{ "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` 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": "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.data import Dataset\n", "from zea.visualize import plot_image_grid, set_mpl_style\n", "from zea.agent.selection import EquispacedLines\n", "from zea.utils import translate" ] }, { "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']\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m90/90\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 88ms/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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", 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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: Using pregenerated dataset info file: \u001b[33m/home/devcontainer15/.cache/zea/huggingface/datasets/datasets--zeahub--camus-sample/snapshots/617cf91a1267b5ffbcfafe9bebf0813c7cee8493/val/dataset_info.yaml\u001b[0m ...\n", "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: ...for reading file paths in \u001b[33m/home/devcontainer15/.cache/zea/huggingface/datasets/datasets--zeahub--camus-sample/snapshots/617cf91a1267b5ffbcfafe9bebf0813c7cee8493/val\u001b[0m\n", "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: Dataset was validated on \u001b[32mJuly 17, 2025\u001b[0m\n", "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: Remove \u001b[33m/home/devcontainer15/.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\", key=\"image\")\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[1m41s\u001b[0m 117ms/step - error: 20046.6328\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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ITmKhUEA0GpXyM4OUyWQick6xWEzmAtfrdZTLZamQ9Ho90aT1+XxIJpMyR7jZbGJpaQmj0Qivvfaau8YeYpimiRdffBHNZhOj0Qg7Ozvodrtyz5mh5tpiIsXr9UpwW6lUZPZ0t9uFaZoIhULweDzweDywbRvtdlu4t2yuCYVCCAQCj7wAuOs0HjIsy8Jf/st/GaurqyITUKvVMBgM0Gq1YNu2lHbI22BpZzQaoVqtYjweSxcruWh6ZrDX6xUjzYcJ2C9Tl8tl5HI5vP3tb8dXvvKVw7wULu4TIpEIfvRHfxRzc3O4du0aXn75ZbTbbQCQTlWuDa4ZOpEs73Q6HVSrVaysrKDf7wvvLBAIIJvNIh6Po1arIZ/Py+aeSCTg9/vR6XQwPz+PyWTiRuoPKaLRKL7/+78f8XhcmhFog1j9sCwLlmUhHo9jNBohn89LZ2u73Uar1UIgEJAuanLLAEigDOzbuGq1KlkgYL9cmclk8Nhjj0mVxsXDBWYYGcQmEgksLCxge3tbHDuuB9o0UrlI4QIge6HP55NkC5v6bNuWqUQUBNfrLpvNYjgcPtJ2zHUaDxGmaeIDH/gAxuMxdnd3peynncN+v49OpyMPgW3baLVaaDQaAPY3fUZahmEAgHSSMdPIRc/SNgAhldPJXF9fR6fTcUvVDxlCoRA++MEPikTOpUuX0G63JfoGIEEE1wPBUqDf74dt22g2m7hy5Yr8DNgXW15bW5MMEPUba7UaQqEQDMPA4uIiWq0WTNPEeDzGtWvXHvBVcHE/EYlE8NGPflT4sLZto1QqodfrwbKsKUmT0WiE0Wgk3MZWq4Vmsym2jh2wlEoJBAIYDodSWqSsmGmaovsYj8cRCoUwHA6RTqdx9uxZnD9//rAvi4t7CL/fj8cffxwA0Ol0YBgGMpmMTEJjEEz4fD7JJNI2kcJFGxcMBhEMBgFAlCIASJWOmqG0dbSHuVxOmk8fRbhO4yHBNE1853d+J0zTRLlcRrVanRqfpTXK4vE4Go2GbMh6asJgMJAM0Wg0QiAQALAfaekMEiMoZpA0h20ymSAcDuPxxx/HlStXJJJzcbwRCoXwnve8B4lEAgCwtbWFYrGI4XAohpAOI9eBbdsSXHC9aDpDoVAQikS5XBbjnM/nZawleZG9Xg9LS0vS0DAej7G6uopCoeCusYcElmXhe77nexCJRETeq9lsotPpyPQqdqqSr1ir1SSAqFarmEwm6HQ6aLVaUhkJBAKiQ5tKpWQtcjJWp9NBNBrF/Pw8crkchsMhSqUSarWaSPO4a+zhgN/vx4kTJ0TDk1nCYDCI7e1t7O7uSqDBShoz2EyKcP3QXul9kk4kbSGbSXu9nnAhmfn2+/0Ih8OYn5/H7u6u6No+SnCdxkNAMBjEu9/9btEu0yUYapaR+0OJCvKEaIy1EeXIrX6/j36/j9FoJGVHvo/GmA+WJg2TeB6Px/Hcc8/hK1/5inRauzieMAwD73znO6eaCajFSOI3nUMGEAAkA6mpDNRp9Pl8snaCwSA6nQ6+/OUvSydiLBaTdUj+EDNINPShUAgvvPACvvjFL7pr7JgjEonggx/8IMbjMQqFgmSamWGkQDLpMQxiqZPX7XblD5v0uFbYyRoMBhGNRjEajdBoNNDpdKRkSIke0iUYmDSbTTz++ON4/fXXXcfxmMPn8+HkyZNIp9NCYfB4PDBNE/V6Hbu7u2i321J6ZjKF9oZ2TXO2ae+63a4ojDAjzk5+27YRDoeFux0KheR4gsEgBoMBTp8+jfPnzz9ydsx1Gh8wgsEg3vve90r0zCkaJOdyEVerVUmft1ottNtt4QjxASDh1+fzwe/3S2MCN3btOGouIx0B/rzT6WA4HGJtbU20+r785S9LI4SL4wVmscknYzPVxsaGlGuobdbtdmU9ABCxb0qacI1wrBujdM6fBvYzkMPhEO12W0S/OQO9WCwCgBxHLBaD1+vF29/+dnzta1+basZxcXxgGAY+9KEPIRqNCpWGmzDtGtcCANGX5QbMqgmdTAYpbHwZjUZotVro9XoolUpTFRW+t1wu4+LFi1hYWEA6nUaj0ZBAqN/v493vfje+8IUvoNVqHfLVcnEn8Pv9OHXqlJSZSVFgppkJFAYawHXaDNUf6Dhyv3TSbzR3ezKZYDgcwu/3w+v1yvd1u135PwMgwzAQi8Xw+OOP44033nik7Jj35m9xca/g9/vx7LPPitAouwipCdVoNOD3+0UyZzKZyGLkmC2WC7kJ+3w+iYgYbel0PLOMOgXP1zW/sdfriTJ+IpHAuXPnJIXv4vjAMAy8973vleYVZhgbjYZkZJiR5voDIIEHAxFG5DSqOlvd7/dRLBZRLpfR6XQkW03HQMv4APvGmR3+hmHANE2kUik888wz7ho7hvD7/XjnO9855RR2Oh0ZJkCtvHa7LV2uzADZto1arYa9vT1UKhV0Oh35XK45aoSSU9ZsNtHr9dButyVAGQwGwuXOZrPIZDIIh8MSHFOK7P3vf7909bs4PvD7/VhZWRFuPkW7A4GASOZcvXoVjUZD9jFdIdH/Zqna+X+ClT4mWPhvNgUy2x2JRBAOh8VWRiIRZDIZPPXUU1Of97Dj0TnTQ4bP58NTTz2FVCqFbrcrkQ8zMiSIU1iUZWrKlzCC112uLFNzgddqNfk/IyydXdTlbP0ayzoARPiUEderr776SEVRxxmhUAjvfe97YZqmOGjtdls0PXWZmKVjdkAD040w4/FY7jsNMLONjO5DoRBM08Te3p4EM81mE3Nzc1Ky4QZOB5SafHNzc2LIKRTu4ujD5/PhxRdfxNmzZ4UzxuEDbJqam5vDwsKCcK7ZTc1uVTqXvOcMVjQdx+PxCIeMNowbPoOScDg8FTwvLS2hWCyK49poNKSE/t/+23+bclBdHF0EAgE899xzaDQaoiACQAKJZDI5xbkGIA4e7RsdO9Ij2BTKfY4JGY/HA8MwRKMRAHq9nti84XAocmJ6b+XPuf5Onz6NN998UwLlhxmu0/gA4PP58NhjjyGXyyEcDksmkBmcRqOBQCAgnYLknDEjxKwkuT4UJCXhl7wgLmpdbmSGSPMYtXPAz6NMitfrxcLCghj0J554Aq+99pq7qR9xhEIhvOMd75BsTTweFw07AJJpZJMVCeEaWoqCa410hUwmg7m5ORFjprZeuVxGrVZDLBaDZVnSjBUKhaRjkRw0yvCwA3Y8HqPX6+HcuXN4/fXXHwmDe5zh8/nw5JNPIpfLwe/3i4IDuap08Ng1H4vFhIfo9/tF6FvLOumgl5lsOo3c2LlJa4kdy7KwsLCAXq+Ha9eu4bHHHkM2m8Xy8rJMj2GDzWAwwPvf/378r//1v1zH8YgjGAziySefhNfrRSKRQC6Xk5nlzWZT9jMGolpihwkRrU/MfZPgetOULdq5wWAAwzAkGOHvkoM7GAxkLCGDEnbwh0IhnDhxAlevXn2LXX3Y4DqN9xlerxfPPvss5ufnxWCRG9Fut8W54+sAJLoxTVNKMrqkrDdXcoD4AOiyNF+jg+jsmKVjwFnW7XYb6XRaHEiWEp988knXcTzCIE+WsiZcZ+FwWAjcc3NzGI1GaLfbktlhGbDf70uJhuvFsiycOXMGy8vLiEaj8Hg82N3dlSlDejxXOByWcnggEEC5XEY6nUYsFpNghhE9tdD8fj96vZ7Mf6Xj+LAb3OMKj8eDJ554Auvr6/B4PKjVahKM0uYw+xePx8URbLfbkj3kH92cx4YXBrusguj36nIjM9Z0VOmIcjwcgxuK0PPvSCSC7/3e78Uf/MEfvEWexcXRQCgUwrve9S7RK45Go1hbW4NlWbh06RKuXLkCy7KQzWZRr9fR6XTESSS0aDzXFrOO/DltnF5TlLvL5XLyPmYqyf2m1iMpFKRKsPeAJfWNjY2pY3rY4DqN9xFerxd/8S/+RTz55JMijkyNRS5WNhZwMXKcUSQSQTKZxJtvvonBYDBVZtZNCty0u93ulBNKo6zhdCBZoqzX6yiVSlOZzWAwCMuypBv2zJkzuHDhgus4HjEYhoFv+7Zvk000lUpJ+Y8cWGBffPnkyZMoFAowDAOtVgu1Wk2anbSz5vF40Ov1UCwWJTO+s7OD7e1tAJCAhyK4LE2y6z+ZTCIUCkm50efzwTRNTCaTqc5qj8eDRCKBSCSCfD6P0WiEixcvuo7jEYPH48HKyoo4Y2wsod1iFjAYDCISicgsX06sGo/HaLfbwqNlt7QWY+b/A4GAVEp0Mx+Pg/+mIgDX4GAwQK1WAwDpqNb8RtI1PvKRj+C//tf/6jqORwyWZeG7v/u70Ww2JUtcLpfxpS99CalUSoKCcDiMSCQia9CyLOFZs0qnAw+dIOFrmudPysR4PJZmUq4XVko4jY3layZpqD/K18bjsejhbm1tPbSOo+s03kcsLCzgxIkTInsSjUbR6XRw5coVMXAEMz3ULyuVSvB6vahWq1OZRj18nREQHQQ9L9gp1Kxf0wKnfJ0jCGmEyXOkYQ8EAlhbW8OVK1fcMuIRgWEY+PCHPyzcWJZSMpkM+v2+yJp0Oh3hxLbbbezu7krWkfdSZ3noAJbLZVy6dEnWlKYxcF2QW0s9vXA4LAoA3Lij0eiUHIsmmCeTSYxGI2l0eBQi9eOG+fl5LC8vC3eQHdCkxjAbSKHkVqsFwzCkezUUCqFarUrjC509rRPL7CODUton2iTgumNJYWcqTxiGgU6ng2QyiXA4DNM0RaiZgXSr1cJoNEImk8EHP/hB/OEf/uEjqbF3FGGaJn7sx35MAgE2NfV6PTQaDVy7dg3JZBKmaSKXyyGVSmF7e1v2PK4dzVfUziGAKb1Z7UDqgET3C3B9Ot/PeedsImRQwn2VwvPZbBb5fP4te/DDANdpvA9gZL64uIjz58+jVqshHA6L9tPq6qpES4yumb3hQuZm32g0pjgcWvy22+2i0WjIAtacRT0Kjn8TOvoihy2dTuPEiRMiKUCnwikivr6+7jqORwCGYeD7vu/7kEqlpDxHCZNUKiXNLaZpIhqNot1uC8GbDhzvs6YyaLkmZn0Y0NCZZFTOsiIjc71O4/E4IpEIYrGYBDfMrjMDGovFYBiGjMH0+/1YXl5GKBTCxYsXXcfxkOHxeJDL5ZDNZsX2TCYTZDIZmKaJSqUiAWggEJBRgbZti2M4i1+t+Yz8v34Pv1uXo7UTubS0hEwmg3q9Lp35bKxixzUAkSCjth5lfizLwnve8x589rOfdWXFDhnhcBgf//jHkU6nsbm5OTU+MpVKIZlMolgsitxcMBhELBZDOBxGOBwW2R3CydvXQwv0vqfpDwyWmRzhmEuWuE3TnJq2xnWl1Sc0F5xjM/1+P3Z2dh46O+Y6jfcB2WwWuVxOFiP1yagwv7KygscffxyNRgP1el14aCTgMkVO3TNuxIyo2I3I92lDDExnGZ1/EzqKisfjWFpawtLSEgAgn89LRkBzj5iWX1pawtbWlltGPCSEQiG8733vkzFsLKUw+GBWJRQKCa8xFouh1+vB5/MhkUgIV9Z5D3W2UUfiAKacS2dgMhgM0Gw24fF4kE6nEY/HEQ6HEQwGUavVUK/Xp5wDr9c7NaKLZWw6k4uLi9je3n4oI/XjgoWFBayuror9oYoDaQjANK2BjU2cH82ghI6fbnihTXEOH6CzSOisEbOZmUwGrVYLGxsb0r3d7/exsbGBQqGAcrksfF2tEEBnlpnNZ555xu3cP0QEg0F85CMfwdLSktAYSI1pNpswDAPr6+t44YUXYNs2dnd3RQN2NBohFoshGo3K9Cln0ydtmLPTmnBy/YH9il88HpcMOlVEotGojCxk5QaAKEBwnROc5Ob1eh+6UrXrNN5jnD59GnNzc+LUMdJhtNvv92URZbNZeL1e1Go1DAYDKa1Uq1WR4mGERTA615G/NqzAtNPoVMQn+HD5/X6k02ksLCzA4/G8JXJjV5n+vmAwiLNnz+LChQtuxvEBIxgM4gMf+AAsy0KtVhNjpaf/6M04k8ng1KlTqNVqCAaDiMfjsnHqsiA3a2ezFdeJzljrDleWfMiDzWazyGazUh5sNpsSNAGYklnRzTOmaWJpaQmNRgPD4RDz8/Pw+XziGLh4sJibm0MmkwEA6YpnloXrhjwvasVS6oniy2we4OhA/p+/79SM5Vojj1GvPS2lUiqVpGs1Go3CNE3RHyW/st1uw+fzIRqNTq05Hg8d0KeffhqvvPKKa8ceMAKBAL7ne74HJ06cQDgcht/vx9bW1lQXfbfbRaVSgcfjwenTp3HixAmhsZRKJViWhcFgIKMonfsg1w8dNi1ZB1wvN2uaRKPRkO/kGqFzSh1lToTR02d0k6mm7qRSKRiGgYsXLz40dsx1Gu8hyP0hl0s7arrUS507TsigHAqzjCzzaQkdYHpBHuQsaseQrznhdC7j8ThyuZyMTKJQL/lnWiycZPTxePzISAwcFYRCIbz73e+GZVlT5V7d/czMC8u+DDoCgQBOnjyJyWSCq1evAri+nvh7hN6oneVCLXvipEPEYjGZNc0JRtTM49rWx0nnIRaLIZfLYTweY3d3F5PJBPV6XbL1165de6gi9aOOWCwmmWk2uHASBxv26GRRYcGyLOExMtgF9jXvqtWqVC5096rOIOqABZieWqWzRsPhEFtbW1JK9Pv9SKVSWFtbQ6/Xwze+8Q0Ui0VMJvvSP6RYsMGQdB9yJX0+n4wcdB3HBwMOuYhEIpKxSyaT8Pl8aDQaMvpxMpmgWCzii1/8IsrlstBZfD4fksmkrAWuy1nQZWndIANM07N0hUXbv1AoBMuy5P2U26HjyAocs+lMEOlpax6PBwsLC9jb23so7JjrNN4jrK2tYWVlRYxSKBSS9n8uRC0V0el00Gq1hOA7mUwk7U2HjRkjHSkB05xEQvMXna/N+j//HQ6HsbKygrW1NSSTSbTbbQSDQbTbbRGG5nu54QMQ3smpU6dw6dIl13G8zwgEAnjf+96HaDQ6NTYLgHQl6y7WWCwmRiufz0s5sdfrIRqNIhqNolQqHRhUOLOLTmjjF4lEEIlEhPu2ubkpgQYbF7SkCstF/Px+v49KpSJNNpzswQYbj8eDK1euPDSR+lHG3NwcksmkbJAej0eE3NkEo+VMWIlgaZqVCjqA7JbmIAJuzrpc6HQgnc4j38PsDQDR06PkGJ3VSqUiZUWtOxoMBuVYdbct1/b6+jouX77s2rH7DDrplGWyLAuxWAztdhuFQgHValVURDi5pdvtolarSdaYTVXtdhvlcllGoeo1RGinEZgeHaibsPhdnK7m8/lgGAbS6bRMFKJ9LRaLIhfW7XalhK3Xsd77J5OJ7POXL18+9nbMdRrvAebm5nDy5EnpGmUGyDTNKQ4YcN3RazabuHr1KtrtNrxeL+bm5lCpVFAulyXaotPojID14nQ6iYTTOZz1Php1CqfyYSFhvNPpTGU09ZQZfV7Ly8sux/E+IhAI4J3vfCfi8Th6vZ5wTbWR1BlHdtdHIhHZ2CeTiTRaPfHEEygWi0I8dzqFeuN2Zhv5NxtqOGM4Ho9LhpryJmyWASBjBTX5nGuLzVyZTAaBQEA0Tff29lCr1eS1fD7/UETqRxXxeBzJZFIyccD+vebGXq/XAVzPLtIeMDihpA6dO8p3sWLhLOHpDV3fV2cTH8uILCXyZxSRr9VqKJfLKBaLYqeoJsB1yMz3LIUJNn2dPHnSdRzvI3w+H86ePSuyNB6PB3Nzc8jlcvj617+OYrEoSQpSHhgYABARbd57NqTo6ofGQUEJcJ2zrWkRlLlLJpNTQUaj0UAwGJSAyDCMqelaPCbde8AKD2da2/a+junS0tKxb45xnca7BB1GRivMqpDvRS0zRuM0UkzH01kLhUKIRCLSMKA5P8BbU+rAW3UXNW72OjEYDHD58mW8/vrrOHHiBIbDISqVyhT3iL+jM538XJ7r0tIStre3XYN7j+H3+/HCCy8gkUhMjV5j84nmuzII6HQ6qNVqmJubEx0zUgrIN4tGozJn2gm9dpzZaW745JfRGazVauJAULeRmz1/h5s+O7sZZPHnnU4HpmlKp6tumCCv6M033zzWBveogpli3ld2ynMtkDtIqbBgMAjbtmUN9ft9NBqNKW3QVqslYvB68ouWSNEZRe0oMiNJsNGLv8PGq1gshpMnT2J1dRXValWUJ1gJ0V39XHtUg6CDy0DLNE23cnKfQIeRPH6/3y9l3729PWxubqJWq2E4HIq9Yhcy6Q/Afhk7EAjIe51rxRnk3qjyRvB71tbWcPr0aQCQcZRerxeGYYgEHfmwerwlv4vrk45itVqV99NBnZubQzAYPNaVE9dpvAtQpsa2bdEJ4xQX4Drpn/plmj9hWRbi8bh0SQOQzA03Xycx3Bk58d+Ek2t2KyAHjptypVJBt9sVI+rsCtPfzw2G5+hG6vcWgUAAzz//vMxydjrtNFpaKJmbab1eRzabRTKZlPFY6XQa+XxedBoty5LRXLPgdBj5t+YjsuxITht5Z3yPnv3KaJsOiZ7uYds2ms0mqtWqGGgaYEb2Xq/3odY/OyyQw9jtdkX3kPeXotnhcBjz8/OIxWIyE5oZbwDS9MdKBbVj6TBqjraW2nFWTGaVqPk61z+dBDZera6uTgnOk+Om1+poNIJhGBIs1et1eR+DIGYmXTt2b+Hz+XDu3DkkEokpG0ZazbVr16TqwftM+kAoFEIul5P7SHtWq9XQaDTg9Xol0+fELCdR/58UjEwmg2effRbr6+vCk6xUKggGg4hGo+L4sXLD/RGA7N1er1ekeQzDQK1WQ6fTect4zPF4jGg0irm5ORQKhft1ye8rXKfxDrGysiKdX+zII/fHNE3Yti2pdjqPoVBICLQsn5imKTOn9VgjXULREY3+v+ZMaMxyKPXPdAbJ5/Mhl8vJjE+S2LlhA5jiZ/AzdGmHD0MgEMDq6io2NjZcg3uXIFk8nU7LpgZczybSmWcWhZsyuWacxkF+IPk6yWQSrVYL/X5fMoI3ulfODLd2Itk0ZZqmPAcUn9dlR52pZpe1ziwxKOH0hUgkIs8Cy0QMrgKBAObm5qQU6eLuEI/HkclkhEOttTwByIg0lpoTiQRisZjI6vT7fbRaLWl8CYfDU01zs2yG00l0lg71z/XMaR1EB4NBzM/PY3FxEbVaDYZh4OzZsxiPx1JG57om71FrkvK4dABGO2cYBk6cOIFr1665duwuQd57NBqd2nPI42f1hNeZe8lwOJQO+Wq1Cq/Xi2g0inK5LF38LF1PJhNUKpWZ0klOx5H3m1lyynsZhoF8Po+NjQ2USiX4/X4JkDye/clVpG9xz9bVOKqQRKNRNJtNABB+thanJwcyFovB4/GgUCgcOzvmOo13gPn5eTz55JNSmk0kElMaTow2SLimc0XjREI5o/HJZCLROWcDMyOpnUKnweVr+m/n67Ne0z8zDAOnTp2SKJDipnxoNReJv6ubGOjs0nkMh8PSjega3DuDLknz+nJNMHvHDAmlRrQcim3baLVaKJfLCAQCSKfTMtqP9y2ZTCIejyOfz7/lPs2iNjg3fL3JDgYDtNvtqaYvZteZTeBnao4P17V2Cm3blmk27ExkBoJlRUoHOacqubg9cCwbS8rscKfWIrM4iUQC8/PzCAQCwpsNBoPSHMN7zs2e3EZmWXivZ60h52s6MNGBiqbkANenE5FD5vF4RIUiEokgEAgI37bZbMpAAjoButGLgQ4rJz6fT8qVrjrEncPn8+GJJ54QDiN5qQxERqMRisWi3AvudXQiG40G9vb20Gq1JBtOXvbS0hLS6bRwuZ2d0RqaAqG/y7IsLCwsIJFIYGdnB5VKBfV6HbZtS5f2ZDIR/i75k5QLA/aDLq6XVColjTrMPFqWJfZZ0z0mkwnS6TR8Ph92d3ePleN4R07j6uoqnnrqKSwuLsKyLMlQbW1t4etf/zrK5fK9Ps4jg0QigWw2i16vh3g8Lpk5zc1itK55O9ph01GWbtmnE8nF5eRkaEM3i9flfO9BDqUzW0Sx1EQigaWlJeE2aeFdvt/53fwsyl8wujp79izOnz/vGtzbhN/vx3PPPSeByGQyEQ4ggKnNlZs2HTOuP3askttoWZZIP0QiEcmGFwoFXL16VdbvLP6rzkrr+687DymboaUmaFyZGWU0DlzPHrEsrTM9FP1m5orZAy2L0e/3YRgG4vG4ZJVc3B7Y3ML7yXsBXK9mBINBea4pFE86gpbfIYWAa2I0GqFcLk/pgdIWaifSaVf4bwBTQbMORnRpm7+vZ0/bto3V1VXJINVqNWxsbMjAAs4sptMJXOdlA9MyLIlEAufOncP58+ddOZ7bhM/nw8mTJ5FKpab2LWaJbdtGu91Gs9mU5zocDksjHasS3W4XhmGIkseJEycQi8UQj8exu7uLdrstQcLN4MxgG4aBWCwGANKh3Wq1xKYyq0iR7sFgIAE7qzTRaFQczHa7LWN/qQTB/ZzfyfnVtMepVAoAjpXjeFtO4/PPP4+//tf/Ok6dOjWTQwDs35ivfvWr+OQnP4lr167dk4M8KrAsC8lkUkogPp9PphOUSiUxPnrUGrNxjLTI8+HmrjkcLPcw86LL1LO4Zfx7VubxoP9r6KYEOnyctMBNmw87nT8nUZ0GnU6Ax7MvlZJIJPD2t78dX/va11yDe4tghpH8Mr1RsjTLzV2X3oLBoJQT9aZnGAaSyaQ0wwCQiDkUCmFpaQmpVEqi9xvRGZyvMWrncXC9cg1ow8/nQnOPaHQ9Ho+UbJhl0I6M3nD4e3QYotEoPB6Pm3G8TbBDtNvtShMIgCnnjmstFAphMtnXy4vH4zLXeTweo1ariZ2jPFIwGJTyHR08p7M4qzzNf+u/dRaTgQrXTTgcRjabxalTp5DNZlEulxGNRmUmdrvdxuuvv46dnZ0pUXF+Bp8bHQQFAgE5B2ZaTdPEE088gddee80NgG8RXq8Xjz32GDKZzMykB6+1DiT9fr+M3gMg1bdSqSTZPFJqmGXkPmzbNi5evCj/noVZdozBdaPRQKFQEIeVdicQCGBxcREnT56UiiB53MB+sALsazA3Gg0A10vSFCFnlSUQCMg562B/MBggkUgAOD6O4y07jR/96Efx0Y9+FP/jf/wP/OZv/iY2NjZQq9Wk9ZylgLW1NXzbt30b/tW/+lf4p//0n+ILX/jC/Tz+BwZ2FwLXp7I0Gg2RNkmlUqhWq1L+4EZJp4+ZOz1LlZk+HVU5BXCBaYdxVumQP7vR/53gw8vFy41ez9psNptTEyAAyO9ozUbtNHKjYYn+xRdfxBe/+EV3VNdN4PF48Pzzz2NhYUGaU2zbnirnMhPH97OpQDv4zA43m020222JppeXl2EYBvb29lAul1Eul6VEUigUhNB9EPSGPivryOwij49lTq4bXe6hU6sdXa4f3ZxA8Lnhd/H7KFpuWZY0n7m4MR577DHkcjnhhPK6U+xadz/rci1HnbKsF4lExHFkpnk4HKJWq6FYLE5piTodRCdHW/9Mv076A6kOPCYGuqVSCXt7ewiHw2i32zJ1hvxL6vj1ej3h0nKCDe2wzmYyyKI+JRtrTNPEY489hosXL7qO403g8Xhw6tQpkW7SVADeO02/ojPFe6S526TZlEolkbwpl8tYXV2VTDGTMfPz89jb27vhLHG9d47HY7RaLVy7dk0SNj6fD4uLi6JZHAgE8Nhjj2FhYQGlUknWFz+LezW5keSPV6tVkZqibaOj2O12JRDTygLxeByTyQR7e3v3/ybdJW7JaXzxxRfxrne9Cx/72MdmRvW2vd893Ol0sLW1hc997nM4ceIE/sE/+AfY2NjA9vb2vT7uBwq/349EIjGVWWFJsFQqCUE8kUiIuKzT0dNRM0vSzBqxkUaPg5vF9+H3Ol8DZpejZ5Wl9YbAzjEq83MTzmQyU+R3LRXEDUY7L3ojoL4WlfPT6TT+wl/4C/jTP/1TN+N4A2SzWczNzclmqzk+5OzoTZcNVczSOSdt9Pt9EcFdX19HJpPBcDiUgIANDOR+aWfBCR2lO6kJPEa93nXJWpfX6ezx9yjBQ4qLPhdN7dABks54sxRKftSNNgwX+5WSZ599Fq1WC7VabWroAEcChkIh2byZbeSmx82OAwz4++zOn0wm0tWqn3WnM3izagmh7zXXCjOJDDAqlQr6/b4EQ7qkzkyPDkTovOjOfS2Iz6w8dSf5vEUiEZw+fRoXL16cSQ1ysQ82VgGYchR19o7C3XoUHxMnvC/EeDyWaTCLi4tTVRe+NxgMIpFIyAzyWwHtaqVSgc+3P296aWkJCwsLyGQyUs3g3litVuWztcYs38PMPTmY5J6TJ6x5ueRp81pQJi0QCEw10hxV3JLT2Ov18PM///PodDq3/MHXrl3D3/27f1fU1I8rQqEQlpeXxXhQs0lvjsz2MMPGjY/Glu/lAwJgik/DTApLdLP0y2YZ1hvxFm8Gn88Hy7KwuLiITCaDZrOJb37zmzL3mjOAdWYUmN74tdg3HV5uJDT0TPF/67d+Kz7/+c+7juMM5HI5vPjii1OcLV2G5voIBAJT98FJEdBZSd4XGiM6ZoVCQUokwP66oczTzdbQrCwjv9/ZXKBfJ02D50BjSoeVAYYOSPkduquS/9cGm68zG+U6jrNhmibW1tawvb2NUCgkpH06VrQ5DPgYmJAOwHVIh41BLp11NkLxfVwDTpkdZyB8o0CFv6/XDRtw4vE4YrGYUDNYySG9od1uT5UUuV500wvXSjAYlMoIALkuumo0Ho8RDodx8uRJXLlyxc04zkA8Hse5c+fELtEmUWZL7w3sPmaGkRlF6rNqkK7FKhabs3w+H3Z2dlAqlSQIvR1wnTIDPZlMkM/nUSqVEAgEsLKygnq9jnq9jnK5LCoRWh2CAfru7q5UC5n95HpkooV/GNRwTVI7dzgcIhqNwu/3o1qt3pubch9wS1f561//+m196JNPPonXXnsN+Xwe+Xz+jg7sKMDr9SKRSIijxJvOzUs7QOysouPY6/WkIYYbOI2kLuFRVkCL3s7i/mjMch51Oftm50Q+TzweRzgclsiHulTU0dPGlqDh5YOvHRfNf6ShZwZpbm4O3/It34IvfelLruOokEql8NRTT0l5BIBkcbRGpm3bsp50Vz4DDe208R5xrBvHq/F+WZYlGy8AKSnebBOf5Vjq9coNVsuZcMPlxkHeEjOQlmVJVts0TdnI9SxX7SACb9VaY8ZIjx90cR0+nw8nTpyAaZrSfJdKpZBKpTAYDIT3B2CK5M/7px0nBreaasNuUlIiuG411WaWo39QwHsQLYdrkFnBTCYjjRbUvaWttm1bxrXyGSIFZzAYyLg4Og36nPUzxfPlWoxGo1hbW8OVK1fcjKOCZVlYW1sDAMlc89+6RKubpWjHWq0WKpUKSqWSOPp6fYxGI5RKJVy7dm1q3+JkIjpzTGLwew+CtmVcp+VyGfV6HdFoFPPz8yItVa/XpV+B9he4rs/IDDu/zzRNcYYZWNDZ5b7LYJ7VHf2M8FpSkeIownvzt7wVv/zLv3zDn//0T//0HR3MUQIdRpbytPGknIQ2boyCuWg5G1XzzFiK1gRcPS7QmWU8qHyjHTSd8blRBK8jPPIzFxYWEIlEhMc4NzcnaX9ddtbfw82CmwihH0A6zCQI8wFaWlrCO97xjik+5KOMdDqN5557Tpworgs6Qfo+06jwupIO4ux81mUQra/ZbDZl+hAzNOxAvt37cZBhpsPKCJtlF1IfZvHIuCbZ0a03cL3Gnetf/1s3+aRSKZke4WJf1WBpaUk2M9532p1sNouzZ89KYwH5XXqdsROfjXoMROgkcqMnhYJOo5ObOoub7Sxd833O99KZY+aKTgLF6m3bRjqdRjwel+dJK1Po8W66XMjSKTd04HpTF2Ws+HzxmYzH4zh58qSsu0cd4XBYBNZ57bTwuxa4Nk1TqAOUc6NDxuy10xlnNo4VEh38ckykU9v4VqAD7WAwiGQyiVQqhWQyiXA4LMMGmDmk08tmVq5R2tRUKiWZbw7HoEoBm7ToI2jHVTeR0nayQ/wo4o4kd06dOiXlRo1EIoGf/dmfxerq6j05uMOCx+OZ4uWxlOfkWHHDokPJKIJRFBe3LjvqTKUzgzIrW6h/pjdLZzR20APjPFY2RiwtLeHUqVNSqmGJklqTsxwJ7aDqY9e8DV4Plh05ZoxOUSaTwTPPPINXXnnlkS7xxONxPP3002LwWM7QPB1d/mcjETdlrjluiE7nisaQjpvmC3Ez9Hq9Uua7lfI0P3fW//VGT2hHQpeBmG1gOZ2cMsMwRAtQO5XO75t1rvw+lsNZrnyU4fF4xJECrnfa01Fio0ckEhGnsdVqTW1eDPi0s0/nkg4jM0vkm1FmxGnfeEzEjaooTlvHDHYikcDc3Bw8Hg9ardaUQD2zW51OB5VKRZpgdNaQQTt5mORKMlhhKZTZVK5B3YDD+cPLy8vY2tp6pDOOoVAI2WxW7DsrWbwmLBkzEGYDC+0e1+GsRIkG7wmdKcuyxAEtl8toNpvyfzqjN8s2cn1yrff7fdTrdZnuRrFucl25P2pdyMFgIO/hcXJ9sLrCvZXOpm3bkozi+iW3VvO0o9EoRqPRkcs43pHTWKvV8N3f/d1497vfjV/7tV9Dp9PBe97zHvzUT/0UAoHAkTvJ24Eu32ljyVKGjhB0FNzv90WAlBkgGk4AUqoFIOVobv7ObulZ0N8J3FjoW8OZDc1ms8hms1hbW8Py8jLK5bLwRDj/Ws8ldj58zoyjbmhgJE/nkU6zkwi8vLwMAHj55ZcfSYMbiUTw2GOPTV0zNh8wGz0cDuW6Atc3TjqRXC80eDqgYckQ2JeD2NzcRCQSwfz8PFqtFgqFgnTCkodzq9G5M0J2chl1dkE7v4ZhIBKJTJ2HLtuwCYvZHj4bwHVCvTbyfF0HcZPJZGoaA4n2jyJYsjUMQzYqZnK5eQcCgakOZOrSOTnVpOXQAeOG32630Wq1pKRt27bYPn2vZtEMbsdu8R6Hw2HJIvd6Pfj9fimxNxoNhEIh0Z2l5q0uEerspebU0l4xg8oObDqqfL/mRdr2Pv9zYWEBOzs7t/z8PEwwDAPZbFYCWSdNirxRrZRAh46zzLkP3myk3nA4xO7uLt544w1YloVEIoFoNArLsqTCcPr0aYxGI1QqlSlaz0FgME47SqeXWcNUKiWOKJ2+ZrMptkrv+dSSBPZL1FxrOqjpdDqYTCZCCdMBCZ8xXVHSvMrd3d27vl/3CnfkNH7yk5/E5z//eXzkIx/Bv/7X/xpXr17Fiy++iJdeegm//Mu/jB/4gR+418f5QEBDSw+fxk1zYmgANW+LjhEXEZtfgOvEfOfidZZunM6gM3PoNKKzSjwHRVc0iuFwGJlMBrlcDgsLCyJVwUXP0rImwetj4mdxA9eOiuZpMsNFDhE/iyXIyWQiJZ7Lly8/Uo5jOBzGysqKZHV0KQ2YlmbiteY1ppNJOKduOKkNekoROwAZSbMzfnt7G9vb27d0D7TDqJ3FWQENcJ3/qiWBmPXROnj8Px0X/V1cWwdlF/lv58+YFaLo+aMGNoywS1NfQz0ZxefzodFooN1ui0Yhs7W6qsC1xWZIbrI6S8MNj5sk16WTx3hQNmmW/dJBAZ8FZsiTyaRM69Ci4yxB8zMZ2PL3dbmax+nssOZ38xrwZ3pfoIhzNps9luPg7gZU2eA15R/uA7ohjVOt9CSYWq0Gv9+PaDSK5eVlFItF5PP5qayjhm3baDQauHDhAuLxuGgbjsdjZDIZlEol9Pt9nDhxAoFAAMVicapEfhB0Ftu2bViWhfX1dTz++OOIRqOo1WoiVM9MoWEYktlOpVJIp9MSKLGhiuuDfgEz8vxdyvFQcoijhPXeyioRKwS0o4eNO3IaKdrdbDaRTCaxuLiI1157DT//8z8P27bxb/7Nv7mnB/kgwOiHshJMp9OAMDuiMyz8G9h3ljgnU2/gujRNI3SjjXdWmXlWdnGWceV5OMtBXJzUV4tEIuh0OtJJm81mMRqNpFOMjh43Xuemqx1bfW7awdHODK8Rtayohj8/Pw+v14s333zzkdjYDcPA4uKilMq4yfH/3HC57hiMONcPoUn7ek1ofgydQ4ov68x2t9u9oaG+EfS6db7GNU4HmKRu0zQlQKG8C9/PiSNaw43n6MxUAbNlWrSDyfI3uzQfpQ1dC1cPBgMJ2HQGgz+bTCZyjXT1gO/hWqLdI1dVO1DAtGNJ+3c7HdNOGoITWksxk8lgeXkZiURCNnLKrTD7yUyO5gZzTfG5YNZScxo5Bq7dbk8d+yzqhW5ceJTmoQeDQaTTabkmrKJpzjJwPaHCexcMBkVNRdNtwuGw0FYOAtdUtVrFtWvXxGnk8AIKyp8+fRrpdBqXL19GPp8XreEbgfeMaiKmaWJzc1PK3hQeZ8MeFSkoz8MGM2YRNX9W0yP4nGmheV2apr3SQUmz2RRJn4Pmaz9o3JHT+I/+0T/ChQsX8L73vQ+vv/46/sW/+Bd4//vfj1/5lV/B//f//X/4oR/6IfzKr/zKvT7W+wpyqoDr+mAsxejIUztMTueR83O5WeoNjIueZHKStPX0l5s5hPoYnD9zZlv0z30+n+hczc/PS1dYo9EQ4jjLobZ9Xb3eWdJxcsf4YPA7nJu9Fm+muKkzg5TJZNDv97G5uflQO47BYBBzc3OS5dBjr3hddEChyd3MhHAN6fXkdNx5XXVAwxmuzD6Zpil6epRWulXMCnL0/eQ9dAZEvV5PRnR5PB6YpinPh55TDVyX6uBz6FzTugTGc6SDAFx/fnndgUdHikdnCbnOOEfesizJDOoOfNoyltL8fr9INPEz9briegWuc2z1mtTOI98zqyytcTNni2ubciXA9YkxOrvYaDRQq9WmRrdxbbDbNh6PC69OT7Gh+HK1Wp2ydfrZmnWc4/FYrle5XH6oHUc6jM4KiS5Ns9SqHXXuB2wmCQaD4mz3ej1Eo1F530FgoMvMHwDs7Oxgb29P5LoMw8ATTzyBxcVFvPzyy7hw4QIajcYN1x3XJ6k8W1tbsq+xcZTBFV9jWRoA6vU6+v2+JFparRZarRaazSbG47HYPPoH+vt4zNoP4DMGQJ5X8sGPwtjUO3Ial5eXkcvl8Ou//uv4nd/5Hdi2jX/37/4dHn/8cfz9v//3kcvljp3TqDlTdJ74UGjnSS9qLS/C95Nr4+Rb6ckKToN0EJ9xlkN4Jxkhr9eLdDqN1dXVqbS+x+ORaTY0BMlkUmSGnGV5/d2aW8Zj1VEmS1S6oUZvHORMktyczWaRz+cfSoNLh5HZHb3p0nEC3lpy5fpjOdG5XvTmrK8bX6fD1Gw2USgU4PP5kE6nxWCVSiWJkG/1uuvMks4qaqkTXWLWx6z5rySLx+PxqUyX5j/p49LnqEutzo1cO856E3tUso10pPS158ZDUWTg+vNJe6YndIRCIczNzSEej2MwGMimqJvdCL0OWYpzZsZvZOOcOKhEzYk0FCYPhUKip1gqlYQvxiyjfqboHJqmOTWnmMdLe8/nj+91iuZrO+i8BswyTSYTqTY9bOCQC66vWckU7om0DeT/0WnX3Fk2jbAacrPglZ9Px4rB77Vr19BqtZBIJBAMBrG4uIjFxUWUy2Vcvnz5pudFO0vaji4Zc+1Eo1FEIpGpkZSs1jHTyrGmzDBy3bIaxN+j/dOydDoI1zaMewabS5vN5qEnV+7IaazX6/i5n/s5bGxsTL3++uuv46d/+qfxyU9+8p4c3IMEFyP/rTM1uovuZobDudEB1w00MJ0R0QvkoChWP5BOw6XfcxD4M454NE0T9Xodo9FIxh7mcjnJQq6urqLf72N7exuXLl2SxoJZ2U7na3S49TXkeeuNnnIE5HWQ0A7goXMcyXthZlavHS3gzevijDB1k4suAR601oDrDl0mk5HSd6fTEcFiTm7a29tDp9O57evN7weui4zrjCPXKNcANw86Hvr8gOvUDmaLtKF1GlKCm9Isx1Jnl1gqepjW1I2gHXS9EbEkq8u2OgvE9UnHHthXw4hEIjJCrV6vy8+oMcvP0/fCmWW8VVul6Q5Op4QbOzdbNhO2Wi00Gg0Zycb5w/wsBiHMXFN8mUkCndHmHqAlnzTPcZbz6NwPIpEIbNs+0uLMdwK/3494PC7Bga6wAdP3jraBGUc2rlB6hlk7YL+pdmNjA1euXLklmozX68Xi4iKeeOIJLC0tYWtrC7u7uxiNRjh9+jQef/xxLC0twbZtrK+v4+tf//otOfGa6qPXDO87nUBdVmYDo+6qp01jA42WoGOGX4uQa4d5lo3THHdnH8Rh4Y6cxv/5P//nWxxGot/v43d/93fv6qAOA5qDqDdAYPYmqZ08OgDMouiNXxtS5+apN8RZhtXpMM7CzR4GloZTqRQWFhZg2/uSK9FoFJVKBe12G9euXUMulxNhb44zMk3zht9FQ675PfxOzR/iH82X0tIIvHbRaBSDweChidTpDNNxI+hQ8d/AtBOkpRe0zhwwnZ12Zhqd2UZyfVqtlnSHkrtKId07cRi1M0Lo7lL9Gs/Ntm3pTg0EAjBNUzpw/X6/RPA6o6U36lnZp1nH5XRcb8STehjhdNica0VfV+1cO6c7dbtdEYQnT4uZPJYW2TlNR25WEOm8TwcFx7oEPut3bXtf3L7RaMiYNzbfUGC5Xq9P0TV0tlnbcj1hBLjOcWQpv9PpiAPtXNfOta83eR4vO9A5Q/64w+fzCRdRP9/aFvBaarvPfZR8Zd7b8XgstJhCoYDt7e2pjueDwO+Lx+NTAtxer1c0gZkpZ6OXvj+38tl8HvgscG0w28g1yvN1NqnYti0qENQ6bbfbYt80X53XUyeU9Dol+PpRUYK4I6fx3/7bf3vDn//BH/zBHR3MYcK56eiUMTC7wYQZSABTDqM2NNpw8/fIV3NmDfV3OY9t1r9v9bwGgwH29vawsbEhjmE4HJaNm4TbSqUiUTadRr1xz/p+np/OpOnyhXaQWJ5gObLdbsvDw0iL/JFZM86PE4LBILLZrJTg9f3XEbkOPAhdfqZR0VGmM9iYld3pdrsolUo4e/YsYrGYzBCnA8vI9042NafjyL91d6vO1OjzY6mdZUK9yesMhc5MO53RG61F/ZzqZ/pRgr5u2kHUPwOuNyrw+nBDoxPZbrdRKBREDYISNaZpIpFISIkRAMrl8lSz4KzjuRGcFRgnGHA3Gg3s7OxIgwLFvvV0o1kVITqLWiaM56jXJuWDtOQYryHPxbnJ6+/jNY9EIvB4PEeCg3Y30JOWNE9fZxiB6zxiZtGYVQsEAlJRouwMpXjK5TI2NjZw6dKlG/IONYbDIc6fP4/Pfe5zWF9fx8bGhjQvfe1rX8N4PMazzz6LaDSK3d1daWi6GfR9dIKqI6FQSAJtSgmNx2PRO+VoQ+qX1mo1kX5iFUVnHCn3ROjn5KDn6CjglpzGj3/846hWq7edQfw7f+fv4M/+7M/w2c9+9o4O7kGCRmtWlk/z9AgaCL0Rj8dj4ZHp9L2WeNCLQi9S54K9lczirS6iwWCAjY0NXLhwAc899xxCoRAKhYJ07no8+0K5Ozs7MiEGwNSYQP19ekHrrCz5n7xW2nmgTh+jNWaUZpUeqRfZarVu6fyOGkKhEE6cOIFgMDhlDLme9Llyg+YmpvlWeo3prDVwsJg7MRgMkM/nkclkZFoDjZYe73ancDpoPCbtsPBndE7JbdIOjA429PnPyp46v9dZynQ6znozf1Sgr5u+JnxOnc0s2mGiPaAsiq4Q8L2maYoIO6dz0KnUWU3nMem/neB3Mkglz02vITpuulGFGVBmQ5vNpnAbdZMicL1bl2uMmUo2LvL4dCl7VmDGc3Q2CTqDQtu+LmZPmaLjBiYXyPkEppMEzow1gKkgkdes1Wpha2tLRoUyqK3VasKrvlXOsW3bKJVK+OpXv4pqtSq0iV6vh52dHTQaDVy9ehXZbBalUkmChFu1deQesmM6lUpJp36lUpFGFj1Zifs+M4lcp+RI6qQKm7aA65qVzNbr5q1ZyaSjgltyGn/zN38Tv/qrv4qzZ8/iU5/6lEjuHIRnnnkGP/7jP45CoXAsHEbgeolC8w208dUGQhsQ/cDw5mrJk1nNIs4N0ZnN42uELrPoz7od8EE4efIker0eLly4gHa7DcMwhHNC2QJGlOwwdD50sxwGZ8ekdh6Z2qfsB3Wr6HBr2QF+NrWujptQfCgUwurqqhhHZ4l2liPErsJoNCpRuObVOg2IczOd9W/b3i8H7+3tIR6PI51Oo9vtiiSJJmXfqVFyrgM2sjidZB4by9KclsC1oJsynDxF4HqwprOaGgedg9P4PirQG/tB58+1qctxfK+zaYaOFp9ZZuLYwMaJQgCmHE1+j75nNwqG+Znj8Rj1ev0tcilcL5TYoUNG3b9yuSwcXafzHIlEZDY1AyeeJ20UbY6223Sybfu6Xq+2+c7rzeCZ1QVKH3FW8XEBHcZZTWdcO/qcdfML90WddSyVSjLzu9/vCw+1Wq3KPPRbAR2yy5cvYzAYIJvNIpfLodvtol6vo1arodls4vz58wDwlgDmIPD8KNg+Pz8vM66TyaQ4q3Qa2Und7XZlv+K1YNChnyfnoAG9xnRgxmOZ9ZwcBT4jcItO42AwwCc+8Qn87b/9t/HJT34SlUoFm5ubU9IGhmEglUrJhvl7v/d7+PVf//X7evD3EropYVbWb5YDqTc4zX8BrmtXtdvtKQ0+XWbkwzbLyOnNln/fzebebrdx9epVfP3rX4fH40G5XJZj4sD3eDwuUxUYvVNLb9ZnaiOiyzOak8dzJb+HPMlerwcA0gXJ92uniOUwvveoIxgMYn5+XvS8dBlLZ5mdzv9kMpGGGQBC6ufP9cbrXCf8fGc5l2uZ0Tw3L0pIcILB3fJknOuV91tz09j0wg2f3EWv1yuNPpSo0OMONT+KuNlzoK8Lr8Oj1D2t4QxSnOevgzWn+LVer87n2bZt6Yb1+/2IxWJYW1tDNpuVjtXt7W1xMrkp6ik/zmeAWXDKlrAU6Ay6+X0MQEn/YDDELCDtGtUgDMOA1+sVrTueK7ND/X5fpoDpqVYc7+l83mYFL/w8naVkida27WNjx5gwcCYLdOYWmFZS4PVx0rP4eZPJBJVKBc1mEz6fD61WSzKF1DK8leeTtrTVamFjYwO1Wg0+n0+uu3bGDlr3B8Hv9+PUqVN473vfi7Nnz2I0GiGfz0uTHuWZgOtqK057w+Ys2jGuazqXfJ8zQOa1OoiKA0Cm0By2HbtlTmOn08E//sf/GKurq3jve9+Lt73tbTh37hwSiYQsiEKhgE996lP47Gc/i0qlcj+P+76AkZIzenKWwTR4AzlTUwsW6wwMnVFNEHZGrPozb2Ts72TRjEYj7O3t4aWXXoLP50OtVpNOQV0e5B+WiGk8eH2cxp6v6+tDR4FOcrfbRaPRkI2HIrq8NlqjylkWYpbjKIia3giBQADZbFbGrQHTxpROnBM600oNRZbvWWrj+5zrSmeJ9Pfpz+bnM5OZyWRgWZYIud/rKQPaAOrjdXah6vnS5Lcy+6mPnZ83i//pjMhnPZu3u3EcdzivgV57tD862OPzzqlNOoukOcpcn6zIVKtVDIdDCTL7/T4Mw8Da2ppk7Pb29qboO6wwzHLgmZFpt9tTHc16Mo0+P64VdqZyBByD37m5OeRyOYTDYQD7WqWVSmUqA8t/U9+R2UBNFdHZIB6nDsz0OqWd1+uOv3dc7JjH4xEtRf3sHPRsaUdafwahpew0daDf76PVar2FhnAr4D7Sbrel9K+dsDs9b8uysLq6ivX1dSwsLIgdpxNYLpela5qBPitquqOfYyx1KVoPOnB2Qjvt1EGvH5SBfNC47UaYjY0N/NZv/RZ+67d+634cz6FBGwNuxs6HRTuQs5y9cDiMdDotkZCWlOF36DS+zlASNLLOcs7dLhYa5UajAY/HIyVKv9+P7e1tRKNRJBIJkUkwDEOaYW4lU6OPkw4jdSlZ6iK5nBsSNxKt7eb8m9dvFlfqqMDv9yOdTssGyvuqDavOmjmdPs7UtSwL2Wx2qkzN8pnTSAOQLAbnCWtJEjoD/B2OxwT2s7yRSOQtvKzbxSwHheD6pVFlado0TdmUeH/J/eJmoMXu+bk6oNPf5yzJ829tYG+19PUwYJYz5qwC6AY+YDorzOy+pqaQTsCqADd6ciDZ4MCOWGbqbNueGqOqA4JZx83j46g1OnTcZPldzNxQkJvzy6PRqByn3+9HtVrF5ubm1IQXfreuDOmpMpZlCf+Xf3QwfNAa0062M7Dm/5lxPKrrkc+ifjZ1YsP5fDupWbo7mlk3yujwvrHSQI3G2+VW6/XMPWbWdb9dGIaBEydO4PTp08Lr9/v9Yo/z+Tz8fj/C4bDoy7JBiM+DTjLp62Lb9lQA4lxHOpA7qEytfYLDxh11TwP7J/Ed3/EdeOKJJ5DJZFAsFvHNb34Tn/nMZ46EN3y7cKaandAOn/P/epFwZBelG5xGRRts3eCgS5n6weB3OXG75Wrb3i+PlEolWYB0NPb29mSEEmfPkufIkjX1zQ76bOdDQqeQjjMzGZpwr9+vHUWdadRZ0KPqNFqWJRkzAG85N2dZR4umkwYQjUbFSfd6veh2u4jFYmi1WlPBjDMDzuxKOp0GALTbbZlEwPdRyy6ZTCKZTCIQCKBcLoto873MNur1q58lOoaRSASmacp64HiuSCSCQqEgjQn6/LRDMSvDcaNn5aAM78OOg7Kws0pk5PRpIX5mH03ThGVZEhCxBMznksFns9lEuVyWciNHV2o5nhtlS7hhjkYjmefMDmQ2uAQCASSTSWSzWaFetNttcS6ZBS0Wi5Lp0fp3upLC4FgHLrwGbMSZNalL/3HSRZxO5Kw1SRt4FKF55TpTqjnFOsuvbRL/6Mwbf5/Xgo4i14S+trcD7gfk4bNqcjdZRgYR3W4XhUIB1WpVEh081sXFRUSjUWm84Trnns+qHasobCR12iieg3aw9Wv6vfqcjrXTODc3h3/yT/4JVlZWpl7/0Ic+hB/8wR/Ez//8z6NUKt2TA3yQ0JGo8wHRN9JpXHXHHZtLqN/ElLyOIpychlk8hoMMK3Bn/EbbtqWbi5nESCQimYFer4disQgAiEQiiMVieOyxx1Aul1Eul6dmsR70+fo6ajBTyRKSJkjrSSfO85tVljqKYFRNR1wfK89JN/noztVQKIREIoG5uTmk02nMz8+j3W5LhygNkS7z6qCDwUkwGEQqlcL8/Dyi0ShqtZqUblgK8vl8yGQyyGazYiR7vR7y+fxtl830swFcb/7S95BZo1QqhfX1daytrSEWi0kGAtjntIZCIbTb7SkJIGaQeFy6rKivgTNTOmtTPyrG9kHBGfw6nRpt45jZZeDC9camFGa9SW+IxWKyYbKZgQ0NjUYDzWZTHLaDmpsOsiHMRgH7U8eefvpppFKpqWeIVKiXX34ZW1tbU7x6ZiI1zUFfA2dpmo1brIBQn1I/b7xG+v8HOYvOtTfr+h91HOS46OfMWZLns05nnO/Tv+tcC7ricifgfQkEAojH42JT7iRA5LEPBgNsb2+j0+kgEonAsiwJaHO5HM6cOYNCoYBXXnkF+Xwek8lE9vrJZCJrh3J6OgPJ50FnEmetJb7uvIbArTf13G/ckdP4Uz/1U+j3+/iFX/gFvPHGG2g2m4jFYjh37hz+yl/5K/jJn/xJ/MN/+A/v9bHeV+hoyrkR0RnQxoBRGUsaqVRKSmxaukLz93RkocnmBzljsyLYWZnIW8WstLjuRByNRjKmiFzGZDKJVCqFQqFw29M19HXUv6uJ8dog6+hLlxyO+sZPnqaOvA/K9ADX1xojVHINmYVLpVJotVq4evXqVEChDbVzbQyHQ1QqFTHcWnOOGc1oNIpsNitdpOVyGYVCAbZto1wuSylx1vHr89CSLTw23enN7EQoFMLS0hJOnz6NlZUVEW+nTAYdEHZTklPGUWPcxNmswPO+UafhrOeCNIlHAc7KB+HMcuiMNbMj4/FYKAzcLCm5wo0wGo0ilUpJQNJsNjEYDGSOOQNTBlGzNsUb2Q9mMzudjnDMYrEYDMNAv9/HpUuX8PLLL+OVV17B3t6eSKowcNfPi67szKKLMICjE6PXiOZaa4dnVinUeY4HOaw3O/fDxqxnflbwcVAVAIAkBZzVIidXXX/m7YLfz6wg1/CdgvazWq2iUCjIvUqn05ibm5uSiqPtiUQiwn0lF1gHI9pOcy059/xZgcgs+8XXjgon9o6cxqeeego/9mM/NqU/Va1W8YUvfAGvvvoqfuM3fuNeHd8DA2/crNKizgw5M46GYcjwci3WycXD7l9GHTRCTo3CgzgLB23ed2p8uIgpTkr+Ep1bp8FliUqXV2/2+fpvzdXQ8irchJwGZdbDc9SjdAYBdNBmNWo4M2PMwlFknZIgtr2fEeYUn62trSmJHD0dRn8H16dtX29uoFEjl7VYLKJWqyEWi2F+fh4vvPACVldXcfHiRbz00ku4evWqlLZnGS6dPQyFQvIzZmpY6vZ4PEgmk1hbW8OTTz6JlZUVWJaFRqMh5Uvt3PK+k/fIMiGvA8XgtQqBLm/NuhbaGB+VCP1BQK85Z6erM5uhN/HBYIBWqyX2jJsiAHn+tU0IBoOoVqsy9aLT6Yid00T/g5yFg8ANlhxqXUoeDoeo1Wp48803kc/n5T38Hf0czLoW2rHh7+ksmKYfzToH7Txq3IrT6Lz+RxE8dqetIpzJFCdVhv9nMx+fUd3oqPe9OwW/ZzKZiOTS3Xwm1z8F6plIYeAUCoUkqAoEAlhaWpKJL9Ra1AGITuzo6+ZMEjkrjc5g3XlOR4XWcEdOI2fWzkKr1UI+n7+rgzoM8CbqDIqOpGZFXMB1gioXG8mydCDYPaybYpwZuFlZgIMisnthdOi89no9hEIhVCoVxGIxxONxJBIJZLNZcXZrtdpUB/XtfD8zXTxPliAtyxJHg8ejOZ3OTIl+7agZXWaUddlLR97OIERnOEzTRDweRywWQzgclgwbeYy87s6Mx6wsB9cuNfTYdEJie71ex6uvvopSqYTHH38cb3vb2/COd7wDw+EQTz/9NJ555hlcvHgRW1tbaDab2Nvbw+bmpoxUY6SbSqVw8uRJLC8vy31kFpASKWzoWVlZQSaTAQAUCgUxsNxUdEMMM0naWdBKBLyGvKYHZdKc2Q3++1HCLAdFZ2OcThV/1ul0UCwWYds2LMuSTHgoFJLmlMlkMuWsdTodoULo7KLTKb0dUAx6e3sby8vLME1TBhR84QtfwPnz52Uyx6xzvVlVQpdM2TTG39F0CH0OszqjnY7irCD3brNqDxKzqB5Oh3BWxURzAvl/2kT+X0vi3K0DrSkDmhN4p+D9Y8ace/jm5ib8fj+SyaS8TzeE6glKHo9HmsQYYAHXqVnOtcKfz1or+n2z9sjDxh05jVevXsWZM2dw4cKFt/zs7NmzIqxJfOITn8A//+f//M6O8AFBOyXaAdAOnDMadTo2mhvD300kErL5lUol+fxZjihxo3K18713Ci7CXq8nM2SZ4dHi5MwAUZ/qVqAfEJ1VpDOgCdB86PSD5nxg7uV532vMCja0o6PXija+zNZQSy4ajcr10k0IepTjQV2CTiM8GAxgmibS6TQWFxeFu9jpdLCzswPbtmWWLCUkcrkcQqEQ5ufn0e/3sbm5CdM0sbOzI7yxUCiEdDqNkydP4qmnnkIulxPNPGb/2DDFbnBgvwrBZptgMCgBFg0sS1pce7xeNOS8puxA1A64DrxmbeA6K/EoQwcs/L/O0mlqAR2naDQqgSRwnRvLTLHOrjuvOb9Df/+tYjAYYGtrC1/72tdkupJt27h48SLOnz8vcmG385k6uHI+i9o5dDrUB5WldcZxlsN4FG3VrcC5LxHOPZH7g7Npjfw9vb5s257iOt6La3MvnEUnJpN9alm9XkepVEKlUsHCwsKUrQmFQkgmk/D7/ZJdByC2j3sd91ItJeZsirlZsOF8jsg3PmzckdN46dIl/OIv/iL+3//7f7h69Sra7TYsy8L6+jre9ra34dOf/jQ+8IEPyPufeeaZe3bA9wtOA6ejJn2TtaPDaSqUUtBRh46GAoEA0um08HW4sR7kDDlLnHc6I/hm58sNghHgaDSSaMvn84ncSzweRyQSQblcvi3lfuB6Sp0OI8+DjuisDUYfozbcRxUkZANv5f3wNb1h02lk9oaTDPheNiXt7e0JreEgLqkOcuhATSYTaVQol8tYWFiQDlga78uXL6NSqYh0hG3b2NrawksvvYRr166h0WhMzUmlwcrn8/Lcr66uYmlpCUtLS5ifn0cikUA0GhVyeLPZRKFQQK1WkywlRe/JA2Xp0+v1Cp+OJSeuUeCt2QUnpUGXDvWaOc4b+J3ioEwsnyG9Fp3OD+0OBzhwSlQul0M8HodhGFMC2c6qgRN3cu1te5+icfHiRQm2o9EoyuWyZDOd93VWAD6rOuSsZDjXi9OxnuUY6rXlPO5Zrx2UHDhqcDrNhK7w6H/r9cKfUZhdB7q0Iwddt7s53ntVgeLv07ZoWaBeryed1Ny3DMNAs9lEo9EQupdeU8yucg61dvb09eP/nQ4j8FZu+VFZO3fkNP6Nv/E3AOx3S8/C3/ybf3Pq/0flZG8G5yLUN00bGj4clmUhFotNTVVgiZHlE25+nMShM1HOTZGf7cwG3A+jo6NAp3HU0RI5d87SxO1+Bz+bhsk5bk5Hok6yMPBWaZWjAlIO9L3S68VphGdxq+r1unC2KCGxs7ODra0taVBxGlvnGgGmswQej0emAOXzeQSDQeEyktTNjT8Wi8Hr9YogP51NZqAIbua9Xg/1eh2XLl1CJBLBwsICTpw4gZWVFSwsLGBhYQGGYaDVaqFcLmMwGMCyLBiGMTVtiDJDzvus1Qn0JJlutytBjjML5HQYj3vG524xy0HUz7peJwxMtRPA2bnNZlMCGtJuLMtCpVKRaUNahP5Wuc83w3i8L6mTz+extLSEZDI51QzlxM1e07ZD21Sn83yQdqleTzwG52fOWm+3azMPG879hq8Bs6smB9l20mKYdXROMrmX+9i9Bu/jYDCQZ4AjFWnvqa9LXnar1RJOMKkatFfAtOTeLOdZ78GzjuUo4Y6cxo2NDfy9v/f3bum9Ho8Hv/iLv3gnX3OocDpvfI0LRzuJFPxkF7JlWTJlgCOISKLVHVd0NvV3OSd86HKA01Ddi3OkNBCzU71eb+oB0Zy62/1ebUjpaOvrSf6ddqQmk8lbnLCjbHj1MTq5dwCm7p/T6HKT1plBOmy7u7uoVqtTWTfn9846Fud1044ejRhlcNi1nc1mpXOZTprenPVn8RzZmEJ6Qz6fx5UrV7CwsIBTp04hl8sBgDTxtNtt+P1+mfixsLCAVCqFYDAonDhqATLS13p/dBydvLlZnZlH0dA+SMzKTMxyhGbRb7gJ6u77eDyOeDwOADLdiU1NWjRbZ9K5ru/UXtHR6Pf7CAaDSCQSohF5J9kq5zXRzpEz4zPL3hz0vOmN/laO6SgGvoTTEZyVqT3oZ/ybewppC5TNoi7rUdbbBd6673e7XbFdHo9HdGX5f9o/BuC069wvqfOoR3Tq6zVLQeWoZhiJO3Ia/+iP/giFQuG23n+c4XTieEO1GC15DrrRgQRrdhQyg0I+l86a6Aid2mF8r+Z13ckCmuX86gwDtdXo2HIaSbvdxpUrV7CxsXHXc4r1g0GHm6UMXictn6HlMm5Uwj4KYAkXwMz7pB0ucje52QSDQcTjcQSDQZGj2drawt7eHlqt1m1zt4C3GnEe03g8RqVSwfnz52XWczweRzKZFC4PNTmd3+vMTGmj1u/30Ww25fxJO6AQbqPRkPtKhzWVSsl8YXIb+fxMJvuaZ/V6HZ1OR2R3dGOLk2vG83SWLo/qmnlQcGYcnWvDGczo66UnDLEsR9mPTqcjqgss1/F+MNjUjiO/83bAsh/5sGzwulfZTH1MzizsrMrKjQK3m53bLGfrqOFmWUZ9fWY5OFoVhJnGXq8na+EoO8zAdNmYQTzVILi2nRO/9OtsbnTy+HXF6WbZxFn2VV/fo4A7chp/93d/976+/7Awa0HPeoi0BAMjDYplM6Kgo0jDSyes2Wyi2+1OTRzQC4kLjAbS7/fL3Es9YeZ2z4vpdHY8cjEzi8gFz+7dQqGAy5cv48KFC9jY2EC1Wr1nTiPPjbOtyfnQDyHfy+txVOQGZoHXz7nR6Eyi3uj4b8qckBc2Hu+Pn6zVamg2m7KG7gSz1gkDmFKpJPp6qVRKskuFQgGVSkUcBW30CB1waMPGcgylfTjWjZG617s/uYaNM8x+MrtFgW+WodvttjRdOOe1OtcI140uTx90DR4FOB1m/Sw5y7IHZddoG+r1Ovb29oTGwBFqk8kErVZLJEk4GUPfD+0o3Om9GI32Z/py8gubru4FbuQEzqoQ3Oh3Z53nrGD9KEM7+MCN90NnIMzXWCUYjUayn2i7fhC94KiAx99ut1GpVFCpVIRWwywjgyjaICZ5tK1nJpLnzn6BWZnpWTZVr6V7yQO9F7jjMYIPK2YZA12OZoqd4EPB7uN4PD5VMuMGSKex2+1K5uQgsWzbtmXKB0vF3EBnRSo3g2VZeO655/D2t78drVYLr732Gvb29iSjRFmAvb09ySJcuXIFly9fRqFQmJl5uhOwRM2xd5x1zZm1OmPHzBTPV3ddHzWQj3kQj4w/47/1z/v9vjQYsfmIJeI7HbOloR0C/s0GqGKxiK9+9atSNbh8+TLq9fpNxbOdG6R+fzAYlKxjPp+XzBMnLPD7w+GwNMVwQ+E4Oi0SzZL0QU0w2kmZda20E/moQK85p/QTf+5cF7RhuhvWtvfLc6VSCYZhSGWCziEzSuThOiVY+PedVkloBzc2NoQ3ls/n73kAOctp1q87M4q36xhq55OO1VG0Y7P4r/y3k37gvGY600hNXu0w6qraUQbPkwHTzs6OJFSYWWcGnHZIJzZ0MkjbKuckGOeUoVkOo9NxPCp2zHUa/xz6YZllYPkeHVUwi2hZlmTzEomEvI+Cocye0CHQ01B0yp/fSz4EHSU+dHcSqXLo+tNPP4319XVcuXIFc3NzACAZLWBfFuXixYvY3d1Ft9tFPp+X7Oa9ctZ0x3k8HkcqlZJrTEeJ3LpZpa2janCcD/SsrI1+H+8lS33sqPd6vWg2m6JneS+NrHaeWAbudru4cuWKTEGoVquiEcnfmfU5zmeERo8BByV6qCpAZ4JC3ZPJvpSOjtY7nY7MyK7X6xJo3SjLqI9nlqE96BweBTgdx4PuJXDdCdAZWzpL1FelU0jpJVJJmCUmvYKf63Ss7vQ+tNttXLp0SSZSsVv1XmNWsHGrx+18JpwOJPcDLRF1lHGjbKO2IzqTppMn2lHUWcZ7kTG7WSb0XoB7MTOO5FWTU8veBM3ZpA4zgKmJSPq8tVPtrJLwfJwOpD7Po1Led53GP8esG+NcoFwEwWBQRG9Z7uW84GAwiLm5OUSj0akMyfb2NiqVyls2QW0AtdGhM8FWfj6At7twRqMRtra28Hu/93uiLcUFTNFRpt8HgwEqlYpw1DhL814sVBpO3cWbyWSEM9Lr9dBsNqeyFDrjoTlSRw3OwOJmpS0aVApnM1PJbApLx/fSYZzlyNJZYzmaf9/qZ3IN68yD5u9oOSoGTuQ76vOj/h/nGLfbbXEatcTKLM7iLOdRH+OjDH2N+AxpR0ZnjHkdaRe63a5IjFCqaTAYIBqNyn0lfUavL10hcGbY7uR+jMdjoWpoO3g/4VxDB2UP9TPvpHCwIsXngbZrPB4fWTvmFOie5fzrc3VWT+gY8718j35ugTt/LvW+cL8oKPx89iTwXjWbTYxGI4RCIZimiWg0KmNfuS77/b5Q0fRkJOekJL2PO5/RG1VMjoo9c53GP4eT76ONgtM46FK1FiYmz4cTFJiBbDQa2NvbkwzLQZpVzn87Sbd3CpYiacxYIqFh5ybBh4WldEq93A14vZih1aLTqVQK7XYbAKaaJbSx1VHtUYXOFhNOjoouAWqDyqYo4Dp/y8l9uVfHyL/1H81B0mMkbweaM0c9R46C83g8oiygR8LR8DNKbzQaqFarsu50B+8sp9F5XgedrzP78yjCmXV0/kw/Y9zUut2uNJ3QvvG9vC+UFplVauPn3SvHkU7jg7qPB2UNZzlReu0zC2UYhuhX8hljJvY4wOkczoLTrpHbTeUDZ5LjTgN/7gVs0pxFU7kX0Ps7/zCYZrKFmUYeD3B9ffJPt9uV+enUqHRSag6ya7OC36MG12n8c8wyBvrfTkOonQFm5sh9CAQCmJubg8/nQ6VSQbFYBICpcXBORftZi4RGXhPK7/Qh0Rk85+97vV6Z9hEMBqUsfTeOGn+XjjWV9M+ePYvnn38ea2tr8Pv9IrfCDsxgMCjdtPr6HCVOhxPaaeR1nlWuchoF/nHOaHVOn7gfx6s702nw71RWidBOoN5MyM2lODR/xgacyWQihlln4jVxXhvWWQHdjRzJo2yA7zec10s7iNrO8V7xZ1x/1Jdltzu5jVzvOqNGOG3UrO+63XPgen0QWUan7df/J3RGig1eiURCEgXAvl3tdDpoNBpvsQFHEXqPcw4j0M+efj/XAR056jHSFrCywPnNDCT1990IHo9Hxq0mEgkEAgGpSGgdxLu9pk6HUfcvaH1GOorUJqWMWLVaFRmqWq0mVRLNb3Q6uwfxsp3346D/HxZcp/HPoSNG/q0fHqfR0zd5MpkIFy8QCCCZTCIQCCCTycAwDFy+fFkyL87oyGlc9Wv6IWbzjW3f2YQYvfE6z9swDMzPz+PMmTNSQmaWkcesP8dpOGZdQ4/HI+WtaDSK06dP48knn8Tjjz+OlZUVJBIJ4UqRgM/RS9pR5nccFbmBWXBuBE4uJo2qLlHp9aSdNp21uV9gtomlaBqyu4HOQg0GgynubzAYFCF8v98v72NWmVwfLeSto/ODovAbGdWjYmCPApyOo35OZ72X8Hq9iMViiEajQsnxeDxyr0itYAZIZzGdNtP52Xd6Hg8as7KlXLeGYSCbzWJtbQ2rq6sIh8Po9/toNBpotVrSQMjmCQB3rIDxIEAbpdeHswN+lmPjdB7pTFF2B5husrkd59/r9cq0udOnT8Pn82FzcxPXrl1DsVgUW3I3cFYQKS8ViUSQSCSmhltwT6Q8Gvd+dlo3m02h+ejg11lddHIaD7JdR3GtuE7jn4M3D7geWemMkVOEe1YHJzuutra2EAgEhOzvLO8clDWbtQk6S393Syp2Rs3MJMzPz2NtbQ3hcBiJRAI+nw9XrlwRraqblQadBpWOwuLiIp566ik899xzWF1dlQk6lJvhdeaDP0v0nJ97VLunZ0XOev3o1/h+RuJ0ynVz1P3KqGojxf/faD3eDnRmUZe6Q6EQLMsSw8u1zACBvEp2S8+Kzp28Rf7beW6z/j3r/48iDnISCU0N8fv9ME0TsVgMsVgMyWRSpJI8Ho80x9FRMAwDpmkKd0uvBSdH6zjdC+1MMAgKhUKIRqOYm5vDyZMnsbq6iuXlZfh8PjQaDZmQQ6cpEolM8f2Gw6EIoh81zHLybfu6ri6At+w/+t7SMaaeJ0Xh2+02tre30Wq1bqt6pTOd3EuCwSC63S52d3fveXCt90ZdSudkGHaEc3oX13i325UGRmY/6cxqx9G5n9+sLH1UnxXXaVSYddNm/Z8pcZ0BJBh12LaNUqkEj8eDzc1NaXq4ncYSLSCqM3h3UjZ2Zk5ZMo7FYlheXsb8/Dzm5uaQyWSQTCblWHd2dqQhhw8Kj0WTenktWIrMZrNYWlrCk08+ibNnzyKbzQrfrd/vS/MQxZuZkdKlLu04HpeyjvN13j8nNYAbri7D3muOzkHHqqWN7tV3aadAZ6KYkWEpWj8zLOtQTkrL6szalG5kVI/q2jhqcDqP2qbQuTEMA7FYDLlcDpFIRH5mWRbC4bB0UJdKJQnkTNMUhQhdrnTScI4LtE1jWZ7XhI7i/Pw8LMuSZp16vS5i1hwxx4CY5c6jLDtzIxur9wzNa+XffI9t21P6s8lkEvPz8zBNE6FQCNvb22g0GpIkuNm1sG0b7XYbu7u7uHjxIvx+vww+uFMO9qzvAKabUYbDoUh/UfXBtu230DF0oMwKiZbj0VQjvZc7g/Wb7W8Pgppxq3CdxhlwEsb1TdelRT1XkyMEAUyRyVutlnRO325ZWRt4lnu54VKz8XYXks5a0sFLp9NIp9MwTVPO37Is5HI5+Hw+4WtMJhP5fhJ+6UADEEHn+fl5nD59GsvLy8hms3KNyAdh1M7sodNp4vlqh1S/dpShHRzt7Op7qdeRswTLn98vJ1lHuQfRIe4WLMfw706ng2KxiHA4PLXpsMxDR5N8Ruf583idx6mv8Y3O18U+9PXSa5PBKcvNuhHN7/ej1+vJs00HMRKJoNlsilNEO0BHaVb25LjcC557IBCQhsZUKoXFxUWcPn0ai4uLci1KpRLq9foUHzkYDAKABMa01cywe73eI0m3mdVdD7y1WUo7UZPJZIqrqLuOmURIJBLIZrOSrb506RLq9fpNOf1cO9QQpq3gPOh7oWOrv4tOHvUW+WwMBgNp3nMmbnTZWmcTdYJIO4z6z+08G0fp2XGdRgecGxINCF9zpuO73e5UGpocFnJX2u028vn8VHQF3JoDpL+LES+dPY/H8xbH8WabJ8+JWb1EIoHl5WWcPXsW6+vrCIfDok3l9XplWkgkEpFxibZtS6erluXx+XyIRqM4ceIEVlZWkEwm5XjJDeGoMWa6GJHW63XRKtTRIw3PrTgHRw00EnSynVlpHXXO2mD5O/f6nO8lx+xG30HuW6vVEqmpbrcL27aloxCAjLFsNptT2XiNWc6i/pnzmrk4GAddK70Z0onnc0nR+VKphEajgWAwKNlh8r+YwZ5FLTguz62T28YSfTqdxtrammQXmVUtlUqoVCoygtW2beHoaoF60lCIo5x5dXbXA9O2ilxkzl/m+3mOzMZRMcGyLFiWhWAwiEwmM+Vg1mq1mc6ztnu8H7ZtS4MJ1RXux3Xk/sQgSlM2tLKHMzvP92teutM5dPIZDzrnow7XaZwBZwQwi+tBo6g19nq93lQDAB2iWYv8VhcI30epGjqkAMRxvNWSh46g4/E4Tp8+jaeeegonT55ELBZ7i5QAozmWJZg91RlGTnhJpVJYWlpCLpcT8e5MJoNMJiOfTUeC4xRrtZpE6eSO8PsYyR7FiHwWDnJWnMZPR/M6s6rXxiyO5P083nud1eRmMh6PZfzbYDAQAWg9NWGWkzGrAWZWGWeWodU/exDX8TjjoGAFgDyrnU4HlmVJRokZFzoIutKgmwTuJzf3foLBHbOMsVgM2WwWuVwOiURC7HqlUkGpVEKtVhPeN39fU3n0OmZl4ag7CDd6rvR5MYFBB5Lld49nv+PZNE15vqPRKGKxmGgZ8rpwj3HaTz6/gUAAsVhMRlcy83g/KjHazvD/3I+4Jug86nMPBoNyLtq5npUU0I4jz1Nf3+MA12lUcPLnZjXDcEPUm7/uHBsMBsKB4UOky253Ykhte1/6Ip1OIxaLYTgcIp1Oo1KpyFQXOnKzFp9+ILWAKxd3p9OZmk1NmSCK6pL4zvnCnAds27aUbqLRKMLhMKLRKJaXl5FMJmWjoUPNSIzRItP+LOdQssjr9aLdbkvmFth3TpnRPWpg9KlLvoTTuLEsr4MNrWnoLHXcr2zjzboi7xSaM0thW54PnUZnRmpW+cZZ2jmofHXQ9bnVss+jCn19nJlbTRchyV9nU3RJrtFoSMfoUebr3QzOrCuD4UgkgnA4LOff6XRQrVaRz+cl86rLz7xGej3rrJRhGDAMQwL/owI6y06hfid0Jo77RzQaRSgUQjwelyoY94J4PI5oNCod+LFYbIq+sLu7K9Qn59phNWx1dRVLS0vwer3I5/PY2NhAoVC4JzrCTjiDVDqMukGTCinpdBrxeBy2baNarUrDDM9DJwSctuw4OouE6zQqaIcKmO4u1TfXKUJNY6GdSp1F0o0B/NxbBaP5brcLn8+HU6dOiVzN1tYWLl++jO3t7SkexUHQ2a7RaIRKpYLd3V1Eo1GYponJ5Lp8AKNoZ2crnTbLshCNRpFMJpFMJhGJRBCLxWCapjiZ3FzK5TIMw5BZ07ZtIxQKYW5uTiJ3Cn+TK+kUub4fkeW9gpPGoF9z8l8oQ8QSzmQymRKP1Z3kwP0pZd2vEq6Tf0rHgmVq/t+ZTQSmnZWDMoyzcKM1cVTXy2HDuWnRsaHdYoevdpT06DSnqDFtG3+m9TeP0z3Q5UZO/uDMYa/Xi16vJyNWyWXU56+zR9ph1BJXes0fJdwo40xoB5j7EkvyzMSRtwnsB8iWZYnjTf48X6MUEYNL7VDxHnDsqG3bouxRLBZlQtH9uhaz9nw6vel0GktLS8hmszAMA+VyWcbxzrpmNwp8jyNcp1GBc1SB6fFH3Ph0hoYPCg2rjs5IpNUcvbvJfPChGo1GMoKPnceVSkWcNJ3ZcYLHrKfXdLtd1Gq1KU4Op3M0m03RGmM32Hg8RiAQQCqVwtzcnGhYUV6oWCyi3W4jGAzCNE25LolEAisrKzJGjtIdelRiv98XR7Xb7YrDyOt1L7QE7xfYQDArOtdrRmcbKGZu2/ZU88BgMJjSNtPBxq1i1jHof+sMOXBvHHKdiWemnQZf8530d+mgbFbHtJstvH+YlV108m75HDLTSJ4fx44yyAGu01ToNLLR4Sg4SLfC49VladoowzBENoZOCsvRDKSdTiOfA52p0utc83mPGnSg76yiETqYo3PMYQzaxnFdUBmD1yqZTEpXPitb/X5fBmBw/fl8PkQiEZntTO4oue/3M6utP1c7/5ZlYWFhAcvLy1haWkI8HhduK/BWW++EroocZ5vmOo1/Dh0lMyPEdLSOqOk88m9GWtRQpLMzGAyESH4v9AX7/T4KhQLefPNN6exqtVoAgHg8Lg9prVabchz5vXpB83Vu6K1WS6bAMMPnzKBSRoIcH6rz93o97OzsoFarod1ui9NDEnQ8HofP58Pe3h663S6i0SgGgwGq1SrK5TLK5TKKxSJKpZIYBGcJmk7FUQUNqTPzrLNu+tqTSG4YxpRMkWEYQjXw+XxT88ZvdQPmvdKRP4+BcMr83KuyNHXseN8jkQj6/T7q9bo8F06SuM44zgqujrNxPQ7QNBxdrdCNSloxot1uS7VA2z7+bdv7s+x1Q8BRKFs7Gzz0WtP8uUgkgng8jlwuh5WVFSwvLyMSiWAy2R8Ry/PmNdITnDR3UWfa+X1MJhxVW6bXAq+Ns3rC9+mgTjuO3ENpB0ajEbrdruxZzNZZlgUAMkJ1Y2MD4/EYqVRKEg5MPnBP5h7M77jf10JfE2C/XM7Z6+PxGPl8HvV6XRp09JqalWV/WDKOrtP453Dy0phmTyaTskh6vR7a7faUOKvmZ7C0SB5jr9eTDCFxpxw1aoFR1NQwDNEEA/AWA87XeC58zZk9pXPr9/sRi8Xg8XjkoddOB48dwJS4b7vdRqPREMNAR4cNO+12G7VaDfl8XkoSNJ56/BIj8Flafey6PcpgYEAD5yxXA9c3Dr0e6DCS80dnj+Vc8ob4Owc5jjqLyZFbHNvHKRWM0GnI9TW/m+vLNROJROQPeU66w5LrhcHJLGcRcB3GBwVnRgWYDnDYParvB8eLasoFqRaaWsHJGs5Ky4ME16Vpmkgmk+KM1Ov1KQk0beupVaubX9g9TieRtl1nGZ1OoxaH5rmXSqUj6zASVLZwyu/M4jrSTvP5Jv9di2JTqzGZTMLn88l7MpkMVlZWEAwGkc1mkc/nUavVEIvFsLCwIDaR1ZdWqyW6oMVicWaX972GzhBznXM/6nQ6kuRotVpSsdPrgZ8xq3pynOE6jX8Obs58MLSOXDKZlGYPj8eDZrOJcrmMarX6llnB2jHQG+LdLhY+hK1WC4ZhiKPFDZiNI87yiDZgmtRLA89Rfpq7w0whu6m1IDedGc3TcTp6fJ2/wwwUP5MPH8sNTr4krxnJ9ccFeh2Q9+V0INl4RONL/Tt9X3gv6Mzz+nBtzRIB1+W1RCKBc+fOYXl5GaFQCJ1OB4VCAcViUUqO1Dpjx9/dlBH1pkuuD7mqlNpgB26lUkE+n0exWJxaL85n5GEwrscJ+noz6OVmqbtbdYMW15xt78tw6aBbTwV60KCdi0ajWFpawpkzZ3DixAl0u11cuHAB7XZ7KsvIUadzc3NIpVIyBSeZTMIwDAm0SN1heVpLrfEaaqeR65vOxXEBbQtt1qzEgXYeef5snKKDyfNnQsa2bbEDk8kEiUQCkUgEp0+fxvr6OrrdLhqNBgBIwxBVO6rV6tRM+wdpH2zbFmmwfD4vk8yYFGq32yJB5ZTcedgcRsB1GgW6BMrNnI5Lo9GQ0kUul8P6+jp6vR7y+TwKhYJoFuqoWqf3dTbybo6v1Wohn8/LIHgady1/Q/FkXVp2iq0ahoFwOCzNLBQl5wPPz2KJXjvC2ijqsqmzDKWdVEbn5DQyi8FIX49H5HXShv04gc79aDQSsXR9LQCIs87Mhc/nEy2zRCIB27YRi8UQDoffomFJkrkmo+sOcxpaTvZIJBJIJpOIRqOIRCKoVCqo1+sAIGOx7rYxhuuBI9Ysy5L7Gg6HZRY7+aqU56CmHXC0G50edvCZ1lw1gmtWl69nbYKzMir3kv5wI+gGFpY0Y7EYVlZWcOrUKSwsLMDv96NcLktGS3M4TdMUPqZpmpibm8Pq6irS6TSAfekxZrw4weqg2ei8ZnSaGZQdNzidPuC6w6gTEvpvYN9xZBVhOBzKXsr7Eg6HJXBmo5EuPXMcI20U5XyYaaxWq2I7H+S1YDNquVxGrVaTJBPVQGjL9bp4WG2a6zQq0Ggys0ZjqhtH6vU6FhYWkEqlRMSa5ddKpTI1f5JO260QsW/l2DQpPRKJyHHpBQtcl3Xh8WtNKU5zYAnTsqypRgxGSYPBYKqDTUun6LLLrGjKmeXUTqueK62FgSeTffkONuUcd3C98JrrjK/mOzWbTYzHYynd6wkU8XhcxNbJ++R90AK6JO4zi0tdzHa7PUUzYLlYc3Q1HeNuDBw1GfP5PPr9vkwUWlhYgGmawl9lxsBZvtF4GA3tUYd+bme9rrNHumwH4C3Zn3tZYbkZmJknDzGbzQo9IpPJIBqNYjKZYG9vDxsbGygWi+LM0ElMpVJIp9NYXFzEiRMnsLq6ikwmA8MwpGHPtm3JzDNbr7P+vA4ez/5s7oMaEo8buCdotRC+7ixP0xFnlQ6A8LNpf5ikYHJD7xnD4VCyd+QIMlnRaDSwu7sr/OgH5ZDpBAlVBbTtcg72eBR42a7T+OfQUTYfBhoXRlrcGCuVihgaZuw4W7lWq8Hr9YrTxT/ayN7JIqLB5hzTubk50WxklzObUQguYEofMNvEiI8drnwgWIbSWUqdFeSGobNDesOYxU9zdhVqJ5KfQc4do8uHBSxh9Pv9Kb6oli8Brpd1SDfodruwLEvKZKlUCplMRrK1lPtg+X4ymUiWUstbRCIR0Qv1eDzy+81mc+r778V5DodDyeD0+33ZsEkU39nZQblcFuK7XgeaeP+wGdjjhlnO46ygUGcQNZfvQZbjmMleWFjAqVOncO7cOZFBoV0jd5r0D8uyxOELBoPibC4sLGBxcRHxeFwcyUQigVKphGKxiJ2dHRSLRdTr9akpYDxv4HpZv9fr3dfzPgxo9QxdNaHj5My0MmuoaQraseK+yM+27f0Gqkgkgl6vJ9eZ17TRaEw1Wz4oh5z7HX0BOsnOTPqsDLxuiNR/H3e4TqOC7hLUxpFcCmbYms2mNJCwE4ydY2yaoVGhjMG9KFHzWPr9PkzTxPr6OlKplIz82tzcxNbWFqrVqpQs6eBpYVKm/PU4KMq/0InT2Usn7+yg0pR+kPV7+MDQAaeRpdSCFkR9GGHb++T7drstepbMdPC+6C5L4HqDwWQyEaoAuY8c+djtdrG1tYXd3V2Mx2NpdonFYiLNlEqlRPqmVqtJ1rhcLsux3e21Z/mGZaNut4tqtYpSqYR4PA4A0pXvXFO60/RhXgPHAfp51c+8duoP4mrNev7vJ7xeL6LRKBYXF3Hu3Dm87W1vw5kzZ5BOp6dkWorFoow75IQX2udIJIJ0Oo2FhQUsLS1hZWUFCwsLmJubw3g8xvb2Nq5evYorV65ge3t7pi4jbRs5jg/7GtYl51nQ59/v98Xm6znc3MPo2NPWMQHj9XrRaDSQz+dltKhuNnnQHehMJDmVBJyJEu0sOq/Jw2TfXKfRAR09agkVTQ53jj0bDodSyqAGn2VZCIfDKBaLqFQqB5Z/bheDwQClUgmXLl2S5pJEIjE1l7pQKExpRGrhXd0Fx4g6HA6LJqAe+6aJ0LobcFa3q/OB0O/hd/J6kuOos6KPAkajkUzwIc+Q64bZWF4jEulHo5GUoPXPbXtf/zKVSuHpp58WfiClLzKZDE6cOCEcSWajtW7crIaaO4XOhOvyUbPZnGoE0tmYwWAwFa0/LEb1uMOZQeQGrbvgncHjg75/hmFgfn4eTzzxBJ566imcOnUK6XQahmGIpBf/kAvH6SWk5SQSCSQSCWSzWczNzSEUColzwq5Y0inY2Mc1q6tRzJ4/KmCQqG0ToZ05vY/oihsziVR3IMeewe76+rrsbdvb26hUKjPt1INYb3r98/+zKjTOvY6vOauLs5zH45aJdJ3GGeBGpjdyOofkk7GrcDgciswAF308HhdO2e7uLl5//XVcvXr1nijYMxNYLBbx5ptvwuv1SsYxkUjA4/FIAwXHMwHXu2vJJ9FRHQ0+JVtYLgWui/Zq+QN+Ho9n1vXT2UVNoKYswXF4OO4XxuOxlJiz2Syi0ehbDKt2vJidjMVib5FC4rVmOToWi0l5juLrNO7dbldmeju76u+GOsHfc0bbjMy1w6gz2LMmZDzK6+KwMStD4gwOdYbF+bMHdYyhUAjZbBZra2tYW1tDLpcTZ5H0DmakvF4vLMuCaZpYWVmBZVkylYS8b2bhd3Z2JMDudDoy5KDZbEqWi6XtoyzS/aBg27YEf6ZpSgMeEytaekcHrP1+H5VKBYZhTHHsU6kU5ufnkUgkMD8/L4kGr9cr2eLD6J7WtlEnkmZ1lfMZ0Q2iN3tOtCN6HBxH12m8AVhO6/f7ok7v5G4wTV+r1aS7NZ1OI51OI5PJYG5uTsbFXbx48a5njtLI8cHb2NgQJ5YOK3C9vKlLgboEQNFUPtR8oGl4Sfjl9Ac6xnxonBki58OhHyw6QI+6kXViOBxie3tb1kwqlRKHmrqNAKYElSORyFSWkmuSmxkbiUzTRL1eF3kfcmxN05QxXpwZrGdA3w24lkij0I0/s8qZs6gOLo4GZmU+DrpXD/L+sUKSTCZFYcAwDAAQR9Hv9yOVSol4PpUEyPUl57zZbKJSqQjftt1ui7ZkoVCQCVWNRkOauJhxdHEdk8lESs86GQFcXzO6q5rXngFALBYT2Zp2uy22kJqz1WpV7FY4HBaqy4MsUeusoa6cOJtcD6Jx3Aj3olH2QcJ1Gm8CRkaDwUA09ShQzRusy7u1Wk209dghRv6NaZr3RHuQDyGznyypkLMIQEjf/C4tc0IRac3NoHNMLUbbtsUhodg3s6w3GxTPDUd3obs4GIPBALu7uygWiwiFQlhaWkIoFJJyL6U7Go0GotEoWq0WEomEZBVZyjFNUxw2LYjOyJebnQ4cQqGQOJzA7EkGtwPbvt5RqAOHWVks/beLo4eb3Zs7vXdOqRZn9mjW5/K92o5pAfFKpSLcc06rYukzEolIZpFat5VKReTS2KBFiSw6iNVqFbu7u2i32ygUCg9FN/T9BAdQdDodhEIhzM/PCyWKZWlKbnGvMk1TKhKkf/E6R6NRaQZstVqo1+uiXauD0QcB7QzqcjIwnR2cxf8/CIeRNb0XcJ3GWwQdq0qlIt2vyWQSwPXSL6OoRqOB4XAo80oLhYJoO/F9d2twdccto+94PI5kMolgMIhutyudZgCEI6dFe7lo9axsOnn6OJm1pKI/X9PD5HlMFER/GGRzHjTobF24cAGJRAJ+vx8LCwvS9dzpdFCr1VAul0VWxLIscRiZQWTHNMvB5BnyMzjpg01RwWBQjPVB2nN3Av7+jZxGF8cLeoO8EUVl1u/xby147xSCnlXK4+/S5jBryAwjA9xwOIxgMCjyVbRbHo9HRJjL5TIqlYrwFkejEWKxGFZXV+HxeLCzsyM0mosXLyKfz9+7i/eIgFnFy5cvyySYubk5sW+apsUOaTZjch30+30YhoFoNIpTp04hGo3C7/eLxq2ukDwozKJqzHp91r+B2fSP4wjXabwDkJPV6/Xg8/mQSqWQSqWQzWalY8y2bclIOicH3I6xdUKXg1kiZmMJHQSWZGKxmBhkZqC0niM/jx2vVLWnY8lMIZ1AOot0MrTDySjzuD4IRw21Wg0AUK1W4ff7hY8Vj8dlDGCj0RCHkc5iOBxGNBoVI8tsJTVG9YZJ6QvyHHk/uUbu1b280ee46+Xo4GabnH7dSUWZ9fvOn9MuBYNByTJR3Jl2ihUPBrBOTrbm9DJItW1bZMR0MER1Aq79YrGIYrE4pY26uLgoCgPf+MY3cOHCBXzqU5964A7Jw4pqtQoAqFQq8Pv9yGazUrHiHgNcn+tMu2Pb+4oT5XJZOJLkOjIpY9u2OJ0AZlJh7jVuRM+4X5n5owbXabwLcJPliLbt7W2kUimsra2h1+uJjE2/35/SsroXGRyWynO5HObm5hCPx2VeaiAQQKfTkc2fGclerydkbi30TEdBO6E6m8iIXnf1jsdj7O7uuhyf+wxe6zfffBMejwfRaBTxeBxLS0tCG2CJh0a31WqhUCjANM0pYjqdxmq1KutAN3Zx4+bm7pQWuRs4I/N7pRHp4t7Dea+1Jt+N3ncjcGIQu5UXFhaQy+UQjUYlcO10OlKCZEaQ2UCuGZanWVnhkAM6j3Qg9HQszrjnnPvxeCzdupZl4Zd+6ZfQaDTwyiuv3OWVc3EQWIXb2toCAOm6TiQS8jPeawDCR+WYXO5n1ETWgwnG4zFCoZDMvR+NRjJo417uu8SjTq1xncZ7BNu+PjFgY2ND5p6yFNxqtQBcl624G7DswmkqlIaYm5tDs9nE3NwcTp8+LV3WLI3TIWQ3Wr/fl+icMhXNZhNer1cePuqPUZtye3tbpHIe1YfmsGDbtsy+3dragmVZmJ+fRzAYxNzcnMzPjUaj0ihlmqasEwByL0mfCIfDbylHcwO/V9N5blbGcXE04eRx6ddnOZDO0rWmtjiFtLPZLHw+H6rVqtgmDk6gc0f+t/5Mj8czlWkH9vUAV1ZW0O/3p3QAWcIulUpCEdrZ2YHX68U3v/lNbG9vS5e/iweLfr+Pfr+PZrMpY0dt20Y0GpXgeH5+Hv1+H6VSSbraORqV3EmOX2UHdjQaRbfbxebmpmgAa64k7ZzLT71zeAC41vs+gxk94HpTwp1Ck3D1WD6WZQDgzJkz+PCHP4zxeIxr166JM1iv19FsNtFut9FsNpFOp/HYY4+hWq3KTNZer4dkMolQKIRyuSzdt4wAXRxNkF8aDAaxsLAAy7KwtbUljQGcMFOv1yVrSZ6qbirgGqpWq1Iiv1vcDR3DxfEGqxOBQGBKOsqyLGxvb2N7e3smt5GOKvVJuXb0CFJyxldWVvDss8/KONdyuYxms4nV1VVYloU333wTlUoFAO6J7JmL+4dwOIzhcIhwOIxz584hkUjglVdewXA4RDKZlIlX5XIZV65ckQx2KBQSjWTy/XWG0sW9g+s0PmTQRpVG+KD0PCN3N+p6NHCz+31QN6sLF/cKupv+XgnL0zG9V5/n4mjjRnbsuMnXHEe4TqMLFy5cuHDhwoWLm+LuCXYuXLhw4cKFCxcuHnq4TqMLFy5cuHDhwoWLm8J1Gl24cOHChQsXLlzcFK7T6MKFCxcuXLhw4eKmcJ1GFy5cuHDhwoULFzeF6zS6cOHChQsXLly4uClcp9GFCxcuXLhw4cLFTeE6jS5cuHDhwoULFy5uCtdpdOHChQsXLly4cHFTuE6jCxcuXLhw4cKFi5vCdRpduHDhwoULFy5c3BT+wz4AF3eORCKB7/3e78XGxgaq1SouXryITqdz2Ifl4iFCMpnEhz/8Yezs7KBcLuP8+fPuGnNxT5FMJvGhD30I+Xwe5XIZFy5cQLvdPuzDcvEQIZlM4ru/+7uxu7uLcrmMy5cvo9VqHfZhHUu4TuMxhWma+NjHPoZz587hzJkz+PKXv4x8Po9AIIBGowHbtg/7EF0cc5imiR//8R/HuXPnUK/X8Wd/9mfY2dlx15iLewbTNPFX/+pfxblz51Cr1fD5z38e29vb8Pl8aDab7hpzcdcwTRM/8RM/gXPnzqFYLOJzn/scCoUCfD6fa8fuAB4A7hU7ZojH41hbW8PJkyexsLCAfD6P119/HaPRCCdPnkS/38ef/MmfuA+DiztGLBbDysoKVlZWcPLkSRQKBbz++uvo9/s4ceIExuMxPvvZz7przMUdIxaL4cSJE1hcXMSJEydQqVQkk726uorJZIL/+3//LyaTyWEfqotjing8jvX1dSwsLGBpaQnVahWXLl1CvV7H8vIyPB4PPve5z7lr7DbgOo3HDKlUCj/5kz+JfD6P//2//zeSySTa7TZSqRSefvpptNttWJaFdruN//Af/gPG4/FhH7KLY4a5uTl84hOfwObmJv7kT/4E0WgUnU4H8XgcJ0+exHA4RCQSQbvdxn/8j//RXWMubhu5XA4/+7M/i0KhgM985jNIpVJoNBqIxWJIp9MIhULw+XywbdtdYy7uCJlMBj/zMz+DXq+H3/u938PCwgJqtRrm5uYQDocRCoUAAD6fD//pP/0nd43dItzy9DFCJpPBj//4j+PMmTNIJpO4du0aSqUScrkcPB4Ptre3EQwG8b73vQ+hUAiZTAb/8l/+S/dhcHHLyOVy+Jmf+RmcPXsWiUQCV69eRaVSwdLSEjqdDgqFAkzTxLd/+7cjHA4jl8vhV3/1V9015uKWkc1m8XM/93NYX19HNpvF+fPn0ev1sLCwgMlkgn6/D9M08a53vQuRSATz8/P4lV/5FXeNubhlcI0tLS3Btm0888wzaLVaCIfD8Pl8GI/HME0TzzzzDCKRCBYXF901dotwM43HBJlMBr/wC78Aj8cDy7KwurqKdruNP/7jP8b58+cRDAbx7ne/GydPnoTH40Gr1cLi4iJ+93d/F7/+67/uPgwubopsNotf+7VfQ7fbRSAQwNzcnJQMr1y5gm63ixdeeAEnTpxAMBhErVZDLpfD7/zO7+A3fuM33BKPi5tibm4Ov/RLv4RwOIzRaIR0Oo1Wq4Xt7W1sbm7Ctm3kcjmcOXMGPp8P3W4XqVQKn/70p/Hv//2/d9eYi5sim83in/2zf4Z0Oo1isYi5uTn0ej0UCgVcuHABlmUhEongiSeeQKfTgdfrRTqdxqc+9Sl86lOfctfYTeA6jccAsVgMf+2v/TU89dRT8Hq96HQ6CAQCSKVS8Hg8qFQqaLVaSKfTMAwDPp8PGxsb8Pv9KJVKeOONN/DpT3/a5Z+5OBCJRAI/8RM/gSeffBLJZBK2bUsHazQaRbVaRbVaxcLCAvz+/QLF9vY2RqMRSqUSLl68iP/8n/+za3BdHIh4PI6f+ImfwOOPP45UKgWv14tmswmfz4doNIparYZ6vY5QKIRwOIxms4nhcIh2u43BYIBXXnnFXWMubohIJIK/9bf+Fs6ePYtMJoPRaIRut4ter4d4PI5KpYLhcIheryd2rd/vo9/vAwBeffVVd43dBK7TeMRhWRY+9rGP4fnnn8dgMEA8Hken08FoNJJu6XA4jEAggMFggEajgVQqhWKxiHa7jdFohHq9jt3dXXzmM59xHUcXb0E0GsXHP/5xnDt3DqPRCPPz8+h2uxgOh9jc3ES324VhGDAMA7Zto1arYWVlBa+99hps25YuxN3dXfzxH/+xu8ZcvAXhcBg//MM/jHe84x2IRqPweDwYjUYwDANbW1toNBrw+/0Yj8doNBowDAOZTAa7u7uwbRvD4RDD4RAXL1507ZiLmQiHw3jPe96D7/zO70Q2m50qQ1erVbz++uvw+/0YjUbw+XyIx+MIBoNot9soFovwer0YDAZ444038Kd/+qfuGjsArrj3EYZpmnjPe94Dj8eDUCiE5557DouLizhz5gzW19dx9uxZBAIBkaaIRCLIZrMwDAOrq6tIp9Po9Xool8tIp9N48cUX4fF4Dvu0XBwhhMNhfPu3fztGoxEsy8Lc3BwmkwlWV1eRzWbx1FNPYWFhAV6vVwxtLpeT8s7S0hIMw8B4PMbc3Bze/e53u2vMxRRM08T73vc+kdHx+Xzo9/vIZDI4deoU3vWud2FpaQnBYBCGYSAej2NpaQmrq6s4ceIE5ufnMR6PUalUYBiGa8dcvAWmaeLbvu3bEA6HUavVEA6H0e/3kUgksLS0hKeffhpPPfUUUqkUTNOEaZpIJBJiz5544gkEAgH4fD6Ypom3v/3t7ho7AG4jzBFFKBTC2972Nuzt7SEWi+H1119HNpvF4uIi8vk82u02FhYWsLy8jE6ng2KxCNM00Ww2MRgMYBgGhsMhRqORlIEWFxfxF/7CX3AlBlwA2F9j3/It34JAIIBqtYqXX34Z6+vreP755+H1elEulwEATz75JAaDAUqlEkKhELrdrvzx+XwolUpoNBoIBoNYWlrCe9/7Xnz2s59115gLGIaBt7/97ZLhqVQqaLfbeP/7349gMIhvfOMb8Pl8sCwLiUQCk8kEk8kEo9EI5XIZnU4HrVZL1li/38fKygqi0Sj++I//2F1jLhAIBPDkk0/C5/MhFouh3+9ja2sL6+vr8Hg8eOmllzAej5HNZmHbNrLZLIbDoWS5Sfmq1+sIBoOYTCZYWVmBaZr43Oc+52YcHXCdxiMIv9+PJ598Eul0Gv1+H91uF9vb2/jCF76A7/3e78XJkydx9epV9Ho92LaN0WiEyWSCa9euIZFIoNlsYm9vD5cvX0a320UwGITX65XI64UXXsCXvvSlwz5NF4cIv9+PtbU1VKtV2Xg3NzcRCASwsLCAXC6HZDKJbreLcrmMXq+HWq0Gj8cj5cVarYbNzU3U63X4/X4YhoFms4loNIq3v/3t+MpXvuIa3EcYoVAIzz77LILBILrdLvx+P2zbRjwexxtvvIHl5WXEYjFsbW3B7/ej3+9Ldmc8HiMYDKLVauHq1auoVqtIp9PCc0ylUnj++efx1a9+1V1jjzBM08QLL7yAyWSCer0uQQebQePxOMLhMK5cuYJwOIx2uy082Vwuh2KxiGazCcMwUK1WpaTt8/lw6tQpAHAdRwdcTuMRg8/nw/LyMubn5xGPx+H1ehEIBDAajbC+vi6i3idPnkSj0cDOzg5s28bm5iZM00Sr1cIbb7yBQCCAQqGAwWCA8XgMj8cDwzAAAK1WCzs7O7hw4cIhn62LwwDXWCaTQTQaRa/XQzgcRiwWw/LyMhKJBB577DGEw2EYhoFut4tarYZ+vy+GdWdnR17zer24fPkykskkPB4PJpMJms0mut0uXn31VdfgPoJgUBKNRhEIBGBZFkzTRDQaxTve8Q4sLi6iWq2KBEqv10Or1ZJghFltACiXy9jb2xNeYyQSwWQyQavVQqfTwde//vVDPlsXhwEGJR6PB41GQ+g14XAYP/RDP4R4PI5XX30V3W4XzWYTkUgEgUAArVYLw+EQ/X4fhUJBOqgbjQY6nQ6GwyFOnjyJQCCAer2Ozc1NvPzyy4d9ukcGbqbxCCEYDOLpp5+Gz+eD1+tFvV5HOByG3+/Hzs6OGMz5+Xl87Wtfw2QyEdL4cDiUEW+xWAyDwQB+vx/tdhu9Xg/BYBDhcFgifsuysL6+jqtXr7qb+iOEYDCIM2fOoNvtYjQaodVqYTAYwOPxYDweI51O4+zZs1hbW8P29jb29vZQrVbRbrdRq9UwHo8RCARQLBbRarXQbreRTqel29o0TQyHQ2nMOnPmDM6fP3/Yp+3iAYJZGjp5g8EApmnCtm1Uq1VsbW3h3LlzeOGFF/DKK6/g1VdfRblcxmg0Qr/fR61Wk0A5GAxKpaRWqyGbzSIYDOLq1asA9pUllpaWsL29fbgn7eKBIhAI4Ny5c6LwEIvFMJlMUKlUYNs2vv71r+O7vuu78K3f+q34yle+gmKxiPPnz6PRaCAUCiGVSgnHNpVKod/vw7ZtKW8XCgWMx2N0u12Ew2Gsra3JmnvU4TqNRwQejwfJZBKdTgeTyQTj8RiJRELkACzLgsfjwebmJl544QUYhoHXXnsN7XZbyof5fB7pdBrBYBCBQEC0GX0+HwzDkOjc7/fD6/UiFAphaWkJW1tbh3z2Lh4EfD4f1tfX4fP5pLlqOBzC6/UK93VnZwexWAzhcFicy2984xtSmqb48nA4RDgcRq/XE27jeDzG3t4ePB6PbPqTyQThcBidTuewT9/FA4DH40EikZAKiW3bUp4eDAYIh8O4fPkyfv/3fx/PPvss/H4/arUaBoMB9vb2AEACEJ/Ph8lkAtu2YRgGkskkarUafD4fgsEghsMhWq0WLMtCNBpFs9k85LN38SDg8XiwsLAAYJ8zGwwGUSqVkEwmZa298cYbaDabWFhYQKfTkYCXcmHD4RCxWAw+nw+tVgu1Wg2pVAqtVgsApPrSarUwGo1k5OW1a9cO7byPCtzy9BFBMplEJBJBr9dDKBSC1+vFyZMnRbeM8gAUv43H46jX69KQEAgE4PV60Wq1YJomAKBer6Pf78vIJDqkfEgAYDKZYHt7WyI2Fw8nvF4vMpkMQqGQcBKDwaCst2QyiWQyiWKxiFgsBsuykMvl4Pf7MRwOUSgUJGPt9/tlnVGmYnNzU+gU7Njv9XqIxWLo9XqoVCooFAqHfRlc3Ed4PB7kcjkkEgmRzwEg/z516hTS6TSuXr2KTCYjpUK/3w/TNFEulzEcDtHtdpHNZtFsNhEMBkXDsdlsYjweIxKJYDgcol6vo91uw+v1ChWn1+sd8lVwcT/h9XqRSCREy5Pd9vV6HYFAAG9729tQKBSk0cXj8UiGm9nuVquF+fl5kd7hz9LpNHZ2doT/HwgEUCqVMBqN0Ol0UCqVpKn0UYabaTxkeL1eGIaBXq+HwWCAdDoN0zTh8/nQ6XQQDAYxGAyEj+H1erG7u4tCoQC/3y/d0izhkGheLpcxHo8xGAwAAP1+X7hDzAIwi0mtPXdqzMMLy7Ik28MSMzdrGslwOIx4PI7BYICdnR2Uy2V4vV6Mx2NZn9FoFMvLy4hGo2g0GtKwwDnBtm1jMBjIetIbeSwWQ6PROOQr4eJ+wTAMDAYDFAoF+Hw+ZLNZ+P1+yRg2Gg2srq4imUwKf8w0TYRCIeEzer1e5HI5WJaFRqOBRCIhzX6hUEgyjPV6HZZlwev14sqVKxgOh4d9+i7uM9iExwyg3+8XTmwoFIJpmphMJkilUqIwwr2Teozj8RiWZWE0Gkk2OxwOYzweS+ARj8fR6/VQrVaRSCTQbrclgAEgSgCPKlyn8RDh8XiE1M3SH3k9Ho8HvV4P8/PzMmbr1KlTOHnyJC5cuIBer4dOpwPbthGNRlEoFESEmRGVbdtYXFyUyIjSPNSqYsaIpe9+v/9IPwwPK4LBIEKhECaTCYbDIXw+H4D9MiDX3u7uLgDgxRdfFK4ieWY+n08ClvF4LNF3t9uFaZqoVCrCYTQMA5FIBLZtCwGdxnsymcA0TXS73cO8HC7uA2KxGIbDIZrNJjKZjAQitm3D4/FId3S/38eZM2dw7do1RCIRDAYD1Ov1qcCZzVftdhuXLl0SKk0wGESlUpnSegyFQshkMiiVSgD2uW6c+OHi4QIz1qPRSILVwWCAfD4vVJtLly4hm81ibW0NoVAI58+fF36/bduSkKnVaqIsMplMxLYlk0lUq1W0Wi2Mx2PU63VJ7AyHQxSLRUwmk0c6yeI6jYcIOorAPodiYWEBhmEgkUhgNBqh0Wig2WxiMplgd3cX9Xod+XxeDCyjJ27KhmEglUoJd4gNLnQgA4EAMpkMBoMBKpWKZCc5R5hd1m5jzMMBj8cjfwCIsQuFQsI7pANJrs+FCxeQSCQQi8Vw8eJFMdQMbpix9ng8iMVi4jgycGEWu1Qqye9RB42julyn8eGCz+cT/iqb+CKRiDRa+Xw+zM3NSafz/Pw8TNOEx+MRHcZ8Pi9iywDE7pGaw6YarrtkMinlwslkgsXFRaFEuNqNDxfIv2bQ2+v1pPTcarXg9XpFHaTb7eL1119HPB6XdbaxsYFAIIBKpYJ0Oi1Nf7SBOhPZbDYlg8mqHpMw3W4XsVgMoVAI/X4fjUbjkVxr7kSYQ0QwGJRNnSU+iigD+3M0gX0tqrW1NSwsLKBcLmN7e1sWa71eh23b8lDRcPNB4yjBWq0mJRxGXd1uVyZ9GIYh0byLhwN+v1+aqliWDofD0lxQq9VkBuv6+josy0Kn08HVq1dx/vx5KeOwlMOIPRaLIZ1OY319HYZhYDQaoVAooN/vC8+WJXCWFim7Alxf9y6OP0zTlJIx6THMMJJSwyAVAAaDAZrNJnZ2doRaw4wNO/r7/T5M08TS0pJ040ejUVlTzWZTghfSHfgZo9HILVU/RPB4PFNZPTZ58vV0Oi1ScsPhELVaDfF4HIFAAJcvX5bsYSQSQSqVkkA3GAwim81KZY2qIh6PB8PhEJZlYX5+Hl6vF5VKRbLdyWQSoVBI6D2PIh7Nsz5E+P1+ZDIZkQZgJG7bNorFIk6ePCmRk9frFUkTy7IwmUykQwyALO54PI5EIoHxeCyk4FKphFqthmg0im63Kx2JrVYLjUYDsVhMHj46EdTcIzfpUYyiHgawnDyZTKSLudFowOfzSUBBQ9rpdLCxsYGTJ0+KA0gOIxtmIpGIzHCljh6brYLBoGgyshORgvSafA7sb+jOMrWb1T6e8Hq9Yqf8fr/MKvf5fOh2u6hUKkilUtKZzzJ1OByGx+MRh9Hv90tmh9OGMpmM2LnNzU0Ui0UUi0VEIhFp6Ot0Otjb20O320UymRRuG9cv6TYuji+Y+CANAdinWNGB1NU0wzCEsw/saxFHIhFRetASdOFwWBzI8XgsHdJ+vx+hUAh+vx+9Xk9snmVZojgyHA4lo81jeNTsmJtpfIAIBAJYXFwUlXpu4DSog8EAV65ckQYY8iz29vZQqVREqX4ymaDT6ci8YEZBAGRMl9/vx4kTJ5DL5YTDwUgdgDispVJJNnFmgwzDQDQahdfrLo/jBr/fj6WlJVlTlKTgz3q9Hnq9ngQqiUQC4XAY29vb6Pf7iMViiMViiEajwlEjj6dYLALYd0r39vaEB2maJrLZrDiSXJc+n090Qmu1moyBCwaDss5cHD/4/X5ks1nJJFPfjjJfDFj6/b5kpqkdy1FvsVgMtm2jUCjAMAyk02mxi8PhEPl8XugOXMNer1c0Q1utFhKJhGjtVSoVJJNJxGIxcS65Bl0cPwQCAaRSKYTDYQAQLuNkMpFmTma3dfVkPB5L2Zg0mVKpBJ/PJx37yWRSqiLsmiaazSYajQaq1apQJNgoMxqNJHBmpYTB8qO0V7qSOw8IPp8Pjz32GMbjMVKpFAqFAlqtlpC/Ga17PB5JjRuGIcTudruNeDwOy7KwsLCASqWCwWAg86UBiHNAQzk/Py8ZRkbn5XIZg8FAIjA20zCbNDc3h36/j0qlIg/ooxRFHWd4vV5ks1nhH1arVZlwoLPGhmFgbm4OoVBIRlWSE5tMJmEYBsbjsUxJIHWCGmbJZBKtVguBQEA2ec6pbrfbkr3e29sTQ0+NtMFgILwgyjyRYuHi6MPr9WJubk6cNTZSkU/GTdTj8UgwsbKyIiXrwWAgDQnMTFJKjIoOtDukQXQ6HRQKBamMbG9vIx6Po91uo1qtSqkyHA6jVqtJMyAA5PN5qdi4a+x4wO/341u+5VvQaDSwubkpUnHM6jErmEqlxFZRCSIQCMAwDJFjYmOe1+uV6Vfs1qf8GADs7OwgHo/DNE35XVZpOHVtdXVVprBxTnq/30c0GpUA6FGozrnl6QcARuZMk4/HYywvL2NjY0NS46ZpimHlGLZer4d0Og2fz4fFxUX0+320222USiUEg0E0Gg1pZshms7JRMwIjP6PZbMK2bTHSLA2Rx8ioi1lIzhHudDqIxWLSSebi6CIYDErJhVlsHRR4vV74/X4JQqrVKpLJJAaDASzLmmqm4gZOp4DGmOVDCnpXKhXkcjkpBQYCAel6JReSmzm5jrFYTPRE2bVIkXB3jR1t+Hw+0fNkEDsajVAul0UrlrInXH/1eh3pdBqDwQDdbhfRaBTValX4rYPBQDrxWemgmHcwGMT29rZo42WzWZRKJcmUc/1QSqparWI4HCIejwtvm40ztJeuOsTRht/vx8rKitgNy7IwHo8lyUE7Rues0WgIRzESiSCRSIhaBO0dZZ/K5TJSqRTG47HoOzLYpZj3ZDIRrje514PBQLKWHFfY7XZFKzIUCmE0GmF1dRV7e3sPfee+6zTeZ3i9XtG101qKpmkilUqJdhQzjABkwZPvyIeFDme325VSn2VZQgrXAt2RSETKirZto9lsiv4UO1wBCCeJvKNarYZwOCwizixV5/N5l2B+ROH1evHEE0+gWCxKND2ZTLC6uirj1wBIxE1OK9cX50lrKaZIJIJGoyFlwGKxKJxIjrSMxWLilHINM4PIf4/HY5n4AexnIileP5lMpAsykUggn8+7m/oRBYcN8L5SEox2i3ZMy6LQZjUaDWn2o0QOAOzt7cEwDOlU9fv9aDQawiNjRYRSYOQwmqYpzTDj8Vg6q0nR4XdTDLzT6SCRSODFF1/EZz7zGZfreETh9/tFQYS8aO6FLP/qKWdaGxaAJFBYuQP27Q0l5fh3s9kUCZ14PC7NVOR+MzBuNBrCubVtWyhizFoahgHLsiQAtiwLzz//PL7whS881Flt12m8jwgEAlhdXUUoFJLImRI5LAlrEjgfjGAwKLI6jJabzaZkexjhswO62+3iypUrU+r4jKoZJQUCARm3xNf6/b40PzAiZzaU3627ZV977TV3Uz9iCAQCOHnypJRaTNNEJBJBuVyGz+fD0tKS0BhYTmH5LhaLoVariWHlBtvpdOD1ehGLxTAajXD16lVpwsrn81Li4fuoX2bbtrymOxyB65QJZgiYVeeazmazsCwLb7755iNR4jlOCAQCOHHihKyhWCyGTCaDvb092aC5aZKjTVWGVquFzc1NRCIRsS/pdBq9Xg9+vx+5XE5kTjhkYDAYoNVqTSk52LaNer2OeDwOj8cjwsy6MWIwGEjjDbOZdHBzuRwikQjOnDmDb37zm25W+4ghGAxibW0NwWAQ/X5feP3z8/Nyr8hT7HQ6kiwhP5oULopxx2IxNJtNDIdDkceJRqOSDe/1esJ15LqjTQIgARFt5ng8lnU9GAyEV9tqtRCNRpFOp/G2t70NV69elc9/WO2Y6zTeJ/h8PtnMmR4nX8I0TXHMFhYWRExZl5Qty0IymZQSH5sW2J3Ixc/fY5MMI/teryczYNlVRokdHgcAKTkGAgHE43Hs7e2hVCpJ1yzLBMPhEKlUShpnXBw+fD4fzpw5g2g0KsR/duWzS5WOPzPWFLOt1WqIRCKIRqPi0LEDltM3uEbIG6pUKmKw+T4GJ71eTzqlWWKkAWYJmplNrvFwOIxMJiPSGZVKBfF4HM1m0w1Ojgi4xizLElqM3+8X20J6jS4N642fziE3YerikfrCTvxWqyXj3tbX19FoNJDP55FMJtHtdqWU2Gg0MBgMRGvv/2fvzWIsv6/8vu/d932tpbu6q5vNJsVdo8gajYZybNgeO4k9jid74ocgQBAYyZMf4gB5SZCHAAlgJE/Og5HEGDuZYCbxAGNPqNEMtXAkjiRySDa3Xmuve+veuvu+5aHyOf2rUlNc1M1uNu8BCJHq6qpb9/7+53fO93y/38PPAulOpVImFMQvMhqN6uLFi+r1etrf3zcBzzKPPRrh8/n01FNP2XOPAKZcLhttptfrqVKpmKfidDq1cfLx8bGJUZi6dTodhUIhm3wAyOzs7JhQK51O6/Dw0M6l6yCC8pp8BbjC/QtoMxqNlE6nVSwWlUgkNJ1OFY/HFQ6H1Wg0HkvEcVk0PoAIBAJaX183PgXJCS5Fu91WNpvVfD63lVu5XE61Ws04ZSQ9Dia8jcVioeFwqGKxqO3tbTvYcHuSyaR6vZ4lYo/HY2bKCGEikYii0agJE9j2AUcSkjDmuhSdkUhEKysrOjg4WCbchxycGTw6pROBSr/fV6fTUSQSUSaTMXNaqA0UZe5GIa/Xq1arZcpXtiswoo5EIgqHw7YJBvTGpVq4JHPGh4yp4SMhiAE5gF+Zz+dNJZnNZpVKpbS9vb08Yw85GMMlk0mzz2ESQUMRjUYtn+HJ2ev1rJHBTLnX61keg8PqWqq46tft7W07c81m0zje5CoaIJAmlKwgRpFIRNPpVJ1OR/F4XOfPn1c+n1e1WlW73VY4HNba2pq2traWzclDDq/Xq7W1NQUCAa2srFie4Nnn3xeLhXFpr1y5cqo5RozFSJkJG3vvKSZRPjPpc9cDco7m87k5R7ibZKBBMEGBbgFvMhqNGvpIgcmY/XHLY8ui8T6H3+/X1atXTyF7GISWy2Wtrq7aIfN4PDo6OlK9Xlc+n1cul1On07ECDqK3dOI7BQfI4/Ho+PjYuGqMcTi0WF2gxm40GpZsg8GgGZnyAOBxBS8Jk2+SNYIKHt5SqaRarbbkOD6kYMOGdIIUp9NpNZtNHRwcmGp1NptZMmVsc/78eUOQoSmQUOG1ghpyHsbjsXZ3d220yPlhzI2no2uFwaYOSac8+kAfF4uF8dtYA8brAY1cW1vTwcHB8lJ/SOH1ek1UAAeWSUgulzPeINMORDIUdH6/3wq+VqtlXOlQKGToDmeUqQleol6v11wl+v2+IUOZTMZEBjQg2IslEolT61dBfHK5nPx+vxqNhq1ZZXJz6dIl3b592/i2y/h8A1oKPGfWT8I/ZAqWSqUMAczn89bcBoNBQ6zhtfIPgAnAx2g0Ur1eN5FVt9u1whBzeunk/qZBoRAEuHHtywaDgRWDIIsITgOBgFqtlkajkeLxuP3/j0ssi8b7GH6/X0888YSN7zig0omtCJfrlStXbIUW4+Rbt24Zf4NDyvekW5nNZqb2grtTKBSsG8J7MR6Pq9lsmjUKryUejxsvTZIZ4ZLkGVPCbWPcDXrE1+DJtru7+9h1UY96wGFEqcyFDJdRknHJuNgTiYT29/fVaDS0srKi4XB4KrGStEGCpJNdwiisXe4YyZJ/4I7xekCIQCLhU2K8TIC49/t9+f1+ZTIZGzFGo1GtrKwoHo/rww8/XPLPPucIBoO6cuWKFYNMGii4pLvm3uPx2FYGUvRJsu0aNL9YorDxhdyTTCaNS4bIgEUH7oKDUChkCDmWKzS48XjcKDbD4dAEgV6vV3t7e6rVaspkMsbHxL4lEonoySefXHIcH0IEAgG99NJLdsaYaMHdX19fVygU0sHBwSnqzWAwMEGfO+kYDoe2TIBg7STnhOaADTOcaYSmoI3wwV2jeIR75EC+L2Ns8mur1bLnBbNwnoPHpXBcFo33KUKhkJ566in5/X5bv1ar1WysvLGxYeTdeDyug4MD66bPnTunmzdvan9/Xz6fT6VSycY98/lcu7u79n05tKA3x8fHdjD5/3kIGV1Ho1EbG7nrtnhQUDsiiHELQUYAklSr1awT83g8euqpp3Tjxo2lGvFzilAopOeee84Qwkgkonq9bnzTbDZru1nh/Xi9Xhtbcwb4TBeLhdbX19VsNq1YZGtCp9ORdGJpQSMj3SWj04hEIhGzP4GrCNpD4qX5IOAQ8VoRzGDb0+12tbu7a9tB6vX6EnH8nCIQCOipp55SMplUJBLR8fHxqUsTBAgxFWg0DcT+/r6i0ahtGBoMBtrc3NTu7q41q6Dd/X7f6A/dbteUqs1m01ZPYoWC9YkrmHF3EnPmueQ5U9Pp1LxKGVuimKXA3NjY0Pb29vKMfU4RCAT01a9+VX6/34RNIIGu3yJ0GqzmBoOBms2moYzPP/+87bV/6qmn5PV6LVdg++T6OnLHudvOxuOx5TDuv2AwaH6iCFRBIvkeULy8Xq9u3bplo2+minAu4/G4nffDw8PHojn58tiYP8AIBoP663/9r+vJJ5+0dX4QvoGui8WiNjc3zaBUknVAqVTKOmY6dcZCGJTCwSCZY2KK6AASsTv2YxwTDoftIQE+Z/uCi1K65HAeAElqNpuWyLHAYITw9NNPf6nc8B9WcMYuXrxoyF+9XjeyN2bbq6urSqfTWl1dlSSzcUqn06dQ61QqpUwmY907ggLQR7f7Z+QDp4xiEZEBhSYNB44AdOauIIcLfT6fm6UKQgr+Hmd/PB6rUCjo4sWLy13Vn0MEg0H9xb/4F83onzEuz3w+nzcxns/nUyKRULPZtMKyUCjYdo3d3V1b2ba1tSVJ5giBNyNNK7kP828QTTa6UBRyDt0RM1xJxppc/LFYzNwqWGmJ0pUc3W631Ww2tba2Zs/VMh5sgGKnUqlTYjk41txpmLZfuXLFUMFUKqVisajj42MdHx/r3XffVafTUbPZVKfTsbzoWi7RmEIV49ywzxyPUHIR9y3enrw2lxYhyRrjg4MDdbtds3di6sNzQlNcKBR07ty5xyKPLZHGXzJ8Pp+ef/55G/+CDNLZkuzcC1Q6ucQDgYCuX78uv9+v1dVVdTodra+vK5fL6fDw0DzxQAyB4UGaOOwYm7pwvCTjBLnGzkDzKA7xwOJhcM1T4a+xJJ7fYzweK5fLaT6fq1Kp6Pz589rb21tyHB9QhEIhvfDCC2aD427ToENuNpsmbJLu7m0lWZZKJUMmSZ4Iq2gKJFmHzvdFjUrnTSPiotFc8BSOnMWzrxHEcjabWZJ3EW7pJEGTgN3f9cKFC/ZcLeP+RzAY1HPPPWfNZKVS0WKxMJsS1POlUkkbGxtqtVoKBoMqFAqq1WpqtVpKJBJGZwGxicfjunPnjlk7wbXm32lqUbiCMEoyigV5jUkNFAmaEMbRnA1U3TTBrt2Tz+ezcxSJRGwik0ql9PWvf11/9md/tjxjDyiCwaC+/e1vK5VKSZJNSUAOASqm06nRYphUjEYjZbNZXbhwwfw8mYBxXx4eHhoKPp1ObYOVS5WBZjWfz0/lJ/jY+IPy50zp4NWCjoJqI1odj8eWe7PZrO3LZkyNlVk6nbbpzRc1lkXjLxFwGLPZrI2jGZsEg0ElEgkb32xublr3w6o+fBVHo5GuXLmivb09NZtNK/y4hPG9Q7HIeIYHAfidQhJFrKRTG2HgmlEAUHC6fDMeFlew4Pr8SScP//nz5207TbFY1JUrV/T+++9/oR+GRzFCoZB+/dd/3ZR6Pp/POD2M3aQTRBFLkkQiYf6gCGPi8bht62g2m1Y4YqBLkgVZ4jzwvyRIxFAkUvc1SLLtLzQrcIYk2Qjb3U5ELBYL4+vSIF24cMG4lysrK/J6vbpz587yjN3n8Pv9+vrXv25eii53C2SPJoQR8erqqnw+36kLn/FysVg0btfu7u7P2e9IMu4Zxt+DwcCaWCYxvDbyE36iqKpdpEqSNb8uXULSqSnK3t6efd9IJKJ8Pm/5czQaaXV1Vbu7u8szdp8jEAjoxRdfVDKZNAQ5l8up3W5b/gmFQrbGtFAoKJvN6ubNm0omkyoUCppMJratZW1tzdwf9vf3TfAyGAysIeVsuGfENYR3cxmLBqB9kadQQUejURs743GMiFC6azru9/uNh8n3SSQSNsFhcvLOO+98YQVYy7niZwy/368XXnjBTIklGWKSzWbNasLv9yuXy9nBa7VaNkoMBAIaj8eq1Wq6du2aJpOJyuWy8TCAxTEYnc/np3g3Ljoo6dTXsE8Y1TMmqIxzULXSIfFapbsP2Ww2s67LRZaCwaAajYY++OADe9Bns5k2NjbM/mUZv3wEg0F97Wtfs/VYkP9jsZiKxaJSqZQ1E9PpVFeuXDE1Iubs6XRaw+FQH3zwgZHOz507d2rbBjYVkMsRCUiypJhIJMyMngKAwg/eD00L6wcp+BA60Pzca7uDS3Hgaw8ODnT9+nW7VCKRiL7xjW8YErWMXz7C4bC+/e1vK5/PK5/P27PvUlE6nY41rJ1OR++++65u3bqlXq9nDUI6ndZisdDq6qri8bjK5bJxEo+Pj21M56JJfP6tVstyEBf1ZDIxYYxLb2CEyNSEYIsRnrWutdPZ/CXdbbzJv5zpZDKpr33ta6eMxZfxy0UgENDzzz+vtbU1AzoooJgkRCIROxej0Ug3btzQwcGB6vW6Op2OEomE+v2+UR6wc5JkK00RfTJJcwNUWro7TUO9z0gcmybcJGKxmBW4rsjLnSLSfBMup3Y4HCqfz6vRaKherxs3N51O6y/8hb/whc1jy6LxM4Tf79fly5dP7fLtdrvmY7iysqJ0Om2qr0KhYB15NptVp9NRt9tVvV63Q3ZwcKD9/X0dHBwYaphMJs3qgkuVjtndCXw2XHUio53xeGx2Pu4DxPckMZ8Nt2OXZAa6FL0UtIvFQvl8Xr/2a7/2hX0YHqXw+/362te+pnA4bLt9/X6/bUnAUBZUGrN4RsO7u7unNiIMBgPt7++r2WzaOjbp7hibSx0jZhSFfMYo7OmgQQux3+F7SbKLXtIpNAjO2dkLnI7f/W+aD7hzoN7xeFzPPffc8lK/D+H3+/Xcc88pkUjYqJhmI5fLKZFImGCKEXWxWFQgEFC1WpXH49H6+rqN/G7evKn3339fx8fHZocyGAyMCiHJLlnsxODPuh6QrFslV7nbg3B2cO3MUNEymfkkvDHyKM9Go9FQo9FQIpHQ2tqaXnrpJWuil/HZIxgM6plnnpHPd7KmFK41a3DdkTDBmTs6OrIFAIFAQMVi0cRYi8VC2WzWuIOuhRO5xG0smKggnHKnI9jrFItFK+wQDLJS0KXXQLFhVH224aXxoXDEUxLEHdPvK1eufCF5tMun4lNGIBDQ1atXzQsvGo2eEqeQHNma0O12LdHxd4bDoZrNpnVOPp/PEBwuY0laWVlRIBBQs9k0FTTfj2TL/0fnDGLEUnV37Mwo6KOKw08Si8VCh4eHJsLALJoLJxQK6fLly7p58+YXFn5/2OHz+XT58mUr2uhqMd1eW1uzveXuTvDj42Otrq4a/QGLEpqT7e1thcNhpdNpI4JfunRJtVpNzWbTEiGjHdAdSbZflQKAopKmhJEN/04C5/dxzXrPxr3OI2cKuwqfz2c7iy9cuKC1tTX9i3/xL5b8s88YPp9PV69e1Xg8NtskhHv9fl+5XE7ZbFaxWMzQRBSokUhEo9FI77333ilrJ9wZptOpjo6OzHsPcQK8W4ROXMIuPcZtSvheFATualMEDG6B6J43l6d9r2CTCAWnx+PRxYsXVSgUrIj46le/qjfeeGOZxz5j+P1+feUrX7F8M5vNlMvlfs402+v1an9/3/jVsVhMKysrtj2NuyudTluzOx6PdePGDSWTSZXLZUWjUfX7fSvQJFmucu9V116H80NjzfSNYhNOJL+LO+Uj9yEQdQMOOJNESbYti0UHgEGbm5u6ffv2F0q5vywaP0X4fD5dunTJLnL8CvGpIwkFAgElEgllMplT8n0SHuqwSqWiQCCgfD6v1dVV64Y4WM1mU4VCQfP5XLVaTb1e79Tl6x40Erck45HxELivH1Ix8Um8o85+jcsdGgwGtkEG7hw7kN98882lj+OnjEAgoEuXLqlQKJjHZzablSQVCgWjF2B9UywWFYlErClhtNzv97W/v2/oy3g81urqqvEMO52OdfsIGhhzQ0kgyYEIuftYSYzSyfngzyTZCErSKcTx0/DEKBhI8v1+X9Vq1TbPsHrs2rVrS/7Zpwx88BDvxWIxJZNJo0HU63UT34Hgtdtt5fN5eTwedTodG9vBl0b56iIx5CAoCbFYzEQDLiLEWQHVdvMaCwhYGSjJlKzkIRBJvs9HnQeKUZoYXitiHDYZgWhNp1NdunRp6RX6GcLv92tzc9OKw3g8bhtboNAgRGo2m0aTce2U4GkzmYOuhfn2eDy2og0hlTt2dikPLk/xbC7CfUSSIY1nx9vcr2ebX87qvZqU+Xyubrd7yiWACeJisVClUlGv19OFCxd0586dL0zhuBxPf8Lwer26dOnSKbFJNBpVOBy27thdKRQMBu0A0l3j0RgMBs0+wOv1qtFoWEHY7XZtLM1BTiQSp/g9kmxc59rkwAWjK+frQYu4hD8t75CHmOBC6PV6pxzz4aZweTzxxBPLUfWniGAwqKeeesp4W3S7Xq/XEg77zFutlubzuS5cuKDLly+rUCgoGAzq4OBArVbLxneoCkF5isWicXZ8Pp8qlYqN+Oi63ZEyoggSrcujdc+ES59gnMh/f5bGgdE3I/jj42MrDHg9eKMuebSfPHB7AJ1xUWHGbRsbG9aApNNppVIplctlE1OVSiVdunRJm5ubKpVK8nq9qlarOjo6MpPtZDJpPnUUfDTXLq9VOi1UwYYsEokoFosZz02SIUXSaUuwT3rGuLzPrh5kbHh0dKRut6udnR0dHR3Zc/Lss88u6RCfIvx+v55//nm7C9PptDY2NlQul+09xfYIWkQymVQmk7Hislqt2h0JYshmH/iqfIbxeFyBQECFQkHJZNLOhgt2QMNxzb/PTt1oThDLuP+/JDu7Z+kPCPfOBs8V5vOVSsUcKdrttlqtlglj/tpf+2tfmDy2RBo/QXg8HpXLZTPw5AI9PDzUfH6y+DyTydje3GAwqKOjI0UiEZ07d87+3SV1t1otpVIpdbtdG9Ug75dkRt5bW1uW5DDTdS11uOSlu4gglzbd1b3g808TZ7tsfCgTiYTm85NdncVi0cam165dUyKR0Llz57S2tqbXXnvN0IFl3Ds8Ho+effbZU2a3NCGdTkeXL1+2rSs0EZjLghYiBoBniDIeMdX+/r5d4LPZTOVyWcFg0FStNDbueTmrUOXf+d79ft/+DJT97Gf9SdDsewWXfLPZtD2uiBWwhHnyySf18ssv6x//43986rUs495RKpVsLBeNRo0aA8+LtW35fN44huzipakNBAKGRrJdhcaSphWxCutI3c0aUGzccFEgJjNn85eL6vj9fisg+XsfN5LmEoefy99lbWomk5HX6zX7IDZura+v67nnntPv/M7vnFJ2L+PngzE/dxbnC+U9n2cmk5HH47HNY5FI5BQCjeE2djp+v1+1Ws14p/l83gALSZYf+HkuUsjZQsEsnZ7M0XSQd+8lmpJ0qlB1Ax/RewXejTRn4XBYrVbL+MHJZFIbGxtKp9OaTqf6oz/6o0eecrNEGj9B8ABAhgUKB22jg5BOCjmfz2dedvF4XBcvXrRDHQwG1Wq1tL29bRwdzLbhQFQqFdXrda2srGhjY8MSHf6M0t2DzGGHx8O/0zWdvbDPkoA/Ks4iSW6AWIFQXbx4UalUSul0WuPxWOl0WuVyWePxWPl8Xr/5m79po9Zl3DvYveuaubfbbRudMeabTCaKx+MqFAoqFosmWqGQD4fD8nrv7u7d2NjQ5cuXVSqVFIvF1Ol0To13VlZWVCwWDcl0E6YrmIKwzXnlrPLnFAbwGu8Hwdvn81mCPXfunNbX13X58mX7WdlsVvl8XplMRt/61reWJvMfE+QxkJ1kMqlcLqdSqSTpRMXMasd8Pq+1tTWtr6/b8gFoDFB0GBkuFgsz004kEtaIMD3JZrM2puSM0qSQZygoaRRAihAFSnfR7LPCKf6/T9IMu+NJRtvpdNo2KvE78DNKpZLW1ta0urqqb3/720txzMdELBbTfH6ybxwq1mg0UqvVsikXwr1MJmOG8RRQ3Kftdlt7e3tGu8nlcuYcgfE8lIpoNGrLBCKRiFKplJ1Dl4YA5eXsJMWd1P2iM8Sk7uzZ+zjqDUUwqm/OWDweV6lU0urqqkKhkPx+v65evfqJhFwPM5ZPwMcEvDFJJh6QTiDxUCikbDZr3EVQFryoGHWsra0pn8+fMukGRocD2Ol0dHx8bFyMZrOpSqViYgBgcdfA1kUY3QPvKptRct0L7fkoUQzf86NiNpsZenrx4kVJJ53e+vq6GX/XajWl02lduHBBwWBQX//61/XDH/7wC8Pb+DwDawd8D7EC4TywdQWyN2KWQCBgXFcUsKDhs9nJnvJUKqVCoWDbL6A8TKdT7ezs2D5y1NfYMmG6TbhJkT87m2Ddkd9Z8+9PywnjOcGG6ty5c8pkMiqXy+p2u7p8+fIpK6JoNKpf+ZVf0ZtvvrkULtwjGBW6qB3eiDQlNLtY6CQSCTOGBzVkDBcKhWzECEUHay8oKfP53GgSoODVavUUcsNnBdrpeuiB4NCEIF6Q9HONL8jkJ0W1abZjsZgVMxSlFNFwzV1/xyeffFIffvjhI48GPYwIhUJaXV09RXeAXoAhezAYPLU1LZVK2dQuHo/r3LlzhmY3m00Tqfj9fl28eNGM5BHKzWYzE6FyR7rTF9d6iaaYZuHsFOVBvSdoH+CHJxIJeTwelUolXbhwwdYKr6ysqNFoqFQqqVqtPrJ6gGXR+AsC0QCXsCQzHuXQQeDNZDIqFAq2WaNQKNge1du3b2t9fV0+n8/EMsVi0TzsSJzhcNiUZclk0sZxjKaj0agpsSkueR3uAUNpi2jB7dDd+EUPzEf9GdyQcDisbDZroqCVlRUtFgv7/VDjoqr0+/36xje+oddff325q9oJmhJ4snTDuVzOGonZbKZqtWrnY2trS7/6q7+qcDisdrttptju9qFwOKxgMKhut2tdf6fTsUsXpBxVIauvXMN4wi0GpZ+3YSLuNcaWPlqY8IuCwtnv9yubzZoND8KefD6v2WymTCZjX8N46e23335kE+7DiGAwaLYljAGHw6E9h3hzuv6crVbLEG8XvXabG1a0camDfNOogkaTRxnhURi6xf1ZUZ8bII4fd8GjcP2khYD7OguFghWRsVjMVLj7+/unBD2ZTEYvvviifvrTny7FMU7w3oEkYlXT7XYVjUaVy+WsMfF4PGo0GopEIsZjpKHhWU4mk7ZKEOu6QCBgQhruGsRaTE5QSyNkgjcpyVaiflJU+tP87vc6c4jMODsrKysGElE89vt9dTodoxd5PB7b/X79+vUHXtR+llgWjR8RkMLxKhuPx0a4zWazp1Rfk8lEtVpN0WhUqVRKx8fHikajSiQSKhQK2t/f19bWlqGTdBzS3b2WsVhMuVxOk8nExAmo/NgpnUqlTP3c6/VMuXj20Lpq1vt96Ph58O2m06nK5bLK5bKGw6FWV1cNIaI4vn79uikSX3jhBf3kJz9ZJlzdtQaha45EIopEIqpUKioUCraibT6fq1qtamNjw1ZwHRwcaH193UYezWbTfOcIknelUrFzjOodLq7X61W73bZLPJ/PK5vN2jYQun4S7edVjDGqzOfzSiQSp/bObm5uKp/Pq1qtqt/vq9vt2l7hUCikjY0NbW9vL8+Y7ja+qVTKVpltbGyY5YfLL2y323bJw22lUWW/tIsqYhCPZVOhUDAUGk4gCB5NZCwWs+KUiYprvSPde/wMNeNe4fqGftoYDAaG2nu9XtsPTOPebretOX777bdNKQ53cxkn7z8exDQEoP+RSMQmaWyzikQitgIXniBejaDSuVzO1k3i0gE4s7W1ZRQxtAJsiGHjGg3L7u6uWZad9ZOV7g2OfNp786O+lueD5yAcDhsKn81m1e/31Wq1TDPRarVs8QKCWEz1H6VYFo33CCBuiPUgjZBn+/2+CUEo7kKhkI6Pj00FhlAhkUicWi2YyWRUrVa1s7NjCufJZKI7d+4oEolofX1dhULB3OSlk2TOGDEcDptD/Z07d8yDyrUWkH5ewHA/IxaLaW1tzdaOra+vq9PpKJVK6fLly+p0Ospms1akSFIymdTt27c1GAy0sbGh27dvP5Jd1OcVJEpXXU4n7vV6rXBcX1+Xx3OyZq1erxsHCIQajhjvJag0YyHOwfb2tp3ZfD5vXnk0L+12284uY3DUqgirQHs+j88NLtwTTzyhlZUVXbx4UaFQSN1uV2tra4Y8YuVy7tw5s/Eol8uazWba2dlZnrH//4yBzqKkT6VSNj7sdrsqFovK5/OGNIJGrqysaHV1VTdv3jSBAej