/Ly86hndz24m1c8ZsreOdv38lPd/80pxbyXHA7Hdz2no189tLVOBT41ctdXPHfT7Gzy8QA6chh+J/3QDQAS8+Gd34fsv6PHJWVLLrt31F8PsKPP0H3525ETdr7CVVRFC6+5uNU1Tcw3N3JEz8tbFnqeDDG7761ndBIlLpWP5f8v/XGDuvLB6cL3vV9cFfC4afgL1+15hw2R1EUNr95GRdfvR6HU+HA9gF+/uXnOPTqoH6Z3pCxgWKYn6Hi0nhEl+TF9v7t3PDEDaTUFO9c+U7+enVxl2Oqqsq//GYnD+3sxeN0cOffbWZ5U2VRzzAdieFhjvz9B4m+8QbO5iba7/g2Dr89J9wezVDnEX75bzcxEQqyYOUa/uZzX+afz/o8D7/7YT73ps9x+oLTcTlc7Bvdx63P38pFv7iIG564gb8c+QuxZKyg+3Y4FK67cBX3feQM2mp8HBgM87ZvP8VX/7DLeBdntAN+8k4I9ULLevjbn4L72GnLFSeeyOL/+ha4XAQeeIDer3zFVoMHp6KiuobL/kErs21/5AEOvPzCnG4nNp7g9//9CqN9EarqvbztU5uoqLJ4IGbjcfDW27SPn7odniqNwLcVrDmtjXffsJn6Nj+RQIwHvvMqf7l3NyOBMYLxIGCsczMfQ8WKavdHA4MJBALU1tYyNjZGTU2N1ccxnANjB7jqoasYi45x7uJz+dYF38LlKJ5jkkqpfPkPu/jxM4dwKHDH+07m8g32mEcS7+2l4yMfJbp3L67mZpbccw/eFfZa/zAd3Xt38+tbv8REOETTkmX8zc23UFF17OTZQCzAgwce5Bd7f8Hekb3656vcVWxs3sj6xvUc33g8m1s3U+erm9NZRsIx/uW3O3ngVS34uKiugpv+ah2XHW/AXI6BPZqwCXRB7RL4fw9D7cw5rcCDD9L1j58FVaXh76+i5Z//2fZO3GP33MVLD/4Wf20d7/+326lpzj3IHo8leeCOV+jaM4qvys27Pnsy9W32ePEAaKLmz/+qffyW2zLD/iTHkIgnee53B9n+5yOggq/Oya9b72S45TDPvP8Zw+4nFAtxxs/PAODxKx+3bGFyoeTz/C3FTRnRH+nnAw9+gO5wNxuaNvCDS3+A3108VyKZUvnc/73KL7Z1oihw67s2cOWp9tj4HX7+ebo+cz3JoaGSEzYHXn6B3//HrSSiURasWsM7//lmKqpn/t1VVZWdgzt56NBDPHLoEfoj/ZO+rqCwtmEtpy04jdMWnMbJLSfn/bvy2Ov9/MtvdtI1qrU2n7K0ns+/dR0nL5njVNWul+B/3g3jw9C0Gj7wm1mFjWDkf/+X3i/eDEDVBRew8N+/gbOqam7nKAKJWIyffuF6Bo8coq51AVd+6es5bXAXr/L7DwVwe5284/qTaFlqw8exR78CT6ZdnLd/B06yZklvqdD9xiiP3rOLwKCWwxqt6+GD/+8tLFpd2ITibK749RUcChziuxd/l7MXnW3Y7RYTKW5moFzFzevDr/OJv3yC3nAvS2uWcu/l9xZVnQcn4nzqvu385fV+HArc9tcbedfJi4t2/9OhqirD99xD/7/fBskk3jVrWPzt/8bTXtwM0lxQUyme/fX9PPOLn4GqsmzTZt72mRvzWogJWtfc7qHdvDb0GruGdvHKwCvsG53creNyuFjfsJ6V9StZUbuC4+qOY0XtCtoq22YMokdiCb67ZT93PXmAifQG5IvXtXLdhSvZ1F6X+yFf/QX8/lMQD8PCk+D9/weVjXl9n2O//z09X/gX1FgM76qVLL7jDjxL7CGupyI4PMj9N/8zY/19NC5ewt/cfAv+muk7nYZ7wvzh268QHJrAW+nirdeeyIKVdcU7cD6oKjx8Izz3XVAc8PY7YNP7rD6VrYlNJPjpzx5h7EUn7pRWYlyyvoHT33EczUsK3w92wxM38NDBh/jESZ/gIyd+pODbswIpbmagHMXNnw//mc8/9XnGE+Msq1nGdy/+Louriycs9g+E+OhPtrGvP4TX5eBbf7uJN59gfSkqFYnQ8y83EXhQ2+lTc8UVLPjyl3BU2GfOznREAmM8dMftHNq+DYANF13GRf/vWpwuY0qMg+ODPNfzHM/1PMezPc/qszWOpsJVwZr6NZzYfCInNp/IqvpVtFe143ZOnqPSOzbB7X/awy+2deprhs5Z1cSHzl7OuauacUwXdI1PwCM3wot3a/9ecQFc+RNtfsocGN+xg85/+DiJgQEc1dW03ngjte98h2269I5mtK+X+2++gdDIMK0rVvLXN30N7xQZsM49Izz8vR1EIwlqmiu44rqN1LXaPCumqvD7T8JL92r/PvOTcPG/whz2ns0Xvv3yt/nJiz/nb0LX4n9jEal0q/jitfVsOH8xyzY04nDOreR6z2v3cNuLt3HRkov4zwv+f3t3Hl9FdTd+/DNz19zs+wIJgRBA2RfBIJuKgoKVWpEqCri1PkXFn9qirU/Vvqw+Wn1pXR6XqmCLuNUWFVsQEZQij+wIyBJCQghkJeu9ubnLzPn9MTcXQhYSzEY479drXrOdmTn3ZDL3e8+cmfNCO+a688jgpgU9KbjRhc5fvv8LL+98GTAeE35m0jNE2jrnPRdCCP72f0d48l/7qPPpJEXYeWPeaIb1juqU47ekdutWCh99DG9ODpjNJC5eTPTNc7vtl1w9IQT7Nqxj3V/fpK6mGrPFytQ7FzJ48uUdesyjNUf54cQP5FTlkFOZQ25VLnnVeU32Sq4qKimhKfSJ6EOfiD6kRaTRP6o/A6IHUF5j4dX1OazYcQx/4MLcKyqEG8emMmtkL3pHn/KFXPg9fLIQir4HFONx4ikP/egvP19xCcfuvRf3rl0AhE6YQPIfHseSkvKj9ttRThQc5YPHFuOuqSaxX39+8sDviIiLB4w2bNtXHWHzylyELkjqF8nV/zWUkPAubjzcWroO656ADc8Z8/2vgJ+9CSFRXZqt7uqR/zzCJzmfcM/Ie5iTfDObP8vl4JZiCHxLh0XbGDypFxdekoIjom3nwJaiLdy2+jaSQ5P54vovOiD3HU8GNy3oKcHNzpKdPLPlGXaX7QZg7gVzeXDMg53WeHjv8Soe/+wHNucab7y8pH8sz98wgoSItt0yaW++4hJKX/yz8dZhwBQfR+/nn8cxZkyX5qs1SvPz+Ppvb3Hk+x0AxKWlc9XC+0lI76Cenc/Ap/s4Wn2UvSf2sqt0F7vLdpNblYvb33z3AfEh8QyIHkBSSDr5RZFsOWimxhkFuhHUDE6JYOagCK6vWUbcnrdQhAYhMcZbbjOntlvehd9P+dKllL74EsLrRXU4iP3FL4iZP69b1twV5+YYT8LVVBMSEck1/+8hYnoNYM3bP3As0OHigHGJXDp3EGbrOVjzsedjWLEQ/G6IzTSegIsf2NW56nbuWH0H3xV9x5MTnuSajGsAqC5zs3fDMX74TyF1LuOdOKpJIe3CGDIvSiR9WBxW+5mv+06vk/HvjUcg+HTWp/SNPDfaHJ5KBjctONeDm1pfLc9ve573D7wPgMPs4DcX/YafDfhZpxz/yAkXL391iI+3F6ALsFtUHpo+iHlZ6c3feugE/vJyTvzlTSqWL0d4PABEzZ5NwgP3d2kP361RWVzEpo/e5Yf/rAchMFksZP3sRsZcc1273YZqL0IIytxl5FXnkV+dz5GaI+RV5XGo8hBHa5p/M61JhOKri6G3V2eaP5fh/irSfT5KLFkcGvEIwy4YxOCUCMxnWeXeHM/hXAp/9zvcO4yA0ZyQQNw9dxP105+idLOyrSop5pPn/khp3mEURcUedSm6GIbFZmLSzwcyKKt9eonuMsd3Gi9lrC4Akw0m/wYuWQSmTuoq4hww858zOVJ9hLenvc1FSRc1WOf3aRzaVsLu9ccoyTv5Vm6zRSV9eByZoxNJvTAGi6354Hfh2oV8U/ANU3pP4aXLX+qwz9FRZHDTgnM1uKnyVPHP7H/y7v53g6/nntV/FotGLeqU/qJyy1y89FU2n+w8jha43TBzWDIPX30BvaK67pewVlXFiSVLKP/r3xC1tQCEjBpFwoMP4hg1ssvy1RrHD+5n28p/kr15E0IYjXEHZE1kws9vITqpe95CaUmtr5bsymyyK7I5WHGQgxUHya/Op9TdfEeBQqgIbwyaNx6zlkSf8HQGx2cyPm0wY/skkxxp/9Ff6ELXqf78c0pf+DO+Y8cAsPTuTcytC4i67rpuVZNTnHuCFc8+h7PsewBsYf2Yuehe0of17+KctRNnCaz4FRxaY8wnDoGfvAS9RnVtvroBIQQXvXsRHs3Dv376L1Ijmn/oobzQRfaWYrK3FFNVerIm1WRW6T0omvRhcaQPjSMs2tZgu8NVh/nZJz/DL/y8PvV1xvca32GfpyPI4KYF51pwU+WpYtm+Zfzth7/h8rkAo0O1x8c/TlZKVoceWwjB9vwKln57hM+/P059NyhTBsZz7+WZZ//I74/Nl9+Pa9Mmqv65gpq1a4M1NfbBg4m/bxGhEyZ021+4uq5xaMv/sXXlPyk8uD+4PH3EaC654WaSMjK7MHftzOeGXe9Ru+ll8mvyybNYyAsJIzd5MHkWC4erj1CnNX+LS/dFYNISibP1Ij0ynYEx/RiWOIBRvfqSEBbS5r+x7vVSsXw5J15/A63CuNVjiooi6udziLr+eqy9u+7pPmeFh22r8tj7zTF0XSD8O/HVbkDofkxmMxddO5txs2Zjtp4jbW1aIgR8/yGsesh47F9R4aI7YOIDEN5+L64715TXlTP5g8kAbLt5G1bTmf/WQghK82s4uKWY3J2lwUfJ68WlhtF7YDS9B8WQ3D8Sq93M05ufZtm+ZWREZvD3n/y9U9+D9mPJ4KYF50Jw4/Q6WXd0HavzVrPx+MZgo87M6ExuvuBmru57NXZzx7VtyT9Ry+e7C/lk5zH2F9UEl18+KIF7Ls9s2yO+7UQIgWf/fqo+W0n1Z5/hLz1ZG2AbNIj4uxcSdvnl3TaoKT9+jH0bvuKHDeuoLjXeOWMymxk0YQpjZswiLi29azPYnsoOwfZ3jN68a08Yy2yRMO6XMP5usBsN3oUQlNSWkFudS07FYbYX7udAeQ5F7iN4RPNdOwjdhPDFYSeRSHMK8SG9SA3rRUZ0GgPj0kiLCSM5MoTQZrr70N1uKv/5T8qXLMV3NHArTVEIzcoi6vqfEXbppZ1Wm1NV6mb7F0fYv6kQ3W9cijNGxTP+uv7o/krWLnkt+MRcRHwCF/3keoZMmdozghxXGfx7MewJ9CRutsPoW2HCfedlkPPDiR+Ys3IOsfZY1s9Z3+bthRCUF7rI+76M3F1lFOdVBxsig/GW8cS+EcT2C+HV48+TZ9vHvRN/xU0XnDuP6MvgpgXdNbipqKvg2+Pf8kXeF/zn2H/w6idflz8weiC/HP5LLk+7vEM6v3R6/GzKOcE3B0v5JruUIydqg+tsZpVrR6Qwf3w6g1M6t7dhraqK2u3bqd26Fee69XgPHw6uM0VFETFzJpGzZmEffGG3C2o0v4+iQ9nk7tzK4W2bKc3PC66zh4Uz/IqrGTl9JqFRXVP71e5qy2Hfp7D775C34eTyyDTI+hWMvLlNj3dXeao4WH6YTfn7+L74EEdq8qjwHsejFIPSfHcPQigIXyS6LwaTFoddiSPMlEiUNZF4WzJxjjiiHVaiHBaibCaSdn9H9NrPMZ/SDYLiCCF8yhTCp08nbMKEdu+eQwhB4aFK9nx9jEPbS4M9Qyf3j2TcNf3oNTC6Qdrs7zay7p2/4Cw3AkVHZBSjZ8xi+BVXYXN0ozcTn63D62Hdk3D0O2PebIeRt8CoWyB5eJdmrTN9lf8Vi9YtYnDsYN6f+f6P3l9ttZeC/eUUHKigYH8FNScad9Raa60mMzOVlL4xxCSHEpMSSmRCCKZ2bvvWXmRw04LuENwIISioKeBQ5SF2lO7g/47/H/vL9yNOCbP7RvZlevp0ruxzJf2j2/d+e5nTw/cFlew6WsWmwyfYfqQi+NgugFlVuCg9hmtHpHDVkGQiHR3f4E8Igb+0FPf27dRu2Urt1q14Dh6EU05PxWolbPJkIq/9CWGTJqF0o1+vPk8dhdkHKdi3h2P793D84AH8Xk9wvaKqpA8byYWTLiPjoouxWG0t7O0ccSIHDq2F7NXGF1T9Y+OKajzyO3oBZF5pdKrYTjRd40j1MXYWZvND2SEOV+ZRVHucCm8hLq0U0ULgAyB0C7ovGuGNQffFGNO+KOIr4IpDOVyav5ek2opger9qJj91IMcHjODEhaMQaelEOKxE2M1EhFiIsFuICDEHxhbC7WZCLKYmg+3aai+HtpWwd8Mxyo+7gsvTBscweno6KZlRzebb5/WwZ90atnz6MTVlRq2l2Wojc2wWQy69gtQLh3b7LidaJAQcXgfrnoKCzSeXJw413m48dDaEdnzbwq706LeP8o/sfzAtfRrPTn623fdfXeamYH8FRYerKM6r5sTxGpQmupdUTQrRSQ6ik0OJSnQQneggKjC05qmsjiSDmxZ0dnDj1bxkV2Szp2wPx5zHOFpzlG3F26jwVDRKmxmdyZTeU5jedzqZUZk/qjZCCEFJjYfDpS5yy1zkljnJLXOxr7Am+Lr8U/WJdTApM56JmXFkZcQSbu+YgEboOr7jhXgP5+DJOXxynJODVtX4VoS1b18cY8bgGHsRYVOmYAr/8W/q/LF8njpKj+RSnJtD8eFDlOTmcKIgH/20Xqnt4RH0GTKcfqPHkj58VItvn+32vLXG+2iObYdj26BgC1QeaZgmaSgMvg6G3QCRnd9+RRc6Ze4yjjmPkV2eR07FUY5WF1DoOkZpXSFVvjIa1NM3RQj6FtjJ2qdycXYdSdW+BqurbHb2xPVhd0x/DkT3IycyBd9pT/uYVSUQ+JhJNJlJdSskVGk4qjWC/9FmhYiBkfQZm0DvflHEhtqICDGf8X9e8/vZv/Frtnz6MScK8oPLI+ITGXDxJWSOzSK5/8BzN9ARwgiUt78D+z+H+g5fFRV6X2QEzZlTIWl4g17iz3W7Sndx879uBuCd6e8wKrHjG1h/m7+JRz95ikRXOtfHzsVXplJeVIvfozW7TWiklagkB1GJoacEPSGERdsxmTv+7yGDmxZ0VHBT5CriyyNfUugqpMhVRJGriOOu45S5y5pMb1Wt9Ivqx8DogYxLHkdWSlarn3pyezXKnB5OuLyccHo44fRS5jLGxdV15J1wkVvqwuVt+iRVFOgXF8rw3lGM7BPNpMw4+sS2T/W20DT8ZWX4i4rwFRbhLy7CV1SMr6gQ75EjeHPzEO5mGpEqCraBA41gZswYHGNGY47r/F9rmt9HTVkZVSXFVJUWU11afHK6pBhXZePAFCAsOobeFw6l9wWD6X3BEGJ6pXa722VnJATUFELJPijdb4yP74SSH0Ccdj6pZkjLgozL4IJrIK57N4b2al4KXYUcqzlGgbOAY85jFNQUUFxbTGltKSXukoYvLRSClHIYmSMYkSMYVCCwnVYx5FehIM5Kblwo+ZERFIQn4rEPIFJPp487hhitYQ1dkUlnj9XPXquG97RTw6QqRDusxIZaiQ61EBtqIzrUQkyoLbAssM5hJSbUgrfoCAc3rGX/xm/w1J6sCQqNjiFj9FjSR4wmbfDwJt94fE6oLTfej7NjGRTubLguNN4499KyIO1iI7A+Rx8p13SNGz+/kX3l+/hJxk/444Q/dtqxF321iK+OfsW4pHG8eNmLhJhCqCmvo7zQRXmhi8ri2uDgrvE1vyMFHOFWwqJthEbZCIuxE5McypBJresbrrVkcNOCjgputhzbysJ/3YuCgiKMq1Z9lV+YOZx+EQNItKcQaY0l1dGfFEdfhG7Cq+n4NUGd10+tV8ft9eP2aLh9fmo9Gm6fhqvOT7XbR5XbR3Wtjzq/jgIoguAvQYWG0wAmIC7cRnK4nYQIO4mRdpIj7aTHOQixGtWLiqoAAjQd4feD3wd+H8LjQdS5EXV16G5jLOrcCHctuqsW3eVEuFzotS50Z2DaVYNw1qBofhQEitBQhN54MKvY0lKx903H2q8v9owMbBn9sPbt264NOYUQeN1uPC4ndS5ncFzncuJxOvHUuox558l1zvJynOUngo9mN8cRGUViv/4k9s0gITAOj40/N4IZrwuqjkHVUagqMHrgriowbjOV7oO6ZhrzhiVCr9GQMgp6jYTUcWfdTUJ3pAudKk8VJbUllLpLjYCntiQ4VDhLCcspIjm7gox8H+nFFkymVKrD06gJ70N1eBpuR2LDnQoNH4cpt+7ieNQPlMb4qAwPw2cOQ9NC8PtseDx2vD4bQgtBaHaEbgfdHpi2GfOaHeM/uqFwm5k4h0KG+yjJldlElGaj+k/eDkVRCU3NIH7gUFIGXUj6oAuJjQrD2gm/sttV5VHj8fHsLyH3a/A6G663OCB5BCQPM9rpJA+HuIHteku0o7y//33++N0fCbeE8+lPP+2UV3vUO1p9lGs/uRaf7iPGHsNtQ27jhoE3EGJufB2uc/mMQKeklsoiI+CpKK6lqsSN5m98vUzsG8H1i9v35akyuGlBRwU3n/35JbI37wm0EdEJhhuKMVY4/UvvTPOnrVMUQD253wb7h1PDG6VRyBOYb5T2tJBIaWJZo/2dNm6Q7aY+QwunV/0qRaAEdqUoGqCDogECBR0wlimKDkJHoAc2NtYJoSGEH6H7AoMfXfcimug6oLVMZiuh0XGERccTFptARGwC4fEJRMYnEpmYiCMyArPZhGpWMJnUQJDYgYQw2rT4PUZVvd8Dmgf8XmPscxu/dN3ljcfuCqitOLmshTcMA6CYIKYfJAyC+AuMX8W9RkNEyinn0PlB6AJnpYeqUjdVJbWBsZvyIieVxe4mT297XRkx5fuJKf+BmIoDmLXGDTmddiiLgPIwhRoHVDug2qFQ7YCaEGO6JgTcNnBbwWMBBSuKMAIgv98aDISM4McIghS/lV5VPtKqnKTWVBHlrW1wXA2VEls8JxxJ1IYno8X0whyTQJTDTpTDQmSIhUiHhagQK5EhluCycLuZUJuZMJsZm1nt2iDe74VjWyF/E+R/ZzRErqtsnM5kg8TBgWBnmHErK65/8Gm97uCE+wTXrLiGGm8Nvx33W24cdGOn52H90fU8vflpCpwFAMTaY4NBTmueyhVCUOf04azw4Kyoo6jkBJsP7SAuNoq5N1zVrnmVwU0LOiq4+fJPz7Nr69p225/Unkyg2FAUe2BsA9VujBV7g+WKGoqiRoLiaNMFXEHDpGqYFA1V0TApOqpaP9YxKTomVQtM16epH/tR8WHCi4oXk/CiCi8mPKi6B5NwYxJ1qPhPplX8qIofU/10cJ3/lHUNxyoaqhL4hWWLMNrFRPQyxpG9ITod4gcZt5fMPaDBczOEEPg8Gl63H0+tH3eNF1eVl9oqL7XVHmO62kNtlZfqsromf5XWC42ykdAnnIQ+ESSkh5OQFoHNruArKMBz+DCenBy8R49Sd7wAX2EhWlEJiqu22f01R1eMIMdtPRnweM0KfhP4TeAzB8amU8Zm8Ctm0B2YNDtmvx1VNK7J0BH4VYFfUfCrKn7M+BQLfqz4dStCsSJ0K0JY0IUFk2LBajFhtZiwmQOD1YTNEhjMJuxWEzaLGZslMG2zYrdbsYdYCQmxEWK3Yg+xYbFaUEwmMFtQzCbjrdEmE4rFWK6YzWA2o1gsqFYrWCyN/y91HcoOQuGuk0PR9+CpbvRZAXDEGsF7TD/jvA9LgrAE4/HzsERjsHbOrbzf/ed3fJrzKRfEXMB7M97D1EWdivp0HytzVvL6969zzGm86DLCGsHYpLGMSRrDmMQxZEZntvi0bmltKUv2LuGjAx9Rp9XRK6wXn/30Myxq+90ulMFNCzoquDlxYC/73nkLk9WCyWpF0TTQNFSrFUVR0H0+FJPxjys0P/g1sBgXGuHzgqKimE0IXQdNA5PJaDCn6+iahmI2G/UVfj9CUYz9CIHQNCOdSTUeKdU1Y70C1NcmqEYdCGqgdiYwBO6eBZ7SEoF5YexXN2pJELpxi0YPjIUILBOB9SKwXDd+xYpArUpwfGo6EXz6yXj8tX6ZMS8AFaMWRxWAEpgXCooiCGTv5C055ZQxSqDSXkUVCihmUMwoWBCYEYoFTZjRCYyFGY3Tx6evszROE1gmmrhFcC5QFIK1TapZRTXVTyuYAvOqScVkDoxNCqr55NhIX78skP60bVVVCVQEKsbfRlWCFT710/XrUBQUtX5eCVYeKooCwug4Utd1hCaMaS0w6AJx2ryu6Wg+Hb9Xx+fV8Hs1Y9qj4fNoeNx+vLV+PG5/8PHr1lBVhYj4ECLrh4QQIuMdxKWGERrZ9iBQq6nBV1iIv6gIf0kJ/ooKtIpKtPJytIqKwLwx6C5XgycGfwwBuK1mykPtVIXYqHbYqLbb0Fp47FfRBXafH7vPT4jPj91rjG1+DZvPj9WvYfNrmNtQnj/qM6gq2GxgtaHY7ah2Oya7HVOIMa3aAsttNhTFi6o7UXzlqJ5SVHcRqlaDYtZRzQLVJFDNAqWJaSUkwghywpOMp7QcseAIjENjG847YsHc9ic3txdvZ/6q+QAsu3oZw+O7/rF3n+7j00Of8sb3b3DcdbzBukhbJCPjR9I3si9pEWmkhaeRFpEGwJI9S/j7wb8HX2EyJHYotwy6g6syLm3XWr5zLrh55ZVX+NOf/kRRURHDhw/npZdeYuzYsc2m/+ijj/jv//5v8vLyyMzM5Omnn+bqq69u1bG6w6PgUicRRrBnBFdaw+nT1wk9MN/SupMBn+73o2saul9H82nomkDz62h+3Vjm140vW00E5kUgjUDTFXTdhCYUdF1F01V0oaIJM5puQhcmNKEaaXQVXShomoKuG2NNJ7gvXdMbjOuPr2sCTRNt+hI/36iqgi3UjD3UgiPSRmikFUeEFUekLTC2EhEbQniMDbWL3vshhEC43WhOJ7rLhe50GWOXE+HxoHu9CK8X4fMhvL5Tpr0nB58Pofnxa358mhe/7sOn+fBrPrx+L06/F6fPh0vTcOs6dbrAJ8Df4BZ1yxShowrNGHQNVejBQRE6JiEwaxomXcesCSz1g19g9gssGph1MOkCU2Bs1gWqEJi64CtKUQPBjkmgBoIhJRAANTltNaParCh2K6o9BDXEjhISgupwoDrCUELDUUPDUEMjUMPC2SOc/HfhWnI8ZfwsYRyPXXArWEKMtkNmmzGYbEbQZLIZjaU78VagT/ext2wvW4u3sqVoCztKdrTYYW49h56BUnUlJcVpTBqQwNJbm/8ePxvnVHDzwQcfMG/ePF577TXGjRvHCy+8wEcffcSBAwdISEholP7bb79l0qRJPPXUU8ycOZPly5fz9NNPs337doYMGXLG48ngRjqf1Ndo6JpA9ws0rT4ACwRbmh5crtcHYsHxKdvVB0zBwKn57YwKOhGovBMn50XjeaE3sVyH+sYsaqA9k2pSUE8ZK6ZTlqlKMJ3ZomK2qphtJixWkzFtNaZtDjNWhxlbiAVbqBmzpYvbjnRzuqbhrDhBTVkZNSdKqT5RRkVJIZVlxbgqy3FXV+OtrkH3nX3btlNpikAzCTQ1MJwyratGTS+AglHbqwjVGHQlMKiouoKqq5h0UHUFk35q0GQETmog2DKdEoCZhI4ijFrj4JEUxZhWAjXf9esC50yD6dPTNEgfyLVy8hPoSmAbJdCisantjE9q1G4KYy5YKX/qdKCmU1UDNbOBWlBVNQJ4Y1pBUYxaVUVVjFcFBNIFqk6D/5OBf1vj2iGMu36a0HHipRYfHuHDjx8dPzoaJl0Q4rMQ6QnB7jOjBoJSERrJbcvea5dzo945FdyMGzeOiy66iJdffhkAXddJTU3lnnvu4aGHHmqUfs6cObhcLlauXBlcdvHFFzNixAhee+21Mx5PBjeSJEntQwiBr86Nq7ICV1UltZUV1FZV4XHX4qtz43W78bprjXGdm7paF55aF566WnzuOvx1de12203qXmJ8Hm79x5p23Wdbvr+79Dk5r9fLtm3bePjhh4PLVFVl6tSpbNq0qcltNm3axP33399g2bRp01ixYkWT6T0eDx7PyUcjq6ubaWQmSZIktYmiKFhDHFhDHEQnt/2dJkII/F4PPo8HzefD7/XgD4w1rw+/z4vf68Xv8yJ0Hb/fh8frptZbi9vrwu11U+dz4wmMvT4PXl8dXr8Hr9+LV/jw6j68uheP8OLVvHiEDxRxslZGAdFgPtAusH5doD1io+kW0wX2Wd+uMTAtvA7UygtRqjOx+CxYdD8WzY+1ftB9WP1+bLoPu+bDrnlwaB4suh+r7sUq/MY2wo9Z92MSGmahYxLGLT9VD9RACR21vs1jfVkH3vpxsq1lw9oooYCuKMFpoSgItb59pgKqsR5VAZNitPVUA2lUBaEGarJUY/uomK6tPOjS4KasrAxN00hMbPhuiMTERPbv39/kNkVFRU2mLyoqajL9U089xeOPP94+GZYkSZLajaIoWGx2LLaO6wj4dJqu4fK7cHld1PhqcPlc1Hgbj50+J06vkzqtjjp/HR7NQ51Wh8fvwaN58ASm6wKP+quKCVNgMKtm4kLiSApNIjk0maTQJPqEpzMmMQtdV/H4dbx+HY9fw+PXT5nXA7eDBFr9bSFxcl4IAssFJlXBpCrB21D1DfNVJbBcVTCrCnaLajzBFhjbLCp2iwm72YRZDbSqEgLUnnWbtvu/4ehHevjhhxvU9FRXV5OamtqFOZIkSZK6ikk1EWGNIMIaQTLJXZ0dqYN0aXATFxeHyWSiuLi4wfLi4mKSkpru8j4pKalN6W02GzZbz31nhyRJkiRJDXXpO7itViujR49m7dqTL7/TdZ21a9eSlZXV5DZZWVkN0gOsWbOm2fSSJEmSJJ1fuvy21P3338/8+fMZM2YMY8eO5YUXXsDlcnHrrbcCMG/ePHr16sVTTz0FwKJFi5g8eTLPPfccM2bM4P3332fr1q288cYbXfkxJEmSJEnqJro8uJkzZw6lpaX8/ve/p6ioiBEjRrBq1apgo+H8/HzUU7q2Hz9+PMuXL+eRRx7ht7/9LZmZmaxYsaJV77iRJEmSJKnn6/L33HQ2+Z4bSZIkSTr3tOX7+xzr916SJEmSJKllMriRJEmSJKlHkcGNJEmSJEk9igxuJEmSJEnqUWRwI0mSJElSjyKDG0mSJEmSehQZ3EiSJEmS1KPI4EaSJEmSpB5FBjeSJEmSJPUoXd79QmerfyFzdXV1F+dEkiRJkqTWqv/ebk3HCuddcFNTUwNAampqF+dEkiRJkqS2qqmpITIyssU0513fUrquc/z4ccLDw1EUpauz0y6qq6tJTU3l6NGjsr+s08iyaZosl6bJcmmaLJemyXJpWkeVixCCmpoaUlJSGnSo3ZTzruZGVVV69+7d1dnoEBEREfIfrBmybJomy6VpslyaJsulabJcmtYR5XKmGpt6skGxJEmSJEk9igxuJEmSJEnqUWRw0wPYbDYeffRRbDZbV2el25Fl0zRZLk2T5dI0WS5Nk+XStO5QLuddg2JJkiRJkno2WXMjSZIkSVKPIoMbSZIkSZJ6FBncSJIkSZLUo8jgRpIkSZKkHkUGN+eY//mf/0FRFO67775m0yxduhRFURoMdru98zLZSR577LFGn3PQoEEtbvPRRx8xaNAg7HY7Q4cO5V//+lcn5bbztLVczpfzBeDYsWPcfPPNxMbGEhISwtChQ9m6dWuL26xfv55Ro0Zhs9no378/S5cu7ZzMdqK2lsv69esbnTOKolBUVNSJue5Y6enpTX7GhQsXNrvN+XB9gbaXTVdcY867NxSfy7Zs2cLrr7/OsGHDzpg2IiKCAwcOBOd7SlcTpxs8eDBffvllcN5sbv6U/vbbb7nxxht56qmnmDlzJsuXL2fWrFls376dIUOGdEZ2O01bygXOj/OloqKCSy65hEsvvZR///vfxMfHk52dTXR0dLPb5ObmMmPGDO666y7effdd1q5dyx133EFycjLTpk3rxNx3nLMpl3oHDhxo8AbahISEjsxqp9qyZQuapgXn9+zZwxVXXMHs2bObTH8+XV/aWjbQBdcYIZ0TampqRGZmplizZo2YPHmyWLRoUbNplyxZIiIjIzstb13l0UcfFcOHD291+htuuEHMmDGjwbJx48aJX/7yl+2cs67V1nI5X86XxYsXiwkTJrRpm9/85jdi8ODBDZbNmTNHTJs2rT2z1qXOplzWrVsnAFFRUdExmeqGFi1aJDIyMoSu602uP1+uL005U9l0xTVG3pY6RyxcuJAZM2YwderUVqV3Op306dOH1NRUrr32Wvbu3dvBOewa2dnZpKSk0K9fP+bOnUt+fn6zaTdt2tSo/KZNm8amTZs6Opudri3lAufH+fLpp58yZswYZs+eTUJCAiNHjuQvf/lLi9ucD+fM2ZRLvREjRpCcnMwVV1zBxo0bOzinXcfr9bJs2TJuu+22ZmsczodzpSmtKRvo/GuMDG7OAe+//z7bt2/nqaeealX6gQMH8vbbb/PJJ5+wbNkydF1n/PjxFBQUdHBOO9e4ceNYunQpq1at4tVXXyU3N5eJEydSU1PTZPqioiISExMbLEtMTOxR7QSg7eVyvpwvhw8f5tVXXyUzM5PVq1fzX//1X9x777288847zW7T3DlTXV2N2+3u6Cx3irMpl+TkZF577TU+/vhjPv74Y1JTU5kyZQrbt2/vxJx3nhUrVlBZWcmCBQuaTXO+XF9O15qy6ZJrTKfWE0ltlp+fLxISEsSuXbuCy850W+p0Xq9XZGRkiEceeaQDcth9VFRUiIiICPHmm282ud5isYjly5c3WPbKK6+IhISEzshelzlTuZyup54vFotFZGVlNVh2zz33iIsvvrjZbTIzM8WTTz7ZYNnnn38uAFFbW9sh+exsZ1MuTZk0aZK4+eab2zNr3caVV14pZs6c2WKa8/X60pqyOV1nXGNkzU03t23bNkpKShg1ahRmsxmz2czXX3/Niy++iNlsbtCoqzkWi4WRI0dy6NChTshx14mKimLAgAHNfs6kpCSKi4sbLCsuLiYpKakzstdlzlQup+up50tycjIXXnhhg2UXXHBBi7fsmjtnIiIiCAkJ6ZB8drazKZemjB07tsedMwBHjhzhyy+/5I477mgx3fl4fWlt2ZyuM64xMrjp5i6//HJ2797Nzp07g8OYMWOYO3cuO3fuxGQynXEfmqaxe/dukpOTOyHHXcfpdJKTk9Ps58zKymLt2rUNlq1Zs4asrKzOyF6XOVO5nK6nni+XXHJJg6c1AA4ePEifPn2a3eZ8OGfOplyasnPnzh53zgAsWbKEhIQEZsyY0WK68+FcOV1ry+Z0nXKN6bA6IanDnH5b6pZbbhEPPfRQcP7xxx8Xq1evFjk5OWLbtm3i5z//ubDb7WLv3r1dkNuO88ADD4j169eL3NxcsXHjRjF16lQRFxcnSkpKhBCNy2Xjxo3CbDaLZ599Vuzbt088+uijwmKxiN27d3fVR+gQbS2X8+V82bx5szCbzeKPf/yjyM7OFu+++65wOBxi2bJlwTQPPfSQuOWWW4Lzhw8fFg6HQ/z6178W+/btE6+88oowmUxi1apVXfEROsTZlMvzzz8vVqxYIbKzs8Xu3bvFokWLhKqq4ssvv+yKj9BhNE0TaWlpYvHixY3Wna/Xl3ptKZuuuMbI4OYcdHpwM3nyZDF//vzg/H333SfS0tKE1WoViYmJ4uqrrxbbt2/v/Ix2sDlz5ojk5GRhtVpFr169xJw5c8ShQ4eC608vFyGE+PDDD8WAAQOE1WoVgwcPFp9//nkn57rjtbVczpfzRQghPvvsMzFkyBBhs9nEoEGDxBtvvNFg/fz588XkyZMbLFu3bp0YMWKEsFqtol+/fmLJkiWdl+FO0tZyefrpp0VGRoaw2+0iJiZGTJkyRXz11VednOuOt3r1agGIAwcONFp3vl5f6rWlbLriGqMIIUTH1QtJkiRJkiR1LtnmRpIkSZKkHkUGN5IkSZIk9SgyuJEkSZIkqUeRwY0kSZIkST2KDG4kSZIkSepRZHAjSZIkSVKPIoMbSZIkSZJ6FBncSJIkSZJ0Rt988w3XXHMNKSkpKIrCihUr2rR9XV0dCxYsYOjQoZjNZmbNmtVi+o0bN2I2mxkxYkSb8yqDG0mSABBC8Itf/IKYmBgURWHnzp1dnaVuacGCBSiKclYX9zNZv359cN9nuvBLUmdzuVwMHz6cV1555ay21zSNkJAQ7r33XqZOndpi2srKSubNm8fll19+VseSwY0kSQCsWrWKpUuXsnLlSgoLCxkyZEhXZ6nbmj59OoWFhVx11VXBZc0FOwsWLGh1oDJ+/HgKCwu54YYb2imnktR+rrrqKp544gl++tOfNrne4/Hw4IMP0qtXL0JDQxk3bhzr168Prg8NDeXVV1/lzjvvPGNv6XfddRc33XTTWXc8KoMbSZIAgj2Hjx8/nqSkJMxmc6M0Xq+3C3LW/dhsNpKSkrDZbO26X6vVSlJSEiEhIe26X0nqDHfffTebNm3i/fff5/vvv2f27NlMnz6d7OzsNu1nyZIlHD58mEcfffSs8yKDG0mSWLBgAffccw/5+fkoikJ6ejoAU6ZM4e677+a+++4jLi6OadOmAbBnzx6uuuoqwsLCSExM5JZbbqGsrCy4P5fLxbx58wgLCyM5OZnnnnuOKVOmcN999wXTNFXTERUVxdKlS4PzR48e5YYbbiAqKoqYmBiuvfZa8vLyGuR71qxZPPvssyQnJxMbG8vChQvx+XzBNB6Ph8WLF5OamorNZqN///689dZbCCHo378/zz77bIM87Ny5E0VROHTo0I8r1Cbk5eUFbzudOkyZMqXdjyVJnSk/P58lS5bw0UcfMXHiRDIyMnjwwQeZMGECS5YsafV+srOzeeihh1i2bFmTP7BaSwY3kiTx5z//mT/84Q/07t2bwsJCtmzZElz3zjvvYLVa2bhxI6+99hqVlZVcdtlljBw5kq1bt7Jq1SqKi4sb3Er59a9/zddff80nn3zCF198wfr169m+fXub8uTz+Zg2bRrh4eFs2LCBjRs3EhYWxvTp0xvUIK1bt46cnBzWrVvHO++8w9KlSxsESPPmzeO9997jxRdfZN++fbz++uuEhYWhKAq33XZbowvvkiVLmDRpEv37929jKZ5ZamoqhYWFwWHHjh3ExsYyadKkdj+WJHWm3bt3o2kaAwYMICwsLDh8/fXX5OTktGofmqZx00038fjjjzNgwIAflZ+zD4skSeoxIiMjCQ8Px2QyNboXnpmZyTPPPBOcf+KJJxg5ciRPPvlkcNnbb79NamoqBw8eJCUlhbfeeotly5YFGwO+88479O7du015+uCDD9B1nTfffBNFUQAj8IiKimL9+vVceeWVAERHR/Pyyy9jMpkYNGgQM2bMYO3atdx5550cPHiQDz/8kDVr1gQbMPbr1y94jAULFvD73/+ezZs3M3bsWHw+H8uXL29Um9NaN954IyaTqcEyj8fDjBkzABqUb11dHbNmzSIrK4vHHnvsrI4nSd2F0+nEZDKxbdu2Rv8DYWFhrdpHTU0NW7duZceOHdx9990A6LqOEAKz2cwXX3zBZZdd1qp9yeBGkqQWjR49usH8rl27WLduXZMXrJycHNxuN16vl3HjxgWXx8TEMHDgwDYdd9euXRw6dIjw8PAGy+vq6hr8Ehw8eHCDi2lycjK7d+8GjFtMJpOJyZMnN3mMlJQUZsyYwdtvv83YsWP57LPP8Hg8zJ49u015rff88883egpk8eLFaJrWKO1tt91GTU0Na9asQVVlJbp0bhs5ciSaplFSUsLEiRPPah8RERHB/916//u//8tXX33F3//+d/r27dvqfcngRpKkFoWGhjaYdzqdXHPNNTz99NON0iYnJ7e6rYqiKAghGiw7ta2M0+lk9OjRvPvuu422jY+PD05bLJZG+9V1HaBVDXPvuOMObrnlFp5//nmWLFnCnDlzcDgcrfoMp0tKSmp0Oys8PJzKysoGy5544glWr17N5s2bGwVvktRdOZ3OBv/fubm57Ny5k5iYGAYMGMDcuXOZN28ezz33HCNHjqS0tJS1a9cybNiwYO3lDz/8gNfrpby8nJqamuArJ0aMGIGqqo2e0kxISMBut7f56U0Z3EiS1CajRo3i448/Jj09vckGfxkZGVgsFr777jvS0tIAqKio4ODBgw1qUOLj4yksLAzOZ2dnU1tb2+A4H3zwAQkJCURERJxVXocOHYqu63z99dfNvlfj6quvDj6iumrVKr755puzOlZrffzxx/zhD3/g3//+NxkZGR16LElqT1u3buXSSy8Nzt9///0AzJ8/n6VLl7JkyRKeeOIJHnjgAY4dO0ZcXBwXX3wxM2fODG5z9dVXc+TIkeD8yJEjARr90PmxZF2oJEltsnDhQsrLy7nxxhvZsmULOTk5rF69mltvvRVN0wgLC+P222/n17/+NV999RV79uxhwYIFjW69XHbZZbz88svs2LGDrVu3ctdddzWohZk7dy5xcXFce+21bNiwgdzcXNavX8+9995LQUFBq/Kanp7O/Pnzue2221ixYkVwHx9++GEwjclkYsGCBTz88MNkZmae9Xs1WmPPnj3MmzePxYsXM3jwYIqKiigqKqK8vLzDjilJ7WXKlCkIIRoN9Q34LRYLjz/+OLm5uXi9Xo4fP84//vEPhg4dGtxHXl5ek/tozmOPPXZWLxSVwY0kSW2SkpLCxo0b0TSNK6+8kqFDh3LfffcRFRUVDGD+9Kc/MXHiRK655hqmTp3KhAkTGrXdee6550hNTWXixIncdNNNPPjggw1uBzkcDr755hvS0tK47rrruOCCC7j99tupq6trU03Oq6++yvXXX8+vfvUrBg0axJ133onL5WqQ5vbbb8fr9XLrrbf+iJI5s61bt1JbW8sTTzxBcnJycLjuuus69LiSdL5RRHvXBUmSJDVhypQpjBgxghdeeKGrs9LIhg0buPzyyzl69CiJiYktpl2wYAGVlZXt3vVCZx9DknoyWXMjSdJ5y+PxUFBQwGOPPcbs2bPPGNjUW7lyJWFhYaxcubJd87NhwwbCwsKabEQtSVLryQbFkiSdt9577z1uv/12RowYwV//+tdWbfPMM8/wyCOPAMbTYe1pzJgxwfYFrX03iCRJjcnbUpIkSZIk9SjytpQkSZIkST2KDG4kSZIkSepRZHAjSZIkSVKPIoMbSZIkSZJ6FBncSJIkSZLUo8jgRpIkSZKkHkUGN5IkSZIk9SgyuJEkSZIkqUf5/565D5cMH/XVAAAAAElFTkSuQmCC",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# variables to adapt to your simulation\n",
