{ "cells": [ { "cell_type": "markdown", "id": "bc5f5644-6dc1-41b9-bdad-cfb993ed4f3b", "metadata": {}, "source": [ "# Interpret the results on mouse brain data" ] }, { "cell_type": "code", "execution_count": 1, "id": "b2d584e4-d3db-4c08-8bf5-76ab340c225a", "metadata": {}, "outputs": [], "source": [ "import os\n", "import sys\n", "sys.path.append(\"../\")\n", "device = \"cuda\"\n", "import importlib\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "fa4a4014-6a35-415d-baa9-738cc509d53f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\dask\\dataframe\\_pyarrow_compat.py:15: FutureWarning: Minimal version of pyarrow will soon be increased to 14.0.1. You are using 11.0.0. Please consider upgrading.\n", " warnings.warn(\n" ] } ], "source": [ "import scanpy as sc\n", "import squidpy as sq\n", "import pandas as pd\n", "from tqdm.notebook import tqdm\n", "import scipy as sp\n", "import numpy as np\n", "import multiprocessing\n", "import pickle as pkl\n", "import torch\n", "import gc\n", "import sklearn.metrics\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import matplotlib\n", "\n", "plt.rcParams['pdf.fonttype'] = 42\n", "plt.rcParams['mathtext.fontset'] = 'dejavuserif'\n", "plt.rcParams['font.family'] = 'arial'\n", "\n", "pltkw = dict(bbox_inches='tight', transparent=True)" ] }, { "cell_type": "code", "execution_count": 3, "id": "d606b6a9-01be-44c4-b25a-6d001831dfb3", "metadata": {}, "outputs": [], "source": [ "import steamboat as sf\n", "import steamboat.tools\n", "# importlib.reload(spaceformer.benchmarks)" ] }, { "cell_type": "markdown", "id": "71e02201-c123-48d1-ba9f-22b2d558c71c", "metadata": {}, "source": [ "## Astro-Epen in different regions" ] }, { "cell_type": "code", "execution_count": 5, "id": "d86f57f7-52a8-4005-8a7e-fcc5206bbb03", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\umap\\distances.py:1063: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n", " @numba.jit()\n", "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\umap\\distances.py:1071: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n", " @numba.jit()\n", "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\umap\\distances.py:1086: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n", " @numba.jit()\n", "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\umap\\umap_.py:660: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n", " @numba.jit()\n" ] } ], "source": [ "adata = sc.read_h5ad(\"saved_h5ad/mmbrain_0.h5ad\")\n", "sc.pp.scale(adata)\n", "sc.pp.pca(adata)\n", "sc.pp.neighbors(adata)\n", "sc.tl.umap(adata)" ] }, { "cell_type": "code", "execution_count": 28, "id": "0d840c8b-71d1-42cf-876c-f51973ee4073", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\scanpy\\preprocessing\\_simple.py:843: UserWarning: Received a view of an AnnData. Making a copy.\n", " view_to_actual(adata)\n", "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\scanpy\\plotting\\_tools\\scatterplots.py:1251: FutureWarning: The default value of 'ignore' for the `na_action` parameter in pandas.Categorical.map is deprecated and will be changed to 'None' in a future version. Please set na_action to the desired value to avoid seeing this warning\n", " color_vector = pd.Categorical(values.map(color_map))\n", "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\scanpy\\plotting\\_tools\\scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "adata.obs['class_region'] = adata.obs['class'].astype(str) + '@' + adata.obs['parcellation_division'].astype(str)\n", "astro_adata = adata[adata.obs['class'] == '30 Astro-Epen']\n", "\n", "fig, ax = plt.subplots(figsize=(3, 3))\n", "\n", "sc.pp.scale(astro_adata)\n", "sc.pp.pca(astro_adata)\n", "sc.pp.neighbors(astro_adata)\n", "sc.tl.umap(astro_adata)\n", "sc.pl.umap(astro_adata, color=['class_region'], ax=ax, frameon=False)" ] }, { "cell_type": "code", "execution_count": 6, "id": "acb11d97-99eb-4756-a97b-77b3b8f3c403", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\scanpy\\plotting\\_tools\\scatterplots.py:1251: FutureWarning: The default value of 'ignore' for the `na_action` parameter in pandas.Categorical.map is deprecated and will be changed to 'None' in a future version. Please set na_action to the desired value to avoid seeing this warning\n", " color_vector = pd.Categorical(values.map(color_map))\n", "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\scanpy\\plotting\\_tools\\scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "adata.obs['class_region'] = adata.obs['class'].astype(str) + '@' + adata.obs['parcellation_division'].astype(str)\n", "astro_adata = adata[adata.obs['class'] == '30 Astro-Epen']\n", "\n", "fig, ax = plt.subplots(figsize=(3, 3))\n", "astro_adata = sc.AnnData(astro_adata.obsm['attn'], obs=astro_adata.obs)\n", "sc.pp.scale(astro_adata)\n", "sc.pp.neighbors(astro_adata)\n", "sc.tl.umap(astro_adata)\n", "sc.pl.umap(astro_adata, color=['class_region'], ax=ax, frameon=False)\n", "# fig.savefig(savefig_path + \"astro_epen_region.pdf\", bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 10, "id": "bc2364f1-bad5-4ba8-bc1c-8ce87b460650", "metadata": {}, "outputs": [], "source": [ "adatas = [sc.read_h5ad(\"saved_h5ad/mmbrain_0.h5ad\")]" ] }, { "cell_type": "markdown", "id": "0e0cc0ea-47e7-4850-bebd-54f40979dcfb", "metadata": {}, "source": [ "## Head weights" ] }, { "cell_type": "code", "execution_count": 22, "id": "67f74531-cc58-42b9-931d-c4a45f50788b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# savefig_path = \"C:/Users/lshh/OneDrive/Publications/Steamboat/pub/fig-merfish-elements/\"\n", "import importlib\n", "importlib.reload(steamboat.tools)" ] }, { "cell_type": "code", "execution_count": 7, "id": "91276158-1072-4d12-958c-5ecfccb297d8", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\torch\\_utils.py:831: UserWarning: TypedStorage is deprecated. It will be removed in the future and UntypedStorage will be the only storage class. This should only matter to you if you are using storages directly. To access UntypedStorage directly, use tensor.untyped_storage() instead of tensor.storage()\n", " return self.fget.__get__(instance, owner)()\n" ] }, { "data": { "text/plain": [ "_IncompatibleKeys(missing_keys=[], unexpected_keys=['spatial_gather.w_local._scale', 'spatial_gather.w_global._scale'])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = sf.Steamboat(adata.var_names.tolist(), n_heads=50, n_scales=3)\n", "model = model.to(device)\n", "model.load_state_dict(torch.load('saved_models/mmbrain.pth', weights_only=True), strict=False)" ] }, { "cell_type": "code", "execution_count": 26, "id": "8e0cf214-d14a-4ad4-89d1-6c51fba97918", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using ['global'] as regional annotations.\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "bcc92447461b440f9daa9187ce19448c", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## For simplicity, we only visualize the weights from one slide here, not all of them.\n", "dataset = sf.make_dataset(adatas, regional_obs=['global'])\n", "sf.tools.calc_obs(adatas, dataset, model)\n", "head_weights = sf.tools.calc_head_weights(adatas, model)\n", "sf.tools.plot_head_weights(head_weights, figsize=(12, 1), multiplier=1000, heatmap_kwargs={'vmax': 50})" ] }, { "cell_type": "code", "execution_count": 30, "id": "7d364c3c-77c8-4fbe-9e29-228ab71622cb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Please specify a valid `library_id` or set it permanently in `adata.uns['spatial']`\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\squidpy\\pl\\_spatial_utils.py:946: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap', 'norm' will be ignored\n", " _cax = scatter(\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sq.pl.spatial_scatter(adatas[0], color='class', shape=None, figsize=(5, 5), size=1., lw=0.0, legend_fontsize=9, title=\"\", frameon=False)\n", "# plt.savefig(savefig_path + \"mmbrain_spatial.png\", dpi=200, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 27, "id": "dc97553e-3aed-406e-ab2f-3fbe84f0338b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Please specify a valid `library_id` or set it permanently in `adata.uns['spatial']`\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\squidpy\\pl\\_spatial_utils.py:946: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap', 'norm' will be ignored\n", " _cax = scatter(\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sq.pl.spatial_scatter(adatas[0], color='parcellation_division', shape=None, figsize=(5, 5), size=1., lw=0.0, legend_fontsize=9, title=\"\", frameon=False)\n", "# plt.savefig(\"figures/mmbrain_division_spatial.png\", dpi=200, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 34, "id": "9d1babf7-ba83-4104-9bfb-28c9f049fa19", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Please specify a valid `library_id` or set it permanently in `adata.uns['spatial']`\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\scanpy\\plotting\\_matrixplot.py:143: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", " values_df = self.obs_tidy.groupby(level=0).mean()\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i_comp in range(0, 1): ## Change this to see more\n", " adatas[0].obs['a'] = adatas[0].obsm['local_attn'][:, i_comp]\n", " adatas[0].obs['q'] = adatas[0].obsm['q'][:, i_comp]\n", " adatas[0].obs['k'] = adatas[0].obsm['local_k'][:, i_comp]\n", " \n", " sq.pl.spatial_scatter(adatas[0], color=['a', 'q', 'k'], shape=None, figsize=(2, 2), size=.25, \n", " legend_fontsize=9, cmap='Reds', ncols=3, colorbar=False, vmin=0., wspace=.0, outline=False, frameon=False, title=['Attention', 'Query', 'Key'])\n", " # plt.savefig(savefig_path + f\"mmbrain_factor{i_comp}.png\", dpi=200, transparent=False, bbox_inches='tight')\n", " \n", " temp_adata = adatas[0].copy()\n", " good_classes = adatas[0].obs['class'].value_counts()\n", " good_classes = good_classes[good_classes > temp_adata.shape[0] * 0.01].index.to_list()\n", " temp_adata = temp_adata[temp_adata.obs['class'].isin(good_classes)]\n", " \n", " fig, ax = plt.subplots(figsize=(2, 3.5))\n", " sc.pl.matrixplot(temp_adata, ['a', 'q', 'k'], 'class', standard_scale='var', ax=ax, cmap='Reds')\n", " # fig.savefig(savefig_path + f\"mmbrain_factor{i_comp}_dot.pdf\", transparent=False, bbox_inches='tight')" ] }, { "cell_type": "markdown", "id": "358093d2-134b-42d7-a714-6aea425c1caf", "metadata": {}, "source": [ "## Clustering and spatial domain segmentaiton" ] }, { "cell_type": "code", "execution_count": 36, "id": "e3b0b7df-a30e-4f44-b4b3-a65906616f37", "metadata": {}, "outputs": [], "source": [ "sf.tools.neighbors(adata, 'attn')\n", "sf.tools.leiden(adata, resolution=1.)" ] }, { "cell_type": "code", "execution_count": 37, "id": "3d85600e-d061-4cd0-9afe-6d3bf329449b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Please specify a valid `library_id` or set it permanently in `adata.uns['spatial']`\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\squidpy\\pl\\_spatial_utils.py:946: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap', 'norm' will be ignored\n", " _cax = scatter(\n" ] }, { "data": { "image/png": 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HrLaNqIc1R2ZGYKCng76pJY7erXFSNuf9OGMSh57gU6OJ/LLFlFfTjQjfFceOQYtwVSpnzp3rv18C6ynRw8AGy25t2VAMX9UtuVUBHTR+vyD+HoojfxUo+C+S9u0Dh073xphZhD59xcBeTrTp/wtimSpMhKz5X1DTzMZ9WxLipzos79ueoc3k5HqKMfkGWNf6EyOT8kGqSv6HCL7mlrG2UxNitt8hs1TK2elWdFHTpBQpvfH8HnYVMt6TwadYqGdng68avK6CAxV3uH3iAM8CFqBtZcOVszcYNXno75PgUihWhbll0FYdjEXQRO338fo/QyFQChT8f/gcfxdptQzvOh1/MM/NT+LY+UE0dFqDi6EjxZWhpC6KpeXdeYhuijh8ZyrmLvGcN26Bo1YnvNvU/Zs9jmlcZ2FuG25FZpAgEdGt7Cmuvp1JKJexNT4V31erkTi5Y6UfQIP6TdDT0aGsKBc1DR3Eqqrf/blXAWnV0ElUSrW6Fl/zCtBO60JB5ki8fJqjb+rwX0772aPncHRxwseiATl7wNgNGAoyOeTLweRfNPZSCJSC/5vIgVTAtvaxvDiXrVvWo/XensGNuzP68ghshzTkUyEsazUFP7/aGejUhCwuPf/C1OEBxFdD2QjwrgufuIbH3C4/BNH28VVEtq1oZ6zFeJVy9kzxIWjAIh6f/hVpRRmdxm/j1I7jVMTN4tk1R9pMsqaBdDpRHU0pjn+Ae8JnksQFoKKGpm9X9Gy8KL25FgevVgQPX0NJYSZFxSXIVTQwt62HTBBxU4BYGazS3cug4HwszDLxCWhBh05t0bLQ+oey5mVEHLnnrmPsaoLfjcE02AHhprW/TVwxlKTAaRxwtcLc2Pj3KYu/g0KgFPzf5C2wETgNzIcoveNU3bPksdsb2jCNj04HGThtAiEh2Sxa9JHbD1uhLoL30Zns+pzD/p6eZMugXZ6UvfpifFVFvKwC07hnqKhJEKTqTBg1lS3Xr+BorM2q3ZupykvBICQM1VRVvjm/wefYY15dPYbG1UeM3P2M3eNdyRrxES3nF0QVuhL48AY1+vqIq8spzM5Dw60OXZzMuL97LHZ1mxKTlkVNUTpKzu3Q9m2O5FUiQ3p0Q+JuX5vEGScwa1WXr6cr0SvSwP2CC2JVyX+aNYMmr8E90xmfrlY8dzYn29mGfQZwPyyUsPA3lGrqYSVRZ0qffj+1iEAxSa7gfzGxry4ir67i0JGndO3kg7qkBgM3L3Qs/ZmVm4KDahFNKz2JcINfRIPhARyOs2WVgRqzdCYA0LSpCY8ft8IjEx6aleDpbsJ+dzPkMhkmYjFdjF5jrexF/rdcZlSb0GPLSBg0iEb1u7J593y0dTV4+OY15XcXo6JuijjKFLWBRjStMwf7AjM+lroibuXMi4hwTCwcCHT+zOcMZQxjX1BjYED7ps0x0NHl1K3r9G8RyKmbN5CLNCnJ/4bM1Io6wwYRc+cjLy6mo/wgi26P3yJ5YE9pcg4+GwexqhjKfOCXGZ/JSvqApUvjv5tnxcUl6JXksOD8XPZ23YBqAzs+WeozMu4NthGfEURivjh6UKH6n99z+HugECgF/6PIzc4jLiaBgOZ+fzFLjUJZRY247GKOrNnLlHnTcfd0pbiymjRjF2J7ezNychyN6p7Ft+0T3FsUI6nXgmB3TSzEIO0NaMAvl8Np7WhC179aTzSbW8ymBQteaDK2TSYrtLWJSQ7n7uOvDNV3JKC4hNDsA2QkvqfO2a/IfpmAxKgnT8a1wNWhHS8KmuO0+jr2nlPRCPLBfJE1J75k0aCsgLd3biDE3+HBxz4EjTWn57Z37JzSCLFLMDXoYVTxBQergYS9fkOdsHdca1kP8/qadGp/jnIlbZZ8eIdpriripA+0yEiGEfpcL9iJ9WVtyufcoUfcFsZrQcMyMF9fh0lmEH53JzqG1jj5dPlt5gKRt9awePkwyjMLicp5S7pXCUtKrXj6PhIBdUBCvU8vUdXX4Ln4Lc0a+vzU8lasg1LwP4qUpDTCnr2C+5C2OJR7+8eTmx7NtQch/HLrCyMmdaavsSuZT6J4OfYdD819CG5Sh9je3Tix6DTdu87l6olgZss/UddYl9BLybT70wR2c0cTfi2F/LIq4nOK2f4slsW0Rl6lSetwWK/ujFO5hK8rZ/DOqhkPLs9DU0cgOyWKbpP2YB0owuFlFz4c3UqLHrPoO/4UW7+oMOjARCoauiJWUSWvJhndurm42NlhIWSjrW9Ge80IGr71IOVbBiINXYozE/B1tKJIty4HL1/gkX4qqQaOVEWkI7/2lmsP75NyPpPO4RIMqwVE1u3Q1K1Djl4dPH1m8akoHbsrowHQF8FrExg8Aj7Phnpew3Hw7vDbjJVD6cVv+HScjrqVJ9bhF0jYNgarwGXYqhojjjyHIFTjZu+CmaER0oIKCoqLfnp5K+agFPyheHTnKS2DW/zGvLy8gsy0TJ49fsGH95/pTFdUddxpUCNDY6M+g1U0mXv/NnUDmwPQ61oMi2Li8ZrdGQDZY8h2LMfCRkJWbjwX1J2586WMzKnPuX6tBVpaSkxJqeL1uYdMayDg5RzImbAPbOwXRK9cGKQJXdTkXNk2lqXFPhj0bcSUslREDib4ZKsw90ME/jVl7POeyhvbcjILCgm5/pzzTl50fHIU5/Jsvs4dQdXhjeToNEdJSY0kJy+0GwQQFPEYFzs7PoZcIeqjJwa6n+jUqzkTijTpkJtIX79nXLyvhqN1azKysykrL0df0EN67ym9di9Dq7WEkO47mBXcls6RbxjTsT1Peuzm3OQunOvhSciAHVSs6I9OuCFS6WIaNJ+I5ipT2FWbt6WluXxIFEg9u4SmDMLSKoAldcpQd1NlnqkKJ29eJ/HjcxDpM2LIcIrLy8jKyyWwkd9vyun3RjHEU/Bvp6wwiw8P9+PfcyFXz938QaBiX15Az6yGLZueEDJiEY6aRlikNeZbkD77grR5crDW3vGqMiiBE2WwuQTGB7nh1cXtuz/e7qA5fj+/jg2kbbAX6nNbkT3+Gt/aVtD22kesO4oIkpdjkv6UyKLdjGot5fmKcaT7nOaCUwMA5HL4EvmQjnkn8Vbvzpf8ryj5+JJw8zq2euZUKMEmzyYoXfVAS0UDka6Y+nEhDBg5jrSvH8ktU0au5YGXqxfNb/ggG6CGoAGh0jJyj3bgS+Byit4UIthNw94FVHOh0lCVtaL2bOwLJEO4XhS5BQUUlZaQqFPFkT0XkfTUwK6pD7+8DiNUSY3dZ0+Tt3UEXvFhPAgrIcajihHaIiS9oCRvDJr6pozpBPuAJydm8SD1DIVGU9CxhcfaYob75zLhkBE1NlAcAn7x/rxvkIH2l2qOlkNkrhSvyPe42NphYWL6U+uGYoin4N+Oho4xLv69APh1yyLkcjn7T/bk+r5haBvZoGvykIarvVnnZsHtGgOm6rsT/EiVJw2AndC27WPOjk+CmdBMDeZowzDNH8P4ZAb39w8kzliVEFkO8R388Ds6ilFRk+l5qRV3TRJo6+CMqvlHEgLP80UG0/fHYunUgLtH5nN9z1SKc9P41sYP9Z49KSrIpPDDSzxLNNB1GYCZngmezfvRzKEOH3afJf9RBHGdRfTWfIHE1haXwE7Uw4xKPVd8PT3QddTGy+0WpSFncC96yG29Szy43BRz9bcsHQ9XnceyfFIP2h3owKCiKOQngZHQ4HBdfFUy6OhqitH6oTgrOzNYvStakmwK921DXFiM9tNMHmtr8w4L4q++IjvnEUkJzwBXXkq+cbgCVrUDgsDCJYDAxpNRTl7EuAaj6PDYAks9CXpzi7mnlsFMc1AXVaCRmAuAX85X2mbHU1NT89PFCRQCpeBfjFwuRy6Xf/8/KzcekUiEoYUbcrkcm7lnuHr1AZrRFlzx6omFky/qkn08lo5lVCHMttbC9LgTBjdtv/u5P0OTILcq2A+Wcil9NEEsgq0l0OnwLWLf3EUul3NoYRue3D+AqMaYXzzG416QRECbofh3ncrcfqe4OMAT/xZDaLx7IFfS00mX1fqvY2RF5KMTpIwJQ66phehTFBHT+qBjYoN74y6EVfzK50GXuKs6ifM7LqPX8Tgvgl7Rf+M6dMV6bDdbyInhvcmadwO3TFUMdfVhPISHB5OjVUp6RjPaRvdgke9Lxk4aCYB9y0uoOzmgXJaH8soG5FQUkNVxI3SDym/RpJ+ayuZcZ0zalZGhNABP/eF0ujScli3qQGE+dRIj0COHTEsVxC4deZMtMCgtnIwYS65deY+RMvAY5DXV2Fr6UiOv4tizwXTpZ8X10+ksmP2AitQPbJkMBgnaaEffA1QQJWhhdD8VNbV/zVJyhUAp+Jcgk8m4f+sxi6avYM/m2nFZ7JeHnDj/l+0Yi9p1ZlhrW6IkFtRX3Y6mc+fvv03UhCgzmNHSnTqZtWb1MqFIDlmTInlYvojPYVdZ0l0dqbSSyvJS3MSgEbqD06t7kRIdxoQtoawIbMm76d5cvrsJ/b7DyUtIoCAlkaB2DTE3c6FV/T74dZ5EhgzKBGibmEdxThoLz+Vh1707Kz+spplPHwaElqHSfxAPrKpoXA/6vYzHZ+I0LKtfUVSYxicnPQxbjsei/yacjCV07rgckfpmkr7FIhaLqUj7hImJOlpnV9L4bT2MdaUYh0+lKvZObX7leVKdf4ONi7OJtAviyI66pEkjWPtrZ6iRUZjsydaeszF8eQHrcWfRsMrDpPAMFVcnkdVRjW7kYZedjLQapJWQ/C0d48hQdPLTqTbVI4kCXpOKm38fnF0CqSn2IDP3MxPjf+VQyBc+JxoQ4RJM+iEonltEuYEHUE1U/huijGSY6Bv8S+qNYpJcwU9BLpex4JcVrN66FIBnD19wbN8pPEY2o1FbP5xkdlQXQ0JeFqPPvub8woZ8qinmRaotGQ/eoNejOa+q4JR5BvWxoE0O7NEHxz/Nmt7cuJkMdW0Gjx/Foem+eLUYQMN2oxhYpon3REOqyoqYvPMDxjbuLBbdR23hMiwFLT59jUJTx4gO2y9TWJyF0i+3UDJRQuZWRkrUCyrLClFSUsLI2gNNPXPknX+hcvkT2mc1Z4TxTDbqHGVdRw1ivMXor6lBhBIDA3JxUItEJ3EXEnNnqsoLSTDVxT7qA/bTb1O+/QVlOS/IzFxCWeA2NPVk/Hr3I7s7uVCdZYLZqX5kjViAlmcbrl+NpNXAPkyVadLvUjjf+rXE5MII3qw9zaJPySSsDkTTyBSRmgSHaTe5OzKUp4n5NOrgTcfzFmSuz0XS1BQjZbjZYSVJPcwxFT5jXL8P996+w+XwBh5c+oC5TiUZSoWc0HLEb9M9vD/uo6ImhlkrHqOXK8HaSROpRMr+3bcYJm7DBg4DUFWmQYWJNl2rsigtsqLPYinl5X1/Wj1STJIr+F3ITHzHx8g4HjyMZv6SEby/uwsfv4Dvv98qUCbWsRGT2jZDDRFHy+UMGCki8Lwpd6x1qMyowMlCwvRGl8nOGQBAOVJWpz1n3aIQxu3ajqMYbuyZytv7h7C0acGddnMQTq4kLz0eDW19Pr+4RIfGQxh5Lp/c9HiMLJ3ZONIJ96puRKwYivvNCHy81/E5bT93+9RDRVWdBWdzGTdgC05DLUgLz0Bfmku/ib+w9XY10Upq9No6ggc1j3CwrWD9yPGs+phI1RVwy/Bi7yZlQk+ewuBFCAJ5lJXeQr3BKfRUZfiIVQl5/oRdH3Zz+0sRx2XbKM05TotBvVjgbkvj/qNQ0bcgZrac6yfL6blmNUH2RUzLvMOkyCTOd2oC+i1BG5h6CPfUKr7tuIPnr2/JrRbRdNsD4gDPTfXZNOklOR9vYhhczGK32TgnpbLbVBOvSR0I8tIi69UszkZaI9PQJWnwRLyfXmb5J3XOLaqd90svKqfKVwmjuzYo56VhfaE++EFWMBzydcOrRIosUYzRh3dIlQyoo+PBPSsxY7Ur2LDh566DUgiUgn+akG2L8ek7nfchO7DzaourqzVu9Zuha2xF4KB1P9gd72uDaXIU3lhwmU9o6XxFY4Epb2eHUlMhxd7JjLoWjszsOI++ye1oaWhIs4+38Qq5i3PzVgT9acrj10QrugfOo+TDMdaYVPLy1WtaDlyKukQHlER4aKWyjRS0dy9HS88M4xFTcYuwJ8DCnw39Venb8y7drv6KeOJGHha8ZckIW8oNDpH02puPpf3RkOXSTceRgGbQxnc33TUfMRHgsQZEt0EjDfQdwM8CZOWFmKQdwHbhMbJvriK3fBKnd56lVzM5JQOPsifYk6Xzoujc3xBro+mYdKgVhJXRyQAcuS1lsuY1fJVljDwGmnvCMTU14ReKKOlQyJPM63gYGxK35hV2zbuR90SE02IJusWV9Bisxi1iaFlaw7UNtjx/9pSPCYkc0ZRSeH0dH3LSsXCvh6rhTO7lzqa6RhlzVShSVqWkMJ/tx67i1sAaevmxp3cjOnl0473rCUSVcbCqPgCWclVW1XNj7u1M/G3rU1aQh6CnT7yqjLICffKj19FOWxd4/NPqmGKIp+Af5vyJy9gZ5iHRVEdw7siEla/wKjViypRSQvMDGda61l4lMqTI0EG91mAhteclDf/Rv5IvWaTfeo/b5GAAinLT2D7RGzObJlh/WEFhqzV4Bw3EtVHtwsKMLxGUaDnwev8I4l5dI6bNVNQTUlk+egJlNwtJKc/mU+Y6ijKTyJQPo0nbdiS4hmAS8QWdonK8Ww5GkMGdnbMwcnHBZeNR7uapQr415RdgYl+YuKKKRsaniakaxvFVI9CSHKL9eLiqC6rZwCE4Ew8J2jDhyzF+rZRgVF3KJAtTNCzqoGpUO3lfGrOGuIWr8O53GVG7faB9lhlt+zKmgRUJzj6Iv4rxnxDMTI0nzJMHYW+ohd+ZSXTs4seYkZrEmatg7iVQGTUH4+ALfNtWiMOC5eg2OktYlxe8SjnNtIjjfDs/B0FJTObdfcTGNaXRsKmUBwXy9Ws0QVaFpO3pTVXb+WDqzZOPcRSXltZmfnoCLRu50LDVACRaen8qETlMqoQNEv5cdAAtz6Xi/3Qcqg6+aBtZc98zkMavbiHJy6anVgoO0478vhXtr1BMkiv4Tzm0fgtxb26QlZGNmXtbXP1742Guz5mVzZFrCli6NaVlvb/YP1qdwLyax8iPyInZHELl2HL4q2mK1cUQFXubtVvqkKITCsDLG7vYsGks1VVlODfyJ6ZjNc16ziI67ApyuZwzawZwfsNgrmdeITk9BUlBNU6PthMtckZQ08Swqyf3uxbQddIBHBq0x8ookxbtfJCcfYss7jOpsW9RUdPETtSPjkahfFLRoUmlOV1TrTFb8YQgnRgszaCRp4ChnggvF9CSHALg9m7Icz0N3Wvj37AIBl10Ql6pwuZWvfAflc+bjRdRNbKlNDmH8oxMRGr7MWjVHFEvP2TaC5jCNTbeO0tlSjIOnm6YvLMkdM8tTFY9wd5Qi29SOe53i+iTG8XX8WWMHh2E89AuHDwvR9lRC7ft9dFt1BnQIvX5LbSrTfFPK2dXtTaL3AaS+6aKe+uW4zQ8EO0bPXka2YENomfIOk5F6dJMKl+eQF6QWpuAGmiS2p4Hb8MpyEoB4MrpxbyuWsfH4G5krXkPpfFQ6gV3QTXQkjwPP+RiCRUlVTR5/xgtNQ0sNLWpiYpDXiz9aXVP0YNS8AP5eQUYGOqT/Okh8poY7L2U6NXdgS0bG2DlYEJQ0EOUt7XgUIgYm/G/dS+XSjlcKeKBegj7HvmxZVhnvqkOZ87zrtja1h73Mer5I3rG3KZB+1EcnN2c3jOPo2NsTfcSTbpv74SGsjIG5o4E9V9MQvhd/GN/4WLKELpvP0TQ1tWUZ+eyNuoVr3q7I/r8GQ+7xiSXtOHN3YPYnD9P4v7lNIh/jdSlAe8y12GsFII8ZQcGqq/QaPYVY0sQDG4zqVl7kr/Bq10vuZZozYmTlr9JTxpFGKBBtF9XGgbehrVQXgjvs8/QxKUXIOZeSgnLPn+h/9Nb1IlQxsTPFHnCLbT9pNhPvoIcOSJEnHgsp4N7JsnP7lB1yZlzuZcZv344nXa+RtdJgveY/uz74ePYVuTygXRO02NOy7s0T+gIXCRu4WwqkqdwcvpQXFLiadWxEc/OTKNT8EKexz7n2emltOneH6dWI7HJKiZ5Zw8u3ign8/x09O7LUftWjkhPmwp1KcZ6BmjY+bItLgc9L2/6LblCSw1H1PMseNs6j275XoybLUJ4cRfjjETck80psS7D9ZM9zum2mJRUodLHCPFYnZ9QGxUCpeCvmDJyNjlZuZy+cYgBFxbQ1rqGYX4qwK+cMxhNn4z9zHuayyx3PQwuiuGXv7iNConj9pGbtCOCZZ6WDFUpofOE7RR1yyG3WkTavhhS9q/BfeIhNh6cT+9HmnzQPoiqqgRBXoOrX2cSwu/TatBSqqsqCX12hKJ1v7JCuT09InJxX9eABo1ak/stARv/QAKajUEkEnNkUXuqlc3Is9jJyrkOnF07ALXzRhRYmROq8Rax+0UCvOFgyFdKBugxbuJeHgbM5ex6SCko4/mXHAb62PE6CnzcQSSCZwnZNHcyAWAnYTTEksbYAHD7LdTxhgnZMEUP2klqzxb3u/KevtZyNi6sXcckl8vJjP/AZ1dN3pFO+f4HFJZXY9KpAfmpsUyPqyDhYBMyGzqz6vJdbuwNYHuXbJwxov7TFDwadSB13Xj0g8Yxx9OfxSmR5Cxoh8vqsWjYWJB2uAX5b5M4qZnN9K39WD+rG82adOfO85V8jp9Hc4NCXA/M4XoVXDKCXy+eRdfMhmt6tiyuSCMiNoYEL4hQbcxj5+Y0yUzivLE65rfh86932WdzlC+Fgzl6KggTE3UOJaYR/TIEa3k1BSVFyFWU0M7RoXHmbTTat6Fh8H8Yv/9OKCbJ/49z7+ZDrG8ps735Lbr27kS74OZMnx7OvFljsNTTB2rfjH3y98NGcFIxwqAd5PaJR0dqTcTDYyiJlHFb25sSk/tkd/ajJnAmuZbRpMS8ItzzDrpdx5ForIRP0CDGrNhGu4wrhBsHYp/nT/E38J/fA98OY2rP9gaOLAzGRMuM0gkTKVr5jDHh2wk+lcKcQuj0bAcxoRe48PoFI1c/4PLS9wxOeo9xhjmVlaCmY0mX12vZNjmAILeu3CvMRE3DDB9je5pqZ/O5x3hG+tem/dO3HJ4mZDPQx4695yBlfDK7XkUQ8/QDl1fMw01dzERRreUTvKc5dqip6mN7H3bvhOXHoI4qlJrp0S1JQln8PVg4koinYdhLRNzZM5e3b4oxCn2C42htZBu1EV95RapvIDdoTkeDFI6Mi6RRnhLUqNO8i5hpwSns2LuQNZY36WQ2Eu08a3zmvEM2XRvDoKno1JsFvMR6tBXJW1qw5MI1wt69outgbxxNntGr/1lCMOUVKchKwfXJZir8WtEv9hhGpyZSM8CKS1WJWEilGD6vZIhxBMoumYzquJCLT5YzrTKCeq9PMWZZS8xaW2JiUjsZtVPTijGqSmRmFYBIhOChS9orESKtTkiyX/+0+qmYg/o/hkwm++H5xP6zxOhHMLe1lHbBzVlUBJ/01XHUtcRA4z9022eAuVMGxcVSbu6dyrL0o9y7v5NHJ5eicVwdXa0E3t09TNtNbVFBGYm2ER+SPxK+7gLJqmUUezqzf/Z0VERyejXpio2DP4l7WxPx6CgyaSX5374ik0rpUm8PunrWqBWX8fDkMvhTJ9/6PPhVTqKytADrkTOQI+eeIQxvVB/BQ4MNlyFKvJ7GOSKeiZ9y48soikbpsOkepGfLuV+ZhFxLl5rahewMPruY7ia1PaWDyyDYzBxXJSPa21ZyuEpMSNVfkm6OFpqo1c61BUHVwFf0Or6DI4UQdckO3Z4OdDu0AGmllNuHz4CONdeLe9B4yUoSRek0rLRk4D0X9vfuh+Pc5ah2q0Jl6UEmVzWhfkEeGr7GuA4xIbSzP9FNu7FUchiftc0xam2C47mvJK16gE7HeXApCpiPWEuLxq+iieg3kLYBTbA0bMfmtdnAFBpjw2h8GVwSy5DX2yl6e4Hy2C98qzpCbkMzylQlGOroYaCri5mxCRc/RuFxdDzxNSKefHbi7YXxVNTP59DFrUil1dwLh1B9EKWGUxp6HAQ5jaVWGKjmc/HGSkQG9X9KXQVFD+r/HMvnrMHU24ORA7uhLoJjV/bR7PQblOMG4nf7A90X1KONTS4SSZ2/6X7//gSUa7JIi39HX8t9hIlPMmj7Qzo274e/awUSiZjP1aBx4gVvbmzF084KV58qnvTuQ4iqBvN0M6hzMItKWT7Rx1/wkiHMXDCBpQ/iaX7hNM6ebSkPySda6SqOfm3ITYshP/Mrs1PrEb5wAAkpIsb2iGSD+DEelZW8DZOw9zxkesC056PQlrRm6Kd+WG1VA2qPpO1SCcU1IuaJfdFsD0t3Q/umsEh/PpGvy2jfEkorpbTZ/YQjzUwZfFWHPL9zDNmoB53b8v5RCBpl5ah1tmVq2TVWRwdTY11NTUY17YxSubc4lrYqDpQhRRVV5h3ZSsGHZIab6xDkYkH9ySvQW76PU9UJRDWIpKWHIcPC80m8aUqM4SfKXiViYG7MLzb1mKF0kL7LBxOjGkbg2m/cqLHnfo4a+u/EnNIo42CRFyk7D6JvUkz23EyMlFaQeSaElCnZDBgUDuQgBsqvb6S0sgT9wHHoegajU78bZ7bP5P6lRwyzKCWzuAhZTQ1FpaVUyD4SXlPEr0FD2DToA03e6+FiWRc9rVhCum7i6rY5XCsBD7ELQnoeyspiIuNiMdbTR2fmLFw7/U6XM/wNFAL1v5lMmL58Iw+zc3h3ZgVNtz9i3tBhnLe0wq4KOmrUbheZYGeAq5aIQdoSxuclEbvvIWn+EqJCzvMt6SNV5cVUV5Xj3rgro9oVcXHYaQw6qPHowCbyY16RlRJNgybvqdN1GgX3r6KhY0rMkzPgNw2lrIt4fR2ApaoPVZMKubHnFxp1GckZl74U5aSy328Q5ek15H19zxeN13wY0p7ZM3phnu7FqVW9KcpJYejy21gVmNB7SgGWlvr06yCih1YA45YloWbqysaZcOhyDd7TqwiN7orcFD6SiWWODiIquLbdkMzq2v15RsrQfzGEVsG0abWnHZTLQUtdlYnNnHH1sWfuL8Z80H/BnpIaKivBWE0VsayaRQ388dq6CUmZKm7BTVFt6s4JIhgR643Pwccc8RY4qJXEhebBXLbQR3V9I16JFtBwXASZJdW88sylYFxPEt91pWN9MesjmqFzNRVJM3ekmZVM1nQhZdoewhokQ5cmaEn9KAqJITSnL2cbtSJf3J4vgzUp6ZeDqaY1jtfqkHDhNBq24zFsfArXSdeoyq4kdN0+pJEP8RjqjkXvNZREP+HRrc3Y6GhxJG4USd4HUPkqJlcrH0mRBhalWUQnH2U/ATQty8KprYBjg848vX6NLHsxQTVPCdEqx72pHxXOFviamPDgVRhKysoUFRbw6NVLWvr9/ZM6/1kUQ7z/ZWxfu4cbF2v3c3EYBmm0Z/m80dyXihm25Qbt7Qw4YVgrTgAvTWCcvyNBnoactr/M/i1dyfdW59zCQSQ+f44kz5S0uDdo65nx5s5+9M3t2fUtmQZ7U9DWNUIur6G8KBvB0ZGqu8U07zmbmvTPmBZE0su8EJSUuP5+EgUqXzi5oT8RGvc4OOQ+/l2nUr/NCD7N7oXarXPsnTwMXRV9uo5VYlFnFXJSo7k79Sadl97hxbVd5H2xx180FItP5qzemcWKfQLZMntk1eDmAO6OyjjVr0PqmStceBLD+4p0MgaocnDIcQD2lMOY48k0aXKf80XVhP3V8K1DLvzSfQSd7fXYwDN2m5pg2cacegW5uIrA2d+XqHGjmHz4CIPqepIrug2A3qsYWi29huqXKp7ghH49D+rpqNPrxD4Wd1jInV5TsaipCzXa5D/fjcnWYhITX+Ow9hKvTeHs9u54nmuJiVN7jifOR25kQNsN53hZT0Jo3CWY0I+I2SfY+CiFRKcZeGFNvzzQb21ItBBGxJIXOC35FRWDSPQD7dF08qdkRiEGZU2ov20t2u6tazdn11RjnfmJerL1OLaIJT2/CFWpCmpVahTqlmDZ9CszBpwisVdLbswxwaxOK27Um0NDWUOcDNpRJC0jaI8xm7o+Jj85nAcXtwJQllaOa5o94oq8n1afFQL1v4zKikqiPkTXPswDo6ZlVF+PZ1YRpLzZhKpO7aH5J2fNJSkiEsmfasCuUsjPTkZcWobUOhPP1v2QfiulOCodazc/uk7egyAXKMj6SqMCVdqpQ/vGHbCYsZzX/nYMnvwAuwxtXt/eS9thq9A2skJb35R2w1cjdSglu9lnykcMQU2ugcftbD4+PYtXi76kWUJV60Yclr2i0ncc8T6WBA1cRo2sGt/d15EeP0Zmp5ZEVeWi1uYcbU6/JXWiMXeIwNdLFQtTmLwK9HXgobgbOVXbcXp+lCGlDYkaFsMEo4kghaW6cNRXj22mGjjOOIhDfArJMqgoLedofgLrz+9D11Cf5tizNfo13QQHWk5sybzH2TS9kkGMuz8537I5GfeVX4rlpMrgsYENdnb1SNoSR+Z4C+ZZuOJYry72FqZIexuhMSsAJWl7jhZZ4NGwNU3HPOXthUTgGnfvZjDh7hs2FfZi+dBHfMh/wNOv03C6f5B8k9Ps6ZJCjI0KFsUBbNeUEHr3NE9a1+fW+3sk7YxgytXPPB1swPobHwnv/BHzgUq8bivCwMgE790NMXVvxKBQEetPnEKkBOqyCt40fcJbz0SM4gx4p5NFumoZ1ZlZRIV5UXPLFr9CWCN0RktdgtrsJqiMbYnV8Aq0Cj4i2b+Ubi55PG41Hrm+IwBV2lJOWYUgureMym+xP6U+K4Z4/2u4AbhjPm0CTZRrmFII2/RALFFjzdFCjHqVE2pYW9zX685Co4MWGefeEfX4KK3GLiesXJ3943bwdZw798OfMm3UVFz7tMfNryvn1w/k5Y1dSCtL+RRygVvdZ6IrsuDFk1OkPtiHasRXwop7kF3hy9XlMwH4/OIyPu1qP7lnJX2gSe8dPLpzCPNcK8QyJUaueQjA+16j2XerjM4RJ1HRH0OmkSNze81HJIKNl4qYZfWKYFsJI3RUeZNcRgw5PKpnzdxbtStDA7yge2uI+QrrRyUSlOmFiV1jPtcPp6uLJ+qPVL7nUKWFBmbdrVg0uCnrC2u4cPImQXEfSIqKZeWVIzzuvAGDhnacOLOBhtZT2OlowTBrD0ZkK7Nn2AgyssDvtjOl/apQG1DB9Zj+6O+ZyoVpb1Cbu5/ZLQII6S0jsPsgLOY/Qpptj6NWI17qh9LSqZgbTqfQMbxEWdJbPg0fQMU2OwT1u9iKF6FRdhHx+H34GzbFoGFbcqZe4njCboKlfZhlY4Jm9DSS+7wlxsSfFh+1WfIwExUbyOneCptpY1A374jXyS+IjEXk3z9CScJdfgneTICdEcr7ypBVlaJ/dR5abWfhYDCCuOI0tOSaxDgY0Cu8Lk91X6GaogI2zUFTgv2FhrwseouLcylfWnhRp10Kp539GPctiy+S2sVahSIVHLUsCPWfTIC580+p1Yoe1P8S4r6cIZT73K9R5bVIAy2lWnOLdvV4+7UfTzwk+JzyJrkwg6JuX5DUqSL6yVmyv8awtIMpdiMlHJjaAImlPeMWn6ZOQHcin5zCrm4AHcdsIvbNTRoEj2bOsRTMjS0AeHNnP8ra2owZuxmVvCKCgkxABrSFblMPUFoup1IKDXMmob5NGy/pKtQtrmDm5gHARp7TJq85MamdGTT4GE5BTcnOg0opyGVS6tbTJkfDl1HDmtBYqkPYNWM6FDbASBnWTJBgZwGWpiBRhwbusHiyLYbDLPE53Z6kOYZkmn3hxfV75GflANA0q4JZDpWkxn2hYOAwOs67gm9wEIhqMyvOvYLHQVXMiXmC9E5djNRMMLI3IjAwlmlddiPu1ZLHfXTwGlzA188vaNmnFy9PPcXOS4Xhx1ahNdCEt3HX2P6gM6vaH2a76XqWRLViguM+3LQDmDDuBJPnubHkpBOihsacfu9Hic5Z+gXUZ2Hbs7Tq1YIRE6xwbnCIOfWK+epWl6LCGkqHgyTDgNib34jbEw+A5qKOuEQ8xbOXF4WvrhA5sDfKGrpETTFG91wPqkNzaOlihrqqGOUYLUQqErTE7vD0Bc+M8qjSKaNzWBBKYiNShTziLZO5LKgypFiMtLAQizVSfMTuSL/FMr3aF8dZK5mvoo7DoacYxpUDYKqWimz7PjIdIbow/afUa0UP6n8qYYD/Xx4/9DXH5m4rfI4/oORlLKvOTPz+25rBVugZ21AimcShx4kYFCRQEplOvdkDeXNnL0riKvRN65CdEk3F6nkM0LJHKCrFwvFPm0ZVS1ErSmFG66V0vgS0BnRg7PrnTFuzjISkbHYN6wcrgGnAebi8ZSRVD7dSMEgPo7gCTpjKWD0Axm2BA000SPU9ThuvbkxQFhB3UsHsNeTHQHklTFwJdSIHE1LWjaGD+2N8GBYdBokE4jPBUA+M9GH6nz4eZWRF8UatEutP+WicraByhip75aE4ZFzC/bEX5g626JgackHIJtdCl3W/zGf7zeNkP/uCSTNHvJo15tvRc7RxMOTuq/sUufrR38yL/jZ/zsEAGqtpka+UwVv9kSw+d46hO9bQrF03nBpN417WAQ4n9CBTKkIjbDQ9ymZR46OMqlsA9qoN0cw1QtVIHVctf2J/mcTtuav50DGXLgcvM6hyIY1Ss6iuqOZ5xj0MTBwpOdMWD8/HVKpmovzEBaGogLS4aAav/YXwpLdYLL9OoMsWTvVuhqpFFaEN8tC4mEnGsXzqbqsV48oVRXyeZY/MJRCzLYfxEGeScvE+VdkJhG1bR9/tUzmtehmLSoFwdylyuRy3m2todN6ZEmlPrpTsY2TLM9ScXcgj6QyS0/pRJzmGgCPjebh3F8jlVBca0aj/HHSzzKlbx/qnVHNFD+p/GOf4QNimZFgHJiaXyM6uBKDX2/X4GjozfkIgQ/YMJfrlte9uBLkcFXVN8vL2UfZoAWKxGvpm9tRr0Q+vwIHY1fOlrDgNKxcf6q49hDbqqKhJsHLxBUDTpRk9hwzjhY0WvALaAoUQdm0b8YatuNt6IW9f34ULEOLhRGl6FL1nHmXQbT0mD4T+X9eTp2PJkxjo3gqGXWrFbHNf9lYUUFJZhZoYppyK5vk7mDkUKirhhf1ZmgzqT1AjQAsKS8DTAN7H/yUvhp96iUwmZ+PqLlzbcgT9Dj50eLsScXkpTnvX0XHMAIyv5GKaZMph3nK/KoIXl28iPXyYyGcveTQ0irijn1g9bCqGJ1pSdsuYBmpNKVBPZsBrPSoLy5FL5bxq0RS53JuYaxFUr9Cm8kYaJZraVGkosz1hJNKSaryvDULfeRiM8aDTihSGt31K+qulLOtqw95lv+Ky8gbFlVLOhX/FWV+DvvXmE1ffiwijZ5y/tpjUq2/ps3E5WmapXHu0E79T+2m11xh5Uila5W/If5aFbpU+90I+07SvGdovijjU+Rkn2mkwK+chVib2aLrXzi9+o5izc5ai06AXV018WJ1XzFWisOnZBsfRI5nWt4x6mpWMcpAjyOUoKSkhQwSeHdEfOARDt5acbTUG+SQ5lRsKMfboy+W3MgKOLAFAWSQCBPSKtShRhZI/b0D+CSgE6n8Id6894O61BzTDDqfuhkgPl7JK4ykmJuq8HLMfgNi3t6ksz6dYW4sLuyexYJANk3fNod3wNXgF9mNYQC8mTVhP0IBFSCtKyUmNxq/VOEZvCKF+4AgK3qYgOLRi7tSOqKpLiOwSyLKjY3h25zJh6lvZugsaDMwkeRGgB7KaakwLxvG8zSnCtNsRmQAHWr9l/lUXtibGUnFCxtZJEBYBjepAv/aQlAGe3jqUWLliJLrNS7kh97TBWGzH7T3gNgjOecHV7eDpDPe+fIWrMOk1jHGF8X91Z93pd0lIZTLqGU7EZNIm7Pvqgwwenb9BY+8uRK+5Qfe3W5Gc1GM0vvRU9UY1Opqmh/dxYdtBNunLcYn2oIvZBMR3DYh2T+HxmyjSK2LpY7mIqMFv+bTyFVYjx3JZ9BlpDbRVb86MEZfx39yNTSpRJN1qjJKKQJzBM6yfCXRNLgD0sJbUo7JVJt2f9sFuRif6a19m7TIPUkaOQVVdFZFIhLfXDdZe1cRv3GBSO/WhvFAPBzsXulv24auxBTbX+9A0OpgTdeYR0T6V6tPVmKZUcNKhNXvjOmF9MoCjt9sRM7IxH7Rec9K39uOIOToMGruW9B2nGZRyn/d52aTLSgBIRpWoej0pvf+ArD1RqKVW0K2gAdZ3ilEVlAlJ+kjHwELujW6JSHSfmqNvKYkJY5PbLqQ5z7hQDq39myBWrqLELI1cUSF6Rw/+tHqvEKj/IRgYG2BgbIA5OhjaSrj/uph7bzYC8LpKxte8UiIfnSA94R1TiqqIWrEHS5s6iHNTaNB6CBXFBXy4uYXQi2t5cGE1H1TyuDB/KEU903h2bjWtBy0lyGMZNW7dKDHw4u7Ll3Rsp43y3QE8exrFw+OrEJDjNu0shz8UwTLwy9hMj3UfkajDq4+w8xTY2mrQLHYKWeFJzM5W4oUtnLsH919CRMyvFBR94H10rfh0nTQajcEiFinD5RV/WvdwCRgE5ELH5nAnOQFZRzmuV4CAcg7dWYdUKsPF5QaVG/shUVdl6KLprDZS4VzwHkJv3SXkym3kSwJZNMCCS8+3cdSpDrAdS0dbmrdtS/TWTwzbuIzX4d1gDYw0TeZo+AfeDbrI3BOb6WA+gdSKz4hzlLmqtIMKEwnqQUN4HqDD3uI4XqclYyo/wAC1X3H3qaGhaXt6DhzP+4yXPEq8xdA3ZtyugNTi6+gIGTR81ZmehzvS6mAmM6rjufPxG3MOTWSMhil277w5EOlFePo3Tsavwj5Xg4rwd0R0bcTOiFGoW0TxVmkQ/UV9Ea/Vw79BMz4kH+O5+23qXktj2pYHVDGXrkv2ESzUDsnfT5+KRcFucjKmE1kawLGQJfjO6M6K14/5XA2v6/XDdOwiOtm2xFPVl8icNPIbqYEcVIRqbt7Vg6cATfi121OuHr5Glb4Dp5RtWR9TyYv5RlTUaFAh1UdHSxslAwOk1T/nRAPFHNQfmDv3L9I6sBNiFTUa+Tfg44rLPFrxgG1tG/N4WxY50d25uXs+pyUiTiQW0//qB2wiknDScUepTz9yksNR6d+bI4vak5MajaqGNg3ajiD21XUaebcgW+85hTeTSY97j7yTDN/tw/AFXhfasU0uI3ipGtF7rKiomIBpXBSRLRIZf7IHm/zeU+YeyMsW6nwIjCd4ohv+iSqoNoN6zZTZblJN77meqHZR5vBZaJhxkNLkWOo4TCOkPA49qomIU6GJTQyr5qxl58ujmOjCxnGzyUpOY/nFA0hHi7h1LoaQqW0AOL01AdnRO+j30EFVVczscX95t4b5eaO2YDU5eUXUbdeYGJWHJC+9RJ+WHalqb0yVRjRPmqwhMHQyfr3bUb+qKaqFmsisZciR8fKXtn/y6QUAcuRUiepg42GAU3EPVl1KwcutNSLzKvpM6UexuRLvO02kze7btApwZFvCCHwudOKUcIQ73fZQcWkbZZfPU2+MK4PUZFiOdIc27qSF5vOu4BYJFdrM7LkcY1039pxW5p5gSOLzLXQxG4xWtT9zRuWh561BWZMyat7cJLDSgdd9JXwLvEzZxygkp7ZTU7aKrEtpOExxQQ0xsnIZbeaep/P1DRT9uoX547VQvSkhrmdfTkv06dYmio/KhizU+MsauIu624k0C2ZY5SwSPidz3O8kNS/WslBSw7aLpoTVa4uKyJkxZ0dRljCKEDQQVMp51q0A5xplVGQyqqoqiW8WSJBMhqqK6u/eBhQC9QekuLiE9PJyet8pJa+pFFRqj5OsO78rcpmcM5PCWT+nPqqqYiycGlL/6kJq4k0ol2Qji5VjE+hM0s4dOEw6QOqNlSQnJTF1TxQ7J9fn5u7JeLboR5pbMCfc+3N1EuifL+dzz+743K09GdG3/RhOAON+Bc/28PkL5Bk0oK4khwb6WhQOt6ZjCjyZv4euM725HaKCdhHUrQMPu2zAdlgwiWkW3DgBmx5A9uHuCFb5HGo8i7dvjxLaoQ1ui35lwpWmDFi5gKlr4Mx6sDUyp+/L4ahLJBxvvYOAve2gBJgHJSOd0Kh2onlrVwri4qm+v58PY9qyUSpm6/4zzI3MxzGxITevfqOs10T02n5kn0F71uWEYRk0kxcnRDSXy8mojEdaXYlDuReHUxYRlqrCoNWapH07w5NLfthJS2jvupbM7BxuPRtK3w8hyFxnMDhZifD8Q1wozyD1bRSO1gYUF0nIvwpTux6CKbVld/HTarwdHjKspQ5VudV0v3uGPX3qYyGpy4fTJ2nYfyBdfUchk5azUH6Mhs1nY9+pE5+7bKGDYy6nnkG+7iPso44QP6ghzbMbYOpfxH29Aeisv86Q/tp4Nn1NzSplXgU8pKJfLgveOtC593oS7p7kwo7ziBq8puJ0DY9Pj8NRDBVr1qLrkcDKOnVIfRBFSdQ9Vs+Op9k7AV1zS256VVGqEYWoIhuHbotZE6NBxtSuaGmp0jmzAzcPH8bFpRejrXPZFf2VEe8reOwmpaq4FH1XV8wkEiQakp/SFhRDvD8QlaX5xK6LY+HQX3E3W0TJxteck2vzYEEVGRvKEYlEiFXFrFykS/HLdgDUb9OTJbuvsa51P5qPm8U7l718jb5PUM9ZHHFqTNeuC9AzsebN7b20m3iZz/q3aDdsFW2NNXBKD+NlQhHPNXsiWniC8c+hMruIza4b+RQPSoCbHVRJIacAujoZU6GkQVEAHBgGpdss2HLCgm2noH8wfDUGz5OzOafSC6sX2zCpSeLEZNh41oDXaU64rtuKSCzmrLEbt0zt+XUilNqJGTnqG6BHh5kjOVxnGwAx10PJ8Sn4ftDdEFE5zTo48GDQZChYjEG1FiPbPaaXBryZep4ZlTKcnldw1ySDu/1s2aDVgOnlt9kVbsCOmArip1zmQvoqNsUPYEGdZiR4vEVbrQ41Lguw72pFlbUTZllSHouCUSvPhoTPaNuXIVeFtjcmcy29iBuZMSxtexc7F0/uTtvDobLF3KyXyJCPPVgS1pZ99yexedV7Juu7omraAONDI5ivdYbymjTuL13KGv8BXHRoRuLJEN5e28qklPm0fahMWvhbVoTO412rAFy+3SdA9IATCSpMG78c9VblmOu0w9/YkKdJV3lzSoeP+f35JbkeInvINhNjvvoTEpdYVHTiuF1oj7VPAR+frsJrSH98V7qxumQjVg+PofYxEXlNNWp69fBRBZtflmHvX5fSpIdIK6Sg40RsjjpNdQS0tFRJKc7i1Oo76MfUwT3CBRuzrry2MONQs2eoiJTJT8mkIjGDuNScn9YmFAL1B0AmkyGVSjlzeCC6eqV8bhjMw1ENCRvtjY8qXPL9wi6XeGSfKolv+Jj7xxbQpOtfDmO6v30/19dsIDklEWVdNbT0zDC3r4dn9kES4l+hrqlPtakxFhZaTBnjxsaRziSdfoflZxWeR8g5eVvE+6RiUvNB3UQXpwlt2HUGgnxh5xkw1gdtfSnrI76S+B46xsCN45B0ow8yuQurpsBttyJyxamYGIo4sx6eFPsgmfWORgNTGLI0ia5zTmHWdjkAC47upr+TJU42MgpLKyivqgEKKRgo5rx1EAAL7wQQ2TgeHODGjXSWTDxE6LV72K13Y3zMUJpd3Mub0Da4LJ1Oi/PjMe/hzaunFXSLeUqlrJwZr/zonmfO+JwY2hxag6hGhe7TZrHJ6x0HG2bw4WgkkTn72aJfgJatPu06tGCq9xKu2XUkqeEpPlts4WN7M1Y838kJtaVEFZdSUaPFgk8tcNLx5VfbbVSmW1Iv9QSuGlpoPexF6RNb9K6YIsQ95cvpIThNLKdzv680NdLjoc0AHCvFdK9nRfqN91TrjeB12m00N01n1k0JNpOmoqSmStWNrezufwrVPx0kIdGqi3HeVhrqleDreoAC0TtU7RvSsd+vPN2hxImeahjoayEYzOFax/s0fKeLw7AuSJr7oPWiKQ4jD6Nu7YXtuDNUxIWg0XMnt99vpO+ztZid64WlXTQpThnEJatTWKiEIAhYPr7H08NHWVNjSs+mDfgk+0CVvxPm6tuJbGyKXpkKMgSs3NwxT4jDt0Gnn9Y2FEO8fzMJ765z4fJHjEwtcfHtgplfA8a8T6ZF3aaIRCJEYtjVtfZkgcrcUqrySmk1aBlHjm3h5klzVGvKGLflFerW9gSeu8nzuI1o9tDgTvQ8HF9fI2D2ZSK9m/GgoRodPntTsQAmnvzI2dEHMLQcS9/lKjipRnHn/HE8jgQCweyKqYdMBpXVsG8pLF3+BY2qCr6Fu5C0swWLda5zrqEK04ZX0O2aATZdYaVnM4xWnOTiV2v8HVMIszRh+tNCGne3Yc+O3diM8SQ/vYZlR96wZFkjAM4vWYE8OpauF06z9PYHHu2vw8IDTnw7lYz5gG/0+TWYlxfeMNEzg0WBwbRARNnTEnom6JBGBF/1SzAUBJDLedn2AaVTjmPq1oGjCzejp7GITek3OL5uMltD7qGhqsXjetcp2V7EKZ/xtMmfT9Hbt0zc/IXOG9sS7y9m8Z/O4Q66bYmOSgLX9KvJl63niEsG8Iaiql5ElSzAXWc3+qrNUPfsz437LyisE0jEtOasrvnCy5xkGg9J5NaLKzz6WI9Zkda0GiAiRxDR+epmsv1UsJ0/ExvPeaSXFCI0GYUSbryfs5Y0JQfUlOPwXhvFcP/aRVjlhYVkhWvwyWgRzpohJHOWjOm9ONlzHPk7d1O/0oFEGytsKsPZ576ElmmviZlfD0uTLtyOrCbA0gvHmfcZWm8IrlMm0yylDMEAfk00ZoJICeXMBLTLXLg50AzvNwkAWDn1p0FBK0KK0ugkv88g27UYNB0NOKIqBoOw88gbDkNZ15JkbznWsjhAsVn4fx0vu79mz7ZIxjUagkT9G839as/Q7VPflvJKePe+6Lvde9XRhBvl4ZHUGVPbusRkFtFg9FGUylQ4OLclH7ffoE/qM05qteNLzVO+vL3P1D1RPD19h2tCMup3LTn5rZTN9jUcv6HEO8MPPLYqpd9s8HStS6X1GlImPiTpSzK3d8PdvVB3+GeUxDI698lk3oKT2BiqcnvoFTJ2VeEfo8GA+3o4fQUNNZjX4xwT3nqS1SAe6bY0GggqyOU1JCamIlv3FrvZapwfepn9W14SvOcx25/F0vvXpUy7cJqTa7aTm1PAXFEl759uQaovBVZx+Zd80urqc9bVnVGjnKhqVMLbgCu4T8/l7v0TFGTlIOo3AlUTExpfbUaz7ZbcCawgqmcf7uXU0GvMICYl1KFkQgTdLGbQaHwgTYMDcY2YR++Y8ZRYK/GysJCcNzJaqMHNzSd4MGA9MrX9aJS1pZP4Hn0NLpOdHAE0wnlfA3z0hiDUjCM0bTR1DZUpL0vkybkttLhxkeXXFrPo6WkCT70ms1wbs4p8jj22ZcqDNG4ukdN7ly4pOhIqiloDXbHUlqKkJAca4OmkTeCWBRzvIuWUbC650iwqZVKk7pa4TxxMmLg/JrpSGkTsxO6GHe5qTej0MYsu0+rR7f4yvMcOZlvfgdR7FknkTgOEGxZ4W9piQO3cUN06mnjGH+KFqTZP1rhSXVaIlktzPnypS0C0F50rk9A3AgSBCNcy3vbWwfvEWupF65P/tTuy96oU9wfvLNBpOhEloFqagpmRMRFxMT+tjSh6UP8OXgI5UFe/DrvyStBztSJZfSb5cjD40yvj3r1MTp1K5tKlZgA8WzKQRl2nEFGugnfQQKxTr/LVrQdGOt0Yf/Ig5Rn5eJQEEOdaw/qDj7CIsmP13VzehrRDluVKrFkkH1XL6RCcieomJ4y77UNcDCaZoLq2msEHUmktWv89iiIR6Ki8o/rKMjqMPc41mQWL54Pp9oscNy5h8JVfEJWJ8NQERKC3zI0COZjeyCCjzn0WT1/BvICxyKVS3FfNY2NQffouH4fOilJm+jRBKPVly6Rgpu1Yg6q6GuzbSIch1zA6u4Az+mnMSXDmUqEPVV3TaHVpJVZFs1gubUef1p7sy4yiZsYnqmRNWPL+C6cbeBJuW4LBvh700qvGTN+UoT088WxghqhtJaW9DXGzrk/ovA288dOiouwaIb6mDM9YzMRlypwvO8nb6DIKq1/SOV6b9NXBDN0G6SVtmfygGToyFWLDLrD6syEbr7txLM8eO0kUN/s1pcIpi4lUEvrsETW+eVg21qNTakvuZlsxVFxIi73rGHZrDZ/yr1JSbc/K2FucPnqaymc1iFWVkddsA7Eb99rK6eToyNA8VQ5nfEEmX0bTU6m46TWjrcNlzEoCsTdrQblpJZsMxrJaepxPBaPovVnMsag04jy7YHX2GhY6wezeGYekIhOrk50oyMhD10+fcQfWEp//jc7mEuRykE8dDYKcys8FXHp7iU51L3A5cwSCvAajrxGsqWhPfdEompo9xSPQmldvjpGytB8NVSyI0rPApiye5lmNiCiNpq6f009rKgqB+heTEJOI1SxL0pqq8csELdpZqPPaIhVDK2u0/mTnW2wcbk0EPHtVsrZVUz5u2MWJVeHsjzuJoALRx5Zh4tSI7nIP7rocBilcurWDTt3GUBcjXIxacm+rPxpOcexq0Jj0bDh3xJTZC0xQwoRtXtBDABszUMqDwRtqMJdl0kzVBrW/qhLDDTqzSKJP19w8QrULyJTaU7dGH+uC9ugagKc2XNpxGENzE1r07Ig+sKZLC6RdmpAck0DDYRPIzaohwNEC1GtwnR/A2NG30WgRj0uVEibvHzL58VbaHc9kxIY5rB8xjSzdCgqb1mdbW1WmxNTnQ8RpWvTvjpWuM5NMooj8MJUKlTBKpDmcUZ6NpMF6Xi6+jHSWK1Xe3nRSqT0hk5ZNeZB1iHfjrXl5P4PhI+tSqu5OxtEq2ga2IrI0kSEBadQYfUb45E9WUgq+Rlr0e7qaS6+voT33BP0qGrMg2Ay9BoPJr6xhZL9+JBeOJvuVJmGpr8iteEh08Vc+K1dyYvF0Gp+bzdHICpzMrejReQFBB0dQcGQ03iZOXNLyocYsjRUJ6QxvsZXR56PwrePD3FevCOMKltpGOOR9wFFshk62GpvPZtAvywjX4LZ09rjHojV1yfuwmE4RodiUDkJXx4zrYzM5tHYFjvOf8HnrK1TyQvh8TZn6GlKcJHVwezmKiCk9aPBwDKdmjeB1n/6MKZnP1L4XeW1au+K16tYr3KQhvPnYHBVlZapLpfjVCSTRMIN5qV7oNvMiJbiM0DWr0JGW0VRZyhUtfeyVldHvrEPu+2o+mDvSlp+DQqD+ReRkpTJi2Qkcqgro16wn/qv8OFFairzMCn2saaAqJe7lTVIC6vDw5XYc9yajoZfBxXmHWfg1jI3be2A9eTHPct1JDwgiuOEYRjeJ4UDzKwjtBJ5qvKLyrjZttv1CT19rBhmDusgBVVk5gzdrUffTQ3ot7MiWSXosGwmxk+4zw7AOA70t8bysjlIDc04XKDGsy1/iLJbooWJog7GgxXa1erxLieSQawLdKsw40nQ9sUbFyGXVjFm9oNbBEOii85R62yuQ7b+Df/OZhF86ht29MvJ7JbL/6WWeFG2ntPwLh8/X4O/tTJ17JTiMC8KthT+6xTlceTaHvLoWSLQb8KnTKxZ2mgvAlfTNnElfTQf1W8hqHuNr0I0bMbGIC0t5deszsfahOKnMgUHNiMldwZyn95m5/hKLH2QwpeVBfA4M5Yh/ClJvF0rVndAwh1yt0dTtZUu/49cwsG5CCrZICyeyIskYuaU+154qUfyxlNzEp3Spm0hSeT+sdazZ3K4lMI1S6WhqVHTppu2FssYgymUG5JUVov3lHdr6M2ij1o55g86gLFrDiXRbVj88g86dGnzaFKNpVElOiSpW6jZEdhyDiZEtk66OQccwhnXdLvHo4nqS5OW0bTCI8qoC2s5tx4uohhhfmYB/jxzAj/EDHmM72oOgjfdxHO1H/86LSduzD5eijhQXXMe48xeiJzugYaXJ+7p9sbW2wkXcjmc65cgrIePcDKy6d0DHeC9f0lIRKWWQJstEbJzIJtEq4ixmcW3PBy4+d2VethbrXi8jzB0+5ralSgJJRekoGRgjVlX7ae1GIVD/AqSVUrZvW0/dhv6M6TAWB/Pa4yqiHh4mKeoZp15MYsPwch6dXcmggOeUO3cgyW89XnVaU3OgFZnW7pg7N8Qg6gupd9/iUX4UY/thrGzoQ4XpGwp2NMdg0UjKa8w4cAGszcFQFx54XWVw95XsOhWOilZXzr5PxttNDwChcw0bJDUYaECrAfA50Z7qP3U+bleAiTKIX74kqCyH18ZyHNlAYUg0juGNyC6UYG1lS0x9bdI9A1g0ay1d2/jS98R4lkbbcK/RZGbqneL8gHxWbB5N+S51kkdqM31qZzZ9GES9jV1p++YEUdkBNHdU5ys9WR9ujb6dOS19JnOtpJjh2WkU7HnMVK12aMslBLSZh5KylCENKlFp0pHMWUWYm3/B1PYIJ0/cYMHjRnhoFSKVzaDX1SPMazyQvRMqeXA4DQu1LHzt3DgfVYJ74zAefSimXnEd1P1UuL/nHVcjTjK2xpSmrVNR1Sjl0oADbHt2jFE9W3Dw/SNsKz7Q1+Y8uz+PxafpEiAJGEN2mTWNTHToYRyAjU4zSn6ZgUx2mb77h2PxYTQHMsPw/LiYRtb1WLLqOq1sXejq1whTixiOy214EfGY6NIcNMVqxGVk0EZsj6d3JgYGLlQ360bq60t4HrJAT0WfhepvuVRVhr+7GhAI7MRW0wxYQZFcn+HNFpNysDMtJ42h4oYlT2ZOQaa0B/+t6WTd+EK/I+o0X+7Lh2XJxJ+dhFmgOd512/JVrs/Hq+8oLCsmX7t2zvOMsivnn69l6qi6RKWE0an0EwUDFyDxq0YpegWGuRXIlGqIjIvDTFeXut/iwcrvp7QdhUD9ZIqLS1jWYTXa3o1ZOrA39iuv8+3X7iRFhZKRGM6A+ecJW/WZOEMZppoOxAQ05daEzVg2nsuHy6MRq2lgYOZIevxrPhpU4ePtilh3Kol9lxOsIuVhm1XE3GqOSaMeuLuAQT4MMoRnquB/uQCX5WuplsCJa1q8iqgLraFpNrgMCGb4F2iW/xmoQx0HuOO/GPfHC0kq/EJG6Hwyo7Ko+liHC3IltH0m0kg/A6X0V0jLTdDd1xp5dhkhD6PoPnkAb30LsScVX3d7VF8eZIzyA+4tF2EhLWK6bTljtWo/AIi1rTg4cTx6eUFMMzvH1aQ9xBV1w0jVmrSKGNa90iawvhtbvrRnZs/L7Ms4gVG5MS1WD+L+6HPAPNLnjuGF0Sh+KdrE4fRbZC3tDJc2YeQ2DVXxHuoZf2Rg3dZ4GtvTMvMiPZ0jCf0ayTORF34OBRQ+b8IAqT7aBpuJvDeDXq3O0m7nR2Z+kHD9ejrr1pWxv3VtfP0sar+gZhbP5OSqZ+Ssu8muprUvGAf9xWwKllEpkzI94jT5+iM5YnuHIY2KCC8yxlXSlGpZd54l59PWJpNG2mrE95qETNsdr6pYDLJ6UXn6I7pL7Jh94Rq3MtK4W9Gf5bfesy/pKNKaPC529aes+iqbXlUQlWvAhCcqNM+swdv4Ne5GCTSzfkD4rAPsvu1Lo7h3uP8ylUKPT3zRAztlMbmF1bw6dQPLA+7kSMqpXtybzKpelB4ZQLPui1C7uZXyAgdM7P3JL75DTcorWsqi2f7ImSo1Lfwq84i09WJ1Dw3kjzSIf9cS0+evSG9vSGqFMnZVETg0a/rT2o/iXryfxOPLW6jzqj2ma1xJ/zWf93Wz6NTDHYCHwWtodHIIiR8ecznHmFtKJvjm38P03hour/3K8nsLiQ+/S0DyVJx3BFMlLuHkr93x6jCSpPhXqHt1JVwYhYcUenQHZWD+SjnuNV/oPsEZ80kgOgbb7yzB8EgkzbYc4tqLahLjvBje9xAe7h14VCbDPC8Sd5thdBj/kVu7IW7vA/KsID9zO8omOdwIC0MvdjitJvQnqFXtlpPo1+8pLSom19KZNyl5NFb6yOfPJTwe1oOZX+LwtHVjh1iPqPx3uGSLEApUsHE/QlvTUajl6NJJ3Yo1XOJ5hBa5pjNRBjIqEhhrv4s3hdf4PNkQnWg5O9MOUi4rZnvCCPpZ62CqFsv+T6YoZ5zmaeYJzKyKeZfxgO31E4gWmxCWYcYc71h2rzZF3a6UKE07nMQTmdR1EUWnqghLHcbL6SMZpB5P040xsDQYENG48RN6XQ/CUqJCf02IiEqnnvsjTl9w5l2NwAxvfSzd3eix4RLmNuYEdfKn118tml7x4jjvsuJIC5jNEeMa6opiqZE351P1CCojFnP27Dc02+Wilh+Co8cFIvIm0d4hgHrGIla+DGWqez88uh2k+GUgDScvQUu/nKO/fGXQzc58LYqjp4s5vewyufBpKm08pvI4VU4zi0CyKjrjbzkcL5MqIIsq6SGqWYPhdhcqpj7g2MuxuLi1w1CnknT5E1TVHckOPM3Gk5GEWiqTm1uJkZE6Xza0wWLcZW53fEZaw3SybcqJf1EH/b1t8CgCSchhHl5Zx9DAKTQcNhZDLRHLdu+kSk0dJQdlgsojCAxcjljycy7uVPSgfgI3HyzjzptfsXerfbOYLtIjkwRKqERDKkKrnhE6hhZUvixHdL8/jfctQDoiFd1UV7our0e7fdEkBfvxxa4uniW6PJi2FPu6QZiaOqOtrkdy1COmDhpFTQ0sTCvnsVSDBpqV5N6N52kjZz43e0W/1Bwmd1vG0UfT0dWS87Xva1hRxfX7C/Fw74D24ZucirxJq/1XOLC5AlmpClatG+PiqEVudn1+nbuWVVtuoKNjQFZyGgcWraX7hGEU5RXQuH1LABqZVbF23UIsGIW/sjFJd0/yrclrptQbzrJtRykJTCfd/AEOYwVCd+jxaX4iITucWXUwjLst9mNjeoPZ6p94lHEMl4m+xKwNoc12XYpvqbGhGBreisbjYiJmRzVRE2dwLUZMJ0dHBjhXoypS4pdGRvS+GMD57st5+vJXGsQ4MbNtN9RqNiHOr0IzD5Q0UzFOCqdOVTnDjJUBN7IXumFC7eWah8ersUhJhTEiuCvNJbTuG7w5y5vV9fhgpMayzE1se5NOu+RH6Ns3oJfE/4eyXhgwGIDqGg9URNcBP0qEhiwtGcQ6w2MMGf0IHcMLHLwXTlfnZyi/XUaCujYNTBfhrC9CJOlFqxklcDSJIfV0wLAjsaF6HPfMY0TUezYFLeHk6xocle0wKvZA+YuU7i23AbOA/qx/3ZwvBfsJ6vuJvoX98DP/yMV4G8yKu+CivZViWSmHK3bi8eUj+q7TWdhiK3kHvGnZ/SPd3C5Rx60xegEN8bx2l7LIKgqS0zliGEj89ksc+vCCUvNLWKtYYm6UyWqt28xFB5FEk3wdQ+ooSdFuOPGniRMoelA/jTHPnlJoVsg5l658WnONnXNrWEhLQjdMIS89nkLKqFQVoZ6YTYdJGzn94hN9ug0i/uJytKrMSM54gUVGMIk2FzC/6YNWsAHZRpH0n3+ekvwMump4sEoHZu56iK+bDZVnKwmKu8/Ql9OBE0AlMOp7fLIoxVgu4UtWFs7m5vAcnpR9Ib5mOY7tF+F8UMRF+RtcWzeiJloNv/oitkycx8orR1iQXYUQHc1wHWXCH4XQd8Z45g8fR4slwzm3YwKOOQHMP7qd9Ip4pkR64O9zg7q/vuKTEIZ4iDmfUm+hVKVJfVknvGpaU+dzKQ9k51gw8iQXjdRxE0uRpUiZnOuOzyV1Ckc3o57ZIVRCvvFox3r6zGyHRHwfqXkUWeVTcZQqka+jy4CHO7Eq0mOQdRlOFi0pt3AmR8WZm0WFlP4az8Thnpz01WNYXgXHQmI5NiKAbzLongcvTWu39Tzvu402jxexrhjcVKDLnzbSyuVyTHb04FLTXjRvMIjn5UmcLYhniFEbTK+/IulUKHX3TcDIqHZ1Z/dcSK+Bg/rgqXoMGAJARdlTXly7ziNLN0bV7cfX0jhuJr5C7fMTWnpp0bqpDYVZg0lf9QKzyX4kFRtgbKyBjfUtcst30fJMFR9GaAKhyOU+VFUNpTB/J9ERwcjdW3A76QuVsgu0qtqOXT1LIouG0sv1CYvmOLH4VzUeR86jYWPIytrD148T2Pf+FoOfaOAsLuF5dSqG3o1RHR3N008DGC1Y8KEilhFB/UFSiqxcyokji1DVqoet51GCgm5xKdafVuZNOLAvn8/bP+M8fxpThg5Doq7+U9qRYqHm70Ri3FdGzNrM6XdJPKoEedc+HHBpR/63r6TfC2envCvP14wl9eJLxOUaVBjp4j1oLroWlphY18H4yzkerutAQ8NRNPs6i+ad5/DEzgfHiXeov68/QYvm1Z7jraOFqZ0Ht41hehFoyoJ4UVSFw3J3PrevFaTbW/KpLB+AXC6nUg7ri8EULeZ0GEifI28J+ZINzSAvLhmRTSAtRU5Yj3Yg9f5Nbi26wN07qWwaP4eVV44AMFRfjYYF2VSUldeK04X2GAS4km0jpuEYHwbMmUxc+EeWzByI09N2OFUY8uJrLIKbO9VIKS+QoX7FlnzSyFZPIXXccl76fuOkTg4X4tqzLCaWGLsiFrrdoY1GLz5+isSjqje+zTWZdmIdDZq5EV7ZCjXlQM7GZ3L3w3Fc9Ybxaehh8g97IZXYstRtEMGOftxZ0Zeirbu5ca4d7dtbcMJQQmsXQ46NCACg8FsyKwPteXrwKHEJcWjPa8r+pWtpFvqAmhPHOblxF+XFpRxbs43tNe1Ie1rCoV83EPmuiOIbFWxOzeN9bgx5zexp3/rq9/K/bATHDMBTFf4sTs9urSfpRTKaVf60NOjPnMMHMYmcw8agZmToqBNVoMmDmGoufV2HbV4bImpaI8i9EORFQGMkwicutPpCWoERv1wagCCUcj/1PXHSbMK/5TD9yVna2vtQ55shc99s5luOEh9z26Kt9o5x4yyJi1vG+wfR2InX42e5k+4tZzG8UyfiJzsQcO0o6iudma0Sz/RrYpzcPbh2qIyqb4bUF8G3e59QN9OjRG8S4uI0KsuOkJtbzeFPzSmreU6nTu9pueYqNs5Df5o4gaIH9btRXFzCpvPPsPVw54KjA4f0wFQM5zcMRSatpP/8s+SkxjJ7ziRMvYJwLXnO0xYTUE2PYqCmEveOzmfQwiuc3L4UZ6k9Odrv8e88GdeWo1k+0o9tYz/xRA9CGz7m9WZPNLOMMB0OxnKYZA86EpAh532ClIczRjJ29wYe+q0gva0uCRtW0anzUlrd34dY4wNQuwYmaUscZv1sUDerrWDSykpmtx/A3APrEalp8ObgE5potuPl50huDddlgoYy14auo6hTJU7t61ASWUn39hO4e/w8NWXFPO29G9N39UivF46Hig92y98x6GYBH8e8YIx6HEcK3Fk9pguNDI1JfGxGnwGTGX0yioHukxjSRIWzD+WMaqVNcuUjPum9IvoXZeQ65sxauJfmBwNZ2rod6sqqOOhZ4GqYBviTWVyBSEmJGg11zMXwKimXuTcieTypFXK5nKSsHJL0TXFK/kLIjXukFeSiiYi0yjLs9Q2hqho1iQbyGjnVVX+5i0pJJEKQ115BrKSkxH3/QJqHh6FaWYm6liaVpWUoi8WMXFx7SUTQjocM87VnqK/Ddz9mcpOlyb4cX3qQi/55BEd44Kv+Dc1Z6TxJyaPqniujp3ahrPodC+9kM61lBZ4Gqyguvoix8Xrk8tGU5NmhorMUsxWj+DJ3J8aa66m9kNSVepumYvY2iIs7rNA26IFcvp2iqq7oa8DqsJO8y4rjQrcM4CZ3v16lockUNFUTmXB/Boc7hLHuVRTfsnWIym/GoeCenDxwGXOj+gQ00mPdpMPMWzmZnbG3sC7NQFO5gMR0c6ZOiie+tBc+Lp1QV7UHFgPLf1q7UgjU78SwfGiqCv3EUpDDybAXVF2ejse3/oR/PcDM8Fh+7a2PbZ0AOo7bhqG5I7/21qNaWomlxkoq8o9i0MSOZxPP4bBqME43dOkTdwCZTM6LmTk01TIlMBWeHYXiUsgrhDeXn5KYkM7crQMAeEA8m1ZX0V7XksmN9dmeHU70zu380nUwb4/fobCRjIatO5Man0jDmmZYjXOgfa6cmJMP2GtcxKsRRthOvImJnQ0tx43h0dorONS4c6ryOLv1mjM98RHxdW7RvfUEQrKuUR5fzehOa3Azb8RkSwdaTB3C1eAdaCnrUyzLYVX8elS7B7H+fT8+nBmFniQCoaob48ccZOmdQuY/6ky708Ppd2wKU7vMYcbjXUQOH0c1fQitqYvk5WLWba7kwoVmZJTkYqFt9Jt8n3ElHJEU1rdrALoQkVaANC+bI7qmtK4oIPbuQ6LqeNH6bSjSysrv7sQa6uTnVqOvq0S1jw8akZFUVVbAf2gNeiaGFGb/9t43NYk6VeW1/jUIbIKdbyMMJLUnZf4tVqeVEJH0nNUB/oR+fsOk+1tRFgTyp98CYOqDHYx1mURB6S6a1HnNy69TUI6fR50WBdTU6LLx7X3OJ4xiissvjPIfilh5C+GJNjy7Vsa0aTNIzh7P86gWtGykg4XWaKpkNpRVT0VTOZjIr0EYm+xGR03AUDKB8XeNEPjMhAYPmPXYkOPt66MubknQqYNMsDpAxzqf6Ns0jKohHwiozKNa5Q2+znY8qmrEqu4tMTd9D+wkPDOOBmbTqb1R6OegmCT/b5J67R0fll1k85tVaAPOK+7gbKRJQj1XVs+9jnHMSzqWb+KMyUgknQwRgGs7J2BbpwkSHSMCR+1gymtlnk+O4PTaFZDziFhdT6ZHTIPrIFYRESKYkqAEM4cBxaCjA71nQCu/FszeLP8el8BVjizce59ol3L46os4NB0dQ2tqzNQJXDwY81aeZCWn8c5dytVXcYzNsGEd6mh1r8On+4/pSh2sBtgQPvMkkllaeE304/mxuyh3juKQng2FbwI4XxrLBKs6lGy7Sfbg18QpZTMnPIllSxdiOMyPzKxULBK9CXt3C9cFA1m5ezrmzjKMhS2EfdPGalI2enoyttl0JLn7LEwOdaKbmj7xGdFc900l5sUM3AJu8rjkC37eDTExeQdAycrVxAoCrms3AbVzRNZLr5G+vBtVO6BgZS5XdI+TKFdDqJZibqBFRlEhYjV1moY8RArIlJT44OrJIB1lmnZqh6PjNT5Gd6BbkZiLRwLpvhP2qZXjoCPh7aPn5GZkIunVm1IZGJ09QWZyGtqGBphamfMtKQWpcjVCTQ2x4R8wMDNGy86Gr1FxuDfy/ksF2Qz0B4eiEkKlYsQi6ObRHEf9TSC8Zt2rDcxsdJwymQpXIgqY3+U+cJRZz+bRoNyDw58iOdK2jE8JoXwecYDXsXuoqZGQWryKr9XVtG59DpkskhoVNwYF6UAvYN5SPuneIK1yI1cuzGHpcDkan/UYHTOFsQE27G7Xgxq5Jbtfb2RlSRY75qWS1EyFdyMfAFdJyF+I/hojhlks4GlMBCaOLYkWm3PnwwueXn6MZbo3yq4zSC3L5OPwC0h+/3PqvqPoQf03+JJTQvPtD/k6vTWqerUbVe5+ysDJVJvzv7gx90Q6hxe243WxDrqOLVkwuDsnt48gMTYG+dcMxu26ibSimDoB3Ws93AaZNWcY6qrFdgsJTvsCydStZEq1hJXJULkC3AdD+SnQc4JnDhY0jUsBkZhPQiYnKyNwKvCn7YMZPDwewaeF47BztiZslhatss6ikiihZogBqupqRD5/xVrLE4g0RLC9Nvgz2zbgOWkQ92KUcbE35tRbI8yy61LjVMwAq2U8zT1FfNkbiqRZyAUBUzUHtE+L0PSzRe2aBf3mTsO6jhub4wcz2n47WuIiEjf4MvtVL5oF5TG8b2eCbx/kQteTrHx5jpi8ZMqqq7DRNma4Z3vaO2YCHfnr92Y941tcfdQcS9Ny5HI56mZmJMkg0OUa1+424NXWg7wMaol3VQH66cmUlpYhiEFcI8LAxJj71k60Ky1l2qxC4r/0JDkpFWdXR0iE8koZhxYkMqm7C3jDezeo/6fGJpPJkMtkvFFS56sMeghlLGsZzIJbl9Exqu3JPb92l5h3EahpSagsKQMlJTS1tRg48y836rAT6EPtqAy4QTRp9z+w5/4Z+k3dgFlJCk1KlmNQJ46wp16IXOvxIecyAxzH8jxqOq+T99HfKp7GrdbzNSqae4WljG1Sn21vd9DSdjWtlndnQcPRzIp9xKZODbGjJe39w0krmMDjlNWc3JHNsj6+JC85wP2FEexq5U1SXhnXElsQmprFVAsX7Cv1MGplg5ZqbbqmPRiLpjiPlYEXmHs1BEPNL1jrhxCbqcfrPHVK7iuzacAh5r305/ScvRhJ9H5G8wIUAvXfwuEbrNSS07b0Ky+fnCFtdzRaylJS5i9hlJsYY2tXSvIzeZ8voiK3hLzL80kq+Yi4Q08ybLUQcjwIKEnF2cqDydGFhA7qxKfRwzhv0A7d0krabW7P4fw4lN40J/ojXH0PJ72h48Taq5fKk5OR2NpSXAW7RCEI5X6cT09joMtXPJ6o8eL2HnLb10djtSp+Sl9JipYSMqkeW7s0x8LRFtUx6hQNz6Bcnod5K09mN2mP+9X5PEydRm+7AwRpWvO64DrPc89Skp9LnZSm9Ou7lMvp6wk9ew+nSn9mLt7GzoTRaDiMwM6xC4FfmjL9a3tyPmcyW7MKcd1dhCed5XL6TI51tCAyZz0V9/aS6NmTVeEHSRp7AoCHBXBQWsMpU+Uf8rhimQyNyWIw+IvZuEfvcY2OR68wjeqqv5yF7RHgw4ucGLTq2TCibjAzxHfYTu3enbUPoojKLObYoD8tEzgEVANjf1uu3TY+41ZoBp/O9sNABEbKv7XzZ8pLSjmxfgd50gpEKGEoVkFUWECNkQmjl87+m27K0vIoicvktX9dLEWHaai2EkgDfgEaUi3bS3FlLufezmZ0gDOvMnqRWOrN+2Ff0Bzehl5uliz88oQjnfpyKuUou17+P/beMiqubVn//tE0DTTu7pJAgEAgSkIS4glxd3d33XF3d3d3V0KEJBAgJECQ4O5O0zTN+6Fzkp2zj917znnHPfd/nzH22GH1WnOtNeesWjVrVj3lx2pnTV6nRtCm8SJ6ewdwPgqKJAsYbNYWTT0zhl++SSPrvbTI6UCB7WieFHbHttCOlm02kZ/pgJ3JHNTye3EqcAHBFqqsaTkeTdFS6um3Q393MQ66Qt4Oq2LMOQfSSnPZ7/qM05GDuK1VScKEs39LTP4p/J+C+i+gslJGZaUMXUMRa3nO57z2dFQFi/LnXLt/Gd0bd7DvtZV3qjacG9GCVX20EGsbYKPXksbvp/CSzVR0qCL7t1n0SDdje+M+vFDdzrZpt4nWdGJkwGKcbWHetkJ8XvZk0O1XtB0D9e3kNPAswtHPAKkI9s1S0KEAvCKJTEoZSEMAHpy8SJdRg1hRAjryGhwvX8Dc1AJbcxtE+voMPXiJoZc3YLdsFU2LRvMk+gxVSnDFdDhTC45g2cuH99kh9B0zgQ8PXyCrqUHHT424KDE66T44BcTwLPoTr+6p4DCrL4NqirEWizh1+DSG4kAKlFVI6N0Xl8zDDK73kqOf3Zj9QocWFrnMsbdHs3Y7rZvbYrJxBdp9Z/LGTh9jIUjlYL75AfmLugBQXlzCowvX6T1xNH9y6+x49Jo6TwdSpM9oHa5GfqiCv8g7rhW1/jKaTGj9y3jJkSP4vlFdXCmlpEqKjYEmdAIeKc5pmgPvTX4d5zdJebxLyiejkQvuKjBa449zIa/gG1WSEqwtGpFbIeH2mfPIMnOxcK1PVuRnVHV0MLexIisljRELZ/yNWfWaytKdDH5Sny1tC3HW70ptbQ+sD/ghKmvHgZ7+uFsNpkwKa9/asqalBQUFfribv+J5lh6akmY8T7fFWlbOsvir7GjVgwHezQFjmp6Zwj4jT3QsfbBydGXk2O2s2zkN0k5zLvAW7h3VCE7uw+IW89HRGYhEdobkeAuUTFfyKfciuXFFCE1SCczRxt1wNo+SQxnicpcKaTeiC2QMspiMm60Rlnrm/5gA/TfwfwrqH4BcLiMq+DFjFyhhPVmOpHM3JupkIk0s4JyGHcdMYfsIa2ZueY+hhROXNg2h9+zjAJQXF7NnkhMr9pWBGZxf3x+ataV3sxFsG9QYdeM6Xqh+Zc8SRcFKLTGICmoYuiaJzpbOfIyHNFkxy959Zf2gZkjrYPmuezye3BZLXTE7tmzCoaUXwpgCuo4ZDEBoZwssx67n5YRXdInfzM3ol7St3warB3pM1XpFt5oigs5eodfkvijtUaOyZBke90OpfBnKU5sLvPxyi3V97rHz+SSUxHI2+79EKoP7GYe5mD2PVtpWfHrnwvsOexh7eDetKvJJtTBmU1047W1U0LWO4MTnJsjlQkYbBXHq3D702jvRufoLEqkJq+e1+dG350KT+ZJVzIbunn/o9zuPg9hZ34emj27TuE5KVmEJgsoqBHI5KCthZGHG6Sb+zCs1pbhpPOmqpUykKc/jspn3MYPz/bypr/KHZiEH+K6UoqXg+ld8KKtLIDW/jKMOWn/47cjlUQTmJHBu+mvWl0KpHEzrZGS8D8Hp7UuUVYQYmBpDHTi4u+DevPFfmV23eXDuEnVNp9HaKgYNVQlDTyQwyfs+k0L0ONr5CEnfQnGUP+F9Rn1E+kt4VniGzm7GbHh/gVdDduF/cQ59i0MYPyaJlHftUJe+RKh6BYG3I1tfPaOuRJNIntOreDh7BXu53buOcefTeTX0Cjcezefz5wncMsjH2203ORJ3LDV0uNTrEjFxx9mfeIfZnlfYdm0GvVrJMdQcR1y6PonCybhVdMKyLhuvjpP/yrv98/g/J/k/AJlUSlluLKotG5FrWcE2LbDLreboms64FudQtP4pzdqMQt/MAYCvIfcIvX+IhIgnXOu7DfMWQzmyozXG1q5kZ8TzIsuPoB3LaO7ejKtZv3G3EuQCuLodthyX0jpSxI3lzpw3hQneNVS9VyZgXjOC1O8xJcyUnS5WWOqKCSKRvH42NP0CKQWFAMTVgM6dDpiqdGFg/5FkJaWQXJTJ2vgUVt94iWz5PBq6PMCr6Xq2lPYm4MRMtJLG88BjBiUPmhNf84Iy2zTCIs6QYBDEfKcrADzqs5SQUS9p4jgLPWkLFvcfxNo3/bDw7IzEIICDWe9J+NYE79IP2Lh0QhQdhSinA3dWlNP9hBL3C6+xZPByrMbdpGDtB/Yta0JqUQVWeuro/5mXNeTJS9ISEvlSLkFUq4JlRhp58lqEgFGhOVoVOih1VeJVxx60VwZfTajGiWpkSOTQ0t4QaWwhh8JT2dHEmj/AROFkf/g1m66uf/3rv1wHrjdbxcSHqzlk82tRgPEDTtKuQlGwcsmPQGohMv/GHA8OQi6rJT8rFzWJOp+TQ1DX0MDRw/WXNjodeMHsNplsPe6Ik50TVkaNMFV+ScoxZVx7HCfKQ8SHdHWmvr3EzoJRNDHQwbqzEsPU1hBWcJA21g1peGIcKsrK6LdZyeRnYQys35oeRke4V/CFWy+PUVeUxeOCUprb12fVmNYEn77PoRCY02UUXQM38GH8SKJSNNht48+BcDUcdafSwc4ImE5YTQ0HIiM48cmNLmZXcbapoFw6kDD5NdY124tQIOR3K+x/C/7PgvoH4ZoNDsrQWKSYuH/C51dXiXh+hrLCDHpOP0xRTgqPnt+D5ED0TOyxdm1BRUgRb/0a4vXtBR/6+LDQcSzTb6exVrWGcwkezLSHWUGgIqjm1ZXHxMV1p6AYAkOgeZNKNj6NYdt5D95PyCPy1G/YPPWjW+5IvkVGE/okCF1jA3SDy3Bf3ocRQl00vqTQ4NQuFpzY/uM5ezwfRYtjuUzYforAXXfw0vLFbnE9Jp09wbBOWqTKepAhgyFqKXwamcULhyskDTnHAddCbr+HZjVnefhqBa8T1rFjrw+2pl+JK/hGjyt3WWs1H1N5MLbuMYTkd6G0RAnzto8orZ7Llw5zWPE6EJlMRmrEJ9pfzGBNZzeGtrdn0qUPmOuos7yz+y99fXnPEYrzCiiulaIuUKaikQE6MaUU1W+IjldzHq66i1TflL2b/BErgcXvPrMtcuGQLohLyjDSUkVb7S+bR4ffxrP03mfy1vX5m+Mul8Omclj8d7I5SuSg830pmpOazqML15FUVCKqVqNWRYa+lREVJaXotWxBfW0xDm4uTMiW0kwESVdjOKFVi1KtnGv9F6MSvZSJn3extP5ADkeY8CrlKetVaxkxbyN37mbw6kstWu9X0+vYTM5FPeVbcRbxxel4GTsRmBrBBI/+HA6sYLh3Ac1ltdg160+Pa0v4MGI/tbKb3Ey4jUxpJNMb9UZNmEFK7lxi75izTVPMVv9k3I0eAaqcj3LgSJicsn3LCX3XjaVBRzHV0Cc4I5rjXRegJhRx8D5M6vq3++afwf9ZUH8FsrRKXr9YQZsRCpbJaFOIPfAEg3b2oONA795BeHrqIk6axwyiUN6uyp0zk4lMjeGB+WKWN9cjLSYYl2Y9uL9hMTV5d+l09huDBCCRQuEdF+SLYVUnxd9fRBDUVpVj9bvzMQq8G0DbpjBisZjr2xow98Q4XkQMZEf3bljOd2Rc7UOKaupjff8ZSy4d4Ul2MI5VlewyESO8KeZ8/q+CeXvnScoPlII6GN/QIFjvLtOGWmKgk0bLscv5sCWfC+sz6LmiPg1N3vBUfh9B+QW0TsHYGXAu9guqJTZ0sY9h4OMLJJcqs6v9LFr0nkh0nymYXniApfUOLG1XA08JehSDWm4EK15LKUveQmaGLxcXLiXx9QsSe5WBAxwc2IQgEjlVFkyzeDHvnwQiqaj68cwmmjq4uDYgdcEd+sXuIlyqqDTjMsafS+dTcPrd8i0zsxIvr4fk5HxXOEY/l2VZMhheBE+Nfp7fw80SR8Of5/j5PWXvXm88XuhBEbBScVwg+PvKKaQaFpTCi+/tiywtUR86FPnp00hRxEpFpiVjpKbF4zI5awwUYzNTX0R5QSmn5UV4NPWhCbU0GfEElsK7B34Eq6+hTf0UBnjcY1/4TEzjoFVbCz5r3+OaOA/tlI00NX9LRF57NviNp5GJIy/TIrHXceFd1k5q1R0Z2GEGDY51pqJKyrVrq+nS04iPWUYMdbclvvA3nqUEMsTwEBb1YyhPCmbakwReDnGmyUg5Ok01ODSwHc7DuzFp0gecnO4xfe4lVJV38/j1NaT5a5jU799XMAH+z4L665gH99t+pFW3BmihRq4MQsdt4VXeMlZcKeD+0cWkfHmGtKoMfWUfNN10iXl5nqLj+wmI0SXq9GI8/YeRuTqG0s7JeLQZRKHuTB6+BgsdCYmhubjNrmOmpxUCBCw7Dm/fwGpZLQ92vMXvm4x2Xq2Qp8mJeRVG4PY71J/rSeWLD6i/fUyz6BASx41Dt74L8cF+nDrqS5tt67FxccLM1pq9aY8wHNKE9XRWvE8KYANjdIyxnbsclYYv8G16gk9lc2gu6c0uyWjcVYZQYLMTQVQEWttXY2T9FYtPg+j6ogTYBhQDHbj7bStXY9+xxqktp7PTuRx3n2AbOeKMDYw3PsObjC+cNR2AvLYWn57dueU8hw5ByxGb6iKVyhjl84F6HysIkDqhM7uacM03FGnm/tL9nYf2x7qew4+/O+bBLE3oqv7znNSiCvTVVQhKzGflw8+8m9XhR6DkqhKYrwXzp4cglcqZtK8p3n8jXufi4Qv0GzMQoey7GfQXsje+vDyFqlgHp8a9/vhjOAy3hkYiMBXAqlJ4UBRLxJv3FGbn8jw7mYZaRuipqtFnyhgMTH5qyxJ5OccrNJmtBcnZsGPDR1xq1Hjb9RZuVo1opmPH2ueJDO7XhZGaBmx/uwOx+BNTGiXxNGkTYx/8hreZM41N61FcXcEGv3EciGiApeZitoY84sWgXN7GNaa6YCz3qgcSUOaCpctsOj9fhN8bFeaM7o2kLB+fgDmc/rKPqOvFZD/+ioF+Mzot8qSbX1ukEilTpjXFo5k+swrlOFaJudljPcsTLnG1//q/3rH/JP4vF+8voFAObIXdLQ3JkimMzIBMKeVjuvOtzT4A3odW4N5lPT6dxxFMIe+fvWBMWijdPquz1LoDveafx7lRL0Jz3zNlZzDHPk+muBTikqGNayWxrcWE1+TTY3YtHyU5NBsWx5XtEPY6njrdCj6fekROSjqPDkQQu3g4deNs+PI2FJ9eA/ho1pVPZeC6tguxdUKeR/7GnOh3NI9rT2VpOR6tmhJR15CheT9JxG4n7GBbyGDEXfXJdf2KykoNVH67xHSno/i4d+OMbS6ZtjvxVwNj00PYb46j+UonajrnAq7I5XJy0p25FZVO8uYS9kTP4E55JnE1R/FQEyHzTYSRJqzxHU17G28aBXTFp2d3RX+Gb0dkrAuASCTk9McmWGyI4M3RazzxekmxWFFXTaylgbWzA11HDfpFOQE8NPhVOQHMuRnOiQ9JdHU158HbNgg+/ZzOpXUgB3bs8GLfPm8izyVy7VraL9fLkPOCb8jlcjSqnnA+LJHuZ16SW1vE4Yg/Rkcb+nTExq0dxZnZBNY/CcCHakhIBCbDGQOYrQWDNSDUBOxc69H72ghsh0+kjYEVukJVCqsKGLO6P+v3nuRtlRxIQkfgyuzvxtwgJeg93Jar+Qd4X9OOSGtdTlqmcKGRC3mAz5Zg3o9OxefSXR6/P8D8uytY8syU8iJTHDWsaWV5mci8RC5Et8dCqyl3+mYiq5uGp00azbzHUldXRplrDnrGEzjmv4xB0jbE6nuyOLOQvQ92kJ6Uikz+CbmBmPWXxtPNT1EGTKQmolOXgaTvEfPm1hwqIi3JTHyEpeDfuwj7PwX1F9A1D06XQy+BDbYyKelxoWRvuIDo0DHa5ZykIDMOaXkOZUU5eLUfSe92HdG8soObL8150GgIobba2Gv6sPOiMmaTRwFg+VsgzyNq6OgLRVe3szZsNUq/KSOXqLBlsybRz4SUPHhDRasDhM3sjOeIXqyofIZkvB0V1+9Qm5qHQTpY9WiMpY0qKXv3o2a+gdaT+1PlqM/b2lI0vqogVlFieoQbV30dkAS/+fFO386+Rx4mQ2+ZJXtb7mWe12maHxnPg/r6yEpLKZ9Wh/PBA3jUnMAt/xIbe/Tk/W1Hyjo+oNnpEB6G3mDGtbYseNqTZvPvUTd5NQNcQzBvPAn1l6NofNKOiJwETLUN2N1hOgBp16IpLy7memQMZShCB05v2sXxNVuRy2oRFdVQgoRaZVC2MCdvxFgOXTPh+NmyP4xJj0JIkQJLgZuKY1dHt2S6Xz18syB5lSp4/Ty/RUoafW9EsPhrAUKhAJFIQKhrLDl3yvD/XmcypKaKM6VJfAqOJvDAB/p4WDO3lReZ5QW8zYxSnPTpZ5vbNcKRqKtQRx3pbaMBeFb9PUzhLvTuHfTjXE0BXFy8DMnpckarajHUexo61froqOngZ+aPbkkxksAXgB2QqnieuWc5oiahjY8B+8/tZaajFRM0TTgw0h+DJ7Ys0IbQ+c6ci4onvdMggmrX0telmtwEK8yeWNFUWkaAYyeep4TTWmyARUUpumov2Hz2Mo9faqOlvgVDYT3is2QUZ6iglxKFzXQzcquSKK5J58PmuxQ/KGLC8IlcuHcCTS1Nfo/+fReRaa7Nw0aBuFcPYNpHPa58FrEr+o/j9a/C//mgvkNT8zLr1jVk5sx6vDOB+1UgBRI/Pedy5kMWtdHEydqX6re5HF3QmrFzTvLy8gaWvjpNipIFa80sadTegPXLRzC8GE59OI3ymAZ8ym7AkXKYr9aRsklwOhu2dltLq9w8hq26TGQzT1J6vKNTiBbp10IwmNiTqoY1tNHz4dKoM+jv68GD7BqMxk2hz40cPm8Jo9bbDjtTPS7vmMqA2bbsfnSVkMK76D02pZO5F+Frg3mlcp3r8RXMcWuKr70Rg/ZuQkNFg9VfuyExrCTkgJjYcog/YkVrMXAyBtnJPbQ+bYBDnRlqnZK4UFTFOGVvejbWpuTdE8pVlNnjaY2P417gNrCVDarrWG4aSfDAg+jrf+emLgYGQEZqNHlXk5j3IZ/IbUkU5uRSWVGFQAmEQhVkxkbUePpgp6KCmp0VySI1zp1rgZqagG95ZeRXVNPUVhHdPFcTVpaC+1iYY/Dr2L04LEP6og4Cfzql2jsPIEnjHjuefGGahQZDh9qS8FkTI6kGswLXct2gKV4t29H6ZXs2nX1Hw/FXSRCIuJQnoKf4EK+utSTZtQzb1VqsOFBDnooKm/T80UINzM0YdmAz8Dv/lAY4O/8ajlCak4tMKCXVGOipQX0jT94/fI5unSoammISgkNQVwLXxo3QMdAjXlWVCxXK3NEBZSWwdTTHTwXoDLjBET6w1CmF3G+n+GpTTXO9VFyVQ9i65RT2V7OpjftClud0Tlp3ZZJ+Qz58fUhq3CuidTOQyFyxSrama1V7dkdm4KhTTLP23sSF3GbdvWja+mmjYmGLU31fGtTr8lflZOzW9YRdv0VblTMMXbCfkQvPI3yZDa5/DMX4V+D/aR+UXC5nR4WAExWwJjiNbt3MEIl+1dnRwbdQKW1B4tWTZJu/JD7sEWJNfQwsnEj/7TWqgNXNlUSGP2PbzlcUV0pILqwi5Y4eZ+rA3BseiCFnxEOenu7IwzcCogITGaZjT/dDcOY2WAlDKDr4md4jx3CzbxQClGgqt2F8cg5WFV+Rd5qNn6AjO2X+nD/pxtPYVzTs35Rv4VF8ufaBAlVtVEzOsmXSB8SmuqR8TeCqfCVJOWaY6agQUmdM4Ahtrq9Swd92OBucwXn7Kgr8uzDBrwnpeRDxcC57kdCsxJCoYxe5MdgK2YKnFOUkEp2ygne1w+lheg9zvbdo6IbwJauIN4n5TPR1YncZ+Kryi48nNymTb2EhaH5TIju2liSLWIQiEbVO9ojTdNk0tA0GQoVjefT5dzSy1GP67nowF2gOh97EE51dyq6+3n93HENTC5h3P5Ksnm2JNfvT0VPMu96dI2mfKZmpCODMCk6gUfdgrh9O435qLY3US+jQZy6aRj8u4lpsEHlVp4i/0JxhPnWY6nrxjHtEdPAGlNhKN+q53ebkkeY0b67wI6199IVqmZw13TyYezOMXieX47l2I1pubr88Z/iWO1yVlGBTkw6g8JcpgXfbVnj5NUdWKSNpfQxOa915XAXvpD93jLNkcEAeRmxeLRYxthzfE8cs6xR0NaqZtRFO4o4bpvhgyeGiSi5+e49DvJjaZ/doNLkNZW+C0FeNJaDnUmqycwgSZ7NZZwBjNg7mUrGETe1cefmxljYBvWnd7juF78MEiCtU7Exoq3JLPZ3ZMTISV/REJq1EKPo19OLfgf/3LKhwYCrwFrp3f4VzUwN6G5yi+/h1CL8rp9UPP/M2OZ9278dQUZrPxAsZiNJq0K6ypGHrIVSU5pEUGciAjA/UyWUEpkdj0mcJLybCbQM1dqxXw3MyyD6lER1fjltQPWI/dkQgENDEHc5d3Uz3pQcBGN4DorHGMEnKjtUDmN33MuVVsP1OIlZXVtO9uAMlk3uge8aaOw87kBz+FO4EUji9ObFddGhxw4Ev4cmMOvoAsakuIY+ec3XVPjatugYKll6CJLAqHBpeBUohtRaG+3ihb2OCRAop+Qe4pBHM8HqJ2Os8x1O3EmlePCVlheiZPMfXZBJNam5SUzcasUixfMstqyasJJcXCBArOfDn/ufg06eovXWJ/E59wUJh2eRraiO274VfQ+gn/il8J4YoqtK2rA+75aAmhQtOTgT6/mND6mNtQOCktowthGH5MF1rKPY5PgxtUU5eumKZUpSexIvuKxnkZEeNXIc1s+YR5/4UWUwt0o2V5CWHc3K1EkVeQWydf4wszQ+oPzemOKgYLTdDBuBBE6wppJKAT8o0V1Yop3I5PHW0Y59YBoCaijJ6fQaibmv7h+csCk4gz8ocR2NVaqqrUdfSoLZGRsizIMJfvqXXiJEkX3rHHut8Qmwt6dLU6ce1CbWgccSBzf210PMXMM7PiMQ4WwLcLABoQjJ6cn265oO/OA2b4i90NJ1E3WYPBGrqTGrYkq6x0fR5p47GXk/qHyvhrlE18wJTGdHLgw/hBXQdMJXGzRspbpheArGFSOrkqImFpBRUMCE+ncE1iUBPhCIx8kopzy4txr31MEztvf7wvv8K/D/lg/pt7loO3DmqYEsF7t1rzY7lbvhpqSEQKpTT3UOz0Lo+gJ5fFzJ06Q06ap3kZnQ0wc92kfUtnBa9zhL8oZiAiXtwd23Cw82D0a0pYabjTdqqgp0DTLRrzKNLZ3n1LYebN18yX3wdgUCgiKk5DkO9DsIpmBNewa6SWnbyhrqpDox+tBu5XE5uQgwHnj9i35WTtL/Xm7YjhuM8sSOGlmLsGnujnatOVfgdWgss8dptguNVHaR2VUjlEuo39iRK5MjWJ9E0ycxnW9px7OQxlM2+yL2M3az1BrvwGEYkayC2sSG1/A2lqu94kK7O+AduBKW8onmbR4x3HM6SRUeBS0glVry5rc3NyDWAgvjtdWIeOZIqaqhlnOafiNqgorSME2u3k6+kQn7AIFBRAYESPu1a0W/CCFo2hHq2sPwvhB8FxoHd7Gquv/jCue+5dxFrrrOu9Zof5ywohjSZIiB1VhE8eAQo3EH0ef6O5IP7cag7RmGmFSblWQyPPAlAeXkGFrss2BG8huktFRxOzp/bM8IjjBNngslJDiepZS0t/bqT8/oraZFB1PWQkdkygtr8eGxTS3h/axP6iDGt6MbU6lBOSSJoseUw8801aGCmQ4QUjPwa4jZiOELNX/03AP7XZzN880C0asopS4xHVV2d2lo5AoGA2tpa1r4KJrVfEZv7NeaqvxMjNeD582yWLPlEq/XQcNV2LDSkaAvg5dPbDNm163vLclzx4dj1IOrVVtJBU4slIYN4H7qJz/cX008MQqGIQTaeDMsK54jyDjYWmnDq0xfE8yehXwptXk9Gt/j7F6NMCtdiAThVWgZtbbGx0+OcrxXVWY+IfnARonKp2BfMq3c5fAu7818TxP8C/p+yoCzNjKk5HgrLFcyTzZs/5siRxnQYoRCA40s6YN/QH6/2o0h/GUPob0fpUb2XFufgWpNuVIWWcfv4BNQHqaO5WZtP6heRVBYzZMk5cjO3s1sJvsjzaGZnz2GJNt3FRXzaMYkW54FFkLIaqIPHq8HzNpjv2kujES2Z6a+Q1lKxFGODC1w/rsdbJ39euz7A7UQTAtSM6Hx9OOYGvlR+EaKjc50nOouoSA3jzOsIBA1MOF46G6NDBiirNcdl1kDm9KiPX/E9nuXe4Yj0G9OLZlDeOYOdWV+Jjl1FxrSLABQXjyU5uDEj2/TGJD+X+/HZTPPOwaOhAalpcl6dHsnBd/sYK97EkCYo8tiMYPlZd8CdS2Ep7H6wG2tjXWzrO/Hhyctf+lxFVZWdHzzZ0c8VM5EI+z/NuGd/HB9hS0ixrUQ5RolsYQYXSWTy3K7ssfq5JW8tBN1rcGXNTcRLLUmq9QRVIbhCvF46YiVV9vcbw+DD5zE3B3PHpry7ugFdHWdUntgi6VBCoPHPSNt+va3pVmdPyV0RR6coqjg/77IJeecsJOVF2HjWw7qhI4lh97Dxu8fBgUqUNvdkzrSO5IXmEblwK9AVsCQoKh2sjeH39uSfKKi+hy20UoW80SOQy2Qkf0vl0+v3P051rC5HoCkk7P07XK3rEX/oGcYTeuLgoAk9ofP8VaCpyFusadSGh1pCFOSD+UA+3c3e08BQhBBzYvuUMs9iCpqin/ESYzTByUyDy12dUbPU4E21B60+h+AfNxcDFSeEPt8HRyIDM03IKWeivYliOzS1jNa1emQZOPLp01VcKzzQEovxDxiLb/e2f1He/hX4f0JBpRSUs/t1PFvmTCCvScyP45s2eeLqqsPjk0uJensdb/exaMdZ4zTDn4cLu7Bk8F0SBwXy0BnKp7+ki8tWbAY248DGjoTaO2CW25kh20uQVxYzYct6Jg8EzcxUvNau572eIT1rilEqq0A6sYZkpZksONeP8wPaMrQmH+2Ab+zeO4zwiaFUfizlbZ+37G4k58TmOl7duI+rYyMc+rgidtJiW1EJ76zG87DuBEXWs/DqrE2LlFCSwx5QPjMas2/mNDdewOZ6vuSmWNFCX4OpJQKGa9xgcf0bTC6C3JPn0a3oQvCxIfR0VqydnoaX4WGrxnl5c5TDXqNVq4yFWX3exs6mQ0M/pkwRIJODeADYi4AyQBX4BtFTxmO7cj0vbt6nnryK3IxKinLyAcV8FgBG5qb0HDeCwOgqcm3VmVsA4SZQLpEih78Y5e1pqUfowwJury5g0nJPxGI1jo1qBcugzDMHe/EFtPxmoWVUQqGVDPeWBoAdaTFBRMR+ZaC8AIuvfhRmVyAV1yHQUKHmowHHDy1n6IxVCNRU0PvdumGEnicR94IpvPoOpW5etNj5hKwHC4l4coi89CiCP51C17qEto2OkSZ2I2GCM1mpOQhKyhH8JmDb/aP0VlHHHngWmshvBupg8Dsv/m4Uuy3Lfh4ysrFBJofetQ5cMrPh6e2bVEuqUU5JoQaIj/iCoVgPsZUB9dx0cHPTA+BiBVzLh0P68D40kuLN22gRpOhzaWklLu7uCFWEVCNj+LALXB06DM1ZrYFtvL4npbqygnb9e9J9V3eCyluyL/AOBgUfqd3SDKGe8AclDEZiyCkHLVUY5gEFlSAEFZGQ4Y0X8LL8KqWpKWjb2NCm+1/LMfzX4H+1k7yiJIe0qBes1WpPaHYpI5vas1gbdpYpUlZ8v286bRhmTsfRm8j8EMqVGFOMa09jKChFYuKMdnEmOZTRqeMM8lKjeT2vL7tudyfswHG++OjgEdOfmrxmnK9pR51mDQM3bcZVJY3bnbfzussgzkWUsrzrJ1SaKtMg0Jxig0IOnilmzm+eOL2/z/PISur3b8aHiY7kPdDE9cVdiksrKckvwsTWHJnDW/Imz2fpDn+iRz3h6sgLRA00Z0rD6bQSlqFZ34WI24oP92vrnWza+4YHC04h1BazqvQMm3QVVUd2f3REu/Q1F9JPcW3gdDqcmsYy1HDtthOxuojjXxvjqmWDT9oyNKwN0G1gBSjifDaVwbXfk1kWQ9zm+USYOFJQUESOTBlzYS0AUlU1rgYM4L69NuIZmhAA9P11XObfCqeoUsrRwT/jtGRyeFyt+G9EYgFFRTWYtAM3TFn76AshnwqZ1U6VZR/3Iep9moFqsPJeJlbbIlkzLIHqmveca7qEzkEnifnYn36Wn1CqFfDu+kdemGuyfkcALn4tyS2T0HX/Y97N6UToy2s4enZg66q9SBq1okRVkxNDmiGTSogNf8XZo0eZMGcKhpZr0NK6Cfy6bHt0ZBJoaNJuyGaECJDKpKSV5eGgZ8FzCdw5Gk91dDH79/8U4nMVUF4HEzWBRUBDYDBsnXYRG6UqivRyAMgIMCP8XhU23TQJaNKETjgjlyu+EYWxcUTfv0fUs0AW3Ffwoid3C0alUozFi4a84Bvxt88zRr6Axa1zMCxUxfjiebR0deg2eSkXz/SjItmCGCdNVPpbsDOzN9j8mfBEZoOJBphoQUwePE76+ZuNFmRXQLUcdFVhZMN/RBz/W/hfq6BKcnOR11ZRkB5B4nMBesoCGs/rBsDZCmio8tNvsnd6I9x8FVL08somlu4spNRCyPhCOCcuZ/+xrTRyXkxl4lI0Oyxg7MX3xC/rTmgEiMMK2T88krcX/bB8X4eOtjJn1kN2eimHjqWwYoU7EVI4+CacxYc1sVnhhEvvu1y40AxPz18pbMsOFHJw6zhsDrXi09eX6CXrYXw2mfp7lpE+7ybPbz5jr1c0ax6cJdVgK0eaRDAn0hut6Ef0VzPErRdI5RKmbW7BPP9T6Dmb8zJUQkxtBrrq92lpl4GZ3iYMRWLuHZ+KnbMvMyPcEATCs9uKtBO3FHX0bcyoSFfQ3GpY/rqnf+1TGrq5yWjIa4h8++EHRa6OoQHNO/n/IcDyH4VNFjh/3EpLWx/GWjah97GXdJ0qY5Vad1rkwD49aCAvJ+v2F5J04tAxF7PxvinyT3Uc3VmPvOSvODbxY5F3E/T8BtKhowg7z85ciX5N7LqTKHfoiW5FCp5lKmRluTG0Y09uSddh2bAnvr6tqFxRQ8EgKVYuGoQ/PkBuURUXHzzD168NX4M+0aZBIwLmz0Eul5OfEomyqhrpMa+pEDhxPfQazXXUqKjfkjNZQTwZuJWdZaCUV07XWjlOTopYhMU8pE11K9TrNPD7vvKSyeQIhQKIhvsXL5FOEmItTUolFdTVCjDU10agpEw9bw88WjQB4Mqeo/SfPu6X/itPzUfTWjGfEijgGQlMpClSOVxtNBO1trbInXS46dYE0fUd9GzZEXnWI3QK+mN5SQ/nmGZ/e4BOf4KiatARwSBXeJ0B3wpArALD/30K6n/tEu/csFmovK1mcNRBHBcqbNfi3FROLO1IwKRdnF3dC+GSqxiY2VMnr8Wt2xxyvzxFRS7m6tjhGI92o/mjo2SsSeJM6ljUhTA5YCtXDq9kSlQM0J0noSBce4ThzXvjohaBYWMjXJorLI+U7NvkdgtHwiY8RUL6ZHzjlNJzFuguJyYmgDkbDvL6kwWNj63FcuJULIaOoLxDBdVd2hFFJHm3svHs0hQ3VWtOhugx5/Zc/IULSDp7BtUj51n76BbTgt3paTeLkG2rqR07BGhGdF4yBt00iH75nppTpdxIkTN891mUpB7MvmePUt1UDnj2Zoe2FrvdWnOx8Sm+uLcDIPxbNPk9X9DnyzZidz8CJSUabRrMgQPxAEye7ETMnduYJ7yjwqUBqnWgqaeDq48Xnq0UE7xbHkzRBB8VRdEIJPzFtBGAvUGx+DkY42Ghx4rf5lA3qQU9HTzRVVFjpZ8lmtfPwZDurOg/G8cTYwkKPIx+bDPK7KLJyiuiVG8YJ/d6oaOvibq2JgvXGCJrLWfc/J6kfn5MbW0Nyjp1rO7whI/5n3nvHIm7cwO6WjVhVy2Md9qK+PtyT2yrgthMsdvo1XEyB0eNY/3iHZjVcya23lvykpIBOHahP7Evpdi7+ZDi34sWYe+QV5STlCnkUmwFIdu2AjBLC+rtDqTVCAVBXsGSCuY7+qE/RszXGsU91z76wtrHUUi2DQRX6Jo5kKq2lUg6VnJt/wkii3MQ1ckRKCvz7uFzQp4GYelgi4OHKyd3XObp81LO3hlH4pevfB19Fs+1AzDv5IF6YhlpX6ooD4CXZy5itLgNYi1N1MXqjMpKoP3OYwSRSNjhBOxCJH9fOQE46MGnXFBRhkMRMKgBtLdTmL7/RvyvtaDkMhkhM07TcGVf1Ix1kMhBTQAXE26QtmEB2vqmJMe8p0LHFo2JU7n1QEy/qGnU1sowtnJFDlSW5GDj6kug4yLaPl5F9dSNNHF3o76SjH7zRaydBmUV0NwTnlaBRZ0c04Q0HvTcSePr47gYco+FA2Yh1BYiyZbwsuVtVKVz8IiM40xZHcXjdtFhqS9lVmo0jdHi4oahGM5cSMCAflRlFWFgZsKkMEdKtpyivvZZbqtoMlpZj77NbVDpP5S58+ahNvQmbnXtUH/uwaipI7E7M5Y3w0r4lNQJs5JuVFv0pL5pc7SEdXhsbUHglO40OjeVs92m0tKyGbLKeUQ+hyGRnfkwpyOGmn/UJk+eZFFZUkp+1G1q5bWIU+KpsquPmroaiR6NmNXR90cmf7kcHt1IY5ahNmk5OrAL1jtH0XamLR8TlZnWTo3c4kji3l3lsVY/OtU3w9feiOvTN7N39SBc7p0j4mYaczsORHdEa/zVIPnKEJ7v1+Zji3bs8+2PtG0ZQanxhC0Lpn9/T0TeIspyE3n7+Sw5qpZoC9Tp0nwImmYOtDs3l88Jx9nmH014XjFnh7fgXhVsLIN7hqD9/bnzUr8Q9/4Kvv1XAfBw115aDB30g97395i8bCddmxsSKy9nom93MqLeYHy+ESnOyVj3t8DA0uXHuUVjvqEzz46jDiE0U7HG44kZXazggavCeiqtrkFfQ/UP95C1k7G5xQaMhKooKwuRSX/ymkjltdTW1WFt64CTuxNxEVG07RuAnpEBlWXlXNx5iA9eTRl2X4RFU11epCl22QJGDcbY0hyZtJIsKhgz4w71inXYe7HvH+7/BxRVwenPYCKGvEoY4QFppfAyFeobQDu7v9/GfwP/+xSUBPgIfI+hKZcr0g46ZEiwbO6Ia8xxBhSaYWPlzobpnYmJKcC1hxVuqtbkpEaR33QwvZsMwfmEGsVToaIK3oTDi/JnvIjSQFu/MY4ZypzfCDe+faEy1ZyhbfVZXwruKtBdHRbNiKTdiQQ6lPXhQ9sXmA2xwWq8PSVhMUTtDiS6bQLpvWbhdKeMp4X6GDtfYcGpgRztMR7zGGfsnL1oOWwI70ljSkYhs2vvYK3uSEJZBJ3MxmKh7sSt4jjuS3Vxz92PS91Mjr6+x/zH5zE+dQqRoJTQu3fo1H8Nn3IFHAo35kKcOQGWfkyQlOLZbwWl1Z24HmfCrMbXATh6NYFx/Rx/dKNcLqeyQsKmZ+9oUZZPRmIK8lqFn6kOMLE0p/Owfpi3fUPgg9Z46P90eEskMpKSKnBx0QE5LF8RyYSJjnRv+ZLrDX1J7LUMjQHbWVUh5KS+wtKqlFRyNSmOmn57UG+szk1BJ7xmtGbxXm0IgGz/KkI+RtHpSENEi1XAHT6F3MHRuQkzV8zk4PazCAVCYvOSkNZIWClyoZ86DFZHwQs+/ecUyZHBt1po8Wd6QSqpRKT2l4MPU/fvQVpUjPnoqcwMWsHUxuM4/e0zQ9wb45NRj/RTr1iR/I6VW/3J1tYgMO0T85to8O78ByzbjSb+yBlaL1lG7fZqyvRyCW8hZNqNCGKWdPurU/ns2STOHAvHa5YeuVIZzT5/RCBURiarBeoQqYgQa2tSUVaOEoqI9IzMZNKTUxAriUlRVaFcHeykIpK79WRHA0smF8H4yNO8NCihnVIXLM2M0df/G3QNcjk8TYSYQtASgVSmsJpcjKjOKEW1kQm8SYde9cHkj6EV/yz+1ymowc8kbL+jgtlOZe5HZzKxRIn1cW8pj9hKRtwHLOs1YdTaJ6iJNbmd/pJv558giz5Hq34LiA97yKmJN5BuXMDk6pGEObiTngPRLcAlFDpLb/K+yp5yD9DUkTCkkRnLa00xzU9gdlk2TTr/ut2a/ySb2Lmf8I3s9P2IGeFrd/BNkEq/JQuQyyGuqIL6Bj85ZSPuPyRpzGCcniayft9nvNbKsKp4TYE0jU4mE9kQ2wcD89MUF2zES2xHR/EB7kdlM739IoIzbnLx7SqsVJ2Z3k7Oho85NInTwfSeM+uHT+ds9xDqqruxufYyg+vy+ZoXSw8nhSb3Vt3DrWu+nIwQsW5dFKN1F2A6sxc1Wl7YFOShhBK1MhlCVRG3OvZia0NbnEQCIiKK8PTU+5tjIvWtJGnQa+pN7wiArKaa5ZWqCOsgoSQN7Qc36VGTgVk9a7w6TqEgNJEbD3Nx6mnHqzvjKJEFUyUpwFnNj6IbprhbrcPvhiO9v2XwytmC1NRkuqhYcrLuLN6mowiUgv/vDMFOeXDPAOYVg6cIRv0dOZLLwS1XQbHzJzw98RLRxy/IvpVzaKAXOjk66FepstHIE5KArVCZXYR4pR6BnmGct33BngeNedd6H5Mz6mhaPpz13hYkl96jdIcMn10j0fCwRu3PMheOBicQ9yaOCQZiHEe3obxcSr5IxOuCEuzDP1BRVk5uWgalEilfnVxpEBXx41qxtgafMsIoryrD26wpV4dPoLBayh0nIy5UKZadG0phviZs23+AyuRCVm1d+rc7o0wKJyMUW7NNzKChqcLvFJLB6AeRLDMywMFKDwKc/nY7/038r/NBJex7z8WhJkwttkQ+bC+Bh2YhOG3AodUdMHmmRUWKYjfiPl9RS0qj5MVZ5P3HsvX5ZMZ7pHHGQMC1cRtpoQ/W2RDyBWITYbQQDr0RMWZ4GgnqHfj2rQatz/d4tGoAQVklVP+u5tptl/lolbagbUZvDCNNsTgdwu1BjfEWZVGZfphTzra0qYV7t88REh1GvkMUWq1+Q5rZj7FNtvPJuyveKrV0SL1OtkFPehgs4qQ8lA1TpzJw+XL2po/HNNCFLymRdHPby7kqZya31UC7JgNT6S3kKpZkVh3h4YdyTMzsaLLHhaslbuQEt0fNtSMilWQWzk3leEZTeKh45o/VChNjWQAEdNFFJL/JwxtXEZSl8cESxjfvw5waMQ/rGWKqovXDd/N75dQxD87qgfHvZlWJHJKmXqagKJEITNiU05AgI1XWTwMGw16np6gnPkPJxhmnFgOQyaQY+Ngzzsce7y0P8c4uwtLaDHV1HYxVnYlzEZI2UYahMrxyVkRR55jYMn3fWDLaP8XceBQ7y39VUL1mHGGVfj1KVvvxvhouVsHD33FD/QnFxVJ0dUUIBHD0+2tFB77ETN+WY79FErCpO0P32uKfDawF9koBTyACgHsei+ife4j8r6UURVVxpiQHpTM+nJvmi1dJC8pfZoG3Ep3eKJaRbXJhly5ktlyG1+bBmLZpQGtHYyxi0im/VwjvQPOQiLi792msp8ttNQseJmXxbF5v5HI5ZQhQ7tSc1F2JmJtZozZEFZMzqnSYPAFQFL4/WwEGArD8Xvihs1DOhOE3aVX/HcXqxn9foLREML3JH483tuBEY4u/f/0/if81CkomkRJ/6Dmr13pwKiSJ2br1abC0BylPTpOi8RKfDC9efPpKRrE+6os6Ybf7OB53e2IyI4D7HyexfgaoWq6nRwEM/igk3BJ6+YOvF8wCGACd1nb9sXSU5EsIm1/IzoApGGoZ4LhvEHK5Iiq45cO5vJBnwEDgGPQ0FhMlDOfu7HN4hAqYbmCMoTL4N2hO+et4AvXqsEtRIqK0EtP6jqz0O8fqfaH46uWRXeXMu9PHaKVqQ7W+PZsXVaA3xI7ura/jpx5N7oVzXBsxDJT88bvdl1t91lJVE0C5PJAKrT0M7LUAfQ1Vnobtxaz6DXYNb7NYJx/2HYRvP/svNiySczfkZCd8pXH9VJSUlNBW06OoqhKxrx2NPRpwUSJFVQiB5aDxOybLcjnMKoQGgl+V07MqOYPepJDTaBgVMRXc4Buti+KoQJWswhpyNhbjZ+mH8+GeDD81lcRLw6in1w5dVSG6Jo6MkK+gZfcxeHeYxphCmK0Li3fcJul8fQACA3MoLa0h0M8SdXFruqvMx0IIt//MbdTAy5ZPMQI65jwjO/4zUzrN4E9JFNn5mXxe/5GSzkUsmabP+fPN8fExYGEJnCr+woDj8xkxfiYbdzbBpp+tokF9FAGriIAVP+7TP3cVkERZsDWxoV1R2daI/T3TUNJUhnag2ceM5iwDnhPx4C3HL/fC/oQbduemoumgIEl3MtLGqV4bti3ux9FL9uyWe5IRHY2OiQnzRw6nt78xS+sesU7QCR0AXR1cu3mBAHLzkoh69gLfkWNwcrpLRkYvojQekiHz51GcgJ0nXiCY74dxWT4fY2DB2gn/hMT9/4P/FQrqeVw2zbTVyH7+hS4zO9PF1ZyI63eIn3uHBOd7KEmU0Xmbw4e4xbQ1eI2RjRaF51QxnaWFqQlEJTuzS7SfgJNJvBqzhbJ6CRg1VfhjUinC+pEeKcOKOOIbwloUyxQ1Q21mudvxUnsQj5MfcPntA97tO45RCzMqyySobuxA9ahsyt7CsEXpiDu7Y9s3gPzkQJ7qnMdGNoB6zvZM3bYSjyopz0cuY03NK5w7e8BCqL6nglqLY4wSubBFVZN+houobFZJ+5vtuRDhjH5PSJFpkTZgLveCy3FMisFBq5iWlu58iIsmryQHlXhDIkOKaNPmNc9doLd1P47X+NJpAzipowiABooLCvnw9CUmSgLELhLqZHLqAFsXJ0o09Ojq5K84L+QKRbU1bG4zisjIIjyGBRMZ2ZWvRZVYbC5koq4lLPk5LlXPssjqbIM8VIpWrg7d0tX5FP+OI6++ot3Kh16xDbHOdeD1zfN4RxXT2m80qesj0T7UjAkm7bg7uTlibUMIhiYN5KRsuksr5Qw2b47Gco6I+wL4YqnN7cxArCeNwCcbNlRBB3UI336WlCeB9HpwlAKdTGZP96LfqUlUxscglsoYdmkLBSW5CJQEmNVYUpZYSq2ThIErQFOshZaGDh1y02nZqB2nts/AceouIl+m0NyjDWFqxmxsBs8B6P27mXgMSGf06AOMHg28AXpZQSRwDkXQJlBT85CPt6/Qc5niWm2nn8nKHTu+YOBAK+bGXmXh92PdF8z78fvXL9XceljDup+HwEfxP2PsyDh6gT7lEBzcAdW5l5gTYI9NWxFHEqHGqQ3zzm/FxjORL+kyCkpK+QuM7f+j8L9CQd3quwvrOZ1oe0sxalVyKRNOhjKxLBOhgSpdpm3FrWkf+mXFcnrFVr58EPK4YAI5tbbUs4XzUau5PVlOeHMB/SZJ6RN7iZtXFnNdW8Y+tXcceVxBeJv2mK09zMWKIAZtWAvAIC8b1Ofo0pPBPBy+GsPCFtT4u9F8cy6FJl8JlC+jU9ETdFsYcv92NpNHfObVkQm8U5JwsC6YEVzCjBuERDchdpAK9QQeP96pnttFfPU2AElsH/X92AtTimRXWLRsJTKphBm3DqGt2g0t42OUCsww1ipm3IMt1OoY4C2wJDPMiUXxoZzXiWGcUj72qv1Il0NNR+A5SKIrqdAu49bRs8ikNQhrKinqa4XNi1oGz5oE8F0dK9Cg1VAAiuTQx0iPDRcUWe/1NYS86VaB+e+qPr0ZeYBVbwwISBjAs68LMfRsw5CqLrT/8AXdbiMxKP2EcaQB8rUyvo59SHIDLco08+kaug73TfcZ16McsaViCZKzJpG92rfxn9iR33ycsGrlxJnaPHQbanGnOAk1JYXJ1Fr1Z+Vy9ykDWBe1n93jGqCqoo5ZhiVuaPIFZTJy0ykoUTB4KguEaNhrUZxXhKmhJflF2RSXFlJQnIeaSJ1n7+8DdczePIo66lBCid6+g7GXl9OjKIf0nCSGBUyit/8QpJVjuXWjkAV/KodnDVQCHWDo6becowWVlVWc6q1Nc8/tSBNrFdTHS24j9Zcxo30f7KdGcb82kLG6q9gEhNy4hVf3bkTJhcTUwCA3ix8Jwr+HRCpjVX4Nn4TqFNaBtbUG1dsG/jyhD6iggnR5fVolduCreA9eXn+bKaKoqAgNDQ1Eon9j6eC/g//oZOGvNbCpc3c2BC/FcXQbXl3bxvl1/XlxbDFNdbSRDMlF19qauLsPYICC2ym/V0fUW7lz9Ux9erSGdQ+gzzgQIMC7ATQ3yaPhhG4MOvOYtyMOoH24C87umoR1ycDXeB4t6o+gsBQ6T4hkzfF3zJ4dBkDO9ukkXHJjr7UdnrdaoRTeE9dTGwF4O2YfHTsaM7JDAvb9zZnhPRLpk4OU05fTbMB6qhYlYXGKlIjTih20DEkscddvsMS/I+9XnOF5t82o6BugZmGJVCZFLhAgzo2lVBKGl+V7GhXl8WJjf2w7N6KJsRk9PRqxZ7cP4nYq7A+xxN5zFzKpBOO7K3H1hknj4GjpfW4dPYtcrhBrpVol0vMa/VBOf0LHAy/Y9vxnilBtHdgqQ5d6it0fTTURQ+3E7OynKHslKSwnLyOc43sV/OJzqvP5lhXO/LT71Df3xDJ2H2UrXhPUdAU0FGDr5cnsSbNoHjCV3DIJxZVSupUHs/ntWU58foDJFntezJuI83ZXnDq4oKYmZLyqGXt1NLGyccfIWkFrMjgjmFUTHTh+Yx995vsRkh6Cq4MnNiqm6F5NBJTQFGvz4PU1AvwG4j5yDyYOPjR074CWhTmT525GX8sAPU0dTPQtsLBwo0aocFZpaegCSmip6yDJrORR8C0+xX4gtzCb7adXMWfLGEb81oXdF+fSs5UGX9+9wKT9RPJ9FIpQV6yIsTq29zTnVJX4LC1HpKvYMbSJMaG9WSPuPVlJxdUDDKn5GabwYMduijIyKJFD9veQo4YN7nBorGL3dVIR5Mrg+Ickwu6HckIfbhmATL6ZUxVHAdBvfI2Z1xQl5A+s7E10/Qi0ZFpERHz8cZ/k5EQqKysBePLkEXfv3mLu3GlMmTKW5OQkkpOTOHr04H9FPP8l+I+2oEYVwpIO7enT9wN79vrwLT6PtE/PUVETYyVQJj+zCAQC1Dz02H8a4teE4Buvglbv+pgYiTgqfIfQxQOpShWp0UqYO+sz2CmR8oRcBq3ozcAqQ+qFwz3XzhgIIV3zG8oCIU+OHaKepJoKe0sWTlZMprlGJSRp6zBfWUSqHHaJdbndwxuQILbUZ0/qcLqMHcGCtr1okBmPioshtvoSWiW2ZpxfHunJDdnfqYop6uoIBAJmW51l1YxRVPZNQ9hbB90vVwgXLOBmYQGVm8exaHhn4muFmGpXExzfmon1w+m/SI3yHWGYx6dita0LVlmGFEVsQKuBG53z4KGRGrbZfUnb+A0Pow8o5+ZSWyOjrq6OkooylCZOZaDVH8sw3R7bCpHw57fMUBme/pl/VVNfj/qtFRbVrtXJ+HVzpVpeDMAS++bU6moh1NBmsr8TMulm3mntwsLNB4FAQPtjcwBwODSUiz1+I2RuJ/I+XmTtpCrunPKEnfD5pDr+d+CTFBr+2Qe9oCifKRsGEvLlLdIaCcv3T0OoLMKkx3y2T15P6w5WOPR0J/jjY4qd1zNeL5CnZl4onf3EjZuv0EdO+8UvWHr0Moay3/DTe4Om8Uz8B9Qx880VZIGHKKoSoizSR+Loi9DWguUdd/A5PozwmGD0dY0w0jPF16sBnx1C4V4NQ1Z0R81STKtRl/h4KZMhZra4N7lPl6nZiLol0LKZD3UJRRxde5U2EneuHntFsW8JxrbJiMqeAYMAWD7zGeiAkRo/os+fXW5E3FZFbJOXiiKMZkpLJ3aOieWrXTbt2pmSO6svH2KP0kb+kaX+72jbpA3zpyxjy/61jNQbx1PhI4yMTCkpLqWyooK7d29hcMOcQPdPfCmS0svJnJUr17F//x6ysjJwcXHD2bn+f1tW/7v4j7aguqqBy4yZHJc1Y+3bKJYca0rnGc/x6zuPhm2GYGDugBKgrmuMqjiUmVPmk20RSk1FGUKhEOllb7Teq+G17xbLN1RwefoDTDu747GiL68lAlrVuvDxQin75q5i72+ruTOrCQa9zIh584E30fWYUr8RpqYKomyVPt+4+FWLQrkc218ctc2RbK9CHqtO+pKlWDSwI37ERFxcrXlfdovrFZtpNSWEIStz2BweDD4w65MXEcUhNBg0hV1TY/Ay7opmH9DK2ML4NCEzzMSItWcTIa9mT5vdlGvoMfjSFvRT7ZncQUyDdm0VlbQfQa/fFpMjb0Hbz4ov+SH/KGpD69CPLkUklyOoUaZz6ADenTtLiLCWHt95vzft8+F92GkA7sVkkVZU+UvfP02O4/LXCMUfbyDw6jLkHRVULG2CTDlr0YJGnaeSn/aN8qtReH6zxG5TPO/evaWgqIi9HRcSaN/uR3uS3BKmVC4h6ZU6Yk11bjUaTWnsFFo3c4OTsKUM8mUKiwEUBRPKK6uo30MHzwHGfIh8jbSmGnsLZ9YO3YeqSJWsR/tonw8TWs3k+Irr7BG1wHLGSPoNmkmPxsMwOX0IGzUBtRI5m4Y+o8Hk/dj06Ejjmdu54yflyu11LOrZluqqCpxdu6KhZUnRZzGuFo4IlJS4+eIskwcsIKcgg4TUaPwatefUurucipCibmKGtZUuZZUl+AyyYOGhFnQYb4oWdjwecxS7hp3Q7j6H5675lPu/orebPlNcejJ76GO0NRTaP1oKr+OAfAXNzNq0csLSCjBsYEGLE5MoL8qiRcgJ8qKfUVmaz1DTHbRurZh4qcZ38LEox+CCHeOXneDitplY21ly7cItVuQuRnOMFnK5jNgV8WxdvIECyQmCrYMYMGgI/t37MGBof6ytbdm4cRtBQYHExkbj59fmXyK3/xX8x1pQ+bWgK4DX1RA6PRn3t2vZEHoFcx0x0JAto2yZsiuUjeNc+NBlGdXpcQiO/EZJTRkxnZpglwA9fVU4agzefmMonAnKF9aQ21oH29oWvAkAJxUN7u2SU148kznlynTK0YAEOeoqEnrWu83gwYoCCi+X5vDa6Ra9hh3jnLsu202a02PZcE4bAIQTxXt8fSxIPWHP59qjzHNPZWViS2KP5dG8tZDMrPtcXlmBp8NTOqZLuOhyj8zCGsy8FBmcz58HkmmfTi8XEZqtP3ErdA96gm8019Jj6+OpPMxPp1ubUKYYOVNXp4p3r3Yc/5JG5DIrduraoaUvp0FtLdmp6ZhfSuaFUyY1QinKciEiM12Gz7JnfN5RXMWKJdnKLY4YGTjStNEIAJ7GZiFWUSZ5dgXpM6oY6mNLQZwKBTXqJDiXk3itklofR+4ae9EVsHguZlp1PWIjXhP07DExU7yx/qiEyUw/vnwNQ1NTk4tuPx3DJTEZvOi+FcMpw9FTE1OHIqEWCTAUKIIHzxVL35cGcm4+v8LIY7dw0pVRXlUKQE2tFFuLoehmf8D0th8D/JsjEjdA8/gyzI3MEampUXclCP3sRKydW/B4RzBnh2lT9jmJy1sv8qSyK3cvtaDf4Z6suRJJpa4FsYI6nk/uCbW1VKY/pyw/BXXC2Xr0GgCN6jdjyZ7JqKmKmdB3Lk3cW9J+ggfXd7zmzel4Bi/ogLuTN7cDL1JaUcxk81CGdvvTzpkbqqL1OK5WJ2p4LLsTr7O4Shm/ASt4U6SF2Ycb5JYW8s3PmJaO3RklhfNh6dyV1tDISpEfmZf6mcLMWCpKsokIfU1uQiKVZaVo6+njs2QWHpJy+nUei3F9PTR0nxPyVkyvgd0JCOjF+fOncHFyY0LPKThp2JOo9hjveQqf1c/PhgLjxk1CR0eXdUu2UFldhomNLjNmzPmXyfLfwn9eoKYUCoWK4Lvn5TloOZhQVl5OduwbnLw70TWnFt+VXsjz0xiy7Bo7IqrIF2jSteAckoyv+I1aQ7iwHofOlNHTT5MzBWacbQy7z8PY5WlEkcOoaT7khHxDd6w5qhO+mxTTAQFcTz/GqWUd8N2/i1l7NiBSE7HqwWecEsIwProb9TXrKTTxR7OqhKY2aojtNIm4/5Cn5ScwaeJAmmQLYuXB9K5aypXrpQyZ0IC7ksU0vdYT84f12bP/BJOVO3N6S3Nk8W2Jn+fPOHMr9LXaklORhqrODKQ1DVEWabD5gwCRQANvSR36DVoyqWFHPkrht/waSq8FMXh0O6b+LijxxLrtpBQXYqiqjrJAGRN7W/qMGsRH6a90vet3etC+9UKaeA39pevvHE2nxLOGYT52sBgogDOHw9ApLMcmPA6npn0Qa+qT9z6B9JshvLU0IvxWHPs1JvKx5CMq64X4NGvE0McfaP/8NqM3rv2l/ddD9mLSxgWnCe3YUgr5V5czzmwwTl1ceBP+nIXXg9CIlfC1aBu1yFBSElBXJ0coUEFZWURNm7Hoe/emt6U5gZOucuNGAKsPr2HWqwMUXTREVQR9Z4+lydzN+AcWY9HgHNf23kAlLZ1AQ2Xq6uTUyuUUlxUgQABKSsjralFVUaN32zFcfrofudgAO2098opyqDVzoaaqFDNpNVnFaXRr1Y9+HUaQnPkNgUDA2sPz8XBuwvvPgQC4OzVi6ZAH5ORU0yDailIPiDaLJuzoJ8o8dZnUtTE2TzI4RyABWiIcfMcisBAg+AuVU/Kykjhx+iyzZs4lIfQmz0MS0LfNI+LLeeZPjMXAUJ/XF5ci1W4BomoKC4sQyo3pM6Tnz0bmAS7A2H9M9C7uvobglhJvTJ/gInFj0rWp/9iF/wT+IxSUXC5n+vWP7OvXGHoAWwFnuOk4mw6By35k3D/aE0d9c2ey1A+THvOWfnNPcnDZWKzreVHUZxrnTz1itX0tsy/m4zvbkc5q9ZCXGHDsOmxfANf135EZpUmGVh6Dx2ZzSd+HPsmn6fJ+DcwB2gKKSko8On2ZDsP6IRAIeNXAEZvpczDu2Qs1M3N2/nYY7Yhy2nfujvVUJ+4ePMoHFQ1yvX5jp0ckL99e5+6SSwx17UGzw+MBiMuYhm7eMK5pnyIk+xY6t7QxqxhDsE8SE/VzmJVeyNZOG1BXVqU2L4Vh705zr3wok9tbEuTd7EfgpEwOX2RgJapkPS+Y/a0Bj9LzUH7zGqmkGgCBUMjb1yGk19VicvEqZwwULJVWQpBWlSFSVxDgf60BZ2VF8co/R34tvJWCk5IUK0khby79hnOz/tg17EjMiwRabD6IoZ8q/c/H0797GyQ+hTTvoyBF2hYRj9en9/iPHPazwSwojqhGt4si/2Rm2AdiTs9nWNvBHL6xncycFJSUBKjViKmpKqVSTYZcbIugJo/2Lfrz+FBXmr0IIEdbnTcm8OFNPGlrhuB54SazpRaUKyks7rlakJryhc91l+lT+4Hf9uYzPGAyu8+vJSMnhZWTd7Lx+BJszR2pq5PTrsskZgeMwdL8Hp8f7+Bp8FBKNwVhdbIXS9NsaKdaw4S92vQzbIOthSOuuPAs7TFGZmY0c/fjxovzFJcVUldXR9ilTF48qUZF5TwS37lkf8uhlYqYsLBCJk504valdILWfGX1W1PEd27y+tsEyhrL6NLFnKhP4QS9O0TbNvMRG5uS9mw7pSp2GJm48u7uQYaGbOKT0RlCW14iJ7IN3Xt3w69DCyYPm4VEUs3AkX3Jycpj5ITB/5QsPridQTt7Y2rLalBv/u/nJP+PUVBjLnzg5NA/Zl2/vbUHn07jeRf+lPVq3uyqCufNvZ2UiJUwqxnMtxA7apvqw7ceBKm+Y81wNd5euEn96b3o5qLzS1tznnzAuMCF2moRS0eqkpQhR684gx4aVgSlAn5/fLbwwLc8Wb2BCVtX8DE2nXylFAoax5BjeBAfoYy8vAU8zj2NrkM2s0Uf0VtuypkJS/HZ1oLW1lPoPwVmqkHK7UDauxlj4uFKda0OEy+GURj9CTWdZ7Sz6UQQQYz0fcLm8/Ww1VJFr74v7+8E4jniNxZ72GAm+GP+xuOnQXz9FI1cIkFcLUEoUkEmrWHEwhm8PH6S95evsfzVM8LSCujxtYT0DvYEnplHsz5LUdPQo2sebND5o1MaYFt8NDflRnRLfUyb8lTsG3XB2MYTiaQSEJCRJeFt0BEaXvDAtVNbmK6gnf3R15PCkC9tiFhbmfU6IH0lY+GBSNJMZ5OS+Y2sggyUBcrUyuVoqWtRLinHSNcUZRUhrp8cCNy1EquINyjVa4llzEsuzF/2Z08YRb25T4ndNhOZVMKh67vZc2EdZVZTWNyrO6olHxjfdxa9Z/oSEv0WcyNrMvNScbHzwMm6AbsXncaj+TO09vvyvrGib/OC4yj8mIRFD280rQ0plUh/Id0LX3eFK2vXI9zamuyCdA4vvwpASlYSNmY/k2k/SYfgWLqGG747yD7ZkmnuHRGJdSkulhAfX0lTW0MSPt7hc8J90pVm0aZvHc/2bySq4gapcV3I0+1Nj1YPEKCEUkp9WrXzpWVpM4QRQkVY1nEgCtgMldZVnL98mRePXlJZIcEx5ytbosL+OKB/A4HxOVwKT+FiWCql1TVM8nVkX7/G5N6qotunIJon3qRDjx507/PXq8H8d/EfoaB+j2Y5cMkApEWlKOV/5c6OkfSbe4pHJxah6+RN7NNT9J97jpzSLJL37OWbPAbPdoMpSmhMTF0VFSYzsDKDqC9VzBbdJK7NYBo4QFIm7LuXz8qxahioa+L8OwKvI7PO0qe6AwYHFNG+5Ug5TgifousRmpjHc3cNkiYkUtcQhEOUuB60B7UOAyiqu8tLlfaYyN+x02Ymjmr1GP/UDkszF4YMao6F+jDeNd5Myz0HSD//CstejRFpqiGXy+lVKMA9+ih6Muhu15yFH7bT0WAC4eGPGN9nJi5lQvKj92A1YA4LhI/Zzh9LUG9LLeJuVhFTPwZSWlTEmKVz/2KfxuSUcD8qk7n+Ln/xd5JQlG/7jr4TrtJJNwWbmLaIFxTj5eaCpp4ZF3eMI6LoHVr6EGNwGJ2cN6xx6om+lzN/HhG4fnMUC6a5IFAT8DkhlCuPTnHoRTAm8iRKKopQVVGlm98Arj07jbG+BSBH6jeJFmFfSNt4GZeSDNQTvjC9aWOOPXnA4MQkXmems7CwkK4tW3Nskj3wgtsvvDmZnc2Hu/sQFqRQjYhmLj6ER79BpKpGs4Z+JORl83h7IFFBbxHXqeHeRfEliowswtlehZKcHEwcFDxXd+9m0KKFIfr6qhRXStEVKxTU22pwvy9B5ayU6lNykjMTaOjs88s798uVs6Kskh06Yjq5TsE6fDqBKWE0S4jga4YWb7/GIiirYmbzRWx6E4jqiEo2dphBcGY0odmf6OX4jmdhAykK0mG3yTpm1W/PpoAFv9wDCfABuAiR34p4JbtCuFEkkjIJZwcc5ev119S/1fIvj/NfQWpRBa++5WGtJ+bOlwzeJuczuok9Yz858NYwl/Jdn7kuus3BZ7v+fmP/RfxHOckXcJ9HRl3REUDnax8JMCnHy38YVvWaUJKXimvTbkSWF3PnwBTGrn1CQfQMAvbsxqfjaJyn3GeYfVfUv7uUJvauQXq+AmRgvgky2kTSMOYLwR+GUM8WhYLaAUyEVsPcENf/WfdLDSGar7JxCgyjtcyXzOvr0PK0wGnDBjaWC+iQUsUr2UHq5JlcslzIJm1NDswqZcrSQmS6NQzRvUvYPgEWrrnkZ+sz/qMpjt4+eJT645PRjLToa+z2ekauwQSCK7XQNe6AqWAMbT27cGnDET7qF9OkuQ2LzEewqb+IomMBxCtV8uFbLkN9bAHo9yYGv4j3jJTLKMzLx97trygfwMVEBxeTn9Zk48aP2L/fh8aNv5PVTQPugHy1nI/iHWQum4HlvtvcE9+j+pMVZmplODbuCWZtGNB6Io0a/YlBssUv97kRmUZvDwVf1pIFDQDICg+h+8KmyOvqUEVRUg9AKq3m5YtH2Jg5kqakwi3ZMzTMC3GeuhyAoJx8+jxNw0MsIiknmzWVIkKjsmno502yrQs2y9JRo4zqlOXIaqqgNB9ZrRRlpIR8CVTco7Qeej1/I9+iKZpi0I6VI8nOgO+GgIeHHs8PHyPiwSPm3LgMwKlTSWhqCsnRlrDzZSzBsxWhrHcjniPo3AYN3QsYZLnQ0PmP1r51cA5d5rxn5iRn2oZOJSX8IdqxWuTZi7gfHkpUfWVa1pXRW7AKd48A3E0t0FRRo289P/rW84TqNzTtPhG6OTFtZR2PX0dA4xy6v97Nnb7rWPzyCMNcO9DAz5Yw1QiW3C9kdbdmdNHviOl4ExgJ9Uf+15QTgLWeBkN9FAntrRyMeRSTib2hJjSHFqXGcKAdHc//uWv9X4P/CAUVs+shWQ8/Mf3BxB+8Q5V92mKT95ED597h0b2auccSeFAmw6DlBHzDLjNqgxU9NhVj3TGDFTwhbn9X0rIgXZyDRqEBc9Zp8/ToOJoBZ+7Ai5j6tHQtwfBCODXzv5fQkUByDXxy8USUGIO9u0LIhQi4UlaPMmkZE48G4fzpKOWfS3g/9D1HtzdnQffOnA6fiPYcbeL8X7PGrgt31KUYaGgywHIp0bfOQ7tCpiZtYpreYVqEj8fichfMj03Gol4LghnM6+sj8O2/BJv3zXm2eBSNx0jREzlwbHMttg3NQAjmG6/Q5ZsRA0VDyMgu51l8DkN9bMnPysEl7B1qxQVIa2Ro6mhRUy3F9dhobvRaST2DP+d3VUAmkSIQCTl2rAlubgqFlf0thIwbjVmQW8OzTio8vdaa6Tcz6CDugdqAGJp16EbQzb18elhH5z6tqbQ0oFIqo7owGSUlAfmVFdjauCMUwIoHn+npZqGoBwfAaPauuoSwpg5tA2PyS3JRV9VAU88MHccT7HrkjNlVbYy11HiVBHMy81HdsRW/Rj2IS6vAPfI6VuLmmB2P5rifjJHNHHD2F3Fu1UhkdelUfL+NEkrUUYeWhg5mhhZc2/4KPW19KitliMVCGpYrznO51xnuK/59/9wc4qzGcLPAhsBrCuX0PDkMg7EhtGmjEPKBjb73YzTM226J7jk5JS5KbMEI/yrIvjeaQb2OIPxeMWhZe32ud4FGjfQRUMi5jC9k1JVSV2rEK89itgUsJTvJAyeD17zO/MiyFpuBGMgxU3D9Tr8IXY8T/vIzjismUvP1ARgY4GGkMG81ReqIL5/jgHYxye/VOTh7LLYONjSd/Ij3y23/GREE4ElsFuseRxGfV877Od9zDLT5iwUw/lX4j1BQ9aa2Z8MAf05/r5ZxadMQar/IkDbSwlnTiJ1DdGjSeQLfCrKR23rhOWg+AwvekHhVmW76+gwPekP+JHfmHADDUalEqamzdpI28otyBMYCapck42iQwY3kFuz5loGt//cb68CUVKjTryZ+816Wndn345ku+TsToS0htOAK8QmfcfZuiFmtOXPNghHSHGNVW/S3mxOUdp5bKjs4MOAriMEzN4Dr8ccZ0LADebGNiL14F/HnG6gYy2mg2Qq7bZ1ZaDGETl5Slrzzo56olp6mKXw1OMeL+GR0km9i7VrNVamImvePmNy1LSaaCbRxdKSNozFymZwJX9JpVC2FGkWtNrdm3nioNCPoQjEpHUo5JYT1v7rfKEPCgTVb6Sxy4VHrBrwp1WayLiRGPMA4v4YOe9fAmQc0LDLH1FSVg3V3WHBNj6wuOvgNWEHI0rOEBx7jAta0EMbg18QfJYEyT+PC0TV2p3tNLg/7GpElF7CiGI7qg/egs0iQo2NkgkwmQwkl9LRlBJ34yOZkEWd1Y1B6nsHmnl70XTkQN6dmfGrWkS9PzuKkLMDS3gSXXl0o9mzC7PbN0dfW5vjlvbiV+BKjfQkAJSUlTPUt2DbvOFqaunjVV1h393utwMDdhqZrxjDmT+67i/BRDja1kD6wP45CZQYes2Tp/DlMWzCWsJx4HqZG0zflGtdsfpK8zfkcRsdiEzKmzWTsQX26SkxwEjqQLClld2o49jGvyPiciLZWHdu++qL7JQvd1g2wKh7EKcEhQtrPYeLROUTkxLFGSQW1Ijvc6sxB+ghk68HoBWwCjIG+PVl934YjStpM8RoIFdWs8xsHoSEsLdSlPOcTZnW5aA+aha2DQoGeGN0MfmZR/eMYAMwE6gF10NrBCJM+3nhY/G16nX8l/iMUlEAopOH3SdQnHwYK1TCtiSM1pgD/LvMwbfoGDW0B0Xt6Mm/ZRU5Mm8S7tMck5G1guJY9RR8iuXdxIdHrG2JyYQ5G53uRPqQNC59GsGXTSUbYWlMTaInqfWXY/DtniRrc1wYsVOHMPqrKK1EVq/Fl7U3yU4p4usGa4i0+dK4yQqQrQsusCLX7D/lWz42CdptZ36spHIJ9kmCaD71P8LWuBF29g1JlCcX37qCunUfDiwtZc6actkkWqIq18bJuQ1vrGqrqnlAqVUVaZorNlixsRF04H76Vek596V2uhZ8qtIy4j716AaFkKJ73DsTXfMFGW46Qn65F18aNIBk2tBlPqSW8Lfu1f4MScrHSEzNl3QI0EbH86GM0XRypIAi3vgNx3WCIW8kkAs8uoF2fZUjvSzGT2GPlFoOuWER24kf0A2qJSP2KQcYhwkoFdOk1h5S1j7AxSGZkVk9uu05m5Q01bBwgt6cEry1jkNXoUFJRwIphi3j07jZWpjasGZIGJV/R+JxCnCyBsz0X8ywijLBNexEOETHYLprOXu4IkHPo0Tc2VsXSuU8z0mPjaTHcnwppJU7zBqN0TEB3vwHI62rZv/QicuQIf7ddf2fZAOpViWnaFbgPsYefsTKrFPXRnehhJEacWE6FQEJaf300v5WRnPaBeU1HM6dxfzIqKwA4suckbk01UElaikv9YN4/jUb+5hktfQUMPjkJz/xUKvOieF4rwVX7FacLHZin44z2NUOEM0Uoq9pwv+l+Ym6tZG2MG8b9hvFb443Mn1tKS6v+fPy8G++9YjhkDJPyYQZQZ8CNq75QWAo1tRAcDN9ioOYlNElAU70fxgIJy568ZGBTV4Qqqrg2+bOv0e+wYcNqAPT9BhPyOQr5hyt06RJAQkIcOSY5bJu9B+UBCq4W0TzhX1RORZlZ6Jmb/eH4vwL/cU7yVRNPMdzPAfuhLXlxcQMnDgbxTXsiru10Wd1dn+P2+Uhmb0JbRRXHgMv09lNj03Gof30P1q1s2JDfg/oan2jbwYHTbzRpdnw+E79u+eUe949foEJWjfeE7tjzs2jAzmlLqKdpTW5sCjK/fjx5L6HDRRFemNMIC5pb7aXdmOV4T1iKIH4gG8Jy8R7iRrveKwlt3RYn1bvUquZy+mw2nQ7uQPvmdaZvX00yRUy41oNZHsWEJrlwLkWV8FGmFCQ8oSDPgos5k3hdcJvXk44A8LgKOqqjyJB/BfwpReoQ3Mo6Q05dxo+s2YAxQzG3taK0II2cL2E4vewJy3/t07Gngnm0MYf0mF7AdoKvh9Kw/W5yS5KIuLMTpx6rWKnmyBn1C6hpdOPkjsWYis1pOWAMmnpmVJbmUV6UhbGNB1fvzuFTyD3aNV9Jm86KLW2ZXEaTe3HcamVPeNBRZkX5opsezaZhWtS382DVzC0cvaSwTh9M3sOzlaYs0+hC3LFDqIWG0EW5jqi9x+h94i1dHMVIS5OJe/YEs/hY/DofQNIvj5mTFKSAjau9GGg3jq+7pzBEDM4qsDDwCKEleTzruYQ/4HuNrL2Nl5PlbsPSgyNREwrQbLAP3YEGTLe4jKT4M6vmf/vDpf2GN0Ssl4W2Zh5u4StokOpJZMO3TD2/kZSPbzHNykM1oDetzs1gmrA7Qkkt8Rnm6NZk0YROFPcKx7+hiMrKdhQV7eeNxwMGRLuCySNCQ9sTFZXMyGFXQfkRyNypKipE3cgQMgtAUw1yCtlekkZpphIrE89DTlcI6AIHh1CxYTW1aroKyuIjsOPKSuKMizlwdicAMTFRbNu2EblckeBn5+VL7OcwRLKqH++nrq7OwrlL2bRtHSpVImprZfy2ZQ3GxiZIZTKe3z5Be7kNyyaPYnVaIiK1v0I+/0/gf6SCys8t4MyRC8xeOg1Q8H2/rEthhJoeTgJtXl3bRmzIPZwbd+PtjW0MPpmJCDATvgemEJn3jJrsHBzcrdnPO8xutuVr9nOUjjyjauw8XAz1iBpwi4KUDqREJrPZ0hVfLwWbqUgIeRlZRAly+WxWTjLFLKA1JmhisOQa0xOeoSKtxdKnPiOXzSZmxmSUVFSov02L8+/yuaN0ib4WC+ljvpBx4Y50dXhBWNfFLHt0mLPz+zJgRzNexszktJkOnlHneZ4XxpAuY9GQfebM/f18Ka2jqaU/bgb2dNW3RVLVgNqiz/Qbk8HtF+3wdfw1V+5JbBaLbn/i43w1fLaWMKI05pcaBYNnTyJzYSTqI9R5s/00LoWr8LytT6W2lHdfH7FYw5/zZhqkvc5hQwMTrhhkoy0oYm7KF+opmZOw6yG55R2YoZ+JccudPA/tzjaD5rQd5s9O3V/HTS6XE/f+GimxgTh7dSc95hWtBq2jUg6t8uCjCUw++4RMuSE3hnn9iK+K/vwVa0sdBMJzVKj3pnaELcY7lDgX84Uexso037eN3KIiKiQSGtjYYFBcQvfGDvhrd8T2sw8+sRaUVhSjpa7H2DbTmNVwGYe8RfTQVMR2JctgahHcM4LGOXDZAOyEwFWgM6AJYV8hLeMdbRu7oK2tQ+CTV1y88Yw1a0ZQUpaFo62CCOzs3IXoOLjTfcowhp5bgLb6S8Y01sNx5k6C5PnorJtIm29LITwGHJxgmCIa/1jkfaRfPjLi3HyE7fahOmUqtSrmpL1xoPB0J1w3zkQtNBRCP5Jp2hDzRmY8yjOnU9sK2HGF3II0jq/sySJxZ/iWBVUVsG0NSSP10G3yBj1xyM+BKCkhOrWaHo02MCdlInaxmkQNnI3WIEv6Ll/Chg1rKCoq+HG6mZk5+vqGWFiYU69efY4fP0qXLgF07doduVzOo0f3ifj4kaKCIiZNn05ongz5RjXUS1/RyMUTq9ES8P51x/Jfhf+RCqq8rJy71x8xaKRinR8ikfPkyV0uNenCKyOVH0T3G8e6ENf+JMd/V18NYtl6JA+155+ZcmEisw5X4O+oRcWuhSRoWHN11WRcDgoY3QvKVLJZkFOI1wdXbqwD6yx4YQSHNhjQe9I9mhv93InJkcHDahisLOHziEF8VjVi1JkjyMrLqUiIQ8vDg5a7nrJ2aA5F0izeJd5FU0WfqqbjeZHXnTdGsPRyY/KdciDqEaqiGn7r54GJQM65lwL6bYaHw7fg3bmOGQ/v4WIxFN3q5njruuP7GGbPicVYbsRqTf0fzxSUkEtNrRwXU21kD2x5EjuR2lrFbotxmQXOOW5YH2/AjDY72bpmEKxVprd3DC/W+xOllsumom94Vjgwz1LBbftcAh5qFWyTP+ZT+3M0XbCckmYeBKiB3qqLFH5K4ZKdFa0fhyKL2E7/2jwEQhW+BJ7ExNabktxvVFeW4N11JqBQWPkVUi6FpzCgRT1FlRfg6hsIaAxqInibk0lyeSlNiuPRNjzJ0tSu1KWZkRHznteWjfBOfomltiFRGcnkpedyZeM6DE6fJL/OiBjrBXxwe0L8yVnoaOvzcdhhdru40KsM6kbWofRQ6Q9zSy7/GXhaPDOJTL+3REXEU/YokyINNQokESy8fRYNPXNKiksxMNT/5fqeW8bhZTSdRUMaMv7RGsqqX1DxYQV9o82ZtMyJV1/3cUxLwMlnn2DePLDXhOoAODWAu232kBS9i+ntDWBzPYpntuf4oFEElL/H5mEJqur3kBeU8GnyBLwmV3DyjjFDTGwRaRRC/xywGgr0hifPQVUFcrNBWxuSvkHrtqTYWhFWXkBPfSskSXJsvG6xMtgBZ3NjWpfoMWXRKYYEpHD7bRoVNQJ0dfXYsuUfDw2QyWQsWjQX6uoY07sZL+teEG+kzPZ5yXDxCmhq/d02/qv4H+mD0tTSxGRgX6ZWf2SaqhUNikW83DKH+8ct0TZpxLu7+0mOeo2qmjpatbpMWy3Be888BsduRE2/HvPG1+OJW0tmrAP7wVq8GX2HLS83UbAXfG6nEh4eSrBdH3TbmxLexBS979H/cUoShFIhlQOnc1o7la8ICaA+RmgSM2EEiSNmIGrjQ4Nd+2moo0uA3wN65IfQQPUCnldu093nEFoPx3Nauwr7h76UW0Qz3FWLj8Oe4RqbR+Mz+ex1D+WTuRcPsk3pmhfCRZU0ruafRm/LMGIy/Glc7cSYmix6tJ7A80igBoStfmOFYCZqar8KS1R2CdJaOe3qmXL4y6wfkqeuoYF7w6aEZDnjqgbH332PlekAL7HgQRUczzfliqEp/M6lUOQ4FfGHNSw1X43m8zN8uP0AD6Gl4r4bFNn14aWg+SSULrWVHNt7GfOEdGq0bXgc+YJuS81+KKfga2vx6jKNgkolwjOKmf67mdalQTF31u6m/+rllBWmIy3ORfn1KL5ZD6OzpSPXNSqRqsipDDzFiDHjKN8mIVE7i0MJnejTJpaQ0FW0sBRjWAMvNp8ktyib7HVRvDIEGyEghvHKXSkyr+Na5sNf+kxeW41AoMrKtQf5ZljO5oat6dmtL3dzVuA7sRfUtuPp3UV8jO/L+vXmQHPCsuNwNbSlduwUNs6Yh4ONPqLkrzQ2b8CdV1Lm929NRxHQoJbs6tF0My6nwHcEBqbfueZnbIemMbTP7g0RnaHdHGR+9WjouZaUtF5MeLKWfVoHQaCCUfJ9Cm6mgsSYUfk14HYULBZB3Qjgu59nmx3+kx/w/EkYzJODvRlo6HJl0Wre92tLtHUJMZFFpC/rjOqakfDbZVgjwLNlW/yH1cPE6zOFhfm8ffv6vySXr18HUViQj5mmHqK0bCa+j0Ow1QhcG/xblBP8D2QzyMj+QtGXNLJlkFDmhhOGqBlrI3QRMVLDncunV/L41FKEAT2o2rmRjtILuJgV8aa5C2r6mnSZrGinWUNIyYSn8fDepjNvq4GuUbj7W/LaqhMtHUpIMIF0xUYXofWv8NL7PMlbY+nkPBC3npnM/S2ej1efkhqbgGvP3ix1swVAzcyckBlnmT/PlQbX52N54Q671+6ll/Z8GhV3Qi4OoaTzZ7o2Hc3xCTsZOrcaTVk0Ofe2oycyxs/kFd2s7NgTe5+yj7fprN6SklIpCbIVLP14GGNtQ6RV5/H3gGbeUlQS9WBsHFpyKQrWRoVlN7mlE8ZP77O942yuJmeSW6x4FwMzE6x6O1N9sQUr793kAO9+6eMOqjCvqpJJkz58P3IIgN7J9xG/y0Hzczjghk1+O0Rl2lAOY4LhhQTmaUPPuO2ItMV8Sm1MdZohhiZmlM/uSq/oSADyqSC0nRdqYl1cTHT+zMKFGomEosxMgr58opNLEzo6N+NEWg86nvrEgM1riUlLIkcO45q3ZPfdW3Ru9I6Dohy6fZlMWnovLC0VKRYnD0zlXfAN7O1bEG36XTkBM2dOZvTcmZRVwcvLmykrVGwiyOVynp9fRGVSAdL7WTT62IQ0NXUeJH9hbT0lAj7uozQnHr+uWkzzXM6fKDCH3V3Pu9MHeWimRZRIhuhTJDw6xzj3rsz8lojD9blEoujL/q41NJHlcmb2NAVZXRqwyw/GTETN7yFqK99BxTRyXCyJDrgHGfmMchyIiiAdgl5SYNgCJG+gsh70XgQn+jE034vnQivAmtnfPsBCO9aExEO79mC1Emzng5k6Psvu461nybX8FLaf3EXwmwNw8SrUk4NgANOMw9mc9pnQew/IzsgmNvYrc+ZM+4dl8+PH9/hltmegziDUG/og8BgBQmsCC24iqaz8+w38N/A/yoLKL0zi+KkB1DvVmJ6h+4hX0UQISCTlVIoEDJUE8/XWDlTF2lxIhFFmzYnJ3UnvSSOoDTvEqlV+XNvmjnskaEnh7T6ISoB6x1UIKILttsOwEjxkpGoIsTtK2f94CK/dnRk5bzr1V6mgGltOxNcKFkqakCfWJWW2ARFvH/DAKAynl2Kyn1TxPOcxRYekXJ3ugJ2PFg4bLzC2t4ikFZk80myIx9TntFAezwgacSR+AqrLCtDSi+RD6kpkcjlyOZRgz+tPVwmwP4OTeAkP+vvxdJYq9TVtUYnOpdqkFpH6emJ2ZnNolhOrnEeiYl+FRAhvaEUnRv/oM6umbsj11Wialk1Wviot2zqTHp/Ilw9hpDTrytMzGZz19oHfVSj5UAOpKsqYmalTKa8kTBpIyzETEZxPgjL48HEzpkqN0U7zZdaR3Szy8eXo06bEJzzgk3EmDTspsksPHmzC4g05jLfSpZ6JPs1LO5FUUI6ZgRoNdHWBIH6fHxS28AL6XT0JqOfCrB6TGXHkEPaaYt7ERFHPwpJadTFWurr4dBrN/d2hBEcfJPDwPrQ1tVnS0Jt+d+/i01XBUyyXy2kukpLk4EaaZBKchjfW73h89y5KFRnc/naDr8tF3HsUzyHlw7ibSwlMfcOrAjFTWwewWO8a8hQl+gRuYLXfGD7MXsvCRVEE6dUn/t4KZDfljOh3GUYpMXVUNzS12nFTM4xWokJo5g5txyAWrCHefzbeXg8QhaRC0FuYXkVl9BcqYwrg2H3ena6kQfevhEut2TBoH3t3HSZ1WAnfLOrQbTEZ/Td5+HewgqwC1r0KZ4iXFDv1OqhdhESzI1aD5/JcOwjbqjzkl/LwrsiC0U3wla+FdnX8vhx7cV077HXnEGbxhFaLZehratMGQCaDps3ApQEhRTmIjl2j3eyN6Ah1kRRUsXbtcpYtW/03ZVMqlZKZno2Rbzaq7UywcO0Krn48a7oAN5UeqIn/PXl5/6MUlL6uFb8tjObBoHimSjQ58X1FoybWpMn83byKuoWBqR3uLfsxsV0fvr44zjNLLe59u8uMA5F06RLIop3gVAQjh8K8rZCcAVd3/KmKRzgAvmsC6FQNgzKyuDgoBl3NRAZ1M6RQoEdUDVQiRbuRIQM0rmHnFEpG+TgmuWrT+dhntlmVUn3ADxs7AQ+aLaezvzbTvH/jcOZVNplVseXeUqLinZHOPoiP9UnW34rAyesCQqEAIQJa3t6MaoOhxHydg4dNd+Y/90EwSMhMz3hG3IP6mrr41O+NTDqdzIcXCWrUkN9SnlBeXM2m1n3JoITfG77WzvZ8+xyFlaY6VlpSyouKGTRnMtMK69Acps+c7lsRvG8KPS1/XJMrh3JNVVascEcmh6fSo5w/cROdO7b4ehsR4PZ9SegG6ycPRlSrhWAKJM7/yFsjc4zcKzE3F3O1Eu41dWODvx06EclYB2bRqCScx91c8bf5isMaKbGLWyIUCthZBjU2lhwbFcP5B0rs23sRnRF+vL1+Cqgjv7SUSV26o6GmRqu6Irq+d8TP7ADzk7S52+kstw8PYlPCM/TWXuC3oXOpUXFh3Ap/Tt3z4X5IHOh1o3GzCpzqZ6KtLyL8mzvu2SvpP9GMJylR+NrG0z0+iuflrZjkNB2RvRqp6ekEDtlJuVRGZEYJHg200DLJpdzwPefrj2CEwB1OBzAViEotZ7RBOxraq8K3HHgcCRPlzI52JbbebQx9b0LtBiAdc99a/j/m/josq3br94c/0h0CIqigYnd3d3d3d952d3d3dxeKhQgiiCAS0iHd3XDBNd4/Lpbe97PW2r9n773uZ7/jODyEOc95xjjnHJyjvuPp4aqs98hCs3YGWcmpTLtixb1GdmQY6lKhZCyt9Buir/yJ3D0KY85R6uKHhX0CNcaNhUoLQWsGATzFsa0OjWM1oEQBo3SZlJ8Dt79AphX07AcEQVYe5BVSFr+bdQ6fGbMVOgaFU6VaDQ6bBKDr5ESnED/M5s2jVkIJe956wFtQ1mtB0pvFvO9Z/f/z29TS0sLK2prabbtTt2MboA4QSsX+VlT84fd/89n/r0n+/4TSYgPl2pXtMscrXnLLRD4X/fV+wEl7OTitltzfP1lERCoZ7pWFfZpKuM8HObGw2a92bt9FwnJE2iaJbD0tEpf078c8vGCteH1wl3wplpiLZ8W5dlXp+EjkXOoPuSbfVI0mikiM6kfn77GyPO6OKKRMRERu+2+R0T8fyaw491992iedk0mhfcQ9+Z2k5mXLjrseMtHJRkREyspEDnnMl6SsYjnzpkBEROqcnyxmh/rL0csLpe7BvuL49qxo7O8pIiLbskRqn/4oy0rtZUZ6OR+cPv4aKz4tVb64uMmUNcfl0Pq9cvjYQTm355CIiGSUiRSWibRLEjn1KVSm3nQXcRaJnvIveF9WJrcV4XL3W5RcaLVByq6WiUSW38xSrT+vWYYcHnhIpg7dJnc9k2WpS7gkKUSGPPouPxIypWdIrjw+/1HeqZYlivx8UaSUiefjNBER8YmKk6ASkefeEbI69IFYzZ8lddaskFZPXsuRpw9l4sHdUnfuVGk7ebcEx8RIWX6ZTHm+W75eETmz5JJs2rBLwq9+lEG7Z0rHk2PF2/22LD68Wl6E1RcpNhNRhIvIKhE5LoHRInefJIgkRUthP5Gnb0pFoSgTuXpK5NVTkbnlawteJPK0saTdny4bLz4TEZGfX+MkPujUb+YUF4tIvoiMF5FNqk0MixeJSxVJypSk7/GyacwDkSMHRSRdRl/5JPfefZKyslOyMnyq7Ht6TWT7Flli2kIKXsRK0fdIEYkXKaut6mPiKtm1x1dcj84XSUoVycwVEWsR2SEiI+TXi7N8qUhIuEjgG5GTx1XXkzNV946JyPkyKSsTufttk4isFwkLk3fx4dLi0XEZdeuQxO7ZJrFZefLHya+SGVYsckbVRZBPgOzevUVmz576zy/GnygzM0OmT58gCoVC5IOjSMTl/2X7/xT9/4cX7zNs2LCd3E0jeVWmzag2tTBXU9k7vGPTWfLQk4nndtPv8m4sGtTh6ty+tMyZSe2LfVmqU5sTpuA1YDSBY2/xLVJYPEabNo3h0FVon5mE5o2xtPZ2/qdhY0MjMataiXUFr1n7sQY5Xne40uYgy7oo2Td1AttfXmVoaCmbquhQP06DSRXhvQV8rGaBkV97XiVGUVlvLF6ZT6hALmeah5BSGMPMb/WpnuTMiVGt+PxgC41PbWL9Og3aaOcxumNfdDVtsT2TxrGeW+hhuwgdaY7DdQ1uSxZDLZsxqN8SjHQM8C8BQzWorrEXCKS09DJrGjbnUIg/7IUleScpUcTRUMsU7QpCjo0O0R0GcKJBnV9r9C0Bq+IiUvOKeROcyIHILH5Ob4fOn6yPd/LhUxF8UsAjVw+qJDbnQM5Jxo1owCfvC8ye+Ij3cy/SbEVf9Crrci1Hm/MuIXyPbMXOoB/oLzPgTrXqfC1XI4MVENSsDgMPujPY3peZ0V+oHHoWzecOaBnrcMTzJR3jlmAzCmZvnsHIzz6M37CWBkP6cv/ADmxbDKVMWcieV+f4lHWd80OciLfZi6GWDSvb3sYn8hu+IdWxLXSi21cP0NODWvkwoRjedILT1+CJ/S+nwcgLHky2zGZYrw6goQFaOuAEBDtB4xKwrgnV7UBNjXOTjtB80BPa9LYHMyMYOxLu6XPpUFVMTMYxctRxKLQDveWQn43kl5HoG45119sQOJplFu3Z66pEZ7YB9l/B1rCIhiEOqKUkkxcYjVOUMa2PTKSyUS4Um0FKForwKmiOagREgTdwJQ9OPIOP+qBvDfUbQd5EKDgKFsvJ0r2LBhAUG0uBsS5d91vjYZBKxT+00FGLp5qOAWBD3tHTBKQl0K1fbZSoccGuPU6XXKlqEMGOIh1o2hT6D+LzZxfu3bvN8eP/HnP840dHHBxesG/fUXhwH4wMoX1HlRfxb6T/5wIqOTEFy+BKvLjvgPbOznxKK+bGyc982DqEeANor67kyq0zRN1fjGml6hhZ2NCk/ThimrTF0E6PS68FvfQsFv5w4upLNZ51asWHTW2wKUhBz84O5SolMTrubK/Qkambo7DPjuaAWVcycmDrnA0YbWtI9Y0xNIxsQbV7zfD0cybFI4TGtSZTqbI+oQdO0ebQRMy31QJ71ZxLMjJQNzxAYqQdzrrRvE+5zKDKyxhceSluCYH4/LTn5c4O3HxhR1qkDw01htLt63IsDU0YWy+C7jZtOeLQBa+y9dwd4shl/6boZx5jdu8hQBIAP0tV8TvddQBygBzCtp7BsHFTKo8cA45w2vM0ViZ6FBUVkZuZhVlVKz4OGccJy/Ka3nmolPjywKjEUpXAM/gXrpEfU2HBfqitCXs0i1j+6AsXxjRj2+Y5jNmrpKWGCjok2NUVzWQd7FxaQbmHelkWGFeAbcbgEJjA6/hstFNCqOX4iim7tvK5bRd6xoTTac0SbM0tcQ8JInLmTWivej5nUTxq69WoeHsKZ2vMYejJnsybcJDadb6zu2sShF8jpXIghedqY9u65S+zVnj/+dSqmAE7d0HQV+g1CkK9ISUPuvUoF1Ax3HKyYVTZE7R7DAbHh9B1GCzMB001OP3bjXk/ZSCddLthrVUK6XOgsukvIRcyaz36yTFUPXMEIsugKBKK30KPtQSedaTeqP6oTVVDMSwTTUUOLH0IGgPxnGmPScd0as/aBagxffl8amsGsb7aEBigB1YfQe8uLAfiV/FszDcGVjuGRotZ8HQ5xS7OqPcajEbfKGAqvP7ArAYVMdPQxlpLj9p6RqhFVuVTdhLtm5Ww5YsD3zRrQ58e+B/+wAeJpWKXQwQV7aDLqQh2+tkwYpsBfzy9Qn6Ogu+G3enURZ3XRmV0HDCew8eOsGXLrl88SUiIx9q6CqWlpWhoaBDn8JkM11s0MbWDIH/YsBlq1vw/+vb/O/T/3Iu3Yt566A5VVjVkZ0AMM8y1mWpYHf+7H3nkHEZxXgYtA0yZstWeNgPnoVahAko1BV3tatMRW8YEH6GD7g9SNq9jjGVjRE9JhdgIvo9Q1by/lK/GrV569OqXSN0rVpScV9VGeucGKdV2oRU4gFkP1mLavRIfLj3DqWEB7tUboayiQ63W5gxw2YJ5a5VwSk9MxuXJK7QqVqQofxlpMaVMtNnBgMoL+enmyfMmJ9jhdoMI3ceMX1TGvI9zcdf5BHVgXccJDG7WldtBARQqKiNmO7naux0/Qo/QJH445gbNgSRcI1LofOwdPxTwsfgfXDICqmLcsg0easKldw7QExymTcDMujKFBYVoaeuQl571WziBKn/r0u9f52eqkEj/K52IS+Tuqq/sN1JyzgQqGepwa1o3AkJfYmoWxpADgygpVbk7Izw8CY/6CgN/P7/fCDYZqsDy2q41p2u6Puu6t6Xb7BkoTSuyqmdropOTsKtchWVDR/Bi885fwqkgJxW3WodJCvPmy6j7OCi/Y9bjMLemW7C54wPw6w1RgVTSGIJts5ZwbR04PEQZ5ke8WBE7sz15NT7ClwDy7Z9BUrRKOB3byuXTPcjK7srE7pXRPj+cgU0fkfTwA9kD7kDiF+jxUTWJj0/gZyCNEUoVXUF7HUVR31F4fwJgyhR3/PvNo+rJneDvA1X0IEINPmeS8/Y12Y/eUFohH8wL0PyxApZnQCZQvJPWJ92pPesLKpceXDlyhvX7bXgekkru/SGQdAQiw2B3CSxrR6GbNl9/eEP2Wxg9jonzx3A0T0FZSjvQGgnuH7hYx5F9NaewtESLAbllaKhDjdLKdDY6wIHQAA4nBZBcEk3jro3Rz4hE1/Qmi64/xssknv3t0ph46QaMm4D6teuc/qaDZ1wAjqHfSE9JoXfvv2I6Hd+/ngfvnzJklwpYsWLTWli01YR6daFPX4iK/O996P+H9P9UQJ0/dgWnxiqG5H1ypoKLEzrGBmzb3YR6agqWF2dybG5DvhXmULFhDzwdLjBrnxMdhi7GEgOM0KHDgFlEK4fz/DUk/zGAHxt7U7dNMw53CObM1mJG76vDyuPNmVBqReqlg6gtf8Sd3GBOesLIlbCstwkAtfY2onEDWxo8sCbk4B0+f75OYmF/4NGv+eZmZuMX7kzfxyN5HV3C1dbzSI1LpOH1Lnhbv6PDgX6c6TOG4fFzCa65mRpaQzDJWcSa+3E0qFIfb7NMHocaY23Ukx1d9TAx2EDatxRWJ/pTzbYH3kkTaWRlQkxWAR2VxWz7UwrV9Q9vGe3mwo7CQHLyVen3dY1c8DUswS0zCU0tTaauXfqrfUFBKZUvPIFyVNbHb5OZ/ekrM82CuIynKsVDVROBxunBBMT84Ed2EhpFUFyQg9ONFWSFRdGr/Xw+9DBES0ODIiWsmbicvisW/KVgnpYaaKjB+QJYeVWLEeNsMLW2YvcXFxounElUcREdVi8hddwyWtepT0Ob6hTsKCLIMwo9IwuORfUkXd0Ntx/GdDauCVEBaGk4o6NhAFX+gG4jVGpZT2DnfNBTQ01bj64PFqOrp0NW8Wc8mrTk6sXLKKs3JPfCNdCzYvyMdZgYtwY84Czsve3Dflt9bsXHcFfTAYaVw6O26wu29TCgK5VzNwHgQTWKbqjKNhU1dse09mN4YwmuOSij1SC6EmzYy7X4H1Tpro1WaS5szIWL40EZQ3xqPoetKvIish/OPkmkpQExKVBYjJ/fMYzf1CMtLgX0E6DqWNDVArt0xm1qTYe+A0F/CBDCwwbdcViWQEGKOqj5wr4mwHbgC7i5wVd3WtSCCQ9m8DMnkQeDKpPfNQ8DaUNJ0jA+WqkRe8eL1GBdNtavwo1+LSi7e57gd19QMzKg+ayOlM5fQG52YzZu/UD9mr/dvWGez+jeQIdWrdrSvHtHwhIgosQSq+/G0HQL2OhBYtL/8ff/36H/Z168yBdRlMWX4bCwMwBdpk7GGchQwv0CGDO/NwDLBiYz5fBiDDzfsOJSGAAxQe443trK9KZvqNq2NTVyQeEIEV3g9itY76NO1b4FuI7TZr7he3gEJxavJccqhqla88jWyWLz2lQ6q1v8ssVE+gXx/NUTwiJLmLt+Bx2aFWJQsSG/yrYC1RvUodITXfqbN6VrbWO+FiRyb8t6agS2oZv2RWL7xXL3+lYGPB/E/g/uAPjEZhKmrsvs21dpX8uHbmbdUCpNUFO7gpYGJDZtSmNfO3wDwcauDhmvVvBz05F/wqG+30KPGpFtiU01xKI4HIDz0y9Qw9iMyY1aMXGJShJtyob2WjBAT4MfP37/NdRJ/kZGiA8TRqymFKWqBp8XMAW6Ne2Ocf3u1AoBFoD2YyM6jNxCz5PvmGfblEltVFWWddTgXd5XoBEqvVGNxLu3iD52iHbu3pQ4PuSDXxDHF65hjgE4/fChsXp1RiVMZkQ9W+45PyKqa2uqW9XmduYjku47MqDaWk4s/U5ESnu6VMukSUwFmLsQYutANcCs/INxeQZGpqCpDY4W0OQ1WFTD/GUYC/xrsap5S7ovrUZ8ehlBlTrQx+In4Z/ymek3gK8rbOHpJaya78GuUgj3FsRyK+otlBSrbFI6eYAe1TSmw6lY2A9ds5+AlQpWZVyfBjS1s4RvrynTdyeu0UBsv94F7/UsfrORW8cDuZvlzwvTZuB7k9wKMehWqceMV71x03xPmNYZupobQKkOaGgwevQ7XM/1xaJTRVDvD7JNtUbTaShHDWcMvjx8fhWlsgYJGTBofVsMW/VEVaqnPtAaSnRUaTShUPFmFBiUEuK9jj0dojHRPwe311EcEseCaAta7R3MGzt1fva5yPCf7uip2zJiYEtO5IezqncRWDRCY1wwW969QqQhsJtr/mP4lBZKho4mtw3MyElK4YG8ZUTNPrBlOxHXNLHs3g6D9pb/J5//f5v+n9mgDo48To+2XWiyshnDbsRQ4eFPlj/oSp4S3uQUMeDZei44ebFsWH+kyxS6a1aBr7A3CZaNL+Du4xCSPJqzdg5MuQDdc6HKbLj1EvqfmIzW0P6MuDHh13iHfMNxdHiHYuZ8trz05u7LwzSZvorncVnYz+mK2fpHRKwfQGJgMGWXjqOuq0eV3adwD1TgtHU6e+0vcy7yDx6v+0KVeUkstbpGrHEg77L8abG5E9/a1aJK01NUO6GDace+9P5jBBoaGkz8WpGzjTI49SaPaL1L2BROpGvdfDrU34tv2CImOuzlde85TFz2gr5rWuKf4Ma+FsOxadANgHbt3jBggDWvekGdb++wNTXlhtN7fI6dw2bSTHqYjGDD8nroqtswd5E3s+x70l0HHIvAtYRfoRr/inKU/Eob+u/S5wdbMejgRlCyBuNaHEL1wfwmm+3bKNU1YKAOLHQews3p1UkfPY39dy9h0UeH5ndn0zeuBk/D1anRMBQ12wS2eljSvHVvNPr0Ao93EPAUTDVg5l2IDoYqr0AjF3x7Qogv5JqAjTqvgm/QqdFyjPw/UWxdl9SuE6hqWgopsWBuBcoykhWRWBomwYYv0GQTCHh1SCfQJZuoyHw2b64BYa3g1mjYukO1iLRUWLYeBh+AsXmAKkRjzXxnChL1mb2nFU2OzASzM9BIC+V4JfIzCfX8ynh9iSA6TAtS3ajs9JSEKtb4Jbqyw8keqltC2ThV8i+NgBhU+LxdoXAVJCdSEDKdae/06DDuGf6JNeljvICx/wglmzoJtu0An2vwrYTnS+cy94cjp21vMrzGh7/sg0t2Eq0M9qKnfhSio+HGVdgYC4l3QYZA2EdoBmweATumQ+lz0FsHOl7ABDrdGoq5rjGlSiUzG/fnxJ3XTDdcSuPhlWhWEz7OO0vt6d2o0vbvrZX3/+QElRYXyMpHS/Dzy6RLT0caPOrJxak27M9RGWnnh9vzOcSD0YsnEB8QQJVP14mO7k7iPT+yh7bEu0JLSmo253EyZHyG67sBLRi2EvIGwZdJZ4g/mEbc0o0079GJdMN+1FarxYq1qpNA+E8tRhW0IeP9R8bZmQBd+T61KYcmLWDFru24nluN72t3lquBsYEmnU39KIypQnpJZyznVaeOuS1NV/Wk6YueLH20gErKx5jZVyCqewCVl3WlsXljNo+YyeSVs2h7sj/at6FZA1eufHSgmpaSHvptWfguF503Z6miKMNk6DHmJukxqstwfkZWQ0oKKckpIPDwSxrkZOLWrClzrZQ4FOQxtP8glEols08eZmqXAZhk1qd10yaUlirpvrYRb5JzmG5nxGQ9GKr7m+fBCtieA7fLwRkGX3TBr25NojtXJcPlIxXU1DDt1IUrC5eS0XkQd+LK8FrZDwA3ovnOU/ooRpE4cCvtSgpobPUA1REHOAmow/3GH7EtyCQmKgQfYxOaPaxNeAEMyrnCqKcbsHO1pbZWZWK/RuB8bg/3E85hrhtN68YLCUuswM0dgWybaIXCQNBsVg0O7QALfUgJhJUzoWl7+B4KplrQvjf1648g7fJZjJTFpOlpo+34DppYQ6wP01OqM/H7Yzqvqw4e6dB+BpwphW0atLIxg3pgqguUaEHgSuhdu5xTncBcATc9KJsymNi6nlRvplJjRlVOpayqO03qb4Y1VcCuHeCNWkoOl15ncedJMJPGmmIbZEX35sNRfrTj1KMKLOg3F0rLCAlPoK7WLrA4CrqVofQD5LcBYw141Rru3Sf6RDvyfjoyq8lXCm7kUGmCB9AWIhPh2k3VFKvfgmH+2Id5s71OR4Zb9/xlxM4oKaKilg5H4wPZXyOWT9lhdKlkyZZRPbhJZ7AqUm2YtSMwEo7VAHbCoOlEtn7NzTZV+Jrfg/djD9HmxnzsjK1pZFGD4qqF2LqoE9c4mWY1LZndwpWKIb54tD3zN0iI3/T/RECFuD/AYMASGjQwZvXqOjx+5U7RiIYsUlOip2tCXKMBlL67S0KUD3XUTLHLrYjpuFokGfrRXPMbZ1xb0ro+VLkHVdsC24D6sHsZvLf5wiy1NjRfb07T3QVkBsdh3DSFwqp6gAEkQ60xjai1rRExIeEU5OaRlZrO2dU7GFGnN6/bbaF/9mVS3N9zqd9nFtfryKy+kTx+OozCti9Z2/wRvepkMd6viBKFDktGruGL+VBsjTVZVvsG5onarMjszrodb/B65YRJ/w5cdEnGMyWf9pXqUsvyPd/Sr3IrwIZttSripm2Cge1RJvhqAGrUraOCyfXf84z0gDiOPBlLaPXKGBXnk6fTBB1XTc68eYGRSUVMaunjs6MJtrbPePGiC5Ob6zL6nBMOL73o77ED8z/xvLo6TP1TsO+FMa0x0VGV487196WCujqmnbpQtVFDBneoxwqbar/aJtc4zPBn8KO6Eq/8IkZZ6aH12ZTEvBfk+n5Hu+VgRr6/Q4pnJk47DuJtZMmj2EQAGl5wILQ4g6lDHtHTxhs1NQ1MJjwFKrG4cDyoTYLKllglPGXVgkP439/Ij06PaKMWjl19BzCsB2XGkFgdLErApBSGjYZnF6ihpQd1DeCnJsqiItRT4qA0Dnp0o6NXLFbKdDSNr4PuNaivAMNZYLEfqISzYzxNo95A7Y5gYgYdo8tV73GAIW7Tz9Lk6EEUY8NUkMdDC2g4ewnFmU+Ag9zI6EvdzGKkzJ229Zug/kOdLmLE951jGXHVBayyULM+xZfv45g+qxGkZXLraxRLhrTAXFcHB4cEOrZqi1FZCRg/h5EToNkS6vud4fak++hpJJIyewNBOd/pii5Un4FKJw+hsCSBLife4TmzHjx0wk3fmNFZQWyt3oUzlvk8bRFHVJEVX7L34XT2JV3meVGPleW7eRn4Qa9eppw7lYld3deACZwxYa3nPX7GuxFflE+SVyjeY09xPvg1kZkJmJro0MN2ApfzDwKWeE45i8a/KvfzH6b/cSP5lye7adR1Kjr6pmhoqNGruyU1zfS5d2cvLy6vJX96BkfeBPEuqpDmVEMzKZ2g768wsDGnaNIgbvrNIukB9AiEoVlQIxse3JxPXq80GtQEaw19dNSgl5YBXRYcxjxCcN6wFK9Gqnw0/6tfiXd+R6FyHrrf9DHINsLEwoxNt86w/IslJpemszobclcuZrF3RzgDZhlz8YibQVbNTD7tcGHAxnV4GsL6+Kd8fOCKWc37LN13jJvfd+C5exmpOFKmZUWOiRVhhR7Ep3hyI+YCZA9GqRxLm8p3aWFZG7+K3TjXbz1FpbC07AXJygLK4XlovG4oo2pVw7iuNe5ujvSLzEAtrQK54YVUqFCBUi0dps9Zwew5zbDY8ZOSmvrUtTTCb/NQ6v/xV0+MUqnk7LeH9P3TiaqykS6OZRoczwXbhUuxmbcIz2LoPXoO5ndUwqlUqTp5Df95DKNqawl8HkD+ptP4+sTxae4zsr95kvr6JQNenUFNAV2yWjO8giWddDX4w64aeSUFnHZ/TLprAqPrRbLsw2n2fLmNUnkKKKDkszuH77uAhgYGZlXRCJtCbngy47uCXfME6PII3hyDvDNweB94O8OwORAVAJ8/g/hAnRKU/fpgNcWEikPbkmZbF6xrYFhoi3ujjahpBUDHAeD3GW6eB1tV1d5JVULQfucDTTpA1+HAFK45ppBfVAUeuKKdl4rBdxdqX3wFQwEaoWftjWnDtvD+HOmxCyi4MY/G1WpBWg7T/jBi8wlbjv3wIcdcg8C4Ava1WM2tW/0xKCwEE322t7HCvPyLu34pnCC/TIiNBrflsDQTju6hx0QdRlyZyI+EExRpw/mjd4EmcK49+IwB7NBWu8rRvCegth+UZXQYP5YnDYZS67Q33i0G84k4LreoxST9KqzIVbDtQxZjNe0gKx+4Bixjzhw7bG4ehpseTHyxizUR59HUEEKywxh7PIgvS87S/PQMTn57ioa6Bid7LWZYi3a8qHAbpfIYJjoGGGj9/WWn/scFVN12ozE0L0+7SAOD+1rMrl2K89CdRPTeypXcgXRKPsfgLtt54G5OSkkihv1UBnM3vTBatCnCQBfCHkBvqywCvWfyfFQBrww1mXEgH+VcHdJeJDFvHjgez+doh/ps/XaHCTusKC0q4dmnI+wZ1453Rbtx98sn5oPK4KxroMfGjQ359uI+RzULmK9ZBBeAKPDslsLw4bWZ3nsdUQHBVCq2o+z8XpoWXmLu4G4oqlXjTd9PVA42Ja5pLaZY6LBQR51Lr4wZpruUJX02c6rzQmw9Y3GP/kYTk6oEpcewoFsLmlhV5fi3R8S98GZjlh4H81QCZZt3Nr1WjKK0tJRrzx7Q4OkZvMxCWK+8xKBW7bg2fRZLDcHcSp06FTKx0f59GK4+9q/FCkqUpbyM/GvC8KJMqFwBrNSgQAnDrrkxxSMGNCJBvwwAdwWszwbF+EK+2R9jeGYwHe69YGS6DouV9VipqUbkzDkM7DeTGGUJL8SRBxe2Y6UB26LTef38NXrzWqN+sg/7PZZwfdB6ghPzmXx/GaBHyeixuFvYgYYWUX72aHWYSIcr81AqlXTZnQKf5sK0q7D4FOzaC8EpnDhZBWWlvrAhAPoMAZteZN99RPGnQ5CejKu/NiXp2ZjEh2KqzAMqgb87tP4Bqb9LRFlOOkfn8PZ/4cn03lfR10kE02m0PHseeo4F263ld9+hcgx4Q4Y/y/qOpJupD3oPbpIQnMS3I6/g4Qlw6Y7uKXPMIspoNWIvSrebxO26AhhT7PyBJtdUlYXv3NlJ21aZYGYJdp/hmCmcmM37pCXs7muAlYEjDWr35daBj/D6PnS3gtpxvO+9j8LEbxiIPhjNgTnpMGUCbWqa0X16DUzd7jCRXTR6fwF2d8UkVp3wT1NIKgtmyaeTFJUu5vBXdcaMyUN9mwlMsuNqIOyoP5hL/dZyteU5Cnu0JrCfPnUihWZfi0n45Et6igl/1NtGLc3GPPXUhNgY4t77En3/r+/Vf5r+R1W8IkoxtLJTVW0FKICsH7E8/74Ak2nn8P0SR8MqRuinRPMh7BIBFQdxbvsrwr87cnP7MLoVPsU1FAZXg8u1C3mn7sdgZz2GvT3AlNvfmL9Un66vzNGrY8CR2jBzpAY9repQpIQ832y2x+TQxlCJIiGJlKw8EubasrlGrV/z69vXmr59T+D13gXHO08Yv30W51IWMsfuI3XUwedsEYUuHti8r8HT9H20GjCSsJI9BLtMwnpMLgZlZfQKfk3FrCTCKggnuumwR6cxWq6NKCq9wNW93wh4N5y8rMUc76XPDqoyPh8azPFlte/eX/NwdU3jmlcu1+aqjJR1q9rwxO0Teto6tKpdBwNdHXTyq3H/fjR7tn37l7z+Egx62tCkBmzN06Jtv4NsyoYhOtBaG8zUYMy+5xwt6sP+tTocGdQEM30t0OkLi5bAxuFISAqPL1YicIkuXdvvxWnDU952WUVo94pMmq9BSlEFln/+SL6aB+ZrTnAo0ocxbwLxBW4k+RPr8AjrAXVRVPGjg8V3IIVn45eD/RV2dunBTBN9Htz9ClmJpEa0oWSNFnXOgVphHs/rZkFGd7hgDoPcwSYKZbAV/TU+oqZXG55dhMZmkJPABY1afD+qzdkRrRg2SRdcX9FX8RO8IqD/VijMA+NIVdHVX+gr7/+JZ4oyHwqf1KGsVh9MzeYCJ+DlKTC3h4aVobAHWGjCmJfAHVhRA/LGYOoXilpba9I6dEN9zHzM3ijB7BiWKelg2RZT9yz4fICSqRGceR0POQWgvoZF/tajHQABAABJREFUb/JoX9OQiTWr/5qDmpoajcwOk/PjFnQCMoCfjaCfLakejijycklWa07jzUHADy7Pf8aM656qhGCvr6SuNEbp4M2CBW58uzGfb56luHUeSqpuMv0aFFGg8CYpfzInlm6g7ui+9LK6g2bNTmBoBFpQEX8UilKysnKoXMGAYinC2dkJZ1d3dOv3pZNTEU3j+5BZcQMhwY2xaWoOY/65gs1/iv5HT1BX8OQlQYBKfcAG7inHU9GqFqVBn2j4biJDh03HxqcndRTX+bitEUol6FZuTbvBi2m8CiYugxmj4XLnWDp5JZJVvwkzYnSo7NeRaYXN+FmzKi8ijLh4WEnHztokWlViZFQOX7rr8OPcQxqevcTzD86obw6mr70PvEQVE8Qm+JYNV6FVry7Mmz+BN9/Dcd1RiYRDf3Bd5wVdm8xi9SJ7/Hb60fb2aEw0LTAqVTL450pGVZtGis1QdldSEJnel5KPJvT/qIZPThgpBepYG0bQ+lpjso1CmeQtXA4w5LpRESO1lVRZP+wvfOrUqRI2igdkhHijo6XF7ZXrmdStJ1kF+XRp1pKmk5eSmFhIdHQ+Ht7Xfz3n5ZVO18nvWPjQk6pmYGmiur7ZCOquuQoPPlOUmcu8e19VUd+jGjOwoRZbjaGGmUF5EUon6u3WJGttCQc9gkj/XMQcOziSAyGWpij0cglNiOWO50s+BfpRXKrg5uKFTPvxiba+7/E9rXI767VqxacFo6jdpg1xxes44FyThPRKFJUAPb4y5Y8BWM5IB6clsDuIHznv2WdWnWRfB8jJwMTcDC+DQBysjkN2Cujoc3ysFZONwqG0BHSiIPkBxISxtFNtxkabUqHeZ054vKCg/TZYvhLOX2KVdxrTwgxBczm83vCLVym5RQBcegspEekUpeWQXHCa5NfZRF11AsD+62KC6+6GoFcUvc0Hj50w/DOgBYwBw41gVQXdWC8q1z+DofU39DVMICgXEreC8jqo1UZ/Ti3SGgzn7OudnDjaDsrKQNmBycp0uln8s5oUtG0d6pcu4BmdDs2B+Q2AthjXfUar3ZPIT+5PcakBYEbNrDqwcxs4a8DWfSTE1iTn3mHOB3nyqX0ULA+DJmpYGJgywM4bHxdvKr0YwuISC/p0ckPtRAiYmsF+feLOBPHk3mUMDAzJy8sBVKd5pbIMpSKfDMIYemMSdldrYfr2Bj1P1qG25rP/fUHwv0H/owJqPu0ZSkNKS0vplgbfS2DuQVfkiBZ2L86jb1uXT08O8ErnDc16TiE1KRyXb7DjghG1mvfEoCJYd4bEjrnoNKmDQ/WxjL88mzGp8KA2cBKsVkC8nzt75m7gRAY06uNEs4sOPPRJoSgihNPGLiztMwvN5f15N74rPEFV0odE0CkhJNqXQ/NWs8/ekRC71hzbeJLwfq/Yq+yLnV5DzLWqUaphS5DeDAw0KzKxxkF0a2RxOskHm9sP0Xc3YkbUN47l5RBdV5fI7GTyvBtSN6wZI3UrYttMj4qNF1Ldpjm79oZhUvERs7v981+glT260bmm6nS36eYV7n92xtq0ImN6D8RbAaNG2bBqVQNcvpyitLSEDS99qWytg5FCk0yPEqpaQH55dLeeGpwb2ZHYVrWoq69JdTMVkFr28ukka9wBVOich52Cef48js42dXjMI57HWGM2QAfXSioZ3n5eV9Q7RNFv6zoOzZhHBTU1blyz52vdjqxr0xjraX1R6cXw4ckOLnk9wqLqDqwzrnCn6nC8IyAxOh30mmHTtypqzbRhoBssUKPtzyFU1BbMitVUsUmKEkJcXNExMoJ+kyEhku3Jvti3UsD5k2BRDDUFQmLRtrZg2PxWGNXzwDhdi5RHy2H/HijIY7dVJmeaawHGnHatwtqjD6GoiE7H3vEjMZOyMlg5/yI+Rxyoagi1L26h+dEZwHx6ySPqHG1ByYQa3NCzhEF94MlzSCyCxHFQuE+1WdOqgW1ftPXbsqFbMH6mz6GqOVQZDfwEfWPyFQVERfpz95Yrhak5YKjL2zNHUctPh+1b4erl8p0/x5rJZrxsuJq3IUk8dwvk88HTAGg9uoNFpDuN62qirbaMh5Ud6HbtCixYTOwad3Leh6Oz/wWT+88EHdBTnwnMAS0NvPOKWfF0C23aDGby+FFw5gJwA6bsgfAw9uQEMO9xFLnFkJubDYCenuo9MTGpSIUKFeiia4iOkZYqQuKVPfQbwIfijijLswz+Dvoft0FFen1jZZ1GuFaC5lpQVJDHuMTLTDr4hIg5I8lLTyKsTmds6nfgfq0iTn6PZ+U0yI9LZ2XHkXwZPohdD6+TrJ/OjT1QVAT+r9JZH/uVr0PA9g2sXNueM47t+Z5bRkpJKm3eaVI1y4At/QbRr60DYcvnkK1vQhWdCnARGAGXMi+i9LOgbqemdN/WA9upaawx1iN8wBZOtwlGR02LQ6ETWRbSm8WNHUm77kSQ9ycepR9i9kgvco16U33IbEaNPcCSViOwNK1NmK06MxoOp8KnJjQyVDCnVxA/gu9xvep18mva8H12E97bd8RNO++f+BTYspjNRh9osHAmozt0pmXDpnQcO4vahvqcNYWhQ11QKpWsWuBBSXwi10Nu45juzqi6ASzoXwWAfqmwt7yCy+6Cn0xb1YBKhjv4mJxP+4gCWr/9iNW4iQCoVQBN9QokJhZiU6bFMN01QAjnzoXxwTuTjyXQb/YYvMJCmN17INkF+bSyq01rTehTGI+enR2JqVEEfVaF1dn0mUt4QQYpF4bTxecrer2HMagN1Ah9AiXTQbeM/LwmeM7sD9Xro9E8minuV9Fo0xcsqlJpgibxgUG0rVeOwa5UouOqTWRCBsQr4NRsfHfmEP+jNtS8DMs7gOYbpljFUX3WXNi4BUqL0VRXQzc1GmjE2D0zmRsTCcnJhG4cTCMrU0Z2hM5bR9Bu11gAMhIrc39fDSAPnbZtUdtaFS2t/szu94+dGQGauWCkDtrngSqg0QgsF8JNW5r4m1Cx4gVUJX4XQY4x3NiEbfUlnGqsRrbLet4OOkSn5k9Yb1URK/0kWPsUxs2AbT2hZD2DsyrSKjWEDYphhG3vhOLTBygYRunDwWw5cwn0dVHT0GCgXwPQ8oOKEWgfXYZedxfK2n8jR/tl+VxtIc0ENs+iQoEfZtoFGDy+j+X7p79ftNBWUGcB6yYUcLDtnV+XK1euzIEDR2nSpBnW1qpahuHhob+f++oBn1ywaGuHmsbfZyn6HxNQby4s5Pq529Rs1ZKjkcEcOBDI+a2LOTDVhrhQTy6t6cGwLzkMXnqeJsl3KOvRDfeDOdSNTsWEWGYeNKRZk7kkTNmMq8NocoJUAT1hWWnY336GWdJzzjx+S8prJSULy4iLHMJlW3U6u4+i/ca2XLzUhsb92xGEkuZLR5Lk5Me6Wk9Vk3OE9wVFfDs6gvTbH4gs+Y5RBUO07csw9+lEUM5nPDKe8SXjCb3XF5LpdJ+ToycxocsO6hq241nNZdQ18KKpfgsufHxIduhz9vcdzoRrljy+FYP9IxuK8w0xNXpNy1ruZBVHUPLZnbdV1NF+7YLnEpWaVlwCQR2/sy+tjNV0ZSu9ebZ+G01q1uLcup006tDrFz+bNDH5VQDzx/QJXKlSk8G12pAZ4IpdNQUAoVawsTxdpsvQPjR66AHsYEO7Gmz3/0BJQQF73gUA0MmuEkNsq1C9uj6bplanonoMMIhTp8J4/zCaF+aQlJlBe+0WdEg3YXH/wdxetYH826/RcT3P9R9v2RzjQu225bX4LHS41OoQM7Kq42jTFmLDIDMVWp0Az3VAJ7SP5lInxxO8QV0ZT6D1b+D/H1+7snpYP/QqlIKGFrTszuelZ2nZLFllE9p8BvMGVcgdUqoKrNy6GxJn4GqxitJSYA/gFaqSvFbV4b0DZgba1Di8mhi934VLzYzgxf23hJw6BanxaHxdRK3e+UAxUBVS1oJyQXnrEHzjm1CkVxnC0qHoCWPGXCNmXA2+rLzLmrQ5dNlmSlWNxxCdDdmVISoZLLqDmj50OIPxABuGhurxdN9u1JcYg213yC1BlmbChmeg5cYNnxwG2+XhrLuDFSee0+34IQo1lIRd2U/vZUt+zV23Uia7oiMZFJBNpTpv0DiWhHZBWw7l64C3t6qRiSn0L8X61iGaar6HoWNg1RqOjhjLo3WbwagUDAEjU+r1mIa+vurUlJycTGlpKWVlZWhpaaJdoQI9qvypJNvWHbgeeIKP8b8uAvsfo/8RUBcRiY74Kbcv3//1+86d/nL9irecWd5eji9oKnFhKvyl4ztHS//3byQnPVEu11glTw7ckS3tu0iXKcXSZ3q69Jsn8qIcEsnZU8QtMVOurD4sy/eJdHJOkMP7EmTedg+R7iJLwt5Lz9sOUpicJU9qLhERkdANqyVs60aJjc2Xbes+SG5mlgQUi4x47Cyj5hyRD+tiZWDMJ9md8F1uPXkls0L7yXA3ddm9rqdceDBfpjiZ/Mv1HQgZJ+3vdJPTF6ZIs4t95Yhnczm/Zbw03D5FrrxTtWm4x17yixWSX1woe9xvSXqZSK4KWkrKykTOvBLxXuknW7L+PR9nzfoi3uG5v577Mz1xU/3/PTbj17Xmh+zlsl+wfM6KkbC0fuVXk8VrYHdJ++Yl/c86/Wp7/HKwjJvmIiZrH8gu+SChu1IlYlqOJCcXSp9Nq4XBPcVy/Ahx6LpN/O+4yeJMkSdDZ4nLnY3iFRctdnuu/mk2nSU7t53kPz8oJbcuiDg7ioT5isLXTRy9vcTHNVTE6YnIN2eRxb4i6xQi+TkigT9EpsaLfHwqcupgOR6TiCwQKX5a3rX3KZG0OBGfTyInF4k4bBR5fEkkP18cHydK8aJFIqu9VDheQSLyQSG9j74Sx/sJIiJy3VGksPg336+/KREJ+CqSEiuSGP1Xpn59JaJIF5FcEakpfU5/kG+BcSKXLou4OMnr1/GS9bxY3tz7KnqVrsrdm6HikThdIuMeiOR3Ebl2U8TTX+SdvYhMlcK0eZLw3k41cM47EZkqIp/kvINIUUlvEbkgCkWZ3EvylVxFa9Ucroq83ecp/e6v/vcvxj/IO0AU4VEii+ZJYXCk5HuEikyZKHLurMjpEyLf/ESSM0SikkSSMkQKyoHXMnJF8gulyN1NdkwaI9OnTxB3d1dZtGiOiIjs/2ORxB09KEGfPsnWTt1FRMTX10eSkwv/v+f0f0H/IwLK/fEuifb/8Jdrw4Y5i6npQ7E/u0xyM5Pl3v5JciU2QR7duCeX922WmIhwSUtVobTFJ/2Q5esc5NmjD7LuqMg9s9lyr/NBmdzdQz59E3GbeU7+2C/ScbJIZIcieTUoWBrMOib2S5wla4EKQe1M1Dtxlohf4xfk5svS7iNl8ZWHMu/0FzkbFi+jmnaT6Iw8iVOI5JeJbJN34lkWLTH5gbKkUR3xf+soOSXpv/p4WSAyNFUkxOOxKIrzxdFXZOW9AJn78rDc+LFRRl2cJjOuX5C3/qpnXgfGy9LMt+JV/nEszRTZn/1vmNZdRP6FENq9+4fMiiiSwzn/fO9zoOr/prsfS1RaroiI2BeGywWFlxzLEbmU+4+WI+XFiwPi5pbyl+cb7H4hLQ84iIhIuuRLmWuZyEGR2NQU6bJmmWgM7S2BMVEiogLD25ctkpkcISnRP6QoP1sU+YXiu+1ReW8DxKnXZom59FRkr4jsSZEvQzfIGLtzEtcrR4qcX6ua5eeK/HCXrMA4sW+4XGRagsjTHJGfQSLZs0SW9FK1SxE5Yy8iwd9E9u4QcXwt4vRILjskiYOXn8iPLyKuIjI4VuTjZlly11PWr/GRovEKCeqSJUN2fhT7H3G/1ura7p2MX2Avve+ulMjEPzFBUSjy/l75L/4islokZbDI08ci8l1Sv4aJIr9QJP+qiBiJyF83cKuDr8y23y4h+U3k5JM+EpgWJV6RgfJg4xKRPbsk/8YGibjeUSTpiYg0F5FDIpIu8tFJZOpwkZvHJL24UHwm+IukPVR1GiciYX8epZNIWb6Ip/fvS5PHiyTEiSjK5H6luVKcmSs/9j2TxAGTRdJUoIGyeKHIyZO/hZKISO5EEec9IvduiyyaL+LnJw7bNsv06RNk5colsmLF4r+sT6FQSISnl8jB/SKRD+Xvpr8/F68UFZxRRfCJTUS/shW1NctvlZZycmFTMpN/Uq/NYO5Nv87oAG10BDKCr/A1bCVa2pWoUGZGQYNKXJ71GICSrDyisgx45w7Ret/5Eqign7o5vjcOscLyJBtmfKOVy0NGJfSn5eMM0KiM16NCTp99T+qYvpwfO4UNp7YhIwaipnCmWlFltrbq9E9TL6CE+V42HG3iQ3GRMToa6pjoaTE4TRWV3WtuChvnjqWX/hQ0G7Sgr2Z9Ln1pxHXPhmTrmxKbmcHT/tdZ+WUZHlNOo6GlRrF05fmW/tg2bUKbkcNosfQ7D5bUws7uIWBBppsJmTeduZY6GOteuvQbZsi2eze4vGTVr3ndcoKWtaBetb/O99G2nXRfsZiLH26REHGdtROvYWhSF7UKoHsEKAPWqdru3RtArVqGjBplw7+jOnOnYmlakcLcQtpE1eea7lvyH778U4sMQI/M5AR+fLxM656rCVx/hRb7xoNpJXLff0DXtjIatYfiPn8lVgNrUrVHZzT0lEAiYAfpyVCQDZGB5GjZYnSgEcy8BdIVTJ+AXk0oNYDKthSY10Dvqz0YGKvqRxXlU+blT6lBZTRnzkRNzR0VjssE7B3n06tNS3QM9XCNSEFPowB1DSOaVlElJ77Y8pbH2Sn0GKfB5Hbj/rQmUxZMuIWYWLBw9ScaVa8AAb0gJARGjMJp2HrqL0igsqEltG8MDANSgRrAfUrLVlMmVdHWOMfFDvsYPqAuxuvX8S0vnbZquqB9DzSDSPk+gVeXrzPtxFGYNZ2zI6/Q+uQfvDwQx4PCiazakMKU+7NVSDv/ROfhnS08eQKnz/7jY1I5F/5BJSUQHkbI3odkxBXQ/t4KsFAFqRIaCro68OQRFESDwhDSMmDcBLC0gl3bcJs5m2vXLjJ27AQ+fHBk5859MG+2yuh79QYUFKjy+xxfwH2Hf/sO/d/S326DSr6Ris9if6L9/Dg8chwPC+HKhr5cOL+GGKUaauoaaGjrMn79Pe5bajOxAox0hNmLp1OjzwAsO07D2FSbjE6X2JgNMWSyysSJfTcVdGkJO3vWZtnpyQwdUZOO3U1p8boM85f3eV+rK4oUBXlZAZSWRtJqZA8a1Cxj5r54MpO8yYpJpL+1KTVPfGVrK1Pg4z/NXQ8trrVKYv+bJDodf88hp2AAHlSEDlqzubXanJOdnKhTrxt6SaloqEXQrGoZMQgn+yyh8H4b7nkfo4vlD56vnggfPqG90Z02icOoZFeDIiXoTa2Njc0LwJWx6c0Y7OTM6DgvdComsvvbQW7+/Ewd66p/mdfE7v8snADsC/0YcecAmebGNLKoRkUTW/S1QFcTwpek8W5ZKIc+BNHy/CdMFzX8JZzScrKwnjoG14Z2lGRlARCRGE92fj6eYcFYW5rzbUF/JutZcmG2qmzOahwooCXQF1PLmnQeuxMdcyNaLGoFyaoqKoa9eqChEJTKc0R/8+fZtSto6OkAD4BlqkkX5kJeNjRsg1HrxjBaE3pPgMAoZgRl8EG/HVhUI//FTh65J0HbYdCyO9SJgpbbeX0slvy60ey57E+gzzzYkg47bzPolSU6WVpcco+gk913kvLHMfeeJyVFqvCCwdv6YJ75nr7Wjcu5FwDKPaCcxOnbmRw73pqIpD+AYwSZ61PVV/Xxd386l8rmPeHwbnJCS8j0awq5f0DRAPB/i8YxS7RT7wGJzHK7jVntW2ioFdAWbUhIgApTwWMkmiZm2DRsqBp66R/M6w/NTlzi/ptO3NU5QVjGBs7/CC+fmzm4fIRFfYE1eD2zwiUhBb8NeyA9RxVXpaGBCnMqAYBN1etQevUyda9vof2IKqjwXsrJzZXz21wZessa7NrD4OFQ0UyFkFmzJly6RuPGTTAxMeXx44d07dpd9ZyREfTuXf5x6MHcBXAvlT9DEv3H6e8+ojk9Oi/XVv8+Jnq+uSJbRxjKWi8PWTuhqqxxWS/3DqiAshsnihRmiuT7ivwoFlm6V+RZ/ZXyM05k3Op4+WPiIlkrDpIvxfLsg8jMzao+fbffk6iHHvLu9iNZ27S15Gdny8kVW2SWSSVZP95Htj/0l0iFiPPjl3Jwzgq5fnOb+Ae9UM3PKUm6dz8tIt3+7RoenT4vdX4WyYAUlelARCSttIYMTomXE7kiGYlh8vzFQZk1YaRU3NtbDrzzEwcvkSNfH8jn2Edy4N4BmXX/f3UcfiyTb1yWKwEJYhuaJRuuX5JvYSHiJXHSdfcqKSsftLBYIZ/Ck389dV485JjCT0REvn/PkC2erjIzXSH3Qh/J2p1/3dowSZXluQlyIKtMnHMU8rzgv+zTlSPy89wpkXki9SZMF92R/WX3/Vvy7IubiEIk9YBIWVnZ77mIQkREXG6vl/zsP6mK3h9FPql4K1lPRDbMFnl9UyTURyTvX+iz2ZkiY0b+9VpZsciza7Ij+YUoyhQqpnscFOe9DlLW7s96b6aImIlIvMTGBojTfS8Rj/cSfOy1JB71E8XBHdLjxEMRuSkSEyaf1y2R5c0GSmhotqys10Q2t+v8p76+i/hvEfE/KiKhIlIoEhYm8sdS1ZTK/jRufpFImUjYZSf5PvuEyPq1IlcPi4XJHSk7eULeudyRtOyXItJZRGJVz7x/J3L4iLgO2Sd5S1dKdmymygakYqbICRERC8mO9JaysnsiskQ6H3sn+cUK1ToLC0VmnxL5/lo8nz6X6CEB0nX2O5G8QpG8ApED+8o7Gaaa78xpv1W7/0pXLols3yIl06epeDt9ssi4Uf/UbNOmNbJkyTyZNWvyX9dfToEjhkvp6BEixZn/epz/AP29keRJ0CFlArkfNkMooAat+kyjVZ9phCrgjymnaHZ8Ej+KSzAwNmdLXiaOesaoTTrE7bRS+jbUovGm4VSvAjO07Gm+ZQ8Pr5dQMgT6tC2hbRNV6kKNr10p0yuh14o2GCny0TMyQrtvPYbs+8BgRUNeCKzNS6VNhVuEGz0n6HM1vkbEsWdzH7p1s6RWrcGA479cgnfma6oFejO+33Aa6Wv/qkqrl/CRZV1bUfL+HtNfncTQWI0qE37SsbACd48EUHn6XUBoZ62D7esUihe0wqUInhbBYRNVH0NW36Nh+1rsGT6cGW2TaVbFlEGlBZhPnsGCM8foldqCxWmD8Gs7CtPJnYgbNJktr/1xXNgTgInKNnRLhyWWcMwhBIs8PS7u0qD+WS2mDf3AzTwlO469ImTDIGphzjxtKBUw1crDqlx32LTJj6ZNTUjuGo9ZTi65VvmUPCvBoIIe629cJuLcDQDMi/hdkhfQQYOyoWU8Lcyj/Uh9PD3TSU0tptikK8PzbsL965B/F3bOgMwe8NMfSopAPxSYBX7X4GcgZeSzeNQa9G44stnOgavmwhLbNxDsSOWAd+TPzGDChus8+LmMk1ruWC/Jo9YvvccESAHUCJpymbya38kY1gNzAwPi6n5nwktNPmg/UL141+rSoX4PXuYMIza2gM0TRhCuWQSEAHWBZtDoE/AGgougLATqnodZcwAz1NRiAT24cgnqt4B2zak1vRs01oewUBg/kYSJStQ01Lg/dxZZqTCqVyO494qsyQ2IbTyRxj2PUsnQEu0pXbi7aQeNZ2ygoQVolAJpgGIPRpv2l6tQA3Bp/JSPOy6hGfSejupKaFQRirTZk6LL3eEOfMwZBvo6KnXXwABYgCqzGR40mMVYM7N/vMWq9f1DYZo2g4c9e9OrQikmr+zhssqLnDxuDIf9w9gXoKp+VL9+Q4rj46ny1QO1rCyoWBFu3QRRh0nj8SmF6kML0dUaAfwV7uU/RX+viqeAmWG+lF5aBs6AK3wqhq4pYJaXRm6ZMYoiQVvfiEKdVtTpMJ4PaYbcWX2DSWN2M6pDHl7LVcz7/CWKed/zub7+Ay+fhrJkyArcfFTDXF+SRW9lAIqeWShPHwYXaKbTmCLncNABZVgcU7Uzadh7BzU7JJA5+BCl1fII/P6A52/WU7VqVeDhX6Ye6u1PaWkpF6OWcnaUPXXVTzFMpxTIgCsJ6K6wocetBLpVG0+mThFGJha8SbVmftWhFJvF4R7vT1FpMUEZrfk8oxHWrQyoqwEDElEBIgJLgmPY0FLlpu1W25KA6FDarVxMvfnTcfjmycIzxxk5pQtqqwZR2Mqa9zeSuDXyd56dnhp8LccLe5IdS5PhJgAErB1A61rdMVBX48zo34B7dTShgRYcx41sVKpOs2am1KljyFTLbZx1q4/Z5ZE82bCdIW3bEXz6EjUPWUEiRK2FTinlHf2Ez73vENjhI4duHAONG/j/HI+3dwbW5kC/SaAr0GYffKkLq1bArWZQoRJE6cOHeVBlPKV5OZw4cJkx1ja82J1HSb1BGGa2hy87YHAsRnlhNGvtikl2FHn3Srlv0pla441osu8Cdz79I2clBNhAx9uLqDkwhAK1faiNURCh045xXVaw8UUM6XEHYEAr6N+DXX0j6dRCB//bV2m+UBc49Kddn4trwE6iTWaB3UmV2lS/OpAOlEd8m5mBRj4lseN46h4IjZvBsFHkxaShoaFGWVlbRk5fypB+RlBBAelp5G68jdPVDnCuPbWzeqChpQGKQqIytVAoXoJBFmxdDpoz4eZmeHEHDh2AQlPaNjDi8asgyDgPrZsRbq3grIYxmnZJkHNLNSc1NZi34NcqXjZfx9l7mRRfKoMrAMNRYVpF/2pT0a4mmos3lCN3qshyzjzGzVhCUlIhAFlZWcSXqsHAKRRoaKBUKmHkKKheAzw9GL9nN7otD/F3CSfg71fx/BMypLBY8ev3dwUqD1DbyRNkZZcqMnf+fEmQbFk/Z4a8u39OZi7zlqfPg0REJCIpVj4tuCDuviLPg0SGzhbZskelm6wbNl2KC4tFXESOTTskHUeslOKfIn1TRGShyLfl3eTZvmlSplDIrJNf5M0KNwn08Jbi1FT5OqiXXHsxRBKTLcXBccdf5jvVwFLCw3Pk0LzVEhsWKVmBcXKu8UiZ4VlNPvzIlugzI+TnyJ2SnhovKdG+8t2jjRgc7i8rHJtJ1aP9ZefZGdLuzETxcDgh+dkpEpudIus+npYP3UZLwgN/kVQRef57vNTcQlnl7yqbcx2kytQxMmznJtl576a89Pwiufn5IiJi/yJaysrKpMaWAHkWlvuX+W7Z4is3b/6U1NiAf7MD6+Sir72s/XheLp26LhMHjJXE6KBfe3InT3XKX3v1vJiMGyIzjh746+PnRPY7imzOEon7xzYmiHSb/0ym37wojS/NlMzCXIkcNVDleRz7X4bvKSK3b4os/KhSZUTK9eRyL55CITJyqbx0LZLU549FssrVkmJV42/f0lSePhGRx19FihdJZn4/KSp2EXnjIZLzVES2iYjI2+AE8XKdLg+ODpflbwbK8y8ivq/f/ppKfFa+1Nz+TCIzE+Tw8SUibz+LDBXxWHRF5Zn7+kXcxiySC29WixStlk83L0lhnpnq4dUiciFM5PlTuTJpsvgN7ich4QXi6lUoQT/y5Wnt5VJo/0CKgw6KW+Atyd8+R+TBFUnLfi0i8eWbLSL/0IYXDREJuSMijUWlBqrMIPFBPcXx4kSRnBkieQdFOWemOK7xFImZILI3WGz23RGf0D9EFs0TEZEVi/dL6N0nIq5uIjEqL2X8W1/VGAEi8kNE0tNFtm9TqYMiIqlZIumhIj43RB7ki0waL3L/jsj797Kx52m5dCpAJDtPvGdPk6nTJ4n1svOyp3sfeXTstHSad0zk+TORC+dFduwUyc7/N+/df4b+diN5IytTdLR+a5JXCsA3OZ5pVdIwtiygbtlHHizoRJee3ajVoCGjGt8l0SiMSelwgngWtrTg8N18/vDJ42IQNIpQYYYsvXgZzyAtSrMUVExKIsapJlrVYbEBJCT5oZ3diQatF7Cu+RZmFJRQJU2TUoWCG0cvEWRRiymDnlG50iv69dgIwDqPbrwOuITRH+843WcGHba05oFsJsoqGJeLH7FWtCXm1FmqzrrHpebfODBxMvk5adwI60yBoogbATVwHqiBtcVA4kXB0ugvaOnoU9XIgt1d59JpUWus6jYCc1RJq0BBURGj95zC+3MxY/JaEHf1Hk82bGfDmIkMaNUWg/JqrQdWhaGmpsZEM3Wurfn+i5c5YYnUNyujfn1DAj/d/AvfS0uVfPN8T06aJ+2salPgsp4RE/ozd/EEtrtnMeGsG0VFpTxU/qTmsmnc/fSRBjbVKSguIig2moKSUu43XcOsyoXMCVJVbKlSvo0jvmymS8hznsY/po1VXUymT6PG8fWqP6Qn/ssLcP0nmJTh8NmeDCc39jTbyL0Nt+Bdpur+zwBoMoLqetpo1W0Exaq/3ry/B88v0uLqRji9H9ISoEYBaFzGRC8eba3OFGT4osxPBDbz2HYxPj/iuJ/WlDMsZVunGGwtC2nStzeJmRCXBtbGelwa2QufYFO0m7VhjZMBRabzkNIyZLIa/EjDpn5Hejd4BYXDCft8gPSYycAYmJMBjQvhhx5jMk9Q7fRF6tjpYldTB6vqegwNfY+OWzW07MJpXfs89t3mwqhGeITmcNPjICHJOWAOR4sDuZfyEw61JcIjghKlN/dTFPyjzLrvagOc9niBYS7o9yNxy3F2e0VCtfawpi4TRtfGRW8mrFzL3lh/cgcVUWlQPLx+Ca7vIagi1r2bqHjYAGgIrFkBPQZAhiqFJe825D+pBk0nwSg9OHYS8gugRg12vJ/PjKk1QCmkW9hgHF/KJINI1nZrR/fiClzr3ggGD8G94TACPWMh7e/FJP8fgfx92XI9vhcWI3ZWbDCG9MQI7h+YhIGxJa36zkDDtDODhnxmybdBhLrC+mDYNxXMT5TQ4eIN2h2aiVODRPr7WPG9YSmn3OKZ1s6Wr2vuo6bzgsG76xM4T0HD+T2oOakzLRfdYEHbqjw94EySriaGMxuzyRT2pxvRrUyf9teSMXijQQvTfmziLTvow6Or5yhOURA8dAbFvo4s6FaFjVF90VHq03N0b7LDp9H04AvabdhLUUo2bzpto9J+S0xqt0XLuha5xUUcfrEW37AOnJ41gwLNcDpbNiDtZxRVGzb4Cz8KCkrJzbWl/vLWDHvnSdm6YzzwuMPce9PZQk9uv3rLggFDAYgkHaNZ2uTOB7+4TNq3t6BSJR2KMvJ4UXcFdjO6qdz6qBI71dTUGDTImeYDk/hSpMWtkbWoZNOYvIIM4jZtpd4h1YfQq9cH6nRLxWiFAUFvA+hcVp2ujZpw39WZpjXsCCqwIDAkiYYz+zK7NA9bMwOGpMGjWaWcGfWMgJQ79O61gHp2zcmKd6VT8W3Q3gJ1yiFgX99UqXrv7kDX4YRddCI/JgrDYY2wiA7FqH0XWL+ZfQkZqA8eh1mHrkzXiAEjE6jdrJxReTyfMoMGJYXUWrRIVUUEUIU3aHDPxYgeTcHCGBR5ndE0UFVhKSgpRU9NSURYDqFRg6hc5wulZSW0rjOYopI0MnK/YW0Gc+Z8Zf3AEqoPHQbnI8A2n0UvXDh8eCFaWqdRGU6nQvF18GwInYaD1x24UQXGdIGi96CtBZ26wJgSyFYj8Uwa/R5+x3f1b0wu681PODa8Jf1r6/E4IwYbI2sivlbGeu8u0svyeXu4G5u+FlK7YiGo60LrZlDxLoRkQKtdwA9Sck9jv6wyM4a3gkEqtcwvLwOl+NJMtzKXUjWo4qmL3Y0g7JWXWP7oLgBJHwKI+uMI7Tb0V3lXk5OYZdaBanVtcTuaxnAtH+Yd6v973/4L3Z1wnRpLa9G2dj1CrrhSnKegyZaRnDt3h6rG4QzsNF9V8MHs76mP97cKqAmDZnDb/jK5P5NJOqKgyCOW2vMacmKkES1ebCMrJRoz69ocaD2b5p63sbvyhd4D1jI/sAFHDxZxL9aT2KOdyCgpwbRlHB0W5ePhGUD4gXBWLt/G4y+uzBgfiUXlt1ROOYWWuSFqamr4OkXTY4InK8+asdDOnEP1M8ifdoMV27dgVaMajz9c41zxMS50vUGmnilNsf4157p17Vk+8AAeIyMpLK7B3R4uKEuTUPMwJmPxV37uTyUtNZBa3Tbz6eNHUvLdOJXjhrlZFeqbViU1PY3WFReQ1LkuM9494PP1W6x6+RSAOXe/MrxJVRobmbBu3Qdu3Bj0F359DvqBka4eU4/uQ1dLh8/7j/GUAIzDdci/roNDegIFO1rTTRum6sMev2Qsa1piHgC6hRnMnvaJqKihBAQkU69ee9TVVSWBvvs/JDbBm+q3ftLk+h0SS2GfuzsXju1EifBy8y6mHN5HVTNzqpibU1JayrH+wxlu3ZyeaWo8fPIOn40neV10m5LIzuz2akTodF8Of22NR6E1GYrK+Ae8J8nfCC5eBXcHKMiFnmN+rS336WNKeIaZbQ4YboVaTeGrE8VZqbyp3I4KybEMLo1UQaN0mw/ZxWC9D+cPUSSU7GL8UCuYBWwGbO4DB8nPOkJm/CiqNvyHYa8K0B+wBn93nIMycQoMZ+tWVXqI/9sRGJi1pUbLNf/lTQ0HukGOP8cvxTNtZnWMjFxQZZGPBWUpRARA7aYQMxWOlMEWXfg+HjS1oFMn2FgMI4Hm2kSlz6K6WXtUR+UtZOQfpaK+Nk9ercQ38BlbR78nd+d+DC+comD0BKJnNSAv/BGtfVtAs5awYAFFvr5kpgzAqrcrUAMvp3QM//hGtW6v0dM4DAfKp15SApMncP34XswKtemZaY5cKUW3rqGqok9qCmW7dqK+cROYW8Cb1xDeGIKrwDElfHSCFi0hVwEmBmCoqwK2KyqBq2eYH/KDqrXqULnEDHNjfYb+MQN7+3gqF4fQSssfGo9TYa3/TfS3qngmFU2IDI9i9rpwzD0qUaxpyNpqGQycDxqGVrxWtiSt7kTarK1Dfx0I+hxE4qVkDnTyxM7AgFEGXRnd5AedPU6R5h5EB2yZmGxFi2JPSgLHEz21NnmVuuPEMnQqGaOmpsZ3ErgW78T5aZYY9uxO5LaNDBj7lfEZU7GqoQoeqtmwI+a3KuPv6EXqnS9ssO/C/jMjWeLViolPzuA9KZZZVt5kn61Nrr8fahp/QMdDyKFSjuQFsS89BVODTgzo+AYfDSf2tunBrEr16JmZjlpBMq4FZ6mvCR3Gjv4lnAD6N7CioZUxVavqcUNrEPRDheddTnecnWi+bB5fD57i2JyF+Gy6j1HlTnSPscP5Swo7djRhTX4oY8uRMTtp5tBSA/ZUUtK2Zjw+90YA0LCh5S/hBFDJoh6hN/3w1KtIWhlcyIckCxs61G/IkkHD6dGkOQXFRTzdsJU+MbHUqFSZy/MW88zVn8OHYPGy3vS+A6ZJflQ2syWlsIC23XYwqm4tdjW2YU/DnuTcaouySjWYMw2y06HriN8LC/LEULcQs8ga4FwdCssXLTpohyYxpIkNgzu8h5aR/Kgzjvktv8J9AY0T6NRYSol+AQQFgq09WAOpY2DHV4JdMnmwSRVge+PDeJSpV1EJG4j28Meq4z16zrzBmhef8I2E+JCe5Ge1/jUtr1B45VkM+IJyCfjvYMkILYyMDIi/kYpH1yOqhmoaKuEEYHMNjsSCiRbUbQJVakGJAjaNhM/pdFr4lupms4G+qODWjKior6pVWNnFmzR9bdA0wPDoIVi2GL15M7B6uZoCxTo4fwkWqIzd+d+9ebSrPlACpaW06p5G3T6HUSxYRahtDHBMhRPl+52iO3c5Fh/EwOrV+PDRncs/TsLscoSBr19Rr1MHvrjDyWOUhoShrPAKKu+BlCxo0gpMTCA9Dk4eBh9vkr//5HOnW9CjB/u692HDhq2YjxxOY/IgORl//yyCC2tAx8lQ3RLHYRfJT8j6b0qF/036Ow1cD4/NF0Vxvrx4ESepIYW/jaSRIj2fPZSDHadLdEaeRPo5S0LYd8kqE+mcLJKWKTJjs8j4VSKxkVFyzj5XthSrUmWys4tlSnUnubJ1tnzIVuWM7JePEiOZMjdDpEPDS9LQ/occPnhZxEdEXouUKcrk4w17uVLsIcWiEKfQJGm68rJ4vvkgr2qdlNXX28ujbbuk+bjV0utlZYnPypczEfNlvIO6fAq8IKcmT5e765aLSE0pzM+Um3e2SknZQClVWMmMC0Nk+btdMu/GEBn7sKVkFZ6U0IIE2fAPI/CfKD4+X2xtVQllhX0TJGfWDxGFqPhSHiI0Lvyi/JQMSX76WN61mSrF+SqmrVzpLdnZxfLi3rZf/bk2ry/54eFSp+9HcXaOltiUFPl3VFxYKMWFhRJQLLL3fIm0nr1ADEYNlIOP7smQHRvl0w8/aTJvmjzu0ub3Q6nya8/KysokPz9TXKJ9xDHsrtg7lSf+SZmIVFX9eO6UiP11CRi9QSI7lFvLv74TUZSJlClEFMUiZU1EpLPMrFhZJClJ5Iub2G57KqV+j0Q+X5dHn0X8f6oezS/qJhk5GyU+rZPIz0iRZ0/E59ADCb29X+TurfLxd0hRcXVJzeohMlIpmYmJcqxLRwkcN0hERF6Gu8vDgC/yDz9NcWauSIKIuBVJiUOZFDwOFZE+IvJSJOiCSL6IOIhIlojiWYSIVBRn5xHy9Wu58T4pWiRxrci50yIl5TFabi9EEg+KbLkq3Ze+k/ScApVBWvFBJPmtSH6+SFiYpF+ZLz8C94gUjBApM5MC358Sec1Z5L7I6YhA+ZSV9Jv3ju9FliwUSbYUmT9dJGSzSMlyKUjOkpJZU0UybknsMyf5NHykiHSWBykqpk0a5yK9Wz8WGT1c1c+d2yIjh4rEx0tZWIg8XPxJvB2zVTmO+3aLREeJfPkiMnOayPgxIqEhUvbpk+Qv2CWSmSk35kyX0OBglQNk/hzxfe8mcuLo74BAEQnt5CH53v8uZ+v/jv42ARXx3kGC9zz6l/dmpItsOrdeTl17JH1TRK5tGSj7p1WXCF8nEVGt/cVHkfRskWatR8iDM5clJkHkj/0i/eeJyFyRYE8f+f7RTfw/f5UUGSelskBORxdKnUYvxOHCbTnZuZt822YvUp6/em7tLlnx6bVcue0qIi3ldcI52eM1QtbXaSciInditsr+4LGyy2eeTHtRXbo5npIFN5/Iyw1bJTstUWIClktQzGoxt3wqSzNVuXqJbn5yYtdDOXXptOy51Ue+x1YSkWGyMuqnTEtM/Kd13zOdJT/DM0VEJPbyBZm5vNyDeFpENqp+fB/iI5UmjZLk508l7ua1X88qpEy2yjvpmJovy0o+iYfEyFYHPxl+0aWcZ6Nl/v15fxlvT7aI859yObt1ey9X7/pJzYmTRH1IL9lz/5ZoDe8rBx/f/+UxTC8TWZ0p0q+fk+R2LxGZK3J22Vrp3sFWFq1XE3evq7LHZa68++4oZ78ny7dwEZFAkd4icu66yJaNUpyZK6WDnqhy44KmiOy8KQ+37pB7W3aIfDouHle2SBuvZyJfRaS4TPzdv4g8uyDy+qYU718mZZ9viyR2kFdelyUp45vcu/dOatV5IV26vBNJMxRJnyGq5N