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Last active June 21, 2022 13:16
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "9f978060",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2022-06-21 14:54:56.168871: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0\n"
]
}
],
"source": [
"import numpy as np\n",
"import tensorflow as tf\n",
"from gpflow import set_trainable\n",
"from gpflow.ci_utils import ci_niter\n",
"from gpflow.kernels import RBF\n",
"from gpflow.likelihoods import Gaussian\n",
"from matplotlib import pyplot as plt\n",
"import markovflow\n",
"from markovflow.kernels import Matern32\n",
"from markovflow.models import SparseSpatioTemporalVariational\n",
"from markovflow.ssm_natgrad import SSMNaturalGradient\n",
"\n",
"np.random.seed(10)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "46e52663",
"metadata": {},
"outputs": [],
"source": [
"# -\n",
"\n",
"# Declaring the model \n",
"\n",
"# +\n",
"M_time = 7\n",
"M_space = 4"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "3d00e183",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2022-06-21 14:54:57.482606: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set\n",
"2022-06-21 14:54:57.483130: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1\n",
"2022-06-21 14:54:57.546307: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
"2022-06-21 14:54:57.546409: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: \n",
"pciBusID: 0000:09:00.0 name: NVIDIA GeForce RTX 3060 computeCapability: 8.6\n",
"coreClock: 1.852GHz coreCount: 28 deviceMemorySize: 11.74GiB deviceMemoryBandwidth: 335.32GiB/s\n",
"2022-06-21 14:54:57.546420: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0\n",
"2022-06-21 14:54:57.549151: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11\n",
"2022-06-21 14:54:57.549191: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11\n",
"2022-06-21 14:54:57.565264: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10\n",
"2022-06-21 14:54:57.565408: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10\n",
"2022-06-21 14:54:57.565726: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10\n",
"2022-06-21 14:54:57.566114: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11\n",
"2022-06-21 14:54:57.566194: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8\n",
"2022-06-21 14:54:57.566276: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
"2022-06-21 14:54:57.566384: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
"2022-06-21 14:54:57.566448: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0\n",
"2022-06-21 14:54:57.566779: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n",
"To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
"2022-06-21 14:54:57.567502: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set\n",
"2022-06-21 14:54:57.567574: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
"2022-06-21 14:54:57.567645: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: \n",
"pciBusID: 0000:09:00.0 name: NVIDIA GeForce RTX 3060 computeCapability: 8.6\n",
"coreClock: 1.852GHz coreCount: 28 deviceMemorySize: 11.74GiB deviceMemoryBandwidth: 335.32GiB/s\n",
"2022-06-21 14:54:57.567655: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0\n",
"2022-06-21 14:54:57.567663: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11\n",
"2022-06-21 14:54:57.567670: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11\n",
"2022-06-21 14:54:57.567677: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10\n",
"2022-06-21 14:54:57.567682: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10\n",
"2022-06-21 14:54:57.567688: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10\n",
"2022-06-21 14:54:57.567694: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11\n",
"2022-06-21 14:54:57.567700: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8\n",
"2022-06-21 14:54:57.567734: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
"2022-06-21 14:54:57.567826: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
"2022-06-21 14:54:57.567883: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0\n",
"2022-06-21 14:54:57.567896: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0\n",
"2022-06-21 14:54:57.819658: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:\n",
"2022-06-21 14:54:57.819677: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 \n",
"2022-06-21 14:54:57.819681: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N \n",
"2022-06-21 14:54:57.819856: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
"2022-06-21 14:54:57.819975: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
"2022-06-21 14:54:57.820068: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
"2022-06-21 14:54:57.820142: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10141 MB memory) -> physical GPU (device: 0, name: NVIDIA GeForce RTX 3060, pci bus id: 0000:09:00.0, compute capability: 8.6)\n"
]
}
],
"source": [
"kernel_space = RBF(variance=1.0, lengthscales=[0.2, 0.2], active_dims=[0, 1])\n",
"kernel_time = Matern32(variance=1.0, lengthscale=0.2)\n",
"likelihood = Gaussian(variance=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "08e60760",
"metadata": {},
"outputs": [],
"source": [
"inducing_space_singledim = np.linspace(0.1, 0.9, M_space)\n",
"inducing_space = np.vstack(np.dstack(np.meshgrid(inducing_space_singledim, inducing_space_singledim)))\n",
"inducing_time = np.linspace(0, 1, M_time).reshape(-1,)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "e4fc1899",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING:tensorflow:From /home/sethaxen/software/mambaforge/envs/pollenclim/lib/python3.7/site-packages/tensorflow/python/ops/linalg/linear_operator_block_diag.py:223: LinearOperator.graph_parents (from tensorflow.python.ops.linalg.linear_operator) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Do not call `graph_parents`.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2022-06-21 14:54:58.024744: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11\n",
"2022-06-21 14:54:58.475292: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11\n",
"2022-06-21 14:54:58.566188: I tensorflow/core/util/cuda_solvers.cc:180] Creating CudaSolver handles for stream 0x561e8c3761d0\n",
"2022-06-21 14:54:58.566239: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10\n",
"2022-06-21 14:54:58.610775: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11\n"
]
}
],
"source": [
"model = SparseSpatioTemporalVariational(\n",
" inducing_time=tf.identity(inducing_time),\n",
" inducing_space=tf.identity(inducing_space),\n",
" kernel_space=kernel_space,\n",
" kernel_time=kernel_time,\n",
" likelihood=likelihood,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "70d05799",
"metadata": {},
"outputs": [],
"source": [
"# Creating data\n",
"num_data = 200\n",
"time_points = np.random.rand(num_data, 1)\n",
"space_points1 = np.random.rand(num_data, 1)\n",
"space_points2 = np.random.rand(num_data, 1)\n",
"X = np.concatenate([space_points1, space_points2, time_points], -1)\n",
"f = lambda v: np.cos(5.0 * (v[..., -1:] + v[..., [0]])) * np.cos(v[..., -1:] + v[..., [1]])\n",
"F = f(X)\n",
"Y = F + np.random.randn(num_data, 1)\n",
"data = (X, Y)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "9fe1d13b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7f0251ee1e90>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Y9/G9NX+Xldm46opXUFVPhx4bG8ann93rsb0to6oaNruLkGDLOZ8ZJIRg+Pv/pdhxqimCkPXqcr96H41FMbD5unsJMflOEyTAmdGERrYtE0Uy0MWa2CbSlDtElktbYXC/RN589sazOodb1byOuAEqKut2QgkPDyIlJYaDB3PrVMqaTArTpg84Kzv8gcGgNLhWcK7hUFXKnHW/b2/OHMAgyxytKKV/p4b7ZgbwLbvLdvJW+mtoQkUgCDWEcW+vB+libTs1EfVpH2kSzSC7sJS1+46SV9J2OnKfxGwykNjFu1BP/75dPLb96S8XExYWhNVqQpYlrFYj3VNiufa6MS1taoAWxGIwEGauF0oSeO3I4NY14oNaJw9fEzrvHP6FmUsfZ/yiP3Hn+v+yt+z03YQ6GsWuIv53+CWqtEocugOn7qTQVcBz+/+FW/csimsrdLgRut3l5pF357PhQCZGpboAadqQXjx+/QUY2lCa32/vu4A//O0LXC4NIQSyLGE2Gbj3zske+3bt2olPP/s1K1bsJ/9E2uKw4d3P+ZBFe0eSJB4cPoan1q+oiaGjS6DU9egWxcD0br3oZG2dKtRn93zDguNbaypLd5Zl8utNr/Pu6PtJDm77WT2+YE3hKnQvmjeqrrKrbDtDI71GPPxOh3Poz3y1nA37M3GqGs4TYY1fth+iW2wkd80Y7WfrTjF0cBL/ff5GPvl8HRlHC+mdmsB1V48msYGuPmazkWnT2l+I5XTsPJDDd0t3Yne4mDqmD+el9UDpgG3XTsdNA4ZiUBRe2LSGAlsVSSERzOqZytdH9lBor0KWJC7v1Z+/j57SKvaUuar48fgWXHrd9R23rvHhkWX8dcBVrWKHvylzl6IKzzUuXeiUq21v1n+SDuXQdV3w/YY9uOotIDrcKnNXbm9TDh2gR0osf/3Dxf42wy+8/8163vt6HU63ihCwZusRhvRN5NlHLj2nZh6SJHF9v8Fc328wQoiaRbffj5xAqdNBkNGIuRVzxbNtRRhlg4dD14TO/nLPZssdlX5h/VlXtBqnR345pIb09o9RjaBDOXRV01A179KgVY7qSkWbw8X8DXvZevgYyXFRXDpuADHhvqvyyyss5/XPVrN+ewYhQWaunjmMS6YNPisnVV5hZ8+B44SHWenTM75NrLSfDQXFlbzz1VpctRaG7U432/Zms2ZbOuOH+b63ZHug9vcqSRKRltZfPO4cFIVb9xyZykj0DGn/HaUcmpNDlelYFSspwd0a/C0NihhKF2si2bYsXCd0WkyymeGRI0iw+qdSvTF0KIduMhro2bkTB44VerxmNRlYsHk/L3y1gvIqB3aXismg8P6iTbzxwBX0Tz77m7W4zMbNf/iIiioHui4oKbPxysfLSc8u5OHbpjbrnB98vpYPPl9bI2LVKTKY5/5xFQlx4Wdtb2vhdKm89tkqvl+2E6dTpWtCJLKXH5Ld6WbZhoPnrENvC0SaQpgaN4hf8nbirLX4Z5IN3Nh9YqPOcbjyGPNz1lHmrmJc9EAmxAzCIPu3eTLA0vxVvJ8xF1lSEEInxBDCH/r+hi7WBI99FUnhd73/wIqCZawvWoNRNjIhZjIjokZ5OXPbocPloe84cpw7X52HS9XQ6pWRG5BAq+52VJuUhCi+/Ouvzvrab3y2mk++31hn5AlgMip8+coddIpomtra+i1H+OtT3+JwnvphybJEUpco3n/5lnYzUv/dv79i0+5Mj8+lPrIscdUFw3jgpomtY1gbotzpZMnRw7g0jYndUogN8p+qoKprvHHoZ77MWodNc9IrNIHf9ZnD4MjkMx77U856Xj74FW5dRUdgkU30DO3Cs0PuwSj7b/x4pOooj+1+BpdeV1MoyhTJy0P/1WriWb7gnMpDH9Q9gc8fvZFH35vP3uz8U7nbEmhu4bW3QlZ+KSWVdiJDzm6Ku21vllenZTQqHMwooNOQpv1I532/uY4zh+p1gtz8MjKyiuie1PYaKdTnaE4xm/d4/1zqYzQoXDSxfytY1bZYnHGY+37+HkWSEAK0FYv545jzuXlQ63SRr49BVvh16kx+nToTXeiNdnY21cHLB7+qM7J36C4OVRxjSd5WLkgY0VImn5FFecu9phvaVDv7Kw7RNyzVD1b5nvbzWGoCSTERyHJ15xAkGtUhx2Q4+ylhUkIUipdYuarqxMc0PYe4vMLudbssy1RWOby+1tY4cqyowXRRRZEItpoIspowGRUeuHEiPZNiWtlC/1LmcHDfz9/jUFWq3G5sqhunpvHU2hUcLPYMHbY2TRm57io7giJ5/o4cuotl+Vt9aVaTKXdXeLSGg2rXUKlWtb5BLUSHG6GfJDYiBDLz6mwTMkj11kwVWWJ4aiLBlrNXLbz6ouH8vHovWq2SfqNBpk9KHMldOjX5fOeNSeXw0cI6ei9QXTKemtI+KgaTO0d5Xag2GhSunjmMYf264nSpDOvXtcPqtZyORRmHvK4nuHWNbw7s5ZHR7Ue/xaKY8VoVBQQb/FsdPDxyMLvK9uKsF3JRhUbv0J5+ssr3dMgROsCNE4dhqdeoWDKA1WrAZFQIMhsJMhvpGhPBE7+a4ZNrdk/sxFMPzyEuOhSTUcFoUBgzNIWnf39Js8532cyhxEWHYj7xPiRJwmw28MAdUzC3oPa6L0nu0olBqZ0xGeuO3IwGhStnDGXMkO5MHNnrnHTmAC5N86oBrwuBQ/XMNmnL9A9PxqJ4DowssolZnc9c1ezUXGTZ8qlSfT/7HBc9igRLHCb5lH1m2cRliRcRZmwbnbB8QYdbFK3Nl2t28uzXy0GqzkUXQmA1G3FrOiNSErl16gjSevlecEcIQVFpFVaLieCz0CsvKK7g9bmrWLn2EELV6Zkcw323TKRfattNm/KGw+nmpY+W8+OK3bjcKgNTu/DIrVPOufCKN45XVjDx47dwanXXGKwGIx/OvoK0BE8piLbM4cpjPLLttZrUR7fQuKHbVG5IbrixsxCCDzMW8VnmEiRJQhMaF8SP4P5el6F4yY4RQnCgIosSdwV9QpOIMDXOIbt0F8vz17CueDPBShDT4ycyILxvo44tcVWwOHcTJe4KBkf0ZERUH78tpJ7TaotOt8pjcxfxy/aDOGsVHFmMBu69cCw3TTo7Tejc4gre+nYt63YfJSLEwvUXpDFjdJ+zfkiUlNu4/nfvUVHlQNOqvyOL2cDl04dw7w3nn9W5/YUQAiE4pwqHGsPrWzfw/MY1NaN1i8HInF59+NfE6Wd9HwkhKHLasCpGgo2t0wxF1TW2lhykUrUzOLInUWdwuD8cW8v/Dn2Lo1Y4xCwbmdNlHHf1rFt4V+As5Y87/keBowRZknHrKpd3ncjNyRe1WNbX9pJD/GXnm+hCxyVULLKJ1NCuPDX4br9k7px1loskSTOAFwEFeEsI8VS918OBj4CkE+d8Vgjx7llZ7SNMBoWlOw/VceZQPWL/YOnms3LohWVV3PDYh1TanGi6IK+4gv97fxFHc4u5+9Kz6/L9xY9bqLK7apw5VLe7+2LBVq6/eAQRYW2vu/yZkCSJpvzmhBBsOXSM1buOEBpkYeaIPsRHdZzp8UnuGjqS87om8/WBPbg0jQt7pDIy4exnjuvyjvLo+vnk2SsQwKSEHjw9ehZhppYNbxlkhRGdGt+Q5NPMX+o4cwCn7ua7Y2u4vccslFoj4cd2vcUxWwE6p9ZlvsleQa+QroyPGXz2xtdDEzpP7Hm/jn0O3cX+ikx+zFnHnMTxpzm69TmjQ5ckSQFeBaYB2cBGSZK+E0LsqbXbvcAeIcRsSZJigP2SJH0shJdW2K2Mquk4GkiZK7OdXazuk4WbsTlcqLXy3e0ulQ8XbOL6C4YTGtT8H87mPVleJXaNBoVDmYWkDUhq9rnbA7ou+OPbP7Jq1xHsLjdGg8wb89fxxM0zmDKsl7/N8zn9omPpF+074av08iJuW/459lpt55YeP8xtyz/ji2lnX3PhS0rdnl3AANxCxaW5sRqqNeBz7IVk2fLqOHOodrDfHFvRIg49vfJYnTTMkzh1N4vzNrY/hw6MBA4JIdIBJEmaC8wBajt0AYRK1UOKEKAYaBMrOkaDQreYCDLySzxeG9CtadWhxeU23vt5I6t3ZRAVFkRRQQUuVfdIi9SF4GBWAcN6N78PZpfYCHYfOO5RBKVqOrFRbbchsa9YtuNwjTMHcKs6oPO39xcytn8y1nayKNySHK8q58N9W9hbXMCQmM5c33sI0dbqWof39m/0KrC1pySPA2UFpIa3nfWL1JBEdpSle2zvZAqvs8hapdobjFtXqrZmX79KdfDz8c3sr8gmJSSeGQkjCDNWz4AVSfG6aH3ytbZGYxx6FyCr1t/ZQP3611eA74AcIBS4Wggv2pN+4k9XTOY3b36LU60WgpIlCbNR4ZFLGh+LLqmwcfUTH1Je5cCt6RzJLcagccqZ13Lqbl1n95G8s3Lo18waztL1B3C66qZA9u4eS1LnqGaft6n8vG4f73y7jsLSKvqnJHDv1eeR2gqLmT9t2FfjzGsjyxKbD2YzfkD3FrehLbOrKI+rF3yCW9Nw6Rprco/yzp5NfDvrJpLDIkmvKELz4ogMssKxqrI25dDv7jmHh7a+ilN31+SKm2Uj9/W6pE7YKTk4AdlLUYlRMjA2unkNmfMdpdy18QXsqhOH7sYsG/nwyGJeTbufpOBYugcnEGYMxuGsG2ywyCYu7Ny2xP6gcWmL3gJ59e+UC4BtQGdgCPCKJElh9fZBkqQ7JUnaJEnSpoKCgiaa2nxGpSbx3m+uYsrAniTHRjJjWG8+eeg6+nVtfC73x79sodzmxF0rp1o9+TF4+YQWbNh7VjanJsfy+AMXERUehMVkwGhQSBvYjad/f+lZnbcpfPLTJp5862eOHCumosrJup0Z3PHPTzmU1fLfnbcCrVOvddhs20bzpzULqHK7cOnVYTmnplHhcvLPjUsAGBGThNlLhohTU+kT0bY0zXuHdeWl4b9hXPQA4syRDI9M5anBd5ES0oVXD/zIH7Z+yGdHV+HSVR5IvRqzbKxx7GbZSLQ5nMsSm5co8MqBbylzVdVovzt1N5Wqg+f2zQOq133+MeBWQgxWrIoZo2TALBsZ1akfU+PaniZ6Y0bo2UDtoWYi1SPx2twCPCWq5yaHJEk6AvQBNtTeSQjxBvAGVGe5NNfo5tC3axzP3Tq72cev25OJu35fT5mG6iiotJ398sF5aT0ZN6wHuYXlhASZCDtLaYKm4HKrvPn1Whz1ipqcLpU3vlrL0w+0rOzvxWP7s3LnEY9RugQM79W+Uvl8jVvX2FWU57FdR7A6JwOAG3oN48ODm3A7HegnblKrYmBWt/4kBHmMtVocIQQbitJZmb+PUIOFixKHkhh0aqbZI6Qz/xh4S83f20qOcN2a51F1HVVorC86wCcZK3l39P08P/RBvj22ggJnKSOj+nJB/GiCDM1br1pftK/m86mxFcHO0iOouoZBVugZmsinYx5jTeEuSt0VDArvQc/QttmGrjEOfSPQS5Kk7sAx4Brgunr7ZAJTgJWSJMUBvQHPoFg7JjYqhD2Znj8ibxgUmQlDfKMYKMsSnWNbX1kxr7gCb6FDIWDvkdwWv/6Yvt2YM7Y/X6/ehRACRZFBwLN3zcZk7LAFzo1CkWQMslwzOq+N1VC9ttDJEsx3F9zGczuWsfx4OiFGEzenjuCm1NYfVepC59Etc1lTeAi75sIgKbyXvpK/DbyUmV08FzKFEDy+63McWm1NGDeqq4J3Di/m4X6X8FDva31im1FWvC56ypJcp4LXopiYHOddW0cIwdK8PczL3IBDczGz82DmJKZhakUd+5Oc8YpCCFWSpPuAhVSnLb4jhNgtSdLdJ15/Dfgn8J4kSTupHkQ9KoTwvxCFD7lx6nDW7TlaZ8RqMCh0jQsnr7Ac9wl1R7PRQHiIhVsvGulHa8+eqLBgNN37MkiXmJZ/wEiSxO+vnsQVEwaxbu9Rgi1mJg/tSaj13Oh6L4Rgc24O+bZKBscm0CX01KhaliRmp/Tl+/S9dZy6WTFwbeopB9k5OIznxvi/gcqyvH01zhyqy+1VAf/c+Q0T4voQbKj7nRY6KyhyenYFUoXO8oI9PMwlPrNtenwa3x9bh7tWdyKDpDAhdmCjC4ee3vMD3x/bXJNRtL/iOPNztvHmqDswtrJscKMeIUKIH4Ef6217rdb/zwEaLgXrAAzt2YVHr5nEs58vB8CtagzsnsDTd82itNzGZ0u2caygjJH9krj0vIGEBNW9Se0uNyu2p1NW5SCtdyIpCU3XdmlNgq0mLhrfjx9X762zMGsxGbh1TustBqUkdGrzn5WvOV5ZwbXffUaBrQoJCbeucWWfAfzzvKk1i4T/GDWV7IoydhQeR5FlVF3nvM7JPDikbaXRASzI2V7jzGujyDKbitI5P65utaZZMTSYWWJVfJvddEfPmRyoyOZQRXUUWZKgs7UTD/a+rFHHZ1UV8U32pjoZRQ7NzaGKPJbn7WVqQuu2jexQc1dN1/l8ww4+W78Tp6py4aDe3DohjWCzbyrk5owdwMwRfcjIKyE82EJcZHWRS2SIlT/c0HDPx90Zudzz4lfoun5i1Ctx0ei+/Pm6KW1a0/zhGydjUBS+W74LXQhCgszcfulohvVtfvZOgDNz98JvySovq5Ol8uX+3QyN68zlvavlhUOMZj6beR37Swo4Ul5MakQMKeGtl/3UFBqsphR4bXwRZgxicGR3thano9XKObfIRi7vemZNmKZgVcy8PPxe9pZncqQql67WGAZGdG/073JrSUadwqeT2DUXqwsOtLpD71DpAo/M/ZFnf1rJgbxCjhaV8vbKTVz7v7m4fChyZDIaSE2MqXHmZ0LTdR7477dU2p3YnG6cbg2nW+Wn9ftYuu2wz+xqCQwGhYdvmszC/97NxVMHUi5c/OerFUz93Wt8vnSbv83rkORUlrOvqMAj5dCuqry3c4vH/r0jY5jRrXebdeYAcxKHYfEyspYkGBGV4vWYfwy8mm7BMVgVE0GKGZNsYEJsf65IGutz+yRJol94Ny7qPIpBkSlNGmRFGIOQvKS5GSSFaHPr14t0mBH6gdxClu47grOW83apGjml5SzcdZDZQxonwuNrdmXk4vCST213uflq1U4mD2370p3v/LiRb9fsxnmictXp1njxy5VEhFiZPqK6Ya5b1Vi16wj5ZZUM7J5Av6T2Ie/b2gghWJWZyeL0Q4SazVzWtx8pkaecsc3tPjHi81zwrHL5vfC6WYyM7sHV3UYzN2MtQM2I9vnhNzS4cBhlDuWjsQ+yqyyTPEcZvcM60zWo7TV0GRPTC5OiYKv3dSmSzMWJZ6cT1Rw6jEPfkXUcgWfVps3lZmN6tt8cuqrpXp/gUJ0a2NZRNZ1Pl2z1SF90uFTe+GEd00f0JjO/lNv+8xl2pxu3piPLEiNSu/LcXbMxKm2vms5f6EJw7/zvWZl5FJvbjUGWeWfrFh6fOJkr+ldPzbuHR2I1GLCpdQcBJllhRo/221XngT4XcFnXNNYVHiLYYGZiXF+CDKdf4JYkiYER3RjYSjY2B6Ns4PWRt/PApg8oc9tqMmP+OehKuga3/tpPh3HooVYzLt3ToSPhV6cyqHuCV0Eqq8nIrNH9Wt+gJmJzuFDr59+fIL+kWoPj92/9QFGFrU6a48YDWXy2bDs3TPFPG7W2glNVKXM4iAoKYumR9BpnDlTnWOs6f126hOk9exFmNqPIMs9Onsk9P3+HqmmoQmA1GIgJCuauIf5r4eYLugZ38ouTa2l6hsbxw8SH2V9+HKfupl94F7/1T+0wDt3tpSvOSTQ/qhAYDQpP3jqTR9+cj6bruFUdq9nIoJQEZo5qvCKdvwgNMhMabKG43FMrI7VrDPmllRzJLfbIWXe4VL5avfOcdei6EDy3ahXvb92GEAKjotA1IrzGmdfGqMisycpkRs9q0bFJ3VL48cqb+Gj3drLLy5jQNZnLevcjqJXkbwM0HUmS6BPu/z4FHcahq5qGxWjA4SWM0Vz9bVXTWb43nSP5xfSI68R5fbo32B/zdJw3MIWvHruZ+ev3UFJhZ0z/ZMb07dYudMElSeK3V0zgyY8W1wm7WEwGfnPZeNyq1uAikqqduTF0R+WltWt5f8tW7CfWdByqyv78AiRAeJkwmurNIlMiovjbuEmtYGmAjkSHcejjenXzUCaE6tDGtP5Nl1stqrRxwytzKaq04XSpmE0GYkKD+ei+a4gMbnoJfnxUKLfNrK9p1j64cHRfQoLMvPH9WnIKy0ntGsO9l4xjYEoCQgiiw4M5VlhW5xiTQWFGWtufgbQEuhC8u3lLjTM/iTexLKiOEo7r2rHlkAO0Dh3GoceEhvDQtPG8sHg1LlVDFwKr0cjkPj0YndL0vOn/+3oJOSUVNdWSNqebY2o5//p2KU9fd6GvzW/zTBiUwoRBKZRU2tmTlYfZfKrP6VO3XshdL85D03Wcbo0gs5EuncK5eZpnmbmq6XywfAufr9mOw6UycUAK980cS3RocGu/pRbD7nZ7OPOTGGQZWZGQJalmAe2N2XMwGzrMTzGAH+lQd9FN44YxMqUr323bg8OtMq1/L0andG1y8Y4QgiW7D3uUvquazuKdh3xpcrtBCMEr89fwwdLNmAwKmi5Iiongv3dfyoDkeL5//FZ+WLeX48VlDOuVyMTBPbwuRv/+ox9ZuedITWjsmw17WLk3g28fvYkQS8co6w8yGokOCiKv0rNxw8C4OF6cdRErMzMINpqY3D2FYFMgNu4rqlQXRY4q4q2hftFS8Tcd7h33SYihT8LZ99xssNWqf1qw+p1fth/i4+VbcKkarhNZL4eOF/LQ29/zwW+vISo0iJumnT7v9kh+MSv2HMFZa51D03XKbQ6+3bCH6ycMbdH30FpIksSfzp/Aowt/xlFrpG4xGPjDhAl0CQvjmgHN0+8O4B23rvHk9oV8mbG9ZvZzX98J3Jbq28rStk6HqhT1FZIkMaFvd5R6I3uDLDGpv/fKto7Oh8u2YK+Xi67pgn3Z+eSWeAopeWNvdj4GL1rmDrfK5vRjPrGzrTCrTx/+e/FsBsXHEWmxMLprIh9deQVpiee29G9L8fTOxXx1dDtOXcWuualSXby0ZznfZe70t2mtSocbofuKv1w6mT3ZeZTbndhcboLMRsKDLPxxzrmZedBQ/1VFkSm3OYhvhBRC56gwrwvXRkUhOTYSgAqHE6OiYOkAErnnd+/O+d3bb2elNceP8sWhHbg0nTkp/ZjatWcdSdm2gkvX+OzIFhxa3QGHXXPz330ruTipLZcm+Zb2/6tpIQqrbKR06cT2o8eJCQpm1tC+3D99DKZzdPFq4oAUsgvLcNdLRVRkme7xjdMRGdwtgS5RYWTkl6DWWp8wKjIDu8Uz5/kPyCgoQZLg/D4pPH75NMLPotF2gObz1OZlvL9vC/YTFatLjx3m/C4p/Pf8OW1OUK7K7Wwwg6jA4b0BdUclEHLxwu5jedzwxmesPnSUCreLPFsVH2/Yxk87D/jbNL9x85Q0okKtmI3VC52yJGExGvjr1VMaXYkrSRJv3XMFo1K7YlRkjIpCt5hInrz+An7/2U8cyitC1XXcms7yfenc+c5XLfmWAjTA0fIS3t27ucaZA9hUN8uPpbM2N9OPlnknwmQlwuQ9lXhgpP+LfVqTc3O4eQb+s3CVR4GSw63yzE8rmD24b7soCPI1EcFW5j16I/NW72T1vgwSIkO5/vyh9G1CX1aATqFBvHbnZVQ6nDjdGp1Cg/jPT6s8Kn3dms7h/GL2HMujX5eA0FdrsiInw6v6kF1180v2IcYmdGt1m06HJEn8adB0/rj5+5ouRxJgUYw8MqBhWeuOSMChe2H3Me+t5iodLkrtdqKCg1rZorZBWJCFW6eN4NZpZ68pEmIxE3IimnI4v8gjlAPVs4Cs4rKAQ29lQowmr7FygywTZmybIbCLuvYnwmTl1b0ryaoqYUBkAr/pdz59I+L9bVqrEnDoXogNC6Hc4fTYLssSIT5qlhHgFCkxkSzf55kqqmoafRJi/GPUOczUrj3587qFHtsVSebSHv39YFHjGBeXwri4czML7SSBGLoX7pk8yiPLwmI0cM3IQefsomhL4XSrfLV1D0J4pviPT02mW3SkX+w6lwk1mXl7yhWEGs2EGE2EGE1YFAP/HjuTpNAIf5sX4DQEvJMXZg7sTXGlnZcWr8GtaQgBl6cN4KELzvO3aR2ORXsO4dTUasEq/dQo3WiQmXiO5vy3BcbEJ7Hp6vtYc/wobl1nbEISIcaOUcnbkQk49Aa4fswQrho5kMIKG5HB1jaXF73xSDbvrdpMXnklE1KTuWncMCKCGi8aVlBeSandQXJ0pF/14o+VlFcvQEtALTPc6OSW+S/lLLO0lGKbnT4xMW3uu28tzIqBSYk9/G1GgCZwbt6pjcSoKCRENK536Nlgd7mZv3M/G49kkRQVyZVpA4gNa7gf4ecbdvDUj8trMnEO5RXx1ebdfH3/jWdUgiypsvPbT39gW9ZxDLKMIsv8dfYkZvmpo1O/zrFYjAZs9dr0BZmM9O3s2/i5EILtOblszjpGdHAw03r3JMhUt9dlUZWNu7/8ln35hRhkGV0IHp08geuGBkr1A7R9Ag7dz5TaHFz52icUVdqwu92YDArvrN7E2zdfzpCuCR77O9wqT/+0ok5apUvTKLE5eG/VZn57wfjTXu/eD79lV04eqqbjOtG38m/fLKZrVASDkzyv19KM69mNbp0iOJxfjOtEpotJUUiMDGdCqu+qLFVd594vvmPd0Szcmo5JUfjnz0v54Por6BcfW7PfXfO+ZXdeHqp+KqL/1JLl9IiKZFS3pqt2Bmg6NreL57eu5stDu1F1nZnJqTyaNoEoy7mZXdYUzrlF0YLKKrJLyxANqm+dPZVOF2+s2shVb37CXR9/zarDRxvc97/L1pFXXoH9RCcbl6phc7l5dN4CrzYezCv0mlLm1jRWHDhS83eV08X7a7Zw2/tf8udvfmbv8XwyCkvYl1uAWi/n26mqvL/as6N8ayDLEh/cfhU3jBlCTGgw0SFBXDd6MB/dcRWKF92X5vLF1p2sO5qF3a2i6jo2t5tyh5P75n1f8zlnFJewv6CwjjMHsLtV3tnon8+nNRFCsC4ni7l7drA173iL/kZOZ8P1Cz/n/b1bKHLYKHM5+PLQLi7+7sM6QmcBvHPOjNBzysp54Kv57M0rQJYkOgUH8cycGaR19a1YUpXLxeVvfExueSXOEzfghqPZ3DNhFHeOH+mx/6LdB722z8srryC/ooq4eqGXyCBrg+32okOqNcXL7Q6ueO0TCiqrcLhVZEnix537uW3scK/iWEJATml5k9+rrwg2m3h4xgQenjGhxa4xb/tu7F66WRXZbBwuKqZndCeKbXavnw9Avhcp3I5EqcPO1d9+RnZFGboQSEj0j47lg1lXYDUaz3j8xuPZfHmgekQ9u2cfJiQmN0siYGNeNvuKC3DWqktw6zrFDhs/Hd3fptMm2wLnxAhd03Wu//ALdh7Pw6VpOFSVY2Xl3P7p1+SW+/aHOm/LLvJqOXOoHuG9unwdZXZPgStzAwtuuhCYDJ6LlYlR4fRNiPFwPFajgZvHV8vXfrB2K/kVlTVhGV0IHG6V99dtxeVllGNSFMb1alvVf76mvrb9SSQk9BMj8t6x0V73MykK56e0X5GtxvCn5YtILy2m6kRzDpvqZkdBLs9sWHXGY5/ZsJKbfpzHZ/t2Mu/Abu75+TseWeZ9hnkmdhfne/0Oqk7YE+D0nBMOfV1GFqV2u4fSn6rrfLHNt/KaS/ane50aGhWFHcc8b8ir0wZ6ZFHIksSgxAQiG8haefmGi+nXpXoxMcRswmI08Jup42qc8uK9h3CqnpWXQgguHd4fa63rGWWZUKuZG8Z0DC3yhrhkUD8sXmoIQi1mesVUd6IPNpl46PxxdT4fk6IQabXyqxEd9/PRdJ2fMw7hrudInZrGl/t3nfbYjLIS3tqxGbuq1tQR2FQ389MPsCUvp8m2JIVGYPCSdWU1GOkeHqhJOBPnRMglr6LSa8MKl6aR7eNQQ2xocHUj4HrbdV14ddA3jhnG1qzjrDyQgSRJyBJ0CgniuasabnPXKSSIuXdfy9GiUooqq+gdH0NwrQrWcKv38mxVF9xyXhrjeibz7qpNFFfZmZDanTsmjmhWn1RvZBaXYnO76RXTyacx8LPlumGDWLT/ELtz87G53FgMBhRZ4sXLLqoTGrh5xDB6RnfinQ2bKayyMbFHd24ZOYxIq28+n7aILoRXWWOgwfDeSZZlHcFb1xeH6mZxxmGGxzctpDmxS3eizFYcqrtGQVECTLLCJYFwyxk5Jxz6oM7xXuU1g4xGRnVL9Om1bhg5hEV7D9UZpcuSRFxYCP0TYj32NygyL107m4N5hew6lkdCRCgjk7s2SgCsW6cIunWK8LRh9FB2HsutEzOWJYmUmEiSoiJIiopgav+ezXuDDZBVUsavv/iOo8WlyLKESVH498UXMKlX2ygOMhkMfHjDlaxOP8rGzGPEhgZzUb/eXh+y47t3Y3z35oeg0ouL+Wr3HipdTqb06MH4bt3anORsbYyKwrC4zmzOPVbHNSuSxORup//+ggxGFEkG6s4IDbJMUDNa6ymyzJezruPhlT+xJqda2XFQdDzPnDeTMJP/CpvybVU8uWYpizIOo8gSc3r25dHREwj1o03ekPyxkg2QlpYmNm3a1GrXe+CrH1h26EiNkzMqMl3Cw/ju9ht9Xjgyb+su/m/BMmRJQtN1EiPCee26S+gSEebT6zSEEIIXf1nDu2s2Y1IUdCGIDwvl7V9dRny47/PqdSGY8so7HC+vqDPSsxgMfHfnDSRHta+pskvTeHvjJj7bsROXqjGjdy9+M3YMEY0YpX+xcxePLVmCqmmoQhBkNDK+WzdevXh2m2wOcZJDJUVc/vUnOFUNh6ZiNRgJMZn4/vIbiA9p+J4pczoY/dFrHk2xLYqBRVfdTNewiGbb5FDd6EIQZPSvfpJDdTPp03cosFWinri/TbJCr6hO/HD5ja3+sJYkabMQwrMDO+eQQ9d0nU827+CTLdtxqioz+6Zy19gRhFlaRj3O4VbZfTyPMIuZXrHRLXKNM1FcZWN7di4xIUH07xzXYjfeuows7vn8W6rqFQcZZJmbRgzhD9POvsdra3LHl1+zNjOrZpZllGXiQ0P56ZabsJwm46Pc4WD062/UWRCH6pngfy6cybSevp0V+ZpSh515+3azv7iAwbEJXJLaj5BGjLKXZqZz76LvkSUJQfVv7f8mTOey1H4tb3QrMG//Lv628hdsat37O9ho5M0ZlzK2S1Kr2nM6h35OhFygeip344gh3DhiSKtcz2I0MDzJv/0jo4KDmNS75UMehZVVXreruk5OeeP6jbYV9uTls66WM4fqtLkim40f9u3nioEDGjx2bVYWRlmmvk6nze3mh33727xDj7BYuX2IVz9xWiYlpbD2+rt4Y9tGih12Lkvtz4jOHad36p7CfA9nDtX39/7iwlZ36KejUQ5dkqQZwItUq228JYR4yss+E4EXACNQKIRoX8OyAGdE1XUWHTjEzwcOEW6xcNXgAfSLi2VoYmevi2dWo4EJPZJb39CzYGeedy18m9vNxuxjp3XopgY0cSTwmmHTUThaVsrVX86l0uVGEzrf7N3LxG7JvDxjdoN5/e2JnpGdCDIYPZy6QZZJDo/wj1ENcMZPW5IkBXgVmAn0A66VJKlfvX0igP8CFwsh+gNX+t7UAP7ErWncPPdL/jD/Z37Ys59Pt+7g6g8/49OtO+gSEcYVQ/rXKUAxGxQSwsKY1b+PH61uOl3CwrzGus2KQvfI068FjE1K8trpx2IwcOWAhh8E7Z1f//gdBTYbVW4XDlXFoaosP5rBJ7u2+9s0n3Bxz75YDIY694VBkokNCmFCYrL/DPNCYx6fI4FDQoh0IYQLmAvMqbfPdcBXQohMACFEvm/NDOBvftx3gB3H87CdkCjQhcChqjz5yzIqHE7+PmMyT1w0laFdEkiN6cTd40Yy79Zr251S4dhuSUQFBaHUc+oGReGKgadPmzMbDLx+yRyCjUaCjUasBgNmReH2EWmkJVaHIBxuN7vy8jhe0b5CUQ2RU1HO4ZISj7RHu6ryya4dfrLKt4SYTHxz2fWM7twVRZIwSDKTu6XwxSXXtKnUXGhcyKULkFXr72xgVL19UgGjJEnLgFDgRSHEB/VPJEnSncCdAElJbSfuFODMLNh3sEZvpjZGWWFDVjZTevVg9oA+zB7Qvkbk9ZEliU+vvYrfzf+JLcdykCSJruHhPHvRDKKDg894/KiuXVl3z90sOZxOlcvFecnd6BxWnd30wdatPLNqFbIk4dY0hnfpwiuzZhHeQgvzrYFL02gow9blpa1geyUpLIJPZl+FquvVSs9tzJGfpDEO3dvXVT81xgAMB6YAVmCtJEnrhBAH6hwkxBvAG1Cd5dJ0c+tic7v59/IVfL1nD25dZ3y3bvx98iQSw8PP9tQB6hFiMnktmBJUp+Z1JOJDQ/n4mqsoczhwa1qjHHltgoxGZvXpXWfbiowMnl65sk5638bsbO7/4Qc+uOIKn9jtD7qFRxBpsWKvrDvjMCsKs1Pb98PdG219TaAx1mUDtXVDE4H6Nb3ZwAIhRJUQohBYAQz2jYneEUJwy7wv+XzXLqrcblyaxrIjR7jk448pd3hqpgQ4O64e4ilRANVNEEYk+bY4q60QbrE02Zk3xBsbN3rkart1nU3HjpHbjsMvkiTx4gUXEWQ0Yj6xKBxkNJIcHskdQ5ueMRPg7GiMQ98I9JIkqbskSSbgGuC7evt8C5wnSZJBkqQgqkMye31ral125uWxuyC/zrROFwK7W2Xert0teelzkrSuXfj12FGYFYVgU3XRSYTVwttXX9rmRy1tgfwq76mdBkWh2G5vZWt8S1rnLiy98VbuHzmG6wYM4l+Tp/HdNTc0KofdX2SUlLD40GEOFRX52xSfcsaQixBClSTpPmAh1WmL7wghdkuSdPeJ118TQuyVJGkBsAPQqU5tPL2qz1lyoLAIyUs0yKGq7Mr3nnoW4Oy4e8xIrhjUn3VHswk1mxibnOTX9nXtifHdupFZWuohgIUQ9IiK8o9RPiQ2OIR70+ovrbU9XJrGA9/PZ3nGEYyygqrrDOucwOuXXOLRvao90qgUBCHEj8CP9ba9Vu/vZ4BnfGfa6UlpoJzcYjDQN8ZTMyWAb4gODmZWv95n3jFAHe4eMYLv9+2jwumscepWg4E/TJiAuR3lqO8vKGB5egYWo4ELe6f6LCTVGIQQHCwsoszhoH9cXLMc8Mtr1rIiIwOnquE8oT+z6VgO/1y6lH9dMN3XJrc67edOqsfQhAR6RkWxr7CwJuwiUb0Yc8WAgCpbgLZFbEgI82+8kTc2bWJlRgbxoaHcmZbGuG7tQ4deCMGTS5cxd/tOVF3HIMv8e/lKnr9oJtNTe7X49XPKy7lt3jdkl5ahyDKarvOnyedz7ZCm9Xr9dPsOD3lrl6bxzZ69PDl9mk/1djRdZ+WRo2w/nkvnsFAu7JNKcAuHodqtQ5ckiQ+uvIJ/LFnK/P37UXWdkYmJPDF1aoeWOg3QfokNCeEvEyf624xmsT4rm8927KxxhuqJWcbv5v/E2uRuLRovF0Jwy+dfc6Revvv/LVlO75hohnXp3Ohz2RpoY6fqOpquI/sohGhzubnu089JLyrB5nYTZDTy1NIVfHrdVaTGtJy2U7t16AChZjPPzpzBMzMuQECbVrM7E5UuF5nlpXQOCSXC0rgH0t7CAj7ds4MSu51pKT2ZmdIrENMO0CJ8u2dvncbkJ5FliVVHMpjRO7XFrr0nv4CcigqP4iWHqvL+5q1NcuhjunZl+ZEjHum3A+LifPrbeX3dBg4WFNW00rO53Uhu+O33PzH/1ht9dp36tGuHfhJJ8rY82j4QQvDvdSt5d/tWjLKMW9eY3asP/zdxWoPaIACf7dnJ31cuwaVq6Ah+OZrOBzu38smcq2qOO1pWyr/WLGdNdhahZjO3DBrKrYOHt+sHXwB/Iby0sQCQGtjuO0rtdgxe7lkBFFTZmnSuv0yayJacHByqikvTMMoyRkXhn9Om+MbYE3y7Z1+dvqhQbe+R4hIKKquICWmZtYdAvpmf+XDnNt7fsRWnplLpduHUNH44tJ+n1qxo8JhKl4u/r1yCQ1XRT/ycbG43uwsK+O7gPgDyqiqZ/flH/HzkMOUuJ8cqynlu/Wr+vGxRq7yvs0XVdbLKyyh31tcuDOAPLu7b12uzaE3XGZ/csusAgxLicemeVacWg4EpPer2ehVCUGZ3eO2dC9A9KpKfb72ZO0akcV5yN24eNoyFt/yKAXFxLWK7N1pyPNUhRujtmde3bfIoOHGoKp/u2cGfx53vtcR40/FjXnO/7aqb7w/u44o+/Xln22bsJxoEnHpd5cv9e/jtyLHEBof4/s34iK/37+EfK5fi1DQ0oTOtew+emTyjw1WktidGJ3Xlsv79+HLXbtyaVn3/SfD0zAsINbds155Qs5kHx4/lpdVraxrUmA0G4kJDuHrwqUXR1elH+dv8X8gtr0CWJGYN6MPfZk7yeBDFBAfz0PhxLWrzpQP68cb6jXV6+0pUi799tX0P4RYLM/r2arBdZHMJOHQ/U9JAUYlL03BqGkG1HLfN7eLjPdv5fN8u7LoLJAGi7uP+ZEuszbk5njnPVDdrOFhc1GYd+tpjWfxp2aI6D7nFRw7z4KIfeePC+ppwAVoLSZL4x7QpXDVoIMvTj2A1GrmwTypxIa1zH90xMo3+cbG8t2krxXYb03r15Lohgwg50Ut3X24Bv/78uzpx/vm791HmcPDfqy5uFRtrc9eoEaw6cpT9BYU4VBWLwYCq6eSWlPP8stWYFIV/LVrOm9dcwggftsEMOHQ/MyQunjXHsjy2dwkNqzMidahuLvn6YzLLy3BoJ25aGdBPOXWrwcj1A6oVF5LDI9iU69l1vcrtJiYoyPdvxEf8b/MGjxmLU9NYnnmEAlsVMUGtl/ccwJP+cbH0j/NPncfYbkmM7eZd1O/NtRtxqXXDMk5VY+WhDHLLK4gP833rxdNhMRr4/IarWXs0ix25ueSVVfLltl043NU22vXqe/zeed+z5rd3+aza+pyJoe8rKuDptSt5cvVytuYe97c5Nfxp3PkEGYw1C5UnmyE8PqHuIs1XB/aQVVF+ypmf3FmpbtRrVhTuGTaCMV2qZXe6ey28Esgy7C4qaJk34wOyK8q8bjfKCgU27+Xz5wKLDh7myo/mMvH1t/nzwsXtrhNUS5Ne6CnhC2AyKOSUNfxZ7T2ez6/e+4IhT77MxP+8yQfrtuKrtpySJDE2OYm7R4/kaFFpjTOvjVvT2ZbtO390TozQX9+6kec3rMGtaehC8NGubVzddyCPTZjsb9MYEBPHd1dez8ub1rEjP48ekVHclzaKIXEJdfZbkpmO3UsbLKvBwHV9B3Hn4BHE1qraU4UOsqgWYjiJVD2YP1ZZ3lJvpwZN11mdc5TsinIGxcQzILpxi04jOydytKwUrd6PShM63cPbRrNpt6bx48ED/HToACEmM9cOGMTwzo1PnWsqb27YVCd+PG/HLhbsP8j8W24kPrRths5aElXTkaS6ErZDExM4kF9Ykx9/Epeq0b2T9/smvaCY69/5vEbjP9ddyfO/rCKvvIJHpk/wqc0NPSSqFUx9lyfU4R36sYpy/rN+dZ0UIruq8tnenVzaux+D4+L9aF01PaM68eL0i067T0xQMIokeTg6WZKY3r1nHWcOMCgmniCTseZmBUCCIKOBgTEtu6KfW1XBVd9/SpHDji6qf2Aj4xN5c/plp03FBLh3+CjmHzpAlctVk8FjNRh4YMQYr1kWrY2q69z09ZfszK9u9iEBPx08wG9GjeGutBE+v57N5ealVWvrhKE0IahyuXhj/Ub+NnWSz6/ZVjlaVMrfvl3EpqPHkCSJSb2784+LpxIVHMRtY9L4dudeqpyuGvdoNRq4cuhAIoO813W8tnK9R9Wo3a3y0YZt3D1hFKEW3y32Xja4P1uyj3v0FJBliSFdEho4qul0+JDLkox0ryJeTlVlQfpBP1jUPG7oN8Sj8EECIsxW0uI9G/JOSEwmJSISs0Gp3lGqlkXoEdGJ81q4bdZvl/7Iscpyqtwu7KqKXVVZfzyb17ZvOOOxXcPCmX/VDVyc2of44BAGxsTx3JSZ3D1sZIva3FgWHDrIjrxTnZsE1QOE59etocjWtJzoxpBeXOw100nVddZmeq69NJaskjJ+/80Czn/hTS5762MW7Dlw5oP8SKXDyTVvfsqmo8fQhUDTdZbtP8L1b32Orgu6RITxxa3XMik1hVCzicSIMB6ePJ4/TW+4tfGunDyvYRqjopBV4j3011wu7JfK+JRuWI3GaokSg4LVaOCly2f5tKCpw4/QjYrsNe9TlqQa/eb2QP/oWP41YTp/WbkICQldCOKDQ3hn5mVeC4UUWeazi6/h1a3r+PpAtZLxZan9uHfoqBYtLCp3OdmUl+0xk3BoKp/t38Fvho054zmSwiN4YdqFLWXiWbHw0EGvoS+jrLD+WDYX9vJtxWR0cDDuBjr/dA5t3kJfTlk5l775cfUsSAhyKyr5w3cLySot446xvp9l+ILvd+zD6VbrOGBV1ymoqGRteibjenYjJTqK/13d+EyolOgojhSWeAQ8XJpGQrhvF1EVWeaVK2axJTuHtUeyCLdauKhfKlHBvk1Q6PAOfXr3njy2YqnHdoOsMKtX+1INvLRXP2Z2T2VXYR4hRhO9o6KRTuOcg40mfj9yAr8f6dt44OlQvRSAnMSleS/2aAhN11mUeYhFRw8RabZyVe+BpEa2nA5GYwgzm5ElyWNkJ0m0iJ5JfGgII7smsj4ru472v9Vg4M5RzXO+b6zeiN3tqluj4FZ5ZcU6rk8b0iZlZA/lF9WsIdRG1XUyikoY17PpxU13nTeSVYeP1kl1tBgMzOyf2mCY5myQJInhXbswvKvnjNpXdPiQS5Q1iP9MnYFFMRBkONW49w9jz6NnZCd/m9dkLAYDafFd6NMp5rTOvLmUOOy8uXs9f1y7gHmHd9bNqmkEUZYgr4uXRllmRvfGj15VXefGBV/w22U/Mu/gbt7ZvZnZ33zIvANnltkXQvD1gT1c/NVHTJ77Nv9ev4Iyp2+6WF0zYJDXdQCjLDMmsauXI86el+ZcxPjkJEyKQpDRSJjZzGPTJjOqmZ2iNhzNRtU9Qw0GSeZIUfHZmtsi9O/sXS5XkWV6xTbvIT+wSzyvXH0x3aIiUCQJi9HA1WkD+cfsqWdrrt+QfJWi01TS0tLEpk2bWu16JQ47i48cRtV1JienENdGC2v8yZ7iPK5a+DGqruPQVIIMRjpZgvjuwpuJbKRgGMCuwjyu+WFu3fNYg/jukhsbfZ6vDu7mT6sXeYQ3LIqBzdffe9rR8GOrf+GzfTtrFhJNikJsUDALr7yZYOPZj6I/3L6N/1u5HKOiIARYDArvXnIZA2JbdrG52GanxG4nKSL8rOKud3zyNSsOZ3hsNykKS35zW4vpjJwNdpebmS+9R2FlFdqJh5FJUUiNi+bzu64968GN3eXGZFDabPPn2kiStFkI4bW/X4cPuZwk0mLlyr4D/G1Gm+Z3q3+g0u2q+dumunHbKnhu2wqeGH1Bo88zIDqO5VffwRcHdnKkrIS0+ERmp/TGYmj8VP6H9H1eY9UGWWZDXjaTu6Z4PS63qoJP9+6ok9Xk0jSK7Da+2LeLmwcOa7QNDXHj4CHM6dOH9dnZBJtMjOyS2Cpt+KKCrET5IBRw57gRbMjMrhNqMCkK41K6tUlnDmA1Gfn8rmt5esEKluxLx6DIzB7Uh4emjffJTNXaBsNMzeGccegBTk+p086hMs/+im5d56fM/U1y6ACdrEHcPbj5LcmCTjOStioN37bb8nMxyoqH0p1dVVmRneEThw4QZrYwrUdPn5yrtRnRLZEnLprKEwuX4VRVNF0wKTWFf13ctjv2xIaG8OyVbXOxvK0QcOgBAFCkhkeYRrn1s4Gu7TOIxZmHPGQATIrCiPiGY8exQcFeCzUUSSIxNMzndrZXZg/sy8z+vTleVk641UKYxbciUQH8Q9sPGAVoFUJNZkbEdkWpN321KAau7tm0Nl++YFznbtw1cCRmRSHYYCTEaCLcZOH9C644bXhjaGwC8cGhHu/DpCjc1H9oS5vdrjDIMl0jIwLOvANxziyKBjgzubYKrlrwMUUOG5rQkSSJYdGdeWfKlZhPE+ZoUZuqKliTk0moycyExORG2ZFbVcHdP3/H3qJ8FEnGYjDwzMQZTOnWoxUsDhCgZTndomjAoQeog6brrDx+hM0F2cQFhzAneQChxpbVu24pck5Uq6aER7WL7IUA3rE5XWQXlREbHkJEcKBfcCDLpQURQrC9KId1+ZlEmqzMTOpDmKn9TmHzHBX8e+disqtKMUgy/9qxiN8NmMStvZu/wOkvOocEYua1cWsaui4wG9vHz14IwX8XruP9pZtQZBm3pjF9cC8eu3oaJkP7eA+tTeBTOQs0XeeB1d+wNOcwbl3DpCj8c8si3pt0DWkxLVNk0pIIIbh95VwOVxTWqSJ8ftcy+kbEMiau+2mODtBWKbHZeey7xSzZl44QggFd4nh8zjRS4/xbdXsmvl6/m/eXbaqTXrloxyGCzSb+fEXjeoAKIdiVmUdWQSm9OkfTq3Pbfs9nS7t36HlVlczdt4OM8hJGxidySa9+WJuQ73w2fH90D8uOH8auVedLq2q1suDdK75k/aW/aXfT/IPlhWRVlnqUtds1N+8f3Bhw6O0QIQQ3vzuPIwXFNdKyO7JzueGtz1jw4C0+1xLxJe8s2YjDVa/ZiVvlm417+P0lEzEaTp99VW5zcPd/vyI9txhJAl0XDO3RhRfvuLjdzFKaSvvyOPXYkpfD5M/f4tVt6/j60B7+uW4p0+a9S4nDe1s3X/NF+nZsXopfnJrKzuK200SjsZS6bA2mLxY6z93mEu2ZLZk5ZJeU1WlHKKgutvpqy27/GdYIiiu9q1fquo7N6fm7q8+Tny/hwLEC7C43Nqcbh1tly6FsXvtpna9NbTO0W4cuhOChZfOpUt01HcFtqpu8qgpe3LKm1WxoCG+ynG2dAZEJaMKzD6lZMTCtc/sSMgtQTWZxKd5uRaeqcTC/sPUNagJDkjt7Eb6GTqFBhAWdfqFe1XR+2X4Qt1b3fnaqGl+tPbMeUHul3Tr0AnsVx6s8W0u5dZ2fjjRP21nTdY+OJ6fjipTBWBXP8I5JURjUqeU62LQUQQYTfxg8BatirPkhmRUDcZZQrus53K+2BWge1XFyT49uNRoY5MPGCi3Bg7POw2oy1pF7thgN/PGyyWcs99d1vUbzpT5OL6qNHYV2G0gyyYrXkQdUKxI2hWKHjT9vWMDi7IPoCEbGdOVfo2eSHBp12uPmJPfnp6x9rM3NwK65MSsGJCReHX9Zq2h7tATX90wjNTyW9w9uoNBRxaSEXlzXc3i7TV081+nfOY5BiQlsy8rBeaKJsiJJBJtNzBnS18/WnZ7UztF8+tB1vLFoPbsyc0mKjuCOqaMY0v3MgyWT0UC/pDh2Hc2ts12WJMb3S24hi/1Pu85Dv/qHuWzKrdtMwaoYeChtPHcMapxWtC4EF/zwJhkVJdV9OAEZiTCTheVz7j5jCqIQgo0FWazLO0qE2crsbv2INLfdhaYA5x4Ot8orS9by1dbduFSVib1TeOSCCcSFdWzF0QPHCrj5xc9xqxouVcNiNGA1G/n04etIiGq/Ka0dtrAot6qCa36YS4G9CiGqnfP5id15derFjR4hrzp+hLtXfElVvcVNq2LkD0MncVPvjhVq2FWazTO7f2JP2THCjUH8qsc4bug+tkW01dsamq6zKOsg8zP2E2wwcXXqIIbGtL/QWIDGU1hexZdrdnIwp5CByfFcOnoAYUGnBmlCCL5cuZN3ftpAcbmNXokx/O7KCQzp2fwmFHklFby3aBObD2bTuVMYN09LY0gP3zW1OGuHLknSDOBFQAHeEkI81cB+I4B1wNVCiHmnO6evKkV1IViXk0lOVQWDouNJjTqVZ7qrKJcfMvYBMCu5LwM6eepVf3hgM/+3ZYnXRg7X9xrKEyNnnLWNbYWD5XncsPp1HNqph5dFMXJ1t5E81K/jvE9vaLrOrb/MY2NeNjbVjUx1C8IHh47nrgHtr2gqgG94+8cNvP3T+jrpkRaTgTd/dyX9k5veQD6nqIxrn/oYm9ONemJB1mI08PfrpzFjRB+f2Hw6h37GYawkSQrwKjAT6AdcK0lSvwb2+zew8OzMbRqyJDG2SzeuSB1Qx5k/t3UFVyz4mDd2b+CN3Ru4YsFH/GfrSo/je0fEeu2xGWQwMjCqbS8aNZU3Dy7zaAPn0NzMzVhPpds3HX3aKouzDtU4cwAdgV1T+c/WlRTYAymZ5yIut8o7CzZ45Lo7XCr//a55mXKvzV9Hpd1V48yhOuT17y+WojUh4aK5NCYuMRI4JIRIF0K4gLmAt06s9wNfAvk+tK9ZHCot5M09G3FoKjoCHYFDU3ljzwYPze8RMYn0DIvGVEsiVpEkQo1mZie37UWjprK3/Di6l4wHg6yQYy9tfYNakYWZB7zWDBgkhTXHj/rBogD+prCsqsHU44PZzUvp3LA/02vKssOtcry4vFnnbAqNcehdgKxaf2ef2FaDJEldgEuB1053IkmS7pQkaZMkSZsKCgqaamujWZR9yGv6oarrLM46VN8mPp56LVf1GEyo0YxVMTKzax++nXEzQQbfN/31JykhMV7zet26RrwlvNXtaU1CjWZkL+9ekvBJW7oA7Y+osOAGM+W6xXn2xW0MkaHeEyJ0XRAe1PIaT41x6N58QP2P4QXgUSFEwy3fASHEG0KINCFEWkxMTCNNbDpGWfYaRpElyetiaYjRzD9HXsCOqx5izzUP8/J5lxAXFNpi9vmLO3qdj7le3rxFNjI7cQhhpo6tYndVL+/NnWVJ4rzOya1vUCPQdB2X2nFzpv2NxWTgqomDsZjqpjmbjQbumjW6Wee8ZVqax/lMBoXx/bsT2kYcejZQW2kqEcipt08aMFeSpAzgCuC/kiRd4gsDm8PMpD5eszYkSeLCbuduxeOAiEReTLue5OBoJCSCFBPXdh/FnwbM8rdpLU7/TnH8MW0iZsVAsNFEiNFEmMnMu1P9p/XeEJVOJ498u4DB/36FQf9+hcve/oQ9uX6PZHZIHrjsPG6ankawxYQsSXSJDuepOy4krXfzxPWmDUvltukjMRsNhFhMmAwKI1K78pdrp7Az/ThHjhf7+B3U5YxZLpIkGYADwBTgGLARuE4I4VUIQpKk94AfWivLpSE+P7iDv274GVmqnmhrQueJUdO50g/dd9oibl3FICnnRLpibUocdtbmHsVqMDIuIdnrqN3fXPPeXHYdz8dVqy9qsMnIT3ffTHwHzx33F0II3KqGyUeiXVUOFxl5xcSEh7Blfzb/99EvQPWsq0t0OC/cP4fO0c0Lc56VHroQQpUk6T6qs1cU4B0hxG5Jku4+8fpp4+b+4qpeg5iU2IMl2dUx8ymJPYm2ts2O5v7AKLetUWlrEWmxcmGyb9LHWoI9ufnszSuo48yhWsv8083b+e2kcX6yrGMjSZLPnDlAsMVE/27x7M/M558fLKqTSXPkeDH3/OdLvnnyFp8PqBr1DoQQPwI/1tvm1ZELIW4+e7Ma5kBJIZkVpfSJiiEx5PRPuBhrMFf3GtyS5gQI4FMyS0q9Kl66NJ39bVxMK4Anny/bjstd9+GsC0FxuY2d6ccZ1MO3hW3tZphW7nJy68/z2FmUh1FWcOkqM5N789x5F7Zb3ZQAAerTKybaa4aW2aAwsHMcQohzLkzWnskvqfSaxihJEsUVvpf5bjee8E+rF7K9MBeHplLhduLUNBZkHODNXRv8bVqAAD6jR3QUY7p3xVyreYMsSaiazsu/rGXwEy/zp29+ptLp8qOVARrLhEHdPbJeANyqxqAU3xcutguH7lBVFhw9WKN7XrNdU3l/z1Y/WRUgQMvw8uWzuGXUcCKtViwGA7IA3V09ynNpGj/s3MddH3/jXyMDNIpZY/sTFxWK2XjqAW01GbjpgjSiwnwv4tcuQi4uXUN4qXAEqFIDI5UA7YdDRUUsOZSOQZGZkZpK5zDPegeTwcBDk8bx0KRxvLRkDW+t3oTOqcGMS9PYczyPfbkF9IlvuXqOAGeP1Wzkwz9fx+dLt/PL5gOEBlm4dsoQJgzu0SLXaxcOPcxkJjk00qNsX0bi/C6BPpcB2gfPr1zN25s2o+o6siTx3MrVPD5tCpcP6N/gMfu8ZLwAyJJMRlFJu3foq7Yc5o15qzleWE5KYjS/vvo8Bvf2nTJhWyDYYuKWmSO4ZWbjJL3PhnYRcgH49/gZWA1GDCcyAMyKQpjZzKNp5/vZsgABzsyu3Dze3rQZh6qi6jouTcOpqvzt58UU2bz3ztR0nZ4xnTB5aYZ88rX2zMLVe/nLyz9w4GgBFVVOtu8/xm+emsfWvdn+Nq3d0m4celpcF36+5BZu7DuU8zonc8/AUSy57Ha6hnZsDZIAHYP5+/Z7LeOXZZklh9M9tn+ycTtjnnudd9ZtxqVqdfQ3zAaFEcmJ9Ixtvw5dCMHLnyz3UDp0ulRe+XS5n6xq/7SLkMtJksIieGz0FH+bESBAk2loDcgb3+/cy9OLV2A/2ftSqs50kYFgk4nLh/bnwcntu8DI7nRTUu49bS89u8jr9gBnpl059AAB2iuz+vTho63bcdQbpeu6zuSUlDrbXlm+7pQzB5BAQxBiNrHu9/d4FZ5rb1hMRsxmAza7Z1JDdGTLyhu43Cpbd2ahqhpDByYRZO04apsBhx4gQCswID6OW9OG8/amzWgnFkUl4PFpU+gUXDd9La+i0us57G43DrfKin3pPP/zao6VlJMQEcpvpo5l9tC2qd3vcLlxOlXCQix1CqJkWeL6C4fz4Q8bcTjrdgu6/bIxLWbPlp2Z/OlfX1frxUqgaTp/vH8mk8e3XTmIphBw6AEC+BghBLsL8qlyuRgUF4/VWC1Z/NB545jdtw9LDh/GqCgNpi32iolmR06ux/ZOQUEs35fOn7/8GceJEfyxknL+/s1idCGYM8yjkZjfsDvc/