+ "monitor_name = \"ref_spec\"\n",
+ "# ------------------------------------\n",
+ "\n",
+ "import matplotlib.pyplot as plt # Import matplotlib for plotting\n",
+ "import tidy3d as td\n",
+ "import tidy3d.web as web\n",
+ "\n",
+ "design_task_id = [\n",
+ " \"sw-5f2a3905-a835-46ea-9a5b-b33923925b454\",\n",
+ " \"sw-a05473ab-f17e-4b03-a6c4-53ae3df47f211\",\n",
+ " \"sw-9494afda-cb41-4c85-815f-a767d86a20805\",\n",
+ " \"sw-7126922d-64cd-4366-b6fe-1dde9055b4b63\",\n",
+ " \"sw-a07f0f54-b5f6-4b4b-804b-f5f8b8b3a6940\",\n",
+ " \"sw-b0d69553-4621-43cc-9f7c-6a4bd856f7c32\",\n",
+ "]\n",
+ "\n",
+ "ax = None # Create the ax variable\n",
+ "for id, task_id in enumerate(design_task_id):\n",
+ " # Load and save the design optimization simulations\n",
+ " sim_data = web.load(task_id, path=f\"./sim_{id}.hdf5\", verbose=False)\n",
+ "\n",
+ " # Call the plot method with the ax variable\n",
+ " sim_data[monitor_name].flux.plot(ax=ax)\n",
+ "\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Customizing the Plot\n",
+ "\n",
+ "For a more customizable plot, you can directly create the canvas using [Matplotlib](https://matplotlib.org/), and plot the frequencies (which can be converted to wavelength) on the x-axis and the flux on the y-axis:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# variables to adapt to your simulation\n",
+ "monitor_name = \"ref_spec\"\n",
+ "# ------------------------------------\n",
+ "\n",
+ "import matplotlib.pyplot as plt # Import matplotlib for plotting\n",
+ "import tidy3d.web as web\n",
+ "\n",
+ "design_task_id = [\n",
+ " \"sw-5f2a3905-a835-46ea-9a5b-b33923925b454\",\n",
+ " \"sw-a05473ab-f17e-4b03-a6c4-53ae3df47f211\",\n",
+ " \"sw-9494afda-cb41-4c85-815f-a767d86a20805\",\n",
+ " \"sw-7126922d-64cd-4366-b6fe-1dde9055b4b63\",\n",
+ " \"sw-a07f0f54-b5f6-4b4b-804b-f5f8b8b3a6940\",\n",
+ " \"sw-b0d69553-4621-43cc-9f7c-6a4bd856f7c32\",\n",
+ "]\n",
+ "\n",
+ "for id, task_id in enumerate(design_task_id):\n",
+ " # Load and save the design optimization simulations\n",
+ " sim_data = web.load(task_id, path=f\"./sim_{id}.hdf5\", verbose=False)\n",
+ "\n",
+ " # Process the simulation data\n",
+ " freqs = sim_data[monitor_name].flux.f # Get the frequencies\n",
+ " flux = sim_data[monitor_name].flux.values # Get the flux values\n",
+ "\n",
+ " # Plot the flux spectrum as a function of wavelength\n",
+ " plt.plot(td.C_0 / freqs, flux, \"-o\") # Changing the line style to '-o'\n",
+ "\n",
+ "\n",
+ "# Add labels and title\n",
+ "plt.xlabel(\"Wavelength (µm)\")\n",
+ "plt.ylabel(\"Flux (W/m$^2$)\")\n",
+ "plt.title(\"Flux Spectrum for Different Designs\")\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Processing Field Data \n",
+ "\n",
+ "Another common use is to process field data from 2D field monitors. To plot the fields, you can simply call the [SimulationData.plot_field](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.components.data.sim_data.AbstractYeeGridSimulationData.html#tidy3d.components.data.sim_data.AbstractYeeGridSimulationData.plot_field) method, specifying the monitor name, field component or field modulus to plot, and the type of data (real part, imaginary part, absolute value, etc.).\n",
+ "\n",
+ "In the following example, we will plot the real part of the Ez field component for each monitor, side by side."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Variables to adapt to your simulation\n",
+ "monitor_name = \"field_R\"\n",
+ "field_component = \"Ez\"\n",
+ "field_type = \"real\"\n",
+ "frequency = 475861056012720.6\n",
+ "# ------------------------------------\n",
+ "\n",
+ "import matplotlib.pyplot as plt # Import matplotlib for plotting\n",
+ "import tidy3d as td\n",
+ "import tidy3d.web as web\n",
+ "\n",
+ "design_task_id = [\n",
+ " \"sw-5f2a3905-a835-46ea-9a5b-b33923925b454\",\n",
+ " \"sw-a05473ab-f17e-4b03-a6c4-53ae3df47f211\",\n",
+ " \"sw-9494afda-cb41-4c85-815f-a767d86a20805\",\n",
+ " \"sw-7126922d-64cd-4366-b6fe-1dde9055b4b63\",\n",
+ " \"sw-a07f0f54-b5f6-4b4b-804b-f5f8b8b3a6940\",\n",
+ " \"sw-b0d69553-4621-43cc-9f7c-6a4bd856f7c32\",\n",
+ "]\n",
+ "\n",
+ "fig, Ax = plt.subplots(ncols=6, figsize=(18, 3)) # width=18, height=3 in inches\n",
+ "for id, task_id in enumerate(design_task_id):\n",
+ " # Load and save the design optimization simulations\n",
+ " sim_data = web.load(task_id, path=f\"./sim_{id}.hdf5\", verbose=False)\n",
+ "\n",
+ " # Plot the fields\n",
+ " sim_data.plot_field(monitor_name, field_component, field_type, f=frequency, ax=Ax[id])\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Working With Components\n",
+ "\n",
+ "To access field components from the field monitor, you just need to call `sim_data[monitor_name].field_component`. With that, you have the freedom to perform any kind of operation with the field components.\n",
+ "\n",
+ "In the next example, we will calculate |E|, use the `sel` method to select the desired frequency and coordinate, and plot the `x=0` phase profile of the $E_x$ component.\n",
+ "\n",
+ "For this, we will use [NumPy](https://numpy.org/_), a popular Python library for numerical computing, especially with arrays and matrices.\n",
+ "\n",
+ "[`np.angle`](https://numpy.org/doc/stable/reference/generated/numpy.angle.html) returns the angle (or phase) of complex numbers, in radians.\n",
+ "\n",
+ "[`np.unwrap`](https://numpy.org/doc/stable/reference/generated/numpy.unwrap.html) corrects phase angles to remove jumps greater than $\\pi$, making the phase continuous."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Variables to adapt to your simulation\n",
+ "monitor_name = \"field_R\"\n",
+ "field_component = \"Ex\"\n",
+ "field_type = \"real\"\n",
+ "frequency = 475861056012720.6\n",
+ "x_coordinate = 0\n",
+ "y_coordinate = 0\n",
+ "# ------------------------------------\n",
+ "\n",
+ "import matplotlib.pyplot as plt # Import matplotlib for plotting\n",
+ "import numpy as np # Import numpy for numerical operations\n",
+ "import tidy3d as td\n",
+ "import tidy3d.web as web\n",
+ "\n",
+ "design_task_id = [\n",
+ " \"sw-5f2a3905-a835-46ea-9a5b-b33923925b454\",\n",
+ " \"sw-a05473ab-f17e-4b03-a6c4-53ae3df47f211\",\n",
+ " \"sw-9494afda-cb41-4c85-815f-a767d86a20805\",\n",
+ " \"sw-7126922d-64cd-4366-b6fe-1dde9055b4b63\",\n",
+ " \"sw-a07f0f54-b5f6-4b4b-804b-f5f8b8b3a6940\",\n",
+ " \"sw-b0d69553-4621-43cc-9f7c-6a4bd856f7c32\",\n",
+ "]\n",
+ "\n",
+ "fig, ax = plt.subplots() # Create a single axis for plotting\n",
+ "for id, task_id in enumerate(design_task_id):\n",
+ " # Load and save the design optimization simulations\n",
+ " sim_data = web.load(task_id, path=f\"./sim_{id}.hdf5\", verbose=False)\n",
+ "\n",
+ " # Calculate E\n",
+ " field = sim_data[monitor_name].field_components[field_component]\n",
+ " selected_field = field.sel(f=frequency, x=x_coordinate, y=y_coordinate)\n",
+ " angle = np.angle(selected_field.values) # Calculate the phase angle\n",
+ " ax.plot(selected_field.z, np.unwrap(angle))\n",
+ "\n",
+ "ax.set_xlabel(\"z (µm)\")\n",
+ "ax.set_ylabel(\"Phase (radians)\")\n",
+ "ax.set_title(f\"Phase Profile of {field_component} at x={x_coordinate} µm, y={y_coordinate} µm\")\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Note that the field component can also be accessed as `field = sim_data[monitor_name].Ex`."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Processing Mode Monitor Data \n",
+ "\n",
+ "Now, we demonstrate how to process mode data from a [ModeMonitor](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.ModeMonitor.html). The [ModeMonitor](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.ModeMonitor.html) records a complete mode analysis for each mode, including amplitude, phase, effective index, etc.\n",
+ "\n",
+ "In the following example, we will use data from our [Edge Coupler](https://tidy3d.simulation.cloud/workbench?taskId=pa-b6b0c5de-7a23-42fc-a35e-399e0ea3beff) example, where we analyze the modes as a function of the taper length.\n",
+ "\n",
+ "Let's iterate through each design and plot the transmittance, which is simply the absolute square of the mode amplitude."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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h/fr1BucGnsH27dsNzv/www9CYmKioFQqBXt7e2HVqlVCVlaW0T2H+v0kCILw2WefCUlJSYKNjY1gY2MjhIeHC+vXrxdyc3Mv+54GXGwa/IwZM4zKrl27VvDz8zM4V1paKlx//fWCtbW14OrqKjz66KPCnj17jO4pCIJw6tQp4cYbbxRcXFwEKysrwc/PT7jllluEvXv3CoJwbhmFzz77zOB1ZWVlgr29vbBy5cohv6+R0N3dLWzcuFHw8PAQrKyshLlz5wp79uwZ0zrQ+CcRhFEc8UdENMJ2796N//u//8Pp06cRFRVl7uoQ0QRl/mVaiYiGYf/+/bjtttsYfojIJGwBIiIaR4YyJdzZ2Zm7wBOZiIOgiYjGkaFMCTdlYUgiErEFiIhoHKmursbZs2cvWSY2Nla/+jIRXRkGICIiIppyOAiaiIiIphyOARqETqdDVVUV7Ozsrnh3biIiIhpbgiCgvb0dXl5el10AlgFoEFVVVVwunYiIaIIqLy+Hj4/PJcswAA3Czs4OgPgAz99Mj4iIiMavtrY2+Pr66n+PXwoD0CAGur3s7e0ZgIiIiCaYoQxf4SBoIiIimnIYgIiIiGjKYQAiIiKiKYcBiIiIiKYcBiAiIiKachiAiIiIaMphACIiIqIphwGIiIiIphwGICIiIppyGICIiIhoymEAIiIioimHAYiIiIimHAagMdTc04zytnKotWpzV4WIiGhK427wY+jroq/x8omXAQCOVo5QWav0h6vSFa5KV7gp3aCyVsHTxhMuShdIJcyoREREI40BaAz1aHugkCnQo+1Bi7oFLeoW5DXnXbS8XCqHh40HPGw84Kp0hYvC5VxQsnaDh7UHVNYq2FrajuG7ICIimvgkgiAI5q7EeNPW1gYHBwe0trbC3t5+RO8tCALaettQ21WLuq461HbWor67Hg3dDWjobkB9dz3quupQ11UHnaAb0j1t5DZwt3bXhyUPa/Gjl60XPG084WHjAUuZ5Yi+DyIiovFmOL+/GYAGMZoBaKg0Og3qu+pR3VmNms4aNHY3oqGnAY3djajvqkd9dz1qO2vRrmm/7L0kkMBV6aoPSANhydPGUzxsPeGscGZ3GxERTWgMQCYaDwFoqLo0XajtqkVtVy2qO6pR01WD2s5aVHdWi0dHNXq0PZe9j6XUUh+KPGw84GnrCS8bL/jY+cDXzhcqaxUDEhERjWvD+f3NMUATnLXcGgEOAQhwCBj0uiAIaFG3oKqzCjWdNajpFANSTWeNPiTVd9ejV9eLsvYylLWXDXofuVQOb1tveNl6wcvWS/xvm3P/7ap0hUQiGc23SkRENGIYgCY5iUQCJ4UTnBROmOEyY9AyGp0GdV11qO6o1oeiqo4qVHdWo6K9AlUdVdDoNChpK0FJW8mg97CSWcHTxhPedt7wtvGGp62nPjBNs5sGRytHBiQiIho3GIBI37rjbes96PU+XR9qu2r1YaiqswpVHVWo7KhEVUcVartqodaqLxmQbOW28LXzha+dL7xtzwUkTxvxo7XcehTfIRERkSGOARrERBoDNB5odBrUdNagsqMS1R3V+mBU1VmFivYK1HbVXvYezgpnfUDysfOBj60PfOx84G3rzfFHREQ0JBwEbSIGoJHV09eDyo5KlLWVoby9XN+CNNDV1tbbdsnXy6Vy+Nj5YJrdNPja+WKa/TR9WPKy8YJcJh+jd0JEROMZA5CJGIDGVltvGyraK1DRXoHy9nKUt5ejsqMSFe0VqO6shlbQXvS1UokUnjae+tlqvna++qDka+fLrjUioimEAchEDEDjR5+uDzWdNfpgVN5ejtK2UpS3l6OiveKyU/zdrd3hb+8PP3s/TLOfhml20zDNfhp87HxgJbMao3dBRERjgQHIRAxAE4MgCGjobkBZe5lBQKpor0BZexla1a0Xfa0EEqisVfoxR752vvCx9YG/gz/87f3ZckRENAExAJmIAWhyaOlpQWl7KUrbSlHSWiKuc9Q/DqlD03HJ17pbu+vD0DS7afoWJB9bH445IiIapxiATMQANLkJgoBmdTPK2spQ0WE49qi0rRRNPU0Xfa1MIoOnjadBl5qfvR/8HfzhZeMFmVQ2hu+EiIjOxwBkIgagqa1V3Yri1mIUtxajtK1U33JU1l6G7r7ui75OLpVjmt00+DuIY44Gxh752fvBWeHMhSCJiEYZA5CJGIBoMIIgoL67XgxF/YGotK1U/3mvrveir7W3tNdvWRLoECiGIwc/+Nr6skuNiGiEMACZiAGIhkur06KmqwYlreJq2APBqLStFFUdVRAw+D8zqUQKb1tv+Nv7I9AhEEGOQWJIcgyEvSW/94iIhoMByEQMQDSSevp6UNpWiuI2sVutuKVYH5K6+rou+jqVUoUgxyCDI8A+AI4Kx7GrPBHRBMIAZCIGIBoLA9P4S9pKUNxajKLWIhS1FKGwtRB1XXUXfZ2TlZNBd1qQYxACHQLhYePBcUZENKUxAJmIAYjMrb23HUWtRShsKURBSwEKWwpR3FqM6s7qi77G2sJaH4iCHYMR6BiIYMdgeNh4cC81IpoSJlQAev3117F9+3bU1NRg5syZePXVVxEXFzdoWY1Gg23btuG9995DZWUlwsLC8PLLL+Paa6+94nsOhgGIxqsuTZfYnTbQYtTfalTaVoo+oW/Q1ygtlPpgFOQYhCAH8aOXrReDERFNKhMmAH388cdYs2YNdu7cifj4eOzYsQOffvopcnNzoVKpjMo/8cQT+OCDD/Dmm28iPDwc3377LTZs2ICjR49i1qxZV3TPwTAA0USj0WlQ3laOwtZzLUaFLYUoaStBn+7iwSjAIQDBjsEIcQxBsFMwgh2D4W7tzq40IpqQJkwAio+Px9y5c/Haa68BAHQ6HXx9ffHwww/jySefNCrv5eWFp59+GuvXr9ef++lPfwqlUokPPvjgiu45GAYgmiw0Og3K28v1gaiwpRCFrYUoaS2BRqcZ9DV2cjt9GAp2DEaIUwhCHEM4+JqIxr3h/P62GKM6Gent7UVaWho2bdqkPyeVSrFs2TIkJycP+hq1Wg2FQmFwTqlU4vDhw1d8T6LJTC6VI9AhEIEOgbja72r9+T5dnz4YFbQUiEdzAUraStCuacepulM4VXfK4F6uSleEOIaIgcgpBKFOoQhyDOKmskQ0IZktADU0NECr1cLd3d3gvLu7O3JycgZ9zfLly/HKK69g4cKFCAoKwt69e/H5559Dq9Ve8T0BMVip1Wr9521tbVf6ti5J19MDiVQKiaXlqNyfaKgspBb6mWTL/Jbpz/dqe1HcWqwPRvkt+chvzkdlRyUauhvQ0N2A5Opzf0zIJDL42fvpA1GYUxhCnUI5I42Ixj2zBaAr8ec//xn33XcfwsPDIZFIEBQUhLvvvhv/+Mc/TLrvtm3bsHXr1hGq5cW1fvElap5/HnJvb1j6+fUf02Dp7w9Lf3/IvbwgsZhQ/0tokrGUWSLMOQxhzmEG5zs1nfpWovyWfOQ15yGvOQ+t6lb9YOxvS77Vl7eztNMHonDncIQ5h7G1iIjGFbP9tnV1dYVMJkNtba3B+draWnh4eAz6Gjc3N3zxxRfo6elBY2MjvLy88OSTTyIwMPCK7wkAmzZtwoYNG/Sft7W1wdfX90rf2kVpKisAnQ6a8nJoysvR2d91pyeXw9LXVwxEfn7nPgb4w0Kl4l/UZDY2chvMdJuJmW4z9ecGtgYZCEMDR3FLMdp725FWm4a02jR9eZlEhgCHAEQ4RyDcORwRLhEIdQqFg5WDOd4SEU1xZh8EHRcXh1dffRWAOGB52rRpeOihh4Y0YFmj0SAiIgK33HILXnrppRG5JzB6g6AFQUBffT00paXoHThKzv23cF433IWk1tawDAyEZUAArAIDYBkQoA9IUqVyxOpIZCqNVoOi1iLkNucit0k8cppz0KpuHbS8p40nwpzCEOIUgjBnscXI186XU/SJaNgmzCywjz/+GGvXrsXf/vY3xMXFYceOHfjkk0+Qk5MDd3d3rFmzBt7e3ti2bRsAICUlBZWVlYiJiUFlZSW2bNmC4uJinDx5Eo6OjkO651CYYxaYoNOhr6YG6uJi9JaWQlNaCnVJCTQlpeitqAD6xzkNxsLTE1YB/rAMCIRlYACsgoJgGRAIC5UbW41oXBAEATWdNchtzkV2U7YYippyUNlROWh5awtrsSuuvwst3CUcIY4hsJRx/BwRXdyEmAUGALfeeivq6+uxefNm1NTUICYmBnv27NEHlbKyMkil5/4K7OnpwTPPPIOioiLY2tpi5cqVeP/99/XhZyj3HK8kUinkXl6Qe3kBiYkG14TeXvRWVKC3qAjqomL0FhWht7gY6pIS6Fpb0Vddjb7qanQeNZzpJrW1hWVQIKyCgmEVFAjLgEBYBQZA7uPDsUY0piQSCTxtPeFp64nFvov159t625DXdK77LLcpF/kt+ejq6zKaiWYhsUCA47kutIGxRdw0loiuhNlXgh6PJtI6QH3NzegtLhYDUVEReouKoS4qhKZcHG80KLkcln7TzgWjoCBYBQfD0t8fUisOUiXz6tP1obStFDlNOchpykF2UzZymi7eheZt640I5whMd5muP5wUTmNcayIaDyZMF9h4NZEC0MXoenvRW1IithoVFqK3sEjsXisuhtDTM/iLpFLIfX36g1EQrIKDYBkUDKvAAEitrcf2DRCdRxAE1HbVIrsxWx+KcptyUdVZNWh5TxtPTHeZjgjnCES4iOHIVek6xrUmorHGAGSiyRCALkbQ6dBXXQ21PhgVQl0o/reudfC/sAGIU/eDg2AV2B+MAgNhFRQE2SR7PjSxtKpbxUDUmI2sxixkNWWhtK100LJuSjfMcJmB6S7TMcN1BkMR0STEAGSiyRyALkYQBGgbGqAuLIS6oBDqgnyx1aiwENqmpou+zkKlglVwMKxCgvu70kJgFcxgRObT0duB7KZsZDdm6z8WtxVDJxh3CausVYh0icQM1xmIdInEdJfp3PKDaAJjADLRVAxAl9LX3Cy2FBUUQF1Y1N9qVIi+C9ZbOp8YjIJgGRwsdqmFBMMqOJjBiMyiS9OF3OZcZDVm4WzDWZxtPIvi1mIIMP7x52Prg0jXSMxwmYEZrjMww2UGrOXsAiaaCBiATMQANDTa9vZzwSi/oD8gFaKvpuair7FQqWAVEiK2GoX2fwwOhtTGZgxrTiSubp3dmI2zjWf1oaisvcyonAQSBDoEiq1ErpGIdIlEmHMYp+QTjUMMQCZiADKNPhgVFp4LRgUFlwxGch8fMRgNHKGhsArw575pNKZa1a1iK1F/KMpszERNp/H3rYXUAqFOoYh0iRRDkWskAh0CIZPKzFBrIhrAAGQiBqDRoW1v14chdX5+/1EAbUPD4C+wsIBVgD+sQkLF1qLQUFiFhop7pkm5SjCNjYbuBn0YymzIxNmGs2hWNxuVU1ooEeEcgUjXSES5RiHSNRLett5cjJRoDDEAmYgBaGz1NTefF4jyoc4TP+ra2wctL7W2FsNQWBiswkKhCA+HVWgoZLa2Y1xzmooEQUBlRyUyG8UwlNmQiazGLHT1dRmVdVY46wNRtGs0It0iuXAj0ShiADIRA5D5CYIgbg2Sl4eevDx9KOotLISg0Qz6GrmPD6zCwqAICxM/RoSLq16ztYhGmVanRUlbCTIbMpHRkIHMhkzkNueiT9dnVNbf3h9RrlGIchNDUahTKOQyuRlqTTT5MACZiAFo/BI0GvSWlqInNxfq3Dyoc3PRk5eHvurqQctLbWxgFR4ORXg4FBHhsAqPgFVoCKQcW0SjTK1VI6cpB5kNmThTfwYZDRkoby83KmcptUS4SziiXaPFliK3aHadEV0hBiATMQBNPNqWFvQMBKLcHKhzcqHOz4fQ22tc2MICVoGBYiCKiIBi+nQoIiIgs7Mb+4rTlNLc06xvJTrTcAYZ9Rlo620zKueicEG0WzSi3aIx020mp+ITDREDkIkYgCYHQaOBurgY6pwc9GRli8EoKxvai6x4Lff1hSIiAorpEVBERMAqIgJylWqMa01TiSAIKGsv07cQZdRnIKcpB32CYdeZTCJDqFMoot2iEaOKQYxbDFuJiAbBAGQiBqDJa2BsUU92DnqystCTnY2e7Cz0VQ3ehSZzc4VyRiQUM2ZAETkDihkzGIpoVPX09SCnKQen60/rj7quOqNyrkpXxLjFIEYVg5luMzHdZTrXJqIpjwHIRAxAU09fc/O5lqJs8egtLgZ0xtsnWLi5QRHZH4pmTIcyMhIWbm5mqDVNFTWdNUivT8fpOjEQZTdmG7USyaVyzHCZoW8hilHFwEXpYqYaE5kHA5CJGIAIAHTd3ejJyUFP5ln0ZGaiJ+ss1IVFg4cid3coIiOh7G8lUkRGwsLZ2Qy1pqmgp68HZxvPIr0uHel16Thdf3rQtYn87P0wSzULs1WzEaOKgb+9P7vNaFJjADIRAxBdjK6r61woOpuJ7rNn0Vt0kZYiL89z3WdRkVBGRkLm4GCGWtNkNzCWaCAMnao7hYKWAqNyDlYOmOk2EzPdZiLGLQaRrpEcXE2TCgOQiRiAaDh0nZ1iKDp7Ft0Zmeg5e1bsPhvkn5Z82jQoIyOhiIqCMjoKiogISK35C4hGXqu6VR+GTtWdQmZDJtRatUEZmUSGMOcwzFLNQowqBrPcZsHdxt1MNSYyHQOQiRiAyFTajg5xkPXZLPRkZKA7MxOaMuONNiGVwio4WGwhioqGIioSitBQSORcGI9GlkarQW5zLk7Xn0Z6XTpO1Z1CbVetUTlvW2/MUs3SH0GOQZBKuJgoTQwMQCZiAKLRoG1pQXfmWfRknBFbijIy0Fdfb1ROYmUlLtwYFQVlVCQUUdGw9PfjitY04qo7qvUtROn16chrzoNOMOzOtbO0Q4xbjL6VKNI1EkoLpZlqTHRpDEAmYgCisaKprUX3mTPoychET2YGujPPQtdmvDCe1NZWHGQdFSW2FkVHw8LdnQNaaUR19HbgTMMZfSg6U38G3X3dBmUsJBaY7jJd30LE2WY0njAAmYgBiMxF0OmgKStDd0YGujMyxGCUlQVBrTYqK3NzhTIqWhxLFBXFQdY04vp0fchtzkV6XTpO1p5Eel066rqN1yTyt/dHrHus/vCy9TJDbYkYgEzGAETjiaDRQF1Q0B+IMtCdkQl1fj6g1RqVtfT3hyI6SgxGM6NhFR7Ofc9oxAiCgMqOSrHLrC4dJ+tODjrbzMPGA7NVsxHrHovZqtkIdAzkOCIaEwxAJmIAovFO190tLtiYkYHuM2Jr0aCDrOVyKMLDoYweaCnieCIaWa3qVqTXpSOtNg1ptWk423gWWsEwnDtYOWCWahbmuM/BHI85CHcKh0wqM1ONaTJjADIRAxBNRH3NzejJzBTHFJ3JQPeZM9A2Gy+OJ7W3F6fiz4zuD0bRsHDhGA4aGV2aLpyuP42TdSdxqvYUzjQYjyOyldsiRhWDOe5zEOseixkuMyCXceYjmY4ByEQMQDQZCIIATWUluk+f1geii40nknt7QzkzGoroaCijZ0IxYzqkVlZmqDVNNhqdBjmNOUirTUNqbSpO1p5Eu6bdoIzSQolo12jEusdijsccRLtFw0rG7z8aPgYgEzEA0WQlaDToycsTu85On0H3mTPoLSoyXrTRwuJc19nMaChnzoTcz4+zzshkWp0Wec15SK1N1XebtahbDMrIpXJEuUZhrsdcMRC5RnPFahoSBiATMQDRVKJtbxe7zvoDUfeZM9A2NBiVkzk6QjlzJpSzYqCcOROKqGjIbG3MUGOaTHSCDsWtxWILUU0qUmtTUd9tuD7WwNT7WPdYzHafjVmqWXCw4oxHMsYAZCIGIJrKBEFAX1UVuk+fFkPR6dNi11lvr2FBqRRWISFQxoiBSBkTA8sAbrZJphnY1yy1JhUnak8grTYNNZ01BmUkkCDcORxzPOZgrvtczHafzUBEABiATMYARGRI19sLdU4OutPT0Z1+Gt3p6dBUVRmVkzk6ioEoJgbKWbOgjIrkXmdksqqOKn13WVptGkraSgyuSyBBqFMo5njM0Q+sdlI4maeyZFYMQCZiACK6PE1dndhK1B+KejIzjQdYy2TiWKLZs2E9KwbK2bMh9/AwT4Vp0qjvqkdqbaq+lai4tdioTLBjMOa4z9GPI3JWOJuhpjTWGIBMxABENHxCby96+luJuk6dQvfJU+irNd5s08LLE9Yxs8RQNHsWrMLCIJFxTRi6cg3dDfpAlFabNujijAxEUwMDkIkYgIhGhqa6Gt2nTqHr5Cl0nzyJntxcoxWspTY24hii2Nmwnj0bypkz2W1GJmnqadIPqj5RewL5zflGZYIdgzHXYy7iPeIxx2MOxxBNEgxAJmIAIhodus5OdGdkoOvkSXSfPIXuU6eg6+w0LCSTQTF9uhiG+kORhaureSpMk0JzTzPSatNwoubEoIFIAgkiXCIQ7xGPOM84zFbN5rT7CYoByEQMQERjQ9Bqoc7PFwNR2kl0nTyJvupqo3KWfn5QxsbCOnY2rGNjuSYRmWSghSilOgUnak6gqLXI4LqFxAIzXGcgziMOcz3mIkYVA6WF0ky1peFgADIRAxCR+Wiqqvq7zNLQlZombvx6wY8pmasrrGfPhvWcWChjY6EID+c4Irpi9V31OF5zHCnVKThecxyVHZUG1+VSOWa6zUS8Zzzmec7DDNcZkEu5dcd4xABkIgYgovFD29oqDqxOO4muk2noOZNhtCaR1MYGylmzYD0nFtaxsVBER3MrD7pilR2VOF59HCdqTuB4zXHUdhkO5re2sEaseyziPeMR5xGHMOcw7nY/TjAAmYgBiGj80vX2oicjA12paehKS0X3yVPQdXQYlJHI5VDMjIb1nDmwnjMXypgYrlpNV2RgYcaU6hQcqz6GEzUnjLbucLBywFz3uZjnOQ8JXgnwtfNlF62ZMACZiAGIaOIQtFqoc3P7A5F4GG3lIZNBEREB69hYKPtbiSycOQ2ahk8n6JDblIvjNcdxvOY4UmtS0dXXZVDGy8YLCV4JmOc5D3M85sBVyUH8Y4UByEQMQEQTlyAI6C0pQXeaOIaoKzUVmooKo3KWgYFiC9HcObCeO5cLNNIV0eg0yGrMQkp1CpKrkpFen44+XZ9BmUCHQP36Q3Pd58JF6WKm2k5+DEAmYgAimlw0NTXnusxSU6HON14oT+7jcy4QcaYZXaEuTRfSatOQXJ2MEzUnkNuUCwGGv2aDHYMxz3Me4jziMMdjDuws7cxU28mHAchEDEBEk1tfczO6T54UQ9GJE+jJygJ0OoMyMjdXMRDFiqHIKiQEEikHutLwtKpb9atUH685jrzmPIPrUokUM1xmYJ7nPMR7xiNGFQMrGQfwXykGIBMxABFNLdqOTnHF6hMn0JWWhp4zZyBoNAZlpPb24tT7uXNgPWcOFNOnQyLnVGganuaeZnH8ULU4hujCjV2tZFaYpZqFeZ7zMM9rHiKcIzjDbBgmVAB6/fXXsX37dtTU1GDmzJl49dVXERcXd9HyO3bswBtvvIGysjK4urripptuwrZt26BQKAAAW7ZswdatWw1eExYWhpycnCHXiQGIaGrT9fSg+8wZdKWmojs1DV3p6RC6DAe6SqytYT1rln4MkSIqClJLSzPVmCaqms4a/QyzlOoU1HfXG1x3tHJEnEcc5nnNwzzPefC18zVTTSeGCROAPv74Y6xZswY7d+5EfHw8duzYgU8//RS5ublQqVRG5f/973/jnnvuwT/+8Q/Mnz8feXl5WLduHW677Ta88sorAMQAtGvXLvzwww/611lYWMB1GEvpMwAR0fmEvj70ZGfrB1V3paZC19pqUEZiaQlldDSU/S1E1jExkNpw6j0NnSAIKGotwrHqYzhWdQwnak+gU2O4VYy3rbe+uyzeM56bul5gwgSg+Ph4zJ07F6+99hoAQKfTwdfXFw8//DCefPJJo/IPPfQQsrOzsXfvXv25xx9/HCkpKTh8+DAAMQB98cUXSE9Pv+J6MQAR0aUIOp24hceJVLHbLDUV2sZGw0IWFlDMmA6buXOhnCMOrJbZcbArDZ1Gp8HZhrNIrkrGsepjOFN/Bn2C4QyzCOcIJHonYr7XfMS4xUAum9rdshMiAPX29sLa2hq7du3C6tWr9efXrl2LlpYWfPnll0av+fe//40HH3wQ3333HeLi4lBUVITrrrsOd911F5566ikAYgDavn07HBwcoFAokJCQgG3btmHatGkXrYtarYZardZ/3tbWBl9fXwYgIhoSQRDQW1yCrtQT6E5LQ+eJE+irumBPM6kUivBwWM+dC+u5c6CMjYWFk5N5KkwT0sAMs2PVx3Cs+pjRgGqlhRKx7rHi+CHPeQhxCply44cmRACqqqqCt7c3jh49