Skip to content

Instantly share code, notes, and snippets.

@zxdawn

zxdawn/cloud_tobac.ipynb

Last active January 11, 2023 02:54
Show Gist options
  • Save zxdawn/294b2eb6bf4cfb242d17c66d23c53779 to your computer and use it in GitHub Desktop.
Save zxdawn/294b2eb6bf4cfb242d17c66d23c53779 to your computer and use it in GitHub Desktop.
Download ZIP
Display the source blob
Display the rendered blob
Raw
cloud_tobac.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import tobac\n",
"import pandas as pd\n",
"import numpy as np\n",
"import xarray as xr\n",
"from glob import glob\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"import proplot as pplt\n",
"import matplotlib\n",
"%matplotlib inline "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"files = sorted(glob('./tes20/*tes20'))\n",
"\n",
"def read_data(i):\n",
" return pd.read_csv(i, header=None, delim_whitespace=True)\n",
"\n",
"df = pd.concat(map(read_data, files))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"times = pd.date_range(\"2000-01-01\", periods=65,freq='min')\n",
"x = np.linspace(0,100,101)\n",
"y = np.linspace(0,40,41)\n",
"\n",
"data = np.reshape(df.values, (len(files), -1, len(df.columns)))\n",
"data = xr.DataArray(data, coords=[times, y ,x], dims=[\"time\", \"y\" , \"x\"])\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x1505e9840>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 400x400 with 2 Axes>"
]
},
"metadata": {
"image/png": {
"height": 400,
"width": 400
}
},
"output_type": "display_data"
}
],
"source": [
"data.isel(time=49).plot()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def feature(threshold, \n",
" min_num=0,\n",
" target='maximum',\n",
" position_threshold='weighted_diff',\n",
" sigma_threshold=0,\n",
" n_erosion_threshold=0,\n",
" n_min_threshold=0,\n",
" min_distance=0,\n",
" feature_number_start=1,\n",
" wavelength_filtering=None\n",
" # coord_interp_kind='linear'\n",
" ):\n",
" '''Set keyword arguments for the feature detection step'''\n",
" parameters_features = {}\n",
" \n",
" # K, step-wise threshold for feature detection\n",
" parameters_features['threshold'] = threshold\n",
"\n",
" # Minumum number of cells above/below threshold in the feature to be tracked\n",
" parameters_features['min_num'] = min_num\n",
" \n",
" parameters_features['target'] = target\n",
" \n",
" # diff between specific value and threshold for weighting when finding the center location (instead of just mean lon/lat)\n",
" parameters_features['position_threshold'] = position_threshold\n",
" \n",
" # for slightly smoothing (gaussian filter)\n",
" parameters_features['sigma_threshold'] = sigma_threshold\n",
" \n",
" # pixel erosion (for more robust results)\n",
" parameters_features['n_erosion_threshold'] = n_erosion_threshold\n",
" \n",
" # minimum number of contiguous pixels for thresholds\n",
" parameters_features['n_min_threshold'] = n_min_threshold\n",
" \n",
" # minimum distance between features\n",
" parameters_features['min_distance'] = min_distance\n",
" \n",
" # Feature id to start with. Default is 1.\n",
" parameters_features['feature_number_start'] = feature_number_start\n",
" \n",
" # Minimum and maximum wavelength for spectral filtering in meter. Default is None.\n",
" # parameters_features['wavelength_filtering'] = wavelength_filtering\n",
" \n",
" # we want to keep the original x/y instead of interpolated x/y\n",
" # https://github.com/climate-processes/tobac/pull/51\n",
" # parameters_features['coord_interp_kind'] = coord_interp_kind\n",
"\n",
" return parameters_features\n",
"\n",
"def segmentation_input(threshold,\n",
" target='maximum', \n",
" level=None,\n",
" method='watershed',\n",
" max_distance=None,\n",
" vertical_coord=None\n",
" ):\n",
" '''Set keyword arguments for the segmentation step'''\n",
" parameters_segmentation = {}\n",
" \n",
" # until which threshold the area is taken into account\n",
" parameters_segmentation['threshold'] = threshold\n",
" \n",
" parameters_segmentation['target'] = target\n",
" \n",
" # Levels at which to seed the cells for the watershedding algorithm. Default is None.\n",
" parameters_segmentation['level'] = level\n",
" \n",
" # ({'watershed'}, optional) – Flag determining the algorithm to use (currently watershedding implemented). ‘random_walk’ could be uncommented.\n",
" parameters_segmentation['method'] = method\n",
" \n",
" # Maximum distance from a marker allowed to be classified as belonging to that cell. Default is None.\n",
" parameters_segmentation['max_distance'] = max_distance\n",
"\n",
" return parameters_segmentation\n",
"\n",
"\n",
"def feature_mask(Precip, threshold):\n",
" '''Detect the features and get the masks using tobac'''\n",
" # set the grid size to 5 km because the resolution of pixel is 3.6 km * 5.6 km\n",
" dxy = 300 # data resolution; Unit: m\n",
"\n",
" # set parameters_features\n",
" parameters_features = feature(threshold)\n",
"\n",
" # drop the x and y coordinates and assign at the end\n",
" # this is related to some bug in tobac, Xin just uses this trick to escape ...\n",
" # Precip_df=xr.DataArray.from_iris(Precip)\n",
" # x_coord = Precip_df.coords['x']\n",
" # y_coord = Precip_df.coords['y']\n",
" # Precip = Precip_df.to_iris()\n",
" \n",
" # get features\n",
" features = tobac.themes.tobac_v1.feature_detection_multithreshold(Precip, dxy, **parameters_features)\n",
" # features=tobac.feature_detection_multithreshold(Precip,dxy=dxy,**parameters_features)\n",
" ac=features\n",
" # set parameters_segmentation\n",
" parameters_segmentation = segmentation_input(0.99*np.min(threshold))\n",
"\n",
" # get masks and paired features\n",
" if features is not None:\n",
" masks_amw, features_amw = tobac.themes.tobac_v1.segmentation(features, Precip, dxy, **parameters_segmentation)\n",
" # masks_amw, features_amw = tobac.segmentation_2D(\n",
" # features, Precip, \n",
" # dxy=dxy,\n",
" # **parameters_segmentation\n",
" # )\n",
" # masks_amw = xr.DataArray.from_iris(masks_amw)\n",
" # masks_amw = masks_amw.where(masks_amw > 0).rename({'dim_0': 'y', 'dim_1': 'x'})\n",
" # masks_amw = masks_amw.assign_coords({'x': x_coord, 'y': y_coord})\n",
"\n",
" return masks_amw,features,ac\n",
" else:\n",
" return None"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" frame idx hdim_1 hdim_2 num threshold_value feature \\\n",
"0 10 5 6.000000 50.000000 1 0.03 1 \n",
"1 11 7 6.613615 49.150692 5 0.04 2 \n",
"2 12 5 7.000000 99.500000 2 0.02 3 \n",
"3 12 9 6.665234 49.783750 7 0.04 4 \n",
"4 13 10 6.674085 49.455396 9 0.04 5 \n",
".. ... ... ... ... ... ... ... \n",
"290 62 11 8.351721 85.696496 567 0.04 291 \n",
"291 63 10 10.046745 31.630346 502 0.04 292 \n",
"292 63 11 8.052040 85.412504 575 0.04 293 \n",
"293 64 10 10.143510 30.456725 522 0.04 294 \n",
"294 64 11 7.873182 85.102465 596 0.04 295 \n",
"\n",
" time timestr y x \n",
"0 2000-01-01 00:10:00 2000-01-01 00:10:00 6.000000 50.000000 \n",
"1 2000-01-01 00:11:00 2000-01-01 00:11:00 6.613615 49.150692 \n",
"2 2000-01-01 00:12:00 2000-01-01 00:12:00 7.000000 99.500000 \n",
"3 2000-01-01 00:12:00 2000-01-01 00:12:00 6.665234 49.783750 \n",
"4 2000-01-01 00:13:00 2000-01-01 00:13:00 6.674085 49.455396 \n",
".. ... ... ... ... \n",
"290 2000-01-01 01:02:00 2000-01-01 01:02:00 8.351721 85.696496 \n",
"291 2000-01-01 01:03:00 2000-01-01 01:03:00 10.046745 31.630346 \n",
"292 2000-01-01 01:03:00 2000-01-01 01:03:00 8.052040 85.412504 \n",
"293 2000-01-01 01:04:00 2000-01-01 01:04:00 10.143510 30.456725 \n",
"294 2000-01-01 01:04:00 2000-01-01 01:04:00 7.873182 85.102465 \n",
"\n",
"[295 rows x 11 columns]\n",
"['time', 'y', 'x']\n",
"<xarray.DataArray (time: 65, y: 41, x: 101)>\n",
"array([[[0.000e+00, 0.000e+00, 0.000e+00, ..., 0.000e+00, 0.000e+00,\n",
" 0.000e+00],\n",
" [0.000e+00, 0.000e+00, 0.000e+00, ..., 0.000e+00, 0.000e+00,\n",
" 0.000e+00],\n",
" [0.000e+00, 0.000e+00, 0.000e+00, ..., 0.000e+00, 0.000e+00,\n",
" 0.000e+00],\n",
" ...,\n",
" [0.000e+00, 0.000e+00, 0.000e+00, ..., 0.000e+00, 0.000e+00,\n",
" 0.000e+00],\n",
" [0.000e+00, 0.000e+00, 0.000e+00, ..., 0.000e+00, 0.000e+00,\n",
" 0.000e+00],\n",
" [0.000e+00, 0.000e+00, 0.000e+00, ..., 0.000e+00, 0.000e+00,\n",
" 0.000e+00]],\n",
"\n",
" [[0.000e+00, 0.000e+00, 0.000e+00, ..., 0.000e+00, 0.000e+00,\n",
" 0.000e+00],\n",
" [0.000e+00, 0.000e+00, 0.000e+00, ..., 0.000e+00, 0.000e+00,\n",
" 0.000e+00],\n",
" [0.000e+00, 0.000e+00, 0.000e+00, ..., 0.000e+00, 0.000e+00,\n",
" 0.000e+00],\n",
"...\n",
" [4.394e-14, 4.394e-14, 3.002e-15, ..., 0.000e+00, 0.000e+00,\n",
" 0.000e+00],\n",
" [6.452e-16, 6.452e-16, 2.929e-17, ..., 0.000e+00, 0.000e+00,\n",
" 0.000e+00],\n",
" [6.451e-16, 6.451e-16, 2.928e-17, ..., 0.000e+00, 0.000e+00,\n",
" 0.000e+00]],\n",
"\n",
" [[2.829e-08, 2.937e-08, 2.679e-08, ..., 2.878e-01, 2.878e-01,\n",
" 2.878e-01],\n",
" [2.829e-08, 2.937e-08, 2.679e-08, ..., 2.878e-01, 2.878e-01,\n",
" 2.878e-01],\n",
" [9.973e-08, 9.734e-08, 8.946e-08, ..., 2.473e-01, 2.473e-01,\n",
" 2.473e-01],\n",
" ...,\n",
" [2.750e-15, 6.393e-16, 1.245e-15, ..., 0.000e+00, 0.000e+00,\n",
" 0.000e+00],\n",
" [0.000e+00, 0.000e+00, 0.000e+00, ..., 0.000e+00, 0.000e+00,\n",
" 0.000e+00],\n",