3LItJWQuOyJDZ17a91FscNEkl8ICKhqsjfE0d/3XtQeZ4UPs4TuXhGZEyMivdSX0RUOYby6LXIMoVIiMhWWz9JSoqSnTu/ye3bP0VEJOTSDQm880qyf/SSnAJHEbkqkrVJ5NtiUQVKJqu8ZGExImkXRGYPFHn/UcTVS1zGHZds92CRgj0i0kdSHf3EfeY5Ebkr5+OPydLznr83K7/oL0LgF126KPL+g8i7PEkbkCoFfSLl3JZJv98TRbgUZU9SCaDUFBFfH5FvqkT8jPgE2a/fV4rHrVE1tn8hEvNcZOFckRfPZGxfe8k/eVoks59ISpZIWpqsXrVMVqxYJKIQ+Xn7gQxdd0lkzAjV3BTlAnqFqLyFfwP9bYGaNa36wb+xbi2J/kDDWbvQUINJSiWOg0YzrtF9tHRUXquj5zuj0LhFSJQN0wpr8TOwPh55UFIKB5o6UTCkKXEfw3h5/REeUc1YtmQoA2cMIczmPSH+KruOh4k2FcJ08f/ggd2IhohzIu2sKhJqWYVDITmMqNIOd51H5N8v5HbsFjS2P6G7fjNaHT2DZzV7PoXbotSJITS1gNZJ2eTnVqZqjZZcczFl/u2xuBuY8WDoBO74BtBNqcvnQqFB4RGsS0ZxznEpa1uNgsqV/7LurikXsFCD0rw8dAN7MP9LOl/uP+RQdgBBGTH84BIVipQs0hpCpdShMOP3s3Fko4EaH8110ECl1rToVYWS8ioLZ6fo0baiLoxWgdRpqEGxQHqFVG4TzwSacbFaG6rV0WVpaQ6m+gY8//qFS4tXMvf0ETyfGTO0bx0Gjq2OsRrMWVCdahGjyFz2jOaRS/l+PAU1jfd4VzAmo6wZ3Zp0YY+zF+YFlWhx4TLY7wKtybTzeck6lwz6KJsgmTHomQyDDR1533Annwe2YNT6yTxKPYFHp6dQ2hsmf6dR3Bfo8ApMmqLV+AlU7E1CPhx0q4FjS1+69znC6KKX7J5SDbADanL/ezomuo/oUy+A2lWMUeGrqEiryg5UEHtDQH0DqKmr3rsnF7ik1or8YUbs6dOX2ZcGYPSmmNy2LzF7ZgyVD/DSaBoNVqlRwxq2RDWGmEQ2eDWDGDUYD+GZ+mRLVXI0dmKa3gDDqjfAeAFUKCDrxzn8d6TS+exMMDsGpodwWZ1GJ4tglJpTMW2fhFadKiiTpqJWeTnmXdQx71QPkj8yuyJ0ul9CjuISRpXNoU0HsGzDwd73icxwY/l8I2rPmc4NP1P6Z4djGPMKswMHSF2QhWluBTIdOmAafhSNxbXQcEgHPQe4dxfOXoD0dAgPx/TWdVblvYZxQDzwuS9YDIQ/5sPt72wtCCLhXiG1JnqpPA/Ll7CzuJji/YdAA6p/deFpvwGQUVEVe7ViGVSyhIO/kUr/4/T3yL3f9KpAZGb6X68dmVNPFAqFePs/lBWHa8iKiH1/uX+r4mQpzM2X4uJ8mbauiszY5i43qyyThWbt5H6lueI89phMNG4urXzSZOLMz7JswgZJT0qRbCmUH/O8pPHyx5L8PF4KEwsl43Oq3N5/Uma2nyY7Vt6S+Ixi2eExXaasDpMdEVvkYcF7eRi7VyZ8Mf01vqLwqCQ9qydurRqLa7+ZsrTdFUlJLZabG5fIk3tXxSXaR/Y1HS6lRTVl77th8vjBaYlL+Smtrs2Tca4PpFt8vpz8a7iSiIgMSlXFgSXbP5MT05bJp1uq+Jiq08bK/vt3Rf6B9BEgIt4i+8s+yjsJ/fX8H1cfy/e3ZyUxWxUL9uFfIF28KhDp/SNTREQmpok4FefJF4lR3XQRkXyR9OxsefjZWS6+fSVVp42Twd/DZINDkviF5YiiTCQyU/UH9M80bckM2XPptMx2OCinT4dKbI6L2LceKjE/Toq8eCbLw79KwPBEkYgESfsYJM+rLpHoKw9EvjuLiIhvXIZMuPRR5EC+HNscLDfPDvndudMHkeDx4pPcRS6/C5BHn7Mk0cVDFMXdRKSC3HDylLkvzkv9Jg6Sl1dDJDFKgmKS5G3QBZHkKSLnz/4zI+SL/DqWllNkZoIkRjWQYxsXy5Q6zSXC85t4PXwh+zoPEpk5QhQZ48XZX8Q9Ik0uuoWr1O6z9pKw/7D8nFJ+Qnt1XSTjT6p0Zor4OsdJtpuXlDy7Jj/vfpZIe0dZWa+piIh0O/5ISkKi5dyMOfJHnUZSnJ0vTkMPSvTQ+SLHjqnSXXyKRHzK5EdYiZQF/hQJClOdTArTxX56nNzZ4yJD/jgtkpAg27b5SWJ8nizrs0JuX/kpt/uGyM/ugZK794bEDrjxVxbMn6M6QQ3sK5KRLuL6SSQpSdKvuciZqTNFIgtFsgvl041bcmftBpHPripVWkTEXSRyaYac2rBaZsyYKJmZmSJf3P7a//OnIu/e/Ave/+fobztBBfmH8OalIzNWL8BK/a/3Rp4KIsrfEccTq6lbuSbVPqYTU+zOt7eX+bh0MHvSL6KDKo1l5Yw4Nt+CN5OaoylFONf24eSsrqzs1ZM9aaU4D8ggJdqQyyW+NKtfSJO9LRjh4M6rA3eY5rICnco6dLMaTHZgPGqmxhxGnboWBsxcW4s7Wkuoo11CJfOaJBf/JFgBddQhw7Ue4eeq0drhNhpGRlya952spLpoGvXlSdRLtvTuzYGpZazWjqBWNRcGd+uCU6wXmmrqtAx8Q2sDMypU7P5rvbkRyTzsuJwGFsH08veGgUOw6tiLvr138b7GMh6u3Yq2jwbsBM5DerIjSffv8PTHGHTHK+m1AEooJV/DlKwateh/4DXHttpxvcQIz7rb6XB1Fp26qyLM++tC6bjdlHps56aZDqWlumj8o8BmZxXoXGZeLjkFBZx1eIHNtkuMNtNjUBNVhH+v0AyClfpsqqBNWmk0x7weMT47mzs2cTj1X0WDEl1iD9xmeovabDtUk1z9bFo2qsjmYAsaqC0mcqMVFW23MHiNPnz/yvDWrWkT48c6myZsd/5AuvF7lhzfwZ2nVdjpdoONmpOhXXfQ6My9z9ep+HIxdTsMIswhhBT1ehg1bEDFaqWcrjGbs/lZ6OtHgp8D9arXp7rVKPighNIAyF8I+j2AI4Ar0Fb1zw+Ct8WQP+omLZv3gWqrsB7Zg6ulnUlzmEebTe9pOXIQhPlSEppNYhGEhlbA7qY6XAUM/DHs4Yx+I1WlG/pPBoJQQXTYgftrgh0tePHmGL1lBrWnmuPYPok9vl9Jyink1pR+aGpp0HP2LLr1H0zSwy9UUFfD5tg2sDZTnUTeAF5faDg5ClqXIyvEpYK1GQNP6EJKLuMuvYEHJWwe1x+s9Zma04uyTd5UGdIL3V1Q9NOZXC17YBLpXi3JizqN7elzqr7sy6Pu69aFebPR7tCFsZlJoJVHTvYuIhLG0LyLGYSGUJSfT0RkFA1bdWe0gQcXpi8h+Nh2FHNnQLuOqirFVuOgM3D7Fty6+x+SGP+G/i7J5/XFW47uOfUv73VKFvkWESRP1i6QkK+v5LvTbclKjZUntx+J88MjEu7jKCIiId/8pO/cMun4UqTTfKUslecy7qqriIj0n1MixcUK2ThihlzbcVjCJE0KMgulsExkwIl7cn7DblEUF4vD1Xu/xo1TiDz8ESHur1T9943/KYt82/+6PyBFxDPsp3wMypV5V/8KXHb78CW5dMFRfszKllBFgrx/fVK8EhrJvW9nRKRYgt0fyqevj+VUcZjk/8l0UFioEDOzh7L1sZc4fw8VK6vHv+5dvRohsbH5cujxfVl87sTvRNy4WEl68lAyM4vl6dNYiZIMWVDyQbLKRDqW5wrHSZYkSY78tPeSTS99Zb/jv44kr137uXz6lCyugf7iGRYih548EIsJI8RwzCC5/O61FP4DEK6cDjsGyZHXSTJq1CeJz0mV9feOy+5VK6Xb7eXyLD5QNm/0Fpl5R2V/GLxVxF5kU/ZHubI9VApjFELvG+KelixfsprJ8sHr5HLoTFl931N+fveRHS1HSPi5YJEfIoqhCnEbHiAyR0R8RBI27pcvN5/J6kf7pO31jqIobS9OfqHiGNVBNrlcFhFTURnkL8q2bcvl0YdXsurZfJHiu/LufoHEJ6eIuIyQsssb5fjx4N8LuicqY396koif219OP4kZeyUi8b2I1PsvXAsXUeiLys4lqkTdmVP/dH+1OHjeVSVGyyYRmSJF7x/Ij33bRTm5l4gUi0i8rHrqLX88+aaKtg5PEElIE7ev4RKVlivjB7+XE3u/yskmzUTKyiTo6GpRFM0WkSZSVrZUom6uEIlNkfvXwyQlorHIqb6SPmOBiLMKrTHjdYI4/uEkG1++ElXSdLaIqGxNKe7LpGDpqvK5RorIPhE5K/L6tkhZqOx86SOJ3uEiHt4ihW/EyyVWZVcSkcC79+TW7MXyD6/C8+ePZdmyBaoTXUqySHa2yGhRmf9+J4j8bfS3hRmICGYWZn+51ikFvhRDo49fMcvURtfVgo8SwZmUCHY+u4RD6FBSc3TxW/ec+FJ4d+shh2cFMNIETDdUoO+X/tyZ2pHr3qFYWp7i5LIN1GzdnKpjxvPJIxtdEx0ciqHaxDHM3rmOkuISvr75CIDziMPEbb3Oh3ULeXz8IpvWTKBaZE+qvmlCQLYru4KG8tICcsf0pIniJ23tdMgu+D33XpPHcUPpSVCHd2Sla+KrfpqFL7XY4/mRrJR65KRF463I5VNZDi8Ss9npHIpzEejoaJCQMJTiqqXEVC1meScHLs5RuZKjtT+zx/4itz850alBIyqPH8aHKmZEV9EiaVh7rv7IweVWEbaYUpbVmZfxabzVUVXb+EQUL2KiCKtlzZBGVehbV2Xv8nj4mE/Xf0eVh4YOplOnSnz098U1wI8/ho1Cf/1pLCqasenWVawXrf/LHs3vVI+aJpbY2OiRHOVMPb7TefgcxttOZ2DuGrY1/ARbxuE0I52t84fDQNis0ZZpcbXRydFg35lo3DIfszVwPXvTZzF9XVX23cvD3KYaVhMmo/+lLqGOryjeHEX7PWlw7hE0BZfuS7FtfpCKgSEYa3VAQ92NHPVn9LAtYnvn6UASnyPTqbvLmG7d8ujV8iMbe5Xw9nN9amfmYoIFBN6kOE2dk1s/Y38vFDw/g0sCmDeBipaq4pfOFqqFlgRR6tYM68k9oeQ7qniP4cB2SMmEb6OhqPzz0HkHo9uCTzmMLvsIU5SxLsIJWE3Big1ohzWj4cqhVLg+FLgBtGdjdzterE4AHQ2oaEhEgR4Po7NIyi3i5vW2OPzMZbBjLOQXYmo1FMqOA74oi3YSdsUYjPTRrKBEPWcHn6OtcRh6Crp0BcC0rxXV1rbAxuQVYI8KOKoFABbtjqAbXw7Vsmom5IXCuTD4cQpyDrKhzwYsjTTB1QWS69Kyc1XYewp++FP/wW0mHNgB5dkfgwcPR1/fgP0Hd6vwpIyM4D7w5gecPQ/JyRAc9N8VC//b9LcJKEsrSwYM6/OXa66V4Jn2a9BREhplT0x7J9q0Gs6UOo1pnRuD8dj3TAkx4ZzlFoanw8JD22jQqjEjzGMp3QX37FVM09bVwa57Z2bt3cjjVy4kFZeRWqTC4e6mqWSWVilZBSUkx8RjkGDIM7efeM7phc36ztQ5ZMl+h9tMGr2G7taTwURBWlE8ARnBOA06wI3zxRja2lLV0JzMPOWvuZ9cf4y6hbk06/eKmc92MtpzPNMy9KhZ6Sc6FYOp32cej6K8uaPbgpqlpYQp1XiiysflRfUlDLU2xMjEgOW3TzPt9HHu4cvkvn1YPXwMXodPY6CjS0O72th6+ZFKAankU9zEnLZ1a2GmeZh2TWaROn0BLw8eBaAhlmQnQVhqHjam+vQ681G1oerqqKlrQACQrBo/IyeH4PhYLIxNAXhuWkrvxs1oZVeLxf378mcq0YBv9aD1RGMmPL3E/jAPzG2taVKxMeoa7SEtHx4fxWbyIrqZHAKK+NJ5BXcauRKW6EfnBB++78+izScjFC9MyE7UI6boCM7nV9K74Cc6h0vIe+2C4vpVqBtL2aKrfPrhwtir0zDQX0V/q0LONr7Ps4ljOef3GSiv+7d1Bx3TIwnZMIouXc5jZLQGo7Jkur2+iW10KXpFwFxddLsPxPVFK3o828yd5/54z/pTQvB2YBCAJ6iPpWqr+ji1SKRjd1dUZcWHE5JcxPOIy9DwG+j8oyTUAopqXGLZxXiqbLwLzh8ZXqcrE7tOAQ4TZz6N3DY6oNYEFZrATKAHRqmZGIxUh/gMMjKKOHn1KZv66dO2shFqpWW8PNsDG/NLYKiP5ZgvaOh1hMhENHT06PV+ExjpYdw+l7CMUvzeFjLRB+AP1ZQmjqO2oRazO5ygtKQ1rypNZPH8vXBgH4TWhb3lJoYBmyBuBWg3AMt5cL4W3LWigl1zUBewslK1q1aJ448KmJk9CUqKKR09kujoPJRKJYmJ8ejrG5a/zM9g8gSoexdGDyVi/Tnitp3/X8qC/xv622xQz+7ZY1XVkpEThv3l+lq64ZmzFwSKC/OwH9cEPWMziju0o6RWCaMmGDHcJpKYZQvh6hcevQOXYwe4fW0voQl6vP4M/hGxmMU741GcT/8d2/CqVgVrWygtKuV7NXtcrtfEWaGGdUkqE6s3Q99QBzN1wUqvBqbuowkq/YlOvQp8CX+MxkNT3DPcCbdqw3cLP6ZGn8NtXANCva+SkVxA9UqqtIIJm9dRzQJKxZ9jvYrxtnei3eATzKthjfryR8RuHYrzhKPAZjRtZ9O4IIGVz2rBVBiZcJrSoiKmPnSkuF4Wjp+d8DfN4Hz32TS0smHiod2kZWcTl57Kjnu3uLpsNQC9jEC5TclipS3Tdv3xi4expaBUVmZFm99ewpSdqsDI1sOH8uRJLH6nM7HsZ0pJf9h7+yqf08IYZdOTD37fGbJjI/1atGFs5+6M79rjVx/HcmGgNgTH+/LI+yQdJIhxPdahraZPVXOod74xF/vVYlyEOxrjBhLsf5sxgR+507qUQ10LqPQ4ECetPkzZN5DeptbcnLkG0+xMep7bTZOSrrhvMCXZ+CeLX+0F8igtjWT7k/V4dD7Bm+uhJKbcQgabUM2wPu/atiEyz4dVTw6xqPQGtouqUpA3SoUpkAGEL4fmA9HqX5e4WiZU/QemX6PWWCyByD9WkXn8NC2azYNdvYmbXEDDxi9JTx+JBq3h1VLQdaeq5mjmrDUGRgEvMdWbR/1aAWBw4U9vbSyJmlsICMmnd/Mt8KIXVWutp2qVmsBI6qwbCZ99ge6QcQeUteHJFfJblWDsFgizlGhqVMCmgjomKTpgXAQa5YbZ1G4Q7wPxl2BgPtQsFxhKJZS8o8HS2limNafto2FQU1WsE4BDE3kyficbQtoTGDid4/XP0sjCFjqVwYVkGNMGqpSAew55fqXo3Z6GWkwqfHGEgEwgGZxHwMgRUNUGMnJ4FZHJtVEKuHeHvfXWk7AviNOnW6Oupka/sHD47AqDh6r+nTgKhoZUWjubCl5fVbYp2/98AYW/TUAtWj33n65Fl4KZmg712w0hzOsNmlq6DDobxp6HJ5n4rS5lXi85euosnsuvc37IQ5yWwtb5SlJ7DuPySz28A2HrAoiuasn35c4oA8oIGtiHi10hxMuXNi9C6Nn6OR0X9MRmDCRE+hGjn0vDxu2YXFQdeoKL1Wc83R4wYdcItCvo0uJwOzJLk9lZuSNR6mE0eNsSi/A4WoaH4TdxIHy1IdgthIgEBT+sJ/EyLpyE7EdsrNGYqR/X8cT4OlY1HFHoj2fSzRhK7QtIOW7NELVq0OX32hWpKax8eBatQ8cpbdSUFbXqMP/UMbQ0NNBQU+Otzzd+nLyIWoUKrFr1ndq1DZkzpxZqamok7xrJgdA0Otqa00EbPhRDeCk01YJmyfDeHMz/5IgIDs6hpIuSaan2dI0fwKKBQ9GINibO2ZtLn1xpVbsu4zp3Jz4j7S/7k6YEra9wr01TfBLb0D09hC7aZpjlw/rPR/ij1iR80rx41fU0HnvvEP3ahvltdvA2JYeUkgGolQSyc+t+UPpQ+jWWMTt3oeWgAY2gGmlUc4ARgR9YTF3gJRoaN9keH8394I84x6TzysuQcKUDj0aZMWfJW6aUvqCC4hDfn/QlJyCNqEWbGez/DDQg1nMHX+afZ/S3efRr9JJLl9rStq25qjp5H6iZE8mCi2dg/Gio/YCqCj1sbfVZvtybEydawcDpkJ5A415qNEYPkqwJzdyNb/owRncCQpeB5xZy210j3SuCGgPdGGzoSK+S3jA4BswyIa4I1PQoqVSNAs00dn9cwQIbI6paaFNknI3BwSX/P+7+MrqqbNv+QH+EENzd3d3dnaKAAgp3dyso3K1wd3d3dw8kaEISEoiHuHt2dnb6+7BSQN1zzr333f+pe9t7o7W0lrXm2nPNuWSuMcfso3fu718NNtZkSWdhamXgpR14usPC0UA2SBXUqAHFb2LwY8Pmx65kfvqQQZlesy8gP1PqLSRHmezAZdgxA+J9ofs2shasTOwbM9CE6w9yYE0tCI2CdRuNGxoZB2Nb0/HgK2Z89KdXzeJQasD3G77iKhz8A6q9I6lje8z1S1NwrJHXuSDtkITgIPJlzkLZ9NaQ3fCi4s9f5eK1SAaPtiJ7nqxQtCBERwH/PzRA/TNbHp1KBp9gdj2rg4P3SWJjgon59IJqVRrh9XYGw5d9wPP4Mwp2qMWRlVmZ1xpOXE0Ch1ekr98GAeVKQDnKEbX1CO/HHeO3/g3hODy8e5WmIZ+obFWFKpmrkFoiK/2HD+BthQws971EYRsrup0oyWvHeeyyTCAyOZDbuZ6RfLMd2dyL0mNJa4oWrEP+roVIDgsja7nyNLafAuzhQnxVJrYdwMqKS6m1oj9L+g4jz6XVLOEzrbbeIzlXDEkKo0D5TGTwrkjHzOkpfhdwAVZBf984hnVuy90Zv3FoznRcdh4kMi6WiLhY2teqS4dadRnQuh09Vi4iXbp0zGw5kZZ1Cvzl2q2/+Br/mVlpQguGZv2+/0NBCPkPuolz51bF08mVmM13qFY8L7nrNuTg1nN88dnL0Pv9CYyJYcCGVbzeaAhCdu36hPMnmzLCFE+281E4Z07lxv1IRkXOYmidRKAeFa5VInq/O7lnZadGkWRqNEokICgf9deWJW5if17Ua4tb6TrMdDtJtfQPKHo+O5uGxHJl6DMysBR2bCOq+c9Uv+0DVQ6ltfQUkA2n0G30f3kMIe73WY6RU1ealy6QJ9tc6r+aRGK3oRQ7Vdr4WY7VRDTKQp3C9fE6+Zz7W0vxcdY2mFMG55Ld+W3/e27PswFfVzhwBC6fh2MhLOpWDJs8aaRWVlaQ/wcq5XP7qNDTllLlwc4ujIZ35kChp3h8CMP+STyDq/5Kzul2VLHuC/uKQkgZaOgMVlYcfe3NeYdUOtTJSxbrjNh6W1OxgxXZSk8lfeYMkD0jd5f9gTJnocvUyeDyAaiO264jFGpZhpzmZChWEp9L5ygS8YQ+vfuRY+1oslqNpX82H3IszE5803CyvpgLvbqDw3xwHkuH3b3wA6AZ1tapQHp4eMvgbMqUCXJHAA1plWJF+7IORE+dRYbcuchibQ9zusD5sVB5KuQ5SKbpt3iw9yI7yw9naJ/NZF1p6JWljhxGcIG8mCoUJ+PtW1CjJtbxMXiUaGScw5IOnn6CbnX+x+PCf2b/a7p4rmZYm8mMq60LlANT7hhqtRpIg9otybpoKu2HraRWJ3tWL3vLW5sarO6em26lz5Ebd37bOo/V02BYRmCOUV+uYoWoOWkK93Zf4OzxTYyvupBFRdbTteFwdj/zJdvE4thVyMjlnYeIGnGaW2sPMG7aIKw/pKepVQ++RNoyalxvwqu5MGH5MtKFZeDOlfMkNwzhWjUjX2v06fp4ha8jyc+ZyMDmvK/RmBUJs3A7P4hXqYGUKFWPu6Pu4DG+MRUzDGRV6Yz82jgj3a1MtBsErDLa2jlPNlrbOdChdj1ert/G6nR5yFu4JNvGTqJ+uYrkyJKFjR9vsnnedLZ1H8qY/g3omTMHyWkhsO3b3dhWpgr1qp8lJfkfVVxbuybSavILJkTAnoGDSE1N5fDdm+TNkpX5Rw9Qd8YEiucvwJb847FaD+WvF6Nr/YYsvf4KO+8watfOzblVHkw7d5drPU+SpVRWslXIxboiZQEH4AhtCsyl3sjOjBo6GlLiIV8e3lTLxdXS2SmUxtzY2/EmQW5R1Cu8lTeTxjG4QBlcfOIIjgTMZjL/sYB+vmHAdIxAchagHwsbvWNsxFMOtw7ANuA5RqDIkSrFoVQhSL/GRLZ2qeSudgtoA6ygZpQLZaPdSAkPxxQRR9Ge9aDxSrK/Ok/ZsqehUE7w8Te4s5tUhkUFqVMhhpsZzFx5G0HMDwsg7141wdPXCVJnYXMHPg+NhUWFYEwfUmtVpf5v7VGFEVz+NBD3d/64V3+FXR1ILVUVChRn1MOT3B7TkhkNfqVAiZIEzDtAhocv8Lv6BIrlhxcv6VymGF1WLDAAkC1bAsuxyX4O6+xTIedlwB2rEuOh1GGSXAKxTX0K1ukp+7QMFAfL74HQxgK520LHTwy5XJjixY9hBNbWACvBLwje2ENcPMQmAiVISfEhOjYQb19bZvm0wLPMR/BPT6qrD+ZfQ6FmNDwJgzhrWL+WnocXkLVPzm/XJlvL1jQUvE+fHjJn5lPHZ0QnN2XJ/jS2hogEiM0K79/xd9jfPkDNmvUeO884xkVCnqwZ2dSsDvwE8elC8HB4SGSQN3mbr+Lt3YOUamPCr3l7fmkLbSfBrvLVSEpfiCPPv5L6NJX2PkBTjIT1ZLg7/D6ey+9SIqgUgZ39sc/0iFufPjHb1IJi5CThdTgcKIHl566Y4hKxdXQlqncQex0ceJrkyNeRKfy0ehJFs5RncUQbQpZV4KHlKxvKGPiRMnmzkdXGmqXDtuH1ui3373egUI58LE5OJcD6DDWbj0epR/Dwn85e2x3MHDGByApJVF9zi5DYpG/XIPMHcArOwpEM9tg8vEvR9InsSv8Q34gwjjy6Q7IlhUWXHhL72pkjbz9zruA4HPKkYGNl0GVkuXKPvHkz8vPleazf6MbVq19pEAwH0wSJn2YIpmrOZ/TMDB3q1iAhKYmLHs6M7NKN2MQkzJYUpv7ck8KZh5Glfw7oBVHxX4mO3U58cgrLl9dg4Kry7O5YkqEt5lI6bw569DgNi6qwcGFf4uIqUvPlOepWzANchlqOEF+UdhMK4ztyONSqBcDsKu1o7uvIJd/r/FagAv1T7lKzTFsK5o4hcmICN9eHkHPDRAya3srG43fJmwyv3WlQ7QHFLAuYUW8YRoS/BgVzQ84swNvisOE4mP1JOXWUBG8ztN3Dpa8R5O4eRMneDaky7WfWDqhEiZGj2LFjLMRkhU9pSrilqoJVL0wv7tEr2YFCy0sREw9/Tqkubu1J9JsckAi0e8zgsiUg2fhpnbJQu2wzstg84VLTLJTtN5WiedOREuBNSkoqvH/Mm2INGH84iEFDX3Hr5HtaDS6PR+7rjLGtBkBKqcqEFa8PnuEkn0zi1jBvYBOlB+Uha/AtyD4GKEfxQifIYJlA8c25KB6SncT5XyDgGoQeJkfrCtDcHnZbA5vZt308T65WB74C6yBuJTx7DC06gFUGY6oXn4S1tQ3jhlynXKkW7L1cnGqds8HnVXw4nMznMYcM7N3Ir7B7P3xy5kNWK7zi335/gYcMo/qgYaR8cgLbF0R1XMSypxdZssgB4uKgeG4YWhXqfGdu/Xfa3zZADfllDEEBIWTKlJ6U+AQyuifhmpTC3GEjuX98CdYZstCo6wQOzG3D5aHlyD5lPj38+zG29i58Xe2o6vmcm80rs/S3Alz3cSUqyUxQ2Wi2+AEHARvo49eR/g4rKfShFevmzSS5ajLXFtfj9NijJEXE8fn4NViYn9Y5y1K7dVMiHrwk4uwN7B1zUCTLMbJUWcj2jk0JjQbnR4cIWG2N9+63PH7eiiRLCea2Lw9WiRTf1ZN6fQ136HrvVRSKL8LnqAAGXl9KXLq5BEXGE2dK4YJnF3LW7ob/sh4UyJ7p27X4tZnxoHtuesK5L48wpzylxUE7OlavQ2ScMcpcbdudt+Z0VJsyjp8/rWfNOjcAspUtQOsRdWjbthCepYtwqX1J8ufPyOHcsDRN1jylbCl2rJhDu8xgPWMM7vEhVClRilEdOlM4T14W9hlEi6rV8TE/50X/qpAPfus+n5FNltOmghFot7I6RcEypXB6dIWWJ+dQbU8ONpz9gKdnHMnJqfiNWUSOLTUh+gWQBcpB6dkXueH2HlJKAT4MKliWOkOGceO5DxOdn8MfbcDtMVCJbg+KYZpdhtQEG+PmsYPkpCRSWmeC+uFUb1iAwIRKZLEZA4BTYCT33AJxuO+IJaU2bzPlZ/fQm1i9LkzQmcUAmE1+pGcVcByIoVzjRixfvoCrV09CvZ9g0tS/PJOl5y/C+eFRamwfQ4HckBpeBC5upf2Q7pS+3IuUcoBpGdR5xZV39zhnH06NNTfhRk+YfxuqNiJd3mAyd+xP03TvsElJgKZdKZ25Db91+sj2FWNpltmXQjVKUL9lRW49aA+pqSQlmQl2DIZXkP5eeoKKBQGtgXWwGZ53Pc2HtmGcmxiH95y6pLNJoVT/rGQonRei08HlK2CVDG/ApWYHXvucJWO2ZMrUXAqkraDFRhPz+Q0h944bSjmlChrxrdRUqlXqAilWgC2mrEXw7uRFnZ4jqdo9PQxyBpv+YE6FVZtxtn1PytkfwJcFC/Li/RvcTSZo0oTGM66xaMN4ZtX2gZUGd/WZppugenX+Fvu7AFaLZ63U9YtGRv/UI0fUekE/TbjwRiZT4jdAosmUqK0ja+uR7W09koe8nJ8rOsxfx5f30slVv37LRZSknc8+a06v8dp86HsOye7fl+vyrsO6Izddk8u3/Yl9EhTuFaDX047I98obfdlvMCFEhoRpRb1GWjU2w7dj93lO0+3APTpzo5GWzh2t1audNGdQf22/VFpxbq5KTO6iCx9Ky9brhJY+m6KG+0fo/uFpWntmvkrv7q+L1/ooJnK34ixV1eWfkQmkCS6u2G2kBAxzPqhG0ybrQ8PeitwYqmn7DDCrT0iQDhcaJbPJLGmtmjS5q8VNZshx2WJJ0vPFS3SqdVt9SjbIAV6/DtPtt681/NBBtfnhvOdWjNZvbeup2sSRajlnmmpMHq1Xri7affOaMndvr5GN6yjgvuNfmmi2mLXsRRsFup/VrlEd1OPCAk0dtUMhvYIkTZJ0Q9Jcab6ktIT7jx8jtHSlo7RquRTZVn7OcxQfHS292qW1nXNo3avOkppJepZ2llpK/HJKB78z8Mqu+UVdG7pB2u2v+FCLLtq+kTRAN539Ne/QTc298k5XdznIHB+vxNhY+Tk5S+tkCFnavzLENEf3lMPXkbLzNlJnXp68I++X75W0c7e800CtS2v20IFV27TC9pjOH54h6bUuv5T2Xk6U/+ZDerXjrp7vfqzPX/6kr7Wk9VmKjE8Dsm7aYFAXv5XUX1J0hAxApqTp/pKpnXR6jwFg/LMWi+QdYZE8DEVjeUsaGqv+2xco5ME8RSbGqtikRlpdbayGT3ii9ycfy+Otg8zO3lJ0suTwWdqwXgYIs64k6fwH37Q2RUuaI2nUt/M5u93R5PlWkoL1oMsaxdp9luPnZLnveqeZlWtKkvz9q2hCo5vSsWTJx0e7nF/r4aKZ0os3kssXaVA/o7K1XaVYByk8XBMnjtKdubP0YMej752LS5D8jAfPYv77EJt/2wAVHR2jxEQjWcxiseiG32e1DJaiLdIU/xidXPWrZnTLrZntfpbt8N2Kj43U+c2jtW1SHe2a1kjuHx5o4Tbp0Dizape5ryYb7/2lfossmiSDuiQ6PFJ/jJgmL2c3SdKxlZt1dMWmvxxvtkiNgsx6uXmtrjQtogF2eTTQLq/6vMyua847tcm1iX4N/ShJ+vT6vVxnz9D+o54Kjdqk0xefqPfkxVp6s4dunRijP7YP1Ev7l7rntFSBHm80Z/Zr9er9TOf67dDrKQYDgdlk1ptxp+VS66ledWqnjEU2q9708Zpme0SZunfWwF9W6eSgByoxor86L5mrc062WvzsocqWvaokS1s9exGi/tV/1/kp0yRJK/d9VLPhxiBX29usym0eysnHSxdLFlDcl89/6WuRob+qxuTR2nH9sopNX6Mc/XqpwYyJ8goM0PiCpbS0yVhtvfod0W4ym3Rs9F0pTcQ3ztRXvyzvo0+DP2hHSB8p/rU0pMuPV1PJUZl1aNb3t3Fjz756duSE4ge9UvL0PkrdWF+SrTRPf0EcDzjywvjH/pXUb4X62z3Wyw3B2n1NCnxqK/l+1oSz9rp35JCUGKc7zZd8++3xe1JIdxl0KTcuSA59lGgy6dqHUIXEljAO+uIgBfoq/I8tuvZKuvPqlm5sK6o7d45p6fMjcgh2l5yvSXuWGx8/k0mKjVXq8RpSgL2RWzZlojTBosN3VsveO41m5U8UtSTFxkq7VkjReSRN0X8kYn86YI3i/OoYz6lFinh0Twl+9aU2ksw3ZHFvIx06L3kFyGnuFH194avx0x6o2t6hMvjJSynig5e8tt+WErpKClVo/CEterpVSvSWfP/8Io2T1M3QcY8zpKaP2ffTB98W8rk8Seb4RJ17Ljl1j9a7u39KUBm0A+d+mye/Pr8qdqyH/ph5Vm4bz0hhRk7jrcaLZLowRFo7Vefr1tf1dev0aMpkNS99QLGxJik+Tho+RFq1Qrp9U0tuOWrprb9+9P5d9rdN8Xau2cKp/YYiS6VVN2iRrySPCxjOff6MNhQoUZUMZVtAwQTWlynMg7PrCPNzQTmyU2XTCcrWbMOySTBstDUVWlajolsRfhkXRWoqcBMSf41nyvsyfLh1h0xWWShUvgIpU83Mjwb7cZPxdvn8rS1/uPXit4+1KB/Uhf1Nt3N2o4mInDOIVUasg7LwdMkTaj6Zw6o36Xh635W4zBV5XH8egU/2YzVkOEUqtGDr/Lk0t6RwyZKL2xlt2BhwmquhdzmTvy4rV9Xh+LFG9C46gXpVhgCQmpRMkIcLe6JHk9z5Zz56T2Vh38HMqtCFU/Pm41MrnPY76hCfkIA5JYX5IenJU68crq4/MfrwRd5kys9JxzX02mKQptUqkgeP2/H8/jmBTQWtcXnQmqqnStFlvT/mfCUJI54oEvnj/CkCIiJw8vEiMTmZDQlNqWNTEmdfb869fkbcjmkEVqvIgD/afrs+NtY2VO7hwpfll+l8ejYuYY35rVd5hv50hcP38kOWenAkTVF4+xaISSDDrQkMK90cRsLy029pcmgbzYYMYGoCfBy0k7un2pDcfykbsztQ5uU5UiOMiH9UBhPJg/pC7bqwuRg7QmdTK+s5xnaFQjWPQ/pNDKjmT9bymWBjGzo8XYwpGSJj4ZdmkH/8bdg5D+rMgRyR+ISkIFM+Moe/AfJAuRokZctNntm76NowhFaFR9PFrSwl3QswwKkgNfKUhBLnIbgCVkGBEBdHclgAx/Nfh8JzSG3ziVl3n+GYcJJ6+a5R9cMVo99/oqjBWAH0j4fPt4EtwF/z0cqN6Ix1DmOqapUM4U9FupC9cCcFbpmxWjYcfHtBgdxULd2F0N+v0P3LPT62XwOpRSDoLTmKXiZHs2uQoQ+QB6t0b2hSbBvYrIF8ae0YHAVJZyD2A1h+A6Bn0Ra8d95H4Z+isM7yit5N4WpDP+68/ZM7vCqER5MlYx78K2QjqfsMCuRKIsnZAaINms5KrQpik7UfWApQvEJVGj97xKHYKKb2CyXbrEnw+j38NhcqjofwdvxeJg+9qv9VXPbfZX8b5e+rS6tJb22DpcNvpA8K53XevLilwJZcRvm1nZMJD3SncGh97Co04XqtDPx6dBR1ZmwgoUZlfqYyAB4pcPs+3L2eRIbEj1ibZ7Nx23U+33vIrUOnCXlyizGdz3MgV2b2/9QIehgYNysrSElOZsP42Txv0hazV3pylT6Epd4bamUdwa1PtpQtF0OGSH9yh5UkX0B+Oj2bwe+uz6jTrDrZEm9RtE0bhpXqAY3GMX58Rh7XeEdYbBamUZrclUqTnOUGFx8M5enqkfACA0CYJojwKTiaygWN1ZDNsWAWjBsH6VZA2MZITm7/QHff0rSaN4OJXbpz9PlTDo6fRqvq1RldbBGjK70hpdjPBCemp8qyflSsaDyU5xOgijWcXuFIyIskStfOygf/KCoeyUG+dBnIaxvA+F1b+LzzEAXy5CHOIQG/9KGEEkX6nBnZ4PSI8q7WrKkyGr5Cgh3YboF2mVPhvDu2TxKouDQ/l0I82OP6kPOtx1EyZyGSYxJ4M/Uojnmj6DdnPB+f5aSGPeTMBDeHdaZC/qWUy9Lg+wMQvxvZriJhX008CkyjRolKBBT9wNy6OWny3p6RWUpj7eCAU4b8mKq1pO7P1YAAXJf8Rpn2vtg0zQ5fJkP5n3B1H4uz10Tq16pBiZzJEBMNMTXhaHNYcoaUF3e50+8RP91YCjVsmJCnENsvLsGqVTHSoOP43/pA7jA7rG8+wGbsBHjaCrJug4dVYUdhSJ8eilcAwPHOPbKFZabIpa18WXmE6hXTKEy9XkDJX8AqhO77nlJtzxwmnbCicMUDGNp6MRiS7hW/X4cXwBkMTYSUVEi1MK5oKbYH+mDtHcLHqFTMX4tRpwcwYg73uq6kdo0Y8uV2h5zpILWWkXayMhFsLDArm1GvTwgc3AFTpkJkEpQpBKTg5tCDzU+3s31yLdJbucIPdNbfbO06nrRpzcIwJ57WLwtxFcESZ8inh4SBdQaQGbJm5cXotVQpHMqFrLkYVTAAcjaB2SuMF+ydNURhMMP+Xfa3+GWSosP8tafAr2qV5o1GWX6QLZJ0Y+8MrRlcXMHeLjqu9/rt5ABd2jpWLRds0h8LFn87rm6QNCpYOpAW+7jt4v+tLPRroEaHS/NjovT6TwXXH+zLByeNeFBKoTEJev0yRG9XhemlfLTKfaRGOnXUEI9uGvqomCa1/1kDThdS2KBAbRg+S4OPXteBWGnTlwh9ufhAIdEV5P31nD6GVNCTl1sV1C1ILTf11I4DA9Rl0EnjZE+lD+ctirUUlSQVXXTpH9oz21laHyN5JIbJOS2Ys+3aZVUaN0y11qzWjTS1X4vFInOsEWtbssRR8+Z9+Ie6EhPNmt+6p9b+ZCjJrvALV70tWzT3yD51XPi7jjm7qPGtx5r/ywE1/XWyyo0ZLHu3T6rj4KvLnmmJ0DOkD2el6ZGSwR5XV7b2J+T8+pJybPxJo2+tl8ls0qxHu2Qb7K95aw9oyS1HeQZadOielHyvlxS5wqhrl1Hfn3Y6uL/udByhKw0WGjs+uejqslOKjpdWdqui+KmjJUlr1jhr9+7PkgZIitXoU2vlHnZdO5+t19YnrorzC9ONBhMkByPBW6ZE6ep+I4HX2yCZMzvY6tImixI3S1K0wUbZq5uUXElSWUndjetqNuvd6K3S5AnS40cyW6Sod5J0UcY81EHf4kqSypY7qbculyQdN67PmwdSWIBkscjtzUDFRQZL2i0jWVcyAlA9JfNxycdWioqTYn6QcI6MlS5EyTRhht6tPC6dOCMll5WUT4qKU8oLd/X+3VYplqK69SReCoyVAtO4iv4Mi40Ll+QnJSRJwaGSk5PiAyPlf7eh5OWit5PX69L+d1IaTU9QhFSi/G1FRpq06q6Tjr321Jm5azX9tK0htZWQKL18K31NC9ht2aJ4py+qW/e25GqW2odp8fDeut6rmyxDWivoyy3pwH7dP+2iGOfv7+LfZX/bFC8gMIa48tY8SsvNzGn1XbYIoMvoDUzc9o69vzfn54hCjD83jpStFsqYPmMf0J0r2ydy59Bc3hSEfanQY2skd+9up2PlIiTExvHi6h3yFS3E+lzQOdTE4Y6zSE1NZf3CS/zRcTZXdh1h8vrTJIWsI1/2zKQ//hDrC09oRAnmlt3PCM8Z1NpZkSEh28mdswANbUfxNss58vlZk1y2HOl+n8KXoFgOx0Sx4UY9PMyluLq+M9efuXCtyTKiU5Pp0nUFN44ZyFuaw7tOVtxO/EhgClSb1AMA7zO2JIUZCb6/u5ylxYsb2EZ9wRtDdqlfi5ZsHT2RwLh4gtNwT1YLrbB+lI2tvKD79Pz88ssP7nPaMUeOePEosBV3Bo0nIRVeHFhP/QypLOk3hNzZsjNh5QJyRYUyvsEIqjQZys8NGvPA8T393G3pXrqEUckGqPnrn0rH9SH5DW/qliK6Xm2SU83cvHmPiw4ufPYHMlqTvV99FneqTulCVgxrBxn2xfDyQzESTPC4UjBDq77kU3A0JMTzImY4hX5JxJwvN3yy413yGk5/vUKOLLmYd8WZW2etifUI5vfPVRibszwQDwxkr8ssyn4ojXVYd2TKT9Z3z+iy+DXUSHP0bZKgYxvIVB1KLgQgtlRZsreyItNUgNK4pBuP19z6kKEDnXYvZvtTYzXPytqa2nsnw6qVpEZ7cuJRMgH5pmC4N17ANOABPiGGZsBnt8LUqXwePF9BzGeo2wbyGqkoFQonkzVXLkgeDs+fpd2c4dhN+InAJw8gWygkmgy+ciDsjQPPh++F5MzYtGpNpl6/QM9ukOEI8Boi40hfKictd+4j8Mgx6m2wJrpbDObU5cBZ2LgW2gyENYuACxDoh/2lD1jOnSPeKwTvE0Mhc2HqTOlPj5G1gdZ8HtSVOosasbD1VXIF2NBmT0HK58tOm+QYFuetbKC0L1+AE/vBlIZZmTKFLJXLcHDbWcjVAVo4kZi/GOH58vKy2QCOTd8Ldra4uW/B0d8L/Cbzdwp3/m1TvP3bj+Dn48/SdfP+0+PuH1vM27uHKFZlMtmyNOKniY05k2SFy4j8NGw1kC6j1mOdYsONl/Y8DdlO8zwrufkkA3WtjxDs48+bgDo065cbh0+xFHS9i8uO3eTLkI48M6bjsmQlR4tmxenmXRIiYsjWozu5smbE5c0+nqRuo8a9AbjNqkix2XZM2/EHNplsmHSlDpMK72fje1f4dQAbc0E2K+g1ZSKjn5clz+pm7L9xlG1/rCJjlv8gtZMCbICKKddJ170ZlyvmImzodipO7kD+xhV4Wq4YGyb8Tv4ypQl3fk2FosWpWqIk265f5uj02VQunpYq0AcShsWx0m00hbYE8rD4OJYujSc+vCiN93WimMtlSjztgm0ZG56ZoHnG702IiImh3NjB5Muei9O/z6dcmQrcS0ylfbpErKwycNs1iN61jAEqNTWVpKRUsmRJ+3LMgMvNIX8XCPJ6yv0727gAvOxzjpeuEJ0gxndOx+13kC/WjwZ1j3DLri3tLh2l1JUOlB+RjfgWftjdeI9VNTsYFQN2h2B9NTi3BOhHTHRHnrUZxk9vN/6HJyEG8IT3tSDjI9gfR7m+YTiXvYKyPycmoRwF0neGHBcxFHJXAzGs3bGBG1FduTJ9NxZXf9a75aJoqBuDrpUg1z1noD3BkZA/pwdWVtlJTslDQnIqubLY4OyTStWSKyBmGrjYQvbcfMlfkRefLHTAnyKFM0GFCrwdsIyy84uSq2omSF0M4dcguh2p6W2heHF23uvOpM4lgB3EPHUmXfH8ZC+xDiIKQ/rRkGJh1bvfyZU6hwm1i8BNC7SNg2J5wboh9hdrkXy1ElnyFqLKvB5YZ87A23EHyFerBMVHJ2OTvRocfgEDP0GG5UAmGDWMnz6XZJB/LP09vl/L6Cs7eXErD5d7+DOyzCT6nB/FkWojaNWtNZink5o+C4fKxlO55jyarE9hyTpnwuPEthMdwC8UDu2EWjWJyTuRTQe2sfgnCxMf3iUl2cSeNh2h/0BDg+/BGhi7jbeXHKg7C2DIf2dY+P/a/rZUlxZtmvL88UteX1tPlcuDsW6cHXOHBLL55CPuTSjZphuulefFJ2Qtlh93148khO6jZvtDqGRTctf5iehQHxKiIsiUKQc/tW1AphNliccam5yFGDl7Nn6fPVlX+xE/tQzG5XYmBm1aw9qSRgZ6yLolJBbOy4orb8l95QPVShfGNWt2fEZPJrBOf5Z3Pc0Z752k9nmPY6t2JNrYYAM0rNWZIhlL0WfPAaoN60PjoHRUe3Ec2zKJNPm5Fb+UzcHerdv/eadTAROc+SmVbPtTKbcZODkJgLiEBLrWqU3/8mVZ0PknivcwglU+wUGYU1K+D04AZyEhNBbfe4Es/HyfPvbu2JTKSOO273jzNpk3cR35ktuGUaPsWLu2FmQ0RqhWc42E4iJ58iHAwduTF5+cyWhjQ4+nj9g4fj5HXnt9G6A2bXLj3r0gbt82Mt+T14NXSCLOnyIZX64Odwr+hnfPWmSxgcuvzpFvewH2ettB6d/peGkuH7M6sTBfbsqu6cSOcjlp432Ba1U+sDbTLObscYVR08HtM5jOYhDJQf3PB3h4qhIMGwRbdkDOP1HLOYBakGQL9+1h42wc3zwj41MP3Bo8IeTCVWJiz1JuQRbgCJAN2M+MsfPpG+1N+uBIHg3axrBbc8ifZwu5xpYDlgPg/MSJQiV38Xz5PWJ77sIpJoHtXSvgkz0rpYIWkX7RJDKNGwoVa7L9zEXynHlIkf4tMcXmxj1TBYpNqk+OSo+AqvBuP+z/Axot541NCFYpJ6lXoxZe70ry8e462oycxLHXmRlfejLktzLikrmyMejQdl60sePghc2MaLQBsmYkfKEfWfvX5+6GR0wYVZk83XuAVTrIkol6ZR7gGpgRm+zi6tx7JNt60bvFYSiThq/bf5irlkI8m9CfPy6+ZE7PxiQlQ8qLV0T2/Z3ZtZoT9NmbqeWaElnJeM0vvV5Oo/yJDP+Sl7CQKPD9ysw5dUjOlhZjkwwJqmpVSVranZHLOxEeFkL55x+JzhwNAQHGcW3aw9kzUKwyX3NaUTm2Ilmy/9djwv/I/q65493rDzRu4FTFR4fKkmiW4/KLejl6r2Qn3cq+WBF2vlJH6WLNqbowZbQe1lyn3e2b6vHp1YqZ+13d4t2ck7rTark+77mvPX5Sy7lSKy+jzEXBOqUPfyGIu9N8iWx7n5Q50Qh4PfocpOA1idrbeKfK5/9D1/ef1NmY14pSojydXNXnVUH1fD5fsWl1jHxTQo+f3tSeXtU02S9WUwOjVHTrQPmHSW/e2GvLlvX/Zd8v7xmrUsvTYlO7jb+kpbH6sN9Yir35xk6fv/qqyNA+eubkqAm7tkiSeq1eol+3r9TxR/clSZ12PdLd4vn1oOsaOd2313Rd+34Si3S4goei05RtzGaz2sz7TcWH99OxB3dVZ+pYPXB4pxuvX/3rhjpJUqCkwtIBqfdHaalbmIYef6mWh8Zp1JbJ3481SQnXkmVZ2FiWsBzyDA1Qv49rJNXXGZ9tOl9sgt6+s9fMc7ulnje+/+7kccnXV7feSC8/SdI8XXfdoTMbl8nvuZNW7QnRpfEXlNKtq6KHDZYiI6UP72VrG6Ly5a9J6ixDfUE6cl/yCQmWZNFTJ2n3TenSy++nOjh+sg5Nmpq2dVjSVknBUtI5JcbH6tP5QtLLY5L3J9l7OWrLo5MK3/JGIY9+N37y6bUs7+z0poXR75Ao6cZrSeolaZWk+kZTon9UMImUJLle+U3+r/JJaqZjDxOkeHvJO/A7BkpSqI+vPO8+1pXy05QUdUF+w8/p69b3en/jluIiIw24gN8TSfEKd7koJW+WtFVffXx06Hyo5Jb2kPpIGhWl228e6eq7MN26ZkieR8aaFdF/qPyDjWf/472bGtCpjvY7GPfDL0SyjJJ0SlJiOWl5KwN/4xko7d8jHTnyD0IN7ocfy27+Se3fv1uWSeN1c/44PTm8xcBLuQdIAeGSf6ARE/wb7G8boK6dv6nNq/45o+Y3i5TOrBmghd0yyWw2648hJTS/q7XO9xshu9v7NLt7JXXu/Ehfb77Xl/0PNT5C2hLwZ1BXClKM1iT66JfQv1Z7qtoODX4boOPbpYDTJ/W41FZtmjhHb1966OymPdoX9VRB8bFa0nmsXoc4yC7SSQt7j5TZbFFTxwva47hELWdPUpUAaVCYdOTjHZ10vv/f7rvtSVvNrDPf2PA0/lxG3dLLPnslSbWmjJGLj7cSzSZ90ffGz3+7WUOuLtCQr0d07pnB5W0KD1dSGpDIYpGu/BBzVdqzFBodqdNPHspisShLbwOvdOSBgZmad/SA1kfe19LX55Wz78/af/emmv4+1QDL9pMBelSs9FC69ilKv1sMvJnZbNKbd25y+/r9dKGmREX9sVwyFVB4TGX9PmGxpM86ofdKTGqjggVPSknNjZj0g79ek/ikP0kaH2jx4yHqduOdQqYv0N4Be+S6575M0fGaVa6yUlOz6K9UjX0lhcpslg7ciTB2nZR8X0qX5g/UlmXtvwF/NWSATO6eOn5+pOYsyK+TF6pJ0Zel3e0l2UqqIpMpXlfuzDOO93KRnlySImca2y72cnYKV+Wyh6U7t1X3cL20Nphk6G/dN65ZvHTtqGSJaCAN7i1JCrF109fbI9Pae1Ayl5SiYr6/8HGJUoJJlqhe2nxtjfbbDpBU5Xs3jx02WEpTuki6r9NPYhSX8MMHSZIGSvqU1p6IFpL6yWIprKh2XlJcohzv3lfXno3V9dxcffSSzr9I1pgb63TmqfTeQ4o1pQFRR0hy3aQ3vidVb/1t6eNUadYMA9+0aYP0UyfJ9qUUHCmNGi4Pjy8aNWqwPr+205YmvTShQHGjHotFUlEtzjJZ/Rsc0d9hf9sAFRsTq4HdRv3L8vFzP6jK2DfycXmlhT/baHGPrFrWO4/md7XWoQWddXBBJy3rU0DBnomSWeo41rh/khRslqJjJT2SmjX7Dk1utPG2eh14qo8v7BUcGS3TMcln1zZ9WXJIknT9h5c7YLejLpbYoK4druj4mm0au6qBBm1qpeZXu2nFy43atOmTHp9dqoUXz6rF3q266Pb0v9Vvi8Uis8msiI++//yAgVKTWVP0wOGd5t06pnkx178V+Xt80eRZUzXn+mGN3b5RsfHxuv3eSesinnzrd7cFa7Vj8PC/VHnNzla9Vi1Rz1WLteDYAVWbOFJ3373W4A2rVXxYP5WfMdwQlPDxUu/VS5V34C86Ey/ZJUnSvm/1TIqQdsQkyzFtIeuTb5xCoyfqwskrRvmXlxrv8khSvFq9X6UPVw3vzBQdr5hFl3Vttqe+rOihHVt3KmboJF0sM1X6+lXtn99RyyUXf0AcT9afq2XBMYkymc1y6ReV9vLVl9RYe0d2lu/Had87ObSzLOZi0pSvchx9T19ul9Vv8wpq5OzsGjdjp77efC/pmBy9xiskzF0Pn26X46cbxpf91Mlv1SQkRuvQmYH/9Na8+SLdf39R8X5FlbhqtSyWP9ubBojU6W/HxvWSZLn4/aH80aKjpTd7v22aImMVdOGlFPBBTm9G6P6JO0oZ0U+KevH9N+vWSQNNMkbf3yX/C5J6y2yWdl5P1cP2y6WZ041VQd9gKd7w5BNiKmjf4AHSzXtyc41WmR2jlP6PbjKZpfDYQbr6uYgkKTxGqrH7d932tDcQ+JIsts/lGRItWZpIzu7GgBMfL31yNjT/ImOl92/l6+mhESMGysXlr9pSH9856fbB8zKbLYqM/Ct19L/L/rZVvGzZs7HjyIZ/Wd47zpFR1eMoUbkhYze+JL21DUkZRNMe0ym3fCcf2lQmZ55CuI3cDqfh9m6wTouYrYiDE/7AVejT53vAt3/FfAxrWJpqTepTIFcObAZBlkGj+NC9DXGpsCPu+/kLjqxMg/M9adioEGWrVyFdeTBlacyqqLHMrzKd7q19MO85R3Hrmqxp788vFZr/l32+4/WaqgdHYG1jTe5qxf/pMQk/h9G/RWucw4JwnGZNV7+y38ps8uXDXKkst+7asnb4GB7/7si0Xi+p9EcZAApYw5Xls5iw8SCkkZWmpqYyftcWKhcvwfB2Hdl39xYZ0qenz9oVPHX+yJPVG3k8by2RbaNJPZTKW7vPTOrcnbMvnhIZFUNC4K5v59+WG9Kny8DNBANLVql4OvLlyIjzm2cEutvz6Mkejj07yKBr73hQYzY1f24IwOVHdnx878vLL25cvvkrjcJ7knnuZCOmsXU83bJfZq7dZ7xOvwTg0L2tJCS1Bz4xc/5INixazxT/A4TnWgnYA7up2LwPeYq9xkiGTYXdLlhZr4UORSmzth4XXy/E5f1qti1OYljJrMS6BwGDqO7YhPwp2Wh98BW5Phfk2pQrPKycttIaHk7mVGuG9TEokb2CMLA/fgYFS7G8UL1UKR4G7OFwrTlYWVlTqdJ1nt6cg9/1+oDvt2uV9Txg9cv3h/JPS02Fs2fhj5tcs4NA9xjShcXice0DFJ5FTFQrjt/LgbYcAtX4/rtfB0OvFKAMPEuFF8nAOaxNSYyvEUa+llWhew9gEGR04kKr7Jz9aRuZs89h1NHqEHGH0Hgz936ZwKjK8VhZBZEn2wq8Yxay6NkhsmWGU53XEOBUjaRbt4BTWN3YSul0Jvi4A/ZsASsr4q2y8MaqCmSwNqTQrdLjt9RYLf3GqslOYCJhF5/j+cc9rrn4kyuXzb94K/4f7W8Z9tJs1+z9urn8r7I09YIkk0UKefVFMe5GrOm94wvNm1BXi27PVKdOjzRp+B65vbmj9SPLKzH+H/WbYiODtaJvfkmGx3Jn2059ev1ea0ZOlySZL5u1qPVojS9cUs89QtR770N9dffSp9fvdX3/8W/1eF5/pacL98o15pXGTC2pTeMX6uH8d5o1YY+8HO/J69IxJZvHSPrlv+yrKTZRO8r9AATykPTwPxwTGakjRfOo8+I5GuR4QAOHrf5Wlrt/d+25dV0NTsz9/oNVkue7WJnN/0TA8QdrMXuqKo4bpqazJqvkiAE6++yJ3L9+Vf6BPdVp0WwtPXVUe69eV8Uew7Rq/XG99/iiVy4u8r/zTBEOhRVkTmvrdOlYnPQ5WtqZ/FpvEvy15r6z3jvc1bZr61Rx3xDt97DXbdc4xSdJcl4qxX5S7TdXdcKlmk49/lUex9Ny7wIlXTX+3eznrNS2qbpYapxiPN0VGStJr+V8ZI8+9K+nX0/PV3en65Ldw2/YJqMCi6TmkkpIKidpsQw5KXddt09QeMz3a/Ds2AljqrdssRQeLsXUV4z3Hvk8aK9ji2fLw7uzghzbKsKhp3xCjLy9E4+kxKAYKfZnberVT4mxkdLeXjJb1km6JulnXZp9Q/sPBurt72lemLf3NyHMf2qWGdIrT2likhK9wpSUaJEsFvmHWHTsvKSh0nNn6bF9khQZq4AIyfnpZ715eEAyl5ZX0AG5fTViYucXLZM5Iuabl2ax1Nbnc/X04kqA3nX31LLqr2RMXW9KUROl2CeSTOq7pae+vq0si0W68O6OnEJKy9l3vl4+9JFnu0Ey2bWVLGXk5dVPrx7sMDBVUVFScKQiwk26//6H/pjNsnT/SaOHDZA52lAknlIij944rNL+OaUV659XLzxWyMjZ/Pfb30q30qVaBxrl+o4ubuIWScOWNbCxgvwNyxFXsiBH4uGZbykcmu6kqmMgLfMNpHreY+QtUpbf9n/G4fEJQv2MzP6Tq37F/elDAlt9ZELGNwAkxcXx9up1StSqQd5CBfj4wh5zJhOxGeLJ/WQ5RwJDmVYwmbvHzpOaNZnUfCbioqJxfvkGp4cPOeq6iHWf+7Fi4jOmbV5GobFF6ZqlFplzVCJDk65EJm4BLvIlwo+2p2YwadJoAO7du01S0ndKFZtsmXB7/sf3znvzjZ312zG5cjHkazg3l6ym0sf0lH/znVY27PhFShcsyIBsP9BWzIUlmz9iZxcOQP91K3jn8YWiw/oafU82OEFW/z6RaiVLs3LwSLaMmcCuW1cpW7QovZu2pHDevHzwdOd+vta0KNeOV/16MnLbekJ2RJHLvi7nAhbSLRxC6gNj4LUZLJnh1wyVyR1pxRa7JbSd8JHAExmZ+L4Ukc6JBEQcwMUXEo7c4VP/q5ydmJ07mspE/zyUGWiIip5y9eD4Bw/gEneiAog6+5ZfvEw8jt/F8XdupMTUYkOd8kSN7UXRYlmofd4FMiwAH++0zvcGFgKhGLzkX4AlYD4LX69RrcQQsmYECAMq4nB7OrFhgbBwCeTJA9kLk71kLkq0GU/eLzX58ngUOSveJ2e1B2TMMIUh11dRp3oxZtw9weyDFanU3BfrTO5gnYS1VSSkboD4LNSpG8FPpcOps2YxTt6JeNi7wIf3QALchpR7KTjeuf3tlgVGZcWnTBbYmoFMRXKSMZMV0etTyOcSSpdKGwkYsJymr/ZR+NpaarZ8RmA4bJyxCmdHP/j6nAI5u1EwZz7ueZfC39kFxcSBtTVJyeDg1QIKzSEoTwEqnS5JvwuVgcbca21P2OepYN0IfCJZkm40o5+14Y9Xp1BSa75EdmbcRk+2no3nyZf0XD6RCVavYs2aoTgetQEfX2M11caa3DmsaFsLMBWD1DCwtia5VGks6SDdlm2wdTtbfL6QP29HCluXJFuBIJqUGYzBw/7vt7+VUbPEoOKMHzSNBd1nUbR4UdaVyk1TV8dv5cEWeJgINfJkpH9UAfrMOs7WCTWICvEjY+bsHJjTliDHj5Q2tyXX1VME/Dyf4k/K8aH4CSL7edGAUVhlykLxlTuoGAIzIqPx/PiJ6uMasKDWZgL9/Bhx9THmUb0Y3q0jVwI24lfVBSfXOjy+84yqrQrQPGUSA2rPZrXVEypOnky7X6ex49UmCgYWxa1Gc3KXKc/YpmUZe+U+cRlj2L59PwBfvnymTp16ZMr0nVZlS8EM3zvfxvjba+vOC89QmrKW8qVb0bqpARpsU6ceqbsOERaXxN0sn+hpVZ2Q6GgSTMagFxUXR5I5mU6dCnPe8TL5SnWiUrESVClekt9/6UPNKWPwCQkma6ZMDDs8guNz5hERHkW/dSv4EmgsB+8cPwWAPbeu88eldVz+OIQhF/YzKfFnfs7YmK/jQrm7PwS7TgYfeURh2PKNqywrlxZP5/ovHSns2pe4xGByDB3BsC+J+Id4knw0D/mnL2XHT6UwH/Ng39YWpPb8Dijt+eUR5j5tgUXcrHYE+BVwIGemBB4fcKZ1OnuWZapO0d1zqBxSkbPvx0LtXIChWsLZ53AX2F8ByIMxvSoBDhuIXRdMyTPT0s50ECjOxOP9gcIQtBlML6BkWg5dDFRpdxKXsq2IjU8lf+5fKZirLT+VtWL4sQp0rZyZTOlzE2L3hqSICWS7eQGGz4PUgZAYR+GmCUQm54TYHrwPOszJ5DhujZgMqfkhy1nCYp9je24XNTpugs1DSe2SQG4rE6l5rbDauRkKFmR/7Tp8/hrDcpsUSCgAbdtToUhbnoz/iJN3XZa1KE2R8fPA2oosVlbALN46FcX9QwRPd9jSdkYbMm3KTPpWmzFXBetA8DtlYt17W+5VOcKbdcnkqvEQbGZDsVHsrDwXq6js3Pd5TVK2ytRI3UBM5dmcHFOZlJSDWCeawOEDs3ftwSEsCSJqwtGj0NwaeGdgvda1h0GBUDUfmXLmJH1sJAdiczOmlhus6kGJeU8pUbiXkfJCibS/f7/97ZS/hU2FcJjrTPyCRJpWKvfXwnQQmgpRXrnJdGgGDDzClJ2OrOibD4AQX2cqtu/K59c3aW4F5crV4nNGSCxfjdBoWy5EwShzAifeeuNXvxSHC+TDKk3m+mhqRl7Zf6Gouzt2+RwJbPOQ/g8NeeyzheH16yj8PafR8lg7tkfbUzlnAu6DTRx1yI2rdR/yNL1MuZZHWFLlNs933KFhVBb+mL2ThIR4Tp06zoQJU/7Tfndx82WJ7216NBpCo5J5KZVjF5ky5iImKZkcmWxoXKkqqalw1z2KN0QSevMDvfP4UnTIcB58eMcjx/cERUexf/JvPNuVgBXpWNx/CKUXnyP88xlSkhPYMHIcvRo3Y8H2w4wxf6BumXJ4hwaTvXyev7SlWYnmDHJI4N0IN6xfOnO/VBTpq6endUpNzs9ZTHRICD0yZyM1axZyzTlPxKqe/O5oxbushWmTrxaFumbjSsYo7uyrR7vBlTnmEUmZCZ8YlncQtj7emO4epYbPCUgxctluXffnsrcTI3rvoSFPgDpYP1vK7jJfGVWuEnl/z0iePLmIuRHG/J+Ps/KaG5MmVSMlwRbrLJ+AQDzNFtK57KP0I39o/TPQAAggqYQnd55uoNnjSRRqVRnIDvzGNxbD4BvwvgUMS+v8hhRK1rpGySI14cJ5GLWP9+/DGdE8lHmnWjC3YSxWufy4H9OClNTxcO5X4DNYH4ME+PoKcnccAlnsKZxxFbcGjoeewNpH8Pw6hRrZMu5wEGffB9KnExT1X0ti3RT23YGxfQdAdBK/VZoET0pC0dlQPLPBshnlQC4u0KxACm5jZmIJe036IkeA3eATzJwqPXgw24U6tXNBjsyw0pq8UbfIk30hVUq8YfPwaZRuWJx3ffwIDLxBPpvTjLh5h+IR09jw8A0Z9nYA62jikoYTGP6eN0e2YGu7i9Uu+Zn+x0Pa5BxB0TpeROcrBTWrQaA32DSBTM3AKjMs3UtKUAQrfT6wOCQE0qXDnc/w8xbomMbmd/8ulCgMXTdiJB3+++1vZ9RctGcO8ZUTMCWZ/qGsljXctIPlJ6woWqYKX8ww6+YparYewJk1/UmIjcD/sz1Zc+Yn95sLNI/y4MFjHzwjCmOTasF6wxWKS9wa1wqAPjPG0nFIbwDq2NvSzM8DW794igyJJ9PvHXC68ZmNccmcSwDPnxuzZfI7so5vSHTOYAJM7/mY+Stx7S3k3tKDZePPsaSK4bqbP3qT7d1rbKxtsLJKT44/s9r/E5tZsgQN2o+hQPZMZH/6CY/Vj7GxyUTpZdcAH6RyvHV3pUO5XIxIrs39205UO32EXTevMnbnJk48e8T+yb8REB7GVTtbEpOTufTyOet+qsSF3+fQpkYttl6/xO9H9hOXmIj9Z1cCIyM4PHUW5rBEXnxyIiImhjI9OvJwcFsaZ2xK/ZvnWV+sFGuHj+aDvzuOm28QFxnIgXEjcdixA1mXJ+qPAlhZWVH6K1xfu5SyDepCny907/6MXxqZqOnpwPvh+3js8hnXpCfkLlqUKb83IvyGN0GNnfFJiuOBrwculgyUTx6L4f14kyGdFZcjvzLD4zWDkp7Q2t+bAXGh7KktIJWvNwtxv+16ki1T2BO4hjIDRxN7azqd8y/ha1QmohJ8gXFkKtCKqnO6k87qLAY3RgaIzcipjd6cPPkOcvpDiYUQHU3qvr2EzgSi20PmXJAvH+/nniLLy7fM/r0y3SwBWK1aBOyn3bhT5LpxjNCA23iHBLP/DkS5Q3FfyJb1KKR3xZzak7fux+DwcShXD4ZMgmZ3IdWaP+5/wiNnKonbrcicw4axnYHChaBCCWAbhDeHZAtBWfMbjBw5skD0YPDIgndcJuJyFudPXTsyWEN6b9r+FEXuwrlg3izw8qGo1VMyZzQD22m2axw9Fk5l//6FXL7qC4wl94dfsJv1CL+2bcDaAuQlW6azlC/aHutfXlI830PO7ShLc49HxGfLR7pJvxFz0wJZM0OvX6FoUchUwkhOtslAXO4suCXGkLpjN7ny5GXo0JHERUQwqUwlSEiAatWheBlg1P9gZPjv2d+W6vLfsihgNiTvgl8iYOfvcHR5JJMzxPLJ/jrB3h9xty5AoKUM5Z+tIco6GoAZBz2wscnEl/0PKTusBV8OPqblvRd8PbUQa2srXIOiGHLsJUe6NqFy5ZxcbLKAm1sbkym2KJ1aZqNuajnWOdYjn18ljtkMpX66r5QqfpL0RbuxONdkAC7hREas6UIlAPw/v6RwufpYWf3gdCaYIUsG/iuLdPIj3jeMYl1qf9vn+vUJgzac5s2mXdyOcmLZtgOUz16MEqUaEhvqyJlHj3FavpfaK8fje/AURx7c4cTjB+TPlYsTv82j7YJZZLbJQILJRLF8+Xnl9om6ZcuzZMBQPnp5ceHlU7yDg3DydKdHQiJ7Dl3BemAG1k18y9EHx3HevJPHP62lxoGfifB3oVLjvgRyia1xGene14rR6W7z8fpmwmMge6ZbhA0szdDcvtza3ozdzz24vOkd7l0uMLVCA0Y65CamUhPC7T3IPacT+4K+sNwtiOXDR3F1WnPmjFjGhdBAHOMjKZspG/ksybjev8Fvpvb8cqML6V6kYHhI74B6XA+/Qde8xUlISeGDhzu7X0dSpVAO5rQLxXBfIoDxwEo4mQeS4MGtIKL6menVq7ihvzkzisS3C3AIrUCj5VNITfXCyqo0Ecevku3RVWwO7P/HG7VzHR5dYth7dCj1ipehV6AVQWO74he2noYVK5GcAlZWLwiNLkvhrPnANwQK5wb336HmE+6+c6TmayjoEgVb+kP8Rcic0ZgGRcZBeitOvc9Cu1oGNTmfga97uZTvA7/U2PkfGuOBob2+nC/z95GcvQBVZ12E9LUhoTMPdt6g9YxpzPF+R+Wk9AwvVI6UHFlJSkohW6ZGENsBcv8B7AL8INkOXlWEp0VYmKkcNTc8ofefK7ipqfD8BVSrCQtmwc498NrOkKMqnJfESzPZaJ+B2cvXYN3HmrjyYWRr1AT8hsOYV5Dpyn/5DvxP7X9NNOGfWi5gD9hYwaisUHIatM+XmyaW4oT5fsLh0QmOvI+isMMxHH6aTsndfmTImJUNww11j/Kj2mBlbU3oEzdezByIZ1rMP85sIdDFRN26d3B8bkfc2HScnWDmxekUWrrkp7A1THl1kuqju9O0TkWyFVxDgzzd+FnlvzWtLkWpnUZV4Uggnxxu8Ondk+9tv+YG+97Dfc//spu5qxXnWXRudu78wgPcWccTKhVryZtNxgPyW6g1GSuUYcngsbhFwfrhYyBdVhKPWvNstZEiMvfoAfZPnsGJ34zcxidODsQnmnjm/JHwlpmJS0zEkprK0Yf36N2sBRGxsSSnpDD+518YWTw/R20vUyj3QMiel7Fd+2F9ypp25ebR/vRXHDM1AqAwv7D6XBcs2SvTfIyhs/fMGbz9O5M7sRzvXGO49yCK4w8/0Li8L/PDWxJosiXHjImE1iiKY6d6lMiUjeWlatNlki9TfqnF7iFBRJoncjXcjy55CvPGEkj+bC8p0MqK57zmWp4VxN9Ngeu9gbWA6JrXgGg8qDmXmhl8OTqoMXPaVYWEBrR8uJUzt85j5BX1hqhIaARtz7WmV6+bQHG4FAZNc5FucEMKudqSfLcVzzx/YeeJz+Rx6IbNxqWkpiYbYg7tv9+n2vuqkCNrDj688KNi/RT21oS82WfTsOIgwHAsrK3KE5vwG6nW1lCuiOF9bJ4PHKRsaX/qp/aDvBvgXj5I2AaWiaQkPuHWNW8Sz56lf8u0wQmgQgC0Wco9t6akpn4XiTWsLEaqTl4+Vu1AxvpVIP0SY19EY87OX0KIlxdry9RjeLlqzHh0juSkUD7NOwl0hdSZafX48XRSBKsPe7I/G9C5Pcsn9UwbnHyAXiT7B5G0bgMIGDQEr3GzuLzpAj7XRvJiyK9krvAYv5Bgjh07BK0h28x88MsAaLAXHPJDwing5X/5HvxP7P/WgwJemGBDLJzPk0pccgrD4mwokPMRKzI0oE+QDQVSU1ka8JBMtTpT0AoSQ304tvRnpux0/Ie66gem8rrw9zG309NQKu1dijnqAiM23qBglkp4Nn9IM48uWKVYEdg1gcJ3jdy9Z2FnyGdTjMo5mn77/dWAzSSnJmJdrBvWbjGEelSkdMRq6nSeQg67JPhiMBIwvs43qWiAmmtvsbxLdbpVK0YSKcyOshDidZfW3uUZ80slUkjF+odvw/7uD+lfrjFZN2Sm6siBnFm4gu2ZClOnT0tse/aid9PmTNm7A3NKCqdmzqdB+YosPXWMex/e4uTnzb7Gtcj9yJ4x+fPRr3krpnXrRbuFs+jbrDW7b1/jSJflODQMILsplbY5KlGxqDEAdOjwiP79SzJ8eJkfrmIKyalXiKcXua0wwjtDgR8gOwDv7D4QN9idTDMK02BcUw69ecHHwDgmtmvMqRAvKr3Oxet8txjRoDszvVyoljkX+TLYkD5dep6/CKb1l4K8aPUFJSSQ07kkyVXFwQ5mXBNmkM/alnw2NsR61ic1MhKL5yryVK0OmzfysG1PlPKBtgPPpDWuP1+/phAVFUW1YvfB8SO0yAYYvOVcu8rT5Nz45q7EoHrZQdUhZwRJyYXwD69F2cwnjA8l8PBhEG3aFGJLtVpMHdyH1Fm5sVr3FUq6Q78zhvM2F6hfF6iO4eGAoaySAZhLXHIC2UaOhH1lIdNHICef97XH/XkyNbqX5dzxXUy/eCbtd25AVqAYwZFQMHfa7pGQ1COBTD9nAZJx8bWhbCHIaAN8DYYcvpAjB94f4ihVqx/wBVuvruROnYD3ijA6H3oIbAbmc76lAzFeJekwqAgFZtpjs7gkLN0M2XJAwFcodZ3ABy0JXr2fWve3APBh8kZeRGdk/OGxpMQkcv3hba5fv0yuXLnZWL8xtGpjKBJPmwRZs8NYE5RoCPT9h3fy/9n+FvDCf8PC/D9JMlKBtiU7atCrV8o9/prc3b+DWzxNUrxFinTx041683Rt1xRtGl1Jzy5skCT1CJXsk6TJ599oyDFb1Ry0XKYfcoLckqVEi7Q/7pkuyUnbpi+U+Qfkb/HFx7TBxci7uvh1rV6EXtAO9zFyj32rsW/L623EbblEP/92vIOXFGBKwyQlmaVdr6XNdpJT8F/6lmj6fo6n8tTweFeFpvy1/5ZHFnn1+aTj5/00+GGUbi96qAJ9+6lL7uqyWCxaEXdXW9Ya2JINl85p900Dzd11yTwVGd1XrRfPVLv5M8XPbSVJ+Qb1VK7Va9R5yVyN37lZRYf2VbVJo1R65ECNafBIYxc9UdsNc1V1wgjdeP1Kc4/sl79/vILDoxQYHmZQ80qS/HQpaIlGhBvIdT2VlAZFs/fz0frHbyRJcx7v1eKtC7X86QlZYi0KjJMCYk/oUfAdLfQ6qzg3Z83dMklSeV14Lq3wcFS+h6dUbc813Zjtp5Hrnmu6u520X4r2Mmns6b1qv2uJBrjMlXu8kb82/OBlHZ/nodcx39OB7roG6OQbL1V+fcnY/9M+HV54V4sXH5OSGkuHP+voq086fmGUFBoixccrNsGkmPgBksZKqiTplpJjRyopabuOPjBS4AzrIClU1zdsltRS0hANaLhe/vcqGsWTxkvhjyQd1umnDrLzeKH6q7tJei+DS0oa0X2YXp0/J6mLpLeS2V96Ln32l167eSnEK9sPT0EZScazc/SBQR8lSR4u0tz6rWR3fpGk1opw8NbUtSfkEthPslgUGCEFhDfXjsEl5Ody+FttV99GqsfOtBQVSZrRUlGndkuWUOnRaH2YmZaO8kXSeZPBK+78V3T4P7PIyEhNnDhKp04dkxbOk4YMMGiPF8yVzjSWNv3X+an/U/s/meK5v7nKu9vbSYqPxNoKumQoQqMCxeirzDwZsZJzE5dCf7gSCDOjQRJRzl95VXEgUb9dJVNWw0eemRKA7Yw6bOxemwP9GjJsZG8en7/Btb3HOXDAg8wZolgQcZ4PPXZxcmUA5WtXx/oH5O+m0gmYbqQjlDh+KTqLJvl6UjZbHXLbFOLVo1VsdJ1AySzf1SoeBMLgKCvCw8M4c/k0DKlhTJLfBP2lf5lsrOECsPQ9Jcz7SEis+BflX78UOFHDRNTqZsy9+prsjtdwPD2Bk6kZ6bPpMikpKZgu+3M6BPqsWc4z549kzGBDjr4/07tZC5ZsnsrIsb147fGZ9FZWXH75nORUUaFJeyZ06UaFIsZyv394GNO792KPXStmds1M+eBdPF+5hWfOTkTExVKkSBa23LjAoiF98Xy7BoDk5EKcrNGWA1mgYzikNsUgDgA2291ku/0jADqWro+7xYkSTnexjE+Ft/t55reGfXZ3WFZqOStubWZGjxOAiQpF4WlcIOVyZmd39wbManiNzn5+5EifgU65L5Dh41ECTKX5LfNwKmRx5Q+7C1xYupKbWb/SrV9XdgYswxRRCchB+4rZ6V+3FPertqNK8HC8S/1MZN32dOxbEDJ2I65vSa4dvU4WsxWsvELiBH/SxX0mexZ/ouJ2c+rpdaAT50pZU650EVpWg0zfQNA9gftU6j8AR69ZwBGKtmhDoTYuRvHIUZBnOPCENjU20SB1Ak8yNAFq8aeL6VztJ4pSCyOmVgf8isCzx5QvAvUqlCJ/qVg8PNLkePAAChAdDyULQM40QdYgYNilRzToNR9YQ4jtcn53OUb+bDXByopsmSB9cjgTjp6gWOWhALitu0yBxZtZ3KUcpLcCNzfI355XG3xITY6HVqlEe0eAZxAc2wNPLxDh+5WUDesgIf77wzl8CLz7rnE3ffo7xoxxIikpCZPpCSwrBzVrw5mTsHwV9OgJ4yb+8xf932D/61M8b1871u9uxOYliVjbfMcQXSv8O8Wt6/Eq311Kd6lDwTzlsK5lTbW2bQDwePWFqCrFuT+vKVlkYfKOD0Z9zs+5UbIZw7NAFisI9PIhxWxhQItHbFhamOAsMXgGx3I/oTgnFnQihxXEpRoRjFelzxF4OTfhRDKp8s9svuJA4HM33pcpwPS21WhaEfJl/CvXstvsGdxK9CJrCyu6NN5C0bthEJNMeDErFtzfyZQpv1G5clVmHZpG0+z5KNikAgeSG9OhQHGaZ4lhOy/52dSRq0mwKidsePiJn2zCsZ6dkXJz6sPP8MHTnbE7N/He04NsEVXIM+0n6vt95MqTu4Qdv8jGK+c5+eIp4e0HstImjhtv7Jh4pzuPhzqw+uopWlSswpB2nSlduhiXnzwl9YsFzmyjb8vp3CldDI/2RSj4yZ5F/QYTl5RIUIIV1fJkJFM2YyQ6f8GPSl/eU2lGF6zTpq7Bz115kNmHaycucGqjIXXk4/WBnldX8uzyQVY3OoR9rce4RdiwvfEcxnX14e6LEOyjV5EzcSulilenYN4CfEqIYuanVyy1rk23BqVxi39A6Ute2PQexUx/e+5EBnAn26/MaVeGQXu30OHGZXYOGEDpjYfpfCEUgz83CzzzInrPRRZUK8gSL3t6fOrOs6dpPOt2dgQX3Ei25fNZWCIrPXqUpUXNl0BjevZ+xsQO5WjbrTAUArcXUHE1cB38YmIokq0DMfExBEedJfPLOFw23KCzXUkgP+AFKbsh9QwklITZM6FsWShdmmZb8rKmnitNq+SDxKYw9Q+gI7CE1NQkLKnWZLA2AUcoUiQI58+5yZ1tPPCJmARw8oFcWaFg7jDyZjdgNrgAVcCgl9kGPAWyEOj2mWtrazNm3wUIqg9F8hLxwJ6nb0306F8JiueHF2/A+xMMnAK3c0MjB5LjkrnddiXdJhaHTJk5evML5cLq0+R5v+8P+LjRsPIPSBNjJSmJFGtrJk4cxdChZWjSpBAkDDJSfCLjgXRQMNf/eDz4L+1v883+Ezt8ZrASTWZVnHP12z7z72bpmPH/R5NU98ANne9vzDuOLu6qkZv3a+61f6S+laTxEWnTkR/M9/JrzRs0QyOGz1Yj70QdiZNa3wtT/5+fa/9mafltk46t3KxZkdK6ZRsVFhCkm3cdNaXdFLWo1emfnuez/SU5Pz6mJu9DNPLBG4N6Jd4kXXKR3MK1bt0qbdq0VpL01umB3t1urT8e7NboN7f1PEnavfuzwhX/D/Xu2fNZR496yOv0CwU++qvL3anzA1VKo0B+8vGDfCLitPvmNe28eUUH377X4hOGi99y8HSVvW+vn+fP0aOieaVT0oEHr/U80lMpvb/PL8Peeupi5RlqO3+mlh7Zr0rHrqnQmtvql6uAWrT7VYkms7r7mrSv73aZEwdIOiNJulF3nsLeesp+yuG/tC8yMVZKrqfVz5epxbHpyrHpJz3zc9SeW9L551LpqR1VblY7I1t/4TxFff6kOS4vdDv8q4LjvqrLlDHKfXq+9rg+1WjX51rpPVYJEXXUe8Ml+S5fKY8bddTB4Tc1arJftrbr5JNYVEu9X0nvJM0IlVb4KmDGTA1e+OIv7Ro16qH27XNVSMxhSW0lVZAUrWfPgpUwJ0w6abArnHgk2btJUg0lp7SWoa018ls9h4+5aEXbyjL4dptJYWel+O3fTxQWJsXH6/bTaJk3bpQ2NtOfVA5Lm7eRn9Mzrd7koZ/6vZcUq/EFiysq3kOXXt6R4p2kEUPkHybZu23W2y93FJ9U51vVET2lQYdfauxpO0lXJNVW5KvPMrsHGLQ0w4cqJiBGm67F667HWw2t01md5x4wfhwSZfD9vk2QAjdJAWGKiauixYNmSAsbSDJYGOQTbFBNpJnH8Wd6NuCH/g3qL8X/pO3b+2ra+BHSkb/e/7/b/s9iUJJUqPRFBQYmKD7erOSZ5r9oil2NNH2j0fjy7v4/zcn70c7FS8+enNP13d8z4I/08dSaYwZhUIcxUqSvSfcu+ks/ScmLk3V2815ti5ViuuobFXXMxOR/oAr50yLDw3XtWYRCUySTZZQeXf5Fjx9+Z1Mwm80aPnyAVu9ar9K7+mvc7Y1KNJtkMpv0/uZttc/T05Dt+Q/WsuU99ejxRPeG3ZD3MTstjpLGRXwvv2j7TG5ffZVv1GAVfemnKQFn5LT26l/q+PzVT+VXrtSUjKUV6G9wpHgGBihoebgqDxqmtRdOK9Fk0vAta9V55VVVGjdct54+0uZV1SV10LlnT9R0xR6tTXmic7kb6+PqyzJeikCFKkqaEyedl049lpzTKM2TTJIUrGbH2yj7hm7qf/SaXrs9U9k9BlvAgusOGn32pgZf2i7PtnZavLCf9MdK6eUoSf303LeLLrjW18mjf+iak6smX3HT8+mvtGvvcLV5dUnmiAht8RqlvC/2qdHWU3oYGCjPhACFRtaVfgmVYjtIUa1k6xWi8WftVOn1JbnGR0lK1MCjqwzqkG5dpB/56t3cpIljv22GRUsPPkgB4e1ltpj1deJFhaw+lVb6TM+cvbTuTLLatr0vKY+MAbvft9+bouPlcfmtTj6Wgj09daBJeSncYJvovfqUnn8ZqZiY6rr5OFpnn0nh6wIk++WS0p7TwAaymzxJb1zOyyPgB24bSU8+SrEJUnTCSEXET1ZMzC69XdBCgesOSYqU4nNJkna+u6JN9ue0eedbnTjwu2SqJumakcM3WdKOOwqfukSepyrrTpupkt88KXKkoiMCtHF3M0VE+RlULintlBR+SSGvvvzQim2SOmrq1FE6u2urok+fl7ZICpTO55sgi8Wi5DVr/4FH6t9l/6sxKMd3zpweeB7cje1Az18oVCgzI0bYscTGGYYb+6deeEuiVyCxEQG8vLadcrXbkimLMf1w84j+Vt+yZR8ZPdoOgIcmSFe6LuXqdvhW3n1jYYIGhQFwZw9k72FFk3RZ4DpkWJKBX6eOZlI2yHoCSEMLXA335XjK9xXC39/XoOOkR3AAsuXIQ758ucmXHmysbmBtscYqOfTbsdbW1uTIkYMgVw/eD94NwIR7m5n1eC8VmjZm65XpZMtmBDye/YBbffy4Hb//XpmvDpUomacBS3JCrVfXef3ZFYBfGjfj+ms7KufNQ12H63xe9YLIPOkpMvT7qsmq86cIeG/LmB37aLLod964f6bNgpnYvnZhWK2OzOrZl23xYJe7OB0alefKizG0SWrAPv/6NJ9dlt7NWhBpVZT+llp0cjhFtTm1gCkEkoX7LIf5w6EzzLh/mSolgNNw/gV8DXvNvU4l+T3+V3Lm+siNe7voVKo+tp6BZEouQaN8TbFJKs3E4ftJX2c9H/vOg0Y5gJc0LZ5I13TFKWj/nlbZc5OrzCkejveiTc8dPHjuxttb6/A7XpUR651ZnOcTr85voqTjBvJtrQMX25CSpR7kDKNX0EOKNdzCmpeXqWhrB6TStHQsTJgEp84BP0zTK1SA7bu/bV6bP40KxeDmm7s8dbLGpmx1MpRqDnwERlGv3BNy5LDm11+TgNxAQ6DRt99Hu+wj4vk0+reEAgUL0M6mOhGd55Likcygn8pROn8bsmdfTMfmOYhPjCeleWHINhaYbVRQyA4r6wbYZOiGKPqX9yVu2HxSvway6fFoLjrkwMNtOyW6L6BQ6EdCoxdAGuX0+OpdmFYjnolj3zPA8Q3Yb4TkTvA13KBbb5iXPH1/pnS9+3R4sBmKrQQ2kSnJCpM5nshoPxgOSTHz+Nj6NPntr//QihHAfjJkyIpLVBzJP/f6Bk5q33MdsdvC8X58l7/N/pZh719YbECsApoFGQIiaWaxSLWC/nrcbRd/Odxx14Ulu7V1zzhdTVMNdnGJUsP2e3Wt3jyZJyQp7GGifHzi/um5bjj7q/fBZzKnsbr5mqXjS91l+vxX5r8FCxxU2d2klF8kRUtBitVmv1dq1OiOpGDtvFlFMe9Mirz+15W6hJgwBXpUkinR4y/7Y2KiNXLkIF3eOUGj9o3S1ItL1O28QV53+JWHFlx3UJLMavFDdXWCDNWbnXqpBlfOyz8qXivOHNcDh3eSpESTSdn7dNXm0+e079frqnj2qsosmCuTySQ5S/KWVp05oVpTR2vF6ePK2vcnNfpton6Lvqwb6xy17uxb5e7XXbfe2KnqxBEKvnFNN/OM09pW3WSxWOTqa7hE910DJUnrz5zSs4Gb5H7ogZ72Ndg+Y2NNypv3vLzDYnX/4CSZxydJidKoW+sU75IoDZV0Snpr90G1p/fRq6+fFBYtHRtxWkcv3tQm+5J68N5WD97vUe7NPyk8QYpKipRp7yrZOg/TRdt4bbTvqCEXt+jAYwfFuJbWyZND1PLJLlW0v6BRG55Lx45JXvZy33lOCyqvVe5LR5Wl9Bk9OR2okXYPpQ/e0oFlMr76/9wclpyX39V2kt5K69dqT/de8un4Sj4df2AejXonKbcMZeQfzVsGneV3M1sOyz8p/7ft19OOKGpEGiGgqkvaIs83FSRlkgILSE9O6x/siaSN3zctFotiE00KevZJxqrj0e+FpkWSpEdHLkjBvRX21lMeu+9J4dclLZT2NpPev5WUQxr5Wrprlh7ZSg+eSF/TJJa8g6WYeMN99ApKY0twlzRQsZ+8DT6rB/elKROkMcZ098L+g6o0NW3q11/SfSkiQYr/I1nyKCuDmfHfb/+rHlS2DNko/Kwg1P++z8oKbueFOsHGdph/ECm2T5g/9T2fX4bgX6092TC8jsqVc/Lq7mjaXJvFy2d7eXppH3Fe71jVrjOpqamcmbsQ1+fPmV67IY55HRnftNw3vFGnXQ94PqQANuUz/aVNPidfcPDKU9JfBHJAQbIxuUh9Nm6sDRQge/h1MtZMZXpBAwU+6HU+ElLiyJw9L22uV+LsoeV/qS979hwULVqcJj9NpEaGLNiHuDOyRmdgO05BT7lq50eT2Zf4+ehMwi2zALif31C9Gf+gERdadObTmxheny9NXJ/jBD93JZONDXXKlMecPj02NhloaY4i+IsTNjY2zN96gHErN3LS9hlt6zUhZ9as9FzeiyVJI5mzuzUOrsFszhTN20276FS3AVcXrWFJcFbqn+rGrEdXsLKyoseqxaxy/ETCkVTYCncd3hLx5iGpvs8Jnt2TG4mQLdWG4L6/UDJvNtoO34b11oyQCTJbZ8SqvBVMhHnXHAjzDySiDDQsWom8OeCIzUU+Wlx55TWf2PSbKF1yCe+HfSXGtAC0n6nFMtN1fnlmvp/K9PpxJKT7gH9yOM4ZWtC//2hG5kvPngK72DejKfTsyYkV50jp0IH2/W6zqnxFrjS2pYUT7E9qzcUAyDSuLDDg2/2IS0hl9uKCMLwjPrb7CaofQLraBYAiULMmYw7vp9CBShQ5N4+UlBQS4hKg9yOItsVYioXoeDh8PwIYCywyKj6+DNxLsvxqTRqc2shj241ABPU2DSHnoG5YWVmxc1AdYr5mIWdYbsLCXsLX61DiB+1A4MAd+JwNqPl9347nX+h56AUFm1Vi5707xMTvwmBzAGyWAtDKFAqhi7CysSYxJhHy/ATMg0oroUw5eL4MehaDwjFQrCQeZRpCUUMHIC5bKnz2AIc38OAGRMQBeYH6ZKtUEnIEQ5v1Bmf86LFw8AA9c2TlU4tCRhtOgl9BJzIrgSyzM0AZd6D0P3/p/1/tbxn2/pmZZFD7pE1vw6MT1azhDa2JNjiIfNOC3EHefrq4/aAWLnTQyv4FtGVCTZlNRtzmyhU/3fT67jHtW/CHHIPCNfjhO4W+765Rjapp06NP2j17mQ46/slU6S+pnzzDYnV/915dWb322+8/mKQmnolKDP/P41vfLCJeuuf8bTPelChTohH03rNnh0JDQ76VjRs3Qhs3rpFP9J/u4RlJ9xUdbdL58z4aNeqVKgQYff9mrWV8pCV5+8QbumVpFp4Yq+4hKbI9LSnRiDlJ0oz9uzTr4B6tj5HqHD2tkD6R+vWPJSres6+q9B+uDsceKf/AnvL5GCT/Fkd1KDxJw4890bH993Su5xO5KlhJMuteglR3zXb1Xr5UvV12SZLemIz2nYuXZJaST5oV/SdoqL2kqL9enjVrHHVt3yrteX9NXXoP1CtXAxuUaX0nLb8QosLbe2nBvb0aem2JquxvqDOfCuiC8xPNffRn4HWkah4cpMduJrn6vpE0Q3efbtUz5yFGsdksh4tDZbGMlFRZGZ4ekVd4sC6F+qii/QX1dX6sQc+e6MxT6fB96UlUoPxCpYNXfTT30DwduuOpoK6OevVpgy7e3qjZy/PLZEo0LqhsdH7PAS0du0R6PVV/uvktP9zS81035f/YiJsFTr0lSTJ9eiQfj/5ycoqSzy+ddPlWAxnc5ZI6SgqSLq34Q4mx0dITBxUvfll+fv+4QPLY8aICwty1++b3fW5fZXAyBUijtm1VzNIXkt8XXd/wRPGHjuvF6bM/1OAt6b6kj5Iua9aYxzrbe600MV4KiZTMZpkTTTpw0EfJKZUlSTMXZlfw4qmSr680drTk8mPMSWnXw+BNa9nynj6MXGRIxP9ghzqV0fuxo6ToeH1Zd1XOm27o77D/PQ/KBvw7O0IivDLBrD3PGZDuEy0yQj0bKJ4GTypYshizew7n/aQaXG9wjCazH2BtY3hQN28GMD8hPUGpKaSQyqjlsymdPw8NC9Um9PQ59o1/h2fpwrh/8iB+YyC2JjDUQmpTPCNYzp2gTP26AMR6BVM5IY5HJTORKU+2f2julkuT2OY+8q8pCJ4hcP/Tt80sNpnwc3nEszMLMYU4MGf29G9l9erVp1q1GpTIUTBtTx+gLTly2NC6Sy527anLzDxf2ZUYib0JAlOA0RgfMqBkiSxYZzG8vWWnjzHX9zI5HPZw9cZ+1h87S/n8xWg97zc61KrLG/fPXFoxlXaWGCz9LbSrVY/BPTrifPIg7To1ZlG/IRQqk5vAdNe5aLKiQZ4okh6ZqBddgUWJX/EkgofnDtCtRA6m9epJ+mwDCUxOZX885AuA3sGANazJ48qIU/ZGA+8CaSkbXb/4U2lLdzqPLUxU/7kEeH+gc6uMZMxloPRP/jyP3vXzUy0sPVWTepH9eQ523NmDe8Qmht3Ywy1Xb/bdMRMdfZ3h+X6mx63elC9aG9jA3SeXKZy+A0+dIJlU9mQtipXVIN6/suJY2CcCP7/ks+9bfo6vh6nbSJqUzk/+CqEUKB9BZ6f7FMsHJSuupUahe9Qv6UrBa9XJkXUGRQqUpFunNTx1zgRkwvNEb0p7ZqCTTTGo5wgxgnEwtnAF8jx7Scrr1sApulwHtzsfSH/xBeEaT9WqYZTImouGmQ5ys16aovD1vVAwlR6+s8n0NQe0qIGvb3eKFcvCOj8n9ga6AclAEC2r+1I4b3aGtgUcPkB4OIVyQ/VSPSAkln2ZmpC9fhQUrsHl0+545S/A+6s/xoj2Axcg5RTO3hH0/eUmLbs5QNhQyJ8LrK1JiUmk7LXzZEg+CikpVNrVhrhfepKQvziMGQcFC0B84g91ZgIGAnD+fDOq710Me2wg+PsRw1ZXoNZMf8gSQKmxbakyrcs/vEP/Fvtbhr1/Ycs2Vv6XZRe27VeQt5+2Tluo3oOXqfuLSL3yCpXZbNF9/XWE36Lnupb0UZK0fdkmVbb3U5LJUBKefvmJQuITNbnPVJ2Ok1y33ZbHkaeymM16vGjLtzqeDdgul823vm3buUkegZKvm4ecXr7R8qHj5RbmoQLzL2j9KkcVGvJKb9I+Ins8JylqWIjkId2/t1HrY67rxbmlWttv6V+Q6v/KfrkwSTveXtITeei9JUBPEqUOntKitMWmsLee8jxpLJsHmCyqevaqAiPCtTX6ibaHPFbcrERpizRj3055Bfrr/vu32nHj8j+c59jDe1px5rg6L5mrV35plXeUuk2drzbjftOW/Q+Vf+lxI+bn5qQLe2dp/92bKjHwpYblKGgcv1PSISMOZthxvfVt+8NZqutCVIRcvrrLySTNiPxe8k79tOdAL22dt1KXnZy1//UfiojooIYNh6n4lqGqvXueVr08rmJzOmnItgVqsbK/7ryqrE32577VERp3Vs+dd8jOVTJbzNr2prLOXFqmO1OratK8dBo2vKqcYhpq6RdHvXeK0rEgdw3+9FQusREqY3de5ezOq92e43r3cZi+Bjhoz8ix2jNyrIIeJihol3QsjfX046puSgyNluE9/CotXiDNMbjgP/40Rl4dTynML22VLTZWun9PxhLZaSngoyymHIrx/NNbLqjouMXSa/0oVCxJuhvhr+dRQZKGyYA/9NI3SeZN66U0sYw/l5INz8oic8JW3WqUptKstnryxUOyBMuIc0k63ES+2zYoblmiNDLJUHpOWCfDEwrV4ftSsrOXdNeo/8vbMN2wl4E6D4+RnJyl58++N/T1D4FiSdpkkTzT3P15c6Tb46SPdaR4ZykgQH+X/Z/ADP4Mxkr6Jvd989ApPQty1ILj67Rs1mUVexmlsIAghbn4alHsX91Hn4v2ulZztiTJ0TdQtb+a9TJJ+urupScXjWOPFR2lG5VH6svOC9q856Fab7uvY/elM9/HJB2x81Dd9bclGUvnARGS7fV7urbXAGTtsfeXBuxVbI+tan3xqj4mSborXXLaqD2jl0kWaUusWWvCXRXk+U5Km+Ft3rxOLi5Oion5UZ7oRyuo5icm/GWPe4A0IO2y+F55I4cl5yVJoSnSmmgp4qOvolz9pcsyVDkkDVi/UrffvpYknZm/SO1LlVG7BbO+1VlsWF8duX9HJx8/UIugFBUfP+Jb2fQug5Qny1Z1XLZCiSazTGap7tKrGrx1m1xd/7HdjWdO1uH7t2UyJ6jvoXM/lBjXr9zyHXood63R428lc3RRo4IPq3/TAaq5drS6HTqieocH6LTLQ30KDNNlu3g12btc1eb9pIPPdqjB4RHyitr9D+f+65ifQxZLvOJN9+XuP1Fm8yO5JzTRbd9QDZ/vo/7rD2jVwwe6Eequ+xH+2rZ1uOK8m0lqpKBnn5SSlEudLt1TrQo3FXrCUDuRJPX2+qaS8xd7+0iyZNHJCT01sUiptJ3zJBmS7x6B0tEHQdKS5tKLP9OiIrX3loE9s3zWP2GMDpc0WAZdb1VJb+UeIEXFy0jPGZE2pbVYFJco/Tb6sm5s/kEhKXSpms/draQvAYa4QdqxslgM7FNKAz3tvU2XXo2UAYmwV9gP9MiaNtkYjFatNCSnzBbp0UPp7Bnp9/FSTLFvwfFvZkqWAsKU+NismM7eSjqYFri/fk1aueyfXLh/j/2fDFD11t+Wd1isoixSlx8ko2JlkouCtWLwJM3bdVV7563S62lHtOLUjm+rcYOP2epjQMQ/1NkpRHoeHKvDdu565RWqOL8wuUydpOAb19Sw7W013nBbTl+kXWekxHgjFhClRN3SU0k+SrQYXOl/mp9fvCa4x2h65+vqNuKVxji0VKI5XhoYr9g/bunKdUMN5WWS9NzTSY4PD8rtjYNWz9igrfera92KQdq5c4siIyMlGRipI5uGaebBcZJi5RlZSv+pJUqa/X3z3dxTclxx8V8eHhsZqacnzio0MlJ5+vfQ5VfPVXPSKAVGhOui7TOtunZZq86cUPmxQ76tDkbGxqjRzEmyWCwKj47WnnvfSdQnRkjrY6RYZyeZf8gttFgsWnfeV91CpTLLrsjWK0Q6LnlFDFWIxSzTnxJZaaPKAt1W0s4kRVyIUdYNneUQPETnP9bRgYf26nBwu1odGau8W1pqk/1IPfdz/C4h9S/te1su2kphMdKOpye0rPMEJUWWVGBYMz3x7aidffvK+9wr9Xp+SMeDjVFoxrr9GnB/sSq9vihdOC8FBOhJVKDuR/h/+7j8g80bJN09LdPABAW4fFLslVuKS/goyVXv5pxUWLR067KkzdIlW+mFyw8ttSxVaPxOYzz6Zjcl1VJgYIImXHqlmR5GjuWcIY90eb4h+aWwM5L2SV9DpchYtWtyWjc37ZYiYxWbaJLr/gG6MK2als56pcVtt8tsNuvTtdtSQJgkQ39vfKbyWnLa+FiML1RCZrNZcX5hSgyOMlboYmOkO7f/1AL7br4+kuWj/O86KPi5q7EvUdL+PbpVcYgKzT2vkwN/V5yLs7RX+ie443+r/a8OUFtm7TJ02Cz65vp+SjYGcLNFUm9p55Rl+mPENFWtev0vicN/2u7nnxUaawSPH/4HrcCV9z+q4sprqrzqu5RTgKubBleaJHOsEQh/t/WGthUYJEnaeDlOz8zTJE3XpAhpxQ9B32bN7urcOWNJeX6UdPDPYPbnIH3auVEbPg+U9j3RAsvtb78xmaUzh/fK78tuOb28oMuXL2jNmuVG4ZEPsl9+XHNnj1DLraP0L9Ggf5pZ/3S1/HGikQAtSXFtEvX7pj2SJAfHEBUvfkkOCtAB2WvU1g2qNnGkrryy1doig9X8jov2fvz0Z06rtEgK3hOhptPGa3auvHrm5KjxO3+SgZiWHE1NFR9p0bvS3bV49QZNS3TSHtnp5dcE5e/5Qh9MkvZK9rOlL20mq+vpR6ryxbjGSSbpSO0VernhuNZtNCAWca2DdXLjJLU9NUP16t1S+5/2ijWtNXlLa+VY/9N/fi3+E7v8uZiOTOys4zVHKODRCS2/EKPsc45q5La7Wu9nhAFiPIN0pcVqPXaJ0Bf/uvoY6yHt3S15eOhsyGAdDFimaPNEnQz2+A+1r027HmmgythY+f+2XK9cJSlRowYvkF9CrHRvh3RXivo0T99WOSQZ6Mfxfxm0jMzrNjp1zk89Bz3Rx7gIySTtHWOvYCd/SVLKtv6Sq+EJ77qRBohNSJK8/eU+fKL6zX0n5z1Sysgt+jpkhNqtuaTNlQfryWsXSSbJ3ELa3E9SD0mJ36amr8YfkNuEDVKv7vrmLn5JC58kmqSIWAU+cNKNuvPkWvMXfd5jaEGG9HioeUtvyeT6RerTUzp7SlowQ9rwydAt/ZtAmtL/8gBl3/qtscKxX9/uedcQ6U6CVDtIsj/pojndhujuifPaMmW+LqZN/0ymRO35zcCk/KFHOnDvvCasnaUuIZLb7fnf1GGm6qremvzlEvR9pAnz+6rL1Str/OJ9GvLmtu7I7VtZh2WuGnbs+1x71qx3/9jomZJ+kLh7EXpOUz/UNDamndKHBB8lxsbq9FwjPmBKiNH+CV2VGBur65dOav6MoUpMTJRe+Uqb7ZSy+aWi73+SvoT/w6n+tKtr1umry6dv284BY3TyjZckqW+YvunWeQYGaOeNK1Ki9LDLe03avVVPPJzkICMmMGrrBkXHx8kcn6g1a5zVttUZPWnvoBn7d6nWtPN60qCZhs6YIfu2zaXRMtx8fdaDOlVV762vTh85qkurLinqjTGNfH35qtYXKqzdl7/Pk8/HSG4vJuljQMS3D4fFIr1zl4Lc3fX0iDFdvu/2XM4uXzRqwSp17bhA2WZ30tTLm7Vr4rU/xXn/R+YTOErRAe+Uc/Y5zXy4SyazSRa3Gop61EgvolwkBcqSUkYvDr/X9XGnNWXiZA1zHSPJW3pvJ/12Wgpx18fQqerp/FB+oWlTLUlGjCjNVtQ2NOPS7F3MUG12n6S3n0OlFyXlGDlLDksbaMD+A3J0q6N312fL/NUsxRuelSS1ODFV+x2uy2zerqMPPCR9luQpee+XxkiG9t5cXSs4VEpMVJLpJ918HSBzeOS3FJOwsE6SIiV3B8mrlUyJORQ2abIiFksOXyZLeiAlFpPGdJK0WpKROmM2mbUjUydj5e7JY0k1JZ2Rpg0yppUJJiX7Butq5ZmKcvkqi8WiL/b2WtigmeL7rtf+Zca7kRC3X3N/naMPJ5dKSksJ8/j/oxhUZDM/bTw5WlNj3qmdT6pmh0tL08aTcBdfXWu5SNf2HdP09r+qlb2XVm49pUrLr8j+xH5ZOkmRFrPUWfIPM6Z5ofaVFfTE+ETd0Wcd13uNi5AKLb0qs9kiZ5OMFJogaY9eaZ/svrUlPC5J/t+fRvX69ZksFou2bnXV+fPGqLTzxjgdjrqu4ivO/mXg05gjkm+4lGhWXMMl2jpgpNosvyIlmnWuzRLFXY6UxWzWmu2b1X182mh88L103lnaYift+9fSRafnzZHX++95h84BfbXz5vftfmHS2yRbGZQgaXZV2nXooH4e/V3U80/4RKxMilaiHrx/r0eO73Xy8QMVHjlCdts3a9HPhyUHqeywwd9mT3caVNKCUzO1/O1Rvf4xTUTShRt3NNfJ8Cz//HBWqHBNXl6Gtzs6XDoVbgxUZrNFDg7GfWpybJLuf3DR5JH3da3JLLmEeUv/BjHaVSdCtavDFI3bPUttT3dWcsrvkqZIS9pIkc8lddKtuWN0a88RTX3rpNbv7mjB6YM6sKOH3I9vlabck5b01LbaQzTd/oEefJBcfCXpgXbf/AED4vanG9RDmrRI/jdv6pL/AoXFmhVpNqnm232SXBTp5Kv7HWZpResOSpgSI534XkV0YqwslvWSLsqQUveXIaM1RZ82d5Yp7s8g+BBpzTwlm7fIK+hnnbiTJO38IT9OkkKjJPMRySmPtH/5DwWLJS1NuzmrlWKurpCXbSRJwY75JcVr/XoXLVniKN3ZJ3lWMIQ8x8xTXN/1erRmh+TxRXr/VgFDJ2lfn/UGNjXcIimXgmIuqszvW+T+uej/6637b9n/SQyqR+9J6rVliT52v2bECdPM6Zm9fhv3hw4sWqNt0xfpbOu52tZjmsICDA9pXbQ06l84HiGK1Yq3L9Sw4R1Nj5BeBRiDSbNgKXadJB/p7bNHerja0Dd7Vr2i4t3dZTGZdE+ftUnP9GuYSdtjpb2bX+pCbWPqdC/ogHZFHFffB63VLkR6kST95tBAXpfPSCazLBaLzuQZpS/Hnupiy1WKmHdRATclPZGCPd/r45Nj2r9jgRYsmC25hRn8UTvspIuf/kMPHkjaLEl6dPQ3mU3f568xnkG6VGbKt+33JinRYpLxcBsWFxmpkTny62xaYrEkXSw5WTHuQZqj/w93bx1dVbZte/8IIUAIIbi7u3vh7u5SUGjh7u5aQOHu7hBcgluAhBAIhLi7+85O//7YKaSqznn3u++c9+55vTUa2WvNueaSucYac0gf1zVZV1Rk+hSN3btDrz67yMH9R8/oq88u8g4x3ecCQ/voQXyMnqR4KtTeJOS+1uYbr/QKwKZKxAuipGrVrsnOztR3S+4emlu7kSTp4cNgNWr0LVex19DnGnTKV1JjzViyU64jfaVkaZbdbp11eaDoxP9iPNp32H47XAuPhyhl4gA53K8tDewpHd/ynRfqhI4VHaGR6/Zp2/U4+YeZcuas7+yXVc0TSuzYWXEXxijFWEGpxrz6FhG9XUbjevlGV9c+rzmKC/9j4m2V2l7VjJEztHh3P32Iqy1JijkWJJ9Wr//2HH3ev9eVlq0lRwcFP1mps/Xb6czCpel7C0iKlevudnL8fZ9ixqVIey5Ik87KJMTqylRzbvd3RzSakoEjPknHK0uXN6Vrv5IMTvK9dlrJYzpLsRUVH/BaTwb8LpMhqZakc3r3LkKvXoVJQwZK+9MrIAdKb0+FauGVt9LNG9LRw7o/5aC2j7koPbBT6MGLSu3fX3/BsaMme96/Cf9XBJTzo6Ny2npE8XNSNav1OyV/56Zp6peiGyfO65O9o7ZMMtkvZncapFC/b2pkTHigPJ0f/3DMIMXqnJwUHJyovmHSuF3H9fzRC636eZK0VtJnadD0ffKr5aWoN366UGSYkkND9aB4fm3zfaVG40/o916mgolBbm4aU3aD7O3DVHbzXXW+H6SWLe8q/Iy9dNNZfvGfZDQatcS5nYbam9zxfvEmg+LiKOnNXEnRkr3tb4oIcteEnSc1fdUGyT9GOvhWepxup/CIlCQtX75QL19ulbPz1H9635LioxUd9n1J9XiZJl76r+hv3jfD37ikfo2Qxq1fr4OOl7TmiINq1/62VLNzctDt5q+lIKnH8iUqb/dJcpQSa/vp2qC+Krgw3UD/5NuQ3UOlKwk/jpEc+U3IfImO171Tpskba5QmPgrTLI8kSdvluMBNgbHh0m3pyrin6nx2njofna1KixfL2z9U/xV8CnOQ5KzPx57qzq0AdTy6QQcuPtG+OWv0/Zfv8Et31dx0WPeC3TTP06S5RhqSFZ6cKKclZxX66otM6uNUSeGqse66lt500sR5LeT6qpCWLu2sg537SoqWtEuaOE66+Sh9heMgSQp5vFlvx/0RBPyr5HNfSjetBXt4yL5hA+mLq6QhCrt3XdH7/iiNbrrWOJ8Ocn9TTCN6PDfd36SeMpHZHZYp5eZ7r28mfa2KKpmCKCeNV5iDoz7MOynndVfkceKxpBemUum+ITKlzPyN3dNolP54ZrEPJd9gOSw8o4d9NuvzkCXyXLhH7ya10/1m8xUyeKL0sLRclnbT27npCdV3bkruf7bd/evwf43NYETf8Xo/NF4Vlz+Uc8C3pVOpZZcVHJMow6wUvbxxX1smzNfOsb/odouzev27rYxGo7Yd2qmzG36WJN09cVHv59lLgaavfIYMJxQenqTJRVvowEtbvYxzk+GY5O0cr8duwYo+lKTZ4VKQwRS1nphs0ISwOLX6FCHDN2pFTbx/V8c8nOV1KFmHw9I33ngvPXeXTr+S/CJkaLdW9mHX5BbtoIkOVb5d3GFJ9z5JAVGKjw7R0k0L9fDtn5Z0yQaTNnXuo1avXqYdm1fo8KZJ+ke4/EL67PhYTvf3f92Wkvqzbi6pr7A3HsqU6aSGel1QZKz08q200fuRHstT1+SiDzJpN4b4eN3NZSnbi1t09uUXtW9/X0t/aqGr89OXFi7S4Xu3VKrvZHXra6oI7TLrujaPWfDVrvUxKEoPvwTLfsphjU+9LqNRSpJBz+WtHXqmc3JKvz5pwk0HLS3dV5LkliyVCpAc5S93hWnvH3LMqK8etLb9hmnS8umqNHGcrrk9/8eTR9IN941qc6qupCGyn3JYAQ8WaPPupwqPS9KeW5/kdX7YX/p8io/Scq8/U/Y8kSkPravOBXpr35kk6ZJkO3Cr9uwZrPgE05LZNT5K79w9FXWrl3R1pPTk4p+Os1rSBWnsSCn5lCQPuWw5L+8dJrqa+++2KzYhSDq7VrrQT7KrLZMbzIQ3PmEqu/x7hoqNMkmqvDIJwaLpWRiX9TVuSkq3v+aWFKmkyHzyav1ciozVnhvfOeimSPpHLCkGo+QfKqPRqDttOkj6JEOyQamjR0pB6SuXHQ2+tf+T5q0RP/8lyvxfif+rdCsGg0FfPrtrQ4x0KM60zK32R6xbOouo62onuXa+I/81n7W712g9m3pN7ao0l93Zq9o8cZ4enLeV5+zPX3M4k9OfSsR7Hz0yuutqcrgW+7+WX2i7r+OujzaNtXzQOI3cf1ctb7ho43ehP87J0pyYcIUqTouajNRhX6POPHVX4qbrCl1yVbcPvpD/e385uYcrzNdPYwqVlEuKNPBlTknSAc/pmj67i0LOm1xmAV9eKjE+UhEBrj/egM0vTf9c/37d+v7Bt1nl4P7neCDJPuCTWp00Tdbbt00eoLAY6ckDSekrCLskd3n4henvcDhOCr11Xa9aN/26zT8sVCeaNzQ9gnsfNfLYMyWHxitdPmn30y+adfmtngzaphCD6aYFKEab9ViNZk2SMV1zC+sjzfyYoE9bb+rInZtKDI5SaKp0TS56Ji/1/pOS5PL0pD4cPq6Dvx7R5DM1dc+zsVZf8f8hNumPUB9J6nVhlhY8nKHGv/bUqVartHHybLUcvFsmi/schT7trGu15yk0vpScQ3fLaJScQzwVn5yoOZMW6+nDP5bHVWUyVh/QuHMvtHF/pPS7dOrGfUUETJC0Ro+X7ldp20NyC5BCz1yTLnaXnDvom0v0O3xXFt3Z06jgYWlSoPTZ101GY1np0RMptLxM8Unz/nCaSj4+io6fK6m7bF9JLl8V5eVS6hTTw++eLCWUkdT86xhXKs1QxLvvPIcnDVJgsBKSWpt+G3ZKfuFysI/QtWv+MtmovkNiorR/n5SYrMB7ztJ5SdMlffggOTpIzk5/vUbJFEf1+IGiY4O173if/1KA8n8H/1cF1AcnF00fM0/Pk6TTcVKEUVIH/RB9+/LWfe2dv1qHlm7U/ZaXpeZS9Bx/Xdk1X7vnrJTvl++yqH0kfVMwlBwZqeCPH3Uv0SDTF0kyyqjd6YbyP2J2HslDm/VtyehpkA54pEidTb9vJki/LfpdV8et1rtdjzU9Uroz9bzmRRq15EN7rfRcp8FeCUprvk77PafKaDTqTMESCrH/5hWMiwrSxUPzVXP8yu9OMF2L+v2b4f4PfAzzUuNtfZVjU2cZjP/44bcJkaKNpmXEoKsrddHjT57IS1LS36wcE41SuYC/9xB77zTFN7hGR2j92cNKcC0tzTEZy598fK8FRw/80P7z3Bm6YHtBTc5f/cq9HmWUtqZrSb26jtC1ZksUHZ38D+OckpMStKJ0X7mMe6oFtjtUc+dwVf99uu78+lolVvWXPjgr+NdZuvlaeuAkNTgwU4OOXFdkYqzaHVqnCtunSCoqqY6kztLepYpfvFIL7Q7ptycXdeaxNOrEA1XcO0zr7h5TcnLKd6MflVRLMnbWDtskJSZLI2c76LGtk8KDxyv4yUFFvPf50xmvk4yuOv3I5LGUGur7GK2gVbtl8A/6+yT/6GjpxDHTPB8qSUZpcVtprKu0x6iWLe5of8vf5eoarUj3IvLat1wK2y3ptaS5f3v/JGmBR7pwnJsk90sXVL/+SSkmu7R0vN58qqjGw67JN3SqIq7ckX4eJHXvLFNw4E7JJ0Ty8lLi5bu6nbu35OYrnTsvw8kT0i8/69WrMHXd+kBP3NPV3U0bpKGDFBsbqnmrCsnd+9k/PK//HfxfFVDfo2+odHeHfnDpS1J8TKy8P32RwWAySO+NlHxcP+raHpPmcOyY57fGHpJ+l5o0uaNH7d7If+JRvRvcT1Kk7qqTktPVgBNyULLBFJYQr2SdPOuhk9fdfhh3XKPOUqgU9qdINKPRqONrtkquf+KIOf1KGnNEa1x66mbQj9HQyQbp2qHFOnzHTr+uX/djvw/B3zSp74Lmuq0arUE7Z8oj8p+7cF8kPZY0SuMLl9Jkh0fq4fdjFPgXn2Qd+QchV5cT/n77H4hWovbMXKc7bb4J1feeHtp69aK67jGlTHz2DFWbTuN18uIZdX39SU7J+q5AxHtJJ772bd78rvaN+jG4q9/lpapid1rLQlJU89kjzbc/pZO+l3Riw68qvqibqm3tp7UvKis2OV7+vj/rfVB+2b1z1NibG1V+1wgdPnpaVyrPlJSsi88vKTE5ncdmzUr5j5yvKU0Oa+BAU9rQ049SdGK8PD3XKGXOLen8rT9d8Volp1SVZK+E5N+UmHBAT53+/HFwlVRQurBPullLJnXDTdPL5/uuzVDZt2uvkPMPvtu26dufL19oV8dxervjjmnJtHaF5NxXSgyXUvPqxaOdevhyh4b/8lyHdo3Ql8MTZFpS/Ej5Y4Lp/PYGfFbWx0flHBuhz1ci9a5dhPbt+4Nkr4ySDLn1JdhF114aZXsvRtq1U9q9XVuvv5Oxaydp/0Hp2lWpdw/daDJDrpccFHrvvS6VmSa5f9H0hr9rzpybCo/7xr4Z6eyTfvx/H/7v1sX7DvUyQ2RWcL16l9Dnrl+3W2a3olj5Mpibm2NmZsaT/Qd57+xN7hp9uM0XNm369C2htyQwEU6dasRDmwPcXDGY6RtPMTrChhCWYIYpcXcANRg68jWF1hXEEgv8YtLwTrL44Xy2P70KeWAl979uu1V/EWmtNiIJyub/1vj4C64//MzCLtUZVWorryKuwrhj4GrKrjSkJJNSZj7ZogrQNcWKC7sOceTIAVPfSvkgbxbIAOxzgIfe4BpOs4wlsXIM5ciW7Tg7/7XE1h+on3km0Ihtfu5srtGEC4W/VT1OSUmlYZPLlCsVRvOtd//Usw6N5cSSJ4f+4bGtyUK/ZZM5P7I1ALWmjCU+OYkJnbtTuaApU/iXe/bkbNyJMPNMTC+cxqZkPzbG/cHG5wN8O/e5WVcScGcFb+bP5pPBtO1E5wX8UrsvL39/xsrgsli+roD30+Lkz5uVybXq0dU7M3dPlOKZ3wdeJQzgY0RBapR7QtmcRbAxz0zCE3u6zKgAV67TPUtWXKNiCYgNg9nzSB05jM/lkjj+uymJt1FFsM5iSYMGhSiYfQuJnZ8BO4AEXP2h1YlAQn4uCSnVyGpRnSxZy9Ko6neFWp88gs+3cQ1vTGKXKdAuI4kp53H2uszUSyYSvJRUcHQfwyvzBuT1aIaptFQAcPXrYfpnT+LCr12pPqYlu1PCOZbZCNdrMf+eL2QMoX6TnOzPEc+qndaUbDAOr7vl4UppmLnGdIDU/RBdGyK2gbEDAJfDbxHWoD92o6dQvFIMifV3MmOaN6SFQtpnMpuHYf3lV7ItnIzN05u4fYmDxGTu+EWROGU6VK4GVevD5q08t6xOvkh38qTeolur5VCqDBsWl2F101RurWqAl689AHad1pOa9Pkfzp9/Cf6t4u+/iFBvH00qWlaGtsk6k3e05lx00sxwo3r2fPSXtue27JXd2Su6+8xOB8qaqFuDAiJVJcggZwX+0NY1RZoWYbI5SdL1BBOVbrLBoIjgUG3f9lFda81RlwNX1ShIenzphk7utVPp0lcUGxkvh2f+X4917YO/lm+4rlt2LhrlFKzt33vEEw1ycvbT1ffpyaQtN0hnX0sJyTIaDLp7cJLOPJbmLf2kpV1XavTPwzRu3AitXfbd2uvSx2+a1CFHk8dPUljYN2ONR2SAtj0+/fX3x6dD5ef6ozH4sXstGaaYvqpJMmil7ivZYNBjN9PX15AcL5+Pj/Qs8ZEWLnqpEVc3/tNnE5uYrEnnTO7zT37f1Fuj0aj4ZIN6rV4ig8GgqXt36KbrG92Sq2bqmua07CpnZ5Pz4+7951o7cqIkydH+hZbvPap6QdKxOGlQmJQcmyidlAz7DLp7N1APHwbLkJyo5PhYTew/TD//3E9bX5u8iLZuuVV2dycFxMxWlf2NtPv5WDkHOmnD4spaNmSmmq9foQlHjn49zw+/75Y2r5a0UNJISdKWc59Uc90lScfkGVlOSi2gI/fS9CqgqXznTlOcd5BMVuUCOv3I1+TC9/GRzpxW9OMXWvvijA469ZL6v1V07xvyc/lFlba2V6IhWfGJ0v3zMq00O0gmfvPVkqrLLSRG4XFJsvcO095nJmNzaHJiOk2xvmqlknTnrXTd/oB6n1yupo43tMX9g37+2eQ4MG5Yp5jNFaXEId+t0StKoX11ZPR4yclFGr5fehphIqXzN9kgDeFXFGbvoidPQvT2iJ+mjnpt6n/+soz37ys+Jk6msAeZtKmETTIZ6tNXEeHhuj91tuLjv9PSfx39T+fP/y7+RwgoSXp7a68C7E0Ry9FG6dy23Rrc1sRL9Gn7ra/R4n8gITZejrdOKjk5UVsbLtXoKCftd72tMAfPfzhGhFF6mSTVWXxK+x6aeJ3e3HyhHbOW6dHF6+p0+r6G/rpAW2Kkn1c+UacB+7Q93V192OeD9vXboKOTD2rmPTddS8/s3j59sUI2ffO+PPwSrPDkdMF2yUHL3nTQ8VPfPB8DLy1R1QMjZDAYdH3nCDk5mbxKycnJkneU5BgoPfc12aU2v5RufpGOOUnOwXp49ZZ+njhMixbNlVdUoG65FZcxdfIP11ilX1X5tA3RFF1VbMRfl4exEQF6e2u72gekasq0d4q0T/6L3fTd0vPaWaTXD/Yio9HkSfwDvz/8pNbbTWvHTwrRBb3X/UI5v+7vnrWSJk0yCbZxh+00csGOr/tmnTyqHCOGaOK+naoyfZJuNlqkT/vuKeeAbqYGm6X3dw/r45MTana8n25+rK6iGzp8ZR6Q/OXkOV3LHp3VXkdb1dw7SwV+76Pk5GTt2fNYV664quzGwfq0foPpRVMZSfclBSpi1Vy5vqqo0tt/VVi0UZvsqypgf0fp/FlJL3T5l4NKTDbKIyxWNz7MkG+Ih+yPrpfSk7IjE/9YiRukEbs1c/5AOS1882PQ6X0prk6cAl99P2ev6udjz7XxvotufwrQ8pvvf7jn18J9tc7nvUykaR4yxt6QMXm/ju79oPY77RQfb9CcOQ5SqOnj4HetrWTcpuZVTurmTX9J3vJ5Ulezyn5fdy+3tPuP+x4vjeygVo2GKzg4XJEL/BWw296UQiPpvWecLjwLkrTDdH0GgzThV7n2mKrno1tI4felqDjdbrHc9EH5A18TpP89+B8joEK832vzqk2SpLdzTujtOVs53zPNSPupR34gcg/w9NH0tv20YURdBXk5yzlZmh7vqQNlx+jZqD16MnSH1E46uqh7OiHZj8g/fq8mLaoid88nUmvJz8VTh5ZtVNU112TvHSbnZJMnL0kGhSlen6MT1TT6o2wf35TPZ3eNenxDk3uaXj7Hh8+VOny/bl/3l7d3nFrOOCX7gTd1vcdNadgVXZs3To3qmNjI5p4+p7M7xij33HNyuH1C63s00uROA2R387RGjRioQ1vnKiQkWIbkZMWdeKN78/cofN09Jf32VAHnXko7X0vHnLR69VKNmzhK8x7u/cu1lZ93UpEnj+vMtH56cmaxJCkm3E+nPlaXY9C3tyhXrvTgukjJcU+IqtSw1YtPHzVu5xYZjUYtnzZKL6K+6Pmob67ww3dNRUC+x8txB3Rz0QHdl5vOHXfTqWNekvL/7TP+w8MXGx+v0OhI1QySXGNMgn7mkXPamx5kumVXqHZ853i8UGucbiyZrpvnDyk6zEefwnzkFlxPRuMeHbgtzbr0Tv0udpFkL3/vgZp07heTwnTUQ+7hRhlf2+vIWZMm+vT8ewXsPKaD9ndVa9cSdT3fXJGJbjJZrG/qSv/fdOaRUc/cIjTlwhtpxGClpWX8gVBO0XEm1gAZ9SpgsJKDPL8awyPjTR6e/VOP6Pyx23L+FKuouMv6Iy6rVq1TevbsW2ZyfGCkHvT8TU+ignQg0FXSSimgmvRrd0kLFZvoJrtPgRo77Kli7JJNdLt/GOOdTskwc5D+eJAbfLorMD5WUhPp6GHp9Elp9QrVrHlDp069ktGYWVZWm0wfHqcIGXs6aFnzTYqPN0iaJKmTAsJ/0/7bMgm2nY0k2wYyxsdLcYlS3Pf2WDcpykHG5OQ/FVn41+J/jICSpC7NTDEzTVqe0cAZ9j/si/X+0S/tYu8gd6ePenppsxztTcbuqE/+ig+MlP/td1KIdO/40q9aQKv0ObF16yftWb9LIcEeqh4obYuRFuiWZo8zVfE1Go3KkeOsDImJetSsoTw