4cDi08R+eoHg8BoNBJZNJm9SgoiaH4te3tbWlRqOhfr//c0WYO0JkvPlxYhf+3idpbvg9Ll68aPzNUqmkWq2meDxuK+tSqZQJgvCgxHCedYZf1gC99vl8KpVKliNoVlDT53I5oysMBgPFYjEDZeLxuHG4QXU9Ho/Onz+vvb091Wo1bW9vm2PE8fGxEomEcVDh0IZCIRMOsrq3WCzq/fffP1WgutznexX+LjDiqvU/7ecM5zuXy2l9fV3FYlHFYlHlclmTyURHR0eaTCbmQEAuq9VqpwrNR01EuiwazwSJFr8nuDydTkeHh4eWSLG8gRODCKDRaJz6c0aE7K4Eli4Wi6rX67a5Yz6fm9k34xI6E9YlxeNxXblyRZFIRMPhUE8//bR2dnZ08+ZNtdtte/2/7Pj3ozhoHs/JisRnnnlGFy5csA6JC+Tpp59WIpFQq9Wy0cRPfvITs6sYDAbKZDLG7fyy8hux0IGfyD/s8l1ZWbGNQaVSSYVCwRIhK7XS6bSkk6QNl5GRbigU0mKxsO0wrVbLBCXValWdTsdMl0ul0qmdw9PpVKurq7YWjgbn5s2bp5Ccswn0fqDafI9YLKarV68qn89rZWVFzz77rDKZjA4PD3Xx4kWVy2VJJ4Vlp9PRwcGBFTmgolxMrsLyyxbQHeCMlUol5XI520qBTVMwGFS9XjcDdVDvQqGgaDRqI0RQQTZ1rK2taW9vT6lUyqYtg8FAh4eHCoVCSiQSlstSqZTRKciXa2trKhaL2tnZ0fvvv69eryfprgjvXhQH1zDZ/T3d+KRo+MrKip544gltbGzo4sWLymQyqlQqRtUol8tqt9uKxWLWuDcaDSuGUZpvb29/KekQeA5yPx4dHVnDEI/HbQsMQEapVLIG1LXbSaVSajabarVaRgdg+tZoNDQcDhWNRjUcDrW9vW1nCMuoVqulWCxm4A4imdnsZLVtIBDQ+++/b4LVT4oQu5/pZ80h5PNz586ZVyNo/eXLl81jstvt6ty5cxoOhzaZzOVyp4SOj0osi8Z7RCAQUDweNzUWPIR6va52u61cLmcqKFTSFALsmGQbTCKRUKlUUqvVsqKRlUXhcFi9Xk+3b99Wv9+3MXi/3z+185cO5Pj42BDHWCymTCajzc1NhcNhvfHGG2Z6zNjY9Tj7NPFRCTCbzeqb3/ymnn76aVv1BNrza7/2a1pZWdHe3p490EDsfr/fiOT1el137tyRpEeyi/o8g46XQp/zkMlkjDgNAsMKLEax7uiDgpN1gJDQ2cnKuWBlGokqlUpZ4QVyR+FQLpeVSqWMO/SHf/iHeu+99+w8wR+juXK3EUmf3taJSKfTeu655/Stb33LvE6DwaAODw+1vr6uS5cumdn9bDYzQ3IQ1HA4rGq1qlgsZop9d7PDly14b9hChe8ldl2TyUS5XM4uWTb/hMNhNZtNM7wGRep0OqrVaobSUTxBe+DMSidngIKABoa8tr6+rqtXr2plZUXNZlNvv/22vve97+n4+NioLa7TA0Xk2YLxk6KKZ/9ONpvVs88+q0uXLmllZUXRaNRy1/PPP69SqaRGo6EPP/xQ9XrdGmEERQcHB/bsgXR92cKdPEQiEXW7XaXTaaMyIG4CZeQfRtWDwUDb29u2oICiiQ1ETKzm87kajYYk2Z1WqVTMfgd+vavIp3C9ePGivvnNb+rg4EBvvfWWfvazn+nOnTunxKWuzc6nWUZwlut9NuLxuAEsuIkAoLD1pt/v6+bNm/Z6MTNnoxtc90cpHkjRWC6XdXh4+CC+9ecS+Nbl83nbxeuOoyGJx+Nx4/2whms8HptCMJlMKhQK2U5LVg4SXIg+n08ffvihrdviwahWq7Yq0E3K7Kf2eDxKJBLa3NxUIBDQzZs3tb+/b3A/3+/TBoc0EAicIouvr6/rW9/6lo2gW62WFouFjdQrlYohUh7Pyf5ODMhBL/b39+0i473+MgVbeUCik8mkjVmku7YOINztdtt4OoihxuOxDg8PVSwWDXWEXE7nP5vNtL6+rnA4rFKppEqlYvwe+FuYwLsjTArRfr9/SvT0zW9+U+FwWDs7O7bDnGKMM8K/f9aAU/bX//pf16/92q/p+PhYBwcHms/nWltb06VLlxQOh3V4eGjbbiSpWCzK7/ebqXm9Xrfi4suKAIG60MzymVPo4KkJF3A8HtvKQCxnJNmKUgRHfO7wrorFoinxKeAqlYpNXXq9nqLRqC5evGhUmmg0qnPnzpm/Y6FQ0EsvvSRJ+rM/+zPt7u6adRPnyd304ca9Pt9fhHoHg0FdunRJ3/zmN/Wtb31LHo/HzkupVNLly5eVTqdVqVS0t7dnZworNSZG7XZboVBI1Wr1S63Whz+PO8hicbK3PBqNSrrLq6YgYjKCxyvbqcbjsbk8dLtdZTIZm3yk02nN53NTU+NPS1NMw5rL5axZhKaSz+eNp01TjpPEvbiz5GZeO3GvAtGlg50Nv9+vF198Ub/2a78mSZZTk8mkLl++bFzhVqtlCCS2fuRvRvuPWg77TEXjP/gH/0D/3X/3333kn//X//V/rf/sP/vPPvOLepjBoWi1WvJ6vcYvxG4Hh/pGo2ErBF3LG1YjceDgYQyHw1OWEezvxbYGQ/BGo6FwOKxyuWwPBpw2HqpqtWq2EM1m03bzsj6QRP9JC0YeFA4nCZqubTgcamNjQ7/6q7+q559/XvF43EYLoVDI3qO9vT3b3MGSd/4+qle8K+PxuL3uRwl6/zwC65LhcKhKpaJ+v2+XajweN7V5qVTSeDzW9va2BoOB8vm8SqWS5vO5er2ebX+h+Oz3++YB1ul0zH4HPzQaDRIv1Ip6vW5jpJWVFRMuUGDiTXrlyhWFQiG9+eabVuxzVlz7p08Tfr//FCLx7W9/Wy+//LICgYAqlYqR4svlstLptO7cuaNbt26ZhyX2VdVqVYPBQNVq1VAgFxVFFf64BwgPe8rhv/b7fVMIsypysVgYt3GxWNhnvb+/L7/fbyKj1dVV+f1+yyuMHtlpzpmkgEin0+bRGAwG1ev1tLe3p0AgYPuoh8OhGo2GRqORjXt/5Vd+ReVyWT/96U/1p3/6p8bxvZfIxd1dfDZ+0aaYfD6vv/E3/oZ+8zd/U6lUSj/84Q/VaDSUz+f14osvKpVK6e233zbaEEhqLBYz/9xWq2UN/GQysUuevPeoIUP3M1wDd957ird8Pm8oIrx+GotCoWAiGezo9vb2NBgMbEwryZTUIG9HR0cKBAIqlUrmMbu3t6d4PG56AJBIRKWpVMqUy4FAQNVqVYFAQKurq/rX//V/XZcuXdJ3vvMd4zzH4/FTTiXuxIT4pNZ0oJ7f/va39Tf/5t+Ux+PRe++9p4ODA0UiET355JO6dOmSBoOBPvjgAxNikb95hhAMPYqCvs9UNL700ku6cuWKPvzww1P/fyAQ0H/yn/wn2tzcvC8v7mEE6Mp0OrV1QuxZTSQSNopxzYxJFHiS8T1Go5ERx11z8OFwaETqxWJh9iGSdHx8LEnmz8doHOuUS5cuneKozWYzbW9v29+D1/Zpf2cOv7vZAWQ1Ho/r2Wef1eXLlyXJBBQod7Gm2NnZse7I5/NpZWXFRhAej8d4joyqeB9QgT9qHdX9Dt5X13qE8xAOh60BcQn/xWLRyOGdTsfGKiBDlUpFkgzRBn1DIR0IBKwIzWQyhtDN53Mlk0klEgkbz8znc/Pf9Pl8Jn7g82XvK5YW0t3tQ58lEomEbaUZDAZ66qmn9PWvf12JRELb29tm1YGq9tatW0Zqz2az9jvyHoKsg3LzvPE1X4ZgKoESlckGqlT8NbmcoBZEIhEdHx+b5x1oJJZiXGyNRsMa2VAopHa7ba4RKO4ZK89mM50/f16RSESHh4eKRCLy+/1qt9smAqjVatYc4+e3tbV1ygf0Xqbtv6ghZirjWo5hIF4ul3XlyhWtrq6qXq8rk8mYEMHn8+nw8FDVavVUPoWjvr+/b84VjNoR90g6RdN4XIOJCHx/njOauEwmY1Muzl6v11Oj0VAmkzFxXiqVOqWip7FpNBpmkROJRHTp0iUbTV+9etXACpoN7J6SyaTq9brq9bqSyaQODg6MpoUvojseZ/kBDQmNL5/dp72LyO3z+Vyrq6v65je/qc3NTTUaDVtCAHd8e3vbwAJAplAopEajoW63axx3dApuuNO/hxWfqWgcjUb6e3/v7+mnP/2p/vf//X/XfD7X1atX9ff//t/XysrKF9aHjw8dwQYjZzhAkFUHg4ElVWwEQBfhUwAzc+GRcEHn4GNkMhm1220lEgnt7e0pEomYkqxSqWg8HpvqKpPJyOfz6erVqxoOh6rX6xoOh2arQiHHQ+Vygn5RcNFGIhGtra0ZBxHl19ramp566injX6L+evvtt5VOpw2J2NjYsM6wWCxqPB7r2rVrxj9DWSlJu7u7kmSJ935sEHnUA8sSCmYu4tlspkqlYoIDEgK7vTlfFPcggHzW7XbbxmeMqemgQ6GQSqXSqWS4t7dnqkSMZ6FWpNNpFQoFJRIJK2JB1iuVigaDgSGDJOJPW5Ahvkin05Y0WdU2m8305ptvqlQqaWNjQ3/2Z3+mdrutixcvmqiiVquZJ9x0OtV7772nO3fuqNFo2HMq6VSR9GUJVKSMpBkNcrYYsTKCprmFSgKqFo1GbZSHcIq/1+v1VK/XT9EoJCmVStk4HEL/zs6OVlZWzE4qn8/L5/PpypUrWl9fV7PZVLfb1WAw0FtvvaU7d+7Y2jW3ufo0wXPCBhvM6wuFgl5++WWtra3p4OBAoVBIV69e1bVr10yA2Gw2FQqFbMRKDn/vvfc0mUzU6XQ0m83s2RqPx6emKI/7WeOOk2SjYCZGNJC8L81m055xVpuizqfhg1tLcwc3ERTy3LlzlvOy2awuXLhgNJn9/X3jfgO+8LlnMhlduXJFV65cMUHf1taW3n33XVuIwD0JyPJR/NiPojuwxYVc7PV6tbq6qr/4F/+inn76aUUiEc1mMz3zzDNqtVqnKBtQHqCsIehjqtTpdFStVk/d326T/DDjMxWN/+yf/TP9wR/8gf7j//g/1v/0P/1Pevvtt/U3/+bf1M7Ojv6L/+K/0G/91m/d79f5wMPjOdnFysPf6/XMTBhhwXA4tKKpXC4bb+jo6MguQaxJ5vOTPa2oFRknsvpoNpvZOJeNHnTlnU7HLj6Px2MoT7FYNEPjQqGgUChkAhNECxgi45UIIvlxQYLN5XI6Pj5WOBzW888/r+eff94u6Hg8rrW1NTWbTe3u7tplz/s2GAyUy+WUyWTU7/f14Ycf6tVXX9VsNlMul7OtJQcHB3bh0GA87Afh8wj3XOE7x6UUiUTU7/eN74NFE554/X7fFtrDN5zNZqZ0Pjo6MvUq/DU4PGeVighi+v2+6vW6FaY0LIVCQWtra9rY2NBgMNCtW7cMlYKKQFMCyvBJLkvUlBsbG1Y4syoTPzdWG3q9Xn3wwQc2ui+Xy5rP5zo8PFQulzNy/a1bt3T9+nV7ThFRRKNRQ/55bY/z2JCgOcPKqVKpWB5qtVrWBENNSKVSKpfLJpgCCRqNRorH45JOeI04RfB9WUk4n5+sjEOZ3Wq1lM/nrYBiw8xoNFK1WjW+GsUoI3GcKSTZ+LparVpe+KTICugqG4RA5efzuZ5//nk99dRTZndSKBT0wQcf6M6dO9rc3LSzEgwGrTGmgd/e3racd+nSJV2/ft0KDtCyz8uO6mEF0zJQ23a7bU0/YMDx8bFtAmPv/Ww2UzKZVLfbVa1WUy6XM1oLglLuAnQAFFUADq6BfK/Xs/9FdHPjxg2jTe3u7qrf79sd3e121Wg0dOPGDR0dHdkYGPEgnzOTmbMG8ff6TMPhsFZXV635YiPNN7/5TVu8UK/X5fF41Gw2jZtNXsfDuFQqmXp6Z2fH0Ee4tFCKKNYfBRT7MxWNr7zyimazmV577TX95b/8l/Wbv/mbunbtmv7+3//7ms1mv5Dv+KgG3BkSJVsx6EDD4bASiYQVcKurqyoUCoY07u3t2WYUPnjGsRSd6+vrVoiSvBGJtFotGxcivDl//ryGw6Ha7bY55aM4RlGNdyPJjYuSbv+jktjZ7snv99ulvVgs9Oyzz+rll18+RQqPx+O6deuWjo6OFIvF9OKLLyoYDOr4+NhMghOJhI6Pj3X79m29+eabOjg4MC6cz+dTrVbT4eGhrS57FB6CBx2Mx9hIgNAKJAgeGubxFGagGKwNZD85Y2pUxJwrV8XJiIizwSUej8d1fHysWCxm3mCLxcLGQsFgULdu3dJ0OlWxWDTzZnzOKPhBqCh6P65o9Pl8unDhgjY3N62Junr1qr75zW+qWCxqe3tbzWZTHo9HN2/e1NbWljwej379139d58+fN3886SRh7+3t6fDwUD/84Q9VrVaNR8eFgWCIC+DLxJ0ll7kiOigQjBRRUjN+BukZDAb2ec7ncysAp9PpKWU1o+bFYqHDw0PNZjNDEcmV8NiOj481GAxMFTscDvXaa6/pwoULZiR/48YN3bx5U9JdygOCPpqtewlhzv7e5XJZm5ubxsFEhIPlD+psj8ejN998U0dHR7py5YohXBRErPEMhULa2trShx9+qMXiZBf1rVu3VKlUrNmjcPq0G2m+SEH+wuuQzxlUcTKZmFhqb2/PVumS49jxDUhAg8cEhQkMJt6DwcAmEvwMaFHwGSmkXMU19wnimueff96KMMbgNNaSjL/o5siPi0gkogsXLmh1dVWtVkvRaFSXL19WLpeztbmc1729PW1tbSmbzZpLAXmJLTmHh4d67733dOvWLfO9ZIUsAAB8y0chPlPR+A//4T/Ua6+9pn/n3/l3VKlU9D/8D/+D/tJf+kv6L//L/1L/8B/+Q/3tv/239b/+r//r/X6tDzR4EHgwgJwxKoV/ViwWDZ5ndREjQBzsGVsHg0E1Gg3rxumCESNgdcJ4SDoZSQ6HQzNoprgbjUba29uzhfCpVMpUYblcTsViUdeuXdOHH35onBAeIEQ30r27pkgkoieeeELr6+uazWa6dOmSzp07p06no93dXR0eHtq4wOPxqFgsanNzU81mU7VazZCmUCik7e1tUx02Gg2zHrp9+7ZarZapDeE+fdRn8TglXhAIPhcI/KFQyDzuJNmlVavVzM5kNptZ8Xh0dGRjfNT5KD/huvh8PlWrVfM2oxNG6IDVBaIGkjldN5xYDLPp+svlsl5//XX9+Z//uf0+nP97cc7c4FLAecDn8+npp5/WU089pVarZSNJxkRYUHz1q1/VfD7Xe++9Z797Pp9XrVbT/v6+9vf3jYPZ7XZ1eHho/E2Kas4RXT7//+McLkrt9/ttzDybzSxvVKtV4yMyReGiDofDtgJ1MpkYXQFhDM0P//C5TqdT47QhSqCwQrDE6woEAiqXy7p06ZKNHhOJhHZ3d3VwcGDFAQio+7tJ985jyWRSuVzOBBiFQkHf+MY3dP78eR0eHurOnTuGbr733nsajUb6xje+oZWVFRNZNBoNhUIho2IMBgO98cYbarVaSqfT2t3dtekOyBbI1eO6jxoE9qxDAvckQIMkZTIZ+zPXY5DpGeppxHuj0UjNZtMaY3f6RK7rdrs2vdvZ2bF7mYkH59rv96ter1tjw70IRcHNb4yK8QxG+AnqeK8IBAJ64okndOnSpVOG708//bRRHhqNhq5duyav16uDgwN1Oh2trKxoc3NTyWRSx8fH2tra0mw20507d7S1taUbN27o2rVr9jNqtZqOjo6MWkNR6woOH2Z8pqLxwoUL2tjY0B/8wR/oH/2jf6ThcKgf//jHevnll/U//o//o1Kp1BeuaJxMJpYM3YMFSToQCOjg4MDIvhR12EYgv+eh4BJkNRvmpIeHh3bQe72e7YSlyMRFHqI1Pk3ssIZ7+Nprr9m+TkaN2KWcTV4gLK7DPQ8uhuEvvviijUhHo5FxeOj+Wq2WKeFANd9++21bqQWy2uv1jNQMSlar1TQcDm18ys+/F2ncFRE9Cg/I/Qg3yVJAMe7PZDL23sK7QlUNTwZhyvHxsYlAXB9HCj+KuVgsZsKQ4XBoyZkxBysvF4uF/XsikbARN4KYN954w7hbND58XlwU7jq1exX7IBJra2sqFAo2xiwWi8aTxBGA5iMWi6lcLmuxWOjOnTtqtVo6OjoyasTR0ZE6nY6azaZyuZy8Xq/29/dPnfN+v2/PJSgQ9hWcrcetiHSRCFBFfv9gMGg0Bzb/wK3izGA4H4/HtbKyoslkYpzD9fV1axTITfV63dDmRCKhdrtt/DPefxTGcB8Zn49GI73xxhvqdDoqFosKhULa3NzUYnHiCwovF59SmhqXd+4GqGen01EymdTTTz+tF198UblcTu+8847eeOMN47vxe6yurioWi+nw8FDtdlvtdtuQsRs3bhgy2Wg05PV6dXx8fOoZZJHB44pgs+ues+MKLMklvO+skWSZBe8RIkcQbhphdwWgC6jE43FDn0ELuUv5mewFXywW9hl4PB77eu7h0WikW7duGepNnvvggw9M0IXYywV6BoPBR6ry+/2+rl+/rnQ6rXPnzunZZ5+1FYY4XZAng8Gg1tfX7Vm6ffu27ty5Y4b4o9FI169f1507d0xwOxgM7LVJOpWnHpVz5pH0qW/m3/3d39V/89/8N3rjjTd+7s8ymYz+5//5f9a//+//+/fj9X2uwQiYD8/n85kHHv87Go1s9zQoC1ywer2ueDxusDOdKiuP4OmQ2BqNhvE18LXi4UQQgTqWpAbi6XpEwSmkGP1F3Bp4bawHy+fzev7555VKpbS/v6+3335bOzs7arfbJujpdDqSZMRdhBOSDDlwR1pYIPC7NZtNe6hAf0g2vMdA9u5au8cxQIHgd/K5k5xjsZhisZhxZBml5fN5dbtdVSoVDYdDU+QxHsaMHl4khf50OrWkm0qljM7QbrdNhe82JnTqcM1Au+FtueN0SafOImcOpA9u2Pr6up5//nnz8jw4ODhF3dja2lKn07HxXiaTUTqdVqlUsuYjkUgYskpBDOLORXJ4eGjUDNa7gYCn02krQKbTqZHUXa/JL3pwufBMgQRJMtEUKn0uVS5SXCEajYai0ajW19dNxAA1ARTv9u3bdsmSH3iWPR6PCoWCiQ/q9boqlYqdqXa7bYUXr5XiliaE1+KeKb7WdVlAEY4ly+bmplZXV01c4PV6tb29rWvXrtkWGz77SCSi1dVVJZNJy9WgXdvb2zo4ODDvwdFopMPDQ7vME4mEbetABU4xSx5EEALX+4sYPCNYH7lgBBxp+Ih+v18XL15UPB7XcDjUzs6OyuXyKRFeq9Uy4RtFFR61OCWsrKxoPp+rWq2aeGQ0GplwkmUacJqhbh0eHhrSB4KIawn5COstF7XjjuJMQZviM+V3Re1NXtrY2LCtbUw46vW69vf3TVewublpG7fIWdzh2WxWi8VCe3t72t/ft7E8uZRmhIKbZ1CS3cuLxcI+o08qer0f8ZmQxh//+Mf3LBglqdFo6JVXXvmlXtTDCB52LhGXS8AFt7KyYgRyzLox4WSsc/v2bY1GI+M8ulL8drtt42vMwxklMhKCy8alOBwOdXx8bAfDReZIqGdH4pDP3c4wHA7b6q8rV65obW3NlLs7Ozv6wQ9+YAgOD1ClUlGtVjO+3Wg0UqfTsUsZdTkelCBpdGSsvZN0qsNnHMBYPBgM6uDgwApiRvWPW/DeMJrnfeJ80PWGw2F1u11ls1mVy2Ub87HSjdE2VIZsNmujMklW2HEZc4mNRiPduXNHmUzGzgkoJwkLgrq7t9oVWKXTaRtpMr7kZ6HqjsfjyufzWl9fV7lc1sWLF7W5uanj42N9+OGHun37tqrVqvkFjkYjs2zpdDqaTCaGQrInORqN2s+LxWLWaDQaDSO7wx1mBElDh20RHDcS8xdxxeBZbiZjO55ZnjPprjMB/NVEImEWSyCKIP7wxCj8mLbAD02n04aQS9LOzo5xkzHIZhRJfgTVbDQaqtVqVvS5hSj0CwpExtn8LpIsh9Ccj0Yj5XI55fN5G0k/+eSTeuGFFzSfz/Xqq6/qxz/+sU0+ut2uWahxuR4fH9tKTkaU8MARILBcgfcLjji2LSBbOGbA9YQHT54kPsv2mocZ5BH3GeGMUODz/INGNhoNTadTxeNx2+HNxiruU6x2oMrwucCrL5fLpyzl3CaRQg9gB5Qxm83a/ZRMJo0Gw3Mu3S04KQgRlvDZY5/n8/kUi8VUKBTsGUmlUjbmlk7AsUajoa2tLe3t7dmzxu/PakWoGDw3vA+AQfB9m82mjelpxtyzAjjg9/ttvSJUEJqyzys+E9L4OAZdOge63+8rFospn8/L4/GY0fATTzyhWCxm0DzjOQixXKBra2tWFGBfgoKaA1IoFJTNZq2DZTSCEKbT6ZwSt0gyz6qzUPXZTSMgd4yFLl++rHPnzunChQu6cOGCotGo2u22PvjgA/3sZz8zEjFFI76KiCnodhgpUEhwYXm9XnuwPB6Pjo+PbSQaCAQMXYDwHAwG9eyzzyoWixmnjVEhY/3HySgXxIeijHEMvngkxGg0aqR8fPMw6QbBwfwVE24KzI2NDUNyQBu73a7RILDOabfbtl/34ODAkp77eVJYgTRyltLptJnzdjodQ24445lMRrlcTpubm2bf1G63TeVcrVbNiJfiN5PJyOv12tkDLURU5fP5rMDL5/M6f/68JpOJ9vb2rHHb39+3c8uaz0gkolgsZs1LNBq1bU00J9BRHhW+0MfF2cLDNWyXTgor0ETEAQgUKLZBXSgE+/2+oc1s4sBTzn3v+HosctgIRRPcarXMkoZNQn6/X7VaTVtbW3ZRY4sEGiTJOIEIAUCIJRlqnEql7PXDVfP7/fra176m9fV1DYdD/eQnP9H3v/99o1lIMi46ebHf75utD+NIRDez2cwQVoqKXq9nr9k9o+RBVs0mk0lranDBuHXr1hfOgo7zcS/hESph7kreI4pmVpOCTEYiEaVSKfNbrdVq9jmTWyRZXgmHw+bvSO6ikEckigK/2+3q6OjIzmun0zEuKvdMrVaz9x9qENOyxWJhFlNQHnh2/H6/VldXtb6+bsjyk08+qUQioddff10ffPCBbt++bfxb6DtMjwBHpJMpUiaTUSqVkiQbQbvjdJrzs5QZGl+eP6z9MJ2/devWqe/xecSXYvf0J1FOAgNzqCSZ3xmHrdvtan9/35IVByMejyuVSlmXgtLQ5/OpUqmo0+kolUrZmI8HBW4PnSsdDZA/XQoIJb+LJNv6AMJCV4a/GZcn9kArKyvmsfaTn/zE1Kjtdls3btwwCxisDUjuoVBIsVhMnU7HOJOgsi5pGC5iu91Wv983ew+4LJDyeTApqpvNplm5ALv3+30dHh7aiPRR4XJ81uD8IEqA1wOiAfrF506CZP8v56VSqdhY5vDwUNls1kZu7XZbe3t79rlMp1NTacMFG41GNqrle2KjBJqCQIvPHKW+JEvC7FB3i76VlRU98cQTunjxoo1tOp2O3nvvPe3s7Gh7e1vtdlv1el2SzBJnPB7bSBzuGmcJZBE0gqaI5wFkgX3boCB8n3Q6LUm2TUeSjW3xluP9YWz0qIZL/3AvCCgdXDYUwdJd3rCLFrfbbWsAut2uzp8/r1QqZSrO+XxuywRQr+KQQHHFpRYIBGzkDxeN1zKZTAwFHY1GVryDzLGxg+ICdNsV17gjuXA4rEKhoHPnzimdTusrX/mKzp8/bw39j3/8Y7311lva3t42v04QfRBElyvGuebncvHmcjkrinq93inOIu+9z+czaxjeS/dOoDilYPmiIIxu8SLJ0LezTQo53eUlgjTCM+Z9wb0B5Iz8nkgk7K6KRCJGEeBrGGPDm0UND2KOpVipVNJisbA/ozni+0F5ccfRkk6JdNhKlc/ntbq6qmw2a83WxYsXdfXqVQNZ/sW/+Bf60Y9+ZGeMlarcU5x9GmyoMzTzFH+gtDRNkuw+de9U3vNkMmmTRKZ6u7u7dm6XReN9jo+6DFx1Mv/N5QX6Q5EDAsnu59XV1VMdJ6Ober1uhRV8q+3tbUP34Nuk02kTPNCdIjhgRE1ykmTKbLo/196Bro0HnO0gdG6oY+v1unZ3dw3t4cBRkLoXEV0PiZA/J6m7weF2fbskWUEA1F+r1RSJRJTL5Qw1wOuRjv7w8NBG4olEQrVa7T6fhvsfjGdcFaEbdIXhcFiSbJUaf4diMRaLSTrpsPv9vu1NdQ21a7WaoUN8DaMbiiB4YqBtXMKj0cisQiiwQqGQOp2Oer2eNTyMmrks3EvDbaS8Xq8uXLhgO7Apfj/88EPduHHDNmj0+31DfubzudLptAlvaHp49kBbGQdSPPA6xuOxcSJBK7mcQLUpuinWaeYYLdbrdePyMdp+lAtG6TTnksIFqgr/7bomDAYD+/zJD3x9Npu1cf3169d19erVUwW2K15w1082m00Fg0G7ZEulkiaTyalCNBaL2agaocLKyoouXbpkzzeIHaIJmhw3D3MeksmkyuWyiaPgkkWjUe3u7qpSqejOnTva39/X7du3LUdGIhFDEWnKadKhekgy5BAxBq/b6/WaMMsdx0oyU35Ghqh+Dw4ODBxAaQ732zUAf1TDLVbcu8XlNboCRd4bzgQNLPml1+uZTzHUEOnutEW6O65tNptmIxeLxYymw0iZXADndWdnx3IoSCMODfgyusUqv9dsNjP/RFB5xtv5fF5XrlzRV7/6VfP4HAwGevfdd/XGG2+YWwPIKrx8ACLqg+l0qnw+fyqn8ftB8wKll2SFqxt4ObK6mOYLRPvg4OAUyv95Wtd9KYrGe8VZ4j7jwlgsJo/HY10u/k5006iepJPO4PDw0CxJ6HImk4mpvlAss8uXLisYDKpYLGpjY0M+n0/NZtO6N4jA+J+5I8pkMmnejYyLKdr4uxC3k8mkzp8/r1qtZqIIRi0kVBc55BDyvgDfu5YXH/VegqRxEXDB04WCesViMa2srOjJJ59UNBo19KrRaNgKr+l0artGpU+GFD/MoIOl4+T94DIMBAJmtYQIBfQV9bwk84aj04a8T0EAqR4OLQXk2a0e/IPSn2KUi5BCjuLAbYoSiYQODg7MjsU1uHd/VwrR3d1d+7NOp6OjoyONRiPt7++bYTPnjHM6Ho/tuXK/J38Ocni2AAcNZ6zs8XhsewkFO/zgc+fOaWVlRYeHh5JkyCWjfFbe8Tw86uEWG2ffG9BSmgtELuQ1zojLITyrikc5zXMG2jiZTBSPx+2S9Hq9plhH6c66UxB0LLckGZpMjmk2mzZVoSknx9EM8TtMJhP7/3Cq8Hq9Ojo60uHhoXZ3d41uAeJKXnNHkiCi7udMnnQvW5cfSvFJYyXJmnJ8eAuFgo1jm82mvQ/4BlK4NptNEyx8UUbVLijhbnGhWSMXUeiBkHEGKKgajYbi8bjdf6lUSsViUe1223acZ7NZ+zvcFYhs+DNyXbFYlMfjsd3gi8XClmWg2HdFlxRe5CCeG7epjkajKhaLJsLZ3d1Vs9nU1taW3n77bWtuW62W5R0aCOoC+LPcoZxzAAPpLkcX2hXov8slplCH3sGiAwrRcrlsFlpswMGZ5HM7G5/bT3qEAoSRRMyFBoEX9A3eTa/XM34PB1vSqS4CBBD1YTqdNrQM0j7dLLwQRoU8oCAnLD1HBDOdTq3jwncPzye3gKXrSCQSkmRFmduhoWQGdXHV2PxObnwS2Jvk71oVUQCQXNgzTTeHOIGfD39lNBpZZ+UqyNwASfu4YvbzjPl8biIEkmcymbTinmIfRTFJBVI3lzLilNnsZLXgbDYzixS4N3Aa2QKUzWaNw+puqJBkogR3X+tgMDCLm1AopAsXLlgR6RL4GeFGIhHrzvmsS6WSIQeS7Nzil1ir1UzUQkENagGvzL2wQcP4+nsF403OAygFhQfF57lz57S+vm7q4FKpZM1IPB5XvV43RJPG5Gx8nuOezxrQORhJcwkxGuP5Z6IA/YU8gFqf6QHFOpciY/vhcGg8bi53iidJxnWksbly5YoajYY++OADc2HA3uvy5cvmLUpBR66luaKgg5qQzWaVSqVs/ZsrRGm32yayCQaDp8yjCfIqQYFx9vPlbLsoG+8x544Vg4i7GHMywgdF8nhO9ly7oqwvQnMi6ZRCHZSR3MZnTxHM10N9YMkAjQwKaDjyPN/QlQA4KMIkmeAUGk6v11OpVDJP4mAwqHw+r06nozt37tg0jMKJZzcWi6lUKlmj3ul0rJmhMWD6Bzo8m830wQcfaD6f6+DgwGoAcgxngrvHXe9KXcH5ku6KuGiy+G8391E08tqZHDzxxBNaXV09tQSj0Wjo4ODg1M9uNpu/EMG+36DLl6ZopCOC8O+iY+6HXa1WTaDAGNYl7rZaLRuHMcoplUr29fAV4OpUKhUtFidGzG5xCOG82Wwqm81qZWXFvBwZP8/nJ8vP6Swo8uDFQTLnAUatdeHCBRsrUZS46ms6NL7fR12OXB6f5MAxCqDjB/1y1eWILyi6g8GgjS5Zd8aoc3t7W/F4/BTS6Y5PHjUjXRAKBEMgWWxBYPxQqVQMFWJkzBpKxhcoMLmoms2mfQ+XM0NzU6lUjANEAY4IBP5eNBpVKpWybhjbH7bLgFgjQMlkMlbwk4x5TYyvE4mEbaNBrIIqdTqd2vlzR1GugMqNs8bB94qzf+baQUER2NjYUDqd1vHxsRHZt7e3rah1bWbq9fpHnm2anke1cOQzZJTP+8dzd3R0ZAUYeQfKTSwWM3oDIy+KLrid7XbbmhIXdYvFYmq325pMJiagabfbKhQKNkbGOH59fd02sXg8J6b1FJj1et3cE+AwYwHFhZtKpVQqlXT58mVr2rvdrqE6TGfIYx9FD7nXZ3yvr+MZlu42JC4a6fP5lMvlzHuP4tzn82l3d9deG3xuuMY8B3DRHtUzdTbgIwJCoEKXZLkOk27eY5oUzibrA7Hl6Xa7dudNp1Mlk0k7w6lUyriO/EyPx2MCF+7wdDpt3O1wOGw5FW7u2tqa0b/4XgA6Ozs7tl8cf2TpxBi+WCwqk8moXq/rvffes+1SIN3kLigOjKPhrdIUu58vCKKkU9xZSSbGASkFcIhGo/pX/pV/RZcvX7ZpX6PRULfb1e7urmq1mjwej9FrEIlhdn427jcl4ktTNDIuZVy8WCyMnwGnDEuHWq1mRU4oFLKOnTEz4pd4PK5oNKpKpaLpdGq8RNRXmJxy4Fxbgna7rVKpZEbEdE75fN6Iu3gglkolSbKOHFHK+fPnJcnGMSR8zMTz+bz5id2+fdsuELros+73Z9EVlzj8Wd5rl0uCyTPrx0Cltra2jNCLqm13d9d8BynSKUp5TY9i4mV0ASLHdhIKMjZPgA6hQMSaBMU4/95ut02RLEnVatXeQ94HaAco0zGed8875wVVMR6RPp/PEk+/31ej0TB/O84tF6e7Qz2dTmtjY8MaHf4+ghbG39LdCxtkivfnbPyyn6fH4zGVcK/X0+bmplZWVszaIhQK2TpE3hOKG1A4eIJn7S4e1aBIcr0OKXbwhOP3Q51K8wIyBpLIhdvtduXxeIwTxufLe0LTjQ0YfqKDwUAHBwc2ug4EAqakB1FnJz0cMvKiKw5AXBEMBlUqlfTSSy9pfX3dkPDJZKJ6vW6Kai79+5kPeH7dC5iCBUECY/t8Pm8iIe4HBDKHh4f27Pd6vVPj0UcluA/ulefhXEsyhwPXvoiCGueE0Wh0yq0BRNLrPTFGh8LAHQANDBRuMBiYQI672e/369KlS5ZPOAecsUKhYKgkY+mVlRWNx2MdHR2pWq3a5whNgkYevm0qldKFCxfsd2DJAbmVu1KScaShern57V4FG7Sbs/eqiy4iQARcunz5sjXtrI6Fg0xupcmjkQOZv5fo6n6fuS9N0SjJOgL34qLy56JMpVKKxWLa399Xu902Y25c3+loz6oC2WkKp2M+nxvCQzFEF4bMH4QA2N7n8xnfB3UeKBs/g4eYQxKPx00pWCwWT6GOcLZYbQSfjQL4QR4uNwlRHJXLZZ07d84K5OvXr2t7e9vI6tgpML6v1WrGJ4IK8CgmXoJOkQuG958HOZfLmSIajiNoKyNn+I6Mg0ACMcGt1+vG24LrwgaYdrutZrOpixcvGuK4trZmnwUcW9TTrmUGAiqSM+Mi3u/pdGqjuXK5LEk6OjoyFKnX62lvb892SIOMwmU7+x7dj+C5ZRSWTCbNkoc1mKirsRaiCHaVuS5VxX2tjzraCO8J7ztGgKDKXHrRaPTUBcOImfcCkQbcVkbUR0dHdpHn83kzSAd9otkmaIZCoZChMpIMSQHJY/oBb81FX2h6M5mMbQ/CTqzRaGhvb882S3GR3u8C/6M+b8auKL95lre2trSzs2NjcIokikxG/x91qUuf/1njdbhTLXeSw4QIXiINCiNa7jM8L7lTKQZ5v6QT+gKLA1zrGc4CBZnLRT04OLDpHIIYGuzj42OjVpBvoRGwrACwZ21tzYpKnpFaraZyuayvf/3runTpkolN+/2+9vb2TChFwYurCHmSvHH2jvuoz+6jUO2zW8/gXyL+Wltb03g8NtrW4eGhjaK5L5lK4an5eSj1H7uikYN7r/ElFyEed9hOwIuCb4ES1N3/CJn8bOHCKI+/y+gabgddmSQzpEU5mEwmjcjaarUMiUT2D1/h6OjIfJ0YC5RKJeMJQcZmZIL9ChsZ6LbC4bCNJx9kcnJtPugW0+m0IVNbW1u6deuWGo2GcTbdzwDPNy4TkMVfZC3AyPRRuODpelFLYzQrSZubm/L5fIYakpxAplHJ8/WciVarZZuISPSgZqxyg6her9ftbG9tbZn3Ixcwhsig7dPp1DiMIOmo73u9nqFDkMbxoAMZ7XQ6qtfrunHjhqGN0mkV/oP4XLgwAoGAstmsSqWSzp07p2w2q52dHe3v76vf7+vo6MiECTRtLgpOsiVnMKaX9LnyZj/p++R+HWM2chQGxWw6AfmCy4q7Ax56oIiMnDlveNS6nCxyK7xoTN4plLxerw4PD1UqlZRKpeysYiOG0TUX23Q6VTqdNlFOJBI5hWBLJxfz/v6+bt26pb29Pdv2Adpzlht2rwvzfnC6aEwKhYJNcmq1mqrVqm7evGliHJfbDTLHf7uImPuag8Gg5TnelwcdbpN0lmtJI8j/79rhgJxx7zEm9ng8NrZlAQFjVfiFPp/PxFVoA2gqR6OR8vm8CoWCpLu807N2NkwJOG+sYa3X6wbwbG1t6eDg4BRlB7DkiSee0NWrV22qUKlUtLOzo0ajoe3tbRPBQDVw+Z28rrNB4/pJOasf5QsbiUR06dIlvfjii0qlUrZhZm9vzyZyrsCLOofintfn0u3uFb9sPn6sikaSPwRr0DuKRQisWMzgI4himsLMJULzkN+4ccN2/oIQotRyCyRMwan8UQXCRUR51ul07AKHH8Q+Uwq7dDqtTCZjr4fitNvtKhwOW7fPuAR1XyAQMJVZvV43ewisRx50J8Jlzvjp0qVL+pVf+RUVi0UdHx/rgw8+0N7enhWMjHOwVYCnxEMBCobpOj9jMpkYXwXFsZuQH2S4Yx0eYP6dJMXrRkEK38/loVHwra+vKxAI6M6dO8YlhJfo9XpVr9fl8/lUKpUsobocLNAiuvhAIKBcLmfrArFPIXFzfrLZrHq9nnq9niGdrtBgfX1dFy9ePDUexKKGIhWSuTtyIdk/6CIeu6q1tTU9/fTTxnHa2tpSt9s1JTjPoCuAAAklyAUkXrZDueN01+rmfscnRZsQltBgYKuDkTLPD6p5LqnZ7MTbjd+vUCgol8up1WoZ/4vfH7sY3Bfq9bpZGXG2B4OBcdIQeXk8HrXbbVNtw71FsMVa0WazaTxmnCdWVlZsTzrfo9PpqFqt6vbt29rf3zeEj9+Hnffu5Y5okEv8ly0YPZ4TY/2nnnpKGxsbms1mOjo60v7+vqrVqnmpcl5oAmm2XGUwQgy+r+tFixsAo98HFS6FhnDz2WQyUSqVOsVBphgEXSR3YXND4Tefz62QQ6Dkcvi4F0BhcRQZDAaGzmazWStcudNxBCAv4puIqIZ7FJoOnEnyHE0SrhKADKxm3dvb08HBgU3zaMJA9H5R80vh/Enf+7PBBOCZZ57R5cuX1Ww2DVC5deuWms3mqTE77yXAwNnPk/f5bMHL/3evz//TxGNXNILu8AbzMEoyLym4TAhKXBscDihIIJ0RVg8kQ4pG1+AVnzrG2BSecCAZiSF4cEUPFE1wRuBnkESkuzYB2LkwAkcAQ2FKAmCsEwgEDK38vLrY+fzE7mBtbc34IkdHR/rggw+0tbVlXm7QAii6SbCgQlx+qD4hNqPs5cGhUM3n86aOfVCB0MdNKIz0SFDu7vJyuWxGv1y6XH4g1AcHByZISKfTp2xEQLuxrYBUTjMBVwhUDIPudDptO06n06lu3LihxWJhXpnFYtHWVrHKD3EMVjmYPPMc8Z7DhWS0xQiOUQpJ6UEXjT6fT6urq9rY2DDe4vvvv69arWaGzjQVbpJEvcnnRwMXCARM8XkWjZzP5/b7P4h9wmeT+EcJ0SaTiZLJpG3McW1QSqWSTTlczjKjrEwmo16vp1QqZZdIJpMxH1GQy+l0qg8//NBsn/hazhzkezi3kPCh2PAzJBkdx+v1Kp1OK51OmxUSBQmXIFMeVLvwJjOZjJnUg8h/FL/5owQxnzXS6bSeffZZ5fN5NRoNQz/v3LlzSlXLZ0beQrDGxMT1sJXuqo5d1Bj1djKZNMHi/Y57TZrc/55Op2o0Gga4JBIJa4Tj8bj5LmLKjWCKpp1NP9wD8EDb7bY9S3AXef+gY41GI1WrVQ0GA2UyGRUKBXveeP4QnSLMc30TKSLxWXSbdxclZSp3fHys+fzE/zafz9vd4prAM0b+RZ/FJ/2c7sUfTSQSunr1qq5cuWIUk8PDQ/35n/+5vQ4AKPKVa59Gcc/XcWfw3+6fuYXkZ0UcH6uikW7H3b8q3VVm9no9JRIJu/CxpXDtEFAvu0geRprFYtE4ja6gJJfLSZIVOvV63Tp3FFbuJYWAhoeGQrRSqej4+NgMPVGk4gvGKAn1J2uUICIjHul0OnZZ0vm7mwrcQwQx/kGokSmqm82mhsOhQe086NJpHiCvyxXSuOgJaJjLQ3XH+oyrXOuNBxE8+C4/1r3gudwY/+bzeZ07d063b99WvV43cjMFFyPm/f19E5VwqUunzdOx0IFXJZ2YNRcKBUPF6/W6Wq2Wdf0o7UE8uRSm06mNrOH84AlKkcXvwPfy+Xw6Pj4+tRuWf7jkXZrAg+Zq0eCR6G/duqU7d+6YPY9rC0Jw5u81pubcuYg8z5F0N5d8Htwh4mxyR2RVKBTMugphD6p4fj+eD7/fb43IYrEwtSkNDtul4NsWi0WjupwtitzR4mg00tbWlj0TXPQ0Q3w9o2warXg8rqeeespeO0UKaCeIODkDhKRSqejo6OjnRHxu3M/PBSrQYDDQe++9p2w2a6bojNsZXZPT3WkHEwD3dbm+uO7vQG6Ox+M2oqe4fpBxdkTO885/dzodFYtF+4wBWmg4oXghxOPPyuWyCTfi8bg1J0wr4CCitEatPR6PzTB9f3/fnnHOBo0HzS3FOKANRu68VpfSw8gay7ODgwM1Gg15vV6bmkC5cce+D/K9LxQKZq0D8HPjxg31+30DpVy+oitQPNucU+i79JqzHExEqTy/n/aufKyKRkn2xmOIzBvOiIbRHHA7ZF1QHRAgLmy6XwoVjIQZ1fDB4mUHZ4hl4u4YD6NmHlK87OjuJVkRiQUFi93xlIrH4yoWiyoWiza2pMhdLBY2SgoEAorH4zo6OpIkI7G7lglcHmc3Mvyy4ULjXAq3bt2y98aNs8UFnwVbJ/gdQSQYjzASY7xI0Y9S80Fe6hRSNCdw4ECCUdXhU4bimJEJBS5jODhBFLyz2Yn1E7+bS7Hgwado83hO9nzX63Xlcjkz6Ga0X6/XjTNG8sSuhDWSIGy8DniyJBU4i5xNigj3e3G2OKN8nlwa97spcZW3TA+2trZ0eHhoyACjMdcCC/4RyAgXN88mn+VZQRBfB9IBIvSgzthZ6srZZ9PlSlPs1+t1e90gK4jkQIN4thqNhvkJcoZpVGazmQ4PD01pzwUEioRHJzwuLrHpdKr9/X0Nh0Ol02nja9dqNQUCAaVSKTPuBvVkHzj5mPNMMTufz62g4XNC+AWKd1ZQcD+D6ROG04eHh9rb2zM6DMgPExLykNtM8myjDKcp5hmB8kDh4wqOPo/FBnAVEfkEg0HjVeOHW6lUjIPtOjrwGfB7g+7RLBSLRePS8mxxXhglg4rzGqDnJBIJ2wlOzmw0Gmo0GioUCsbTZcJC0cq0MBaLaX19XaVSSV6v18a88HS5J3jvQTBB6rG5eZDBPbW3t2cb5G7cuGGCHDeX8dzQePH3OT8UlO7nRv4iT0WjUXvOqtXqZ/IOfeyKRkmnHmIga4pIkpwkswEApeMBj8Vi9jCgbOX7ksRAatixu7KyYtYndEWIO1DAlkolWyuFGIbVS659BsmeogH1Ig/EeDzW7u6ujbk5XBQq7GSFJ9lut3Xnzh1tbW0Zr5JEcb9HOfAzQJJlVP4AAQAASURBVBl9Pp+2trY+0kRZ+nkI3VV2UvRjKTIcDpXP5xWPx1WtVk2VKMmSBaiua4nwoMItjii+XT4T9AP4T3B5MJyloDs6OrJuGOQUBBbahXv+QAMYTXChk2gRdIFYgzzy3lIwNRoN9ft9pdNp9Xo91Wo123uN0IrNNRQdII6shXO7YNB+EjGChfsZFNGRSOQUCgRiQPcNWgIHjuKK9418ALrBRe5eZqBCPDM0iny/B/H7URCPx2MVCgUrzN3GzlUq49MZjUbVbDYtr/E5uYgjYguKIXIjuW9jY0OTyUTXr183D9hsNmt2YiBnNE6ML4vFouLxuFqtlhl6S7IcihULCGckEjHrMZpAhIau5xyfk2tdwkTBHZc/iKCQ9Xq9qlQq1qhx/sg7nA8+N6/Xa4p1kOvFYmHvCZMnECGPx2MAAXYw7j11v4Pn1f0dOP98FtBPsJ6T7o7TXY9CxFM8c+gIKPIQTLHogOkc+RmhEJ8/4AnG8qzB5fyRU3gmyDVM+UAfG43GKa/lbDZrk7jj42PLFUwdyJ+c1c9LVAk3GDszOLKuyIvPC0cK+PxQN3Bi4c/hEZP7oJtIMvrK3t7eZ57GPZZFI+FuSnA7CR5aOolUKmUHqt1uq9vt2tJzHni3G0OtyYFltEhyZfMJyY7v4RqJM17h0HAhwRNCcdfpdFSr1XTnzh1DKOmuM5mMqazp3CkiMcyFy7i9va2jo6N7ohb3M+BRUrxQlLiBAIEL20UFQXRcU12QX5dsf3h4aN07CZbLCFXvgw66NIRGqAxdvhVcLIpbUIZkMqlsNquDgwMzAedCZtzLKEaSoZAkSgppLmuSSafTMZ7b8fGxms2m+TPyPRAcLBYLKzJqtZr9XD4HEjkIBAR/mp1ut6t2uy3pJLHVajXVarWP5f/cj+D7QxBH3OYif/w7CCl8LNSbfA0jK55tLjVQLwpUj8djPCr+zoOgQVDs9vt9tVotQ/VctJbpBRzYVqulTqdjoj58GrnwucDhd8HBhtJAkYYv7Nramp1j6BNwKVlswMo/ilJEMRRD5DFJVgiRC6ATMNoF3ZZkzT4XYrPZ1P7+vtm2wN90ucT3+7xxXkajkW7dumXPm3R3msHP5JJ2z4LbnJG3F4vTe4oZnYLiIVRz7x0WHFCE3Y/gfXNFozz7AB1MqsixkizPUOCQc6S724lo1PkMAQvw8+R7MTZ1eanQSWjQaHjJ7+R/bGko4Pl9Op2O9vf3TfnM5G9nZ8dEr/l83oRjNI/QxfgdAVY+D8ABbYPr8RkOh08hgLxHLq+c54rfq9/v2/nkOUfo6Pf7jfYWiURObZL7LPHYFI0upwx41oV2/X6/jdzc3ZaNRsNEGXS68/n8VFcp3V3Ozu5p1IsUYRhvIm5g1E1X6vP5TD3XaDSsA6Czhm9BAcJYGjh9Op3a2iwUx/x++XzelNc8XFykrvcVlg/89/0arXHRcrBR2SJGOKvg4rLiwSDxu0gIDwBdFe8fNgkUyghDcrmcPfDsCL2fFwnJle/L62E8xe/PZw23jxVsoH/YhVSrVbNnwlqCDR4gxiiW4aRls1l777A+GQ6HymazVhyAbFI8uJxCinPGmO7ml+3tbeuuOYuLxcII6fj0UbTjGwZHld8hkUhYgfIgCkeKakkmgPq4n8P5A20F8ZFkHnAUjS5hHxoLyC/iJlSkFFIPIvi83MaKi45clkwm7YJIpVJmg8ROZCzDKIZpXtgwxWftCqrgQPN8UvgwDaHh5fvxurjc8ZjFLD6VShlaCofs6OjIqEE8A+QQciLUir29PSti+Flw3ChgoArc7/cfZSr0DYoRCjpyFkU1AdLGc8hKUYSXrI7l/snlcsaLr1ar8vv9Nv7FRP1+0yB4jyWdGguzkQU0js8WZLtQKBiijU8w1I/xeGxCP5p+cgOLKrC7c5X1fIa8r+R+zjIII/lwOp3aiByAhOfVdRWgQHeL3Wq1qlKpZHxdgBUErzhDkFceREPifgZYglEwg+bfK7iDQqGQva9uDQKn1uM5WWFJXXF8fGyTqt3d3VM5lO/JROKTxGNTNFLsSXe5CtLdggSODA//dHriZI/y0O3oeYNBJajwDw8PtVgszLjZHX2T7Ogs79y5o8XiRJm4ubl5qmvjguJSwEQcLom7eWN1ddWKWDYPAKvTlfDAw0kbDoc2RkA4QpeHIu9+PQhnCfWMBT+KC8J7JZ0WItD9uUUZnyMkaS5BRuCo9LCrqdVqhgw9iAedESCJi6KM/+ZhdgnvjEApOKS7hHfGQV7vXZshOkc4Kbj/81nTeEQiEbPIqdVqJmihoQEZ83q9hkYfHR3ZcwJCCPKYSqVUqVQs+fM5kDRBbxHSHB8fm78ZF2A+nzcz+fudbF0+FAjYp7lIuYwYy/KaJVkh5vP5TPRWKpXsfadgBBlwOWgPMvi5w+HQnnE+Wwr7VCql4+NjM7mm2ILfxedJcUZzwfemuYWSw4WCcXKlUrG98ajTEXMVCgVrdLEGg8NLMc77LcmKUCgANFOJRMJGkDSd8GNZo4pFGSin24B92s+B5/YXnR+X4kShTVEMEsTX8O9Qa0C9oEMgFuF9YnwPkg/d5MaNG/L5fMpms5JklkQPOlwUizuSBgMuPgpqCnT+l6Ka53I+P1FLI/aDwkLDT25gWQHFH+4LiPsoapvNptLptBV05AHuPc4X9/R0Oj21Wz4YDJ5aZUkOpgbACB9hKVQNiihAgQcVvCfkpLOUKheskO5yrMnPZ1cl8llx70APgCfP96B5pm75NG4Qj03RKN0dWblkULrj+fzEsoSLggILLya3s4TTRHcFqkXByQcI+uJyjnC8Z4UR3fVisTBbAdTMdHWMEuGHUPC1222dP39ehULBPKVAcxCw8Hpv3LihXq9nCm/G0i5SQYLlwbmXXcWnDS4pV8Hlhot0MVo4201x+BnfLhYLu3TC4bBdjHwuiBYmk4nK5bJCoZCOj49tHePx8fEv9TvdK0hieH3RSXOBYJEEGnJ2dNXpdKwY5LID2ea8oizEh89FWylUSOggSIlEQs1mU4eHh8rn8xoMBjo8PLSzFYlETnnDUXSTONig4CJXoJ8kVYopNqrAC5TuUg34OlAFxApcpr8sWkKyhEfn8hE/STBuY2wDN7HZbNoFhNXHysrKqUYM5JqRG6PW+2274zY7Lp/VnQ4wOpekRqOh1dVVlctlNRoNHR4eWtPWaDQMSabwBa3jIiqVSva70NTy+c9mM8Xjca2urpp6OZ/PW9PC6wmFQjZZwFYHGxP4sG4TAoJGMwhCD5WCz4L3gvw8m81UKBRMjIL5v0t1+aTn69M0zYxLpbvrUOEuMxp1PzNXnU6ud6dBFIGo1cn3rEVko5dL/XjQ4eZoLLPciQPvP/kIZAqRI6ITqATz+dyaAPIZTS48VXIh3EqeN4ocChneT2gNiMOwXOOz4D50DeSxakOIlMlkVCwWjeZzcHCg2WymYrFolAAapl6vp0qlcgqIelBTBUmnGmI3eF7JB3xGfAaj0cgAAqghvMc0w7PZzJo/pllMmKgRPk08VkUjQQcoycZsjNTcESoPC6veQC9A+0Ap6cD488XiZI0WiTmZTNr4EcuJzc1NVSoVKxhBaHK5nDwej27fvq1er6dsNmv8DBI4KAbJAwT0/Pnz1mUziga5dP0iJ5OJ1tbWTLkmyQqDYrGobrd7yjblkwQd2Nkx0C9K1CRZClV2eLPZxv3ZLm+MogZlOijP5uameYEdHR2ZPQEkdC64+3mZ83rorkkcXBbQFlwlHvwdV1GI/xzFO8iF2zWDCqGqJtHS0GCHQ9fPa2D00m63zYCesz6fz5XNZu0sUdAxckUVDUdPkv2MQCBgPDV3fEiBm06n5fP5bE9ro9FQs9m0S0SSfXaftjkBpYW/yfProtB8PqA7v+gsM3bF6aDVatleai6JbrerdDp9iuTvPiOMcvna+x08S+QiiibyD0giwiVsrDKZjGKxmHK5nJrNpn1e5DeQ7FarZWgj+Q2eJxcMnrFwaV10/fj4WMlkUqurq6e2yyC04lxx+SH0cgVYvAaoMjSTNPj8N4XXeDy2rSKgX+4qRBqwB4EGnVXfu8I8UC4QLoLCjwbM4/FobW3N6Cag17hawC+FEgAtoF6vPzAk26Vy8ZpdIIGJmGvRQsPO2cxmszahw+IGtT00qkajcSoP8Pf5/jQ/s9lM9XrdhFKSzBWBkbl0MroHiUskEvZeQtPh/XN5vJKUSqXs7oO7yHO1u7tr1DTXrQCDcJcmdD/ff/e8ns1trqjwLM98Mpkom82aoAf6A7mZ1aFsf4PD2Ov17PcLh8OKx+Pa399fqqelu9Ar1iy8KSQiHmgO9tlRxVmJOsieyzP0er3G7ahWq9re3jYF4Xw+187OjolUgsGgut2uJT84E6lUytAKCg281kAFAoGADg8PbTyUy+WsS8KSg4RLISHJ1okxih4MBuZHJd21jLlXwQeaAurnck8+qhhzeXx8T3fEwQPCCBa4nMTPuJnOlAJNOnnws9msXnjhBcViMdVqNVsRRQHGJXl4eHjfu3M6PN5TECcUaRQ1JFMukul0agUfSaLT6SiXyxli4ooyXEsYSbYfGuSOAmZtbU2lUslQMFCcdDpttAp4tZw7+GpYrUB9cDtwPh+v12scRpomNtNId+05OLd8DqgO4dBSBHwSrpmLdBA8w/z/7vfh6xAU/KLxCmfTRX5rtZpNBigQg8Ggrl69apxlLm54hCBro9HogY8MyUmcPRA7ED2KfIplCg7OUbfbNe9Wd/WoJBO9MDrEQxEkhWcPriz7f88WGuRE3nuUrqBIuVzOGg+KDpB6V61N48uY2uWO8u+LxcLOLdtraO7htfK+SffPE/Ts9ARBC+NQdzTujvxojqfTE5PuarWqSCRiZvpHR0c24ifPdrtd43nCE36QQdN4dsuI+5zwzHMnkPOYXHi9J2btNFIgjLlc7hT/k6aY5wwk0UVpXZsuvh/2PgAOWNLAJ4YX7lLGcDYAUICagVqfxr/dbqvdbhu/l0kWu63xBXbV7/cj3GcbJJd86oJdNCbkeemuyBQnAhfMgMvJZA4gBb9JPktoRAcHB595e9pjVzS6H4okG3+QONl8ga8Z4hXQGre7IikzpmOkSMXO5cFIhg4ILhpFpCTrfrhI4VzwDwnf4/EYrA4PhERJkcvDGIvFjHPjdhCo1uDEuA8a3DT4WVz+JHuQCIq9fD4vr9erarX6cwUAnR4JgT+nsMZ+iLV5FEi8Xt5j3lMuIC7L6XSqYrGob3zjG4pEImq328pkMoZaXL9+3dA7/LseRJB4uDTd94siyt3u4vV6zSQWZRxCpmazqXw+r/X1dS0WJ76aksz/ExI5Nkt0xIyy+Qc7mGQyaSPzXq9nRGcSM8UEzQW+eTwHjCRdtPTGjRva3t6WJOP+RiIRdbtda2p4tiaTiarVqnn+MZYGvbpXMMIHGee9O0tZOHthU5i73bjrk3c2aKZwTXBfP58ZRfLVq1dN8LFYLHRwcKBarWbqYLr8B7EJxg0aWH53FMacAUk2laBR5NnmXHKGeL+Oj4/NzoXNTExbvN6TrU0+n+/UTl8KCkZaFHuhUMjWm/p8vlMWPyirsQsh18Atg5vMpiEoHVtbW9ZkuUUjtA4Qu8FgYKIFgouTMyLdLfbILS54cK/32y2G+f84fxQyTHNAbV2fRUaIjP1pJiWZDy+UHH7vJ554woSOlUpFuVxOmUxGW1tbD/yMkVuhIXDmaRC5i1B4A8Bgj9Tr9Wxiwfebz+f2e/KsUOTAe+ReInfyfoGqoWIG1HA9QIPBoIrFov0OFNtuA4vNFFMWGsp3333XJh5MVLgz9vf37b6RTriO3Ld87tDU7hXwbDmfH4cOn6UznFUxn0Ug5/P5KQ2Dz+ez9x+EEg5sJpPRysqK0Wx47bw+lOM0LZ81HpuikQfY7fywfaAb52Fst9sqFou2FmqxWFhnRYUO6kORFgye7Kys1+uqVCrK5/NmsA1Xj4cMhJHVbjjip9NpzWYz47m4XJFgMHjqwWq328rlcvZgS3f37LqoWqlUMhJvs9k01AHRAkmRzgV+E5cnDy4HFCQCcnO1Wj1lCu6qyUGgKITdzwA0FvWWC7HzveALgVRRTFKIPvnkk3rppZdsXL+2tqbhcKitrS0b0c3nJ8ao91tdeDbOJg3Gw6ytBL3hPeLS5f3HpoUkCGcsl8sZR4tEAAIIH4jvg/IS7zj3ciaJ03FnMhlduHDBiiqsiNxil2JTujuGZ1QL79alJDC6bTQaJs6AcwaaxNfDY/R6vbZ9AfcB0HeKEJ63XxT42dH8YTcDMsi5J1yxSyAQMPTMReW5iJ5//nkbrfr9ftXrdXt9XJpuU/Qgg8Lb5Vi55uh8flxQLrLtNmKLxYmIxfWFdY2ZO52OncdKpXJqXIyvHrkNNIQGhOYbLlmxWDxF4Ae95TMnH9HAS3cnPz7fiT0XaCUIFQWHWzy66t3j42ND50EzyW/8/iCftVrN+I84Hrj5y1WguogavwvLHTqdzikjcXeK4Ar2GKXDP6WoAoVja8rBwYEphNPptK5du/ZAeXME94HX6zXVPegcopDZbGbuFzRdfAY0aai8achcIQzIF8XU7u6ueSWSD2luEP/RWJBP4Oy7uRYghfe0Wq0atYm/7/rc0rgwcUBnwH1IQ3GWH+0KlbgrqRM4V5wheIafBI10AS3ufv5xhaG8x+RqGkJybDQaPWXRdv78eeXzed2+fVuTyUSXL1+2Z2k0GqlcLmuxWOidd975pWkPj03RePYDc8UrHF5JhqLt7+9bp9Tv9w2q5WBQ3PCAuUazLuEWE9ThcGhjPVf5inqLggzHf0mWZHiQGO2RjOja3YKX11cul3V8fGzei65dD8UYiYFOkQTWaDSMCCvdVWK5VhE81C5nx4XTSTgYi0p315uBIPFQu56JvH4uIUjOdEQk9suXL+u5556zDQWFQsHUfLPZTCsrK2o2m3rnnXceeMHohlv0udYfJBaQD84PnoysxWLUzY5q0B1Guvl83sRW7nYPxrX4KfI5uyNKxCygrlizQDGAL8Xl6vowkjilE3SxUChYguNngzpiq8Hnhb8o1jUoqOn4KQxQisIPYvTi0kN4j0ExXaK8q67nLGKv4dJJQC7choRnhILb7/cb95jtEog8KES43BGCfB7BMwSaytgWBAQBFFtD2HBFcQgaykgRFAYhHecVoV25XLZmlgaAER4iGgptzsN4PLYLCxsmEP9AIGD+jbzXTFJQGjOmZLECNIx2u20FMq8hmUyeKhKku6I6ml7OFoUGPqXsiQbNcb8HYzyv13tqxE1OQtnNeUXgwdfxHLsCBenuGlpeWzKZ1Pr6ui5evGg0ENcTFbDi8yoYOSPcceQGnknyMJ6Z8N44M+TtyWSiSqWi8XisTCZj3LnDw0NDimkeOZ/kRNS90l0LLZo7rNPcRqnT6Rh3ksUD3G2uj6wkO+8UkkxsaHRzuZw5A5C34OfSLKbTacvPjMDL5bLlIHLpYnHic4soyw2KUpp7l59MXiQPn50uuN+D5tEtVrmDWSry7LPPKpfLqV6v66mnnjq1k75cLisej+v4+FjXr1+/LzzZx6ZodINLHSI2hQ/wOSMcLggSCYUmo2Qgbv7d5/PZBgiP58TMuFqtWtJst9smHnDV1+1227iR/Dw4hSRgV0nGgwYXA26Qy4MLBoO6cOGCXTB8b3ZOu2pLihL4TRsbG8Y3bDQahlDA7WCUSqHqjvnc0TpoAcmArwcWZ3UUl73P5zNkhG6ch4ILXZIuXLig559/XrlcztbSjUYjK6qTyaSuXbumO3fuPDCy+EeFS+rnd+ACA20hYdFRDwYDJZNJuyDhQ3GZ4jsGGgahnM8xnU6b55ar4CVpoignGVPUzecnjgF45zHu5rzncjmVSiV7Xe7Fx4it0+mYohL0GJUsdhr9ft+KTC5+UHefz6crV66Y6KbT6ZxS/9IkuQnT5/MZ+uDy6ejm0+m0QqGQ+U26F7kbIACSjFPG5Xfx4kVdvXpV5XLZRq+cL6xe3njjDe3v73+uTYmkU0UHzwzecrxneP/x3yClIPU8v5gHw1+kcKOYa7Va9jNQmEuypgMhAEgNBQSqWnLfeDw+5YPpbq8in/G5w1GjWaa5SqVShhhTNCOy4XVRsHDRMpWBnsP3d/ltBK+F30u6y1mncXJpECA1FDV46Ul3Gx6Xr0lxwe96/vx5Pfnkk1pZWbHmmMURvOZOp6OdnZ3PBcV2w72HKAaTyaR8Pt/PFYp8Frz/NG0U3K6V0mg0Uq1Ws7MLhx2xJ59dLBazoo48Rc46f/68gSiBQECbm5saj8e2bhIQBr4knGUKcc4fxSEULzh/3Dvc6dxbAC+AQL1ez4pMqCycc2ygOE8UhZw5chfPMQUgIkloQdB47lU0uu81TZnf71csFjO3jK997Wt64oknFIlEdPXqVVOFj8djy20/+MEPTinBf9l4LIvG+Xxu3EIKNi5OOiD4YHgiEvDrQAYpcBAJ8AEmk0nlcjk7SIzZKALp1jDgZNSDIpBREYiRa3PAgwpcTbfPa4CE7vV6jVw9Ho/NxJMHy+WOdTodE3N4PB5bWcT40oXGQfRc7hrFM76MkqygYFTmWsSwEQZbE74PIzceNophSOBra2va2NgwYj0clXq9rmq1qslkoh/+8Ie6efPm53Wcfi7crrLRaJixOsgsSdbj8SiTyajb7Rq6wAXL50GnDeJIo5FKpQwN5txRiJIkoU1QYJGU8LbDZgHydLPZNKTZ9cSjKYjH4zYC4nPhv5vNpjVVKPNcrz3OKyNnLm4QP86JdHK+XJGOq/6nAFpZWVEkErGRGKIV11LKfT9dygMXFueR0SCWV+fPn9fm5qYVnxQzTBDm87nefPNN43U+rOC5rFQqhuaAGLq2GowHk8nkqQkHFxVm35wHCj734uL9gXKwtrZ26oJtNps2puQsMlEht/Hz3TPNNINiPBaLGfoDtQWeos/nM+9HCkrcI+CzuYsLarWa8c3h+JJ/Xe6tK1STZHcByx44h1zw0B1onkDXzqLh8LBbrZZCoZDW19fNL/Xpp5/WhQsX7DlDFAPlx+fz6ejoyDjNDyNcZS5FMCLRg4ODU0UXVCmUym4jAPoNLQHxCrQnfn9yFGeGqRMNARulJJkFFMUgNAlJtnUNgad0l6fJz8MVAgFNPB5XvV43UAUPTaZ6q6urknTKQq1UKtm9xOs+OjpSu922PdZu0+oWeCDIFMUUxCClfB/pLuXrLAACMk79EYlEtLq6Ko/Ho2KxqOeee07PPPOM0eEODg7M7qpQKMjn8+mVV16x9+h+xWNZNEonBQ2jPjppkhvqI1ehxJjh7GYXEEpG2RwGFI2ZTMYOGmuuqtWqjo+Ptbm5aQpEF/EDkmZUhPoJOxAubQrXxeKux6PX67U9nIzvuNy9Xq+pYnlA8T8DDpdkXdHKyoohplzkdGQcZDobSZY82PpBMcn4YDg82QtdLpfl9Xq1v79vliWuypZReCAQsIIL9XksFtPu7q7ZGDGeb7Vaun37tt544w2zSnkUwuPxqF6vG1LKZQVfB6scn89n6j1GgHyubMwA9ZXuqpTpMEEwsbmgY2fEh5UE3S2IKGcdJFqSvd/swR6NRubByPuOWAwVfDqdVjweV7FYNDSd5oJ/QLlY4XU2odLx44cKmp7P563BYgTFReIqL2ezEz8/EB0KDp5vClfOG/y1dDpte99ZtclWIS6vZrOpo6Mj3b59Wz/72c8emTOGqIBdulwsoFsUy4xY4/G4Fem8b9VqVWtrayqXy2aQn06nrZnljPB+STLFZalU0urqqlEkpLvTCwo3OMVe74mRPNso+CxADsl3rqfeYnGyEatUKtlnTbEBR5vcxiTEFcuxGavZbJ6iRXDRS7IzTb7M5/P2vIxGI0PNxuOxoYvJZPIUqEBxQdMNdxiPS6zXwuGwLl++bNZmrqK1Xq/r5s2bqlareuedd3R4ePh5H6ePjMVioXa7bZMKmv1kMmlFFL8zjSDvE04J3C/S3d3oTECYJhWLRUMducvC4ZMVioVCwagNFJo0FhSl0l3+NWAK7zEiUJooeP3cYbgEgNyHw2G1221zSWACBKLMmeO9uXPnjra3t61hdq2DmC7ReDOxpFjM5XL22hDZwUOHXkQwTaKoB4Q5f/68iV83Nja0urpq3wOwgunV9va2/uzP/uyBNCUeSZ8PWechBapDLjn4fXQlVPPuIaQDl+5y8FjhRscBvM6o9izp/ujoSPP5XOfOndPa2ppxNaS7W2qwkIBQjnKN0QtJj256ZWXFiix4gd1u19AYUCEUbIwPSeqMb3gP6KR7vZ4VyIPBwC52F/HCcBqoHdSy0WjYKAwkgQePxM3B5yJGDJHJZKzophAGcS0UCsrn8/b3rl+/rldfffVz45Z9miD5gQKCyPH5gqbRzYMmg1iurq6qWCya4KLZbKrRaBgflgIOZNpNavB5sNxBgQjSyBiMwpXzyvvORe4SxvmZ/CwuVhIW5xK0k93VqJN5zrCvgCrh8hsZP1HgoarnvczlcvYswXkFFWecBcIh6RRC5Cqjs9msWRxlMhmVSiX7epowRmoHBwf6wQ9+8LmPoz9pUGTzPtFE8Ey4PGj4dOQGEGJynKucp3kG+XbpAeRG1NGcNYpTvGhdZwkQXhoOVyDGSJKRHsH0J5PJ2JTo4ODA7MVms5kODw+tKKRoBlkaDodWODKpIW8ybqSwZUSIkI6JEk0VKm4aYXIYgAKjWuxLyF1s8GLESYFMY31wcKBKpaJXX331kT1jPBfSaSP9xeLEm5HmjmUK/H7cIS5nW5IV1eQY3rNwOKxut6tAIGBNiStU8/nuLgpYWVkx+g5rdCnyeA00yDQMyWTSUD136wu0NRpc8i2+kqCH5BXOWq/X0/HxsTUrcD8RrVEvMDl0Vf0UxqPRyOhfPKcUoOQrl/IAmFQul7W6umq1CS4IFy5c0ObmptmI7e/vq1qt6uDg4IHelY990Ugw4oA4f9ZIVpKNU10TV1AeV93sjrspABnJgUrCEWSkjD8fCQbPRZIZSRA7CpIViYwk5K7cIiGDlkB452LHbFmSISygj2xNIaFPJic+gCRKLl4eeLqZyWSiXC5nDzl/D1QJQQcGypjU9vt9ZTIZra2tnRpJwufM5XKGfrAth9f727/926e2mjyK4XacFGJuAzKZTCyRwvnDJmc0GqlUKpmICr5evV63M4Voyh3TuOpjLmy+Bg5qp9MxewWSsSsoYDwJ8gtHkyKNxOiqqBGEwYll7RvvAbw56CE8c1BFoImQ0Dm7NDwIrBAg8B7xLFBoejweWxvJc+uO1Pl9EU5tbGzI7/fr4ODAuGUUR//sn/0ze1Ye