{
"cells": [
{
"cell_type": "markdown",
"id": "e576c60e-3d34-4777-833b-aec98534ac26",
"metadata": {},
"source": [
"# Example Notebook for Albumentations perturbers with NRTK\n",
"\n",
"This simple notebook demonstrates how to use Albumentations perturbers in an NRTK context, we use a sample image from the [VisDrone](https://github.com/VisDrone/VisDrone-Dataset) dataset.\n",
"\n",
"Documentation on the available perturbers and their parameters can be found on the [documentation for the Albumentations module](https://albumentations.ai/docs/examples/example_weather_transforms/)"
]
},
{
"cell_type": "markdown",
"id": "fcfca85e-cbb9-48f6-993a-e01ee50bde5a",
"metadata": {},
"source": [
"## Set Up the Environment "
]
},
{
"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",
"Installing albumentations...\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(\"Installing albumentations...\")\n",
"!{sys.executable} -m pip install -q albumentations\n",
"print(\"Done!\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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, Union\n",
"\n",
"import numpy as np\n",
"from matplotlib import patches\n",
"from matplotlib import pyplot as plt\n",
"from matplotlib.axes import Axes\n",
"from PIL import Image\n",
"from smqtk_image_io.bbox import AxisAlignedBoundingBox\n",
"\n",
"from nrtk.impls.perturb_image.generic.albumentations_perturber import AlbumentationsPerturber"
]
},
{
"cell_type": "markdown",
"id": "78b2378b-5f80-4c91-a095-8ca9c9fc3d15",
"metadata": {},
"source": [
"## Select Initial Image \n",
"\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": {
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",
"text/plain": [
""
]
},
"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 helper functions for displaying our perturbations."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "0dc9c05e-9f07-45a4-9a13-123f8c6f2ab6",
"metadata": {},
"outputs": [],
"source": [
"def display_pert(img: np.ndarray, descriptor: str = \"\", bbox: Union[AxisAlignedBoundingBox, None] = None) -> None:\n",
" \"\"\"Display perturbation\"\"\"\n",
" _, axs = plt.subplots(figsize=(8, 8))\n",
" if TYPE_CHECKING:\n",
" assert isinstance(axs, Axes)\n",
" if bbox:\n",
" rect = patches.Rectangle(\n",
" (bbox.min_vertex[0], bbox.min_vertex[1]),\n",
" bbox.max_vertex[0] - bbox.min_vertex[0],\n",
" bbox.max_vertex[1] - bbox.min_vertex[1],\n",
" linewidth=2,\n",
" edgecolor=\"r\",\n",
" facecolor=\"none\",\n",
" )\n",
" axs.add_patch(rect)\n",
" axs.set_title(descriptor)\n",
" axs.imshow(img)\n",
"\n",
" axs.axis(\"off\")"
]
},
{
"cell_type": "markdown",
"id": "e0cc6b52-f662-4458-8eed-64eee7d1d6e8",
"metadata": {},
"source": [
"### RandomRain\n",
"\n",
"> This transform simulates rainfall by overlaying semi-transparent streaks onto the image,\n",
" creating a realistic rain effect. It can be used to augment datasets for computer vision\n",
" tasks that need to perform well in rainy conditions.\n",
"\n",
"Note the arguments to `AlbumentationsPerturber`:\n",
"- `perturber`: Name of the class which extends `BasicTransform`\n",
"- `parameters`: Parameters to the constructor of the chosen `perturber`\n",
"- `seed`: Optional. Sets a seed for random elements of the perturber for reproducibility\n",
"\n",
"Note that `paramters[\"p\"]` represents a probability of the perturbation occuring and is `0.5` by default.\n",
"To ensure the transform occurs, included `\"p\": 1.0` in `paramters`."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "bff7a590-1d55-4689-86cc-a71488fd2af7",
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"parameters = {\"brightness_coefficient\": 0.9, \"drop_width\": 1, \"blur_value\": 5, \"p\": 1.0}\n",
"perturber = AlbumentationsPerturber(perturber=\"RandomRain\", parameters=parameters, seed=7)\n",
"img_out, _ = perturber(img)\n",
"display_pert(img_out, \"RandomRain\")"
]
},
{
"cell_type": "markdown",
"id": "a3695ad8-7049-4fee-931a-d334e9d0682f",
"metadata": {},
"source": [
"### RandomFog\n",
"> Simulates fog for the image by adding random fog-like artifacts.\n",
"This transform creates a fog effect by generating semi-transparent overlays\n",
"that mimic the visual characteristics of fog. The fog intensity and distribution\n",
"can be controlled to create various fog-like conditions."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "1fe7d4b5-ce71-439a-a64e-b07607688044",
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"parameters = {\"fog_coef_range\": (0.7, 0.8), \"alpha_coef\": 0.1, \"p\": 1.0}\n",
"perturber = AlbumentationsPerturber(perturber=\"RandomFog\", parameters=parameters, seed=7)\n",
"img_out, _ = perturber(img)\n",
"display_pert(img_out, \"RandomFog\")"
]
},
{
"cell_type": "markdown",
"id": "81d25087-597d-4c92-ba4f-e2a9b454bfbd",
"metadata": {},
"source": [
"### RandomSnow\n",
"\n",
"> This transform simulates snowfall by either bleaching out some pixel values"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "1c9a7205-b841-4b3a-8d61-29aa793bcac2",
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"parameters = {\"snow_point_range\": (0.2, 0.4), \"brightness_coeff\": 2.5, \"p\": 1.0}\n",
"\n",
"perturber = AlbumentationsPerturber(perturber=\"RandomSnow\", parameters=parameters, seed=7)\n",
"img_out, _ = perturber(img)\n",
"display_pert(img_out, \"RandomSnow\")"
]
},
{
"cell_type": "markdown",
"id": "78ca3c4c-b492-4e4a-a32d-9a52b89544c7",
"metadata": {},
"source": [
"### RandomSunFlare\n",
"\n",
"> Simulates a sun flare effect on the image by adding circles of light.\n",
"> This transform creates a sun flare effect by overlaying multiple semi-transparent\n",
"> circles of varying sizes and intensities along a line originating from a \"sun\" point.\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "d79ff410-650f-4172-910d-e508445cf25c",
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"parameters = {\"flare_roi\": (0, 0, 1, 0.5), \"angle_range\": (0.25, 0.75), \"p\": 1.0}\n",
"\n",
"perturber = AlbumentationsPerturber(perturber=\"RandomSunFlare\", parameters=parameters, seed=7)\n",
"img_out, _ = perturber(img)\n",
"display_pert(img_out, \"RandomSunFlare\")"
]
},
{
"cell_type": "markdown",
"id": "4c2c35dc-68e7-40b0-9694-fe2b994617d5",
"metadata": {},
"source": [
"## Bounding Boxes\n",
"\n",
"The following example performs a `HorizontalFlip` in order to demonstrate how bounding boxes are updated by a transform."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "4a7c5aed-5c5f-4a3a-bfbf-71b2bb9ecef6",
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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RkhZAo2Mcc85qMlJtzK5Qd144pbdpY4/LkO1G6A96qzSALmRoHA2be4x0xTQZPlBfGfX0qZmMsgWaMfd69en9aC1u6qzIDtPAB96al0AhjeRpGDSn5T2706eRygZHB49O9MgU3EYUlRgnDMfpxxV6K1SMOHRJOPlIzj/61OU0mBRSUuMHZx3IFXIJnChhtOe44qCNIWIYIoJGMHOPrSxxTbSVTt06lvYYpSakBYF2yLsQD5gec849KtWtzLJhAgYbSxHQfjWUY5YtpmjIJOQcdv8AGtSxtZru6dYU2AIzu2DhB6+3p+NJWjqgOj02WdrY/KUwTwFA/rUkc8jXDAcsOD8tc+L/AOyEqJCd5Bxn7p+tSR6uIrtyV5fhSvOSaqOIk3axakdGrPglSrA9MKxpQ74B2j/vlqvWelXaWcRC8Fd3zDkZ7GraadeuoJVRjIrrV2rsoxHu3TC7V5PvVm3uliuHcInzA5w4Ge9aE+iT+XHK7gBjyAOQaZBaMIWm37jHkFcdQOKbiIluNUeCye4EKMETcQJR6Vj3+oNc2Md40IVX+Vl35x7g10ZgMtpJbsBhkKAj6VjX9ksVvDaOy4ZiQQmemPerptRd5AYMixNOzGMhjyMHjuK25Jn8xcQzEo4KjYTjDZqi+lI4YiVNwXCgoeev+Nai2c08jTRMoQP29PoRWkqlOXwu5pFJfELql75sYAiZS+M5XjOT2P1pnh66aHU59nJYcgLyP1qO+t2t4S0lusjHODx1HNUNJeGW8n3r5BTGRjkH8KkxmlfTY6CS8R7ucyrIp+cqRgfNmua1bVDKZYGhAWNwwct16dRWuyRu7dzuzuGea5fVoGS7un+zv5RUfP26jvXNTac2jaXwI+grK/BsLcmObmJTyM9vrU/9oIAcxy/98/8A164Oz1GRrSFEnuY8RrgCU+lM/te6a8Nq32/kZ3efwR09feugyPQPt8f9yTn/AGahuNYt7VFaVZQpOM7a4u7nktUDm5v22cgLMxx29aqx6rHfM0Ru7ttuDiRyf61LklowR3kWv2MrbVds47jFTf2tbDqx/T/GvPmmtrSIStLJgf3y4b8s1tWtqt/aCeJ5M5xzM3+NUNnUPqtvFjfvXPTI61GuvWDMFWbJY4AGOT+dcpc2qtbNcS315ALeQjMcpbuMdT61ALGONrkpd3m6zO9SZSOTz60C5kdVe69ZpaJMJtsbNgPkAH8c1n2WsK8peMybWkA4II7d881z/wBs05tI8m5DGCGXPzSs2CTgZ596h8P3EEGjbldyIpC/MrDpzgc9KYPXY9G/tBf+eUv5D/Gj7eD/AMsZfyH+NcSPF0+8t/Z0hBAx/pLEVv6TqkV/pr3dwphKttMYmYkfrRYdjX+3f9MZfyH+NH24/wDPCX8qo297Y3L7EM2c4GWbn9au/Z4j1Vv++2/xpNCuKL5j/wAu8v5Ui3zNnFvJwcdD/hVeaSzjikKsu9QeC564rH1HUrYWUyD907Y2uH5HI9aLDN1b6U3Dp9nfAUHGD7+1ZT+J/JuHWS0kJzg4OK5pNbaC4IRgwKjMkp3LwD/U/pWe9hZX11MgkPmD947LkenA7U9AO1fxdEmB9kkyeB8wrLufEGpW97HIQCCrZQuMdu1YMUGnLayXLWqoI853SnOOucEVn3GqWFxppu5II1O7ARwM49QB0qJzjFXZScUtT0aw1yeeNnm8hem3LjuKrXHjbTbeZonvINynB2qzD8xXFTajYkxR2wDmaExZdQG7Y/n1rnbrbbXCxTR7Hfn5hjAJwKqlUoOLlOWhy1ako/ArnqB8faQCAdRtwT0GxuaVfHWmOcLfxn6ROf8A2WvPBb309upS2LREfKyrwRV/S4ruyjmDpJGWI4PGeK6pUYRpc97sVGrKrVUEtDu4vFVnMW/4mCRhRktJGyj8yKkj8Q2txA8sGqLKo4xFCTz6dK881GSU20sjcnGDzz1rJgjvpNDnktryeDbMfuSbQBjkmuS56MsNyw5rnZTzajqVulveXcwjlBMhWIgoQfl6de1X7eVYLEWzT3RQDGAhXHGPWuPbTZzrBWS9uGjMLYQzk5IHJHPuKyToxk0qdDK0sguAHLSMSoAyaLmHL5ndXc8MVo6Ws9zbSEja5mGBwByNw7ACsVRZJIZrvV/M5+8Z0XkdOdx7Vy2o6DZNp9pMNmxYd5bBOR1z096t2+hWsnhaDywm15GkB2nOPyz/AA0uYrlXVnQTaloUUQea/V0PALXRIPtxkVWXVvDFpAl0CrDOEcNIeR24WsuXTbKXQLEBgE+Zwdh5+Y9qNlhcadBpsRcvHvkLbBjjJPeodWPNy31LVG65uhoQ+MtOjhlulEjKGw8iRvgnGe+Kr/25D4k1GNLVSkSq3niSPBdeCP4s9qowWSaj4dQWTvHG98Fk3oASPlHGCfWtPwZFbtq96sSSBoIyhLgAH5sdj7VVyOWCW5VuVF3dFFhnC2tyMFNqhjz35yOa1DdXSqM2beWD/HKvH/jtNuLr7Bci1Fj5iyAMTvx1bHp14qfWNQuNMkt1FskrOjcmTGMcelZcsm9RXSRo4jkRUSRxuGdo4wPrge1WI4HS1mkErnDYwWPPH196nljWNYEChdsY4HankKNOO4cMxJ/z+FTF/vHYb2MxoPMYl0Oc+uf50gsoy3+qXnjnb61Fp+rQ3lvdTGAxLbsRyQQwHcfiDUGheIf7Wvtj2nkrnMbbs7gOufTjmteZ32J0L2p38Cf6InloOQ5UAEfTNVBfWQP+tHfjzB7+/vXmHjO4Nz4muW3ZCgD+v9a56tbCse4NqtmOEZCfVpV/xpDqtkFw00IbrzOoz/49714hgc0YosB7ada09QAbi2z3/wBIX0x/eq/YXEb6rDCItrshkDdRgACvCLWLz7qGEf8ALSRV/M4r23QD5usTPuJEcQC57AsSP0xQDO40fI1izGepf8fkauxrjdKP/E/sk9A5P/fJFdlUp3Gtgr5X+Ls4j+LGsjGf9Rn/AL8R19UV8sfF+3M3xS1kRrlyYDktjjyI6U9hS2OLBBmMoVNmAcf/AFqZNJtuASw2H5lGemadKDbt8qq6qB0HFUJ3LMrsoVic4HYVmlcg0ZRvHz7ioAxtPJNLEsgDE8sevNVVmR0GTyOpFWFEbjHmM+enP86TQFiJP3jHdwp4296ui0+0eZMiuQgDbAOlUV8sAs4ZXHAqxBfSws8SSMEk+Ujrux0rGzTuBSvrYw/vo2+RgC8e7JH/ANaluL3ClFUIFxtUHI/Oo54rgFWIYlmI3MRjHQVAHWSJUlJBUnbzxWyipIZPFdttV3cZzj3qXzSY9+Ch9cfrVaIRZRPLJPG5s5z7ipZrhZYygLLkcL16fyqXHULE32uUJGysnGFAPUj19/rUyX3/AC0klO484B6HNZjszKpbPYYHpSsCMAA/MMiiVOL3Bo0RKsjsyFU3HBH+FT252fMsjhs4GOmayhmMr3B6YHepo2LMilsKTzzg1nKkSarF25HzKAAw34Pr0+tXY5ZLfTSkI2s/+sKrg49M9x04rIjlgVeTvC5Gc/1pwumIaNn2xyDOVPIHSsXGV9AIgcPuZiV5YDrWzptwlreW8rRpKsmWMQ6DqvPv3rFhSOUAN1H8Q+verZAhVCD90bgCeuOtW3ZqwHsWmaul+9zDJF5LQY4c8kEDn065q7p9/a6gsptnJEblGBGMGvHrS8ifMYuZYPNIO5TkAAEcg12WhazZWLSusv7plUZdsEYBya6IVW3ZjVztdQYm1PAwCCfzrItlHlTr6ljWbfeK4ri1uobJxJOIHlUlSVIUZ69+lcdF4z1VEL7INreqn/GuguScXZnpkLZXr19/asnXOJbV/dh+n/1qwI9f1dUwptendD/jVF9f1G71SK2uWhMSkN8iY55HrWdXWDQRXvG4ZkyRnBBAP41NC7ssoWR0C7T8pxnOaq7G3lwwGcDGKydZubu3KfZrgxK3EhGOcZI61wYayqKx01F7pra1cnT7VZpJJnXzCuM7uqn1rH0K/jvr2SZgSkjYGQAfT+eazLy5vJ4DHcXTSqHBwxHBxVbQ786b5kixea4lwVwTgZ5/HrXpavY54uN9TukcbnCjgMRUGphW0m5BBzhefxqDTtQa9hlmkAU+awwBjjjFYmvmNtQPzMCVBPPHQ9qzjOTlyyVi2lujrbbXDHfQ2q227CIN2/GfkB6Vqm9aOR5TGBsjJzn6Guf0mxgJguQxEmN2M8ZxVjxDe/Z4/JUrulRsjuRj/wDXWlR8seY529RZPFrzWzyNAm1CM/N2/wA5rmm1eRbp3QrhSFLAjPIOD+tZDXMbTSEFgu3KqG4DDt7iolZGU3Lbn+fJGO/+f5V50nKWrZLZ3r6n9pFu02WmxlgVGT0/E9K1otet10sW+2VXVjIhRgDkAdfWuG07UHh1ZJopC7RMNqk4GOp49qsI15NqJcHMYb/WbhwD+NTUxVTl5VuNz921jXu9TvCnnSuZAxJ2hup6k1GustJE8hdm5/eEknPp/hVOSYOipIEwTt+RgwBPTpWTFHLYEgkZJbvn5R/9asI1Kklq9RSqNnTjVVSGWKMIFYKzAqD17/hV1NUtbLTUikhd2kOHVD0HAJ/P+dcrav8AL+9I2hsqQ3Y54qVrwwWzFZTuUhQc9F5zz9cfpXRRr1I3i2LndrHQW2pQJFII97ANgIScA1Nba9PbrtTCsT1JyK4szNDcMhfcJCWDeoqVbmRkRIwS33cDvXUnUk1qTzSO7tfE8qzRSfJvj4BH9feulbxHemESAAMFzgDqa4rS4HZU822jVuAWyM5/xrdeZ1tWdGygbHC5P5c12qKS3uVHme5VvPEtyCwkYb2O4rtIxWfNrtxdM0k7K3ovYemKx9ZWaOfzdreW4wWPODnFZ8NwRIZsn5PujOAOMZrhrucXoxXaZ1MWpRBSLpdzHgFj0Uf5/lWhpl/azrcTrFtj2Auw7j6V5z/aMtws7cOucYYdc9s9f1rbFzGkcduNyq6/MsbfdHpn07Vi8RUp25tSlNky64zSXpjAFsqeWN34Hn3zWBd3k915Pkx7mPzttOfp19qTUbpVgZIwiK74bnuDjJ/ACp9OUwWxiLxEu3ylPmGDjHIrmlKVudhcLeKRZraR2ldVj+Z0GApx05/CrLG4IR/lmd/mCtjkBj3NMaeILIGbcFyxCnG7ngfpVG8vFjcbAPLXgZ45NY+9N2Ebel3rjBfAhdyigtnbirOoTRzG0SMF8u3zZIA6Z/ka5gah5kmJVIVyDuU4x9KnS9VCtsZGcMu4bjjax5FbxqVaa5UVGTRoi4dr29WRl3N0CnPVsj9BXQaUu7wzKB/E0hP4jFcq05e8kKg7Cq/NjqQtdLamRdBsEhOBLOoY57bhn9K9OnLmimenJf7OvNm3MM6gWH3hFLj80rPVdllfv/08zH8kp6zXZ1K/kKjZHEFjXPc9f5Cq9uJT4fhE/wDrpN7Se5Jwf51ocVmR6ggTRok6YswPz2irFsBF4VtMn7ts75/Bj/Wo9ZwuyHGVKKuPbP8A9ap9QUQ6RDAvCmERkD0wKVinFnOa+ZU8LWUMAlMhgXBjBJGee1ZXhO2ngmvJLhXXy7STbv8Ap/8AXrS8YNLHbW9vb+YG2Ki+Xx2xyazvDUk32C7SYPkqIiX9Cex/CuWLvUb8z0kmsLY6vQI/K8N6eP787v8A+PNj+QqTwFGUl1iRiTuZCMnPUFj/ADqQxi00PT44hgLGzDPv/wDtVf8ACtslrpF2y5/eS8kn0UCuo8xxaRV1aBJddt8jlWgTj6gn9M0a5ALvVbGEjcWA4P8AtN/9ap9YMdndvd53yAh1Q+w2/jVyKzNzqdneiTaVVF2FenHPOfc1KkrktNmjeHN0R0wABSXJ26dGc4ARnP5E0lywNxIaNS/49fIAILQlQQM4JGKypaybLlorHGWUQt/D+syl22+WqcnuQc/zrE8Byyza+zNI7Rx20j4J9cAfzrrH0mV/D93p4lCyzybt+w4A/wA5qh4e8OSeHY765kuElLQCNcKRgZyev0FdMTKzPOvEEgl8QX7D7vnMo+g4/pWZ3qa5k866mlJ+/IzfmahqihKWkpaANXwxAtz4n0+M9BMHP/Aef6V7J4cijea9lQcGby1+igD/ABryvwKFTxH9oYZEMLH8ThR/M1654XA/syOTPMjM/wCp/wDrUCZvWDbPFGmAHl5HB9wInP8AMiu7rzzSw114w0qVHXy4DMWB65MZA/lXodSOIV8vfF5y3xN1gHG5PJC4HYwxn+dfUNfKnxeBPxX1znP+owP+2EdTNXQ29Di7e4LNMrHCk4PqB9KpKUaRkZSwOcY61aVF2NtGGPWqjW0sZ8zHfqtQiCzBADKqllBPTH9aswWrRSF5Qp+bCDPBqWCONF/eKszEfK2D8ppscjGdQyhgoLEdOKhyb2JZcW1jaRpHcZ6hScg/j2pohQIFfaD14OT/APWqFZ98ny/dz371ZS4EUiSLuRuje4zWDUkBDcwmSPYvLIScdQBUXlRSTLI2wbRgrjg1cRpBMzQZG/AXA5P+NU8sxgQKFjlBYc88HB9+3erjzWGRTDyXBUYjz8rA1BuHmh41BPQnHWtRYlEbJKgyMjDr1qCPTCkh3NtGM5Y8H8qcaq2YXIR5s0SonChi4BIxnjP8hSIxieORnO4EcDtmrqLHHCG3fN7DOR/kU8W9vMhRlJOMLge2BR7VdQuVTayPJuGT1BUDGDSuhNod6ESKflJPGPSrD7LV4ipJfbhupBbt9OKekUs21TCCBk8jrUuoBDDFsQnCh3GGyAe/akjRI3XcA3YA/wA6dNa3RDvsXGcbQ2SPeoJLCaKATyjA4Awc5z34oTUuoixNH5hXgAkj5uAMAdz2q7BBavZo80hWRWwF5yRg8jtjpVO3l8qN4iecdCe+ash/O2qhyqEEDPaok3HcCCxlzd+QNrqDwc8Ht/WrAeU20flxs0gd1kYKTwRlf5n8qkd5mYiysImD55WL7p44B7dK1lg8SPa7TKsLFizAEdMDHT0IrrpxTVz0abjFc2lvMi8L213HeN51u6RPHLHueMg5KNxn+lZbJMbGORI/3fKswUYB6jNdRpPh67s9QhuLq9aXbIcrzg5BHc11kVrbGMp5EWwnJXYMGtrGGKkpzumcFH9oZBjJ4B4HWq/2O8TUkkMEuzONxQ4zXqEcUaAgIoHYAVn6tdCzMM7MqxI3zA9DSlHQwi7M5bc2SCxJ468dv/r1Xu7Z7uFo0BOFI455+Wtj7GrtvMe5m5JbmpEgdJW8sIrbG6888HtXHGqnK0Udk5Jxsc5LpM6SfMvEhU9cEetT6HpDW2s3FtM20tA0qjqcmruoNLNF5UkkZJOMKevv/n0qAJPDqCus8kyeSI2kx+fIrspqTdzlmoxiWrKzGnQBdxk84CYEj1H/ANanXccEttdF0TzREeoGRxx/OqcerQRnaHLxqoVT2GBjFZVxLKzytayq8bLhg/3sZ6e9ccqqVVoXOlBGnJbvcX9qRcSIjQxgqjY9qzb95rti8tyY4ImZBJOxyG7hQMk9vzot9WmtWTzvmjjAGAnT6Gq+tD7Tb2cke7Bt9y54xl3zk+vFaTn7RK70MdG7lItpmFC/appASBgLGrcevJqPzN0Bi6APuLqOSD9apLKYVJKEHo2PSpI5AVwpGDgknqKU4XHYt28yyX4zu2k4wvBrYhlVreQFkChW2q3XOP8AGsKMMbiSUuoZgXA/XrVuKZRMhlBKHgAfw85JrlrU9bolouKfs6i2Y7pGy25SSASMirQcusUpwzN8v3cgDuTWdM4juNyKyq5xgj2pYZ5Ac9VBKlV7D/OaydNtXQmiwp8u5aAEKDkKW5B54/D/AAp89wJUCYAR+uPU/wCRWe8hlMTEYOSoxUsI86SKO3QsWYKEHfJ6YreNPVMLD7MSXQSJsja2N5HAz1/pXRWulyW6pNHwzZBkc9MdwKuwvBbyJZmFBM6sCxBIBHrgHPIq9BDF5syZMgVNpDDqewHYD/CvThFRNFFF6xL5R5H3ZbPA7nHT2q/LO0VscEqocDpnao//AFVBaBY4AWGG2jI9OMYp0jILJ2IGCpNNsaMeYwylo5d84UEMpB4P5fSuGvmktZpYGVhs6HpkZyP8+1egHy0/db02kEn5D6//AF6pzW1ncKDOkLqGxgxtnris5x5txNXOFt2XCcYiUbjn+JiKstdD7NGN24uORnoBXQQabp6WzKVhYgsxyrnuQB09BXJ6nNGZcwgLGQoVQPujHT+dcdWlrqTaxHP592RGiDc+SVBwRzWgZJIY2jiQiIjZkHPIxwPzqjHLDDCJGQ+ZJnODjHpTxL5duAJQ5lx3xsrnmr6dAHSTrGCNrDzF2tv6qc/40sDRtOLa8g8xRksRKUK8dR68VUu7wj90/wAq7ArgEkZHemuzJFJJKgEvB3E8gdMVUYW1GaEsFhdO5tpHtFRsKJRuTnnqOf0qncRvDd+TLjnGGB4ZTzkHvUTu5jzI2xW+fgg4GMZwPwqxc5Gl6SFIZzHJ83sJG/TrWqjzLUC5b3bKSih/L3bc9fwFd9YpnStPiAGA6Hn135/kK8yjkX9xg7UPJG7ofWup8P6lNLrKwkkxjBLZ44TinR9zQ6Izap2OxiC/bLp9vLJGPzZjWRIrf2LEiMwfblSDyN0ox+lI2rmOwvb7BB83y07ZC9DzStKkX9n2RJMkgiGcdl55rrFqUfGb3qHz7STYsbKCQMtkj8sda1PEMkkVivlOPMQooyM5ycdPwqtratc77dF3NJOv4ADH9am1c+Y6LnJluUwvfaN3+Ipg2znPGl7NDMI7d2EhGMKucj69qg0meRvDlxesyu6SRqe2fvf41D4r1Sa2vwsSxndk5YZNXLSVX8HFyuDLcAFcY5CH+prjpL3r2PTqtxwyOp1F3TSoZNmfKtAxUH/d/wAK1fDb+d4dhl2MgkmbIb2OP6Vm62Atpcxn7ojij/Nz/QVp+H/k8MaaGOMqZPwJLV1M8xyIEv7PV7iS02MzqCTuTHRgOtXtP1KxuNYayinBnjLEx4IIArmtHxY38Nxlma7YRhT/AA5YnNWfCqBvFOo3ZOf3Tnp0ywP8qj2aE59DpMF3b3bFWbuBprkEYwoxzVe3/wBdH7uK5zxjujdJYnlSRpRzG5BICn0/Cs6a0Zcjp/sTgdF/OqWq20n9k3EanazjG7rgetefeJLzUdPtNMSHUruKWSLe375hnOMV1/g/7dceEzJqFxLNM8j4aU5IGcf0raMEtSHLoeYXGgQQSeW2pJuHXMLjFIvh6N+V1W0x/tK4/pWx4mubi11uaKCZAoVSQ0ak5PPXFZI13VlTYrRkHjHkL/hWl3YCI6BGemsad+LsP6Ug8P56atpn4z4/pXQ+I1k0mezhiSAvJFuk3xA8/wCc1z8mr3UcjIba1bB6+Wf8aE21dAzc8PWUOkG6eS/s55JEARYJNx4zn9cV61osPk6dboB92ICvKfCN/c6jqwtPstrGmwszLGc9hxk+9etFngspDEAGVcLnpmlfcRb8OpINftyysBl+o/2TXeV4t4L8c6nqfxCtNJlgthbtJMhdA275Y3IPX1Fe00oqyKuFfKvxlKj4qapkNgmANjqf3MfSvqqvlj4unb8VdZJXI/cYz0B8mOiexMtjiJ7SRZUSAOUbg55Pqc1YhVgjW6k7D1Xrg0ySeRjudhuzinLOSSVKlv7yHg1zvmsQTRRCUMpdUZBgZGM1A1u0Mjy+aGVQF44zntipRKpOT3HUmq99dAswwACcgDnFKPNzWAh3u0pGOKsIwK7t2SKz43UuMuQoPNWI5WZz/EAcADuK0aBo1WJBRlYIBgknsc9ePapZneYxMChaJmRcjGARxzVOCSTdvdSR029qtCISq7hkQZBIAP6Csm1ERCk9zlI1XDFieOakuJnMKklG3HDFSRj60+PTpoCzLIrnoCxxx6dKjk0uaV2YtEuR2JrBTpOV7nq/2HmH/PpkCzBWKRgbQQooW5l81keRV252nHX1q5BYPHGQ3l7jjo2c/pxST6V5oZkKo/YZyD/9eq9rSvuH9iZh/wA+mVluwZFJlDkEEjpmpnnby2CIzSHqd3b2qudGuSB88O7/AHj/AIVLFpl3HyZY85z97/61DlS35g/sPMP+fTGpeMUJOWbpnOeKf565Qqzbhn5R2+lOazmhV5QyKq5JCselZiXJhuGZRlQeN4HFXCMZ6xOTE4KvhWo14uLfcsyRFWEpRlRujMMZpLe4CS8jJH5VJBdiZ3EihoWPKdqla3TZtg2Nk8+o496bf2ZHKadvqctrAjRgpCG+fZyT61p33im4iaeJIkJO9Qd2eBgg/qawDaNG0my5hjUKNm58Ht1okSzLiQPLMzclIl7kAYye3B/OuihG0Trowja8tTdl8WyLfwExlUWRXIx94bfz6mtO18XnzAJDabeOPMZT+orlpEka1EktmYgmCHkYlsdOnWmXioXiIA5iXP15r0cNSjU0kc2LmoNKKPSINfW4JMaRMvbEwz+VUtXnnvLdo5JIIYSRknk4+pOK4e2t45/mS0V3QZZs479