Created
February 4, 2022 16:47
-
-
Save kandersolar/e88e3f7389b9d144a546dbe5651dfe1e to your computer and use it in GitHub Desktop.
pvfactors runtime scaling with n_pvrows
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"pvlib 0.8.1\n", | |
"pvfactors 1.5.1\n" | |
] | |
} | |
], | |
"source": [ | |
"import pvlib\n", | |
"import pvfactors\n", | |
"import pandas as pd\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"\n", | |
"import time\n", | |
"\n", | |
"for pkg in [pvlib, pvfactors]:\n", | |
" print(pkg.__name__, pkg.__version__)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import warnings\n", | |
"warnings.filterwarnings('ignore', message='Setting custom attributes')\n", | |
"warnings.filterwarnings('ignore', message='invalid value')\n", | |
"warnings.filterwarnings('ignore', message='divide by zero')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"times = pd.date_range(f'2019-01-01 00:00', f'2019-01-01 23:59', freq='5min', tz='Etc/GMT+5')\n", | |
"location = pvlib.location.Location(40, -80)\n", | |
"solpos = location.get_solarposition(times)\n", | |
"solpos = solpos.loc[solpos['apparent_elevation'] > 0, :]\n", | |
"times = solpos.index\n", | |
"irrad = location.get_clearsky(times)\n", | |
"dniet = pvlib.irradiance.get_extra_radiation(times)\n", | |
"sat = pvlib.tracking.singleaxis(solpos.zenith, solpos.azimuth, gcr=0.5, backtrack=True)\n", | |
"surface_tilt = sat.surface_tilt\n", | |
"surface_azimuth = sat.surface_azimuth\n", | |
"axis_azimuth = 180\n", | |
"\n", | |
"timings = {}\n", | |
"fronts = {}\n", | |
"backs = {}\n", | |
"for N in np.arange(1, 34, 2).astype(int):\n", | |
" st = time.time()\n", | |
" kwargs = dict(solar_zenith=solpos.zenith, solar_azimuth=solpos.azimuth,\n", | |
" dni=irrad.dni, dhi=irrad.dhi, albedo=0.2, gcr=0.5)\n", | |
" pvfac = pd.concat(pvlib.bifacial.pvfactors_timeseries(\n", | |
" surface_tilt=surface_tilt, surface_azimuth=surface_azimuth,\n", | |
" axis_azimuth=axis_azimuth, timestamps=times,\n", | |
" pvrow_height=1.5, pvrow_width=2.0, n_pvrows=N, index_observed_pvrow=N//2,\n", | |
" **kwargs\n", | |
" ), axis=1)\n", | |
" ed = time.time()\n", | |
" timings[N] = ed-st\n", | |
"\n", | |
" fronts[f'n_pvrows={N}'] = pvfac['total_inc_front']\n", | |
" backs[f'n_pvrows={N}'] = pvfac['total_inc_back']\n", | |
"\n", | |
"timings = pd.Series(timings)\n", | |
"fronts = pd.DataFrame(fronts)\n", | |
"backs = pd.DataFrame(backs)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x1dea8ba1848>" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 1200x400 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"slope, intercept = np.polyfit(np.log(timings.index[-3:]), np.log(timings.values[-3:]), deg=1)\n", | |
"\n", | |
"fig, axes = plt.subplots(1, 2, figsize=(12, 4), dpi=100)\n", | |
"\n", | |
"timings.plot(ax=axes[0])\n", | |
"axes[0].set_xlabel('n_pvrows')\n", | |
"axes[0].set_ylabel(f'Runtime ({len(times)} timestamps) [s]')\n", | |
"\n", | |
"timings.plot(ax=axes[1], loglog=True, ls='', marker='o', label='_')\n", | |
"x = timings.index[-10:]\n", | |
"y = np.exp(intercept) * x**slope\n", | |
"axes[1].plot(x, y, label=fr'$x^{{ {slope:0.02f} }}$')\n", | |
"axes[1].set_xlabel('n_pvrows')\n", | |
"axes[1].set_ylabel(f'Runtime ({len(times)} timestamps) [s]')\n", | |
"axes[1].legend()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x1deaa6c5288>" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAABHwAAAGbCAYAAAC28YeyAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3hTdfvH8fdJ053uBd1Ay2pLgbKnLAEVFVRAEAQVxFWFn4D6qDhQQB9xAAIqgoAPKCIuRPbelL1LgW5K6V5Jm+T8/kjBisiyNNDer+s6F5z9SS/KSe58h6KqKkIIIYQQQgghhBCi+tBYO4AQQgghhBBCCCGEqFxS8BFCCCGEEEIIIYSoZqTgI4QQQgghhBBCCFHNSMFHCCGEEEIIIYQQopqRgo8QQgghhBBCCCFENSMFHyGEEEIIIYQQQohqRgo+QgghhBBCCCGEENWMFHyEEEIIIYQQQgghqhkp+AghhBBCCCGEEEJUM1LwEeIOpihKS0VRtimKUqQoiqooSlNrZxJCCCFE5VAU5a3y57t3Fd5zg6Ioh6vqfkIIIW4drbUDCCFujqIotsASQA+MBoqBxCq8fzvgbuATVVVzq+q+QgghhBBCCCGuTQo+Qty56gEhwAhVVb+ywv3bAROAeUCuFe4vhBBCCCGEEOIfSJcuIe5cvuV/5l7tIEVRnG99FCGEEEIIIYQQtxMp+AhxB1IUZR6wsXx1SXn//g2KosxTFKVQUZR6iqL8rihKAfBt+TnOiqJ8pChKsqIoBkVRTiiK8rKiKMpl11YVRZmuKMqDiqIcLj/2iKIovSoc8xbwYfnqmfJzVEVRQm/1axdCCCFqIG9FUb5XFCVfUZQsRVE+VRTF4eJORVGGK4qyTlGU8+XP7aOKojxzpQspitJbUZSNiqIUlF9vt6Iog652c0VR7lYUpVhRlEWKokgPASGEuEPIf9hC3JlmA6nAa8BnwG4gAxiM5fd6JbAFeBkoLi/q/AJ0AeYA+4GeWIo2AVjGAKqoA9AP+BwoAGKBpYqiBKuqmgX8CNQHHi0/90L5eZmV/1KFEEKIGu974CzwKtAGy3PZAxhavv8Z4AiWZ70R6AN8riiKRlXVGRcvoijKMODr8mMnYWkl3AzoBfzvSjdWFOU+4AfgO+AJVVVNlfrKhBBC3DKKqqrWziCEuAmKotwFrAceUVX1h/Jt84DHgcmqqr5a4dgHgJ+A11VVfa/C9iXAQ0C4qqoJ5dtUoBRoXGFbE+AA8IKqqtPLt72MpWBUR1XVs7fwpQohhBA1UnmL2gnAL6qqPlBh+wzgWSBaVdWDiqI4qqpactm5f2B5vtcrX3cDkoGjwF2qquorHKuo5R8KFEXZAHirqhqpKEo/YDGW8fpGqapqvmUvVgghRKWTLl1CVE8zL1u/BzBhaQ1U0UeAAvS+bPuai8UeAFVVDwL5QN1KzimEEEKIa5tx2fq08j/vAahY7FEUxa18GveNQN3yQg9AD8AFy5dC+ooXU6/wDbCiKI9iadUzG3haij1CCHHnkS5dQlQ/RiDlsm0hQJqqqgWXbT9WYX9FSVe4bg6W5uNCCCGEqFrxl60nAGYgFEBRlPbA20BbwOmyY92APCyzewIcvo771QEWAktUVX3h5iILIYSwNmnhI0T1Y6iEb+H+qX++8g/bhRBCCFF1LrXIURSlHrAW8AbGAPdiac3zcfkhN/N+Px3YBtyjKEqLfxdVCCGEtUjBR4iaIRHwVxTF5bLtDSvsv1EyAJgQQghRNcIvWw/D8j7+LJYBmu2B+1VVna2q6u+qqq4BSi4752JX7cjruJ8euA9Ly6I/FEWJuNngQgghrEcKPkLUDL8DNsDzl20fjaVws+ImrllU/qf7zccSQgghxHV47rL1i92sVvBnq9xLrXDLx+0Zftk5q7DMvPlqxSndy4//WwteVVXzsMzoeR5YXd6SSAghxB1ExvARomb4FcuMXu8pihKKZcatu4EHgE8qDtB8A+LK/3xPUZTFQBnwq6qqRVc5RwghhBA3ro6iKL8Af2AZp+cx4H+qqh5QFEWPZXbNXxVFmQ3ogBFYCjW1L15AVdV8RVFGA18BuxVF+R+W8fmisYz78/jlN1VV9YKiKD2ALcAaRVE6qKqaeitfqBBCiMojLXyEqAHKx/S5H/gESxPtT4DGwFgs/f1v5pq7gTewvFGcBywCfP51WCGEEEJcbgBgACZjGaNnOvAkgKqqJ4CHsbTY/S8wCvgC+PTyi6iqOgfL+4F8LM/wKUBzrtLSt7zA0x1Lt7HV5TOACSGEuAMoV5iFUQghhBBCCCGEEELcwaSFjxBCCCGEEEIIIUQ1IwUfIYQQQgghhBBCiGpGCj5CCCGEEEIIIYQQ1YwUfIQQQgghhBBCCCGqGSn4CCGEEEIIIYQQQlQzWmsHuBmKoiiAP1Bg7SxCCCFEBS5AmipTYP5r8qwXQghxm5Jnvbhj3JEFHyxvAFOsHUIIIYS4gkAg1dohqgF51gshhLhdybNe3BHu1IJPAUBycjKurq7WziKEEEKQn59PUFAQSIuUyiLPeiGEELcVedaLO80NF3wURQkApgC9ASfgFDBcVdU95fsV4G1gBOAObAWeUVU1vsI1PIFpQB/ADCwFXlRVtfBGsri6usqbQCGEEKIak2e9EEIIIcTNuaFBmxVF8cBSwCnDUvBpDPwfkFPhsHFALDAKaA0UASsVRXGocMy3QATQA7gP6AR8cXMvQQghhBBCCCGEEEJUdKMtfMYDyaqqDq+w7czFv5S37nkJmKiq6s/l24YCGcCDwGJFURoBvYCWFVoFvQD8rijKy6qqpt3kaxFCCCGEEEIIIYQQ3Pi07PcDexRFWaIoynlFUfYpijKiwv46QC1gzcUNqqrmATuBtuWb2gK5F4s95dZg6drV+ko3VRTFXlEU14sLlpHRhRBCCCGEEEIIIcQV3GgLn7rAM8BU4H2gJfCZoiilqqp+g6XYA5YWPRVlVNhXCzhfcaeqqkZFUbIrHHO5V4EJN5hVCCGEEEIIIYS4LcXFxbkAtbnxhhiiZjID6TExMdc9aPiNFnw0wB5VVV8rX9+nKEoklvF6vrnBa92ISViKTBe5IFO1CiGEEEIIIYS4w8TFxWmA12xsbIYqimILKNbOJO4IqqqqZXFxcfOB92NiYszXOuFGCz7pwNHLth0DHir/+7nyP/3Kj6XC+v4Kx/hWvICiKFrAs8L5f6GqqgEwVDj+BmMLIYQQQgghhBC3hddsbW2fqVWrVqmzs3OxoiiqtQOJ25+qqkpRUZHTuXPnnikrKwOYeK1zbrTgsxVocNm2+kBi+d/PYCnadKO8wFM+5k5rYGb5MdsBd0VRYlRVjSvf1hVL66GdN5hHCCGEEEIIIYS4I8TFxbna2NgMrVWrVqmvr2+WtfOIO4uzs3MJ4JWWljY0Li7u02t177rRgs/HwDZFUV4DvgdaASPLF1RVVRVF+QR4XVGUeCwFoHeBNOCn8mOOKYryB/CloiijAFtgOrBYZugSQgghhBBCCFGN1VIUxdbZ2bnY2kHEnam8VZgTlvGfKq/go6rqbkVR+mIZU+dNLAWdl1RV/bbCYR8AzsAXgDuwBeilqqq+wjGDsRR51mIZeGgpEHsjWYQQQgghhBBCiDuMBlCkG5e4WeX/dhSuY7DvG23hg6qqvwG/XWW/iqUY9OZVjskGBt3ovYUQQgghhBBCCCHEtd1wwUeIf6IvMzH6u/0UlZq4P9qfXpG10NnLPzEhKou+zMSaYxnklxip76cj3M8FN0dba8cSNZCiKG8BEy7bfEJV1Ybl+x2Aj4CBgD2wEnhWVdWMqswpRFUoLjVyNC2fxKxiUnNLSMkpJj1Pj77MRKnRjMFoRlXBxUGLu5Mtbo52+LraW/4f93UhzFeHg62NtV9GpSkuNXIwJY8T5wpIyyshPVdPel4JeSVlGM0qZrOKSVVxtLXB09kOL2d7PJ3tCPFyokEtFxrUcsFHZy+TtAghRCWQT+Oi0nyz7SwrDlsmWtt0MpPXfzpEz4ha9G8RRLt6XvLgFuImHU3L57vdSSzbl0q+3viXff5uDjzVsS5PdKhjpXSiBjsCdK+wXvEf58fAvcAjQB6Wbtw/Au2rLJ0Qt8iFQgMbTmQSl5jN/uQ8TmYUYDLffM8MjQL1/VzoVN+HTuE+tAj1uKMKQPoyE5tOZrLhZCb7knI5cS6ff/HjAMDT2Y4WIR60D/OmfZgX9Xx08j5SCCFughR8RKXIKjQwfd0pAO6P9udwah6nLxTx8/40ft6fRrivjqHtQunXLABnafUjxDWZzCqrjpzji82n2ZeUe2l7gLsjYb464jMKSMvTk5an57+rTjCodfAd9QFBVAtGVVXPXb5RURQ34ElgkKqq68q3DQeOKYrSRlXVHVe6mKIo9lhaA13kcgsyC3FT4jMK+OPwOdYeP8+BlFzUywoafq72hPnqCHR3IsDDkdpuDjjba7HXarDTatAoCvklZeSWlJFbXEZabgknMwo4kVFAbnEZx88VcPxcAV9sOo2DrYYuDXx5pEUgncJ90Npcc4iGKmcwmlh9NIMVh86x/sR5iktNf9lf282ByAA3Aj0c8XdzpLa7Ax5Odmg1CjYaBY1GoaTURFZRKdmFBi4UlpKQWciJcwWczSoiu6iUVUczWHXU0ijQz9We3pG16RNdm2ZBHmg0UvwRQtz+VqxYofvwww9rHT582CkzM9N2/vz5CUOGDMmtygzyyVtUik/WxFNgMBIZ4MonA5qiKHAwJY8f4lL4cW8K8ecLeeOnw3zwx3EGtw7hqY518NbZX/vCQtQwJaUmvt+TzJwtZ0jKtkzeYGujcHfjWgxsFUT7et6X3ujmlZTR8+NNnMvXsz0hiy4Nfa0ZXdQ84YqipAF6YDvwqqqqSUAMlhk411w8UFXV44qiJAFtgSsWfIBX+Xs3MSGsJq+4jF8OpvHDnmQOpOT9ZV9UgBvtw7xpGuRO0yB3ark53NQ9VFXlfIGBHaez2Bx/gU0nMzlfYGDF4XOsOHwOXxd7HooJZHDrYAI9nCrjZf0rGfl6vt2RyP92JXGhsPTSdn83B+6OqEWbup40DfK46Z8HWFoMHU3PZ3tCFtsTsth9NpuMfAPztp1l3razBLg70ifan8GtgwnytP7PRAhhPXq9XnFwcLhtB78uKCjQREZGFg8bNuzC448/Xs8aGRT18q8o7gCKorgCeXl5ebi6ulo7To136nwBPT/ZjMmssmhEG9rW8/rL/nx9GT/sSWH+9rOczbJ8gHWw1TCwZTBPd65LbTdHa8QW4rZSUmri252JzNqYcOlNtLuTLUPahDCkbQi+Lld+8/z6T4dYuCOJR1sFM6lfVFVGFpfJz8/Hzc0NwE1V1Xxr57mVFEXpDeiAE1imBJ0ABACRQB9grqqq9pedswtYr6rq+H+45pVa+KTIs15UtePn8vly0xl+PZhGqdEMgFaj0Lm+Dz0a+9GloS9+rjdf0LgaVVU5kpbPj3tTWbYvhZziskv3f6h5IM92qUeIl/MtuffVnLlQxKdrTvLbwXSM5f21ark60Ld5AL0jaxEV4HbLulzpy0xsS7jAbwfSWXnkHEXlrYkUBbo28GVI2xA6hftIqx9RJSrjWR8XF9dQq9X+ER4eXujk5KQHMKsqxQajVZrzOdlrzZrr/P1t1apVg8aNGxc7ODioixYt8ra1tVWHDh2aOXXq1LRrnasoSszkyZOTli9f7r5r1y4Xb2/vsnfffTdl+PDhOQDNmjVr2KZNm4KZM2emXjwnLS1NGxwc3OTXX3892bt378KAgICoQYMGXTh16pT96tWrPXr27JmzdOnSs/PmzXOfOHFiQFJSkr2Pj0/ZU089df7tt9/OAHj//fd95s6d6xsfH38EYMGCBe5Dhw6tN2XKlKRx48ZlArRr165+ixYtCj/77LO07du3O7700ktBhw8fdlYUhZCQEP3MmTMTO3XqVHwTP96/vP7KauFTXFzsEB8frzMajb1iYmKOX+1YaeEj/rX3fz+OyazSo7EfbUNdwWwCzZ9dS1wdbHmiQx2GtQtl7fHzTF9/igPJuczbdpZvdyYyuHUIz3UJw8dFWvyImkdfZuJ/O5OYuTGBzAIDAIEejjzdqS4PxQTiZHf1/6bvblyLhTuSWHMsg/fMkfKGV1QJVVVXVFg9qCjKTiAR6A+U3OQ1DYDh4rqM1yGqkqqqbD2VxRebT7PpZOal7Q1rufBwTCAPNguokpbJiqIQGeBGZIAbr/RuyLrjGXyzLZHtp7P4bk8yP+xN4YGm/vzf3Q0IcL/1X5idz9fz6dp4vtudfKnQ0yrUk8fbhXJ3hB+2VdDdzMHWhq4N/eja0A99mYl1x8+zaFcSm+MvsPb4edYeP089H2ee7xpGnyb+t2UXOCGupdhg1ES+taqZNe59+K279+kcbM3Xe/zSpUu9Ro4cmbFly5ZjGzdu1MXGxoZ27NixsG/fvtcsgE2ePNn/jTfeSJ0+fXrSnDlzvEaMGFE3Ojr6SPPmzfX9+/fPmjZtWq0ZM2akajSW3+N58+Z5+Pr6lvXs2bPw4jVmzZrlN2bMmPSJEyemA2zevNnpySefrDdmzJi0IUOGZG/YsEE3fvz4YC8vL2NsbGxW9+7dC19//fXgtLQ0rb+/v3HDhg0u7u7uxk2bNrmMGzcu02AwKPv27XMeN25cOsDQoUPrRkREFM+aNeuYVqtVd+/e7WRra6sCxMfH20VHR0dc7TXGxsamT548+W9d3q1FWviIf2VzfCZD5uxCq1FY90QwwT8/DGUl0Og+iOgHdTqDzV8/sF58UzVtXTw7z2QD4GRnw1Md6zKiYx1cHGTWIVH9mc0qvx5M44M/TpCaa/l8HODuyAtdw3goJvDvb6LNZkjeAQe/h8wTUJINJTmo+nwWl3XiVcPjLHu2Hc2CPazwagTUrBY+V6Ioym4s3bhWA2sBD1VVcyvsTwQ+UVX14+u8njzrRZXYnpDFhyuPs7d8vDSNAr0ja/NUxzo0DXK/LYqPe85m89m6U5eKUQ62Gl7oGs5THetgr6388dv0ZSZmbkjgi02nKSmztKjp0sCHMT0aEBXoVun3uxmnMwtZsCORH/akUGCwjBlfx9uZ57qE8WBTKfyIW+NWtfAp1JfdEQWfVq1aNTCZTMTFxZ24uC0qKqpRx44d8z///PPUq52rKErMoEGDMr/99tuki9uio6MbRkVFFS9cuDDpYmue33777WSvXr0KwdLqp23btgUXrx0QEBDVuHHj4tWrVydcvMb9999fJysrS7t169b4i9tGjRoVuGbNGrdTp04dMZvNeHl5RU+dOjVp+PDhOY0aNWrct2/f7C+//NI3MzPz4KpVq5zvvffeBtnZ2ftdXFzMOp2u2aRJk5JeeOGFrMtfQ1lZGSdOnLhq9d/Hx8fo5+dnuny7tPARd6Qpf1j+fT3VyovgP57gx4xATEoZD+5biO2+heDkBZEPQ8zj4GcphiqKQodwbzqEe7P11AWm/HGcgyl5fLY2noU7EhnToz4DWwbJg1pUWztOZ/He8mMcSrWMCeHnas+L3erzcEwgdtrL/t1nn4H9/4ODiyE3iVIgU2tDvqIhr8yGTL0HXZ3W4sv9rDqaIQUfYRWKouiAesACIA4oA7oBS8v3NwCCsYz1I8Rt4UByLv9ddYLN8ReAP7ubP9G+DsFet9fYMC1CPZn/RCv2J+fy3vKj7D6bw4crT7BkTzJv3R/BXQ0qbwy33WezeWXpQRIyiwBoFuzOK70a0rqu1zXOrFp1fXRM6BPBmB71mb89ka82n+bMhSJeXnKAzzec4rXejejWyPe2KNgJcS1O9lrz4bfu3mete9/I8Y0bN/5LS15fX9/SzMzM6/rGvm3btkUV11u0aFF0+PBhRwB/f39jhw4d8ufPn+/Zq1evwuPHj9vt37/fefbs2YkVz2nevPlfrnHq1CmH3r1751bc1qFDh8I5c+b4Go1GtFotLVu2LFy/fr1Lnz598hMSEhxefvnl8zNmzKi1b98+h3Xr1rlERUUVu7i4mAFGjhyZMXr06JBFixZ53XXXXfmDBw/OiYiIMADY2toSGRlp4A4iBR9x006dL+Bwaj4ONmbG5E5izqm23GV7L1rFlgPZ6ZwrSyHD8SSPFH+B667ZENgSmj8OkQ+BneWNVPswb35+rj1/HD7Hh6tOcDqziNd/OszCHYm8eV9j2oV5W/lVClF5UnNLeG/5UX4/ZGnlqbPXMqpzXZ7sUBdHuwrf0JrNcGoN7PoCTq1Br8Digt54Fj1GgF0wzloXbDW21FbsCNRoiT9/kgfdNrP6aBDjezW00qsTNYmiKP8FfsXSjcsfeBswAYtUVc1TFGUOMFVRlGwgH5gGbP+nGbqEqErn8/VMWnGcZfssX0bb2ig82iqY57uE4XuLxuapLE2D3Pn+6bb8tD+V938/ztmsYobN3c2AFkG82afxv5oJtUBfxgd/nGDBDstnKx8Xe97qE8E9UbVu66KJi4Mtz3UJY1i7UBbuSGT2ptOcziziqfl7aFfPi//c24gI/9ujVZIQ/0SjKNxItypruti96SJFUTCbKyf6wIEDs1999dUgg8GQPHfuXM/w8PCSVq1a/aXA5OzsfMM369SpU8E333zjs2rVKl2jRo2KPT09zS1btixYvXq1y5YtW1zatWtXcPHYqVOnpg0bNixr2bJlbqtWrXL773//6//VV1+dHjp0aO6d2KVLCj7ipq0o/9D6medSFh92pIP2buxtLP3JazkFUYsgoC1n8nqRrD9NVtFuBqU8j+3qN6HFE9BqBLhY3kT0jqpN98Z+fLsjkY/XxHP8XAGDvtpJzwg/3uwTUSX91IW4VfRlJr7cdJoZG06hLzOjUWBQ62Be6l7/r2NClBbB3gWwcyZqzlmWlrTENn88QXZ16OpQG43blVu9hTiH41eyk1PnCzhzoYg63lU/oKeocQKBRYAXkAlsAdqoqnpx8JPRgBlLCx97YCXwrBVyCnFJqdHM3K1n+GxtPEWlJhQF+jYLYHT3+nfUbE+KotC3WSDdG/nx8ep45m47w3d7ktlxJouPBzSl+U209DyYksvz/9t3aXbIgS2DeLV3I9yc7pxu9s72Wp7uXI9HWwfz+foEvt56hm0JWdw3bQuPtgpmfK+GuDneOa9HiOpox44dzs8///ylrlJxcXHOkZGRlwZDHjRoUO6YMWNCli5d6rp06VKvAQMG/K1b1eXCwsL0O3bs0FXctmXLFl1oaKhBq7WUO7p161bw5ptvBi1ZssSjffv2BWApAq1bt85l7969ujFjxmRUPL9JkyaGJk2anJ8wYcL5Pn361Jk3b5730KFDc0NDQ0t37dp19Gp5fHx8jNf1w6giUvARN+33w+cYaLMO8/ljNDWNw9nelYKyXOLYhVexB7Xtg/C098XL3g8vez/Maiv2ZT/AadNJGufOpsnWTyHqEejwEvg0wNZGw7D2dXigaQCfrDnJwp1JrDySwaaTF3ixezhPdqhTJYMDClGZNsdn8vpPh0ksn6GuVagnbz8QQaPaFcYkKcqCXbNh1xck5uSxvmgEYWoDYpxCsXWzu3RYtiGTNH0iFxyyUZxssPNwISwlCB+H2gTpI4iyP8Pqo40Y2ckqsz6KGkRV1YHX2K8HnitfhLC6y7spNQ1y5+37I4gOcrdusH/BxcGWN/s05u4IP/7v+wMkZhXzyKztvNA1jNiu4dc1iL+qqnyz7Szv/X6MMpNKoIcjHzzU5I5uYe3qYMsrvRsyuHUwH6w8wa8H0vjfziRWHclgQp/G3Nek9m3dYkmI6mz58uUen3zySVHXrl0L586d63Xo0CHnOXPmnL2439XV1dyjR4/cd955J+D06dMOw4YNy77WNceNG5fRuXPnRmPHjq09ZMiQ7I0bN+q++eYbnylTplwaK6h169Ylrq6upl9//dVr8eLF8QDdu3cveOedd4IAtXv37oUAhYWFyrPPPhvUv3//nPr16xvOnj1re+DAAed77703B268S1deXp7myJEjl77dPX36tN22bdscfXx8TOHh4aXXe51/Qwo+4qYkZhVxNv08U1hCcfFEPJ19MZhK2OtygMfeevfScb/M+gKbA/kEO9TFw94Hf6cQ/AmhsLQ1f+SeICN/B0MOtEbT+AHo9DLUisLD2Y63H4hkUOsQ3vjpMLvOZjN5xXF+3JvCxAejaFXH04qvXIjrc6HQwMTfjvLTfssslb4u9vzn3kbcH+3/5xvNwvOw9VPYPYfVhQEU5Y0kzLER3Z3/fKNdUJZDYnECeYEGBkx+hSaX3efHZybi41CbYMd63G2cxeqjMVLwEUKIckUGIx/8cZz5OxJRVfDW2TG+V0Meah5YbWY1bFPXi99f7MiEnw/z0/40PlkTz6GUPD4e2BTXq0yEkVdSxvgfDvLHEUuL7Z4RfnzwcHS1aQUT5OnEtEebMbh1MK8tO8TpzCJeWLSPH+JSeL9flLQeF8IKxo8fn7ZkyRLP8ePHh3h7e5fNnj37dExMjL7iMYMHD84aMGBAeIsWLQqvpyjSoUOH4jlz5iRMnDgx4JNPPqnt4+NTNnbs2LTY2NhLrYM0Gg0tWrQo2LBhg1uPHj0KwVIEcnZ2NtWpU0fv6upqBtBqteTk5NiMGDEiNCsry9bd3d3Yu3fvnI8++uia085fyebNm5379OlT/+L6W2+9FfTWW2/Rr1+/rKVLl569mWveKJmlS9yUWRsTOLryS/rkBtDItSkm1cRm/Voe+/TdfzxnwetvE5DtS4hzvUtdv0xmI0nFCZyw3cfjbguxbXAvdHkNakUClm+efohLYdKK42QXWX7fB7cO5pXeDWU2L3FbUlWVJXEpvP/7MXKLy1AUeLxtKP93d/0//80WZsK2T1F3fcWC3E7ULu5AHecGONhYuhQYzWWkFp/ljO0ZHnxnHDoXl3+83/6NG3FdXoadxp4Nhct516UNW//Tu0qmDxZ/VdNn6aps8qwX/9aW+AuMX3rw0kyIA1oE8dq9japNQeNKftybwqs/HsJgNFPXx5kvh7agno/ub8clZRUzfN4uEjKLsLVReO2eRgxrF1ptW74YjCZmbTjNjPWnKDWZcbHXMuH+CB5qHlBtX7O4NW7VLF01QWXOUlXT3cgsXVLwETflgelbuOfsF/SyeQIbxYY9+Zt58PPXruvcw7t2cGreWuraN8TT3jKrhKqqpJUkcoxDPOzxJbqofpbCj5elpUJucSmTfj/Od3uSAajl6sDEByPp3tjv1rxAIW5CSk4xr/546NKML41ru/J+vyiaXuwyoM+HbdMwb5/B3Oy7qVfShlBdfbQay4ePImMBp4uOY9cpgG6PDrju+25+7ivquDQgsfAU813P0q3vU/RvGVTZL09cgxR8Kpc868XN0peZ+OCPE3y99QwAgR6OTO7XhA7hd243pRtxKCWPkQv2kJ6nx8Veyxt9GtOnif+lyQHiErMZOT+OrKJSark6MHtIzB3dte1GnM4s5OUlB9iblAtAj8Z+TOoXJV+SiOsmBZ+bJwWfyiPTsotbKjW3hPSUswQURWLjZkOOIfO6iz0Aka3aENmqDQALR79BfVMD/J1CCHAKJYBQTuQ24/DGfTx0uBW65oOhy2u4u9RiysNNeKCpP68uO0RiVjFPzd/D/dH+vH1/BB7Odte4qxC3jtmssnBnIlNWHKeo1IS9VsPoHvV5qkMdtDYaMBpgz9eYN33I3HPdqF/6Dt2dw7Bxtbz5zjac56ThCG1feZzewffc8P3P2p2lDg0IcAqhuXElK4+ck4KPEKJGOnGugBcX7+P4OcuEK0PahPBK74b/avaqO01UoBu/PN+BZ7+NY/fZHMb9cJB3fj3KPVG1CPd14cNVJyg1mokMcGXO4y3xu81nJqtMdX10LBnVjtmbEvh49UlWH81gb2IO/+0fTZdKnNpeiJpm5syZnv/3f/8XcqV9/v7+padOnTpS1ZmEhbTwETdszpYzpK6YxIPFvfC09+FA3g7unTn2X11z4RtvE5oTSLBzPTSK5UNwRkkKh8z7GOC3EMcOsdD2ebDXoS8z8fGak3y56TRmFbx19rzXN5KeEbUq4+UJcUOSs4t5eckBdp6xjCnXMtSDKQ81oa6PDlQVjv6EuvpN5iY3p56+PaG6+tiU/xvP1Kdz3HSY+yeNw1n39yb316uwoICkCetwtfMkLn8LkzzqsOqNh646doOofNLCp3LJs17cCFVVWbAjkYnLj1FqNOOts+ODh5vQtWHNbQlcajTzxaYEFu9OJiXnL7Ma072RH5892hQnu5pTCLvc0bR8xny//1Jx8OnOdXn57gYyQYi4Kmnhc2U5OTma1NTUK77xtLOzU+vXr18lAxTXFNKlS9xSD8/cRq8T39HL4WHMqomD4Qnc99STlXLtxe9NISDdixDnsEuFn7TiRA5pdvN44Aq0Xd+ApoNBo+FAci4vLzlA/PlCAB5oamnt4+4krX3EraeqKot2JfPe8qMUlZpwtLXhld4NGdImxDIQaGocrPwP/zvmRK2i7tTVNbzUdet8SSpHNYd57OOJlZZnxTNTiXJrSZY+g2VOa4l+5