PvtRSxZdwCA6MhgHr19GqMGJdfsc8slY9A0wdwFm1E1HYvJyJ1XjuWCcS3zcKqscvLok1/hcNRtdPJ/L/1E314JJMS1//W4dt0k2tfYNReLj+/imL2Y1NAEJsT2wSA3X40v31HMDzkrybbl0T+8BxckjCHE4FlMUOaqYGHeCg5WHKVbcGdmxp9PJ3PzBPYD+Jf0kmJu+fYriuw2ZElC1wWPT5rCZX0bTk2sz4aMbO749Osapw3VfSmfmDWVVxeuJbO4zOOYuLAQlv7hDp+8B1/w0L+/YvPuzDo6JhaTgTf/eR09k+qmWqqqRoXNSViIBaUFZTwWLN3Ff15fjL2eQzcaZG6+eiw3XdlyMwNfclZqi+cKWVVF3LLuNRyail1zEaSYiLOE8+6Yuwg1Nr35w56ydP6687+oQkMVGttK9/N19lJeHPYIncynRgK5jgIe3fFvnJoLt1DZUbaXBbnLebz/Q6SENE+TOYBvsKtuSpx2Yq0hjdIL0nSdG77+grzKyjpLoH9Zupi+0TH0jYlt1HVHJify9vWX8dwvqziYX0RiZBi/OX8Mk3v34E9zvbfszSuvRNcFsuz/+PrxgjK27M7yEKVyuTU+/mETf//1zDrbDQaFyGZWTQohWLZqP/MX7sCtalwwZQDTJ/fHoHh+X1U2F5rmpZOZplNZ5WzW9dsaAYd+gr/vmEepy16TjWDTXGTbivnfgcX8vv/sJp1LCMELBz7GoZ9a8HHqblRd48OM+TzY+7qa7e8emUeVeuq6qtBQNY3X0z/h34Me9cE7C9BUXJrGPzYsZt7hXUiARTHwh+ETuSa1YeXODTnZ/G7RT+RWesa/narKvfO/594Ro5nVuzdmw5l/dmlJXfj0lqs9tidEhJFd4n2E3hacOcDxgnKMRgWnu94CsBAczfFtg4d/v/ATS1ftrwmj7DuQy5Lle3n68Ss9Po8RQ5Krew7Ww2wyMiatZSo3W5t2k4fuSwocFbyybzG/Xv8BL+79mYzKAnaXZXuklrmFxsLjO5p8/nJ3JXkOzxtXQ2dD8a4623aU7fea0na4MhO37rv2Yw7Nwa6ynRysOIAuWr77eHvmHxsW8+XhXTg1FYemUupy8I8Niz360Z5kSUY613z1Gdnl5V6TEwWQUVrKY0uWMOfjj6lyNV+u4sHpY7HU0+22GA3cP7XthAtSEjvhcnveuwZFZnBv38nFpmcUsGTFvjoxcYfTza69x9i8LcNj/6QuUVw6YwgW86k2jBaLkdHDuzOkf6LP7PIn59wI/UhlATeseh2XruLSNTYUpTM3Yz0NubjmSJWalIbToCxy3dfMshGX7vkDVyQF2YsudnNYU7iajzLfR0FBIDDJZh5MfYikoG4+OX9HwuZ2Me/wTpz1yu3tmsrLO9YwtWtPj2N+/8uC02eZi+p/NrebzNJS3tuyhXtHN69n5YWD+6Drgud/Xs3xsgriwkL4zbSxXDq88TH6hnA43Ww/nIPZaGBgj4Rmx7MjwoKYM3kQ3y/bWZPBIkkSFrORay/yGvptFlt3ZCKEACFAr25+LAC73cXGrRmMGOYpC3LvLRMZPbw78xfvRNV0pp/fj3EjenYYSeJzzqE/tWs+Vaqz5gfo1jXcaIQYzLiEA73WT9MoKczs3PQGGVbFzNDIPmwp2YdWq2+2WTZyUefz6uw7LW48Pxxfgks/NcowSgbGRad5bXTQVI7Zj/HR0fdxiVMPDYfu4Ln9z/Dc4BcwnKOdixqixOlA9toXHY5VlnvdXmQ/USBzwqOcyIgDqn2NBDVt1Z2axvwDB5rt0AFmDe3LrKF9faqN/vOGffzzvUXIsoQQAqvJyIsPXkqfbnHNOt+DN02iW+coPp2/iQqbk+H9unLPtecRG+W75uthoRZkWUI68RM7+UlIGrhd3me3kiSRNjiZtMHJPrOjLXFOhVzsmouNRUe8jqaqVCeRpmCCFBPKiQbKKSGx3N1rarOu9dve19MtKAGLbMKqmDHJRkZ1GsgliRPr7HdV14sYFN4Hk2zEqlgwySZ6hSZze8pVzbpufVYWLEcVnje3JlT2lO/ycsS5TVxQCEYvfUYlYGiMd/3qOoU+cvXOJwbloAMaSLUeEifTGM8WXznzo7kl/OOdn7E73VTZXdgcborKbfz62XleQyeNQZYlLp8+hHkv3s7CN+/l/357MV3jfZu5NX5MLzRX9dy6xpmf+O+mjUd8eq32wjkzPJubsZ4X9i5EayB+bJaNfH/+wywv2EeOrYTUsARGR/dodtgj3BjCS8Me4VBlFnmOInqEJJJg9VTGM8oG/tj3HnLseWTacuhsiSMp2Hdxxkq1At1LQEkgsGneRaHOZQyyzKPDzueJjUuwayfCBYDFYOR3Qyd4PWZ8YjdWZGWc2iBV/zNIMmjUmfVZDQZuHNy22iJ+s3InqhdFR00XrNmVwcShnmGmtoDVYiLYYqTc7Wl7Xn45paU2IiJ8rzneljknHPr6wsM8v3chDs3t9XWTbGB24hDMBiPTEwb67LqSJNErNIleoUln3LezNY7O1uZNb0/HkIihbC3dglOvm5alC50+oW2zutDfXN97KDHWEF7esZrjVRUMju7MI8Mm0Cfy1APZ5nbxzcG9bMnLYXiXBPYXF5BXVVXzerDRxNsXXcLvfvyJcmd1iE/Tdeb07cucvm3rcy+rtKPpnvNWXQgq2ng6nzXIRHmFw2O7EGAwNr+GpL1yTjj09w+vbtCZK5JM//DO/K7/jFa2qnUYGjmcX/IXc9R2FNcJp26STUyPm0GEKVC81BDTk3oxPamX19cKbFVc/NVHlDkd2FQ3FsWAQZZ5YtJUDhcXcbyiAhmJfUWFzL/pJnbm5VFYVcWwzp1Jioho3TfSCM4bnMKijQewO+v+RjRdZ0Tftl0LMfvCIXz48RqctWLmiiIxaGAiIcFmP1rmH84Jh17gqGjgFYEi6RyuyuKX3J3M6jK8Ve1qiEJnHlVqBZ2tSRjlsxMOUiSF36X+nvXF69hYvB6zYmFizCT6hrWdMvH2xjMbVlJgq0I9Eb5zaCpo8NaOTeSXVaFqOi5dY+nRI7y2eQPfX3Mj0d3abkbRhCE96Jccx54judhPOEaryciVkwcT3ynMz9adnquvGMnuPTls2ZaBJElIkkSnqGD+9Mgsf5vmF86J0v8X9i7koyNrcev1Y20Ck6IjSWCWDcyf9EfCmlEV6ivK3MW8efg5ch3ZKFJ1iuFlib9idKeJfrMpgCdD3nuFUqfnNF9yS9RfcTfIMlf1G8CTk6a1knXNQ1U1flq3j4Ub9mE1G7l0wkDGDmw/3cDSjxSw/8Bx4uPCGTwoqc0UWbUE53zp/00p4/k+extlbnstpy5QJFFTOKZICusLDzItYZDf7Hz98NMct2eho3OiJzDzst4lztKZ7sGpfrMrQF1MXrJgTqW11EXVdX4+fKjNO3SDQWH2+P7MHn/2+ezN5fjxUj75eA27dmXTuXMk1143hgEDGlfwk9I9hpTu7bsdny84J9IWo8zBfDHhPm7oPoZwoxUJgVHWMSinfoES+CTvu7nk2LMocOZ6ZKS4hYvl+T/5yaoA3ri6z0DM9Z26qPkfD3yVptgRUVWNI0cK2LEjizvveJuFC3eQmVnEunWH+P0jn7JixT5/m9iuOCdG6FDt1B/sewGT4/tw38Z3cOh1HaeGzuho74tgrUGlWobcwPO11F3ik2tk2/azoeh7yt3FpIamMTxqBmalfad17So9yn8PzudgZQ7R5nBu6T6F6QnDWvSa9w0bzZa8HFYfyzzlwyUQEkj1fLrFYOD6AW0rTbGtsOSXPbz44gI0TeB0utHrZdo4nSovvfgz48f37tAhFF9yTozQazMoshvXJo/DJBswywasigmzbOT/Bl9LkMF/q+KJ1u5oXgqADJKRfmFDzvr820oW88GRv7CrbCWZtl0sy/+E1w89gEPz3kyhPbCnLJMHt7zBjrIM7JqLLFsBT+/9knmZq1r0umbFwOPjp2KpX2WrVOf3S0Cw0YhFMTCxW3duG9o2Ftu9IYRg894sPv5xE79sOIBb9czpbgn27cvh2WfnU1npxG53eTjzk1RVOSkqar/3aGtzzozQa3NP6nRmJw5ndcF+rIqJ82P7EW46u5GqU3OiCpVgQ3Czjg8yBHNB/OX8nPd1TXqhQTISaghnfPTZxV/dupMFx99AFadyilXhokItZkPRfCbEeqr6tQdeP7QAh1431c6hu3kr/WcuSRxzVlr2ZyLMZK5TMARUx+0M0D08kvuHj2FgTCw9otpuI2eH0819T83jUFYhblXDZFQIsph486/X0Dm2ZZs9zPtiI64GyvNrI4QgJOTcSz9sLuekQwdIDOrE1d3GnvV5KtVK3j3yLtvLtgMQZ47j1u630iOk6XKc0+Ln0MXajWUFP1KpljMwfDjnx8wkqJkPiZPkOY4geZmMacLNvvK1LerQi5wF7K/YgVm2MCB8OGbF4rNzH6o87nW7W9codVcRbW65lLuYoGDS4ruw4Xg2aq3wndVo5IGRY7m4Z9tvafbud+vZfzS/Rrdc1XQcTpW/v/YTb/7tmha9dn5+GWdKsDOZDEw4vw/WDtTzs6U5Zx26LxBC8Oz+Z8m2Z9eIcOU4cnhm/zM8OeBJOpmbPjrrFz6EfuFDfGqnRQnxGs4BCDa03Ejsh5zPWJo/HwkJWZL5LOst7uzxe3qG+KZSsrM1ijJ3lcd2CQgztvzawCtTZ3HrT1+xv7gQg6zg0lRuGTiU2T16t/i1fcGPK/d4NKHQhWBPei4VVQ5Cg3338K1PWloKBw/m4nJ5hnisViOapjNqVA9++9uOWfDXUgQc+lmQYcsg15FbR1ERQBUqSwuWckXiFX6yrC7R5kQ6mbuQ7ziKqJVFY5TMjOx0cYtc81DFHpYX/IQqToRETozG3jz8DE8OfB2DfPaZH7emTOMvOz7EWSvsYpGNXN51LKZWUJGMsgbxzWU3cLC4kDxbFf2jY4m0+K+Ooanopxkin+41X3DJpcP54YetlJXZUNXqe9JiMXLpZWlMmNCH6OhQoqLObmbaGFwuFVulk7AIK3ILtr9rLRp110uSNAN4EVCAt4QQT9V7/XrgZHudSuAeIcR2XxraGDIqC1mUsxtN6ExO6EdqmO+1UWpT6Cyso6J3Ek1o5NhzWvTaTeXabn/l44y/U+rKR5YUNKFyXsxV9AptmQW7tUXLatYC6nOgYrdPZiFjovvwh75X8MrBHyhzV2GUDVzZdTy39Zh+1uc+SZXbxdKcw7g0lfMSUoixejqZXlHR9IqK9tk1W4tpo3szb/E23Oqph7wE9OgaTXhIyz6YwsKsvP7Grcydu451aw8RHm7lyitHcd6E1pndlBRX8uLj37FpzSGQIDjEwl0Pz2DyTP/VofiCMzp0SZIU4FVgGpANbJQk6TshxJ5aux0BzhdClEiSNBN4AxjVEgY3xMfpa3lh76LqcmwhePvQSn7VYxz39ZnSYtfsGtTVY3QOYJJM9ArxXwqkN8KM0dzd8xXyHEeoUsvoHNQLqxLSYtdTRcNdeRoK/zSHaQlDmRo/hCrNgVUx+7SWYEVOOves+AoJCYFA03UeHTaZW/r4rkmDP7n90jGs25lBXlEFNocbi8mA0ajw2N0zz3ywD4iMDOaee6Zwzz0t9xv1xufvruTdVxZTO3O5tLiKFx7/jvCIIIaPaZvqko2hMSP0kcAhIUQ6gCRJc4E5QI1DF0KsqbX/OqBV+zkdt5Xywt5FOGu1bNN0lfcPr2Z65/6khsW3yHXjLfEMjhjMjtIdNQ0kZGQsioUJMd6lVv2JJEnEW1Na5VrDIsexp3ybxyhdExq9Qn2rIyNJEiEG344oK91O7lnxFTa1bhbN01uXMiYuiT6RjWv43JYJCTLz0RM3snJrOrsPH6dLbATTxvQmxNoyWSVCCGw2FxaLEcVLE+fWYMu6w3z02lJ0TXj0F3U63Hz0xrIO79C7AFm1/s7m9KPv2wCvpY2SJN0J3AmQlHRmSdnGsixvv9ftbl1j8fE9LebQAe5KuYsFuQtYWrAUp+ZkUMQgrki8otnpix2FgeHD6R06kP0VO3HpTmQUFEnh6q63Y2kHxUxLjx32Gk5z6xpfp+/ij8Mn+8Eq32MwKEwa0YtJI1p2RvnTD9t4+39LqKx0YDEbufr6sVxz09hWb/323afrcDobniHmHSttPWNagMY4dG+fuNcVE0mSJlHt0Md7e10I8QbV4RjS0tJ8tuoiS95+etUjN6WFbxiDbGBW51nM6nxuqrs1hCzJ3Nb9IQ5U7GJn2SasSjAjos4j1uK964+vUXWNw5XHMckGkoPjmuw4nJrqtXm3JgS2BqSYA3hn+S97ePX5hThPNHOuUp188sEqkODam8a1qi3lpadv6pLaz3fNZfxBYxx6NlBbFDkR8FjxkyRpEPAWMFMIUeQb8xrH5Pi+PLt7gcd2gyQzPWFAa5rSLnFqFewv+5bsqnWEGOLpH3kVnSxnLwYmSRK9wwbSO+zMTUOKXUV8nvU+u8q2I0sywyJHclXiTc3KwV9XuI8ndn+KKjR0IYg2h/GvwbfQLbjxYZIJCSleu1sFGYzM6No+0hLbCu+/tbzGmZ/E4XDz2UdruPqGsa1a1j92Sj8O7zte3bxa1A27mC1Gbvp1+555NSaQtRHoJUlSd0mSTMA1wHe1d5AkKQn4CrhRCHHA92aenhhLKH8eNAvziXJ+04l/9/WeQvfQgALb6XBopXxz9FdsLXqXXPs2DlUs5Iese0gvX9JqNjg1B0/v+xs7y7aho6EKN5tL1vPcgcfRG2gZ2BA59mL+uvMDylUbNs2JQ3dxzF7IA1v+h+ohn9wwsUEh/G7w+VgUQ03T6CCDkamJvRgb33a1zdsi+fnem2s7HG6cztad7Vx0RRqxnSOxWOqmzXZLieE/795GSmrLhWdbgzOO0IUQqiRJ9wELqU5bfEcIsVuSpLtPvP4a8DegE/DfE1NbtSG93pbikq7DGBvTkyXH96IJwcT43nQJCnTkORM7iz/Brpagc/KHJdCEkzX5z5AcOgFZavl87k0l63Dojjo58ppQKXYVsb9iN30bMcI/yfycDR4jawE4NDcbiw8wJrrxRU139BvF2PhufJm+E4eqMrNbH8bHJ7d63Le90y05mgP7PKt6w8KtHo61pbEGmXn5k7tY+M0W1i3bR1RMKBdfPYreA1s1j6PFaNSvVQjxI/BjvW2v1fr/twO3+9a0phNrCeOa7q2aLdnuyaxcVcuZn0IXKqWuo0SZmy5h0FRy7Flec9Y1oZHryGmSQy90lqF6SSXVhaDE1XSRp/5R8fSPat+jNn9z+68n89dHPquzGGk2G7ntnsl+eTharCbmXDuaOdeObvVrtzTtvzQqwFlhVrzrnQg0THLL5anXprO1KybZM1VOkRTiLU1bpBoZ1Rur4qn9oaMzKKL9dODpSAwd3p0nnrmG1D4JWKxGunWP5tG/zeGCCwOywr4mUPrfAuhCY3/5KvaVr8AsBzE4ciZdgtpmD8/OQYPId+zy2B5s6ESIsWUrbU+SFjma73O+wK27a8IuimQgytSJ3qFN66BzfuxA5mYuI6Mqv0YSwCKbmBY/lMSg9lfN2VEYMjyZV9++zd9mdHjatUNfnX+QBcd2E28J45qUkXQyt86I8nToQuOLzL+SY9uLWzgAiX3lKxkbfS2jY9qeTG1u1TKMqLg5JTUrIZBFKUKIVpkSmxULv+/zOJ9lvcfush3VWS4RI7mq603ITaz8NMgKrwy/l2+OrWFx7lbMsolLEscwJW5IyxgfIEAbol02iXbpKpcs+S9Hq4prtsnA08MvZ2Zi4+OtLcGB8tXMP/bsCWd+CkUyclev9wgxRPnJMu98cXg8unAiBGgnRHZlSSAhc1nKcgxyyynuBQjQURBCsG9HFrs2ZRARFcy46QMICm6ZitsO1yT6sa3f13HmADqCR7d8xYT4VIKb2XkovTKd749/T449h6SgJC7ufDFdg7qe+cBaHKhY4+HMAWQMZFZtp1/4pGbZ1lIEGxKocGcgSWCoVUhjksNQpEBjgQABzoSm6Tz5wMdsWXsI1aVhNBt47V8/8K93biO1kU2ufUW7XBRdkLPby1YJTQhW5h1s1jn3lO/h3/v/zbbSbeQ789lcspkn9j7B4crDTTqPRQ7xWjIuSRImue2VvA/qdC+KVHcUrkgW+kfdEUjPCxCgESz+Zgtb1h7CaXejaToOmwtbpZN/3v8RrR0BaZcO3VtaWs1retMKUU7y0dGPcOmnFAIFApfuYm7WXK/7u3UnO0uXsbrgS45W7ar54gZFXoAieWZZSMgkBw9tlm0tSWLIREbG/o0gQ3VJvkXpxJDoB+kZfqWfLQsQoH2w8MtNOO2eqb+VFQ6O7M9tVVvaZcilf3hndpQe89guAefHN71kXdVVjju8tzPLqMrw2FbgyOS9I39EEyqq7kKRjXS29OL65MeItaQwOe5OluS9XlOUI0sKVyb9E4PcNltpJYVOIyl0GkLoSD6Unw0QoCGK8srJO1ZCYvdowiLbt5BdQw2updO81lK0S4f+r2GXcsmy/+GuV8p9f59JhBqbvoinSApm2YzTS3FLiMEzc2Ze1tPYtUpOapTpusYx+342FH3P2JjLGBJ1IX3CJ5BVtQOjbKFr8CCUVqi4PFsCzjxAS+Nyunn64c/YsHwfRpMBt1NlxlUjuPvPs9ttx6Bplw4j40Cuh16NJchMSp/WLUprl59gcmg0i6Y9yOVJQ+kaFMmITt345LzbuKv3+c06nyRJDInwXuSQEpxc5+8yVwElrlzqC06qwsXWksU1f1uUEHqFjSU5ZFi7cOYBTuHUVHJsZbiaoP0SoHG8/uQPbFy+D7dTxVbhwO10s+DzDbz453kU5JT627xmccFlafQb2g1LUPUM3GQxYgky8afnr231h1S79TQxllAeHzrHZ+crcuYgo6PXWtCUEaRX7kEXek0+dG29kfqc7rUAbR9dCF7cs4QPD69HUC3LfFfqeO5IHR9YIPYBmqqx+JvNuE5KAAgBqoZb1Vj0+QaWfr2FKZcO5/4nL29Xo3WDUeHJt25h27rD7Nx4hMjoEM6/cDBhEa2fBNFuHbqvKXDmYpR1hKgee0tUK2u6hAu7Zq9pWBFujCXMGE2xq66CsEEyMTiifUtvnuu8sX8VHx5ej72W3vlr+1cSarRwbcoIP1rWtlHdGutXHiDjUB5dukUzdlIfTCZP1+Jyqmi1+peinZoBCQFul8rS77bQo39nZt3QujrpZ4skSQwd05Ohfu52FHDoJ4gxx5FlP4ok1e3oYZJNWJVT7c0kSeLyro/wwZE/owsNt3Biki3EmJMYHe27GUN7QtVtlDt3YZBDCDX19dloVhMaawp/YH3hT7iFkz6hI5gafy2hRt+raAoheOfQmjrOHMCuuXl9/6p25dBVTWfz3ixsdhdD+yQSEdpyDZ/LSqr47c1vU1xYgd3uwmo18eZ/FvLih3cQHVtXJ8gabCYuMZKco0XUjJzq4bS7+fb91a3u0ItyS/n2zSXs25ROUu8ELr1rKl16tI70hS8JOPQTzOlyJa8ffgl3rebGJtnEzPiLPcrPE6w9eKD32+wuW0m5u5DEoL70DBl6Ti4qZld8xd6iJ5FREOiYlE4Mj3+dYGPyWZ/7i8wX2Fe+seY72VKylP0VW3iw94tYFN9mRmhCUOn2LAgDKHZV+fRaLcn+jHweeOZLnG4NCXBrGvdcMY7rZraMmvUbzy8kL6cE9cTI225z4XS6efGJ7/jnSzd47H//Py7lsbvfx+V0e297BtgqvX8PLUVOej73T/s/XHYXbpfK7vWHWDx3LU9+8SD9R7Wv/qLnngdqgAHhg7m1+z1Em6q72oQawri0y9VMi7vQ6/4WJZjhUTOYFHcDvUKHn5POvMy5m71FT6ALO6qoRBM27Go2m47fhmhiY4r6FDpz2FvLmQPoaDi0SjYX+775hkGWSQz2PvLvVatJyt6SfN7cs565B7dR5rT73I6zQdV0Hnj2S0oq7NgcLqocLlxujde/XMPOgx5NxsgvrOC1d5bx0J8+47V3lpFf4L0RxUnsNhcrftnDoh+3U1xULUW8avGeGmd+El0TbF5zGE3zvAeGjOnJ85/9mvMvGozBqHi8rhhkRk1uXSG7tx6bh63CjttVHdvX1OrioJce+rBV7fAFgRF6LYZGpjE0Mq3OImiAhskq/xS9lsOtRuDWyyl1biXSMrzZ586xp6NICmq9YZxbuMio2sO4mNnNPndD/HHgDB7a+AUO7ZRut0Ux8OigCxBC8Mf1P/Htkd1oQmCUZf65eTFvTryCsfHJPrelOWzbn43T5ZmZ43SrfL10BwN7nZIiTs8o4N6HP8btql6U3LErm2/nb+OVZ6+nR3fPLl9bN6bz2O8/B6k6WqJpGrfeM6VOC7fG0r1PAo8+dy3TL0vjH3e+g+rS0DQdk9lIcJiFGx6Y3uRzng1bV+xDeMkXzz6ch63CQVBo+9EzCngtLwSceeNwakXgNbNHwq2VntW5I02xXps0KxiINrdMI99JCam8PuZ6hndKopM5mDEx3Xl3/K8YGZ3ML8cO8X3GHhyailvXsKlubKqbu5d/hUtrG+mNVXaX947uAipsdWssXvjfYmw2F2612na3qmGzu3jxf4s8jrfbXfzt4bnY7S7sNhcOuwu3S+Pd15YweER3DMa6vxdZkUgb1xNFOf3vaOi4Xrzy/UNceN0Yhk/ozXW/mcrrPz9CVKx3jf6WoiGHLcsyRnP7GvO2L2sDtCligyZR4tiAJuqGHgRuIizDzurcidZeRJriKHBko3PKYSqygZGdLjirc5+OkTHJfBRzi8f2eYd3YFM9y7sFgo35WYxLSG4xmxrL0D6JuL08XKxmI1NG1q2g3rk72+s5duw+5iGb/PMP2+p0GzqJy6nSKT6MuIRIigsrcNjdWKxGQkIt/ObPjZtBJabE8Ot/XNqofVuKi2+fxCfPzsdpPzXbNJoNnH9JGkYv2TptmfZlbYBmIYQTgY4s+TbboXPIxWSWf4JNzUQ/oTApS1ZSwu/ApJxdJookSdyW8hhfZL5EetVOQCLCGM3lXe8j8sQ6R0tT6XbybeZODpbnk1VV0uB+9XuY+ouwYAu/uWYCr3y2EqdbQwiB1WwktVssU+s5dIvZiM1eP1wGFrPBI0tp9bJ9DV7TZnPx5pf3sn7lwRNpi50YO6kPRmP7cS1X3HcBWQeOs/ybzRjNBlSXSv+RPbn339f527Qm034+9QBNRtNyKS75HQ7nCkBgMqURFfkfjIYUn5xfkS2M7vwp2RVfkle1EIMcTlL4dURbx/rk/MGGcG5O+SsOzYaquwg2hLdagU9mZTFXLn0Hh6Zi19wYhQEJz0w7IWBUXFKr2NQYrpw2lP49Evhm2U7KKx1MSuvJlJGpGAx1FyAvumAg3/64HZfr1MjbZFK46IJBHuesLHecKs6oR49ecSgGhbGT+jB2Uh9fvx0PMvfnkHukgOQBicQmdvLJORVF5uFXb+VXf7qEo/uPE58UTWLPUymL9koHK77aQO7RAlKHdWfkjCFnDCf5i4BD76AIoZJXcDGalgMnQhYu10byC2aTELce2Uf9QhXZSrfwG+gW7pmi5issShAorVt195ct8ylzOdBPuHAXKpIsIwsFXQhMsoIkSbw0fg5mpW39jPqlxNMv5fQaInfcfD7ZOaVs3nYUo0HGreoMH5zEnbd4ymf07t+Fwwdzqa8EK8kSk6YP8KXpDVJVbufvVz7P/s3pGI0KLqfK+ZeP5KHX7vCZc43pEkVMl7oNaDL35/DQtCdxO904qpxYQ8zEJ8fyn0V/JqgF8/ubS9u6EwP4DIdjCbpeDNSOqeoI3YHN/g0hwS3ngNs7mtDZUHC0xplDdTKHbNIxSTK39RxHuMnC7G79iA3yf9vD5mA2GXjqscvJzikhM6uIpMQoErt476Z15Q1j+OWnHTjs7ppRusEgM/b8PsTEhbeKvS8/8C77Nh7C7VRxnViyWfn1RpL7JXLlby9qses+ffvrVJZU1jzM7JVOsg8e5+N/f8sdT1zTYtdtLm1z3hDgrFG1IwjhbRHPhls95AeL2g8SErKX0I4kgdmg8NDgCdzWd2S7dea1SewcydhRPRt05gCdE6N49rVf0XdAIpIkERRk5rJrR/NoKy1muhwuVn6zCXe9hVmn3cW3r3lm5fiK8uJKjuzK8piZuJ0qSz9b22LXPRsCI/QOitHYH0kyIurliUtSMCajZ5z0XGJx7mY+yFhMkbOMXqFduKvnbPqGnYqDy5LE1M69WZyzH7XWgqdJVrg4qXVCDG2N1L6defGdW/1ybZfD3WDnH1tFw1WlR/dk8cbvP2TXqn2ERoVwxUOzmXPvjEavw5x2vzYq1hYYoXdQzKZxGAw9gdpNNYzIcieCrC03RW3rfJm1gmf3fUGWLR+b5mR7aTq/3fJf9pdn1dnvsaEX0i0kimCDCYtsIEgxkhoWy8MDpvjJct+Tm1tGZmZRqzdhaCohEcF07u6Z2STLEsOneH/AHj+Sx/1j/szGn7ZiK7eTl1HAW3/4mNd/936jrxsaGUzPIclIcl3nbTIbmXpt2xQPk1q7591J0tLSxKZNm/xy7XMFXa+irPwpbPYvEULDar2IiLA/oyi+yQ5ob6i6xiUr/0aV5jmqGxHVm6eH3Flnmy4E6woyOFJRRGp4LGmdurZols3x0grKHQ5SYqIwKp5l8b7iWE4Jf3/8a7KyS5BlieAgE3/+w2yGDunWYtc8W3at2c+f5zyD21Wt2Gg0G7AEmXll1ePEJ3tWtr5w9+sseGdJXXVHqrXK5x57g9DIxoXLctLzeGjqEzhsLlwOFyaLka69O/PMj3/EEuyfJuqSJG0WQngV5wk49AANIvQqdC0TSYlHln2vcNja5DtKuGndv3HqnmsLkcYQvjrvH36wCgorq3jgkx/YcywPgywjyRJ/mz2FWUN8nwaoaTrX3Pg/ioqq6oQxLBYj7791O7GtXKXZFI4dzuPrVxeStS+HfqN7cvFd04hsYFH2riEPk77jqMf24PAg/rXgL/Qd1avR13U5XKz5fgt5mYX0GtadIef39ate++kceiCGHsADIQSOiv/grHwNJAMIF0brLIIinkaS/DMq8QXhxoZHZfHWhhcFW5q73/+GA7kFqLrAeSIr6W/fLKJbdAQDE33bwmzzlgxsNpdHTFrTNOYv2MEtN4336fW8UZxXxk/vLePo3hz6juzB9OvHExx+5rTULj3iuO8/NzXqGl37dObIrkwPjRaXw01sUnST7DVZTEy8cnSTjvEXgRh6G0J176Kq/D/YKl5FUzP9ZofL9inOqtcBB4hKwIXb/iP2Mv+MYH2FWTEyu8sYzLKx7nbZyM3dW05O4HQczCskvaAYtZ7jcaoqH6zectpjDx8r5DfPfcWEu19m1u/e5JOFm88YDy8qrvS6j9utk59/erVFX3B4Rya3D/sDnz37Ayu+2sB7//iS24f/kYJjxT69zjWPXorJUrcpu8lqYvTs4XRKaP+zzYYIOHQf4FBzKbKtwObOaPY5Ksv+QUnBJdgqn6eq4hmK8ydhr/qk0ccLYUdo+WctWwvgrPwfiPrSsA5cts89smZam3J3IV9lPckzey/huX2Xs+D4qzg1W83r+Y7jHKzYg02t9Hr83T1nc2nieCyyCYOkEGUK5eE+VzGyU8tXOXqjsNKGwcv0XQg4XlbR4HHZ+aXc+sSnrNuVgd3pJq+4gv99tZr/fLr0tNfr37eLV2VBi8XIMB/H0HVdp6K0Ck09VQvx/H3vYKtw1LShc9pdlBVV8vZfP/fptXsO7c5jXz1CfPdYFKOCyWJk6o0T+MMH9/v0Om2NQMjlLNCFyr7CP5Nv+wkJEwI34eZhDIx9BYPc+AYMbtdm7LYPgZNOVAfcVJb9BbNlOrLS8BRRCBei/B9g/xaQQApGhP0Z2dqwOJLQixG2r0HLQDIOBeuFSNIpxTldL2roHSNEFZJkauD1lsWl23kv/QFsWll1/1YBO0p/Jtd+kCu6Ps6b6c9yzH70hOyuypTYWcxMuLLOQqYiydzVcxa3p8zEpjkJMVj92i+0b0KsV0Ets0FhfK+GHewHP23E6VLrSBE4XCpfL9/J7XPGEBHivYoxKakT541PZdXqgzic1WsJJpOB+Lhwzp/Q+6zeS20Wfryad//5NVUVdowmA5fePZXLfz2VIzuzPPbVNZ0NP+/w2bVPkjZ9MB8cegVbuQ1zkBlDO9KXaS6NGqFLkjRDkqT9kiQdkiTpD15elyRJeunE6zskSTo7qb12QmbZ2+TbFqALJ5qoQBcOSh2bOFD0eJPO47R/D8Lp+YKk4HL+ctpjRdlfwP494AKcIIqh7M8I5xrv+7v3IAqmQuWLYP8MUfE4ovBChH5KfMpgGo434Q5JjkGSIhr/xnzMrtKluHRbnWbcmnBT6MzkjfSnyLKl4xYuHLodVbhZWvAj20rXeT2XIiuEGoP83vw5IsjC7RNGYK3lbIyKTESQlWtHD2nwuN2Hc9G8jLRNBoWsvIaFxAD++PtZ3PfrKaT2iqNbUieuu3o0r754g9c+oM1h9Q9b+d8fP6OsqBLVpWGvdPLlq4v44uWfPVIAa+w2G71uP1skSSI4PPiccObQiBG6JEkK8CowDcgGNkqS9J0QYk+t3WYCvU78GwX878R/OzTHKj6uURk8icBFXtV8+kQ/gSw19iZt4LkqpIZfA4ReDo4fqXbmtXEgqv6HZPYUyRJlj56Ii5/cYAPNjah4CSn87wBYw/5EReFGEA5OSQdYCIp4wq8OMNdxELeXB58qBHm2o+j1tNldupOl+fMZGjmmtUxsFvdOGUPv+BjeW72ZUpuDib27c9uEEYRbG26skNw5ioPZhR6Lmy63RkKn02eqyLLERTMHc9HMwT6xvz4fPv19HSlaOFHV+eYSRs0YwvqF21BrNeIwWYzMvHlCi9hyrtGYx9ZI4JAQIh1AkqS5wBygtkOfA3wgqu+udZIkRUiSlCCEOO5zi9sQqu49Tgs6unA12qGbrZdgr3ofqJ8frWGynKaQRS+oyULxNM5T71roJaCmezmRG5wLgGqHrhj7EhozH0fFS2iubciGZCyh92MwtUxfysYSa07GKJk9nLpARpEUdC/rB5Vqw3HotsTU/j2Z2r/x/St/deFIVmw9jKOWWqLZqDB+SArREf6VJCjI9r7A6Xaq3PHk1eQeLeDY4TwkSULXdAaO7821v7+4la3smDTGoXcBage+svEcfXvbpwtQx6FLknQncCdAUlLbkRxtLpGWURTal1G/a4/VmNykGLrRNIigkF9jq3yVap3S6lF5aMR/kOXTpNMpiQ28IINpqJftp/u668bFFUMPgiNfPM3+rc+AiKmsKvwEVXPVdDOSMRBliqFcVXFrdfPLFRT6hQ3xg6UtT2pSDM89cAlPfbCYnIJyDIrErPED+O21nmqJrU1y3y7s2XDYY3tQmJXYpE68svIx9m1M5/iRfLoPSKR7/65+sLJj0hiH7rWrVTP2QQjxBvAGVBcWNeLabZqeUX+g9PgmNN2BwAUYkCUjfTr9s8nnCg77HZagy3A6FiNJJsyWC5EVzwq42kiSGRFyP1S8xKkFVQkkC1LIfZ77y6EI03BwbaSuCqMFrFc02ebWxqIEc1P351mQ8zKZth1IyPQOG8sFCfeyr3w3Hx/9H6pwIxAYJANWJZjp8f7thtOSjOyXxFdP3YrN4cJkNGBoIxrdt/z1Uv5y1Ys47acesGariVv/emlNQU7fkT3oO7KHv0zssJyxUlSS/r+9uwuRqg7jOP794a6RabmkRpimvdkLFvaGvVhWF6ZFEHQRhkZ0E2V00YXURUVdVHcRESZiQRd2UVKGVgRhBrZlga9Yor2YWqxvJGyh7OyvizPJoDvu2d0zZ+aceT6wMGfnz/L8mOHZM2fOOY9uAV6yPa+6/RyA7Vdr1rwDrLe9qrr9MzD3TIdcynKl6PG+Hv449j7Hjm/mnNGXMeXcRxnTOS3XGvzvWty7DCoHYfQsNO5Z1DHwx3dX/sJHFkL/UXAluclQ5yzUtbxpZ68MR78rCKGa+a+/9+5hfc9aDp84yIxxM7lz0r2M7WjdKx/LbHv3bt59eTW//XSAiZO7WLT0AW67f6BPjWGoRnTpv6QOYBdwD7Af2AQstL2jZs19wBJgAcnhmDdt33ymv1uWhl5EdgVObITKfui8BnXObHZJIYSURnTpv+0+SUuAL4BRwErbOyQ9UX1+GbCOpJnvBv4BTp+yG1qGNArOmtPsMkIIGUt1cqbtdSRNu/Z3y2oeG3gq29JCCCEMRWt8ixJCCGHEoqGHEEJJREMPIYSSiIYeQggl0bSJRZIOAqePFDmzCcChBpTTytoxM0TudtOOuYeb+WLbA1512LSGPhySfqh3/mVZtWNmiNzNriNv7Zi7EZnjkEsIIZRENPQQQiiJojX05c0uoAnaMTNE7nbTjrkzz1yoY+ghhBDqK9oeegghhDqioYcQQkm0XENv14HUKXI/Us27VdJGSY0ZCJmzwXLXrLtJUkVS60/iGESazJLmStosaYekr/OusRFSvMfPk/SppC3V3IW/a6uklZJ6JG2v83y2/cx2y/yQ3J53D3AJyUy0LcDVp6xZAHxGMiVpNvBds+vOKfetQFf18fx2yV2z7iuSO34+1Oy6c3itx5PM7J1a3Z7U7Lpzyv088Hr18UTgCDC62bWPMPcdwPXA9jrPZ9rPWm0P/eRAatsngP8HUtc6OZDadjcwXtKFeReasUFz295o+2h1sxuoN1C0SNK83gBPAx8BPXkW1yBpMi8EVtveC2C7XXIbGCdJwFiSht5HgdneQJKjnkz7Was19HrDpoe6pmiGmulxkv/qRTdobkmTgQeBZZRDmtf6CqBL0npJP0panFt1jZMm91vAVcABYBvwjO1+yi3TfpZqwEWOMhtIXTCpM0m6i6Sh397QivKRJvcbwFLblWTHrfDSZO4AbiAZ+3g28K2kbtu7Gl1cA6XJPQ/YDNwNXAp8Kekb28caXFszZdrPWq2h7wOm1GxfRPLfeqhriiZVJknXAiuA+bYP51RbI6XJfSPwQbWZTwAWSOqz/XEuFWYv7Xv8kO1eoFfSBuA6ktm+RZUm92PAa04OLu+W9CtwJfB9PiU2Rab9rNUOuWwCLpc0XckI+oeBNaesWQMsrn47PBv42/afeReasUFzS5oKrAYWFXxPrdaguW1Ptz3N9jTgQ+DJAjdzSPce/wSYI6lD0hiSwes7c64za2ly7yX5VIKkC4AZwC+5Vpm/TPtZS+2hu00HUqfM/QJwPvB2dW+1zwW/O13K3KWSJrPtnZI+B7YC/cAK2wOe9lYUKV/rV4D3JG0jORSx1Hahb6kraRUwF5ggaR/wItAJjelncel/CCGURKsdcgkhhDBM0dBDCKEkoqGHEEJJREMPIYSSiIYeQgglEQ09hBBKIhp6CCGUxH/nhbbDaOYeSAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"Xplot = np.concatenate([space_points1, space_points2, time_points * 0 + 1], -1)\n",