f0qpPEDE+3JjUbsEk881PNTje8fxMXCpLaX4HbpqdsSsEVzFK4XGFO7oPbiszWtTubeHzIWBbPccVh6c6Wc+92IRW7DPUVavLn7YGjEMqKBnc67Qcdq4Ks5OquVWR0xilC0ndkUfiC8kdY1S2txtJLrHk/qabJrF1GSGuXlDHr0+owKzg8fmqCrYGdwHcYq1bWlq1zL58rCNMbQB97/D61pUnJ7vQiVKKSdilNeGWYLnA6DtSLdPCWUkcnpUw063F5KzySrEoZk2LnnPyj6Y71XjtpJklk8v5EO3JPSs+SNhKKYhvpJMq7tgjHJ/lWzqTqLDRjGf3bW7DJ5HEr/41zy24ScpOrAHuO1bN8Q2g6KFbgCeMZ74cH/2ajkVtBNWMaUur5DDGego/jIjbcp4AFKYtzAscc4LY4qwrAxh1Xb/Dkr3Hp+dVshjUcoR8pyePyq6rEqFJViWB54zUCoV2lyjKx2gHoPf2qdISFiAGHwcjPXHesJ2EyWY5ZlD/ADKu4Y5x0/LoaIpQgXBxxwnv61HOmSAqZkb5XINLAJV2ER5Jwcbeo5A/kamMLrQVh8UYaFW+UFWx8zcnrnFdhoWjwpaxMYpI7gZbzGQvknGOB0rnPsE1lbmQAyXBDDYoB8vpjr3rd0zUJrnT2W4N0k8QLEhgu70HH+eldNOnbcq1jftjDKZoTdR+cmcICF3HHbjJ/Sr1tGxUeYyoQxODjkdqzLayBczK7jfj5T/D044qe+s726uFkgvzbrs2lQme/XrWrGmzZcgRZ7VBdLK9v5UBCyDGfMU7SPwpXmaOJFDZIXGf0zTi54y1IZj3ebOzjabBmLbSUViOfbP0qC786NVNuFJ5OGzjPatuUZwWcbSetMinsEiZrmNpJB0KEZUH2yPT9KASOdzNLY5lQCbBBVz97J65FcHcHdNIoByhOec16dLPY3Fz/ok8W0NtxI6gg4579M1yWt+F5FuXuLJrdYH5ZTMo2n05NZTjfUUkc8S0QVFLE8Drn8KtsgNz8zAbGB3H7uPSmNps0Um4z2pVSGwLlGJwfY1BczKCQSMsAQxPGK5ZQd9CSByZrmQABgSSEI6g9fpikDN5QyxdQQxVueBwKiaVV2MGCyDOc9DUW92UOynYpwWQ1tyjsTGWSRm8sKMj5tvHHpWhezeVpukbWIc2jHP1lkrLWb5MKp2BtzEda0tbOP7NiUHP2GIg46ZLH+tWo6BYro4VAzYYbehPT/69XLG8eEiRHI78frWYFlkMUaxjqOoyf/rUqsEUnO1U65PU1nyIDd/4SKcRyRGRihOQvbNauj6xDLqNnNdA78/K56IADXKRblhLtGFVuQQcdKmu7lpZ1cjY4HBH4f4U1oOLaO+k1G1bXbaAzLulmynv8wqO5jd/FVuxZdifMB36D/CuT0B/O12wVjnY5I3HPTJrbMn2rx1b7RhY0cAfQNWy1RrzdytqqedqDs9uGKkhcrk46VdsUMyWNs6nY0udjDvux/Sq6TSSePUjVz5aozFO2QrHkfUitWaG7j1aC9Pkm3jcNIq/e+8TxnHrWdLD8rvc6J4pSgoNGtqW26u5reVykRYMSDg5UDH/AKEa3ooUg0aygQlVW2CjPJGVx/WvPNZ1mGW9jVI3cXBJBXtyFGR+FeialPHZW++U7Y40VScdORj+VXPRaHO0jFsNBFrfNcPL5vOY88bcLVvw3plxp51Ka42fvEVV2tn1/wDrVZt7u3ubUXEMqtFtI3g8Zzircc0UdjLl1BdgOTWXO7O4OKvcls1zcJ7ZP6Guc8VSAzRkDIQO2MdTwAP51t2+pWkUzZlBCoeR07VSS6gmGTjOehNKm1FahPU5TxLALvxVZQvgQ2lurSZ9QOldr4eYP4atpCRiVPMUY7Ek/wBaglhtbgZlCSepODWu8aQ6akaBUVQFAA7dOK3Uk1oZpO5494jAn1+8bGQJSv5CpNEskisLV5UHm3U6qoI7FgP8a7+bw/plyzu9sm5ySzAsCSetRx+GrJLi3lBY/Z3DxKZMhT9KOZWsaT95JLocf4xVbvxU0ZGVhgAx7nn/ANmrldPtmudYitxna0nIB7d69VvPClre38168syyzY3bWGBgAcce1UrTwLBYXX2m3uZg4BHzBT1pwaSsKo1JWRJ4WsbaLX7n7PCqCOJA2PUkn+QFdjfz+Tpksp4Ay35f/qrJ0LRzp91cStKztMd7MVA6DAArQ1i3a4sHtAzL5sZXcBnGRj+tJ63Jjpa5538MN3/CztIY7vnacnJ/6Yuf619KV4x4J8ILp3jjTr9bp28kSjYYsZzGw65969nqinu7BXyt8X2ZvinraZ+X9xj2/cR19U18nfGMP/wtnW9gJJ8jBHT/AFEdTLYUjkCfLHzNz6imrMvKhOMbsmq8ttdAKzcbjxyOadaLiV/OxkjABNRZEWNGymZYnJVSkgKHIB//AFVVubaAQF/NYMDwvtUkchI8tABt6AnGahukt/KQvkSqeRu3ZFSlrdCK4jfzAhDHuMDrVyFZQu7AGeo74FQqkZdXi8wAjIFWWuZGlKOw5xuA4qpMGWvtAmRV3bmHXI5qQyErsfkjoDxiqIKJJ+6YgEdSep9KuQyMEdTJgnOSawlERY1WSRj5CAEFNx3HjH+NYDcD7uCOox3rc1UZlyHAOwDB+ppmm+HdU1cE2Vm8iDrKfljH1Y8UYVfu0etnf/IwrephRvIrb1wM8cjNXoJwQxVVifHGT1roB4a0TRwW13XomkHW208eY/0LdB+tOh8W6Hpk8KaVoUaRbgHubrEs23uQD8oNdLgnueXuYUlncS31uzWssXn/AHTsI3n2Fbo8K6tc24Mti6KxJyeD7cZqxqPxHUuH0/S4y4+7PdfOw+g7Vz914p1fUy32q8lcN/Cp2qPoBUyghlz+yJtNF/bOpR2iA2sRwcHv+NYiSs0fl43NnJatW0Lmxuy3OY/T2NYhWWLDRgbe5yKxpK8538vyPUxn+54b0l/6Wy3bkxyZCgCrqLIvzg9cbTn/ADzTIrYs+SRtPPvWlbWYGZAN4UgYOeD6+laypOTPJZfs9HS4tYZ5bdnJXqz5XP0Fa8Fn5UaIhVETosYwKsaLOZbRAq42P5ZJ7kd6j8Uu2mtbzKY1ZJ0DnqHU5PSu6lOFONnG5EqdSq1CMrF+1nRCsXlxHdwMjGeM9e/SqF7PpV68IFrGzyRiRGII3LuAIzx71kQX1xHdwxMWmkt9UKopySUIwRmtGz0m7R7ZjtSBElQBhh8M2V+X16frSdS8rx0Nfq6hG03cyrErBqNzHlo0wygICeh+hrOKNIrworMzIQAB/n1rQtW2atcGe4eEhnUuwBPXGDxVzR3uEa8a1TzWxnOQOMnnnArOq5ct4q7CjFOSUmZo029toZp2QxeWobc3t2HvWhMYb1FKLIq7FZnmcnfnPI9On6VoWt9Hft9kWwmub85Hlyyr5JOBwCOCcHpWJfWwi1G3j1G1W1Atg7QK2FHzZHBJ3fKf1ooykor2iN6kINNQepnTHTYrgFZN7ockIePTqaWd4PtDO0e5sAEbuOOwqtKFmvVIt9iGAlcjbxng0u6ORiJpGd2HG0YANYV58z2sjBxtGzdyfBkUNa7SSOUJ4FZ89xdQZjlQxuRnaxHPvipHmWIhBzz0PWpfPExVZEWQf7S/1rGN4+hlsUo7n5AsiDJHJx1rVMEtx4X05bdBJJ9quVAAycbYzWbd7IJgUUD1UD7tdZo9ubfRbKeZJERL6QuNnKhogM4/4DXVSSk0mOTajdE2kWFlH4LlGq6TNcT/AG7csUcmyTG0YOfTr2qheXnh+yK+d4Xu035IEl8w+vRfeu1l1y3/ALPubt7mQQK8cUriH7rdVxXD+L7y31mS2Nlc+aQWMhYbepUCuurQpxg3GWpz061SclGUbIt6X4g8MxBzJ4eSMFSqBrlnOT0bJB6f1qKTXNM88mHw5aOASA5mlyQe+A36VzaabNtZFiMmx2Xchz0749KnNlJax7mUggAgHjgmuCSOnk6nZT6rp0lovlaJBuiGJRKrbSS2QQODwOOtaGmXMUT2ly+k2SAYLxRqwJUHOCd1YWkW7R2iXNxueTH7qNm4GDwT9Kuh2jJXnJ+8fWrjsCgrWNAzP5rkWtnhiCS0AY9O5JOfxq1a3EclsIAmDG+8NnILZz06bevy9Kyklla6hVJQqnduXg7uK14o2QAlSo7ZGM1dhSpKdr9BdXnLaLcLPMkEZUZdYwCOR6D8Ki0W6t0SHT4Z1nZEaQyZ5IJz9OM1NPZQ30DQXCK8TdVPfvTdN0LT9NnM1rbRxybdpYdcUGt3axpytlyPb+op29CgbzE9MZ5qtMxLNtxnIHP4/wD1qyBc+IdkVtJa2QUMA8gY5K/THWlETNS5mKSIvlqUIO5jnK49KyL3VVtVSa2jluGlxhYRuBUdCfTBJFbUo8yN1zjcCOnrWFpmkf2d5wDhlOAoxyBkn+tFkPoUrSWKOEyJDcIz/M6yg5BAHA9h61YuLy1uofLnBaN+HTnn6Y71YuIF+0LPuIIQpjtjOf6VzerwTPcRyRKHRc7kJwG+tFg3Ib7To9OZwIlbCKYpcfeBPX69qxZEQRFnLEf3c9K6SbMmlGGVAzKqrDu5IJODWRNaiKcPdRSeT5oUdAHwRuAP0NYum+a4uUxgpSZWUcg5BapJGEhYZTjuDjNTeTmF3IXbIDsHUrzn8DTZLdfscUvCl95z64IH59aoLFQLhPMQ5HQ88it3WgwvIEUL+7srYZbH/PJT/WsJY0Ksx+9tPJ71teKovL150RxhUijx6ERqP6UNXBoqM6xpIYsjPGDznNOhsoLhI/McxsWAz149ap+dLHxtKnP3h1oQ7nBBO3uT1qFHlJ2NPUdMGnXnkiXzBjp6jHWohaGUBEmfd12FSVGeOfSq091KdoLcgYz1p1jeyx3A7gkfN028g/0q1vcbZOv2qxvpI0ZFuI2Uh1PTI/8Ar1p6Tqb2+pvqNzGXdYyODjdnAqnPfrNcyPGineQSWA7AD+lNt7hEIVkB3Aghj2qPaNO7WhumnC1tTUs9Qjs9dk1a73CNoiqgDJJJHH5ZroE8RaZdwsqTgN12uMVyNzHaMbcO7LE5JOG4FNNlZf2as6ZEqRk5B+8Qev6iqWIjvY1hhouF29SzGz3XiTSo3BCtJGF9wXr1HxRJv02RVJBZ0Hr0y39BXl3hoNd+JtJWVQRE4+YZHC5Nd54lvvNtZ1iO1on3ZI4Ixjgj61U2c9jAh1m4t7NYEMZhyQIyPfOT+JqSTxK0MRaWNdijJIJ45x6Vy7XC4jQSD5AR90g8nNMuHWSHaSuXZVOT796yaubU4KTszqY/FenyA/vVH1bH88VYTWrVzxKpHsQcflXnF6U+2zeWFCByF29MVXwCelKyO55fF7M9Yi1KINzMBj1NaD655sYjW6UrnOAR1rxpXkUfK7D6MalF7djpcy/i2aDN5dLpI9fTVpFOFmJzUy6vc9BKD9RXjv8Aal6Mfv2JAwMgVNHrF+o4lUD1PFLlRDwNVdj2NNZmOSdpA9qcNbkxzGh/GvI017U0UlZFZR12sf8AGnDxXqAbOeMdA1LkJeDq9j2O01oq7sUxkYAHNNutZklnBCZUDGCcV5GnjDUFPU49Mj/CpP8AhMrw43Ln8v8ACqtpYl4StvY9v8JaiZ/E9nGUxu3/AMWf4Gr0+vnP4XeJJb/4iaTasmA/nZOPSJz/AEr6MrSmrIxnTlB2kgr5W+Ljlfipryu6iIm3OCcE/uI+hr6pr5M+NMUjfFXWmXkfuOB/1wjq2rmbOQlkjm25faF5z1zVWV3DHB46DNQOWjZcsCeuPSpI5DNNknH4VKVibE0DSsRsGWx/FSSQjzMuQSeeO3tSPMMnYpGOCQe9K10SpCr1GG4oEPSf7O6oqbQON3UmmLJJJOdzgDPpVZzJgI0m5asCBhCXIzj9aGh2AMXkO1jgnir0QOCrIxz3zwKowsM4MeB6mtFEVIiSr/geoqZITO007TbNoZ9V1UA2EAC7D1mfqF9hyM/UVha54j1LU2W33G2swNsVtD8iKOwwKuarfNHo9tYq+1Wlkkb8lFYe1ZIywIJHU9SKjCr92j1M6X/CjV9TFKEgjvTTGQFFbEQhKsFADDlsjn9apyxOSgyAHGfpXQeaVlYKu3aCM96lTaASOMnjFS27KCPMQEdMgVaFvErk7Pl7c96lq4ifTWb7Le8k/IMfkapCFvsLnBUiVV3exB4/Stewty8NwsCl2kG1VUE5bngetMtLcl72C5ikjKGMskilSp6dOo61lRX7yfy/I9XGJvB4ZLtL/wBLZXjuSgUbTnGP88VqWOpLHaXKPuDNs2jb1wee1aNta2ocRkx7z271LFe2K3RjNrKY1YI0/lfIrHoCa7E0eV7Ob2RUstSW2sZ4ZZTiRiVI6jP+RW3dW8GuQwwLcKyqVd5C2AuOPT3NakVnCBny1/EZrp9Ltkks4kSOPdg9h2yaUkr3EpNaIxbS00+xti811AXLF8ooUbj+tSSy28UCsZEVJDtDHoT9atXCpPciKaNswSKwWI4z0GSf7ozU1yVudPgtZWEccDOyeWSzM2TjI6Ac1MttC0kmuY871m2htdZu4VuIWCtuDjkEEA8Y+tUFkiL7BMoBPzEcZGM1a8Y6k7+IZnuYw7yhfu8AYUCuaOsIkLeVbgY7Fqq4/ddNJLU7bwx4kj0O4u4LaCKa4uHQpJNJhE2hwSfzHSub8Q65cXGstdRzxTzLGV86NCFbPoD6dM1iymR4Y5pyR52Qu0YApvlYhTDDBXqD7A/1pOV1YFo2xYnMgJlZiNoC89OO1IjGJyyH5+enp71Y0vSEvGxJdTI/ZYo95P6iuw8P+FLLzknufPkWQOohnTyyMYyevuP1qJU7aslxZxbRkuGdfmPYdqsxBXIUgDkZNdL4l0Gwj1VIrQCBTFltj7vmznP5dqydQs7K18spvDMp4zkNgZ/Co5CeUbFDDcGQzxEzBSA2R2HBFdBd6pFHolwqEPsnjBPbLK39KxL3UYQ1mogUCVXBLfeXjA6VcX7KfC984jG8PAzELkgncvf61UYlJWOjt/Ik8J6gpaFgZIXCsetcktnAt1OUVFRsYXsK6LSIlj8Ia0ZLc/u1hdQ0fJAfnFc8Lm1Z8RqvmOcLuXA/Gqaa3QcyuMhuJbGKRoJnilLOFaNiD1Pp9K0dOVJLddS1CZZpwpCq78khjyc96gh0lI2a6vhx0EX+1657jnisnxDLFiCKFkiLOSzovRSfb0zRYd2dF9pQKfKkHXseAaS1uEniaTb5SqxBBbqR1PJrIjksLa4hsreQXcchQmUoVO7ntnPGT1xWlodm89pcrJayqUmYEmMkBexz2FVsIty3SWt5ZeUyMkzkM/HAxx9OTWrbavd3s08V5cZSCQiJi4wRk9vXj+VVo9NgKxArkRnPI61oQWkEecRJzz92i4yxHcR4/wBevqfmFTrdwBcm5jA93H+NMjhgUnbEgH+6KmCRgHCKPwqRFUXdvjd9pjPznnf2wKla+tMoRKjE/wC3waWJV2J8oGWYj+X9KfcFE2B921mC/IOeTikMqvfWu8jz03emaigvYZJZljuIt4fGzbvOAOvQ4q/LEImaHJJVSpJGMkD/AOtWDHo0MXiCO/idvOnJ+Vj8vT078Z61cSJDpriBpZY1mV8YIK5/wqjOUkf/AFbZPoD/AIVv3lj9kheZ4I4WGWG2NY9x9DgDNZd3LHbx73JCkckc4BpSBMypd8MQx98sF24OQM89vTNOktoLpo2ZZvNhGRtj3bvz6dq0bvxLZGEmO8jMbDDfuwSOPrmsb7e8kEc9s5d0OWwuAR6f59aQ43ZgqEYO7SlUQ7d7KSc/SnXUaeTZRLJhHQlCQRuO89K0tatFltpNQsCxim+aVAOjd2x+FVhbpI2nLsaQQxqEZ8KuCS2eT161XIpLcpRKNxYGCOP9+pDqM7VOUJ7GrPiJ/N8R3u5fLYylcFc4I4+lWjZRJe2ySzLILmZBtibcV5HUdqXWDDPqd87Bw32iTnZn+I1KKjK3QxlsytnHcOW8lmK78d+9RoY0TBbOfQVoxRE6TeySkF1jVEATGM+3rzUEULXcDfJGmPlGQck47fSokOVO0eYjTTt5z52ABk/5zVgw/L5ZX5QMDYcED1oe1aKRSM8Y6jduqM7MSAqccnaRg/hXPztnNcebWKG3H7sPuOCc5JNNdGWBcxbVAODj5qgKAykL8pH8JPemzCbyS4JZwOMGmm7opSexLFH9qOxGjLYyFc7SfYZogtpW2RpvQyg4DHAI6/0qlFG8sQklXDEnqeT0/wAavWzXaQIYZHZFBwh5AzleB/hXS7NHXTquK5bnQaPY2F3DbPFfeXOFAJjIVg3y59/4jz7VJqEGpWUMgOoGSKROVkGSeFPX6t+lYUk2Ai6hp4ZiOH2mNx+I6/iKvQXXnqIxezyx4x5U6hiOnRh9P0qHZkWKMqyK4858noBwMf5zTAjMIo1YMxfjnpirupbkYiNlTc4XJwe9NVZId0sxhlWMOVIBBOOP5mp5uhvTpv4uhkOiuzYhdsHDOpJGav6HNaWepLPMYxsVsCYnac8dMGoltpYlK+RdJ820+U24bsf4Ux91xmI3LFn7SR4J6nr+dHMj03JSjyt2Lcuq2P29po7GFkZQCrpuGQOSOmDWtp+k6bcNdSPZNJG1yUjVSTtUdQCD/j0rmG06YMFDxsT0G8A/kaaLW7ibcqsCO6H/AAo5u4nG8bQmbtnomm3EUvnTNHJukKfvAPlGQDgjnBBzyKxJLdDGCrxls8kNjj8aT7Xfw25txPcJEQQY9x2kfSni+k42yIp2kbXjBA+hxTuhctW9+a41bZUXzPNUEc/eArRuPDVzHZNeLNbNH1IDEY4zjkYzWc96GTbJBbucjBCEfyq7c+I57rTzZta2yKV270TaeuR7e1HukxWITvuRxaBdz2q3CNb+WV3ZaZVwPxrMZdpI9DjIrTGsgRxx+Q4UQmGQCZtrjGAcdjnmqAlaQgOcjpyaVonTTdR35js/g9/yVTRv+2//AKIkr6qr5Y+EJH/C09FAA/5b8gf9MJK+p6uO2h5eYfxV6f5hXyT8aWcfFnWwCQP3GMf9cI6+tq+TPjS8h+LGsKeVAgCjH/TFP602cDPPUjZyTyaux281rA0zQZRsYJrp/CyQwWDy3VkrSFsxOyAnGPf3FLrCLeWcTxxGSaI4IRR93H9K5Hif3nJYjmORDb1J8njPJqFUbJ2uPpmtkOIrVoApy3UdDWe9kYtpK5JPSuhSGmRbhtBZQdvTjrVnzpJgVt4yq8En0qPEW0IRg9x6Vat9lqN2QQwP4+1DYMhik3DEqMzewq2YJrtURWii68scU/7U0UJaOMncck4PHamW7eeuDKyuDyQM8d+PypK7YkmzodZtk/s2xuHJG+WWHgZ7If61l6cqQyOkEMrOFyhZ8jfnuMenaum1aGNvAlvcNGXMOpYGO25AP8K5ZbuJnECwsGODkkGpw38KPoe3nKj9drPrzFa8GoyywPfsxcRnG5skc9D6fSrUdr5yhyflxgcelR3QKiPIKxqmBjuTViTU4raJP3RIPAAYV0Hkcra0JUtNoxwR9KetkiAlQRnrUH9rwDor/kKj/tFY1aWbzmQHICOBgfiDRoSou50lpfXcVlZRR/Z0FrI0kEmBu3Eg/P7AgYz61DdNc3+qzG7urOSaW3AMsTYX5W6sfXmsqz1GG4t7iSBJ/wB2uSJCDnr0wBUdtePcyTbwoItZOApGMYPP5Vz0tKk/l+R7OLco4TDNdpf+lM6Sy0147pJhPEQQCRuBzj8a1pL1hNp8avqFusKwrLDbWyukzRMSrbj0ODzmuJsdcurdEAniCr03Rk+laVv4puXOTdwquOoticnPTr6c1tCVtzglSq1rNs7qIHy13AKcdB29q1rYM1gNm/crkfKcHnr/ADrzGLxXdl1D30KucbkW1JI9e9a154ivLC22XIujDKgmi2x+V5qkdc9ccfrVuWhKwck9Wjqbu8sbXEbmKSeE+YI0OfLx3Y9q5fWPFksOpR2sS7VYhpJQOcE9h/U1XilmmMYmKRRuwVYozgZ9OOvWsDV1WPUkI6hyD9Aev86hXuZ1IwTtHUTxGgMokMj72dSwJ5UHIGPwFQ6v4ZfSraCV5xvll8sDHG3HX69Pzq62mJqGsz2lxKYoGmUQ7RliPT2ra8ZTFtHiabkxXSoqKB8hClucdcgVryO3MiOZJ2Zzk9r/AGjbRQ5CnzFCsoxgHH6/NVnXPD76NFEVHmIzfOem3gdPbg0W+pLe7LpIRD5MgxGOmMg9fbjrXaLI9nKjGNLgXCygeadwUFQcURcVG1tRyjKU04vQ4e9t/sEUMbw7XbaxBfDHnAP0wTzW1Z3lzcaBLBMsnmxXS4R+cBlJGP8Avmqclmtxodxd3jzQTRRIqICGDDcMZHf1H/1qNPJk0u72BpWZomd85OFJUY/OpvcJJrcnt4J764jjhXLZJz2AxTde0n7LEM3CSzY/1a8EA981Jf6Fd2sKIJhJDNAJBKoHQ5JxnoR0rNtNJeO5YCZUdYwrkYfJ4yR+VQ4yuN2TsJDby3QMcaqGUZ+dgKuw2UlrY3q3IzGyxEqjAscOOlV4kuI7lo4ztfd8smOoHJ/St6CFL5LmF4yXaMbuS27n6jv71tGK5bktNb7GlpXiK3ghe3Glu0Xl5BL7jJ/snI5NY15oVpCbq8eMRpgvCqscAEenXvjHtWjpWnPp48p7NIrd5PmVmLHKdGJJOB1496ddo2oYUb1TJOOhJJ6/56CidWU9zKFKEH7pyWq6hHNZBjH5EgkOVDN8wPfk9Tg9PSlZLCyLQPeW919qhK7oZd3l5xwcjrWvqvhTz1iMvnoqjajEY9+49zVODwdbxypI91M20ggcdqg1Ytj4es7edJkDsyHcuW4rQe6ubG8igtboIsqlXibJ3Z7/AIdeta0FqrnykkSEkcM4yB+H50gjjaXcNrc43AUXFclRQFGPrViMc7h/Dz0pixybDJ5TiMNtDkfKTjsakUHHXrSAkQdOTUjcKaagxRIcIaQCAHbbjJ4QnHuWJqLUI5JYHRH2sRgEjOD61Px5kCkOGEanAHH3R/jVmNLFt4u7iWJlIACJuyMZzSjqN6GZamf939tvmnucAvuUkuc9c/Tj8qqXKK93YwlwHebyxxk//W6VfvrO3XULa4tp2mQRsrbk2svIx9e9OhEK6vavLwpmUcj+9x+fNXexDdy9ceEVvdHZV1CH/SIcgAc8jp161zNxpzWySWN0yytF8jEchhXZX8mhWl9Nai4lLwkA8ZGcZwMKfUVzNxJZiZo4Q53yMxdzu4PYHAwOpxQxLc5ibQ9P5xbJn2qhPaiIpGpKxg/dBIGOB/WuomiAYisi+0uS6ZXiBLRn+7nGT/jip2NE9SOz2W0bJgshGWBOc46H69KTULeK1sIZ0geYSGJRJ5vERxgDHpySSfbpVxtIkKtFbGeWaFtsoKqNpyfQ+1SRXIsp10+/i8sSEbRIBjn+h/nU31sMxLF4P+ElsY4pSxM+ZsrgA7hgCkn09jeTzi+Ub5GYqUb1Naq6E9rqsF4pDQIxfpyhxkZ9frWRJf6cY3MkU32glzuUDGScitYJPc3o0VVvrsUg86hUj2MiyB2GSA+Ksz3U8hLtAkKbekfPP+FdL4d8JI4kfWbe7ESwiVHt3XBBKgD6/N+hrQ1Xw1pL2MqaeL6KccDzwpU/lUyV04nLJJs8+jkuAz/uOTkg46U65tZrFkSUwPM4Dck5CkZGcitIPKvyNtJXg8Yq800GpWiW9xcCK5TOwuCykeh9v8KzVNJBaxykNnO0wYhY15Ykg4OCRVl1a3k2uSynB4XgZrUtLG5nRIJbQzW5YqJrS4AKfMeSrEcdaz9Qg1DS7kQsZ3iYboZUUgSL2I7j3B78U/ZoFYrvcCWPITaEGAcYznGP5GtDTb2XT7GCSOKJjgH5hzySf5VWkngUxPEEMoU74nyAOP4ue34VQiN0LQQQrIxY5JJ4I9v0qrF3sd5ba9pGoaa02oQ7Ap2lNuef8muWe9s59YhOn24trUOCxP3nHv8A4VHFl9LWyXBnmlL9eigD/CrEGnG2iV5do2rtwpyc9KFCTV0jeNOc48yREBNdTsd8GyRmOJMgDr14p4RYY7mMhd+MAxtw3IJx+VdTouiWV7Yoixl7mPiUEkEN3qjqGmw23ii2sUjkRGdc5z8wxkjn6VDh3MvaSj7pgJqLJIGS7ZSrbsSL3xj0pSZLl7cmSNhChChckmu9k0q0uCgkiRhn+Jeay9T8L2C2c00cYQquRtbFT7JLVGkcXLY5TYiajJJcW3mxeXtUEA4PqRT4ItNItBKJIWAbzyCyjOOOvv8AyqOW0eEO3nyRMpX5ME5989KhimfzCqyZ3Agk9D/KocebVHQsSkrNFlLS2khgZNRYSSTFGBcHagzzj8B+dK9hKpfy7lJcOEGYwc9M859z+VV3dj8rRwtgdfX+dJ+4Jz9nxtPJjfFLkmnuaRxMGRsGW5jgZLd9+DuVe3+eaLlYYVUi2Vmc4wCeKkRbdZFcJIH6DPP9adIkdywDu6FDxhOnpValOtBzTTsiF7JxKsP9nyiRwSiqcmozbAJI32W5CxttdscKff0rQjvJobpJxdqJEUqpkXt60hvJzbzwebAfOZmZs85P41Hv9jRVl0kdJ8JI0T4paKdky7vPKl1xkeRJX1HXzX8M7me6+JugiQw7YhMB5ff9w4r6Urene2pw4uXNNO/QK+U/jduX4n6i3T5YduP+uSV9WV8+fFLR1v8Ax5fuwjclY/lft+6UAg1nXqqklKXc45uyPNNKSf7PHPjEiNlR2I+lXLm7RrryVh/eugyqZGT3rCliu9Nu5CjYKHZIFOQK0ZWZbrzS4ZwB84rkqQ97mMrFDUoGt3wUKOcEc/yqCGYrEYpMlyeD7VbvTCZvMkZi2zJPXJqkZI3B4PIxwe1dVN3iUiQO8eQyLzwXxnNSSRibZIjDgjg8YFVQ+wbHyR1BqxBL8zJ8oX+dXYZNcREW8Y82RlJOYt/yqfUVneY6SYyc5xwa0Au8ssh3r/CB/WqLRgPONu0qAQM1pFWRpGVj01o/tfw11qEffgkWcfht/wADXm9ukizkliWHfvXpnhf/AEyDXtMPPnWAIHvhh/UVwNvaGOASvjzWXIO71GBxWWGV6MT1M5k1mFb1HXUrT2MYRVD88ehJ5qibGdI9xj3AdcHOK14bYS2F1bysDcABo26DGKzpYjatHvkXLAHGa6IxT3PKcpJXRVyFHzISaspIJbIp5Y+4RnPOakeWEq6hgGPQ5p9oka2MreY+8SbVUYOeKc4RewU566jtCJt4Lwug+VVfa4yCMHqPSr1vei8nEYtrSNWjcEwxBScqRg+1UdIQ3K6jG0uN6hfMIOB15rR0nRha3cU63kc0YYodp6544B571yQqKFSa7tfkexj1/suHflL/ANKZlNemWN4/Kg2Ich0gCsTxxkVb0e3hl0+7nlJUW7DhMcg//qptjot9cwq8TOI2B24cYyDjGO3eq6mbSbieG6t2WRgDscdj3/Wt276s89RcqbUdyRYl/wCEgtwpysjJgnvkCtG4vfOgeK5eUTInlIWOeMgDGax/tgGoQ3SIR5bK236Vcl1BruGQeSFaaUu7KegzkAetKL1N68GqcWzp7ya2ttLtoGg2RxiJnu1bBZhwNo98cnmqNumnXfiGW/luk+zxp5ux0zvBxkfrVZjJfsu/zGtwAViY8cHI/mavw6GtxIGxIFCCMKG42+n0p29+6OVuHL72g+GWAanDcJOrFpRhQpIznn6dq09Ym0vmLVknntop3YeSfnJZDgduh478VnW+lzea832J1ESjyYy/DEZPPp2qK58P3t2ZGEMscs7FvL8wlM89ff3raN7WOeU6b0uZWk6TcB5LaSQwTBuYpFBBHf6n8K6y6MkOnlIlUuqYUkZANZ/9m339pzTZCtIwYbuQOFz+ufyrW1S9fTNNlmhjDuw8sDbuwW4B/PFQ9DdyT5eVlCLw9rt1BDEkMiqVAJAIHGeuPY+tdHZ+FL2C0aHylUMgUlmA5BByefavOrbxZrdnEsNteShMdSSe/all13V7m6eO4uLl/lG0PI3yk9Djp14/GpubzpSdudnSajo97od1LcqzvJN8qorhlAIwf5frWMBJZWnmLbMlyw8v727P+1+nSizvJ7fUIfPikTf8gLt975hnr19q6Z4jJkAYx3puWljCpS5JXMa4SQJbMWIYqfMfGMHAx+fNanhpSks11KThAPLkfgDr+fIqx/wjU2qWvnPt8tcsMyYxjjnHr2qva6fHbA43YJBA3Zx/nNRFNNu5zezftOa+hpz3Iul+UsNrFjngntk1NpMix6tZCaTanmDzFZQQ3oufrVIjbjagH+PrUKTXtpdR3VvHHI8bbgkh+U/pVGp3mqJqB0i6fU7iGSLy84jXJjkyNpHt2/GuKyevFWj4n8STNMj2tmsMoxtMhbaD17c1T2ShOBz2piRT1O50yeyiTTVWa7kl3yL5m7BULzg8Adfyq1YRGG1RWXacEn6k5P61mWmlTxanJdZVNxPC85ya3TGNuDQU2nsU7C8lS6ubF5/MjLmbB7E9v5da1lVcnnNUbaygSd5VQK7dW9avquMCgJScndkgHFMnz5RwO1SU5owwAJ60hGRqs11BqkMqs62kCnzULdcLgcd66PSL/Q72yj+1opuCMkGXDt+BI7Vm3MFziNrUwtcAgfvyNrAnnP4HP4Vz8NlDq0ksrTTrcM8hLRSsqkBsZGDgZyOKcXYUoXR2ms3mkQQRrZFTMx2/LLuK56gjJxWDqCvPbqYZfKlwCkmM7WB4OKr2nh+CK4SRpLiVkOR5szMAfXBNbEloGt8LwR/hQ2JRsYFpIFszcPdNPLLMVYKAzA44yPTinzAXMciCYwbF3sZF2ZAIGBz1PNc9c+HNbgv5ZbS6VVL7lGSMc5FRPpHiK5ukku7pXAYbuTyAfSq5tBcup1lx5CW/mSzLED8u9iMBjwP6VDLqFjp6vMNQkjJiIBgwdxHBHXucdM0s8QbTZY57I3O7BTuFYHrjvVWfTrK6ggCab5CogzHyPm7moLI4tKvr2K5vbOUW6silv3hznZnJ/EfrWbrGi30D28d1ci4l8vO4Engk8fl/OrTzTW06W0ZNtE4wWJwDyMD6/wBM0geZ5HlkEoZm+XfnJXoMZ7cdKVkiua6sT6bqEkaLFdh3VMDeFyR/vDuPerGtWdumnPOm1Mphiv3WGcYwPr2olKxN5ZjdZYlUtKrf3s42kfQg1Wut1xbSQl1KSsC56E4IPPvxRzMLyjfldiXRvFA028FrqGqTWtpJCCskQG4MCMDkEY611N3410++tJINK1EzXRj2ggD5OPvHiuIaxtFVsqZCeisc4qk1nBC26M/ZiTgup24FKN0tTGnBqKUncjvpQb+YeY7ndkvIRuYnrnHHWm+ddLaPBA8O15Fky65II7ZHapJ7aAysIR+7z8pyScfU0iQBO2T2NVc1sVI5poBzAzLkkSRPz69D/jXUaH4wGnPZxajqEktlMpM0UseTEc4ABx6e/asaKDZtUuGLZwCuCac9s0YLA546EU0ybFG4tbfX/EetXNvdR29ssck6NOQC4GAFGOpJ9K3tHv5L+IW8ti0qxrjzYFxge46VmX6x/wBkK4gjaQyOeF+bCqvT/vusKy1u5jjFsiOPMOGIYjf6ZHegEt3c6DUr61jmaGO1RiOC8hw6/TBqHT2iuBcuDKpij+4DuwPX6+grnLjUXtbqRZrCBnwOJFII/IitzRruOTw7q159kSOQSQwqYyedzcjnP+TT20TKU5JaM3NA8ZLpEsiWyEu7MpfbnfgnG4dRV261iPWfEllqDyIIwrAEcDgMO/uavQ6Xp80EZlsoGdkG59mD+dcpFBIfsiW4WGMxu8Yboyh/ekQ7vU7Ka6lE6LbwpKCCSxbhfrVbWJiulzGSMJgqM7sg5Ncfdz3SybPMjgJcHzFyuT6Z/A1Je6lJcQxQrLPsJAdZeUVv72euOacrONki3BRsVFaRp53gcfOhRlwPmU9hxVCQsiMMttHQMAe9PUBGcOykrkdc8/UUxACkh5PHSoacdGUl1exAs2WxtTgf3cfyrQ0zUBa3aM0LPCclkSUpu44rPaI8ngdq3rLTbe8062gglijvXy7sZM7uTwQORxUu7WhrQdNVF7TYZJfQXd3cKd8KRxho0YBmZu/zY/GpLW+so3Mctn5xZs72xxxWOJI2uh5bhsKfM2gggn+E+uMHn3pYpVMpAk47qVoXmLEOLk+TY2rm/wBCWTy5bE8jJ21Wkn8OLJh7ScbsMGDdsfWsqSRJZSuYOPlIbjH6VbfSLyWM3EVp5tsq/wCtAIGABVWRzXZ2/wALhobfEjSWs/OW4xNtVsY/1L57+lfR9fMPwlg2fE/R28sDHnchs4/cPX09TKTb3Cvn74k3CxeP9V2umf3QYE4I/dJyK+ga+afisAfiXqm5iBmHBx0HkpXJjIqVNJ9yamxzi2VtP5wRmaSdssx55qrqOj3Gn2yzblmjyd5VeVA6Z+tBuFtZfKxl15Va0l1M+XlY8EgYB6A15ylUg77oy2Ofa3+22MskcXMabmYDJAqjp9g11IYsKSRwT69sntXQ28v2My7WV3kYl9wxweqmnQ3cNoZJYkiR34KAE4FdMMQ43SQ1Kxmz+G7i3t4GUGd2Q+YoP3GB7evFZex4WSRlG3OBXTQXLS3LbXPlsTgE9j7Viuq2l4YjITtIKuDyp9/StaFacm4zKTbKzSPERtjyrEMH3dSKiufLuGDoCrEfNk1LcRvLJ5cMRYgltwPGOtV0WRiMqQc+lduhoj0fwVP5PjcRlgFltCuD3wc/0rn7uW30+a+tJUy9u7oNinjaxxn8Kt6RcC18baXIe5Cf99ZH9areObS6tPFmolFZUndXR+xyoJH61nhnajE9POv+RjV9TN064ZbsiQghkKhumQRweaqPpst1eG3iIAAOcnjgnn+VRx+chAlyw28GrUiXMczTQ42tz8w5rW5513axYsZp7e8hsWSOQq4QrgZOT60y/luEvru2aRIxASgVBnc2c9fao5I5pUVkBE+7cZOmOO1RtayPJveXBByFxn9aLisa1qsUWmtIi/vXDPIx6Mf85qlaW32a+t5fPLAOpID5xzUlrG62l4M53ISFHTODUfnAojfdKLkcde9c0dasvVfkd+PlJYbCpdpf+lM6zwrBFHHOjXUawmdv3kvyBSe2Seen15FWdX0fw/qt19outUhinWJECrKDnnAPH1Fc/c6bbXV9AlpqtqsdsoJW5kEZyfnJHY9QPXin2vhWS0cNPd+ZujAUwQSSA/MGGCBzyK6jhjConeKKEPh23nmdLS/juthJxFJ8xX12kA/lmt1PDRtDBHCBPJIF3wqPniDdGPqD/SmR+G0hs/MRtSEhBCbbULjJyDksKksdblTXTDHOt9dRcNI2QHAHKg/n+dTJqJb9q/iL1rBEGdFHMbbWyuMGq+pz3dpcRLZOiyyqVAZgM4//AF1jaHcXn9qXG1HleUFxCXxtGc55/DpWhPqkb3qGULujwiYQnBbk49+MfjTi0pIyq03KLSHtLq7Wk5luHEwwUVJD6jP86oPczWcX2i+Wcq2UwXzgnv8AkKlutbSCWSJsybCMvCMgg9uvXNQXF+2pxfZksrkBjktuC+3ftXQ3G2jPNpxqcyTib2jTMbbdLxGyq8bsexHf8qZd3iyW7RvtZw5I2nIGCdp/LFRrp08EVrvw6xrjah3s3HoBz9fapIrq3kgWRg6bhko4ww+ornkejC8dOxw0AEV/ErEgrIBgrXp+lW/hW7uUcz7tThtyRjChSARuAxyenvXPW4iubEXksUTclvlUHaAeAR61JFczaxf+ZKphWAqyNCgTkKVwD3GTz7E0kdNWvKo05DLqCTWPFP8AaJjK2yFQu4Bc7RjoP88V0ChQvNVra3ito1jUBQOgzVhsY6E/SmZzqSna/Qy7jxDcWFxf2ts2VEauytGCGxyefXBNdHcWIgzKLmORXwyIo5ClQf51hy6daPL5xhBkweWPX6is3RpbiCWQXMryI8xSMFiVQHkY/r6UGR0pXc+1Rx3NKVBYBR0pE4XgnJ61Inyg/Nz9KYC7ecAc0OoHA60LlTkkflUZZjJjP6UAKq85/KpXUAAd6RcBwSaC4MmSeKAJNgVR61MFCoD3NRFgW74qRnyRg0ATbAIwcc0/AMWSOc1Ez5QAEmnbsxBc89eaQFPVbVp7NmW9a1UcO4OBtPBBPoRVSykgsdMl0q32CJ/laaE4Zj1PPPOFzkVfutzWjpGwDHHXuM8isWDTZlKqZVCrJv4Xk/59aNOqLi11Ojt4kkDcnjpTowGRlPcVFauYyS2enano/wC8PJC5NIgqFFZyG61H5YLYzU02BKecg1WmkKHOOlMBwuLEqiRuz3D4Ux7h8pz8x/XH4U6WLa+09K4jSklTxCJXBwhfJzk856nvXctby31tDMpI2khieOO+PU9OKqEVKVm7FKzersZ2qW0T2ssMo4ZCM4rC0fxDY2Iit200s8gX947A4A4HXtXWTCP7OI5QdwbaAQevvWDnS1mltpLaJppGG0kY2YPXjvy35UJWZcdBbWZ9cUyweTCI3JeKSUAEcE7eaDEDIQRgjpg03SPDj33iS6gSd7TThFuaSEk9eOO2ePyrf1jQo9MaAQXZnVwck9QQf/r0NJGc5XOe8rb1HGaHht5dsTsAzg4GPzq6YcOIyx3sOBnrVCC1vL6WWaMiOOFmjjEq43MDhvw9/WiMHPRDhFyD7AE4UcCmG1YSEkjaFxjHerohmjUCVSDSgHupI/OocWnZid07M5+W68rUUZYyfssqfKG/1hcYGfQCthbbzOGx+FOeztZZA7xLuB696f5bQkGEA+zUIGV2sorqUwNghAxK+hYqP/ZapReHbSK7SRRLFKpyrK1bNuNkss3kKskpBbB64qcXcbBleCTj/ZB/kadxGBe+FILy4eeaSWSRurbqdaaLHbWp0yGRwss6ylWb7xXBH8q3Ybq3G7L7Bn+IEGrKPbuyskkbEdOQSKAL7QTpakKuWEfAHriuBLTNfWNqNy/ZLUKcHBGWyc/ia7pp7jHDg9+AKorYRiVphCvmN1YDrQCRz9zphu3WWKbDqpUBxkYPUj3qsdAumgAecEKcFiCev/6q6xoAB8qDPenrbbk+ZAvsDQDVzlToFq0eCvOOvvSxaJGkbLt3H+9nBNdK9njBQ49qrvDIBw1Em5bjWmhzF1okwYNDCGBznc2MVreCvD8Ftfane3cYk8uIHLEjGSemPYVeCkcFanieSK2nhj3Ks64c4HoR/WktBq3UyI4vBTsRBaPGp5LvcsjFu5wciotR07w4vlS6fJKQ0JZg0hOCO3Tr1qJ/DqlvlmH/AAJP8CKl/s37PbYB3MF24U8ZyT3+tTO6Wh6Evqlly3M6HRtOnsZZYbkvMiCWQMo47YHHPJqzpXiW6tYpLW5aFrOMBIi33gOwJH5c1Yhu9Q0vzJ7JYvOYcq4yD2x9ME1y5+3SXEsktuyiSYyOqJtyc5wPQVSWh5rPSfh1Yxr8RdMu18gFjKVWEkjBhfnk/wBO9fQVfOHwwtWX4iaLIsYUKZtxxz/qJP619H0Iq1gr5p+LCSn4jawVPy4hHT/pilfS1fNXxXG/4j6pmQDb5IA/7YpWGJ+FepM9jgpGcqk5kDOuF+g+ladmXugysincCQ2cVmy+WsRMTcHIyB+lPsvtKpt3YDc9RmuKcbxuZWJr5VhnMajYsYVckklj3OaqzSbCqDnuDViSMtMolyCp6E5NULzKTKu4E+uaqCUtwSubGmGI30Qnjysi/Lj1HNX76e2lZrlLaEfOqsHX7xwetYcLyrhmbb5Z+XFWJfNjhO5y0crB3x3NZuNqnMmGqNWC6guYhbR2FukhBBljUZ+gJ6VxJndGZWzlTg5PpWzJeTWtqZYAqsJASMkdcisKQlpXZjklic16lOXNBXNuh0rzSW/iGyuAhKRFHZsZCjd3rsPHUNrLrdg17O0VrNDhWQ4Ibnkn0xiuTOkX+o6sjWcM52xgeYjBFHJ6k12vjG3X+xNKvbuR1a2+RwkYfcxA4yenIPNThlejE789cv7QrJdzz3VtK1LR7qKF5JJkl5hkiYkSD6etXrPwl4o1FVZLC6CN0MkgXP51UbxlqEL7LCCGEDjeyeY+Pqen4CpYPHvi1T8k5Ydh9lQ/+y1vY8yMpW1Nk/DnxVj5YV/7/iqs3gPxTAcHSriXvmKRSP51csPiJ4uWeMS6Z9rTcPlW2dCfxWvQdZuvEd3cWpsY5hY3EQYoibWRscq56inyormZ5BAlxbLqEFzHJFNCuGRycqcGs1p8Lwm4+p5ruvFOgHR7VrmYIlxdK5kiRt23AHU+p3GuCAA9a56a/eT+X5HrYx/7HhvSX/pbLWnX0sEkoxJArr96LqT6H2qaHUtbW2MEOUhZi21d3X8Dj8qrRttII6ir8bXhw6tIRgkcgDNbHmOpU6ED2utXSfvUkCHn5IsH8+tJHDNbSklZUkx9/o1aLXWqQvsJfIQM2MHaCM5qi1wZ5fnJORnr3pbmftKjdpFlLnZdIySSRARBdy5znHT86sxaoqnzJ4JLlio+SThQwwM8ewxVBSvpUg2+/wCFJ00zTnsXJr2W/s7e3e3SGKAkqE46/wCf1p0En2dVGzeinOzfjd7ZqvFG0rbURmY+lOWNmchnRFU4Zifu+prRJIybOntdQkOoG8S2ktYnbFqg/ebCQPlJ6evWtaw0mXV3v7G4094dV8jz4Y55TGWU56DnPp14rlINSs7G2wl+8jDshDZ9OCegrUTxVpMt1FdXd5JJdJj9+XAI+mOn4Vbd1Yi9m5FWTT7zT7eSE2y2JiU+aJZPMIb0JJ6/SoItQkVdm2NjnGcGunvrCy1e3NyLXzo5AD9ricu/4k1nnwzJbWwMNwhQ427hgnP1rOxaqXM0Sv5m8Mc9qnjvJF/2j6k1VClmwDkjvVhYygHAJosNMtfa9ww0Yye+aSW0h/dtMHh2usu3O0t34qxpE2kwX4k1rzmgQZSKFCxc+/oKx/ElhN4rv4bu1t0Uz3LIqQ8RogXIy3c4XOcd6iS7FwavqdVBEkukXGoCaNBA4Uxs3zN7j161US9hIyTil1a40xLWw0/S7O3VEGZnExeRWCjqe4zx/QVQCZP3eKpIl7mlFPBdSiASlPMO0MBkgn0pZ4YNNkS3a6eVlQfNKuGPv6Gs8TSWb/aISqvECwLruA/DvWbDq2o6zfTzXkURjg/doI1wVJPIOef4f0p2BHQC6iYgBhk1IHQ9GH51jkckeUR9Ks2dja6lI2n3HnDz1Zf3fUDFCQzTDAA5Ip4lTP3hxWfdWlvYT/ZIDKyxAKRJ16DvS2tykL/PbCTPTJIINJoDUDKR96nbhjaCcD1qo32Nzu3tGx5IbB/Wo3jKKxixMCOqHd/KgC4zAgDNNUc5rKjQgKruy44I71bFuuAfMKD680gNBTTmYDhTn1PrWXKc/JG+0Hg/MTmmMH28ORx03UAaD471C5U8Gsx5ZlXvj60Q3RztcZ9OaALJhhRyyooJ5JApWv0j8qJ0cqr7gwfAU8c/r+hqlcltp2twfesyJ4rXVbe8u8tArruQ85ycdD1P1pptaoVk9Gd5p2pobaaQ7pBvLJ8v8ajrz7H+dc5eaZaXV4100QVyxb5OAMnPSuk1PS7IaRdatpd2YLe6KNKVkDAKvUFc5JPp61w0epSMOXP4mjUryR1dn4n0XQ4JLRNGkkklVfMYMCDzjqefeqT3cN6wmhhMEbKCsZOStc008N2lw1xf+XLAP3cYUZc89+vpSwXbwR4bks2S2fzqYu7N69KEIpx3GxPqzeI5ZN8f7tmCNsGCg5A65yCf51E+p6jYXDjUJmSJwVjYAEg5GMe2KtwavblZ4xKkjRBiG2fex1we/asxtdd7uEMfkTcSNqsTxj+LitYylB3izGnUkvI6yCVp4gzKwTPyhjyR61L5Cldw4HtXPwaxJ5SKGBwPSrUGqSSSKp27TweKicm9WTJtu7OiXRtOmUOupqhIGQydD6dakHh8v/x73tvN7Z2mubuG3WzoHKySKVQg4IPr+HWsHR9WkbUnt7iV8kBYg5LDdjBzjHJNYxbauTFNna3unXWnKrXMRRGOA4IIzVUHPI5qW3uFmsY5Wc7W/h352npj60L5LE7WGQeeRWiKIjJt6g0m2N+SinPqoNSS28coxuP4YqIWrRt8rkj0IpgLtVeULJ/usR/WnJJKh+W6lA/2gGoIG3PbvTCrA8YoGWWvJx0ML+5BFC3swOfJTH+zJ/iKqEt6UzeMEnjHWkBo/wBoAfet5B9MN/Kl+3WzL829T33IRWcz7Rnt14pVlOAynr3FAF0T25b5ZYz7ZqQcj5SDn0NZEkj7i2dw9+artImcmNc+uMfyoA3wAQc4qJoAQT+lY32kqBtZ1x6Of6077bIBj7RIPqAcUwLstkCPlOfaoVtyo/oaYuoyr1dG+qY/kaX+0u7Ih9w2P50COn8AQ48c6c56jzf/AEW9e414V8PtSguPHmnRIBuPm9GB/wCWT17rQNBXzb8ULV7r4ia8ONq+TjaRk5gTtX0lXzF8UJpF+LOtCBtsq+QRnof3EdYYhNw0FPY5C/NukS/ZwEiVFUqBg7u596y4biWN9/8ACPfpWr5MBmc3BVs88tx7jiqkUaXk0ioEhwMjHIAHX9K54NNe8ZjXvSWWYOQV9Ooqm77pQQ7Edea2L/TLOHTILiFpC7fLLk5CnFYORkMOQOPwrSlyyV4jRq+ZGQq5GcZ5NI4M0Idpdig4wT1HtVREQqSo56jJ61cslhZSbgKcYK7j0IqJRUdQaGyuZEESRvIpPPYYB6GrzfZpV8oQAIO2OR+NQhSZCnCrjdnHanQqCisGwSfzrOTdlYTb2Ojg8QvotrIFt/NUfORvx/T2rsNP1CHXvDEd95Hyh87JAG2kHH07154+pS6Xdi4iRXITaVfkHPt3q5p2qg+F7/SvIEK3DkgoTiMHB479RXRhaqhRTkz1s8S+v1fU7qNkQ/JCi/7sYH9KtpdyKOAR+leLzWdva3ghkvLkqVznzcZP9K6u0m0qLQpXtLZbiSJdj8ktIxXkZPJ+orthJTjzI86nS5up0j+OQ73EOm29zeSwEKzLxGDnGC1a39oC1uo7vV9cuNPjMaSNYvMihTjnnGSPpXnng3xEmlL5Go2LtGgO0wuIycno2BzjsTVPxlqE3iO+imtk8u2iyURiCwJ6nOOaXMXGhUeyOq1vWtE8Q38FvaxyfY1lP2iXkGQMRnGeeg7+tY/i3SrHRtYSO1hZbaeMPECM+xGf89a5rT4JILe+YEhjGNp6c896kF5qOs3VpBeXzylT5aFyOCe306daxpO9Sd/L8j0cdBxwmGT7S/8AS2WILy2t5kcxMSh+7tqomo3kGqSXWYisgbAYZBBGPzHanXDyQs9u6BGQ7WHpiqR3cYZgR071seVr0N2xLiCZ5pQ++F1chud2Mg4P5VRs4VglV7lkUMvyoeSefSq0ckszsbiUnCHbIf4PUn8K3vDUVtcatNNqLG5hSNRE0pHzduR2A54HrT0uSlJu8hFktODx/wB80ss1osLsCoIHBK1oa7ZvazLdQWbQ2chwjlfkY/7PesKZmdCMDn1FJjXmXbS/S0LxTRtIFwHeMMQCfXGKRl0+5usma1SJlwVLttIz1wD1rNtLi8tormPKyCfruXGDjHbr2/EVmtaXacJICM9CgrNxm7e8HLC7djpxDo9vMI0GnMD/ABqhIH1yTU/naRAm4Pp3H8K2oOf/AB2uP+z34IGUyf8ApmKmNjelF3TKpI5GwVPs59ZsFy9jv9P8YmOAW6NKlvIwAJTZGxHTGPwqK9c3nFzf3Hk53eUHA5+vXFczJdX9xosWnFI8RgKJOpwMdB2PHaqsNhdmQGWd5G9SxrGdCq2uWbsbwnTjFrl3O33WjybxGcAADjsBinE2+OFcVl2kRjhUFiSBWZrMwhkibzZEkjBdQD8p57jv0rr2RjGLk7I3pYLVyMSSKR3zWn4a1HS9DkewleUi/cIMAnJwR17dayYFZoI5ijKsiBhnrg1i3zmK+jmVXMqkFce3v+VPQErPU6e4tIrS+k017rzhZkGKUphirjOCR1I6fhTtkarnzj+dYtm91NK9zM5MkmCxPViO5rVjZxGzOeMcUA3diSQ+YhU3GzPHUdKrWmnNBM8gvS5k+9yPmPvUEN4t9F50bFkJIGVx0qVSwGRj24oEaPlEEnzRj3AqSG/n0mdJ7YiS4J2RKhKliR0yDwOtZ5aVcAEZbrxWbqEU0yjaVRgQVYDpih36DW5vtML7VL68EpaaV181JFOUZUC7evPTr3zVtEcJzFGc9xXN6TBJawkZDEnJLdya3LeZnydiDnA+U0Ay0LXIyYoufc0v2dkOY0C45yDSRZY8+WPc5qciBl/dzIW/usCp/DNIRMJ7lmbfht3Q9CB9eoqEwJn/AFWf+2hquTNA53owH97JxS/ayP4ifxoGTiKPH+ob676ieCMtkQuBTftcnZuOvOKabyTqCpH0oAa9opzjePYiqrWpwT8xPpirn2tyMhFPsM0hu89YW9OtAFB4z5W1+3fFYeq4S0kUsCRypBIIIOa6druLGGVh+FVp/sc6FXxg+q0XA6JdU8Kz/DttJS4gW8igG1ONxcEMD6k9OR681wTIuwYzmrkGjWEdwJY5QFGfk7Vo/Y7RlxtXn0NAHKmxmS7EqgFW9a0hETHhkRh71tDTLY8qCPoaP7OjHCsR9aEDbe5zh0yLzPMEKA+xqKTT45CAVGfpXSnT8f8ALTj6VEdNOTiRaYGKtqVztXd68VHM726MwUggHGBW21i6g52nnqDVWa1k2kLn8DmgkyLG41BprdoHkupp0ZfKiQuyHHHyjpz60ajG+m3UaXNpJaalGxMglBGPQj1r0Dwf4h1DSbKS0+yQ3EcRLRq3yOSckjdjn8fWpPGHilNRh+ySaLCJXT5Znk3mMH+7wOaSpRWqC9tjzzSr+53NCZl8rezBQ3I561sLNLksT8p/usKht7Vcbl3keuwGpTbgYJP5x0FDw8hzhpce2Kb586kYaU57baYyKO6Z/wB0io/lB+8n5kUATrdyxlsknPXcp5pRqL7mBce3X/CqpwD978pKY3D7g7A+0g5oGkXl1I/xYP8AwIU1b5TKQzbcnruHPtVJ2dOeWU9SCpNKYz1Ktz/sA0DLo1CJCRlivtzimpfRPL+6ZlP91ujVnPCME78H+7sIqp5iL/GBQKx0a3sDtt3qHHVc81HIY3Y7HUn0zXPM6kZVlB9c1Ij/AC7tx3+xosBr5GabkZ4rAnvJHUq+eD1qEXEi8h3H40DsdKQD2phArCTUJ16SE/XmpP7Tn77T+FArHoXw1A/4WFpZ/wCuv/op6+g6+a/hVfvN8SNJjYDnzv8A0S9fSlIEFfLHxdjUfFjVnYOFbyRncME+RH2r6nr5c+MTr/wsvV9yfdEPzAf9MUrOrsKWxxiJHuPOBjpUVurLdSCA5kAzgj7w9KqNIwl3KWKk/LWha+XMGkfCyKeoGK5pLlWpmaCxl7KSPeElUZZ2HA4rDK20abQxZhyWXo30rReGSVTmQFZBjlsZrPkgjhkEQ3fJ1YdvalRSV9QRKzhrdVSLbwOSelRnKsuG4Xg