{ "cells": [ { "cell_type": "markdown", "id": "2c4abf14", "metadata": {}, "source": [ "# Diffusion models for ultrasound image generation\n", "\n", "In this notebook, we will look at one of the current state-of-the-art deep generative models: diffusion models. These models have shown great promise in generating high-quality images and have been applied to various tasks, including [ultrasound synthesis](https://arxiv.org/abs/2305.05424), [inpainting](https://3d-ultrasound-diffusion.github.io/), but also [denoising / dehazing](https://dehazing-diffusion.github.io/) of ultrasound images. [zea.Models](../../models.rst) supports some pretrained diffusion models, ready to perform prior and posterior sampling. We'll start, as always with setting the Keras backend." ] }, { "cell_type": "markdown", "id": "aad06e25", "metadata": {}, "source": [ "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tue-bmd/zea/blob/main/docs/source/notebooks/models/diffusion_model_example.ipynb)\n", " \n", "[![View on GitHub](https://img.shields.io/badge/GitHub-View%20Source-blue?logo=github)](https://github.com/tue-bmd/zea/blob/main/docs/source/notebooks/models/diffusion_model_example.ipynb)\n", " \n", "[![Hugging Face model](https://img.shields.io/badge/Hugging%20Face-Model-yellow?logo=huggingface)](https://huggingface.co/zeahub/diffusion-echonet-dynamic)" ] }, { "cell_type": "markdown", "id": "f377c769", "metadata": {}, "source": [ "‼️ **Important:** This notebook is optimized for **GPU/TPU**. Code execution on a **CPU** may be very slow.\n", "\n", "If you are running in Colab, please enable a hardware accelerator via:\n", "\n", "**Runtime → Change runtime type → Hardware accelerator → GPU/TPU** 🚀." ] }, { "cell_type": "code", "execution_count": 1, "id": "ab0fdd14", "metadata": {}, "outputs": [], "source": [ "%%capture\n", "%pip install zea" ] }, { "cell_type": "code", "execution_count": 2, "id": "6cbd1a8d", "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "os.environ[\"KERAS_BACKEND\"] = \"jax\"\n", "os.environ[\"TF_CPP_MIN_LOG_LEVEL\"] = \"2\"" ] }, { "cell_type": "code", "execution_count": 3, "id": "d4613691", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: Using backend 'jax'\n" ] } ], "source": [ "import keras\n", "from zea import log, init_device\n", "from zea.models.diffusion import DiffusionModel\n", "from zea.ops import Pipeline, ScanConvert\n", "from zea.func import translate\n", "from zea.data import Dataset\n", "from zea.visualize import plot_image_grid, set_mpl_style\n", "from zea.agent.selection import EquispacedLines" ] }, { "cell_type": "markdown", "id": "6a1838fd", "metadata": {}, "source": [ "We'll use the following parameters for this experiment." ] }, { "cell_type": "code", "execution_count": 4, "id": "977535ee", "metadata": { "tags": [ "parameters" ] }, "outputs": [], "source": [ "n_unconditional_samples = 16\n", "n_unconditional_steps = 90\n", "n_conditional_samples = 4\n", "n_conditional_steps = 200" ] }, { "cell_type": "markdown", "id": "a50b7bc2", "metadata": {}, "source": [ "We will work with the GPU if available, and initialize using `init_device` to pick the best available device. Also, (optionally), we will set the matplotlib style for plotting." ] }, { "cell_type": "code", "execution_count": 5, "id": "ea6425da", "metadata": {}, "outputs": [], "source": [ "init_device(verbose=False)\n", "set_mpl_style()" ] }, { "cell_type": "markdown", "id": "cd12e7a1", "metadata": {}, "source": [ "## Unconditional generation\n", "Let's choose a pretrained diffusion model (on EchoNet Dynamic dataset) and generate some ultrasound images. Using `presets.keys()` we can see the available models. One could also point to a custom model by passing a local path to the model checkpoint directory." ] }, { "cell_type": "code", "execution_count": 6, "id": "0abe2d71", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: Available built-in zea presets for DiffusionModel: ['diffusion-echonet-dynamic', 'diffusion-echonetlvh-3-frame']\n", "\u001b[1m90/90\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 49ms/step\n" ] } ], "source": [ "presets = list(DiffusionModel.presets.keys())\n", "log.info(f\"Available built-in zea presets for DiffusionModel: {presets}\")\n", "\n", "model = DiffusionModel.from_preset(\"diffusion-echonet-dynamic\") # or use a local path to your model\n", "\n", "# Prior sampling\n", "prior_samples = model.sample(\n", " n_samples=n_unconditional_samples, n_steps=n_unconditional_steps, verbose=True\n", ")" ] }, { "cell_type": "markdown", "id": "da6415ea", "metadata": {}, "source": [ "## Postprocessing\n", "Now we have generated the images, we want to postprocess them a bit (in this case, scanconvert to Cartesian grid). We can use the `zea.Pipeline` class to easily create a processing pipeline." ] }, { "cell_type": "code", "execution_count": 7, "id": "ec395e72", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: \u001b[38;5;214mWARNING\u001b[0m GPU support for order > 1 is not available. Disabling jit for ScanConvert.\n" ] } ], "source": [ "pipeline = Pipeline([ScanConvert(order=2, jit_compile=False)])\n", "parameters = {\n", " \"theta_range\": [-0.78, 0.78], # [-45, 45] in radians\n", " \"rho_range\": [0, 1],\n", "}\n", "processed_batch = keras.ops.squeeze(prior_samples, axis=-1)\n", "\n", "parameters = pipeline.prepare_parameters(**parameters)\n", "processed_batch = pipeline(data=processed_batch, **parameters)[\"data\"]" ] }, { "cell_type": "code", "execution_count": 8, "id": "f72c2981", "metadata": {}, "outputs": [ { "data": { "image/png": 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CKJVK0l0KQEY3DAYDSce7XC7RX4FAAIFAAOFwGNFoFH6/H16vF6FQSJaLA0Cr1ZJtII1GA3/+53/uFJifcCwtLSGTySCbzWJpaQmDwQAff/yxOFWUI65eo95iBzMzDdlsFtlsFplMRkqQ6OyRAOn1eqLLgsEgPvjgA/ze7/3ecy9jjvMG4O/+3b+Lf/bP/hneeecdfPvb30az2YTX60U4HEYgEMB4PEaj0cDOzo5EqP1+H7u7u2I4Z2dnEY1GcefOHZTLZXg8Hni9XliWhcFgAACIRqPIZDIIh8NIJBLIZDIYDAYYDAbodDr4jd/4DceBO6G4cuUKfu7nfg7r6+tYX19HOp3GzMyMsG3hcBihUAjRaBSlUgmffvopPvjgA6kdYas9HTcO79Wd0ADE4FJuk8kkZmZmZPjlf/kv/8VpvT/B+OpXv4obN27g9u3bsmKNYxfK5bI0wnB3KTv7PB6PFIrz92AwKIyI2+1GKBSC3++XInPWano8HukeZAr/j/7ojxxddkJx/fp1nD9/Hru7u/B6vZidnUWr1cKnn34qQ3hHoxHG47FknThKi7qMckKdR0ew1+sBgHTWszmQ8996vR7u3bsHj8eD//W//tdzLWPPvfP2Ez/xE/ilX/ol+Hw+LC0t4eOPP8YPf/hD2edHBVgul1GpVBCJRNDv99Fut7G7u4tWqwWfz4e5uTmEQiF8+umnKBaLsG1b2qNJBweDQcTjcYk0YrGY7EL1eDyo1+v4D//hPzh1IycMFy5cwKVLl5BKpRCNRtFsNtHtduH3++HxeBAKhWTdVSAQwJ07d/Dpp5+i2WzC5/OJszYYDCTFxSACAMLhsMxU8vv9CAaD0oHK5gUq0E6ngz/+4z92HLgTBsuy8Lf+1t/CuXPnZIxHv99Ho9EQVpe1uxwxw255yhGwz4i43W4AkPluwWBQanjZ7cz/i0QicLvdEvT6/X6kUin81//6X50mhhOGN998E2+88QY2NzfR6/VkdFY+n0elUhHGjGUe/JlfdPht24bb7Zbh4+FwGPF4HIFAQMZveb1ejMdjNJtNdDodIUMYOMzPz+M//+f//NzWwLk++yknFy+++CKuX7+OtbU1bGxs4Ac/+AHG4zFWV1cxNzcHv98PAOh2uxIFAJDC33a7LcxZtVrF/fv3AexFDcz3c1yI2+1Gp9NBuVyWfYGZTAapVAqRSAQulwu2beNnfuZnDu18OHj6uHDhAm7cuIFoNAqv14uVlRVcv34dsVhMGgvIinU6Hezs7KBQKKDRaMjePwYL7MhiBEtl2O/3JWIla8JRD4lEQtjf4XAIt9uNl19++ZDPioOnjb/zd/4Ofu7nfk5S7263W4LGZrMpnX3c2kHZof7q9XrStMCtHoPBQEbSdLtdlMtllMtlabAB9ubF8e/sfHa73SgUCjh79uwhnxUHTxOXL1/GV77yFWlGYF3kaDRCrVZDo9GYmBXIeW9kZvWgXn7XuoxOWr/fR6lUQrPZlAYtliF5PB4Mh0N4PB6Ew2H81E/91CGflcOD57AP4LBw+fJlvPXWW6LQWOvG9UOsE7FtW6bc27YtXj/rkBhBAEAsFsOlS5eQz+dx8+ZNSVcwvdVoNIQ9abVa8h5s4+90Okin03jllVfw3e9+95DPkIMnxfnz53Hjxg1hOgAI+1osFuHz+ZBIJFAqlWRgaqlUQqVSkW5SKjPWJfHL7XbLF59LJckJ5X6/H+12G5ZlIRQKodfryfyl06dP49NPPz3Es+PgaeHatWs4e/Ys7t+/j3g8DrfbLYXjLpdLWA/t1LELkE4YOwKZTqXcUKY0e8Ig1u12y5aPXq8njTLD4VBqK+fn57GxsXFo58bB08HFixfx5S9/WZpUqtWqZAXo7LN+kkEDG15oBwGI7dTdqB6PR5pk3G43PB6PBBYAhNjwer0oFApotVqYmZkRpvfq1at47733DvP0HAqeS+bt1KlTeOmllyRSYPcesMeqbW1toVKpiAJj3h7YTyuEw2EAEMPZ7/cRi8Vw/fp1vPzyy1heXhZWJJFI4PTp09JKXS6Xsb29Lakr1tZxuvSXvvQlXL9+/VDOjYOng6WlJbz88suys8/r9aJer+Ojjz5Cu93GxYsXcebMGVF2bJWv1+sSbZIto+HVXwDEkdPOIRkQzuBqNpsIBoPCwAF7KbZLly45zMgJwOrqKl577TUJCCkTlKFGo4F6vT7BtJEB4WOj0QjA3qaOdrstzC3ZNzp7AIS14+9cqcVRNW63W9Zueb1enDp1SuYVOjieOH/+PF577TWpV+v1enC73Thz5gxWVlYQDocRDAal/IMlHHTq6OAz6GSACew7c0zxa7aN+o8OYr1eh8fjwcLCgpSC+P1+vPjii/jSl750yGfpi8dzx7zNz8/jjTfegMvlQq1Wk8Jcr9crxZadTgd+vx+2bYvAcTMC0w6cVUPDywaGtbU1iU7j8Tg8nr1TzP2TZFB6vZ6kV3O5HGzbRrVaFWX66quvIhAI4Nvf/vYhnzEHnxcrKyt48cUXZcGy3+9HPB4X4/qjH/0IyWQS3W4Xd+/eFcXE5d+UQyovKj4NRqpcLUPFSgfN6/WK0WVHtNvthm3b8vjFixdhWRY++eSTwzhNDp4Qi4uLeP3112W7Rr/fn0hf8TFCp600q8FggClUADLZnk4cfycLx9lulDsWlddqNRkd4nK50G63MTs7i/F4jO3t7S/+JDl4Ipw7dw6vvPIKms2mOFLFYhHD4RDZbBbRaHRCP1FvcZNHNpud+F+m1WnnKFfAXuCpdVi/35cuZwal2WwWqVQKAGSmaqvVwtLSEqrVKm7evHk4J+oQ8Fw5b4lEAi+88IIwaUwp9Pt9oW5Zt0FqlzvaOp0OisWiKDjWgvD5Pp8Pw+EQH3/8sSgx0r+1Wk06cHRkcufOHUm/1mo1DAYDGR8B7NWxhMNhfOtb3zrkM+fgUZFOp/Hiiy/C7/dLbQeVGdOY5XIZ+XxeFBrr2cie6OJeAFLnwQJzAMLA8TUYETOwYETLAmA2MOjXA/aU82AwwO3btw/nhDl4LGSzWXz5y1+WMUbUS6x/ZCkHGTI+TmdOb+TQBhSAyJPulqfDxrQoAAlMOexXNz9QPqlTuaXBacY6Pjh16hRu3LghNd+1Wg2dTgfdbherq6t44YUXsLu7K13MetQMsOfIlctlYWIBTMw9pU3UKdR+v49mswnLsiRbwHE1sVhMyj+2t7dldhzryRcWFlCv15+bIOG5cd6i0SguXboEy7JQq9UQDAZF8ZHt4LBTpkq58Jvt8VRIVIwcaElDzbb5ZDKJfr+Pu3fvyp5Tv9+Pubk5jMdjVKtV9Ho9bGxsIBqNIhAISOqBE6gpqP/iX/wLpFIpfP3rXz/kM+jgs3DlyhXMzMxIrQflxLIstNttAJhoQtBFujS4OvKk80eFyBQ9gw5dwEtwjMNwOEQikUAkEsHZs2fh9/tx586dB9ZquVwuvPLKK7BtGx9++OEXf9IcfG5ks1m88cYbUkdLp7zf74sxbLfbkuKkrOhCcQDyMx05vQJQ6zmCKXpmFhjgskidnaaWZUk2gsYaAE6fPg3LspwBq8cAy8vLeOWVV1Aul2UEjG5EoN3iAHvu/Nb6rNPpyMBm6ql2u41utyuNLlre9K5mkiN0zlKplIyzqdfrMu6GGTNgL9vwxhtv4L333sOtW7cO7dx9UXgunLdwOIyzZ8/CsqyJfaVkI5jGBPBAsSSnPXMWG4VNryeiE9fv96VWjnsDmXZl7cn8/DwikYgsdQ4EAvB6vYhGozL9vFwuS6TbbrfxD//hP8RwOMRv/uZvHto5dPBwXLp0Ca+99ho++ugjYTKGw6Gk5Mm6UmF1u13p4GOqgWkoGmMAMt7DrHmj/Om0Ktlk/o1yBQCFQgH9fh+hUAher1dSamRPrly5gsFg8FylHY4jEokEvvrVryKRSAgTAmCiDpKypLtK9WgZU5Z0PRL/zqHPLDzXRhaAOGi6fgnARA0n5VF3IMbjcbTbbWdH5RHG3NwcLly4ICQDZ/+RnPB4PMKQ6dpwXmddS8kOdzpmfEyzbfwya+FYs8udzpRVOo+DwUCaAAeDAaLRKEKhEK5du4ZKpXLig4QT77zZto3V1VXE43GJGnu9HlqtlqQ7acAoYLr7ZTQaibLRLfScOwNAmDW3243d3V1UKhU0Gg3ZaUrHEIAwIh6PB7VaDZubm8K2NZtN2RfYbrdFqAHgn/7Tf4rhcIjf+Z3f+YLPoIPPAhsS3nvvvYlCbzIRbG6hImOwQFai3+9L2kErPiosMms6aAAw4byZXYPc9kFGmGNv2AnW6XQmappcLpeMEHEcuKOJcDiML33pSwgEAgD2x8LohisybNpxokyZuyaZhtdMnGbgzOYEZie4A1W/L2fDMQBh6l433QB7unJubg5bW1vOGq0jiLm5OVy+fFlm+VGeOM+NsyS5FYY1bAwkzICA0I1/+jlaLti1zCCiVqsJQaLll3ozGAzKuK6ZmRkEAgGpK75w4QLef//9Ez3E90Q7bz6fD8vLywiFQsKGsBWec41oCIfDoTAkjEKbzaYIg25ooNJjzp6G2LIsVKtVESjNoLCtPhqNIpVKydyltbU1hMNh2ZPa7/eFleOaECq/f/AP/gEGgwH+v//v/zusU+rAQCAQwOrqqqTWyWq5XC5hUyuViiyN59JvABKxMg1KBcXoVHcCApiQJ/6u0w38X72RodVqIZVKIRaLoV6vY3NzUxQxFS9l1ePx4NVXX4XL5cLHH3/8hZ5HBw9HIBDAlStX4Pf7J/aUMr3JLs9utzvhjOlUKJ8P7Dcv0IDyOfwbmTPWS7L5RrPKuoZSp/rNLx6rrr2cnZ3FxsYGWq3WIZxNB9OwuLiIa9euSV0b5/kxQNAZIs4m5W7cbreLTqcj9ZdazgCIDaOd1LqMw3ipu7rdrjh1rBEfDAYIBoMTjmG73YbX68XZs2dl/VulUoHX60U6ncarr76K//t//++JHRR9Yp03r9eLxcVFmTGj2Qq2NFMwAIgCpIJiuoqRK9vomU6lc0WhZFMClSnXZunCczIdHONAhckaOd01SMeN899GoxFCoRB+8Rd/Ec1mE3/yJ39yOCfWgcDv9+Py5cuIx+MSOVIBMXVEh4zsqx7d0Gw2J2qT9BgHnQbTr6uVlzkmBMCEks1mszh16hQymQyAvbrPcrksOwcZoOjJ55Zl4erVq+j3+04TwxGB3+/HtWvXkEgkxLjpRgLqNs3CaeaWsqQbYcy/afBxzSJT7+muQabdtc7k37VDSPYGgAQZLpcLCwsLuHfvnqR+HRwelpeX8ZWvfEUaprxerzBvlK9IJIKlpSXUajWk02nMz8/j/v370rCidZlZS6lT93qjB+VLp+X1YF7d+EfZ4TFxUG84HJYua2bR+v0+/H4/XnrpJXz3u989kRtlTqTzZts2Ll68OEH9s3aDyka3uGtaloqGg1FZeEuhJsjeAfuUMNMR02Yo0Vh7vV4sLy/j/v37suh+d3cXbrcbkUhEohc6A8FgEN1uF5VKRY7nl37plwDAceAOEbZt49y5c4jFYhOBgVZMZGVDoRAASDqzWq1KUKBnDQL7xtFkL3R6VI980M7daDSSHamcbu73+9FqtWTV1vz8vNSJmEOnKbe9Xg8vvfQSvF6vw8AdMmzbxoULFxCNRmU4LpkROj3aCaejxbokc9QMWV6TrdV/B/adLM3s6dS8ZuDIgLAInQ4k34vHSP2qX//8+fPY2tqSob4OvngsLi7ixo0bsG1b1qfRBur670ajgdu3b8vWBI6joeOmnTUAE0EnoRk5PndaWchwOJTxIBzbxbITANK8QJZYzzjk8XLgvtfrxbe//e0Tt8j+xDlvtm3j0qVLCIfDqFarE1Q90wBULloQgMkZNdpxM1NXo9FIlCcjTL6+TkNRUKkQA4EAFhYWkEgksLOzg9FohEajgd3dXSSTSfR6PYkeuNnB7/dLm7+uV/n7f//vo91u46/+6q++4DPsIBqN4urVq/B4PBPLuGnomD4Nh8MiS+PxWNhbcwaXZkG0M6YNr1aCJgtHQ3z69Gmsrq7KUudsNovFxUX4/X7ZQ1itVhEIBCZYZXZtsWaFTsKLL76IXq+HO3fuHNq5fp7BIbexWAwApqaSaGhpPHVZh64T4s9mOkunWHUNEvVkMBjE3NwcfD7fxHgbHgeACaaPGQkdwAKTmQ1dT9zpdGQh+UmuTzqqmJ+flwG8TE3qtY/a+W61WqIzdnZ2EIlERBZoS/l87ehr5007baZTp7MX1H0c3stNRSz3oMxRr/L1dKqfxEwgEMCLL76I73//+yfKgTtRzpvb7cbKygpisRiq1eqEcaNgsE2ZBbZsKtCzZ/SONQqrnpEETCo7FoFTKPXMJG1wfT4fIpGIFGKyAWJlZQVutxulUgkAJqJqpkxdLheq1Srq9TqCwSBisRh+8Rd/EQAcB+4LhN/vx9WrV2UGEQMD0v1sXqHjplPulK1erzeRYuD/m51apoNmNibonz0eDzKZDNLpNAaDAeLxOM6cOYP5+XlsbW1hY2MDOzs7KJfLUkrAlDy3e+jp+mzV//KXvwy32/1ctN4fJbjdbpw6dQqRSGSiicrtdoszV6vVZPSCTp8CmGBC+HoMNFnWodk3XUjO54TDYVy/fh3nz5/He++9J+ksAOIc6k5Upr+YzqLO5HtEIhFp1GLql3J26dIlfPDBByfKuB516C0wo9FIVl7FYjEZtkwSg1mqUCiEaDQqOioWiyGRSKBarYot1GNpTGimjb/rFX9m9zL3OtOx1ONrdCerrv8MhULw+/0YDAZyXMFgENeuXcM777xzYhplTozz5vV6sbCwIPvPgH0Fo2lZ7k7T6VJ23pHm55oqAELfaiNLA0uFyf/T72PWJ7F4vFgsSiqUs8DYJcPPoRsqyNTYti3OATEYDPD222+jXC47M7q+APh8Ply/fh2WtTcrkDtw2+22KAimujk4UkeIdJhY66aZXT37DZicwaW/CC1bNPRnzpxBqVSS/aXj8Rh3797Fzs4OPvnkE5TL5YmiYO7rZfRMx43vxbmHb775JobDocPAfUHweDwyUojXnGksPR+L4zyA/S5isyaS/6sfB/aZN+pA7bx5vV6EQiEsLi7ilVdeQTwex1/8xV9IKpQsB40ndSBlmJ2AbHLgFptgMIhmsykDfS3Lkv2YxWIRMzMzE4Grg2eHubk5vPbaa3L/M/VIHcFpB+wgZumQx+NBLBYT1pUdyMxC6HS71lea6dVBBp0xM23P/9GvqfUg68OpOxk46HuAdpuMtM/nw8WLF/Hxxx+fiBq4E+G8ud1uzM3NiVNEoSN9qus49DJvLlNmNEBFwv9ldykdOW1kTeHUUauet8X/Y7qA9SHtdhuhUAjZbFba6gOBgAxYZUTKxymYdOg49HUwGODHf/zHAcBx4J4huMuPGwu4r481ijRg7JxiPSSVCIdW6tpJnSLQtUD6ca2wpjFvlIlsNiv1nIuLizh//jzi8Tju3r2Le/fuSRDAImQOl6ax5tgJdqDqzQyDwQCvvvqqOIMOnh3cbjeWl5cRiUTEOWLjy3A4nGi2Ynpc1wmZXZ9m2ko7b6b+0vqR175cLmNnZ0fYCl0moOdk6lld7CxNJBJIpVKiYzudjkzP9/l8E/VVZHdyuRy2trYmxis5eLqYm5vD66+/LrWRZKnogDebzYmOT15XroRMJpNib9msQvLioEwB5VLPGtSdqPybZoQ1WUJWj3aR8sfAmXqXmQ7KP7fakHn2+/24fv06fvCDHxx7B+7YO29utxtnz56Fz+cThwbYjzYZndIw0Tjxf4F9Q0h6lo4dBYNOm+7WMg2pbkwwWRL9Hqwvqlar2NnZwYULF5DL5dBut7GzswOv1ysMDo06269ZJMpohDfVYDDAjRs30G63HeP6DOB2u3HhwgXp2oxEItIxTCccwIQCpAx0Oh1xnKh8dFOC/tlk2wiTUQEwEb2GQiGk02mRGZYFBINB+P1+BINBOS5+MU2rU2eUT07P5z3AYOfll19Gv9/HxsbGF3j2nx+43W6cPn1aHDeyVgwA/H6/DPhm3aQeGUKdoGt3gQdZXG1ItR7T2xAikQhmZ2cxGAxw79490TkAJl6X/8uUrMu1t6A+Go0il8shnU7D6/WiXq+jVCpJfZJuxOH/k+3N5XLY2dlxHLhngLm5OXzta19DIBCQa8J9x+aKK51l0qUhjUYDtVoNsVhMsg+6ptHMeAH7BIZO5QN4IN1v1mLyZxIalDEyg5R9HifLC7rdrgQNTPky0AaA1dVVfPTRR8ea5T3WzptlWVhYWEA4HEar1RLh0eAIDjJwHo9H6HxgPx1BY6abEXQqAthXgrr1ma9xULRhRr7dbheNRgOtVks6Dz/88EMROt3+z1QrByLy8+nVRvyMo9EIb731FgA4DtxThMvlwunTp5HNZgHs1w6Nx2NhQAAIQ0u2ZDgcSieW7oSiXGnmw0zH87GDat/0/1iWhWg0KnO+WNTb7XaRz+exvr4uW0UoW3qdDAdND4dDGRZNBpqKTzt3r776Kv76r/8am5ubX+h1OOmwLAvz8/NIJpOo1+sTxhDYk0MOx9Urguj8U6a0rtFlHcA+2/Ew9g3YKw9IpVLI5XIYjUYoFArCZpj/o49RBxjcIMK/tVot6ZgHMMEYaoPONBwZOD7fwZMjl8vhrbfekvt+dnYWqVRKBiZzXpvWFbppikxpMBhEPB4HsC8rfE0GD2TINMOmGTXdOUomjT8Dk2lUXU+pMxJ8Pv+HxAa7ZrnFw7ZtKUfy+XyyzmtlZQW3b98+tkHCsXXefD6fdNLV63WJUnmBzZoPMhIUHEYXFFQ9a4upJV2vRkzL6U9z2rRSMl+DnYi5XA6xWAyVSkXSajoFQuXH4cF63o02usBeIb3P58PXvvY1/O///b9x7969L+Q6nGRwrEsmkxEKXu9uZMs8AKnrIeuhKX4yJ1SM05g0s06JOChlSrjdbkSjUYTDYSQSCSSTSaRSKYxGI1kKXa/XJbWhO8iA/UiX3Vl69iEDBbK/TLG+/PLL0nHm4MnhdrsxPz+PYDCIYrE44XDpAJCOUrPZlIG83COpjR2fR6M4rYHqoCCTgSBT5wxI2KzF49JyycBY6y7WdlYqFan15Vgcc1yIqZdZNzc7O+swcE8JmUwG169fF/1EB4jnX+snPkc7X1pXUUbi8ThisRjW1taEEaNdmiZz037WAYeWYTNo1Awvs1CaOdbZCy3DlC12rPL1O50OPB4PVldXcffu3WPJwB1L540DHkOhkBS/0rEBJj158+Kbhb+ENm4s0NRRh64B0MJsMmsAHoiYebNww4LP58NwOEQ4HMbKyorQ14FAAH6/H41GA8ViUVIMOoXCm6TT6YjSZFqL7/Pqq6+i1+the3v7mV+LkwoybrlcbkKedG0PnTKm5GnAKD+sddNdy9ppm1bTBkyObyAOYnZDoRDOnz+PL3/5y9JWz+YXKihgfwyO2doPQBg3YJ8R0V+MpLWyvHr1Kt555x0Ui8VneRlOPCzLQiaTQTQaFSdM74IktIyQBaNjrdkpLVda1kwmF5hk4vRj1FUulwvFYhGtVmsqg6eZE2YDNItM3dzpdFCtVqXTmvcBP79O+2on0uv1YmZmBpubmw4D9wRIJBJ45ZVX4Pf75Vwz89Nut6VrmU4PdZXp+FMGGJRylyhtGjd/6GDChBkwEJRn/RwdKPBxXZpCR1EPgebfKIOamGHmTbOKrBG+e/fuxDSJ44Bj57xx9lEgEEC1WhVGSisAnXvX3aV0figkeiaSmeMH9oVF1yfRkJtRg5miACZrQ4D9NTL1eh3ValVYQxb3ejweceS4ZovRDAvK2dzAdDALi5kO45T8V199Fd/97ned9NZjwOv1Ym5uDslkckLZAJioseC1NmcDkg2h/GjlYU6i1wZWK7zPmpfEY+Le0larhXw+j3a7jUQiIftU2+221HowaKHTz5EmwWBQHqezxtfX7f/8Oxnlq1ev4t1335URNw4+H9xuN3K5nMzLonHReopy5/P5JpqrqKfMul1Cy4/JghwUdPJ9lpeXsbS0hFKphDt37qDdbktzix6NBOyXjFCeLGuvQ7Ber2M8HkvwwnuCtXPU23xNrUcBSFaEg6V3dnaOJTty2Ein03jxxRfF0dEr8dhARdaNOsl0hmjn9OaM8XiMfD4vzj0DWMrbtFluwKQ+093KfC5/BiB6hrqVr0vGUDcO8nX5PAYAfE3qN+oyTcB4vV6srKzg/v37x0rGjpXzZlkWkskkMpkMKpWKXEQzBcWLTEGlA8eaEZ1aNaNA7cRpFsJ8D2CyqFIfh05LaWew1WqJMmy1WrBtG/Pz84hGoygWixNLnemMmc0VfE0em46mGC1TYL/0pS/hr/7qr2R0ioPPhmVZyGaziMViaLVaMuKA66RYO6HT2mawoJ0yXceoDRVlSqfnzWjVZNr0MQIQGS8UCrh9+zay2SxWVlYwHA4lXcUUG0fP6JQEnc9GoyFjQ/RcMJO95rHy2DqdDpaXl9Hv91Gv15/pdTlpsCwLiUQCgUBAHDdeGzpxACRFRBnk33WHspYnbfymOWfm881jAoBgMIhGo4G7d+/i/v374rhTdmn8dFkI2Rg9rJXjcHic1G8m46Khg18GEtFoFEtLS7h9+7bDwH0OhMNhXLhwQRqqONJDOz8M7gBMBJTUR9p+ApCMQj6fx2g0kh2niURCxo1oImOa/uJj2mEDJskOHRTwdTSjrOWMMqNtrdan2pHUupNkCpnmxcVF3Llz59jI2LFx3txuN7LZLPx+P+7fvy8XliefgjaNFdPOmvbqKchkGsxRCrrTlP9rOmlmsS6hjRywz2Ls7OzIAMyZmRlks1lEo1F4PB5Jc+r5X1rQyTBqBc0VImRFmGqlcr127Rq+//3vO+zII4AylslkJppY2IrOYMDn802kQSkflD09GwmYLLrVDhmvr9liDzzYYTpNtmzbRjablRmAsVgMKysr2NjYwMbGBkqlkkwmNxUoGyp0gwVTEUyDmDV6Wt51FH727FncvHnTceAeEXTc2FhCI0KDwnNNg8n/YVCoh4xrZ04bPMJ0lHQRuv7SKbJarYZ79+5hd3dXUmBaH2knUzMg4/FYGBjWhQKYeE+detUOp9bb/JnfG40GfD6fUwP3ORAKhXDq1CmpZ7NtW66RTrezPpfZAe0AAQ/W145GI8kOkRWdmZlBu91GpVJBs9mcGohqmEywSbwA+04Z0+e07ZpV0wEP7bMuEdDHzoYe6nEy3AAmmhsWFhawubl5LGTs2DhviUQCoVBogno3C2X5mDaCOkVFkEHR3Zs0TFrBmT9PY/k0NKsBTDpuLAB2uVxoNBpIpVIybiISiSAej2M4HOLDDz9EqVQSZUkB006kPm79O4WaCpAOxuXLl/Hee+8562c+A5FIRMY0MD3N8846I9YlBoPBCeVHx5nyqR0dHTkCkzUd2jE6KEI1AwH+bzgcxvz8PJaWlpDJZBCPx1Gv11EsFlGtVlGpVGR3qd/vl2MfDoeo1WoP1Brpifgc3snPp9fEaYeVx8K6EdbbOTgYkUgEgUBggtnQBkf/rHUcz7vZyWnWo5k6ij8fZJy1A0ddyHSaqf/0/2mjT8eTwbBmTbQh1fcFQZ2p7wEz8GZJSDKZxM7OzoGsooM9LC8vS8MJsG+D2PymRxjpYn8d+Guig04UbZzH4xFGj4GGDkJMWSGmscImC2cGsLo8gBkpOmLa3mrHj7+bpA27trW9Z0qff8vlctjY2HioA3oUcCyct1QqhZmZGWk11/lq7aRpBTSNnjeZMv2Ypoy1QOv0qhZmHSmYyki/Po+BqQ/NcpB+5tqYfD6PjY0NGYip6wuYWmHUQDDVpR03vgeVoW3beOmll/DOO+84DtwBCIVCCAaDMjsrFoshHA6LvOlrBuwZYI7l0N115pJ5XoPPMtKEKc8HwefzIZlMSn0bp54zKi6VSlIwHggEYNs24vE44vG4sD2NRkM6ALUjwQG+DA7IIOp0Cu8JXVawuLiI+/fvOw7cQ8DOYABiBHVhNu9zrcsoNwwMOESVBlMz83wN3dGpHbCD5I0/9/t97O7uygBUHbRS1+lxH8B+EMIp9kyzcSSTyeyYDByPmzrWDG60DrQsS9Y3HXXjeliYnZ2V/Z90UIBJ5pX2TafAdcoUwMQ1H4/HE7VtHH/EAc7lclnWopkTG0xMc9ZMp13beC0XlEfeFxxWreuPdVCpA2Sd6dCNfnpzETMV6XQaxWJxogTqqOHIO2+xWGwijUWWyfSoTYWg68dogFg/wudoNo6F5Szs1k0KJhVrOoY8BkYeOvrQysi2bWQyGSQSCczPzyOdTqPb7eL27dsIBAJYX1+XEQAUQK2E+TsNrR6oqCMifT74uTweDy5cuID333//xOx2e1qIxWLI5XLSkQlgYl2ZZjl1SltPu9eNCJrB1Y6RTvHz75p1MyPOg1g3Xmeyx4lEAul0WjaMdDodmb/EzuRut4t6vQ6Xa2/AJR03bvQg28a6UBpgOrM6paXTLlrZckXd/fv3JwZmO9hDJBJBLpcT9sBM+2jjpB03sg78m8fjkW5BpjWZttf6x9RfJkzHjXqy2WyKHplmXHXAaqaryMIEAgGEQiG43W7ZQEKngcZTM798L74Hzw3fQx+v3+8HANlf7WAfuVwO0WgUnU5HaiRpl5gd0I6wXvKuS4WAydpxpl+pD8rlMrrdLpaXlyXFSP2ha2c1zGulZcuUA1Pu9P9TN9m2jUgkMtFIxRISABP3gEmw0EfQAQ0dPQBCqGxvbx/ZIOFIO29+vx+xWEwKX80hvCYFq6MGXdSrixP1/1Lh6c4urTSmOWxaEWrDpWtStNLRQhUIBCTytm1b6hDq9bp0oPKYTOeU78HfGY1rp5ZKXjtwxHC4N4T10qVL+NGPfuQ4cP8PHN9CZ0TPCmw2m7BtG8Ckg+71eidWprlcLhmESwOmUxG6TlEbU/5tWlAwLUggmDINh8MT6Q4Op9za2kK/30c0GhXFzM4ydjE3Gg1RXlTQ7EZlJEvHn8pQj6Qx7wGyvS6XC0tLSw4DZ4C7Pmu12kTJhtYnZsqIaRzT0eFaokKhMNEMo2XFbMoCJjMGWlea6X02r5AtM50/XZ5CUMb1AGjt6GvdOk2n8n+0Y2GyJZr59fl8CIfDaDQajgP3/5BOpxGLxQDsX1+yYLo4X89t1LVfJrPO60U9oYM4Nt3Nzc0hHA5PXCOSBRrTglANk1nTj/G4dWOYx+ORbSN8Du0fA2yyjHytg9Lzphzybz6fD4lEAqVS6UjK2JF13gKBADKZjDAFhDaA+jFNsQL7DpQZ7dEYT4vqWN/D15yW/9cRp4aZwuVr8oudPQBQr9dRLpdRLpeFMaFx1cesX08fj2YgtUDzf/neuhOHx+Hz+XDu3Dl88sknz70DFwgEkEgkJCLV3ZX6vHHUge7IHI/HUghM46qbAHTLvVaKfE0zhfUwtm1axGrbNpLJJGZmZhAOh2FZljhkNLzdbhflclmYN7LKZH50mp3sIPdl6lQ8jSlTZqwJpMMGPNh57TBw+wgEAkin05Ki0felZtO0g8PrwvQ8tyqQ8dXdf/r1dNOWTjcelDUAHqzNpdMFYILF0DCDZL4fX0/rUr62ZnJ4POZsL63rTD1qOpEMfpvN5pE0rl8kcrmcjDbSJAXvZTJmvJ91KlvP3tOECO0sgzqCjh1Jh+XlZZw6dQrdbldWOxaLRZHlaalHzbZpxkvLsj4Wnc1wu91ChkQiEcmOMPDu9/uSwdLHbMqI6QPo2mQeB+v6jqIDdySdN3q8brdbWtABTBhCMxKkU2MqKh1VAvs1FmY+nP9r1rqZTtk0ClU/Zh6XZlgsa28goGVZ2NzclMGnrCGo1WpSS6DrV7Szpp1HfunZUPo4eK50BxtvxNXVVdy8efO5Na62bSMajcLr9UqrPOVFG1NCp6U0zc4aCb2ZQLNv+rybcmXK16OA8kJGo1KpYH19HbVaTR4Lh8NoNpuo1+sSFLAol8pb14ZQMZMtOWhIJz8znTyeF0bbfD67VunAHafZSU8b3FVs1j4+jGGg/JkBGK8Z6xRpkHkdadSCwaAwxzS+B6VPtePG49Xz5Cj3+jn6/6YFlkzHhUIhBAIB6eLn33lvkGnTLIkOzFnCMM3x1MaVgctRM65fFDKZDHK53ASJoXWPLgnidWAgYabWp5EQ1FM680UdwFEjZONqtdrEDlJgepOCxrR7gc/XvxOc1hCLxZBKpaQ+F9jTZQxc+brTmnSmBQf67/QHvF4vIpEIut3ukQsSjpzz5vV6kU6nEQgEJtZFAZhgAAA8oDC0Y6OdHgCiNJnaInMA4AHFplk8k1Ll382LzeMxBVErnna7ja2tLSQSCWSzWaRSKZlMvb29jXq9LlP5NTujP5vpSOrCSx09mVGwdmaZQj116hRu37793BnXUCiEeDwuKQHT6eL506lAAFJnQceFLAXPOw2p3qiga8O0LGnH7WFGdRrrFgwGEYvFpAGm3+/L+iFG1RwnwV1+3W4X7Xb7gTSbZkToZPKc8L15n2h5tixLtjJ0Op2JbkMtY0yhPo9BAlN7LpdLWAA6uHSEtREB9vWU3jHLc0fDpNkSnR7VARwNttmkRZhBpn5/dvWbLI7Wc1o+CO3skbFjDSWPn+OOqOcYnE9jP8x7QBtyzU7SOWY91/OEVCqFeDw+EcSb7BXPJ4M3Pa1Bl9to51nrK83iApAAr1KpYHt7G9lsFl6vF7FYDB999JFkdEyCZBqmySHlQf+udc7c3BzOnDmDVColgQbHIXGsTCAQEOfUtN8mAaOdRK2XyeoyAANwpBy4I+W8eTweJJNJGcPAx7QToxkQYLLeTDs5wKQxNp+rn6O/65/N19N/N5+vHbdpDiWwNwz1zp07GI1GWFhYkOi41WqhVCrJomk9OdpkFXnT8Ybi5Gh9LGYNAx0RrgZhFAXsdSatr68fu9Ugjwuv14t4PC51a/rG1U6vmb7RU+/ZoMAUJY0qI1vd1DCNySVMo3rQdw0+5vf7MTMzI7OcNjc3USqV0Ol0EAqFkM1mMRqNZFZXqVSaurOQr0l5omNqNsAMh0Nh/OgY8lxRgWrnlY6r2+3G3Nwc7t+/fyxmJz0tUJeRVTcDKgZcwCRDz8e4/UIPx9UpUV4L7WDTSdQOkb7WZpqI0LLQ7XZlJqQ2oJql0A4o8OAuSgATDhqL2DV7w8/Be2RaHaUZFGtoJxWAjF55ngJRdpsD+8QGsJ/+BiAMrp7rxueGw2FEo1G0Wq2J2lbTkZmGfr+PcrmM27dvIxwO4+zZs4hEIhiPxxOdpiZj+jCYTpQuBeB4nUgkgoWFBczNzcG2bWF1W62WpEvJSAP7Hbb6/tLyxS89CUAfD2WKo774fkcBR8Z5c7lciEQiE4WyphM0LeIzmSl90fmzjiZ0QTadO83UmV9aAQIPOnmmUGqFrL9IU3NrwmAwQKFQELqZAkcDawqx+T56WrYutOd769QeBxMyTQFA6p/cbjdmZmaem+GXtm1POMg6MpwWJeo0IQ0pGWGXy4Vms4lGoyGsFuvI2J1lwpSpz+O4Eb1eD8ViEYVCAfPz8xIhkjHjgnoyNpSHaRG1+dl5H5D5oRySqaYcUa5plAkzlccalbm5OWxvbz8XxtXlcsnKMV3krYM8YL8BxNRZTImGw2H4/X4JDNhdCuyzXPr/dYG2rp0z9ZCGdpD4uq1Wa6KxwHw+35tOgnYa9PsyICT7SD3F/+Oxk+U7qLFCG1UejzlWhAwcnYeTDhbr0yGmkwJMNqCYjpjWA8BeypUlO9Rh0+yetie8VtVqFXfv3kUmk8Hly5cxPz+P1dVVVKtVab6bJkPTMI0AAfb0dSwWw9LSkgTd6XQabrdbmvwGg4E08YzHY7lfTFk32VxN4pjypc8b/5dd1AxMDxtHxnnj/k5S33ro38OoXMKkXDXjpIXRTBNxplcoFMLa2hpardZE3Zx+fVOg+bjJZPA4THZjNBpJI0Y0GpXc/c7ODra3t4XW1rUGwL4i1o6nXnXE4zANMLAXwesUMZUbPyewd4OkUins7u5OLS49KfD5fMLqmmkmbSR0mhDAA4aKSoAy22w2JXVIx5zyyf81HTUzCuTjnwX+H9kvTjW/d+8earUastksEokEUqkU8vk8SqUStra2pJbSfB39u45CgT25CwQCCAQC8Pl80oxhplw0u8ifTbn3eDzIZrMi5ycZ3Dert52YOkvrI/5uWdbEHmMOpgX2nBNuZOCuWr1MHJhkxbTONI9hWtA5LWuhnSgze6H/j8/Xxp3NYVwrpzMpuu6P3ZCmsTSPwQzY9XvzMbLiJ915C4VCwnIxOKKNYIClz6fWNzqNWCqVRJex5ELfw9qGaZmh7ez1eqjVaigUCqjVakin08hms7Iy6yBZOwjme/Gr3+8jn89jPB4jmUzKvLnhcCj2zeVyCftG3axlSQc2/F2/r9ZZJijzDD6CwSBqtdrjXLqniiPjvAEQRaQVgo7s9M2toy7+DkzvitL/bxZhd7tduRCmcTVhKovPghZ+0tSpVArpdFrq3izLkuHDOnVpKncaTEbz7H7UA4l50/L5HGCob2Sm9li4rlMysVgM1Wr1RDtw2iBRNqalfTRTQaqc55vn1OVySU2ZZpvMIZU6KuZrA9M7TD8LfF48HsepU6dg2zZ2dnZQr9dhWXv1cBxHs7Ozg1qtJmuy9Lww8z11gwWd3FgshkQiIZ1l5rHzs+rPyXM6rQja7d5bP8ZU7kmFZqfM8Ubm83iP69IHn8+HaDQqy+CpF2mgKY96LZVmLLTM6dldpqxNYxlM9ks/x7xPNAujA0odaAIQR5NOBj8b7y06qXr3qamDtJNrBsbm/XSSwe0u5vlgPa7f75fzrmsj+Vxtt3q9ngTseovKQXLC19DsLuWWbG0qlZKGGc10PSpMB05PaaDujcViEwQMZYgdpsyujMfjidmd+hxov+BhbLSWMZMYOWwcGedNF0rrInCdNpzGZh10E/N3LWhULoz+eNHY5anHhBCmAuPrm86jft9pYBdXo9HAvXv3hOIvFArY2NiQaILRNRUZj4E3gy581ukWPQpFt05rQ6KdN10szKiEUQW71E4azJtWKyhtlHRnLxWUZtzIkHBJve7g1HI6rTHAZFpMtuNRwPdid6Hf75exCXrZ9M7OjswC00beNHKUIzr8iUQCMzMzwg53Oh0xxnxvGlyzhsk07nRgKGNMe+Tz+RNbZ6nr/fR1Nll6ff2188tAgAycdtTovJl1YqbzpnfvUneY8k9o2eBr6e/TjBh/ZvBofo5Op4NGoyHsLWuGYrEYIpEILMuSMTvsVtT3jH4tM6jWnxnYb3LQj51E+P1+hEIhkRGzI56sLTMt7JbkuBCm43lP0hnhvfkozq+2yZZlIRqNIpvNIhwOS4OO2+2ecBofF6Z+ZNDCPar6XmI3qD5OHXAAk42M02z6NLs+LdA+KnrryDhv+uRQweh8voapVMwIkj/zuZqVo4CFQiEp1KTg6pZ6MwJ5WPT8KI9zrAOwN7BzeXkZpVIJGxsbaDabCAQCEiFoJkMX9mrFRsHUqTn+rrt8yABp543KX59PKk7WjphptpMAngNtcExnA9g3SvxOh1gvSKYzzjSiVoz6tclkpVIpmXxeLBZRLpcfUCSPisFggFKphGKxiFgsJiNPms0misUiarWaDM+k00mHQjPT+n3pGAQCAcTjcUQiEQSDwYnREW63e2ItET8rWWOdcja7vbVzEQwGMTMzg+3t7SOjCJ8mDjIOBz1PN4WQteWA6FAoJPe/Djp5D1PWTJZzmsMO4IFAmMeonTczoDAdM32/6PtGQ4+noE4JBAIIBoPSDUinfnd394H7wDxunRo2z+c0J+6kgfeh6chqNpTyEwqFZNQWGwv0NgGdJTADiGlyMQ10vpPJJGKx2ETg2Gg0JrYEfV6Y9pa6h3Xe1Cuso6R+4+8kJ/TfTOf0IGd/mg+hS2v098PGkXTephkVQkevWnD5XP1aOlokg+L3+xGJRBCNRuFyuWT/o1kjwtc