"plt.scatter(Xplot[:, 0], Xplot[:, 1], c=f(Xplot))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "e232b9fe",
"metadata": {},
"outputs": [],
"source": [
"# Creating a plotting grid and plotting function\n",
"\n",
"# +\n",
"x_grid_singledim = np.linspace(0, 1, 50)\n",
"X_grid = np.vstack(np.dstack(np.meshgrid(x_grid_singledim, x_grid_singledim)))\n",
"t_grid = np.linspace(0, 1, 10)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "a2a4dba6",
"metadata": {},
"outputs": [],
"source": [
"def plot_model(model, t):\n",
" tvals = np.ones(X_grid.shape[0]) * t\n",
" Xt_grid = np.concatenate([X_grid, tvals.reshape(-1, 1)], -1)\n",
" mu_f, var_f = model.space_time_predict_f(Xt_grid)\n",
" fig, axarr = plt.subplots(1, 2, sharex=True, sharey=True)\n",
" mu_actual = f(Xt_grid)\n",
" axarr[0].scatter(x=X_grid[:, 0], y=X_grid[:, 1], c=mu_actual, marker='s', s=30, alpha=0.75)\n",
" axarr[1].scatter(x=X_grid[:, 0], y=X_grid[:, 1], c=mu_f.numpy(), marker='s', s=30, alpha=0.75)\n",
" axarr[0].set_aspect(1)\n",
" axarr[0].set_title(\"Actual function\")\n",
" axarr[1].set_aspect(1)\n",
" axarr[1].set_title(\"Posterior mean of function\")\n",
" fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "8b6add64",
"metadata": {},
"outputs": [],
"source": [
"# Training\n",
"\n",
"# +\n",
"# Start at a small learning rate\n",
"adam_learning_rate = 0.005\n",
"natgrad_learning_rate = 0.005"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "4ffbd441",
"metadata": {},
"outputs": [],
"source": [
"adam_opt = tf.optimizers.Adam(learning_rate=adam_learning_rate)\n",
"natgrad_opt = SSMNaturalGradient(gamma=natgrad_learning_rate, momentum=False)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "8866cbb0",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2022-06-21 14:54:58.763066: W tensorflow/python/util/util.cc:348] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them.\n"
]
}
],
"source": [
"set_trainable(model.ssm_q, False)\n",
"adam_var_list = model.trainable_variables # trainable_variables\n",
"set_trainable(model.ssm_q, True)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "fd34403b",
"metadata": {},
"outputs": [],
"source": [
"# +\n",
"# tf.function\n",
"def loss(input_data):\n",
" return -model.elbo(input_data)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "62a789b1",
"metadata": {},
"outputs": [],
"source": [
"# tf.function\n",
"def opt_step(input_data):\n",
" natgrad_opt.minimize(lambda: loss(input_data), model.ssm_q)\n",
" adam_opt.minimize(lambda: loss(input_data), adam_var_list)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "795c212f",
"metadata": {},
"outputs": [],
"source": [
"# +\n",
"max_iter = ci_niter(500)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "bb525289",
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Iteration: 0 , Loss: 1661.2033868844878\n",
"Iteration: 20 , Loss: 783.1608072282872\n",
"Iteration: 40 , Loss: 637.4657991162114\n",
"Iteration: 60 , Loss: 567.7839584153628\n",
"Iteration: 80 , Loss: 524.7164915811185\n",
"Iteration: 100 , Loss: 494.16741535197343\n",
"Iteration: 120 , Loss: 470.71144129062577\n",
"Iteration: 140 , Loss: 451.8030221969666\n",
"Iteration: 160 , Loss: 436.0600373171127\n",
"Iteration: 180 , Loss: 422.64844964534586\n",
"Iteration: 200 , Loss: 411.0266106847522\n",
"Iteration: 220 , Loss: 400.8229376545788\n",
"Iteration: 240 , Loss: 391.77126625061146\n",
"Iteration: 260 , Loss: 383.6742174137477\n",
"Iteration: 280 , Loss: 376.3812288824201\n",
"Iteration: 300 , Loss: 369.7747239517215\n",
"Iteration: 320 , Loss: 363.7610475248325\n",
"Iteration: 340 , Loss: 358.26432544141403\n",
"Iteration: 360 , Loss: 353.222183246286\n",
"Iteration: 380 , Loss: 348.58268585762585\n",
"Iteration: 400 , Loss: 344.302101891033\n",
"Iteration: 420 , Loss: 340.34323901031007\n",
"Iteration: 440 , Loss: 336.6741834155852\n",
"Iteration: 460 , Loss: 333.26733096904553\n",
"Iteration: 480 , Loss: 330.0986324604127\n"
]
}
],
"source": [
"iters = []\n",
"loss_vals = []\n",
"for i in range(max_iter):\n",
" opt_step(data)\n",
" if i % 20 == 0:\n",
" loss_val = model.loss(data).numpy()\n",
" iters.append(i)\n",
" loss_vals.append(loss_val)\n",
" print(\"Iteration:\", i, \", Loss:\", loss_val) "
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "9f89a70a",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/sethaxen/software/mambaforge/envs/pollenclim/lib/python3.7/site-packages/ipykernel_launcher.py:5: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
" \"\"\"\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"ax.plot(iters, loss_vals)\n",
"ax.set_xlabel(\"Iteration\")\n",
"ax.set_ylabel(\"Loss\")\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "63062550",
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/sethaxen/software/mambaforge/envs/pollenclim/lib/python3.7/site-packages/ipykernel_launcher.py:13: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
" del sys.path[0]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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2lF7et0kZ6+rOyjhB+/OG3jmS8L/V6f5vlJleh1H+20krZVsHzLsO822W7UiZoKEpXyl7TT435FHwm9y3qtkb04kzS6Uda74eLSVsKue4vigz/XB62T4PP/h3AHiDiLwdfnH1yXA4wYmoHwZcPzoCsProk3hNGvlWTVhWJq7jJedHM01OK/PW6qR0rZXLZWhuIcQ82qhb6b44xUt5izwKtdlcVreufG6BjtKy+7KHXcWXaeLbtDLdGnX9+KhS1nbRsh+w36+X7UgNMVrTa5uVvfI1tCpsyRcCX8pnrYpaHsnT10rLCkNQy7z8Y5OObBJZChVZjHqgxAOCFjIS08smjesA9o/OLttrB3gR+QEALwHwTBF5GMBfgT8bEqr6JviTYl4Bf1L8TQCvPV1DXFp0uH5AD1aBZQAyU1sQTSsdefqIStM18kOeLlHQxf5LdUh+X2Jd/izxLafrhGpwdTW5jgrCPCgNQA7X0MQhtU9hEI1o/bnZ1I0838ewDbWf0zO0hp4mmq8KTTNzzeAaSx+GMa9QXNvxh+0cLFtnRN95mnUm2/s3Tbb5nTJlcst9W8kTIZqNoEqmUidYnlG8s2ICmfIGvldrB09QBxjfk1zKEMoAoE4gCgjJ2SBCZWheXjm5of7I9KTsrMaHIV1fRwKTUaEaSe/SD+EH10YZmlebbrWGXt31hz8dLk5/NPTaAV5Vv2LNdQXw507dgokmmmiiiW4Jbc2h28thaJok52Gm6oipXVxTYMNMTTBJo4ymVVwzb8nW3Ch91fXSjK3ALm2TdgzB8MytCuEgNzG1WnheUcxfg1/K9BofIZqVsOYdpuUwYP/wlBBNpZs3QRmq17X9M83eazJe9O2pIJoWT/eeJO9GEE3W6I0TMXrglHv8BhigaQ0QBufU4UcNg4RkdQD7R8ermrMRbc0APxMyYxmiaXgPoAbRcF42TYs+HfXXKm1pCFQa7JxdH0EgRZvYZB3EFLjWZoWQOWrmnMpY2QeGX0qvHYZXYhk1j5kaFBMfuwrRWKcx/HIij5qgBOxpMOhAPKUTjBN5heKeuw2iuXE0su7L72C2iFlL1+y1jtJW6cEqpILfmVLl/PoIWfT1Bz2I7YhynfKSTpTQjQKQzt/bt/SgbHM5MVFfeBwc+b6TDYwRI8lmK3aVIBgPrwj1lxBsE8qgjhRKr8E8IonNmmwQzelle4pFM9FEE010QWlrZvAM0fCMZh3sclLTNZVfm8mvq7xugdnlWkNKiKYCpbTglbU8VZN7zlTa3ChDoOmeKhTTgGuQ5dXV92UNKfnYirFJ24Jl7jqIpvSiWSOkTVimkg408rbKbv7AGJapyXspf4qmbJVVVHnNRHR93vI9s8VRXo+zfSl0nZ9xbUtrysRtHncYWxqcZ/xeLL9BNEYJsj6DbG/NAN+EaBqmZw2iaW4YaZh8XEfVdi08ZzhPNpiFa8kEHWjAoTJasFHNS6AnvjRNa8qewUNle4F8Ewh784j9l3ya+bobxn7PGiAa8S1qedG4aI4SvBL5DAJAA5ZhzxmhPGLPfc88QDT93QHRXC+9aGJ/0kAVu5MtfSCXnZQnylcLlmmlV0hW6EEp2y35G3nORJmSIj22Jw5sA3nOZB411oxeJXuW1M4AOWYfz3JcLvVi5Uc2NjobpbP0VER1U0BeuIT0seeM78gMxqLLV3a9bE8QzUQTTTTRRCPamhl8vwFEU+M3MUebeTZBEDYwWUdpLVO3ZkK2zN91Zi+bpkAVoskWmhrlSaUdUlzPoZt8VjOezbEZu54fp7VgmTKPp+uLuwuiYcpM84YQb+RFUzHvR/XUUku8I3vxuRC0NtKNYMaivmY6PcjGXjS1Z6ncW827djBo3llNH8twublJG+mUY02YmKcGRFPAHRkP+PgO8SVv4lGDOkwCTquZqRWTNQlpYSJn3jLUZlGMvA1aVQgKuKZ4ltGHjsy8lDmDZcgUdBVvGLoubrB2uMK7JrLJ9DYIRxVwSeHUTFNVuMgTRGPPYlBMz/3Y8eYmg276AOkoFPfM9wDc5RANSK5bsAzzMU+Up8jH6024hqGyyrixBpIMRYw+6vyXNzRl0A3rqVAZUQ+kDu2oo+AUavI3hGdXwDbdKT83wTkFZLIxRJPhqHRZAXN5NOUee8iEPys3Pem4EwNdnSCaiSaaaKKJWrQ1M/iVXjTa4Iu0klqwDM9+qxnXQTRcJzWkapo2TNrEl/BLA86pmqmZiVx52hVlxB/ZY2wC0RQFlP2fb3TaBK4p06R41tXQzV0B0dBGJ6YaRFOT8SpfCEQr77jOmhBjnFY0JJdnw0VGMryJ3KKUmXZaM72oswbVNCfpp4ZoOAcp6iiteBtrNj2ZTQXwMuxtiUVzu2jmGvE6GhBNhGP4unI4Tq3zzQ1QnNYwUzk9mZixDDJB2dLN4JpoUiNANFqYtGQKc3UcJibCNRra5s1b3ghFmR2nV2AcBVxsEOV1HYmZY1jGoB0XvGgEHJa1zo+gmwTReCOVPWd68pbpGZZxZgIjlaG4FrxoDrcYoukaG51A7yOTa3rZ1Vg0UU60kBHq75SXYJmmHlC5VXnvkeC2AeRBAl9nD6ubEYkon0ABu/SmP9pV9Jg8avpBq8+VQZUqqb3W/Nux6Ult46GYrKplQuaaRHkY0gGVx+/7PCCarRngOydY9H394rrP8voP7mo6sQDkM4nR7GGTWTnPvlHJW6av4ov6+GI1nQpJzS+UO1uELanx0WtROaPM5zNSpJ2MXwxeZuJxattInQgWS5LtdTK8yTT0VujBClon29Umr5vNF7P/08oAJ7RCGWST63OjseyO6tuI6iZIHA/jEZynoa0Z4FkSZCgG0Aov5Aef0rKZS4NvzFxqcpG9o9qsHrBVDEc3MF+WERUiDqA83a99FDah1vsX5GXHOnm27nyTHB2gIF1l1g7A0eKrC4uzIvW8WXQCnk3Rv7FDhuy95p2bAJvBOm9wxnPIhK2l1qrpBrTyQwukhcZMN8rZfurD9XpQVYQ0A0CQ93y05PGHA0+qZYHQ9y3rjo5uksr1LPSGoKaHMWpqOeGuxdLJLZeaeZRantPoY1H7Yig9gI4vUx7+8Elpjo3qPP0AvzXTnn7ID0XgjRGtgaqads7UaodUBI3zNnmsbv6mfFF1sws26ZqTdGNzRl+5kCVz31VUjA/z2OTAj/h3x3XYcXf+wI9VVMr22heY9dWKPo/sbdYDkdr724AvdILLXpd3lf6UPKet7LuVGTbXhJxbU3g2oFTKo9u25cCPc6G+jCZJH8DmApRW0rCaz6gGh3BGKWYBWkmP9xR51y6yUnEbm7St/CugmNp9vIhaS2stsmZtpslKNcQBPACDIn+ezscmWIedZME1LbKWD75FNHIgKF7KOhlPPMbp2ioDq/mM1gnaSJ5j5UryZwJ1okVWBUlD5XrJ18qryf+KdlQrLG+Of5qCpSOuGbaA5bZimmehDOjyxfWDXxzZB22VH3zox/T8vCjVWHBlE63c/l/+YPhEYWXH6I2qlM55ecGI66Y6o0/8yG84to3ysh98vBbNXwHqC6ixXeXDAglKUXjYBUAGyziXwzLRzJMQtkAVmDl7kJQXqxdWmY8mtADoacFpIF6khy2+2ux9ERf9VHH1LlhkHR34EeU2vp/WwipP9jgPCtnn9w3Ab383wa3pQXn+Z7xeE0YhAYzQmypSgIm48Jpuq7SfF2LZD17CImtPezakdKaIZQxFGaE9cPmkJGZI+p3pWPwa0rOeagS1FxB10Dqs+DKw+cEdmUoKulGEMoiLrAeTH/xEE0000UQlbc0MvmXGrjNfW6brWtOUTMNN9/RXYRe+vXa9URzzm5id63yBW6ZwZrlUTNa0m7Asq9J+7t9an+f9Uh5toA3e33iSCJJs6u7fLX7w5wHRVHhtlkFmP7CaXyeATdlmiIbfqRBfKRrI9aNMa+WtlVeR/1WPsj6zldnMW1ywHa2lXMcf9ZGoFrKDr1+/qBDNjeMjGpnIwmEzNZqb60IZFDyf87kOosnMzZrJqjZwMoziYD9qvu+AQTOZj7tmj01tEhrA1JRZTGTSY5NZnPvEwyiayPBeNECAZVDhuyFFhYzQjYdoPLTj+KAQgmjYP76Ea2Kjov/7QO9kyX7bzszXZRZx0vzxr90F0SS7mcPerB6GYwTR0PsbwTVU5sjNWvO0qv98TX8Cb4yM2FzADF5xYNm3zFVYhnnyg48QjfI+kiysgcm+kk98PLeV9YBlnx9QSQeVXX74i8jPuo6KD0CKjsp9EDmh9AK6iTBjBq9SGdduF0QjIi8TkQ+IyEMi8k2V608TkX8uIu8VkfeJyGtP3aKJJppooonOhdbO4EWkA/BGAC8F8DCAd4vIO1T1/ZTtzwF4v6q+UkTuBfABEflHqnq8aUNO5UWzwfWST4WTaTiym7Mt2q0CJc/eMgM5vcijxd+N+UrZa03afPIwgmgYpRojVmr3KOUBkokO2Kys5MfGqHVknNGfDKLRtF3+rglVUAnDERNWynBL/Mj6XFtG5b4y3dpT14McoqnJfh16WAnXRCu4VvWaJmVlUP7WBLymS5mB0lK2tVQ/zqN1xnB2Z3Wzi6XdLojmRQAeUtUPAYCIvB3AqwDwAK8Arolfur8K4DEAy5M1xGFvJ5ixx+u9aHij03qIhsz+lvdAhdhi8iZmgAjEoIqYx/Fqv92W7c0YyCyO3gGZ9wBdZ7iGmpHKbEE0mSnMJmsWLZK8aMIGpwyK6cxzxnVqfPCoURBEw5EnpQ7LsJp7VMIP1l1I7QeKGEjeMjIYLAMYDKAJolFcnV8CABz2G88lbjs1z2SNURAbEE32/mpeNPGvIIdz6DpDN6F4S49p9NGujiUsVINWP+R5lNTwnqDVZ4nFKZAOl+FIsCz76zxqkhdNcV1jBeGhU3e0viKZArX6oNY5ISZkIyRBCbvYg6U7izZY3tsF0TwHwMfo98Mhjem7APwWAI8A+AUA/63qeOeJiLxORB4UkQc/+clPnrLJE020fTTJ9kTbSJsM8K3vGdMfAvBzAJ4N4PMBfJeI3DO6SfXNqnq/qt5/7733ZtdixL39wyMo/JeZ9lPUeay/TkZ9MptSOmfgJ8tvJFhC0wxAlTIGXo1tFbG+/ZvcRxk2ydsqO11PZYU+4vZXnqXspnrdimqfg81XS22/qwavnttfHGJ/cXim3X7nQWtl++gI+0ck29jwna3hY3kb38d1pv8UDKvYQ9UbyLKvIT2Xl9o701E7IlNt24bpI5iH2sHPoUVSWW6jY1bcYImtA2xqcp6z4ztZa64fHeH60RGWZ9ilvQlE8zCA59Hv58LP1JleC+Db1b/5h0TkPwL4TwD8zMYNEYNobrQ2OunYZJW+SIsF9rTZY0WUyREpCFNBblJF84+8aAxEsIJHB3swdFNYa+zx0Gu7naWHhCrySHbJNK2bxR4+EeL9o6aYMo7C6jhN8ErnhnRfV4NoZMihmGSlro8mGb1onLMNTQuVbEZhsIy1w3vdeLobNjplXjS00SnKmro6DJEdZlPZAMUQIdCAaDCWHV9gkAf1Ogbkol8OkCja5Mf46OGifLmQv/D+ej5wBmk9IJ3J2njWdR41HqLxm5qyyK28aYieJfaZAhA1KKmKh9bGh5SeSqmi7FlkSR4YsjqKr5Pkzbi2swMAOFjeWojm3QBeKCIvEJEdAK8G8I4iz0cBfBkAiMizAHwOgA+dulUTTTTRRBOdmdbO4FV1KSJvAPBjADoAb1XV94nI68P1NwH4awDeJiK/AP8R+kZV/dRJGtKXhyKEr1q2oIMxP0oDX9d6eii/OZMvZy/hRh0V4is3Lxkzw5SmULXimG96DzCvFV4bZVR43+RxfySPmWAR1OrOn6vdNik6uuVFM/aM2TD+THqfFmZ4/26JRXN8io1Oa2Sfy2uWsZKvTFFXzloxfq/BEmlvdOJ0Ko5lWIq0kq/d1yrjBI+ilUQVbOhRU38uS6sNFpzb0uO/grzvrh/fpgM/VPUBAA8UaW8i/hEAf/BMDeEDP3ijU3mmaZGeQTgMy7TCBRNvG53yQxEylszGlE4mcm2zh4jmG5rIhOZvgSCPr9GyFOO93KaRFw23LRXH56lSO5w/I1VV0QWIpoRijDe4hr1o5gFWca63WDWyGUQTWzgEOGbBXjRq7+IYZmLyGZsW+0RxdRa9aLYcopl7Vdu/cZxeWop1tMqLJnZAxVssIQWS38fQTqYzKGQttiO+EoZDyglQ0T7+CPnNfOGN8OEzMIgGqECHCoNrGu1fxvYBxeE+ttFJO007sVNtDY8a1qk4Tcg2P7ES8nNrcTMN0OUQ7tOsPwyioRZQusR01ayKC3Xgh5MVhyKsnQI3rp8DNWcB5UyCZ8ArZsMnaf5KPirICWYuTBF31CK1xtdmSqkMyinlj8YsLC9BRtd5Lj+QhsW8QnUvBu+N20mmfVtFXrZpoYxm33ImISj48y6jQecm+xvK8JnLGA3O9fJWJ9ZoLLuno3oDL9SBH0Kf3zJ0bSI+3GPI/0Y+bRruy3RPPDNh5ZLKa/If1sqXuLJyEf2y0400w0kzfzdOF07T9bzCeFrnqVNt5lbwcZGVI0h2FKpg5vqUPnM9pQ8hLx0CgvoMnvm4F0BhC9SuswYtB0fvqkvvRZ1tCB9oNh8tkBrasDXU0cfQmQCKil8Y5Hc4kOzzIn9v6U5oEBWb/WahY+h6pDIM9Iias5m8jBGR7DNM5+iLP9DNjmeyDubMEJJ60q/8wA/Lk8lzPDSETWSqQtOpKMivEzak5U2oqNamMib2vstJTm2cSVOW4qXY7wswwPc6JE+DYyyr8IT/UaYTLFO9XtKqEbG4sRg1qjAJpechcatNysuotHNTPsNpqSxFXkd7kOfY1JXRYCWvzbs2I57ex1l5vb51E/O5eBE+HLZ3o1M/DAl+PEKcedCAWNAG3+tKD7bfWCYDZXo53rAgJSp0ppjA+Kt2o9TvyvNU9afezprOpLpX6UGDZ6p1QTNzg6plrKxxs5bsOH9AzFm8aLZmgF/2A/b70x74oevzZrVp/H+dGquUmvExg4wXmpgHi3xR9IrqNuLpGTLTtJKXZ/5KFzyWX5Qyan9W+rj94W856NQWC8vyVoUqECgGFUod8/vLw1TfttJS64uscc+B76v4bA0Zlnp6LG+TvC0+0iitJlSZMq2RfUXhbEDvPT2AjOSoVXUzvaUHxLTOaq2NAS29q02iWmXU9KSVux5V8jYust4O4kXWTaJJSm2RtXLdpzdCFVTfLupTCfbN1XwGLEC2+u6jRobZPPul81broJT8fMAJZ/Bi+pYuZ20f+75HPl9kleYi68yZp7/xinmAaGbkw+5kOMMia8hAkI8vJ/Qj8dF/HgAtsm7vDL6bOVwK1un1gf3g/QvkKInakGftYaENoi864MsSFKEAxKCNvr7QzgfmuACRZHJEi93jBVf7gghy/3MASXZ6VBZWU/vDZzroIz83+76z3vVlf4RmSOdb2g9FfelR8sM/bPKo1l8xb3nGb20sqH0YUZJlTpxQeuYTT4pCdNuiSU400UQTTXT30dbM4PtNIJqK6bmJCeq/sDTbhqX7unjuQvZcsSrFkPX6cynrEEcWiY+rPw3fME2ZavAVpzNEw37RFhLAroPzch3Z8/m/OSzTiiaJ9FbW+8HbGju/w7sCohmGZG57SIX6MMkwvych3pcxwpvPEaLR9E9OLeiAbzRPKpLrihyN8jAcWBS7MZ8epFEGKnxpoVfyVi/ImnasKHEdRJPnNf5iHfjBEM1RPVQBhyWQwcMPbYimCFXAJl+slEZHtr4yPpqNFPUxmqQaJMyby+QpQvcpHVqRmeKhzoEhmhKuof4p06NwRz5bWM3uI4gmQSlxm7qi67x93hGck0E0HUE0gVcodpz3/O/ozFYOW6D0LAKDbiIso4heNALXEczDcBrqfvAaIBqF4ursMoDt9oOfzYSiSR4bNhKFbbD3lCJlAuOwBS7nFTBPmzKaZNqcUIc7AGtGQg4aZwmP9EP4/UqKMAnk0T08TBKeawTXeIgwHfhRgV8AoGdolPewUDTJ+qEhQjLHB4WEeVvqAED4g6R5+6sDw0Zkk0SW2zpEY395Ifo8/OAniGaiiSaa6ILS1szgN/KiGZmeml8f8WN4ooRrrLqKvZpBMSjOSLUvrWVpmKOZycpl5H9HfCVvlt4wTZkSFFOUmPdduWWJUgqIJjv8Y3RX2Y4xdDPKH6ZGTS8amtHw8usQctwVEI2uOZOV5GwTWKYK0bTyYj2fykD5/rJmGl8K3UhPhPga/CB5/iRrDOFU6ivT04Nkxng7b2pT7Qnr9zULXCtwm0A01h+WYtf3nwoQDcMW67xopIwgWTNNext666EKqEJmKUweR7IbZkHGxMzsgeEaMr+heYQ7CeaiVKrmw0Fq0E0G0bAZWJh+5jmDdKBHiiyp8UzWHKKZiUE084pHjSJ60Qg6gmWc9FYHwTIKglrI1o3gz4I2N/E5rIMqXFR+3ug0SPDCAK50d0GoAj7w42YMVWAQTSYjpScIe84UvAIJE6ldT3wGjYRGkSdOgmhA11twTY2o/QO3H2XdQX+CniqC/kLyaJMNuEYJXu0dQTTpwA+CZaSAZWJTg0eNwvSGB3yhzLyfZQTXrCXLnJUxykOdK/l9V3eCF80tjiY50UQTTTTRXUhbM4PfBKKpnf+5MSzD6WXlpd2cmZ7IK0zp1iilL37R/FBcA6o4DUTDJqZa05sbObLyNoNolHqpBGHKnFkdYteletf4yTRdH5upKyGaUMSNANFsM7U2OsUXKARZjOEaoXSM+LUQTS62G0M0zI+oTGd9YB6ovte8C+hYjE30AJU8JP8b3Vfyhc4wcrIWrqkOKHnmXPolXa2HLbC0tNFppfm0mrZmgC83OlVhmX7M12AbADksM5CY1aJJNkxQbzGFF0IQRjSpVdWbh5qboD1BJsIeEqUXjbS9aBi6Yc+EBMswTyaochyPYqOTQTRIXjSzzgc/mWVQTJ9DNIjpBNGEIEBzt4R55/BGJ+M5Rk2vEYJR9Opb5BxvRLN2Zh5IahDNQlyKc3K58140R9sM0cwEl4JsX4/RJKHxAYPnTJQRkpeGR00G0YQopwpkcVuqvJCsSfT+CgONpGS7rzJoMqKQxkUWUHIhkxJuynQp6IAL0sAQDcMyq+CaWEYXdLC1KUrooBDYYTf2UaORnDc6sedW9cGtXytjeCWh/PoIsg4t7ru2Gw78uAjRJDuRFD2NZ87CnUe8ct9s8qk+B8pmqpWZwsYzhqK86qyk5IkZRe5bMYNvzySUnmPFDF6B0g8+XuW52Ygt3tu6mVVrQpS3XixPUJDF4GXGyUirtoY6JziOsl19gVjfASv0IAUrK3QDKPQHdT6LgX4S/eFHKdJXVGd8UN5VEUU3KqPSjafha9ScwXPaLRK94xRN8vRI+tYM8EL2kDQi6nHkyOCGnUeT7DkvzaKzyJLjo7yE3xKvdPIbdcXvrGxFWKv0d9FXR4TapLCRbghPzcctNt7GKIJfqejlbIJ4raR3zjq1Ez+4zyht7mwqNO+sgTuddeSuC2F6OcKkUGRJYXCFZ4bW4CGcNblQWmRFZ5NBnRlPHez99H16tCTO+Vt+vtQB6YPZgYRWkMJHUpyLuFDuSA9cj2SdOYosid73TUfXhXjthe6ziIVlRMrB5fVlYlRMXgHKo2F6kAq2XP4x1ZLLQgG/eK6hXSFNKHNmibAucXqIJpld74VmxtTqilBmjgn0xZIG1GSO9OHBWB+BeielS5rnpSujTjqHFdKtGeA54t4ommRkyJTl9NLDpPbj1BO8rIw40yii4YHDX+V5sSo9CmOj/fl9ebpSOo/x5UDHm4ZynuVydeeUZSj9Gt1fe4AVoy8d9dHMUSs6PsEsRNzbZi8alu3DiKlkU2wA1fe0IiopxuPKqrynKaP+LutT1qrnDAqdyYqT0WDXfO4V4qVFnpb4ZW1C/tyr9IeJy2hZVOuprall2lMimuR4YVWzdIGlrV5QUuMR0wl6yOzKWiHku0vt4Durfr55ydUF1+YCqmCUd5SnkoasjPHsoQbB2FHYyPlwfcRn/1ZscnoXlV5Imaxm7kWhnHZfFqogFH7jbvGDP67IdniB+SJrY8FVUF1wzSC6TE/W8KAywj9jnRnz/oZicGJ94PcupR7k7z1WPtafUmdQTydGV12vlcGDdaFrLWKItlrhRjTuj1x17fptW2QVkZcB+LvwxuZbVPXbK3leAuDvAJgD+JSqfumJGlL4wacFusr2ZOZ5IUeyhVXOq3k6jAdQvKRihkIzl+SfDZq1i8/i3WfDdUczF/J9Z39nCQtovMgqgFnqxAP5RC/JV+QpjIIWi2tZeILEx8VSoOv883agaJLU0bz4Og8hBRQBxoEEn3mE+8wP3qG+4OpDFfi+62Ob+J2wHzyWqbwY1gAAFqlNisvdHoDtnsF3M6FokhyqIL5AXmRtLLgOxSJkXGRdwpvyPZJJn/nBL7FywTXNbuO7YtGv8MqQYrxWLLLmPvGRt/fKoQpc8mGnZz3BgmtaZC2vi/HZgutgR/2l9aQs2mTjayLF3HvV1J8H5FZ6gmPo6zRwJsW1c/CDXzvAi0gH4I0AXgrgYQDvFpF3qOr7Kc/TAXw3gJep6kdF5NedukUTTTTRRBOdC20yg38RgIdU9UMAICJvB/AqAO+nPK8B8E9U9aMAoKqfOGlDGKKpmY++7rG52YJwVpqbhWlENRUVGuv93XXMx9KytMI01VZ6/rcJ0dBHfgTdVPKeFKKxFQSCaJT4lFeqEE0Gy2B8vTTxxwd+1M9bFWSnNGbpdxNE0+uA64voB29CLPRi6xBNCddgxJ8EosljoY91bBOIM6MaHkI6mPEt/YgLrE2dAbIQBixHrDe166jkjemS52H9agnTyNAfJbbuaklnqSs84Nw+iOY5AD5Gvx8G8IVFnt8MYC4iPwHgGoC/q6rfe5KGzE8aTTLwbslpWuUZAkjmn3roBiheQWl2GbZg5iYMNxZxaSCqmaZsesaDQjxv8E6qAvm7JH2wdMnFQIDcDz4zAw2WGUWTDMO2Swd+mO/7TMgPnnlnEM1OsMt3yA++cwapsE88+3lzB/fxwA8YjHU0dGTKGyzTi/njH8vdBdHMCKJ5cjhGPOwiHfhBcpFDFYA4gi1qB37ENVs+05sjTzJEQ15m6RzXcCnBNTEv7ykhf3zomvGGD+4oZT8eghP0Q0Oa92HX/LlrcE2mx2sgmgos49tEDhIBHuKwIAyN8odFaLNMNhSzWCeiZ2llGZEEH3yr8+qO94M/vMWLrLX3WbZ1BuB3AvgyAJcA/L8i8i5V/WBWkMjrALwOAO67776Tt3aiibaUJtmeaBtpkwH+YQDPo9/PBfBIJc+nVPUGgBsi8lMAPg9ANsCr6psBvBkA7r///uwjsYkXTQ2OaZmdI56/SQWyEBo3ul7arFVzk01Mhh6qsMwGUfTY7JQ1fGxqcb0K0RCf/asG0VRhmTUQDf8apVRt2jJ/vMseimGZuwWiWSnbOtD5miYDVS8arIJomI9WDgyiyHQD2XVfdl0/gCgHK/Qn06XA16akVHcbokGhB5Gt6UxdNRNfQi2tvGV67Lfi/lK/MuLnqlWS1TfWiTGN5/ZZNMnbBNG8G8ALReQFAH4FwKvhMXemfwbgu0RkBmAHHsL5jhM1ZAMvmsyjJphujmGbVtiCJZmYBNGwVOSoTFAebzv7CxXvAFW/YUQQz5+M1+smd+ZVEBR7oLpB1WWwDE4C0dAILzCIhuCajiCaGKpg7gooJvHLxO90y1R29KKZ05msDO2wF41T431u/wQuAjrlYSoRoiG+V4NrjsmL5pLz0SSPhu09k3XW2Zmsnz7gaJJCGEGUM4YqCtiigGsUMAiGNvNlYToEBMuMz2rVIs86L5p1EA2Ln5fnKO8mfz4qZJhWVLxocv1Z7VGTQTQtjxs+C5nug4uRJYsImLUJYOwnYjVLK2CZxoTLOjr/gJUfXMAgmlvqRaOqSxF5A4Afg3eTfKuqvk9EXh+uv0lV/72I/AsAPw+vo29R1V88dasmmmiiiSY6M23kB6+qDwB4oEh7U/H7bwL4m6dtyCZeNDUzVCnzxiZm4kuoID1LJXNjo1My6YpDK9Z4zqR6Cnilaiq20qlPcoiG21aBVyjPSSEaWQPRVCGtPAf1Ex/3IZXr5Tms/J49f7M/SGnbSn0G0YDkWdN0TyrysolHTYREWjpTiHAVuon5V3vREG9V2wM1zzGu6Yzk0GGUgqbOME+1mhjVIZoWTw+yEqLh2Tdnkjx/7VmbqMxKqDKnKDNyBuHemp2sLYhGyLTjmBjJi4Y9Z4YKFFOmF5ElAWAE0RBPriCpHbzRyQf18NmSiUleABGKSWWQHoiI98hRULnEx3SCYGoQzVBsdEr1OYvMyBEbO0cbnZyX6I4P+Wh60RhEsxt4vj4De+KYdw3IBDaoRQmuYYjJ2j+IwT9LcQbRyN0G0cC8aA6PTXY0bLqhCIxtLxpLR4RoorA65BuaCK7hQzLKM1nhTMYljOJrIZoId2gOZWQ6VeZFAbuoQlTSXMQf+MHP3fCoId1liCbCRgzLsmeMZHCNbXTSTlNYGZJU4pujtMFDgjTgZ32bClFkSl8ZafJAb3b9nunAj4kmmmiiiVq0NTP45TBg/7AF0RAQUJiYTS+BVeYmIl8xkTL7Nrdpqxudkn9sA6KpmqOUpzAJW6biSbxoqp4zcboUOy9t0z49RGOxfBodXTVHC28j6EqIhi2VVRDNNlNfetEwRBWmfuthGfa+QTrxRGEW5DqIpiXagE00TwJxmjISjzyzoS6FB1mmE2W/2PsdwTVWy3qIBiv4OH6sKncF2aOQCZAL66raK/z4xrg57iy0NQN8udHJPDDMaKl51LS8aJoQDXvRRDuufLsSTScyr8qNTuIFMh0mwJuKMm8ZTRs8GK4x3iCaCL9E2nSjE19niINj0XTUPkcbKmYhRuycNiZ5LxrP7xDPHjM7ITbzLm10mol53HSw+7gb5xTTOcI1RwMZxtTOQQtYJj6XaDoH9pLzG522G6KxjU5PHBynwVqSC5YiPRDzpUdNTO+ANCDG7mSIxpA0LxvEs4AlTxyQDhHMU4No4kE0qrAYNGV8GtLHqneQIkA0ChmCFgx1WCaDdiqbnhQ2FiwzLzurmmPRRI+tOC8T5HBOT7Jafrf4+WLdDNFY3xaFyLiI7IJU0nCbYtHcLnKuOPAjpK/89sWZa23SOBq4N+DXUH12oOaTXCu2Nfumtq+dqbd4FP0QE4oDOnzbJeOF+Zg1zdpLpLDWqTynHs/etOz/BpUltGoA/IcVoT2xz5fq49I72V60sRNHB37w7FTjF5lmvZL3W6VjbOCRFEqeByPWg2Z60dHpI7yhzkgtvUZFHTFNqYBovTWrWzcrp/I2VvlC91rlFopQaX9x7cxkLUkHfpxhlXVrBnihHssO9mBex+luoMTeJC875KOnPJQ/hirIQhmMDgcIvx1/SWyw9LOLATJY5H9xJs2ixEOofvKcaCk0VqTzPdmsTDM+TVzoQA/Hi6ziAy/MqaM7OpF+LrZKN3MxTr9gLn6auEMdPXcWx7+jUcDRaap8rqoTF1pBM/ihS+1cOjsIZDbYnQtq68z1o+7YNsqjOdLUIIyyKrDVsF5SHu1zOdOQLkuC/UT8gR80G4fYACQCizC6tPTybAkN4ksOMKm8Ygc93WR/TSzNYuWPMw/h/CHxry/IZpx0UAY+zEj5MBF+gHjgR2d5/eE6q3mNVTt+uFL/QypbP+TUkMYb9gBJFfm/2WQ+dVTWacTQOBgP2zmDcG/NAM+HIiywzM1DrOZb37eaidnsq2Yl1OG8kQGGGdq5p+O8I35U0epDHVp8Od7n1+t3VvvJ9GoFtVqyqr78uViY8/jvtfLqv3KZ8GXMxIvwNkM0vQ641HnZvhmgqwxbh/VhnAoY1WUnk79RzrKv2ukr5ahRRsXMalKud7ls0FQn++vvo7yZHufpbPiM2t96luK+8vtVm0OtSj+/2XtOF/bADwESrscmpuc1S89MUH5xqPNMmYw2fN+rfvCoLJSh5cfbWnANPJt7J+FZcXjmpWSFEF+DaCTyMH/0WCbzLr0MKiPrhbEJUhoYuZmtGSdZGkMxli5QDNQJcQ5/1/jB04LZaC8Ey9YmC64kUzU9SDNT5CLM6WO9wuZhP9Tej5WRPVTKzLJf259hRbT2kaChV9SPCpIoSuMZeKV51fuKMrJZfKVs4Xz5gJJ4raWPah2nRZk5i2xvzQA/cy6dPH/jkP3gaXYxaLJkXfCJzaNNtqJJUvrStmgniCbrZ6XPfc6bf7YmzREJB1iw725j2zVH1BN4fuQHX+H5eMnYJywzvDAJoZkQH/jRgmjCImtHCjfPDvEguCacv6rwi69AHk2SQxV0uv7Aj1qoAv8k/tdSbVH32BlEczzMUifsdZdC2vbO4Gcd0gz+iUNbZE0Li4L6IusS5gcP4sXzCvV5xP4DEMoDlRGSyzxCchSaURV9TmddCgMbH2rDxAeB8CKqSw1QDBLWgMT0pOUHPwphEPsljBFZeAIlXcrGkGLepvk4zuPNQP3FeZR0IvZjE4rBqvS815T22iiAe84hVMH2rkxNNNFEE010JtqaGXxfhiqomJJAYW5q8TVu8ajzOdVMTLZvc3iF7dsY4KsJy6BehkE0XJYQj814KmMVRCOnhGjMDx52H6JRzbap9R3/ux6iKaNJ0n2U1+bw5kVzcDf4wQ8Drg/jaJJAhB/aQrwOrvFl5HqS6U8uqnme4rVl1zfSH81ePSjZrptlWYdrzhCNlQ8QoedY1YyUHvVm1X2r0rnm4hVuBNFQf0jWNqvlQkE03QqIJh0jWTG1pLehIT8QpA7RZCZm3CzSMDHHdmpKRfSDFwk+8aMIeATLhBt7EEQT/OM5DQTXQOhZUYFrlPJIHZbhdPZ951AFcxe8aMRciSL8Anh/d6H0OF5EP/gdqUM0M5hPvIeyqE9D/oW67BkB/4Gz8AQE0YgN74ei6WO16+4GiMblEE38pAUIYJA8EmGCaESrcA3E5A9A8sXmzuRFxxof71Pis+u6nk8779kLjaDMDNfIwhbEaKwR4gz3xT6QBixTgUFVFVF0+UCQgX3ilfRHbZyNXca+7wzLpE4LhSRx5jyhEPZYg7PrCtuzwVErY59zNdx3CuCeeYBoznCYzQTRTDTRRBNdUNqaGXwLogEIJUn/BBry6yeGaJrmZaWQ4hSAsTl5Ui+aMbxyIlhG6mWcFKLx62BDWKwyYEVC50YIBTgZRDPGwsZ8CpFwQoiGPWoO7gYvmhKiYYgq4AU1LxoI7ZVoeNFECIC7m0W4xZev53QQjc+fv6dKwdTO0TNWIZpNIksWcE38W9MZe6y8eWrpVS+bgmrSnKxpqk+4ndlzl+OTWWAkEamO68sLBNHMnMPeTvAVZoiGTLssLIE2vGhAfPyRwTXBo0N9HlYQAHEU8yzZo0I2pkQTOS7VixThCQgmUUsXIMExfYBjammRVoUqaEI0xEsWnsC2+s+6IQ3Ls7DRqSOXh45MyR1nz70TDgJR6FqIZr4BRGOCS6YpQzQUGuFYNX1o7j6IRrAXIZqDhSl0xYNkAMxbRpHZ8UIbchiigQNGsIwjXsZ8qD6HaAiqyPSK0nOIM6RxCIGGLvn64zNGiAZJhpVhqr7BV7zTfGRKX0bmLUP8kLVp/PGKz4+CVypEHKqFx01p8dARz9N2PpfLfhX2gn0kJ4hmookmmmiijWhrZvDLfsD+wXijE4jXktc8rWVKrjMx/d+aWUmf+iJ4h47yr9jQhFp6mCHUYJtNeCE+lgUUEI00IBpkXjTRMKzCMgBEOd1m/+sgmmxDTNXA5Y1ORmshGrm7IJrlMGA/QTQu80KJT9qCaDbb6BTK4ZhIKzY0+TIaEE3F+ybTH4Yc+D1VMRDiWc5BEEaS7dZGwhUeafRgG59vXDZvRZOzDCVfJAnVkfGo9515rhXtoEr2LxpEc2ln7EXDpgw7FUTkwBVeMclMyiAaO8wijyY5jEcXMis5mqTSpg2Jy+6q/tAAeIgm3VfCNSmapMXpEGDsRSOEREsFlmGezFuQic+wjB/EPe9olZ83NcWNTjOK1pidyUquSeZdU4do5hRNkg//aEE0qR8SV0A05EVzRF40nQyYhR+7aaPT2UOr3iqaSYe9GE2yPwI7pqZQBVHOtM6DeWjY6BTfvyTIEmjDMhmvJvoRgnGsa03PMyRox8TB6s4gGobjKKRjXHeIH+1ShsGHfDjj802DOjo0hM835mNuJeQB7DwS+1Si0LvcW6aK+RDs4rpQEsEyGU/lZTzDNalNJUQToklOEM1EE0000UQlbTTAi8jLROQDIvKQiHzTiny/S0R6EfkvT9qQPkA0Hqbx27g1+qkPsI0bgVcUf8mjJi7eJB7eJExmbTRHgdxGo5X9Ol/kD2layZvqC+ZjPBig5MdpZkqv5MX4dXUooreGLyXyFnaXoZZo7vtO9U8zABjC7GwgA9qO6zATWav9UXSe1Z9SNCvVWqSplgFxBmb8QX8TB/1NDErhQ7eMljpgf3GI/cUhgNwM11JeZFMe/v2KT1NYd5+EjwKUyoi6xPoz0iWYHFZUI/3iClFUDkuryU5VpnSsVyGR0kgntGgrjAflya6va3LxvHytqq+N8tJzJZ0rn1uxvzzC/vIIA7sUnpDWQjQi0gF4I4CXAngYwLtF5B2q+v5Kvr8B4MdO05COIJqbh4fVFXw2G+NBIGWsmhEUgwjXRKjl7F40fFBIPDOWDxUQNiUB8pIhOCbwQmlCpmIPMys3gmgSfmR8CdfEUmzTk6aNTpucyZpDND5c8K4sUrm7skh5HQbb4KEcd8PaAeLSVYJoGJZx0AQtOUSYSbHrLgPYbi+aDi5BNE8uK2eywt7ZRhCNIpUh4YzRdVBMi9dUNnKYJ/NOG+ugIoTqFnhdC/e1Ng2yp1DCT9SfGSwIHmQJliGIk3Q3Ozwn2+jky/DXQxVAlY+oi9LvkX7FZhIUo+RFI6F9CkU3G0KaxVty3WAxsyidIRoX4j3F4WYVRHN4BohmEwz+RQAeUtUP+UbK2wG8CsD7i3xfB+AfA/hdp2lIP6xaZKW3QV9QaP6ylPJmCxph9pOoKCP/rKO8MaRR5UE5Exu/wtkCj91XP+ovhio4wyIrN7+yyMoRJLNIkApIGDyjH7y/EBdTyf8aQHwZfB/7r9uCLHd60ecY8y0/eFp6rPq+Gy93xyKrDthfrPGDj2knXGTlCUqmByfggWKWilzcS7fCsh7Ji6JCqcDiuXhKu7EffMt5IXKb6k+lic3rOubjYJzSpOiDfHgo+jF/b1n7Mw7YXx6m+k5LmwzwzwHwMfr9MIAv5Awi8hwA/zmA349TDvC5H7zN4LMFukrkyCyCJM3ghRdWa0f2AbbIOhTiuWaRNU2vFZAuzL+GOEsOMwlYGRaegGbrwMpQBQIbmy1wgF2LQiRAHp6A+GyRlayDjmbwM/GDq6MZfNfiU4gDv8iqkDSTB4BdWab+6mALpI4WXP2zROWcpfmKReqsz+A5muSBC4usqtjprvnrW7zI2qGjGbwtsnrPpjAdju8sO+aOp5ONGXwcYNRkxLGeUHrJxyNq4mw9OxKzEfYj8opiBh+bNvCn2oidEGLUxLTQjDB7jdfJJ37oTJ5zhwX70MUZPO8jyfzgQbP5YjD2+tMIMyDMUx90mr5Rbubl0jmzWLuuN94Z7zgKJXwIAw3pnIbQvtu1yFp7X+UH++8A+EbV1UCoiLxORB4UkQc/+clPbtjEiSbafppke6JtpE1m8A8DeB79fi6AR4o89wN4e/jqPhPAK0Rkqao/xJlU9c0A3gwA999/f/aRGPnBs2kU4Rq27ABgsL9AbgJlPOomZlkPNZQLJD5lqNhgBNEQTHLuEE2sUiid6mtBNN4YYd53mkE09qwM0WQQjDJE4+8rIZp0X9G5mfmdQTRjE78J0RCvKlAIDvubqdw7SStlOyyyeqpFTcwhGmnI36kO/MAYUrG6U5M2h2hKHdS8jrxTqMAC7jSZXwPRrNKfdRANtaOuS2vuK56rxleQ3zGf9WkxPjXGLMjtg2jeDeCFIvICAL8C4NUAXsMZVPUFkReRtwH44XJwX9sQXmQ9oEXWgYLrER99dl0GyxA0siSzcRSqIAhbDC1HZqUfPKnCWPZQLrIGSYiQSwbRlOZhyEMmZjSzwdfJxMwO+ZD8JaexM6YLt9nK5fAELjv8w4blmfjBck4+5+zbvkO+7TshdEALotmhBdcuWyClAz9gB3745kr2dyku8Z0MSUA5muQNCeatKna6K/76NkM0ShDN4jhBEgiL7MMgBk/0hAuQP7gwPxBEE6OqltETI8+wy0D6MRBE05MuxfuWY1jGt4kWCqP+9PZ+WxCNF/iYSW3AnzmCaMJlsWdVarMSbOTPfPF39slZob7ICuaFJhSR5zNWCaLhw2ilM6jSdQNc+ODOw7mps5lFXZ0TLNN1fYJJcrjGFlk7FzcdEkwFxT2zPQDA4XALF1lVdSkib4D3jukAvFVV3ycirw/X33Tq2ieaaKKJJrpltNFOVlV9AMADRVp1YFfVrz5NQ/oWREOWHYD8IJAE0Wi6Lzd3uGFZG0f1ZBZmFc/hAsmmIzvQIBryCiHIhE1MdpU7D4imdt5lG6KJ0SQ1WBsVqKXG6wYQTcNQbUEwcY5kaeV164SxR41BNGcxY2815V40ea+kJ13nOdPyogFO6EWT35f4Ic/bciDbCKLJlWl8Y1FI0qqKjo5hGSt2BPNkacDGh+eUadz0WngF4luPnbeTnys9SvbgUacZvrvR3x6I5rZQ5kXDEE3FBxewEAVCZk3mBz8YPJEiSAIZXCPBiyaDcIDMRAaZTFm6C5JA57pG8YvmIlCcrQrNIJoIRmTRJLkZNRMTY4gmYpix6cmUzA75sALMG0YwcwNUHTqCaDoKW9CxT3yCaHzkSEB8eIKQl8MdzCidvWg82p970fgSvSHrwxN4YljmIHyQrH0KQLHjgheN3i0QDYUqGILxnkE0BRRTg2sKiAYFROM24Bmicb0CrvSiKeCayC/Ii6YPNyxPAdEYUOLLzWAZKfQ1yM6MPdI0QTSiAtFyz4mOYBnmldPpug89EnlrvXTkkeYiRAjMZyFkR2cQze7M9oPM3DLBMjNncI2TIXnRzJ25IfPhINdmPgzHYX/6PR5TqIKJJppoogtKWzODb3rRlFBLAdEIYCENgDpcg7oJySYp11eHZSTPXEI0qmQStngyIU8L0US+BdHAzLxaBElOj1DH5hCN3Zd7Mlu0yfVG69iLhtvMsMw6XiE4HG5i22mpA65XvGiqXiMbQDS8oSzKMMvyJjxAMIPA4M5K3pZKxDwnhmiyDXhI02eDQE66aTBCNKeEO1fkRZau+X3pkRTjx6e8lWEjpYtS3+Xl3DyHTXxbM8C3vGhAnjNs5cUQBlJ60VRM2uQ5k/hQXjQxsw8IVYKSD3Un3qAFho+UPGp8FXHwksamJ6tjZXgCRPjHrNwSouHyymiSBtcYRDN30RuGz2Gte9HEUAQa0gHBLkEqGVzD0SQJeupSPL/Y/rwPltKlvEcwWGZWhC1wMgBQzFOogu2FaNzQ4VKAaD69iOa2Ar3z415vEA2WqPJCvOs1vYe4IUn6BixDOuF6M9kjBKMA3BIQl0MxjmGZ5UDtGAyiWQaIkyCa0iPNeNMlYYgmjECOhZw94DrTDt7oZPpjEM1JIrMqUGwUDHUQFIOOvNBmFG11Fg6+UWA3QDR7c4Nl9jrjd7uF3UdwjZPeYJ41EM3RBNFMNNFEE01U0tbM4M/NiyaLRUPpjU1PDLFYJRWzMpuP0I1xNqJWVO5F04BogjkpbFaCy1hjVm4I0ZTxZ2K6QS3ewhgg6NZBNGnej3Rf/Dvqlw342kanEoqpbXRycrd50SiuBy+aDL0AxaJZ5znDEE3eYeu9aCgURzWPwODOyvVMl6SeJ4N+yspGN5pc1gWeYZnV+mN5yrQ27LLWi6ayaZDTlR48wSwZbCaj66Mu4e5I/VxCNF62zzIL35oBvlux0amEZQAzPR15GrBHTeZFk53xGM1NXXvgB/MSNzchCEMsQ70vAkeJjG0FDFIBymiSSgcWWH1SKSMzMUGKGM1Nian+Jo4jE9vfMUQjBtF0YUCdEUQzKzc9RY+AdG5rvtEpmaDgM1mtDCCPwZHaqh6aiZufyro5Fs0BFNGpwR/4oQAUc3cPAGCxxRDNTC2a5Kdpo5P0XnUzz5klwzUEr2RwDXmyhH1mGUSzZCiG4ZoiTxhkuqX/QmSeMz0dWpF50RBEs/AFap9DNInoVXsRje+dcJJIYoO+9OZFMxDEORQbtWIUGw99Ih384YuzNtc2DSqQoBne6OTPXg1lsOcM8bNZ1B9gZ+71ZrdbwIX7Ls+ODa5xxjNEMxfPDxqitArgNPfmu9L5jU5niZS6RQO8YLG0UDbVtU0YH7f9KmWW7EbipZFO5a0nktasIUVySGvPGHgGUswSuDmtMmKe1gyeZjGlD7tLMxA/g3eUZ1BJ4XgVtDibzeA9/m2PfZIZ/JjiQNe6axSeIPExj6BXv8vPyfaijZ04LIYo2/E50ouLyZ5YViszdcDmFunjrlURzP6WPGI1JFvZeFs+RKGPQny18JRY0RlIJT/n3dwCLvOs1Z91M3guJdMr46NlHF+VLfrXdCbfG1LO4FMXVvpvGUJ7dWeQ7a0Z4G3FI7Noin3/diEezyc8YxgGGwQGijfcD1merGwAaAXUd47eSPQaRtCwMHsIR3bpTO2yavbCJPsAIfEx3aXqKQ4JaDYCZOGTs5m9Auq0chFpkAbC4B76sUsV+jjw0R8+ZvALrp5mNBOPi6gKYFd6KIA5NYzv83mpWaMRAwC6bLAGgIW6dN+M2yE9oreO/8iE9z8y9bePtDcLRZZRWRUIvJ99h+sLmqkvaGa55Nm3daYL0SEchfnLeLqvW5I88ILqwqd3C3uXLuOtQDk2f2+ECZm04sGzbvIEpdNKMkmCo9Qu1/nEq4m6X2T1o3TSn+KjR9+F9IE0M4cyEy8zqy/GfQeAnZnpwaXZAgrBldkiyeKV2XHqo8vuOKXvOtOJnW6ZnngnvDCnQ6Yne85PXgZUlWcj2poBvh+GBNEsscjeTnOgiIpAiflAInU+21WH1YNDq/LKfesHtHJmFCWpaBswKlzKR+EZVVGyYH1/lHtOT0e1h6z1+fqa2iJcvxKfqxMvwost3ujUD4pLMw8wHZYX1+luxYsr3lb2ql3WXAYa1WVqIGvyNttX/G03qq0/ZRkr29HqhFKXVihnJTm/q6FLLVlcWUlhxZxgrO7Ej4f9GeDHrRrg4yKrA6qmacmnRY20yCrEo7rI6m9gvmgI20tKL4fqs3ySmaj17c6rfeJ5kfVEC65CvCIERopZoikJglqQZsDVRVaCaAYwFFPzg7colPF+q4M7tMXHLjVTvBWeIHvddF9cZD26CxZZ+2HA9ePxIqskQaG9Ac1FVhO/TESjHHAakMlqdVEUueE6ClVA92V8MTcyVWnpV+XGTG+ijpGQ1+Q98aabKpIa51GTDfQnpo+rNGZt2A/Tg3w/yFgPSoiThxZqPrXNxqzD/gYAchM/BW3NAM+hCg4ODm1cbR4d5hUgX1hlnr64lK4Z5BMKjP7wQDEOUeUAtUmSwCr5wdsoo2Q+mrz0eZb06nmB1vFW7JBWjSypxmv6xw/oaWFO7APlk3xbOxdPNjWIZk4QjS2mBtglVG55FLOwOaqMQhkzzylsAWCLRwNrV3aqlM/A4QmOxBQlrhn49vchyMFdssjKfvDH1k7pw7shWAbEu2Pa43FMsr9AWujsQpe7DMLJ+YRELCjUx1ItVEFcZGV/d1pkxZL5sJCuCjles8g6mr2GsunIywz7Ttcl3Rd93H3RHKrAjwHxAzFyWKBpQtIZ++nrjourfMhHDFMLHzUyLZDOzJlgd27wikE0Bstc7Qii6Y4Sf8kdpYXYHVmkb96uW/r6SE8AxeXO7/E4i2xv78rURBNNNNFEZ6KtmcFzqIJVEE1mhg6a/qbLzciSJbwSeV2RxhUWs5E4E+V0tWtrTcwIRrS2X3OTauXxDEiRIJrMlMzgFSQ/+AjHsImZQzQSdpz62XVHZbjoSw+GaIZRfZVOTc/NHVVyq/zgSy8aheBouEHlbif1gyaIholj4q/zdy/x8hJ2GUM0VE/yz0a2WF8tI9MfNPiKLtX0hy+MHqByH9/S1B/m2RIodalxX6yy0J+6F400IBoYVKkE0VA/12HL/N1S88d1Azi6qBDN4U2DaLJQBRyWIPAcnkDKkAQR383OZyWcJ0IzjTNZwYd8gPCVntKDH7z/G24nWGZguAbBrIz5QoGOpGutiRn5VRANiA83drSJYJYgGg/HKCSt5APBMybCMhSmcO7Yi2bp74OFKuBwBx3oLFcaVfyZmDF+pAvdbzDPIvOD5zAI5kXTQf3aggKduwoAWG7xIutscAmi4YFeojcMe84wLGNH3CZYBvCeM3Fg6KIXzYJ8tslHwS3snM/cc4YOnFgMoQzSkwXtY1jYXgiwF00f4LslOdiXusSU7S/xDyC2dz9d18E8qbJDPIg3iCboVUhPurQqVEGaFIX0jiBcRxAnQTQ7M+uPvZlBNJcZognXr84MlrnWHWQeNXGU2HHHiJ+G3aB7M5ifvCoMojmDbE8QzUQTTTTRBaWtmcH3/YAbG3nRFHYjpbW8aDIbEyVfaUx15b9BEaLxNloqs24qmheNbXAiD4qTbLXeBKIJpiQQPWPGEM0AgYM/+MNR3gjL5BBN6UXT9h5IjU3pnFqDaDwJpbYhGsUQLKY+QTTbS32vuN7XQxUAOSwz8uBdAcsw7//q6DqAPLwH31ekjyEablO9feshGlQegCSiAfes1wP2ojHIIw8zULuvrj85NBrrZojGIM4YfiDqD0dXjY+Re9EYrFluhsqGpmK4OR72Y/KpaWsG+C6DaA7SU2VeNByWIEI07DmjZGISLKPLEpYJbzWGKmAvmmTDIb5Vzw+Uh+0oDV3IUShptR8E19BeI0ABN0gwMUM7xfh10fAyiMaFCwCETUyx9I6gmwTRaIBoVLLDOnYJatkl16Vdwgx2Q6iCOYc4oEiR7EXjCK7JAhMHT6El5RVVuHSfpo+LwFw3RTTUpeicP5N1uc1eNEoQzcEYovGHaES+DsuwF41b60WjGV/1ookHdyjgjnuIE0gGyxB/bCEo9DjCNQosgjz0KyCa2h6PqFesX0s+/9hkym9o9GX2tAkOCHoVtuNK3BmedKmhP9FjRuGhGfX6k/qZ4JpuZrI/n5kn0R5tdLraHUMhYUOTv361O0pleIgm8O7AyqhANB2WyctGVXEpnDe81NHuiY1pgmgmmmiiiS4obTTAi8jLROQDIvKQiHxT5fpXisjPh//eKSKfd9KG9IOHaG4cHCF+mBP6QXz8ocFsTH9DBh00wDTECxcSywgV89/El3n5IuUZ5bX/NPwvmr5sBgcLzxt2lFc2uC/xYnwqMNilaqWkBmnCcjSt/PuojAx/DAAG8p8Z0oYmPhSEoZnoi4OivkqnJl4DL6NWAtx6D9HkcFDM49MFx8MNHA83MID2528Z9f2A60dHuH50xCJib6kmnhXZj7xGUz7Ki2qmM5n+lOkD0qYmDYuUENihOUmXCj7pEpDrTyH72QOsasia65FW6oGSHtR0aQP9kUa5hc4opQ8hXZKulHrQ4pGlp6tZF1ifL4Z9LIZ9QJelSG1MayEaEekAvBHASwE8DODdIvIOVX0/ZfuPAL5UVR8XkZcDeDOALzxRQ5zD3o5vTu5Fo+RFQ6ZUiMAnfR2WgZIXDXvDJLNQzUumhc87l7Uj8b3dJyycsW0wiIa9aHogxdNIgzzDMmCPGrsPMJinCtGkfxCgnWDeikFaTqxv4kYmhXnRdLTBiDc6MewSz21VALMgnnO6b4c3SNHLiljjiBKOWYd2jrI2cSyaEClTFbPgRbM4gxl7q2nOXjRHduBHgmga3jK1zU1Ay4uGIJrjYnMT87GMpR2e7hb+XbUgGl3S4S0LauxJvGi8MIZHJx10PoSDsI4W8acMomWPtKBjIWvc6BT1x7tNxgenqgmiURf0imAZhmhm5DkzpzNXL899p6t6Lxqo4OrsMOW9h2CZe7qDlH6tO0yPddkdpf7fCwGFOiUvGgC7Qbb74dZCNC8C8JCqfkhVjwG8HcCrOIOqvlNVHw8/3wXguadu0UQTTTTRROdCmyyyPgfAx+j3w1g9O/8aAD9auyAirwPwOgC47777smt+o5Of3XTx0wYk07TGx5lAFnOG49K0vGFaPGK9NCu3aXn9voZrw3ovGs9n4YKzuDQ4kRdAikUzWvmPFoOt8g8qcGHrf/SiyT1uxDxuYH7sJ4lFwzx1EKwzDXZBcWWdF42Doo+xaIIXTdVCuI20SrbbXjThXpgYtTY0ncSLhtlR3qZHjWY649uUpsv1hmR10wM1vGiyjUBr9CfXpay6PD3pgZ/RD6w/DqMyZHSf3e+bI8lcVgUkHqcHjPVHouGeH5iTHZ6jFHo700ezbJWel3tuOVz3bR735sa0yQBfK79qh4nI74Mf4F9cu66qb4aHb3D//fdnZcycVDc65V40441OfJgHx6XRnszKzIuG+ORFQyZh1qoyFo3BP4brx5vyUZjjy1ShFkgak21zhsE1TS+AE0A0fMiHUFyadCarGkQzcwaN8Hmqc3L9mUk4ixI+7oxCsAuLP7ObwTkEGUBT38WAzvGbJACWBOEIBvOiEfOicWIK1kmPWej/zp19M8h50CrZng924Mf+EXvRwL9DDgvc8pw54nRN7yFBNMfsLUPn1x5bnJg8PZ4rquHgDoHQhiZdWOwVHFGjjqlRi+C6U4bg5hEjg10If0gNCa0eOrtHhyTPokOITRM2OnHRQe08771oqhANySIf7hHT84M9CMrsrL69zvpmL3S6ArgcvGiukhfNPZ2NX/e40ovG85fdYdKDy+FFOx0yiGbnHCCaTQb4hwE8j34/F8AjZSYR+R0A3gLg5ar66Ekbwgd+0Ec0fWmN15QHcUBvTfE3msEXf0uqzUYiJVcv5EK7bvYdyrUZfCiuwZ90Bs8zEEf+8WmGHvzgndjM3qdZyIHokpj5wYN8d2H+v+UhIGV3cjpfs1e7ImpkZQbP0STjApTbYoewToQO/CioFK+RvIdsxEcMWYr0miiPJsZZutJNQYDX6U9lBt98JtJX802MGeJIpqRHlQ8Aza5bM/FoBYtKOhth5Qy+TFfYmQqjGbxPzkJ51PaRAMUMfhy+Y+wrH+Xa+om7bjiHw2w2GeDfDeCFIvICAL8C4NUAXsMZROQ+AP8EwFep6gdP1RK1Y7porQ5g3txjU4gCf7BHSOwpA8dCZR92WszRvqJ0LGh0dJjCeL9gBP82ZjM/O0nxVgEZOsQffNSflH68Q9ggMZAA0CIVncsxOuQj8SiUn6JCsi5mx/eF2fwAv4g6IPrBe5pRPIUdOmkiixYZ4JmOFkU7erg5bHEMsO7vwpNy+wdK4+iUR/QOvfL06bm6OPSzebSlJL2kRw5nOPhvcnCOaB3sIcXCafzRHSM9d3cc/i6sH5r8scl7dohHnIkvyVtjubAKF1T5IjYa0JifZ/CtCVHXpcHLjzpBaLvO368zulfzcvg8nop+2JisKRSIMiTkkGRqoBm8duE+Mh4cHewx72zc2Ov6nPetxCUXQhV0R6ncq+6QZvMHqbx7yA/+sjtO/CVZeF2CZjP4eRjY+fFPSmsHeFVdisgbAPwYfFe8VVXfJyKvD9ffBOCbATwDwHcHc2SpqvefpCH9MCSIZolFM18t6D4PJHZZWxfGN6+apfN9Uqbz7KTMIMStqDu7n3ltNjmb5VXrqxSHVcVt3v686lqJ1P6MX0f11knjV/pgxAM/tnijUz8MuDT3sn18tBzP0vlvk9fqexDK0ywiE6/8verKhqxrExXeetUtAcz6oCWZterKvGHylDqhJrcnk7+WzK2/92QyPM6Vt1NkxzPDwTj7hrTRTlZVfQDAA0Xam4j/UwD+1KlbAfODBzYNVSBptl2LxAeIfe0FK0xMzf8iz6vZrEIiV18kkjrfNjHzCHitUAVVs1KIV+SLrAmWwUaLrIIhg2h4kTXfam0QjS2y1rdoW0e0iYI0pLye03SdIZqcL0MVbKKId4b6fkiLrAByyERzkWyJqtKFESyj9pfT0h9eWK2EIogQAaeNFG/gvPRwyWe+8fCkJ/yB8sk0y6b1sxyuaZ3JCtvBrcBQ0aXagmsLosn0NdOfGN6DQnkoMohGghXMsIyFBUGCdnxrx4u243/9++lv0yLrbaHOuXRk3+GNw+TA2V5kDYshZQTJtNW3gG7IVz7hgXHhhyEcFlRX+M9HYtwQfB8VUl1wzX3bXcjG0SRr0fDKNQnz71XDIvm+wDtaZGWIZuY8lKXwC6cKh7njkAO2yMpnssZ0f98AhcsWVnfA9dEsG0h1DymPpr5e0uzUH+wR2i+2cGjhCUIIA+kBRQpVsM0z+PngsBdm8DcOj9LY6XiRNb6+bJGVwk7wgutxCDOAANFIiBqJWAaHKjDoTShaZPR5VyAtsupiYYPwMTWEfd+XkVfoYmH606LKDF7DHhb/ABHktjJkmCN98MkPvmddUrVokoqkB+m6IMkRL7iqow+N448C64ynrjP4cd7ZYvUenad6pTuCwuGqO0p5r7hDW1jtTC6vuGPj5Tj1/+UU9oM/gopZOMxm0NPP4Ld3ZWqiiSaaaKIz0dbM4Hs68KOLGAAwshTNTPUXWmdYrjYxi9l4ulBcy8ooAId1frxrIBr2ohkqPuwjjxo2K2smZguicQa7pFX+NRANm5gtiCam+7nP2OzMumqUnufJYZkSokGdH0WT3G6IZn8VRIM6LCMESWawTAWiAZdBPF8XQXWfiAJBP0aVh/oasGbJl78zjInP2uU2U+ObEI3dM9IlgirLPSVNiCa6/kae9CeDNVUgLuoMCi+aeNyk15Wx58wYolGMzzq2V5kGoNRFg0aI5vSyvTUDfHbgx75BNHEDhueRXnw66CM7D5IgGo4Qydug+x7BP9Cgmxr8Euq2MtRePIc4SBtDbESOJzX5dKSVfQHBK7CzJt1gZmXND15r9wV99K5hsXR4szPBHYCEjnQMnzjbYBGhlpkrzlZNfvAE7UgMjgrseIM5j1JJpq73oiFoKp4Hy4N7uHdGbZtTiIkDys/RLr1/vPdkcPHAjzP4Ct9qakI0wZFlM1im4BEQjhB+QNjHveLvDiCLChl93lUBiftElgzFsBeNNVCJtwNzGhAnhCAa1kFJ+iPzmd3WWAcTKy2DYCTeGHh1UuhP4Nlzhv3gQ6gCZT94gmhmHR3yQV40l8gPPnrRXKZNC5fkOPXzZWf9eEUMArucwn4oLiXvNoKVAMzc03zPTRDNRBNNNNFEJW3NDD7zomGIBmTGVSEau84HfgAgL5rC9BzymUJz9sAr/yMTk23g8HuVKVnwWaiCtDljBURTltEwMUuIBlKDaIIXgLS9aOxM1vGmjTyapMEvq6GYwpRPqblpmjvu5ZubslAFgV+mQxHuUogGNYimBcuQMV8anVQGXzf4JeRhiKbQgxzKrMM1GXTD7cj+Vu5TyWQjg2bSQ7QgmjFc0wo50IZlVt1XhPfgzYEJoiH9GEE02tSZHPocw5k2XwdK6TeI5vS0NQN8Jw57e96MPWKIRs1sQc2LhkIV8IEfygNuC66JgsQHFpTjUMxK8EkWhVKzL1EqI0Eq/JEQqkaSjCWzM+dp5V+ovNI0DVu0a140HUEmswxqMexvLgMGOA/FRJhEco+ayMeNTgo1aIfglRl1WEf95REke6745B4BEyxBB36IvXqB2iEf0LQuEJ8BqnDB02DrIZoAP944spg05kVTh2Wk9JwJ5aXDOgIPKaNGkufM0voWPUWLXC7NkyVCM0uCX5Y1zxnUw34MLf2hgRowPuquKrlJ0s0K0yXAXJIJron6wxANGOJwOs5b3hchGoI1O4Jr2LNsp1uOeIWdTbxLOBvDNZed7em5RBsIL4VnUQB74ndazYUgJgBdkG2dIJqJJppooolK2poZfD8MuHGz4kWDHKJZudGpAdGwmRoKtPQSauG0nC3M4mgK1k3M5uaMAoKRLG1DL5qNIZpx/JnYFXGjRq8CJ0PbxMzMTSTTNJqbfiJk/WlmOOELGW8d6VPjvfQOM7imAdGETugDRHM2Q/bWUj8M2D8c++nHSWsLlsnSYek1j5pyApzKAHL9qOiKn9GGqXAD1lx3vnGuJzTjzrxoxm0yg84swdUQTZCHKtRSQDQV/cnuG6j/GKJhKIYhGncaiKblReObYPP11DPUR9cp/XS0NQN8c6OTgmAZ5r2ZJ5nnDHkM8EYnbUA0tQM/mNQ2WSh71MRdd6r2bgZFejmsYel35O1llRudGAbKvGhOCdFwBMkZxaiJ0I3CNjrNSlgmedEwH+/TcOCHw060jYGMn0PSfR5rpC9U6oy4AmB1d6ToDBv5D9KQnmvu7Xg4dw3AXQTRrNno5LJNTyZ/2TmrBNF0EaLhDU1Lg2JkkUdVtUM8llm6QZUhbWFBcZQgGj7fWGteaATZldFYzamKoNbwWylfCetIhV8L0ZD+DI6c8tiLJsaiIYjGET/vCBIk/dlxdibrrniA8ZI7TjK+x2cXM8xD+rgT4BiFYh4gmhlc5nnm5GmhuyaIZqKJJppoooK2ZgbfD42NToDBLmQe1jY6+eu1HVLI4tJoxcS03+kfjDxnONsaiGYzuAbZRqdbDdE4MjfzAz8286KJh39EQ3IM0bCnBOEI1rHjfkzpBh0MZKYab7FozItG7g4vmhKiSSLg3x2jHuwtkzmh8H3CZWAE0TAE4lVCR+kZHAOYnNZ0BtRAbiyn17DMDD4t2qSV+zfyogkz/xNCNAPrUrxviDpYHpJD8WcaEI13VFCCaFwKpTH2oqlBNLbRCYUOWNdepI1O5EVzuH+Q2Ra2V8JevMWiKWGU8IM9Y8oQwdG+rW7UMGghg3MAWCzPrt7lFcEXGLySzpH0GWijU0whuIaunwSiEfIecM76w5F5mDY6wXuj+DgY7EVDPMEnfJbrXDxEM6Oe6AhVdMR3MCHlWDQO3kztyKx3KOPPcHr8eGvw3rlLIBq1jU77AaIBQTQtWEaOCaLJ0gfyovG8LAvPGfZYiVfobFUdzCvEe8FI7i0zDCbvrFeZFxpBnCbWhIEI8s1uJisSRvnUnjNANCnsr6tDNM2NTl3QxwZE05EuZecUpwNzBHP03gutiNkU8+4S9LlDz78DhygIs6AhPjywzeSihxjOcN7w1gzwvMg69oMPDPvgphk8zUr8dMVuHGhUrPIYzX6yCnmRiJOzmUT88q+Khkd1jRZZFepsVtJcJMrKiM9am8GjEQ2vvsjqo+RtushqBx3kM/hUdTaD32Q2P15kRWMGbyLBM/i7YpGV/OA1CRzNvmlKy7Pbwo2cJ8akEza+5mpQmzmzEwIXAhvEeWG1Fo21vK/qpMBZozy3FlnPYQZPi6WDWHuGdX7wQ/gQZDN4m00NCltkLfRgJn5new8LVbDZDD42T2kOW9cN6D7OSlszwHcUquCIZ/Bq0QVHR/ZBgh98yNqXQhLLoAXXODNR2AykWEA1clm6FWd+vFVhZ55nIIp0/BgQFlmRz86zI8e4JTyDz/hykRW0yBqeATGMAAI/JGirk2Be0kxjTousedgCXoj1M//OejbMtsPsh3x6HSSVISn6pD+VKfrB232Dzdp1QLSVBJqEVQS0yLr9fvAzddjb8a1Pi6wAomu1LHmm3pjNlwuuoQy39DIsPfu7k57QbF4H8oMvLVkn2SKrjo62jGUE2YkPt3IGD5v0CM/mkfRHXJR3sfsc6R3JUXORNfizQ2B5nQ2gmR+8o/s6rytSzOBNFpH0ajbaJ+KCJdvYRxKedcbHZoJ1UEKKoguLrEJ64geLq4E9vWxPi6wTTTTRRBeUtmYGz6EKmn7wQGZi6kkgGrZ7a5ElaxANsZInG1QUzckzLLJmEfD4TEn6mLcPLNgUoqEDC4IJKQIzMRnCaUA03tnRz5wjHMMTtnxJmjCFBkQjqaR6Ws7fxYus/YD9A4sFXkI0LFutRdYWXBPzM+zh1WAdLCM5VBmjSdb84Klshl3CheyZMp7ytiEaUAe09AfEh9lwA6Jh/RotrFbvG0M0QhBNa5G1E3/kTB/0YzVEM46XH/XHUYfFNMt0kSCaLFSBQTTsB5/5z8aog61FVoZdeMG1H4o8gsxPPhPUgcqWZE4yXimhXarFzaQEkhSPFlnFhM1RWhWiEYNlRguuUTirfvBA7Ejf9GhC2mLpTlwkYvglg2tocSnxghn8gD/LyrVFotKnt7bIGu/NQhVobwd+wAZuJ0hKIzA/eAmLrGc5ef5W0wyS9njcOCKIJnRzFk2S4ZplPV04VMHSyyJf9xFWww/aG6KZ7BNUCdiAnhwJGJbh9JA3riVsDNE4058I1zBE0xGYwBCNMzlSZzCPdhG60QS18NmrzUVWoeY5f1+MauqbRhANwStODDWP/ABFBw9xRk8aX+w4b+h065fw70Adxv/eVohGRF4mIh8QkYdE5Jsq10VE/l64/vMi8gWnbtFEE0000UTnQmtn8CLSAXgjgJcCeBjAu0XkHar6fsr2cgAvDP99IYC/H/5uTCtDFVQ8YGK0uxZEo0DFBI15xjPtGvxSZs0n6Gp5kznbMjFt9lMLVcAHfpwdoinPZK1ANMHcFCDzAkjRJjeAaKINYGmhGQXkUqe8U/08rA7L2JuvQzTDXQPRrPCDZygGdSimCdcApAd8vQLRcOEEVSKUkadJrjM1n3jm10E0qPH8IKYzOtIfK3cU9oOgFuiqQz4KfiOIhmCZCuxSQjTrokkyRThGqMMUZu3737cHonkRgIdU9UMAICJvB/AqADzAvwrA96p/a+8SkaeLyGep6sc3bUjnHPZ2a140OUSTvDEiPNKCaDITsxVN0vN5GAJrk1LZpVDn0fA0KCtpZnLZlnTgB4RMSJAVSuELugAcLkWrnjN1iAZViKbl0xvNRlVNfvCz0vddItRCYQSEIBrxQ7P583pYJr64TixdYNBaZ70Iv8teICBYhg72EDEx8CXHASf6weOugGjmKKJJRnglQjTkCeaIB8My/ZhXAC7KfAbLEM8RVsswHRGiiRDMQJ4zrGsiFehGob2LX+QqLKMgzxknEBfeZoRdVCGdlwh1zuomiEa7zvqDIRqGYwJEk/nBk7y3QhXYfSxzBSyjbdiFIRqoog/eMJxXoOjTl2ZIw4v/XvrO60MHOik2VgaIRm5xqILnAPgY/X44pJ00z0QTTTTRRLeRNpnB12zf0v7eJA9E5HUAXgcA9913X3atc4LF0p9hVs5Sa2ajhn/iek/K2/RLRyO9YmKufIrsgSzPxl404VaCaLJokgzRVGCZTSAaO19S6PAC8ggIJqQTioa30ovGyoswTzQxeQkppq3vOCNF3LRdg2jyyJIM0QzxEEL18bZFulHZt5NWybZj2YZ/h0I8SIZLWCaHO/L0aLhJdadTRcZrOI9yutTvW8kXf2sjQe2+sj0jLHQD/SGdiArV1J/KfVF/NNOZhucMyo1Onm9DNDriFa2NTvFq0T1BthWnl+1NBviHATyPfj8XwCOnyANVfTOANwPA/fffnz3RZz3jHjzj6VcAAB/8hUcwm/uHOr5xgCvXdgEARzf3ceXqHgDg8OYxrlzbxc2DI1y55tNuHBziyj3GX77nkucPj4x/dIHL91zG8ngJXS4w35nhxpM3cflp/vrNJ2/i8tMue37/CFfuCfyNBa5cC3kOl7hybQ/L4yXk0hyz+Qw3jofUjps9cPmqb/P+AFy54vknobhyOfDS4+rlXTzhlrh6eQcA8Lhb4uqlyB/j2t5u4I9wbTfnF32P5Vwwdx2uux7X5v76sVvg6sy307kjXAl8527gcuefZS77uNRdxkJ77LlDiMzh5EnsdB7ucPJpzAL00cl+OnhgJodw7h6oHoezWufo9GaCSTo9AALviBfdhySPgH1veuoCTnoI5nD6OETifY/Dia/P4Tq6WEZ/jN1w/qrrFbvuMgZd4Nru53p56D+FO0mrZPvZn2Gy/f4PfhzzeYfFsocDMJ91uPnpQ1wNcnHw5GGSl5tPHiR5OXyC0p84wJWru1guejgRzOYdbj7W40qQuZuP3Uh6cvNx05kbj30aV4Ie3HzsOi5fu4zlYgkcCWY7M9x4/DouBxm/8dincTnK/uP7pj+P7yf9wdBjtjv3OhPLvX5o9+0f4UrUq5sLq/twicvX9rBc9JDdHczmHW4sYHq8HHA5tHl/0PRcT6qaLrkeVy/v+H7cm2E+c3i8WyT9eazL9edq0p9DXNvx+tPPBXPpcFMWuDb39Q1yjKszn9fJDVxy/r11cgOXOs9DrmPWXUavS8zlACI7UOzDhbyKGwleUXwCQ4QR8Tg08Ko3MbhrUF1AZQbIHEvdT3qguoCb/zZfX/8JnJY2gWjeDeCFIvICEdkB8GoA7yjyvAPAnwjeNF8E4MmT4O8TTTTRRBOdP62dwavqUkTeAODH4NfI3qqq7xOR14frbwLwAIBXAHgIwE0Arz1pQz7znst49Ikbvk4Bjg6j6Q0cJl5SOkRwdLCACHAUNpGIExzdDBtKnOAoeOVAxnw389+2w5t+0SvdJ1aGAOk+EWf1iMPRzWO4mQMGxdHBMaSbWdvmcxwdLj2/M8Phkedlt8NR5PcER0dLyB5weByvAweLwDvgYBGeuwMOloGfeb4TByhwsFxC5sBB7693KjgcfDsvqeAo8HvqcKyeH9RhoUdwcB720CMoHJZhMUfVpZPcB3F+Ng5gEIHTm8HoVIgeBJgh3Ec8Cj7z5dVDAJ03l3HgoZiQVyAY9KZ/hQCG4SDwHZahDIddLPQIgi7N3Pe6Z2BbiWUbAA6PFuicX4o7PFpARHB4RHId5R2S5AWFThwdLtA5D4gdHUY9ID1JslrnEXjX+VXHo4PjlJau3zTPn6QfCPrTeYjsKOoPbeQynQHpEpftcHSwQDfzC/1HBwvIjPRn1tmzsv7sdDgKuoJdweHx0rdfFYfHXpcOoi7tkf7MSH/mgsOl738MwAF8vIioP7sQHA2BV8Gx+mcZVLAYQjwhdegz/TmEQtCTnmihMwCglK4QiB5AQtAP6AEAgQYZF3Q2c++eidOSaImL3Sa6//779cEHH7wjdU908UlE3qOq99+JuifZnuhW0klke4pFM9FEE010QWka4CeaaKKJLijdMYhGRD4J4CONy88EcGfdIoy2pS3b0g5ge9qyqh2frar33s7GRLpLZHtb2gFsT1u2pR3AOcn2HRvgV5GIPHin8NOStqUt29IOYHvasi3tOAltS5u3pR3A9rRlW9oBnF9bJohmookmmuiC0jTATzTRRBNdUNrWAf7Nd7oBRNvSlm1pB7A9bdmWdpyEtqXN29IOYHvasi3tAM6pLVuJwU800UQTTXR22tYZ/EQTTTTRRGek2z7An+V0qHX3nnM7vjLU//Mi8k4R+Ty69mER+QUR+TkROfOWxQ3a8hIReTLU93Mi8s2b3nvO7fgGasMvikgvIp8Zrp1bn4jIW0XkEyLyi43rt0VGTtjmrZDrDdtyW2R7W+R6w7ZcTNlW1dv2H3wsm18G8BsA7AB4L4DfWuR5BYAfhQ8F80UA/t2m955zO74YwGcE/uWxHeH3hwE88zb2yUsA/PBp7j3PdhT5XwngX9+iPvm9AL4AwC82rt9yGbkb5XqbZHtb5PqpLtu3ewafTodS1WMA8XQoplchnA6lqu8C8HQR+awN7z23dqjqO1X18fDzXfAhkG8FneW5bmufFPQVAH7glHWtJFX9KQCPrchyO2TkJLQtcr1RW26TbG+LXJ+mvAsj27d7gD/L6VDneWrUScv6GvivaiQF8OMi8h7xBz2chTZty+8WkfeKyI+KyOee8N7zbAdE5DKAlwH4x5R8nn2yjm6HjJxHezbJc95t3hbZ3ha5PlF5F022Nznw4zzpLKdDbXRq1Dm2w2cU+X3wSvBiSv49qvqIiPw6AP9SRH4pfJlvVVt+Fn578r6IvALAD8EfcH5H+gTehP23qsozkfPsk3V0O2TkJLQtcr1pW3zGWyvb2yLXm7Yl0oWS7ds9gz/L6VAbnRp1ju2AiPwOAG8B8CpVfTSmq+oj4e8nAPxTePPptLS2Lar6aVXdD/wDAOYi8sxNn+O82kH0ahQm7Dn3yTq6HTJyHu3ZJM95t3lbZHtb5HqjthBdLNk+j4WDEywwzAB8CMALYAsFn1vk+XLkiww/s+m959yO++APMPniIv0KgGvEvxPAy25xn/x62J6FFwH4aOif29onId/T4DHEK7eqT0I5z0d7IeqWy8jdKNfbJNvbItdPddm+pYLfeIBXAPgg/Irw/xjSXg/g9YEXAG8M138BwP2r7r2F7XgLgMcB/Fz478GQ/htC574XwPvO2o4N2/KGUNd74RfFvnjVvbeqHeH3VwN4e3HfufYJ/Azq4wAW8DOXr7kTMnI3yvU2yfa2yPVTWbannawTTTTRRBeUpp2sE0000UQXlKYBfqKJJprogtI0wE800UQTXVCaBviJJppoogtK0wA/0UQTTXRBaRrgJ5poookuKE0D/EQTTTTRBaVpgJ9oookmuqD0/wPdY0qHy+MsrgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Wjue8pnLdpWs9TxgHff26DIqqbIe5o5hCanLrO8mna+K9LGYy2VHerkj3FWZyORunZddHdSOrWytpZbkRH8dgeLbUR+PnrvBKfVBJAxAtOijw/q/+U6mKM8j2RWjwj8IdYBDo+XBhO0ekqm9R1YdU9aFnPSt34xysxdx0mBvXY+L/K0lE4gBInUEznAiNBEqm+mRcLWdtp/MPvsX4dnkzpN3U89Hqgtn9Nqhi3XNXHjveZ2Xe+qtY1/yV906844LMDPc4KupK2dZctuvPX5fAVXJZ8pv1W+NdnqVcpeBGMreOqJJ8zNTTq/NDo835XDBu/yaVpHtrte9aVSTSCteuI8m2rVzdjC7CD/6dAN4oIu+AW1y94Q8nOBP1qjhYnvpf4r7yNV5zXiSlCZh3H0TAvZRaejjKNst7Rv4sdWBVHVjNUxeMCwrdQ6mclJVU6lPSIDZohxKjtTSqK3vusg7+wFC5Jo+iC/yvg/4U2069tThYuHZq9oLgZaeUW+aFeIz48O6b8ieNdGAklxch+zG9/EFjML5Mfqmal9Ra+qjrqCEyvne1HSvSR78LodPas4Q2ja4HXuM7LDtSy+fiNCDKzO3Q2gleRL4LwMsAPFNEHgXwl+DOhoSqvhnupJhXwZ0UfwTgdedpSKddXHC6uTyNX2dr05daLaL2rn5gOGsvzRbpq65JA8jyuHQFIGQexss28WwxKZnIwcJUfjGkWejAfIKQlOu2qQ6qtsnXVIZo3pK6kPFmTbo3MaXsAyoHGbdJKb3ZZrY2rWT1pYLBQ8bGyxaGeEo3qYrB51EAD8z3AADHQ+uM6HtP3Twtph6cpEGrIl52NMm1JFm1yyTDLF/W81EuBBmEYynvwHJpSBZNqkONu48Q3DkYGj8Dw6CpnPHv1Vptjp9cbv0zMkQTYJKRfPo+MNQ3Bcwo4pQ/O/Mi1ZXXMS7X0XP7/CuhzNj/1ObK+LH8Dvn5QO2o8Pn3Je+wq7vu8KeT/vyyvXaCV9UvXXNdAfzJc7dgookmmmiiO0Jbc+h2rxYHyxP/azOIJnzxMogGbN76nGRSjUzMMu8Z+ZqZ2uKxqg6s5kemoqB4gArfMjeLm6gUyY3rZZ5GdfX2l2nCugo1n+63GqJxdMvDelzXttEIomGKskMy3IRrQHzSEDeVv3VyeV7ZR+N68ZhFJqyR2wK+oKT0k/JIcV1H2fO2NOrM0tgEWTFgoxXP8EuTxyg9h0hT5XcForlb1GkXfUFvLumoT4ZolHgLb+9ogmU0mbdgiAaAhA0ckkM37iJGpmu8X4W3fbx11YRmiMaSA0kYiABgNdVBl9twDU/CbELGB0ztWAvXkIkJMlNrfQDiM2ggVKFFO2nAR54F2FId8Zmk+twM1wxKC1s28dfvE4gm+DbfPD4NGofr19j3Xj77ZOpbfifkXWMlwYzGv0vOy7AML0pmeTKIxkEwtqNy7NnD/BCbD2M14BPpHqU8NPgki2lcjiAQ5DJsDY1jo/EB1EM03P4m1MIQzayWN7WD+6vGaxg/KMY/PayOoJtKh0SiCQXANQ/RHC/PL9tTLJqJJppooktKW6PB92qjuZ1bTW24Jtg7uUbZMmnH6cjKnY9fV8eofVSmacrW+LKSwrwdXS/5VdiJYmTSttpZy8MmtEqFr9yu1ozy+qWBaNTiFpvbUW7VW3WbwDL1PAqJluFZPGdGMlrWsQEfkJSWvK/ikwxzxZWMpZXbgkl8PpbFFmV5pEjULEcGqeWeapqnSdkHXK7yjNJoJOW9dZkgmpka8qJZpH4vvWgYjvG9mls96VcG0UTbU8fwygawTMaD4BUL93KFoAXy+GCvggyuCVTco2nClfcGcuxcKF/FvG160QQbjjZ4cB2g5wp87VtTNlkhGVwTCjEspUV94zqoTy29WZPe+TUP0ZxsMUQzY4iGvGjgYUbtkxAoe430SW45fYiQjkbvmYFkWBiKIe+azBOMIRoPW7AnztCT5wxBjugJHhr8C6x4hwHpowEUcluMPaAmq+m5W5BJEJ4AzYxgGYNRuXJDn4jz1KnCQxnkw55OGj+i0QuNNjq5lxAYeli08lBeSrweIJrb8KKZIJqJJppooktKW6PB5xudWKsrYJkCrik1wMy8yszKsdmb7nA203RUh6KqidbylkZZra5q3oYpmCqpXK+p27VGhDQpfvu/LdilVl2Vb6v5Yw+eSrNKnh/llve8qu1q3BZiiCb3ogkvS9K2f7CstqAbTtcGvCLEYyUPoFHHaj6gGbW6Io816U1ZrWReAcGwlVi7eVO+YrkaXELvi3keY6rRgtZa+8W9o3CHTErZxKm0NEI0tyHaWzPBd2p8hEDgFnnR5LAMdZF6M1Xz62nFmuYRSaYubDKvBIhwRM18zOATEB9MVk3ls81NNr83UznP1XD40f2KdpSVtaCYLE/NM0FduiD9Ddcz+IrqGuG7AIQbRYMxlLMK8qgR0DjJ+qJ8PlWCCahCDRunFLi+swvg9szYO02zHUQPsRsnp4i7r8PDdgQRMCzD0M1Ast0FXmGXri+EvGx4k5IQzDAU8Wziq/BxZzIvmgyWYV4IonHlGJZZCdeUY4kVhoYMV2EZzqOI3jDOy6aStxvXp1yOntsWsAzfL4drkHvRUJ9n3jLZeKR0FvqYxpMPcH1ngmgmmmiiiSZq0NZo8INV3LJ1L5qWgaXqPKhrm5tqecs8LRMzM+0qfC1/y6pc9SQts7F671XXR+Zt4qvPxXk09UM1jkwrHZVyhQ1afdaRnVq5B1+iNrNffeBvUfyibSX2EAOSLPILKWMsBX4ddBNe4Fk3SK0bB5vwjGysgn4ij3p6WVdVPssKijytems3zt0yCk6BUYwYfz/N3sX4hq3xuNaLppaGi/EQ25oJfoYE0dzseaMTzQjsUQO/PUYJfqm+OkfZCnhMdP/X5hx/u6onQQ2iKTc0gfgMqijSS3gia39j4szM1FramvRgbrKJmZmSbI6WPD2eSEpzzZR0kb2blDxgtBg1RXMzz4uiTeUzAcA1D9HcTryOO02zWTrQ4ebpaTHOBWoTlpFBMRlEQzK8DOkKdO4FDMtUDrRZijdIgWPbcEyZEBqYoBhLvDQ3OrlyDE+e2aNmnaxyemOzXgbRhPZncWlSP1r2HqrGsEl9ZBl2MeM8qoB0/sF4AyUPen5WMIwDGEE2t8c5zV9/4AIgmq2Z4DsxWNgQbLo15TZonSq8Ks9aNfqM/J2gs37CM42gnl5RIuvXi7wjbb5Iq92u5Ddt/qh9FVp6mQnH2W0jdSKxnUDZLzpK1Grnt3gq21CXWYGspbNF1HppZR1ROVlT7sLHxiq5ZXZFG9Y1r2ppFIVGMjrSztNFrQivFOm12wSZCUcBnoe2ZoJ3B3tU+IbtLl4r1PJCkyp5Kuq+NuaJrHRN69hAwEuhWDc2am3NFqs20eo3TN9EW65NsjxpaPZ+KBOFs86FnWaYWjl+9VZS3wj7oiSNZ1vJzBTiH8zkneH+cLhvflEd9YulyaAjU8r7ojuf7aDBI97PLYp6vnVoSC9ukucDRvgAkUZ6PLCED7vJnqVtnY50D0FV1kb7N2IfjHnWsseLrEp5Pe8PpbG8B4QPrenoAehQmow3Lr+wBt/iSYOv67B5YucPMmnBzpvQ1qg9g1rsdB12uq5ytXz7Z70OJ9myIs8GVTTznP8DuxGd+f2uaueK9meX6Qd3HXdhEuJGHcjzCuU5T5uzV+j/xkMR7PkPRbjTVB74Uftm8kE2+eE0xQE3lCd/WSWVX+yaFilZ7lWlWt//6t3K97S6GWcbP7WGVOvV1e0oq23kbY0JruO8w78qB8Rvy4EfF0K91RVbc3XESTV1BRLDi07FNUH7K1kz10Z1jK3svO5GfWehdT7E7QWeDdOLtI2QgYpp2u7/NXnOAivRPdNC1B3+yt4GDdkiq1bkoVhkpYduwTUpVAFiet1Pfr0vfQqZUMh4XJBVnGdxFqt47qBCjkaQX20A1dI4tgU967jcGLOpLqxyTs15ZmLVoQ9kE74mB7l0HFyqRVY1cSHqVs8eB/SAbPKpH9Slb3zKmkhoAuBFVpPyxjRL1RU+4LEZYfGI5alljhZvsczTMl1LvnpBKtcbfCsPL5JmaZ7nwyPcA6QZOrKSX3bPzSqOVvsXHnbghW/NGpTyStl+Tw/cB37wO3MkB4JlWmQNsu0OPHEPZzkyIzkVWFpkDbyq+kiO4hdFfX9yRMrGgusQFnNVIb3vc6ojhCRwdZAMVBZZs1AG5X6QKA/F2C2EX0F5gUwWa+ptBt14o3/kM8/nvcYxTWEGZl7uCIpxewzyvAAAY4mncCce0ikhGhOfpeD9jUJ6rrOUi6y3L9tbA9FMNNFEE010sbQ1GvxgeTt3m3TFr1VlM195nybZ9ZTWMiWz/MWNpMh7FrimVW5kxpbspvDLqjwhuSjX4kd+v6vuvcGzxHK16yvaHyjBerdjyN5ZWg/RcKoU74bTa3yAItq+9DVo5+y+9MyHUuLLMYRDZ5BmfCHblQGiGUdmYTjcpHIajOYNynu3IXQr95c0IBq+TeBDmAggWDU64lHyWTvIcoj3u6wQDRJEczMLrVqBZYDkH9+ARkqKpo+MnZaybfoo7zemEEEuS1sDxYzy3A7VJs8KrLGJCbz2OqcHs9jXG4Wexlysj/uOz2QNnaN0z0Gq7c/bxJ2a8t8PoQp2ZnWIBhib5hY9wTUEyxBcM9gE0bgzf6WAcOjs1V5SJ0b/eZCPvcY80luCdkq4xvMEDxnyoqnBMqPzjX1ybZyW8MRaWIb5ihdN25+dJlUP0eRQTIJUGJaRjniCaEz0oknXTeE5U4Vr1PVpkHEBYLWAaOZetm8jUupGEI2IvEJEflZEPiAif65y/Wki8i9E5L0i8j4Red25WzTRRBNNNNGF0FoNXkQ6AG8C8HIAjwJ4t4i8U1XfT9n+JID3q+qrReRZAH5WRP6Bqi4qVVZpYC+aQtM9LyyT5xkbXrUNCGV9NYRg3T3PkvdcVINBGvBLVmxVno0hmnQ/LdNKuKbVZjaRdcX11r0pf5CZ+9uLpjDdW7BMNT1AACVEwzdZ/WLV52EoJodzCH5Ay/umbE8lPXvu8fuqj1Fqfx0nyWQy/mCopYBdUEnPu4va79NES576oGgawzIbwTVZOwii6e8ORPNSAB9Q1Q+6Bss7ALwGAE/wCuC6ODvuGoDHAfRna0gbomnx/I5H15kIARi/upwyzxlOZxNTK3m0ysZ2hvSSr6VtzLds3nNANO28yayP+X3e2IuVewt7I1EV0UsmpI06Ie+wZPpLta33hRcNQTQHvT9YPutDNs0TP2j6cLH5PgRPGwWGmfOZZzhnIA8Yd3CHr4M2Qyl74gyrPXE4wqW1HsZR+I1OAnB4BctwDqdT3VqBSdGQTxICPrcVAWrRNGbboQUSfBK9ZBSQ4EXDUEwGy6T6DEMwxjoPGAW6zvrrlBc2GzKGniWNA4WR8NF2b5bfN6AXct7wJhDN8wB8lH4/6tOYvhXArwPwGICfAvA/qI6980Xk9SLyiIg88vGPf/ycTZ5oou2jSbYn2kbaZIKvKrTF798N4CcAPBfAZwP4VhF5YFRI9S2q+pCqPvSsZz0ru9Z7L5pbi1NXe/h/Ba25PMo7NhbTjdJ1zVJr6Xmecd5NypVG3rl4YrJ7q9MuRu3QYEZqLLs+L5D9oK7L4JU1vJb5W69iXbmCDzIz2LNIw8XTKtm2anHQn+KgP6X+BlKvB+4MvHJXhDRN8Am/siw956n9o+tcyaiOIC+t6+v44j+XVo5Rjf8mOIPbVOnHTMYpb6ib5B2hPXnWIm+rT0fNKZ6Px9K4D4Qhmso7Vjhr76A/gdUUx+istAlE8yiAF9Dv58Np6kyvA/AN6p7iAyLyCwD+CwA/tnlDaKPTaX6yk9R+nHE8j2ANTuUAKI1613kBNMudoY23RSsb55MJMql+ts8A+UR4oXwnFZ69a7KNTjSgalCMtO5N/P0A0ezOFXvxMJvkRWNCfBRF5mmxHq4ZHBaOdFZtbxMUMwwJIhhsCnswkKfNQAd3aD/2xOHolRl0E9K9Bw9EoIOmF8ghWBmi0bSZqy6kKS3rA+FDfDSTv8j7zUZaeMvUNh5FOEYBM3MgQwuK6cwQywl51xgZIkQz8/fOIBziRYtYNPSMYaOT+nfrnJJSH12b+fOG7Z2FaN4N4CUi8mIR2QHwWgDvLPJ8BMAXA4CIPAfAZwD44LlbNdFEE0000W3TWg1eVXsReSOA74eLHv42VX2fiLzBX38zgL8C4O0i8lNw39WvVdVPnKUhzY1OpQpcU4k3UJPrWWpYQZuvezqcvz42ss9fR0jaoP3NPGvq0FGKM1/HNdRvLY10pOvVW68q5/lg7UmpEG4RDdbiwI69aNIzl/4jNTmTFemhPkrLXh+nN/JUPXFW88IPEaGJ9DIFuczV/YdQTRttCIo3TNejZUjDiLo0PbUga3OJNrJXTCmLmSjqOE8tjXmhZ2E+lvVmalhs5euHw0ksd17aaKOTqj4M4OEi7c3EPwbgd91GO7JYNCMvmlVmeus6E6dpI31V2gXRWZq/yWPdCwpxPKpQWavRJSxTPIy0rm/A3w8QzU4nEaI57I9jejTjMfauAAqoogLXuPUW6yAaOlSlZ1iGYtv0QwXG0ZBHqhAOEDZO5XCNQmMcnOwwEmvHcA6QedeEk9hyKiAa7oPQNwTXhDC8qnCxYYAUIwZIm5FQeMYQRBM9YLxXzIiXxDNcEyEYBebdEN/h6DqQwW/+8xefywSYDR6i0RKi2QcAnNiNvc1HtDU7WfMDPybaVlJge742QJSZ7T/wo+I1XPtyy6Y2nI7S69drmnorfZ2GjyJPrRwa5YoGrqF1un5U3KXIUyvYMky1WJfy12MWGefP0llTl+J2DSugUXVVgw8yM7sN2d6aCV5U4sEQfLhBW5XV+psvzK90g/RXy7RNVeSN89cbrVAoSZSGreLZd30NX9V+zkjrBtoZBiKAdFYq8aNBlf0u3u952yJI0fm26KNTkiHNs6MDPzqTOiuKJ0fWBENPSY7C0Y+Z4U8dMFgT6xhYs8+0/JSnHwxEvIa/po6wqKvEWz6MhPcr8NkmfKjLqIdykvK5qQAvnEZ/9hDR0WgErAxr8JIOXOmMje2few2+yzT4IS5MstY+M0NsRuc1ewUwN9a1ge4h/p6+mZFvPW0Myqn5MvQeRbs9L22N2jPYVQd+NGiNpIjcTWx2s9cg2CoF+C5S48ll9eUsveQBzLsO8267D/ywqphLh7l07fffeM7W4+ecxL/1j3+7lnFWGjRZ1qJRRTPyA0vobpyeVb15+7MDULInqfRGY9BndVfaX2Ruimrz3VVaV/I6epZaQ1K5mZlhZmawl+HAD15kHc2VNRNLiG/YcHoO7bBdRNHeOrqqoTlfLnTqirxCV4XrWPsxqbWzaQqtLNWkluXdtK3XmOqbpFXqTqEKtpcGHXDQe6yWjRc27yt8+abrC65pCa+28NouV+QJVthGC7VnKLe2Ph4F4zRppMe6/TwQZLa26MmLrAyfRL6YK2qLpVQs5RHN7pGvrJ7lWeqLrEd+1/PtKKlbM8HP1GB/nk6er802bLLylvc0uuvm3GiiD+VMKlYt52yvap7ml7/W5sptmK/6pzfm8Orkq+XNGwVrfC1NGuk6zlJ2f3rwxmdCy/zt66O6K494fdctsp4st3eRdWZMXGQ9Go6i+M2M98NG/dzOfPEVeR6aoAWFn