{ "cells": [ { "cell_type": "markdown", "id": "e576c60e-3d34-4777-833b-aec98534ac26", "metadata": {}, "source": [ "# Apply Basic Image Perturbations\n", "\n", "This simple notebook demonstrates how to apply various NRTK perturbers using a sample image from the [VisDrone](https://github.com/VisDrone/VisDrone-Dataset) dataset.\n", "\n", "## Table of Contents\n", "\n", "* [Set Up the Environment](#set-up-the-environment)\n", "* [Select Initial Image](#select-initial-image)\n", "* [`scikit-image` Perturbers](#scikit-image-perturbers)\n", " * [Salt Noise Perturber](#salt-noise-perturber)\n", " * [Pepper Noise Perturber](#pepper-noise-perturber)\n", " * [Salt and Pepper Noise Perturber](#salt-and-pepper-noise-perturber)\n", " * [Gaussian Noise Perturber](#gaussian-noise-perturber)\n", " * [Speckle Noise Perturber](#speckle-noise-perturber)\n", "* [OpenCV Perturbers](#opencv-perturbers)\n", " * [Average Blur Perturber](#average-blur-perturber)\n", " * [Gaussian Blur Perturber](#gaussian-blur-perturber)\n", " * [Median Blur Perturber](#median-blur-perturber)\n", "* [PIL Perturbers](#pil-perturbers)\n", " * [Brightness Perturber](#brightness-perturber)\n", " * [Color Perturber](#color-perturber)\n", " * [Contrast Perturber](#contrast-perturber)\n", " * [Sharpness Perturber](#sharpness-perturber)\n", "\n", "To run this notebook in Colab, use the link below:\n", "\n", "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Kitware/nrtk/blob/main/docs/examples/perturbers.ipynb)" ] }, { "cell_type": "markdown", "id": "fcfca85e-cbb9-48f6-993a-e01ee50bde5a", "metadata": {}, "source": [ "## Set Up the Environment", "\n", "**Note for Colab users**: After setting up the environment, you may need to \"Restart Runtime\" in order to resolve package version conflicts (see the [README](https://github.com/Kitware/nrtk/blob/main/docs/examples/README.md#run-the-notebooks-from-colab) for more info)." ] }, { "cell_type": "markdown", "id": "4e78242a", "metadata": {}, "source": [ "Note: We are suppressing warnings within this notebook to reduce visual clutter for demonstration purposes. If any issues arise while executing this notebook, we recommend that this cell is **not** executed so that any related warnings are shown. " ] }, { "cell_type": "code", "execution_count": 1, "id": "16e07e70", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "code", "execution_count": 2, "id": "e9418712-d84e-4004-8ec2-9d45e3369050", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Installing nrtk...\n", "Installing matplotlib...\n", "Installing headless OpenCV...\n", "Done!\n" ] } ], "source": [ "import sys # noqa: F401\n", "\n", "!{sys.executable} -m pip install -qU pip\n", "print(\"Installing nrtk...\")\n", "!{sys.executable} -m pip install -q nrtk\n", "print(\"Installing matplotlib...\")\n", "!{sys.executable} -m pip install -q matplotlib\n", "print(\"Installing headless OpenCV...\")\n", "!{sys.executable} -m pip uninstall -qy opencv-python opencv-python-headless # make sure they're both gone.\n", "!{sys.executable} -m pip install -q opencv-python-headless\n", "print(\"Done!\")" ] }, { "cell_type": "code", "execution_count": null, "id": "0b9dc90a-7456-4c02-85be-16cb8dd55367", "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "%config InlineBackend.figure_format = \"jpeg\" # Use JPEG format for inline visualizations\n", "import os\n", "import urllib.request\n", "from typing import TYPE_CHECKING, Any\n", "\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "from matplotlib.axes import Axes\n", "from PIL import Image\n", "\n", "from nrtk.impls.perturb_image.generic.cv2.blur import AverageBlurPerturber, GaussianBlurPerturber, MedianBlurPerturber\n", "from nrtk.impls.perturb_image.generic.PIL.enhance import (\n", " BrightnessPerturber,\n", " ColorPerturber,\n", " ContrastPerturber,\n", " SharpnessPerturber,\n", ")\n", "from nrtk.impls.perturb_image.generic.skimage.random_noise import (\n", " GaussianNoisePerturber,\n", " PepperNoisePerturber,\n", " SaltAndPepperNoisePerturber,\n", " SaltNoisePerturber,\n", " SpeckleNoisePerturber,\n", ")" ] }, { "cell_type": "markdown", "id": "78b2378b-5f80-4c91-a095-8ca9c9fc3d15", "metadata": {}, "source": [ "## Select Initial Image", "\n", "We'll carry out perturbations on a single image from VisDrone." ] }, { "cell_type": "code", "execution_count": 4, "id": "f0157828-1bc4-4b0a-aca2-9b5ddee85e84", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_dir = \"./data\"\n", "os.makedirs(data_dir, exist_ok=True)\n", "\n", "url = \"https://data.kitware.com/api/v1/item/623880f14acac99f429fe3ca/download\"\n", "\n", "img_path = os.path.join(data_dir, \"visdrone_img.jpg\")\n", "if not os.path.isfile(img_path):\n", " _ = urllib.request.urlretrieve(url, img_path) # noqa: S310\n", "\n", "img = np.asarray(Image.open(img_path))\n", "\n", "plt.figure(figsize=(8, 8))\n", "plt.axis(\"off\")\n", "_ = plt.imshow(img)" ] }, { "cell_type": "markdown", "id": "a7d8920c-96fe-43e0-befc-a91d4ad0a1ea", "metadata": {}, "source": [ "We'll also define a couple of helper functions for displaying our perturbations." ] }, { "cell_type": "code", "execution_count": null, "id": "0dc9c05e-9f07-45a4-9a13-123f8c6f2ab6", "metadata": {}, "outputs": [], "source": [ "def display_pert(img: np.ndarray, descriptor: str = \"\") -> None:\n", " \"\"\"Display perturbation.\"\"\"\n", " _, axs = plt.subplots(figsize=(8, 8))\n", " if TYPE_CHECKING:\n", " assert isinstance(axs, Axes)\n", " axs.set_title(descriptor)\n", " axs.imshow(img)\n", " axs.axis(\"off\")" ] }, { "cell_type": "code", "execution_count": null, "id": "22976635-37d7-493f-ab44-fa570c78c5f7", "metadata": {}, "outputs": [], "source": [ "def config_to_str(config: dict[str, Any]) -> str:\n", " \"\"\"Generate string to describe config.\"\"\"\n", " out = \", \".join([f\"{k}={v}\" for k, v in config.items()])\n", "\n", " return f\"({out})\"" ] }, { "cell_type": "markdown", "id": "8d5820b2-0bd7-4fd8-bf24-41b7e8b7f9fb", "metadata": {}, "source": [ "## `scikit-image` Perturbers", "\n", "First, we'll look at our `scikit-image` random noise perturbers. For all of these perturbers, we can specify a psuedo-random number generator (RNG) or seed if results need to be reproducible." ] }, { "cell_type": "markdown", "id": "e0cc6b52-f662-4458-8eed-64eee7d1d6e8", "metadata": {}, "source": [ "### Salt Noise Perturber", "\n", "The `SaltNoisePerturber` replaces random pixels with 1." ] }, { "cell_type": "code", "execution_count": 7, "id": "bff7a590-1d55-4689-86cc-a71488fd2af7", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seed = 42\n", "amount = 0.25\n", "\n", "salt_noise_perturber = SaltNoisePerturber(\n", " rng=seed,\n", " amount=amount,\n", ")\n", "salt_noise_out, _ = salt_noise_perturber(img)\n", "display_pert(salt_noise_out, f\"Salt Noise Perturber {config_to_str(salt_noise_perturber.get_config())}\")" ] }, { "cell_type": "markdown", "id": "c86a5509-1df8-4bbe-9cb3-e295140717f6", "metadata": {}, "source": [ "Since we specified a seed, we can confirm that our results are reproducible:" ] }, { "cell_type": "code", "execution_count": 8, "id": "1fe7d4b5-ce71-439a-a64e-b07607688044", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True\n" ] } ], "source": [ "salt_noise_perturber_2 = SaltNoisePerturber(\n", " rng=seed,\n", " amount=amount,\n", ")\n", "salt_noise_out_2, _ = salt_noise_perturber_2(img)\n", "print(np.array_equal(salt_noise_out, salt_noise_out_2))\n", "assert np.array_equal(salt_noise_out, salt_noise_out_2) # noqa: S101" ] }, { "cell_type": "markdown", "id": "81d25087-597d-4c92-ba4f-e2a9b454bfbd", "metadata": {}, "source": [ "### Pepper Noise Perturber", "\n", "The `PepperNoisePerturber` replaces random pixels with 0 (for unsigned images) or -1 (for signed images)." ] }, { "cell_type": "code", "execution_count": 9, "id": "1c9a7205-b841-4b3a-8d61-29aa793bcac2", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seed = 42\n", "amount = 0.25\n", "\n", "pepper_noise_perturber = PepperNoisePerturber(\n", " rng=np.random.default_rng(seed),\n", " amount=amount,\n", ")\n", "pepper_noise_out, _ = pepper_noise_perturber(img)\n", "display_pert(pepper_noise_out, f\"Pepper Noise Perturber {config_to_str(pepper_noise_perturber.get_config())}\")" ] }, { "cell_type": "markdown", "id": "6794211b-10cd-4354-b792-c29280ddee28", "metadata": {}, "source": [ "Again, we can confirm that our results are reproducible, but this time we're directly using a generator:" ] }, { "cell_type": "code", "execution_count": 10, "id": "03381bb1-9b8a-44d9-94ee-35b73c42fa97", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True\n" ] } ], "source": [ "pepper_noise_perturber_2 = PepperNoisePerturber(\n", " rng=np.random.default_rng(seed),\n", " amount=amount,\n", ")\n", "pepper_noise_out_2, _ = pepper_noise_perturber_2(img)\n", "print(np.array_equal(pepper_noise_out, pepper_noise_out_2))\n", "assert np.array_equal(pepper_noise_out, pepper_noise_out_2) # noqa: S101" ] }, { "cell_type": "markdown", "id": "78ca3c4c-b492-4e4a-a32d-9a52b89544c7", "metadata": {}, "source": [ "### Salt and Pepper Noise Perturber", "\n", "The `SaltAndPepperNoisePerturber` replaces random pixels with either salt or pepper noise. Just as before, reproducibility is possible with the `rng` parameter, but we won't continue to demonstrate that." ] }, { "cell_type": "code", "execution_count": 11, "id": "d79ff410-650f-4172-910d-e508445cf25c", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seed = 42\n", "amount = 0.25\n", "salt_vs_pepper = 0.5\n", "\n", "sp_noise_perturber = SaltAndPepperNoisePerturber(\n", " rng=seed,\n", " amount=amount,\n", " salt_vs_pepper=salt_vs_pepper,\n", ")\n", "sp_noise_out, _ = sp_noise_perturber(img)\n", "display_pert(sp_noise_out, f\"Salt and Pepper Noise Perturber {config_to_str(sp_noise_perturber.get_config())}\")" ] }, { "cell_type": "markdown", "id": "c75af524-915a-4e6a-b3d2-a212dac09a47", "metadata": {}, "source": [ "### Gaussian Noise Perturber", "\n", "The `GaussianNoisePerturber` adds Gaussian-distributed noise to the image." ] }, { "cell_type": "code", "execution_count": 12, "id": "eec2ee55-0698-4ce2-9367-6f3fa13d6ea5", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seed = 42\n", "mean = 0\n", "var = 0.05\n", "\n", "gaussian_noise_perturber = GaussianNoisePerturber(\n", " rng=seed,\n", " mean=mean,\n", " var=var,\n", ")\n", "gaussian_noise_out, _ = gaussian_noise_perturber(img)\n", "display_pert(gaussian_noise_out, f\"Gaussian Noise Perturber {config_to_str(gaussian_noise_perturber.get_config())}\")" ] }, { "cell_type": "markdown", "id": "7c4ea94f-709f-4a38-84f5-4ee4c8feae82", "metadata": {}, "source": [ "### Speckle Noise Perturber", "\n", "The `SpeckleNoisePerturber` adds multiplicative, Gaussian-distributed noise to the image." ] }, { "cell_type": "code", "execution_count": 13, "id": "1abd5e64-7e04-46bc-beae-f650d4727acf", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seed = 42\n", "mean = 0\n", "var = 0.05\n", "\n", "speckle_noise_perturber = SpeckleNoisePerturber(\n", " rng=seed,\n", " mean=mean,\n", " var=var,\n", ")\n", "speckle_noise_out, _ = speckle_noise_perturber(img)\n", "display_pert(speckle_noise_out, f\"Speckle Noise Perturber {config_to_str(speckle_noise_perturber.get_config())}\")" ] }, { "cell_type": "markdown", "id": "dc3a50da-c0cf-44c9-a79c-313be00d9404", "metadata": {}, "source": [ "## OpenCV Perturbers", "\n", "Next, we'll look at our OpenCV blur perturbers." ] }, { "cell_type": "markdown", "id": "c57334fe-6aa3-433d-8b29-2b5af751ed3d", "metadata": {}, "source": [ "### Average Blur Perturber", "\n", "The `AverageBlurPerturber` applies \"average\" blurring to the image stimulus. To achieve this, OpenCV convolves the image with a normalized box filter, so the average of the pixels under the kernel replaces the central element." ] }, { "cell_type": "code", "execution_count": 14, "id": "975f795b-fd6c-4a45-a4ae-74b3a55523f6", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ksize = 7\n", "\n", "avg_blur_perturber = AverageBlurPerturber(\n", " ksize=ksize,\n", ")\n", "avg_blur_out, _ = avg_blur_perturber(img)\n", "display_pert(avg_blur_out, f\"Average Blur Perturber {config_to_str(avg_blur_perturber.get_config())}\")" ] }, { "cell_type": "markdown", "id": "c28b0766-9cc7-4fba-a1f9-ff8d9d76aa46", "metadata": {}, "source": [ "### Gaussian Blur Perturber", "\n", "The `GaussianBlurPerturber` applies Gaussian blurring to the image stimulus by using a Gaussian kernel instead of a normalized box filter." ] }, { "cell_type": "code", "execution_count": 15, "id": "1887a9a9-3d33-4452-8b3c-e34d0ddbad99", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ksize = 7\n", "\n", "gaussian_blur_perturber = GaussianBlurPerturber(\n", " ksize=ksize,\n", ")\n", "gaussian_blur_out, _ = gaussian_blur_perturber(img)\n", "display_pert(gaussian_blur_out, f\"Gaussian Blur Perturber {config_to_str(gaussian_blur_perturber.get_config())}\")" ] }, { "cell_type": "markdown", "id": "49a4e9e7-6da6-4999-9df1-e5eca4dce77c", "metadata": {}, "source": [ "### Median Blur Perturber", "\n", "The `MedianBlurPerturber` applies median blurring to the image stimulus, where the central element is replaced with the median value of the pixels under the kernel." ] }, { "cell_type": "code", "execution_count": 16, "id": "b9d40981-7a5d-4e63-9dea-df466f729ee1", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ksize = 7\n", "\n", "median_blur_perturber = MedianBlurPerturber(\n", " ksize=ksize,\n", ")\n", "median_blur_out, _ = median_blur_perturber(img)\n", "display_pert(median_blur_out, f\"Median Blur Perturber {config_to_str(median_blur_perturber.get_config())}\")" ] }, { "cell_type": "markdown", "id": "04c2e690-5fbf-4fd6-9c02-c301c8b32282", "metadata": {}, "source": [ "## PIL Perturbers", "\n", "Next, we'll look at our Python Imaging Library (PIL) enhance perturbers. A factor of 1.0 returns a copy of the original image. Lower factor values mean less of the relevant enhancement (e.g. brightness) while higher values mean more." ] }, { "cell_type": "markdown", "id": "1958cfe8-0f14-4915-b625-60c6dbc8ef0b", "metadata": {}, "source": [ "### Brightness Perturber", "\n", "The `BrightnessPerturber` adjusts the brightness of the image stimulus. " ] }, { "cell_type": "code", "execution_count": 17, "id": "94b6ebf3-2d87-487d-9e4c-1d2875efa023", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "factor = 0.25\n", "\n", "brightness_perturber = BrightnessPerturber(\n", " factor=factor,\n", ")\n", "brightness_out, _ = brightness_perturber(img)\n", "display_pert(brightness_out, f\"Brightness Perturber {config_to_str(brightness_perturber.get_config())}\")" ] }, { "cell_type": "markdown", "id": "4e003f81-0717-4bd2-9e74-fa828f3c54b1", "metadata": {}, "source": [ "### Color Perturber", "\n", "The `ColorPerturber` adjusts the color balance of the image stimulus. " ] }, { "cell_type": "code", "execution_count": 18, "id": "59e53f70-43fb-4e29-9337-5583f99dd6f3", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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B+6kzTM0ZoAfupM0zNJu4oAfmk3VwkfxC+2wvJaWyoVkaPbJljkE88Y9KhbxFqN26RmfZvYA7Bgcn86BnftMikBnUE8AE4zS7q8g8VTJFLa/aZGdwd6HJ3ZByMe/ANXrHxZqOo3cdxCZXtzEyESPsG4YOdo9jigR6c8qICXYKB3JxVcanZsuRcxkezVw0uq3XmOJJIgozu+Xt9c1lSeKdLj4a8ViONsSlyPyBoA7vU9QgvLf7NbvvkZgcdBgVlizmP3mVfoM1yuleJxcayVgtZTAsZ+Zhtyfz/pW62uXDFtlvGoHdnJoAsS6Ukh+eRyB6HGaq3miW/wBkkYSMpUbsnnp1rHu/E+pw3EUaR2x39fkPrj1qNvEmoTwvFIsADgrwp6fnQBjmVixwQO2TUibSBub5SOMikwA24qCaNw3ZCikMdkBwofK54p4GV4VSw6VWGfOAUDPU+9OnnS3t90xVE6FicUASON64wPzPNV52jhhdlIAjG7GTUEuqWzRZjuIzgg8Nnisie6+0SzlnEYkGCpPUcYP6Um7AbcUodFJkkGUDcMcCm+YrXbW/nSlu3znHrWG115aSDfguoUYOcYrJg1J4bvMjsWHIYk0rsRrajOiyuUyy4wTuyefrVCxuF2tn7zHbx1wetVZLiMKw3M2TgBTgioxOoUCNcAckZyc0gLtxIAisIwdhxnOPpUmqZmMMgXa7J87E4Hfv+NUftBdBuX51ORxn8PanyTzm0IkIffj5QDkd6YEKROAVbCZAGc5GPwqxAZWH2cOFx3zx9aZE0gt/LztyDgbutJEoS23ZxJ3JOaAN681WO00kWtsG3qu1ieOMckfjWZa6uyIcgEZyD04qg8hmiERcAEZ7nmpEkzGIoHBC88Lk59aYFq71KSbdGkI8svu3DPykk9T+NUZ76QF4JJWCjggHI9qC5hUqXYseHwOp/wAKrzxr5bOEIP8AESwNAF+S4zHEr/OiIUALdqgZ0ggxFhHHdTgmq+9xF5pj+XsWHWoWmZ+cD8qLAd78JxIfiPort0Jn/H9y9fTFfMPwkmZ/iXo65GP33H/bF6+nqaGFcdrGTrF4M8Ap+HyLXY1xmqn/AIn96nqEI/75Apgcnf3MaarNCYizqgkLdBggiqA1rT2BAuLbPb/SF9Mf3qk14+VrETZIEkWDjuAwJ/QmvE7mLyLqaE/8s5GX8jigR7UNVsiuFmhLdeJlOP8Ax72pV1WzPDsgPXKyr/j714fijAyKAPcDe2RP+tH08we3v7Vb0y/gk/0R/LccBCwBJ+uK8ErofBlwbbxNbNnAYEfyP9KAPWDZRhv9UvHHG31pVg8pgUQ5z64/lVHXfEJ0m+2JaecucyNuxtB6YHfjmrGoatDZ29rMIDKtwwHBwFB7n8SKQy/LA72sMhlcZbGAx44+vtVfEcaMjyOdoztPOR9cH3rSAU6cNo4VgR/n8aZEiyLOhUNujPB70dQOZF3dMpP2NvLJ/glXn/x2sy2AtLoI0NwVurk5L7WCnjvkYHFbOj6hPqclwptkiKIvIfOc8enFQW939vuTamx8tYwWB356Nj0680AUv7ch8N6hIl0rPEyr5AjjyUXkn+LPerE3jLTpIYrphIqlsJI8b4BxnHGaZ4zit11eyWVJC08YQFACB82O596zJ7JNO8OuL13kjS+Kx7EBIHzDnJHpTA2m1bwxdQPdEqoztdy0g5Pblasw6loUsReG/CIOCVuiAPbnArBKWFvp0+mylw77JA2wY5wR3oj02yi0C+ywKfK5Ow8fMO1K4WNxhZPIJrTV/L5+8J0bk9edwratJ4ZbREup7m5kBO5xMMHgjpuPYkVw9xoVrF4Wn8wJtSRZCdpzj8s/xCqmnaDZrp93M2zYYd4bBGB1z09qYWPT7iVbixNss90qEYwULZ4x61Qgm1HTbd7ezu5jHEAYy0RJck5br071xA0Yx6VAgkaKQ3BCFZGBYEZFaw02cawFjvbhYxCuUE5GDjgnn2NAHo8niG1t4Eln1VYlPGJYSOfTpTJfFVnCV/4mCSBhkNHGzD8wK8qnjvo9DgkubyefdMDl5NwIxwRWtp0kgtopFODjA5560Dsdw3jrTEOG1CMfWJx/7LSDx9pBJA1G3JHUbGri9Tiu72OEKkkhXPA5xVA299BbsXtisQHzMy8AVVtCG7M9Jt/G2m3MyxJeQbmOBuVlH5mrV/rk8EavCIG67sOD0FeP2u25uGihj3unOFGcjPNdDDqNjmWO5AQwwiLKKC3fP8utS2ugI6e28Qalc3skgGAFXCBxjv2rUj8XxOSPskmV4PzCvPLfVLC300XccEbHdgogGcepB61oywac1rHcraq4kxjbKc49cAfSgo7FPE4muEWO0kBJwMnNazX0ouET7O+CpOMH29q81SwsrG6hQyHzD+8RmyfXg9v/ANVaD6209wA7BQFOJIjtXkD+o/WgR3rXzLjNvJycdD/hS/bmH/LvL+Vc9p2pWxsoU/1rr95y/J5PpWxDJZyRRlmXewHAc9cUAWftx/54S/8AfNH27/pjL+Q/xpPIhHZv++2/xqlcXtjbPsczZzg4ZuP1oAvfbx/zxl/If40f2gv/ADyl/If41katqsVhpyXdupmLNtCGZgT+tc+fF0+8N/Z0gAHP+ksBQBrXmsqkoeQybVkI5IA4z3zxWjZa/ZvaNMZt0attL5BAP1zXEeILiCfRgzO6iWQPxIx684Iz0qf7Zpw0gQ2wYQTS5+WVlyQcHHPtQB3Da9YKxVpsMpwQccH86kTVbeXOze2OuB0riDYxyNbM93ebrw72IlJ5HPrU9taqtslxFfXk4uJAMySle5z0PrQB1/8Aa1sejH17f41DJr9lE21nbOOwzXPXVsthaGeV5M5xxM3+NYqzW13EZVlkwf7hct+WaAO9t9Yt7pGaJZSoOM7am/tCPn5JOP8AZrzuTVY7FliW7u13ZOI3I/rVq0nkukLi5v138kNMwz29aAO5GoI3IjlP/Aagvb8CwuSI5siJjwMdj71w39r3S3gtV+38DO7z+AOnr7VJeajItpMjz3MmYmyDKfSgDg9J1QxGKAQgrI5YuG6degrpI7xEu4DEsjH5CxOD82a4rSYGe7tX+zv5QU/P26muoVIkdex3Z3HPFJ7jDxDdNNqkG8AMo4BXk/rT9LvfKjI8pmKZxtXjOR2H0rJ1Z4Y72DYvns+7AxyT+NaFjbtcQBordY2GMnjqeaYgjmfzDmGYF3JYbCM5bNYcaxLOrCMlhycnjsK6FrOaCRZpWUxl+/p9AKzE0pECkyR7iuGAQ8dP8KLoZNp+oNbWMl4sIZU+ULvxkepNbFvqjz2KXBiRQ6bgDKPSqVhZLLbzWiMuFYEkrjrn3rZEBitI7dQMKgQn8KGBg3F0stwjlE+UDGXBx3qsl075XavB96157NjCs2/aZMALjoDxT4NEuPLklRwQp4BHJNAGQXfB+Uf98tSFnIBYqoHXKsK2n068RSQinOBVS80q7azlJXgDd8o5OOwFIDJknkW4UH7x4Hy1FqUs62w+Qvk9CoP9ayJNYEt4hC8rwS3GCKiN/wDayFMuNhJxn7x+tK4EV1cyx5QoFG0MB1H4VVN2zjY4Hygc55x6VYvrWa0ulSZN4KK6Ng4cevv6fhWWI5ZdxhjJIOScdv8AGgRZnmcruO0Y7nn+lVGlKDA2c9wBUskU20Fk7dOhX65pJEhVixRSQMYGcfWgBsErhCzuBx6d6SR5FkULKfm9e1XJLVJAgjRI8L8xOcf/AF6pTKbeNlBU5Iyyn68c0ADGTLYfOOuPSn20jTufk39znpingwIGZUA3HkE+9CsYpCsMY+716df60AIIyA0hUbFOOOMVJbSLu3kKqk4/CoLhpZU8tG3Rr1A7UgKQ7WZy47LxzQBPMY4ZdoAwxODnoPapBGkSFoi68HO70qFZlmkxgx46Njp9KUzMSd5DLnqx60gIZXJQkcqO5PNSJIAMyBXQjJGcZ4qCWXcuGB+gFRxMzFFDgZ9RTAnuJiyALgA9EA6VR3vLMiE4B744qZnAVO5UnPrUGRJLJKr7e2B/KmB6D8Jo0/4Wbo0iy9DMAuOv7iTmvp6vl34Qbl+Jeiq5XOJ8Y9PJkr6ioQwrhL9t/ijUwTykiAewMSH+YNd3XnmqBrXxhqsrsPLnaEqB1yIwDTAwfEkUaTWUrjgTeW30YEf4V434ngW28T6jGOhmLj/gXP8AWva/E4H9mSSZ5jZX/Uf/AF68k8dBX8Rm4UYE0Kt+Iyp/lQI5qkpaSgBe9afh+QReILBj93zgp/Hj+tZlTW0nk3UMoP3JFb8jmgDtPHkssXiAMsrrHJbRvgH0yD/Kty8iFx4f0aUO23y2Tg9wBj+VO8ReG5PEUdjcx3CRFYDG2VJyM5HT6mr66TKnh+008yq0sEm7ftOCP84oA6O2O7TpDnIKq4/IGltD/pIHqCDTdN/49fIIJIhCkkYyQMUWzYuYzSYzndDgFpqt9CBtKg8D/Zb/AOvSaTAkOu3GAcs06c/UkfpitOWzNrqV5emTcWV12BevHHOfYVT0cpeXSXedshJdkHuNv4UAUPHkZeXR5FJG1nJwcdAGH8qi1+PzfDd+P7k6P+bLn+ZrX8VWyXOkWbNn5JTgg+qkVREYu9C1COUZDRqxx7Y/+JpgcV4stp557SS3V28y0jLbPp/9atbQDLJ4WvYZxKJBA2TICCcc96y/EskxsLRIQ+QpiBT0B7n8a0fB7SyW1xb3PmlvLZG389sYBqepfQ6O6Al8KXeD962R8/gp/pVbT0D6NKnXNmR+W4Vb09RNpE0DfMohMYB9MGoNGAbfDjChGXHtn/69UQTsN9lYP/08wn8Cn/16vwjGoBj94xRZ/wDH6yrgSjw/MIP9dHsaP2IOB/KrDT3Q1OwkC/JJEVkXPcdP5mgCtqq7fDMQPRWjI/AYrnzcuL6yWMruXqGOOA2T+hraujI2gX6zHIinIU57bjj9K5tZyl7GSPkCt82OhK+tJldDZ0+aOE3SSDZh1+bJIPX/ABFVtUvXOSmGiR9jANjdmsh7wOWthIyBV3Hac7mHWq51DypMRKSqEncxzn61F2yDUBuMO/ywunzFVxwCw7iq9xFK01zIjSorR/K7jIY46cfjVazvBI53geW3Bx6ir6zxFYwrbQ2GG45288j9aQilaXk9p53nR7WX513HH1/SugbXGWWyMoBtmTyzt/E8e+axdRUz2wjDxAo3zF/lGBkHk1Dp10rQLHIEdUfC885JxkfgTTGei6nf2sC28zRbo9nyMew+lZ0upxFQLVdrdCVPVT/n+dYhuY3jktzuZUX5Vkb7w9M+nasT+0ZLZYGOEXOPlHTHbPX9aq7YHaw67cWrLJAyr6r2PrmtGz8S3JZRGy71O4LtJzXDS3BMgmyfm+8M5B4xWhoyzST+btby0GAw4yc4oQj0tfEd6ITIQCxXOCOhrmrrxNK00knyb5OCT/T3q6sztaq7ttQtjlcH8uDWFqkDqriO2jZuQGyM59frVjH3OvT3C7Xwzg9QcCobnUoHijEgdQWwUB4Jrl2upFV0kBDfdwe1QiZprhUD7RGQxb0FTqI7N9Ttb3THijhdGj4RX7ryAfz/AJVTOqq8MUUgQqoZlAUDp3/GsdbwzW6lpTuYlWPqvGOfrn9ahun+X90RtLZYs3YY4qW2M2W1kxRJIGZcH92QSMcc/wCFSWmp3YTzYnMYUghS3Q9Qa5iWOXUCAMZBXvj5T/8AWrWSUIjJHsAB2/OwUEjr1pXYXOql123bSzbbZWdmEjl2BOSD09Oayk1P7OLhocrNjKgKMjr+I6isR2u4dRDk4jLf6zcOQPxqtqOoNNq0k0shRpmO5QcjHUce9PmYXHpq8j3SO5XDEqGJ54Ayf0rpI/Frw2ySLAm1yed3b/OK8/ZkVRcruTD5Ax3/AM/zqRLmNZoyxYptyVJ4LH+QoA9TF4zyJKIwd8YOc/U1lXOuGS+mtWttuUcbt+cYQnpTfD959oj8lim6JFwO4GOn8qratYwAz3JYmTBbGeM4q0AumBV0m2ABzhufxqd3G5Aw4LAVy2gGNdQ+8xIUkc8dB2rb1HUTZQxTRgOfNAwRnjnOKQzO12/jsb2OZQQiNg4AJ9P54rZ0W5OoWrTRyTIpkC4zt6KPSuL1y/OpeXI0XlOZcBcEcZ4/HpVizubyCBY7e6aJS5OARycf/qpgdtM7qsQaR3Dbj8xzjGKhEyZC5ySTj8KxdGubu4L/AGm4MqrxGTjjOCelauxt4csDjIxioe40auh8yXT/AO0o/T/69a0rYXr09/avPU1/UbTVJba2aERMS2XTPIwPWr0mv6uyYY2vTsh/xqkI6y5UeVAvoQa19PYi1HAwSSPzrySXxpqzoH2QbV9FP+NdlZeK4oLW1hvXEc5gSViFIUBhnr260xHR6hf2unrEbhyBI4RQBnJqlqmrrYPbQxxec0+eEPIAHX064rnNd1myvjE7S/u1VhlGyTkDBrjbu8iQiM3Ms/lEncxwCCBjAFK4C6lcJdXlxKsaRLHhhEeh6Lx796xicvuViF4YjpVsATK5J+8NxAPTPSqkqRxAhep/iP17UgNqSWS400JMNzJ/qyy5OPTPYdeKpKXXk5VSCFG7J9en1qubp8LGrlo4xnLHkjpTZJYGAwdm7Azn+tICS4O/5mkctnBz0zUBkWN1Zyr7TgD/ABqB2Ks6hsqDxzk1ASZC2OAOuR3p2Avvff8ALSOU7hzgnqc1D9rlZJGZ05ypA6gevt9apqCcgg/KMmkRmVWK57jB9KdhlwSkR78Fz64/WoZbttrOjjdnFLBcLFEEJZsDlenX+dRyiLLp5ZB52tnGPc0CLFvegoEZN4Odyk4H502xtjN+9kb5FBKR7sE//WqqXSOJkiJLMRu549qsW8VwSXAYFWA3KRjHQ/WgZqtafZvLmZXG9S2wjrmqUsf7xTu4Y87u1Tz3sszJG8jFI/lAPG3NQHYQGQMzng0hEUqyMFI4I96SMeWPk3BSDnceQaRhGgx5jJj73P8AKqzTIinB5PQmmBLDLuuCQw2D5mGeuKeWAlEpVNmCcf8A1qoQOVYuqhmByQe4q9EDcN8yqisD1HFAHafCKcSfFjRhjH+vx/34kr6pr5X+EFsYfinowkXDgznIbPHkSV9UUxhXB+IkkOv3BVWK5ToP9kV3leLeNPHOpaZ8QrvSYoLY26yQoHcEt80aEnr6mgDe1qETadcIR96I15L4hsodXNrJHf2UEkaEOs8m084I/XNevAvPZRmVQWZcNjpnFeS+LdQutO1c2htbWRAgZWaM57jnB9qAOePh/HXVtM/CfP8ASlGgRgc6xp34Ox/pRHq91JIqC2tFyevln/Gug8OCTVp7yGVIA8UW6PZEBz/nFAjCbw9Gn3tVtMf7Kuf6UtvoEE8nlrqSbj0xC5zQdd1Zk2MYwBxjyF/wrX8M3Nxd63FDPKhUqxAWNQcjnrigZ6VpVtJ/ZNvGx3Mgxu6ZHrV37E5HRfzrn/GP2+38JrJp9xLDMkiZaI4JHT+tch4bvdRv7TU0m1K7llji3r++Y4xnNKwHqdpA0NyScYYY4qtgo6+zVzvg3MjvLK8ryLKeZHJIBUev410dxxLJ7OaTArahqVjb6wtlLOBPIVIjwSSDVF7+z0i4itCrB2AI2p6sR1qh4pQL4p067zj90h6dcMT/ACqtq+29v5rjLI1oxjKD+LDAg07AbviR/J8Oyy7GcRzDAX3OP61l6c7vpU8gTHm2ZYKT/vf41reIDv8ADGpKpzgCT8AQ1ZmiBWs7aMfdMcsf5OP6GmBxmrTyL4ct71WVHd5FHfH3f8KseC72aaYx3DsZMYwy4wPr3pt3KqeDlcLkxXBAXGeSg/qKqeFNUmub8rKsY24OVGDUstbHZ+HnklsG81x5jl1OBjGDjp+IrK8GPfOfPu5N6ylgCRg5AH4Y4FaWkHy3Zc4MVy+V77Tt/wADUOiK1t5cDrho5mH1BGKogfGjf2JKjsxfbliTydspz+la8gX7bavt5VJB+TKayFlSUahZAkPGJRnHZueKRdXMlhY320kmXy374DdTxQBbvkA0q/iIGC7nj13k/wAjXA3F2zMEYP5e7bnp+BrZ8QalNFrLwgkRnJDZ45TJrlpJF/f5O5B8wG7qfWpYdAt43mu/JixxnLE8Ko5yT2FXIoLC1dDcyPdq7YYRDanHPU8/pVe2ydK1UMQrhIxu9jIv6dKrI7iMmNt6r8/JAyMYzj86BF6Zo1nNtZweWpwVJlLluOp9OKI50lAG1j5a7V2dWOeP1qkrM0cckSAy8ncDyR0xT7S8J/dp8ybCqAkgZPekBp+ZJNGscqExBdmTxyc8H8qzoPPtGMboNy4IUnJPNSmbzLfBlCGLPfO+mSywzw+YqHzI8Yyc59aALy3K/ZpBu2lBwM9RVa4ZcP8ALmJhuXH8LAUzTJo1lzMA0YDBlI+8MdP5V1lxpunvbKoWFSSrcK47gEdPQ00gOdsWkupooFDHd1PXjOT/AJ967mAwxFY4t8AYYVQDyfy+tQw21nbqTAkKKWxgRtnrirg8tv3W9NoAI+Q+v/1qoDXineW2BJLKXI6Y3Kf/ANdUL4uS7xvtw2eR3GevtVmNkNkhAGAoNJdBZIGKjLbTgevGMUAcdd6VJcq80nLLgCRD1z3IrnLwSWoeJcnc33wODjp/Wu+uIYvNiTmMMm0BR0PcHsR/jVGdoLmR7MQoZkUAMAQCT6ZAxyaAOYgnESFMAomAM+o4/wAajb57lYCQwGAxXgDnn/PvUEw8mSWO4QqVYqUPYg9MVEkhiMrAZOQpzUWEahfYssowrL8v3cAjsRVVj9oU2ykLIuG3MSAcDJqGaeRjnPykhQrHqP8AOKIXElxudWZUOMAdOKVgLksyrbxqrIVKruVeucf41kXEyx35xu2g4w3JqWWZTM5iBCDgg/xc5Bqo4YXEcodSygOR+vWmkMk8zbAIuoL7g7DkAfSpA2mYYN9qhkJAOQsirx68GqUkgVMMRgZII6mo2l84AhCT0XPpVAdLYNNaMHiuTJBMyoZIGOd3YEHBHf8AyK047d7a/uibiSRFhkAV2z7VjaKBbW15JJuwLfc2Oc4kTGD681Pc6tNdM/k/LHICMFOv1NGwHQWkcEVtalETzTEOgGTxz/KmXtkNRgIyY/JBmJA7Af8A16wbeWUPE11KqRqoChPvYz09q1JdWgkO0uUjZWVj2OR0pX1GRa5pBudagtoTuKwLKw6HIFQRaRM8nyrxGWPXJPb6VdKTzag7tPJCnkmNZMflyan05pYYvKjkjBBxhj09/wDPrVMEUrW2e0hWNwRlQOeOfm96nDNkAMQeehz2/wDrVqPC7yr5gRm2L0455Peo/sao28R7WXkFeKm40cyLO8fUnlEMuzONwQ4zU8n2hUOcjAJ5FdzpN0LwzTqytE7fKByBV+SGNwAUUjuCKok8gVZhYySPH+74VWKjBPXitTxRbXcl6PJt3eJI4owyRknIReM/0r0GS1thGE8iLaDkLsGBXJat4eu7zUZri1vWi3SDC84GAB60DRyxeQW0nmRlZC6rGxUjgDLfyH51XvpcXfkHaik8nPTt/SujaDxIlrtEqzMGDKMjpg56+pNZCPMpAvbCJQmOWi+8eeCe/WkymNngtUtHeGQtIzYK9wMDk9sdapQx+WW4BIJ+bgjBHY96tF/I3K5wrkkjPaq1xL5saRg846A980iCORUkdtoC9iB/OnTR71BwpdRhcADv3qFLCaWAzxjI5BycYx35qeK1ugI32L1xtLYJ96AIUUi1ARCZGPzEdMelNFq6SbjkdAFIzk1ceKWHcohGDg8DpTE2XTyliQ+3C9QA3f68UXAoOTK8kiudxJ4PfFKRLDEyPypYOQCMZ5x/M1fNvbwpsVSDjDZHtg0x1jkhLZ+b3GMD/JouBmbh5peRQD0BA6VPAPPclhmPPzMTU0mml5BtO4Yzleg/Op2iUxqkSDJwMIvSncCDy4o5mddh3DAXbwKktofLj2HhnIOOgIqPLKZ0Kho4gGPPPJwPfv2q3I0hnVp8nZkNkcj/AApARmFCjKm0nrycH/69Pa2jWRZEcZ6lRwB+Peh7gSyPI2526L7DNV2n2P8ANnbnHHagCCe0aWQPEFHzYcZ4FVZ4AJWUMrEdc/0q7JIyzsFUKGAYDrxTriNHH7tVhYDlsH5jTAyGKLIqKpUDrnrV24uSrQqvKg4HqR9KpLbSyHzMd+pq2yLsXcMsOlAz0H4Qvt+JujgY3SecGyOwhkP8/wCVfUNfKnwhBHxX0PnH+vyP+2ElfVdMAr5r+J+7/hZ+rsN3yNARg/8ATFD/AEr6Urxjxt4QXUfHGpX7XLr5wiGwRZxiNR1z7UAbthP52mRSjkHDfn/+uuN8UWNtL4gtvtEKuJInC59VIP8AImus0e3a3sEtCzN5UYXcRjOBj+lZ+vaOdQureVZWRoSXVgoPUYINAHjGoWzW2sS25ztWTABPbtXVeDlW08VLGBhZrcjHuOf/AGWt268CwX119puLiYuQB8oUdKvWXhS1stQhvUlmaWEELuYYOQRzx70AjiNbsklsLp4kHmWs7KwUejEf4VH4cAg1+zbbgGULn6ivQJPDNk9xcSksPtDl5VEmAxPtUkPh/TbV0dLZAyEFWJYkEdKALviFtnhq5kBGIl8xhjsCD/SuK8NQCz8VX0KYMN3bs0f1I6V6MkaTaa8bhXVgVII7dOayI4bW3GYgkfuABQBm+FZAJpCRhX2MBjoeQR/KukvFxcSe+D+grJe6ghGQRnPQGr1xqVpLMuJQAyDk9O9SwM7xJplxqDabPb7PkRlbc2PT/wCvVS/0EXV8twkpi5zIBzuytb8k0UljFh1JRiODVS4u7e3tTcTSqsW0DeTxnOKYEssKTaNewOSytbEHHGcLj+lYGnbbW7ht4nLxBiwJOTlgc/8AoIroNNnjvbffEd0ciMo468n/ABrzvRtZhjvZFkjdBbkElu/JU4H40IB18hhS+tkUlFlzsUd92P61S0pPJ1BGS3CliA2F5x0rahhu5NWnvcwi3kctGp+994HnGfSspppI/HskZc+WyKwTtkqp4H1BoaHzGrbRuniq4YMux/mI79D/AI1JHqNsuuXMAmXdFNl/b5jWUsn2Tx1cbhlZEQEfULWHr7+Vrt+qnG9wTtOOuD/WmI19X1iGLUbya0Db8/M46OCBWV/wkU5jjiEhCA5K9RmqFpctFOzgb3I5J/H/ABqGXc0IdYwyrySTnrSEWr68eYmR3J78/pVR3DIXXAGMYB61AXDrkEsr9MHoaCssZljMYzkngYP/ANegDRspvO03V9zEuLRTn6SpWcJZIyvmBTgfLu549Kv6IcjUomBz9hlJOOuCp/pWY0x2YZDsLblJ60AWWZvKOGKKSWCrxweDSoTDcxggKAwJQDoB0+uap73VSyqdjHAZzUqSqd7MwaQ4xjoKANdUAuflYHezHcPu49KqAtKrIxYHkdcfhTreZSQARlASWB4xU6abNLJuE9qFYk83KKRk+5pAV7c7Zo1I5cjHOK7vM0VjuiQGbAAVD93B65NYuieF5HuUuL1rdoE5UCZTuPpwfrXWxT2Nvc/6XPFtLbcRupJOOO/TNMCvaedIrG4Cg8HCg4BxzU1nm8s3aHAmDbQXVgOMds/WtKWeweJWto2jkPXeRlgPbJ9f1p8Qxkq42g9aYC2qypb+VOQ0hzjy1O0D8anQgxZ7VGHPOGpqTNJE6FsErjP6ZoAguY2Cny2D5YHAxwO4qjctDGYYRdRmZ8ZQkNtOO/GR+tOsbO9tbhpJ743C7NgUpjHPXrUFzZAP5zO52Z+UfxdcDmgDL13SIXtZWEUklwcN5ioUwRnPB61x8sYWFm+Ulmx8rcjpjNdVqeoTW1gq25unnlAYEsG28cjnv/8AXrC+wTXtuJCDHcAKNjADzOucY70AUZZA4bLZ45T39aIuGVS/zMu5s8Z6/n1FNnErF8x4Iycbeg4B/mKbCmCQ0eJF+VCTUgIzEKVBVWDZ45xVN3LE8HI4/OrrwkrKCPnwMDPTPU1AyFtxQoqqdpA6H396YFH+MeY21RwQaWEuz7iwxnoasMwEZdl3fw5C9z6/lVfytrblOecBscZpgdDprr9g1kyH92sCjI4HMqf4VjC+kjwqOwAGOD/OtCxIXQdaDPw3kRnHbLk/+y1jNbh59kKsQMcnvSAttdvMVUEcHpTobzypSueOhPXNRyW7wpFJ5fyOduQetWDptub2JkklaJgrPvXHOeR9PegC/HrF05AW5eIKevX8MGny+ILyN2jZLa4G0EO0eD+hqrcWlotzF5ErGJ87gR93/PrVUvH5rgK2DjaD2GKaCx1ei6nc3EPmTMAxPGF4rTfU7YFoJbmKJyuMMdvUe/Fc1Z3P2MLGYZXXGdyLuAz2qrqLpeT+YjEozdxjoKS3Gd1pNxPaW6xpJBNCpO0rwcfUHFXZ9fW3IMkcSr3zOM/lXmFvEBEm7IjYbsAkc8VaubeKD5ns0R3GVbOe/X9avQk6m68YHzCI/sm3njzGY/oKzIvFsjX85EZZGkZwMfdG38+orGs1UPKSBxE2PrxUkaSLamSKzMofJZ42IbHTp1oasOJr2Pii4laCN4kBGxSd2OCCSf0FZtxqct1A7SBnhLfJv4I9KpxpZhzJvlhZeQkq9wCMZHbkflSC0aRo99zDIpU79r5OeelQymihPcB5eBgn8qWOIsxmCMyL1ZRnB7VOtumzbPsXB4Hc8e1RT3YhZBGu2FTwnakSTeeuXZmbccfKe/1pj3jBARlW6Zz2qi9yZrhWYYUnnYBzTpL1BKN4LjPQmiwGik7eWodGWQdDu7e4qBrvEjEShCSSB1xVGeZ3GQxJznI7e1RJk5AGHzxmiwGk1zL5qokqtuxuOOnpQ0wZgkgG1sqaIYoYSpkDO4HzZGFX+uahubyFkCqhLjI7cf40AXreZ1hYgouDhSxJz9Kjee5y8brlgwPPFUEmigZX3BsDoatorXyJMd0aE7S+Mj6UAW4XaEysSgaVlRsDOQBzzUYJJdmYODkgjuc9efanGIRKjlkfkkAg/qKqzSSbt6KQOm3tQBE7ALu3YJqv5jrKBj5aJJWVx/CCcEHsKrSMu84clSeKYGktu00iS+aFVgV55xjtippIhGFUMrM4wcDOKq2N0AwGAQDkg8ZqyZFBz6DGQaAGTKxRbdiQg6L0yarQWcjSOk+8IvAxwfUYqdpyCCxUN/ec8CmxzupDIw3A4oA6/wCDRU/FTS8BsAzhc9R+5k619V18sfCI7vitoxC4H7/OOhPkyV9T0xhXmHi3UTB4nvIwmduz+LH8C16fXzl8UfEkth8RNWtVTITycHHrEh/rSYJXOmtdakinJKAKRjAOafd60WdGCZAGCDxXkn/CZXYJ2rj8v8KjfxfqDH7xx9R/hQPlZ6sdbkxxGg/GmPrMwwQUANeUHxXfls54x0LcUx9e1N1BaRVU9NzH/GlYfKz1RtXue8wH0FQvq0hOGmPFeUyaxfsOZlI9RzUH9qXpz+/YEjBwBTDlZ66mueXGY2uVVc5wSOtZ8upRFuJgc+hry83t2etzL+DYqJnkYfM7H6saA5T0x9atU6yqB7kDP51BJ4r0+Mf61SfZs/yzXm+AD0qxZFPtsPmBShcBt3TFA+U9Cj8StNEGijXYwyCSeecelRS6zPcWjQOYxDkDywPfOfzFcxbukcO0FcozKMH37U9LhcSIZB84A+6SeDmglnrHheTZp0SsSSruM9OuD/U15dIz2viTVY0BKrJIG9gHrvfDV95VrAsp3NK+7IHAGMck/SuD8ShrTxNqyRKAJZG+Y5PDYNMR0z+ItMtIVV5wSOdqDNc/eahHd67Hq1oSY1iCsCMHIJ4/LFUPsVl/ZrTvkyvGDkn7pJ6/oaW2jtFNwEdmiQjGW4NK47FnVtTe41RNStoyjtGByc7cZFZbC6vr6ON2RriRmJdj1wP/AK1TXFwjsVVANoAAU9v8mnQX6Q3MbyIo2EkFQO4I/rRcRXNqYso8z7uuwKQpxxx61Np2mDUbzyTL5Y9PQY61SvryWS4PYZPPXdzn+tJBdSjcFbkjGelAE01lBbo/luZGDEZ6cetIrrIkZlyccYHGMVUc7XJJO3sR1o86WTjBbn7x60CNjRQxvJ42C/vLG5GVx/zyY/0rDK5QSOcDoOeTWz4Vi8zXkR3GGjmjxnqTGw/rWM0aBVYfe2jkdqYyaNhGQMpz3POKjZS8zMw5JyStWY7dfscsnDFNhz6ZJH59Kd5I8mOQBdsYG8dC3OfxNADo0Qwhk3Af3fXFbNjp0epMgMSrlCZZQPugHr9T0qlDaiWcvaxP5PmlT0ITJO0E/QVsQ5j0kQwoFZlZZtvUkEgUrCNi3vLW1hEcAKxpwic8fXPeq93LFJCJHhuHZPmRYgckkHg+x9ay9IgmS4kklUIjY2oDkL9K6O3gQXDT7iSUC47Yzn+tMBbLVVulea5jlt2izlZRtAU9SPXJAFa9tL5kjr5ahABhhnLZ9axNT0j+0vJBcKoyGGOSMg/0reiHloi5ztAHT0oAs70CFvMT0xnmmxNhwPb+prBNz4h2S20drZFSxCSFjkL9Mda14WIZd2M5I4/D/wCvQBn61dW7pPp006wO6LIJM8gA5+nOKl0mcpotukEqTxhTh2jBJ5PqKTUtB07UpxNdW0csm3aGPXFOgsobGBYLdFSJeijt3oAjurmOO2+zlMmR9+7OAGznp029Pl6VUEz+ahNrZ4UkgrAFPTsQRj8KuTRswJCll74HSsh5ZFupleUMo27V4G3igLFzU7mKV7u5TSbNwclIpFYkKTnAO6s+DVdOjtG83RId0oxEIlbaCGySRyeRx1/KkLNIQvOR90+lU9Yt2ktXubfcjgfvY1bAOTyR9aAK8euaZ54M3hy0QEgFxNLkAd8Fv0qTVPEHhmUIY/DySLtCuFuWQ5A5bIA6/wBK50WMl1HuVSSQSQOeAagfTZtqo0Rj3uq7nOOT3x6UgsdFZ3nh+93eT4Xu32YJEd8x+nVfar+r2FlJ4LiGlaVNbz/btzQySb5MbDls+nTtWZ4QvbfRpLk3tz5TEqYyo3dNwNdxFrlv/Z9tdpcSGBnkiicw/ebq2atJCbZ5yIJbfwvqK3CCOQ3VupBGDjbIaynufkKxoMjocV1+sWxuNFvJ4UkdHvoyg2fMwWIjOP8AgRrk7TZPMS6g+in+KpYxYJ7qfCRIZHAztUjj3xWhgxqTdbQQOEB4NQCYQlljRYx/sr/Wo0mWUlDxz0HWkBdgeD7QrrHtbBAG7j6GkhOmy3BLSbHc5Ac8Dt2qvujiYCGRkdRzuGQTREFhvXJt96CAFsDdxnk0IDo4TDZIxdZGXYzK8LkbMY5PqOf1rPOm3tzDDOqGXzFLbl9+x96lsbYS6jcR6dardA2xdYGOVPzZPAI2/KP0rcur6Owb7I1hNbX4wPLilXyQcHgk8A4HSm/IdjlQjRqkLqysqAEEc/54rQvitxqNtHlpEwqkOCOp+gq5rD3DvZtdJ5TYznIPGRzxkVTuW8zVrcwXDzEsih1AB64wOKEJm5ZT6TZPMDaxq8cZkdwCdq7sAZOfar11OjlovLiG3g4GccZ69utZV5pN273LDa8DpEpCjL4Vstx69f0rPnvriS7miVmhkuNUCuoyCEAAAzTuFjSntPNjdHKujdVkGayLzR0t7WaaK3ZCF6q+Fz9DW54WdtTaeZjGzPO4Q9AijB6U/WpzHaOGXO9xGCOx9aHZhqjg3SRjuJ6Z3HOf8mqVwS8mSoIrcubMHEhGwNkY55Pr6Vmy22HyMbRzU2Az3kZY/L27WzkNVrTtCub68EAUu2OApBz+NUNssuXkA29jkVeE07wAEgCMbVwKBm8fCurW1sTDYu6qQcjk+/FYUdncRXtwy2ssvkfeJQnYfcVNa+KdX0wr9lvJVC/wsdyt9Qa6DTviOgcvqGlxhz96e1+Rj9R3osByk84AUsqyvjnB6VSd5Wbe2D24GK7CbxboepzzJquhRvFuOy5tf3U23sSB8pNMbw1ousANoWvRLIeltqA8t/oG6H9KYjlRyPu5J6DHeta3nkjiWB1GMAjaeMf40/UvDuqaQAb2zeNT92UfMh+jDioIRhQTKAcYyO1JgTiQhdicE5yBzmmeeIUZS21z045p00jFFUSZYYwRVMlHk/esSAOoPQ+lAEc6yld+AcdAeuDVMxuZCmGGOTkdKvi6kWUIjDAztB5qsyRq7NJ5hAGSKAJbW2gMIk81ixPK+1Wb2ZmiQhVCRgIMACqlolv5TlMmVjwN2MCpZZSo8twDu7A5xQBE068KU4xuyKcG8wfKefUiq92oMqGHGQMEA02K2uiGZedp55HFAz0L4QM6/FTREz8v7/Pv+4kr6pr5N+DYf/hbOibwwI8/JPT/AFElfWVMAr5V+MP/ACVTWv8Ath/6Ijr6qr5Y+LxH/C09aBA/5Yckf9MI6Co7nCKm4gepxzxWnLoF3BbNcO1v5YXdlZlbI/CqJlMZIQ4HTg1fbWQ0csfkOVaERRgzttQYwTjuc80i3csW/hq5eyW9aa2WPqAWJJ4zjgYzWc1srr5nmqSefvA1dtvEc9rp4s1tbZ1C7d7puPXJ9vaqSXoVNscFuh5yWQn+dAtQjt0EZ3PGGzwS2ePwrbvNE063ii8mZpJN0Zf94D8pwCcAcZJGOTWKb6TndIjHAG2OMAH6nFN+1381uLczXDxAACPcdoA6cUBqdPqGk6bbNayJZNHGtzskViRuU9AST/h1rKh1WxF+s0ljCqKrKFRNoyRwT1yRWWbW7lbcysSecuf8acumzFirPEpHUbwT+QoAv67NaXmpNPAYzvVeISdo7dNorPREVlzC65bCuxIGasJut8RC5YMnaOPJHQ9fyp7W0sqBfIun+baPNbA3Af4UAKUZfNjZgrB+eeuafEsjOfJfB6Ecc/5xVlllmxLC0MSSBCxIJIzx/SnabudgJGV9rsmRgd6CGjS0+HUr2GMDUDHFGnCxjBGAx6/Vf1pmsWVhaQ3LzX3mXBBAMhDMW5x7/wAPX3qnPdeQpjN7PFHjHlQKFJ69W/H361RSbh10/TgrAcvtMjkfU/0FMRXntpV3xvvcxAZCklQOv9aWSMWp2O0YbGSqHcR7HFFy128DtNI6owGUHAOMLyP8apSxNDEZIlywI6Hkdf8ACgbZoojNA2ItykcnHzU4WsU1ufkCbTgHOCDVSJZhCHJKuRzk04IBKA3zE/wg96RJaEPymML8pGDvOSR61WfTdhyJuCMj/OalGwCMBTjg7QMn8aels8sjZzznoNu2gCi5jkQANjHqKlezLWclwhbyVYLvx37d6mlha0t1+SN8/KcA5B9/rU0sZ/smyliIDtEyOCuc4/rxTHYd4dfy/EdltXzGEu3AXGSePpVa3sDPG/79QEU43KcuR2FamjmGHU7F1DlvtEfOzH8QpFsonvblIpljFtM42yttZuTnA70Bco2saeRexNJlERS5AJ2neOtNYIoR1lLI5271Ug5+lWzbJG2oqEaMTRsHZMMuAQ2eD16VZ0W0WK2j1G/LCOH5okI5Ldmx+NAGlHbwWrSMqzebMMndHt2/l1702IvNESfvhiu3ByRnjt6YqH7e8cEk9y5R3OVyuQB6VsWniWyEIMt3GI14X92AT+uaBFeApG/+rbI9Qf8ACr0NxAssUbTKmckls/4Uy0ljnj3oSVA4J44FalnY/a4UmSCOZjhjujWTafQZBxQBHPewxywpJcRby+Nm3YcEdegzUiX1rvA89N3pmsx9Ghl8QSX8rt50OPlU/L09O3GK3oohKyw5ILKFBAzgkf8A16AI1vrT5yZUUj/b4FRG7t8bvtMY+cc7+2DVm3KPv2btqsV+cc8HFMlVdj8A4ZSf5f1oAVruArkXMZHs4/xqCS4jx/r19R8wq0UjIGUU/hUMkMDEbokI/wB0UAZdzq93ZzW8VncYSeQCVg4wBkdvXn+dZcV0l1eXvmsipC4CvxyMc/XpW5PaQSYzEnHP3az5NMgCygLgSHPA6UAZtzcJBGsm3zVZgAA3QnoeDS/aUKjzZB17ngmodcs5ILS2WO1lYvMoBEZAK9znuKzZJLC5uJrK4kFpHGXIlCFju47ZzzgdM0Aaeoqkdu2o6fOsM5UKwR+QSw5GO9Z008t9HG88zyyq6BmkYknkev1qn4elixPFMySlXBVnXqoPv64rWm0lJGW6sRx0MX+1657DjmgCs1pA11AXVGjXPy9j/nNddcfZ4/CenqGhUCSZyqnpXJm6tVkxIq+Yhw21cj8K6HV4lk8IaKUtz+8SV2Aj5AL8ZoArWmqxS6Jbq5Cb5pAD2yqr/Suekhht2jMERExUAtkdxyTWk32UeF7F/LG8vOykrgkjavb6VTstRhLXqmBSIlQAr95uMHrQMzZQqEqADycGqyxsHZkXDDse9bOn2dldeYX3llUcE4C5GfxrV8NaDYSaq8V2BOoiyu99vzZzn8u1AjjHZpXDufn4/L2p0jmMAxMwG0g89eO9dv4g8KWXnPPbefGsexTDAnmE5zg9fY/pXHappCWbYjupnfussewj9TRYZq+HtcubfWlupJ4oJmjC+dIhKrj1A9ema6PxP4kj1y4tIbmCKG4t3cvJDJlHLBACPyPWvP8AyswvlhgL1J9if6U+IyJDJNASfJwG3DINAHRNJEH2GZSAflJ5wMZrQ0a2hutZtIWuYVDNuZzwAACec/SuUGsI0KiW3Bz2DV03g7UnXxDC9tGI3iDfe5BypFMOh3MUtvLAzCRGSM7S3ofrUV3aaffWweK6gDhg+XUMNw/WtS1K22nz2sLCSOdkZ/MJVlbIzgdCOKht1SC5MUMbZnkdmWU5x1GQf7pxSA5C2t4NDhmga5VVO50kDZDZ49PYViXupLc2MEMUpxGwLE9Tj/Jr1fVLZI7OVHjj3cdh3wa5iWzhIz5aj6DFMRwt9qSSWlsibiy79w29Mtx2rLkuS4YbTkjGf8iuqlvbFroRi1lWN2KLP5XyMw6gGobm1tS5jBj3jt3oCxx5hb7ChwWJlZd3sAOP1pJJZWCq2Qq9PetW7tyHsoLaKSQuZCqRqWLHp06npTLnTJ7REkuoZIg2QBIpXJHB/WkMxX2nBOODzmomYMu3aAM1qG3iZwdny9+e9VbhlJPloAOmSKAKQjJDCnBCMDvVqKJwXGQQgz9auTCEKoYAseVwOf0oEamieI9S0x2ttxubMjbLbTfOjDuMGtPxDpdp9gg1TS1A0+fK7B/yxf8Aun1HpXOFVjjDE4J6HoTXV+F3GpaBrmlSnei2/np7Ec5/NRQBxMoOAqowx3zwapbikg3McA81ouivECFf8T0FZsrDdgR5HqKQxWkeOfCuCM+lPaY3DsjJuB43dCKjMDGEOBjPpUCGTBRZNq/zpgWEhG/KEAjnnv7Us7SqSHGGx/DQLkhQGXoMDikSYbhvBOeASe9ACRO5IPboQKtRSRw7sPuDc56Yqk8hhmBBz+FRoWkZsMAeuPWgD0n4ROzfFTQVR1MQ+0HAOSP3EnU19VV8mfBaKRfirorNwP3/AAf+uElfWdABXy58W40f4pa0dkzbfILFFzgeRHX1HXzX8TLme1+JuvCMw7ZRCD5nb9wgoY4nngtgUjb7LdFZG2ocfePt61Klk5laH+z5jIgBdWODVsXk4ggg82AeSysrZ5yPxokvJprp5zdqZHUKxjXIwO9SXcqWywzKxNsishxgk80ihmuZIFS3TZklmXt/nmpo0jtmIR3cuecp19aa627SM5SQv0OOP60xXLKWErFPMuUiy5Q4jAx1xzn2/Wh7S2jhnZ9RYyRzBFAcDchxzj8T+VVz5AOfs2dx4MjZoR2HyrHCuR19P5UBcsTw6aBdiESTMQvkElm5xz09/wCdM2I+oxyW9t5UXl7WAAHPrioZZn8wK0mCoABHQfzqaK0eYI3nySsxb5MEY980CuPBktmuSJI1EyAMGyCPpSPqLPIXe7ZizbsRr3xj0rqtM8L2Bs4ZpIw5Zcnc2a1I9KtLdnEcSKM/wrzRYXMcIUWaO2jAXfjBMjcLySM/nTSJrW4U74NkbKcR5IPTpxW9p+mw3Pii5sXjkdFdsYz8oxkDj6irutaJZWVi6NGUuZOIgCSS3anYVzlUvbKDWJjqFuLm1LkqR95B7e3tXU3WvaRp+mrNp8O8OdoXbjn/ACK5mfTvtMTPFtO5duGODkcVXlymltZMAJ4JQ/XqpB/xoHYtaleS6hYzySRRKQCflHPBB/lWelwIo9xTcHGCcZxjOf5iq8pujamGZZFKnIIPAHv+tX454GMryhBKVGyJMkHj+Hnv+NBJGitcSbUJVRk8jriq81nOsxYBZF4YEA4GSKvadBqGqXBhVp0iUbppXUkRr3J7n2A78Veu7G5gR4IrQw24YKZbu4BL/MOQqk8dKLAZ1tazX7OsRgSZAW6nJUDJxgU2R7hmT9xyMEnHWuhWaDTbR7e3uBLcvjeUBVQPQe3+NUi8rfIu0FuBxmlYCvBdTxkOsCTJt6Scc/4VWLzsGSTYqNIXUZJCZNd9pfhrSUsYk1AX0s54PkBQo/Os7xF4TRPLfRre7MRhMrvcOuAAWGPr8v6imBgwaewvIJzfL8kisFCNjqKW+eD/AISW+jllKkXH7nC5BO45BqOO+00Ihjim+0AodzAYyDzWwdBe61We8YhYHYP05c4ycen1oKasVtPt4rqwmuHt3hEZlUyebxIcYIx6cAgj360t75dzGqYKoOVAOMZ6n69avy3IvZ20+wi8wRk7hGBjj+g/nUa6TIFWG5M8U0zbYgFU7jkep96QjHgtRKXjYloyfukkjHI/pV+HQ9PGM2yk+9OsNKe1ZpJQQ0h/u4zg/wCOa14YgSBTAW305rlY7G1ZYWl+RSeAorp7fwktlo6q2oQ/6PDkgjngdOvWsW3kszMscwcBJFYOh28DsTg5HQ4rprCTQru9htTcyh5iQOMDOM4OVHoaBHKWyKl3fQhgXSbyzxj/APX1q3dGf959ivmgucEptUgoc9c/Tj86mmELavdSRcqJmHA/u8fn8tNsbO3bULm4uZmhQoqrtTczcnP07UAJp8ckUCI7bmAwSBjJ9alIO24GTygP4hgatyJYrsFpcSysxIIdNuBjOarceZOoDljGxwRxjaf8KBiryoqNxnPJp0ZygocZoEQSDncf4uelV3XKnP1qywODz0qJo5Agk8pzGW2lwPlB9zQBgpdXV/eSwXd0HWJQqRLkbcd/x69TWfe+HrO4neZw6s53NhuM10vlxrLuIVecbiKWe1VCYnkSYjq6DAP4flQBxoSwvcQJeW9r9lhC7ppdvmYzwMDrSaVqMcNkWEXnyGQYUs3ygd+D1GR19atz+DraSV5Eupl3EkjjvV3SvCnkLKYvPdWG12xn37D2FADrPQrOU2t6kYkjwHmVmOCAPTr2xj3rY1XxFbzwpbnTHWLy8kh9pj/2RgcGorRDp+VO9kyDjqQQev8AnqKbqunPqH7pLNJbdJPlVWKnL9WBBGR049qdwsc9NZSXVjZLbDEaLKQrsAwy561Tmt5bbEciqWIz8jA10c8KWKW0KRkOIztySu3n6nv71gSpcSXKxu2593zSY6A8j9KBlvQdJ+1RHFwkU2P9W3JIHfNLcQT2NxLHMuGyCD2IxVC70l5LhQZld2jKqThMHJwT+ea0rDQru6hdDMI4YYDIZWA6DBGcdSelIB95eXNvoEUEKyebLdNlE4yFUE5/76rEsrf7fFNGkO51ywAfLDnBP0wOtX9QJj0u03homVpSj5wcMQpz+VCWa2+h293ZvNNNLE6uhIUKNxzx29T/APXoAqaHoD6zDKWHlqrfIeu7g9fbkVWgtf7PtpYchj5jBmYZyBn9flrvmke8ldgiW4t1iB8s7QyhScVxVxqS2W+5eETedIcxnpjJPX356UwKWkeGX1W1nlScb4pvLI7bcdfr1/Kp/DigSmQSPvV2KgHlgMA5/A10Pg2Uro8rQ8GW6ZGRgPnO0HjPTANYi6aun6zBaW8xlgWZhNuGGHt70rAdFo/iyWbUpLWVdyqS0cpHOAe4/qK6i0vLG6zGhijnmO8xuceZnup715hpCrLqTk9WcAD2J6/yrelkmh3iEpLGjFWikORn8enSgEegXIZbA79+5nA+Y5PHT+VZMoOw7VDHHQ9/auds/EV5f22y2F0IYkM0u6PzfKUDrnrjn9KyZfFd4HZUvoWfnajWpBPp3oHynRR3rGbUImfULhZlmWGK5tlRITKwLNuHU4HGKybzTHe7eYzxAAEhdwGM/jVGfxTcoci7hZcdfsxGDnp19Oazb3XLq4jcGeIqw52xketAWaNW1a5sNVhNndWcc0VuQJZWyvzN/CfXitPV9c1K+0X7Fctp8kRbc8kWDJncTj2yT29K5O5vXtpIdgQk2sfBUnOcnj86g/tdYyzXKXOD9zYVXHr1BoEXXs0cAsCcdKje03DHAH0qD+0VkCyw+cqZyQ7g8fgBUn9sQHkq/wCQoERSWvkqXz8uMHj1qtZjUYpZ3sGYOYxna2Ceeg9fpV2PU4rmJ/3RCjggkVXtAWEmAWjZMHPYigCXUlSaREnhlViuXKvgb89hj07V1ngiCNNM8RXSOBstDDluACQ3Ncg95EH8loWLAE5BArrtJaG1+GesXG1ovtV2IieCf4Rx+tA+hw4gmtFdGaOXpyhzVWWTbxEjK3uKtXDeQuBKzOTwSMcduPzqT7W0sIaSMjacg4PPakIoedJCAtxGWXkqfWq+4bSVUAt146Veudl0N24KFA/D2qt+62lAMnsPWmMrMjZG5x9M1MX2Kp8njPBp6WZl3kLgg9KvlxNarAVOV6L1NAFOSCa6gWZIMIuckVSeNkIPIrtdHRLOzleSIxzynADqPu4/rTfFKQz2CS2tkqyBsyuqAHH4e5qb62EXPgszn4s6ICTj9/nP/XCSvravkv4LSSD4s6Oo+6ROGGP+mL/1r60qhhXzf8Uf7DX4kas155zXGIdyrjH+pTHf0xX0hXzB8WoN/wAUNYbywc+TyWxn9wlAGDHceHGkwlpOduWLFu2PrVm2v9BeTy4rA8DOWrMXSLyKMXEtoIrZl/1pBxgg1VjkSKULug54AXnP6UAbd1fWUjiOKz8kq2d6454qOO+gtLu3Ub5kkjLSIgCsrdvmx9D1rMmlUSgGTjsoWmmSMXR8xwpKjy9wJJI/hHpnI/KkNFnU9QF1duywskIwVR5S+3jmqDTYbGxOR/dz/Ot29023s9OubeeWKS9TDqwkxt5HAB5PFYQiJwePSgHa+hPGWdFGW2nqFGO9X2aRZ4HmcfIgRVwOFHY8VQcYSPqOM4p7AOyBGUFsDrjn6mmI9C0eUtpkJjjD8sM7sAYNWYbqUzyLcQpEAAQwbhvpXF2epSW8MsLSzhASEWLhC397d1xxUdpPdNJs8yOchyTI2WwfTP40AdHaawmjeJL3UEkQxlVBJ5HIUdvcVT1/xkuryxpcoQ6Mqh9uNnIztHU1nywSD7WlwFmjEaPIF6Kpf2rq59L0+GCQxWUCuqHa2zJ/OgRx2oNFbi2cmVjLH9wnbkev19RU2m31rJMsMlqik8B4zl2+uTVPWbuOPw7pN59kSSQvNCxkJ42twOMf5FYdvqL3V1GsNhAr4PEakk/mTQO53OsX8lhE1vFYtEsi482dc5HsKwbe1t9A8R6LcXF1HcWzRxzu0BBKA5BU56EH1rMvdbuZIzbujnyzhSSTs9cDtW9YLH/ZDOYI1kEiHJUbsMrdf++KBG1rnjAai95Fp2oSRWUKgwxRR4MpzggnHp7965eSaaccQMq5BMkr8+vQf41opbNIAxOOOgFNlh37lDgFcZAGSKAIPOumtEgneHakjSZRcEk9sntTrGUC/hHmOh3ZDxkblI6Yzx1pXgD9sHuaWC2gEqiYfu8/MckHH1FAz0a08badY2kcGqaiYboR7SSB8/H3hxXK6z4oGpXhtdP1Sa6tI4SWklA3FiTkcADHSsVbOCZt0h+0kHAdjuyKurYWjKuFMZXqqnGaBGjotnbvpqTvtfCYUt91RnGMH6d6g1PUJJEaG0Dor5G8rhj/ALo7D3pLXfb20cIdQkRJQ9SMknj35qzGVlbyxG7SyqxWVm/u4zuJ+oAoGY2j6LfTtcR2tyLeXywdxJHAPT8v5VpTaVfWUVte3kouFVGKfvDnOzPH4n9KrmSVJEljEpZW52ZyF6HOO3PSlSaa5uHtpCbmFBgODkDk5H1/pigDVi1Cx1BUm/tCSQiIAtPgbSeAOvY564qa38h7fzIpllA+XepGCw4PT8aoQadZWtvOH03z1dDhOT83Y49qtQRBdNhjgsjbbcl+wZieuO1AhIQLaOOMzGfem9TGu/AJIweeo4pl3IGsxcJdNBLFMFUMArE45wPTmucTSPEVtdPJaXSoCx28ngE+lS23hzWp9Qilu7pWUPuYZJzzk0Adbp6vBbsZpfNlwS8mMbmJ5OK3dGvNIngkW92iZTt+aXaWx0AGRmqUdoFt8NyT/hWPd+H4Jbh5FkuImc5PlTMoJ9cA0AdJq9/odlZSfZEUXAGQBLl1/AE9q5zSprqfVJpXZ2tJ1HlIG6blweO1Z81lDpMkUqzTtcK8Z3SysygFsZOTg4weK6C1gucSNdGFbgkj9wRtUA8Y/AZ/GgYsGfKGfSnkcU9YwoIB6U2gRCyrkc4rIv7yV7u2sUn8uMOJsDuR26/XpWwy5yKoXNlA86SsgZ16N6UAQ38RltXVV3HAIGe4OR+oqpplzpkFlKmpKsN3HLvjXzNuSwbnA4I6fnWqIxtwKwrvSZ5dTS6yH2kcN2waANcE9eK7bS01D+yLV9MuIY4vLziRcGSTJ3E+3b8K4fZKU5GD3q2PE/iSFoUS1s2hiGNokK7gOnbigB+qyLJq16IZN0fmHylVQAvqufrUMFyLVcMWO5gwxyR2z/iKpPNe3d1Jc3EccbyNuKRn5R+lTAZzuQH/AB9aAKXiVS8sN1EThwfMkTkHp+XJrMt0kKXLBiWABjfHU4Ofy4rUutOjuQM7sAkkbsZ6f4VP/wAIzNpdr5ybfLbBOJM5zxxn070BY5fbJe2gka2Z7lR5f3tuP9rp79K2dO0e91y6iuXZ0kh+Vo2cKpAGB/n2q6kRjwCM571zN3eT3GoTfZ4pH2fISjfd5OOnT3oGlc7i98KXs9osPlKwVCoKsDySTkc+9c7L4e121gmieGRlCkAkEjnHTPsPWuei13V7a6SO3uLlPlJYJI3zEdTjOOvH4Ulz4s1u8iaG5vZdmOoJHfvQOx1dqZJ9PCSqodkwxAwCa5PVtKuDJHbJIZ5i3EUagADt9D+Fdlpd4+p6bFNNGEdR5ZG3bkrwf1zWT/Zt8dThmyGaNmY7eAeGx+uPzoEX9Hm0viLSY54LWWdGPnN84KoMjv1PHbisuWWA6nNcPOq7ZTlSpAznj696bbeH760MbmGWSWBt3l+YQmeOnv71LcaXN5qTfYnYSqfOjD8KTg8evemLQp3C6daeIYr+K6T7PInm7ETGwDOB+lXrOW2udKuYFgLxyLKyXbNkqx4O4e2eDxUE2hrbOWxIVKGMqW42+n0rPVpLBm2CQW5B3RKeOTk/yFIoZb3vkwJFbPKZnTynKnHGSDnFZzRL/wAJBcBjgRs+SO2Aaki1BrSGMeSGaGUOrMfvDOSD6VT+2A6hNdOhPmMzbfrQNbF3WLeGKwtJ4iWFwx4fHAH/AOuqi3pijSLyodjHJdoAzA88ZNKxm1a5ghtbdmkUE7EHYd/0qzfaLfW0LPKzmMAbsuMZJxjHftQIs3N6LOcxm2tJFWNADNCGI+UDH0rG1I/aQjRIvzFmKoMAYx0HpzW5q2ii6u5Z2vI4Y2bYNx6Y45A57Vg3cBsbiCBZw+3nzFzg5P8A9ai4D3kEVkE8sf6sDOec1XyGHyoQa0LtI2sYm8195kKspwMcVGksIVFLAsOpzQhMrixnePcse0H1OM1etZWgsZA6gvgcepB4NV4ojdNJskXKjOM1ozWwi0+2t4mAuCC0jdRjFAGNcJI1wCGO4967fWB9h+E2iwEnddTmY+p+8f8ACuWuLQyQGVMeaoyTu68YPFdV8Rv9E0vw9pg48i1yR74Uf0NAHn/mO8mMnOccmtKCIm2kXzZFUEYj3/Kx9aoLGDJANoYsCSM1eZNm1YzsXB3A/wBKAI44hFvkdhgk8DnIqMs8m0Ki8cB8YxTp5cMqfKV/lVcvvGxMgdSaQEk0xaIRR53g8n2qxplu1w+Ahdxknn+dVRJGgHyngY5Par1kYBL5kTMG25DdMGgDXtrtFuhC0P71EOFfPB7VT1VJ/s0k+N0jtlh2A+lETM115okCuQfnNZ0UV5qV3GXbJc7IwxwDUoR2fwR3N8TtObr8s27P/XJ6+rK+fPhbo62Hj2wdRGhCyfKnf90wJJr6Dqk7jCvn34jWMZ+I2p3ZMBKmIssxIGBCnPB/p2r6Cr5w+J9qzfEXWpGjDBjDtOOf9RH/AFpgYeq+Jbq6ijtbdoVs5AUlK/eI7gE/lx71Wm0bToLCKWa6KTOhljCqOe2DxxyKyB9ujuIpIrdmEcwkRXTcAc5wfUV1E13qGqeXPerH5yjhUGAO2PpgCgQmn6f4cbzZdQkkAWEMoWQjJPbp16VLJF4KRgJ7R5AOQ6XLOwbscDAqP+zPtFtgnaxXb8x46g9vpUMfh1Q3zTD/AICn+JNJF+6XfGvh+C5v9NvbSMR+ZETlSTnBHXPsaybXRJixaaEKABja2c11cryS20EMmWWEYQ49gP6VAVJ4C0yTFl0SN41XbtP97OSKQaBarHgLg+vvW8kMhHLVYSzzkuc+1AHJjw/dLAQk4AY8MAR0/wD11attMNo7SyzZdlCkIMDA6E++K6ZrbanyoG9iaYsAI+ZBntQByAaZb6+tSWb7ValRk5Jw2Rj8RXerbzvagMMEpyD64rOawjMqzGFfMXoxHSryz3GOXA78gUAcdd6LHc2o0yaRysM7SgKfuluT/Om2XhSCzuEnhkljkXo26uodrdGLPLGhPXkAmq0t1bnbh94z/CCTQI5+Xw7aS3byMJJZWOWZmq4tlFayiBcAOFIX1Klh/wCzVqG7jUKqQSf98gfzNQXA3yxTeQrSRElcnpmgZWa28vhcfjWPFc+bqLs0ZH2qR/lLf6soMHHqDW75bTHMwA9lpiWdrFIXSJdxPXvQBXFqxkBBGwrjHvT/ALAH4ZeDVog9lIH5UGKaRSIlJNFgK6Q28W6JGBZMZGPyo8vd0HGabPa3ljLDNIRJHMyxyCJc7WJwv4f1q8INzmMN86jkZ6UAyuIl8wADJPXJpLqZ9DUSz+TMJHBSKOUEAckbua3dH0KPUmnE92YAgGCOpJP/ANasDV/Dr2PiS1ged7vTjDuWSY46cc9s8/lQCKeseIbG+EtuumlXjDDzEYLkHAPTtW7pdtElrFDEOFQDOKobtKaaK2S2iWaNjuIGd+T1578L+db0Ij+zGOIHcW2kAEc+1ABFFufaOlNNzYhXSR2S4TKiPcPmOflP6Y/GnrbSWNtLMxJ3EBSOeO2fQ9eK4fVY5X8QmVAcOUwc4PGOh7UAdsIwGxmpAihwFqCGQuc461ZhwZRzgCgRbkAVFUdhTbiFIwvJ564od/3g5JXIpl05kIK56d6BmTeyQX2mRaVcbDEnyLNMeVPUc8c4bOTVzSrVoLNWa9a6B4RycjaOAAfQCsibTJmLKJVZWk38ryPb/wCvW3a7ltESRgWGenYZ4FAFvAEWQOc0zYDGTjmjdiIrnnrxTVfCEEmgQwqGQnuKg2BlPrUyvgnJqMMA3fFAEaKCCO9RsvOfzp4cCTIPFDYLkg0AIig8HrRt5wRzUYYiTGentUjZY5BH5UARhQGIYdaQLtfaw47GpH+YD5ufpUb8rgk5HSgCzb2In/em5jjVNzOjDkqFJ/nXO23iG41C4sLW5bCmJnVVjAC55HPrgCqesy3E8sYtpXjRJgkgDELIByc/09a04tOtI5fOEIEmByp6fSgC6wUrxXPWkEmj+KTqHllrZ9wbaA2Nwx0Pv/OugXGOhH1qvc28VzG0bAMp6jNA0yxqtv4VtLmRluNupy24JzhgxIHzEYwD1968wmAmv5VUklpCMBeldlLczaPqHmRAzLOWZ2nQPyVC4J7DI49gKZcCK2sTeRRRLyrfMoG4E8gD1oGnYt2l4sdusabVcuCdxxnJG4/lmn6zMwtt0XMaqzyOp7AdqZNdW8cDSKHfaMhIxlj9BUbadPPFdhQEWRcbXOxl49COPr70CMlLma8i+0WKzhVwmA+Mkd/yNX1l1dbSAxXDmY5Lq8h9Tj+VZ9vftpkX2Z7K4IU5Dbg3t27VNa62lxLHEuYi5OHmGAAO3XrmmQ7mjpk93d3MovXRpYlCkBgcZ/8A1VYuoISyIw+aRtq4XOTWdBqka3rGILukyj5QgkryM+/OPwrP1y5vP7Vg3I8UkWHMIfO4Zznj8etItGi/hk3ZnjmAgkjDbIWHzyherewH9awpvDtvbzIl3fx2u8g4lk+YL67QCfzxW/fa3K+u+TJOtjdS8K65IUEcKT+X5VHJ4bSez8x21IyAAPutQ2cck5DGgeppaRo/h/Srr7Ra6pDLO0ToVaUDHOCefoareKYIpY7dFuo2hE6/vIvnDEdsg8dfrwayrrwrJdOWgu/L2xkMZ4JIwPmLHJI45NNttOtrW+nS71W1aO5UsFtpBIcj5wT2HQj15oFqZV3bfab65l88rl2IBfANIjrcW900q/PE6vCwxheD/XFKZgEdvvF1yeOneqywy7RnKgEEqRwaBFiwluHvrS2WRJBMQhVxja2c9fen3009xeTWKpHGWcoFwMjB9aprayJJvWXknJXGP1qWNJokZnBM+7cJOueO9AyBNNltbwW8pGCBjB45I5q1qNwzXYEZACoFLdcADk8VFGly8yzTY2rk/KOarSec5Iiyo28mgDftJbbUJ7G0iTD3EiId6nnLDOPwq98UZTceKhErDEUCrgdskn+tU/A1pc3fizTy6syQOzu/YYUkD9Kh8WXAuvFepSDBxLs5/wBkY/pQBz9tst2LuCzAYXBqVZHlJ3R4VSWL7uhNV3WRSflJOfSrFujxSeXNEVYkNuJ4x1oAj8t5neRVG3ODWpB4buLi3nZgYJFQeWpP32J7+nFQIq3d55QkI3ElnJ5Y+3rWzPdNFcruciNSMgHOQPapbEc7qFi1rIIsKCByRzz3we9Xlt/sVjFJJEMyJuViMEitWW7huyksqRO6cBCCMim3Ev2wxbmVHjYFNozwBwopXC5Fp2j3GoWzTblhjyNm5eWHfH0q01lbQ+TvdlkgbKsOOanbUz5YLR7iAcgdCfpWcLhbqXysYduWWlqB6D8NbhZfH+lbnTJ80KAck/un5NfQVfNHwpUD4l6XtYkZmycdR5L19L1UdgQV4d4/hz451Fx1Plf+i0r3GvCviDqUFv481GJwNw8rqwH/ACySqGc81uWH9BU0VkAPmOKr/wBpd1RB7ls/yprajK/R0X6Jn+ZoEai24ABJ/CpcAAYxWH9tkIx9okP0AGab9pLA7mds+rn+lAG+eBliAB6mojPbhvmljHtmsRZEzkRrn1xn+dWY5JNwbO0dscUDNX7dbKvy72/3UJpP7QB+7byH/ewv86oNKcFmP4mkV9wz2680AXWvZic+SmP9qT/AULeTnqYU+gJqjvGARznpTwW9KAJXklc/NdSkf7IC03arHLln/wB5if60gViecU8Abc9u1ADdsachFGPRQKUSbugNNNq0jfNIQPQCpYreOIY3H8cUCGE45PFWrLTrrUFZraIuinBckAZqJ/JQjcwznjkUXE6xWMkqudq/w78bj0x9aBmifD7L/wAfF7bw+2dxpjaNp0Kl21NXYA4Cp1Pp1rgdY1aRdSS3t5XyAVlCEqN2MDGc8g1vW7bLZELlpIwFck5JPr+PWkI1PIAXcefrUM8rQRFlVimfm2nkD196z59UkjlZRt2jgcVUuNYk8p1LAZHpTArx6nqN/cINPmZ4kAWRiACTnnPtipJH1ZfEkUm+P94yh2KDAQ8kdc5yP5VTXXHW7mC/cfaQNqrjjH8PFaU+r24WCIypG0oUlin3c9Mnt3pjbOhS7hsmM00JnjVSWjDYLVdvPE+i67BHaPo0kckSt5bFgAOcdRz71xs9288eF4KtlWz+VCzw2iW7W9/5ss65kjKjKHjv19aQ0rm5Z6ZaWt4t0sQZwwb5uQcHPSuj1HU0FtDIA0Y8wM/y/wAbDrx7D+VcPJqUijhz+Fdxpml2J0i11bVLsz29qXMRaQLlW6ADOQR6etBJhJfpJ5sSI6qX3Fi+Qx55/T9RQIYXcMyKSOQSKwJXiudVuLy0ysDO21B2wcdB0P0rTti2Bubge9AGshUcCpkx2rGmujnagx680JLMy55x9aAOgVgeGOD2PpTWrKUPt5cnjgbqfEcfJI+4DgfMRigC4V5zTlYAEZqmbdcE+YXH15qpIhIZUdmzwB3oA2twxtJ4PpTSygfeqkkZZVMuIQB1c7f509fsaHdvaRhyAuB+tAEplTP3hzTCwIGCKp3Vykz/ACWwjx1wSSTSWtpb385tJzKolBUCPr0PegCyXQdWH51GbuJSQWGRVO8sbXTZF0+384+Qqr+86kYquByB5RP1oA1oIYNTke3W6eJmQ/NEuWHv6CkluILWUwGUvsO0sRgkj1rnptW1HRr6CaziiEc/7txIu4sQeAMc/wAX61otNJeP9omKs8oDEou0H8O1AFx72EDIOatzxJFpNvqBmjcTuVEat8y47n0rFKYP3Rir+k3GlyWt/p+qWduyuMwuZikjMVPQ9hnj+hoAz4rSH94YQ8252k253Fe/NO+2YGFjGR3zWd4bsJvCd9Nd3VujGC5VGSbmN0KgnDdjhs5x2rY1efSZ78yaL5ywOMtFMhUofb1FA2UJLyRj/dPqDUBlfzN5Y571KyFweAD2qsVKtjOCe9AhJdRkZdu2NTnGcGpo9PvNQt44VtlvjKo8oRSeWS3oCD1+prQHhmS5tiZrhAn8W0ZIx9K0bGwstItxcm18mOME/a5HKP8AgRQFxdQ0mXSHsLG3095tV8jz544JTIVUY6jjHp15rIutQkGoC8e1kuokbF0h/d7yAflDdPTpQ/irSYrqW5tLySO6fP78OCT9c9fxrLn1KyvrbD6g8bns5C49eM9DTApzv9oVhs8tCc7N+dvtmmw3stjZ3Fuluk0U5BYPz0/z+lRtGyuAro6scKwPDehpssbRNtdGVh2NAEkuqKW8yCCS2YKfkj5UscjPPscVWe533Tu8kkoMRUMxOc46fnSHb7/jUbFfSlYZBJDNdSghZXkx9/q1OS11q1T90jlBz88WT+fWnLcGCX92SOM9e9XlutUmfYC+ShZc4G4AZzQK7M+bUtba2EE2XhV921t3X8Tj86i1G9knkiGJJ1RfvS9QfQe1W5GvFBdmkAwCTkEZqg7biSSSTQO7GC4yuCm0+o4qWD7ReXEdvbRyyzSHasakksarkA+tdv4L8JtqWnHVIsPcJKRFFJ8oYAdQe5z+HFAjPh8B+KZzgaXcRd8ySKP61ZHw48VAfNCv/f8AFeiaNdeI7Se6N9HMbG3iLBHTczt2VD1NefX/AMQ/FzTyCLTPsibj8rWzuR+LUwMm88JeJ9OVmewuii9THIGx+VUtJ0rUtYupYUkkhji5mklYgIPp61PP498WsfnnKjuDaoP/AGWol8ZahM+y/ghmB43qnlvj6jr+IpAdt4FhtYdav2sp2ltYYcMznJLccg+mM157q9zJJqlzcmM7JZmZWIwG56ivS/B9uv8AYeq3tpI7NdfIgeMJtIB4yOvJHNeb67o+oadPvu4LgA8eY7b1P0IoAzhPI7Kq5yxwMH1rtp7qC2jNtJYW7yADEsijP0JHWuFjJSVHU4IYHPpW7HeTXVqJZwrMXJxkn0FJjNyxntomW5e2hPzsqhFztOBwKoamYheyi3jwsa4bPqeahi82SEbWKxxMXTPY1XneVssjbvMOWzU9REcMm8sh47k1bsFSacRkb1kVlyMgqexzWdaZeZl3AHuc1ejiZZmEWSWPQcGgC3eF7UKqoo2gEtnNZkTOFecSBXYlfqPpUt99pZNu7IXnqM0yPy2iBlbgDGT6+lCA7r4TpKPiLo5Y/LiYdP8Api9fS9fNXwo+T4j6XiQHd5wI/wC2L19K1SGFfPnxKA/4WFqh/wCuX/opK+g6+a/irfvD8SNWjXHHk/8AolKYGOAKeAB2rC/tOfttH4Ux9QnbrIR9OKBHQZGadkZrmDcO3Jdz+NTQXkiKFTPJ60DOnjMaMN7qD6ZqRr2BG271Lnouea56Rzt3bjv9zUauo5ZlJ9c0CN572JJf3rMx/ur0WnHUInI5YL78ZrA8xW/jFXEhGAd+T6bCaBmk18olAVt2D13Dj2pzakf4cD/gQqiIz1Ctx/sAUiM7jdyqjoSVBoEXjqL7lAce/X/Cka7lkK4YjHTap4qkvL7i7E+8g4qQYJ+9+clAFnz52Jy0ox2204vIMZaXHviq3yk/eT8yakVEPdM/7pNAD2mlyGB+Uf3mFY+q39zvWETKIt6sVLcnnrWuLcHOD+UdRXFouNzFx77AKAMzTo31K6kS2s5LvUpG3RiIE5x1J9KS9uNQWa4ad5LWWBVXypUKM5xz8p68+lei+D/FKadD9kj0WEyonMySbDIB/e4OTUfjDxDqGrWcdp9kht45SGkVfncEYIG7HH4UWA4WF3uEVipJIGcipGtS2Ny7fTirsNrJgBs/icVaWydgMbRz1JoAwotPjjJAUE/SpRpkW/zDChPoTW2NNOQTItSjTs/8tOPpQBkGIiPCoij2rNFjM92ZWUAL6V1n9nRnhmY/Sg6ZbDlgT9TQBgKi7TnOa71tU8KwfDtdJe4ga8lgJZONwcksT6jvyfSuf+x2irjC8eprOm0awkuDLJKCpx8nagChpWHs41DAE8sSSSSTmtxIz5W1O/fFOg+xwIFTGB6LVlbuLGFVj+FAEC2pwD8wPpirSWijGd59gKUXeOkLenWl+1uBkoo9jQBIkEYbJhcipfKjx/qG+u+qwvJOpKgfSnfapO7cdeAKAJxCuf8AVY9P3hqYz3KsuwhdvU9yPr1NUvtZ/vEfjSAzTuNiMR/eycUAO+zs5zIgbPOSaQ2uBkRRcfWpwIFX95Mgf+6oLH8aglyrceWfcZoAa6OU4ijGO5qmswsdUsbwylZ4nbykjU5dmUrtznjr17YqS4mZMHYh5wflNYerQSXUQGQpB3Ar2IoA25r+fVp3nuSI5wdkquSxBA6ZJ5HSmeUSQfNH4AVg6fFNCp3FXYklmI65rSDStkEjK9OKAGXenNPMkhvShj+7yPlPtVmOHy0VRcb8cdR0qoxYjJx78VFLeLYxedKxVAQDhc9aANbZGy584/nTbe0iu7+PTUuvJF4SZZQmWCoM4BPQnp+NMkZzGrIeMc1lXj3UUqXMLkSxZKkdVJ7igDofEmo6VrkiWMUkoFi5Q5BGDgDr36VlxQWqMcySMT3z/wDWrDsHMl9JMyuJWJLfj7/nWzOrpBJMEZljQudvXAoAug2+OVc03daRybzGcEEHjsRiua0afzZJW82R5JAJGBPyjnsO3WtO7iMkLAMQSKBlqykNngW1/ceTnd5RcHn64zipdQ8YGSA27tK9ujEEhA8anuDn8a4uawuxIfKneNvUMatR3N/b6LLpwSPEgKmTvg56jufrUpPuDaNbztInj3F9Oyf4WtQMf+O1XMOj3ExRxpygfxshUH6YIrnRYXojbbMrEDgeWKhFvfkkZTI/6ZimI6VV0+2usia1eJVwFDttA9cE9aW7v0u2SKGNow2QjyBgCR6ZzXNLaXb8PIAM9Alad3cXlzFbJlYxB02rnJxjv07/AImmGhpRTWjQoxKkkckLQ0tpyeP++apwsyIBgDHoK3dCs2upWup7N5rOM4dwvyKf9qgDmryFZ5Xe2ZGCr8yDgjn0q7fFzBC8MoTZCioS3zbsZJwPyqfxLFbW+rQzaextoHjImaIj5e3A7g8cH0rCkeWF1NvKRlBukH8fofyoAlfUbufVI7rMQWMLkKOAAMfme9W57y2uJncQsC5+7trJG7JyzEnr2q7bvJMyW6IHZztUeuaAOi8JaVY6zrDx3ULNbQRl5QBj2Az/AJ6Vv6R4m8O6E39kshawgnZ4LhSSyMTkh8cg9sjOQOlefNeajo1zdwWd88RY+W5Qjkjt9OvSspbSWVvNb7xY5wcknjkmgdj3P+0BdXUl3pGuXGoRrG8i2KTIwY445xkD61lR+OQj28OpW9zZyzkqrMMxk5xgNXDeDdQm8OX0s1ynm20uC6KQGJHQ5xxVzxl4iTVV8jTrF1jcDcZnEhGOy5HGe5HWgLM9Ge7kYZOT+tVJHRz88KN/vRg/0rjLubS5dCikurZbeSVdickNGwXIGRyPqa5SGzt7q8aGO8uQoXOfNzz/AFoBo9b1HUINB8MSXvkZBfOyMBdxJx9O1cTqPiJ9a00RtbGNJMEqJM5HoeOabqOqj/hGLDSvIEy27gkuTiQDPXv1NZdzqUupzC4lREJAUKvAGPbtSb7CGL9miTyjACnpjk/jVCJzGhieN41B45yME9BVuYAIxLZIP5UwqRIE4Zcbs47VIEKAwwl1l3qTjAPQe9HmRgMuRnGcA0t6sKqDbhRnJbaepNU3jQKCw+uD0pgRo+2UkuwB54q4l4QzTFyS3r1NZuQSWbgHj8K3rDTLObTJ7iZpA6/LFg4DHFDAy5biWR9/8J9+tath9neJ/tGHiZGAXGTu7H2qrLGlnNGrhJsgE54BB6fpVryYBMjW5VSOfvcewoYHdfC+0e1+Iugjja3nZ3EZGIH7dq+kq+YfhfNI3xa0UTtulYzk46D9xJX09TQwr5c+LjEfFHWR/wBcP/RMdfUdfMXxZSI/E7WC8gU/ueMZ/wCWKUwOFDGgn1OKnCwD+Mn/AIDVpILVlBbzS3pwKAM3cScKBVy3hB5I+arkcdpEcrCSf9og/wBKnF0q52Qqv0x/hQBAsJznZ+lP8li2c4x0zVhbx8dMewFPN7MTgb/yoAiW0ZupY9+KnFmwGT5uOnWmm5uB/DIacJbiRcvFt5yNzdKAHf2aZdvmI4wc4JqddMj/ALg/FqiDSn+5n/aNO2yYHMXPbFAFhbGFfvbAP96plgtV6sn5iqPOMeZHn2WnoZOnmOP91aANBI7YdG/KnMyqcRpI2fQ4qjh2PDzk+wpxR4xvdZio67mxQI0GMSJvcOPqTUBltTz5bH8KotJk8DA7DNM8w9zge1AGgJ4tyiGIrJkBWPGD61NeXYS68vakqiNWDgnB7HqMjpXSaH4JhuLWC5up/OMih9kbYC+x7k/lXSjwxphXa9pEenVc9BgUAeYi8PUIgFKLyQ9NtdzfeALOfc9pM1ux/hPzLXMah4V1XTNzNb+dF/z0iO78x1FAFDzpm6SKKN8veUk+1V1dg23HTtSNv37mb9aALC75W/1rZxnvTXiw2CXPrxUYkCtuJ/Kgy7slQQaAJFgQlgd3B4BwKmEUSDCoD9TVVJWIbIJPrik81yM85FAEx/1wxGNv0p7vhlwv5Cqock5yTT8O4yM4HvQA8zuQRyM0nzsCckj3p0fAzIMg+vWhDsbkZHpQARgsQuSfTFX008BfMnmEaHpzkn8qodGO314q39pZYGilICYznGaAJRLbwD93AHI/il/wppupJY/nc7V6IvAH4VnwX8N3MYbaXzxz8wBwMdc56VbWOcEoowfpQNotIqOjbgq896UFUBIRdpHORUMIuXHz4HPephFI5/eNgDrxQIHW3khyDGW7jvWQU3BgV4B9K3SiZztGR0pAu7cwVRjqBQByuplrHSpbos0S8hHC5Jb2FU/Dd/Lf2bCR3kmibDMR1B5H9a6nUrWC9hSxmeZBOHiVok3Y3AckZHHFaVzpWh6RZRWulwSI4A3MxyTjj5vfmgZzjW8pUkxnmsi28Qx2itE+60uIZBmYMCzoQcgL0A4HPXkV1hZQMmuQLW9nJvmWPzNhTdKm/ABHbB7nrQCLMGtW0+4C+Es7zYQMeWBYAAgcdK0ntnaTZ5ZDemO1ZxubCKCXzNOcSrGds0duQYsj73T24rV0XUjqVgkzp+9TCvx1OAeM+xFANFWWwNrmVgAn8TZ+79awvNmvUnVLiO42TF4lxjCqM7SO9dzNCtygRkR0yrOJDhNoIJz7YqDUhpmoF10y1tsQA5liUIyljjIAxkGgascT4ds3F3NIzMCECYAyuTzye2MV0r2kqDJGR7VBp9hc2dy4U/unO5hjkkcD+tbiZHUH8qBMwXttw3AfjioHtQR0HNdPtX0GD1qNraI5wAPoaBHKm1GeBioJrFgdyg++Aa6uTT1YZSRlP1qH+zmAz5h3Z65oA5QW+OvB+lPa3BwASfwrpTBcIcMqFR0YjNRvIsyMBEgcHrigDmymByCKnhEjWV2FkuEhUBm8pyAfYjoc1fkduUZF/wC+ayp9Ra2lkg2EQZUuV7nBxxQNK5Rm0ya6f7QtwN/CrHKTgKO2alFg0FtHC7BtpLZyMDPYe3/16trq1u0JbeAB/eWqst/Grq0eHkI3Er0Vc/z/AJUFuKLEHh7ULu2kure38y2hBMrA42d+/X8Krf2cx+6Rn6112l6o6/a7OCSOZkBMSIwCup7gk88Y/CqbW91a25lvrS1iwR8gIyM/pQQcntlsXO7ZyePMGc59M1ZNz5KhpYfLBA5jb+hrr216HTIre2uILKa2kGGhkTcRyTnPb8jVC/vPB+rRPGYrrT5/4SoyhPb8PyoKTaOSeZruYJECC3A5xUYT/XguwaPjHrxU6wf2fbw3z5DqynYeNwOf6VZt7a0l8JXeoyx/v3m2xZY/LyOnNAXbNBvDlpqelQf2ffF5gQJd0ZVcDdgj17VQfRxYSRxyLi5IGMHPPtU1s862QWF3jV1B+QlcNU0QS7uoNLhgmlu5idrO+DwCQcmpu2SytDJ5dyIrpWjG75yVJI/Cqk8kBZ8KCCcAEYH14ouhcxyMt0ZNy/LljnHPP60W9t5tykTSrCrc7n5HtxQIWBisbxS7V3EYz2H+NMnfcGAcAAYwKbdorTNHDKZsHIcjGfwqGYiNNm3Dt14oAiGWZ8tw3Snq4W3KvFng8g9arrK6SYO3aOuasySwsoKMxPt1FMCELbSJtJKseQzdF+tbbxlLKOPeHlYZV1HB4rFit45pDEd3zdGPf2q+kMkSjEgCoMcNnFJgVbhWa6jE7YkIzgD7o9KlZI9w5yMdM0XPlwgSJhpGPcZqgsjGXcxYID81AHf/AAijU/FjSXVXKr5w3bhgHyJO1fU9fLnwddf+FmaRtT7wm+bH/TF6+o6aGFfMPxajz8TdYYIzH9x0/wCuMdfT1fPHxLkth8RdVV8Fx5OR1/5Yp2pjSuecQ2+WDSLjB6GroC44FasOqXC2flppem5AIM0iszHPfHb8KqW1mzMAzPJnksFwo+negfKRRxCQ4DKo9WOKspblUJV0IHUqM4qWWzWFQwCZPQM2CfpXSQeKWn8ORaZZWxtijASm243ADncRk47mglqxyWx4pystwozjagXn8/XPanOyhwAzs/p6Vfj0GeTURcNIixxOySMn7wOO0iituTw3eyaMssQNxd+YT8sZWTy8f3frg0AcvFAuSQkrse5Jqdbdz0tmz6kmoy+04M0gIPPGMVJlSBmWRvxoAkWCUYP2eMf7zVIEl5P+jr+IqFYkIzslNSCIE8QP+JoAlXePvXUK/QU4uufmvj9FSmi3kTpbr/wKpVjuY1zsiUdelAhoktwPmnmb3Aqu7h2OC23PG45p0k0k2FkOQOgHFL9nITPlsD654oAiwD7UIm+RFJOCwFPEL4zjHGeTTnlkYBAI0PGCRQBjnxVrukatcNaXLqFlbNvKMjg8Y9OPSvQrb4qW1hqH2DVVKMqoS+MrkqDjI5HWsG5t7W/jH2y2SRQcK7DkfRhyPzrD17wvNqV3JeWlyrO5z5UvGOOzD+tAHvGl6vp+rxJJaXCtvGVw2cj2qe+vrPTFP2q7jRgM7CcsfwHNfP8AcRaxpt1pBsWuIp4LZEURZOXySc46jiuu1eTzljeOJofOUzycnklvmU+6uGH0xTA39Z1HQNUZo49OlNwRxOD5eDj8c/iK4ieNop2RhjBqeCXynDmUIB/E3/160reRtUu0isLZrp3UxyOsJKoPXceBQBiFeme9Icq3Xn2rWltykhUoFZTggjpVaW1JdXAGNwyMUgKath8AEnpnNOIKt0OD05rVW2jDZ2jmllt0k25HTpQBlKpD4INTxQOcluFHP1rRMSZzjkingDGMUAZy28iuuc89Kt/ZFCg4yw6ZqyBSbeepoAqLZkSKxbIzzWpa6VZatp9ws9wg3JiJAT8xPHOOcZ4qrtHfNben6bc/2Yt/b237uEOzqk2zzQOefTBBORQBRi8O2mk6THBps3mqoEkjs3ILdQf6fWoNoUEGs+2aKe7kuYggjljR1Zc/MD65+lXz5eAVz05zQMdEo2Zp2OfamIAR0yalEan1z9aBDSKaeB71JsAP/wBemGMHjn86AMbWzMIhLFFkISRg9CQR/WqWm3kszzyOxZpH3MTnrgA9a6B7VJDh2cKeuGNV10+GIkIvGeuaAK0jMVPauK1qRUvyrwtJ/E2c4Oe36CvQGt16c1RutIhuQd+4/jQBwIvWe22SBWVcHb5IywHYsDmus0JBaWKKowXO9uO5Apw8O26tkbvzrSgsVjUKCaB3KWsXk8djNBGj4mjKGQDIQHvVSLU9GspYp9Oa6G+Hyrr7TtwCSOQR7jvXQJCHTYwBIOCD6VZtfCmj36vDd2zbGAchG2Bs56469KAKkMiyMwBBK4zg+vSrIzTpba3t5nW1JMYOAT7cf0oAwaBBTSPanGigBoGO1BHalo68UANxUbRoxztXP0qXFNdSF3YO08ZxQBm3VgHJaMqD6EVmXHgi6vH+0R3UaPIoby3Xj04I/wAK2pwpQghvwNclba7qP2porS+uBKjsNrneuAegGOP5UFJXG3XhPWtOg+6Jo8FmCMMDj0NYMCgSIQocj5vpjmuxn8TawtjNFdwW77kK5RWVuRjPHB/+tXLae0YJMxdExsZgOQOhwPXFA9ep1EUlhbwxx3VqqnYPnUf0pl3e6etr59peNl+NrHOPak1GWz06eB7TU31C0dc48sB4z2zn15/Ksjy7ZtOnu0tIYnhZVco5wNx9OnrQMpSSL9q+djuk6N6c8/1pl3DCvyo3zsR8pbk59quWVs91qlum2J/LjV3V+hBOfz+aug1bRbMfYpZ41t5WfHlBdrlRnnp04/WgDmtTvBPi2W2d9pBw3A6cdKLS2uDDHbyP5UJfIQnjJxXVQWGmkhYnbcfXrms+/RYL0RyhkQD+NcD60myLmZJcNH+7UsvrjuRWjo1zHBqi3jIWlCnndyARjOOlUVs5727eKzZZSo3D+Hj/ACajije2vJIpl2uqgYB6/WpEaniV4r+RzGhLIR+8H8RJ9KybOzmvHYI6K0XUMMEe9TS3LNleQSMYXvVXzZbdyPK2kfK5I5FCAWWOSOWR12xtnJVPur9KoXjGK5ZZDubGQfXNW/OVwPmIzlT7iqbuQzOSSRkL700AyyiM1wjNF5sYPK54q1JaAEsMRQ+uOn0qlFMYZCAdinjParbma5bdAMxLw2G4pgJHu2Ko5I6t6U5H3q8cYbapyz8YpoRv3iSymNzyvPBqt86O8POAfnPQZpAPzJy0hKkDGB0qNpo1cbV4PB3USMRF8mT2bPQ1WYgEYGT70xnp3wgcL8SNHTeGz52Mdv3L19QV8o/Bkqfino3ybWxN26/uJK+rqEAV8wfGCRR8S9URolDfuirg4J/cp1r6frzjxSngtvEd0dXtdOkvhs8xpiu8/IMZ/DFMD54ee8hfZFIwGzcM9SOBWpb3GpzWyBmhhB6sBycHmvXW/wCFeOQWs9KJxj746enWnGT4fY2m30vbnON46/nQPmZ5CIIrpvItPtE13vPzgFwoI7ntg4qxpV5daPbvd2jqs7Es6NwAehHt0r2D+0fBc8XkotiYwPuRyYH6GsxU8DDUmtjZ2awiEFEDHDEk7u/bj86BHkdzq2oXt9FfnyIbhTuLQps3/wC8BwfxrfsviX4n0q22h7SVEHDSxZIHpnNd+qfDckKsGmk+gm/+vVKNPhvNdXa3Edj5YZVRDcEKRgHPX1z+VAjj31lPFNw2oGzggn4WZYxwW/vfjT47RMksVH6V3dtF8OLeIm3gsUQnkrcNj/0Kn+b8OyC3+h4HU/aTj/0KgZw32TJBWQ477TU6QBFxvz9RzXcQP4DkP+jpbt7JOx/rU2zwaf8Alig/7at/jQI8o12aa18j7OcSMSfmGelZf9sayP8AlrCR7oK9SSLwHcWccuqvGsoZxiS4ZNhzyo59AKZJZ/DIQNIssGP4T9sbBPp1oA840nVbiTWI7W7EREwP3RjnBx/KupaFHABzgVraPp/w3kezuTOj6gUHH2o53Y6bc+/pXRm18HDkhx9ZTQBwvlIAeMiq08KsvQD0IFegG28GsQA0g+kppGs/BYGGkkGfWU0AeSeVNZXcl8Lolnk2eWW4ZdvQirA1iUYIihB9Q3X8K7P+zfh/cx+dqV68MvmyKAZwmAG4HTnjHPvTf7F+GHX+13/8Cx/hQBysHia6tpY5YY40kj+6yuQR+la+iXn/AAlusR6Teu0Ad5Llp4n+YAjlenQkA/XPrWl/YfwxPTWpB/28r/hTvDsHgLTrqW9TV3WdZGjTdMPuBvlPTnNAHW2ngXwrYIs7xG7PUSXUhf8ATpVm417TLNfs1qE3/dWKFf6Co57vww9qY7q9laNTjLy7ce3GKyp9Q8EQ/u11r7KjD/VwyKhb6nGT+dAGHrkbRXiyuymSUbnQYyp9DiuQ1vVru0vIra22rui8wllz3xXo6xeC7tEEWqzuqkkbWB5PUn5fasK+svAcmqTtqWs3FsY8RwjcBuTAOfu8/MT+VAHCLr2tr0MBHulXtJ1+/utVSzu0iw6swKDB4H19q6g2HwyVN51+5K5xu3DGf++ayHt/CS6xbzaJqE890JmRFc8NF5ZJPTruzQBqZY9Fp+G9qVOlKxoAb83Yij589qVeKU9PegCF5GBChTk+lWbnxzHp+hTW0CSmX7OLdtwIRAWPze5OT+VCRDbk9TWPcaNDNdvMxY7sZXPBxnH86BmboN20xkBlwSfkUjovpx2GBXTx5Me04IBzRa2ccEYCrjAqdUoAdHH8vX3xQByKmAAV/YUxRyPrQIleDCFt3SokTfIF6Zq1L/qmqCL/AFyfWgYTwCJQd2STim+X54JPBXjgdatXafugcd6itf8AWMD0IzQIoSJskK0+KASqTnB9KfdKFmotT85FAFSSLa5FAUYqzdphwfWq3QUAN3hJsngMOTWpq2twaDbDbBJdiWT5FjHIQnAz+f61iXeREWweOeKZBrCvcO9wjqjKViw+MMOmc8UDL32uG9RJ4ovKVxnbjHentHtHWsu3lkI5Tj61pROWQAigQgAJwelOePaARkiowC0mxQSxIUAdST6DvVfT7i+nu9Qtry0a3NtKUTdkbhjPfvjn8aALGOaXFHNLQA001ixTbvO3OcdqcaaSKAKskbEk78CsEpYDUnyEQofnPTcfStrUZpYIoTAFMrzJGA3Q5PNOkmiORceHnXj5mt5w36HFBUTMhvr+3ge1hj064QqVV5UOQpOQDjrjtWLfQ/Zrci7lDzMrY2nA+Uc9R9K3b2LQo7Zp1j1C2ljG4K0G4H8RXN27SX+uIHyUESgA85DEZJ+page2xnG8TyXW3mRlkYHY6AMMDrn/AAqa6uZbhpUedFFzKpkjDZGQODn8TXRXHhGzmyVTZn0q7onhbw0m221OS9RyT+8QjZ/LIpBzHNpe3MGvT3mnbFJ+QOyhsgf3QenStd9Qu77D30plZRjBVRj8gK7WD4daPkSW2pSTRj7rIFOB788Via/4bh064RbK9W7yfmQ4Qj23cgUE3MmHxCiaa1qYijx/6mWNR79c81lavcXX2mRbjazhQAyAEdeAfTvVW7JhuJInTZsYHYWz7gZ71Pf3NvdafHGLWBLkMZHmUnLg9B+FIBmmX0ln+/SIOGBBOOV5/lVy+ls7mRZsF3xztGB0rHhikQug+4cE4PC1LPJttiFyADg471NtREPniMiRSGYcUyeUxFCrq5YYcEk596jP3E25XjDj1NV5ZUjkXrkHpiqAlaRTjJXkdh0PpUUiKXYZJ747A1YvmtmEbIVVyMnGMGqEhAiLBmD+ntTGQkEj7wznGzPP1q5amaAHDKyt1U9jVGF035kUNg9yRn8qtyyJOi5TY6gDKj73qT70AWZHXcFnAOe/pTvPEq7pMbuM+59agtRHOCkkhBUfxdakeCCNG2szFRxnnNIRQaV5GIBGD2FMt4zvLt/D603B8wkcA98dKIsBsuce1UM9I+D5X/haGh4XJxPz6fuJK+p6+T/g1KT8VtFU9CJ9v/fiSvrCgAr5X+MFnJJ8U9Zl8tiv7jBx1/cx19UV4N8RbUP461NyM58r/wBFJQB4syFT9wgfSk+cgqoHIxnH41350eGYZaMH3xUJ8PWwbhcfSkVzMoNfWUGi6W8MY80K8ckca4Ytuzk/XP6VQuddPnEpA4cEg7zjHrWjrGkx2Onm5iGGjdTn2ziuanVJJnlMwBY52gZNMabsRRQxyzHe/ldwQuabLbKh4bcv0xUsyxQzL5LSHAGfMXac1bl0/wAzTYZkeQyNuLgptUY9D3oFyiaaUSZ7ZoomH99lyQPanX8j20ElvFcBrZ2P7lepOAcn2rOjBLqobaWOM56Vq3OkWkFvO/8AaUU0sf3VhRmDdP4u3fr6UXHyk2hXrWd1bSCHEW3bI2OxP3vz/QV3vmovJYCvMre5mNubVZAAxwo29cn17V2WmXkKz/ZWS4WVl3bpyDux1xigmSsWNb02DV7ZImkZCjFlZVz1Fc+fBJOAt5If+2WP612IPHHNXIYQqb26/wAqCTktM8GTadqdvevdKwhbeV24J9u9dJNLNO+flX0HWnTzF2wM7alhjC/M3X+VAEaW2yPdJJJn2OP5VXeFZG6MfT5jVmeYyNjOQP1pUiKKHI69KAOf17w6b+2iNvIscyMSS5OCCP8AHFYMHhjUYX3LJaucEYkBI/lXdSkSH2FLHEOpHWgDgD4S1ReBND/30f8AClHhvU1tbiImImTbzn0z/jXeP1x27ULEGFAHELoGrXAVbm9m2gYHznpVy28LxxEb5GJ+g5rrGUY2+lLHEG69KBlays1t4gFZsenFZmu+GjrNxFOtwI2VNmGXIIzn/Gt4gA4py8nFAjiG8CXYGBfQleuCrCr2h+FZ9N1OK7lmiIj3cJnJyMd66onPFOUc0AO6CmdTTmPHFCjLfSgBx4z7UgGTSHk+1SR8uPQUASY2qee1RhNzD0qZ8bfY0RDMg9uaAJCoWM/kKYq9PrUsn3OmKZH1FAEjAhGNRqMkdetTNxA3OTmolwSPrQBYn+aFge9QxH96npkVLIf3TVDH/rF+tAFy55hbj3qrbnEy478VdmBML/SqCHEin3oAW+TkHvVaE4kH5VevBmLPpWcpINAFm5XKZ64qlitCQhovqKoHjNAyORQyGlt7eGUBJI1YEcAjvS5H3aSByAD3U0CJp7VY1DKAB0xUC71PG2tJ8SREjuKzZOAfagCxa3l5a6rp4tEjMk1ykRL9FUglm+oAOK6nxHNK9gxEReJ2G59vA9Dn/PWuBvJYpIfKmyFLA7lbBHUce/NVXvbyJo4m1C6ey3qVilhXJz0y2M8etA7Gw7FQCBn1pFkXvx9aSOVWTk0E80CBmGMg5qJmI5P6VNtRgQwBqMxIOhIFAFZ57QTwfamZQH3RkHadw6c/iamjiedJXS8WQdVAG4ke5GKJry1toordYt14XMiyMoYKoxjGehyaj03VC0zOIkWWFwVGzAAIPXHU5JporZXJ0idh5M4jkhkIDHkHbkZ/zmuD+0eZ45P2NlRRJtK4wu1e3/jtd5qEKanZXl/BILWaPnaHIwoGckdDmvPbG1e11lL+aJtrByy4PBJOP50NWBWaO1NywB6gDrkVWa/Xa+ELYA6HnrWPcamzxByWEZ6cYzUWnxTPrkNsWws8hDNnqByaSEacouoHjltrrbk7t0chH4cVRu57qISqGLQOPnU8itfV499y1tEPJCLhXQc881my2U62otmlEhK5aRmx+gpOwjHUbt0hYHP97BNQyhRsVslQQNy+lWSkaQjBzIDgrj8Kz5UMURZeCTyCelSBO6Lbs22VmX+EnuKiBjEUu4H0GeppY4ZZIvNVAY41IxnOSPUU15lkAWUPjHXHGaYEMlyogROWk6596jZlkkDFTl89sDNMktZbg74QPlGeDyakt44Xt/3m/eBwCf5Uxkk1hHFZtJ8wZTgntms7azw5VD15NWz91o5pGGcnBOeaja7ZcIrZVRjOKAElhQmKJQo55bFb2nWdjcBRcP5RRSMbgM9xyR16/pXMm4JlDdhyK2LS5BUMAHY8hPehiJb20gWd4IpMqpwkuB8x7896oMHiICrnnGSepqa5YhmLMxQHgL/DWbIyLc7tzMoOcUkMXyHYt6DqKhaLnH4DHenrM77snAPrTXQqM7sn2pgd78G8L8V9DQgZxPg/9sJK+sa+S/gsxb4q6IWIJzOB6/6iSvrSmAV4n8QVhTxhfyFzvPl/KP8Armte2V4R8SJoYPGt+0rhNxiUZ7ny0oAx0ZHOAQHxwR3qQcnaeGPSqKkRHjnnJq0ZQ68Y4GaAKOvRZ0qWKV1j82MtHv8A48en4iue0vRdEnaFbjUGlmcFjHEOmBn09q09RvX1e4iaYERwRCGJU7Lkn9c5qjawx6KbjVAoeSKP5EI+8WIGPyJoNOVpG5N4dtrnW7FkU/aZ3TPPyqfcf56VgeL5ri01W50uQ75YZPmmB+8pA4x261tnUFnuYryGVikUbTg5xjC/KD+OP1rH1CwbWJba+Wff5ttH5jZySwHJNAnpqcsEJ7VYaW5kRY2ldlAwFzwBW/F4eiU/OS1Xo9FtVXmMfjQLmOXgs5A6PHHllOcN0NdHaQ3dzexzyxrGI12oE9+vXqavR6UkSjychhyMkkH61uWNoyIkkyBWIzjH3aCW7klrYsieZI+TjpnpTJ3VvkTOwe/WnTXBbMSH5O/vTYIS+GP3R+tAgt4P42PHYU+aXqgPHc0s8mwbO/8AKoFG7PoKAJreLdmV8bR29aWd8AIvQU7zgkYQY49Kr4LP1oAWNdx56U924wOtKMInFRnk0ACqW4NPICd6UYT60x33GgBO9SggLmo0HOTTmPT0oAT1NAGP8aBilY8YFAADUyDIquhBb2qcEAcUAIetAODgU1mAFKuMCgB3fFTQjI9qhqVGCgCgB8h+YAdAKmtV3MT6CoCcsTUsU3lAgLnNAE1wAoA61EpwPoKR5DK4OMHpSnMZIOM0AOZl8vr1pqEBlyQOaR5C4xgU3gEZUH6igCxIymM/MPzqJCNy89DTWYFcbFpoUegoA1ZXUxsCw6HvWS0qqBluetWDKQv3E59qhwOOBQBNLdwtER5nJHpWeJE3ferRmLRwRY2sGHcdKzWRd2SooAuLPEYQGcA1TeaMscMKlUqFxsUj3FMkjQknaOfQUAREgkEH8qhRylwyn+L0qVkUZAHvULqokjIyMnBoA1IMtERnkVWuIyG+tEasn3ZHBIx1okDNwXagDD1OEvFwMlSGGemRTDqVlPZxQQWcMMyt8wUfMo56nv2rVlgJ/iyfQiqwtVWTPlD6jFADrdjt55q2GyKjRAvtUuCBQAm4Z5p7qrJx1FRsKPMIoAyNVha3kS7fiJkIDD/Z5P64qOOVElVo7hNx/gzzyMkY/wA9a09eslutBtpSH/du27Z/dJCnP6Vw013qsN9OIUK2yTM8YZBwc9efagtNW1NvxHfG401ILPcskvyyjOMLxkA9weOKzZ5ZBbxXDZxsBIyOo69vxqCHUbloYiYl3RFiuE7nrVi1hTUpHtmWNFt02EqgBbPr6njrQ2wsug1bRprEBiTsZTyM4+UE/qTRai6gure6WMFrZw529WHf+ZrW063NvaCA7SQ7Zx06mpzaNGwkj4P0oJMu/wDENxcyzny1jjc/LkdB/jVaJ2gu1fzmhdect1P51Yvk2X4lWM7GUbRj7p5z/SoJIvtzeRHKrvkYBPT1I9aTWlyraXK91NJI0j4HmMctjoaoZ8wbNxz6Veu7aSyDbwxdWKll5H51QTc0jPyoQDewPQE9cd6SINS0uZLBXjRkKsvPGc5+tZF1by5BjkzjnHbFWLWOeVJXQeYiMqtIMfKDnnHXtUD3Sq5iU7lPBbpmiwFfzwsUZGVbJDEDqPeqzTEsVbdtJ5FWHniB+X5lB4GKS1FvIx3g89s/rTGJc2s6RhmGQThSDnrTDZ3CSbZo37fMFzgdzxWnZSQvM8M4LIw4ZmxtI6GtmGeCB7g3HzR4BVdu4b/8kfrSuBztzbteSYt4bdAECl4sqDjuR6nj8qbK0gdIi8e2BcfIuAe/5+9aN3qRW4kfzYR5gHypHjH+P1rKWOWYyeSpY4OMtjp1pgSqrXFsSQyqDxjvUVzDH5kZ8vYvQ4GcU1vNiVsuVVTjjoCeajkupHVfmHfPFAELE9u/pUsDRA7pGzxyCKXeitujXd7EUhijWRGb7rZyqnkfWgDu/g1Eo+KuiuoBXM+Gx1HkyV9X18mfBllb4taLxzif/wBESV9Z0wCvnz4uweb4n1CQRtI0bxMFVsf8s1r6Drwr4jXgtfG+ohgpRxGHz1C+WuT/AEoA5GyuXuYGeaMRuHK4Vsg+4NQGeeNp0Hz4ZlXHUZAx9R8wqFrsJCBBcRBJM+WAvCng4Puagubo2moyvMFWEBWVgcknGP6D8qBrcfIy2aHzVZmZiAi9gOnU1E8guAES1YIcEkkjH5Dmo31sO+I4LiQ9iFpY5tVuZNqaa6A9GkbFBq2u5YkEVto92EJWaddiqewGSf5UeFysmmJjHC4P1BP/ANaszUpbq1uLcXQAQuSFUYPoQc/Wp/CrtDcz2/8AAhdfpyMf1oIk7nUmMEc09Y1x0FIHBNODc9M0GZLGdjAjGfenvcyyx+WGwnt3quWZ+F+6Op9aCrkff2j/AGRQA/IFSfaGRRl8CqwhGSSWYn1apEVQPujPrQA5pQfmOfyNKJFUDkgfQ07tijpQA1pQCByQe+DQXkIwiH8TilJ9KcvvQBHic8FlT6DNO8rP3pHP44/lTxzTjwKAGrGqfdH60ZyaTOacBnvigCvPqNrb3UVtLKBNL91cGrP41yC6tb3XiNPtMRjeOTyoznpgnGffNddnH1oHYdSYPOOcc0lHU0CHKfan54pmKOfWgBwO457U8eppg4p3U0APHSnjg1GOtOoAkXrT/pUY4FPXnHvQBIgO8bRk0SsSxLdasRwujbsjiopYypJJz9KAEtbeS7uUghUtI5wABWzJoVlbnbd65aRyD7yKdxH5GuW1CXVLazkvdNu1gEYCSgr94E5yCOQeMda9m0y1gWxjY28QdhljsHJ70AeeG00Dp/bpz6/Znx/KlTStNnIFrr1m7HornYT+Zr0/yov+eSflVW70+xmgk82zhfCk/MgPagDzHU9Nn0xlSbaysMq6HINZ+6oLq/1u717VLG0Fqml2lzsCSLyoXIwoGMZ9Se1XVtQ3z79o/u+lADHjbyRLkbScYqlLIsaF3YBQMkmtV4Ctv5fm5XOcYrk/Et/HYPDGSX2SLI6kcMPT9KAHy+I7SCfyTFcs+7aAI+p9s0sfiGKdsR2d6xPPywk1FpWtX3iF53m1aS12qHiWGNduM/geOKvx219HJ83ia6Zc9Npz/wChUAVP7fsWJVzLCwbaRLGV59Kseek0KyRMHXOQRTrm21CZ2C6xb3Mf8K3UIP8AQ1jTzvpGyK4it4IydytA5KkdwB25wcfpQB0cUm9VbsalbFZ+lXVvewb4pdy57cYzWuIYSB+87etAFNqjI61cliReM1WIUUARnJFKDlac23tSqExyaAIm6VBI5A4NWnCZ4P61A6xnIIoAsaFqds0U1lcgFi5xu6bSOR+gNOuNO0i7YSm5mWRkBJV+OnbiuT1i0VXFykhRUBLYJ7A9PerFlqBfRxcyXsXyjb5akE4ACgYPOcUFHWLZ6ctibYRRXDBcCaRVJz7965nWJbPS9RZIoljeRFwsS43Y4ye3XNUrjVJhbvPOksMYOVc25G7r/F06k1l/2h9t1kSSLiGRQIgTkDA6fjQFjoyQ6b1QD0Aq/ExhtUkKFlfnjsaz4CREO+BUUWqeWl5A5J8li0Z/2c9PwNMk3mlVoiShII6EVyF9aLbuzxx7VJyFYdvStSPWr1ogw0e4kiccMvIYeoqjqGqNJAUm0yeFifkaUcA0hlFdSYwyLOqSRngqw7Vh6jdKZJjbxCNJRhkUfKBwe/0rRmi3xqw/ds6bmH4kf0rJu0QZUkjdjpUoRDEzHlOD6j096R1BmJ2lRgnOKX7Q1tgrtYg43beo+tDXqszLsLA8mmMhDR+U3ysJMEZB4PPFPhQCJjvAYjgDt9fwpIoXkIYMqhgcZ7Y9asWEcTbWkYB89zxQAQ+Wqrn76/eFWoryS2hlG4tFITlNudw/pUEsQj3GL5zn7w64qS1AwBJGzejbsD8R3oAbdyo1uBsXceenNV4pWbLLnAUAkjjNJO0rzMZtzylvmYnt6V2uiQaPDpRaaRPJvFXesrg4K9vzzQBxC3TJbSWzqNkjq5PuMgfzpZvJ+ywGKEIy53ktnec5zjsMYFbWvaPaW8Au7G6ikjBG6MNk/McqV9RjHFYk0iPBGqJgKvJx8xbvk+lMCGGQxv8AdHzdjUxcMGfcAR6U37NK0YYIMHjr0ohgjXeJflYHuetIDt/g2yt8WNFIXDfv8+/7iSvrGvlz4RW0SfE7RHQfMPOyc/8ATCSvqOmAV88/Fq5+z+Ktbkj2mZY4yMrnH7pK+hq+eviwss3irXbeJV3SRxAHpk+UnWgDx065cyXXmzNlOhROB0wK3dTRr+Syuo5ArOgHzevBH8zWBFoOozuyrbEbTgliABXR28Rj0JY5nDSxA7QOoIPFAI9EtfDskEEYaLmNQC7kDJA/+tVxNKXG6S4iUZ5CjJriLjxrcDQ0cTN/aLnnMXygc9CevH1qDVfET32mwLZXd017IC8sYJUooGc8YBB5/AUgszR8eWNur2Rik8xstn5ccYGD+mKwrJ/L1OZoUCpIdzc98nH6VT1LXW1ZbaWdIka3woWMHLZ6kn8P1q9p6liW9T1plNWRuRyEgHNToxkyM4HrVOIFsKOnc1djGBjFBBMpwMClycU0cCnjmgBucnHSpUxjbUe0mnrx9aAJBikPP0o6CigAA71IB8uaaBk04nOB2FACDrTWbLYpSaZ3zQA4daVulNBxSE7jQB59O1rZ+Kbk3amSDe2Cucqx5B9+a9BilEqK/IJHQjBrlPGVpD5UF2qgSbtje4xmtjw5cPPoVrJKcttIz7A4FA2zXBwaVOck1D5hLYxgHpnvU+MAD86BC96B6Ug9aM80AP8AanjioxT+cUAOHSnCmilzigB+c8VIpwRioVPOa0dPt4p1u3kDEQwGQbTjByAP50AQea/PzH86gllbHU/nTz0JqvIflNAF6G0F7pNtb7sm61FI2GP4VGf616/alTbR7WByueD6815hpts8OgQahgbbYXVyT77Nq/rXMRROiLsJGBjINAHve5d+zcN2M49qbKu6F19VI/SvCjPcI2PtEwIHaQ/40kk1wyYa4lIYYGZDTAvPE1vrPisEgL5glBPqxB/UEVQjuC3OT+da19byNZ6nflTtubGzcN6nADfyFc5A/HNIDZWQtZTexBrm9Tljmu7KFyD/AKTHkexbH9a2YZP9HuBn+Ef1rmNVl2L5/wDFG6MD9GoAp6RKba/ccgbGHJ7ZGBWyb45+9WIM/wBs3ceAPLkdc+27j/0Grm0+tMC/9uP941R1Ty717QyHKq5BHsR/9amEN61BeF47Yv8A3CG/I0Ab+mLDHFmKNEL437RjkVrIwPHeuYt51gllCZIZt+PqAf61tW115oBAIpAar/PArd14NVm61NbsGV0z1GRUDdaAEOKbyGoxSMDuBBHvQA/PFRsM04E96axoAy9XESafK0sXmKRjZ68Z/pXLWWpSWOqSXs8CyPGoKQKcID2JxkceldVqZ8yzljbhWUgk9veuMfTbuEwwqA/mqrDDcOoGf55oA2rvxzNeWzQT2UTROMOpY4aobW1t7zT0MAMbp91SclSO2arzeHtXYAjTVXDbjsbORV7RiLcC1lXEgXefzoGatjLvt9xX5sEEe461iXivG8oIwznIYHqKv3c81lIJIceU7qzjHcf41LqEAuLcmIA4AZOex7UAWNQvbbRWtbW6WVLhYIyyoFdWG0gY59SawdW1G31GNVhYsd+4/uwmOvHU5612fivQ113TBNaof7TsIwwCjmaHuvuV6/SvNWElpGsksTqjNjOMduKAuWIoipGDx6VDcQnypGaNzgbhViK6imAVOH7ZWtiDT7fUp7HbEWDOEbttI6/ypEoytX0J9JEUF84ZjH5kYU8DPWskwrHMsnlZBX7v1r0Dxs0LXCLMVOD8pb9BXOxeQPILkA4O09sjt9eaCjm03ybzH8vBJHoBVdwVblj9K3NT8kzJcwyIfMQHYq4wQMc1nW80KzhrhWdFHBUc/X8KAFVpZIkAl57+tSrO8cXBPByOeD6/j0qrGGVi3JBzz3p+RvWNhkHJBoAmTfMoRTGZWGfvdPr71XMIDyKxwUOOCDWhDAN6qy4fs2evfmqV7GnmZ3FWHYDigCeN4o4g2SwZcKp6jNVPKYbnUNtBCnnueg/SmsirnbLnIHzY/StCS0mTTrTGY/tVwWjLf3VGAx/M0AZvmyEbVzknp6Vo28UxiZzGZPL+Zgq52j1rUk0+C4e2jgeCKKQ/uyQA3lqMGQ57nsPxq3qNraWtgxtZJWZwqO7IVCrkD2B/XqaYF/4Sl1+L+ioSu0iY/KcjmCQ19V181fDS1tbf4raMFgSGX98wxIWLfuJM+w619K0AFeCfEmJ/+E31JwowfKAyev7pK97rxHx/CH8bagxP/PMD/v2tAHnotGjeSR5WJc5x2FQfZlhDOse/JyQ3INbzWik1naoRBattX5ydqD1JpiOJkheTeqsSiMQv59q1EuwlzZSHYNkaK7KOQNu0itNdJEdsq9SR1qsNFaSVW34UdRjrSG2Y9nYFyuRmustLYpGFAwPWnW2npEBgc1oom1QMUCI0RVGBwasIhApu0Zz/ACqUdKAFx7U4YpBk9eBQBn6UALnninIMU0ilHA680AOJ7VU1jTbmbS/tHmTRQDODGcbm7Z74q2qliBW9ZXCXoaJY8W8aKqhuc+/40AZCaXdaZpVqZ380+Wqs+ed2O9QqSAcnNbF/frHDdQzKWWQKseOMNnrWJuoAcTSZGcCmE5FKvA560AOPFRTyi2tZpyrMsSF2CjJwOtP+8etMk3AEKRkgg5GQQRgg/hQBzyWsusuLy+G2DB8mDPY9zV3Q7WexsVtZZUdUzjYp7nPU/wCFX0gWNFQdAAKlQBegoAljUmQN/CKmz1NRg80/+tADsjFN+bdxgD1pT9aDxQA9ffr608mmL0p1ADqWmLS/Q0APX3HFbumqIdA1CfvKRCPwBY/0rC3DFaWoSS2vhO3ijyJJg8oAxnDMFH6KfzoAqyqEgRu5qlKflNQw3s0sSxTqVdMkKcA7Txk4+hpZm+X8KBs9J8MaXBfeFBZXGTHKhWTacH5sN/Iiq0/w4Cki01R1XsJYw36jH8q5ObVfE2hTW2oaZaNe6RPBEJ4lHKOowSMcjjHtxXdQ6mz2Md1Fc3DQuodSTzg+tAjIf4dXhHGoQ7vXaaWL4ayuw+06ouPSOL/E1pLrrlji6uMA4xsHX65pmp66+maVLfz3U/lRrnaAAXPYD3JwKYFDxfYRab4aazgZiscSRqWPJCjPP5CvN4jWk/iHW/EcN1f6haNZ2CQNFbRtnLs3ViT16D86yYm4pAaNsQRIpPVa5jWCps51PcD+YrprPHmkf7NcvrcZe2cZHykE++DQBV012nlmnkJLO3LHqTjn+daWCzADv0rGtNTgt7WOKXdlWbLAZ6mrkeo2cq7lm4Hqjf4UwaL80EsK72AxnqCDVadvNiZW6EYNNe5tY0R3nVVkBKFgRux1xxzUD6pYRjJuUP8Au5NABpUjTOyu3ACr+IGM/pXSW6hCCCRjtXIaXKpuJ2Q5jaTcuPQ11cT8jH5UgNeGTaytUk42yH0PNVY3+WrUjb4Eb04oAhJ5pCeDmgnmkPSgBoOQTmkb7tJjHA4oPTFAFC9BeJh7YrJhtjqFjLaKzC5gbdCemM/wg+/P6VuvF5zrGCAXO0Z9TWHeXqadYXCE7JHlQqwHpmgB1p4d1Wb7NM+o3ENrIm/e0pYkegFO1LS3s7mKWIKA2Ajhid5A+YYPr1A+tQw+KZvJMd1f79q5QqB19OlJJ4le7AgSUuxbKq2Dz69KaQNlpv8ASLfbKhXcBkHqO9VxNCbdLe53YifCsv8AKp42uJvmu3Z5T94nj6UMPs0nzJvgmOJM/wAJ7GkM65bt7e5hvI5dhADo3UYHH+Oa57xj4eglEep2W4Wd4/zRDlYZAOV9vUVo6JuUSWcku+N23QluqP6Z9D/OtuyEHlXVnegG0uMLKB/AezD3BoEeXw+HQkkcm8jaQ23PBxXT+HLDOrY89FEIE7RNnL9fu9vT8qbrWlLpNxJHcyOoiP3gxww7EexqXwixutRubplIjRMIT37UhlLxjEbi8LOpzHhlGMgjvz2rlpCrrtMZx/v9PoK6e7lvNV1rULeK3MiQSL84HGOOpqhq2j26WMt9ZTOF3fNHtyEBPQH2oYHMvbLJIF34B4BPb61FHBJE204IJwvpT2mEXIfODjpjNWrfVLUwPBcxSOf+WRUDKHnv1weKAK3lyowVFO4/xdqje3IkJckydvc1sweQ2n75y6yiXAZIt2BxnPPfqPeop59Pm08WxbbdI5bz8EZ54GPpigLFSe5MN4qMzSMACSV27Tiq7wSyxs6wuMHaxHPOehq5cLFeSRzq7Sysv7xQuCMDFW7ZW0u6H2kgRzDqDkAigDKbTZYGCzKY2b5kRhyR61ZmlIe283fL5J/1cjEjHp9DU+rXn2y8j2MWSJdoPrzVWa1uINQW2MbvKwH7sdckZoA29I1eys7d7iW0bLS4lkROFJzgDsB7Z/Os/U9Wl1a7d5OIhwq89uh+tLHp0iaXJcfZrlfm3FuNu0dyp61DfS3BsopZRGu8/KoHI+o6AHrTA674SF/+Fr6LuO4ETYLdf9RJX1NXyf8AB3cfi1ohaQN/r+P+2ElfWFABXiXj5wPG2oAnB/d4/wC/a17bXgvj9JD8Q9WP8P7nB/7ZJQBkM2FLce2ayjGbzU1BH7qDk56Fj/gKt3Uwt7Z5Cc4HA9SelNtYzBbfNnefmb60CFlQF8DovFNWIbsY49akB3N796k4HAoAYEx6U7qcUYwKcgOKAAADt+FOApBzwKeooATHGacvAoz60vHSgBpIoBFMY7jThxQAshzGyFiAepHBrOm8TSLpMw013O1GbcYsAEcct/EfYVoRy7Jw5Xcq9RtzxWXql8uiI8iMLqyLqEhkxuUE8jHrx1oAfbeKbSbSra2Kym8nx5rv91MEnjvzxVvzQTgGuEs/OfUmmHyq5Lhf7uTniustixAz1oA0lOenNP8AbHFRIRjgGpUJBIoAeBgU3nPT8aUetKeKAGDrzQoyafgClUe1ADgKd2xSc+lB60AOHWg4zQvFAHzZoAeO1GeaSl7ZoActOx700H2ozzigB3OK2tf/AHckNr/zxSOH8VUE/qxrP0qD7Vq9nB2eVd30zk/pVfxVf3W6a6tkV5SWkCsOzMT+PGKAKt0irqBkwNxQIPoOf61HMSUNLYWeoah4bg1e7gWMi4cErkMeqgkeholU7cEUDZ1PhjxKIrSK1EcjbV2lwhZQRxg46Hofxrpv7SgYEvCBnrg9fwNeI39hcM7NbzSRljzsYjP5Vnvd+IrBwkWq3q4GceaSP1oEe+G6sT1hH/fK0ybUrUISYVbbyN5GBXgv/CR+KQCBqtxj6A/0qJtY8S3Iw+q3mPQPt/lQB6F4t8RxagnkxHPzeWvykDPU4z1wB+orBt1zgFhn3NZVjbXc0yzXk0kzgYBkYk/rXd6b4Kl1KxEzXcMWednO4H0PpkHNAGNZMHlRl5Uiuf1z90r7uhfafzr0T/hGbfSrco9yd64CnZwScng5/OuJ1m2ErTIRwTnBoGcKiASNIJI5GDHdAy9ee3NXtMn0u31ES31tcNa7GDRAEckcYPtVO8tdkh3xKx9eh/Sqo2qMeXKv+7JQFzr5NT8JXUEcdxDe5jzsG47Rnr345rj3FrHCQkjPMOwGB+vWgvnjfcj/AIFmmCBXI/1pz3Jpt3EtDV0Jyyy54IINdnAQwVq5TSrUQQPgH5uea6bT2LwrntSA1U6Crtud8Lx9xyKoIeAc1ctCI5gcnB4OaAGGm1LKNk7AVGetAETcNmri6VfXmmPdabCLiZX2tFvAIHXNVHHfNTaRNcDXrKC3uDH5pcOp6OoXP5jFAGLrXhbWrjxDpEE4SGG6LBY/MyQV5bkeopdX0Zoy9rPHh4+x9q9HuZXhIdZNrr0Y84rkNTuTeXRZju28Z9aAOFOh7ug4qS20ZopAwxkVuXJaKRNqZV25PpU6bdwDcE0AOFtvtkmA5HDigxebC0TDIxj8KuWpCSbG+4/BqOaNoJSvp+ooGU7KRuYJDiSLg+pXsa6bzxcW4b/lscCT3x3/ABrlbwGOZbpR/q+GAP3lrVsL0KwI+aMjB/2lNAi1rumP4k0EW8eRf2eZIV/57Rjqh9x1FZnhNjBZXfnDaxwiDHYDJ/nW8Ha2mjlhc5GGRx3HaqnibybTTZL6CBoUmYmTB+UOR2HbPNAFNvFbaXpRNskKwu5cysynccdD1z06GvPdWvb7VJZJ4LeUW8rbiIlIVj64HFQLbidTHbBV7sc4H0PrWlYsILVIpCYmXjDDj8+lAGAlsTKwuFkgkJAVWjOD2q6LKDaRLPtlzgggAj8DXV6P4c1nU9f0/ULeOJ4Y5BIJZj8jYOTj1P074rvvFPhfSPEMPnrDbw6oo2q7DAYjsw7/AFoGeS2Ys4ZQgfau0ea27IYZ6+xBxitrWBoElj5SMJbmRAY379Otc5d3k+nPPp0lvFC6yEOqj09welOtZbeRTBPPtIOYmC7sE9R9D/P60ATabpLSyS4t5JCOBsUn8eKdd2twlzFDKHKo4bbMMHGM457cVo6W4vL20jttTNsIWw0qOY+CckEH+L0PtitXxlrVrrWrbcSNHbW4hWYgHLHBJ9zQBw8DhJw2N2COCfyFdLpFnAk8t3cSE3ROYpM5A45/OqVpZwxby0e6Qn+MdB2/pV4ruQokm3jGR2pATXfiOM2ji2/1w7OOCB1+tc1qcy30okBxK6gv8uFAx096uppExIi+Rzt4LHvkf0zVjT9EF956XSvBJGQoVcYHHX/PpQBpfBqHb8UtFb08/Of+uElfVtfOXw28O/YPiVotzBMzovneYHPfyXGR+Jr6NpgFeG/EAhfHOpZ7+V/6KSvcq8y8ZfD7XNf127vdPubCKKfYAZncOoCKp6KRng96APJS39oXojjOYIT8x7Fq0o7dp5fLXJx1PYCu0tvhLrFrbiKO608Ed/Mf/wCIq8fhnq8Vv5VvdWILf6xmd8n/AMdoA4a4aGJPIgAbH3pCOSaqn9a7j/hVeuf8/enf9/H/APiKP+FV65/z96d/38f/AOIoEcMOQWPTtQ2Wjwh2nHWu5Hwr1zvd6f8A9/H/APiKP+FV65/z9ad/38f/AOIoA4dC/AKjj3qXJHG2u2Hwt1sDi60//v4//wARR/wq7W+91p//AH8f/wCIoA4jdz92mNJjgD613R+F2uH/AJetP/7+P/8AEU0fCvW+91p3/fx//iKAOHB9BikY4613R+Fmt/8AP1p//fx//iKY3wq1xjxdad/38f8A+IoA89nlCxsSeAM1ykkLXUglmIYsocAdFzyB+Rr2O4+EfiKaNo1u9LAYEEmWT/4isyL4G+I1UB9U035QFG136D/gFAHBWVkFO4jJNbcEW0V1sfwV1xPvalZn/ts//wARVqP4Qa5H01CyP1lc/wDslAHIqM4qTGOM116/CXWwPmv7Mn/rq/8A8RQvwn19TxqNlj/ro/8A8RQByJwophljHVl/OuzPwm1ph897Yt9ZH/8AiKVPhNqyHKzacD/10f8A+IoA4c3UecAM30FPFxkcQyH6jFdyPhbrY/5etO/7+P8A/EU7/hWGt8f6Vp//AH8f/wCIoA4VZp8Z8jH1agTzKTutzj2Nd3/wrHWv+frT/wDv4/8A8RS/8Kx1v/n60/8A7+P/APEUAcMLkbfmRx+FO+0xgY+b/vk13H/Csta/5+tP/wC/j/8AxFH/AArLWu11Yf8Afx//AIigDiVniJxvGfQ8VLxj1rsG+GGrsPmuNPP/AAN//iKZ/wAKr1cHK3dkv0lf/wCJoA5T+GkrrP8AhWGvr92+sCPRnf8A+Ipy/DTXv4rrTfwkf/4igDI0FniuLq5REYw27MC38PbI9+ayzcQy+LLLTHYBJXEbjliVXjH0+U16DpfgTVLGyvEknsnmm2hSGbbtByQfl9cVz+l/CjXbXxkNaurvTnhQNsRJZNwJBA4KY7mgpGprrodCurKwQLsgIjVfUD/63615npV2t3p8T7y7DIYk5Oc17MvhLUkRyJbQux4yzYH/AI7XFad8H9csJ5it5p3lPnCiV+DnP9z0oF0MK1thIzORwOn1qtf2AeTeFBGMYFeiRfDvVYoSouLLdjrvf/4mmP8ADnVj0ubH/vt//iaAPK3s0A4TnHFQ6fA7I6TxhXRugXtXqMnwv1dvmW5sA3/XR+f/ABymD4Xa3s2m60/Pr5j/APxFAjiIEWCRJNobawO1uhx611+lau7GSaWX/RiWlG4AFFxnt1HQD2qab4VazPC0RvbJAwwWV3yP/Ha0PD3gDXrLTxYardafJFGjJFJAzliORhgUHGDzz2FAHE2mu2vif7ZdWaYeGdTIS55UcKQD0yM9PSs7U4v9KceoFdfo/wAHtU0a3uFt72x8yWVSfmcAxjJxnbwcn3q5efDDW7icyLdafgjHMj//ABFAHkt3YrIScVT/ALJU81603wk1xv8Al703/v4//wARTR8I9cH/AC96b/38f/4igDyRtJUHp3qxJoyRhclRnpXq3/CpNaOM3WnY/wCuj/8AxFTSfCnV5F2m508j08x//iKBnlcUCQqobvxwKnsiIpHBPy5r0h/hNrZYlbrTse8j/wDxFVf+FPeIN7H7ZpmCc/62T/4igRyCXUW/G9eatJOvBDLx711B+DmsFs/a9PAI/wCej/8AxFWU+EurogX7Tp7EdzI//wARQBzVzIrxxyAjkc81TkuI1+84rt1+FWqCEo1xYk5yP3r4/wDQaYfhTq3afTvxkf8A+IoA4SS8h/vVTju7ltXs5NPeJbuN/wB2ZfukHAIP1Fein4Ua1ji503/vt/8A4iqNz8IPEbMGgutJDf7Usg/klAHJz+Lb69u5LIWbW8kBxcclwD7YHT61El5EWDCQetdVD8HvFouJJpdT03e8ewmO4lG7/eHl89/zq3H8INdRcfadL/CR/wD4igdji76SJYy0bgqRx7GsG5vZ3cFm2leQRXsC/CvVzbGCS508qRg4d/8A4isN/gn4h3tsvdK2Z4zLJn/0CgRwtvrkq/LMgceo4NdFFcx6np4uI/vp8rqeorTPwQ8SZyL3Sf8Av7J/8brR0f4R+JdNumZ73S2hdcOqyyZ9v4KBnJJGsm9G69veqNufs8xsnzx80ZzjivSH+FWtmXcl3p4APGZH6f8AfFQ3fwj1q4AK3WnCReVYyP8A/EUAcxYSSTRNavN+9yTCdo49U/wrWkkga2SyvY2e1uo9kwznb6MPcHn8K1IPhTr8QBN3poYcgrJJwf8AvitC5+HevXLhzcaduCj/AJaPgnvxsoEeIaxo1xo2qy2soyUOUcdHU9GHsa6bwLpGl3d+h1ZWmZk82JT9zg4IPrXe638KNX1rRoYZLywW+tmxDMHcBkPVW+X8qwR8GvGltGRZavpUbH1mkx/6LoA7O8vrCCEOdqiMYXbgAD0rzLxtqiajEkNh5sEsL72uFjcnGOgI65+vault/hP41kkjOparpM6oSRskkGDjH/PMVqw/C/XkUB7rTjjp+8f/AOIoA8c8O+EH8RzXcj3MiRx4AlkHzM55PHp61kv4W1MXE0LeTG8ZOEaUBmGcZx6V9Ap8NtZRiRcWAHtI/wD8TTZ/hjqkx3NLpzPjGWZv57KBnjMFj9kaK4kt1kumTZOcbwSP4sdOnP1zUc0jr96TMhySSOW5AH+favYJvhPq7bWjudPDD+9I+D7fd6Vlv8Ftfl1f7TJeaWYC+4qJZM/T7nrR0HfTQ8ptru9vfED20MPmRvllVB0UDrWnswWGCjHgnGCK9nt/h1q9u6tH/ZCFQVBTcDg9vuVi3Pwf8QXN3LcPqOmhpGLbQXAHt92gR5qqlcfMcjvWnaXQlIV/9cBhSejj0rsR8HPEQ/5fdLP/AG0k/wDiKT/hTniPIP23S8joRLJ/8RQBP4AEcnjDT5FG118wMvcfu2r2mvNfCfw+1nRPENnqV7c2TrDvDiGRyWBRlHBUdyK9KoAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAP//Z", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "factor = 0.15\n", "\n", "color_perturber = ColorPerturber(\n", " factor=factor,\n", ")\n", "color_out, _ = color_perturber(img)\n", "display_pert(color_out, f\"Color Perturber {config_to_str(color_perturber.get_config())}\")" ] }, { "cell_type": "markdown", "id": "d79fbd67-bda5-41a7-93d0-34ad07776026", "metadata": {}, "source": [ "### Contrast Perturber", "\n", "The `ContrastPerturber` adjusts the contrast of the image stimulus. " ] }, { "cell_type": "code", "execution_count": 19, "id": "fbb60a4c-d388-41c0-9e73-a34bcf82f43b", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "factor = 3.5\n", "\n", "contrast_perturber = ContrastPerturber(\n", " factor=factor,\n", ")\n", "contrast_out, _ = contrast_perturber(img)\n", "display_pert(contrast_out, f\"Contrast Perturber {config_to_str(contrast_perturber.get_config())}\")" ] }, { "cell_type": "markdown", "id": "a3b46c8f-d4ab-44d1-a9d5-a8652c7c46b8", "metadata": {}, "source": [ "### Sharpness Perturber", "\n", "The `SharpnessPerturber` adjusts the sharpness of the image stimulus. The sharpness factor is limited to [0.0, 2.0]. " ] }, { "cell_type": "code", "execution_count": 20, "id": "bcfc94f1-0b3e-437a-bd36-48bad8640b1c", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "factor = 0.15\n", "\n", "sharpness_perturber = SharpnessPerturber(\n", " factor=factor,\n", ")\n", "sharpness_out, _ = sharpness_perturber(img)\n", "display_pert(sharpness_out, f\"Sharpness Perturber {config_to_str(sharpness_perturber.get_config())}\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 5 }