D/0bRZYadcX1yYFn8olz3pxvQoNRl5ZepDfDqYD0KWBDx88HI2Pi3TTAUsr1D2JOfy4N4X1J87Tt1kgY3s2wKaaDFr9b+jLTEz6/RjfbE8EoFmwO58NbEaQp5OVk4nblRR8xO1AunSJW+Z8vp7i5P3ULW0ADnCuJKXSij0AA/8zHoDF739AYJoXwc5h+DuFUFsNZufZphxfuIkndn+J0vsDooPb8OsLHfh0bTyzNybw8/40dpzO4oOHo+lc36fSMglxuXN5esYtPcimk5mAZar1Dx9pQoiXMxScgzVvsXbnHkrzBtFGF4VdeXP5C/pzHFUPMOjTiTSv5Ez6SDvMSWa8HPwIKLJj+cFzUvARQlR7JzMKGLUwjtOZRWg1Cq/0bsiTHerIQLwVaDQKrep4yiynV+Bga8PbD0TStp4X4344yL6kXO6btoXPHm0m7yWFENWCtFkUN2TlkXN0Na4lyKkuAGdNp27JfQa+No4O059kk/1GUorOoCgKIbowumsHsf7AAJZOfxt+eAKH4nTG92rIj8+2p66PMxn5Bh7/ehf/WXaI4lLjLckmarbfDqbR85NNbDqZiZ1Ww+v3NmLRyDaEuNnC1k85NaUtP64OJND4DlFuLbGzcSC3NIsthWsIn9ibQZ9WXqueivo+9zznSiyDmtcra0Bq/H4K9GW35F5CCHE7+Hl/Kg9M38rpzCJquTrw3dNteKpjXSn2iBvWK7I2y2M7Eh3kTl5JGcPm7mLG+lPciT0hhBCiIin4iBvyx8FUAooa46h1xmAqocWzD9/S+z32zpu0mTaU9cZVnNenYaPRUt+1CdHqS/y6tgH7P7gbNk+laW0nlr/QkWHtQgH4dmcSvT/dzN6knFuaT9QceSVlvLR4H8//bx95JWVEBbjxe2wHnupYF5vT6zB83pp5i1MpLvovrVw746x1odhYwJ78zfiNb8PA6W//q3F6rsfFAmygUx06Gtaw9tj5W3o/IYSwBpNZZfKK47y4eD8lZSY6hnuzPLYDMSHSgkXcvCBPJ75/ug2PtgpGVeHDlScYtTCOQoN8gSiEuHNJwUdctwuFBmwSNxCqCQMgpfgMdSMiq+TeQ/77Lg3fu4+thWvIL8vBwcaJZm7tsC2ZxLffXaBoRmsckzbw1v0RfPtUa2q7OZCYVcwjs7bz8eqTGE3mKskpqqftCVn0/mQTP+1PQ6NAbNcwfny2HWH2+ajfDWHO54vYG/8S3Z374GnvS5m5lMN5eyh9xIMHP38NH7+qGVC8xbMPYTCV4KTVEVJSj98PplbJfYUQoqrk68sYMX8PszYmAPDMXfWYN7wVXjKttqgE9lobJvWLYlK/KOxsNKw8kkHfGVtJzi62djQhhLgpUvAR1+2Pw+doVXoSf8dgAJIcU6r0/k7OzgyY/jauz0axP287BlMJbnaedNb15kjC/zFnxveo3w2lvW8pf7zUiQeb+mMyq3y6Np6HZ23n7IWiKs0r7nylRjOTVxxn0Fc7SMvTE+LlxJJR7RjTrS62O6azdsrDrN7Ygm7aQQQ510VVVc4UnuBQaDy9Zo4msnXbKs1bNyKKlOKzAIQSRkH8VunWJYSoNs5eKKLvjK2sO34ee62GTwc2ZXyvhjL4sKh0j7YKZvHTbfB1sSf+fCEPzthKXGK2tWMJIcQNk4KPuG5r9p8huKgxNhoteaVZPPT2K1bJEVivDvfNHMfZmBxOFRzFrJrxdwqhu91A1m5sxYpJg3Db/yWfPBLFpwOb4uKgZX9yLvd8tpnvdydLf2xxXU6dL6TfzK3M2piAqsKAFkH8HtuRGOUk6VPb8N23WQQY/kNj1+ZoNbZk6tPZwGo6Tn+K+58dZbXcSfaWcXwCnEJoU7qHdcelW5cQ4s4Xl5hNv5nbSMgsorabAz+MascDTQOsHUtUY82DPfjl+Q5E+LuSVVTKo1/s5Kd90nJWCHFnkYKPuC4XCg24JK8k2N4yWHNSyWmcnJ2tmqnbwAHcNeNpNmo3kFGSgo2ipaFrNHXLxvL9wvOkfdyOB7zT+eOlTrSp60lxqYlxSw/y7Ld7yS0utWp2cftSVZX/7UzivmmbOZyaj7uTLbMea86UewJx+mM0cz6eR2rK/9HetTs6WzeKjYXsyN9A+Lu9GTLlXWvHp+/b4ygoy0WrsSWosBF/HEiydiQhhPhXlh9M59Evd5JdVEpUgBs/P9eeqEA3a8cSNUAtNweWjGrL3Y39KDWZeem7/Xy8+qR8eSiEuC5TpkzxqV+/fmOdTtdMp9M1a9q0acPvv//etSozSMFHXJc/Dp8jorgAb4damFUzJQ1trR3pkiHvTaDR+/ezvWAdRcZ8nLWutHPpRnryaL76aB7+W17n28ca8Urvhmg1CisOn6PXJ5vZduqCtaOL20xOUSlPL4jjtWWH0JeZ6RDmzcoXO9LLvJk/Jg5gzcr6dLfrTy3HIEyqkRP5B8jv7cDDn7+BzsXF2vEB0Lm4kFxyGoAQ2zDUU6tkwEkhxB1JVVVmb0zguf/tpdRopnsjP757ug2+rg7WjiZqECc7LbMei2FU53oAfLo2nleWHpLxIYW4Dej1+tu6T29QUFDpu+++m7p9+/aj27ZtO9qxY8eCwYMHh+3Zs6fKHmRS8BHXZdO+49TVhwOQqU+j34svWDnRXzk5O/PIjAnoH3DjeP5+TKoRP8dAetg9xNrf67D6vQGM8j7IsmfaUdfbmXP5egbP2cmkFccoNcoDW8DWUxfo9ekmVh3NwNZG4fV7GzH/QR8cf3iExV8cJtTwEo1cm2KjaMkoSWGL41a6ff48Lbp1sXb0v8kKKAHA18GfqOJU6dYlhLjjmM0qb/96lEkrjgMwvH0os4fE4GSntXIyURNpNAqv9G7Ie30j0Sjw3Z5kRi6Io7hUvlARlUQ1g6FAY5VFvf7PQq1atWowbNiwoFGjRgW6ubk19fb2jh4zZoz/9ZyrKErMlClTfDp16hTu4ODQPDAwMGru3LkeF/c3a9as4TPPPPOXvrppaWlarVbbfMWKFTqAgICAqLFjx9bu27dvqE6nazZ48OAQgHnz5rmHhYVF2NnZNQ8ICIiaMGGC38VrvP/++z7h4eERF9cXLFjgrihKzAcffOBzcVu7du3qx8bG+gNs377dsXXr1vWdnZ2b6XS6ZhEREY02bdrkdN0/pAoGDRqUN2DAgLyoqChDkyZNDNOmTUt1cnIyb968+dZO3VuBPDXFNV0oNOB2eglBTg8AkFR2mhgrZ/on0R07QMcOLHr3fcIzQ6nlFERD12gK9XVY/PlO7mm5gOWPf8Q7mwtYtCuZ2RtPs+1UFp8ObEpdnyr7vRO3kVKjmY9WneCLzadRVajn48yn/SOJODOPOZNO0KRsIB10IQAUGws4ULKbez94mRgrd2m8mkf/8wr7XvoeH4fa1C1uyMp98dwffV3PYiGEsLpSo5mXlxzglwNpALxxX2Oe7FDHyqmEgMGtQ/DR2fPCon2sO36eR7/YwdfDWsosceLfKy3SMCmwmVXu/WrKPuxdrrvqs3TpUq+RI0dmbNmy5djGjRt1sbGxoR07dizs27dv/rXOnTx5sv8bb7yROn369KQ5c+Z4jRgxom50dPSR5s2b6/v37581bdq0WjNmzEjVaCztUubNm+fh6+tb1rNnz8KL15g1a5bfmDFj0idOnJgOsHnzZqcnn3yy3pgxY9KGDBmSvWHDBt348eODvby8jLGxsVndu3cvfP3114PT0tK0/v7+xg0bNri4u7sbN23a5DJu3LhMg8Gg7Nu3z3ncuHHpAEOHDq0bERFRPGvWrGNarVbdvXu3k62trQoQHx9vFx0dHXGFl3ZJbGxs+uTJk89dvt1oNPL11197lJSUaDp16lR4pXNvBeVO7IOqKIorkJeXl4era5V2gauRFu5IpGzRDHo49sFoLuN8t1Ja9exl7VjXVFJczG9jP6SJY0uctZbuNmnFiRyy3cgTD0WzSvcg4386Sm5xGY62Nrx1f2P6twhCUW7rloGiEp3OLOTFxfs5lJoHwKDWwbzZtJi9i14jL/leGrk0RauxxayaOFVwFLeHGxHT9fZr0XMlPz87iRjXDuSVZjNXu5K33/0MZ3up8d9K+fn5uLm5AbipqnrNNz3i6uRZXzMVGYw88+1eNp3MRKtR+Kh/tAzOLG47cYk5PPnNbnKLy6jn48zCp1pT283R2rFEFaiMZ31cXFxDrVb7R3h4eKGTk5MesLTuuQMKPq1atWpgMpmIi4s7cXFbVFRUo44dO+Z//vnnVx3VXFGUmEGDBmV+++23lwaYjI6ObhgVFVW8cOHCpLS0NG1wcHCT33777WSvXr0KwdLqp23btgUXrx0QEBDVuHHj4tWrVydcvMb9999fJysrS7t169b4i9tGjRoVuGbNGrdTp04dMZvNeHl5RU+dOjVp+PDhOY0aNWrct2/f7C+//NI3MzPz4KpVq5zvvffeBtnZ2ftdXFzMOp2u2aRJk5JeeOGFrMtfQ1lZGSdOnLhqhdfHx8fo5+dnuri+a9cux7vuuqthaWmpxtHR0fTVV1+dGTBgQN7Vf9JXV1xc7BAfH68zGo29YmJijl/tWHn3L65p1779PGS09FtOK0miXc9h1g10nRydnHhkxgTi1q8ndckhwlwa4+8Ugq/5Uf5YsB+P4OGsHjiR2A0q209nMX7pITacyGRSvyjcneysHV/cQqqq8v2eZN765SglZSbcnWz57/116ZjyOYun2tHCNpZgN08AMvXpHHY+ypDP37Ju6Bvk1rUepl1G3Ow8aVTiyNrj56WVjxDitpZXXMbjc3exPzkXR1sbZj7WnLsa+Fo7lhB/ExPiwQ+j2jFkzk4SMot4eOZ2vn2qNaHet2/rX3Gbs3M282rKPqvd+wY0bty4pOK6r69vaWZm5nUN8Nq2bduiiustWrQoOnz4sCOAv7+/sUOHDvnz58/37NWrV+Hx48ft9u/f7zx79uzEiuc0b978L9c4deqUQ+/evXMrbuvQoUPhnDlzfI1GI1qtlpYtWxauX7/epU+fPvkJCQkOL7/88vkZM2bU2rdvn8O6detcoqKiil1cLEWvkSNHZowePTpk0aJFXnfddVf+4MGDcyIiIgwAtra2REZGGq7zRwVAkyZN9Lt27Tqak5Njs3jxYo9Ro0aFhoWFnYiJidHfyHVulozhI67qQqEBzzM/EOAUCkCSesa6gW5CTJcudP38WTZqN5CpT0ersSXKrSUumc/z+7RlfB24jP/0CPnrgM4JMqBzdZVbXMqz3+5l/NJDlJSZaFfPi/X3FZGx6E12/xFBN+d7cbPzRG8qZk/+ZsvsW++9Ze3YN+yuh/uTXmKZor2uMYwte49YOZEQQvyzC4UGBn65g/3Jubg72fK/Ea2l2CNua2G+OpaMaksdb2dSc0t4eNZ2jp+Txp3iJikasHcxW2VRbqwkcLF706XoioLZXDljog4cODB7xYoVHgaDQZk7d65neHh4SatWrf5SYHJ2vrECFUCnTp0Ktm/f7rJq1Spdo0aNij09Pc0tW7YsWL16tcuWLVtc2rVrV3Dx2KlTp6bt3bv3SM+ePXM3btzo0qxZs4j58+e7g6VLl5OTU7OrLa+88kqtivd2cHBQIyMjDR07diyeMWNGaqNGjUo++ugjP6qIFHzEVf1x+BwNikJxsHFCbyqm48vDrR3ppg157y3C3+3NnvzN6E3FuNl50s35XuJ+r4/T6kms7mOgzsUBnb+SAZ2ro20JF+j1yWZWHD6HVqPwbldP3lEns/HLY7QxDyNUVx+AM4UnONM8hwc/f+22mX3rZiSaLbN1BTqGYndsMUUyW5cQ4jZ0Lk/PgNnbOZaej7fOnu9GtqVZsMe1TxTCygI9nPj+6bY0rOXChUIDA2bv4EByrrVjCXHb2rFjx1+awcXFxTmHh4dfaukyaNCgXIPBoFm6dKnr0qVLvR555JHsa10zLCxMv2PHjr8MxrplyxZdaGioQau1dGjq1q1bQUJCgsOSJUs82rdvXwCWItC6detc9u7dq+vatWtBxfObNGlimDBhwvmtW7fG9+zZM2fevHneAKGhoaW7du06erVl9OjRmVfLazabMRgMVTaGiBR8xFUd3LuVUE0YAClFZwgIDbVuoH9J5+LCg5+/xpnoTM4UWrqehurq08b0OAfmH2O263SejHZCVWH2xtP0m7mVU+erbEwtcYsYjCYmrTjG4K92ci5fT5iXA+s6x1P6+2IKjg6ihVtH7G0cyS3NYoNhFR2nP0WPRwdaO/a/1uq5RzCYSnDU6mhY7Mdama1LCHGbSc4upv/s7SRkFuHv5sCSUW1pUOvOLbSLmsfHxVKkbB7sTl5JGY99tZO9STnWjiXEbWn58uUen3zyidfBgwftR48e7X/o0CHn0aNHX3qD6urqau7Ro0fuO++8E3D69GmHYcOGXbPgM27cuIwdO3a4jh07tvbBgwftp02b5vXNN9/4vPDCC5cGTm7dunWJq6ur6ddff/W6WNzp3r17wZo1azxKS0uV7t27FwIUFhYqQ4cODf7tt99cTp48abdq1SrnAwcOODdo0KAE/uzSdbWl4vg9zz33XMCKFSt0J06csNu1a5fjc889F7Br1y6Xxx577Jqvq7JIwUf8owuFBnzPrqa2YxAASU4pVk5UeXo89hgdpz/FBsMq8kqzsLdxpIVbR4qPDsB/58/80vYEHo42HE7N575pm1mwI5E7cYBzAfEZBfSdsY3ZGy2zcL0UaeClkunE/6ylh31ffBxqYzSXcShvNx6xTXns43etHbnS1GkcQWqxpdtzKPXYFRdn5URCCPGnpKxiBn6xg6TsYkK8nPi+vHuMEHcaNydb5j/ZmlZ1PCkwGBk6Zxe7z1bZ5zkh7hjjx49PW7JkiWfLli0jvv/+e6/Zs2efvnwsm8GDB2edOHHCMSYmpjA8PLz0Wtfs0KFD8Zw5cxKWLVvmGRMTEzFp0iT/sWPHpsXGxl4adFmj0dCiRYsCQO3Ro0chWIpAzs7OpsjIyGJXV1czgFarJScnx2bEiBGhkZGRkY899li9Ll265H300UdpN/N6MzMztU899VSdqKioyF69etXft2+f89KlS+OvZ0azyiKzdIl/9O2OszjP/5YWrp3IL8sh5O2uOOuq39TlKWfOcOiDZX+ZkSm+4CgFvuvYUesRFp+1vOYuDXyY8nATfF0crJxYXA9VVZm/PZH3fz+GwWimtqOZmaGrOL7Lg2aOrXHWWv7vSCtO5GzQefqPHWPlxLfGwpde5y6HnpSaDSziW15690uZresWkVm6Kpc866u3pKxiHv1yB6m5JdT1cWbRiDb4ucrzVdzZikuNPPXNHrYlZOFkZ8PXw1rSpq6XtWOJSnTLZumqARRFiZk/f37CkCFDcq2d5U53I7N0SQsf8Y9OxK0lyNYyO1dKyZlqWewBCKxTh94zx7DLZz9pxYloFBsauEbRqHA4zQ4d5auAZbhqy1h/IpNen2xm5ZFz176osKpzeXqGfr2LCb8cwWA081zQaZ7M/43SuNZ0cOmBs9aVImM+WwvX0uqzx6ptsQfgvjdHU2TMx05jT/3CUOnWJYSwusuLPYul2COqCSc7LXMeb0nHcG+KS00Mm7uLHaf/NrOzEEJUGSn4iCvKKjTgdXoXPg61Lev+Jdc4487Xf+wYWn32GFsL11BYlo+z1pX2Lt1xi+9CbNFqhngfJ7uolKcXxDF2yQEK9GXWjiyu4JcDafT8ZBOb4y8QpM3lU+c5RB020t1mAP5OIZhVEyfzD1J8nzMDpr9l7bi3nLunFynFZwEI0dZj3+4t1g0khKjRkrP/XuzxlWKPqEYc7Wz4cmgLOtf3QV9m5ol5u9kj3btENTdz5kzPf5q1KiwsLMLa+WoyadcvrmjV4TTCisPQuGnI0mfw6ORXrB2pygyY/jYHNm8hZdF+wl0iqe0UjI+5NicTDtHI52umlT3AkjjYlpDFBw83oX2Yt7UjCyCnqJQ3fznCrwfSsMHEy57rcEtyJNxuGK5ultleMvXpHHE+ymOfv2XdsFUszfU8DQA/xwB0JxZQZOgn3bqEEFUuLbdEij2iRnCwtWH2kBie+mYPW05dYNjc3Sx8qjVNg9ytHU2IW2LgwIG5HTt2LLrSPjs7OxVAVVUZTNIKbqiFj6IobymKol62HK+w30FRlBmKomQpilKoKMpSRVH8LrtGsKIoyxVFKVYU5byiKB8qiiKfPG4z8buXE+hQB4Bkw2krp6l60R070P3z59liv4nzJaloNbY0dmtOs6LhxObH87zjL2TkFjD4q51M+PkwxaUy3bU1rT6aQY+PN/HrgTRibE7yivE3YpKb0UV3D652HuhNxezO30T4u7157L23rB23yg2Z/Da5pRewUbSEFYWz9liGtSMJIWqY8wV6Bn+1k5ScEup4S7FHVH8OtpaWPm3qelJoMDJkzk4Op+ZZO5YQt4SHh4f5n2atql+//jUHXha3zs106ToC1K6wdKiw72OgD/AI0BnwB368uFNRFBtgOWAHtAMeB4YB79xEDnGLZBUa8Dl9Ei97P8yqGVN0zR0sc/A7b9LgvfvYkb+BYmMhLrZudHS5m05ZHXnZsIrWmsN8sz2R3p9ulj7aVpBXXMaY7/czYv4ezIWZjOdrRmRDd80AgpzrYlbNJBQcI7VtIX0//w86l5o71W9yyRkAgu3qcXT3KiunEULUJNlFpQz5ahdnLhQR4O7It0+1lmKPqBEc7WyY83hLWoR4UKC3FH3iMwqsHUsIUYPcTMHHqKrquQrLBQBFUdyAJ4ExqqquK2+yNRxopyhKm/Jz7wYaA4+pqrpfVdUVwBvAc4qi2P3TDRVFsVcUxfXiAtTcT21VYPWhFOoZLIM1Z+rTeGDUKCsnsi5nnY6HP3+DnJ5aTuYfwqya8HcKobfdw4zMdWa8uhB9VgoDv9jBGz8dptAgrX2qwuqjGdz9yUZ+3pvEQOUXxhYcpXPZ40S6tcBWY8cF/Tk2sY7OM0bSud9D1o5rdQV1LTMy+jjURnd0t7RKE0JUiXx9GUO/3smJjAL8XO1ZNKIN/u6O1o4lRJVxttcyd3hLogPdyCku47E5O0nOLrZ2LCFEDXEzBZ9wRVHSFEU5rSjKt4qiBJdvjwFsgTUXD1RV9TiQBLQt39QWOKSqasX+BCsBV+Bqgzm9CuRVWFJuIre4Tic3Lv6zO1fZGSunuX207tGDrp8/y2b7zWSUpGKjaGngGk0301DG5yUy1DSf73fE0/PjTWw6mWntuNXWhUIDz/9vLyPm7yGoYB/jDKt5qKgzHV3uxtXWgxJTEbvzNxH2bi8em/K2tePeNvqP/T8y9ekA1NOHsV66dQkhbrGSUhNPzdvD4dR8vJzt+PapNgR7OVk7lhBVzsXBlnnDW9HAz4WMfAODv9pJRn6NmY1bCGFFN1rw2YmlC1Yv4BmgDrBZURQXoBZQqqpq7mXnZJTvo/zPyz9lZFTY908mAW4VlsAbzC2uU3ZRKf7p2bjaeWAyG/HsHWntSLedwe+8QcTkB9hauJbCsjyctDpauXXmYWN/XivaQaP8tQz9eiejv9tPVqHB2nGrDVVVWRqXQvepG9l/6CBjjN/zXL6O3nYPUdspCJNq4mT+Ic53Lq3x3bf+SbLBUsANdAjl6K7frJxGCFGdlZnMPP+/vew6m42Lg5YFT7YmzFdn7VhCWI2Hsx0LnmxFsKcTSdnFDJmzk5wiGdpECHFr3VDBR1XVFaqqLlFV9aCqqiuBewB3oP+tCFfhvgZVVfMvLoB0fr1F1h48S90yS3eu9JJkOvW538qJbk8Ojo4MmP4WymP+HMmLo8xciqe9L92c7+Opgvq8YljBif2b6TZ1I0v2JKOqqrUj39ESMgsZ/NVO3liyk0cK5vJq7gXuVQYT7hKJRrEhvTiJbc5b6Pr5s7S/T/7N/hPb1r6YVRMe9j64HD1GSanJ2pGEENWQ2awy7oeDrD1+Hnuthq+HtaSxf80dD1CIi3xdHfj2qdb4udpzMqOQYfOki7UQ4ta6mS5dl5S35jkJhAHnADtFUdwvO8yvfB/lf/pdYT8VjhFWFL/hGwKdQgFIMkt3rmtp0Kw5PWe+xOE6pzhbeBJVVQl0rktvu4cZl6dleN7/+PCH9Qz4Ygcnzkmd8kbpy0x8vPok932yAZ+TX/J2wWH6mQcR7dYaextH8kqz2VK8hpafDebRN1+3dtzbXu9hwzlfkgZAPX1dNhxLs3IiIUR1o6oqE5cfY9m+VGw0CjMfa07LUE9rxxLithHk6cTCJ1vj7mTLgeRcnvt2L2Ums7VjCSGqqX9V8FEURQfUA9KBOKAM6FZhfwMgGNhevmk7EKUoim+Fy/QA8oGj/yaL+PdyikoJSDPjpHWh1KSnyZP3WTvSHaPPM0/TYfqTbNCs43z5+D5hrpH00Qzmnbwsmp2aSf/PVjLxt6MU6MusHfe2p6qqZVDmqRvZu3Y+r+Vt5UnjPbR16YqLrTt6UzF787fiPaY5Az+TcXpuRLLRUsgNcArlwPrFVk4jhKhuZm08zddbLf/PfPhwE7o2vPx7PiFEuJ8Lcx5viYOthvUnMnll6SFpDS5ENTRmzBh/RVFiKi516tS52tjFlU57IwcrivJf4FcgEcuU628DJmCRqqp5iqLMAaYqipKNpYgzDdiuquqO8kuswlLYWaAoyjgs4/ZMBGaoqiqDnVjZukNnqGO2DNacVpJEh+Y9rJzozjNk0luYzWa+e/Etomyb4W7nTaRbC+oZGxGVc5CdG36j9/7+vNgrioeaB6LRKNaOfNtJyCzknV+PkndyPcOKM2mixFBLZxm2q8xcyqnCo7j1rc/9PV6xctI7k0/vJhg3l+Fq64H3mXPoy0w42NpYO5YQohr4aV8qU/44DsDr9zaiX3MZclGIfxIT4sGMQc0ZuSCOpXtT8HW1Z3yvhtaOJcQdRa/XKw4ODrd1tTQsLEy/du3aExfXbW1tq/T+N9rCJxBYBJwAvgeygDaqql6ckmg08BuwFNiEpZtWv4snq6pqAu7DUiTaDiwE5gNv3vxLEJXl1Jqv8XcKASBZSbRymjuXRqPh0WnvEPR6Z3bnb6KwLB9HrTNN3dryGI/wcuoBdn33Fn2nb2DH6Sxrx71t5BSV8vavR3jhk6/peOA7XisO4G6nB6jlGIhZNZFQcIwj4Wfo8fkLtOrR09px71gd+vQho8Qy0WHdsnpsPJZq5URCiOpg66kLjP3hAABPdajDUx3rWjmRELe/bo38mNQvCoCZGxL4ZttZ6wYSVmNWzRSWFmqssZjV6+9S2KpVqwbDhg0LGjVqVKCbm1tTb2/v6DFjxvhfz7mKosRMmTLFp1OnTuEODg7NAwMDo+bOnetxcX+zZs0aPvPMMwEVz0lLS9NqtdrmK1as0AEEBAREjR07tnbfvn1DdTpds8GDB4cAzJs3zz0sLCzCzs6ueUBAQNSECRMuNS99//33fcLDwy+1qlmwYIG7oigxH3zwgc/Fbe3atasfGxvrD7B9+3bH1q1b13d2dm6m0+maRURENNq0adNNTzFpY2OjBgcHGy8utWvXrtKBu26ohY+qqgOvsV8PPFe+/NMxiVgGexa3kbziMgLPaXHQOaE3FdNp3JPWjnTHc/P0pO/n/+HsyePs+/hnGjg3wVnrSgu3DjQsi+LE8Z0sTVrEvKgnebl3Y8J8a+asUvoyE99sO8sf6/7g3tzTTDBHE+DcDLA8/FKKTpPkf56BU8ZbOWn1kWQ+QwB1CHAK4ee1C+nZ5DVrRxJC3MGOpuXz9II4ykwq9zWpzWv3NLJ2pOqjIAMyj4OiAVtHy2LvCm6BoFRRK2F9HuQmQW6yJYfOB5x9wdkHbB2qJkM11r9FEJkFBj5ceYK3fz2Cv7sjPRpLV8iaprisWNN2Udtm1rj39ke379PZ6a676rN06VKvkSNHZmzZsuXYxo0bdbGxsaEdO3Ys7Nu3b/61zp08ebL/G2+8kTp9+vSkOXPmeI0YMaJudHT0kebNm+v79++fNW3atFozZsxI1Wgs7VLmzZvn4evrW9azZ8/Ci9eYNWuW35gxY9InTpyYDrB582anJ598st6YMWPShgwZkr1hwwbd+PHjg728vIyxsbFZ3bt3L3z99deD09LStP7+/sYNGza4uLu7Gzdt2uQybty4TIPBoOzbt8953Lhx6QBDhw6tGxERUTxr1qxjWq1W3b17t5Otra0KEB8fbxcdHX3VLlmxsbHpkydPvjQ+cWJior2vr28TOzs7tXnz5oUfffRRanh4eJVN0afcif1FFUVxBfLy8vJwdZVZHyrDTztP4L1gC6G6+pwuOEanGSOtHanaObp7F2e/3kx9XSQONpYicZGxgPiiw+xyOoWh1UheuLsxgR43XUC+o5SZzCyNS+G3P36he2YyEUoTajsFA5YxfFKKz3DGK5lBb8lgzJXt8K4dOP9QiK3GnrVFyxkw9T3p1lUJ8vPzcXNzA3Arn1FS/AvyrK86RQYjqbkleDjZ4eNif0PnpueV8OCMrWTkG2hdx5P5T7bCXiv/n9y0zBNwZBmk7IFzB6Ew48rH6fwgpB2EtIe6d4F3eOVlKMyE47/CkZ8gfb+l4PNPajWBhvdBo/vAt3HVFaGqGVVVeW3ZIRbtSsbR1obvnm5Dk0D36z4/Pa+EAr0Rk1nFrKpoNRrCfHXYyNABla4ynvVxcXENtVrtH+Hh4YVOTk56gMLSwjui4NOqVasGJpOJuLi4S12UoqKiGnXs2DH/888/v2qzcUVRYgYNGpT57bffJl3cFh0d3TAqKqp44cKFSWlpadrg4OAmv/3228levXoVgqXVT9u2bQsuXjsgICCqcePGxatXr064eI3777+/TlZWlnbr1q3xF7eNGjUqcM2aNW6nTp06Yjab8fLyip46dWrS8OHDcxo1atS4b9++2V9++aVvZmbmwVWrVjnfe++9DbKzs/e7uLiYdTpds0mTJiW98MILf+uKUVZWxokTJ676oPTx8TH6+fmZAL7//nvXwsJCm4iICH1KSortxIkT/TMyMmyPHDlyxMPD46ZHay8uLnaIj4/XGY3GXjExMcevduwNtfAR1deplV/QxLEXAEm2yVZOUz01btmKxi1bcXDHNk58s436zhE4a11o6taWhqZoTm/YyqKdX1PSYThPdo0kwN3R2pFvCaPJzE/701j745d0yjUzRhuBr3M0YGnRk1p8ltNuZxk8bQJtrZy1uops1Yat8+cSogsj1FyXzcdS6dEk2NqxhBBVJC23hDlbzrAvKYek7GIuFP75RaOfqz0R/m5EBrjRr1kAod7O/3idQoORJ+btISPfQLivji+GtpBiz80oPA+HfoCD31kKLH+hgGdd0GjBWAJlJVCSaykEHVlmWQDqdYX2L0GdTjdXdFFVOPYL7P4Kzm6By7t4OHmBWxCgQtEFS2ZzmaUode4gbHgfPOpA1CPQdBB41rnxDDWYoii8+0Akabl6Np7M5Il5e1j2bDuCPP/5S8CEzEJ+P5jO8kPpHL/CTLDeOjt6Rdbi3ih/WtXxlOLPbc7J1sm8/dHt+6x17xs5vnHjxiUV1319fUszMzOva2Catm3bFlVcb9GiRdHhw4cdAfz9/Y0dOnTInz9/vmevXr0Kjx8/brd//37n2bNn/2WskebNm//lGqdOnXLo3bt3bsVtHTp0KJwzZ46v0WhEq9XSsmXLwvXr17v06dMnPyEhweHll18+P2PGjFr79u1zWLdunUtUVFSxi4uLGWDkyJEZo0ePDlm0aJHXXXfdlT948OCciIgIA1jG34mMjLzusYf79+9/qSjYunXrks6dOxfVqVMnat68eZ6jR4++cL3X+Tek4CPI15cRmOGMnYsDxcZC7nvjRWtHqtaatGlHkzbtOL5vP/u/WEWYUwQ6W1cauzWnvjmKxLX7+HXjIs61vJthvTpe9c32nURfZmJZXBJHf/qIFvkBvODQHFcXy1S9ZtVEUlECyX7neXTKq1LoqQLJnCWEMEu3rj/m0KOJzHYmRHWXklPMzA0JfL8nmTLTX1t4uzpoKTAYycg3kJF/nnXHz/P5+lM82iqY2G7hf2v5YzSZiV20j2Pp+Xjr7Ph6WEvcHKt2IMo7XsYR2DYdDi2xFE/AUtgJ6wFh3aB2U/BrDHaXvQ8o00NqHCRug7ObLUvCOsvi3xw6j4cGva4/R2ocrPwPJG3/c5t/M2j8IIR1B49QsNf99RxVtRSd4lfD8eWWe+ecgU0fWJaQDtDsMUsByEY+blwPrY2GGYOb88is7RxLz2f4vN18+1Rr/Fz/2m0uKauYF7/bx76k3EvbbDQKbo62aBTQKArFpSYuFJaycEcSC3ckUcvVgbcfiKBnRK0qflXiemkUDTfSrcqaLnZvukhRFMzmyok+cODA7FdffTXIYDAkz5071zM8PLykVatWfykwOTs73/DNOnXqVPDNN9/4rFq1SteoUaNiT09Pc8uWLQtWr17tsmXLFpd27dpdqppOnTo1bdiwYVnLli1zW7Vqldt///tf/6+++ur00KFDc2+mS1dF3t7eppCQEMOpU6durDntvyD/Aws2HTxDiMYyuGJa8Vnqe/W2cqKaoWGzpjSc2ZRzqclseW8eDewj8LD3oZ5LI+rRiIzdKezY/gHfBDtx38ARNA/2QLkDm0rnlZSxaEMcplXf0cgQTivn+7F3tbReKjMbOFsUT06Ynn6jR1s5ac3S7qWhGGYn4GDjhF+SEYPRJN/MC1FNmcwqH6w8ztdbzlwq9LSp68mjrYKp56Mj2MsJVwdbigxGjqXncyQtnzXHMtgcf4EFOxJZujeFJ9rXoUtDXxrXdsXRzoaJy4+x7vh57LUavhza4qotEcRlknbCxsmWIslFATEQ/ShE9ANnr6ufb+sAoe0tS+exkHPWUjjatwDS9sKiAdBkINzzATi4/fN1Cs/Dqjfg4GLLutYR2j5nKdRcq4WOooBLLWg+xLIYCuHkH7D/W0hYD4lbLMuOz+G+TyAw5np+MjWezl7L3GEteXDGVk6dL+Tez7bw2aNNaVfPG4BtCRd49tu95BaXodUotA/z5t6o2twd4Ye7k92l65SZzGxLyGL5wTRWHsngXL6epxfE8WirYN64rxFOdvIRUFjHjh07nJ9//vlLXaXi4uKcIyMjiy+uDxo0KHfMmDEhS5cudV26dKnXgAEDrjnDTVhYmH7Hjh1/qUpv2bJFFxoaatBqLf/Wu3XrVvDmm28GLVmyxKN9+/YFYCkCrVu3zmXv3r26MWPG/KX/bJMmTQxNmjQ5P2HChPN9+vSpM2/ePO+hQ4fmhoaGlu7atevo1fL4+Pj846DMeXl5muTkZPvatWuXXet1VRb5bRccX/45DzveD0Cyo8zYU9VqBQTx8OdvUFxUxE+vTSFMrU8txyD8HAPxI5DmmQUkTfkfM+0TqN3/Ce5p2fiO+GB+JDWXFV9PJTRdS0vbcPwc+0F5LbvImE9C0XG8H2xMl57PWDdoDRUcVo/Nxeup49KAEOqw7UQaXSKCrB1LCFHJ9GUmXly8j5VHLO9l29Xz4sVu4bSu+/eigrO9lhahnrQI9eTxdqFsS7jAlBXHOZCSx/T1p5i+/hQ2GoUQTydOX7C0qP94QFOaBXv87VriCkxlsGEybP4IUC0DIDe6H9q9AIEt/nZ4VkkWR7OOkpBrGarCQeuAvY09LnYuRHpHUsu5vLWGRyjc+1+46xXY+ilsn24p4iRug36zLWP9XC5lD3z3GBSkW9ajH4Wub4DbnxPkFJcVcyr3FMkFySQVJJFakIqdjR0BugACXQIJdAmkvnt9bG1sLS2Aoh62LHkpsH8RbJ9m6e71VTdo+aTl+o7ulfszrYZquTmweGQbRi2M4/i5Ah77aif/d3cDXB20vP3rUYxmlSaBbsweEkNttyt3/7e10dC5vg+d6/vw7oMmpq46yexNp1m0K4mdZ7L4bGAzIgOuUgwU4hZZvny5xyeffFLUtWvXwrlz53odOnTIec6cOWcv7nd1dTX36NEj95133gk4ffq0w7Bhw7Kvdc1x48ZldO7cudHYsWNrDxkyJHvjxo26b775xmfKlCmXxgpq3bp1iaurq+nXX3/1Wrx4cTxA9+7dC955550gQO3evXshQGFhofLss88G9e/fP6d+/fqGs2fP2h44cMD53nvvzYEb79I1cuTIwAceeCA3LCysNCkpyXbChAn+Go1GfeKJJ675uiqLFHxquEKDkdBMT7SuthSW5dH3LZkJyVqcnJ0Z9Ok7AHz/4Yd4n3EmxDkMJ60LDV2jaUg0md8dY+X85SS5ZdL1uddoHHSNbwGrWIG+jKXLfkSzbT911TD6OXXCztVS5VFVlQx9Cgmmk3R7fRQNat1r5bQiySaROjTA3zGYn3//gi4R71o7khCiEuUUlfLU/D3EJeZgZ6Phv/2juT/6umbPBaBdPW9+eq49Kw6f44e4FA6m5HGh0HCp2DOuVwPuiap9q+JXL9lnYOlTkLrHsh79qKVA4xF66ZA8Qx6bUjaxMWUjBzMPkl6UDqqKsx5MGjDYglphHJYAXQAxfjG0qd2GnqE9sXP2hrvftQyivGykpeXP3Hug2WBo+hgEt7G0zNk7H5b/H5hKwbsB9J0FAc0BMJqNbE/bzm+nf2N98npKjJaeFI4GFb8cUBXIdoECR0BRcNI60da/LR0DOtIhoAN+zn6WGcQ6j4WYYbDqdUvxafdXcOw3GPg/ae1zHUK9nVn2bHte/+kwS/em8OHKS+Pj8kBTf6Y81OS6J1uw19rw6j2N6FTfhzHf7+d0ZhH9Zm5jwROtrlj4FeJWGj9+fNqSJUs8x48fH+Lt7V02e/bs0zExMfqKxwwePDhrwIAB4S1atCi8ntmsOnToUDxnzpyEiRMnBnzyySe1fXx8ysaOHZsWGxt7qXWQRqOhRYsWBRs2bHDr0aNHIViKQM7OzqY6deroXV1dzQBarZacnBybESNGhGZlZdm6u7sbe/funfPRRx+l3czrTUtLsxs+fHjd3NxcrYeHh7Fly5aFW7ZsOe7v719lU7PLLF013PLdx/FesJsAp1BO5B+g2+fPWzuSqODUkSPs/3wpoTZh+DkGXurSZVbNXNCnk1J6lhTXLHqOfoV6tazz0DYYTSxbOB/TngSC1BBqOwbhqP1zvIEiYwEpxae5EKJnwPiXrZJRXFlGehr5Uw/iaOPM5oJVPPzZ29jaaKwd645Vk2fpUhTlFWAS8Kmqqi+Vb3MAPgIGYmnftxJ4VlXVf5h26G/XlGf9v5CSU8zQr3dxOrMIFwctXw5tQZt/+eFOVVUy8g0cTMkFoEdjvzuyq3GVO/YrLHsGSgvA3g36fAKR/QDIL83njzN/sDpxNXvO7cElv4ymp1VCM+zxy6+FrswXk70XmI3YlOqxUctQVAMXnM5wwj+P44EKp2uDt0stnox6kn7h/bC3sQdDAfzxCuxb+GcO92DwjYCTKyzrDe+zFHvsXdAb9cw7Mo9FxxeRXZJFvXRod0yhXrY/jgYfDPaeFNZyxwYz9jkGbEoKMasFZDmlcjTwPIfqKGS4Q6R3FN1CutEjpAchriGW+5zZBL+NhqxToHWAB2deev3i6lRV5fs9ybzx8xHKTGbG9mzAM53r3fTvXU5RKS9+t59NJzNxddDywzPtqO/nUsmpq7dbNUtXTaAoSsz8+fMThgwZkmvtLHe6G5mlSwo+NdzHr79Iv9IHsdFoWc9qhkx+x9qRxD9Y9tlnOB4z4e8Qgqe9z1/25ZZeIEOfSopNKu7tG9On/2NobuFsDOeysvn5g8nULvDEz8YfH4fa2Nn8OahgqdlAWnEiSdqz3PfW/+Hq7n7Lsoh/Z+NzX1DPpRGJhfGYn7ubjo0CrR3pjlVTCz6KorQEvgfygfUVCj4zgXuBYUAeMB0wq6ra/jqvK8/6m1RkMPJA+Rggtd0c+OaJVvKhzlr2fA2/jQFUCG4L/b7A7BbInnN7+PHUj6w5u5rAFAMt4+0Iy6hPce0Qit1NeBU74aa6o7NxxclGh0k1UmYuo8xswKDqybA5zwV3E/4JWlwzz7An5CC/twQnT19GNhlJ/wb90SgaOLvVMq7O0Z+htPDPXF3+Ax1fRlUUVieu5qM9H1GWmkq3AyrRyfXJ8quP3teEf4k3rhoPXLRuuNi6AQoGs55Skx6D2UC+MZs02wxKMONzOpNk1+PsDc/nSLBCPZ+GPB39NN2Du6OUFsIPT0L8Ssv973oNOo+TadyvU3J2MUWlRhrW+vf/F+rLTAz+aidxiTnUdnPgx2fb/WPXMPF3UvC5eVLwqTwyLbu4LiWlJkKyfbBx1ZJfmsPDE1+xdiRxFX1jYy/9/btJk3FNssPfPhhPe1/c7bxxt/OmAdGY9ho5sGMJF0rPcV5zHlOwEwNefBl7e7urXP3qjhzYz475i/Ep9sDLxgdPex/ute0DFd536E3FpJckk6ok0+7FwXQI6/5vXq6oIsm2SdSjEbUdg/j1lxl0bDTJ2pHEHURRFB3wLTACeL3CdjfgSWCQqqrryrcNB44pitJGVdUd1shbE6iqymvLDnHqfCG+LvbyYc5aVBU2/RfWT7SsxwyHe/7Lsdx4Jvw2kAunj9L5sD3jMqJJa+xJgL0LtUID8HWsjbPW9S/P1yuJAIylZWT5ZpDh5oGLRwCv/pzDodq7+DRrImuT1vJeh/fwvTi48z3/tbTsiV9jaV0T3oPE/ETe2f4O+5N38uB2GxpndSOlgRYb+wBiHOvgbucNV3jr4EjFWcPqWrKYy8iudx5daRQueen0WFeKofQ4046OZm5UE0bHjKblo4tg9ZuWMYY2vA/ZCfDA5zKL13WozEHRHWxtmPN4Cx6auY2EzCKGfb2b70e1lVn2xL8yc+ZMz//7v/8LudI+f3//0lOnTh2p6kzCQlr41GCr9p7EY95uajsFcyx/Hz0+j732SeK2s+rbbyjcmkxtmyB8HGrhYPP3NwVFxgLySrMpMOZSQB752kLsQj1p3r0H9Zs0vXTcxl+WkrB5N44ldriZXHG18cDV1h1XWw+0mr++ETCrZrIN5zlfmsZ5x0zufW00Hl7SF/xOk5t1gfOTduOk1bGlYA0PfzYBrXTruik1sYWPoijfANmqqo5WFGUDsF9V1ZcURekKrAU8VFXNrXB8IvCJqqofX+Fa9lwa2h0AFyBFnvU3ZsGORN746TA2GoVFI9rQqo6ntSPVPGazpTvVrtmW9U7j0Hccw+cHZ/L7tm8YuLEOJXXCCCh0J8i2Dn6OAWiUP8djMakm8ktzKDTmU2TOp8SmBEVV0Jq12GKHk8YZb4daONr8WXgxmPScKjzCEfc0Qg/ksDx6OyejPXir3Vt0C+72t4hbUrcwbsNYGh/K5759TUhpEkCMPooAp1BLyyDApBq5oD9HvjGHQk0BmgBntE72lKTnoBSZsTfa4aH1wdveD3ubvxYVi42FZJSkcsT+OJqkE/zY9gzhTbswod0EvI8uh+VjwGyEyIeg7xdS9LGClJxi+n2+jfMFBtrW9eLbp1rf0tbh1YW08LmynJwcTWpq6hWrhnZ2dmr9+vWvORaPuH7Swkdcl6NLZ9DXsS8A5zyqbKBwUcnuHvw4DLb8vbioiKWTP8AtyxFvTS087D1xsfXAWeuCs9YFqFB4Pw/8r4DEb9djNFtmBqxn40s9m3tB97fbUGYuJceQSXZZJhc0mYTc04K29zxyy1+fuLXcvbzZX5xImGsEwZo67D6VTtsGAdc+UdR4iqIMBJoDLa+wuxZQWrHYUy6jfN+VvApMqLSANdCB5Fze/dUyW+z4Xg2k2GMNqmopZsTNtaz3msL+um1446eHiF6TTV9ddxr4NSJIqYvW7c/PRnml2Zw3pJPnkk+HZwcSEhJ81dsYjUZ2LVhKXlwKIXbhuNp5EOEWQ5gxgvjgQzQv9KHJT2sZX/AiHcK682DYg7QPaI9W0TL3yFxmbv+YESs9KAt6AMe6vtynNEHrbMlzQX+OFONZIobfTUxMl2u+5LLSMtbPWUDZoWx8tf74ONTCSauzzAKphpNSKxJz6mGMu48wNPVh3u35ETH9F8D3Q+HwUstsZX1ng+b2n4G0Ogn0cGLe8FY8Mmsb209nsWBHIo+3C7V2LHGH8vDwMHt4eFz37FWi6kjBp4YyGE2E5Phi42pDXmk2Q6a+Ze1IohI4OTsz5N23/7Jt07IfSVq/B48yT1w0rjhrXdHZuuBk44KiKNgoWmwqfLNWajZQbCygyFhIvjGHXCUXvYeRXi88Sx2/f/qcJu5kyQ6phBFBbccgflk6nbavSbcucXWKogQBnwI9VFWtrG8nJwFTK6y7ACmVdO1qL7e4lGe/3Uupyczdjf0Y0bGutSPVTGveKi/2KNB3Nr/qnPh63nD6HG5DbedONNbEYO9iGfOuoCyXlJKzaJu70eWpoUTcwG20Wi3thg+A4VBWrGfFfz4jTNMQV1sPIt1bUkt/jk3Bel5Zmsj37dfwQuIaPBw8qeNWh8T4OMauDEdfryGdNO3QWVorkKlPJy0om3v/bxRNbyCLrZ0tdz/zxKX1rNQ0Nn76DYH6IPydQgjW1SNQrUOyd2M0ew7yXtoT3H/faB5/eC7KD8Pg0BJL0efBmVL0qWKN/V15pXdD3vj5CFP+OE63Rr4EelRe9zEhhPVJl64aav2BU+jm7KK2UxBH8/Zy98wXrR1JVLGTB/dzdNd28tPPYyrUgxG8I+vQZ/hIa0cTVaywoIDUtzfhrHVle8E6+k17Extp1n3DalKXLkVRHgSWAaYKm20AFTADPYE13ECXrivcQ571N2DskgMsiUshxMuJX57vIONxWMPmqbDW8qWL+b5Pma7J59iiBTQ3dqE1rfG09wUsEy3EO8dz/1v/h41N5RU4yor1rHxlGhEOzbDV2FNq0rO3cDtFhXq8zh1jb/BJkr2hS3xHXPxCiXZtg0axodhYyLGyg9zz3zHY2lbuv5ufJ31M7XQf/J0sLYyLjPnsKN3MceNmDI+0YpJvR+yXjrB072r6GDwwXQZyrmJms8qAL7az+2wOner78M3wljL73lVIly5xO5AuXeKaDn0/nQcdHwTgvE+uVbMI66jfpOlfxu8RNZfOxYXU4kTqu0YRpKnDvjPnaFGvtrVjidvbWiDqsm1zgePAFCAZKAO6AUsBFEVpAAQD26suZs1wIDmXJXGWxlBT+zeVYo817P7qUrGnpPtb/Cf/AF4LD9HNoQ8tdB3QamwpNRs4VrifuyaPJNK1b6VHsHVy4L7PxrJ18Q/odoKXvR9t3LqQbptMss4BZ696NM+1JbB2Heq6NAIgueg0wS+054H6vSs9D8ADr44GYOmED4gobIzO1o0uNr2pnV+bU3N3Edv/N6b2nYnzj6Ng/0Jw8YNub96SLOLKNBqFyQ81ofenm9l0MpMf96byUIzM2ClEdSEjc9ZApUYzwdm+aBQbckuzeOwdGTJBiJou1SkdgFqOgWxdNM3KacTtTlXVAlVVD1dcgCIgq3w9D5gDTFUUpYuiKDFYCkLbZYauyqWqKm//apn8pF+zAGJCPKycqAY6sgyWvwxAcYfRjM4+QL352bR16Esb1y5oNbZklKRwoXMZ937+Ms63uMVa+4EPU//tXhzPP4CqqtR2CqKVWxceKr2Hu+zbUtelEaqqcqQgjhZTBxFQP+yW5gF46O1xaAbXJqkwAY2iobFbc1p79KHJcieeO7mU3N7lXYk3fwQ7v7jlecRf1fPR8VL3cADe+e0omQUyFIsQ1YUUfGqgHccTCbSrA0BqyVnrhhFC3Bb6ThhHYVkeWo0t/ukO3IndfcVtZzTwG5YWPpuAc0A/qyaqhn7en8bepFyc7GwY37uhtePUPGe3wo8jAZXiFsMZXXiGyNUutHbtSX3XJgCcLDhEo4n30ereW9OK5kocXXV0//x5khqlczz/AAVluWg1trjYelBmLmWPcRs9Z7xU6V24rqZ+8xjaTnucPYVbKDOX4ucYQCeHbrTc6M8LJ37jfEdLayBWjIMjP1VZLmExomNdIvxdySspY+Lyo9aOI4SoJFLwqYH2L/oUXwd/AC74Flo5jRDidqBzcSGtJBGAIE0oB5MuWDmRuNOoqnqXqqovVVjXq6r6nKqqnqqqOquq2k9V1XNWjFjtFBmMTFpxDIDnuoTh5+pg5UQ1TOYJWPwomEopbnAPo8suELXOg87aLtRyCsJoLmN30Ra6zngWJxcXq0RsP2wA3T9/ngYf3svJoHgOF+zhdP0U+n70ilXyKIrCg9NfZZ8uDr2pGA97b7rZdqNDXANePrOdC80HAyr8OMJSTBNVxtZGw5SHLEXKn/encfxctR6KTogaQwo+NYzRZCYkxw+NoiHHcIHBb79u7UhCiNtEqpPls3gtx0A2LvzEumGEENc0c0MCGfkGgjwdebJDHWvHqVkKzsHCh0GfR3FgC8bYKjTZ4EMX7V142PugNxWz1zWOvtNetXZSADQaDV2fe4JeM0bT7anHrR2Hfm+OI75eMoVleehs3ehm24O7DkUz9kISuQ16gakUFg+CC/HWjlqjRAa4cW8Tyxh+H68+aeU0Qtz5AgICohRFibl8GTJkSHBVZZCCTw2z52QKgbahAKTqz1o1ixDi9lKxW1ftNHvp1iXEbSwlp5gvNp8G4D/3NMbBVqazrjKGQvj2EchLotSzLuPd/GmytRZdtV1ws/OyzHrlf5J+r4+1dtLbWu9RT5F1l5kcQyYONk7cZX83nQ40ZmyZgYKA5qDPhW8fhiJpcVqVXuoWjqLAyiMZHE7Ns3YcIa5Kr9ff1lPK7d69+1hiYuKBi8uyZctOAgwYMCCnqjJIwaeG2b3gY3zKu3Pl+JdYOY0Q4nZyebeu42lV9iwSQtyg2RtPU2o007auFz0j/Kwdp+Ywmyzdjc4dxOjkzeshzWi81Yeumm642HpQZMwnISyZPqNfsHbSO0L7PvdjNzSETH06dhp7Otv1oG1cfcY5eVHsHgw5Z2HRo1Am71mrSrifCw9EWz4rSCufqqOazZgKCzXWWFSz+bpztmrVqsGwYcOCRo0aFejm5tbU29s7esyYMf7Xc66iKDFTpkzx6dSpU7iDg0PzwMDAqLlz516aaaBZs2YNn3nmmYCK56SlpWm1Wm3zFStW6MDSYmbs2LG1+/btG6rT6ZoNHjw4BGDevHnuYWFhEXZ2ds0DAgKiJkyYcOnB+P777/uEh4dHXFxfsGCBu6IoMR988IHPxW3t2rWrHxsb6w+wfft2x9atW9d3dnZuptPpmkVERDTatGmT03X/kCrw9/c3BgcHX1p++eUX96CgIMM999xTcDPXuxkyLXsNYjarBOf6onHVkGPI5NHJr1k7khDiNpPqdI76NKGWYyDLF0yl0SsTrR1JCHGZC4UGvt+TDEBst3AU5bb+grN6Wf0mnPgds4097zbqSuhaHV1suqKzdaWgLJfUpnn0HjLS2invKA2axXBchQvzT+PtUIvOdj0w71rNa21s+FCfh23KLlg2Ch6eCxr5rroqxHYL55cDaaw9fp79ybk0DXK3dqRqz1xcrDnZomUza9y7/p7d+2x0uuuu+ixdutRr5MiRGVu2bDm2ceNGXWxsbGjHjh0L+/bte82BnyZPnuz/xhtvpE6fPj1pzpw5XiNGjKgbHR19pHnz5vr+/ftnTZs2rdaMGTNSNeW/6/PmzfPw9fUt69mz56WBZ2fNmuU3ZsyY9IkTJ6YDbN682enJJ5+sN2bMmLQhQ4Zkb9iwQTd+/PhgLy8vY2xsbFb37t0LX3/99eC0tDStv7+/ccOGDS7u7u7GTZs2uYwbNy7TYDAo+/btcx43blw6wNChQ+tGREQUz5o165hWq1V3797tZGtrqwLEx8fbRUdHR1zhpV0SGxubPnny5L+NWajX65Vly5Z5Pv300xmaKvy/TAo+NciBM+kVunMlEmXdOEKI21DfCeNIeWsjOls3fJPtrB1HCHEF87aexWA0Ex3kTpu6ntaOU3PsngPbp6MCHzXtg+9qZ+6y7YLO1o3CsjzOxRTSfdBj1k55R2rYPIZjJhNZ3ybh5eBHF7vusH01b3Wy492jK9Ac/QnW14Nub1o7ao1Q10dH32aBLN2bwserT/LNE62sHUncRurXr1/y0UcfpQNERUUZZs+e7bt69WqX6yn43HPPPTljxoy5APDpp5+mbdiwwXXq1Km+CxcuTHr88cdz3njjjaBVq1bpevXqVQiwZMkSrwcffDC7YoGkTZs2BW+//XbGxfX777+/Tps2bfI//PDDdIAmTZoYjh496vjZZ5/Vio2NzWrRokWJm5ubceXKlS7Dhw/P2bZtm8szzzyT8eWXX/oCbNy40cloNCrdunUrAkhPT7eLjY0916xZM/3F13jxXqGhoaW7du266jR2Pj4+xittX7hwoXtBQYF21KhRWdf6OVUmKfjUIFvmfcwDDvcBkF2ryMpphBC3I0u3riTq20YRpAklISOPen5u1o4lhChXaDAyf/tZAJ7pXE9a91SVU2vhd8uYPHOa3I/Dakc6a+/C1daDImMBZyMy6TVouJVD3tkatWzFYaOR7O/T8bT3pbN9N0ybV/Fhl3sYt/9nlM0fgXcDiB5g7ag1wovdwvlpfyobT2YSl5hNTIgUl28ljZOTuf6e3fusde8bOb5x48Z/6WPp6+tbmpmZaXs957Zt2/YvH0JbtGhRdPjwYUewdH/q0KFD/vz58z179epVePz4cbv9+/c7z549O7HiOc2bN//LNU6dOuXQu3fv3IrbOnToUDhnzhxfo9GIVqulZcuWhevXr3fp06dPfkJCgsPLL798fsaMGbX27dvnsG7dOpeoqKhiFxcXM8DIkSMzRo8eHbJo0SKvu+66K3/w4ME5ERERBgBbW1siIyMN3IR58+Z5d+rUKS80NLTsZs6/WdIusoZQVZXgC55oFA25pRcYNEFm5xJCXFmqUzpgma1r5TdTrZxGCFHRop1J5OuN1PVx5u7GMnZPlcg8CUuGg2ri54ZdKFrnRGebrrjbeVFiLORk6Fl6PSHFnsoQ2bYdpr6+5JZewNHGmbtsu+GywZOvInpaDvjleUjaad2QNUSwlxOPxAQClhkBxa2laDTY6HRmayzKDXYvuti96VJ2RcF8A+MAXc3AgQOzV6xY4WEwGJS5c+d6hoeHl7Rq1eovBSZnZ+cbvlmnTp0Ktm/f7rJq1Spdo0aNij09Pc0tW7YsWL16tcuWLVtc2rVrd2lMnalTp6bt3bv3SM+ePXM3btzo0qxZs4j58+e7g6VLl5OTU7OrLa+88kqty+9/8uRJu+3bt7s+8cQTVT4KvRR8aoijyRcIsA0BILUk8RpHCyFqsoqzdfkkysw/QtwuDEYTX22xzMw1qlM9NBpp3XPLFWfDogFgyGNzcFNObHKnk7YrnuVTrx+udZw+zz9r7ZTVSrNOHcntBAVluThrXbnLpiuGzT78GNb2z+nac5OsHbNGGNGpLgBrj58nObvYymlEdbBjxw7niutxcXHO4eHh+ovrgwYNyjUYDJqlS5e6Ll261OuRRx7JvtY1w8LC9Dt27NBV3LZlyxZdaGioQau1dGjq1q1bQUJCgsOSJUs82rdvXwCWItC6detc9u7dq+vatetfBlFu0qSJYcKECee3bt0a37Nnz5x58+Z5w59duq62jB49OvPyjLNmzfL29PQsGzBgQO71/7QqhxR8aoj1X32Ar6NlAPVM32t2rxRC1GAXu3WBZbaulOzCa5whhKgKP+9LIyPfQC1XBx5odl2Tooh/w1QGS4ZB9mkOeQazYa83d2m74+PgT5nZwD7dfvq+PNraKaulDg/2JTHiAkXGAlxtPehs043EHUFsrt0Qii/A/waCocomuamx6vno6BjujarCgh3yhbH495YvX+7xySefeB08eNB+9OjR/ocOHXIePXr0+Yv7XV1dzT169Mh95513Ak6fPu0wbNiwaxZ8xo0bl7Fjxw7XsWPH1j548KD9tGnTvL755hufF1544dLAya1bty5xdXU1/frrr14Xizvdu3cvWLNmjUdpaanSvXv3QoDCwkJl6NChwb/99pvLyZMn7VatWuV84MAB5wYNGpTAn126rrb4+fmZKuYzmUwsXrzY65FHHsmytb2unm+VSgo+NURgpgcaxYbc0iwee1sGvBNCXF2qUxpg6da1fN6nVk4jhDCbVWZtsnSreLJDHey10vrulvvjVTizkWQHF/6XFExX7sXfKQST2chudRuPTBhv7YTVWq8nhnPc/xR6UzEe9j50tunOlsP1OOpeC84fgR+fhkrqRiL+2eNtQwH4bncyJaWmqx8sxDWMHz8+bcmSJZ4tW7aM+P77771mz559OiYmRl/xmMGDB2edOHHCMSYmpjA8PLz0Wtfs0KFD8Zw5cxKWLVvmGRMTEzFp0iT/sWPHpsXGxl4aHFmj0dCiRYsCQO3Ro0chWIpAzs7OpsjIyGJXV1czgFarJScnx2bEiBGhkZGRkY899li9Ll265H300UdpN/uaf/75Z9f09HS7UaNGVXl3LgBFVdVrH3WbURTFFcjLy8vD1dXV2nFue6fO5ZDz/gpqOwVxNH8vd3/+orUjCSFuc4UFBaS+vQlnrSvbCtbSf8Zb1o5028vPz8fNzQ3ATVVVaUr5L8mz/q82nszk8a934eKgZfur3dDZy7wbt9TuObB8DHkaG942N6fP+YcId43ErJrZWbKJRz57w9oJa4wlb0+mRVELbDX2pBSd4TeHJTzjsZuA0hLoNA66/sfaEas1k1nlrv+uJzm7hMn9ohjYKtjakayqMp71cXFxDbVa7R/h4eGFTk5O+mufUT0oihIzf/78hCFDhuRaO8udrri42CE+Pl5nNBp7xcTEHL/asdLCpwZY9cWUS925MrzyrJxGCHEn0Lm4kFr8Z7euzPwa835EiNvS4l2W38eHmgdKsedWO7sVVozDoMC7zs3pntGbcNdIAPYWbpNiTxV7ZMIr7DJtw6SaCHSuQ4/iPkwtiiBPo4FNH8CRZdaOWK3ZaBSGtLGMA/rN9kTuxMYCQtRkUvCpAWqfc8FGsSGvNJsh70p3LiHE9Ul1SAGglmMQP8+fZuU0QtRcmQUGVh/NAGBgqyArp6nmcpPg+6GYzUYmeUXTJqEzTdxaAXA4fw8PznjVygFrpgEfvUlc0RZUVaWeSyPuzu7D+07NKANY9gykH7B2xGqtf4sgHGw1HEvPZ09ijrXjiNvQzJkzPf9p1qqwsLAIa+eryeQromouNaeIQG0oAGklichvmxDiet3/xstkvLcdJ60LumMyOKYQ1vJDXApGs0qzYHca1pLubbdMabFlBqjiC8z0DqPe8Y60dOkAQELBUbp9+ryVA9Zs/aa/zm/PfkhT1zZEuMVQklDElEZ6/pN9BGXRIBi5AXQ+1o5ZLbk72fFg0wAW705m3raztAz1tHYkcZsZOHBgbseOHYuutM/Ozk4FUFU1rmpTCZAWPtXeL7P+7M51ziPrGkcLIcSf3Dw8SLvYrUupQ15JmZUTCVHzmM0qi3dbfg8fbVmzx864pVQVfn4Ozh3iJzc/7OK70t6pCzaKlpSiM8RMehRrzK4i/uq+z8dyIv8gAM1d21PnZFe+8gyF/BRY8rhlZjVxSwwtH7x55eFznMuTbt7irzw8PMz/NGtV/fr1rznwsrh1pOBTzfkm22KjaMkvzWHg269bO44Q4g6TbJsMQG3HQH5ePMfKaYSoeXacziIxqxidvZb7omtbO071teVjOPIjux2cSEnsRWfbLthp7MnUpxPwQht0MnD4baP9f58gqSgBjWJDO6e74NTd/O7iCYlbYeVr1o5XbTX2d6VVqCdGs8qSPcnWjiOEuE5S8KnGsgr0BNqEApCmT5JvpoQQN+zeN16kxFiInY0DtntSrR1HiBpn0W7LB6sHmvrjZCc98W+J+DWw9h0StVo2pt9DZ6ULTloX8ktzMPXxJKh+fWsnFBU4ODlSZ2wXzpekYauxp7NdV84k9WG/nR3s+gL2LrB2xGqrf0vLGGLL9qXK4M1C3CGk4FONLfvqI/wcAwBI12VYOY0Q4k7k6e1LWonlA2eQEkpJqcnKiYSoObKLSll5+BwAj9bwqZBvmawEWPoEeRqFubntuEvthoe9N3pTMafDU2nRrbu1E4orqB0cAg/4kFeajZNWR2ebrqw+34c0rQ0sHwPJu60dsVrqFVkLR1sbTl8oYn9yrrXjCCGugxR8qjG3eCNajS2FZXn0e3O8teMIIe5QKTaW8UNqOwbx8w//s3IaIWqOH/emUGoyExXgRmSAm7XjVD+GQlg8mDJ9Hh8aGtK15H5qOQVhNJexx24P9z3zjLUTiqto3rUriY0zKTEW4W7nRRdzd2blt6PIXAbfD4EC+bKzsunstfSKrAXAj3ul1a8Qd4J/VfBRFOUVRVFURVE+qbDNQVGUGYqiZCmKUqgoylJFUfwuOy9YUZTliqIUK4pyXlGUDxVFkXbKlahAX/Znd66SJJx1OusGEkLcsbqOHYneVIy9jSPGbcetHUeIGkFVVRbtKh+sWVr3VD5VhZ+fRc08xqcOwbTPfpi6Lg1RVZU9JVsZ+N5/rJ1QXId7nnqKvQ5xGM1l1HIKonvRA0wpC8dUkG4ZxNkoY8VWtn7NLb0Hfj2YhsEorX6FuN3ddMFHUZSWwNPAwct2fQz0AR4BOgP+wI8VzrMBlgN2QDvgcWAY8M7NZhF/t3TeTGo5BgKQ6pBm5TRCiDtZ7aBg0ost3bqC1VDKTGYrJxKi+juSlk9CZhH2Wg19ZLDmyrf1Ezj6M985uBGU1I9I15YAHMzfzcPT3rBuNnFDBkz8D3tKtqKqKnVdGtImawCfO9SCpO2wSgp3la1dPW/8XO3JLS5j/fFMa8cRQlzDTRV8FEXRAd8CI4CcCtvdgCeBMaqqrlNVNQ4YDrRTFKVN+WF3A42Bx1RV3a+q6grgDeA5RVHs/uF+9oqiuF5cAJebyV2TOBzKwlZjR7GxgAfffNnacYQQd7gUTSIAtZ2C+GPV71ZOI0T198sBy5c13Rv54eIgky5UqoT1sPYdttk7UJQ+kNa6ziiKwumCY/Sc9qK104mb8PC0NzhUYBm3J8q1Fb5Jj/KzvbNlEOf9i6ycrnqx0Sg82MzSyufHvSlWTiPE7S0nJ0fzxBNPBPn7+0c5ODg0b9asWcONGzc6VWWGm23hMwNYrqrqmsu2xwC2wKXtqqoeB5KAtuWb2gKHVFWt2LF2JeAKRPzD/V4F8ios8r/LVejLTAQpoQCkFSfh4u5u1TxCiDtf2+cHUWrS42jjTPbvW60dR4hqzWxW+bW84NMn2t/KaaqZ3CT44QnO2mjYlzGAjrZd0GpsyShJIXLCg2i1MsLAnarHp7GcKTiOoii01nUiM30wB+zs4LeXIG2fteNVK/2aWXoRrD9xnuwi6TYnrEev1yvWznA1jz32WOimTZtc58yZc2bPnj1HunTpkn/ffffVP3PmTJV9k3PDBR9FUQYCzbEUYS5XCyhVVTX3su0Z5fsuHnP5KGoZFfZdySTArcISeGOpa5afv5tP7fLuXCm2UhsTQvx7oQ0akV5i+f8kxBSC2SzTsQpxq+w+m016nh4Xey13NfCxdpzqo0wP3w2hQJ/Dd1m96KTchZNWR15pNjYP1cbT19faCcW/YGtrS8SEB8goSUWrsaWTXRc2nn+Ec2oZfDcUirOtHbHaaFDLhcgAV8pMKr8dlKEjKoOqqpSWGDXWWFT1+t/TtWrVqsGwYcOCRo0aFejm5tbU29s7esyYMdf1zYSiKDFTpkzx6dSpU7iDg0PzwMDAqLlz53pc3N+sWbOGzzzzTEDFc9LS0rRarbb5ihUrdAABAQFRY8eOrd23b99QnU7XbPDgwSEA8+bNcw8LC4uws7NrHhAQEDVhwoRLYwi///77PuHh4ZcalixYsMBdUZSYDz744NIDtl27dvVjY2P9AbZv3+7YunXr+s7Ozs10Ol2ziIiIRps2bbrhVjmFhYXKypUrPSZOnJjSu3fvwsjISMPUqVPTgoODDR9//HGVPdxv6GsMRVGCgE+BHqqq6m9NpL9TVdUAGCrkqKpb35GMOxKw04VRYiqi52svWDuOEKKaSFETCSGM2k7BbNqxnbvatbN2JCGqpYvduXpG1sLB1sbKaaoJVYXf/w9T+n4+Lo6mp6kXHk4+6E3FJNRL4/5OD1g7oagEnr6+nH7Am/zlObjaenCXqRtf52Qy2rwax6VPweAloJHfqcrQr1kgh1OPsnRvKkPbhlo7zh2vTG/SfDl6UzNr3HvEx5322Tlqr3uAxqVLl3qNHDkyY8uWLcc2btyoi42NDe3YsWNh375986917uTJk/3feOON1OnTpyfNmTPHa8SIEXWjo6OPNG/eXN+/f/+sadOm1ZoxY0aqRmNplzJv3jwPX1/fsp49exZevMasWbP8xowZkz5x4sR0gM2bNzs9+eST9caMGZM2ZMiQ7A0bNujGjx8f7OXlZYyNjc3q3r174euvvx6clpam9ff3N27YsMHF3d3duGnTJpdx48ZlGgwGZd++fc7jxo1LBxg6dGjdiIiI4lmzZh3TarXq7t27nWxtbVWA+Ph4u+jo6H/qlQRAbGxs+uTJk8+VlZUpJpMJR0fHv/xsHRwczDt27KiyIWputIVPDOAL7FUUxagoihHLwMyx5X/PAOwURXG/7Dw/4Fz538+Vr1++nwrHiJtkNJkJJhSA9OJkfPwu/1ELIcTNaTy0F2XmUv6fvfsOi+pM2wB+vzPDFKbQe1UBlaYIWAArGNSYRFOM0QTNZnVjCt/CxpJiNG6KJtE1Jm50s64t3SUma4wRjYoiYu8VQUUE6Z2ZgZk53x+HMWhUisChPL/rOhfMzCn3kAgz77zP+yglalz5/keh4xDSJdUZTfjldB4A4LH+VM7Vao6tB45/iVXMARFVk+Bm6Q0jZ8AR0UE8+jK1X+9KwkbF4KL7VeiNOtjKHDGybjz+oe0FLvM3IGWJ0PG6jEf7u0IsYjh5vQyZhVWNH0C6DD8/P+3SpUvzgoKC9K+88kpxQEBAzY4dO5o0gDFu3LjSxMTEouDgYP0nn3ySGxAQUL1s2TJHAJg2bVppQUGBRXJy8q320ps2bbKbMGFCiXkACAAGDx5c+c477+QHBAToAwIC9B999JHT4MGDKz766KO84OBgfXx8fPG0adMKV6xY4QwAYWFhWisrK8P27dvVAJCWlqaeNWtW/sGDB1UAkJKSYmkwGFh0dHQ1AOTl5Umjo6MrQkJCdEFBQfo//elPpUOGDNECgLe3d+2hQ4fO3W9LSEgoBAAbGxtT//79q9977z3Xq1evWhgMBvzzn/+0PXHihKqgoKDdSrqaW6j8G4CgO+5bC+ACgCUArgOoAxANIAkAGGO9AXgCOFC//wEAbzLGHDmOK6i/bzSACgDnmvsEyO2Sd/4KP4UHACBHlC1wGkJIVxI0aDDSv9wAd2UPeNZ6geM4mnFJSCtLvVyE0po62KukGNLTTug4XUPuceCXOfhFagnnnOnoo+kHADheeQCT//m2wOFIW5iYEI9vE99BhGg4PJQ9EVYehw3Kf2BayhLALRTwixU6Yqdnr5IhysceKZcKse10Hl4Z5St0pE7NQi42zfjHMEEWm7KQi5vVftXf31/b8Lajo2NtYWFhkwYwhgwZUt3wdlhYWPWZM2cUAODq6mqIioqq2LBhg+2YMWOqLly4ID1x4oRy9erV1xoeM2DAgNvOcfnyZfnYsWPLGt4XFRVVtWbNGkeDwQCJRILw8PCq3bt3qx955JGKzMxM+WuvvVawcuVK5+PHj8t37dqlDgoKqlGr1SYAmDlzZn5CQoLXN998YzdixIiKqVOnlgYEBOgBvnQ0MDBQjyb68ssvr0yfPt27R48ewWKxGH379q0ZP358yenTp9tt4eZmzfDhOK6S47gzDTcA1QCK62+XA1gDYBljbCRjLBT8gNABjuPS60+TDH5gZyNjrB9jLBbAuwBW1pdukQdQ9PM+yMWW0Bt1GPp/zwsdhxDSxeQY+b+5rgpPHD11RuA0hHQ9/zvBl3M9HOQCibilvTXILTUlwPdxOC8yIT9/GsJUkQCASxWnMeGfbwgcjrSlycsW4EQl//bD32oA5DenY79MDvwwAyi5InC6ruHhIBcAwNbTVKTxoBhjkCokJiG25n54Zy5vapjdZGrWmNE9TZ48uWTbtm02er2erV271tbX11c7cODA2waYlEplsy82bNiwygMHDqiTk5NVffv2rbG1tTWFh4dX7tixQ52amqqOiIioNO+7bNmy3GPHjp2NjY0tS0lJUYeEhARs2LDBGuBLuiwtLUPut82bN+/WusQBAQH6w4cPXywvLz+emZl56vTp0+cNBgPz9PRst3GPtnglkQDgZ/AzfPaCL9N63Pwgx3FGAOMBGMHP9vkSwAYA9BHLA+I4Dp5GLwDATe11ePj0FDgRIaSrcR8fCqPJALWFNU6s3yh0HEK6FG2tEcln+TdOj/Z3a2Rv0iiTCdj8IkorcvBb4WREWQyHWCRBXk02wt6bInQ60g4e/ec8XK7kCwgGKofiXN6zyDZUA5um8Yt4kwcy2t8JYhHD+bwKXCmqbvwA0u2lp6crG94+evSo0tfX99Y/xilTppTp9XpRUlKSJikpye6pp55qdLV1Hx8fXXp6uqrhfampqSpvb2+9ufNidHR0ZWZmpnzTpk02kZGRlQA/CLRr1y71sWPHVKNGjapseHxwcLB+wYIFBfv378+IjY0tXbdunT3QvJKuhjQajcnLy6uusLBQvHfvXs348ePLmv5TezAP3HuS47gRd9zWAXi5frvXMdcAjHvQa5PbHTh8CC6WngCAHI7KuQghrW/wuHE49OuXcLX0gpeWGiYS0pp2XShAda0R7jYKDPC0FjpO55e6FIaM7VhVNQIPs5FQ1Hfkkj3tCY2NtdDpSDsJWjAR197bBUeFG4ZajMIPReWYYfwvlNvfAMYvEzpep2ajlCKilx32ZRRh25k8vDTCR+hIpIPbunWrzfLly6tHjRpVtXbtWrvTp08r16xZc9X8uEajMY0ePbps0aJFbllZWfLp06c3OuAzZ86c/OHDh/edPXu2y3PPPVeSkpKiWr9+vcOSJUtuvSEeNGiQVqPRGLds2WL37bffZgBATExM5aJFizwAcDExMVUA31nrpZde8pg0aVKpn5+f/urVqxYnT55UPvzww6VA80u6kpKSNBzHITAwUHf+/Hn566+/7t6zZ0/dq6++Wtz0n9qDobnCXciFr3+AUqJGnakWgdNoPI0Q0jZyDXxZl4vCA1m5+QKnIaTr2FLfneuRfq60PtaDurIP2P0+VupcMEz3GGxljtAbtbjkmY3gyKFCpyPtyM7REbWxGlTWlUNlocEwbjQ+rQoHd2QNcGqT0PE6vXH1ZV3bqKyLNMHcuXNzN23aZBseHh7w/fff261evTorNDT0tul2U6dOLb548aIiNDS0ytfXt7axc0ZFRdWsWbMmc/PmzbahoaEBH3zwgevs2bNz4+Pjbw2qiEQihIWFVQLgRo8eXQXwg0BKpdIYGBhYo9FoTAAgkUhQWloqnjFjhndgYGDgs88+22vkyJHlS5cuzW3J8y0tLRUnJCR4BgcHB86cOdN74MCBVbt27cqQyWRc40e3DsZx7XatVsMY0wAoLy8vh0ajETpOh/HbS5+ht6YfcqqvYPCncULHIYR0UclfbkSf054QMRG2Gn/CXz76WOhIHUJFRQWsrKwAwIrjuEZbk5L7625/67W1RoT8PRm6OhN+fjUKgW5WQkfqvKoKgVVR+EVbCS43Ef2sBsHEmZBWuxuT/7FQ6HREIJve/RBhFQNgIZIhs/IcrjksQZyFDpi5B3DwEzpep1VcpUf4ezth4oB9c0bCw7bd1qIVRGv8rT969GgfiUTyq6+vb5WlpWW3qS1kjIVu2LAh87nnnisTOktnV1NTI8/IyFAZDIYxoaGhF+63L83w6SJOnb8AV0V9OZfxWiN7E0JIyz307HMo1PFtoz2rqG00Ia0h5VIhdHUmuNsoEODa9Qe42ozJBGyeiQxdMUryn0eQJhwAcKbiMA32dHNPvTUHR3RpAIBean+oC17AIc4AfB8H1NYInK7zslPJMLi+o+Avp/METkMIuRMN+HQRB79YA7WFDYycAS7j+gsdhxDSxeXW1nfrknmiuIJeKBPyoMyLNT/k70zlXA8idRmqs3Zje/EzGKIYDhET4VrVZcQsf1XoZKQDeGrF2zhfwXe+DlENwemCacgvuQRsf13gZJ2buazrlzNU1tVdff7557b36lrl4+MTIHS+7uyBF20mHYOXzh2QAgXaXESOnyp0HEJIF2foIwfyADu5E75fshCz3vtQ6EiEdFp1RhN2nufXw4oNcBI4TSd2LQ3c7vewqjIKozECMrECJfpCuL0yBFKZTOh0pIOIXDIdZ9/cAhdLT0RJR+CbkhK8fHQdLHqOBAImCB2vU4oNcMb8n87g5PUy5JTWwN2ma5d1kT+aPHly2dChQ+/aqk0qlXIAwHHc0fZNRQCa4dMl5JaWwUXmAQC4UUfduQghbW/i//0finX8G1SPEnuB0xDSuR3MKkGFzgA7pRRh3rZCx+mctKVA0p/xtckGA7UTbi3SfKVXHrz79BE6HelALNUacI86orKuDEqJBsNMo7GqOgDYEg+U0evolnBQyzCw/nfXrzTLp1uysbExBQYG6u+2+fn5NbrwMmk7NODTBfxv8fuwkTnAxJkgC6NPBgkh7SNXz78wdpV6okZfJ3AaQjqv7fXlXDF9nSAWUTlXs3Ec8HMCTmgLoSz4M3qoe4PjOBypS8Njr7wsdDrSAQ2MGY3T1udQZ6qFo8INfaumYFddHZA0AzAahI7XKd3q1kUDPoR0KDTg0wV4VvCDPEX6mxj7wp8ETkMI6S5KnPmZu/ZyF3y99D2B0xDSOZlMHHacqy/nCqQPbVrk5LcoP/8jjhY8jxD1EADA+crjeHr5QmFzkQ5t0vy5OF59AADQx6ofbub/GTdyDwMpSwRO1jmNCXQGABy9VoqCim7TeIqQDo8GfDq5iho9XGV8d65cPXXnIoS0n6kL5qOsthgiJoJdjoXQcQjplE7dKMfNCh2UUjEielF5ZLOVXAH3y2tYWzYOkZJhEIskyKvJRtSS54VORjqBx1e+haxKvqPxIMVQbC6ZjLp9HwPXDwucrPNx0sjRz8MaALDrQoGwYQght9CATyf33YeLYCfjPxGs7knTwAkh7StPx5d1uUm8YDCaBE5DSOdjLuca0ccRcguxwGk6GaMB+GEmvq2UYlBdLFQWVqg2VMA41gaWamptT5rG+/+Go1RfCJlYgShuJP5VHQD8+CK1am+B0X0dAeDWIvSEEOHRgE8n51SgBmMMJfoCPD17ttBxCCHdTJ6a/xTPUe6K7//1qcBpCOl8zAM+sQHOAifphPb/A5fzjsGybCY8lD1h4kw4Kj6CwWPHCZ2MdCKefn7I8LiOWpMe9nJn+FdNQVpJDvDbIqGjdTrRffkPoVMvF0FbaxQ4DSEEoAGfTq3WYIKrpL6cS0ddBQgh7e+J+fNQVVcOicgCFmfKhI5DSKdyuaASWYXVkIpFGNnbQeg4nUvBBehTPsRvxXHopx4EADhXcQxTliwQOBjpjB5P/D8cq0kDAPhqgnClcAYqDq8CruwTOFnn0sdZDTdrBXR1Juy/XCR0HEIIaMCnU/vm04/goHAFABTalQkbhhDSLSlVKuRq68u6mBc4jhM4ESGdx/azfNlDhI8d1HJaB6vJTEbgf69gVfkgRImGQyKyQL42B1GLqXEFabknP3sbWZXnAQDh8kisK30M+OklQF8pcLLOgzGGmPqyrt8uUFkXIdu2bVONGjXKx9HRMZgxFrpx40brO/dZv369dWRkpK+1tXV/xlhoWlqaojUz0IBPJ6bKqIWYiVFRW4rn3n1H6DiEkG7qhvQGAMDZ0h3bNm8SOA0hncdv9etcjPan7lzNcnA1jtw4jf7aR2AltYPWWI2SgUaorKyETkY6OccZA1BRVwpLiQoDDdH4qaACSJ4vdKxOJab+99nO8wUwmehDINK2dDpdh17EtrKyUhQYGFjz8ccf37Mcp6qqSjRkyJCqt99+O6ctMtCATydlMnFwE3sB+H3RVEIIEcIj8xOgNVRDKpKhdNcpoeOQdsAYm8UYO8UYq6jfDjDGxjZ4XM4YW8kYK2aMVTHGkhhjNKrRQEl1LY5fLwMAjOrjKGyYzqTkCrS7/47zhX9GL7U/AOCoPh2jpz4rcDDSFfTpH4aT0pMwcUa4K3vAWDYD+cc3ANcPCR2t0xjUww4qmQSFlXqculEudBzSygYOHNh7+vTpHi+++KK7lZVVf3t7+36JiYmuTTmWMRa6ZMkSh2HDhvnK5fIB7u7uQWvXrrUxPx4SEtJn1qxZbg2Pyc3NlUgkkgHbtm1TAYCbm1vQ7NmzXSZOnOitUqlCpk6d6gUA69ats/bx8QmQSqUD3NzcghYsWHDrNcf777/v4OvrG2C+vXHjRmvGWOiHH354q5Y6IiLCLz4+3hUADhw4oBg0aJCfUqkMUalUIQEBAX337t1r2ZKf16RJkypWrFiRGxcXV3avfV5++eWSjz/+OO/hhx+uaMk1GkMDPp3Uj9+ug5OC//dwQ5EncBpCSHdmbWePPO11AIAH5yVwGtJOcgDMAxAKIAzALgA/McbML6j+AeARAE8BGA7AFcAPAuTssPZcLADHAX1dNHCxatXZ210XxwFb4rGmJALhsggAQFblBUxesVDQWKRreeaD+ThfcQIA0F81GD+UTgX3cwLfFY40SioRYbgf/z76N+rW1WQcx0FfUyMSYmtuOX5SUpKdUqk0pqamnl+4cGHO8uXLXTZv3tyk1oiLFy92nTBhQumhQ4fOPvHEE8UzZszoeezYMTkATJo0qfinn36yNZl+7/q6bt06G0dHx7rY2Ngq832rVq1yCg4O1h48ePDcokWL8vbt22f5wgsv9Jo4cWLJkSNHzs6dOzf3ww8/dF2xYoUdAMTExFRlZmbKc3NzJQCwZ88etbW1tWHv3r1qANDr9ez48ePKUaNGVQJAXFxcTxcXl7rU1NTzBw4cOPe3v/3tpoWFBQcAGRkZUktLy5D7bfPmzetQXRgkQgcgLVO7/wos1D6oMVTi8YXzhI5DCOnmckTZ6Ik+cFG44+ixQwgdMFDoSKQNcRy35Y673mSMzQIwmDGWA+AFAFM4jtsFAIyx5wGcZ4wN5jgu/W7nZIzJAMga3KVug+gdxq4LfIe7UX1oseYmO/ktjl09iGDtu1CpNag2VEDzdB+hU5EuKPzvzyL73d2wlztjMDcUm69ux+OHvwAGzxI6WqcQ3dcRW0/nYce5fPztod5Cx+kUarVa0WfPTwoR4tqvrP3+uMzS0tT4njw/Pz/t0qVL8wAgKChIv3r1ascdO3aoJ06c2OgMlXHjxpUmJiYWAcAnn3ySu2fPHs2yZcscv/zyy+xp06aVzp8/3yM5OVk1ZsyYKgDYtGmT3YQJE0pEot/nqQwePLjynXfeuTWa+Oijj/YYPHhwxUcffZQHAMHBwfpz584pVqxY4RwfH18cFhamtbKyMmzfvl39/PPPl6alpalnzZqV/8UXXzgCQEpKiqXBYGDR0dHVAJCXlyeNj4+/GRISojM/R/O1vL29aw8dOnTufs/RwcGhQ40O0wyfTsqd1Zdzaa9Dpe7Sr4kJIZ3A4L88jVqTHgqJCqfXbRY6DmlHjDExY2wyACWAA+Bn/VgA2Gneh+O4CwCyAQy5z6leB1DeYGuTWvaOwGA0Ye+lQgBUztVk+krodi7EucIZ6KnuCwA4ZjiE/sOGChyMdEW29va44pULg6kODnIXiCqmo3L3e0AFzapvipG9HSFiwIWblcgprRE6Dmll/v7+2oa3HR0dawsLC5vUeWDIkCHVDW+HhYVVZ2RkyAHA1dXVEBUVVbFhwwZbALhw4YL0xIkTyunTp5c0PGbAgAG3nePy5cvywYMHVzW8LyoqquratWsyg8EAkUiE8PDwqt27d6uLiorEmZmZ8tdee62gtrZWdPz4cfmuXbvUQUFBNWq12gQAM2fOzE9ISPCKiIjwe+ONN5zPnj1768MoCwsLBAYG6u+3OTk5GZvys2gvNMOnE0rdsxsuCg8AQI74usBpCCEE6BkYiAPaI/BQ9oKnwUPoOKQdMMaCwA/wyAFUAZjIcdw5xlh/ALUcx5XdcUg+gPtNc/4AwLIGt9XoooM+R6+VokJngI2lBfp72DR+AAH2LcPavCCMkvOlXJmV5/HMSmpYQdrOxIT/wy+zliLYaiCCVGFYXzQaryS/CTz5H6GjdXg2SinCvGxx6GoJfjtfgGkR3kJH6vCkCoXplbXfHxfq2s3Z31zeZMYYQ8MyrAcxefLkktdff91Dr9dfX7t2ra2vr6924MCBtw0wKZXKZl9s2LBhlevXr3dITk5W9e3bt8bW1tYUHh5euWPHDnVqaqo6IiLiVju+ZcuW5U6fPr148+bNVsnJyVYff/yx67///e+suLi4soyMDGm/fv0C7net+Pj4vMWLF99sbsa2QgM+nVBW0g54K8dCb9RixN/+LHQcQggBANwwZsMDveCi8EDWtWz09PIUOhJpWxcB9AdgBeBJAOsZY8NbejKO4/QAbk2bZqxDN954IOZyrhG9HSEWdd3n2WpKryIn/XP01S6EUqNBVV05bJ7zFzoV6QYGLpyCm0vSYS21R4h2GE6dmovgkN1Ar5FCR+vwovs64tDVEuw8n08DPk3AGENzyqo6q/T0dOUrr7xSbL599OhRZWBg4K1pYFOmTClLTEz0SkpK0iQlJdk9/fTTxXc/0+98fHx06enpqob3paamqry9vfUSCT/cER0dXfn22297bNq0ySYyMrIS4AeBdu3apT527JgqMTHxtgWngoOD9cHBwQULFiwoeOSRR3qsW7fOPi4uroxKuki78DTyb6JuanPg5uUtbBhCCKnn+vAAGE0GqC2ssWvFp0LHIW2M47hajuMucxx3lOO41wGcBPB/AG4CkDLGrO84xKn+sW7PPOAzksq5miZ5PrYVTblVynWi7giCB0cJHIp0B/ZOLjglPQ2O4+Cl8sGpkhkwJL8JtNJshq4sui//++1gVglqajvU+18ioK1bt9osX77c7tSpU7KEhATX06dPKxMSEgrMj2s0GtPo0aPLFi1a5JaVlSW/s5zrbubMmZOfnp6umT17tsupU6dkn376qd369esdXn311VuvOQYNGqTVaDTGLVu22JkXZ46JiancuXOnTW1tLYuJiakCgKqqKhYXF+f5888/qy9duiRNTk5Wnjx5Utm7d28t0PySrvLyclFaWpoiLS1NAQBZWVnStLQ0RUZGhtS8T35+vjgtLU1x4sQJBQCcPXtWnpaWpsjOzm6VyTk04NPJXM7MhIslXy5xg6N27ISQjiPi4fEo0OUCADxq3BrZm3RBIvCLLh8FUAcg2vwAY6w3AE/wJWDd2vWSGmQUVEEsYhjuSws2N+rKPuw+sRuh3ECImAi5NdeoKxdpV1MWv42sqvMAgFDZYPznigo4kyRwqo6vl4MKbtYK1BpNOJDZ6CQN0k3MnTs3d9OmTbbh4eEB33//vd3q1auzQkNDdQ33mTp1avHFixcVoaGhVb6+vrWNnTMqKqpmzZo1mZs3b7YNDQ0N+OCDD1xnz56dGx8ff+t/PJFIhLCwsEoA3OjRo6sAfhBIqVQaAwMDazQajQkAJBIJSktLxTNmzPAODAwMfPbZZ3uNHDmyfOnSpbkteb779u1TRkZG+kdGRvoDwMKFCz0iIyP9582bd6uV/XfffWcdGRnpP3nyZB8AmDlzZs/IyEj/5cuXt8qnQlTS1cmkfLYasbJHYDDVwW/SCKHjEELIbXIN2XCBJ1zknqjW1kKpkDZ+EOl0GGMfANgGfiFmNYApAEYAiOU4rpwxtgbAMsZYCYAKAJ8COHCvDl3diXl2T6iXDawsm7TGZfdlMsLw6zwUVsyAr9oNBlMdrnsXgnoAkvamesIPNb9UQW1hjR4V41Gx6+/QBEwAxPRv+F4YYxjR2wFfHczGnouFiO7rJHQk0goOHTp08c77du7cmdnU493c3Or279+fcb99Jk2aVDFp0qSjd3vsxo0bp+92//Tp08umT59edr/z3plTLBajvLz8RMP75HI5t2XLliv3O09zjB8/vpLjuLs+F7P4+PjihoNTrY1m+HQynnp3AECBLhf9h48QNgwhhNyBBVuB4zjYyhzw1bsLhY5D2o4jgA3g1/H5DUA4+MGeHfWPJwD4GUASgL3gS7keFyBnh/N7O3Yq52rU2c1Yn6lBP0UYACCj6gyeSEwQOBTpjkJHjcQp7REAgK8qEF9lDwKObRA4Vcc3ojf/e27PpQJwHNfI3oSQtkADPp1IpVYLFzlfzpVruCZwGkII+aNHX3wJxXp+3TvXEmthw5A2w3HcCxzHeXMcJ+M4zpHjuJgGgz3gOE7HcdzLHMfZchyn5DjucY7juv36PTW1BhzI4j/EowGfRphMKN2zGJ4146CUaFBtqIDHzAihU5Fu7OGP/oZiXT4kIgsE6AeiYO+HQC21HL+fiF52kIpFuF6ixZWi6sYPIJ3W559/bmtpaRlyt83Hx+e+Xa1I26KSrk7km3fewTjpwzBxJsjC79fZlhBChJOrz4a93BmuMi8YTRx1ISKkXtrlYtQaTHC3UcDXUdX4Ad3Z+Z/wXVY4xqoCAQCntEfxVP+3BQ5FujOFpSXOis5gGJzgrfLD5utj8JdD/wKi/ip0tA5LKZMgvIcN9l8uxp6LhejpQL/3uqrJkyeXDR069K6jelKplAOAxkqbSNugGT6diHu5PQCgSH8TY59/QeA0hBByd2Uu/N97e5kzNn78gcBpCOk4Ui4VAgBG9Hbo0m3nH5jJhNI9S+BfOwBikQSFujw8unSO0KkIwZRlC5FXkw0RE6GfMRRX9n4CaMuEjtWhjfAzl3UVCpyEtCUbGxvTvbpW+fn5NbrwMmk7NODTSRiMJrjI+HbseXrqzkUI6bimvP02ymqLIGIiaK5SzT4hZnsz+Dc8w/2onOu+Lv6Cby+HwEvlCwA4z85AJpcLHIoQ3mXrK+A4Du7KHthz8yng4GqhI3Vow3vz3QjTs4qhrTU2sjchpLXRgE8nsfGDRbCT8avbV3jUCZyGEELuL0+XAwBwE3vSQo2EALhaVI1rxTWQiBiG9LITOk7HxXEo2/M+AmoHQMzEKNDewJR/LBI6FSG3PLPoLWRXXwYA9BeF4cjuNUCdrpGjui9fRxVcreSoNZiQnkXt2QlpbzTg00nY3JBCxEQo1RfimTfeEDoOIYTcV54iDwDgpHDDz99+KXAaQoRnnt0T6mUDlYyWULynS9vxbUa/W7N7LojOCxyIkD8q7KOF0WSAg9wFl4qeBs78V+hIHRZjDMPN3bouFgichpDuhwZ8OgGO4+BqYS7nui5wGkIIadzjC19HtaESEpEFqlMvCx2HEMHtrV+/wlzeQO6C41CW8gEC9KENZve8I3QqQv5gwisvI6v6AgCgjyQQV/d8BtBs1nsaUf97j9bxIaT90YBPJ/DDhi/gKHcFAOSpaGScENLxqdRq3NTyA9TuzFPgNIQIq9ZgwoFMvpRhmC8N+NxTzhF8e8EfXiofAMAF8TmBAxFyb1UBIpg4IxwVrth1dSiQtUfoSB1WpI89LMQM14prcJXasxPSrmjApxMwHsqFRGSBqrpyPPn260LHIYSQJrku5gd8nBXuOHE4XeA0hAjn6LVSVNcaYa+Swt9FI3ScDqv64CoE6EMhYmLka29gyjJau4d0XI+89Bdcr74CAOhrCkTZ/k8ETtRxqWQShHnZAqCyLkLaGw34dAJuzAsAcFN7HUqVSuA0hBDSNMPip6HWqINcbImTG34SOg4hgjG3Yx/q6wCRiNqx31V1Mb4+wMGzfnbPRZrdQzqBa1Z851w3S298f9wFKLwocKKOy1zWlUJlXaQb2bZtm2rUqFE+jo6OwYyx0I0bN1rfuU9iYqJrjx49AhQKRYhGo+kfERHht2vXLmVrZaABnw7ucNpeOCvcAAA5khyB0xBCSNN5+vjippb/veVporIu0n3dWr/Hj8q57oU7vhFe2n4QMzGKdfk0u4d0ClPeW4B87Q2ImAh++mDUHfhM6Egd1lBfc3v2EugN1J6dtA6dTtehP0WprKwUBQYG1nz88cfZ99rHz89P949//CP76NGjZ3ft2nXBw8ND/9hjj/nm5ua2SocHGvDp4C588ytkYgX0Ri1G/m2G0HEIIaRZbnD83zdnuQdu5OYKnIaQ9ldYqce5vAoAQJSvvcBpOiiTCduTk+Bt6QcAyKy9IHAgQpoug+M7yXmp/PDl3jygukjgRB1TH2c17FUyaOuMOHatTOg4pIUGDhzYe/r06R4vvviiu5WVVX97e/t+iYmJrk05ljEWumTJEodhw4b5yuXyAe7u7kFr1661MT8eEhLSZ9asWW4Nj8nNzZVIJJIB27ZtUwGAm5tb0OzZs10mTpzorVKpQqZOneoFAOvWrbP28fEJkEqlA9zc3IIWLFjgZD7H+++/7+Dr6xtgvr1x40Zrxljohx9+eOtTmIiICL/4+HhXADhw4IBi0KBBfkqlMkSlUoUEBAT03bt3r2VLfl6TJk2qWLFiRW5cXFzZvfZ58cUXSyZMmFDp7+9fGxYWpvv888+vV1VViQ8fPqxoyTXv1KwBH8bYLMbYKcZYRf12gDE2tsHjcsbYSsZYMWOsijGWxBhzuuMcnoyxrYyxGsZYAWPsI8YY9Se9Bw8j/6n4TW0O3Ly8hQ1DCCHN5PVIKIwmA9QWVti2dLnQcQhpd/vq27EHumlgr5IJnKaDytyFiuIYWEpU0BlrEBL/hNCJCGmyRz+Yg/LaYliIpHCujgB38luhI3VIIhFDlI8dgN9/L5LfcRwHk84gEmLjmtlhLikpyU6pVBpTU1PPL1y4MGf58uUumzdvbtICdYsXL3adMGFC6aFDh84+8cQTxTNmzOh57NgxOQBMmjSp+KeffrI1mUy39l+3bp2No6NjXWxsbJX5vlWrVjkFBwdrDx48eG7RokV5+/bts3zhhRd6TZw4seTIkSNn586dm/vhhx+6rlixwg4AYmJiqjIzM+XmGTN79uxRW1tbG/bu3asGAL1ez44fP64cNWpUJQDExcX1dHFxqUtNTT1/4MCBc3/7299uWlhYcACQkZEhtbS0DLnfNm/ePOdm/UAb0Ol0bPny5Q4qlco4cOBAbUvP01BzB1pyAMwDkAGAAZgG4CfGWAjHcWcB/APAwwCeAlAO4DMAPwCIBADGmBjAVgA3AUQAcAGwAUAdgDce9Ml0NTk5OXCx9OC/564JnIYQQppv4JjxOPzLV3Cx9ISn1q3xAwjpYlKonKtR+Qf+CR+LpwEA16ozEN0nVuBEhDSdpVKJDN05hEmHopeyL7Zu/wTjI14ROlaHNNTXAT+eyEXq5SLMETpMB8PpjaLchQdChLi268Ihx5lcYmp8T56fn5926dKleQAQFBSkX716teOOHTvUEydOrGjs2HHjxpUmJiYWAcAnn3ySu2fPHs2yZcscv/zyy+xp06aVzp8/3yM5OVk1ZsyYKgDYtGmT3YQJE0pEot/nqQwePLjynXfeyTfffvTRR3sMHjy44qOPPsoDgODgYP25c+cUK1ascI6Pjy8OCwvTWllZGbZv365+/vnnS9PS0tSzZs3K/+KLLxwBICUlxdJgMLDo6OhqAMjLy5PGx8ffDAkJ0Zmfo/la3t7etYcOHbrvInMODg6Gpv4szb755hurF154oadOpxPZ29vX/fzzz5dcXFyafZ67adYMH47jtnAc9wvHcRkcx13iOO5NAFUABjPGrAC8ACCR47hdHMcdBfA8gAjG2OD6UzwEwB/AsxzHneA4bhuA+QBeZoxJ73VdxpiMMaYxbwDUzX+qnc/2ZZ9CKdHAYKqD71NDhY5DCCEtkmvgy7pcZB6oq2uVv12EdAomE4d9GXx5B7Vjv4ey69hyzBOOcleYOBMqegsdiJDmC0l4AlpDNT9LrTACyDsldKQOaWh9WevpG+Uoqa4VOA1pKX9//9tmnjg6OtYWFhZaNOXYIUOGVDe8HRYWVp2RkSEHAFdXV0NUVFTFhg0bbAHgwoUL0hMnTiinT59e0vCYAQMG3HaOy5cvywcPHlzV8L6oqKiqa9euyQwGA0QiEcLDw6t2796tLioqEmdmZspfe+21gtraWtHx48flu3btUgcFBdWo1WoTAMycOTM/ISHBKyIiwu+NN95wPnv27K3puRYWFggMDNTfb3Nycmr2IlUPP/xw5aFDh87t2LHjwogRI8qnTJnS68aNG61SBdXik9TP1nkKgBLAAQChACwA7DTvw3HcBcZYNoAhANLrv57mOC6/wam2A/gcQACA4/e43OsAFrQ0a2flqXUDpECBLhcDRzwrdBxCCGkRU4ASXDYHG5kDNixagBf+/p7QkQhpF2dzK1BSXQuVTIIBXjaNH9ANGY78B751/oCc70Y68f9oZgTpfLx8e+O3mh3orekHb4kPqo6uh2r8UqFjdTiOGjn6OKtx4WYl9l8uwiP9mrT0S7fAZGKT68Ih93ov3ObXbs7+5vKmW8czhoZlWA9i8uTJJa+//rqHXq+/vnbtWltfX1/tnaVNSqWy2RcbNmxY5fr16x2Sk5NVffv2rbG1tTWFh4dX7tixQ52amqqOiIioNO+7bNmy3OnTpxdv3rzZKjk52erjjz92/fe//50VFxdXlpGRIe3Xr1/A/a4VHx+ft3jx4pvNyafRaEzmAaPo6OhqLy+vwM8++8z+gw8+aNZ57qbZizYzxoIYY1UA9ABWAZjIcdw5AM4AajmOK7vjkPz6x1D/Nf8uj6PBPnfzAQCrBpt7c3N3NvraOjjL+adp/nScEEI6o4kvx6NYz/+qdyqyEjgNIe0n9TI/u2dwTztYiKlPxh+YjPh25yl4KnsBADLZJYEDEdJyRe41AABHhRu+2V0JGGgGy91E+fCzfFIzaHHrhhhjEMklJiE2xtqv0VV6evpt7caPHj2q9PX11ZlvT5kypUyv14uSkpI0SUlJdk899VTJH89yOx8fH116erqq4X2pqakqb29vvUTCz2+Jjo6uzMzMlG/atMkmMjKyEuAHgXbt2qU+duyYyrx+j1lwcLB+wYIFBfv378+IjY0tXbdunT3we0nX/baEhIQHXqTKZDJBr9e3yguHlszwuQigP/iBlycBrGeMDW+NMPfCcZwe/AATAP4fRFf35cIFiJWNhYkzQdTPWug4hBDyQPL012Evd4aL1AMcx3WL3+OEpF7mX/OZFyold7iWBuvyQbCwkqKirhSPvT9X6ESEtNjTb8zBib9ugr3cGR41fYHLO4A+Dwsdq8MZ6ueAf6dewb6MQno90A1t3brVZvny5dWjRo2qWrt2rd3p06eVa9asuWp+XKPRmEaPHl22aNEit6ysLPmd5Vx3M2fOnPzhw4f3nT17tstzzz1XkpKSolq/fr3DkiVLbs2aGDRokFaj0Ri3bNli9+2332YAQExMTOWiRYs8AHAxMTFVAFBVVcVeeuklj0mTJpX6+fnpr169anHy5Enlww8/XAr8XtLV1OdbXl4ualgSlpWVJU1LS1M4ODgYfX19aysqKkRvvPGGy8SJE8s8PDzq8vPzJStWrHAsKCiQTpkypdHn3hTNHjXiOK6W47jLHMcd5TjudQAnAfwf+IWYpYwx6zsOcap/DPVfne7yOBrsQwA4lVoDAIr1+Xj0Ly8JG4YQQh5QoV0ZAMBB7oLvVi4XNAsh7UFXZ8Thq6UAgChav+eucg6th7fCFwBwpeYiLJXKRo4gpGO7WnsZAOBl2Qvndq0WOE3HNNDbFlKJCLnlOmQWVjd+AOlS5s6dm7tp0ybb8PDwgO+//95u9erVWaGhobqG+0ydOrX44sWLitDQ0CpfX99Gp8pFRUXVrFmzJnPz5s22oaGhAR988IHr7Nmzc+Pj44vN+4hEIoSFhVUC4EaPHl0F8INASqXSGBgYWKPRaEwAIJFIUFpaKp4xY4Z3YGBg4LPPPttr5MiR5UuXLs1tyfPdt2+fMjIy0j8yMtIfABYuXOgRGRnpP2/ePNf663GXLl2SP/PMM70CAwMDn3jiCZ+SkhJxcnLyhbCwMN39z940rbEQkAiADMBR8N22ogEkAQBjrDcAT/Br/KD+65uMMUeO4wrq7xsNoALAfVe77k44joOrlG/Hnqe/DkGWayeEkFYU9+4inEv8HzRSG1icq2r8AEI6uUNXSlBrMMHFSo5eDjSQ8QeGWmw/oEGs3B5Gzgj16J5CJyLkgXlMHgLDz3VQW9hg5/m+8K8uBpQ0w68hhVSMcG8b7L9cjNSMQvg4qho/iHQYhw4dunjnfTt37sxs6vFubm51+/fvz7jfPpMmTaqYNGnS0bs9duPGjdN3u3/69Oll06dPL7vfee/MKRaLUV5efqLhfXK5nNuyZcuV+52nOcaPH19Z38zqriwtLbnk5OQm//xaolkzfBhjHzDGhjHGvOvX8vkAwAgAX3EcVw5gDYBljLGRjLFQAGsBHOA4Lr3+FMngB3Y2Msb6McZiAbwLYGV92RYB8PWKj2AvdwEAFDtWNrI3IYR0Dnm66wAAV7GnwEkIaXv769fvifKxp5KFu8naDe9afpAnX5uDYY8/IXAgQh5c6LARuFFzFQDQi/OF6fQmYQN1UEPrZz3uo3V8CGlzzS3pcgSwAfw6Pr8BCAcQy3HcjvrHEwD8DH6Gz17wZVqPmw/mOM4IYDwAI/jZPl/Wn+/tlj+FrkdxoRYiJkJ5bQmee2eh0HEIIaRV3JDeAAA4K9ywd9svAqchpG2Z38hE1bchJrc7vWsN3C17AACuGbIETkNI67lmcRUA4G7pjaQtO+6/czdlbs9+IKsYtYbW6e5EhPX555/bWlpahtxt8/HxuW9XK9K2mlXSxXHcC408rgPwcv12r32uARjXnOt2N66S+nIu3XXQvw5CSFfxyFsJKFp8FAqJEte37gHG0p8C0jUVVelxLq8CABDpQwM+f1Bbg2NneyJaqUGdSQ//P9HvAtJ1PPb3Obi+YA9UFlYQl4YAhZcABz+hY3UofZ01sFNKUVxdi+PZpRjUk8reOrvJkyeXDR069K6LMkmlUg4A7lfaRNpOa6zhQ1rR7i0/wlvhBgC4IW/R2lCEENIh2dg74Iw2Bz3UveHBUVkX6brM5Vx9XTSwV8ka2bv74S7+Am8TX86VW5ONyLAYgRMR0nqUKhWytZnwtxgAbwsfVJ76L9TRbwgdq0MRiRiifO3x04lc7MsoogGfLsDGxsZkY2NDS7R0QK3S2520npu/HoWFSIoaQxUee+tvQschhJBWlcP4DpnOCg9cu3JZ4DSEtI1UczkXtWO/qz2/fgs3Sy8AQDa7KmwYQtpAlS/fhMVR4Ybvtl0XOk6HZJ79uD+T1vEhpC3RgE8H4w7+BdBNbQ6sbemFIiGkawmKG4s6Uy0sJSrs+uQLoeMQ0uo4jvt9wWZqx/5H2lLcvOoPudgSOmMNol//i9CJCGl1jyf8H4r1+QAAl+qeQOk1gRN1POYBn5PXy1ChqxM4DSFdFw34dCBXrlyGs8IdwO+fghNCSFcSOHAI8rX84s0etR4CpyGk9WUVVSO3XAepWISB3rZCx+lwTOf+By8RX86VU3MVjq5uAicipG3c0PODPK4yL9Sc/UHgNB2Pm7UCPe2VMHHAwawSoeMQ0mXRgE8Hsmf5GigkStSZ9Bjw/GNCxyGEkDaRa+AHtF3kHtDrawVOQ0jrMpdzhXnbQCEVC5ym40nash2uCn4NrxuKGwKnIaTt1Prx63fZy5zx3ZaLAqfpmG6VdV2msi5C2goN+HQgnnX8p1z52hvoExomcBpCCGkbisEuMHEmWElt8dXC+ULHIaRVmduxU3euu9BXQlTQFxKRBSrryjHxnblCJyKkzUxMeBUl+gIwxmBX4Q1U5gsdqcOJrF/nLJUGfAhpMzTg00HodHq4yPnyhhtGWtyNENJ1jZ32Aor0NwEAzmWOAqchpPUYjCYczCoGAAz1pQGfO5kydsBD0gMAcEN7BZZKpcCJCGlbN3R8WZeb1Bv6s5sFTtPxDOlpD8aAywVVuFmuEzoOIV0SDfh0EF8uWACN1BYmzgh1lJfQcQghpE3l6fmBbReZBziOEzgNIa3jZE45KvUGWCksEOBqJXScDmfL//4HR7krAOCmhj7RJ11fpZcBAOAgd8HX/zsscJqOx8rSAsFu/O/KNOrWRUiboAGfDsKtgv+Uu0h3Ew9NeU7gNIQQ0rZKXflP8uxkTvh62RKB0xDSOtLqyxKG9LSDWMQETtPBGA3Q3vCCRGSBakMFHp8/R+hEhLS5SfPmoFRfBBETwaa0F1BDixPfyVz+SmVdpCvatm2batSoUT6Ojo7BjLHQjRs3Wt+5zxNPPOHNGAttuA0dOtS3tTLQgE8HwHEcXGR8OVduLZVzEUK6vmfnv4WyWv5FsGWmUeg4hLSK/Znm9XvsBE7SAV1PhzvjF2vO0+ZQORfpNnL1fKMCNwtv1F34WeA0HU9Ug4WbacYvaS6dTtehP12prKwUBQYG1nz88cf3bcE9dOjQimvXrp00bz/88ENWa2WgAZ8O4MsP34etjJ/hU+5BHWsIId1Dno4f4HaVeAqchJAHp6014ti1MgC0YPPdHNv5JZwV7gCAGxLqzkW6jxLHKgCAo8IV//1hl8BpOp4BXjaQSUTIr9Ajs7BK6DiC4TgOer1eJMTWnIG2gQMH9p4+fbrHiy++6G5lZdXf3t6+X2JiomtTjmWMhS5ZssRh2LBhvnK5fIC7u3vQ2rVrbcyPh4SE9Jk1a5Zbw2Nyc3MlEolkwLZt21QA4ObmFjR79myXiRMneqtUqpCpU6d6AcC6deusfXx8AqRS6QA3N7egBQsWOJnP8f777zv4+voGmG9v3LjRmjEW+uGHHzqY74uIiPCLj493BYADBw4oBg0a5KdUKkNUKlVIQEBA371791o2+YfUwKRJkypWrFiRGxcXV3a//aRSqcnT09Ng3hwcHFrt01BJa52ItJz6KoPISoRSfSGmvvGm0HEIIaRd5Cry0BchcJK74bfN/0X0xCeFjkRIix25VoJaowkuVnL0sKfZK7fhOJw5aY1RSkvUGnWIfu0FoRMR0m6eWfgmzib+BCupLWTFPkBtDSBt0XvHLkluIUa4ty1SLxdh/+Vi+DiqhY4kiNraWtEHH3wQIsS1X3/99eMymczU1P2TkpLsZs6cmZ+amno+JSVFFR8f7z106NCqiRMnVjR27OLFi13nz59/47PPPstes2aN3YwZM3r269fv7IABA3STJk0q/vTTT51Xrlx5QyTi56WsW7fOxtHRsS42NvbWaOCqVaucEhMT89599908ANi3b5/lCy+80CsxMTH3ueeeK9mzZ49q7ty5nnZ2dob4+PjimJiYqrfeesszNzdX4urqatizZ4/a2trasHfvXvWcOXMK9Xo9O378uHLOnDl5ABAXF9czICCgZtWqVeclEgl3+PBhSwsLCw4AMjIypP369Qu4y1O7JT4+Pm/x4sU3m/rzBICDBw+qbW1t+2k0GmNkZGTF0qVLbzg7O7fKoA8N+HQArhb8p9s3dTkIEjgLIYS0l8cXvI7cRalQStQo3HkaoAEf0omZ15+I6GUPxjr0DPP2V3gB7sb61zraHER4jBY4ECHtK1eXDSupLdwtvGG6kgJR77FCR+pQIn3skXq5CKmXizAtwlvoOKQRfn5+2qVLl+YBQFBQkH716tWOO3bsUDdlwGfcuHGliYmJRQDwySef5O7Zs0ezbNkyxy+//DJ72rRppfPnz/dITk5WjRkzpgoANm3aZDdhwoQS8wAQAAwePLjynXfeyTfffvTRR3sMHjy44qOPPsoDgODgYP25c+cUK1ascI6Pjy8OCwvTWllZGbZv365+/vnnS9PS0tSzZs3K/+KLLxwBICUlxdJgMLDo6OhqAMjLy5PGx8ffDAkJ0Zmfo/la3t7etYcOHTp3v+fo4OBgaPIPE0BsbGz5448/Xurr61t78eJF2cKFC91Gjx7td/z48fMSyYMP19CAj8B2fP81fOs7VtxQNmsgkBBCOjW1RoOb2hz0Uve9tbYHIZ1V2mW+HTut3/NH1w98CRfFYABALnffZQwI6ZLyrYrRlwMc5a74Zcu3GE8DPreJ8rHHEgDpmcUwGE2QiLvfqiNSqdT0+uuvHxfq2s3Z39/fX9vwtqOjY21hYaFFU44dMmRIdcPbYWFh1WfOnFEAgKurqyEqKqpiw4YNtmPGjKm6cOGC9MSJE8rVq1dfa3jMgAEDbjvH5cuX5WPHji1reF9UVFTVmjVrHA0GAyQSCcLDw6t2796tfuSRRyoyMzPlr732WsHKlSudjx8/Lt+1a5c6KCioRq1WmwBg5syZ+QkJCV7ffPON3YgRIyqmTp1aGhAQoAcACwsLBAYG6tGKZs6cWWr+fuDAgdrQ0NCagICAoK1bt6ofe+yxygc9f/f719TBlKRcutWx4skFrwsdhxBC2lWOiH/z56xwR+a5+35gQkiHVVZTizO55QBo/Z672b6nBmoLaxg5A7yejBQ6DiHt7vG3ZqPaUAmJyAKVV5wBWpz4Nv6uGlhbWqBSb8CpG+VCxxEEYwwymcwkxNbcWanm8qaG2U2mZo0Z3dPkyZNLtm3bZqPX69natWttfX19tQMHDrxtgEmpVDb7YsOGDas8cOCAOjk5WdW3b98aW1tbU3h4eOWOHTvUqamp6oiIiFsDK8uWLcs9duzY2djY2LKUlBR1SEhIwIYNG6wBvqTL0tIy5H7bvHnznB/kZ+Dv719rbW1tuHTpkuxBzmNGAz4Cc2N8d66b2hyo1N2zZpUQ0n0NnvkUao06yMWW2Ldqo9BxCGmR9KxicBzg46iCk0YudJyOpTIf7jp+Bl+BNg/hI2MEDkRI+7NUKpGv5Rcrd4M7UHhR4EQdi1jEMKQnPzsyjdqzd2np6em3LXJ39OhRpa+vr858e8qUKWV6vV6UlJSkSUpKsnvqqadKGjunj4+PLj09XdXwvtTUVJW3t7feXBIVHR1dmZmZKd+0aZNNZGRkJcAPAu3atUt97Ngx1ahRo26bSRMcHKxfsGBBwf79+zNiY2NL161bZw/8XtJ1vy0hIaGwxT8gAJmZmRbl5eUSV1fXugc5jxkN+Ago49yZWx0rckTUjp0Q0v30CuqHfB3/ItjT4CFwGkJaZr+5nKsXlXPdSXv+f3CV17djr6NyLtJ95bEcAICTwg1XD3wtcJqOJ6L+96f59ynpmrZu3WqzfPlyu1OnTskSEhJcT58+rUxISCgwP67RaEyjR48uW7RokVtWVpZ8+vTpjQ74zJkzJz89PV0ze/Zsl1OnTsk+/fRTu/Xr1zu8+uqrt9ZLGTRokFaj0Ri3bNliZx7ciYmJqdy5c6dNbW0ti4mJqQKAqqoqFhcX5/nzzz+rL126JE1OTlaePHlS2bt3by3we0nX/TYnJ6dbiy2Xl5eL0tLSFGlpaQoAyMrKkqalpSkyMjKk5sf/8pe/uP/222/KixcvSn/66Sf1o48+6uPp6al//PHHG10TqSlowEdAB1Z9DbmY71gRGT9V6DiEECKIG8bfy7q0Wl0jexPS8ew3L9hM5Vx/8PUPx2Erc+Rv9Le5/86EdGGBz42BwVQHpUSD3/Z03/bj92L+/Xk0uxS6ulbrSE06mLlz5+Zu2rTJNjw8POD777+3W716dVZoaOhtL/6mTp1afPHiRUVoaGiVr69vbWPnjIqKqlmzZk3m5s2bbUNDQwM++OAD19mzZ+fGx8ffGj0UiUQICwurBMCNHj26CuAHgZRKpTEwMLBGo9GYAEAikaC0tFQ8Y8YM78DAwMBnn32218iRI8uXLl2a25Lnu2/fPmVkZKR/ZGSkPwAsXLjQIzIy0n/evHmuACAWi7mzZ88qnnrqKZ/AwMDAl156yTs4OLhm3759FxQKRavUftKizQJyN/Cze25qbyDClzpWEEK6J7uRvjAeMUJjYYNvFizEnz5cLHQkQposr1yLrKJqiBgwuCfN8LmNsQ4OFZ6ABijW5+PRv/xF6ESECCZg0BAc+fprOCs84KZzB3TlgNxK6FgdRk97JZw1ctys0OHotVJaD62DOnTo0B/qEXfu3JnZ1OPd3Nzq9u/fn3G/fSZNmlQxadKko3d77MaNG6fvdv/06dPLpk+fXna/896ZUywWo7y8/ETD++RyObdly5Yr9ztPc4wfP76S47i7PhcAUKlUXGpq6n1/Hg+KZvgIpKS4BC4KvnzhBnWsIIR0YyOfegZFujwAgGulk8BpCGkec/lBkLs1rBRNalLSbXDZB+Es4T/cytffEDgNIcK7WVdf1iVzR+2lHQKn6VgYYw3KumgdH0JaCw34COSHxUtudaywj+krdBxCCBFUXi0/8O0i8wBH3UtIJ2JeYJTW7/mjlK3fwEHuAgAoUNO6HIToevLFFXYyJ3y/iQZ87mQu69qfSb8vOpvPP//c9l5dq3x8fAKEztedUUmXQNyrnAEroFCbh5ETpwgdhxBCBFXpbQJKAVuZIzYufg9xr78ldCRyH4yx1wE8DqAPAC2ANABzOY672GAfOYClACYDkAHYDuAljuPy2z9x2+A4Dvsz6wd8qPzgD25csIaPSgqtsRoT3koUOg4hgnvytUScTfwJVlJbKIrdAZMJENHn72aRPvzA+emcMpRr62jWZCcyefLksqFDh1bf7TGpVMoBwP1Km0jboQEfAXAcBxc5X86VSx0rCCEEz8x9HacSkmArc4TVdbHQcUjjhgNYCeAw+NcS7wNIZoz5cxxnfsH3DwAPA3gKQDmAzwD8ACCy/eO2jczCauRX6CGViBDqRQsS36byJlxMfDlXgTYXvlbWwuYhpIPI192AldQWLiIPIO8E4DZA6EgdhouVAj3tlcgqqsbBrGI8FOAsdCTSRDY2NiYbGxu90DnIH9GQsgA2vvt32Mn4dSqqewochhBCOoiben5tA1eJp8BJSGM4jhvDcdw6juPOchx3EsB0AJ4AQgGAMWYF4AUAiRzH7ar/VO95ABGMscFC5W5tB+pn94R52UBuQQOVDVWe3QonuSsAIM9E6/cQYpYn4ztFOylccXznVwKn6XiG1JfHplFZFyGtggZ8BGCdJwUAlOgL8MzseQKnIYSQjiFXWQAAcJS74tev1guchjSTudVMSf3XUAAWAHaad+A47gKAbABD7nYCxpiMMaYxbwDUbZi3VZgXbI6g9Xv+4PsfTsBKagsTZ4L9KD+h4xDSYcS8NgO1Rh1kYgVOHaFiizuZy2PTMmnhZkJaAw34CMDVgv/0Ok93XeAkhBDScTy14HVU1ZVDLJKgIq3VOmKSNsYYEwFYDmA/x3Fn6u92BlDLcVzZHbvn1z92N6+DL/0ybzmtHrYVmUwcDmTVD/jQ+j23MxrgUMmXc5XoCzDiyacFDkRIx+Hk5oF8XS4AwN3oAdSUNHJE9zKkJz+Afim/CgWVOoHTENL50YBPO9uyfs2tjhV5VoUCpyGEkI5DqVLhppZ/j+/GvAROQ5phJYBA8IszP4gPwM8UMm/uD3i+NnUurwLl2jqoZBIEu1k1fkA3wuUcgbOFGwBqx07I3eQZ+Q99HWVu0GUkC5ymY7FRSuHvogEAHKCyLkIeGA34tDPdoRyImQSVdWV4+u03hY5DCCEdSo6EfxHsrHDDhdPHBE5DGsMY+wzAeAAjOY5rOCPnJgApY8z6jkOc6h/7A47j9BzHVZg3AJVtkbm17K9vxz6ohy0kYno51VDKz7+3Yy/U0OwFQu5kGc7P9reR2eObb1MFTtPxmLt1mX/PEkJajl6htDM3Vl/Opc2BwtJS4DSEENKxjEj8E/RGLWRiBY78K0noOOQeGO8zABMBjOI47s4avKMA6gBENzimN/iFnQ+0W9A2ZF5QlMq5/ijnvAoWovp27G9QO3ZC7jTm+TiU6PmZ/tblLgDHCZyoYzH/Xt1/uRgc/WwIeSA04NOOTh9Oh7OCn6GeY0Hr9xBCyJ3cvXvhppYvAXE3egichtzHSgDPApgCoJIx5ly/KQCA47hyAGsALGOMjWSMhQJYC+AAx3HpgqVuJbUGEw5d4Weu0ILNd6gqhGuDduwqasdOyF0V6Pl1fJzFbkDhBYHTdCwDvW0hETHcKNMiu6RG6DiEtNi2bdtUo0aN8nF0dAxmjIVu3LjR+s59GGOhd9vmz5/v1BoZaMCnHZ1cvwVSsRw6Yw1Gv/YXoeMQQkiHdIO7BgBwVrijpJjq9zuoWeDX2dkDIK/B1nB13gQAPwNIArAXfCnX4+2aso2cuF4GbZ0Rdkopejt1+GZi7ary3C9wpnbshDTqpiwfAN+Z8syeLwVO07EoZRL097AGQO3Zyf3pdDomdIb7qaysFAUGBtZ8/PHH2ffa59q1aycbbsuXL7/KGMMzzzxT2hoZaMCnHblzfDnXTW0OXDxoQVJCCLkb90dCYTDVQWVhhR/f/1DoOOQuOI5j99jWNdhHx3HcyxzH2XIcp+Q47nGO4+66fk9nY24XPLiXHUSiDv1as919/98j0FA7dkIaFZ34Z9Sa9JCJFTi8v07oOB1OxK327N1jwIfjTDAYqkRCbBxnanLOgQMH9p4+fbrHiy++6G5lZdXf3t6+X2JiomtTjmWMhS5ZssRh2LBhvnK5fIC7u3vQ2rVrbcyPh4SE9Jk1a5Zbw2Nyc3MlEolkwLZt21QA4ObmFjR79myXiRMneqtUqpCpU6d6AcC6deusfXx8AqRS6QA3N7egBQsW3Jod8/777zv4+voGmG9v3LjRmjEW+uGHHzqY74uIiPCLj493BYADBw4oBg0a5KdUKkNUKlVIQEBA371797ZoLZZJkyZVrFixIjcuLq7sXvt4enoaGm5btmyxHjRoUKW/v39tS655J0lrnIQ0rriwEC715Vw3OCrnIoSQe4kY8wgO/fIlXC294K5t0msIQtpV2mX+DUhkL1q/5zYmExyq3AENtWMnpDEuHl44qN0LN6U33OrcgNoaQErre5pF9rLDit8ycCCzCBzHgbGuPbhuNNaIUvb2CxHi2sOHnTwukaiaPOqTlJRkN3PmzPzU1NTzKSkpqvj4eO+hQ4dWTZw4saKxYxcvXuw6f/78G5999ln2mjVr7GbMmNGzX79+ZwcMGKCbNGlS8aeffuq8cuXKGyIRPy9l3bp1No6OjnWxsbFV5nOsWrXKKTExMe/dd9/NA4B9+/ZZvvDCC70SExNzn3vuuZI9e/ao5s6d62lnZ2eIj48vjomJqXrrrbc8c3NzJa6uroY9e/aora2tDXv37lXPmTOnUK/Xs+PHjyvnzJmTBwBxcXE9AwICalatWnVeIpFwhw8ftrSwsOAAICMjQ9qvX7+Auzy1W+Lj4/MWL17cog+4rl+/LtmzZ4/VZ599drUlx98NDfi0k58++BgPScfDYKpDj8eHCB2HEEI6tNy6bLjCCy4yj27xQo90HjW1Bhy/zs+yNneSIfXyz8BJwg/SFtTmChyGkI7vpvEG3OANR6krDFf3QeIXK3SkDqO/pzXkFiIUVdXiYn4l+jhrhI5E6vn5+WmXLl2aBwBBQUH61atXO+7YsUPdlAGfcePGlSYmJhYBwCeffJK7Z88ezbJlyxy//PLL7GnTppXOnz/fIzk5WTVmzJgqANi0aZPdhAkTSswDQAAwePDgynfeeSfffPvRRx/tMXjw4IqPPvooDwCCg4P1586dU6xYscI5Pj6+OCwsTGtlZWXYvn27+vnnny9NS0tTz5o1K/+LL75wBICUlBRLg8HAoqOjqwEgLy9PGh8ffzMkJERnfo7ma3l7e9ceOnTo3P2eo4ODg6HJP8w7rF692k6pVJri4uJapZwLoAGfduOhdQOkQIEuFwOjnxU6DiGEdGhGfwW4HA42MgesW/g2nn/n70JHIgQAcPhqKeqMHNysFfC0pU/jGzrw60Y4yfk3rAWW1E6ZkMbU+UiBAsBW5ojvv9mEKQtowMdMJhEj3NsW+zKKkHa5uMsP+IjFlqbhw04eF+razdnf399f2/C2o6NjbWFhoUVTjh0yZEh1w9thYWHVZ86cUQCAq6urISoqqmLDhg22Y8aMqbpw4YL0xIkTytWrV19reMyAAQNuO8fly5flY8eOLWt4X1RUVNWaNWscDQYDJBIJwsPDq3bv3q1+5JFHKjIzM+WvvfZawcqVK52PHz8u37VrlzooKKhGrVabAGDmzJn5CQkJXt98843diBEjKqZOnVoaEBCgBwALCwsEBgbq0Ua++uor+wkTJhRbWlq2Wns6WsOnHXAcB2c5320m13Ctkb0JIYQ88WoCivX8hzcOBbQoLuk40i7zAxkRvexo5tkdMo5JIBXJoDdqMXZuvNBxCOnwnkxMREVtCURMBIsCh8YP6GYib63j0/UHkBkTQSJRmYTYGGvekIC5vOn37AwmU7PGjO5p8uTJJdu2bbPR6/Vs7dq1tr6+vtqBAwfeNsCkVCqbfbFhw4ZVHjhwQJ2cnKzq27dvja2trSk8PLxyx44d6tTUVHVERESled9ly5blHjt27GxsbGxZSkqKOiQkJGDDhg3WAF/SZWlpGXK/bd68ec4tee6//vqr6urVq/IXX3yxVf+Hb9Z/XcbY64yxw4yxSsZYAWPsR8ZY7zv2kTPGVjLGihljVYyxJMaY0x37eDLGtjLGaurP8xFjrMvONlo7fz5sZPYwcSawftZCxyGEkE4hV883NHCVegqchJDf7a9/4xFB5Vy301fB1civtVmgy4OdA715JaQpCnR8+aMLcwfKcwRO07FE9OJ/zx7MKoHB2DoDCkRY6enpyoa3jx49qvT19dWZb0+ZMqVMr9eLkpKSNElJSXZPPfVUSWPn9PHx0aWnp6sa3peamqry9vbWSyT8EEN0dHRlZmamfNOmTTaRkZGVAD8ItGvXLvWxY8dUo0aNqmx4fHBwsH7BggUF+/fvz4iNjS1dt26dPfB7Sdf9toSEhMKW/Gy++OIL+4CAgJohQ4ZoG9+76Zo7w2c4gJUABgMYDcACQDJjrOF/uH8AeATAU/X7uwL4wfwgY0wMYCsAKYAIANMATAewqEXPoBNwKrYGABTr8/HYX14WNgwhhHQShfZlAAB7uTOSVv9T2DCEACirqcXZXH6JgghasPk2tZm74Sjj1++5aaR27IQ0VZ44DwDfnv162rcCp+lYAlytoJFLUKk34PSNcqHjkFawdetWm+XLl9udOnVKlpCQ4Hr69GllQkJCgflxjUZjGj16dNmiRYvcsrKy5NOnT290wGfOnDn56enpmtmzZ7ucOnVK9umnn9qtX7/e4dVXX721cPKgQYO0Go3GuGXLFjvz4E5MTEzlzp07bWpra1lMTEwVAFRVVbG4uDjPn3/+WX3p0iVpcnKy8uTJk8revXtrgd9Luu63OTk5Gc3XLS8vF6WlpSnS0tIUAJCVlSVNS0tTZGRkSBs+h5KSEtEvv/xiExcX1+rT2Zo14MNx3BiO49ZxHHeW47iT4AdqPAGEAgBjzArACwASOY7bxXHcUQDPA4hgjA2uP81DAPwBPMtx3AmO47YBmA/gZcaYFF2Qi7S+nEtP5VyEENJU0/7+d5TXlkDExMDJRv/eE9Lm0rOKwXGAj6MKThq50HE6lO++SoatjJ/VIwqyaWRvQohZyJ8eh8FUB0uJCsnJeULH6VDEIoYh9bN8ukt79q5u7ty5uZs2bbINDw8P+P777+1Wr16dFRoaqmu4z9SpU4svXryoCA0NrfL19W20NXlUVFTNmjVrMjdv3mwbGhoa8MEHH7jOnj07Nz4+/tb/NCKRCGFhYZUAuNGjR1cB/CCQUqk0BgYG1mg0GhMASCQSlJaWimfMmOEdGBgY+Oyzz/YaOXJk+dKlS1vUiWDfvn3KyMhI/8jISH8AWLhwoUdkZKT/vHnzbmtD+5///McWAF544YVWf8H7oGVUVvVfzcFCwc/62WnegeO4C4yxbABDAKTXfz3NcVx+g/NsB/A5gAAAf1isijEmAyBrcFenWdDh+0+WYrA8DABQ7FTVyN6EEEIauqm7DiupLdzEVNZFhLf/Vjv2+5RzcRzQDdf2sSx1BDRAWW0RHps1S+g4hHQafUL648jar+Fs6QFXnRtgNADiLrvSxd2ZjMChL4DCC8DodwC51a2HInrZY/vZfKRlFuHlkT4ChiQAcOjQoYt33rdz587Mph7v5uZWt3///oz77TNp0qSKSZMmHb3bYzdu3Dh9t/unT59eNn369LL7nffOnGKxGOXl5Sca3ieXy7ktW7Zcud95mmP8+PGV9ZNg7uu1114reu2119pksaoW/zZh/OpOywHs5zjuTP3dzgBqOY4ru2P3/PrHzPvk3+VxNNjnTq8DWNDSrEKyuKiDSCNCWW0R4ha/I3QcQgjpVHJkN9Ab/eCkcEPazmRExDwkdCTSjf2+fk+Dcq7rh4Bj6/m1N8pv8F9tvIA/bQcU1sIEbW+lV+EscgfAr99DCGme/LpcOMMDjlJXcDmHwbyGCB2p/ZTfADb/Bbi6j79dfBl4NgmQ8J/1R9avl3bkail0dUbILcRCJSWkU3qQLl0rAQQCmNxKWe7nA/Czicybeztcs1W4SvhPpfN01wVOQgghnc8jbyaixlAFC5EU135MFToO6cZuluuQVVgNEQMG96yf4aOvBL6dChz/EsjaAxRnAAYt/yl1yoeC5m1Pl1K/hpOCn52eJ6EBH0Kaq8KZr1qxlzvh501fC5ymHZ37Cfg8gh/ssVACUhX//ea/APVdn3o5qOColkFvMOFYdqnAgcm9fP7557b36lrl4+MTIHS+7qxFM3wYY58BGA9gGMdxDZeTvwlAyhizvmOWj1P9Y+Z9Bt5xSqcGj/0Bx3F6ALf63XeWNqh7fkyCt5zvWJGjoBdAhBDSXLb2DjitvY5e6r5wB5V1EeHsr2/HHuRmBSuFBX9n6j+A6gLAxhsYPhewcgcqbwI/zAAOrQYGxAGOfYQL3U727yzBaIUl6ky1iHjxGaHjENLpPDHvb8h6YwdUFlaoumItdJz2cXA1sG0O/73rAOCJfwPl14EvnwTObgbULkDs+2CMIaKXHX48kYu0y8W0YH4HNXny5LKhQ4dW3+0xqVTKAUBTSptI62tuW3ZWP9gzEcAojuPurG87CqAOQHSDY3qDX9j5QP1dBwAEMcYcGxw3GkAFgHPNi9+x3dxxChKRBaoNFXhi/lyh4xBCSKeUI+Lbs7soPHD10gWB05Du6g/lXGXZQNpn/PcPvQf0nwL0GAYETwJ6PwyYDPybGY4TKHE7MdbBpZb/cKtQl4ce/v4CByKk85HKZLfas7vCA6ju4gsUG/S/z4Ic/DLwQjJg1wvoOQKYuIq/P/2fQNqnAH7/vWv+PUw6HhsbG9O9ulb5+fk1uvAyaTvNLelaCeBZAFMAVDLGnOs3BQBwHFcOYA2AZYyxkYyxUABrARzgOC69/hzJ4Ad2NjLG+jHGYgG8C2Bl/UyeLsOd1ZdzaXOgsbYWNgwhhHRSg198GrVGHeRiS+z9bIPQcUg3xHEc0m4t2Fw/4PPbIsCoB7yHAn0evv2A2PcAsQy4kgJc+Lmd07YvU3Y6nGT8gE9BXYuamBBCAOSB//fjKHdF0fGfBE7Txs78ANQUARo3YPQiQGzx+2NBTwIPvct/v3MBUHoNkfUDPqdyylGpqxMgMCGdV3MHfGaBX0NnD4C8BtvTDfZJAPAzgCQAe8GXaT1ufpDjOCP4cjAj+Nk+XwLYAODtljyBjirr/Fk4K/ilhnLE2QKnIYSQzqtXQBBuavnqYXeDh8BpSHeUVVSNmxU6SMUihHnbADlHgNObADD+jcmdpea2PYDIeP777W8Addp2z9xe/vftd7CT8ZO2K92MAqchpPPq8fhQGDkj1BZW+OnHU0LHaTscBxysn8UT/ue7dySLeBXoMRzgTMCR/8DNWgFvO0sYTRwOZrV612pCurRmDfhwHMfusa1rsI+O47iXOY6z5ThOyXHc4xzH3bzjPNc4jhvHcZwlx3EOHMe9xnGcoZWeU4ew/59fQS62hN6oxbD4aULHIYSQTu0Gxw+cuyo8UFZCizaS9pVWv37PAC9ryCUi4NfX+Qf6TwFc+9/9oKgEQOPOl37t/6R9ggpAn2MPEROjsq4Mz7z1utBxCOm0BkZHo1jPNy52qna9tWhxl5NzGMg7AUjkwID7vEcaOJP/enwjUKe7Ncsn9TKVdRHSHA/SpYvch4eRL+e6qc2Bp4+fwGkIIaRzcx4bDKPJAJWFFZLeWyJ0HNLN7G9YznXuRyDnEGBhCYyaf++DpErgob/z36d91jVn+VTehCvjZzPn66ici5AHla+/AQBwsnADd/O0wGnaiHl2T9CTgNLu3vv5jeEHzWuKgXM/3RrwSaN1fAhpFhrwaQMlRUVwseTLDnI4KucihJAHNXT8ROTr+BfCHjUuAqch3YnRxOFAFj/gE+FjDxz8F/9AxKuAppH/F/0nAFYeQG0lkJHctkEFkJP2HZzqu5HmiW4InIaQzq/YpgIA4CB3wa7NGwVO0wYqcvlW7AAw8C/331csAcKm898f/gJDetqBMeBSfhUKKnRtGpOQroQGfNrAT+99DKVEA4OpDj2fHCJ0HEII6RJy6+q7dclpHR/Sfs7lVqBcWweVTIJ+ylIgOw0AA0KnN36wSAQE1i9jeCapLWMKYvuv2bCUqGAw1aFf3CNCxyGk05v4xmvQGqogEVng5gWZ0HFa35H/8B0MvSIBl+DG9x8wDRBZADmHYVN+DgGuGgBAWmYX72JGSCuiAZ824KGvn96svYHwkbECpyGEkK7BEGAJE2eCjcwB/5n/ltBxSDdhbgM8qIctJGc28Xf2HAFoXJt2gsAn+K+XtgO6itYPKBSjAW46/vVOoe4m/MPDBQ5ESOenVKlulUe6mtwBfaXAiVpRnQ44spb/flAjs3vMVI6A/2P894f/Tev4kE5n27ZtqlGjRvk4OjoGM8ZCN27caH3nPtevX5c88cQT3o6OjsEKhSJk6NChvqdPn261EV8a8GllnMl069PnG4ZrAqchhJCu48lX/vr7gpZF1sKGId3G/vo3FpG97IBT3/J39pvc9BM4BwN2voBBB1zc1gYJhWHKOXSrHXt+XY7AaQjpOvI4vjzSUeaK6otdqBT03E/1rdjdgd4PN/24gTP4r6f/i+EefPv2tMtF4DiuDUKSzkan07HG9xJOZWWlKDAwsObjjz++6zovJpMJjzzyiM+1a9dkmzZtupyenn7Ow8OjNjY21q+ioqJVxmpowKeVrX3jTVhJbWHijFAMoXUmCCGkNeXp67t1yTwFTkK6A12dEYeu8C2AYzTZQEkWYKEE+oxv+kkY4xcnBYAz/22DlMLY/M23t9qxV3l00W5ChAjAcVRfmDgTrKS2+O7LvULHaT1nN/NfQ569eyv2e/EYBDgFAgYtwsq2QSoWIbdchytF1W2TUyAmjkOlwSgSYjM1Y/Bs4MCBvadPn+7x4osvultZWfW3t7fvl5iY2KQpr4yx0CVLljgMGzbMVy6XD3B3dw9au3atjfnxkJCQPrNmzXJreExubq5EIpEM2LZtmwoA3NzcgmbPnu0yceJEb5VKFTJ16lQvAFi3bp21j49PgFQqHeDm5ha0YMECJ/M53n//fQdfX98A8+2NGzdaM8ZCP/zwQwfzfREREX7x8fGuAHDgwAHFoEGD/JRKZYhKpQoJCAjou3fvXssm/5AamDRpUsWKFSty4+Liyu72+JkzZ2QnT55Urlq16trw4cNr+vXrp9+4ceM1nU4n+ve//23bkmveqRn/2khTuJY7AlZAoS4PY+NeEDoOIYR0KUXOVYAWsJM54dtlH2Fy4myhI5Eu7Ni1UugNJjiqZfDIrl9o1P9RQKZq3okCnwD2fABk7gJqSgDLVnkNJyjTdVuI1GJU1pVi8hvzhI5DSJcx/ImncHLff2End4JdlbPQcVqHvpL//Qf8XqLVVIwB4X8Gfv4rpCc2YIDnJ0i/Uor9mcXo6dDM38UdWLXRJPLddzpEiGtnDA06rpaImzxyn5SUZDdz5sz81NTU8ykpKar4+HjvoUOHVk2cOLHRuuXFixe7zp8//8Znn32WvWbNGrsZM2b07Nev39kBAwboJk2aVPzpp586r1y58oZIxM9LWbdunY2jo2NdbGxslfkcq1atckpMTMx799138wBg3759li+88EKvxMTE3Oeee65kz549qrlz53ra2dkZ4uPji2NiYqreeustz9zcXImrq6thz549amtra8PevXvVc+bMKdTr9ez48ePKOXPm5AFAXFxcz4CAgJpVq1adl0gk3OHDhy0tLCw4AMjIyJD269cv4C5P7Zb4+Pi8xYsX32zKz1Kn04kAQKFQ3Bp1E4vFkEql3P79+1WJiYkPXL9IM3xambmcK7eWunMRQkhri1uwEKX6QoiYCIoMg9BxSBdnXidieE8N2Nkf+DuDn27+iex9+dIuk+H3DjWdWWU+XBj/eidfS+3YCWltBbV5AABHsStQkSdwmlaQsQMw6gHbXoBj3+YfH/QkIJYBRZfwmEsZAGB/Bq3jIxQ/Pz/t0qVL84KCgvSvvPJKcUBAQM2OHTvUTTl23LhxpYmJiUXBwcH6Tz75JDcgIKB62bJljgAwbdq00oKCAovk5ORbI3mbNm2ymzBhQol5AAgABg8eXPnOO+/kBwQE6AMCAvQfffSR0+DBgys++uijvODgYH18fHzxtGnTClesWOEMAGFhYVorKyvD9u3b1QCQlpamnjVrVv7BgwdVAJCSkmJpMBhYdHR0NQDk5eVJo6OjK0JCQnRBQUH6P/3pT6VDhgzRAoC3t3ftoUOHzt1vS0hIKGzqz7Jfv346FxeX2tmzZ7sVFhaKdTode/PNN53z8/Mt8vPzLZp6nvuhGT6taMPf/45RshEAgMoeVFdKCCFtIVeXDRuZA1wtvISOQro48/o9j6vPAroyQO0K9BjWspMFPgHcPMV36wp7vvVCCiAn7Xs4yn0AAHliGvAhpLUVSAvQF4CD3BlZ+zeh59h4oSM9mPP/47/2fYSfsdNcMjXgOxq48DNGGPcDiMCBrGIYTRzEog69hEuTKcUiU8bQoONCXbs5+/v7+2sb3nZ0dKwtLCxs0uDEkCFDbqvFCwsLqz5z5owCAFxdXQ1RUVEVGzZssB0zZkzVhQsXpCdOnFCuXr36toVxBwwYcNs5Ll++LB87dmxZw/uioqKq1qxZ42gwGCCRSBAeHl61e/du9SOPPFKRmZkpf+211wpWrlzpfPz4cfmuXbvUQUFBNWq12gQAM2fOzE9ISPD65ptv7EaMGFExderU0oCAAD0AWFhYIDAwUN/EH1WjZDIZ991332XOmDHD29HRsb9YLMaQIUMqhg0bVs5xXKv8