7wZIs++1b0lCEaDJqnoOwfH9CpZ3gBP8OJsiGqpUFqcpQVZbge/S0rX2P4w8UlMi9dpkbV2YAaEwwX4eiRfLE2hAzSHYHy5Hb9AWi6gRlhG6ukGBNHIAAgyf/fsfWqxYBzeS+wPxeC1+qHoo6vdFQDA6W0ssm4NRDPRRBNNNNHF0tZo8IO12Q7WqubIJlMNopFG3pKiWdm4nNXHIErFjmtpu5S4euGUF8jSdVlbrvFQG/JSaSzXW1PomwZG+0c1mbu3VkQb6bWqD07vD4jmkCCaNWLbgGu4RGnqu5JtKKYBy1BLlDTHkJejP9SjWob0FXBO9X51ft115mM/SQoDwP3FUAwEsP6HAeVZB8us48O5qtFSqVW4Dpbh9DzteEguteelrZngZ2qwN6dQBTU4hBETP9tksA3nXZHOEI2Mrme2cBvyqeEkFXta15arU+vbxJS8V8izZpObZKOugmOt+TCC7qAtWGZknmOUPprpKvdbB9fczxCN8Q/IJr0RG5+TIxQyRBPycxpDI60QBwNDNwQRWA/NLFWiST8UcE0O7TjqfX5OyzxuGm3aBKIxCeOoHpgR/M4VyTNGChilFnLAELSz6yGaGvwCADPpR/dz+RPM00WvJ9uA1tKzZO+C+8xDNAtrMtT4ygTRTDTRRBNN1KKt0eAHa6O5DWA97BLSW7BNI10LaEer13VULod8csgktbkOh7RDBNRU2M35lvnbUonZLas08N31VG89b+sO9futMwSadkbNmCgr87/vD4jGxjjwQesEfD/XZJioCdGMOmZVKIN1fIII2CGvDbUkspW0llyeB6KRFekW4ZASr8kLIqxUep6U8AqfpzqGX3SULo301HPgV5GHRmj2f95PAoUlAQgQze3I9tZM8DMpIBpPufdAogB95BCIZHZ8FaIRwuoM1Ua+v3VIZQy7ZPWinjfjtUjnr1SWtoKvQTAFNJLSqVEZJkg1RHuaf+QzbExluEo5Z7pHFZaxdbgm2yCVtblyb63necBDNMdbDNEYdBGiObaHCO9dAEDEQQv+6RzU4Mq5TU/i67CZPDOM49JyT5yQowndIEEjAaIZtAbhlJEsqRzCQRVlnEjOO05vQTS8pT/jI1cJB6DeYwaS9dGMNixlEEzwjNHkxdTJkOAcVPIC6DBkcE0Md+A3q20SYqKv9KlC0ftDZQ26bGTve4hmMUE0E0000UQTlbQ1GnwG0bAWt858PSNEk6UHDbKAZZrrjVmeAjMYQTs6rntUo65IW8/n2lENEOEHL03dkEOq1/NyYxNKG79qrWilj1CGWp413XHrfoNoTAGFedNk5B0SfnDfVtJbEA6/4fN5cWwK7dTu3IYhVvE1WKYF0aj/R6gsXVnRpmAN6qiucMO1ESJ5fFehmBbf6kfyqLu0EA150dxcnOYPFUxTW8A1fv6KngRAbsYGXpD1UhYR0f9fg3OyDRdFHQz5uL8jezT+qB5YEPNw5g342EBF7gFTe4Ay3ZOlOjyImp1FS3CNUmwUroOhkxpEkz2qopoutn6d29msz/+4H7xoBF08k/XEHkIjJCFQCETJPVYSTMLxWziSokGKp2JEI1+DMrsismHpdUMI8kaeOAleSVEQW5DEOt5tXNJRHUAdrikP0jD+wzjzXjSZ58w62EWBuQmB6tJ1UfaoqcAyviNDRM2ucmhL34CsFpq8ZMKmMoXCqINmTtFlfbTfXXXlLkU0SSNYDima5EaaoJfNTfxWsy90SGvUsfJ+lTzrGl1Nvi2Vc4XK+xSjIDPd3Qs6dGYyYrD0US+DnlzaTa1lzFz+SLOs5m7QGeSybTCt1ozXGForeIpnH1PqvAIpmB33gTqel+CaeelGWXtS11bbKcUPpXKCoI/LqFxeLF9EbT1jSO39UX3mNpD0rZngOYKkcBQ6g/jUQj2h7DCKCt+8EfM6SlNDlRiqlE90p+hw2mlSsCtau+Mbqq+0xKngRziF5OlKuS2VZa3XovpNicOTF1lZmjPJ5gcY15IFzaN3yMZNppXH6KENTb2RnlkBK9u1HWRJE7dqxmLK45f6Lfh3AyB5QiYCoTJDcVFMGb0waqQpvROQXGZTaJE2rirv6c2UDUG6Hy9SgizEGPGRxowQb7I8SVufiwXg7KLw7EY0Pq9bZE3l4nF7xpVjDV+oXqPp3twz/IEOC83cC8kGAwZNL3epaRF1YfMFVQG8QZ5S55KUgvPS1iyyDtbGyIBALkiZUNEPob9Vfk25mL6ijopEZ+VG9d1VSo3Lm7mq0WseZs196lmpHXJ3++N+iCY5qMXcdJibINsVAWxKPL/jPKripjUwneX9lJEPW5EeV+Vt89zA2j1az11vR/XJzzqQq1RvR63YJu1fR9zKTmboZAaLO3vo9l2hbJFVVijmJQQT/qLgFXmM8EoeDf+06hDEH03/+KA9F9e1lpfzZI06v4GbUmoGXz3dPXK7Dpez1nlF8ze+3ja/V11v3yX9uB/84Hs6sq8jqzC8B34f5btpLtwVcMFIzOj+m4Q+qKWt80vPh8EG5cqQAuziSdd5rLH/uXNNTv0EBaQMVZD1EY9HZLyIFuM19VEtzMDouZXfmRTPXV9MZRinBemwmnIyHKVGn5M2muBF5BUAvgnuTNa3quo3VPK8DMDfBjAH8AlV/aIzNUQN9nZSNMls4dTnsSZ9kDOEI6RR3hKPSx9WisTnP/CWP/Rs05gcC0iLthqlW3weBWtGSj80awhHqiy3m49NZEnPGnmOJOjyCC+mCpWz+cLWWO8rBziX4+RUN+snsQ8Yjqp0QcsnPkJxtn69CdFQ+vW97V9khc7ID/4IYXiHRdSOVvBnXZ/emeX3TiEAvN+3QjGPIyS3YGIfi47eOnwLggQY4pP1W1+cZXjFlJCLz5zkIY/oOF4gdREbIQEOSfeuR3GkkAM6juiY+6q3yoX7aFygFq2HGeBnqS8SJ+IF6oWaxCPx3P8uTIrrSOsPV+kLaG3vAvzg107wItIBeBOAlwN4FMC7ReSdqvp+yvN0AN8G4BWq+hERefa5WzTRRBNNNNGF0CYa/EsBfEBVPwgAIvIOAK8B8H7K82UA/qmqfgQAVPVjZ23IYC0OTgiiaUAtIygltxOzMzmq5dRr4JxOZmBpESC7XzLpoEUeNu1GPLWjCmdkBnWFb/syZw9fuWHLbNy0nCCdtznS+YMhU7leWLooimU0KlcvVu3SIDPnN2LvPDFEYwwImkjPEvXBUj6zd4JRutIvya47avVt9n4E1bu04Jx0eAZDFnUoozZ+alBLq75y3OVtLuqg6+3QAnzD1G95m1v9X+fDTdbBWGOIJtVWC/lw7CGaTfH7Gm0ywT8PwEfp96MAPrfI82sBzEXkBwFcB/BNqvrtZ2tI3Q/eShwPyI579GZj+Bsozu+cl3hlCEa8IBjNr4cf5BuuHechL4DgdcOR/5DDLpzOkfFEZKMtzlYtahBNgD4sm/IE0QjDNVLANWW8hsxJmmAXYQGjczCps4Vs+dq7aEEwEaIZqL+GDeAaqjtCNIvthWjUzhNEMySIxnq568i8txxl0KT3nkeCDLxCjQAQGHI96ySVy9KpPkjypQdcfxrywedIlnyYRcqjmHmokq93XAdDNEJnnXI0RuMgJoZXMl76FHIAOoJdVIEd0/tnUKqDIkGqjr1kNO+bKJM8XmlsZmEGYg84LxmBYKBxckrj9dQW48c/TXjP4RMTnpFlfNc4iGZ5h/3ga5+P8vM1A/CbAHwxgH0A/5+IvEtVfy6rSOT1AF4PAA8++ODZWzvRRFtKk2xPtI20yQT/KIAX0O/nA3iskucTqnoI4FBEfhjAZwHIJnhVfQuAtwDAQw89lH0kml4062CXwvxaW65WR5GW+Zc3ytUQjpr3zcisrJiem5iBbd5V1vKiKQ3EyGsqGXKJ1q4Xpmdh14/M8wqM0uLBaWvKlRTybwtEs0q2V0E0sfwaKKbFtyEaeq/r7qOel/zurc0/4HsHGSjaU/47eq5s/GhlnBDfar96qV4Dy3D7ZHzzjBvJc2v8jNpUQjSJLGr1pXRO5XIn9u4c+PFuAC8RkRcD+EUAr4XD3Jn+OYBvFZEZgB04COcbz9aQ9RDNQHztSFYB5aX0EVzjhUY9P/KcCcSwTAHRhJtLF6SogCcIh6ilB/MveNO4tAThlNvGI9TCEI2HLSzBL5Y8Z8JWcl97qgMczc93Dsd5YIhGeQt5SA+REH0f1CAazaEYcqxIME94SQy/DEVejHm977xo5jFUwUF/HOU2REEcuuQnbWhzkzHJhyw7CMSk7TW9zzMzyfvGQQ+O7wja6ShaZDi3VaGY+zqE3rVIT7yN77iTJDvOA0Yww5BBNCEy5twsYx18eEY3glcEO7KM95hhWYdrMr4vNixJBssYbXnw8Hgch0nIQjQgvReGaPqYrljoDILccyZE5wQAKz0CANNrhxwhTjOYFOUAxc7dgGhUtReRNwL4fjg3ybep6vtE5A3++ptV9T+JyL8E8JNwU8VbVfWnz92qiSaaaKKJbps28oNX1YcBPFykvbn4/TcB/M3zNmQYLA4GD9GYM0Atq+CXWh2cHsw7MgPYpXxV3aGS2iYSkdJsZL5iZpPRUDcJR62mPKvKtaCblK5sn1chmrr5Gpo0MmlbUIuO+ayOVt5K65m2BaJZRf1gcctDNMF6DBT6X6uwTZ5Sgyryf9OvjTZLrahjdEeGPvg+On6BtXq5Cha17K4rNiat5NX/w2mt9pdtqjz3JmMp37w0ls+6R03Zu/no5bwKuWsQzV0hPvDjBkE0SrCMMNTi5WoAwTbIB3pWhxCPNKcJkCAXYAzLhHKG4AdJ3iQmQDSGNksUHjUcGa+EY9oQDUMt7FGDBK94c36glfqBIA47IK+D8ZMgTlacN49BLKgM0VjN+85/sYQ6OORlbwowLKOJD3CNui6LL3EdLNPi7weIRobkRXPQu0GrALpOAIj3lvF5eTMZeXeZjrxTCKLpPBwzdIauEyxjCZbpHBwCABYJovF3o803DuKIMI+Es5NCTo6kKJjR/XYIKto1y1jHrlmkdA/HqCr2fJ45QTQ7WER+jr6AZYR4RJhHIBn8MiM4h8cVsnBfQfwSNMJwaBb9UVKeU4JjTpBkMUI4kq4vNSHASvexkVdYdaDWQPUqFLvm9qNJbk0smokmmmiiiS6WtkaD3wiiQcWEXXe95FfkX3u9aWIW0EJmStbhmsxAi5Ypm3CbHNRQM/6kDfnkbj4pj8eltGr/oppOVnEbolnD53WMW7YJf19ANDZBNBBkcCB7MYXL1beka+AVxYoNUmzi1vOsgmi8dDTvXbSE/uWgGpJf1XH+lsC0vdDo2aONwXI7ftIkJ3znOhzqwvsilqzBLjm8gsp19qIpAdNxHZbKHT8VIJrRRid/YZA0VqLnjOYDvQQkgAZEQ4NOso1O9NLJXJYuiWvX2XQ91AHiG140IQ+bj/lqPm1yUYJaNMQhAaz1qZKuu/gfvlxPcI0mKIUPaoCP76OWDzfROlwzhAdIEI1QvaDnhmIEy4SbR+8GCqOSbXRiPvQbpeuQ+un6/g4A4GTRY1vJDHPsd26o3VyexHQ13oAm2UIGyySYpDcm9UWf5G/m8yxN8hvrCM6ZUXpPcW5mhuAaDxXtaEozNGoMbZibe/+0NKlJ9KwBXFyYCNdIqm9PkkfNvlnE9l8xCygEe5JgmV1hOOeUvGsIrtEhxqLZ8e5YM/TJ24fgGh7/5S8gnU8LsIcMsFDmE3wi2Th1YX8tQVoChaF7mJg31TfEHZWKJXnicNt2zTV3b5vOqD4rbc0Eb6Rx4Mc6DX3d9TPUN6LsyzDmpUiuqAmr0wGn4Y/0ihqvK/M0NfgWzyWVRsL6hiAO8FJ1OVMdhULZyovV6cveH5xsap27HdRBsLBnD/nqNhfXO0OLPJmWXWjqq9JLvTxq3HTvnJe4ThB1YF4oy65wSK5cg5fs/n4MBK1e8jqq2jzVEycCQWEZ8POvlo/aWBvtAanmz8dvuN/4qcv0ZB3UFmoVwKBuXcnIJTjww6jEp5NyLIT5hw7/2Gj1oDY2SFtP9Raaerje5Vp7+GG6tM07aPDG8JbwVB/7NUPqGjz75da+KJaaF7R2BTCIX5yxLGCmGFS+HFLnKZ3PJ8ap0GpMEj+hATvkIhoGUhi6oojQQHauCfMUEpQP9zDWP2UrlAHJgbA2b9NEZMKp9thiWiR9Tm0Xk9WoFyJNjgLEozPEU/pM4wMbf+CMmdmY1nXEU/p8ljTEeZc6d7BO07ZdWhTFLNpp2QQ5I3NrJrRVJ3MxS9p8oLn0sQ92ZIgyvCfunvsmWe1XiN+TtMC4Jz3VZ6k+PwZBsgVtaPCJgq0xkOtcsh1CJEhHJzwe4zMGP3jrOsz3hqXJaaBjVpaaptsF8Uvryp7aGbVUMcjc3+n80r01E/xgbYRo0PfNl1PGOhldr+StTZvlF5bztmidjljd6LRBwRVGAuUpK8xb2gpIxCcBZTzrE8ELJsbEKRo9ejDNkrPNVK1ieWPHeRr9lX38ZPyM85mbMLc5Fs2gNm50gu3zt7fm+Vf1i+avL3u/aL53rs7LQDkgKnlL8Ur6taleX/sAZ6JVHVLTlcu86yfIUgev8e2gX1K53ipXb3+t7pk42b4UZ7Jmi6wkvEBhGlXSW9Z9sw5isnOri+tC16WRnrUhaGGUeTQQK4tENfMw51v+uHx/vk71VXzbcz5og5QmRaiCCh+tYgHWLrJKPT3W0So34uk+vvUHx9u/yDoMilsNBwIUclRSbfoSzesICEm2r4J8h1sLrsoQDFZANBAYTXyKJS8QvyxYO1PW1WHpUZnnOop7Z7xU07P7jNLzZ23LRs1dQap8npvzl4EKHG9Xlmrn4RzHw3Hkz0tbM8FzqIIbS1pkpQU4Zd5PDBySACUf8kriOVQBYpgBzksLpLxwSn7uprOxjplxmIIxyTDjcnwSfLZlGhonx1o0ydrCKgAMJgme8Qdz9INJChstrPZkYir5qIcFVYV6TFXcwiVp8EKY9tgKUEhYrabFWT62NlO46b2t84OXbJGVwiRUFlxVgev72x9NcrbssD/zsn16mibrgGVz1FJaZLWUbjm90ywdAKSjSJEkqwMv1A5pETIsuCqAYSYAxJ8d6wvOEHmGaNyE7eC+ubFQFVjTI0UlXUI9Zuxu5fiOFmp58XXfLKEQ7MsyPtM+LcheoQXXPSo3l7QXYC6ulTNoLqvkgZ5r865cmGAXNO4MOTec0HFDvaY+d/lcHaHkgAS99drFcg6WGfMndh7rO/X8yTDP2hkWWU8nP/iJJppooolK2hoNvi/94Olz2YRdtJK2Jm+WZw2EIw1+lFeRwT0MLTDc1IJu1sMyq9I3fNZRHs15aUA0DbgmbLFvwS9NiCZ7bqyHaMjMzt6F/3F4fH4XsrtFI4imIts1+WvySQnN+KyvlLMW7zpWw5lKmCT3YTcZ76EWxQiiyaAYhmg0xV9P9anXkVfUsQFEk/Nn6snUX5mcjUd9O0/qt7DsW3rI1KAYzp/XkejoMkE0cykgGt8Twd8dQG72B57SwlGpQB4cUYkPYQZUEe0X4VAFGSyTypkumX/G2BgJcuY9akyXIBp33fME0bB/PDzPaQzX5BBN4nublmN6L/4L5KZYDtdEXCbySwo/MASIRZAc8nviQXCNEEQDiTNJ1c+fYZlhnK6eh5R5CfLpy2fxfOYHv/0Qzbw3EaK5mUE0PopgC6Ih2c/yhH0YCmCmvo4E02UQTk/7IiicwWCDT7zCeu+aDKIBIu8mnwDRhIGjmBkHUexa8qmXBUEjQIRoCO6YRbcqiXDNviQPnn3yuNmnqJa7BPPsSWrfjoR7IAqJoTYr6KCN2A7FMsIxfKAOwTIZNEW+7XE8KqxP7cmHvSe4hr1lHCyTIJrQjuNhBwLgeNih/lfsdt4PfpggmokmmmiiiQraGg3+zkM0Okrn61KpYwTL1MzbeK1ocxOW0ciHleKq2YxyXZ55ZPlzc6/13AzB0OammKeBo5wXomlVx33j/xlDNGOooQXd3C9eNNUwHDg/RFPjq55gKPozk9tSkuoQDY+E4DkDhN3RNoNwxnkrMI8vF3IG6TaFl83mfO6RE9pRCz/AvGRla3nr4QnGm5SkAstIhUcVusk3fCU66i8TRAODvZ0xRJN5GFQ8aoI3DVDxqAl5KUJfSFcgnrmahyogiIA9Z4TOezQat0nPvPcCwzKdGTK4JnnRjOGaHKJJyAhDNMz3tHFqOXSuDvIwOQVHpJQ8OmV4rsHDUkD0nrFShCpowTWSRDrMuvEqQ2iN8ATxo4DkRSMNL5qcJw8Jet5rMVTB9kI0u8sE0dw4ZojGD3qWcaGgE6UXTXiXJm12C5vxBoIT+XAaO6Pt8XNCfQdB8MbSuYMXBpvyOhpDNG4Tnyu341/ggsIe7Okiajq2A6w6uMLCbeAHkkeNwm2cUhiCbcLGpcDnsEzyqElb/Xe8v7iBZBBNan+qw8ZZQhPUQuEVlnQoSqyz6IMUckDR+4iTbsNTCb8AJ3Yn1uXSHR15WAZAhGhaXjRTNMmJJppooolGtDUafD/YaG6jWwG1VNLXQTijPMSU5u3YpF1dB28qyfYOCeVbAdcwbJPfYxOIRv3CWG5UhjTmQc/VgmhqXjQQSWe1UnqEaFD2HT9fhac8EaJpwTwjfvxeDu8HiKa3uNVfAERTypdiLUTj+LF8MeRQwh2uLkGKg0OwywheySGapscNwSdWnfOBiek21hXaYzJ+M4gml4xNRu8Yosn5zSCaEP6vDss0eOGxWYNo5BJ60ey45txYLqqwTDjkw13AyIsGaEA0nC40oXiPBd7cRFYepEsr511HEIznFcDcx6KZdxTJToYmXBM3Q3loRqFkBnKUusQvNRmNS6sxqozxwrmQdNYjwzzcNxwV0ooixC8KEE12UAgQPWdcxMkVEA3WR5BsedGYkE7wi2lueqL0ZaojetGcbi9Es8NeNCcJoomRTSXJJ3vOaAbRjKEbBaCd32gzgmUqfE955gTRDN5ZkaBAIOdDSxK8opj7QHlzili51yWfrn27iOnXzCl6n64wGLxC4aCbDp2XaACY0YjdERAvxCeIZi5u3nBxHQNEkwayIkE+gyaIZvBy3LMXDT13mtqReRglOEax0HmEaCIsowlqORx2Yn1H5CVz3O/E2o/6HYgAx8scotnr3IEfp/b8sj1BNBNNNNFEl5Q2muBF5BUi8rMi8gER+XMr8v1mERlE5L89a0McRLPAwfHCmZ2q3iRXqJJZX/CjNOQmays9JLbq5U1IbMqWJnWeRnlb9y7yS1muyadytqgvmIw28BoiUBIvoPTyeRXhYJLkUOP7n/mQV33btHhWSbxKPT32/+gduvp0lLdyn9gOxeHRKQ6PTjEMvEVku2joLW6dnOKWP5ykBha0ZaTNh4T1ctaWv5SmRaVJ/pTwIPV5BIggimqITxNgByeNAbpIMIaFRE90CyPBFrQeunDlXKuYjy2M9Sk9idL1M/ReBrsEOePxKFQuT1dYaBpvSCCqFryRMt3X4dNj2TAG/X8WgsP+BIf9CXp7ftleC9GISAfgTQBeDuBRAO8WkXeq6vsr+f4GgO8/X0ME+8GLpl+4WCcALG3KYbPfYYEg4wuA1uEaBUYQTNjoFE3kcA/yojEE3XQmbRiZm8FDFcCOD7s6p0MW5l3aqNFJvukp4xGEILSzHotmRrFolhSDYyFdvI/J+qVibvqzV12fSoSHrI9jY3sk2AZKEE2qz/VPG6LJYJmGF01to1MLlnGeM54vNzr5OefaFe9Fs80QzdJg32/iu3l0muRvDUSTb4Aq0n0ddubSrRHa6JTyDnPiexnxCi8byGWOZUcIJuHDP2bG4e+7dNbrHoUcvtotEEZCrx3gN/0M5tRDNIB0LryuIo/notEPhg/SCFMtYJAgmpkHKzuCZUBjCbE0wDNG/ow+TVPegSCfU+1i3lMPxwiAY92BAXBk92Lew4H4fjfWfdDvxVYcLndj+w8JomGIdj9ANLex0WkTDP6lAD6gqh8EABF5B4DXAHh/ke+rAfwTAL/5PA0ZeJF1Vmg5uoL32uLoOqdroz5Kzxf+dJwXoAVG+jfIuyIdmdZqkxR8bAbdDynDep4WeOiGlhodv/1CceUjT0It6fmyRVbUwxaoD2ko9HyromjW8gSFMSsH0P2oDk6nex4e3SeLrEMKqTBeDE36YpvfXIZHedfx9A5Yhtl5gA/8MJJ07CB7MU3F4/SB5/AE3n8egs67DA/qlJ18QbblEy/ZgivzISc/oWbM+MlLDb5MS8u/SVMPeYIVbaK6s34xdcwj5o8KK427w/6E7ng+2mSCfx6Aj9LvRwF8LmcQkecB+K8B/A6cc4KfiUkaPC2ysgZvWUMnPjtcgpiaJhS1JniNVeEXW71mYNKiZwhJENLD/WYmRWN0GrxgpxtGGr7j69q8eAHfJFTB0qaokIZ8+gWuD07puVkrsTZtXx/ERq287w3EeA3eOM1+6OvRJJ11kwQsLrJ6tVPID55DRdS0diBp64rkB28aWrtZVrR2wB1Z5+u4HxZZd3uDvbkbardOFuOPH+oafKbZNzR49dr6sJHWTulDGgfWyxc7MaRDLeDfs+M7/9JUnYPBKg3+ymwRvbWu6inCdHNNT9CrW1Yduhl6K7ByGidFiwUdmmHjR861t+RJa8n+FkoTe1zQNC6Q7MCPFNMyP0JvgdoiquLIOg3+mBZWj+xu4mmR1Wnqnl/uIJihx16DP1rMsrG2b64AuD0NfhMMvvb50OL33wbwtaq68lwyEXm9iDwiIo98/OMf37CJE020/TTJ9kTbSJto8I8CeAH9fj6Ax4o8DwF4h//6PBPAq0SkV9Xv5kyq+hYAbwGAhx56KPtIDCv94BkyIZO1hGjOwce6qjBJDndkME4G0WiWlrW5AdcEDWzsB1+HYuqmejD5ilAFgSnqziGacVtzKKkC0WAM0bD1y9BJE5Zh3lfQjLJJFWZ1Ex8gmntNK2W7tzjsvRYmCur6BI815K/mw+7KJY3UsSvgnBpfymWZRhANQzfxTFahUAUFRJP4FEGS4RoLxwvlCbBNuEeKPMlQTB2iST1FezbKJ2+k1/zgW+EESt/30J4RRJNBMWnc5XyCaEAQDc8xEaLJjkM8G20ywb8bwEtE5MUAfhHAawF8GWdQ1RcHXkTeDuB7ysl9HTk/+MqBHwRVuO32lO5N2CCH2YKr1PmwoKpRgIPA+hdCEE1HC64Z7OLhGFXFzsxBNLvZIusQ7+cgGl8f+ccbGdYssibTeia0yBpPeld04k5jP+67bJEoHQ6SFlZ7hmsGG6EW68MdDBzFkCAT5/6bBGwE0RDExBBNefZqhF1sggYiREMLqAzLBCim5EH8tfsgmuTuUqJsHxydpg6AH/T03lkGrGEeRbqrIkI0M4JfFqkPM7hmJ/H9QFFJ/Xsb6IAYHkuD0QjRnErasjTrnAcNOxjszhJcc4X84K92uU98QK+vm1OoCq7JCXofckBxit4vyPZKPvaicdFWYRFGmYmt5QXZBMvYLEJk8oMP0SQXBJItIoQDHJNv+yHBLodxQVVxYPdgANzq99P1Pvm7HyxzWCa8lyOGaHz6ySKFO1AornYOojkZzi/bayd4Ve1F5I1w3jEdgLep6vtE5A3++pvPffeJJppooonuGG20k1VVHwbwcJFWndhV9SvO05AmREPmYYQE4r3CdYyvr4Jo8haHdo/up/EmzjxMPIKqnCCakUk7vgdV583ycLUF0aCRnkoGs7Ee7iClZ1BQNBUFIHNSqfO0hiutgWhacE3Nc4Z5hmKanjio8/eLF81hH3zgXadFcdwUolFJ44DqcXylHKMT4W6rxoSsu051EwQTIBqpQjQEy5QQDdoQjUXyqAHSSMijU9ICIuGC2ahZA9cEaCb8dWnsOQPkXjSS8RlEw7AMNFoXm3jRBIgm9Gl46oPl7cOPWxOqYAaDvd0GRBN84qEJjtFg3qZ5tQXLZBANmbchUcj8NWQWdyZBIzPCGXbIFSR40eySF81ul86UnJvEzwiiOZMXjSbTeWG7CO2I/99tV/cmqCbPn6VNvvvdQF40zPcdjFHvRePuMQiSWxyQRpIk7yGBAEZyiAYEryjxBNcIQTTBu8aw58xAXjkVzxlOVwWuX9l+L5q9hWBv13vRHC2S/Gn68CaILfEM0SjBdM5jxn1sdUahCoLszJLs9NSf/dB4Dx4ODFANAPRi6NCd5AM+EESz6AZAJUaVBJB51FzpFgj+7Fdny/jFWOhxTL+OE6gVLMxJvH5VlvGjtEcQTa82TtNz+qy5y74/AtSqSQBVbUzvI1yjOPH7S44pDMGBdggCf1CFZYADgmhuDvsQALf6dP3mcj/e+9ZiL/nBL3YTRLNIEM3pYg4RYLlMZ7kCwLVuHwBwfBsQzRSqYKKJJproktLWaPDDYJNHxKxhmtaglnVm5yoenFaDaBJe4DQdMhUJognbjmNeFaA0pwNfwA8MnUiWt+5Fkx/ukfjMCyDzPEm4Rs6nJ+PwBfF+3GE2dVi22ctqE6Jx1+Ptio1ksTrXDqnXweVacM22eNGsoqG3OAi+zMrSQP1S8WpyMk7vjMcE0kvTshzLzki2V8A1K8ZJqEOID9CMwkE1rljpUVOBaDKeIJoI4ZTRJHnTU2ieFtppxYuG+Jp3TRg5OUQTjvULYw3EjyGaaM82oZjScyaZuG4MCtizipt5y0M0vM/nrLQ1E/xMkqfBjX6RTEKCaKCaPWzYNb0OlskhmmSaxgrIFBbiZ2R6zthLhkIV7AYvGpOiSTJEs0NeNLORF41kZ7ayed7a6HSKYC4rBHM/2RFEY4YI0fQ2wUbLwcZQBGYI0SQVS3FCOEiCVKykbe8qkuy8JQiiwRiiYVimAdEYm0z8CNH0yZOIQxVkG6BaXjT3AUSz2yNGSj04WqTOsJWRK/Eff1DNmHeRIxmiEfRzut6TPA8gnuAaeicR5Yg5kW2yUkkeWGoCjKDoZxZQwUmX4COGaPZp09PJPG3Hu9o56EMBXDELKJwXTZiyryC5Uu1pqm+ui6joGPKYCZtv5iChU40fKKsJe1oSRHOsrp+ObNrQdGiTB8yh7iLBNQmCuTXs+75S3Bpc+IEDgmgOKDzBYZ82Oh0v6fCPRbiPYrGYwQjQLzp6A8C1bs/lHXqclyaIZqKJJproktLWaPDDYOPhDVksmlUQzSqzcmOIRnMzFslcY++AjGfoRoNBzGkJouF/Q34A0eTWLJHzrtropE2uBdGMtsfHHwmiyVf1zwnR2AafQTDj/tAA51A7N/GoOTy8D7xolhYHfqMTe78I9Xckkex306OGIZiRDEuetwI/5mNC6mOJ1L+sqeG4R/XwpAJiKhANVnvUODjEaeMM0eSwTL65KfeiSdIfnrtwH6rzNFZSdMjUc3nMGaX0HKIJcaBKiMaIYiCPGo45kx3yUUnn5h8szx+iINDWTPC5F02KRSME0WReNP4ae9EwPzQgmnhYQrTmBNLlsWiSF00ByzDsIj4eh4dxdgii4XgcuwTR7JBHTYBmjBJEg2RS9ZKMtWUWNdLC0AB2EzpBNJ1JiIrtYt0LgmhOe0VnEqZpDNCbhGla2nikQGbnjSAa3QCi0VSF0QSRxTNZbYJoMi+aJdXNfG+DE9N94UWz0ytBNAmqEB/8RZUiH5L3BwhyUPL0cuev5hCNWdJ12tzU7xLUt0vQTYAASRngcaIM05kEEUZ4CAqddVAVLLsEl5wQvzdbIrz549l405MCuNadQiHZpqhdWcavy1z6WIdRVnSWsY4rfjQskQSXgl6ipz5dxrgzikN14+pAZxEeOtDkOXOTokLetPuUvh/ruDn4jU7LBMvcWpL3zXIXgfhAj8VyFvuxX8ycPC/TOFcA12cOojnuzw/RbM0E3xnBsg9oGr3IdZr4eTX4OPt7jaoSRS9NRU6TKP1xhesoNHh2M6wdMxYTiKRIynU3iXnYT1eLckErcj9IE1+x8BPqrio/ZaPgPrium9YsslbqY02w5mrP5aR8sKJzBIgy09GpU9tGnQiWtXj1kv2pE3XcSEOPQ0RTWrgulXKNcSC1sYTiXRnm87GiKukQd0XkrYoPTlbT4NXLqtPQnQafNP9aFMqWBk+fxxV9OR5ZXoqjJh/SVi2sAiBtPfnBm8IPvn5sZr6/xMm8kHWaX19YL9tyftnemgnevU/SJoiPWjlQrJKzmon87bIGb/L0yAYPANqm35EGUvrBhzy7XYqptuMXlXhhlXm30ORoLkP8KMz8VohgqobHCB+GgX3fNX3ZT/3BZAr/IQHowDGg11zzD8++GIj3K2wCt/Xcxb3nkJuatQmVicX44ZF1bZpzRumR5wXXwV0wtNho+sQLHTEXtPbAg/ktp+5kQBDS2QlpY9GVSWvFSJNH8n4BYDpKnzlTzM5Tj9ukNEIoJAGUvUwSr+J4t7DqcmfRKztafGVtfuZ2JA6zNGZOZ2lsnM5mUZL2u+TbzlEmr3QLWAj2TVpA3cMyPu/cH6wHhAnd392koA69ujwdKQECVlgk8gs1UUE70B331+7GeyTtHLhpr8T0J/urMf3GMmnwN5bOD/7mghZhl3uxD454YZU0+CUtqNqlj32/TPHwAcAM/ojD29BdtmaCHwYbIRr0CQ4ZC39Kr321W31R5iExH+W4eF2wUXd5ay1zrHqaVr9k80KzNm5R0IqqbSv4GBNe4TdLaX6/1r2LPGEXcoCNWnlbjQo9MJ+5QbHNEI2TbTfUFijM7fAg5P2BhsaWKwJpAuONZmXe0a/qiwjpWhZcS1IpIA15L98xr6m06lp/76KSbH4IqqKi/WCr77lJi2L/N2R/k7kleOUxzTsn28f9HYxFc7co84OftxaGKguuNbNzQz4ae3SP3IddOBdKqCVoCRLMVGonqD4hFVaLqnkhkVsVteXIkdZGBYLo5ph8qKLhm4vcH3e8yIq46OnUQ7q3DVof0iIrrUrVoJYsD9Xt6mjnbS0Mc3pYZN1msv2AQw8l8eJoy2d7NHMjFhln15SeQSqZvNfGj+e9EJfG8BiWafBViCZBMSbANRgfCiKi+SJrJVQB+9LnC64uqEBoc9iXUvRShU+jRVAFtzY+uCOGKlDJYU+CWvJFVmR8/soV+YsDbi2CA8H5Vc6tmeBnQous/SLOsbzIyvwAPZcffPB517g4KP7oPpcjh2h4kTVBKXPa5x38fvdMH8fjbreMcfn2uuTTv2sSb+AO/wghCwD3wgOUPNDC6YLgmrC9AlBYf5cBEu+3NMnX/nTQOPBOB8XM8ycG/hR7oOudT/xCEAdjL0mzVkHEW1S81h40eG/aRx92PuSDlEFeRA28avJz54VVwxBOn8AnhmtAcM1Vv8h6usUa/Ky32Ntzsn148yRdqO1uYQ2eeYZrOhM/cjr3h3Us04J6PyRID7tJdkByxNOGGnHhL4TCZvBxgR3zVG7uwhnozEQFpJ+l0AKnxO/TgutRhGsUV7reQzRLhIXOHeljfXMMGTwV6hhwHPPs+vwzCmsgSGELBlp0O9UO6gHGA92FADgYEkRzY9iL93iS4Job/ZXEUyiCm/0ejPhFVn/9aLkT++h4kY7hWy5SdMphaRBt54Xv4IXwW8ED87DIOoUqmGiiiSaaqKCt0eBziIZNzIpZCdwmROPUyxZEU/d9LyAaDQGvgrNTul62OfnE53hM9J5n0y5eXQ/RhNoc0pHytqPXVSAaeD9mJOiEeQAFvMJwk38uhlwqEA1DN1l+/88Iosl4etaKeXt0H0A0Qz/g8OAcEA3zJVwzgmjIA4OCbq0cByZVZmN2Gl9GKnlLiCak0ZhpeNSYCN3wQSCro0nmkSULWIbH4xioyhaUS7jGlQmR+BmiycdSjApZgWvCfa2fA2r+7gKtQDGx26kjfW66fuv0UkE0UvjBj2EZAfHezWpADplvBNdIgGjc62Xfd8OeM12CZXYIrknbsRV7AaLpEkRzpQHL7Moy+srO4HiTQTQpVMFSkz/7qXYpoCNBNOHVW/acMbNY3yn7vg+zCNEcG40QjYiHT8gPHqIw/ocFwTUgiAbwbdW0UMqIQgHLSMEr0kEgGSwziizp3/dAZ1YxRHPVQzQn2wvRzHuL3QDR3DhO803YNn9GiEa6ZHjr3B+SMctwFBo/JpsgSG+K66rBM0ZNgghsl6A3S4eJsEeN3RGIAsM83WOY5xBN3KY/Sx4kzrPMORhe6ZawMNiRFJJgJqkOA40CaGEijLNElyAaLAEx6JDqCNMvAH9ISIBoZgmisQ5WORh2Yl03CaJ5ot+P7c9gmcV+lP1bSwfRHCz2