ioSEBP353/zmNzh48CBSUlIGfd1f/vIXbNy4EYIgoK+vDw888ADeeOMN/fVvvvkGHR0dCAsLQ3V1NbZu3YrKykpkZmbC7iJ/fQ02bgjAiAcgrU6AVAJOrSWaAjSVleg8cUJsITqRCk1ZmVEZq5AQMRDFzYX13LmwcOH6MDR09V31OFZ9DEerjuJo1VE09TQZXHeyckK8ZzwSvROR6JUIN2s3M9V07EzaAHTgwAHcdttteOGFFxAfH4+CggI8+uijuO+++/Dss88O+nVaWlrg5+eHV155Bffee++gZcaqBeiztAq8uDsb0z3tEeFph+le9ojwtEeQmy3ksqmV0ommGk1trdhllioGot7CQqMyloGB+jBkPXcu5IOMhSQajE7QIb85Xz+YOrU2Fd193QZlwp3DkeiViETvxEnbXTYhAtCVdIEtWLAA8+bNw/bt2/XnPvjgA9x///3o6OiA9CJrdMydOxfLli3Dtm3bhlS30RoD9MJXWXjrcLHReUuZFKEetv3ByF786GUPe8Xk++YkIlFfY+O5MUQnTkCdl2dUxtLPD9Zxcf3HXMjd3c1QU5qINFoNzjScwdGqozhSeQRnG88aXFdaKBHnEYf5XvMx32s+/Ownx8Kfw/n9bTFGdTJiaWmJ2NhY7N27Vx+AdDod9u7di4ceemjQ13R1dRmFHJlMBkDsgx9MR0cHCgsLcdddd41c5a/Q49eEYdVML2RXt/Uf7ciubkO7ug+ZlW3IrGwzKO/rrESEhz2me4mhaLqXPbwdlZPim5RoqrNwcYH9tcthf+1yAOctznj8ODpPnIA6Owe9paXoLS1Fy6efArgwEMVB7s4WIhqcXCZHrHssYt1j8fCsh9HY3SiGoaojSK5KRlNPEw5WHMTBioMAAE8bTyR4JYh7mHnMg6PC0bxvYAyYfRr82rVr8be//Q1xcXHYsWMHPvnkE+Tk5MDd3R1r1qyBt7e3vuVmy5YteOWVV/D3v/9d3wX2y1/+ErGxsfj4448BABs3bsSqVavg5+eHqqoqPPfcc0hPT0dWVhbc3IbW/zmWs8AEQUBFczfOVrUhq7oNWVWtyK5uR2VL96Dl7RUW/YHIATO87DHDm11oRJORtrUVXWknxRai48fRk51ttFq1QSCKj2OXGQ3JwIauR6uOIrkqGSfrTkKjO7fwpwQSRLhE6LvLot2iIZdOjB6JCdEFNuC1117TL4QYExODv/zlL4iPjwcALF68GP7+/nj33XcBAH19fXjxxRfx/vvvo7KyEm5ubli1ahVefPFFODo6AgBuu+02/Pjjj2hsbISbmxuSkpLw4osvIigoaMh1Gg/T4Fu6epFd3d4fisQWo/y6dmi0xv+7LC2kCHO3EwORlz2mezkgwtMO1pZma+AjohGmbWvTb93RlZIiBqILfnxbBgTAOj4ONvHxsI6L46BqGpLz9y9LrkpGQYvhXnm2clvEecSJg6m9E+Ft622mml7ehApA49F4CECD6e3TIb+uXWwt6m8xyq4Su9AuJJEAAa42mOHlgOme9vpw5GLLPWaIJgN9IEpJQeeJ41Bn5xgFIquQYFjHxcM6Pk6cZcZp9zQE9V31SK5OxpFKsbusWd1scN3f3l8/s2yOxxwoLZRmqqkxBiATjdcANBidTkB5cxfOVrXhbFVr/8c21LerBy3v6aDADC+x+yzSW/zo6aDguCKiCU7b0oKutDR0pqSgK+U41Lm5hgUkEliFh8MmLg7W8+JhPWcOF2aky9IJOmQ3ZuNw5WEcqTqCM/VnoBW0+uuWUkvMdp+NJO8kzPeaj2DHYLP+PmEAMtFECkAXU9feo28lGmgxKm7oHLSsk7VcDEXe9oj0ckCktwP8nK0hlTIUEU1Ufc3N6Doudpd1pqQYT7uXSqGIjBS7y+LjYT17FqTW1uapLE0Ybb1tOF59XB+IajprDK6rrFVI9EpEkncS5nnNg73l2P4OZQAy0WQIQINp79Egu7odZ6takVkpthgV1HWgT2f8LWBrJQ62FgORPaK8HRDoZgsZQxHRhNRXX4/O48fRdSwFncdToCm9YGFGuRzKmdGwiZ8Hm3nxUMycyc1d6ZIEQUBxazGOVB3BkcojSK1NhVp7rvdBJpFhpttMJHknIck7CeHO4aPeOsQAZKLJGoAG06PRIq+2XR+IzvYPuFb36YzKKuUyRHjaIdLbAZH9LUah7nacgUY0AWmqq8Xusv5AdOHWHRKFAtazZ8N63jzYJMyDIiICEgtOrKCL6+nrQVptmr51qLjVcN07N6UbkryTsMBnAeZ5zoOd5ch3wTIAmWgqBaDB9Gl1KKjvwNnKNmRWtSKzUgxGXb1ao7KWMinC+0NRVP8R6m4HSwuGIqKJQhAEaMrLxUCUfAydKSlGm7tK7exgPXcubObFwzp+HqxCQzh2kC6por0CR6uO4lDlIaRUpxisTG0hscBd0+/ChjkbRvRrMgCZaKoHoMHodAKKGjr1rUSZla3IqGxFe4/xDDRLmRRhHudCUbQPQxHRRCIIgrjb/bFj6Ew5jq7jx6FrbzcoI3NxgU18XH8LUQIsfX3NVFuaCHq1vUirTcOhykM4VHEIJW0leGLuE7hz+p0j+nUYgEzEADQ0giCgrKkLGf1hKLOyFRkVrWi7SCgaaCmK9nZAVH8oYvcZ0fgnaLXoycpGV8oxdCYfQ1daGoSeHoMycm9vWM+Lh828BC7KSJdV3l4OW7ktnBQjuzQDA5CJGICunCAIKG/qNgxFla1o7dYYlbW0kCLCww5RPg6I9nFEtI8Dgt1sYcFQRDSu6Xp70XP6NDqTj6Hz2DF0nzkD9Bn+4WMZHASb+HliKIqLg8zBwUy1pamEAchEDEAjayAUnalsQUZFqz4cDdZ9ppBLMcPrXNdZtI8jAl1tOCWfaBzTdXai6+RJsXXo2DHjVaolEiimT+9vIZoH69mzIbWxMV+FadJiADIRA9DoEwQBpY1dONPfSnSmogWZlW3oGGRVa1srC8zwssdMX7GVaKaPI3ycuCks0XilbWlB54kT+gHVRmsQWVhAGR2tH1CtnBXDKfc0IhiATMQAZB4DA60zKltwpkIcT5RZ1YoejfGUfGcbS30LUYyv+NGV23wQjUuaujpxQcZjx9CVfAyaqiqD6/op9wnzYDMvAYrpEZDIZGaqLU1kDEAmYgAaPwam5J+pEFuJzlS0Iru6bdBNYX2clJjp64iY/vFEUT4O3BCWaBzqrahAZ3Lypafcx/Vv6jovHlYhnHJPQ8MAZCIGoPFN3adFdnU7zlS0IL28BafLW1DU0HnhPpCQSoBQdzvMmuaIGF9HxPg6IVjF1ayJxhODKffJx9B14gR0HR0GZcQp92IYsklIgNzHh4GIBsUAZCIGoImnrUeDzIpWnK5oxelyMRjVtPUYlbOxlCHKxwEzfR0xqz8UeTgozFBjIhqM0NeHnqws/aKMXSdPGk+59/Lq7y6bB+v4eE65Jz0GIBMxAE0ONa09SC9vxqnyFqSXtSCjsnXQ1aw9HRSI8XXErGmOmDXNCVHeDlDIOf6AaDzQT7k/loLOlGPoPn0G0BguqzEw5d4mYR6s587llPspjAHIRAxAk5NWJyC/rl3fQnSqrAV5te24cC9YC6kEEZ72mN0fiGZPc4KvM2edEY0Huq4udKWl6QdUG025l0qhmD5dnGE2LwHWsbMhVSrNV2EaUwxAJmIAmjo61X3IqGzFqbIWnCoTW4vq29VG5VxtLRHj64TZfo6IneaEaB9HKC3ZSkRkbn3Nzeg6fkJcpfpYCnqLigyuS+RyKGfNEluH5s2DMiqKm7pOYgxAJmIAmroEQUBVaw9OlTXjZGkLTpU342xlG3q1hlPxLaQSTPeyx+xpTpjt54RYPyd4OSjYSkRkZpraWnFA9TFx2n1fteEu91JbW3FT1/5AxBlmkwsDkIkYgOh86j4tMivbxFBU1oy00mbUthm3EnnYKzDbzxGzpzlhjr8zZnjZc68zIjMSBAGa0lJ0JieLM8xSUqBtbTUoI3NzhU1CAmwS5sNmfgLk7u5mqi2NBAYgEzEA0aUMtBKllTbjZKkYis5WtUF7wWAihVyKaB9HzPFzwhx/J8ROc4aDtdxMtSYiQadDT3b2uSn3qalGM8wsg4PEMJSQAOu4uZDZ2pqptnQlGIBMxABEw9XV24czFa36UJRW1oyWLuMNYENUtpjj74Q5fs6IC3Dmlh5EZqTr7UX3yVPoPHoUnUePoufsWcMB1TIZlDNnii1EiYlQRnP80HjHAGQiBiAylbitRwfSSpuRWiJ2mxU1dBqVc7e3whx/Z8T5O2OOvxPCPey5UCORmQwMqO5MPorO5GRoSssMrkttbcXFGOfPh21iIuTTpvEPmHGGAchEDEA0Gho61P2BqAmppc3IqGhF3wXdZnZWFpjt54S5/k6Y6++Mmb6OXJOIyEx6KyrFMHT0KLqOJhuNH5L7+MAmMRE2ifNhM28eZPx9YXYMQCZiAKKx0N2rxemKFpwobsKJ/q6zDnWfQRlLmRTRPg6YGyB2mcX6OcFewXFERGNN0GrRk5UtdpcdOYKuU6cMF2SUycQd7vsDEafbmwcDkIkYgMgctDoB2dVtSC1pwomSZhwvaTJak0gqASI87REX4Iz4AGfM9XeGi62VmWpMNHXpOjvReeIEOo+IgejC9YekdnawmTdPDERJSbD08TZTTacWBiATMQDReCAIAkobu3C8pAnHi5twoqQJpY1dRuWCVbaI728hig9w4d5mRGagqapC59Gj6DhyBJ1Hk6G7oLvM0t+/PwwlwiYuDlIbGzPVdHJjADIRAxCNV7VtPTheLAailOJG5NV2GJXxc7FGfH8Yig90ho+TtRlqSjR1CVotes6eReeRI+g4fATd6emA9rx9COVyWM+eDZvERNgmJcIqPBwSKdcMGwkMQCZiAKKJormzFydKmpDSH4iyqtqM9jbzcVIiPsAF8wKdMS/QBb7ODEREY0nb3o7OY8fQefgIOo8cgaaiwuC6zMUFtkliV5lNYiIsnJ3NVNOJjwHIRAxANFG19WiQVtKMY8WNSClqQkZlq9ECjd6OSsT3h6GEQBeuRUQ0hgZWp+7oD0OdKSkQus7r2pZIxM1ck5Jgm5QIZUwMJHJOfBgqBiATMQDRZNGh7kNaaTNSihpxrKgRZwaZen9hIGILEdHYEXp70XUqHZ2HD6Hj8BGos7MNrkttbGCdMA+2SUn9g6l9zFTTiYEByEQMQDRZdfWKgehYUSOOFTXhdHnLoIEoIchFDERBLvB2VJqptkRTT199vTiY+tBhdB45Am1zs8F1Sz8/sauMg6kHxQBkIgYgmirOD0TJhYO3EE1ztkZCoAvmB4stRCp7zjIjGguCToees1noPHIYHYcPozv9NNB33lphcjmsY2PF8UMLFsAqNHTKd2czAJmIAYimqk51H1JLm5Fc2IjkokZkDjKGKNDNBvODXJAQ6Ip5gVyHiGisaDs60HXsmDjV/tBho8HUFm5u4tihBUmwTkiAhZOTmWpqPgxAJmIAIhK192iQWtKM5KJGHC1swNmqNlz4EyPcww4JQS6YH+SKuABnOCg5YJNotOkHUx86jM7Dh9F5/DiE7u5zBSQSKKKjYJuYBJsFSVBGR0Mim/zb6jAAmYgBiGhwrV0apBQ34mihOKg6p6bd4LpUAkR6O+gD0Vx/J1hbcjsAotGm6+1Fd2qqOLvs0CGo8/MNrksdHGCbOB82SQtgk5gIubvKTDUdXQxAJmIAIhqaxg41jhU14UhhA44VNhrteC+XSTDL16k/ELlg1jQnWFpwwTei0aapqUHn4cNiIDp6FLq2NoPrViHBsJkvrkxtPWcOpMrJMdlh1APQ+++/j507d6K4uBjJycnw8/PDjh07EBAQgBtuuOGKKz5eMAARXZnq1m4kF4otREcLGlDV2mNwXSGXYq6/MxKDXTE/yAUzvBwgk07tQZtEo03o60P3mQxxqv2hw+jJzMT5fdkSuRzKObGwXbAQtguSYBkcPGEHU49qAHrjjTewefNmPPbYY3jxxReRmZmJwMBAvPvuu3jvvfewf/9+kyo/HjAAEZlOEASUNXWJYaiwEcmFDWjo6DUoY6+wwLxAFyQGuyIx2AVBbrYT9gcv0UTR19yMrmPH9HuX9VVVG1y38PCA7YIk2CQmwSZhHmQODmaq6fCNagCaPn06XnrpJaxevRp2dnY4ffo0AgMDkZmZicWLF6OhocGkyo8HDEBEI08QBOTVduBIQQOOFjYgpagJ7eo+gzIqOyt961BisCu8uAYR0agSBAG9xSVid9mhQ+g6fhyCWn2ugFQKZXS0fiPX8T6YelQDkFKpRE5ODvz8/AwCUH5+PqKjo9F9/ij0CYoBiGj09Wl1OFPZ2t9l1oATJc3o7dMZlAl0tcH8YBckBrkiIcgFjtaWZqot0dSg6+lB14lU/crUvYWFBtelDg6wmZ8A26QFsElKGneDqYfz+3vY0zMCAgKQnp4OPz8/g/N79uxBRETEcG9HRFOUhUyK2dOcMHuaE9ZfFYwejRYnS5txpLABRwoacaaiBUUNnShq6MQHx8ogkQCRXg6YH+yCpGBXzPFzhtJy/P4lSjQRSRUK2C4Q1xJyB6CprkbH4cPoPHJUHEzd2or2b/ag/Zs9AACr0FDYLEiC7YKFsJ49CxLLifNHyrBbgN566y1s2bIFf/zjH3HvvffirbfeQmFhIbZt24a33noLt91227Aq8Prrr2P79u2oqanBzJkz8eqrryIuLu6i5Xfs2IE33ngDZWVlcHV1xU033YRt27ZBoVBc8T0vxBYgIvNr69EgpagJRwoacKSgAfl1HQbXLWVSxPo5ITFY7C6L8naAhYwzzIhGi9DXh+6MDHQeOoyOI4fRcybDcDC1tTVs5s0Txw8tWAhLH+8xr+OozwL717/+hS1btqCwv2nMy8sLW7duxb333jus+3z88cdYs2YNdu7cifj4eOzYsQOffvopcnNzoVIZN6v9+9//xj333IN//OMfmD9/PvLy8rBu3TrcdttteOWVV67onoNhACIaf+raenC0sBGH+wNR9QUzzOysLDAvyAWJQS5ICnHlgGqiUdbX3IzOo0fFQHT4MLQXjAG2DAyE7YIFsFm4QJxqbzX6q8aP2TpAXV1d6OjoGHKwuFB8fDzmzp2L1157DQCg0+ng6+uLhx9+GE8++aRR+YceegjZ2dnYu3ev/tzjjz+OlJQUHD58+IruORgGIKLxTRAEFDd04khBAw4XNCC5sBFtPYYDqt3txQHVC0JckRjkyj3MiEaRoNNBnZODjh8PoePwIXSfSge0Wv11iVIJm7g42CxcANsFC2A5bdqo1GNUA1BxcTH6+voQEhJicD4/Px9yuRz+/v5Duk9vby+sra2xa9curF69Wn9+7dq1aGlpwZdffmn0mn//+9948MEH8d133yEuLg5FRUW47rrrcNddd+Gpp566onsCgFqthvq8Ue9tbW3w9fVlACKaILQ6AZmVrTjcP8NssAHVoe62SAp2Q1KIC+ICXGBrxRWqiUaLtq0NnUeT0XHoR3T+eAh99fUG1y39/OB0551wvuvOEf26ozoIet26dbjnnnuMAlBKSgreeustHDhwYEj3aWhogFarhbu7u8F5d3d35OTkDPqa22+/HQ0NDUhKSoIgCOjr68MDDzyAp5566orvCQDbtm3D1q1bh1RvIhp/ZFIJZvo6Yqavo35AdWpJs767LLOqFXm1Hcir7cA/jhTDQirBrGmO+kA008eR44eIRpDM3h721y6H/bXLIQgC1Lm56Dh0CJ0/HkLXqVPoLS2Ftr3t8jcaRcMOQKdOnUJiYqLR+Xnz5uGhhx4akUpdzIEDB/DSSy/hr3/9K+Lj41FQUIBHH30Uv/3tb/Hss89e8X03bdqEDRs26D8faAEioolJIZchKcQVSSGuAIDmzl4kF4njhw7nN6CsqQsnSppxoqQZf/rh3PihBSGuSAx2RaCrDccPEY0QiUQCRXg4FOHhcL3vPmg7OtCZnAxFWJhZ6zXsACSRSNDe3m50vrW1Fdrz+vsux9XVFTKZDLW1tQbna2tr4eHhMehrnn32Wdx11134+c9/DgCIiopCZ2cn7r//fjz99NNXdE8AsLKygtUYDM4iIvNwsrHEyihPrIzyBACUNXbpW4eOFDagpUuD77Nq8X2W+LPDy0HRH6DckBjkAhdb/nwgGikyW1vYX321uauBYbf5Lly4ENu2bTMIO1qtFtu2bUNSUtKQ72NpaYnY2FiDAc06nQ579+5FQkLCoK/p6uqCVGpYZVn/ipSCIFzRPYlo6pnmYo3b46fh9TtmI+2Zq/HfhxLx6+VhSAh0gaVMiqrWHnySWoFHPjyF2Bd+wHV/OYRt32TjSEEDejRD/0OPiMavYbcAvfzyy1i4cCHCwsKwYMECAMChQ4fQ1taGffv2DeteGzZswNq1azFnzhzExcVhx44d6OzsxN133w0AWLNmDby9vbFt2zYAwKpVq/DKK69g1qxZ+i6wZ599FqtWrdIHocvdk4jofDKpBNE+joj2EccPdfdqcbykCYfz63EovwE5Ne04W9WGs1Vt+NvBIlhZSBEf6IIFwa5YEOqKMHc7dpcRTUDDDkDTp0/HmTNn8Nprr+H06dNQKpVYs2YNHnroITg7Ow/rXrfeeivq6+uxefNm1NTUICYmBnv27NEPYi4rKzNo8XnmmWcgkUjwzDPPoLKyEm5ubli1ahVefPHFId+TiOhSlJYyLAp1w6JQNwBAfbsaRwoa8GN+PQ7nN6CuXY0f8+rxY149sBtws7PSh6GkYDe42bG7jGgiMGkdoMmK6wAR0WAGNnQ9lF+PwwUNOFbUiB6N4XT7CE97LAxxxYIQN8zxd4JCzu06iMbKqC+E2NLSguPHj6Ourg46neE//jVr1gz3duMOAxARDYW6T4u0kmYcKmjAofx6ZFYaTutVyKWIDxBnly0MdUOIiqtTE42mUQ1A//vf/3DHHXego6MD9vb2Bv+YJRIJmpqarqzW4wgDEBFdicYONQ4XNODHvAYcLqhHbZva4LqHvQILQ8XWoaRgVzjZTJyNI4kmglENQKGhoVi5ciVeeuklWFtbm1TR8YoBiIhMJQgC8us6xPFC+Q1IKWqE+rzVqSUSINrHEYv6W4difLkYI5GpRjUA2djYICMjA4GBgSZVcjxjACKikdaj0eJ4cVN/IKpHXq3h7vZ2CgskBbtiUagbFoa6wctRaaaaEk1co7oVxvLly5GamjqpAxAR0UhTyGVY2B9uAKC6tRuH8hpwsH92WWu3Bt9k1uCbzBoA4t5l4mw0FeYGOMHKgoOpiUbSsFuA3n77bTz//PO4++67ERUVBblcbnD9+uuvH9EKmgNbgIhoLGl1As5UtODHvAYczKtDenkLdOf9ZFbKZUgIcsGiUDcsDnODn4uN+SpLNI6NahfYhSsxG9xMIhnWdhjjFQMQEZlTS1cvDhc04EBuPQ7m1aO+3XAwtb+LdX8YUmFeoAuUlmwdIgLGYBr8ZMcARETjhSAIyK5ux8G8ehzMq0NqSTP6zmsesrSQIj7AGVeFqXBVuAoBrmwdoqmLAchEDEBENF51qPtwtKABB/PqcSC3HpUt3QbX/VyscVWYCovC3JAQ6MKFGGlKGfUA1NnZiYMHD6KsrAy9vb0G1x555JHh3m7cYQAioolAEAQU1nfgQG499ufW4XhxEzTacz/SrSykSAhyEVuHwlSY5jI5ly4hGjCqAejUqVNYuXIlurq60NnZCWdnZzQ0NMDa2hoqlQpFRUUmVX48YAAioolooHVof24dDuTWo7q1x+B6oJsNrgpTYUm4CnP9nWFpwXWHaHIZ1QC0ePFihIaGYufOnXBwcMDp06chl8tx55134tFHH8WNN95oUuXHAwYgIproBEFAbm272DqUU4e0UsOxQzaWMiSFuGJJuNg6pLJXmLG2RCNjVAOQo6MjUlJSEBYWBkdHRyQnJyMiIgIpKSlYu3YtcnJyTKr8eMAARESTTVuPBofzG7A/pw77c+vR0GE4syzS2x5LwlRYEuGOaG8HSKXcs4wmnlFdCFEul+unwqtUKpSVlSEiIgIODg4oLy+/shoTEdGoslfIsTLKEyujPKHTCThb1YZ9OXXYl1uHMxUtyKxsQ2ZlG/6yrwCutpZYFCp2lS0IdYW9Qn75L0A0wQw7AM2aNQsnTpxASEgIFi1ahM2bN6OhoQHvv/8+IiMjR6OOREQ0gqRSCaJ8HBDl44BHl4WgoUOt7yr7Ma8eDR29+OxkBT47WQELqQRxAc5YGuGOpeEq+HOaPU0Sw+4CS01NRXt7O6666irU1dVhzZo1OHr0KEJCQvD2228jJiZmlKo6dtgFRkRTlUarw4mSJuzLrsO+nDoUNXQaXA90tcGScBWWRrhjjr8T5NzAlcYRrgNkIgYgIiJRcUOn2FWWU4uUoiaDgdT2CgssClNhabgKi8Pc4GhtacaaEo1yAFqyZAk+//xzODo6Gn3R1atXY9++fcOu8HjDAEREZKytR4NDeQ3Ym1OLA7n1aOo8tw6cTCpBrJ8TlkWIrUNBbrZmrClNVaO+F1hNTQ1UKpXB+bq6Onh7e0Oj0Qy/xuMMAxAR0aVpdQLSy1uwN7sWe7PrkFvbbnA90NUGS/vD0Bw/J1iwq4zGwKjMAjtz5oz+v7OyslBTU6P/XKvVYs+ePfD29r6C6hIR0UQz0OIT6+eE31wbjvKmLuzNrsUP2XVIKW5EUUMnig4V481DxXBQynFVmBuWTXfHwlA3ziqjcWHILUBSqRQSibguxGAvUSqVePXVV3HPPfeMbA3NgC1ARERXrr1Hgx/zGrA3uxb7cuvQ0nWuZ0Auk2BeoAuWhquwbLo7fJy4PQeNnFHpAistLYUgCAgMDMTx48fh5uamv2ZpaQmVSgWZbHJsuscAREQ0Mvq0OpwsE7vKvs+uRVG94ayyCE97XB0hhqFILy7ASKYZ1TFABw8eRGJiIiwsDHvPtFotjhw5goULFw6/xuMMAxAR0egoqu/A3uw6fJ9Vi9TSJpw3qQzu9lZYGuGOqyPckRDEnexp+EY1AMlkMlRXVxsNgm5sbIRKpYJWqx1+jccZBiAiotHX3NmL/bl1+CG7Fgdz69HZe+73h7WlDItC3bAswh1LwlVwsuEUe7q8Ud0KQxAE/Vig8zU2NsLGhiuEEhHR0DjZWOLG2T64cbYP1H1aJBc24ofsWvyQVYeath58k1mDbzJrIJUAc/ydcc10dyyLcOdq1DQihtwCNLDL+5dffolrr70WVlZW+mtarRZnzpxBWFgY9uzZMzo1HUNsASIiMh9BEJBZ2Ybvs2rwfXYdsqvbDK6HqGxx9XR3XD3dHTN9HDluiPRGpQXIwcEBgPiNaWdnB6VSqb9maWmJefPm4b777rvCKhMREYkkknN7lW24Jkw/xf77bHE16vy6DuTXdeCvBwqhsusfNzRdhflBrhw3REM27DFAW7duxcaNGyd1dxdbgIiIxqfWLg0O5NXhuyxx3FCHuk9/zdpShoUh4npDS8JVcOa4oSmHe4GZiAGIiGj8U/dpcayoCd9n1WBvdh2qW3v01wbGDV0dIXaVcdzQ1DDiAWj27NnYu3cvnJycMGvWrEEHQQ84efLk8Gs8zjAAERFNLIIg4GxVG77PqsX3WbXIGmTc0LLp7riG44YmtREfA3TDDTfoBz2vXr3a5AoSERGNJIlEgkhvB0R6O+BXV4eiorkLP2SJW3McK2rUjxt647xxQ9dM53pDUxm7wAbBFiAiosmjtVuDA7ni4osHLjJu6OrpXG9oMhizMUAdHR3Q6XQG5yZDYGAAIiKanHr7dDhW1IjvsmrwfVYtatvU+msyqQRz/Jz0U+z9XDhuaKIZ1QBUXFyMhx56CAcOHEBPz7kBZwMLJHIlaCIimggEQUBGZSt+yKrFd1m1yKlpN7g+MG7o6unuiOG4oQlhVANQYmIiBEHAo48+Cnd3d6MB0YsWLRp+jccZBiAioqmnvKkLP2SLg6hTipugPW+jMldbKyyLUOHq6e5IDOZ6Q+PVqAYgW1tbpKWlISwszKRKjmcMQEREU9vAekPf96831H7euCGlXIakEFf9uCFXW6tL3InG0qjuBTZ37lyUl5dP6gBERERTm4O1HDfEeOOGGG/09umQUtyIH/qn2Fe19uin20skwOxpTljWvxp1kJvtJZeKofFj2C1AhYWFeOCBB3DnnXciMjIScrnc4Hp0dPSIVtAc2AJERESDGVhvaG92Hb7PrkFmpeF6QwGuNlgWocKyCHfE+jnBQiY1U02nplHtAjt27Bhuv/12lJSUnLuJRMJB0ERENOVUt3bjh2yxq+xYYSN6tedmRjtay3FVmApLI1RYGOoGe4X8EneikTCqAWj69OmIiIjAb37zm0EHQfv5+Q2/xuMMAxAREQ1Xh7oPh/Lq8X12Lfbl1KGlS6O/JpdJEB/ggqX9rUO+ztZmrOnkNaoByMbGBqdPn0ZwcLBJlRzPGICIiMgUfVodTpa16HexL6rvNLge6m6LpRHuWBahQoyvE2ScYj8ihvP7e9idk0uWLMHp06evuHKDef311+Hv7w+FQoH4+HgcP378omUXL14MiURidFx33XX6MuvWrTO6fu21145onYmIiC7GQiZFXIAzNq2MwL7HF2P/xsV4emUE4gOcIZNKkFcrbsvx0zeSEffiD3j8k9P4JqPaYJVqGl3DngW2atUq/OpXv0JGRgaioqKMBkFff/31w7rfxx9/jA0bNmDnzp2Ij4/Hjh07sHz5cuTm5kKlUhmV//zzz9Hb26v/vLGxETNnzsTNN99sUO7aa6/FO++8o/98YC8zIiKisRbgaoP7FgbivoWBaOnqxcG8enGKfV49Gjt78dnJCnx2sgKWMiniA52xLMIdSyNU8HFiV9loGXYXmFR68UajKxkEHR8fj7lz5+K1114DAOh0Ovj6+uLhhx/Gk08+ednX79ixA5s3b0Z1dTVsbMRly9etW4eWlhZ88cUXw6rLAHaBERHRWNBodThR3IQfsuuwN6cWpY1dBtfDPeywJFyFpRHuiPF1ZFfZZYzqOkAX7v1lit7eXqSlpWHTpk36c1KpFMuWLUNycvKQ7vH222/jtttu04efAQcOHIBKpYKTkxOWLFmCF154AS4uLoPeQ61WQ60+tx9MW1vboOWIiIhGklwmxfxgV8wPdsWz/xeBwvoO7M2uw97sOqSWNiGnph05Ne3464FCuNhYYnH/rLIFIa6w46wykww7AA2mpaUFjo6Ow35dQ0MDtFot3N3dDc67u7sjJyfnsq8/fvw4MjMz8fbbbxucv/baa3HjjTciICAAhYWFeOqpp7BixQokJydDJjNevnzbtm3YunXrsOtPREQ0UiQSCYJVdghW2eEXi4LQ3NmLA3l1+CG7Dj9e0FUml0kQF+CMJeHuWBqugr8rN24drmF3gb388svw9/fHrbfeCgC4+eab8dlnn8HT0xO7d+/GzJkzh3yvqqoqeHt74+jRo0hISNCf/81vfoODBw8iJSXlkq//xS9+geTkZJw5c+aS5YqKihAUFIQffvgBS5cuNbo+WAuQr68vu8CIiGhc0Gh1SC1pxr6cWuzNrkNRg+GsskA3GywNV2FJuDvm+DtBPkUXYBzVLrCdO3fiX//6FwDg+++/xw8//IA9e/bgk08+wa9//Wt89913Q76Xq6srZDIZamtrDc7X1tbCw8Pjkq/t7OzERx99hOeff/6yXycwMBCurq4oKCgYNABZWVlxkDQREY1bcpkUCUEuSAhywdPXTUdRfQf25dRhX04djhc3oai+E0X1xXjzUDHsFBZYGOqGpeEqLA5TwdnG0tzVH5eGHYBqamrg6+sLAPjqq69wyy234JprroG/vz/i4+OHdS9LS0vExsZi7969WL16NQBxjNHevXvx0EMPXfK1n376KdRqNe68887Lfp2Kigo0NjbC09NzWPUjIiIajwLdbBHoZoufLwhEW48Gh/IasDenFgdy69HU2Yuvz1Tj6zPVkEiAWb6OWBrhjqvCVIjwtONeZf2GHYCcnJxQXl4OX19f7NmzBy+88AIAcX+UK9kGY8OGDVi7di3mzJmDuLg47NixA52dnbj77rsBAGvWrIG3tze2bdtm8Lq3334bq1evNhrY3NHRga1bt+KnP/0pPDw8UFhYiN/85jcIDg7G8uXLh10/IiKi8cxeIcd10Z64LtoTWp2A0xUt2Jddh705dciubsPJshacLGvB9m9z4emgwFXhKiwJUyEx2BVKS+NxsVPFsAPQjTfeiNtvvx0hISFobGzEihUrAACnTp26otWhb731VtTX12Pz5s2oqalBTEwM9uzZox8YXVZWZjT1Pjc3F4cPHx60u00mk+HMmTN477330NLSAi8vL1xzzTX47W9/y24uIiKa1GRSCWZPc8LsaU7YuDwMVS3d2J9bh/05dThc0IDq1h78O6UM/04pg6WFFAmBLlgSrsKScNWU255j2IOgNRoN/vznP6O8vBzr1q3DrFmzAAB/+tOfYGdnh5///OejUtGxxHWAiIhosunRaJFc1Ij9/WOHKpq7Da6HqGyxJFyFq8JViPWbmAOpR3UvsKmAAYiIiCYzQRBQUNeBvf1hKK20GVrduTgwUQdSj3oAys/Px/79+1FXV2e0MOLmzZuHe7txhwGIiIimktYuDX7Mr8e+nDocyK1D83k72UskQIyvoz4MzfCyH7cDqUc1AL355pv45S9/CVdXV3h4eBg8BIlEgpMnT15ZrccRBiAiIpqqtDoB6eUt+q6yrGrD3RHc7a1wVZgYhpJCXGFrNSJrKo+IUQ1Afn5+ePDBB/HEE0+YVMnxjAGIiIhIVNPag/25Yhg6UtCArt5zM77lMgniA1zEmWXhKgSYeUXqUQ1A9vb2SE9PR2BgoEmVHM8YgIiIiIyp+7Q4XtyEfTnizLKSCzZvDXC1wVVhYhiKC3CGpcXYDqQe1QB07733Yu7cuXjggQdMquR4xgBERER0eQMrUu/PFVek1mjPRQobSxmSQlzFmWVhKqjsFaNen1HdCiM4OBjPPvssjh07hqioKMjlhrvRPvLII8O9JREREU1A569I3d6jweH8hv5AVI+GDjW+PVuLb8+K211FettjSbg7loSrEO3tAKnUvAOph90CFBAQcPGbSSQoKioyuVLmxhYgIiKiK6fTCcisatV3lZ2uaDW47mpriXuSAvDg4uEvoHwpo9oCVFxcfMUVIyIioslPKpUg2scR0T6OeGxZKOrb1TjQP5D6UH4DGjp6zV3F4QcgIiIiouFws7PCzXN8cfMcX/T26ZBa0gR/M88Yu6IAVFFRgf/+978oKytDb69hinvllVdGpGJEREQ0+VhaSDE/2NXc1Rh+ANq7dy+uv/56BAYGIicnB5GRkSgpKYEgCJg9e/Zo1JGIiIhoRA17gv6mTZuwceNGZGRkQKFQ4LPPPkN5eTkWLVqEm2++eTTqSERERDSihh2AsrOzsWbNGgCAhYUFuru7YWtri+effx4vv/zyiFeQiIiIaKQNOwDZ2Njox/14enqisLBQf62hoWHkakZEREQ0SoY9BmjevHk4fPgwIiIisHLlSjz++OPIyMjA559/jnnz5o1GHYmIiIhG1LAD0CuvvIKOjg4AwNatW9HR0YGPP/4YISEhnAFGREREE8KwApBWq0VFRQWio6MBiN1hO3fuHJWKEREREY2WYY0BkslkuOaaa9Dc3Dxa9SEiIiIadcMeBB0ZGTkp9vsiIiKiqWvYAeiFF17Axo0b8dVXX6G6uhptbW0GBxEREdF4N+Td4J9//nk8/vjjsLOzO/diybmt7AVBgEQigVarHflajjHuBk9ERDTxDOf395ADkEwmQ3V1NbKzsy9ZbtGiRUOv6TjFAERERDTxDOf395BngQ3kpMkQcIiIiGhqG9YYoPO7vIiIiIgmqmGtAxQaGnrZENTU1GRShYiIiIhG27AC0NatW+Hg4DBadSEiIiIaE8MKQLfddhtUKtVo1YWIiIhoTAx5DBDH/xAREdFkMeQANMTZ8kRERETj3pC7wHQ63WjWg4iIiGjMDHsrDCIiIqKJjgFoLPV2AZoec9eCiIhoyhvWLDAyUcYnwFe/ApwDAbdwQBUhHm4RgEswYGFp7hoSERFNCQxAY6mxEBB0QGOBeOR8de6a1EIMQW7hgGp6fziaDjgHAFKZ+epMREQ0CQ15M9SpZNQ2QxUEoL0GqM8G6nL6P/b/d2/74K+RWQFuoYBqhhiK3Ps/2nsDXJqAiIhIb1Q2Q6URIJEA9p7iEbTk3HlBANoq+8NQ1nnhKAfo6wZqMsTjfAqH/pai6YD7dDEguU8XzxMREdElsQVoEKPWAjRcOi3QUgrUZp0XjrKBxnxA1zf4axx8xVYi/REJOAcBMmZdIiKa3Ibz+5sBaBDjJgBdTJ8aaMgXA1Ht2f6PWUBbxeDlZVaAWxjgESUGIo9I8aO189jWm4iIaBSxC2yys7ASQ4xHpOH57maxhagmE6g7K4aj2ixA0wnUnBGP89l7GwYij2hxhpqUqyMQEdHkxhagQYz7FqDh0OmAlhIxDNVkArX9R3PJ4OXlNmLXmUeUeHhGi+OL5IqxrDUREdGwTbgusNdffx3bt29HTU0NZs6ciVdffRVxcXGDll28eDEOHjxodH7lypX4+uuvAYj7lj333HN488030dLSgsTERLzxxhsICQkZUn0mVQC6mJ42setsYIB1TYb4ed8gCzVKZP1daNFiIPKcKYYjDrgmIqJxZEIFoI8//hhr1qzBzp07ER8fjx07duDTTz9Fbm4uVCqVUfmmpib09vbqP29sbMTMmTPx1ltvYd26dQCAl19+Gdu2bcN7772HgIAAPPvss8jIyEBWVhYUisu3ZEyJADQYbR/QVCiGoerT/cHoDNDVOHh5J38xDOmPGMDGdSxrTEREpDehAlB8fDzmzp2L1157DYC46aqvry8efvhhPPnkk5d9/Y4dO7B582ZUV1fDxsYGgiDAy8sLjz/+ODZu3AgAaG1thbu7O959913cdtttl73nlA1AgxEEoK1KDELV/eOIqk8DreWDl7f3AbxixDA08NHWbezqS0REU9aEGQTd29uLtLQ0bNq0SX9OKpVi2bJlSE5OHtI93n77bdx2222wsbEBABQXF6OmpgbLli3Tl3FwcEB8fDySk5OHFIDoPBIJ4OAtHmErzp3vaupvJToDVKWL/91UKM5Ea6swXOV6IBR5xQCeswCvWYCNyxi/ESIionPMGoAaGhqg1Wrh7u5ucN7d3R05OTmXff3x48eRmZmJt99+W3+upqZGf48L7zlw7UJqtRpqtVr/eVtb25Dfw5Rl7QwEXSUeA3razgtE6eLHxoLBQ5HjNMBrthiGvGeLLUWKKd7aRkREY2ZCT4N/++23ERUVddEB00O1bds2bN26dYRqNYUp7AH/JPEYoG4Xu86qTp07mgqBljLxyPqiv6AEcA0Vw5B3rPjRPYobxBIR0agwawBydXWFTCZDbW2twfna2lp4eHhc8rWdnZ346KOP8PzzzxucH3hdbW0tPD09De4ZExMz6L02bdqEDRs26D9va2uDr6/vcN4KXYyVHeCfKB4DulvELrOqk0DlSbGlqLUMaMgVj9MfiuVkluLMM+9Y8fCZI65TxD3QiIjIRGYNQJaWloiNjcXevXuxevVqAOIg6L179+Khhx665Gs//fRTqNVq3HnnnQbnAwIC4OHhgb179+oDT1tbG1JSUvDLX/5y0HtZWVnBysrK5PdDQ6R0BAIXiceAjvr+QJQmhqLKNKC7CahMFQ/9a536w9BcMRB5x4rniIiIhsHsXWAbNmzA2rVrMWfOHMTFxWHHjh3o7OzE3XffDQBYs2YNvL29sW3bNoPXvf3221i9ejVcXAwH00okEjz22GN44YUXEBISop8G7+XlpQ9ZNA7ZugGhy8UDEGefNZeIQagiVfxYfVpc7brgB/EY4BIiBiLfueJH1XRAKjPL2yAioonB7AHo1ltvRX19PTZv3oyamhrExMRgz549+kHMZWVlkF6wNUNubi4OHz6M7777btB7/uY3v0FnZyfuv/9+tLS0ICkpCXv27BnSGkA0TkgkgHOAeETdJJ7r6xVXsa7obxWqOAE0FYmbwzbmA6f/LZaztBXHEPnEAb7xYksR9z0jIqLzmH0doPGI6wBNIJ2N58JQ+XGx+6y33bicaxjg2x+IfOMB1xCOJSIimmQm1EKI4xED0ASm0wL1OWIYqjgBlKeIU/EvpHQ6F4amzROn5HO/MyKiCY0ByEQMQJNMZyNQcVwMQ2Up4mDrC/c8k1mKaxFNmwdMSxA/stuMiGhCYQAyEQPQJNfXKy7YWJ4ClCWLoaizzricW3h/IJoP+CWIizcSEdG4xQBkIgagKUYQxMHU+kB0DGjIMy5n7wP4ze8/EjmOiIhonGEAMhEDEKGzQQxCZclA6VFxCr6gNSxj43YuDPkl9k+/lw5+PyIiGnUMQCZiACIj6g5xUHXpUTEUVZwwHkekcBQD0cB2IO6RXI+IiGgMMQCZiAGILqtPLe5rVnIYKD0ijiPSdBqWsXIwDEQeUQxERESjiAHIRAxANGzaPrGbrPQwUHJEbCVStxmWUTiIXWX+C4CABYBqBrvMiIhGEAOQiRiAyGTaPnGmWcnh/laio8YLNCqdxZahgIVAwCIOqiYiMhEDkIkYgGjEafuAmtNA8SGg5JA4wLq3w7CMrUd/GFoobhTLafdERMPCAGQiBiAadVqNOIao+CBQ/KO4cvWFg6qdAsQgFNB/2LgMfi8iIgLAAGQyBiAac5oecbXq4h+BooNAZZrxtHuPaCBwsXhMSwAsrc1RUyKicYsByEQMQGR2PW3iuKHig2IgqjtreF1mKe5jFrgYCLpK3MaDM8yIaIpjADIRAxCNOx11/a1D+4HCA0BbheF1haM4dihoiRiInPzNUEkiIvNiADIRAxCNawNbdxTuA4oOiMHowin3zoFiGAq8SgxGCn4