1LHLCqkuzA+/U1VMjvJj5dp6YrRIZpwPtCguCCMYNPnYvGkUW1gpOcdx/jVSAiRNm3Lr04qa0RVmSOaUw5OS4GcfhWTjqFi8L+CVlMkKk5xk84FTPdI1yYreAzDOEIUgn8MVn3Ft5Vw8SyrKq5O5OB78UWouZJFW18zc2Fypxnnj9az9jTsetLO8bJtykm/8ADH/5E04rSO8meNLOJpx1DAfzq9LpNjYWUj3rwwsGwiJCWVhxkk9uv6VRlCWl1Ppc0E0V3CRuZHyegJORUNy87WRWZ3kVFJ+clstURjyztLbtdhDOsbzJXX/gMP8A5EgN5BmECzjLSHGOOOPpSPqMcEpSS0VSvHB/+tTrm3tIvCVnqMUf79JtkuGPzcnrzVZoPt9vNfJkuzMdg52gY/pXf9Xp/wBN/wCZ2xzrGxlrJP8A7dj/AJF4X5mjYwwBlweWbH6VR2y3zjbs4PPljAGPWuqsLzwfpMSRCK61Cf8AiLjCA9/w/Or669DqcVxbW8FnDbRjCwxptJ5Bznv+QrWnThD4Tlx2PxeKV6q91baJfkch/ZzD7xGfrVmfw7qFpbR3Vxb+XbTAGJic7+/bp+NbQt7q6txLY2lrLkn5CRk4/Srmqao7fZbOeSOFnAMqOwKoo7kg8cZ/CtbaHlpHImwae2khVgu4hs5GDjsfb/61RQaZNav9oa4G/lWjiY4KntmpYr+NnZpMJIBkFujLn+f86tNq1usIbfkH+6vWpuj06eDpyipJ3T+ViSYSLZWgaS4aFlLL5rkgewHQYqAJu6Amlg1FrmWODYTBlihPY4GeK1Y3bhFRf++aE+5w4imqc7LYzBbgZBJH4Uw2+enJ+ldIkiwooMSFyepFSCC4Y4VUCnqwGKdzA52GxYncwPtkGrAtBnkZrd/s5iM+Yd2euamj09VGXkZj9aQmYSWoA6Cp0tdo3EfjitxbaIYyAfqak2r6DA6UCMhLSVxkDA965rxDaObyGRWYkoUwRgZHPBPXOa7p8npn8qw9QsLm8uUDH9yh3KMcgkYP9KT1NKcuR3MbzZrJIFe4jt98weVcZyrDO0DtW5FYG6xKoBT+Fs/e+la2mjS9PZF1O1tsThSJZVDsxU4yQc4AqaKFbZCioiJksgjOU2kkjB9MVMWzWrKm1eKdzJS2dZNnlkt6e1Z0+tW0G0G+EU6TYcKeVAYggA8dK1da1I6bYPMifvnyqcdDgnnHsDWWLmwlgi8vTnMrRjdNJbkmXA+909+acpNbImFO6uV7nxDHdqsSbru4llOJiwDIgA4K9COTz14Na628oUERnisUG3vJN8Kx+ZsCbol2ZBJ7YHcda68MrDIppiqJLQ5LxJfy2FmojZ45ZWwrAdAOv9Ku6ZuvtKiugzSrwruVwQ3uK6+20vQ9XspbXVLeR3IO1lOCM8fL78Vmaba29lC9jC8ziAJEzSptztB5AyeOapNMlRTTKATaFAXgn0rXVbeOHJMYbsO9Sldu1iqnPQGlCJnO0ZPWlckhyrgEou0DjApHVI0XaFbntSmKRD+7bIPTioJhcoPkwee1ACi6kiT5HO1uqNyD+FOMtvOP3kAQn+KL/CoGjnJCMMn6VUnv4LSYQ3MvkDj5iDg56Yx1pFxpynflWxovp4K+ZBMJEHXnBH51QkBUlckeuat/aWaBYoiCmM5xiqnVxu9eaZA351AOSB7UoncADk4pXO9uBgelEnIzGAAPTrQA9Hyxyv5imD/XHMY2/So8Ogyc4PvTC5BzkjFIC4YonGGQD6GoTAgKgbuTyBg1F5rgZ5yaV5WAXAIPrimIkSLJwC4/CnNuiY/vWzjPeoRLtwWBzQZAzbgfzoAn8yXHEpB96POmXrIpquu/fuVv1oZmLbdvXtTESm8kHXbQbw4yUUitPT/Cuq6mFZbfyYv78p2/kOprp7LwDZwbXu5muGH8I+VaLCucVZ3Ye68vakSmNmLknA7DoMnrUBni3MJoi0mSGYc5OetennwxpgXalpEOvRfUYNc1rngqG3tZ7m1n8kxqX8uRshvYdwadmPmVrHLLLaj/AJZsPwqcGJk3oHP0JrI8xuxyPenrJgjIyO4zSYJmgrKxxIki49TmmvHbHq351VCPIN6LMFP91s03DqeXnB9xUlE7QWrdGT8xUTWULdNhH+9ULmTp5jn/AHlpnPTzIyfdaBj20yM/wD8GqD+zTFu8tHOTnANSbZMdYuOxFNLSj+5n/ZNMZGbNiMjzcdOtV2tGXoWHfmrBluIxlIt3OTtbrTRc3B/hkFICr5LK3rnrimNEc52fpV0XkwPO/wDKmtdvjpn2Ip3AyLiEDkD5vSqe4g4YCt43SsRvhVsfT/CoZEtJTloSD/skD+lBSkZAPcHNBY1oSQWqqSvmBvTg1VKwn+Mj/gNArnXfCNs/FDRh/wBd/wD0TJX1FXzF8JliHxO0cpIGP77jGP8Ali9fTtIQV8wfF9w3xH1hN4XHk5z/ANcUr6fr5S+MpUfFPWfk3NiH8P3EdZ1I3SJlscQs0bOdw6DAxUmZOGjJYkYwelUlKknK4PtViMkxfPx2XHQVDRNi48mxUjcNtY5V+MU2TdsZTwT0b1qt87ukPOCfkPUZq0Vb92kUpkcctzgCs7JCsPjtASGOJYfXHX61UvIjDcuVi8qMnhc8VZRp7ZszjETcLluKqSzGaQAneo4HpTjcLE9oxluVWM7Wxkn0xV+OOSSaN22yPnIV/ut9az0YsyuDgnAb2q356qD8xJBCj2H/AOuoqJ3uhtE95ZzWjqGdWaXoFGSfetbw28VhIhlQhnPEh/hIPpWN5ktw4HlbmPyoQOTVqK5ZcLySBjDdq56nM4WZJd1m5jn1RrxUKylRzu5IAxnHSs6O4aT92xZh2z2JpJI3ubxI4V3OykYJ6fSpXs57O7SK8ZYiw3H+Lj/IovorvUSZUu7a4EElvG/mwh8lAeMjNGmXggzbNbum4k4XkdOetbVgiz3pjiVnQj+Bf1rQnsNNBKys24eg5zXfSqc8bs6Y1JWOPs4YW+V2+dSflDcjHtTo5F+1fIx3R9W9eeP6V1Wk6LZn7bLBGtxKr48orucKcc9OnJ/KuevLZ7XVLhNsS742kRV6AA5/P5a12R6PNO127+Ru2t7p5tTPd3jZTjapxn2p8slhcQyR2tqrHYfnYH+VYnl266dBdvaQyvMzKhdyQdp9OnpWtp0tnqM88l3qb6faIuceWC8nrjHpx+dLmZbc3skkcpOoMjkqEJ+b655retfCetajB90Qx4DKHYYPHoKyNQaMkGEu6EbFYjkjoMj6V1MHibWGsYYrWC3TagXLqzNwMZ54FHQwcJzt7NK6fUfb+CLqzf7RJdRs8alvLRePTkn/AArStbAIQ0hUn0ArmbnXdR+1LFd31wZXdRtQ7FwT0Ixz/KuthChQAG/E1V0ctalOm0ptN+XQsLGinO1c/SpMUiKSu7B2jjOKdigwADtQRntS9OKKYCAe1OooFAhpzVaaRY2UEgFs4yfTrVs8miK2triZFuiRGTgke/H9aTY0ctLqmjXsss+otdHZD5Vr9m24JBPJJ9z2q3o95PJYwwSI+IYwglIwHA6Gt668KaPYKkNpbNsUFwHbeFxjpnp1qs8IRNigAk4AHpSi09UNvoYeuoLuxcMMlPnXjuAa5Q3rJb7Iwqq2Tt8kZUHsGJzXfz2KyKVJNZp8O27Nk7vzplxqSirI57RZFe/CpC0f8S4zgY7c/U12kbMFHemW2kQ2wGzcPxq8tuvTmgmUnJ3Zi6leSwvBIjFWjfcpGeuCB0q7ojTGIyyRYDkE89SAB/SrbafDKQHXjPXNWEtUjOEZyo6ZY0ra3FfSxKOacBSCMDjn86fsBP8A9emIbjn2psqjZmpDGo9c/WonAA6YNABtDAAVYm8O2mraTJBqM3lKwMsTq3JK8AD+v0qsPLwS2enGKoXDRQXcdzKEMcUbuzNn5QPTH1pFKXKmal1pVlpNhbrBcIdqYlQk/KRxxnnGeKy2syZGYNgZ4rptQ0y5/s1r+4tsRzbGRXm3+UDzx6gk5yaw9ozxmmToyD7IpUnGGPXFVGt5GdsZ461p7eeppSKAMiWBwQV5U8/SoGUl8AGtsgYximCJM5xyBQBjAbm6HA6nNNZsvggg9M5rYitkj3YHXrSNbRls7RxQBjjLN1596UL1x2q5FakOzkDG44GKsxW5eUKEDMxwAB1piM23jeWdUUda7bRtR0DS2WOTTpVuAOZyfMycfhj8BWDcyPpd28V/bNauiiON2hIVx67hwazZ5fNcuJQ4P8S1aRDZ7HY31nqag2t3G7EZ2A4Yfgeah1PV9P0iJ5Lu4Rdgy2WwAPevM9Ik8lZHeJpjConj5PykN8qj3Zyo+ma5G3h1jUrnV/tzXEs89s6MJcjD5BGM9BzTbsCjc7u5+Klvf6h9g0pS7MrkPjC5Ck4yeT0rz0eKtd1fVrdru5dt0q4t4hheTzn149as6D4Xm027jvLy5UOhz5MXPbux+vaty2t7WwjP2O2SNTwzqOT9WPJ/OpbbKTSM512SOozgMRSYFTJJIqlCEc85IFMML9cZ4zwaB6dBEcIwyWC552nFWDJbkfLPMvuRUX2clM+WxPrnikjmkhysZwD1B5pMZKHXPy3x+jJTW3n7t1C31FSNHcyLnZEw69KjNvI45t1/4DUjGFJeD/o7fiKjaCU5P2eM/wC6acYsHmB/wNRtEgGdko/GgBrW7jrbN9QTUEsC5BKSow6EE1PlQDiWRfxqMPuOBNISTgcZzSGRIyl9paRX9PWk2PJOFiuFOM7kK8/n657V1cfhu8j0VpZc2935gPzRlpPLx/d+uTWJJoU8Wom4WRGjldUjZz5YQd5GFJ3KVik9uWQFnQA9Cwxn6VWkhEZwWVh6qc12U/iloPDkumXtqbksx8o3PzbQRxtJwcdxXNxWazLuITPcK2SPrVlUqM6rtFGZtXHIqnPb4YtGucnoK1rizZWwrPHjBDFcqfr3q3Nqlw1n5baXpuSABPGrKwx3x3/Gg6I4Kd7MvfCWPHxN0dijKf33X/rjJX09Xzx8NJLY/ETSlTAc+dgdP+WL9q+h6RGKoexnyphXyx8Xyv8Aws/XAVwcQc+v7iOvqevlD4yykfFbWVHQCDd/34jqZ7HKzgriM7w6/wAXpT1leNgCRgdjUMuC2UOfajBMoJ5A7gdam2hJseeIl3R43c49vemRuu4rCAMd/WkSCCRV3MylhzjjFMuvLgASOQtuH8PWsNG7CEuTNOBllVV6KO5qmMj+IZzjbnn61ZikSBGwm92BGWH3fQj3qnM6b8xKFz6EnH51rFJKwzQjRQ6jJHfHY1KsijOCnA7jqfSqaEGIMWYv6e1X7JrYCRn2s4GRnGBUyQD7eUymQs6oVGEAJGPepDOJCZGIVzxWfFIskjdck9CKs/wPuy3GEHoaxnElnQWMtnbSNNgo+ONwyOlUtTvpLz9+8QQKAAcctz/KoYJN1sA2SCcDPaopopHKIfuDJGTw1csaaU7slLU0tJuLr7Si2+1XKkFnAA68gevatWbxCj6atqIi7yf66WRR7dMc1j2Fzb2unyRm1ge5LCRJmJygHUfjUFoTNcRxIm/exOwNj3Iz2rsT5bKLNU+htJqF3YZexl8pmGMBVOfzBrIe9uZ9egvNRKMR8hdVC4Bz94Dr1rstA8Nw6jcOt7erZ4PyxjDk+27gGtqf4daPkyXOpSQxn7zOFGR7c81vzxeidzVVGmeUWtzNbmJEnRhbSsY4ycDJHJz+AqEXieSi3E6BY2PyIgLHI6//AK67bW/C3huTdb6ZJeyOCP3jldn8smqVv4Rs4cFk349apHb9fdrJGfYw/abfFpKEmVVzu5HzDI6D61tTX1/cQJazR6dboFCs8SHJUHJAz0z3rnbhpLDXHVMhDEwIHGApOCPoVrpbKLQpLZZjHqFzLINxVYNoH4mqcuUI2qLnmymEsDqSYCOXOUPXafSt2ONgQd+RSRzRDH2fw87cfKbicL+gzTNOmlnilM4USpM8ZC9Bg8UoyuzHEqD96JeUsE27ztznHbNOFNBFOFUcYuKTHNOpOaBD0j3Ak5AppABwOlVdQuL6C80+2s7Q3BuZQjlcnaMZ7d8c/hVggrJsYEMCVIPUEeo7UWAlWPcOtM+1w2SPPLF5qoM7cZ70srlUIArNuJZAOE4+tJq6GnY6HSdbg162JaCS0EUh3rIMkoDg4/L9Kyt4ebI5Cjg1Wn1hUuEe3R2RVCy5bOWPXGOKfaZMQbB555pQVtBvUslRiiOLc4FHUVZtEy5PpVCElgESg5yfSmRpvkC1NdH5wKLVQ01AEnl+QARyW45HSnQQCVSd2CDin3X+sUDoBmpbRP3JOO9DAqOmyQr1xUqQZQNu602X/XP9ani/1S0gKRHNEkfy9ffFPYdfrTyAVT3FMChJkR7RgAnOa5jXrtoTGBLkg/OoHVfQ57HmuuZKgurOOeMhlByKBp2H2/jmPUNCitp0lEvkG3XaCUcBh83sRgfnVZJGJKlTketULfRoYbtJlLDbnC54GcZ/lWxJENuR1FSlYCL589qPm7kU4dPekbmqEIQ3tTMsOq1KppH6UAcrq2v39rqslnaJFhFVjvGTyPr71SbXtbbqYAPZK30t/CTavcTa3qE8F0ZlR1Q8LF5YIPTruxWuLD4ZMm8a/chc43bhjP8A3zVIRzWiatd3d5LbXO1tsXmAquO+K6/QomlvGlRlEkQ3Ihxlj6DNRWNj4Dj1SBtN1m4uTJlJhuB2pgnP3eOQPzreMXgu0RxLqs6IxBO5gOR0I+X3pCN2317TLwfZrsJv+60Uy/0NVbvwL4Vv0adIjaHqXtZCn6dKoQah4Im/dtrX2pVH+rmkVyv0OMj861YLvwwlqI7W9lWNjjKS7s+3Oaq5NjzjW7z/AIRLWJNJsnacJJHcrPK/zEAcL06Akn649KyJ/E11cyySzRxvJJ95mckn9K6zxFB4C1G6ivX1d2naRY32zDGzd8x6cYpv9h/DEddakP8A29L/AIUXA486zKckxQk+pbp+FVvLmvbuO+N0QySbPLDcKu3oBXdf2J8MOv8Aa7/+BY/wpf7M+H9tGJdNvXml82NSBOHyC3I6ccZ59qGCMCCFVUcA+5FWfKQgcYFdstn4LIwskh+kppwtvBikgtJ+MpqSrnELCiAgZwa5bVtVuI9YktbQRBYQPvDPOBn+dexC18HHkBz9JTXOaxp/w2R7y5E6JqAQ8fajndjptz7elNBc84/tjWT/AMtYQPZBWpoUs115/wBoO6RSD8oxwa7uOz+GRgWRpYMfxH7Y2AfTrUjR+A7eykl0t42lLoMR3DPvIPCnn0Jp6DOZeAOuN+PoOag+x4JLSNjtuNejbPBo/wCWKH/tq3+NQTv4DjP+kJbr7POw/rU2Kjq9TzuS0TIK7TTE1pPC1wuoCzgnn5WFZBwG/vfhXoPm/DsAN/oeD0JuTj/0KmXMXw4uIgbiCxdAeC1w2P8A0KhFNdjz+++JXifVbbaXtIkcctFFgkemc1gW2r6hZXst+PImuGO4NMm/Z/ug8D8K9RkT4bw3VotvFY+WWZXQTkqBgnPX1x+dXSnw3DFWg00Hpgzf/XqtDO55hqt5davbpd3bq06sGRF5BPQD361XMEVq3kXX2iG73jDEFAwx2PfJzXqrJ4GOpLbCztGhMJLoWOFII29+/P5Vqf2h4Lgi8l1sRGR9ySTI/U0jVOaWiPFrm51OG2cK0U2OjEcjJ4rKjnvJ32SSsRs3HHUDmvdBJ8Psbfs+l4znG8dfzpq/8K8Q5Wz0oHGPvjp6daNDp+t1uTl1PPPg/Iv/AAsrS0WJS370s5OSP3L9K+n6848LR+C18R2x0i106O+O/wAtoSu8fIc4x7Zr0ekzlc3J3kFfJ/xkw3xX1xAOcQZP/bCOvrCvkv40uV+Kut7SAcwA+v8AqI6lolnCLFzjPsc9qn8h0K+h6CoUQsM7sH3qRpnTbg5A9Khkl1VeUkMuOcZB6Gr9laQNMkEsmFY4eXA+U9ue1YkbI1zu3Mqk5xWlbsd4KswQnkN/FWFSLtoJmjqNnY24YW7+aXUDG4HHc8gden61hRQoDLCwU88NitC7uQFLYCMOSnvWMLjEpbseTRRUuXUEP2ukOWQ9eDWhFYxy2ayfMWY4B7Zqst0WyjNhWGM4p4+6scMjHGDgHHNW+YY5WVJGYA5TA6ZGakjuV8h4+Vk9femXEcKW/wC737yOQD/Oo0tZbf5pgPmGeTyKTV1qIvbozFFtB9GweRUiKtwy7pWVf4mHYVCkyxgrEHxjrjvT5IpY4vNZAI5FAxnGCe4FYta2AfEFO9Vyqkkbm9Knb5dsgYDH93g1RhQyxBm5IPABrQCxvCcnEhONuPwrOo7MTNG0nupRECzCBB8ijgf596uxC6neSW5ut2Du3SSE/hzVeKyna1NssojIXKyK2f0NaOkRhbhbaUecHXDO454rswsab0W5bTirjlv12plCvB6nmrAuWIHcHpgVzOoRzJrk1sGysEgCtnoDyPxqa31NkiLgsYx14zitpJXsWo6JlAXBj8cgXjK6mTaFxldrdv8Ax6u8eJwPJgEccMZIU8k7cnH+c159fWr3WsvfwxNtUIVXB5Ixn+VehafCmmWVnfTyC6mk52lycqRnIHQYrajR9ozSpOnTp809X2GSRPAkTveLGOrAjaQPYnNQRz2hnn+yszKW3SEnJ3Hrz+Ap2pamyzK5iRpZnJb93kEADGM9DkCpIb21uYpbcxBbwOJGkVQoZTnOcdTkUVo8s7LYcWqmG9py2YqtnkZ/GpVYYyTimCJD1JIqTaijCgCsjnBpF7c/SlRiwyRj0poPNLJKqrxTEdj4cmlSwUmEpErHa+3g+pz/AJ6Vytzd3l1qmoC7SISQ3LxAp0ZRgq31IIzWCl9eStJEuoXSWW9iYooVBGOuGxnn1q3ZyxRw+VDkqGJ3lslug59+MVTd0aSpShZyVrlxt7HnbViC1WRSzAHtiq8fIFaSYjiBPYZqCDOuLeGLKRxqoA5AHekjUKgpZnJB9WNLkfdoAXFXbZcJnpmqa84q+h2xfQUAVpjukNWbFOSe9U2JJrRsxiLPc0AR3BzM2e3FWrbiFePeqbnMjH3q/CCIU+lJgUZT+9f0yamg+WFQOgqCT77fWpoyPKWmBXYYJAz1qRVyimmNgE/WpV5gXnBzQwK7L1HvTwoaMfkaSTqafHjZ0oAplNrH0qTG4DntTpVxIffmhMbfYUAViMGlBzj3p0nDn0NRjg+1ADehp/UUjDDfWhTxzQByWueFZ9S1OW6imiAk28PnIwMdqor4EuyMG+hC9cBWNd0w5poOOKAOe0Lw0dGuJZ2uRIzpswq4AGc/4Vp3tmtxEQzNj04q63BxTQATigRyFz4XjlJ2SMD9BxVNtA1a3DLbXs20jB+ftXcyRBenSkVRjb60DOCPhvUmtbeIGIGPdzn1x/hQPCWqNwZov++j/hXeNGFFCdcdu9AWOHn8MajM+5pLVDgDEeQPyxW7oPh42FrKbiQSTOwIKMcAAf45rdkiHUDpSRERn2NAWIUhVG6MPX5jVh7bfHujlkz2yc/zpzxF1LgdOtJBMY2xnAP6UBYjhlmgfPyt6jpXN6n4Mm1HU7i9S6VRM28LtyR7dq6uaMN8y9e/vUUExRsHO2gDiR4JIyGvJB/2yz/Wug0TTYNItniWRnLtuZmXHat2aEMm9ev86pk8c8UwH+ajchga4LXb5ry6uZGhzDt2xNjsD978/wBDXQ6leQtP9lVLhpVXdugIG3PTOa424uZhbi1aQEKcMNvTB9e9TJ2OvDUfabE9hI1zBHby3AFsjD9y3UHBOR7UzUijzJbrFEoH8artLD3qa20i0nt4H/tKKGWT7yzIyhevfv26etZUgIdlLbipxnNDqLltY6Vg3e9wjtlkPLbV+madLDHDMNj+b3JK4/Cr8Wn+Xps0zvIJF2lAE3Kc+p7VThWKWZvOaQZBx5a7jmk5WMYYOd79jXttdPnAvA5ckAbDnPpV9b6yn0TVHljHmkJHHG65YNuzkfTH61zkCpHMkomBKnO0jB/wrpNI0mO+08XMoy0jsc+2cUJnRXqVFTakjlPnACsBwMZx15oVCx+4SPpXcDw9bFuV/Opho8MIysYHvii2pzrGzUbEfwfs5I/ino0vlkL+/wAnHT9zJX1RXg3w6tQnjrTHAxjzf/RT17zVHG3d3YV8ofGWJT8VNadhhcwZbHQeTHX1fXyZ8ZmC/FrWuOcQf+iI6UhM4idoyd0b444GKjUnv2qURRtI7L91SMIx5P0pS6M26RdvsBUCJraGPfIfL3r0GRjNSsrW9sCAxBPOe1VI7uRFb5gfTinr5sqrhyyscc9CRzUtCJomkLvDvj2zrj51yB3/AD96dbW7WcuLiG3cFCoeXLAZPUD1HP51E0ckJj85SvAzhs9eRWraakTcRv5sJ8sH5Xjzn/D61EpOOvQDFFncO+2KN/qVxkdjUltazvGWUYAOGJOOldRNPBO9ubf5Y8Esu3aN/wDkH9Kx72SFJkhgBVFHLK2dxPU1Eazk9UIyVmIYKu7aDwDVnzw0UhOWbICkjoPam3Qt42GwHjtn9aVJ4ifm+VSeRitd0BYtbeXJMkmM847YrWu7mS/VI3ZAqLxxjH5VkpdKziJjtUcBuuKsXUc8SRO/7tHZlEhx8wGOcde9c8qblK4rEefL+Tcc+lX7WaSNo3wPMU5XPQVnvuWRX5IcHYxPUA9cdqv2ltJehNgYOzbdzcD86VT3dWBPK7T3bP5zTO3OV6j8qtaf4huLaWA+WskaH5sDqP8AGq0cX2JvIklVHycgHr6E+lT2Kb78ytGdiqdwx948Y/rXbRoL2ftk9T0Fh4yw/tVL1RXulup7q4umjAa5cuN3VQen8hStaNDYkKT87MTgYz8pI/UCtwWjSM0knJ+lQahbm5tDAu3JdcZ6dRWlurOSMrOyMqCWQ28twucbCQNw6np2/GtPw5fG302SC83NJF8sQznK84BPYD0rOuoU02RLZRG63CbQXTJXHp6H3qtNqNyIZWEK7pSpbKdx0opYicL8qOudPCyjH2jd0dJJKjys8lwm4fw554GQMfr+FSaXA1xI92mTEqAFj78j9c1y0N3qs19AJkLWzzK8gVBknPXj2rudBsltdAuZcP8AvHXbv/uglRj9aOaUtZbhXqQlTUaXwotoqqnPU0zcM8UhkJoUUjiFLYFVLhzt4q5gkVE6BvemIyhqVlBZywT2cM0zN8oYfMw46Ht3qTTImWLkAFiWOOmTVg2qtJnyh9TirMUBH8WD6AUDuWreMlvpVqfKxBc8mqsYZeA7USKzn5nckcdaAKruWuFUfw+tTAgEk/rUKKvmSMcnBwKlVFOAR70CRIk0YYZYVcaeIQkK4JqrHGgIO0ceop7FSuNi49hSGRmRN33q0IruFYgPMwQPSs9UXdkKK0YSzwS52qFHYdaYFZZVYcPz1rWidRGo3DoO9ZeB6CphKSv3E49qQDHI3Nz3qWNlEY+YfnVYqPQU5WAXGxaAHOQWbBB5pysvl9elRfKScKB9BTkkKDGBQArHI+oqW3AYEdKiGZCAMZpEkMTk4yelADrpdrA+oqGM/MQehFSSzeaACuMVEDhgTQAkwwPaoe+KldgwIqLtQAhOTg0DrSNjBpFYEUASOMCoSalJBHNQOQG9qBCkZ/xox0NKp4waQ0DHkgrmou9PU9fSmuOcigBwAcdaYyleBSo+0084f60AIjcYPWmSLtPHSgcGpDh05oAWB9wKN0NJcRbcSpjae3pUWCr9asecHjKHHNADIZeiE8djTLiDnep47imMNuPQ1PBJvGzv/OgZHA6r8j52H36U+6sWdPMjfBx0z1pk8JTLD7p/SnQ3BXETn5O3tQI5O7hu7a9kmiiWQSLtcP7dOnSucuLSQu8kiYZjnC9BXpl9aM6PJCgZgM4x96sOTSo5VPnZLHk4JAH0oaNKdSUHeJxKy3MaNGsrhSMFc8EVXKEdvyrtZNFtWXiMfhVGXw9ExOwlalxTOuOPqLdXDwhNcXmq22lxnZLNJhZifuqAeMd+lb0Phy2ttbvmZT9pgd8c/Kx9h+n41h6fYto8tzfNPs8q2k8ts4IYjgitkagsFzLeTStsljWcnrnK8gfjn9KvmbXKzSm/ac1SOhhapouiQNMtvqDRzIAwjlHXIz6e9dDoUeNKiiidZPJjDSbP4M+v4nFYV1DHrRt9UKhJJo/nQD7pUkY/ICr+nXr6RPK0IJjniMMqv3XIP6YzS5bHQ8JUq0OZu/Y3ycHaOWHWo3ZEOCQXxyT2oEgQc45GarNiU88c5FI8Y6z4fLC/jCwkDnePM+U/9c2r2yvCfhvNDP41sGicPtMqnHY+W9e7UwCvk74yMqfFjWiVy37jGe37iOvrGvlz4u20T/E7W3cfMfJwc/8ATCOpm7ITPPRIFCvuBJ9agmkMj/dHy9hUk0EbbBF8zE9j0o+zSrGWMYwOOvWpTQh8Pk/ZZ/NhDs2NhDYKHOc47jGRSNdM9tHbKo2Rszg+5wD/ACpYXRIJFdM7l4OPmDdsH0ra0LR7S4g+1311FHGSdsZbB+U5Yt6DGeKYGRLMwwzZwVIBA4zVi0lRYCNi7hz05/Our1uDR5tKDQyJ5NmrbFicDJbt+eK4uBpUmUw7klDfKwPbGMVEooRdlvJLiGIFisUZGE242j+tVpfLZWx99vuip7sDaRHGy+rbsj8B2qOOIPsMvyHP3j1xWdlHYCrMgMSneCwHIPf6fhTCyeWo2sZMAZJ4HPNWr6ONdzRsC+ecHiq8sLxksWVgoGcd8+laxegx6KBMDtLDAOcUSsw5fk46n09qVb1QyrsKgcij7Q1zkthSTjdt7fWlqKxb0+6USQm4iEiRDCow+XHJ5x9a3G1JhFGsCpHGOAijtXPWiKcKCTtz1rWhi2Rsx/eMiblH4gf1rnqw52kJo07G0Wd1eSPcoOSqjt6V16yqsYIQgAdAK5bT9UaOAJDpk8xB+dohwTV6TWr1Yix0e5jiQcs3AUeprshHliola20NKVjNavIEKqnPPc1nghF3smfUGoZdU8xLOBCR5zBpD6rnp+JqWckxHtmtlsJqzE0aWz1TUVSWJZHjRsrKudueMjt1xXTtaac9iLYxRW7FcGaNVBz7d683/tE2WsmSNcwxqRKAeDkdPwrUt9UmNuk8CSzRk5Zxbk7en8XTqBWStFWZ0Rp865mzq7fTtItGMouZmkVCQWfjp34pNd1O2EUNlbABg4zt6bQOB+pNc5fagU0c3Md7F8w2+WxAOCCpGBznFV9ItVZzcvIXVwCuc9CB196Sa6DahBXvc343JHJqdelRosYwAKnQJnk/rVHMIThaaMgYqVgmODSLt70wGgdKkWkAU1ZiiRuM0DGLiopZNiluwq4YYQD+87etZGq3VvZQb5Zdq5798UCYnnpDA0krBBnJJqv/AG/YghYzLMxbaBFGW59Kowzvq++K3it54wdzNO5Cgdsjvzk4/Sti2ttQhdQ2sW9tH/EtrCB+uBTsK5WfxDFA2JLO9UgZ+aEiki8R2k8/kiK5V920gxng++KuSW188ny+JroLnptOf/Qqz9V1q+8PPA8OrSXW5S8qzRrtxn8TzzSswTNiKRZEEiEFSMgirqRt5JlyNoOMVzfhq/jv3mjBKb5GdFA4VfT9a6xIC1v5fm4XOcYoKKma0dM0241NmWHaqqMs7nAFVGtQuH37h/d9ap2t/rdpr+l2N2LV9Lu7nYUjXlg2Bhgc5x6g96EJnQPpWmwEi612zRh1VDvI/I00WegHj+3SD6/Z3x/KvR7TT7GGCPyrOFMqD8qAdqteVF/zyT8qZFzzWPQbK4O201y0kkP3UY7SfzNY11byWly8EqlZEOCDXq2p2sDWMjC3i3qMqdg4PavGdPl1S5s473UrtbgSApEAv3QDnJJ5J5x1oGi7ExVgV60ODvO4YNPijLEEHH1qWSF3bdkc1JZUpjdac3GfamHkUAITk0w9KWmnrQAh9RTCdpz2p3Q0080CFzxTGPtRz60YoATBGM8Z5pab0NFAC/jVaDUbW4upbaKUGaL7y4P41YzmuRbVbe18Rv8AZojI0knlSHPByRnH40Fwg5XsdbnBoaNX+8P1pWGO+abnFBI3ysfdkcfjn+dNxOOAyv8AUYqcc008UARh3Aw6H8DmhZckjkAd8Gnt7U0H1piEMisDySPoaRZQvzDI/A0/rR2xQMPtDOpw+RUeQ1I6KQflGfWozCMggspHo1AFpLmWKPyy2U9+1MkO9iT19qiCuB9/cP8AaFAZk4bp2NACNGuOgpgjAHFSFuemKYXANIZheKSsemPnHK4H1JH/ANehBFc6PaByTLAuxlHcHBH86peKnaa6gt/4HKD68nP9Kh02W6uri4FqAVDglWGT6ADH0oW56uCqwotOe1i6kotwUe1YqMkEEn+Y4qWNlvEBiVlZWAKN3B69DUEk2q20m19NdwOrRtmmprYRsSQXEZ9dtXoenSr4e+lTTszTWeeRoEPyZZVbPVsA5+n3TVi9uXtoFeGMSOXC4ZsAe5rKtro3WoxPCqtCQzMxOCDjH9T+dWFu1eEie4jKR48wFeGPJwPcZqbX0R4OIUYVGuh1vwig8rxNp7mNo2keVirNk/6tq+gq8K+HV4LrxvpwUKEQSBMdSvltgn+Ve60uXl0OdtN6BXyr8Wi7fF7WkBXaBCfmOBxBHX1VXzV8S7S2uPitrIaCOaX9yxzJtK/uI8ex6VMldEs88uIphEriMx+Z8yhlxuHrWd5rgbWzkHp611+nWtpdWAN1JKjIGRHVCwZcke4H6dBVSPT4Ld7mOd4JYoz+8KgFvLYYEgx3HcfjUqAjnhEzbXYNtJKjnuOo/WrkjxSRFslQq4ZR1OKdHazSafdE5k+yXAaQr/dYYLD8hWeqK2N0pGAfmx+lEkBIIQXjVTkucckCrDb4VKMYxKoz97r9PeorKNPMzuLMexHFXZYRvZVXL92z078Vm5q9gIGneSIZJ5PPPA9P61E7SxxODLyOnrTcje0ajAGCTUcgZmDcgDHPfFOwiFAWbhj9KsPvjKGT5uBgeoNPuJYWnLW6skbDksOfr+NaOm+SJnuZpEAjQnYy5ySMcVRRQEKyTNJ5WAF+79K19I0J9WWWCycKyx+ZIGOQcdKnl8g+eUIzgbj2ye314ro/BTQrcOsJUZPzFf1GaSV5WuDscVbwkxRssbgEbjUssZYnJ49K257C302a93RFQrFF77ien86x5bmGEFX5fvhelKUdbo5q/NpbYuaTqVvp0bLMxU794/dhs9OOox0rf0+9ttaa6tbVZXuGgkKq4CKo2gHPPriuJUSXcbSRROyK2M4z25r0vwpoa6DphmuUP9p38RYhhzDD2X2LcH6VtF6HTGpLkUWcbZh5HiCjJQ5LE9BW3fS7LfcF+bAAHuelQ6fbi3tgZcDI3Pz2HaobSea9kMkxHlI7Mgx3P+FJSHylC6trez09zODI7/eUHBYntmprTxzPZ2ywQWUSxIMIoY4Wl1ki4BtYlzIV3j86oQ+HtXUEnTVbLbhvbGBVILDL3UpL7VI72CARvIpLwMcoT3Izgc+ldTpAifT4mii8tdo+T07/ANa41NNu5jNCwCeUrM2W4RSM/wA8V2emny7OKNeVVQAQMZ96p7EGmoxUmeKjU04k9qQByWpwxTFB3HJHtS4oAkXrVlPkgZu7cCqq9anuGCqiZ+6MmkxkTsBx3NZWpLDJDmWNHZM7NwzyasXN15YJOTWNczrPLGGyArb8fQE/0ppEsi0vy7OS7MZwrOAB7Af/AF6vm+J/iNY1mXe2D/3yW/M1YAY963WxmzRF6c/erF1eU3N+g5I2KOD2ycirW0+tVDn+2bSPGfMkRc+27n/0KlLYcdzb0yWOG6vYUIH+kyYGewbH9K6RpCtlD7kmuN0mXenn/wAUjuxP1aunmk/0e3Gf4Sf5ViaCSXBXnJ/OtBImuNa8KKCCvmGU49VJP6AGsKd+OK6SygkWz0y/2nbbWN45b0JBC/zNNIlnsMQ2wovooH6Uu9S+zI3AZx7V4PHNcKmFuJQFGOJDSie4dsfaJiSO8h/xqrE2PcrplFtJuYDC55PpzXkM1oLLSbm33YNrqLxqMfwsM/0rHlid0bflsjGSa6fUrZ5tBnv8Dbci1uQffy9rfrSaGjHikb1P51N5r8fMfzqnGflFWB0BqGaIRjknNMzjir+oQRQLaNGGAmgEh3HOTkg/yrOY85oADTDTs5pDQIQ80z2p3OKYaBiH0o703PPvSn1oARxjBFITzTsZBHeoPMIbpkDrjtQAssoiRn5JA6AZNefW7W154ptjZq0cG9cls5ZhyT7c113iO4eDQrmSI4baBn2JwayPBtpD5U92ygybti+wxmnbqaQmoo61elIetNB2nNKTmkZiq2GxTj1qPvmng0CHEfLmoyO9SA9R2NNIwaAGjj6UppKOopgNfGNtRZwcdakbn60zaRQAZOKRjkYNOPFMbkUDIXYpgZyM9agkkIBOasSDIxiqUoK5U9OxoGY14/manC0yBkjO5ee+Rn9K3fAdjbs16ZZPLYMuOM8YOT+uKxNQUqQ3oetUdN11tJW5lgSJ2uMqVkByuOhB/H9KiTa2O2FP2tFxW56s+lLjdHcRMM8Bhg1TuvDsk9vIFi5kUgOhBwSPT8a43S/ET2Omzre3d0t7GA8cZJYupGc85AA4/OrFv41uDobuZm/tFDxiL5SOOpHTj6UnKaOaOHrp6WaMHTEawe9upJAzIhHy+vJP8hWH/blzHdeZC3yYwEfkdMGuguIjJoTRwuFllADA9ySM1zkug6jBIqtbE7jtBUgg1ogqP3mj2P4S3P2jxVoskm0TNHIThcZ/dNX0NXz18J1kh8VaFbyqu6OOUE9cHyn6V9C0r3ICvln4ts//AAtbWtp2gCHJXr/qI6+pq+UPjCGHxZ1srIF/1HH/AGwjqJq6JlsYGmatLpN2jx8xHhhz36n61oatq9leW6TxWjZWUiKR04YjGQexHtn8qyrKW4FlLLCI2Cn5lI5Ppx0IHWpZNOkfS47j7Nct824Nxt2nuFHTtRHRCRXhlJe5EW+Lzj/q0YgY9PoKqrpss7FYVMjL8zoo5A9amhtbifUGthG6SqD+7PXcBmrWk3v2O8k3sVSVdpPpzU631KsZyQyxIrtC5ycKTxznoBViC5M14yKzRsQSCF3bjir1wrapdH7OQY4R1JwCTVS3EVnJJOztFKq/u1K8nIxQ43Gld2KaW5MgKEiTv7GpPLldirqdw/i7VoQT6fDp5tg266Zw3ngE455XH0zUk4t108PAXMplILPFtyOcY57dT70OMuhbpSRjyQSSsFHAzhs9KlS2WOQrvyBxkd/pVi41S1ECQW0ciH/lqWC5c8d+uOtVFmWXlnwScdM4pNOxm4SW5oRlVXaIzj/f6/UV1Pg6I294CinMmWYYwAO3Pes7SdHtmsYr68mcjd8se3AcA9CfetC0lvdK1qwt5bcxpO7fORxjnoaVKDTuybdy34jsMavgzowmBnWJc5Tn+Lt6/nXMzeHQ8jybydxLbc8DNdT4uZrXUre6VSY3TDkdu1RaLpI1e4jjtpHYSnO8scKvcn6Vo1dlX0E8HeH4IhJqd7uNnZv8sR4WaQjhff1NdC129xczXkkpckF3boMHj/8AVVu9EHlWtnZAC0gysQ7ue7H3JrE1sMwjs45dkaNumK9Xf0z6D+dXbsK9zmjPCLd7e23YkfDM38qsj/R7fbEhbaDgDqe9NUfaZPlTZBCSI8fxHuaJGnh+a0dklH3SOT71MVrqU3poJpulveXMssoUhch3LEbCfujA9OpH0pl34d1WH7TMmo3EtrGm/eshUgehH41HH4le0BgeUowbLKuBz69KWfxTN5Qjtb/ZuXL7wOvp0rpnRi3e+iMaVecNEtWLNbHT7KKzZmNzOd0x65x/CT7cfrWrZApEo9sVl2d6mo2FugO6RJXLMR64rbSLyXaMkEodpx6is5u702HFOOj3LK/dpS2ADmmjpijGeDzjmpGSg8DFKDzTR0pQeaBk8A3SD0HNRzSbmZqkjbZA7evFVZH+WkMpzqGJJJOe1c1qsjQyKEbhgy/ieM/rXQyvyc/lXKapKBcQM5xGkm5s+gqok2u9DTgbyolVegGBVqG3llXeoGD3JArMTVLCQZFyg/3sirCXVrIkjpOrLHguVBIXPTPHFbaENMs4IYg9utZmpO8EsM8ZIZG4YdQccfyqWTUbOJdzTcH0Rv8ACqd3qcFxavFEGyzLhiMdDUytYuFOctkaejlRZwAdgf5munuSAI1B6LXLaJGUtkBI+Ykj2ya6i8x5oHotYtjKkp4r0fwhYRal4aWznZgskTxsVPIDDPH515pK3FaqeIdb8ORWt/p9m15YPAsdzGucoy9GBHTqfyqkxKLk7I7aX4azIx+zaouD2ki/wNCfDq8C86hDu9dprQ0zXX1LSor+C6nMUi52kAlD3B9wcinNr0gYZurjBOMbB1+uauMZS2M5SUdyrB8OAxAu9Udl7iKML+pz/KrXifS4LHwobO3yI4kCx7jk/LlufwBqWbVGSxkupbm4WFFLsQecD0rhYdU8Ta7Nc6hqdo1lpEEEqwRN1d2GATnk8Z56c1L00NIQ5k5XM+M8Cr0Sh7d27isyJvlz7US3s0UTRQKWd8EqME7Rxnn6is5JvYuCb2On1JRNoOnz94iYT+IDD+tYTew4rTsJZbrwncRSZMkISUg4zgMVP6MPyrM3DFMW4lJSfU0jcUCFBpje3X1paRulAyP5t3OCPWnZGKQcigfWgAz3FQupEhb+E1L/AEphPNAGJrtrPfWLWscqIrkZ3Kexz1H+FUntZdGc3liN0GB50Gew7iuhcBuoqJ4FkRkPQgincRLBKLm1hnClVlQOoYYOD0qUc1FHuIwxGQABgYAAGAB+FP8AunrSAdkZwaUGmNyOOtIDgUASsSQMHFTPpd1qek3Rgfyj5bKr553Y7VW3Vt2F+JIbWGFSqxhlkzzls9aaVxnN6PptzBpf2jzJpYDjJkOdrd8d8VbB7VvXtwlkFiaPNvIjKwXjHv8AhWCylSRRa2gb6oRxmm5GeaU8jrzSAUABxTdvtSkEfSg5HTkUAROhIqu6KwweTVs9Ki2jOf50hmVd2xeNlIyOxrk7yxKFsDFd+6blIxWdc6ekowRzQNSa2Zz73avc3sg2HfG6ozDkjG0CsyKF49isxCOwDfn3rdOitHKzb8qegx0qy2kiS2ZehA60i4VJR2Y/7OswV2j2EHIC8AVMbRpHjkSRgUOcdjU2lkT2q7l+cHa49CK0ltFB61oloYt6m78Non/4TfTXKjA80HB6funr3uvEfAEITxtp7A/89Af+/bV7dUWaKTuFfKfxlh3fFLWm9fIxj/rhHX1ZXzn8SfDv2/4la1czzMiN5PlhD38lBk/iKTTewM840yZbGUyE5lRSU+XKkY6e1dLa+I4haILn/XHoEHAB6fSs7UNFFkYEtVeeSQlSrYweOv8An1qu+kTAmLKIdvJU98n+mKybknZE2bNHWLOB7iK7t5D9qBzLJnAPHHHtXNTuGnLYxkngH8xXTAbUCPJu4xk96o3dnDLsKx7ZAc/IOo7/ANa0tYshtLW4e5mhiDhXctthGTjrjjtzTdS0lopIt1vJETwd6kfjzXUeDdZtdG1XZiRY7m3MLTBQMMMkH2NZWqOLO9u47nUzciZsLK7mTgHIAA/i9T74qlsHM4vQsaONAjsPKdhFcxoTI/fp1rFvBZyyFC+5dp8pt2Aoz19yTnNQXUtvGoggn3EnMrFduSOg+g/n9Kba3k+ovBp0dvFM7SAIrD19yelND5nvchNlBtAin3S5wAMEn8BVOS2IlUWyyTyAkMqxnA7V7t4W8L6R4eg88w282qMNrOoyFPoo7fWuA1jw5rOl69qGoXEcSQySGQywn5FycjPofr3zT0I531Ob0m9vtLljnuLeQwRNuAlUlVPrg8V6EnittT0tTcpC0KuHEqso2nHQZxjr0FcResJ7V4oyZWbjCjj8+lZrW4gAjuArY5U5yPoPSlYHqeheLGM9naeSNzDKOMdjyK1NC0x/DWgm3kyb+8xJMv8AzxjPRB7nqaPDPk3emx388DTJCwMeT8pcDuO+OKtM7XM8ks0hycs7nsO9BICcQW5b/lsMiP2z3rmb2ViRBGcyS8D1C9zWjf3oZiT8sYGB/sqKyrMM8zXTDmThQT91aLjSLHleVCsSjAxj8KDbeXbPMRyeEFWYY2nlC46/oKfdEPJsX7icCpKOOudHaWQsepqMaHt6jiunfbuIXkiobbfLI+5MKjcH1poQukaM0hS0gjy78YHvSaL4W1q38QavBAFmhtSoaPzMEluV5PoK2dMuTZ3QZTt3cbvSuvtpXmJdpNzt1YDGa0SuS2cu+lX1npaXWpQi3mZ9qxbwSR1zVJcFian1ea4Ou3sFxcGTyigRR0RSoP5nNQoO+algPpwpB1qSIb51BqRofcHZCkfc8mqT9KtXZEkxOeBwMVTc8E5oGyjOQoZq4zXXKrFjkkk111+xSFsd65nVbUTwJkH5eeOtMIycXdGMgtZIQHkZJj2IyP06V18epeErWCSO3hvf3mN43HacdO/PNcYYFQn/AFox3Bp4fHG+4P8AwLFa06vJ0uTVi6ju2bGpT6XcakZbG2uFtdqhYiCeQOcn3qg6BpFkMkcbMw2wKvI5781XO1uDHK3+9JVqztd8g2xKp9ep/Ws5O7uXCUorlTOr0P8Aeqm3oH2/rW/esElcnhQBWbo1sImhQDgHOBXbf8Izb6rbhEujvbIY7OARg9c8e3FS79ASTZx067cjI/A1v+EvEkNggglOPm8tvlJGeozjpkH9DU+peCpdNsTMt3DLjnZzuJ9vXAGa4S+truGZprOaSFyMExsQf0oV7aiklfQ9xh1K1KArAqhuuwjBpy3ViOkI/wC+Vr59XWPEtsMJqt5j0L7v51L/AMJJ4pIA/tW4A+gH9KtSZm4XPoD+0oVwUiBx0yen4CuZ8T+JRLaS2pikXcu0MUKqSeMDPU9T+FeTJeeIr9ykuq3rZGceaQP0rQsLC4V1a5mkkKnjexOPzqblRikb0JIQVJaxq2oCTA3BDGfoef6UyJTtxjNF/Z6hp/hubV7SBZCbhAC2SwzhSQPQUpK6NaTszpdB/eSTWv8Az2SSH8WUkfqorF5xTvCt/c7obq5RUlBWQqo7KwP4cZqxqsH2XV7uDskrY+mcj9KUdiWrMq4prUZ5xQTTENzzQe9HbNJQIaMZoPWgj5s0NzQMTtjimkUo60c+lAEDDBoPXipHHtSYBoAbznpTiMigc0h9aBDfbHFMY468U9ySQKicjHQ0DE80A4Jqrc+KrSHSbm2Cyi8gz5Tp918kHnvxzUVyWAOOtcneecmpLMfmVCHK/wB7BzzVJgdjD4mkbSYl1J3G5FbcIsgk8cN/CfY1oxnEapuJC9CeTWVpd6utokkjC1sg7B4Y8bmAPAx689a1JJd85cLtVuQNuOKT1C1hSRQCDSHmmqdpoAkbkU3HGafx07UmfSgBhFNIB7fhUjCmHjg0AM+6cdqayZqRwcU3GaQyExDdjHHrSxIA+D0bipuCcGoydre/agEU1jNnqbADEU/Ix0DD/EVrK2VDY+uKpXUZntsrnePmX6062mFxbJIpxkcj0I61UGRJanXeAXU+NtPAOT+8z/37avba8E8AJIPiJpJ/h/fZP/bJ697oluVFWQV4t4/EaeL9Qdhlz5YVe5/drXtNea+LPh9rOt+IbzUrG5skSfYEE0jgqAiqeAp7g1N7bFWueU3d0IiVTHnMMMR0QegrMZS2QGIJ716H/wAKc8R9ftul5PUmWT/4ilPwc8RH/l90sf8AbST/AOIpJAec7MlRguw4Bxkmsu5u72y8QLbTQ+XGmGZXGMqR1r2C2+EHiC2u4rhNR00tGwYqS5BHp92tqf4davcOzSf2Q5YBSX3E4HQfcoYHiEMjsPlkxIuCCByvJB/z70+ex+1tNcR26x3SpsgONgBP8WOnTn64r0hPgtr8Wr/aY7zSxAH3BTLJn6fc9a1IfhPq67mkuNPLH+7I+B7fd6USlPk5YnRGtBwUJrY8KTwtqZuYYV8mR5CMosoLKM4zj0rW8ReEH8OTWkiXMjxyZBljX5lccjj09K9qg+GOqQHcsunK2MZVm/nspz/DbWGbJuLAj0Mj/wDxNCvbU5ZPXQ898E6omnQvDf8AmzyzPvW4aNwcY6Enpj6969Ns76wnhLDawkGG3YII9Ky5vhhrzqQl1pwyef3j/wDxFZdx8KPGsckh03VdJgVyCQ8khycY/wCeZppk2ZynjrSNLtL9zpIaFlTzZVH3OTgAelczo+jXGtarFaxDBc5eQ9EUdWPsK9Fb4NeNLqMC91fSpGHpNJj/ANF1vaJ8KNX0XRpoY7ywa+uWxNMXchUHRV+Xp61RWpjpJAts9lZRslrax+XCM43erH3J5/Gsm/kkhiW1Sb96CDMdo59E/DvXdW3w7162cutxp24qf+Wj4B7cbKzp/hTr8oJF3ppY8ktJJyf++KQWZ53cH7RMLJc8/NIc54q88ax7EXrjn2rtLT4R61bqS13pxkblmEj/APxFTJ8KtbEu57vTyCecSP0/74qRnHS3MemaebiT77/Kijqa5241yVvlhQIPU8mvRtY+EfiXUrpWS90tYUXCK0smff8AgrOHwQ8SZyb3Sf8Av7J/8bpoDgLa9nRyVO4tySa3rGSJow0jgKBz7mumT4J+Id6773StmecSyZ/9Arcb4V6uLYQR3OnhQMDLv/8AEUxWPPZLuIEsZB61Jb+Lb6yu47I2bXEk5xb8lAT75HT6V2Enwg111x9p0v8AGR//AIiqs3we8Wm4jmi1PTS6R7A0lxKdv+6PL47U07DjBPdnHSXdyur3kmoPE13I/wC8Mf3QBkAD6Crkd3F3aurtvhB4jVi091pJb/ZlkP8ANKvD4U61jm503/vt/wD4ii4muxxqTxt0cVctpFjjkkJHA45rqB8KdW7z6d/38f8A+Ip7fCrVDCEW4sQc5P718f8AoNSCRxDzrySy8+9VXuYi+N68V3b/AAl1d0K/adPUnuJH/wDiKrj4OauGz9r08gD/AJ6P/wDEUwaZ59e4lkQA/Lmq80CTBgvbjkV6L/wp7X96n7ZpmAc/62T/AOIq0nwm1sMC11p2PaR//iKGJJnlCaMkgbBU461XXSVJ6d69kj+FOrxqFFzp4Hp5j/8AxFQ/8Kk1oZxdadj/AK6P/wDEVKKPJP7JUc4q5aWKxkHFemH4R64f+XvTf+/j/wDxFOX4S64v/L3pv/fx/wD4imJ3OQ0yL/SkHoDWld67a+GPsd1eJl5p2MZDnhTwxIHXAx19a6mz+GGt29wJGutPwBjiR/8A4iqer/B7VNZgt1uL2x8yKViPmcgRnHAO3k5HtVJ2DluO1XV3UxzRS4tgVkO0Al1xnv0HUH2rkJ0WeR32hdzE7V6DPpXoviHwBr17p5sNKutPjikRUlkndwwHAwoCHjA457ms+H4VazBCsS3tk4UYDM75P/jtOTuCTPM9QgdURIIwzu3Qr2qZLNCOU5xzXpB+F2t7NoutPz6+Y/8A8RT4/hhq64ZrmwLf9dH4/wDHKkZw9hYBJN5UAYxg9as3VsI2VwOD1+tdwnw51Ydbmy/77f8A+Jp8vw71WWEKbiy3Y673/wDiakDzDVbtbTT5X3lGOApBwc5r03QnQaHa2V+gbfABIrepH/1/0rE1D4Qa5fzwlrzTvKTBKmV+ec/3PSu0bwlqTohMtoHU84ZsH/x2rRbl7iijzAXEMXiu90xGBSJzGgwVIVuMfTkVqa+zy3NrcuiKZrdWJX+Ltk+/FXdU+FGvXXjI61a3enJC4XejyybsgAHgJjsK6DVPAmqX1lZpHPZJNDuDEs23aTkAfL65qS6/K2nHsed0vautb4aa9/Ddab+Mj/8AxFN/4Vhr7fevrAD0V3/+IoMLHJcbc9KiaeIHG8Z9BzXZf8Kr1cnLXdk31lf/AOJp4+GGrqPluNPH/A3/APiKAscR9pjIx83/AHyaabkbfljc/hXdf8Ky1rvdWH/fx/8A4ij/AIVlrXP+lWH/AH8f/wCIoCxwRnmYjbbnHuaGmnxnyM/Rq7z/AIVjrf8Az9af/wB/H/8AiKT/AIVjrX/P1p//AH8f/wCIoA4M3HHMMg+gzTBdR553Lj1Fd9/wrDW+f9K0/wD7+P8A/EU0/C3Wz/y9ad/38f8A+IoCxw4ljPRl/On8MK7F/hNqznLTacT/ANdH/wDiKQfCbWlHyXtiv0lf/wCIoCxx2M8ZqNhgGuzb4T6+x51Gyx/10f8A+Iob4S62R8t/Zg/9dX/+IoCxwc8W4ViXtkGJYDkV6lJ8INck66hZD6SuP/ZKqyfBXXH+7qVmP+2z/wDxFAzySOFrWQywkKVUuQejY5I/IV1cEgZFIPBFdLL8DfEbKQmqab8wKnc8nQ/8ArTt/hH4iijVGu9LIUAAiWT/AOIoA5JTnpSk8cjNdsvwq1xTzdad/wB/H/8AiKePhZrf/P1p3/fx/wD4igRwyyZ4Ip+7npXan4V632utO/7+P/8AEU4fC7XB/wAvWn/9/H/+IphY4nJPG2onL8gKOfeu7/4Vdrfa60//AL+P/wDEUH4W62Rzdaf/AN/H/wDiKAscGMrHhzuI70HgBh0713P/AAqzXP8An607/v4//wARQfhXrna70/8A7+P/APEUgOHH61at2glQwTgLn7sgHQ113/Cq9c/5+9O/7+P/APEUf8Kr1zj/AEvTv+/j/wDxFAziJLdoJfLbIz0PYis4N9gvTHJxBMflPYNXqY+Gery2/lXFzYkr/q2V3yP/AB2qNz8JdYurcxSXWnknv5j/APxFCbTAzvh+Q3jnTcdvN/8ART17lXmXg34fa5oGu2l7qFzYSxQbwTC7l2BRlHVQM8jvXptOTuCCiiikMKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA//Z",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"conf_dict = dict()\n",
"conf_dict[\"label\"] = 1.0\n",
"bboxes = [(AxisAlignedBoundingBox((770, 120), (850, 300)), conf_dict)]\n",
"perturber = AlbumentationsPerturber(perturber=\"HorizontalFlip\", parameters={\"p\": 1})\n",
"img_out, output_bboxes = perturber(img, bboxes)\n",
"display_pert(img, \"Original\", bbox=bboxes[0][0])\n",
"if output_bboxes:\n",
" op_bboxes = list(output_bboxes)[0][0]\n",
" display_pert(img_out, \"HorizontalFlip\", bbox=op_bboxes)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c7c39d51-204f-4ce0-9f52-d675f58bcd74",
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}