CJZJ4Q4Wy/Qu+gW9i0XymJGFP2R3iTj+oYoHdjxEs5wgmokmmmiiiQraGg3ell40DbjjIiEa9zOHaHIPGBQQjc14iXlsbjL6NJc3mYcMOaTCyWyTlAut7dOxzRlXrPyfAaIJBw9kEAgrlSN4ZTOIhsspMPa0IWhmBMtkEE4FoqG6jw7uD4jm6IDOo68++BkgmgxtYKyGYRkdJVehGxpDQlCLKGC5jhpcYzeBaOic1ZAOH2QPYQ+HzTZC5ZubiFehcVVCpsEMzKEY33mjPg3lQ6iCGkRjsO7gjgTNtMIQAIV3WgbL+BHvhTu6IHu6XBANhSp4sk+hCqD0gATXQDUaXtlGKKozdjfv4fEeM+xFI6NDPnyb2HOGoJt5xBkUO2aAwmBPKAKeSVDMHsEyO0IHgfj0PFRBaoeV9Nynmk7LPClQQwHQ00aoBUE0J8McYf/LcZ+8aAxBNMbDMW7Dk4eHgAjR9EgQDeAgmnhv3wcl/OIegGGZVLeks1JcZEmpwDIZROPrII8aLO8viKazBNE8eZggmsFPSuUMUHWolpRuTJQ/GfwQtsn7y9AZpK5kmkgi3zHvd5VSmp0xn96Dnbt3CAC2dxBN8OQB0PSoWRB/1KUwA/seotk1fYRf5sZCwX0QIBpJEI0/L1XhoE+FYFZANKEOd/pxGEvJi+ZmiATJG50oKuSTS/KiWeYbmcKruLXYhZF6GAIgjxCZhSJYBrhGYXxIV1nQO4HiaZMXzUQTTTTRRC3aSIMXkVcA+Ca4Q7ffqqrfUFz/cgBf638eAPjjqvreszRkvNHJ113AJxtDNCBjrQHRuLhDmm1uymCZEc8bK6zf3CAeoilX+BMf7DLNgqtQOmnjbFbmhxAQNELpwdRkiEY3gGg0eAFIUCDpjEhJESnZuuXNRq75ml1vQTQMQzUhmjVRKAWpjvsSorlVQjQF34JlGDuo5WEcrBZPaQTXMOwCSi8hGsngmpHnDPPFdazxqAmxWwTORz140STPmTKaZAuiCfEc03jjzs08a7I+z73exhCN52kT4JgP4yqNnxosk7+2MhZNgpgcIlFANIvbj5S6doIXkQ7AmwC8HMCjAN4tIu9U1fdTtl8A8EWq+oSIvBLAWwB87lka0rEXTb8gKAYw3ocrRsCDeymiBSwjdYgmSxck89bDNbnnTOrgOR1kwBBNiBCpcBs4FII9kyCafYoguW8S3LRHHjUz6UcQBwii6elZDUWbSefHOnxwFURzPAwRajnq55h7HPWwd/FngpCb2A+xGRFSsaD2aTHnVCCackNTycM67wwViiY5JAjHDOkcWTPynPG/+nCQieLKVWfGnp7cfmjVO0Vd32N338UkOXySvGisn0qygz/cW3EswTUcTK2jmCXqhnDayRnI96FI5NVI7EPtJL4/OwveMBJN+mGWZGCYUaRRilQZvGjsnD1rDGTw5ebJiybzqPGeZwpgr/OblIQO1/GwZyK/uamTuIZwYgMkot4Dx6CTOkTTE0SzsJ2vOx3WcUheNLf6FAmSYZmbi934Lm6e7kb5O1rsQAQ4IVgmjzNDHk2L1A5ZCgLU2i3dBCXkRaNQPG3HwY932ovmpQA+oKofVNUFgHcAeA1nUNUfVdUn/M93AXj+uVs00UQTTTTRhdAmEM3zAHyUfj+K1dr5VwL4vtoFEXk9gNcDwIMPPphdG3qLw96b2zsJihGGZdiYIlOxCsW00oP5GuGddRBNDXZx314B4iaHDKIZlUumaQ2i4bQ8KgZDMW2IBueAaPJYNJL++optBsUg1jEyMUdQzIY8QTQM4TiIhk3XWCx68DBcc3RAW//vIa2V7VuunfxMORG8UpORTLDTQnu+WYr+roNrQnZvkiWIxj8P5WXoxsExQvWFNIzuwTBP5lEDxH0s1m8mVK2f5Vp61HBILvHA5ZkhGoJmamU2g2hSXcF4aseZQeWH5DIfrOOqF835aZMJvlZ/VURF5LfDTfBfULuuqm+Bg2/w0EMPZXXMDEM0y7R5STVCNCDYAh6iQWGZZqFpKw/hBC7AHY6fUfwZQ6GDZxlEw3FpCKIxAaJZJM8ZDhdslgmikUU08+Z+o1PX2Oi0yDY6EURjE0RjxXkvLCSZh8eSzmGdwcL4wdhB407CzqjfZuIWVUK45ODG5mCbANEgedH4oEotiIY9ZzIvmiHnja/DeP/MkAYEzxr/LhiWGSjC6BZudFol251a7O472T548iR9mYMXTfgLjM9p5Y1OIc/QAT4OUD57hKyU1yQj3czSRhvtbHTL63Z8PJtZepfDHOgC1LIDGM/bHSUvGt/8HYlpLsaKvz4XBNBnOUtQxaJzwKoCOPJwDZ9/LATXBHdEwB1gEyAaF17YQS07xtXREWDrpDt43DBE4zZLCRSH1p2XetgnD5iDPm1SYljmFm1eOqTzVE9OHUSzIFhmIG8Z3tCEPm0kE39ASw7RJNlXAA94iObkNiCaTSb4RwG8gH4/H8BjZSYR+Y0A3grglar6ybM2pDOGDvygSYS073zBdY0Gv0Kb5yPH4oEFmdbuszbDFpAGj4T35X7w6etMn6SkcfnPfLYwScQYYpklTMPpvtRfSGO+PEas5QevSFpUqKSmfYt/GfF5zqDBY1U6pWnoQATtMD1trs47tl86mTHd9jqEmU5iOwHUXmZDZeILMs5T+sanF8NCTHxlfJQaPI81M+bH2vqq6xLHGvOswYexooqowZdRI002lngMsjvoWINvdy47JCvysVaGJADxqfOcWEqaP8Df2uLIy+pEhKiwqs8jhYgvh7tz4Me7AbxERF4M4BcBvBbAl3EGEXkQwD8F8IdU9efO0xDhnTxGSROXdCCE+oU5ny5Wc61eSIPP+EKtD51oXMcacuB22ryjuUmD0oUncLQjva9GsGsGqLoF1LTImr64+0IavEkLgXNfR6bBI4nrXNJEemJnkefDSXofHfDU9CmvSXkPZSeaxV1v4+k63RAi3Hk/dN8GDmscPB5inwFwXkzI03mM0QOUPvExvY9zStT6pCffdz7wY5nehdDHH8sh3bM/v/DfNeqHNK4XXjYE0PBMo0VWYmuLrJb6BXM/h9B2GNM57wMAQguyMiN+blKeoXOxleaCIPL9IBB/IIvsSDychRdZh103tKQXWoRN2rzuCNQfWsGHgiy6dIjHvLNQdXtOeJJNd0FMX3ZJE9+jA0RC9MmZsP98mmR7mDjJugM/nAZ/NDir6pi09sPlPNZxQId1HC7SQuwxRYVc+OP2elpAzbR2smhkKbEd7ohFr2/2Eq/TUKMeuIMTvKr2IvJGAN8PZ9G/TVXfJyJv8NffDODrADwDwLd5E6NX1YfO0pDB0oEfA9n0QM6jTC9N2hVZQ27ys6t/HLlr63yBVYxu3X4pjQaeKW/lubNi9XrLmCQZ1DJqDeWVPDV9Q8Nnrt7Kem31C1nbZDWvsaBituMG0+nx9m50GgYbvWhOgVxuA88fyfxHovaLqF+vUD6syC2PoaBYRe3N6lrxa1Gr+fXxM77zqJJWnjJvs631PaK1ccDf2pA66n6wfNZrzJvPcjC+eTjw405DNFDVhwE8XKS9mfg/CuCPnrsVKBZZd+vhCbIdnJTO8MsmoQrCImuEaFDCK+x36zUXTWdGBqglbfMv6gD78QK5WZlra2NhSGJTW1hFkRo8gduLrIb4NJCsph5N0fBSuRZEc2GLrOFJNaT5PhLQxzdNQAJJYRIoz9Gt+8APfjngaHkMIDwza+lB7sZpGa8kO5qfWUwVx7rS7m+lia4MVaCxL9OekjS+LPHZIqsAwXqrLrJWfOLdTxoHcZHVjbcS1kwQTT5+WuezCtU+7sfyixTkO7kKEzBQQJyBB8lifrhHGDfpHfKEg1yGK3x4dby/AwAO7tIi610hjib5pE2LrGKR+8TT4xotNEjB2siSTvhcOeN5Q7FpOlqEnXdp0SZFkHShCAK/3y2hKg62kXS9ucjqyUE0xSIr0sAckBYVOZQCaJF1aVyUSfaDP5Gd+IHakSFCNEe9jbDLYVy8dP7w7kxWxFAGQO4Tn/zgVy+ylrDMumiSMrhFpZYfvAxpwRjEa5/exZVrfpH1eIv94EWjBn/wyZPYGdp7vMoS5JR98YUm59SJquqjeiItonYm5WUL2M5ipWI1zkxiHQyqinhOrkvzfW+TD3Vvgc47OgyaFllDFFA7IEKsdqAFV4oyabv0XhdxgTcdsMPjLj474BUXX86eIqz475pFTJ/76JMM7fAxfeUiaxj/Jx6qPOq7eP1wmQ7oOCLf9qNF4k9Pu9i/vYdodGGSfC5pMbWysAo4KDK0OEwtFO0EiotZZN3elamJJppooolui7ZGgx8Gm87X3DPFwvMYlgk8r/yPTMUWRFN60SCZe/lhBAmWyXhIDNaVQzRjaKdmSo6fLE9z1IJoqD8aEE07amSZLjG99JmvedTcGYgm1BEgmpRBRMj3nSAaquTo1nb4wa+ioR9wePM4JVQhmvA7/pPZ7GWkwYTWhPFAMqJZhgyiGXnUNCGaBOeIAjbzgw+81MOFZHDNChmWNFbGnmfj/SeAuKiRMb02rvgeTAleCRFkWc9Pvu/Up5L7tlfEz9XhV0SVhHxTWIb5yw/R+Ih7Tw4J1kBCT9zLCHhX5DXCfIKzQjTu9XYmwQwzCkmwYxJEs8MeNTLEl7xveqgK9iX5we+b0wTRSApPsCcJ2pn7yJIzSVAMQzTOanN8R6EK0vmxiqXOYACcyixCV8cUJuFQbIRrZpIgGhEXETN0VefTOxqMySce+YEfJG0izpNpLSyT+cFrhGiCz7uDaPx9lwTLMD8kCCxCG3p/QDRGgF3vr3/4+CKNZA+7qCUht9RxNnWcwlA/a5jRISG0hk0QSJrA4O9Dk30YK6oQW0A0qpCw5yR7l+rhUO+yb538+WHgyvsZUgYkP/mZpO/JLMEkLjqlm+yW3v/duUJWIBpNEMeySxjGzpBgui76zXMdiR+A+AUaQzTACUE0x8vkIXOy6GKfni744I4ujkENZ+HSYR7CEM0i+bZzKILgOaZwZxNDED3MQuuv73qIZjFBNBNNNNFEExW0NRp8BtHsJoimNBVHIQwaUMwIulkF0bB52PCcsQqCaIDOLy5aFb8rlD1xSohmbFamxvBfNmProQpyvuFFExZyRP2J8jlEY6AYCu+abCNHEbagfo7kBUA0Hh7I0+qwxAii8fz9AdFYHN08AkCwVKAMryrSso6hzTiZFw3JBWvqvCCbQTTpHipSgWj8nWtjLfClR80IlqFHYSYr59+7Tyg3GxpJsEzKhbhRsIRoEHukNr5SHTx+cs7nlByKyb1oUr3VV1iDZahcCf+U3mQjiObk0kI0PYUq4M1NKbIkQF40DMvQ5BFz0oEfrogvZxxvTBoEc5NggR3ynNkluGaX4RqzhMK4zU0S0lK5fWE+QTQBrukkRUxkCGRJpumCoBuL4KGjWBoP0ShBNDZ50XSwmAUnC9jswI8Z3OabTtSHZ9CYV5Agmj7NFa59fPhH4UXDcForbEHgHUTjHlh6mw4E6eteNNoniAZ9H8dsgmi21w++M4LdKy7q5cHjt+JIdtCMgD1kAGSTMGOVKYfnlbb1KIV18HmqPI0rGTwG7RGfALcAcBANe68Nkqd7iGcM0UjuUROqG0yCbjoPn6iiNw4eORXyFKNOGGyCdhii6XzoCoXGMAcjL5qw0SkLd2BiuUXvPGNOe/KyWTJfnKcaZHFhEiBUOU8185YhHj2F4VjSOFgH0UxeNBNNNNFEE5W0NRp8vtHJtGEZPpBghRfNKu+aGkQT1I7cQ6aMcEcQTZbHZmnjDRnjaHjBxGQ9i03MbFNXBtysh2g4/kwbosnz56bpeo+aCN0UZuW5vGgIflm9uYlMOZ8eojTejhl7p2kYEkQDoAHRVLRs5tm8V5KbRl05hLMCook88vEDkrPKuAsq7Aii4eaX0E1mqiaIRqAJtgnN3MALLfMaYpO/0o0oyynxPA4zSIU3/JU8SZyHxOreMqlCj4a59IQaPXUgmnBu5Y2hpzCoeTTJwDsT30/yoZIWRJOlJ0kzPhZNRyv4M0mmLke4m3fJ2yVsZFIkOGZX+njDPfKcYVgmh2icXdZR+zOIhjY65RBNMPkUS+miF03ckEFxaQ5kwI4fYLd6hXhoyYhiFneSwR+24PbKwNffOpOVGzs+sARVuCbf6JRC3RoPUYhtbG7qh2Sy9hRxsR/iBHP1+n0A0XQGu1dcOw8+eWMMx/CLzyZhZKM79osYv9HJm/zi00IVIpSXBoIkqAIi8daBD7BLuHd87TTuIq+aoB2bxpfhPVYE1wwzirMyS25ZajooBD1t5jtFgjU4mmRPcE0Xvd3cjvIgU9x1CeZJfIBoAEU/uA2Cp33ygFkuEz+QN4xSTBkEWAYKWTr81wWKJYgm85YJPI0DiskUIRoaJ6rA9b0JoploookmmqhBW6PBD4NN52vuFRBN9RACgTUXBNEgwSjNzU0q3t828QbJbCwhmtys3Cx+BptiOUTT8qhJEE0t3ClDNBmPMb+pF80IMmhBNMyP8tBTBwiB3BVyTwMqyAeBBIjm5v0O0axIY54hGgTed6xK1bMm8WeAaCrXqx41JUTDiEWl+WOIBhGiQQHRuJRKLRkUg+qYyEqxAGa1BYgmbXJMEA1DMRyMLYcqEWVYozWb5HaVF82YjxBNqhZAgmhuh7Zmgu9EsLdfgWgUMYRpgGUCGb/hIots601CJVgGZKWmjU5+I4eK++txiB2ToIAdct/ZpQ1Eu6MDPwyuZCGCGaJhLxryxPGwUJd5DyRzLgVDBRYE11ikdixlgIE/5MN/ROYyxHKdDNEzxvTJo8YYG1+8MYq59+SZ+ecVJC+aJRAP/9DUdTlEk7o5maAZREN5bBJuM6h7CRR/xvE+Mx3sETc3AbkXzf0A0cw67F4JsWhuRfM+bmRqQjRCHZq8OGAkxqIRY2LHRy+PkAYAJc8QTZiIJEmg8FjK5tUKROPziCJ5yBCSZjjEDkE0tiN4yGOBg5DHCnmQndoUY6en2FAmHsATIJoc0cohmlRfP0hUiaz19+4bsEwvqcYFvYsAx6hC+hpEsxqWYX4E0VD7A0RzO2eybs0EPwwWhxto8JYXewoNfqTttxZ4qn7wQTsHLaxirQbvFihtlvcsGnxqFDJeKDXX2jm9scgaBgHWafASeXd9HHkSFFEPAtrTTZr4Og2+5Okj7CrnRVagqsFnq8C4vzT4fsDRjdWhCtoafJKR2BXwfRhVPiGtPqVVeRoHaZFSG4fnFFq7v3sIM1DV4M/I12S8/DeP9NrS4GtdV7R5xI/ryrR2rrlQv/PIkSu0dpxRg6f2XyoNfiaIx5rdGCxtaKCFHySf+KDNK5IfPGvtmQZf9YNHPPCjo6P5ZiatdOxwNEnTZzwvsgY/+Ki1E79HoQj2aDF3TwCnwQO5Bu+PGaPwBCfEJ81eMfMfmR2yLg5s8qvvxGIWlD4oLaICc1EEcXIavGJOZ2amk94k+qirur6ELxoiUlb94JVD1pI2T4IsXoMXO5DGQ/sCluT7vkzqjy7dcYcK4Op9EKqg25lFDf4wavCeRLKQBE0N3pAftpGkQc78EO74usnKZXyovEPUZKMGT7dDJpe5T3zUnIP2rmmsWeYtae2knQ5DrsELACt0XVOIA0vat+loAd7YqtZe0+CVFlkta/CDv/fAWnt6bo4KyX7uUYOHwoRF1g20dnA6GW9xqBXbIa7tTaEKJppoookmatDWaPBDz4uss2rIAVGNJ7oHuGYE0VTgGhR8gmgk+nmHQFwW6TzIGiwT8nTIIRr1f7neRKsgmtIwY7OzZo7m/vG2qMFAEVD4dRCNUnoeTZLRkNuBaLSR7v8KXIxy5PCLVuxYjbgEkomsiqMQpXGLMRoXquDiIBp2os4XXivlynoJWNdgUdYWWcEQDoUqYIjjAiCa+Lg8dqkLWtBNE5bJumA9RKOrrjcXTtnPPUA0G8AyqPPZs9IDHBxfKoiG/OCt9QMfgGYhLEZhC8JmJwCZ7/tokTXkIX9b478IHUWQnJEz6g7DMhy2QBJEc8UsYCHYM+nM1nAdAHbohPg9WszaE2cud0imn/ODML5tdOAHnRafTrOkRVZahA3nxQLATRkwlzCp2xgt0hiLcGqkkQDNSAxloAp0cQBKXGS1rqL4MkYQDcgEVeLZ9PSHfKhqe5E1mMh8cEVf8o69cs2FANhmiGa2O68ssgIyhBMzCBspIZoY0pHydF1aZJ27IaxdinyYHf4xS4dTKMM4XdqyD7/oCUOgjCSYhOEajbyf7MKERbNtTCNYJjvThBdZB6+s0dhQTT79A8E8SnAN73+JXcedzt81m9pvbfhIwfU7AKVDOUAQTQbLUHqAYxRA1/tJh84V5uip4EiqjfAdcU6jMQMFru/7RdY7DdGIyCtE5GdF5AMi8ucq10VEvtlf/0kR+Zxzt2iiiSaaaKILobUavIh0AN4E4OUAHgXwbhF5p6q+n7K9EsBL/P+fC+Dv+L8bU+YHv9+CaBDPiQT7wVd839sQTdp2nbxozg/ROCVUV3rR5OdLgvjgu7weoqmZprfrRePaZiteNGXYgnjDCNEo2ZNN33fb4gl28btZ08EegBIUk9u6NtaRvGiO4+VtJecH34JoVqQB6UV0kuXRrFxFhY0ITf5ylK4rwzXheuYbnzq1dujOhUA0Sl3Azc/U8Uqbi/y1xLxLaxANKmkEgTIsk0GjDK94iIbSzsrfa4jmpQA+oKofBAAReQeA1wDgCf41AL5dXW+8S0SeLiKfrqq/tGlDOkleNDetzfxxTcaHicxBND0086ypetEwRCN07qT3ojEE0cwJA8oP/0iwCx/csWd62BBN0qflvu9pkOxL8redizMLO5DZTJ+AjmAZId/3gfhTb6buyOBhHBeeINzRedGory9FkxRRzMX3mIj3qGE/eC28aBxnU/M8BCP+8HFKC8Ua5qgzUwNEAwcLDCmaJMgLKPN9X6ZIgpkXzXUP0Rxt7+Hb3e5OPJP18PEE0aSDS9jNC9SJuW978iAx6UzWefCi6RKcM5ulfpsniAYzgm665AcfIZMZbcc36d5NiMajE/ze2YtGiWePGk2RJqKHm6UDTSzJFB+GYjMIKfUvu21mUFcsmAqoTeqXhAiZDMsMxDMsQyEHnDeM++CawXdCdqjNBhANPUJ0risgmmt3CaJ5HoCP0u9HfdpZ80w00UQTTXQXaRMNvmb8jm2c9XkgIq8H8HoAePDBB7Nrxhj0y3BcuzQ3L6UVVw+1lBBNa6MTQTRcBwQ5RKPp6LoyVEHQhi3CDlSFVRM9UBJEk8My7MCzHkmo2NkgEznjA8hDh3xAMYSF2jUQDTwcFSJl2hpEg2KLdulFU6RtxntgSuAW00NdoX+i5VVCNIkP+fuFW9w2s3vr8btStmcmthNAHdOqvfaRsGwI7bCglfWOoBFJ2TKIhmANlQpkyuXoNi0oBuvz1CX/4uncdY8aKBlq0HyATR6sUseyd/NhZ0aCsDFtMsE/CuAF9Pv5AB47Rx6o6lsAvAUAHnrooexRn/Ocp+FTn3kNAPC+X/gY5jPn53FDLa7tOfP2CRlwNfI9ru3t4HGziBsCnjCnMUj+E+YE13cc/6Q5jvyB6XFtZw/LYcD+3GImM8zMEa7Onak/Nwe40u0DAHbNDex3VwAAe+Zx7HZXXbo8gZ3uGgZd4mrXAbKDPbkBY64DAHZwEvldHMIY91x7egLx6XM9gpjrMHoIyHXfQQcQcXmt3ozpYp+AeN7aJ2DkOhQLLKAwMsexPUVnXNtuWsWece1/clBc6dxzPd4rrnr+k0vFtdkuBu1xo9vBjjF4/ETwwNz10Y0jwdN2XN7FoeKa79ObBxbX93axGAbMug7zmcHpwSKakqeHp5FfHJzgqo+guDw4wVV/Juny1hGuXN1F3w+YnSrm8w4nt05w1XvDHN06irDL4a0DXH3APcvBwQGuPuDexa2jQ1x94AqWix6f8dCvcs/3y0/gXtJK2X7hs/Cpz34aAOBnHvl5zHZmbsK3itlOh6Mbx7jin/Po1jGuXPf84UniD05x1fOHRwtcvb7nFKLZDLN5h6PFED2Kjk6HeBDK4XLAlav+sJF+iBvDbi0HXL26g2U/YNibYT4zuDn08Z3dsEtc854/T9plfK9P6gLX93ew7C2GOTDvOty0p3EM3tA0Bp8k/oZl3o3N5TDAGmCn63BzSOOV+VvDCa57ubzZn0b+Vu/yLAY3Ce6YDrcWizTOF6e4FvmUfmvh2rEYBogVzLsOh/1plPHD00UsdzikOg5PF7i2uxP567uu/WJcHxwuTmNogQPiD5epbw4PiT9y/HJwEVPnsw6HR6e46q8vhwG/4YWfBgD4xM1DnJc2UXveDeAlIvJiEdkB8FoA7yzyvBPAH/beNJ8H4MZZ8PeJJppoookuntZq8Krai8gbAXw/gA7A21T1fSLyBn/9zQAeBvAqAB8AcATgdWdtyKc84yoe/8SBvylwcupN2j0TeekEJ0vPG+B42UO6FIxHZsBx7/m54HjwvEpMx47gZFiiEwNVwYkuMINgYZ0f9RU1WOrCP7tBr27xzsKg1xPfPINBj2HQOQ90PYYVA6POU8KdK0obcGI5QEI64PNQXqS8ebpAPS8QWD0GpINAMdhjGBgMvpzBbmyzkX0srecxi89oZIZTu4TAwMDiZBhgpIt9ZGQ39aPMcBz6XAyOlz067/9+sughJm2lFkm8EcHpaeJPThzfGeD0ZOnMTnE8jEQ/din5sHgqghPPi+e7zkTN/eleQ95GevqzHsDjH7sBwMnA6fECXWciD8kXidmnP/bFiF86WErVpXed60sAEJP4zsT3IJ2J70E6N666ztVxctpDZsDpIo2lOO7m9I7nwMmiR2d8ueUS0qWY5TJrjEfDvBuPnTszE8e9WzRPMkfjVWgcA5EHuI5UdywH4CTWQeni2tcZd++TpTtqk2Oun9TqANLcg3EdImkxlHmgzgtcn3bGnegc0kM/d8ZEzf0Z16/gvCRa9Ue68/TQQw/pI488ck/uPdHlJxF5j6o+dC/uPcn2RHeSziLbUyyaiSaaaKJLStMEP9FEE010SemeQTQi8nEAH25cfiaAT9zF5qyibWnLtrQD2J62rGrHC1X1WXezMYHuE9nelnYA29OWbWkHcEGyfc8m+FUkIo/cK/y0pG1py7a0A9ietmxLO85C29LmbWkHsD1t2ZZ2ABfXlgmimWiiiSa6pDRN8BNNNNFEl5S2dYJ/y71uANG2tGVb2gFsT1u2pR1noW1p87a0A9ietmxLO4ALastWYvATTTTRRBPdPm2rBj/RRBNNNNFt0l2f4G/ndKh1ZS+4HV/u7/+TIvKjIvJZdO1DIvJTIvITInLbWxY3aMvLROSGv99PiMjXbVr2gtvxNdSGnxaRQUQ+1V+7sD4RkbeJyMdE5Kcb1++KjJyxzVsh1xu25a7I9rbI9YZtuZyyrap37X+4WDY/D+BXAdgB8F4An1nkeRWA74ML1/B5AP7DpmUvuB2fD+BTPP/K0A7/+0MAnnkX++RlAL7nPGUvsh1F/lcD+Ld3qE9+G4DPAfDTjet3XEbuR7neJtneFrl+qsv23dbg4+lQqroAEE6HYnoN/OlQqvouAE8XkU/fsOyFtUNVf1RVQwzad8GFQL4TdDvPdVf7pKAvBfBd57zXSlLVHwbw+Iosd0NGzkLbItcbteUuyfa2yPV56rs0sn23J/jbOR3qIk+NOmtdXwn3VQ2kAH5ARN4j7qCH26FN2/JbROS9IvJ9IvLrz1j2ItsBEbkC4BUA/gklX2SfrKO7ISMX0Z5N8lx0m7dFtrdFrs9U32WT7U0O/LhIup3ToTY6NeoC2+Eyivx2uEHwBZT8W1X1MRF5NoB/JSI/47/Md6otPw63PflARF4F4LvhDji/J30CZ8L+e1VlTeQi+2Qd3Q0ZOQtti1xv2haX8c7K9rbI9aZtCXSpZPtua/C3czrURqdGXWA7ICK/EcBbAbxGVT8Z0lX1Mf/3YwD+GZz5dF5a2xZVvamqB55/GMBcRJ656XNcVDuIXovChL3gPllHd0NGLqI9m+S56DZvi2xvi1xv1BaiyyXbF7FwcIYFhhmADwJ4MdJCwa8v8nwJ8kWGH9u07AW340G4A0w+v0i/CuA68T8K4BV3uE8+DWnPwksBfMT3z13tE5/vaXAY4tU71Se+nhehvRB1x2XkfpTrbZLtbZHrp7ps31HBbzzAqwD8HNyK8P/s094A4A2eFwBv8td/CsBDq8rewXa8FcATAH7C//+IT/9VvnPfC+B9t9uODdvyRn+v98Itin3+qrJ3qh3+91cAeEdR7kL7BE6D+iUASzjN5SvvhYzcj3K9TbK9LXL9VJbtaSfrRBNNNNElpWkn60QTTTTRJaVpgp9oookmuqQ0TfATTTTRRJeUpgl+ookmmuiS0jTBTzTRRBNdUpom+IkmmmiiS0rTBD/RRBNNdElpmuAnmmiiiS4p/f8R2a4VYpnGkwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"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": [
"for t in np.linspace(0, 1, 11):\n",
" plot_model(model, t)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "3fe747eb",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"&lt;gpflow.kernels.stationaries.SquaredExponential object at 0x7f0440085b10&gt;\n",
"<table>\n",
"<thead>\n",
"<tr><th>name </th><th>class </th><th>transform </th><th>prior </th><th>trainable </th><th>shape </th><th>dtype </th><th>value </th></tr>\n",
"</thead>\n",
"<tbody>\n",
"<tr><td>SquaredExponential.variance </td><td>Parameter</td><td>Softplus </td><td> </td><td>True </td><td>() </td><td>float64</td><td>0.8367603518971263 </td></tr>\n",
"<tr><td>SquaredExponential.lengthscales</td><td>Parameter</td><td>Softplus </td><td> </td><td>True </td><td>(2,) </td><td>float64</td><td>[0.27126667 0.28537867]</td></tr>\n",
"</tbody>\n",
"</table>"
],
"text/plain": [
"<gpflow.kernels.stationaries.SquaredExponential object at 0x7f0440085b10>\n",
"╒═════════════════════════════════╤═══════════╤═════════════╤═════════╤═════════════╤═════════╤═════════╤═════════════════════════╕\n",
"│ name │ class │ transform │ prior │ trainable │ shape │ dtype │ value │\n",
"╞═════════════════════════════════╪═══════════╪═════════════╪═════════╪═════════════╪═════════╪═════════╪═════════════════════════╡\n",
"│ SquaredExponential.variance │ Parameter │ Softplus │ │ True │ () │ float64 │ 0.8367603518971263 │\n",
"├─────────────────────────────────┼───────────┼─────────────┼─────────┼─────────────┼─────────┼─────────┼─────────────────────────┤\n",
"│ SquaredExponential.lengthscales │ Parameter │ Softplus │ │ True │ (2,) │ float64 │ [0.27126667 0.28537867] │\n",
"╘═════════════════════════════════╧═══════════╧═════════════╧═════════╧═════════════╧═════════╧═════════╧═════════════════════════╛"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kernel_space"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "fb10451b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<tf.Variable 'lengthscale:0' shape=() dtype=float64, numpy=-0.6558454804192232>,\n",
" <tf.Variable 'variance:0' shape=() dtype=float64, numpy=-0.22857052724653612>)"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kernel_time.trainable_variables"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "e0d6f150",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"&lt;gpflow.likelihoods.scalar_continuous.Gaussian object at 0x7f0251fe2cd0&gt;\n",
"<table>\n",
"<thead>\n",
"<tr><th>name </th><th>class </th><th>transform </th><th>prior </th><th>trainable </th><th>shape </th><th>dtype </th><th style=\"text-align: right;\"> value</th></tr>\n",
"</thead>\n",
"<tbody>\n",
"<tr><td>Gaussian.variance</td><td>Parameter</td><td>Softplus + Shift</td><td> </td><td>True </td><td>() </td><td>float64</td><td style=\"text-align: right;\">0.302049</td></tr>\n",
"</tbody>\n",
"</table>"
],
"text/plain": [
"<gpflow.likelihoods.scalar_continuous.Gaussian object at 0x7f0251fe2cd0>\n",
"╒═══════════════════╤═══════════╤══════════════════╤═════════╤═════════════╤═════════╤═════════╤══════════╕\n",
"│ name │ class │ transform │ prior │ trainable │ shape │ dtype │ value │\n",
"╞═══════════════════╪═══════════╪══════════════════╪═════════╪═════════════╪═════════╪═════════╪══════════╡\n",
"│ Gaussian.variance │ Parameter │ Softplus + Shift │ │ True │ () │ float64 │ 0.302049 │\n",
"╘═══════════════════╧═══════════╧══════════════════╧═════════╧═════════════╧═════════╧═════════╧══════════╛"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"likelihood"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a5530665",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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