5YD2EAwGzWCZSYIbNC6SDG3hUkJgg0kwqCIj8Ha7bVzaUqlkzQMimEQiodXVVcXjcUNT2J+LOIyv5cyAIs/nJ3uy4StLssu01+splUoZgoLdDmcJC6But6vd3V0Nh0MVi8VTQiGeP7eBowmneUHFvFgsTIUNb5oGZTabGXLpFt64VyDOi0QitslmdXXVaBXkPgREfr9fv/M7v/PAbMEeZNBsSqe3oNXrdeOiAoJwDrGN445g1NtqtXR0dGScVpZOrK2t2XseCoVsQocIpFgs2tkE0HBFOfxsHEYKhYKy2axNSzgPkixvcbZA9lqtllG2OPNMylz+OAigq48gPwHGgIwCJCH24l5gNzuiKxpkagaeyWeeeUblcvnU9CadTuvq1as6d+6c8XrZ7PJ7v/d7D3yT0JemaJRk4zi6dfgNjKeBl4fDoanJ4HVwsfN3/X6/2Sdg+SDJCgR3W0a73bbunAcwFApZoUAXguqRRC7JkB6X7O+KHyhQ4cnB6UJFCGeNQ+xai9CtwdHAGmWxWGh9fV3nzp1To9EwI1CX6A0BnQeGApeuqtFomIEqY2s6SoqjW7duaTab6fLly1pfXz+l8AyFQnrllVf0xhtvPJzD8hnD5dOBmlEcMpZ1xTKSTr23kPIDgYCtEnNVoozw4KW5pHLGIu6ImtGRz+czYjTnyx3h8PV0ySCYjPJIyBTBqOQZO9KwUMTCd+VsghAhbJCkixcv6sKFCxqPx3ZW+H3cyxuKBY0bhcre3t4pOw3QXGxg5vOTrQnZbFaXLl3SYrHQ1taWxuOxzp07p0KhoO9973v6yU9+8jCPzGcOpgDz+dzMr2kIeD8Y67vvETzQ+XxuFytjV9AxKCTZbNYKPOyfoAjg4Qqq4/5sEGH+gWaCyIKCq9PpGALl2j8xLvb5fJbjOJ8Uj27jvrOzo3q9bkgXeZgc2+/3ValU5PV6VSqVjKvJON5FqWmku92uLWRAJCHJxFhY//AegMQNh0NVq1Vls1nl83l9//vf189+9rPP+3jct0CYR0Ofz+fNBgmwwC18+JwQWwGKrKys6MKFC7ZdKJ/Pm9CKJk+SjVxB0/n5uVzOeLVQA1Ddt1ota9LdxoYGFW4gdz1THT5zhJtMeOBwwrN2aVWSrFCjyZGkvb09TadTlUola8i4GylGaZTcKQl3pOvhHIvFdO7cOcViMZsYRSIR2/kO3SyXy0mSXn31Vb355pufy3n4UhWNBJcPHBbgd6Bhiik32UJivXjxonlbkTyxVIFcC+8DHlur1TIuoMtDYhTDJc1YhQKA4k+S8SGQ92OZwIgTleR0OjWCdavVMuIyozkeIgi7CBYYRfAaFouTLQxHR0dmWcTlAWqAXxSXDA8I9ghu53jhwgXrUkejkT788EONx2NdunRJ5XLZEnggEFC9Xtfv/u7vfm67Vx9kwHulS3Z3u7r0CC4eRkMUgPBzfD6f8vm8IT8gKqB4bvEI2k3ByAiSkRxICSNdkD7OGuRzV5AFGgnqyO/Bz+p0OhoOhzYG4oy4qkbQZbpyil8ucJSHqBNpdkAEuEykk5ViFJkgShTpNHKsaltbW5Pff7JbGv5Ut9vV7//+7z/yCPYvCi5lBD1wi0FgXMSPRmwymdiImcs9EAjYpZTNZq24JA/RUJOvyI8gMXDKaGqwJXH99aLRqAaDgfb3921XPQ0HIhnyE9MdF7lhIsOZgevb7/cNIRoMBib6YcyISIDJjUuvAMGkWXcV1ZxZUC2QdWxbstmsjo+PNZmceEdKsvE/z8V4PNa//Jf/8gufx8jz5H6aP9fbkMmBS0EB8ICO4Pf7VSwWVSqVzKeSPMbdyT/QwUAq4esh7oRCQM6gKUFgB4CBOwTuHvADmfSRX6FYzedz41hT7G1tbalarWo0GtnroxniGaHBB53nOfB6vaZzIEdD96pWq7px44Z2d3cVjUZt2gb/cjQama0RfsyS7P3P5XJqt9uf+xn7UhaNBGNdl4voFoouJ4CxG8pO19TaNbrN5/OmoONCxyKHzoJun85Bussfce1uGBGn02lDfOBYUETyvRnz8cAAZzebTYVCIZXLZUugFBJ08ggjXPNpHsJarWZjCJIHfoBw3OBwYh8wGAxsJaLHc7IzGlRiPp9rf3/f7JAogKLRqG7evKm33nrrkREh3K9IJpPm80WHyudN4qUgA+n2+XxW5MFviUajWl9fVzabNZsaPmu4Plz26XRa2WzWRpLSXQsaCnnoFi4dg+TM5cdnSHHncsRojvi83QKBC5hxN5xf6e4WD8Z+vV5PzWbzlH1HOp1WsVi0bQeMLz0ejwlWXBsnuntGQYzFXeuqVCqlt956Sz/96U9/qY0Ij1ow0oduAAeVUTQKZtBCFNTkKTidmATDJz0rYEmlUlZ4UoRSLLjjM0bnTGVocl0hiat05tzQvNOIgBzTfHY6HUO/EebQnEqywrXVaml/f9+Mo0GHJBkyxYieYhauGpSHSqVi5uTu+QV5xWKL93MwGFjB/d577+nDDz/8QtAdPkmA3sLXA1ChqeQeAsUD+EDkAbBBUe3qAGj0oNbAT4TLF41GjarD3wFRB1iRZMWf62vIve7z+U5Z0wWDQaPdoEuAG8wkA8eAvb091et1KzbhgsOBBtWEBsPv7y4xQNCDpqDT6Wh/f982tqG8R6wHGID4KJ1O21gfhHFnZ0cffvjhQ6E7fKmLRoKRlssJdFEfunEUg3RHgUDg1BpAum8uKUa/iD7gNYTDYfN/YnRDdxqPx9Vut238C6QNEZ2LFI8vd4xOAeaKArBAAH1hbAjSSELkgQfddLd70Glj7+J6EGLl4j4Y/X7fLiHGDDyQjBV5nxmRNRoN/eEf/uEjKXT5ZQOUFosmBCMUT6x6ZBQDCkjxB0maz8xVCbrcW5dHiaUU3FPGkdAgUF0PBgPbuwp3l2QMulMoFIyawblyuUehUOiU/x9NiCRDC1EAg1pz7imi4YzRIPF7TyYT1ev1U3vieQ0gRNls1kZJIEIoQUHVJOmdd97RK6+88tieMS5kcoD77GIDAhpEHgJVA4kD8d7Y2DjViEpSsVg0z0HyDtY14fDJekA4gHzGUCDcc8DF7nIM4UxPpye70IvFon1u7vpHd6sIaCY/C3s0ph2tVsuaWtAZSdZkFItF457TODWbTW1tbalSqWg6nZoBNObvIE1MRrjccX64du3aY53HOEPS3XvR5beTBxjxSzJeISNohELcMUzJGEPThCCiYS81xSiFY6PROIUa8znz7EMXQK0NakyTdXY7DQUsvyv+u/wO8/ncnEbgRNJcEa5FHhuE1tbWjLNZqVRUqVR0eHioWq2mQCBgjZrraUpdMZ1Otbe3p3a7bUb3t27d0ltvvfV5few/F8ui8f8PiiLQQwokxid0ra5hMAeeToMuBXSR7gPLk3g8fopUDRfMVdW6BswUFKi2YrGYqafpwOm0+D50ai4niYeDMSh8Op/PZ90UcDcJgQKUBM/FwtgLuB/yLsjFdDq1Lh90kYfx+PhYBwcHhlrM53P97Gc/087OzqmtMY9roFrlMkXYNJvNzB8QJI/3mUYCRJBzSYcvyUaHFKWMDPkMGduArsDF5WsZuzQaDdXr9VNCMTrdZDJ5CkHERoTXixWKO56hgwfddItXrCncy4CCxvUQrFarqtVqZt/hcsZCoZDW1taMT8fX1+t1G0Pn83l997vf1XvvvffAd/o+KkHh7/JQXf9MEED+f3ecTQ7g86DgBBWCuwc3laYYMQo5BqN67Fn8fr8p13FnwCIIZwk+dwpeqB00xDQMkk5ZwXCmoN3wM2kiEEbAzWUCBKWC94nxM0Uk1lOgnpKMfwsy7vV69dRTT+n111/XW2+9ZSraxzmYDLn0Fj4zqCIIYVzDfL6O5hBghc+JfFcqlYw+4boDMH0j73AHMV1D4YwamfyHSwf3IDnJ1QS4yDHemr1ez6yXQNhdAY3P57NGn9E57wNrWBFqtVotVSoVo1Fw5riHAXLg+jLlWywWyuVyunz5sl555RVdu3btod+Vy6LxTHCJkbTgZLnegi487/WebMnI5XKm6oRYjscTnUcikTBiMCR/oH9XaUjX7NqHkLwZt6ESxUOKr6VwhOu0srJiY206fi6P4+Nj3bp1S5JsrM7PoCh1UR2208Ct5AEtl8taX1/XeDzWzs6OKS9JsBTa/X7fxuxbW1v63ve+98haTzzIgP7geoCCWFBY0o1DNgflADFCaQ9XMZPJWCJHzU5Dg7p1NpuZcpRkxVmTZCgkZ3M8vrsC0d2KwDgR5BG1IRQHqBnYSaVSKUPqQehdyxWU0CRjfu+9vT0dHh4qHA7r/PnztkoSMYtrzgyfzzXQ3d/f1w9+8IOfUxZ/WQJuIcUbDSb/K8kaAYonfEPhLoLAZbNZEygxzpVkORCCP2cJ6gqNgnTXC5BzCc+NIpcL3Z2gYGOTz+dNOAZSyoaheDyuUqlk54HXBU+RaUe73dbR0ZHq9bpRYHh/aJDm87kqlYrxOF03gePjY8uzfM/j42O9/vrrlru/TMFdyf0oyZ5x182BZpdJ3Xw+N3oT5uig0xSUqPMZOzPVgH+LUM51OOHzBaEE/QWQoVmWTpYyQLfifqWxknRKwZzJZEwLQMNA8coEkAIY02+XNoEZPSs/8/m8fD6fcSlxqZBk9yrnen19Xf1+X3/yJ3/yyJyxZdH4C4LuFiJ5IpGw0QzjWEirrHmjaHO7eUbAjGT4/6W7SkEuUZLoaDTS/v6+JpOJHVjG0y7iiVkvXBtXPOPz+WyEgtdkoVCwBxVuHd0UTvvsk+31etrf31ej0VA4HFahUDDysCTzJptOp9rd3dXh4aFxWSAQg0ihQNvd3dX+/v5D75YehQDx5dxAxIaH45q8002TPBnBYeeEoTqNiHS3OID/6G7agHPKiI8z7ZqJw1djVMPoBj6Qq75n/Mdrp4GhQAUhYgxFkmcfOz8DhWq1WlWj0VAul9P6+rpms5l2d3fNhogLu16vG6eXBuzdd9/VrVu3vhSoz8cFhRmjZ3iwkoxeAz8b9A9qAJceY9rV1VVDxd2xN5ctNif4+EFjwLoLBXMul7PNPiA2NOjQXUA+QboxZmdkfXR0dGovMIg9iCNKcM43voI8UzRsNPnBYNCQdmgWCH3IVSCwyWRSP/vZz/Tee++d2ib2ZQ3G1gAsoM3SXa9Oii/QumAwqGKxaLw/l/uH2AkjcCyW/H6/Lly4YONrGhr+HVcHKDJwLt3FB2dzK24PoJ3RaFSTyUS1Ws0mf5lMxnIadzXUF5oHqBnsr5ZkNC+AH6g8bnMM4lir1XR4eGi/ezab1YcffqgbN248cmdsWTR+THBxkmAYYUOkR6xAJw43kEKALoPRIypjV0QjyVSDdBlA3RC/UQpiveJ6PUl3fRjp2lh1iGLV5TsOh0NDtRg7ulYwdI1YeWB3UiwWlcvlTu1RZvzAQ9hut3X9+nXdunXLFGHXr19Xs9nU4eHhY8n1+WWDzyEUChkPi0vQHSu7GxEg8RPhcNjGHC5iDcokyQja4XBYrVZLh4eHNv52xQKM6fx+v9LptI0m4fVAencNy120CH6hJHtmuAxc5b3r/4j5Nrw3BGpw0jCPxpFgZ2dHtVrNuGZc4Nvb219K9PrjwrWCgrstyc4aCIt01wsSQQ2fC0UBlx7TE9eyDJEIlyXUFn4eeYyv59y6BuXkTy50BFeMPMlV8FV5vVz++OHR5OA4ARIu3d0hj8MA/HFeT6vV0tbWliaTiVZXVxWLxfT+++9rPB7r9ddf/9Ki178oOGMoi8kpLi+Qwgn6C58TnH8KcxwUyCeIvGgsw+Gw0V7cMTaIIabdfO7kMgpAmlRoW7x2JigIESk+XYEPQjuWMKDg5i6Eh0kzDvLJ2eL+hv9LgxSNRnXjxg1Np1P96Ec/emTP2LJo/IRBd5JKpYyfhXCA0Zsrx5dkXTKFGARqugzG1CRUbG7G47EymYwlTbfQojuS7u5ABi1AneteyiRFHi44j3wvRqEkei4WrE+Ojo7MmDqdTiuVStmoiMROkXB8fKzDw0NVKhXjj33/+9+3wngZvzjckS3JBWERog84Z/iS4XnpGmy724QgVMMDgrvFFgSaG/zBEOogOoA7xPgOfhsIvGtXAqrMmLDb7ero6EjhcFjJZNI6bzbSTKdTVSoVzWYz48l5PB7bPAJSwGh+OBxqb29P7777rnEaJ5OJfvazn9mzsIyPD9ASaBIggaB5jBQPDg40Go1srEeu4rMHUaIxZmkB/FtG01yqCASluz51/DcoO6bjINyu7x4btVy1NTmNaQwrNuGjw12kcYEaARLmqqNBjI6OjnTjxg3bKT0ajfT6668/cojPox6uTQ4gSTgcNvcR+KPkOrwU3c+W88YIGNEKY2foT9JJ/kQP4BZkkoxCk81m7W4lr0Hnohil6GVCA3ca14pms6nd3V3VajWNx2NTYDPRgyfJRMTla+KRenBwcGpqMp/P9cd//MdGy3iUY1k0foZgUT2qLumu5xcXryRDiOgwQPUY52G7A3qD6CUYDGp9fV2pVErj8dhI13RioId8X5fH2O12Va/X7QGl4xoOh3YpgOYwauFreOgQvQQCAeNzuAIaXoNrzcOe1WazqQ8//NC4ksv47MF4F/EMo1y2WVDc+f1+M8BmNAP/0UVXIKJjkwMnUrrbjMARdA3bGfW542pXfAA6gDISesXR0ZHZlkgnz0OpVFIulzOLlsVioXw+b4pIClxXqQq6iFXT8fGxbt68qTt37jysj+axCMaKqDI9Ho8hQZwZzNMpyhi9BYNBazDZ3oLtkyQrwhgf8u+IrrA74cKFowZizUQGT898Pq+1tTVDpOBxk2NBr6BcgJRS2NKogJzjsceUpd/va39/X7u7u8bjvn37tvb29h7a5/O4BIUUQj0+Two/Jiqgi4hIXW9Qmg+Xq0rTOB6P7d/r9bqtbkWXQBOLJROFLMUh42YKPZcStFic7EZHac+O+vl8fgpwQT0OHzyRSJiJPM/ZdDrV1taWtre37Wd88MEH2traetgf0aeKZdH4SwRjEUQCLrQtyQjCdFoQfV2EBv4gl7Ak86AiQbKyiaKAixUiMeIFilgUZRSU8MtAiihqMf/FmJQEPZ1OtbKyovPnz9vrlWSjTIrm3d1d7e7umvHp1taWjaOWcX+CMcrm5qZZzrhoiWs5wWiayxhE0LVfoftHfU2Sc30fGUsyMp9Op7ami0uX0RCfNZxft0maTqeGwvMz8NcbjUaWjGliXKEGfx+D+sPDQ/X7fb333nunkNRl/PLBGSE3gMSgHpZklzs8RUaK7oYid6oBBYbcgscd+QalKuIGXBpoThlTkxMRZLmGzKCTiP4ikYgGg4FqtZrtPGfag8UOoixEfgj0qtWqbt++reFwqA8//HCZxx5A4ObBHYZvK6Pd8XhsdxS0F9fXU7prfcMZzGazhmyPRiPjagOAgOS5Ah3prtBFkjURAEGlUumU0h6qDmIV/pvxNsJUClkmf5LMdmcymWhvb08HBwfyeDx6++23v7B5bFk03qegIATN47DDs6BwxO6BjprOBkgbo2SU2K7/HdxEOBZ0OJCIGQ3iLzWZTOxAuyuNpJOCF/UX40rX3PzixYsqFotmJM5GG6/Xq2azqf39fb366qv2+yzj8wmKPrYWwFGVdMoMmQ4a1Ag0hyTGSJIkCiIEKkQjhD0F52I4HBrijcACA3o3+bLGkmeCgBcXjUbNDorRN/y4wWCgw8ND3b59W++++66R3Jfx+QTcV6xP2PCDQIWzA0cb1Br+GTSLXq+narVqu5mZTpDvQqGQFXmo3uGfYaEymUxsVZu7/q/ZbNp6NVAkio3BYGAWTZyrXC5n5snD4dDGg71eT6+99pqZfi/jwYfboODFSlOZy+UMrCBfMcGjeHSbWUbT7oINVPoUgfwsmg1sxvDghKfr8/lOASs0DWfpDABBWDmByrOpJpFIGKp4eHiobrerN954Q6PR6Au9gYpYFo0PIBgX4zVFV+UmQviBk8lE1WrVCjzIs4yE4EGyQ5YtDyRJtjS4Nj4cdtfux7Uo4NKHm8ifgZLia4ViLBgMamdnR+12W2+//baOjo4MmVrGw4tIJGLed66fqCRDX1zjXEkmwlosFoYCdrtdQ/I4U+7lS5FAMwJ9od1un7qcOd9stCEB0+CcFSJgCZXNZuXxePTOO+9oMBjoJz/5iQ4ODpZn7CEHtAQ+X3YO00CA3KCcxd+TrxmPx/YPl63LA4cOAd/R3ZiBOIDLHkEgjha4P1Aw8g+vCXoDYhca3nfeeUej0cjOmHRXqLGMhxMUX4jd+IxRXVPUcXdChQFwgaMv3d3yhtBvOByeMhQHxIGbDeiCJygOKdyV7rY1mnGKQ8bTIJnc39euXdNgMNCf/umfmvjzccpjy6LxcwiSobs+KZvN2mYVxAnA8Rxi+BJ0WYxt6NTp6vn/+T79ft/EE+zfxKDZVUvTyTE2wPAZ9OCVV17R1taWZrPZQ1lXtIxPHiQ2REvwVUnCCKBA7Vx+7Hg8Nh9HzGgRADSbTSswJZlHHepA1kwOh0PzgCyXy7YrlTEg6AKWOhSv3/3ud20l4OO02u9xDPils9lMmUzm1AYhGlzX99OdamAZRSFKYcmkglEj59g196ZZgb8ISsmZdhXa7pKGWq2mTqejP//zPzfB1TKPPdrB3QRFioZyMBjYFi24qVjK0ZjgM8sqTRoaGhSAGziQqVTKGms8OpvNplFnWBxAEUvhCIgDzWI6neratWva39/XbDZ77PPYsmh8iME2BOxF4EFIMrUZRHPGh1y8LnLJqJm/TzFIUo9GoyoUCsYJcjkkBwcHprYOhUL68Y9/bGjV49QdfVmDrpxmg6TMlhnXI5TLHmELY0IQTLitINFczHBtL168qI2NDaXT6VN8tBs3bphhss/n05/+6Z8uz9hjFJwX1PworV26A80JY8h+v29TE1TXTE1cFwpEdj6fT4VCwXiJ2DeBPB0eHhqqM5vN9L3vfc+2lSzjix8Ip/CSPXfunDmT4AvKOlKaGBoQJmksKQAthNuNDzPilEAgoFwup0KhYCBKMBg0YRSN949//OMvpWvDsmh8hALSLoKA+XyulZUVra6u2niFPcVnRQNn17ohrAFiD4VC+qM/+iNVq9VTF/rSZPvLFYijpLvm3+fOnVM2mzVuGrYnyWTSKAt01y4fjc7e4/FYIfnP//k/t7Ef0el0lpf3lyigwLjen08++aTK5bI1JxiEu+NkrG8kGXro8tiYhvw//8//o/39fUl3HQEwJl/GlyOg1kh3lxckk0lzZwBYcdcGutZvIIaYvMOZRcz3O7/zO9rd3bXv7/F4Tln4fJljWTQuYxnLWMYylrGMZSzjY8P7sF/AMpaxjGUsYxnLWMYyHv1YFo3LWMYylrGMZSxjGcv42FgWjctYxjKWsYxlLGMZy/jYWBaNy1jGMpaxjGUsYxnL+NhYFo3LWMYylrGMZSxjGcv42FgWjctYxjKWsYxlLGMZy/jYWBaNy1jGMpaxjGUsYxnL+NhYFo3LWMYylrGMZSxjGcv42FgWjctYxjKWsYxlLGMZy/jYWBaNy1jGMpaxjGUsYxnL+NhYFo2PQcTj8Yf9EpbxmEc6nbZd1ctYxoOIdDr9sF/CMh7zWJ6xXz6Wu6e/wOHxePTSSy+pWq3K4/Ho4OBAk8nkYb+sZTxGwRmr1+uaz+fLM7aM+x4ej0cvvviiGo2GptOpKpWKxuPxw35Zy3iMgjNGHjs6OtJwOHzYL+sLGUuk8Qsa4XBYTz75pP7Nf/Pf1MrKimKxmDwejyKRyMN+act4TCIcDuupp57Sv/Vv/Vsql8tKJpNaLBaKRqMP+6Ut4zEJzti/++/+uyqVSnbGlnlsGfcrIpGIvvKVr+g/+A/+A62srCgejy/z2C8Ry6LxCxg+n0+lUknpdFpvvvmmIpGIqtWqQqGQMpmMnn322Yf9EpfxBQ+fz6d8Pq9wOKyf/vSnCgaD2tvbUzgcVjKZ1DPPPPOwX+IyvuBBHguFQvrRj36kYDConZ0dBQIBJZNJPf300w/7JS7jCx4+n0/FYlGhUEg//OEPFQgEdHBwIK/Xq3g8vjxjnyH8D/sFLOPTx1/5K39FtVpNOzs7qlarCgaDikajCgQCymazunz5sgaDgW7cuPGwX+oyvqDxr/1r/5qq1ar29/fV7XYVCoUUj8c1Go2UzWa1ubmpwWCgmzdvPuyXuowvaPzGb/yGWq2WdnZ29O677yoYDCqdTmswGCibzer8+fPq9/u6c+fOw36py/iCxm/8xm+o1+vp5s2bGgwG8vl8ymQy6nQ6yufzWl1dVa/X09bW1sN+qV+YWCKNX7Dwer2aTCb6yle+ong8rkajoXg8rpWVFZXLZfX7fX3ta19TLBZ72C91GV/Q8Hq9GgwGeumll+yMpVIpraysaHV1VePxWF/96leXZ2wZnzm8Xq9Go5FefPFFBQIB1et1JRIJnT9/Xuvr61osFvrqV7+qRCLxsF/qMr6g4fP5NBqN9OyzzyqVSun4+FipVEoXL17U+fPnJUkvvPDCUkj6KWMphPmCRDAY1N/+239bmUxG169fV7FYVCQS0bVr11Sr1SRJX/nKVxSNRrWzs6P5fC6/36+f/vSn6vV6D/nVL+OLEKFQSP/Rf/QfKZlM6v3331c8Hlc4HNbe3p4ajYZGo5GeeOIJRSIR7e3taTqdyuPx6Gc/+5n6/f7DfvnL+AJEKBTSb/3Wb6lcLuvatWuKx+OKRCKqVCrqdDqaTqcqFotKpVLa2dnRdDqVJL355pvLM7aMTxShUEj/9r/9b+vChQt6/fXXFY/HFY1GVa/XdXx8LEnKZrMqFAp6//33tVgs5Pf79cYbbyzP2CeIZdH4BYhwOKx/49/4NxQMBrW1taVIJKKVlRXNZjN5vV7duXNHGxsbunbtmp599llls1k1m01ls1lVq1V95zvf0cHBwcP+NZbxCEc0GtXf+lt/S4lEQjdv3lQ8HlehUFC73Tau2YULF/T222/rueeeUyqVUrfbVSwWU6VS0auvvro8Y8v4hREOh/W3/tbfUigU0v7+vuWxTqcjv9+vvb09bW5u6vXXX9czzzwjv98vv9+vUCikfr+v//f//X+1v7//sH+NZTzCEQqF9O/9e/+e/H6/dnd3FQqFdP78eR0cHFgD/OSTT+q1117T1atX5fP55PV6FYlENJ/P9S//5b/U3t7ew/41HulYFo2PeITDYX3rW9/SZDLRxsaGxuOxKpWKKpWKstms/vJf/sv6x//4H+v8+fN6+eWX9f3vf1/D4VCBQECj0Ui9Xk+FQkE3b97Uzs7Ow/51lvEIRjQa1b/6r/6r6nQ6OnfunPx+vw4ODrS/v69SqaRf+ZVf0T/5J/9EFy5c0Msvv6w/+ZM/kcfj0XA41Hw+V7/fVy6X09bWlnZ3dx/2r7OMRzBCoZB+9Vd/VbPZTJcuXdJkMlG9XtfBwYHK5bK++tWv6n/73/43ra+v6ytf+YreffddG2FLsrN57dq1ZeG4jHsGjiL8r9frVbVaVaVS0drami5evKj/8//8P7W2tqavfvWrun79usbjseWyXq+n1dVVvfXWW6pWqw/713lkYymEeYQjHA6b4GBzc1MHBwe6dOmSvvGNb1hC/e53v6uDgwPzz7ty5YokaW9vT61WS/F4XIeHh0okEiqXyzo8PHzIv9UyHqUIh8O6dOmSOp2OLl26pBs3bmhjY0N/9a/+VQUCAQUCAb3yyis6OjrS0dGRJpOJLl26ZCPsRqOh1dVVHR8fK5fLyev1ant7+2H/Wst4hCIUCunSpUtqtVpaW1szes03vvENu9x/53d+R7VaTYeHh2q323rppZeUTqf19ttvq9VqqVAoqFKpKJFIaH19fdmcLONUBINBnTt3TpPJRKVSSVtbW8rn8/r617+uJ554QrFYTP/0n/5TNZtN1Wo1TSYTvfDCC/L7/bp165am06lKpZJ6vZ6SyaS8Xu/yrvyIWCKNj2iEQiHlcjktFgutra0pFArpG9/4hjKZjL73ve/ptddek8/nU7/fNyNcbFJeeOEFPfnkk9rf39e7774rj8ej8XisZDKpra0t40Au48sdoVBIq6urCoVCikQiCoVCevLJJ3Xx4kX96Ec/0g9/+EMTxbhnrFQq6bnnnlMul5MkvfHGG5rP5/L5fEomk7p9+/Yy4S5D0skZK5VKikQiymQy8vv9ymazevrpp/XTn/5UP/rRj+6Zx0qlkp566imVy2XN53O98cYbmkwmms1mKpfLOjg4WCpelyFJ8vv9yufzikajKpVKkqTLly8rkUjozTff1FtvvSWfz/dzeWxlZUUbGxs6d+6c5vO53nvvPUWjUdVqNaVSKe3v7y/z2D1iWTQ+guHz+VQoFJTL5dTpdBSPxxWPx+X3+xWPx/V3/+7f1WQy0T/5J/9Er776qiaTiQqFgv7SX/pL+ta3vqX3339f3/nOdxQMBhUMBtVutxUKhTSbzTSfz1WtVlWv1x/2r7mMhxg+n0+pVEqhUEiBQECJRELBYFCRSETBYFD/4X/4H8rn8+m3f/u39cd//MfWwf/Gb/yG/sJf+At6//339Yd/+IdaLBYKh8Pq9/tKJBKaTqdGoYB0vowvZwSDQa2srCgajWo0GimZTFpOkqS/83f+jvx+v/6P/+P/0I9+9CM7Y3/1r/5VPfnkk9rd3dWf/MmfyO/3azqdKhAIaD6fy+v1yuPxaHd3d5nHvuQRDodVLpclScPhUPF4XNlsVpFIRP1+Xy+//LKy2az+7//7/7bGo1gs6td//deNavPmm2+qUChoOp2q1+uZuTxnbDmqPh1Ly51HLHw+n+LxuILBoCaTiSKRiHq9nur1uprNpkqlkv7b//a/1e7urv7BP/gHeu655+Tz+fTss8/qW9/6lv74j/9Yv/3bv63V1VV1Oh11u11Np1P1+33NZjNNp1MlEgllMpmH/asu4yEFBWM0GlUikZDH41Gj0dBgMFCn01G5XNZ//9//93r77bf1n/6n/6leeukl+Xw+vfDCC7py5YpeeeUV/dN/+k+VzWYlnXT6w+FQ7XZbvV5Pk8lE0WjU/nwZX77w+/1KpVKSZBzrZrOpXq+nfr+vb3/72/pf/pf/RdeuXdPf/bt/10QJV69e1eXLl/Xqq6/qd3/3d3Xp0iV5PB7N53O12231+321220Nh0MlEglDlpbx5YtQKKRCoSBJarfbCofDmk6narVamk6n+q3f+i39wR/8gf78z/9cv/qrv6r19XX5fD498cQTunLlin7/939f3/3ud1UoFNRoNNTtdjUYDNTr9TQajTSfz5VKpexnLOMklkXjIxSBQEClUkmZTEY+n0+dTkeTycTMSEejkd5//339nb/zd/SP/tE/0h/90R/pmWeeUSwWU6lU0ve//31997vf1csvv6xaraZwOGxwPHs25/O5oUvhcPhh/rrLeAgRCARULBbl9/vl9XrVaDTU7/cVCoVMDb23t6f//D//z/V//V//l374wx9qY2NDwWBQfr9fP/rRj/TKK6/o6tWrOjo6soZkPp+r2+3K4/EY+hgIBJbr4L6E4fV6lUqltFgsNJ1OrZmIRqPqdDoKBAJ688039V/9V/+V/uAP/kA//OEPtbKyolAoJJ/Pp+9+97t67bXX9NRTT+n27duKx+Py+Xzy+XwaDocKh8NqNpvq9/uKRqNLn70vYQQCAaXTaY3HY43HY1uju1gs1Ov1NJvN9IMf/EB/7+/9PX3ve9/TrVu3VCqV5Pf7NZlM9OMf/1h/+qd/qqtXrxr3fzwe251JEzwYDJRIJJYrB51YFo2PSHg8HhshN5tNNZtN+f1+eTweI4B7PB7V63W1Wi29/PLL+v3f/31FIhH5/X41Gg1LvsfHxwbV8yAlEgl5vV6Nx2ONRiOFQiGlUqnlpf4lCp/Pp0QioXA4rNlspn6/L6/XK5/Pp263q0AgoF6vp8FgoGvXrumv/bW/pu985zsKBAIKhUKSpPfff1/ZbFbtdluz2cwQ8cVioWQyqXa7bYgQq7q83mWa+bKEx+Ox8fNkMtFgMLAcVa/XFY1GNRgMtLOzoz/5kz/RV77yFX3/+99XPp9XMBjUbDbT9va2MpmM+v2+er2endHJZKJQKKTRaKRgMGhFZDQald+/1HR+WcLj8SgajSoYDGo+n2symajb7crr9Roo0u/3tbOzo1dffVVPPPGE3n77bcViMWtMbty4oYsXL1rOGw6HSqVSGgwGSiaT5kGLHiCbzS4Lx/8/ltn8EQmfz6dAIGDj5MViYVYA4XBYi8XCup7f+73f03Q6Va1WU7ValcfjscOPqnVtbU27u7v2gAG986C1221Np1Ol02n5fL6H/esv4wGH1+u1YrHX6ykQCCgWi2k6nWo2mymTyWixWOjo6Egej0e/93u/p0ajoUqlomAwqHA4rNFopFqtps3NTe3t7enixYsajUaKRCJaLBbqdDqKRCKKRqOaTCbq9/vGz12escc/KBiLxaK8Xq8JrECj2QHcbDaVSCT0z//5P1ej0TBEJxgMajgc6ujoSOfPnzcF7NbWlolg+v2+ptOp5vO55vO5cWhDoZA8Hs/DfguW8YDD6/Uap7XT6SgUCpnaeTQa6fz58woEAjo6OpLf79d3vvMdeb1eHR8fazKZyO/3azAY2Ca1Dz74QOl0Ws1mU5FIROFwWL1eT/P5XLPZTKPRSNPpVIPBwMR+X/ZYFo0POeiiF4uFdUscTK/Xq2AwqNFopNlsposXL6rX6ykSiej999+X1+vV1taWFouF6vW6rU3KZDI6PDxUMplUv98/dZkPh0PNZjNDIbvd7vJB+BIEvLDBYKDRaKTRaGSmyqFQSNPpVF6v15SpwWBQb7/9tiTp2rVrGo/H2t/fVzgcltfrVTqd1sHBgZLJpKHijBFpeKbTqXw+n8bjsSKRyBJx/BLEfD5XvV634o6CDhHLYrFQoVDQ3t6e4vG4ms2mfD6fGcP7fD5Fo1GFQiFFo1HzmYVCUSgUFAqFbItHKBTSYDDQYDBQIBB4yL/9Mh5k0JREIhEr4ijowuGwwuGw7ZfO5/Pa3t5WMBhUtVpVKBRSo9GQJEUiEcXjcQ2HQ8ViMXW7XaXTaW1tbdlGIu5Sn8+nWCxmBeOSCrEsGh9qeDweu2TpnmazmTwej/x+v1qtllqtliaTiY0B0+m08vm8ms2mAoGAkcyPj481n8/N+Z7ufW1tTV6v17p9VIyz2cx4Z5KW453HPBgZUrhx5haLhUajkdrttglk0um0Ll68qG63a00LnEZJun37toLBoK0WZFQ4Go00mUwUDoeVTCYVCoWMizsajZaX+mMcNJ6MB/l3uNmYJ5fLZfn9fgUCAeXzeWtaO52OPB6PWq2WgsGg9vf3tVgsdHx8rH6/r3g8rsVioVarpWazaWpqaBGMtpd0m8c3FouFFouFnTWPx6PJZKLxeKx+v2+TEUbXpVJJqVTKQBPO2nQ61XQ61eHhobxer7rdrjqdjin76/W6JpOJpJNzTVPs9/vVbrcf5lvwSMSyaHzIwUGdzWaSpEwmo1gsZhcxKFClUtH169fV7/c1GAzU7XaVTCaN9DscDhUMBq0QyGQyxmFcLBYmiEmlUqrX6xqPxwbpk5CX8XiFx+OR1+s9VazN53Ozk2BcE4vFtFgs1G63tbu7q0QiYUUgfNnFYmGWTYPBQB6PR+l02jhnKBf5eY1GQ9PpVNFoVPP5XNFodHmpP8ZBA4ySPpFISJKJ+eLxuPr9vt555x1VKhWlUimNRiMNBgMzUp5MJjZdGY/Hmk6nCofDmkwmthlmPB4rEAgom81aw8x+ar52OaZ+/AJ+/2QyMVFnJBLRcDg0GkwoFNJkMtHt27e1v79vdysCPc5Gu93WYrGw/Fcul40exlQPSg7IJfSwcDgsv9//pRaRLovGhxigP3RQ0WjUVIEUcUDi2OQ0m03t7u4qFovZoebrvF6vJpOJ5vO5CR7q9brm87mkk8QOLzIQCKherysYDNpoh8S/jMcjIIZjtTSdThUKhVSv1y3BwkksFAoKBoNaLBZqNBq6ceOG8cQYK/Z6PRtPezwePfHEE/J6vYaIc57xZwyHw+p0OnZO4/G4JpPJEnF8jIKzIMlQa/itmUzGzlCv17NpyXw+1+HhoY6Pj23nL38P5HqxWCiXy5mQajKZyOfzmWK21WoZSjQajawpoWlexuMRNL5M4HD9YAJSKBQUDoc1n8+NEkPjsbOzo9FopFgspmg0alOWwWCgWCxmSupYLGZTO6/Xq2g0alxc6DUo9b1er5LJpE1qvozx5fytH2LgX0ZxxiYELuV8Pq/FYmFFHKrWcrlsF3YoFFI6nTYkJxaLKR6Pq1gsqlgsajwe6+joyEbWCGs6nY6RgjudjtLptG1oAI6fz+df6i7qcQjOCIkNheFsNjPvz36/r0KhYOr88XisXC5no8LpdGrq+kwmYyOfYrFoyDg82kAgYAm42+2acKvVaikSiRincTwey+fzaTabLZuTL3ggSAgGg6cEVZKsAKzX60ZpAMFJpVJW7DHqY5OQz+czkRbFIpw1uNjD4VAej0fxeFytVssmLh6PxwyafT7fEm18DIIicT6fy+/3az6fazwem09nMBhUs9mUx+Mx1JG8RQFI0Uj+4zwBwng8Hh0dHRl6SR5rNBqGlvt8Pq2urkqSiWZAvr+MheOX7zd+iMFYBR87ijkudxTRdD0kWExxSYZer1fD4dC6b7p9dgV3Oh1TK25ubmo+n6vf71t3hvky9ih0W7xGl5e0jC9W+P1+uzwZ6YAAYlsCJYHGIRgMqtPpaDabGRcxHA6bpQlejoPBwEYzvV7PEO//j73/jLH7zs7D8ef23tvcudP7cDjsFKmlCkVJu5Js79qxDXjXjh0jjp0YfmE4gd8mCJy8S2DYQAD/7CQwAidua8veLu1KogpFsYh9hpwZTr93bu+9/l/M/zn8ztVQq0JSlMQDCJKm3Ln3+z3f8znleZ7j9XrhcrkEz8giiKx94mmr1Srq9bow+h8VJ59P02g0wrYn9IXEOuBOQqnValGr1WA0GuUg73Q6sryAUk9Wq1WKEq1WK6PDbDYrHWqHwwGtVisFDeOhTqdDLpeT1+aWI3ajvoyH+hfBqPFK6AGhC+wic1xMkgp/vt1uC8GF/53P56HVamEymWAymeSs46iZf4PEUcqJ5XI5tFotSRSZhPLM5fv4shUoj56oB2SsVkhOabfbshqQ/7DbmMvlRBaH2ESuZVNqllWrVSExbG5uolgsolqtyjhRr9cL3sPtdksVxa83Gg00Gg2kUikZTfv9fnn4mGw8ss+HqdVq2Gw2FItF2ZRB4DcAqbb5j1qtFtkKsgw5ZqYPMSCyWInH4zIO4siImFsmDuVyWRJL/h0AwqCmkC6TzEf2+TG1Wg2TySSwg1qtJuNDo9Eo/kLtO5PJJIxowm8ymQzMZjN0Op10e+ijGo1GxtUcObJTlM/nEQwGodfrUSqVYDAYBHqj1+uRTCbRbDZRq9Vgs9lEk++Rvt7ny7RaLUZHR2ViAtyBQTBxZEJI+aVMJgONRgOj0YhisSjkFhathUJBfo8da0IlmIgSR8vJSrlchslkwsbGBnK5HLxerywyYHdTpVIJ8e/LYo+SxgdgHElHo1EYjUZEo1GEQiER3uY+VXYSOU5kQsgAy24kVfBJZtHr9XA6nXC5XCKpwk0Mq6ur8oBks1nZ/NFsNncwaguFAgAgm83C4XAIcPjRof75ML1eD7vdLkUJx9DsBgHY0ZUmI5BdHfoVWawajQapVEqE4A0GA2w2G6xWqxAYyIpOp9MwGo0wGAzC2ucqL51OJwB0Cj1Xq1UZTyur9kf2cBvlR0hsUalUsNlsIuLN7jblcOgfarUapVJJDnhOOjqdDsrlsnSx6/W6kK1Ihmk0GsjlcgKtYSLABIJ6jWRUU0aKSS2wXaxw1PjIHm4jXGpjYwN9fX0AsENhhPGLHWtyAIrFImKxmBQdwHbnkNq0Op1OZKAY36gAQcmmTCYjhRC7jCxeiJGkv2m1WumwA9vx98viY4+i9X02tVoNl8uFYrGIoaEhGSM7nU4AkE0vPDwpMMqxT7FYlO4PWV8Wi0XGfQSaa7Va6R6qVCp4PB5Eo1HU63V5OJigslIiO5YdJQbheDwuGCObzfaleRg+r6ZWqzEyMoJarYbh4WHk83moVCr09vZKp4U+RwgDJSgoc0IpJnaofT6fMBMJpSDeLB6P7+gm8rBPp9MyMiTelp1GjqxrtZokkBRzpkDvI3t4Ta1Ww+/3o1arob+/Xw5xdhK1Wq0czlwfyCRPp9MJ455xRavVyh5qMlRbrZZ0e5SHM2XH6vU60um0dDOz2azESSX5hZqhyWQSAETIeWpq6jO5do/so5lWq4XX60Uul0MoFEI2mxUWsxJmYzKZdoi5M6kjJMJmswnLnkUIz0Fao9GQQoTqIcrCWelvnOw1m03B1JpMJmmukKDqdDoxOjr6mVy7B2mPksb7aDqdDn19fSgUCujr6xNBZaPRiIWFBfT39wtJANiWw+HYmkFXiRHjGMdutwsGqFaroVgsynpBPkCs/Nmd5PL1fD4vwZ64M1Zm7PhwNE6NKo/HI0DgR/ZwGX1sfX0dPp8PpVJph8D70NCQSN0wUSOGlTI6rVZLCFdktkajUeh0Omg0GtFjBCDSKGRfE0uWzWaRTCYFpE4CFg9/7g5Wdgzq9bpohgaDQfT09HzGV/OR7WY6nQ69vb1Ip9Mi86VWqxEIBFAsFuH1egUCwzhDbC2JBkrJJsJwHA6HFMiELtBHqJXHcSQPfHY3Ke5M0g0A6SJVKhUpajgCr1Qq6O3thd/v/ywv5SO7i+n1ekkUHQ6HTCqGhobQ6XQQDAbRaDTgcrnQarXg8XhkWxr9RukPLEoA7Jh2AHc0RXO5HABIA4XnKyd1bOaw4638GgseLs8YGhoSCagvuubxo6TxPhkxjIlEAqFQCAaDAel0Gn6/H6lUCna7HblcDjabTbqOHFOXy2U4nc4dyV29XhfwObszwB39KgAwGAxSYZVKJdHg4/sBIJ1KAsop76NWq+Hz+aRrxMqMFbvVan3UDXrITKPRoL+/H6lUCoODg5Iout1u8TuODMk+ZJeHoxiOWNRqNSqVCgwGg4yPmfhxxFOtVlGpVITdz7Egq3Il7oiFj8ViEVwa/z5fo91uw263IxgMykaQR/izh8voY0wYdTod8vk8Dh48iFKptAMDzQLY4XDskDAhc5oFjcVike4fd/tylJ3P58UvK5UKWq0WKpUKXC4XCoWCTF8Ir+mWPqGvVavVHd3PsbExXLp0SZKDR/bwmEajwejoKOLxOKxWq0BYjh8/jng8LucjsbP0KRJZAAj7uV6vC1mv2WzCZDIJnAbYltvJZrPI5/NCCs3n8+K71G4kXpbnL89bFstcaUlspd1ux759+7C+vi5NnS+qPUoa74PpdDoEg0HE43FpYa+vr2NkZESEQ202m0iWZLNZ+P1+lMtlOBwOkb9hy7zdbiOXy0kgjUajMp4m2YCipbVaDaVSSQ5lrifU6XRywLNTxFERq/lcLrcDA1IqlWQ8HQ6HRYLlkX32xu0tkUhEZHDW1tYwMjIi5BafzydJJANbo9GAw+GQLjQTuU6ng2QyKRgedhbZxWFwpP8Q80rdNDKiqXNGkDkP/mKxCADCnmZHPRqNIhAISGISCAQeFScPibFo3drawuDgIILBIHK5HHp6erC2tgatVguPx4NYLAafzycdbN5HdhOZ1BGfqBz9MaFkgQIAkUgEwDYmjZCcaDS6o4BhgUzfBe6QtUhOKBaLsNlsyOVy6Ovrw8DAAHK5HCwWyyMfe0iMHeuNjQ309/cjEAjI7vHV1VVZeav0qb1794p8E+VzyAdotVpIJBLCqOe/lV1r+lqpVJKOIbCdUObzeVgsFpnuKbU/WaBotVqZAmq1WoRCISwsLAgekxuMvqiyYo+SxntsZH5Ro87pdGJjY0PA2fl8HsPDw0KG4fiOhy3xhsSbUVC53W7LIvV6vS4JY6VSQaPRQLlcRjKZFIJMsVjcUd3z4aDQMisljiApwcKElTjJeDwuuEeuKGT38pF9NsZRYD6fh9vtxvj4OJaXl2E2m6HRaESD8caNG3C73Uin07BarXC73bDb7XA6nbI9g51F/m6z2RTSFNn56XRa/IKMVBYoBIRT1om4IHbDOS6in/O/+VpOpxO3bt0SmadIJPJox+tDYBQxrlarsFqt8Pl8WFtbEx+KxWIYHBxEOByGy+WS6QiLTC4fYEJHtjOxr8SOkVClTByVsAke6MrOIhMA/iwLFmAbI14qldBoNGSqMjg4iHfeeQdqtRoWiwW1Wk3e6yP77MxgMKC3txfxeBwejwfDw8PY2trC2NiY7Lbfs2cPUqmUbJ9ic8VgMMiUjdhXlUolnetisSj+pNfroVKpkMlkdoiAU7eW0nWE1bDzrexY1+t1iZk8jzkB1Ol0mJ6exrlz54STwL/1RbRHSeM9NK1Wi+HhYYTDYdmJGg6HJYiura1hbGwMnU4HTqcTQ0NDgh1cXV0VnAZZsGRvKQ/lSqWCQqEgFZRWqxXyAQDBBwHboz52Hdkd4jYYPjgUFydOiZ0gVlqNRgNbW1vCdqzX6+jt7X2k4/gZmU6nw+DgIEqlEkwmE3Q6Hc6dO4dAIICJiQmsr69j7969oivm8Xjk/q6srMDlciGZTMJsNgsGh9pj9AcAMo6mWDJFcbmBg8xXsqWVySNXCTLB7B4HUpyZ+o/FYhHr6+s7CGATExOPDvXPyPR6PcbHx1GpVGA2m+HxeHD9+nVYrVb09PRgYWEBw8PDSCaTUKvV6O3tFXzZ+vo6DAYDwuEw3G43SqWSFJkGg0GSPapDkMDAxJHwmFarJdqhjFGtVgv5fF4ICYRJ8DUByOSF0mKRSEQwuUtLS9L5LBQKGB0dhcPh+Cwv9ZfWdDodZmdnxT/6+/tx5coVWCwWOBwO3LhxA08//bRMvwKBgExQVldXYbfbkUwmYbFYRK9RycAHsKNDyGKWAt+cznGMTSkeo9EoBKtyuSy+CNyZuhBe02g04PF4EIlE0Gq1pLGijFter/cLd1Y+ShrvkRkMBkxNTSEWi0Gv12N0dFSqjZ6eHpTLZfT19aHT6eD27dvo6+vD0tIS/H4/nE4n2u02IpGIaJtxvKjT6YRBphSs5cNQLBYlAHMkyBEjAGHP8uepV8Vd1AT2EqehlGhRPkzFYlEA7GtrazAYDI+6QQ/YDAYD9u7di3Q6LR1tJodjY2NYW1vD0NAQbDYbkskkJiYmEI1G0dPTI2zDfD4vlbpGo4HH49kxpuYmGSaGPKh5oHePqDkuZJUPQBJLFizK79FY7FBHtF6vI5vNSvC/ffu2KA08sgdnTBjT6fQOiINKpRLCVV9fH3w+H8LhMPbs2YNEIgG/3y/SJclkUmTGWEjrdDrp/nC5AScpZOnTVxjTGIcYv+hnxLERq8tx4m6EB7VajUQiIQzudDoNp9OJSqUihcqjycmDNZ1Oh3379mFlZQWdTgcDAwO4ffu2MPNv3ryJkZERmEwm3L59G1NTU8hms9DpdIhEIqjVakgmkzCZTOjt7YXRaBQfA+6s5SWOm77EVardZyXjjDLZZOOEo2iKgHMbFklWjF3z8/Pif1tbW/JaJPl9kTCOj5LGe2B6vR5f/epXkc/n0W63MTk5KYFvcnJSpAOef/55RKNRTE9PC/bC5/PJVgS2vhnYqKsIQBze7XbDYDBIhU0hZhIRlLtgyfZi654VPYMuO5K7tdGV+2RJvuHPMeEcGRl5FHAfkOn1ejz33HOyJYOHNn3s5s2bqNfrOHXqFJaWlnD06FEAEHZrvV6Hw+FAKpUS9qnZbJY91EwcKSlBoVzefx7oWq1WihiNRiNAcXZ+WNAQVK4cS9NYvLCKZ3HCDoDdbpcEY3h4+BH+7AGZXq/Hk08+iVgshmKxiLGxMeTzeZRKJQwODkqXb2JiAjdv3pQCJpFIoL+/H6VSSaSa2u22bAza2NiA3W7fsQqO8YWjQ/oRkz6VSiV+qcQs8uvsLBKeQ5/lz5BMw7E3mbIcbRPrmM1mMTMz86gAfkDGhgobJCxQMpkMBgcHhRA3OTmJt956C0eOHEG9Xkc0GoXP55PxMqWXCGfZ3NyUBI7FAhVE6Af0DeJgKfPEfxiDKDUH3NmipVzDCtzpOiYSCZnCcC0mcZAknFYqFQwPD39hzspHSeOnNI1Gg9nZWVy9ehX5fB5f+cpXkEqlsLGxAbfbjWKxKJX42bNn0Ww2MTo6iqWlJUxMTCAej0OlUiEYDEKtVmN4eBjtdlsU6bnqjwc6W/BkkpGhaDKZpPKm07JzyH+zMmJXiZWU8kCnfAGTBgbpbgJMsVgUVvUXFfD7sJjBYMD+/ftx7do1ZDIZTE1NCQuwp6cHhUJBMGbvvfceyuUyxsfHcevWLQwODiKTyci6PwLLK5UKvF6vjGJyudyOlVqs0DlKZrXdTVogYYaQB46m6Yv8vW7j6/BvEdNYLBZ3ANMbjQYCgcAXbsTzsJler8fevXuxsLAg8IBsNotcLofx8XGBEBw5ckT0Dw8cOCCdx42NDRiNRrhcLiHIlMtl8U8yWNnJJvOUvtFdWFA6hzFO2Z0kU5YJALuUlOFhB4kFCeEVxDgyKaYweSqVwtjY2CM4xH02FiWUqRkcHEQsFkMikcDw8LB0EA8cOICFhQWo1Wrs378ft27dkjWlLpcLo6OjMJvNIv/k8/mQTCYloVNO1micngA7x9ZMJOljxM0qd1ErjQQ+srf585TtaTabsNlsEs/0ej0SiYR0Rr8Iiww+/5/gMzStVouxsTHEYjHEYjHMzMyg3W5jY2MDoVAIHo8H6+vrcDqdcDgcWFxclFa8RqPB2NgYUqkUent7pfpNpVLiqEzYAEj7nHITdHql6CgBvEpmrFarla4Nk0tW2+wEKUeHDLqs0KjrxwcO2E5iAoGArDZ0uVyPVg7eJzMYDHjiiScQj8eRTqfx1FNPiZ+QNX379m05nC9fvozBwUFcvnwZ7XYbPp8P8XgcExMTEtAKhQL0er10edhR5EiaXe1qtSqHdrfuIosQHtTEwFLShzAIAHctKrqDuhKIbjQa4fV6sbm5iUwmg9HR0Ufbie6TabVaPPbYY0gmk8hmszhx4gQsFgvC4TD8fj/MZjM2NzcxPDyMTqeDubk5PP3009jY2IBGo0EoFEIqlcLIyAiKxSLcbrfgZFOplBS8ykKEySNjk7LDrez+sLvN5QXAdvJByae7kQ1YGAN39gMTJ6kcS9rtdmxsbKBer2NgYOBRcXKfTKfTYf/+/VhaWkI2m8UzzzwjhKqhoSFYrVasra1hdnYWTqcTS0tL+Pmf/3nMz89DrVZjdHQU6XQa/f39iMViUpQAkMUVHAGziOg25ba17iKF/88NRoxnFJ7n77PbyO91dx55RnPrlkqlgtfrlRWXAwMDn/tR9aOk8ROaTqfDgQMHpJM4MzMDjUaDs2fPIhQKYWpqCuvr6zCbzQiFQpifn0coFEK9XseNGzdw4MABbG5uirTN7du34fP5UKvVYDabkclkJHFjFQPcaX3v9lAwiLKdTvwZANHH48YFfl25TYHJqvIBUI4Ylca9m81mE06nEwMDA194UdMHbXq9HkePHsXGxgYSiQSOHTsGvV6Pq1evor+/H+Pj44hEIiJgHA6HEQwG0Wq1ZHyYSqUAAOFwGCsrKwgGgwAg6yyVQu4kVCkPTiaROp1uhyA4xzWESDBhZEdJKeasrPB385HdyDKEQJBtW61W0d/f/7kPuA+bGY1GnDx5EuFwGIlEAo8//jisViuuXbsmpISlpSUYDAYEg0FcvnwZbrcbuVwOZ86cweDgINbW1mC1WmEwGJBMJkXo2OVyCZOZ91OJl6Ypx9LKTgz9hYc1jQmp8uBX+i19ib+j/DmlhBSlUQwGAxYWFlAulzE0NPTIx+6xMWFMJBKIxWI4cuQIbDYbbt68CbvdDrfbjeXlZdhsNgSDQbz77rsYGhpCu93Ge++9h4mJCZGN40pKkq+sVquoNpTLZUkMu02Jq+YaQgCiwajVaqHT6eR8JCOf31dCvzjpo093dw/5O91YbxYsMzMzn+tR9aOk8RMYSQjxeBzJZBKTk5MwGo2Ym5uDw+HA8ePHEYvFUK1WMTw8LKOYxx9/HLlcTta5Xb9+HT6fTw7ZRCKBTCYDu92OWq0Gr9crIz7+A9ypeLpZ0zR2hBiMAQihhcYHq7va6rbuTiQAkcsguSIcDqPVamFsbOxRN+gemVarxdGjRxGLxbC6uoqpqSkEAgGcO3cOZrMZx48fRyaTQbVahc/nQyQSQbPZxIEDBxCJRGC1WqHVarGysiKrubh/lcLexNKya83ujrKrDNzBtSp18FhIKCtvBkglrlZp3T6o/Hp3EcQ1X2azGUajEeFwGAaDAQcPHnykFXqPTKvVYt++fYhGo9ja2sKRI0fgcDhw5swZ2Gw2HD58WJjH/f39WFtbE0zjuXPn0Nvbi5mZGSSTSfT392N1dRV6vV6wgiaTCblcbsehqoQkENLADqOyE0kf4qSjO04pN8EAkEIZwK6+t5vVajXBmzOO2Ww2nDhx4pGP3SMj7GFtbQ2xWAwnTpyAy+XC6dOnoVKpMDk5KWtJJyYmsLi4iFKphMnJSbz66qvw+/1SmIyPjyMWi8kWqWw2i6GhoR2bz5RjaWUcUuJiu40QBo/HA+DOrmv+LEfXjFPKv8FiW2lKWahSqYR4PC6+Ho1GUa1WMTEx8bntaj9KGj+mUZOpVCohHA5jcnISs7OzWF1dRbPZxIsvvoh4PI65uTnMzMwAAFZWVjA1NYV8Po90Oo1gMIgbN26IpEk2m4XZbEY+n5dxMgM12VpKvSl2cLh0vRu/odQto/H7xGrsZh9VV6rT6Qiuqa+vD81mE5FIBFqtFnv27Hk0qv6UptFoMD4+js3NTaysrGBoaAiBQABnzpxBoVDAz//8z6NYLOLWrVsYHx+HWq1GKpWSAqVYLGJ0dBSLi4ty4BLWsLW1BYPBINX5xMSEFB6EMygTO+6qbjQaKJVKcpDzYGcwBe4UK8TF7ma7dcjvNkqqVCpQq9Xwer0ikG80GnHs2LFH3aBPaRqNRqYhN2/exPj4OEZGRnDp0iUUi0W88MILMJvNSCaTGB8fh1arxdraGqanp0Uz1uVy4cyZM7KwIJPJwGAwYGtrS/CxnU4HPp9POjkABJtIrLXSV5QjZcY9ZVeIP6/sGNKUhfBHxVkXi0VkMhl5L8vLy1Cr1di3b9+jOPYpTavVYu/evSiVSkin0zh06BCeeuopXL58GZVKBd/4xjfQaDSwubmJ3t5elMtlLC4u4rHHHoNarUYkEsFjjz2GcDgMAOjv70c+n4fH40EymRSIQ6vVEqURpTEWKRNHJR5bGbfq9bp0Kjn5oC6ycgFCd8eaKwa7jZtl2K3UaDTwer0AIPJ6s7Ozn0s+wKOk8WMYcYjFYhGxWAzDw8MYHR3F9evXJbim02lcuHABIyMjGBsbw9bWFjweDzweDy5cuAC32y0yFgy0ADAwMCC6esRqxGIxNBoNDA4OQqvV7pDSAe6MDoGdwZMt9Htl3Ye6Xq+XUWShUJAxNbXZDh069CjgfkLT6XSYmJhAtVpFJBJBb28v9uzZg+XlZSSTSRw5cgTVahXvvPMOhoeHhbDgdrsRCARw9epVhEIhWWFJncZWq4VQKAQA8Hg80qkOh8Oo1Wrw+Xw7AOK0bh9Tdha7fYyJpLKj+ElXtjHJIDbS4XCgVCrh8uXLMBgMOHDgwCM5nk9oOp0OAwMDiMViSKVSGBgYwJ49e3DlyhXEYjE8+eSTqFarePvttxEKhWA2m7G0tIRAIIDe3l5cunQJAwMDcLvdcuCnUimRCyuVSrBarSgWi7IbGICsDQTuQGn438pRnrKbQ2km4M4YkL/H/+8uUphI3M26fZLkhr6+PpTLZVy7dg0OhwOjo6Ofy0P9YTBO47a2trC6uoqxsTH09fXhRz/6ERKJBJ544glYrVasrKxgbGwM4+PjWFpagtfrRSgUwrvvviuk0Pfffx9OpxM3b94UvCJhOaurq1CpVKLGoFyrC0CKAaVU025GRQf6TrePKOEUu9luBBcmoySdcvtNq9XCtWvXkM1mZZvN58keJY0f0QjGzWQyWFtbg91ux+TkJDY3NzE/P4+ZmRmEQiG8+eabMJlMePHFF7G2toZMJoO9e/dic3MT2WwWe/fuRSQSgcFgwNDQkIg0s9rlMnS73Y5sNgutVguXy/UBp2+325K8db9PJY5sN/u0CZ1SKiWTyYhEQT6fx82bN9HT04P+/v4vBFPsQZper8eePXuQzWaxvr4Ov9+PoaEhrK6uYnl5GceOHcOTTz4po52vfe1riEajKJVKOHLkCFKpFPL5PMbGxgRA3mg0kEgkBLgNbAf0fD4PnU6Hzc3NHTIU3d1m3mdgd0gDTYkT2g1D9nGNWFq9Xo94PC7bb7LZLK5fvw6Xy4WRkZHPXcD9rE2j0WD//v0wGAxIpVLweDyYmprCzZs3MTc3h+eeew4nTpzA2bNnodPp8NRTT8nqv6NHjyKRSKBWq+HkyZOincfkkStR2V0sFAoi70QSHtn13eQ74E4niFJOTCKVWDSlfzK+fBwf68bs8vW5ljUUCiEej+PixYuw2WyPsNqfwLRareD9Y7EYgsEgTp06hVQqhQsXLuDpp5/GY489hu985zsAgCeeeEJgELOzs7h16xaSySSef/55kdQhQ58KC5T1yuVy0sHT6/Wyp5o+o4R0sYN4t3OJZyxjz27fV/5babvhslkYUYc5FotBrVZjz549SKfToqu7b9++z9Wo+tGp/hGMkjjlcll07gKBAG7evIlr165hbGxMwOS1Wg0/+7M/i0wmg7m5ORw9ehRms1kqKp1Oh8XFRQSDwR10fe6hJhuV39doNEgkEmi32zLWodVqNRk37zauUb5/pX3UMfTdjAQIl8slD8vo6Cj27duHZDKJM2fOoLe3F4cOHXp0qH9EU6lU2LdvH5rNJhKJBJxOJ/bv3y+J+NTUFA4ePIif/OQnSCaTOHnyJMrlshQsBoMBKysrAg9YXV3F8PCwSC+1Wi3EYjFhN6vVaoyMjMBqtcJkMskYcDd8zt2su/ggXOJeXhOfzyfdTZPJhFAohGQyKYf6wYMHP1cB97O2np4eRCIRLC8vw+PxYHp6GvF4HLdu3cLo6CgOHDiA06dPI5lM4qWXXhI1iPHxcbTbbVy7dg3j4+PIZrO4fPkyxsbGBAfLjgqxs61WS2RtLBaLwGqI8d7N2HVUbh1SrhYEPkh0+ThJI8WdlTGRGpGlUgkejwc9PT3I5/PyDD311FOPfOwjmkqlEhZ9MplEIBDAoUOHEA6H8d5772F8fBwHDx7EmTNnkM1m8dWvfhW5XA5zc3MYHx8HAIF2tVotXL16FVNTU5LUt1otJJNJ2Gw2wc9T/cFkMu3AHfL9ABCGfjfmUWm7Fc1K+7AmSDfulkbsJYtyNoIGBwcBQMb2L7300udmOvcoafwIxh26W1tbsve30+kIO3pychK3bt3CjRs3cPz4cQwNDeH06dOw2+144oknpMKgDhrb1qurq7LxhftQybAql8sol8vSzgZ2Mp0BCHicVdRHtZ/Wagd2goh3M5JwTCYTqtUqstksDh8+jNnZWaTTaZGEOXjw4OfmYfgszWw2IxwOY3FxUeRmotEoFhYWYLfbcfz4cayuruLChQs4efIkZmZmcPr0adhsNhw6dAg3btxAp9PB4cOHsbi4iE5ne1Vlq9WCw+EQYVy9Xo9oNLpDsikQCHysziBZjMrxNA/1D8PMflxjd5RyU51OB08//TTGx8cRj8eRzWZx7NgxPPvss4987COYXq9HqVRCLBaD2WzG4cOHodfrMT8/D4vFgv379+PChQt466238Oyzz+LIkSO4cOECrFYrpqencfPmTahUKrzwwgtYWlpCp9OBx+PB2toazGazxDG3241CoSBdRWrakRxAAh39SNlN7O7YKAmA3ePpn0bi282UpC6aw+GAy+VCsVhEJBLB4OCgFCfpdBonTpx45GMf0QhLuH37NsxmM/bv349MJoPXX38dVqsVp06dwtzcHN566y2cOnUKBw4cwIULF+BwOHDw4EHcunULzWYTw8PDeO2116DRaASCQzZ/o9FAMBgU6SYSR5V+ZbPZPsC6745x3efbT0saP0mRwt8zm80wGAzI5/PY2trCyMiIEBhXV1cxOzuLqampz0WT5VHS+FNMp9PBarXKWq3x8XHBUhgMBjz++OPQ6/WC/zlw4ADeeOMNYSPeuHEDV69exdNPPy1bEiYmJoRlGAqFZFxTLpcFQLu1tYV6vY5MJiMBuLvSUTpxtyNT2wz4ZLiyn/ZgkEE9NjaG3t5ebG5uIplM4plnnsHU1BQWFxeRSCTwwgsv4IUXXng04vkQs1gs0Gq1iMfjALbJRZRmajabGB8fR6lUwmuvvQa/348XXngB77//PsLhMJ555hnkcjkRXu50OuJjtVoN+Xwe+/btQ09PD/R6PWw2m4i6b2xsCPOQm4I+Skelm6X40+yTBEJ2SHO5HAYHBzE8PIxEIoFEIoHR0VEMDAxgY2MDCwsL+MpXvoIjR458LgLuZ2VcP8pdvmNjY6hWq7hw4QI6nQ727duHarWKN998E729vfja176Gt99+G+vr63jhhRfQbrexurqKxx57DLlcDsvLy9i7d6+85p49e2T9qcvlQqvVgsVikVEiu0JK0XelbI5S5kt5eLODQ2mnuxl/5qOaMvHM5XKw2Wzo7e1FLBZDrVbD/v37MTIyglu3buHcuXMIhUKYnJx8BLn5EDMYDDCbzUgkEqJhrFKpcPXqVajVahw7dgypVAo//vGPEQgE8DM/8zM4f/48IpEInn76adTrdUQiEczMzKDRaGBlZQUzMzNIpVKyspISSYTd0K9UKhUcDscOiRx+vdt47z8M93qvjM9dtVqFxWKB2+3G1tYWwuGwFP9nzpzBT37yE3zlK1/B9PT0J8aBPyh79AR8iBEfyP2+gUAAVqtVhDonJiagUqnwzjvvQKvV4hd/8RdRKBRw9uxZPPHEEzh27BiuX78Om82G4eFhLC4uQq1WY3JyEuVyGUajEVarFblcDna7XcaEFotFqnCOoM1m8wcYo8qOYXeF1I0F+rjB7m5JAcWgTSYT6vU6isWigOJ/8pOfYGFhAY899hh8Ph9u3LiBxcVFTE1NYXBw8FHA3cVYFZdKJeh0OtFRTKVSaDab8Pl8aDabeOONNwAAjz/+OM6cOYO3334bJ0+exJEjR3D58mWBTJw9e1ZG3YlEQiAPm5ubQqaieDYZ+QBE8+yjdFM+LrzhkwRn5XYjlUqFsbExOJ1OnD59GtlsFs8//zy8Xi/Onj2LW7duYWZmBtPT048Sx11Mr9fDbrdLQdrX1we1Wo0rV64gn89jz549cLvduHTpEvR6PV544QVcu3YNr7zyCo4dO4bR0VFcuXIFTqcTs7OzeP/999FutzE4OIjbt2/DaDTC7/ejVqvB4XBApdrecU7yEmE25XIZer1eiFkfhrtWGmPRT/O73XBlH8X4vgYHB2Gz2XDjxg3RRXU4HDh9+jTm5uakQH7YD/XPwtjhS6VSaLVacLvdaLVauHTpEsrlMh5//HG4XC68/fbbUKvVOHHiBK5fv47XXnsNhw4dwvDwMC5fvgyHwyF7qdVqNcbGxrCysgKn04nR0VGZYHm9XhQKBbjdblEd4b77drstMnbKUfT9On/u5g8ajUbk9Rhfp6en4XA4sLKygmaziRMnTsDpdOLSpUu4ffs23G73Q1+cPLzv7DM2dhjpeH6/H06nEysrK8jn8zhw4ABGR0dx48YNRKNRzM7OQqfT4fXXX4fZbMaLL76IhYUFbG5uylj6+vXrmJycRKPRkF2auVwO5XJZNi9Q4oRsK7bYlXIVHyVwcVMMsHNl26c1PoTsjm1ubsLr9eJf/It/AbVajXPnzsHr9eLkyZMwmUz4wQ9+gEuXLuHEiROYmZl5FHAVxhWO7DAODQ3JxoNSqYSxsTEMDQ1hc3MT8XgcX/nKVzA0NIS33noLdrsdv/7rv44bN25gZWUF+/fvR6FQEBH5VCqFra0t+P1+RCIRFAoF+P1+ANvBzGKxoNlsCimGeCHq5xFQrjTlvfukBJePairV9j5ik8kk+n/f+MY3YDAYsLi4CKfTieeeew4WiwUvv/wy5ubmcPz4cQwPDz/yMYUxhpCgYrfb4ff7hVzU39+Pnp4eXL9+HZFIBE899RR8Ph++973vwWKx4Fvf+hZu3ryJ1dVVTE9PIxqN4sqVK5iYmECpVMLGxgasViuuXr2KQqEAi8WCdDotxBdiHLPZrBycGo0GBoMBbrd7x3v9MJiNksXfbbzfd8OV/TTTaDQimfbcc8/BaDRicXERJpMJTz31FOx2Oy5fvoyVlRWMjIzIc/TIto0kOEpyBQIB2SLExRc9PT04f/48tra28OKLLyIYDOLv//7vYbFY8Mu//MtYXFzEysoKnnzySTSbTcE1FotFLC8vY2BgANFoVDrXZE1brVZks1m4XC74fD40Gg309vbCbrfDaDTK3nolW/9ex4e7+Rzxl2RQb21tod1u4/jx4zAYDHj99dcRjUZx5MgR2O12vPXWW0JUGxgYeGjj2KOkcRfjzaKDck1eNBpFIpFAMBjE1NQU0um0YGD27NmDn/zkJ1hbW8Pzzz+PRqOBH/3oRwgEAggGg1haWoLNZsORI0ewubkJYBv/wcpoa2sLm5ubcDgc8Pv96HQ66O3tRSAQgFarlX/bbDaEQqEPbNfYjdl1vw72ZrMJt9uNqakpqFQqzM/PQ6PR4NSpUygWi/K5X3zxRahUKpw/f15U/D0ez0P7MDxIY8eWRYnL5YLRaEQkEhEtspGRETQaDSSTSfT19SEQCOCtt95CPB7Hs88+i2aziR/+8Ifw+/3w+/24efMmrFYr9uzZI51Fv98vpIRCoYBCoQCPx4NQKIROpwO32y1C4JTdMZvN8t/KivdBdvHq9TpsNptoma2urmJgYADHjh1DNpvF97//fQQCAfzsz/4s1Go1bty4gUwmg76+PpEW+rIbE2+yQQcHB2E2mzE3NydSOUNDQ1hZWcHq6iomJiZw8OBBnD17FtFoFC+88ALsdjvefvtt+Hw+DA8P4/z587DZbDh27Jgwpt1ut3SYisUiotEo7HY77Ha7FNzcSc2k0ePxYGxsTBJI4KdL5VB3716a3+/H3r17odVqkUqlcPDgQTzzzDMol8v4yU9+Ap1Oh5MnT0Kr1WJhYQGVSgVOp/PRnur/v3FTFBP+4eFhTE1NyU5vn88nwvBLS0uYmJgQeadUKoVf+7VfQ39/P9555x0Eg0EEg0FcvHgRLpcLzz33HDY3NwXKMD8/L4VBKpWC2+0W/7ZaraI+wm52IBDA/v37dwhwK6duP+0cUkp6fdIzq91uw+12Y2JiAhqNBtFoFPv378fzzz+PUqmE8+fPY2BgAM8++yw0Gg3ef/99xONxuN3uh1aL9hM9gfv27bvX7+OhMYJridtyOp3w+XzI5/Oircjuz9mzZ2G323HgwAFsbW3h2rVrmJqawvHjx/Haa6+hVCrh2WefRTgcxsbGBoLBIBqNBtbX19Hb2wuXyyX7KSkSypWC9XpddrharVZ4vV4BCE9NTcFoNOLUqVMibcOx4icd0SjtbsmBSqWC2+2GWq1GpVLB4cOHcfz4caysrGB+fh6/+7u/i1/4hV/A3Nwc3n//fczOzoq4649//GMkEgnMzs7C5XJ9qvf3eTfer2KxiFarBaPRCJfLhXw+j7W1NVgsFvT19WF9fR3Xrl2Dy+XC008/jXg8jsuXL+PAgQN46qmn8O1vfxvZbBZPPfWUdH