" [0.000e+00, 0.000e+00, 0.000e+00, ..., 0.000e+00, 0.000e+00,\n",
" 0.000e+00]]])\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2000-01-01 ... 2000-01-01T01:04:00\n",
" * y (y) float64 0.0 1.0 2.0 3.0 4.0 5.0 ... 36.0 37.0 38.0 39.0 40.0\n",
" * x (x) float64 0.0 1.0 2.0 3.0 4.0 5.0 ... 96.0 97.0 98.0 99.0 100.0\n"
]
}
],
"source": [
"threshold = np.array([0.01,0.02,0.03,0.04]) \n",
"masks_amw, features, ac = feature_mask(data, threshold)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x155b2b850>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"Figure(nrows=1, ncols=3, refwidth=2.5)"
]
},
"metadata": {
"image/png": {
"height": 304,
"width": 1057
}
},
"output_type": "display_data"
}
],
"source": [
"fig, axs = pplt.subplots(ncols=3)\n",
"\n",
"features.where(features['frame']==48, drop=True).plot.scatter(ax=axs[0], x='hdim_2', y='hdim_1', hue='feature')\n",
"features.where(features['frame']==49, drop=True).plot.scatter(ax=axs[1], x='hdim_2', y='hdim_1', hue='feature')\n",
"features.where(features['frame']==50, drop=True).plot.scatter(ax=axs[2], x='hdim_2', y='hdim_1', hue='feature')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.plot.facetgrid.FacetGrid at 0x155db5cc0>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x300 with 4 Axes>"
]
},
"metadata": {
"image/png": {
"height": 300,
"width": 1000
}
},
"output_type": "display_data"
}
],
"source": [
"data.isel(time=slice(48, 51)).plot(x=\"x\", y=\"y\", col=\"time\", col_wrap=3)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.plot.facetgrid.FacetGrid at 0x156a4b940>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAB9AAAAJYCAYAAAA6431rAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAB7CAAAewgFu0HU+AACyvUlEQVR4nOzdeVxU1f/H8fewCrgijCWauyalqV9zKUTL9Juo5ZKZma1fKs1ySTOi1Eqz7euS0iItmpX2tTJTSHNL1MwyNUks0XLLAgFTkU3h/v7gx+Q0gCwzDAyv5+Mxj+Tcc8793BH6OHzuOdeUnp5uCAAAAAAAAAAAAACAas7N2QEAAAAAAAAAAAAAAFAZUEAHAAAAAAAAAAAAAEAU0AEAAAAAAAAAAAAAkEQBHQAAAAAAAAAAAAAASRTQAQAAAAAAAAAAAACQRAEdAAAAAAAAAAAAAABJFNABAAAAAAAAAAAAAJBEAR0AAAAAAAAAAAAAAEkU0AEAAAAAAAAAAAAAkEQBHQAAAAAAAAAAAAAASRTQAQAAAAAAAAAAAACQRAEdAAAAAAAAAAAAAABJFNABAAAAAAAAAAAAAJBEAR0AAAAAAAAAAAAAAEkU0AEAAAAAAAAAAAAAkEQBHQAAAAAAAAAAAAAASRTQAQAAAAAAAAAAAACQRAEdAAAAAAAAAAAAAABJFNABAAAAAAAAAAAAAJBEAR0AAAAAAAAAAAAAAEkU0AEAAAAAAAAAAAAAkEQBHQAAAAAAAAAAAAAASRTQAQAAAAAAAAAAAACQRAEdAAAAAAAAAAAAAABJFNABAAAAAAAAAAAAAJBEAR3VzJtvvqmOHTuqY8eOOnHihLPDcQmGYSg6Olo9evTQZZddpsaNGyssLEyxsbHFjsvJydGrr76qa6+9VoGBgWratKmGDRumb775pthxZ86c0dSpU3XNNdeofv36atGihe6991799NNPTrkOR1q+fLn69OmjoKAgNWzYUDfeeKM++OADu83/0EMPqWbNmqV+PfTQQ3aJtTK95zt37tRdd92l5s2bq169emrZsqXuv//+cn1f/fDDDxoxYoSaNWumgIAAderUSTNnzlRmZmax4zZs2KBbb71VV1xxhcxms7p3766oqCjl5uaWORaguiHf2x/53nHI9xXnm2++seRmf39/tWnTRg8//LAOHDhQ5jnJ94DzkO/tj3zvOOT7ivPnn39qwoQJCg4OVv369dWmTRuNHTtWR48eLfOc5HsAAKofU3p6uuHsIAB7i4qK0l9//aW77rpLTZo0sbTPnDlTs2bNkiTt27fP6lh1d+bMGb3++utavXq1Dh06pJycHDVu3Fj//ve/NX78eF1++eU2YwzD0MiRI/XFF18UOufTTz+tJ5980qY9MzNTAwYM0I4dO2yOubu7KyoqSnfddZfNsZMnT6pPnz46ePCgzTEfHx8tW7ZMvXv3Lsnl2uU6/un06dNq1qyZHn74Yb3wwguljuNiU6ZMUVRUVKHH7r77br3++uuXnCMvL0+tWrVSt27d9OGHH9ocf+ihhwptv5SRI0fqrbfeKles9nrPLyU3N1f//ve/9e2332rHjh266qqrbPosXrxYjz32WKEfYL28vPT2229ryJAhpTrvZ599pgceeEDnz5+3Oda+fXutXbtWtWrVsjkWFRWlJ598UoZhm5p79+6tTz/9VB4eHqWKBXBl5PvSI9+T70vK1fL9f//7X02bNq3Q8T4+Plq6dKluuummUp2XfA9UDPJ96ZHvyfclVVnz/dSpUzV79uxi+wwdOlSLFy+2aktMTFTfvn118uRJm/7+/v6KiYlRu3btShUL+R4AgOqJFehwSVFRUZo1a5aOHDni7FCqhD/++EM9e/bUjBkztGfPHp09e1bZ2dk6ePCgoqKi1LVr10I/DEdFRemLL76Qt7e35s2bpxMnTujQoUMaP368pPxfaGzZssVm3NSpU7Vjxw7VrVtXS5YsUVJSkvbt26c777xTubm5GjduXKEfoseOHauDBw+qUaNGWrVqlU6ePKmdO3eqT58+yszM1H333adTp06V+vrLeh3/tHTpUuXk5JT6/P/0xRdfKCoqSiaTSc8884yOHDmio0ePaubMmXJ3d9f777+vjz766JLzrF27VklJSUUef+utt5Senm7zGjlypCQpJCSk0OMXf7gua6z2es8vZfbs2fr222+LPL5//36NGzdOubm5GjJkiL777jslJydr+/bt6t+/v3JycvTggw+W6k7148ePa/To0Tp//ryGDBmivXv3KikpSR9//LECAgK0d+9ePfHEEzbjdu3apaeeekqGYeihhx7SgQMH9Mcff+jNN9+Ur6+vNmzYoFdeeaVM7wPgqsj3pUO+J99X13y/cuVKS/F89OjR2rdvn9LS0rR161b16tVLmZmZuvvuu5WSklLic5LvgYpDvi8d8j353hXyfWJiYqn6S/mF/HvuuUcnT57U1VdfrY0bN+rkyZOKi4vTv/71L6Wlpenuu+/WhQsXSjwn+R4AgOqLAjqqlcjISMuHBO5O/9ujjz6qxMREBQYGatGiRfr999919OhRLVu2TM2bN1daWpqGDx9u9eE1OzvbcjfwzJkz9cADD6h27dpq0KCBZsyYobvuukuGYdh8IEhKStK7774rSYqOjtbgwYPl5+enJk2aaOHChQoNDVV2drbmzp1rNW7v3r2KiYmRu7u7li9frhtuuEE+Pj668sortWzZMrVq1UppaWl6++23S3XtZb2Of9q1a1e570ov8OKLL0rK/3uZMmWK6tevL39/f40bN05TpkyRpEvGc+jQIUtfRypLrPZ6zy9l7969l/w7effdd3XhwgV17dpVixYtUnBwsHx9fdWuXTt9+OGHuvrqq5WVlaX33nuvxOedP3++zp07p86dO2vRokVq3ry5/Pz81L9/fy1ZskRS/i9jjh07ZjXu5ZdfVm5urm699Vb997//VcOGDVWrVi3dddddmjNnjiTp9ddf17lz50r5TgDVD/m+cOR78n1FxlpZ8r1hGJo6daokady4cXrllVfUpEkTeXl5qUOHDvr888/VvXt3nTlzRgsWLCjxecn3gPOR7wtHviffV2Ssjsr3BTddrF27ttDCf3p6us3q85iYGO3du1e1atXSihUr1KVLF/n4+KhTp0767LPPVL9+fSUmJuqzzz4rcRzkewAAqi8K6EA1d+DAAa1Zs0aS9MEHH+i2225TnTp15O/vrwEDBmjTpk26/PLLlZKSYvlgLEnbtm1TcnKy/P39df/999vMO3HiREnS5s2b9ddff1naY2NjlZ2drbZt26pfv35Fjlu1apXVNlcFH3D69Oljs92Wt7e3xo4dKyl/hVFplPU6JOnrr7/WuHHj1L17d4WGhiotLa1U5y7MwYMHtXfvXrm7u2vcuHE2x8eMGaMaNWooMTHR5rlwe/bs0eTJk3XjjTeqY8eO+vXXX8sdjyNiLc97XlJZWVlFbrF2sb1790qSBgwYIDc365To4eFh+R4tzTP4VqxYISn/l/T/nLNHjx7q0qWLLly4oNWrV1vaz507p6+++kqS9Pjjj9vMOWLECDVs2FCnTp3S5s2bSxwLABQg35PvKzrWypLvExISdOjQIXl6emry5Mk2xz08PPT0009LKt33FfkeQGVEviffV3Ssjsj3eXl5+u233yRJbdu2LfE1FHxfjRgxwuYxBfXr19e9994rSfr8889LPCf5HgCA6osCOlzKQw89pJo1a1q2Ww4LC1PNmjX1wQcfSJLi4uJUs2ZNBQcHFzpuxYoVSklJ0dixY9WyZUsFBgYqJCTE6jlOixcv1nXXXafAwEC1bNlSd9xxR7FbS3333XcaNWqUWrRoofr166tDhw4aO3asDh065IB3oPS+/vprSVLr1q11/fXX2xy/+EPGtm3bLO1xcXGSpNDQUHl5edmMa926tZo0aaLc3Fx98803lvaCbbv69u1baDyhoaHy9vZWamqq9u3bZ2nfunWrpPwP2IUpaP/xxx91+vTpQvsUpqzXIeX/suCdd95RfHx8ic93KQXvzzXXXKMGDRrYHK9bt66uvfZaq74Ftm3bpjfeeEPfffed8vLy7BaTvWMtz3tes2ZN1axZUw899FCxsU2fPl379+/XAw88UGy/gg/AJpOp0OPu7u6FHv/ggw8ssRRcj5T/S4cTJ07Izc2tyOf1FTxf9eL3ZMeOHcrJyVH9+vXVqVOnQuO88cYbbcYB1RX5vvTI9+T7io61suT7gp/b5s2bq27duoX26datm6Xvxdu4k+8B5yLflx75nnxf0bE6It8fO3ZMWVlZuuyyy+Tv71/qayjq+7EgNxd8/xUg3wMAgMJQQAcukpqaqhtvvFGLFi3Sn3/+qczMTO3Zs0cjR47UZ599pokTJ+qRRx7R3r17lZmZqT///FOrV69W3759C3021/z589W7d2+tWLFCSUlJlueOLVq0SF26dFFMTIwTrtJawV3Mxd3VazabJUnp6emWtoJfKvzzbvGLFRy7+BcQlxrn5eWl1q1b24w7cOBAseOuuOIK1alTR4ZhlOqXF2W9Din/TuIdO3ZYXgMGDCjxeR0Rzx133GEVz3/+859yx1McR30PFDWupDZv3qyoqCg1b978ktvutW/fXlL+Vm8Xr4iQpNzcXMvqjeJivVhBvE2bNlXt2rUL7VPYtV3q+7uocQDKhnxfOPI9+b4wVT3fFzy/trjn2Hp6elpuqitJLOR7oGog3xeOfE++L0xlyvcF27e3adNG0dHR6tGjhwICAtSwYUP16dNHH3zwgc1NBenp6frjjz+KjaWgPS0tzeqGuaKQ7wEAqN4ooMOlvPXWW0pPT9cVV1whKf8O4vT0dN11110lGj99+nR5eXlpw4YNOnnypNasWaPGjRvLMAyFh4dr4cKFmjBhgg4dOqSjR49q5syZkqSTJ09q2bJlVnOtW7dOERERMgxD99xzj/bs2aO0tDR9//33Gjx4sLKzszVy5Ej9/PPP9n0TSmnYsGF67733NH78+CL7/Pjjj5LyPzQUOH78uCQpKCioyHENGzaUJMuKAUmW50IVHCtMwZwFfTMyMizbp5X2fJdS1uuQpAYNGuiqq66yvOrUqVPi8xalLO9Pgfr161vFExgYWO54ilPWWMvznrdq1UqtWrXSZZddVui406dP6+GHH5abm5sWLlwoPz+/Yq/hkUceUf369bV9+3bdd9992r9/vzIyMvTTTz9p5MiR2rNnjy677DI9+OCDVuNq165ticXX19fS7oz3BKiOyPelR74n35dVVc/3BVu4Hj16VBkZGYX2+emnnyy/iE9NTbW0k+8B5yLflx75nnxfVpUp3xcUlbds2aIJEyZo9+7dysrK0pkzZ7R9+3Y9/PDDuvPOO60e4VIQk5ubW5H/fqhbt67l3wwXXwP5HgAAFIYCOnCRzMxMLV++XF27dpWPj49CQkL07LPPSpLlA/Hzzz+vBg0ayN/fX+PGjbNsu/TPu0afeeYZSfnPNoqKilLLli3l5eWltm3basmSJbrtttt04cIFPffccxV7kf/wr3/9S8OGDbNsxfVP8fHxll8e9O/f39JecLd6zZo1i5y74Ni5c+csbQV/rlWrVpHjCj7QFJzj4jvjS3u+SynrdThKWd4fZylrrOV5z3fv3q3du3dbfi7/adKkSTp27JjGjx9v2Y61OFdccYViY2PVrFkzffLJJ7r22mtlNpvVrVs3rV69Wm3atFFsbKzNFna33HKLJZbOnTtb2kvznpw7d86y6r2yfR8Cro58b4t8T74vSlXP9507d1atWrWUm5urBQsWFNrn4hXsF8dCvgeqNvK9LfI9+b4olSnfF6xAz8vL07333qvdu3crLS1N8fHxGjdunEwmk1avXq0ZM2bYxO/r62t5FFtJr4F8DwAACkMBHbhIv3791KxZM6u2a665xvLnRx991GZMhw4dJFn/ozchIUE//fSTTCaT1T/oL1bwwXrt2rVWd80WJzg42PJcpku9Cp4LVx5fffWVBg4cqKysLHXt2lW33HKL5VjBNpiFPeOqgKenpyRZrfbJzs62OlaYgjkzMzOtzlWW811KWa/DUcry/jhLWWN11Hv++eefa+nSpbr66qsVGRlZ4nG7du3SX3/9VeixtLQ07d+/v8RzleY9MQxDWVlZkirf9yHg6sj31sj3ZZ+3rMj3sprTkfnex8dHjzzyiCRp1qxZmjNnjpKSkpSTk6O9e/dqxIgRWr16taV/wVbuxSHfA1UD+d4a+b7s85YV+V5Wc5b0Pc/NzVXbtm01ZcoULViwQK1atZKXl5eaNWummTNnWvJ/VFSUZSv2gviLi6OoaygK+R4AgOqNAjpwkZYtW9q01ahRw/LnNm3a2Bz39va2adu9e7ek/O2o/rlytcAVV1whs9ms7Oxsy3PKKovDhw9r5MiRGjJkiFJSUtS2bVt9/PHHMplMlj4FHwQKPlAUpuDYxe9RwZ+Lew5lwYeOgnNc/KGjtOe7lLJeh6OU5f1xlrLG6oj3PCkpSePGjZOXl5fefvvtEr83UVFRGj16tHJycjR9+nTt2bNHycnJ2rlzpx577DH99ddfuuuuu/TJJ5+UaL7SvCcX969s34eAqyPf5yPfl3/esiLfy+qYo/P9k08+qQEDBuj8+fN65pln1KJFC/n7++u6667TqlWrdP/991t+hotbLVaAfA9UDeT7fOT78s9bVuR7WR0r6Xs+Z84cff/995adH/5p/Pjxqlu3rrKysvT1119bzV1cHEVdQ1HI9wAAVG8ezg4AqEyKu6u0JMcLJCcnS5IOHDhQol/CnTx5stAP7/+UkJBQovOXVXZ2tl555RXNmTNH2dnZMplMCg8P14wZM6yeAyX9/cvF4rYZO3v2rCRZPZfSz89PmZmZlmOF+ed2Vxe/h+np6QoICCjR+eLi4hQWFmbTLyQkRGvWrCnXdZTFkSNHdNVVV9m0X3HFFZa/24JzlOb9cZayxuqI93zMmDFKTU3Vc889p6uvvrpEY5KSkjR16lRJ0scff6xevXpZjl155ZV64YUXdOWVV2rMmDGaPHmyBgwYYPULt8KU5j3x8fGxrHKryO9DAOR78n3Jr6MsyPey+rOz870keXh46KOPPtKSJUv0/vvv66effpIktWvXTg899JCGDRum5cuXS1KR33cXI98DVQP5nnxf0usoC/K9rP5ckbmtRo0a6ty5s9avX2/Z7r1g7szMTF24cEEeHoX/yrtgd4mSvN/kewAAqjdWoAMOkJubW6r+zt6qS8p/xltoaKhefPFFZWdnKzQ0VFu2bNHs2bNtPlxLUqNGjSRJv//+e5Fz/vHHH1Z9Jalx48aSpBMnThQ5ruBYUFCQpPxnWPn7+5fpfJdS1utwlLK8P85S1ljt/Z5//PHHWrt2rbp166bx48dfsn+BdevWKTs7W9dcc41V8fxid911l/z9/XXy5El9//33l5yzNO/JxddW2b4PAZQM+T4f+b70yPf5KiLfF3Bzc9M999yjDRs2KCkpSUlJSVq/fr2GDRumtLQ0yy+yC1ux+k/ke6B6Id/nI9+XHvk+nyPe8/r160v6ewV4Qfx5eXn6888/Cx2TlpZm+fksSSzkewAAqjdWoAMOUPBh8Oabby7x1s/OtG/fPoWFhSk1NVX169fX3LlzNXjw4GLHtG7dWpIUHx9fZJ+C1T0FfQv+vHv3bsXHx2vEiBE2Y7Kzs5WYmCjJeku9Nm3aaPv27YqPj9f1119vM+7IkSOWX3y2atVKkhQaGlrsHb/luY6yaNKkiV3jKcmqBkcqa6z2fs8L7jj/9ttvVbt27SL7de3aVVL+arPt27dbPlQX94HVzc1NDRs2VFpaWpEfwi9WEO+RI0d05syZQuMp7NoK3p+CY4Wx1/chAPsh3+cj31sj35d+nCPzfUns2rVLktSsWTPVq1fvkv3J90D1Qr7PR763Rr4v/biSvOcnT57Unj175OnpWeSN7pJ05swZSX8X0mvWrKmGDRvqxIkTio+PL/RzfkEctWvX1mWXXXbJWMj3AABUb6xABxygffv2kvL/QWwYRqF98vLytGvXLsvz1EoiODhYNWvWLNHrgw8+KNGcOTk5GjlypFJTU3XVVVdpx44dl/xwLeV/eJXyt1Er7HlQBw4c0NGjR+Xu7q6QkBBLe48ePSTlr/4tzJYtW5STkyN/f3+1a9fO0l4wx/r16wsdV9Devn17yy84SqKs1+EoBe/P3r17lZSUZHP89OnT2rlzpySpZ8+eDo+nOGWNtbK85wVbBR49erTIPnl5eZY7ykuypWuLFi0UFBSkvLw8bdiwodA+Be0F74MkdenSRd7e3kpNTbX8Ev+fcWzatEmS8//eAfyNfE++LyvyfcW+5wMHDlT37t0tcf7T559/Lkn697//XaL5yPdA9UK+J9+XFfm+9O/52bNnNXjwYA0YMEC//PJLoX0uXLigH374QZLUsWNHm2so6vuxsNxcHPI9AADVGwV0wAE6duyoxo0b6/jx41q2bFmhfRYvXqzQ0FCNHj26gqOz9sknn+jgwYOqU6eOVq5cWaK7cCXp+uuvV4MGDXTq1CktWrTI5vhrr70mSbrhhhusPvCGhYWpRo0a2r9/v9auXWszbt68eZKkQYMGWZ4fJUlDhgyRlP9B6J938Z4/f15vvPGGJGno0KElir+81+EoLVq00DXXXKPc3FzNnz/f5vhbb72lrKwstW7d2uoXEM5Q1ljt/Z5HRkYqPT29yFeBHTt2KD093bIarWfPnjKZTIqPj9fGjRsLnXvx4sVKS0uTr6+vunTpcslYJFl+QfXaa6/Z/ILtm2++0XfffSdPT0/deuutlnY/Pz/17dtXkjRnzhybOZcvX64TJ07I399fN954Y4niAOB45HvyfVmR7ysu30uS2WxWfHy8Xn/9dZt59+/fr2XLlslkMun++++/ZBwFyPdA9UG+J9+XFfm+9O958+bNLTetvPDCC4X2efvtt5WcnKwrrrhC3bt3t7QXfF8tW7bM5iaAU6dOafHixZJK931FvgcAoPqigA6XZDKZJEnHjh1zyvnd3d311FNPSZJGjx6tyMhI7d+/X1lZWTp27Jj++9//auLEiZJk+W9JJCQkFPuLw4tfd911V4nmXL16taT8DxAl/XAtSV5eXpbYn3rqKb3//vs6e/askpKSNG3aNC1atEhubm568sknrcaZzWY98MADkqTw8HCtWrVKGRkZOnLkiB5++GFt2rRJPj4+Nu9Lu3btNGDAAOXm5mr48OHavHmzsrKy9PPPP2vEiBH6+eefFRgYqPDw8BJfQ3muw5EiIiIk5X9Amz17tk6dOqW0tDTNnz/f8gGy4PvL2coSa3ne844dO6pjx46aNm1auWNv1qyZZZvBO+64Q6+++qp+/fVXZWZmav/+/XryySc1YcIESdKECRPk5+dnGfvFF19YYvnnarbHHntMNWvW1Pfff68HHnhAR44cUUZGhmJjYy0/l3fffbfNlnJPPPGE3N3dtWLFCj355JNKSkrS2bNn9eGHH+qxxx6TJI0fP77QZxYC1RX5nnzv6OtwJPJ9xeR7SfrPf/4jNzc3/e9//1NERIR+//13paena/Xq1brllluUlZWlUaNGKTg42Goc+R6oHMj35HtHX4cjke9Ln+8nT54sSfr0008VHh6u/fv3Kzs7W0ePHtXMmTM1ZcoUSdLzzz8vd3d3y7iwsDBdc801OnPmjIYMGaJdu3YpKytLu3fv1pAhQ5SSkqK2bdtaCu0FyPcAAKAwpvT09ML3nwKqsP79+2vz5s1yc3NT7dq19dJLL2nkyJGKi4tTWFiYrrjiCiUkJFj6P/TQQ/rwww8VERGhyMhIq7mOHDmiq666SpIKfb7VzJkzNWvWLI0cOVJvvfWW1bEpU6YoKiqqyDgfe+yxIu+orShXXXWVjhw5UqK+AwYMsLrj3jAMjRo1yrLt5T/NmDFD48ePt2nPysrSwIEDC30upYeHhxYuXKjbb7/d5lhKSor69OljeYbaxfz8/LR8+fISb8V1sbJexz8VfB/Z4+81IiKi0Lu+pfxfTBR2F/M/FXxv3nrrrfrwww9LfO6C6wgJCdGaNWscEmtZ3/OaNWtKUqE/b0UpGLNjxw7Lz3KBjIwM3XHHHUWuQJekUaNGKSoqymrFxAcffKCHH35YkhQbG2vzfff555/rvvvu0/nz523m+9e//qUvv/yy0A/Kr7/+uqZMmVLo1pBhYWFatmyZVRxAdUe+LznyPfn+n6pTvi8414svvljo2B49euizzz6Tj4+PVTv5HqgcyPclR74n3/9TVc33l/p5mzZtmqXQfrGDBw+qb9++Sk5OtjlWv359rV27VldeeaVVO/keAAAUhiwNl/TSSy/p2muvlZeXlySpdu3aTotjxYoVuvnmm1W/fn15eHgoMDBQ/fv31xdffOH0D9eGYej3338v83iTyaQlS5Zo7ty56tixo/z8/FS3bl317NlTn376aZEfSmvUqKGYmBhNnz5dbdu2lY+Pj+rXr6+wsDCtXbu20A/XUv4zqOPi4jRx4kS1aNFC3t7eMpvNGjZsmDZv3lymD9fluQ5HmjVrlhYvXqzu3burdu3aqlWrlrp06aK33367RB+uK1JZYq0s77mvr68+//xzvf322+rVq5f8/f0tP6dhYWH69NNP9cYbb5T6Q+2gQYO0YcMGDRw4UAEBAapRo4Zat26tyMhIrV27tsi7zMeMGaMvvvhCvXv3Vr169eTr66v27dvrlVde4cM1UAjyfcmQ78t3HY5Evh9fYfE//fTTWrRokbp27SpfX1/VqlVLnTp10iuvvKLVq1fbFM9LgnwPVAzyfcmQ78t3HY5Evh9f6jheeuklLV++XH379rX8vJnNZg0aNEjr168vtHguSS1bttT27dsVHh6uxo0by9vbW0FBQbr33nu1fft2m+J5SZDvAQConliBDgAAAAAAAAAAAACAWIEOAAAAAAAAAAAAAIAkCugAAAAAAAAAAAAAAEiigA4AAAAAAAAAAAAAgCQK6AAAAAAAAAAAAAAASKKADgAAAAAAAAAAAACAJAroAAAAAAAAAAAAAABIooAOAAAAAAAAAAAAAIAkCugAAAAAAAAAAAAAAEiigA4AAAAAAAAAAAAAgCQK6OWSk5OjV199Vddee60CAwPVtGlTDRs2TN98842zQwMAAAAAAAAAAAAAlBIF9GI888wzqlmzpt58802bY5mZmerXr5+mT5+u/fv3KzMzUykpKfryyy/Vr18/ffDBB06IGAAAAAAAAAAAAABQVhTQi/DNN99o3rx5RR6fOnWqduzYobp162rJkiVKSkrSvn37dOeddyo3N1fjxo3TwYMHKzBiAAAAAAAAAAAAAEB5eDg7gMro7NmzevDBB5WXl1fo8aSkJL377ruSpOjoaPXr10+S5Ofnp4ULF+r48eOKi4vT3LlztWDBArvE1Lx5c2VkZKhRo0Z2mQ8AAFd2/Phx+fr66tdff3V2KKVCvgcAoOSqYr4n1wMAUDpVMd9XZbfffrvD3uugoCDNmjXLpj0gIEBms9kh5wSAsqKAXogpU6bo8OHDRR6PjY1Vdna22rZtaymeX2zixImKi4vTqlWrNH/+fJlMpnLHlJGRofPnz8vNjU0DAAC4lPPnzysjI8PZYZQa+R4AgJKrivmeXA8AQOlUxXxflf3666/69ddf1LKpp13nPXj4vFJSUtSlSxebYxEREYqMjLTr+QCgvCig/0NMTIzef/99XX311fLz89OOHTts+mzZskWS1Ldv30LnCA0Nlbe3t1JTU7Vv3z5dffXV5Y6rUaNGcnNz0759+8o9FwAAru6qq64qcieZyox8DwBAyVXFfE+uBwCgdKpivq/qWjb1VPzmJnads13PIzpv1FNsbKzNsYCAALueCwDsgQL6RU6ePKmxY8fKy8tLb7/9tiZNmlRov8TERElSu3btCj3u5eWl1q1bKz4+XomJiXYpoAMAAAAAAAAAADiWoTzZ+6YFQ+7u7goODrbzvADgGOwZdpFHH31UJ0+e1NNPP11s0fvYsWOSpIYNGxbZJygoyKovAAAAAAAAAABAZWZIyjXy7PoynH1RAFBKrED/f++//75Wr16t7t27a/z48cX2PXfunCSpVq1aRfbx8/OTJKWnpxc7V+fOnUsU36+//qqWLVuWqC8AAKhcyPcAALg2cj0AAAAAuA4K6JKOHDmiKVOmyM/PT2+99Zbc3IpfmJ+dnS1J8vT0LLKPl5eXJCkzM9N+gQIAAAAAAAAAADgQa8YBVHfVvoCel5en8PBwnT17VvPmzVPz5s0vOcbb21uZmZnKyckpsk9WVpakvwvpRdm5c2eJ4izp3ewAAKDyId8DAODayPUAAAAA4DqqfQF93rx5+uabb9SnTx898MADJRrj5+enzMxMnT17tsg+BVu316xZ0y5xAgAAAAAAAAAAOJIhKU95dp8TAKqSal1A/+233/T888/L399fb7zxRonHNW7cWCkpKTpx4kSRfQqOBQUFlTtOAAAAAAAAAAAAxzOUa9i75E0JHUDVUvzDvl3csWPHlJOTo7S0NLVs2VI1a9a0em3dulWSNGnSJEvbX3/9pdatW0uS4uPjC503OztbiYmJkqQ2bdpUzMUAAAAAAAAAAAAAAMqlWhfQy6pHjx6SpHXr1hV6fMuWLcrJyZG/v7/atWtXkaEBAAAAAAAAAACUWZ4Mu74AoKqp1gX00NBQpaenF/kKCQmRJL366quWtrp16yosLEw1atTQ/v37tXbtWpt5582bJ0kaNGiQ3Nyq9VsMAAAAAAAAAAAAAFUG1d0yMJvNeuCBByRJ4eHhWrVqlTIyMnTkyBE9/PDD2rRpk3x8fDRx4kQnRwoAAAAAAAAAAFAyhqRcGXZ9sQYdQFXj4ewAqqpnn31Wu3bt0vbt2zVixAirYx4eHoqKilLTpk2dExwAAAAAAAAAAAAAoNRYgV5GNWrUUExMjKZPn662bdvKx8dH9evXV1hYmNauXavbb7/d2SECAAAAAAAAAACUCs9AB1DdsQK9GGvWrCn2uJeXlyZNmqRJkyZVUEQAAAAAAAAAAACOYUjKNexb9DYkmew6IwA4FivQAQAAAAAAAAAAAAAQK9ABAAAAAAAAAADw//KcHQAAOBkFdAAAAAAAAAAAADhMbm6uEhISbNoDAgJkNpudEBEAFI0COgAAAAAAAAAAAPKfgS77PwP91KlT6tKli82xiIgIRUZG2vV8AFBeFNABAAAAAAAAAAAgScq1b/1cklSvXj3FxsbatAcEBNj/ZABQThTQAQAAAAAAAAAA4DDu7u4KDg52dhgAUCIU0AEAAAAAAAAAACBJynN2AADgZG7ODgAAAAAAAAAAAAAAgMqAFegAAAAAAAAAAACQISlXJrvPCQBVCSvQAQAAAAAAAAAAAAAQK9ArpeTkZKWkpFi1ZWdny8vLy0kRAQAAeyPfAwDg2sj1AACgSjKkPHsvGWcJOoAqhgJ6JRQdHa1Zs2bZtAcGBjohGgAA4AjkewAAXBu5HgAAVEVs4Q4AFNArpfDwcA0ePNiqbfjw4dylDgCACyHfAwDg2sj1AAAAAFA1UUCvhMxms8xms1Wbt7e33Nx4ZD0AAK6CfA8AgGsj1wMAgKrK3ivQAaCq4VMbAAAAAAAAAAAAAABiBToAAAAAAAAAAACU/7zyPINnoAOo3iigAwAAAAAAAAAAQBJbuAMAW7gDAAAAAAAAAAAAACBWoAMAAAAAAAAAAECSIZNy7bz20mBFO4AqhhXoAAAAAAAAAAAAAACIFegAAAAAAAAAAAD4f3kGK8YBVG8U0AEAAAAAAAAAAOAwubm5SkhIsGkPCAiQ2Wx2QkQAUDQK6AAAAAAAAAAAAJAhKdfOzyw3JJ06dUpdunSxORYREaHIyEi7ng8AyosCOgAAAAAAAAAAACRJuYab3eesV6+eYmNjbdoDAgLsfi4AKC8K6AAAAAAAAAAAAHAYd3d3BQcHOzsMACgRCugAAAAAAAAAAACQZFKe7L0C3b5bwgOAo9l/Hw4AAAAAAAAAAAAAAKogVqADgAvr8Ogcq6/3zJ/gpEgAAFVRh5hnbNr29H/eCZEAAABn6r1pok3bhhtmOyESAICjGZJy7bxi3LDrbADgeBTQAQAAAAAAAAAAIEnKNdi8GED1xv8FAQAAAAAAAAAAAAAQK9ABAAAAAAAAAACg/O3W89jCHUA1RwG9EkpOTlZKSopVW3Z2try8vJwUEQAAsDfyPQAAro1cDwAAAABVEwX0Sig6OlqzZs2yaQ8MDHRCNAAAwBHI9wAAuDZyPQAAqJpMyrX703/tu6LdGc6cOaNXX31VK1eu1PHjx1W3bl316NFDkyZN0tVXX+3s8ADYGQX0Sig8PFyDBw+2ahs+fDh3qQMA4ELI9wAAuDZyPQAAgGMlJSVp/vz5WrNmjY4ePSpJatq0qQYOHKhHH31UdevWLXb86dOn1axZMz388MN64YUXiux38uRJ9enTRwcPHrQ69yeffKKYmBgtW7ZMvXv3tss1AagcKKBXQmazWWaz2arN29tbbm72vusLAAA4C/keAADXRq4HAABVkSEp17Dvv1cc8Qz0hIQEDRw4UElJSTbtCQkJWrZsmVauXKmWLVsWOcfSpUuVk5NzyXONHTtWBw8eVKNGjfTGG2+oW7duOnLkiCIiIrRu3Trdd999+vHHH1WvXr1yXxeAyoFPbQAAAAAAAAAAAJAk5cnNri97MwxD9913n5KSktSiRQt99tlnSk5O1qFDhxQdHS2z2awjR47o9ttv1/nz5wudY9euXcWuOi+wd+9excTEyN3dXcuXL9cNN9wgHx8fXXnllVq2bJlatWqltLQ0vf322/a+TABORAEdAAAAAAAAAAAAVcLGjRu1b98+eXp6asWKFerbt698fX3VoEEDjRgxQuvXr5evr68OHDigzz//3DLu66+/1rhx49S9e3eFhoYqLS3tkuf67LPPJEl9+vRRu3btrI55e3tr7NixkqSVK1fa7wIBOB1buAMAAAAo1J7+zzs7BJRBq+UzbNoShz3thEgAAK5iww2znR0CAKCCGIZJuYbJ7nPa06ZNmyRJvXr1UvPmzW2ON2/eXIMHD9aHH36obdu2adiwYZKk2NhYvfPOO6U619atWyXlF9ALU9D+448/6vTp06pTp06p5gdQObECHQAAAAAAAAAAAFXCoUOHJElt27Ytso/ZbJYknTt3ztL2+OOPa8eOHZbXgAEDLnmuAwcOSJLN6vMCV1xxherUqSPDMCxxAaj6WIEOAAAAAAAAAAAASVJuJV97OXr0aA0ZMkTBwcFF9tmzZ48kqUmTJpa2Bg0aqEGDBpavL7VaPCMjw7LNe1BQUJH9GjZsqNOnT+vo0aPq1KlTSS4BQCVHAR0AAAAAAAAAAACSpDzD/gX0X3/9VZ07dy5R3507dxZ7PDQ0tNjj69evt2zzXpJV5kVJT0+3/LlmzZpF9is4dvFqdwBVW+W+jQgAAAAAAAAAAAAogQ8//FAjR46UJA0dOlQdOnQo81w5OTmWP3t5eRXZz9PTU1L+inUAroEV6AAAAAAAAAAAAJAhk923cDdkUvPmzS+5srw84uPjNWXKFMXFxUmSQkJC9Oabb5ZrzouL5tnZ2apVq1ah/bKzsyVJ3t7e5TofgMqDFegAAAAAAAAAAACock6fPq0JEybo+uuvV1xcnDw9PRUZGanVq1fLx8enXHNfvG37xdu5/9PZs2clSX5+fuU6H4DKgxXoAAAAAAAAAAAAkCTlGiZnh1AiO3fu1KhRo3Ts2DFJ0sCBAzVjxgy1aNHCLvP7+vrK399faWlp+v3339W0adNC+/3xxx+SpEaNGtnlvACcjxXoAAAAAAAAAAAAqDI2b96ssLAwHTt2TE2aNFFsbKyWLl1qt+J5gTZt2kjK3yK+MEeOHLGsQG/VqpVdzw3AeSigAwAAAAAAAAAAQIakPLnZ9WXYOcbU1FSNGjVKGRkZ6tmzp7Zv367Q0FA7nyVfSEiIJGn9+vWFHi9ob9++vfz9/R0SA4CKRwEdAAAAAAAAAAAAkqRcw82uL3tbuHCh0tLS1KRJEy1fvly1a9e2+zkKDBkyRJK0bt06/fTTT1bHzp8/rzfeeEOSNHToUIfFAKDi8Qz0auD6Yf+1+nrb8sedFAkAAAAASWq6+CWbtsP3THFCJMW7asocq6/3vTTBSZEAAIDSyvuztU2b22UHnBAJANhXTEyMJOn++++Xr6+vQ8/Vrl07DRgwQKtXr9bw4cP1+uuvq2vXrjp8+LCefvpp/fzzzwoMDFR4eLhD4wBQsSigAwAAAAAAAAAAQIZMypPJ7nPay/nz57Vv3z5J0rRp0zRt2rRi+48ZM0Yvv/xyuc65YMEC/fLLL0pMTFT//v2tjvn5+Wnx4sUOXQUPoOKxhTsAAAAAAAAAAAAqveTkZJ0/f75CzxkQEKC4uDhNnDhRLVq0kLe3t8xms4YNG6bNmzc77PnrAJyHFegAAAAAAAAAAACQJIc8t9xegoKClJ6ebpe53nrrLb311lsl6lurVi0999xzeu655+xybgCVGwX0Sig5OVkpKSlWbdnZ2fLy8nJSRAAAwN7I9wAAuDZyPQAAqIoMSbl23rzYsOtsAOB4FNAroejoaM2aNcumPTAw0AnRAAAARyDfAwDg2sj1AAAAAFA1UUCvhMLDwzV48GCrtuHDh3OXOgAALoR8DwCAayPXAwCAKsmQ8gyT3ecEgKqEAnolZDabZTabrdq8vb3l5lZ5nzsCAABKh3wPAIBrI9cDAAAAQNVEAR0AAAAAAAAAAACSTHZ/Brpk5xXtAOBg3PYMAAAAAAAAAAAAAIBYgQ4AAAAAAAAAAADlP648z7Dv2ksegQ6gqqGA7mKuH/ZfZ4dQJd3sH37JPmvSou1yrmvvm23T9v17E+0yN+AoN1/zjE3bmh+fd0IkAADgn1otn+HsEAAAAAC4kFwHbLmem5urhIQEm/aAgACZzWa7nw8AyoMCOgAAAAAAAAAAABzm1KlT6tKli017RESEIiMjnRARABSNAjoAAAAAAAAAAABkyOSALdxNqlevnmJjY22OBQQE2PVcAGAPFNABAAAAAAAAAADgMO7u7goODnZ2GABQIhTQAQAAAAAAAAAAIMkxz0AHgKqEAjoAAAAAAAAAAAAkye5buANAVcP/BQEAAAAAAAAAAAAAECvQAQAAAAAAAAAAIMmQlGvnFeiGXWcDAMdjBToAAAAAAAAAAAAAAGIFOgAAAAAAAAAAACRJJuXJZPc5AaAqoYDuYrYtf9ym7fph/62w8/dxG2bTti5veYWdv6zWpEVX2Lm+f29ihZ0L2DN/gl3mWfPj83aZBwAA5Dt8zxS7zZU47Gmrr1stn2G3ufe9ZJ9/SwAAAAAAAFQVFNABAAAAAAAAAADAM9ABQBTQAQAAAAAAAAAAIEmGlGfYect1KugAqhj73kYEAAAAAAAAAAAAAEAVxQp0AAAAAAAAAAAA5G/hbue1lyxAB1DVUECvhJKTk5WSkmLVlp2dLS8vLydFBAAA7I18DwCAayPXAwAAAEDVRAG9EoqOjtasWbNs2gMDA50QDQAAcATyPQAAro1cDwAAqiaT/Z+BLnvPBwCORQG9EgoPD9fgwYOt2oYPH85d6gAAuBDyPQAAro1cDwAAqqo8O2/hDgBVDQX0SshsNstsNlu1eXt7y82NpAUAgKsg3wMA4NrI9QAAAABQNVFABwAAAAAAAAAAgAxJuXbewt2QlJubq4SEBJtjAQEBNjcdAoCzUUAHAAAAAAAAAACAw5w6dUpdunSxaY+IiFBkZKQTIgKAolFArwa2LX+8ws61Lm95hZ0LAAAAgK3EYU87OwQAAFAJuF12wNkhAKii8uy8Al2S6tWrp9jYWJv2gIAAu58LAMqLAjoAAAAAAAAAAAAkmZRnuNl9Tnd3dwUHB9t5XgBwDHv/XxAAAAAAAAAAAAAAgCqJFegAAAAAAAAAAACQISlX9t3C3bDrbADgeKxABwAAAAAAAAAAAABArEAHAAAAAAAAAADA/8sz7LsCHQCqGlagAwAAAAAAAAAAAAAgCugWP/zwg+655x61bt1a9erVU1BQkPr06aN33nlHubm5hY7JycnRq6++qmuvvVaBgYFq2rSphg0bpm+++aaCowcAAAAAAAAAACgfw5DyDDe7vgwegg6gimELd0nLly9XeHi4Lly4YGk7ffq0tm/fru3bt2vVqlVavny5PD09LcczMzM1YMAA7dixw6rtyy+/1FdffaWoqCjdddddFXodAAAAAAAAAAAA5ZEntnAHUL1V+xXoKSkpevTRR3XhwgVde+21+uqrr3TixAnt379fzz77rLy8vLR+/Xq9/PLLVuOmTp2qHTt2qG7dulqyZImSkpK0b98+3XnnncrNzdW4ceN08OBBJ10VAAAAAAAAAAAAAKC0qn0B/ZNPPlF6eroaNmyomJgYXXfddapdu7YaN26sxx9/XJMnT5YkLVq0yDImKSlJ7777riQpOjpagwcPlp+fn5o0aaKFCxcqNDRU2dnZmjt3rhOuCAAAAAAAAAAAoCxMyjXs+xIr2gFUMdW+gP7DDz9IkgYOHChfX1+b40OGDJEk/fHHH0pLS5MkxcbGKjs7W23btlW/fv1sxkycOFGStGrVKhk83AMAAAAAAAAAAAAAqoRqX0BPTk6WJDVt2rTQ47Vq1bL8uaAYvmXLFklS3759Cx0TGhoqb29vpaamat++fXaMFgAAAAAAAAAAwDEMSXmGm11fLDN0rNOnTzs7BMDlVPsC+sqVK5Wenq5HH3200OPbtm2TJF122WWqX7++JCkxMVGS1K5du0LHeHl5qXXr1lZ9AQAAAAAAAAAAKrs8w2TXF0ruxIkTper/7rvvqkOHDo4JBqjGqn0BvTBZWVk6fPiw3n//fT3++OOSZHkWuiQdO3ZMktSwYcMi5wgKCrLqCwAAAAAAAAAAABSlT58++u233y7Z79tvv1VISIjGjx+v1NTUCogMqF48nB1AZfPmm29q0qRJlq99fX01e/ZsPfjgg5a2c+fOSbLe3v2f/Pz8JEnp6enFnq9z584liuvXX39Vy5YtS9QXAABULuR7AABcG7keAAC4kjyxatxZjh49qr59+2rlypUKDg62Of7HH3/o6aef1vLly2UYhtzd3XXfffc5IVLAtbEC/RIyMjK0bt06/fHHH5a27OxsSZKnp2eR47y8vCRJmZmZjg0QAAAAAAAAAAAAVd7gwYP1559/ql+/fvrhhx8s7efPn9err76qTp06WYrnISEh2rp1q+bMmePEiAHXxAr0f3j44Yf18MMP688//9SOHTs0ffp0ffnllwoLC9O3334rb29veXt7KzMzUzk5OUXOk5WVJenvQnpRdu7cWaK4Sno3OwAAqHzI9wAAuDZyPQAAcBWGZPfnlhuScnNzlZCQYHMsICBAZrPZrueryhYvXqzatWtr8eLFuuWWW7Rs2TKdOXNGTz31lH777TcZhqHGjRtrxowZGjJkiLPDBVwWBfQiXHbZZbr11lvVuXNndenSRYmJiVqxYoXuuOMO+fn5KTMzU2fPni1yfMHW7TVr1qyokAEAAAAAAAAAACqdU6dOqUuXLjbtERERioyMdEJElZPJZNKCBQtUr149zZ07VwMHDlReXp4Mw5CPj4/Gjx+viRMnqkaNGs4OFXBpFNAvISgoSKGhoVq1apXi4+N1xx13qHHjxkpJSdGJEyeKHFdwLCgoqKJCBQAAAAAAAAAAKAeT8gx7P/3XpHr16ik2NtbmSEBAgJ3P5Rqef/551alTR88++6xMJpO6deum9957T40aNXJ2aEC1UK2fgX7ixAk1aNBADRo00PHjx4vsFxgYKEmWFeetW7eWJMXHxxfaPzs7W4mJiZKkNm3a2DNkAAAAAAAAAAAAxzDyt3C350uG5O7uruDgYJsX27cXbdKkSZozZ45MJpPi4+N18OBBZ4cEVBvVegV6gwYNZBiGMjIydPDgwSLv3CkohhesJu/Ro4c+/vhjrVu3Ti+88IJN/y1btignJ0f+/v5q166d4y4AAAAAAAAAAAAAVc7WrVsv2efKK6/Uvffeq3fffVfDhg3T7Nmz1axZM5t+ISEhjggRqLaqdQHd3d1doaGhWrNmjRYvXqxevXrZ9Pn++++1bds2SVLv3r0lSWFhYapRo4b279+vtWvX6t///rfVmHnz5kmSBg0aJDe3ar3IHwAAAAAAAAAAVBGGpDyZ7D4nbPXr108mU8nea5PJpKysLD3yyCOFHjt9+rS9wwOqtWpdQJekMWPGaM2aNVq+fLkkafz48WrZsqXS0tK0fv16TZs2TXl5ebr55pvVuXNnSZLZbNYDDzygqKgohYeHKyoqSr1799bJkyc1a9Ysbdq0ST4+Ppo4caIzLw0AAAAAAAAAAACVUOPGjUtcQAdQsap9Af3GG2/UpEmT9Oqrr2r58uWWQvrFunTpoujoaKu2Z599Vrt27dL27ds1YsQIq2MeHh6KiopS06ZNHRk6AAAAAAAAAACAXeUZFHUrQkJCgrNDAFAE9heXNH36dH3++ecKCwuT2WyWh4eH6tatq+uuu07z5s3T2rVrVa9ePasxNWrUUExMjKZPn662bdvKx8dH9evXV1hYmNauXavbb7/dSVcDAAAAAAAAAABQNnmGya4vAKhqqv0K9AI33XSTbrrpplKN8fLy0qRJkzRp0iQHRQUAAAAAAAAAAABIP/zwgzZv3qy8vDz16dNH11xzjbNDAlwSK9ABAAAAAAAAAAAgQ/ZdfZ5nmGSIVeil8dNPP2no0KFq3LixTp48aWl/7bXXdOONN2r69Ol67rnnFBoaqpdfftmJkQKuixXoAAAAAAAAAAAAgJMlJiaqb9++Onv2rEwmkwzDkCSdOHFCzz77rPLy8tS1a1d5eHho27ZtmjFjhkJCQnTdddc5OXLAtbACHQAAAAAAAAAAAJJ4BrozvfLKKzp79qyuuuoqffrppwoICJAkffzxx8rJyVGvXr20fv16rVmzRuHh4TIMQ9HR0U6OGnA9FNABAAAAAAAAAAAAJ4uLi5PJZNKCBQvUp08fubnll/E2bNggk8mku+++29J39OjRkqRvv/3WKbECrowt3AEAAAAAAAAAACBJyuOZ5U6TnJwsSWrXrp2lLTc3Vzt37pQk9ezZ09LepEkTqzEA7IcV6AAAAAAAAAAAAJAh+2/hbjj7oqqQGjVqSJLOnDljafv+++917tw5tWzZUmaz2dKenp4uSZZV6gDsh58qAAAAAAAAAAAAwMnatm0rSfriiy8sbR999JFMJpN69+5t1Xfz5s2SpEaNGlVcgEA1wRbuAAAAAAAAAAAAkIz8Fej2nhMlc/vtt+u7777Tk08+qcOHDyszM1OLFy+WJN15552SpNTUVK1cuVLTp0+XyWSy2tYdgH1QQAcAAAAAAAAAAACc7D//+Y9WrlypLVu2aN68eZIkwzB02223qWPHjpKkDz/8UE8//bQMw1Dt2rU1YcIEZ4YMuCQK6AAAAAAAAAAAAJDkgBXoknJzc5WQkGDTHhAQYPVc7+rO3d1dK1euVHR0tDZv3ixPT0+FhobqP//5j1W/gvbnnntOTZo0cVK0gOuigF4JJScnKyUlxaotOztbXl5eTooIAADYG/keAADXRq4HAABVkSGT3Qvohkw6deqUunTpYnMsIiJCkZGRdj1fVefp6akxY8ZozJgxhR4fM2aMHnvssQqOCqheKKBXQtHR0Zo1a5ZNe2BgoBOiAQAAjkC+BwDAtZHrAQAA/lavXj3FxsbatAcEBDghmqrNwyO/tGcYhiIiIhQUFKRHH33UyVEBroUCeiUUHh6uwYMHW7UNHz6cu9QBAHAh5HsAAFwbuR4AAFRVhgO2cHd3d1dwcLDd563OfvjhB0VFRcnPz48COmBnFNArIbPZbPPMD29vb7m5uTkpIgAAYG/kewAAXBu5HgAAAGURGxurZ599VomJibpw4cIl+19++eUVEBVQvVBABwAAAAAAAAAAgCQpT/ZfgY6S+e6773TnnXcqLy9PhmFcsn+zZs301ltvVUBkQPXCbc8AAAAAAAAAAACAky1YsEC5ubkKDg7WunXrtHv3bg0aNEgmk0lLlizRvn37FBcXp6FDh8pkMumhhx5Sly5dnB024HIooAMAAAAAAAAAAECGpDzDZNfXpddRo8B3330nk8mkV155Rd26dVPLli01efJkGYahw4cP64orrlDHjh21aNEiXXfddYqMjFR8fLyzwwZcDgV0AAAAAAAAAAAASJIMw2TXF0ru5MmTkqSOHTta2oKDg+Xh4aG9e/da9X3iiSeUm5urefPmVWiMQHVAAR0AAAAAAAAAAABwMnd3d0mSyfT3jQceHh5q3LixfvnlF6u+BUX2zZs3V1yAQDVBAR0AAAAAAAAAAACSYf8t3NnDveSCgoIkST/++KNVe4sWLbR//35lZWVZ2jw9PSVJf/31V4XFB1QXFNABAAAAAAAAAADg8nJycvTqq6/q2muvVWBgoJo2baphw4bpm2++cXZokqTQ0FAZhqEnnnhCiYmJlvZ//etfunDhgj755BNL27Zt2yRJjRo1qvA4AVdHAR0AAAAAAAAAAACS7Pv88/xnoDvmOehJSUl6+umn1blzZ5nNZpnNZnXp0kXPP/98oauyMzMz1a9fP02fPl379+9XZmamUlJS9OWXX6pfv3764IMPCj3P1KlTVbNmzWJf99xzj12uacKECapZs6Z+/PFHde7cWatXr5YkDR48WJL0+OOPa9q0aZoxY4YefPBBmUwm9ejRwy7nBvA3CugAAAAAAAAAAACQIftv4e6IHdwTEhJ03XXXae7cufr555+VkZGhjIwMJSQk6KWXXtL111+vgwcPWo2ZOnWqduzYobp162rJkiVKSkrSvn37dOeddyo3N1fjxo2zGSPJaiW4ozVt2lQxMTHq0qWL8vLylJubK0m66qqrNGbMGGVkZGjOnDl6+eWXlZaWpoCAAEVGRlZYfEB14eHsAAAAAAAAAAAAAICSMAxD9913n5KSktSiRQu98sorCgkJ0dmzZ7Vx40ZFRkbqyJEjuv3227Vjxw55enoqKSlJ7777riQpOjpa/fr1kyT5+flp4cKFOn78uOLi4jR37lwtWLDA6nwFRfW1a9fq+uuvd/j1derUSRs2bNBff/1lec65JL344ovq1KmTYmJidPr0aV199dUaM2aMGjRo4PCYgOqGAjoAAAAAAAAAAAAkSYYjlozb0caNG7Vv3z55enpqxYoVat68uSTJ19dXI0aMUNeuXdWtWzcdOHBAn3/+uYYNG6bY2FhlZ2erbdu2luL5xSZOnKi4uDitWrVK8+fPl8mUv+18Xl6efvvtN0lS27ZtK+4iJdWtW9em7fbbb9ftt99eoXEA1RFbuAMAAAAAAAAAAKBK2LRpkySpV69eluL5xZo3b255Zvi2bdskSVu2bJEk9e3bt9A5Q0ND5e3trdTUVO3bt8/SfuzYMWVlZemyyy6Tv7+/Xa8DQOXFCnQAAAAAAAAAAABIkvJkcnYIxTp06JCk4leEm81mSdK5c+ck/f0c83bt2hXa38vLS61bt1Z8fLwSExN19dVXS/p7+/Y2bdooOjpa77//vvbv3y8vLy9dddVVuueee3TnnXfKzc2+61UTEhKUmJhoif9S7rzzTrueH6juKKADAAAAAAAAAACgShg9erSGDBmi4ODgIvvs2bNHktSkSRNJ+SvJJalhw4ZFjgkKClJ8fLylr/R34X3Lli3avHmzpT0rK0vbt2/X9u3btXr1ai1ZssTqeeVldfr0ad1zzz3auHFjqcZRQAfsiwI6AAAAAAAAAAAAJEmGYf8V6L/++qs6d+5cor47d+4s9nhoaGixx9evX2/Z5n3AgAGS/l6JXqtWrSLH+fn5SZLS09MtbQUr0PPy8nTvvfdq3LhxatKkiX7//Xe9/fbbeu2117R69WrNmDFDzz777CWu7NJmzJihDRs2SMp/BnqrVq3k7e1d7nkBlA4FdAAAAAAAAAAAAMiQlGfnArph19mK9+GHH2rixImSpKFDh6pDhw6SpOzsbEkqdpW4l5eXJCkzM9PSlpubq7Zt2+qWW27RM888Y2lv1qyZZs6cqVq1amnGjBmKiorSo48+qoCAgHLFv3btWplMJt12222KioqSj49PueYDUDYU0AEAAAAAAAAAAOAwzZs3v+TK8vKIj4/XlClTFBcXJ0kKCQnRm2++aTnu7e2tzMxM5eTkFDlHVlaWpL8L6ZI0Z86cYs87fvx4LViwQH/99Ze+/vpr3XbbbeW5DJ04cUKS9Pzzz1M8B5yIAnollJycrJSUFKu27Oxsq/9pAwCAqo18DwCAayPXAwCAKsmQDHsvGXfgEvTTp09r+vTpeuedd5SXlydPT0898cQTmjx5sjw8/i6B+fn5KTMzU2fPni1yroKt22vWrFni89eoUUOdO3fW+vXrLdu9l8fll1+uI0eOyN/fv9xzASg7CuiVUHR0tGbNmmXTHhgY6IRoAACAI5DvAQBwbeR6AAAAx9q5c6dGjRqlY8eOSZIGDhyoGTNmqEWLFjZ9GzdurJSUFMsK78IUHAsKCipVHPXr15f09wr28hg6dKhmz56tzz//XCNGjCj3fADKhgJ6JRQeHq7BgwdbtQ0fPpy71AEAcCHkewAAXBu5HgAAVFWGnZ+B7gibN2/WsGHDlJGRoSZNmuiNN95QaGhokf1bt26t3bt3Kz4+vtDCdHZ2thITEyVJbdq0kSSdPHlSe/bskaenp3r16lXk3GfOnJH0dyG9PJ588klt3rzZ8hx3iuiAc1BAr4TMZrPMZrNVm7e3t9zc3JwUEQAAsDfyPQAAro1cDwAAqiaTAwro9p0vNTVVo0aNUkZGhnr27KmlS5eqdu3axY7p0aOHPv74Y61bt04vvPCCzfEtW7YoJydH/v7+ateunSTp7Nmzlhsif/jhB0th/WIXLlzQDz/8IEnq2LFjeS9NNWrU0Pz589WrVy899NBDioiIUKtWreTp6VnkGJPJpJiYmHKfG8DfKKADAAAAAAAAAACgSli4cKHS0tLUpEkTLV++XL6+vpccExYWpho1amj//v1au3at/v3vf1sdnzdvniRp0KBBlhsemzdvrvbt22vv3r164YUXtHjxYpt53377bSUnJ+uKK65Q9+7dy31t+/bt080336ycnBwZhqHU1FSlpqYWO8Zkqvw7BgBVDQV0AAAAAAAAAAAASJLyKvkW7gWrre+///4SFc+l/N2BHnjgAUVFRSk8PFxRUVHq3bu3Tp48qVmzZmnTpk3y8fGxbJ1eYPLkyRo1apQ+/fRTeXl5aeLEiWrevLmSkpK0ZMkSvfzyy5Kk559/Xu7u7uW+tmeeeUanT5+Wl5eX7rzzTnXo0EE1atQo97wASocCOgAAAAAAAAAAACq98+fPa9++fZKkadOmadq0acX2HzNmjKXI/eyzz2rXrl3avn27zbPFPTw8FBUVpaZNm1q1Dx48WI888oiioqK0dOlSLV261OYc06ZN09ChQ8txVX/bsWOHTCaToqKidMcdd9hlTgClx4O3AAAAAAAAAAAAIEOSYdj5Zcf4kpOTdf78+TKNrVGjhmJiYjR9+nS1bdtWPj4+ql+/vsLCwrR27VrdfvvthY576aWXtHz5cvXt21f169eXh4eHzGazBg0apPXr12vy5MnluSQrBdvHDxw40G5zAig9VqADAAAAAAAAAACg0gsKClJ6enqZx3t5eWnSpEmaNGlSqcb169dP/fr1K/N5S6pr16766quvlJqaKj8/P4efD0DhWIEOAAAAAAAAAAAASZJhmOz6QslNnTpVPj4+ioiIUF5enrPDAaotVqADAAAAAAAAAABAMmT/orc993B3cY0aNdK7776rhx9+WN26dVN4eLhatmwpT0/PYseFhIRUUIRA9UABHQAAAAAAAAAAAHCypk2bWv78119/6fHHH7/kGJPJpNOnTzswKqD6oYAOAAAAAAAAAAAASSwYd6ZGjRrJZGLbe8DZKKADAAAAAAAAAAAATpaQkODsEABIcnN2AAAAAAAAAAAAAKgcDMNk1xcqVocOHXTo0CFnhwFUaaxABwAAAAAAAAAAQD72cK/SDh8+rJycHGeHAVRpFNABAAAAAAAAAADgMLm5uYVuTx4QECCz2eyEiACgaBTQAQAAAAAAAAAAIEkO2Xb91KlT6tKli017RESEIiMj7X4+ACgPCugAAAAAAAAAAABwmHr16ik2NtamPSAgwAnRAEDxKKADAAAAAAAAAABAhiTDzs9ANyS5u7srODjYvhMDgIO4OTsAAAAAAAAAAAAAAAAqA1agV0LJyclKSUmxasvOzpaXl5eTIgIAAPZGvgcAwLWR6wEAQNVkcsAz0O3/THUAcCQK6JVQdHS0Zs2aZdMeGBjohGgAAIAjkO8BAHBt5HoAAFAlGZLsXUC385bwAOBoFNArofDwcA0ePNiqbfjw4dylDgCACyHfAwDg2sj1AAAAAFA1UUCvhMxms8xms1Wbt7e33Nx4ZD0AAK6CfA8AgGsj1wMAgKrKYMU4gGqOT20AAAAAAAAAAAAAAIgV6AAAAAAAAAAAACjACnQA1RwFdAAAAAAAAAAAAEiSDMPk7BAAwKnYwh0AAAAAAAAAAAAAALECHQAAAAAAAAAAAAXYwr1Ki4+P1+WXX+7sMIAqjQI6AAAAAAAAAAAAUAlkZGTo/fffV0JCgs6fP3/J/iaTSa+//rrl68aNGzsyPKBaoIAOAAAAAAAAAAAASTwD3ZlSU1N100036dChQ5Ikw7j0dgD/LKADKD8K6AAAAAAAAAAAAICTPffcczp48KAkqXv37urevbu8vb2dHBVQ/VBABwAAAAAAAAAAQP7zz+39DHSeqV5ia9askclk0pgxY/Tiiy86Oxyg2qKADgAAAAAAAAAAgP/HFu7OkpKSIkkaN26ckyMBqjcK6AAAAAAAAAAAAHCY3NxcJSQk2LQHBATIbDY7IaLKqUGDBjp+/Lj8/f2dHQpQrbk5OwAAAAAAAAAAAABUEoadX5JOnTqlLl262Lyio6Mr8MIqv7CwMEnSli1bnBwJUL2xAh0AAAAAAAAAAAAOU69ePcXGxtq0BwQEOCGayisyMlIbNmzQxIkT9cUXX6hp06bODgmoliigAwAAAAAAAAAAIJ9h/ynd3d0VHBxs/4ldTFZWlhYvXqzHHntM//rXvzRixAh17dpVjRs3lodH0SW9kJCQCowScH0U0AEAAAAAAAAAAJDPMDk7gmqrdevWMpny33/DMPT+++/r/fffL3aMyWTS6dOnKyI8oNqggA4AAAAAAAAAAAA4WePGjS0FdADOQwEdAAAAAAAAAAAAkiTDAVu4o2QSEhKcHQIASW7ODgAAAAAAAAAAAAAAgMqAFeiVUHJyslJSUqzasrOz5eXl5aSIAACAvZHvAQBwbeR6AABQZbECvVI5cuSIUlNTlZeXJ39/fzVv3tzZIQEujwJ6JRQdHa1Zs2bZtAcGBjohGgAA4AjkewAAXBu5HgAAAGWVmJio2bNna/Xq1Tp9+rTVsZo1a2rAgAF6/PHH1aZNGydFCLg2CuiVUHh4uAYPHmzVNnz4cO5SBwDAhZDvAQBwbeR6AABQJRmm/Je950SJrVixQg899JCysrJk/P8D6f38/GQymZSenq6zZ89q2bJlWrFihd566y0NGTLEyREDrocCeiVkNptlNput2ry9veXmxiPrAQBwFeR7AABcG7keAABUVSa2cHeaX375RQ888IDOnz+v9u3b64knnlDPnj1Vt25dSdKZM2f09ddf66WXXtLevXsVHh6uq666ipXogJ3xqQ0AAAAAAAAAAABwsrlz5+r8+fPq2bOnNm3apFtvvdVSPJek2rVr65ZbbtGmTZt0/fXXKycnR/PmzXNewICLooAOAAAAAAAAAACAfIadXyixuLg4mUwmzZgxo9hH/3h5eWnmzJmSpK+//rqCogOqDwroAAAAAAAAAAAAgJMlJSVJkq666qpL9m3fvr0kKTk52aExAdURBXQAAAAAAAAAAADkM0z2faHEfH19JUkpKSmX7FvQp2AMAPuhgA4AAAAAAAAAAIB8bOHuNO3atZMkLV68+JJ9C/oUjAFgPxTQAQAAAAAAAAAAACe7++67ZRiGXnzxRc2fP1+5ubk2fXJzc7VgwQK9+OKLMplMuvvuu50QKeDaPJwdAAAAAAAAAAAAACoJVo07zfDhw/XFF1/oiy++UGRkpP773//q+uuvV8OGDWUymfT777/rm2++UWpqqgzD0C233KLhw4c7O2zA5VBABwAAAAAAAAAAACqBxYsX68UXX9SCBQuUmpqqL774QiZT/rPkDSP/7gZfX1+NHTtWERERzgwVcFkU0AEAAAAAAAAAAOCY55Yb+duOJyQk2BwKCAiQ2Wy28wmrNg8PDz399NMaN26cNmzYoL1791pWnNevX1/t27dX7969Vbt2bWeHCrgsCujlkJOTo9dee00ff/yxDh8+LD8/P1177bWaMGGCrrvuOmeHBwAAAAAAAAAAUDqGye5Tnjp1Sl26dLFpj4iIUGRkpN3P5wpq1aqlQYMGadCgQc4OBah2KKD/v6SkJM2fP19r1qzR0aNHJUlNmzbVwIED9eijj6pu3bpW/TMzMzVgwADt2LHDqu3LL7/UV199paioKN11110VeQkAAAAAAAAAAACVTr169RQbG2vTHhAQ4IRoAKB4FNAlJSQkaODAgUpKSrJpT0hI0LJly7Ry5Uq1bNnScmzq1KnasWOH6tatq/nz56tv375KSUnRzJkz9dFHH2ncuHHq1q2b1RgAAAAAAAAAAIDKzGTvLdwlubu7Kzg42P4TV2GdOnXSwYMHZTKZdPr0aUlSWFhYqecxmUyKiYmxd3hAtVbtC+iGYei+++5TUlKSWrRooVdeeUUhISE6e/asNm7cqMjISB05ckS33367duzYIU9PTyUlJendd9+VJEVHR6tfv36SJD8/Py1cuFDHjx9XXFyc5s6dqwULFjjz8gAAAAAAAAAAAFAJGYb13Qpbtmwp9Rwmk/233AeqO6cW0Hv16qXbbrtNgwcPVlBQkFNi2Lhxo/bt2ydPT0+tWLFCzZs3lyT5+vpqxIgR6tq1q7p166YDBw7o888/17BhwxQbG6vs7Gy1bdvWUjy/2MSJExUXF6dVq1Zp/vz5/M8LAAAAAAAAAABUDQ5YgQ5bt9xyi/7880+rtjfffNNJ0QC4mFML6D/88IN27dqlyMhIdenSRUOHDtXgwYPVoEGDCoth06ZNkvKL+QXF84s1b95cgwcP1ocffqht27Zp2LBhljuA+vbtW+icoaGh8vb2Vmpqqvbt26err77acRcAAAAAAAAAAACAKmX69Ok2bSNHjqz4QADYcHPmyWfOnKlrr71WhmHo22+/1RNPPKE2bdooLCxM77zzjlJSUhwew6FDhyRJbdu2LbKP2WyWJJ07d06SlJiYKElq165dof29vLzUunVrq74AAAAAAAAAAABAUbZu3aqtW7eWuP+2bdu0e/duB0YEVE9OLaA/9thj2rBhg3755Re99NJL6tq1qwzD0JYtWzRhwgS1atVKgwYN0pIlS/TXX385JIbRo0frvffeK/aunj179kiSmjRpIkk6duyYJKlhw4ZFjinYkr6gLwAAAAAAAAAAQGVnMuz7Qsn169dP/fv3L3H/4cOHa8iQIQ6MCKienLqFe4HLL79cY8aM0ZgxY5SUlKSVK1dqxYoV2r59uzZs2KCNGzdq/PjxuuGGGzR06FANGDBAtWrVssu5Q0NDiz2+fv16yzbvAwYMkPT3SvTiYvDz85MkpaenFzt/586dSxTnr7/+qpYtW5aoLwAAqFzI9wAAuDZyPQAAAMrizJkzOn36tFWbYRg6fvy4DKP4uw+OHj2qc+fOyd3d3ZEhAtVSpSigX6xBgwZ68MEH9eCDDyolJUVffPGFPvvsM23evFlfffWVvvrqK3l5ealPnz667bbb1L9/f9WoUcMhsXz44YeaOHGiJGno0KHq0KGDJCk7O1uS5OnpWeRYLy8vSVJmZqZDYgMAAAAAAAAAALA7w+TsCKqNBQsW6MUXX7R8bTLlv/fBwcElnuPKK6+0e1xAdVfpCugFMjIytH37du3cuVMJCQkymUyWu22ys7O1evVqxcTEyN/fX0899ZQefPBBu507Pj5eU6ZMUVxcnCQpJCREb775puW4t7e3MjMzlZOTU+QcWVlZkv4upBdl586dJYqppHezAwCAyod8DwCAayPXAwAAoCwMw7BaaV5QQL/U6vMCzZo10yuvvOKQ2IDqrFIV0E+cOKEvv/xSsbGxiouLU3Z2tuV/Eg0bNlRYWJgGDBigRo0a6dNPP9X//vc/HTp0SJMmTdL58+f1yCOPlOv8p0+f1vTp0/XOO+8oLy9Pnp6eeuKJJzR58mR5ePz9Vvn5+SkzM1Nnz54tcq6Crdtr1qxZrpgAAAAAAAAAAAAqhPH/L3vPiUJFRkYqMjLS8nWtWrVkMpmKrT8BcDynF9B//PFHxcTE6Msvv9SPP/4o6e87a9q2bav+/ftr4MCB6tSpk9W4p556Sk899ZSmTZum2bNn64033ihXAX3nzp0aNWqUjh07JkkaOHCgZsyYoRYtWtj0bdy4sVJSUnTixIki5ys4FhQUVOaYAAAAAAAAAAAAKhQFb6e5/vrrLavQATiPUwvobdq00R9//CEpv2ju5uamrl27auDAgerfv7+aN29+yTmGDx+u2bNnKyUlpcxxbN68WcOGDVNGRoaaNGmiN954Q6GhoUX2b926tXbv3q34+HiNGDHC5nh2drYSExMl5V8jAAAAAAAAAAAAUJw1a9aUuK9hGIqNjVW9evV03XXXOTAqoPpxagH9xIkT8vHx0Y033qj+/furX79+CggIKNUcHh4eGjlyZImK7YVJTU3VqFGjlJGRoZ49e2rp0qWqXbt2sWN69Oihjz/+WOvWrdMLL7xgc3zLli3KycmRv7+/2rVrV6a4AAAAAAAAAAAAKpqJFehVQlpamu644w4FBATot99+c3Y4gEtxagH9o48+0k033SQfH58yz9G6dWu9+eabZR6/cOFCpaWlqUmTJlq+fLl8fX0vOSYsLEw1atTQ/v37tXbtWv373/+2Oj5v3jxJ0qBBg+Tm5lbm2AAAAAAAAAAAAFB9HD16VK+99poSExN1/vz5IvsdPnxY0t+PRQZgP04toA8cONCZp5ckxcTESJLuv//+EhXPJclsNuuBBx5QVFSUwsPDFRUVpd69e+vkyZOaNWuWNm3aJB8fH02cONGRoQMAAAAAAAAAANgX9Vin+f3339WzZ0+lpqZaFcZNJlOhX7u5uWn69OlOiBRwbU4toDvb+fPntW/fPknStGnTNG3atGL7jxkzRi+//LIk6dlnn9WuXbu0fft2m+ege3h4KCoqSk2bNnVI3AAAAAAAAAAAAHAts2fPVkpKimrXrq3x48crICBACxcu1L59+xQREaEmTZooNTVV7733ng4dOqTXX39dI0eOdHbYgMup1gX05OTkYre/KE6NGjUUExOj1157TR9//LEOHz4sX19fde3aVY8//ri6du1q52gBAAAAAAAAAAAczAEr0HNzc5WQkGDTHhAQILPZbP8TVlEbN26UyWTSnDlzdPvtt0uSmjVrpoEDByowMNBSLL/nnnvUo0cPRUREqE+fPryHgJ1V6wJ6UFCQ0tPTyzzey8tLkyZN0qRJk+wYFQAAAAAAAAAAgHOYHFBAP3XqlLp06WLTHhERocjISPufsIr6/fffJUk33XSTpe3aa6+VyWTSjz/+aGmrU6eOnnzyST300EOaO3euXnjhhQqPFXBl1bqADgAAAAAAAAAAAMeqV6+eYmNjbdoDAgKcEE3ldeHCBUlSzZo1LW1+fn5q0KCBfvnlF6u+N9xwgyQpNjaWAjpgZxTQAQAAAAAAAAAAkL99u2Gy+5zu7u4KDg6277wuKDAwUH/88YcOHTqktm3bWtqbN2+uvXv3yjAMmUz5fz/+/v6S/l61DsB+3JwdAAAAAAAAAAAAAFDdde7cWZL00ksvKTc319Levn17nTt3Tps3b7a0/fzzz5Kk+vXrV2yQQDVAAR0AAAAAAAAAAAD5DDu/UGIPP/ywDMPQZ599pquvvlrffvutJCksLEyGYWjChAlav369Nm/erHHjxslkMumaa65xctSA62ELdwAAAAAAAAAAAMgkyWTnoredN4R3aT169NCcOXP01FNP6fjx40pKSpKU/7zzkJAQbd26VUOGDJEkGYYhd3d3RUREODNkwCWxAh0AAAAAAAAAAACoBP7zn//owIED+uijj9SxY0dL+//+9z/dc889CggIkKenpzp16qTly5erQ4cOzgsWcFGsQAcAAAAAAAAAAEA+tl13urp162rgwIFWbbVq1dKCBQucFBFQvbACHQAAAAAAAAAAAHCyjz76SB999FGJ+y9dulQxMTEOjAioniigAwAAAAAAAAAAQFL+M9Dt+apMcnJy9Oqrr+raa69VYGCgmjZtqmHDhumbb74pdtyZM2c0depUXXPNNapfv75atGihe++9Vz/99JNd43vooYc0evToEvd/4oknStUfQMmwhXsllJycrJSUFKu27OxseXl5OSkiAABgb+R7AABcG7keAADAsZKSkjR//nytWbNGR48elSQ1bdpUAwcO1KOPPqq6deta9c/MzNSAAQO0Y8cOq7Yvv/xSX331laKionTXXXfZnOfkyZPq06ePDh48aHXuTz75RDExMVq2bJl69+5dpms4duyYjhw5YtVmGIa2bdsmwyj+7oNjx47pzJkz8vb2LtO5ARSNAnolFB0drVmzZtm0BwYGOiEaAADgCOR7AABcG7keAABUWZVs1XhhEhISNHDgQCUlJdm0JyQkaNmyZVq5cqVatmxpOTZ16lTt2LFDdevW1fz589W3b1+lpKRo5syZ+uijjzRu3Dh169bNaowkjR07VgcPHlSjRo30xhtvqFu3bjpy5IgiIiK0bt063Xffffrxxx9Vr169Ul/HkiVL9OKLL1q+NplMkqR+/fqVaLxhGGrXrl2pzwugeBTQK6Hw8HANHjzYqm348OHcpQ4AgAsh3wMA4NrI9QAAoEoyZP8Cup3nMwxD9913n5KSktSiRQu98sorCgkJ0dmzZ7Vx40ZFRkbqyJEjuv3227Vjxw55enoqKSlJ7777rqT8Gx0LCtR+fn5auHChjh8/rri4OM2dO1cLFiywnGvv3r2KiYmRu7u7li9fbilWX3nllVq2bJm6deumxMREvf3225o8eXKpr6VOnTpq3Lix5eujR4/KZDJZtRXFZDKpadOmeumll0p9XgDFo4BeCZnNZpnNZqs2b29vubnxyHoAAFwF+R4AANdGrgcAAHCMjRs3at++ffL09NSKFSvUvHlzSZKvr69GjBihrl27qlu3bjpw4IA+//xzDRs2TLGxscrOzlbbtm0LXd09ceJExcXFadWqVZo/f75lJfhnn30mSerTp4/NSm9vb2+NHTtW48aN08qVK8tUQH/kkUf0yCOPWL6uVauWJGnfvn2lnguA/fCpDQAAAAAAAAAAAJIkk2Hfl71t2rRJktSrVy9L8fxizZs3t+wEtG3bNknSli1bJEl9+/YtdM7Q0FB5e3srNTXVqni9detWSfkF9MIUtP/44486ffp0WS7Hyp133qk777yz3PMAKB8K6AAAAAAAAAAAAKgSDh06JElq27ZtkX0KdgI6d+6cJCkxMVGSinxeuJeXl1q3bm3VV5IOHDhQ7LgrrrhCderUkWEYlrjK46233tKbb75Z7nkAlA9buAMAAAAAAAAAAKBKGD16tIYMGaLg4OAi++zZs0eS1KRJE0nSsWPHJEkNGzYsckxQUJDi4+MtfTMyMpSWlmY5VpSGDRvq9OnTOnr0qDp16lSqaynKX3/9pQMHDignJ6dE/UNCQuxyXgD5KKADAAAAAAAAAAAgnwO2Xben0NDQYo+vX7/ess37gAEDJP29Er3gGeOF8fPzkySlp6db/VeSatasWeS4gmMF5yiv6dOn67XXXtOFCxdK1N9kMtll+3gAf6OADgAAAAAAAAAAAIf59ddf1blz5xL13blzZ5nP8+GHH2rixImSpKFDh6pDhw6SpOzsbEmSp6dnkWO9vLwkSZmZmZJktfq74FhhCubMyMgoc9wF3nvvPf33v/+1fG02m1WjRo1yzwugdCigAwAAAAAAAAAAQJJkquQr0AsTHx+vKVOmKC4uTlL+luYXP0vc29tbmZmZxW6JnpWVJenvYvnFRfPs7OwiV68XFOe9vb3LdxGS3n77bUnSNddcoyVLlqhZs2blnhNA6VFABwAAAAAAAAAAgMM0b968XCvLi3L69GlNnz5d77zzjvLy8uTp6aknnnhCkydPlofH3yUwPz8/ZWZm6uzZs0XOVbBle8GW7Bdv256enq6AgIBCxxXMWbAFfHn88ssvMplMmjt3LsVzwIncnB0AAAAAAAAAAAAAKgnDzi8H2blzp7p166bo6Gjl5eVp4MCB2rlzpyIiIqyK55LUuHFjSdKJEyeKnK/gWFBQkCTJ19dX/v7+kqTff/+9yHF//PGHJKlRo0Zlv5j/5+vrK0lq165duecCUHYU0AEAAAAAAAAAAFBlbN68WWFhYTp27JiaNGmi2NhYLV26VC1atCi0f+vWrSXlb/VemOzsbCUmJkqS2rRpY2kv+HNR444cOWJZgd6qVauyXcxFOnXqJKn4gj0Ax6OADgAAAAAAAAAAgHyVfAV6amqqRo0apYyMDPXs2VPbt29XaGhosWN69OghSVq3bl2hx7ds2aKcnBz5+/tbrf4OCQmRJK1fv77QcQXt7du3t6xWL4/JkyfL3d1dM2fOLPdcAMqOAjoAAAAAAAAAAAAkQzLZ+WXvIvrChQuVlpamJk2aaPny5apdu/Ylx4SFhalGjRrav3+/1q5da3N83rx5kqRBgwbJze3v0tmQIUMk5Rfef/rpJ6sx58+f1xtvvCFJGjp0aJmv52LXX3+9Fi1apDVr1uiWW27Rt99+qwsXLthlbgAl53HpLgAAAAAAAAAAAIDzxcTESJLuv/9+yzPDL8VsNuuBBx5QVFSUwsPDFRUVpd69e+vkyZOaNWuWNm3aJB8