5iDGZ5tBNOw4+xkJgzsZhQWexWHxgPYn5enwtGl9GVbo4mM4GnTAKr5le0cKsZ4/pImRS8JzCfVIwzWHTQ0nNtI+uiaPy1F/sOqWy0HtNdRTHdGEqlcLW1hby+fzU8TQaBwULfC47vXw+H3Z2dlCpVIQN8/l8aDQa2NjYkMGu0+4rvg8/O+tIGNSwPZ6ySYdBBwd6PAQVq1naYBbRA3spkGQyiWKxeCSKf58mzCDUVP4adLzMZhn+f7PZlJpK/m4+h6+jR0SYwfA0w2Ues/4/fXw6kNTP1yUXep2WPh5mCngveb1eRKNRJBIJKUXg/cTPqFP45uc0j9/8+SSWfDCABDAhK5rk4D1KRi4cDgtbHgqF0Ol0JmZB8p4zbYwpJ9OyWfzOFC2DjXq9ju3tbamle1xMIyL42dnMp2va+v2+6B9uYzLTpfr4p42hmSb3+nGdWTgqNvHIOG/AJEumH9N4GAM2jdrXtKku5mVaktEs04Y0QACmOnTmd1Oop/1s/v9otLcjk2kRvRDdLPjme5hpEWB/ejZfhxF5t9sVB00zbwQ/l/6uR6pQIft8von07UmAHnPB66I7cqkomXrQ7Ih2cjjhW3f/aQeYDiGv9draGvL5PBqNxgNp6Wlyb8KUt3a7jQ8//BClUgmWZUnN22g0Qj6fx8bGBm7duiWKTbMz04ISRs689iy6DwQC8j+6RpKvpwumydbyNXS9FaGDBp/Ph0wmg0KhcKIYONPZOShVCWAi6NIBnDZQ3EvLhfS8vw9ylE0D8zBn7SC9ZRqqac8z31sz1zqI1J2w4/FYmmBGo5GMq0gkEhOjLKY5nebxm8dGeTxJIOHwsFpuPcieXZic3MDH9SBbypl+rYcFk9NYMDpVrMEbj/dKgHZ3d5/KWjx9fXm8rVZLGlKo13gszH7QudM6ngHEtHtC21ZTnkwH2bS/h40j47zpE6QfM42NflzT5Z91Us2djc1mU2oCAoGA1AZYliWpRcuyJqhXEw8TdH2hdXrBtu2JwZ0s8mSaamtrayJy0QLMFCk/M3+nYdWRE42xuTCdr2Ua1WmROqOZo1Sk+STQnW6st+F5DQQC0hnHv3P4J4daUoFqFpet7Nvb2wAmDQkda16Ler0+MTjyYTCdK0IHFlzZogcO12o1rK+vo9lsolwuT8iRKa/6WKkMKfsul0uaH7xeLxqNhtSF6on4Wu502YEulic0y8vzyeJ1bhw5CTDZKjN4m6bXqP+A/fPE9CJrfFinajYbacf8s2A+R8uC1r9m0GkaOe2omZkKbehoXJlSI2PDAIn/y+CTrC9fTx/Dw5hqHayfFAdON0cR5s86s8NJDXT8maLm7D5uXGGQBuyzlbpciI+b72OyVOPxWDJZ3W4XlUoFhULhiZuRTDtG/cQ0MJk1v98v54kBI/X4eLw/Pslk0YhpwYHpZ5hE0KME2l8UjpTzNs2Be9hzgcl6B/M5wIPULyM71jFpgdQrNVh0ydcyWbhpymOaodXKmQxPMBhEJBKRiIJdqKurq/joo4/wox/9SI7FZGj4ugAmqG9GHlqxmgNi+b+moteficZVC6xu9T/OoDLkZ6Jh8fl8CIVCkiakE6+bXKgcGASQgQuFQlhaWkK5XBYHhAqR70nHRhs8YHqRrFYcB5UL8H8Hg73p+2ReGZSwg4wGntduGlthymi/30ez2US73YbX60U4HMZwOJTOZSpMPeBYpzNMZ0UHH/r+0Sw3awJ3d3dPhJyZzoauxdLneloQykCPeoK1YnooslnDc5BDo49F//0gJovfD5KNaQGFLnzXKXHz/rFtG5lMBnNzc0gkEhIwB4NBuFx73cx8TGdL9PGZn3eaUaaBP+7QjVL8fJplOogJpX2r1+tyHjqdjmzv0QPg+bpmnTfw8NQ0r+1wOBRnkM43B80/DWi9okddseyI5AuDcqbgAUiwqWXQDDTMe+ege0Vn7B63ju9Z4Mg4b9McIzNiJbSDctANTfB31n9xXpVm3DSD1ev1JjYUaArfxEEe+0Ggo0CFzJEfwJ5C5sJ6MjRU0Pqz0rixvoWOAc+hrkfSkYs+R9Midv5s3sC8UZlaPs4Yj8dyvQk6JKT/AUihdaPRmCjWp4On63eSySSWlpaQTCbxl3/5l7h9+7akmumw0dhSGTPt9SglAQcpHLLCHFNC58rlcgmrzLls+pqagY95X2mGMBwOS1Sth0LrWkl9bNro6ll3fC9gcho/HUvL2ktzJJNJGWtynGFeJ+DBBip9rvS9zGulx9IEAgGEQiEZBj3t/R52LI/7GfRn0Y6bHmtCOdA6h89jnaTP50MkEsHy8jKWlpakEQbYL/1gmQYZcdNhmHZOpx3fUTKujwsduJn2jX83v7T88J7nUHiWamiGjc/VXwc59ybjSoaLrDl/HgwGiEQiwqhOIzkeFaZM8THawG63K1tIuCaQf+PuX20PTT067ZxPc1jNAMu8FoeJI+O8AZMjC0xox45fupjRFO6DXp+GgheboxaYMgIwwXoxMpk2s4bHc9Dx6u+azcvn80gkEojH40gkEvB6vahWq/jggw9w8+ZNlMvliZk7+kbQjpaprPTx8PPxGKbdBObrmbVx+rxr5XBcQcpdbwVg1MhUFJ05vUqMUS+ZNgAybTsQCGB2dlZGa3zrW9/Cj370o4n6Re10HxTBTYukyVCxds4cH8P6MWCyhkqPC5kWEPG7Vsja2eS5YHRbqVQkpall0VynYyo6yo0+DzpgMOtR/X4/otGorGc6ruA5MAvLtQMHTBph07nWKWYAE+zBQe85zTiZ1+ZRj5//O+1vppEzGyXMQNy2bblHstksbNuWtH6lUkGxWJRBvZpdMs/nQcc/7dweZ5izTfllThvQz6Ge0GQDg9BWqyXbObTueRTHzbS7dNySySQWFhaQyWRknA3rG7ky8EkY0IMCVt4TfB8O6aVObzabUvKkh/6b98a04ED/bh4D72cAR4bEOFLOm3mhplHnpiHS0T2wL9S6zkx/ZyqJzAlTZoxyKfC6tdpMVz5MwPVj+pgobIw4I5EIzpw5g1gshlarhbW1NWFS2GRAITmI1dPKn78TOuKY5pDp82d+zmnXhYr1OCvH8XgsdYamwtNz73R0ScWm06fAvmNFhiQej+P111/HcDhEs9nEzZs3pXtOK8jPUhIErx1H2wwGA9RqtQeCCK3YzVpNbUTN88D31e/N+j6mXj/55JOJ7Qq8J3TKjvPMKBs68qes6Lo4zSbruk09auRJIvajgoOOX99zZoE/AGG1yJrQCOp9ufoe1DI17T0f9rdH+QymE6UDR+14mw4rnXFulKGhtyxL1jHVajXU63VhSvT4E7PJ5mHnVjsXx1k/AQ93mLXTr/UR7zfW7LJrnNs4dCe8qfO1zX2YzAL7qVwGsdlsFslkUvSAy+VCKBRCKBSC1+t9omkF03Qc7SjrjePxuCynHw6HMq/VbL7jOTso8HnY+2rbOq0e8DBxJJ03DX3y9AUwu7R4YXnT67oLOmb00HURqE6nMqXJFIUZ0ZlOj3ns0343o5ZwOIxEIoFYLAa32y35+0qlIgWlOmVqCt+0KF2fK52mmubUToOZVuNjD/t8xxF0MqjwyIIxTc7on+dYjwrRXaZ0jqrV6sQctMFggEwmg4sXL6Jer+PevXsHFuEf5Ojzd52SZFrXsvY7qoB9JlnXG2nHyWRl9c/TnH6yHpy8blmWzHzjfQRgootUO2V8jM6wTudrZWqyS3TezMGzxxX6s+p70HSk+J3nR3dn1ut1bG5uinHUNZpmEPUsnd1pgem0lJ6+xmSl4/E4MpkMlpaWEI1GpXC+1WqhUqmgVquhWq2iVCrJqi/el9P03cOO8aQEmMCDzgof0+eDn1HPCByNRmK/3G63rM4zm9nMAOzzyg6dNQ7MDYVCiEajiEajGI1G2N3dlaapp3Ut+NkZVMfjcUmZ+nw+KfUgA9hutyfq7x5GCE2zs7x3tfyb1+CwceScN60EzO86AjCNzzTHhE6bLmZkNwq7CfXNQaXDtNm0AnN+P4hFMX8maKRY20EB6HQ6KBQKWFtbk5EJ+ubSmBZN6A4Y/TONgXZo9etNc0pNRWG+/3FXioRmCGgwAcg2AZ5Hyg2dFVL07ADs9/soFAoYjUbSibm1tQWXy4VkMolyuTxRXwI8uqHVzBadqPF4jHq9PqGQeJzA/vXTnYimU87nTXMqdG0LnTDd3MFInkwQ2T3KGX82DYN+XX43P4OedXhSoNPDwP41mFbqweczFU7jQ8dNd0ozpc/XPOh+fVYw9TSPQzcAkRVJJBJSRE5nol6vo9VqSSF9q9V6oC7LLOF4GCNykGE+7tD3r0lS6M/N827bNtLpNBYWFmSm5EcffSQsrmbFP6/jxvdjdmh3d1eGSKdSKXGaWQfMHaScS/ikssn/Z+1xJBJBKBSCx+OR+uRqtSqNGcygaTmaxuY97PGjxrSZOFLOG/DgieQJNI2N9oT1zaydF7NeyVSCevghgIkp+cD+GiJz3IE+zke9sOPxWCICvU+10Wjg7t27uHPnjkzCNg2v+d7aiTOdgmmG2bzx9WuQgtfn66gK65NCF8jr73S8RqORnAueK90MoAvIqQgZgXKSPJkrKjKu0DKHjn4WeM3o6Pj9fszOzqLT6WB3d/eBWrdpqVkzWjTf24woWVieTCaRyWRkhA1HVbBgXn92/r92hqcFHmZtjZnqMh3N4yyDpsM87bOY97BmP81gSncM6zIQ87W/qPOm5YvHoru4GSRzTM5wOBRnjYzbaDSS4a5Mo7LWWOvzg86lyYgQJyHAnPaZdcBDnW0OGGf2KJlM4uzZs1hZWYFt2xOBgL7fPu8xUV/y51KphFqtJl3p4/FYdo8uLi7iRz/6Ed577z3s7OxMzKJ7nHPBY6d8MYNGmeJmGb27+yBn1XzNaedcP2Yez1GRsSPlvOmblr8D03fsmdEXYSrFaW3Qeviqrn3rdrsol8uiaKb9L1972kV/mHCOx3v1VoVCAbdu3UK1WkU4HEa/38fm5ia2trak2PIgJ+pRhF+fK7NbRzOWOsWho6pphvekgA60psM5CFWPWdEjQagoA4GA0PQcgMlVVxyeSgVmWZY4cNoR/Lw3PY+LbEUkEkE6nZaVSVRUVFbaAed78rNoxkvLrB44HAqFZGgqd+y2Wq2JIbp67qFmFU25eZijxmthKtHHMSpHFZQlzWTqQvxpxoLgdeP1JLtCmdQ6gj8/689i6mUGiXQa6EyQmda/kynUKT7NtAH7c950zZsuATHlYlr6yywVOK4wnVfKgbZb2kYw8GK2hYyTbdtIpVITcyin2a7Pe1x8/3a7jfX1dczOziIej2NmZgZ+vx+9Xg+JRAL9fh/3799HPp9/bMdN2+lgMIhMJoNMJjMxPJyZAF2yQTn4vGzjNDkz5f+o4Eg5b48CLbAHnVS95ojGk8rEZCNI8weDQfj9fmEZgMmuzM9SCgcJhHZA+/0+Go0Gtre30Ww2EYlEMBwOUSgUJPI0C80P8v6JaREpMLnnTxsSnQbT9TN6nYh+32kRy3EFDaD+PNrZ5efXXVs8b3TeNFXP81atVlEoFGRdVqFQmGhX1w7z5z2HnOXWbrcRj8elfsjn84lTV6vVUCgUUCqVJO1L+aFxpcOlnSw26+hp7Hp1G2WRDh6AB5y2aYGG+bj5dzqR2qk7yAk8jpjGjJllHuY50fqKAaWeKRiJRCSgpGzqzsFnfX/qlC+DXcoW0/Y+nw+JREK+mDZNJBKyoqnX66FSqaDdbku3YKPRmGiI0ffLNP0+7V7SzOVJSL2bts08H0yvU0fx3mGNrbYhdJqfpnPLocDlchlbW1uYn5+XHaflchlra2u4e/cudnd3H3v4tv7MrBePx+Oy+YdObaPRQL1en0iZshxG/6710jRnbhoRc5R10ZFz3g46WfqmNhWVmQ7UjhmdFD2nil1cZGF0ygyAUP7TjutRL+Y0ps5MAfOG41RxnYZ61PcyBc5UdjpVTKqZS6EJ1iWY0fXj1EYcZWiGjcyGZVnS6UZZAfYdDADCMLA4Vv/PeLw/LJczlcje6uXIj6sMqHA8Hg8SiQTm5+cRCoXQ7/cRCARkTy/HlnDALutcWD8FTHap8VpTsWrWF9hn2Ngdzf83i9VNJ8wMeLTsaOWpI3jzb8cdmmkDHt4trv9OOeP9GgwGJXXdarXEmWOWgE6Q1h3PKnVKJ4G1w9SnujObtU6xWAyxWAzhcFiY3OFwiGKxiHq9Do/Hg+XlZcRiMWxubmJnZwfValWc02nnzHR89XGZx3mcwfP8Wc/RW0r0fcN5odVqFclkUmawBQIB1Ov1J3ZK9HWhTdalI81mE3fv3sX777+Pjz76SOp+nxTalmu90mg0JlKm1HvUfeageq2XDqppOy4ydOScNw0taFrBaSqVxdL8Ow203lHKuiPdfs7OQqLf78Pv98tNwby67oDSN8k0BWKyYNM+Dw093xOAKN8nMV7THDfS6UyH6QGKjNympWqnfZ0E6NEU+joyJcHvOlLVcsUU4mg0EqarXq/LTLVmsymTvfWoGXNQ7ucB3384HEqBMIMQAMJexONx5HI5bG9v4/79+xP1Q+bnpeNOp7LVasn9RFaWz6WM8t6bFjyZylE7awfJ0kGO3uMylEcJOuU3rcZ0GqtEx0hvVQiHwzIE2rIsRCIR3Lx5U65RJpNBrVbD9va2TNR/2mlDpkE5pJvHzGYWPTYiFosJy9tqtWQbB9e29ft9ZLNZBINBWJYlslosFiccN8J03j5LJnRQclzxsM9JfaSddOpxfe2r1ao0FHg8HulW59iZx5URzYIxwOj3+6jVaiiXy0ilUuj3+9jZ2cHa2hq2t7cfu9ZNvyewH0BzFqRl7dXcbW5uSreyZqbpvE0bkQIcTMaYtlw/flAAcVg4ss6bFlDtFOniXm0k9P8AmEgpsGWYBeTci8ai9Wg0KkP+LMsSdoppVDqJ+j2nXbyHXVD9f6R0+djTUrr65mIqOJlMIpVKIRwOi2LtdDqSiuNcnIcVdX7WZzsuoCNFJW92RWrHRTskdHLdbjdarRYsy0Kz2USz2ZS6M55TXTCrd4A+ifNGx5LOYTgclroi3hN6FhhTBWbnssmUacdUnwOujdMsAJ0LcxTJwxz+hzlu+mvaax1n6HOnU9jAJHOhnQ2OMQoGg0in05iZmcH8/Dyy2SzS6bQ4PKwVGwwG8jcAIh9kg5/kPDLom5mZwfnz53HlyhWEQiEZrPvpp58in8+j1+tJkwsdBV08b2Y6EokE3G43dnd3cf/+fdy9e1d2tprstD5+s3bXDCB4fp8k+D0qBvkgu2eyXWbjCtkv6iK9Hko3kzxO7a2Gfh1mINrtNorFInw+HxqNBj755BNsbGw88agQU0eMx2Op363Vatjc3JSaY72zlTrPrM+ljE1j3MzAcRoZctRs4ZF03kwBPuhkamaE/6fXZExz8swxCjRoLEb3+/1Ip9PCSHB+jHl8T/LZKECszXhS1k2DAwxjsRjS6TQymYzUCbDLlXVNVPbm3K6DPudREdrHhZmq00aBNzmwn2qmojNnB2n2jkqTRpVKxBw6+rhwuVySkgqFQg90E5PVaDQa2NnZkRoTrbxMRkw7EgAeuBd4f9CIm8/VTp9Wzqbx1Y+bskVlar7/cZcx4MHGKg3tsGmmk+lIjqNhLWI4HJbGmUgkglwuh1KphGKxKOyu3++XJhaOsDkoJfQw6OGny8vLuHTpEi5duoRz585JAfqnn36KeDyO9fV1bG9vYzAYSKDL77ZtS+qU7BtrQTc3N3Hv3j0ZeaNlFJgMunWQRV1vOgPTAs3HwVGSO/PzmDZQkxjacaUjZds2qtUq1tfXxelnsPc0jo12lrqhUqng9u3bKBQKGAwG2N3dFcLkSZ1i6hiWCWxubkp6lHNRuUVC6y9OitDjjMzU6bTP9rDfjxqreySdN2DSgQMObhXX3rI2amakQoOkjRN377FWia3WZOdMtu1pfS5tyKYVfD8OaAi4742FwuzKYUs+5yqZC4p1StosGn6YQ3ecoM+z2XVJkCXgrlNd+8iaI100znQpo17KjXbIH/f60mAvLy/j6tWrsloI2GOTObqj0WhIpP2wqer6dXk+zPejUjMZIt47enWPvsemsXAHFQWbytP8n+MObWj1eSSLCuwPjCaTwPRkNBpFPB6XlUNk6S3LQigUwqlTp2DbNra2tlCtVlEsFmHbNsLhsNzD7XZ7gnV4VNnjMTM93+/3sba2hk6ng5WVFcRiMdmYUK1WpUOenaTcBpLL5ZBIJOByudBqtVAsFlEqlZDP51EoFMTomoE0fzbrmqYFAyYeZpSPG0yZIQ4Kiszyg3a7LeNYdG23borRr/F5oJktvg51D2VZl408DXsxHu+Vb5D13djYEEbXTJNqOTioSWFawHkccWSdN2B698e052j6mEqAgqp3vdHBoUfu9XqFTWFqSrMmTI09iw64aSzI4xp4fvd6vQiFQtLdRUVOZUlHlfVQBJWlWY+jGytOAqY5HWYKS9Pr3HNKo6trPQgyqObX5zWcB4FDKcPh8ETkrFOllGE6j7qGclpwME3WdADE2j/NsJnOrsle69fUClK/Nx+b5rg97NiOM3hO9WgNs+ObHe9cLRQKhRAMBgEA9XpdHLdQKIRcLodMJoPl5WXk83msr6/j5s2b4ujx3HI10ecxoEy9bmxsoFgsStPEwsICLly4gIWFBQyHQ9y7dw+ffvopisWiNPLoeqREIoFoNIpqtSoOW7lcloYFNllMqz01WcuDnDbTsZsmh8cRWu/qxw56LvBg8KODR/7McUB6pMbjgO9BwiMQCMggczrkupnrScH346SGbrc7MTFAM5Emk286bWYQ+TjHcpRwpJ03EwfRmqZwmzUBmpVjdKA7DFutlrweI13txD3JBT/oc2jD+qTg52QHGLA/YgLA1BZys0DcPE+EpuePmvB+XmjDQOhzYdZxMAURCAQkouRuVI51YUrLNEJPen15TRhUlEolDIdDxGIxSZGxRT6fz0vRcK1Wk4hUG3MN/ZiZDmWQw+98HR4LsL+YWT9PO37TmD1TsZo/T/v9uML8HNopYbeoHtWj1/fp7l6Xy4VOpzNx/43HY2HWmaLk65LhqlarGI/Hj2Wgx+OxBAFa5kulkhSKV6tVNBoNuN1uqcfz+XxSFM8ygkajIbq0Xq9LfZLZVa91kL53Dgo+HuWcH2dMu394fg7qRKXt0oEX72nWG3JWGktmdJ3Yo2BaIMYAl3Mhn0apiAlts7hLmcejv5vHqH//LOb2OOJYOG8PY+C0YtNULv/G/zdZFvP5utWenv7jjO54VDwJdT3ttXQRKV9TN0Xw8+pZZmb3IG98RjbsZDopLNy086ydDwDivHF1j23bMike2JcTszjWZBGexrG63W5EIhFks1mkUinpFuv3+2LoaSi5AWFaa/yjnBOt7Ant7JpMkf7fafWSplxNe1/z66SBn1tvTQAgLJV22DwejzSisIuP9yODL3bDMxBzu92YmZlBNBrF8vIyKpUKdnd3sbW1hbW1Nayvr6NYLD7AtD8KeLycy9ZoNCa2j7DBgtkN3i8MNoLBoDy2tbWF7e1tYU7MwFEH2zxvOuXF4zEZlZPo/LO5YNpnMc+V1t90bLQzprfDDIdDJBIJaTBhRqZcLqPRaHwu+dD1hwzsKAvMBjzta6Gvt7bbps46iU7aQTgWzhuhjaMZnZgFnBQqYNJRorGe9v9mS7FpkJ+WMBxEgz8uzBEPvJG14TSPnw4fH2f0zuhXD+3l/x9nxw3YH+GgDQdhpk/JXHQ6HSn6ZU0kC2i1szsNTyovXN3FDlefzyeDMcfjMXZ3d1Gr1aRjWDvYj2us9c+a/WNqj8ZZy5eZ6jnotUxn7Wk7vEcF0+qKeL9plpxd7aFQSNgLjijS8/jG473mKV5X/h/lmbVyuVwOs7OzWF5exvz8PG7evIk7d+7IHLXPm8qadr2Y+mUql2vUmNpPJBIIBoPSoLCxsYGNjQ0ZZcKSApNJMscxmUGzWddlHicwfXjvccN4PJ7QJ+YgZmBfj+kVWfzcLOAPBoOiozhrr9lsCvsGQGrFWErzeWVDO4ucM8lpBk+z5s18X1N/m+9xkAP3tO3uYeNYOW8a06J8/TcdkWjDwt81e6A9ei1wz8pZ4XuNx589kPGzYNZxMTI3lYBWlrrmQa+BIqOk97ueJIFnCtA8Zwd9RjKwuhiW6aFeryfL2unUmOnTJ8VoNEKlUsFHH32EdruNRCIhMsr5SpVKBZ1ORz7Hk7BZmgnRNX56b6KuiaMMmQHONIV5EEtyEp036hDd3KE/L88vnSAOueX51eefRefBYFDqHjmigww5u+1oSMniLS4uwu/3IxKJSB3btHlqn+cz0WGIRqNYWFjAysoKksmkHDdZRDJuGxsbMkB1Wp2kGWCbTIrpAEz7+VkE2IcFTS7w/JBNN5lwOvr8PwDCftXr9YkVUqFQSIYrMwPDXdqVSuWxzhvtCB1G27YnBp0/CzyJPXoasnGUgoNj67xpTGPkpv2uH9cKzDR4D/Pkn9bxThuT8CTQqQhCs0w0BFQAHK6p6W5OOTfTxfq4jzNMB4ugE63/RpaDzjDnvJH1iMViMkzV4/HI8/RrPI0bvdVq4dNPP8Xm5qaMjqBTTuUeCARkZMnj1tppR5ZOvq7HYj0TzxeVNBkiDvN9GA5iTsznHHcclHo2mz6CwaDs1mUnry7GpnHkzEbOo9QjbADIzuRSqSQbNlirNh6PYds2IpGIDNblGIfPe64pC+FwGNlsFslkEsDedg6OB4lGoxiNRtIJy7V/5rxD3nPmMTysnMR09k1ZOgmyA0zqI73jlo/rwIqD18lq8v9Zz837lqNbNPvbaDTw3nvvodvtYmdn57FqJDmQuVKpSN3b0xx9ZULbOJN9+6KCwaPiwJ0I501Ds27ENJp9mpKYdvGf5UV6ms0ABxkMnfai40FjzPlvzWZTlo+bLdfa2LCA/bhCF99/FnOrr79pePr9vqS9YrEYWq2WzN56FhiNRsKs6JE2nAnGYah6btbnladp9w0f53e9S1EbFV1nBzzItpkpr5MWFJiYFgia+ogyxfsRgMymJHvFbk+mudhBSvaNnca1Wg27u7sol8vSId/r9WSMDR06na58VOOqGSAyhAxc6EByPMjs7CzG4zHu3buHra0tFIvFidpQM7DQ8wS1ntHvzfNlytG0oPckMG9aX+vHdHDJXcOUkVgsBgATQ5p5rRhgplIprK6uyhSC4XAo69Xu3r2LUqn0WM4bZYDzQ5kVeNbQ7CTPi7ZNz9LBOioyduKcN2B6nQ2h6+I+K831rC/S01A2pnNlFrXyZxaqplIpuakZsU3rPJp2zo6K0D4u9M1ugjc/6wD5HHPYI0c66CYGdqTqLqhncb7IiOpj4nsy3c1akyeBefzsPGSROp0N7TBquTG7BKd1DZ5EZpfQukU7JzolrTtLOSdNN0mRNbFtG9FoVBx0XmM6ZOw4rlQqKJVK4sCxHoksHGf+6Xv8UQ2c/hxk3qhDlpaWsLKygkwmg9FohA8//BDf+9738Mknn6BarU6kRqfpFjMYnFbKoBm2k1onSfB+YimLPh9kuRl8s14yHo8jHA5LFzBT7bFYDNlsFplMBgsLC1hYWEAsFsNgMJAl7lzDxnrazwMdpOmgkbryWUHfR7oj37ImRxg9zfc7irJ2Ip03wlRS0xiWh/3fcYDJsun6JNazsZCYs6KoeOm4cajiw7oGdcR+XEEn4iAHToPOHLun9OJlpir0CBGdQn0WdYImW0ElSYX1uIzbQe9Fx0yzbboWa1r3sclSHpTC/aLSG4cFnj+T4dWOLABhUMhe9Pt9Kfqms0VDSEePzg5XpRWLRZTLZVlGrueoselIjz2a5kg/6mdyuVwIhUKYnZ3FqVOnsLS0hKWlJaRSKQyHQ6lx4/YHs5vd/Pzm+x/kuJnfT6rTD0zWLmvGjT/rso14PI5oNIpYLCZrEEulknQGx2IxZDIZzM7OIhwOTzRscdUZV0Vy5/XnPZeaKOBxP4u5qOb7MQAiA8myET0mSTuXT+N9jxpOtPNGmArAFNJpBezHybiYqQY6cXTa0um03LzsChuNRjJighsCzG60acr0uIMGxPxsVEC6dpCMkzZ23W5XGAU6cHSG2TVoDkx9mseujaCucXla0ab5HlSCdBT1vEQegzmc2Ozc5ut+1rEe1Qj3cWCm9ihHTCu1Wi1h3/QIFt3IoL8YGDB1CkBYtWaziUqlIp3HDDa0A2hOm3/U86wDt3A4jPn5eZw9exanT59GJpNBMBgUR7JUKsGyLMTjcTSbTZRKJWl+4ntOuy+0XjYDq0cJtk8SeI4I7bjpTApLNnK5HOLxOLLZLPx+P5rNJnZ2dsQpI4PHmYHsBq1UKqhWq+h2u/L/nG35eUtjqCsOur5PC9q2kTEMBoMYj/fWwplM95Meh2n3nqYz+DTwXDhvJnRajL/zhtBF7YyAj2pRrBZSpkZ5I5rjBzweD9LpNLLZLOr1Ou7fv49CoYBqtTpBt+vzooeuasN9nDHNedPDZs3xBXpHKYCJtCE7TVnAzXPJqfjP8jNMk+Gn8br8rovo+RgHWGtHV9dv8edpx2q+/kE4SQ6cCV3DxZo1OnGaRSBbzkYYOmEMFgDIHlF2A9PBpuNmNgk8STpJG8R6vY719XVYloV6vQ6/3y9NEPl8HvV6XcZR0HHTevRhtXYHyfVB95JZK3cS5EY7r7qGVHcuA/tlEhwFwoaWbDaLpaUl1Go1VKtVqccFIKwUH+92u4hGo5ifn5dGta2tLRk99FnnUzcsmazqs4Lb7UYqlcKZM2dw9uxZhMNh2TSyu7srZAQzE2bG7VFlZFrt5TRy5zDxXDpvwIMXkUqG3XusaWq32yLYB9H9hwnWQuhl9MlkEn6/X9rJ4/E40uk0AoEA2u22DN3UxcxaSU5TlmSaNONzHGGOjtGf2zQUfB6XIOuaH7JwXCieTqdleT0nyz/LKJTH+6xeVztm5vnRKVGT2TmoRME85qMWxT5tmIyRyZhqZ0rXyPG88L5lfRnlKBgMwu12yygI7cDpwJPXRn83j+uzYJZMcL/knTt30Gq1UC6XEY/HYds22u22MDk+nw+pVAp+vx+VSgUApDP2oKYn8z486G/msfFn87HjCu0IEdrp1eUK3W5X0uWsmWQGIJVKIRKJoF6vo1aroV6vSz1svV5HvV5Ho9GQ9wgGg0in09IxT5Zumv7SNWdkihmQPGuEQiGcPXsWb775Jq5duwbLsrC+vo6ZmRlsbGzg7t272NjYkOyI1lXEQTrIdNi0XOm/HZWmvefWedPQdGwsFsPMzIzQ0L1eD+VyGTs7O1IM/KyN8ueBXq2joyDL2lswnUqlkM1mYVmWFDcz8prmuBEUfGC/2+mLiKy+CGgGQrNuNKy6VkcbWV53j8eD1dVV2LYtrfH9fh9+vx8zMzMye+1ZF+4+a+joVRsP1lKR2TE/p37+NEyLao9TmcKjQH8uLT/UNWTeer2eBF2RSGSiTk53FI/He92+nKVFpoX3s647MtnQJwk6abhonFutljgLwF7qNhQKSQDJbkZgb2G51+sVXaMZOPNYpjleZjCp9ZR5X50Exw2YzAyYjjgL83ltAYijVavVhGyoVCqIRCLSsMDAstlsolarwbIssW1crcfZgYlEAm63W+om9b2tj2c8HovzZgYezwo+nw/pdBrnz5/H5cuXsbq6CsuyJvbpAntbKgqFAur1unTgTivjMO8LHUhph80cncQg/bDl7cg5b4dxE/L9yKqkUinMzs7K/sBer4ednR1sbGxgbW0NhUJBlNFhQQsYHU+OFQiFQohGo7Lgmjcg0zS1Wk3mL9H5Y1SmFasWXuDxJvcfRWj50o4bZY9/19PLmZJqNpvY3NzEcDhEOp1GPB6H3++Xv3OlVSAQmIhsjyM0W6Tr3oD9HcG6RlD/j/4idOrddNZOivElTENhMm9sFuLAW9u2kUwmZeAzAAnGgMmBqEyZ0Zk2n6PnND6pU6yNGJ0vrlbifePz+RCLxSSlq/+3VqtJnS2N6EGjSh7F+J/0lDvPj3aULGu/KYmF+vyb2+2W88sZgf1+XxhPZkyCwaCkuJkyHQ6HiEajiMfjMq+NTg+dxHa7PbEiUTvglI3hcIh6vS5/exZgWVA0GkUmk8H8/Dzm5+cBQGpBC4UCYrEYhsMhwuEwarWafB69sssMbkw9pctndHcvyxry+bzsQz9MHDnn7bCgC4m5VJlFwrZtY3V1FSsrKzh9+jRu3ryJTz/9FIVC4XOvFTHxOApHO2ysuUqlUshkMkgkEojH46JIddqXhaqVSkUYJAATa2s026YjEzonxx3TamrMur5pA5zZ0cR6ChpKr9eLYDAo51LP5mLN0lGh2T8Ln2U8zTSCjl4PKoafFpUf9PfjbninwTwffEx3gXIFGgDpZCbrUa/XZW2d2+2WOifWqepmBRpa0yg9yXk1HVA6htqo0eFkxyJ1Dj9TOByWOjwyNg/rfH2U1Pq0TMFJgGZopzlwuptzPB5LVzHPvx7UzTludPZ4/TjXs1AooNfrIRgMIpfLYX5+HnNzcxOOCcfM6OCfI0W8Xi/G4zFqtRoGg8EzC1ZZGhQOhxGJRGDbNobDIUqlErrdLiqVihwnHVUdJFqWhWazCWB/JZjOvPA99GPaYaM+9/l86HQ62NnZeSaf8/PiSDlvZlT+RWMwGEhUqQdi2rYttSfJZFKcOo/Hg0KhIAr1UVkpneIAHr1bULNtdBo4uy2TyUxEvyws583e6XQkTQPsR9F8XBd3mgWePC8nAdPqHEwmjoqS50PvgNVME5laTsoH9h1hppEoE8fdgdMyqlMp5pgSU5anyZN+H9M5OCmYdn+T5TWj/16vh2q1inw+D8uyEIlEhOnUeyepH2mwqtWqLBbnuB893f5pnk8GiwxSRqO98SWRSETqbOl09vt9eDweRKNRKelgRoCjTOr1uhzztLQWz5t5Lj8LJyEIoPNNpx2YbObQ8xbpLNdqNdEx/PzD4RDNZlPSh9wvy7V61WpVgtGdnR3Mzc1heXkZs7OzsvqPGz441JeNEBxUDkCe86wa2jglYWFhAefPn8fc3NxEGVA+n0c+n0en0xF5a7Vaoof1LlcdeGj2V9fvcYIA5ZZ1pqz1jkaj0uB3mDhSzpvpPHyRN6KOZMrlstw4VFoEC4nn5uYwHA4RCoXkJmDk+7CUgMvlkroVXUysFbx5XPw/HgsdN875SSQSSKVSiEajUsBMx40jA+i4UVlyOrs+XjJP2rhwIfZJwUHypJWjOcNMF70yNcFaCs7aikajiEajCIfDogT8fj+KxaIYLKa0jhKm1Z8dVKxLx003MfBxjWlrj/T5NQ30SZIvwgwO+Bn19adz1m63USqVMBwOUS6XkUqlkEgkJMjTo0PYLbizs4N8Po9KpYJCoYByuYx2uy0G92nP2uJxsIOdG0Z0OsnlciEajYojx9o+MoQbGxu4d+8ednZ2JphEPWdSn7tHPS7z9+PuvAEQW6QZTep+kgmxWEwGhnOsETA5z5J2gHPd6HzRXrFchnMsO50O5ufnZS4ox8EAwMzMDPr9PkqlEqrVqgQjyWRSUv3b29syJPppXAc6WslkEufPn8fLL7+Ms2fPIhAIyDiacrkszJseSq3T82YtuA7ImZLl+JFoNCo15JzD2Gg0ZJSKOVLrsHDknDfiMGhwKlldoEmGirPQuMNveXlZ0pZ6nQ0noGvh1Sk5PdOJgqmdJU2TMxowd0yGQiHEYjFEIhGEQiHMzc1hbm5O2vN5rHwds5ZN0+3TGBM9rf95g2ZINMzzx/PE7lLWYszMzCAajU4oAqa4+GV2oh6WIjALwk2nzWSIzfQy8CBjpv9f/828F3g+T6LjpkGDoe9FOr903OjsM1hqt9syDJoMAGWNnc/FYhHb29vCoGgW62nJFY+dP5tpJeoR7tFMpVJYWlqSbmymfXd2diZmH7Kjn3pJM28HbVw46Hc+dlDwe9zBujM2gnCCAOuag8HghI7XgTuzAHqETLlcRrlclsdYx2pZe8PGt7a20Ol0JJvD96OTPhqNJAOlB0a7XC4pzWGA8qQOHG1kOBzG0tISLl26hDNnziCZTIoD5fV6EY/HJ+6f8Xhvny/ZSMqWy+WSpiBdu8vzyfFaDEZ0mpnnlilbx3kzcJh1C9ro6FoOXkR2lzDy1M4Y6VVS2joFSYqbAgFMsmns4qJBp5PGTQhs0aeC5JLpRCIhA3iXl5dh2zbK5fIDM54YjevoQzt42olgLc3z5LRpA6Vhdnzp57HejWkk3uSsCYnFYrBtG5ZlIRaLSbE2m0XIROhU17Q01zSnSLPT075oAKc1npjQzhowmc7Xzpt+TM99M1/nszpMaVyfVlR+lHEQI8Trpx24Vqs14cyZHYOhUEjYXqZXORi30WgIq/60z6v5GXRgyVpblg3o5iimlOgs7OzsYHd3V0ovaAA5loJyNa30xLw/9e+mbOrzfNLABrlAIPDACjxNOpARZV0hMwTUTww2dWOLrvuiTaMNYuZGp0iHw6HUgnEjCB12ZmoqlcpEV/pBmSj9GUyMx2P4fD7kcjmsrq5iZmYGLpdLnLLRaATbtjEe741t8vv9iEQi0uEMQNKmlD2WsjDVq+8xljBQh3LXN0uoSNRws85hy9mRct7MtCnwxd6Mmhmjx81VI+zUsSxLum84Ty2dTk/UydEpY2RCQedn5PtQiTNaYbE7BbDT6aBaraJSqUx0MqZSKeRyOWSzWcTjcQDAzs6OFKBScTKyYnTFz8RJ7BTO0WgkN/UXsVT4MGEag2mOjU7v6Z+1A+V2uydGMfD3ZrMJv98vBo3jHqjYWO9Dul+nVE2ZN9mqaQ4BlRPlkw4kla5mVzVrZjp8087LtPfU6RiTlZv2Ovr1nhfHDZh0/gltKDVTxJpSBnJMYdHZDwQCYqTo9LPOjd2nB3XOPQnMQEGnmVhbxNohpq7y+bwEvRw5QadCs9UcycMAiGyNqe/Ne+9hx/o0P/tRRKfTwdraGjqdjjgevA4ApAkGgDgilCPur2ZQrwN6Xk/aLQYPvDb9fl9KcngcdODC4bA8Fg6Hsbq6ikgkIql86jeTKDD1qXmfAJBOWs4S5AYPNi0AkNmDxWJRgmK945mfjQGC3++XwImZK5YaMRBiMKSZXBIfpVIJu7u7R0LOjpTzBmBCQUy7iZ/1++qUGB230WiEeDwunZzMl/MG0R2nVMSFQkEmjlMA9AYHfvHm03VSHo9nQvhCoZAwd3Nzc1hcXEQikZChuWRzGDFp462/6DiQdaOQFovFE++0aZhO0kEOnMY0x4kKgXQ62+6ZcmDXr17h0mq1hFUJh8MolUoytkU7RgCkxoWpEG1E6ZBTgbLDin/vdruysog1KPq4Kb/mWiv9HCp200kzzwGh60j0e/B4joLC+yKhdRkwPZXMII/Xk9eWnXOcz6UDRzL1eo/js3ReKAvMSLCTut1uo1gsYjAYSEaCDByzE3QeGo0GOp0OgP3tEGSHut3uxCxJbdT1eZvGtPE5D2N9Txp2dnbEibhx4wbi8bjoeGZ3BoOBOG2cBaj1jE5hM7Dn/cvgn53OvV4PlUpFnDfaF4/HIxki2j06leaMONpUXS5xUGaA8saM1Xi819G6u7sr2SfWAfJz6rIUPXuTP/MYarUaRqORrDFkQMRSITYfkmBhoA7sTW7Y3t4+MlMXjpzzRujOrC+SfWP0S3aNxpfp0HK5LDUAbF9OpVISWTabTRSLRREEfgY6bqzx0DN79IBd/t3r9SKRSCASiUhkHQqFMD8/j3Q6DZfLJZEGmR/ewBRYKn5G52QSWTfD8QLPKx4loufzzJ81AxGJRBCPx2UJdDqdlnQpZQeA1ISwHi4cDovcAJBojwW0TIHoFUjaqSKFHwwGRSaZyrCsvRqWYrEoQzgZcbNLizVUfF2tbPVQSt3AYaZVqdh4v+rUFwObk1aH9Hlh1lDq9KM5FoLpGeoBlkvQkDDNSvbKTJE/TZjyRlmgjtS6gwaSDA6Dx06nI6lgADKTjM6ndvb5PmYAoDHt8ZPOuE1Dv9/H3bt3ce/ePbzwwgu4dOkSksmk6Ht9L/KeNzct6EY1XSpDWaN9sW1bOjBdrv0dqSQbqH/09XO73cLKAZPNXwddc/13y7ImggEGqZxnRxksFovI5/PCvJF1o43VzQWa+ed4Hupf6l0G5EwT8zzcunUL6+vrR8peHlnnDZjc7fasoRWVZjqYFs1kMgAgUaKOGDlYUdPRnNek6990EakuPqUjSOXIRgg6YDSsfK5ewssRJr1eD6VSSZQ6hZNREougGT08T3VtD4NWJAfJmY7y9fOZ5k6n05iZmcHMzAwWFxexuLgo7AQNLg0Y0+v8nSkyPQyTc5n4nrrgVkfM7JrSdRuMVvUYE6baGIXzNfmZdRG9yfBpZmfa+dCMnja8R6GV/ihBs6o6ZUrwfGsnj9dBzwqkTtA7d5+V82Y6SnQoybBw7hZHJ43H+/W0lBHd4U7jyeCRG2se5TOYabXnzVk7CKPRCD/84Q/x8ccf4+zZs3jppZcQjUblejA7pFPr5rnW9zlJBf6/TnWTZCBcLpesRaNcM1VL/eT3+xEOh8UOsfBfjxYZjUbC0DKgBPZmHmYyGWSzWaRSKYTDYelg5niUYrEoXbTMKPGz6rIgUxdR35H40HaXJEutVsPW1hY++uijI+W0EUfaeSOe9Y2qnbZwOIzZ2VmsrKwgm81KB+Hc3Bxs25a5aNVqFaVSSZSQXnfDxgNzHg+ACUNJBU6KWa/D0dPKmWplmzgNMw02l0WXy2U5X61WS+b6tFot3L17V6J2Bw9CO2XAwcXQZLyCwSCSyaTIxtzcHLLZrMwBpMNtKk/92lqJ6qiQikezb1R2fL3hcCh1dea2Az3SIRgMTqRQdZSp2RztkGkZ1Z9fQzt6jJ4bjcYznbJ+3MFrC0ymUE0mjgYU2J8/pYu/dXr1Wc11I/Rx8YsBBms6OTsMwMRgc8uyJgIUjqlgza0OWqbNeTvoHDp4EL1eDx988AE++ugjrK6u4qWXXpIaXI65MNkundLUDhzZXjoy1C2sW9NySl2h0/2j0f7WjWQyiUwmMzHImcEpX4O2k7aUASbXxtEWMr3JmWts4OEyet2YoZt4NJunS0GGw6FkxFg77HK5kM/n8e6770p9+FHFsXDenjV0MWM4HEYymcTi4iKWl5dlwS8Lwr1er0wQZy2BbgygguXraZaDggJg4sbRxbs8Fi1sNMZsaU4mk0gmk3C5XLJcnqlRPXi30Wggn89jY2Pj2AyJPWyYdRi6PlFHZ6FQCOl0GqdOnRI5icViopiYstZNIHSsdATZ6XQkPUHWlDOKer2eOG56bpGOGjUTw8L2QCAgLNxoNJLUOpnieDyOSqUixlUHEozO+Xl1GtVkJylTjJwdw/pooJFkqonGg/e/2XxgphE1K2vWDz0L6MAiFApheXkZp06dkvleTH+yJo9MP9fJsdaT88X0wHDTcTM/h/mZHTwcw+EQN2/exN27d+FyubCysiLME50lnSIkKIfUE/wfyiidIN3QRznVDhJLPhKJBBYWFrCysiIjRygbdNoty5K6OdbT0cHne3OEh2VZspKNQayuUeNnJ4NHewhMduPSDlNW2XAzGAxk/eW9e/eOhb10nDcFOlqkgjudjgg4HTLWKTHaJO2vZ+pQkFmgy6YDvbeQtUx03ui0AZioJ2FNFVN08XhcWvI5aT2fz2N3dxc7OzsoFov44IMPcOfOHdTr9UM4iycD2oHRNT+6aJv1GLFYTGYN0ZmiU8bVLXTcWK9B4+VyucQxp4JjGp5yxHQ8MDlmhoqw0WjI6JhUKiXMDZtc/H6/pFKo8PSSc77utPQwYaaXdRrGweOBQZ/b7UYul3tgRyWwf10CgYDMkeQYBjPF/azA12Yd7unTp3H+/HlZYs5UKQdWUyYpnzp1Sr1FGdTMzTRZcuTr8UDH5eOPPxbWPhqNTjQVAZPBKVleXhMGjFq+ps0FBfYDU3aHptNpzM7OIhKJTDhXmhnTTB8D4lgsJgOqmWmyLEvqs/WYFNpqBgqUKzqfZokC7SywnwEbDodYW1vD9vb2sdtF7Thv2HfayJawmL9arcqsG9K9XBWixz6wjonFkYwoyNaxpk07BOxm5RoPXWdA4STNzO4YOoyklblI+KOPPsKHH36IH/3oR9jY2HAU3lOCTiWwEJvftbNDtpMRqY4wObqDzBQ7pbxer0zyZopVj3nRCkoX+2owfcDUOMcycGzJYDBAMplEOBxGPB4XRpB7e1nPwjoRyqfZyUc2iMfgyNfTA+VrfX0dAHDmzBnMzMwgm81KMKhTlI1GQ+5xzkl71tByXq1Wsba2BgBIpVLCNGvGn+wGDSY/QzgcFiaYn1s7bzwfDsv2dMEaMpIR0WhUUt/m6BrWXjNQ1fP3TAaL/+tyuaTDmFMZEomEZKkGg4GUf1COGUhqHav1EINPsmSa3SVBwmAik8mIbWT9m7n2kaD8aQbwuMqb47xhn1ZlRyZbknu9HnZ2dmQdDI0YhZyevF5fQsFjJEOWQhtEPbajXq9L546uIeKONQ58LZfL6HQ6MuCy1+vhww8/xO///u+jUCgcu6jhuEEXiHs8HiSTSVFuvG68hnr8C6+17v5ihMqiXmDfKXK5XJKKJ+gsMl2ga59088N4PJYOVJ/Ph0wmg3Q6LXOS2PXaaDRkRiEdPZfLNbHgWRc3H7WVXicRNCA3b97EzZs3xfi98sorMtE+EolIjRhrbrWD/ayMkM5I7OzsYDAYYGtrSzqqI5GIBCKUf9YbkenVzppOCesUsRMUPHuMx2NUq1UAkOuVy+VEZ+ngkp2YeuCtWberO99t28ZgMECpVEKn00EsFkMmk5G5pMxOMKBlbZzX65WVb9vb27JwnrpSl4Nks1khUeLxuMxtK5VK0nnKGXNM2VO+WMOmu+qPMxzn7f/BZN92dnakMzMcDiMUCkmhOqlcRsTRaBQAJN9OpozRJ1+fDmK9XkelUpGGAt1FSOeQWxRGoxGKxSIAyCqdb37zmxK1HNeo4biCKaB3330XH374IV599VWsra3h2rVrCAQC0vnpcrmwu7uLTqcji405CLlUKsk0cDr84XBYJoi73W6pD9J1lMBk/RGw39bvcrlQr9cRCoVE/sbjMdbX11Gv15HL5aTwlzsxV1dXpVMZwMQMsaMyy+h5BZuP/uAP/gA+nw9vvPEGbNtGIpGQTSpmytRk4Z62biA7UiwW0Wq1UCqVEIvFxIlLJBIIBAJS68Zicgas9Xpd6jv1jDoHhwPe92tra3C5XLKQnswcyzzobLGeTddns9mJTjmDWaZtWWK0vb2NaDSKUCgkpIZO+weDQWSzWXg8Hin9ADDR/en3+3HhwgXMzc2Jjtrc3EQ+n5d9wGTWCoUCKpUKGo0G7t+/fyLlzALgWH8DFE4Wp3PGDWnh0WiEW7duiUCbRdyj0QhnzpzB7OysDAUcjUbCkPCr1+tJMwR/J7XNepJisSg32UkUwJMCOktutxszMzNYWlrCxsYGCoWCKC2ukllbW0Ov15NUA6NWpl1p/LiD8CBWRderaHlloME0/pUrVzA/P49CoSDRrdvtxrVr15DP5/H9739/IkJ1cHRBNkR3A39RLILZrac7li3LQi6XQzgcFgeN6dFQKITBYCC60MHRhh5Xw9FDTGky5clSoEqlMrEqkLqMdcGRSATdbheffvoper2eOH96FNF4PMb169dx4cIFYctIhPCL9duvv/46Zmdnsbm5ia2tLayvr8OyLLz44ouoVCr47ne/KwTKSZc1x3l7RFBRMoXFvP9Bxs4s9DS/O3g+8TCZeVbMiZ6n5MCBAwfPGuaYIdpLYPrOZj1lYVpDBGHW6D3PcJw3Bw4cOHDgwIGDYwTXZz/FgQMHDhw4cODAwVGB47w5cODAgQMHDhwcIzjOmwMHDhw4cODAwTGC47w5cODAgQMHDhwcIzjOmwMHDhw4cODAwTGC47w5cODAgQMHDhwcIzjOmwMHDhw4cODAwTGC47w5cODAgQMHDhwcIzjOmwMHDhw4cODAwTGC47w5cODAgQMHDhwcIzjO21NAKpVCMpmcWOjrwMHThG3biMViD+w/deDgaSIcDmNxcRE+n++wD8XBCYXP58PCwgL8fv9hH8qxhuNtPCGSySS8Xi/cbjfm5+dh2/ZhH5KDEwa/34/hcIherwe3233Yh+PghMLn88kC8cXFRQSDwcM+JAcnDG63G5Zlodfr4fLly4jFYod9SMcWjvP2BJidnUUul4PH44Hb7YbP50Mmk3GiVgdPDTMzM4hEIohGoxgOh3C73fB4PA4D5+Cpwuv1wufzwev1IhaL4dSpU1hcXHTYEQdPDT6fDz6fD5ZlodVqYXt7G0tLSwgEAod9aMcSFoDxYR/EccTq6ipWV1cBAJVKBbu7u2g0GohGozh79iy+973voVQqHfJROjjOiMVi8Pl8GI/H8Hg8wrwNBgO43W60Wi20Wq3DPkwHxxyBQAC2bSMUCiEUCiGRSMDj8WB7exvhcBi3bt1Cs9k87MN0cIwRi8UwGo0wHA4Ri8UQDAbR7XYRi8UQDofx4YcfolarHfZhHis4zttj4MaNG1haWkKv1xNDWqlUcP/+fVSrVUk3bG1todvtHvLROjiOSCQSGA6HcLlckjYdDofwer0YjUY4ffo0bNvGu+++i0qlctiH6+CYIhgMwuPxIBAIYG5uDuPxGIVCAY1GAy6XC6FQCC6XC9vb244uc/BYOHv2LHq9HprNJmzbRjabhWVZaDQaGAwG8Pl8iEQiuHXrFsrl8mEf7rGB47x9TvzkT/4kXn31VViWhU8++QT9fh/pdBoejwfVahX5fB6DwQCWZcHn8+Ev/uIvUK/XD/uwHRwjLCwswLZtNBoNDIdD2LaNYDCIXq8nv7/88stot9u4ffs2Pv30U3Q6ncM+bAfHDLFYTNJWo9EItm2jXq+jXC7D7Xaj0+mg3+/Dsix4vV7RbQ4cPCpyuRwymQxarRb6/T4SiQRisRjq9ToGgwGCwSCSyaSwvn/wB3+AQqFw2Id9LOA4b58D165dw7Vr10ShdTodDAYDeDwehMNhRKNReDweRKNRZLNZuN1u1Ot1/Oqv/ipu37592Ifv4BjgzJkzyGQyKJfLsCwL4/EYnU4HwWAQo9EI3W4X4XAY2WwWnU4HtVoNlUoFpVLJSW05eGQsLy8jl8vBtm14vV64XC5hQvr9Pnq9HhqNBgBgNBqh1+vB5/OhUCg4DJyDR8LFixcxHo/RaDTg8XjQarXg9XoxOzuLwWAAl8uFbDaLlZUVRCIR1Go1uFwufOMb38Dm5uZhH/6Rh+O8PSKWlpYwOzsLl8uFbrcLn88Hv9+PdruNbreLdDqNXC6HdDqNZDKJWCyGQCCAXq+H9fV1/Mqv/IqT03fwULz44ovI5XJoNBro9XrisBWLRTSbTUnHW5aFWCwGl8uF0WiEeDyOn/iJn8Cv/Mqv4ObNm4f8KRwcdVy4cAGnT59GuVxGs9mE1+uF3+/HYDDAYDDAcDhEp9NBr9eDZVkYDAZot9vweDxwuVzY2dlBr9c77I/h4AjjlVdewUsvvYRPPvkEa2trsCwLlmWh3+8jFAphPB7Dtm0kk0nMzMzA4/FgPB4LC/zbv/3bTgr1M+A4b4+AU6dO4ezZs6jVahJ1DodDKSZ3uVxIJBLw+/1wu92wbRs+nw+9Xg87OztoNBrodDq4efOmk95yMBVnzpzB6uoq2u02hsMhBoMBut0uvF4vvF4vOp0OvF6v/I3BRLvdxurqKi5duoTNzU38m3/zb7C9vX3YH8fBEcWVK1cwOzuLbreLUCgEAOh0Omg0GtIFOBwO0e/30e124XK54HK5pCOQeu/WrVtOs4yDqbhw4QLm5uYQj8fh8XgkixAOhzEej1EsFtFoNOD3+xEIBDA7O4t0Oo1gMIhms4lms4lqtYo/+qM/QrVaPeyPc2ThOG+fgQsXLmBxcRHRaFRqP9rtNmq1Gnw+H4bDISzLgsvlksiCs5KGwyHa7TaazSZcLhcGgwFu3brlRK0OJnD+/HksLS1hPB6j3+9jMBig0+mg3W4jEAggkUhId2mn00Gr1UI4HMZLL72E2dlZpFIpVKtV3LlzB71eD9/85jdRLBYP+2M5OGK4evUqrly5gna7jd3dXZlJWa/XhX3r9XrodDrodrtotVoyPsSyLHg8HkQiESSTSfR6Pfyf//N/HOPqYAJXrlzB4uIi+v0+fD4fUqkUBoMBKpWKEBcMTJk58Pv98Pv9UiYyHu+5JMPhEH/zN3/jyNgBcJy3h+DChQu4cOEC6vU6PB4PgsEg4vG4pEqZagCAbreLdruNXq8H27bRbDbR6XQwGo2EheOAwvfffx/tdvuQP52Do4CzZ8/KbMBgMIhWq4XRaCS1Rx6PBx6PB8Ce0mOHczQaxYULF5BIJNBut7G+vo5CoYD5+XkkEgn85m/+plP460Bw5coVJBIJhEIh2LaNarWKZrOJQCCA8XiMUCiESCQCj8eDfr+PZrOJWq2Gfr8PAHC5XFheXkY4HMZgMIDX60W1WsUf/uEfOg1ZDgAAb7zxBnK5nDhboVAIy8vLSCQSaDab+OijjyTlzgwVsOekAZBMg8fjkZlwbrcb3/72t6X+0sE+HOftAFy5cgVXr16VurV2uw23243hcIhWq4XxeCzRwmg0ktVY7XYb4/EYw+EQ5XIZw+FQDKzb7UY6ncZ4PMaf/dmfOTn95xxf/vKXkU6nsbOzI8qMxb2hUEgKfDkEutvtol6vIxAIIBqNwufzSfDQarXgdruRTCYxNzeHwWCAr3/9684YEQe4fv06rl+/jnK5jFKpJLWUlUpFSj0sy5IVbG63G41GQ2ri3G43AoEA5ufnMTs7i1qthna7jU6ng0KhgL/5m79xmmWec3zta1/D8vIyarUaarUaBoMBkskkLl++LLW6rVYLpVIJt27dgsvlgm3b6Ha7KJfL6PV6GI/HsCwLwWBQdKHf78d4PMZ3vvMdp1HGgOO8TcHq6ipefvllDIdDBAIBuN3uCSq31+thNBpJ9NntduHxeEQYOQG/3W5LCjUQCCCbzaJSqQiL97u/+7tO1Pqc4o033sDKygo2NzdFKUWjUVQqFbRaLUSjUalzi8ViSCQSqFarKJVK8Hq9APaUIeckBQIBeL1eRCIR6eYql8v4oz/6I0fGnmO89NJLyOVyUihu2zY8Ho8wa9RrnU4H4/FYDCebFhgcjMdj+Hw+3LhxA8lkEuvr6ygWi6hUKhiPx/jzP/9zpyHrOcVP/uRP4rXXXsPt27fRbDYxGo3QarWQzWYxOzsLYE++qtUqvF4vxuMx6vW6ZKfa7baQIP1+H8FgEJZlodlsyjy4nZ0d1Ot1jEajQ/60Rweewz6Ao4aZmRksLS2hUqmg2WxKBwy7ZSzLQrfbxXg8RiQSQafTEdrX5/MhFAohHA7L3CTdnWrbNvr9vtSUvPHGG/j2t7/tKL3nDK+//jrOnTuHfD6P8XgswUEkEsH8/DwKhYLUggCQaJTRKVOrDA44KJqMCh8Ph8P4mZ/5GXzrW99yWN7nENeuXcP169fh8XhQLBbR6XQkk9DtdqX2iF2lANDr9RAIBCR1FYvF0Gq10Gw20W630Wq1cP78eclCRKNRJJNJXLt2Db/+67+OnZ2dQ/7UDr5IXLhwATMzM1hfXxf7OD8/Lyl3NieUy2XpWI5Go2i1WpKlAiDsLsfUMLPF35PJJM6cOYNbt245NXD/Dw7zpjAzM4NcLoeFhQWEw2FpNmi1WqjX6zIehHOPWM/G1FYgEEAoFEIwGJTic9YxbW5uSiTB9TN+vx+xWAzf+MY3nPTWc4Lz58/jp3/6p/HRRx+hXC5LPZtlWYjH40ilUgD2Jt/3+31UKhVJH3AINI0tG2Tcbjf8fr90D6ZSKRlV4/P50O/38d/+239zugOfI6yuruK1115DMBjE/Pw8otEobt26hY2NDXH+6ei3Wi1puGLNLnXd/Pw83G43dnZ2UCwWEY/H8frrryMajaJaraJer0/Uyv3qr/6qsxbwOcHp06dx4cIFsXd+vx+5XA6rq6vY2NjA2tqazKakM0cCo9FoYDweC9sGQBhf1oOzVtyyLJw+fRrnzp2D1+vFr/3arznBKBznTfDiiy/C7/ejWCwimUzK2hg6b2TXuMB5PB5LinQ0GsnIEP4cjUYRCoUQCASkvX5mZkb2UQ6HQzQaDalf+uY3v4nd3d1DPgsOniWWl5cxNzcH27YnItFUKgW3241YLIa5uTlJDbBW5N1338XW1paMEeFMJI/HI7/bti11c4lEAvF4HMBe0bDP50OtVsOf/MmfOMzIc4Dr168jm83KKAaXy4VIJILBYICtrS0p62g0GsK8ud1uABDdxEaZxcVFpNNp5PN5bG9vw+1249q1a1heXsb29jYKhQIymYzM7fL5fPj1X/91Z8jqCceFCxdw+fJlSa8HAgEZ/OxyuWRouMvlQrVaxe7urmyI6Xa7ko1iDTnJENa9Uf5YO3f16lVZCbi9vY1f+7Vfe+4bslyHfQBHAS+88AKuXbsm9UOhUAj9fl8MLIWJkQJ3TpKBI8tGpq7RaKBSqaBcLqNaraJWq0k6YjweSzt+rVZDPp+Hy+XCL//yLyOdTh/2qXDwjLCysoJr165hNBqhUCiIwfR6vcL4suklk8lI3YfH40EsFpPZW3TsPB6PzIAD9muSkskkbNvGYDAQ5s3lcmF1dRX/5J/8EyQSiUM7Bw6ePc6dO4eXX35ZsgDpdBqWZaFUKqFWq0lzFXfl9no9eL1eRKNRpNNp2LYtjFy9XsfOzg4KhYJ0mPZ6PRSLRVkwHo/HZbE9AITDYfzzf/7PhUF2cPJw6tQpvPjiizIOK5FI4NVXX8X58+dh27Y0LTAgsCxLyomYqifjRlKEz3W73ZLNCgQCiMfjCIfDKBaL2N3dxWAwwPz8PP7xP/7HiEajh3YOjgKee+bt9OnT+MpXvoJ6vY6bN28iEAggEomgUqlIpKCdNRZWer3eB+heRg6c1TUajRCLxRAOh2UWXKfTQTKZxPz8PHq9Hmq1Gmzbxle+8hUAwL/8l//SmdF1wrC4uIiVlRX4/X5UKhWp9QiHw/B4PMjlckilUggGg2i32wiHwxgOh9ja2sK9e/ckKGAa3u/3o16vC0NCRUclGYvFEIvFxHHLZrPC9uXzeXzjG99wmhhOIF544QUsLy9jOBzC7XYjHA4jmUyi1WpJY5Xf74fX60Wz2ZR0Fp23UCiEjY0N9Ho9GUlj2/aEc9ZsNuH3+7G8vIzZ2VlxALlmiw0P3W4X/+7f/Tvk8/lDPisOniaWlpZw9uxZaeSLRqM4c+YMzp07h36/j83NTezu7kotbqVSkRmn5XIZxWJR6i31TDfaS5fLJUEpZ6gyAzEzM4NTp07h9OnT8Pl8eO+99/Abv/Ebz23J0XPNvGUyGVy8eBGxWAyRSAThcBjhcFgmjtfrdUlz8otpVCrDbreLRqMhrAiX0jM1Ua/Xkc/n0Wq1EAgEcPr0aZw9exbZbFber9VqYXd3F+FwGD//8z9/2KfFwVPEjRs38Au/8AuIRqPSWMD5RX6/X2YCjsdjJBIJKSgfjUbC3LJWLRAIIJlMIpFIIBgMCnPndrsnlF84HEY8Hpf6y0gkIlFyMpnEjRs3DvmsOHjaWFxcxPnz52XMDGsgR6OR6CJdCD4ajcSBHwwG2NjYwL1796SOl8EmnTOOBmHaq1gsYmtrS1iWQqEgWxrIpvzsz/7sYZ4SB08Zc3NzuHjxogSFnDeZyWQkNUpbCOx1mFKOyAQzVdrv99Hv92WDB7NatJ1k4ti52u12UalUsLa2hjt37qDRaCCRSAjp8TziuXXeYrEYstksfD6fLJQnrcsaNSoiUr2MFsi+MYXFosxWqyUCye4tneP3er0IhUIy48bv9084eVx79NJLLx3mqXHwlHD58mX8vb/39/DzP//zuHHjBkKhkDj3ZCiCwaCkSDc2NrC1tYX19XXcuXMH1WpVIlPKW6fTQalUQqfTEaXHnZTdbhfValVGjMTjcSwuLgKAGNfRaISFhQVcunTpME+Ng6eIXC6HlZUVGTPT6XRkBmC1WpWBvMPhEOPxWNYW1et1WYPV7/dl9AwzDazHjcfjYkxpeNvtthSg53I5+Hw+2TzDzunz58/jx37sxw757Dh4GlhZWcH169clezQej5HJZBCPx2Vm4Pr6OnZ3d6VUqN/vy27cQqEg4z6YmWJgwKCAdeMcJ8J5qbSp3W5XXp/ynMlkcPbs2cM+PYeC53JUSDwex/z8PBYXF3Hjxg3ZEbmxsSG1bQDEedPrrjjaAYDUr/HvfIyNDHwdds2sra3B5/MJQ3Lx4kXcu3dP0qSRSATxeBxXr15Fv9/HD3/4w0M4Ow6eBrLZLF544QVsbGwgFovh3LlzGI1GeOedd8RR13VrVGS9Xg+lUgmlUknkjWNn/H7/xPOAvcn37Fy2LEsi23K5LPKpF9vX63VYloW3334b0WgUf/3Xf33IZ8rBkyCdTuPy5cuYm5tDMplEt9tFPp+XDvjBYCBDxYPBoDh1HGNEA0k9B+zVHZERcblcou84Iw6ABKGtVgu2bSMSicDlcskoJP7P1772NXQ6HXz7298+nBPk4Ilx5coVJJNJdDodzM3NAdirbZyfn4ff7xfigsElBzszfc4Zbyz9GI1GMmpGf9ExZIaCsG1bRiT5fD7JfHG47/Xr1+Hz+fDBBx8c1ik6FDx3zlskEkE6nRYFxXqhUCiEmZkZSXFyFpJWaty9RmeN0QN/19Epn2/bNpaXl8WQxuNxBINBpFIp2LYtc+MY6SYSCSQSCbz55ptwu934wQ9+cFinysFjYnZ2VnZI3r59G+VyGRcuXMALL7yAWCyGTz/9FMViUcZ8DAYDYcUYmbKTFIA0MuhaSo4KoZJ0uVySIgUgCpUp2ZmZGRkqnc1mkclkYFkWisUibt68eWjnysHjIxKJIJPJSP1jPB5HJBJBJBLBrVu3AEBq3wBIOmptbQ35fB5ut1uarphSpV7kcN5erycsB9drsXmBK93YGDMajaRhq9vtSobiy1/+MgaDAb773e8e2rly8HgIBALodrvY3t6G3+9HKpXCCy+8IB3tu7u7MpiXjBlrH6lj1tfXUalUxHHTY2kASPaAgQKZY+489Xg8Ekj0+31Uq1WEQiEUi0XRe9euXZPVk88LnivnjY4bWTK32y15+Gq1KsXkTH8yVUUGjbQujSojBp0iBSDPodFlG32tVsP6+jrOnj2LSCSCWq2GRqOBUCgk7xEKhUTJ/tiP/RjG4zHefffdL/Q8OXh8zM/P4/r167J2aDAYYHd3V9LvsVgMZ86cQTablVqOVquFSqUiaQWmVTudjtSPjMdj2ZWrB0abTpzX6xXDS0eOcj4ajSQVls/nkc/ncebMGVQqFaew/JghEolgZmZGZOz27dvo9Xq4ePEiTp8+jV6vh1u3bmE4HCIcDk/URg6HQ/j9fgSDQRm+Sz2mg1U+lx3N3ODB1CgXjTNIpRGmIWeACwBvvvkmOp2Ok004RrBtW9hcNuWVSiUEAgEsLCzIuI9msyl1kSw5Go1GyOfz4nyxPIglHmR89QYP/Tft5DFLwUwEm2kATGS+zp49i2aziTt37hzmafvC8Nw4b7FYDKlUSgooKSzcz8fUQjQaRa1Wm2DZAEzMcgMwkVolWA/Hn1kLt7u7K8xHpVJBoVBAMplENptFNBqVLsOtrS2Zy8Qaua9+9asYjUaO0jsG8Pv9mJ2dFQaN69V8Ph86nQ5+8IMfIJPJyBBoj8eDQqEg6a1+vz9R78Hp4np+ILDnjOmVbXyM9ZVkgAOBAPx+PxqNBtrtNvx+P6LRKEqlEsrlsnSMXb16Fe++++5zPzfpuIAMSDgclrVobrcb/X5fFn+3221xurgRhjtLOf6IReM6e8BVbZxlCWAi25DNZoVR41y3SqUizprb7YbH45nYVcnU/le/+lW4XC4nGD0G8Pl8SKfT8Pl8Mkfy9OnTuHjxIlZWVhAOh1GpVLC1tSWNKqyBHI/HsuVFz2/jmC0GBXTUyACzHlgzbF6vV9LylC/WXIbDYdmzC+zZ4gsXLsDlcuHTTz895DP47PFcOG/RaBS5XE5+Z2pgOByiVquhVCqhUChM7C8l66EFTysxkwHR87cIvYGBCpJF5Zubm7Lmg87avXv3pCuRN0Gn05EZdB9++OEXeNYcfB74fD4sLCxIhEpHv9PpyJTwQCCAdruNnZ0dJBIJGWZZq9XE2RsMBmi32xLFAhDHjvLJNCkDBf4PV2S5XC4pBPb5fGK8mUKdm5uDz+fD+vq6zOu6dOkS3n//fWc6/hHHhQsXJOXE2iCy9ayJ3NraQrlclmDA7XZLGlN3g1LPMUugmTcycTSs1EUulwuxWAzlchmDwUDem6lXssaDwUCcS8pur9fDCy+8gF6v5+iyIwyfz4dsNgsA4lDZto1Lly7hp3/6pxGPx3Hnzh00m0259q1WS8YY6U0uzWYT9Xpdmml0wKlrLsm6MT2q2V/OrGRzBOfEBQIBKTehzAYCAVy9ehUul+vEl4OceOctFothZmZGFB2jQI/HI+NB2DLPgsp2uz1BzeoZbsA+20bhI0jxMnrQLB1bqFlHx3brYDCISqUiRZ1kW7QyHgwGePvtt+Hz+Zyo9QjC5/NhZWUFqVRK6H2XywWfzyfOE1MM/X4f9Xpd/s60KZ08XWupa910HSW7uFhAzse8Xi/m5ubQbDZRKpWwtraG+fl5Se+HQiHMz8/Dtm3cvXsXnU5H7oN+v49XX30V3//+97G9vX2Yp9PBAXj55ZexsrKCTz75RK47nXY2rJDNoNNGXcYZgJQvDkllFz0ZMxpTGkPKDRkPGmB2AdbrdQkO2BVItoVsHLMclPOrV69iMBiceON6HOH1ejE7OztR+mNZFpLJJFKplCyH5zitfr8vdoqB62AwkHQpA1PtuPG1tawB+9ktzikEIEFEu92WNWysh9MkC7/4GtevX4dlWfjkk08O7Vw+a5xo5y2RSGB2dlaUFbvxWI/ELlDObOMwVEaj/GIai18UaO24MUWgBdSyLFkRQseRKa9EIiGrkLgWq91uo1gsyp5Ldt4AQKVSwYULF9But0+0QB43eDwenD59GtlsVoyV3sZhWRbC4fBEMS7r2Jgu1eNoaEzpsPHvWvaooGzbRjwel04sNtpwzE2j0UCxWJRaz8XFRQkW+DzupOQS6OvXr+M73/mOszvwiIFDwd99911h23RdGVmLVqsljJlpGJvNpjzPsqwJw6cZD+oxvo5m4Or1uuiwaDSKbrcrwQhrkxioMLjVc+NYAH/16lWMRqPnIr11XODxeGR9HzdveL1exGIxpNNpDAYDrK+vYzQaoVqtPpCtIgvG1wIgqdRoNPpAIwv1IGWZGxQIPS9Vb2bIZrOYmZlBoVAQm66bC5n+ZxPDxx9//AWfyS8GJ9Z5S6VSWFlZkXSUHgbIgaixWGxirgxz7YwoWHwLYMJRO+h3fum6NxpWds4wYsjn8zJrifsEO52OGHBgn2UZDAayTolph7t37z77k+jgoeDi7kQiAa/XOzFkEphkbHWqiwXkjBRbrRYajcYE80a2hDUh2nmj8QT26toCgYBEw4VCAYlEQlJlzWZT6qKCweDE7t1EIoHxeIx6vQ7btiWqvnbtGr7//e9LWt/B4cLr9SKbzU7UsdHw0UnijmUaRzYn6L8xKGVTC1kNMrzagTPlFoC8pmVZspGB8skaJzpwrHviwGAA0lXN93j55ZcxHo9x+/btQzirDjQ8Hg8WFhZEj5G55bBnr9crI478fj+azSZqtZowbJQp6iI24+Xz+YkB9nTOXC6X1G7Ozc2hWCxiZ2dnYiwXn0fdR4evUqnA7Xbj9OnTaLVa2NraErlmmRKDiS996UsYDAYnMkg4kc5bJpPB+fPnJffOobicbM+LHIlEJiaRF4tFlEolmVmjGQ8N0zmjkjMfJzjUkFEolSVvEACo1WqoVCrSMVir1WTafrVanWB0rl+/jvF4jLW1tWd+Lh1Mh8fjwQsvvID5+XlhsszuT70ChsYtEAhgcXERiUQCd+/elTVF7XZbggU9N5Df9TgaPaaGLfl8f7Ixfr9fGDymssrlMkKhEAKBAObm5jAYDKQmhakKRtqvvvoq/uZv/sapgTtk+P1+MarsKGZGgKwZyywAyBgPpu+px5hi59gPdpmyq49BKlP7mrWj89fv99FsNpFIJBCJRKRmmEEHa3zZOGNZFmKxmJSj8HnUfwDwpS99CW6320mhHiK046aDRTr+rHesVCrSnNDpdGQyQywWk00e2WwWyWQSm5ub+Pjjj+F2uyUrQOYM2KvbPXfuHN588000m038/u///sSWGO3EcaRSJBKR2sn19XVkMhkJYvQ4HAYlzHxdv34dAE6cA3finDfOodGCwNEbrDNifQYLyO/cuYPt7W2Uy2WZMq47TU3njY/rv+nOKvNnRsBcGA7sCVs0GkUkEpkYyMqIg+kIGn4qbhr3K1euYDgcYn19/Ys4rQ4UvF4vTp06hWg0Ks4OU9xUHj6fD+FwWGTB6/VKATeXLZPpJZtBWaEMUH61LOrhlVSq9Xpd2JFgMIhkMimdWtzVm0gkpPuLjkC1WkWxWES9Xkez2YTP50MoFBJ5u3btGt555x2HgTsk2LaNK1euwO12ywgZDtmljACY6BKlE2/btjj6lFF2hm5vb8vzmA4lM0eZo9zxZ8uy0Gq1RIfq3ajctkBZp8PIgEEHqUzn6pTYK6+8guFw6DBwhwCfz4fV1VVx7PVqKtaGu91uIRGYMeDjukaNDVr5fB6VSkXmvwGYIEK4wi0QCODevXt4//33cffuXanl1WNCKJvBYBCzs7PY3t6Wmjk2ZKXTaakrZ52xHkEC7NWLjkajEzVG5EQ5b4lEQhbksluP9Cn3rHEVUTKZRC6Xk9QSI1Hd2qwdM2CSBSHM2jddWK6/s/uPuX2/349kMolwOCzFwgAm6gb4nakyHhudwIsXLwKA48B9gXC5XMjlcohGo5K+1LVjbKvXbAaLvRlIcF8pI0rKaK/XmzCCVI5UZgAmjCtr5gqFgihejithGoOdzPl8XqLjaDSK8XiMcrksRp+fhUqP6ZEXXngBP/zhD51F9l8wAoEAVlZWkMvlpPaIIxF8Ph+A/WXeutGA7Kmuv2TNI5k2LUO9Xk/+bzwey6gZ7WxxjRsDEu7XLZVK0t1MQ02DS1mq1WoIhUIykJwrAinjZPXefvtteL3eE1ufdBThdruxsrKCeDyOSqUCn88H27Zh2zYAiOzoVWtMd+qg1OPxIBAIwLZtBAIB7O7u4vbt26hWq8L+60wWG6t8Ph/+7M/+DPfu3ZuodTPrxlnKBEBqeUejEaLRKEajEQqFgjT9Uf5ph5npYpAA4MQ4cCfGeYvH4zh//jyA/cF9/NIrORiVsqWZRpSsh051ARD61XTkNMxmBT6m06lkSXw+H+bm5pDL5UTpsduLgsrX0c4bjT+VOKPwS5cuyXwnB88WbrcbMzMzwtiyZhKAMFpMwZNppUPHeUWBQACtVgvlchm7u7uo1WqSotIpA13nYdYmcVgqZwTqBdAsQo9Go3C5XNjd3UWlUpFUar/fR6FQmOhCpFJtt9tS+MsZcMPhEFeuXMEHH3zgMHBfEMLhMH7hF34BW1tbKJVKWF5eRiaTQblcluL/TqczsUuZU+i1HqFMdLtdlMtludasZdJNMWYzlg4c6GTR8Wc9JeUG2A9ideaBbB5fU9eFMv1LR9HlcuFrX/sahsOhbIdw8Ozg9XqxvLwso6lIHjAQ8Pv94pjpOWxMq/J/+H9M75PR17ZXbyLia1mWJXPktP00fwb211D2ej0pf9L1cyRnWq2WdKNqVpmZEAB48cUXMRgMcP/+/UM4608XJ8J5i8fjOHv27ESKSbcdU0G1Wi0poiUrxwiVRY5mHZvpkGmQVZsGvoZOcwF7inlmZgaJRAK1Wg2FQmEixcX6Jz2aBMCEgeVNw6+rV6/i/fffx9bW1lM6ow5MWJaFVCqFYDA4kRJqNpvCtLExQHfZ8WfbthEKhWRcQ7FYlFQrRy2QvdPF4tqQAhD2g8pVG0EyKc1mE7lcTmo6V1ZWkMlk0Ol0sLm5KUafQQODBO4h1Ok2n8+HRCKBq1ev4p133kGz2TzMy3DiYVl7g3CZpiqVSrAsC6dOnZL1ZtRZwH4tJB04rtojG6zH1NAYU2bIuunyEJ0upQOm1x/RCA6HQ1SrVezs7Ihu0nMtyeyxZonHxbEPlHfqaMr8j/3Yj8GyLKcG7hnC7Xbj1KlTyGazaDQaIhPa3tD28brQedNjibQjHggEpMaMDVG68U+zbl6vF1tbW6hUKrKDWUMHrjrjwNrOXC4ne1U5goT6krV53CQDQGpD+Tpf/vKXAeDYO3DH3nmLRCI4deqUFMSSLeDvTC2Q+eJux/n5eWSzWeTz+QnmA5isY5sG3Zgw7Wf9HP03r9eLTCaDQCCAWq0mjp3f7xenzOv1yg1A5ccIRtci6Bqp8XiMixcvYjgcytgRB08PdNzYKcxUDxUfm1+0YmNzjFZwoVAIsVgM9XpdIlqdLmWgQSOnUwk8DhpTribirkmPxyOpLd2Us7y8DMva2y94+/ZtdDodhEIhWSTOoIasjE7Hcuhvp9OBbdt44YUX8P77708M4XTw9EBWvt1u47vf/S6y2azoqHq9jpWVFalJHI/HSCaT8Hq96Ha7YigBSJozHA7LAFW985ZGWAe5pu7T3X6UYTbBcOAqG7G0oaeu0oELC+EpUwxQmGrje9DAv/HGGzK03MHThdvtxvnz55HL5SbWovHaknXTw+ZJftCGAfuOPvUfy0GYUaCjZTK4mrnb3t4WZlbXcBIMSqgPy+WyyDYbcLi7l4vv6SgyC0GdTCaagen169cxGAyONeFxrJ23SCQiS9+1Z61ntOlCSUYGHI3A+jc9oPLzYhozZzpuBNOfHA/CAnafzydrsZhG0//Pz0FhpXFmVMMb7cqVK3jvvfecPZVPEZZlIZFICKvGQnDdkUcWgzsAqVj0mAaC2zU2NjZQLpel2UAbP5020F/A/j5dFrFrtgTYG0rt9XolLbazs4OdnR1h1MLhMGKxmChQyg+7APn6LD0gqNTPnDmDjz/+WGrlHDwduFwuzM3NycBkdhK//fbbqNfr+J//83/i+9//PlZXV2VbDOtmAcisymKxKIaW3XmhUAjpdFqMGY2cZvc10zHNkLpcLoRCISwsLMj4kEAgIIXu+jXowOmaJQYEZF50QKoL47vdLvr9Pt544w2Mx+Njz44cJbhcLqysrCASicgcR83gmlMZ/n/2/qPJrjw5D4ef67135S3QABrdPT3dPdHkDJ04DGrBoLhRhPbaaK2dNorQ19AXEKkIBRmUgguRmuCfQzMzPcPunjbTDr4KZa4353r3Lup9svL86txCASgAVYWbERUo3Lrm3HPypHnyyUyioxTaGt3kwgQzFArJrlzLstBoNGz8cb6ej+nSO4M0s+Jg0gD29vYQjUaxtrZma0BcXl4W3WdHq14zyO9OXeOxM4C7rP7y0gZvsVgM29vbNoRCI1UATjhBimVZePDggRBvaTCZET5JnIK0Wc/h82i0yElKJBLSmdhqtdBsNmXIKgDhvukSBsWpM4yo3fvvv49PP/10PiX/HIQQPQ0Br6HmUvBfAIJk0QDRME0mExnAPB6PcXh4iEqlAsuypHSqeW6mY6XoZhgGWQwYWXYfj8eoVCrweDwIhUKYTqdYXV0FcKRTTA7Ie6IBpf5ojh2PjTrGhpt33nkH33zzDZrN5su9IFdUIpEIPvjgA+zv78vgUZLCx+Mx/uzP/gzvvPMO/vt//+/49ttvMRqN8N5772FpaQnT6VQWg5OnWKlUZIAzuUIc+aKbHSjauWrnqfXM7XbbmhXcbjdqtRru378vaIfmNfHY6fy1XSWSA0Cey/9zL6vX68Xv/u7v4qc//em8IescJBAIYHNzE9FoVOaKEgigDw0Gg0gmk1KW1+VwXdHS/LdIJCK2QSP+HCOik0AGTbrS5TSOSyNu2iaGw2Fcv34d169fF4SafrPf79uOpdFo2Hh7HMxv2u233noLX3zxxaUM4NxPfsrFk0gkgtXV1RMcNSqWvkAmCsaIvdVqSUbY6/XQbDZPoGimUmmZVSI1X+sU6HF0QzqdRi6XA3CUOetsRZfSdHmDnCY9OFMHb8FgED/4wQ9kN91cnk3YkcwuOQZIDMZ02YABHUsIzFwZbLHUwK5mM+ij7jqhIVqHqBd6KwO7mEnYnUwmyOVy2NjYwNraGlKpFCKRCHq9HqrVqhhVGrtIJCK6SSPHsrwurTEBIdrz3nvvIRQKvezLciVlY2MDv/3bvw0Acl8zEXj48CG++eYbvP/++/iv//W/4oMPPsCDBw+E1H/t2jUpjZdKJVtJOxwOI5lMIhKJoNPp4P79+yiXy8L11faTom0NHTdL8gwMi8WicNh0owQDAT3oF7Dzf5l4sguRdo4osG7Y4saPuS17PnG73XjjjTeQyWTERvD6O6GvTFRp+wBIske9pE4QNWVnMdFU2kBdUtcUI91wwMeYOJCDx8Cfj0UiESwsLCCRSAA48qNcfTkYDGwBGu0ibaX2pXy+phylUqmXeUnORS5d8BaNRrGxsWEj4+puKTo1KoZpRDiYtFKp4P79+9jZ2UG73RYH7ISmmQHcaYHbLNHkc5fLJWXTbDaLXC4npSt+H36uDkS10jMbCgaDtinrDBTee+89LCwsPP0Jngs8Hg/y+TxCoZCUoDRxVl8PAPI3lpZoRPh8Iimcj8URHXooL59rcpD04yYqTH2g3nAVDUfJWJYlx6+RQL0Xs9/vi97Q0DJQY0DK92Zwyrle165dk7ECc3l6cbmO9o2WSiX8+Z//ORqNho3Ez7L3P//zP+Mf/uEfsLCwgP/23/4b/uN//I9oNBr4xS9+gXK5jGvXruGdd94RPhxRFb23lAN2yZfUKD8ARyeunZ1lWdKcs7S0hHg8LnpNsrrJ1+RYCd4LmodM1JiJhB7cy4oEu6E//PDDeQD3jMKF8l6vF8Vi0VYy1yVLXqNOpyPgAPWBCSmvEQNxdtezFMlgi383wQut11q/tNCG5nI52alLm0QE+eDgAMViEZZlScMCm71Mu0p/qasg1EMdVF7GAO5SlU0jkQg2NjZs0+u1wdD8MMAe4evIHjiK2peWlnDz5k0ZXtlsNm2rqWahbvp9zN+dnkvhiAdy7XRWS+XT5Vtd/gWOeQnMcpn16FZ8fs9QKIQPP/wQ//RP/4RKpXIep/+1kXg8LmM+GHAT3iecr885DZvb7RaiODtIqZPMWqfTqaxBMxsSdObrhBpTqBdEXfVsr/F4jGq1KhkouUSRSEQWi/P5nOkViUTkeLm7ksZOG2IeP41hKBTC+vo67t27d+K7zOXJEolEZC8jS9J0lCTzj0YjPH78WBzR7du38ad/+qfY3NzEr371K3z33XcyiHlhYUG6mFmqJ8ISj8cRDAZlKLNu5jK5RjqIByCBVqPRQKvVkuMjX1cnvfq+oM6T/6Y5cbxfmHzw77RnegxEv9+XkUjznbtnF5fLhcXFRSQSCZRKJdl6Adg7OulDGdhMp1OxE/wZj8eSGJAXR5ujr2Wj0ZBpCQySdKVB6xtwMmkIBAL43ve+h2QyiS+//BK9Xg/BYFCasfjcYDCIUqmEw8NDadbR76MDNa3b/M48ZgACfNy8eRO/+c1vLs1IpEsTvEWjUWxtbckyeRoFOhOzZg7ApixUEs4qWl1dxerqKm7cuIFIJIJf/epXNijZFG3M+H9+1qwgTx+Lz+fDwsIC8vm8BJe6FGqWWnVpjtkRFZA3DTMdjqlgxktS/WAwwNtvv43PP/98HsCdQUjyJuLGx3TwzKBKd1r5/X6Ew2FxxnqdEI2azlp5zelk+d5OiJs+Nv24ky5OJkeLwx8/foxGoyEbPCaTiYwY8fl8griwFBEIBKTDmaga0Ru9rk3z31yuo6n+iUQC169fx7179+ZNDGcUl8sl10LPeAQgNkqXjgaDAQ4PD/Hxxx+jWCxie3sbW1tbWF5exqNHj2SG22g0QiKRkJV/0WgUfr8ftVpNHDTtm0bwtX7rCoF2gtRFoh9Epsm54woszZ+kjo/HY+FT6g5ErS+6cYzHx6CR99Ht27fx5ZdfzgO4M4jb7UY2m4XX68XOzs6JJgAibdQJIui0JXq0BwNrPkad4IosltTH47GgYdQFDUiYAZvpm10uF1ZXV/Enf/InODg4wCeffIJUKoVr164hFovJzmcGiNVq1YYi6kYbTUHhrEPqJoNPTYHhObl16xa+/vpr1Ov1l3vBnkEuTfC2sbEhc1tIpnYyLpqrYw6RBOx7Tvv9PqrVqkxv1uMdZqFoTvy204SKsbGxgffffx/D4RDVahWpVArhcNhWkmAzAz9HO0pt3PQMJgCCuLE9W6N4fr8f77zzDj799NO50XuCcGWLbosnumU2JvCaMMjjrCOiEQAkOKMTZpLBa0MDQ3EqiwInt3Uwc9SZJEd+lMtluR+4JBqAoHIMFDQvhYaPBtcJfeHnmvo+mUwksfruu+/mCNwZhAGxPtdaeO45EoTXl00H7XYbjUYDW1tbWFpaku7l6XSKVColu5BZCm+326jX6+LI+Bm6S9n8fPO6k+eUTCZFx6lHmmesO/wZILCkqmcKMqnRwSOPh5UHJki61La9vY1vvvlmvvHjCRKPx2UDgT7n9Bvs/CWFgr/T/+jkgcgwH6dukmc2HA7RaDTQ6/VQLpdRrVZRq9Vs+5p1YmoCFGZ5lbrh8/mwvb2N73//+5hMjkYztVotWJaFcDiMcDgsqJsu1+suelbpNNJGThz1l5/L5IJJwkUP4C5F8La+vi4rVThdWUOk+l/dIaMnO+uyDxsUiDbk83msra0hHA7bFOlpZJYRBI7aqN99913cunULn3zyiSiOzl40OqPRPB3E6YyJCBtvPioeR44Ax1ys8XiM3/qt38Ivf/lLlMvlp/5ur4OQK6ZLkponARxnc7wOWg81EheLxQR1YOm12+1KdymDJBNpM9FX/Th1wixnUWikO52OlN9YatCjS/RmBd4TRGp6vZ6gcgwcNF+En6mPhQNg4/E4lpeXsbu76zhqYi5HQiK4dqjAMfKk733yc8kbo73yeDx49OgRBoMBFhcXpfGEA755zTgLkOgekTiNHusSvQ7Y9DVk8tLpdFCtVrG2tia0gkAggGg0Ko04OkCkQ2XSqXls+hzQ2fJe00Ehzw0AQYJu3LiBb7/9dt7tPEOYRLI0zuug5zjqgJo8afoYXVpkAqirWERM3W63bG9ptVrodrsoFouy/k83BWibATg3BLpcLhwcHODXv/61cNvz+bwEbsPhECsrK4hGo4jFYigWi/jss8/g8XikwtBut2U/uU4M9E5zTqUwEW9+x0AggLfeeguff/75hS6hXvjgjath6DRoJAjncq6LhmFnKYlG4rh8mwFbJpNBLBYTcu95iK61D4dD7O/vo9PpIJPJIJvNymDEeDyOxcVFuN1uVKtVUT7gOHijAdTICZWQBlP/jTsHGaz6fD58+OGH+PnPfz4voRrCpfHmTCPe7DSAWo9oEL1erxgTGjp2DBMpbrVaqFQqqNVqqNVqtvVts4yZyaPUQZtGxnQWS6GxtSwLwWBQdA2ArcmHgRvvpVgsZgsqiXgwadLNQDwv2tEmEgmMx2Ps7e05Ug9ed+FsSR3wU3j/EtEilUJzyIAju9Vut+HxeFAulyVZMDvO+R5M/Px+v5S+mQBq9AM4qXMUBl3NZhPFYhG1Wg3Ly8sIBALIZrOwLEvW8+kSGO8TCnVHBwi6ysCgQo8P0Qk439/lOto4cffuXamazOVIwuGwrO3Ts0/NNVccq+FyuUTnWFakjWNJlF3ltG0M3hgQ7e/vy27wWq0mZVNt40zfPMvetdtt/OpXv0IikUCtVhOe5WAwQD6fRyaTwcLCgvDUyYfj1Agiv7SPGgnm57MipZsqiNrx3vB6vbh16xa+/PLLC4vyXujgrVAoIJVK2S6CJryaomvoumyqkTeOQyBhu9FoyN8WFhawt7cn5O0nyVmeQyUqlUryPZLJJNbW1oSAS6XTGRMVio6V3Coqm55UrgnoZrDH88QM/vvf/z4++uijedb6/xd2TBFd0GV3GjTgGEXQpWyeYxpMvYWBpQaWxXUXlDZmJroH2J2omZnycafn6HuE+285kJdt/wxQibBp9JbBmZ75xgAPgDgDXfIlQkmUJx6Po9/vo1wuPxOCfVWFZSjgOAAxu9t5vnWnMtFNXgeiHHSkvE56hRXfl/rKDS5MdEmtmMV9M/WM+kyk5d69e4K0MuHlvaBnvjEw0BxKvi9HVuhgjXqnkUci13wdEwq/34+bN2/OETglgUBAuoA1/QaA+BB9/yeTSWme4znXnaW0iUTQANiaFMLhMHw+n4wg4pBcrQPaBzuVSQF7ZWE4HOLevXtyXPTFTK45KSISicDn8yGbzSIUCskquWazKbaNdpVoG3DcyUzbq78nf6c/ZgD31VdfXcgA7sIGb+vr60gkEifQBSqjrm1TKeh8TAdp8nem06kYtP39femcyWaziMViKJfLM0s/T+uQiGiwnMn/FwoFHB4eSmt2u90WxWMwqW8UOl/eDHSywFF7dzAYlO40ADZEhQ6AJS521bzuWSu7f+kAAZwI4Kg3mmem0RDdiRoMBmUNkct1PORWX08Atu5nLWaZSItG1/TfNUqmdYd6wFIaA3uWTckp0fcTcLyqjcaL76HvMZ4LXUZhIuH1ehGLxTAajYRn9bqLz+c70WEO2JF52gZ9PTXqyoBMB14MgpgweDwepNNpIXcTLaU+6K5kNjVpB2ciIRptJsXD4/GgVqvh4cOHcq+Q76QRF7MMzM9mgKfLaTqR0IiyRtx4XEwYyFu+ffv2peoQfFESCoUEcdNoKs+f5njRL3Q6HRutguc1HA7LkOjJZCI8M/pWnnve/wQJNKdMjwPhY1qf9b+mvZtOj6YlRCIRCRBZSep2u1LR0HMBua2GtslE93isTAZYveM9xefxPVnZikQi+N73vnchS6gXMnhbW1tDoVCwOU99EcwLYqJt2hFr58FMs91uo1qtwu/3IxgMYnl5GclkEolEQla+mK99VplOpwiHw9jY2EAikUClUoHL5UK5XBbnxqniTl2zWrnMv0+nR8RRBp9UOm0wdRZPhMTj8WBrawt37tx5bfdUkh8InORx6SBZd4lqY0UHyLICh9vSAVHX6PSi0SgikQgsy5pZ3ue/2qjpxMPUZbPExNcwW2UXmA6kGo0GxuOxdMdyITWdPJESLi8H7INjNfLIc0ehU2ZWPh6PZYXX6yrUMyYIugqghcgVr4VGY3kvA5BSNe0UbRjLsbo0ZlYdGPhoBIY6ph0oAzctdIrhcBgrKyvw+XzY29uDZVnY39+3obGaI6n5vbqZRSMeZhDHqoJ+jp5JxuOlA75x48ZrnYySs8okHTjeXKGvrbZhLBvq7RyJRELGJOkxMBwztL+/bwuOhsMhwuHwCR0zR9Dws03fpf/VwusdjUYFbebndLtdBINBxONxlMtl2VrUarUEMdNVDNo13le8j0x+qU6aNJ3E5TrqDP+d3/kd/OxnP5OmoYsgFy54297exuLi4gnuhM4keCHoOPh/p2h7FkTLi6edXiqVwtLSEnZ2dmwDLJ9HxuOjZfH7+/vI5XJIpVKypqher6NaraLVagm6wbKJJpkCx2gNj1ujHdpo6wyfJYZOpyPoCx1sIBDAtWvX8N1336Hb7Z7Ld70swuHGhND1DWw6M/2vLkfTwBFtKxQKWF9fF9SjVquh2WzKRgPO3KLjNEsJTmKizSZ6rI9VOzkaMA6t5HJyBp3mGBAKy6O63EbuDBeI6/IqnatG/VhmocEdDoevnX5RyKXkOQJgC0DMzk8K9YFORyPBGpHXr2ODyng8RrPZlFmCLtfRIOClpSVByKgTRMt0UEX9ot7p5IVVg+3tbfh8Pnz11Vd4+PChrUlC6zR/J13FKTHV54J2nJ+nZ4hRdILA4/R4PNje3sadO3dkz+rrIj6fD/F4XNBVp0oTAEnkaSd4T/O69Ho94e/SLjIxoH/iPU70iteOaBWfYwZvZpL6pGSOfDt2s/J1bvfRvMJMJoNQKIRMJiNjdMz1lvozdEVOb43g8XFKg05iqb+RSASZTAbRaBSBQAD/3//3/12YAO5CBW+bm5tYW1uzOUwNvWooVneR6t+1oeN7mJyibreLer2O1dVVLC0tIRQKydoYLiE312U9jzQaDfz0pz/F4eEhFhYWcPPmTSwvL8PlOuqu8Xq9SCQS6Pf7aLVaNlRD3ywApElD35gMKuiM6UCZBTHQ07wr/ruwsIDHjx+fW7B60YVBCdFVE9HS5UnAXkalwdKom0bc2IhConir1UIkEkGr1ZI5WJyjNsuwadHHpo9DP5eBmH4PltT5PbSj0++hNyvoe8o8F0R46CiJ8vLz9cgTEyWJRCJSWn2dhI4wEAjY9jvq+5j/185CI6lM1Mg5Y+CvS4681/V9rykYbrfb1oFnolcMjvQ1NBMX/j6ZTFAqlfCzn/0MPp8P5XJZuEBmo4vWbf1dtU4z4TTLxfoYNX+Px6dLdsAxGrmxsYF79+69NskC+bbAMR9Vk/CBYxuiq1Iul0uSetowlkKZeOmGJpZUOZew1+tJIE8qBoMtfe3NQMoJRHESBpedTgeRSASJREKmAZCfrPlq3W5XUDfz/fn9eT8x+Oc9yZKvGZTSrhLVZpPH22+/jY8++uhC6NiFCd62trawvb0tUT8A6YLR3X6azM+LQaHSaCdEw8ELzYs1mUwka4lGo4hGo5hMJrJf9DxlOp3i8PBQ4N1UKiUIHNfWMGNh+cHk3OmyHjMonfkwk240Gmi32/JdAXsjh27fHg6H8Pl8WFxcxP7+/pUP4DQcTh0ySzeAnXumdU2XDZm1hkIhpFIpGWSrV8YwwGMZiLwM3RCjDdhZSgt0dvpxGmSTOsCVXHpKOksmgUAA/X5f0EBd1qJT1caegZ5GPpgY8HX8fAYcXKlF4zeLR3oVhaiR5oDRhgHO3cPmD2WW851Op4IA8/qbgY7X60Wj0ZARDnqeJJ2XRso06ked5zFMp1NYloWvvvrK1uhiHp+2w3Sy1Fttj3XyZCbg5PYxMDODXh288XVerxdLS0t4/PixNNBcVXG73TLoWTcnmOMvAHvQzHuQwb7miFNnKawg6HNJnUulUojFYrKTW+uVvpb6OPj7aSVTnZRYliX+LRQKIZvNCsLs8/lwcHCA+/fv4/79+6jVaic2E/G7A7DZJT0qibZO84Cpq0yWCORwQsXq6ioePnz4yhPSCxG8ra6uYmVlRZSMpR3NIWIgwuAGsM9AmyUmVM+yF7OJ4XAoPDBmyXqv23kIb5pOp4PDw0N88803wlNrtVrSraMdLLMAfSPq0hi/h8vlkoyH6BozKRpg3qQ6O+N7EKXJ5XI4PDy0BcNXTZg96g5Sp2AJsCMkJvKm/6avA40YZw4xU0ylUmg2mxK4mU7ODBZn6Z52lPoYncoSNEicI8hOR+o8A00GYcxO6QR1+Z26qLuXTQehd1bqkhkDuEgk8tp0BRKpZOABzN7EYl5D6pdGDqhn1F+iAaFQCMlkEtlsVpJRvo5oHVFin8+HRCIBy7LQaDRkzmW73ZZkQuufeTymzhHN1/aC94EmjFO0vutmF/N76vOhN4GYHCWdrPD70pYtLi5e+WoC9YGBG7lcppjnlvcmfSHvUY/naCMPA5aFhQXE43G0220Ui0Xbuj8mfABgWRYsyzox2eG0AG3WvaCFoIbLdTwTkO9Pndafx6CR+qiDfP5f30vA8QgcjWTzuYw3uC5wOj1aHdjpdBAKhbC0tITd3d1zGyv2LPLKg7fl5WWsrq4COC4B6ZPrcrlsdW86CF0C1FAtcHIOFoUXzuU66gQ8ODhAOp1GLpfDZHI0kZ5IyXkLjVG9XsejR4+QSCRQKBQEriasOxgMbDO0tKKbWSezWk1mZmmOLd/siKRy6gCV78mMI5vNolwuX+kADrAjWqYDOS1w0rP2eK51SZFBoWVZ8ng0GkU8HkcymUSr1ZL9uePxWIarhsNhNBoNWVivj1GLWeY1y6HUB+BIF1qtlhgclvB4DzFh0aRw4Bh106VRvoZIMe9LXbYzO781KnjV9ckU00nOQtScxAzOdUDEMUd8jKUkcuD8fj96vZ7wgdj9ySSY6Eg2m5VRMp1OBw8fPsT+/j7q9bqtxKtL5txT6XK5ZLYcR02Qc9XpdGQOHCfy60BeB4Jm8G+ifPz+/FejShrpoy6aQWQul0OpVLqyAZw+D2ZC5fS7DuJ47nRlBoAke8FgEMFgEPl8Hvv7+6hWq6hWqxgMBpL4s2zIZE9fO9Mfm7bsSYEb34OghJ7/xypZp9NBo9GwdfzrYF6LLt/S9uk1bXwPXaKnHeR9wtfyvQOBAAqFAg4ODl6ZfXulwVuhUJDNBpqLBdgHWOp1QyTlut3H81ioKCZSZT7GzhnW6pmFcuVLLpeTdusXIeT+NBoN7O7u2sofwPG4BjpEnYnqbJzPoUKZXVmavwLAdqNSdHBLJeak/Hq9bnv9VREdYJl6os8txSmYI3KguUl8jp67x9czk+VcLJZcO50O0uk03n//fbz99tsolUr4yU9+go8//ngm6fo0I6gDOB3MM0hLp9Oy51KXpUweGxssiEhrnWTQyQRKl/m1ozbvOyZbr4vocqFpk/iv1jcdrOhzZ/5oJz0cDtFqtVAul2W+l+YtMnmjQ+OwUzph8nuz2azsQd3d3ZWmBjplJiDUl3g8juvXr+PatWsIh8PCN2q32/jmm29Qr9eFt6uRbU3zAI7tl0aEZiGVeo8z9VAjvXx/On3au2w2i2KxeCWTB1PHtA5plElXp/QPz7fefKHPd7VahdvtRqlUkl2i1D/qGD+fTU9nQd6epqJFOhBt0XA4lAYgDp73er0y343XWdt0nhO+n6YQMa7Q1TieL00PYXBK2oiufiWTSdkd/LLllQVviUQCqVRKLpDeI6mVQt+Q+oIwC6UT0a3xFBOJo3Mbj8eIxWJIpVKyvNvlcuHw8BClUumF8CW0I+MOSn7f6XQqrdntdlvm1Wgxsyud6WhERpeUeb5YQtUopQmj8zySB9hqta4cR8k8p9qQaEfq5FS10wGOS2MmkqADOKIkXDvFADmdTmM8HmNpaQlvvvkmIpEIGo2GbW2W07GZx2QaJ/5dZ5qamMsgjU5do3R0ikwmqA/8nX/TJXq+t+k4zCDF5KFcdeE5A+zO1EmPzDIp/6ZRAD6mHQrnYHF+JEtHRNW102s2m2g2mzg4OLBNwGc5m847Ho8jHA7L7EldiiJy63a7UavVcPfuXbjdblQqFezu7qJSqcj7atSV39E8L1q/zUqH1j/NzSLyq4nx+vzo4JXnMJPJoFKpXLkAjudEc9y0b9Acb61LWqf0bD8NcLBC1G63UavVJEjRnFiic5FIRDZ+nAVVPouYATy75RmsM7n1eDwolUqoVCo2Lrz5WaaumQmVTiTIsyTKqEv8utGB+ub3+5FIJF4J4PFKgrdoNCqbEzqdDqbTqcyc0nwsdsJxVpQmyJodpxSnSJ+OikgEjQJJt8BRR+hXX32FBw8e2AzQeQkVi6gaOUdcsJvP5xEIBPDgwQMAdj6WU6DG9zJLgNqp6/IWjR1gD2JM9IjlGABXMoCjmEibExrCG1pfB3KOdMlKL27Ww5QpzG6HwyGCwSAymQwKhQKi0Sgsy8JHH32Ejz/+GN9++63jdg/z//oam0Ee9YKGPRgMYjI52kvJsimFXctsmCEiw+eTL8dRJ7o8qgcQa2RIG0PgZMD8OogOWrVDdULgzPPjdP/ycfKTqJe0gXwe0QOv1ytrjBqNBvb29mTtHgMfXkOWSmlzee8zyGcQwGHP4/EYBwcHNvSZx8RA0hzZoH93SojMc6a/L5MG4KTd0vbOTCL4fkyWqtXqlQrgzKBD8wzN86qpNfq68TzxevHaMejvdDqo1+tS4dL2hdScaDSK0WgkyC5FJyTP4kv1d9H0E6/Xi+FwiEqlgi+++AK/+c1vJD7Qr9HHq4+Hj5uNG3yuObILOB5Pw3NDu8dzThrBeU6oOIu89OCNZFs6GCqMHjbLgEqXL6fTqe3E6jUX+uTTqPE15r/MNrkjLRqNSjDFvZN8r+e9ELPKbjr49Pv9yGazyOfzNsRRKwlFl6TM9+N5MUs1evDlaa/T54mQsh4qexXEdKjAyXEcfEyXqXRQYhoDZobkX+jZacxO9UJwknv7/T7q9ToODw9x9+5d7OzsyOLxp/k+2nnxuFh+otFhAKZLnqaeM3jj67hPkCUq3q/8v0ZwnYIQzaMzkcTXQcz7luIUtOjfnYI5zcfROklbapYjNcLO92TZSX+eRui0A2fgpsePcBYWO5iJPHs8HvT7fRlHoqsk5vc3AzeNOpoBLf9GW+7U+aoDGP3e/FcHcERHrmIyaib1+jvSH2p+qy5B8z5lEk/kiQGb7h7ltednEq1Np9Oo1WoygJ7iVMHQ/z/t+/D4eOwcQswgfHd3F7u7u+h2uyf0R78/v7M+T/reIJqmj9tsatBcXpN2w99p+8+6WvM85KUGbxz6R4MAwDZnisaFAZyG0+mQePJppHiiqbw6A9EOjcbA7/fLqI5MJoNEIiHGS+//O48LMAtB0c4zn89ja2sLgUAAu7u7NriWr3EyOAz0nLJN/Z2ZtfJ86vND56uzJO0gmIW32+0rYfTMIFWLE5LlhJzwPbRDpf5xACqnfrfbbcTjcduom1KphGq1auv4syzrxA7Hs4qZ3epr2+v1UC6Xpc0+l8vZtnVMJhNbsgRA7kO+FwNNOnkGdDqzNY/bqXT6Osms0o0OSkxerVlO1QEPdYwBFYNyJlipVEqausbjMSzLEuSUa/E4i4vXkKV8vpcOuMzHddnd7T7aspBMJpHL5RAIBFCpVCT50M5R25tZAaxOSE0nrJEyHoM+V3yeGcTppIR2i3y9ZrN5JWyZiWzppF77TZ5Hk9elfxjg0KYxyeR55Xmn/2bVQfPd2EjQarVs3DN9rM/6HbnwPpFIwOfz4fHjx3j8+LFtJqrWAfP1unxvJuIa3NBJi+b3aVtngkZaZ3kPvqwA7qUFbzwxVCZm+HrSM09oKBSy7el0u91ykkOhkGQGRAQ0YV+Lqdi80JzPFYlEEI/H0ev1YFkWdnd3z+3mnpVdU7xer5TPuIz34OBAiJeziPV8jIGsk7LynOnhrU6EVX6GiSjxvRnsTqdTMcyXWczyAsUJ8TDFNAIM3EgcJwrCzLTb7cKyLJRKJfT7fVQqFRwcHKBUKqFcLsuyepPwf5ab3ilg4zXT308jbSzRs0ubn6vHWvA7Og0RdkJpnHRS33Oa1qDvh6suTvesflw7Xj7PzOR1IgrA5lyJ7rJiwIaDUCgEj8cDy7Jk7mC9XpcOZwZkuqOduqA5ZNPpVDhxPA7N+ZlOj1avZbNZLC4uolQqodVqSYmNdocO0One0s6P34+i0SAek+b7OSGNTuedr+F7ks/baDQuvS1zCtoAO89Q3788dwBsg2kpbrfbRgXhNSTQwPfVesMuZ9oZMwAEZpfNz/od2dmqd/WWSiWUSiVJfp3skT4fZjBP3dR8Nm2/WC3R22GoR0xsTVvH+4Q8/ZfRoPVSgjeT3E1eG3A8U4WDQ4PBIEKhEEKhkK2jiNkEX2/yLSimE6Ti0IFpMiIjabfbjXq9bptn8zzCC8nvxOyBCuD3+5HP55HL5VCv12VHIFv8yTkwOWzmd5pV/uNz6Zx15k4SvSb/9vt9G4KpgwBev1AohG63e6mNnkYX9I1nXm+ngEQH/+RPUo/oDDWCRUPR6/XE2BSLRVSrVbTb7RNjbp5W9DHq/zMIYyZJZMbj8djKWrpjTy9o5nfRzlU3BfF4eewUbQxNJEQ72NdBnII2fQ8zqNVdyXyNpj3oQIUjhfx+v9hH4DhJSCaTom9sOOCYGCa+OqChHujxL/p4eX01gk/uG3dhkvZBpEI3w9DJ6+Cduuqk82YjlQ7OdEJJO6XLqtR3HSjo8q0OZK5KQ5ZTKZr/6vOgzx2/L32h1jMdxHCtG5sROFycgT6vNX0cy+kAEA6HkUgk4PF4JOhi4vc0nEPz+sdiMeRyOcTjcbFlDx48EB6mtuVmQKv1T/tUVq/4Ofw/mxjJx6c+64Hbpl3T55x0gxc9A+6FB28MHPjlTNiSjqTb7Qr8T1geAJrNphgPIh0kT/M9nByG+QNA4GOeXH6u2+1GJpOR5c7P+33dbrfsE1xaWsJoNMKjR49Qr9fhch3tUF1cXITL5ZKWbE6P5uJwfVMBziRnfcMCJ8tV+ph8Ph9CoZDMZGIAwb85ISOmcyY5/7KKqYN8zBQnFITnjw7U4/EIL4SlA7fbLagxhY6SuqZ30mpk6ln1blbgOR6PBd1dWloSQ8xZc0SY9cBqZtEM1tiIoSe465Kfvo/NY9EOeNZ5vqpiIpKmrulzM+s8aWcKQGZccZ2RDvg6nY7wdZn0DQYDGYXUarVgWZYNcdNcHhPBNwMC/q6T5kqlgm+++QaWZcnmGO2kdZDv5EzN9+fjJlLC725WGrRdJK/LDN74Wv6fJUBO6dcE+8sougxPcUK/nXwJr6fJK6c9AI7OHf2F1+tFvV5Hp9OBy+VCLpfD+vo6QqEQLMtCpVJBLBZDMBhENptFNptFs9mU3d2NRgPValUau54kZuLHY+c6sIODgxN8NJ0gzrrneB6c0G/ySDkUmAm63gHspM/6HqJvoQ94kQHcCw/eNKcKcEYMTKUKBAJIJpPSZdJut4VIyYyJF4AcHjO7o5iZyOLiIr73ve9he3sbyWRSTjKjbZOL8jRC5YjFYlhdXcUbb7yB5eVlWJYlWUcoFML6+jqWlpZkcTezm4ODAxSLRVvp1lRgp4xCn1f9OEssoVAI0WgUiURCMnbgGApmEKeDXTNj5vtddjHPIcU0gICd7Eq9jEQisrCdhjEUCkkAzHPO4Ic3vNmAog3B8wY2vE5aH3w+H1KpFJaXl5FKpeB2u4UDV6/XJQjnMetORX18uoSvn8/ESx+Ddq4mWvm6iU4S9LUxS9v8m+6k10gJn8vMn++tbSBL9dQxOijuOCUHTpdHzcBtlg7q49Sf22w2USwWZWC1OSbETKop+js6fa62OXSG2vbpkpxGU0z905+hqwm0debcy8soZmUGsJ8//Tx+b91BqRFLrr/TI7u4eYHzP3n9e70eqtUqUqmUUC5CoRCWl5fR6XREH0OhkIzhmk6nNsrGWYXfhYGay3XcUEWu8CwEdVZiq3/XCHMwGJQYgPeOuTdV65OTzdP69zyxxFnkpWmwPllO0T55G8FgUBSKZVQiAqbRMQ2cboHWyksnzEAmmUzKjDeWTDmn6FmdDbMTjoLgovlyuYzJZCJrbDY2NrC+vo58Po9QKIRKpYKPPvoIxWIR+/v70j1jGlatFLPQIioMb1J+11gsJjOhGOwyiyZqxPNonjczG77M4hToUky90f/SgegSAHmavB6a76HRZnZ6MuNk6Z4Il3kMz/qd9LHq5GF7exupVEr0itdc80V5H7HMT2Ovna5TyVTrptY9Pl8fl+lkXgc57T7VzyFC4jTbTf+dzQesEOjSDJ1ao9EQXiX3NOv347Xjj4m6zTpubb8ZrFWrVbkPdGOADtjM4FAfi/7+ph47JaZOg8b1e5xmK833uswlUy3m+dPnQOuaLpvyuXozgtmgAtj3gsdiMSnXE8W9c+cO9vb2pArBJKPZbOLBgwfCR6OQxmEG+k5iJqFLS0vI5XLw+XyC4ulO09N8kwl48HPNErzL5RIeqT5GnTTo+8Y832YZ9UXbvRcevJkn1/wy+guTMxEIBNDr9eByuQQt4kgP/nQ6HQAnnYp5ongCiSroBeEul0sIhjq40XOKnIROkkK0hZwyj8cjClCv15HNZvHmm2/i2rVryGQyYnSLxSIePHiAu3fvynBgfQPpaN/pXzOL1cemuYQcvkkl1ftbiSDp8zjL6Zx2Ti6TzLrZzcCNwvPW7/dlWTIA4XE2Gg10Oh2kUilpFydPkKVWDkPVSAL14HlucG2I2Em9tbWFzc1NbGxsSMZMykAmkxG0hLsDeR/wWKmHZgnMdLw8V/q8aa6Rk0N9XWTW99WJkL6n+Hyzc568NCYMThm9SUEh2kbno1ECp+Bt1nGf9h3o5MLhMKLRqCAXwPGgah3AmVQPvr+TvaZoDqXZkMZzZ6JrTt9FO1E+5yrMfGNQT3GqcmmEUz+XlSz6ien0qPxOnSNNhoAENxsEg0Gxd2zC4rVhdzM77VlqJBDD7UZ+v99GyXDyK0SUM5kMlpeXkc1m0ev1sLe3h48++gh3794VisBZzpMO0BiM6fEpLtcRJYsAjrZ5/DttovbLGvk1k4UXbfdeCueNJ8/80TAtuWzNZhOBQACZTEbgUfKI9IUih4gOhifQDOS0IhM9KZVK2Nvbw2g0kgXc8XgcN27cQKfTwd7eno1Uzu9Bw0IomdkKjRk7c/r9PrLZLFKpFNLpNJaWlrC+vo5EIoHp9Khzr1wuY29vDw8ePJAMWZMinRTCFDMopqLp5dVcYM1sXSsfoXEzi+D76WtIhTeN6GUS6oDp/GYhbqbBByBcoul0KuRsnm82dTBZIAcun88L+tVoNKRxgQE+r4npyE8THicJtsvLy7h27RrW19eRzWZlQC+D9Xq9jlKpJEa13W7bjlU7QyI85OcRFdJ6o4MPrataD5/m+1xF0d/bDNC1bjkFZDpB5POoe7SX4XBYkk/geOwSOWi9Xk/4Oro73wx0zupkzKR7MBjIbEI9xHQ6nQpKxiTRDLz4Hk7nRX+eJpQPh0Mhyjuhk06InYnCnXZNLpvMQh4Be9me51knBUzomPRRd7Rv5nvpPbarq6sYDofY29uTLvpGo3GiEcb0y2yKi8fjMrIIgPAydbJBpG9paQk3btzA+vo63G43vvjiC9y9excPHz6UjTQ8D07XVoupg2YCPx6PJdhk0KppD2YjjVOSyuc5JQ0vQl5K2VSfOO10iLRxGXy/35eI3uPxCFeHg02Jiun5RZpXZCqx/kxmnORqMJNIp9MYjUZoNptYWlpCIBDAvXv3cP/+fUHDePLNFUOad8LHA4EAEokEFhYWkM/nkU6nkU6n5YbhfKR4PI7BYICHDx+KMTVh66e56FQcTcglwTkQCEjwxmMFIBP1TyuXanTuNGj6sgivFzDbeOsEQz9Hc+DYdcVz5PV6pfmFATE5H/F43ObgVldXUSqVsL+/L3PfyIs8y7XXQTp3Tb799tvY3t6WBIFlBa5H2tnZwd7envApdZmLPEjOOOS9wqBSI8HaKZhGiqiRaeheV+TN/P7amJsIl4mYaJSW6Jupk7y/qTfUPSaCvP46ydQOx6lScZbvBRzdR91uF5VKBZZlyTYG/Tkmkm/+O+sx/l+Ty52SSafvYAZr5ntrVOWyixmAzApWWR7U+qhF23kmnBx7pDvWWSKnnkUiEbjd9u0b1F2zGcvsJmZTAwBpeGB3tNvtlmrVD3/4Q6TTady7dw+Hh4c2YOUsegQ4d+Ca51EjsQSVzPtNgxemTXS6Ni9aXkrZlP+akb+OVvUARo/HI2gUnVGn05HuFTo7wq46eDM/k+85nU4F/mXwwvUxNI4ejwfhcBiFQgHT6dG6l3a7DZ/PJ9017ArVP3oODVGMbrdrGzTcaDTg9XqRz+cRjUYBHGfKdOpOWbHTuTSVj+gJy7Y6cOMNqLltGm3TBl2Xasxz54RCXUaZVVbg33Rgp4M4PpeBMZE2lh8IqfM8M2Hgc/R7xeNxBINBJJNJLCwsYG9vDw8fPkS1WrXxLEzj7PRdWK7vdDrY2dnB4eGhOG4SfNvtNnZ2dnBwcCDt77znOFCYuko94vnhv7MSC+o7x4zomVAUfu/LrjtPI7Oum0ZBqFc6SNGBlQ6kdYlL7yxlOQqA0EsYRJnjXXSwcxZk/0nfjbqqR0g4BftmFcRJnO5FM+glj5Tnwvy7fi99vvUx6/N62QM4fa60PpkJgv6e2g7RLvGaaV8RDocRi8UAHA+VJ5DSarVweHgoARerTU/SreFwKChbo9FAu90WDvjKygpqtZrM4FtaWsLbb7+N9fV1qW5oRE8DJ+b5mPW7Bin4Xjo54Pnj+aBNZOA7nU5tw9T1e5uf96z31tPIS+O8ASdna2nEiZPpJ5MJYrGYIHGVSkUgzWq1iv39fUEV9OoOExI1hRlFLpdDoVBAMpkUPp3LdTS+o91uo1qtIplMYnl5GbVaDf1+H7lcTuayxeNxAJCMlohLuVyWYBI4dmqPHz9GuVyGz+fDxsYGAGBhYUGMGzl+ZtnEPIc8f+Z30k6YyF8oFJJGD743SaZELXUXJFE1jVCaNwZwsfZUPiscfVrZVCNrwLFD0Tc9ywwk8HKVWb1etzmSWaUdnmsScYk6s3vKJJGbCA6Pl9euWq3iq6++wt7eHtLpNCKRiO1YOROJ8+X0RPHxeCxoIRMR8pZ4Hsx7lsejdQ44HsVgjpKZle1fdTHRHj5mJg+AvcRFu6gzfJ39MzCnfTS3IegkS/9u/jyPY9F6aDpBp89w+iyn+3dWsmL6jNNQFKfj5Dnmv1chCaXoa62/k9Yn2h3qkW7sYwDH8xIKhZBKpZDP52Vcl666TCYTVCoV7O/vo1Kp2JoStK7NQsL4d8uycHh4KEAHeXAEH7a2trC6ugq32y3NfI1Gw+a7nN5/luh7kPcVbbWmhfDvXq9Xdq3zXqO/ZgnY6X6eFUC+CHlpnDd9Y/LE9ft9yfbdbrfwM8gZ4yweduxZliXwrM5KtbJo5IT/8kKwaYE8O3ZkcvRDIpGQLlGv1yst0URVfvOb36BcLqPVaqFarUpwx2yQjjEQCCAej8Pv94tT9nq9qFQqGA6H6Pf7ktVwqjXLDk4GzfydSmf+8Oak02YGzmn+PD49oFeTL50Mrb52PG+vulOLCBhwzKk5azDnZOy1YZoVyFFfGJTrXZD8u86AibjS4ZrjOOiEmTBwg4XTd5ilE3TYbOBpNBq2JgkeKzlQROOI9vB705jr4FMPXDUdnV6zM5lMTszhcvoOzxpsXwUxA3CnYJxiBms8/9pB8voFg0Fb9UHvF9VLtPXP8wZu5vfSQZUZ6D/ptWd53Dw3gB09MpMczZHT72cely69XlaZFezqv5tImBNKxwpNIBBANBpFMplEoVBAPp+H2+2WBgXOayuVSnjw4AHK5bLYX/15ZuDm5MMmk4n40Dt37kglI51OY3NzU6YkAJCqm7mRhjILfdN/M+87p2MiEBIOhyWx5uePx2MEAgG5t3S1zOm7a7/8onTspZVNtdLwd11qYnClHQZLVKPRSIZQ8sI5BWvmieNncXNBMpmUQbUMruiIptOpBFKMvBlkfv3110KWPDw8tHWFOl00KoF22IlEQgwuERt28pBYrtEvJ9FKagapPAaimOya0VkZMzDtAHR3m8lXMoPui5Cx8vwGg0EsLCyg2+1ib2/PhjqcJqax14+ZhlA7UMLoek6RPod6yC15kuFwWHSJAY7bfbTqjfv6isUiHj9+LKjb097ovObsvNIUAOC4TE7EVV8/ZuEAbEaYf9P6o8/ZdDqVpIX6Q72b1Wl6mZ3keYjpaLXOnebszNfwGrOrlHxW8h8ByKosl+u4Q84pcDuva0K7cp5iJmQaKZmVgDklEacFFFdVJ83vrBNJbcO1D+FwWp5HluP1QPvBYIBarSbr/XT50inBPMv5ZXJLakA4HBawhXqlE+ZZgZv5mHm/ab3RQT6/L2MQBrEAbE2EwWBQABY+7jSdwalS8aLkpQRvTk6RX5IXTWdONDpEeVjyDAQCglxphTERK76Prt/n83msrKwgk8kgFoshGo1KoMjSkR7AyiaGx48f4xe/+AU+++wz2TvqpDz6O00mE5mvpFE+AHITxONxLCwswOv1otPpoFQqodFoPNW51edVZ+c8Fj03iggku4h4XgFI9xoNpM5ezXLOqzZ41JNgMIjt7W0sLy/jl7/8Jb788kvbsOEnvYfTe1L4/RmcaS4Eryv1k13HvNZmGYLnVY8OGQ6HqFQqKJfL0nHqFBSf5bvwuEm4nU6PFtIDdj6jef3Me9CJk8Yg0HR+mtekAzazXKJ/LjvKcR7iZOTN3/k8HRBpZJiOjCg6E91Wq4VEIiF82lAoZNPD8w7YXoaY54f3o/6bOadLI8WnJRGvunpwnmLqDv81KwfarnOdH20Ud9LSxjWbTaTTaQEXuPOUwi0z+no8T7DCJFRXM2h/yO9st9snrpvT59HemDadPlEjt+b78P5iFzUrEEzcGeARlNGNOeYxvOh77aUN6TUhRN3JwZPKuVlEEvR6CpPA68R50EEbM9JYLIZYLCb8tlAoJOtkwuGwoHCRSESQMgZ0u7u7uHv3Lvb399FqtRwnQzvdOFpGo5GMQKHD3tzctK1ZWl5eRj6fx8HBgSzCdRKn7N0sVwAQ8jjfi1wmBm4kgPL9NHdQ7zflOb0ogRuF59TtduPWrVtYWFhAMBjEJ5988sT1XdohnPZ3U3ij6wn27EjSmyf0uSbszudoB6QzWr2y6GkdrX6u5j2Zf3P6/jrx0Neb9xiTHzPQoz5o/pBTRk85rbTzuoq+l3lNdAlaP89Ey00+KhuvON2eVAlzltmTbNVlE416O+mwE//qZSAir1J0omQm3/w7f0idYSUDgFSmuAN7PB7DsizU63Xp8tQz0k5DQ5/mmPW/pABwFmuj0RCO+9P4IX1sOmDjDxs0QqEQIpGIVN4Y1OoKIX0kUTf9/k7JqRPd5LzlpXDezAvLL6Z5RHRoPKGTyURmYLVaLVQqFVQqFSnvmAqpg8BwOIyFhQUsLS1hZWVFFnNzWCpwPBaBZVUiIySgHx4eYnd3F/fv30etVnvmTI0oHLl6VAh+vg42zAjeCa3Qhl4/hwGE2+2WrIqcQgYZ0+lUIGkAtpZrXfbT7f78LD7nonQNWpaFUqmEQCCADz/8EC6XC61WC998882pAzjNG80MfE3Ym9+dOqwNFz+HndIk3GqUjeeenXntdhv9fl+MoR48bW41eFrRTt0JEdaPm4gYkyb9Pvo78zUadTPRZh3EmUb2qjrLZ5FZOmheG/18nm8dnJNozSRQl7dI7NaJwkW4b59FtH3Xeq0DCA0GaCfvFLBdZSRY39eAHbUF7I0MROB0BUb7CYIovOfr9TpqtRra7bZQQ8xrooPopxVNv9DBG23m0wSJOmgz9cPr9SIWiyGTyQhww3PCBjL6ax2s6coL93zrc6DPqz73L0pe+oaF057HqcsMbNio0G630Wg00Gw2Z3aYAsdGkEEHO2cWFhbg8/mEjBkOh6XTjp2sxWIRsVhMSrNU1Hq9jm63+1yGjxwCjmXY398HAASDQeE+6aDUzMhnnS/9ux73QcPGgIz/er1eWUFGgrzmkjDI0EGkzmCfN7g4T5lMJnj06BG++uorXL9+HW+99Ra+/vprHBwcoFKpnPl9ZmXlprHjeSIPk5mrDli4FYQJBJFdt9uNVquF6fRo5A2bbzR38rzP7VnuOfP7A8d7bmmw+TetXxQn5M0JGTcDyLnYxQkZ4f2ozznPreZP6tKVz+dDOp2WAc3aVj7vJo9XLaae0hnruZtut1u6H0300nz9ZT0PZxHTN2h7pvWLdoeJ/nA4hGVZKBaLwjkLBoOYTqcCqrCCQNFVBcB58PJZj1nbGZNnp4GGJ72/1g1dJiXKxphgaWlJtoMQ8KCtZuPkYDCw7R3m++vEy+12245b//si5aUgb6cJDQtLRwzY2JLLLQo0SJpUzyBP166JDNVqNTx+/FgIkBw/QuSN2ageLNjtdtHtdmFZlnQAspvrWS+EVm7LsnBwcACXywXLsqSEu7Ozg3K5fGbOlhadlVOxyV0gl4kkTBJS2XnIv+sAhUGKLp9q9OmiIG+E0z/99FPcvHkTKysrWF9fRzqdRrVaPdM5nIVuOJUdGcjodS9EKjVq7Ha7pbuYpF/e/DzvlmWhXC7LyJuXEbSZCKN5fnTGTKNuIj2m6GCN76mdhD6mq+wsn1dMB0t7oc+rGQTTprHxyu/3IxqNYnV1VVYKud1uSYh1d/FlFn1vEkUhJ0vb6Vmo21WSWfc5YOe8mfe89nsMXNj5HgwG0Wq1UCwWAUDoNRpcYFBjJmizjumsogM4on71eh37+/syistEq52+P/2UtsHRaFTAG/Lek8nkiaZFxgAApKyshQ1pDHZnleW1r3xRuvdSOG/6gmooEzgObnq9HhqNhgQbmr/DiHk6nSKRSEjZr1Qq4fDwUOBLvh9w3GXXarXQbreRSqVkJhuJkCwHMZPlRPJKpSIT6Vut1nORW3VgSHSmVqtJKzJLtOVy+ZmDRP0aImQayWFZTi+N1jwr81/9uw7gLlrpZTgc4v79+/jpT3+K999/X2BvZkLPIjw/ZtMGf2cGGAgEpERKRI6oLq9BqVTCaDRCMpmE2+2WADoSiWA0GskYGnMw73nI05QYtNCw85icCOE62HAqO/Pf1wHlOC8xr5WZRFAPec45azCZTAq/NxKJIBKJIJFIyOYYIrxMgi+rOJVMGbgxieIoHOqw2fl8lorGZZJZgYyT7TKfo+0NqT3tdhuxWEwSeoIjrHzVajWUSiXUajU0m00J4DSV4nnPLTnuDKC4wYNjrc5iU9jgmEgkkEwmZU0lg3xy3JLJpKBt3PfM78yESI8G0SN4iGo7dZzqc/wide2lNSxo0ZA/o169LJsOkUaKvA6iG6xR86Zl4OOU9Xs8HlFMlrLIVyJkzHIh52WRY1ev15/LsZqZDuvlwHHrO/e3klvwrGI6UD31Xy8c5vkgoVmXmnkjm0ppIiwXQXhc7XYb33zzjQx5fhYHZWboZlCi0V7C+Ty3uozK8gLXTTFLbTQaiEQi8lyX66hbcGdnR97zPDM008CZgcEsQ8Pn6nI6M3h+/9OyTO0M9O8mkjQXu5x2fczETJfYiS7w9aRGlMtllMtlFItFSX5PQ10vg2j0UQ+I5ncmGq4TDyfneRm/+9OKib6b58GpBMgkkqgSebtE5vSAfD031AzedHL3tKIrPs1mUyoUrVbLxued9d7U9VgshsXFRSSTSdEPzmrj+8RiMVkdSWSR8QM3MfF8kEOqA0gdwM2y3S9a114q541Gno/T+HC+G5Wo1WrJRWS0HAgEZL8ayzntdlucJZUMOG4LJsTZbrdlywEjcuB4jgsh4eFwKEuc9VwkXZZ91nOgHRf5fDwnupb/vEKHyZuRn8OsXQeuvNk04qevk+n8LxLqBkA6oTgnzeVynalk6nSuzWBEQ/g8p2w+MAmpRI47nY7sM43FYpK5jcdj6UINhUK2c6/f57zlWRyXmQTQ2Jnd4fqe1t1+JjrLv80DN2fR+ubkcPV51s6L9moymSAej8s6PC4N/+STT7Czs4N6vS7O9rIHLrpMGo1GkUgkpEvQ5/Oh1WrJCjgnJJP/vmhE5EXKk0AEDRhozqQT8qgTLeoH73Fu5uH6R660qlargrqZwYsTePI0Qv9PpE9XynSZ1+n9qRvRaBSFQgHpdBrT6VR2OU8mx1sT2MAYiUQQi8XkczVgYVam9PfVFarTArcX7S9fCudNG339mP4hGZIdbyRKcgtCLBZDNptFPB6XIbT9fh+RSATNZtPG3eL7sRTabDZlXyrRt2g0Kp2lJLh6vV60220b180kXz+NYmoDomc26Zkz2jBrx/ismYv+zOFwiHa7DQCCShHxJIIEnNx3x+M1myieN4h9ETIajdBoNITXYw6idZJZwZKTUdMIEvVRd2fx+cz4uYpqOBzK5HIANudpdmu+iOBtFnrzNK8n+mYmXHrThOZLmjMQ+beLVm6/CKIDZKfAzeSZms8Nh8NIJpOIRCLCcQuHwzg8PESxWMTe3t7MktNlFNpLJuupVAqLi4s2wjkrC3y+k72+zOcAOHsTG3By4byZlDl1l3OM1qNHj9BqtRAOh9Hv91GtVqVDnmiU1tPzCohZqeDmI73L9LTP0PcJ58ERmKD9YVDKClgoFLKVlhkrNJtNW/OZCYiYSar5/c17+0XJS9uwoP+vIVu9ror1aLf7aHk3hwLG43EhGeoheVQ2ZgJ8b91dqUuHlUpFLkI+n0ckEhHlY7ME4VOWxp7HCZqZAo+PF53f4TRS+NN+Hv/VCsZp7CwR6zo/Z+vp0miv15NgSL/fRUVPmCWd9RzOQjl10MYyM4NZ/p3jF4DjzkxuCSGKa1mWJAVEiplQ8ObvdrunZpIXQcwAlt+DHCsAUlIwu521aOR3Ls5iIiZm0qATYJZzAMjAcW6GOTw8xMOHD1Gr1dDpdByn0l82oRPV8ztTqRQKhYI4eNJtWKnRDUZa7y7y/fas4hT8a9FBhhMHjsEdf6evtCxLKjX1eh31el10SoMaTp/5rELuYqVSkcoF57yeRYjc8f7QNp08d9pp8s8pBDtYKen3+9KYoFG2J8UEL6qSYspL57zpQIAGn+VMksDd7qNtB0QuotEoUqmUEL0nk4mUSrPZLJrNpqBsDEJ4s3OtBTO2aDQqrdHBYFC6WojmEXGr1Wqyu/R5slaz9GheeKes5XluBH1+eeOR0wdAEEkaQga5zFLY0WPyF3RAcxHlaTI/jQA/CYXjeTSfp7NWni8ib1xPNJlMkEgk5PzyWrjdR3t8Wc56kajIk77fLHEqs+jAjcZNO0ddWgWOu1F11j8Xu+jzos+VyRvk9aADYicem680akIHS6dzmYV2h4FZPB5HLpeT0lggEJCdrmwkikQiJ0pa+jzr83rZ5WkSVsA+H9SpFM/n6A0MDHQ4d/WsjQPPKrSVuqJxllFKfJ1TVUMn3Dz+ZrOJVqslYBCnWwCQhIB+00QYnX60vIyE9aWOCtFZPDs7WKdmQwKROKJSeqjseDyWJgUarWQyiXw+j/F4jFarBQC2CcgM2uLxuHCRcrkcotGoZBmMxHlMzDJardaJnY/PKvoi83sRdZtlZJ5FzBuSgRyHMeq5bzp4Y2cujaDTcV1lB6zPmVMJC7B3bwHHY0No7MbjsRiAcDgsOsWZW3ofaL1ex+HhoePKl/P8Tiby+zSig3ZujGDyQ0Rbo236+TrYYMZ/2QOJFyWnOVZ9/XTpXu/R7ff7MoZG83WvgmjULR6PI5vNYnV1FWtrawiHw0Kf0Q0cemC53vGr5araMqeqAm0370t9n1KcKkS6CsVSqdnBe97HzgCMlQmWKs35o7NeSwqUEy2JlSYievV6HV6vV4J9NjVMp1MBc8zPNYNdpyTgeahPTyMvDXkzeW8AhFDfbDal7Z1DJkmWdLvd4iSazaYgdSw9dTod2/sFg0Hk83npImEwyE4/ro4iwkSkjahTrVbD3t4eqtWqdICe10XQCqC5bzrTOG9h8EaeG40/EUkilnrC/6yOoZcFB78KcUKa9OM6W9dogA6Qifjq+YS9Xs+WwXJ0Q6fTQb1eP7Gn97zE4/EgnU7LgGqOjaBe6wz0NNHzknRnFs+LRmm1kSTa6MSFm8tJ0QGaRgtMnql2aP1+H7VaTZp0iIwAkGtglrcui/AckE6TTCaxurqKjY0NrK6uwuv12oa38p5kVyBfxwDE6TxeBZkVrOm/aSRcP1dXDcxSPR+jb9LdpPozXsT3MTl1ZkPErNfpwFQnkzpw0wvmGdwRYeP7c9Yb6UP6+5vB62k+8kX7y5fWsGD+X0etVBSScDlQl8pDZIzcLUK6nA1Xr9fRaDTQaDRgWRaCwSByuRwSiYQtMCLRl3PkOJiQsDvXWNHB6mDreZRVl+mA4xl0FN3+/7yfM+sHgATEelo20UZ9PGaWQaEzuYzOQIuTwdPnySmI06L5hNpJ6hIWA7RarSa8OeocjcKTsslnFbfbjVwuhw8//BB/+Id/iKWlJViWha+++gqff/459vb2UCqVUK/XT+WTEHEjz9Q08DowIEWBI1GoVzpjn8uTRd97Jt+NOqd5vAcHBxIoh0IhLCwsSDl7f3//zEH6RRNWJyKRCFKpFNbX13Ht2jVkMhkAkPIwheeD458CgcCJ+Z9m8nxVSqc6kQLsdtu87jqg0X5ZB3a8t/l/0ze9SF3SFAF+1llRLP08/R0J3ui9wUxK9fdiQsQf6pOuXs3y0fp88lxyRM+Lsn2vpGEBOJ4izi/J9m9y33RwQfSNdWgucHe5jsjiJFKyi+Tg4ADBYBDhcBjpdNoWmAyHQxsHji3ArVYL9Xpd9qfq2XOzvsvTiEbaptOpbcjfeRlYrbAMfvWaLJZIGUxoJI4Kpl+rg2vKVTB2lFlBqvkcp1KqNv7M/HnueZ37/f4JDthZywDPKkxQlpaWsLGxgUQiIZtJFhYW0Ov1ZJjrzs4OKpWK8Dz0sdDo8T7iQGJdQgZgG7/D8gMDNj1om6X5ucwWJyesHZIOmrnzeTqdIhQKIZ1OI5fLYWVlBaurq0gmk/jkk09senYZAjiN3LIxYXFxUZoT6Aw5nNeyLJmTSZoMk31t0wA4nsurKPo6nwY8OD3O+1XbLBNxepFiBmDP+lrgOEAjpw04pr7Qt2uuN0vwTI40p/c0CpGJ6pro5ouSlzrnTf+uAxnuemSXBzvZeIO1221Uq1UUi0WUy2VUKhWJijVyxCy12Wzi0aNH8v9MJiOwKbk3DPSIJHW7XdTrdZTLZcnoGPgwgJuV0TjdICZ8qkeikO+my5NmkHRWMdEifW61IdSrQmj4dCDN5/J8mHNsXmQG8bJlVpmBf3tSKcIUEy3R40RMoqtu1HkR4vf7kclkkMlkMB6PZdYXR5Zw8r7uvDa/F/WUDT7kpDLIZ/BJLmkikYDP50O73Za5TC8rU7+qYiIIJlrEpI8/nGeZSqWQzWZx8+ZNSYzv3Lkj42v0e18k4fcjt5IbI6h7/J5MRImOkDrDhIHBqk5iNWr5uunkadUj3SCju1D5OqdA6nmrUM9y7GcVJ36bHvhP3eIQddK2yBvVg3j1jxn0OyF8+v/0vy+aLvJSOG/mKAydjfNLVqtVHB4eIp1Oy9oKOgOibffv30etVrOVnNiJQmHwwQBuPB5jZWUFCwsLMt2eHZcsk/L9iO6Rh0QloME0HZyTg+ePDqD0bCwGkACeGX0xy3p6UbUOjvUKGe5B1EMttXLyPWehQkRRXheZhRibj5mBHx/XED3FdCAvQpgktNtt7O7uotVqyf7LdruNvb09PH78GLu7u6jVarbmHv0ewWAQyWRSaAzAcfmEtAY6WKJtNFZOZY+rinKct5jnDjjO3rUtIq+r2+2iVqtJQpZKpRCPx4XQz+79O3fuoFarvZIS9mkICu0UB1hzvhe5Sexu5nfp9/solUrCR26327ZxDtwMMJ1O5RwB9uab182WOYnWLQa3Ji/dKYF4kbbrPOhJutIUCATE51KHfD6foGx60gS7/nWwpm2W+X/znPCcMXEnqPQi5aUEb7r1WEPYwLGzIRpw//59jEYjpNNpAECj0UC5XJYBge1225ZhmUGGziR8Ph/q9bqgZ3qzQDAYBHA0DDiRSGA4HMoUaU7B53trvoR2TnTQOrgzkTBNlOTUap4PALZS0tMoL4NfvR6Hx6GVWE8kZ+lLryTT55CokYkksdR31UTfeOa/wOl8kdNKETqAJ3RvNjcQmj9PJ8JEqFKpoNfrYX9/XwL1yWQiHFEObnUKPsk9zefzcg9yBAODfza6sDSsOXyaH6JnjOnS/FxOl9MSB61fdBCtVkv0y+U64ltyoPnt27dl9NLdu3dxeHgo64ZelOgAQP+r+UZEdrmiKBKJSFMVn+v3+5FIJJBIJOB2u9FoNMR2MoDV9xmrCXTEDAw1wsTXXTV5kt84za5RdOCiK2WmnXgR8rzBoQZKdJMiEwD6PnIjNUhhbhzS/D8TuNHHafIoqYfj8RjNZvN8Tswp8tK6TafTqQRwRL74xRlI9Pt9HBwcoF6vIxaLIRgMot1uo1KpoFQqodls2jpDzICJ4nK5ZOYWuW3NZlMcWK/Xkx2nfA+9vohGgXtA9ewY/RqdqZhIHX8Y+TOrJG+IrdDawT3JuemuP3ICacR10wONFg1kKBSydfCafEIu6rUsC+1220aQ7nQ6Vw41MYNsp1KKE6JmOiJ9I5sBGzmG1CuO2OAN3+v1ZH/ueTkTrU+WZUkAr1dU6c4pLdRt7g4mT87j8SAajSKfz4sT1aTeZrOJRqMh9wmNo15r86yUgLkcC50InYOmN9CWcPbbo0ePsLS0hM3NTWxsbODDDz/E6uoqPv74Y3z88ce4e/eubYjpeYl2oCZlQ9vXZDIpsztZZRmPx2LnORKKaBvtvUazNZ+NNtBE4TRAcFVt2dOIU6KqgxA+pnlvOnh50QHc87w/7S67jIneBoNBCeCpHxwJYladtDjZRx3Q6ddoG1uv122VwBcpL31IL6NcblLQnRncqMDl8JPJRNAwvQzXRNv07xoGZjmn3W4jFArB5/NJEEcOD41er9eTTtbJZCKdToFAwBal64vIoJNKrrtaKOzUY2kgEolgOp2iVqtJlugEr/JziJxls1kUCgUpYbGdmcdG7gdb43UZleecx00n4Ha7BQ00g0gGcldZnlQa1UGdvllp8Bgg6/PMc0sSeTablWCI6CcRgkqlgu+++w4PHjw48/Llp/leGlEFjrvItOiAlMF+LBZDKpVCIpGQcjt5R5ZlodvtCt+I88VYgnAK3Ggo5/Js4lSy0URyAGLrOp2O7IYsl8solUpYXV1FLBbD5uamXK+9vb1z3XequUZM0GnvYrEY0uk08vk8FhcXkc1mZeBuKBSCZVl48OABKpWKJJb0Df1+XyYEaD3i59H+mfaZ34sd3mzKeZ3FTEIptDsm5cEJfXsRAZyZFDsl06cJkwWdNFOPAAhCzfiBybIZkGlA6Enot9b36XR6YmzZy5CXHrxRaPDj8bicNAZOuhGh1WqJw9Atyxqu1KIVUJdkO52OzcmSzKjROD00mMEM0UKun9GfrzszdW2dJFs9moPdU9FoFKPRSIIwKpUerElHGovFsLq6imvXrmFzcxM+nw+VSgXlclk+n7wPnh9G/fwb35eoD79XIBBAIpEQo9hqteB2u7G3t4dGo/HCs6xXLU4Zl9N3dgrgeP2pDxph0HxOzqdaWlpCNptFJpMRcj87qL/3ve/hF7/4hYzw0EMmz3oNTuMUadRL65f+fiyrLS8vY319HUtLS4hGo6LbLpfL1j2qR/fQoXLEjn7eHHV7PjEDea13utGE11CXHAeDAarVKu7fvy/BOO/1VColgfd5bWLQOk/kg13NsVgMiUQC6XQa6XQakUgELpcLrVYL+/v7ODw8xMHBgWzKYWcgKxfm9AGeDx246dI8z0Oj0RBU8nWUWTbEqaowK1HlYy/qHJpoLUUnJqfZN/5d+1od+NO3EpHVZVENcMwKUk20TZf+yS0+r0H+TyuvLHgDjm4+juZgUKXLO3QQvDnNDBQ42SXHaFh3++mhlvxclg+ZxbrdbsRiMVtplKidvvDsVNURPJ2xCTUDRxc/EAggFoshFApJKzsRDQ4O1lPB/X4/crkcrl27huvXryOfz2M0GqFWq6Hb7WI8HkvJyrIsmUunOXq6bBqNRuVzfD4fIpEI8vk8YrGYlBvu3r2LL774AvV6/UVf9gsjsyDzWTciH+e11f+nzumfwWCARqMhq96SySRSqRRisZh89sbGBm7duoWvvvoK//iP/4jPPvtMiOVnETObNrkZToGg/t3n8yGbzWJ7extvv/02NjY2MJ1OhWOqEVmia7xfybNqt9snArcnDXyey5PFyYFo+6cbwfR4H9o6BjLFYlEI3ETaM5kMgsGgrGmjXXnaa6Udp+5OZtBGesp0OkWxWESxWJSuUfKOyZtklYLfiaVTJr9MCIgw6hmC2s5z7dGLJoxfdHma62gmp08KmM5DCHow+aWeMEGcFXxqm8bfNd1D3wf0lWbn52nxhH5f057qZkNzPurLllcavFGIrnFeFHA8yJbOQ0PmpyklgxYSFdmtxHIVszMSrBno0JhoYrkm7/Ni0UDQUVHZNA+OpVR2u3DeXCwWE/TL7XajVCoJYsOO0EKhgOXlZaysrCCVSsHj8UgphNBsuVzGwcEBGo3Gid2YutNGd22xEy2fzyOVSiEYDKLT6aBareIv/uIvUKlUXksHe1YEDjjpRHUZWiNu5Eq2223hWpTLZbRaLRl/EI1G5T2WlpYQj8exsLCAd955B19//TW++eYbHB4eilN1OrZZAZrOEPVxa54UcFT2TyaTePPNN3Hr1i0UCgWMRiMUi0VUq1WhFxAJoZ7zfun3+7YB1yzZ64Btjro9m5wWcGt0QAdcmgPLH5OETkQ/Go1iYWEBoVAIvV4P1WpV1gKynPoke0B9j0QigqqlUinh2PL42PXJAJNOlglrOBxGPB6XMUoMyHSzDysJ/H7a/mqu1s7OzmsftM0SEz3SooOhlyGk7LBphUE76Rgul33Uhk6K9fVm4MemF67SNG2R2XRgBmmn3W9aptMpWq3WhaCBXIjgDTg6KZ1OB51ORwItllI1wXpWJA7Yu5jIp+APeWd0YPrH4/HIonvubWTDA/kSevcpa+d0vnycz59MJpJFEpVj4KhLAi6XC/4yPrUAAQAASURBVKFQSJz38vIystmsjDThuq5yuYxmsymrxMhbYeBGYemWn8nvFwgEUCgUkMvlEIlE4PP58O233+Kf//mf8Zvf/OYlXN2LLaZOnaXcoJ0GszE+rsuFRKE8Hg9qtRoODg6QSqXEcE2nU+meDgaDKBQKUgIPBAKCtury1qxmA837YKmK+qyRWqJ6sVgMCwsLSKfTGI/H2N/fl4BMN7eQXsAEh3pYLpclgdDHNg/czkdMR2o6XjOBIFqhRxXojmbqKoOzVCqF7e1tmQlYq9WkjLm3t4dKpSKB0Cy7S24bET2NvvLzzBFJtK96pqfm7ukqDLv1dYMWqyB09tVqFY8fP36tqgbPK06B2tNUIZ5XdCKRTCYFVCFfjTaFQIdZKaO+mGNAdAOP6edn0Ub0/xkgmkmyLtFfFLkwwZsWctD0jJ5ZostGNBJEnRi06TKihmUB2LJVrsSaTqdi+ICTE7p1WYifTUPFchJRxEQigWw2i2QyKTsm2Rzh9XplHlMqlZKJ4Ts7O1IWsCwLzWbTVibQSI8uFVPx+X01lDwYDFAqlXB4eIi/+7u/w+Hh4YXIHi6inNVg6bKp5ozo4I1/sywLpVIJ9+/fFwfK0hVwxAFtNBqoVCqy4i2TycDr9UpSo+cbmmVJ3aTCDQubm5tIp9OYTqfY39/Ht99+KxzOZDKJjY0NXLt2DYVCAV6vV2YeAhDU2NQvJin1el1KU2ZzwjxwezaZhYjwX5MXpM+zDpgZbJvjWgD74HEue19eXkY8HpcS+M7ODn7961/jq6++wsHBgdicWffFZDIRigudn7aNnGBPIerCgam0rxoRmU6nCIfDSCQSguQxIQ4Gg2ITP/74Y9k0MRe7mLqifz8NaXvRKByvfyqVwsLCgvBr2Xin11QNBgNpAKP/1mic7i51u92wLEv0zdR/J2qJ+b218DVcIHDR5EIGbxR9wjS8aUbQvIjkdOmxGJwjpNE3khnJE9PzWbgay+fzSXlUO0b9WbqkCxwbRt1xGI/HZUyE/k58XG9cKJfLODw8RKVSQbvdFm6HHlcCHCuV5lnpwJWOl59Zq9Xw2Wefyb7DuZyf6KCNuqlhfaIhlmXJNdPXiuvgdPk8HA6jXC4Lz4c6xpI+31tPlefn6yYa6iCPiXOzwuEwtra28O6772J9fR1utxu1Wk1QNI/HI5wlIuDdbtdWWiNRV1MaeBxzeTo5DWEzUVWKWQLTgRyvh1PDCMupPp8PuVxOxolwNEy/35eu6HQ6jTt37uDhw4eoVqsnypG6jEXbqccMmTMkTVoJ/8/7gOUvUkiy2Syy2ax8J9rcn/70p2g0Grh///75X4wrJDpgcaJROP3N6TnnfU9rXwpAAjD6QZbZ2eE+ndonObAKwGNkkqlXWmm7aZ4THoNTCVmDN0R5L6pc6OBNC08qb34tdIaRSESaAAKBgMyn8vv9thKphmFpcDQfSJcfmFXSUWqCrJOCMPPV89WYBZPUy1IDkbWDgwPbLDszYCPKRpRQN0fwh40I5O2xRf7w8BD7+/sXMnO4KqIzWf0YRRO69TJklg3i8TjG47HwgFhWYiMKAOHR8bPYbajRN37WZHI0Ymd/fx+NRkM6kr1eL7LZLNLpNFZWVqSrut/vywBUBm2FQgHxeBwul0s2M+hSKTmY88Xz5yvmfW02wegqgNNrAdhskxMCSvuku0DJx+12u4jH48hkMtjc3MT29jZ+8Ytf4LPPPrOh9fqzqJf9fl/GPZnlKhP50GguKwMsy7tcLsRiMWkao428d+8efvWrX805bU8hZ0GZnHhfJufxPIM4Vro4i5JTJ3T5XXPDJ5OJBG96c4JefUYgJhgM2nyy9p+a4qKTH432kk95GZLQSxO8UXSbr+aTsZtPz9ZiWYAkWJOIq4M23emiR5X0+31BLXihGYzpjFI3SjALIEGdYznIQaKi1et1VCoVPHz4UBoQzKHAbH/WBlBn4y6XC9FoVBAVAHj48CF2d3dhWdarvFSvrWg4nw0KnHO1urqKfD6PXC4nMP9oNJLsMRaLIZ/Pw+U6WjBfKBTQarVEVyqVClqtli1g0oZV84ra7bYEiclkEsvLy+KwGZjpZCEajcp8OiJ2rVYLxWIR9+7dw/3791GtVjEYDISDOS+PPr/okqZGpgCcCOLM8qlJwnbi9ejfaRMTiYSU7PUGlen0aGA5m5pcrqORHuw8rtVqti5XJhGsYGjqifkdTW4RAzvaWnKWuMqtXC7jl7/8JX7zm9+gXC6f09l+PcW0DxQnlJfPN1Hb8w7guJ4yHA4L2k9KCQBbQwIpQRy3pTnkDLrIUyfVqNFooF6vy+o+fq4Jfuhmq8skly54A+zQJgBpcGCTAjugPB6PIBdut1uQDUbrLCvqUSBUAsL9VBrdNcXXk4juZKioeIlEQpoFSFBnSTYcDouz5uuIlOguWBp17v0jpMxOHbfbjWaziW+++QYPHz6coyCvQMzAmiWgaDQqi+LT6bTNcY5GI+nqpA5p7mU+n8fa2homkwnK5TJ2dnYk0CfioT+fr6cxmk6niEQiKBQKgq4wQGNm2+v1bOvSXC4XisUiarUaqtUqyuUyqtUqSqWSDG7W/KW5nJ/ornHONtPOVQdmtA9ODnZWOYwlyng8jmw2i0QigclkglqtBsuyBNUgeZwOLx6PY3FxURoCOPBWJ6+6QcEpeOPznR7TgR0Tia+//hrlcnluy85ZZumKfkxXpgDYRnadxn08q2hesC6b+/1+G2ecoAvBFN21zIRX8+KJ0LGDWiPVWi81AHORy6JPkksZvJlSq9VQq9VQr9cRCATw3nvviSFiJsexGWwl5sUHIJweXS8HjufGaTTOXEGllUeXKsgvKhQKWFxcRCKRsJW+WC5gIwPr+yzl0qBFIhGkUikZd8Kummw2i1qthr/+67+WUtZcXr44IRzaIXk8HmlI4aBUADa+JA2T3hHKYJ1ldpaSCoWCjWPU6/VONAq4XC5JbKLRKHK5HNLptMz7CwQCQk53uY4afbiGrtVqodlsyrgQTumfVYKby/mKRqOY/OmASlM1dLJgIiuap2vSOth5TO4iEQ+KppAwKc7n82i32wgEAmg2mzLSgR3vOsB0SmZNrhFtKF/X6/VkBMM8YHs5ou2FidzS/nA+aLfbtXFdZwXoT/vZTFY5UYH6Tx2hntGP0wfTl5MnR9CFtpSUEz20ng0Rz3vsF0WuRPBGabVaaLVa+Lu/+zt4vV7cuHEDHo9HykDZbFZQrsPDQzSbTQm+qEhcKMvuFdM5EwUzxyJQGak4HBvCNTWM8Ov1OnZ3d7Gzs4Nerycrr4LBIBKJhASBhUJB4GSPx4NWq4VGo4HhcIi/+qu/Qr/fP5csaC7PJ2bZCjjWpU6ng0AggHa7bSuNFotFea6JWHCcB7k+unRAtJm6QAevZx9p7kan00GlUkGhUEAymUQikRAepGVZyGaziMViKBaL2N/fx4MHDwTt+Oyzzy51VnrZhdewUqlI4E49MNE2M9nk75oSop30YDBApVLBzs4OJpMJdnZ2BOlgYsnuv8FggGQyie9973soFArY399HqVQSZJblcz1XS3dC63Em5r2iUea5vBrRgQwTzvF4LCOFaMPo+4iO6WaUZxXy3iaTCZrNpi3R0J9BIeWI3O5wOCwc9Wg0KsAMKwpEca/qxiAXgKv3rQxhgObxeJBMJpHL5WQpONvVyf8oFosYDoc2UqRuZafx4wJaJx6Ay+XC8vIy1tbWpA2azrTRaKDRaEiQ+PbbbyMej2N3dxeVSkVGiKyvr2M0GuHhw4cSqDGLmMvFFo2GkLuWTCaxuLiIcDiM7777Dp1ORxwmof5QKCTv0Wq18OjRI1sHH2DnohCV0+vV+JnUWb/fjzfffBPLy8totVo4PDxEuVyGy+XC7du30e/38dlnn8my5jm6drFF2xsmdnp4subysMxF0eX8SCSCTCYDt9uNR48eSSLAzyCaMZlM8MMf/hBvvvmmNFaxytFsNm3ji8hBJu3EbG64ig70dRCTfzmrqeF53p9d97oMb05YAGArr06nU6FwZLNZTKdTlMvlc0EGL4O8FsHbeYlG4Z6kGCb5k/86BXqEiOdy9WUW6deJp3ReOjHXsbmYYnLpZiWhbMZiMqKrDXOZy1xencyDt7nMZS5zmctc5jKXSyTuJz9lLnOZy1zmMpe5zGUuF0Xmwdtc5jKXucxlLnOZyyWSefA2l7nMZS5zmctc5nKJZB68zWUuc5nLXOYyl7lcIpkHb3OZy1zmMpe5zGUul0jmwdtc5jKXucxlLnOZyyWSefA2l7nMZS5zmctc5nKJZB68zWUuc5nLXOYyl7lcIpkHb3OZy1zmMpe5zGUul0jmwdtc5jKXucxlLnOZyyWSefB2DuL3+5FMJmWX6Vzmct4SjUYRj8dtu0/nMpfzlnA4jGw2K0vq5zKX85ZYLIZwODy3Zc8p82jjOcXr9QIAut3ufPH3XF6IJJNJpFIpBAIBuN3ueZIwlxci6XQai4uLCIfD8Pl8r/pw5nIFJZfLIZvNwu/3Y2NjA9ls9lUf0qWVuRd4DgmFQggGg/B6vQgGg0ilUnPHOpdzlbfffhtvvfUWfD4fRqMRotEoMpmMJA1zmct5SKFQwNbWFiaTCarVKnw+nyQMc5nLecjy8rLomN/vh8/nwxtvvDFPFJ5RXACmr/ogLqNEIhFEIhF0Oh1MJhNEIhHk83mMRiMEAgE8ePAAzWbzVR/mXC6xLCwsiHG7c+cO+v0+PB4PIpEIBoMBDg8P0e12X/VhzuWSy61bt+B2uzGdTtHpdNDtdiUZrVarKBaL6PV6r/ow53KJ5Uc/+hG8Xi8ODg5QKpXg9Xrh9/vR7Xbh9XrRarXQ6XRe9WFeKpkHb88g+XwemUwGwWAQxWIRw+EQkUgEyWQS2WwWy8vLaLVa+MlPfoJ6vf6qD3cul1C2trbQ6XQwGo1QKBTQaDTgdruRSCQQDofR7XYRCoVw9+5dlMvlV324c7mk8v3vfx+RSAT1eh39fh+DwQDT6RSj0Uh4b4VCAffu3UO1Wn3FRzuXyyiZTAbJZBLtdhuBQAALCwtwuVxot9sYjUbI5XKIx+P46KOPUCwWX/XhXhqZB29PKTdu3EA4HEa/38doNMJwOEQ8HkckEoHb7Uan00Gn04HX64XP58O3336Ldrv9qg97LpdItra2sLi4iPv372MwGCAej8Pn8yEWi8Hv98Pj8WA4HMLlciGdTuOf/umf0Gg0XvVhz+WSyfb2Nt544w1Mp1MEAgEMBgN0Oh0Mh0PU63V4vV70ej14vV7k83l8/PHH82rCXJ5Kfvd3fxeFQgHVahUrKyuIRCJwuVyoVCqo1WqYTqdIp9PweDxwuVz4m7/5mzngcUaZB29PIcvLy9je3gYATKdT+Hw+tNtt4bm53W7k83m4XC55zLIs/PznP58r5FzOJNlsFrlcDi6XC41GQwI3t9uNQqEAl8uFYDAIl8uF+/fvY39/H+l0GuVyGaVS6VUf/lwuiayuruLGjRtYWlpCIBAQu/X48WPU63UMh0N0Oh0Ui0VMp1PE43G88847+N//+39jf3//VR/+XC64uFwu/If/8B/wO7/zO3C5XNLM9+WXX6JSqWAymcDlcqHb7Uojlsfjgdvtxk9+8pM5AncGmQdvZ5TFxUVEIhEUCgXcuHED0WgUxWIROzs76Pf7cLlc8Pl8WFhYgM/nQyAQwHg8RrFYhM/nw89+9jPUarVX/TXmcoFlcXERfr9fSlculwu5XA5erxeTyQSFQgHhcFj+3+12EYlEEAwGkUwm8Rd/8RfzAG4uT5Qf/ehHuHbtGpaXlzEcDlEqlXB4eIjBYACfzwePx4NkMolut4sHDx7A4/EgkUhgdXUVbrcbf/VXfzUvoc7lVPmTP/kT/MEf/AEsy0Kj0YBlWajX69jf3xe0LRAIwLIsDAYDjMdjBAIBGYf0//7f/5sDHk+QefB2BlleXkYmk8F4PEYoFILP5xPUjdmCy+XCaDQCAIxGI7RaLYTDYQSDQQSDQUSjUfzjP/4jWq3WK/42c7mIkslkEI1GMRwOMZ1OMR6PpSsrFAohEAggEAjA7/cjkUggmUwiFAphcXERXq8Xjx49gmVZ+Pu///t5kjCXmfLee+/h/fffR71eR7fbRbfbRTQaRafTwWAwQDQaFRs3Ho8xHA7R6/VQq9VQKpVw48YNpNNp/N//+3/nicJcHOXmzZtSjp9Op2g2m+h2u/D7/fB6vXC73dLFPJ1OEQqFkEgk0Gq1YFkWgsEger0e/uVf/gWWZb3ib3NxZR68PUGuXbuGTCaDwWAAl8uFQCAAl8slP6FQCK1WC8PhEJZlyUiH0WgkLdBerxfxeByDwQCff/75vHNrLjbJ5/MIhUKiN6FQCOPxGN1uV3TM6/ViPB5jOp1iYWEBN27cQLPZxHg8htfrhWVZcLvdCIfD+Id/+Id5ADeXE3Ljxg2sra2JHYtGo+j1ehiNRkin00gkEhKodbtdjMdjeDwe+P1+xONxFAoFLC4uolAoYDwe4z//5/88D+DmYpP19XWsra2J/rjdbozHY6lMRaNR+P1++P1+TCYT4YbncjlkMhm0222Uy2W0Wi3UajX867/+6xzwmCHzYVGnyK1bt7C0tATgaIvCdDqVshanQ/d6PUynU4TDYXg8HkynUzQaDUynU7jdbgyHQwwGAylJbG9v4+7du/MAbi4AgLW1NSSTSdTrdYzHYwnaiOjy39FoBJfLBa/XC4/Hg8lkgul0inq9jkgkgu3tbaTTafT7fSwuLuJ//s//OS9tzUVkYWFBEkjOb0smkwCAg4MDtNttTCYTtFot1Ot1TCYT+Hw+TCYT9Ho9LC4u4kc/+hFisRg6nQ6++eYb/M7v/A5+8pOfzJsY5gIA2NzcRDqdFhDD7XZjMBjYBouzROpyuRAOhxGNRuF2uzGZTMTebW9vIxaL4e7du1hdXcX/+T//Z15CdZA58jZDrl27hnfffRe1Wk1KCY1GQ7r8iKo1Gg30ej0ZOjidTtFqtdBqteDxeISM6XK5MJ0enWqXy4Wvv/56HsC95vL+++8jn8/j8PAQjUYD/X5fAjjqjNvtloG8LJumUimsrKxgOp3C4/FgeXkZ77//PsLhMD7//HPs7u6iVCrhb//2b+ddqHORJhifz4dQKIRYLCZ2qt/vSylLN155vV6EQiH4/X60Wi24XC5YlgW/349YLIZ+v490Oo1wOIy/+Zu/mSO9r7l873vfQzKZRK1WQyAQQDqdRqfTsQVytGkAEAwGkc1mEY/HZdh9JBKR+W/9fh/FYhGNRgPlchk//elP5wicIfPgzUE2NjawubmJZDIpCuNyudDpdOByuZDNZlGr1QQR6XQ6cLvdCAaDGAwGaLfboqSj0UiQOZZUiZrMA7jXV27evIkf/vCHGA6H2N3dxePHj0W/WEbwer1SQmCpgaTeVCqFZDKJ7e1tvPnmm8hms3j06BG++OIL4Zj0ej387d/+7RwZeY0lk8kgnU7D7Xbb0JDpdIrJZILRaASv1ytNMLRj3BwTDocRiUQwHo/RbDbR6XTkb1tbW/B4POh0Ovjrv/7reaLwmsof/uEf4tatW/jqq69Qr9cRDAYRCoVgWRZGo5GUSPm71+uVsn0kEoHf75cO+kAggOFwKEHgcDiEx+MRWzavJhzLPHgz5M0338Ta2hqGwyECgYCUqDqdDqbTqaAeX3/9NVqtliAlPp9PhlwuLCzg1q1bqNfrMhmfQqPJsup33303n5L/msn29jby+byUCRqNBlqtFkajEYLBIDweDzKZDCKRCCqViswJ5HgaLqm/ffs21tfX4XK5MBgM8PjxYwncRqMRKpUKAoEAfv7zn8+N3msobIIhr4iJJMc2kI/EYbw6yXS5XIjH4zJbkOMe+v0+gsEgxuMxYrEYPB6PdBT+7Gc/mxPMXzP5oz/6I7z55pvY2dmRBFRPW+j1ephMJrbGPp/PJwkDAz2WUtPptOhbMBhEp9NBq9VCLBZDLBbD//gf/wOHh4ev+mtfCJkHb0o2NjbwzjvvSEAWjUYleCPPjZ1Zh4eHGI1GwnkDgOFwCLfbjZWVFdy4cQOlUgnD4RDtdhs7OzvodrvSqcqMgoN856tBXg9ZW1vD9evXUavVYFmWjJnhVHuzGSaVSiEej6NWq2EwGAA4KjnEYjEsLS0hHA5L+dTr9aLdbqPRaKDZbKLVasnr/+Zv/mZedniNZHl5GclkUqoCDMh08Nbr9YSTRNoHOZXj8Ribm5tYXFyU5IGDVOloiRT3ej1xzH//938/H0r+msif/umf4j/9p/+Ef/mXf8Hf/d3fCVWISSl1hVMZwuEwANjQXgZ6Xq8XhUIBq6uriEQi8Hg8qFar2N3dRTweRzqdRrfbhWVZ+PM///O5v8S8YUFkcXERi4uLMuLD6/XC5XIJzMsp5JFIBPv7+wgEAuj3+/D5fELCpIG8d+8e7ty5g16vJ4aQRpMQMZU3l8vhRz/6Ef7X//pf84ziisvCwgJisRhKpZKMZgAgzpTGDoAE/Zw+Th4S0bfhcIiDgwMEAgFkMhksLi5KxzNXGy0uLmI6nWIwGOCP//iP8fd///dzBO41kO3tbSSTSfR6PdmcQF1jRzN1jeON2Gw1GAxk1V8qlbIFc8FgUFYcBQIBHBwcoNVq2Upgv/d7v4d//ud/npfqr7j88Ic/xBtvvIFKpYLRaCTVJeoUk0nTnnm9XgyHQ+G2uVwu4YanUimk02lEIhHUajU0Gg0p4ZdKJeHP/cEf/AF++tOfvvYor/tVH8BFECJl5HjE43FB3EikZLBWrVaFf8SAjaWJ4XCIbreLTqcj67M4oJBk9MFggNFohHA4jIWFBSwuLiKdTuPP/uzPJDOZy9WTfD6PpaUldLtdIYpzEC/5ICylU/x+P1ZWVrC1tYVYLIbJZCKztzgiJBgMykwu6pjH40E+n8fi4qLMGgwEAvjTP/1TJBKJV3gW5vKi5datW9jc3JQSKBE14MiB8of6o3WHOplMJrG0tIRQKIROp4Ner4dOp4NarYZ2uy0ocSwWQyKRkGn5dOC/93u/N7dlV1j+zb/5N/h3/+7fIRAIoNVq2TYm0EZZlgXLstDr9eTxbreLfr8vExi4uYMja+r1Oh4/fozvvvsOjx49kiDw0aNHePz4sZTy19bW8Lu/+7syK+51ldceeVtZWcHGxoZ09lEJ6fCCwaDsLO12u2g2m+j1ejLHpt/vS8t9t9uV0uloNLJ1DU6nUxnAOhwOZZBvrVbDo0eP4Pf78cEHH+CXv/zlnAN3xUTP0OJeUh24cZglf2fZdDAY4Ne//jVu3LghjwGQ0rvb7Ua/30e73RbOpdfrRTabRTgcRqPRwGQyQSAQkPf+9//+3+Mv//Iv592BV1BWVlaQSCRQKpWkCkDn6Xa7T/Bts9ksxuMxyuWyJA/j8VjQtEqlIg6TnfShUAjAcZc9keDBYCBdgx6PBz/+8Y/xD//wD3ME7orJW2+9hWvXromOjEYjW9nd4/FgMBjIuBnqHH0hbR1wNDakVqshHA6j1+thf39f/GwgEEChUJBtDORvjsdj1Go1hEIhvPvuu/j0009tnPLXSV5r5G1xcRE3btyQurxGNqh07XYb3W5XBqACkIyC5axKpYJmsymlVmamDOBoGPm3breLarUqCMx4PEY2m0U+n8ft27df8VmZy3kKh08OBgN0u11Mp1Pp7OMPdQOAbFagbpVKJXz99dfo9/uIRCJC3PV4PFLOajabqFQqsCwL7XZb9lK63W4Z56D5J++///4rPitzOW/J5XJSJo9EIkgkElIG7fV6NpvGMhcbZehMAUiZtdVqSZWg1WpJEMYqg9/vF5SY5XyOHAGAVCqF3//933/5J2IuL0y2trbw7rvvSgWKzVadTkc64cPhsIAXLNezNM8ElI0yo9EI3W5XfG+v15OF9c1mE48ePUIikcAf//EfY3t7WxBk6ngul8P169df5Sl5pfLaBm/ZbBbb29sC3wIQXhsAxGIxvPvuu0ilUuh0OqJo3JzA8mo8Hoff77eVIhgAmpkHsw4aVSJ51WoVlUpFeEobGxuv8MzM5bxkY2MDa2trtkG73W5Xml+0PhDxpWFjEwLXsO3v76PVaslqGW76oLRaLdFT6h8RZBpKBobJZBJvvPHGKzwzczlPWV5exu3bt6XhgLQPkrpJHufvAATBaDabti5UjgsBjjvjWe4ajUZot9tot9vSaKN5wb1eD5ZliS3M5XK4efPmqzkpczlX4fisVqsllScmk8lkEpubm8hms0IdGgwGogcUJqmsGhDkIEDS6/XQbrfF/rFBcDAY4NGjR9jd3UWr1ZJ5q5FIBFtbW1hdXX2FZ+bVyWtZNo3H41hcXJSuqUQigVgsJuuGmKV6PB5Eo1EcHh6i1WpJw0Gn07HNrXn77bdRqVRweHgonBIaOx0Y6jLqZDIRAiY7bkKhEHq9HtbW1tDv97G/v/+Kz9RcnlVu3ryJzc1NHBwc2LpBqR8a7WBgx3KWDt4ASKmdjrTb7SIWiwGA6Nl4PJYxD3qeIDNfosKTyQTD4RAbGxvo9/t4+PDhKzk/czkfWVhYEPSB4ztWV1exu7sr152lLOqJThyYYFLXBoOBEMi9Xq8kt3S4Gl2p1+tiM1m218HfaDQSh//48eNXdo7m8nyytbWF73//+7IGktuGhsMh0um0zD6l/aJvYyCmaUMAEIlEAEB0y+v1yrxUBnccSVOpVFAul9HtdgUY6XQ66HQ6SCaTSCQS+OCDDzCZTF47HXvtgrdIJIKlpSXhsjEDyGQyWFlZkVUxtVoNv/rVr2zNCnSw5LV5PB6MRiPs7u4iGAzi3XffxcOHD3FwcCDOFoAor675s8smHA4jk8kgFApJ8FatVrG0tAS32/3aKeRVkLfeegu3b9/GnTt3ZH4bUV3NP9OjG/QKLCIl2sn2+33hg5D0yzVHXPrMAaxE3CaTCRqNhpQ0xuMx6vU63G43crmcfM6DBw9e9SmbyzPI0tIStra2pEGKQZfu/mOiaQZsAGyJJRE0AFLyol4yAAQg5S3aQb1thh2rJKR7PB60223cunVLiOdzuVyytbWFt956y0bnSCQS0uxSLpdRLpdl3VU4HJZGFja6kBfHdZEM6DiSi8IVkm63WxpjvvvuO9v8t3a7LXx0VjSi0SjeffddLCws4F//9V9f4dl6ufJaBW9+vx+JREJKCORosNNqc3MTq6urePjwoZAnmRlQ6SzLEsj4jTfeQKvVwq9//Wv0+3189913sCxLslGNrgD2Ab1+v1/Iv5ZlIRQKye5Bbl0gHDwP4C6PLC4u4gc/+AEqlYqtdA5AGgq4M5KIx3g8linkOuhnGYuBmeZZWpaFfD6PlZUVBINB1Go14Z6wFZ+OnAaxVqvJWiMmJG+88QYGgwH29vZe5Wmby1PK0tISbt26JXwhcnJzuRySySQ8Hg9arRaKxaIEUuygN5MH7UgZ0BMhZkmUe09Ho5EsF2dgx4oCUeNQKCRNV4lEAslkErFYDKPRaK5nl0i2trbwW7/1W5L0dbtdKcnzWi4tLWFjYwMPHz6EZVky/qrX68nKPwIXROWIolFvidRSLweDgcysZPMCE9JoNIrV1VU0Gg0Ui0XRT6/Xi7W1NZRKpdcmSXhtgje/349cLicIB1EOv98vClmv17G0tIRMJiN1ewZcmnzJ0lQ0GhVHSw4JlZXCbFejblRilrYAIBQK4dq1a0gkEqK04/EYN2/eRDQaxTfffPNKzttczi6pVAq3b99Gu92WAFwjFuQ++v1+WfkCQAi9ekwIHS2NltfrRbPZlOBuPB4jk8ng2rVrmE6nKJVKaLfbCIVComscdsnyFzNY7tuNRCIYDoe4ffs2ptPpvEx/SSSXy2Fzc1NQWD0yJh6PIxKJyCJv2hzaPACSvOpdy7SL7Crtdru2PZTskKftY+mMKB8DNyYnnIGZzWbh9/sxGAzw5ptvYjQaoVgsvvyTNpenEpZKe70eYrEYotGojLyq1Wqy/YV7TIfDIYrFIrxeLxKJBHZ2dgBAklPaMp0o8DH+rvnhOunt9XoYj8dIp9OSKITDYUlQdGl2c3MTlmW9FvMsX4vgjUaEfLPhcChZZCwWk7b6VquFvb09xONx4Qixe49jQTwej6zz2N3dFVIwHaTmuZmiCeokkbO8ReJmMpnEtWvXsL+/L9nOrVu3MJlM8N13373M0zaXp5B8Pi9ZaqVSQaPRkOHNRD102V0PSaU+6HEgzErpSJmR8m/j8Rg7OzvSScqkQbfkd7td0ddIJCJcJV3GJ0K3tbWF4XCIcrn8Kk/jXJ4gmUwG6+vrNt6ty+USexWNRhGLxdBut23BPoMrPTZE6wFwvC6LCSVtGknqoVBI9u3yPTgHk8EdS6ccwNrv92Xbh+bzzvegXlxZXV3F7du3heetV1zRd0ajURQKBfT7fdTrdcTjcVtji9lpqkcgMXhj8M8tH0R9nbiYLL8yGGTAyOaFUCiEZDKJZDKJt956C1988cWVD+CufPAWDAaRy+VsJQLNO5tOpzaUpN1uS1dfNBqF2+22oXB0uNy5pldk6VKpDtT4ORQ9GgIA2u02SqUSDg8P8d577yEcDsuaI+AoM/7BD36A0WiE+/fvv8SzN5ezSCaTwY9//GMEAgHs7+9Lxx1wpFN6N6TmHbEcrx2oJveSS0QiOHWIPJF2u41isSgGjUJdJNeNhGAeD40mp+bTMG9ubmI0GglqM5eLJYlEAouLizJeiME3A3heW93xqccUAbDpH4U6Rx2iE+VzmBj4fD55b9I+qKMMIjXnju9B7hNR5K2tLXz77bfzNVoXUDiFQesQNyP4fD5kMhlBaYEj3WBTVq/XQyQSkVI6k1cdtNGGaXumQRUmGjqJ1Y1WwWAQlmVJAMhkhJMgvF4votEoPvjgA3z88cdXOhm90sGbx+PBysqK7OEDIFkhB/ByRhEVlTtNSSzXZQHCtHoiPhVTd1rpzEHDxbqTUJdjWcK6fv06YrEYdnd3xbBxXUiz2cT6+jrG4/FrU9O/DJJIJPD7v//7KBQKKBaLsrM2FAqJwaIxI1+NC761A6UhM8c2ABAnrcvsfE6j0ZDyKLNY8o5Y1ieawlESfE86XgBCUF9fX8d0Op0jIxdMUqkUVlZWRG+ItvEahsNhRKNR4duyiQGAOD8nfQNgs1FEOvg62j06SDZZEclliZS6R6dOtFjPM+Rat36/j1QqZWusmMurF85N63Q6klTqYfNsXMlms4hEIhiNRrKjmUE6K1TsTNXNMrpxwZxvyf+Th659KAB53WAwQLvdlsHApJ/wvXw+HyKRCMbjMd5//33867/+65UN4K5s8MaOOt0lYzYRkNitn0NOh2kg2+22OFY6Or6OBknvMGWABthROD0qhNkumxSq1SpqtRru378vQSLJ5jSKb731FqbTqXAK5vLqJBqN4sMPP0Q2mxVuGXWITkkbIJNrZD6m0RONfJjdghrRYKksGAxKFyrfr9vtip7SAWtSOrNlIs9EXjY3N3Hnzp3XfnfgRZFkMom1tTVbcKT1pNVqCd8tn89jOBzi8ePHUp7XAb/WIYpOJk0dIyJMvWLjDO0Yl9tr/dQr3Pj+bAqjvXO5XMhkMiiXy0IHmMurk0wmgzfffFOuDylC1DndkKIHPpNjy4HirVYL7XZbKlXaD2qd0zqpK1PUDfpeTfMgksxuZnav8j3I/aQdjcVieP/99/Hzn//8SiajVzJ44+oXdkQx4wMgTtYMoGj8UqkUotGoTKnnD1uXgeNMljwPKrjOcLXT1gpqkjQ5rZzlLbb7x2IxyVBYcmBTxebmJgDMA7hXKNFoFL/927+NhYUFGb7LzJEBE2AfkArYl9Br5NbJqQJ2h6v1R7/faDRCMpnEaDSCZVmyzm04HAr6ppE5vhcfoxDZc7lcWF5etiHAc3k1kkwmsbGxgeFwaEMYGJgRGWk2m7K6D4BcX6/XK2VPbY+0mOiI1kcKnSNwPFtwMpkglUohGAza+Eh6Tyr1iyiM5jIRxalUKnME7hVKOp3GW2+9hUgkIiv1AAhvjf5xMpnIpo1EIoFUKoVUKoWDgwOpAMTjcRsfk3qqx3I5jarRlSoAtm1FmlJC30n7xtmDrJqNx2PpUGWAxzVaVy2Au3LBm8fjkVIjANm5RvSK8C8zBiJrDI6i0agEe5ZlCa9N1+T5vgDEeFLxdFkUOGko9ePMDhKJBNbW1pDP5yVIpIO2LEuybO6x9Hq9uHXrFoB5APcqJBgM4rd+67dw7do1WRfEFWqBQMBWLtADS7UhA44zUeqhDvrMIE5np9Q1ZqXj8VjmHgHHAaM2gHxv/b76PXlsJCVPJhOsrq7i0aNHQjmYy8uVWCyGlZUVoXXoblHdvczrXqlUsL+/j1AoJKV7XcrSYqIhOqmk7mgkTesGX0+UhtxN/d501Lo7Wv8w0HO73SgUCiiXy3M9ewWSSqVw/fp1uR7kcDM419wyBkP0TwzYORomGAwiFouhXC7LgF6zaqCBDCeuL0XbK13y10kEG/7oR1ltoD2lTQ0EAnj77bfx+eefX6kA7koFby7X0baEUCgkqBYAaT4g14gKQCNHqNXlcqFeryMYDErZksrH0Q10ciyfErbVhF+thCb6pn8CgQASiQQSiYSs2drZ2RHeCo0pB7Tqcm273cZ7770Hn8+He/fuvfyT/ZpKIBDA97//fSwsLMDj8SCXyyEcDmN3d9eGcJglA6Jf/J2GywzWTLRDGzGdmerRMxwqzfITdZT/Z1OCpgKQw0RUmWUSBoT8WV5exs7OjiA6c3k5kkgksLq6Kokk9UTzaqlv3LbhcrmwtLQEv9+PYrEojs2pAmCKU0eq1jk6d/6Ew2HhPIXDYUE/tJ5RP3n8mgOn9ZD844cPH84RuJcomUwGb731ltge7hnV9CI9h43XM5VKYWlpSewFrx8bqOhjNZBhVhf4L5+jKxDAMYVD04wACIhC/m4gEEAymcTi4iLcbjd2d3cFGJlOp8IJnUwmePvtt/HFF19cmYasKxO8bW1tYX19Hd9++610nTCg0k0I7FQJBoNIJBK2cQmEhjlo1ynzpDPt9/vSQk3RSgnYAzf9HBpHKj3JyKlUCqFQSDKaeDyOUCgka2g4q4n7Ki3Lwu3bt9Hv9+eDfF+CeL1e3LhxA9lsFv1+X/SEQZl2SNQLPXoBOO7c04GZdmoUp0yVn6EDwuFwiHq9jkePHiESicDv99tQYaIlTGR6vR6CwaDw3cgx0Su1iPAw015cXMTe3t7csb4kSSaTWF9fB3A8H5CNAzpJpA0JBAKYTqcyy7JQKKBer8vIGsDZFpn/13pociOpG3xMj3jw+/22BEFTSvRYCNo9fh8mrJ1OB71eb86Be4mSTCZx+/ZtJBIJCbBNnpouc2v7VCwWsb+/j0QiAZ/PJ+V5Vrf8fj+SySSq1aot8QSOEV7AnkzoYJG2UaOz+m/UPbO0GovFkMvl5HP0sPzp9GjDzTvvvINPP/1Uyr+XWa7MYvr19XVEIhGbkdIcHiJs0WgU4XBYeGZUPpZOdZRPZIL7JOmIaZCAYw6THrCqlV+LvjF8Pp8MPyTZvNFoSDbidruRyWSQyWRs4x30jcQFwT/84Q+xvb39Mk7zaysejwdbW1tIJBLC+el2uyiVStjd3UWpVJKGAV5DBkHsqmOgBOBEGckJqXOaGahRMYru+tJDouk8WULg+9KxOpXimLVqqoHX68Xi4qIEhXN5ccIylh7BQVvDa8L7n2NoeJ06nQ6azSZisRiuXbuGN998E/l83obSnvajAzfqH20o/695wqw6kONG/aBOE3HjcfL4aYtZbiNHivM4dRf0XM5f4vE43nzzTfGDLHuzuqNtA4M6/tvr9bC/v4+vv/4a7XYb6XRaqEbsQA4EAvIYAEcd4+/6cf27SRsx17OxWkAAha9j8soh0tqmsqR6+/ZtoVVdZrn0yBubE7766isAkGCMF4wNAVSGYDAoBg84KoMBx8pB6JhcDRKFNeHWXHukFYQyK9MlOhOPx7G0tIREIoHhcIhSqYTBYIBSqSSvY9cPjahGafheLI99+OGHGI1G80XjL0A8Hg+uX7+OdDotC5On0ynC4TASiQQajQYODw9tXVjhcFgCbnY0kzsJHCNy2pjpxEGLRuBMzprmvVmWJcEY7wM+nyicx+OREinHj3COod6tCkDuG2bPhUIBh4eHc2TkBUk0GsXKyooQsak/tDe6rK25ZETfgsEg9vf3USwWEYvFsLm5id3dXbGNs8S0UZobSVRDj3hgYMbnjkYj2ewAwKbTTAb4Wnbz6woDB64yiEun06hUKrZmmrmcj0SjUVy/ft0GYugGA/oZHcjPQsjC4TC8Xi+SySSAozWOfG48Hkc0Gj2xW9eJu6vFrFxpPdJ/c7lcsl2k1WrBsiwkk0lkMhkZbk/fqJMPJrebm5u4e/eurHG7jHKpgzeX66jdPBaL2TJBOi23241gMCgLc9l5SsfFlTJEJVgOrdfrYjT1wFVdBjCValZG4XTMdO63bt1CMplEs9lEJBJBMpmUQYQcFmxZluyIM0sZ/BzuIfyjP/oj/O3f/u28ieEcxePxYGNjQxwMeZORSEQSAcDeRUodY+eTJnnrTivTGM7SGYqZLJhEYF3WDAQCCIfDcl8wCNNzlDSSQkREczpdrqP1cURWSC7f39+fO9Zzlng8jsXFRbExHIDL4IilIuBYD6iPdMIc41Gr1RCNRpHL5bC1tYVIJHKmZgCteybXEjgeT6Iba/g7dUpTSwB7hyAAKbHymPke5FSyxJ9KpaTsNpfzkWg0Kk1W9H0sQ+ouY51MAselTu17Op0O7t+/j263i83NTak6FAoFBAIBVKtVG1KsdcsM4DQlRHMvzVK7phzRDtNu1Wo12aGr7a6eBsF7i5y5a9eu4dtvv720dJBLG7z5fD4UCgX4fD6JrokYkBfGMmk0GpWhqdzLxwGTzGTJ36BS6GyEzg04NlandZme5oT5vOFwiGq1ilQqhcXFRanfx2Ix4b6RCM9gku/JLi8aSuDY8P7gBz/AcDjEwcHBi74EV14YuHFeIDlGnH9Uq9VQLBZlRAMNCw2EDv7p2Kg7ZpkAsBuyJwVyZllBIxza4ZuJBRMV3jO8J/h6XZ4Ajlcm8dj9fj+Wl5dxcHBwaY3eRZNYLIa1tTWxKdqpaqqGDqwZWEWjUaRSKakYBINBVKtVQYcTiQSWl5dRq9VODbhNVIS6oTlHFDpM7shllYA6RDoKE2A+Bzi6p5LJJBYWFuB2u1GtVqU5TPNAvV4v0un0E497LmeTaDSKzc1NudfH47F0IhMo4CxT7ctMLi5wdA0ty0K5XIbf70c0GhUgJRqN2rhzTnaKoisJZkJq/qt9sG6ooA9sNBrY2dlBKBSS4b3UU5080M/Sf167dg0PHz68lDMtLyXnzeVyyRw3jv+g0yG6RkSNa1zC4bBks5pgznIAnZpudNAcOB08OfGO9O9aQc2Aju/daDSkQ5CL6CuVCnZ2dtBut22QNqFenflQgTnzptFooFqtwuVy4f333xfi5lyeTWiM/H6/OE3uz+P+SJZ+WHbkwFvLsmRQJfVL65FZkgBm80Kcyu7m//nD4IsGiqUollNZXqMB11wW3kdctaQ7zEhKJ8XA5/NhYWFB7pm5PLuEw2EsLS3ZRjLogIg6pdED6hCvSygUEl3x+/2ybu/Ro0eYTqfI5XJn4pGZdksnqU6/6y5S/hsIBJDJZJBMJm08YuDItmYyGaytrSGXy8mcQZazGDwAx92G8XjctvVhLk8voVAIa2trwo3k/DaCFZzlppurTDqH9juk83AGKtdiBYNBlMtl9Ho93Lx5E1tbW442wsnmmaCHUxJr2kYmNNSder2OTqcj/txE9cwgjt/1jTfeuJQ8y0tnff1+P9LpNLxer6AddFgaLdCTwUmm5a5SIhBasXhhCbWyDEXUgcbT5ADMKoM5iYaBWTrguht2unK5r9vtlmXOGlXU/AEiePyu5ABMp1N8//vfx6effopisfhCrsNVFnI2/H6/DHzUHAuWflZXV6WcSsI4+ZKAnbNhltudOJOmDmkkhP8HYEMytONkkKk/m/eH3+9HKpWSrJl6qNfCac6dfh86YRp6cpWWlpZweHg4R+CeUcLhMFZWVsR2mevT6FQ1NxKA7d+dnR2xZ9x9GggExHZxbZbP55Mhv6eJU+Kpf9coHGkm1BE2JTChYdkdgAzkXVlZQTwelwCT31MnO/w8BnKpVEoWkM/l6SQYDCKfzwtXm+XSyWQiIzNmJYvm9TYDJ25wIdpVLBbR7XZRKBQQj8dxcHCAL7/88ol6Nwv11aVSEzDRFS+WQXUnPZNNLrTXibOu0HFP7+rqKnZ3dy8Vn/dSBW8ulwsLCwuCSOnWeXMezWg0EiWlgRkOh7I4VyuqLn+yVs5BheaFBk4quxOpclYgp1GSTqeDvb09TKdTKfHm83n0ej2Uy2XbJHN+LzY88DsSbdHDVYk+vv322/jVr351pQYTvgzRg5qB4/EedKaJREK4Y9zxd3BwYCP964YBGhhtlIDTM1BNzHUSjcJqnTMbFvS8Lr3WSM8/MrmTGi0EYHsPjUaHw2Gsrq7iwYMH89LWU0owGJTAjedOXy+v12vrTqboEtZ0erSEfmdnB8lkEpFIBIPBAIlEQnY+VqtV6WI3k4FZYj7HtG9a51hOp/3hkHE2UNBZRiIRpNNpBAIB1Go1VCoVtFot9Pt96eTXwuSan7WxsYFyuYxarfasp/y1k1AoJAgnz69Gz6bTqVQN9Jop/aODN42+EX3t9/uCxAcCAXz66af4+OOP4ff7sbu7e0JfZ9kzLXyeyXNjMKn/RnCGwVur1ZLRXzpY00PIaZMJ0nDcE2daXhZbdmmCN5ZKQ6GQrOzRBmkymch6KW1gdLcWI3Uiabp13eWy7+nT9XU6NXMml8l1A2Z3mfJ4gSMyeTwel4yTRtvtdiOZTKJSqeDhw4eoVqvodDq28poe+cBjYemBZRS2SbtcLrz99tv48ssv50bvDEIOEedm8RqzO5M3PREFbRTZ4cTAmYZG6x6NhROiMSt402JmwubfNEmcOsU1MgwGOLhVl72I/JjJjPk83mMa5Q4Gg1haWpLgdS5PlmAwKLQGvTwegIxpIZeHjlUncRodpY4RYQiFQkilUojH4xiPx/j000/RbrcRCoWEx/s0ohFcU3dNUjkbLCaTCYLBoGyvicVi4mjL5bKtCYu6xVIXdYydjBzT9O677+Lf/tt/i//yX/7LlV00fp5CHWOS5vP5hAfudrsFmR0OhxLAab3SAZMTIkffWq/XpTnh+vXrKJfL+PLLL1EqlVAul21B+SybpoMxitZT83Hz+BhE0q9bliV+nI8RHdb+kvqrE95cLodSqXQpArhLE7wlEglEIhFBBjQyYWYKZoTNQE3DrpoD5Pf7MZkcDfXTzQ+cf6MvtFNjgpOCA3Y4WCtgJBJBoVAQfgr3A7rdbnGAmniubyodOOrtDkTfWHbhrB0exyeffDJfP/MECYVCErgBsBkG4OjmDofDyGQyyOVyCAaDqNVqYggZQPM6amhf6w/fm/86dWPxbya30kmcgkHdrABAEhBzFheDBP35eiCs1j0nlJfUhXw+j/39/Xl34BkknU7bGq2IMDGAIZeS9zidjRYdQGkn3G63ZcwGS5nJZBL1eh31ev3MpUe+v4nWmQ6ex8AEQaMdqVQK4XBYEBEi191u18bfIxLMz2KCQB1bXl7GZDLBX/7lXwqF4SwI4ussHN+hB3SzA51+kQG/booxud76GgN2FJ78uWaziW63K9SkQqFgo2E4XSsn/TJtoLZ72oc62Uo2IRK8iMViAuY0m03h+3Hsl6aw8Dj7/T4CgQDS6TRKpdKF17FLEbyFQiEZwMu5WcDxIm0qFJ2O7gwleVsrCQMjXjw6Oj0jjoqpuUr6Z9aF1Y50VulrOp1KeYFOnyW3UCgkzRj8fLNcpUnvVFjekNwxR14db96NjQ08ePBgHsDNEJZ5TNFBMvUpkUiIcaRB4HUnWsLnzmpO4Hubgb8ZuJmiEwI+X6PP2mDyuXSuRN5Y8jURNzPbpqPXZVQTiaGDJRm9XC4/NbrzOgmJ/IB98Chtls/nQyaTEU6YSSTX+qH1iY01pGGkUimsra1haWlJhoDv7u4+9fE62Tnt1DUarJNlANIgxqSYjpPvSbvLOYj6vRhYZLNZpFIp3LlzRzqcI5GI2M+5nJR4PC4+TleQSDUKBAJi1zSvUvtEABJYaztkBlAulwutVguVSgWRSASZTEY6V5PJpPjq0+yZfm/TvvE51A0TpNF/ZwAXCoUQj8elAkKfSd/H+82s0tGe+f1+xONx2bJ0UeXCB2/hcBjZbFayOiJqJqmR5YZAIGBzSppkrTtKGKGztZkbDdgtSDKm6XS1IQWcHfAsodINBgN0Oh2ZSE3iL3lvbJ3XgRs/R89TImrClm+WK8g14VJ7Lu0FgHv37s33VBrCTikd8DiJ3++XdniWWBOJhFw/beim06k0o/D/GskydcXkr+nXmOiy1kfqgw6sNC+EwVWn05H3CwQCiEQi8Pl8tk5mE9HlcRFJ0bwTzn7TCF8wGEQmk0GlUpkHcA6SSCRkxzJwjHDq3wOBAAqFArrdrnCGtEOdZWd00B2JRJDNZrG2tobpdIpGo4E7d+4gFouJXXsWmYXA0VYReR4MBuh2u7Asy7ayTSPUGv0AjhFE4BglZmLKUqseaTOZHPGTL7JzfRXClYqaB067QU4iUVrShJwACdOv6cROly7JOSuXyygUCqLjOqCnnGZbTdEBmw7qzfcg0MLtELrLmQkN7y3GCOQzaxBHv5fLdbR3PBaLodVqXVgdu9DBG8tUPMFmsKZF89T4d41QmcRLcgAYYZdKJViWhVKpJLC+NigM3LQRneWIZwlf0+/3EQqF8MYbb6DT6aBcLouylctl3L9/H41Gw0aq5E1oBrBcEQLAtr6IKF4sFpMtDn6/X4aszvlJRxIKheT8mKMadMDlch2NCqFh5FT5XC5n29gBHK9Ko+4BJ7ltAE4EY3zeaaKhfjNY49819416QnSQx8PxEnq3KQNO/f68z1iC0OizLpHqc5RMJlGr1S6s0XsVwlV42hmaiCdHGjHRJKdS6xFgL6fTLhFdrdVqqFarktCx+SqZTGJlZUVQkacV81qaSK/uPA0Gg+j1emg2m9J9qisMDM5MVFoj0kSH2XHP93W5XNJV6HK5JCmZC2R2qS59mvaGwRbHhZjbgkw+meZ50w/R5nDFWSAQEB+6srIiHa0A5DrOolOYyahJM5qFxOljZcLJkVs8F0w4WZ7ndycPToMjgJ1HDhxVY4hYXkQdu7DBG0mrOmABjh2inmlFYeYHHGeEJoqhCdrdble4GK1WC/v7+zJGYVYpiu9lZiqaC+SkqHwuDSo5Ifyu7FhsNpvY3d21NSroz9KZlM4+mWVwLhTLy3wfzlByuVyyfuZ1b71nAK/nnDHw15kncGxkOA6k3W6jXC6j3W4LukD0jVwjdtI56YsuPToZL4rWQy0acdPvyffhPaJ1l3pjrsTRG0b05+hmHt11rbtq9Xcgt5Ro5EUvO7ws4eoofe/q80o0gAPFR6ORBGBO44mAkyM9EokEtra20Ov1UCwWsbOzg+vXr2NpaUlGKyWTSeTzeTx+/Pi5kjedNDBQAI51mo07Hs/RDtPRaIRWqyXNM9Q7kwcKwPZeHJPE7kEAtuRVl1hfdz1jEMVrYCJfOuli4KbBDfO+168xUV+dNAAQn8rnMbCmHXSiDfHYZl03M6jSlQf+ncfG8U1s2GO5djAYCKed9ou6o32oRo61PWMTDm35RZMLGbwRcWPUzKwfODlPTWcJ/LuO3k0nRyfNIIpDBvXUe21gzfKl2bBAeRIKZ/IGyGmzLAvj8ViCr3a7LbV5fRPxdXwfzYXhcekWbuBIURk86LEjbrcbiUQCtVrttSWYkxhOqFyLGTyx/EAnRMI5u+cACCLH8uHy8jJGo6Nds048Q20kTF3Sus3/a73U+u30ev0arTvU/W63a+N7aAOttyzoe4rG3qn7Ub8HH9el+9fZscZiMYTDYdtj5vXTwRyRUJLAnWwMha+l/l67dg2xWAyPHz+WcRxra2tYWFjAwsKCVBeq1eozB2/m8dCW8nFSBUyCO50fy6paf/he5v9pF8nhpXOl7jI41Mjy6yikygD2GZA8VzyH5B3S9zmhusDJJNAEQYi+kWKUSCTwwQcfIJ/Po1arCQiiB4ZTTDtn+kX9uBnkmQgZv6/bfbT5JplMYnV1VcZtsSJFOlUgEBBkjnZON2zws/nDqhenN1y0atWFC948Ho/M2eLJ4o1MAwccL0/m/zWhmv8HTs4L4sXQa7Pcbjei0ag4NQ2xzuKbaEXjMZroCp9nKqw2POQd8f8ej0fIlr1eT4i5+ruaho8GUaOEPJfkcpmoCjPxRqNxKdqiz1O419Y0dBod1cE/n0/EljB8IpFAr9cTngfLERxvkEql5Dk0BCZaZSJvTsbNNGrm32cFb4B9zRX/z+OhQSO6AeCEMWMywHNi8uH43lr3iCwHAgFBg19HCYfDcv9ptEh3lzIQ0WgIKwJnvS+ZJPz617/Gj3/8Y3Giu7u7WF9fRyaTwc2bN2FZFvx+P8bjMb7++mu0Wq3n/o4aQaaOA0dBXKvVkgCM+qdLpk76rO872i+dnFIvmTyR08sS6usm3K9MfTI5sAzA9Cw3PkY/YvpSJ3+l0SgAtiYulicZIHIMDMuYZnAIzB4b4vQ7YK84kc/HwDQSiSCVSiGVSsm0AKJmXGcIQCYH0FcyoZiVQPP7MTik/bsocqGCNxp8zi6imAgCL6TmKAHHUbhWYhpLKgsvKDuh9EUmesLyD7tx9GcTjdPHpv+lmBmFdnjD4RD3799HJpOxoRV6VZF2mGa2axo5p0zXvEnNrlU6lEgkIg0Sr4PooNnM8BjkOkH0OoONRCKYTCbC6YnFYrZFzyxd9Xo9G9x+mlE0SwT6eWZp1Dw+83m87ib3RZc5tAHU5VWNpOgM1KlRBzimJ5hCQjB5IxfJ6L0MIX/NdALA8TDe6XQqoy/YtdxoNITGweDNDPAp+j63LAsff/wxAoEAbt68KU1KnU4HyWQSy8vLKBaLmE6naLVaODg4eC5UVNsz0zbrjlM+lzO2gONEQvOJTZtGu6xtG5NpPWeQ9wPLsxcNHXmRolfdaT3T55A6wqCZwIQumerAzCmI4b862QWOu4tLpRI+//xzuU7cTtPpdGzB22ll0rOI1hGCHJlMRqZRcC6gmRzwecPhEPV6XZ6nbanpYzUQw3s3FArZ9PFVy4UK3lge1SMKTMVksMKAjCdYd5Pwfcgl0dPm2flEsiU/w+v1IhKJIBQKidPlDjceE8tOdIR6lo0WnSVoBeDvo9EIDx48wGQyQaFQkBsNAJrNJg4PD6Wcq0UT0bUzAHDiPE2nUxtyyGPW54v8kVAo9FxdaJdFWK6mDvEx/aMNlEZLGIDQ6IXDYaTTaTSbTeFnhsNhdDodmVFVrVYl8AFO6rM2lGZCYAaVPFYtJjJnJi36OborVJPhu92ukJz5eiYoTCK0XgF2bpwuq2gd1zoaiUSkG+x1EAZuZpBt6hkDFL0snHOzGo2GcL5Mh0oxH6vX6/jkk08Qj8fxzjvvIBgMotVqyVqkdDqNer1uqzg8jyMyHZ4mszPoZ6MUExvAvr5Qo4v6tTpB192ptMX63tABHPX2qot5Ts3AjQOS2ThA22+OwOJr9f1t2h+KtlE6cej1eqjVami321heXsb6+jo6nQ4ePnxouxbaNphB4JNEv5Y+KxKJ2O4nACdGn7jdbqTTaSSTSSnlMjbgfFd+d7PKps8tE5BwOHxhqCAXJnjTvCI6EMC+kkMjbAycdLCio3ISFV0ul2QoXq9XFh1zrhcz31gshnq9LjwdXiCXyyXdpwBkp6plWTKglKIVmsZHB1jaUA4GA+zv72M4HGJxcVEWnjPj5o9TQOXk8Pn52ogyeNOz73h+TI4fy9QXQSlflFDHzDZ6wM4n1NfM7/fbEgVmdcFgUGD6ZDKJRCKB6XSKarUKACe6ubSYRszJOZ92HZxeb5Y8TEdpIoma/0jR2zv0j9ZxvUbH6bO18eO9yT2Dr0PwxqRQ34tmdYDXwhysTfSdiaMuQ1LM62s6QSZ/wFFg1G630Wq1pLyYz+dhWRYePXokjVHPK07JBu2O1hEmDcDRfcWyqokATadTW8Ks54+ZgRmTEN7TXIt0lUXv5daJmmnLSOTn+dUUiFk8L8os+6NfRz/CmXysavAakL/JQFLrtFk1oGi9NitW+jmscLhcLiQSCXn/ZrMplBgAts5aHiMrbgBOBGzm5+nPJf+e20petVyY4E2XAClOhkqfbF0GolMhn4TGka8leZI3OFuJ+Tx2e9HoTCYTWRvi9/ulm2cwGKBcLjtePFP5ifQxYGDTAAB5/0ajgaWlJSSTScmmuC/T7KIyGzP0OZjloHWWq7MTjajQsPJvVzWA09nlLAjfDHpYLtWBH/WNOxlTqZR09LH8Xq1Wbc0jpnPi8ejPdTIeTt+BuqWRN/19nMobZtOPLmGZhpL3hUZr6QD0sZnO2szMdUByVXVKCzmEOngxnQBtFDN/0jc4c4vzt/T9eRbUjY8NBgM8fvwYd+7ckVJRIpGQpgWWHB88eIDPPvvsuZ2QiVRQZ/idaUtZduI4C9pWJphadxhgaH9w2nnQSehZUJzLLHrCgtYPjbQz+DXtvlMwbNoi8xybQZYGTGhX+v2+IG+tVkuaZSzLEm41y/bFYtG2apKf4RQ4OgVSugkiGAwin88Lr1gDOjopJXLL0VmNRuNE09VpVREndPMiyIUJ3niizOYCKowTgmAGKwxYdGcTB+ESQQEgpOBQKCQtxd1uFy7X0RiNUCiE3d1dmfk2Ho8Fou52u7Z9hLOQMaIzHIY6Ho9hWRba7bat/NTv99FoNPD48WMkEgnk83kEAgHcuXMHrVbrhPHX5SkNk+tzqJWOhpEBiN7davKnrnoAR8diTtam6HOhuy75GgZArVZLptUHg0HEYjEsLS2Jodra2sKjR4/w7bff2rqAeQxmguJkOM3s1Pw7j9f8m35MB6BmCY+fSyfJxc1smuHjLpfLhtLSyGlkTqNsTs6AxvMqC8fOOJUGzcCa5Rcikgyo2u22rRPztODNFJ3MHRwc4KOPPsLCwoLMkAyHwygUChgMBratM+clZhBFcblcwhsOh8PI5XIIBAKo1+vSWU9+JIAT+qTfR9s+fqZ5/1xl1E3zt83Ax+S3aqRSAweaz3oaTcZM6PhZJjjQ6/Xg9/thWRbK5TJyuRy63S4ODg5kPBV9HEeK6GDS5NKe5fuz6rG1tYVsNotms2lrjCHCxkSaNKnxeCz3qL43Z9EHzHtEU6Yuglyo4E0Ha3wMmI1KaCXkY8z0eRH139xuN8LhsHTYhcNhRCIRG8eN9fREIoFYLIaDgwN0Oh1YliXQs5k56GPVwqCQnBMO4NRt7ePx8Y45Bm7j8Vi6ZBhk6ZvN/Fw6UR3gMvPXSszn8ybWgQqF/JuriJZoBwDYUSzqGLNJfS51cMzHW60WisUi8vk8CoUCMpkMVlZW0O/3EY1Gsbi4iFarhUaj4ejQnDI8ilOQpnXfqYSgj5OPa7RZB/+6TAccG1EOedb3oX7fWSUG87i189D6eVWFgZsWp2ukSzYM4OiMdflPIyNPIzzX/X4flUpFOqAbjQba7faJ0Rrn6YTMY9XlMZLlg8GglLgAoNVqoV6vS0Kp7weTk+qUHDjp31XVMx24mWImcTwPDNTpszTaNCthNN+Pj5uIG30ES/JutxudTge7u7s4ODhArVYTulG1WpWRSsDxuku/3y8IrHks+rvpx1k5y2azWF5ellVguprExAiA8P6ohwwgtc9ziivMc6vt4UWRCxO8AfaBgk6IE4Un0uTsmBdZE83pxOiAdZcdl7g3m03Zv1cqlUQZWMrQJSQa2VmZ8XQ6FfIkM2vN49OwcywWQzqdxmAwwMOHD6UTTN8oTmWp0xRJOws2afBYiASaQYw+JgZ5VymA08iACX/rDMwMiHTwRQfIifm8PoVCAevr69jb28NoNEKhUMDGxgb29/dtu0+Bk80l/HxTnNA3/Td97E4oHH9nJqo5baazJJ+D9w2TGe3gtR5Sf7R+6ueZzvYqO1UGI/q863IM7zmW4IkEpFIpG6Gc+mc62KcRjYhwXMPh4SEODg6QyWRs19Rs3jkPMQN/ANLVTi4gbRJRFHJDtU1yStD1Z5ifqV9z1USj51r0eTb9pC4h6oRA+xGnAG7W4+bvLtdRMwn9YiwWQzabtQ1kNic1mAkhExmPx/PEZELbKrfbLVWtxcVFxGIx6dCmL9dIGz+HfDUGc05JrS75O/kHM5h8lXJhgjcTdQNmOzRtGCcTe+cpHYoejQEcjwhhBK4nxSeTSWQyGRmcy5Ed9XpdYH1tXJwQk1kXdTKZyGfpheBUKL/fj9FohMPDQ9Trdflss8VanyP9mBm86huExpHzpsbjsaB/1WpVvhtLDfo76Nk4F0VZz0N0qRg4yWNwQsQYBHPWG7k6+oYnusENDKPRCLlcDoVCAdVqVVYHzdKfJwVqTiUMffwaQeRzTeSZpVGTPE9ht6PuzAbss9/MwMz8LuZjdB5XSYco1Avg9ICC55wZP18XDocRi8VkhAH3xeotLc9y3oi+1et1KRvdv38fgUBAGrbIPXuRAQ8TSCJuLFnpoC4cDgvKz4BDi9Y1J2TEvCeuWpJAvaGYAIUZfPBHJ1rmGiyT7/Y0Ytoi+glSbXg/aKTPyU9Op1PRi263K/7IvH46+SOHmwkIaQfsItUJkt7nze+sm894XvX5NZspTNSNv18UW3Zhgjd9480yKE6K6hS0kSTb7/elRKovFi+AZVkYDAYIh8NYWFhAJBIRTptlWQBgmxtjcnzM43ISPi8UCmFhYQGZTMbWjJDJZLC5uSkQMoeaUhH1Zzs5e34389ywXKpn4fC7l8tl6b41x53oYJBylQI4k+eng12eS7NkQ2caCoWQTqdlYj6HnJJDR53j4GMuao/FYkJIpzgZAadzbBrL0/TONDwmGmeS6PV9Q92ggdQcUZ2NOjlL00gSmXteR3GRhR1/2hmZ10PrmNYzJpLBYBDRaBTj8RjRaNRWtn5W4TlngsGO+8ePH8Pn82F5eRmhUEg63Mvl8nOVT817yTwPXJcWi8XknFG/YrGYlM00eVwjQ7NKfOYx8LPZAXkVZBZXFTjZWcrfdXnVKSF9VkTX6dg40WE8HqNYLOLBgweIRqNSMj0taeOe7VQqhVqtBr/fj8PDw5ljOHj85M/2ej10Oh2USiU8fPgQ5XLZ1gDEJIgJ93Q6lYaK6XQqI8H0zEDgZEJrnkOWbS8CrehCBW9ORp5KaHZumQGcVlaNNjjBxRrOHQwGqFariEajSKVSCIfDNoPGzGJW4AY82dh6PB7k83n84Ac/wPvvv4/RaIR6vQ63242VlRXEYjHs7u5ib28PtVpNgs9Z/Bft0PU5Yfahg7ZMJiMdOcPhEI8fP5a1O/r8meebosvPV0GedK0YwJkzkNrtNmKxmDiZSCSC8XiMWq12YgNBv9+XuYGLi4s4ODhAtVoV4znrOGahb6ehclrM+0C/VhtuXe7k63h/jUYjcfgmamQaORNtMxMck6t5VYT3mVPwPOueYplIZ/8cK8JtF+bWj+dxDuTSEiH2er2wLAv37t2TsQrscH+aZhL9vRiMMSCjY+X11nM3eW+wPByPx9Hr9VCv14WXxNcyCXfSG1NvKdRzp+TzMsqsUqm+JwG7zukGJU3IZwf0rCTseY8TOJoxeO/ePcRiMZTL5ZlNb7oiNB6PcXh4iFKphEaj4Yi8mTKdTmXiw7fffotMJiOvJZLtcrnQarXgdrtlf3i9XpfKFnVSjwwxz6v2r1q3uESAm49epVyY4M3JqemATt+w2lno/3P3HQAbz4TGg8RYOltevE6ng2q1Kg0MLtfRvCQ6YU1udJLTbgYdRBLByuVy2N7elknUe3t7aDabePjwIfb391EsFmXFiFn+1edJ36yEi6PRKHK5HJaWlmQOWSKRAAA0Gg1YliUcKBMRcDrf/Bx+h6sg+rvpm9YMdDSK5HK5UC6X4fF4BEHTK1PY6OLxHK13o7PO5XJIpVKOXdQUMxDXx+gE3Tt9n1lIm76mutNWX3P9XalTeq0a9Vaj1vwMfa6ckJKrhrrNCtyA2WiILrtHo1HpgOf5DoVC8je9SupZnSzPeavVwtdff41ut4vbt28jnU5jMjlq6IpEItjY2MDBwQEePXr0xHtb2wfgyL5yLZzL5RIen2VZYrv0WAci17FYDIFAQFAQ2mFdCZg1RkKfU/09tb5dBRv1pMDN6UeX5TU1h3NJSYk4SxL4JKGv5fkOBoPo9/vS9ckGPFNnKB7P0c7tR48eybzUsyCCtFuk/UwmE+zv70uQRn0EgEgkInw3kyuukUneazzfpu7p11CfzxJkvgy5MMEb4FwSMuFiPqadkxNsrGF08i647J4lBf2cwWCAUqkkEToXQ3PmktMxntWwElb+/PPPMRgMsLy8jBs3bkgUP51ORZkfPXokXDQz+zQdrO6G9Pv9SCaTWFxcxNLSEjKZjHTAESHqdDoyRw6ArXGBaJN2wOY5P29y86sQHaBpcUKjtHPgrkZ249IosGMQgKAngB2xzGQyT1xD5qTn+njNx5xex+uog3J+N4oTomy+nx6qy/tnMBjYrr+JaOtzdR7cmosoNOJO9wbF/BsdMX8PBoOIx+PSbccEko+dJw9tOj1aj/X48WOxMZubm1hdXYXL5UKj0UAmk0GpVDqBJJj3iKadAEe6zsQkFAohn88jl8uh0Wjg7t272NnZEdpKPB7HysoK8vk8XC4X2u02LMsSu0Xd4mYSzck0KRtOyYP++1UI3hiAmT7QFDNoM7uZOZxeB1K8h2fZwacRlueJSMViMVvi4SR+v19sJrcInfWaaVvHRkRSA3w+n8xi5bxN2mKWT0lfoR/kOSI3j4ksP4s/fC6viRMX/VXIhQ3e9AnSELF2qnRUREY00mYGIwDkcb0exO12C++CewWLxSLu37+ParVqU65ZmcRZhOuSdnd3JUMFjlfpTCbHmx2YiejvTEUxCal0DpFIBOl0Gul0WpSWisYVNVzhBByVi0OhkC2LOi8+xEUXHdiYKBzFCYVkAEdjxeCbJUWS0FkCovNaXFxEJpNBpVJxbA45a8bpdNzm8/jewMml9HwPp/IJ7zOXyyWIMwBp8tFBm5PzpP6YCcBVEs2x1dfCTCD132lzNGLHAJDP9/l8SKfTyOVyiMfjqFQqNmrHswhfy2HSlUoFwFHCls/n4fF4hF+UyWSE+M0SKhPeVCqFfD6P1dVVpNNpTKdT6YTXWzNSqRSSySTcbjcymYx0u+bzeVy7dg3r6+vwer1otVryN50osJRL+wbYuZbAyWDNKWi+7Dp3Go3F6XH6O10K1MGcpgs52bfnEb6eVR/OSGXSNyuA00nfs+g4rzPL9AQkYrGYBFrxeByBQEBQQD2Sh1QBvcscON7HrINn0gL0gHPGDfwur0ouTPBmln2Ak07WdHgmWX86ncqFoIPl4xwW6HYfjUFggEQkhd0srVYL+/v7qNfrtoxAR+J8z7MI33swGKDdbst051gshlwuh1gshna7LRsfmFHozzV/53vqbIvZBz8rEAjYBgz7/X753oS6p9OpKCydtw4WTed82Q2jFhNh42NO+sZEgV3DRGTZxcXghkkESbyTyQShUAhvvPGGoLo7OzvP3H3phAzyd4ppqCeTia1Rh4/xO/F9dFKg5x2Sh0U+Er+vibI5IW9XTZxslNP9aSZadKr823Q6lTVC/X5fnM/m5ibK5bIkjc/rGHgNODrEsiyxaysrK0gkElhfX0epVMLBwQHu3buHUqkkw6aXlpZw8+ZN5HI5TKdTVCoV7O7u4tGjR6jX62i1WrIbN5VKSfDp8/nwxhtvIJVKYWFhQWZxMTik/vM+Yecgt9lo/XGyRU7nn/crA5bLKrN0TP+YCZemzjA40VsYGIyw0nKeDWha52kzWP53+h6cDQfANu/0LELbohNZ0oJYJs3n80JbIbdb22faaJ1UaZ3TZWeNNGt/wLL/q7ZxFyZ40xcGOAlJmk5LZ7c6W9OBmIaHzSCPvDe2q2vjQqN0nh0l7DBlSRaA8ERisZgYOKeau3kenM7RcDhEu92WzxoOhwIhc7cbnS+RIm6K4A4881q8auV8FeL0nXnjU6+63a50SAWDQSSTSUFOyWdi8MzNHblcDvl8HoeHh+h2u091TLMCeKdgzkSFePymzuh7Q79eo2fkYblcLpl/qF/L4+DrTKd51fTHvC+dyPFmkkfHQXtEXip1JBKJIBKJYDqdIp/PY2trCw8fPpT1audxDsfjMbrdriBflUpF6BWFQgGVSgU7OzuIRqP49ttvUS6XUavVYFkW7t69K4lnq9USuonmsxGt7ff7WFpaQi6Xk5VI8Xgc4/HYVlFg+Zg6x2RTVwCc0CL+XychJoI0C+25LGIGrfpHJ1vAyVEheu0ah70TKeKGBQYn55GMm+c6EAhIg0Cj0ZCGFG0rOBuO1/lZP5cJxtrampTsl5aWcP36dUwmE7GzLHeSl6yHljNIYxLBAJQ/et4pfy7S2KMLE7yZok8QUSaKNp4mpM6Lw4tGBeHJZ7DEoIYXkagKM0P945QFPu13mU6nMoKEARRbmxOJBNLptDRLOJ0D/T48DjoFGsV+v49gMIh2u414PI5UKiVBId9Ld35xnyuzFLPF3skwXhTFPS8xgyDAmctARJQ61+v10Gw2JdOcTqfCJaQuTadHXarNZhONRgORSASJREKg+mc9l2ZwphMfM3N3gvedHKDL5ZIxIXQCqVQKkUhE7iMGqPq1Tpy3qyoapdSP8V8af116mU6nthmBdGActcAZjHzvxcVF5PN53Lt3D71e77mOFTjWYRLJd3d38cknn6DX6+GNN97AysoKlpeXkc1mkc/n4fP58C//8i/Y29uThM+0O0QlmLyQLpBOp7GwsCAlVJfLJSu/WGrSdll3Reqh6WYHoEZa+J1mdaJeZtQNOFkmddIv87lEjzgmg3wvJuusAHCGqEk3Ou2eNZM785hYXo9EIsjlctja2hLaxXg8xnfffYd2u22b4fc8vETqUDQaxdLSEt58801sb2+LDvd6PVltCQCJREL0iokDZ6uy7O/1ehGPx0Wv9D1MShV1mMn7RdCzCxW8mUGadga8qXkB+HzN/zK7QnV5iBkJu+3i8bhki/qisGPGCap2gq6f9vu53W5Eo1GZu6a7RLk6xkRmnII4vp8OMjWaSOPKOXcM8IgMUYnZ2s3PNBGay57JnkVOu5Y6a9TBzWAwkMzS4/FIpxOTg3a7bWtL9/v9iMfjiMfj0vF7VnTTCWV7nu9o6jJwvFYOgKCw1JFEIoHJZIJOp3PCgZpB21UM8ClmkOx0HvmYJozrmXC6bMUSHzmpAGQK/JM63M8i+jiZfLChoN/vo9vtwu1244033pCxIY8fP4bX6z2hnxr9oX1h4sKyby6Xw8bGBnK5HEKhECaTo32telsHvz9gT3LoME10SQdzJuJrJu60h1dBTIBC/+j5b0y02AjD13k8HsRiMQCQ68z5aJQnNaCZnwvYy9NMQLghKB6PCx2IupFOp/Hw4UMcHh5KEPes50N/50gkgkKhgK2tLdy6dQuxWAy1Wg0PHjwQagCDWX5XHi+/B78Leb208RqtbLfbQjUiQKLndb5KuVDBG3C8BFyLzrQ0L4sn2QmJ6PV6ErR1Oh1p0U8kEnIBaDg16mYaDY1aPQmdOauYZbherwePx4NkMolQKCSDBE97f32cmiROVKjT6djmMHk8HiwsLGBhYUGyjVarJaUQADYDanYuvk5lVFOf+BivF4PkwWAg59ntdqNWq6HRaAjyQCfY6XTkXNKIPG0A5qTjFN4LfH8dYPB3py5Uvlb/n45Zc4eIEOluyFmI7FXrMDWFeqBRf5NzRIdKJ6fHDJiIm0602FygEa/zOF5ec9ody7JweHiIVCpla5zisWl9AuyBBO0Jm8N4P5Cvy9dYloVutytrkii6hE9qCoNdokMcnupkd3QQaQZzAK7MkF4zaDO5bfo6+P1+ZDIZrK6uIhAIoNfrodvtSiNbNpuV+WcaqGCHpVNSeBr6R9HgQa/Xk121rCR98MEHWF9fx+7uLu7evYt79+5hd3dXhpg/yzkxm4Y4yP7g4AD7+/uwLEt0mIEbzwP5v71eT9bUhcNh22iTXq+HdrstNIFOpyO+Ws8pvAhy4YI3wNlR6SDCfEz/nwgcAzuOBaGy0uiwjDmZTNDtdgUNOS0oM43JsxhXlk4ty5Klvu12G263W4iXT4NemIaZhHo2MsRiMSSTSaysrMjuOe5wJQeP58E0FsDJbPd1kVnBEhtC6GwZePt8PjQaDezv78Pv9yObzQraxgC9UqkI+vu0wduswE3/30lvNLJmvtYpiOMAzWAwCL/fL0Rgl+totISeJWWi0LMCuqsitC1OtgmArcmDSBvPIdF2jgTRy7M1et7pdKSp6XnFRE0AiNO0LAvNZhODwUACJ246YECgnaQOIBgEMCkhuthsNnFwcCBIIu0ScFzu4vuwKYafRftDPjAJ907L1M1rctr/L5tov2aiu7prWSfmHMeSTqeRzWYxHo9RrVbRbrdlHh9nTbpcrhOrsvi5wEk+56xKDI+JgVuxWMS3336L0WiE1dVVXLt2Dfl8HtlsFgsLC9jc3MT9+/fx8ccf4/PPPxdO59OKTkrb7Taq1arwKllFY3Kl4wAAUi7VukfhdIBer4dGo4FGoyExA5N1PR7pIsiFCt7MkowJ12o0iIrNx4iKmFAwLx4vCg0Vy0FaodlBokmM+rgomux9VgelDSEVgNkKs1OWOZ8FlQGOuQQMKMhZ4vck0sZhvdVqFa1Wy2YgTWNvfofXSU4LkrjCjI6HQXmtVpOydDweF+PK7r3Dw0MUi8XnPp6zXAttnE3R2aOmImgqAe+ldruNer2OdrttQ53MstWsY70qopuiKNoOEXniqAIGbOz+o+0hSkWEbTweo9Vqod1uy6qf8yjNmGVd2geWwEkq53Ukgsbj1t15FKfmF+B4FBLtJjsOadN4HzBgZYJJXWOSzcCE398MKnTQYSYNp9muyyKaBwj8/9j7rx7J8uQ8HH7Se1+ZWd61757p8TO7M2tF0cpAgBzAG+lCn0HSd5CuCRKygAAJhAgRhAByRSf+udRyLbk7fqZt+cpK732e96LeJyry1yerXfWU6QygUFVZWZknz4kT8cQTbhyAm4+zrIFTBnj9YrGYbLAYDoeSzlxcXMTc3Bx8Ph/u378vI2lMkM7zaTe2BHhU/7vdLgqFgviz0Wgka9i401bPduNcwVar9cTnxTwPrL8tFotSr8aMmsPhkCwBzwvT9tpWca7gcDhErVZDqVRCpVJBo9GQ9Vom0DWvw2nKmQJvdoDNLn1lR+nzb3q5LClmImfO6Eomk1LjwXoBtqq3220p9nS73YLGeVx8/ad1TvrGYFStgSOVhRHDs9YGUMncbrfMHKNiD4dDyeEzraHX2WjRN8t5N4gnKZrRpQNi/WK/30ej0UCr1UKj0YDD4RBnTaBnMhpP876Tfp9kVAE8EsgAR6UHjCQZyfJnjrShQbYsa4y51l2Gk1ioiyjm57ML6rQN8Xg8mJubE/aVjUp6ZhSBP1fmaZB8kqKdjmbqqbMul0s2u4xGo7EMhXks2gbT5nIEU7PZlMGnwWBQauI0kwZgbB4Z9zyTFdQgWZ9v0/bbHctZYUWeVexSxOa9pjsjCVT8fr9MSmABPkFNIBBAIpHAwsICFhcXkU6n8aMf/QgffvghKpWKDKK3u3/1e0+yObSHtVoNLpcLOzs7KBQKWF5elnQtcEgqpFIpmcHGUR5PKtRh+uFWqyXBMkEvSxIikYgEEjq9ataI1+t15PN5FIvFsSkTvF/NAf1nqa7yTIE3ipkGsjOSwJET0ieU/0smiY6GOetOpyPF+6SdObi2VqsJqNEzmli7dBKfixHqwcEBarUaBoMByuWyREFm5Pm0ouuUfD6fNELQKXNUie4C02kRkxY/Ll33MoqO9lnzxtoJ3S2nC9RpWKh/kwDz8xzTk7Jgmiky0zI0xHToxWJRmi6cTieCwaAw1JOiz5dFR8wgk49RL2q1mhTycywIhcGkrn9sNptSvnGSI4o0oNHp7kAggGQyiUgkgl6vh83NTXz++ef49NNPUa1WBRzoUhK716RjJOPBXb+JREKYD5PxYBBDRgTAGIh1OBxicx8XrJtf513059CMuN1zCJoYFPCcdTod+Hw+ud5srmL69NatW4hGo5ifn8e9e/dw9+5dYXt1zaodA6iPQQv9L8co5fN5NBoNpFIpCVyBo+HPOoh9UtHglZ+9UqkgGo0iFotJkwTvOWZIyNSRiOGkgFqthkKhgGKxiEaj8UhXqYkpzlpgcKbAm92FNNkCs2DRzpCwTZlUPMEQbwZ2XenX5GtxphHBjTY+wPODGkbn3AHI6edMX9p1XD3N+aPRpePgqBCyKYzsWShMlo+gw2zS0J/5ZRW71A3BPHWKXaasdaNjZoTIgIDGpVKpvDAAx+MyddQEeHYsNxk4AlN2rbGOiwXuZhrLBDAXUUynNokBYqDIa9xqtYQFoQ6wHpKOjOedwePz6oYOMnid2dUej8cxOzuLmzdvYm5uTuwD7ZAO6vRr6NfWQQAAYUPIbgBHjppfBLG0x2Th7PRRBxT6OHQKa1Lq9CLonxkY6HNE/6DrDwn4eW4002tZlviX0WgkNV0cIJ5KpXD//n3kcjm0Wi3JAun3NI9Li/a/BECaVKFdYSlJJpNBJBKR/aRPci7sgDpBlsPhEKKCu3N1HSUZyUqlgmq1ilKphGKxiEqlIiu6+JlJ+uhBxiZ4Oyv6dabAmxbzZtRKZMcymIprgj6uX2FnJcEZ61GGwyGKxaKwb7yYNBKTCmaf9kK63W6kUikkk0mJRthYEI1GpUaGBvxpIxMWnCeTSWSzWXi9Xok02JTB52qmbVJ0+zKDtkli6hnT3pq5JYPCmjHW86ysrEjtYblcPnEA9yTPMa+5mU5jkS4dLGtrtGPW/2/XEXhWDNxJigl09f2iHZWuwWUdLfficqUaU42sjxwOh2PbXk5CNCDy+/2YnZ2VYnLuOPX7/cJAMH2mu/FNgK9BvgkkOPaI4DCZTMoInVAohHg8DsuyxjYtaIdIPTSPQb+3aY8vEusGHM27Ax6tseRntuta1s8lq0vgotndcrmM+/fvY39/XyYNOByHnZnpdFrKPnj+dbOI6W8pvC5k+Zh61LMxeUzmuqknEX2/aVDI88Wf9fxBh8MhASgbBAuFAvb29qTmjkwv7ZxuTLDTq7Oma2cOvJnORT8OjM9u4+/A+N5BAhSOOyBVygJJPe6AdGm/35dRD1r57Ab2mmzD08hoNEKlUkGhUMBwOEQikRDjXq/XxwDW0wpz/rOzs3j11Vdx7do1uN1u7O3tPVJ4yYGNvEHNmgfzhjkrCnsWhZ135XJZ5h7pWUxkPQjWuai+Vqu9UCrejJr14/pvOoVK1g2AgAt2ZbHIWAc1dvfoRRU7FkT/rhkBnhvdBUeHy/Maj8dlkLbb7ZatB7u7uye6fodjiC5duoS1tTUsLy9jfn4e4XAY7XYbuVwOOzs7KJfLj6Rsqb+aYdOiGXu9Uohdtpq15Xmg7WGNEUdbsKSAjtTcuTzpu3ltzrMMh8NHtgDoMSHMlujtPHo9FJtN9NBjnu9Wq4VCoYCDgwNsbm5KwwqBlc76MIMFHA3j1mws8GjwRl3R67h0KrdQKOD+/fu4c+cOCoXCc9k+nSbmF5lch+OwiaJSqaBYLKJYLGJ3dxelUkk2h3C9IQEbX8MuMDA/71mRMwfeAHuansjeZOAmzfvR3znbiD+zUcGyrLGOT6J0InIqrDbGzwtmBoMBNjc38Rd/8Rfo9XpYXV2VqdB3795FPp+XnaRPKjwPfr8fi4uLeP/99/GNb3wDc3Nz2N3dxcOHDx+JjKi8ZnrErB/k+db1hS+rmCwEzwXT4AQ1yWQSi4uLSCQSsr+SHcVkVDWwe5EGwQ5c2QVHwPjSeUbLbHJhdyKP364Rwu41L5LYlUpoh8fnaJtkWZbYEzJu/F89DT8cDmNubg6Li4t48OABisXic21Y0MJuexaI685PssSlUgnVanVs3IJ22ubnN0XPIOPn5/8ydaydI2fANZtNKSFhCstu96ad7bX7ft71T9eZmbMEqS9sBGEXaTQalW5OdjTrAbXA4bqqg4MD7OzsSL01m1M0MNdlM7x2dqCNz9ePs1M5lUpJAKt1YDAYyIiaJx2Fo+8r7Y/o0xkAWJYlOm1ZlgzcPzg4wN7eHvb396Uciqyi7iY1fbxd1uusERlnErwB48yPWfsAjLMFmr7XKQwqHf9GVoHGRA8XJGhjupRo3ASGk6jjp5Fms4lPPvkE+/v7SCaTwgDSgD0N88bP7vV6MT8/j29961v41V/9VWSzWeRyOdlVyM9JBdbsCT+LPmd8bfOavKzCiJJ0v77ZdZdwo9HAwcEBWq0WQqEQksmksFW1Wg3lclkaVU7LENiBOH2fUQ9Y4NtoNCSK5iBVbuTQ/8fXvKh6Yve5NPNvAh4ymNQZPpdzJ6vVKvb39xGNRrG0tITZ2VlcunQJDx8+HFtP9bwyGo1Qr9ext7eHdDqNubk5jEZHG2kI7PilC9dNx23Wv2q2hcBBDx9mkMzzwDICpub4npNmuZmgbVIZy0XROc1g8fOy65cMfigUQiqVwszMjBTnkyFnoxSnKLAmrNvtIp/PY3NzE3t7e8K6AeODj/mdx2JHXJjHS+F1YWNWo9GQsgCXyyVdoJFIZAxYPk7M49PnxrIsWeUXj8fh9/vR7XZRLpexv7+Pra0t5PN51Gq1sXSwTgmbbJsZnJqf86zYuDML3rSYDsJ8XP/Nso5WrZgAjsLVLaxVIgrXRYt2xuQkkXev10OhUJDFvSb6fxoJBoNYW1vDd7/7XXzrW9/C0tIS9vf3cefOHWxvb+Pg4EDYRZ0SNot/9e/8vOZnf5mFk8x9Pp9EfYwgmZrimhiyFRzGSmO5t7eH3d1dWcN2mmKCOLs0OY1uJpMBAJTLZSk4555EBlL6NS+qmEacj9HGaMCjg0m7gaG8H3lPxmIxXLlyRZwO0zvPe7w6+8Dp9kxlkYmgs2UZyeOAlN7GotN6ehAvm8PI9lmWJewzu2sZqJplKXYZDxO0HQckzqtoFswkDfg3srXcnqB3mpqpT84w29jYwMOHD7GzsyOD2dm0pq+XXY2j+TN/149Tx8h4FQoF1Go1mfNG5tDv9z/x+jednTCPjbXdXMHFWaadTgelUglbW1uSKq3Vami322O+3vR/5jnWn9GUs6Jn5wK8AfZ1JpN+Bo5y4lRoPWeIikOmjWkN0qh2k5RPGrzQkJlzZJ7mPdxuN2ZmZvD666/jgw8+wFtvvYVoNCpt/1988QW2trbkZjVr3PieZuGwXaRtRtwvm5DdTKVSmJubk0i2VCqh3W7D5/NhZmYGq6urWFhYwNzcnLAOXKSsZwk+z2L6FyE0XBrIUaLRKBYWFuD1epFIJOB0OlGpVFCv18fShBdd9L1hV/tlOj6y27p+SN+DbrcbyWRybCjy/Pw8vva1r0k66MGDB889poj3OG0A92B6PB5hCBuNhnSiE7yZtb2mbug6LD6mbQmbw0KhkMzc0q/Nc8F6LN4XdqBtEgN0lu6hkxBeKxMYE4wxGGDdZDabRSQSgWVZAsjZ4c7zXSqVsLu7i+3tbemw1DMegfEU7SRmaVL9rN1j3LpANrbVaqFUKj0yUcHuvbQ+mQCOvpy1xTMzMwiHwzIr0LIsGQNSLBYl06EzavrLjnWz+1yT7vvTlHMB3uzA2aS/6ZudyqxX/GhDwChY08R2RutFGgh9Az2NeDweLC4u4p133sEHH3yA1dVVDAYDfPLJJ/jss8/w4MED5HI5lMtlqaHTs2uopPqz2tX0UM6S0p6G0GgEAgFEIhGZIxQIBFCtVqWTmalpshncfaoHP5rn+rTFjmHlfeB2u8fqWPx+P3K5nDxfG9eXAcBRTFBjV9oBjI8X4DXnuT04OEAgEJCAgLPRFhYW8N5770kpx87OznOztJoRJJuqd9iyLpMF7CYLwc+pwZO2oezaazab8Pv9aDabMuiXjJwuxidgIwOnnatmn1grZZfeuohi+jl9f+nUI9fs+Xw+pFIpOJ1OaUio1Wqo1+ti7/f398eAOYGLFn3O9fvrxx73M2vRWq0Wdnd34XAcrtTj0OZWq4X9/X3UajVhqtmhbZ4DO0aQTRrcGjQzMyM7pLVu05+TmKFt1tm04xoQj2N0z5LenQvwZjJs+iTrC68Npd5hppcnEyyRFTFnuWnDdJYulBafz4f19XV88MEHePvtt5HNZtHv91EoFHD37l189tlnsqSXSqsVFnh0m4UJ3PS5NqPdl1H4+dlSH4lEsLOzg/39fWFGer0eqtWqMBvpdBrhcFgGZno8nrHJ8mdNeM15P9B4cshnNBqVx8hs240PuehixwzwZ7ugh/cehde+1WphZ2cHwWBQ0u38WzqdxmuvvSbOuFKpPPPx0p6ZTQWayTFrgOwYN7sgj3/XE+nZ6UcdCofDCAaDAhJZLM90Fp2r2WlqsiNmje5FFH2O+cVOda4aS6VSyGazCAaDwuDG43GEw2EAh3pVr9elXKZcLgvrZZdRMt/f7phMMfWeAIu7s7e2tqQDn132tI+NRkN0w7xnJjFu7LANBoOyeo6EDBfPB4NByWhwSD3LFahP2tc/Tp/OWpBtypkDb5MMxeNYMCJ5GilSxm63Wy6SWRcAHBbr0hGd5oWiEh9XDOlwHA4jvHz5Mr75zW/irbfeQjqdlsiDzmB3dxeVSsV2lhIwedm8CdTM43hZ0mN2Mhwerle7e/cu+v0+ZmZmxOkxzcF1K+FwWLqqYrGYpA5mZmaQzWaxtbWFQqEgNSlnyRHxuvP+YRd2s9nE3t4ecrkcGo2GOBM6/bP0Gb5qMZ2YXYpFP8bAaTQ6HMr74MEDGfkQCARkuPb8/DyuXbuG7e1t6VZ+ViGDpWdicfJ9MBhEKBSSurRJgZppP/Rn0kO/aUs5kJc2mMw001nNZlOyI3rOlgZvZl3uRdczPeJDAxd2UjJwikQiSCQScg8SsEQikbGdumRDNaNqJ/paPu051jrjdDqlfpL+Qu8Y1SunJqVN+Zr6vtJBB8kXfa7YfDgYDODz+TA3N4d6vY5SqQQAE+soj8MVZxm4AWcQvJmio5DjDIquBdCUPucKcc0PC8hHoxH8fr+0XnMautlx+VUJI4XRaDSx4zQUCuHGjRt46623cOPGDcRiMfh8PgQCAVmKnsvlpOXfTImazuU4OlinePj7RTecx4llHdYw7e/vo1QqybR4Pk4Dy1RBsVhEqVTC7OysrJeamZnB+vo68vk8CoXCU4+E+SpFO0w213BWF4uOaUDtUikXVVcm1ePY/V2nHvX9Z4K6ZrOJO3fuwOl0ot1u49KlS0ilUlhaWhImo9PpYGNj47kAHFmxWq2GfD6PaDSKUCiElZUV7OzsYGtrC+Vy+Vg2RoNPbUc0uHI6nZLWmp+fRygUkoXk3J/KYdasxTOBmx3zdlF1SosuZ5lUF6ZZVIfDIU0v7LisVCpwu93S7W5ucznOlj/pOTZ1Qmes2AzYbrcFeGmfPGkcDF/3calbdpdms1nMzc0hHo8DOAywOQw6FAqhWq3i4cOHwvzZsbePYxrPMoA7U+DtSUDaJDGRumlU+TgLz6lETufhuhpGi2Qdvip63ul0IplM4saNG1hfX0etVsNHH32Ezc3NMUPt9XqxtraGr33ta7h27RrS6fRYW/Tu7i4ePHiAQqEwtt6E72GeB4qdodY3o34uGc2XVVh8znlFHPpMY+r3+zEajeDz+VCv1yU9xHQYF9knEgkxqie5x/KkRNea8H7hjlyXyyVd0izC5/9cdNGMvZ1tASY3Vpnzu/i4dsAbGxsC1m7duoW5uTkZtO3z+fAXf/EXePDgwTN3oBJ4tVotVCoVYTJY/2YCSzsxswNmcMel6IuLi1heXhaGmiUcHEtCG2WuJSJg08zbywLcgPEmEAoBMXWIxf8cy0J7xDEiiURCfAMbVMLhMJrN5iO+8STOq+knGNCSLTYZMrP+zO71KLz+mlDhRqJ4PD7WucptEwAklcqxJHz/45jl8yZnCrxRQZ8WIJiAQ0cvNBCBQEAKzkOhkFCvHKHBji9N0X4VQMXj8eDSpUv4zne+g+vXr4sBZ6TKIl9uTVhZWZF5NmREOCF9Y2MD5XJZUnmTQKzd+dNR9CTF5jl5WVOnwFE3nT63NK40VByAzI7U4XAo9Sl+v18iRs7fO2vnU+sMR6CsrKwgFouhVqthf39/jC0x9eeiAjk9wBSw3/l7XNSuQTGAMUaCcwDp4Eajw0G2CwsLWFlZAXDUvakBnAZSk9K01E8AqNfr2N/fF2c+Go2koN3hcIyVmTytOByHa7jS6TRWVlYwNzeHYDAoY3Ho1FnOYRaS69mazzo26bwLSQRtW3g+uCt2OByiVCrJKJZkMin/b1kWAoEA1tfXBUDxeurGvJMCbYD9SA993LqG9kkzWyary9dxu92ylcTlcqHb7cLpdCKdTiMUCgnj12g0ZJ6pZnD1a5vvRTmO3DhLcmbAGw0H5VkNyHH5bC7ZjkajsnMvHA7LJGbumjRvnhclBGXXr1/H+vo6ZmZmAECW57KeKJFIYHV1VZae93o95HI5Wba7u7uLe/fuYWdnR8CAjux1LYuut3lcFKJTpxcpYnleMc8D9YQ1HY1GA8ViUdbWkLZnt9jCwoI4r+HwcKfuk04cf9GidZ+dprFYDNFoFD6fT+aFMao2jfFFBW7AkR3RLNokR6BrWHlO2KiiMwS8J3W3ZqFQkO7BarWK5eVlzM7O4pd+6ZeQyWTwV3/1V/jkk09QrVYFmGl2QzMVvI7cd5xKpTAajZDL5WQxeKVSQafTkZrg4wZI24FVvo/P50MsFkMmk0EqlYLL5ZJVgJy3xXQpO1t1rZsJ2l5Ge6N1xkyzc28n78NyuSxMJvVnOBxKs5ROYT5Pw8uTHrdOm5IN035Up8QnlePYsXhajyORCFKplIy60VkBso08Br2fdZI+HadfZ133zgx4Ax7tNGGU+yQn0TSa2ngBkJENZN704vZ2u43t7W0ZMsho5UVePDIaCwsLSKfTEkUFAgHZechuxdnZWczOziKVSgEA9vb2UCwWUavVkMvlsLGxIfPG2FGkOwLN+pTjPpddSoSPn7Xi+rMiPCcEZB6PB51OB91uVzrByLwBkM4wsiu9Xk+2Lpym8L4jyJyZmcHCwgIWFxeRzWYBHOoePxudBf+XYqbWLopox6oBnAZhk9JR+tzqLAHT0gxcu92uDNJttVoyGX5tbQ3z8/NIpVLIZDJYWFjAL37xC2kgIUDjQFSCIF0ftLCwgEwmIwXkDBj0+BummI5LaZk1fjq1nkgkpAaXXcoE+hzdoDcsmHXGk5qpXhahTmjgRnCvd3Yzzd3tdnFwcADLspDNZuHz+WSmZDQaxerqqmQFuEnopAMs7S/YvMXvug7dTIfb+aJJx0bwxrIVDghnBz9fk2w22TeupSOYfBoswfc9q3p4ZsAbLySNmGaHjmtttnsdCg0UkbiOQtmRw5q3S5cuPTK890VdNFK/XBDtdDpRr9elYSEQCOCVV17BlStXEAqFxuqNtre3cefOHZTL5bF2cC4f5joUgjZzBIqOkEwjaXfjaGDyMte7PU5onHjus9ksLl++jLW1NZn+zRpGrg9aX1/HwcGB7LE8LfBml97jnsLFxUUsLS0hnU6j1WpJg4wub9DOns79rKWCT0JoR+g4tXOiaKbBBHkAxNnQ1nCEETsJWYurB9fSKS4vLyOZTOL27dtYXV3FBx98gI8++ggff/wxSqUSLMsaG5vAWrmZmRkp7B4OhzKDLRAIwLIsYdvYnUcm5zjHpbcqEDBwwwgbqXS3KXWk0+nI55s0DPhlll6vJ/PMdHelZR3t4Q4Gg2MscKfTQS6XE78FQGa/hcNhLC0tSRkO57+9KHJC2xLNAGufo9/7ScCRWW5AnSGIY4AAQEZmsbGMadUnqee0k7Osk2cGvLF1nT8D44DhWWl00rVaYbxer9TA9ft9xONxRCIRXLlyBQAEBOlajZMSzglbXV3F0tISotEo+v0+ms0mAoEAgEPnvra2Jk6UKZTNzU188skn2NraGlv5oeczAUcsmV2Hkb6R9DnSz9MF1bpjdyrHiz6/3EbAdn4GEZZ1VMzb7XYRDAaRSCSkeeGrHrthx6KwKzuVSmF+fh6xWExqRDmol9E/Aw5dr6T1kOflogjX6xDAEpjoe8qcis972FwPRMaAQSuBnU75NJtN7O/vy6ga7rRMJBK4ceMGstksbty4IWx8p9ORkREEUNFoFNFoFG63G41GY6xJRrN/fr9fatQIAo5zrgSdZO5oR/kZQ6GQgAu9AFx/mSDiIunKswrXoiWTSbknqWNkY1nfpYEd7z8GT4FAQPQrGo1ibm4O+XxeSmteZLCo/Yz2v2YpAWAfPPJ5vH/0nDdmNqrVKgCI3+x2uygWi9jd3ZWgmPvC9XB08zjOq86dGfDGC6UjCt3AwBt90qiLxwlBXLvdRrlcltx5NpsVo+XxeNBqtTAzM4OtrS2pKTmJC+xwHE7jX11dlcjZsiyUSiXU63V4PB6Jwlmbx+7FUqmEBw8eYHt7Gzs7OyiVSmP1ImYNAYCxdNZxxlHXV+ibisDtRTKQF030uW80Gtjb2xtzpGRsyKhUq1W0220BRZxy/yIB3HHRJ504Df3y8jIWFhak1rJcLmNzcxO7u7vo9/syeJUrv+yO+yLqDtMyo9FI0pS6PIHpGw3gOJyZdWF6vhqHH1uWJSNY2u029vf3USwW0Wq1kMvlhJVrNptoNpvIZDJSi8gAgMygz+cTho9diA6HQ4ab1mo1mbNGO8LrzzSuGeQBGAMTzGJEo1FkMhksLi5icXERMzMzclyWZUnKjvt9JzU9XURdeVYZDAYoFovSPaoZODZGkezgedN7lp1OJ7LZrOzxDoVCWFpakqCfLOhJkRN8DbNe0mRVNSOtgx0z0NPPc7vdMsiatoiMGm0Q7VChUMDW1hY2Njawu7srOkfwZpdlOq9B5pkBb8yF6/UWdjOkaFAYYTzpCef/9ft9dDod1Go1lMtlxGIxmdlFQ8tBh5VKBe12+7k/m8PhQCwWw6uvvor3338fV65cgc/nw8HBgQzXJQXMbi+9Yimfz0sUobcm8DyYKVDzBjjuuJhq0ekdved1Kk8ndOz7+/sIBALo9/vIZDLIZrPSEcUaFG754PXSK4JO0pCYOmAaS76Xy+VCIBBAMpnE/Pw8FhYWZC/h1tYWNjc3kcvlZBDmYDAYW7ljF8me58j2OCHb0e12Za0VQZJ2rLyPaFsAjNmvUCgkbBpTnawLCwQC8Pl8kv6pVqtiG9hNx8Jtsit8Ty4IZy0au+6ZtmTTib7XnU6nsGi897XT040sZAoDgYDMdGOjQiQSgdvtltceDocCXvn5J9U7XURdeVYZDofS5LG4uCiBAllR4MhHMtjmUG2ec/o3zvgjQbC9vY39/X3U63W5f5/33GvAppvm7JpcAIyVSPFxrRcEbqwDTyaTwnhrYOdwONBsNlGpVLC5uYnNzU0pJ9J1uXaf7zzr25kBbzR4pHwJJsw1LrobVEeGky6MHcJmJFgsFuH3+yXSJK2fTCaxsrIiXZ3POldJf7ZEIoGlpSVkMhlYliUTxqmEugiT0RXTlUyxNRoNAW9m+7NdU4KOMszzoAuv9QgEUsxTeXqhPjICZAMMi4TJ7rImaTAYIJVKiTPN5/PC9p6UmJ2IFH0/UYc42DObzcqMrl6vh/39fRlHw5oo1ploptAuqj0p5vqsCu/lVquFVCqFcDiMZDIpg0IByPnipHtdqK9LIwiK2fhiWZbUGAKQrsFms4l6vY5Op4O5uTkkk0mpmdMZDDpzpnmZedBL4E2GPRwOjxXHAxhr/qKdDgQCCAaD0rXPMUJ8Lmv2CBiAyd22zyJ2QalOiV0kGY1G2N7eRq1Ww5UrVx65FixpYLew1+uVFD2BNIMJkhOrq6u4e/cuNjY2kM/nRU+eF8RpUEXmV6dQ+bM5L9EOuPEzRKNRKT9hLSaDDI5OKZfL2N7extbWFg4ODlCr1caAmykXQUfODHgjeOHCby284c0ZcGYaFZh8UXSBLaOXcrksCu/3+8W4JBIJLC4uiqEtFovPNNmcNxXb5yORCCzLksLgWq02thtS14XQ4Hk8HjSbTRwcHEhnma6f0mLm9E0GjudQR9B07Ex9TYHb84kGcNVqVfSOe/harRYWFxcRi8Wklqzb7WJ7e/tEnBrF4Tgc3RCPxyVNR/aF9VR6l6TD4ZBUXiqVQiKRgMvlQqlUQqPRQKFQQKFQQLlclg5InXYxnaauW7mIzQtayMLt7OwICOJYg9nZWUQiETidTmHQGaTRAXMkCB9nMT/PLzMDLPCn46tUKsJ+cmBpKBSS4aSdTkcam2q1GgCM2Ru+F8EcGwksyxJdILjTaSzWucViMRk/kslkxoamUr8IFrnPkulWgr0nSVnp+0HfI3bPuQhO2U440uWnP/0pFhYWMD8/L0NpfT4fgCPmnHWo3GCh6xDj8Th2dnYQCoUQCASQTqexvb2N7e1t0U1divO051PXzerdomb9ulmPzceBo5Eo3JbAWkqfzydp5GQyiVAoBMuyUKvVsLOzg/v372NzcxPFYvGRDUN8HzOwPM9yZsAbAKn/YTQBjF9ofRH00D/KpDShZh90FFKr1cby7uywi8fjcgykqDn89kkdEcFRJBJBNpvF0tISFhcXMTs7KzeZ1+uV1TeMftlGzxoUUsKFQkEiZZ32otEi2NOAbZLw5mIah05gKicjLNLlKiIyFbxW0WhUGmZ0jZGORp8XwHk8HkSjUczOziKRSMj+WzJArHliFMz6kUgkIqk/ptj4XLI1ujnhOMaN5+JlEgJc7q4NBAIIh8OIRqMIBoPIZrMClriNIB6Pj+kBgzXgaIk9bRFZTgZ5TJE1m01JwaZSKXHs8XgcLpdLrh+BGNkRAkamwRmkaqDG52sbGg6HBbRlMhnMzs5KCped7wwIO52OjJ/RQbJOI09Kt2s7ZwfYzFKaiy6WZUnKM5vN4s0330QqlZKyH97jXEgfCoVkxp+ewbe1tYVoNIpkMonFxUVsbm7i/v37UoPNe50+70mAMZlALo8PBoMSIDBg5GtNGt3Bek2+BvWZAC4Wi8mQXtaGcjUkZ7Xq9VtmduG4MqLzBubOFHhjdEHUzZZoAgt9Aci4sfBRR/imEdA/a+BDRWd0yFEITqdTdv6xyHdjYwOFQuGJCspZO5JKpbC8vIz19XWsr69jYWFBCoctyxIjx/SCLqyk8yeg045Wr/ugEbYsS9KpumtR09D8X64HYwp2KicvNBwcwbC/vy+t+2StmAbgzL9sNivMKhmQpxWyOUw3pNNpLC0tIZVKCTDgbMBcLif/w6L3VColKTYOgS4Wi6hUKvIza0nsjLpm4V4GZ2onw+EQ+/v7+OM//mPcunUL77zzDnq9HiKRiFwbc9QGt6YQ1C8tLcl557kmm8th4npmHO/j0WiEarUqKadgMChrlGhP6vU66vX6mENlbRHZWbOuiDaZo4vi8TjS6TRmZmYQj8el6YIOX+8mpZ3VTRF23X92dtvuMQ3k9Diol0kGgwF2dnawt7eHGzdu4Pbt2wLUAUiphu5cnpubw8zMDFKpFGZnZ2XH8sHBgXSW7+/vY3d3d2zNok6Hk2Qgs6obCT0ej+gGU+m85rpj1rxWvMa8NzgaK5lMYnZ2FtlsVgaeh0IhxGIxaezRTY06m2AODue5MIPN8wbYtJwp8EahAWi1WrJ3VCN1gjVdZE9gY9bY6Jouu8JJk3nzer2SWk0kEgiFQmKgHjx4gL29vbHF76YQ+M3NzeHSpUu4efMmLl26hEwmA7/fLxP4ObiS6SpG0hQaWv08Gj6Ol+Dw13g8jtFohN3dXRkZwIhc10fwM1ar1Wl69AWJyT4RTLOglqwMa99Y17SwsCAsBYdLPq1Doi7NzMxgdXVVvubm5mROYLVaRSAQEBYmGAwCgAAIFgWz1jKXy0ktHovkNQOnDaJZ2/Kyy2g0wkcffYQ7d+7gxo0b+OCDDxCLxQSgk92vVCoIhUIYjUbCXNAxaXvHYm2n0ymrrTgMVQ/XJfMyGo3GRoD4/X5YliXvQSEDp4NfgkqygT6fTxw8u1zJgtBR007xNXisvV5P0qa0V0wX6yBAs3v8bLrOGThqtiHIfJZylosko9EIn3zyCe7du4cbN27grbfeQjgclnSiHtUxHA6RTqcFGMXjcczPz6NUKqFcLqNcLqNUKuHg4AB7e3tjg+3pP3TZT6FQQD6fRz6flwYsAi/6bdaXm6NiTCZMNycQtFHH9MpBEhncYZrP5/HFF19gY2PjkdFekwIDLVpfzxuYO5PgjUIAQ0enC1519GU2LwDjazVMh6qbHrSxa7fbwrSx1Z5pLqYk7t+/jwcPHiCfz0vLtX4vFn2n02ksLy/LIF62e3OkQqfTEWUFIFQxj4WdWvr1vV4vIpEIVlZWcOnSJaysrCCZTMKyLFlkz12tjLgYFTEyn4K2Fy+mfuo0F9OQGjQxXc/J+ZVKRZjRxwEhbXBcLhdSqRRu376Nd955B5cvX8bMzAwCgYDohsPhkDQKANEV1mZyfhRTEexy1juANbCkbpprsqZyJJ1OB3/7t3+Ljz76CNevX8crr7wytlFgOBwKez4cDiVA8/v9YoMI3siiWdZhV7MJshjkMVAkcGo2m+Ig/X6/sBiNRgP1el0cKv/OoALAWPE7j4H2kfVvLHehbWu322NdscPhUOo+gaP6LLIkukNXAzczTcxShEnjRl5W0Tp28+ZNfOc735H919xbCxx1IvNahkIh+Hw+JJNJCcr6/T6KxSKKxSKazSYAyPUPh8PiT0qlkgyN39nZEbDo9/ule5o141q/NSur/SZnAtbrdcm8AYe6kkwmZcyNx+NBr9eTRiG+ZzAYlGBAN91MqselnFebdabBG4VdVg7HUccelYGFr7qQ16z7snOmLCrm/C0994Y1KkT8jJIDgYDUCTDi091UesApi0TZRUbw1Gq1xupP2CWmu8F0nQsBHmf1ZLNZWZfFlv58Pi83j45+afDa7fa5VdDzInb1OLx2XBvE1UHAkREFjqbuc+TCzMyMODzqJDB5gbKuD2JA0u/3JR0bDAZRLpeFpUkmk3A6nYjH4xIcsWam3W5LupQRuTbqGqDRAD8LS/gyymAwwMcff4wvvvgCLpcLt27dkkGqTCMyiNNLxcly6nISXmemogjcaA/ZbMVrTofGERI6OOX/M+tAPbKb5cYBwXT+DEgZlLIGSQ9GZZ2xZvQYJLPEwwyCecwsJ+FqJ07Sn4q9DAYDfPjhh/jiiy/g8/nwm7/5m3K/AxBd63a70rRAf8qfLcuSWu18Pi9jN6rVqugCmx9YXlQqlSTN3+l0pPSH/ohZLdoQzQbyuXo2KRm4aDSKK1euYH19XYgK1uy63W50Oh0UCgUBdRxyzfvjSceEnEf/eC7AG4UXjvQ6CyI11W6XT9eFr8ARyGJLNVMLfP16vS4F5gDE4JD5Y16fz2eHmdfrRTwel/Z9p9MpnS80dCze1A0CrG/SUQhTWHogJod6ctF5oVBArVZDsViUydmsVToLuzJfBtG0P3/XdWfsxkun00ilUsJuMWDQ157OjYCPemU3h8kMSPhYp9PB3t4e7t69K2MnqKuMYC3LQiKRwOzsrLBsjUZDGhMYaPCeYjcqQSIZED2pfypPLqzL+dnPfiY1bnNzczLUlueXqUiCZIfDIUEkbQIXlZMVIVtWqVTGbACvHZsTCPaAo05/NqgQ4HEcA1NhMzMzkhLj++gaYHY46oBDb+AgwAMg2200AwkclbmwJrhYLKJUKr306dGnFWatfvu3f1tSkL/+678uvkE3AQSDQfEpwFH5RSQSQSaTweXLl1Gv17G7u4tyuSzsKkkKzoVkQFqv15HL5ST1ChylRXWdpvbXDDLY5MKAkfdDq9UaI22Oy7ppUKjfwyR1zJ/Pm5wr8EbhBeF6DL2uh5Go3UXVDo+AjCMbNFNGQ6ONZjgcxszMjKQdGTm4XC5hOXQbMyMYTeFq5aXBJKNBwwpABmvyWMPhMNLptLBztVoNhUIBuVwOhUIB1WoV+XxemirOs0KeBzELp/VMQnMkDaPcVqslzAbZWQ471Z3GHJbKgMJsPOH7mGUDNI7AYRf1xsaGTGlnzSbZEkbf1PNSqSTT+ZmCczgOu5x5jKw1mY6TOVkh+9poNAAAs7Oz4jjNDlNgPPAko+Xz+VCv1xGPx6UGjaly1irqQcF0grSRzAxwniVZj2QyKa/HkRSciwlA9Jr2j7aNum/eC9r+8nHNlPT7fdTrdTSbTVSrVWnSmsrzyf7+Pvb393Hv3j04nU78xm/8Bubm5vDee+8hnU5LbTfT1tqeEcRzNIwOJHXjH5kzjrUBIMGp7iZmLbtdLRpfR2fFAMjIpU6ng3A4DI/HI+lzrnLTrB3w6Nw4/f24GrjzJOcSvJlCo0PjwbSCLlgEjiZ7A0cz1QAImNJ1SazvYUTabDZRLpdlSCZw1NbMNn8qOSNVsmfBYFA6bxhVsMaObBnBJNPCBH1syedi8EqlgoODA5RKJdy5cwc//elPZfjnVL4a0SlKFpbrug3gCMgxSmUdEJsUNHvF9BBZL9ZNmoZSj3nQTTg6xUXQRx1i2rNcLksXmP4cLBNgATC7Uff29mS2W6FQmLJsL1h4bvf29gBAAslUKjU2S08DH+obG1FqtRrq9bqwuwSBo9FIRhJpW6jZLr42RzREo1EBgdFoVEbIEDDqpgHaTs2YABAwwL9zPBKZOaZMOXOTa9emKfgXIyQj/uAP/gAA8Ed/9EdIpVL4N//m3yAcDiMSiUiASbtFH6r1jWQJA0baMrLFZsOg3nNL8MbXBsbHCnFkUSaTQTqdFlaQgTDnIRaLRWxtbSGXy0mDHokQAkmzLvei6dWFAG8Uou9arQaHwyHIncZJO11zRAYfr1Qq2NvbE0XWQ0xJ4zKdxFSmdp6MZCORCBYXF6XrhlEHFatUKiGfz8PtdssQVdZD1et1Ke7l/Jput4tCoYBOp4M///M/n+4cPWUh8AGO5hsB4+kBfX3IzPr9fnQ6HWF4NWtMdoOsCo0RX9d04Cw2plFiMKFBGp16pVJBoVBAPB6X/7969SpmZ2dRqVRkd+7W1hYqlQp+8YtfTNPupygMxlqtlrDvAMSBcv0UHaXe4lAqlUQvdB0kcBTAMhvApgY6Zf18bvtYXFzEpUuXJEj1+/0C9tvttuhWr9eT8TccScJB6KFQSNjbfD4vxebb29sTp+BP5cXKxsYGNjY28Ju/+ZsIBAL45//8n8PtduPq1avC4qZSKXg8Huzv78OyLKRSKUSjURk9k8/n4fP5pEGBzBiDWY6l2t3dHZuyAIzXCbMmjjZwOBzKerdOp4NisQiHwyFpXmYBSGY0Gg0Z+cWgWKfzL6I4ALxUCEBHC5Zlje3nCwQCODg4kHUyes0IHaXT6RRnRydModFzOBx46623cPv2bQCQjq9qtSppzkqlgm63i8XFRSSTSZlCXq1WMRgMMDs7i9FohK2trbHc/1TOttBosdtvMBgIA5JMJuH3+4VhCIfD0vVHfeO8onK5jPv376Pb7dq2szscDiQSCeno0pGmHqcwHA6F/SVLwlb7119/HcPhED/96U+ls3UK2M626OvPlDaZLda/sYOZNW9MkzKo0F2p/X4fhUJB2H+d1iQ79+qrr+LWrVvC/urdqQRo7XYbV69exczMDA4ODiQ7MBwOsbi4iMFggI2NjbHJ91M5m0Jg7nK5sLi4iJs3b+L+/fvI5XLIZDKYm5vD0tISfD4f/vIv/xK1Wm1sBAlLkBhA3L9/Hz/4wQ+kzElff35nswFLAnRdJpsJqYuZTAZ7e3vY2dlBsVhEu92WMgGmZF8GeenA27OIWeP0JGheDyUEjsZF2CmW2bo8lYsrk661WcP2JDqmI9ep/kzlScXsjH6c7jBFz+fqNJf5uprlm8rFFT0cd1I9rjn14CT83FTHjmQK3qYylQsi0yBgKlOZymnL1A59NTIFb1OZylSmMpWpTGUq50icj3/KVKYylalMZSpTmcpUzopMwdtUpjKVqUxlKlOZyjmSKXibylSmMpWpTGUqUzlHMgVvU5nKVKYylalMZSrnSKbgbSpTmcpUpjKVqUzlHMkUvE1lKlOZylSmMpWpnCOZgrepTGUqU5nKVKYylXMkU/A2lalMZSpTmcpUpnKOZArepjKVqUxlKlOZylTOkUzB2wlINpvF0tISwuHwaR/KVC6ohMNhLC4uwufznfahTOUCi8PhkKXiU5nKi5C5uTlks1m43e7TPpRzLVPw9pwyOzsLn8+HcDiMf/kv/yXW19dP+5CmcsHE7/djcXERqVQK169fRzAYPO1DmsoFFLfbjUAgAL/fj2984xuIRCKnfUhTuWCSTqcRCATQarUQCoXg9XpP+5DOrUzB23OIx+OBZVmwLAuhUAgOhwN//+//faRSqdM+tKlcEHG5XAiFQmg2m+h2uwAOAwaPx3PKRzaViyRerxfpdBqhUAidTgd37tzBcDg87cOaygWSZDIJt9uNwWCARCKBUCiEbDY7tWXPKNPF9M8o8Xgco9EI4XAYiUQCPp8P6XQa/X4fo9EIP/vZz1Cv10/7MKdyjuXy5csAAMuy0O/3EY1G4fV60e124fP58MUXX6DZbJ7yUU7lvMvrr78Ot9uNdruN4XCIZDKJUqmEhw8fwuPxoNPpoN/vn/ZhTuUcy8LCAtLpNDweD+LxOLrdLvb391Gv19Hv99FoNNDpdE77MM+VTMHbU4rD4cBrr72G0WgEl8sFAIhEIuj3+3A6nXA6nej1enA6nbh79y7y+fwpH/FUzqPcunULqVQKo9EIo9EIW1tb6Pf78Pv9iMfjmJmZgcvlwg9/+ENUq9XTPtypnENxOBz4lV/5Fdy6dQsbGxvY399Hv9/HzMwMisUiHjx4AMuy4PF4UKlU0Gq1TvuQp3IOZW1tDUtLS0gmk/D7/RgMBgLcCN5isRg2NzdRq9VO+3DPjUzB21PKL/3SLyEYDOKzzz6TGhHWINGhLi8v49q1awiFQvjX//pfY39//5SPeirnSV577TV4PB5sb2/D4/EgGAzCsiwEAgFUq1W0Wi14PB6kUiksLi7ixz/+MQqFwmkf9lTOmfy9v/f3cO3aNZTLZRwcHKBer8t3AAgEAhKUrqys4Oc//zkqlcrpHvRUzpW89tprWF9fh9PpRDQaRavVQr1eR6vVQrlcFrY3HA4jmUziJz/5CRqNxmkf9rmQKXh7CnnllVcQi8UQDAaxvb0t6Sun0wmXy4W5uTkAh52Bt2/fhmVZ2Nrawh/+4R9ib2/vlI9+KudBbty4gfn5eezt7aHb7WI0GsHtdkvaweVyYTAYYDAYwOFwYH19HTMzM/iP//E/4t69e6d9+FM5B+JwOPDtb38bN2/eRLVaxd7eHur1OobDIer1OkajEZxOJyKRiDjS+fl5RCIR/NVf/RXK5fIpf4KpnHVh/fev/dqvoVwuYzQaoVKpoNPpoNPpoF6vY3d3F/V6HZZ1CEHi8Th8Ph9+9rOfTXXsCWQK3p5QvvGNbyAYDKLT6WBpaQkHBweo1WpwuVwSnfp8PgQCATgcDpRKJQyHQ1y+fBnhcBj/63/9r6lCTuVYuXHjhtRNVioVhEIheDwe9Ho9ZLNZhMNhpFIpAXG1Wg21Wg0OhwPZbBa/8zu/g4ODg9P+GFM54/Ltb38br776KnZ3d1EoFODxeBAOh8VmAUC73YZlWdIVmM1m4ff74XK58Kd/+qfTVP1UjpV/8k/+CX79138dpVIJrVYLw+EQo9EIrVYL1WoV5XIZxWJRggWXy4VwOIxoNAqHw4Hvf//7U3/5GJmCtyeQ73znO7h586bUgITDYfT7fQyHQ7jdbkQiEYxGIzQaDYTDYSk0B4B+v492u429vT1873vfm6YdpvKIOBwO/KN/9I8AAA8fPpTHR6MRLMuS2VvJZBKpVApOp1M6tMrlMiKRCGKxGJrNJn7/938fpVLpFD7FVM6DfP3rX8e3v/1tVKtVuFwuBINBBINB9Pt9bG9vYzQaYXd3F+VyGb1eT54TDocRCASkeeZHP/rR1LlOxVauXLmC7373u6IvTqcT7XYbg8EAzWYTrVYL7XYbnU4HvV4P/X5fSpAsy0I0GkU8Hsf3vve9aTnIMTIFb4+Rt99+G7du3ZKi3Xq9jk6nA6/XC4fDAafTiXg8jn6/D4fDgWg0ikwmg2g0Ku3Q7XYbuVwOuVwOv/u7vztVyKmMyb/4F/8C//gf/2P8n//zf/Dzn/8cPp9PjBwlFAohHA7D7XbD4XAgEonA5XKh1WrB7/cjGo3C6XSi0Wjgf//v/z0t/J3KI/Luu+/i1q1bAsDcbjdarRZcLhccDgcGgwEsyxJg53Q64XA4YFkWBoMB3G63BKx+vx9/8id/MtWzqYzJq6++itXVVQFjg8FAgtDRaAQAMl6rVqthNBqh2WxiOBzC5/PB6/XC6/XC5XLB6/Xir//6r6f+coJMwdsx8s1vfhPvvvsuKpUKfD4fRqMRBoMBer2efG82m2g0Gmi1WojFYlhZWUEoFJLOU44OCQQCCIfDGI1G+O3f/u2pQk4FAPDee+/h7bffxtraGur1Ov70T/8U/X4fHo8HHo8H5XIZbrcbq6urCAaDMuvN6XRKbRJwCO5cLhcqlQpGoxH++I//eOpYpyLy6quv4urVq2g2m8LkdrtdcZydTgfhcBgej0dsncfjkaaFbreLfr8vmYfhcIh+v48f/vCHU6Z3KgAOmxNef/11GfnByQsulwtutxuWZUlavtfroVgsyhgat9sNt9uNUCgEn88Hj8eDa9euIRgM4rd+67em5SA2MgVvE+Sb3/wmXn/9dZRKJQFfzNsDh8NTq9Uq6vW6RK4AEI1GYVkWgsEg5ubmEI1GBcwR8O3t7eG//bf/hmKxeJofcSqnLG+99RYWFxexubmJN998E1euXMGf//mfI5fLwePxoNVqodfrIZVKYX19HcFgUBpkOp0OBoOB6BsLzv1+PzKZDA4ODvD7v//70yBhKnj99ddx+fJlFItFGQWSTqfh9XoRCAQkCOWmmHK5jFKpBLfbLRmGYrGIXq+HQCCAbDYr9jAajeI//+f/jFwud9ofcyqnKG+++SauXbuG4XAo7CxwWDbU6/Vk5Vq325WAk40K5XIZrVYLXq8X4XAYPp8PsVgMfr8f/X4frVYL3/ve96b+0pApeLORv/t3/y7ee+89FItFSR202220Wi0Baf1+H6VSCYFAALFYDIPBAK1WC41GA4PBAMFgEOvr67h27RoWFhZQqVTQbDYl+sjn8/gP/+E/TOtGXlL5B//gH+D27dv4+OOP8eMf/xgejwc3btxApVJBpVKRlHwsFkMqlYLL5cJwOEQmk0Gn00G320UwGJT0qd/vl9VZnJ9kWRb+/b//99NRNS+xvPLKK3j//fcBAIVCAe12G4lEAm63G6PRCO12W5pgut0uEokE9vb2UK1W4XQ6JU2v2RGmTR0OBxKJBGq1Gn77t3972sTwksr777+PV199FfV6HR6PB/1+H81mE51OR7JVHo8HoVBIMge0XdxxmsvlUK/XJWXvcDjGGOB4PI7/+T//55TlVTIFb4a89957+OCDD2TWUSaTQTgcliGW4XAYrVYLpVIJsVgM6XRaummq1ap0/41GI0QiEczNzSGZTMq8rkAggEqlglKphIODA/zZn/3ZNL31ksmv/Mqv4Jd/+ZelTvKLL77Axx9/DIfDIaNAer0eLMuSZoRerwfgcAwNGZR4PI5oNIpwOAzLspBIJLC4uIhgMIhWqwXLslAqlfA7v/M706j1JZQrV67g5s2b0k1Kho1F4sPhUBi2VCqFQCAgdW0cFZJMJkX3uNqIqfxIJIJqtSqZhd/7vd+bDiV/yeTdd9/F+++/L/W59G/lchkOhwPhcBj1eh3NZhODwUDIEI5ACofDWFxchMvlwt7enmyMcTgcopepVErA4B/8wR9Mswn/f5mCNyXXr1/HO++8I2lS5uD9fj/K5TKazaYUjY9GI1nrUa/X4ff7UavVsL+/D5fLhUwmIwrI5yeTSczOzqLb7WJnZwej0QjVahX/3//3/6Hdbp/2x5/KVyBXrlzBO++8g9nZWSQSCcRiMfh8Pjx48ABffPEFPB4PhsOhpBIsy4Lf70e73RadY2MMnWggEECn00EoFMKVK1ewvLyMSCSCwWCASqWCQqGA3/3d350GCS+R3L59G6+99hparRY6nY4wGZ1OB6VSSQCcTmsx0AwGgxJ8Op1OtFotjEYjhEIhxONxVKtVNJtNjEYjBINBLC8vY3FxEc1mE//23/7baTbhJZF3330Xb775poCxwWAAn8+HXq+H4XCISCQCj8eDWq2GwWCATqeDWq2GZrMptZbA4XB7dpr6/X70ej30ej14PB68//77cDqduHPnjrzvf//v/306yBdT8CZy7do1XL9+XaY9x+NxeDweOBwO9Ho9jEYjcZZXrlxBp9PBgwcPZGF4OBzGYDDA1tYWhsMh0um0KLHf7wdwyJpcvXoV4XAY9+7dEyPY6XTw0UcfTfdUXnC5dOkSLl26BI/HI/twI5EIvF4vhsMhtra2AByOCHE4HBIY9Ho9caCdTgcul0sccb/fh8vlkpEOi4uLWFtbQyaTkdTW3t4e9vf38Ud/9EdTx/oSyK1bt7C6ujq2j3Q0GmE4HAqYGwwGACBNCB6PB8lkEouLizKc1+12y2T8RCIhheh0sK1WC+FwGKFQCNFoFMPhEJ988gl+7/d+b6pnF1xef/11vPHGGxJQjkYjWQvZ7/cFjA2HQ2SzWYxGI1l/RZ/H2rdoNCqbitiFSuIkHo9LpypnqXa7XfzxH//xS9/EMAVvAK5evYrXXntNosl4PC7MGyNPy7LQbDbFQW5ubmJ3dxderxeDwQDD4RDtdhuNRgNerxexWAyVSgXdble6tubn53Hjxg2Ew2F8+OGHqFarEn1wdtJ0Oe/FlKtXr+LmzZviUFnwPRgMMDc3h3g8LuCtXC4L23ZwcCCGrtfrodPpyOwkpiDcbjd8Pp80yiQSCWSzWczPzyOdTmNrawsPHz6E1+vF9773PSkJmMrFk29961tIpVIolUqSpvL7/WK/2NjidDoxHA7R6/Xg8/ngdrvh8XgwGo0QjUZFj+LxOBKJBKLRqKRcmT6lXjocDjSbTbjdbszNzWFvbw//5b/8l+ku1Asqb7/9Nl599VX0+30MBgMZ6MzgkinRdrst/o+lIGxoIBCj70wkEvK8fr8vjTJ+vx+JREJmEbZaLUml/tZv/dZLHSS4T/sATlsuX76M27dvixOkAWNrvMvlQiQSEQYtmUyiWq2i1+sJY8JuP85JopF0uVxCJ3OVltvtRjweRzqdRq1WE6X3eDx4++238bOf/WyaQr1gsrq6irW1NZllxBUxNHwulwvdbhetVks6SbvdLgqFggQOLBpnikIL65cAoNvtir4x/cAmiEAggF/91V/Fn/zJn0yLyy+gfPe738Uv//Iv4+7du1L87fF44HQ60e12RSfI3gKQ+W4EesFgUDrjh8Mhut0uisUiarWaNMdQr+iMybiEQiFZMv5P/+k/xe/93u9NswkXTF599VW88cYbqNVqsh1hMBhIdombEgaDgexhBiA6pee9cYQIN8pw+DiZYNrCTqcDn8+HaDQKt9uNRqMBj8eDf/bP/hn+x//4Hy9tOYjztA/gNGV5eRmvvfYavF6vRAuhUEhSpd1uV/L0jUYDlmUJIGMbfa/XQ6PREGNGxeQcLofDIenXcrmMzc1N+Hw+XLp0CdlsFk6nE/V6HbVaDcPhEGtra6d8VqZykjI/P49r164JUwZAtnEMBgMEAgH4/X4Mh0MZutvtdqXGzePxIBKJIBAISIqVDpeRL3WPII4BBbu+aAzb7Tb8fj9+7dd+7ZTPylROWv7O3/k7+Ff/6l+hXC5jb29PaiY5y43T7BkI6OGpFJ/Ph9nZWWmEAYBms4larSYMCgAJItxutzRhMZCt1Wpot9tIp9N45513TuVcTOXFyI0bN/DGG29INzubELxeLyzLQrvdRqVSwe7uLvL5PNrttoB66hwBm96sQFDW6XSkFo7NW8w4UM+ov81mEy6XC9/4xjdO+7Scmry0zFs2m8WlS5fQaDTgcDjg9XrRaDTQbDZlnQdpW04Zr1arEil0u11R4m63O5aXBw4jWn4BkPRCtVrF/fv3ZbAvAR6dbigUwtLSkqTQpnJ+5erVq1haWkKz2RQ9ok5xECWXNNOJcuQMwZvL5ZJ0AruaAYiB47RyAGNjbBhEEMjpAdPxeBw3b97Ep59+egpnZSonLbdu3cI//If/UEo8KpWKjDUi28HxC5ZlSQMVdWI4HMLr9Uphuc/nw/LyMvx+P6rVKhKJxNhg3kQiAYfDgUKhIGUAtJlsfhiNRrh8+TIKhQI+/vjjUz5DU3leuXHjBq5fv45SqSQMLueekrRot9tot9uy6xuAzKZkFzMbZMjWBgIBJJNJJJNJ7O/vo91uS5DATIXP50O9XkelUpGAl+AvmUzi+vXr+Pzzz0/z9JyKvJTgbWZmBpcvX5ZVHO12W2rZqtUqut2ujGwADhWQv+uUJnP67JJxOp2PtES7XC5xrkxflMtlmWHj9/vh9Xol3dXr9bCysgIAUwB3jmV+fh7Xr1+XFTB0ctQJv9+PSCQiK4pojAaDgbC1TGcxTU8mjvrFNINeO6OHZHKEQ61WQ6fTkaGXxWIRa2traDab2NjYOM3TNJXnlNXVVVy/fh2fffYZdnd3x+wT2TACeLIWrLVkZzPBPdOkTqcTBwcH0oGq17WRAea8LgYkBIfdblcyEsPhEK+99hrq9fpUz86xXL16Fa+//roEjwRhukaNvpHX3+PxyCYi6hb1i/8zGo2k1o3MLpu4gsEggCOWl+NqOO+y1+tJIMwJEV9++eVpnqavXF468JbJZHDjxo2xnX1UDrfbjVgsJp1WBGyc0UamDQBarZbk8xnFApCCcg3aCO4Y8YZCISwuLqLf72N3dxedTkeaIxjNzM3NYTQaYWdn53RO1FSeWRKJBGZnZ7G7uyt1lEwXEKhTd/x+P2KxGMrlMsrlsgQMHNJLY8XUp8vlGusipFOmA+bzdL1mo9GQ1AQL1EejEa5fvw6/348vvvjiVM7TVJ5PlpeXcfXqVXQ6Hezu7uLg4ADBYBChUAjAIYvLcgwAY9/12BmPxyNNL0yBlctlxONxRCIRqZ+bmZlBJpPBcDhEpVJBOp0GAOzt7UnNErvyqZODwQCvvfYaLMvC5ubm6ZyoqTyz3Lp1C2+88YYw/aynJSgjo8aAgHZIz2sj8GeGgXW7lmVJQxY3KujRWjozRXtI3WZjH1/vtddew2g0wt27d0/tXH3V8lKBt1gshjfffBM+n0+Kw10uF+LxuBTi6lVXVBqmuBqNhuyOrNfrkrOnonEiuVZQvgeZOSotx4vE43FZdt/v96Vr0Ofz4dq1a3A4HNje3j7lMzeVJ5VYLIarV6+ORYsMFKgHjCp7vR7K5TL29/elW5mNMkxHABCdYcRJMAdADCZwlJonG3dwcCBBSTQaHdtRSb29fv062u321LGeM1lYWMDly5dlmC7na9GGRaNR9Ho9YX51cbhm2rjGSKe/AAgr9+GHH8LlciGZTCIajcLhcMgqLJ/PJ2k06i8dLplf2sBXX30V3W53ukbrHAm3c1BnWAMOQLYOsbYWgNg4/t3v9yMQCIytw2KnKX0sdY4ZAuozbR59Nf0lu6E58qbRaEgG691334XT6XxpGLiXBryFw2Gsra0hEAhgZmYG9XpdIkQCLzpNfrHLhU6v2WxKLdJgMJAogXUjTGOxcJwdglRwMwrhbkACPBZrEgT2+33cuHEDHo8HDx48OO1TOJXHSDQaxSuvvCJt8owWCd4oHN/AVvlWq4Vmsym6omslOYqGKQjgaCcgDZyus9TpMb1PV48YYd0Ii4Fv374Nt9uN+/fvf8VnbCrPIktLS7h+/boAtUAgIH/j9U6n0/D7/cKaMc1EJkMDOAI2vQLL5/PJXDiv1wvgUO/y+bzUKjGo5Pt7vV4Z6cDUGHCo7+FwGK+88oqsFZzK2Zbr16/j3XfflU5OdsCzsYqpcvpKAjcSFNybG4/HZXqDHjTO/3O73TKii6/BchGHw4FYLCb+0Qxu9aL7cDiMVCqFTCYDy7LGhvpeVHkpwFsgEMDKygpcLpesuFpYWIDL5UK9XpdaDkYVVEquIAoGg9ja2pLdgARr7LChsrEOgPVIVC6CN6/XK2MhWCvH6edkTLxe71h9lNPpxI0bN2QA8FTOpoRCIdy+fXtsGwJBlcvlki5RMiBkcZvNJiqVigA36g4ZNdPJ8u98DBgHbfyby+WSLi/qGdNY1F+m6l0uF65fvy6bP6ZydmVlZQW3b9+WbjuOUAAg9q3RaGB+fh6zs7PY3t5GPp+XifS6Dpe6xeJx3X2q6zDZWNPpdGRepcfjQbPZHEu7UteoUxwczTSay+XC5cuX8eWXX6JSqZzWKZzKY+TKlSt47733ZOJCt9sdA2ladwCIHdH1ugwCOJuN898AjNVhOhwO+TtfB4AAQeCwDAWA1KIz0GVzDZnmZDKJdruNb3/722g0Gtjb2zuFs/fVyYUHb16vF2tra4jH48Ku5XI5rKys4P3330c+n8fDhw9RqVRQq9VkgS5b4Wn0KpWKtNrrAmAWYerCX+00aRQBCGPncDiQTCYl0iD1S6qZdSe8aSzLwrVr1zAcDrG7u3uap3MqNhIMBnHjxg0Z9QFA5h7RGXKZN5nafD4vswDb7faY8WL0aVf3QZ2jTun6EQJDDlntdDoyAZ8jbbTBZdcWH1tfX0e/33/pJ5efVZmfn8ft27cl/U7bk8/nkc1mcfnyZVQqFdETn8+HpaUl3Lt3TxyfZt+0TtEucWUWnTADT25V6HQ6EmBqW0U7x05DblzgbDiu0nI4HLh27Ro+++yzl3Y+11mW9fV1fO1rXxM7RHJDz/OjvuhRWDpdSrvC8TRk7QCM6Z7OctF36gCXjB0AeU+SHyQ4Op0OZmdnMTc3J8BuNBrh9ddfR7fbvdAs74UGbx6PBysrK4jFYuh2uwiFQshms+j3+/jss8/QbrextrYm9WZkP6gko9EI+Xwee3t7EonqzkEaNiq1Vki9fJeFwIxy8/m8RK98jMCQNSh0tDrtNTc3h16vN13Me4bE4/FgfX1dxiPwunO2HwBxmnomIOdwcYQIr7VuWqFBpOioV49/0N2nbFh49dVXpe6JKQtdS0cmhEwx02qzs7Po9/sv9eTysygrKyu4desWGo3G2OqhdruNarUqQQKBV7fbxczMDIAjO0V7BBzVR2oGhc/VoI41vAwuPB6PbADh4OlGoyFzC8nAAUd1URz9wBIUn8+HV155BXfu3Jkusj9Dsra2hrfffnsstanrvZkOJXDT9ollQswwAIe2MRwOS4BKxl8zb9ruMXjlY/TBnOCgsw8EjYuLi7hy5QoA4ODgQEbkuN1u3L59G59++umFDUYvLHjzeDxYWFgQpsPn843N2bIsC59//jl2dnbg9/ulVZkOjUMDOaqBTo91RwRpWgmZjtD1JdpBsoWabBsA5HI52dagnXi9XhcqmhFMt9vFwsICLMtCsVg8zdM7FUDmYXG+FoAxdoM/+/1+iRi5lJnpiE6n80g3IICx8R86bWo6XO0oGXhwsv6VK1fwxRdfIJfLjdWbcHim0+lELBZDJBJBMpmUbQzz8/MAMAVwZ0QWFxfx5ptvot1uYzgcol6vS0NBt9uVVVaRSAR+v1/A1O7urqRRNfuvm7KoB3TEuuictk4LGRgGEHwvMsu6kUav4KKu0yn7fD689957+P73vz/d9nEGZHV1FV/72teE6WJHKQkGfunsE8GVrufl48w8cIag3++Xmm49ncHMIOhAgu9dqVQQDAalMYevyQHn5XJZ5q3qmakOhwNvvfUWfvCDH1xIHbuQ4I2IPBAISO6cF5sToenIcrncWLOB3++Hx+ORlAEjT03pAkdOlZEqcKSImgnp9/uo1+vwer3CwOkohHVwfr9fQBsNIoAxZeR7zM/Pw7KsC00Jn3XxeDy4desWnE6nOEfqCtOeNG7dble6jXXkyTEg2mDpQlzdoKCBndY97XwZjXo8HhSLRWxvb481JwCQY2TL/3A4xPLyMubm5lCpVLCzswOHw4H5+Xk4nc5pkHDKsrCwgLfffntspZreD0l2hMXhKysrkm7v9XrY2dmR+lo92Flv+wAgASZwxKKYLAjrekOhEDqdjugK52UyncrglYEsWRyyNnozyPr6Ou7cuSP2bipfvayuruKDDz6QDBAzUZZlSZMeWVWyuLrLlPPZ+Fir1RKdZLpdEx16hBa/mwEpnx8IBKQWXDczdDodeDwe5HI5HBwcjAFEjinhIP35+Xn0er0Lt3bywoE3trWTvmeagBecTBhZMqJ1/QUAqVRKOkKppGTxmHPXNC6AMYBnFor3ej20Wi0Eg0FkMhl4PB7MzMyg2+1if39/jA7mzaGNIMEBo+2ZmRmJSqby1YrH48Hy8jKAw/VBGuiTZWPkycYDvVeSuqMjVl37AYwbNjMiBY7G2Oi/c10RRzpwnhyZY+qYToVxfdbs7CxWV1exsbEhLN3CwgIATAHcKUkmk8HNmzeFBQGOan96vZ44TYJsXncKWTam0/n/uiNZ1x8xMKUd06KBHYFjNBpFLBYbq02iXWX6lv9LW0z2Rtf4Xrp0CXfv3p3uQT0FWVhYwJtvvik+x+fzybUcDAaSstT+UgeSwFEtN4CxLQqcM6mvt6lXOrPAgIFfbHqgTyTAZ2kI94VHo1GpAWUpQb1eF8Z3NBphcXER29vbFwrAXajdpi6XCzMzMxIB8mJyNhaVgKkq1nCQkmXxLQ2bHjzIdBOjSNY0mR04ug6OaVa+DoEdAePs7Cx6vR7q9bo4Xt3UoIvTNcNHALqysiKdOFP5asTpdGJ2dlbYLaa0GRyQmUgmk7Iaxuv1CgurI1nd+Ul91bUddt1dmrnTHVsEZoFAAD6fD/Pz87h69ao03bCji8EEcDTElcd85coVhMNhSetaloWVlRWkUqlTPusvn8zOzuLtt9+WsTNaz+g8LcuC1+uVLR3tdntM10ql0pjjnaRLwHjjixb9XP7NZIv5PL4OGxnojAkwCeh0aQFt88rKytjIk6m8eJmdncXrr7+OTqcj42Q0W8rSDjKl/Fk36rEURM8qZZCqGxbs9EXrmunrCBQrlQrK5fIj+8NjsZiANoK5QCAg5U6NRmNsppzX68Xq6uqF0rELw7y5XC5kMhlZCcRlycFgUJgGpkWpWET3pFwZQZbLZXHMbIcHIAwcKWE+pqNifjF60JGGbtPXNwSNGA0xo2seMyNtKrtO+87OzmI4HE47t74CcbvdyGQy8Pl8MseNwYHuEOa+XHZN0fkyaNCBBQGcrnEzjZrpdLWjpIO0LEt2S8bjcYTDYZTLZRnSSl2nYeb/s6OsVCrB4XAgFArJsXHLyNra2jRN/xVKOp3Gm2++Kev0tEPVjQe6Vo16SLZjMBigVCqhUCiMpUA1A6eZEJ2y0q/L1L+esN/v91GtVrG9vS1dp5wRp2t8ydpQNznUlXpHFoTHsbCwgK2tLWF+pvLiJJvNSnBA/8XsEIMEgm0GknoguCYUtO3S9WbMQHBfOHVQAzTgqG7XTJ8CkHVZLIHiOC/azUajIZsXWPIEQDJubCZkmcrq6ioePnx4IRi4CwHenE6nDKUEDsc0kPnQ62KYIgIgDlbX/9CIsOibYxqAo4JwKjZnzehaNJMh04oNHCpSIBBAIpHAYDDA5uYmhsMhYrEYAKBer48N/CUQbbVaMiuMEaxeT7K0tITt7e0LWZR5VsThcCCTySAcDktHEwERazL4GNlUsmCWZcnOXF2zpAuBgXHgZsfo2tWLAJD0Age2Li4uwuFw4N69eyiXy1LPyciYhpSvs7GxgUQigbm5OWQyGUQiEZk/yP+9fv067t69e2E7t86KpNNpvPbaawLG9MohAjiyYFy15vF4kMlk4PV60Wq14PF4kEgk0Gg0JKVvBgQ6qNQ1vbzeOjDQTnc4HErgGwgEkEqlxsZGsKBc6zHtFRlCvg5tGnC4J9rlcmFxcVG6+6fyYiSdTuPtt98W0K1rtcmS0a/x+ut6SdM22dVlc+SWXqemQRqAMR3k73bBBYEju1fZ/FIul2U0CZtmPB6PbJPhFiQeG8flZLNZ7O7uygab8yrnHrwRTdN5cSKzz+dDKBQSlovAR3dS0YHS+HAtBxkSHWlqp6uNFZ+jDZYZSfB9yQSycJeRApkZtttr1oZG0zSkPD4qdzablbb9qZysMMXt9/vRarXGDJjX60UoFEIgEBDmltfdrG8zmw7sUuJmLZyuabNzwBr8+f1+RKNR+SoUChKY0EmaM7yGwyGKxSL29vaQzWaRSqUQi8WkOFg7/kuXLsGyrOl4hxckyWQSt2/flnoeAm3qBm0RmVQyW4FAQJyTZvfT6TS63S4ODg7G9koCR6yrKRpY2dUncWcuGWQOOCdDR50hkONjtGWcAdbr9RAOhwFAWBCyKOvr63jw4MG0Bu4FSCqVwu3btyXIJLhmsKC7Ss3JChq06dpHgjvNnHEHM+dO6l3fmu3VvlL7M+qnXhHIphf6YAYu8XgclmWhVquN1bnzdbW9JhM3NzeHvb29cw3gzjV4Y1dcLBZDv99HLBZDPB4fGy5JtoNsmm4m0KwaAEl76foSHe3yufx/XQ9i5vT1aAdOG4/FYvB4PHIceh0SC0UDgQBCoRDK5fIYXa0BIn+mg+V7USGnAO7kxOFwIJVKwev1jqWu9d+Hw6FEmoVCQRpNNMOmV7poQ6i/m2IycjoqtayjOW/asLndbuTzebhcLpRKJVSrVXQ6HUQiEdEZvh8DgU6ng2KxiM3NTQFmNID8zmDhlVdeweeff37hp5d/1RKLxXDr1q0xUK1HdRC4UbdYK0Z2vt1uIxgMYnV1FZZlYXt7G61WC5lMBpcuXZK6IQ3gaJ/4mLZpZGaB8YCCoI01wI1GA/F4fKzbUNcLU/+1jbQsS1gSOn52SfP/5+fn8eDBA9txJVN5Nkkmk3j11VcFuPGa6nVmDBZ0vbe+hmZqk3/XwIzXcjgcYmdnR7IOkzIHfJz1mdRFvWWBdq7Vaslx0afqYAIYr8nUYFA33TidTmQyGdn/fB7l3II3r9eLW7duIZlMolgsjnXRaWMEjI/bYHRKA6WNFo2jqawApK5ID1E1W5+BR2uWGJlEo1FkMhlZRD8YDHBwcIBEIoFUKiVdMmxv1vN0qJSaJdQNDQAk1z87O4u9vb1p1HoCwggtGAwKcwEc1QUxkqPhIYMwGo2kEcBMq5tgnKKBHJ+vQZsJ5MwUA4+32Wziww8/xJdffgmH43D1DNkSjrDRReNkeXZ2dgT0EwjSKPZ6PSlCDwQCeO+99/CjH/1oCuBOSJLJJK5evQqHwyEd8WSnAMiYA12vSKDudB7tye31etjb20MwGJQglHpC+wCMdzJrVo82lL8DGLNzmh3mcbKWTTcq0Onq1Dun7Ov6YAavAKTgPBgMioOen59HPp+/EPVJpy2xWAzXrl17ZBc3cORXeJ217bFj3TSBobNPwBGjy4CCHZ5kiYFxe8XfTX+tbR91RTdqAZA641qtBsuykMlkAGBsCwg/k9Y14BCwBoNBvPnmm/j444/PJeFxLsGb0+nE2toaZmdn4XQ6MTMzg2azKcaCTQq8uET0VBZGGRwWCRwqcL1el25Agjht6HQ0Aox3aNkxJ3xdv9+Py5cvIxaLCQjgAN5gMChrPfh8pm1p7HRhMY+Jn4cRrGVZMsRzZmZGDOxUnk0cDgfi8bjMKTLrPahfTNczTcpUFHWNDljritYjk/UAxoGbFr7/pNqT0ehw5tfc3Bx8Ph8ajQaKxSIqlYr8H+skyQbzMTbqcHo/MF4Ez3QE2ZI33ngDvV5vOkbkOSWZTOKtt96S1WpktDS458gDzULx2tMpxeNxqbskKGenn2VZ0vFp2ilTf8wUva7bpQ7wMdqoWq0mTtXr9cpKNgapfG0eqx5JogvjOeuSds3v9yMYDOLevXsCWqfy9BKJRLC+vi6lQ8DRvU27wOvHa6QDTR04AuOZKl3Oo8tDyLRxdJJm1IBHgZv2cfo9qDe8/vr/RqORdJX2ej0Eg0EZ7EtbxUDZFIfDIeuzZmZmxHeeJzl34M3lcmF2dhZerxebm5twu91YXFyEz+dDqVRCt9uVAm4AUl/GQkYOwNX5eub4WaNEYEQAB4x30vB3M/VlChWT9R1LS0v49NNP5aaxrMMOPkal2ojqlBtZHt3Jw3o53b3Km4eUcKFQmBb+PoO4XC4kEglZMm8aLdYwUs9oFB0Ox9j8P11TCYzXX9BYmQZD65FZ4GsyJhr8BQIBzM7O4o033sB3v/tdLC0tYXNzE3/zN3+Dzz//HMViEe12Gz6fT5Y5a9DJRhhdg0eQyq5H1i3x76+++io+/vjj6bq2Z5RsNovbt29LkT8ZNw1UdCbAZGYBSM2iw+HA5cuXkU6n4fF40Gq1ZOTL4uKiNKyw+9hkUGgPdc2afh5tIo+FtUe1Wm2sWYesR6fTkWCYAYwecK5H5fBvupuWTDFwuNP1vNcnnZZEIhFcvnxZmkUAjNVN059o/6E74E2gZtZgazZfs3EmONNL5zWI4+8avOn30mOzeOw6pU/9siwL2WwWmUwGo9HhSi1dH6ezZNRndquyiYElL+dFzhV4czqdWFpaQjAYFKqeqdJ4PC4XTUcUTqdTLqKOCOiAzVZ4nYqk6KJwOlyT9QAezeNT6PheeeUVtNttfP755wgEAshkMuJ44/E4dnd3x4YdUjTbx2YMfl7Ov9HvSQVlV+t5UsjTFofDgWg0ikAgMFaTCGBMb7hCjYaAo2bM+W38v+Nq2oCjtLx+XBtD/bt5LMFgUDrHSqUS7t27h1wuh2q1imq1KjrAjj5GswSdOrrWbDOjV9bEsC6Tx+P1evHmm2/ipz/96XSMyFNKJpPBt7/9bTgcDlmmrdNWvB7UKdoZfX24o5Y1s5VKBaFQCOFwGAsLC8jlctjf38eVK1dw9epV7OzsyEgh7ciARzvjTWfM52uWhV9kBoPBICzrcGWWHgui30//r66xIrNI4Mb7ajgcwu/3I5PJYG9v79yxI6cpoVAIy8vLY4OaCeA0e6qzOtQ9nmeTVQPsMwOa1eV76aYb+mRg3Dfyd820USdMoKiFv/P1GUTzszEbxd/5OTSoNOt50+k0crncuamzPDfgzeVyYXl5GYlEQkZ+sHuTdR/JZFKmyusZQnRyuuWdwC8YDEq0x6GDeqivSd8C43VtduktCv/GxolYLIbFxUXs7+9LdAxANicwxcGUh5miJdjkSBQWgprvpyPkeDyOSqUyBXBPIARuXKCtwbmOLtk5zGJZ6qHeQcv0kBnxmY6Z78vn2+mV1gGzNoTBCTsOWWPCETNkQHi/8DV0KoLpddZFUVeYFmZay5zqT/bxjTfewN/8zd9Md6E+oaTTaXz961+XsQcMLs1UpWbHtN4AEEZBdwWTbfP7/QiHw0in0zKgeX5+HvF4HMCjztN8TGcTdF2w1j8CSQYqtMGs3dWAgY5c21YN0jqdjgTjAMYccafTQavVgtvtxq1bt7C7uztlep9ACNzIljPQNGeGmjpmdpgDGAvwzPIdkhnUGW3DTKDPx3Tzn5ZJ6VndcU0hQwhgbIQWVxWygYaNZnpQtfn+vLe8Xi/m5+exv79/LvzluQFv4XAYDodjbGo4HQuLc+l8tOPVBoTUrU5FOhwOcVI0ILpbVafBdNrrONZN/05lOTg4wP7+vsziIhDjKg+v14toNIqZmRl5Xw7wNWvems0mKpXKGFtoZ/h5U4VCobH03VTsJRwOy/5bgimKyVIAh6M5uEO31+shn8+PRXes59HMmx3job8DGAPf+nFTxxiAsEM5Go0iHA4jkUjIPLpCoSA6wMaLZrMpjK1mU4Cj9Ue8R8jUmWk7/o2G8MqVK/jkk0+mjTKPEYfDgdu3b8tII9YYslwDOHKMtFWm3TFBvAY7ZLSq1SoCgQDC4TCq1Sri8ThCoZBcTwCP2A2+h2bLTPujWRCTLQEgc8I4JqTVao05bz5fj17Ss8ZY68aB0nyf4XCIhYUFfPOb38R/+k//aVrP+xiZnZ0VYK/1Rt/HvH4626PXmtGHaFBnpjf1l9YH4IgdI/iinTHLL7SYpSJ2oM18b61PBGwkebjVhkEu7zUTyBH8ORwORCIRlEqliaTMWZFzAd64r1GnQ3kR+JjP58Ps7CwCgQDu3r37yMgD3aQAQKK+4XAodUBE7RReXB1laIXhc45j3oDDm+LevXv4v//3/yKTyUgKi8Mwg8EgYrEYqtWqMHB6ObBp+PjdTHXQ2OtZdnw8FAqNdfxMZVzYKafZMP0zv5t1G7x+fr9f5lTp9ILJmPA1JkW+pj6ZztWOffP5fFIYHAgEsLCwgPn5eVl502w2x+Ye6tZ9Xf+iazhZYqCLzFln6ff75f94D1qWhbW1tel8rmPE4XDg5s2biEajGA6PxmNY1mGzEZkrnULludcMmJm6J/ghY8wdytSNbreLdrst7Is+HlMPzYCBf2NAYdYJcyURGTddT6T1irpF8Mj30nPr6HiZZiPwow385JNPkM/npZv2rDvX0xIObNYBoPZfAMYCAx2wmeyaTq8CR+w/Rf+sgz4AY+wr9Yb/r9Osx11HMmz6fejjdHqVJR7UL5I7nMNJcsYEnFp4HrS/PMs6dubBWzAYRCqVEuNB9kw7UhbizszMYGlpCdFoFJ9//jm2traEMiXaJ7DhiiuHw4FarSYpIU0tm0DOZB8mOVr9M5WuXC7jRz/6EdbX1+XzsDsxlUohlUoJC1cul6Xj1HSs+vXNWhTeGGYKhj9zyKxd/dXLLD6fTwaG0mDpNnrg6Prrrqler4dKpQIAUmyuDYq+Dlq0AZ2kS3SC+v1Np8rjHY1Gkia5fv06Ll26hEAggJ/+9Keo1WriXKvVKsrlsuiXPh4CAs3A6E5nXUPCz8XUPj+zz+fD8vLyhVk/c9Jy48YNLC4uYjQajW3l4D3LlCJT0xwdpJkpszicwJk1jKlUShwonzsYDNBqtcbqFZ/UKWk7o0tH9OYGgq1OpyMpddpPOkQdROtj1+CC7AdLDzTrw5E2m5ub8Hq9Ug5ylp3raUgmk5G5p7q+i/cp712y5kx9a59g1r2ZIF8zbdpuEUTRjlD3gCOmXpeSUMzXs7NzFL1NhsCT/8890rquLxwOj21bMAEjU8Ia6DqdTgl+6vX6iVyXFyFnGrz5fD7EYjFYljVmeGjcdJRWKpXgdDqxsrKC5eVlpFIp3LlzB59++imq1aqM5NAXjYwb690mFcNqBsUEbxTTiJgK2O/3US6XUSgUZG0XGbdIJCKglN1mmtY1byx9w9gdiwk+NEXNOUpTAHcoXq8XkUhkrLuN50aPl9HnV4/Y4P9wzps2jGbK3S5FoJ2pBnP673YAjylTOrVKpYLV1VUZUn1wcIDt7W2pebKsw5qoarUqoyg0C2iXbtfvrz+HOYjVsg5HAnS7Xfj9fmHgpgDuSNbX17G0tCTXmR2/nU5HdIh1YQTuPL8EyZrVADDGSDDoY7MN9QLAmF0BHg/czMCTouvgaEs56T4SiSAcDkt3PwMZXaaidUY7cM14mHqlU2JaHzmShIOHpwIkEgmEQqFHmCrznDJAMDNJduTApGyAmfHRogMHTXpou6LFzCQAjw6QJqvm8/mkc5oBKEtHuG98MBggHA4jmUwin89jZ2fnERA2CTxq9lmn/s+ijp1Z8MYaMI3etSKQEuV+v3a7jVwuJzU9t27dwte//nXMzMzg008/Rb/fFyqUe02Bo+GUAB5h2ygmVcxjeVohyIxEIkin04hEIkgmk3C73dIly7SUZv90ZKMjIn18vCnp1IGjomZTmEp52QEclx7TEZmAl+BGX3vWbPj9fvj9fmFvWXStGQPzuvH/9Xf9unYgTbMbphHVHVf1eh2tVks68yqVigCDarUqNZRkYAgy9fgGbZS142UwQSPJYMcEfzw3LpdrCuCUrKysYGFhAf1+X5wQARrn5nm9XpkpyHuTTIGZRuV14r1OB8NhpYFAQIZ9D4dDmVdIsD+pXswMHCb9rFlZvg/tVjweHytN0fVu/D+tY+YMLx300PbrYIrBA9mR0Wg0TdMDUufKmZS6vEPX7uo0NK+lSQ6YorvmzbSnadfIIOuZkFqHtV007Sof06CSICoSiSAWi2E4HKJUKqHdbksmRDfx8b7gMTI4r9frEhxpYGr3npqpJAN3Fof4nknw5na7EYlE5OY2HahG72QRaMDYWRcKhXD79m288cYb8Pv9uH//PiKRCPr9PgqFAkajkXQI6mW82hHpL+3MJ7FvxwmNTq1Ww8HBgbBtOvXBGUmMlHTUo+uRtGJTdLqPP2uQpx0zI5iXGcCx05ipSbOrDhgHTmaqnvQ9GTfW55h1I3ZAzIw09ZeZqudztGhQyNqgQCAgdW3RaBTxeByJRAI7OztSv8bGHg3o+bncbjdCoZA8l45Wz37jDl7qLEEscNSxys/GeYy7u7tjHdEvm8zPzyObzQp7pIfc8vy2Wi3RH4IxXoNJrIfpQFnPG4/Hkc1mBai7XC5Eo1Ekk0nMzMyMbVqYJFof+Z6mnvJx1rrV63W43W7JlpAFYQDK5gOfzyf2mrrE99TNCxpc6M9u3j8c6XMeugNflEQiEQSDwTGAb8fQavumu0on2Sv+DoyDOvOaaHCnA2BeZw2ozNfn381gVpdrZLNZXL58GZlMBg8ePMD29jY6nc5Y+pTgLBaLYTQaSQ1pIBCQPc+0Q3bMn/m5gKM1WqFQSADcWWLgzhx446JZFt8CR2iaESuFjpfAiHUfBGTNZhPhcBjz8/MoFoviVBgVLC4uwrIO9wDu7++PUfQahZsO+FmFx1kul3Hnzh3UajUEg0Fks1kkk0lUq1VZTm8qOc+DjmKBcVaQ380bgWIa35cVwHEPKQeDmiM6TEelzyv1h6CHkR8BHh0y8ChjYRoNvp/5viaQ1MDbBPT6tb1eL2q1GnZ2dqTDin+nY7RLTzidh2MeYrGYNMroQZ28/5h6IONNtkgflx4H4fP5kM1mz03r/UlLOp2W1XfUDz07kKB/MBjIQF1to3QmQAMW7VA1+9lqtZDL5aSxhEvBOXme10wXiz+J2Oktj8NkZXg/sPt1NDocwaDHHzEjwO02uuZI215dj6XtIQPUbrcLl8slzMrLqGPhcPiR+YsmwNaPmcDJBG0aIOtyD5OZouisjyZZ9DUFjq6ZnW/lsfB5/M73bbfb2NjYwMbGBg4ODsa2ETEIyOfzKJVKiMfjEjjwc+kNS5wsobN5urbPPBcsEeEoprM09P5MgTfeiBw4ChzNQKPQadFJMpIlG8DW4FqtJnVwjUZDOgn52mTeOPuoVqtJAaymTvXONp0CeFYQx5uB82eopJxXVy6XHwFjWuH5Gibzph+36wzSjKKuXWHa+SxFFC9S3G631OaYBdza0Gnjoc8j2aZwOCwdqvwfzarolJc2khTTAOqf7dgG6oBZw8jXJmPLJfOFQgH5fF6GuOrUiX5tGlgaJRae8xi0ceX5CoVCssNSR/q64YGv7fF4kE6ncXBw8FKtOIrH48ICaFDChd16hyk3XDgcDkl76cLsSToKHNVlspuuVCrJoN5QKITFxUUEg0GUy2VhTh8ndrbArP3Uz2E6nYwvSwkobGIAjjoFQ6EQfD6fNIvpmizqjtkBrT+3Dj48Hg+CweAjhfcXXXSHvGa3eA/qIH6SfbcDUPr5k4iLSSBOgyJtQ3Xa1I5RnnSc3W4XuVwOuVxuLAOmdYI/s+SA54U+FjhcQwdgbKKEJkNMJtu0eyzTYgByFuTMgDdGiZyzBWBMCbWT0JGXRuyM5Hq9Hh4+fIhutyurtBwOh3QVhkIh1Go1lMtl+T/S77pmia+rldqMXp5GNJpvt9vSNRWLxZBIJFAsFsfmH2n2w+4msouuNHjjuTKfaxpeOv2LDuCcTqeMNtA3oOkUdYRP0UaRaWfWy+lmFxoqOwreLvrVr83nmUaS303Doo+bTIvumjKZWL4G38PsUDbTCtrw8v/ZvR0Oh8e2k/D5eu0Wj9Xr9SKZTKJUKr0UAC4ajSIWi40FfARuAMTOdLtdWdenZ0oCR6ukCIq14wPGS0f0bDQyrASBTKm3223s7u4+1fgDuwBR/00fXzqdxtzcHEKh0NjIBt4vur6Sx8zPTkCrC+q1npvvq+0bnTYD4LM+3uGkRDfbUfR9r1ORk9KEwKOz/OxIAg2UtGgSwazJ1b5b3wfal9kFI2aga2eX+X76GIBDYFav1zE/P49EIiHz3kKhEPL5vAzxNZk2HrsZGOvzQ6KIKxMnNTd+lXKmwBs7Zah4dhfXZJd4onULNEFcoVDAYDBAMpmUAaxkXWKxGPL5PA4ODqTIkmyeniat0f4k56vlOIYFOFo8XywWpXmi0+ngwYMHsCxLis7b7faYkthFKpOMmx3jpsEBj5P/T6W86ACOBeJ64CQwnoIGHp3oTT3QO3P5euyu4++8dnrAsukE7XRikvHk+5sMoI4MyZz1+31Eo1GZOVetVmXkjAZW2lGS2eHn0wwJ34fvZTpNRqRcDaZTJp1OZ4yFdDqdiEQiMsvwoko4HEYkEnnkvPH86tmNtDdk3+was2iPtC6YDAntJVNoAGSzxs7ODqLRKHK5HHZ2do5lpuyAmtY5/q5tCpsUwuGwfOnGCJaysCbT4/GIzdO2Vp+rSUGKaXtNtoRT9S96A4PX65XPasdw8VzZsZVmqpTfJzF1k5g3ivlafEwHsSbwMtlULdqu2b2H1j09640ZNwCYmZkZG0rtdDpRrVZlSoUZADGoMMsQzPtsMBhIrfRZGCFyZsAbGSnS6pOeAxx1Uer0n47Y6FTIipCW146XgK9UKqFer8vmBt2paVKz+rv583GPadEKwYiTShePxxGNRiWNaZc+m3Qs/N0uytLAQN/I+jWZ+tAps4somnUyjZxuUAHG9+zRIdERxWKxsXQQHTSLZLUz1oGIjmQnATq762oXrZrBDT9LPp/H/fv3US6XxfFz+TkBg46MyUayO4yAQp8rng++Lw0z09B8Hj8XSxt4T7J7KxQKPTIM+6IIN10A44yGHprNVCnnpOmaSeCowJ//r0dmAPadcbqpirW+7Fiv1WpSB8lu1Eli2g8TqOmmHYL2VColq7fI/rEWUo/U6ff7cmx6y4dOdfJz6u/6WAD7bsgnCaovitCv6eyUnc809UVfVxMYU0xGSsvj9IZ/NxkxXTqiH6OYfkg/bgfa9N+17R0OhwgGg9KUSNukA0qys8QIZqe9PidmBsQOpJ62nBnwxvSL3cWfxDgAkIJzfWHZAQgc1gU4HA4pmnU6najX66hUKqjX6zKSg+wA5y+RjeN7TqLxjxO7aFE7W224eHzc5UfWzc7p8/8nvafdz1rZJx0fZ/+c1bk2zysEL6YROI5V1Q5LNykkEgmk02k0m03ZXMH0qXbK2ngA4w0HdiDNTh73XKfTiVgshlQqBY/Hg0KhILVE1CuyHHr+l8vlQiwWQzablV27BFYa5OtIlEEWASABrWVZojdmilj/L7dAXDQd8/v9spidzpQ2TW9zMbtJmSrV11g3ahGc6dQpheeatqrX68m2DXZ+ejweqXXTDJ6dHMe8aQDH104mk5ifn0cmk0EqlRIGjl3L1ANulOGYGnbC6gHPZkrYBKfAeEmB/q6Di4vM6jLAMoO/SYG5/s57GMAj/2/6DDufZUcM6P/V3/X/m77LzpaZx3DcsWgsQH2h32o0GlLzyfsAOMIIbFYg+8Z7T7O9+ku/pz5vZ6V7/kyBNyqUXapQKw9Pto7szJlVLAqm0WAa0uv1Ss2JOXdpUoeXGblQngSNT1JKKg9X2XBlDjvNdErAVF7zBjDZF7vj1MaX/0PDqaN7OteLzMDZGQRg3FjoWVzm13A4RL1el8Js0vGaOeY1pF4BR5Gt2fRyHOAGHk3rmp+B17RWq2Fra0tSk5ZlScCiU3ccUcNrzfliTL2awM28J/XKrUgkgmg0OmbYut3umE5pcMLzww65iwDgfD4fgsEggEfX1unPT4aNdWmsfWV2wOzwNe8/za5SBoOBpHASiYSMBWEwwQ5krkqbdL71Nbf7bh6D+dkIDvi+nL2pnaNZ/6Q/jx0w43vYAQFt88y/X0Sh7THBO0WfT/PamUDE9CmP+1n73sfZLPP8m8dkF4TaAUM74MbXYzDjdDrF9rIxMZfLYWZmRprxAEiZFIMHDlM3dc4MiO0yX5pAOW05U+CN9SA6h08xFYQnV6dqCN50UTQBHC8mmQftSBip6gtoFn7ri2lnIJ6Gtuf7DIeHM5JqtRoikYiktjQwNbu87F5nkoLrm1gXkvO9+RosdNY3Elv7L5Ix1EB8EgCmEHTxi+lQNgZw5o/TebTmjIaRukZW1y6y1cdgZ9DMn03gpqXb7WJ7exs//elPsbe3B6fTiXw+L4XcTKfxGrMTi3PhmNIyyxG03usUqGUdsmxMEzNFRsBBEGIyStqZsP5Qjy85j8IUobZZZvqY95Me4aFT6Uxlkx01wS5Fp/c1i8H/YV1hKpVCtVoVJ1etVpHL5R7bJWeybLSJuukCgIzYKRQKsKxDJpY1RRw54/P55HrrgJh2h69N4GYy35qpsUur6mPm3552BMp5EQaDdgDDvL/0F3WP503/bCePA78mmaIfpzwJoWH3f5P+Pil40D4NOOoKrVarKBaLWFhYGMvk6cwJgyazgcIO/Jqf+VkycC9Kzgx4o5Gwm/NyHHABxtuUteLSkQAQGpUXgEuhObiUE5udTqet8zmuA8qMdLQyTLrQGkBxuDBTKmS9tDIdpzAmyNWOlwacHbcUggp9g+jPy6jmvDtXLdqImY/p1CDZAZ0mJdjgQExd+M/zRkpej8wg60bjwlENjzN+5uOmaCMzHA5RLpfx5ZdfotVqIZFIyNBXvg6BO2fcJRIJJJNJeDwe6QLVNaHm8WkDRmfb7XbRbDZRqVQkyuVn1fqnQZtpLHkez6OOMfDT9ZPabvF3NmOxE9PpdMr9x+eYtoy6OIlpMVmrXq+HWq0m884YGN6/fx9379594gJrrX+67lcfj3Z0rNkNBoPSEDYzM4NkMimMCIEc9YYzs5hG1p2pkwCmfn87FsgM9i+KmF26Wk80qNVATuuUnT2xC1T1dzuxA27HBb/6f7T/sgucjxN9rXVQweBTHzvPCcs/Go0Gut0uDg4OUKlUJPumSwioc09yPJpMOQtyZsAbaVAzSgDsC7O1Q9AnVdPz/D/dRaeHrIZCIVEKzRjoqfKmckw6Fs1sPUk6yFR8OoJms4l2uy3RqnkcfL5p1M3j5M/65tdpG8226cJ6naKjM78oAI7XmcZOnytT1wjedG0XC87Z0cnhqmS4mIKnWJaFeDwutVDcrlGr1caeY3ecdsGJ+Rz9Xtr50UgxSCGAJ4iYmZlBKpWCw+EQh69ZX7JwLpcLwWBQgIYGqkz9sQg+GAxKfanueOT/EmTwODXgdTgcT2xAz4qw/sgM2HQJB8+7x+OR3Yucy6VT6BokaXCrv/gegP0ol3a7jWKxiFwuh1QqhX6/j2KxiM3NTRlQPklM26LvE/P/dEDMhjAGJkxLMXWaSCSQSCTGXo/3CFlp2hl9/SfVv/FY9WN2vuCiiMmgaTGvzSRwNAmo6d8ngbzHgblJxzXpu921tPtf0y7r39lglUwmpbOf44tYxhEOh9HpdLCzsyNAjt/1oGjeh9ou2d1/+liJNc5CbeWZAW9aUYEjQKNn1ZhKaaZN9eR7MkcEKXREHImhlx0HAgFEIhFpX6fRBcZb1+0oe3ZpJhIJLC0tweFwYHt7G9vb24+d+K0N0Gg0kqJjOjU7evu4CMYEbnZADjjaz8nPZyqkBgv8n4swvVwbBOoOH7czhOaAZv7M68VBtQ6HY2x+ELs1eR05SoPspzYS+j3tQJp5TCZY0MaXrB8bJ6ifZJljsRjm5uYQj8fhcDjQbDYxGo3GOgV9Pp84Vb5euVyWBgPtYDkSRDOUTKWaXZOTAjHgKKVxFgzikwgBmbZXOoBkcKDT7jw/Xq9Xrg1rXmlvNKizO19a9P3N5xBMczh5pVJ5pAFlkn6ZemX3XH3tNZPGa8e6SQYysVhsjKHWdZCaRTODdg3GNCg2bb9dkHNRRNtr00/w7/pzm0BKn0vTZ9iB9Ul6Zr6X6W+02OmLHXize74mQUx7q89HIBBAOp1GJpMRG2RZlpS1kNU157lxBZ0mInSQYKc7k/TprOjZmQFvRMDAo6kD4NEJ38DRza1vds2y0XHSUTWbTal7C4VCwjAEg0HEYjG0221xvGbtjtnppY+FkcD6+jpWV1dx9+5d/OAHP8D29rbU3x3nlC3rcK8pIwMeuzZydilbfWNoY25Gpyb1bhpMu2Gr+nXJ2pyVydLPKtoI8nfgUfbWNDi8/tpB6Sny0WgU6XQawCFwq1QqCAaD2Nvbk7UtwFF6XDO7dnpxHEti9zyCH+o+54mxFo+prGw2K4vDu90uarWarNHSTpXnodPpoNvtolwujzUhAEeAlkCPrDPfW7PHZiRrGnAzbX2WhcBNp4MBjAFYOiAWU7PLjfaI3WpsFtGgVa9Ws9NV/qz1Vf/vwcEBksmkMKuP2zpwHKgznb7dcWgABxwFeX6/X/TdLNkAjtYnEbhq22WeW1NvJgW150F/nkRM0GVnt+z0Qf+sfQJf03y++br6+Xye+b+T5DgQbXff2wm7+BOJhGTGPB4P6vU6isUi2u02QqEQYrEYgMMGLe4Dpw8jAxwKhaROEDjqSDWH3utj1uCYj9n5/Ce1zy9azgx4oyHQuXozYqTC6fy+jsr03xnlspi6Xq/LkmytrKwVYQcK/+84Y6Hfi91eu7u78Hg8yOVyKBQKaLfbY23ddgpsAi7dqcW6FbMjRjOTdpGUecPq+WQmWNH1WBrQmYaB5/S8FwRroAA8Gr3yOaZooMIvrjNjWjUUCiGTychjrEG7d+8eisUi6vW6pJVMdkW//6TjtjsmXQJAA0b2izrHcSDpdBperxf7+/syibxWq0nXNT+XBqlMbdkxZ7w/+cX7So/eoe5St+zYAS26+Pisigks9OMawNk1utCBsD6QpRJsVrBzDBqg87sGO8B4B16z2US5XB6b3Xccg6DtiH7M7hjsHmPQp3e2kungukE6UtYpMRCg7mjwehzI198ngdqzrDtPKhqU252DSfK0oMLOh5i6MomtO+7vfM6ka6n/V/9M8Pa1r30N165dQzabRa1Ww0cffYSPP/4YBwcHiEQiY0SC3++XgcXaJlmWJcOvOZaGGAOwH8Rungfz3uD/TcGbjZg3MS+o7izlBdJOwQ7xE4Rx7hCBVKfTEYcXDoelE5XPD4VC8Pv94mwfd6FYINlut2XdFp0pCyrZRabFfB7HT7CVmU5TG+njbgKzu5S/a5aA58783S4dbBdpn3fwBjzK3AIQ1kifG/7djMT4nTpjWYedl6VSSVhdvmYoFEIwGJQaN3397M7vkwrfn+veWDRPRo3sEMFDr9fDxsYG6vW6BBY6xUuQR33QTKPJ5OrPoQMJglimCAOBgNQ22dVMTmIVzrqO6c9NsGkGYbxvGTTpTlOeJ13eYWfDzPPN53GPJ0tAdHDIpfOdTgflchnA4cYHPTrmcSzKk+ijHWAy1801m00UCgWxfXS6uoufQYIdODD147hjedLnnhc5ThcodmCJj086B08SLGoWnKIJFZMs0fZhkp2wey87kMh7hyM/mPLnEPsrV67g+vXrWFhYQKPRwJdffild1LxH6MP1LDfW3ur7VpfEmASR3TXQn+2s2KczBd7MFCnw6ER8YHLURSeka+X4M5fAc3AljWk6nUY4HBYDVCwWsb+/j+3tbQFTujNFv5928vo7jTpr4VhT53Ac1sMVCoUx50nmj6+h60P0DaJFs4z8u/mzPmdMKZMV8Hq9kiY267n0zXecMThvYn4+nlOdvtGMFUXftCbopYFgtzAL0pvNJorFohTLmszEszgabUiCwSAWFhZw6dIlzM/Pw+PxIJ/PY39/H4PBAF6vVybac3cmr7c5g02fG31OdHOCDqy0LpJ10WxuMBiUUTPs+uJAVn3etBwXoZ8l0cZbN0axrhbAI/rBWh0uttbgjueSdsq8DtphApDrSH0lgCdYJ7BjUJjJZGRhPY+FNWp6PdXznA/dfMFjbrfbEnzrAJb1n3rWptYf05nalYsA4/Vw5mPnWSYFznZiArbjWFM7Zu1xLKuphzow0e+pWWfz3uY1JEjXrDR1mF8sMdjY2MD29rZ0MHu9Xly5cgU3b97EzZs34XQ68ZOf/AQHBweo1+viy8lkMysCHAHPdrstG5R4D+gA3A64meeLv5vz9k5LzhR400ZKs2r80tEqMD79Xj9Hp/iI3om2GfENh0NEIhGZCg5AujArlYo8T6d/eIz6eO0+w2AwkMLdRCKBa9eu4ZVXXoHf78e9e/ewsbGBRqMhSuzxeBCPx1GtVrGxsSH5ff2+5k2nxQRu/NJpKKZtNMAwwd+kaOysRRzPKnaGShcF64nvBCL8GyM4RnF6By91i9fc4ThsYGC6lI0wpsN5WmDM5zIVev36dbz33nu4fPkyYrEYtre3cefOHdnZWyqVZAyI2YCjr6kGEzpw4j2gGTb9Nz6mzwNnx2mW5bjC4Els3lkV8x7TQqZyOBzC4/GMsZjsiOPz+Dft+EwxnQqvGwPKTqcDn88ne0M1y8eh32Rfy+WypNZZl7mzs/PcTSI8Pn3d+JkYhHJdoZ5oTwbSBLoaGOt6XLvUvV1Afd5lEoiwe57583F2ZRIDZve69AvA+PQGMr9sQmF9JvVO105rm0D/HI1Gkc1mkU6nEY1GxU60Wi1pKCRrxh3Bw+FQ2DSujvzxj3+Mjz/+GD6fD2tra2MjrViL3O12xd9xliXvQe0fNdOobZnWr2cNtl+0nDnwBoy3fJuGi7+b9Vlm2pAnnHsEibAByAJ2InZefEbPDodjjFZ9UlbAjAJbrRYODg4QDAaRTqdx8+ZN/Oqv/qocJ9+fdSA//OEPAWCs/ki/9nEGXr+37nTjZ2D9H50KgSwjIb6v6Zy0s3+Sm/88iP4c/FzUD9Mp63OrAV40GsXMzAzcbjfy+Tzq9broJJm4crksrNdJABNtQKPRKDKZjCxhDgaDiMfjmJmZwe7urkSv7AbVIFW/ngbx/JvuWrVjyXTNIFO0ZHoCgQCcTqewKpo9sbs/7T7jWTOSFM3qm/eJ6XA1cOXS7F6vJ1tcCMA0C6qDT7vaVgpfl6NqNIuQz+eRy+WwvLyMpaUlrK6uYn5+HsPhUJxlo9HA/fv30el0sLe399yMlWm3dZCsgxz9+Whf9do4Bjj6NZ8ksNRylvXnSeV5ba3WmUm2zDynpg5rVg0YT52S3WJ3ZygUgtPplECVdpKzI8PhMFKpFC5fvozFxUXEYjGEw2EhSg4ODoQVS6VSiMViyGQyiEajMnaIK9aq1Sq8Xi9u3LiBaDSKdruNg4MDNBoNObZwOCw2jLrHGnTew6yb0yBV4w47IPwkoPqrlDMF3iimkplsgF3EpZGzCep0VKeXQnNuF3fxtdttYerMtOWzXLDhcIharYYHDx6I8+T8o5mZGYRCISlerlQqYrg0cDTPi/7O55hKxc9Gli0UCiEej0sNHh2rnvVGJZ/0Pmcx8ngWsWMzdE2lfp5Z/8FzzXUrMzMzwrJxv2m9Xpf6R52Wpl6aDMLTitN5NOdoZmYGiURCxnk8fPgQP//5z/G3f/u32N7eRrPZFIdppjL4ecxzw5oqzRLZATCdPqGeMQjQc5R0qm5Siu686JUJ1uzuQ82kEbxwDR/TlWRwmUrUqVR9D5osjD53Wo/0MTWbTZRKJZTLZQwGA7z99ttYXl4GAKml5c5b2h+tn88qGrSan512l4GEBqhm6oyfR98vfGwS0/akbNV5kuf9HJN8hXn+zPNm2jutl9RfMsm8t6PRKOLxOGKxmPytXq+j2WxK96cOFEgs0B5QJ10uF5LJpIC7aDSKS5cu4datW8hkMnKciURCZmfSxgWDQQGKBH2WZQmrx//VM02ZutU2ms87Dl+clezAmQNvZoRJhdPRrh3FSZaKaJvPo5FkS3Gn00EoFBpLH7BGSM+t0iNHnjcK6vV6KBQKuHPnDlqtFhYWFgBgbNp6s9mUDi0CgUmpJsokg8XzRSo6kUggFotJZxtvRg5yZaTMm9NOcS9KPYkZbQL2jC9/Z2pLsx380vrI68chudVqVYyXuVrqeYQp07m5OTFiAFAqlfDgwQPcv38fuVwOzWZTrrXZfGB+fu1Q6UTZBEExGSINNHhu9N5Ubi2xA392adjzoFt2TIYW8z7lZ9VryniPUZe421QHmCbba55D8+9mloKpfZfLhXQ6jbW1NaTTaVSrVWxubuLg4ADValVSSsPh8ET3zPKYmarSuyS102cNnLbdAGSUCh0rYD9v0zwP50GHTlPsgJt5zo4rkaCNoL/iSrTNzU2ZEcnsDoESM0hkmzVQ0mM7KEz7RyIRAWwzMzNjjWCxWAyj0UjuGwYgzKLpxjEGNAweNBjl4HU9nkfrl5l103bvLAC4MwXe7BRGO1aeNB0ZmHUj5k1MA8J0oe6uY/MCAOmGovIdZ6SfVnq9HorFInw+H7LZrNDI8/Pz8Pv9qFQqyOVyEjFT4e2cm13KT4Nb4GicAAuYWT+gI1uPxyNGmwppR7FfJKOob0CT2eDftS7xeQRxvNFpiNgFxWJYy7LG5qfpXZXPy7gBh9fN5/MhmUxibm5OakIYubZaLQGNNJL6PjKvM3/XRbz6MaYZvF6vrF0yI3H+n9frlUJhbgnRqUE7UKKvyXkQHqtZp6ZTVDrKp4PiPEleD76O7qTX2130+aLu6de0C65MUNxut7G7u4u//du/xcrKCpaWlpBMJuFyuVCpVFAsFh87SuRZzg9wBACom2xeYEqVjlanUiORiDj9arUKh8MhTlXrjh3ANd9/Kk8mj2Pl9OM89zoAJDhrtVryXG1P+DpaLx7HXOnGrkAggHK5LCNCmK1KpVKiJwxACOSYCdCBpZ7eAIzXZNoBMjN9rM8Jz8NZkDMF3kyxuzn5mB4OqU+6Viz+rIv1df0bDQdTpg6HY4w1ed5OLB4zUyUc1VAqldDr9QQ8lstlfPrpp/jiiy8EEDwpK2FGUGbzBm8kOpZgMCgRv2ZcTBBjOomLlJbQRsgEcBTT6DANzQiO15MBAfWQLC/nuU1iVJ5FeE05VJqrq+r1uuhso9EQsMD/0ekPALafncdO6Xa7CAaDtuCPP1OnvF6vjAbR4IavyUDkOLZk0nU4SzIpVap/J6DVdkinhhg00X6RhdKL6fUaMpNlsgsAzKCEj7VaLWxvb+OTTz7B1atXcf36dSwvL0sgUq1WUS6XTxxAayfH8gzNbpDdpU0OBAJIpVKSSguFQtjZ2ZHVa3p0zXlOu59lmRRYHueDTeH9oLfxaFuhX8/UVf0aw+EQrVYLhUIB9+7dQyqVwurqKpLJpPiver0+FgDx3mNtN1+D6/+IBxismOsn7T6THfMGHGX3TlvOLHibxDRpx6sBnHmSNcugGadAIIBgMIhIJIJAICDdUJVKBZ1OB4VCAc1m8xEK9XmFEUC5XJbUaKFQwGAwwOeff47PP/8cxWLxWMA4ScH03/RnpyOhkdTDDZ1Op6xCYt2A3Rff46IYSBPEaNGgBngUUNCp8hqRCdPztVjrocdynARw08dPUD4ajWQd0u7uLgqFwthaGIp27Gb0rOd/6VSXx+ORmYiWZUlKRJcU0BiyppK7edmwoO8hHsdxQOSkQcRJyyQHp/9Oh0InQX0hG2ZmCMzaLoIVMm5mreJxx2DnaJvNJh48eIBPPvkEsVgMqVQKs7OzuHnzpjDI3OzyvJ2n5jHweMnwDwYDCZ7dbrewKfF4XAZc53I5VKtVGVau2Wu+1kUKJC+STLp/7R5/HCExHA7RbDaxs7ODjY0NFAoFdDqdsYCSKVan0ylrL9vttgTV3Fo0Gh1NW9Bjj3SGRR+Tvh/tMMBZAG7AGQZvWo4DLfy7ntXF6J/bFXT3pcNx2JGSTCYRiUQExReLReTzeRSLRRlkepKOl8doWRYikQgSiQQsy0K5XB4bKWGXMrU7F5NAGwBh29j9Z+dI9LmySxFPSqFeFNFABnj0fJoOVte8tVotFItFeL1eRCIRjEYjWXzMpfDcMnCSAQBwmFbI5/N48OABnM7DFTLUXxq4SZ+X3wnu9cBUHezoWlKCM7bxRyIR+P1+AJAolyMoSqWS1JWY6WKeR80I8vt50SsTPJn3DnDE0uqmBc2iacPP86HPDW2Oni1pAqKnOd5er4dqtSpr2jgQPBAIIJvNYm5uDtvb2zLI96TEvOa6XMWyDgvML1++jEuXLiGdTmM0GuHevXv48ssvsbOzI6l/c8TOFLhdbNHX2bIsNBoNbG9v48svv8Ta2hrC4fBYx73T6ZSOfgYIAIR500061CdzigMwPr9NZwr0PTsp6D8tOfPgzbxh7W5ek/5kdObxeMbWxHD5NodY6nQPB4oCkIt+HIh6ls/Boaks7mQ3KocBU8Ge5D0nnQut/ARvesYS8OiIiEmsjH7eRZInZS00gOM5YZpyb28Pg8EAc3NzEhwAR2myk2pQMIX7Kz/66COUSiXEYjH0ej0Z/qz3j04SHVlq4GYCE4K3YDCIVCqFbDaLVCola76CwSB8Ph8GgwFKpRKq1arouK670wBFv/55E83MaqPP+ho6Dss6GilDe0TROmGCXJ0aNM/X8xwzRxXF43EAEIaCrFur1XphwI2fSw+95oDpGzduYG5uDq1WC/fv38fPf/5zAW7mirXjdMYORE/lfAuvdb/fR6lUwv379/Hw4UMZicSyDKb+OeSe2TT60U6ng1KphFqtJoOCJ9Uf63uOv5t+9izZrjMP3ijamVJoHPTjBG2c9xKNRmWNDBkophM8Hg9isZgwCpwMrw0N3/skhN2tZNqYaqtUKrJn8mmMqJ1iaYaNQIMjUQhYKdpZ2NXWnBV6+CTluABAO2INYnX0xQn31DO99ofF6U9ST/Gsxz4cHq5R29raQrVaRSAQwGg0kro3Xbf2uNfSQidJRk7v26SRbDabuHfvHjqdDhwOh6SLAUj5AbvQ2Hn7JMzjeUnL61o2CvUAwFjJg25OMGdGUjSja9Z12TmXZxG3241oNIpkMolkMgkAKBQKKBaLKJfLKJVKT7QG8GnFBG8EcBznQAalUCjg4cOH+OSTT7CxsSEd2hq8Hac/J3WepnL2RNu77e1tfPrpp/B4PFheXpYZb8xUkRBhXbJlHZZ66CyJ3ZQAu4yLWccKPDqa5yzIuQFvlElI2M5ZskA/Ho+Lo2GalCxBp9OBx+NBo9FAuVwWB/iiGCddX5dKpQRQeb3eR2qunvR8ULRSsWaAAJGzu+ik2QVGhkS/3ssA4MzfzRvaHBOjwRvHydRqNezs7MDlckl9BR3PSbK2WkajkXS0drtdSVky2nxaBsUEEwDGABwbd3RBPYCxIEfXttmlujSTZEav58np2tXY6maWSUybZrzNcwI8es9RnvfcsItzYWFButxHo5GUUrBG80nZ/qcVngs9H4z3WbfbxcbGBmq1GjY2NrC7u4tqtSoO+WlKVs4L+J/Ks0m320Uul8MvfvEL2ds7OzsL4KjTnyUcnK4QCATQbrcFtD18+HCsiYjlHdQvzZoDj5YN8fuUeXtK0YCN3+1a9XUkS0aLqVPW6jCS6/V6Um/GPYyVSkVSmC/K+XJsSLFYRDablc5B7id8XlRPhWSRMB2s2+2WeigCAN3ZZudYgYtnGCd9Ng3gzMiLbKZmet1uN5rNpjgnPUX/RaVMKbx+BAaa+XsW42ICKYKNbreLarU6tqKI54Mz5PRrmClBbQjtmN3zJpp5059DM25aj7Q90jbMjo18EefE7XYjnU5jZWVFnB1tAgu9aSv0tTqJ49A6RYDLIIPBR7vdxv7+PorFogA32qMnsb/nMQCYytPLaHS4K3p3dxcA0Gw2kU6nkUqlpB6XZSvMMAGQ5jF2MEciEViWJQ0NOuA170k7IuWs1VueC/BmJ0zx6Jod4MgwEryww5OpDaZTOZ+mVquh1WqNDcjVTNSzsGHHCVv0i8UiarWadGCZeyWfRXhOCE51x6nf75eiTGB8obhdkeZZUdCvUkxnqsGKmUYlNc8UIsevmKzbi2Q0eCwECicx2sas+dDNC4D9smrzd9PgacbpPOuVPhfmZ9I1hHzOJMBqRvcv4rw4HIed9bOzs5ifn5fibh47G7nMVPBJHof5ucnANRoNqRllzR2HqZup45MGlVM5X6KJiGq1Css67NrmXl8On9erH6vVKqrVqoybiUajUhtcLpdlHJcZWNH/aqbcTu+mQ3qfUuwYE9Ox6PobjjvghaKDnZmZQTgclrQiI8BqtTo2iNSO7Tsp46FncwGHqbhWqzU2SPBZRUe6nLFkWdYjM+7sWBMN4qjMJ1nIfNbEPA98DIAwanbgjeBe109Q53Sd14s+drNz8STe00wTT5qtRf3Q50anE81jPe738yJaX7T9sQNhJvOkAR/FrrbmJIVBGyfJj0ZHq8rIGLIx60WInr+lp987nU4JmPVIHbsMwHFB0IsCnVM5e0J/DWCshp1jeUh+kNnlLNVAIACfzydrCxksmKVRDGKeJENwVnTt3IA34NGmBaJyjZr5uK5N0vO5uEg3kUgAOOpmsSxrbGH0i2KfzLQcmxgqlcqJrqgBxieTc1CwTvvpc0bgpkHbWVHSFykmC6If0zVgmtnlOTVrmMxBoi/6/L0IHdWfjWJXpM/oU58XPYOLr/UkDQvnSfQ4FQCSDtRd23ZDiXnfUexYSzuA96xChmJ3d1cGnWazWSkAL5VKODg4QLPZfKGBhsvlQiAQQDwel9IQgkYGrOZQYpP91WKen4uiV1N5vDDIiEajmJubw8LCAlKplOgUsx5kcokDut0u6vW6fOlJEqYdB+ztnV3m4bTlXIE3AGMOQwMT7VDMm5ssitvtRrVaRTAYlO4r1sa1Wi2USqWxWUsvwulQETh/iawfa5hO6v107RsjDgCywkh3RtoNddXHCxxRxWeBLn4RMgnE2bGuJiNgFuSbz/8qjvtFvbZOBwIYAylmIGVZlu29eVwUe57E7XZLYxE/i12doQna9HdzeDbLGOh8TvIccafyxsYG5ufnJSjL5XK4d+8e7t27J2zGSQvtcTAYlD28bBYzR4HoL1OfHpf1mKZTXw5h9igajWJ1dRWXL1/G7OysNCQQtDEYoL9vt9uo1Wpj9ex6ePok3ACMB6mUs+QDzx14A8aZER3t2g1F5VRl1iZxIGUqlZIFt4lEQurj9Ky1F+FwGBHv7+8jGAxKc4WurzI/57O8h5nOYQTC/YGMTnTUq/9fKzZwVHR+0eW4VKr+uwY2pwHaXrToz8PPq4EZ9cFkkzRY0a9zEYT3CTeWMP1Ill/fw5NqSBl8shOeMycZYJEJOyn2jav3er0eMpkM3G43arUaHjx4gN3dXVkaf9LicByOUInH40gmk/K+mvnQgE3rDP+fn2HS618k3ZrK4yUajeLatWt47bXXsLS0hEAgMNYVX6lUpJGKNe2lUgmVSkUGqLMZkZtkdOmDWbtLMUuzpjVvzyGmo7SjP81GBgI8MlH1eh3ZbBaJRAILCwuYm5vD/Pw8PvnkE3z22WdSHKnf53mFCtHpdJDL5aS7tFwuj9VYPS9oZFqUDkYrJ8+BHg9g12nKbRT8nTUBkyb4nyexA8iaTeLj+lpMArEmC/dVyVfpvDRY43vbpQ/MVKHdcZ5nh8vNJbyn+HsoFBJWyQ4M6fPEXZ7hcBiRSETWinEEAnDUEAM83/myLAvdblfGcHCszGg0kqLvF5FdYI1bJBJBLBaTVW7a8ek06aRA+XHAze6encrFFI/Hg0wmg4WFBQSDQRnJxCxWt9sV3eIIMD0snAEWayx10KBrLTVusCuRAabrsZ5b7IAHC3L1RRiNjpYjc1QIixqdTifC4TDW1tYQiUSQSqWkBo5DRk/SIPA4u90uyuUyQqEQwuEw/H4/AoEAarXac+XT+Zm5+JkbJPidGya0MurPyP9nZ64ZbVzE5oUnLRo3GxfMG/irdhw8jhcJHO1AiH4/DWiPc8AvisX+qoX6b/eZeC9Xq1UpltadnDxXrAGbmZnB3NycjDvo9Xo4ODgYK084CfszGh2NldFF2XoK/UkKdyaHw2HpdA0EAtKgoDv67MYz8JjtZMq2vZzicDikTj0QCKDf78ucSy6j5zpI6jvBWq/Xk3mGbFQwRzmZo3Lsat74/Szp37kFb1p0mk8bVQ7P7PV6MvuF4IVghHUZ6+vrWF5eli0LbrdbakJM5P08QlTPNV3xeBxutxvlcnniotyneW1OMacB5Xy7cDiMUCiE0ehwmXmj0RCgRkaOjsN8fx4XuyvPkgI/rUxijPTPZC6pBzw/uibpNKN9u+hQH/+LkElAzo4F18DyIoA2CtlsM0DkZwwGg0gkEshms9je3ka5XB5jnHSzA9kBh8MhTVSDwQDlcnkstfi8osfakDUkeDvJpiSeC6/Xi0QigcXFRaytrSGbzaLb7aJQKEggqUGt3X30NDbGLCa/KLp2nuRFn3ey1SQVqNNc06ffmxtw2FXaarVkO4wepaSDIzMTYwI5XQJyluzZuQdvkyJ9ghCuZaEhJMvl9XoxHA6xv7+PwWCAZrOJW7duYXZ2Fm+//bZQrBsbGycWoWpmy+Vyod1uo1AoSD7eBBZPa8SYrgiFQojFYkgkEgiFQggEAhK1MFphXQAXqXNgr673M2ljr9c7tvz3vIodw2bWOAQCAUSjUcTjcZmRxaHOjUZDUk76f7+Km1qDf6bAXmR3tJ08CVi8aHWADPII5vUXUy90BgRwxWIRDx48QKlUwmg0kmYHAJK6zOVyMgm+0WhgOBzKSA2+3kmkafg6uiv6pMAbP5PH40E6ncby8jJWVlaQzWbh9XoFpPI4CCLtam3tvj/p+18EPTsvYjL/L1K4hD6dTiOdTiMYDEoqlOvUqNe6IYG+jT5L+zadNtWfR38+4IghPolyppOWcw/eKKYR0GwZu1Hp5AaDAcLhsDyXUShwOIHc7XYL5Z/L5U40vcCU5nA4RKVSgWVZomRPa6S1wrF7LRKJIJlMIh6PI5FIIBaLIZVKIRKJoN/vo9FowOv1IhwOyyJzvk632x3bzcnzA4zvQT3Pohs5gEeBHGn4UCiEVCqFxcVFrK+vY319HclkEv1+H/fv38cvfvELfPbZZ9jb25O29K9KyNrSwevGEw24X4RMAm7agV4k0EZhtM86Us2+6VobOpFkMom1tTVcv34dhUIBX375JQ4ODsbKPZjC6fV6EkhZlgWv14tgMHgi11ODRfPanJSeMCCNx+NYX1/HzZs3sbKyIvO1dFe9HmRNMDmJ+eDvk97TZMGPe/5Unk808UAChFkdrmAsl8uoVCpSr3lS7xsMBrG2toZ33nkH6+vrGI1GKBaL4jfZqMgUqS6Noj/TPp73KPDolAEzo6FLDfi3s1JCdGHAGzB5GKimRlutljQt+Hw+SRuypbhUKiEWiyEYDCKTySCRSIjBeR7RjAlXeTBC6HQ6j50vZxoonTojcAsGg4hGo4hEIshkMlhcXEQymUQwGJQCZUYcVHCuD+PvBJfaqJ7VyON5xNxmoUEw2ZVer4dGo4FqtQqHw4HFxUVcunQJPp8PW1tb+NGPfoTvf//7+MlPfoKdnZ0XtiPSPG6/349kMoloNCpp8GazOWaoThrEPa4W8ziHe1F0RjsAzeqb3accwg0AqVQKN2/exGuvvYbNzU18/vnn2N/fF6fTbDalvIH3Mhl0v98vLPfTMpk6sDOB9UnrhcvlQiQSwcrKCm7cuIHLly8jHo+L82s0GuLgdZe7HdM2iX17HFs+lRcrZJ5TqRRmZ2cxMzODmZkZRCIReL1e1Ot17Ozs4PPPP8f29ja63e6JvC8Bo8/ng9PpFPtGgiUcDuPg4AC5XA6NRkOAnPapevC8bpbh63Ncj37OSTHeL1IuFHjToi8EYF+joyl8pjJZDNlqteD1epFMJlEul5/bMeuoxeVyyWgSgiatZHbRAL/rAmjWZYXDYfmKx+PIZrNYXV3F3Nyc1NFUq9WxxdAsAmWRJ+fA6TlU+jx2u90THyJ8WqLrjyiWZck5JUvbbDZRrVZRLpexs7MjKeirV6/irbfews2bN/Gd73wHf/mXf4m//Mu/xM9//nNsbm6i3W6/sGPniIlsNou5uTlxjs1mE41GQwIQGrLnvV5mse7TgLiLJp1OR+pJgaPZh0x16mCw1+uhVqvJPMf5+Xm88cYb+Na3voWdnR188cUXePDgAQ4ODrC1tYVgMIhAICCvyWCMoMdkD447z2ZgZ87eO2nw5vP5kMlksLS0JPPcGo2GNEgR2JIZMde4PQkonaR70zq3Fy/UJa/XK8EIMxHU236/j52dHfj9fvR6PVl/dhLS7/dRLpdx584d1Ov1sYHPo9EI9Xod+XwepVJJ9JErs3gv0s/qmbD8bpYIAZOZ6bME6i4seAMeNQYmq8UOFT6XYK/f70uenYryPN2nZp0Sj4V5eG2U+XzzZzJi+ou73ZgWDYfDSKfTssuQ09T1gnq+Jmv+WG/H9Cm7VLnsnF07HGNwnkXftNrBUbSz0/R4tVrF/v6+1EoCwOrqKuLxOK5fv47FxUW8//77+H//7//hz/7sz/DDH/4Q+Xz+xGsDXS4XYrGYMBzz8/PweDyyvzeXy6FQKMhnazQazwS4Tf0z60GA49OnumxBv95FcLK8X6LR6CN6RP0hiAMgwROB9crKCq5cuYLXX38dlUoFH3/8MT766CPs7++Pse86bcOVUnpTjBno8Tuf7/P5JLXL0hBdInESoEczhC6XC51OB4VCAcPhEIlEAqPR4ULxfD6PYrE4NprkWdPrZmCry2O+yjqsl0X0OSWAYwNcLBYTPQcgUx3i8bjsCT8JoNPtdrG/vy8+LpPJSMkIx34xWPX7/fD5fJJNomjQpbvk+Tf9efVjds0KZ0XHLjR4o9gZWeBoajMZKM3UMaWYyWSk+4vs1bO8N6ezk+GjAugiyuP+n+k8Gku/349gMIhYLIZIJAKfzwefz4doNIpEIiHNBYx6yZwRnLIjssHfAAAVsElEQVQjh12n5uR4ppa3t7dPtIbhNMVkHswZeHp+FwGsZR2Odsnn87Csw/rEg4MDbGxsYHV1FdlsFslkEpcuXUIqlcK1a9dw8+ZN/Pmf/zk+/fRT1Ov1E4vUfD4fVlZW8O677+KNN97A3NwcPB6PLGHmtY9EItjZ2cH+/j5qtdoje/yO0zXNSGqW1zRqj3PAFzmlRUDv9/sRiUQAQNh0Aq9QKDSmQ6PRCPl8XgKB9fV1XLt2Db/xG7+Bd955Bx999BEePHggTo8OqdvtSl0RARjvZT0p3rIsqTubmZlBKBSSqfO6cJv/87zOh/aIQNHtdsuqP95HtVoN5XIZe3t7qFQqEsxMYgBNp3iRdeg8Ca8ny2263S4qlYr4tcFggGq1ivv372NnZwedTkcIBuDROsZneW/OU4zH4/D5fPKe5XJZOrT1bMRGoyEdqey21sN22QVO0fXxdo00vIfPCusGXFDwZsccUAHYRRiNRhEKhTA3N4fLly9L8SWNMB1eJBLB/Py8zJVptVpPpYgERhxYGQ6Hpcau0WgcO6TSFB35RCIRRKNRBAIBMaKJRAKpVArJZBIejweVSgWFQkGmTFOJyaYNBgMEg0GprSGQrNfrODg4wPb29pmIME5aNJOkU+e8makrBL7s/uv1esjlcqjX6ygUCrLqp9PpSBS6urqK7373u4jFYkin0/jwww9xcHAw1p36PMdMA8PAIxwOw7Is6boiiAcgOsx1RLqEQNdKMnDRHZMUO6bDNGTa6WrGzXydi8TAjUYjAUYzMzNjn00XN+tAgExurVaTBoZ0Oo3Z2Vlhcg8ODsQR1Wo1FItFtFoteT06T+4G1c7J7/cjm81iZWUFkUgE3W4X1WpVdjpyZIJZ8/O014OfiwwjdYiOnDWYrVYLxWIRxWIR5XJZdHBSPeak34/TmynAe7FCvSPp0Ol0kM/nxU+yFo2sVyAQELtCAuF5tq04nU5pHotGowAg+l6tVlEsFsdYPt6XWs9YssRGQb3STtdz200PMPXrrLBuwAUCb2ZdmEbs/GI3Jov52c4ej8fhcDik/Xg4HCIUCo0xMXrG09O02LOYd25uDrFYDA6HQwCg7riiTEo5AUfgLRgMChhkGi8cDmNxcRELCwsIhUIol8vY399HPp+XKJ6G3ufzCWjjjce6nZ///OcvJOV3FoQMppkG1M0ZBHBmtxH/pgteu90uarWa6EooFEIwGMS1a9fEiS4tLeEHP/gB7ty5I0blWcWyLFQqFWxsbCAej2M0GiEej0v6QBumQCCAVCoFh8OBarWKfr8vI2P8fr+wwG63W1bLVCoV285ZXcCrv5sgWB+nTi+YP18ksSwLhUIBPp8PqVRK2HHgKAjgzz6fD5FIRNKZvV4P+XxedCgWiyGZTEqAxTT93t6eNM0EAgHEYjGpzyWIGwwGCAQCsrA7FovJfLX9/f1HNjY8C+jRJRwEpZxVGYlE4Ha7pcMPOEwxa+fKtLCpB0/Lttml8c3azJdBvqpgiHaTjWyNRkMG2bO+jPVn1Ac2FZABMwfjHnfM+loyOGDdG1dKcqg1gxvN6vK9yNZFo1H4fD60221UKhXUarWxYzFBG0UDvLOULqVcGPAGjAM3RoPBYFAKzTnsj92krAsBIAW1zJ33+33ZjcaokQDuSWdqUekJkAjaqMysjyFwNCfWa9DA54ZCIfny+XwYDofwer3S/eN0OrG3t4dcLodisTjWheh0OsXQ6gaN0WiEarWKO3fu4ODg4MVdoFMW3ohMEZtpdD5HOzhGcgRuBL2k5g8ODjAcDtFsNhGLxRAIBMSgXbt2TcB5v9/H5uamsK1PI0xPUEdLpRK2trbgcDiQyWSERfb7/ZiZmRkbPaNrQJxOJ6rVKra2tnBwcCBNDtRHFtub54HHT12h6PIDHqc+z49jVi6KWJaFTqcjqWsOw6YjCYfDY3tRY7EY/H6//C9rU3u9ntyXvV4PDocD0WhUnsPNDQ6HA/F4HMFgEMlkEj6fbyyoo70jM8FVQY/raH+Sz8kgmLVHTGM5HA7JWNB2meOFtDM87j0odgyImVUx//ei6pid6ADqRX1uzbKzBlozW5xWwJ3Z/X5fBsTzelCfJ61Es7MT9J0MNGn7Dg4OcHBwgG63K2wyg069nYTNhktLS1hYWIDX68Xu7i62trakdKDf74+9pwZ+diDzSTNkX5VcCPBm1rQx+iXY4cwzRod8HqlWPfeNjphDejmZmWkCGifdMWV3MXVayuFwiNHl+5P1YFcjX88uomRUn8lkkE6nxfhzKwI7DwEgl8uhVCqJse73+3C5XJidnR3bFsBjdDqd+Iu/+AuUSqUzo5QvUngtPR7PGFjWTQq6Dk47HN70euUKR71wFEs0GpWVZz6fD8vLy7h9+7akw55mnp+OeNl9SJavXq9jf39fuqIByAo4RptkbjhDrNFoyFBoXQhPx+9wOCSdzvc39/6xbkSfG23QzMfOmsF70cLtJcFgEOl0Ws4fARy73RKJhDAC1EOCY17v0WgkdaypVEqundPpRDQaRSwWk5rXaDQq22RarRZqtRqq1epYQxJtkr6+T3NdyGTQ3nDRvR6USkaXn8nv94sdMoPTSTIJoNkBOACSTj7JjRHnRcz0t/md8qwAT4MaPRWBzS+j0UiCRV4DkgWWZYmNIXumh97q17QDcDqtybrtTqcjdpjTALRNZb3p8vIyrly5gpWVFYTDYQm0JwWWZhmIGXDwOWdhvhvlQoA3Ch0uaX3m4BkVkoFg+iIUCgGAdGMS+LEuhbUbROj6tXmDaMClbySdriXwYz0AhU0BegK5Zg71XJ3FxUXE43E5ZjIhfr9fOrvy+bwUOXe7XUn/ssaPtLHD4ZBxBQ8fPvyqLs+ZEMuyZMYWozqdStVfNFqandWpc70YWQO7fr8vAM7pdCIWi2F+fh6ZTAalUumxw451EEIWj7tpWQhP5o8pA70CiSktOmrWXfL1yB4TTBLYsTbOPF88Hu00eW600zQN4+NYlosqTC01Gg0ZnTEajRCNRqXBhE6QWYBkMolAICC1bvl8HuVyWdKh0WgUmUxG9IqBINfe8fo2m01Jleq6H9oU7YyetHGB7xWPx7G6uoobN24glUpJEEEGBoAEpcxUELw9Ta2wZtqOOyZ+N7v1X0bR95zduXseUEvQwsCAds3j8Qgbp5k1BiF8Dn0ZhX6TjTl2oFtnrQgQ+/2+2GWWDPDeIpHhdruRSqWwtraGlZUV2VfOek+dQeBxaFBmBqL8/GdRxy4UeDMRMlE95w71ej10u13EYjFJoRLcMXLQqQV2mHK4rXZiJjvD99eOl5P6E4kEFhYWkEwm4XQ6ZWwA07F8bSp6JBJBKpWSMSXct8pog+/DdAmdOGtNeGx66f1oNBJQ94d/+IcoFosvpWOlUCd4jXS3LZlVcxckb3T+TpaKYIj6wsaUcDgs5z0QCCCZTCIWi8lEfQ32yfixm5ipcab39bokAkZS/4xGtaMmiNNDZPk3zh4rl8tSwG5Gnrq+yQS3rNnifk7T8J21CPU0pVwuo1arSQqHpRe8jyks8GbH8MrKCnK5HB48eCDNMdQLAj6/3y/6RfaNnejsTgUgnek64LSr+TFZHP7MZqi1tTVcvnwZi4uL8Hq94kyZtRgMBtLEweYEE/Tr9zHFLBfRj/O7mZp/mW3YJDlp9pH2kD+TdOC6OA6dJ8in76OdpK/iqA92IrMzlbZQH7cOlKlX5ggc2hnaGgYz4XBYSBj6f/p+MttM5drNTtQ+gF9nUS4UeAMwdlH1uhl2aRK0MRJkvQaNAmlfp9MpzEy32x1j06is2oDwwmvGhMwZVyylUikAQLVaRS6XkwiCdDKBBJ08B7AyVcLF13oIIdNiNKQ6zcbPVa/X8Wd/9mdoNpu4e/fu6VyYMyoEUjz3TPlo6lynmzioVYMaphL1YNZms4l2uy31IDMzM1haWpJiWb1GhuvKOKMvnU4LiGO9JFOzjECZBuOcI736Raf0WUMFHK04Y9pXAz4zJWXHHPv9fkSjUZmons/npRyAaeWXKUX6pDIcDmXWWTabxeuvvy4smB6rQPYsGAwiGAzi0qVLmJ2dRbFYRC6XQ7lcFsDMe59fkUgEzWZThm6Hw2GkUim0Wi25zhwzomuldN2iBk/Ueb/fj1QqheXlZayvr2N+fl5sE9k13kPcLKGBm7ZHdKh27AbFTJOaX7phaCpfjWimFsCYr9SMvp75xgYujrFiEEpWmjXcZGbtxnPQ3gIYC5rNcTksL5idncWNGzewsrKCTCYjWapKpSJ1erzP9Fgf6qPWL+rwWdazCwfeKLwIZNL0Wg2moDT61k6YrfisF9GInTUqmq3QjAi7ylj7QdAYCASE4QmFQjIhmkpDw+bxeITRIRvD2j0+nzcG06jD4VBuAv6dnWb379/HD3/4Q7kJpmIvdD5OpxOJRAKhUGhsth7T3kxH8qZmB1ar1RpbK8ZaMgIn7gJkrRL1k8W9XGY+NzeHaDQqYyA4ckHXmPB/yboA4+kjnRrQC+wJ3mgAJxUOk22kTmonnk6nxQDznNGITuV4GY1G2NvbQ6FQgNvtxne/+134fD4BPbyGdHQMwNxuN9LpNGZmZsZAOYNI6ha7PRmUhsNhJJPJsVpbHgevvRl46lrdQCCAeDyOhYUFzM/PI5lMyuvoUTrUSx0U0PnqWXR8/UlbIswgQttkfbxTOT1hkKbnuOkSHuouMw0LCwtIJBKScSoWi2I3yOpyYLyZxjfnAjJDRb2iDXS73UgkErhy5QreffddrK2tIRwOo9froVAojAFF/r/dSCStr+dBLgx40ze+Zt/0je9wOGTQLtOnLpdrrN2ezk8PtNR5dZ2aohFjyg2AzJJjnUo6nUYkEhFGT3eNplIpqUvjoEG+NzvPmJLjMXBw8Pz8PHw+n7B3ujj9Jz/5CX7yk59gf3//NC/JuZTR6HDpca1Wg8fjweLionT1Mq2pUwXmDc/NHJyDpJ1QKpXCwsICRqOR6F44HJbmAsuypAO00+lIHRprO8gK0tARoFEnNTjTug+M3xPmhH4TvPFzeb1eqRENh8MIBAJot9sSFBSLxSloewahs/vDP/xDpFIphMNhfPDBB+h2u8Ke8X6mU7EsSzqGAYwxdOz+ZE3tYDBAvV5HsVhEJBJBqVRCsVgcS8WzSUozfrpWUo9GcjqdKBQKqNVqiEQiMgRYBwx6fV6/35eMAQNgvarNrnh+UpPCSQwUnsrzi2ZKyUxRN0iC0Nbw8UAgIGlMzeZy+0+5XMbm5iY2NjZk5Idm76lLtFl8XR4H/bDf70cmk8HKygpWVlYwOzsrgS3T+LwnOOJEZx3ob8+bnl0I8KZrN/SNr6M0DeKofO12W1A/GQ7WoGkaV6dHGS0wHUUmjWweu2vIvHBgKhkKHZloAEDlpGHX9U9k8hjNJJNJYeLYXLG1tYW//uu/xocffjg1eCcgvA537tyBw+HA8vIyIpEI1tbWhJkgfU9gxzojpjGbzSaA8ZQUF3gTjLFbkN2FTPezuJYsWKPRQKVSQbFYFGOkGQyzZs0upa/vATs2QzMwJvNRKBSwvb2NUqmEarU61a8TEg6x3dragtPpxNe//nWEw2Gsrq4KgKOdIDtH21Kr1RAIBBAMBqVxgXVIOsDUY0rC4bDYGTo+OlgCdT29noOomSKjDWy1WmIDm80mSqWSdLjW63WxpdpJmmMYtJgsyFTOnmhboUEW9Y7ZIDbmcMdpo9GQpjmOl/H7/Wg0Grh//z5+8Ytf4JNPPsH29rZ08GubSVZXj3TS9wH1cDAYyIxS+sW9vT3s7u4il8shn89LRoN1meeFZbOTCwHeKIxSdb2FHpRJypfphW63K6kJMmNMs9oN0GWrPOngTCaDRCIhXWJ6gjgLMdmAEI1GxbCyDmo4HCIejwsjx0jDsiyZ2bW2tob5+XlpOnA4HEL//uxnP8N//a//Ffv7+yiVSqd12i+00ECxK3drawuBQADvvfeeAHAaGp3q0nMDmbJmGmp2dlb+lwxKOByWpgQ6PjIgg8HhfsyNjQ3cv39f2GLd6aWNnWbX9OfQYE1/aWepu7l4T+jOxam8GOH5/f73vw8ASKfTCIVC+PVf/3XZmjEcDqVWlx18TGmzGJzsHAc3c7sKdxyza5T/x8HAHD3UbDZlmwybUTRApJ5ST6jjnI/JEhUd/OqUmG7ysmPgpnJ2xew2t6zD7nZ202ezWczOziKRSEhHPrNFzEYR1LE0yePxYG5uTiY+bG1tyVBxE9Br5haA2Ld6vY7d3V0ZCpxOp+FwOFCr1bC/vy9DrovFIvL5/COvfV7FAeD8f4oJohkEAjlN3+q6EQI7Gh5gvPuKTBjXHuk1NGzt5wBWt9uN+fl5SW3q9APfi+mwbDaLWCwm65M4t4ZzaiKRCHq9HorFIj7//HP0ej38u3/378bWgUzlqxfWEd26dQsejwfpdFoAN7dc7O3toVQqSX0IGVSmUOmgyZrousd2u42HDx9KOqFWq6FUKo0NXwYggQkdaavVGuuY5rECRw0LukMLeLTbUD82ldMV2p2vfe1rUo/JurhEIgHgcJOBz+eTYFLPAtT1tKzdpT3ieBLuwCVTUa1WUavVhAWJx+NIJpOSNWCtG3A4Zonrrxh8lMtlAX+cwUX7yqDgIjjPl1G0/2SjwuzsLG7evInXXnsNV69eRTKZHCtHKhaL2NzclD3LTFNSH9rtNgCg0+lITWij0Xiki92uyQY4KlXhPNdgMCh7dlutFjY2Ni5k9/uFBm92olNB/7/27p1VeSAI4/hDFMEQiReSgHY2Vjb2fmJ7v4GNta2FYhEr8YJWgbfaZeJR3lMdznr+P0jjpVuSmczsrKQvdfRXPTx2lEMcx37Ar1vEz31HkjSbzTSZTHS5XPymB1cOu9/v/kD4+Xyu0Wik/X6vw+Gg4/GoKIo0nU4VRZHW67XPal1zOn4flwQ0Gg3lea7xeKyyLFWWpZIkUZqm6na7iqJI2+3WPxTdAFY3GqbdbivLMp1OJy0WC5VlWTvc3G6Q6fV6/igaV261JVV307Nvl+0YD9sjijDYTU4ukXQjX9I01WAwUFEUarVa2mw2ejwetdEiSZKo0+kojmMVRaHb7ablcuk3UdjSplsneZ6r3+/7dWUvN3G/qip/PNj5fK6NZrB9uwifDeCqqlKz2fT93cPh8Mvbt91up9Vqpev1Wks2bTUgyzIlSeKPUrO7PZ8rA3akk2PPJX/1v0/054K3n2IDO9tz9Lyg7MwafLZ3wZLNKG1y4RKJdzehV3MGATtW49Xn9pJUG0LuvHtgPn8HWM/3Mul7JxO8W3t4j+ANAP4I+syAz0DwBgAAEJDo/z8BAADAb0HwBgAAEBCCNwAAgIAQvAEAAASE4A0AACAgBG8AAAABIXgDAAAICMEbAABAQAjeAAAAAvIPhUbUhPQA4N8AAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, _ = plot_image_grid(\n", " processed_batch,\n", " vmin=-1,\n", " vmax=1,\n", ")" ] }, { "cell_type": "markdown", "id": "7e1f72e5", "metadata": {}, "source": [ "## Dataset loading\n", "\n", "Generating unconditional ultrasound images is nice, but we can also perform a task with these generative diffusion models. For example, we can inpaint missing regions that were not acquired during the ultrasound scan. We can use the `posterior_sample()` method to generate samples conditioned on a measurement, given some measurement model. \n", "\n", "First we need some actual ultrasound data to condition on. We can use the `zea.Dataset` class to load a dataset from Huggingface, or from a local path." ] }, { "cell_type": "code", "execution_count": 9, "id": "70dc38e5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: Searching \u001b[33m/zea/.cache/zea/huggingface/datasets/datasets--zeahub--camus-sample/snapshots/617cf91a1267b5ffbcfafe9bebf0813c7cee8493/val\u001b[0m for ['.hdf5', '.h5'] files...\n", "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: Dataset was validated on \u001b[32mFebruary 23, 2026\u001b[0m\n", "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: Remove \u001b[33m/zea/.cache/zea/huggingface/datasets/datasets--zeahub--camus-sample/snapshots/617cf91a1267b5ffbcfafe9bebf0813c7cee8493/val/validated.flag\u001b[0m if you want to redo validation.\n" ] } ], "source": [ "dataset = Dataset(\"hf://zeahub/camus-sample/val\")\n", "\n", "data = dataset[0][\"data\"][\"image\"]\n", "\n", "img_shape = model.input_shape[:2]\n", "\n", "data = keras.ops.expand_dims(data, axis=-1)\n", "data = keras.ops.image.resize(data, img_shape)\n", "dynamic_range = (-40, 0)\n", "data = keras.ops.clip(data, dynamic_range[0], dynamic_range[1])\n", "data = translate(data, dynamic_range, (-1, 1))" ] }, { "cell_type": "markdown", "id": "1dea5ba8", "metadata": {}, "source": [ "We can then create the measurement, by subsampling the original data using a mask. " ] }, { "cell_type": "code", "execution_count": 10, "id": "6fa46361", "metadata": {}, "outputs": [], "source": [ "line_thickness = 2\n", "factor = 2\n", "agent = EquispacedLines(\n", " n_actions=img_shape[1] // line_thickness // factor,\n", " n_possible_actions=img_shape[1] // line_thickness,\n", " img_width=img_shape[1],\n", " img_height=img_shape[0],\n", ")\n", "\n", "_, mask = agent.sample(batch_size=len(data))\n", "mask = keras.ops.expand_dims(mask, axis=-1)\n", "\n", "measurements = keras.ops.where(mask, data, -1.0)" ] }, { "cell_type": "markdown", "id": "8d4917d6", "metadata": {}, "source": [ "## Posterior sampling (conditional generation)\n", "\n", "Finally, we can use the `posterior_sample()` method to generate samples conditioned on the measurement. The `posterior_sample()` method takes a measurement and a measurement model as input, and returns a posterior sample. We can draw multiple samples and visualize the posterior variance as a proxy to see how uncertain the model is about the missing \n", "regions." ] }, { "cell_type": "code", "execution_count": 11, "id": "ee615b0e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m200/200\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 53ms/step - error: 18589.1348\n" ] } ], "source": [ "## Posterior sampling\n", "posterior_samples = model.posterior_sample(\n", " measurements=measurements,\n", " mask=mask,\n", " n_samples=n_conditional_samples,\n", " n_steps=n_conditional_steps,\n", " omega=30.0,\n", " verbose=True,\n", ")\n", "posterior_variance = keras.ops.var(posterior_samples, axis=1)\n", "posterior_samples = posterior_samples[:, 0] # Get first sample only\n", "# scale posterior variance to [-1, 1] range so it can be visualized\n", "posterior_variance = translate(\n", " posterior_variance,\n", " (0, keras.ops.max(posterior_variance)),\n", " (-1, 1),\n", ")\n", "\n", "## Post processing (ScanConvert)\n", "concatenated = [prior_samples, data, measurements, posterior_samples, posterior_variance]\n", "# limit number of samples for visualization\n", "concatenated = [sample[:n_conditional_samples] for sample in concatenated]\n", "concatenated = keras.ops.concatenate(concatenated, axis=0)\n", "concatenated = keras.ops.squeeze(concatenated, axis=-1)\n", "\n", "processed_batch = pipeline(data=concatenated, **parameters)[\"data\"]" ] }, { "cell_type": "markdown", "id": "abb015f6", "metadata": {}, "source": [ "And now let's visualize the results! We will show some prior samples, the original target images (CAMUS dataset), the measurement, and the posterior samples. We can also visualize the posterior variance as a proxy for uncertainty.\n", "\n", "In short:\n", "- **Prior samples**: x ~ p(x), sampled from the diffusion model trained on the EchoNet Dynamic dataset\n", "- **Original image**: x, from the CAMUS dataset\n", "- **Measurement**: y, a masked version of x\n", "- **Posterior samples**: x ~ p(x|y), sampled from the diffusion model conditioned on the measurement y\n", "- **Posterior variance**: Var[p(x|y)], visualized as a heatmap to show uncertainty in the posterior samples" ] }, { "cell_type": "code", "execution_count": 12, "id": "88e2be32", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_rows = 5 # prior, batch, measurements, posterior, posterior_variance\n", "imgs_per_row = n_conditional_samples\n", "\n", "cmaps = [\"gray\"] * ((n_rows - 1) * imgs_per_row) + [\"inferno\"] * imgs_per_row\n", "\n", "## Plotting\n", "fig, _ = plot_image_grid(\n", " processed_batch,\n", " vmin=-1,\n", " vmax=1,\n", " remove_axis=False,\n", " ncols=imgs_per_row,\n", " cmap=cmaps,\n", ")\n", "\n", "titles = [\"p(x)\", \"x\", \"y\", \"p(x|y)\", \"Var[p(x|y)]\"]\n", "\n", "for i, title in enumerate(titles):\n", " fig.axes[i * imgs_per_row].set_ylabel(title)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.11" } }, "nbformat": 4, "nbformat_minor": 5 }