3Gx8dhtVqxuroKv98vqyk56q1Wq6hWq4KZdTqdaDabMJvN6OnpQafTQSgUko0FR48eRSAQAPDRCFT3wijN0mw2MTs7i1OnTuHWrVs4ffo0vv71r+NrX/saFhYW8N5772FgYACzs7MolUp49dVXUalUMDY2Jh2GL7ORfUwClNlshlarRSaTgcViwb59+9BoNLC8vCykhc3NTbz77rvYv38/nn32WfzzP/8zMpkMDh48iGg0io2NDUxOTkKv12NjYwM9PT3w+/1oNBowGo2oVquo1+uo1WrY3NxEtVqVTRuEUKhUKlgsFtjtduh0OgwNDX1gA8vdksPdsNGfpjhWqVQ4evQonnzySaytreG1117DkSNH8MQTT2BjYwMrKys4duwYTp06hXa7jfn5edEg/LL7GKWRyEpWahBzu85TTz2FVquF8+fPw+Fw4Mknn8T6+jreffddPPbYY3juuefwyiuvCPb65s2bWFxcxMDAAJLJJObn5xEIBOByuZBOp2UyQhhXvV6XrVjcUkZVEpPJJFvVPB6PTHY+KqGlWxP5k5pKpcLevXsxPT2N9fV1XLx4EceOHcOxY8ewtbWFCxcuSJLcaDRw9uxZLC0tIRQKPZSbiT5R0vgHf/AHcDgc9/q9PBTW6XQEa+NwOCRZK5VK0oWp1Wq4ceMG6vU6jh49CqPRiDNnzgAA9u/fj/n5eZw5cwb79+/H0aNHEQ6HoVKp4PF4cPHiRWSzWezbtw8ajUa2KTBJ5Q7NdrstnSEmsZVKBRaLBY1GAzqdDqOjo+jt7YXRaJSqRDni+aTkk7uNso1GI5566ik8+eSTMt56/vnnBfOUTCbxq7/6q5idncWFCxfw9ttv49ChQzh+/DhKpRKWl5cRiURkjPFlNbKWeXjabDakUilsbm7CaDRidnYWTqdT1jM+8cQTcDgcQlo4fPgwlpaW8Nprr+HgwYPic2q1WrCzpVIJoVAIKysrqNfrgpclM39jYwPAtr+k02kRa6/Vaujt7YXNZpPx3PDw8I6NHsAd37rXBCe9Xo/jx4/j1KlTMtJ8/vnnMTIygosXL0KlUuH3fu/3cOjQIZw/fx6nT5/G5OQkjh07hkqlguXlZanuP8/7Xe+lUZ5kc3NT9t0PDg7KjnJiqwwGA773ve+h0+ng+eefx+XLl/H9738fe/fuxfHjx3H79m2oVCoRXyYeMhaLySHOBKJcLiORSAAAKpWKbPDgId/X1wev1wur1Yqvf/3rmJycFNgE9fJ2E2+/V0sLfD4fpqamkMlkUCwW8bWvfQ2jo6M4d+4cKpUKfu/3fg8HDx7ElStX8Nprr6G3txezs7OoVCpYX1+XzUoPazfoQRi3prRaLSGopNNpLC8vw2AwYHJyUgT56/U6Tp48CYPBgB/+8IcAgOeffx5vvvkm/u7v/g5HjhzBU089hfX1dajVagwODuK9995DLpfD5OQkYrEY6vW6nL+tVguRSATz8/MizJ1IJGA2m0Wf1uPxwGQywWaz4Zvf/KZgBXk+Urlkt88FfHqijM1mw+DgIHK5HEqlEo4dO4b+/n6cOXMGq6ur+OY3v4nZ2VlcvXoVy8vLOHHiBA4fPiyfr1AoCFHxYbJP9G7sdjv+9E//FP/pP/0nPP744w/dh/q0RgZWb28v1Go1Njc30Ww2EQqF4Ha7sbi4iGQyKQSQW7duIZPJ4PHHH8fg4CB+/OMfAwCeeeYZJBIJbGxsYN++fRgbG8Pm5ib6+/sxODiIra0t2O12TE9PS4Bk8sg9lUxW6/W6sF63trYAALlcTgR0jxw5IuvdKIz7aT5/tzHB9fv9+K3f+i0MDw/j3XffRbvdxm/8xm+g0+ngj/7oj7C4uIhvfOMbsFgsePPNN0WHamxsDPl8Hrdv30aj0YDD4fhS7qlWrt4zGAxwOByw2Wyy5q+3txdWqxXr6+soFAro6+sTUlEqlcKRI0dgtVrxD//wD2i32/j617+OUqmE9fV1DA8Pw+PxYGFhAQMDAzhw4ADK5TJsNhumpqZkWwJXU3JVH8c77XZbArNSW4wBmLqbBoPhU/vY3azT6WBsbAz/4T/8B4yNjeH06dMolUr41re+BZVKhT/7sz9DJpPBSy+9BKPRiPPnz6NWq4kUTzqdxtWrV1Gv16WT9WU2spktFosc8H6/H1arFYuLi8hmsxgfH0cgEMDCwgKi0ShOnDgBj8eDH/3oR2i1WnjppZdQLBZljaDVasXCwgL6+/sxMzODSqUCo9GInp4e6Yy0Wi3RnN3c3ESpVJLiu9lsik6dXq9HMBiU4qmvr082TH1SHLaSBLjb9zQaDQ4cOIDf//3fx/DwMN555x1kMhl84xvfgE6nw8svvywaggaDAadPn8bGxgb27NmDgYEBFItFxONxgZZ80c6/j2rNZlPw9j09PWi1WlhZWUGr1cL09DT8fj/m5uYQjUaxd+9euFwuYUsfOnQIFosF3/3ud9FqtfDCCy9IQj40NASfz4fNzU309PRgdHRUdpiTeQ/cUfAgLrxSqYj0U7PZxNDQELRaLUwmE/bu3Quv1wuTySQQKSXOkXY30uiH+dTdfnZ8fBy//Mu/jEAggPPnz6NQKOD555+HRqPBD3/4QymYTCaTJJLT09OymSgajX5gw83DYJ/I25eWlvDrv/7r+O53v4tnnnkGf/mXf4l/82/+DQYGBu71+/tMTK/Xo91uIx6PY3NzE7VaDV6vFz09PQC2kzWr1YrR0VFEo1HMzc0hFArh6NGjuHXrFlZXV3H06FEBlOv1etklXCgUMDw8jGw2i0gkgpGREQwPD8sonA49PDyMsbExANixMaZcLmN9fR0AUCqV5CDQaDQy0mO1/2nGiUwugO2EkXioM2fOwO/345vf/Cay2SzeeecdvPDCC/jN3/xNLC0t4W/+5m/g8/kE1/n666/LikVqTqrValgsFpEj+DIZg5TBYIBWq0UsFsPKygoajQZcLhdcLhdWV1exsrKCnp4ezMzM4MKFCzh79iz6+/sF57O8vIx9+/ah1Wrhe9/7HoxGI6amprCysoJCoSBizLlcDtPT09izZw8ajQbsdjusViuA7XWCjUYD9Xpd9NXoS9wtXiwWRStxfHwcBoNhhx7jp4VDKFfEBQIBmEwmnDt3DkajEc899xySySTefPNNfOMb38Dv/M7v4ObNm/iTP/kTIZu12228/vrryGQyeOyxxxAIBJDL5ZBOp1GtVnfdmvRlMb1eD7fbjWq1imQyiVarBY/HA7vdjnA4jNXVVVn7GQ6HcfnyZQSDQQwPD+PVV1/F/Pw8vvKVr2B0dBSnT5+G0WjE3r17EQ6HUSqVBEIRj8cxODgIl8uFSqUCh8MhPkZtyHq9LqxqyurE43GoVCrprPT09MghqtwqtJt/fRhp5sOYsj6fDxaLBVtbWzhw4AB+7ud+DslkEqdPn8Yv/dIv4bd/+7exsLCA/+//+/+g1+vxzDPPoNVq4d1330UsFsPAwIBIu2SzWTQaDSnWvwzWfd1ZWCaTSeTzedTrdYRCIQwODiIej2N9fR09PT14/vnnkc/ncfXqVQwODmLfvn149dVXcf36dZw6dQqBQADf/e53odPpMDU1heXlZeTzeUxPT6NcLiOZTKK/vx9ut1sKQovFIg2WdDqNRqOBWq0mvk7fpwpJp9NBf38/vvnNb8JkMkGn00lSRtm7blwt7+tHlRjT6/WislIoFDAzM4OTJ08il8vhypUreOmll/Cv/tW/wvr6Ov7iL/4CVqsVL7zwAlqtFv75n/8ZyWQSVqtVpiQkKD5M9olO7D/8wz8EAFy4cAH/9b/+V/zu7/4uYrEY/vAP/xB//Md/jBdffPGhnMV/FFOpVFKtpNNplEolOJ1OhEIhtNtthMNhAX83Gg1cv34drVYLMzMzEnz0ej0mJydx4cIF3LhxA5OTk3C5XJifn4fBYJCqvlwuY3R0FM1mU0SWCfbmOiNuW7Hb7SKXwSXoZL3m83mcO3cO9Xod7XZ71wXqH2bKAKsU0nW5XDAYDNDpdDh06BBOnDiBmzdv4p/+6Z/w+OOPY+/evThz5gzOnTuHJ598EmNjY7h48SLOnj2Lxx57TMbYb7/9toCkKdSczWZRq9Vgt9u/dIkjx2/c1NJut+H3+yWx4whxamoKfr9f9BRnZ2cRj8dx+vRpmM1mPPbYY7h06RJu3LiBiYkJDA8PY25uDkajEdPT05ifn0ehUBA2daVSgV6vl4TP4XDAYDCIzzUaDTkQ2NleXV1FoVBANpvFxYsXUa/XxV87nc4HBOc/jplMJoyMjAjW7vjx43jxxRcxNzeHv/mbv8GJEydw8OBBvPPOOzh//rywoy9evIjbt2/j+eefx5NPPolYLIbXX38dlUoFfX19gq3L5/NyWHxZTCmSrdFoZJzHZ83j8ezAZ4+OjiKfz+PSpUtoNBrYv38/ms0m3n//fZjNZhw6dEji2MzMjBCuTCYTxsbGcOPGDZTLZSEcNJtN2Gw2kQwbGhqSHc7EQ2s0GhQKBaTTabRaLdF0LRQKWFpa+gDmbLeE7MNIM93dI6WA+ODgIE6ePIlbt27h29/+Np588kkcPXoUly9fxqVLl/Dkk09ifHwc58+fx6VLl2Q0n06n5RpZrVYp0Llh5sviY8oVkCzIKEtXLBbhcrkQDAYRi8Vw69YtGVNnMhmcOXMGzWZzByPdZrOJ4PeNGzcwNDQEr9eLubk5+d7W1hZKpRKeeeYZ9Pb2ot1uw+v1ytkRCASE2FepVGSku76+juXlZXQ6HcRiMWQyGTSbTRQKBQDbbHvGsbudmR/1vtK/2u02hoaG8Mwzz2B1dRXvvvsunnrqKZERWlpakkLsvffew9zcHE6dOoWnn34aW1tbeOedd2A0GjExMSGbih42uyendaFQQCQSQSwWw+TkJH7/938ff/mXf4k//MM/xNTU1L34Ew/EWGlwrNLpdGCz2TA0NIRWq4WFhQXUajVMTExgaGgIS0tLSCQSmJycxODgoOD6Dh8+DIvFgrfffhsqlQonTpxApVJBJBLB5OQkvF4vlpaWEAgEMDw8LJtlzGazOHyz2UQkEkGj0cDW1hZSqZRgMHgY9PT07OgwctUgH6aPWv0yyOp0OoyMjIjcilqtht/vl60zhw4dQjAYxMsvv4y1tTXs27cP7XYbf/qnf4psNovf+Z3fgdVqxSuvvAKDwYB//a//NSYmJrC5uSlC1X19fTAYDMIar9Vq90wO6PNgrGprtZp0golJpbxEpVLBwMAADAYD3nzzTSSTSYyMjCAYDOL8+fOIRqM4dOgQAoEALl++DI1Gg4MHDyIejyMcDmNgYECq+mAwiOnpaUQiEdjtduzfvx82mw1qtVq2gwDbCWStVoPJZEJPT49IpoRCIRln53I5Gcd9GiyjXq/fAVb3+XzodDrQ6/V49tlnMTQ0hO9///vQ6XR44okn0G638d//+39HIpHAb/3Wb8FsNuOf//mfkc/n8Wu/9muYnJzE4uIi3nvvvR3ivtyb/WXyLx4yZrMZFotFkjGLxSIEoXQ6LaLxg4ODWFxcRCqVwsDAACwWC959910kk0kcOHAApVIJL7/8MjqdDl588UUUi0VsbGxgYGAAtVpNSH19fX2IRqMygeGUIplMyiiXyaTZbMbU1BTMZrOMtbVaLYrFIubm5gQ6Qfu494+/y400ExMT8Pv9UKvVGBgYwG/8xm9gYmIC3/72t2GxWISB/yd/8ieIRCL4pV/6JVitVpw5cwYGgwHf+ta3MDY2hmQyiVu3bgGAqAvwmn9ZCl8WjcC2+ofP55Pv6fV6+Hw+EfQuFovYu3cvBgYG8N5772FzcxNTU1Pwer148803EY/HceTIEajVavzwhz+ESqXCSy+9hGazic3NTYyOjooyQm9vLyYnJ1EsFmG1WhEIBFCr1URLuVgsCkacusaTk5MwGAwwGo2yrSgej+PcuXNoNps7WNUfZnc7R9lQ0Wg06OnpEbWAUCiEf/fv/h327NmDH/3oR3C73fjVX/1V6PV6/M//+T+xtbWFn/u5nxMMcT6fx8/8zM9geHgYyWRSOvnd741n/Wdtn+gd/Jf/8l8AAMFgEL/5m7+Jv/qrv8If/dEfYXZ2Fi+//DJ+53d+B9/85jdx5swZ/PZv/zb+5b/8l/f0Td8vM5vNsNvtMgbWaDQycqHWndVqFaHqRCIBm80Gn8+HhYUFzM/Pw+v1YnJyEqurq9jY2MDMzIwI5+p0OoRCIUSjUeTzecEGra2twe/3Y3x8HEajUdrm1GqMRqOIRqPQaDSyPs1isaC3txdarRYajQYOh0Na7WSfftSHgqbVauF0OmW0NDQ0hF/4hV+Ax+PB5cuX4ff78Qu/8AtIpVL4q7/6K0xMTOCrX/0qlpaW8Prrr2NiYgLPP/880uk0/vqv/xqLi4uwWq3Q6XRYWVkRSRSn0wmVSoVGo3FP1859HqzT6Qguh9Wt2WyGyWTC+vo68vk8fD4f+vr6kM/nsbGxAYvFgqGhIYTDYdy4cQNutxsDAwO4cOECVlZWcPDgQYRCIRFnnpyclHFRMBhEOp3G5uamSPOQTU3B5VarhdXVVcENFYtFYb3u2bNHOkjsSBqNRrjdbnmNj+pj7LDOzMwgFAqh2WzCaDTi5MmT8Hg8uHbtGgDga1/7GhKJBP78z/8cHo8Hp06dwvLyMt566y0MDAzg1KlTSCaT+Md//EckEglJsDc2NhCLxaDVaoVQofzbXyar1WooFovI5/NQq9Vwu90olUrY3NxEuVyGx+NBf38/kskkVldX4XA4ZA/18vIyAoEADhw4gJWVFWxubmJmZgaBQABXr16FXq/H2NgYMpkMSqWSXP9sNotQKIS9e/dCp9OJFmO1WkW73cba2hq2trag0+lQKBSQy+Wk081CHbgDjfmk+55VKhUmJycxOTkp3Z/+/n6YzWYsLy8DAJ566inEYjH88R//sRT2i4uL+OEPfyhxLZPJ4Dvf+Q7y+TxGRkag1WqRTqdltNktb/YwHOgPylQqFYrFIrLZrGi7er1e5HI5gcgMDAwILGtxcRF2ux2Dg4NYXV3FlStX5Ky8dOkSFhcXMTs7i5GRESwsLMBgMGB4eBhXr15FLBZDMBhEIpHA5uYmPB6PYF/ZRGHsUqlU8t+xWEwmLPPz88hms6jX60in0xLLuHoQuHtXcbevq9VqKZaouDI8PAyLxYL19XVYrVa89NJLSKVS+L//9/8K7+D27dt47bXXMD4+jueeew7ZbBb/8A//ILA1nU6HRCIhxJ97oYZyr+0TefnY2Bj+23/7b/jf//t/45d/+ZextLSE//yf/zN+5Vd+BX/2Z3+G1dVVtFotvP322/j3//7f44knnrjX7/ueGw9yVi4MtFqtFslkEqlUSthyt2/fxoULF9BoNES4VFlZNZtNnDt3DjqdDocPH8bW1haWlpYwOjqK0dFR3Lx5ExqNBiMjI4jH4ygWi7I/s1gsyp7KRqMBk8kku66pqccNBtyvCdypxiuVClKpFNrttmCHdrNuR9RoNKhWq7Kaif+/d+9e7NmzB+vr6zh79qzsm7548SI6nQ5+8Rd/ET6fDy+//LJsKZmamsI777yDP//zP0elUsGePXugVquxsbGB27dvI5fLSafqYWy/3w9jgFOpttdFsiCwWCzQaDTIZDLIZrOw2+147LHHYDQaMTc3h0ajgbGxMfh8PszPz6NUKmF6elqE1PV6PZ5++mkUCgWsra0hEAjA4XBgbW0NBoMB09PTCIfDyOfzGBgYgE6nQ7FYhMViEYFvjUYjUAydTofl5WVEo1FUKhUsLi6iUCgIOYEjaeJmP+phqdVqBQvGMTk75M8995wkKG+//bbgXd98800AwG/91m+ht7cX//RP/4SFhQV84xvfwJ49e/DOO+/gT/7kT5BOpzE8PAwA2NjYQLFYlA4A7ct0oGs0mh0FGaFCyWQS0WgURqNR9txfunQJ9XodY2NjMBqNmJ+fR7lcxsjICKrVKubm5qDT6bBv3z4sLS1hbm4OQ0NDGB4eFi1Ql8slqhAjIyNycHPLVa1Wg0qlEqZyrVbDmTNnEA6HUavVEIlEUKlUUK1WkU6nxa+4QIDd+Z92DzUaDWw2GzqdDnQ6nRDtqtUqTp06hf3792Nubk5kdZxOJ15//XWUy2X85m/+JkKhEH7yk59gaWkJJ0+exNjYGN5//318+9vfRiKRgM/ng0ajwdLSkugHms1mmVA9LJ2g+22cNJAlr1Kp4HQ64ff70Wq1pOM8Pj6ORqMh7Onjx4+jr68P77//PvL5PA4ePAi9Xo+33noLer0ejz/+OJaXl3Hjxg309PRIzNPr9di3bx8WFhaQyWQErlWpVOB2u+HxeGQymE6nUavVUC6XBYdKdjW7pNwW0263JaZ9HNPpdCKU73K55P6/+OKLOHr0KK5fv46f/OQnOHnyJHp7e/Hqq69iY2MDv/RLv4S+vj688cYbWFlZwa/8yq/g8OHDOH/+PP72b/8WyWQSgUBAVnMSL0s/vpdLOj6NfSIPp7jpX/zFX+Bb3/oW/uN//I84c+bMrh/o5MmTu26XeNiM46xCoYB2uw2LxQKn0yn7n9l2HhoaEtZyb28v3G43VldXkU6n4fF4EAwGZRMMR7GXLl1CqVRCIBBANpvF5uYmzGYzNBoNNjY2BJuztbUlsjrs7rAS5wMajUYFe0ZRZr/fj6efflo6hOwA8cHYTfhbaWazWfZhU0ZoeHgYN2/exOnTp2EwGNDpdPCDH/wAb7zxBvx+PyqVCr773e9ic3NTdPL+8R//EYuLiwgGg9BoNBJYKX/CA+LLNpIGPpgcM9CyW0x5koGBAWER5vN5hEIhhEIhLC0tSVI4NDSEW7duYXNzE8FgEK1WC++88w7K5TLGx8cRDoextLQk8hO3b98WGZpMJiNFB0fkNpsNHo9nB5a22WzC6XRiZmZGxL7Hx8elmqdv7cZA3M10Op2smEskEjh06BAmJiYwPz+PH/zgBzLOfOWVV/Dqq6/C4XCgWq3ilVdeQTwel+0QL7/8suyn1Wq1WF9fR6VSEfA4sW7d15vP2JfhUFdiAdnpT6VSyGQyUKm2VzKazWZRfRgcHEQoFMLt27eRSCQQCoUwPj6Oa9euyf7fyclJvPfeewLuLxaLsozA6/VibW1NiAapVEoSd/qSz+dDKBQSbT+qMXg8Huzbtw9msxlWq1XGyIxvTPyVRIS7xTG73S7bsjg2n5ycRCKRQL1ely0b3/ve9/Dyyy/DaDSiVqvh7Nmz0Ov1OHnyJMrlsvjY4cOHodPpcP78eYTDYdkKRvKFxWIRfCMAEVH/ohuTLeIBubM+n88jl8tBo9HI1Iwi3l6vVwrh9fV1BINBTE5O4tatW7LH/ODBg7h27RoKhQKmp6dRqVSErEX9R57D2WwWpVJJJnLtdlt8nbAXt9stcXZsbEyaPoODgzAajXI2kjH9UVaojo2N4eTJk9DpdMhkMhgbG8P4+Lgs/ti3bx/UajX+9m//Fm+88Qb6+vpQrVZx8eJFzMzM4Gd+5mdQrVbx/e9/H+FwWIrdy5cvixg6x9yEb31cjsL9tk8ETFpZWcG//bf/9iP9rNfrxf/5P//nk/yZB2oU1+50OjIiLpVKkkQyESK+0GQyYc+ePdDpdFhaWgKwfeCzEiVA99atW7h27ZokCPPz88hkMpiYmECxWEQ6nYbNZkNPTw9WVlYkGPHvcozZbreRSCQkuVhZWcH/+B//Q7T8KDkA4AMjXwY5JgTAdlVObJ3X68ULL7yAV199VTpUVqsV1WoVb731Fnp7e2GxWJDNZkUGJhqN4sKFC9BqtXC73XA6nbh165bsT+7t7RUWMDFV1J1ioNFqtR9gePPh/SKCy5XAfYPBIMVXNBpFs9mE3W6H1+tFJBLBwsKCEBU0Go3oDzJhX1hYEIxWNBrFjRs34HA4MDg4iJs3b6JUKgmDcWNjQxip9DEyp4HtlZBGoxEqlUoO/Eqlgo2NDXz7299GMpmETqdDLpeTAkZJgPkwdh8lhoxGIwYGBlCv11Eul9Hf349qtYr5+Xm89dZb8Pv9MBqNiMfjUsSUy2W899570nn0eDy4cuUKTCYT+vr60NPTg9XVVTmEuMO70WjIPlolYYIdK753Jr9fNGPiYjab4XA4hNXabrfh8/kQCASQTCZFO7Gvrw+dTgebm5sy2g0EAnjttdegVqtF325ubg5OpxMjIyO4du0a0uk09u7dK1tgmLQvLi7uiGPswrFrWK/XkUqlpGMdi8XQaDRgNpuFkU0iE+NFu93eoWu7295qdpK4HeTJJ59EKpXCH//xH+M73/kOhoeH4XK5sLGxAbvdjsOHD6PRaODMmTPo7++XxPbq1atQqVTYs2cP+vr6sLCwgGw2K/GSfkPNyC9iosiR693isBI7qyx6G42GnAfFYhGrq6swmUyYnp5GLpfDtWvXJPGr1WqCyd67dy/W1tbw3nvvwefzCQErnU5jampKCmGLxYJ2uy1nrNfrRSqVkuec/kIfqdfrMBqN8Pl8MulhN5qfk/+t3CZzN8tmswiHwzAYDMhkMhgfH4ff78fS0hKuXr2KvXv3wuFwYHFxEe+++y727NmDtbU1nDlzBt/73vfg9Xrh8/lw/fp1/P3f/z2cTiecTifi8TgymQyMRqNMPRlryVh/WFjUnyhp/IM/+IOP/LN/93d/90n+xGdidDZuOEgmk6jValKdAMD169fRbrcxOjoKo9Eoy+37+vpgs9lw+fJlxONx9Pf3w+v14tq1ayiXy5idnYVer8fq6qoE6kQigVKpBK/Xi2KxiFgsJu3oQqEg43I6i/IQLBaLIgLereW022FIhhg1rAKBAPbt24eLFy9CrVZjYmICq6uruHXrFt5++21otVqYzWZp75tMJuTzeWxtbUGr1cJutyObzeLKlSs4cOAABgcHkclksLi4KNsnWH0yMew+qDlG0mq1kvCaTCZotdovJNZR2e0ym82oVCrCOuRWGOJXO50OxsfHYbfbcf36dcTjcQSDQVitVpw7dw6JRAKDg4Po6+vDtWvXUCwW8dhjjwHYLiioM5rP52V1YC6Xw9bWFhwOB4aHhzE/Py9VNnFnSvZ9MpnEO++8g1arBa1WKxp7/AwMbMAdn2OAazab0Ov1GBgYEMjDqVOnYLPZ8OMf/xivvPIK7HY7zGYztra2UCwWd8h3eDwe9PT04MaNGzhz5gwOHTokcI73338fiURCSBXcq8y/Wa/X5VpTD5NbjIjntNlsaLVayOfzD9oN7qvxPiiLMnaU2Ynj9qBOpyMEq8uXLyOZTMqGoNOnT2NrawsTExPweDz4u7/7O6TTaTzxxBPY2trC5cuXYTQaMTo6KjjrsbExpFIprK+vw+FwSCeZvsIDnUsL2u227LWuVCoywqYv8r4CkMSx0+nsSNw0Go10DLVaLb7yla9gZWUFFy5cwLvvvisFERNidqGj0SiGh4fR19eHSCSC7373uzh58iT27NmDjY0N3Lp1SzT93G43kskktra20Ol0YDabpfghTIMsYmXcJSyAse3zZMrrfTejZqvBYBC9V66XXV5eRjKZRKPRwNTUFNxuN65evYp0Oo3+/n74/X6899570m1zOBw4c+YMcrkcvvGNb8But0uSODIygo2NDeRyOVmtGo1GYbPZMDw8LPHJ5/MJ/CGZTCKbzaLVauHKlSuYn59HpVKRJQYsHJVnUrVa3QFpUfqYy+VCqVRCuVxGKBSCw+HApUuXcPPmTXg8HlitVty4cQOVSkWmgysrK9i7dy+mpqbwyiuv4K//+q9x5MgRKfQvX76M2dlZWfXKM58EG77HuxUlVHqhbNqDsk80qymXy/f6fTw0Rk0ndh61Wq10QChSy2q70WggHA5Dq9WKht3CwgJUKhWmp6fhcDgEpzY8PIxwOIxkMimCztQuI5u4UqnILk06ELuIxDMoqw06E7fIEF/mcDh2bbWbzWaMjo7CZDLBZDLJGDqRSOD//b//h42NDRkfMiDwAWw0GkKSiEQion+VzWaxsbEheKJyuYzl5WXUajVh6ZJsoQSPN5tNaLVazM7OYnx8XN7vg34APisjtjGTyQi2EQDC4bD4zODgIAwGA6LRKAwGA/bt2wen0ynkhp6eHiSTSTmkjxw5gkqlgnQ6DZ/PB6fTiVQqJSMaHtbEyJTLZUkYE4mEANqVgZN+xy4OO9TBYFBex2g0yvs3mUzw+/3Q6/VwuVw4deoUJicnUalUkM/nBXqxuLiIpaUleV0Gb2BbjYGMXmqwXb9+XboLpVIJkUhEcL7sghLOwRF6q9WSrmVPT48IfRN79nk8zLtJR0qxYwByyJHQR2yURqOR/eXRaBSZTAZ+vx+hUAjFYlE2nMzMzMBoNO6YnlAb1ul04sSJEzCbzchkMnA4HEI44JiPguFGo1HWoqpUKlSrVUkClXJsrVZLlBRarZY8+/RZ+hW7QPxvdo6cTieee+45TE9Pi6QOd4+/++67uH79uhzAmUxG1swlk0lcvXoVtVoNer0esVgMFy9exObmJkwmE8rlMm7evIlKpQK73S44USYo9H1Og/R6Pex2+473aLPZ7vnGpAdpyjjcDQlQqVQwGo3SwGDBxg1qjUYDxWIRXq8XAwMD8sxS79VisWBzcxMAMDg4iGQyicuXL8vK1Fwuh2g0Cr/fD4PBIFvV3G43EomExBJ2uTmJUCaCyuUE9LFGo4FsNivC5MQ3ApDCE9ieBPX398NoNMJms2F2dhY9PT1ot9swmUyYmZmBwWDAmTNncP78eTmDb9++LTE9HA7jBz/4ATY2NqDT6bC6uipdbLPZjHw+j5s3b6JYLMp1LRQKomXKa87/ttlsO3yMzZkH3YH84gN8PqYRh5PJZABARq1sSzNB5GitUqmgp6cH9XodGxsb8v/9/f3Y3NxEOp1GKBRCf3+/OKvNZsPq6irC4bBUUhwfWSwW2QBDjBkPuQ/TNGTQ5kPCB4HEFX6Wr33tawiFQqJVRTYt8U3sBEQiEQkaykROqYXFg3llZQXXrl0TiYt0Oo1sNivvmSMpjo6Uhze7UuwwcmTFw/+LZqwiC4UCSqUSAMDlcsHpdKJWqwkZhVJMb731lnSjPR4PkskkMpmM4M42NjaQTCbh9XphMBhkb3lvb6+w/o1GI4aGhgBAtOXY3eOYjQXIh2EU6WM8KJRQB/qt1WrFgQMHBBRPsehSqYS/+Zu/wblz5ySIb21tyd+iiK3RaJT3ZDQaRassEokgl8vB7XbDYDCgWCwimUzCaDTKStN6vS7XivjJZrMpXczBwUEZW6XTaflMD+PWhbvZbtjY7sSESTwTYx503HsfiUSEiGexWHD16lUUCgU4HA74fD5sbW0JtpFdSB7gzWYTV65cQaPRQDAYRKPREEhBT08PKpUKWq2WkKxIlFASqbRarRx83avclMLcjCcApKDh2HtsbAxOpxPtdhuHDx/Gs88+i2q1in/8x3/EjRs30Ol0ZDUnu4HVahUmk0kwY/F4HJFIRBKI27dvCzuXOr3JZFIKccbXfD6Pcrm8g8xnsVhkYxglqorF4hemAO72O71eL0QlxjEmNfF4XLaZ8HzhWen1eqFSqTA/P49EIgG32w2j0Yjr168jFoshEAggkUjg7bffRrVaRW9vL8rlMlKpFKxWK3p6ekQyymKxyCSFxS5hDKFQSEgqymebySVH1VarVXaIK3GQbLA4nU60Wi0cOnQIP/dzPwcAiEQiyOfzomaytbUlRUS9XpeNWc1mEysrK1hfXxdewMbGBiKRiBS2VC9g4thut1GtVneVCnM6nRgeHkYoFJLuOoXMH2T8+uKdyrvYR5UE4ZYOjn3NZrMsPGfwJYElEolgc3NTRnBGoxEbGxtQq9XweDwoFAqYn59Hq9WC1+tFOBzG7du3ReyUHTg6Ezdw9PT0CEiXBATKAijp9waDYUcSyY6QMqkDtjsFx48fFw1IVlbJZBLf+c53pNrL5XKIx+PirNVqVXBDFERlklCv16WDAUCSAAbPdrstQqpGo1FwbQzcPNQqlQrm5uaQz+cxODgokgOs+IiD+qIY76OSIGCxWETrjPIVZATW63XEYjHB5KyurmJxcRFqtRo2mw2VSkU08JxOJ1ZWVgQLSZwM1wgajcYdPsZE3m63Y2BgQPza7XbveF6UgYuJf7vdlmoY2MZE9vX1Sbfl61//OmZmZpDL5XD+/HnBO8ViMYE7AHdGYAAEw0afqtVqSCQSOzqQ7GbY7XZ5D0wm+XqUWCFWqFarIRaLwWazwev1CtGCMA+lrunDbHz2uw+S7s484QbEdwF3kshyuYy1tTXU63VZK7i5uYl4PA6DwQCLxYJwOIy1tTXodDqMjY0Joa3T6SAQCCASiQgEpa+vT+AVHo9HFiAwyeJ74/5f3h+lnI7JZNohj6TsPLMzDtzZtEHViJdeegmPPfYYisUi1tfXJXFZWlrC+vq6JIKUV9Hr9SiXy4hEIjIpq1QqQqZg8arT6WC324XwQlFoXlua3W6Hz+eTooaTl56eHtHPLZfLoiX4eShKut+jMoFXmk6nkx32LDxJCorFYjIZ83g88Pl8SCQSUryyAbOysgKNRoNAIACVSoW1tTUA2+fV1taWsPZ9Ph9isZisyzUajaLJGAqFBL9KUigXYgCQ6dvdRuxssPCZcjgcmJyclAQwGAyiv78ftVoNgUAAExMT0Gq1mJubw9mzZ2U5g9JP2S2njyuxryqVSra4dU8CuyWc+PNsHDWbTenUs5HFONadGN9ve7gj5T2yn9a+VSZkxKlQ661Wq4nWExl+6+vrsvotEAjA6XQiFouhXC7DbrfDYDDg1q1biEQiMBgMMm5LJpMIhUIiWtput2VtIP+myWRCLpdDvV6HzWYTmRIGJj4ASrkAstdoTDL42bk6iyMZrh5cWFjAysqKJIkErQOQxJMJhPKw4sOmtE6nIzpYDMBMRMmG5ArBnp4eERrm6Lq/v3+HsDjX2X2RiArsmvA+sjtjMplQKBSkE+Lz+eTadTod9PT0oLe3Vzq4Pp8PZrMZly9fRiwWg8lkgsFgQCKRQCaTQTAYRCgUElLIwMAA7HY78vk8dDqdaI82Gg05zFkgEEawmymDk8ViEZ/zer0YHx+H1WpFNpvF1atXEY/HRW5jcXFRAiy7UMrRC40jSm7L4fo5ZReUnSxlF1GlurNvvV6vI5vNQq/XY3BwUKQ5SBgjo5wJGDFODwvI/G7W/RzsVggT39doNHZsAPJ6vbBarcjn8zJu5bThypUrqNfrGB0dxdjYGOLxOHK5HFwuF6xWKyKRCJLJpHQu19fXZXoyOTkpiSEF4Qmd4Ai4Xq8jEAjg4MGDcrDzoAcgUju7PedM9oBtMe09e/bA4XDIoUw81zvvvCMSYLVaDYVCYcf14ci+0+kIyYu4Mz4jNK71JHSI8T+Xy+04mCk1RP1HJuBMptlRozEBeJhtty72bqteeW0pHabT6eDxeAT3VywWYTKZpDu7ubmJZrOJYDAo+NBisQin0ymdw1QqBZfLBaPRiNXVVSSTSfT19Yk+IxM3ACLZRvk5xjGv1yvJ124FFrBdlNAvAexI3pQ7qg0GA37+538eJ06cQL1ex//8n/8T/+t//S+RsuJ0jIkg+QKdTgelUkmIjrxOXAPc6XSQSCREFo/XfbduoVqths/nw9DQkExXIpGIdMvZLf0w3OP9sIfbix+QKZMuVobEo8RiMUQiEahUKvj9fvT19Qleg2y6tbU1rK2tod1uY3BwUIJtp9NBX18fWq2WYIRcLhcKhQK2trZgMpnw7LPPYt++fajX6/B6vdizZ4+MT6jfV6vVBKdEWZ1WqyXMNhJKeNjXajVks1kAEIwbdRdZNQPbyUs34URZFSuZpx/FeHjzfTAYc08oABlRf+UrX8Hjjz8Os9mMeDyOa9euYXV1Va4/3x+vw+fJuuUbDAaDrL1Sbv3x+/0YGBiQziz9rt1uY2NjA+l0GmazGaFQCI1GA5FIBACEacxOHKVMKFzc19cHjUaDbDYLk8mEEydOCEicO9LNZjPa7TZcLpeQo4xGI4LBoDwLVqt1hxaosmpn8gZAJKgo8Hzjxg0hKyQSCUSj0R34W+DDu//8WSXGjV8vFovS3aCRdMVrTtLH/v37pXvNMRDZ/4RsENz+sFs3KaH7gOdzy0OEz5Hdbpd4QrKJ0+mE2+2WwtNqtcLr9SKbzSKZTEoXp1gs4uLFi2i1WqKNt7a2JgxrADKaO3bsGHp6elAqleDz+UTihEQkJmsc7zI2NJtNiUEs3pWfiTqIrVYLNpsNTqcTuVwOr7/+uigIrK+vCx6b14Z+xvF9dxxT4l6JVQTuYCzz+fyOg1jZCep0OiIgPTExgZGREej1etl5zu4QkwqSFe9WjD2MptVqBctMXyOsoFqtSoeO2EaVSiVxQK1WyyYpwp6IDaQWJwApMikJxtjDs3Jqago+n09w2Pv370cwGBQIitvtFkWHUCgk2sZKKASwXeDudu05huayCcKldDqdiG6/+eabUKlUWFlZwc2bN6WITSQSoikKbPuxEs5FpRHlc0poEn1OaUoNRmWSbrVa4XK5BJOdTqdx+/ZtZLNZBAIBGcE/SPtSJY27XVx2/DiOVQZVElKoAaXX65HP54VxyQN3ZWVFqp94PI65uTlhjFKHj4eqTqcT2R6/34/h4WHZwEEHYODx+Xzy4LKLQPxVIBCQRIyAXuW4kKNQJigcG6fTacFL7iZu2n04fRyH5KHO60hj11LZZjcajTh48CD2798PYJsAQumNYDAoOJNu8s/DbKzKlQxkYNvHCK5Xjts0Gg1isRhWV1fRaDRk00GxWBQZCYPBgFwuh6WlJdmgwUOYIt179uyBwWBAOp2WFVusZikjQqLV2NiYaEFSsoIjIm4ZstlsAO7IbvBekpGrUm1L9vT29koxQjgFMa7UBOR+V6V9mO7YT6uaq9XqB3BihUJhh8+RPJbNZjE0NISZmRkAECwUO65Wq/VDx1cPs3VfI4pfkyEObI/bHA6HrIskVMbpdO5g6TPObGxsyNYrr9cr5BFOLrLZLOLxuMiHcbTNzjbhENPT05icnBSiFZcTVKtVWctqNpsBbHcQGfeo5ckDXplQVqtVJJNJweSura1JYkxptN1gFUyWlT7TTYDoNv4NKjvw75NoZTKZZLOITqfD3r17MT4+LmPWhYUFaDQaWcsIbPv8bjJBD7Mx4VXi45XxANgJfSA+lM0NdtVYnLZaLSwvLyOfz8PhcMDv9yOZTCIWiwksaWNjQ3yMm9ai0Sh8Ph+Gh4dRKBRQqVSwd+9eHDlyRMifLpcLuVxOYAJ8jyqVCr29vTLOBT6ImyU5r1KpSIyt1Wq4cOECarXaDjiREg7W3T3mRI3dxt2K0Z92nrLIIcQkm83C6/Xi4MGDgkvf2NhAqVSC2WwWDO2DtC9N0qgE69OoR8gAxo4dO2McvZByr1KpsLW1hXK5LBiOVColVP2enh643W7B/1EOZGtrC41GA06nU1hUHG0Xi0XcvHkTarUaMzMzgockeaG/vx+dTkfWDLILxIeKCQmxlyqVCn19fTh06BBMJpPgPZiEEcfDYPDTtsZ8nJFKq9VCtVrdkWwQ+0KsHte9vffee9Dr9TIOINPTbrfD4/F86Jj0YTa+Z15Th8Mh+nUcCTNo1et1RKNRZLNZwVURH8qxD9nT6+vrwqDL5/NYX18XbBpxXdVqFQ6HA+12G5ubm2g0GvB6vSiXy7h16xbU6u3VV9VqFalUakf1r9w+xARkZmZGoBR8L0yy6vW6FFKdTgcOh0N8jDJLu/kOk4dufc5PY/S7TqeD3t5eYVuura3JXniv14t2uy3JeG9vr4x3lPZ5wJ51GxMb5bPMg7NQKCCVSgmOyuFwwGg0irQN73m5XJbRMuESKysrqFarcu02NjZQrVYRDAZFLod+UCwWhd0eCoUk4bRYLJiZmZFn3Ol0oq+vT2ACs7Oz2Ldvn8CDCGEAIPq1LMbcbrd0TTOZjGwqAiBbQHaz3YqQn1Yo8BlV/pxGo4Hf75ekNxaLYX19HYODg9izZ48wh1n08719HmE2Sl8iExzADigBIVyEDLBwY4FMMiVHtXz+mOQRG08I1fDwsCR+IyMjogfcaDTgcrmQz+dx7do1aDQa4QVwrSM70s1mEz09Pdi3b5+QMPv7+zE+Pi4YeZvNJnGLGFzeo/7+fvT09ACAYDHZWFE2L3jGMd6zu9xtyhhYr9c/UPByzM6fIz700KFDor6ytrYGtVotsn6tVguZTEa23yinjA/CvjRJo/JgobGlzA0l3OFcKBSwubkpeCmXywXgzhiODsN1ewToW63WHZ1Bt9stFSlHPgBE0sZisWBxcVEIMky0KpUKbDabyPJ0Oh0MDAxgenpaAqjf78fIyIg80NwNC2yP62w2mxz+gUBAgrQSlAt8ePD8uONpGjtt3R1Lyi+0221cvXoVV65cEb09PrSFQgHLy8sifL2bPawHO6tRGseFlIShX3g8HpFcyGazUg07nU4kk0nBTylXoVE2hYUAf4+BMxwOA4BsO+AOZsry3L59G1arVTbIFItFuFwuDA8PSwC12+1wu91y4HEnNrANMZiamhKZldnZWTz99NNyjzweD5xOpyS+rJh3s/t1/0h+cblc6HQ6WFpawqVLl2A2m2VDBbcscDPO5+0w7zb6ibIDxAOsUqnI6j4+fzabTeIYAEnAwuGwJJachnDfPTdjcXTt8/mQTCYRDoeh0+kwMDCAVCqF5eVl2Gw2BAIBKU4dDodActhxIrOU/sv3TmYrx7p9fX14+umnpUvFzil3DSsxj/e6Y0w/6Y5/BoNBYCWdTge3bt3CrVu3hKBgNBrRbDYRjUaxuroqAuufN4iN8nqaTCYEg0HB1yutVqshl8sJS55dWE7kuD60UCjIAgqbzQaXyyUi/IReFQoFRKNRABCZno2NDWi1WgwNDaFWqyEcDsNqtUqhQw1aypMBQH9/v0jisBDhOcrCiXADn8+HkZERmM1mVKtVIbxqNBrpajKO8dwnPp9TNeDu/tLNBeg2tfrO8g4AovIwOTkpE5Ll5WXEYjHZaEPN02w2i2q1CrvdLufEg7AvDjX1I5hSmBi40/WgUcyVbXR2u4ifuH79OprN5g7hav4+NQxLpRJqtZoIngIQgXB2iQqFgmglrq2tIZ/Pw+VywWKx4Pbt26hWqxgbG5N1ccB2sCKAmE7DsSAxOUpMF/92pVLBtWvXZKNI9+j4fln3w6PVahEMBjE0NASVSoWlpSW8/vrrMhojmLxcLksyzuvYPdZ5WA96ZZJNJj5B0hzV+f1+6chxR7ter9+xiotdaoPBgFQqJQGZnWuOfFnpEnxOHyTexmQywel0IhKJIJvNijQNsaOBQAAej0fkHqxWq4z6OCJRjvHIdGWXiiPoarWKtbU1SXYJTr/bfbpXoG1lJ5wHg9frxb59+/D+++9L0rh37165hlQtUBJsuu+h8vUfVl8DtmEolNJhh47wGqfTKd04/qzT6YTBYMDKyop0KIh9JeTG7XbDbDYLWUCr1QqBJp/Pw2w2yxSGcczj8chaN2WsrNfrQpAgnpK4Xh7ghEoAkKUBxD8GAgEEg0GYzWaRASNTnqLlD3Lky2JtYmIChw8fFpmeN954A8FgULpYtVoN1WpVYj51C3kvHgYjjOajGLf2KAkbxBCTQAnckawpFAoCJfB6vRgcHMTKygpSqRSAbViXVqsVbVVOLNbW1kRGK5fL4erVq0L8cLvdQkjyeDwi2E4fI9GLGHjqLOt0Okk4iVtUbl05fPgwnn76aSwvLyMSiUhcpcydw+GQeEEegXJxwKe17s4j8ZI+nw+zs7PIZrOYn5/H/Py8jOAZk2q1miTdD1Jz9kvTaaSpVNvaTKxaldU52+eZTGYHJoZbDlixs2PH9rDRaJS1bAQCDw0Nwe/3yyjYZrPBYrEICJbjZSUYvV6vS3LX39+P/v5+YRE3Gg3kcjkJ9qFQSBjSJpMJExMTCIVC8vmIdajX61hYWNhBMHlQOK5uXGO73RbmtNFoRD6fRzgcluSQ1XitVkM8Hr/rwf55MY4MKEdEZiWxjOw8kt1OTBjB5QwGJKkMDQ3B6/VKocJgm0qlhCjQbrexvLyMcrkMnU6HaDSKhYUFVKtVGRGtrq6i3W6jr68Pvb290sUkfrJSqYhWJOV5bDYb9u7di97eXgB3sEAEn1OPjKMcSqfcT+MBwc4ok9/BwUHZ2JRKpXD16lXZhMPOKaWD2BHtHu9wkvAg7eMWcxwl6/V6Se4Zn0wmkxSXOp0OgUAAjUYDm5ubMoZ2Op0wmUwCm6BMSLValSKEGFd2Ch0OByqVyg4B/1KphOvXr4t8TTqdFrwkNUjpY2Trc3GCw+EQeJDZbMaRI0cwNTUFYBsvR+xvrVbD3NycyEYRl6j0sfvJTub4PJfLoVQqIRAIYHJyUtQuqMnLqRMAETRn0kj5se57uNvX77d9lLjKJEspK0MIF88vpfi61WqVOK6E4SSTSYFDkZQUjUYRj8cBQNZNKlf2Wq1WRKNRVCoVIaqsra1JHOMq1VarBZfLJcUy41gkEtmxZYqkUZfLhSeffBLj4+PodLYllebn51Eul1EqlfD9738fly9fFmhaIpHY0ZW/F/j6u3WdCS9Lp9Ny/vX398NkMiGTyWBlZeUD0xHCMvjsPwj7QnYa+YBzBMKLzItKTS9iVtiyLpVKO6jwbGGzclLqNJbLZcnuCeIlSN9sNov0BQ9gj8cja/hIcMhkMojFYiJcy0RUo9HAbDajXC4jl8tBr9ejv79f9OQYfOl81FhTjpx7enrgcDiQSqUEU0J5mwdhSowHu2G3bt2C1+tFoVAQ3TTiQZUyPryWZPABkGCjxGx1Oh1YrVaRQXiQ1r3XmKZkr3aTjJrNJubm5oTIQt9jcOXDT4a88vX5mrwmvKdk8jPRNBqNCIfDgtvrdDric/39/VCr1SJS39/fD6vVukOahfp+DF78nFzZx3vKIMz7QjYpAdwU2r3f1mg0ZGNHOp3GrVu3pFvFwyWTycjIsxv3xueJ/62U91EycHkP7qd91L/DpLBSqcjB2Gq1YDAY4PF4AACZTAb5fH5Hdy+XyyESicgEhYL6xOBxZ3A8HpeEcHJyEplMRnC3HDUqmfzsVgIQFjYxuF6vV1ay6vV60TBk0s71fkxIR0dHBWpRLBZFO7bZbGJzc1Mwt5yymEwmgR3dL3+jTFi73RYNQZPJJGQEdueLxaIUG3xeqYrABLhbU5Oah591R3u3Pe2cZHBDGgBhF/OZJ1yLaiOcjNDq9Tri8bgUdEajUc4DnpXsTjLe9PT0yFQFgDCx4/G4QBxKpRLW1tZk0xHvB+OYXq+XOMnmCuNtT0+P6BNTAJ7QolgstiOpI3nzXk5HdjOHw4E9e/YgHo/j9u3beO2115BKpRCPx+WsVPpIt0IJPx//xt1G4feiYfSFSxq5YYBjC+UFYpBkxUTdQD7o3EbCn3W73TuIIwxuyr2QJpNJ2u38XcqqJJNJYQxyvyTZWQR4c3OKw+FALpcTFjYrKzL0GIgoCG0ymSTx4NiZxoCqxPso9wY/COOhOzg4CLfbjbm5OcRiMbz11ltQqVSSuPO97WZ8v5R+SaVSErwYEHivP8645dMafYase+XDStYgtTCBO/p5POSo2UUiFuEQ3GwQCoVkJER/o+4dgwexhalUCrVaTQDpPMAo82O1WuX6lMtlvP/++9ja2pIRzo0bN0TcORgMSsDkDnRuCaL/EyfEBMJqtUpHgoGeI6wHMd5Vq9VCdOFO7rNnz8JsNstIimSs3Yz3iJ23SqUinTcaP8v9Lri6/Zddw93+rsVigd1uRyKRkOeEou7sKHLUxsKAW3d0Op2InHNEyM06hCQA2wc+NQur1SosFosUs9Q67OnpkfWhGo0GXq8X6XQaiURCChxq1BqNRgQCASkSlZt4+P9k3vLrVqtVOnF+v1+mN5xc8Hfvp1mtVhw6dEg2CaVSKVy8eFGuFf2cz4kyzrbbbfka4zKNHXl2iXQ63QcKzQdl3TqB3Qkk/83pHMX9qVfocrkEX02JOLKOWeyzm1osFgUOweSHP0Ox9GvXrsn6VK/Xi1wuJz4VCARQKBSQyWSkOCVG2WAwwOVyibg7O+68R8ToKje/+P1++TmXywWz2Syrcu919+5ujQa/34/9+/dLBzYej+PNN9/cwfLuloDaTYWC2GAlTlL5vXvhW1+48TQvym4XhyMSJlN8CLxerzzwPBzJ4rVarRIEqHDPhx3YxgD19fVBpVLt2FWt1Pois4usUZfLBY/Hg1QqJUxph8OBzc1NSRq1Wi0SiYRsUDGbzTtWDfb39wsrVymuyvfB8QCw3XUgG/dBGtlqRqNRGJjxeBypVGpHYP2w6oeEIV475UNMjNGD3hyjxPYo3w8700pWHbDtI0ePHkUwGJRgS6KUcg80fZBamkoWKXXgCMwmSYXBdmhoCIcOHZKDh8l0NpuVneYUU+cBX61WEQ6HUalUZDMKnw2bzYbR0VHZ56rT6eB2u8XH8vm8YBrZGVben3tZnX+YcTxts9mEaMYKnRt2um23/dpMWtgJURrjwoM25WHd/X6InVZ24qmBR0UH/iy7rcSUEVDPrTDAdqejVqtheXlZJLH6+vpQr9dl+mKxWKDX62WFJFmfN2/eRCaTkTE/IQtk11Lyxmw2Cz6RY8WZmRnpgNTrdelcccITDoelOOZ2H77n3dio98vS6TRyuRyCwSCAbTJjLBb7gGZovV7fQZCgcfIA3JmEATvPqe7k6kEZr3+3j7MZwc9iMplkmsFEmBMO3h++htPplEkGkxun0ymdWUrjEIdNYhOTUnb+zGaziPMTUzswMCAbsfR6vRTU1WpVGjo8Y9gpZHHPApznPLdUKScoSnyg8jPdLyMZLZ1Oi2A8AJFFYwLeHQ92G0krz9zuM5H+xdf7pPaFSxq571R5o9kZ4ZYSOjH1x1idE0/GcQ6xHCQrsNJmFcMbSbkKfp0kAOoh2u12VKtVETkmgzCZTArpgcBuJrbpdBpLS0viwBSOJT5ybGwMfX19ALYD/tTUlHQPOMZkNcUuCvEnTDruV3BiZcf1g9ShBCDs8g+reNi5ArYdPZlMSnKo1KRSyrp0jxLvpzFAKgMKO20cGyqT4kKhgNu3b++Q8OBu7Ww2i2g0Kp+F+DSCvPn52OkitKFSqYheFzG2iUQCyWRSsDvANvOOGxOUMlLAtjbmzZs3JRHl9gtKo0xNTcm4k906HhTKbUQqlWqHFicA6SrR5+618bqQgcnuEwsQdhmVZBkagyZH1vwacEfAuNt43x6UvAW7bsq/rbRKpSJJsdFoRE9PDywWi0wr2LVRq9VCvuNkhUsD1tfXpQvNGEefZoxgMspnL5VKSZfI6/VKd4m47EQiIRgxSq/Mzc1JTN7Y2MD6+rpIgVFGBIBMDuifhNNQPJpJBDGQSgHt+2mFQgFra2uSNO3mT90HdLff8YAnDlgJi+D32+1tPWCPx/NAi2DlWWkwGAT6pCzmlQmLsiDkNipiCkk+IdmJotUs7gwGg8QO5dYYnllerxcABFLT09MDr9crkxuDwYCFhQWcP39e4AD1eh2bm5vCLyCDHdgu2B977DEMDg4CgIzVeR6RMKPsWnOC8iAtnU7j2rVrstea151TD6WShhLK1S31w5hnNptFPUX5Pe5I57P7SewLN54GPhhkebjxYOT3iePgCJqJoM/nEzwgAyTZVtVqVUZdOp0O5XIZi4uLMqZgNc4gbTQahV1KvCKBv+woccE9x+Cs5PgaFosFPT09OxKRcDiM9fV1+XxMOFn5TUxMCA6JgrpKeYD7RTIhILrZbApGlNIAH9V4MHOcpmznM6EhK5kBTFlBEQN1P005ZmCSTL1DBkplkOTGCgZLv98vvtg9dlBKPHRvMyB+iCQZjmA6nQ5WVlYQj8fFB6xWqxxM7HZzrMfChZgxjUYjsimtVku0Hbk3mrIb6+vrgqkbGRlBLBaTjoHdbpcuEF/jfmBNeQCR6BGJRBCPx4VwpLw/vBYcDXIMyISKrGt2uYhPtlgscqDQzGazrGP8MIHyT2scRTEe0JTjJX6dP0s9vGKxKIerz+dDOp0WPBlfg88U7xXluQqFgqzPU6lUsqeZCaHT6UQ2mxVIDZO9UqkElUqF6elpHDlyBG+88YZI5HAhAp/HZDIpxXOr1UIikdgBT+E4nVIkPACZrCg3Z+wm7XUvjZ3TarWKRCKxA4fcPSnpNiaY7DAy9pIUQ81TJZ6R8AJOIj5MQ/fTGBNaXmOltVotScaV2H+On4vFoiTzOp0ONpsNJpMJ+XxefIdJcalUkjPOYrFAq9UKE5mNHCqQUBTcYDCI+gKleAgpA7ZJbqFQSEh3Go0GyWRStJA7nW2B8KWlJWngMDbwGjMPAO5MEZRJWrdP3k9jwUEoCDvpfD/0+W6tT943NrO455wdfnasmVQzFnIDTjgc/sTn/xcyaVQauzusqFnxUS4gHA6Lg9Py+TxqtRqSyaRU53zAOJphYsNDhxhCSlZQRy8YDGJ4eFgwRsQiFQoFIQ8wyWSCGgwG0dPTg7W1NXH8ixcvYmNjA81mE+FwGH//938veLN0Oo3Lly/LeiaKN/OwyGazuHXrloyn7ue4jRU0A+ZuG0F2+x2+HyWRpBv7wetHPCdwJzkgLpQJuVKa4H4akyXiSDh+BiCwgUajgXQ6vaPDbbPZZIsLcAdDyMDM7ROU8tjc3BQfI06P3UlKGVFMl7qLS0tLiEaj0nXm+wC2g+/MzAwikYgEza2tLcFRlkolXLp0SViwxWIRt2/flkOA+FwGX2Iw+f2Pct8/qfEZJgnnbokpOyVKLFmn09lxKDG5Jz7VaDQKuYM4KgZcnU63497shhu6F8b3pOwm3A1TSTwZCzMl+Y/jO/6/cgypHFVxFEzGu9PpxMTEBCqVCpaWlqR44XsjNpfEkFQqJdeSzx4A9Pb2wufzSXzU6XQi3dNut5HL5XD+/HlZuVoul7GxsSFxkAURk0hOLJQHPnB/pJGYFNN/WOAR+979s0zyaLy+hBBRKovnEMmS1L9UYtMZP0lCudfPEf+WEutHo0yYMmFlokV5JybMlAUjIYsJNTVCmVzy2XE4HNja2pLGCEfVnKZxEhKLxWRHOuWckskktFqtTMx4DyYnJ7F//37ZPNPpdOTsa7fbyGazQirh9K9er0usbbVaIo2kJIo8CMIoMfAOhwOxWEw6+vQLZQHMa86cg/fParVK80p5dlKhhZJqvO58tj5NMf+FSRpZHe8WxOkcys4QNes4WgEgkhPt9va6PV5YJd6ByaXdbofNZhPgP3CH1MFxGbuK7XZbHiq1Wi0OQjB5MBiUB1KlUu3AjqlU27prTML4GqxYge2Do7+/X5yONHxeC3bjrFardO/uJXGEY3oeOvl8XnAuH8WYBPCBZSWuHIPSeN3YPVZqb/Jv3g/RZrVavYMApXzvHOcpu9jAzjVoSuxZu90WyR3eQ4oAK3XP+HmBOzvRnU6nAMHZFfB6vRKAO50OnE4ngsGg+CZHTkqmNRNBBmx20fkZOKLl94lxoy5YvV6XrpMyqCnlWe6XsbOmHPf/tJ9XxgclwJ86euzqUU/TaDRKwsLPQ9Y/E3Bis+7XZ6SxQO1OIGw2mxCviKMGIGsAyWRlzHA4HCJKzOvG0a9yUsEDlIkkR+XValWKMYfDIWL07HKSoU29zm4iBb/P0SPxZRyTMTHhe+JYmD7I3+EhySLqfkwWOp2OSBPxuWfCtJvPKeExyqLX6XSKNFYsFpPumM1mg8/nk2SH0jy5XA42m01WL3K16r025YgTuJP4Mk4w8ef4k0Uiu3nKbj/Z1SrV9iIM7qDnRI4xmUWmWq2Gx+MRUXjKO1EYnHHM4XDA5/OJKDgnLrFYDMlkEmr19uIKQnpUqu0lCePj4+KDxHKzWFYqmhCbTYkyAB+YbN1PY76gLDiU16zb2OxiQdhN8GPHkQkl986TjMt1q2weKV/z4+idfmEwjd1jPlZRu3XVmJxQC4+mxA0oEzTeVGIQGdw4ClXi2ii1w79L8gIB3uxEstvBw5o3lOOxra0tkWsIhULo7++X92a32yXRBO4kzEy+yHYkpqHT6QgDmQH6Xh3qRqNxB6GDCQTHZN3Gg2K31+G94PiE+4GV75uVq8PhkNV7TC4JTlcCze+lMVDS+D4pF8HqVvlZefgwwSNbmtsMiPdhsGQni7ggkhgoEE8cK7s1FD+noLdKpdpB2CLxqr+/X0gwTFwplqtWqzEyMoKBgYEdGErlYUxCBQ+aYrGItbW1HR16p9Mp6yzvtTG4Ke/rx/Vho9EoWyPY+WJgdTqdcgASP0tcJsewfKaVxeeDMGV3h5+fLNLBwUHBLfL5Z9eUuDJ+drvdDpfLJX7JuEFcGrA9HqZ2IgtMSnrRT2lKn3C5XAiFQlIwG41GBINBmeKwM8y4DEAOdCYD9Hk+vxqNRgS+iZ1lQa3UdP24h/xuONdu64af8GsAPoAX4wiRn5Gfj8UKx4WEizQaDcGj9vX1YWpqCl6vV2I3O33cSPIgjJML4l959vFacZKivNYU+GcRwjOIjRd+fhYUPOMYB1m4tttt2O12BAIB2f7D38vn84jFYoJXVKvVQiAlzIcjbb7XdDotUziz2QyXyyXnE31L6cfclMX7xBHug9jiw7WT/MxKHOluRmwxfYzPKMmSymZLPB5HNBqF3W6H3++X54z3hp3KjxuvvzCdRqXRyckQVTo6D35WR3QetVotshTAzo0m7GrRGHSVWnQ8gIhhA7Y7l6VSSUQ5uSOaXQoAkvwQk2EwGFAoFFCtVqXS9fv9QpZhNdfb2ysrl+r1OhYXFzE3NydEoNXVVelYsZ3dLQ/Dz/ZpjEy1jxK4qYepUql2/A6rXmXyW6vVpHVvNBoRjUbl83AEQvxpNpuVfd9s39/rTiMPyO7XJXBf2XFip4SVpBJrqhxxAnf00DgW4usQL6T0SQrSJ5NJGTOQ3by8vCxVKxM6bnEgASEej4uIs7K4IGaJazABCAOPCX6xWMSNGzdknM2KnPglYpx2614oO5Gf1NjVUNrHGUvyehJ3yvvJAoTyWqzg2S1XkmnY4cxms9LtupfW3f1X/l2lfym7MsruPADp3LGDxcOBsA4mWSqVSohKSravyWSCRqPB1taW+Bj9mIkUizV2aDmGBSD+zslINBoVvUiO0nmw0e/5mZmE8F6zs0jMZb1eh91u30EQ43v5OBjtn3YwK40JIe8Dx9XKcX/3GJH/327fkYKhkP7KygrS6bQsNgiFQjIepcpFtVrF1tbWA5NIU54Fyo4TCyc+60wCbTabYLiVW1iozqCMhyT+MFkG7kzp+CwB23FMr9cjEokIrILwHeLv7Ha74LDJ3s9kMtLd5mdRJqxMpvi5qD3KrVeUiWLXutFoCEmEY3flJO1+XX8qYXR3/JQxjp+N43U+y8T28vokk0mZinI9MRUQlDGaGPeP62dfmE6j0vjw8mGnsdXearVkN2Z38OhuTxMHweDIjoder8fW1hYqlYrsixwaGgIA0VLcv38/+vv75cY4HA4MDg7C6XTKjaLcDkVeGQApIcAAqsRjGo1GWTsIQHTX+vv7pZoPBAKYnp4WXI7H48HMzIyw07rZe5/UWKHerZ2uTLYZlDg66P5Zq9UqIuU8KFndms1mYbQpNy10Oh3ZigFgBzv4XpjyOu2WcPOeKU2r1cLn88l2DY57/X6/HJrKnyUrnweQSqUSfCRH/hqNRn6X4Hp2hchwbbVasNvtsuWF3e1QKCSbPNrttuwHVspLxOPxHdpkdrtdNPiA7YT10KFD2LNnj+wn7u/vx8DAgBwsW1tbIoIP7MScfVzjZgeldY//ea26WYK7GUdRLLqIGeTn7QaRs8MRiUSEFc7PQaWFe227JT1cN6o0Fqi1Wg1LS0uIx+PS4TGbzbIHvHsEHY1Gd4xI2cUHIAWpWq0WNQhOK6hfSdKU1WqFz+dDLBZDKpWSUXQ0GhUMqFq9vQmEZBomIOwSAXcY64y3TMrYUWKsVeJOCbMhg1pZaN4PYwxjosvEmf7Z/ewzHjGx4rVm983v90txFo/HJTnnyJQ+fz8JPnf7nErjedNsNlGv1wXmwOmP1+v9wEIJfo9FMeFZavW2SoSSAMPitlarSRGbTCZFd5Q+RgUOXvtIJCLYfiakJK7Qf+kru52V3G9OhjrjNxs+xJUqWfqMM/frWrMQ2W1ErPQBvjeXyyXKCgBEL1OtVss1ZmOLKgmFQkE+o3Jq90kKky9c0qh0diYd/LpKpRLsWHcG3z3epnXLvDidTvT09MDj8cjf4mtrNBoZRTqdTgwODiIYDIrTsbVOkWrqxVFShu+BP8NATrFcHvA8tHjDyZDmZgx2RsnE5cNGRX0G+d0cpvuw5ghpt5Gy0hgIaLzWSmOHlUm30tiFILBX+TlNJhOefvppHD16VMYahAUQF+pwOO7LOGE3eANZacqONY0YK+Uol51v4gmVG0j4gLNaBLavJStvBmvew83NTenSkllNbCK7ZsTpEY/Gwke5ao6SLUqJDL6OWq2G1+uFy+WSZ0S5EYaHIYMr7yXH38qi66MQYnjwd1935e/t1j1Wqe5ImPy0oM77pNzAw/fHImZ2dhaTk5Mwm82CYeTfvZ8YzZ9m3Qkx8cyUD2HnzWazwWg0IpvN7sBQk3RBWAQAwT4TOsOkU6fTIZPJSKeSovGcYDDpZvwjxIYyUexuu1wu0TRkAsHu0d2SfZvNtmMUzRjOYr/T6SAajSKdTosvKP36fhj9sPtv8KDvjqFksyo/W7FYRCQSgUqlgs/nk81e7XYbyWQS4XAYhUIBPp9Pruv9NsJ/+Fm6oV0sFpQba+hLLCA4WmYiyGdMea4ymeHrm0wmkbgj0ZQYbBJo2ECgdA7PSq4tVHZ6k8kkUqmUFHxarXZHzKF/MybVajVEIhHx72ZzewvM0tKSvHduZWEXVMl+/7S2W6wDdi8YeW50/1w2mxVVC75WuVxGIpGATqfD2NgYPB6PTEJ5/dh5HRgY+FQQoi/cePpulScTNHYGaUySlKwxfp2ViBLfqNfrZasHxzdco0WRUo1GIzIEJNQQgwRAnNhkMiEQCMBkMmF5eVkeFmKDyBjjyiW2/KvVKm7fvo2trS0A2zIW7777rmx3aLfbWFlZkaQK2B4bkfEI3BlxdYvOMvFkpevz+WAymYSZ+2HXvLtDy53SJGnwAN4t2DKJpYOz41ur1aSLazabkc/nce3atR27jXmf7heAebduNPDBcaJSFiGTyey4rtzrzDEBx4NKH+PrMlnmdWDnjwvribkLBAIYGBhANBrF7du3pUNbKpWE2GEymaTKpi+0Wi2RoeDrFwoFSUY6nQ7C4TDOnTsn67ZisRi+973vIRwOy0G+tLS0A46hLDg+LMjyUOLPkGGqxEfuNkIktIQjGfoSsHvQZXFCaSLgDhZU2Q0tlUqYnp7G9PS0jKNu3LghnUjgjnbo/R4ZKjs3nc4HSV0sVLthNOxOdzrbIHleW0rpdD8fvOcUCSfJyufziXC7Wr29WtDtdss+eK12e/3k4OCgkGLMZjOGhoZgt9sRDoelYCRbn5grr9crRBb6ajweF5JCPB7Ha6+9JrGmXq/j0qVLO7QbGWc/yn3oZjTf7XrzvSi/1p0gcmxPX2JB323KZ1nZ0eEqWibe/f39CIfDAu8JBALwer1YXl5+IAUKu3DAzlV0Spwbn22lj1GtQPk7PFtZjPKzK8fS7BazyKQIOicoTHCUUxWlgonb7cbw8LBcTxK7CEFjrKOUGSFB7XYb165dw8LCAgAgEongRz/6kZyVzWYTN2/e3KHtyCLqo9yHj0so/TjQCOVn5bVvtVqyjIHXm6/baDTg8/nEL51OJzKZjBQ+FosFPp9Ppief1L4wSSMv1G5BgjqI3cxXCvlqNJodBxKNHQleYOqgzc/Py98yGo3weDxwOByCtaCAJpNLylgMDQ1BpVLh5s2bACCyK5Ri0Gg08Hg8aDabIsNAEDo7V2S4lctlqYS6GYUcFVLjCoB0BJxO544HhochD2K2+enc1FTrdjIm1QwIfH3gTpJFiQSlDI0Sb6I0EoM4otFqtTK+uHbtGpxOJ2ZnZ2Gz2ZDL5URPsFgs7ug8PCjbzc+UI0xl8UG8CqEHxID19vYCANbW1naM7Jhw834q/ZRB3Gq1yuYABgYSpACIJJHH40EwGBQxco1GA5/PB5fLtUNDLRgMCnOYPqEMcFqtFi6XC41GA4uLizsCt9VqFU1Qt9stGxo6nQ68Xq9AEgAI+5iFkHLc99NMOSpUysuwS9r97BJwz+vB77tcLvFDYmE3NzcxMjKCyclJaDQaGeXSVx9Up5HdU97n7kKNsYqdRBazHCsDO32P6xSZmAEQLVmuMVVK2/BQYid7aGgIXq9X7ieTv1KpJF1Fj8cDt9uNdDoto2h+BhYCVDrgdhj6mHLTRa1Ww9bWliwx4GdRdudtNhtsNpvcG742SYnsONEPlexjdjspYE5VAcrDKCc0Sk1IvV4vHbbuwljZOWKcJHSEW7xIAEmn0+jr68OTTz6Jra0t2XDD4uDy5csPBMdIHyKhUwkv4srbdrst0jfAnW539ySBjQ/CDnhPiL/udDoCWeFmMGL46/W6rOvVarWyXtXhcEiDhYQh4tt5Jmg0Gvj9fgCQ2EnSC4uZ3ZLcQqGA69evy3nabrdlwsJnjeeuRqORGMxJIZNJspONRiOSyeQ9uW/dxQpH5zxn+X2+F+KLuVCCsdnr9WJmZkawjSyyuGf70zZXvjDj6btl8AyO3eKYwB0hZWJ4lONBJovsMhKTw/EjK3kq0CslBjhm5eouVqqsQtmpGRgYwN69e2VXpl6vx/T0NA4fPiwbPex2u2x2obPyQVWyOgHsYEKZzWaEQiF5HYPBgKGhIQwPD8uIyO/3Y9++fejp6ZHuDwHbrEKVHT0agbsej0dG0ATbK9veBMIrJWQ+7P5x5GYymTA5OYmBgQHBYm1ubqLT2ZaTGR4els/VjXO738ZkRGmsshlclMUJkz7u06UvBYNB6PV6ZDIZwRqq1Wo5gJUFjN1uF/1JHv4UrCYuiglaIBAQDBKxrb29veJ7Wq0Wvb296Ovrk9GHy+WS1Vw8OH0+n6wBA+5gfdlx4e8NDg7u8NUjR45g7969In/ErUv8TEwSGfgAfICVSWOSyJ/jNVL+LjFP3b/PLrtSKFd5/zweD0ZHRxEKhcTHbt++jXK5LO+Zz9eD9C8WbkpVBmBnTFIyLYHtZ9vpdIqMmDKZ6h6tKTtJmUxmBznB7XZDp9PtkBVj8kf4DFerZjIZ2f3b09MjMYOFrcvl2gEDouYeD3JKRYVCIfExyjr19fVJMul0OuH3+3foRHIDDn8mFAph//79CIVCOwpXpag4gA8UQox5SuiDEjfJ90W2826TFsI2lGPEarUq19DtdsPv90tXiAoJZrNZcM8APvBe76fx8yonC8AdgiG30iinRzxHu8erTLK5kEL5rDBhZlec8BYmagCE6EjoRKfTEUY5mdR8ZhOJBDY2NmSDFc8bxluSPJgkMdaNjIwIBpBLCohp1Gq1GB0dxczMDNxuN4Dtc3RiYgJ9fX0S6xnreBaziAY+HLPNgkepGsCvcwMSbbc402q1hLxos9kEpkF4WigUwvHjxzE4OAiVapucZDAYBAs9MDAg7/NuiiYf174wSePdjMG2G1dFgDVHdLyYxMdxTKsMwHRumkqlkvVJ1ERjJ8dutwv7iqBzYFsXslQqSbDJZrNYXV1Fo9GAyWSS9YV80FwuF0ZGRhAMBsUBfT4fxsbGxMkdDofgsRiEmNTxIGGgJpsK2K4q+/r6pPpjl2G3a0VwPXBH+Nbtdu8grjBp5uszQVB24JSmBOXy5zUaDcbGxvDVr34Vzz77LHp6etBoNHDp0iWcO3cOhUIBg4ODPxVjeb+su+PEBISHq5LFSc05MqB56FDYlokVq3mOv3iwMYHzer0YGBiQTTsazfbeakpNEEQ/ODiIsbExEb9lQE8kEjvE5SmFwiDd39+Pxx9/HKOjozJW2rt3L/bv3y/33GAwoLe3FwMDA4IhdDqdEsiA7cNSGbBZLB0/fhwHDhyQZ05J4AEgHSil8fVDoRCcTqf4WKvVEvUA/g0l5ELpZ51OB4VCQRJo4I5O2/DwMF566SX87M/+rBCHrl+/jlu3bkGv12NycvIz9TGlzI5Op0NPTw/8fr90HZRxiMx1Xg/gDtOSkwpa9/pQdjMoI8OxsEajETLN1taWdJIpkcPi12AwYGBgABqNZgdRhuQr3hu73Q6v1yvbi3Q6HYaHh8WfgO3npbe3F4FAQBJCj8eDoaEh8UOtVouxsTHMzs7CbrfLAdpoNMQXW63WjrWStHq9viOB5qYMdst5zVicsKujvKa73SteCyW0wGAwYP/+/fjWt76FX/zFX0QwGESz2cStW7ewvr4u2pYPQtZlN+vWGWUxodfrsb6+vkO7kEQ9FrLKpLteryMWi+0ghqnV2zJLlL5RjliJvWPix/WXsVhMNjIFg0HodDoZ55tMJuzbtw9+v18KKhJllNI47EaS0MKkcXx8XM5Br9eLp59+Go899pisoHS73QgEAtIo4fvy+/1CQvP7/Th27Bj27NkjeQDx391NBGVRq4zjStttsnk341ifzzj9zGaz4eDBg3jqqafw7LPPIhQKod3eVspYWVlBT08PDh48eE9JPMAXPGkk3kG5EYLG0SkdhcYDTckMAyBsVI4sgG0H3Lt3r1TGwE4dQsoPGAwGuFwuaLVaGYcRf2E0GuWB694Vy6oun8/LSFmr1YqOGt8fpXyYhHU6Hdnr6vP55GvUa2ICm0gkkEgkdrDKeb2UwZXjGZIIeKgphcKBO0kfO5HKsQ2vbTee1GKx7NB5ZBclk8kgEAjg+PHjovF17tw5LC8v48033xQ852dhyo4Ax4PE13SPSDl6IVhbpdpmhOZyOayvr8v4hV8nuYHXn1sXiPljt487odkBIWGJ3Sh2rvm3CJwGtvGJm5ubotFYq9WwtrYmu2NZ5CgTO472qKNHdjuDN/8uK3lW9pR+YCJCfBcxlDTlzlsatQUpucKf40Yg+hqwc1+50ggPYIEDQHCzbrcbe/bsER8rFouyeen9999HMpn8FF5y74wHDLsH3YcAyTyMEcCdzpDyWWaHhFMPpexTtVpFOp0WiA1HiZQ9IT6ZAsLccMQxLEkPACR5i8fjQjJiwqDcUa6cVPA9UwWCPm8wGNDf34/e3l5JPDwejwja8/0rCxgWYrt17pTdaz53Pp8PwWBQYpAyeVQyvHcjdLFbxwUL9HvCRQYGBjA+Po5Dhw7JGPHmzZtIJpM71tt9FqbsDLL4Ir5YqR3IxKqbbMhVpcTYMhYydnCTD3+WMjsc5/Jr7FATnlSv1xGNRhGNRoVsRxFvXi92qdm5ZbEL3Jlc8L0r1TVYoJK4yQKhv78f/f394hc2mw0TExPw+XwA7iSSTFJbrZboAivlsHg+K2OZ3W5Hf3//Dh/jWbtbQrnbfWLuMTQ0JAkwmxDBYBDHjh3DgQMHdkyg6vU63nrrrR3QlHthX+ikka1vBl0aRwVKhjJwp9MTjUaRzWZ3jKApEMrKgZV4f38/QqGQvLZer0c8Hse1a9cQDofR6XQQCAQwOzsLt9stbXmn0yl7Rvk1r9eLYDAoDyIre/5d5ViHSSgA+TmPxyOHq8PhkC4Nx1SUKWBg02g0kljSmXO5nGhYKfF5fACpSF+r1YTtqBzj2e127Nu3D8PDw/L+2PFgUsSfbbfb8Pl8GBkZwdDQkDj8pUuXsLq6ikAggKNHj2J8fFxGiD/+8Y8F1PwwmE6nQzqdFgIUsO1fxJiy+8LgzBFZIpGQpBHADlF5/jwxqCaTCblcTjCIfO2trS0kEgkZG/b39wu5AIAIMit1HZVjSKV0SCQSweLiouDNlN1OYLsw6evrQygUEh8g5q2np0eKjk6ns4Mdn81mEY1G0Ww2xTdZJCkF3S0WC/r7+9HT0yMJAyVyuFWD5I1sNisdKT7XHKsRIE7j7w8PD8t7r1QquHz5Mm7evAmNRoNDhw4JyD4Wi+GNN97A8vLyvXaVT2ydzrZ0BrFx3WMsFhTKbi03mHAnLYAd4tJ8/pQJnZLcx2exVCoJMcDv92N6eho+n09iFvFpN27cEN1Yn8+H4eFh6TSSBMjigvGE41omYzabDdPT0xgdHZVuEVc7chpCyAu/DkDYvHwWgN0FvHnwj4+PS3JE6Ax3KAN3sOo9PT074iwTzm71B2LRlWP6crmMixcv4vLly1Cr1Thx4gTGxsYAbE+bLl68iPX19U/lF/fS+LylUinBfAIQJjjHocrmC5nRyokc8bUkurCpQBY+n1km6wMDA7LnmhAbv98v6g4ApOBTTrO8Xq/4FwtSTtaU0wfl4gxg+145HA709vZKnGm1WkJwZfGrXOkHbBNoTp8+jXPnzslzxoRT2Qxh0TwwMLCjw+/3+zExMSGjYnbbldM6Ggs7JbudkyT6mMlkQrlcxpUrVxCPx0Xib3h4GCrVtnzRa6+9dl987AudNKbTaWES0omUB6ISs0iMAXWllKBeJj0kNACQEd3q6ioWFhZkND00NISBgQFhufLQojYcg1R/fz+cTifi8biIeNvtdqhUKuk00Wm5FaTVasnaQb/fL4GLXQIGSo7x+PtMGrkNhM7M1U6U7AG2E5JQKCRdUF6znp4e7N+/Xyp+JhcMBtSF4utSiBe4M84G7ow6eF1J6JienhZMUrFYRCqVQjweh1qtRl9fnxwi90Mf79MYCRnKjg47Jm63W8YY9DEGOeCOFptWq5Vd0AMDAxIsWNFy9RMDGXf68hBlJ0CtViOTyUhlyfENOwEqlUoA6nxtanyykuchzzGiEtOkFP9mt5k/z2QkFouJqCywzdoPh8OC7QW2fWxgYEAYtwCEZODz+URcl4QCdoIo/9Fsbq9bIyEIuIO5JHBcWb0zUZ6amsL4+DjU6u1VnpcuXcLi4iJyuZx01R5GH6vVaoJnVbKid+s60ti57R5FdxNUdDodent7BffKRICyYvF4XLQYufeX7wfY3i9NKA7lUjqdDjY2NhCNRgUmQcascs0Z4wg7gpzmAJBEpFgsCuOYPpbJZHZgDPkaTEZpbrcbo6OjO7BnLHgZvwkD4OdjMcVuqMlkEl9S4nHZOODrGgwGuN1u7N+/H2NjY1Cr1YhEIrh8+TKSySRKpZIU5w+jjwF35FyU3U+ShBKJhBDuqCLSbDZlAxCfbT6HPHOAO5OqTCaDlZUViUX1eh3hcBhra2tyfnGrlBJbGwqFhDRIqAnJapyOcGJCaTkmgpTpUY50+VrKwpi4TGUcC4fD8rzl83lsbm6KFiU/1/j4OEZGRuRrJJ7w/Aa2YyBFyAkvAiAxjphF4A6rXVlc8d7wWerv75cYGQ6H8dZbb0mR29PTI0X9/Vpx+oVOGoGdGlTsDlIlXmk8FJV4QgCCh0ylUqLYz2SJshLUfCJWja15dotKpRIWFhYwPz8vuI2+vj4MDw8Le02n0wkhhq1lJpDr6+vCXqzX67hy5Qree+89GTkyEDLRbbfbiEQimJubQywWA3AHu+R0OmVkSmkCv98vVH06qsvlkqqQzspxAn+3Uqmgr68Pg4OD8tBwrM5RDZPYTCYDl8uFgwcPCh6NY4hUKgWz2Yy9e/dK9/XmzZu4cuUKkskk3nnnnfv2ANwL62aXM4DxsKQR+sB7ROPIVpmIsavbbm/vQScRgWLwxCTSd+x2O5rNJra2tgQzOzs7i4MHDwr2y2AwYHR0FL29vTv2GKdSKWxsbMjqrU6ng/X1dVy8eFG6lqVSCUtLS1heXhbc5ubmJi5fvoxwOCzXgd1mpWYoOzNMYJg82Gw2IWERxkF5JbJcOf4hPhPYBnSz2FCuxmL3e2hoSPB/zeb2mi6tVovp6WnMzs4KNnR+fh7Xr19Hs9nE1atX75kW2/0ypc8oSVO7JY7KTg8AGdtGo1HE43EpNmw2mxxIHJeRUFCtVsXHGB/X1tZw+fJl5HI56PV67N27F8ePH5fNRMS+ut1u6XaqVCqUSiXMzc3h9u3bkniUSiXBrQHb0mFnz57FwsKCkBvYreeYmwkX16wCEJa52WzeMUXx+Xw7SFhMJIaGhgT/zbHobnGMzQbldWeRNTo6Kn5KMpbJZMLQ0BAOHjwoCxzm5+dx9uxZFItFXL58+aGOY8AHyRiMbUrtQzLouWhAqUfLaZ2SnEY/6+npkSkK2fqRSATz8/MihdfpdLC5uYnV1VWUSiXB4bP4JrSEckCczBCCxe1gykSQcRXY7o5mMhmR8iGvgfGaxQrhCCz2ge1u4Z49e4Q8B2xP9Hp6euSs5GjcYDBIY0epT6zE57LonZiYEO1EQivq9TrcbjdGRkbkOjMhVqvVOHDgAJxOJ+r1Ot5991288cYbyGQyeP/99+97HPvCSO58FGMWT7azst1OkVhKVDAJIACYYGs6I7GLyurT7/fDZrMJ1oGJpEazLfq9sbEheKFkMinbHBqNhiSbSswED0Y6GXBHk5DdPJqSTMCxCzut/D4xNE6nUwImsUUUk+bDdfDgQajVavzDP/wDCoUCwuEwnE4nJicnRZCWGCillA/lg7hNglgxdrlcLhf8fj9arRZWVlakgzoxMSFYjIsXLyKbzeL111/Hd77znQfhGvfUGCSAO7gTdjXY4VYeRAx2Go1GrofRaBRJCW6MYLHCw5RSFhaLBRaLBaVSCZubm6jX67BarbKTmhWu3W4XggK7M2azGRaLRQgifD+VSkXGNcC237FIYldZydA2Go0oFovQ6/UIBALIZDLiT6zuKRXDQ2hoaEhG4+xYGAwGhEIhLC0toVqtIpfLSSfDarVKEsNDyWAwyBYKjsKcTqd0EyKRiOx/L5VKyOfzsjKwUCjg3XffxSuvvPLAfONeGTsaZLPvht9THh48/AkjAO4A7B0OB1KplMht2Ww2WCwWpNNpRKNRtFp3dPIMBgOuXr0qUBduy2Knz2azSScE2D4YnU4nRkdHYTabMTc3J3+7WCwim83KSJyJHbeCsBgmEY+FhM1mw4EDB9DX14c33nhDiloWIBS/r1Qq2LNnD3p7e0WM2mg0ore3F53O9upNFlns4rvdbhFMr9frQvjL5/NCHNPr9QIFyWazssM9kUhIIRMIBFAoFJDL5fDuu+/i1Vdfvd8ucV+sO4lkMUscPM8qYgeBO4L+7Maq1WosLy+LVBYAwflrNBqBFVBHkALz9DF2KTc2NuT+j46Owuv1yvnLfdFMMAGIaoqym83ngBM4xjreXxYmWq0WIyMj0Gg0CIfDgvVWwsCazSaKxSLGx8dhNpuxubmJSqUCt9uNxx9/XCZ50WgUuVwOfr9f8Ljs2hoMBhiNRimaeTb09vbiyJEj0lknNpzfq9Vq8Pl8Atc5c+bMA4tjX/hOo9KazSai0SjC4bDInAB3pAYKhYK0u2kEbysxQIFAAMFgUDo0rH68Xi/6+vpgNpt37N6kXiJHMySspFIpRCIRAZSbTCbZ58lkgDI5HOkyYd0Nt2G1WmUsmMvlEA6HpUNFggUTA45hKDHS29srVbbNZhOcJseU3AVNsV92QdvtNiYnJ7Fv3z7pdiUSCVSrVZEBYcu/Wq1ibGxM8E7sBG1tbSEajUKj0WBqakoOHOKmPm/GBJ4+plLdEedm57U7GBMgzvvDCptMVXZJBgcHpdLlmOf/x957B1mWX/Xhn/tyTp3j5LCzq13tStqVtJKQlgwucCiDqTLgAKgKowKDZRemwEVw/XBAUEaALRtsBDhgYVwEsysJSytpWW/S7EoTdvL0TPd07tcv5/d+f7z5nHfut2/P9PR0T4e5p6pnul+47757z/eEz/mc86UxXlxclEAyHo/LNlwrKyuCFumxFHzdsWPHZAtKAGK8dZMCub66S5RoOJF7lvU4640NF61WCxMTEzJnE+g6DXadc9QPG3pYAiLvjQTwI0eOIBqNii6z07K/v982w5KoEbtw6/U6zp07h3PnzmFwcBBPP/20JGIbGQe1WyWfz0uABfTGf+kuagpRF14joMdxJMrIsmI6nZbufN5vVmhIUWi329IUdfHiRVy6dEkSCnIkaR/I8xocHJTSXLvdlueZmESjURw5cgSHDx+2NbnohgUm7UeOHMHx48dl+816vY5oNIrDhw/bRkdxpyw+poMD0oFWV1exsrIiXDfuCFStVpFOpwWdZ+e6Hq6su8mvXLmCmzdvot1uy3kAe9eOUczmPu4YpJFsXUbVHG4mm9yKkrsysRN6dnbWdj/0faJ94mxe7SvZHKd9KsvQ9N+tVksqhEyg6Cs5vYLCXWkY+MZiMZw4cUKoUa1WS3afIY9Rd85zP2gCNp1OB8PDwzI2js24RCsTiQRarRZmZmaE3sYKICuUbHBjMEzgZ2pqCpZl4dSpU9IU8yB17KEKGoHeXtK6TEDHS+NESNqEq/ladpJSaXmTV1ZWcO3aNSmpcRB3KBSSZgka4GQyiVqtZhuwzLIyy87VahXnzp3D22+/La/jVlzmOCC9ETkA4UjSqPEcSTTmaB+W1jnEt93uzreLxWI4duwYxsfHpYObg2gnJycFdWIpenx8XGZ70ZgQYeJooKWlJdy4cQPZbFa4awBw8+ZNvPXWW3j11Vfx/PPP49atW9usBQ9W/H4/+vr65Fo4dcsRGWGQybIryytAV0c4+og6zCYDv98vJTuPxyOzQlkGBLqo+dLSEl577TXZ6cWyLCwvL8v+pABkLJMeistOd73NI4cz0yC3291t0VZWVhAKhSRobLfbOHToEJ544gkMDAzYnPzg4CD6+/thWd3tMi9fvoxms4nx8XGhboTDYRkBxA5HooacCcggkKgRx22w+5HlqLm5OXzhC1+wdZPvVdG0CDY0sfqhRTe1MUDjdeOgcyYrnOoQDodRKBSkyYBlbO4vToR5cnISY2Njch4+n08QStosAJiZmcH09LToIvdn1qOoisUiLl26JBUZoDcqjNMbGMyxS5V20+v14p3vfCfe+973YnBwEJ1ORxxpIpGQsU25XE44b9yAgfME0+k0jh07JuPNCCK0Wi2xpQAk8JyYmMB73vMeef3i4iKuXr2K8+fP4+WXX97yrtWdFvpJ3dBIoQ6Zk0oITuhpCey09/m6GzgQKR4cHJQtBkulEjwej/DruZUu0PWBMzMzuHTpklxj0p3M7VuLxSIWFhZszSts+tLfIZFISMWEI5v4XbimgsEgnnrqKbz//e8XHeNWrNwCkpM/VlZWbGOMiCCyuYpJMZHTxx57DE8//bRUl5aWllAsFvGe97wH3/Vd3yWbNqysrGBpaQmXLl3Ciy++uCMTHh6q8vR6wr1bNTdI72dMB8XAq1gsypBRGrxMJoN0Oi2lWyobydxcHGYHMjN5vo5jgoCugt+8eROLi4vSScbRKhoprVara5SHyBTHWuTzeVlApVLJRtKt1Wrw+/3SBLSwsICzZ89icnISfX19CAaDco3Y8n/mzBlMTU3hypUrOHfunOy1zfJosVjE0aNHceDAAen+5BaA7I4cGRnB6uoqqtUqvv71r8suF/tN6JSIAutmKnZa6oBfc7fM8TvsjuZOPeSZxuNxoTowEy6Xy7JVHJMd7kxBh9psNnHjxg1ppgK6zvvs2bMolUqykwsNvd7CjST5WCwmzVVsMiDfjqg+Z+KxtEWuLnmv5Ml2Oh2cOnUKBw4cwNTUFK5fv47p6WlMT08jk8lgbGwMV69eFb4Z+UTRaBSvvPIKyuUyLl++jEgkgr6+Phw/flxK3G+88caeR33WEzZMAWs3OmDpUA/6JhpI5Ix2rFqt4saNG4LmEsUBIJQX0hLI22YQxWQlEAhgcXFRkhAG6wBEn0qlEq5duyZNZABk5yBNi9CNF7rxz+v1yhQJni8b/4joszktEokIMsVS5WOPPYbjx4/j+vXruHr1Kkqlkti/vr4+mZ1bLpfR19eHgYEBBAIBvPHGG4K6E00cGRmR2YOXL1/e0TE62ymsWDGw0o0uROO0HpKrrJuLAAiHnk2qLPlzUki1WpUZiKR3ESX3eDwyL3Z6elp0TDd/6M9nMxP1iU1ger96PUKKCTGPe/DgQQwMDMgUDJ6Dpq2Vy2Vp4JmamkKlUsHMzIwEhrFYDMvLy1hcXJTjJJNJmSoRCASQTqfR6XT3bCfoxPW3uLgo3f2VSgUXLlxYM9f2QcpDhzQ6CZEPszmB2QFHiRB9pIMlhM5uTY3QAL0Ar1AoSHbLhXTjxg1cvHhRDEyj0cCNGzdw8+ZNIYaz61qXlUulEi5duiSGDujtvMJ9gXk8y7IwOTkpSA6V9ZFHHhHEplAo4Pr16ygUClIypgM4cOAAjh07Jo0DHN0SDodt/KGbN28CAI4dO4ahoSF0Oh3ZCiyRSODw4cPSSUykcWhoSDgjQG+/z/0qi4uLuHTpEhYWFmx6Fg6HZSwS0Mvm2+22jMCgQ2w0GpidnRUuLAB5Lbll1DGO2rl27ZotQOQ4JY1ectSTHonDUhv1rlwuY25uTkpJgL3ZgKUhGr7h4WEpG+dyOUxPT6PZbMroFHITjx49imeeeUYaBxqNhozmYDc9r12hUMDo6Kgg1KVSSfY9PnXqlOjYzMwMFhYWJIPXDTT7WZxm0pJzViwWpdEFgCSpq6ur4py4NVsikcDy8rIkEalUCkNDQyiVSpiamhLnGovFMDs7izNnzggvkQGmTkxYxtNNYeyeZokbgMzT5M4jAKSzlJsQEJ1hCZTOm9yxZrMpI6XK5TJKpRKOHj2K5557TrZo1eOfGGAuLi7iwoULyOfzgmACECTo0KFDeOSRR2SXkqmpKZw+fRpLS0t44oknpNS5XwNGChsudZLLdasrE6xq9fX12Sp1mp6jubjk2NMH6l1QWJpm8suqGhtcaDPpo+gDmQBpO8YmGt19z3Njws2qx/Xr19HpdKTxkJ38mo/Jisljjz2Gp556CslkUniIyWQSzz33HB577DHxlVeuXEGpVMLQ0JBUR+bn5/H222+jUCjg4MGDomOXLl3Cyy+/DAD4pm/6JqFs7GTACLhIo4gJt5P3xd+BHm+DO3/QABOVLJfLWF5eFmVkIMAFAXS5EuyI4gBVGmtmH7rNnxwKChFKPWS80WgIb02PryAvksN3uUNNOp2WrJooJUunHKBK/lo8HkcymcTS0hIWFxclIycZmMHK5OQkWq0W+vv7pQxFJIkEYr0X5rVr1/Diiy9uaCL+fhGzWYEjK3RJ0bIsQcm4wwofZwCgZ4gyu+auRAAkKFteXl4zi5Rz+4h60xCxFAlAysYs/wJdY8sSJR+rVquYm5uTrns+Rl0kQZ684EwmgwMHDuD1119HsVhEoVBAIpGQZGNxcVH4rRxgr/mwhw8fRqvVwtmzZzE7O4tisYjr168jmUwil8tJAFGpVDA/P49z587hS1/60kOlY1qI0LGLWYt2uLQjTJ6pZ7qcCPS20+OxmRjOzs5KowApCkwKiLRwwD0dOrtp+Xn8HK4JjWYvLi7K/EN2Ys/Ozgo1guNbAoEARkZGcPjwYYRCIeTzefj9fjz22GNYWlrC8PAwZmdnMTU1hddee012/eBxbt26hUOHDsnWhYVCAcViEVNTU9LoR9SKNjIUCuHP//zPHRuR9qvopATo2SAttFfJZFLK00BvlBIbOBgAFYtFXLlyBX6/X+wYEc2pqSlJVsgrvXz5sg1g4YQOTgYAejty6WoNkxXSgABI0xMbUalPHBBPO8TqBjnfgUBAPv/YsWNIJBL4yle+IuOJqC/smSBv/cknn5RNF7LZLEqlklRslpeXhU7CXXUWFxfxP/7H/9g1OuYGjXcQlnm4SMhPYKka6M0gJNzNrk52kabT6TXjB+jIObuO6CNJu3xtqVTCwsKCbeYVuWK6lEu0c2BgANPT09IMUSgUcPbsWelOY/mHs9pIGqbhJjm4WCwim81KhzaDznw+L8b36NGjeOuttzAzM4PFxUW8/fbbMlMvFoshn8/j6tWriEQiMoj51q1bKJfLOHv2LM6cOfOgb+euE0130Jk4y1/M0ElpyOfzUn7RjQFEyTWHi52F1FUO5x4ZGcG1a9fk85rNJubn53Hr1i0x4BxhopOVer0u/C4GIEwY9DzHQqGAM2fOYGBgQBx6rVbD9PQ0JicnZSxVoVDA5cuXcfr0adsORysrK5ienrZx7hYWFrC0tISLFy/Kbjjci/vChQsyBmVsbEzoFxcvXtxVQ+B3QhgYsjxoCgNG2hGS+BnoE7VmAkjbAPR229JdxdFoFCdOnEAsFsPMzIyN50i6hU7AK5UKVlZWJOAgkklHCkASTAZw+nVMfLlmLl68iIGBASmJdjodXL58GS+99JJ0eJPXWCgUcOrUKZw4cQJf//rXMT09LZMGhoaGcPz4cczOzqJQKODixYsIhUIYGhrCiRMnBJ0lbcIVyKQEPa9xfn5eeK2s1JHnvLq6Ks143J2N3D8mr9xZhjQb8grT6bTQLajXbOpkVRDoJshMcvhYPp/H1NSU7AoEdBPd+fl5Qfj42MLCAoaHh4UbXq1Wsby8jMceewyTk5NIJBIolUq4deuWBLC0Y6TfBAIBsXkcB1QsFjEwMIDx8XFcvHhRppP4fD5kMhkcPHgQ5XIZ+Xwely9fxqVLlx7MTdyguOXpO4jO0EnGTiQSkmUAvXJiNBoViBzo8s+4Wwp3PWCHGNE3GktOo2c2wwXG0iG78IBe5q2zcZLD8/m8zaHrJhs6b63gdBpETbmrBtBtTvna174mzS+cPXjt2jV0Oh0cOHBAStwsW7/jHe/A448/LjMfy+WyNPNcuXJFsrL9XIa+F2GgpxEd8hHZaKR1YXx8XLbiArpozYkTJ9Df3y+lIZZvOABbl8uy2aw0yzDoLBaLEljq8VPcN1bPN6PB0ygQZ4gyc+fIJXNIre66ZilPBxwsKdZqNVy/fh2RSATvfve7cejQISkf5nI5nDx5EidOnJBtFDlI9/Lly7hx48auHJq8k6I5gxQGWnoPa46bYaOSbowZHR2Vna54HzlySQdzTIgZbNFukGrBMSpAN7lgNYN6x6YpctsACLdSb9fG5Je7bLAxg/bP7/dLV+ns7CyuXbsGy7Jw6NAh21BqzpQk1YYNDNyLmEPBi8UifD6f2DmW4l3pChNXp/E8rBLooJHNV7op6siRI7adeli94Gg33nv6SFZL+FraM9IjgK6OXbt2DdPT0zYub6fTsQW4bLxh8w2/E7cq5MBs+tlYLIZ0Oi06dvnyZbzwwgt4/fXXpV+AVCIGrclkUpLi+fl5iSXYXMXuaY4oIjK7G32lizRuUOiEPR6PdEwBEK6CJngDkI3cOROOu29wzAVRIgC2fZ9pVP1+v3DFONgb6HGUeEygN/NK74TB8pLOvBqNBm7duiULh5A5AwdNemdGxoCTjRXcum58fFxKRpVKBbOzs7IbiIb4v/rVr64pZ7jiLETsWLrV6DTLx7oUDPSCgtXVVUElOXCesw8ByOgQZuR06CRzk9cGdHWY41sY6NVqNeGz6iHd7NbWesctvTjwuFarYWlpCdevX0er1ZKxFsViEVevXpW9rpmNM5hIpVI4ePAgzpw5g3K5jPn5eczOzkqjGXXstddec3XsHoWJBXWJc0GHh4dlFxgAtuYSJgfs2O/v77fx2/SIJCLQRF30mCegl+jqZIUBBrds5euYVAwMDODKlSui5wxIyU9kQEcuHADpgB4bGxN7SsddLBYxMjKCY8eO4e2335ZyINcfuZW1Wg1f/OIXHfeedmV9YQ+AnkhSqVSkuVJPisjn88jlcjLlwOPxCHdR82OJKvt8PtExbqLg9/ttkyn4u96HnGihnudIG8pmUNqVmzdvIh6PY35+Xvz14uIipqenbdx06tj4+LjoLn0q+bhELqvVquyCUywWkUqlMDs7i3q9jpdeesk2e3m3ihs03oNw9p7moLEzj8OCuRA6nQ5u3bqF5eVlmZXIrb/oAJ24F3TowWBQRgAsLCzIomMHJDmLQG9xciyFzqZWVlZsWYs28FxUc3NzOHv2rMxfZOCxvLwse/YyiOQ0/YmJCRlmXi6XcfHiRUGLZmdnbc7BlY0LOxC19Pf3ywBr8sjYWaiHVjMQ1MGA1keihJw7yuYtDsEFunrB7kZNw2Awq7lubHBg2Y8Zfy6Xk0YKvn9ubg5XrlzBsWPHpEGmXq8jl8vJCKlkMonV1VUZzTQ4OIjR0VEkk0mUSiVcuHBBZp5qpMDVsXsT3jc9LYKD4DkbjsF/PB4aW26ZAADzpUlEQVQXfhXRQ1JZSENhEOf1eqVxSyONejcfSiAQkKHy+jzMMnatVsPNmzeFF04dW1xclAY+6u709DTOnz+PoaEhSczp/IeHh+H3+5FKpbCysiL6efz4cRw4cADJZFJG/kQiEfh8Ppv+uwHjvYvm2AOQJiuWXsmPJsK2vLwstCvqXLValeQAgOw4w4Yc2jHqkk5+K5WKNKfqTQrYkU29IWCzurpq40jOzc1J8xXBlKmpKbz00kuy6xsrKWyYYuMMm2Y4W7fZbOLMmTOYnZ3F9evXkUqlRBd1hWcviBs0bkL0zdXNAjQw5DMGg0FbJk7YmdA8nT9LRZobRkfP91EKhQLm5+dtiBP5YSyFdzrdXUdWV1eFhK4DSfIwSRbnvEgOPtUdbpwTyPI5xxOUSiUp2wDdbsnnn38ewNqmIlfuT7LZrOw1WiwWZcAt+aN08kA3iclkMojFYrayEI/DreGAHoqku6mBXrMMBzUDPeTaRLNZqtOJCbm5pF3w/PTgWgZ+3MGl0+lgcHAQMzMzsl/12NiYbAHI8//Lv/xLAGubily5d9GlL/JYb926JfYtHA5jcnJSdrliiZAca/Jb6fwnJyeFCzg7OyufwSYDOl4GBNls1qZ77PrXPEugS6/hxge6GYwcX62jnNzAUqNuwujv78fExARu3ryJUqmE69evY2BgQBoWAGB1dRVf+cpXbLbYla0RonOkugA9dJpItKZ3JZNJ2VWn2WxKssKxY7Q9tEk6+fB4PLKFpO42ZlJSLpcFvazX6wKI6GH/TLA155x8f/Y3sBmU4/LGx8cxMTEhVbepqSn09/fLDltA11b+1V/9lXzGXhM3aLxPoZHSwqCLhlgbH85LJKLIzFkjQkA3s71+/ToASPbOERWEv3U5cWpqShAZoJc9cXwE5+CRwK2bawjPh0IhgfhrtZpskTU8PIxDhw4JZ+zKlSsIBoN46aWXbERj18huj9TrdZw9exZAr5OVmTIDNzp68iGbzabslhAIBJDJZCSAYxLDLfg4xB7o6i53MWI5nJ/X6XQwOzsrxpqoUzKZRDgclsCiVCoJZYMGmygAjSm5SfPz85iZmcGBAwdw4MABnDt3TlDFcrmMt99+W4w7kyFXtl7YNKWFdow0FiJ9HMFD6gGpNyzvslGLQkSZKBLHsWQyGayurtq6t3Wnvz63QCCAVCpl2yGJukabyQYyDidnd2ulUoHf78fw8DAOHz4s8zrPnz+PUCiEV155xdaw4erY9gibYwC7HSOAojc34FagnA2qm7WYgJBzTQCFSQL9Km1ZIBCQDSMqlQqmp6eFe81j8jhEITVNiKg4/TD1IxaLIRQKCerJvaWXl5dx5swZQa59Ph/eeustobDtdR1zg8ZtEDarpFIpW3BI5EbzGQEIGqk7x8hbZDMB0Ntxg4EhFY+zEDWBnUGcLmEDkNI2y0sM+iKRCCYnJ2WnEY7+4Z6uly9flvO4cOECLl68uCtJuvtdeM1pkAYHB20lHY5Q4jxRALJt1/DwMNrtNmZmZgD0trjU+6pz5xd2y+uufe580Wg0pDTEAfU6YeA+sRxhQXSd2wQODAxIJz3LOiMjI3jjjTdET2/evInp6WlXx3ZQ8vk8Tp8+LU1ZdMxAd0g3u0EBSDk4m80im82KHQsEAjIKSSOIbKLRDRRMhAqFguguG2E0r5vnxkkQiUQC2WxW9JfUmZWVFUxNTdm4wOR0A8D169dx48YNl96wA8J7yYpGf38/lpaWJKElwqc5itq+0V8Cvd2FSJHg8XUCQ33kVIZoNGprnItEIhgeHkaj0cDMzIy8PplMIpPJyFQH6tjk5CTa7TauXbsmI324K5Mek7cf7ZgbNG6TkP9I4TgLr9cr/C+gq6zj4+PSIaq7zOLxuI3jxgYDdstyJA7nROpGFnYscrcOv98vzQXf8A3fgMHBQbz66quYn59Hs9lEKpXCBz/4QeG+cXTJ5z//ebz44otCjNffx5WdlXK5LGg0AEka2ESgZ5OVSiUsLS1JqYeoNruuOSyZ1AUOaefgdiYxgL2kEggEZHQKH4/H43juuedw6NAhvPLKK5ifn0ej0UA6ncY3fMM3CDo6Pz+PQqGA//bf/hv8fv+arf1cHdt54Qw7CkuDpNoQPeGOHpFIREYzcVrE2NiYVDkACB8XgC3h4Ggp8rvZZDUxMYEDBw5gZWVFplYkk0l8+MMfxsTEBL7yla/IrMhAIIBjx47JaK8bN24gl8vhv/7X/2qbAai/jys7K9wxjdLpdHcQY3Mn7ZjX65UNM8iJpB8l/1E3+YXDYUQiEVvFhLtaabTP4/FgcnIShw4dwvXr1yXgCwQCOHHiBCYnJ1Eul3H+/HkZT0f+NYGg1dVVfPrTn34o7JgbND5AYVerFnIswuGwjSzu9/ul4UbvFxuPx6UzVY8H8Hg8SCaTSCQSEpT29fVhZGRE+GQAZLg2955mBn79+nW88MILeOWVV2zBrjteYm9Jq9Vas6UkRyVxGyredzZW6XIgH9MGGYBk63q+GQChTAAQnhBLmizrsGx05coV/Omf/ilefvllm44R7XZlbwh3tNJSqVRw9epVDA0N2XY3Ii+MyTIAaZaq1Wri5AE7NWJpaUmoO0tLS9JkRxtZqVSQy+VsY0pox77whS/gS1/6kq3q4tqxvSXNZnPNnFXqDXmRtGPshNZ0GL/fj7GxMel+pk2MRqOYnJxEJBKR+YxMtqvVqtC/crmcbDmpp55w2PgXvvAFvPrqq7YS98Nix9ygcYelXC6LAdacxpWVFeRyOfT399sGP3NUAflqQC+TYacY0cpMJoPJyUk0Gg1cu3ZNOp//6I/+SLZwIoqwsLAgW9O5sr+kVqvJvaWOdTodzMzMYH5+HiMjI2L8NFFcj2sKhUIYHh5GNBqVRhWgy+s5deoU/H4/vvCFL6BYLGJxcRG/93u/JyMzWAKan58XTpMr+0uYEJtJMe3Y4cOHbTw2JrhsaKE4bXnI4c/BYFCaCRYXF/Hf//t/l0YEBgu6CceV/SXkRedyuTV2bHZ2VmY8ApCB/0NDQwAgPEaOetIJC4NQbibw1ltvAejaq//4H/+j2DHSwh52O2YB2F/YqSuuuOKKK6644oorWy7ujjCuuOKKK6644oorrtxV3KDRFVdcccUVV1xxxZW7ihs0uuKKK6644oorrrhyV3GDRldcccUVV1xxxRVX7ipu0OiKK6644oorrrjiyl3FDRpdccUVV1xxxRVXXLmruEGjK6644oorrrjiiit3FTdodMUVV1xxxRVXXHHlruIGja644oorrrjiiiuu3FXcoNEVV1xxxRVXXHHFlbuKu/f0HpZkMonv/u7vlj2Er169Kvv8uuLKVkgqlcJf+2t/DYVCAZcvX8a1a9dcHXNlS4V2LJvN4ubNm7h8+TKKxeJOn5Yr+0ioY8vLy7h69Spu3rzp6tgmxQ0a96iEw2F8z/d8D97//vdjfn4eL730EhYXFxEKhZDNZmXjdldc2axEIhH84A/+IB599FGUSiUUCgUsLy8jHA5jZWXF1TFX7ltCoRD+/t//+3jiiSeQz+fx+c9/Hrdu3QIA16m7siUSiUTwfd/3fXjmmWeQzWZRr9eRz+fh8XhQKBRcO3aPYgFwr9gek1gshieffBJDQ0NIpVJYXl7G22+/Da/Xi4mJCXQ6HXz2s59Fu93e6VN1ZY9KNBrFiRMnMDAwgP7+fpTLZZw7dw5+vx8TExOoVqt48cUXXR1zZdMSjUZx4MABHDt2DIlEAvl8HhcvXkQoFEIsFkOxWMSbb77pOnVXNi2xWAyPPfYY+vr6kE6nUSgUcOnSJTQaDYyNjaHVauGll15y7dg9iBs07jFJp9P4B//gH2BhYQFf/epX4fF4YFkWBgYGMDQ0BMuy0N/fj1arhd/6rd9Cq9Xa6VN2ZY9Jf38/Pvaxj2FmZgZf+9rXUCgU4PP5kE6n0d/fj2QyiVgshmw2iz/4gz9wdcyVe5a+vj78xE/8BGZnZ/HVr34VlmWhVqshFouhr68PsVgM8Xgc9Xod//k//2dXx1y5Z+nr68NHP/pRAVXy+Tx8Ph/6+/vh9/sRDAaRSCTg8XjwO7/zO66ObVDc8vQeEi6CRx55REqFMzMziEaj8Pl8KJVKyGQyOH78OFKpFEKhEH71V3/VXQyubFgGBwfxz/7ZP8OBAwfQ19eHQqGAixcvIplMIhqNolqtIhwO48iRI0in00in0/jkJz/p6pgrG5b+/n58/OMfx6FDhzA5OYlbt24hm80imUzCsiysrq5ieHgYR44cQSKRQCwWw6//+q+7OubKhmVwcFB0bGFhAbVaDXNzc2g0GohEIohEIggGgzhy5AiGhoaQTCZdX7lBcZHGPSL9/f34uZ/7OViWhcHBQfT396NYLOLll1/G1atXUavV8OijjwoUv7S0BMuy8Oqrr7oG15UNyfDwMP7lv/yX6OvrQzweR7PZRDabxblz51AsFlEqlTAxMYHDhw9jeHgY+Xwe1WoVX/ziF/GpT33KLfG4clcZGBjAJz7xCfj9frTbbWQyGczNzaFQKGB6ehqWZaGvrw/Hjx9Hp9NBu91GKBTCCy+8gF//9V93dcyVu8rg4CB+7dd+DalUCtVqFR6PB7VaDcvLy1hZWUG9XkcikcDIyAi8Xi9qtRoSiQS+8IUv4JOf/KSrY3cRN2jcA5JMJvGDP/iDOHLkCAKBAGKxGAqFAtLpNDweD+r1OhYXFzE8PIxgMIhyuYxCoYBqtYparYZXX30V//t//2+XG+TKupJKpfCjP/qjmJycxODgILxeL5rNJprNJkqlEnw+HzweD8LhMJrNJgCg0WhgdnYWhUIBp0+fxp/92Z+5OubKupJIJPBjP/ZjeNe73oVarQav14t2u416vY5UKoVisYh8Pi+vJaq9tLSEhYUFnDt3Dn/8x3/s6pgr60oqlcKP//iP4/jx48hkMigWi6JnXq9XGvpoyyqVCprNJvL5PCzLwunTp/GHf/iHro7dQdygcZdLNBrFj/zIj+CRRx5BPB5HOp1GsVjE3NwcstksotGoLIpIJIJqtYpmsykBI7vF3nrrLbzyyivuYnBljcRiMfzQD/0Qjhw5gkwmg1QqhUajgXw+jxs3bqBSqSAUCiEej6NWq6FSqcDv94uOVSoV1Ot1nD9/Hl/+8pddHXNljcTjcXz/938/HnvsMQwPD6NUKsGyLNGzdruNVquFSqWCfD4Pv9+PWCyGTqeDYrGIQqEAv9+P06dP48UXX3R1zJU1EolE8Nf/+l/HI488guHhYamY1Go13Lp1CysrK2g0GiiXy+h0OvD5fAgEAqhUKsjlckgkEmi1WnjllVdcO3YHcTmNu1gikQieffZZdDodhMNhpNNp+P1+xONxRKNRLC0tSdbk8XgEDeJ78/k8VlZWkM1mMTIygve85z147bXX3MXgikg0GsWHP/xhBINBxGIxRCIRCRBDoRBarRay2ayUCUOhEJLJJFqtloyuqFQqqFQqmJycxLPPPouXXnrJ1TFXRGKxGD7ykY+gXq8jl8thZGQE8XgcHo8HyWRSnHqhUEAqlUIikZASYqvVQrlcRq1WQy6Xw+TkJL75m78Zn/vc51wdc0WEdgwAcrkcksmkoIuJRAI+XzfUqVQq8pzH40Gn00EikUAmk8HCwgKy2SwOHz4Mn8+HL3zhC66OOYgbNO5SCQaDePe73416vY6pqSkMDg5iYGAAoVBISoc+nw+HDh1CLpfD8vKyoD+VSkUy+Fqthna7jVKphIGBATz66KM4c+bMTn89V3aBBAIBPPvsswgGg7h165Y0VJEoHovFcPDgQUxOTtrKOs1mE5VKBYFAAMViEdVqVQLL0dFRvPOd73RHpbgCoGvH3vWud6FcLiObzWJxcRH9/f04ePAgPB4P8vk8ms0mMpkMBgcH4fP5UCwWsbq6KqhQqVRCq9USvUulUjh16hTOnj2701/PlV0gwWAQ73vf+2BZFjqdDrLZLIaHhxEKhVCtVrG8vIxGo4FWq4VUKoVoNCrl6GKxiHa7jUajISAM0KVHPProozh79qxrxwxxg8ZdKIFAAMePHxd0x+v1YmFhATdu3MDBgweRTCbh9XoRj8fh9/tRLBYFYSyVSmi328hms5idnUW1WkWr1YJlWWi1Wjhw4AAsy8KZM2fcxfAQSyAQwKFDh1AoFNBut6VkU61W0Wg0hC9bq9UE5VldXUUqlZLXlctlLCwsoNFowOfzoVwuY3V1FaOjo2i323jrrbd2+mu6soMSCARw5MgRFAoFxGIxaTq4du0aWq0WBgcHUalU4PF4EAgEUCqVJNktl8vSSV0oFFAqlVCv11Gv11EqlTA4OIhGo4GLFy/u9Nd0ZQclGAzixIkTKJfLaLfbQnmYn59HLBZDKpVCrVYTygMAGyVieXkZuVwO9Xod1WoV1WoVfr8flmXhyJEjCIVCeOONN1xfqcQNGneZeL1eTE5OotPpSANCuVzGzMwM6vU6KpUKDhw4gHg8DqC7ABYWFsSYzs7OolQqIZfLoVKpoFqtwuv1CnfD5/Ph4MGDaDQaePvtt3f427qyE+Lz+TA+Pi6oIQNFy7IQjUaRTCbx1ltvYXBwUJIS7pywsrKCpaUlzM7Ois4xi2eH/urqKuLxOA4dOoRr167t8Ld1ZSeEia9lWYLkrK6uIhqNYmxsTKoitGn1eh2dTgeNRkPQn1qtJg19jUYDjUYDnU4Hfr8fzWYT6XQaBw8exPXr13f667qyA+L3+3Hs2DEJAqlD6XQaExMTiMViKJfLYp9Ip2m1WpIILy8vo9lsIhQKoVKpiM8NhULodDoYGhrCE088gTfffHOnv+6uETdo3EXi9XoxPDwMy7JgWRYAoFwuw+PxoN1uw+/3Y2lpCQMDA2g2m1hZWcHKyooYX80vq1Qq0pno9XoFuq/VagLTj4+PY3p6eoe/tSsPUnw+nyQlDPTq9TrC4bDoWDqdRjKZhMfjQaVSwdzcHObm5lCr1bCysoJyuSzvJZJNg+3z+VCr1VCv1xEMBtHf34+lpaWd/tquPEDxer0YGxsDAEFoqC+NRgOlUgmRSASjo6OYm5vDlStXkMvl4PV6pZuVyUyz2RTdYlDJQNTr9aK/vx+1Wg2zs7M7+ZVdecDi8/kwMTGBWq2GUCgEv98Pn8+HZrOJWq2GxcVFTE5OotVq4caNG8JXZPk5FAoBACzLgs/nQ6fTkb4AoJv4VqtVtNttBAIBHD16FJcvX96x77ubxA0ad4l4PB5kMhnZGYFBHsm6LAkuLi4imUzKDKpCoYByuYzl5WVUKhV4vV60Wi1BKBmANhoNAEC1WhV0KJVKod1uy16vruxv8Xg86O/vBwBJSmq1GprNJrxeL8LhMLLZLKanpxGNRhEOhzE/P4+ZmRnMzs4KV5bHqtfrqNVq6HQ6qNfr8Pv9EoxSYrEY2u02VlZWHvwXduWBC5tbPB4PWq2WJKycfddutzE/P49CoYDR0VEEAgGxTwsLC1IN4WOdTkdsIRFLIuREuv1+P5LJJHK53A5/e1cehNBX1ut1eDweQQXZ3FKtVnHhwgWUy2VkMhnh0hLRpj4FAgHp2AcgPpYgTa1Wk7+j0ShGR0ddXwl35M6uEMuypMPL7/fD7/fD6/XC7/cjHA7L9PpMJoNIJIJMJiNwOss+LB/6fD74fD4hjgMQp25ZFgqFAorFojj/TqeDQqGAubm5nbwErmyzWJaFZDKJQCCAQCAg4yZCoRB8Ph+8Xi8GBgYQiUTQaDSQTCbR19cnOra0tIRSqbSmS7/dbsssR8uy4PF4UC6XBf1uNBpot9vCiXRl/4rH45Gu6Gg0ilgshlAoJIFhNBpFJpNBMpmE3+9HPp+XoLBcLqNcLiMYDMr4HSJAXq9XStTNZhONRgP1el1QpWKxKMikGzjub/F4PLL1XyAQQDAYlP/D4bDshFatViVhrdVqYq+oQ7R7Ho8HpVJJEmfaQjb48X8mQCxpP8ziIo07LJZliaElkZf7SQO9gA+AdBPW63WB4pkp1et1yZyazaZkU/zh+/leZmbNZlP24ORgXVf2l1iWJeVnJgs68OP/1WoVwWAQ1WoVq6urmJ2dhWVZQgwHujpENNvr9UrGziYHZvtEyAHIDNF6vY5yubwDV8CV7RbLshCJROTvZrNpQwmJOLLxJR6Po91uo1gsCmIEQPSTHMZIJIJWqyW2kcfTKCSRzGAwiHg8LiVIV/aXMPGgLujHGQRSVxhEkr7FxIWNfUTC9fvYdFqpVIROYVmW2LtGo+HqGNygcUeFhlZzFoPBIICuUw8Gg+KYAdjK1vV6He12W4jhZvmGkD0DUH0cOniWeMgLAeAGjvtMLMsSnWICQYNrWZaMbuK2bgBkRiN3UOB4HTp0y7IkQaFQf2hwNcpIThpRpGq1+iAvgSvbLHTarVZL7jNLyHTS8XgcrVYLpVJJOu/puGn/mNQSCae+Mjmm7jAg5fH5PNBtwHnYnfp+FCa+9Gn8oW9j4kAeYiQSse0AQ18KdBtomPRWKhWbLhFIabVa8Pv9Nv3iD31rsVjc4auyM+IGjTsk2pkzcwqHwwgEAmg2m5J5s1QNQErMOvshMgn0snR9XI/HI8a41WqJ8+djdOztdlvQJ3fvzf0h1CnzMQBiKP1+v6CCTCKobxxBwXFN1BM9xon8M3bBkuNIQjkTG+pUKBSS17iyPyQQCKxJRmhHKpWKjVcdi8VkK0rd2FKr1QD09JJ6RZvl8/lQKBSkSYbcWf251Cki3zqpcWVvC3WMvpK2iFQG6hGTjVgsZkO7mZSQkgP0/CXQbdRiM5auoBCgoW5R18LhsIz5edjEDRp3QMhhJOdQB2xUdGZRDCCZTTHzCYVCiMViwu3ha/1+v610w+c1mlStVsU4N5tNWXydTgfRaBTFYtF16ntciGITmabQyNLQ0kjG43EhgrOphTrI94fDYUlQ+BlErWu1miQg/J8JkHbs7XZb9nx1dWzvSyAQANBLfAGIXWHy4fP5bE6eI1B0Usu9qHWyzKCQOkt9AyDvp63T9J52u41EIoFcLvdQOvX9JgRBANgSUKKC/GGQ12w2ZdQO0LVb3BCD9owlafpI6hYpOkQZya3lVr38rFarJTr2sNkxN2h8wOLxeGRPVc3LALrjdThTkdmNDiRZiubQZZYIWQKkk2cwQKdNo8vPYCCpDTmDRsuykE6nsbq66hrcPSpsauH4ElP0/W61WigWi5KB6+YpNr1oRJHPcaA3OUakRVBPaXCpQ/p3Bqmcx+fK3pRIJCJJKhMFkyYTDAYFMQQgASLRSG3fmMDoyRF09kxm6Li55zmDRn42ALGDfX19WFlZcRHHPSoej0dQaQC2yppG/jQFhsAIgz2OZuL/bJphiZk+V/MhSRMj2JJOpyU5LhQKouuWZaG/v/+h0zE3aHyA4vF4kEqlHMsqzJAA++LgAmA3NdDjorGLKxAIiBIzE+frCNdzdl6pVBKHrhsV+Dffz8DxYVoM+0G8Xi+OHj2KTqcjpUGta3TE/J1Gl7zWaDQqRpZlZF0SNFEdJiF8jM8DsNEimKRQ5/x+PzKZDFZWVtzAcY+JptJo50190g0r5IbR0dO28Z5Td6LRKEKhkG0OIx251jmTVqOTEQDi9Bl8Dg8PY35+3jF5cmX3CsfqaB6/TiQ0p1E3+NGHaTpNNBqVih2nkwAQP0iEkc8TfeRnkqOtfSePz1mhi4uLD40dc4PGByQc3K2dp+78A3p8CRpWoMcJo+Gl8dU8M75XG1E6ej3zjJwzksl1qVIbcy48DmZ2A8e9IR6PB+Pj4wgGg8hms7YGKCdkm3rCJITzypLJJMLhMIrFoqA5fB35QGxiYMMBO/s5vJloNvXM7KalsU6n07JvtSu7X9jByqBMO0899UGjPWyc0uN0tE0xeWdsYqBOsoNfNzzoHWJ0sqIDU44fm5iYwM2bN93AcY+Iz+fD2NiYJAfUBfo/AGuSE9onAGLzWHamXSNvlmObqFeaF0lhsuLz+WQeMhNg/flAF7QZGRnB3NzcQ+Er3aDxAQgXAZVZB366kUUPKGUJkJ3QWphla4NMJ05lZwmH0Hu1WhU+pBks0uiayKPH48HAwAAWFxcfisWwl8Xn82FkZES6njmHUd9jrW86YWEmzcG49Xodg4ODACB6QKRHj4VioECdYobOpERTIDRawN8ZbLDb1Q0cd7dwOLxGF03OLIV2DIAtySWfmgkNUaFyuSz2jE6djlxXQrReUYc0xw2AzbEzCD106BCuX79uCwxc2X3i9/tx9OhR2Y2KySbQu7/mSDqKTgq07tEPttttQQs5QxToNvxpVJtNfbrRxQnIoV2NxWISOM7Ozu57X+kGjdssPp8PJ0+ehNfrtWXGJIrrkp12rFRKlvYY+GmkhsrJTlVC7Hr8AANQLgLOfORnaH4b/+fi4wDVoaEhzM/P7/vFsFfF5/PhmWeeQavVkpFJRKZ1A4Eu6Zhd1Hp+InWEDl1v5ab5Z51OB5FIBO12d95ePp+3oT5avzUizh/qbTAYxODgoOvUd7n09fWJXsViMXg8HhQKBdlYwEyETX3T3GqWrTmex0R2gJ6uMHhkIsxB3zpJBmDTMQp/D4VCeOSRR3D+/HlXx3apeL1eHDhwQLiM5B1q1JANnTph0TpGG6WDRlbq+MPXMyiljtHWVSoV2QCDTS/UMRMhZyI0PDws3MebN2/u6wTYDRq3UXw+H44dO4Z4PC7dWCbKog2fdri6VE0oneNQWKrRpHMqO/lqLN/oDIkLi9k6AFuQCthLliwLAHBL1btUfD4fjh8/Dr/fv2ZWHh2y7qbXJR6tAyR6kyxeLpdt+7lqNNFseOD8Pf6uEUaNdAKwBRM04olEAolEAl6vF5cvX3bLiLtMLMvCxMSEdDRHIhHZZtJ0wHw9EwKi2LoLWnfg6xl4tH1mmZu2THNkzWRXBw105vx8Nm0xgb9w4YIkRq7sDvH5fDhx4oQ0oPj9fpkXu7CwgNXVVVsJ2vxf+y8zYGM1jgEldyOi32TDqN5xiL/rbmknXaM/pd0MhUICsuzXwNENGrdJmDXR0HKkjtfrte1y4PP5REn5Pi3sDCPBWz/OwJE7wjAbA3pZEBeT7nDUzt80tjy2yTvy+XwYGBjAwsLCvl0Me02YlMRiMXGoNIztdm8XFt29ajplALYEQScupEcwEKSRpB5pFFuPQOHrtXPXOqNL3WzUyufzKJVKmJycxI0bN9zAcRfJ2NgYJicnsby8LOU4TnDw+/2IxWJrkBtth/QuHNQ12j2N8OiuWN34wNeQJ8vnKbRf5j7X1FcimnzPyZMnXcRxFwmDeW4vyR1cMpmM2DZypc0mUY1um5U6zX8kYEOd1bQK+lg2uegkR/+vfaT+v93u7kAzOjoqyGMmk8Hy8rIjdWOvixs0boN4vV4cPnxYJtgT6SEZHMAax83HtMLr50kKDgQCovSajM4Soh4xoFEhzTPT2bi5GIBewMlmBb3l3NDQEBYWFlzEcYfF6/Xi+PHj6O/vFz5iOBwWx1oqlSTR8Hg8ohsA1txvoLftG3/Xg79N7qtGhYgwAj1URyNHmnqh/wd6nbPFYlG6t4PBII4fP46LFy+6geMukMHBQQwODiIcDmNoaAjZbFZsmXbeqVQKPp8PpVIJQK+qQbvBJEEj3Uxo6LS1UG/04HmtUxrJ5uuZnPNv6pqeN8qg1i1V7w5hpYSju3w+n8xV5D0NBAJCg9EbXJhcaX3PgR6vtt1uy/aVtIUcx2NW+ehHnXR3PV9JukatVkO5XJapEwMDA1haWtp3IIsbNG6x+Hw+TE5OIhQKieKxJNNsNhGJRGRXDAZ3QC8b0gaRxk53BRLlAXrjU8ymFiJGOgjVDQxOxtcpi6KBZSDKstPw8PBD0ym2G8Xr9WJ0dBSNRgOFQkGQHu6Nyv1UifCwzAz0AkItmquodYNZPekRFN53jSrqRMMs5QCwZfZ8jpQKrYf1eh3BYBCHDh3C1atXXR3bQRkcHMTAwABKpRI8Hg8SiYQkJnTuTCzr9Tqi0aiU68wyseZKU4guOjlvig4QzETHRCX1cRhAtFrdOaRswNHbyVHH3ORkZ4QBYygUkoCRvpIzY6lfpGTpJlJN0TJ1w2xa0ToCQIAcTanQVC/6XnOesQn00G9funRpDdUC6PKAidDvF3GDxi0U3fRCY0llY0bLgcjMaCqVinDRdBalu5x1Rq4Vcr0gUBtN/T6z4/BuGZTmBXGRtttthEIhGWPhOvUHK4FAACdPnpTxEfV6HeVyGeFw2IYMhkIhRCIRlEolWJYlTpPkcp1c6AxbozV6YLMu+znpjal7ppF1cv7US75Gk929Xq+rYzsoY2NjthFh5Etzi75QKIR4PC5dz3pDAdovADZqBB9nGRCwUxW0DpnItKZNAPZ91E0EXAuRdz2flDxdy7Lc5GSHxO/34/HHH7fNHuY95GM+nw/BYFC2viUNhoGlrrQx2NN2R9ss/q7/pr5pHeSxAPvuMxQzoQG6ulmtVkW/+DgTq1AohFu3bu0bHdtU0Dg5OYnHHnsMo6OjAisXCgVMT0/j9OnTMnT6YZJAIIBHH31USNdUfHZNA90dFOjU/X6/rZNZZ7s6GNSO2gwY+V79uA4WKSavTBtpvsc0tmbwqcsF/Pzx8XFMT0/vm8Ww2yUYDOLd7363bUcfoKtjwWAQ0WhUOEHk2dCocps/jV4zOKzVarbEQvNZzfIP0NvdxXTw6yUfGmU0g0/dFEFjzx1q/H4/RkdH95XB3e3CdT0xMWFzzqTZWFZ3sHckEkEymZTdq8hnpB0zB8jr+2cmsPpvwO6YNU1HB4jma82AU79Wj4yqVCpinznyZ2xsDDMzM66OPSDx+/04deqUbT9pVrOAri9Np9PSD0CdI7WLyaXf70c4HEa73Z3eUCqVbMmKDvqoQ/SVWqe0LdV+1myy0b+bFRQ9uUSDLEA3eNxPvvKegsannnoK//Af/kMcOXJkDUxL6XQ6eOONN/CpT30KU1NTW3KSu118Ph+effZZDA4OYmFhAeVyWYwUlTgSiSCRSCASiQgpWzcM6O4u7bB1+Uajl3ycSmpC5yYZ3cm4OgWLWnSJUhtfltEjkQgOHjyI69ev74vFsJvF7/fjQx/6kAzurlQqNk4P0HXUsVgM6XQaxWLRNkaH95pJjU4EqGfasGoKhJOjNtFG/ToAtt+1ODl7LbqRgpm6q2MPTk6dOoVjx46hVCqhWCwCgCA6XP/RaBTRaNTW3MckWFckWKbWKI6mQmhHrW0NRfPWzMcoZuKiUSbNSaOead635pePj4/v+1Epu0F8Ph8ef/xxKUlr/j0rDJzdGolEUKlUUCqVBHGk0N74/X6ZR1ssFm2+07RbgB2hdgJNtC5pWc+WUY9NHiTnTAJALBaTnbouX7685+3YhoPG7/u+78P3fd/34fnnn8fv/u7v4saNG1hdXZWupFAohEwmg4MHD+LZZ5/Fv/t3/w6//Mu/jJdffnk7z3/Hxe/348knnxQO2cDAAFZWVqQDC4CMygkEAggEAhgYGADQLf/l83l0Oh0Z0M0uLqKTTsqtnbp+XCu/U6PN3bJ6828nNFOjTY1GA6FQCEeOHMGVK1f2/GLYreL3+/HUU08JeTsajQrpmoZWI8LhcFj4QTSkNMqA3XAycXFCo837buqhGSA6IUDm71r0eQD28SzkAFPGx8cxMzPj8s+2UQ4cOIATJ06g0+kgGo0KgsJ7xFJbOp1GLBYDYN+QQO91z8BNN01p1NrcVnK9BNZEdszHtd7p4wOw2Uhty+jYdSkyGAziwIEDuHHjhmvHtkkCgQCeeOIJGa+lGzNbrRbC4TCSyaSM3Wk2mwgGg6jX6wiFQjLiSScKDMyIHmvfeSdgZD3/uV4wSdE6xt+py5wEoZFuXS7vdDr7AtXeUND4vve9D+9973vxAz/wA1hdXV3zfKfT3fi7XC5jenoaX/nKV3DgwAH83M/9HG7cuIGZmZmtPu9dIT6fD+94xzuQSqVsTs7n8wk/jHu0cv5Tu91GPp+XnTsAyGt1ZyGVTnMbdXbu5MS1mAbzTvxFHsMU02DrcijPhV22hw8fdrlB2yA+nw/vec97ZIcWoLf3L4e+a2SHo3d0tzzRFZ3ZM1HhfTS3ZDN1jf876c96wSL/dirzmK+haF4RHYTP50MkEsHhw4fd5GSbZHx8HO94xzukqcXj8ci2f9SfRqMhjpv0BiI9xWJxTXkOsCOBunHPFCe0x0wqzJIjH+N7nI6nn9fcRo4oAyDJGBuwrl275urYFovf78fTTz8tvlLrCMd70T7FYjGpyLHyRj4jRSN85XJ5DVhiziE2Rfu2u/lSp9fpY5iVGY02AhAf3mg04Pf7cfLkSVy8eHHPdu577v6S7k4jP/3TP+0YMK4nU1NT+Of//J+v2QJvvwiJvMy4GUixdMvhxQDkd3azlstlrK6uSrDIOVS6XR9Yu2uLEypkOnkzMGQWpxHG9RCj9cRcKKYjALqZ+rFjxwTNcuX+JRAI4Nlnn0V/fz/S6TT6+/tljBNLt7oER7I4S9O6qYW6oQnjmvJA0fqidcpJ35x+eIz70TOeA8+Vf9Pg6nmlrty/HDhwAO9+97sloCMPmzrAKgnQrY5wS9JqtSq7VLGzNRQK2br1zYRTo9kafeRr17NlJg+bciddvJOT5/fjcaln4XDYtWNbLH6/H8888wwymQyCwSD6+vqQTqdt9ovJB8frhMNhSY4ty7LxGPWsWT2+STfuUe6mG068bP0+fZw7CW2UruYxqOXWrLRhmUwGH/jAB/asHdtQ0Hj69GkbP+ojH/nIhg4+Pz+PK1eubO7MdrH4fD489thjSKfTCAaDsttAKBSSPS2j0ajsSamVvVaroV6vi2On8WJASU6X3jnD7Bh0ct7mYxS9MLTBvtsiuJPohUYkq16vw+/34/jx467B3QIhis2tqTgcORwOI5VKSYmQCAqwlmPD4xDR1gEhExXqrm5IoawXMJrOfD0n7SR3QyrN1+jg0bIs9PX14T3veY+rY1skk5OTePzxxxEMBqU8GI/HpTpBNJFNBxwlpisntH0mwmI25GkxdUc/fifZqN3Szt/kQDL51kPquU58Ph+SySROnDixZqMFV+5d/H4/3vWud2F0dFR8YyAQEBvGZITUFHMkGHcf4mxi039p/rNpw9ZLXDdipzYq+lhMPrSN1ckVkVQGkKdOndqTdmxTZ/xDP/RDuHHjxr4MCO8mPp8Pjz76KBKJxJrgjgpOrgWJ5JZlyagK3claKBQkcOQIFa34ekwEy9e6U9okbd8pCzc5HJsVfTxun8QA0rIsJJNJPP744/ja177m8s82KV6vVwLGUqkkXfdEfJLJJEqlEjqdjgRUdOwkjJMuohMFsyuaTluPrrgTQuOkX/cjTu83ESkdWHAtJBIJPP3003j11VddHbsPGRwcxKFDh8TmRCIRxONxmYW3uLgoQVW73Rb7prmARB5NO6PRFsA+7Nts0HMq/VF00LlRZ2/qq26o0VMpiI5qXWMgGYlE8MQTT7h27D7E5/PhmWeewdDQkNgYoKsbsVhM+gAYSFEPGDx6vV6pmITDYanSMbgnAKNRY2D9Zjuta/px/dxmRR9LnwftF6lE3O3G6/UiGo3i0UcfxZkzZ/YUHWJTQaPf78fHPvYxBINBvPDCC/jLv/xLFAqFrT63XSfc6YUkccLNusEgEAggGo0ikUggGAxidXUV1WpV3k++IzN4HkcHgp2OfQskHnu98rITtO7E1bgf0QaY58kRHMwW+f0ikQieeuopnD59es/yNnZKPB4Pjhw5gkQigU6nI7qld0rw+/2IRCJy7avVqiA9RLSZoDCr1Q0JDMBYHjFHO2lZT2+2KlN3Ou566KbeBzadTuOd73wn3nzzTdepb0IGBwdx9OhRqYRw0wHqxcDAALxeL1ZWVmQnKtoUBlsaseN9Mfcd193U2h5t1EHfq57p4zvZQ1O/yZ3VMybJsYvFYnj3u9+NN954w7Vj9yg+nw+nTp2SMrSmK9B+ET1stVoydN3r9aJSqQjyXS6XpbzL+xkIBGybFbDSRT10kq3yg3cTHl8nJgAEzaYNZrISDAb3XD/ApoLGN954A//qX/0rTExM4Fu+5Vvwm7/5m7h48SKef/55vPbaa1t9jrtCPB4PJicnhchL8rTP55MttLgPayQSQbVaFdSxVCqhXC6jVCrZusZYjjaNmjbMppgcIcA5y9GylXC8PqZu0GH3fDKZhGVZsj/ta6+9tmcWw06LZXVn5MXjcem4p3PWzQlAN0BPJpPCW2S3tFk6rlQqttII0Osg5Rw0PdvsXppWtlOYTGlkqN1uS1LW6XQwOjoKn8+H119/3Q0c70Hi8TgGBwflGutGECKN1KNWq4VCoSAJoUYMufZbrRZKpRIqlYrQIvTsO+oME5n1KiLryZ1QoI2i4CbKxN81+skkjTsq8Xq8613vcnXsHsTj8eCRRx6R9UmeIvUnEAgIhcvr9aJaraJQKMj9YKIbDAYRDAZRKpVQrVZtlRPaNzbz8f45cfe1rJe0mM1WWyE6STGPy+A5HA4jHo8jFArh3Llze8JXbojTaMq/+lf/CgBw8+ZN/PZv/zZ+4Ad+AC+88AK+7du+Db/3e7+Hv/f3/h5GR0e39ER3WoaGhhCPx6XMwQzasiwEg0HEYjEp3RCCpkL09fVJZgV0DWo+n0exWJQFAsCGCJmlHe3w+RhlPZ7GVvM3tGjnwd0hotGoIBatVndXkpMnT+5J3sZOyODgIJLJpBg9dkLrrDoWi2FoaAiJRMK2tValUpHZjfqe6+xb8wO18TU5aE7cRRPV3g5ZD0XnOBc6ERLm2+02+vr68Oyzz+5ZUvmDlng8juHhYZuD1UT9cDiMRCKBvr4+ZDIZ4aGR+qB3HQLsczwB+3Bk2kfaL/6Y3MeNyJ0CgHs5hqlfAGznyP3Pw+EwAKBSqSCTyeBDH/qQq2MbFCa+QPc6U7/I+ed4OQAygo4BJAGZcrks9C5Sb1jdqtVqQs+h743H44jFYrKhwd3ECfXeKl+pj6NRd547J1VEIhGkUimkUikcOnQITz/99J7wlVtyhuFwGIODgxgaGsLg4CD+9t/+2/iGb/gGrKys4E/+5E/w4osvbsXH7JiEw2FBNwAIP0FnCTSmnU5HuqBJzg0EAkIuJ2JUKBREeQBnJSY6pIPNu8HvTqXqrRbt0AOBgG3R6r1pLcuSAOf11193Szx3EGbeRNe0DvCHY3SSySQ6nQ5KpZK8n6Ue3eXKko7WBZMjqDNs/q8J53zsQZV3tNCRM2AJhULi1Bnw+P1+pNNpfPCDH8SXv/xlV8fuID6fD319fdLMQuSvXC7LeBM2WzFAZzWlUqlIsEg7R/4f7RS3eyNix5K1bhDQ3EL+roNOE425G+K9GX2kjusfBitce7pBrL+/X+z/l7/8ZRdxvIOwAbRarcLv98se0uwiZgCodxrilqcMqmjrVldXJTlJpVKCSAL2TQCox+RBkg4BrF+R03I3lHqzogNHjYTSRjGuSKfTYn8PHz6My5cvO1YMd4tsKmj8zd/8Tfzoj/4onnzySXzrt34r3v/+9yMYDOLq1av4rd/6LeE4Hjt2DH/rb/0tPPnkk/i1X/u1LT71ByPhcFhgdk2aJkITiUSEY0EEh0Eky4OVSkWyIg7wppECenMadXmQDpFZGbkfNL78fCeezkYN72aFC5XdlOy6HBgYkGyQiCOv0dDQEP7P//k/Ur5ypSfBYBCZTEaMK7kvgH03Dl3KGR4exuDgIHK5nOzlq/VQO0SgZzypM0xgGPRTF52aGh50oMj/Wdoi34mBNVFGBo+WZWFiYgLPPfcc/u///b9u4OggPp8Pg4ODQmPgNdRJJpv0WCkJhUIYGBiA3+/H8vKyJCksaYdCIZmfx+YFHRjqnV8YaFFHNbq5URu1VXrI5h4KaR+6LM3KkN/vlyRtaGgI73znO3H69Ok9UUZ80BKJRDA6Oio6wMSVc4pzuRzq9bqMDmMy2Gw2Ze6s2ZAEQHjy9IVMkKm77MbW9pNzk53G8Gh5ELZNB7fUrUQiIaBTMpnEwsICarUaUqkUDhw4gOvXrz9Qu3svsqmgcWhoCJ/+9KcxNDSEfD6P559/Hi+88MKabupLly7hl3/5l/Hv//2/35KTfdASCASk84ucRT2eQZd2GEDRYZmcMfLKaJyJ9ACQQIrPa3id5TgdNJrdYk7w+nrcjfsVKj/3no3FYujr60N/f7+UpXl99NZK4XAYzz77LL70pS+5BlcJDZ7mVfH+EjXkc0RlSqUSGo0GEokEBgYGRAdZBqHT5naVPB65a3TmFCLZ7EYE1o5LMTlh2ynUMVI8WC4dGxvD4OCgBMl0LuQJcxzPK6+84uqYEo/Hg4GBASQSCXlMc6h1lYSPVSoVsV8+n0/GO5G3qG0Rd7HSc+p4LK2PtFdMqM3kxtSxu+naZnWRes2GBHLRuT0ieekMPri3drVahdfrxeDgIObm5natU98JCQQCGBwclBKznlNs0q00r5W+RCcrfJxdxrVaTfSOegbAprOJRAJDQ0Pw+/3I5/Oih5VKxTb7mOfzoIVc7Ewmg6GhIUGvI5EIcrkcCoUCQqEQkskkGo0GBgYGsLi4uCt1bFNBYyQSwblz5/CpT30KL7/88h0N9Pd+7/cinU5v+gR3SgKBAPr6+tDpdAT25rZ5utsOgLyGSCLL1wyYyLPQHYbkL7IkxMBAcya5zSA/MxQK2UrDTuij6di3A2WkcieTSaRSKQwNDckQ90wmA7/fL4EMABSLRRSLRcTjcRw/fhwXLlzY1fD7gxKiGLrs5zRyhokKUTcAsoUggyo6dDpp6ijRau2IqWc6iSEpm0gj0Jud9qACMB1AsLRFZzA+Po6RkRFxRkS5+J1yuRyKxSJSqRROnTqFs2fPujqGrvPlPFmWkYkq8zrqfX3L5TIikYgktLRDTGL0DkPhcFhGhxGFJIKnk1pdpeGxWJJkk6CpZ3fiMG5F0wJtM9Eur9eLTCaDyclJBINB23B8BitES2OxGDKZDFZWVnalU3/QQl8J9ChVrJCYlRKNuHFsHcfnFAoFmQbB3YdYEaE/YQMpP5ecyWaziXg8jkwmI3QKjX7Tzj1o0ZzsWCwmdoxII88rnU4jlUphZWUFpVJJ0O2lpaVdp2ObChovXLiAn/3Zn93Qa+fm5vCJT3xiMx+zY0JnroM4jpehEgCQjJzEfAaHdMx02ABkCHipVEKr1d0TmAOWuZB06VBnbDyW3+9HNBpFqVRCNpuV+Xya0+E0r2orRCt/MpmUpo3BwUHpuEwmkxgbG0Or1cLq6irC4TAqlQrK5TKy2awEwP39/bs2i3pQ4vV6heeqqQamHhDxYNBInWLCwDJtKBSy7dscj8fR6XRkKDiNL58H7B3wPC4J6SwXZbNZ4d/S6G7XfdO6H41G0dfXh8HBQYyOjmJkZESQ7EwmI+hEoVBAPp+X0Vftdhv9/f04evTorucGbbd4PB6k02lEo1G5z0xmGcjpLmFOgfB4PDL5oVgsShLCxELTcxhw6YSHvzOx1lUa6iDPgVMC1quI3Cl4vF8h97K/vx+jo6M4fvw4BgcHsby8LPxZn8+HRqMhyVqhUJBrwaD3YRa/349UKmUL4HWzE5MU+kY9rcHj8SAWi9muoUag2VSqt0PVPG32DbDqVy6XhQ4Vj8cFdVxcXMTq6qrwJR+032HZfnh4GMPDw0gkEmLPWZpnosI4gkFmu93edcnJpoLGn/iJn9jwa/daEwyJ9TpDohMHukrNDKbT6UjpglsfEVKvVCpSOgMgys6AlOhlPp+XzIkkci40ZmzhcHhNllIoFHDr1i1cunQJS0tLUj4B1g4tvV/RWXk8HsfQ0BBGR0fFqZNzcvDgQSQSCeTzeZRKJZRKJVmwLGVxYcdisYditqeTMGA0O+WYoPC+mw6e2wT6/X40m03hneVyObn3mltLHqDWVRpkXYpkKZvGK5FIyA4O165dw6VLl7CwsCDIHrB9XFki6pOTkzh16hQGBgbQ398Pv9+PYrGIWCyGwcFBBINBzM3NyXB8Xleuz1AohMHBQczPz+8qg/ugxLIsaU4DegG5Ruk074y7AxHdYUBYrVYlADBpDdzFinpWKpXkNXw/OVzRaFQQJSbAxWJREqN8Pi8NhNuZnOhrEIvFcOTIETz++OOYnJwU20UeOznEtN3Ly8s23h2vl14XD5P4fD4kEglbEsr7rmcSMnmgDyGaWCgUEI1GkUwmBVhggqF5sHo+K20W/+cMUT27EehuADAxMYFIJIJr167h7bffxszMjNjJByXRaBRHjhzBqVOnkEwmZTYzq0B+v18agJjcM3Cs1Wpij3O53AM97zvJ7u/vfoCiZy5qng3QK7swO+eNJtenVCoJ2sYhuXTSQG8IqS4f6v2DnXZXoSOnwa1UKshmswgEAhgdHcXo6CgikQguXLiAa9euycIys/b7Mb48F16bY8eO4ciRIxgbG0NfX58EOIODg0gkErYtk/g/FwrLWByo+zAaXGbCeswNdUGjiUR1uIUWkxg9doLvoZ6QIE4ObbPZlE5Zchs1r5EUCXKJaNSCwSCGh4dx7NgxjI6OIp1O48qVK7h8+TLy+bx8l+0IHD0eDw4dOoRv//Zvx5NPPolarYbl5WUUi0X09fVhdHQU0WhUAmVeP1JEiECwApBKpbC6uvpQBY6WZQlHj2tNj8qhjWAZmvZreXlZHPLKyooE4ZFIROgPDJZ0pzTL3HqkCIXNNblcThLgo0eP4ujRo0K3KRaLuHTpEi5evIibN2+KjdiOpAToJhejo6N43/veh8OHDyOdTsPn8yGfzyMajWJ0dBTBYBBLS0syG5CBteZpEqmMRCK2bXYfBvF6vTKLVzd16oSV6CzQa54iz7FarSKXywlIE4lEkE6nbdeXgSAT5mKxiFqthnw+LzpMdJuINe0hUezR0VF84AMfwNGjR3H27FncvHkTt27dQqFQ2NYqBGOBY8eO4YknnkAsFpOKYCQSQV9fn/h1UjxIUeJaBSDrjRXG3SAbChpfeOGF+17A3/Zt33Zf799u4bBkGkoihHqkhHbuZjmGSs2FQX6jRoBY4uNjOuvXndL6WtNAa27HwsIClpaWhNPBIEQrGuV+A0ZmirFYDEePHsVHPvIRHD16FB6PRwjHw8PD6OvrQ7FYxOrqqiA9RFRrtRqWlpbWlAZ4PR+WERbkgzrNp2OSQENJWgMNBgBBrqlDdFp8vT4u56HROOuymiaicxs4lhlZ1tbNEOPj48hkMmi1Wjh//rxtd4atFHb4fuM3fiO+9Vu/FaFQCGfOnEGlUkEqlcLExIQkJrqLkg7d1C86nmg0KjPf9rswYEylUgC6zpROVN976iITXHK2WQnQVJxIJCJcsdXVVUkE6QjN9wG9igz11bIsQbItq7vd6NDQEAAgl8tJEhMIBLC8vIxsNivB41Y5d9rZ8fFxfOADH8AHP/hBeDweSUCSyaRwGrPZrPAaGfiSTqTHBhE1YpL8MIjH45ESK9DzMTrYod+gn2RlxPRz9JmaCgD0RpB5PN3xdNpH6iHxTIYZ3MdiMSSTSQwPD8Pr9aJYLCKdTuMd73gHJiYmcPbsWbzxxhtYWFhALpdDuVzekiY/szw/NDSEp556CidPnsTg4CBWVlYAdJuIM5mMrANOgKDu87tpXet0OjLtYDeALBsKGn/lV35l32fqNJ5UIKBX0mm1WjYSLzNrALbZZgyAqMAa8SMMzXE07JxaXl5GLpeT4FR3IbJsDUC2kANgM8alUknGDHCcBs95o4tBv0afMzmMoVAIR48exbPPPotnnnlGSqJc7Ol0Ws6fwTKFgYde8MwQeV15Hfe7aKMK2He6MHdmoSPK5XJSsmUmypJsOBwWRxyNRiVb5Xt5f9hpzU5CXQbXpR5SCBKJBOr1OqampsSgAb1Oft2kcy/drlpMPeN2Wk8//TQee+wxzMzMCJfn4MGD6O/vl5INER8GKUzi+JgeRcXA8WFBg6gL/P5Ab6oC9YjUFwC2MhkfK5fLwrXidpUApAzIRNDj8UiFgSVIy7KwvLxs0xveE75vZWUF165dQ6lUErvb398Pj8eDTCaDK1euoNlsolKprMt1vBfRHPFEIoFHHnkE73rXuzAxMSGzAwOBADKZDGq1miBRtONEgorFotA72LHP68zruN/HPTH41x3oAMTu6O0mdcBDO8XrSRSS/pLXlZUQHoOPRyIRxGIxqd5xe0F+NpsAO50O0um0+CW9IQCTgna7jXw+j5s3b+LcuXMyKPx+rgnQW0sDAwN473vfi2eeeQapVEq+bygUQiqVkuYd0tiazSZKpRLy+TwKhQIKhYLt+xB95fXZaV+5oaDxs5/97Hafx44KbwbQm+Glu5h1qVqPlNAlHzo+swTE42sjyv+j0ajwIOfm5mzjdPg+ZmzkBgFAqVSyGS4uWKfz1sHrnRaGzhCJ4tAIjIyM4IknnsCpU6cQDodRKpVsO0RwpEEgELCVDbiYiZDR6bAZiPKwBI6a8K+dDZ04rxt1kAEagx2WmqkjNCa6o18bGR2IJhIJNJtNrK6uCveMBhmAcHMTiYRQLGjMa7UaVldXZQg0j63LdEBvBAa/H2Dfro2ieWVerxepVEoCxmPHjqHdbiObzSIajcrWnaurq1hdXbVl3yzLa1I8my1YJuN15vrUidh+FCIYtVpNkjQ630ajIQESnbO2Y7wn3DVIl7C17tbrdWnkY+AYDAYxPz8Pj8cjO11pyoDP55NGubGxMZTLZdy4cQOxWEx4ceRAz8/PI5/P25KozSQkOsmn0z558iSee+45PPnkkwgGgzLVwbIsrK6uyvfSI53I3XSyT+aUAybz+1UITlA07193SGtuovZJXKtMYnjdqEvxeNw295Pla+6qRhtJvdaJBe1MoVDA1NQUOp0OhoeH0W73xpTRJi4uLmJpaem+fY7+/uQfnjhxAo8//jjGxsakmUUnFYVCQShEpBNxq0ROE9A6yHPeLTq2LZzGRx99FGfPnt2OQ2+b0KBStJFiUAPAxgXT5URCzVwIOuPkomE5jdsgtdttDAwMSPZeqVRsZXENd2t+G50fF06tVpNyE2ft6eAWuPu8Ri50Ios8j3g8jvHxcUxMTMDn82FpaUkyPCKeiURCyppUZpZFWXqi8eD1ozDQ0JyY/Sh0ylqXdIe87ppjsMhkRHfFM0FgA4MO/Pg4jTI/i6UPOk6i2zTODDRpxDQawDli5BNpPhuRLCcOrVOQqHmcbJ7gMNuTJ09icnIS6XRadhbiSI6VlRWsrKzI92ISxu+unTubsIhGasSN5Pz9PGBeB890zADkGhHhYJc8ABtyqysDLPvpBFIjN+RY8z7yvuiB8ywfaq4bE5NAIIBcLofFxUUUCgXMzc1henoa8/Pzttl69xI0Uu9YDeLMRb/fj/7+fnzLt3wLnnrqKZmO0el0pEwZCASQTqdRrVaFG6fLpZFIRBy+dupm4LgTHboPQnRzHmCnQWn6Fm0drwV1Duh2EtMP6DnG1FN2DXMN83hEo0kDIw+b79cUFQA2bi2bTQuFAm7evImLFy9idnYW+XxeglXAec6xk2jbRjtGJDSdTuPYsWM4efIkJiYmhKJG26SnpjCw5og+cou5dszknHqlKyk7IZsKGn/lV34FP/VTP7Xu8z/+4z+OH/mRH9n0ST1IMVFEjZZQ+c3HAfs+0TSM7KI2M31yFLioQqEQqtWq8Kw494sT83VGptGeoaEhpNNp29gVogHkfeis5G7fm0JkMZVKCVfF4+lunzU5OSlDlS3LQjabFZJ8MplENBqVsgORhUKhgNnZWczNzYkTz+VyYggYNPB78kcbmv0kupSjy6rayNIph0IhCRx5jcxtt8ixohMmesZ7TyMVj8dlJwUilDRULE2zDEKd5YikZrOJ/v5+4aUSidSzRk0qh2loTZ4PHQebfNLpNEZHR3Hs2DEcPnwY/f396HQ6WF1dRT6fF94uAGmq4jXRjoJjNebn52WSgE5SzARwN5R4tktoq2i3gF6ntC758TnyYxkMMHEmMtJsNlEsFuVes2EvEonIPL1isShja3w+nzh1vd4ty0KpVMLFixdRq9Vw8uRJaQYg/5ENc5pTqb/DRgIxJmCJRALpdFqCw0AggFOnTuHo0aPSIFQul2UUCwNLjWTTrtMmc73o7RP1j/Yb+y1w1Ei0/p2i7ZKe4MD1y/vLRI+VDqA37J1rMxwOC/jB5lHaLU7voE/VFYVarYZsNitBV39/PwqFArxeL3K5HKanp3Hjxg3ZfYV+SPsgihPIopMY+kzOhozH40gkEjhy5AieeuoppFIpCVzL5bIk3vy+pKhRr7PZLJaXl23jzcykRPtJBuk7Ycc2FTQeOXIE73//+/FXf/VXtsdTqRR+8id/EpOTk1tyctstuowBwJaV08HpUpo2ZEQs6AxJuq3VajLLrF6vy7ZnRBI1QsJ5hoVCQdBBXabU3bBsuWdXFndhoQFfXV3F3NycfIb5Hc3f+TeDFZKHiZwePHgQjzzyCDKZDBqNBrLZLKampiRgzGQySKVSCIVCyOfzglJVKhUsLy/j6tWrWF5eliGrhNwZKHEBat4Vvx+vzX4Qfc01VYDGir8zkGNwyLmDLF3rjmi/3y9bURIt1EaUxoUGhSWfdrstaDX3dtWJRrVaxezsLGq1Gg4cOCBoEocva8TYySGa68mkd/C7hsNh9Pf3SxlndHQUlmVhYWFBGiA6ne62bQcOHLDtTEKyfLlcxtLSEpaXlzE/Py8cSF4jXg99ntQ1rqv9yD/T6wiw65zmuzLops7p66V3ENLcbU2zYYNWPp9HLpfDjRs3kMlkEAgEcPDgQXg8Hty8eVMa4/iZhUIB09PTAID+/n4MDQ1Jqdwk/69HdXASVkpCoRDi8bgEjNzmdHx8HO94xzvg8/lw7tw5rK6uSlNBX1+fDc1nQp/L5UQfi8WijAXS15Trwen676fAUX9f3n/qjgZeCL4w4AuFQrbrxXKy9qX8nVQt8rFJNWHVhAnRwMCABJELCwtil4gAm3aSM2fL5bJs6cvAT3Mv7/bd+bvf70cmk8Hg4KDsQhMIBDAxMYF3vOMdGBwcFPvERhuOJyIYwO9dKpVw8+ZNXL58Gbdu3ZIYQgfDJrCig0bgwVfnNhU0rq6u4tu//dvxgQ98AJ/85CdRLpfxoQ99CD/2Yz8Gv9+/a1rD7yRUcp3N6gzdCZ3g+zQySSFao40PnZLOtjhPkTea2WuxWBSF1oEoEaBWq4V8Pi+kfja9cNA3eUTroXRO5UIqXyQSQSqVkv2j+/v70dfXh2q1igsXLmBlZUU4l+xOI8+HgSF3y6nVapifn8f8/LygDcwadWbI6w3Adi25mHkt97I4BU+a/8Pn+Df1Sjtw/ng8HkECicgwGaFR4n3gschDZOJCnWaQycBUc235O4/NIDaVSiGfz2N5edkxC18vOdHriCTxAwcO4MiRIzh06BAikQjm5+exsLAgsyDb7baUqKempsSh8JpVKhUhsi8uLmJ5eRn5fH6NjjkhnxQGKvslOaFox22W3fg4gz9SEKgHTDSYpFQqFdu0CKIrRJzZ4FAsFrG0tCRzNLlDSKlUEtvGqoyuvHASBJ2n3tHIDBzXE64flghJqYjFYojH4xJA9vX1YW5uDqdPn8bc3JxwMScmJtBoNAQVLZfLksQTiSwUClhcXJQNFXgdNffciQaku3z3spjrXfMUNbUIsK933TBFBJjoGO0Xj8cyL2kmTHCoK+aIsUwmY0sOOYSefoQIt05MstmsLSnQgIXT/TNpNuwtGBwcxMGDB9HX1yf0h/7+fiQSCSwvL2NpaUkS80AgIBQ0DRTlcjk0Gg3kcjnMzc1hYWEBhULBtvMNk3mTZsaAsdPpyPp9kF3VmwoaP/WpT+Gv/uqv8N3f/d34jd/4DVy/fh3ve9/78Oabb+JXfuVX8Df/5t/c6vPcUjEREaAXwPBxc6Fox86shkrPgJHHoJLrDIjKTWHJQy88NhnQ8VWr1TXchnw+j4WFBZw/f17gfiqqE3HcKVjUXaf9/f04fPiwDA4PhUJYWlrCmTNn1hDDWXpaWFiQkRvpdFqyapbmmZ3zh99fzzrT393p/rBctpfRIP09dUlad6pqNIXOiEZVlygY3JncKe2MtbGl4yfBWpPSdWmGwuOxe29mZkYGabNznwPZmdzcScc0eh+JRDAwMIDR0VEcOnRItp1cWVnB+fPnMTMzI40PPHeWyDkHj6gnSfPFYlHmNzIp0Xxep/Myz5mctb2sY6Y48Tj1OtOcaTaq8X1EeegcOeuO+mOODWM5UgdS1A3qKPlpHF/De5zNZtFqteTe8v6ZyIopps3Q0yzIYeQw5ZGREdRqNczNzQmPbWlpCUB39MnAwAAajQaWl5fh8XgkSGTVhE59aWkJ2WxWkjKTl83zcvqbQdJepdw4JYg6wQVgu98s5+umPdKXyI+l3yoUCtJIyVIvkUkmyLSD1FNdfet0OjIcnHZAVwEXFxdx8+ZNsZEsT5MfTTHthen/+T0DgYCUoznWanh4GJlMBvV6HVeuXBHfSIrR+Pi48PqZnCwvLwtwxEoO9U6PdtLjnfS1Z5BOX8LzfVDTITYVNE5NTQHobqlEXtLZs2fx0z/90+h0OvgP/+E/bOlJbqVoxdClBL0NmWmsNAHVRMeoqDSoOpMiEsiROHTausymO2eBHr+DSsNAkAEEA9JsNmtDpcyM1inw5Xcl5+eRRx7BE088gaGhIXQ63R0P3nrrLVy6dAn5fN7maHUXpmVZwr9bWVmRrm7O+stms8IV4rUwz1EjneaxKUQ49nrHq/mdKfxdI0D8m06JZUQaWupQJBIRw6yvj0bKiZBrcjWvt050eEzdDc2gbGpqysa91ImMyfHh/dQNVZlMBiMjIxgdHRWE+sKFC5ibm5MAlGtId/EWCgWsrq7ayjkARB8YINKB678pOlDn3zxv7dT3g45RuAb1d6R9oZ3jdaatKhaLtvl5dGjkLLPjk7qmu+/p6Pg+zakEuo0P3PKR9owoD4OGUCgkaIkZ9ALOjVVAz5bFYjGhMhw+fBgTExMIh8NYWVnB1NQUrl27hpmZGSmNkkq0uLhoCwJp70ipoZPP5XK2CpEZADoBDLqSxeu8VysnZgClS8pmUsKkl9dUJ6u8xny/puLU63UsLy9LCRewb4hBH0J/qhsuibgx6eF7id597Wtfk0CSfkj7Nq1Ppj82qy9EsFma9nq9uHbtGqamprC4uIh6vS4NVaOjo1haWsKtW7fENrGiyO9Ge1osFoULbFZLeG1pV4laUphcP6jpEJsKGn/hF34BFy9exHPPPYfz58/j137t1/CN3/iN+MQnPoF/+2//Lb73e793V+43vV42CMBmOLRz14tBKxh5G0APpSSPQqNBDDaptJpzxoUAQII/vT+w3k6Jn68XBc/jbiUQBhBEjsbGxnDq1Ck8+uijCAaDOH/+PL7+9a/j5s2b0mm2XgmG14jwe7Vatc1+04uB58iAUAfpHo9HOsKJQujvQIPC1+6Goab3KmZZ2tQpM2hkUKcf0w6Kf+u5nAwSGKSx1MfmBeoYAzPqIuec6eBBO0TtvNfjbenvQAfOfV+5xWRfXx/8fj9WVlZw5coVIXsTEaSuAz3eHI/JQIWfw2BIrwXdVe6kQ3RsvK46sORn05HtB8TRRCaAHg9LJ7wUBtIMvHXpi8gRdxviNST3jIg1UXDSbzQqSU6XRr+JFHMgOBMNngN1VYu2vfw+yWQSo6OjmJycxJEjRzAyMgIAmJmZwdTUFKanp6XkR+fM9zPgZeMP51sSCKAN0yi2abupqzoI4o+JavNz9mLgqL/HeraL10Fz7XQ1ifZF9wHo1/F+AN0kh/dN+13qCCtzuiGPNlDfC5aDtf+8G3ih9Zwlbp/PJ1Mejh49irGxMSSTSczPz8suRqQuWFa3MZXrgXpkJuZEUjVdRO+zrQNGnh8pGDrG0DZLA07bKZsKGsfHxzE0NITf+Z3fwR/+4R+i0+ngt3/7t/HII4/gZ3/2ZzE0NLSrgkanRWyKbv03n+d7ecPJD2Ogp1EQIiatVksMMo2G1+sVA8TZhTrA5ALTGZF5DjxX7Tg1B0h/Py7iaDSK8fFxHDlyBBMTExgaGkIqlcLU1BQuXLiAS5cuIZfL2YJSM9vRQSOfZ0m0VCrZSp1Ab69tfS48H8L8nL21uLgog3PprLRhedDw+1bInUodptPRwV2n07FtQ6mzYg7Epa6SB8Y5cwBkiC4Dcb03MB0Wy4XmyB4KjaoOFrX+6XOnQYtGo+jv78fAwAASiQQGBgaQSqVQLpdx8eJFXL9+XeZzaj4UYC8PaWekP0cHd9pZ6wBI6ypHU/HH5/NJkMPvaKLa+4HjaK5XJ+Se61BPMNDoNIM4jcLpLd2YsGi0ifdQO0QGCZZlie7qBJLBqm4S1MG/k70mB/vo0aN4/PHHceLECem6v3nzJt566y1cvXpVZnryczQ3jKgokU6irORe6g0WdNWH52Im6B6PR7hlpk3WOqqnH+xmcfqOgH2GMQCbbeZ7mDBwzXKd8RrqCohlWYKskbNMu0c+PO0T/QvXsr62nU53XBhntvIz+R5ND+N95fc0RwVRFzjhob+/H8PDwxgeHsb4+DhisRgWFxdx/vx5nD17FtPT04KQAxCkmgmvtle8Zkz8eS6aaqT/1+cYDAYRi8Vk6029NnSyzdhkO5OTTQWNuVwO/+Sf/BPcuHHD9vj58+fx4z/+4/jUpz61JSe3FUKFoDI5oSS8MVR8nTFSkQFIQMfAUQdENCpEG3lMzrTTRkgjaKbxpNEyHaKJEpiEcf2duGCDwSBSqRRGR0dx9OhRjI6OotPpcjteeuklXLlyRbaXM0sCGgnSPzozosLq4E6LiRbQaLL7moNXubuMLifqwIDvXc+Y7TYxA0YTcdT8WX3tuNhJ+uY9piHl64Fe0ENUmK9lmYaotU4cuA6I+BDZpL7yODpYBdZ2uPN/v9+PaDSKWCyGgYEBSUjYoZ3P53Hp0iWcOXMG5XJ5zfH0tXK6rxoJNF/vJDTAHo8H0WgUmUxGxlpw7bPr3EQreW13u0O/m9CWBINBR4QI6F1//V31a7jWiQoxmeZznCfL41B/iHzzulJnibKxaqJtmLZ/ZiCghfa0r68Pjz76KN7//vfjyJEjiMfjWFpawltvvYW33npLdprR31XfZ52McI1xXBrReZPCwPPSCZ4OnCKRCAYHB4WLS2RfB918v248242ibZeTmGuGeqGTEKCX2FqWZRudw/cRLdQbYtTrdcTjceH2OyWKtJfaRpFuxeOZ/EbeYz1NwfTvHk+3mYoBIqtyBw8eRDqdlq7/06dPY2pqCrdu3ZI5j+Y64nfR11LbfBPw0Y/x2uj3MelPpVK2sVB8rT42451dFzR+9rOfXRMwUmq1Gj7zmc/c10ltpegxJjSE6wWOukNaw+ca7eFiqNVqshOHdkoMIHVJgp/BDJbKTYIwOWvc4cI0VsDavTxNI6+DLRqykZER2a+Xo3FmZmYwMzNjm1XFha0JuJo/p78Dz0v/bgZE2rhqeJ0BSjKZlG4zZmQsr/L7rJet73Yxs0rzuujfKWYyoVEROloiP7ye3C+63e7NWtQ7FLXb3Q5kHUyyoYXcNY/HI41OQK/b0dQr/d34P7PfdDqNoaEh2emDW31dvnwZZ8+exa1bt2QHI6d1x9/XCxrXCxjX+50oWDQaxdDQECKRCOr1upyD1k8zkNgrOnY3YeJqovWaDqDLelofzftPLq3mQVIXdcmW8/WI6JZKJXFeTIaIOJlUILOkbpY3fT6fVCaOHDkitJrLly9jfn4e165dw40bN2SoOM9d2xEdlPK4PA+tE/xcinleGjUk5WdychKDg4Oo1+sygmh5eVmqMfp8drM40Rcoei3qoJn3h3qhk99yuSz65VQ50zzPSCQiW51SZ7i7kU4kaOfoe5vNpnTMZzIZFAoFrKysyBg4szFO22b+0CcdPnwYJ0+eRCaTkTmynU4HV65cwdmzZ3H16lUZ66WnW+ikwAy29d/rXVcTXNHvZcPp+Pg4BgYGUK/XZcC8Trb0sdY73lbJpoLG//Sf/tMdn//TP/3TTZ3MVot5w6ggOtvl68zoXi9yfTNojE3+oQ4s2+22bVtCGjITLfJ6vaKcwWBQjA4XBbuXCflr4jrfb6JAmhweCASEt9bpdIefzs7OYn5+XrJqfQx+J5O7o8XpbydjYl5/nlskEsHw8DAGBgYkqAmFQrbOcZ0hmmjnbhYnZ6ONkw6maWB0YKiDGjNgNg0uaQ7mft5Ab49ozjKjblE3yJ/pdDrCv2m1WoK2aONnok88R/IXo9GojGtqNBqYm5vDysoKLly4gJmZGeG0ORmyO6GG+rve6VqbKK5ldXdG4i5F8Xgc1WpVOq95rcxAdbfr1kaFpT+n70M9A+w0Cf16855o9Jsc5EQiIVw/HoNoCNANWjkfUTcxaPRcV18Y6DshL3SaExMTmJycxMDAAGq1GmZmZjA3N4fZ2Vlks1kJDrgOdNKl7bfW4zs5ev24+Tvt9uDgIA4cOICBgQG0Wt3JFh6Px9bYRZtG3dytnEan62D6SG0T9O8mgmgGn9p262vL9zBQbDabol9McDWvn3rGNUx+H5tP6DOpb9Q5fS4masnmEtJ6qtUqFhcXYVkWrl+/jqWlJVy9ehULCwtiy7RoO73eNTWvl9P1Nd9HXzk2Nobh4WHb2qJ+s3EG6JW9d03Q+MM//MPIZrP3jCD+03/6T/HKK6/gxRdf3NTJ3a/QWJg8DAZK+qaZpQu+3zQgRG0YwOnROVpB9Nwz/s2si6RrEsz1D7OLSCSCcDiMbDZr296NqJyJkvD7EGWJxWK2btTV1VWsrKzIXEUTydIoqhOydyenyuc0eqCNLK85Aw1uEcfN3PXrNKKrs6jdXNIBnAMgfS309VjveQZzThk/kw+WlOmAOK6Co0t0yYbGMJlM2oIlJhQkYvN6F4tF2Y2Fo3f07Dygt37C4bDMUmw2m5idnQXQRao4O5H3bD0jxrWynlFdD/3R7zWvJUtVnDWqt4LTlQQzkNgv4lTmNSsD2oFyndEZ8xisljDR1TZCJ0HcdYjrm+UzJi46QSFiSLqFtj3a0WvHx/189f7QuVwOs7OzWFlZEZ6syYc0k01TB3VAQzHXqEZg+b8OGE+cOIHBwUF0Oh0ZYk6usG7sMZMUM2HZaXFCU83z09eBekMfpxFcM8DT31XbELMJhq9nF73H092HmpU3lnyZnPD9oVBozU5V9NFMbrhlr3nP6XMYOLZa3WknwWAQlUpFZscuLy/bEHhtM01/uVH7ZZ6HacvC4TCOHj2Kd77znQCAW7duoVKpSJNjuVyW5ETbM9MubodsKGj83d/9Xfzqr/4qTpw4gd///d+XkTvryeOPP44f/MEfxMLCwo4FjBQdCGo0zoS9TYSQ7wXsncN8TC8YZldcABr50ZxKHocZELlfRC8ty5KAkrvJRKNRIXUzSCVyxPKQHiPAyfNsSLCsbilzaWlJjKxGE51Ql6245mbQaG7txZmO3JlBZ0lmyXC3o4zaAFJMBMxJeM9oqKk/NAQmT4iGUXcDa14s/9YNDzTAzN514M4dLpj4hMNhhMNhQRA5qF/vNEO+XCaTkXll5LHVajXkcjmsrKzYEpM7iZOxNZ/j706Bo157RKUymQz6+/uF36THP2m+mdNn7jaHfq/C9UM6jv7R+gbYkRAGg/zuJvLNagmvH7e7ZDMc7RjRwaGhIQwNDaFUKkkS4vP5kMlkJAjgkHZusWbqMBMe2jLuTMUKDO+pbiBYrzpxpyDRfFy/lufCtcjmiJGRESQSCdF7AgQMWDTVg9eF94WVqd0g+p47JbbrBSE6EGfwxPfq5GO9oIk8WfpbTZthsM0gkqgj7yv3QOf7LMuSgKrdbktDDO2SrjbosTYAZDD38ePHMTk5Ca/Xi8XFRaysrGB+fl4CRjMR0zrH66H/N3+/27Xkc+RjHzhwAO9+97tx4MABXLt2TXbwYhOjnjCgA3V9D7fLjm0oaKzX6/j4xz+On/qpn8KnPvUprKysyBZRvPicyTY5OYlwOIw/+qM/wu/8zu9sy0nfScyLpZXbdN4agaSjNY9hRvIk4dLpmNE9AzcA4uB5HlwkrVZ3Knyz2ZQSGrMddocxU+eP3ouTBorHrVQqkm0BQDqdRiqVQjwely5bZie6a8tU4q0O0LgIiE7RsTCj01mc6QBMRGS7Iff7ER24UJx4jPoxjVzzf22M+BiNEvlCNBDURT0egqUalqJ5XgAkMdE6yy5t6o++zuRrETliouH3+5FIJGTfYBLXOaSWM+42EjBu5joD9uYZjWRHIhEkk0nZb5gJCa83dyExieQmMrWXhaVeficzENCD+rkm17OR2g6aQagOKql7ACSYpD2jLWMCzCSGOw4tLi4CsI8QY8PLgQMHhF/WbrclIdG8SB0oaqTRDBidnOid/tYJn56PRz52MpmU693pdJDL5QSZ5+xRHRQxYN+OdbFZWa86crfXmkCDptfweX39NXJLPTGrZLx3rLSYKDV9dafTkfFJ3DIyGAxidXVVrjH7Bdh8p+f9Li8vy6YA5AqOjIzg2LFjGBgYwOLiIlZXVyVwNAENTXdw0rH1xAwqTRvGxxjEjo2NYWhoSLblNRMl89o/SJBlw5zGcrmMX/zFX8Tk5CQ+/OEP48knn8TJkyeRSqXQbrexsrKChYUF/P7v/z5efPFFrKysbNtJ30nWQyx00OcEx+tmGaDHOwTs5TUqphl0aWXQTp2fQQOtGz70zgMsWzM7YsmRzp4oCZ0zScamY9dzsHTHmr4GZkB2p2u3metvorp6jAc5K5VKBbdu3ZKdFnR5QQe1uzlY1KKRRcDOZdTPa+RQv97JgekORK27dNrUURpKBm21Wg3xeNy2nzU5aQw+ySPlcYiMAD1SOgDJbpm5JxIJaYJhglOpVGSbNaKW5jrb7mtOh8490Zl0BYNBzM/Py5BmOiHtwHeLE98K4XfTa1CjjPxbV1V0AqO52IB9IDqrH6TR0GFRp2u1mjRnUZdo14geMfkFIKgd+X8sNXu9XgwMDGB4eBjpdBqtVgu5XE5QS+44xQB4IwjjvYoZMEajUdmeUPuGSqWCbDaLW7duYXFx0Ybc6yYYcjZ1wrKTYgaB+nczkLnTe/laE3WjvTI52kCPd6s7871eL6rVqi05Ye+ATr75HqA3L9S8H6RJkMZF/Q+FQhgcHEQ6nUY4HMbk5KTMkY3H46hUKpibm8Pc3Jxsi2nSPO5E3boXXXMKqDntZGRkBEeOHEEkEsGlS5dkIwTOcTSBBaegdjvlnhthbty4gU9/+tP49Kc/vR3ns+ViZtHMZE3eGBeLVnQ+r42qNkrMYsxFoj9bKxzPgQZF8yvJvaCjC4fDsi2Wx+ORLayY8fJzNbeo0+nYOp/1wtf8kq1S/Ltdd228vd7u/sVjY2Pw+XyYnZ3F3NycdO/yxzT+e0HMIFAbOI0smq/TBlWXB7W+6Cyb7zXvlR56q9/DnXroqNg4wwHcNN4M/vS50VEmEglJRNjNyBmQQM9p6s5VynbdP71mWZZOJpMYGRnB0NCQlM3r9TouXLiAW7duCWqgnZzTOe718rRJldDfV+sidUzPeHOyY5pio8vKrVZLxo4xUc7n82i3u7sVUQf5PuobkW0muYFAACMjI0gmk7bJFkxKOPSZOwQRbTEnPJi2+W6o4p1EJ3hM8rkDk55gsby8jHK5LCij2SFszhjUQMNO6Zi2Q+bjOqHlY2Zw4/S79qUM0IC1Y22AHtLNxIPH0MFju92WLmFSIYhg8/VsPAJ6XGWeB6sODBpZ/aBucqZsJpOR82XDy5UrVzA/P29rIL0TELVV95H2emhoCEePHsXQ0BCy2Sympqakr0HvgOUUNPLamEnjVsumuqeB7sl98zd/M06dOoX+/n4sLi7i3Llz+PznP78rjS4Nor6oZiZojkfgj86+zSyWQag2XER49KBTvp6ZE9DrhOKC4KLhIqHRAiCIpGVZst+mNposM7EcB/QWEUtWAGwKt51iGic6ECI+MzMzEmiY+9fqoFZ/l90aSOoAUBtCXZ7iY9px0AHpQFHrp2kI1gvsmX2zDEN0SCPZAMRYE80hekJ+KY9L5LfdbkvS4vF4ZAgzUXDu7KH3DNal6fUc1FZed5/PJ3tbj4yMIJ1Oo1qt4tKlS5iamhIdW28igL7O+0H0d3Ti2hKlNu+NTiqJ5FA3aeNov2gntf0his2gEoBta0Ieg3sLs3Li9Xql3EtkiXau3W4jm80KupjP58X588epKrEVNoJrNxgMii3mZ5TLZeHGaU65OQZFr2P9/E6KU/Cnk1zAeY6q/tsMFPlddcLhhPpqe8dEVifO9GEm5547XQG9Sh+bjlhB4fMsf3s8HtmpjPeEOxZpnmqlUsHs7CympqaEcqebXrTt5WNbbS9YgRsdHcXx48cxNDSEW7du4eLFi5iZmZFNHExKHK+/k2ynn9xU0DgwMID/7//7/zAxMWF7/Du+4zvwPd/zPfjpn/5p2Rh+N4l504lSsCzD3/laE1U0lYdZihNaQbhZZ1S6hEx+H0vORBiJ5nBhra6u2kroNGRcBHqIqWX1tjDiVPpyuSxcG01WXi972urrrY07h6HmcjnJnsxytIn86mPtxoCRYqKJgJ1zB9j3pAVg60TV79GlHu24zQCaoh0UnRuDN6JBHGmht3fjObBsxl0ZksmkrAMGnHT0gUAAmUwGfr9fyoR0EjTOTmtlq681hRl6JpOBz+fDrVu3cP36dczNzdnoGea61tdbX/fdrGMbEZ2gmoG7DqycEmEGdnwt9YlJMYd6U6fpmHl8lgXb7baMAmHjHlFtOnK9axG38wuFQraOe27jVyqVbNvKOdmMrQoY9To20VrOneQWnLo6QL4sA2lTnHTuQQvXpFPVQ4Mod0pQ+bz5Xh38AWtnbdIP6CkOfC3vOe8v30dbQlCF1C092FvvPKZH59DXEbih3atUKggGgxgYGEAoFEKhUMD8/Dxu3bolaLFTDOBEl9qK++j1epFIJDA5OYlTp05hYGBAZimT7kMetkmncbJlG7W594NEbipo/LEf+zHUajX8i3/xL/D222+jUCggkUjg5MmT+Lt/9+/iH/2jf4Sf//mf39QJbZeYTlYrAg0aURgzYFzPKHHxaKfNQJLZCo2m3iNYf3ar1UK5XBZDGolEUK1WhUtDY6VLPUR6yNuiAeN3YUCpA0td+tHG0On6bNW11gqsSe+E2vV4jK1ECXZCzDK0NowaVQR6SYVGfShmFmkGi+bxNZWC11EHpwzm6NSok8ViUXiNRBloXHmues9q8n6SySSCwSCWl5el61WPTyHyYs5C3Q7x+XxSlvb5fLh8+bLs1KBRMDoVXlN9bZ0Qhb0sDOZMu8XvZiL22mZpDq1GkrR+aMSZNgqA3Hc2MfB1Kysr6HQ6UuZlh348Hhf9AiDBJ4NIJrvsFqUzp46ZgeNWi4mw6TVE7iVfx6TLdOwmr9kMOnZanFBH03astyac7I+2eU4Ji05M9JrUAaCm9ZBSw4a2aDRqG3cH9Bq02PTCZhv6cx0os7rCbux8Pi8j6OhnmSAxWd7OZNLr9SKZTOL48eOYmJhAKBSS5tBisSgNrCa6rsUM7u+lsrNZe7epoPGxxx7D93//99v2As5ms3j55Zfx9a9/Hf/lv/yXzRx2W8W8OFzUdG4M7qisTkGMWXYznY4uYQCQLmuTc8OyDcnRemcZOjsaRRplfj7J2CT712o1FAoFMfjMTHTQWS6XZQGxdHmna7MRcQo8nZ6nYlarVdvG7fqzdWCkFVk7OgDbtnjvVzR3UaOGwFpahNkg4vTddVCp9U0HjUwiaCCdSoaaGmFZlm3MDPVKJ00k8DOr52uIKJEnVC6XbfPx2Hyjy2/3YrzuRfj9fT4f+vv7MTg4iEajgbffflsyc5PfaSInZkZucv12o45tVGgHtB6aOsbnzOYY/RgDRCY21CfdeGBZltz7QCAgjTI6oKNNZOWDaBB1jB34nBtKtI6BLB9jA6BOOLfaHpjXSNOILKvb6MNz0TZMl5+1TvFYtAEej0cGnu/EkG8dqDk9ZyYTDKD0e52QWAq/oz6mUyVOf44GO7gRAXVMj64jt5VBIT+PjVhmc5YulVOPmZQwENMjkki3YUJyp2vDx+5XuKNWIBCQkXjtdndKAH/MfdB5b0zR9kvTA9aT+zn/TQWNc3NztoBRS7FYxPz8/KZPaDvE6WbroI+GkcRsPm8qinbqgH1kjzYMWvg5OlAzu8z0AtTcKzOLYxDIRUC+GedSMQglslgoFOR/IpjmSBszU9mImJklxQm611k4HzcbjfR7zIWhDdRudea8lmapGeh9D20caYxNFEL/6DKODhQB+3ZfRHbo5PU2kDrQpM7okjiTJs4N1QG+JsWTr8bu7E6ng3A4jFQqJcOLtbF1cij3K1ofyGO0LAtLS0u2kVNO65WidZLP64BxtyYl9yIc6O8UKNLO6STHDBQ08qjfp5vVWGamzaFOax4ZURIeUweRurs1kUjIlpgsRTPRZjCgmyg0381JNmsnTHtDW8TP41rhj4nEmcERH9cNHuRz7ga0Ua9PJz/H/811YQaFdzqmfq0TBUd/hl6LWkd0YsPnwuEwgF5TTbvdlo0yCE5oP631mMmPpmmwyYkTSUz7pf/WwfP9JJh8P0fv0YZzRJ5u3jEDRqcg3Dzn7bRjmwoar1+/juPHj+PixYtrnjtx4gQuXLhge+zjH/84/s2/+TebO8NtFi547fTMBgWN+Gjuhoks6YVF462FxoMGxhywzRKO5qxp1JFZRz6ft+0qQ+NKwrZeLMze+EODbGYv+vydxMmoOi0m/s6/+Rn6WmmHdrfPNBevadzMz3zQQkOmz8HsQjRRH41+maivNtT6++nvbjorGhcGjtQ93fHKH3YWEnXka8vlsuiZToo8Ho8EZSwr8rjsaqVe6gTMCWG4n2vM/3Wwm81m14yU0q+lODlFfSy9pnm8vSrkS2udpJgBjg6Ytehro/+m0yWvr9FoSCc++bAcp8Mufb0tKMuPDGrp4Ov1OlKplA0l11s/Eo3Uc2b5WvO+b4XwO1KX9eOmTzCvMa8XX88kh+hqp9NBqVQSzudOyXoJlZnE8rG7BZb6OKZfNF9ngiL6Oc63JMVBV/5o64hE0sbRF7bbbZRKJZRKJdukCG5mwMkjoVBI+I2aH6ntnh6/ZyZW90ul4mdxHXH+LYA1uyKZuubkE8x7oBPC7ZBNBY1XrlzBL/3SL+Gll17C9evXUSqVEI1GcejQITz55JP4n//zf+Kbvumb5PWPP/74lp3wVolTtM7MUvMq9Gu1s9fC15vIJTNwoGtAWMoxj8PADug1HtD5c/wOz49IEB01M1luvwT0FIu8IHb6caHquVb8Xjr7c5L10KM7IZXaoOvfna7hepndemKWHnai3AOsRa553mY3vg709KI2g5yNBNMa0aYx1VQLGlM9sJ7BLDvzaaT0vWfipMvbetaZRo1qtZoMjDf5ZtuBpmidMOfyOV03p6SGrzOdldYlc2zQ3c5pJxKVO4m+51p0EqLRIzNwZBLkFDTq15HSwHvN8iBnyOoh42z+o+1rt9uCJGkbyeZAXYJmh2wgEJDAstPpyD7ATkmr0xoy7cnd7pu2t6bjNt+/3ucwaSePU++9vdOynv8jwmuWOM3gTovT9TaTXqdysU5wdeLGLmetn3wP9YjIIvdD9/l8MlO2WCzabBF5stz6VPt6vl5XKtYL1LZqrfM4GjwyKVh30xGn5Jh/b7dN2lTQ+NGPfhRAt1vaST72sY/Z/t5thtUpMyUpWyupWcYB7ENvtdOhsdaIhZmNar6X5v3ozIKLlXPxotGobUvAXC4nO/HorMwMHjg/jM0KmqStUQMzQ7lTMMfv4fT3ekHjna79eopvfjYdGUdx6MalTqcjJdKd0jMieNp48h7ycdNZmMGOk15p48Ggj0K94fVkkErdIvpI3TSbW1ge1KVFotE0qLzeRJPI+eW56B+eo14T2nHcT1auZSMG1bzGvF7m3EwdXFO/7sWh7za7BvQ4rU7BsQ66zXXIdaV1lvdNl1ipa0R42C1NviKFsz31xAhzn3mdWGlbxr3RdXDLCg33GtZjUQA75QBYiw6ZYqJjTj7BpCts5H7rY5lIl2VZMkFiJ0XbfqdAUA9sNwNiJySSdkYfz+l66vuhkUL+rvVP+yKeL4ES7aMbjYYgi+QF0h7zh+ALA1SWgLPZLJaWlmxb85GOsJFqialD93oPeK03ApKYa1XfC/28rmRul2wqaLxx4wZ+5md+ZkOvtSwLv/RLv7SZj3mgosuo+m+toPwd6AWBvHH8nQENH2O2yYWknbzmmbG7mdm5birQ8/T6+/sRi8VEyc1RKkAvANYOxMnB67KD6dydFj1wdyTsbsGjNihOn+GEDPF+AJCh03RQnBvohAY8KHFCbRjEa+fNQEp/P41A6r+1rvH1TpxZ/bxpUDU5X5c72OVKZEcnSdoY6dl8NESaj8tAU5fFqbvA/TXDOAWa96Jz5nHMYJEOSw/KJxq/l8VMXrReOJWszTWor40ZoJtJERunqOt6O0HqmkaFzTmiDCYZlOrPpONPJBLCx/Z6vYJk6p2HTHRovSBQfwen76+fu9fkwXTqesYjq0hM5ndK7gYA6O/M62/aG+0r9DF04rzedTcfp04yeaX/4zXTiCePoStxrAxokIRjoZj8djpd/vXg4CBSqZQ08lmWJegjK3T6uE5+yEyI17vG+j3r2RPT195JuMacbL95XkSzt1M2FTS+8MILWFhYuKfX7zZxCko0t0EHg04Zl/5fH9OyLJvC83V0pnRgAGxNEfpzdFmEW7Q1Gg0kEgmB4lOplGRZTkECj286Si5OXSZwys7NxaK/42Y5HaazcuK9mL8zMIlEIlLW0t+dr9UjhR60OBlXy7JsiI5paNczKPr+63unS4Z8H5EZlvoASKlQ7/GqESaNKDLgY6CqR+VoJJIBJ7NiBgwmiqoNrnbmPK+NGFD+bf6/XlZ/N8NrIirauDJgJBoRjUZlt5G9GjzyXuikjPcIuDu6D8BmP5gAUyd0EM77qxEjnTTouY1MXIFes1+j0UA+n0er1UIsFpMtCvkdiA6x+UY/ZvLOdWBhVlA2ihZtVpwCRlJAGAgTSY3H48jlcjvWPc3zNO2+Pn+dCGjkT49I02tcH4NiomA6GeHf7JRmMqGTXr1u+TvRZ1JjOByeNAZyFImE0y+Yw8I5rm5oaAjj4+O4cuUKbty4YbPj2gbruMAEPfR3XO93M9Zwet1G7tt67+Pa0iCAnnm51bKpoPEzn/nMtr7+QYrp1E3ERwdygD2Y0T9cCLxxVEAqupl1a06Whud50zVEzr1/6/U6lpeXRfG5YEjypYHmAuGIAie0VAciOkjlNdHfld/dfJ1pdDbiaJ2MlT6W/p8Z4/j4OA4fPizlAwYtwWAQc3NzD2Qm4J3E1A1gLYKjA3X+ra+j0+P8W79Go4HUNz0KRSMtehA89UwHYDqo1eVGrYskjuvOfO4EY45IASD3zMlY6nOjON339Z7T19U8jtM1N3/XlQBzjSYSCeFCaWe1F0XfY9P5AmsHLzsF1fqHDphBn6bjmDQFvp/IIm0Sn9cUAN5H7lxEGwdAeGjFYlGarSqVim0HIuo7ExYdxAJrucR3u2ZOerne++6EZGqqCACx5X6/X0qspr95kPZrvYBRV9f09TQ76TXvzimhMxMWvfa0r9Mjw7Te8XzMc+A1ZCDH+YosP+sgVw+ZX11dRbvdHWXDpIQjfAqFAnK5HFqtlthR8ml570xbvZFgbyM653S9zPujP1PbPW0bNRCw3QEjcB/bCO5H0WiIGRAC9u5Y7Vi1gdDH0I5Yc0SYjZObo1EAjXzociK322N2xaCR58O9qvkYj8kg0hyKS8Xj9zMDFR1Y8Dg8R51h6veYcq9ZvD4fdhyOjY3hXe96F9LpNK5cuSLfn9sosiy2kx2vWk+cnIFpoE2ndqdMdD1nbvLKdGOCLg/rQFMPZ9az4hhgUqd4/nyes83IdQK6o7XIlwUg3Y7m7D/djWx+3/WMo3kNKE4O6W6ot3ntzACHyPXw8DAajYZwnPZqwKidyp3WpBmsaIdt6hlfpxMV/RqWGPl+XSLTTS86GGF5mfeBjtrj6fFuNXpEni51kIEGAwjqFhNyLWaQup6OrRcorve4k/N2svMMbNLpNPr6+mTeJJ/fiYR3Pd3QQbh+reY5svrgFDia+seEgX/rwM68Zryv/N8MUmlbIpGIJCaWZUmjUTqdlnK1ZVky9YG7CWkbxR+OHNMJFc9P675TgKxtj1Pwdyf/Z9r8O71W+wCKXnsMGBlQMw7YLp/oBo23xQnh0TA8HzONhDaufB05hlr5+L8egxKJRAQ5cwradBZGJdcNDtrx12o1284x7XZb2vl9Ph8SiQTi8bgsJBptJ0eux/Ew2KBog2i+Tp//RuROmWgymcTRo0fxyCOPYGRkREYLTU9Po1AoYGVlBXNzc4JC7KQ4ZaHrBZA6GKHumPxH7cC1/jDIIf3B/Jv3kQ6an20inAwy+ZnaiAOQkg4AGyLHc+bfHF3BIIHBOzscWVrUu2VobqV5nZwCGq1L+jtpVOlO+mYGN1yD7Lzs7+/H6OgoRkZGsLi4uCPIz1aKE5priun49LXRv9Mh8XVEYsyAQjtN2gomqFpHeb94fDM5ZQmXuqRnIlJPKZqryzVkfkedXJjfW7/OdMhmUmNeU/P1TvZLr5lAIIChoSGcPHkSpVIJV69ele+3k7IeKgjYudbmY0627U6fQfvmBFA42Uv9XlYCaN80qKAnQDCoZWWEQ+Q5yBvoDb43/W273ZslzM+gfvJ9tBtOiYmZiDhdkzutSSf0UP9vXh8dV+gJK5qb7SKN2yxmwAasbVDQSqSNh3ZK5Jdpg0FF5M3ma3Qp2wwsqJBcAEQddQcuEUhzxAkzO83/0ZyR1dVVrKysCJqiFwGNNTsdiUCZgTIRHgYCTiNQnMTJaGvUjOfKgHFychKxWAx+vx8HDhzAwYMH0Wg0sLCwgKmpKSwtLe0osZxyN0OoRScjTmUq3j8d7OmsmwaTtAdtSJwCcNPIa6SIemYGkRxCzHMwz9F0pObMPJatOWuPCY2eGMDj6ABE6yOvFb+zDnx18MnXmddZf19eQwYvPp8PsVgMg4ODmJiYwODgIMLhMG7duiV6fafMfzeL6ZjXu286CaAumoktZ7/SMWkONjcKoA6ZOsekgu8lwq3REa3zegMAOsFEIiH6w0SEiCMA2/aoTFYo2h7qxMJJT3SwR9vG73a3oMhcW7RjtPOBQADj4+M4efIkRkZGcOHCBRvSCuxsgmImtE6IGp93Sti0rXNCaLV+mfaK+0SbFT39GiYvZrKpkUFWV1qtFvx+P2KxmOxg5ff7kc/n5bhmsKfRa35HJxBH+0k9z1kDJrwGJpedx9CBo/4eTvffKWDUa4xrMxQKIRqNIhqNwrIs2SJW2/etFjdovC1UPLPUyOc010MrOA2Fhoh1xm6Wt/VuB9pIAfaMlYrKvX+5eDR/kRlVs9lEPp+XeYx0egxOWerhFoMej0caS6iwHENAw03jr4MH7VSA3h7SukHCdPgm389cAHobvFAohIGBAUxMTKC/v1+OcejQITz99NN48803cfr0aZw7dw7Ly8s2J7FT4vF4bKNHgLWNLqZOORkPU+dofCzLkm5nzS1jCYIBGwDbXuVmwEjhNQ8GgzZDq4fpUnTQpo2hLrlpPbIsS7hCnOEYjUZlz17d0e+UsGgno68b14q+JjSIuhyuv6dZBWCCRqcyMDCA8fFxTE5OynDq97znPbh27RreeuutPYs0MvFjkquvJ+0OANua1luwdTo9ugtn4Zk0CJac+R5dMtalSAbqel9pfrbeFYYBn542weNw675isYjV1VUUCgWUy2UEAgHRKyav5KOZKCWwluZAPbesXnmTdpcBqkbH9XspWl/5Xbm2YrEY+vr6MDo6iomJCfT19SGRSODJJ5/E3NwcXn75ZbHtu0V0wmFeL6fEWCfAXGuRSMQW2Gubom2fZVniM00/yd+pU7ovgOejg0a+Xtti2iY22mjbpUvipN6wsYY6xbK1/l3Po9X2S18fDTbdCYE0qy1OgBTfqyk19PucORmPx9Hf349oNCoBYzAYRLVaxeLi4hZqR0/coFGJDnR0cMObSpSGzlt3DOpmA/0YlZ+KCth3jNEOT7+OiqoJv7r5JRaLidJw39aVlRXk83mUy2X5bO3g+X1ocGkQdcbOc2M2xXPUTpfZHV+vu9jMbFAjUNq48DrpTt50Oo3R0VGkUim0Wi2kUimcOnUKR48eRb1ex//6X/8Lr7/+ugTAu0F0BumUofM1wFpyN2DnxfB/6oL5GTw+HSKNh36PRrBNZ8z7puc76iCSwZUuZQO9ocs6SGDGzXPiDgvVahWlUkmOSbTRRCnM66KRfD6mAxFmzgxQNBpoBrfakTAwYTk6Foshk8lgeHgYExMTyGQyaDQaKJfLKBaLyOfzu8qR36uY9AZgrVMydY2vAewJMhNUvp/33Sy/Ei3StpHnoj9fc8AjkQhisRgikYjoqXn8ZrOJQqFg62YPhUJyTB1cmOgw7bgZ/OtgmclXMpmUES2k8zghbabe8hpokCASiUhCMjIygkQiYVuj4XAY+XxeEqjdJOutTR1IrhcQ8VrrWcfaHurAWlfPANhoD7ymOkk2k17aUOqXroyxV6DZbMr2gF6vVyofOgilzaH/IQjCnYxIsdG7EPF3c+cWjT46+QATEDDR7PXWpA4YmYxkMhnE43EkEgmkUilkMhn4/X6srq7akN3tEjdoVGIGjIDdOGnRCIbm6DB7ZCeTDtR0J6GG5TWqB/TKhXTkGhGiE6QxMru1I5GI8BZZQopGowAgSp/P54UczB8aXW0g9EgSnqPmkrDkpEtHZqCojbc2JNqAcCFkMhkkEgkEg0EkEgkcO3YMAwMDuHr1Kt544w38+Z//OVZXVx+cQmxAiB47ORr9fc3gku91yjJNp6T5Kwz8iBrTMFIH9OcSMdKOknrGwEC/j2ImRszYyTvThlNTE9ispRu7+DoTkeD56euh157uCmfASuqEnqvG9+ngQK8rjmuKRCJIJBKC/oyNjSGVSqFSqSCbzaJer+PGjRuYn5/fEr3YKTETEx24AWvLZGaVg0lgpVIR+8PuebPKoh047ZpZSuT6YPmbKCX1V+ueRu0sy5LEkE1xzWYTxWLRNi2AesIdRPhd+GM2/ZmoDQfX83vrhInv0fQLs/LCtclGjOHhYYyNjYkj5/UJh8OoVqu4dOkSLl68uOMDvk3RFQRtx/T1MDmNwFr+Ha+hfo3+WydxZuVO+xoNUGihP2QSwuRGzzXW/ph6x1I4nyMarWkZPBeNVrLjvdlsSkDMXeN4LnpoPW0addGsOPKcdFOqDhypL/q9THhTqRQGBweFskV7lk6nZaJFPB6XiuN2iRs0riMmzAzYuQ0aTeRCoNJr4q420tqAAVjzHvPzaLQ4v4wKxAHXzI51c4s5IkAHM7p8FIlEUC6Xsbq6Cp/PZytda2etAz46ED2stlqtCjrDgds0PryOmmCsg0ZuAZVOp2UxxONx9PX1IR6Po9Vq4cyZM7h27RrOnDmzbXD7/Uqj0RBD45SF875q/gvgnNnzdzN50UmK7o6j4dGfr/eipkFkEsPzAewBA7NlnSzocTtEgzTnldkyS4gMHnU5h8ekUQ6FQvL9GEzoa8LP1T8MIIig81rwuvBzncpasVgMyWQS8Xgc8XhcOliDwSBWV1dlZl42m8XMzIx0g+9V4bXQnZ+A85gdJiB8vVle1s11OnnWnFit75qrSD3Q81MZxLFzWCMpOsGkfpHPqEdtMVjgPs7UM9oeTaHhGBbaa53km+U+jRgCvbm9PE9dWtev9fv9SKVS6OvrQ39/P9LpNKLRqC0Q8vl8yGazuHXrFi5cuLDrEl+KSc+ifmi/pINIMyFxCia1ftBfdDodaSoxgynLsiRZAXp0GvpTnqOuaulqGSsR9JPxeByxWEz8oD4GK2r04dFoFKFQSBoBtd4AvWkourlPN3zxO+tAUO93DUBspQmymDQI6hiTGuoVvwNtKb8bt+7M5XKYnp7eVq6/GzQ6iEaAtDEzS4sAxJlqVKjdbtvQETpUGmQuAi48y+q1yTtl/Nq56x1RdLnR3CYQ6DXv6M/hYmm321LeZNDJ+WckafO7dTodKTeymYBGu1gsyjkBdmOrAwjt7LmgU6kUotGoZOmJREIWQaFQwOzsLLLZLP7wD/9QyMy7UfR1CIfDa/RE64s2wqboYM48hnbmNLrUIW6jyPeZDVO8/9QLXn+g1+XK7JnH5v1vNpuyTSXLNyzd6DIN7y0NONcQydr8fB6HO/noIE8jR/p8zSREo0C8btpBa3SRJVDyf1n2zOfzMgi40WjgT/7kT3a1jm1UdNlYi6lTOlDnmqXt0teQ954OmQGj1+u18ZmJGGrEkY9rXaJt0PQYjaJrndJjxgD7WCcmue12G9FoVGg8dPZch/zeJlKq/9eIIYMXJsicAKDXlO5ajcViYrvS6TQikYgtOPV4PCgUClhaWsJnPvMZFAqFB6AFmxf6MtoAM5ldr1KiX2sGjJp/qGkERO8IOOhrpnet0naBwSc505oqo0vF9FvpdBrJZFIoWXrLWd5TJqYAxD4Vi0XhyertMXnOukOZx9PzHRkA633H2+02SqWSDaXkddKVG/p5NoMlEglZb0THo9EoYrEYvF4visUiSqUSKpUK/vRP/3Tb7ZgbNN5F1ls0ZiCpO7A00qOzCDpGoLdHJB247qajQdOZlHailmUJVG7yIDVMr0nxelHyu3C2YywWEwSJGRvL25yJpbka3FOVx9HOiEEiszUek5+XTCaRTqelXEBHoAeTsnHn85//PM6ePftgbvR9CoM3UhO0IdKBPP/WumQaYR0casemyzUMwqkfNGIM5jWPkQZV8wN5PJ0o0KhWKhXbKB8dbJloNoM1HZgSnTS766mP7Pgjaq2/vy5t8vP4GSbFg8fU9A8emzQH04Hp7wN0d6v66le/+sD0ZLvFRLVNZHu9/2mntD2j3aEu075UKpU11QPAPmaHwgBUO3QGZRSdNOjP1vNXNYJIu8LzZbe/SQkCekmaiSJqThp1XZeh+R4mTTr4oUMnik3uJwME2m7q++c//3mcOXNmW+73dohGkDWv0Klisl7gCPQqGGYFDeg1dwA9TqJOullV4HEZpDMo59Bubh2o7YXmilYqFdk1jRxWn89nQ/p4rjwGk10mKPyeDBhp6zTNjPqky+zmumi325KI6aYa/ujB74wL6BMZNIfDYdnRptXqTkOpVqv44he/+MB0zA0aHUQbPWD9QahOXAUaJp016PIG30vHy9cwwNSkWr6PkD1LP7pEQrRGw/acTUUDGA6H5Xhc9Fy0emFqxIacCWbr+jypwABEgXkO5XLZtvi8Xq+U0slbZBmVToBBBwnMS0tLeP755/dkqZDGw+fzIR6P29BebVTNwBFwnvPI3/k6vdezzpbZDKATDW2wNeJCI6XnnPFYGukBusa9VquJgddJiSawM6AlR5bGmEGGzsL1SBI9copGn8OPKdR3GkpNm+B3YnDC/X7D4bBQN5i5swTl9XoxMzODz3zmM/sCXdTCRg4dlGnR9soJHeJaZycmX6fHo/D1uhStnasOvDTqo1E9bS9MxI/CBADoJcDcW1gjLbSZuqJC20n7ppFMopd8j06mNe9NN5Hxe5FfxpEu3P6Qa4H3oFwuY25uDp/73Odku9O9JBpd5jXRsh6qyEARgI2fp+0Z9cUMCvle3h8mBxp5LhQKtkSFFTo9i1GPYeL4GVY2eK7US90USHvJ+x8KhSSYo80kh5LIPI9JBJCTAnh+BEBoE5ng8NpSD3W1iNeOx+cIIa/XKxUUBr5LS0v4sz/7swfqK92g8baYJRuzvKihdpOrqLkINIBm4ESFoOJREensdbnZbOnXDoBQPPmH2qCxRMNsSBPGuRjN92hkiIZWj5vg5/G78X9mPfzMcrksi7vT6XWkkUxM9I3Qvp7Txu/3ta99DWfOnMHKysr23uwHIM1mE7lcTrJjwHmAvFPGzvvlVOZmYqKdN19Hw0rnSf3RvCDqIbdko+5qvbYsy4aWAz1kgLrAJEffQ87X0/SMcrksZSSWFBno0inT8PJvngMRIJ2IRSIRQXQZMDJ50xm+Ln0RTU+lUjhz5gzefPPNPd/wsp5o3dDihDhSdFKokxE64HK5LEge77GubOj38xja3lG3gB6vGughWpr/RdSOvFompAwKdAMMA1nyJJ122OL35Xep1Wq2uZF61i0/U9MtdDDEz+Q50oHroLler+O1117D+fPnkc1mt/juPnhhFUMjXxQz4TX9pbZh1AFtq+gbNa+V6z6ZTCKRSACABFjk6THYo67pySA8D05EYLLIc9MJr5m0EznU1UFtj1nJYFOgtsUM6JhsOCH1+vowKKad4ufrHgfSH5jo6jL9mTNn8LWvfQ0LCwvbrQJrxA0alZjQuvkYRQd/fA2Vh1mObm7h8ZyyMyooMxH9GgaeVOBarSaGVSOTXHxUZKCngJZlSTCnF6hGGwG7Mef/PAcuSnI8+Pk0wixXAb3StT4GgwWWEXRXYafT5QNeuXIFL7/88lbdyl0hDM5Y5mdwo5FdM4jk+/i/zspN567vp349ERQ6RaJCejcPjSCzXKeTHwAS3NNQsSGGRo9EcpZn9Pgk6iMTDAYRLAMS6TR5kF6vF6lUSnSEA3orlQpyuZyUo2jE9ZBzXl8aYvIZg8EgSqUSXn31Vfy///f/HNf0fhEmeQzEKbRR+m/zOugEWDtD6gdfA8BGV+B902gU77dOWuhItU3TzpzUFN0gSEft83UHsicSCVs3N8+D+slGK/2dNJeNTp9JC5NjTaVhgKiTEX0+RBoty7KNzlldXcWFCxfw+uuvb9Xt3BXS6XTk+hDx0r7PqTrC53j/Nf1BgyMamWYAz6CMVTJdjaI94T2jHlFH6Y9Ykq5UKmi1uuPb6J+B3pgojSxqfac+s3JBMIQ6rrm22p9pG6wrP5paRL3jNWLDi4ly0mZrzm+hUMCVK1fw0ksv7Zgdc4NGJWZQZz6nMyg6ciIbeqwIFUEjjVxonJ/HxaMXny796ZI3AFv222g0JPvQGY/mjmlDzfPQnYOaG6cNvOZf8kejWszaNOzu8XiQSCRsHZtcvOVyWRAfr7c3NJjX7ctf/jKmpqZ2zdzF7ZBOpyMEaBoBrWOaoK/1jPdGZ+VALzjUPDAza9cdfgCkZM73aLSHgYapfyzp0IDp8U6dTkdGprCbnoZdNynQ+NOxkiukkUK+h8fQA3+JSOsORZMcr/WUSBNLm5FIBJ/97Gdx8eLFHd9u8kEJbYVO3LToMiGvKe+HpqnQUZoBmX6euqknB2jUkcfWKIvmkvExnhfL0Nr2UWeJepHnSnsKQPSLSQO/H21jIpGwUSYYaBJJ1RQL2lITydY/TJS57mjHdtsona2WarVqo3sAd/ab+nmtH/ybdkyXc5n01et1CdqoX/yf99IM+Dk+zmzsY5Bfr9dRKBRQKBTWjNahLeMoOwBC9aJ90Q2nnM5AdFKjkqzk6NdzvVEvWQnkmtABuE7wGDR+7nOfw+XLl3fcV7pBoyG6BAjYp9ibJUNdujXRI60ENHC6pKdRJxpZHk87W4pGl5jFmF1fuqysyyxcOFxwmk/J71qv10WBdUnd5CFxQeomHqI5ugSpFZvHYJmwUqng0qVLePXVV21cz/0udHqm0WWgrhMIig7iGPQw09Zz5fg4Azpd7tY8R+oGP5vojtY33i+tn9Rz6guPqZMKXWZhAKIRGr6H6KSZnetz4LE44oLdjHQg1FE9kocOg9xKoj4Pk44BPYRbO0OTkmLqmg7MeQzqmb4v1AXaCl1lIXqn59gBva1UeVxN72EAR4etedv8DB6PARl1hXqlky6dKPEzNS1DV2L0fFndmU0bawbSPA7LiqVSCbOzs3jttdfWoPT7WQgK0GdopM2svmnRvlT7SjNRpk3Rgb1pdxiA0Q6ykkX+NNBNUEm30nNHdbWDASo5qvweerczPTOS50nkmyN6CKBw/eg5kNQNfm9OlND0DV2dAXo2tFQq4dKlS3j55Zd3jR1zg8Z1xOQpaqOrH9dGRT8O9BwslZ2KxFIxM3hysEy4XWdwZhbMDMucCcnzoZHVyq6zdJ4fgz86ZG0YuUCY7WmHr7u5OFyV3Ced9fN4QBeW/9KXvoTp6eltHT6628U0umbZ2sxKTSSGJTYeSxtSBlTUAR4X6AWn1BM6dY3u6HIiAz0mI2aZiXpBsrnm41CXgN4sRe2IqZdcF0x2/P7eDgyaAmFZFmKxmA21BCABpR63cvbsWczMzDw0yOJ6QnvjFDxqVEOXpHXjB9DbX5f3RyPYvH8aKSJnlQEcHadGW/Rn8znaQCbDrNQQzaPj18ms0w+/B79Xp9Ox0RnIO9OJGfVKjwbTTRKAHSFtNBo4ffo0pqamXDt22zYwIDNRR61bfFz7KKCnA7qxkzqiu/Q1Mkh/yWSRQZtpqyqVCubm5lAoFATc0LaNiRIBnVKpJH6s3W5LgEd/F4vFJCltNptYXl6WZJUJCM9FB41MjFghND9bg0p836uvvorr16/vOjvmBo13EDN4A3oBpEZH9HM6izKDSv6u0SNdcmTmozN4jdZopFMrJLNkvp7nReeq0SegN/Bbo09UerPcQ8RSczDM+Xo8/0ajIYuOi7lareL69euoVqu4evXqQ5WR301odJkUMIDUyDbQ4x/qhiSi1TTO+l5qZMQc/6ANtS4VUS91QqLRFa2rAGxGlygRj8cEhagNYEd9yEnTmTbPgY6DHdAAJBgkUssuWlIf6vU6rl27hlqthitXrrg6poRIHRNIIhpOaLZ2+FrniIzzfZrGYjbtERVkAEq7oZMGJkTUDX4un+NjDAIYxGlqjQ4cqTOafsPP4lphAstEXSPUenca0y5SjzudDq5du4ZqtYpz5865OqaEwRn1hKVgwD5MXv/Ne8PHnHiOmobDpELPWWRSoZugCHYw4Gy1WiiXy8jlcoKKsjqmm1pWV1dtvHwGiRpZjEajyOfzope0RTxfjqorlUqicxpd1GVv3Y2tbf758+dRLBZx9uzZXatjbtC4AdFlXL33qXbuDJq0EwfsWyjpLmgn7gLfZwaiuhSpAwN+NpVPG0kGGDwnGmnNd9PGm8GhU6cX2/u5oPX+oQwMubtMqVSSGVqFQgFvvvnmQ52Nb0S0Y/d4PLL1H8VMUjSSa6J2Jk9No4fa4eqyjjl7kQGBTnY0WVwLkU/NneXxmWBQeA5aP3U5hsEiZ98BPQ6Vdg75fB65XA7ZbBa1Wg1nzpxZs7WgK3YxdYxjYqgPgJ1HrW0An9Od7JqWQ/tIJ009Y/KhA0GNNuqEReuv5tZSLzRSqZ0s9d88rh6nE4/HpaGKuqxRUwYBQC/5rdVqKJVKyOfzKJVKeP31110du4voCopG1fTzZsKgHwd6u9KwWanV6g3YZtWDeqx52LobWQeMumzOhIa6zEY5ALbqBrvyfT6fJBP80bpMWo+m8bRaLZnhyZmdGlWlvunvzsHcX/7yl/fEmDk3aLwHabfbKJfLokCxWGxNaVojevp3M7ui8uosWy8evl47WQ1la+6I5kHq8+BxNBdSl8kZEBJFYGCgUS92S+uyFM+FwYU2vMvLyzh//jymp6e3+W7sP6Hh4f66dO4akTERR11+BuyBJEtuZuKg/6fRJeKidVYHefw8Pq87YWnMTe4O0Uigx5GjHlK/SFLniAlyhNhowISEe6VTxy5fvrwj4yb2ulDH8vm8IHMMIHU1RItGeM0RJjpB0dxcE0lm0Gci44B9TJC2k9R7rYO69Ex7aNpAXc7k83y9RpCIVOkghAHjwsKCa8c2Kby2RPe8Xi+SyaTcT01F0WVs/mg+o27m5Pv1faPP06gcdUA3MPFzKbR7nBNKX8fP0JtS6AqiDnZ57nzM5/PJLGLO6NUbZZBiwSkiuVwO586dw9TU1Lbch+0SN2jchDCjyGaz8Hg8iMVikg1RSbVyrUc6B3oKp0vhurtZB5E6kGQ2rUnemi9kcpd0GVkHr7o8yKyepUbdDc3XcuHQoTcaDSwuLmJlZQWnT59eE7y6sjnRSLHWMXYqA2u7YHXpGbA3pGj0kDphJi6A3ZlrNEcHkkCvS5UlPJ4P7z8RU3bKU+d1ly35ZQxKeNxOpyPdh8ViEblcDsvLyygWi3j77bdtZUxXNi9MKFgCjsfjsv5NXdEopKbC6EoL76tOSs3St1mCpmgbyceJeJqi7ZXWT9plJih8LTtgdbVIN8KwtDg9PY3l5WXXjm2hsCmlWq3C5/NhYGDABmKYVBxtK0y7pHWDiYkJxgA9vTFpYRqNBiBd8wwYdcXQTJZ5bvo8+Vm0y4lEAplMRniPpGvl83mxZQsLC8jn8/j617++Z3XMArB/h5Y9YGF5jTup0BDqwI6ilVc/ZiKXmr+j/zdLhyZC4JTR68+lodUZlOYI6R0gOHJFl7PY1FKv113E5wEKqQHJZFJI3SbyzB+NHFMPNO/VLHkTAQB6KKYeZ6OTGTppk3+k9cscLxQMBhGPx2V/cb3dop5Nxt1IstksvvzlL6NWq2F1dXVHrvfDKNoJaq4gdUA7Ue2QNSfbtG/a3pgBP5Fxc3yS5i0CsAWTTGqJUuugQJ8bE66hoSHE43FbUpLL5VAqlfDFL34RlUrFtWMPSCzLQjQaFW6h7s7Xfo02QicA+nnNgzR9pwZogJ7+8bPMxinqOCtvWl81Cq55s9Qxv9+PVCqF8fFxoeoA3aB0eXkZq6ur+PKXv4xqtbovNq5wg8ZtEs5wIvEfWLt7h0aHNHFcZ/I6kNPwvh5bYiKTehSJzuy1Ywd6TQkaIWLmlEwm4fd39yYmzO7xeHDx4kUsLS3J8VzZOQkEAoIOkSqhHXu73ZaSL2BHeWhwyRHSuxhozhiDThPRZqCnO2P5vzbYOngk1ycYDCKdTqO/vx+WZcmOMQsLC6jVajh//jwWFxflnF3ZOQkEAjKDlRMUONwagMywoy5Qp1he1BxYjVYTiaEd0/MQ6fgDgQCi0ajQHHSSo0veTEY08k671d/fj/7+fkSjUdRqNWnKO336tOwK5OrYzgq72jWlRdMLANgSCe4SRM6qrupRaI/0LGFdfWNpnB3RrORo9JrVFJaTyVGkjeVjmUxGnqtUKpifn0ez2cSrr76Kubk5APtLx9yg8QEIYW3LsqRcp3dHYZBHPhsV1gwYmQmVy2UhzDqVb4h2krOmyeX8aTabiEQiSCQSUqZhuYrzp4rFokD4+31o7V4X3V0fiUQQCARQLBZF50ifqFarsn+rRgF1KZI7sJDv48Rx417iQG+bL3OQLROQaDQqyBP1cGRkBLFYDLOzs8jlcrAsy22Y2uXCwJB87kAggFwuBwCC+IXDYdRqNaysrIiO0cnyh7qYy+Wwurpq0zEd+EWjUYyNjdkmOOhGCP6kUikMDQ3JlpXkkPX39yORSGBpaUmQalfHdrcwmbUsS5JN0ieIekciETQaDeTzeRsaSd3SOre6uioghxYmwLFYDOPj44J4mjrGTSySySTGxsZkOggbPolgz83Nic7vdx1zg8Y9JCb0fqfHzeYcV1wB7NtZ3s9r+DqKq2OuUO6mPybner3XmK+laJ4lxYnu48r+lfV0zEw+TB0zKVy6/KwrJBvxsQ+ruEGjK6644ooru1KceNr7qdTnys7JRpNjV+ziBo2uuOKKK6644oorrtxVPHd/iSuuuOKKK6644oorD7u4QaMrrrjiiiuuuOKKK3cVN2h0xRVXXHHFFVdcceWu4gaNrrjiiiuuuOKKK67cVdyg0RVXXHHFFVdcccWVu4obNLriiiuuuOKKK664cldxg0ZXXHHFFVdcccUVV+4qbtDoiiuuuOKKK6644spdxQ0aXXHFFVdcccUVV1y5q7hBoyuuuOKKK6644oordxU3aNwXYt39Ja64cl/i6pgr2y0WXD1zZXvF1a/7Fd9On4Ar9ytedBdCG91txN2txF3ZaqGOddDTM1dc2UrxoOfQqWeuuLKV4lW/u3Zss0JP4MqeFC+6xraN3q10Da4rWykBrE1G2nB1zJWtEyfswtUxV7ZSvLDgQwct9ZirY5sRN2jcs0L0hyijeStbTm9yxZV7EOoYReuXBaD5YE/HlX0oPqy1XZ3bj3kA1HfipFzZV+Jkx/Tfrh27F3GDxj0nFrqG1um2Wer/DoDGgzopV/adEP3xwI40MlHhY67BdWWzwkpJT7+6aBB/t9BBG64dc2XzwqQE6NkwM2i04OrYxsVthNlzwnI0xY7+WHJLO7BzOFxxZaPigwVv98fywh4wavqDB64JcWVzoislHvU/4LECsKxu8NjVP9eOuXKv0gVXLEl+zaQXsNsvV8c2Kq7F3zNigbwMu+J3ja11G33scjbatve44srGJYCeE7eATgt2fevIjyWO3tUxV+5FqC8m2gN00Ean00OvPVYQbnLiyr2LrwugWBpIseuQx/LDsvRjrh3biLgrcc/I7VKO5YNlBeCxQrAsPwCWcVrowe5mNuUuBlfuJqQ9ANJZaHWDR48VvB0gdvXLQlfvOtKB6AFuP+aKK3eWAOwoo6Y+9KomnU7zts5RvACCD+gcXdm7QqCkczsBaanHqV/dsKeDFjodXbXzwB0oc3fZEKfxX//rf72pgxcKBfziL/7ipt7ripaukfV4IkCnjU6ncduhe7q/A3AyvD1xu6pduZNYsKwoOp0qnAnjbLa6/WrLp9AgXfZxuxFduZP0KiW9LlbNZWzBYwXQ7jTA5j5LOfje690mP1fWEz96iSx1yKtAFcDkOHafp4+kHXO52uvJhpDGEydOwLKse/45fvz4dp//QyBdQ2tZfnQ6je4PWrd/rwPowOMJwrI04Ze3VecEFlxg2RVn8d7WJcCOAAFrOYxQAaNZXvQYj7niCtBDfzzoCIWGj3d/LMt3OxnR9Jo2OmjDsgKw66SLOLriJAwYNXUL6KBpPA5ov9hBW6HabbjVuTvLhrDYmZkZfPzjH7/ng//mb/7mPb/HFS26S7oDdLom17qt0DS+7XYVGmHslqu7WXoHJvJoNtK48nBLL9noZtzt23pjjnLSDVaW+t8LoA3L8t52+GuRSVcedukGjHbUkLrVlXanql7jgUYTe9UUHTj64KJBrvTED61TXR8I2O2QbuTT1Ah7kNnTMS9cVHutbChobDY3tzg3+z5XAI3adNC6zSPrKnxnDT9DG+D2ba4ZbgeM2tnrv12n7go7o7uGs6OceK9k0/2r+68FWP7byUtbJS9sXtDz9TxwnborPcSmLQmvc1LC1/R26uD4nQ40FUInJG7g6ArAppfeqCYPYHnhgQft2xWUru3y3m7s03QHJjLUqV7A2As83cBRizuncVeKU5mP88yIIHYVWTvunphokJlhAS7/7GEXp/JLr4Gq27UKtDs1aLSbIyw6a3TJ5AvxcVfHHl7R209qvfBIObCbENOG9Trz74xYm7tguYHjwyu6Ae82h9EK3KZzNdHpNGBZ/tv6Ri6tvUN/bRikx9W582hNcVuFdp2sx6VQxtTyAh3V4drRztk00hyPQuTI5D26Tv3hE3OfXy1Wt9SMbqnZYwW7xve20eysCQR5LNPo6uddHXv4RFc4oH6/rXfWbWpDx9QNcwDznXANzbV1dezhEyYlTCC6utLp1IXSoCkRPZoDYNctJ76jiYK7pWrKpoPGsbExjI6OIhqNot1uo1AoYHp6GouLi1t5fg+ZODWqOIyl6JB3tt4uHYDJGdLk8y7s3sTdjbIr+0+cgjzKbfpDB9JY1UFTodjmjkOmmPp0t9e7sj+FjQTaHtmly3/tjQnrNStoWS+gNHlqlsPjruxv0bM7PbAsj8N4nR5a3Q0YzU0KgLU6qvXJPJabnAD3aM2TyST+zt/5O3juueeQTCa7B7Bulxk63cPMzs7iL/7iL/DHf/zHaDTcrXk2Lk4laY0G6Tl5euN1dns5G+jetlxthTbqcqKTIXZlf8pGdcyD3pgKHTA6IYpOGbuph7rs6Mr+Fq1jTrrQdb7dxHU9x73eeylmJUW/1kWD9r/ogNHO27esANBhoksql1kdcarGmcFi23hMT5F4uH3lhoPGd77znfjZn/1ZLC4u4vXXX8fNmzeRzWZRr9dhWRZCoRAymQwOHjyIZ555Bq1WCz/zMz+DW7dubfNX2A+y3qgS8/Zog0ulZgDo1BzTfY+d92gqvOY7uk59/8qddAzQumPdHiLfM75mgnEnWa/szcceboO7v2UjSQlfR10wu/KdUG1dNTGdvfk5Lbh2bD/LejrWfczrid7uxAe8ngha7YrDLGOnasjd9Eo//nD7yg0FjQcPHsQv/MIv4Dd+4zfwyiuv3PWgHo8H3/Ed34G/8Tf+Bj72sY+hXC5vxbnuU7mX2XY68zENbEe9yqsCRMLqnXVf3xUXDdq/stGkxIOALwOP5Ue9uXJ7yPJ6XEWnhIY/HL1jvsdFtfev3E3H7JWSbttLC0xq7R3S5nHXc/BO9sq1Y/tX7pSU9JqjPFYQIf8Q2p0Gas2l20Hj3WyOE8VLP2fasYdXxzYUNH7nd34nzp49i+vXr9/TwZ9++mm0Wi288cYbmzy9/S7mIthoc4r5OtNB3zmTWjshX4tb3tlfcm9JiccKwLq9KweHx5ul67XNCr3329Hv9cTVsf0l9zrU3ZLNCvj3WlsG9bdTYHgnRBtwdWy/yZ10zNQFL7yeEAAL7Xb1DhU29ZcVgAXP7WkRdwJXtDycOrYphvrY2BhmZma24XQeJrlbKedOYkLmTkGjfq0uW/P16ym8W0LcP7JRZ24mGetl3ECvu18P8jaJ5ToIcBJXx/aP3HvA2P3XdxtdJN3G3GXItGGahmM+7iSuju0f2YiO2ecRW/ADFozROuuVnXsbYdipX9QhpxI18LDq2Kb2lfv5n/95eDzulnSbF44KMGUjkDedNMnAZhOCeRwT9WnjzhkSj+3K3ha9reTdxIkIbsp6qLguPzo1yziJq2P7QzazbWTXNvW6pVvo2OxRrxHLbttMXu3dHLarY/tDNqpj9HNd/eigqTYc0P6x29lvWX7oqonMb8TtAfSW1kFPd5vLNX774dSxTSGNf/Inf4JCoYCvfOUreP7553Ht2rVtOLX9KBaAELqDQjeboZiKuh6vZ733bvR2P5xZ1P6QMCyrY8wlcxKNPDuhi06Zue5IhHqPufPQRsTVsb0rW73PeC8B7nGyyYH0GEjkverMw1lG3NtioZv43o+ftNuhbqDY4/h3g0onBFvbxDZ6u8OsR+l6uOzYpsLkmZkZ/PAP/zBu3LiBf/yP/zF+4zd+A9/1Xd+FaDS61ee3z6Q7IHRtxrJR0Yq83gwzvs5j/H2v+cHDmUXtffECkmXfTXTgp7dv88KygrAc0cq2zXj2MvbNdBS6OrY3pbuX9L3LnWxeNziEg3PuCBViI4i402eut2GCK7tTLHis5O1ZsZt7v1NDVXccTxudTu02X9tpFzX9d49q4zxHVH/ew6Njm0Ia/X6/bQbjgQMH8C3f8i344Ac/iPPnz+P555/H6dOnt/I894F45X+PJ4ROu6ay542KUwOMifLo//X7NpsJPVxZ1N6VXullc919du6rZfnQ3WN6PWO5Hr1iMybF1bG9I+aMvHsRHfg5vd+OeNt5aZvtVNW0CXMagCu7TywAAViWhU7nblSqjRyrZ496c4pbWFsZMe3ZvdpOvmf/o9qbChqdZGJiAt/5nd+J7/7u74ZlWVhaWsLnPvc5/Pmf/zmWlpa24iP2sOiMyQOvJ4ZOpybzpDYmTs0tTs0LFPO5+3HKrlPf7WIhig70aIk7NbM4H2GtQ1+PAL5ex7TTazf62YC7v+tuFya+vF8ebNxJms1WwNokw/x9swi2li562S0vWgDuxea68uDFDzsQcr9BI/83h3vfSe7dZsoOWh0LQOUejrH3ZFNB40/+5E/iE5/4BEKhED7ykY/gW7/1W3Hy5Em0Wi28+uqreP7553H58mV8+MMfxnd8x3fgM5/5DP7iL/5iG05/L0hXmazbCFAHegvAzZX0LCsIj+VHu1NVZcg7HWcrcgM3cNydwtKI3hXILOPdK+poHw7fO8ZWy+1OWisIjxVAq12AGzjuViFVocdh7Y3N2YhdWA9lvJttWi/Y3IhwBqTJW3N3Ktt9YqEbMKpNKSy/4h1SNpuQ6vdtxXaA+rgeeKwgYHm666HjQQflTZzr3pBNRRN/8Ad/gDfffBMf/OAHEQwGce3aNbzwwgv4y7/8S+Tzedtr/X4/PvnJT+KjH/3oVp3zHpLuEFs7d8tEA+/18nvgsULweiNot2totcuwc9O2U9zAcXeJaWhNw8jX3Gu5+l6M6v0kJL3ORI/lR6tdgjNf15WdFR0wAnabdq82Yf0tT3uynk5thpdtwbJ6ndi9Uvf+LyPuHemVpLuUmC6H1WOFur93Wirwv9v9v5N+3YkWYVZS7qafGr3snmvAl0GjVUC7U0enU8N+TYA3xTTt7+/He9/7Xrzwwgt44YUXcPny5XVfe+LECdmn+uGRbudXr+uPRopO8va2fnftbnWSThdhbNaw1pBvt+iSkSs7K14AvtvcH6C3Jdt6DVL3oh9O+7SuJ/ejd92Ao9Opo9WhPpMztz8N7t4SD9jBalne2xwzPbduM3ZgI+9Zz4Hfu655rCCC/n6EvEnUW0WU6jfRtcVeuIHjbhAPWJLudDrSDEU/txZl7vpPC/7bz9+pIdRJ1ut+3swxemVunzcCnyeMRiuv/Pr+1LFNBY3T09P46Ec/imbz7ob9Qx/6EJ5//vnNfMweld6ogI6jgWwDHQuwvOjtzAJs3CB2s6jOunyz7RaWQ/ffYtg74oHHCqPTadx25BTNEdOO/U78xLvJvWTgmxETeWcW7+rYzkoX/WEp17kbf6Ml5vuR+z9uq11HFTljW0xXx3aH9HSs2zkPWJYPnU7rdqLSuP2MBx20YFl+eKwgvN4IWi3P7eqEE5ffSbZSR+09A116TQXtthnI7j+QZVOrfXJyEjdu3Pj/23u3mFmOs2z0qerume+wvnX08ikhIbbz47135FyEXxASIUfCiSOCAAFOthESucACCYRyQbhC8o23IhIcQMjmNsgXWxESIG0py0AgiYT4HQJO8u84ZoOJiU3sf9nL6/SdZqa7al9UvV1v1VTP9PT0nL7Vj7TWN9PTXV3d/fZb7/ldwHQ2HRJAH+4lqDKR2/ISFAOxcbEPPBuxwzJhyuD0oUGWufH2WMImLLhMQcAPCje/xpNb1okWu3CIVcDQWAbt8bFpiXjAetEOwfW6FrIPpY7gx+t24RCrgQTQgwBVaOBIIG0pL2NNFFaAzG2JLyCVOxBCYpRfjxy/bJh+10JkUOoIfk1RorGTo5wsUkW8pSCQQMo9G88wtFv9RdkFZfPfNvX2dxmvy4ZAhn56G47zN+AyDEPhz8S8GvfOAHFLHrAZCz7QCY7LRoJMnsVIXce4UkEt/6iOIk+2AuL9fVdNV0ZodP2HY/OhcIhVz/VWgUQi9lDoA/s9XCdTQBgLHXlSyNIYWviEFTtXL5T55aLcNsC9Kydjraz1Vv/+7//+3Cf69Kc/PfcY6wqBFIk8g0IfAYAVGmMlT0xleWOGDzXcTWRY5OIZrHoiJx4SPWTJBQyLt5gmGwqNPO4ntQHkfIGPj7zeghm9R6teFE4+JDJAbNvkgzxiwaF4M953HHDxtDF39TrwNV7flq7BL2YPsQWtb8QP79AaBFIIsQ2lY2VpbOs+AWhtaEwIadmXYMYYMxKNh9KNva48gguUmy841oppvHz58qLnsbEQSMvF3HznPVMBn2AUtM20EkJCq2OWFQa2/zyMdtmWIw3TGrGrf7YoSPSwnd6Jw/x1Zqkml41v9SFr9niSVRU9zFsHb9HgmbrrKthuPhJsYSe9C/v5a0y/CO85KRdhfKyo+LsudBWbM1BmVEND6AHMcrj5i/q6QiBDL70Ng/wKJq1ThqcBUvYBDWiEwqKjLY3c2BuFtFbJdaE5Dq5gbX4c7Tr4DzYWRmA8h1FxnSW08D6V/t6+ZisYkdO/th7Hsh5rGCfXxTi2DYkM/fQOHOWX4ZfWIQGRZ+aT0kLxjNMs2evumo5hsxnuOqKHbexl78Jbo5cs3XB6iAnqCdvHhEkYnrepAlcoUHY01jYkMvTS2zHI3wQEhQwUVkAsvD0NiK64Wzp8TotO0msL3CO0+WFdC2n8mmXZIoZdMyTWwnjdWn+onI4EBO/NGtO4YwIjIvs1xTKtjBx9VLtBO8wKgRRb6V04zi/DVyqoLA3/Tln15JLmCTDj9Gewrky2CgLGqt2hLUj0cFvvPbiWf5+FzFTF/3GvCdhfxXjgJr7/fkywyejt0BYEUuykb8egeMvYdanuoq6yRru6xuNtTMM1k29fV/jzFUggsLO66cyJRkLjtELdf/RHf9RoMpsDU/JkWFyFrz0I80J4vVLHC4GaRT1kzGF24rojzMIlDX0LmzH/9YaJk91jLumYcqFZOAQJkaH1N3wW4b4yss+6gtNYh3khkCJJTuP10f9r62ROW3h18I9a9CXs901FeG3J5N071IJAilSewUHxGqDZmqcVJidUEc+T7B+wXmEPdeELvUaxH2FBNruFo9GsH3zwQVy8eDH62y/8wi/gHe94x1yTWm8ISLHHCovyBZ2+F4gTN1/0qzSsTVnAY64CEyQvxR429YVYD0hkyQVbg4zTErc2UpcEAl+8/TjaccSs3JsAfk23gjdjkUjQT+9AXtyA0kP49BUqIsC4okGg7FVgc3jXZBhLUIpOcJwXEllyG3K1D6IZKbZK13TcxeyH1IgTuY7wd23zrq/RjKWUeOKJJ/CRj3yk3HbHHXfgc5/7HB577DHTDuhEQgDoQ2kqKBoSPGDiMFK7gFdlt9Ln2H0K91/Xexkrr2HLJGCELLmATXwhVg8JKU7ZLOmwxiLgL+xGWxciBXVSMHXMYolY/PiYu2fdIUxGOMVuim5Rbw4BIbYxyN9gAp8TEE3HjRSipB0BIXoQImOKCQCvBEqMF24oRAKU9NWo/0UHSEixY/mYad+ooQAhIeUOo6WYBdHxLkp08Wtr8r/0eRNobtwLJJAhkWexSWtlozfiS1/6Ev78z/8cn/rUp/CBD3wAzz//PH71V38Vx8fHePzxx/GLv/iLbc9zTdBDPFYspjWEWjk3w8cYbcxMvwmLuYO5MgGtcxT6GIk8i0KRC79DHUixa8tRhEyy3MP+dbGMWudWaLTuaqGgtYs3izPUkDbXX3ikrEpybzm3VZeANQuEOGV74/IEBGZ91hqm8QAL1tdGOdFCAGVJMZ7Jut60Mwu0HllBBdYqJtDR2GwQYsdasJVV8ABoDaWOy3JgQmSmAoQ6hl8QGyB6opI60LE1E8G2dU6GAWIxwhRHnCYXkBdvRvZZP8x1l9/2trfh85//PE6fPo0XX3wRv/d7v4ebN2+2OL11Ai+lEy62kWxCkdq4DeWq2ZfFvbnbMLQKcaw/AfkwVghiuLAWC6VvYvOuZRUgS9qkRXi8zpyBKLsluHI7VSEQ9Nd0Jppc+HjdwIVdxb53tULrgdz6VaEzZLFOrNAYtkSjffniTqV5JtHPpiRfsSoEQhrlREgrsxytdGabg5gtSpSuZsrQF5AQ0jQi0GoAv3i3OaZ6TazibetMXzGPkdku5RaUGgBeeaH1RCOb6B/8wR/g4YcfxlNPPYUkSfD0009DKYWPf/zjSNMUH/vYx9qe54oRS1JxAqMUPbYNpYuwFBBZlhh3JfJj/DFDoWHdkxX4y21cplTyRYgEUpzBes9/HTDNwuwsO8LLng418yTyW+wcgHlWJBisM7MFzKJDQrURcoXIkMhT9v3rkmOmI4xzHbd8iNJ6TXGOPq8SpBADE8bZZJhr1XZRl3IbidxFkmyjc1XXQbg+OpiKmE5BdfVkhRHQPdgQCZExV/a0NWSd6VAE/xyPFkiglXnfBHZXOMd6aCSaX7p0CQDwz//8z3jyySdx5coVAMAjjzyCBx98EGfPnsWjjz7a6kRXB/6Ax28VLWRUGkAghZB9ANpqDiitOabftGDZ1XVufegGWidQHa1wIZL2Ws1LD50jkTsYFVfQ1UCLgTOTqt/9QsvERMct1xRHGyolMRcOP+86C47m+oVIvaLlidyBlFsoigObmCaxCZr6ahDSGOcrYQICgv0YDxMpAFmjA0cYilMtTKweoVHAzC9NTiOVpzAsrhuvkR5aa9jm1thbLGJrZeidA8ZDZqjOpzOYGEuvjasVCYRITF/nMmSCl3iKFfdeJzqLxWHSd235mi1oLnpQusA6W7UbqU7D4RBPPfVUKTwSvvjFL+LrX/96K20H1weT3SphEW/TXSAkXOPuAQSgZxOazMtDbZLW5SUAShc8JASKskcoaU4QtNgACgWEEMiSCxgV1De5g0FsMY+5DlWwRbF9+f5OeIy7GEPLNjFsLkCsy/Ohe2IXHBsHZd4FhUId2V7vJEgqmLjjTnD0EcZbA+5Zc2VkgmVaCEALe6+5sli1ONNizrsW8d/WjcbI6uMUMaWGGOlrUOqw3M+EGHWtU8fBBUZgPAk0YnARPVCrU+3xQWuR1CNDpVrakYiOyNPC1xzTzSeelb0u4Mq8U8RMDG0KQEPpgUkUQh+FuraqiU5EI6HxxRdfHBMYCS+//DKee+65uSa1Hphm/SH4WhTF85HZneIYy+3k9hA987KM1XQkMO1L8yBh6TG21bwcwroNyOrAO5KQe6uwbkMTFzTKr8FkJG4DOFzBnNcRk6w/VfsTvcXcjIwhicTS3jSriCod2+PnWTVcyINBGvxWMOsCzblA1w6OYxIP44oH4N9HJ/QB8JNiSmuQxHgbVLePQAIh+hAoXFJE2cVo3Szbfkyn4WEjaM1p0DRuSEQPSqXQOFjJTNcPvsDnEH6O8BWRQGhR/mSEPgkp+qVld7y7mkYidwEoKHUMQLj1VmSlouzHeK+K1mLvn7kXrl6zhJTbZp6lAiyxrnxsXVaHNcS0OMKY6wUw7umeKTGgR57VDQBM1qcwLmxdQOkBfEuQ09SkNHFajugp4UbDFUctB25wjU2RQAgJKbaQyG2Miqv2RaVagRoQAkLwa+RMWWEdX4blI9anHAg10vHv4WcV/DVKiZB9KHXIFvzxGLZxi5Pb5ifJLBtc4TKtxFyLxPB9CS2x9J50Ga/OKhNa+jC2zdxvbs0RkCKDlDso1M0KiyG3dodx2LYun0hM+IDWoBI/QiSl1Xg9vCimrJAUfRvqIOznoc00JysjxRRrmALNXT/0yTQGcCWE8zpuUBGiB43cWd2EZHQRKsnCxJnKHRR6gET0kRc37Trj+GAidyFFD3lxjfGMZdNZaOE3QqJrj2ggRK/k00JI+67wJiDrg1qJML/0S7+EBx54YObBP/rRj+L973//zMetFqGZPfY7MB6zoe1WYz2UomcJI7cCZGEFPW1dPQVbzMMXzLwg5HaTcgeJPFWeI0vO4GzvPpzP3g0ptuBXzF80JBK5hSw5XVohhOjDc0cIwyCMppjDr8dFgsmtXGOPrj+8B1XuHBlsswkJ1upcxpAygU/KLciyZmOMnqXVxKWdkdHSpeiD1+ITSCDFNsRSn5dAL72A3d47IAW1puSB45Thm7K6lBw8vvNWRSy+jBAT/MxnipUVFN5gXWa+2xHg91xM4JdKD6zACEi5bfc1CkAitpDIU8ZNGRl3OXA0lcgdy9O0VXaPAVv1Qoie5WsmeYwsYh2NVd0DU6/YXy995YIUUg1zrymuzyXIkA+EaNTRc6EOMMrfglYjFGrAwnAoHCxDlpzGTnY7svR8mVCz3KRSaWiH8Weqdwp7ZTQXk3hmhEStR/Br9K4XjdWazVe/+lX8zu/8Dj72sY9ByumHbG9v45Of/CR+5md+Bt/4xjfmnuRyMc0lHSYR8OPICmi6dQi5ZTO/qOi1dVOTtbEk5Nj5jHtEqWOo4gCF2rcL+BYSuYUk2UY/u4As2bPCQWiNWgyEyLCVXsRudheUHtoX18X3UBN6EpS1LVkhxvpxr9/LsBzQdTOrcSViFhzzXduOMM4SxwPDNYpiH3lxY0LSlfJCI6gALxXfTZPTONO/F2e3fgS99Cyk3MZS6AspttLb8bbsvTifvh1CuCQzumYSGKF5li938ZNV4lalMWA6Hxvf1whDyn5WJZ/SasBqZBL8BCwKVfF/N92xqNew8jwmgNI5pEhNQpPYgsuQXfTC7t7BRO4aiyc0CrWPorhZFqIulXph+beO9de+1WksVGgJYZvAcB8KcUhB8Xy+VREgoSvu7dDQyKH0sbGCg3tTDH+QIoVCjkRulfzCKTiL5mWB10hISNGDFNt2a5ADAAmBsOA5H2t9aKy2e/qee+7B448/jl6vh29+85t49dVXce3aNQyHQwgh0O/3cf78ebzzne/Ee9/7Xnz/+9/H448/jmvXri32ClpFHWtKzIXIze/mlrrSFNJqDnkwSmqPnNbSjbJGDdMWJZPNkMptnEpuQ6ITXC9+gFwfY5hfxaIylI3rfasUgo3rhgSPkJTIvcndOfGXf93M74sFdZmo63aIxcP4vxN9lC23ysQpOp67r2lbLI7WLOhSbmErvYgdeRa5OsR+/hpUuYgKK6gt4pkJpPI0trOLEFpgqA8wyK8AzAJhsvJtvbdIHFNo+XfXdavRWF3WzhdQLmgbS5oQPQgIKD3EeCw1D6XZZkWaJ507gRApsuQMlHVNa63QS8+gL/dwkL+OQh3D703cJqzbUm6hKA6RJqeQF/uWpuH4lfCrEDjLV2g5A/t+q9FYXcTWSav82URPMpK4EJQCcd5XRQ9EcwnSZA9CZDbe0ayZ5VqlqcxYndqi80CUFmretUvpIah+c3kPhOkgZ5SVsMuSCL6vnsZmimns9/t46KGH8OCDD+I973nPWLvA0WiEf/qnf8Lf//3f42tf+1rbc10guMBXZz/AZ5xhnIYTAn1NiRdm5uPwTFf+Yrhi2WXdQySQchtS9iEgkIotJCLFSA9QqCOMiutol7DMPIVIkSanAQ1jwfIq+Me0RB4vF4s74+OvX9xG++CunBjzqwp7qNonFiPEyqJosgD1rNKigbEY2JjL2gi0ZCFXegRohSTZRSK3katDFMU+2ldMrOsGElJkyNIzyNUxiuIAFOtUvissAcO4NkW56DvcisoJd+PF2HpIM+T+IwU29/Z1bllpBUJOt3QvEwhGR5MT9JzFJE1OoZ+ex6i4iby4ifP9/w23y3fhsn4Zh8UVDPK3bO/19oXGLDmHLNnF0fC10rIqreuS5u8nKPL5TxI0bjUaA6Y/n3DN5KA1g7LWjaBIdUCNoYSHmnClt+o+C6RyD730HAo9gNYaiewjLw6QK9NkIkvOYie7iFFxgIPhKxPGagrzTiTJHjQUVHEIPxmWvyM8hCQWmhSuA6unsZmERo40TXHu3DmcO3cORVHg6tWruHbtGpTaxJemrjskNBOPlzLxLYihZYfM7bwsQJyR8/NRL1gTI6jKzGXjLlGB5tImkyUhGEjkttXKD01yBSjxhQf0xqyNVoscEwxDC9fqX4bFglzSAtMFLk4TVQyEM9dQgKc4RRu3KKyL0aOPMMxC2OSEns16L1CoI2vlE5ByFwKmzE37FiBTRNkkHoxMvCyAYXEN0GAxPqGlh2I6zRiODquElluBxiYt5lyg5PcoxoOssmjbuFGZI39scgNumxp6NlaxuuyJtAkMfeTFPrL0LAp1hKI4QC89hy1xBkO9DyUE8mIfhdqvuI6mMPPtp7cjV/vIi30zK9G31uohs/ZwAZHCawTGS1iFuNVpLERIWwROQzzLmRsbYmukZGW3uDWS9qP10mS6p3IXgEChDspKC4nsIxV9FHpkeEyrzysxmd/IrUKrTeFuIcYsjO7+mL8mfhs2EWt9aayx0HgyUNfCGO7P4QjA9CnlwlGV1c1pVkabz0CxgPH2cDZ4VhfmZREJeL3HcStSG2CuA22sV2X5H2qvBRKOwYRHmjsF/4Ix4VBDjDGSk8ZwZ6WxaWNxcOY9LgQ4gT3UVN2+lKlYKgi2rzDRMRXZNXG6MetL0yvJQBmSgtybtuKAlNtlj9okOQWtCxTFjWAxdxq6L6hMskLQ9d/KNBbSDB1f9VxjlhA6yghSUm5DCGkUirLUmIzQi0QvPY9echpHozfK5w2YJBkTRziEFDtQemCzlpvTmxR9pHIHuTq0JX+ARO4ilTsY5lcZjaeAIPofsfdFR96hOvRz0mlsFrGBrwNheSyw77Hz+fvSc/Izi32hsVxP9Qhpcgo72V0YFjdxnNv6wOWxdI62DC323LIPAWlc46x/uwvtACiukmd0k4JvYsvr0P3qaGwuofGuu+7C/fffj9tuuw1vvvkmXnzxRbz22mstTm/R4BbGabcitIzx7aFQOE1o9M+XyB1DAuoIMQHAZIn2TWyGOgIJnUIk1vp3YLXycG6zIrZAUHcX87Ly+BN3B0IXvLbaVlEWA3YIry/ESWO4TWgstACF94M0aqtIVFp2nGVc8GdQlrPgwhesxu/q75laotpaYMLyNU3ozJwnkTvYye7CoLiOUX61/C1cVKToIU1Oo1ADFIr3L6c43xzO2hAuRpNwkmms7r7T3kMO38Jt4PiZgESS7EGI1Fh01Mj00tUjQOfwrSvETyRc3KJxD7uexIkV8poowgL95BwupPdiJAuM9BFuDr9fhlmYXRL72QoaNgvfxL1RvK6J7SVBUpUJV0A92jnJNFb3PQutaQTuciYajFkvfU+WFFswVu+Bkf9sopV/PlddAdDWG0MWytQmZeUTEgRnAVUZ6JVGlZJPlrQdWhVdAfnSg+iFRPD7Mw2robFGQmOWZfjN3/xNfPjDH4YQooxtVErh2WefxZ/8yZ8gz9e5Dl9MM69zK0KGGQqC3B3tLCLOEhLGNdLexuRf7V6TrhyKACjWqFCHpoi27AHkOhxb3OtClhlmbmKyfLnKF7E0s9M2M98yq9W6BUzwPGVVk0s2FIqqcBIY7qw0xvd1jNS1zgtdswJSbMEViKcxwlAB2y1BcJd1D0odwCUtED0K0AK+k92FVO7iIH8dpvxIDqUGEetRXTj6EsIsyIWyRd5Ltw13R2nAWg1gXYaGwRZw3Ujmsa6fVBqre1zse2wxHz+HX7+TBK+sVGKUHrFqCdyDItjY7rzUKg4QoEYGzQqACyRyB+d678aO3sYb6mWM1DFSuQWlC5PwYvmQ1iObgJAamvYWeWPVEnLLXs+sAiPhVqSx0LgyrmT4VkZzjOkOQ0kqBK7gKEixZZQRZcs4AfCFMjdf11ZQsdJcYKXvFJo/H6P4UF9yo1SYnAJ/Xaf8BrpW37pKvbVdouwsii9h+TTWqCPMr/3ar+GDH/wg/vIv/xIvvvgibt68idOnT+P+++/HQw89hOPjY/zpn/5p23NtEfO4C31hblxQDAU+Eqj48b4l0QX1U9zMaHw8XQBCm1piSFHY2mlZsoed9DaM9DEOh/8F3aigMSVAOGG2fMnsPMtF2k7bJC2Yor0maYJiLgsIbYrBkACiSkG27stAi8smM9ymjJZDO+vI2L66dLk5JsRbu7l9zaLonrHWA2hwJs5pzdSrO53cjZvqdaTo4a7e/4Fr+nVcG7w0h1JC8zQadV7csDOU8N3nwaJTVg0wCS9Cwyou07J0p+FWorFQWYtZpGPHOMGREqOoxJGxlhCs+1GZmGtpvSJGoSHh3hdMqcyKETZNDURafONznH6Nhh8VeGvwr7hiz5PKU0jkNor8OkzN2NR8ty7rUAlyJdCEFWZ7EKjrMhyf08mksdh7x+mFKwYxPsO322N1YRQHTfeL96OmI5xRhazVYa1jOkbrHIncwcXefbgtvR2J3sJb6jpeG3wLhaYEq9kUktKiqI4BW8M0L65CMatlqYSw+VIYh1OEElDHLsPL6H7wv/XntWwaa8R1v/jFL+LTn/40Xn755bHf7rnnHnzmM5/BI4880sL0FoEqV84styLUpvi2SZak8AUKhckkcLvFzumPYRgbVZCfxQrkz0eIxFquTGkV45ah5IlwvubloJdWiKS0ULr4zJwJKVxTnwWbqqnPSmPhvjEhitNZldYey5p1jJpn4fN9/XhUYRfWLVBh51TuQumhKYUyM7O1ZxaZpdHQohher/luYh6prIcqjzXWITGHcBHipNFYDDF+VecYXxBwsWmh4ku054qCwz4nDcXCbhwfoVjZsoi4jW9s1h6V4q+Ny5tnfJsasVmZCGasVRmK4gAu1MZZeUyzBLNNyB4EUpv4N6+ydJJorO5aGdJQKDTaRLbSmwK4UjyyNFfQdoEUUvaDsjXEs5JyXOJx/eQ8fmT7x3BvdgcOC4X/OfpXvH78LWulnFVgzCxtFJYP0lwd3yUh0Amy5F0pbHc36SzclrcZ72Bsva8/NzeX5dBYI0vjtWvXogIjAPzHf/zHGtdmnMRo5118OCYJB1wbC0G9dGPQwWd6pYS1RtUlGAEpdyBFD0oZ7ZmYaRnroQsocEEvFIytFmXbirmit9JcoXaV7aff10nC9iZq6vPSWCgcjgtUDmH2+vgY3ProL/ZOAfCtk6Y9Wq7I2g2MimtsTnVBQqm0sWECmewhE3tAkuK4uI68uM4YLHfNmL8x+tFljNxsTL/6fp40Goth2r2KJcdUvY9VVRCIH9l6nnZx9OcQWI2oQ5auclvWAbsPZdOEpKQTocGUXw2lj6CKIyuAmDatpiRKDnK7U7yvVgquFMw8OGk0NqtAz3uU82dcsPWL1kRXEYEMIiTUa+QolO0mlOxCa9MZRsB0wNJQttGEOcegeAvfOfgyXrTdt5TgcdOzI5G9Mr/AZGPn5Vy1XUfJeCJFH73sNhTFEfLiOlDuZ8OJtISLR58VPp9025ZDY42ExitXruDMmTO4fv362G9nz57F66+/7m372Z/9WfzVX/1Vsxm2hja7DHArCd8W+71K8KojHPL9qwh9Fq3cMGetcyjokqmXZyhbG1a9WOE1hr8VgRY3bV4JEps16+KGNnlRn0Rjk55jzLJIn6uEHTrO3R+KJ6WORICGyQqVzJoSm8sk2pr0PQS5XUyWo1ZDJMkudrM7sScu4gzO4wau4a38pbLzRpymyGpO4HHAIbOcBCoJQz2EnSA8fs9PAo01hU9H/naCtU6LDKIsS8P3CWmrMHlzlc9qmoA6Cdzz4YRVGsvUdzT7OYXIF3SNgGEsm3QtRoClUi72Gmac2eQ530o0xq2KdfiY2W7CA1i1Dc3feQAwikZe7FvaMt8LdQjhPW8zXqEHTizTs1jm7XyQ2IYWZBk8RKEGgGb8FgrwSjGZeRTFkWmPiKL0jPhNF4DZaJ97KcN7ye/3YmmskXv6x3/8x/Hoo4/iL/7iL/C9730PBwcH2N3dxbve9S589KMfxTPPPONlUT/xxBN47LHH2pz3jGiL0U4SFKv251ZFHgwe0zCauJHqIO5ioHqPpRZULqxtnrtqRhnSZA+99CxGxT5ydWBdSLEagDELx7phGo3NwyTouGprbJnhDmp5NqmenF8ge/7nbdxDZatB4dxFvfQ0dpOL0LrAweh1DIo3WTu5ZucymHw8BZkbi0RhhFSrKPk1BzlC4WLdsAiBMRy/SnFzAoALoaF9QyEutrA1Wmqic6Ti9SYZz5WHcrwVGK9gMT6O+70tfldFm+E7fCvQGNX4pedSZYhwVjPXQW0YHG/LIsG5nn0hPDTSNOctUmxBCGHiFFmDBAiBRPSxlZ7D4ehN2yubZzvHzjmpcPes6wGn7VDRjin3i6OxRm/ys88+CwA2yDkYUIjo9ocffnj22bWCWQp3z2axMwgZIzA+Tig0omI/1Ph9FpjMbSNMuHZzpMmZzK2CCYptMtBJMIVMs/QceskpDIsD5MWBfRFj8Y/Lj9uYDW3QWBOh0h3rdyKqGkdyFg2yuMyXhSxLa56Gdu4hG7eTiC2kchvD4hqUOq5QCtqGEYqF7CMRW8jVvo0lMiWFJitG67qoL1pgnATffew1FvCsSYBnNQq6Y7nfm84itfU8R9C6QJrsARDl810e/3IzorfJFGYWcIXoUf7mwO/BSaaxapqo3r/KuEK0xOZmY1H9cmN8nNjYNWYtMvTTi1A6N53VdMHqh45MgwuxhUFxFeMdqCaOXHsO1ccltukCubmNxdK8hzH+vTgaa+SefuONN/CFL3yh1r5CCPzKr/xKk9O0gDYZLX+AoZA4jShcKQsqOxL2onbgY/MXZ1amK43WJHt2IYe1Lo1ABU59wm+LWdSxvgJKj5CrQ/ST07gtfRf25RXsj/4LRTTTmt+TdXPx1KGxOnQSLjCzgArWhhYeKrcDlKWUhISrnRfOf5ILKQbqm2pqjVGZEif8Z8j1gYldbM2qOX1O5k+CRO6YuF3qyz22yFQdv4k0tmg4AYB6kLu4QMrkl/Z3YymCsPFp1sU4XkViFkik6Rlk8pQp1KwL251IYbzCwDIg7P/U1tWG2SgBeLyV3uvQlXhSaSwUkus8Z9qHJ12a7X5LQTOe0OY37WVZcwWGW/7q05nWCoP8TXYpgp0XyIubyHG99nhs5Bn35/fQGH6SZBdZchqAxqi4CaXo+qsU/sXRWCOh8YUXXsDf/M3f1N7/R3/0R5ucZk7EXoJpi/YsCC2M0wQm/jLEtPBYPIKEENIoVeX2uoG8xqKiC6oBJW0sEm/VFF7PvKgjMDrBROscO+I07hHvxisywz7+q8Y51onhzhrDOO3+zPMMQhcNfaKOF37GtD9vuwCKhFmQ6syHuUy0BgQlQbjn6ycSLMfCSNeTFzdA2bRCSJv4VQebQmNtYbqyZ56jcTNSuRMKAQBgFBE9gmA0yMuhuOdCv89i3aa4XG1LjQHUQUuKPnRZgmm5EEiRJHuQIrUhFwJS9gFo5AW3Zld5lE4ajY0rrbMdO8l97WoFuzVMuNI1ZQtLDXjW3llgrJ3Gaqyh9DGUPmK/LRoC/B0xCT7bkLKHXnIaiehjUNyAstfn9+auGq99Gmsr0GTNMOtL0CS+INy/yjRO+4WCZejijh3Hf6urOTmXiSE73mKtzvGLhC0wXVbpFzjf/xGcl2/H6/m/Yn/06gwxlat28dSNYQy/L2LOk15jKoUiAJHCFVv26VDY4t9co48Vog9pnuraVccJLgtuLpQIJESGRO4glTtQKJDnN2xAet0FZd1prAqzsPU6vC/GqyRzl2l7X4lmYvQS8sK6bkQX2+aEBqJRcme23UK1Cr6iRUWjhf1sDGDm/fL7B0+6x5tKY0D8utpwxXK3NDeuhAJpyMNcIwCHSWurP1dhS95Rz2jTT31ZykhS1mkmYTiTp7CXvQ0jbSzqw+IAo+IGm1fd+9wujcXqvozhoYceajR40+PmwzI085i1poohTBIkVfDP1HoSZdkBzfbjL4uvkbjPCahbjCAjsiBtZQdUZHR1MK3htrM7sZXeDkDg+vA/8Z+Dr2N/9MqM9RyZlWvpaEJji7eyjdMDs+qC2gHaeFakkGILidyFtMXZTavKHqMToj1zr4UtXcGv3XRYKKw1rzf2+/Jgz0ndY0SKVJ5CKndACRPC1gUMrf6Tx9wkGquDJmNyXuV4ktIDa40ZsO0xC1NIm9ZKiZTRFBCnX3hCgB9WobFcgZG/UybOTakjKHUMpUdQ6tB26TrJfIyjjgFk1rH8z36L1EleNmWbS4T8SsLdY6IzCSH6tmd66r4nu7bOsLKF35dFW9LyJsM7hUiRiG2cyd6Od+BHcC55GzSUFRgPGwiy7dJYrZF+/ud/vtHgTY9rjiYvQdOXpkl8VpVgaeZBGaemDMSkkjy2OXr5UnAtqW+2CXIJwQoIJgNstZZGYZrIpxexnd5WdmYYFm817DSyCoZbx8IYW/yaWL7rIqZJVlurDS2Y/r6UBaj0sWFIXkF3OkajrJ0mjLBJrknq6CFtksnq6EuXtfmk2EIvPY802YGUGTK5Y38fBYtQHawjjU3CJI9HDPMs8qEwCYwLl+MKrhCpqRUrtyFsKzaTec/vsyw7TQmW0Ofckcu20MXea2kzaxNT+cHysPGuTPy4qrE3jcZCzxnfPi/4/eOKKxDyMn9/n/YMbzJrpJTbSJJTVrEFjJBZAGVM6hYEpOGJMwv+LYDK3WlX/3gP55FAYqSPMcivNRQYCe3RWK2Yxu3tbbznPe8B9ZiuPXjaKGSyIeYRGOfVkuqCu27Gz2VcMImNY7Qviv3sykqYPctezzYOjQLCTbwH0/a1KdasNY8xWgUoe1vjIL9sehk3KtQ8Pu7yYoNmdUm7bWFLrOloS8B3TNaVrShADCRswzXuAvIzs4UGIDO7l3Nzm44e02JsFg0Tv5kmexAiRU/uokCOojgyWroeNJzfOtHYJFQt5PzvJMW1zvjTBNKYEMF5nrF4F2W8q2bKR2pCY1k3GaPoJqVF21mLlqmcWAVcpKByVtTD3fRCPoYC72gS80RNW2M2hcY4uADX9hpK44VldUJrdsi3mBcEuY3R1lDq2BpVUlBrUmljnY3wn4BqL2pv3GXQmc+TpUhwJnsb9sR5vInLuFb8F/LiAH6yY5O5tUNjtaS6u+++G5/73Ofcqa3wGCutw/e5evXqXJOrj2VaGJuCa8bjzN0Ii6Z1mlmkRyYuRnMGJOETigo6yISasBEszcuzjFInVXDxP7k6QK72US+Ttf74i2e4dWgs5ppDaaWrj3ZdPAa2+wYkhKbaZ8QgHVPmtdGce5B+N/fAtYUj1zevH7Y6a7YQGVK5hzTZQSZ3kCLD/uDVlkr9rAuNcVRbk/3tbfG62NgcEl48GtWA1VQ82wlUTomi/tSUBW0/i55Rgq2ABntU/SSttsCtagqJ6CFLL6LQQ6O6l/2yq+p+cp48jXbWkcZimEfxmOUcnJfExueWs/H4UU1960ng1znIskjl50xHGYpj5OXnqs65SCikcg/n+vfhjLwTV/UbeDN/Ccf5W6xtKhcYm/Da+Wms1lkfeOCBRoOPRiN897vfbXRsfcwTLM7/Aotxr8W0glBopM+yNKeXwfxw5QTc55AZ8Xgi3iOWYs1SaDXEbMGzbSHBTnYHdtI7cDN/DcP8qr22RVg9F+WymqUOY/idklAEqNTR4p8B10ZDpYKyAzk0Uyxov5AJG8UGAmw/Hdl/FRBI5A52srvRT/YwUPs4zq8gL24EbQrbwKppjKPKsr3qjFxnoTZZ1jbsRo8YD/J5oLNmq+A3CrMJ+5YvC1Q4X2InvQMXsvuQ6wHeyv8To+ImCrXP5hybV0ywn4Z1ojFC7DoWbY3jdMDPMa05AbdS8q3CWod7NgbVZEa7OrMFlOIJTMtFIndwvnc/bpPvxE28iTeGL2KQX4H/TvB7Po9w25zGGpkF3v/+9wMA/uVf/gWDQd0yFotAW3EZhHkfRNV5Qkwam19TzDLpC5/+y0NxkRo829CccdZYrjYgkCXncK53D4b6EDeHr5hi4hjNGMPItaNp82+b4c5CY+NCY2klEQLQWJHg7s+JaptBWKuQ5p0WCKFCY48jpaaMCSKrUWgBWt41CtHDXu+dOJ3ejYPiDdwcvopcHWCcDua1NPJrWwWNhYt0lYtu1UIjwcVpAwhojNfX0+x7aC1fhlWrCtQhJMVudifOJHfjRv4aDvIfoCit14ua0yr5WAyTwhDaBj8X92KErunYcVxpkuwXAWo4wMNotM5tlYVdk9iljrD890cilbs43/tvOC/fjpu4giujlzDIr7B6n/z5tSWnNKOxRkLjs88+i29+85t44okncOPGjZlP2g7aegnCv4sQHAkSfgmc0PpI4KZn3z0yzWLpWmzFGNqyXYfEdDNjXtcFyCXVZKzla+rzuAvpu7U0oo3uK20iLKdDSoftG122ISSLUWIXdePuoaQSI0Sa/quu29ASr0L0sdO7GzvJbTjML+Ng9NoEhaSJK6dqjFXQWKjk+r85oauqRNKiEQbahwKgswBR2S2tiYZibkUB6u3rl4JaFkwXDiF76Mk9FHqIUXEjkiSxqDktm8aqrKKzGj7mhQg+x5ShkH+FwmU4R279pvI8phZj2aCgzJheosKLBP3sInazu7At9lDoEa6NXjFdZ8q2ujR/Ar++OuvipH1mp7FGmSqvvfYafvd3f7fJoS2hzXIUVTd+EYSjAyIIXcvhPOKWBdOJoW+FsSFzPdOir9kwvDfr8mHiMo/tt3m1orogBjLPNc8rMMb2ECu1MTpwuuNKk92uqZCutIs24FyNsFnKxu2rtTIxzlqhPhNrByZL+hwKNcSV0Qso1GGL544pk+Hv88afzRNaQ0W5KLM9xisW8RwmuSR1xe8xtxopJLKkLVcSio3g9bhe9ttTQOkBhFIYUFehuTw2VR6jSfuvksZWhUlrcWzdBMZDBGKfrUdFw/CrsjYtLwa+ZMOKLflzOLqMA1xGoQem01FZPihEaFAC4nOOyRKx65qdxhrlYF++fHni748++miTYWtiEfXLOCMjtHGOKg0txjTCh+o/cKrfaH5Rrmd0yWSt61AYMzyESWgIkxiWyww0qq93EeDXR0H5TTBvHUbfAmxYVWj9bRN0vmnXS67ptKyryEs1UfcWDW0ERNGDtP9MvM+RKSxbukysdctLalqe61BDYZC/haPRayjUQc1zz2Jx4R1mQuGaPi+TxsZnWMbLioTVoVzGOxe6EKv4F/eUOAuJybY3NTVNvcPjSCZ/LGZt2TzM1GPU6hiFOpih+QDBvZumhFCYzFjn+GXR2HqotGbOvH7nJBpw9MVrHfpCFcrxXNILeVOsh8V6UpZ9D7QeYjC6jOP8DQzzt5AXN+27EFo8J3lAw++cZ8X4Vvh9tneqETU+88wz+O3f/m2cPXs2+vsHP/jBJsPWQBsMIzZGLAtrXlS7keLbqjR3+kSuXcBowMco1D6UHqCMk9PKmLTVkSsLUV7vKoLI28Sk+ymDf81ehubHEELGFsTULKwW2zRXUrjdCRXalhBxmq1RnoxSMiwLF5OAOF6Hzx9veaBi5bOU0ZnNcmyUsIS9QyHTRWR73Xm0IPgIsgS77GJytS0e/L0D+LM3ghEvrOx7SnwlnStTobCIir/L5mHK8thmSp+rbeo6fsw4wpKOqTvmMoR2jdIKPSb8kqCXgWJmpehDii1U1yL2yz6RkkX0qVut5jELKAlxZGvmDmHorO56PcmiT9vC6haxNbL+M20kWv/Zn/0Z9vb2sL29jZs3b+Lo6Mj7/cKFC/jpn/7pWYetibYDemnbOghU4QOv+t3fj2LOSsGxJH6K4UgtMa5LgHwTxBafUCjj1j0Sbpow+vYSrFycWduC1SR3A2ESHcUYBZ9f7H7z7a7zwriVft1Ql8256yzjnOjaopnvMQ9FXTTNlnbVEczhvBwNAK/26aL5GedDMXrh9lBh96yyHkqM05/jyyRwabgkhvWHuS4p+kbAt4LJ7NbKZdPYpN+4AWJR8K3YfqwutyDa5hUiMQIjEBTAJguvEQ5LatJDAMJ6UNSKy+zMgpgFNfbO8Wvg71XI8/l7W3+tbKSS7u7u4h/+4R+ivwkh8GM/9mNNhq2J8KYt+/i2EWrffDsJHo7weTxZuR9pTWURcCdMmaLfS65u3yr44uGYBbkiaCF3i4oVFudKymiDxtzchVegvc3nEOuMMW18JzC6DOowG9qVbDLjybIwrhQZtA0g3xxFpO49Z9nudsFNZM9cL4YQY1nm8wjLTWnMhg6UVRK44BqzMizyvY+5o+mz8P5qb59pyrHdy8acmWFsEqHeBHoLET6PZQiMdGxbax33kiyarjh9KOgxpZULOibcxnS1or7y/D6b+p9ldxidoxSmhYREBgUNl6Tpn8fP8F/1Glol2IaCoIQQkmWJk7LJ9qOi5hDWk1S/mkkjofHy5ctese8Qf/zHf9xk2JpwxHIyUEWIjNGIxPTGFCk0lI0rK2BaBSZOW7JdZETZuWAVGYdtgl7chPEpbVo+iYz1UbaxnNpYhMxLME8dyKY0Nq4B6oDltQ/fwlpnX3e/NCue7BixG4k+KctUAY0EidyC0AKFgtXSN3EhD0HvjRGgpeihl56BQIphcc2+WxzzJpc1oTFLUzoHtQl16TAKvhC5TMSEQKI1aZXc8bqfPsJ5a5tkJSFl31rrABQKSi/a0tUehE0kozZxs8U1z3udba6VXABt+977QqErI0e/8c/huU17UJTd6qjKA7euWQVY2+/CWOt7yVn0klMY5NcwKm4CGDHFma0pdoT1h7k+09KVlH6uCLtrpw5MRbEPYLayiY1UhizLMBo16RXcJtqIr4i559pCWy8YWasokJcK3dpxbRFwX7vn5yfDPAJL17q/BHTdrqdxLzkLDY1+chaFHiG3xVkhJLQaoVBDKH0IYFg9bIM51KexqtCH0Jrc9N5z6w0/V13hhQuH4QJP8/OFcKIZk5VPLjbNaGqVnYbahRCZLRElsZVeRCIzDPIbGOZXoTGCc1G3WY2gCR/jwn/wTLXGamqBzhou4buf49dvkvsSsYU0OQUNjVF+zVRk2Aiao8xwWAtpXSFwXj4RYhYam8bDgPmsn9POF1oSY3QVs6iTNY1+UfYXaRQsYRUPFCjUEYwXwfSkVzYHIOyE5bAJtAa4e0XFz8nqilJIhNaQsgcptpAXN6D0zcZnaRWf//zn8alPfartYSvQVpV7YDEaVBUjjS3asTlQXIZbHHSpaYexCzEB0fXVpMV+lSV46sFZKQBD8O/q/XfcltyNN3ENA3FkKvqjwH7xJkbqCIU6RF7cRHsCI0cdGqv6vU2hcdKYsxw7+XeXTGGFJKttO/rhi0bI5MNzbQrDTbDTuxvn0ndiiCMcq5sY5NeRqwOTbKPJmreomLqmJZ5YqAEAP/ZrXsyq+MaEi0ljhdtCN64I9iOr06bQlOHdBgp+i85JWNQ1zsLHYsIcoU36Cou8c6U4thZOCoPg2wGuJFOVCE2WScB2gaGYxnWpnzsPzH1Lkz0AQF7cNKuo3ClrJRsFbAfD/CoKdb3RWRqn2V24cAEf+tCHcPfddyPLMu+3H/qhH2o6bAOQ+b2J4Bha59rGuNVvnAESwlIMnJGqss+3sYakMAHV3P1stAoNV/vMaBoFeItwvTEM1wi+Qhh36IG+gdO4E4nIsIdtnNK72Bc3cSiuoSiOkatFCYzAfDQWQxtW6EkW40mL9yRGTEoJtXujrbIURnRg6XS/AeN0Hlo11432+LVrZGILe7iA/6X+DYP8Ogp1aAvskrDYpoUlxKw0xnkXPYGYFbkNxAonV82J5jEOTkf+WFXKO4UMaFZsftNgrpPKV7nYu6oafIsML6hDY3x9qno+ba2ZxFNozEl8MWaZpv15jDvFs1tOVWZIKxbWYRRfw+OCRLLK828CzH1RamCK5kMiTc4gkX3k6gDb6UVIkeEwf72xwAg0FBrf/e5347Of/SyOj4+xt7eHK1euAADOnj2Lfr+PN998s/GEmqENwZE+z4sq0zm5/sJFll6ZqsLPgdbF3NFCSAjY+IVyoVdwzkMgtECama3zS+Hun0ACKbYBrfC+M2fxf773AH/3wjm8cE3iSBzhin4VR6PLyNUVLP5Fb0Jj/rNvj86mHR9zA3IlJbRShmVTxhd0Q7f0G2e8scWfXCI2WcMr/B3Ocx1oUSKVO7i/927c2z+Pv9vPcEMdmcL5c2Xhz4omgiPQLv8Kx5/krgx5Zyj0OBe6ZmENurTAuW4efitKOjZUfjYTRtHvQ4gEWXLa9qy+iXFlbhlC8ayC46IQKjghnwppmdPauIGFF+immD2Ql4TiHYUdX0hA5zO0sl1XgdJX0qXcsmtmhlPydgxxiIG6jkIVONe7F4DGm0ffhJ4r3r+h0PjJT34Sf/iHf4ivfOUrePrpp/Ebv/EbZtpC4Jd/+ZdXFO9IsQhNGM0i3NLTxg+sO17WF/0+Pg4PpBY6AYS9biEAHWRNw7xAvCaVVmE8kHMRAKGboErjq0Jb2qco56v0EbbkBXzsv6X4+d9RGP5f+/jON7bwSv5dXB+9gkJdbem8dTAPjQHtCUkxK17sXHz/mIbO9ggK4xpriNnfT+YR3jFSZLYAeIZCHyMv9svz8wK1vsubEmtmFcTasnBwQcdY5RPRw539Pfz3sxIjvAd/t69wI38No/w6FmfBjqEJjS2K/mPWJv43Jqz6QqSGgih/5lYllAJl6TrUhVnQtKNrV4A5Njfzz4XfzBtfW+e9mm0sI7wIKH2M7fQu9JJTGBYhz1qWwEioojF2P8up0XNcBI35CnXZNlJTXcwYXYFtD9dIckNTNRFAYQBo2icWr+jPxw8h4OOvi+A4Pg+BDP3sAnrJGRzn13A+/SHcn/7veGH4PHJxjL3sbVBa4a3jb80tMAIN06rOnz+Pr3zlK2bazPeptcYzzzyD973vfXNPrBnWwXLBF+cQxNhCTWoy8zVxCdtI5Ckkcg/99Hb00guQcttz3whhaoIJ72W042obuyFICxuvcehelmkxK2QpWASI0ZrG8lJk2E1uw6s/uB1f/QOFv/qOxIv5v+Da8N+WLDASYjQ2TZB21rp2FqVQO5/0LLg7cJzOjGbahxTbkHLbZKqWtLZb0hhZFA1rd+0FTRY/ZbhulfTon8u0txQiMePMVEiXrq/tjkYC1HFCQyHXA3z74BUcK4V7tnvYkWeh1QCzZha2g3XgY7HFkj/Tgv2j5x2WZeGqBj/WWG65ZbEsD2KFP9OVyL03ouwQQv+YoDEm2Da5VuqAtMX4Y9PxqOuSVcS0afEqRYpMbKOfnIPf6nQVbvc4HxPhNVfegqofmnpiLE8oPWmTDC+xuTslRUOZphfWkmiU217ZBUuKPhK5izQ5gyw9j0TuMoXZ3gWRQcodpMlppMlpJMlpJPKUjQ/sw3WrWSZiyn4fW9kd2EovoLCduo7UdXw3fwHHYoDzvftwMHoVV46fb0VgBBpaGrklUUqJJElQFM5qcMcdd8w/s8YghrZIwabOHIBqy0ho+Yn9zj8LUCILBKBALbhUqa2b8inKWh4JCtpmlJUlB0SCUCisX4eKa6cxF2jI/GZf+MyLnUHrIaRIsZu9HRfTe/G9Gzv4t29s4X8cPI8bg5egl2r9CVGXxiY933mFgljSCZ1z0lx0sFVB6wGEVSickGcLxmtuBbFM1dZsNDFCZp+i7BxD2q9gs1G2ewvRWv1sbyOEglk8ZqlJGYPrJGFcWgrkzjqTJPiJ+/4D//d3LuK1428gV/vTh1sY1oGPVbUknIV+uRdl/DdoDS1sDJrmtCHK7zqoMVd2VyK3I/HGWnML3xMSGJMyMcI/fNZ3lWiWirCb65GiB6VzJEiAsn7eqpN6Kmis7Mus4QXEjx0777kJgm2dpExWKet8exHU8qSSPGnZxtHjId71UbUIq+TCKA+0v5Q9w+twxFpezop5eL/vKRKih0TuQiHHwfA1FHoAgRSJPIWfPHUv/r/jG/ju4T9gqK42PF8ctYXG++67D//+7/9upq417r33Xrz00kt45ZVX8Ou//uv4whe+AK01PvGJT2AwWIV2HoIWuzatEzFULdaThDAR7BNaoAI3onAvk1YFlOdi5hYBxfoCu1hGV3tKGIYljIXJvTz1F4DYtZBGrbwi4nEhJTx2/Lu2LnRAJqeghcb3R/8TPxhl6GEbb43+dcUCIwensaqWaZwhNl146yB0G3L64+cJ4xcpM1rBuXEAU2KG9vPH1iWdGathro6Z4mH3KwszU1D6rK5Dyp4nyyazSJSLbvw49zd8BxNIuW3mo6j9prGaap3jQpbh//nBG/jzy99escDIsSw+VnXecBuCeVTNywpNpSICUAa6X2SYXIkFgJEREAXrH6wtvZWhDEk5ZrwO7TR+E1N4Aa0LW67L316PZq3VkxoslI0FaHsGITIM8mv4X6M3oPUh1itb1z1rCkQRQV1SVzXBbYnfm7r3K/Y9Rl/hNr6ucAu3i48dX19d4wJNawwEoMKQBjeu1gMUeuDNxT2xuJWW/rrmCOE7FL43s3oUrIJTlhFKodSxSdjTAwgkEFLi7cm78frgMr578HUM9Y0Zxq8/i1qz5rGLn/jEJ/DII4/gt37rt7Czs4Mnn3zSy6D+7Gc/iy9/+cutT7Y52sx8jSEk8tjCzfeNWRoDouOFRcsF2MYpUlskW+Xe9A7mhWOd5c/POmSLMHgSQ0y4mHStIdlYl7fXwozfj0nH80WH4jCTktECCoU6sL+3Y15fDHgP4Nhz5VhEwVh+bvpceL87t3IsGzVc/KnmmXACm9cRJbSihtbmSdb0WRbiBCYW0oZPeK7tasZt4MdukTDi2oaZ7cYKNESKHgocYDHxW21g0XysCpMWdfpOz9u/9xSvaI628YqsQ1IpWHodkyYJ/gTaFrYfnHQNnO9U0U4Mk5R/aWmUNVkIeJuw75ApVp5A66OK8dYBzk0b8oTFtUQNs/OnPavY8b5yaI6uqrvIQ2wEUCbR8OsdFyTjwiwwPl8qkWe8epTJXHr5yvJdMcUshPX6gBsdzFwcbwSUPoaAhJTbuJC8HZdH30F7zyecUc2RL126hJdeegmXLl3Cl7/8ZRweOq3sh3/4h/GhD30IaZriueeew7e//e2FTHY+CIQvweLPBfgvV+zc8W1+7arYvsLXyEvIiPAWjkHFP2d1kcReqsAq6iFkLNWaPn8paSFxGvs6aeWTwGPvCDGBaRYhfRpCQSlkcPz5hPtMsxxpuyWxi14Yj+v6IDthkjJhQ8uiCH7j5+LMk59/Gk1Neq+cFcK3ksQsUwlMG611FRY5lsnHuFs8dm9CQTG20AJxWgz352PFlKo473DVKKqeb2y+/DshNtdpIPon65UCvw4jIPJWbqtuiFEX5r0Zfxfr3OO25xF+dpUbJnkb6Lk4y3aMJ3HeEAqskxTjGP8MeVnCnr8uXeMAoKPekpi8kNi48h7yYp95Ec28TOz5NpQaoFD77NyLfTa1hcann34aTz75JB5++GF84AMfwPPPP49Lly7hW9/61kIn2C6WyXCrzg/EmaFvYdRRi00VwyNULZBVi6vT0PzkBm6FmsSA+bcEEClgYycnC63hOOO/m8VgE1vUEcONBUrHBJY2zzuNPjhIcaiy3nKamaZk8HOFlp/JCsL0Rboe/Y3/6pJc4uek75siLHIsi4+FglqVcMgxiwLqKzS+MBATKPn4YUhPKABOmweP241l69ZFeF5Dd4LigYW0/HRdQmrqgguOMSzinQmVEH4eV4vR3NNRkFk/zq+MIG9b6Y3FRoduafPXryUazot/54IlH8PtU9IXNJtrlSLkG2GoOxWgbVJPzs5BHkeTmQ+qOrAk40ptofGBBx4oLYhZluEnf/In8fDDD+PixYv467/+azz77LNlvcbNQNvFmuvcxkkLpGWcgtycNiA7aOfm4F6M8ng2fHXZAGc9EiIDuVTItK1hYgqdMBEuGlWfucBaJVjwvqLj1iozddrO4yM3EQLGTZLAd3cuWnDkn6sWVKBscQbNaIWPUcUMw/HMPuOFm805nDBQ5SqaBJcAMW5N4nOpEqBiwoMEkNq7cxT5fdOwjNCb2P2NPY9Ji37dc9ExpDySkMAFBMdrXC1Hzb4T/5sm0EpGt9z6XcWfY2PR/bfueJHBLye16W026f6GyViLvKakQkmNxSu6tqe+VTcUxmLKbEjXdm0UPfOtDDWYprg6yyAP/RKMLv0582P58bTdJQCaOUwqwyVhKjwsj8ZqC41VuOuuu/Dwww/jp37qp/C9730PX/rSl/CP//iPUGoTLESxl2EZ55xEOLJ8CVxWoF8E1w1F81dMUOQIBQE6j7DFZnuALU/gBNMqkzl9D19ITj6J/R7L7I0JG9TTmMoGjYCV9M1dJEgJqLpnTRF7dTlTqVJQuCDJy37MYiGicaiuWbhYw8bbmL7hrnUXKSyhSy8mfLiAcoALjUygsLUf/VId4fURPXK6XVWZk0WhTT7GhaBwMeP7xITGpogJvWHcGS/RY3mY3EIid6C1sv2Dh3AFnsnSzEsCcYTXFvLkKouQr5j5ijKPJd6UkJq6MEqww6J5tKvVW22lM/Mwa4hfq9MJkhQnX9WqkMZyfMKnnRjC9ZDmm0GKDL7hhY8Xq1JSJQ+E57MKuI2fNZUqVuOJm1toJEgp8dhjj+Hnfu7ncP36dXz84x9vY9glIdZKaJWYpIVw5hVqXTFhYFxgFEggZd9kX+mRiZXQVRan2NxCbc3NbTyebdwq5c+Zz/WkMVoOYriTrM1twNdIy4V3YgJJnTE5fAvzuKUJ1nWio3RVCo0CXgFwf17SMuEeAI1CHaGMmaREMFAmd2xR4fMmIeikCYsh2uJjkwSsecessuJNSmjxLSwCAkJugceqaT1iQkPM68F5Z4gq4bhqO1CdvKGw3gl786Jty3ZoXXYCUnydiSnB42ueKd2WlGub2XPa+sYsl+X+euz3OB1R8gsldeUT9g+Fzmk8meZE3ZQUVlM/1qBx72nChQsX8JGPfAQf/vCHceedd0IIgf39dSlXURdhEP4yhMeQkMKXpAoxDT8kyJirxTFmjRyFGmHyyxk7L/9rzeheILqpqRYXFGOWNomTZ1msAj2TNhb2qoWNvofCPGAs13XH4PuE44XHh+VgDFMzQdt8obcWo7J0jkC8ZIqhKyn6SJIdW1ZiCAHTA7p0R+ocCsrWjKTMfU6jtAD0oHGMk72QE9riY6HCF+NV4b6x32LHhvs53uHvP66IeGdUx1DMOhSOpctjeTmW2Hxjc66yTIrgr6UxsQXoIfRGxsfOikWtlf5z9mMSufBFQhPg3+vgGVsl2fAYUyHBJYjyc9JfXrmjZ/bTVc+Te0GEHcaM5fIBYkadGKYJjC6hBwiTZ1aD2pZGXqdRSomf+ImfwMMPP4z3ve99kFLi6OgIX/va1/Dss8/iO9/5ziLnvATM+0LUsSZVaTpNz1W1wDPzPbQX92GCtYHqZIiYIBsII9G5x6yJ/v5G2DyednEnGMtSUOoyrxChJcWMVRaTB1kJuXW4SlngoOWca/Pj2r8rJ1UwRiyDjFTeszhUnOj76pns6lBFY/Nau+vQVMgnqhRiPsdQeKwDV9exuuXgpAWbX0tdWqH9JaTIoPTBxL1PNhbFx+ooteF+4TaiTVO4HdC2lnC8dqLhObadpR4B0SoPtMXlBKCsAeneBRO2E6sgwb1xsesLDT3AunlIaguNTz31FD7zmc+U8YunT5+GEAIvvPACLl26hK9+9as4Pj5pQsA8VqE6t7bpgh4ScZWZm1v0wvPwAOJQO+K1HMM4jPBlDq2N4SIRWgIWXxJgs7CM0IhJ1p5JVsZxC5NZoF39seqQArJEk1BXde6q85OFqMrFQ+B0yS0QHY05xGisNusPEFvUMGWsaZbJUEGpGp9/dzGcZc9ikJU7lnwSs16G5w7nx38LrVsdjflYJB8L15SwLiP/LaYQcV7E1yAeEsGTWKrieR0NUuiMVx+5DI9wiYGGNqXNH9DQysXdVitS601jtTnHpUuXzAFC4OrVq/jbv/1bXLp0Ca+++uoi57cm4MxlHTBJaCSEBBdzNXFzf9VYMSbPt7sYMz9rkM9jWvmeDoulsSpGisj2SccTYgk04wJm9fjjiocDKRnhNnNePxObjxcLMu/gg+7rLM9+0lh1jp/kkag71iT6o9+5UGkXdvvXV3ydcMPr5rnjx92vjuaIt62P1Wf9sIy1soml3FeYyhrHQVF5nyboOG4QsTRB8Yve+MoTHMvxSs8Mr9MZzzdwnYTWl8ZqxzRqrfHcc8/h0qVL+PrXv74h2dFtQaNZTFpTbb7OfGLaScxqGbpfQo29qjRFzGQ+rnHFX2BV8blDNZrSWN2xOWIKRN3jYxbC0MUY0l9ozUHwO1dQqC0lZV4XNo5d2+8xS9StEK/YBkIaq7Lg1qGLKktM+H1W+qp7Ls7L+HlIMAwFRmmPpu0UL8fnGVO6hd3a0Vg91OVjdRSFaQaLSftWzc3SvA75iEIZeqOdkuoLjDIImeFz8tdGLiy68WM1IDndhhbI9URtofHll1/G448/vsCpbApIQ+Cax6oQvkQxYost+Py3KtM47R8WdgZ894CyZQ3ChWK9CX+9sWga44ttk2OrPsfHG7foVI1nt2gFYBgw2JhrtVvIm4O/syGNzUoXkxTYJggV3XDsWDxYOH9Kiwot2QImKSxMworx0o6PzQfOx8gyx+9rFY1MUmqnrXHTYHiKZlZkOheV7nLrHm+UQR61KrpwCm+WnEEqd6ChkatDKHVsqpSM0dtmekdqrxy33347Ll++vODpbCpWVbKniZm+6Tk4QsInMuqsiouDZH/ned7Lohm3WIiy0xBvQzjJahBaj7hLddM6a2wS1qn02KSQCr4tFsZgtrse9qntIOLcg9UWH+Bkl/5aNTL2eZ71Yh4+RseGiXRVfCn0lvBwGbIoGoExlTtI5S40ChRqiEIdQuljFmdL429KS8lxLMp/eguDa8nrYIUEmj9inuRCL0rIaDvyWT6a0ljoRm5TyA8tgVyhmNYvNmYBp7+TrOgdFocmNBbut6hnFp4n5g5PIEUPUu4A0CjUIVzJlZBvdcl5ywc1giDMyscIMUtz1doX2ze236TzhePYhhvC8VYptpAlp1Co3AqNA7iuLZtPZ53QuFBUuX/aHH/exzdJoyehkWfJdtbE9YJ7VuOIFSCe1kd6lnPS2NNom9M/nwt3wXOBsrP0rBe4pbcNZbQKda1H3CKqxz57nYLY7y7bf71KmHQAfPrivKyKFvw1CiIx3VJECmgTCuOsy2HSSUwIpG5rxvIown2EbW2oc/A+5QKpLb2jbW1amMLisJ3WTiCdzV3cu8MkxKwk4eI+jzC5CHmfj0lxGB3WF/R8uKDF25mFizxlC/JjOeooItNi2CbFHYVCY7eArz9izydsDDApDi1E1T5V9Bj+VkVLNopR59Be7/qTYeE52eDPisfOc8R4jGm1KzSnQ0MLwsZRxuu4+uNSaRwrcbJ1z7UhhBVI+TgaEqbr1QCwbQO1Hp1oaussjSsHfxFWUdYnFmje4WSho7EOi8aqaSwUDDsaO3noaGwd0AmNG4G2XpDOotOhCh2NdVg0OhrrsGh0NLZodEJjhw4dOnTo0KFDh6lYpzYnHTp06NChQ4cOHdYUndDYoUOHDh06dOjQYSo6obFDhw4dOnTo0KHDVHRCY4cOHTp06NChQ4ep6ITGDh06dOjQoUOHDlPRCY0dOnTo0KFDhw4dpqITGjt06NChQ4cOHTpMRSc0dujQoUOHDh06dJiKTmjs0KFDhw4dOnToMBX/P6/svbpYxC8VAAAAAElFTkSuQmCC", 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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 }