fE9HkxwBkIgYgmlC0feIO94X7xRaiihOAru/cdYkM8I0DgpaKocgrht1lRDQpMQCZiAGIJrSeNnHtocJ9YiBqLDC8rnTqHzu0FAheCth7maWaREQjjQHIRAxANKk0l4phqHAvUPQjoG41vK6aLgahoKXi1h0WVuapJxGRiRiATMQARJOWtg+oTAUK9oqBqPIkgPN+BMitxa06gpcBIcvEsURERBMEA5CJGIBoyuhqErvJCvYCBT8AHbWG152DgJCrgeCrAf9EQK40Tz2JiIaAAchEDEA0JQkCUJsJ5H8vBqLyY4aDqS0UYutQyNViC5FLkPnqSkQ0CAYgEzEAEUEcTF188FwgunDtIecgIOQaMRD5JQJyhXnqSUTUjwHIRAxARBcQBKAuGyj4XgxEZcmGrUNya3G/spCrxVDk6Gu+uhLRlMUAZCIGIKLL6GkTF2HM/04MRB01htdV0/tbh64Rt+yQWZilmkQ0tTAAmYgBiGgYBAGoyTgXhiqOA4Lu3HWFgzjFPnS5OJiau9oT0ShhADIRAxCRCbqaxHWH8r4Vu8y6m8+7KBFXpQ65Bgi9FnCfAUgkZqsqEU0uDEAmYgAiGiE6LVCRCuR/C+R9B9RmGF639xFbhkKvBQIWcJo9EZmEAchEDEBEo6S1Quwqy/sWKDoI9HWfu2ahBAIXnQtE3KKDiIaJAchEDEBEY0DTLe5kn/eteFw4zd4jGghbIQYiz1mAVGqeehLRhMEAZCIGIKIxJghA7Vkgb48YhipOwGCLDlv3cy1DgYsBSxtz1ZSIxjEGIBMxABGZWUe9OIA69xtxQHVvx7lrFgogYGF/6xC7yojoHAYgEzEAEY0jfWqg5LDYOpS7B2gtM7zuGSOGobAVYrcZZ5URTVkMQCZiACIapwZWpM77RmwdqkiFQVeZvbfYVRa2Uty3jNtzEE0pDEAmYgAimiA66sUp9gNdZZquc9fkNkDwEjEMhVwD2Liar55ENCYYgEzEAEQ0AWl6xFllubvF7rL26vMuSsQtOcJWAOHXAa4hZqsmEY0eBiATMQARTXCCAFSniy1DubvFrTrO5xLcP25opRiMpDKzVJOIRhYDkIkYgIgmmZYycXp97m6g+BCg05y7Zu0ChCwHwlcCgVcBVrbmqycRmYQByEQMQESTWE8bULgXyNktrkrd03LumsxKXI06bGX/FHtPs1WTiIaPAchEDEBEU4S2DyhL7u8q+xpoLjG87jVbbBkKWwmopnOKPdE4xwBkIgYgoilIEID6HLGbLGc3UJlqeN3RTwxC4SuBafMBmYV56klEF8UAZCIGICJCe03/4ovfAIX7Aa363DWFozi1PnwlELwMsLIzWzWJ6Jzh/P42++6Cr7/+Ovz9/aFQKBAfH4/jx49fsnxLSwvWr18PT09PWFlZITQ0FLt379Zf37JlCyQSicERHh4+2m+DiCYbOw8gdh1w+8fAE8XArR8AMXcASmdx3FDGJ8Cn64DfBwLv3wiceAtorTRzpYloqMzahvvxxx9jw4YN2LlzJ+Lj47Fjxw4sX74cubm5UKlURuV7e3tx9dVXQ6VSYdeuXfD29kZpaSkcHR0Nys2YMQM//PCD/nMLCzZVE5EJLG2AiFXiodMC5cfFMUM5u4GmQnFQdeFe4OvH+7fmWNm/NUcUxw0RjVNm7QKLj4/H3Llz8dprrwEAdDodfH198fDDD+PJJ580Kr9z505s374dOTk5kMvlg95zy5Yt+OKLL5Cenn7F9WIXGBENWX2eOG4od7cYjM7fmsNhWv/iiysBv0RANvjPLSIaGROiC6y3txdpaWlYtmzZucpIpVi2bBmSk5MHfc1///tfJCQkYP369XB3d0dkZCReeuklaLVag3L5+fnw8vJCYGAg7rjjDpSVlQ16PyIik7mFAkmPAfd+B2zMB65/TWwBslCKG7ce/xvwzxuA3wcBu+4FMj8DelrNXWuiKc9sfUMNDQ3QarVwd3c3OO/u7o6cnJxBX1NUVIR9+/bhjjvuwO7du1FQUIAHH3wQGo0Gzz33HACxVendd99FWFgYqqursXXrVixYsACZmZmwsxt8oKJarYZafW6AY1tb2wi9SyKaUmzdgNl3iUdvF1B0QOwqy90DdDUAmbvEQyoH/JPOdZU5+pq75kRTzoQaHKPT6aBSqfD3v/8dMpkMsbGxqKysxPbt2/UBaMWKFfry0dHRiI+Ph5+fHz755BPce++9g95327Zt2Lp165i8ByKaIiytxa6v8JXiuKGK1P4w9A3QkAcU7RePb34tjhUK619vyHMmxw0RjQGzBSBXV1fIZDLU1tYanK+trYWHh8egr/H09IRcLodMdm7fnoiICNTU1KC3txeWlpZGr3F0dERoaCgKCgouWpdNmzZhw4YN+s/b2trg68u/yIhohEhlwLR48bj6eaCh4FzLUPkxca+ymgzg4MuAvbe4CnXYSiBgAWBhZe7aE01KZhsDZGlpidjYWOzdu1d/TqfTYe/evUhISBj0NYmJiSgoKIBOp9Ofy8vLg6en56DhBwA6OjpQWFgIT8+LL2lvZWUFe3t7g4OIaNS4BgOJjwL3fCOOG1r9BhD+f4DcBmirBFLfBv71U3GK/SdrgNMfAV1N5q410aRi1llgH3/8MdauXYu//e1viIuLw44dO/DJJ58gJycH7u7uWLNmDby9vbFt2zYAQHl5OWbMmIG1a9fi4YcfRn5+Pu655x488sgjePrppwEAGzduxKpVq+Dn54eqqio899xzSE9PR1ZWFtzc3IZUL84CIyKz0PQAxT/2zyr7BuioOXdNIgWmJZzbxd4lyHz1JBqnhvP726xjgG699VbU19dj8+bNqKmpQUxMDPbs2aMfGF1WVgap9Fwjla+vL7799lv86le/QnR0NLy9vfHoo4/iiSee0JepqKjAz372MzQ2NsLNzQ1JSUk4duzYkMMPEZHZyBVA6DXicd0rQPUpsZss9xugNgMoPSIe3z0DuIT0h6EVgG+82M1GREPGrTAGwRYgIhp3Wsr6N239Big5DOg0564pncWtOcJWAEFLAAV/btHUxL3ATMQARETjWk+buPJ07jdA/ndAd/O5a/op9ivEwdROfuarJ9EYYwAyEQMQEU0Y2j6gPOXcuKGmQsPrqun9s8pWAN6x7CqjSY0ByEQMQEQ0YTXki2Eo71ugLBkQzs2ahbVrf1fZtWJXGXexp0mGAchEDEBENCl0NQEFP4gtQwV7AfV5W3AMdJWFXguELgecA8xXT6IRwgBkIgYgIpp0tBqxRSh3D5D3DdBUZHjdNUwMQqHXirPKZBNqowAiAAxAJmMAIqJJryEfyNsjdpWVHgWE8zaVVjgAwcuAkOVAyNWAtbP56kk0DAxAJmIAIqIppbtF7CrL/854VplECvjMFccOhS4H3CO5VxmNWwxAJmIAIqIpa2Dj1vxvxdah2kzD6/beYqtQyHIgcBFgaWOeehINggHIRAxARET9WivEVqG8b4Gig0Bf97lrMitxIHXINWIo4vYcZGYMQCZiACIiGoSmW1yFOu9bsYWopczwunPQuTDklyhu7UE0hhiATMQARER0GYIANOT1h6HvxBlmur5z1+XWQMDC/sHUVwNO/marKk0dDEAmYgAiIhqmnjag6ED/QOrvDXeyB8TNW0OuFgMRW4dolDAAmYgBiIjIBIIA1GQABd8D+T+IW3WcP83eQgkELACCrwaCl3LsEI0YBiATMQAREY2g7haxdajgB/Forza87hQgtgwFLxMHVVvZmqOWNAkwAJmIAYiIaJQIAlB7VmwdKtgLlB0DdJpz16VyYNq8/kC0lOsO0bAwAJmIAYiIaIyo24HiQ/2tQ98bzyyzdRc3bg1aAgReBdi6maeeNCEwAJmIAYiIyAwEAWgsBAr3iq1DJYcATZdhGY/oc4Fo2jzAwso8daVxiQHIRAxARETjQJ9a7CIr3CceNWcMr1soAf9EsWUo6CpANZ3dZVMcA5CJGICIiMahjjqgcD9QtF8MRB21htdt3YHAxecCkZ2HWapJ5sMAZCIGICKicU4QgLrsc61DpUcNt+kAALeI/kC0WGwpsrIzR01pDDEAmYgBiIhogtH0iOsNFe0XW4mqTwM479eb1ALwjhXDUMAicYd7C0tz1ZZGCQOQiRiAiIgmuK4moPhHcf2hogNAc7Hhdbk14DdfDEMBC8XB1VKpOWpKI4gByEQMQEREk0xzibibffFB8WNXg+F1pZO4CONAIHIN5YDqCYgByEQMQEREk5hOB9RliWGo+Eeg5AjQ225YxtYd8F8gbtnhvwBwDmQgmgAYgEzEAERENIVo+4CqU0DxAXFRxvIUoK/HsIy9t9hC5L9A/Ojkz0A0DjEAmYgBiIhoCutTAxUnxDBU/KP43+dv1wEADr7irvb+SQxE4wgDkIkYgIiISK+3S2wVKjksrk5dmQbo+gzL2PuIg6r9EwG/JHGHewaiMccAZCIGICIiuqjezvMC0ZH+QHRBC5GthxiI/OaLLUVu4ZxlNgYYgEzEAEREREPW2wmUHwdKj4gLMlacALS9hmWUTsC0+YBfgvjRMxqQyc1T30mMAchEDEBERHTFND1AZaoYhkqPiuFI02lYRm4tLsboNx+YlgD4zAEsbcxT30mEAchEDEBERDRitBqg+ozYQlSWLIainhbDMhIZ4DlTDEN+CYDvPMDWzSzVncgYgEzEAERERKNGpwPqc4Cyo0BpsrjjfVuFcTnnQDEQ+cYD0+YBLiEcR3QZDEAmYgAiIqIx1VIuBqGyo0BZirhQIy749axwBHzj+o94cW8zdpsZYAAyEQMQERGZVXeLOJi67Jh4VKYZ73YvkQHuM8QwNBCMHP2m9PR7BiATMQAREdG4otUANRnigOryFPFoqzQuZ6MSg5DPHMAnDvCaBVhaj319zYQByEQMQERENO61VoiBqOKEGIiqzxivRySRAR6R4oyzgWMS72vGAGQiBiAiIppwNN1A9en+QNQfjNqrjcspncTxQ95zxJYi71jA2nns6zsKGIBMxABERESTQmulGIQGjqp0QKs2Lucc2B+K+g+PKECuHPPqmooByEQMQERENCn19QK1meKg6opUccHGxgLjclILcYC11+z+UDS7fzsP2djXeRgYgEzEAERERFNGdzNQebL/SBNDUWe9cTm5jbiFh9dscXC192zAKWBcrU3EAGQiBiAiIpqyBAFoLT8XiKpOiUdvh3FZKwfAa6YYiAYOM07FZwAyEQMQERHReXRaoCG/Pwz1txbVZAw+nkjpBHjGAF4x/R9nAY7TxiQUDef3t9nbrV5//XX4+/tDoVAgPj4ex48fv2T5lpYWrF+/Hp6enrCyskJoaCh2795t0j2JiIjoEqQyQBUOxPwMWLkduG8v8FQl8ItDwKq/ALF3i2FHKhe71Ir2A4f/BHy6FvhzNPD7AOCfNwDfPwdkfg40FootTWZkYc4v/vHHH2PDhg3YuXMn4uPjsWPHDixfvhy5ublQqVRG5Xt7e3H11VdDpVJh165d8Pb2RmlpKRwdHa/4nkRERHQFZHJxTJBnNBC7VjzXpwZqzwLV6eKMs+p0oDarPxQdEI8Bs9cC1/9lzKs9wKxdYPHx8Zg7dy5ee+01AIBOp4Ovry8efvhhPPnkk0bld+7cie3btyMnJwdyuXxE7jkYdoERERGNkD61uLdZ9WnxqEoXQ9LVzwPzHhjRLzWc399mawHq7e1FWloaNm3apD8nlUqxbNkyJCcnD/qa//73v0hISMD69evx5Zdfws3NDbfffjueeOIJyGSyK7onAKjVaqjV5/ox29raRuAdEhERESyszg2QHqDViIcZmW0MUENDA7RaLdzd3Q3Ou7u7o6amZtDXFBUVYdeuXdBqtdi9ezeeffZZ/PGPf8QLL7xwxfcEgG3btsHBwUF/+Pr6mvjuiIiI6KJkcrPvUWb2QdDDodPpoFKp8Pe//x2xsbG49dZb8fTTT2Pnzp0m3XfTpk1obW3VH+Xl5SNUYyIiIhqPzNYF5urqCplMhtraWoPztbW18PDwGPQ1np6ekMvlkMnOrUQZERGBmpoa9Pb2XtE9AcDKygpWVlYmvBsiIiKaSMzWAmRpaYnY2Fjs3btXf06n02Hv3r1ISEgY9DWJiYkoKCiATqfTn8vLy4OnpycsLS2v6J5EREQ09Zi1C2zDhg1488038d577yE7Oxu//OUv0dnZibvvvhsAsGbNGoMBzb/85S/R1NSERx99FHl5efj666/x0ksvYf369UO+JxEREZFZ1wG69dZbUV9fj82bN6OmpgYxMTHYs2ePfhBzWVkZpOftMeLr64tvv/0Wv/rVrxAdHQ1vb288+uijeOKJJ4Z8TyIiIiJuhTEIrgNEREQ08UyorTCIiIiIxhoDEBEREU05DEBEREQ05TAAERER0ZTDAERERERTDgMQERERTTkMQERERDTlmHUhxPFqYGmktrY2M9eEiIiIhmrg9/ZQljhkABpEe3s7AHHlaSIiIppY2tvb4eDgcMkyXAl6EDqdDlVVVbCzs4NEIjF3dYakra0Nvr6+KC8v5+rVg+DzuTw+o0vj87k0Pp9L4/O5tJF6PoIgoL29HV5eXgZbaQ2GLUCDkEql8PHxMXc1roi9vT3/cV0Cn8/l8RldGp/PpfH5XBqfz6WNxPO5XMvPAA6CJiIioimHAYiIiIimHAagScLKygrPPfccrKyszF2VcYnP5/L4jC6Nz+fS+Hwujc/n0szxfDgImoiIiKYctgARERHRlMMARERERFMOAxARERFNOQxARERENOUwAI1DP/74I1atWgUvLy9IJBJ88cUXl33Nv/71L8ycORPW1tbw9PTEPffcg8bGRoMyO3bsQFhYGJRKJXx9ffGrX/0KPT09o/QuRteVPKPXX38dERERUCqVCAsLwz//+U+jMp9++inCw8OhUCgQFRWF3bt3j0LtR99oPJ8333wTCxYsgJOTE5ycnLBs2TIcP358lN7B6Bqt758BH330ESQSCVavXj1ylR5Do/V8WlpasH79enh6esLKygqhoaET8t/YaD2fyfIzetu2bZg7dy7s7OygUqmwevVq5ObmXvZ1l/v5KwgCNm/eDE9PTyiVSixbtgz5+flXXlGBxp3du3cLTz/9tPD5558LAIT//Oc/lyx/+PBhQSqVCn/+85+FoqIi4dChQ8KMGTOEn/zkJ/oy//rXvwQrKyvhX//6l1BcXCx8++23gqenp/CrX/1qlN/N6BjuM/rrX/8q2NnZCR999JFQWFgofPjhh4Ktra3w3//+V1/myJEjgkwmE37/+98LWVlZwjPPPCPI5XIhIyNjlN/NyBuN53P77bcLr7/+unDq1CkhOztbWLduneDg4CBUVFSM8rsZeaPxfAYUFxcL3t7ewoIFC4QbbrhhdN7AKBuN56NWq4U5c+YIK1euFA4fPiwUFxcLBw4cENLT00f53Yy80Xg+k+ln9PLly4V33nlHyMzMFNLT04WVK1cK06ZNEzo6Oi76mqH8/P3d734nODg4CF988YVw+vRp4frrrxcCAgKE7u7uK6onA9A4N5R/XNu3bxcCAwMNzv3lL38RvL299Z+vX79eWLJkiUGZDRs2CImJiSNWV3MZyjNKSEgQNm7caHDuwvd/yy23CNddd51Bmfj4eOEXv/jFiNXVHEbq+Vyor69PsLOzE957772RqKbZjOTz6evrE+bPny+89dZbwtq1aydsADrfSD2fN954QwgMDBR6e3tHo5pmM1LPZzL/jK6rqxMACAcPHrxomcv9/NXpdIKHh4ewfft2/fWWlhbByspK+PDDD6+oXuwCmwQSEhJQXl6O3bt3QxAE1NbWYteuXVi5cqW+zPz585GWlqbvsigqKsLu3bsNykxmarUaCoXC4JxSqcTx48eh0WgAAMnJyVi2bJlBmeXLlyM5OXnM6mkuQ3k+F+rq6oJGo4Gzs/NYVNGshvp8nn/+eahUKtx7771jXUWzGsrz+e9//4uEhASsX78e7u7uiIyMxEsvvQStVmuOKo+poTyfyfwzurW1FQAu+bPicj9/i4uLUVNTY1DGwcEB8fHxV/wzmgFoEkhMTMS//vUv3HrrrbC0tISHhwccHBzw+uuv68vcfvvteP7555GUlAS5XI6goCAsXrwYTz31lBlrPnaWL1+Ot956C2lpaRAEAampqXjrrbeg0WjQ0NAAAKipqYG7u7vB69zd3VFTU2OOKo+poTyfCz3xxBPw8vIy+qE1GQ3l+Rw+fBhvv/023nzzTTPXduwN5fkUFRVh165d0Gq12L17N5599ln88Y9/xAsvvGDm2o++oTyfyfozWqfT4bHHHkNiYiIiIyMvWu5yP38HPo7kz2gGoEkgKysLjz76KDZv3oy0tDTs2bMHJSUleOCBB/RlDhw4gJdeegl//etfcfLkSXz++ef4+uuv8dvf/taMNR87zz77LFasWIF58+ZBLpfjhhtuwNq1awEAUin/GQz3+fzud7/DRx99hP/85z9Gf9lORpd7Pu3t7bjrrrvw5ptvwtXV1cy1HXtD+f7R6XRQqVT4+9//jtjYWNx66614+umnsXPnTnNWfUwM5flM1p/R69evR2ZmJj766CNzV8XYFXWc0ZjBEPqX77zzTuGmm24yOHfo0CEBgFBVVSUIgiAkJSUZ9UG///77glKpFLRa7YjWeawN5RkN6O3tFcrLy4W+vj79wMSB9+/r6yv86U9/Mii/efNmITo6eoRrPLZG6vkM2L59u+Dg4CCcOHFiFGo79kbi+Zw6dUoAIMhkMv0hkUgEiUQiyGQyoaCgYHTfxCgaqe+fhQsXCkuXLjUov3v3bgGAoFarR7raY2akns9k/Bm9fv16wcfHRygqKrps2cv9/C0sLBQACKdOnTIos3DhQuGRRx65ovrxT99JoKury+ivdJlMBkCcNjjUMlOBXC6Hj48PZDIZPvroI/zf//2f/rkkJCRg7969BuW///57JCQkmKOqZnGp5wMAv//97/Hb3/4We/bswZw5c8xYU/O42PMJDw9HRkYG0tPT9cf111+Pq666Cunp6fD19TV31cfEpb5/EhMTUVBQAJ1Opy+fl5cHT09PWFpamqvKY+pSz2cy/YwWBAEPPfQQ/vOf/2Dfvn0ICAi47Gsu9/M3ICAAHh4eBmXa2tqQkpJy5T+jryg20ahqb28XTp06pf+r8pVXXhFOnTollJaWCoIgCE8++aRw11136cu/8847goWFhfDXv/5VKCwsFA4fPizMmTNHiIuL05d57rnnBDs7O+HDDz8UioqKhO+++04ICgoSbrnlljF/fyNhuM8oNzdXeP/994W8vDwhJSVFuPXWWwVnZ2ehuLhYX+bIkSOChYWF8Ic//EHIzs4WnnvuuQk7DX40ns/vfvc7wdLSUti1a5dQXV2tP9rb28f67ZlsNJ7PhSbyLLDReD5lZWWCnZ2d8NBDDwm5ubnCV199JahUKuGFF14Y67dnstF4PpPpZ/Qvf/lLwcHBQThw4IDBz4quri