z00zfFqRbS6/mHaxLh9T5tD0ZkIIaQt5VgUAAEeFC7as/bfAaUhXVV5Th1M3ygEAIaW/8ncGTwJE4pad0Nyt62oqUNG5B0mSt1291Y59wAtPCB2HkC4nctazMJjqIBdbYndyJ28CU6cDLtUvPu3/aMvPEzARAOB8/VeoZWKUa+twNre8FQJ2DCLGoJaITUJsomYOwpnLm8wYYzCZWmctt8mTJ5ds27bNRq/Xs7Vr19r6+vpqBw4ceNsAk1KpbPbFhg0bVnngwAF1cnKyqm/fvjW2tram8PDwyh07dqhTU1PVERERt1riLVu2LPfYsWNnY2Njy1JSUtQhISEBGzZssAb4ki5LS8uQ+23z5s1rVi3m0KFDay5cuHCuqKjoRHZ29sl9+/ZllJaWSry8vFplYIkGfFqRi5RfRDRXT+VchBDSVqYvfh8VtaUQMwlqD3eBqe6kQzqQVQSOAwbYmyC/8ht/Z3O6c93J2gPwGAyAA87+2BoRhWE0wFVvbseeh979+wkciJCux7t3bxTVd6V01rkAnbkjVdZuoK4a0LgBrgNafh6/WEAiByu5jCfc+IGe/ZeLWykkaS/p6enKhrePHj2q9PX11ZlvT5kypUyv14uSkpI0SUlJdk899VRJY+f08fHRpaen37agU2pqqsrb21svkfAFTdHR0ZWZmZnyTZs22URGRlYC/CDQrl271MeOHVONGjWqsuHxwcHB+gULFhTs378/IzY2tnTdunX2QOuXdDVkZ2dndHV1NZw+fVp29uxZ5cSJE8tacp47UUlXK/nvyk8wUM6/6Mm3a/T/S0IIIQ8gT5cNjdQGbmIq6yJtw7x+z59sTgJVdfwaPC1Ze6KhwCeA6+l8t5ohL7VCyvZnun7wVjv2m9SOnZA2U1ibB2eFOxwtXICiDMDBT+hILXN+C/+1peVcZuayrvNbMFF2EOsQjdTLhZg1olfr5CTtYuvWrTbLly+vHjVqVNXatWvtTp8+rVyzZs1V8+MajcY0evToskWLFrllZWXJp0+f3ugb6zlz5uQPHz687+zZs12ee+65kpSUFNX69esdlixZcmsWxqBBg7Qajca4ZcsWu2+//TYDAGJiYioXLVrkAYCLiYmpAoCqqir20ksveUyaNKnUz89Pf/XqVYuTJ08qH3744VKg+SVd5eXlorNnz8rMt7OysqRpaWkKBwcHo6+vby0A/Oc//7FxdHQ09OzZU3/s2DHLuXPnesTExJQ9/vjjjS6C3RQ0w6eVSM5WQcTEKKstwvR33xU6DiGEdGk5shsAAGeFO9J+/UXgNKQrMn9yPESfyt9hbq3+IPo+wn/NOQRUNqmBR4eT9NX3sJPx3W5rvLvG2hmEdERFGn4Wi73cGQd//VLgNC1krAMu1v+NNv/+exD1ZV19S34DwOHw1VLo6owPfl7SbubOnZu7adMm2/Dw8IDvv//ebvXq1VmhoaG6hvtMnTq1+OLFi4rQ0NAq86DI/URFRdWsWbMmc/PmzbahoaEBH3zwgevs2bNz4+Pjb00BE4lECAsLqwTAjR49ugrgB4GUSqUxMDCwRqPRmABAIpGgtLRUPGPGDO/AwMDAZ599ttfIkSPLly5d2qJa7H379ikjIyP9IyMj/QFg4cKFHpGRkf7z5s271co+NzfX4s9//nOPfv36Bc6ZM8fjySefLP7pp5+yWnK9u2FcJ5wiyBjTACgvLy+HRqMROg4A4HD8V3Cx9MT58uMY/XknX1iNEEI6uPLSUtx87wCUEjVSK3di8sp3hI6EiooKWFlZAYAVx3Gt8qlMdybk3/qc0hpELdkNe1ElDsteAuOMQPwJwLbHg5/8i2jgxhHg4WVA+AsPfr52tunldzBEPQoVtaXwX/YA63EQQu6rvLQERe8fgUyswG/VP2Pap0uEjtR8WXuADY8BlvbAa5davgaamb4K+KgXYNBhmsXHSKl0xYY/DcQwP4dWidsUrfG3/ujRo30kEsmvvr6+VZaWlrrGj+gaGGOhGzZsyHzuuefKhM7S2dXU1MgzMjJUBoNhTGho6IX77UszfFrB1i/XwlHBD9LlqGg9CUIIaWtWNjbIq+Fn6nowKusircvcnet5u3P8YI9zUOsM9gBA3/H81ws/t8752lPZdbgwfv2eAl3nXniakI7OysYWhTp+JqCLwRUwGgRO1ALmcq4+4x58sAcAZCrA9yEAwDQrvqGVufyWEHJ3NODTCrRpORAzCSrrSvH0wreEjkMIId3Cdcl1AICzwgNnjx0ROA3pSlLry7nGiQ/zd/R9rPVO3qe+rOHKXkBb1nrnbQfX0r6Co5z/gIvasRPS9goN/L8zB5kLuFxBOna3nMkEnK8f2O7birMB68u6Bmn3AeCw91KL1sclrezzzz+3vVfXKh8fnwCh83VntGhzK3CvXzQ0V5uNvkplI3sTQghpDdGvzUDNpxchF1si/T+bETAgTOhIpAswmTikXS6CBtXwqqgf8HmQVsJ3svcBHPoAhReAjGS+1Xsn8VtyIR6S8+3YQ6gdOyFtrsqNA6oAW5kjfvnv13g4IVzoSE2XcxiougnINECPYa13Xr9YQKKAsjobAewqzt7sgcJKPRzUssaPJW1m8uTJZUOHDq2+22NSqZQDAI7jjrZvKgLQDJ8Htm/rj3BW8NObzYuIEkIIaXuunt7I0/KzfDw4b2HDkC7j/M0KFFfXYqz0JESmOsC+N+DQu3Uv0qcTlnXV1sBVz3fnKtTloQ+1YyekzT0xOxHVhgqImRhlmZ3sQ+VzP/Ff/cYAklYcjJEqAT++rOt5q2MAfi/DJcKxsbExBQYG6u+2+fn5NbrwMmk7NODzgPJ+OQGJyALVhgpMeHuO0HEIIaRbuY5rAAAXSw9cy8oQOA3pCvZl8G8cnlbVl0/4t2I5l1mfh/mvGTuBOm3rn78NGK+k3GrHnl9HH3AR0h6kMtnv6/iYXPlFizsDjvt9wCdgQuuf358/5yjuIAAOezOorIuQe6EBnwfkXr9YaF5NNqxsbAROQwgh3Uv4zCegN+qgECuxd/laoeOQLmDvpUJYQodgXf26UK1ZzmXmGgJo3IG6ar6LTSfww6Yfb7Vjr/IwCZyGkO6jwGRex8cZtYf/LXCaJrpxFKjIAaQqoNeo1j+/70OAWAZbfQ56s+tIzShCZ+w8TUh7oAGfB3Aiff+tcq5si2yB0xBCSPfjG9wfeVr+96+nkbp1kQdTU2vAkaulGCk6AYlJD9j0AJwCW/9CjP0+y+d8Jyjr4jhweS4QMTEq60ox+Y15QicipNuw6O8MALCW2mP95nNAXSfo4n3uR/6rXyxgoWj988tUgE80AGC8xWEUVOqRUdBJZj8R0s5owOcBnP/yV0jFcmgN1Xj4jVeFjkMIId2SuazLVeGJvBwafCctdzCrBLVGEx6X168r6f8oPzjTFszt2S/+0vHbLRecu9WOPV+XJ3AYQrqXR2bOQJHuJhhj6KkNBndsg9CR7q9hOVdblMSa9eU7Hj4m49fxoW5dhNwdDfg8AA94AwDytNmwc3IVNgwhhHRTQdPGotaog0KiQvKHnwsdh3RiezMKIUMtosC/gWjVdux38owAFDaAtgTIPtB212kFWfu/gpOcX78nT0Tr9xDS3jLqzgEAeih747vNvwKGDrwGbu5xoCwbsLAEfEa33XX8xgAiCTzrrsCb5SGVFm4m5K5owKeFLpw4CheFBwAgW3RN4DSEENJ9BYYPQZ42BwDgZaCyLtJyey8VYpjoFGQmLb/GjtuAtruYWAL4jeW/N5c/dEQ1JdidooOlhG/H3n96Gw6CEULuavS78aisK4NULIe6fAhw6luhI92beXaP70OA1LLtrmNpC3gPBQDEio7gYFYJ9AZj212PkE6KBnxa6Ni/f4RMrIDOWIPhf31e6DiEENKtXeeuAgBcLT1ReDNX2DCkU7pRpkVmYTXGiA/zd/R9pO3KucyCnuC/nknqsJ/Ym359Ha51fDlXkf4m+oaGCpyIkO7H2sYGl7X8LB8fpT+2/bimY5aCtlc5l1l9Wdd4iyPQ1hlx9Fpp21+TkGZ4/fXXnQMDA/sqlcoQW1vbfjExMb1Onjwpa7jPxx9/bD9w4MDeKpUqhDEWWlRUJG7NDDTg00Ke9eVcuTXZ8OjlI2wYQgjp5no/PQJ1Jj0sJWr8sniF0HFIJ7TvUiEkMCBWUt+Ovf6NRJvqORJQOQPaUiBje9tfr7ku78TatBvoZdkHAHCzNkfgQIR0X31fHAedsQZKiQY1RTHA2R+EjvRHN08BpVcAiYKf4dPW+jwMgCEIGXBGMfZlUFlXd6PT6dr4k5kHk5qaqp45c2ZBSkrK+a1bt14yGAxs7NixfhUVFbfGYWpqakQxMTHl8fHxbbJIHg34tMC540dulXNdE10VNgwhhBCEDBt5q6zLo5bKukjz7c0oxGDReai4KkDpAHgObvuLisRA8CT++5MdrERDX4XCLX9Fj5qHYSlRo6quHL4zo4VORUi35RMchMzqCwAAP1kgjv3vPUDfwTpT3SrniuE7abU1tTPgMQgAECs+gj0XO+/CzSaOQ5WuTiTEZmpGS/uBAwf2nj59useLL77obmVl1d/e3r5fYmJikxazZYyFLlmyxGHYsGG+crl8gLu7e9DatWttzI+HhIT0mTVrllvDY3JzcyUSiWTAtm3bVADg5uYWNHv2bJeJEyd6q1SqkKlTp3oBwLp166x9fHwCpFLpADc3t6AFCxY4mc/x/vvvO/j6+gaYb2/cuNGaMRb64YcfOpjvi4iI8IuPj3cFgAMHDigGDRrkp1QqQ1QqVUhAQEDfvXv3tqg+cd++fRnx8fHFYWFhuiFDhmi//vrrq3l5edL9+/ffOt/bb79d8P7779+MiIiobsk1GiNpi5N2dSfW/IhhqljojDUYmfiC0HEIIYQAyDFdhSd6wc3SE2UlpbC2tWn8IEIAGE0cUjOKMFd0iL+jz8P8YEx76PcMkLYCuLQdqC4GlHbtc93G7H4PP16LRazaHwBwovYwJoe8I3AoQro3xWhPGA7UwUZmjz03x2PAz38FHv+i7ctPm+K2cq4J7Xdd/0eB6+kYIz6M9XmxyK/QwUkjb7/rt5IavUEUuDA5RIhrn1n40HGV3MLU1P2TkpLsZs6cmZ+amno+JSVFFR8f7z106NCqiRMnVjR27OLFi13nz59/47PPPstes2aN3YwZM3r269fv7IABA3STJk0q/vTTT51Xrlx5QyTi56WsW7fOxtHRsS42NvbW6OaqVaucEhMT89599908ANi3b5/lCy+80CsxMTH3ueeeK9mzZ49q7ty5nnZ2dob4+PjimJiYqrfeesszNzdX4urqatizZ4/a2trasHfvXvWcOXMK9Xo9O378uHLOnDl5ABAXF9czICCgZtWqVeclEgl3+PBhSwsLCw4AMjIypP369Qu4y1O7JT4+Pm/x4sU37/ZYSUmJGADs7e3brSaTZvi0gCd6AABya67BvUdPgdMQQggBAM+Jg1FnqoVSosHmv38odBzSiZzMKUOVrhaxkiP8He1RzmXm5A+49ANMdfxaPh1B9kFs35OEcAyGiIlwo/oqJn9Kgz2ECG3YxIm4Vp0BAPAXB2Hb4V3Akf8InKre9UNA8WVAIgf8Ytvvun3GAwAGii7AFhVIofbsbc7Pz0+7dOnSvKCgIP0rr7xSHBAQULNjxw51U44dN25caWJiYlFwcLD+k08+yQ0ICKhetmyZIwBMmzattKCgwCI5OfnW9LBNmzbZTZgwocQ8AAQAgwcPrnznnXfyAwIC9AEBAfqPPvrIafDgwRUfffRRXnBwsD4+Pr542rRphStWrHAGgLCwMK2VlZVh+/btagBIS0tTz5o1K//gwYMqAEhJSbE0GAwsOjq6GgDy8vKk0dHRFSEhIbqgoCD9n/70p9IhQ4ZoAcDb27v20KFD5+63JSQk3PV/QqPRiFdffdVjwIABVeHh4boW/fBbgGb4NNOZY4fgovAEQN25CCGkIxkcMwbpP62Hu7InvPQeQsfp8hhjwwDMBhAKwAXARI7jfmzwOAPwDoAZAKwB7Acwi+O4jHYP24i9lwoxgF2CPcoBmRXgPax9A/SbAuSdBE5+DQya2b7XvlN5DnTfPQttxfOw1zijzlSLvN6NfmhLCGknRT46eN80wFHhhtzyF5Gb/AZcXUPatqtgUxz+gv8a+CQga9J7/9Zh4wW49IM47yRGi48i5WJvTArrfK8BLGUS05mFDx0X6trN2d/f31/b8Lajo2NtYWGhRVOOHTJkyG1lS2FhYdVnzpxRAICrq6shKiqqYsOGDbZjxoypunDhgvTEiRPK1atX3/ame8CAAbed4/Lly/KxY8eWNbwvKiqqas2aNY4GgwESiQTh4eFVu3fvVj/yyCMVmZmZ8tdee61g5cqVzsePH5fv2rVLHRQUVKNWq00AMHPmzPyEhASvb775xm7EiBEVU6dOLQ0ICNADgIWFBQIDA/VN/FHdJi4uzvPSpUuKvXv3XmjJ8S1FM3ya6dR/tkAmlkNnrMEIKucihJAOJdt0BQDgZumFIurW1daUAE4CePkej88BEA/gRQCDAFQD2M4Y63Bz7fdlFP3enav3WEAibd8AQU8CIgmQexwoaNfXgberrQb3zdP4Im8IgpRhAIDzlScw4ZV7/ScmhLS3JxL+D2cqjgIAgjTh+KXgWdRtmsYv/i6UqgLg7I/89wP/3P7Xr5+VOUZ0CPsyCmEwNmv8okMQMQaV3MIkxCZqZkmgubzJjDEGk6l1fuaTJ08u2bZtm41er2dr16619fX11Q4cOPC2ASalUtnsiw0bNqzywIED6uTkZFXfvn1rbG1tTeHh4ZU7duxQp6amqiMiIirN+y5btiz32LFjZ2NjY8tSUlLUISEhARs2bLAG+JIuS0vLkPtt8+bNc77z+nFxcZ6//fab9W+//XaxV69edS340bQYDfg0k7k71w0q5yKEkA6n51NDUWfSQynR4JcPPhU6TpfGcdw2juPe4jhu852P1c/u+SuAdzmO+4njuFMA4gC4ApjQrkEbUV5ThxPXS29vx97elPa/d7Q5+U37Xx8ATCbgh5nYeKUCgw1jIBMrUF5bjAFvPiVMHkLIPY1a+hJya65BzCSIkAzHv677AZueBwy1wgQ6up4vS3UPB1wFWIamL98CPkp8BtCV48T1svbPQJokPT1d2fD20aNHlb6+vrfKm6ZMmVKm1+tFSUlJmqSkJLunnnqqpLFz+vj46NLT029bJTw1NVXl7e2tl0j4gqbo6OjKzMxM+aZNm2wiIyMrAX4QaNeuXepjx46pRo0aVdnw+ODgYP2CBQsK9u/fnxEbG1u6bt06e6D5JV0mkwlxcXGev/76q/WOHTsu9unTp93/kdKATzOcPnzwVjnXdSrnIoSQDidsRDRya64DALwM3sKG6d56AHAGsNN8B8dx5QAOAhhytwMYYzLGmMa8AWiXmoCUjEL05bLgzooAC0ug16j2uOwf9XuG/3rqO8BkbP/r734XBy7shFvlX+Bi6QGDqQ4nZSfh7O7Z/lkIIfelsLSELlqFGkMVNBY26K9/GNsvHwV+nMUP3rYno+H3dYTCZ7Tvtc0c/ACHPrCAEaNExzt1t66ubuvWrTbLly+3O3XqlCwhIcH19OnTyoSEhALz4xqNxjR69OiyRYsWuWVlZcmnT5/e6IDPnDlz8tPT0zWzZ892OXXqlOzTTz+1W79+vcOrr756a+HkQYMGaTUajXHLli125sGdmJiYyp07d9rU1taymJiYKgCoqqpicXFxnj///LP60qVL0uTkZOXJkyeVvXv31gK/l3Tdb3Nycrr1RzwuLs5z8+bNtmvXrs2ysrIyZmdnS7KzsyVVVVW3plVlZ2dL0tLSFJcuXZIBwJEjRxRpaWmK/Pz8VukeQQM+zXBm/c+QieXQGqupnIsQQjqobPBlXa4KL1zPyhQ4Tbdlns6cf8f9+Q0eu9PrAMobbDltE+12uy8U/D67x3c0IG1R59UH5xcLyK2ByjwgY0f7Xvvwv5Gd9glyCl9Gb00/AMCxqjRM+WBB++YghDTZsMcm4Bh3ECbOBC+VL2oKX8SZc/8Dfp3Hd8xqLxe3ApW5gKU9EDCh/a57p76PAgDGig/Rws0d2Ny5c3M3bdpkGx4eHvD999/brV69Ois0NPS2BYynTp1afPHiRUVoaGiVr69vozNioqKiatasWZO5efNm29DQ0IAPPvjAdfbs2bnx8fHF5n1EIhHCwsIqAXCjR4+uAvhBIKVSaQwMDKzRaDQmAJBIJCgtLRXPmDHDOzAwMPDZZ5/tNXLkyPKlS5e2aJ2Ar776yqGqqko8fvz43l5eXv3M23/+8x9b8z7Lly93jIyM9P/b3/7mBQBjx47tHRkZ6f/dd99Zt+Sad2Jce/5CaCX1n/yVl5eXQ6PRtNt197+yFl4qH2RWnsfwlQIvqkgIIeSuLhw/AouvSyETy7G7+lc89+l77XLdiooKWFlZAYAVx3HdapVbxhiHBos2M8YiwC/S7MpxXF6D/b4HwHEc9/RdziEDIGtwlxpATlv+rTeaOIS/uwObDPHoJcoDnlgDLvAJ7Lq+C94ab/Sy7tUm172n7W8CBz7ju3bN2AOI2uFzueNfovJ/r+Dbkj9jtGwcJCILZFScxsh/vtT21yaEPLDklz6Bv2YAjJwBe6t3YKjTangPnwcMm90+AdaNB67uA4b+DYh+u32ueRd1ucdh8a8R0HEWGKBfjZQ3x8NBLWv8wGZqjb/1R48e7SORSH719fWtsrS0bLduTUJjjIVu2LAh87nnnisTOktnV1NTI8/IyFAZDIYxoaGh9138j2b4NNGB7b/A1ZKf1nxVckXgNIQQQu6lT0gYcrV82a23qYfAabot8zRqpzvud2rw2G04jtNzHFdh3gBU3m2/1nQypwx22ivoJcoDJ5bC0Gsk3jnwDv66+694ceeLMHHtXBoRlQBI1XzHrnM/tv31Tv8XNf97FWtLJ2GoZCQkIgvka3MQtODxtr82IaRVDHl/OnKqr0DMJIhUjMSOoukoSnkfOLi67S9ecJ4f7GEiIPT5tr/eXeiNeryZ+iYG//Zn/OboDTmrwwjRCeylWT6EAGjBgA9jbBhjbAtjLJcxxjHGJtzxOGOMLWKM5THGtIyxnYwx3zv2sWWMfcUYq2CMlTHG1jDGbltoqaPJ+d9hWIikqDZU4JH5CULHIYQQch/ZuAoAcLX0xMWTJwTN0k1dAT+wE22+o3527iAAB4QKdafdFwowTnQQAKDvOQIJ6QuRlJEEALhZfROnCk+1byClPRDxCv/9rncBYxs28jj3P+g2z8QXZRMwSjQOKgsNKuvKUROtgL3TvaruCCEdjdraCq6vDEKhLg9SsRzDLWLwXclUVP06F0j7rG0vfvjf/Nfe4wDr9m+FXqwtxp+3/xn/y/wfak21+NRKCQ5U1iWEzz//3PZeXat8fHwChM7XnUlacIy5Det/APxwl8fNbVingX/B93fwbVj9OY4zT1n7CoALgNEALACsBfAvAFNakKddeIr5jlw3aq6it/3DAqchhBByP8MSnodu1WXIxZY4+EUSen/WX+hIXU79BzU+De7qwRjrD6CE47hsxthyAG8xxjLw++uBXAA/tnPUe9p1oQBLxYdQLmKIl1Xh2PU9kIqk8LbyxqXSS9hxbQf6O/Zv31BDXgYO/QsoyQSOfwmEtcGn5qf/i7rNf8HK0ocQg4dhLbWD1lCNM04X8dSjf2v96xFC2pRn797IG3sV5dtLYCW1xQjTaPyrrAYzdrwFtVHPl1u1tvyzfHcuABjY/os1Z5Rm4JXfXkFudS7UUjWMJiMyDZVIVcgxsuYE/n7pBoym/hCLmtdynLTM5MmTy4YOHVp9t8ekUikHABzHHW3fVARowQyfB23DyhjrC2AMgD9zHHeQ47hUAK8CmMwYc23xM2lD/1uzGs4KdwDANUW7rCFJCCHkAXj06oUbNXxZlxeorKuNhAE4Xr8BwLL67xfV3/4QwKfgP9A5DEAFYEyDD38ElV+hgzbvAvxE1/EXZyccq86B2kKN1aNX46V+/Po1O6/tRLuvdShT/772RsoSoE7buuc/shZ1SX/Gp+VRGGmaCDuZE/RGLY4oj+KpOTTYQ0hnNSg2Fld6F6DGUAUrqS1i8DC+KHscFbv/DuxZ3LoLORvr6juC1QF+Y4Eew1vv3E2QWZaJ57Y9h9zqXHiqPfHVuK/wpN+TAID1tvZQMR2C9MeoPXs7srGxMd2ra5Wfn1+7tyInv2vtNXya0oZ1CIAyjuOONDhuJwAT+KnefyBUq1Yz05FiiJkE5bUlmPIedawghJDO4Jr4KgDAxdITh/f8JmyYLojjuD0cx7G7bNPrH+c4jnub4zhnjuPkHMfFcBx3SeDYt+y5WIAxokM4JJfhrEwKpYUSa8esRZhzGCLcIqCQKJBbnYtzJefaP1zYnwArD75j16F/td55U/8B3dYELK8chqF1k+CocEWdSY+D4nQ8886brXcdQoggxv9lBk5anYTOWANbmSNGYzzWlD6J8r1LgF9m8y3UW0PqP/i1xhQ2wCOfAKx9Z9H8dPknVNdVI8g+CF+N+wo9rHrg2b7PQszEOCgV4YLUAmPFh7Hrwp2NIgnpflp7wKcpbVidARQ0fJDjOAOAEnSwVq1mnlK+nCtHewUyubw9L00IIaSFHn7zFdQYKiEVyXBl0z6h45AOZteFAowTH8KPan4JwYd7PIzetr0BAAqJAlFuUQD4WT7tTiIDRr7Bf79vGVDygM0ijAZg+5uo+u0dfFY6BtGGKXCx9ITBVIf0un2Ysli4zjqEkNb11Px5OKY5AZ2xBjYyB4xmD2NtySQUH10DfDcV0Fc92AXyTvGzDwFg3MeA+s61+dveoZuHAADP9HkG1nJrAICLygUPeT0EANig0SBGdBS7z7aokzYhXUpn6dL1AQCrBpt7e134qyXvw17uAgC4aV/cXpclhBDygOycXJFTcxUA4CVu5/bapEPTG4y4lnEGXuJr2GlpCQCY4DPhtn1Ge40GAOy4tqP9y7oAIPhpwDkI0JUB6x8ByrJbdp7Km8CGx1B68J/4V+lEjMaTcFS4oc5UiwO1KXjmH++0amxCiPAmzZ+LE7anoTVWw1pqjxjRWHxd/AyyM3cCa8cCFXktO7GhFvjxJcBkAPqMBwKfaN3gTVBZW4nzJecBAAOdB9722LSAaQCAbSpL6CQ62BelI7u4pt0zEtKRtPaAT1PasN4E4NjwQcaYBIAtOlCrVjPrq1KImAjFunxM+/vf2+uyhBBCWsE1xXUAgLPCHZtXrxQ4DekoDl8pxXBjOn5VWUIvYuhl1QuB9oG37TPMfRikIimuVVxDRllG+4cUiYGp/wVsewHl14F144HyZk5wvrIPWDUUOTcOYGPx03hI9Cjs5E7QG3U4wPbhmeU02ENIV/Xk66/hlP1ZaA1VsJbaYbRkHH4pjsPZ4vPAFyOBs5ubt65PbQ3w81+B/NOAwhYY/492L+UCgKP5R2HiTPDSeMFJeftbzgD7AIQ6hcLAGL7WqDFOdBA7zlNZF+neWnvApyltWA8AsGaMhTY4blR9loOtnOeBecj5xT6v67METkIIIaS5nl/6AcpqiyBmEohPtttnBaSD23WhAGPFB/Gjii/nmuAzAeyONy5KCyUi3CIACFTWBQBqZ2D6z4BND6DsGj/Tp6IJJQqlV/n1OjY8irP6Mmwtno6HJONhLbWH1liNQ5aHMGXJwrZOTwgR2BNz/4az7pdRVVcO5PSbmQAAZw5JREFUlYUVYizG4GDBn7BfWwpsmg5seBTIb8I6ZXkngX+NAE58xd8e/w9A5XjfQ9qKuZwr3Dn8ro9P8+dn+fxXrcIwyWHsPnuj3bIR0hE1e8CHMaZijPWvb70K1LdhZYx5cvyc5+Xg27A+yhgLArABDdqwchx3HsCvAL5gjA1kjEUC+AzAtxzHdahCy7VvvAlbmSNMnAmVPo3vTwghpOO5ruXXP/GUUlkXATiOw9lzp6GRZeOUXAYxE2F8r/F33bdhWZdgNK7AtC2AtSdQkgX8czCw5a/AtQO3fzpvqAVyjvBv4laEAIf+hT1iKQ4X/BkxkjFQWVihqq4CJ+zP0ALNhHQjE/76KvIG1qBUXwi52BIjZbG4mvdnJFnYAFf2AquigB9mAqe+ByobzIYxGYHSa/w6Yl9EA0UXAZUz8OwPQMAEwZ7P4ZuHAfyxnMtsuMdweGu8UCkWIV0FWGTvRXlNXXtGJKRDackMn9ZowzoVwAUAvwH4BUAqgJktyNKm3Ev5aYKFulw887c5AqchhBDSEsXu1eA4DvZyZ6x7mxan7e4u5VchsCIFP6mUAIAot6GwV9jfdd/h7sMhYRJcLruMq+VX2zHlHaw9gGk/A3a+gK4cOLoWWDsGWB4MfB4FfNgLeNcB+Hc0cHYzOM6Ebx0GoCDvJYyUPwSZWIESfQGu9S/GU3NfE+55EEIEMfLpSRA/44oC7Q1YiKQYqhoNi5wXsVweBiNnBE59B/wwA1jqB3w2EPg0FHjXCfgkGPjtHb79ep/xwKw0wCe68Qu2kTJdGS6UXABw7xk+IibCY/Vrsm1VKTGOHcCeSwV33ZeQtvb66687BwYG9lUqlSG2trb9YmJiep08eVLWcJ8pU6Z4eXh4BMrl8gE2Njb9oqOjex0/frzVOkU1e8CnNdqwchxXwnHcFI7j1BzHWXEc9yeO4x5wyfjWVVZSCndLvjvXtdpMgdMQQghpqWffnI9CHT+B1KXQVuA0RGi/nrmJMeJ0bKkf8LlzseaGrGRWGOQyCACwM1ugsi4zGy/g5YNA3E9A/6mAVAWUZ/PradQU8ftI5KgNfhofWz8BqzPjMUQ1EmKRBLk12RBPdkXsc3HCPgdCiGD8Bw6G2+xIZFdnQsTEGGAVif7ZT2GJ8TFUDXkJcOkHgPEzeYov84M8Ying0Bd49DPg6S8BpZ2gz+FI/hEAQE+rnvccqAeAcT3GAQAOy2UIkR7DrrPt2uCZtCOdTtf+C0k1Q2pqqnrmzJkFKSkp57du3XrJYDCwsWPH+lVUVNwahxkwYED1v/71r6snT548s2XLlgyO49i4ceN8DQZDq2ToLF262t1P73wItYUV6ky1sB/XV+g4hBBCHkB2HT9w76HoifLSUoHTECEdO3USWuUNFEoksJFaYbj78PvuH+MVAwDYnb27PeLdn+j/27vzuKjK/Q/gn2cYhmE2dkQQQVlE2WRVEdQSU1xK6141uSLW1bSMmySYXc00b25pLplaIYgtXv1xrbxet1RAFFMBzQ1FiFxARfZhYGCY8/tjGEJDGQwZwO/79ZpXnnOe85zvmQae4XuexQDoPQwY/zkwLweYskszsfOsNCAmD0VzL+DTn9UIzh0CT5NAMMaQW3kFTgtD4T5gkL6jJ4ToWbce9vBbPRmXKjIBAM4yd7xQEYath0uROykeiMkFJn8HRPwIvHMR+Ocd4K1TgO9UvUzQ/LCW5u/RspXYwtfaFxxjOC5lqLt2FLUqdXuE+OQ4NaCs5Onlxen+3gQGBvaJjIy0nzVrVg8TE5P+lpaW3tHR0ba6nMsY81u5cqXVkCFDXIRCoW+PHj084+PjzbTHfXx83GbPnm3X9JyCggI+n8/33b9/vwQA7OzsPGNiYrpPmDDBUSKR+ISHhzsAQEJCgqmzs7O7QCDwtbOz81y8eHHjjN4ff/yxlYuLi7t2e8eOHaaMMb9Vq1ZZafcFBQW5RkVF2QJAenq68YABA1zFYrGPRCLxcXd375uamirS+U1q4vjx4zlRUVHF/v7+NYMGDar+9ttv8wsLCwUnTpxorG/evHn3w8LC5H369KkNDg5WLF++/PadO3cEV69eNXpc3brit0UlXVEvlaZ3T4HiBoaMm67naAghhPwZwmA7qM7VQSYww56lqxD56XJ9h0T04EaxAv2KD+N7O81kzWOcxsHQwPCx5wTbBQMALhZfRLmyHCZGJk89Tp0IRIDryMbNc4WZOLkyEaPZGJiJLaHm6vFLxWm8sO4fEBi1yXdGQkgXYCQUYuTn/8D/vf0R/I0Hw8a4B8LqRuOnxZ8jb/ZzGOHW/JxmHUFL8/c0NdZpLDLvZWKfWIxXS07g51+LEeJi1eJ5elNbxcPyHj56ufaCW1kwkuqc9UlKSrKYOXPm3bS0tCspKSmSqKgox5CQEPmECRMqWjp3xYoVtosWLbr92Wef3YiLi7OYMWNGb29v70u+vr41EydOLN64caPNpk2bbvN4mn4pCQkJZtbW1nUjR45sHA20ZcuWbtHR0YXLli0rBIDjx4+LXn/9dafo6OiCqVOnliQnJ0vmz5/f08LCQhUVFVUcGhoqX7hwYc+CggK+ra2tKjk5WWpqaqpKTU2VxsbGFimVSpaVlSWOjY0tBICIiIje7u7uii1btlzh8/ncmTNnRIaGhhwA5OTkCLy9vd2bubVGUVFRhStWrGh29fGSkhIDALC0tGy2+05FRQXviy++sLSzs6t1cnKqben91AX18GlGRupR9BA5AgDyQcO5CCGksxs1JRKF1Zol2h2VDnqOhujLwUt38LzhSSSLjAEALzm/1OI5NmIbOJs6Q82pkV6Y3mL59sZxHHakbsLFf/0HLxiGwczIEjX1CpyoPYqxm2Mp2UMIadZfNi7Cz8Y/Q6GqhMzQDCONxqBiQxY+2/0BVOq2GUrSloqri3G97DqAlnv4AMALDi+Azwxw1UgAJ6MsHLt482mH+MxwdXWtXrNmTaGnp6dyzpw5xe7u7orDhw9LdTl39OjRpdHR0fe9vLyU69evL3B3d69au3atNQBMmzat9N69e4aHDh2SaMvv3r3bYvz48SXaBBAADBw4sHLJkiV33d3dle7u7srVq1d3GzhwYMXq1asLvby8lFFRUcXTpk0r2rBhgw0A+Pv7V5uYmKgOHjwoBYCTJ09KZ8+efffnn3+WAEBKSopIpVKx4cOHVwFAYWGhYPjw4RU+Pj41np6eytdee6100KBB1QDg6OhYe/r06cuPe82dO7eouXuvr6/H22+/be/r6ysPCAhoOr8xVqxYYSUSiXxMTEx8jh49Kjt48OA1oVDINVdPa1EPn2bk/fs4Bkmfh0Ilx9B3X9N3OIQQQtrAb1wu7NEbPcS9cO2Xc3D16q/vkEg7u3T+Z5hKi1HHLOBi0htu5m46nRdsF4zrZddx4vYJjHIc9ZSj1F25shyfr34X/gXecJO+AMYYSpRF+NW5EK++tbTlCgghz7RJSxbg+I8/QHzkNqyN7TBANgy5yVewNusNRPzzX7AR2+g7xEZn7mp697iYucBMaNZCac0cbCF2Q3Ds1jEkSw0gv3wY3HgfsA4wNK1ZArEaC25ltVzwKV27Ffr161fddNva2rq2qKjo8d1lGwwaNKiq6ba/v3/VxYsXjQHA1tZWFRwcXJGYmGg+atQoeXZ2tuDcuXPirVu3/tb0HF9f3wfquH79ujAsLKys6b7g4GB5XFyctUqlAp/PR0BAgPzYsWPScePGVeTm5grnzZt3b9OmTTZZWVnCo0ePSj09PRVSqaaX08yZM+/OnTvX4bvvvrMYNmxYRXh4eKm7u7sSAAwNDeHh4aHU8a16QERERM9r164Zp6amZj98bMaMGSVjxoypuHXrluHq1attJk6c2PvMmTPZIpHoTyd9qIdPMxwMNEv33lLkoUev3nqOhhBCSFvwnfkyauoVEBqIkLl1j77DIe3sXkUNet89iP82TNY87jGTNT9ssN1gAMCJ2yfAcW3ywO1PO1eYicQFCzGyaAT6yvqDMYZfK69CMM0RL731lr7DI4R0EiEvvgSXJWHIrjgPAHCS9sWo6tHY8/5KHLm6X8/R/e5Moe7DubTGOmmGp+2TiDGgJhkXbpc/ldjaBOMBRlK1Xl6sdSkB7fCmxtAZg1rdNnMkTZ48uWT//v1mSqWSxcfHm7u4uFQHBgY+kGASi1uXoAKAIUOGVKanp0sPHTok6du3r8Lc3FwdEBBQefjwYWlaWpo0KCioUlt27dq1BZmZmZdGjhxZlpKSIvXx8XFPTEw0BTRDukQikc/jXu+9994fMqURERE9jxw5YnrkyJGrTk5OdQ8ft7CwqPf09FSGhYXJ//e//+Xm5eUJd+zY0XJmUweU8HnIrg1rYWPcAwCQL6Kuf4QQ0lW4evXHrao8AEAvA2c9R0Pa26FLdxAoOIlMoRAMQFivMJ3P9bX2hTHfGEXVRbhWeq3lE54ilVqFL/etwJV/fY8wg7GwNrZFnboWpytSELLp73Dr76vX+AghnY/U1AShn8/ByZpjUNbXwNzIGqOMxqJiXSbWfBmNGlVNy5U8ZbpO2NzUUPuhkBgY4w6fD2vRBRw49+vTCo/o6NSpU+Km2xkZGWIXF5fGD9iUKVPKlEolLykpSZaUlGTx17/+taSlOp2dnWtOnTolabovLS1N4ujoqOTzNQOahg8fXpmbmyvcvXu32eDBgysBTRLo6NGj0szMTMnzzz9f2fR8Ly8v5eLFi++dOHEiZ+TIkaUJCQmWQOuHdKnVakRERPQ8cOCA6eHDh6+6ubm1OC+P9sGSUqlsk+5olPB5iOiKCjxmgFJlEV77ZIW+wyGEENKGfhXdAAB0N7bHzk9X6zka0p6unTuO8zLNQ8IXeB4Qnbyg87kCA0HjHxknCk48lfh0cavyFj5d8Cb6/M8CIZIREBqIUFZ7H2dMz+LlzxfqLS5CSNcwcd0HyO1XgKKaQhjyBAgwGYKgX7yxef47uFSk++/MtnZPcQ/5FflgYPDv5q/zeUYGRgh11Exuf1TCR+X5/3aYXprPqn379pmtW7fO4pdffjGaO3eu7YULF8Rz5869pz0uk8nUI0aMKFu6dKldXl6eMDIyssWET2xs7N1Tp07JYmJiuv/yyy9GGzdutNi+fbvV22+/3Thx8oABA6plMln93r17LbTJndDQ0MqffvrJrLa2loWGhsoBQC6Xs4iIiJ7//e9/pdeuXRMcOnRIfP78eXGfPn2qgd+HdD3u1a1bt3rtdSMiInru2bPHPD4+Ps/ExKT+xo0b/Bs3bvDlcjkDgMuXLwsWLFhgc/z4cVFOTo7g8OHD4jFjxjgZGRlxr7zySpt0SaOEz0N6CjXDuW7U0GTNhBDS1Uz/ZDlKlPfAYwaQXeug4/hJmytX1KFnwT78VyyGRMFh2qbruP12FKpO/axzHYNtfx/W1d44jkPSz9txaOFnGKsah95SzdxD1ysuwfg1J0x8f367x0QI6ZpemD4Nzh+OxKXyDKg5NezFvTGGvYhzS/6Nr/auQJ36D6NRnroDvx4AAHhaerZ6pUTtsK6DYjGCa35C5o2ytg6PtML8+fMLdu/ebR4QEOC+a9cui61bt+b5+fk90IUsPDy8+OrVq8Z+fn5yFxeXFnvEBAcHK+Li4nL37Nlj7ufn5758+XLbmJiYgqioqGJtGR6PB39//0oA3IgRI+SAJgkkFovrPTw8FDKZTA0AfD4fpaWlBjNmzHD08PDw+Nvf/ub03HPPla9Zs6bgSe73m2++sZLL5QZjx47t4+Dg4K19bdu2zRwARCIRd/LkScn48eNd+vXr5zF16lQniURSn5KScsXOzq5NZk+nSZubiI9ZgBFGo6Hm1Kh0oewvIYR0RTdqcmFuZI2exs4oLy2FiVmbDJEmHdjR7EI4GZ9BvkCEdw5w4JdpVneVH0+FeOAAnerQLs+eeS8TVXVVEBuKWzijbRTKC/H18sXwLfVGgDQMPMaDQiVHZt0pTP58SbvEQAh5tkhNTTBy8zvYuWAZvGu9ITU0xVDJSPx6IBsbj7+Fce/FwMXcpV1i4TgOe65r5t3TZWXFh/lZ++GFPDHK6ipRZ5qDoxkX4ecQ0tZhPjNOnz599eF9P/30k849Jezs7OpOnDiR87gyEydOrJg4cWJGc8du377dbFezyMjIssjIyLLH1ftwnAYGBigvLz/XdJ9QKOT27t3bZmP/OI5r9j60HB0d61JSUq631fWaQz18muhVpVmq9071TUyOjtVzNIQQQp4GlZ8U9WoVTAUW+M/SVfoOh7SDnNOHkC6pR8A1NYIuNfa0RlW67sus95T1hL3UHiq1CqcLTz+NMB+g5tRI+jkBB9/fgDHVY9FH5gUe4+FmVS7uDa3D5PWU7CGEPF2Tly+E4XQH5FZeBgD0krphdP1L+PmDBHz1/ceoq3/6vX0u3L+A62XXYWRghFG9WrdKYn15Oe7MfRd//3c55v1HjZM1YvAuJqFeTQ/2ybODEj4N0g/uR0+xZjjXdfUfEpeEEEK6iPF/n42Cas1cPr1re+k5GvK0FcuVsL29D8cNjDHjgGZhD5OXXwYAKK9kQ1VaqnNdjcO6nvI8PnlleVi/YDbME2sw3DgMMoEZqlVVSJcfxcAN0xA87sWnen1CCNFy9vDC0E1v4ITqGOR1FZAYyjBMMgp9f+qOTbHv4JfCp7uS+H9y/gMAGOEwAjKBTOfzFJmZyJswAZWHDjXu63HREF44hjP5LU4LQ1pp8+bN5o9atcrZ2dld3/E9y2hIV4M7P2TCXjYEVaoKvLBwtr7DIYQQ8hT9yl2HPXrDXtQLZ5KPIGDYcH2HRJ6S/Vl5sJBkYMIRCUyrOAh694bN4g9Qc+EClDk5UPz8M2SjdHtqHGwXjJ1XdyLtdho4jgNjbTsPVF19Hbb/dzWkh2sxRvgSRFIpAOA3eQ7UL5jhry8ubtPrEUKIriZ98gGunD2D3PhM9Jb0hYPEGd3qbXF+6X9xzONrvDbjQ0gF0ja9pqJOgQP5mvl7XnZ5Wefzyv6zB4WLFgH19TDs2RPm0yJw96NlGHyJQ5pfKep/TsPA3q0fHkYebfLkyWUhISFVzR0TCAQc0PLwJvJ0UMKnQS+BKwAgvyoHfWzG6DkaQgghT9OQd6ejalM2xHwpftt1jBI+Xdj907tRVCTAqMscOMZgu2I5eEZGEAcNgjInB1Un03VO+ATYBMCQZ4jb8tv4reI3OJo4tlmcP984gYxPd8O/3h+2Es0Qc3ldOc7VnsHkz2j4FiFE//r6B6CvfwD+/f4yeNR4wkRgjgEmw9Dr2m18M/9D9Ho9BC+4v9RmyfDDvx1GVV0V7KX2Oq/OxXEcij79FKivh2zMGNgs+RA8sRg3v9sOwfWbKMsVw6YmCar6ceAb0GCXtmJmZqY2MzNT6jsO8kf0KQewbd4CWAptoObqUdyrpuUTCCGEdGo9evXGTYVm7r5ehu0z8SRpf7lFcrjKf0SfM4YAAIMpE2Ds5QUAEA0cCKB18/iIDEXw7eYLAPgx98c2ibFIUYS1H7+F0hWnMdrwRdiKHKDm6nG14jy4Kd0weSMlewghHcukjxfCel4gLpVnQKWug7WxHcIE42Cw6RY+fX82rpe2zRy02uFcE5wn6JxEUubkQFVUBCYUovvH/4KBRALGGHpEzgAABJ8HZIKTOHW9qE1iJKSjo4QPAKdqRwBAoeImpsS+p99gCCGEtItblkXgOA7djHtg2/wF+g6HPAXJJ9Nxt+Y+et0FVHwGpznzGo+JAgIBAwPU3byJ2lu3dK7zFZdXAABxF+OQcffJe6cr6hTYdmQdDsxfh1H3R8JD5g8+zxD3a+7ghDANwz+fg75+AU9cPyGEPE1Wtt0xcvM7+KXnVRQqbsKAGcDNxBuja8ch4587sCbuXZTW6D5H2sPyy/OReS8TPMbDi066z1tWlaaZY00UEACekVHjfrOx41ArMYJ1OfBrMcPl9H1PHBshnckzn/BJ+99/YS/qDQDI5a7pORpCCCHtJXLpUhQ2TN7sLKfJm7satZoDu/A1uKvGAIDa5wLBNzNrPG4gEcPY2xtA63r5jHIchXG9x0HNqRGbGouSmtZN/llbX4tvzidi2/wF6Pe9OZ4Tj4JMYIaaegXOVqTCZelIvLpkYavqJIQQfXlxzmz4fjoJp6qSUaWqhMRQhsGyUAz9xQ87FyzFVz9vQrmyvNX1apdiH2w7GN3E3XQ+r+qEJuEjHhz0wH6eUAjxy+MBAA4X+RDc2o3q2vqHTyeky3nmEz739/4CgYEQ8rpymqyZEEKeMde4KwCAnmJn7Plik56jIW3pTN49CLgT8G9YeNPt7+/8oYy4YViXohUJH8YYFg5ciF4mvXBPcQ/vp70PNadu8bz71ffx1YWv8K+Fr8N6aznG8l9CD3EvqDk1ciuvoHCoEuM//yfEMt1XoSGEkI7AwMAAf9m4CAbTbJFdcR71nAo2xvYYLXgJTtsZtvwzBqt/XoU7VXd0qu9U4Skk5SQBaN1kzeqaGijOngUASAYP/sNxh2kzoGaAVz5QV3cVhzKyda6bkM7qmU74lJeWorewDwAgX5EDSxtbPUdECCGkPY1bOg9ltffB5xlCmEVzDXYlV47/H4p/M4BhPSB3soGhq8cfyoiDBgEAqtJPgVO3nLTREhmK8MnQT2BkYIQTt08g/mJ8s+Wq6qpw4vYJxKTEYNaq8TDffBfhda+ir6w/+DxD3KsuQJphCoZumomQsbTUOiGkc3P27I/Qz+fgXPdLKFTcgAEzgIvME6+wV9A3AVjyr9fx1pG38J+c/zTbO7KqrgpL05dixqEZKFeWw9nUGUN7DNX5+oqMDHBKJfjW1hA4O//huKGdHaoHatqC+mtGuHci7onvlZDO4plepevHxavxnCgM9WoVSp3r9B0OIYSQdmZiZoZjNZfhLxgCJ7Ebrv1yDq5e/fUdFvmTaurqUVf4HXx+4UHNeCj0fxen56Zi9GxP9PK2aixn7OUFJhKhvrQUymvXIHRz0/karmauWBC4AB+mf4h1mevwbfa36G3SG06mTlCpVThfdB7XSq9BWsbwRs5YRPCjYSbTXLtKVYEL1RkY+0kMfI2N2/z+CSFEn156Zw4AYNc7S+HB84ZMYI7+JoPQu6YPfvlPBr6y+ReWOCyBp6UnrEXWEBuKITGU4MiNIyisKgQATOozCdF+0TA0MNT5ulUnTgIAxIMHP3KSZ4dpb+OIPAs2FQUor/kB2YUfwK276Z+7YUI6sGc64dOXeQIAfqu6jlffjdVzNIQQQvShx8SBqNmngIgvxaktP8L18/76Don8SamZFyAvvgOLSiNc8HwdxXdFAIDs9DsPJHyYQACRvx+qUo+j6mR6qxI+gGaowbXSa/g2+1vcU9zDPcU9nCo8BQAwqgHmXB6F/pwPuovtAQC1aiVyKi/AYcYQ/MX3gza6W0II6ZgmrvsAJffu4eSHCXATaxI/wYIR6FPsgfP3MvClywGcN3mwd6WdxA5Lg5YisHtgq6/XOH9P8B+Hc2ndqOmJYgsVYOGJul/P4syhf8Nt2hutvhYhuliwYIHN3r17zX799VehkZGR2tfXV75mzZpb3t7ejd3KAwMD+5w5c0bS9LxXX3216Ntvv73RFjE8swmf+OgFGGE8GmpOjTzzGxii74AIIYTohf+w4Ti8awP6ynzgIuin73BIG8hN2wSby8a46P4ais29wRjAccCNy8VQ1dWDb2jQWFY8KEiT8ElPh8Vr01t1HcYYFgxYgLd83sKv5b8irywPefdzIEkqgmdNP9iLncAYg5qrx6/yq6gdLMbIKXPb+nYJIaTDMre2xtjPY5GVcgw3/n0BvSVusBJ2RyjGou91D5zn/wLepF6Q82thYmSCSX0mQWQoavV16u7dg/LqVYAxiIOCmi1TW6PCucM3G7etKsIgvxUPRe3rEAme2T+LO7WamhomFAo5fcfxKGlpadKZM2feCwoKqqqrq2MLFiywCwsLc83Ozr4kk8kas52TJ0++v3LlytvabYlEovs48xY8s3P49K3rCwC4pfgVkR99pOdoCCGE6FNRLwXquXpYCLth+zvv6Tsc8idk5RVCUZkGJpmB+5beMDBgGPOWN8QmAqhq1bh9teyB8tp5fBRnz6K+vPUryQCATCCDl4Unar65CP+vTRFmMAY9Jc5gjOFmVR7SZekYuukNjJjytz97e4QQ0in5DH0Oz3/+JrL73kC+/BrUnBp2IkeMMhyLvjuEkO26h2kuU54o2QMAVSc1w7mE/fo9sCJjUxdTbqOmqg4imQAAUGbeH4rbAhxrGAqmT2pODXmtnKePly4LD2gFBgb2iYyMtJ81a1YPExOT/paWlt7R0dE6TYTLGPNbuXKl1ZAhQ1yEQqFvjx49POPj4xv/Z/n4+LjNnj3bruk5BQUFfD6f77t//34JANjZ2XnGxMR0nzBhgqNEIvEJDw93AICEhARTZ2dnd4FA4GtnZ+e5ePHixqXdPv74YysXFxd37faOHTtMGWN+q1atauzyGxQU5BoVFWULAOnp6cYDBgxwFYvFPhKJxMfd3b1vamrqE30wjx8/nhMVFVXs7+9fM2jQoOpvv/02v7CwUHDixIkH6jM2Nlb37NlTpX2Zm5u3WcLnmUxlxr/3PkJFowAAVwVX0XwOmBBCyLNiSsx7ODEnHg4SZ7ip3Vs+gXRYGQc/hXHeGBSZ2sJAXYMx/xgI+77mcPSyxKXjBcj/5T4cPCwayxu5uEDg5ITa3Fzc/fhj2K5c2arrcRyHvas+hfiGEIPEg8GXauabuFN9C9eMszFl4xIMatM7JISQzmvU9EhgOrD741VwuGMLW5EDHCQu6MH1xvHoBNwwvY2/LV4IJhC0qt6m8/c0p05Zj3M/aUbIDJrghEs/nMadMims7ofh17PrgOf0O95DUafgDfpukI8+rp3+anqWRKB7j5KkpCSLmTNn3k1LS7uSkpIiiYqKcgwJCZFPmDChoqVzV6xYYbto0aLbn3322Y24uDiLGTNm9Pb29r7k6+tbM3HixOKNGzfabNq06TaPp+mXkpCQYGZtbV03cuRIubaOLVu2dIuOji5ctmxZIQAcP35c9PrrrztFR0cXTJ06tSQ5OVkyf/78nhYWFqqoqKji0NBQ+cKFC3sWFBTwbW1tVcnJyVJTU1NVamqqNDY2tkipVLKsrCxxbGxsIQBERET0dnd3V2zZsuUKn8/nzpw5IzI0NOQAICcnR+Dt7f3YL4pRUVGFK1asaHZJupKSEgMAsLS0VDXdv2fPHvM9e/aYW1paql544YWyFStWFEql0jZJ+jyTCR8XuROYhKFA8Rumb1iu73AIIYR0AFeFV2HP9YadyBHb31mAaeuofehsbt6vQFnhTzDCJNRWJMDBeQDs+44GgN8TPhfuYwjn2jihJ+PxYPuvZcifEo7yH36E9IUXIB0+vMVrcSoV/vfJRghuGMBD4gWB1AgAcL/mDi5zFzBpzQfw5z+TX7MIIaRFf31fM3/qzgUfwVXhAmtjOzhJ+8GhzgXJ78ShwOIOXl34PnhGRi3WxanVjT18HpXwuZh6G9WVdZBZCuEa2A1m5oPwf59eRIWZP2pv7cXl/AL0c6QVm3Xh6upavWbNmkIA8PT0VG7dutX68OHDUl0SPqNHjy6Njo6+DwDr168vSE5Olq1du9b666+/vjFt2rTSRYsW2R86dEgyatQoOQDs3r3bYvz48SXaBBAADBw4sHLJkiV3tdsvvvhir4EDB1asXr26EAC8vLyUly9fNt6wYYNNQ++aahMTE9XBgwel06dPLz158qR09uzZd7/88ktrAEhJSRGpVCo2fPjwKgAoLCwUREVF3fHx8anR3qP2Wo6OjrWnT5++/Lh7tLKyUjW3v76+Hm+//ba9r6+vPCAgoEa7f+LEicW9evWqtbe3r8vIyDD+8MMPe+Tk5AgPHTqU29L7qYtn7ptI4kdLMEysWd7vCruE1k8HRgghpCt67ZMVODFnGxwkLvDk+qO8tBQmj+gWTjqm5H2bIL0+FPL6nwEAhbcvoK5WCUOBEXr0MQPfkAd5qRL3b8lhZS9tPM+4f39YvDYdxV/FoXDxhzD29X3kkIB6uRwH1m2EYYEIfcUeEMiEAIBS5X1crj2HF1fPR3/RX5/+zRJCSBcwefkiAMDO6CXoq3aHhbAbXGQecFS6InnuV7grK8Bf5kbBsFu3R9ahvHoV9cXFYCIRjH36/+F4XW09sg79BgDwC3MEz4CHbn2sYWFcguJqc5jfDcOJQ5+g38y1T+UedSEyFKnTX03P0te1W1O+X79+1U23ra2ta4uKinRaTm3QoEFVTbf9/f2rLl68aAwAtra2quDg4IrExETzUaNGybOzswXnzp0Tb9269bem5/j6+j5Qx/Xr14VhYWFlTfcFBwfL4+LirFUqFfh8PgICAuTHjh2Tjhs3riI3N1c4b968e5s2bbLJysoSHj16VOrp6anQ9qiZOXPm3blz5zp89913FsOGDasIDw8vdXd3VwKAoaEhPDw8lHgCERERPa9du2acmpqa3XT/vHnz7mv/HRgYWG1nZ1f30ksvuV66dMlIe90/45mbw8fhjg14zABFNYWYtp6e3hJCCPldrvUN1KtVsDa2xb5F+vviR1qvsroW97K/Rw0zAFALAKitVuD6Gc2qWXyBAXr0NQcA5P9y/w/nW779NgROTqi/fx93l/3rgWOcWo2qn09jz7uxOBq7DX3L/dFP5guBgRDltSX4ueIY7BcNwaRNS2AserL5Jwgh5Fk2ee1i9Fv1Ik5UH0GJ8h4MeQK4yrwwSD0caUuSkBj9LiqTk6FWKB44r+byZRRt2AgAEAcEgNfMULBLTXr39Blo07g/OGIAAEAhG4Cy66dw817pU7zDx+MxHiQCiVofLx5rXUpAO7xJizEGtbptppyZPHlyyf79+82USiWLj483d3FxqQ4MDHwgwSQWi1t9sSFDhlSmp6dLDx06JOnbt6/C3NxcHRAQUHn48GFpWlqaNCgoqFJbdu3atQWZmZmXRo4cWZaSkiL18fFxT0xMNAU0Q7pEIpHP417vvfeezcPXj4iI6HnkyBHTI0eOXHVycqp7XKzDhg2rAoDs7OyWu7fp4Jnq4RP/7gIMl2jm7rms+gU+mKjniAghhHQkER98iGNvbYaL1ANeAl/cv1MASxvq4t0ZHDiQAGleICqheXDW2zcAeZlncDnlCPoO1vTs7eVtifxf7iP/l/sIGNPrgfN5RkawXbEc+ZNfRcW+fTAwkYGrq0NdQSHS1QawNPZCf8kLMJRpvn+V15bgSs15PPfRm3C3eKl9b5YQQrogQ4EAk9Z/iJrqavwYuxpufHeYG1nDReaJXmo3ZOzKRt53/8bw2hoYe3ujKvU4ai7/PrrGZPwffxdXlSuRebChd88oRxgY/J7csHHvBsPar2Ckrgb/ZgD2Ji3Em7M3Pf0bfYadOnVKPGfOnGLtdkZGhtjDw6MxizdlypSy6Ohoh6SkJFlSUpLFpEmTipuv6XfOzs41p06demBZ87S0NImjo6OS3zC0evjw4ZUffPCB/e7du80GDx5cCWiSQEePHpVmZmZKoqOj7zY938vLS+nl5XVv8eLF98aNG9crISHBMiIioqy1Q7rUajUiIyN7HjhwwPTIkSNX3dzcalu6n1OnThkDQI8ePR6bGNLVM5PwKS8tRf96H/AMebhdlY/wz5bpOyRCCCEdUKl7HWrzlTAVWCJl6Ta88vlCfYdEWqCqV+Pm8e1gPFdADdj3CcRz02YgL/MMfvvlHOQlxZCYWzRO1nzvt0pUlSkhNn3w4Zmxpycs/v53FG/ditJvv8PZQcPQQ+SPAWJX8Hma3upltfeRXXOBEj2EEPKUCI2NMXHjB1DW1OD7+SvhxnOHhVE3OMvc0Ytzw42q68jJ+QUDL18Gz9AQ0hGhMJ04EeKBAx+op75ejYNfXkR1ZR3MbcWNvXvqVSpcSvkJ6Uk7Ycm6YYDNOBTV3MLR8wnIvXELTj176OO2nwn79u0zW7duXdXzzz8vj4+Pt7hw4YI4Li4uX3tcJpOpR4wYUbZ06VK7vLw8YWRkZElLdcbGxt4dOnRo35iYmO5Tp04tSUlJkWzfvt1q5cqVN7RlBgwYUC2Tyer37t1rsXPnzhwACA0NrVy6dKk9AC40NFQOAHK5nL355pv2EydOLHV1dVXm5+cbnj9/XjxmzJhSoPVDuiIiInr+8MMP5jt37rxuYmJSf+PGDT4AmJub10skEu7SpUtGCQkJ5i+++GK5tbW16uzZs8bvvfeevb+/v3zAgAHVLdWvi2dmSNeRf34OK2F3qNR1uGrVJvMfEUII6YJefjMKOZUXAQDuxv1x8czPeo6ItOSHfdshueUOtboIjBliTPTbMLXpDts+/cBxalw+fgwAIDYxgrWjDACQf+GPw7oAwHzWbJwZ8zKKQ+dhiPUkuEjdwecZokRZhJOVR+Cw+Dn85fMPYGFh2W73RwghzyIjoRCT1i9G3xXjkFZzBEU1hTBgBugl6YNQySsoGzEf6SNfhNXyVX9I9gBA+p5cFF4vh6HQAGFveMKAz0NVWSl2zI/C4S8+Q1VxMTwsNKtzWQl7oE/9COzd9Y/2vs1nyvz58wt2795tHhAQ4L5r1y6LrVu35vn5+dU0LRMeHl589epVYz8/P7mLi0uLPWKCg4MVcXFxuXv27DH38/NzX758uW1MTExBVFRUY+8gHo8Hf3//SgDciBEj5IAmCSQWi+s9PDwUMplMDQB8Ph+lpaUGM2bMcPTw8PD429/+5vTcc8+Vr1mzpuBJ7vebb76xksvlBmPHju3j4ODgrX1t27bNHACMjIzUycnJsnHjxrl6eXl5vP/++/ZjxowpO3jwYM6TXK85jOO4lkt1MIwxGYDy8vJyyGSyFsv/uO0L9LviAKGBCBfLz2LU5rlPP0hCCCGdVureJHRPEcOYL8al8gyM3PxOi+dUVFTAxMQEAEw4jmtxpQryeLq29UWl5di1YALMxWOgVpTA0sMZI9+aDgD45cgBHP7iM1j06Ilpn2wCYwxn/5ePn3/Mg6OnBca85d1YT3mRAt+vWAG3WmfYihwbV/EqqinE1fpLeHFFDERiSbMxEEIIaR/fzVsClzoX2BjbN+67U30TV7jLCHnjTTj06w7GGHLO3sWhry4BAMLe8ERvHyvUq1TY/dE/cTv7EoxlJhg66G8wuSYBGAAOqFPXIrlwD/z/OQuebh7NXr8t2vqMjAw3Pp9/wMXFRS4SiWpaPqNrYIz5JSYm5k6dOrVM37F0dgqFQpiTkyNRqVSj/Pz8sh9X9pno4WOSwUFoIEJFXSl6vBak73AIIYR0cEPGvYKLigwAQF+ZD7a/s0DPEZFH2fn5dJhIX8JVaSV+szaGl0dI47E+g0LANxSg+NYN3M27DkCzPDsA3MwuxeH4S9i94ji+m7MYucv2YrjhCNiJe4ExhkLFDaTUHobXJy9j8sYllOwhhJAO4NVPFsN//RQc56fiZlUe1JwaNsb2eE40EhVfpeP/5nyE7zcfwdEdmr+BfV7oid4+VgCA5MSvcDv7EgTGIkxavAIWpZr9shccUY4yGPIE8DQPwtFt7+nt/ghpa10+4RMfvQC9JG4AgCzlaXgEDNBzRIQQQjqD5//1Jm5W5YHHeBhgEIx9idv0HRJ5yImfD8Pqlh9yRZqVVWqZCgeOHET1Nc2QfyORGE4Bmm7+l1KOAAAs7MSQWgihrM2F4sxeuN8rQYgkFNbGtlBz9fhNnoMUw2MI2BCO8LVLYcB/ZqY7JISQTuPVZf/EoI3TcNYqE3mV2ahXq2BuZI1B0ufgdr0adrWnYWyVjYEv9QYAXEz+CecO/hcAMPrtd2FcbARVUTWYMR+SoO5wfGswVGoVbIzt4VTyPFLT/qfP2+t0Nm/ebP6oVaucnZ3d9R3fs6xLf4v5ZsW/EMQLAY/xcKsqjyZqJoQQojMTMzOUBNTD7Hw5JIYmMD9zH+XjSmFiZqbv0AiAOpUKV7/chfu2vcAxwIpJUMwp8BuvCGe+ScbAWSMh6C6G+9DhuHoyFdknUuDkG4CT+/aje6kMQbI+EBq4aupSK5Evz0GJaw1eeWcuBuv53gghhOjm5XmaqTqOfPsd1GlF6C12g8TQBP1NBqK2pgYpb2/Fb5YFKMvTzM036C9T0NsnEHfXZwIApINtwTPiQ2xvjvyetagsKkX2IA4mX+9BP/cBsDSz0Nu9dSaTJ08uCwkJqWrumEAg4ACA47iM9o2KAF044fPTv7+B191+EBtJUVFXikJPub5DIoQQ0smMiXgN299ZgOf4I2Ev7o1j72/G+M3v6zssAiDxX29D1c0NCl45uklL8dwYIxTc5iH1uAoncQU9tlmh2+g+6GbUEz0s+0HBAwriLiBYFAyezAAAUKWqQF5VNiQvuuG5sNl6viNCCCFPaviUV4EpQHbWWVz54iicRG6QGprBReYBJ2U/FJq74jp3FX0HD0fN5WKo7irAjAwgGWyH2tpaXLp0CSekV7HDpQduyoPhOt4WdYvn4o1PEx5Yyp00z8zMTG1mZqbz6lWk/XTJSZuv/XIOlXFX0M24B6rrq3DC+CQily5t/0AJIYR0CQdmfwoPE3+o1HU4oTjabI9RmrS5bT2urd+/aysyc6+h3rwAAT0vQGD0+8qlSqU5cq97wvSeP7rXGqG68j4cjVxgZmTVWOZ+zR3k1mZjwIKp6GHv2E53RAghpL3Iy8uxb/E6OHOu6Gb8+zLrFXWl+FVxFaUm9RA5OKBUoMCdO3dQY1yF7x2CUH6JD56iHmoTQzi538Or6amYufyL38+nSZtJB/BMT9p8/04B7n2RgW7GPaBS1+GkKoWSPYQQQv4U/8WTcEdxE3yeIULEofjhzeX6DumZ9Z8tq3Cg4L+4U7If5ZfPY/9FMa5U9IW19WgYGppBjXKY3jCBY4kATpwjfGRBMDOyQj2nwm/yHBw3OIb+6/6KVz5fRMkeQgjpoiQmJpi0bjH81r+KdFk6ciuvoE6thMzQDN4mAxGiHoDul2thdC4PcuMy7DQOQcUZBp6iHgDAK69D3lkLfOs9BN988qF+b4aQP0GvPXwYY28BiAFgA+A8gLc5jjutw3nNPvWLj10An1pfWAptoObUOFl1BJM/o2QPIYSQP+9M8hHUJd1ET7ETAOBaxUW4xoxEj16aCSGph0/baq6tj1v9AfLL/4eg1Co43tOUq2fARUegqtcgOMAXPYwdITE0aaynsq4U+dU5EI50wHMv/aX9b4QQQkiH8Mvpk/gtIQ29hC4wFVg27leoKnFL8Ruu4hZy/ALx2qhheG1bCpQVlRhdkwdLYS2sJBwiFi+jHj6kQ2hNDx+9JXwYY5MAJAKYBeBnAO8A+CuAPhzH3Wvh3Ae+BJ5JPoLyXZfhIvWEATNAnboWWfJTePnzfz7t2yCEEPIMKS8txc/vJ6KfiS8A4F71bVxVXcbAqMmw6N6DEj7NaKuHO1/FLIak8AZs79YDajXqDBjqbJwhEdnCUtz9gSRPnboWBYobuGV8Ey8tjYHQ2Php3R4hhJBOplapxN7VG2BZKEMPUW8YGQgbjylUctyvuQNjvhgmAnMIeEYAgGLlXVxQnYPDmEEYEjYWoIQP0aPOkvD5GcAZjuPmNGzzANwEsJHjuBUtnNv4JTDpw+UYyIIgNTQFABQofkO25XVEfPDhU42fEELIs+v/3vwIAZJgGPA0ax8oVHJkl13ES3GxACV8GrXVw519SZvR/6I7pE2SOg+r51S4V12AAtyE75svwt6tX5vdByGEkK7pzm83cGrdN+im6o5uxj0aEzxa9WoVOHDg8wwBAPnleQjZEglQwofoUWsSPnpZpYsxJgDgB6BxEgSO49SMsZ8ADGqmvBGApj99Uu0/eDIBjBViKFRynKv+GSOX/QOBtGQuIYSQp+gvny9C/Hvvo1eFPXqIe0PEl8BF6qnvsDqiaABfchwXDwCMsVkAxgB4DcADD3ce19a/On0+zs/9P1TX88GDAXiMBwNmgOp6BSoEVTDqYwWnsb5wsHju6d8RIYSQLsPGoSfGf7oAACAvKsHpz3cB99WoN1JB2s8GXi+H4VzqUdQeKEQvSR9YCLvpOWJCWkdfy7JbAjAAcPeh/XcBuDVTfgGAxc1VNO3DJfhmzkKYBvbGxIgP2zRIQggh5FGmr/gYAHDxzM/ISjgAy3o7PUfUsbT24Q4e09YDgP17A1BdVwu7Hk5tHishhBAisTLH84tn/WF/0IsvAS8Ce7dsgUEGrTxOdLdgwQKbvXv3mv36669CIyMjta+vr3zNmjW3vL29lQBw9epVgZubW7NPDOPi4vJee+210j8bg16GdDHGbAHcBhDEcVx6k/2rAAzlOG7AQ+Wbe+p361HLshNCCCHtjSZtfhC19YQQQroamrS5Y6mpqWFCoVB/q1C1ICQkxOWvf/1rSVBQUFVdXR1bsGCB3bVr14yzs7MvyWQytUqlQkFBwQOdcDZs2GC1efNmm4KCgvMmJibq5urtDMuy3wdQD+DhPnHdANx5uDDHcUqO4yq0LwCV7RAjIYQQQtoJtfWEEEKeVZxajXq5nKePF6duNqfQrMDAwD6RkZH2s2bN6mFiYtLf0tLSOzo62laXcxljfitXrrQaMmSIi1Ao9O3Ro4dnfHx841wsPj4+brNnz36gu3RBQQGfz+f77t+/XwIAdnZ2njExMd0nTJjgKJFIfMLDwx0AICEhwdTZ2dldIBD42tnZeS5evLgxz/Dxxx9bubi4uGu3d+zYYcoY81u1apWVdl9QUJBrVFSULQCkp6cbDxgwwFUsFvtIJBIfd3f3vqmpqSKd36Qmjh8/nhMVFVXs7+9fM2jQoOpvv/02v7CwUHDixAkRAPD5fPTs2VPV9LVv3z6zMWPGlDwq2dNaehnSxXFcLWMsA8BwAN8DjZM2DwfwmT5iIoQQQkibatXDHUIIIeRZpVYoeNf8A3z0cW3Xs2eyDCQSnZMLSUlJFjNnzryblpZ2JSUlRRIVFeUYEhIinzBhQos9nlasWGG7aNGi25999tmNuLg4ixkzZvT29va+5OvrWzNx4sTijRs32mzatOk2j6fpl5KQkGBmbW1dN3LkSLm2ji1btnSLjo4uXLZsWSEAHD9+XPT66687RUdHF0ydOrUkOTlZMn/+/J4WFhaqqKio4tDQUPnChQt7FhQU8G1tbVXJyclSU1NTVWpqqjQ2NrZIqVSyrKwscWxsbCEARERE9HZ3d1ds2bLlCp/P586cOSMyNDTkACAnJ0fg7e3t3sytNYqKiipcsWJFs99zSkpKDADA0tJS1dzx48ePi7Kzs403bNjwW0vvpa70NYcPAKwFsJ0xdhbAaWhW7hADiNdjTIQQQghpA/RwhxBCCOl6XF1dq9esWVMIAJ6ensqtW7daHz58WKpLwmf06NGl0dHR9wFg/fr1BcnJybK1a9daf/311zemTZtWumjRIvtDhw5JRo0aJQeA3bt3W4wfP75EmwACgIEDB1YuWbKkcS7gF198sdfAgQMrVq9eXQgAXl5eysuXLxtv2LDBpqF3TbWJiYnq4MGD0unTp5eePHlSOnv27LtffvmlNQCkpKSIVCoVGz58eBUAFBYWCqKiou74+PjUaO9Rey1HR8fa06dPX37cPVpZWTWbzKmvr8fbb79t7+vrKw8ICGh2KN/WrVste/fuXTNixIiqlt5LXekt4cNx3L8ZY1YAlgKwAXAOwCiO4x6eyJkQQgghnRM93CGEEEJawBOJ1K5nz2Tp69qtKd+vX7/qptvW1ta1RUVFhrqcO2jQoAcSGf7+/lUXL140BgBbW1tVcHBwRWJiovmoUaPk2dnZgnPnzom3bt36QG8XX1/fB+q4fv26MCwsrKzpvuDgYHlcXJy1SqUCn89HQECA/NixY9Jx48ZV5ObmCufNm3dv06ZNNllZWcKjR49KPT09FVKpVA0AM2fOvDt37lyH7777zmLYsGEV4eHhpe7u7koAMDQ0hIeHxxPN3B0REdHz2rVrxqmpqc3OuSOXy9kPP/xgHh0dXfgk9T+KPnv4gOO4z0BP+QghhJAuiR7uEEIIIS1jPB5aM6xKn7TDm7QYY1C3Yh6gx5k8eXLJggUL7JVK5c34+HhzFxeX6sDAwAcSTGKxuNUXGzJkSOX27dutDh06JOnbt6/C3NxcHRAQUHn48GFpWlqaNCgoqHHewLVr1xZERkYW79mzx+TQoUMmn3zyie1XX32VFxERUfakQ7oiIiJ6HjlyxDQ5OTnbycmprrnztm/fblZTU8N74403ilt7f4+j14QPIYQQQro2erhDCCGEEAA4deqUeM6cOY0JjYyMDLGHh4dCuz1lypSy6Ohoh6SkJFlSUpLFpEmTWkx+ODs715w6dUrSdF9aWprE0dFRyedr0h3Dhw+v/OCDD+x3795tNnjw4EpAkwQ6evSoNDMzUxIdHf3AgygvLy+ll5fXvcWLF98bN25cr4SEBMuIiIiy1g7pUqvViIyM7HngwAHTI0eOXHVzc6t91Hnbt2+3Gj58eJmtrW2zQ8KeFCV8CCGEEEIIIYQQ8lTt27fPbN26dVXPP/+8PD4+3uLChQviuLi4fO1xmUymHjFiRNnSpUvt8vLyhJGRkSUt1RkbG3t36NChfWNiYrpPnTq1JCUlRbJ9+3arlStX3tCWGTBgQLVMJqvfu3evxc6dO3MAIDQ0tHLp0qX2ALjQ0FA5oBlW9eabb9pPnDix1NXVVZmfn294/vx58ZgxY0qB1g/pioiI6PnDDz+Y79y587qJiUn9jRs3+ABgbm5eL5FIGntKXbx40ejs2bOSXbt25ehat64o4UMIIYQQQgghhJCnav78+QW7d+82nz9/voOlpWXd1q1b8/z8/B6YwDg8PLx40qRJLv7+/nIXF5dH9ojRCg4OVsTFxeUuW7bMbt26dd2trKzqYmJiCqKiohp7B/F4PPj7+1cmJyebjBgxQg5okkBisbi+V69eNTKZTA1olkkvLS01mDFjhmNxcbGhqampKiwsrHTNmjUFT3K/33zzjRUAjB07tk/T/evXr89vGt+WLVssu3XrVqvLxNetxTiOa7lUB8MYkwEoLy8vh0wm03c4hBBCCCoqKmBiYgIAJhzHtXmD/ayhtp4QQkhH0xZtfUZGhhufzz/g4uIiF4lEza7W1BUxxvwSExNzp06dWqbvWDo7hUIhzMnJkahUqlF+fn7NTgKtxXvcQUIIIYQQQgghhBDS+XTqIV0VFfQAlRBCSMdAbdLTQe8rIYSQjoLapOZt3rzZ/N1333Vo7pitrW3t9evXL7V3TESjsyZ8zAHA3t5e33EQQgghDzMHQN8I/zxq6wkhhHRU1NY3MXny5LKQkJCq5o4JBAIOADiOy2jfqAjQeRM+2tm6ewCo1PGc0wACn044T01njBmguNtTZ4wZoLjbU2eMGeiccUsB3MLvbRT5c6it79go7vbVGePujDEDFHd76owxU1vfDDMzM7WZmZnOq1eR9tNZEz5albpOlsUYU3e2STQ7Y8wAxd2eOmPMAMXdnjpjzEDnjJsxpu8Quipq6zsgirt9dca4O2PMAMXdnjppzPoOgZBWeZYmbd6k7wCeQGeMGaC421NnjBmguNtTZ4wZ6LxxE/3qjJ+bzhgzQHG3t84Yd2eMGaC421NnjJmQTqVTL8sOWvqWEEJIB0FtU9ui95MQQkhH0xZt07O6LDtpO8/CsuxKAEsa/ksIIYR0BNQ2tS16PwkhhHQ01DaRTqVTzuHDcZwSwIf6joMQQgjRorapbdH7SQghpKOhtol0Np21hw8hhBBCCCGEEEIIeQRK+BBCCCGEEEIIIYS0oQULFth4eHj0FYvFPubm5t6hoaFO58+fN2pa5tKlS0YjRoxwMjMz85ZIJD6jR4/uffPmzTYbiUUJH0IIIYQQQgghhHQqNTU1TN8xPE5aWpp05syZ91JSUq7s27fvmkqlYmFhYa4VFRU8AKioqOCNGjXKhTGGgwcPXjt69Gh2bW0tGz16tEt9fX2bxNApEj6MsbcYY/mMsRrG2M+MscAmx2wYYzsYY3cYY1WMsUzG2Cs61DmsoaySMXadMRbZmuv+yZidGGN7GGNFjLEKxtguxli3DhDzEMbYXsZYAWOMY4yNf+g4Y4wtZYwVMsaqGWM/McZc9Bm3DjG/zBg7xBgrbjjeX8d6vRhjxxviuckYi22mzF8ZY9kNZS4wxkbrUndLcTPGDBljKxvqrGook8gYs9WhXn1/Rj5seE+qGGOlDZ+RAfqMu6WYHyq7paHMO/qMWZe4GWMJDfubvg509LgbyvRljP3IGCtv+KycYYz1bKHep/ozSfTvcZ87Rm19W8bc6dp6HePucO3942Jm1Nbrpf1pUrZDtPc6vNfU1v+xTJds6zmOQ221iqePV2tW7Q4MDOwTGRlpP2vWrB4mJib9LS0tvaOjo1v8vQUAjDG/lStXWg0ZMsRFKBT69ujRwzM+Pt5Me9zHx8dt9uzZdk3PKSgo4PP5fN/9+/dLAMDOzs4zJiam+4QJExwlEolPeHi4AwAkJCSYOjs7uwsEAl87OzvPxYsXN7a3H3/8sZWLi4u7dnvHjh2mjDG/VatWWWn3BQUFuUZFRdkCQHp6uvGAAQNcxWKxj0Qi8XF3d++bmpoq0vlNauL48eM5UVFRxf7+/jWDBg2q/vbbb/MLCwsFJ06cEAHATz/9JCkoKDDauXPnr4GBgdWBgYHV//73v/MvXbok2rt3r/RJrvmwDj9pM2NsEoC1AGYB+BnAOwAOMsb6cBx3D0AiAFMALwK4D2AKgF2MMX+O47IeUWcvAPsAbAEQDmA4gK8YY4Ucxx3U8bpPFDOAKgCHAJwH8HzDKR8B2MsYG8hxnFofMTcQN8S1DcB/mjkeCyAKwDQAvzbEfZAx1o/juGaXFGyHuFuKWQwgDcAuAF+2UJc2Zhk0/49+aojJE8A2xlgZx3FfNJQJAvAdgAUA/gvN5+57xpgvx3EXdbjM4+IWAfCF5v09D8AMwHoAPwLwf0zcHeEzcg3AHAB5AIwBzAVwiDHmzHFckZ7ibilmbRwTAAwEUNBCfR3lvQaAAwCmN9l+7IoRHSFuxpgTND+TcQAWA6gA4A7gkcuSttPPJNEjauvbJ+YGnbGt1yXujtjeU1vfseLWxtKR2ntq638/55lu6+tq6nlfzk310ce1Z3w6JEtgzG+2XWpOUlKSxcyZM++mpaVdSUlJkURFRTmGhITIJ0yY0OIy9StWrLBdtGjR7c8+++xGXFycxYwZM3p7e3tf8vX1rZk4cWLxxo0bbTZt2nSbx9P0S0lISDCztrauGzlypFxbx5YtW7pFR0cXLlu2rBAAjh8/Lnr99dedoqOjC6ZOnVqSnJwsmT9/fk8LCwtVVFRUcWhoqHzhwoU9CwoK+La2tqrk5GSpqampKjU1VRobG1ukVCpZVlaWODY2thAAIiIieru7uyu2bNlyhc/nc2fOnBEZGhpyAJCTkyPw9vZ2b+bWGkVFRRWuWLHiTnPHSkpKDADA0tJSBWh6KDHGYGxs3Jh1E4lEah6Ph9TUVOn48eMrW3pPW8RxXId+QfNL6LMm2zwAtwG817AtBzD1oXOKAfz9MXWuBHDxoX07ARzQ9bpPGjOAFwDUA5A1OW4CQA0gVF8xN3M9DsD4JtsMQCGAeQ/FXQNgckeI++GYHzrm2HC8vw71zAZQAkDQZN8KANlNtv8N4L8PnXcKwJY/+14/okxAQ7meHeG9bkXcsoZywztC3I+KGYAdgFvQfBnJB/BOC/Xo/b0GkADg+1bW0xHi3glgRyvreeo/kwCGANgLzR8AzcXNPeIV00K9wwBkQvMF/TqAyGbKvNXwuatpeP8DW/ted/ZXS587UFtPbf1j4n7omCM6YHv/uJiblKG2/inHjQ7c3jcXM6it75Jtvaur6/nTp08XVlVVXeQ47izHcWeVirrMz944wunjpVTUZWrjaOkVEBBQ6evrW9l0n4eHR9Xs2bMLWzoXADdlypR7Tfd5eXnJw8PD73Ecd/b27dvnDAwM1Pv378/WHu/fv7+8ad22trbK0NDQ0qZ1jBs3rjgoKKi86b433njjjpOTUzXHcWfr6+vPmpqa1m3bti2X47izbm5uigULFtyytLSs5Tju7MGDB6/w+Xx1RUVFJsdxZ8Vicf2GDRt+be4eamtrz15owZ07d7KaO1elUp0dNmxYWdP37/bt2+ckEolq+vTpdysqKjLLy8szIyIi7gLgXn311aJHvZdVVVUXz507l3/27Fm3lj73HbqHD2NMAMAPwHLtPo7j1IyxnwAMath1EsAkxtg+AGUAJgIQAkhuUk8ygHyO4yIbdg2CJnvc1EEA61px3SeN+RI0vziaZudroPkSGKyNqz1j1lEvADZNY+A4rpwx9nND/Ts7aNwtYowlAHDkOG5Yw65BAFI5jqttUuwggPmMMTOO40obyqx9qKqDAMY/pTBNoPnclGl3dPT3uuF6MwGUQ/MUqEPGzRjjAdgBYDXHcZcY++NQ4I4WcxPDGGP3AJQCOApgIcdxxR017ob3egyAVYyxgwB8oOlBsJzjuO+blEtA+/9MtvSUtftD22HQPLlMelSF7fSUtdOjtr7j/IyiC7f1DXEkoGO399TWP8W4O3F7T219F2vrRSLR4pKSEo+6uroybT2GQgP1jE+HZOl4H23KUGigc+8eAOjXr191021ra+vaoqIiQ13OHTRoUFXTbX9//6qLFy8aA4Ctra0qODi4IjEx0XzUqFHy7Oxswblz58Rbt279rek5vr6+D9Rx/fp1YVhYWFnTfcHBwfK4uDhrlUoFPp+PgIAA+bFjx6Tjxo2ryM3NFc6bN+/epk2bbLKysoRHjx6Venp6KqRSqRoAZs6ceXfu3LkO3333ncWwYcMqwsPDS93d3ZUAYGhoCA8Pj8f2snuUiIiInteuXTNOTU3N1u6ztbVVbd++Pe8f//hHTxMTE2sej4exY8eW9OvXT8EY457kOg/r6HP4WAIwAHD3of13oflCAmi+9BlC86RPCWArgAkcx11vUv4GNE+stGweUaeMMWas43WfNOZT0HT1XskYEzHGxAA+aTin6S+Z9oxZF9o6Wqq/o8Wti0Jo4tZ6VMzaY48r0+YxM8aE0Dyt+Y7juKZdJTvke80YG8sYk0Pzx81cACM4jrvfgeOeD0AFYMNjynS0mAFNF+8IaL5YzAcwFMB+xphBB47bGoAEmh4QB6DpBbEHwH8YY0OblGv3n0mO4/ZzHLeQ47g9jzh+p+kLwEsAjnEcl/eYamcB+JXjuHc5jrvCcdxnAP4Pmp8LrWgAX3IcF89x3OWGcxQAXtMl7i6C2vr2iVkXXbmtBzpwe09tfbvE3Rnbe2rrfz/2uDKdqq3fuHHjh4wxrrS0tHH+GsYYBMZ8tT5ezSU/H0c7vKlp7Gp1q3JGjzR58uSS/fv3mymVShYfH2/u4uJSHRgY+ECCSSwWt/piQ4YMqUxPT5ceOnRI0rdvX4W5ubk6ICCg8vDhw9K0tDRpUFBQ49CptWvXFmRmZl4aOXJkWUpKitTHx8c9MTHRFNAM6RKJRD6Pe7333nt/+DxGRET0PHLkiOmRI0euOjk51TU99vLLL1fcvHnz4u3bt8/fuXPn3Pfff//r3bt3Bb17936ixNLDOnQPHx19BM24/lBoxvWPh2ZcfwjHcRcAgOO4CL1F9xCO44oYY38FsBmaMfJqaMaiZjb8W1uuw8TcGp0xbo7jFug7hkdhjBlCMx8Bg6ara6MO/F4fA9Afmi8UM6D5eRyg7a3QkeJmjPkB+AcAX47jHplF70gxa3Ect7PJ5gXG2C8AcqHpVnykoUxHi1v7kOEHjuM+bfj3uYYx+bMApAAd+2cSAJhm4t0x0Mxx0nR/MjrQU9Yuhtr6DqQTx90hf7dQW//0ddb2ntp6/Xmabb2xsTGnUqlqqqurjZ9G7B3ZqVOnxHPmzGnsoZaRkSH28PBQaLenTJlSFh0d7ZCUlCRLSkqymDRpUnHzNf3O2dm55tSpU5Km+9LS0iSOjo5KPl+T7hg+fHjlBx98YL97926zwYMHVwKaJNDRo0elmZmZkujo6AcSiV5eXkovL697ixcvvjdu3LheCQkJlhEREWWOjo61p0+fvvy4eKysrFTaf6vVakRGRvY8cOCA6ZEjR666ubnVPuq87t27qwDgxx9/lJaUlPD/8pe/lLV077ro6Amf+9CMgX94VYtuAO4wzYRgcwB4cBx3qeHYecZYCDTjJGc9ot47j6izguO4asZY/eOu+2diBgCO4w4BcGKMWQJQcRxXxhi7A83kd4/yNGPWhbaObnjwKUI3AOdaOE+fcT+JR8WsPfa4Mm0Wc5MvgA4Ann/oiV9zOsR7zXFcFTTjl68DOMUYywHwOpo0dB0o7hBonkTdaPJ0wwDAGsbYOxzHOXbAmJvFcVweY+w+AGc0fAlshr7jvg/N09WHG8or0AxzeZQO8TPZxDQAlfhjd/DWPmU1w6Ofsrq1WbQdH7X17ROzLp6lth7oAL9bqK1vt7i7RHtPbX3XaesNDAzqVSpVR/9bvM3t27fPbN26dVXPP/+8PD4+3uLChQviuLi4fO1xmUymHjFiRNnSpUvt8vLyhJGRkSUt1RkbG3t36NChfWNiYrpPnTq1JCUlRbJ9+3arlStXNvYgGzBgQLVMJqvfu3evxc6dO3MAIDQ0tHLp0qX2ALjQ0FA5AMjlcvbmm2/aT5w4sdTV1VWZn59veP78efGYMWNKgdYP6YqIiOj5ww8/mO/cufO6iYlJ/Y0bN/gAYG5uXi+RSDgAWL9+vYWHh0eNjY2NKiUlRfz+++/3fP311+96e3u3SQ+fDj2kq2EMZwY03RgBNI4LHQ4gHZoVDoAmT8sa1OPx95betM4GIxr263LdPxNz07L3G74APg9NI/SjPmLW0a/Q/DJtWr8MwIAW6td33E8iHcCQhi9hWiMAXG0YP6wt88j7+rOafAF0gWaCzxaz2y3FpMf3mgfA6DHH9Rn3DgBe0Dyl1L4KAKwGMLKDxtwsxlgPABZ48EvIw/Qad0P9ZwD0eeiQK4Df/nhGI73/TD7kNQDfcA+tWMRxXERHf2LZEVFb3z4x6+hZausBPf9uoba+XePuEu09tfXU1nd28+fPL9i9e7d5QECA+65duyy2bt2a5+fn98B7HB4eXnz16lVjPz8/uYuLyyN7xGgFBwcr4uLicvfs2WPu5+fnvnz5ctuYmJiCqKioxt+pPB4P/v7+lQC4ESNGyAFNEkgsFtd7eHgoZDKZGgD4fD5KS0sNZsyY4ejh4eHxt7/9zem5554rX7NmTYur+jXnm2++sZLL5QZjx47t4+Dg4K19bdu2zVxb5urVq8JJkyY59+/f333VqlW277zzTuHWrVtvPcn1msW1cib29n4BmATN+OBpAPpCM26/FJpsriGAHACpAAIBOAF4F5ovhaOb1JEIzURh2u1e0IytXwXNU9Q3oclEj9Tlun8m5obj06FZDtIJwN+gmZNgzUN1tGvMDedL8HsjyEEz9rQ/GlaLgGbscCk0y+J6AvgemieVQj2+1y3FbN6wPbrh+KSGbZsmdSwHkNhk2wSaL7yJ0KziMKnhHmY2KRMEoA6az5sbgA8B1ELzBPpPvdfQfK5/AHATgDc0Tw60L4G+3msd4hYD+Biaz7YDNN1XtzVcz72jfkaaKZ+Ph1bt6IDvtQSaL6kDoVmRZjg0X96uATDqqHE3HJ8Azc/KDGieUM5piCFYnz+TD90Dh0evABTScNxbh3pSAax7aN90AOUN/xY03Pv4h8psh6YrfKvi7syvx33uQG39M9/W6xh3h2vvHxczqK1v989IM+Xzoef2voX3mtr6LtrWnz171u3YsWPyy5cvP7CyVFd/AeASExOv6zuOrvBqzSpdrfrB0Ner4ZfEb9BM1PgzgAFNjrlAM3P63YZfCufxx6VbkwEkPLRvGICshjpz0fzyeY+87p+MeUXDL7Tahl/a0QBYB4h5GJpfijCh4TgDsLQh9hpoxqu66jNuHWKOfMTxD5vUkQAg+aF6vQAcb7jPWwDmN3PtvwK42hDzRTT5w+PPxI3fl5Rt7jWso35GoFkx5z/QLOuphObJ2Q8AAjryZ6SZ8vn44xfAjvZeG0MzPvweNL9H8gF8gYe+qHW0uJuUeQ2aP+CroRkm8tJDdSSgnX8mH6rncV8CEwCc1bGelQAuPLTvW/xxadyNTbZ5DffX6qVxO/vrcZ87UFvfljE/9mcUHbCt1zHuyEcc/7BJHQlox98tj4sZ1Nbrpf15qHw+9Nzet/BeU1vfRdv648eP9z148KDq119/vcN1gORBe71ACZ82e7Um4cM4zYeQEEIIeWYxxiTQPIUENF+So6GZlLSE47gbDWVk0HSjf5fjuC3N1JEI4DbX0NW7YanWiwA2QfME/HloVocZwz24VOt2AG8AOA3NsuwTAbhxHPfwnACEEEIIeUIdpa3v37//hytWrPjLwIEDr5mYmFQ9fI3OaPPmzebvvvuuQ3PHbG1ta69fv36JMeaXmJiYO3Xq1LJ2Dq/LUSgUwpycHIlKpRrl5+eX/biyz9xEUYQQQkgz/KH50qe1tuG/26HpOQAAk6Hp/fDdI+roiQdXYPqVMTYGwKfQrA5zC8DftV8AG8r8mzFmBU2PChtonoKOomQPIYQQ0uY6RFuvUCiyzc3N7xkaGtb/+VvqGCZPnlwWEhLSbPJKIBBoulRxXEb7RkUAUA8fQgghhBBCCCGkPWRkZLjx+fwDLi4ucpFIVNPyGYQ8qDU9fDr0Kl2EEEIIIYQQQgghpPUo4UMIIYQQQgghhBDSxVDChxBCCCGEEEIIIaSLoYQPIYQQQgghhBBCSBdDCR9CCCGEEEIIIYSQLoYSPoQQQgghhBBCCCFdDCV8CCGEEEIIIYQQQtrQypUrrVxdXftJJBIfiUTi079/f7ddu3bJmpb55JNPLAMDA/tIJBIfxpjf/fv3DdoyBkr4EEIIIYQQQgghpFOpqalh+o7hcezt7Ws/+uij2+np6ZdPnjx5OSQkpDI8PNz57NmzQm0ZhULBCw0NLY+Kiip8GjFQwocQQgghhBBCCNETjuOgVCh4+nhxHKdznIGBgX0iIyPtZ82a1cPExKS/paWld3R0tK0u5zLG/FauXGk1ZMgQF6FQ6NujRw/P+Ph4M+1xHx8ft9mzZ9s1PaegoIDP5/N99+/fLwEAOzs7z5iYmO4TJkxwlEgkPuHh4Q4AkJCQYOrs7OwuEAh87ezsPBcvXtxNW8fHH39s5eLi4q7d3rFjhyljzG/VqlVW2n1BQUGuUVFRtgCQnp5uPGDAAFexWOwjkUh83N3d+6ampop0fpOamDJlSvmkSZPKPT09lV5eXsqNGzfeFolE6uPHj0u0ZT744IN7H3/88Z2goKCqJ7lGS/hPo1JCCCGEEEIIIYS0rLa6mvfZ9Ik++rj2nPhdWUYikVrX8klJSRYzZ868m5aWdiUlJUUSFRXlGBISIp8wYUJFS+euWLHCdtGiRbc/++yzG3FxcRYzZszo7e3tfcnX17dm4sSJxRs3brTZtGnTbR5P0y8lISHBzNraum7kyJFybR1btmzpFh0dXbhs2bJCADh+/Ljo9ddfd4qOji6YOnVqSXJysmT+/Pk9LSwsVFFRUcWhoaHyhQsX9iwoKODb2tqqkpOTpaampqrU1FRpbGxskVKpZFlZWeLY2NhCAIiIiOjt7u6u2LJlyxU+n8+dOXNGZGhoyAFATk6OwNvb272ZW2sUFRVVuGLFijsP71epVNi2bZtZdXU1b8iQIfLmzn0aKOFDCCGEEEIIIYSQFrm6ulavWbOmEAA8PT2VW7dutT58+LBUl4TP6NGjS6Ojo+8DwPr16wuSk5Nla9eutf76669vTJs2rXTRokX2hw4dkowaNUoOALt377YYP358iTYBBAADBw6sXLJkyV3t9osvvthr4MCBFatXry4EAC8vL+Xly5eNN2zYYBMVFVXs7+9fbWJiojp48KB0+vTppSdPnpTOnj377pdffmkNACkpKSKVSsWGDx9eBQCFhYWCqKioOz4+PjXae9Rey9HRsfb06dOXH3ePVlZWqqbbp0+fNh42bJhbbW0tz9jYuH7Hjh25fn5+NS29V22FEj6EEEIIIYQQQoieCIyN1XPid2Xp69qtKd+vX7/qptvW1ta1RUVFhrqcO2jQoAeGLfn7+1ddvHjRGABsbW1VwcHBFYmJieajRo2SZ2dnC86dOyfeunXrb03P8fX1faCO69evC8PCwsqa7gsODpbHxcVZq1Qq8Pl8BAQEyI8dOyYdN25cRW5urnDevHn3Nm3aZJOVlSU8evSo1NPTUyGVStUAMHPmzLtz5851+O677yyGDRtWER4eXuru7q4EAENDQ3h4eCjRCl5eXjWnT5++XFpaarBz506zWbNmOTo7O19tr6QPzeFDCCGEEEIIIYToCWMMRiKRWh8vxlo377F2eFPT2NXqVuWMHmny5Mkl+/fvN1MqlSw+Pt7cxcWlOjAw8IEEk1gsbvXFhgwZUpmeni49dOiQpG/fvgpzc3N1QEBA5eHDh6VpaWnSoKCgSm3ZtWvXFmRmZl4aOXJkWUpKitTHx8c9MTHRFNAM6RKJRD6Pe7333ns2Ta8tFAo5Dw8PZUhIiGLTpk23+/btW71mzZpuaCfUw4cQQgghhBBCCCFP1alTp8Rz5swp1m5nZGSIPTw8FNrtKVOmlEVHRzskJSXJkpKSLCZNmlTcfE2/c3Z2rjl16pSk6b60tDSJo6Ojks/XpDuGDx9e+cEHH9jv3r3bbPDgwZWAJgl09OhRaWZmpiQ6Ovpu0/O9vLyUXl5e9xYvXnxv3LhxvRISEiwjIiLKnmRI18PUajWUSmW7rS5GCR9CCCGEEEIIIYQ8Vfv27TNbt25d1fPPPy+Pj4+3uHDhgjguLi5fe1wmk6lHjBhRtnTpUru8vDxhZGRkSUt1xsbG3h06dGjfmJiY7lOnTi1JSUmRbN++3WrlypU3tGUGDBhQLZPJ6vfu3Wuxc+fOHAAIDQ2tXLp0qT0ALjQ0VA4Acrmcvfnmm/YTJ04sdXV1Vebn5xueP39ePGbMmFKg9UO63nrrLbuxY8eW9+7du7a8vNxg+/bt5qdPn5YmJSXlaMvcuHGDf+vWLcNr164ZAcDZs2eNZTJZvZOTU223bt3qdb3Wo1DChxBCCCGEEEIIIU/V/PnzC3bv3m0+f/58B0tLy7qtW7fmPTyXTXh4ePGkSZNc/P395S4uLrUt1RkcHKyIi4vLXbZsmd26deu6W1lZ1cXExBRERUU19g7i8Xjw9/evTE5ONhkxYoQc0CSBxGJxfa9evWpkMpkaAPh8PkpLSw1mzJjhWFxcbGhqaqoKCwsrXbNmTcGT3G9RURH/73//e6+ioiJDiURS7+bmVp2UlJTTdILrdevWWX/66afdtdthYWF9AGD9+vX5Te/hSTGO41ouRQghhBBCCCGEkD8lIyPDjc/nH3BxcZGLRKJ2W61J3xhjfomJiblTp04t03csnZ1CoRDm5ORIVCrVKD8/v+zHlaVJmwkhhBBCCCGEEEK6GBrSRQghhBBCCCGEkCeyefNm83fffdehuWO2tra1169fv9TeMRENSvgQQgghhBBCCCHkiUyePLksJCSkqrljAoGAAwCO4zLaNyoCUMKHEEIIIYQQQgghT8jMzExtZmam8+pVpP3QHD6EEEIIIYQQQgghXQwlfAghhBBCCCGEEEK6GEr4EEIIIYQQQgghhHQxlPAhhBBCCCGEEEII6WIo4UMIIYQQQgghhBDSxVDChxBCCCGEEEIIIaSLoYQPIYQQQgghhBBCSBtauXKllauraz+JROIjkUh8+vfv77Zr1y5Z0zJTpkxxsLe39xAKhb5mZmbew4cPd8rKyhK2VQyU8CGEEEIIIYQQQkinUlNTw/Qdw+PY29vXfvTRR7fT09Mvnzx58nJISEhleHi489mzZxsTOr6+vlVffPFF/vnz5y/u3bs3h+M4Nnr0aBeVStUmMVDChxBCCCGEEEII0ROO46CuUfH08eI4Tuc4AwMD+0RGRtrPmjWrh4mJSX9LS0vv6OhoW13OZYz5rVy50mrIkCEuQqHQt0ePHp7x8fFm2uM+Pj5us2fPtmt6TkFBAZ/P5/vu379fAgB2dnaeMTEx3SdMmOAokUh8wsPDHQAgISHB1NnZ2V0gEPja2dl5Ll68uJu2jo8//tjKxcXFXbu9Y8cOU8aY36pVq6y0+4KCglyjoqJsASA9Pd14wIABrmKx2Ecikfi4u7v3TU1NFen8JjUxZcqU8kmTJpV7enoqvby8lBs3brwtEonUx48fl2jLzJs3735YWJi8T58+tcHBwYrly5ffvnPnjuDq1atGT3LNh/HbohJCCCGEEEIIIYS0Hqes5xV8mO6jj2vbfjgoiwn5al3LJyUlWcycOfNuWlralZSUFElUVJRjSEiIfMKECRUtnbtixQrbRYsW3f7ss89uxMXFWcyYMaO3t7f3JV9f35qJEycWb9y40WbTpk23eTxNv5SEhAQza2vrupEjR8q1dWzZsqVbdHR04bJlywoB4Pjx46LXX3/dKTo6umDq1KklycnJkvnz5/e0sLBQRUVFFYeGhsoXLlzYs6CggG9ra6tKTk6WmpqaqlJTU6WxsbFFSqWSZWVliWNjYwsBICIiore7u7tiy5YtV/h8PnfmzBmRoaEhBwA5OTkCb29v92ZurVFUVFThihUr7jy8X6VSYdu2bWbV1dW8IUOGyJs7t6KigvfFF19Y2tnZ1To5OdW29H7qghI+hBBCCCGEEEIIaZGrq2v1mjVrCgHA09NTuXXrVuvDhw9LdUn4jB49ujQ6Ovo+AKxfv74gOTlZtnbtWuuvv/76xrRp00oXLVpkf+jQIcmoUaPkALB7926L8ePHl2gTQAAwcODAyiVLltzVbr/44ou9Bg4cWLF69epCAPDy8lJevnzZeMOGDTZRUVHF/v7+1SYmJqqDBw9Kp0+fXnry5Enp7Nmz73755ZfWAJCSkiJSqVRs+PDhVQBQWFgoiIqKuuPj41OjvUfttRwdHWtPnz59+XH3aGVl9cBYrNOnTxsPGzbMrba2lmdsbFy/Y8eOXD8/v5qmZVasWGG1dOnSHtXV1TxHR8eagwcPXhMKhbp3vXoMSvgQQgghhBBCCCF6wowM1LYfDsrS17VbU75fv37VTbetra1ri4qKDHU5d9CgQVVNt/39/asuXrxoDAC2traq4ODgisTERPNRo0bJs7OzBefOnRNv3br1t6bn+Pr6PlDH9evXhWFhYWVN9wUHB8vj4uKsVSoV+Hw+AgIC5MeOHZOOGzeuIjc3Vzhv3rx7mzZtssnKyhIePXpU6unpqZBKpWoAmDlz5t25c+c6fPfddxbDhg2rCA8PL3V3d1cCgKGhITw8PJRoBS8vr5rTp09fLi0tNdi5c6fZrFmzHJ2dna82TfrMmDGjZMyYMRW3bt0yXL16tc3EiRN7nzlzJlskEv3ppA/N4UMIIYQQQgghhOgJYww8IV+tjxdjrZv3WDu8qWnsanWrckaPNHny5JL9+/ebKZVKFh8fb+7i4lIdGBj4QIJJLBa3+mJDhgypTE9Plx46dEjSt29fhbm5uTogIKDy8OHD0rS0NGlQUFCltuzatWsLMjMzL40cObIsJSVF6uPj456YmGgKaIZ0iUQin8e93nvvPZum1xYKhZyHh4cyJCREsWnTptt9+/atXrNmTbemZSwsLOo9PT2VYWFh8v/973+5eXl5wh07dpihDVAPH0IIIYQQQgghhDxVp06dEs+ZM6dYu52RkSH28PBQaLenTJlSFh0d7ZCUlCRLSkqymDRpUnHzNf3O2dm55tSpU5Km+9LS0iSOjo5KPl+T7hg+fHjlBx98YL97926zwYMHVwKaJNDRo0elmZmZkujo6LtNz/fy8lJ6eXndW7x48b1x48b1SkhIsIyIiCh7kiFdD1Or1VAqlY/Msmkn0X5cmdaghA8hhBBCCCGEEEKeqn379pmtW7eu6vnnn5fHx8dbXLhwQRwXF5evPS6TydQjRowoW7p0qV1eXp4wMjKypKU6Y2Nj7w4dOrRvTExM96lTp5akpKRItm/fbrVy5cob2jIDBgyolslk9Xv37rXYuXNnDgCEhoZWLl261B4AFxoaKgcAuVzO3nzzTfuJEyeWurq6KvPz8w3Pnz8vHjNmTCnQ+iFdb731lt3YsWPLe/fuXVteXm6wfft289OnT0uTkpJyAODy5cuCHTt2mI8ePbrCxsZGlZ+fb7h8+fLuRkZG3CuvvFKu63UehxI+hBBCCCGEEEIIearmz59fsHv3bvP58+c7WFpa1m3dujXv4QmMw8PDiydNmuTi7+8vd3FxaXGlquDgYEVcXFzusmXL7NatW9fdysqqLiYmpiAqKqqxdxCPx4O/v39lcnKyyYgRI+SAJgkkFovre/XqVSOTydQAwOfzUVpaajBjxgzH4uJiQ1NTU1VYWFjpmjVrCp7kfouKivh///vfexUVFRlKJJJ6Nze36qSkpBztBNcikYg7efKk5IsvvuhWUVFhYGFhoQoMDKxMSUm5Ymdn99ieQrpi2i5DhBBCCCGEEEIIeXoyMjLc+Hz+ARcXF7lIJKpp+YyugTHml5iYmDt16tQyfcfS2SkUCmFOTo5EpVKN8vPzy35cWZq0mRBCCCGEEEIIIaSLoSFdhBBCCCGEEEIIeSKbN282f/fddx2aO2Zra1t7/fr1S+0dE9GghA8hhBBCCCGEEEKeyOTJk8tCQkKqmjsmEAg4AOA4LqN9oyIAJXwIIYQQQgghhBDyhMzMzNRmZmY6r15F2g/N4UMIIYQQQgghhLQPNQCO4zim70BI59Tw2eGg+Sw9FiV8CCGEEEIIIYSQ9nGH47i6qqoqkb4DIZ1TVVWViOO4OgCFLZWlZdkJIYQQQgghhJB2kpGRsdDQ0HC2jY1NrVgsVjDG6I9y0iKO41hVVZXozp07grq6us1+fn7LWjqH5vAhhBBCCCGEEELaz8d1dXUoKCiIYIyJANDwLqILjuO4uvr6+jgAH+tyAvXwIYQQQgghhBBC2llGRoYUQHfQVCtEN2oAhX5+fpW6nkAJH0IIIYQQQgghhJAuhjKJhBBCCCGEEEIIIV0MJXwIIYQQQgghhBBCuhhK+BBCCCGEEEIIIYR0MZTwIYQQQgghhBBCCOliKOFDCCGEEEIIIYQQ0sVQwocQQgghhBBCCCGki6GEDyGEEEIIIYQQQkgX8/9hcsDotMvMmgAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<Figure size 1200x400 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, axes = plt.subplots(1, 2, figsize=(12, 4), dpi=100)\n", | |
"fronts.plot(ax=axes[0], legend=None)\n", | |
"backs.plot(ax=axes[1], legend=None)\n", | |
"\n", | |
"axes[0].set_title('front')\n", | |
"axes[1].set_title('back')\n", | |
"axes[1].legend(loc='upper right', bbox_to_anchor=(1.4, 1))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.7.10" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment