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@apatlpo
Created February 25, 2020 19:20
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llc4320 wind stress mask
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import os, sys\n",
"import numpy as np\n",
"\n",
"import xarray as xr\n",
"from matplotlib import pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"import xmitgcm as xm\n",
"from xmitgcm import llcreader"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table style=\"border: 2px solid white;\">\n",
"<tr>\n",
"<td style=\"vertical-align: top; border: 0px solid white\">\n",
"<h3 style=\"text-align: left;\">Client</h3>\n",
"<ul style=\"text-align: left; list-style: none; margin: 0; padding: 0;\">\n",
" <li><b>Scheduler: </b>tcp://127.0.0.1:59209</li>\n",
" <li><b>Dashboard: </b><a href='http://127.0.0.1:8787/status' target='_blank'>http://127.0.0.1:8787/status</a>\n",
"</ul>\n",
"</td>\n",
"<td style=\"vertical-align: top; border: 0px solid white\">\n",
"<h3 style=\"text-align: left;\">Cluster</h3>\n",
"<ul style=\"text-align: left; list-style:none; margin: 0; padding: 0;\">\n",
" <li><b>Workers: </b>4</li>\n",
" <li><b>Cores: </b>4</li>\n",
" <li><b>Memory: </b>17.18 GB</li>\n",
"</ul>\n",
"</td>\n",
"</tr>\n",
"</table>"
],
"text/plain": [
"<Client: 'tcp://127.0.0.1:59209' processes=4 threads=4, memory=17.18 GB>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from dask.distributed import Client, LocalCluster\n",
"#\n",
"cluster = LocalCluster()\n",
"#\n",
"#from dask_jobqueue import PBSCluster\n",
"#cluster = PBSCluster()\n",
"#w = cluster.scale(jobs=2)\n",
"#\n",
"client = Client(cluster)\n",
"client"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# need to mess with version a bit and use latest version of xmitgcm, see:\n",
"\n",
"# https://github.com/MITgcm/xmitgcm/issues/175\n",
"\n",
"#import xmitgcm\n",
"#import fsspec\n",
"#print(xmitgcm.__version__, fsspec.__version__)\n",
"# originally: 0.4.1 0.6.2\n",
"# pip install git+https://github.com/MITgcm/xmitgcm.git\n",
"# pip install fsspec==0.5.2"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<xarray.Dataset>\n",
"Dimensions: (face: 13, i: 4320, i_g: 4320, j: 4320, j_g: 4320, k: 90, k_l: 90, k_p1: 90, k_u: 90, time: 9030)\n",
"Coordinates:\n",
" * face (face) int64 0 1 2 3 4 5 6 7 8 9 10 11 12\n",
" * i (i) int64 0 1 2 3 4 5 6 7 ... 4313 4314 4315 4316 4317 4318 4319\n",
" * i_g (i_g) int64 0 1 2 3 4 5 6 7 ... 4313 4314 4315 4316 4317 4318 4319\n",
" * j (j) int64 0 1 2 3 4 5 6 7 ... 4313 4314 4315 4316 4317 4318 4319\n",
" * j_g (j_g) int64 0 1 2 3 4 5 6 7 ... 4313 4314 4315 4316 4317 4318 4319\n",
" * k (k) int64 0 1 2 3 4 5 6 7 8 9 10 ... 80 81 82 83 84 85 86 87 88 89\n",
" * k_u (k_u) int64 0 1 2 3 4 5 6 7 8 9 ... 80 81 82 83 84 85 86 87 88 89\n",
" * k_l (k_l) int64 0 1 2 3 4 5 6 7 8 9 ... 80 81 82 83 84 85 86 87 88 89\n",
" * k_p1 (k_p1) int64 0 1 2 3 4 5 6 7 8 9 ... 80 81 82 83 84 85 86 87 88 89\n",
" niter (time) int64 ...\n",
" * time (time) datetime64[ns] 2011-09-13 ... 2012-09-23T05:00:00\n",
"Data variables:\n",
" Eta (time, face, j, i) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
" KPPhbl (time, face, j, i) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
" oceFWflx (time, face, j, i) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
" oceQnet (time, face, j, i) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
" oceQsw (time, face, j, i) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
" oceSflux (time, face, j, i) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
" oceTAUX (time, face, j, i_g) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
" oceTAUY (time, face, j_g, i) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
" PhiBot (time, face, j, i) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
" Salt (time, k, face, j, i) float32 dask.array<chunksize=(1, 90, 3, 4320, 4320), meta=np.ndarray>\n",
" SIarea (time, face, j, i) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
" SIheff (time, face, j, i) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
" SIhsalt (time, face, j, i) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
" SIhsnow (time, face, j, i) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
" SIuice (time, face, j, i_g) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
" SIvice (time, face, j_g, i) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
" Theta (time, k, face, j, i) float32 dask.array<chunksize=(1, 90, 3, 4320, 4320), meta=np.ndarray>\n",
" U (time, k, face, j, i_g) float32 dask.array<chunksize=(1, 90, 3, 4320, 4320), meta=np.ndarray>\n",
" V (time, k, face, j_g, i) float32 dask.array<chunksize=(1, 90, 3, 4320, 4320), meta=np.ndarray>\n",
" W (time, k_l, face, j, i) float32 dask.array<chunksize=(1, 90, 3, 4320, 4320), meta=np.ndarray>\n"
]
}
],
"source": [
"model_portal = llcreader.ECCOPortalLLC4320Model()\n",
"ds = model_portal.get_dataset(k_chunksize=90)\n",
"i=177408\n",
"print(ds)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x11f0a2f50>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ds = model_portal.get_dataset(varnames=['Eta'], iter_start=i, iter_stop=i+1)\n",
"ds.Eta.isel(time=0,face=1, i=slice(0,None,4), j=slice(0,None,4)).plot()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x13c339290>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ds = model_portal.get_dataset(varnames=['U'], iter_start=i, iter_stop=i+1)\n",
"ds.U.isel(time=0, face=1, k=0, i_g=slice(0,None,4), j=slice(0,None,4)).plot()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x13ed13d50>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ds = model_portal.get_dataset(varnames=['KPPhbl'], iter_start=i, iter_stop=i+1)\n",
"ds.KPPhbl.isel(time=0,face=1, i=slice(0,None,4), j=slice(0,None,4)).plot()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x1622d6550>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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k0Hr6fNPdJ5wauoOXdsL37pxJ/Q8+dpjbj5/kwXPUzPdNyN7Z/eC0HAkuchxY0mlbOLHTJldmKKUEnRnMZnyETmIo9cX+XBL34/mm7SZ77THqz3PLBnjkpSvZcTOK+jKeyKbRhnTDvTup3kBQvgFNBthTW1uowqH1WXfSAQPOV5yctD2GfwGUukphcQjwyAfObpA6j3AATk0tWfUyIIOks0ccWNIZVcIVh/pvzyZpEbj5vp3M/XLakKnUwHuWhe/jShhVZBJRKelAbmcJbs0dsfn/gcxuU1dmHDUS61nZxTYffixthxLP9w98q37z1NZAPAMuGJiEvnlqKzu+3zG8eWpr7vxwJhBgPJDOnnBgSQegQpNEUKHctGH2GmL8TiCYJpvcw7VmT7HVVDgvmeTkJaNRVSWjZ2noVDrCMpTZvY1ojGBKqb9vOJcE0/ao9Pqkq4F4BlxoON/HqzkTDdgdB5Z0dpqWT927E12Ou4m3FkGqXJKpnW+/wQioLo4ZmtaklC4ewMjIJBhPInYs1BHVZnTCfa7GkxkCmSfB9JXxktw02qvqSpC24ZYTLS3K9N4dHveQwc4z4OKEqaVhdlF2phjUa3vDgSUdEWGtroLHmQijqlNj1VXncmwqLztX2nW8RNLorPdY4BDpVYEVHQr/lYfdZ0829nk3shHpbElGLDfe16T7a9pZB4hQFv735+7jix40EM+AiwufumODUc2M085+MDgS7B1nnXREpAY+AHxGVb9eRC4DfpuwNfGNwLeq6udj2ZcBLyA4n71EVd8Rjz+BsJXzOvA2wm6QC9cntcCx1TwYMxCGZFJJC1Qu6LJGM4lnVDn3Z+dAUMI7FJSnF43FUqqpMskql9IqFGmn3HhSU/xPo0pjHuBGpIlQhaoKbt3+aa2PFruiDhhwUHH78ZOsjyzOLmB5pDO8VHvB/bG1wUsBv13wDwN/qqqPBv40fkdEHgv8c+BxwDOBX4mEBfBq4IXAo+PfnjK0tu7P0ERbTpMm8g4rdZCIxhWMq/C9jhkBUloNu07y+JhWu43bSyxiR5NmjGwqNPxpQ91OqCZb3LKxw8337XDTxoQbT5oUFmIT7HMdVYbWn51G2YpstFZXHBpXXLJSc9lazaFxxUodgu8GDLjYMKqDOt3+ljUJ+joX/e0FIvJMEfmEiFwnIj88p8zTRORvROSjIvLuJd3GWcdZlXRE5GHAPwZeAfybePg5wNPi59cD7wJ+KB5/k6puAzeIyHXAk0TkRuCoqv5lrPMNwHOBty9qOySfCWiJUoyEAed3OPBSTLpWc2mn75j3aOtTpy0y/IuAtE3Iipsio1tu2M7dpoM0U0PMkL3TKC1K0yrjKhBHi7IzbVME97QJBHR0pWY1BoY2bWejamPF5lm3KI5hwICDhNuPn0wSv0+Q1ae5OF2InEbutV3rkhr4ZeDrgFuB94vIW1T1Y67MpcCvAM9U1ZtF5MqlNH4/4Gyr114F/CDgHegfpKq3Aajqbe5hXQW815W7NR6bxM/l8RmIyAsJEhEPu/rq5MJsN1lXnY2mdIMmU3HNepd5e40nGu/CDDASUl422qZLFNpOuWF6JDUl0aGgoko52Zo2OEBsTVsOr9QcHleMKqGWihOThs1JQ6PK2qjiyEqVSOXoSp3sOjKWmNWApHbrMhTYrXqnBrh7Y5PLLxlS5Qw4uLhnYzO+E2Hs+xCGZXDFkm06TwKuU9XrAUTkTYRF+cdcmecBv6eqNwOo6h1La/0s46yRjoh8PXCHqn5QRJ62l0t6jumC47MHVa8FrgV4/Jd/uZbk0AVvdl5lteQOBOU2BqG8UGkkkCZKKO00kknLDe3RRCRmnJy0gj3eRpWd6Qp11bI2qlitJSUvPDVtufvklFaVQ+Oa9XHFVZesJHLbnraoKkdXao6txo2ufPqPZM/pCNVcwu1eDV12A5l54e68b5NxBZceGchnwMHESi1IZIZlhYQa5PSCQx8oIh9w36+Nc5fhKuAW9/1W4MlFHY8BxiLyLsKi/udV9Q2n1+tzg7Mp6Xwl8I0i8mxgDTgqIr8JfE5EHhKlnIcAxtC3Ale76x8GfDYef1jP8YWoUY7WTdrPRto2I4qb9ViWVqZRZdqE/83OYgb+cVWxPg72HtURjdZM2hW2p+H8Sg1HxhWrozzVOhgRMeO8AIEcDo0rHnHpanYuuGAHJwGT1lpnMBpXHWEYadoeQQYjneSt555N38rOVmnHT56iljwVyYABFzKOnzyV3qNyQblMnIakc5eqPnHB+b0stEfAE4CvJThY/aWIvFdVP7nnXpwjnDXSUdWXAS+DYPAC/q2q/ksR+RngO4BXxv//MF7yFuCNIvKzwEMJDgN/paqNiGyIyFOA9wHfDvzibu3vtMKNJ5WmFXaaiqatmLQVkyZIFCujNgV/rtaSYnV8ss1xtJOMqnxvjuRSvZbbgey4DT5vAxoX3m2thqDUFKgqHUHlQaeSOStYW4ZaSOnZhXJXUvCb1/VlNfCoK6FqJqBhw6y+tCLnC+68bzNJgyd2GioRjqxUg5pwwAzWCKrutJ+VLT4jbpruf5yXMX37xLwFeFnmLlU9CZwUkT8DvhS4eElnAV4JvFlEXgDcDHwLgKp+VETeTNBbToHvV1Wz930fncv029nFiQDCZPyA1S6xp+lyy8+eCPqN//bJbwQ3W1KQLmNBM5k5r24LBWmnBF9m9yJECYy41/tnOBbbUSZOLThpg0S2OWlYG5stKNh51kfVzAZWqiSPPFOvWe+DJ5/PNae0WqOqHFkR7t7YBDgvJvK7NzZTRu2mWPMdWakz+9SoEo4dHiS1AcGWAzWVdBtWNVWnam+BS+q5l+8ZwvIcCYD3A48WkUcCnyF49T6vKPOHwC+JiG0n/GTg55bVgbOJ+4V0VPVdBC81VPVugkjYV+4VBE+38vgHgC8+nTZrgWOjuEunVFBDklDj5zTZq0ZPMrO0d//fwVEXPNomMd145/h2w7SBUR0m+JM7LYdXgntymW+t2+9mHAmvxsIF0u6HdSCXo+R2Gdt2u0uXM5oJXp20HYn4OARiXWV9oZykulvyIFfD8ZOn7vdJ3Kedn0RL2bgK/R4beRb568C5jN97ByuXXjAOPQPOAnY+fzvj1WPpe3L2AapoU610Odt4LtORQFWnIvJi4B2E2eq1cVH+onj+Nar6cRH578BHCNz5q6r6d8vpwdnFgc1IMFW4fUv40G0bPOryQzz0yDipnCymJvyecWu1aiWbcG3yPoIvP+sy/cD18AjTgDvs1GDxUHBUixvAuYHZ6OyqvY9gNB4nqgANFjdkdYbJ2Egx98rpl+KkeOm6zpQb321tnmTt0Nl3rd75/O3oaA3iHkdIxVhbxnX4DCDNTvSWcFKibcDnN+IbcNFjdevz3FN3xFNBzE5iAeGS4t32i2UGh6rq2wiB8P7Ya4rvPwP8zNIavZ9wYElHBI6sVPyDh3cDzifetGHn/4duIvdl7bi3iXhpoXIqn75N1ez6Uvr2tp/ZBJ/5AZ+doELp3Wbbro3n1NwT5k7Gmrt2QzeBpyLhOtGWjx5vuPLwaOFOpHfet5nuy57RvdsNl0dynppawzlFTGJzK7WwDtynK0HBCtTSpQJqVZm2ylZTp/JrtXDfTsvGdsuDj4yS/Q1gOiQ2vWhx98YmMgopntaKd9VLxmEk7Z8sRPaWH3HAASadGjjsd82cN0kvWBXLdLuLufGTsk3iDhvjS5OI3ScxnYqebk2rIUBVg31mXAmrNVBJJrmUqrPZ8VzNxBLlEpy7D3JvvKwWGUM1DnnlegxbngwfHIWPe09sUlfB+eLQ+hqbp7aYtJ0jRXKUiM0dWw1xRHWV58AzmLpMVdkcH8Vv1pA5Y8QsEeuugACXrdU8cH3knpHsmsRx557P0q6FBcn9IcENuP+wdeoU66PF0q4Ie95ocW/o3LEHLMaBJZ2pwuc2mxRA6Q3q+aonV2lBZ+eo6lWg32vMS0OllBLcmzXzcVy1ARkzIrRKmoAbhabpJKFGoZ0Jk9bk+LBot8PyjCfA8YL30A+EMufbImxtngSpGUeX7RXHd54oZ1/woqeexD2pz1k9qkjusKFAM8nVbcDd06OptY2dllqCm/oRoNreAOC4VoPjwQHB8ZOnWN85TlUuDqViY3Q0SeHellnaMM8IAtVAOnvCgSUdEbhkJboLu+NGEo2a4b2dyTYwaTsCKOd+725cSyCOpqe8FxpKkX6Rk8ssaXSqpb6bnCfSW6zRovdp/kovMKq4FxbCRC+qnYu2Kkg1Y4wVbVGpQmwUdLFSnhBKkvH/A5ujI6kvpat3qyFzQyV1CqDdaZX10Wry9BtHqaqmy0Rx2Xqd1Kmbcmn2mxw/eQpgIJ8LGPYbbkfnAb+QFBFqpzqfTN07u4Q8OCJQrSzBDe4iwIElHZg10veltintKSZNmDRi6rLSOUCtfs03pu7z/qI4n9qfU8YTVi/ZpLq6GsomS6OmJxjt6V/fMaTOrpO2iXX5elvaeoyoBnUkgLZhpenJxasxpYJqFNut2KrDRO8lTXt9J40m91YIGRymrSb1SdOGYNwjMYnpIakyV3hzCxeRTCr1K13ofrN7Nja57DxwER9werhnYzNpACaNZk48Cuk99WmslpFzLUFkkHT2iANLOuo8wKDzIIPcSaCM1bH/bYAaudj3UE03uMpJqy/wcrexXZpS5kk7fZh3qiSZ1u0doolAJem296rfFlNpWXwRUBvZ0MUjqVSBXBzZ7Dh1pSdfbTW5e0uUzo5vN6jC6kgYR4LYaQLZrNQS1XmBlH28UVm/SbV23mxXNgZM3Vq53WMHXFi44/jJpHEweJW4LSynBcuYrL0sX0epBq/JveDAko5QkAPdZOQJxGPRQmXuBm1J/ZUfNiLxh+dVX0olpWrM0vX4tD0QyEKLWktCsXKplBb9UGacIpLEUjhMmNrMyESrerZTwE61Eu/D7i+Sd6tsNRqC6OKDPL7dMK4kqSptcjgyrhjHbBBNUpnZPWryeEt9Kxw37Lw9//K3tTFg0rCPcRpw4eCO4ydpCWMm8yB183/lUlOVQeGw+6JwL5DBprNnHFjSQWYJwiY/L8nMvXweyZATTFLXGEG4cl7E9ygll5JkQqod35f8/1R/T7nMK0e7cpkk46QU+x7+jwRi0olXjYmg1LmaTNvUqUm1ku7XyL2SoOqYEvcSqYR1EY5vN2GvIhGORCYxtWQlYVBaXTuN9qpFvX2nKRi/JBoLjO2bXHxk+oALB7fdezL7vuOyjMyEH0i++eI8O+1+MXiv7Q0Hl3TIDflzyxQzuS/ro/j9uaqYzEwNN9tuf8OltBLq05wkHHn02VvsXL5ik6y8qEaCsWu6DA0aY29oeyKyE/H0G0YnYvaYzlgrGlab9t41GiSXaRsyMTSAtEFaObpSZYlMvQdRqSLxZGQEo+7e+4jdjk/awh6n/QSjbjJa5OE34NzDJJtubITjozjwyp+vywYyfxG5FIgg9TB49oIDTTp92M090tt6So80bysQcpVNSTDz3IUzqcNIoCriaorzyXBfBHlm5EJHMiXEG/RVEdvCKugEYl3zX5gJVUYOFWHy94S8UgUS2mo0JU/daZT1OIuXOvaJ8/IwQ29dEAxRLdJG70CvrkvX9dTt885lz0Fygiml1FrgymFDu/MSRjYQiMXMJ6Va1Y758dK3XcmyIQL1sGLZEw4s6Zj6bK8++IsIxk9yfVJML8Fkera2cyOm6iQXqZG2oWomCyf9jGScR5l4KcUnFC1IptPPVSDOyO/hyGpbZzNTG3YaTR594zrsZjqJ+vRaYK3utvaGnJySnctJKqVkmTJCFA4a0EktpUEYgvQS9hbS7NrMS8mtjv2CwW87MeD8wx3HgyqtzMBumJd/r0+q8e/wciFUg6SzJxxY0imxKAisdJmGWXIpL81sJO0Ci4Czj4hJKdFdGKfuminfV9UcQ3dOMm008o9SfYvUcwDbLWlLh1hJcjFWLV0VojcYIaAVuuy6yTAfr8lJOpdUzMbS9NhkzJUdSFJLoxR7DkVCozsu6bdyK1sJ20r4X8iX99LRgPMPRjgw+3vZ770oWBpykslCFpYRFOoaGWw6e8OBJx0L3Oyz3ZSuu2HlPV9NBrOqr3CwMK7T2XSNDo8AACAASURBVE/QFq1GaL3Sne9LyTNHZdaLwqMsXFfNJZg+bDU6Y6/KYpG8SpCerAyFZyCujKF2dfqYKfMUK11WbTLx5zz8dSbA2erX7oFUV05SnspLlYz9P6jWzi94woHc/dmPP++V6jGPi/w4WxZkIJ0948CSjhIG17xxUA7U3j1yetVm3XSoVT3XjqJemukLkEwVV7QL4mVmPM+KerQgmtKbzWvXTk0sEWhuuwIXv9LjKWa7oZaTvEffi+/r9LYWjyorr3hOs88WAGrHagGpZonGrkt9ivWXLul9hDfg/MKd921m38usIfNsq1YGZheVnZr17Ei1g3ptbziwpOPVOn0STFZ2LrnMt3uksiWh9LkiR2IJH+sZxwI0vgeFlGNkMk96SdX0vEOnpm2v2qq7NtpcimtLA7wQHAN87tQya4PVN4kqMC+JzHY2fEzXSV5HIKrOhdxIztrvDMh5v/te9zb+oToj6VQ6m15nwPmBuzc2kzRjP03ypWH3fWv8sO/zPjUsU70mIoMjwR5x1khHRNaAPwNWYzu/o6r/j4i8HPhe4M5Y9Efi3hGIyMuAFxA8bF+iqu+Ix59At3Po24CX6i6ysUCKWocuncxevczmSSUzJOPJpjg2peq1CRkBtXEyLMe+nS/JxMrNu/NT03ZGWvErepMkvBThP/e1VVGoNeh3QU5SiaujrLd0EDCSATKyMR29SSh99jivXsvaICe8edOAr2+p6VAG7Au2Dbmh/Gn8d09IJX1YuTJWa56qfd8QLliXaRF5BvBc4CrCo/ss8Ieq+t/PRntnU9LZBr5GVU+IyBj4cxGxbaZ/TlX/oy8sIo8lbMv6OOChwDtF5DFxy+pXAy8E3ksgnWey65bVs6n8F+Uqg13sKUYqM8GRPUTTExPgpY4qrbBtUg3H5xFjak77y5Rk02blw+ep9wZzqrV5hFMa5z1BeHmvj1j68lqVBNW2bZbM1MjGeyh1aXGKDekKFVrvz1VKWsX9lFi0R9CA+weecErV2CIsKlaqkWF2EbUseedCzEggIq8CHgO8Abg1Hn4Y8BIReZaqvnTZbZ410omSyIn4dRz/Fq0pnwO8SVW3gRtE5DrgSSJyI3BUVf8SQETeQGDlXUhndzsNMJs1eeZGesgmHjeCsUnTCGFekk4rM48M+/rbV9d2cBHrXIytS4m8Zm0z0Hl1mXRTBtj1SQ1Waeas5z73tdNoSXx5AkYv/ZnNxZSZ3iMpy4/n+uxHUSWB0P29pXPuvndLYX/nfZsD8ZxDlIRj/5eOPn60+Z14w7iarXc/ORFPC3LB7qfzbFV9THlQRH4b+CRw4ZAOgIjUwAeBRwG/rKrvE5FnAS8WkW8HPgD8gKp+niDavdddfms8NqFjYH98D+0vOOcmyxlngMI+I+2UiYwyUmixoMdZovETrMc8Muq7NhwP/+80NvHPqrO8qqs00tciKQeVZkTBTKyK1evLlE4AVqYiJxV7LCbNWVOtut1RIUv1M3buzaqaGfvLLAItZveadZcV6aLRS5QS09IzCw9YCu7eCE4DPn2SwS88TI1m522X2L1uG+Kx7F0+5cJVr22JyJNU9a+K418BbJ2NBs8q6UTV2ONF5FLg90Xkiwmqsp8gjKGfAP4/4Lvpl3L71LV2fAYi8kKCGo6rr746HHNG+RkPtJ4dQL16DKkDIUgVjeb5pLob+sr51VqfxLDjLPt9aiwv3ZSeauNqdvO1pp315vHvW1+9/tUxacfXOSlJ0ktNOIKxfUwLtZmXYvz9W9smKVXunI/d8XEZ3jZlZNiXCsXusYSfpAZp5/5H6aVmsJ+lLkiolFZ9OqUZR4H4/25hEMvChaheA74TeLWIXEK3uL8auC+eWzruF+81Vb1XRN4FPNPbckTkPwNvjV9vJdys4WEEg9at8XN5vK+da4FrAZ7w5V+uPmLf7wEzMVpR8FOUFWl6JJJ5MS3zVmX++zyfh63SdYx+FVlJMKNKQtoZzV+2UvXUhyy32Zy2S1IpiTJ3V40SR9wS21LZWAl/70YstmmWJ4lk64nkUdqUYFHcRVfeE45ve7cVsK2g7z2xyaVHBuI527j3RCAbm6f34lk2j1QgdxqaBwtLQHex354BgvfahbeJm6p+CHiyiDyYoEES4FZVvf1stXk2vdeuACaRcNaBpwM/LSIPUdXbYrF/Avxd/PwW4I0i8rMER4JHA3+lqo2IbIjIU4D3Ad8O/OJu7StBavHf/eTZJ2301tNjCyhdfMvjRnWVwKlpONjnebaIWJK9oxJEg6uwlVdVps5NzCczLCWWkPa9q7O0sfSRZx+MXEbVrK3EPkO+66q/j3kwCagG+jKD9zkm2H3UWTu57r4Pi1fD3bF7T2wiIsMuomcRSWqdQzqQk8rp7inVl1XdZ/7wi1BL+7QvCBeqTQeASDK3R/L53Nls62xKOg8BXh/tOhXwZlV9q4j8hog8njDv3wj8KwBV/aiIvBn4GDAFvj+q5wC+j85l+u3swYnAUBoe0/HTWOGUG4T1tWHDbbtHegl1dNeX9hcjgkrC/jHQTbQmmZSeY97obpLZtM3tQw25fcl7sxkWqSQ8UfrP9qO0Mf2POUhUIkna6UMil552YX58RSZdxf99clBfbkbyY3bh4O0Cvm8lNjZPccmhgXiWjY3NU7uSjGE3j1OTXBLKbTuysoF4pnHLPluELoUrlmzTEZFnAj9PSPX+q6r6yjnlvoJgC/9nqvo7+2zzAcD1wL8A/nA/dS3C2fRe+wjwZT3Hv23BNa8AXtFz/APAF59W+4TEkKdjOE6Swh7L7zSae1W5eqDfyG8Ek9k5YgBmyDGWk0yq0/3faFCBmbzSp/or+7AI3ohv7bfuZa4k37cHzBHB22r8ucUqsUXBe77vnmjKrALl9XlsUkfcAlSFJ1x+H4v7emLzFEcG4lkq9kIufqGTJdEt00z1wLbt2JHRTHCpb19ZpmOJLG3n0LhQ/2Xg6wjmhfeLyFtU9WM95X4aeMdSGobnA38CfA8XIumcayizE3cJW+n4/GC9aTMipm0PyWjucWOr7VJtNrNCx7bBDuWsTGkYtzoseNL315f1bXRqtp57jn2tCxdve+lHPTOvr6cWZtybYdZJoE9NVsKek3cMMEeHcSKcWUL03nNdv2bVa/b7pl0j6Q8QLK8psXlqi0Praz1nBpwuNk9t7SmUobL9pfZAMhD2eMpU6JbL0JXJ3sulkU2ACMtMg/Mk4DpVvT7ULW8ihJR8rCj3fwK/S/A0Wwa+ixCO8keFGWSpOLCk4z2qFg2wcnKctJp5WvmcX62CxpiQ0hW5JBo/MfoXyhvMvY0FSPvQWJkd1WwCbwrbjLk9azwWMjZDi3YeeISte/v04/a/tenvx/d7dkIIMBJOzgTSSRSeUEpppCSrefFCfXFC4kjP1xHuJ++nVy3a+Xll+56PXwSc2tpifW0gnv1g69SpGTVmClew37cklzl5C41kSpQLzXkks2TOAU5rE7cHisgH3PdroxOU4SrgFvf9VuDJWWsiVxFs4l/DEkhHRJ4I3KWqt8RYyO8Cfmq/9fbhwJLOqK644uihzCXTq2C6BJR5IkobNj75pLkx1yIpJsTO+e2O8+SVs84DGcnEhdyokhRgaupAL7WENvJ78xO09pzvW/WnZ+A+i3T73Xi7jJ9svb0JOntOLbk0VtrIbH+difNUS88pkXkkvWpWKuvLNNCqSVjWf/stXNxOeY8slmysTDg+63J+ttxrL0aksIWeLOmzhV1QtraJZOYl8eyz0fZmIyAnoKXFbolQjfc8nd6lqk9cVFvPsbKXrwJ+KDpa7bXdRXgB8Gvx828A72YgnTNDX9zFPRubYfBZEk5n4IYwgCs69926loyUWpy6rJLeFboRgaqmekSExkkhfoJLq2s0enHFST4SokkVoYHZQdZGu5BX85VkZGjQpGbrVIua/g9R/rlEpWg2OYd7DNkcfEqbFAwqOXE07pml1aiGfjTFjtnzMlmn/qqRn/OUyxYUeR3+2ZWR6Z6Q1G0ZHg9kGRQGNduZ49TWFmGtJSDhbQvjKn6OZCR9ko1UjHUaPptUZDF2qkzqVRCZUaVVPfKMUO74u0xHgqW5TM8LH/F4IvCmOHYfCDxbRKaq+gen25iIHCKkFnsJgKreKSKfEJGnqeq7zqD/C3HgSacPl11yiDuOn8xWyr2ZkcltMua55VVKimVG7vKb9V3fSlDNeXjVWqjL22KURtW5KsvMtVlf43Wdl5vOlCvJzuJxOlWdJOP7KPlFx2sdCTaqjEQYV5a+RjKpqa4kk5CsvU4V2UlOoV/ds+ojnE5tmR8vPdrK2J7u/KyUMy89yjx7Q9/YGHD6CLaattt4cNGOudBJRaqckhVERt1CQzqVt0eSfpgVGUpJp3Fq8f1ATk+9thveDzxaRB4JfIaQk/J5voCqPjK1LfI64K1nQjgRE+DJqjpxx77jDOvaFRcl6UCUOjSPtC/VYZA7DKzF/Pqtxsm3nbVTzDN32iTsXwR7ARoN0o8RhU3iq5UUROT6hYZ31klLSYIx7y0CgyS1ntWvEo31/bNo38vaqKZsA0YqyXXaqQuhCECNz9jUXovmbW9LKzEbid4RwTyyATKJpiyzG9FkfdMGFLZPbrB6+JIFdzGgD9I2YfzM2/wQKLOD0DbsjNaD1FKRtBFtQRSeZErVWZ8zUalmX4p6SqBakveaqk5F5MUEr7QaeG0MKXlRPP+apTTUtTcB7iiO3ddXVkR+YQ9V3qeqPzrv5EVLOtOe1VHTago69MO/Ag6Nq4wkStVVX+4zv7KHbtL19aQykqvdZry/6IjJe89lKWuizaNvZrfr68qp1NqurVJXbp581l/ffyMVswPZeaujKV58g5/k573n/pmktPQwE99TEk52r5qTSgnfp3kpUqz+PEffYg+qAfOx67MryUhbTsgao2Jcpjg3t8gpSciwq/eq5Ntr7BfLjNPRsN3L24pjvWSjqt+5tIZ3x3OAf79LmR8GBtIp0bTOVkI3ESZbjQiHxxI9wpSdtpvs+4I7DWV+NpNSjCzsmDkDmPrMPMyUQAZZKhprV3SGHPycOVdy8eqE2HGTeoJarpPSyhgZu9T65u8ruTCXUoHkthDfz2TDonO28E4XZXlvb7N3ui+32jzppk+NNi+6PbVpUl0z7S034PSxevgStk9udAd6SOiEjllxGWJHaXHUkcw8L9Ey715pg/Wf03vYmnp5Ceq103MkuJDxc6r6+kUFYpDpXFwUT6kPD7vsCNfftTH3/PpIkq0m2WXcRFvCx9B4VZZdZySj7rOp0fwE3/ZcO9tW99lW5E0bSCkr56Qn+z+RjbsWZqWrMsDUe+D566FbURopWBGvTkztp+cnWdseuQt356Ke7tX1e97aMpdm8n71wRNOaLjHdTeqg7ZPHGf1yLEFtQ3oQyKe8tlGycbbLT252MIPchurfe/7n+K7qYN9GMUypRxkqTad8xaq+qr9lrloSQeClGGD9+hKlUhGNUg2ZrPpi2EpAzXtfGnAN9tJmiR7xqXF1nSSVL/xOqmv2vy4zyQ9T20VJusomcQJP8UaxbpLT7Zpm2cCaKPhplNtzUoyhnl7A/XtpNqH0u3bS0hILt0sstvY+UXpVFIqlTIQcV7MyIAzwvZ990A9DiTTNtExIG45QXjXJq1J+x3J+PFt6LPF+uMztp22i7nbaXRmL559Q5arXjvXEJHXA5uELWn+rjj3DIJH3Z+q6o3u+Her6mt3q/uiJp1jq1VaRVlizr5sAoa+RJnQL/3Yqs2CN9viZdAoNfnvZnfxEkCyb1SdG7SXSoKKLnyuitcnczJQzbzTlLiC1K7NUg1oRJUIwKSVQqLqIxD/rCCXfqwuSweUe9jZ8+gyFZTOAjmZdMeBOWq2fhtSX1JI+9wHrUZIM0Ha6ZCN+gywevQyjp88FaTXahTzAfYTTSnlN21/tgvzXqsrSdfXlSSisWweTRvHY6zTtgHpy25xplhiRoLzAb8EXAN8G/BDdlBE/gPwlcCHgB8RkVepqiVgfjEwkM483HpP2NS0lGLmbbQWXopYxsXa1JW5GofvRiRWzXZ8EebFzHiUG5lB1DxoTi5eEvLOBU18o0wK8eXsfKPdC52CMgW2p13sjr9GJHdiqEWoi6zWhlY7koV8BankkqXtGBruMd/107zY+laiZcocf36eFJUlhexLCNmn7mkbZLrF5vho592koLJCW61A/zAZsAC3Hz/JOJJDnwo5z5/XLTTqSmiRtCCcaJkvEJrGVHFdhbUbD3UlSZuRyChKUMuIrhFZXu61cw0RqYBPqOr7CWl2PL4e+LLoYfdyws4AX6Cq/xd7FBovWtLpVlPdQLcsyV51ZpKArfhNXTYyt+GoF566Fymo5bq2elfZc9QFXoLJVAVOIkorNNd/LxEZwZQqhlJdZy9do8pKLYkwPSH4vtbFmDKS8aqKyGHJ6WBUSDLQQyoyewxySYbymnRf/Wqz0jazK9G0DdLssDk+Gu69HkG9imin++9zIhmwdzz42GFuu/fkrMtzUc72U0reZW4gT0xiifO7eaGaCnWl6gK5j4yrFIfTQqbNgI7AloULWb0mIm8EXkQwfX0QOCYiP6uqP1MUHamGSN24bc03ANeKyH8FVvbS1oX7lPaBm+85MRP3AmECN8Jp2s59t1HNPNvAdMS5VKMK04aZuo2QWjSffCMRTGNdXnJIjgtOn+3bMWJLWaFjMOlOo0za8OdVa63mROadBFrtUv2k43R9Nqmn75mV+wkZ4QCZe3W6Z2YJpw/l4b3EUmTast3Kpy3JFWkm6HidndVjmTG7aUNqokmbG56bNkygA04fNhx8XJsW75DtHGvZOFpgp9W06aG4a4SOcMzJpAIOR8Jp3G9mY932pOqz1Z4xovfaXv7OUzw2xuY8l+Cqbaq1Ep8Wka+2L6raqOoLgE8Af38vDZ23T+Bs4VN3bLBS5/ElNlF677ROpdVvD5i2uU3G23VK20qmVpLoDq2gMUizThH9ocwkSlUdaZCRXil9Wdul0d++jqMuvJTAYNZhoVNxSaZWs3vyKrtZ54FO0gnfc5tMFpg5R5WGu95UaX3nfP2+3z63V29siJ1rJmzWh0IuvXoVC241gzPkjhVePaqqXH/XBl/wwCFI9HThs394x5JW8yS1gfDzZLXdhm+zL2QtsBrTaGhcfPWp7Wb7s+9bAuIYXl4anHOBsYiMCaTzS6o6EZG+p/MtfRer6o+KyKv30tBFRTqfuiO4SNvull5KMdWYGdtLR4Fc99yV9y7JZhMp7TdNJJlaJIu/sawCRjDtAkNBE9UM6SUVTfYWIwAjH2/TCe108IRh9zmqc6I0Cac8VmauTnXG/2fzr+WkURKNneuuzwmoL8iztNv4LMVzSSY+iFOywqiKQ75aYQRJNZruU/OJ0R+zlfOAM8fDLjvCDS5UwUvkIt17WUncpdaTkhtf6+MwAM0+o1Fa905AkKty7JhJ3/ZL9oUlnAkuZPUa8J8Im2p+GPgzEXk4MJOVQFVPzatAVT+zl4YuGtK57s5uoJsI76WHSsOKfmcXx32bsMciWVYBkTC/TSwjtQUySrdvjUlOHYnluclMehGBnaalaWFcd3nNcsmhuy5pioq+eunKe/347CM+2WEp0bQSPd7UtSs5yZgU07WZSzNlihq/PfGiLaaFbt/7jGAsd1c7x0Zjz3q6xc7qMSx5ahtXDf73Nem2T9Vik2Eicrptvw2fumODR185SDuni5121ksTOieUWsg2OVypc280Vdia6kIJxgeJ2rsGlmutG8tLg1zYpKOqvwD4FDc3icg/7CsrIiPCdgzffSZtnbWnJCJrIvJXIvJhEfmoiPxYPH6ZiPyJiHwq/v8Ad83LROS6mOH0Ge74E0Tkb+O5X5DTTJb0iTvui/XkRGO2FLO5mP3E/5VoCeW3pm24vu02dps0yrgOgYx1JSkDtX02GwEE8hlXFSJwatKmRJqTRtmJBs+VUUcAVpf1PcX19GXSldmXqq66a00fXiGJZCYxLsmTaOahV8XJIDpb+Oza8TfCgjitrE0adRX2CRpnz6WQgtxf7eqv0JC3q22Qdhr+vGtz20Azid5m2zSjNZrRGjurx5hGktlp2qRuMclmJ54znf9Oo2xPw+9qv63ZxnaaoOoxu9kg7ewPX3jlUR595SWJ4MeVpEwEoyokkl0fVayOKsYVyVZptpmQrirfgrxE437rNkmp0VutWjLhABC81/bydz5CRF4qIkcl4NdE5EOEvXrKckeAPyIkJT0jnE1JZxv4GlU9EXWFfy4ibwf+KSGo6JUi8sOEPD0/JCKPJWRTfRzwUOCdIvIYVW2AVwMvJOwF/jZCGu6376UT1925kVRNfiVvNo8KoZXOWD7RPMeZN76bpIKEAbwzDSRjGNdd7AnkKiuv+lIN3mVGUuNamDRKXQWi6bO7QK6GM0nE7DXJBlXl6j3vhGBqBO8sYPV6dfSsB1nu6uz3wUnX0KnGxNUxbx+bsl7vbZZJMV5l1nZ7IGzV6zPBrVppuvnG3a/3YApOGJ2qzEurWD3axUVVYiQIIyT1OfwWyj0bm1x2yRCvcyZYHwnr4/CW+GzPlp7Ke7n5jPAGb38tjwmdfbFKKvPZgO5lLSDkApd0gO9W1Z+Pi/0rCJu4/Trwx0W5dwGvV9U92W/6cNZIR8PoOBG/juOfEhLGPS0efz3hJn4oHn+Tqm4DN4jIdcCTRORG4Kiq/iWAhF3tnsseSOe6OzeyAVnaTlSDqF8m08RN8hKX3zYxnZq2caUkrI2qzrgf65xMO6NzXYVjaXLVXE3mx6gRlp1PEo12wZmecKxvFiw6qjuvttDm7POo3H2FZzlb1l5SOz/P26wkGaunXH12JNTV2RFMM59gHAkB7IzWqSPBB6Nznh4FcmcQTyImze40mmVzSO62XiKM6hwzYJuax3Aky1zBQDj7wEot+JgZmDX6W7xOHzmUthnIx5qRTNpIsHgnTNpfCuSCz71mD+LZwK+r6ofnaJSOke9qeto4q09JRGqCz/ejCOkU3iciD7K9t1X1NhG5Mha/iiDJGG6Nxybxc3m8r70XEiQirrnmmszLq89pAPJBVxE2WfMk1DSd5FKLUI+sviCptKrJa8Y+m60mkAhQKWhu3zGUe8sYrNhKXWXfK4TRqCvTGUc7laB5qhmplTE3JhVBbqPpJLT5nmYpSwDd9fHZ96adSRtpaZBSEsnMxM10z+UkK1GP7/od1VpCRxatqU/sWfQQjJH05qTp1J8irI4qRk6tM06/cXfvh8eS2rGVuLntDhq2/cPHPllMjh8V8+wy6Xx8n+rivZonvfhsHn2B3vuCCFJd0N5rHxSRPwYeCbxMRC6hP1nDPwB+X0RUVf/wTBo6q6QTVWOPF5FLCR394gXF+355XXC8r71rgWsBHvelX6ZNGySQ0vbhJR5PMHbOx6dUIom4NqcN4zgZViJsRXXP9rRNxLM9bZ3UEl6UyVQZVxVV3Uk9/r0wldxKVRWp/Z0nV7rH2QmvXMFVEpwFvE3GXrhaoKr61WWLpBno1Gbz9qRJUoz3JuuTXhy2qtXQJycJrcdzVtfJRjK3diMdWyUHu03wfJq0wSZ2YmfKVrT8n9iZ8vcuO8Tl63XKIOGlOAiqnuTRGNvfaRZtVzFzKwNOE1595onCCCZtjV7l+z9ZgGhTXOu9S/2iynujNlGVkbJ4tDBnOjl9XNik8wLg8cD1qropIpcTVGwZoqDwdcAbgfOPdAwxcvVdBFvM50TkIbHzD6HbPGjeFq23xs/l8T20261kSldokRAfYxOVwQ/+VgNZmP3HCMdWVWujiq1IMoZxLV28jVMdBRtBkGoSqUTnAptwzehZiWSxPV4lZA4Bi1bafbFF3rHAYiI6x4Kw0jQbhn9pw+pTeomt+zy7LsgIp6+z2gaVGTnhhGvDNthThUYr1kfC1rR1q+KuSlOxmMQiAmt1xQPWa5o2HPcE43O6rdb5mJi0uV1hpsuaT5QD9ocuAW0Os7WWv5u39fTBxq0f6wBf8MBLMu/Vzl60OEzh9CD0ZvO9cKDAYwlpbn4cOAz07s2uqhsi8k/OtKGzRjoicgUwiYSzDjwd+GngLYStUF8Z/ze2fAshj8/PEhwJHg38lao2IrIhIk8B3gd8O/CL7BGW2K+bMLpzLXlq81q6fdaNrGy1bKoqL8E0kZSMiCZNdyx4cVWZmguCJFSJsDKSlMQQOoeGsVQzpNK1nafE8fEstoKH/jm+z7ZSJtH0hExxrpRy7HlZeVGF1m1DXNhkkAppp+yMD6c+jHpkWFWYqqnTwrGdJkwNlRAIUBUERqOKQ7GOYIcRbj8xYW3UPXD/LFdrAXKJxhONSJdCxe/P4p0SiMevuezIbOcHnBFKd3WTyO2ctl32jz6U2gBTn3lC6SMrkS5UYt8QkAs7OPRXCI/wawiks0HIu/YVfYUtFc6Z4GxKOg8BXh/tOhXwZlV9q4j8JfBmEXkBcDMxwjVux/pm4GPAFPj+qJ4D+D7gdQTNy9vZgxNBn3G9dAc2PX4Zb5MyL1dd7rDNScOkbRPBjKuKtVFHOJUI4xrG5oLsEhBOYgDouBYXNZ33t0Wz/pj31DyVgd1jLZ0aLZdQZve3MfjYnNK7LElUTq1mdo5edVobnQH6iIYg8XiiqcvO0PXXMEoSoD2LjhFXaqGOgUYiQQV2Kro4AxxZqWN9yqjKA02hI5quXc0+l3aEieblhrxry4Nql7sPcqLx3oVeYwH5osjg7XdWxttqvuhBR1NweGbzERj12stPEyIw2lPqsfMVT1bVLxeRvwZQ1c+LyNwbEpGvB34CeDiBRyRcpkd3a+hseq99BPiynuN3A18755pXAK/oOf4BYJE9qBcVYZYU6ewz3m3YB0xWCJO2jd5K3SQ+aduo2unUXmujinFVMWlb50wQ1GqTtg2ENK6C6qfppItJtDt4ycd7q03abktp30fo8gLx4wAAIABJREFUf9GSfUFMTZEXMrItVWv4lzdOtK1dG5+J2cKMlCQ8wIx4ALSqoaV/WwCp2B6tp3a9arFP/Zc+OxVYej7mFFFJ2NmzDQutnabObV+x/hXHbp5w+lAar71jQomKEFU/YP+wxUxN7kiQtjhwmgk/tv3iCmYJx6uXH3VFF7xrx0bFOFyGtlS44LNMT6KAoJA0VYvWWK8ihL/8rZ6mvvmC9vFbBHE5w0x1Bbn+2MewAGlvFyQMYgvStBgaQyAPTft2bE81OgMElRpZG/nsGiLjJRn3LS7H2hrX0LYsXNWV8TbpuCUQg8xmY9dkNh334rVCUFmleoKbcAOIuWhH6UMlpppXTR55IlXwXCBPR6PASrMd0890EmEffM608D38PwJU6nQ/5m6t1YitRhlXOamMq84G4J9V31vRlzHap7+xKPjTjEUecBooHQm0+L2keEe9tF9qKCyeCujNi/eoKzrbjpHN0sxzwoXuSPALwO8DV4rIK4BvBn50QflbgL87XcKBA0w6ls7Tx+RAN2gt+aXX5zYxKn9b2yTFQOdAYLYCk26MGMx5wOJ3LN7GkAirzScvIxwRUt3J8aHKicJgL0vnYdaRq39BTbqxbvhkiX4OnTXidnvbpIwCpmaLmQW8p5q0MRtA26l4VSpOylpI4QOsFI4CMEsyROJSkY5YxKSahkpbZOckp1aOpd/KZDaTitIE1hO/4aUW/554dZo9O1+Hfy4AVz1gyC69LNgz9dncS+nS22v8eDbCsWDtvWYYKLUHy8suIRc06ajqb4nIBwlaKAGeq6ofX3DJDwJvE5F3ExIBWD0/u1tbB5Z0pEzEWXViuPfRhyBlpB0t3cw4aTs7i50TsVQcYYzZCssinu17d02nX65c0taSPAy9G7m5MiXh+Hu08/a/X8VbChBLPirxfhp8fc5bLTxEVJUmGt/tM0ZyBIIRcaq1SB6m3pqboHMOfGaCysX0aL3CzuqxIIFZUCcmnc6fODqbWCexeEkIcsLpJqRBujnbuOoBh9NmimBjPycen20jXzjkdkdf3qvUdoPP5r5fLFO9JiLPBH6esMfcr6rqK4vzz6fb0fME8H2q+uEzbKsCPqKqXwz87z1e9orY7hp73EfHcGBJB5jR9VsSR5HgzWKeZHUVMglAmCTN1Xm1rkKamuiNBmHCswBD6IirjvaebiO3zlbjE3mCOTfk13kjfmbndMf6JB+Dl9r6HAvsGXTPJlezJVJwJGHeWxAm+JnMBG2btm82wtFqFNRpzMtCMIdwiuPe5XpSrWTuysGuY/edzxi7qdOgU6HZAsKjKiY3U7ENDgTLxw13bSTNgDJrQ0tqM69CLTQWpxsvZe+Q0CX/XApkeZJOtK38MvB1hJCR94vIW1T1Y67YDcBXR4P/swjxiU8+k/ZUtY05Mq9R1Zv3eNllqvqPzqS9A0s6IRW9xk2dogoqTqTm6ZRcnaddqhnzTKtEmEhwIDA7DFVMionSVvlobSgyRktn99BC7VVKQ9ZPv+ryBs4Z4rAXsJCc+p9Dd750ntDYtmAu251tp4mqQBWoCRJO02hUrxGzAddUowrVcSIfaXY4JFM29BArNaluTG2WUmL3kEzqdJse1qRaybJB1wv0KOYG7aUbmLWG2jOZ2qZgxYrZL1T8/joPv3xwIFg2UgZ2dyz9FsVv0mpuiyntOzBfyvGea3272e4bIsh4ad5rTwKuU9XrQ9XyJkKasEQ6qvoXrvx7yWMZzwQPAT4qIn8FnHTtfOOc8u8UkX+kqmVutl1xYEkHcFmTu5Q1pge2rAFVMfkDjKsg4ayM6rjC7sqNR50e2hwMJinYJ08AWklI5EkkKCvX51wwriXlb6tEusmanCxye8ysraTP4GqnQ715brdQj10TDibvOboJ2dLN1yIh83OzgzQTaHa4uzrGSr3CaLQay0qKnwnqtCZzMAgdjcSiIbanXTnMNJGpPZeub1UQtTJC8VJNHnE+K+V5ScnuaVR3EqG1V0pD9vsMWC6uj3vqZB6kceyUOdPAqckFcBKqKnzBHtRp3rtte6rZ+7EcyOkEhz5QRD7gvl8bs6kYriLPb3Yri6WYF7DHBMgL8GOnWf77gR8UkW1CqjLhXLtMn2uE9ChtF9xpE6oEVVfj7DgAq3Wd5VAzRwEjnJJgbAuDSoRVF+WYB48GSamZgOVlq6P6bhwHaF3B2MWd+H1yUpxNnPT93Fd6p/nV4Tw1nCdPC0wtX5NKZj38TLUW9tZpqCanoJ1yux5hrV5nPQZmmp0oqdMioSREopF2ymZ9CImOCUrwVtPYr1ElKRg09DteboTQI9GU0kyfqrJ2qYEsTX4m1TgHEE8zg3VnufCbuEFnt2nRzMY4dmMqbU/QckZ7GHWLDtLmiUHNviSJRzgd9dpdqvrEXWor0bvykbDnzQuAr9pr43PwbFX9IX9ARH4aeHdxbKSqU1U9442kLmjH8t2wNW2dzSRPIDmuqvS3WtcpTQ24ZIDaSSh1FQJEk2u0dHu+TJpgH9qetilWx5KCmtRkhNblicrHUJAg8o2tWveieAeB9OK4c+bc0KfjbrQbsUldSKc66gzpGm1f3X4kk1azfWmmVLTjEHvzkOldTFrYajR5k7Ua+yUSvdGKIRaDRc3dXCHlVWtaTQlO9zIPzFulVuQD20g7xG9IRlCdCm2WcMT1bZB1loMb7tpIGR784kjS70OSrIVACicnLaemYb+jM90074sedDRz6unTDuwPIeHnXv72gHkpwfIWRb4E+FXgOTH+cT/4up5jz+o59l4R+QMReZGIPOJMGjqwkg4a3JC7bQbi/wjjmN4mST9VICi/62fVSso4QBX3vokJOZupsuWmrrETq0spxnb/zPdh6fdI0zkSikln9sK0aGYT8shcQjHbS27U73OTtmtFwgqzlpDherRzgntYp4kbmdWiISvA6jFk9RgPMMmmbRBLIKFgG6ztjNY7O07QGQI5wUAgq1ElPckbAzEK+b445XPz95bUhLFNs5k1TZs815qoNjXSSxKgsxfMy54w4PTw0dvuY1ST9n7yCIs0txVF4QzjQx6+5KHHzrgPH7zl3pR6atJoyi4yXmZA5/Lqej/waBF5JPAZwj5jz/MFROQa4PeAb1PVT55pQyLyfcC/Bv6eiHzEnboE+F9leVV9ooStrJ8FvEpErgL+nKDee3fcmmYhDi7pQJI6TFIxtVcVbTrmqTaZdOlt/EA0YrKyQPJ2s0DSbtKTjBS880LSH0fX42RL7zFmzrPTeJIpvfLSajH2b1R1decr/s5LrhZhfSSsnryTu1cu79yFlfBPJWHL7PFhjs6ozJqOWFTZqlapUoAorjOBXFZdLrREEFWeHdjbaKBLjdIRRHefafsBp1K0si3QpO0H8tx61oHevVm0SAKpHQG1Co998K6q6gEF/va242k8b0+VqXRxaAZva/GaBW97BXj8VZfuqy911XmUro6EsS55RSEVsqQ0OKo6FZEXA+8grJ1eG9OEvSiefw3w74HLgV+Ji6zpLiq7eXgjgTD+A2FDTcOGqt4zp383Aa8BXhM36HwqIZnzT4rInar6jxc1eGBJp0XZbpqYPaAL3qS15JyhFAR7DsDaWr5SWauqzG0TvKttlIocGWhcNhspWLoNTzoZZJZc/Gevaksk4uZa6PaBmXEMkI5kDo0rTk3bSF7E3FbKiYmyuXJ5kmz67DLBHZrO28ykF+sXJN1Tq7Bqz8nZ0Oy+5pGM+mPF/VeEPvfmUTM1oXa/R+Oem/c8S89GOqmpTKfv7UCZ/n/QrZ0W3nvTPRwah3eqodt7qlNvF6rlqnNSgSBh+2e/DJuLLSq3p20KibA5oXSbPyMIy5R0UNW3EXZJ9sde4z5/D/A9S2jnOHBcRH4UuF1Vt0XkacCXiMgbVPXeXa6fAP8j/hEln4U4sKQDnWrLXKBtgGXbLLsR3RcgCrMEAH7Dsy4vWOld5svPg5/QZlRFToJR97kMuAz9sOuig4NrY6fJI7dXHCGVJIO2SOMSyEZJxq4VFzNRSViVHqrtQJXIRp36ahHJQO7SnO7D5Xnr7FEdMU1nRJigpukjGUOw38TPThq1Zz5tAhHZnkiVSLDTqfLBW+7lCVfvb7V9MeAjnz0OdHtMmfbAcg6WnpNgmUC0I4EYwL3dNFi+w/3ixE4Y050jjW09UmXzwZlCkAs9y/TvAk8UkUcBv0bM+k/YSTRBRP4n802cqqq9eTU9Dizp1CJcuj5KK+By184udQrZsW6FLb1qmNIImY67VTL0k828FOreHdRPwJ5grE6ftmWlll5Vm5BPtgsJRltIkf/h2Fa9nq6tKiBN9sJqBSPCdUrFeNQ5C2hUz5mqypwLrG99WQCCJGOqy45k7Hor61ejpjabtF0marve36cnPUu14oMMzbsQ95z9ilwEVkezW00M6Mff3hYI53DM9O1VxeO6Cx+YTHMVp0lC41qg6dTgAeH3eO9N9/CUh192Rv1696fvSuPBEvOOa2FcW7LYJYhSwtKCQ88R2qjW+6fAq1T1Fy3jdIF/23PsKYS0OHf0nJvBgSUdMMN8RzZ1JTOrmjJWx+8RU/f4UHkVTKizrM8azyUkc9dNqrY4WSaXYTp7jK/SPOTqjDh8f/LAxnJVmKnJIBBMJJeTskYlNVCHeqqcHNYsAFYIMoFEvzCpaOMLNm2Vtp31/OrzovPpZ4JXYXpUiWR8fAyEY8GDrpDspNsrCTrJahpTHe007UKi6JNYWzTlwDOisWzbk0b3NfFdDGhaTSEKpR0VOnWmjdFJq0yalkPjmkoks6GOS6/HfeDQuE62oUqEdqSJeJa3oJALnXQmIvIvCPuVfUM8Ni4LqeoH7bOIfDXw74BV4EWquqdYoQNNOp1o3w2uSaOsuLgacxowKSRNNprvzeE3SMu2uG4l2XxU883UMnKgm+Ds/LgKq/hxJWxNQ8bkzq5ibXeVlIGe1rfUhsYEnJpLLqItJ6pDsc46qa5MK6aqrDFFqQLB6DS4O9M5B7RVCJQNnkaapAgPT3elBJK0+SKJ2KaugkkM5J32sJUAqyNJ2w6YrcYIaadps4zdkC8mTHL1tjHVcGt+wgk5+DqRygKADa0q7/zUnTz90VfM9PFixXuuv5vj21PqKBWmZLhm06vyd8E7Bxwa15nEc2g8TvadeRqK08V7b7onLSSaFibapr5ZGqxl4QLf2uC7gBcBr1DVG6Ln3G/2FRSRZxDIZiuW/5+n09CBJh3vkWaTjSccVWglN1Ym76UITzhGLCORmAk6TmquvbRHiJNY6ko4OWlT6nWTWmylLyIcWclVTPNIJXSy7TZOs05HctmoDiHU0f7S1VkSTEjPU8UcZ2ETAwG0GtGOVjuCaaNXl5Gye76mzvPkkjbi0px0TZqZRqnI0hGJOw8uVoPcRrMzbTmx3WaZvL1HoS0yjWD8niqVxOh27TKJGyZtULHZCt36HVbqkvZSOrJSx7guBkS8/+bPA3DJSs2kjd5m42Aj8Tvqepht1T6XJGW/A+SJdCsR/uYz9562F5t3iQ5ZSLwq9bRveT5EoJ4RDC4YxLxuL3HfbyDs7pxBRN4PXAH8DPCX8diXu+s+tFtbZ3O76quBNwAPJixQr1XVnxeRlwPfC9wZi/5I9NRARF5GiK5tgJeo6jvi8SfQ7Rz6NuCle9nHwQgjrZroXgJv0EyqFum8zqx8XXV2hi6rQZdCxau9NnbaWHe0VTip5ehKNSO1QG5nAUcsySWs2AI6kstxOUQldScVRbIb0RGBqrLebgWxP/lpN0gzRetxUJPVY6jHSXrQJs/UUMYNGXnUQpqAfRGLqZm2nd0FyCQQe/6jKpdepjGv3U6Moyh/J78NtXmzJWJBUryH33Rv0gay34peS5uTllpCmUtWw/Bv2hjIW1dRbVexFt+MQ+N8d9haKt5/8+f5imsewMWMd3/6Lg6N62z33LTVgIMnGftuWTuoNBGBd5OeJ32ciVTi2y6zi/itRfYPgSWqBM9jnCRkl/5m4JvIX38lbHe9EGdT0pkCP6CqHxKRS4APisifxHM/p6r/0RcWkccSgqAeBzyUkFDuMXHL6lcDLyQktnsbwSd8of5Q6fzy/WrHr4C7HGMdufggTr9yN6lmVAnHt5vkaeNzeV26lut0S/VaP7nE3iqdYT8GVooGO8oJWaNpqzDRxj6P6VRvlYR7Xd/+PNQraDWKxpxYuG3Q0Sh8r0ZMdDVJFo1bWUKXYsZgJOIDJf3nJL1ot+FZnwOGJ4dGA7HYNhO+fNqjyAXYhjbz+KemDcRhk4i5x5v3WSXCZlzKHhrX1JUwadoYMKwcWxul7OF+MvPEZrCME6ujbkL8yGeP7ytY8ULHkZVRYROZ3V4DOicBCM+5caNrc9IkiWhtXLnftpNGLczB5zTcKz54y70px2KSbqsuP6Kp25eVW28m+8YBhKo+bb91nM3tqm8DboufN0Tk44REdvPwHOBNMaL1BhG5DniSiNwIHFVVE+XeADyXXUjH21Bssho5TjBDdrf9gLe5RBWZhAl9q1GaJmQEaBUOj6tUpi+DgFe3hT7H41rM6FE9JpFkfK6yu3U9pW6pBepaZiSlplXWdQeZbqH1Cjo+FKQaq68CHa0GiSZO9kIeeAlzjP7ueaTuJoNwRzZ2fYqxKV5gM/BboGWjuXoLukj1Mk2Jt5/ZdVvTQCSbkyaqxnKVDHTJSY1YDCa11I4Ya+lSFNnjtah1m5zsvA8SvthhiwHbi8oCro1gSvWnpV8axzx9triwlFFMK+pKoz2na8McESYNZ+SyXu766/tmKa2W4rTw/7P37kGyZVl532/tc05mVtWt++jb3TPNME8YwIAlYHiFkRSSkEISIQthC2Rkgx5YyARI6OUQSBFGEh4HISFkAtlYw8sazEMjIMzDCISwYIzEAAMeCZgRaGB6Rt3T3bf7dt1bdasy8zz28h97r332OXmyqm533e65t70iKirz5Hnnyf3ttda3viW8IjwdEfm0s0JoZ63zkuR0okbPpwK/AHwO8FUi8qXAuwne0AEBkN6VbfZEXNbE1+PlU8f5coJHxGOvee2gGDMXezSvxgQvjSE2DomVTjhpPLMsNzLoKZMde0xtHpxXlovpl/UhM/FtkJrxPRFh5rLK+8FxYNYuQRzSrkLCv4pSM76LYFOgZYm6XiXbcjJ5on4MNk42gcYAxYAmV3Ee06AtVGaLDCjG0jZGvMhtEQd4a7TntPeI1m0AmM6TvBc7z873jLPKSRr8imzAs9ku9JTofPDrVLlTt0knLwiB9udjbStSW4u4r1dymC3cx/i8ErzKk4Z07/OQ5KwUHI5V61Poc7cqmJVCpUXyVCt16ftJHqhT/AsEnDEzNfd6OjbB6MWZbP7w7wMTkR9le90NE60NvisWj552sd9BGO8n7Z6DjohcIhQe/WVVPRSRbwW+nnChXw/8A+DPMX0ResryzYVBHvxtAJ/0Oz9VRSy53YONhdfypD70SXARoe76AdpmuWMlgPGM9yxvJnzWV/WjnmfbWdw2sHYWZQ94eejMK+zUt/v9tDValOg8ih92DYgGsHFlKtDMaczdCGxSTUsKI/Z1LbZtNwIW85DGigDQ191YbY5pavUsPKgyz8+Wd5EKbbmfzgd18KbTQW4Goq7dIJcmFBUb+lnj2bSx0CyMA7BqPEfrLgHWvChSuKhwYQZvk4C8difM5vM6klemfcbrrvFvHr9JF4FmXhR4F+9x6QYhUFqHV8+icswoOFq3nDTdgGhggG/h0hwYXkho7T1P3krbmbe0bsPv2RWbgHQhdn+y1yzN8V8Q8u/GWPti4PGJ9a8Av8zpoPPsKZ/dW9CJujw/CHyPqv4QgKo+k33+bcCPxbfblFWfYNigaFJxdePY9CBjgGFSG8Ysy70ae113gbo8Lqjsz3l0nOTFjE5gWydMVZ5pynT80vUSNGZ5sed8dRDfeMS36GwXv3Ml8n0juaCoQjxZgiJADjCW+M8tH7jDcXRQ0JmH33JZmnw/Y8AxjyqPdJlEj0eTTL2dTy4z03WbQDOVVO49ml5hor9n/TUVLoCYhd2qogebvDX5onTMy5Ara71y0nQ9mEWwsXyC5YvuRLKITUZeyd6OsfkWVciTpaLPth/U92YFdRuJIU1kGmbfVeV61YIxpdm+3xeruwYM9P/GdhHYoyIhl3qfmar+LICIfL2q/p7sox8VkXdOrP+GF3vMe8leE4Kb9T5V/aZs+WMx3wPwBcCvxdc/AnyviHwTgUjwZuAXVbUTkSMR+WxCeO5LgW85x/GZuTDjtSJCG+iHOZvAejJG1iyL208m/U+b4E55Nep5rinpVICCygWhTcsXDRSegVkOMl0TdrHYh4LANBM38mwc6opAmkASJyEHiMBukw0ANTn/XDomz8+cBTR9O4P+OObF2FEUwEsKm9kuGq+sGp/Ufi3sYeGaeYyP52Eyq+EYy9eIBIALFGtNAgshrCMDIAv05zIluC2ZDT2oNZ2ybvwg92Rho92qSPIulr94pUrk2MSgbvv82FhWKqrP9ArtGcNtTH0H0r21e/9CAMekeMzDyT2lPGeYCEQX5fDc3zmdR0TkTVm30jcSqNEXbvcSmj8H+BLgV0XkPXHZ3wS+WEQ+hTAePQ78BYCoovoOQkvWFvjKyFwD+Ap6yvQ/5xxd8gqBK/MigYyT0PES9azVDeT+Z/Gh3KArTwHMyIMxM0/m+baMuQ9JM7mdMgcyGQzKBjLS1kh9HJL+lx7BL3bCPrsG6erwQMf+NL7aTcf1GmppoM+dSLz+8QDQafAo8ssa52ymzMCmGXlQ4ThBRSGXvDGAiTn/oBAQZ7s2s4VwftbLyCwfiCwMateVy6oUSNToikQDi1xqP+O245igq7HVzKOxZbbdOqqNG7jkOn2m1VU5l/TYbH+vVPvs1z/EL33ooCcIZN/DZj1Ov53lzYZFpEMV+Bdb3O9EqMohIcW84OB122R0mgx09yb3O+j8FeBnROS34/s3EMfmi7Z7yV77Oabjfj8+scy2eSvw1onl7wY++W6O75yw5zroGupyJwxAIiAFs+zZSDkY9dMPzQTI5N0wn11bMzeHRjCbFeGhznMmCWSa2H68q5F6ic736HauhiiZb5BmCV2N8y1a7aDlPPxlv0Lv+z4wedIrp2TnjcnGIpjbgCb/8RlpIA/VbXhJ2is3GGnAPJCc/ZUa38Ww2ICFN0G1Ld1QnLUizJJXsUme5V5cBJ51DKPls+hxjyMToKyKgt2qSJ5KXs8DvWeVWFOZbILtc6oe5YUULj4INgaXouzzhzlrLZ9oWI4sz5PlHsn4ebhbs2cDwvMzc4KTnnGamjDKNHnmhdr9TJlW1Z8QkTcDnxAX/fvz9MZ5IXb/BSHPa6p0rgJXUTB0oYfhsggg+QOzDWgiMD3fuFSrYq2q83DZmHRQdeG7k+YEaWu6S4/gZ5dwO4G5VqzvIPUJfvcafraXQM1ixCqSciZmuUacWReLI3OgkfjXZUAD08y1HGhyGZOcjWa5GCCFs/JBxs7JBpIwKPUhsal+Qen49MSPxivLJoTFrM13yOVoYrCl+2v1Nr4fvKxRVyj0dFyelywbn8JpXvv9mBK5XUPj+7BfDi550ju3ixq07kdblK6XC3Iae0b1YDP2aHJ6NZA8kXzClMJfDn7jxiEf/+jd9TJaFI7STedwrU1G4STIRrVrZHVyMTfjPgadaG8heDgl8DujVuLb8xVy9YEpe1kVCV52yx5iGAHNlE3lY6Ldbh3gEAnyMrPCCAabFGr7wVW+DgWe7Qq8D4BSPYSopmR/B5RFhYhDynl/KhnYdHGUzzXkwrVk+8mAJgc8n3kiYzNJn16SxmaI4cIM5MI6vQczLuYM++pvtH0Uwm59vgpCSMwGGVvHPJpV51k1feK/ci5RbTtVjuoWa/9t+l3j41oSOrDUBNcK664DHJ3vhSjXbRtCe6VLAGJyOGb2PVqdRw40+azcxe/glejlAInKPi6yhV4ZPGeRWWgt1c9oFlKN8kWzIjwXplhxN/b07WMuzVwi5xhRx8Lrrj5m7faCuAeCVAuoFi/+RohwPwt+ish3Ax8DvIegCAMhkPL20ar/4JTdKC+zIsHLbibfv/3z6c8OWpfaHod6nbA8d8XzkBZAEb0ZVCnUx9CYDMDEzsd1LTObFVmH56zzpre9a3a8uK1KQaumAtAPkgaCAy/HBnthQAzocyT2uSQ15ToLk3V+WKBp/412nmNPmqW6YXgD+tCb1Up19KEyk6kJoa9sII8z5Tp6UbtVsTETbv1Qt8sGtHVGobOckSX99+exuZjRaLvo7UQws+PnyWcbIPtC4iGR4ZVeMDoId+pmhf84N5bnwXqiT/CGy5hzmcVJxd2ypUPhdtaEsF1TF/PwvCJ080v3bNC7n8NrwKcDn3iWvJiq/r4Xe6AHFnROA5wpsFlqQeNj8aXrZ+fbqNMQcjB4n5L8+DCAiW+hXW8XAFQF7RhI1UTVgHDMzDPzFmoraNXRNEMigIXOBgAkPaB4egUBk+wxKrN5OXWWE9G0bjyPmLSH8D8AW3+cXEooT9qOiQRASPDHbRdlFM9sQ7OuOY5Z1D4z0DPdvDCI9ee86vywgJBebqVTTV0rLWfTZFXzqygaCj2RAdjYV56DMJHYMZFBYRAyfCXawANEE/kDLGQ7lLSZIoqIRKBxQln0rNMxGeYsu3OypBJAO9beBTCrFlSqTLr7cOqk9O5M7tc6HbNfI9TpPHXWigAisgv8VeB1qvrlMR/08ar6Y2ds+uCCzthyCjPiUFdyWPtBrU6gS4fVpvrSALh2Pcr/KNKtwbfgypj030nHVFcGeZtIf04jeWSiqSsSwDg10ArbeYRGQw2EZvzdPEeTJKWyc/WQANRrTMZLYNR1Xqn9UC0gl6AJA0G6tH6f2udbynJIOggFnRqPHf5bqMzqI0oXamUarxzXHUd1y96s4NLccQlH20XV6bjfVeNrCqpyAAAgAElEQVRjo63AfDI9taoIPe5tMGvUJw/H7E7dDgDEPuvQQcV8bmO1ATuWzeBt9U6DWkLhwndggPOrT93mP33slaXF9t6nDzeW5fk9A5VcDUQikBjrcVaEyUfp4v0GSgHU4yVMCJarFTuL84XAPJLIQhuF2mYXBjSZCfd7Tudh4L0i8otAIhBMKBKYfRehSPQ/i++fAP4Zfd3lVnugQceAZkVJ3ZnHUoTQmQ9aXDBMYo5p09LVw536DtHQs0ZdGWplyjmhj1FmXQOuCGw0V4T1zCPKHnrXNWl5i4v5GYk0aB0UVJrnmzdDcwSQsfCZ6bU5pzQ+bHPS9ACTh74SjTQbf3M/Ko+Hm1pB3YViznSPZUg+KCRo3O1VgTped6HfDTH04qTvo6Lag5XtC3rmXcVQHyuvjbEcjBMJ3SZHjLIBXfqUCnRjrZlacqqbyryXMFAGYDIAsjBRHq58pdh7nz5M318ebgQGNPIcsGdFCJlVWTF06SQ8/66kibdQgVahcMG/3gocExYc0mxHcG8AZtLkfgedv32X63+Mqv7J2PgNVV3KWLNriz2woKNAI2WYsdLX4kAGLCa42WZeiJmFyroaLYJcTQIPRgnDrsnCZKEyWWJoTcsyHtMn1egeXBRNwatwTubBjOsHbJlqaKJmuZ7QBkCzBmtMssRE+pYNYX9DtYbeMwikgk6VVpVaw7nlsjW5nFDwpoJ0kOnVAaxaTTmXJLwac1G2becDgJlHYefVdIEwkDdQGxPEjIFmA769t0FvLBppr3OGnSrMytCy2B6JPGRog2oiPoxAxkcQMrB7/7NHfOwj+zyIduP2MY2Ho9pyYD1RZAwmAuxUDteFEoBltT94fm1sCp5tmXI5Q1bp8De6Ojlmsbu3cV6rk+PhgtGkLi3eElK/ULuPQceUCe7CahHZIQ5cIvIxZB7SafbAgo4AJX4aUFLCwiUdtLCcsMwVkd7lQ6J/6mGKyzS2C4CYd/E2Gw9MN592XUTpf92gVOehMmN9tV5Ztn0tTJ5nMdvUgyMlTHMgsUFyrArgfb8NEahEht6OhUZKF27PSjN5mVE8XzX4ZYkg4PoBOadW54lmH68NY8lp78mYHle65RkAhPcy+DpBeo8rPtkOoXJhYBx0fM3MUkZ2j/sCx+FrkVDzUUif/DYArlyvTfcg2c2jEwS4NCsofJM82NwsjJuzOQ1QmO1TRQ9S7EaPASB+/2fZ+s7toC1oIelMlX1QXhAnhYPusVkY22xxkV6Q3J8yOCLyc6r6u0TkiOG3IICq6ja++tcBPwG8VkS+hyAG8GfOc8z77y6d2yIHP4bHtJj1gCJEOvMyLHfFAIg0S+4zC7MrX1R918vRjyS97PygYHNcfFk66UNUXgedMXO9NXtvHkHfVC7WstjhRoBk4TO7lFQ7RPBelm3QN9uprFlZDyZNTNBvABuCSAjVmc0K1wOZZgwyCfsx9YHdquj13eg9HtsvWMvusK8AcC5dx2ZDsH5ws1zVeH8UDLwmO3Y6X3RTiy6el7EU81m85fp2K4dr1xxr/5Ox71l5MAEHSD2SQu+iIhJRwmf27VjNC7AJKBJ50X77AD/wQrJuuOLbPoTtytC+wyYaEnI3aJwcpjYh4OLrAobDqJ9oFXoXRIUz7QL3JSJ/GPhmwmV8u6p+w+hziZ9/HnAC/Jnz1MiMTVV/V/x/Vy66qv6UiPwK8NmER+GrVfW582z74IKOetz6TlBjLhdDDr3vmWPi2wAyJpoJKQwm6vHWVbPTPo8imdIy/Y8vf77ttU3UW68su37Gb3UxhfQ5GxffW8sF6GeOdryCXsom91zyQbooetBbNn0Xzr2qYLcaHrP2faI9UYAZimnavjvtGWmp4jvLh1mO6NJcUHWpUZtDBnmk9DVkFOw8vFXG9+m6XJ83cPT3LT+Pqd97In9oAEQ79thvHYTQpM/hiMBO6VjQcqeBEKjtv/NcbftBBR0I92JckxaWD2vhJvMn5/Am+rbpwwdR4yQx9yDGHs6px8sYpRuWz0wuxOORCwuviUgB/C/AHyQk6H9JRH4ktpQ2+yMEfco3A59FaHT5WS/imH8XeCfw86p6fMp67wW+h9D77LeA/+tuj/Xggo5RjTPAUVcipmXW1lDOUpOz3Cyx30nRezb0Cfx8pjwGnDEI5W2b8wJO8zBs/VkhqTbIzMDG8gitD8SCdRfOoYqV/pJRvGGYnN+phEvSf82dhtoXo0ZbkahHUwvoXO3APATrw5N7UolWrj0Ne9V52tZICMPQGPTtDWy7dN5j0JD+WKrgJXpDI3RJADH6HoCNkGSBDBrPja9VFZzr65B2SoeqsqQItU7ah0LDvew9AVMmf9DMcjRmJow7KFTOmxFO2Lb6lQ0Px/YlodhLi+y3OT7GRohuEHeN7332EFmctOjX16DcflF2gXU6nwm8PxPf/H5Ck8scdD4feHusq3mXiFwdiSnfrT0O/CngW2Ko7f8B3qmqPzxa74sJHZ7/hYg8B3wf8A5VPVP532wr6JwS6yO+fx74+6r6v573YC+picMvLmeZdIdrlsjydqA1z2KXzTycFteDwKAZs5IMcAwMcoAZDzed0ofjIEl99DmUYKlAc5Qp93FAy0U2LREf1s+PFTynfLC0gtBChLrzqcgyXabkx+69i9xz6XQzB2I5DM3uj5O+d05qZ5B5LsmDkn4ZBACayrPY/s1zyrcZ24BsMfH5eLtcQNQrIcem4fizbGc7MdZm33ceKrXvs/GaFMztXJ49POGRy7s8aGZgY9/vJOBMSUqxHYyATfDIf5MZ4GwLwW0166A7OBGXtklgox66CwKe84POwyLy7uz922IvMLPXAP8xe/8Em17M1Dqv4Zx1NmNT1e8EvlNEXg18EfDXCQ0x90fr/Vvg3wJfG5X//yQB9N4PfJ+qfttZx9oKOmfF+kTkOvBvgI9Q0MncZxGkPkbWx+hsB6120cgu6xORBa5rgndzysOcD3IyWmZA1GQhK3vs08A0OEUZbJ/2oSbGaWKUOvA0bJC2gX4e2zFYyMko1K1X6khTzhua2X6KOOjbPs1jGuur5Wy11mvqc99fk0SQy0N92Zgg/XnnA7TlxlKYzfX3QCRr+hZ3Y7tLocYRoIxxycKI+b01M5JACBcqsyLk20Tg+sKx6nqPNg+dqYYQn5fgnQ5p2jyQZkochfRK7XZjJz0PP+LUZ4NxHsIOL3pCjoW1+5UjoOXeSB6HHa03CKHnwGTMUTsl25/9L158wEdFUr7pHPacqn76KZ9P7Wj8dJ1nnXObiHw78InAMwQv508Ap+aIVPVdBMD5YeAfAv8IeOGgc5ap6s3YtvQj06SPz8jqKORuFvtJUFNiHY3FizuvtFLiTxk5bNYLmxTePoQW3ueFm4X0VNF8tp8TAmzfqkPvxvIi+aBtHsmsHFZsN8kL6r0WY4MZ3bcc/TBMZSC3nHZdFNG7EgsLyiBkZetCD1w52NixhTzPZVXpWR7K9XmdDTCJ12ztGcbnm3egzItCzaa+0vweWwHjzAmXZkPAMW/W8m1WYGvfXU4BNuLG0cmS/d2dzYPeh2YhVyF+56N7mfIxYyZoTsbJ1p16PbYBkG2bAObLjQg09XnmJYn6ADT5sV15MbmYjJ15AbatoeXdrnM3dp2QMr5FiGI9p6pbXUAR+QxCqO2/JITm3kYoDj3TXhTEv4j44Uti0q6R+gQtZ/jFtQBAUZ5Gyzk+Fh92MXRgg0tueVHm+DPowcZyJLZuzjILM/jo1dDnhkw1IOxHY76gT/JDP+PPY+nmrWjcLjGtrOJH+0E3n+3nr238sG2TJ0WYwRtbLQcGay2dep9kRIDc2zOQKVyfQwnH729gr2OW3SsZ3rf0HcT/Sn8PxpYntQfhfYbUZwNIW2dWCPNCeGin7L+7CQ+nHQ0o4+Z76V5NPST3sdn1FU4Q3w28kUkvJ6tX2whd5+tMhNwGhILzJvgHsxzbkQ7zNTkQuhJ8G1q+V4sw6bygXMwFOrq/BLw5NlJ7kpBD+VOjdX4E+KqY7/ks4PaLGY9V9QsAROQ/Af4Q8K9EpFDVvGszIvI/EUJqB8D3A5+jqk/czbEeYCJBmHX53WtxFO6CZxOTkwY4Lk7fph6YAWEg81Ys/GVgY2axfxGhwFhXo31C+pHkhYsOUkgthZOiRyGEWHrfm6RnuVmivRDSoJ0mefRhsXGe1Y5nAGUezKrzacYeZGZ6L8YTETHW7TgTKM28jBTii8vKiUF4fE/cxOscfFI4y7yYjT1ujjt5jZKF63JtuVkRaNGLSIceE0TGNhUKza8seYHx/clyxe7OBagXv4x252QJREBXHXoMZgYQFlnI69fGNiIFDD4agU0Ke58FCHkfrAiK/Xn5/vP4J/VJkJ+qFn25xAVYPlF80ftSbUXkq4CfJHgf3xmbXP538fP/jdCX7POA9xMo03/2xRxTRP4o8LuB3wNcA/5vQphtbGvgj6jqb77QY93LdtWvJchiv5owTrxNVb9ZRB4C/inwBoJb9kWqehC3+VrgywglmX9JVX8yLn8LfefQHydwwk//imNCUrom5G9coESbnpPlNKZaAtgDlIdOzIwckHspOXU2V8a13MrgtOKyqTCcj4QAYKONrmmllbHQUbX3DuxYBiB5g6zEo5gIB/ZhLElKAamuJo4jTk1DCwrnBiH1Pn+TeTDxf8gXDT27MTMvv3d2L8i2zy0fGlx2z9IVZF5OHo4bHi98yaHRXtD8ytUScoJIHkod2xhsoN9Pft53oxn2kWg5Q018Oxzgc+AwiacpO2+fqiwcBpnXM7XLidzPJNjkx/cteI/OdqN3Ex4Sqbeyg+/azhqS7nJfP86o4WUEG3utwFde2AEDBfudwDefxkRT1b8DICJfuuXzt591oHvp6bTAX1PVXxGRfeCXReSnCFWrP62q3yAiXwN8DfA3ROQTCW7kJwEfBfxLEfm42LL6WwlMincRvog/zFktq1VDMVlR0cahMKd/5u2VDXDGs5Xcq+k6PxjojGpsA3IAk+n+HzYQhSR8D2g+nocBjQFKbl30fMpYyGmgZWNb7tmEa5HUITEP9aXP431oMladeVeWZ4HMu4rnmFosSA8s4iyctynbA0OgkOzDHBhym6IcG9vPPJS0b+mPPQjJSX9/NoBLTP9r4zCD4/kBIMdzZhhGG3s+Oesvz3mtlksWO/dffme1XIZ76v2ohibzHDjDozEbgcc2oJliwOXAM0U2kBxk1IdSCTcCujgOhPeKrO8E8sAFytZcpKfzcpiq3i2AfUb2egF8LoF48PKBTowvPhVfH4nI+wiUvs8Hfm9c7Z8APwP8jbj8+2OL1A9ECt5nisjjwGVV/XkAEXk78Mc5A3RUCupiHupF4rJxom8MNHlMX2FAd85n9hAH70JSDY2F1GAIYp03DbJ4DjHhaKGvwvWsrXEIDPrEv33mJQunRZsV0kvMMAzhOQJ4pGZvkMgShQit9lIhljRuvCYPpYjXeVqqQkYfThGMButngDMIV03kZLyyAeQ5OOX33fYn2b4NfExwMv8u8m2GgDactY49tVSYOjiP4XXkkivbdMM+Em2sZZZ3zB3bBuCcAjZjcsCQkTbyaCzZ78qhOkjOZht7XUZ7di55NIlgoB53cjA8x3qJFlW/3os1fXBVKaZMVf9i/l5ErgDffZ5tX5Kcjoi8AfhU4BeAV1nCS1WfEpFH42qvIXgyZsY7b+Lr8fKp43w5wSPita99bV/vMeH25iE0Myv2G3sP41BSyHf0NTtuNBg13mpcIgjosLjSPAgYDtBDtedNmXjoQ2ppAKQvULT3Pe05LDcQsfxKTgm3dtv5uVj4bgwag6R/dp4bw9EpADVFIbf7nacGzHLq9bjGaZuZ5zkrhIULO7WW38mDGz0T+URhcILZe6H/LvLvbVIJWf1mGOgj3NZ3biPjJP/EgzCooRnbVBFnnqcxsMkBw9Y1LyVTY9/wfnKl9hgyS5TnchbyNHYOkbWKaigIF4evdgLQQCATSTE5PrwQu8jw2n1oJwR1hDPtnoOOiFwCfhD4y6p6eErV9tQHesryzYWhwOptAJ/2lreoI7R0Hqud555NXlvT7yc//5iXcL3Cs0eyGH4AgNYrdTfUFwt0536mnYfVUsLc9p+F8kyZucr2ledH+sZp9pnQdgZqMgBTy2WEfYdixpw51l+nJDqFhaemPAybExqgnTVHHP8Q82s1ryzPTU3aGUAzzhUVAosi1k2opvqJPOSWh97Geartx9l8vaE5NhosTy2M/Ei0CWWAjWLNqW0YhcdGhIBBUj9/D0hWnKlS9qCifkhptmVdG8DJleBj65FqEcJvXQ2+xa2PIQINrsQv9oM6SZTW8Vanx2YY9gXdNqYJLveTRdXo16nqb5xj3R+lH1IdocbnHec5zj0FHRGpCIDzPar6Q3HxMybXICKPATfi8m288yfi6/Hy048dwcFCSeMwmr1u/bARWgCJdP6DhHfeRdTApfWKj0WaRRbGCtThMCibuoDtMx+oi3g+SWlALD8ggwG7yMCmGADUkKqbEuARfDqvlEWufdYP/MDG9dk5mW0Nq038UMfhSjuP/Lx6Kvg0YI1DXePlY/ZYvqoQ++JolzwMlWkxyuSFDOpMfJjpbzPvpwfecwDL+ugW8/2rZ673ctn66FZ6nfQIRbZTircBTfxsIw9k//O8ix+CslYRFCx8lqs25/srSuhapDlGF7F2vasRcbjVEbI6grLCV7vobKf3jkYKJGPV6Rdr97OjIyL/OfCNwAx4o4h8CvB3dXsTt2/MXrfAB89Lnb6X7DUBvgN4n6p+U/bRjwB/GviG+P+Hs+XfKyLfRCASvBn4RVXtROQoSi78AvClwLecdXylbzwGWfI+y9fE88RpT4XOa06gH9iSYnNcz/TNUp1NBl7mJQzyBE4GoNfL8vdgMy4etSl+/pPvlCRp4yRLfCdAIm0Twmnj42y/PgOMnEyg2XrQu57bXFDJ7pXda2EIFqftfxzmyo/R51Iy8KKnK1e+Bh8HlM4P6z4makMEYi+k/IYMB9iN5PUov5HnJjT3cjaq8l/8bPpeWQIcCwkW1WBwHttGPib3aqbABpC2b4aoIzDRctYDjHknFiab2BddC0WJFiU0K3AOaWuKoxv4xT5+76HBd5QU5jOP7aIBB+5vIgGhidtnEnLsqOp7Ylpk0vTu++8ku5eezucAXwL8qoi8Jy77mwSweYeIfBnwIeALASIP/R0EUbsW+MrIXAP4CnrK9D/nLOYakM+B7WHwWbIvB4E02G8ZGPJcS06x7vcZcibmKbUxzDbFvHISwmH2molQV24WghrnfvJQe5FtP8Uis+Vjm6Itn0daZrzfbbHsgRcVl53GHBtvl+9/fP5Fdu1Vtw4MCfWhq2t27n231pHasHqgY6BEPLGeyIh6C8Oiw+yLSWeYD5bhioCPbG/HvBst55NahMCEB6MTy2JYsWvRokSadf9Z9DQAkiCveTe2D2uYqD6I8rp+fSvsBtAYkhP1FLeeDuUQu9eyvjoOygxsjL2WXY/9Di8ip6Oj/PB9aK2q3n4pRGvvJXvt59gejf/cLdu8FXjrxPJ3A5981+dAGPDqru+2GaRMNmcl4xk+DAe/vEI/T9SH8wvehw34hRvSZ/NjmVdiDLQc/LLrHbx39LmfZDIMkeWhrdMem/yaxscdA8qUjT208Wd5Ae1g324oBbQthGbnNQaeKZvVRyEU48oU67cBUF0JRYnEz6Zm7RsKw5MyLSHMJF0EsyysNGBWpQ0zIOovIC1bHz7P/PJDk9fzctj68HmABDZ5h9vwwYgYEIuuE4PMLN57FZeS964NjSRTXUx+n4pR7iZTC+hBKngw0iz77r3Z+RR3ngP1fb4GArgUZe/d2DLo30svuXRRJAK479lrvyYifwooROTNwF8iaGteuD2wigRKL/FfCCmZPNbumgIYIJEDbJ1cQsYAx8DLAC1sF48/yLds90SmBt98YK4MCHU69DQONU0Bx7a8TA4EuRlg5Mt7gA3r55/l5AmbPQ4+l6GHNz6n/Oh9KLNfmt9Th+KWByn5rOLA133iPoGDRrBpe/BJB8mYT8aWyim34kJux/ILudlAuRF2095LysN5ZxRHvpxW336uz3WYxzKuj8kpzkZlHrDbfPJapF33Ydh8wI9hLRkz12x/ORstmrR18GwyAoOdgzs5CPuc7YRaPFei1bwnCuT3PTE+XA829wAcwoTvvkadvwj8LYLiwPcS1BD+x/NsKCLXgNeq6r87z/oPNOjAZj5halDOB8hEU0YzSRcGdTv5viz3MmaC5fVpp8V6c+9qql7E1jkrrDVOtOceyRhUButmif7x+oPalBFypcFl9H4DvLPXBiZ5G+H+erLXNjLYrNZCK4DUJzEPEz2Q3LMYz9Bt7O+yxHSezIb4P5Nd8UAZ9bm6mFB3/cA3GHDznBFsej5pJs9g4KwPnmZ27dW8XFY//+Hes4BhrBYYCHfCMHyWAYNb3h7eF3EDaRlN3038zI5nXk4ONhK8Gnf8PDrfi22pywSEbn0Hjg+QxSX8zhW0XIT1rB9WnkMbtUcwsPF+M8d7kd7J/Qw5qnpCAJ2/dZ71ReRngD9GwJD3AM+KyM+q6l89a9sHFnSEad0v2JzJd5F9Ng7r5DmgxBDzw23zgtD82OlY9B4KU+uOAYHh/sdFirZswGzL6Nvj87fw3fhWbAtxDckMY7DarG8Req8k143bVjgZzjN6Q+Y9GcNsRDGWZhkb79Vh5lsfp3WmChP7hLEkT8eAhy6E33JiwEYNiO/Cus0q5Ddi/UcCH+ipujD0guIAeWbB5AU2DXtRll83ZIN213s/vkPa1YDSLO16mLNSH+67hbC6BmmjF2phNTPLseReU9firO1INU9sM6vpkYMPo+sVcvUR/NXH8MWsBxvVeN5dAjoDG3UFGvOtuXL8WGMvjxy8WLufiQRRLeYLVfVWfH+NUKz/h7ZsciWWwPy3wHep6teJyCvb04HNXEcONqqbUuT5QGyf5Kwu29bWhX7/+bhqIbyzvKrJRP4oxzOVz5jyXKbMlo8/74tas30Ottue3MlbEEx9NjjPWCNzKlNIPc5ncX3fIes7uNXtMIi7EvEtsj7GRFtxZazfiCBczgIo+ban+OYhlqYNUiiuDMQA1UQ4yNltATCKHpAiA06LMiXGbdDc8ILMKyM+O1k1POm9fQEvT5itPngaaVaIBMFLIIW8xnU40jWBhhyv0+UaZQacrhwM/pbnCeCfhbWKsicI+DaFMsXXFLeeROeX0Goe9hfBW9oVsjxE9x+GazO6chHCaeUi7DuCZAJ6VXAFnQvgZ17NVJlE/ru7SFXw+zu6xsMGOACqepAV7k9ZGUtevohzekdpwxd4gh/xZo9SNxrAW68U1v9l5BUYeEyBz9hbIVtPYCAamrcuPu2ZHv8I8v2etu54djYOddn6U97b1LWcFuoaLLfK+/H6OrpZ+WejHvUbxZJ5glqU4jf/Neo7ZGcPyll/ns7R3b6J29lLs3DKMJC5ah5Cbq6A0aBEWQUg8i2uXQ1l+WNOR2OoKeWF6GfpEr0lAKmX8UX0psTFfZAG7J4tlwFO8pKKMPi6lx501ke3wr00EMj7yojbnPFH+X/pms3vLAeHnGBh3mY0dWXv3eRhNPW4O8+Fw+xexQpAtQzfo9x+Ghb7+EsPp/CZqUInAkMMl6o4KCp8USX1kamxfxx6dkKqobsI3FF00P32PjQvIq9T1Q8BiMjrOd0J/LuEvM+/VtVfEpE3Af/hPAd6YEFnbDbTGXsfRgYwoBjHecehMuj3kYpAZVjHsw00toHLeVz8MVBM/U7y/di+p4kFm6GvgTdyxsmkNsWjeP5GHcwGddg+GK7rfv1f0Tz+Pnzb0C12Ka5cB+/ReoV2cUZbFMhiF788RusVUs4COLmwXOY7gVZrYFNU4RjNEslCL5Kds7oyMKTUh/oQSJ6SdPWgniR5UWa+Cx5DnpvIQnYb+R0LJbryJadNpzocA9xmzUAZ2sKI+UZdGwBlTIbIwGqgBJ3uhfRT/twLtP10LbI+iiBTBQ+0nMfzWiK3noKdy2icLBgLERgy5lwZtNMMsLYATqpPG5FmEsnnohwd7ZXj71P7W8DPicjPxve/hygpNmWq+s/Imrap6m8TGrqdaQ806JgmmTGnLF9isv6WoxGiJ6GaHsREHtDNYkevUBUymCmNn908wZ7ndcahOJ1Ydjc2zrPkOZa0bLTzPOyVsjCjBPm5mFY6kjmx//ks3/ZnJ6LBNSx+4+f48A/8AF3TUi5mXHrNIyweexUyW+BPjvCrE3S9ROY7yGwBswWsTsIhug5dHiPzHZQG9R0cPh/AxxXgCmS+QNcrtK1xe5fD4csqJZkT+6zLPLGiGISbxMgHdhldHQa7/B7F6niKctOzGQ/C0erbzzG78vDZ9/dFWn3rRu+R1CdIuw4DteVfgJzxIsvbg+1TIWUeNpvtRa80XNdG0aw4dJaxyGKxp6yPcbc+DHtX0WKG39nFqOjumf8QvNrZDv7qY2i1Ez2YcuNZ1HIeGGtZPjbc3nCP8yLwULrQM0ETw5RhHvIi/JM4fNy3pqo/ISKfBnw24Rb9FVV9btv6IvJxBPX/V6nqJ4vI7wD+mKqeyXh7oEGn1/gKD1hqbeD7BxSGMV7zcoTeg8nVhce1PDZTGgNH/jpvGz0Gl/PmUqYYX/l2Oa14zAQzYMm9mT5xn8XFYTBTn9QNm1y2SQLY6HXvCtz7fpbf+J//MauDFVI4dq4tWFzfp1jMaI6X8NQzFIs+PFMsZiF85Tto65AcbhtktkCcQ9dL1D53BdLU/eudvRRiU1fg9q8yUBM2TycnLtS9dyPioCh6gIE+dDTIfcQBOROqHF67hR79ds/vgqx+/sPgPa4+xi/2SayvUWv2BKyuTCHDfPKQ1lMfRDHL+XBykQOpSB9Gy62rw74/+Ku4V70h3MvLjybPxN38YPppuOwAACAASURBVJhgLPbR668LXk1Rhf3k3lPMD9m9HzPR8pxNOJ2gi1gydNiNOSlC7IfVf3pRaZ37PLwGocT6BqFVwSfG8fOdW9b9NuC/B/4xgKr+OxH5Xs5Bs36gQQd6wIBhawOvm0yxnKI8lSc57dk87bNhM7HTn/AxeNj/KVHCHESU2N0xP2lLbivbASSj8vbLFWHU7z7ta6Jdcb5LcWi1w/p738rJjQO6Vc2T/+b9nDx3wvzynJ1rC/Y/+grV3gL1HvWe9jiAkB4d41ZrpHCUiznN8ZJi1s/Ky71FCL0B6j1SVuidW2jX4VcnFHv7yGKPIEwOUs1wl64Gr8d7dHkcQnBV1QOQ79CuQ4oCZotE0Q15IAHJ3udgktcwuTKAY+H6nNCIRZfub6wPap75ANWr3rj5nYysefq3AqMLwiDuikQft7CUlrMgcFntpNoWUwJIk4h0sgy/8xiG9G6O6aGl71l9yLEYBTmnOqf9+UBO+OB7kSuPJkKA3Rf36Oui2oGAC+fjyzndox/bq0Pb/TVgTOE7