59mbvuukt48skn9Z8P5efv7373O8HR0VH48ssvhTNnzgg33HADp8FPNvv37xcAGB1r164VBEH8wbpo0SKD1/zlL38Rpk+fLiiVSsHT01O44447DNZn0Wg0wpYtW4SgoCBBoVAIvr6+woMPPig0NzeP3RsbQcN9RllZWUJMTIygVCoFe3t74YYbbhBycnKM7vvJJ58IoaGhgqWlpTBjxgzh66+/HqN3NLJG4/n4+fkNes/nnntu7N7YCBmt75/zTeQANFrP5+jRo0J8fLxgZWUlBAYGCi+++KLQ19c3Ru9q5IzG85lMP6MHezYAhHfeeUdfZtGiRfrnNeByP391Op3w7LPPCu7u7oKVlZWwdOlSITc394rrKemvLBEREdGUwTFARERENOUwABEREdGUwwBEREREUw4DEBEREU05DEBEREQ05TAAERER0ZTDAERERERTDgMQEQ2ZIAi4//774ezsDIlEgvT0dHNXaVxat24dJBIJJBIJvvjiixG994EDB/T3Xr169Yjem8hUP/74I1atWgUvL68r+v7v6enBunXrEBUVBQsLi8t+jx85cgQWFhaIiYkZdl0ZgIhoyPbs2YN3330XX331FaqrqxEZGWnuKo1b1157Laqrq7FixQr9uYv9Qli3bt2Qw8z8+fNRXV2NW265ZYRqSjRyOjs7MXPmTLz++utX9HqtVgulUolHHnkEy5Ytu2TZlpYWrFmzBkuXLr2ir8UARERDVlhYCE9PT8yfPx8eHh6wsLAwKtPb22uGmo0/VlZW8PDwgJWV1Yje19LSEh4eHlAqlSN6X6KRsGLFCrzwwgv4yU9+Muh1tVqNjRs3wtvbGzY2NoiPj8eBAwf0121sbPDGG2/gvvvug4eHxyW/1gMPPIDbb7/9ijdDZQAioiFZt24dHn74YZSVlUEikcDf3x8AsHjxYjz00EN47LHH4OrqiuXLlwMAMjMzsWLFCtja2sLd3R133XUXGhoa9Pfr7OzEmjVrYGtrC09PT/zxj3/E4sWL8dhjj+nLDNZi4ujoiHfffVf/eXl5OW655RY4OjrC2dkZN9xwA0pKSgzqvXr1avzhD3+Ap6cnXFxcsH79emg0Gn0ZtVqNJ554Ar6+vrCyskJwcDDefvttCIKA4OBg/OEPfzCoQ3p6OiQSCQoKCkx7qIMoKSnRd3GdfyxevHjEvxbRWHvooYeQnJyMjz76CGfOnMHNN9+Ma6+9Fvn5+cO6zzvvvIOioiI899xzV1wXBiAiGpI///nPeP755+Hj44Pq6mqcOHFCf+29996DpaUljhw5gp07d6KlpQVLlizBrFmzkJqaij179qC2ttag2+bXv/41Dh48iC+//BLfffcdDhw4gJMnTw6rThqNBsuXL4ednR0OHTqEI0eOwNbWFtdee61BS9T+/ftRWFiI/fv347333sO7775rEKLWrFmDDz/8EH/5y1+QnZ2Nv/3tb7C1tYVEIsE999yDd955x+DrvvPOO1i4cCGCg4OH+RQvz9fXF9XV1frj1KlTcHFxwcKFC0f8axGNpbKyMrzzzjv49NNPsWDBAgQFBWHjxo1ISkoy+jd2Kfn5+XjyySfxwQcfDNoKPVRX/koimlIcHBxgZ2cHmUxm1DQdEhKC3//+9/rPX3jhBcyaNQsvvfSS/tw//vEP+Pr6Ii8vD15eXnj77bfxwQcf6Pvv33vvPfj4+AyrTh9//DF0Oh3eeustSCQSAGI4cXR0xIEDB3DNNdcAAJycnPDaa69BJpMhPDwc1113Hfbu3Yv77rsPeXl5+OSTT/D999/rxxwEBgbqv8a6deuwefNmHD9+HHFxcdBoNPj3v/9t1Co0VD/72c8gk8kMzqnValx33XUAYPB8e3p6sHr1aiQkJGDLli1X9PWIxouMjAxotVqEhoYanFer1XBxcRnSPbRaLW6//XZs3brV6D7DxQBERCaLjY01+Pz06dPYv38/bG1tjcoWFhaiu7sbvb29iI+P1593dnZGWFjYsL7u6dOnUVBQADs7O4PzPT09KCws1H8+Y8YMg9Dh6emJjIwMAGJ3lkwmw6JFiwb9Gl5eXrjuuuvwj3/8A3Fxcfjf//4HtVqNm2++eVh1HfCnP/3JaHDnE088Aa1Wa1T2nnvuQXt7O77//ntIpWywp4mto6MDMpkMaWlpRn8EDPazYjDt7e1ITU3FqVOn8NBDDwEAdDodBEGAhYUFvvvuOyxZsmRI92IAIiKT2djYGHze0dGBVatW4eWXXzYq6+npOeSxMxKJBIIgGJw7f+xOR0cHYmNj8a9//cvotW5ubvr/lsvlRvfV6XQAMKTBxD//+c9x11134U9/+hPeeecd3HrrrbC2th7Se7iQh4eHUdeZnZ0dWlpaDM698MIL+Pbbb3H8+HGjgEc0Ec2aNQtarRZ1dXVYsGDBFd3D3t5e/8fLgL/+9a/Yt28fdu3ahYCAgCHfiwGIiEbc7Nmz8dlnn8Hf33/QPvqgoCDI5XKkpKRg2rRpAIDm5mbk5eUZtMS4ubmhurpa/3l+fj66uroMvs7HH38MlUoFe3v7K6prVFQUdDodDh48eNFptytXrtTPTtmzZw9+/PHHK/paQ/XZZ5/h+eefxzfffIOgoKBR/VpEI6mjo8PgD5zi4mKkp6fD2dkZoaGhuOOOO7BmzRr88Y9/xKxZs1BfX4+9e/ciOjpa3w2clZWF3t5eNDU1ob29Xb/eWExMDKRSqdHyGyqVCgqFYtjLcrBNlYhG3Pr169HU1ISf/exnOHHiBAoLC/Htt9/i7rvvhlarha2tLe699178+te/xr59+5CZmYl169YZdfMsWbIEr732Gk6dOoXU1FQ88MADBq05d9xxB1xdXXHDDTfg0KFDKC4uxoEDB/DII4+goqJiSHX19/fH2rVrcc899+CLL77Q3+OTTz7Rl5HJZFi3bh02bdqEkJCQK552OxSZmZlYs2YNnnjiCcyYMQM1NTWoqalBU1PTqH1NopGSmpqKWbNmYdasWQCADRs2YNasWdi8eTMAcYzemjVr8PjjjyMsLAyrV6/GiRMn9H8IAeIfHLNmzcL//vc/HDhwwOB+I4kBiIhGnJeXF44cOQKtVotrrrkGUVFReOyxx+Do6KgPOdu3b8eCBQuwatUqLFu2DElJSUZjif74xz/C19cXCxYswO23346NGzcadD1ZW1vjxx9/xLRp03DjjTciIiIC9957L3p6eobVIvTGG2/gpptuwoMPPojw8HDcd9996OzsNChz7733ore3F3fffbcJT+byUlNT0dXVhRdeeAGenp7648YbbxzVr0s0EhYvXgxBEIyOgVmXcrkcW7duRXFxMXp7e1FVVYXPP/8cUVFR+nuUlJQMeo+L2bJlyxWtSi8RLnVXIqIxtHjxYsTExGDHjh3mroqRQ4cOYenSpSgvL4e7u/sly65btw4tLS0jvg3GWH8NosmMLUBERJegVqtRUVGBLVu24Oabb75s+Bnw1VdfwdbWFl999dWI1ufQoUOwtbUddOA3EQ0dB0ETEV3Chx9+iHvvvRcxMTH45z//OaTX/P73v8czzzwDQJz1NpLmzJmjb+4f6tRhIjLGLjAiIiKactgFRkRERFMOAxARERFNOQxARERENOUwABEREdGUwwBEREREUw4DEBEREU05DEBEREQ05TAAERER0ZTDAERERERTzv8D5BmpvFlN8e0AAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Variables to adapt to your simulation\n",
+ "monitor_name = \"mode_monitor\"\n",
+ "mode_index = 0 # Index of the mode to analyze\n",
+ "direction = \"+\" # The direction of the mode, can be '+' or '-'\n",
+ "# ------------------------------------\n",
+ "\n",
+ "import matplotlib.pyplot as plt # Import matplotlib for plotting\n",
+ "import tidy3d as td\n",
+ "import tidy3d.web as web\n",
+ "\n",
+ "design_task_id = [\n",
+ " \"sw-8738b266-4733-48da-aa13-11b4397872bf1\",\n",
+ " \"sw-e490dc15-217f-49b3-a4f5-0675c92d85b80\",\n",
+ " \"sw-b91352e9-fb81-4880-9394-3399fa724fc13\",\n",
+ " \"sw-f48edeeb-5372-4bfb-acbf-c7f3199d0fc52\",\n",
+ "]\n",
+ "\n",
+ "ax = None # Create the ax variable\n",
+ "for id, task_id in enumerate(design_task_id):\n",
+ " # Load and save the design optimization simulations\n",
+ " sim_data = web.load(task_id, path=f\"./sim_{id}.hdf5\", verbose=False)\n",
+ "\n",
+ " # Plot the |amp|^2\n",
+ " mode_amplitudes = sim_data[monitor_name].amps.sel(mode_index=mode_index, direction=direction)\n",
+ " transmittance = mode_amplitudes.abs**2\n",
+ " ax = transmittance.plot(ax=ax)[0].axes # Get the axes from the plot\n",
+ "\n",
+ "ax.set_ylabel(\"Transmittance\")\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Process Mode Solver Data "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We can also run sweeps using the [ModeSolver](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.plugins.mode.ModeSolver.html).\n",
+ "\n",
+ "In this case, it is useful to use the `sim_data[monitor_name].to_dataframe()` method to create a [Pandas DataFrame](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html) object containing full mode information, and easily access the real (\"n eff\") and imaginary (\"k eff\") parts of the effective index, as well as the mode area and group index if [calculated in the simulation](https://docs.flexcompute.com/projects/tidy3d/en/v2.7.6/faq/docs/faq/how-do-i-plot-the-mode-group-index-versus-wavelength.html)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Variables to adapt to your simulation\n",
+ "mode_index = 0 # Index of the mode to analyze\n",
+ "quantity_of_interest = \"n eff\" # Can be 'n eff', 'k eff' or 'mode area'\n",
+ "# ------------------------------------\n",
+ "\n",
+ "import matplotlib.pyplot as plt # Import matplotlib for plotting\n",
+ "import tidy3d as td\n",
+ "import tidy3d.web as web\n",
+ "\n",
+ "design_task_id = [\n",
+ " \"sw-db60f8aa-3196-4361-b694-48f6100a4b474\",\n",
+ " \"sw-3340fb2a-9627-40f0-a1d0-b5d67128f78914\",\n",
+ " \"sw-8e22ae40-3b92-4221-9bf6-25c9104cd8ec11\",\n",
+ " \"sw-608fd3e1-ad5c-41ca-a382-247268204ffb3\",\n",
+ " \"sw-809cc1e1-0fd5-4f44-8454-fc1aea75df2e1\",\n",
+ " \"sw-0fb58701-c820-4090-a309-ebbda46a86ca12\",\n",
+ " \"sw-6dc7d32b-7ab6-49c3-8f64-168c9a54c8127\",\n",
+ " \"sw-82abae19-4978-47ee-aac8-cb8da40c9e5e13\",\n",
+ " \"sw-6d84d662-542c-46b6-91a6-718f84c12de12\",\n",
+ " \"sw-5402252e-ccf1-46c1-8a89-789f18cffbe910\",\n",
+ " \"sw-dc16e0a9-26c1-4e75-9564-36e6c7bdb05415\",\n",
+ " \"sw-3b550f02-3fa4-46d2-9a75-8f0aec1a3a5e6\",\n",
+ " \"sw-36823176-e570-4ebc-b339-f20ef0ef4b525\",\n",
+ " \"sw-d5bc6181-9e34-4212-a665-87c7be630e718\",\n",
+ " \"sw-723945f8-b3c0-4af6-a902-f204895bdc839\",\n",
+ " \"sw-0c6e28fa-c2bd-49a7-aca9-cb1946b27f210\",\n",
+ "]\n",
+ "\n",
+ "ax = None # Create the ax variable\n",
+ "for id, task_id in enumerate(design_task_id):\n",
+ " # Load and save the design optimization simulations\n",
+ " sim_data = web.load(task_id, path=f\"./sim_{id}.hdf5\", verbose=False)\n",
+ "\n",
+ " # Create the DataFrame\n",
+ " dataframe = sim_data.to_dataframe()\n",
+ " # Select and plot the quantity of interest\n",
+ " ax = (\n",
+ " dataframe.xs(key=mode_index, level=\"mode_index\")\n",
+ " .set_index(\"wavelength\")[quantity_of_interest]\n",
+ " .plot(ax=ax)\n",
+ " )\n",
+ "\n",
+ "ax.set_ylabel(quantity_of_interest)\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The code snippet above can be easily adapted to extract and visualize different modal properties by simply modifying the `quantity_of_interest` variable. Available quantities include:\n",
+ "\n",
+ "| Description | `quantity_of_interest` value |\n",
+ "|---------------------------------|------------------------------------|\n",
+ "| Effective index (real part) | 'n eff' |\n",
+ "| Effective index (imaginary part) | 'k eff' |\n",
+ "| TE (Ey) polarization fraction | 'TE (Ey) fraction' |\n",
+ "| Waveguide TE fraction | 'wg TE fraction' |\n",
+ "| Waveguide TM fraction | 'wg TM fraction' |\n",
+ "| Mode area | 'mode area' |\n",
+ "| Group index | 'group index' |\n",
+ "| Dispersion (ps/(nm·km)) | 'dispersion (ps/(nm km))' |\n",
+ "\n",
+ "Just set `quantity_of_interest` to any of the values above to obtain the corresponding data."
+ ]
+ }
+ ],
+ "metadata": {
+ "description": "This notebook demonstrates how to perform post-processing and batch analysis of parametric sweep results using Tidy3D.",
+ "kernelspec": {
+ "display_name": "base",
+ "language": "python",
+ "name": "python3"
+ },
+ "keywords": "post-processing, parametric sweep, batch analysis, Tidy3D, FDTD",
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.7"
+ },
+ "title": "How to post-process GUI data using Tidy3D | Flexcompute"
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/docs/features/data_visualisation.rst b/docs/features/data_visualisation.rst
index d5aa03bd..865a4dc6 100644
--- a/docs/features/data_visualisation.rst
+++ b/docs/features/data_visualisation.rst
@@ -14,3 +14,4 @@ Visualizing and analyzing data is crucial for validating and extracting meaningf
../../FieldProjections
../../GroupDelayCalculation
../../UnstructuredData
+ ../../GUIDataTutorial
\ No newline at end of file