/fNbpnKalQY2DI3Xiw13ZvvyoV23DNGXKN5fyqFEvdWXXe6nvLt3o6qmLDW4qqU6CPtS6pMe7FinY6516nT6vdp8jJUkRQe66f3iaXpzapBs7R+jWmS26c+OiVi8ap1unjigxMVEHd+7U3oVTtWf9bxpat44WTRyngwf3aO/eHZo5c4ouXTqnyMhIPXy4UZ6eC9Rs0V5NvXZF5X7vq/a7RunQrWsaO3a17I7O1Ion2/TM7++ryO7XK21zfCuvoEDtvmlKtH4iT60KC9KmOd+ihN0DTRWKjEajunV7qC8K1YkEey2++EaJyU8V7FBfl3r76s+83X9gXNrlHyssp0dXGIxS808JinplUtEKjhqqJxExmmebrl1Gx+vVlQ16Mv6siizpo0krNmrGpdmSEhUWI7U4MVUpqYsknVPCNie92LhTbgGSZ7CUslPS1v2KupGufiXVlS5VkGbPkCR5R5+XBvWVop7IGNlEBfO3U2DEGqUaJ0gqIn1wUlKyFBknU3pJXKJJu0hMlik+qa6JcmmFJM8glV92WdcCfSUl6u7dIZq80E0ffXbpQ4gpbiYlpZK+zwBITe4gt6Mr9EfApiR9DvSQZ/A4STUlTZWSDdqy4LmSex0yKYJqI2mtboXvUlPHTem9nPTtw7BZ8ryo8I09ZGzm9d2hfRUf+c0z4uHwXgM7HtXrzwbJyUlymyepoG69PSUFPZCGdZXefReb5RH43ZJyuxR4WZFOM/WgV7e/fd7/CvwfL9z5v4J3eBy7XvgyRaXIfy4zHDKxX95rs4bubpu+NUwAguG1635eVctJ7oKl6Ud1biVCzKG9NMljTYE+36qe3EqEMpngl3b3+bmZM4UeRvNp13iGlcxFBvMkEg+GUmB4UcZFQqmMMMMabo4dh6FWI7qMHgzAFwPki4Uc42Fu0iha9xhGq+0PcGidn9xjBtClwTXe1QwkrFIhMjlUQf1zYbYrDceWh3nfKCtZXznzy6q9P1zv49OLcA2LQ7XGUfrLTqzyFKPstn54z7AlPiKAxNhwWnXZwrubt8hRvwR7D+0jX778uLl9wcYmJz179uHRo99JSvLD9UthPlqlYF02H9mT0lC+nLRNqMmYMT3/W8/ikwFi08Assz8P07x4FdmYU+mMn7PGPWXojtLs5iWhh/Pg1KYhTgXSmGp2ja10gwfANVhd7wQvXV24NH85C6PBMgMMs4Qvn96h8VCu7wcyZyyG+ZOfMNuTgJWlJfeS0lgaDWy1pd6MrmzwgIQyYUQtTeNlmc+Mv3kLy2KQ18yXCu0q4hjsQdUctemSdwwti9iR+9IxrpZdSWXHy5Sqlgale3H9wWdqPm5CwVPOOC66gFXJppzJaiTYZg3L68/F8XZeml5bTWym7Jwe2powC2/mNOwEVOTqK8iXA+oXTIDMmSBzIFAVsCHMfhWBd62oOrcbpKaCeSodndezs8x4imdZCGwHSlFu7084DO1CtsxLOfx+A6Wja1GjRnasrAoDpYE5QC8ADjzZgyElL+TMyO53tpzttpjSU+dA1XYwoAtYW4BVVgBS4uOxyGQBFpn+9PR2cu/xdgpZbqZi7dZft6a4+mBRyhzMu3J2YxOe2PrR4/ezNN/hAoWewsJdwFJgMuBGUkg0FnmyY2Zm8qdFxaSRIaPZ1yrIJvbNbpjqIT/8b82zf4p/m+j7b8JU4yw9jypd8nsZTAbvlv5Sg1J39fFjlGQrk4c3HX/wD/1qvKH91y4p/KGdJOmuXHVAJm1sVLh0Mj3/0+vsi688R2v1QFHDTV+W+ZHSyPTlxXE5KNgQp2e2Jp6eMRHSifT+ji7eKrn0sjZcfKXeIxZrx4wlCm67VTpnr0/VVmnOsLva/fSLkldc1Y1lazTqyiq52DvIM107n2W3W4mGZD2/sFQfgsqq0247fXlzVbf2TdCZh8kK8nCQ25trSoyPVMJOg2zn+6nR0Qk67WKn8HQWmsePg7Vu3QcFBATIy8tLsbGx+mnZMfWYMFPjx49SlNePib7/f3HsUaoSjAYlyiAfRWr0w7tqu3Kbwt546ErVWX9p//CX3RrZJT3yMFpKfCfduPRGQV9M5+GnKJ199kptb0XqzWlXhUZHynPTBh3NNURBilWdqb/q9GM77dUrHZeDEhMNSnaRIusk65qDm96nO0GKb/1FbU7NUGDQBv328KDK7B6kJY8OKyRKKrCxs1avG6vixS4p9VMr6XJxSfekhEpSeLh0rLKCbn9UjEeQmne5Ipu5v+vmJyctuvBI+uKqk702acSoMzrmbHrmXc/NV/zyhdK+PWpzaobikxPl6G6U0Wile46X9dj2tT5stE3nC5KkZGl/LVP9PUk6f1Ha/i1ubN299yq8ZayG9N8gR8fykqTnHYfIb/fVr22+fHmuxYvWqszVNdrtUE/3nTzkbj9RF0tNUuijDybyuFs3TUm+oVFSZLRMyz5XSc5SyLd1+Ot3p+Xp/UJFX5xRYmysnu+arVsuDXTu2VUZ5kxWRHoNRXktkK7PTD/ObcV7TJACw3Xzp8V6sumeKlWylZKS5fQ6Sk/XRUkG6ffX5/Ux9IxM0bT/mJ3jfwf/Y8IM/kDDEnnZ0acuJ+P/+J7A5UQ4nQAns8DxVvWoWDEHvmU92JQ4F19XU0G7heMzc27nbm6sTGFo+27katocgLoUpT3lmBCWStFgf2ZVvMzNDzHY9Kz/tax3xRvRGDeYOJlX2MDedC3hQ2IWmvilcer0Tb6ExrArJwxI/3K4291nkZk7jWqUYOKcsYQUKkPIhJ+gVx2aNc9PzRJuvHnuT6xvJO0XzmZPl7lUqFOD3uGQFBeH26CFODt68ORhNi5mXkzLehkpGFaPBt1n0aepBQFfnmFIjiOLpQ0+PRLYXvQLixsNZdmTk1wzeXnJmDEDFhYZKXpsCFdf7MbKyorJzX/Co0hzJrboxp1eC3+4t3fu3CQiIvy//CzCS33hntkXsmBOjvA02mw9R5hXGrlrleT6gl6svOBMiUEvKLRyFQDPL9lhTEgCINUylUUPurM5xpMsRhNXu7NPOL9dvE/zxSvoe2EleS7YUGLKdBI8xlDll2HY/7aDvj81Z8WIzQRfcqPyxGEkFYunYbEVnHV8QzSmY3tNsKZyhtbsOXiZn4xGUowG9r63JTFDMPd/3sYuywQKLn7Ny4Gz2BDQCVgOWT8w9aYLR27MIM7hLtlP78XuSjUi0yYSezGZ/a7PoUxZyhTNxbRK2RhUeR4PnCLJZ16G+/1bQskwGisfWczhxDt7Tn68SoPyXWnQrjaVpnUCV+/0u2ZB2rA32EaVM/3Mlo+t70qbQmEiYmlXtiDnuy6nv0cYeUMnAFCl20bsy3bEJxQulpzMhV2pBByy4F2dMYyusYoqxYqSp1JDMmbLQnxwrElbKlAAChWCPDnAZjmkDYZJk+HxUZg8BVJSAAgN/0JktC9bM9dneccz5C9Zm0p5H1Ngmxdpg5+Rs9AR4Ankuw6B6wBzIt+Vw+PMS7C+QbulTShbCrJkyQiZLShkE4bh7BG8/MeR5fMHMh//ApEJEPVjmM6/Cv/jBNQfGJANjuYy/T0pO5i9/EC9rZcptSc7ANlz5sAiS2Zc3R6x93gvFm+Nx89xM42HNWFPgqlfeMAn3u5fTEGsGeTnSpY9e/Dy6sKU+2Hs+BT3dayN46PYOcqNGx8DSCWNvZgKAwzJWIHS2bJDx16ExX+rtDlv3jsmutfgxNCxNCyRl6ZlCpBSrgqfi+Xmc3AMVhktCX7lxqZLqbQ7mgoRcTj//pxrnjcpbQ53Mlpx2OUzWARzP8snKnvmJ7NnE5ZnzEeWnEUZEAbX6o2mXP3eAJTPb83pIc3x/FyXq72XMKSl6TwaNszL5MnlSZ15l9bFTHWLhnV4SaeYQpTv1YnqowfzctwB0lJTCfVxxnbuApZNHo+/v9//8v4npabg6/qAzlQkliTsTl4h2TMjb/ZMBCBnkwRqls5BxugUlg8cCsAY772U7nuWaR2rMqLhQAr6G8gZY0CG/sS7faFBVDlG1sjKjsYZ+Glda9Ji0/jg6sXPberSonR12i6cxdDuYxmYtQSvd9zEfe8x4t68pqH/ZWzvnsLl1sf0swvBJuwZ2c1T2RETwOhK/fmt6hlyW/xKxdzhmJtlIrMxH0nlo4i768Vm+3qcfwpTWjdm6LFhdMxpj9+oYkB/mAe9p9TBz80F/P2ps2kolaZ0xO9yV2zu2dE0Tz5cff2JtzqO+ZrTmJkNwD3DMpzD1+ARcYLyq6+Ay0fYshLvZVuJWLAC0tKoY2X6ENhXKM/jhmYYewuc06iWPwceb+Noem88hVpPAEpjNdpAWHE/CubcQTf3dsza8BN7vKdgef08rHhC3hzmWFsOoIvTWpJCYzh6MhS/wtWhbn08gpw58WA9r0Y0J23yLoidATMOgYUFSSmptG8xn5p5W1EtNSOUyUP2mstITDYnZ+2SnHh8iHHjWgM/QdZbxLWNYHq+2vRc8hlX32HwpSykpJHPOiNv3rTnwRNHGp1wpllzH/KnxTOqTVZKdXSALLtMS99/B/4tetm/CJ/tLipipJsULtXbeEvR39WQl6TTl8ZrzooC2uN2TXuNf0M2J+lMnm9xGn8kA1++7KvERIPi09Xy8+e9tXq9s0aceCGDjDolR3m8k0b4Sx3a3dHMDoO0JUZfY58SEw2KjE7WgwRp4O6z+vjyrXy/eHw1yBu23VP45ZdSw1WyOzJTL21/k92OA+rm+1puySZq4cggd724tF473l7WTXd7dQ6RtkdLHUKk7kGp8o+K12v5yV1/zaN7fHqRDMnx+n3zo6/lur6H7Svp2UeTYyH01RfFhPnqxaU1un9gud48uqLSy65o0sxpCg//+xw9SXJM9lWxHf3kGjVVHR/+KVZqlnQn1lWJMshU4DL9vJyd1GvlfJ2cP18R3v4yGo06uOm2bBeeU9NgKd5ztPwMkZoaKWXu2V6v2n5Syb6DdMzurga/3q2d729r+IBJKv/UWQXXbdHrZKnDkrlqc2C+bIZ115SOJl4jo8Ggd/cP6PKlfbKYvl0L7p3RxWdSYMRVSbFyDffRzJuX1PXYOqU866ZU42QFRUhu7UcqcNRcGQ8f0ubjK6WPH6SgIHkt365IP1ulpFaQKTlXCnfx0aOqIxWxZrueu0ixCZd0LuSG9M4xPXThnqQFiv14V5opKVCaMsle27aklyULj5Z8QzR8r518I+MlrVDE7QGqeGu/Tl55q6CgwdK82dLNPfr1yzMVurVHOtFLct/7XeGE7+AVLMUlyOPEUwV7N9MXv9d68WmbpKJKNkhvZh43Ge5Dz0nGeHlHxKnQwovSs21SVFcpMFzHfJwkVdQfTox8vRepZZtvdDgKkhx+dtP4bmvl2nm4Ply5paSksrJb1V0utxpL0yab8vO8vKTkC5LOSvKVVk2Trvy1aMe/Av9jNSgAKRuJiiSNVF5Oa4u1ZeYf9tvYFMPGpjAPcrYhPqXgX/o/fx5Kn9DdX39fKDQegK5di3AkQwClXwWx5eBxnl1eRtHm2dg3oD7LFjlT5UMJ8l+Gbu7QvGUh1tgeoVlmaJKuxWbJYo6NtQVVM0HZiuXIU7gAx1Zt4cIJB6KiUnAaXx6Hrrng2Vyy5WvFA0MD1mQoweFCtSkaF4FZXAw2+UsRsyWJW+t8mZNakeg0qGkOgUaI9w/DbtppYj96Ek6CqbBif9N1+KfC6mrDMX/oRZaW5cnuGggD93CO9+xIfgL+kbSpCVHFYIV1HnaXK0NqziKsaTwbn74LqNWkC2/H1SGXWSwudnvxcLwFQFxIHIb1pvDuNNI4ZeFM32JDCXYL5M2ESO6duoz/GG94AVSA1uZlyYI5JuMorIiGnypXJVvTSlyoZ02ODJk5fNiTcGNhOhXqxc4MSViW2E1hcxsqvbxGRjMzyg0tRLWMLen3UwucTrxh6potHE/6TPnVk+mWFk3LIV2pU7oczWp2QslGWjRowtR9O0iMDyc5LoKu3UZQr3B5srpVJjwWHvkWZMfbu5S0Lswox0gmR4TR+n12Mj5oT/6cUKR5BXLNGEFqq1a8S3rI+Odj6HHwMalGeLbpBAffmAH1gI7kOr6TUqvGkn3ySEL3D+XqtY0sH/+KdXu8Ic94oCWwiywFPCHHS9JiWjO2tgsE3jRNkgUzISKKAyObU8TGEmhJztI92bYtkJq+oeTPf5Sw9kOgWGOqGc0ZUqYm9DtD4R1ZITDo2yQeOQjmjILi+bj1ehoWzdeRr9g2ShXMS41SfoAPFuZQa90BCqy8xpe0g2A2kmI5M+O/rDt45QafaVAgiVvxd4FxhNp/xG9fZbYvacq9222AbUAbyA81DhVn2+ASlC0gdiba8MKnI9k/ZsbctT5stDQVGC1eHAIaQVJX8EgB1xBo1+G/84r/L/E/zov3PXbt2kY2gy+9h80iU9bshHq9o2AZU1ni63yiMvnJmZYT638gZkuVuoKHR9e/bD8VDw8yvsPxlC9NI59QYMcdpn15A8CyZe/p06cYFSvm+Eu/Hvse0ahUHn6pmJvcBfPzyQBLY+Bkbqjy1JegPT4c7V+Qmx3eUOeRkSFN+3Ni3TaqNq5H1camirJevTfxsZI1kbNHMCgbOAdGcqvge1qlVcA1KR/RqTDKGlIvOmDeqDREJ8Lc85CQQuqQBph3rQGGNJh0Ao6OhLQ0cPKDw89wK2KD0xtvOm7uzwZDFtI+ZWZ7vk8USUvE7G4Id35tQRbF8/LyWkrWaI//52cULF2PyEBXDpx1oF54I4ZcHM7OzYsxGDNQpfEQ9rrbUnhhfVZ96IfZ6+eYVysEOeDCIwPZV27A8spcNseCpSNsuwArlyRgffk6v73ZR+LNdgxs04i95euzeOIdsjyL4fWL96waMpxPfr60OVaPNWYvuJXpFHmqFSQ8Lpa61z5wLbNwPnmBaft3UqxcFR7UaEPKb9Nwad6HXA8f8XzBVGwsTV+Lq7tm8PSsPe2ndWeEuwvNbNrR2s5ItTYuZGkRQP4Mt8lutwL6DSAlFd77mJGYDA6eYezPfJS9FbtRWdmwdH4DrS8Tl1KLkTNecKplB3ByhAGDCL5zhbACDXl+7AqDz64jPsWc1/egSgYvesT8RpIxnqu1J3BrzSiS+tZkUve9BAUlki9HZ8wyL+Xd4+IU3ZuPXD0zE1szmMx5c2BhlYW7Zxpx2tiDvZdfwamzEB1PSlYLLAL8wOYhZGwFj1eBWTK0P0B8gjUn34xgwuUGbCldg1zv3tNnSUsokAtYR68DDVjRqToFwydgU2k/uJiBVSQUzQtcBMN9SN3Ap4OPyHR4L6X3LYDyFeDBNGi7D7gJacMg+DVkzQI2Vpi8lfY4r7lNhkxHSPCvTt1Jo+DzR3j7DGbOg5REsMz2l/flX4J/i172b8CVc1N1bde3sknX5KLZW16p3utYPU/6Jx1lqo76fVKxp8GUnHwjJfQrz9Hhw+46dOivxFueHz7r8q4j0jkpdmeyAv2CtLD3t5I8u2avkIu9g3ZFGrQ/2ijpkpLimmtuzfpf2zyUu96duq/Xyd7SPunJS+nM8W9L0hkx4aoakKoR3zlCdlyTZDDq7UtvtbX7rF21h+lJgdWmpOTYRGnx5W+NRxyU6i5XfK8dGjv/olZNO6Xe8Q5a/cpTh469UXLvHcox54zi072W8fEGNWtm8lIND0jVLtvL8vX1+kqZ8ezOCY0dM1QjRw5RidlrNX3TCj06NUeSVGBbT/26e7NazF2uj5tvKNloCmq9EiMlpweuv/j0UVuvXpB/WKjsmx9V0qYYvfrsoqMJ9vIMCVDR4f3l7O2pFSl3Nb7Lr+pRs7cKD+unhUcPauLUybLs3k7zjphoKXr1eqwVK5yVsVsb9V69WEXX3VD2PVd0/bq/qgRK+24FamWqnZwCXmuc7Q7l2dhf7TfMll+4k9yP71Jk8EYdtfeQdmxT0q5ZCoxooYfeHxSfKIUnJ8pj/UGdvR1niu/p2VXTRy3QiFE/Sz8PUtCLD3rxPlk1D47S4/cPlTh5ut4Eflby6zcK3CDJdoSMxsN66fBR6i3J/b3+SApuUOe6iTbaYNT90590+oDXN+qYyDgdGDpKoZH7dTfCVwsrVZeL3WMpeIsU9VD6ebC0/ycp9q40aYL085D0jkZJV+Xo+0yHDnzRni57v0aCm8j25sj2/lv93mCyEryuyTA8SZHR+lqv70HHNUpJj7Q1uPrK7cptzRr7WGEzTHxgHz9G6cGd9or/8kDGP7jREnsqKuyy7Fa0V9gbDxN91s8GyS9AWjBPIYs36tzj74Pb/rX4H61BpaWl0a/DEKq2fU2HlovIaV2UMqWb4pwMc2Og/m5nuncvTJUqOf/pcYKCEsnj4I7f2ec8y5STjmu7ciuTBW2zgmMKFMkIH6/78Tg+Cc8yWTlfr3D6+NCjly09Gsfj0qofNZOhfwPTMT+9duT5tbukJCQycP50GiRY8qHAtzGDU6GzSzSbZi7i3YyG5Bj1gAfn2+L8viBPBtXHe81RvOY1opVZWfbEgVuXVayb042WD1349cxT+rhtgk+BsPYGl4Kf0TCyCrkGjiFT83Aokw+fubaU22lg2/ba9BhZCM/PWchg94maFTOyu7w3ztnLMuhBIo2CI6BITqJssmJTrxQXL/oSH59KfHwqY1pbcc87ha17/Wg6NYDhdToQ7tCXDOZ1+PIykKiUTDj6ZSUkJIh8+fKSJUs25i1YTL+1K2hetQaTu36Lr0pKTSEwLhy3Wy+wsramYYdWALjWuUuJfg1pGTYP9wzR1Gs/hsvNG37t9+yX3ZhbZWZMnndMaWFP0bpP+PzwFjWKFWHUot94G7ebiR230q9pM5pWrsbvp24S7h3JzQt5KdvvNTff2tO6Ri3OzVlMQEACJ0/PJ6BkXormLEDWq3eo33s5U59FYTetDgDrXmzH9ept9lXsybksbeh4aQ6We3aBpSVcvkhs4RMMftWAwcV6EpQtA42KlsDu+TIyBwTSYG8YExbn5cizaMpvOQwXbKFOFdhSBvyAWeBTOJ7p7Q4z2tKD0lO7UWpwE9OF3rjExf3vsP51DK2a5WHLyq0cNC+D4+xE4jY2wyo0P2wAfEOhYE7wDYOSBSAhASw7sraDA8VW2nPBdypnu75l351DjKzXGGysSAiKIs7jPfkalCRm1mY8O1lTvelpnn6+R8n8BTjfcgpjHDZgngZmPj5QqhTRL95he+QQ90v0YOGwmpTIVxYIItb/ErEXijHrWQxHjjfFzCOIB79f5LeAHDhWyY7Pkm6m6/EOgakjSc2Zm+TYJLKdOArm3yVW/4vwP9oGZWZmxtlbx6lXtAsFspiEE/dAERAtWLCgCh9K5qRTmKn98TVbOb5m61+OUyAkK+ZFbPiQ+pQF+0N5+zaCftkgpxk8TYYPqdCtWxE8GhUi0MICUiF8oB8TOg7iun0qtdq2ZWKRSFqXDOcA9hzmDZmzZqVA8SI07NKW7NbfhNPQcLidCMb4BML9Anma5Mb41v0Z7LmLMaU64vvYwLJlzqQu6EBRMxsARlvB1tqlufnkM0PLFaTPw0XQdxcUy83jyARaW9cl/4XhzM36Ea85tuASRLGUBG4dKEeNX3KwlWdUv/2Qyt6umC2+zIiXuanlkoNfl/lxtHgMjkuOYnPvE6mpabwNjCApyciYMWUhnw2tyltz6WRjrrg9ZWuUHYHvypAzrx2GfOJJ0AGKVsiLVVYLMiuOn+rXwtjByNw2HZnctSe27s9pf2Y23p+/sHL3esbf2UKbfj2+CieAcotbY3E9G0/WbiHsSzDWFpnZevXi1/2NDoyh3u/DqDBoOs/Di/A6BcwuXaHfoSPE1K1AxOQYggLC2Wp7ietv7Jl+5Dc2vXxBqeER1ChZijSJN25faNPmPvXq3WbQgFUMyJyNWj5fqNBxMmSfhZv57yy5/IVZ59wJevCJVd4ZoV5Dysc4k7FzF346MoR8Wzvzm0VDstc5y+j4Rrx4/ZAiuTNSu0AcjR6G8C6oL3UHlGVzjgn0e94RLFpChB/4+UAgEAE0hCL5MjJt/nlaXO+B2167b5OwUgVytGlAwaxGiHrE5GEDcexQkltXlnI44zaTcAJiU9LYWfJXnoTGwpEjHDp+i9Sk40y9GsqqO18YkG8cKb7P8Eq6Adm2AUEE230k6WMKeJpRLXsT8taaARk/0LhSAQrlTuLDuaI8iQ5hcKNj+M+dwbn9g7HauZZBOzZhWcoSc4uMwGsAshf+RKH6Cfy+Mp5er3YQPTMXzQslc+VUfy6nJeNx/AnMmw15s0GbZMynTSPbGE8w//Sveen/hP/RAuoPtO+7gfzlm7I7DngKVf3gaMg9Pjw+Tr9ssDkyBltbfwbMGs+AWeO/9ruxbybBXs4ELXfGdvwWIg1xfIr7mZYtC1Cs2GUcHSNZkAO6m4JyWVvYknVOnxlXew/Zm+ZlxNSxFGtnxmEPT+zPXOLh6Yt0SajKnqBKPLIy0mFYf/I2qM/CqDT2LVyLB+G0z+5PcY/nhDpcZs790ZR6sIYbmCgp6tpkYaDfTubNK0N58lGOvKaBnf0Jdguh2Qdfhh5/wb1qc0hJNcKN90QXzgHRCRARz4Qr9qzNXAaWXAalcaZjTYLjc9JriBeZMpuRZWAdMBix+BDM8Fo2RJW9gEfVFEpWLANzO/IxOBq3O295+zbSNO5jN1hmogFp33kzc3d0odzttdRZ/ysnzUpQuvMhCmYIYviiCbStU4SBjwxE5TpARGA4hEGBrDlJSE6gaOnSTO87lunxiel33paQVHA1AJmBCWBvH078yasMt8oARUoRbf/yh2dcOHcRarQ+xSxr2JAWy9jh42jRuCUPLjuSGmlkcteeROyOYe7c8RSun0bjdo258+4teaJq4+OaRo4aXygx8AGHHl9ixdswLDN2JZedkRVLBlE7pRv5cibzMOgRdWv2I8dvjlR7uhb/6m0Jb9OHOkefcaVGNVyTRlFy9wDCW2TDu0ICLqE+pFlakX/uaoplAAoWpuqxuVTte5TYl8n4KA/4hXLLZju/ldwHdMbswgAWBVuRtuYkxfvW/3aBxSvQclQbKpUCLFdDmsDtE9cP1ycxMS8MAhwge+n8DOmXh59K5IG4OIpny4Z8wcLcgvezO9GzbjssihRnRdeJkOk6UI6SAzwoNiwGSl7j1ZQ2FMphCWtWwXVbuLCRuY/20zJnISaW8+Ro6yZ89H1OXEoUuLqytXcdikTHQqhV+onOgXo/kavUJ45/ykp0vBOMHAHm5izIkImH045hqNEAvyTBr7FQMSu08gLK/W+/53+H/wgBBZAIvEwBFgF1IW+x6hSp0JhdsTA8zox794IxMzPD470LtnuPkZaWRniAO0eWdOZE54t4/FqK/odPYZHFkmPxsOVzN2rU+HFpWDYTnFtxEa9kIxZjM1O7XRPc93dlVuda3Bw4nF4TfiF+43p6bZjNwruBAGQEspuZYZPDhlMTD3AjMRPXNg+jbJ0ODPjlLFGXM7G0uSeXEqFXUCrNNmxg49C6xMSFmMiDUgxQpTCbfm7E8JWFuHiyMfVGtcFCQPYsdK5cBKvGZYk6+ISdveuzc2N1WNwFXILZnhOqpiazrkYReOlJ3BgbGriVIM7RBzNHP0716sO8xTGcq10K0tKoVjAHJ23Ey8V1SUgDOlaFlT1h+mn8YuOZk7iCD+uy8sa+NwvaL6B7nf7s67KcszkjyZI9N6cqvKRgi8q0j+5E0GYH2v98gnLeKZiZm7F+8Syik2pxoeivwAKuJsG+eKAmsBdmzHDgxYsIWlaryan8lXEaNZTUlISv9z488AmlkwJJSEoiS6ZMvMmQiQduX5gct4Obga+JjItlduxe4k+fpVWrLtyyKkSJgoXJUyWE8lWyUL+hDZWLFadUdEEyvMnAJctbDLQ+xSGzhiyvU4NDrqeZUScbsRkrMPbFr+x5HEbbmmk8/wQdtwbSoMkqWlW05P69KNY4bKVCnnxYKj9pQPNbI7hZYg9YZMJ3/WrCS1Qm44dk3NK8YXA/aq3swf12X4BCMDAvo9rPwqPVL5Qf3w4Ax2A3Vj8/DmZmUKAwJSuPxfaIA6MvPGDL5QPMWDiJVW4fGDDpKQCfB8ygQLVLMG4cLfq2JFOeHBAG2HcFc2fS6IUxbQ/wCHjGso1LeLVsJdvPuJEvLAo8AqFPfwiLgqSSZAsYB86uNCyeSpfGo5ivQeToPwqwgKQUyGwOKUbT3wBJyRA9Ftr3wjAo0RQMGhPDhnHNGRp4gYhmLflp6z1G5/IAbytI8TMd69+A/9E2qH+GhDSwNIMDsfAo3MChEqZAMT83T9zffaRZr05f295IBAFlzeFYnJF6WTJimQFaZIGUpBRs9x2lWpMGlKleGW87R65du8S4DUu47OSHb1Q8bRuUp3cEOOUzRQM3PudApg4NeFA8y9cx0tLS2Hb5HDna9uXnbEAoMALSLqURFJREvgKW7OvcnSUDF7J4xzy6X/yNgpmKmQxdeXJw0cmXkiHR1Lj5EXJawpjmMGy/SYCkpT+iBRdJKZqL2kuG8L7PGvitP6QaSa1SGMfRFyhXJRftjUXYOacKKe/CqV7OksgXbozwjsA2LB5iEmFFD4IxI/8f5oLEFDj5Cgrn5FbpgtTa/Zi84ZEcWNaLJOtsuKSakZoBdqbLcscU2BoHhRzOUtE7Hy22FWZzuwvUKB1KuZKVCc6Ui4Q6XelkDCf8lAtBnfNSzDofNoYMRD17QkzHhrw2+lLy3mfw+kjBtLyo5wReRiwky4efme/1O6WLFMY7IittRldmqG8p+mxczvtCe9j0ci3hOT+y3piLDDGuDGvVhjk2eflw+QK1d+1j+Jb15Og2mpev3LndpQLb07JT9f1poit3YrRVJrZ+bs+gCve46vYr7QtZEaLH4HiD6h4zsJ76CIiEtDTC71xj3Icz/NSsBxNr94SU/nD6C8T9AomJMGgIdm/v4mhjztSG3/I9gyNj8QjKSJm85jx18CHRwpwBzYbzNmg3NzxfMb/h4PSW3TGkNuTytUp0LVgAi3qFcTi3Eq87LejR04q0Nm15+LAxLVo8h/sREGIOh6yh6yEYm4vZjwLwjA5mRmp1wn19sM+ZwMh4S06Wacn0nxLhzkFwKgzlKkCp4vz89iQ9CuSne9etkGEAUA1u5QZvX3j/AIYPAWtToC/ZzcDFA66eh8WLwdoaXtvDwf3Quy+0qAXYgJcnqUlJmBcqDvFJYJMNsv4YBvSvwH+MBvUHfD4+ICkuio5h8CIZ3C86cbr/XZaeeg+PoUiOkl+FU8AdE5tjh6zQMSscevKZS48+0SmrSTh5pcLzT+7kOpcPpWcqeIT50mPlAo7Eg1Vmc6yzZKKcBbwokMKxmXNZs8+PhyObfhVO2+1cmXLyDWaJKUxq0ZFlja8w2tGflNxw6iT0iTCjUCFLzM2gy6CenO9TmyYHJpI3d1nIld30zzucHtWKUmPvE3jvj+u5d1SMMJq+uFNPwS+nTYFN1yZjsWsI7wuAc7+63F9hCzec8Q4xMM0/H9YFrXiWxZfqFjBnjiNP3kSTv11VbF96wg0nMKbB7gfkd/GDTltMFyzgjRfstKPd+UzkDarIycI5GJjFiBkwPNtdduYcDsCz02cZGwmlQhOISPImm05jPBFCnU5lqPGuLUFuhYhPi+SNAQaFR5PsFsPvL05y+slRnO/d5s7ObSgulSXrdrNwQz5s35bh6ft32HnDE8MUwu68os2hR8yp+BN727Tn/vLLZErOTZ7mNbFr8JkM4w2kjenHkFpFWTFoGJ5BgTS9dYUxZmlUmTCSyV16UfL9PRJL5MItbx7uP9jNobeBJObz58a99YSttMHby52c8WfxTpnO5icLKVK/LEea5uS2x3hOu9jhFxeOp6UlrUrsYHzN7ky88zu/2tWHxmdJfvGC7nnCwNGBFh4RWMf2IzTadBsDohPoefA1mcwtyevuQKuXE2lxbTdwi1oFyn0nnAAukSlwNs0KlyRDTAxgSc3eeekx/gwfkt1452lmEk7JKWDmBxF3YX8YjBsGHnUolTiWPrkXY+PnQ9H7d/hSpRp5evdjei1XkBP4uUDO7BAVDJs3cPh2IN3rT4FNQ4CmQCVT3NLo0fgsrcE8fxcoZg0F7kNAJESvg8G1IKMF4A51UmDBYrh/F7AxXcKrl5i/tufNrOOk+ASCwfgvf9cB/vVm938XdgjdMTwAAFjDSURBVIO3uz2hzd/x+dlZHozcDkBkSl4qd7AmuogB7gNm4BvpwXPb20Ssf8oAh03kKJAHgJUtyrMSOL68JzVbDeFO1R4klKpIydpZad66BKmpady795IcLZvhlNGaoa4FoAu8wZ/rfCK7tw/7w+L5OSmBglZWpKamYb/xMI9njGVZGjyLCWL48eKcthRRaZDr+R3KFo+CPH0AKDxoKIWB02WqsDUhhkYZ89DrnSdWux7AoeEmTalVBarPC2Pqol1wZTYLXKOo9sKbvsvXQ8nheBfJQ/zG2xQtnRPvya1Iy5OdLPmz8mhoZvAOh6XdICwO29HWZG6ebrl/50tixyrcmtvjq72NbQNNAaDvozG+a8C51eb0m70TGtfheNFcNDG34OmKFVg1LUutzgMBmBuSTJfMaRzpfp+aC6BUk58xK1iRC1nL02m8cPm4h6oFGtArOwzJ7MjS5p/pOt+H3L2N+OR4x/5ePXiV9T0//bqR4dMsGbJ4BhXzlyOtBCjFiqkVAum24BrnPzgysk1DXJzdKF/emsflJ/JuxQVWOTtgZuOD12/bsOiQiSNDLQl0D8M8JYhM5ub03biBiqWqks8ijKrtE8iXqyK+GR5zOaY+jTuWoZFhIwUMvkSGBDPu5WHK5m+Mr+1j2gUXYmp5I04BJxlYvjPRuLOzp8nQv7bZaNJIAwtLtncZg1fIE15nzcfFDJHYuVzlQMgdng7+nUI5LFnWqSJ1ygLUZ3XoGj4ERlPw1jZSzzdk356GsBaIA5YDY4EDJclQphhgDSyBamHkKZrZREyQkgpPY8AI5E4Fy3Rt3cKc4S1SschiDnXHEt+9OEeLfwE6AtGAJYyOhox1wKc0FCkGryvDCUH+Snx4UgjrIvnIVQCO2UHvpkUYXPc3sBhICuexKNoF8u0Ci6zEevthfnoOWeubQ/sT0GcovHOEYvmgfgtSJdwnL6R2u4JQvvi//JWH/yQB1Qc2zhxDP00lq3Wer5s7jCzIxxS4ngT8ZNqWLTg7eYsUpNiB4WTPl+svh2rSeyZ5ilZkfJZU9r/0ZPllRzJc3kqt54t5lSU/tkmWvM0OXIbNzSGHWWEWZisM51rhGZXIdItXnKAZXbs+onKRalR4e5ugxiO4ZYigef78LMhTBIDqWYpS/p01lP1x/FiDFXkyZOJFCjSrVxor9xAYc5QFgbkZW7MMiXZlaLr2Kg++BFO59wUObuxB2/oFscljhWdsCk7NKzOpSDby7XVgldNHosfWYv1Ld5jcxjRAZDwzc+Wlzb5ndLMxB/OM+C7swbNbrnR/7gwDG8AZeyiTj6JmBrrOEh0fJELdZuCaD9v1JWnW9A7L5vakcatyuKda4GSAo7164ebshPkaL2bb5oWeNUnLbMGYy2DZBhqu6UPKeSuG3HxKRy8v6g8aSv57ZmTNnhs3+8tsNSTy6G4LStTLSM6UOOZVs2K/gw/dT85kVO9RdM7fn95Z83Pmzg3iEhPJbJGVGU3HMGH9TFp+PkmH7LkY0qc/XUYfxcnKh+xx2chWswFJrs8ZVb8enuHxdGnRi+3ZsrB/pC0/FyhInsYbWRqRytUpB+nREmJC3ImPq8Iws/zUym3EIvINExOjyZQhB14T9mBmBqlpprCJBsfG4zhsL126PKRjx+xM+/U6108lU6WsGVYFcvPwyxsSU1N4GfCR+oUq0ap8Ab5E+NLj4mKcRxwgz9butI2rRmy9w8BkmP3q2yS4Bnm37oVyVaF5E8hsASnW5E+JhMRkyGEFUXmgnjUUvMkXj26EvTtKw6RCWGQK/0qv4rzgC3X3WmFmlgJ+TaBUGQivAHH5IYMR0oxgeR76DILcfXhxcCRJTn6MH32Hbg3McfboT+0cbYE8NG84gmelh/NITXFt2IgqJUdhVjU79To+gcQCsOwIZL4A46/Bk1aYN5lI39DdJk3/34T/KBvUwa27ePH6NLVb2zB6yDdXtasBbifDBCtYeM2JCvmtWTDpC8fW16BxY5OnLC0NqoTApjtnqdG0IfmLF2F5n5y4dLGFZ9CxKOSqWRLfhwdoN3MCJfLYAPAqGbJmgKoWcAJH6lGUy7U30+LQGGpVNQmijd16Mfn8aUhNY+DQV5w61egrf87foXEIPM1n+ntyFFQzhxELT/Ha30jVNsXIHBKDY7MyVGtUloADjti0KMeyrk2Y2GwERUuUgVzZ2OPkS9GWlSm66QlVbowyfXGXXQUHH5jShpGVy9A7OpqCaWm4u3jiUbMSM4pbwdFnkM8a+tRhTDhUy5BKa0szHIxm9I+LgQUXwSwDeysLv/pF6VCqMDxL5n61ipgf+4KHfxy7dtWD0/bEtCvDFpu3LNzaCvrCpSVraV66CqfNQgntlZWfitfF4qQ9JWtPoWC5R0BZYkliquEVpe4/xeLtcX75+QJJCZG4PD7OxrM9KbQ9Fz8VM6dxRBFab7fjafVcXDjyG+92nqJgz4a8yZ2be+Zm1KhfkUIlCuDiFEGZIsVICfShblAGBhsK0SYwgOi4RDp0zs2Kob9w5cVTot+4M2nWOIxhbtxpdozY6SO5djecfYNr4/H2FGVnteXSw7MULdaf5LQi/FQJLn9+xamVocwaX5NNEevZ08yLU25dmdnEtOStsO9nBlQoRa6IRxiTFvH0bEY27KpBaIo/ycYUGhepCuRi0NXplLQ245fycylVAJgAtAO6AJFxkC0LWJjjc34bwY8uUHfNjW/Jt17BROffwJkTPehWrQj5ThaCxckgmWw/llshehxkdkP75rL3VR5GHznC5/uPKFOjJhlL5Icz56BbZ4hOIizck+wFjpA5sw1ei7PhHFeIDG+u0snhMPgnQA5LEvwiuOBuJGfRJJoVyYYhKSM5wwDvddClL6TUBYsyBEfcIn+WEhAVB4Vy/2te8j/hP0pAAUyb2pkcRdxZPN0FegPnftxv6+xPrhyWTLew4XlKBkIJxN/NnVJNfsLaHBafucWoWuUoUqYktAKuAVkgJCSJjh0f8Pp1e0aNK0HuvNlZs/T91+Nu5zlVyE8l8nE4xoqOWaCSBfz66ysGDSrBTz/l40yuUdiPGMf69TW/9nM//BCvk89pdXPOX66lcuVrlDTEcGxPLfxs3Wi4O4HY2D7/8Npv9N3FtSZl2dapGrdcAsjZqBwX7bxot/4MzTJnJcP1KbjFphD9+AukGHGrmJv85x5weXkBlnT9gjKaMWDXr9yYuo+g9X1o7JvEtpqFyGEG95NgwdUXkMcKiufm7p0b7G3Wmn7dN3Bvx2Qm7X5K+X5DYcB3J9RjO0EVrShw3x9GNiGpU1Uqh2Sma/V7TH9WgiLusXwuJZLjXlCt3TRCiWMND6maVJcqsclkCHxG7WomI/OkKBgZCefiEuheMo1aXa34rqDOV6RExfHI4xO/bN3IniWz2X7Plo5RhRg1aSiNZ09m1YCxdO9lR4m+brh4uJNRRgypqQioVrwkjebtIOXkYR7XqEEer3jW1MlFNn87XMjB9lMrGFO7Ab9lt+B8u/0ER0Gfq0P5vf04cu5OpVxeyO9UjcwXTZVzZly+j5mZkaM3z5IhdxrZXOuQs15JNvddjMPpnLRus5ie9rupnqcUWc0taW45nSEtgLA7YN3mL46ve482EOIXTpk6q6lbDvAOhvw5cXq8nGoPwmDlTlPDfilQWzA4Fgp4QfIJMNiQlnk89sevU79zF84uW0njrl0pVLasSQDmsYbgKDCkQmoKWPkSNWILYUVrkivgHi+Da9Ph+Wr45AlZLcEsAxzYhVftxjx7tJeB60YBrSAtBfyc4PgeHmXpRYNuNbAwkyndJsu/3pP3Hyeg0tLSeP7mAI3rjoSnQON/0ngo3Ct3lhPnt3L38j2eJjkyKmddbuT952NERUXh7n2L2tW/eWieXbpE1UYtCb35jmJDG2OOGecSIPKsB22b56N4cSuqBYFTgR+PlZqUQlBgNH0t8/Is/4/7nJwiyfYliNIti2P7NJLJk9/g/qQrZIyBJ27QsxYDw2FlDihpDm4fAgnMZEaTgCgIjyO8bH7eXXjHo+1viV/cgbuJocwe1wEPI1ge+ET1J7cJWVWB8jmKY5k/F+WCM/PUxpr8L9zIs/Ya68c3Z2Wn6rDqOuSyBFsnU/mrCS2hYA6Ycx6GN8bNpi4FjoRhdTQPxCSBdRbYYQdNykLJPBASA/ufkNShOj/Pcub0mgpc6LuZnpO70M34nKaVqzG9h0nwppGG2d/4ZuZHg31CGkMzmrEmDQpmhJO5IE/GH9utrTWW+gPbUSeiB+P0GxX7luTy1CPE1yiMb3wq8zZu49LBufRtM4Z56xZiiI6gYsWSuHr4kmpMxTJiItkbhZFv/DAaPTnHA7sb5La25m2y6Fq3JGZvL7Nv5XWeOtynVf2OjD57A584d0Y9zkSvQu0J/DmF+KgoytRtQ64tTcmgDOS1tKaiuQ3lUy2oUa0vi84eYmjlHIRntuRijAu/rExl0dFfoUVLIA2oAryAFGvYBOGjvVm3rT6+rzqyafd2/BKyUrsM6Qyd5uATAjmtIDQAMmeFzIUhz3c3ZccSaNMRClaF81cgqA30ToKCWSAoHvLnNQkpakD8GUgqwNqTLYmK8WP1LD/SYmNJjE8jW6GccPYS1GsENtmIjojj7kNfbi2+yh53c0iuCNlXA5Ngwh3ih88j2mcLhaK2QZNMUOZfv9T7jxNQfyA84DPJ8ZEUKtvg28a2wHHgTwLo9aOnHH5mS4p5FJMatyPj6ywEXH9HyxuzAXB4f46SxRthY10IgP1zWzNg7hkmXHZmV79GWFiYw9ijdJ/SjUYn7fBbmoHf6covETDfGkqnW/Ki0yCHGXQPA6Ng+9mtXG3fl07F8iPgyvbPWFtnYnj5NKhWBKxMhs/KQWBvncqd44F0u16UuEXeNNr/GKdtg2kSAputoXaX31iRvRzR5bOzxP0jlj4RLB7ehnqk0nnfPWhRAdaZhMDDJPgUkUzz2GTKP3Dgsa8X8VMa0z5PGV6eu4B97SZkTTRjRKV0tXzueWhZERx9wNnf5Nu1tuTcsBxEFrMi+w4zMh+5QuUW1SjnFgh964JnGAxtCJULMyZPIX6fuYfMFplNgm3bfbg9jSseIbgEhDK1eWUsLL59XcNfe5AxaybWV/7IStp9e1A9t8PM9vjXLU0OM+gcBlttoLi5KVSkXzbIOXwgrScu5mPGbHgtHEueNMgeEUKRdh0pVrsntVuUxDvRjqMzTzCte29iEhK5EPaGYPdgYkJjSYxNwsIiM7mHTCNfahLvDm/CLEMGGi3eR/tV15l7ZgwbDi/iwI1TtOh1lPBMt2hkU5bkLLZsfJNE5U8J5E7OyNzs+VhkE0n9qrtY7DaI65V/pnFUGkWCz9OHIUR3yEo7Q1lGVatIakoK5tOnwNYdsG8PhATDjM0wczDk2wLzf5yvt7us4PbH02xw7gxphSDreJOdZ/9eyJkTejbFxKncFwDjyF948D4frbpaQc0m4FITeiVAwiSWzxhMraJptFnVCqeIVdQpPh/IwtNfdpMxRwwNJg2A8iUgPMb03DOYmeKhcmTDbnMUt18GUqZxGiMmVIHDqVDYEupGQEocH8+9p1Sfc2TZuB8mmpmYi//F+I8LM/gDW1bvwOGliYFgfjQsiQZu8xfhBJDg6UGbGWMIr9KOa8cXsme8kbJHvkWcjzn/iaefvhWYrNKkD1msbMj6dCXPr27BKxVubRrCpQrWzFrajd/pSlxcCkGDH3wVTjCXHGYmmowF2WF+dth47TXx0dGkyKQBhdUIx7dyEGmnXpHq5P11PIcAHyyvvKXby3sET3Xh1fxT3F7Vi+deodR79pbaWYA701gQ/RmbOnlIss7G/F2NeZ4cwK0xofDbQngYDBtvw5a7ZH7pQVbrzJQvbw1jmnHAvzyJj00xKm+vXqPIpw+UTEkC/yjTCazuZfIAuodCtxpgSONtNkucS3Wk7xAnnt4No/SWn4krVwCWdodiuU0sitaWxC+7zO4VJzhZvhDNzTNAtszwZA5YWpAtkzkFbXIwz+IOCZiCAAsUuMjHc895bfecMAPYxsNeXhGVkkRf6ww8mbuXwqRhZQYP8oFFZAyfjAlcj4nHydOdurWa8M7nE8U/vaN/YBFGFylCas7s3Hn7FAv/RxR2/0hUDivKrjzK1G69adFjCHmDM1HUMh+2K7eQ21iSIvnyE7L8PIFHH9CvXS/a1KhNj+h4HuS5zsjFvTh4eTuF8hXn8Kl52Nz9hOuh1+SxHERiajJ1e/fgQrkkztYrwbW5Z5naviCadZ+7lglYDxrOvQEb2D2hG0eLNKajRQRJKQlsfnLAJJwARo6GeQvBLBgKzgAXf9i6GWgCfnaQmkqp7o0ZtXcnxI0Bw4BvRuheA6DbLkx5MbYmzcrpPRm79aDhntFQqhxUKAfd4kzPIfNkug5pSB6fWEhMJjF+GfjHQWgkjTd0pUGfK3DrKkyaSNq2TYR8cOXB+XOEf/SB+dDCJz8rK1ZkxLiKsO13yJ5sqsP6zkhq9lzkK5WXuIB5UCYBzP7rTK3/f/Afq0H9gbTUJO4eW0D9oRvIEQzcAUwEjxQseJHPnzuxoU0rnt8+ROk1IyhSpBrRzg9J6rcWm9+6UaxCQ/INPkaHSgWwMDcnwMOJTy8u0fz5Avxi35JnTRkOVF/EudMT+bV5Av2oDuOPk9qsPFt8szF9ekVS00BMY7dZC8bRiX4Hn5GzXCoVLXIztW5V08l4hxNd3ERJEfX7DsLu3KL21VusnTCSoY75KPhkFSSlkpqWStgLdwq0rMyX0Bjufg7mtwcuHBnfjpyBkVR46Q7DTevapKRUsmQxh1W+4PgJVlXDdfl1zgxuxoKDpWAEOCTfJFOWzJQoXYWz194T3qoWYU8/Q0wya7IKaheHtz7snrKZGg1qU3/vKCidD99UcFtvS8Y3bjSNFcxsB60r4Z4KDmvv0PvmG5jejkP9V1OwU3FKFqjF+UU96bjxGtXXmZKIU6LisLCxIopEbBIzQrvNRFyaDLMOEmyTxvUKdbjXqyQNEj/ycEASl/O48b5SFho+CIPHs4nd9ZAGoX70mV+QC2e8CIu3oNO5R/xyYinrL92ktDGZbF9c2eX+mdgsZjToWo8at/OQ/fJpPLbtYHC/TCwKz8u8nEHcjK7A1eN7yfc0hrCBDfnZK5LMuOI6sjqfz90lg2cw/nV6YLlrEHGJMWTOlIWypeozvFItvIKLcrO8D0/9nUmYfoNfrq3jl6odKJe7KPmy2WCGGbUPj2V20dp0rdeLL/aXOHfmAaWKmBNeqCpXou24POh3cuYvhadnHPb24fRtZAnZLSElHgICoLotpM0CM5OmuW3zYrJ4fGCk8uIxdzspaWlUeO0O1TZBqR0ErZ1Ngbzl2ftlPWXzJNN87GvIbAMBESYDel4bCIrgQ0IWYvbYkikxkTrbf4GwaJNDJZcVPc++5VTfOlgEBJKQMSMx3v68fHCXCs2bUT5rYygQTvTyeFwrvKCW90MiqnWjlatwmtiJkze/UPrTS+pNbAllCv3b3u//eAH1ZP4lyuZPJv+kfuAGL/aEsqSUMzfHtiAiIplcuUyaw644+CnkAw+PzccyJZGqTfsTEehGywGLSUqI4vdxVZl3IpgVfXJRtv2vlG4zk+S6p7hd+TreOSrQ/pexdD5TGKuVmSFzDC9jEpl23Ymnk9uwMhoC0sAmizthblloWncOFkmzcBiylWFTJ7IiY2EOLDzOx9qFqLa4F3Fp0MArlW0+4Txo6MCYDPUpaPFj2s2iKCgeG8uIotnJN/8Cq2qUIa9fON0SEmB+px/aJkUmkPLWm9jlVznStjJzp7WDLCbVbmG9xrwrW4X+k+fjHf6ArklVqPzwMzQrDz1qQfftOLv7k211dx42qslgm0yYm5m8nh4D9lDgl4ZYPfeAtpWhURmS9z7C96oFZbpmhJF12V65NwHyoeGNO7zMkYOCGeFoArTMAk7X3jI3YwqNjBkgyUBUz3qkpYlXVh5Ex5WiR5aM3LTwZUdkVma8NND6rSMs6vLtwuZfwN46kVldWmLIm53BWawYmx3ux8PGYzfY2aMWfVYsonaFSrzPGESDNrWJd2hEv98deNmyBD7zIpiUsRqn5cz8jA2pEAhht8/R+N4XmtXIQ+/WpUipVoNG48aTM+AxifFB5LLOw6uTvri4v6NmxW+5dA6v3+GbyZ8tDw5Swao+n7MFYoyNoL11QWb3W0Xzk1OpEh7E2KodqNJsKBtXbMWCGMpUq4fX5+s88M7JvqW/8Oy1Gba2AWzdWudPM7kxcAs4CEmjeGQ7DR/zhjSp1oOtbwLJb/2UmSWioUhRyNaTu7/W5LpVEcaUrE3+mrexKb4FLthzJyyKmOhYem1aDUkedOnjxoify5E1Lp733ikMqDuK7AXbkTXnJGy2PyR2mgVmWS9B6hZTsGVamskOWSgP+IfB+nk8eu5L0Z2rKFm4JNGkkcMyKyQkgSGVpLBYks0zkaNK0X/F6/wX/McLqF3zVlEkH7QdOYVnl5fSqN9KwuJTTAmT6Rh31p645FSODDbRfHx6aYtFVlNyZHxMGOXrdCTjtsxkLJgRBkFwH9i7AIZZOpJmZsPIq59o7Xybzt0HUalzbQA+v72Df8bCtKxeCYD16z/y5GU4HWu+JYdLNP2PLSItLQ0zMzMuJcKc1ReZFBrEuoVj8CpkxoVrARw/4M758yY6jnt8wQJzmlASXAKZmmROzoXHmF21KJnHNDcZsBuXgZrFfrwBiSlsM1rgbIBl5kmMjjHjREELLM0gLC6JVz4RnMpfiOGWEJH1PVUowHmcmUcLePCZJ2cdyV89DyeL5cO+Snn2F7Ag3wYwxMOoqXAo17dxGH+clD2DsEgBLC3gvgvsfgS9ajEpmw3tWpalk1LYbrSg2/SjbFhbhP4+ltQdew/nDR05ciWNhJhUrPo9wbfqJEa8dKGNgzevZnSmXmY4c8ab58/D2bSp1tfLm5p2hSGXzAjs1IyGmbKTK114vvgIkyY3Yp4yEDNvMVN3HCQ5QyzZq9bBfdES9sSm8eDJG4a2qMvNJPD4+SGZx1Vk2U/WrD6yGy/Xj+SsXpNMTo/IUtaIuVsQLwxATAge+94xae1gImMicHZ7y4eLEQz+aSQbck3mTaW35GllTS/XExzPWZrchStSpdnPPzySl0/sefPSkZtX7tK2U0va9u9OYHgMct5N8yHptAVpaXDnFrRbD59/g9MXoGJm6LMamAtusXx6V5Nbd98zeec0YCQwEJPr2oTUtFTMY5Ihyw7wbwPKiTEsHF09i/nK1ZiWEtWB6Tjbh5Dg6U+FynnIljkjGXNZEZPFAuuACD4cuYlF546UTcwEfmbQJAWK5YdTezE2XUPGj32hwSJ4mBXqJIK5wWTAj0si6K0XGQvnxy1naRpW/O+8wf8L/NuYpv4PwWg0yuCRqPDmEYoO8/vH7b6yhX3DmzuHtHtGEzV59UwX3Z2l77p7f3ymbRNrS5JuJUjzfGN+KAV+ftMI2facpedjTNV9ExMNCg5Or2Lc9jedO+2latW+laP1jYzXpX5ttM7pxNdtsUapRXpB0XcK0EcFyxCfKN9xh6VdD0w7jjyTQmOlU68k1+9Kae99JJ18IbVYJw3ZJ900FeXcHWviXpupa5odflf9D/1YmjromYs++XnoWJx0LUFqu+yDevV6rAW27/QxKOrPN9f0/8En0rIr+nT5tvY4XzT9/hP8DFKIMV4BE3dr3mUXJbzzlfY/klyDtPvQXrV++lyO8lfs4y9aN+JnnQ9+rwobzynirom4z2gw6PXJt3q++omMcYlfS4/dcHkgu42O0mfJkGz4WkT13ipp+NorGr5lnYZsXK3iLTYpw8hNWnHqmCSpTmCaLJqcVa9QaVtctE6+cNfu0HTCvsR4lRneQ1NHLNbvSzbrp5/LqtWoairWzlIlV49X2/EtVLl7Li3ePlXlu2SXJIW8d9bTrSskPymhcYIu/nRVRqNRDvbvtGn1diUnp8jHyzSBTnU7L7stj9Sw22SdvXT3L/dKkhQWIe3eJyU+k8JCpGu20pCB0pcL0oOfJI/H0s+DdGDcJCUbnBUa3Vjas8tUYFM3JVWWevdIn1whUkycYqLq691tFyWtWi29eK7Dg0cq7ou3Tl+ZaGo3Y4b0wVOKT5+nIVHSWR8lTPpdwY4BStl5TjoRIf+DdkoaGiXNsJX9w8dK8giSwrylDWek9GpaSk6RYhLkue2GEj/6yjdE/xb8x2tQf2Bo91HExsRx8f7JbxvfAy7wsW8wJ3BkxfceI8Dd8T4nV/fBfPw+yoW+w+/eBeKjQ5m4/R1WNvm+akCT77jQ7qeKdExPE7nlEkCrsgVMX0EgKiiQqaUrcNQQb2rgEcqBfHnpbQk3kyBXBmidFbovmk6GGhW52HPk13NoFQD3hgD3TL+NTdfyKGdGEk/NINOTQNo0yft1uXZphS+30wLZsagePHNjfIQYGBZB425V4ckXqFcS8luTlpZGgXLnCXEzefUO8pqiqQVpbV6Yl+MOkLt2Sd4PbEGODNDcIo3U1DSTp/J7bLwNwTGwrjf2c05SfXBTLKoUxvXeR8pFJUIvkyb5LgWUmETRrpsJr2WFQ/XMZF3xga4liuJVvhAFggaQshVGZYbTuaFT3kPsbmSgSLMSnO2Zj6YlSpGf7IS/9uDD+EM0rVOOtOgkhnk5UqJARSZMaIRxezF2tvNibOHMFOpQhaSUFOZ/cMMubxmCti2hgDKQN0sqyYY0EvOLTZMn0ghT6kV0GuznMSFmcfT5aMMvG8dQvNci/A5OJC4xlmRDEsvHb2XF3pnExZpRfbYLgwrFM7h6OW49vUy7xt3+Mtd+X7kP+5tvqW9WgwELe3P+42WevnLmU0QiL6/vMM27snD9sxcdq5cAwP/4EwraJWO2pwUpSQn4BnpT+sYDaNYUnj4Gq2xQpT5U7AHPNnHxqQM9Fsw19b38EK8yXlSNcyQo40yCMheg4eahZNp/DICYsDAS7nziZW4Dd85lpZWNNz3qm0Gh0lCyBAftxjO8zjKYMQUOn4KoeLh4EkqVZ/nLwkzvkJ8gm8yExppRv2AirtccKdyoGNkKfAaqg+UtyFIGgvMCucBoBsUKQteMvCy8B5uiuSg/uhUU+OfEkf8d/Md68b5HRIAr4yd2IoOZGZtWbSM1NdW0wwCG2ETKJGVnqKHdX/plzGRB1Sb9GJivEIEPr9Jh1CYm7/yAlY0pzHv7xFo4PzmHh1cIbTOlfe23/PYHvoTHkmZuzg2jOXmKFWXqxbPfDlwqL68NEJlmSq/7o+fUeRup0NIknPz8TFQjDSLdiTkX/+2cLo1nSesarPCMY86U18T12WniVQIqZMrO50OxppSrrWXYWjs/jTtUpGGKJbEOPhAQBcDdHbvp0PQMqalpOKTA+fBKLI3Mg28q1N/xC2VGtKBHVpOdyKzNJiySUr+OfyMRjH120rx3c96tMC0ntrzw4MVnf9R0LbVPvTOFSESazv9RQiqLrziyOUMq5cb2oZ97Hl51b8KjmtnZvLIng36DVZvOcjRTAnEpaWxvnULC5e7gGEqfFRXIj6mMWO46pWiaKxdsH4zzjGoM+7U+Q2uUYHmJENbtTmPOCTus7VyIJYkTp45y9eZNCmxejsHFkYqlqlMyf0Fc/b0Z61OY2O4nSSAFX6LIDkwza8K8+MZcirYnf6d6OGwbQkJ8PLXLN8CQlpG5uxdhNBoxz5xAcPE0zMuUIy4hjk3HlhEdF/WXeVOpV0dCSnbGsVRFctvmYtjYwaxYNY3CBfPCNbj36AG3790n/r0DqZERMKAP4WmuqGIKsefP4zJtDFv3z4e3r8Dzkym1IG8+EnPlJsVrPbRoj+uTZyxfOIBzH+1IfeuIb0hN3HKXIKOlO5UzhmLsMww2bwHPIJY1aIZl+XC6CH4t7kCXET+R0LobiVmzQSZzsiYsIVYviSxcgRTvMFMxYI8vULEqA/tmJ1NxM4qUzk6lXElgloEyI1sQlmiEfHOggDNhXwIJuxUPRQ/Dp1Hg9AbDooW8L32JB4VqU6ZvfciT/Z+/pP9d/HsUs/+zCPJ4Kw/Hm3r5xF7Tx86Tp5vX133v7Q7quP1dNfD+1j7WKAX9qVzTg9Or/5fjvLy++4dlnqdBKn7kmoZfHf9P+11PkDbF/LitRrEzsm+6ViUmzJCdk4MkaeLE11qyxEk3P/orzpCsxbqjE3HS75c/Sutv/ulkvv0ZECNNjZQC3UKlq44yGAwauuSmund/qGSj9CpJknewFBP/15OLTjRdU2yi1Gyd2r4O0+1HHj80qZe+snRzi5FZthNyX3VU/jsuSd236cPaq3pcY97XtrFKluc9e0UtO2fasPuh/LpuVqsQaVWk1NDHT0t154fjG4xSk+A0Gd94K2bofrlO+F29Bt3V0r43v1aCfhOaoGaBRl3Qe63dskHnBs3TuacP1eHKTeVduVoZurRS6VGDdeD2dSUapSdGL6022KtFiHQvURry8x3V7FNM07aM1pIdU9V9SCN1GFNH+dvn0YDNW1R/UHFduHdCxXoXUO36p1SkXtO/fZZjxrxUfHySxjVdKZ9XcX9tcFyy3/lG/TsOU/+Ow+X27pES3N1Ny6mIWG1u1UFb6jaQPINMfOIPr0j+RaVbt+Vx7ZnuDtgsn0v28rlkr+QdzWRMTFRM/FCdfBAoR3cXKeSOoj76KOa9p+R5S3J+LV2/peRfWinh6k3tzdFZ+uyph4/CFTJjqYzvHBXoEqzET86aduSxztl9kFy9pSmT9PKJi0JdfKQRbRSw74XeTj8ieQTqy2Mv1al9Qwozlc7yPf9KX36zlSLdZev8VpvOPVXqL63lsnmyzp3yUNiEWZKf/9/er/9d/D8hoL6Hu+cTzV1RVE8fvvi6LcggefaVFCDFu4brSRcHjXb+8EO/awt/1+MhK7VS93Wp4nQ5H7us8IBvL2qwh4c2Da+r+OgfSzyvXjNfj1O2mX7E6o+SY18xKVKaESFdSfi2rejiCwqLa6+GG6/rY0Dk1+0eHrEqPueSHn4xEds7Kv2he4VJ9p6KDA5WdGjoD8d/fyZSTUbd0dZYKfq5u7Th1g/7rydIbb6zD+yLlQaESeGK10v5aPeIMXItP8Zk5zIYFdt7pwyhsX9/c9NxX276oCAZwqO1JfmhNOmbXe26XDQ1yV5TI6VWIVJwgkGKTtSdBCnKKG1J8tI6/bXu26feu7Sj0RIdWX1HsbHJen3yg1KmnjLtTDRIPuGq5pGo8eFS8B8fl4h4NV22UM33rlDTMdPV8eEm1Z0zQYNS7qhNsNQkwksdI4J16tYBVZ44UP7x365r/Kdtytm1nA5e3quRE3tK003bewQm6sDfyJ0/MHLkC507cUXjhk77tjH6r+2MRqP2bz+i55fW6ebu0QqMNc2bYA8PBbm5SUaj7t6w1cLK/aWDc/VozzO5bPgknQ+X+57b8pqyQakrq8t60AmtvPjaNEhIlPTipQ6cfqpPncZKe0ZJU/pIF87pWcPJin3jJkXESJcuK37OIikwQo+7rlOq1znJ4aS8xk1SdHyijG7+0ssAudp5K+nqVelNJ6V2i9PDnc8Vvu2IUu2eS27+0uMX0uNXUrjha8GHsC89FfLzMMn3sRQ6R/IO1pfN1/S435Z/Omf+u/h/Yon3PUqVaExMTChbNiz5ui2/OZQ4DRSELMWtKVE6Ax1KlKNbGMR5h1KlyjWuvS9LQPAFGicVpJPjGk5lC+XN0/Nfj/H+9l1yWv2EpfU3dgTfVJg0exFOmdK9TreAHSbT1Mv4VD68D6fMJQ8W54AuWb92o/+iLBhVB8wyUrGgDfSHMWdecaGAI16ru+H8Jh8HLxsxDzTFTd3Pn5u4WiVY0awNq1v/WH+sSh8bHu1pzQQrsHYshaF6S06d8jLtTEihQ1a4/l0e53BL6Fp6JKHE8ZEQWo76hZhuHSGTFZibYXV2LAm5rOgdBtd2n+ZY0JMfxlv180DW3f/C6JD8BIcGUOuQF2wZwKxZDvTp84Qi2FDQPIUWGVJo5uFNvqzm7DfLQuuspij7SZmLk4usqP8uEw9VOqlm+bNjGLy8N31vvuLUQQdWh7mz9DcbLuJM1JqbvOm4n+BDtyibCay23Dal3PTfzegqdYiziuNZuDPPDj/iyLKtvPtSm9RXdrS39qO/uzOPm1pRd0FLNlk+5EN6Hb/yt1uTP6YieaxzEFK4ExssXADIZp7lKz9gp9VnOePg/cP1791bHw9Xd9p0bM6RPSeZNWkqr8afJPy+7w/tThw4wy/jhpAUE0yl94OpumUExtZG8pUsSf7SpfHxSyQ0pDyzrm7mbMFx7Ho1Ecs2BaBUKqU6vqB4kTcwMScJ7z0pmM0cojOa+KHu3aOllxdlxvSALlOgQHkSY1IIHjYCq2hP8I8kpUlz7G6mQPYs/HQ+ExnT6tJ39jWKT56G9YcpbLLtTuTFOArfO0vmIncg5Rfmjj3AoQ/nMTZ4zvle28HaEiIjifIKJW1mIJw22RlyZ+2IITE7yRmswbooZMxAqU41qPXbYP4t+LeIvf8BiIr8m8/anxAcGa/zRcfr0iUfbdrk8sO+AS6eWj+/o1q1uqe7dwP/tn/DIJP36g+s79xDg1zidN1XWtRti040XadOnexkSK9g7OXhI0nyVISCbS+rhr2XXiZKui9Nu/hGhxLe6mSc1NZFOvjQX2123JckDQ2X3qZXAYqMTFadarYmjefPuC25XouWuflJSVJal9/1cP6G/+V90GxJb0x/3rsXqODgRB2LMWpdy03ac/zBD00bPH6p+c5P9Oysg2ZWqqHQNWe/7vvjOiVpUutfVWvkDklS3zAp8Tsn6oQ4d3n7pGuiP0lal77jXJLsKxzUrqZ9tXvGWbl9cFXylOO63nGjxvY/piOxkm2CpJXX9LjPFm2/ckQbPlzQ0D07NSrk24NwM0hBitGLRA8tnT1bTl6fdLnePLkffSRJCg9PUny8QV3GN9faAwtkNBq/Lt1DU02VnyVpSOWGCo9Lktf7u3J9dVGSdPPybQ3o1VQL15bUijVdNGHJEHWa01BrtzbUtnW7FTY7Qi8u22vxjJXfLtggrX1h0jJTJ03QoUaNNW3pKi1ZMkXycFf8nAUyvnCQwqJMZaH8P0vGcF26tE+VmtkqNjZJcg+Q4vyV+tFHb37dK/mESP5DpQlNFPnOU0tm2UvLDJKLv+QVJPmGSt5Bktop7p2j7q3YIHkGSB7PpLBoJTu4K/HSXWnVXMnZVbp1R8bERPk+2qwrXTZIHgHSuYuKPPdQxsPHJXcvpX3x16fVF+U49aBOjZ6mhAA/01LVP1QK+HFl8a/C/zNevL/FBaASUAESkgy88g0n8HUSq5w/MmFhXo5MCKJG5gJs316XkRGw3Bqebf2Fuu1H4fTwFDH2z0n16kffa5NNEdvAnVYraHNvAVu2fOZAHiuW9yxM13Tt6Oq6DVjnnUKDFHPcoq+Qr0kF6ntZceMnGyK9PrBqwXquPDxDUkoqFmaw3jeSnkVzksE8mjL8c7qKWy4BrLf7xN1xLXk05CxNq1tDj5r47bjMgdJhlIrOxuC5k762v5EIrduuYZjvQ3Y6Xcba+r+WaT5w4FP69y/O8GcviP3NwPXrLWjdugDP8caDCAYs9uFG3hy4/ZSByTWaATApIo3W2b3omqkUADEksWXEQrIWKUOuUq1wuhnAjIzZKXLMxPKwNBp6ZjVR2JCEyWgLkAChb3xIKpGJAWHmHCidgywrLvDx8Ude355Hgl84cWFJ/N6kNKEv3fjw9jHnVi0iR5lKVLW9hV0KjMsG1S1gYJiRrgm+hI+cQKWK7WmycTTm5hZERCRTpcp1du4Ubz0fU7dmI3IFga1lGVZ1SWehGI6J+76k6Wd0qA9GQxJWeUqyfukm/JLWUbhIQcLDQmheawfdevUiJSmFqWPmEO8TT0abjETFxpDJwpxT1w/B6pVQpxG0aUHc8fNsX7SFQY3yUeC37ryeH0ODNnmgRXv4fS3vAgpSam4fspfOT0pkHPFv3MnZtBKVqlzjycthmAU4YZM53eNaIh8cPw6Z+kPZGHC8CM3aQ9askGwwBVyWfA1mbU0pLkkpIEg1y4B59iwQFQkpsWDMCIkGYr1C8LX7jM3UnylkHg+pWSCrAdzdoGhR0jDn07FnVBpYn+j5U8hx4gNEX4U8fyI8+xfi/7kl3g8Ih2Xz1vDhnQvDHe/S78ZrkgMs6OAVzk/n4ol8Cc+ehQLQOLNpCVKyanNs8hUnd46yVG3ak6hcBxk79vXXQxZqb+JurlAhO1sKm9M1KwSmQo8w6DJrBs2Gm5N5DBRoW43Q51/4rXshbM9406BJXa48PIO9dzhV1t7AzNyc2SXzkmYewWU+/O3pB6ZCRFQKHTo8oHpBG+a3MgWFNg3ygRntoHAuMratRtY4/SCcVmPH5oQw/OzmkL39UlJTf/wGuRLK9rgXTJ/+FoBt2z7TosU9PqbAiRON6dq1COFrevPrr+Vo2TIfeIdTdbUDdSiM2fxOmFd6jkv1cKq3vIqdfSBPDSmsirHC05hE6H54fzKIovv7kba0AgVbZaBXiwIYg1K+jn8jyRR+0SOMb8IJSAoJZ2mVYvx/7Z13VFXX1rcfei8iIIiKgL3H3om9V2I39hKjscQWNcbeYqKx945RsWHvvWFDBRVFOtJ7h3M4zO+PTVBicsv7xu81955nDMc4e+211177HJ3uteZvzmlf1o69n+lSwVSX7d/oENc4m4oWr0nUS+C1RgeAE41SeF2/HuXad6Jhx7b0N4OuxlBeH6IzErniPZpmBanodW/GoZ4VeXZpMwA2NkZER/fC3NycMo7lOX/jOFdWbedV0FuOOhXGZ44H3ksQaWVXDozsGNp7LI/uPcHOrhRfDTnBnKk+1GjZnnthCRgaG7Jhzyqmrp7IonXz0dHVwcTEhCeXtpHXvoPilt+2B/Ow7uwb+TmhFuvRSW3F9eNevHEsgyY9m4IfFlB76WD0ypbEZvZR1F5HSTtxEZLTeXKmAeZJPhRIodLbei3kL4YeHqC6Cnq6ULE6aHLh2Q9gel/pl70Xbj6E3ZuV8JcSZtx8a06ylzekZIGZLfy0FBxKY9GkJtX69aX0Kz0l82eIGvz94OBlCNNBd7wD1dq3ARMjTOYuIurtVci1VvJBqdT/9J/j/4T/7DcoIDU5lTEDJ7L1/BbW+RvQ86QuJuWvYWJTkiWZahZ3rkWSoRGrM2HjezKOC83nU2liB/RqQvcX5Tncw5GKBh+O37v3LY4cacGFPCX3+W8k3A8i5oIftX7oTZs2V7h0qVWxJHa/aax+T3R0NqVLKyr4fknQx7CAtzsCiSyfTXrcDdo6vKFfDyXw9NRWT7LVBRyIExr5eDHr4hkC1ZAYEknmuWXU6zuZkqUrwZAd0K02ud3qUKbMCYISO3Mv+S2XFmewapWyf5abm497mj73S30wJUjMhJNPYURzwif8ylnTPQxbeJgfw5/iUbES1XDgah4cVB3B4o0T81zrYG1jwk2fZ1yZ8g0L7t0sNlx2AZiefMLj3HCS+lenOc4k5+eQ7b6TfjVbsm+zE9Mz45g0/wUhpWKpXbo0zQb1JzwfXqmhgwks11wlYvdzrI17sHSQM/3C1dxqeproqF7F7hXsewbnGm04fuI4HTp05u6BaZRyqYt1KTdcareHU6C+qsZgtQHpb2J4/Wo/1/ySadyiPS1bfl5srLDgcMq7OTNq0FAadsogKuYZ6TrlKHD5iTWFujCAGsvP0Co3EsKDSE+OY8v+dRhnFoAqAsxd+XmnH41sKtG8nyVZh3pgZjmQ+ycysXZxo/K3zdix4xCm5qYMqOYGXvvgm++g1DTIGAwGL0A9WNEimRwCWzM4VIKn1duTkGFAu1vroEky6foNMdt9Dr0uZZQMB1cj2B5flm49nShlfQeevoRy48HAGKyNyY1JJys0npIVykCWMfiYkmQVgFiqsd3tCMsNKJi0nIuun2HYvD6GhpEMvvyGKxN74uZko2QBdfwwe+3/mo+ycPyEiQv3k7tHFomIsu8zeUEp2fc0QpaFpP5h/73zusrhdLVkaUSCJVF2yaOicxNVJ8W2lOJOb936stjaKp8rVz4lFy9GS2BgmrRrp+wj3ctV9qs0GpGD8lTGLO0vczdMLBorQyOyLiBTXF1PiEzzEll/5YO5JCaHycvAi0XH4Y9eyoWha2XikYdydrXiRRmbLLJtWIRcnuMvCZEvPhgjJ0f9Qds/Iik5XPZ6DRMRZe69YtXiceuANIot3k+j0ciO2e1l48ud4im+Ep6cKTWm7JNpVWrLzcLq3JGSKgfkqQwZclfWTL0jgQ8eSEBGiCwZUl5CRidJ4pkc2bcvpOhe75MWqNRVV6vz5G3AbclJypJ9Ht7SP1Ej0zUX5Kc0kfMDNklmZGKx645tnyOZaUmyf/8eiY1SXKzJMW8kJfZdmfvvvvtW3rxRJNJx4X6SVejty8nJKTZWYnyiLPpuhXi0GySb1s+X4ydXyOWLJ8Tn1gN5+sivqN9vJeRFRL4ZNlX8nrxQ2pIyRNQiMlEtMmW6yIiDItfbiDy8K/tOaCRlcr6y15SeLZISKZLVROThM5Hb90X8L4nEp8qFH3+WF7teiQSHi7w9IZLRSWTeJBGPnoqUxOtnkejlErRujeQ9DhTZvV8k8K3I999L/JPLkpm8TETdVXaPbiLpb8JEElNFkjeLREZJfnC0SECiyMtYkdBYife8LCmrtosEThd5Eymhs+fL/dWX5cIuP1EFvpVu366X1y//PHrjr+Dvk5P8L8K+XE3sy9Xk0o7xfFWrPWU7BrHgUhD1ywFYfdC/dMX6LImM4vHyz6ndqC1u42cXnZtn0Ia+RxWRpZWnOwFmiiTz1auuUFDAllwfeo0txaKNbzjpYo2ptRG2R4Pp+5Mu82ZtpvR794srgKf2ZgQHd4dIFQS8+2nytl0jr6kzJau7UrKEs5Lat0tN7J2dSLCzYY1HfUAJPrU2O0XD2lDh607ETJuLRVcPjNor50YkQzsj/aKkmGH5cDpXSZX8Z5y4OIcn/gf5ss8ubqsgUvRZWK8/7YzgVh741V1O6019qNi4LKdzq+JVcSj66EIJ8E9RkX3xGl3TIUEDI6JjMCtXwPz5NbHKV3HU5CFO5hZMzvgaUx0baAiDbV3o3fsWGzfWx8Hh3Svp9R6rcD86GQMnQ2KCH+JUvhmDG/egr4WK6WkNSNABxyr26JkaEfr0HIlvX1K99Thu+CfRaZApZgZq/K9tp9SghZRwqFDsGZct+5l7Nx8w55thmJqZEB+bwJejB+C19xglSlphZm7G4JH9WTz7R5xdyzJ++lgun7mKmVE54rOScHDSx9RUmeuB3Ud4/SKQ+NgEVCoVMVFxzJu2mCYtGzHdbhIEA/NyKHg7guyxRpgf3UHipAoMtE1A198GXsTBo50wrjQakwR0qm5H95Q7BOpAhwICTbpg4rwXzEpBXj9lf2l8HmQkgY0FQdXLUFZtgZtuMAQ9BUcHKF8KpkzHzsYSYutC0hCGLjDk7MsYEhK+Z6hrK7AEPQMb2O7HBb/rdPhqGHYVS0JaALiYgb4D5cd8RXm1Rlk62lhwskkZMAC27IDhQ4rypP+V/NcZqN8wMDLH2rEixsbmLOlUA93368qvgikloridk0oPNw+WO5fCz8mVhBcP6B5txVH38dQN2MC6TFMGXTjFmG2xdFn7DbaW742RkUOPnDJYe5Smg/t1atZI5fHEKhjtnUu/n04zmVP8wrvIfTd92P7bG3KUIfiAdwvoaAR+JdOJNAnDA2UTmvrloXQJjG0tqbdyEACh/jfJyUyhd2IStXTKcVSjj0doaZh/iSX3jZgztyZ1Q8J54x8Jhx/D2UnkCqS/E8h/SEEBw480ZfjhfQC0NIaHDihJ7ZafpWBAM3T6l+Xrii5M3joeHYf6HDseiauLOXXrlsB/mBnPhjXh6hWlLPaU6ATax7vhUs2cKM/H5C4No/PLDnCsCgCL98OUc9C8uR3W1spf9rFHF9PNtBZNby5i+sH7lO8RwvDKTZW9q2lweP8BPlOraNu2I+YTW2NsbY6LTSeca7QjV6XCzMwcY2NjMvL0sKtYh0nfG+JsNY289JLMWjS16FErVHahc892tO74Obq6umxatY1xU0fh4FQKW9uSODqV4uSNQ0X9W7Vr8Ydf2YBhivq+X6dhZGZmApCXq8Lf9znLav5Mty87UUljB+nfEeVSifIrO5CeMoWsTE+c7V6Bqz2c/xYSEjmwzBn3mQcp26AJG76YwfgGjZnQtxTkfwuZKoiPgm3rYeQEMLSAPDVv4qpjqG9NuRx/0DeEKjWU0JZ8pTBn2vNIcpIzcahbnsplS9KsYA7sOAaDAd00SD1LrXG9oLI5aCpC3RoQkQBbvoMpF8DwBty9QXK1avx65Q4TunSCtp0+inEC/vuWeL8nLydLruyaVLyxk4jP1gyZdSZENtwKFBGRjJQ4WTfhM5l1c7as6f+ZPA9+LnViRG5G+cnIB3tl66iv/vQer16lyZPobKkXGCOBEQESqxZZ9t6KUqMR+f4PVpgDEhW1uoQmiMw8UtR+5kWUrNoVIFWqnFYaRu2WSq8T5dDGSXJxz/fKI/wmzsxRS4cOVyUvI0sehifKCf/IYve4LxHic/m87PhqgoiIrF37Si5ejH7X4dJ7y8TN10W23VCCkzv/IrI3RfxnRcuc3Vtl7oERcnLTN9L0qwty6FCYJEWHyKYpTeTx9QNy+CdliTg/+4q8DExRxmq5Qs6feSWHpw8rcvHHLxCRM8W/g6iMBFGr1fJk+22ZOOWBRCS8FnVellzbN11S40JFRGTTqs0y5IthcvlycZGqRqMRb++jxdqysjOKzn1MLp25KglxiUXLxAd3H8vQXmOlczMPWfrtV7L3u6/Ev/k9+da4mkiOSH5jjUTNXCZ3LylSFFGL3B6xX9a3GiVvpy6V2Md+IgmpIiFRIk9eicyeI36+/iJRi0RyCmUIv5GXJxISI3L7rsi0KSLySmTPLyLeZyV//jzJnrdQfAauk5fDl0ra8g0i12+IqNXy8idPudJmkSJTeBMlEhGnBCInpokEBYn4r1XEogcOSu6aDfLd1p2y7byXyKQJH+17/I/fJP9XUGXmcqruLDwCV79rnF/453f4EoVDcAJ3T65hTsNpTCiAwW42+F24iPvwoQTdf8CBmXOYe/3Sn95vRjKczYPnjspxqJcPq9s3Zq21crxpciPqdxxNg45K3F7C61D2z1jB5BObqRsL5UIj6a2npm99V4x1gUMPuXwzmNbr+herAPRq3XnCvXxounscl1otonfE+qJzNwkhMSURx4MBWBlZkO0fQv3OndkSYkDFiha0dtWHcZ5s2ziCe7oG7HQ24fWMAzy9ew4Pw+qc++ItjTtPYO+SvqQnZ2A6dxIza0zCevoOZmbspUHmIe5Ri8ShX2B46w4/zHnG5o0vef06g+3bGzHPw56hSx/j23YJSfWe02zaFCo09aB1AsVyt0ekZKGro8OLbj+S//UAyt21J0A3nUvZUZSzvUVy9BtsLXMwtm/E1LnvPJmfIqnJqfg9ecHlc9eIi06ghoEzmmBDuu/sQqfFB2mhW4FtgX3QGbkVjE1h0GDCfbdT1rIzultWw9dTleKr+WoCLl/AvkkTSpY0JfF5CrZd6zO9am0WXLmE6YuX4P8Iho+GnGNQ+ntI+QrUXytFD548J9ulAoFHzlKrYU10K1UCjT+5qWkEeeVR46t64BIKdOKmx2rcvmyKU0nAwhq2/gKWFtDDg3M6BmQ6mdCnlBsY/msyln+bj2b6/kYc8g0Tt1E7JSuvcHMzRyS/qcjoJBHDbw/IlVfvhJp5OVmycrirnJo+VRYuHiq+K4/IjT6/FJ1/43tF7h3dKwczRU5mamT7zNYiIpL4MFg0hZunF7JFvl/1tQy+f19+zRQ5VWumiIgsXfr83ZxuXZOUjHdizDdPlXQwy6PeiR4/i9FIcKE4coJ4F3+otj9Ly9iCP33mWEmXwJQIkeVnREbvFjnrJ3I3qHinkHjRNF4i2RuviYiI/7ITsm/oFMlKS5EbnVdIVGKWxIY9l8v75svOOR3laYdf5f5ekZGvY2Tml13l6qFlos7Lk2cPfaXnJGXIpWkiT656SvcWM+WXX15JwpkgmdWpody94S23JVRe5ImMPegjdRspr1LTvH3lu5NPRERk585gWT3gltzcvUf6dxwsPT7vL11b9pGw4Ig/fc6/A9vW7pZ+nYdJ52Ye8k37sSIzporExoqo1SIqDxF1nsgTfyX8JDZJRKORofbOEnFfUdd6V5oiMnyI5DwLFNm2RWRZoUj0xh2RdWtFJE4kNrkozUrIzTC5M/yEnFuwTEK2X5ZHfX+UHI++kr9xo8jFDJGgRyJvL4iIv2SExok6OlHZgNdoRJKSROLjJPPeM7nqOkzk8DGR/Z4fejX+IrQGqpAfr7wQjUYjJ6tPFxHl+16RJnLmRfElUat4xSP37cAh4rV4qHzfwUBeXXznWTuzbZrcPv6LrEkT8UgQuXlEUXKfbz5P4m6/KuqXFB0iT1JTJfm933Woe0sJD/ARv+RkqeV9QR6+eS3FWCkiW5WPaRqR2nHpct3LS/H6NV5SvO/blCLvmYhIRli8JD4MLtYlWBJF/bs8WZt39S0+zqNQkb2vRRYXb16z6pWYTTsop3e/Eum3WTQajby8d0JElHi/+f0d5Miq4bKza3mJ8TpYdF3NsCxZNLibnNyxVBZ4WMmifrbyQw97eZ0RJT7rwkW2ijj9cEyGLrhT7H7Jycky5etvZUDX4ZIaHy4Pbn2Yk+rvjs+tBxLw8JmIv59I394iwTHKUuvXIyKvX4t8NVpk5FBJO3JE6i/wEpFnIr/9x9TliMj11yJXb4hokkTE8d3AaZkiGdkik0Rko8jWGX5yZ06YSFisHDr/VHI9veR+pX6S+zhINDOzRI6niKQnK7F2h71EjnqLDOgjIiKeXWZKwIY7yvLvkb9k3g6QqH03FM/jR+C/dpP890xvXY3c+DScBzQFlDz1MyyBakpxTp88KKsHs82hsRHU2beHnVMaUKJMebz3jaC3zXas7Mtx9/gqrOzK0dzWGad6PWnhPha6rMF3tRnl65egsF4nTXDBxwJKFC7Jrr+JI6HjUEzMrNkzqyXf/ORP/d9716a9+2ipC08tjOB2PszoBJPbFZ2rGwsuRtYcNXrX/8T5l9yLyaDCbRWTJyub0ofxp1JeLZ5dfUv5LDX9azngcy0M0xR/etYwxKJdZYjPgDNPoGcl4sikgAIcsSQ7X82JXi2ZN+M5XX5qh25yNlUbd2fHrLbcb/wlDmaWGFrYkaRJwaKhkjo3Ky0RnegIYqP9iTunwVqVg+Rm0nvyTuJGHWF53jOa56l4u2efUvziBeQ/yeO8yVUOeh4hJy+Do2e9AGhg97vMov8BNGre4N3BoaMsn/UjOWo1+SkptDK1p62FBejqctjCg4ddfWHHKBiZAfSA/h5gGwEHzlHg3pw3m9ZRedx7gwsQkQ9f5TF6YTkYZQX6cDM+iG5t29CwSXM4fxzfE0nYqjtQrnt9kMa8XqjDzJDnbPf9BVugpF1J5O41qKcPpctjkqMmMSYNLEz4GPxnK8n/TcIu3yAuzqfoOLegsFoM4J0DPmol8VzXBOW416QdTFjvR8eRP3H/zCbsy1Zl0Nzj2Di64ef9Mx4mML97F14NcyXiwG1OjmhSNLZzrqrIOAGM3hlPfEpt7MpWZu5mf9oZQs2Y4vN79CgJu31R7MksbDAxhO4DYMAjOFdYlWbELu5KOjnHbrDgvD9phV66QWPdWT+/K8ePvy0ab1zB56xLt6GFqz2NAmMwfhBJ3z17eRbyhlfeT5Wo54BYqGnD7v6P8Xq4g62zWwOweMFLHr1OJrJPGjGNbSnw2Ij/4uN0+cabii/K4Va9OWOvV8ev21mePj7GyuEu3DS0pYnXVCpXsWLK3Om0HjCXGXsiuGvYiFlOdrQbPJRvhm6AuYUTzAfva9s4feQohnqG/LLxvT3C/wIGjR1I2XJORCSksXSLJ8uNnQgd0I5OdbJ5+fNqsJwKKEHOWHpDdgz0G0jBrFtEHA4oGufbeg2JT0okeVYEcUePQM8rkJABvvmsb+bKlWrjydUpgO59qOs7g3Jzq0FIMNwwxmGCPrtHnMOyvD2cO0vHbVOoOqQ+6OlAWXuwMqFs449Qb+o3Psp72d+UjORoCfdXhJXqvByJjQuXabEZRYGivzEgUeT0mXceo5ysNIm6q6Sl1eSpJdTvhpzfNUs0Go2EPPYVtVottVeclfCXd0VE5PrZM6Kr+6sE+JySfQt7ypzFrtL6+AYJSShck03zkuGx+eIcLfL0+kEJeqqINkcliVzJfG9JFpsmEp0qkpIl0zSnlLZz/iLvBb+2ixe5XlxvKCIiyf5/vG9zR8LkjSSK0w/HRfLUsrnvJlGrNXJE/GRL0lX5yfe69Pj1nYj0Qq6/ZEie3H8QJB2+XCGeK2fJl333y+DxraTzpTh5fOO0rBzuJiuGu0roCx9ZOtBB9i/pK8HPrsnTa79KZqqSPmZ+6oc5s+ZPXyqjB3wjW9bs/NPf7L+FrIwsOX3svNw/s1F6tuono78YJ2vnbRAZPEDkxHGR8+dEnj4R8fUV6RVSlB5FnaeWN+fvyLMQkYcjT0t8m0cieeMUr19SumiCYuWk9Vcit+Ll+aBFSntkvJKkKyxWRJ0vok4TycpSvHWp77mb1WpJOnpbsm49V5aQHwHtEu89zEs4Yl5Cca3NWupI3bC+fDt2HMn5mUV90l5H82vl0vgsnImqcX0mYENbY0v6BteG+5ASvoVfX8/C0q0il/x6EhqeR5syTdjdYQqXvlhLxxNLeHV6BkkxZzm4rC/uA74n6+V2yqZcwDTLHWyr811COlutBH1juOUTR65GcANqRsWimbkHzioFRzn4QEnZOaUd36IE7tKxBjGksy/0MjPe1uRii98Fcg7fCbtGcHvgeloemohVVadip39Llft2QU8KCgpYUsWR4RTgElkaD68Ysq2MeTs4l1RySA94yoN5XWmwzhcnOxVd6qXx9vFB9h4KwdOnHgaGbzj6fTea9pjMlqrdsXNuxNDFF9k9uw3x7SbgeP8UJRxcMbOyZYjZu0rg01Z6UqaMPeOnjcHS0gLDj1BS+++GqbkpXXopWWEPtB5OSnY+ex6FQjUb8LwNDj+xzmkzOq99uVrGDa+e11EtWELKWV9CL8fQ7lpT4ioF8qKzLp/jBuXsQV8P3XkWdJu1CvQzyQkI4VyminbZJdEvowuRr2H9Cn60G4XOm9dMtzECq0JxcZ/esGYbNuZ5EP4MqjkBf/0yTysz+BPCktL4Zs99dIa05+R7ZaaPlhmPx9sNRcdv1FBKT9kT+o0z26YiRlZ0HfIDAKnxEVza+z2JwYG0H/kDqoPjSPt8JtFBvoT4XcP4i13YBR8m9MkZvtsZwtXAWFpXUmqoD/W8y52wJIK+70Z+ropA73vs65/DMjr+w/nnnXyMUWIOjGhe/MSv92Fgoz++CKDVShjfDTqWL6p8fDwHZm04h2drZ3TCfai6tyctV5vTa20b5qy6xZX9C1DlZKI3ajRLmj/i8wqHcbBPZf/wvSx65sn1g4t44DoZt/IVKfPgeyzse3OsVX/cD2znh193kfQ2iufnb5AcZEmXPu1Zcv8UTqXtGNOz5T//obRAbi4YGqNSqbh+cjuv49LQDYolIE2fsQaZVMpLxmjvYR6POoyTf00cTtiDgw0hgaG4VnCGhO2E6GXgmtefrZMWMDh6IKYX64OpKZw9S/ydZ6RWrU/24xPUWbMR/P3B3h71hrVcT86lXUSAoiZ3dPzLH01roP4BBQVwSwUpZ36kTqX6hFRszeU8WPphRMwHuC06ydkxn7N37FCGL1pEhZo1AHiQB9a64JgRS2ZqPGZWtozefxtr3Rfk1nWk/OrHLDi8rWic5zEpnMkIpkSlAsbQEIC3pDE+0YoDNmD6B7uIj1WQd3I1TTdq4Kqysz4rFZZNA4YCLZT9tX7JcNS2gBxUWBSmFci9kofxwmjubYrlSrVs6tS6iM+GcZQrSMJlyyn0q2VR9lknZkX8QFjLDpTo2JYhVg4cK+9COaPrzNapxvYxtXCMt6BElRrE6EdRtUlvnkVX4/XpKXTo1Z601EoMnDGeVqmGHLGBpNs3eDriFjfLJjB/xhwcuth/+FBa/m0e+fhioZ/Ckyve6Dm1xn/RMaycGjDaezjm5maM7DOeXUc3ATfpuCmALX0HsfmKHzVKl2BQ88IaUmlpLJm1gkrNGvDI9y49e/Shyd5NsHELGWfOsuvgaSYe2Ap/EPj+V6A1UP8CvQPDGZD6ioZ1OzBncxDGT5PYvr0RbANUwHjQTNRwv8kRmg7oB0DbBNhXAk7P/pxOo1ZSppLioVmeDmX0YLAZPMxTxq+pSaf7o3hSyztTytSAU7ZwnOdEksYoGjCb83SIrcXxao1p9vMtyjpbkNzYgS8KS/+l56qwfG8Z1Pr2S/pt68PIn++gb2sN+QVMj1Gxsu8GqFiCW9tGUO/gXZ4ZGqEeUIL7mnCm67Vid0weRwyMWGgbxTFfX2af1MF0ftd3X8SGq+BemcQS2Rw/783jnelcXD+ZkQmxzGlfnWUDHZj1ayzLB5WmTEJJqrbrw2uVP4bGZuxLKItD8z6Ua1GLOVYQ8fwq2enxVGnan2G9x7Jpwi+YlDRRyrhp+UuJDI/C1MyETau3kxCbiFslFybOHPfPLyxk3ODJ5KlUDBzWB5VKTeee7T/ibIujNVD/JqmpKlSqAuztjcl+nEbq0zBKj6xN5soUVp/pW6Qgn5sG7Y2hRaGr/2YubMhSSi/9xvZMpeLLGHNwcDhOu3alWL27KbZ6yvnExFzyVYK5tR51fjzLzWauDAi1xMnOiF97OeJ5Dao2hM6+UUQ1caROoi4/XnxI4+hnGA9oh6mzMwTHw4H7SgkpI32Y1YnRKhOWTtuDXVVHmNyGGatLs3RWIk5O3sTFKWXLv+hylQGOuXhs7Qi770LlUtCsIkd+HoYUFOBSuxXea0ez+LRSEabnpTO43dpBy1KOPL3mSWnXz6jwWVv0DIzQNzCiZKWm6JWvw4QvR3H+yG6y0uJQ5WZRopQrMVFxODr9UZ4XLX812dk57Fy/lwkzxv5fT+VfQmug/hdc33wYg7sJNNk5Bl19fZ4/TyFAlY6ZsQGJzqWpbgD1Cl9sLnZbSW6bWnSf3IEDWcqeVZd/sqc4fI4fOn5G/OReGWkTxuMpe2js/TXmlnbo6kJoLLg4QGYB3Gw4h8Sd3zAwIQX93XfAvRKMagmbrsGuO/BZOS4PiqPF2dIYWFqycJIe82ekgLkRrPjig3vnZ+eCri7fRatYPH4TKZpYHBd8TVa1Emz+thFtBs/nxZ1jWNuXp3774Ty9dpDgZxdp4TGDt4EPMTQ2xdGlFhmpCbzy8WbowrMArGjhzvTNP6Jb/R/sg2nRUojWQP0Pyc7OZuLEsXxWoQYljeLpljWdwfsCcZ1sTu161gxp6FrUNz4+l+f+ybRuUxpQNFSWOmCnq6Q7mWX5btzxdyJxrlmWGZaK4Xmggl8yYao5uIbeIj7sCfU6fRhzdmHTQ0o3r0DNmu9l3QtPgjWX4VUMbBvK8eUDaPe6CeYZBkSW1aNsjgk0cIG8fHgWCScnwOcr4eZMTvTcgLGVMb7rRjJ4714SHt7DW32S73cHs+XbJpTz/xwnYwf0jV5xp/xzaoX1I+FLC86GtiT2ZjynT7tz/eASSjhWoHblfnAWRpnc5+vqVtS1NYLSLh/tt9Hyn4PWQP0vuXPdBytzDTlvHtKgw2TumkFTo+J9jh+PZP0PXnid60/JMu/c+sH5cDkXxr6nGD9d5zvcj07Bwu1PljzJwC/AwuLNs2Y9xcXFnDFj3st1NG6fkprFzhx23IaMXNZ6WOOXZs32R/GwsCdcDYBjT2DLEDDWQzVwO0xqy6KTaVhXt2fqk9vkRMez3PUQl1a+5G4pWF2zC5ZVy+KW64aq4Vuc2rSm9Pka3JjsxgudAgbqF2Btqv9OiBoOGbuT+PXEBjzmT8e2+8dRHWv5D+SjqKv+yxjrMUlilsdKmPq9NCeFNIsTCVOL7JsyXeLDwv7w+gyNfFCLrV+/2zJx4iNZ3qGrnF29RlavDpCNGwNFsqQoHk9EpHv3G7JhQ+Cfzu1FnsiY5HyJjAgV6btJ3o7YJt7PIkU6rBLZc0ekw88i071Euq0VScgQ96MHJPDzuZLy+XIR33AJ9ouSHiFJEvr8lhzLVgKVb2xNlebDCyuHakTyLivpT7LS4qXX9ptS9mKQjAwMk2ueSlyj545D0r/Dl3J41AKldqAWLf8i2jeov4IEYD2w4MNTMfngWCiHnZgK8y3B5nce2ah8WJAOW39LWNcKmAJ0h9zMTFQJWYxu2BPLgydY7W6PuT7UeJvP1JRY2pWwwdbWsKjqDMD2e0H0XuvGmLU6eK7x5o6dHtnV1XR7YAzN3WhTsQJzSujRWr8AWiyHKg5K2fQp7Zk9+wg2VQ/SptdcrsW5oHeuLwmWBZTSmFLFcDamjcqiO8CdHzcHU2V8VabmgO0ceDXaizJVWmBsUYqsJbqk5j5AMyAd11ptuXnlLpr8fFp10OqatPx7aA3U/0c6J8B6K0g4twJLW2cqNuyFvoHRB/2O9g2nxLwStK6ubE551fmO4G5V8Bw/jI1W4G4CR55G8CwqlbRmtbDXAXcjRf9U1zKEGbsCWFOuLfOcjThvnQkvoiAgRsklFJEMJc1gRieeqqCOITD9MMlhQaxfPR6fEwkcG+mMsbE+068HkhsVxbpBrSBHhefc61SoZUPjIUoK4WXp8EIFNQzhO0voPewmfUc40b+hGzv3bsXU0pT+/T9SQUct/xVoDdRH5ur5G3gf88S9hwVhLVcxwgxSnl0gIzkSx5otiE8OxijNFlMrS0q5ufDmwTEOXKjO2ZHVuFhWHxtduPU6lJNPw1jZrxUAGzMhtQBmWyoVUvQLlAow1vrQuKQPArS8XIWyR8yw2PwuFauXZyKt1GHYtXUl38kG1ziIcATmenPz1guqqfPJujEPZ31FULojLptxunncmvYNI3fvpFbf8/wyph5tW5vx8qYndTtOKBo7LTWdgUMXk2ujx6UdS/6wYo0WLf8u2r9FH5mWbZsxbspoqlRox9TC9CoRLy5TubEHsYmv2LKvO4uHt2Jfj2UkTgghfXcusY+38chZv2gp6FLwli/tQnh8bi1Z6QnUCr1HjQeeAHw17B5PFiQyc+cydpWEi6G1scyqxbzct+wbHFZsLi+C4wi8F8WD+GzaJ0GQHezJAhb1pOWaOdieU4wTwPgUaFbSlGqlS2Dl5ETMq2sMGFsem9wdFBRoKOFYies7dheNbWRsSP/OVTmzYabWOGn5y9C+Qf0fo1LlEhHxEiu9shik5pN6Jp4DyZeZtWpqsX7jvpxC79a6lKzYlV37PKlsb8qERes4ciSC5s3tMNGNw+pIeQr2Q+B1mJ2iYUtuAHblahSNsWNHMJ99Zs2P/q/o18AF9yqlmZQC+35X1Dg2NocOYoyVrg6NDCHIP5nvUrbRqMdMruyaRIJ+H3Z5quhqu4JOU7+hQt2uaNHyMdAaqL8JQYEhVKjkysqFa8hTXyAzIgA7hzGUNahEs7FN8X3whA7ubTHUNSTXKIWkmDfEvvEp0kzdDo6nlKUxFe0sOfcymgblbLAtDAZ+cWs/rnU6YmKhWKpevW7i7m5Hg3FVaWYE9eqd5+HD9nw1eBI/dVrCgl0r6DhrAk3qg56+YdF1WrT81WjTrfxNqFBJEX5O/2ESMAnf02cJDchFc1yHoxbe+J1+QTOaYONhyJOLewi6/YCWVb/lyvnrVKpakWP+cVQrZUkpIx1audpgbPyu5rihsRk6ekp8zYWTl9m3szoPT/9Ezv48XjaYQMu619HV7YixsTH5LTT83GwJuP7RLLVo+WvRvkH9p5AKWCsfwyLu47v9MKlJUUi1TlRxM4GM5zTrs4CVC9fg6ORArYcmBOZcw33VBOxKKhkRVSo1sybO4+fNS4uGLSgoICI0kvJuzv/fH0mLFq2B+i8mLuE1pewq/19PQ4uWP0VroLRo0fLJovUHa9Gi5ZNFa6C0aNHyyaI1UFq0aPlk0RooLVq0fLJoDZQWLVo+WbQGSosWLZ8sWgOlRYuWTxatgdKiRcsni9ZAadGi5ZNFa6C0aNHyyaI1UFq0aPlk0RooLVq0fLJoDZQWLVo+WbQGSosWLZ8sWgOlRYuWTxatgdKiRcsni9ZAadGi5ZNFa6C0aNHyyaI1UFq0aPlk0RooLVq0fLL8P3vgtzpQcWakAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sq.pl.spatial_scatter(adata, color=['steamboat_clusters'], shape=None, figsize=(3, 3), ncols=2, legend_loc=None, frameon=False, \n", " size=2., lw=0.,\n", " wspace=0.0, hspace=0.0)" ] }, { "cell_type": "code", "execution_count": 38, "id": "4de9ce78-f5eb-4e2b-892f-1bd36dcdcb60", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Please specify a valid `library_id` or set it permanently in `adata.uns['spatial']`\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\squidpy\\pl\\_spatial_utils.py:946: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap', 'norm' will be ignored\n", " _cax = scatter(\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sf.tools.segment(adata, resolution=0.8)\n", "sq.pl.spatial_scatter(adata, color=['steamboat_spatial_domain'], shape=None, figsize=(3, 3), ncols=2, legend_loc=None, frameon=False, \n", " size=2., lw=0.,\n", " wspace=0.0, hspace=0.0)" ] }, { "cell_type": "markdown", "id": "2a0bd36f-cf6e-4e4c-8355-6c94ae3e414b", "metadata": {}, "source": [ "## Ligand-receptor analysis" ] }, { "cell_type": "code", "execution_count": 43, "id": "5231eecc-96d0-4e36-b748-68e75997aa01", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1008e46019f24edd954edd43a5ba681f", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/50 [00:00\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ligandreceptorlrkl_scoreqr_scorelr_scoreql_scorekr_scorerl_scorek_to_qscorepadj_p
2579Cldn11Cldn11Cldn11-Cldn11-7.451209-0.779319-8.230528-0.779319-7.451209-8.230528False-8.2305280.0000000.000000
444Wnt4Fzd5Wnt4-Fzd5-10.823726-5.461134-16.284859-14.276980-13.275460-27.552441True-16.2848590.0392570.883598
919Wnt5aFzd5Wnt5a-Fzd5-10.941229-5.461134-16.402363-10.562279-13.275460-23.837739True-16.4023630.0403910.883598
\n", "" ], "text/plain": [ " ligand receptor lr kl_score qr_score lr_score \\\n", "2579 Cldn11 Cldn11 Cldn11-Cldn11 -7.451209 -0.779319 -8.230528 \n", "444 Wnt4 Fzd5 Wnt4-Fzd5 -10.823726 -5.461134 -16.284859 \n", "919 Wnt5a Fzd5 Wnt5a-Fzd5 -10.941229 -5.461134 -16.402363 \n", "\n", " ql_score kr_score rl_score k_to_q score p adj_p \n", "2579 -0.779319 -7.451209 -8.230528 False -8.230528 0.000000 0.000000 \n", "444 -14.276980 -13.275460 -27.552441 True -16.284859 0.039257 0.883598 \n", "919 -10.562279 -13.275460 -23.837739 True -16.402363 0.040391 0.883598 " ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import re\n", "\n", "lrdb = pd.read_csv(\"E:/allen-brain-cell-atlas/aux_data/CellChatDB.mouse.csv\", index_col=0)\n", "lrdb\n", "\n", "def parse_complex(s):\n", " if s[0] != '(':\n", " return [s]\n", " else:\n", " return s[1:-1].split('+')\n", " \n", "def parse_lr(s):\n", " l, r = s.split(' - ')\n", " return parse_complex(l), parse_complex(r)\n", "\n", "lrp = []\n", "for i in lrdb['interaction_name_2']:\n", " ls, rs = parse_lr(i)\n", " for l in ls:\n", " for r in rs:\n", " lrp.append((l.strip(), r.strip()))\n", "\n", "n_heads = 50\n", "\n", "k_local = model.spatial_gather.k_local.weight.detach().cpu().numpy()\n", "k_global = model.spatial_gather.k_regionals[0].weight.detach().cpu().numpy()\n", "q = model.spatial_gather.q.weight.detach().cpu().numpy()\n", "v = model.spatial_gather.v.weight.detach().cpu().numpy().T\n", "\n", "adata = sc.read_h5ad(f\"saved_h5ad/mmbrain_{0}.h5ad\")\n", "\n", "index = ([f'k_local_{i}' for i in range(n_heads)] + \n", " [f'k_global_{i}' for i in range(n_heads)] + \n", " [f'q_{i}' for i in range(n_heads)] + \n", " [f'v_{i}' for i in range(n_heads)])\n", "gene_df = pd.DataFrame(np.vstack([k_local, k_global, q, v]), \n", " index=index, columns=adata.var['gene_symbol']).T\n", "\n", "normalized_gene_df = gene_df.multiply(adata.X.mean(axis=0), axis=0)\n", "normalized_gene_df /= normalized_gene_df.max(axis=0)\n", "lrp_dfs = []\n", "for i in tqdm(range(n_heads)):\n", " lrp_df = pd.DataFrame(lrp, columns=['ligand', 'receptor'])\n", " lrp_df = lrp_df.drop_duplicates()\n", " lrp_df['lr'] = lrp_df['ligand'] + '-' + lrp_df['receptor']\n", " lrp_df = lrp_df[(lrp_df['ligand'].isin(adata.var['gene_symbol'].values)) & (lrp_df['receptor'].isin(adata.var['gene_symbol'].values))]\n", "\n", " lrp_df['kl_score'] = np.log(normalized_gene_df.loc[lrp_df['ligand'].tolist(), f'k_local_{i}'].tolist())\n", " lrp_df['qr_score'] = np.log(normalized_gene_df.loc[lrp_df['receptor'].tolist(), f'q_{i}'].tolist())\n", " lrp_df['lr_score'] = lrp_df['kl_score'] + lrp_df['qr_score']\n", " \n", " lrp_df['ql_score'] = np.log(normalized_gene_df.loc[lrp_df['ligand'].tolist(), f'q_{i}'].tolist())\n", " lrp_df['kr_score'] = np.log(normalized_gene_df.loc[lrp_df['receptor'].tolist(), f'k_local_{i}'].tolist())\n", " lrp_df['rl_score'] = lrp_df['kr_score'] + lrp_df['ql_score']\n", "\n", " lrp_df['k_to_q'] = lrp_df['lr_score'] > lrp_df['rl_score']\n", " \n", " lrp_df['score'] = np.maximum(lrp_df['lr_score'], lrp_df['rl_score'])\n", " \n", " xy = np.maximum((lrp_df['kl_score'].to_numpy() + lrp_df['qr_score'].to_numpy()[:, None]).flatten(),\n", " (lrp_df['kr_score'].to_numpy() + lrp_df['ql_score'].to_numpy()[:, None]).flatten())\n", " lrp_df['p'] = (lrp_df['score'].to_numpy()[:, None] < xy).sum(axis=1) / len(xy)\n", "\n", " # xy = (lrp_df['kl_score'].to_numpy() + lrp_df['qr_score'].to_numpy()[:, None]).flatten(),\n", " # lrp_df['p_lr'] = (lrp_df['lr_score'].to_numpy()[:, None] < xy).sum(axis=1) / len(xy)\n", "\n", " # lrp_df['p_rl'] = float('nan')\n", " # xy = np.maximum((lrp_df['kl_score'].to_numpy() + lrp_df['qr_score'].to_numpy()[:, None]).flatten(),\n", " # (lrp_df['kr_score'].to_numpy() + lrp_df['ql_score'].to_numpy()[:, None]).flatten())\n", " \n", " # lrp_df['p'] = (lrp_df['lr_score'].to_numpy()[:, None] < xy).sum(axis=1) / len(xy)\n", " \n", " lrp_df['adj_p'] = sp.stats.false_discovery_control(lrp_df['p'])\n", " \n", " lrp_dfs.append(lrp_df.sort_values('p'))\n", " \n", "lrp_dfs[5][lrp_dfs[5]['p'] < 0.05]" ] }, { "cell_type": "code", "execution_count": 44, "id": "39e016f4-24a1-4ab4-9b49-ae29ba2aac37", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(1.2, 0.65))\n", "lrp_dfs[5][lrp_dfs[5]['p'] < 0.05].plot.scatter(y='lr', x='p', ax=ax)\n", "ax.set_xticks([0.01, 0.03])\n", "ax.set_ylabel('Ligand-\\nreceptor')\n", "ax.set_xlabel('P value')\n", "for pos in ['right', 'top']:\n", " ax.spines[pos].set_visible(False)\n", "ax.set_ylim([-0.5, 2.5])\n", "ax.set_axisbelow(True)\n", "ax.grid(axis='both', zorder=0)" ] }, { "cell_type": "code", "execution_count": 46, "id": "e997953a-1323-49ee-aa4d-ad8a0079806f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\lshh\\AppData\\Local\\Temp\\ipykernel_113232\\3305993158.py:14: ImplicitModificationWarning: Trying to modify attribute `._uns` of view, initializing view as actual.\n", " adata.uns[f'{l}-{r}_colors'] = [color_map[i] for i in adata.obs[f'{l}-{r}'].cat.categories]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Please specify a valid `library_id` or set it permanently in `adata.uns['spatial']`\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\squidpy\\pl\\_spatial_utils.py:946: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap', 'norm' will be ignored\n", " _cax = scatter(\n", "C:\\Users\\lshh\\AppData\\Local\\Temp\\ipykernel_113232\\3305993158.py:14: ImplicitModificationWarning: Trying to modify attribute `._uns` of view, initializing view as actual.\n", " adata.uns[f'{l}-{r}_colors'] = [color_map[i] for i in adata.obs[f'{l}-{r}'].cat.categories]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Please specify a valid `library_id` or set it permanently in `adata.uns['spatial']`\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\squidpy\\pl\\_spatial_utils.py:946: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap', 'norm' will be ignored\n", " _cax = scatter(\n", "C:\\Users\\lshh\\AppData\\Local\\Temp\\ipykernel_113232\\3305993158.py:14: ImplicitModificationWarning: Trying to modify attribute `._uns` of view, initializing view as actual.\n", " adata.uns[f'{l}-{r}_colors'] = [color_map[i] for i in adata.obs[f'{l}-{r}'].cat.categories]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Please specify a valid `library_id` or set it permanently in `adata.uns['spatial']`\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\squidpy\\pl\\_spatial_utils.py:946: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap', 'norm' will be ignored\n", " _cax = scatter(\n" ] }, { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_lr(adata, l, r, l_cutoff=0, r_cutoff=0, figsize=(10, 10)):\n", " adata.obs[f'{l}-{r}'] = ''\n", " adata.obs.loc[(adata[:, l].X > l_cutoff).squeeze(), f'{l}-{r}'] += f'{l}+'\n", " adata.obs.loc[(adata[:, r].X > r_cutoff).squeeze(), f'{l}-{r}'] += f'{r}+'\n", " adata.obs.loc[adata.obs[f'{l}-{r}'] == '', f'{l}-{r}'] = 'Neither'\n", " adata.uns[f'{l}-{r}_colors'] = {'#f0f0f0', 'C0', 'C3', 'C4'}\n", " adata.obs[f'{l}-{r}'] = adata.obs[f'{l}-{r}'].astype('category')\n", "\n", " any = adata.obs_names[adata.obs[f'{l}-{r}'] != 'Neither'].tolist()\n", " neither = adata.obs_names[adata.obs[f'{l}-{r}'] == 'Neither'].tolist()\n", "\n", " adata = adata[neither + any, :]\n", " color_map = {'Neither': '#f0f0f0', f'{l}+': 'C0', f'{r}+': 'C3', f'{l}+{r}+': 'C4'}\n", " adata.uns[f'{l}-{r}_colors'] = [color_map[i] for i in adata.obs[f'{l}-{r}'].cat.categories]\n", " sq.pl.spatial_scatter(adata, color=[f'{l}-{r}'], shape=None, figsize=figsize, size=1., \n", " legend_fontsize=12, na_color='#f0f0f0', frameon=False, title='', alpha=.75, outline=False)\n", "\n", "adata.var_names = adata.var['gene_symbol']\n", "\n", "for i in lrp_dfs[5][lrp_dfs[5]['p'] < 0.05].index:\n", " plot_lr(adata, l=lrp_dfs[5].loc[i, 'ligand'], r=lrp_dfs[24].loc[i, 'receptor'], figsize=(3, 2), l_cutoff=.75, r_cutoff=.75)" ] }, { "cell_type": "markdown", "id": "2c34331e-7680-481e-8214-6910f060884e", "metadata": {}, "source": [ "## Interpretation of global attention\n", "The global sample score of head 2 is correlated with the z-coordinate of slides." ] }, { "cell_type": "code", "execution_count": 78, "id": "d0471da7-0643-4f30-b1cb-2992276f13e9", "metadata": {}, "outputs": [], "source": [ "# Global\n", "glb = []\n", "z = []\n", "donor = []\n", "for i in range(129):\n", " adata = sc.read_h5ad(f\"saved_hsaved_h5ad/mmbrain_{i}.h5ad\")\n", " glb.append(adata.uns['embk_0'][0, 2])\n", " z.append(adata.obs['z'].unique().item())\n", " donor.append(adata.obs['donor_label'].astype(str).unique().item())" ] }, { "cell_type": "code", "execution_count": 56, "id": "d86aa335-1bcd-44f0-a2ab-e53731793860", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(1.2, 1.2))\n", "plt.scatter(z, glb, s=2.)\n", "for pos in ['right', 'top']:\n", " ax.spines[pos].set_visible(False)\n", "ax.set_xlabel('Z-coordinate')\n", "ax.set_ylabel(\"Global env't score\\nhead 2\")\n", "# fig.savefig(savefig_path + f\"zcoord.pdf\", transparent=False, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 58, "id": "d284786b-167e-4aa9-bcbe-bcf4b53da94a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PearsonRResult(statistic=0.6239899360006265, pvalue=2.7930769923832913e-15)" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sp.stats.pearsonr(z, glb)" ] } ], "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 5 }