SW1AJEYZUM1CY4L1au3Y1EW037tFE7qYk5zS8LsIu589nchC+2qCtuV7CB7PzwO/f8smu6r6iyNS07momQ806GyEvSYowGZjYMg9k9wVnwpd5d7F2NMYm4W27PWGKWngIpIUbMQYzjZHP/x8HwNZl83Wv4P3MvJSRmGx4qn34W/fROsVfnmMXx3T3nqeYu8SeM/Be38L37S0q5rDDz1Hu2x5/v3PM788Z+/RPR76+Ffz6O/8aLTr6FY1blZSLOYUVcn86iWqvR181wWPBaj2wgDbLmNdTuEodxdIOQtJ//WS7vZNNAbQi71LyHyHopohZRVCaWUPVP7OLVhVIfczW4Dv8Ms6eExxmcwXIfRWzmOX2cyzMc/FFaELrdGJc+KADZ55/xfocyKjsJuxs9onfh2d71M98rq0Tf3cE0PaeFcjqzYO+lV2XllermvxVWwUV1T47BzUvu+Y8DegSmE16T20kOyvKY5vIs0yeEvFDCUUjxZHz4ZambJC57FexpUhyf/6T+mP6UooQqfebv/RNFEZtxHoYiiscKF1eJKYwp77vujacjbQM0q7wW/W/kuiSuc29oisrfxFWfC67mPUCYDzGcC7VPX3icgnAH/nlPWfE5GPIY5OIvIniP3TzrIHGHRkENaCIZiMwWPq/bb6krE5tAcGYMPLHiXdnZ8e4LeGXrLw1TjsNRUG03wma5+1NZLrWMX9FUc3wsAcw1RdBBhtG3R5TNPWtCcr6sNjtPNI4WhXNd3qST78C79Fc6dBCmH34R12ru9RPFry2Gd9LBIVSLXz+KZltr+LFC4A1LKm2luwvnWHrmmp9hbp3IrFDDdbUCxWdKuQ3PdNi3if9iXO0a1qpHBIcYKL3ov6Ar88DqG3NoSUxDloaqhm4bPo5RhASVmFAXIww84AvasRV4bQnnkWRpXObRSe3AAb9anWSHyLn++nbZpnPxQZZdn3WgRauFaLRNFGozimeSPewMg8rTLrB5QVY6pHVkcUd54N4Swr4IznZc+APPQYfnYJv7iM7l2HakFinRUz2t1r8PCb+pxOPEbbP/6DkHUZ6fUdLuRUiK3UY8sRp/365pWMex2FGrrMq7TLg0F4zSzvfku2biIMDEoWLhB0FJr7WwdnpaqrqDYyV9V/LyIff8r6X0loI/MJIvIk8AHgvznPgR5g0Nn0TMZhqnEIC4aeSNpuNIPJa09UZFDcGDYYhqPCybQbn6WTAAYSKum4m57NWMl3IMWvoQDSDeREopSIb0O9S7MOg+byEF0e0/kObRv80S10dYyuV/h6hbgAEL5p8XWLFI6bv/4BmuOaclGy8+g1Xv/7P4liMUM7TxNDZACz/dAkyxUFXdOgnadd1bS3+nXWt+4EgCkcRVVR7i0CKNUtJ089iRSO+vCEcmdGubvAN+Ga0v/OU1Th8XV1i5uViHPBI/Jd8F4We2hb9/mGLKQmLng92oIUVQB0AClCaApAmlCwWPXtphMg+axItegnFJMW+79oUQbSynw/MefCeRll2PVhLd+GiUI8RhKwBEz+QqtL6dnQsg97hbqmOxRZdT9AtxdCk8XJAbTroMbsStorHwUPvS5Qkru6V3G2Wig1xWdFnWPtyj4P6vtQl0PxIsnLMNkiycJdXkftxRlGEqyXlHkrQu9BjIf0EIXYHh67SFA523TDu7rP7AkRuQr8n8BPicgBp7SQiWy1PyAie4BT1aPzHuiBBp0pbyW3BDQZ4Nj/s4oa7fOpXi0bg8/UZznteApoNg7YA5DJxA9m3D7mDXyoKE9aWZD9j0DV1fimDqyvJAcTqcnzBdQrDh9/Cu18CmOVOzMe+ZQ3h3BY01IsZglAAPZmodjQ1yuaw8Ayk8JRFnPa1RpXOGaXd1kf3EEKh6vKkNfpPKtbR3RP32S2v8v61h1cVVLuhP37eHxXlfimpTlexeO0dLMy5X+6VR2Ay3t83eLapu/XY9ddgjbhWr33UK9wi71U8yNlFVKpMAiVSbveEK20HI1AkNnJpXLGNvaKUhJ+SD7I6ccBiCIQjp+JnLCQ/rIHXXv6tvp2MDEJObd5yOWkXIrrxVItXLghkeNizqWgmggn228m76gr5o5klzwmvWzcquw6LFKRg9J4nbNsatXxcS9EZfqC9vNSm4i8UVU/oKpfEBf9bRH5V8AV4CdO2e6rge8CjoBvi8y3r1HVf3HWMR9c0JHpBw625FLMzINgy+xVtvTikM31B4NI/lnuFW3Lp0ycU+qYGGedQheS3bbPVMzYbu7fCiE1sof2LqPVDG1qWJ2E97MF3bNP0hyecOk1jyRQcZYjcUU4fhtoylLOkKqiOz4KHkVc181KfN0mwAq3wFEfneC9R5uWKnoyzcmKneuXcXsLmuMV2nm6rqY+OmF+9RKuCKG0YjFLoTU3C4/t8kboe99UAYi4eZsiflbuLqjqlnJ3B9arnn5dVshsga6X0NT4toGyCstdEV7Pd5BZLA5ta7SkH5Az1taYxbYRdhs1KwutAxaDUGkKgYkbzuSll4JJmnEDIsMIbPLQoLWm2buOq+8EzwkSA8zPLoU6pJgbSmoL3iPahhxNOi8JnqH6MNGK9UleA3gY4ACI7yij/MzgUuKzWQKaRxSy1gJO+o62oj2qOXqQsvbzdlpjy6MP4+X5snF04yI6h97HdTo/ALxFRH5aVT8X4Jy9cv6cqn6ziPwh4FHgzxJA6BUMOtEGDK8zvJexRzKZK5madY623Vp1L46tYor5oGLHmfCQpK1HoMVg3yqxR2i2TwUED108titQWSDikLIK7aljDYvWKxZ7l0PSHcI+V1ECJSoBGHNM5juIcxRAe3g75FjKWQIb33W0J6vkrRSLGcVixurmIc3xCh9Db8d1g3pPtbtDuRdCaW5WDsJ7XQyrzfZ3AxABi+tXWN28HT2nKvx3jnJvQbs8pD46YXF1n3JvgfNdKCqNNTzGcjMKth4fhgLTsgo5orIayPAAqSI+sNWCggIiIxLH6LnpetKGNUgL/8s+j5RGwayeSVwAdvsuR4CT2HEjL6anGcfXsejVjpOuJxIiTP05ec+z3d5Thr74MgdchgN3AiP1Qb0hCX72oa+p350jtnPPyAKM1g/OUk+86VmlMlh3ACoTxxovy/d7EfZSeToi8hDwT4E3AI8DX6SqB6N1Xgu8HXg14Rt5m6p+85ZdOhH5OuDjRGRDrHPUgHNwmPj/8wjaa/9WzsnMeGBBZxD6ypYl2+ZVZJazvQaV54OVzgE251k3p6LmnspYp2tEKhiGVsL5qYTK+42eJ3YciDUoQWZGigKi1yOLPdw8AI5b7OFPDmHvciiibOtQ/2KDiqkD7F6mmi3QekVzcEC5t6Bb1fhlRxc9nnInzLItvObrhmIxpz1ecnLjNu2qpVwcxTDcDvOr+7iqRL2na1pWN2+jndIeL2Nor6DaW7D3mkcS5bo+PGZ9vEKfPWD3kWuo9yxv3qY4CqDpqhJXlcwu71F0XQAZmp7t5wrouuD9RCkemQXPJEj0B69DrLulWq1PNwCfFCqzCYa44JUCzBcpZBZALasdykAkeCwl+CLQlrUHr/y7zJ9Ry0upKwK4RW/FnRz0zdmcQykTsy6NEqoh7DaYIPXqAzkAByAK553Axk4pbuPNQ/HZ/ugBwuptXAZegyFrkMecCGFLf9+2tSQfMzzHyy+6e+hLlNP5GuCnVfUbRORr4vu/MVqnBf6aqv6KiOwDvywiP6Wq753Y338F/HECFuzfxXn8soj8C+CNwNfG45zL17uX7aq/E/ijwA1V/eS47G8Dfx54Nq72N1X1x+NnXwt8GSGq/pdU9Sfj8rfQdw39ceCr9W5b9J0DYNJ5q98Am8lOiqN9DkDkrONtC6WMt81qJvp1A190TN0dEBd8G2o6DJCcG9Gotfd6xIVZvzi6gxsU+6GuhZiQL6oqVe0bq03KKvzf2UOqWfi8rJDFHlXczs1WFIsVi+tXaI5OKBYz2uMVrgp5mDtPPkdzeMzi+hVm+3u0q3X0flpWB8fUh0vcrGB9uKaoHMWswHeewyduU8wce4/us751RLW3CBRsStyswq1qPLC+dRSZcBXa+bjejBI4efoms/0VblZSXb4M80Xwdsyjmy3wZZXCijJbRLBpE6gPiB0pJ9P0oqLikldDBKBQr7I/VLgejbi5fI5HAskhb2428Ny35JCIcxMEqh2Y171SdOaJSbPs5WSq+ebzZ95ZZO/l3pj4Dpf9PhLIiiC+xbkyeeGJpGHPX/Yop9cbMTk3BMB82XlBY2KSNxmtuAB7Cdlrnw/83vj6nxDaSw9AR1WfItKXVfVIRN4HvIbQlZnRur8hIn8f+JCqft9dnMeXAZ8C/LaqnojIdUKI7Uy7l57O/w78I4Kbl9s/VNVvzBeIyCcSEPeTgI8C/qWIfFxsV/2tBA2gdxFA5w9zrnbVTD5c2xL1Y+rxWdX4U/TlM2dZg/jBllmY+j6pu/GZDVCjxHHan+/Da3EGHaRPskr6QQY4ztbLBXrzSdxiDzEacX5+zTrQkItISTbarnOJIeaPj/B3buEWu/iTo14NwPuUj3Gzkp3Lu7iyYueRa6xu3qZb1VR7Oxw/fTMc6nhFu2rpfMfJcycUs4LjZ46ZX55z+MQhe6/aY3apoo2UaSMWFFXJbH+XaneBm5Wsb90B4Nb7n2b/o6/RrgIzrqgCy2116yix36rL4X65xW4CVpbHMFskkA2DXREGbWJ+LFM06HM+nuBxhjYJiXWmPtUiARtqCLnXAnH2nn29A/rzCPiADWaXWYujXFzBrW4npWeNgCcWesvDZpabyhW1yQCu80gmozNsD2HPlp8MT6fzx216J6eBwTj0nN+jzPMnO8/JNhOnLH+xpujdhNceFpF3Z+/fpqpvO+e2r4qggqo+dYYSNCLyBuBTgV/Yto6qehH5CuDcoBO3+QAhLLc473Zwb9tVvzNe8Hns8wm9G9bAB0Tk/cBnisjjwGVV/XkAEXk7wRU8F+hsZYKdse7U620PcLLT8jgwBJx8oBpvo1uIBekHGv9HlpqFdlDtGVVtP5ikwaqsAlAYcBVhAFVx+Gc/FIskd/p922m3saiwXkWGVww9mRdQVWhbhzxJvaA7eBZfr2iPV7SrdTp9o0Vr51kf3sZ3Ha4oqJuWoutYXL/M6uZtTm7c4c4zwePYubagWbW0qxbtlNnejNlehe+UdtXSLlvKnRJfdzTHK2b7uyyuX8EVjnIxo9pbML96iebwJJzLrOLgN/8js8t77L36oQhaS3zdUl0ONPE8l9Ud3MDtX8Mvj8PtKOex8HFYOR/Wj/fecimuBM1yLrmidVgRXJUG1LE3Pabk958VKMVG0tyIL+m99I9Kg6PaudY3wjOwSQQFGYRxh6HbiQE6a6I3aJ4Wzx2YbAWeJmp5x1Aze+43fjfx9+eGQ1VO9Ml/L5IB1OTvczxRvEC7C0fnOVX99G0fisi/JORjxnZXLQRE5BLwg8BfVtXDM1b/KRH564R8UepjoarPb9n33SoYJHs5cjpfJSJfCrybEHc8ILh+78rWeSIua+Lr8fJJE5EvJyqjvva1r90+c9oSItv6+WkPah7ymJIl8Jv1N8AQWCZCaoP9Tm2bb2c/yK5G2iY0O3MFOt8jtZkzwCmKNKC4+gh/61nczl4IsZl8iQ0MXZzl+y7kCdbLPlQXmWzNhx8PXpD36OqYbnmCb9pEt26OV9RHJ5SLGVYAGoo6g+eh3nN8eEJ9dExXt0ghaKz4O7m5TMAisbqvXbasD2t2H96h3ClZ317jvbJzbUEZQ3hS7HLtE17P8tkDdvb36K7us7x5m9u/9SQAq5u3qfYWLK4HIdDVraN4G2/hrlyPJANCmNHYem0vB9O37suegex7GahTqw+6ceIi8AybjW3LvI4ZWNs+T3OZbYXLkXbcKpTlPABOCoXFEGDXpBYFSQMtb31AANPBwK8eGeUb7bkJz9fwHhnQpP/j5z7uM12U9qQX2DJBs//5hG6kr9eTcrJ6uHtQv3ORRAJV/QPbPhORZ0TksejlPEbQSptaryIAzveo6g+d47B/Lv7/yvxUgDdtWf9uFQySvdSg863A1xMu5uuBf0C42KmnQE9ZPmnRRX0bwFs+7VN1GM7K6TYTHsS4zmGw49Hsa3jQ6fcjwJjULBvPxKaae1mNhPpEDBg03oIU709x+6IKiWNXpp4oad02MLNo1ujyqM/fxP1J3H/ITcQfbNEPjtrUaRs9PgxAUs4Q3w37+XRdUjBwzrG6eTsRA4DEcLNwWlEVSCHML8+59qaCk+eW+M7T1R3iBO2Uk5snHNae+qShjkWqRcz7HD9zzP5ja6692dE1Le3xisX1y/impbocilW7Vc3Rh24ghXD81E1WN2+z++rrSOES8MyBYrZAqllgukWRUZrgHciiDDksY4jloR+jHts9jCHPfJC172H8v/++zx/6OY0+bMtDsj4CtiqumFOICzk/36ZmbVPhq/RMxhqkSc9hwrMQQDXz6MYD/mS4Oa63NULgN39r+bnkE8U8VDf2xMbHvShTNppC3iP7EeBPA98Q///weIXIIvsO4H2nsM8GpqpvvMvzuFsFg2QvKeio6jP2WkS+Dfix+PYJ4LXZqh9NqIZ9Ir4eL38hBx/+3/Z5f4LDz8ZgNdinPejTnokt21qPkwHO5oxuWNMDhBzMmHyQz15n1lumjZTnO0lbDPWwXGbhsujJmM4YYVaaGFqW94kyORI1zvzxEd4S75GOrOtQZ+OqEpbr4P10Hu99JBAUdKuarmnxdYebFZRRVbqrO7qVp1qUlIuSvUd3aY4bXOFYHgRg8p1SzByX9oKkzuzSjOXBKt2qZhUkdvYi8y0Uky5xVUmxmLHz6FWkcKxvHXFy45BqL+SaqhhSa46XSOGYz2/iLl8Pg61z8R7lXoqEOhdxAXxsEmAKyZYLsbBZ1Lcbs80AtuUgxlT//HEzSzNr3Sy6zAuf88JMrxrCensPUd58PFCkLdeTq1D7eD2ZKGd6zsZgO8pNDbxwZQRk46iAbTvM6aSJVdrn6LeWW34+qkwC1ETeZ7D9izSFgXL1PbRvAN4hIl8GfAj4QgAR+Sjg21X184DPAb4E+FUReU/cLpG2pixGnzZMVcc5ebO7UjDI7SUFHXML49svAH4tvv4R4HtF5JsIRII3A7+oqp2IHInIZxMSYV8KfMu5DjaeNU0BwRRDJt/+tPew6alk+zuPssD2c/fD84/7S3TV3OuJzbYGsXLfoie3EytNdy4PesAIIDt9R03KPkmdzHdou0oimUBgeNUr2ps30eUx/uQoMtlOQgiprZMmmnqP74KCdLda4+sgCqpZ4LtdNrTLBvVKV3dopyyXLa4Qqr2Kaq/CzYrEXuvqjurSjOZOze7Duxz89i1cIZwcBK/HFY6TG3dY3VqyuLrD1Y99Db5p0znNr+5TVBXV3oLZ/l7wxJxLtG4ANytxBwfMUm7Ho1Y86hd9Yl1LpCAk5S034tueqWXAEz/Pi0DN45nS0EvbTpgByLgHTOjzpBTWM+qU8FECnmIO199A+exvoYv9Yd1PzNlIFwpFN34/USl7oMIw9oqs+BSGnrk9p7bNab9B23ac8xr/drb9dse/xfF78za33q3z20tVp6OqN4HPnVj+YULNDKr6c0xHiU6zz8heL+IxfoVNIpgd764UDHK7l5Tp7yNQ+x4WkSeArwN+r4h8CuE7ehz4CwCq+usi8g4Cpa8FvjIy1wC+gp4y/c85L3ON/oGdGuA3qJPnSC6exnyxAWMyVr1xcHP9hz+CwTnlYbXkyXgQPwiZiW/xt54FV+DbmkHxo0m5iAvEAUClCpmy/MdvA2m5CMAWxT7xHd3Np8M6pry8PA4eTB2q/HW9pDu+g29aTm4c4AqXcjcQ2hF4H3M7xw3NnZpyp4wUaKW5U9M1nqLqt+k68J0yuxTICnuv2kvqCM1xzfzKnNtPHOI7T7ko2X/sEsuDFSfPnQC7lJ1y85nnOHriNvMrc65/0uuDqGjhKBYzZsD86j5dHfIY7cmKru6FR6VwtAfPUuw3uEtXoalxV64H9QZXgF8h890APF3X58nsO7R2zkZzzr2ebMAbD6RnsaoMcICNLrFhkh2LLUdOem4GWF4VKec0r/p4yucfp6iDqrSW874Oy0gRlnvKnsOgXB2KXJNZawTHZjgONskF+T7HntTItond2j4GtGzoQ375GJD/jjLAvJAMjyr+pfF07omp6l/M34vIFeC7T9tGRH4X8GZV/S4ReYSQb//AWce6l+y1L55Y/B2nrP9W4K0Ty98NfPILOIM+GTrhTr9QBstpFOnBDM5+PBuzsGybrH8JxB9ICuXp8HgafyiuhMgok2YZ8g0x/ON29pCd/TCAZTkH8S1ahMJH59foSewQGWfzKc9yfBg6dsY20Fqv4jELaJvQ2uDoILDc2hq8p71zJ6lBGwVZvadd1klVoFutE7GgPm64c+OEa2+6yupgRbts6ZqOogp1OPMrsV7EdywPOrq6wxV7LK7uJmWD9e2g5bZzbZFCb7sPB+ZdfaemvhPOZ91pAJDjFbuPXgu7NbWDuqWYBUZdtbdDt6ppjpeUl+dJdgffBRr45et0R7co9q+GLrA7e2izRsroxQCUVqsSB8dReHKDMEIfNjur3iSvuB/rkOXjnHXN7BRmRc9iG+caTBtNFXAFq4feRNWtqW78Jn6xHxSw47OncUKScobmhdu5t3Wv3yYuAI4Bz9iTmQKVidzQYHn2mYz2J6NtJN//+J7ngAPTskUvwpS7Yq/dD3ZCiDhNWlQx+HTg4wnyNxXwfxBCe6faA6tIEKaFfihnC6fHo8frTK2/cZyJcNm2EFo+y4IhcUB9UoTemPEOPJ02zKzVI+WcvE9MWt0ApyigizNiKwZt15i0P0WFNusAIPF81HeBrUUTKL7L43gKPvTVMbmUeoV6T7eqaVdr6sOT1C/HbH3rTgqtSRFCZOVOiXbKwW/folqUrA/X1McNxczR1Z6u8cwvzwZhuJPnlhRVwc6jV5lf22d3tebkxiHLgxXlTknX+LDOzFEfN7hCKKpwrNXBipvvexLvPbuPXMXNSrpVzWw/MNRcWVFeewRcwQ6gq2PawwDKul6FjqMxl6VtE1SPl8fhfd0hi0topI9rudj8/vNB0cJv6ZmKOmUiPQV46tmyGXmWs7EwWe/l9NZ5ZemVRelwBNXmHHicAZGDMmqeNcUc/5rfQXXzA7hmGTweDQ3atFokwOlJKT1RIKgbFMP8lIfJnl7eA356sDdtQfs/vhfbfrPj5WOgsW1dCb5O4BT+T/zeXqDdj4KfZiLyo2TOM/CJwDtO2eQLCPU/vwIhvBdVCc60Bxp0gucweqhsRjYFCFMP9dRsbZwszc2PflCjUJq9HoQaLDST136Mfzh2TeoDgNjuox6YyeunBl+xJkQKwEtfER91xYAAOFFhOXgu0cOhifToAr86CZToehXqcWJhaHMUal+CYkF/betbR+m9sdfKvR2aG7eCV1N3SCHsXFuwPgx1I/VJQ1E7ZpcqXCG0yxb1QRLfFY522XLy3Ald0zHbX8QwWGC0tcuWahFqdbrao50iVYGbFcwvz6nv1LhZQXu85OaNA3YevZbIC8Vixuz6Q0H6Z/8qbv8a3c2nkNmC7vZNKKvg3R08S3ntEdy1R8E79CSoU7u9zCMoF33BZx7ayb3fPNypHhO2TMCzLVkeASo9LhkrbQw8IkIRQWXZekonzApSuwAf9cskKkIXRkAw9tX1N1I9/0FkfYRWgfUX9P58n9vTPG/VpTyQWF4I0oAO9B5FpoaQ8DQ+3+rKDKwyy383U9gw5UXp8LeWtk2/xa4Pycl22vrdWPB07l/QAfKC/Rb4oKo+sW1loFZVFZHwKIQWB+eyBxd0AGOyWEX1ZBwahmEQez/YzwhgpoDEdjX1wyGLZ0+JEXbrQFstZr1+56B9dF44V6R8jyV/k36X1eEkIUkH7Sr0cbGWB9W8H/TMm2kbtAkhO5yLsjazIAvT1oH+XK9i2MlyIE1IwsftZpd30b0w06+PjmlXNUVV0tVB1ub4xgm+88mDWR6saI5rfBcUhi3HY2y02V7FbC+qIneeZtXivVLfadh9uKWYFcwvz2iX4T65WYFfBkLAyfNL9l+9R1E5rr7hCtVez5Bb3jjg0mseoavbwLKDcP31Ctoat3s5diktUj2SVPE8bt/EXbmOv30zej9VqM73PtRIwUAPb0BBH3vM6Ttwm8AzMSmy7w/6sBz04TahJxdY+KxTWLeeuhN2SqFwgiMAVSGhxXPjlcpJ8oZUoXno9ZRHNwIYxElGOEovVptySvn1jOWb8zCYZ0NVYfgbiCFj06jTot+HHaPzAwCbnNx1m95V+t2nbSWVF1xUoehLKINzr+zdwDIqDXwc8Gki8oyqNlvWf4eI/GPgqoj8eULpy7edUsq4VgAAIABJREFU50APMOho/2N3o4crzX4spzLxAA9mWG6w7Sa9degF5cSAAdjoJm3TtNIApF31s+Tx+S4PYb43KPKELJSWX7m4NGhK14VJ8tSgV1SpjbEVffrjozQAq/d0x0ek4k/vWd28nYo/oVeOro9OaA5PaE6WAKFQc1Vz+MQh7TKAhCscFAFwElusEIqZS0WgQRw0Nh2LuZ6dawvq44b17TXFrBh4VrsP73DzPxzQNR2+7ih3ygQyzSrc18XVMGOfX95hcf1KOOdZEP7UehWYek2DPz5KNOni+qvRtqF79kl0vUoAVP/2r4dwXDh5tJiFgVmsN01eFOk3wqVjdYH0UvrPN4Vq4zNj31u2vpnJ/ifPB6GUHhyWrbIoQzfPAfAoG8DjENr9R3H1CVKfxEE7MNoGjLQxONr1GEAaG87ApxuNX4NtJ8LeBmBZp1IDkHxz0Z4dt42K3guihu9JWPdsw/8/vAbwTuB3i8g14KcJIPQngf96amVV/UYR+YPAISGv8z+o6k+d50APLujkg3z+YElGLc4Gr/T8G8AUZT9rGsvV68h7mvKC7DhZSGKw/YhVYzMv1y7R9UmqqwnV4R0y2xkkPrWYxb8qKQabAKgWUZySrPo6m3mnRl6Aq5eBmOB9qLtp6+DdLI/pju+gXdBOO37yWZoo2Omb4CWUi1nqDtqt6uThmK0P11SLkp1rC7q6o12G3M6lR3fxkSa9Pox9eGZKURW0q5blrTVF2TC7VCHOcfjEIV3tqS5VQXkg5oUMvG49d8LVh3cpqgJXCHuv2sN3oeanazy3P3jA7sO7zK8FmnS3qjl8/Cn2Xn3CQ5/0xkD7rld0daCIF1euh3u+mMG1R2mf/lCSx3FRjy15htaGwCRyLHzbRUZgtUPK1/l24AiY5USBBDhT3k4Ma40lb9J2EgAFMs/HgESg7pTOK7PCpXAbcb3GBxAqsl7PfraLE4cc3xxcazr2QES2z/fkE6kExJka9VStUq6IrlEsNCcG5GredswNKrS9zn/jaQwI90faOu1PRr+9F2N6/3cOlSjc+WXAt6jq3xOR/3dyRZEC+MmonHAuoMntwQUdkT6e7sqsDwdEik1cbzTLSR5O/4PfJtkxGDs2qqk9Awba+Afi25CbKbIWylETy1SNww9N46AW8zCu7Cm57arPG9gsURzSZjmn3EuLs24tK1y9ROslfh0KRbVehZl+W6f33aqmq5vE5urqvr+Ndp5iVnJy4yDkcSItWjulPq6pjxu0C8Ayq6uY7A8dRWeZJ+LrDnGOwkFgvbUpZLS+XbPqPJ2G3MMzz51w5faa7gO32CkcHzhumDnhoZmjXbXsP3aJ3Yd32Hl4l9XBkvVhHYpO6w7vj3GzAldV6KpjfnWf2eVdpJzR3Xw60Mx3L4c2D7Hdta4DCJWvfh3a1ElZ2y12gyqDiZrad1VkYU0Ls7pY71LMWF99XUpLjNtsTBIJxs/OKN833mbc/My8GVf0HT07hePGMyuEyslGeK7zSik9oPlqAfuP4k5CyxadmEzp4Bx8P5H6/9h701hL16w87FnvN+y9z65zqurWvbfndjMjILEDGCUxQhCTyAIL8iO2HCmKHVBQEmQ6kwLYijIoKP0nVhzHStzCiUkCtoklBHGIBxDgOGKwiW0FExwR6DQN3X2Hrrp1ap89fN/3rvxYw7veb+9Tt+6tutVd5X6lo3PO3t88vM8anvUsLTL2cK8BwvwcZx1uqzqamD+1HFLlTSKErPWdy8PRO1gN87jcOz156d/asJzYszuIiP4ZiGfznfrZSXzQ+skrIrrJzG+81R09v6Bjwx5a7cBInN2Sig+my9EHbwJAoYkCxd2PD7kvqHU1ccRcDKUCgoDWcSgpwKy3qoiQJPc0E5Y0SzIdHkioIzbgMgkW8+zsfCiBIAV93LTi3djEMQ7g3ZXUoORJrPhJuoL2NxuMV1twzuguztB0Hd742CeRUsKoFOM8jPq3HMN0mHDYDJ5rmQ4Trnaj52pSQyKN0xC2r11hOmQ0fcJuN6LT694poSBPjPt3d+gT4cGY8ZmD/ADAdspYNQkv9AkXZx2oIQ2tdWi6Fje/4GVsX7mHB69skBI5FTsPA7qzFRa3b6A9W2K4fx88ZSzeLXlQdrmboL+2PhdCweZShFGb2aRX5TWMwNEDNBZvmXPlRUSFZPv+TUcwdOY1PyV/YsdRvJ7MjDaR1ufI5HiY5MfAJxINRpZaHwPG3HTI5y+jvXyl5F4CGNJ0KAWyJ86FxoN43+Hz6HX79sJ5zs/P9wGIxI4BS7Ue6mObgfVRy5L05KY/A+xneHwYwPcD+DGtm/xCAD/zkOV3EMWDv4laIPR73mxHzzfomLyHW2dqSSkAOfgAMO+HALdQfURWUXiuTPCwau1ry1o44dSLaC+LiklK0ikQA9rQigAongwkhODAGbZTSZhMk4Do/PiJBHA4a4hIrHerxbEwE3WSSDe6dHu2lHzOvUukJNpmnbWXDuE0UxWwv1OTwJr8t/Hg7g7b17YSyiFCnwgNtMYhZ6zWPRYXC3TLFqlP6JYi9nnrkHHz9StMDDwYMw454b2rDoubPQ4PBgyXB/GSGgHEZtljcXsNaghXr0meKR8mNHcWUqejYbam77D84IeQ1hfIm/vggwLvOIDObgrFvOmQ1reRzrVOqe1hbR1yW9iC9qxV97lpwdMISg1S1MA7ET4DZpPv/HmJ4BL3ddILT27MxHyPeT7JPJ9sITcBHls2Ehss/Deev4zm6jPu9cTjZVNfsAR/NKYA0BjyOUQgb3yXS241PKcU86wxp4Xy/sI0Au38T+WZQp6IwrWk+X16zMHPuKfDzH8Lktex/38DwMMA5H/Vn7c8nm/QMakYS7brg0qcpc6FcxE7NCtKm3Ax9GEO9EoAx3kcKsq6rro7myBsuflnTAlkzbH8mKe6AVsc9hKOA4gmcB8sayNNWMO1TjpeGt31yPozL0eT6HLY2ePvvLkPzhPaiwtsP/lp7O89cAr08uLCpWXa9Qr5/sYpzFas2XQNrl6/0l0x8mES7TQiTJyxnRh9IkxMOGxlMuxSQtMnCbmtJZy4uFhgf3+P1BBW6x7UEO6sO2e7xZqc5e0lDpsD1i+fI/UdujNp8NZfnKFZLpAPgzd0M+badBiQL++Fa9wgb+4jrc9FpbtbwWqeuH8RaXkOXN2Dq3jbfTWPcpY/BCDAE58de0ZOjXko7dR39kid2EZdpR+2Q1SBT5vIixmZGWOW8FqbqHrszCMz9lxe3QZ3Z2je+G3QUFpXRLq0FS9XBlp87s0rsu/nmoV23BVQJVd/kFUyvItrvD7B04/X2lmFc4WCa8D/rQ4G4zA+/naeofFXIKKfE+B5nsWjrPj8gk4gErBZRvbVzPOBgpAnIFNbJT7jQ1lN3rNWANULgHqSqVhm18iBHAkSzotI7XfbiTdz2AohgFSocxqLt2WWp9X22I+Jc04lNk5NI2ElJRGwtmy2pmapaaram/29BxJi24gHMWxEIYAakp8kv5e3lhh3oxRs9g0Wy1YYZZ/Z4o1BwmMNMV7oGxwy45AnNNsR3brH7u4OqxdXSH3CjffeKL1zJsagCtO9qkwvLhbo1xJia/oG7XqF7myJxe0bWNy+IUrWpgGnJIjUtUhNg8XLL3rrAowic0M3bklh6GqUWiZAmIN9C+4WoNUFaDogp1bIHDahxfs4B55TxY5vJhP9sDGfKM2an7UkMMYbRW93luGMhIQxCyBFcgNb8aq9T02H6db7kTafQWMkg/kzHa9BPEbOVbtve49iuO1khMAiAcZdwAQ017BIc9bIub17rebVTjTCewKAI9t8tj2dtzF+GsA3A3ig/68A/A0A/+ybrfj8gg50Ek76oI+78mCbpTUFL6Zb1IV7QP1AzvuLmJcE1PFswEMFRDqxEEl8/9QLkopFV01e8xHi/9y0IEixJ0YJx1GcxGz7ObuVZ+djzCtTFgAgYTbtmJm3G6T1Bdr1BZAaDJ/6LVF0vjhz5tfi1g3s7z3AuDtoA7UBOy30TFqkuru7Q+obUSJQTwQA0jBhYmA7MVYN8N5Vh8yMB6N4PibweePlM7QrUZyehox+3Tn1etCmbtNBZiBTMKAmgRIhDwMWt2/g7F0vglZr8H6H8cEDXH780xiudrj3//xWoU7rT0oJOJOuqbTSOjeWQlreiQ4dAeB+hby6iTRc+TLzMNBRDkE/O6UfprHcepKOiuYnPZ7Z5HbUrqM8dwaAJZ8RjscZbDXdV9hupKHc6K6YcTMARMjrF8CLNdLmdaTdZUnQQ7zmqMEH69EDaG+iGQnCfhsjzrqTWrQBkKhALMA1AzGGtefq8NDQHtERS43SLBz6GOM5yOm81bFkZgMcMPMDIjp7lBWfW9CRSZbFI4C45TQO+vvgFfrFgppKeCylI+u1+h1HzqB8OP58nt8Jjc+OhoXYqnAcFemaaMUCAHcS7tFjrXar6r4CNLPjzZMXNSJPMMkbAN6aIJ3f9mXz5T00i4WLbU6HAWfveQHT7uAKzfv7V8pCyzhsREU6aeiLvGfOwSVqxu2IiRmvHUbcaBP+wb0dbnYJDREOmfFlN3rceNcay9tL3eeEpksYp4zl7SWGzYCma4AOaLqEsxfPQA1hOkxYvSgKAd2Z6LDRao10dg668240+x26l96F6Y3XsfntV/Hgt1/F+a0b5dzeeB3U9rJOasCa30JqiniqdUvljLy8WTpoRrmlCDj2NwBKheRxBCSWp5n3SSIlulTL1qGoSBo5Gr5syPHFY2KoEKmE3k6No7oh0sZv1jYjtcg3XhIg3r6BtLsEby+155ASLtoeyNryfBwkNBnr4KwlOOCdaqGgZS01AAApg2zGitfMlB4AkGrfea2QL6vfBy+LU6tA9o9vToeI/gyqQGg9HkIM2BDRVzPz/6nb+RoA20fZ53MLOkcU5mnykNqRtRnX0cme6Fi5oJKgqVhsKBZWTIp6hbZ14sxgdIXJE5cz9ptRWM1qVK00f4GmAbQdpP6j7ZzB5gB1KuwSP0+NqyWbUnS+usR4T7rStqZQrS2oeThgeiCEgqbvsL93if3dB9UuumWLcTuiX/fSzmA3YtgcMA0Nmk7CXza5bw8TXt1PuNEmPBgz7g4TNlPGh846vG/Vol93oqd2mNCtZb122aNZLjDt9gA2aFcdhs0BlAjdeoFm2Yto5zC66Ojh/hX6119DlxokzVOl5RmQJyzvHJC6Fvc/9kksbp+LN7Y+By3XoH6JtD6XyShPhb5uygON1uQoPZrG/VEI91S/luqzU43F5s/ZzEM5meObLf/QPjEBgCoPCPDcz6lupUdipCFcTDRK/ZGGyPL6DvLiHGl5KeCzV1bkpHNR0wgYAU5WgWv5TSWfOE0S8k2h2NQu3Wbr6xpQgYOslDFUI/nCohd2XScBPumi2oLzk/F2nkXQgRSBvp3xbwP4n4nIeui8B1JM+qbj+QUdUyQI0huxMhlA8SA4OxPGTVZmd8t9pPDix4mDUgGPcai27TponKv6AqsPkEQ/h3qdQl6ISX/Og1t+lIRCmvtVlQuK0jknQTU1QNJJ47BzVWkAaG+9gHTjltTr3H1FEuoHKb7sbqwx7ffYvnIXw2aHaRg15LZGu+oxbHbo1p0z1a5eu0K37pUeXU9k2ynjZtegT4T7Y8YhM253Db70i2674vT27g43XpYQ1/rdd7wR3HQYsdQCTzpPSE1Cd7FGSkmax6WkzeIS8jDi8uOfxk0VIPVW2W2H7uIC43aP7myFB594FTe/+H3e0K65eUelbzqx0GN+pO2lJifmaeZ5gVOejH83S5iHcZQ/tKQ44CGlU6GgaEAdeT3h87h8cctyld2piAdHO6oncDse7lba7lq9/aZFXt2Uz5dbpM1n3IvOh50z/3g4OPWchwHUdf4ZGThNU60MAvXKh4MKsIbrZ80IxwHULapCUT9vDS9b7k7ex+tUXt7ayMzYP4NEAmb+obe53t/RFtVfBgks/dpDJHOq8fyCzokaiNPeTQAgsyZD6C0u47Tk2XbcquLyHRsQAeI5cZb6Ap1IzFI2emlJoIaJyYoPx0GkWBZL8VDGAbTopP6h1VAahUlB+7tQQgmfaX8XSslDcxZKQpIXfXrjdRH6BJAPO6S2A3oBH2tfQCmhPz9D6lvP8fCU0Z+fIQ8j2qUoPw8PDp57uXptC85SCPrCqsPqMGE7CV36xb7BF794pkoCZ2j6xmnSZy/fRrteSpHqZod21TuDjocRzXopuRgA427vIZucBYCaZY/tK3exnDLaWy9IjU3bIQFY3pGGc1ev3sNw/8rBhscBtOy0Vknug0m/4EjmBkURQnsdHTHYHvL8HdWonPJUAWdYOs135jmdVCXXMacT1zmeEr7zsN/82COozo6tkGQ6eYZGUSz3ffRrTO1SipgPW9D2vvdpQtvJM23ezX7y6z8f3mrDcjttX+qpur6EilMjz7d6Mn7M1tvIhnmxbVeH+R5zPKOeDgBA++F8L0RdemmfM/M/95DVfi+AD0Fw5J8iood1GvXx/IKOjpPJ2zjmCVtjewHAKBOZufGxM6eP2MmT0vXxdUC01Sy3w0v3gipvyhKelHROmLSe5iC1IV0vDcSavgAXINZjnuUTQuKUJslj5e1GgCilIuUyHsRqtHbUqzX4jdfd4k95QneevAkaAORBiz+VOm2g1C57kbzRVga7uzv0NzrkidEuW1y9tsV2Esr0S4sGF2dybcftiIv3n4MnxvK2UJrP3v0Cxqsdtvc3bhU3ywUO9ze+79R3CkSNtKe+2srE03doLaT3yl30uwOWH/yQKmoPSKs1uvUDdJsdhs0Wi+0G3C+FLg2EdhEdrHaqAolpNgHnEZwKKHilfnwezBvQz44JBQ8Zdi+tM6du45T3c4oyLDdtLMcX1/dnXyf1kP952DQaBU1BEnYUqrOCjId0W3C/AlESGaHdBjypV9KiAI/1b5ppI3KepNUGAOvzRK0AHe+tXbnWmzW1B2MeEIAjQLOW7W8W7nyU8azmdML4YQB/GcC3Avg3APxRAK9etzAR/Y8AvgjA34dzCsG4ptNoHO9k59D/DsAfBPAKM3+VfvYC5MQ+BOkc+oeZ+a5+9/0Q+YUJwPcw81/Xz78GpXPoTwL4MPOjiRzZQ+0hChuRqx+8GU8yxpEnd+PJGprlYJXl0NK56a4t2hPPo/UEp4f+tJiuzvEEKzYPrnLslfAPi92nRopiA6uKxn0JK1gTK+0wClUgQJ4kvDYO4Kv7ui1df7EEpQYtgHErQGwU6lY7co67g+ZcgHZloTaAEmHcSThud3eH1BButAk3O8LZCys0vZABAKDpGyxvnUnLgYs1Ln/rFSxu3UB/scaw2aFZLjBuRCEhHyYJu00iRGp5H54mtMtSLmDgOGy2wMc/5oWg3C+x2O8wDRK2HB88QLdaawhTmGrUL6VHTmzLbPeVufZ68iS0XCvsPTWmsdz3KJlTbfc0WQUoYOfPV9NW4BFB7NquuVHg1uShoncOwOtkjIBwwquq6tbCNpAaaYlACThsxdA6EdIGUMgDBjbhXFlJLxUg5Ozgw+qpVB6QExQEgKhpJFdkI+aMzEPab48VJt7meMa11+4w858nog8z888B+Dki+rmHLP+1AL7iUefiON5JT+cvAPivUSPf9wH4aWb+CBF9n/7/vUT0FQD+CICvBPBeAD9FRF+qhUf/DYDvAvALEND5A3ikltWsD20q9Ev7JirlxpdSgaMaluz0h1tdd2U2AcWCopQLoJwKswCy/RDKgCWodf+VNAjMUksSChgH0OIMebF26ZsjkkAzq3kw47vtxGodlD00HhxwHHxMh22SBLone/Xl55yRmgbUd6D1CuO20KSt1bN1DR2udhg3W/dyrMCzXbZ4+WKB1BAWFwulSLdIfYv+XNpS54PouwHSCC4fBlAjPXGsrfSAnZ6+FXvKfevWKy/8bPoWlJI3lpsOAw6f/AS6l96F9l0fAB926B5sZH8KTun8thAJlmsBHGtFzVbzFe5lRql1suJcvSenJFYs7DR/7jjmjq4J9xwBitZiGYC5r3wKaOw5ybkQVDKBUzFMqvCdbQfmNRdNt4p9F8EEQCTWcNMDPcRzH1RU1nJB0yTSS/oM0xyoVfFcfrKTDwDIu9j2yoQDkHIIv2UghWU1f4RxKN6Pg1shLDyJweBn3dMxN/CTRPStAH4HwPsfsvyvAHg3gE++1R29k+2q/xYRfWj28bcD+Eb9+4cA/CwkjvjtAP4SM+8B/CYR/TqAryOijwG4YOafBwAi+h8A/It4JNDR4xgHYSLFFwWAa48BHtc9igfrZ2xNziBJT/cAgAJK5qZb6MTUEGwScKmcoHAbE9LjUOu0lQMAWlVSWC7KZJZFKJMjY4rCfmxdy0noscSEK7c9qNNGZZv76hl2lYVpoMcqzNldnIGSJOolMtJUlGoASF0rwHC29O9e+NK1ejCyfmoatOultLHO2T2opuuQpwm71+8D2pU0DyMoa0O4lUxQi1vnmHZ7jLsDxu0BvYIOTxkZ4lkNGwGmZtk7sE27A9rtBry7QnPn3egPO1x9/LfQNMnzWTwJxZ2mg/jdTV/yYLHIGChhNg0zcbx/D8m1uFw/s3TnNOCZNTur1puJhIIhVHx9Zk/WnAQPogI7hjDTJsCVsm3/IQpQ5YBmYbhrh4FRakUZQ6+FsMWySA4B4AeHEuIFnGQgdOniwfj1sv/zBB4A6vQe5EnvTVPedwOulKSYOrR1t+XFc3oy4zkIr/1nRHQTwL8H4M8AuADw7zxk+RcB/CoR/RIAl6Zg5m97sx097ZzOu5j5kwDAzJ8kopf18/dBPBkbn9DPBv17/vnJQUTfBfGK8MH36KZ1ggXKhGoMsHkS0cFn9j9CIaVbTkbXnKvecq6K5ADdX5ecHEBNp31YOrigZ2qBYV97QYCDFC/WtXVszdhOLCs5o8IwogbSf8sSqgmgvpHc0P5KXvLVGgh9Y/iwc8aX1ao0/RL58p5PBqlrHYCkHXXxErnJ6DQf2V+cYXHrHO3FhV6zXAowAfB+i+5WCR9anP5weaXgISGQpmtxuNR8zrRHo2E0ntR6zhmH+xt02kyuXQqdOjUJyzs3PfeUDwpGN++AxwHtq69g2GzR7q4wvf5JpPPb4N0VaHmGtL7QewqpAWnhk2/Fy5t5GFVOx0+UfYIHT8VIyRPSflOo2PYc2TpxRFLCnCRQ3X/dV3zEvZtuDYwCVvJcVuE74CiHdGpcW2AZ2xt0amylFjQekG4k0GJV3kOLJgyHAgxm+EDBJTbWa5qQ+wmfK1j5Orvg3Rym4lVV7/DjkwkYwGF8/NzQm42HpShOLNtAKNG/zcx/8GHbZea/qn++AeCbHuFQ/uNHO+Lj8blCJDhVgMAP+fzkYOaPAvgoAHzNV34pOy1TPRHebTz/whEsvPhMJ71TYANo7sO+G9SdV/00s7bi8qGwjfdXWoDYobktgGgacLLvFtwhsGwa3z6r3Ip7UADocCXWcVzfqrNJCvh8+ekgCVYDHg3/CAA1ojO23yGbyGfOIt+/MuVljaPvNhKKGwa0+t1w9y6aZe/Akw+j9NjRpm+L2zfQrVcV4FQq3m2nrQJWyNuNxPf3O/QXa6SmwaCSNbvPvKFEhgWy5WE2WwwbzSOtV8Kkyxlv/OZrSH2DsztrtGspFD1cbtCfrxWgMng4IG8ukZZrLD7wBTj8w1/B7vU30O0O6LYbNLdfRrPUds2qcOwadzPl73IymgRP4f/qAcoo3GQEY0XDd+O+NmLmBcNhm/6s5VGo/QYkZsjM1jki08xJBXp8pj3oxz4GgkwIxVWbvw507JyhuZ+mAzcduF87Q5QtIjBJyDBZLd04oFksi3rGYeeeiYfEQqhMdhVyO9ZaXf+373k8FGAa9R48geJQ8FMLr51MUVyz7IcB/N8Qr+WhQ9lr/zoKGw0AwMzfcWp5zfu8rfG0QefTRPQe9XLeA+AV/fwTAD4Qlns/JKb4CdRxRfv8zUfOBRgQvJdxqNx0ADX42EsfXn6jZ8qyabZsqDkIldZR5sPqCjAOUnhpkxdLhXVsL11NaNrxswgkFlYSt/3x5OLnHpprhfWpAZgkp0SHbdEVa3vJ9QACKsZaW669ghzjAE6NgLbG1PPmUnannUSN3ZaHERgkrLW8cxPN+S0/Llpf+H2gtpOf9QUoNdLGvu3A/RIJQLvboN/c926lozLlFutzHO5Lw7huvZAQ22aLPGXRZVONtt29K+DeFVZ35DybrhO69ZTBuw3yboPm/BaoX6K/WOP+b34S9O6ExQdui4djRoPlbTg7OYXNO42hNA+xBQVwGxZeCh6D31egMMG0e6yFRG2/nrsLxAEfTQOMWYFrqDTJPLc384iPWhHY8QeGXZGFmkCs6gtVI7cQHj75HGYhTCDXlGVKGg4kuGjnVH9vOUhqe2AvYM6jtgSfigdUta7O4smYQenhubFejiNIaT7occdTlMG5LkVRDSJ6P4SJ9gMA/t1H2O6PA/jfAfwUChvtaBDR32bmryeiS9QOAAFgZn5TgHvaoPMTECreR/T3j4fPf4SI/hSESPAlAH5JmwVdEtE/DeAXAfyrkHjjo41ULCJPGp6ocq7AJwLOdVTKGVhZMRuhFJ1xcP2NKUP9UujI6m1QHiUZ2oVJ6LpzCL16GJA8Q/B85EAUWmOCN0woPkmMg4TVbHv7nbdtBgR4nFlkL6gBb2rk6dLlLWcDoGoj3S4XGHd7oTUvD4WUYIdqgKMek/1f7XO8heal96H74ISzu69i/MyruPrU68hTxkLZSe2y974+21cunSWXp4ymb9CvOxzubz13BEjBab68J2SBfglaLNG/6z3oX39DQPLmHdDyTCY67SY6B3iaRg35zADmSBeteBFz4Ij3js0bCbmPI2Dg7AQSSgV42HJ1MeEev8ujhJMCNZ9PsedmwOCtAGyZ2NPGQ24EcDjHudczHrwDIX+jAAAgAElEQVR3DU3DkdSPs+DaHjTsi1GlIdDqHUwSUqOuqz8L73T0cGJOyIxNAyWyVh7j8ETyOswilvoUxnUpivn4LwH8BwDOH3G7Z8x8ncfkg5m/Xn8/6naPxjtJmf6LEER+kYg+AeA/goDNj2pL1I8D+EMAoE2DfhTAr0Lsku82yWwA/yYKZfp/w1sgEVTH08y8GQSLycAoyHKcXMaGVUxnYQTZZFaF16L1ZODUdlI81y20T7uG06bGO4KWAy5teeVlLrI7LloKOGXVwmm6gEZxZsADgIY9aNiKxEieHHDyVmthPFyYPTxYaiHCeenv1LUYh53/bddi2GydReYx+mnSNtyBraTtFLLVXuSszLmQHxoGUNsj3biF7sV3+QQy3L2rtTotxu0ed75SSA0PfvtVbF+5i/19IQZMw4SFMthS12IaBuRxQIPg+eYJw0bEQF/+4n8StFiVexatfiIPsVbh0XjfTrHHgCI4Oe+9Mw9xGVAYI+4oTFdrCrrHFJ5Rmuchw3dV+4PYwTbKMtl+5r2CLLzrOwqem+aGjsJv1jadSMHncKTITvaMa28pqcFR+RzXY5uKxwIoMaCmVCOlSsy28njsPdSQGtv2nsB4i57Oi0QU5Wc+qqkBOT6in4Iww+bjTz7KxonISlV+mYi+8RGP6a8S0bcw808+4vJve7yT7LV/+Zqvfv81y/8AxBWcf/53AXzV2zoGjd8C8KIxt9jtQW47ZaTNJTdm20IAp8r6St6XxmibZPNlXDYrNRmoPRE5yWL5GlvIAejYgi6TFQHUgNFUXhIlWe0oKZbHkhMKYQakhLRWw0WL8dwKHCIpAqWd9aC9eGakDJ6yJv4T2pUk+g937wmDbLEQcFvoOnZv7J50vXgYsR4qXOe0WoODF9a+T46X2g75sBMPpe2wvvsqxk9/HIdXX8Hlxz/tx9Use7RLi/Mn0EKKQae7r2jPoEu86+u+QggGKw0D5hMeTJz4gudytJx7Anp/rYlbSJCXhnwqlzQLvZlSeq0SEO7qpEnzaLBwkPZXgPLjaJoS3k3S5yeNGyC3oefMTJFjkmcumbfs7DDz5lOpQ9Pzrtp6UOg15dclFQkoo6OHczQDzeRzfORc3uFpKsbJLFd4NGKu7AkBTTXeGnvtNWb+2ms3xfzN131HRNelKOL4fQC+jYi+BaIucEFE/xMz/ysPOaYPA/gTRHRAoU8/UrjsrY7PFSLBOzPMWk9Tbf1EAkCwoiqK5mxZAJLLiGU8BjgmNQMNbE5J62FSYWRFoUOgjq9HL8qt6iAoOhcvtRdfhzOeKElsPLLcdPk0XBW5HSts1QJR6jo/Pj7s5BwsHNF1IlGSJ2A8VA3PYi6HmiR5lithvZmXM273vhwAyTnsrpBiC4FUZPD5sCuhleghAuIBAaCuk9xYnoBWvMaGM9B2yKlF6tdoISHBG7bfJjnTjqeM5vbL4O0G6fw2ut/15Vh8dYtbbYfcnSFb/sys8jy++aSmy4skTCB1AOX3uBeGmN0ry9lMhyKxpIWbNn1ZLxhXDK8AzxhqGU6XN29kVtfDTVdUskNNkXtfeawKTZ3Wb2E9Y4fZ5B09nGyhtgKQ0ROqDJ9obFmpgKplUDA02Opz2g5kDNRYs+MhtZmhGI0VZbMBcEq1e21KrTZj8XHHU2zidl2KohwL8/dDWk9DPZ1//00A57HCZW91PL+gw1wKHSPbxSYywNlhAIqFf8IaMol7T2YG6QxWsPKQFADK4eVBCc052UBFCc2jOdLpip6M/U7dMZjYcXrC1yYs05rSiWWexKVUiA4pAdA6hjwBvRSKYoR4gaMoIniow2im4+BeTbtaIHUtmr7DeLXDGFpYc87Iw4jDMCLrhJGaRqjM2iiOFisNdxgFuOho8WEn6s9dD/RZCjf7pVw7A3AilF7GCbxYg97/ZVi+9H40H/9HmD79cSdHjPffEKr3co3u/V+EfHYb4/K85E8mbe7nE1erxsSJxns2VGH6iCYde7zY9qbaczSZJcpjWXeucq76fH5/276ExebHYdul0tqi8oLMiw5eL7dL3fZMV45TFQYzVQuv6Ne8SCWpY32k5uMUYM9LFswAnBmIAhYZWHZFS3C/qwy6mK91MkEYNAepcRB1gwDwjzOeYp3OyRQFEb0XwA8y87e83Q0T0bcB+Ab992cDjfqJjucbdPYimSIsGBUl7OBxXrf456uqVe8j5GxK3U8Z0VKKgBTzEtT1LjBYAU63KIKSsjF4nQX0WEPsH80s9yMHXCzSSSfMYEW7pc6BRRQ9pXg+Cr7++Tio9tsg4DsOGK+2yibbo9FzNIaZ1e6MuwNGFQPNw4h2vcT+3gNvVWDekW0TqopghAvZ/0F72QhrLt28AyzPhfWk14e7hZxrt3TmH3cLAYtuhea2tGxgDb/1v+dDmC5eBndnGLw48wpp+0bxEKpwmV7bXFvonojnDG6X4H4FzLuI+gVmNP/vL4HteYjJ7/gcRf0+pNKEECj5DtskJaAt8kk07D08y+2ybFTBJB4vaT1YJU6rgOFe9yTFsTzsPefF06T1WxZG7jwUi9QUhtxRngezsOO8LUgC51r92fOIZoD0RvBRcoflVa0cQsOMAMCpeDoup6PPtuu5GWDvH6kFzCMNfgqgw8yv40SKgpl/B8AR4DDzz0IYbg8dRPQRiIDnD+tHHyair2fm73uc4z01nmPQmZyWW02wgxSKAtA8Tz1B8FwM0x7atvf1POHeL6tJWvIgxi46nlRMxkZqbug0g6hqpdDU9RGy4apdQ92KOhewCTFypgQ00rL4lFI29WL58ji49XxUDW50aQBNnlRReuHN3Ow3AEwawhKNNNU+u3+FZtlj2h3QdC3G3d6Zb9RI+MYq0kn3Sct1CMElIWCExHbub8jE2Kp4qk3YCjh5cQ7ceEmZghMygDzrLOmAnIMu2qwTrIWgqjCmXfOmFykjCnmXOVX6V37a81cV88onwyR4YiGv2GbDJkqbLCP5QFlpngvMkxJCNkXGRw0Yq+WJlGg/xOBdu8OYx+KVKeBUxJlUmGJeMhAIIt5KAijhOFiuKuw3LM+Atk0fioqADaNEm0GiBaDo1siby/Luzd+7WbgNUwAhoHjXjzmYgfxsKxJ8C4Dfw8qMIaIfAvD3IHVAT3Q8t6DDzOqVANZDxlUJUunZ4bmEYagexiOJHJt4VfwSCB5Cngr4pAZJabgAQvKykUkzKBF49XiI75eJc2Yte54gFbDxySaCT3nwj/rrKPFArk+qlpsLgvp1nBRwleGWd1eglKqC0GGzRX+xxnQYMF5JD57haodpt0fS2pimEwma7uLMyQcA1DNqyrVtOwcbi7mns3Ok8xckL1FZ7FdKHadqEoVOmCa+GjXoyonlsiyg92VZrPAI6DGRPzMS5gbAUVsAv38yaUrHkSCl1PXKEtTnLCURjrVQHZITAbz53zjUIdNpKDm6TkCAL+/JNewWfnxGDxZ69VDdh3LIluMJkjMxjJcSeHdVQLANhp31xZm0UNrCnyFnVwl/+j0I0QOLKljvHRSg9ic7JSfC8DAERXC4geQtseflD4H8Up3nYw/G29C+/FwbtwB8Rv+++U7t5LkFHZo3W9P4s0topKBDZhX3Y2mUBsDdfWo7jWGnQjioHuRc9nEqdGL7pvLiOQvo1CQVK79n4YrSsjrkfuz9NcaQJcFjjB/1rjwfYGG5E7FtSg3QdcibS/CuKBUg51J0r96K9dYZNjtRJUgJWVUDxMPZIx9GHC43Uguz7Au5YLGsik6p66XNtBkGXVBesOtyFMLSbdmlibUukQIcli/S+0nCY0ABcGgIlmvvoiJ0ALVnatsMXgNxFjn/cahYWNT2omI9CBswrdZaD9RobiloBhpw5ql4OHkshAtAlCT0OXXg2dwHVutjb9/yd1ZPZtqBmq8xNqaPYIiUui3dhif2MwAJwXroenfl9Pfq2Yq0+8gqA/z9qkgFk7b0gOZvNIRNyzUyNrpeCLdlNSZTo/lYA3Rjn2YHnifWU4eB6Rls4hbGfw7g7xHRz0Beo28A8CfeiR09t6ADUO3uG3PHQmrRA2kKDTN6L5yzei2rKhYcdZ94v1VWm8Xrg5eik6jsuLDS2P8uFvSRjhdQTbRVqMyWn6tk6/ciNT8dsYispsTFSM1b0nON3h61nUwg1nQLAg4Wa6e2R7tau7eYhxFn6yXW73vJGWzUJOzvXaJbr7z76NWnXgcl0UJLGiqxNtGeCFaFa2o7D8+4R2Een52WhpUKCKmg63gAN7lqNXFS9duutxMxALZ8yqn7Eb2cdnFEVY6/rbjSVB4A1MKqWhtF/VJCRCFBL9e89IShdlEIDgZGVsuiXnbq1h5+IgU6Mlkczk6Dh15TH1ZMqTkb6/QJiMfB4+AN8KqC6PFQyAVtX9Wy5Wnny7jRhTDxK7MzEn0iPT9r7kg3VrEHpcuo5Pz8PQzFyz4cZGbej26Tg2L14w7G0av4TA1m/otE9LOQvA4B+F5m/tQ7sa/nF3SY3dqJL4o/uJZktH4yqYG3LbCXCSjMNSCE3GZxYh0UKJrGvrJWCR4aM7aZDQvvZZTvokUtG67/trBP/LzRkFOcLAEvNPTchZ5HbLAFwJP4rLmVvNtI4agWdtqkk+2c9fzT2QXS+S05934JHg/oNPySL++Bmk9h3Oww7ffoXn4vbn3wS9Rr0m0uVuLVWFdUFR3l4XCkBGA5lVotORcxSgNxuxajyqsE8sUpMT+/5nlUDbDsIbay8wAotq/U1mHQuRekw+SCWMNIrubQL0teMWfkK1lOQKYvVHZ9Th1wUjkuWqxg1HZqu0JKoSTEBlvQOse2qDwkn5DV42LTONttML3xurd8aFaixRfvFaYJsHUOuyLKaeHnaMAoKLH2wImGn0stVRdNr5XW4vA4uJFSEXpSEsPI9j0Ln7nWYnyP7f1ODbDblHqxxxzPcniNiH4awH/BzD8RPvsoM3/Xk97Xcws6zNnzDyX5WAChqrKPoYTxoFa/JEc5Sy2P535U083c+zIBK5MnBeaQvVSpLVTj8F3d+RMKSu0x4MTwTvz8hGnlVn0CwCT9U2IYSb0fziW+zu0S2MmLS21feu14AW1fLNVlka1p7rxbNMooFZZTKnVAJubZAmjW5+je/0XA+rbmJbQZ3H5buqGmFmlxJtuyVhLXMfUAZ24B8GtJqQXGPYzG7PUmKA36jnJmRgggTVZr+OpoP6Fan/vW++sce1C5Mi44T6LOrZM99Uuk1donTAFXzVPsrpD3O9BiiYS1eJfDQeq+statqFqC3Gc5F3u2PaQ694yNQODhscDO1LbRVvQbjS5TmeDxAGwm5PHgXmlsk1FOPbxXgG+X2k7o+KZ+0HZVN1CkUK7ghcaT58Goyci5hNb81g1FX7EOA2YnpLCqXgDquUVNvRgmf5zx7BMJvgDS2+z3MvN/op9dW8D6OOO5BR2rjWBjnlm4Yk4QsMl0JqnhSdA4LB6sVhNZfsjqcGxbncbrm95DCaWuJhACjphrJ8BlXsdTneMJKzsOp123EloL4BMteX7jlVL/oIoDAGRiBEoiOU9I57eQlmuk81vCENPiRTS9WtJ7aYmt1725eQfN7ZfFG+qX4CQKCmg6mWiX55KDajs5z6kpsvQ2QjjTG+QpNdwVs41ebO0h9H6ZKGQl0Gn5tHANmVRkc5FAV3ePaMXVZW06VxYgkgksVuuXjrBQIGw8z2C5KwtLpvPb8owedkDbobn9knseGAfkzf1iCGhNz1EexJ7LcaiaCxZvqgPvrwrLzIZN7sbQTFJSwGpQJWXDyTLZDa5khAHLwVnYzkgH+izlcUCyttLDQfKAFibbb8ukr94eh+Mux1g8GtmO7PsILKzEwXpfpeZYDicSf9SQipqDjzf4qVCm38FxD0LF/q+I6H8B8NBi0scZzy3oEOjIZff4s1p2Hmqzh08Tq5RS0XWyMJnLpE/g1EhRY9f5tqx1rr0QPA7S3yTkb64FmnltiH0e150Nlxk5ATye55iFhyqL3UBoiu1/JVkLywdYWBJwD8bAxqvbZ3knahdIK3jhpoVFaLV2oIkhIO5S1VrZQifUBpAx4oed3xSs+cCAonEvrCwtKJUGZRpqA4oRYOE2A5ymk1bS2kJiuvES0u4+0uYz4pFpTgOqOOCNyTiLvEu87hqaY1Me4CJeGSngsTpeJkn1EIcBtFAWGoB8954zIU2bzsOP1liuD961XgsDC9rvqoLerAKmtq57tAHI3ODql0iVTl4Ap1Maepp7mfZ7J4lMu4MUAvdLD9358aQs71OIQNhwxpoSHVjDirL8VIg9EG/PtAS91qdixAXD0wDHi6NP10y91SE5nWcadIiZRwD/FhH9MQB/G8Dtd2JHzy3oABZ6aMqDCIiW0ziA0hTivYG7n8rL6GGExcrrBnjU8IhZqIBasU31AFPbVf1tZOdFZ6sKrV3jyVRSKv5h/WDP1Xqr5l6Uiv5aasFZ5VQiHRia67L21ICwpPRaVJTT1ACtUHBNETju24GskcR30y8lf9P2QhdvF8jdWe1pxPCfjdSA0ZftmnU8TdW5mYDkkUfS9iWkE1TaCQfdLkszNivmtJFH1zHLq1vIywuk/QPQuEeeg//sGs7PwVtbN8mLa83z8tyEJcj1HN0y1yQ7NUIjz5f3kKw9RCqK6axhuCpHo4CQUoO8ue/blkJOCznVHTMtv2kh57Rag5Zn4NW65Dx1oreCa1kvhJwhoS5j6EWJJGmcN6JZ9qBWC4E9h1pIN8g7jxZURZ1AiVAAJby9WClZASdDZb6tEcUTsvkgEC6eVHhtmvKbL/e5O/5b+4OZ/wIR/V8Avvud2NHzCzpE/gLyiGDldOLmGwhZEhKQugZj6GhuhlIqMvcYJJnaijAlW+JXKb/eEiA13nQNqW78JfH/7sizuTaEJgdxnOcxAIuf6XYEpiwHkVxexcJW0vgi6WcH1zQDNBYe80+Wo8qTkyKqVtxWQBiBKYQSceOOh8S4acHtQiYYSsB00Im7lmWx8zHKMY37Y9UGAHMKtOeC7L7HEGoqgpbesdXX5VAXg+J5pgZ5JeUKNA2S55nsOIOHOvco8yhFrHaceQJv7kv+KiWMQb9OTifBa2wOOwmprdZI/VJ6Gm03ohN3R4WHo97fTONPQspq+Ljn0mk4qS/30g4XKOSKUIialJkYCzQtzBXFO72YU/dD48ELgvNUKNXWVTb1Qrf3iIA9M9qplg/B4Jkzz2ynbkAKc9TCi/G7Al7a+tqlrMr2kKSf1ZPwdGRfz66nw8x/bvb/LwP4jndiX88v6Gj8vEpypkZeJlNGtmI5s/AdcIrFRGph5s19j/+m89ug5Zm81AuZGDzOnJqQO6CjYkHXWrNOlLMkdFXDo+v47zi5pQZHRYyUylwoR63ryrJebZ9G0LADkAqYWBgq1eDmifhwvNG6jxa8WdIOuOql5X4lFfHhXETGZSneRh5B4wE8qfgjWSdJwKX0TRTTrkvUNVM5fGv8JUrYU/GwVG6o2v+srXMl9w/LKc0MgehReSitDq+x3ac8lecgSeJ8uHfPa3IsLDttr9CsbyCdSySDVmuMn/h1pPUF8nJdeg4pg43WFxLKMUpx9AAAmXznqhJDCZVW+SADOlUYsLyJF+sCpY0HSkiQx6Ei4jihIDXSgqI3IkCG6e1NB1Pz0NYDGk6Mx1TRubOE0ub7KDlZPSacGHl+LsvKo6mKQ59UeI35WScSPLXx/IJOLrH0WHtiuRekRia6wGaJ1o8XksYH0h7a/VYSque3dPJIHif2CRcooYMqP6MyLjq5zUeVwzlFFJiF22g28R0DD6rvCjNLtcv6NYx0cZQj0nWO5F3M05pRXb0AlpJMViH8Zt4F5RE4XIlWWtMjtwEM1EugUTyWdNgAh9JxU7yRxpWXXXGZSEAld0C3qi15v+ZtuAephD1PzlqovS69vlHXLoIPcXbVAEqQjrC6DrMwp6hp0N26JYCjxZfT1RbtmTDRRINOChvbl96H/OAe+Oo+ODVoFkukswtVw0iAhZWCJ+K1LkDJr9i5dF1J8udcGGbmMZh0U78sYeLwvbdjN/HNVkNy40EUyNtePldvIqUEShqqy9lbhAMCRNN0AKmaRWSXVte/aYp0kIGakyTU0ElJohjVsSYHxrLcdBpYjMY9F059m+NZpkw/zfH8gg74yNUGUE+Si5U8eMGCioWgsrxOnFZHYjHrww5pBki8WAfAoOOQmVvYbTXRXpfTOfmdWdKRDDAflCSXEL6jaSz5k9QCzWw9DcUBIdRnyW6r1QkJ/6rq28BHvSEO6gsASodNO26C509sPwYGU7MAmgWwAJrVTdBhg7S7BO0u621aMp/G4mE0AbCDPE3VEXNOLtEQaNSt8+XzLFdk4KPbNKVnB/LUeqvqqGLgvYoA8G4DWvZIqQH127qbbSCypIs7snonYTE+7Iq0koGES+hMUrWveSCjCDtZwRLnamCVNs5DMcIAoWPbJGxkAfcOGvegbLuEM2A5IO82ALpiyKUEbpqSK1INPmfAAUV3L7xTZduh9UbXIW+N7i2A6TRy1Xvz8GSkwQcvqgLiWW7oSdXoyDV6Ypt6rsdnBXSI6GMALiFZ3pGZv5aIXgDwlwF8CMDHAPxhZr6ry38/gO/U5b+Hmf/6I+zlqIIaQJHoB4BO6khirNsL+JSa6UrUOctLvT6X2oCtFJXFCnDY5BdEKd3yj5/PJqX6sEtYqvpu/rc1Vj2RU6g+c5DK1XYqHbdZTYyBBjc9aNyBwr4sLGYKxNb2tzqn+X5jmE6y6/XxMqmKQpZunuEYh8VNNKtbaHb3QYerArZ27AEISs5mATa2oXknvq9Qa2OAA5Tfyoyz7dmxpP1lUXLOI9iKZz0klDQBv1bPS3NY3arkQJTC7JT09UWZ3O1yaL6G+sZBxkAib+4XL9106trOmWrViN7efiveUb8sMjLzYYobSjoosk32PhyqZoWuwNE0SKkoD1S9oZL03+FhQOrFUItej+V+kp5/Hq3mZvDwd7LzcMZbU2SrAPVigjESa3B0eWFDKnMyz8DpCY3nQPDzqY3PpqfzTcz8Wvj/+wD8NDN/hIi+T///XiL6CgB/BMBXAngvgJ8ioi8N7axPD0rFMoQkXHm3capnZWECFeBgVMDpl8LGsQSqvaypKZ8ZeWAWPvO6ED0WdoHP2SWfA8QMcGIHxjc7X7fQp/F4HUoA8RH4AKhENB0gAaThCnTYVueARs/d8hY5uXVOnAWorKo/51K0OQfGnGvPJJyrF60CYCRcDRk53cDyxjk60tCXTUZBV82bk0Vv0/Je00E7VSoInlL45gy06qkAhTgwDa7qwIcteHMf+erSizrz5T3xOlIDWp2DO2l1kBfnuD8I79SlWwxwlmeVfJJJEFG/rNpqzHvDuLpynuBkl8VKWGXKarN9ebFu05S/TWZHt+FgEvfZlbobKGhU74dpmS2WhdmWhNKMvvF8CnYb8EE75uYJyYBNC7ABAR5juVkbjNS1DkzjYYvUtyW7FgEvFooqrToKfbq3ZOG7tkeqQDGoyT/uYCA/29prT218LoXXvh3AN+rfPwTpAfG9+vlfYuY9gN8kol8H8HUAfv6hW+MszDRNlnp9gVl84wG83Sh9OkmyNoYZots/izuntgOW6/JymQZXBJzoUQC6XF88jFPjUQHnus8oBXYVjifU+Xp5rJPfYVkaD9JeedjLS2xU6e19KTbUFzqrfphTUDkDUwZnDXlYXsOuRWqKfMzDzs2uIQOZgYkZm4GF+UQNEjVoCGgSoU3kNG9rhlYRMhhaoxMkdcI9iter+tyWBaSNQmpBlJC6BejF93tuKb38u+S+t0uMy3Pk5U1cDozLqwkPDhm3rE7HWytrnUkIX0nepYS2PN+iBAJo/iIpjZ9VgsYGdb2QXYDyrKamGFfusdfsMOp6MSTC5MvD4OKasmy4HilXAOXHGEUzwzvngqL+XSEQGMhYpxEHHhTgcUFZAzYNJcrxHErIW3M9FDwiY6Z56UQ8JzufJ1IYCgCM/PmcziONzxboMIC/QUQM4M8x80cBvIuZPwkA2v/7ZV32fQB+Iaz7Cf3szXcyDqI1ZTHq3tg3UiBqbDRue2C/K0VxViw6Ix4AcPBK57dKDsNYPcGz8d/qvVSW9aynC4Cy/esA52G5n+tCaCGR78QB2y4lYY5FNpZtzjyJcV+9sDRqAe2wL9cC8AZaFYkiAjBCOG8GhKV3TC71QYDkBYiQM6MhIOk1IwCJACJCIqAhAllfnJhz8ZzZiVyVHZ96QQ40aUZ+SA2AhR7qVDptapFopgZDZhwmxsTy+zAy9vcGfGY74LWrA/ZTxpdbziGqPRuY2NAEOOm+XJ/N1C20sNKkYKhfFhILIOHfaPkHdpbTx+O+7bvFmf59VY7FwlOWw3HVjc4pzlFNutzOMIGHPAvrM+KFrVn6MU27g/RVSuItN12H1Jcpyf6OvZrseHjStgYdiscTcmIAipCpsiqp6wvojAcnITwJlennoDj0qY3PFuj8Pmb+HQWWv0lEv/aQZU+SvE4uSPRdAL4LAD7w8guhW6hWcs8IBWIVdSXMoZaUhSJS8G6q8IPVfVh/nFnIzJlLBjgaVuM54PgKBaTixFgBTyQeBIvqSJnglAMxZ525F1HWO2LBAeLdxByR0avjpKXJXO60gDa+wDnLql6zNEvaWkI+fqTHJseT0BDAJN5O8u7dAjgEvZw826aRJQLF+mSfG/fAmqrVcAp9h/xUqAU3C9hih5FxmCZcDRmfeiDg8pntgO1QJt4uES4PVoScC9VYtc1cvTkl11NzerKqBlC/RN5uXIwznZ3D61rcqlfAUvFP3m7qfk4aDuZBVZnN28iTeLLdAlhdVM3gfN2YHwGQVsBkdUZjaflcERcAIBeAcyWCPCFbfVEopJx2Em5rl9L23Fltdu9S9M5OGF4WlrT9GctuntuBAmjbeada3m9rotHbHfx50Lj16UwAACAASURBVHnU8VkBHW2tCmZ+hYh+DBIu+zQRvUe9nPcAeEUX/wSAD4TV3w/gd67Z7kcBfBQAvubLvpA9d2MtCUJeRuRI1kfWWnlIayZMLLQrD3gGKEyacTKL3k4KZIL5mDcgm5/TqRDbvN3vfP84oRlm58Wht0xMxlftDnLJa8RQU2pEZmY4iAWekuhvWX1M6NFDnAWUZ4Ds3Tfj8Vqb5lDfZICQiMRpCsjCzJhYQmvMej009BWZd06MmAE9M5CZwUgCNjlXQDYxI84frP8zIF5Nlv1PzBgy48FhxBv7EcPE6BJhN2V0KWE3ZQw5g3OQYzFBWZ3wXPDUFDDs0pgopq5DfSlArs5Fu3dabtGKK70Pke0XqBlcMadp90v181yRO4+iwGHebp6Qp0k9p6m8V3YwqfHurxYSRM6gw66oZaMGnKbrQCkhNY0DjkhMaXhumkC5Bhvzmqp6nwCUqZ8Brl6D2EYBgEcynlSI7fNEgkcbTx10iGgNIDHzpf79LwD4TwH8BIA/CuAj+vvHdZWfAPAjRPSnIESCLwHwS2+6o0TVC5r6pYYGVOPKWDgIshtACVEEkPEXODK1LC8xz5tEppaFa6KXM18+rheBSr87SQi4jip9zedHLaqD2Gclh2OA44WXtUfgVmRTrEdrNFZ3MjWPSMgCpWAS3oFVrguq61GUG5rgiTXi4RA5ECQChomRJ0ZOQCOICCcIAJgy43DQ81LQSaecTAh4zT+LH2UIIeEwMXZjxn6SvzMzupTw/ptLpPt73N0NSEToWI5pAPDBmyvgjbBx9VJkw+W6+u+QeyBAFDRu3qnyMbFzrdew7HfOZsP6QpcrAIy885BYMhZbtR24x1x5m9Dwk1Gdu97/5t1V1Z/KGGIejhsGoM8iHgpIz6BUgMfyNW3fij5b0Ihj88hMX87aYRvT0sKJet04N+X89Zwr0d55H6143Z8AbZqZkZ9tGZynNj4bns67APyYTgQtgB9h5r9GRH8HwI8S0XcC+DiAPwQAzPwPiehHAfwqgBHAd78pcw0AlDIdKa0UaKEA/MEG9EWuwm/Jk7Clbe6issaPCjktdIWQw4jkgVOAc3TYx8BTjVl47TpmW8xNVKoHUcXgIccRcyR+LE0HjFcV+PoY9+XvZKDBR+Ez96C6mcdzwtsjzkh6rTNzBQRNIvE4MrvzNjGKF5IZ21FyLQDQJkKXCA0BbUNoiDRXpId8TZGofRe/Js0lZWYMOWM3ZjSJcNY1GKYsgJOlQv21q0OlX+bJdcA9AQD+nFryW5LjSeqAYig41NnQ7Hk1oVNqunJfnTUp20txnfmkOzdEKBXPyOthku/PvA2y1hfeYVdpyjb/A8ipAeUMGjtljO2cMl1RmGehLunppDnZ6qbMIxFGOJi14K6At542Chv1+kjDWxmf93QebTx10GHm3wDwu098/jqA33/NOj8A4Afe0o5IPBrqCwsoqunGF9ZCApVlZO64eTy2PCWptg9AclRzo5Mum8bYiST1fJItnUQlMX4tKIXzM5A7yvugrFuTCWaeUJVwDxNhrNB28kPSPjUaP9d8D++v/LNS+NfV+av5ubBU988LOk8palMekVILUpCx1zqpO2Khr4mBMUu4a8wMAtA3hMNUDiMzoyELydlnErozfQjPFeE4cWhsuZSBJjGAhCFnDJOK5hAhEeHGQl6r3ZgxTrkSyYwUX0+s76eii9fWOTOh/h5cLaAIuAYZmfBb8kSr+vmYDmDAW1XEbcstPjaeqmfZvRgVV20s/5kfmg+h5RpoB6/7oaZBvrwLpEbDahtkVSZIClpyjXINyKafFkKGxq6jJhA0IlPtZMjcanb6KuLxpMaT3NbzPD6XKNNPfnj4oLS1NavMpPx9WLw7MICqmgaI98Jt5+rElQcRH3IL83jvnFlOYW7VK9gAOAKcClSuC7UdnXd5YWWbBjhcTUYlYW8TooEX1S2hjVJs1NssIpwAPL/jgGPeoCZ9Ta4mkheIs+ismddzqmfQDBBproMWF4XkV8zzmTKQwegN006tw4wJksfJDEA9KcsVXQ88hBs9YTdmXOm+AOD2UibMj7+xxTBl3F51OOsa8XRshIp4uVadKwmw6qMJa1LzZRo+E1FPMaCcSWmkDfPIfZuLcv0g956HPap6FfO2LMeSM5D3fu/My3W6vBlRwSgwLwbjoZAfmgBQJEYJdQt4yYGG3/LmUmSO2h4pqj8HIg8PUjtkdTuyzz4Ay7JSQ68KwUPbA5g6g12vtuRkqVHv6VSx7FsdzE8FdB5WRD9b7haAHwTwVZDH+DuY+eFlJk9pPNeg45pSMwsRqUGywjYdIjdiFlwCMJPOqcQmZ55KfCl9HwFwTnlD8TjV+j5FbJPvA0ONc/AgwpRIKeRUHs1LqrZtxx2Ap6JZB+CpQhl23fQ7r8Wx1tLIEiKiXMAnjwI47UJbAIylc+c1agxMAjtCADhxjTj6d8CUgT0zFg053RrQZZQK10BCcUYimFShB5kdeGxY+K3RVNSqS+gSo28I6z5JuA2ML75zhlc3B+xHCbsNEyNWyXtPJ6MQA6Fl9aSK6GrpqwHkygRWkBzILg44Km5qz5opPMjlK8DhBoYeAwXvgBup2eFG6NIU7oMDjhFzAFCfvOXHyWS83UMN96XV2kGA9zuRzMnL0IJAi1BNUTolJOxgrbudjTqnnvv5FyCW69NUXg2UEQiIl+Tv/xRUSt7mYDwd0ME1RfQnlvvTAP4aM/9LRNQDOHsaB/co4zkGHUasr6kUbfMEi48jT3VhqD04TQinWaV7CENE2ZWjz04BzlE4rUxpU+ZqYnzkYQrLM0o0gJKrMnUAA6iHhO2YUn2Y0Ro2ZhPqCm5rbmbrO62VkioA6H71uhMlEec0wkFCaaB2ApiNhEAQQEogBx4PrWUOJAMCEaPRlNJ+YiyaQhZgBgZlv7XJGGusoB/ZAzW02b8NESZmP62+Ic0habqMgRdWHV67GnB3O+DmshWvJdTemBUPiOftsi5Bb4xNEzAy2oy9ZoSDmQEQ8zgFXPbl2Z7Cfuz6attqWnS11UNUt5OI3nej56TARC1gyhSmUoG2rdfVUCqtlFSQJzcEDQio61XSpyiXW5+nCnCiZ5JK48SKOg24h1Ux1ubjCdToyDniiQmHvsm4rojeBxFdAPgGAH8MAJj5AKCu6P0sjucYdKhMgHM9JoQHxOO8xVrHfPI7IdDpE2y0BIFiZV2Tp4hgY9RdowVTZI29WU7HNgCUkIit29STtuyxJiAA1+R54rBzicSFrtTuUIOa5hwTsqco21kSLNINdKbGfYp1NyNeGPDMXR3xVAQIMhmbjaBSjzhkRo8CPE0Sr8nAo0mETEBiBhFJTkgldOz3YZK/JZcjQDdojmnKQhzYHCbsxuykhw/dXqEzUBgHkc8ZB+SD5jGMTBHpwEoDTn0S1tdq7Za6KRpYC2pMQ+VFCWtQw6cqX2RdcS0MChSgqS+2Ph8WKnMmoXmeTRUm9ed6Iq/sd4Vna3ERvWgFPOnymQrYarHoKfWCyBo9CqE1luMJYIRQyG1G1yxP68+MeTwzRe63PTgjj488r79IRH83/P9RLfd4lHFdEX0cXwjgVQD/PRH9bgC/DODDzHxCpO/pj+cYdLgOr4V4OqWmVIPHHjpmIQbAiHkb11M7ApLgBZG1NziuvzHAiXO/Ac7RmCf44+ezz0xzrNrMQ8CkYrzNtndUF2Sgzez7ONU8Lk5YgEz5FooBM6yAcX583JTWBkU7jY9yZHEk9TaICMlDZAo+zHqdxY429tp2ZHQJWLTCYstcZEezUpwnFgaSgA1Uql5CbXNadYaA2ZSFwLCf6W51KWGYGEnPhfqlyC4dttJVc5elk2YzOnU4tZ2ATNs74FC/LBNrvyzXYhoqGjXsjJPozNmzn/db8O5Kc5hdIROEfJAzES0cZ2riqqRx5NXHd6SR0gEBHlmP0oz1WD1P2tOqKd1Kva0DEJh9zSyH05TPANmnq4VEXcTCOpXznI5zNua9e9v6x6dMy7E/Mni9xsxfe92XRPRTAN594qs/+YjbbwF8NYA/zsy/SER/GhKG+w8f9QDfyfEcg04BGy9kM4/GrMLwYAMA5hpcZUOFQDBrQX2KFFBtI5AEnpg00xwovG3Aw2nQflz256mwHMo5naJjV2oGs33NZXuYdcJKLVz805aLie5pBDwHpI4M16A9L/C0WpoMQkMaqEmMKRMIwlJLDEBBARBvhDSi1zaknqZsT8JjjAz1QC1vgQIudggNwWt1jLkGiOfUJKCj5B5OkwCE0Bo1qYpQNouF52zo7AJpfe6FoGm1Fp0782Sr8GkDpFwmZQ0Hc2qB7f1SCBlYc3yYkIFaLic8/5Xn+5Awst93CyVrHrGiWkfjxVUCLC+UQD2Q+qUoFFhxsRVqm9dj5xbaF8zVD448m5nKtW3D229Eb2eW132c8SRzOsz8zdd9R0TXFdHH8QkAn2DmX9T//woEdD4nxnMNOvOHwC0jZ72k45XCi+UvetOA22UJI1WeTwrJ99KRsnhH5GE0n+zD7lIgEThdupyALP8ooTY79mhhHn1vBAT48R95Pbrf095OfX18NZ9crA+NAnoeXWaFm94ByEHNxDmbrmjAxesf2YHXjESCT0pA05odpVKTSNEkrZuZsgDDIaPK6RjwOODovbLP7ZYcJsZhEnLAxAI4Z10zOx6tAUolnJfOb0tH0P0WNA7o77yAtFpLt9CUpPPsYlkmVwUaTg28s6leL3AuNT0nwpmUR0yb++DdlUjmWMFm2xcWp5IWfOSpzsHEz6Oaxql7YYSUThS3MQ6lqHT2fAnwWH6nExUFrWGyFgXOgrT3tA35HGvnEIAmEimqELpFNpS8EcOLTkU3MseTqNPht+TpPM64roi+HArzp4jot4joy5j5H0FKUX71aRzco4znGHRoJoAYvB5bIjfyMJoeE+CWHsXY9TggTZeutWbsXQJEUdleRlVtrnS/MkCUQOk0+JgyrQXHGCG/Y8AVz8pqL2wDPlk3YE41UHEWngHn0u6AxYL0fBBQWbWR1ebXwxapANaYfOF8zOMyZWCj3ALAg9c1qdsVYG77Qp/WfA+nVq1aIWNQzJ2p12jFmY7PSUJl2QpGNaE/qSfTKMDI7WKMGZggORkAWDYk+RqSIh1bX0Jusj1ATquXNDiGQSRuHhwYXUPoUnKSwZAzgIQpA11D+LUPfhMA4Mvbn5HtvPhe5OU5rF4JgHuBfi1DHyDKGRj3kpvRNtFG+adOtQN1vby9D+SM5qX3iYV/2AkgWxGnSswI2NvkPfP0XUFj5vGfCPU69X7clYZ2UyACAMUziZ7rsC+ECgt3BYKDEAbWyloLxaeRrTcvCI2kCgOgQOl2EBpKCcWcxv72ByM/HdD5CE4U0RPRewH8IDN/iy73xwH8sDLXfgPAv/Y0Du5RxnMMOuxJSmH9rIDN/YrtUiTgy0smq+oD2XZF0DN4OSdJA1753VRhNQeamIyfHemcSMCgksg94bFUtTWBlVZ/rn/n2efXrTOngYfrcF2OpxzQ6XCbLK9U3PMXVTk6SZiyKYoGrsANlHtxojaEA9DkAJrGYJOkfgiRMarrbqKere7KPJEMIRHksJxpq9nlGrIoSA86WSUi93IMbJrwmV8aAr78Ez8nXs3NO5je9SUYKYmBMuyBxtqHZ2kSN2wFKHyilAR1BBxri1DJwNj+FitviZ03970fFC3P0KicjhtaJ7yCCnCi6kQIm1XnxxmYDnLs00EAJ7b6AEDTrGdNHlX0NEz+qUFar2pl96BwUBVnx2PiIO4JVAXg7nHH7+ckiich9gngadXpXFdEr3qW3xL+//sArs0bfTbHcww6JLpV3drBpfmab0X+9V9wgPDpKCZGu4WE0mzMkow+Qc4nx9TOQAY+MUeF5IYIQxZ2UweTz0cVVkvjvgAOhRoZO1botuegEADELeg5kERPbx7SOkE+cD226iJwFYI7UnCmBG468PJcAGfG+JNmcDUh4whownHFnFj0FCPYGMCYdyPL6/W36xpIG0ZvdrUCFLAZQ9GnhdFkf/Vvo7knInQNSVGqshG/4tM/L6GzG7fAL30Qef2CJOX30n4bD15H3lwK40mFMwG4ZS+3QxPtOyEdkdGHl2c1FXhWJMm7DfLmsrTnWEqJRr68B86TkxV8hGfYwlYnySLzsK09a8O+5O7aRTHGpknCgTNP2jrzAvAQoKlsu2ccjJI4TgrgVucPeI1dEnp5zOe4kCggz/U4A8S3OZgZ+RQr8PPjaDy3oEMpeSLWJrLp//sHQAQUTzpKzoatNof5kcDGPCAmCevEUNNhksLEiaWWYztkrengwpRKDZKBh4WOmJHbRQVCXpypE4PF9o+7cY71Opx12dMMBn+BT4BPydMcA473lbF96MTCjbYE1usUboaAkMkCzWtyZgoI1bGEEZtkzb0YIwHE/43uDMBDZwWYyucSMJNhCtMZXF22zEXHLanumq2flavdJOCrPvV/SILa8g3TgOG9/wTyT/5Z5N0V8mEU1loMjUVyS16GvIu1SL8oFrp6ON64zJLoRi/OIYQ1ibinM9UWy0qFoyTn29IVVu9rdf3nEQD7TI2bynjR+y/FzFTCsAAYEtYlSoV6P4syVE/qNWrqjGAwhbYhopBtNywYV6rB6H2fYmHuk/J0gKeV03nmx3MLOtKnflXCYikdW/2k9GYTSPSJ0CzvOokaO19mK1JUmi1QJrqYnAbEgu61Mr7JA3LToWUVqpwl5ysygXk6wZOxUEUVFpt5IydbIcgB+nlfG46z9aMopcXqjQhgAGHWbVNCilWhqIGzSgJV4bJ5qHJ2X+L1qLgVqK8twv+2XFSljiy1CEzR6zEvZ8ylyLNsuwDNvIDXyqESEb7i1V9UFefsIa3p7is4vPoK9nd/VJZfSrvkPIxo11lFthtpH9DCwYenSa65gcBwCDmKAVk9H847Dx9R2wFd7z178ua+3z/r5yOXNuQ99Fof3UO9t/FeHFHy7buUwLnc01rwdhaSs+/UQHpkgowda3h+LRdp23CBWvPGlEBQHa7V9kTl6idFmX5K4bXnYTzXoOMvQgzlzGidRy9EzNdEwAkWuXW0tLlpUpFJQOpAMgPLViapltgBCgBy02nSPJUczindNZKOpMni4eGF87qcU7mWcA61dI7a8xRIBHpu85efAZ9RzWKVXExoGgYAaI5Bw4DoxKgAx27TqRDdbJjBW7qHakgN5H12BKxr76ex3ZBtQ5dBIRv45SNCm8w7KiQEZik8jccCCPEjI3hRLk45uap0OjvH4n1LLN4zeS4F4+At0i2JToulatA1ouKgkyBr7x2n/GahXSP0pkGewEr9T4Coa7QdaLVGvrwnoTttpcCHHbDdeP1PvGfArCh6FmqNgOPPFwRcqEUpKrX7PzdAbLt+M9vinZ9gLp7MJ848nyNNQls/ByXvOFJQjE91SPLxx+dB51HH8ws6oBA+01GFAWadPG1ijuSACDjq4VgozRhNpmwMCD2XmTFkAR3L3QCiepx4msUPCuD431RyPJSn0gsHgFX0c2qFLTSfqCP1MwcFakozSzWAT8WGm8XsoY4YspAq5mGX+TWtwFzzMBHc4/W+DmSu+fzIWUPxaAxsSBecQg7N5XGYj8FnFmpL7qUyGpCqVzMaDlcueFPGz2qI6kLkpLplzcoBhICSmznsPKfhKgPWIt08k9Q4Cytrl1DWHIQrn5sm2yAgJy21xZJPvYT4snYR9XXMk5orROdcPJMTuT0bRzVc/h6NJynu1TMzAw2mJOzEh405aSWCUQSd4KFFlQG/bkANMBaGvCZ39FYHA6eB7vPjaDy3oMOYWc8h91CRAPQ7bntUmlWVhxNizgzvIAkA2zFj2RDaRFi2CUNmLC365ACU/KDcEvTQWe3dROs9ggCntgKNooUWjjW1wiACPLbN9kfOlYXqf7BMBB4nPxFiifmseD2PRlzPGrFFZlp1gwJ5Y+ZtvtmwnIpFJ+fgY+FNa1MgoRgBkaT1OyaVQxknvR4i8WAbrZGpO4nK/Onts4E6vNmXSZ7HQfTEtD2BScTALe7krajlsgRr2YFC75tPmMrE2m5ke6ZaAAjIxM6Z40G1BVN1jK6RlvSZZFXfsPtwwuuIXnF1z1hKDDh6LadGDBsjAMeJXBEA1Q2sSSvXPndxvah+YdRt/z/Q+oNB+diD+a3I4PxjPZ5b0AFQvTiRAfbQXjjhd/mOStI8NdgNjGVLeHAQwMmQiWs3Zp8AAaHk9iHpDJL4u5TgBNZaOM7YlrmKUdtHFAgC9rIZsWA6XD/BR30vpEKltrBbvWe/BtUkE0DFgMu7pEaGml1ba01Ns9zNHGyuGXMVgjgi8Mg5wRUKgBJas9/mCVkYzoEpMRJTRUywq20abXGamzI7apdW2rPjHgdw3hWF48VSciam3NwvpXtopPQCzrQqbKtcKypH6q+G3SjUrljb6nl4ifMk/Wr6pSpCZ5iiNbVACdmSPG5APZGf8HDnXo2IxbaFzDIPj133XBqgPIqXcAp44jtg+7DrZf83yXXqaNwLpTt63k+kOPSp1ek88+P5BZ2ofRbYVkcS+kB56MILZjkMJsmtiLZWA4wZ6048mpXmbxhqFTfJxSEPE+NGnzz0Via/cIgzwkAkEdShNpQwmJ3LfLJXz6eweII0zqmQWEoFfIDi9cwOkqMV6JNQ40wkv67za+/Xtq1f8IcBzuxYifkIeGKEJrLIbKlTHUAzQ4s/BVjsXlg4roHlb1DV+MilEF/RFKibpt5B3J+1QAc05BXralDCYZQaqb2x/E2UfvGDPlaSlv+XpQ8MIKGyqDgAIK3PBeAWSwnjjQO47aQ1u/WVse3FIawYuc12rwNppFo0iuDaOXMqhsrcIznlodhnpvZuQHYiQlF5RIEi7SMC5DX7cRKFejd8nRf+NgYDT0tl+pkfzwzoENEfgPSIaCCVtx9505ViUt7CavOWA6FdQQxTAWViJGYs2oS9tiUeVBRyOwq91nqsHCb2kM5Zlzzv0KhFbGEZYobZ6GZ52378fE8UX9K4d3VhV2q2U21Emp7GvQDQcAVul6cngNn1OZLzQbBQbdEQmnMh1Gghxr99MjoNOPPtH1W9v8lEMAceG9HzAVB3GY0rAy7yae0RGpJ7UQDIikyphOqcRKD7C39LfcxB2WOi8GzsKdacjNF1/c4GTTEeIV1ujTygRZIIywIoPWNOXRersRkHpPUFqGkwvfE6eFvEhSsCgbUXMGka1jPKGQQtTo4eRMjj+P/VuyMXRfKAOA6dlQMtf7LkbOw59XBo9b3+zLw8+X+q25DM9+HHGIgDnMHpxDqPMz7PXnvk8UyADhE1AP4sgH8e/397Zxcq11XF8d9/5t7JB2mrbbXUpJgIfSlWbJW00iKigrGKivWhD2IflD4Jig+SUhDEJ30QEfGh1EL9LEgFS1BK0YqIYqr90JSYNlXBYDQUqfnOvXfO8mHvc+6e6dzb1CQzd875/+Aw5+wzZ+5ec2fmv/c6a6+Vktk9KenRiFg7n1B9r6QM1YXVUVnh+qkfh5svpzdcHskEsEyPqoIT51YYRopOG2aX8KnlipNLQ960bbEZCdf5vGqhaWzIilOO3uvHFZJPo98bPV9HrjVhqIt5AR0wHGxNwQbLZ1BU9M4eJwZbm8WYsbA5BRuUJQSazpRuk2I21F915dWzoNSRMdeceinstXCllf0c+TsamQqs/yW/wB+AXiMoo7OfSTQzz0L0xwWojnSrXWgam3WV84T6ByfOnaE6fYImtxc062TKRZkqMgqoX2ZPvmw1Eq6MUqMQnF4vz2Dy/Zr671c9VOVZUw5aqAMS4sypQiAHaRaWV/w3brZ6EFOvtamzfk+451IPPhqhimEeWCgfF9eUbuLy9daY/ZTBLyMBMD0YKUNCOh6pcFr0sbnPGVVatFr3uXQDXzQsOufLXIgOsBs4HBF/BZD0MKmY0bpJ7LSyTCwAeUFlteWKVK1wsBWqlSbzQCxsYpkeg5WUhuTs4AoWe32WhhXHl4YM+mLLYvqALlcpk/DSMNiy0KMvODsMti0msalnOstVsNgrVsBLTaj0sIomEKHfS6n2axrByTOWkQAIGPmiarhENdiahHJhU/pCVitp1lMNm7Lao2/K6o/GasTemCsuxsSmNybQjAnMhJlM+bxXLGJdS6RGzq0nGevzWgriVdndNh6C3WSRKO4BNRFzTFgrdOLl9ENfZxPI0Wn0einLQB2RVqfxH6QEn3W9nJG0LfleEGdPr6a3qdeUVFWzaJT+FpoSzFnEmoJmQCwvpSi2wWZi6SzVmVP0igGEyuq4zeBLI/+X0ZLso5+DJg9gU5Ki37zGyOuOC079GSzu5TTisl4gQj0wKj4/6lUTr2u8AOWMOns5Yiwbxrp/8zVg0Tk/5kV0tgP/KI6PALeMP0nSPcA9+fDcwq6bDkyhbxuNq4GXZt2JGWC7u8XFtvvNF3JxnH7psaWnHrj6PJ/exf9Xw7yIzqSh6yuCrXL1vfsBJP1hvUJJbcV2dwvbvTGIiD2z7sO8cDGdmpeSI8B1xfEO4J8z6osxxpj/k3kRnSeB6yXtyvUh7iIVMzLGGDNHzIV7LSJWJH0WeIwUNPRgRDz3Kpfdf+l7tiGx3d3Cdpu5QmWCRGOMMeZSMi/uNWOMMS3AomOMMWZqtE50JO2RdEjSYUl7Z92fC0XSg5KOSTpQtF0p6XFJL+TH1xfn7s22H5L0gaL9HZL+nM99U+PL6zcYkq6T9ISkg5Kek/S53N5q2yVtlrRf0rPZ7i/n9lbbXSOpL+lpSfvycSfs7hQR0ZqNFGTwIvAWYAA8C9ww635doE3vBm4GDhRtXwP25v29wFfz/g3Z5k3Arvxe9PO5/cC7SGuefg58cNa2vYrd1wI35/3LgOezfa22PfdxW95fBH4P3Np2uwv7vwD8ENiXjzthd5e2ts10mnQ5EbEE1OlytOi8XgAAAuxJREFU5paI+DXwn7HmjwIP5f2HgI8V7Q9HxLmI+BtwGNgt6Vrg8oj4XaRv5XeLazYkEXE0Ip7K+yeAg6TMFK22PRIn8+Fi3oKW2w0gaQfwIeCBorn1dneNtonOpHQ522fUl0vJNRFxFNKPM/DG3L6W/dvz/nj7XCBpJ3ATadTfetuzi+kZ4BjweER0wm7gG8AXGS1h1AW7O0XbROe80uW0mLXsn9v3RdI24BHg8xFxfL2nTmibS9sjYhgRbydl3tgt6a3rPL0Vdkv6MHAsIv54vpdMaJs7u7tI20SnK+ly/p3dCOTHY7l9LfuP5P3x9g2NpEWS4PwgIn6SmzthO0BEvAz8CthD++2+DfiIpL+T3OLvlfR92m9352ib6HQlXc6jwN15/27gp0X7XZI2SdoFXA/sz26JE5JuzZE8nyqu2ZDkfn4HOBgRXy9Otdp2SW+Q9Lq8vwV4P/AXWm53RNwbETsiYifpe/vLiPgkLbe7k8w6kuFib8AdpEinF4H7Zt2fi2DPj4CjwDJpFPdp4CrgF8AL+fHK4vn3ZdsPUUTtAO8EDuRz3yJno9ioG3A7yS3yJ+CZvN3RdtuBtwFPZ7sPAF/K7a22e+w9eA+r0Wudsbsrm9PgGGOMmRptc68ZY4zZwFh0jDHGTA2LjjHGmKlh0THGGDM1LDrGGGOmhkXHGGPM1LDomNYh6bez7oMxZjJep2OMMWZqeKZjWoekk+uc60n6di6Qtk/SzyR9Ypr9M6bLWHRM1/g4sBO4EfgMqdiXMWZKWHRM17gd+HFEVBHxL+CJWXfImC5h0TFdY1K9FWPMlLDomK7xG+DOfG/nGlJGY2PMlFiYdQeMmTKPAO8jpb5/nlQC+78z7ZExHcIh06ZzSNoWESclXQXsB27L93eMMZcYz3RMF9mXq3MOgK9YcIyZHp7pmFYi6Ubge2PN5yLilln0xxiTsOgYY4yZGo5eM8YYMzUsOsYYY6aGRccYY8zUsOgYY4yZGv8DaVARo09IBFYAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ds = model_portal.get_dataset(varnames=['oceTAUX'], iter_start=i, iter_stop=i+1)\n",
"ds.oceTAUX.isel(time=0,face=1, i_g=slice(0,None,4), j=slice(0,None,4)).plot()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x1575af250>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ds = model_portal.get_dataset(varnames=['oceTAUX'], iter_start=i, iter_stop=i+1, \n",
" points=['c'])\n",
"ds.oceTAUX.isel(time=0,face=1, i_g=slice(0,None,4), j=slice(0,None,4)).plot()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x155996590>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ds = model_portal.get_dataset(varnames=['oceTAUY'], iter_start=i, iter_stop=i+1)\n",
"ds.oceTAUY.isel(time=0,face=1, i=slice(0,None,4), j_g=slice(0,None,4)).plot()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x148cde7d0>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ds = model_portal.get_dataset(varnames=['oceTAUY'], iter_start=i, iter_stop=i+1,\n",
" points=['c'])\n",
"ds.oceTAUY.isel(time=0,face=1, i=slice(0,None,4), j_g=slice(0,None,4)).plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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