fH02cONFqXLt27TRgwACtXr1aw4cP1+uvv66uXbvq8OHDevrpp/Xzzz8rMDBQ4eHhdrm2W265RZLUoEEDff311/r666/l5uamyy67zOa57gVMJlORW8wDKBsK6AAAAAAAAAAAAMjngG3X7eX8+fPat2+fJGnatGmaNm1asf3HjBmjl19+WZL07LPPateuXdq+fbtGjBhh1c/Dw0NRUVFq2rSpzRwLFizQL7/8osTERPXv39/qmJ+fnxYvXlyiVfAlsWnTJpu23NzcYp+JbjKZ7HJuAH+jgA4AAAAAgAtr89wch839y9QJDpsbAAAUbsS3Dzr1/Eu7LXTq+VG9JScn6/z582UaW6NGDcXExOi1117Txx9/rMOHD8vX11ddu3bV448/rq5duxY6LiAgQHFxcXrllVe0cuVKHT9+XHXq1FHPnj01ZcoUXXnlleW5JCuxsbF2mwtA2VFABwAAAAAAAAAAgKT/f255JRUUFKT09PQyj/fy8tKkSZM0adKkUo2rVauWnnvuOT333HNlPndJ9OjRw6HzAygZCugAAAAAAAAAAADIV4kL6ABQESigAwAAAAAAAAAAAJXImjVrtGrVKv388886efKkMjMzlZiYqKNHj2rVqlUaNWqU3Z69DsAaBXQAAAAAAAAAAADkYwW6U6WkpOjOO+/Ut99+K8P4+y/DZDJJklJTU/Xkk09q9uzZ+uijj4p8djuAsqOAXgklJycrJSXFqi07O1teXl5OiggAANgb+R4AANdGrgcAAEBpZWVl6ZZbblF8fLz8/f01evRode7cWYMHD7b0adSokbp3767t27dr2LBh+v7779WgQQMnRg24HgrolVB0dLRmzZpl0x4YGOiEaAAAgCOQ7wEAcG3kegAAUBWZJJnsvALdZN/pXNp7772n+Ph4NWvWTGvWrFHDhg1t+gQGBmrt2rUaNmyYvvrqK82bN08vvPCCE6IFXBcF9EooPDzc6m4iSRo+fDh3qQMA4ELI9wAAuDZyPQAAAEpr6dKlMplMeumllwotnhcwmUyKiIjQ2rVrtWbNGgrogJ1RQK+EzGazzGazVZu3t7fc3NycFBEAALA38j0AAK6NXA8AAKokQ/Z/BjrPVC+xQ4cOSZJuuOGGS/YNDg6WJB07dsyhMQHVEZ/aAAAAAAAAAAAAkM+w8wullpWVdck+f/31lyTJw4O1soC98VMFAAAAAAAAAAAAh8nNzVVCQoJNe0BAgM2uPdXZlVdeqe+//14xMTEaOXJksX23bNkiSWrZsmVFhAZUKxTQAQCAlT4hMx0297qtkQ6bGwAAVLw2z82x+vqXqROcFAkAANXH0m4LbdpGfPtghZ2/JOcqLEZUHSYHrBo/deqUunTpYtMeERGhyEh+X1Rg+PDh+u677xQREaErrrhCPXr0KLRfamqqpk+fLpPJpCFDhlRwlIDro4AOAAAAAAAAAAAAh6lXr55iY2Nt2gMCApwQTeX1wAMP6JNPPtH27dvVv39/3Xzzzbruuussx1euXKn4+HgtXrxYf/75p9q2bavRo0c7MWLANVFABwAAAAAAAAAAQD4HrEB3d3dXcHCw/Sd2Me7u7vr00081duxYffbZZ/ryyy+1Zs0amUwmSdKoUaMkSYZhKCQkRO+9955q1KjhzJABl0QBHQAAAAAAAAAAAJIcs4U7Sq5WrVpavHixHn/8cf3vf//Trl27lJycrNzcXNWvX1/t2rXTLbfcohtuuMHZoQIuiwI6AAAAAAAAAAAAUIm0b99e7du3d3YYQLVEAR0AAAAAAAAAAAD5WIEOoJqjgA4AAAAAAAAAAABUEmfPntWhQ4eUnp5eov4hISEOjgioXiigAwAAAAAAAAAAIH/1ub1XoLOivcSys7M1efJkLV68WIZRsjfOZDLp9OnTDo4MqF4ooAMAAAAAAAAAAABO9uqrr+q9996zfG02m1WjRg0nRgRUTxTQAQAAAAAAAAAAIEkyOTuAauzTTz+VyWRSz549tXDhQl1++eXODgmoliigAwAAAAAAAAAAIB9brjvNsWPHJElz5syheA44EQV0AE7Xq9/Ll+zz9ZdPVEAkgOvrEzKzUp1/3dZIJ0UCAIBraPPcHGeHYKWk8fwydYKDIwFQGYz49kG7zLO020K7zANUVfb6WapIhcXMzzJwaf7+/vrjjz/UuHFjZ4cCVGtuzg4AAAAAAAAAAAAAlYPJsO8LJdevXz9J0saNG50cCVC9UUAHAAAAAAAAAAAAnGzatGlq2rSpxo4dq61btzo7HKDaYgt3AAAAAAAAAAAA5GPVuNPUq1dPy5cv1/XXX6+wsDB16NBBrVu3lqenZ5FjTCaTXn/99QqMEnB9FNAroeTkZKWkpFi1ZWdny8vLy0kRAQAAeyPfAwDg2sj1AACgyqKA7jTHjx/XoEGDlJOTI8MwtHv3bu3evbvYMRTQAfujgF4JRUdHa9asWTbtgYGBTogGAAA4AvkeAADXRq4HAABAaUVEROj48eOSpBtvvFEdOnSQt7e3k6MCqh8K6JVQeHi4Bg8ebNU2fPhw7lIHAMCFkO8BAHBt5HoAAFBVmViB7jSbN2+WyWTSCy+8oLFjxzo7HKDaooBeCZnNZpnNZqs2b29vubm5OSkiAABgb+R7AABcG7keAADgb7m5uUpISLBpDwgIsPk3U3V24cIFSdKoUaOcHAlQvVFABwAAAAAAAAAAQP7zz+29At2QTp06pS5dutgcioiIUGRkpJ1PWHVdc8012rZtm7KyslSnTh1nhwNUWxTQAQAAAAAAAAAA4DD16tVTbGysTXtAQIAToqm8nnzySd1666168cUXNWfOHGeHA1RbFNABAAAAAAAAAAAgk+z/DHSTJHd3dwUHB9t3YhfUs2dPLVq0SA8//LB+++03jRkzRi1btpSnp2ex4xo3blxBEQLVAwV0ABWqV7+XHTbu6y+fKNPcgKvqEzLT2SFcUmExrtvKtl0AgHxtnrNecfHL1AkOmdeecztSYXEDgLOM+PZBp55rabeFFXZ+2M8//y7t+fdor+9JZ39vVeTPVkXjZ7kKsfcW7iixyy+/XJKUk5OjjRs3auPGjZccYzKZdPr0aUeHBlQrFNABAAAAAAAAAAAAJ0tPTy/1GMPgjgfA3iigAwAAAAAAAAAAQJL9t3BHyZ09e9bZIQCQ5ObsAAAAAAAAAAAAAAAAqAxYgQ4AAAAAAAAAAIB8rEAHUM1RQAcAAAAAAAAAAEA+CuhOM3r06BL3NZlM8vLykq+vry6//HK1bNlS119/vWrXru3ACIHqgQI6AAAAAAAAAAAA4GQffPCBpPzi+MUMwyhRu4eHh4YMGaKZM2eqQYMGjg4XcFkU0AEAAAAAAAAAACAZksneK9BZ0V5i7733nk6ePKnnnntO6enp8vf3V/fu3RUUFCQ3Nzf9+eef+vbbb/Xnn38qMDBQzz77rAzD0LFjx7R9+3Zt2bJF//vf//TDDz8oLi5OtWrVcvYlAVUSBXQAAAAAAAAAAADAyW666Sb16tVLOTk5evnllxUeHi4PD+tSnmEYWrRokSZPnqyPP/5YK1eulLu7uyRp586dGjZsmA4dOqQFCxYoIiLCGZcBVHluzg4AAAAAAAAAAAAAlYRh5xdKbObMmfr111/13HPPafTo0TbFcyl/u/b77rtPM2bMUFxcnObOnWs51rlzZ82aNUuGYWj16tUVGDngWliBDsBuevV7udKd/+svn3BCJLC3PiEz7TbXuq2RDjlfSeZ1JHu+R872z2tx9nsLALC/Ns/Nsdu4X6ZOsMv5StKnJOeyp7K+T1XBP6+tot9bAFXfiG8ftGlb2m2hEyJBUQr7OypLH8n277ak48qior+3HHktAKqeVatWSZJGjBhxyb533HGHJk+erCVLlujxxx+3tN98882SpMOHDzskRqA6oIAOAAAAAAAAAAAASZLJYNm4s6SmpkqSfHx8LtnXy8tLknT8+PFC27OysuwcHVB9sIU7AAAAAAAAAAAA8rGFu9M0btxYkrR+/fpL9t2wYYMkqUGDBlbtP/74oySpYcOGdo4OqD4ooAMAAAAAAAAAAABONnjwYBmGoYkTJyo+Pr7IfgkJCZo0aZJMJpNuvfVWS3tKSoqefPJJmUwm9e7duyJCBlwSW7gDAAAAAAAAAABAkmRi1bjTTJo0SatXr1ZCQoJCQ0PVv39/9ejRw7Ka/I8//tDWrVu1evVqnT9/Xs2bN9eUKVMkSS+//LJmz56tc+fOqV69epo8ebIzLwWo0iigV0LJyclKSUmxasvOzrY8twIAAFR95HsAAFwbuR4AAOBvubm5SkhIsGkPCAiQ2Wx2QkSVk4+Pj7788kuNGTNGMTExWrlypb744gurPsb/P6M+JCRE77zzjurUqSNJOnDggM6dO6fWrVvr3XffVVBQUIXHD7gKCuiVUHR0tGbNmmXTHhgY6IRoAACAI5DvAQBwbeR6AABQZTlgBfqpU6fUpUsXm/aIiAhFRkba/4RVmL+/v5YtW6Zdu3bps88+065du5SUlKS8vDzVr19f7du316233qqePXtajRs1apTuv/9+de/eXSaTyUnRA66BAnolFB4ersGDB1u1DR8+nLvUAQBwIeR7AABcG7keAABUSYYDtnA3pHr16ik2NtbmUEBAgJ1P5jo6deqkTp06lbj/PwvqAMqOAnolZDabbbYs8fb2lpubm5MiAgAA9ka+BwDAtZHrAQAA/ubu7q7g4GBnh1Hl5Obm6tdff9XJkyeVmZmp3r17OzskoFrgUxsAAAAAAAAAAADyGXZ+4f/au/cwK+tyb+DfATmKJcNBXwUlCQ+YpqaGqYjxUmFZkqmY2pupaWUqppFhWhaxd5qH0iipnWVuLdtlahipoQgqZqWimCAkeCAOQgpylJn3D/ZMjgwIwzrMWnw+17Wui3me3/o993OvBfcs7vV7ns02Y8aMnHzyydlxxx3znve8Jx/60Ify8Y9/PEny2GOP5X3ve19+/etflzlKqF4a6AAAAAAAANAKjB8/PgMGDMjtt9+elStXpkePHqmvr099/bpvI9TX12fatGn5zGc+k6997Wtljhaqk0u4QwUbNPQ7BZnnvru+XLR5ChUjFMuQw0YXbZ67J48qyNyborljFercAKCS7HHZVeUOoWCeuWREk5+r+dygGox4bPgmjbtqv1ta9LxCefPxK9XNA64vdwhQEG9+L5/48GfLFEnx+XtbGWpS+Hug1xR2uqo2e/bsfOpTn8qaNWvyiU98Ipdddll69+6d7bbbrnHMfvvtl+9973v50pe+lGuuuSaDBw/OoEGDyhc0VCEr0AEAAAAAAKDMrrzyyqxatSof//jH89Of/jS9e/deb0xNTU1OPfXUjBo1KvX19fnRj35UhkihummgAwAAAAAAsI57oJfNlClTUlNTk69+9atvOfaEE05IkjzyyCPFDgu2Oi7hDgAAAAAAQJLCX8KdTff8888nSfr27fuWY3v06JEkWbJkSVFjgq2RFegAAAAAAABQZttvv32SZO7cuW859h//+EeS5O1vf3sxQ4KtkgY6AAAAAAAA69TXF/bBJjvkkEOSJFddddVbjv3FL36RJDnooIOKGhNsjTTQt8Dq1atzxRVX5KCDDkqPHj3Sp0+fHHfccXnwwQfLHRoAAAAAAAAV5JxzzkmS/OxnP8tZZ52VRYsWNTvul7/8Za677rrU1NTkzDPPLGWIsFXQQG9GXV1d+vbtm5NOOmmDY1asWJGhQ4fm61//ep5++umsWLEiixYtyl133ZWhQ4c2fvMHAAAAAACgItSvuwd6IR+xCH2THXTQQRk9enTq6+vz3//93+nbt28OPPDAxv3HH398+vfvnzPOOCOvv/56vvCFL2Tw4MFljBiqkwZ6MyZMmJD58+dvdMwll1ySqVOnZvvtt8+NN96Y+fPn56mnnsonP/nJrF27Nueee26effbZEkUMAAAAAABQAPUFfrBZvvjFL+Y3v/lN+vfvn7q6ujzzzDNJkvr6+tx11115/vnn06tXr4wdOzZjxowpc7RQnbYpdwCtzaxZszJy5MiNjpk/f37+67/+K0kybty4DB06NEmy7bbb5vrrr88LL7yQSZMm5eqrr861115b9JgBAAAAAACoDkOGDMmQIUPy9NNP529/+1sWLFiQtWvXpra2Nvvuu2/233//tGljjSwUiwZ6ksceeyw33XRT/vKXv+TRRx9NXV3dRsePHz8+q1atyl577dXYPH+j888/P5MmTcodd9yR73//+6mpqSlW6AAAAAAAAAVTs/EWCSW01157Za+99mr8+cUXX8xDDz2UWbNm5YgjjsgOO+xQxuigemmgJ5kyZUrGjh27yeMfeOCBJMkHPvCBZvcPHDgwHTp0yMsvv5ynnnoq73rXuwoS59yZ/8zQd5xfkLla4q5/XFm2YxfboKHfKXcIZfXm87/vri+36Hmt0abE2Nz5trZz29TX5M2GHDa6wJFUvlLmpFDHunvyqJIdqzVq7tw2JSeVaubLL6fvFZVfc9d2futP2899/oISRALVb4/Lrip3CGVVyvMv5rGeuWRESY9Xbm8+t+bOv1r9c+ULGfHY8HKHQRmV+/V/8/Gv2u+Wt3zOiQ9/tljhtFhLY7p5wPUlO1ZLbUqMxTz/anq9q+X41aK5PLbk7yRUu5deeimXX355Hnnkkdxxxx2pra1Nktx66635whe+kJUrVyZJOnTokGuuuSaf/OQnyxkuVCXXd0gyfPjwTJ06tfFx+umnb3T8zJkzkyT77LNPs/vbt2+f3XffvclYAAAAAACAVs890Mvmn//8Z4444oj85Cc/ybRp0/L6668nSRYvXpxzzjknK1asSK9evbLLLrtk5cqV+cIXvpAnn3yyzFFD9bECPUm3bt3SrVu3xp979Oix0fHPP/98kmSnnXba4Jidd94506ZNaxwLAAAAAACwNVq7dm2mT5++3vbu3bunZ8+eZYiodfqP//iP/POf/8zOO++cCy64IF27dk2S/OpXv8qyZctywAEH5N57780222yTU045JbfddlvGjh2b6667rsyRQ3XRQG+B1157LUmy3XbbbXDMtttumyRZtmxZSWICAAAAAADYUjVFWDW+ZMmSHHzwwettv+iiizJqVPXeqm9z3XvvvampqckPf/jDDBo0qHH7Pffck5qampx22mnZZpt1rb2RI0fmtttua7ztMFA4GugtsGrVqiRJu3btNjimffv2SZIVK1ZsdK4DDzxwk445e/bstE+XTYwQAGhNNqfe53+/WQwAVI7NqfVdenUscjQAAFugPkl9gTvo9UnXrl0zfvz49XZ17969sMeqcC+99FKSNPmyQX19faZOnZokOfLIIxu39+vXr8lzgMLRQG+BDh06ZMWKFVm9evUGx6xcuTLJvxvpAAAAAAAAW6O2bdumf//+5Q6j1WvXrl3WrFmTVatWpXPnzkmSJ554Iv/617+yyy67pHfv3o1jG/pQQOFpoLfAtttumxUrVmTp0qUbHNNw6fYuXTa+avzRRx/dpGMeeOCBeWHWgk0PEgBoNTan3s9asqTI0QAAhbY5tX7BaiuEAIDWrRiXcGfT9O3bN9OmTcuf/vSnHHvssUmSX//610marj5Pkj//+c9Jkh133LG0QcJWQAO9BXr37p1FixZt9LIYDft23nnnUoUFAAAAAABAhTrmmGPyxBNPZMSIEVmyZElWrFiRsWPHpqamJscdd1ySZM2aNZk0aVLOO++81NTU5H3ve1+Zo4bq06bcAVSi3XffPUkybdq0ZvevWrUqM2fOTJLsscceJYsLAAAAAABgi9QX+MEmO/vss9O/f/8sWbIk559/fkaNGpVVq1bl8MMPzxFHHJEkGTt2bIYNG5Y5c+Zkm222yTnnnFPmqKH6aKC3wOGHH54kufvuu5vd/8ADD2T16tWpra3NPvvsU8rQAAAAAAAAWqQm6y7hXtBHuU+qgnTq1CkTJkzIF77whfTv3z/77bdfzj333PzqV79qMq6+vj79+vXLr371q7zrXe8qU7RQvVzCvQWOOuqodOzYMU8//XQmTJiQD37wg032X3PNNUnWXWqjTZvCfUdhl3475q6nrizYfLAhg4Z+p9whlFS5z/e+u778lmOGHDa6BJHQWnn91/dWOZnzj0XpvWttiaIprH7duuWpC84vdxhAGexx2VXlDoEy2tpf/5ac/3MLX85u3boWIZri2rFjr1y13y3lDqPijHhseLlDqFrN5fafK99WhkhK48SHP1uyY9084PoWHb+YMZby/GFTvNV78oUVL2WnDu7vzNZl++23z3/8x39scP/JJ5+c448/3r3PoYisQG+Bnj175rTTTkuSnHHGGbnjjjuyfPnyzJkzJ2eddVYmTpyYTp065fzz/ec3AAAAAABQQerrC/ugoGprazXPocisQG+hb3zjG/nrX/+ahx56KCeeeGKTfdtss02uu+669OnTpzzBAQAAAAAA0GjOnDm58sorc88992TevHl529velve85z353Oc+l//7f/9vucMDWhEr0FuoY8eO+f3vf5+vf/3r2WuvvdKpU6d069YtRx11VCZMmJDjjz++3CECAAAAAABslkLfA73Y6urq0rdv35x00kkbHDNx4sQMGDAgP/nJTzJnzpysXr06ixYtyoQJE3LMMcdkzJgxzT7vkksuSZcuXTb6+H//7/8V69SAMtFAb8aoUaOybNmy3HTTTRsd1759+1xwwQX585//nIULF2bOnDn51a9+lfe+970lihQAAAAAAKBA6ov0KKIJEyZk/vz5G9z/3HPP5aSTTsrSpUszaNCgTJ48OYsXL86TTz6Zz33uc0mS0aNH5957713vuTNnzixa3EDr5RLuAAAAAAAAVJxZs2Zl5MiRGx1z+eWX59VXX83BBx+c2267Ldtss6411qdPn1x++eXp2LFjrrrqqowZMyaDBw9u8txnn302ybom/aGHHlqckwBaHSvQAQAAAAAASNL6L+H+2GOP5cILL8z73//+7L///pk9e/YGx9bX1+fOO+9MkowcObKxef5GI0eOTOfOnTN16tTMmzevcXtdXV3+8Y9/JEn22muvAp8F0JppoAMAAAAAAFARpkyZkrFjx+aRRx5JXV3dRscuXrw4L7/8cpJk//33b3ZMly5dss8++6S+vj4PP/xw4/bnn38+K1euzI477pja2trCnQDQ6mmgAwAAAAAAkKQ+qSvwo8A3QR8+fHimTp3a+Dj99NM3OHbNmjWNf169evUGx7Vv3z5J03ueN1y+fY899si4ceNy+OGHp3v37tlpp50yZMiQ/OIXv3jLBj5QmdwDHQAAAAAAgIrQrVu3dOvWrfHnHj16bHRs+/bts3r16jzzzDPp1avXemNef/31TJ8+PUkaV6sn/26mP/DAA7n//vsbt69cuTIPPfRQHnroodx555258cYb065duy0+L6D1sAIdAAAAAACAdeoL/Cijdu3a5dBDD02SXH311c2O+dGPftTYOH/ttdcatzesQK+rq8unP/3p/O1vf8vixYszbdq0nHvuuampqcmdd96Zb33rW8U9CaDkrECHJPfd9eXNfs6god8pQiTl0ZLzb05rzElLz61Q51Ko3N49eVSLnjfksNEFOT7ltbW//i05/733/m+X0AIqzjOXjHjLMXtcdlVJj1/M49FUuV//ctuU83+zvX/5Y/V+K3LVfrcUbe4Rjw0v2tytUaFyeeLDny3IPMV084DrW/S8K57+YJOfL9hrQiHCSdLymFqS71Iei5bblNepml+Ttzr/vTtNUe/LoKYITe/Zs2fnwAMP3KSxjz76aEGP/aUvfSn33XdfJk6cmDPPPDMXXHBB+vTpk3nz5uWnP/1pvvvd7zaObdPm3+tO165dm7322isf/ehH87Wvfa1x+zve8Y6MHj062223Xb71rW/luuuuyxe/+MV07969oHED5WMFOgAAAAAAAFVp0KBB+eY3v5kkuemmm7L//vuna9eu6d+/fy6//PLsv//++eAH1315qkuXLo3Pu+qqq/LnP/+5SfP8jc4777xsv/32WblyZe67776inwdQOlagAwAAAAAA8L+XXS/wEvT6ZLfddiv4yvLNcd555+WAAw7I97///UydOjWvvfZadt1115x44ok555xzcsoppyTJZq0i79ixYw488MDcc889jZd7B6qDBjoAAAAAAABVbeDAgRk4cGCz++bMmZMk6dev32bN2a1btyTJypUrtyw4oFXRQG+FFixYkEWLFjXZtmrVqrRv375MEQEAhabeA0B1U+sBgEpVjHugt2bLli3LjBkzkiT77bdfkmThwoV57LHH0q5duwwaNGiDz3311VeT/LuRDlQHDfRWaNy4cRkzZsx623v06FGGaACAYlDvAaC6qfUAQMWqsgb6pZdemj/+8Y859dRT89nPfna9/ePHj8+aNWuy9957p3fv3kmSpUuXZtiwYUmSv/zlL9ljjz3We97rr7+ev/zlL0mS/fffv4hnAJSaBnordMYZZzT+w9zghBNO8C11AKgi6j0AVDe1HgCgdXjHO96RadOm5dprr80pp5ySTp06Ne5bsWJF45ceTz/99Mbtu+22W/bdd9888cQT+fa3v52f/exn68374x//OAsWLMguu+ySQw45pPgnApSMBnor1LNnz/Ts2bPJtg4dOqRNmzZliggAKDT1HgCqm1oPAFSqmvrqWoL+0Y9+NN/85jcze/bsDB8+PKNHj07fvn3z1FNP5aKLLsrMmTOz55575lOf+lST51144YU55ZRT8j//8z9p3759zj///Oy2226ZP39+brzxxnznO99Jknzzm99M27Zty3FqQJFooAMAAAAAAFCVamtrc/311+cTn/hE7r333tx7771N9vfq1Ss333xzOnTo0GT7sGHD8oUvfCHXXXddbr755tx8883rzX3ppZfm2GOPLWr8QOn52jMAAAAAAADr1BX40QoMHjw49957bz7ykY+ka9eu6dixY/r165cRI0ZkypQp6devX7PP+8///M/ceuut+cAHPpBu3bplm222Sc+ePXPMMcfknnvuyYUXXljiMwFKwQp0AAAAAAAAKtKoUaMyatSotxx3wAEH5JZbbtns+YcOHZqhQ4e2JDSgQmmgU7EGDf1OuUOoGtWcyzef2313fblqjz/ksNFFm5vyau61vXvyW38oaG5MJb5PWnr+AGyePS67qtwhbNWay/8zl4zY6M+bOg+U04jHhpc7BLYiNw+4/i3HXPH0Bzd73uaec8FeEzZ7nk114sOfbVXzUFxvfp2aex9vynvb602h1NQX/h7oNdV1S3VgK6CBDgAAAAAAwDoa3sBWzj3QAQAAAAAAACBWoAMAAAAAANCgwJdwB6g0VqADAAAAAAAAQKxABwAAAAAA4H/VWIAObOU00AEAAAAAAFjHJdyBrZxLuAMAAAAAAABArEAHAAAAAAAgSeqTmrrCz7l27dpMnz59vV3du3dPz549C3xAgC2jgQ4AAAAAAEDRLFmyJAcffPB62y+66KKMGjWqDBEBbJgGOhXrvru+XLS5Bw39TtHmbo1amsvWlqdCvifePFdLz7WY79M3u3vy+r9oDjlsdMmOT/E099oWaq5KeI8U8vwBoLV65pIRRZtnj8uuKsjchVSo86X1u2q/W0p2rBGPDS/ZsSpFKfNfajcPuL5Fz7tgrwlNfr7i6Q9u9nOKrblzO/Hhz5Y0Bkqnpe/lt5rHe4aWqy/CPdDr07Vr14wfP369Pd27dy/wsQC2nAY6AAAAAAAARdO2bdv079+/3GEAbBINdAAAAAAAANYp9AJ0gAqjgQ4AAAAAAECSpKbgl3AHqCxtyh0AAAAAAAAAALQGVqC3QgsWLMiiRYuabFu1alXat29fpogAgEJT7wGguqn1AEDFsgId2MppoLdC48aNy5gxY9bb3qNHjzJEAwAUg3oPANVNrQcAAKhMGuit0BlnnJFhw4Y12XbCCSf4ljoAVBH1HgCqm1oPAFSk+iR1RZgToIJooLdCPXv2TM+ePZts69ChQ9q0cct6AKgW6j0AVDe1HgCoVDUu4Q5s5XxqAwAAAAAAAIBYgQ4AAAAAAEADK9CBrVzNsmXL/EtYAQ488MC0adMmTz31VLlDoQgGDf1Ok5/vu+vLZYqk8N58boVUTXkqlSGHjS53CGyCuyePKuvxS/k+Kda57r333qmrq8ujjz5alPmLRb0HCmGPy64qdwhsgmcuGVHW45f7fVKI86/Eeq/WV5cRjw1/yzFX7XdLCSJpPU58+LMFmefmAdcXZB7eWqFeMzZNud/b5X69W3L+lVjvK9mBBx6Y5597OYfu/fmCzjvlqR+kd59uXkegYliBDgAAAAAAwDpWoANbOfdABwAAAAAAAIBYgQ4AAAAAAECDunIHAFBeGugAAAAAAAAk9fWpKfQl3F0SHqgwLuEOAAAAAAAAALECHQAAAAAAgAZFWDG+du3aTJ8+fb3t3bt3T8+ePQt+PIAtoYEOAAAAAABA0SxZsiQHH3zwetsvuuiijBo1qgwRAWyYBjoAAAAAAADrFGEFeteuXTN+/Pj1tnfv3r3gxwLYUhroAAAAAAAArFOEBnrbtm3Tv3//gs8LUAxtyh0AAAAAAAAAALQGVqBDK3DfXV8udwhF05JzGzT0OwWZh63L3ZPdK6lQ3pzLIYeNLsg8ABTHHpddVe4QyuqZS0aUO4SK9Oa8FfN95DWiWl213y3lDqEq3Dzg+nKHUJFOfPiz5Q6h1fFeal28HhWurtwBAJSXFegAAAAAAAAAECvQAQAAAAAASFJTn9QU+B7oNYW/pTpAUVmBDgAAAAAAAACxAr1VWrBgQRYtWtRk26pVq9K+ffsyRQQAFJp6DwDVTa0HACpWgVegA1QaDfRWaNy4cRkzZsx623v06FGGaACAYlDvAaC6qfUAQGWqT+oK3UDXkAcqiwZ6K3TGGWdk2LBhTbadcMIJvqUOAFVEvQeA6qbWAwAAVCYN9FaoZ8+e6dmzZ5NtHTp0SJs2blkPANVCvQeA6qbWAwAVyyXcga2cT20AAAAAAAAAECvQAQAAAAAAaGAFOrCV00AHWp377vpyuUOoWndPHlXuEKhA3jcArdszl4wodwhUgU15H+1x2VUFmQeoXjcPuL7cIWw15JqWaOn75sSHP1u0uWmF6lP4Brp+PFBhXMIdAAAAAAAAAGIFOgAAAAAAAA3qLBkHtm5WoAMAAAAAAABArEAHAAAAAAAgSVKf1NcVfM61a9dm+vTp6+3p3r17evbsWeDjAWwZDXQAAAAAAACKZsmSJTn44IPX237RRRdl1KhRZYgIYMM00AEAAAAAAFinvvD3QO/atWvGjx+/3vbu3bsX/FgAW0oDHQAAAAAAgKQ+SV2BG+j1Sdu2bdO/f//CzgtQJG3KHQAAAAAAAAAAtAZWoAMAAAAAALBOES7hDlBJrEAHAAAAAAAAgFiBDgAAAGyCZy4ZUe4QAAAoBSvQga2cBjoAAAAAAADraKADWzmXcAcAAAAAAACAWIEOAAAAAABAkqQ+qasr/JwAFUQDvRVasGBBFi1a1GTbqlWr0r59+zJFBAAUmnoPANVNrQcAAKhMGuit0Lhx4zJmzJj1tvfo0aMM0QAAxaDeA0B1U+sBgIpUn8LfA90CdKDCaKC3QmeccUaGDRvWZNsJJ5zgW+oAUEXUewCobmo9AABAZdJAb4V69uyZnj17NtnWoUOHtGnTpkwRAQCFpt4DQHVT6wGAilXoFegAFUYDHQAAAAAAgHXqNNCBrZuvPQMAAAAAAABArEAHAAAAAAAgSX3qU19fV/A5ASqJBjoAAAAAALBJbh5wfblDAICi0kAHAAAAAAAgqU/h74Fen6xduzbTp09fb1f37t3Ts2fPwh4PYAtpoAMAAAAAALBOfeEvub5kyZIcfPDB622/6KKLMmrUqIIfD2BLaKADAAAAAABQNF27ds348ePX2969e/cyRAOwcRroAAAAAAAArFNXV/Ap27Ztm/79+xd8XoBiaFPuAAAAAAAAAACgNdBA3wL19fUZN25cDj/88Oy4447p3bt3jjrqqGYvQwIAAAAAANDq1dcX9gFQYVzCvYXq6+tz0kkn5fbbb2+yfdKkSZk0aVIuvvjifOUrXylTdAAAAAAAAABsLivQW+i6667L7bffng4dOuSaa67JSy+9lFmzZuW8885LkowePToPPPBAeYMEAAAAAADYVPX1qa+rK+jDKnSg0migt8CqVaty5ZVXJlnXKD/ttNPytre9LTvssEO+9a1v5eSTT059fX0uv/zyMkcKAAAAAACwGVzCHdjKaaC3wJQpU7JgwYLU1tbmM5/5zHr7zz///CTJ/fffn3/9618ljg4AAAAAAACAltBAb4FJkyYlSQYOHJj27duvt3/33XfPrrvumrVr1+bBBx8sdXgAAAAAAAAtU1df2AdAhdFAb4GZM2cmSfbZZ58NjmnY1zAWAAAAAACA8pgzZ07OPffc7L333qmtrU2fPn1y7LHH5p577tno81599dVccsklefe7351u3bqlb9+++fSnP50nn3yyRJEDpaaB3gIvvPBCkmTnnXfe4JiddtopSTJ37tySxAQAAAAAALDF6usK+yiyurq69O3bNyeddNIGx0ycODEDBgzIT37yk8yZMyerV6/OokWLMmHChBxzzDEZM2ZMs89buHBhBg4cmCuvvDKzZs3KqlWrMn/+/Pz617/OkUcemXvvvbdYpwWUkQZ6CyxbtixJ0qVLlw2Oadj32muvlSQmAAAAAACALVJfn/q6wj5SX9zLuE+YMCHz58/f4P7nnnsuJ510UpYuXZpBgwZl8uTJWbx4cZ588sl87nOfS5KMHj262Wb42WefnWeffTa9evXKHXfckYULF+bRRx/NkCFDsmLFipx66qlZsmRJ0c4NKI9tyh1AJVq9enWSNHv/8wbt2rVLkixfvnyjcx144IGbdMzZs2fnne985yZGCAC0Juo9AFQ3tR4AoDxmzZqVkSNHbnTM5ZdfnldffTUHH3xwbrvttmyzzbrWWJ8+fXL55ZenY8eOueqqqzJmzJgMHjy48XlPPPFEfv/736dt27a59dZbG2/du+eee+aWW27JgAEDMnPmzPz4xz/OhRdeWLyTBErOCvQWaGicr1q1aoNjGvZ16NChJDEBAAAAAABssVZ+CffHHnssF154Yd7//vdn//33z+zZszd8KvX1ufPOO5MkI0eObGyev9HIkSPTuXPnTJ06NfPmzWvc/pvf/CZJMmTIkMbmeYMOHTrk7LPPTpL87ne/2+JzAloXK9BboOHy7A2Xcm/O0qVLkyTbbrvtRud69NFHN+mYm/ptdgCg9VHvAaC6qfUAAKUzZcqUjB07dpPGLl68OC+//HKSZP/99292TJcuXbLPPvtk6tSpefjhhzNs2LAkyeTJk5Osa6A3p2H7448/nldeeSVvf/vbN+s8gNbLCvQW6NWrV5LkxRdf3OCYhm8pNYwFAAAAAABo7Qp+D/QCGz58eKZOndr4OP300zc4ds2aNY1/brg9b3Marjw8c+bMxm0zZsxIkvVWnzfYZZdd8va3vz319fWZNWvWZp0D0LpZgd4Cu+++e5Jk2rRpGxzz5JNPNhkLAAAAAADAlunWrVu6devW+HOPHj02OrZ9+/ZZvXp1nnnmmWYXPb7++uuZPn16kjSuVl++fHkWL16cJNl55503OP9OO+2UV155JXPnzs0BBxzQovMBWh8N9BYYOHBgLr/88kyaNCmrV69u/GZSgxkzZmTu3Llp27ZtDjvssIIc84UXXsiaNWuy9957F2Q+AKhms2bNSrt27codxmZT7wFg01VivVfrAahEL6x4qcnPe3eaUrJjV2K9r3TLsywP1f2h4HPOnj17k29ns6m3x9kU7dq1y6GHHpqJEyfm6quvzuDBg9cb86Mf/aixcf7aa68laXoL34bb+janYV/D84DqoIHeAoceemh22GGHzJ8/PzfccEM++9nPNtn/ve99L0ly5JFHpra2tiDH7Ny5c5YvX55nn302SbLbbrsVZN43Wrt2bZYsWZKuXbumbdu25k4ye/bsJJWVb7leX6XmRL5LM2+x567EXFfy3A35bt++fTp37lzQuUtBvS/93P6OlnZu+S7t3MXKd6XmoxJznVRuTtT75jXU+rq6uop831T6e6aScl3Jc8t3aeZN5LrUc2/N+d6pw45Nfq6rqyvY3M15Y67btWtXcfW+khXj/d3ghRdeKNrcb+VLX/pS7rvvvkycODFnnnlmLrjggvTp0yfz5s3LT3/603z3u99tHNumzbo7H7/xcu9vXkT5Rg1f8Fi+fHmRogfKoWbZsmWFvwHFVuC6667LyJEj07Fjx1x55ZUZNmxYli9fnh/84Af57ne/mzZt2uSPf/xjBgwYUNDjNnxDq5DfwGowffr0HHzwwXnkkUfSv39/c6cy8y3X66vUnMh3aeYt9tyVmOtKnruY+S4l75vSzS3XpZ1bvks7d7HyXan5qMRcJ5Wbk0rNdylV4vvGe2Z9lZoT+S7d3HJdPXPLd+nmrpZaT+mMHj06Y8aMycc+9rHcdNNNzY65+uqrc/HFFze77z3veU+6d++eCRMm5Jxzzsm3v/3tLFiwoPELBc8991y6d+/e7HOPOOKI/OUvf8kPfvCDfOpTnyrMCQFl16bcAVSqz3/+8znmmGOycuXKfP7zn8//+T//J3379m38ptJll11W8OY5AAAAAAAAm+e8887L+PHjM3To0NTW1qZDhw7Zfffdc+mll+aPf/xj41UUGhrlb7xs+xsv5/5mS5cuTZJsu+22RYweKDWXcG+hmpqa3HjjjfnJT36Sn/3sZ5kxY0batWuXd7/73TnnnHPywQ9+sNwhAgAAAAAAkGTgwIEZOHBgs/vmzJmTJOnXr1+Sdbfeqa2tzeLFi/Piiy+mT58+zT5v3rx5SZJevXoVPmCgbDTQt0BNTU1OP/30nH766eUOBQAAAAAAgM20bNmyzJgxI0my3377NW7fY4898tBDD2XatGk59NBD13venDlzGlegNzTegergEu4AAAAAAABUpUsvvTSHHHJIrr/++mb3jx8/PmvWrMnee++d3r17N24/7LDDkiT33HNPs89r2L7vvvumtra2wFED5aSBTqPu3bvnoosuarzHh7mLq1hxy/X6KjUn8l2aeYs9dzFVak4qNd/VolJf20p831RqPiox10nl5qQS812p+ajEXCeVm5NKzXe18Dt56VRqTuS7dHPLdfXMXUyVmpNKzTdbn3e84x2ZNm1arr322qxYsaLJvhUrVmTMmDFJst7Vhj/+8Y8nSe6+++48+eSTTfatWbMmY8eOTZIce+yxxQodKJOaZcuW1Zc7CDbdgQcemCR59NFHyxzJ1kG+S0euS0u+S0euS6ta8l0t51EJ5Lq05Lu05Lt05Lq0qiXf1XIelUCuS0u+S0euS0u+S0eu2VyjR4/OmDFj8rGPfSw33XTTevsXL16cgw46KPPnz8/gwYMzevTo9O3bN0899VQuuuiiPPTQQ9lzzz0zZcqUdOjQoclzhw8fnjvvvDO77rprfvCDH+S9731vnnvuuVx88cX5wx/+kB49euTxxx/P2972tlKdLlAC7oEOAAAAAABAVaqtrc3111+fT3ziE7n33ntz7733Ntnfq1ev3Hzzzes1z5Pk2muvzTPPPJOZM2fmwx/+cJN92267bX72s59pnkMVcgl3AAAAAAAAqtbgwYNz77335iMf+Ui6du2ajh07pl+/fhkxYkSmTJmSfv36Nfu87t27Z9KkSTn//PPTt2/fdOjQIT179sxxxx2X+++/PwMHDizxmQClYAU6AAAAAAAAFWnUqFEZNWrUW4474IADcsstt2z2/Nttt10uu+yyXHbZZS0JD6hA7oEOAAAAAAAAAHEJdwAAAAAAAABIooEOAAAAAAAAAEk00AEAAAAAAAAgiQY6AAAAAAAAACTRQAcAAAAAAACAJBroFaG+vj7jxo3L4Ycfnh133DG9e/fOUUcdlfHjx5c7tK3O6tWrc8UVV+Sggw5Kjx490qdPnxx33HF58MEHyx1a1ZHrlps+fXrOPPPM7Lnnnqmtrc2ee+6ZESNGZP78+c2Ol+uWW7JkSb7+9a/ngAMOSLdu3bLTTjtlyJAh+cUvfpH6+vpmnyPfhdfSnL766qu55JJL8u53vzvdunVL37598+lPfzpPPvlkiSJvSr1vHfwdLS35bjn1vnTU+/KrllqfqPethb+jpSXfLafel456X37VVO8BqHw1y5Yta/43AFqF+vr6nHTSSbn99tub3X/xxRfnK1/5Somjqg7z58/P97///fzhD3/I3LlzkyR9+vTJ0UcfnS9+8YvZfvvtm4xfsWJFPvKRj2Tq1KnrzdW2bdtcd911Ofnkk0sRelX42te+lquuuipXXHFFzjrrrCb75Lrlbr/99px22mlZsWLFevt22mmn3H333dl1110bt8l1y82dOzdDhw7NnDlzmt3/sY99LD//+c/Ttm3bxm3yvXnq6urSr1+/DBgwIDfddFOzY1qa04ULF2bIkCF59tln19vXqVOn3HLLLRk8ePCWn8QmUu+LQ60vP/W+ONT70lHvi2trqvWJel8s6n35qffFod6XjnpfXFtbvQegOliB3spdd911uf3229OhQ4dcc801eemllzJr1qycd955SZLRo0fngQceKG+QFWj69Ol53/vel6uvvjp///vfs3z58ixfvjzTp0/Pf/7nf+bQQw9d7xevSy65JFOnTs3222+fG2+8MfPnz89TTz2VT37yk1m7dm3OPffcZn9ZY30PPvhgrrnmmg3ul+uWeeaZZ3L66adnxYoVOeuss/Lkk09m/vz5ue2229KnT5+89NJLOfPMM5s8R65b7jOf+UzmzJmTPn365NZbb82LL76YGTNm5Nvf/nY6duyY3/3ud+u9z+V780yYMGGDKysatDSnZ599dp599tn06tUrd9xxRxYuXJhHH300Q4YMyYoVK3LqqadmyZIlxTq19aj3hafWl596XxzqfWmp98W1NdX6RL0vBvW+/NT74lDvS0u9L66trd4DUB2sQG/FVq1alb322isLFixo9lu8Z511Vn7xi1/k/e9//wa/wc766uvrM2DAgDz11FPp27dvLr/88hx22GFZunRp/vSnP2XUqFFZsGBBdt9990ydOjXt2rXL/Pnz079//6xatSq33nprhg4d2mTOo446KpMmTcqnP/3pXHvttWU6s8qwdOnSHHLIIXnuueeSZL33tly33Mknn5zbbrstZ511Vq644oom+6ZPn55DDjkka9euzYMPPph9991XrrfA448/nkMPPTRt27bNgw8+mL333rvJ/quvvjoXX3xxdtppp8yYMSOJ9/bmmjVrVoYNG5bZs2fnYx/7WLPfUm9pTp944om8733vS9u2bTN58uTss88+jftWrVqVAQMGZObMmbn00ktz4YUXFu8k33BM9b6w1PryU++LR70vHfW+uLamWt9wXPW+sNT78lPvi0e9Lx31vri2tnoPQPWwAr0VmzJlShYsWJDa2tp85jOfWW//+eefnyS5//77869//avE0VWuP/3pT3nqqafSrl27/Pa3v80HPvCBdO7cOTvssENOPPHE3HPPPencuXNmzJiR2267LUkyfvz4xv/wePMvccm/X4s77rhjg/dFYp2RI0c2frhujly3zIIFC3L77benc+fOGTVq1Hr7+/fvnxNPPDH77LNPnnnmmSRyvSWeeOKJJMk73/nO9T5cJ8nRRx+dJHnppZfy8ssvJ5HvTfHYY4/lwgsvzPvf//7sv//+mT179kbHtzSnv/nNb5IkQ4YMafIBO0k6dOiQs88+O0nyu9/9bovOZ1Op94Wn1pefel8c6n1pqfeFt7XW+kS9Lwb1vvzU++JQ70tLvS+8rbneA1A9NNBbsUmTJiVJBg4cmPbt26+3f/fdd8+uu+7a+I1TNs3EiROTJIMGDcpuu+223v7ddtstw4YNS7LuPzmSNF5G7wMf+ECzcw4cODAdOnTIyy+/nKeeeqoYYVeF3//+9/n5z3+ed73rXXnve9/b7Bi5bpm77747dXV1GTRoULp27drsmB/+8Id56KGHctxxxyWR6y3Rps268llTU9Ps/jfeF61hjHy/tSlTpmTs2LF55JFHUldX95bjW5rTyZMnJ1n3Ibs5Ddsff/zxvPLKK5t1Di2h3heeWl9e6n3xqPelpd4X3tZa6xP1vhjU+/JS74tHvS8t9b7wtuZ6D0D10EBvxWbOnJkk632D7o0a9jWM5a3NmjUrSbLXXnttcEzPnj2TJK+99lqSt34t2rdvn913373JWJpauHBhzj777LRv3z4//vGP065du2bHyXXL/O1vf0uSHHDAAZv8HLluuX333TfJurw8/fTT6+2/8847kyS9evVKbW1t49hEvjdm+PDhmTp1auPj9NNP3+j4lua04bJ7G3reLrvskre//e2pr69vrBnFpN4XnlpfPup9can3paXeF97WWuvfGJ96Xzjqffmo98Wl3peWel94W3O9B6B6aKC3Yi+88EKSZOedd97gmJ122ilJMnfu3JLEVA0+97nP5ac//WlOOumkDY557LHHkiS77rprkuT5559P8u98N6fhdWoYS1Nf/OIXs3Dhwlx88cV517vetcFxct0yzz77bJJ179kZM2bktNNOS9++fVNbW5s999wzZ5999nqX1pPrlttnn30ybNiwrF27NieccEImTJiQV199NfPmzct1112Xb3zjG0mSSy65pPE58v3WunXrlr333rvx0aNHj42Ob0lOly9fnsWLFzfZ15xS1lf1vvDU+vJR74tLvS8t9b7wttZan6j3xaDel496X1zqfWmp94W3Ndd7AKrHNuUOgA1btmxZkqRLly4bHNOwr+Hb1Ly1gQMHbnT/Pffc03gpuI985CNJ/p3f7bbbboPP23bbbZP8+3Xj337+85/nzjvvzCGHHJLzzjtvo2PlumUWLlyYJPnrX/+ac845JytWrGjc98ILL+SGG27Ib37zm/zqV7/KYYcdlkSut9S4cePSqVOn/Pd//3eOPfbYJvvat2+fa6+9Np/85Ccbt8l34bUkp2/MbWupr+p94an15aHeF596X3rqfXlVS61P1PtiUO/LQ70vPvW+9NT78qqmeg9A9bACvRVbvXp1kjR7f7QGDZfJWr58eUliqnY33XRT47fXjz322Oy3335JklWrViXJBi9Llvz7dXrjBxuSOXPmZOTIkdl2223zox/9qPHeUhsi1y3T8G/A2LFjs9122+XHP/5x5s6dm0WLFuUPf/hD9ttvv7z66qs56aSTGr+hK9db5rnnnmtcGfBma9asyRNPPNEkb/JdeC3JaUNtfeO+5pSyvqr3paXWF4d6Xxrqfemp9+VVLbU+Ue9LTb0vDvW+NNT70lPvy6ua6j0A1UMDvRVrKP4Nv0Q0p2Ffhw4dShJTtZo2bVqOOuqonHnmmXnttddy2GGH5Yc//GHj/ob8vvGXszdbuXJlko3/0ra1qauryxlnnJGlS5fm29/+dnbbbbe3fI5ct8zatWuTJB07dsxdd92V4cOHp7a2Nh07dsxhhx2W22+/PV27ds3LL7+cn/zkJ0nkeks8++yz+eAHP5hHHnkkH/7whzNx4sTMmzcvM2bMyH/913+ld+/euf766/OpT30qdXV1SeS7GFqS0zfmtrXUV/W+NNT64lHvS0e9Ly31vvyqpdYn6n2pqPfFo96XjnpfWup9+VVTvQegemigt2INl5jZ2KV+li5dmuTfl7Fh87zyyisZMWJEDj300EyaNCnt2rXLqFGjcuedd6ZTp06N4xry25Dv5mzKJfm2Ntdcc00efPDBDBkyJKeddtomPUeuW6Zz585Jko9//OPZY4891ttfW1ubU089NUly3333JZHrLTFq1Ki8/PLL+eQnP5lf/vKXOeigg7Lddttlp512yvHHH5+JEyemW7duueuuu3LnnXcmke9iaElO35jb1lJf1fviUuuLT70vHfW+tNT78quWWp+o98Wm3hefel866n1pqfflV031HoDqoYHeivXq1StJ8uKLL25wzLx585qMZdM9+uijGTBgQMaNG5e6urocffTRefTRR3PRRRdlm222aTK2d+/eSZKXXnppg/M17Nt5552LF3QF+cc//pFvfvObqa2tzdixYzf5eXLdMt26dUuSvOtd79rgmIYP3g35k+uWef311zNhwoQkyTnnnNPsmB122CHDhw9PkowfPz6JfBdDS3LauXPn1NbWJmk99VW9Lx61vvjU+9JS70tHvW8dqqXWv/E4rSmmaqHeF596X1rqfemo961DNdV7AKqHBnortvvuuydZdwmyDXnyySebjGXT3H///TnqqKPy/PPPZ9ddd8348eNz8803p2/fvs2Of6vXYtWqVZk5c2aSNPvt4K3R888/n9WrV2fx4sV55zvfmS5dujR5TJ48OUlywQUXNG7717/+Jdct1K9fvyQbv9xVx44dk/z7Mldy3TKLFi3K66+/nmTjH4QbPgD+85//TCLfxdDSnDb8eUPPmzNnTuO31Bv+bhWTel8can1pqPelpd6XjnrfOlRLrU/U+2JR70tDvS8t9b501PvWoZrqPQDVQwO9FRs4cGCSZNKkSc3+0jxjxozMnTs3bdu2zWGHHVbq8CrWyy+/nFNOOSXLly/PEUcckYceeqgx1xty+OGHJ0nuvvvuZvc/8MADWb16dWpra7PPPvsUPOatiVy3zPve974kydSpUzc45q9//WuS5J3vfGcSuW6p7bffPm3btk2y7j+SNmTu3LlJku7duyeR72JoaU4bauY999zT7PMatu+7776N32gvJvW+8NT61k++W0a9Lx31vnWollqfqPfFoN63fvLdMup96aj3rUM11XsAqocGeit26KGHZocddsiSJUtyww03rLf/e9/7XpLkyCOP9EvAZrj++uuzePHi7Lrrrrn11lvztre97S2fc9RRR6Vjx455+umnGy/t9EbXXHNNkuSYY45Jmzb+WiXr/oNo2bJlG3w0/JJ7xRVXNG7bfvvt5bqFPvCBD6Rz586ZMGFCHnroofX2v/DCC/nZz36WJDn66KOTeF+3VMeOHTNgwIAk/87Rm82fPz+33HJLknX/RifyXQwtzenHP/7xJOs+nDes9GqwZs2axstSHnvsscUKvQn1vvDU+tJR70tLvS8d9b51qJZan6j3xaDel456X1rqfemo961DNdV7AKqHCt6KtW/fPueff36S5Ktf/Wp+/vOfZ+nSpZk/f34uvfTS3HDDDWnTpk2+8pWvlDnSyvL73/8+SfKZz3wmnTt33qTn9OzZM6eddlqS5Iwzzsgdd9yR5cuXZ86cOTnrrLMyceLEdOrUqfH1ouXkumW23377fP7zn09dXV0+8YlP5IYbbsiSJUuyYsWK3HXXXfnQhz6Uf/3rX9l3333ziU98Iolcb4mvfOUrqampyS9/+cscf/zx+fOf/5xly5blxRdfzC233JIjjjgiixcvTr9+/XLcccclke9iaGlO99lnn3zkIx/J2rVrc8IJJ+T+++/PypUr8/e//z0nnnhi/v73v6dHjx4544wzSnIe6n3hqfWtn3y3jHpfWup9+VVLrU/U+2JQ71s/+W4Z9b601Pvyq6Z6D0D1qFm2bFl9uYNgw+rr63PKKafktttua3b/t771rZx33nkljamSrVmzJj179syaNWs2afznP//5fOc730mSrFy5MkcffXSz3/7dZpttcv311+f4448vaLzV7EMf+lAmT56cK664ImeddVaTfXLdMmvWrMmxxx6bP/3pT83uf+c735nf/e532XXXXRu3yXXLjRs3LhdeeGHj/dLebLfddstvf/vbJvdflO/NM3r06IwZMyYf+9jHctNNNzU7pqU5XbRoUYYMGdJ4H7U32nbbbXPrrbe+5SVAC0m9Lxy1vnVR7wtPvS8t9b64tqZan6j3haTety7qfeGp96Wl3hfX1lbvAagOVqC3cjU1Nbnxxhtz9dVXZ//998+2226b7bffPkcccUT+53/+x4frzbRgwYJN/oD9Zh07dszvf//7fP3rX89ee+2VTp06pVu3bjnqqKMyYcIEvxQXkFy3TLt27fLb3/423/3ud/Oe97wn2223XTp16pT+/ftn1KhReeCBB5p8uE7kekucccYZmTx5ck455ZTssssuad++fbp06ZIDDjgg3/jGNzJlypQmH64T+S6Glua0e/fumTRpUs4///z07ds3HTp0SM+ePXPcccfl/vvvL/kHbPW+cNT6yiHfLaPel5Z6X37VUusT9b6Q1PvKId8to96XlnpfftVU7wGoDlagAwAAAAAAAECsQAcAAAAAAACAJBroAAAAAAAAAJBEAx0AAAAAAAAAkmigAwAAAAAAAEASDXQAAAAAAAAASKKBDgAAAAAAAABJNNABAAAAAAAAIIkGOgAAAAAAAAAk0UAHAAAAAAAAgCQa6AAAAAAAAACQRAMdAAAAAAAAAJJooAMAAAAAAABAEg10AAAAAAAAAEiigQ4AAAAAAAAASTTQAQAAAAAAACCJBjoAAAAAAAAAJNFABwAAAAAAAIAkGugAAAAAAAAAkEQDHQAAAAAAAACSaKADAAAAAAAAQBINdAAAAAAAAABIooEOsMkWLlyYXXbZJV26dMkvf/nL9fa/8sor6du3b7p06ZJf/OIXZYgQANhS6j0AVD/1HgCAjdFAB9hEPXr0yJgxY5IkX/nKV7JkyZIm+y+99NLMnz8/gwcPzsknn1yOEAGALaTeA0D1U+8BANiYmmXLltWXOwiASnL00Udn4sSJOfXUU/P9738/SfKXv/wlRx55ZDp37pxHHnkku+yyS5mjBAC2hHoPANVPvQcAoDlWoANspu9973vp1KlTbrjhhjz88MNZu3ZtzjnnnNTV1eXrX/+6D9cAUAXUewCofuo9AADN0UAH2EzveMc7MmrUqNTX1+fcc8/N97///Tz++OM55JBDcuaZZ5Y7PACgANR7AKh+6j0AAM1xCXeAFli7dm0GDhyYxx9/PEnSsWPHPPjgg9l9993LHBkAUCjqPQBUP/UeAIA3swIdoAXatm2ba6+9tvHnESNG+HANAFVGvQeA6qfeAwDwZhroAC00ffr0xj8/8MADZYwEACgW9R4Aqp96DwDAG2mgA7TAggULctFFF6VNmzapra3N5MmTc+ONN5Y7LACggNR7AKh+6j0AAG+mgQ7QAl/60peyePHinHbaafnud7+bJBk1alQWLVpU5sgAgEJR7wGg+qn3AAC8Wc2yZcvqyx0EQCW58847M3z48Oywww7561//mre//e356Ec/mj/96U858cQTM27cuHKHCABsIfUeAKqfeg8AQHM00AE2wyuvvJIDDzww8+bNy09/+tMcd9xxSZKZM2dmwIABWbVqVe64444ceeSRZY4UAGgp9R4Aqp96DwDAhriEO8Bm+OpXv5p58+Zl8ODBjR+uk6Rfv34599xzkyQjRozIypUryxUiALCF1HsAqH7qPQAAG2IFOsAmuv/++/PhD384HTt2zCOPPJLddtutyf6VK1fmoIMOyj/+8Y98+ctfziWXXFKmSAGAllLvAaD6qfcAAGyMBjoAAAAAAAAAxCXcAQAAAAAAACCJBjoAAAAAAAAAJNFABwAAAAAAAIAkGugAAAAAAAAAkEQDHQAAAAAAAACSaKADAAAAAAAAQBINdAAAAAAAAABIooEOAAAAAAAAAEk00AEAAAAAAAAgiQY6AAAAAAAAACTRQAcAAAAAAACAJBroAAAAAAAAAJBEAx0AAAAAAAAAkmigAwAAAAAAAEASDXQAAAAAAAAASKKBDgAAAAAAAABJNNABAAAAAAAAIIkGOgAAAAAAAAAk0UAHAAAAAAAAgCQa6AAAAAAAAACQRAMdAAAAAAAAAJJooAMAAAAAAABAEg10AAAAAAAAAEiigQ4AAAAAAAAASTTQAQAAAAAAACCJBjoAAAAAAAAAJNFABwAAAAAAAIAkGugAAAAAAAAAkEQDHQAAAAAAAACSaKADAAAAAAAAQJLk/wMAItEwu4t1KwAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1000x300 with 4 Axes>"
]
},
"metadata": {
"image/png": {
"height": 300,
"width": 1000
}
},
"output_type": "display_data"
}
],
"source": [
"masks_amw.where(masks_amw>0).isel(time=slice(48, 51)).plot(x=\"x\", y=\"y\", col=\"time\", col_wrap=3)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x156d85cf0>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 400x400 with 2 Axes>"
]
},
"metadata": {
"image/png": {
"height": 400,
"width": 400
}
},
"output_type": "display_data"
}
],
"source": [
"plot_data = masks_amw.where(masks_amw>0).isel(time=49)\n",
"plot_data.plot()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"Figure(nrows=1, ncols=1, refwidth=2.5)"
]
},
"metadata": {
"image/png": {
"height": 318,
"width": 312
}
},
"output_type": "display_data"
}
],
"source": [
"fig, axs = pplt.subplots()\n",
"\n",
"# get levels of data\n",
"levels = np.unique(plot_data.values)\n",
"levels = levels[~np.isnan(levels)]\n",
"\n",
"cs = masks_amw.isel(time=49).plot.contour(ax=axs,\n",
" cmap='viridis',\n",
" levels=levels,\n",
" # kwargs=dict(inline=True),\n",
" linewidth=1)\n",
"# axs.clabel(cs)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "arctic",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.5"
},
"orig_nbformat": 4,
"vscode": {
"interpreter": {
"hash": "4bb99803c8a750bdcc08b2166dee7f23e12226de3d9161d2640c3715055b8629"
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment