diff --git a/examples/06_example_cepstrum_viscosity_h2o.ipynb b/examples/06_example_cepstrum_viscosity_h2o.ipynb
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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Example 1: Cepstral Analysis of liquid water\n",
+ "\n",
+ "This example shows the basic usage of *sportran* to compute the shear viscosity of a classical MD simulation of H$_2$O."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "For reference: Malosso et al., npj Comput Mater 8, 139 (2022).\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import scipy as sp\n",
+ "import matplotlib.pyplot as plt\n",
+ "try:\n",
+ " import sportran as st\n",
+ "except ImportError:\n",
+ " from sys import path\n",
+ " path.append('..')\n",
+ " import sportran as st\n",
+ "\n",
+ "c = plt.rcParams['axes.prop_cycle'].by_key()['color']\n",
+ "\n",
+ "from numba import njit,jit\n",
+ "from scipy.integrate import cumtrapz"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 1. Load trajectory\n",
+ "\n",
+ "Read the heat current from a simple column-formatted file $\\texttt{./data/h2o/h2o.dat}$."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Temp\ts_xy\ts_xz\ts_yz \n"
+ ]
+ }
+ ],
+ "source": [
+ "!head -n 1 data/h2o/h2o.dat"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Temp\ts_xy\ts_xz\ts_yz \n",
+ " #####################################\n",
+ " all_ckeys = [('Temp', [0]), ('s_xy', [1]), ('s_xz', [2]), ('s_yz', [3])]\n",
+ " #####################################\n",
+ "Data length = 100000\n",
+ " ckey = [('Temp', [0]), ('s_xy', [1]), ('s_xz', [2]), ('s_yz', [3])]\n",
+ " step = 100000 - 100.00% completed\n",
+ " ( 100000 ) steps read.\n",
+ "DONE. Elapsed time: 1.4065170288085938 seconds\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "{'Temp': array([[408.14857],\n",
+ " [404.83967],\n",
+ " [400.74475],\n",
+ " ...,\n",
+ " [375.49635],\n",
+ " [374.86153],\n",
+ " [373.89371]]),\n",
+ " 's_xy': array([[788.37874],\n",
+ " [636.10743],\n",
+ " [478.48531],\n",
+ " ...,\n",
+ " [501.14159],\n",
+ " [552.52985],\n",
+ " [564.72988]]),\n",
+ " 's_xz': array([[ 14.137608],\n",
+ " [ -89.647884],\n",
+ " [-201.87593 ],\n",
+ " ...,\n",
+ " [-251.91173 ],\n",
+ " [-302.26323 ],\n",
+ " [-333.25187 ]]),\n",
+ " 's_yz': array([[-171.66794],\n",
+ " [-178.72951],\n",
+ " [-164.36904],\n",
+ " ...,\n",
+ " [ 633.03153],\n",
+ " [ 419.70789],\n",
+ " [ 191.02963]])}"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "jfile = st.i_o.TableFile('./data/h2o/h2o.dat')\n",
+ "jfile.read_datalines()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 2. Stress Current\n",
+ "\n",
+ "Define a **StressCurrent** from the trajectory, with the correct parameters. For the computation of the shear viscosity we need only the off diagonal elements of the stress tensor that are stored in **data[:,1:]** and the instantanous temperatures that are stored in **data[ : ,0]**."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "1 398.46784250010006 1918.4149658\n",
+ "Using single component code.\n"
+ ]
+ }
+ ],
+ "source": [
+ "DT_FS = 1 # time step [fs]\n",
+ "TEMPERATURE = np.mean(jfile.data['Temp']) # temperature [K] (983.173 K)\n",
+ "VOLUME = 1918.4149658 # volume [A^3]\n",
+ "print(DT_FS, TEMPERATURE, VOLUME)\n",
+ "\n",
+ "j = st.StressCurrent(np.column_stack([jfile.data['s_xy'], jfile.data['s_xz'], jfile.data['s_yz']]),\n",
+ " UNITS='real', DT_FS=DT_FS, TEMPERATURE=TEMPERATURE, VOLUME=VOLUME)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# trajectory\n",
+ "f = plt.figure()\n",
+ "ax = plt.plot(j.timeseries()/1000., j.traj);\n",
+ "plt.xlim([0, 1.0])\n",
+ "plt.xlabel(r'$t$ [ps]')\n",
+ "plt.ylabel(r'$J$ [eV A/ps]');"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Compute the **Power Spectral Density** ($\\rm PSD$) and filter it for visualization."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "500.0\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Periodogram with given filtering window width\n",
+ "ax = j.plot_periodogram(PSD_FILTER_W=0.5, kappa_units=True)\n",
+ "print(j.Nyquist_f_THz)\n",
+ "plt.xlim([0, 60])\n",
+ "ax[0].set_ylim([0, 0.5e-3]);\n",
+ "ax[1].set_ylim([12, 20]);"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 3. Resampling\n",
+ "\n",
+ "If the Nyquist frequency is very high (*i.e.* the sampling time is very small), such that the log-spectrum goes to low values, you may want *resample* your time series, in order to reduce the maximum frequency to $f^*$.\n",
+ "Before performing that operation, the time series is automatically filtered to reduce the amount of aliasing introduced. Ideally you do not want to go too low in $f^*$, because the statistical error may increase. In an intermediate region the results should not change. \n",
+ "\n",
+ "To perform resampling you can choose the resampling frequency $f^*$ (`fstar_THz`) or the resampling step (`TSKIP`). If you choose $f^*$, the code will try to find the closest value allowed.\n",
+ "The resulting $\\rm PSD$ can be visualized to ensure that the low-frequency region was not affected by this operations"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Using single component code.\n",
+ "-----------------------------------------------------\n",
+ " RESAMPLE TIME SERIES\n",
+ "-----------------------------------------------------\n",
+ " Original Nyquist freq f_Ny = 500.00000 THz\n",
+ " Resampling freq f* = 25.00000 THz\n",
+ " Sampling time TSKIP = 20 steps\n",
+ " = 20.000 fs\n",
+ " Original n. of frequencies = 50001\n",
+ " Resampled n. of frequencies = 2501\n",
+ " PSD @cutoff (pre-filter&sample) ~ 8472561.64839\n",
+ " (post-filter&sample) ~ 7406104.37649\n",
+ " log(PSD) @cutoff (pre-filter&sample) ~ 15.68271\n",
+ " (post-filter&sample) ~ 15.63555\n",
+ " min(PSD) (pre-filter&sample) = 0.07246\n",
+ " min(PSD) (post-filter&sample) = 299500.00551\n",
+ " % of original PSD Power f"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "FSTAR_THZ = 25\n",
+ "jf, ax = j.resample(fstar_THz=FSTAR_THZ, plot=True, freq_units='thz')\n",
+ "plt.xlim([0, 100])\n",
+ "ax[0].set_ylim([0, 0.3e-3]);\n",
+ "ax[1].set_ylim([15, 20]);"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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S0lJMnDgR69atk9aNHj0av/32m0vdQgB+DpN3uPMarirrh8kxMTE1cl57GP6rp8aOHSu9TkxMxJkzZxzus3nzZlmRIst5UNWRnp6O2267TfrDJDAwEN9++y2OHTuGmTNn4sEHH8R9992HmTNn4sSJE7j//vulfRctWoT58+e7ZRye9uKLL0qBl2nTpmHQoEFeHlH944sfwkT2BAYGYuTIkdLytm3bZO3R1Pzzzz+yZXd9XhPVFH5eU1WVlZXhxhtvlH0OjhgxAitWrLDpHOIMfg5TTXP3NVxVmzdvli1bT6HyBgYv6qnrr79etvz111873Md6m4kTJ7plLC+88IL0R4pGo8GyZctwzz33QBAEm22DgoIwZ84c3HjjjdK6V155BSaTyS1j8ZStW7dK1YAbNWqE9957z8sjqp988UOYyBHLz+vi4mL8/PPPDvex/LwOCAjANddc45GxEXkKP6+pKgwGA2699Vb88ccf0rohQ4Zg5cqV1WpTys9hqimeuoZddeTIEVnWR8uWLX2iTh+DF/XU6NGj0aVLF2n5s88+w9mzZ1W337ZtGxYvXiwtjxs3Dm3btq32OFJTU2X/A5g2bRrGjBnjcL9PP/1UmnJx/vx5/Pnnn9Uei6eUlZVh2rRpUoDlo48+QlRUlJdHVf9kZGTgl19+kZaDgoIwePBgL46IyDmTJ09GbGystPz666/bVLC39Msvv2DHjh3S8rRp09iej2oVX/2jmXyb0WjE1KlTsWzZMmndwIED8eeffyIkJKRax+bnMNUET13Der0eoig6vX1hYSGmTp0qezh81113Vfn87sTgRT2l0WhkfdSLiopw7bXXStMaLB08eBA333yzdAFrNBq89dZbbhnHkiVLpDmEAKQWoo40adIEo0ePlpbXrFnjlvF4wptvvoljx44BAK6++upa2yXFl5SXl8NgMDi9vcFgwO233y5L87zllltqNPWOqKpCQ0Px8ssvS8spKSmYMGGC4h/O69atk02tCwkJke1LVNPq0h/N5LtEUcS9994rq4PWv39/rF692i1BA34Ok6d58hrevn07evbsiQULFqCoqMjutnv27MGAAQNkbVHj4uLw9NNPV2sM7sKCnfXYtddei4ceeghffvklgIonHR07dsSUKVPQo0cPlJeXY/v27ViyZImsq8d7772H7t27u2UMlmmhrVu3RocOHZzet1+/fvjrr78AQBbdtnbx4sWqD9CBiIgIuz27Dx8+jHfffRdAxZN+8/eaqufSpUsYPXo0nn32WUyaNMluJsupU6cwbdo0WaXm4OBgvP766zUxVKpHfvvtN8UOQgUFBbLlKVOmKKZ+vv/++7jhhhsUj/3www9jzZo1WLlyJQBg06ZNaNOmDe644w507NgRhYWF2LBhA1atWiXdKAqCgO+++46t+cirtm/fjieeeALPPfccJkyYYPfp4Z49e3DXXXfh8OHD0jpf+qOZfNeWLVvwww8/yNZduHABPXv2dOk4GzduRNOmTRXf4+cweZKnr+EDBw5gypQpCA4OxqBBg9C9e3fEx8cjPDwcpaWlSEpKwoYNG2QtWYGKwN2KFSt8JnOIwYt67tNPP0VBQYFU9LKoqAhz585V3FYQBLzwwgt45pln3Hb+AwcOSK87d+7s0r6NGjWSXtsLUDRr1sz1gTnpnXfewQsvvKD4nslkwrRp06TAz2uvvYbWrVt7bCz1TWJiIh544AE8+uijGDBgAHr06IFWrVohPDwcBoMBKSkp2LJlC9atWyd7gqfVarFo0SI0b97ci6Onuig/P1/WFk9NcnKy6v5qNBoNFi5ciOuvv17KNMvOzsbHH3+suL2/vz8++ugjTJo0yfHAiS7zVACurvzRTL7LaDTarFP7rLXH8mGdNX4OkyfVxDUMVNRsWbNmjVNZ6x06dMDPP/+MXr16uTwOT2Hwop7TarX48ccfMX78eMyYMUP2tMNS//798dZbb8mqLbtDVlaW9HrlypWKRTqdkZOT464huc2nn34qZYR07dqVT448pLy8HJs2bZJlVqhp0qQJ5s2bhyuvvLIGRkbkXiEhIfj7778xe/ZsfPjhh4pdojQaDUaOHIkPPvgAPXr0qPlBUq3myQAcUPv/aCbi5zDVRgkJCXjggQewfft2HDp0SDFQYqlbt2544IEHcNddd9VokVBnMHhBAIBJkyZh0qRJOHz4MA4ePIjk5GRotVo0adIEffv29VjGgL1iR67wtf7v58+fl+Y3CoKAr776Cjodf93cJTo6Go8//ji2b9+Offv2yeqmKGnTpg2mT5+O6dOnIzIysmYGSfXOXXfd5fG5+YIg4KGHHsJDDz2EXbt24dixY0hJSUFQUBCaNm2KgQMHIi4uzqNjIHJFXfqjmXzX8OHDXaqtUh38HCZP8OQ1HB8fL3U9LCoqwr59+3D+/Hmkp6ejuLgYOp0OkZGRiI+PR79+/dCwYUOPjMMdBLGmftOpzpo3bx7uvvtuaXn9+vUYPny4U/tGRERIT2qioqIQHR1d5XGcPn26yvu62w033CBVCn7wwQcd1rr4v//7P1kNhrNnz6Jly5aeHGKdUVpaigMHDuDMmTNITU1FUVERtFotIiIi0LhxY/Tt2xfx8fHeHiYRUb1X2/9oJiIi7+KjYPKqmJgYKXhx880346uvvvLyiNzDMo1wxYoV+Oeff+xun52dLVsePny4LFNj3759dguD1mcBAQHo168f+vXr5+2hEBGRHSEhIRg8eDDbVBMRUZUweEFe1aFDB+lG/8iRI14ejWdcunTJ5X3Onz8vW3aUZktERERERFSXabw9AKrfRowYIb3evn07MjMzvTgaIiIiIiIi8kUMXpBX3XTTTdL0CKPRiA8++MDLI3KP/fv3QxRFp/+99tprsv3Pnj0re59FJomIiIiIqD5j8IK8qmXLlrjtttuk5VmzZjmsD2FNFEWH3SaIiIiIiIio9mLwgrzu/fffl1pKGQwGXHvttfjwww+h1+vt7peSkoLPPvsMHTp0wN69e2tiqEREREREROQFLNhJTvvtt9/w3HPP2awvKCiQLU+ZMkWxN/v777+PG264wWZ948aNsXTpUowZMwb5+fkoKyvDM888g3fffRdXX301evTogejoaBiNRuTm5uLkyZPYu3cv9u3bV2M9vYmIiIiIiMh7GLwgp+Xn5yMxMdHhdsnJyar7qxkwYAC2b9+OiRMn4uTJkwCAzMxM/Pzzz/j5558dnlOr1TrchoiIiIiIiGonThshn9GxY0ccPnwYc+bMQadOnRxu36lTJzz99NPYt28f+vbtWwMjJCIiIiIiIm8QRObdk4+6dOkStm/fjrS0NOTk5MDf3x9RUVFo06YNunTpgoYNG3p7iERERERERFQDGLwgIiIiIiIiIp/GaSNERERERERE5NMYvCAiIiIiIiIin8bgBRERERERERH5NAYviIiIiIiIiMinMXhBRERERERERD6NwQsiIiIiIiIi8mkMXhARERERERGRT9N5ewDke3Jzc7Fx40ZpuVmzZggICPDiiIiIiIiIiMiR0tJSJCUlScvDhg1DZGSk9wbkRgxekI2NGzdi4sSJ3h4GERERERERVcPy5csxYcIEbw/DLThthGzk5uZ6ewhERERERERUTXXp3o7BC7KRn5/v7SEQERERERFRNdWleztOGyEbjRs3li1/+umnGDlypJdGQ+Sa06dPy6Y9LV++HAkJCd4bEJGLeA1TbcdrmGozXr9U261btw6PPfaYtGx9b1ebMXhBNvz9/WXLzZs3R+fOnb00GqLqSUhI4PVLtRqvYarteA1Tbcbrl2qb06dPy5at7+1qM04bISIiIiIiIiKfxuAFEREREREREfk0Bi+IiIiIiIiIyKcxeEFEREREREREPo3BCyIiIiIiIiLyaQxeEBEREREREZFPY/CCiIiIiIiIiHwagxdERERERERE5NMYvCAiIiIiIiIin8bgBRERERERERH5NAYviIiIiIiIiMinMXhBRERERERERD6NwQsiIiIiIiIi8mk6bw+AfE9UVJTdZSJf1rBhQzz33HMAgKCgIDRs2NDLIyJyDa9hqu14DVNtxuuXaru6fC8niKIoensQ5FuOHDmCLl26SMuHDx9G586dvTgiItfk5OQAqFsf1lS/8Bqm2o7XMNVmvH6pNqvL93KcNkJEREREREREPo3BCyIiIiIiIiLyaQxeEBEREREREZFPY/CCiIiIiIiIiHwagxdERERERERE5NMYvCAiIiIiIiIin8bgBRERERERERH5NAYviIiIiIiIiMinMXhBRERERERERD6NwQsiIiIiIiIi8mkMXhARERERERGRT2PwgoiIiIiIiIh8ms7bA/CUH3/80dtDQHh4OCZOnOjtYRARERERERHVanU2eHHXXXdBEASvjqFNmzYMXhARERERERFVU52fNiKKolfO6Y3zEhEREREREdVFdTbzwlJNBxIEQWDwgoiIiIiIiMhN6nzwIiEhASdPnqzRc2o0Gq9PWSEiIiIiIiKqK+r8tBEiIiIiIiIiqt0YvCAiIiIiIiIin1angxferDvhyXMfOHAAfn5+EARB+jd8+HCPnY+IiIiIiIjIm+pszYvvv/8eABAeHl6nzm00GjFt2jQYDAa3H5uIiIiIiIjIF9XZ4MWdd95ZJ8/90UcfYffu3R47PhEREREREZGvqdPTRuqaM2fO4LXXXgMANGzYEA0aNPDyiIiIiIiIiIg8j8GLWmT69OkoLi4GAMyaNQuhoaFeHhERERERERGR5zF4UUt89913+PfffwEAo0ePxtSpU708IiIiIiIiIqKaweCFC/Ly8pCZmVnj501LS8MzzzwDAAgMDMTs2bNrfAxERERERERE3lJvgxcmkwkmk8lhS9PCwkI8//zzaNq0KaKjo9GoUSOEh4fj9ttvx7lz52pkrI888ghycnIAAK+88goSEhJq5LxEREREREREvqBeBi+eeuop+Pn5wc/PD/fcc4/qdgUFBRg8eDBmzpyJlJQUiKIIURRRWFiIBQsWoFu3bti2bZtHx/r7779jyZIlAIDOnTvj2Wef9ej5iIiIiIiIiHxNvQxeLF++XMq4ePzxx1W3e+qpp3Dw4EGIoghBEGzeLywsxIQJE5CVleWRcebl5eGhhx4CAAiCgK+++gp+fn4eORcRERERERGRr6p3wYuUlBScO3cOgiCgZcuW6NGjh+J2Z8+exbx58yAIAgRBQGBgIB5//HF8+eWXuP/++6HVaiEIArKysjBjxgyPjPW5555DcnIyAOC+++7DoEGDPHIeIiIiIiIiIl+m8/YAatqhQ4ek14MHD1bdbv78+TAajQAAnU6HDRs2oG/fvtL7I0aMwK233goA+OmnnzBz5kzodO77dm7atAlff/01AKBRo0Z477333HZsV50+fbrK+zZs2BCxsbFuHA0RERERERHVN/UueHH+/HnpdefOnVW3++OPPwBUTNeYOHGiLHABAJMmTcLMmTOxe/du5OTk4MCBA+jdu7dbxqjX63HfffdJU1s+/vhjREZGuuXYVTFx4sQq7/vcc8/hhRdecN9giJxQUFDg7SEQVQuvYarteA1Tbcbrl2qzvLw8bw/BY+rdtBHLH2aDBg0Ut8nPz8eePXukOhfmDAtrV111lfT68OHDbhvj66+/jpMnTwIArr76atXzExEREREREdUH9S7zorS0VHqtVvxy27ZtMJlMAACtVovRo0crbteyZUvptbuKdh44cAAzZ84EAAQFBWH27NluOa63BAUFISoqytvDoHqK1x7VdryGqbbjNUy1Ga9fqo0iIiK8PQSPqXfBi5CQEOl1dna24jYbN24EUDFlpHv37ggPD1fczjL4odfrqz02o9GIe++9FwaDAQDw2muvoVWrVtU+bnUtX74cCQkJVdq3YcOGbh4NERERERER1Tf1LnjRqFEj6bVl8U5L5noXAOx2+MjJyZFeBwcHV3tsH330Efbs2QMA6Nq1K55++ulqH9MdEhIS7NYHISIiIiIiIvKkelfzomfPntLrlStXori4WPb+7t27ZUGNkSNHqh7rzJkz0mvLoEhVpKam4rXXXgMAaDQazJ07163dS4iIiIiIiIhqq3p3d9yhQwe0bdsWp0+fRlZWFqZMmYJvv/0W0dHROHv2LO6++25p27CwMFlRTms7d+6UXrdp06Za40pNTZUCKVqtFlOnTnW4z6VLl6TXO3bskE3tuPLKK2t9vQwiIiIiIiIioB4GLwDg6aefxgMPPABBELBixQrExcUhOjoa6enp0jaCIGD69OkICgpSPEZaWhp2794NANDpdOjevbvbxldeXo7ExESX9tHr9bJ9unTp4rbxEBEREREREXlTvZs2AgDTp0/HtddeC1EUAVQEC9LS0qRloKLOwyuvvKJ6jF9//RUmkwmCIKBnz54ICAjw+LiJiIiIiIiI6qN6GbwAgCVLluD5559HYGCgbL0oirjmmmuwfv16hIWFKe5rMpnw2WefScvXXHNNtcfTo0cPiKLo0r8WLVpI+w8bNkz23vLly6s9JiIiIiIiIiJfUC+njQAVbU7feecdvPrqq9i+fTtSU1MRHByMnj17onnz5nb3TU5OltWkuOOOOzw9XCIiIiIiIqJ6q94GL8yCgoIwYsQIl/aJj4+XOoMQERERERERkWfV22kjRERERERERFQ71JvgRUpKCoxGo+J7JpNJ1naUiIiIiIiIiHxHvQhezJkzB+3bt8fcuXMV3//666/RoUMHfPXVVzU8MiIiIiIiIiJypF4EL8LDw1FYWIg33ngDxcXFsvdKSkrw+uuvo7i4WLW7iK86d+6c1F1kw4YN3h4OERERERERkUfUi+DF5MmTMXjwYKSnp2PWrFmy92bNmoXU1FQMGTIEkydP9tIIiYiIiIiIiEhNvQheAMAXX3wBrVaLmTNnIisrCwCQlZWFDz74ADqdDp9//rmXR0hERERERERESupN8KJr1654+OGHkZ+fjzfffBMA8OabbyI/Px+PPPIIunTp4uUREhEREREREZGSehO8AIA33ngDjRo1wpw5c7BhwwbMnj0bjRs3xuuvv+7toRERERERERGRCp23B+ApFy5cUFz/2GOP4aWXXsLYsWNRXl6Oxx57DDk5OcjJybHZtnnz5p4eJhERERERERE5UGeDF61atVJ9TxAE6PV6CIKAl156CS+99JLiNgaDwZNDJCIiIiIiIiIn1NnghSiKqu8JggBBEOxuZ29/IiIiIiIiIqo5dbbmhclkUvz30UcfQRRFREZGAgA++ugj1W2JiIiIiIiIyPvqbPBCSVpaGl577TWEhYVh06ZNCAkJweuvv46MjAxvD42IiIiIiIiIVNSr4MWzzz6LgoICPPXUU+jcuTOefvpp5Obm4plnnvH20IiIiIiIiIhIRb0JXmzZsgU//fQTGjZsKAUrnnnmGcTGxuKnn37C1q1bvTxCIiIiIiIiIlJSL4IXJpMJjzzyCARBwMsvv4yQkBAAQEhICF555RWIooiHH36YRTqJiIiIiIiIfFC9CF58/vnnOHjwIFq1aoUHHnhA9t7999+PNm3a4ODBg/jss8+8NEIiIiIiIiIiUlMvghfx8fFo2rQpZsyYAZ1O3h1Wp9PhzTffRFxcHJo1a+alERIRERERERGRGp3jTWq/G264AWPGjEFwcLDi+7fccgvGjx8vTSchIiIiIiIiIt9RLzIvAKgGLswYuCAiIiIiIiLyTfUmeEFEREREREREtRODF0RERERERETk0+pFzQtnFRYWIiUlBbm5udDr9S61Th06dKgHR0ZERERERERUf9X74MWZM2fw5Zdf4q+//sKJEydcCliYCYIAg8HggdERERERERERUb0NXoiiiDfeeANvvfUWjEajtI6IiIiIiIiIfEu9DV48/PDD+OqrryCKIgRBkAUuBEEAoBzMML+n9j4RERERERERuVe9LNi5YsUKzJkzR1qOjIzEq6++ik2bNuHkyZNSUKJly5Y4c+YM9u7diyVLluDBBx9ESEgIRFGERqPB22+/jbNnz+LMmTPe+lKIiIiIiIiI6rx6mXnx1ltvSa87dOiANWvWoGnTpjbb6XQ6tGzZEgDQo0cP3HDDDZgxYwamTZuG5cuX46WXXoIgCHj++edrauhERERERERE9U69y7xITU3Frl27AFRMAfn1118VAxdqoqOjsXTpUtx4440QRREvv/wyNm/e7KnhEhEREREREdV79S54sW3bNgAVgYuRI0eia9euqtuq1bQQBAFfffUVIiIiYDKZ8OKLL3pkrERERERERERUD4MXKSkp0uuhQ4fa3ba0tFT1vejoaEyYMAGiKGLbtm04f/6828ZIRERERERERJXqXfAiNzdXet2kSRPFbQIDAyGKIoqKiuweq3fv3tLr3bt3u2V8RERERERERCRX74IXgYGB0mu1aSHh4eEAKgId9rIvzNsB8owOIiIiIiIiInKfehe8iImJkV5nZWUpbhMfHy+9Pnz4sOqxUlNTpdeFhYVuGB0RERERERERWat3wYt27dpJr9UCE5ZFPP/++2/VY/3111/S6wYNGrhhdERERERERERkrd4FL7p16wY/Pz8AwNatWxW3GTNmDICKaSWffPKJ4pSQ+fPnY9OmTdKyZf0LIiIiIiIiInIfnbcHUNOCg4PRr18//Pfffzh79iz27t2LXr16yba59tprER0djZycHGRkZKB379544okn0L17d+j1eqxatQrz5s2DIAgAKrI5rI9BRERERERERO5R7zIvAGDChAnS6y+++MLm/eDgYLz99tsQRRGCICA1NRUvvvgixo4dixtuuAHfffcdjEajVPDz/fffr7GxExEREREREdU39S7zAgBuvfVWHDlyBACg1WpRVlYGf39/2TbTp0/HqVOn8OGHH6oeRxAEfPDBB7j22ms9Ol5fkl1UhqTsYnSLj5AyT4iIiIiIiIg8qV4GL+Lj4/H999873O6DDz7AVVddhVmzZmHDhg1S29Tg4GCMHj0aL7zwAvr37+/p4fqMAn05rvpoEzILSzFtcCu8PL6Tt4dE5HUnUguQlq/H4IQYaDQM6BEREREReUK9DF644sorr8SVV14JURSRlZUFURTRoEEDaDT1b8bNr7uSkFlYEcD5ZstZBi+o3juRWoCrP64o3PvyuI6YNqS1l0dERERERFQ31b878CoSBAExMTFo2LBhvQxcABVTRoio0nNLD0qv3/zjmBdHQkRERERUt9Wbu3CTyYQff/wRN954I1q1aoXQ0FBERESgbdu2mDp1KpYvX+7tIfo8DWtcEMmk5pV4ewhERERERPVCvZg2cvLkSUycOBEnTpwAAKlLCAAUFBTgzJkzWLhwIa644gosXboUcXFx3hqqT+N8fiK5UoPJ20MgIiIiIqoX6nzmxfnz5zFo0CCcOHFCCloIgiD7B1QENLZv344hQ4YgLy/Pm0P2WVpmXhDJlJYzeEFEREREVBPqfPDivvvuQ1ZWFoCKoIUoitBoNIiNjUV0dDSAisCFOYhx9uxZPPPMM14bry9j4gVRpY/WnERJudHbwyAiIiIiqhfqdPBi//79WLt2rRS0aNSoEb7//ntkZ2cjJSUFGRkZSE9Px6xZsxAaGiptN3/+fGRkZHh7+D7HetqIySSqbElUtyVmFOKTf095exhERERERPVGnQ5e/PLLLwAqMitiY2Oxfft23HnnnQgLC5O2adCgAZ544gmsW7cOAQEBAIDy8nIsW7bMK2P2ZdYFO99YddRLIyHyrhOpBd4eAhERERFRvVKngxe7du0CUDFdZMaMGWjevLnqtr1798ajjz5qsy9V0lpdLfO2nkO5kXP+qf4J9td6ewhERERERPVKnQ5enDx5EkBF8OKmm25yuP2kSZOk16dOMSXcksFowr/H0m3WJ2YUemE0RN6lVyjU2TQyyAsjISIiIiKqH+p08MLcNaRhw4aIiopyuH2HDh1s9qUK87aew46z2TbrD13k94nqn5Jyg806ZiEREREREXlOnQ5eFBYWQhAEWY0Le0JCQqTXxcXFnhpWrfTmH8cU1x9Jzq/hkRB5X3GZbZcRBi+IiIiIiDynTgcvqkMU2UnDGYcu2WZeHLqYh2s+2Yz7ftyNUgNbSVLdU6IQvDAY+ZlBREREROQpDF5QtRxLsc28eGjBHhxLyceao2n4ZvNZL4yKyLMUMy9MzLwgIiIiIvIUBi+oWorLjDbZFUnZJdLr5fsuueU8oigir6TcLcciqi7laSPMvCAiIiIi8hSdtwdQEwwGA5KSklyaCuLqPvbasNZ1hXoDAkKVW0e6ow6AySRi0lfbsPdCDp4f0wH3D2tT7WMSVYdB4bo2mkSIoghBELwwIiIiIiKiuq1eBC/Onz+Pli1bOr29KIou7SMIAgwG2+4D9UWB3oAGoQGK75UZqh+8WH0kFbvP5wAA3vnrOIMX5HUGk3JQs9wowl/H4AURERERkbvVi+AF4HwBTsunpiza6ZzCUvXATZkbUunPZhZV+xhE7mRUDV6Y4K/jbDwiIiIiIner839li6LoUhDCvD0DF5VMKjdqZvl69VoU7po2QuRLjCqfD6VuyDQiIiIiIiJbdTrz4s477/T2EOqEMgcBiAJ9ZeaFdaDBHcEL6xtF1hUgbzOqZBTpy9kamIiIiIjIE+p08OL777/39hDqBEcBiBKLzgt6q84j7qh5YRsQYV0B8i61mhd7L+SgSWRQDY+GiIiIiKjuq/PTRqj61G7UzCyfNqfll7q0rzOsMy+sW7MS1TSTyrSRRxbsq+GREBERERHVDwxekENKbSEtWQYv/jyUYvf9qrA+PesKkCsyC0tVC2xWlTuCckRERERE5Lw6PW2E3MPRtBH95WDCoYt5+ODvEzbv55WUI9BPW+XzG03y8zN4QY7klZTjbFYJLp3Ix6u/H0Z8VDD+fmIogvyrfh1asr4mLZUZ2HGEiIiIiMjdGLwghwwO2p2eTi8EAMzZmKj4fml59YINeqv9Sy0yOdYdT8N/p7MwtX8LtIoJqdZ5qG4oLDXgurn7kG9RSPZCdjG+2pSIJ0a3c8s57P1OZBSWoqmP1L0QRRF5JeWIDPb39lCIiIiIiKqFjwfJoXIHwYsley7iQlYxTqUXKL5f3RoVxWXy/c2ZF8m5JZj2w258u+UsXlh6sFrnoLrjh63nZIELs5NpytdnVajVvAAcT7MSRdEtXXgcEUURk7/egZ4z1uCTtac8fj4iIiIiIk+qs8GLCxcu4MKFC0hJsa3BUJfP7QnO3GhtOZ2JmNAAxfe+++9stc5fUi6/ETUHL37dlQRz6YEdZ7OrdQ6qO3KKyhTXu6PzjZm9mhf2gn35+nJc88lm9JqxBisPJLttPEo2n8rEtjNZEEXgo7UnPXouIiIiIiJPq7PBi5YtW6JVq1YYPnx4vTq3J1jfqHVpGo52jUJl64wmE06mFSruv3BnUrXOb515UXj5qXpWUanS5lTPaTTKbXTdWSvFsgBok4hA2XsGO/UwPl93GsdTC1CgN+DRhfuwaHf1fjfsSc3Xe+zYREREREQ1rc4GL4CKtGnRTnp3XT23u1lmXjSNDMLKRwYjyKoA546z2cgs9EwwwTp4sed8DgAgp6hctr6ufL+pegTl2IVbMy8sgxcPjkiQvZeYXoT/LTuERbtsAxPbErNky88t8dx0J63aN4KIiIiIqBaq0wU7BS/+8e7Nc7ubZeZFgE4DQRBssjFWHfTcFJkSq+BFUk4xACA5r0S2vtwowl9Xd77vdUmpwYj/TmeiQ+NwNPFwMUsByteAO+tMWF7/QX5aNAjxR9bl6SpP/rofZUYTFuy4gJ7NI9G2UZi0rU5rOzZPdSfRWmWgGIwm6LR1Ol5NRERERHUY/5IlhywLEPpdvvn539iOLh1DX171op3FZfKaF+Yn6EnZxbL11S0MSp4zY9VR3DNvN0bP2ojcYuWaFO6iMmsEZW4MXlhmXmg18qCE5XkW7Lwg289PY/uRu2DHebeNy5J1/NSdXz8RERERUU2r05kXAHDp0iWMHDmyxs9bl6YwVEzT8AMA+F3ObBjYpoFLx/jvdCZGdWxUpfNbZ16Ygxd5JfJpI6UGE8JAvuin7RU38cVlRizanYTpQ9t47Fwalawn6+uoOuTBCw10CkEJAIgI8pMtK2VepHioNoV15kVpuQnsmEpEREREtVWdD17o9Xps3LixRs8pCEKdCl78vj8Z/g1bAKjMvBAEARN6NMHv+53rmLD2WFqVgxfF5datUiuWK25SK7/P1cnuIM/J18uDTDnF5SpbelauG89rGbzQaQT4KQQlACA0QP4Rax1QAID8Es98P6yDOMy8ICIiIqLarE5PGzEXzfTGv7rKz2LOvNKNmJqFO5NgstNe0h7rQovrT2SgzGCCyer77M5uEuQ+F7PltUlmb0j06PnUaltkqbRQrQrLmhcaQVCtJWHdNjXYX2uzjTuDKpasfzvdWbCUiIiIiKim1dnMizvvvNPbQ0CjRlXLNPBlARaFBXUuBC8AYNuZLAxKiHH5nAajbdDjmy1nbG4MS8t5c+aLrGuWABWBRU8VtbUXxDKZRNVWqq4wWWVeqP0uHE/Ndzg2TwUvjFbBva2Jmbg+PN4jxUGJiIiIiDytzgYvvv/+e28PoU6yfHKslnlxe/8WyCoqxZ+HUmXrq5oeX26yveF7f/UJm3V6Fuz0SXqFoFKZ0YQAnW0WgjvYK9xaajAhSCH7wVUGi2tSqxVkGUmWft+fjI9v6SEFaopKbQM5uR6aNmId9Ht+6SEs23cJv0wf4JHzERERERF5Up0NXtQFoigiMTERhw8fRlJSEvLz8xEcHIzo6Gh0794dXbt2hVbrmRtANcH+lZeMWvCiX6to9G0ZjUOX8pBkMWUgwM/+E199uRGPLtyHHWey8PL4TpjUpxmMJhHOzsJhzQvfpPRzKTN4MHhhJwOn1GCsdvDibGYREjOKpGWtINidQpVeUIpG4YHSa2ueqnlh3c4YALafyUZecTkigv0U9iAiIiIi8l0MXviYgoICrFy5EitWrMC6deuQkZGhum1UVBTuvvtuPPPMM4iLi6uR8VlmXqh1WAjQadA4IhCbnh2BVi/+Ka13NK3j601nsOZoGgDg039PYVKfZrIn3I5kFXq2BSdVjVJGjCfrL9ibNuKO894zb5ds2V7BTgB4etEB/DTtCoiiiJQ8284i2UVleOevY8gpKsMzV7VH7OVAR3UZVX53CkoZvCAiIiKi2ofBCx9SUFCA2NhY6PXOtU7MycnBrFmzMG/ePHzzzTe4/vrrPTxC56aNBPhVbCMIAnq3iLrcatVxLYLP1p+Wli/mlMBoEhXrXahJVbgxJO9TmzbiKY6mjVTX2cwi2bJWI6gG8gDgXFbF9jnF5YrBk5JyI77aeAYAkF9iwJzbe1d7jIBtsVCzQoWpK0REREREvo7BCx9iNBptAhetW7fGsGHD0L59e8TExECv1+PQoUNYunQpMjMzAQDZ2dm4+eabsXjxYo8HMIKcmDYSaFEQ0LLAp72bykd/2WdzY5ddVAZ/lVoCSpSeapP3qU0b8cR59OVGuwEKT3Sk0WoE6OxkXpgV6h0HDVYfSXW4jbOMKt19nBkHEREREZGvYfDCB4WHh+Puu+/GPffcg27duiluM2vWLDzxxBP4+uuvAVQEPu69914MGTIEMTGud/RwliuZF4B18EL5xtFkEvHHwRSb9Wn5ejSOcD6FPreE00Z8kdLP3d3Bi4s5xRj/2RYUlxrtZnVU97xKbZAD/bR2O++Y611YjksQ4HQtl6pSaxlbwMwLIiIiIqqFGLzwITqdDi+88AKeffZZREdH2902ODgYc+fORVFRERYsWACgYhrJl19+iVdffdVjY5TXvFAJXsgyLyq3V6t5oXazmV9SjpjQAKfHxoKdvknp5+JMBsT8befwyu9HMLFHE3w4qYfdopiv/X7EqZajrk5XMZlErD+Rjs2nMlFmNCFQochooJ8G9uIQ5iCCZeAkxF8Hg8mkOKXGXZh5QURERER1ifM5+eRxoaGheOeddxwGLix98MEHUhtGAFi1apUnhiYJsZg2ohFUpo1YZl74OZ42ovaEuNRoUn1PSUkZgxe+qLQKwYs957Pxyu9HAADL9ydj0e4ku9sfvJRX5bHY8/eRVNz7w27M23oOC3ZcwHf/nbXZJkCntZtFYQ5aWAZO/HUahAV6tmimUrcRADifVaS4noiIiIjIlzF4Ucs1adIEHTt2lJYTExM9er7oEH/ptXOZF46njagVFiwzmGQ3YPaevAMVhQ9r0un0QgZMnKCvwrSRh37eK1v+x0EtCGdro7harPJBq3EoCfDTQCWOB6AyaGEZiPPTCggL9Gzim1qx262JWR49LxERERGRJzB4UQeEhoZKr4uKPPtUNdKixaJWpUih6rQR1eCFSuaFwQSDxXv26goAQIkHU/CtfbH+NEbP2ogh769HEWsIqBJFERtP2Lb7dTR9Iy2/1KXz2GtVamnmPyddOq4zAv20qllIgPK0kZrJvKg8X1hAZaDE0fSaMoMJ/x5Lw+n0Qo+NjYiIiIjIVQxe1AHnzp2TXjdu3Nij54oKrsy80KrcsKkV7FSrSaH2FL7MYJJlZTgKXujdkAWRXqDHybQCxcKMlj74+wQAILOwFN9usZ1KQBVWHEjGibQCm/WuFs4U7KU2APBTybywDLYBwLGUfJfO64xAnRb2Ls1yQ8W1JAteaDUI93TmhUXWUoTF96GorCLYll1Uhs/XncLqw/Kslo/XnsS9P+zG1R9vQlJ2sUfHSERERETkLAYvarktW7YgPT1dWh4wYIBHzxcRVHkTpHY/adkqNdjiiW9RqYs1LwxG2dNjnYOpAY6mjZQajKpFDAHgbGYRBr+7Hld9tAm/7rJfY8HS+hPpjjeqpx7/Zb/ienttc5U4yqtQuzYW3tffZp2jwJSr/LSC3cwLc5aJZeaRn1ajOm3knT+P4YYv/8OOM9Wb3nEpp0R6bRnEMWcKffD3Ccz85yQe+GkPjiRX1gz5ckPF1DOjScSrvx+Gyc7vDBERERFRTWHwopZ7//33ZcuTJk3y2Lm6No2Q3QTlldimn2s1guxGMjSgMgujsFQ5Xd1ezQvL9ypuEtXHV2wn8+JAUi76v/0vBr77r+rT5DkbEqUbzRd+O6R6rFNWmQT7LuTyCbWLXJ1qs85BgKhMJRjir9OgQ+Mw2TpnupK4QhAEu/VYyg22NS8CdBqEBShPG/lq0xnsvZCLqd/uqNa49pzPkV73bVlZBNhc92PhzgvSurf+OAbANjtq/YkM3Pb1drcHfIiIiIiIXMXgRS22cOFCrFy5Ulru0aMHJkyY4JFzPTUwBi8ODMfRo0dx5MgRHDlyBKeT0my20wmQ3j9y5AhMZZVPf9UyL5bvv6S4vsxgkmVK6DQafHxrT9UxZhaWYve5bJsbLVEUMeGL/5BTXI60/FL8b5lyYCIpRx6AMChkhPx7LA1XfrTJZv1Ha9xfS6EuUwp82SOK9lvhNo0KVlwfExKAmTd3l61ztmjn6XTb6S5qNHaCF2UqNS+C/G3brlpSC+o5svlUBuZvP4+0fL20rn/rBtJrfbnJ5to217dQyjjacTYb+5JyXf6ZERERERG5k2cnXZPHHDlyBNOnT5eWdTodvv76a2g0nolHPT7BNv2+4cT/Ibj9QNm6UqOILl26SMu3PPcBIFR0Q8kr0iMnJwfWZm9Q7pCSW1CEnLzKGzyNIKJxkP1aCTfN2YYnR7TAHf2aSuv2X5TXOdh8KlNxHMFWvw0XUjMRZVUz4d4fdiueNyO/WPGYpOxMWi7+b9l+BOgE3N0/XlYbRc3xC2loER2k+J5gUg5ImEoL0TS4ItPBPG0jLSsHoUJFQdCLuXqk5peid7Nwm7oaD/2036mvJScnB8Zy9Rv7cqMJOTk5yM2vLIApiCbAWObUsV1xMr0It39/wGZ9gCg/V3K6fEpKekEpsrOz8dqKI4rHveHLrQjQaTD7lk7oGR/u0pioagoKnA+eEfkiXsNUm/H6pdosLy/P8Ua1FDMvaqGUlBSMGzcOhYWVN0Pvvvsu+vTp45HzFR5ao7jekGebeWFNh8qn5UUuFtQsN4o4n12ZuaHTCPBzIjjz0frzsuXfDjgeJ2BbRNKV1qsOaomSlV/2pGLejkv46r+L+GTDecc7AMixM93DUZZCoELh2KQcPa7/eh/uW3gE83bYZv+cTHc8Fei+gfEA7P/8TWJF8cxyk7xVqjPtXe3VaLGUWViG7OJyLDuofK1HWUXmChSyT/L19jNSSg0mPLb4mFPjISIiIiJyN2Ze1DLZ2dm4+uqrcf585Q3f9OnT8fTTT3vsnIUH/lZcn7d9McL7XS9bV3Juv2w5NEAHXH7oeyarBMuP5uLuQa2cOq+g88PZ3Mob1uYNQhETHenUvlFRUdLrmIgQABmq75sVW9276QJDERUVZrOdkqCAAMVj1hVFpQYs23cJLRuEYHDbGLcee+GeFLxzcy9pWbWAq6D8PS4qNWDr2Vyb9U8ObyFtHxKgQ97lm3NdYAiioqLw8JLtUkeOTzdewFPXdHV57C9dVzElJTAwwO52oWER0PlXjjEkMAARYSEOj+8fEoZwBy1V95zPwW1z98IoiujdQvkajGsYjYggP2nqR7nWNoMlOCwc0SH+yC5SzwgpLDO65TrPLirDxpPpGNQmBrHhgdU+Xl1Wlz9XqH7gNUy1Ga9fqo0iIiK8PQSPqbfBi+zsbKxfvx4bNmzA3r17kZmZiezsbOTn5yMiIgLR0dGIiYlBnz59MHz4cAwfPhyRkZFeHXN+fj7GjBmDQ4cqazZMmTIFs2fP9uh5ly1aiISEBMX3Zv2XgX/PFEnLPz8xDnGvTJSWs8VgrP7pqLT8+sqjaNcoDIMSKm6A7RUCLDOYkF9SGVHo3ixCtSWmPSH+zl3mBVZPns0tJZ1hr2BjXfDJv6cwd9MZAMDqJ4agQ2PHUwfUghCOlKq0Uc0qKlVc/9ySgzbr7uzXBFP6NpGWLetLlFzOADp40X0pdWptg82Kyww4k1n5exISoHNqqkxRqcFh8OJ/vx2S6mrsPJutuE2ATouYUH8peJFVWIrQAJ2s/ke5UYSf1vPXcXGZAb1mVGRztY4JwZqnhkm/P/n6cmQWlKJ1w1CPj4OIiIiIapd6F7y4dOkS3n77bXz33XcoK6t8wmh5E52ZmYnMzEycOnUK27Ztw2effYaAgADcd999eOGFFxAXF1fj4y4sLMQ111yDXbt2Setuuukm/PDDDx6rc2GWkJCAzp07K773bIN8/PvxZgDAyA6xGN2/h+z9ipulo7J1X6w/LQUv7E0lKSg1yG6Ao4L9bW6uPr2tJ578db/d9HrrLiQhKoUSrQs5FqsUGFWidsNdV5gDFwDw+oqjWDjdtgaKNVe+JwajSepSs+uc8g242s/jj0MpsuXZU3qhf7z8ab4seHF52oizhTudcefAlli856Lq+8v3J2P/hVxpuW/LaBhNjr8/hXoD4CB4fiLN8bzcAJ0GDUIDkJhREUDJLCyFzup3qdyqu4+nvL6i8vPgTGYRTqYVoGNcONIL9Bg1cyMKSg14Y0Jn3DGgpcfHQkRERES1R72qebFgwQK0bdsWc+bMQWlpqSxgIQiCzT8zURSh1+vx+eefIyEhAYsWLarRcRcXF2PcuHHYunWrtO66667DggULoNXa71jgaR0ah+PDm7vj7kEt8cYE2wBHRJAfYkLlKfWWN42FdubZJ+eWSGn9QEXNC+sMh1YNQhzWmyjQy2slqN1UW9/MupJ5Ya8TRl2jV2lLaq3Uhe+JZdbLs4ttMykA5e+x9c8WqOjkYS3YrzJOa6+lris+vqWH9LpL0wg8e3V71W1nrDoqq6HSNCoIATrHv7vOjNW6qKySAJ0GDUL8peXsonKblrFlRpPU1tWTft0t72hi/rl+tfGMVIvj1d+VC4cSERERUf1Vb4IX7733Hm6//Xbo9XqIoigFJ0RRlIIY4eHhaNKkCcLCwmzeM29fUlKCyZMnY9asWTUy7pKSElx77bXYtKmyPec111yDxYsXw8/P8U1LTbixdzxeu7Yz4lXaVXaMk9eNsAxY2AsQJOfqZZkXWq0G4YF+iI+qmK/fIMQf7RqHOnxanG91g2swiTatIkVRtAlelLhwk2td7LMuc7aI5Mm0QtnymxO7qGwp/xllFipPD1EqoJqSp7dZpxS8CLTIvNh0MsPmfWuOglH3Dm6FiT2bytbdPail3X0sr5EAnUZxnNaMdqZVmTUItV9vI0CngSAICPSr/B4oZbeUGUworeJUH2eUG034ZvMZm/W5l6eynEqXXy8mJ68zIiIiIqof6kXw4rfffsOLL74oC1r4+fnh9ttvx08//YQzZ87AYDAgJycHSUlJyM3NhcFgwOnTpzF//nxMmTIFOp1O2t9kMuHZZ5/FihUrPDru0tJSTJw4EevWrZPWjR49Gr/99hv8/f3t7OlbejaXFzvKKa6crmM9FeDDm7tLr1Pz5cELP40AjUbAV7f3xv3DWuO7u/o69fTasm6Gmd4q2KAvN9nclLuSeVHqZDZCXWBwcmrBs0vkLTun9m+huq1USNLOzbO+3Pa9E6m2UyaUunhEBlUG+lYcSMaWU5mq5wHk16gSpWBVkJ/8WuzaVD7fwzIg4q/TOFXzYvLX2/HOn8fs1oZxdBzz+zqLFKV1x9NttiszmuTBQjfXcfnzUAre/MO2W0nu5e+19XSu5LwSm22JiIiIqP6q88GLwsJCPPLIIwAqsidEUcStt96Kc+fO4YcffsDkyZPRsmVL2TQR87atW7fGlClTMH/+fJw7dw633HKLFMAQRREPPfQQiosdt1OsirKyMtx44434559/pHUjRozAihUrEBhYu6rzNwyTPxm2bHlpGSBoEhGIYe0bSstlBhO2n6l8QmyuidC5SQRevKYjujeLdOr81pkXgO2T9YJS221Y80KZs5kXF3Ocv/k0B5jyS+Q/h5jQyiCdZeaFKIq4afZWPLpwn82xAvxsA1odrLJ/pn67Q7ZsXW/TXscNAEgvsM34sP4MmdS3mWw5y+KY/loNAvwcf/zqy034atMZ/HvMNthg5qiIrTnjws9BkENfboRljCRY4ftYHc8qFFYFgKzCiu+LdeaTOwuqEhEREVHtV+eDF3PnzkVqaqp0YzFjxgwsWLAAjRs3duk4cXFxWLhwId544w0pgJGSkoK5c+e6fcwGgwG33nor/vjjD2ndkCFDsHLlSgQF2bY49HXhgbZ1YS/lVtzYFlsEL4IDdLIn5Nac7YRg/STameCFUu2N91Yfd+p8gHPTRtYdT8P8beekLANfIooiTqUVOFW7w+BEoUk1V3VqpLje/DPKtfjeaDWCLFvDcmzbz2Rj9/kcxWMpZV60b2S/5W1ogPwata4HYU0t4+eBYW0AAM2jg3GrVfBCvr/Gqawhs5UHk1XfU/p6LQVfzmjwc5BJUWQVrAtSKWxbVQEq4zRP/bEOGD30816nA2VEREREVPfV+eDFV199Jb2+8cYb8dJLL1XreC+//DJuuOEGqR6G5fHdwWg0YurUqVi2bJm0buDAgfjzzz8REhLi1nPVFKWbqy2nKuoOFFrcMIX4a6XsCiU6J7uqlBlNsjR76xaogO0UBKXOEwaTiLR8PbYlZmHYB+sx7YfdaN1Q+WfgKPNi08kM3DNvN175/QimfrPD7jQAb3j3r+O48qNNGPXhRodTYKpzQ/nyuE4Y1y0O9w9rjf6to6X15owLy6BBRJCfbCqGZfDiw39OqJ5DqZZEs2jleixmlrf1oihizsZEm236tKic/vTYKOXWwc+PaY+1Tw3FmqeGwk+rUZ16EaDTOjVtxExjpxWrn85+UKLN5bajjjI0iq2mSQWrBC8SMwoV1zuiFgy5dDlDRylgdDq9auciIiIiorqnTgcvjh49ilOnTgEAdDodPvnkE7cc99NPP4VOV/Gk9uTJkzh2zHYed1WIooh7770Xv/76q7Suf//+WL16NUJDQ91yDm9Quml6fukhJOeWoNgiaBASYL9zr3VrR2m91Q2iKFZ2aRBF0WYqAuBc5gUAbE3MxPT5u3E+qxhrj6XhzOVWk9Yc3fDvtiiQeOhSnk9lX4iiiK8ut0K9lFuCf46k2d3eUI3gRfMGwfhici+8eE1HRAZVTgkxZ15YFkkNCdAqtjg1mUTVrAtAuQZE00j7GUuWRV/3XsjBZquaGM2jg/HTtCvw/V198fcTQ5EQq5zJIQgCEmLDpKwKtWQHf50GTaOcz6KqTvWJhEYVnx32AoOAbfAgyF/59/FYSr7d4xxLycfjv+zDgh0XZOvVgiHm2ha5CnVG3NnOloiIiIhqN/t3i7Xcxo0bAVTcUFx//fWIi4tzy3GbNGmCG264QWqZumHDBnTs2LHax92yZQt++OEH2boLFy6gZ8+eLh1n48aNaNq0qeMNa0hMmHI3hDf/OIpeFsU8gy/fLEUE+Sne3KtNGwnQaWCw6gzy3urjmNSnGZpFBUPpXtu6BWWByk3Sk78eUFwPAE9f2Q4frjkJwPWaFyl5ekQG+0bR1YwCeXcPe0UzgeplXlgKD6r8+DHXvCgzWhS11GoQqLPNvHAU+PHXaQCrWFJIgA7NooOQlK1ch8Pya16+Tz5Fo0PjMCx/eBAC/bQY0SHW7rmtVWRM2H6//HUap1qcShQufVEUcTGnxOGUpejL15m/g2lXv+6StzBVCzak5St3gwGAMxmFuOaTzQCA3/cno3/raLS+nPnRNCoI57JsawQVlxmhLzeiSKG7TxGDF0RERER0WZ3OvNi7d6/0ety4cW49tuXxLM9THUaj7R/vycnJSExMdOlfebnvPNUHgO7xEejbMspm/Z+HUmXz7EMDKm6Wnrm6veJx1KaNDG3X0Gbdj9vOY/xnW7Bw1wWFPWyf8qplXtgTbJEpUqA34Le9F1W3tW5BmarQ4tNbzmbKs0kCHRRqtA78qIkOqQzOKNU9ibCob2Lu7mF5I+6v08panJZcnurjKFCkVgNi0f0DVPcxmCrbIsdaBduiQ/wdfk/UqE0b8b/cvtRZSsVPn/x1P4a8vx67zqlnoQBAWGDF99lR5sVRq4wKtWktM1Ydxdqjytk5b/8pz0JbdTBFem35sx1pEQTSlxux4YRy+9r/LTtkd8xEREREVH/U6eDFyZMnpddXXHGFW49teTzL85AtQRDwy/QB+L9rO9m8ZznP3jxtRO0Jsdq0kdev64xG4crZHUq1CwDbTgautEU1s27t+NSiA8gsVH4qbf10PC3fd4IXGVZjdlS009kpL43DK7vivDLe9mffyOJ9czDHMjARoNMg0OIGuvTyuByNT62LR1yEc1NHrG/yrbvluEKrEqBwpd4FAOw8mw2TRcZLSZkRy/erF/G0FHo5cOSo5oU1e61Sp/2422adKIpYa9UVxTK7xDLo1caidoy+3IT/Tiu3rnWlYw0RERER1W11OniRnFzxx71Go0G7du3ceuy2bdtCczkT4NKlS2455vDhw6VCoNX517JlS7eMx520GgF9WkbbrC9UqHmhlmGhdvMVGx6I/54fiYk9mti8p9Y14vP1p/HPkVRpWamopyNKNTpmrTmJpxcdwMGLubL11tkCvlTzItNq2oj1WJWmiThTcNSyK0mUwhSZxhGVwQtz9xl55oXGpuaFKIqylqlK7HXfGGVn2od56oh1cOS+Ia3tns8ejUIAQBBs67Q4w1wbAnDt+gmTgheundPVYMfy/bafg5bZJZbBi+iQyoBQabkRR5LZFpWIiIiI7KvTwYvMzIqneWFh9tskVoUgCAgPD4coisjKynL78euiSIU5/pZz2kMu17xwtjCn7D2tRuqq4KwXf6tMSVdqp+pISIDtVIIFOy5g6d6LeGD+Htn6UqvuJrkeCF7sPJuNl5YdkhUHdUZmoXwKjfXNu1INDGc6ThgsimAq/UybWBTRPJ5agMSMQpQZ5ZkXlt1GzmcV48Gf9ko1FdTYmx4x65Yequ+Zv07L4E3/1tHo0jTC7vnsUcpe8Ne6NmXEzHJ6jyvXa1iA65kX3ZtF2kwnsmYd1FKqD2MZnLT8XW9gMaVIbzA6PRWJiIiIiOqvOh28KCkpgSAIiIio+s2HPebjlpQwtdkZljUQzGStUi8HA9RushzdfCk95bYUZFW3IKuo8qbdXDASAEa0t62hocSyZoO1ZKuaFmVWAYDZGxIx6sMNeOcv93SqKSkz4v75u/Hzjgt44Kc9DrufWMoptg5eyMeqFLxYdzzdZp01y64kSj+7Lk0iZPUlftp+Xhbk8ddqbGpNrLbIlqmKiCA/jOncWPE9c9DCMnjTMS68WudTanEaplD/w6yfQnaSWXJu5edMgQvBC/N16krwYli7hg6DF85kf1gGLCw7yURZfBaUG+1n0/haW2EiIiIi8o46HbwoK6u4KfPzc6GqvwvM7VJ9rUCmrwry08pu3LQaQXZzE+rgCbG9OfhA5dQDNdd0Vb5pBeRPsvu2isYjIxLsHgsAgvzsN+uxfDJdqnBzlphRhK82nsGhi9VPmT+akoecy1NkMgvLHN54WrKeJmKbeWF783g63ZnMi8rjKmXN+Os0uKl3vLSclq+XBXn8dbbBC0ceHen453Yh27bjBVD5dcvrblStUKeZ0qXcMKxyusyL13SQXt87uBUWPaBeVNTy5t8y2GZPVLAfWsVU1JdQyn7p31o5WOKnEewGWQD5z1eNeTqWKIqyujLRIfLPZMt2xoMSGsjeKzOaIIoiPl57EvfM24XDlzjFhIiIiKg+qtPBC/ItgiDgp3vlhVOLFAp2qk0bcTRnf0J325oXZhqh4km/GsupFuGBfrJaC2rUCkOaWQYB7HXIeOX3ww7P5cjJNHkwITHd+eCFdTFRvVXWhnUHCQBYtPsiLuYoBwHMyk32p40A8qKdJWVG2VgCrGpeOPLQ8DZ4+irlTjWWrDvNSOc3By8sfm6BDn7GjigV7LTMNrljQEvcN6QVbu/fwmHgpcQiK8XZaSNzpvaWptFY1wIZ1y0OvVvYdgECKqbePD+mg+J7ZuVOtMw1BydLDSZZy2LLmheAPIvjnkGtZO/py03YeTYbH689hXXH03H3vF0Oz1sVoiji8KU8hwVhiYiIiMg7GLygGhVjceNmNImyQpnStBGVgp1qhTzN+rVST7kPDdAp1qgAKlLw0/Iri1aGB/k51Q3CUVaA5U2QdYDA0v6kXJxILXB4PjUGowlv/yEPMKQXON/NxHqKieXUjdPpBViyR7kF7Jur7E95kWdeKH8/LYMD+nKTTcHOQBe6clgWALUnR6WIqzmz4bd9lYUnq5t5oTSVKSa08ncgyF+Ll8Z1woyJXRCpUNTUkmXAwrLFsJplDw3EFa0rsxisA0jhgX6KRWeBikBhXztTWAD5zzdLpcuOOSBkXdMi2uprtQxsRFlNLystN+Kvw5XThTKsCszmFpdh7dE0WX2Nqnjl98MY/9kWjPl4k+JUKSIiIiLyLgYvqEZZZ09YTm8wF+xUy7AIdZDGbq8IYlig8tShcqMJx60CB3ERgU5NV3B0Y623uBF3VINi3tZzDs+nZvWRVBRY3bgVutA95e8jabJlyxT+lQdSVPfbotLe0sxRwU5AHgDSG4w200ZcybwIdDLQcEvfZorrS8qMsta9AJBbopyl4SylqU6hKkE0R2ZvSJRa7DpT08Q6YGQ9HSvEXytN1bImCILDrBPLmiZbE5WLFpvrpxRZXZ+hgTrVArxhATpY/iqXlBsRblVfxjwlK19fjiHvr8e0H3dj7CebqxV0+Gn7BQDAuaxiLN/nng5SREREROQ+9u8G64hLly5h5MiRHjkuucZeG8vKaSPK29grkGkWFqhTbHsaEqCF0n3Nn4dS8POOC7J1fVpE4UKW/SkRABzeWDs7bQQAFu68gGevbq9Y1NSRN1YetVnn7FPoA0m5NutOplcGc/49nmbzvlmwg6+/3KJVqlodE8vMButpI/5ardMBCcDxNB6zR0cm4HhqPkrKjDiWWiCds6TcaJOVER8V7PT5lSgV7AxwsY6HpV92JuHx0W0dXk+AbeAk3CqAFxqoU/2dEkXRYQDPMjil1j3HHGSxzLwI8tNCqxEQ6KdVvE4D/Sp+7uasDX25yWac2UVlaBgWgG2JWdLv+4XsYhxNzkf3ZpF2x+2Mc1nOT7siIiIioppRL4IXer0eGzdu9PYwCPY7HlQW7FSreeH45vTrO/rg1rnbFY8dpdCq9fFf9suW+7WMvvzU2ZnMC+eCF6UGI44k5zs8Xq8Za/D93X0xon2sw20t+StkgFhnYqixbBdrZlkvIzVPffpJekEp1h9Px4gOyuOVZV6oPGW3DACVGkyygE+AnwYajYBJfeKxaLfy1BVLzhb3bBAagF+mVxTGvO7zLTh4uWDq+hPpaNEgRLbtNV3Ui7w6Q+nLthfAc+TQpVyIomjTeleJdbaLdWCsQWgA+reWF8e05Oj6tsxyyFcJXpin4lh2RzEHKQP9NFCabWKudWIOXpSUG20+EzILS9EwLMAmUJmtUs/EVdlF7jkOEREREbkPp41QjbIXgDDf1Cg9rXZW/9YNsOnZETbrQwP9cGWnRmgdE6KwV6WIywEOZwo1ajQC/jdWvajhumPpKDeacNVHmxwey+zu710vRngxx7bLirPTRqzbpAIVN4vm6RP5Fsd5c2IXm23ViieKouiwVSogn3qjLzfKbkbNmQIvje1k70uQKBXHdMSyfe5P2y/gi/WnpWV/nUZWn6IqlKaNOFNPRc3aY+lo9eKf+GjtSZfPHWXV4SPYT4tG4YGIjwqy2dckig4zWSx/vpb1OCyDhObir2uPVbbWNRcsVasnEqDTItxiilhOUZlNzRhzsMS6ZaxaMVZXMXhBRERE5HvqfPBCFEWP/iPX2OsYYi6oaarm97V5g2C0jQ2VrYsI8oNOq8FfTwyxu2/k5fT0IKun+M9erdzFYtrg1pg1qbviex+uOYk/DqbgvNUUlCV22mG6Su1mzdlpI2rf66zCMpQa5NM4Rnds5PS4DFadKJypeVFSbpTdBIcHVdzAKt1EJ8SGYu8rV8rWWXdJcYb11J9lFrUOIp2YpuSI8rSRmvnYtc52ibIqkmkuibH6iaFoYlXsVBRtgyzW04QMssyLyustNkzeQeZSbgnmbEyU1jUKrwheqAUI/XUaWfHV1Hy9zTQZc1DNOkiXXVS1ttXWn+UlTmS2EBEREVHNqtPBC5PJVCP/jEa21nOWWlFNQagMGFjf+ALqwQM1o6xutJtEVtwMBei06Geni4I5td66OGiYSrFQjUbANV3iVI+XqZAXH6kwfaWqdpzNVlzvbOaFWrfL7KIym5T8sEAdOsaFO3Vc6wKNwX7K3z9Zwc5yo2z6gTnzIkCngfVlEx8VZDMNSG1qij3mIrFK3BFkUMq8qM60keqc20+rkU0dGdA6BkDFlKpNz8mzlUTY/q4+Z/U7WG5UzryIDa/MVtGXm/D5utOy/cztcdWm+fjrNGhs0UI3JU8heGHOvLC6ztS6njhitPpFKHeipggRERER1aw6Hbyg2iNQp5VulqyL8y15YAAeGt7GpeNZPyVuGlmZGm8veBB7+abJurihvVR/tSfILRsEK968Bvpp3XYDqxZUcaYbBWDbdtLsWEq+LHih1QgI9tfi+p5NbLZVykCyTLvXagQpi8Ka5c9JX26S1Swwd5gQBMEmyGA0iRAEAeO6VgSOYsMCMLKD85khZvaCYknZttNxXKU4baQaBTuVPDoyAY+NTLBZr9Sedu7tvTG2a2N8fEsPWXaDdZFc84/U8vdmfPcmaNGgsoCp5Q1/mkVtlCYRlfvoy404dClXdmzztBG14IVWI6CxxTFOpRXgj4PJsm3MwRLraSOHLuUpHtMR64ApW6USERER+R4GL6jGzVConWCZvt+mYSjGdau4Kb17UEv0uVxE0xXWwQvzDRNgP3gRfbkugHVrRrUMBUA9m+RcVjHWHU+3WR/sr8Pnk3uqH9AFlkUxLal1o8gsLMXmUxkoNRjxg532rFtOZ8puDEMDdBAEQbF2hdK5LGtpRAX7q36PrItIWgYMLOseWE872Xyqok3rh5O647u7+mD1E0MVC5c60jImBBN62AZk3EVx2oiL43xlvP2aHwE6DQIVOr8oBU76tIzGl1N6Y2LPpnaPKaLiuvr2rj64vX8LfHdXH8SEBsiOadlN5nx25dSo9o3DpNdZRWU4fElerNY8VqWgX7f4CABAY4vsjb8OpyIxQ979wzxN5UCSPFhxLEXe9thZ1sGKMgYviIiIiHxOveg2Qr5lQo8meGX5Ydm6QKsbui8m98LbE8ulApqusq5lEBpQeRzruf+W4i4/8bXOaLAuGGjtidFt8cm/p2CdhGC+yZaNzU+LKzs1wm8PDcTmk5my4ouO2o9aUwtSKK0v0JfjylkbkVNcDo1gPyCTUVCKbYlZ0rI54KMWvLB8il5mMGHTycqvOzpE/WcY7K9FoJ8GeoUaA5aZAfcNaY0P/j5hs02gn7ZKGReW3ruxG37fn+x4wypQnDbiYvDCaLJ/7fnrNAhWmP5SlWk0ZubruEPjcFmw0c8im6PcYMLhS3loGhkky+Dp1yoaggCb3wXrYyh1MzF32rHMvFCSry+HvtyIoynywEhWUSnKjSanOhNZsp424uj3nYiIiIhqHoMXVOOUnjwrPTmuauACsA0CmIuBAkCkSvCiYVgA+l6uh2F98+MojfyJ0e1w98BW2HE2C9Pn77G7baCfBoIgoFfzKPRsFomc4jLMu5wF4epTebXpIaXltus//fcUcoorsimUAhf9WkVj5+UaGjvOZsvqaZgzPJRuvD/85wTuGtgSrRuGwmQSMfGL/2Q3lWrfb6Aia6VBSAAu5cqnaLRsECwFkgDbKQZKbW+rKtBPizlTe+OBn+z/3KpCqQOKWpeNyvc1UvApxF+LLAedLwJ0WsXpQ1o7xXEdUQq6APIMGLXrvGVMCHo2i8TeC7mK7w9t11D1HOYpSHFWBUSt5ZeUK9aTEcWK7KI4B8EPa+VGThshIiIi8nWcNuKAXq/HsWPHsH37dpw8eRIlJdWfB1/fKdV7UHoKWx1BVgUizW1YAaBNQ9t2qV9O6YUdL45SvWnr10q9yKdZRLCf6jx+s7iIQNkUCkEQcGu/ZtKyWiaFmlKLjAXLTi5Kx/l681nV44zu2AjPj1Fv+2oOLij97H7cdh4jP9yIpOxi7EvKtXkaHhZgP0YaE2ob3LDsWAEA13WXT+14/yblDi9VZVnbwaxX88hqH1eh7ITDANVXt/eGRgA0AjDn9t643sEUjwCdxqZGC+B6YdBrujQGUJEZdFvf5orbONPGOFCnQZzC9xMA7hrYUppWonSNGi8HL1o2sN/SOK+kXLVeS6pF/Q1n2WReMHhBRERE5HMYvFDx33//YezYsYiKikKXLl0waNAgdOzYEdHR0Rg3bhw2b97s7SHWWkr1D6yneVSX9Q2iZfCir0K3kT4to6CxClz8eE8/9GgWicdGtUW3+MgqnddSTGgA/u+6zgr7VH7tLgcvLLa3vIG1Pk62g6f3/3ddJzQIUc+QMBdqtJeO/9Lywygps834cPSzjY8KtllnnUnQMCwAyx8ehNv7t8CCaVfgyk7VmypizTIzx+y1a21/Vq6qyrSR4e1jseapYVj71DAMadsQHRqH262REhqos/l+tY0NdRhIs/b29V0xY0JnLHlwgGrWU4qDwIC/VgOdVgM/ha97XLc42fWvVPPCHDOICPZDTGiAzftm+fpyZBYqX9M/77hgd4xKrDMtSspsfw8zC0ttghxEREREVHPq9LSRU6dO4aOPPpKWn3/+ebRo0cLhfm+++Sb+7//+D6Io2nRSKC0txV9//YXVq1fj2Wefxbvvvuv2cddHSun11WGy+rmFWtQEUCrYGa0wtWFou4ZSiruz1G4Yb+odj5k3K2cLWAY8jCYRBqNJ1v1h6+lMfLPlLMZ0aYxJfZrJ9rWcNhIe5CdNMbCeTpKYUag65gXTrkB8VLBiGr7Zezd2AwDYe5i/6WQGNp3MsFnvqI6HZQcLM+tWtQDQo1kkejSLtHusqgpVyA5JiA2t9nGrWrCzTUP5ucd3a4LiMiPe/eu4TSAqNECHMKvMi6oEd6JC/HH7gJZ2t7F3jQCVAYlWMbbfuy8m95ItN420/blb1vdIiA1RPV9+iQG5xcrBiyV7Lqr+rqmx7jaSWViKpOxiNIuu+L0Y8/FmZBaWIiE2FKseHSz9noui6HIxYSIiIiKqmjqdebF48WLMmTMHX331Ff755x+nAhezZ8/Gq6++CpPJJP1hap3mLwgCRFHEBx98wOCFm1gHG6p/PPlysMWTdaWbDetWkVUVoNI2tXeLKPV9rG5mLbMmTCYRk7/ZgXXH0/HSskPIsrqZK5NlXlTegJcbRZgsvgnW+5k9NjIBAxNiAKgHXgCgf+sGAOQZLM6yvjG0ppR5oRRM8CSlryvIDS1NlYMXVTvupD7NsOfl0bjWagpNWKAfWjQIlloMN4sOwkMjbFun1gRzls1t/Zo52BKYNqSVTRZKdEhltoV1AMdSXkk5ShTqukjvF5ervqdEqSjqkPfX43R6AR6Yv0cKopxOL8Sao2kAgEW7k9DjjTV4/Jd9iu2CiYiIiMi96nTw4p9//pFe33///Q63T01NxXPPPScFKMxBis6dO+OWW27BhAkTEBsbKwU1RFHEG2+8gTNnznjyy6iTujQNly27O3jRwaJdI2B/ukNVqDVyULsxtXcjHGD1XvHlqRcHknLR4ZXV0vpyo4gzmfKWkbJpI1btXS9cbl95NrMID/y0V1rfo1kk/u/aTnhzYhc8MrKttN6644uZZT2I3i2iHBZTtKY0lcRSwzDb6QFKmReepPTzsZ5GVBXu6DZiSRAEm59TeKAOgX5aLH1wIF4d3wlLHxxY48EfM/P3MTbc8TXSJDIIP0+7QvoeRQX74Y4BlQFm68yXRhbtU3OKy1BUqn5dXbBo3WqPvtyIu77fidGzNim+f/Ocbdh9Pke27tjlmi7PLTmIvJJy/L4/GVstOvMQERERkWfU2eCFyWTCnj2V1fBvuukmh/vMnDkTRUUVN4eiKCIyMhJ//fUXDh48iIULF2LZsmW4dOkS3nnnHQAVNxKlpaX47LPPPPNF1GFvTOgiW67q02g1zaKD8eI1HdClabhNuro1RwUlleiUKjFCfYqEvayGEH+t9NQcAI4k5wEAnly036ZwoMGqK4Ll9BDrugdzN5/B/qRcjJi5wWofE+4a1ApT+7eQ3UirZZ9Yfk3B/jqseWqYSy1d7T0hB5QLdioVoPQkdwQqFI9bxWkj9lgHRMxTRhJiQ3HP4FY2xU7dafrQ1nbfd7XORt+W0Tj91jVY/vAgbHxuhFVhXXnw4qpOjaXXxWVGWTbR6I6xsm2T85wrrPzjtnPYcMJ2qpNZjkIGR2q+bd2PE6kFTp2PiIiIiKquzgYvTp48iaKiIgiCgA4dOqBVq1Z2tzcajfj555+ljApBEPDdd9/h6quvlm2n0Wjw/PPP4/nnn5dqYvz666+e/FLqpF7N5dMolAomVtf9w9pg1aNDMK5bnM17Dw5vI70e29X2fUfUupLEKmQRAPaLVgqCIKvlcDq9oj7FmYwim22LSg1Wy5WBgQirzIv1x9Mx8Yv/bI6Rp1IrQI31DWlogA439Y53ev9iB5kXSoUZW8fY7zZRWyjFg9SmFjlLbxUMUmqT6ikPDmtj931XgxdA5fVvHbDqGBcO3eXfsyA/LR4dKZ8KczGnMkARHxUs6wikVg/D2l+HU10eb36JweZnoPZ5QERERETuU2eDF4mJidLrfv36Odx+7969SEtLk5b79OmDCRMmqG7/8ssvIyysYmpCWloap45UU7B/zaa5P3VlO7wxoTMeHN4Gz45p79Q+wyyKd96n8gRaEARcpVAs0VGmgmURUXvTLFYcSJYtp1k8BbauHWEdzLAcoyuUMgVu7OV88GKcg+CQ0rSRTk3CFbasfZRuagO01QvUpVu1CK1KHZKqigrxx4yJXVTft+wg0s+iq09rhfbEjjQMC8DbN3TFkLYx+GJKT8SGB8rqulhODQny1yLK4nco18maF34qGVT25OvLUaCXBxE9lblDRERERJXqbPDi4sWL0utOnTo53H7Tpoo5z+asi6lTp9rdPjg4GGPGjJGWDx06VMWREgDZU9Oa4KfV4I4BLfH8mA52WzJaeuv6LriyUyPc3Dve7hPoV8Z3ktWJABwXf7R8v7jcaNO60WzFgWSkXE6JN5lEWevKuIhATOhRWczxUo5y6ryr7R6VMgW6N4vE01e2Q/tGYWgebVtwE6goHDm2a2Pc1q+53eMH+mlhHU+x7p5RWylOG6lm5oWr7XTdbXK/5vj6jj5YMO0Km/csa8tcd/laDA/U4ZNb1Fu92jOpTzPMv/cKjOxQERC0/F1NyqkMXoT4axFl0THonb+OO3Wd7zyX7fKYCvQG5OvlwREW7CQiIiLyvDobvCgoqJyD3KBBA4fb79ixQ7Y8evRoh/v06NFDep2a6nr6cX336W09ERqgw4DWDXBrX8fdCbwtPioYX9/RBx/c3N3uNJBm0cFY9vBA2TpHBUkt0+1nb0hE25f+Ut32039P4UBSLga9tw77k3Kl9Y3DA9GiQeUT7gKrKSZmRhdvtPxVamE8Oqot/n5yKG5R+Nn1axWNzc+NxJdTejtVoNJ6ykB1ilr6EqVpFGrfT2c9MbqyyOpDw+1P4/AErUbAlZ0aYWBCDDY+O1z2nuWlNbV/C2x4Zjg2PDsCXeMj3HLu6JDKAIVl9kOQvw4RVi2QN5xIl15/vekMxny8Cb/svCCtsw5AOOtYSr5N5oW94qHecDKtAOM/24w7vtuJQpXPASIiIqLaxjsl6WtAaWllarUzafK7d++W6l2EhoaiY8eODveJja0sEpefn1+1gdZj13VvgrFdGrutTakvaRgagITYUJxOL0REkB/axobZ3d5eMMTaHwdTsP1MtizrAgBaNQzB/ou5Dvd3OfPCQTFVpWklrhalDAvUIa+k8mayukUtq0IQ5Dff7qA0Jaa6UwwGJ8Tgo1u6I7OgDJOvsJ/V4mmWwTLANkjX0s21SxooFHcFKjIvWlmN5VxWRWZGTlEZ3l1dkYnxwm+H0LtFFNo2CkN2oXJdjPioILwyvhPun79H8X0A+Gn7edmydS0ab3tg/h6pM9HP28/jfge1SoiIiIhqg7p313hZeHjlnPmsLPtt7DIzM3Hu3DkAFYGObt26OXUOrcXcdYPBt/54rS3qYuACqLiO5kzthYdHtMG8u/s6DE7Ym1Yy3qrgaFSIP85atUwND9ShcXigw+kpgOttaR1Nc1D62lzNLrDOUNB5oYbAnKm9pdevjHc81cwZanVHqkMQBFzfMx73DW1do/UunOHulsfWokOUp3gFB+gwoUdT2bqcoorgRFJOsSxgd+d3O1FmMKlOv/nmzj4Or98ley7Klj9ff1rW+cfbLFsq/7b3khdHQkREROQ+dfPOEUBMTIz02lE9iq1bt8qWnSnwCQDZ2ZXzpUNDQ+1sSfVRQmwYnr26A3padVZRYi/ocOfAlvjp3sr6Auezim22GdctDoIgONVy1vXMC/sfE4EK53R12od1sMLVoqLucFWnRvjk1h54+/qumOKmjIb6VsfR06UfIoOVg0HBfloE+Wtxv0Uh3Y0nK1qgplplKCXn6fH4L/vw1aZEKGnfKExWu8NZS/f4RpCgzCoo0yjCc61ziYiIiGpSnQ1emOtRiKKIP//8E+Xl6vObV6xYIW0LAEOHDnXqHJZFQS2DJUSuCrSTmREbFoDGEfaLir48riJTILOw1O52QEXBRTVKmQKOAiJKnVRcDV4oFbasaYIgYEKPpph8RfMqtfxUUpU2vLVNjMVUDk9/vWpBvuDLrZajLGpiHLqUh8OX8mQdecz+OpyqmJEwfWhrCIIAndb163GlVScgb0jN0+OTf0/K1sWoTLUhIiIiqm3qbPCiQ4cOiImJgSAIyM7OxsyZMxW3y8jIwK+//io96Q0MDMSoUaOcOseuXbuk123acE4xVZ29zIuGYQHwt9Ne88nR7aTpA41VnrJOH9oafVpEYXTHWDwyMkH1WErBC0eBCKUnu65OG1FqKVoXxEcFY+mDAxER5IeWDYLxwz3OZXXVJl/f0QcdGofhmi6NPV6DQ63lcMjlVsvtG8try2xLzEJiRpHSLjI6jYDv7+6LZ66qaJvsV4XgxbYzWTiX6fhcnlJmMGHCF1vwxXp5Rom3u9MQERERuYtvTZh2I0EQcMcdd2DWrFkAgFdffRVBQUF45JFHoNNVfNkpKSm47bbbUFRUJO1z3XXXOTUFpKSkBHv27JH2c6bAJ5EateBFQmwogv11CPBTr6nyuEX3ieu6N8FzSw7abjOqrVP1EaYNaYVXfz8iW2dQadtq1iQiyGadq5kXdTV4AQC9W0ThwGtXeXsYHtOzeRRWP+Fctlp1qWXEmIMaw9s1lK1fdSgFByw68qhp1ygMI9pXFmDWaeTXb1SwH3KKHXcneeyXfVjxyGAAFa2MBaHmpkDtvZCDtHzbzCtfKyZKREREVFV1NvMCAJ5++mlERERAEAQYjUY8/fTTiI2NxcCBA9GrVy+0bNkSmzdvlv1x+fzzzzt17OXLl0Ov10MQBHTq1AlhYfa7SRDZE+Qv/1Uc2KYB7hjQAp/c2gOAet2JOKush0A/LZY9JG/T+tb1XZwu7DjlihY29R4sU/GVKHXUcLWQZF0OXpD7qE8bqbjeBEGQ1b1wJnABAIFWRWmtp420beTc5/vBi3mYuykRV7y9Fq3/9yemfLMDucXKXU0siaKIn7afx2f/nqpya1O136FCPYMXREREVDfU6eBFXFwcZs+eDUEQpDaoubm52LFjB/bv3y+rgyEIAh555BGpVoYj8+bNk14PGzbMzSOn+sb6ifKVnRrhjQld0LlJBAD1uhNK0zyaRMozIdRS7ZVoNQLeur4rnr26PQShokDi+G5NHO5jecMIVHQ/cYXWB2pekO9T69oTYrE+QqWopz3Wv3/WBTsHtYlB43DnCl++/edxKQNia2IWvtp0RnqvsNSA3/ZexPHUitbaoihiz/lsPL34AF5efhgfrjmJORuUC4k6Yl2o0yy9wHEdHCIiIqLaoM5OGzG79dZbYTQa8dBDD6GgoEDKsjD/11ykc8qUKfjwww+dOua+ffuwZs0a6RjXXnutB0ZO9Yn1E2XrZbVpGCl5tsUIG1hlShRU4cnrwyMScMeAFgCAsEDHN4Mvju2INUfTcCazCIIAjHMQ8LDGzAtyhlrmhWUQLyrY9QKV1se17n7TOCIAc+/ojes+/8/lY289nSm9fmPlESzafRF+WgH/PT8S289m47GF+2TbL9t3Cc9c3d7l8xSXKbdqvZhTjDKDyeWpXERERES+pl78NTNlyhQcP34c//vf/9C9e3dERETAz88PTZo0wY033oi//voL8+fPl2phODJ37lw0bdoUTZo0QUJCAkaOHOnhr4DqOusnytbLajf35gCDJZ3VU+MWDUKqNKawQD+nAhdms27pgbFdG+PdG7qiVYxr55w+rDJzY6hV3QIiM6WaF00jg2RT/6yDd84ItcoUss68CAnQoVt8JKKtjt2+URhiFaZNWTIXzDQYTVi0u6JDVblRxJK9F7Fgx3mb7S/llrg8fgAoLlMOUppE4HByXpWOSURERORL6nzmhVlcXBzefPNNvPnmm9U+1uzZszF79mw3jIqogvWTX0ftSc1Gd2ykuP7dG7pixqqjGJQQg6Fta6aNb49mkfhySu8q7Tu8XUO8NLYjEjMK8fAI9W4oVL8pTRv57q6+suX4qGDFfbs2jcChS8o38S2i5ftY17wIvPz7GB3ij+yiyhoWX0zpCZ1Gg2s/24IClVoV5lat87fLAxXvrz6huH1VqWVeAMCWU5no1TzKrecjIiIiqmn1IvOCyNc5SltXY/0k2OzWfs1x4LWrMPeOPjXW7aA6BEHAfUNb490bu6FZtPLNJ5F1kKFX80ib9qhNo2y73wDAV7erB9aaW2UnWXcbCbhc0PPFazpI627sFY+E2DC0jAnBZ5N7qh47p7gc+nIjTqcXqm5j7ff9l/DB2rO4lGs7LUzNJ2tPSa8HJ8Rgav/KwrtVLQJKRERE5EsYvCDyAYEuFNW01CBUPUXeevoIUW0XFeKPV8d3kpYfHdXWZhulIrZARfFZNYMT5NlJflaZF+ZMqJEdYvHiNR1wa99meOqqdtL7Q9s2tDmGpbR8PTJcKJz5+C/7sWBPCt5fe9ap7c9nFSE1vzLQER6kkwVE9eXqWRlEREREtUW9mTZi6fz588jIyIBWq0VsbCyaNm3q7SFRPadWiNCel8d1RLB/vfwVpnrsnsGtcFu/5iguM6BBqHK9iX4to7HzXLZsXaDVVKzRHWORX2LA9KGt0diq5bBGYx28qAgECoKA+4e1sTmfRiPg27v64ERqgWJRz+OpBcgodL3rx6bEHABAbnEZIoP9setcNr7amIhh7WMxqU+8FFQxdzcx69I0AiUW00hKrKaUrDuehjkbzqB1wxA8OqotmkYqZ6sQERER+ZJ6c+dz9uxZzJgxAytXrkR2tvyP2iZNmuCmm27Ciy++iNjYWC+NkOoz6wKBMQpFAO8e1BLf/3cOkcF+WP/0cERVoTAhUV0Q5K9VbZsKAO/f1A3DZ26QrdNoBAxo3QDbzmShaWQQ5kztrZqdFGwVTGzV0HEB2gCdFt3iIzFrUne89ccxZFnUxrh//h6H+6tp+cIfNuvWHkvHK8sP4/eHB6F7s0ibzIppg1vj682VLVoX77mIZtHBeHRkAi7mlOCeebsBADvPZWPXuWz8/cRQZmoRERGRz6sXf60sXrwYnTp1wg8//ICsrCyIoij7d+nSJXz66ado3749Nm7c6O3hUj01fWhFx41h7RqiR7NIm/dfGdcJv0zvjzVPDmPggsiOljEhOD5jDBqHV2RUmOs/fHVHb3xyaw8se2ig3Zt1nVaDeXf3xdWdG2HO1N4Id6Hrzg294rH75dF478auLo25dwvXC2o+v/QggMqOJkBFBxR/nUbKFjGbteYkDl/Kx94LObL1iRlF2GLRzpWIiIjIV9X5zIuNGzfitttug8lU8ceduXihKIo2y3l5eRg7diz27duHdu3aKR+QyEP+N7Yj7h/aWrUIp0YjoH/rBjU8KqLaKdBPizVPDcWp9EL0iI8EAIQH+mFCD+emCQ5vH4vh7auWiScIAib1aYbnlx5ycqwaPH1VO0z+eodL5zmeWgBAXtPCXFxUKTPlTGahYu2NxbsvOv21lhqMKC41IirEH8m5JdBqBDQKD3S8IxEREVE11enghSiKuO+++2AymSAIAkRRhEajQc+ePdGmTRsYDAacOHEChw8floIYJSUlePDBB/Hvv/96efRUH6nN4Sci14UF+nmtRahal58AnQbhQX6yIMJzV3dAQsPQKp/LMvPCXNvDusYHAGQUlCIlz7aDyV+HU5CvL3eYYZKer8c1n2xGXkk5bu7TDIt2J0EAMP/eKzCgDQOrRERE5Fl1etrI6tWrcfr0aemPyOHDh+PEiRPYuXMnFi5ciMWLF+PgwYPYs2cPOnfuLGVjbNiwAceOHfPm0ImIqJbrYNXGFQDm3tEHN/SUZ39MvqI5YsMDMa5rnMvnWHc8TTHzIlChCHBmYRlS8kps1ptEYN+FXPx9JBWvLD+MtUfTFM/10dpTyCoqg8EkYuHOCzCaRBhMIqb/uNvlcRMRERG5qk4HL1auXCm97tGjB/7++2+0bt3aZruePXti/fr1sq4jq1atqpExEhFR3fTejd1s1g1r1xCPjExAiwbB8Ndq8MmtPaRAw+eTe+K/F0binkGtpO3HdG5s9xw/bjsvy7wwdyAJ9LP933tGQSn+PJSqeJw7v9uJ++fvwfzt5zHtx91YfThFes9gNOH5JQexcOcFxX0LSg04nV5gd5xERERE1VWngxd79lRWeJ8xYwb8/NRTYhs0aIBnnnlGWt67d69Hx0ZERHVbd6vCu/6Xi2iGBVZ0DNr9ymhZDQ5BENA0MgiPj2qLMR1jMK5zQ7x3Uze8bxEEaRUj73xyOr1QMfNCqQ7F0r0XZcsxoeqFfx/4aS9WHUwGUNGt5NfdSfa+VIz9ZAtS8kps2rISERERuUudDl5cuFDxlEin02HUqFEOtx87dqz0OinJ/h9qRERErugYFy691mgE1RoTEcF+eOe6dnhzfFtEBPlhUt9m+OvxIfhici+seGQQlj88SNr2Um4JCvQGadlc66Jzk3Cb41rr0yLa7vuPLNgHAPh47UmHxyozmjDgnXXo/NpqrDiQ7HB7IiIiIlfV6eBFXl4eBEFAbGwsAgIcF0Js3ry5bF8iIqLq+PS2ngAAjQBZBoWrOsaFY1y3OIQF+qFjXGUtDVEEkrKLpWVz5oUgCFj16GDV4w1KaIAOcbY1Oaz934ojSMu37VCixiQCjy3c5/T2nlBqMCKnqMyrYyAiIiL3q9PBC72+oqp6UFCQU9tbBjhKS53/Y42IiEjJdd2bYO1TQ7H1hVFor1DAsyoCdFqEWLRC/eNQZX0Ky2yOLk0j8OM9/RSP8cr4Tk61OJ239VyVxmiePiKKolQMe8upTFz72RbMWHVUWpdXXI5nFx/Ac0sOoLDUoHo8Z6Xm6THgnXXo+9ZafLP5TLWPR0RERL6jTrdKJSIi8raEWPcELSwF+WtRpFBfYmi7GNlydIhyXYtmUcGy6SZmMaEByCysfvD+7yOpGNUxFlO/2YGLOSX4fHIvTP12BwDg0KU8JMSGoklkEA4m5WLxnopaHBpBwLvVyE4BgEW7k5B9OevizT+O4Za+zRDmoAUsERER1Q51OvOCiIioLooJtZ0KqRGA3i2iZOuiFIIXMaEBCAnQoV0jeVCla9MIzLzZueDBpD7xuHNAC9X352xMxNI9F3HgYh6yispw29fbZe+/+Nsh3PndTny4prKexi+7kpBeoHfq/EpEUcSyfZdk655edKDKxyMiIiLfwuAFERFRLfP55F426wa2iZFapZo1CrMNcjSPrphKGRHkh+fGtJfWD2jTAI0jHE8lAYB3b+iG/7uuMz64STnYcTy1AP+38qhTx7J0MKnq9abOZBbhbGaRbN0/R9Nw9/c7pWkqREREVHvVi2kjBQUF+PHHHz26zx133OHqsIiIiKokITYUn0/uKXUEAYAPFLImdFrbZxSW2RkPDU/A4IQYJGWX4OrOjZBTXK54vtv6NUPrmFAs3XsR04a0hkYjAABu7tMMzy45WN0vR5JeUPUpK5dyShTXrz+RgV3nctCvlf3uKkREROTb6kXwIj09HXfffbfT24ui6PI+DF4QEVFNGt+tCUIDdDiZVoBJfZohMli5vkWfFlHYfT5HWr6hV7zs/W7xkegWHwkAaBgWgMbhgUjNr5y+cVPveLwxoQv8tBrcN7S1zfGnD22NuZvcUxyzOtNGknOVgxcAkJKn/h4RERHVDvVm2oi54rmjf4IgQBAEp/Yxb0NEROQNw9vHYvrQNqqBCwB46/quSIgNRYi/Fn8/MRQd48LtHtO66OcjIxLgp5DBYfbUle3w2W098er4Tq4NXsGOM9nSa325EfryyqKkBqMJU7/ZgbYv/YkXfztk8/9fe51RLI9DREREtVOdz7xwNbjgyvYMXBARka9r3zgMa58a5vT2L43thE0nM5Gar0frhiFoFh1sd/tAPy2u7d4EJpOIoyn5WHK5e0hVbDuThQtZxSgqM2DSV9sAEfjolh4Y3akRtiZmYcvpTADAwp0XMOWK5ujSNAIAkJhRiOOpBarHTctn+3NfJYoi9iflYn9SLsZ1jUOsEy18iYiofqrTwYvvv//e20MgIiKqVSKC/fDbQwOx6WQGRnSIhfZyfQtHNBoBM2/ujiYRgfh03ekqn3/J3otIzSuRWrlO+3E31j09DIcuyYt5XsguloIX3205a/eYX244jWMp+bi9fwsMTIixuy3VrDdWHcX3/50DALy+8igO/t9VCGd7WyIiUlCngxd33nmnt4dARERU6zSJDMKt/ZpXad/4KPuZGgAQFxGIlLyK+haCAFgmMh66mIt9Sbmy7Ud+uNHmGJtOZmBs1zgAkDIy1OjLTfjrcCo2nczA1hdHISLI9ZvjjIJSRIf4Owzm6MuNmL0hEaIo4uGRCTYdYKiSySTi5x0XZOt2nMnGlZ0aeWlERETky+pNzQsiIiLyvN4to2zWxUcFSa9fv64ztjw/EuO6xaF1TAh+vvcKzJrUXXp//YkM5Kp0PbH0y64kABXTDlLzKgt9do+PwJ0DWijuU1RmxD9HUhXfyy0uw7GUfMUpoTNWHUXft9aizf/+RJ6Dsf20/Tw++fcUPl13Gh/+c9Lh1wEAeSXlePCnPXh/9XEU6B1/7XVFWoEeZQaTbF12Eaf4EBGRsjqdeUFEREQ1q03DUDx1ZTvMWlNx496+URgW3T8Aqw4lAwAm9WkGrUbAF5N7SftsS8yq0rn05UaYRBGlFjfAX9/ZB0F+Wmg0gjQdwdL2M9m4uU8z2bqLOcW4afY2pObrEeyvxaL7B6BL0wiUG03o+MpqGEyVAY3ub/yDv58YioyCUrRrFAoIQGm5CfFRQZix6hi++69yCsvcTWfw0HD7BVVzi8vQ44010rIgAM9e3cHl70Vavh7TftiNQ5fysOSBAejT0vdbw249bftzzyws88JIiIioNmDwgoiIiNzqsVFt8diotig1GOGv1UAQBEy5QjkbAgAahqnf3NvT4ZXVmG7VvjUq2B9+Wg1eu7YzDl7Mwx6LNrEAcD6ryOY43245K7WHLS4zYvxnW/DtnX1QUm6UBS7Mrv54k826gW0aYKtCEObHbefx2Ki2iuPXlxtlgQsA+GJ9omrwIruoDEWlBsRHBUmd0cyeWXxAqgty05xt2PnSKMSG+Xbxy9/22RZ3zSxk5gURESnjtBEiIiLyiACd1uYmW0nTSMd1MtTM3XRGtmzZ1vWeQa1sts9QuDk+eDHPZt1bfx7DppMZTo9DKXABALPWnESpwbZV6/HUfEz84j/FfX7cds5m3eZTGRjwzr8Y8v56jP10Cy7mFAMA0vP1aPnCH9h8Sl73Y8X+ZNmywWjChhPp2HIqE0aFgExNO5VWgP8UMi+OXMr3wmiIiKg2YPCCiIiIvCrIX4vb+9tmZjx7dXtc0SoarRuG4KWxHfHq+E4Y0la9W4ifVh4oGdctDu/f1E22Lj2/VFbXQhRFnE4vtDnWmYwiLNpd9bavltq/vBoZBaU4mVaAH7edQ0ZBKe6dt1u1veurvx/Bfquipb/sSpKmxxxLycfg99bj601n8MHfJxSPsfZYGgDgbGYRzmUW4dN1p3HX97sw9dsdeGbxAbd8XdWxaHeS4vr9Sbkw+UBwhYiIfA+njRAREZHXPTi8DeZvPy9bN6pjLB4ekSBbd2PveCzalYS3/jxmc4xlDw2yWTepTzOMaB+Lvm+tBQCUlBtx//w9+GxyTwTotJi//TzyShwXyZwxoTNe+f2IK1+SzOwNiVi0OwmFpQa86sRxFu1OQo9mkdKy0nQXpe+B2fYz2Xh04T6sPJBs896yfZfw0riOiAkNcG7wbmYyifjjYIq0/OTodvhobUWNlDKjCZlFpdKUl5IyI4rLDGjgxrGaTCKKygwIc0NL1qTsYsRFBEKn5fNAIiJP4yctEREReV1chG19hg6Nw23WRQT54b6hrTHz5u4273VpGqF47JhQf4QFVj6v+edoGtq/vBpTvtkuCyR0igvHhB5NFMYRhq7xkbJ1kcF++PGeforn02oEPDm6nWzdd/+dRWGpQXF7JQt2XJBNN0nLd1wLYmzXxrJlpcCFmWWHlpq2LykXyZfPrxGAyVc0l/18krJLAACn0wvQa8YaDHpvnd2vxRUlZUZc88lmdHv9H8XpOa54c9XRy9N4NiO3mIVGiYg8jcELIiIi8jrr2hiTr2hud/trushv1LvHKwcuzMce3j7WZr11zYVrujRGu0ZhNts1jw5GM4t2rwDQLCoY/Vs3sAm6zJnaG1tfGInHR7fFx7f0sPs1WBrYpoHNut/3VdywJ+eWIKPAcfBi1iTnz6d2PFEUPVITQxRFrD6ciqV7LmLzqcpaIr1bRKFhWACaRlZ+f6d8sx2iKGL0rE0oKTdCX27Cowv3OZxOYjKJOJ1eYDdItHTvRZxIK4AoVkzPeXrRAVm71qTsYvxxMMVhoMlgNOGbLRWdZU6mFaLHG2vQ9f/+xoWsYrv7ERFR1XHaCBEREfmEb+7og+nzdyM0QIcHh7Wxu21IgA6PjUzAp+tOAwC+vauv3e0fG5ng8On9PYNb4VJuiU0dCZ1WQIPQAFzVqRH+OVpRS+KqTo3gr9Ng1aODseV0JvTlRnSMC0c3iwyNiT2b4odt57DvQq7d8wLA01e1x8gLOXjzj8qpIM8tPYgmkUGY+u0Oh/tf1akRAv20su+JPSsPJGNEB3lA50JWMUZ/tBFlBhOGtI3BD3f3g0bjuOCqMxbtTsLzSw/ZrG8WVVGsdVBCjFQDRF9uwiML9tlsu3hPEm7paxvU+n3/JexPysVvey9JU4BaNgjGtCGtMeWK5rLA2KqD8mtg6d6LiAn1x/W9muLO73ZKGS5D2zXEJ7f0QFSIciecZfsu2awr0Bvw8IK9WPHIIKcK1fqa46n5CA/0Q5PIIMcbExF5AYMXRERE5BNGd2qEPS9fCX+dBiEBjv9Eeeqq9nh0VFtZhxE1bRuFYdH9AzDpq22K7594cwwCdFq0axSGmFB/ZBZWTgPQaSqO/9EtPfDT9vNoEhmEcV3jAAANQgMwoUdT9TFe2Q63f7tTtu6xkQnIKS7HoIQGyNcbMKB1AzSLDpY6iFiyDlw0Cg/AsocGYeC762TrXxzbseLYo9oiu7gMP22/IHv/4RFtsOFEBo4kV3TzWHMsDfpyIwL9tPj3WBre/es4TlkULt18KhO3zN2GOVN7o0FoAMqNJizanYTXVxwFAHRvFoG3ru+K+KggvLD0EPL15Xj7+q6qN77fbTmnuD76cnDgsVFt8e3lTAYA+ONQis22zy89hPwSA+6zaI/7+/5LePyX/TbbnssqxsvLD8NPK0gBjwtZxdh5Nttm2682ncGqgymyqTmbTmag54w1+PbOPhjVsZFs+13nsvHskoOKX8+hS3nIKChFbLhvt6m1Nu+/s/i/lRU/21fGd8K9g2079RAReRunjRAREZHPiArxdypwYeZM4MKsX6tozL29t836b+/sgwCdVlp+c2JX2fvmKSwhATrcP6wNru3exOmMhCFtG+IRi6KjDUL88fjodpgxsQvGdInDpD7N0Cy6IvvAOhNCib7cZDNVRRCAVjEhAACdVoPnx3SQdV4RBODZqzvgi8m9pHUFegPGf7YFKw8k494fdssCF2a7zuWg95trcfBiLl5adggvLTuMMqMJZUYTdp3LwVUfbcJHa05ixYFkbDiRgYHvrsPuc7bBgdWHU3EiTbmziuHyVJCIID9c2amR4jaW3vrzGPacz5GWrVvlWvv039PQl1fUDvlpx3mozTy5lFuiuP7eH3Yjy6q97rt/Hbd7zg0utNh1RmZhKQxGk+MNq6ikzCgFLgBgxqqjWHs5w4iIyJcweEFERET1xkiFAIH1k/UxXRrjvRu7omlkED66pTuuaBVdrXM+PCIBE3s0QXxUEN66vgu0KoGP8EA//Pv0MLvHmj60NQRBwHXdKwuL3jmgpWybsEA/PHt1e/hpBTSLDsLWF0YCAFrGhKBD48qaHqfTC/HoQtvpGdau+/w/rDpomwkBAF9vPitbvmnONjz+yz5cytXDJIowmUQ88NMe1WO3aRgivb6lTzOb958b095m3Y2zt6K4zIC8knIpk0TNpdwSrDqYggJ9uSzQMSjBtsaImlvmbpfqYhxNzpcFTzQC8PO0K+RjXnIQfd5ci/T86hVFFUURb/95DH3eXIvRszY61RWnKrYmZtqsm/bjblnBWCIiX8BpI0RERFRv6LQaNI0MUn3SbnZL3+aK9RWqIshfi49v7enUtm0ahuL7u/pi57lszN6QKHtvZIdY3DOoIp3/lfGd0DgiEOGBOtw1yDbFf/rQNrhnUCubFp7NooOl2hKuKC5z/kb29/3J+H2/cn2RHs0icceAFnh68QE0Dg/EtRZBmGHtG6JxeCBSL9/092weiQeGtsHVnRtj1IcbZccZ+v4GdIyzLa4KAE0iAqVuJgCw82wWtp+pLM6qEYBPLv88+ry51uHXczq9EGuOpqHMaMSTvx6QvfffCyMRFxGELyb3wsML9krrMwtL0e/tf/HjPf2w7UwWxnaJQ1c7RWXNcovLIIrA/fP3YKdFFsu5rGIs3p2EaUNaq+67+nAKHvhpL8Z1jcObE7uo1uuwdibDtg0vAMz656Q0HakmnMkoRFxEEAL9NLWyZggReZ4giqL7S0pTrXbkyBF06dJFWj58+DA6d+7sxRERuSYnp+KpWFRUlJdHQlQ1vIY9a/OpDKkOxSe39rBbs8Kbjibn46lF+1FYasCcqb1VW8G6YsGOC/jfMtvCmTGh/riidQPsO5+Dl8Z1QpPIQFz/5Vab7ZpEBGJctzibjAtnHZ8xBoF+WuSVlCPQTyObrgMAR5LzMP3HPYiPCsIXU3ohJjQAQMXUE3sZHGaNwwPx3wsjMXvDacz856TiNhN7NJGCSYt2JeG5pfL6FU9f2Q7fbDnrMNMhLiIQ214cBQAoN5rQ9f/+hr5ceXqHv1aD7s0icCmnBE+Mbocgfy38tAJGdWwkTX1atCsJz/92EGp/mQ9o3QALp/dXfC85t8SmDsoP9/TDkIQYh1OcBrzzL1IUWuf6azXY8sIIxIY5V7/DZBIhCLadgyzfX30kFVqNgGHtGmL+tvMI8tciNiwAr688KgUUNUJFAdtpQ1rBX+udQAY/g6k2q8v3csy8qCWOHDmCgwcPIjk5GVqtFk2bNkWfPn3QqhULKhEREblicEIMVj4yGKUGI3q38N2bk05NwrH6iaEQRdFtN3C39G0GnVbAc1YFJ3u3iJLVxACgmKFyXY+meOGaDvhp+wWUlMuzMRqE+COrqAxqvrmjDwL9KoIVEUF+itt0bhKB/y5Pc7E0pktjxIQGILNQucXr3YNaYsoVzdGmYSgEQbDbMePpqyqnokzq2wwD2jTAigPJ6NMiCv1aRUMQBGQUluLHbedVjwEADw2v7Ijjp9Vg47MjcMXb/ypua64TAkAWLHn6yna4oXc8PlpzEkv2XLR7vrOZyhkSQEWhUGt3frcTLRsEY+H0/lh/PAOp+XpM7d9cFoxYcSBZFrgY07kxVh9Jlca893wuxli1JbaUV1yO8CAdLuaU4N4fduFkWiGeH9MBDw637Ra0YOcFvLz8sN2vEQBMIvDB3yekrj9vTOiM2/u3qPEgRm5JOT7dcgR5xeV4+ur2sna+tYk7Pz+IvI3BCx+3ZMkSzJgxAwcPKle1HjhwIN566y0MHz68ZgdGRERUSwmC4FQKv69w542HViPg5t7xNsGLsZe7p1i6d3ArvLHqqGyduUbFt3f1weSvd1zetzG+nFJRCHX0rI04rVD8s0WDYIx2oiCnPa+M76jYWSTIT4vHRraVTZPo00K5Tslt/SoLpJo1iw7GwxZFVQHgf2M74kBSLg5ctA0KRIf449s7+6Bnc3ngq1F4IFY9OhjPLjmIYyn2a3GYfbjmJDaczJDV0VCTmq9Hcm6JYmDmnyPKBTbPZRVjwDuVGRnzt53Djv+Nhr9Og22JWXjMqubJqI6xKCgtx3+nsy7vX4TP153Ckj0X0TImBE9d2Q7NooKx+3wONp5Mt+lqAwDvrT6OkAAt7rCoxSKKolOBCyWv/n4Er/5+BHNv740mkUFIzCjE8PaxqgGw6hJFEWuOZ+K53yszd4yiiBkTu+BCVjE6NwlHmdGExPQitGsUajM1CwDSC/T4afsFxEcG4eY+8RAEAUWlBnyz+SxCArS4oVc8jqXko3eLKCmg525FpQbc/f0unEovwIeTumNkh+r9/lHtcSAp19tD8BhOG/FRRqMR06ZNw7x58xxuq9Fo8L///Q8zZsxwy7nrcqoR1Q9M96TajtcweVqHV/6STXE4+85YmyDJnvM5uHG2fOrI7pdHS1M5TqcX4khyHq7s1AjB/hXPw1YeSLYpAnpd9yZ4/6Zu1b5JE0URu87lyNrddowLx3NXt1fs1GLZ/tPsr8eHoGNcuFPnu5RbghEzN0jFOh8Y1gaT+sSjdcNQh/ueTCvAVR9tcuo89ux95UqMmLlBNoXlr8eH4GhyPsqMJgxr1xAP/bwX+128WRndMRZHkvNtpovsfeVKvPPnMSxWyQJp2SAYgX5ap+qmLHtooBTgefev45izMdHBHq7p1yoas6f0QoPL12NVJGYUYvXhVHzw9wl0i4+AIAgOb/z6t47G9jPZ0uuF9/WX/e4cupiHO7/fiezLWUitG4ZgxSOD8dDPe7FJoRPNGxM6Y1KfZoq/HzlFZQjy1+LrTWeQV1KOh0ckOF3L5I2VR/Hdf5XTu27p0wxhgTrc3KcZ2jeW14vJKy5HaKBOtZhwTTMYTTCJgL+OvSWqYsb8v/HqHWOk5bp0L8fghY967LHH8Nlnn0nLwcHBmDJlCnr06IGysjLs2LEDS5cuRXl55f/MZs2ahSeffLLa52bwgmo73vhRbcdrmDztnyOpeGThPpQZTPjurj6KT2VFUcSUb3Zga2LFU/gF067AwIQYu8cVRRF7L+SgpKgQnePCPHIN5xSVYcHOC+gWH4EhbRvaHcvt3+7EltMV3TRCA3Q49H9XuZTJkpRdjLOZRRjYpoHiE3Z7/jmSivnbz2PzKXk3j94topzKtBjeviHm3d0PU77ZLmVCOOOREQn4fP1pl8baPDoYP9zTD61iQjDrnxP4dJ1r+ytpFB6AOVN7441VR7HvQq7qdjqNgJfGdUROcTk+/feUy+e5rV8zvDWxq2ptD5NJxNmsIkQF+yPa4sZ/xqqj+HZL1Wq3WLqpdzwm9WmGfq2isftcNm6as83xTgoig/3w8rhOMJpMuKpTY9z7wy7sVfi+bXp2BJo3CLY9gIVP1p7CR2uVa74AwF0DW6JpZBCGtW+InWez8ervh6HTaPDr/f1tMopqUnGZAb1mrJECq1/d3htXd1aftkRyJpOIcpMJ93y0DAueu1laX5fu5Ri88EF//PEHxo8fLy136tQJq1evRrNm8hZiBw4cwNixY5GcXFHRW6PRYP/+/ejaVd6f3lUMXlBtxxs/qu14DVNNyCwshcEoonGEekHGolIDtiZmoWvTCLvbWfOla3jWmpP450gqHh/VFtcoTI/xtOk/7sY/RyumdbSNDcWap4Zh7qZEvP3ncZtt/3xsCH7ffwlnM4vwwjUd0LphKLacysTUb3c4da7OTcKx4L7++P6/s/h4rXOBgNEdY/HNnX2l5XXH03DPvN1O7WttWLuG2KiQXWDpkREJeObqirojybklCAvUISywYgqI0SSiQF+O81nFyC4uw93f73Lp/P46DRIahqJfq2hMG9IKWYVluH/+HqTm6xEaoMMnt/ZA5yYRSMopxs1VDDL4gqUPDkBvq6lR57OKsP1MFtYeS8eao8rTiKz56zRSZpHZOzd0xW39Kjotmd/z0wouT1/7aft5zPznBErKjBBFQISIQJ0WcZGBuK57E9zQKx4iINUSySosRW+V7j9rnxqKhFjl7kK+zGQSoTcYpcw0V4iiiLOZRQgJ0KFRuOPP3g0n0nHX5d+XsozzSPnuYem9unQvx+CFjzGZTOjZs6dU4yI4OBiHDh1C69bKrbG2bt2KIUOGwGSq+HAZP348Vq5cWa0xMHhBtZ0v/dFMVBW8hqm24zVcKaeoDLfM3YazmUV4+/quuLlPMxSXGXDF2/+iQG+Qtvt52hUYpJLZ8uuuC3h+qW2XGEttY0Pxz5NDIQgCkrKLMXzmBhhNInq3iMLC+/rj7yOpNlN6AGDVo4NlnWz05UZc/fEmnM8qBlARUJmzMRErDti2v713cCt0bRqBzacycfeglujSNAIvLTuEn3fY1sIAXOvuYzCacNOcbS5PiXGXN8YlYPLAtvhyQyJmrVHPYvCWEe0b4ts7+6LUYMJTi/bjr8Opbjv2/Hv7ITm3BC/8dgiiWBFgeObqdri+ZzyAiilViemF6NUiCqEBlTfm5UYTzmcV4XR6kVPdgQDghp5N8du+S3a36dMiCkseHAh9uRFrjqahsNSAqzs3lmXSiKKIZfsuYcWBZPhpNRjVIRY39Y6XZUwVlhpwIasYhaUGRIf4IT4qGLvP5SDAT4PCUgOW7rmIC9nFePv6rujQOAyZhWUOg7bHUvJxICkX/joNxnaNk6b/nE4vxIM/7cGp9EJoNQKMJhE9mkViTJfGGNq2ITQaoENj5Sls/53OxIxVR6XpWTf2isfMm7shv8SAg5dy4a/VoHmDYMRFBElf+6B310ktohm8oBqzZs0aXHXVVdLyCy+8gHfeecfuPrfeeit+/fVXafnUqVNISEiws4d9DF5Qbcc/mqm24zVMtR2vYTlRFFFcZkSIxY2e5RSDzk3C8fvDg+xOTZm//TxesSp6OalPPLKLylCgN+CV8Z1kQYhTaQU4k1mEYe0aSjdUxWUG+Gs1+ONQCvYn5eKBYW0Un+rmlZTj0MU89G4RhSD/in0nfbUNO89mS9tseX4E4qNspy/k68vR4/V/YLK6w/jw5u64sXe86tenxGQSka8vx99HUvHzjgvoHh+JV6/thNzicvR9S/kpvasSYkPx4z39EOKvwxO/7oNGEHBf/zi0bxSCqKgolBtNaPvSXy4f963ru+DL9Ymyjj239m2GZ69uj8hgf2QUlKKwtBxrj6Xj3b9ss3AsxUcF4WJOic36x0a1xa+7LiAtX7kLz6Q+8Xh5fCd0+79/XB6/NY0ArH5iKJJzS/DAT3ukqR3Nov+fvfsOj6Jc2wB+76b33kkPPRB6772odBTwWLCg2I/lQ8WOiliwo2ABFBU9IEjvndBL6JBGKum9l/3+WHayszNbEhKywft3Xec6O7Mzs2+SDWaefYodlv6nB7ydbPDw8uOIkWly2xi+ndUNc1edEu1r7e0ID0droQeJ3Jrv7RmE54a3xm9Hr+O7ffGorJEfZ6zPxC7++HR6F9l+IH+fTsELq89K9rf1ccKVDON9Yawt1KU6XQJdoVAooFKp8M6Gi1h+ONHouZZKBeaNbYdHBoQis6hCNOmIwQu6bebOnYslS5YI27GxsQgPl46b0rZr1y6MGDFC2P7444/x0ksvNXgNDF5QS8c/mqml43uYWjq+h01zPDEXl28UYUIXfzjbGp+ekV1cgb9OpKBXqPttH/NbXlWDX6Kvo6iiGjN7BRn8RFq358LmZweig79pjVJNVVxRjVGf7RM+bQaAXiHuOJYofyMrx9fZFgf/b6gkaKT7/v3zRDI+3X4F/q52uLuzP0Z28ME7Gy7g8o0izBvbDutOp2HnJXWpxvB23vh0ehRc7dVZAZpbLd3glTbN9/ZCWgF2XMyAp5MN2vo44f4+wRjY2hMKhQIFpVV465/zWHdGmgEjR9Mo1NHGElU1tdh5MQOOtpaI8HbEhK8PIbOoLuBhbamEt5ONbICkOQS42uGFkW3w0l/SwEBzGd3RBx9M6iQ0iK2qqUXvD3YJjVnNyUs97fHM1LqR03fSvRyDF2YmODgYSUnqVLvw8HDExhpvmFRZWQkXFxeUl6v/8R48eDD27t3b4DUweEEtHf9oppaO72Fq6fge/ndTqVTYEJOOqupaTOoaoLeZ5q1Kyy/DodhsDGvnLdxU1taqsPRAPH4/loRQTweUVtYg2N0eHf2dsTL6OuKzSwAANpZK/PJIb/QKlY7Vbcj7NymnFG4OVkL/jqby6toY/H4sWe/zge52eHxQOGb1CtL7fS+vqsE9Xx/E1YxiBLja4a8n+sLX2RZzV53C1gs3JNdLzq1/UMPJ1hILJkZiQIQn7KwtMOeXkzhwLRtRga5IzC4RTdDRNrStF/5vbDu083XGf348Kml429we7BuMRwaE4cW/zuB4ovHGu33C3HE2uQBlVTX1fq1ZvYP0lmDp09HfGYuGu9+x93IMXpiR/Px80T+Ss2bNwq+//mrSuQMGDMChQ4cAqP+hzc01Peqsi8ELaun4RzO1dHwPU0vH9zCZq6yiCuy5nIk+YR56p3aY+/v30RXHsfNSprDdN8wDvz3Wu15NNTXNUTUZIoA68NP/o93CCN1p3Vth0dTOmPpdtGRCzvB23jiXWiDK4ADUWRPvTeyIvmGeQskRoA5opRWUw9/FFgqFAtU1tdh0Lh0bzqbjrs5+mNhV2gtl16UMPLJC3Dx2RHtvzBvbHiM+2yfaf0+UPywt1KNuI7wdMblbK8z5Rdx3w9XeCs8Nb43+EZ7ILKzA6hPJSMguRvcgNzjZWiE6PgdVNbVIzStDTj0yKhysLbDswR6Yuayuse7krgF4e0JHIaNKpVLhrxMp2HI+HedSC5FdLF/qo/HXE33RM8QdmYXl+Gp3LJJySxHgZod7ewTC39UOz68+LTuFaN7YdhjoWX7H3ssxeGFGoqOj0a9fP2H7rbfewttvv23SuQ8++CBWrlwpbKenp8PXt2GjhRi8oJbO3P/oIDKG72Fq6fgeppbM3N+/5VU1eODHYziWmCs0c6zvNBB9zqUU4IeD8fB2ssF/R7aFnbUFrueU4MGfjiExpxTOtpaYP74DpvdUT0EsrqjGV7uvYc3JVPQIdsNXM7vCqp5jhfWprVWhz4e7hABJVKArlj3QHd5Otth3NQsP/nQMXYNcMX98e8n0FQDILanEwi2XcCg2ByM7+OCNuzrI9q6Qo1KpsOZUKjIKy/HniWShga2c/z3RFz1C3KFSqRCTUgBPJxthioo+1TW1WLzzKi6mFcLBxhL5pVU4n1aACVH+eGVMO70lRtrnLz0Qj0Vbr0ChAD6a0hntfZ0RGeCMixcv3rH3cgxemJFVq1bh/vvvF7Z//PFHzJ4926Rz33jjDSxYsEDYPnTokCgQUh8MXlBLZ+5/dBAZw/cwtXR8D1NL1hLevyqVCkUV1Sb1Smks1TebXRpqLNsUTBnr3JTKKmvw+t/nJFNRBrfxwpczusLF7vb9DExxJ9/L1X/oLDWZwsJC0ba7uzSCqI/uP65FRcY73OpTUSFOY9q9e7dJvTf0rcvDw6PBayFqiIICdadrFxcXI0cSmSe+h6ml43uYWjK+f81TTkrzvfYjkVZ4JDIExxNzcT2nBG19nBEZYI+U+KtoxmXJ0r1v0723a8kYvDAjxcXFom1bW9Oji3Z24tQk3WvVR3KyuAnQs88+2+BrERERERERUfNITk5Gt27dmnsZjeL25vyQQZppIRrW1tZ6jpSysbERbZeVmceoIyIiIiIiIqJbxeCFGdHNtKisNL3LrW46kG4mBhEREREREVFLxbIRM+Lo6Cja1s3EMEQ300L3WvUxePBgrFu3Dvn5+SgsLISvr2+9skC0secFERERERHR7VFRUSFqAzB48OBmXE3jYvDCjDg7O4u2NZ2OTZGfny/adnJyavA6XF1dMWHChAafT0RERERERM3jTulxoYtlI2YkNDRUtJ2UlGTyudevXxdth4WFNcqaiIiIiIiIiJobgxdmpEOHDqLt+ownjYuLEx67ubnB19e30dZFRERERERE1JwYvDAjrq6uCAoKErajo6NNOq+yshInT54Utjt16tToayMiIiIiIiJqLgxemJlx48YJj+Pi4hAfH2/0nAMHDoiae951111NsjYiIiIiIiKi5sDghZmZNGmSaHvZsmVGz9E9ZuLEiY25JCIiIiIiIqJmpVCpVKrmXgTVqa2tRVRUFM6fPw8AcHBwwLlz5yTNPDWio6MxYMAA1NbWAgDGjx+PjRs33rb1EhERERERETU1Zl6YGaVSiQ8++EDYLikpwd133y2a1asRExODadOmCYELpVKJ999//7atlYiIiIiIiOh2YObFLVCpVIiLi8P58+eRnJyMwsJC2Nvbw93dHVFRUejUqRMsLCwadO2nnnoK3377rbBtY2ODqKgoBAcHw8nJCbm5udi0aROqqqqEYz7++GO89NJLt/x1EREREREREZkTBi/qqaioCBs2bMA///yD3bt3IysrS++xbm5uePjhh/HSSy/Bz8+vXq9TU1OD/v374+jRo0aPVSgUmDdvnihjg4iIiIiIiOhOweBFPRQVFcHb21s02cMU7u7u+OGHHyTNOPUpLS3FlClTsHXrVqPHKhQKPPfcc1i8eHG91kRERERERETUUjB4UQ/5+flwc3MT7QsLC8PgwYPRtm1beHp6ory8HOfOncOaNWuQnZ0tHGdhYYG//vrLaACjtrYWU6ZMwbp164R9bm5uGDduHGxsbJCRkYGEhARcunQJmh+dQqHAX3/9hSlTpjTeF0tERERERERkJhi8qAdN8MLZ2RkPP/wwZs+ejc6dO8seW1paiueff140xtTNzQ1Xr16Fp6en3tf45ptv8PTTTwvbAwcOxPr16yVBk927d2PSpEkoLCwEADg6OiIuLg7e3t638iUSERERERERmR1OG6kHS0tLzJs3DwkJCfj888/1Bi4AwN7eHkuXLsXMmTOFfXl5eaImnLpKSkrw3nvvCdt+fn74559/JIELABg2bBi+//57Ybu4uFh0LhEREREREdGdgpkXTSwtLQ2tWrUSSjx69uyJY8eOyR67bNkyPP7448L2d999hzlz5hi8fp8+fYSmnra2tsjKyoKjo2MjrZ6IiIiIiIio+THzoon5+/ujffv2wnZcXJzeY//++2/hsb29vShrQ5/HHntMeFxeXm5Sk08iIiIiIiKiloTBi9tAOxOipKRE9pjy8nLs3r1b2O7bty+cnJyMXnvkyJGi7Y0bNzZwlURERERERETmicGL2yAxMVF47OvrK3vM5cuXUVFRIWz36dPHpGsHBQUhICBA2I6JiWnYIomIiIiIiIjMFIMXTezgwYPIzMwUtvv27St73KVLl0TbERERJr9GeHi48Pjy5cuora2t5yqJiIiIiIiIzBeDF01s0aJFou3p06fLHhcfHy/aDgoKMvk1tI8tKyvDjRs36rFCIiIiIiIiIvNm2dwLuJP9/vvv2LBhg7DdpUsXTJgwQfbYwsJC0ba7u7vJr6M7SrWoqKgeq5TKz8/Hvn37kJ+fj8LCQvj6+sLa2rpB13Jzc4OHh8ctrYeIiIiIiIiMq6ioQHJysrA9ePBguLq6Nt+CGhGDF03kwoULorGnlpaWWLZsGZRK+WSX4uJi0batra3Jr2VnZ2fwWvW1b98+TJw48ZauQURERERERM1r3bp1ej9Ab2lYNtIE0tPTMX78eFEQYeHChejRo4fec8rLy0Xb9cl0sLGxEW2XlZWZfC4RERERERGRuWPwopHl5uZi9OjRuH79urDv8ccfx4svvmjwPN1Mi8rKSpNfU3tKCSDNxCAiIiIiIiJqyVg20ogKCwsxZswYnDt3Ttg3a9YsLFmyxOi5jo6Oom3dTAxDdDMtdK9VX4GBgaLtL7/8sl4NRLWx5wU1h4KCAgCAi4tLM6+EqGH4HqaWju9hasn4/qWWLDY2VtQCQPferiVj8KKRFBcXY+zYsTh+/Liwb+rUqVixYoXePhfanJ2dRdt5eXkmv3Z+fr5o28nJyeRz5eiWoQwbNgwdO3a8pWsS3U6a3x/dZrZELQXfw9TS8T1MLRnfv3Qn0b23a8lYNtIISktLMX78eBw+fFjYd8899+C3336DhYWFSdcIDQ0VbSclJZn8+tolKnZ2dvD19TX5XCIiIiIiIiJzx+DFLSorK8Pdd9+N/fv3C/vGjh2Lv/76C1ZWViZfp0OHDqLt2NhYk8+Ni4sTHrdr186kTA8iIiIiIiKiloJ3ubegoqICEydOxO7du4V9I0aMwNq1a+s1LQRQBx20z4mOjjbpvOTkZKSmpgrbnTp1qtfrEhEREREREZk7Bi8aqLKyElOmTMH27duFfUOHDsU///wjmRxiCltbWwwbNkzYjo6OFo1a1Uf79QHgrrvuqvdrExEREREREZkzBi8aoLq6Gvfddx82bdok7Bs4cCA2bNhwS2NKJ02aJDwuLS3FqlWrjJ6zbNky4bGNjQ3Gjh3b4NcnIiIiIiIiMkcMXtRTTU0N7r//fvz999/Cvn79+mHz5s1wcHC4pWvPnDkT3t7ewvY777wjmSSi7Y8//sDRo0eF7UcfffSWx6QSERERERERmRsGL+pBpVLhkUcewerVq4V9ffr0wdatWxslaODo6Ij58+cL2+np6ZgwYYJsAGP37t2YM2eOsO3g4CA6l4iIiIiIiOhOYdncC2hJDh48iBUrVoj2JSUloWvXrvW6zr59+xAQECD73FNPPYUdO3Zgw4YNAID9+/cjPDwcDzzwANq3b4/i4mLs3bsXGzduhEqlAgAoFAr89NNPHJFKREREREREdyQGL+qhpqZGsi8tLa3e16mqqtL7nFKpxO+//45JkyZhx44dAIDc3Fx8/vnnssdbW1tj8eLFmD59er3XQURERERERNQSsGzEDDk4OGDbtm345ptvEBYWJnuMUqnEiBEjcPToUcydO/c2r5CIiIiIiIjo9mHmRT0MGTJEKNVoagqFAnPnzsXcuXNx/PhxXLp0Cenp6bCzs0NAQAD69esHPz+/27IWIiIiIiIioubE4EUL0LNnT/Ts2bO5l0FERERERETULFg2QkRERERERERmjcELIiIiIiIiIjJrDF4QERERERERkVlj8IKIiIiIiIiIzBqDF0RERERERERk1hi8ICIiIiIiIiKzxuAFEREREREREZk1Bi+IiIiIiIiIyKwxeEFEREREREREZo3BCyIiIiIiIiIyawxeEBEREREREZFZY/CCiIiIiIiIiMwagxdEREREREREZNYYvCAiIiIiIiIis8bgBRERERERERGZNQYviIiIiIiIiMisMXhBRERERERERGaNwQsiIiIiIiIiMmsMXhARERERERGRWWPwgoiIiIiIiIjMGoMXVC+5JZWIjstBTa2quZdCZBYyC8txMa2wuZdBRERERHRHY/CCTFZcUY2hn+zFjGVH8O6GC3qPq61V4Uh8DuKzim/j6ohuv4TsEvT/aDfGfXkAvx9Lau7lEBERERHdsRi8IJOUVlZj3BcHUFBWBQBYEX0dZ5LzZY/9bn8c7lt6BGM+P4BL6fxEmu5MqfllGPrJXlTVqLOQXl17rplXRERERER052LwgkzyzZ5YJOWWivbNWnYEWUUVwrZKpcLW8+lYtPUKAKCyphYfbL50W9dJdDuUVFTjnq8ONvcyiIiIiIj+NRi8IJMsP5Qo2VdSWYN5a2KE7e0XM/DEr6dExxy4lg2Viv0x6M4SHZeDnJLK5l4GEREREdG/hmVzL4BahpLKGtn9uy5norC8CpXVtZjzy0nZY97+5wLemRDZlMsjEvn+UDLOphRhQFsf/O9kCjr6O+OL+7rCQqlolOunFZQ1ynWIiIiIiMg0zLwgo6pqag0+fzGtEL9EX9f7/Iro6ygorbqlNeSXVuJQbDaqddaSX1qJM8n5qOX0E7OWUViOxTuuYs+VzCZ/rZiUfHx3MBnRifn4eNsVJGSXYGNMOlYfT26010jWKaHS2H81y+B5tbUqfLbjKl788yxS8xkAISIiIiIyFYMXZFRJRbXB519YfQZf7Lpm8Jiod7cbDYLoU15VgxGf7cesH47itb/rmiLmlVTirq8OYuI3hzB//fkGXZtuj/nrzuOLXdfw8M/Hm3wKzeZzN2T3/3pEf4CtvjSNa3U98NMxSYBN267Lmfhy1zWsOZWC/gt34+1/LnDsMBERERGRCRi8IKNKKw0HL9ILyiX7ugW5SvYdT8xt0Ov/czYN2cXqxqB/nkgR9i/cchkpeepPr387yjGV5mzHxQzh8bBP9zXpaznbyVfD6cuWaIjCMv2/E4k5JXqfW7zjqmh7+eFEbIxJa7R1ERERERHdqRi8IKNKKsT9Lk7MH4HJXQP0Hv/mXR3wrkyPi5xiww0OC0qr8N8/z2DCN4ewTyv9vrhcfKOo+WR720X5T9jJvMgFvyqrG5aFYwp9WRFFFdWoqJbv3VJfheX6y6AeWXECn+24KgrYaNhYSf/JPZbQsKAeEREREdG/CYMXZFSxVtlIgKsdPB1tcG/PQL3Hj+3ki8gAFyR8OE60P7/UcPDi+/1xWHsqFWeT8/HK/84K6fRWluK3aUFZFVQqFfJ1+mgYSr8vr6rBd/visPp4Eqef3GZp+dLMnJS8UhRXVBvN6mlIL5PsIv3vM2MBNFOUV9XgcFyOsN0l0FX0/PWcUny56xoe/+WEpETGzspCcj1DmRq3av2ZVDz/x2nEpOQ32WsQEREREd0OnDZCRmlPGnGyVb9leod5oIOfMy6mF4qOVSoAbydbAIBCocDELv5Yd0adFm9stOTuy3XNHDMKK3AhrQCdW7kCOsGG3JJKKBXSqRGlldVwsrWS7C+vqkG7N7YK29aWSkzq2kp2DddzSpBTUomuga5QyLwG1V+aTGPKP0+kYMXhRFTX1uLDyZ0xtbv057HrUgae++MMOvg545dHe8HGUnrjr6u0shpbz6cbXIu/q139vgAAidklOBCbjbjMYiw/nCh67oWRbfDMb6dQqJMhpFIBW87fwFNDI4R9xTL9YxKymiZ4kVlYjhf/PIvqWhXWnUnD5G4BmNq9FfqFezbJ6xERERERNSVmXpBRpVo3XM5awYE2Po6SY8O8HEXjKD0cbYTHmUUVel/jXEoBLt8oEu3T9NIo1ilbGbl4P7q+t0NyjTI941w3xYhvZl//W76554W0Agz/dB8mf3sYPx5M0LtWqh+54MV3++JQVlWDqhoVPtl2RfJ8ekEZHllxAsUV1TiWmIsnfz1l8DVqalX4evc1dHhzm96xvgDwwp9n6r3+hOwSDPlkL95Yd14SuAAAN3srDGztJXuujU7WUK5MAC+toFzve/dWRMfnoForc2XtqVQ8/dvpJi3ZMVVFdY1sCc/51AJsOZfe4Oa+RERERHTnYvCCjPpY6+bSzaEueDGig4/k2NfHtRdtt3Kr+5T7UGw2imR6BahUKjzx60nJ/rybN3py58gp1XMDeCWjyKTjlu6PF272Fmy6xPGrjSCjsBzz1p4zeMyNwnJJKc/HW8UBjd2XMw32mdh6/gY+2X5Vsn9GryDRdnJumXDTrFKp8N2+OLy6NkY2wAKoyy6GfrLX4Pq9nWxhZSGfpRObKS4bydOTfdQUpSPWFtJ/3nNLKpGS13iNSxti6/kbaDt/K9rO34qnf6sLSl1IK8DEbw7hyVWn8P6mS824QiIiIiIyRwxeUL1oSkIAYGQHHwxv5w1A3Qtj14uDMfTmtkaIp4Pw+HpOKbq/txOpOjeKJZU1kn1AXZmJoZtW8XXk+yfo9sKwVCpk+15ol60AQK5Mj46MwnI8svw4Ory5FV3f3Y7n/zjNIIcB7228aNJxuk02t16QNmPddyVLsk/j422XZffP7h+C7+7vLtp342ZGz4aYdCzcchm/H0vGpzKBjz1XMvHcH2eMLR2ejtbo6O8i+9wfx5NxNjkfgLp8SVSCZVNXtZeY3fjBi3w9jUvPpxXK7te4llGE2cuP44PNjRvAU6lU2HM5UxSo3BiTjvQC9e/+8kOJQvBw+eFELNsf32ivTUREREQtH4MXVC9eTnVlIDaWFvjxoZ5IXDgeh+YNQ7iXtIwk0t8FllplJJU1tXj9b/En8Z/vkN44AnXNFW8U6C830aZvfKXup+rVtSpJ74GCsioU6fQskGsw+vG2K9h1OROllTXIK63CujNp2HKeU0/02Rijv/+ENt2SogqZ0gZ9N/hH43OQmCOfTRDq6YAxkb7wcLAW9mnG7j77+2lh35pTKZJzH/75uPGFA7C0UOI/fYP1Pv/Zzfe3boPZrsFuwuO1p1Ox+3KGwaazpiqtrEZmYbnebI6NZ9U9aLKLK/DZjquSUa3vbbqE3ZczsXR/PMJe24z3N5kWgDJm/7VsPLxc+j1NvTnuWDeo8v7mS8gslDZ7JSIiIqJ/JwYvqF60gxemHv9gvxDRvr1XsoQpDCqVCj/o6S/x06EEFJRW6U3p1xUdnyO7/6pO2QggvVk+l1IgOSa3RPrJ9f9OSm9yD1zTnxFQd61K3Pt9NHp/sBMrZPommIPbMYVFO4igLUvn5xEg01QzXc+N7Gt/S8tSbC2V+HJqe1jeLJ3w1Oq9svp4MkZ8ts/kNRvycP8Q9etZWeD0GyNlj9FkFmj3u7C3tkAb77pg346LGZi9/AR+iU7EsYRc/HAgXm+JiSHZxRUYtGgPen2wC9/vk89cOBSbjaqaWizaehlf7rqGp387jTM3s0Oqa2qx/6r4/bzsQALOJOcjOffWyk1W6nnfpxWUo7ZWhUvp0oyQ6d9H39JrEhEREdGdg8ELqpcQDwfjB+kY2tZbsk/zibzuhAZdH2+/jLQC+eDFzw/1xFNDw4VtuU/mk3NLkSCzP15nwsO5VLngxa2P1dTYGJOGowm5yCiswFv/XLjlG0E5JxJz8eb68ziVlFfvc/84loSOb23Dwz8fa7RSAbnGkEsf6I57ewTixZFtEKU1YjSzqC4wUVVTiySZ74+m3ENbekEZ4nR+lq+Na4c9z/bEwPC6zAbtoNufJ1IkvSi0SzgA42N9+0d4YP1T/fHmXR2EfW4O1ujcSlo+kncz40L7/eTuYA0fZ1vJsW9vuIjp30djwaZLmL/+PArKqur189gUk45smXGw2l9/SWUNYjOL8eeJukDcxG8OAQCS8+R/1yZ+cwiDPt6DfVcNB+pySyrR78NdCJm3Scg40ZArDQPUZSqrTyTLPqcvo4aIiIiI/n1a3KhUlUqFS5cuITY2FtevX0dBQQFKS0thZWUFBwcH+Pn5ISQkBJGRkXBzczN+QaqXCG9paYgxvULdEeJhL7oR+WzHVUR4O6KL1g2snF+PJIm2747yx7PDItDaxwkAkKzVfFC7xv9IfA4UAP4+nQq5e7/HVp7AqTdGwv1mJsDJ69Ib/jytG9i8kkphTKyuP44n4427OsDBRv+vU2ahOLNg4dbL+GZmN73H11dReRVmLz+OwvJqbDibhuhXh8PWyvhoUUDdU0TTVHPPlSycTs5D92B30TEqlQoxKQXwc7GFt8xNt5wSndKcXqHu6B7sLlxbO2Ck/f3RLSvS2H05E/mllXC1V//MisqrZEs7+oR5wNZK/ENv4+OEg7HZetdaVlUDlUoljMfVHQGsy93BRhR80fh4ahR+PBgPPxc7fLHrGgAgp7gCNbUqUQ8VdwdreDsbzmLaFJOObedvINjDHhufGQg7a+nPs7qmFpU1tfh2TxxUUCExW/5m/8ArQzHxm0PCRJ89VzIlx+SXVspmP2ioVMDTq07h3Duj9R7z6fYrSLsZZPpy1zWM7+SHtr7q39WyKvlGudFxObDU0/AUUL+PHGwskZxbiqsZRRjY2gvWWlNcampVuJ5TglBPB443JiIiIrqDtYjgxfnz57Fx40Zs27YNJ06cQGmpaZ/GhYaGYsiQIRg7dizGjBkDB4f6Zw0QEOnvjKtVwNC2XvUuGwEAa0sl1jzZD+9tvIh1Z+rq69/beBG/PNJbdKyfi/rGOF3mU3ZLpQKf39tFNIrVxa5u+omm6eMPB+KxQGZagbeTjahc5Mtd1/DW3R2QV1qFnZcyJMe/t/EiZvQKwp8nkvF/a2Jga6k/GLAiOhFzh0SgoKwK51ML0CvUHVZa0x50m45uiknHU0MK0cHfWe816+PAtWwhiyWvtApH4nMwRCbjRVdtrQpTvj0s2pecW4buOi0cfjiQgPc3X4KNpRK7XhyMVm72Rq+t21dk6X/EjTO130uaTIjyqhpRRoCuV9eew5KbDTif++OMZLwuALjZWwMQB4vGdfLFT4f0j7+trlWhtLIGDjaWqKqpxcxlR/UeCwD9wj1k97f1dcKiqVEoq6wRghe1KiA+qxgXtXo6uNlbi5rfGlpXXFYJfj1yHY8NCgOgzlKpqVVhZfR1LNkbZ/QaAa52sLWyQGsfJ+H7tWirdDxtVlEF5q4yPJK2qEJ/plR1TS1WHRUHG3deykBbXyfkllTiulbw8uOpnfHy/2IAqCetaI9gfm1cO3ywua4Ba2p+GdzsrTFy8T6UV9XioX4hePuejgDU75dxXxxAfHYJeoa4YfXjfaFUMoBBREREdCcy27KRgoICLF68GFFRUYiKisLrr7+O/fv3o6SkBCqVymB9vub5+Ph4/Pzzz5g+fTp8fX3xwAMP4MCBA7fxq7gzLJoWhY3PDMAPD/Zs8DU8HG3wgE7vi/SCcpTqTAjZ9OxAvDKmrew1fF1sRYELQBy8KCyrQlF5lWzgwspCgSeHhIv2LT+ciPFfHkS393bIvl5pZQ0W77iKdzdchEql/5NjAFh/Og2V1bW466sDmPXDUTz3x2nR84Uykx/GfXlA6DVwq3RLY+RKZeT8diwJ13RKKHQnfwDq5omAupHmgo2mjbHMKq4LIDjaWAoZExraEzr+OpmCXZcycEGnaaOvTpaHpjnq9ZwSyXQYDTeZvhrdgtzQxsdw1pAmwLTzojSQBQCvjm0HT0d1achdnf0MXsvO2gIOWpkST/x6UtSTJdTTAeHepgdTz6bkAwC+3xeHXu/vQt8Pd5sUuACAoe28AIjHFsvJKq4QgocN8fnOa5J9mgak27Wmx3g6WqNfhKewnV1cKSoN6xnijmCPuuBYal4ZfjlyHeVV6jKk5Vq9Mw5ey0b8zff68cQ8oxkzRERERNRymV3wIj09Hc899xwCAwPx0ksv4fz580IwQjdgob3f0DEAUFJSglWrVmHIkCHo0aMH1qxZc9u+ppbOykKJyAAXSeCgvvxdpDdPpVqjI/1dbOHuYA07K/mEILkbK+0b4vzSSqyMvi57rreTLRxlyjqM3ex8seuaJINATlVNLeb8cgLJueqbsM3nboh6Fejr7aEb5Ggo3f4cxXper7iiGhfTCoXflfnrzkuOyTHS68PUnhqfbq/7dF/ue3h3lJ/oPfXP2TRJk8q/n+onOa+kohqvrpUvLQEgChpoKJUK/PRQT/zfmHYI9ZQPGhSUVSGnuAJPymQfdA92w2MDw3D89RFY/1R/OGllCujjJppwUokMrWyifuEeJmVeaGyMSceuSxn4cIv8SFhDugSqy+f8ZZqgaovLLJbNeNIl97Msr6rB13tiJftT88pwo6BcKEsC1IEkX2dbWGmVimgCE4A6K0U70JKSVypp2ltVoz5et/Guqc19iYiIiKjlMZuykYKCAixYsADffvstysvLJUEIb29vDBgwAF26dEGnTp0QFBQEf39/ODo6wt7eHpWVlSgrK0NWVhZSU1Nx9epVxMTE4Pjx4zh16hRqamqEa54+fRrTp09Hly5dsHDhQowcKT8lgBqXXMmJduaFpqbfXubmEwCmdGsl2ac9vSKvtAofb5Omw2teu83NPhmNxdPRWmiOGJ9dInwCrHE6OQ9dA92gVCpQVC7NZgCA6zmlKCyvEqXN11dFdQ1+1JnYIpfeX1JRjb4f7BKek+vZAKhvYg3RvWHU51Cs/PQXDSdbK8zoFSj0NcktqRSV13QPdoOfix3eursD3tlQN66z41vb9F7z4f4hevsetHKzx5NDwjG1eys88etJlFXWiIJXhWXVWLZfWlry3f3dMKqDb73LEV4e3RbP/XEGgDowop3REuRhvOxG1yMrTtT7HAAIuflagUYyL95Yf0G03SfMHUficyXHHbyWjTGRvqJ9+hp5JuWWos+Hu0T7NIFQT0cb2WCJq72VaNqM7roAdZAi2MMBuSXi92IGR6sSERER3bHMIvPi559/Rtu2bfHZZ5+hrKxMCDJ07twZ7777Ls6dO4cbN27gf//7H+bPn48JEyaga9eu8PHxgYODukmbjY0NXF1d0bp1awwZMgSPP/44vv76axw9ehS5ublYs2YNZsyYAScnJ+FT5zNnzmDMmDGYMmUKkpPlu91T47FQKvDauHbCtrWlUpR5oWl4qS94oVt2AMiP1JTj52KLqEBX3Nsj0OBxY3VuygxZNLWzweenLInG7BXHsfxQAo4n6s9W6Pz2duGT5Ib4R6uPiIZcsGTsFwdEQY2zekpWdEdlypVomTJW1cpAE0aN3qF1vSMKyqpE5TXONxukPtw/VNSgUZ/549vjrbs7Gj3Oy8kGa57sh83PDURrrQa007+PxppT4n4bfcLcMbpj/QMXAHB3Z3/o6x+pKXd6Q2taSVNp56fuq9IpQDoJxZAv7+squz8pV1qSpC+gJTe+WBPE1Nc/x8nWymhjYM1oXd3JKvuv6W/KSkREREQtm1kELx555BFkZWVBpVLB3t4eTzzxBE6ePIkzZ85g/vz56NjR+A2JIU5OTpg0aRJWrVqFtLQ0LF26FN26dROCGOvWrcPPP//cSF8NGTI2sq5XQGV1rWgihd3N6Rj6pmRo97fQMPWmcnAbdd3/R1M7Y1QHH9ljLJQKfDCpE2b2DjJ6PXtrCwSa0LRy75UsvK2VNQCoP5HXFR1nOEtBH5VKJTQ+1FakUzZSUV0jO35UTlFFtag0QDulX8OU8gLt8oyP9QR6XO3rfqb5pVWi8hpnrZ/3/41pB2OMlUXIkXtPaft4alSDJ1golQq9TV5d7dSBuPv7BOGRAaENur4pPpkWJZRLeTjaoHtw3QQmawslXhzZRu+53s62eOvuDpJgotz7qEBrkkpkgOEmtCPaq3//3GV6kwDq38OeIe6yz2lk3+ynciFNPOJ4x8UMXM8xrd9LfZRWVmPd6VRczZA2iCUiIiKi28MsgheAOsDwxhtv4Pr16/j222/Rtav8p363ysHBAY8++ihOnDiBrVu3YtCgQSZ9ikyNQzcwkZJXV6Ou6SOg78eh70bTlE/4e4bW3QxN6S4tP7mvZyAO/t9QuDlY44NJnbDq0d6SY3TJZYKY4p4of8m+nw4l4JfoRMl4UWO0x41q0w1eXE6v302Xdvr9kn3SxpDHEqTlBLoKy+rWEOwh32dCcxMPqHuWiDMv6n7efcIM38w62VhiQGtPg8fIMRa8CHSvf3mHNlsr6T+x1hZKYb+NpQXeuKuDEFxrTBueHoCpOu/1pf/pjgUTI7HjhUG4smAM7pJ5LwLq8hv1/4fi3Nuj8aZWhkhSrrSvRH5p3c+tS6ArPB3lsyp+e6y3kHGhlAkKaQI5Ua1c9fYmAdQZF+VVNTghM+J48Md7G/Rv+umkPMxddRJ/npBm4b3+93k8v/oMJn5zCKnsq0FERETULMwiePHcc88hLi4O77zzDjw85EcQNoVRo0Zh79692LRpE9q2lZ9wQY3LTudT3K921zX506SKt/ZxFPWy0NCXZv7SKOM/u2Ctm9Bh7aQjRN+bGAk/rYaiHfwMf3qsAGTXaAovJxs8NVQ8+WTvlSy8sf4CPt95VfacovIq2Rsyfc01dZsqTvz2kOxxD/QNRtwH47Dmyb5CmQYAYazn2lMp+HKXdIrEDwfjse9qFoZ9shfDPtmLymppdoZ2/wonW/n2Oh6Odd/DwvJqHEusC4poN7zUnkyibUCEJ+aPb4/fH+/ToL4hQ2XeCxqmZHsYI5dFFOHtKMnm+HR61C2/li57G+lrezja4P4+wWjt4wSFQoFgd3t4Okrfx9rBBwulAkFavz/7r2bhaHwO2ry+BSHzNuHe76ORq5V54WZvjWk9pAHCLc8NRL/wugDT4zdHv2rTTBlRKhVCAEVOdnEFknNL9QY6TW0qq+21v89j87kbeOV/MaJpPUk5pfj7dCoAdYPhZfvjAahLV346mIDzegKIRERERNS4zCJ4sXjx4tsatNA1duxY3Hvvvc32+v8mtgZ6F2hGWdpaWWD5w70kN1X6ghcP9gvBPVH+6BrkCmsLJawtlPhsehTmDA6Dv4stPpzcCZYWda9rZSFeg4udlWSfm4M12vnWNfjsFSr+5F8F9Q3WjF6Ge2joCvawh62VBR7oGyL7/LID4oaRNbUqvL/pIjq9vR2zlx+XBDDKKuXHt2p6XiTnliJk3ibRTV6whz2OvDocu18cjHcnRMJCqUD3YHdRA09NA0Z94zjPpxbiwZ+OCY1K28zfgnytG9iK6hpRPxNnPRkOfi62CPOq+4Q9JqXuRlA3gHRo3jDRTXT3YDd8cV8XPDowDJH17OegcX+fYCyYGCn73BODpTfX9SUXvOgW7CrZ5+log4QPx+HIq8Ox7+UhiPB2RGtvR2x8ZgD8XGxhbaHEF/d1QeLC8XrLnkx5bV1KpQIrZveS7NfNetBtMHrv0iOovNmn5WhCLtaeShWec7W3xuSuAaLjfZxt0F7n59knzAOL760L2rRys8N0rZ40U7u3EoIZoZ4OooylnOJKXM/RXwY155dT9cq+UKlUuKTVvHVTTF0fmYd+PiY6VlM288r/zuLdjRdx7/fRovc+ERERETUNs5k2Qv8OlhaGghd1wYJOrVyw9+WhuPurg0jOLTXYHNPWygJfzlCXGalUKpRU1gh1/q+ObS97zrPDIvDlzayPuzr7yR7z7axuWLo/Hj7Otnh+RGuEvrpZcsy8Me2hVCiw6miS3vVp+2iK+uvwcbbFubdHodPb2yXHaJoRnk8rwMM/Hxf277mShbisYkR4132ftMsstBWVV6OiugYDF+2RPFdSUQNfmbGzg1p74cDNhoeakZP1SZHv+t4OxH8wDgqFAvFZdZ9cW1ko4K0n8KRQKHBPlD8+3ynO7lAqpDf5Aa522PfyEKhUpvc6McX9fYIxqoMPen1QNxXD3tqiwb0utMkFEPT1SlEoFMLPZccLg4R9B14ZitKqGiGzpKO/C7ZfzDD+2iY0OdVcL3HhePxwIB4fbrmMroGuGN1R3LjWlP4uGv0jPNDaxwn39wnCr0eSoFAAr4+Xb0w6qWsrTOraCsm5pfBxthU1ZrW3tsSaJ/shJiUf/cI98dOhBPxzVv1cdnGFqElo71B3HNUqZcoursC+q1kY0ladWaNSqZCSV4ZWbnayP1fd6Tx5N8tgqmtqJVOEyqvUk6v2XFEH+Eoqa7AhJh3/6RNs6reIiIiIiBqAwQu67awtlMKnttrCvcQTBhxtLLHjhUEor64VghHGKBQKk459fkQbhHs7IquoAvf2lM+eCPNyxMIpdUGTga09hZv7xwaqP5V3sbfCgomRJgUvtjw3UPTps5OtFdwdrJGrU/rR8/2deq8x4rP92PnfwUKJjWj8pru98KlwcXk14jLlGxcG6BmZGehetz+3RN1TQDt74qeHemD2cv3jOlUq9XjUAa09cU1r3GqYp6Mks0VbnzAPAOLgRf8IT3g7SQMsCoVC7wSPW6Gb1VOqJ6OlvuR6XviZ0FhU+wbb0kIJZ63v35TuAVgRnYi80koMa+uNXZczZa9hb12/f94fHRiGe3sGwtHGUnKDr1vupY+9tQXa3gxCvjchEpO6toK3k43R3iH6nvd0tMGwdj7CY42c4krkaWU7eDra4P1JkXj97/PCvlfXnsPhecMAAA/8dAwHrmVjYGtP/PxQT1EQtaqmFglZ4t8VzQhnuca0WUUVKNF5f8iVTRERERFR4zKLshH6d9FkSWhztrWUvUGytFCaHLioD6VSgQldAvDowDChUagxCyZGol+4B8Z18sUcrZIChUIhpMkHudsjTKbR4A8P9JCkzQMQlaaYasRn+7AyOhE/HIjHisOJwn7tsbFFFdWIyyqWORt48y75bBR3B62bw5JKST+NDn7GSzN2Xc7AjYJynNJqpKgvWCJc11/6fdGeinE7NEaWhRy5aSMBrtKgTH20crPHgVeG4uxbo7DsgR746aEemDdW3J8jMsDZ5ICDNidbK73fC319S7T5OtsK5ysUCnQPdrvlpqca2mVk2cUVolINV3srTO4q7rORXlCOfVezEJdVIgQdD1zLRsTrW4QpJbkllRjw0W5M+EbcE0YTFIzNlP4OXcsslkw0YdNnIiIioqbH4AXddmMifSX79I1NNCfBHg747bE++HZWd8mn2h9Pi8KaJ/ti6/MDsfzhXhjatm56hLWFUu/N+H8NjKo05M31F7Bg0yWkaX0yHOIpvkn8dPsV0fbYSF9seHoAugfLT+7Q/hnklVQip7guLd/J1lJv6Ye2nw8los+Hu7BcK6jibOSm19nWSuhtoNFFq//G7dJRK4jSqYE9NHTJZl641H+kqy4HG0s421pBqVRgWDsfPNA3WJicolQAL4++9Wajur67v7vRY5ooBgQAokyctIIyobQDUDcJtbO2kEwJOp2ULzve9JNt6t+NJXtjkVFYIXlekw11JEF+hPH8dedF2ws2XcILq8+gvKpxMnYaQ25JZb2nFxERERGZsxZRNqJSqXDq1Cns3bsXp06dQnZ2NnJzc1FYWAgXFxe4u7vD09MTPXr0wJAhQ9ClS5fmXjIZ4WxriUKtcZ529UxxNzeappcAEORhiZ8f7oXDcdlYefg6xnX2E03O0NYjxB1/PN4Hj608IRlvWl/aPUMAIFGroeHELv74/D7D44e1p6dU16pwIjFP9JxSqcC9PQKxWmaUpCH6mnVqC3C1EzVglMtSaWpf3NcV93x9EDW1KkkmQ0PJ9bwwJQhUX/bWlvjtsd7YeyULw9p5N8n3r3+EdBTt1QVj0Wb+FmG7IdkepmqllcFTXlUryixytbcS1ujvYisE9VLyynA4LltyLc2I4b9Pp0meA4CzyQW4cqNImLqj63RSvmTf36dThakk3k42ePuejhjXSb6fTlPbev4Gnlx1Eo42ltj87MBGy34hIiIiak5mfcdYVlaGr7/+Gp988gmys8V/gGqn6WrSlH///XcAgI+PD15++WU8+eSTsLW9tRRtahqLpnbGE7+eErYNtERosfqFe4pGQ+rTJ8wD9/UMlEwa0fhyRlc8+/tpo9cJcrfX209EX/BEm4udFZQKoPbmr9a7Gy8Kz2kaZH4wuRNS88twMFZ6Q6hPsQlBGd1P7DU3o7dThLcjTr0xEuVVNXC1b5xMILmvw1DT2lvR0d9F70jZxjKivTd2XlL32Jg/vj2sLZUY39kPm2LSAQAvjmy6kdMudlZwtLEUxgBfSK0LLLhp/byeHBKON9ZfAACsOZUie63s4krEpOQju1iadQEAZVU1GP35/gavNbOoAp/vvCoJXkTH5eC9jRfRJcgV70+MbLJypSd+PQlA3bj3x4MJePuejk3yOkRERES3k9kGL/bt24d7770XWVlZsoEKuT/6NMfduHEDL730Ej755BP8+eef6N+//+1ZNJlsTKT4j3pDDR3/DQz13Rgb6YtL745B+ze36j1GqVD3jnhhZBt8tPWy5HlXO+M340qlutlpoUywQTM9xEKpwC+P9IJKpf5U+3hiLjKKyrFo6xXJORpZem4Qtem2DLCR6RVxO9haWZg0YtRU2pNhAOCFEQ0rEzIXr41rj4rqWvg62wrjfueNaQcbSyXCPB0wRKtcqrEpFAoEuNrhys0yEO0gnXaQKNhD2nNGzj1fHzJ+0C24miHtlzFj2REAwMX0Qozp6ItBbbyQVVQBFVRIyy9HQVkVBrX2bHBQY/GOq/jpoDgIeqgegUYiIiIic2aWwYvff/8ds2fPRkWF+qZHoVAIgQlTGqNpjk9PT8eIESOwcuVKTJs2rUnXTLfGvZE+6W6p5PpC2Fop8dzwNrCyUMLY/fT/jWkHPxc7jOroIx+8MDGTwZQRpJqJH0Ee9gjysMc/Z+VT7zVmDwg16bXvRNq9O7ydbPDkkPDmW0wjCPNyxC+PiPtKBLrb47PpXW7L67dyqwteaNPOlJFrAHurBrXxQoCrLX4/Vr+SqeTcUqFkQ/e/XYfjcmBpocBDPx0XBWLeuKsDhrT1wqm4HAwKN71xbUJ2Cb7YdU2yX9mUjUiIiIiIbiOzC17s378fDzzwAGpqaoQghEqlwsCBAzF69Gj069cPISEhcHNzg6OjI4qKipCfn4/4+HhER0dj69atOHRI/YmaQqFARUUF7r//fgQEBKBfv37N/NWRPr1C5ZtI/lvo9oX44r4uGN/Jz6QSA/X0E/VNcbiXI96bGIk3dBoKmtpI0FIp/3pv391B7zly01XU11Jg7pBwDG5t/NP4O/X+qluQK14e3RYxKfl4bngbWFv+uzOMbpW+yTVuWsE57ZGq9WVloUBVjTRAPqi1J6b3DJQNXoR5OQiZSboGLtqDNU/2Q/dgNxyOEzf/9HS0xoazaZIyrx8PxOOz7VdQUlmDSZ298dkMd2QXV0rG+eq6lC7fnyMhuwTVNbWif0t2XMzAkr2xCPV0xLPDI0zOViEiIiJqTmb1l3RVVRUeffRRUeBiwIABOHHiBPbt24fXXnsNQ4YMQUhICFxcXGBhYQFXV1eEhIRg2LBheP3113HgwAEcO3YM/fv3h0qlgkKhQFVVFR555BFUV7Pzujl5f1IkLJUKtPVxwoP9Qpp7Oc1K94bL2c5KErh4SyaA8OiAUHwyLUq0b1avIMlxpgaHrCzkowj39pReU0Nu3OtD/UIQ+8E4/HdUW5OyOSZ0CRAeB7rf+jQOc6FQKPDU0Ah8/58eTZIR8G+jLzChO63oi/u6SI4xNEHG19kW598ZjW9mdpN9PsDVDs62Vtjy3EDJc5ueGYjz74zWOyHnsx3qkqpdN3uFaFhbKpFVJC2pSisoR0mlOtj4d0wmui/YiZ7v70T/hbtxODYbb6w7jx0XM0Tn1NaqMHfVKcm1AHV5zeUbddkqKXmleGzlCZxKyseaUyl6zyMiIiIyN2YVvFixYgViY2OFet85c+Zgz5496NZN/g9KfXr06IG9e/fiscceE1J1r169ipUrVzb6mqnhZvUOxsk3RmLr8wMbtc9ASxSqk71gI/MJ/cP9Q/HP0+L+LU8MCZeMbVUqFXh6aISwPWdQmMmjR+V6j/QIdjM4RcLSQonnhrcW7atvJs2Ubq0wvUcrdA92w7czjY/kpH8nfeVPLjqZSxO6BGDLcwOFTJdWbnb4+eGeeq+raQY6soMPvru/m2R0rybrob2fMx7SCrTe2yMQdtYWcLSxxN9z+2Hfy0Mk1z6XUoCc4gok5ZaK9heWVQkjWQ3RHJOaX4aZPxzFL0eu47GVJxAybxMKbo6LvXRDPutC48C1ur4XF3QmqFxIK0RSTqnuKURERERmx6zKRpYsWSI8HjRoEL799tsGNy6zsLDAkiVLcPnyZRw4cAAA8O2332L27NmNslZqHLo3Hf9W/q7ibINWrvKjDTsFuKBvmAei43MwtK2X3k+iXxrdFjN6B8HHyaZe0y0sZTIvvJ2Np+E/P6I11p5OQXJuGZQKoHOr+k29sFAqsGhqlPED6V9N7t+LEe29Zf870d7PGTFvjUJiTgna+jhJmsJqs7dRB+cUCgXGRPqhb5gnot7dLjyv3VPj7Xs6YmLXACTllmJUBx9hv0KhkC2/KCyvRvcFOyX7P9l+VVTu0hA/HUrACyPbCEEMfTKLyoXHBWXSY7deSMfjg8JRW6syKVOKiIiIqDmYTeZFQkICTp9Wj4NUKBRYtmzZLY+RUyqVwnVUKhVOnz6N69evN8ZyiRqVhVKBj6Z0QoCrHeYOCUeQh3zwQqFQ4NdHe2PTswPww4P6P0kG1Knu9R3L2aWVq2Sfh4Px4IVCocDXM7rhrs5+WDilM1q5ya+f6FbIjbA1FPSytbJAO19nKBQKKJUKjO7oI3ucvU5mkYu9FQa3Ufdq6RbkinAvcVCiS6Ar7onyv+WMsTwjQQdjNA06NWUm+vx8KBGrjydBpVIhTybbY8Xh6/jpYAKi3tmOl/86K3sNlUqF2lrjDbOJiIiImorZBC/27NkDQH0TNHr0aERERBg5wzRt2rTBmDFjhO3du3c3ynWJGtu9PYNwaN4wvDKmncHjLJQKdPR3gUUTfEL66rj2kk+32/uZ1qshKtAVX8/shuk9Aht9XUQAJJkKfcLcJf0uDPlmZjf89URfSZmTnZU0CfHHB3tg3VP98cfjfesVSG9o8+F7ovwbdJ5KpUJppbif0309AyXX+78153Alo0g2YJKaX4Z3N15EUUU1/jqZgt4f7ESNVqCioroGc1edQvs3t+KHA/ENWicRERHRrTKb4MWJEyeEx5MnT27Ua0+aNEl4fPz48Ua9NtGdxMvJBkdfG45fHumFyV0D8FC/EEzqGmD8RKLboKO/i6ip7OSurep1vqWFEj1D3CVNZkM9pZlClhZKdAl0rfeEmI+mdMbD/UNEfWeMsbOywJczuuKDSZ3Qwc8ZcwaHobWXPdr5OGDLcwMRGaA/gLjqaBJKtTIv+kd4YOGUzhje3ltybHxWiWzmha6Mwgq8sV49sehwbDbazt+KLedvoKK6Fgs2XcJ9S6NxIa0Ab/9zARO+PoiRn+3Dq2tjTBplTkRERNRQZtPz4sqVK8LjXr16Neq1e/fuLfs6RCRla2WBga29MNCEEadEt5OFUoFzb4/Gxph0hHjYo3uwW4OuE6pTBjKgEd/roZ4OeOvujgCAr/fEmnRO2c1RxjN7B2Fmb/Vknyf6+AIA3NycsfGZgSgorUJWcTnOJhfgRa3Sjl2XMtA/wlPY1jTwlSuxySutRF6p8eAFAPx2NAnPDmuN/1sbI3nuSHwuxn95ULTvWmYxCsuqMby9N8ZG+hls8ktERETUEGaTeZGSkgJAXTbSsWPHRr12hw4dhLRfzesQEVHLY2tlgandW6FHiHuD+yK19XHC6I4+UCrUE0MGtfY0flIjWDKrG14e3VayP8qEaUAu9laI8HbC5G7iTKickkqUaWVeaPp3dJAp98ovrRIFL3qGGA7+fLjlEpJzy4yuTWPTuXT898+zWLTtssnnAOqJKnKNRBuioroGz/5+GtO/j8bhuGzjJxAREVGLYTbBi+xs9R8Zjo6OUCobd1kWFhZwcnKCSqUSXoeIiP6dFAoFvv9PD5x/ZzQ+mtr5lptD66Pbj2NMpC+eGhqBY68PF+2fP769yddUKBT49ZG6bMLsogoUVdT1vNBkXmjGu2rLK6nE8cQ8YdtYdtX6M2kmr0vbz4cSTT72VFIe+n64C93f24FTSXnGTzBiU0w6/jmbhmMJuXj45+OorK695WsSERGReTCb4EVpaSkUCgVcXV2b5PouLi7C6xAREWlu9JvKuxM6QhMXeWlUGyFI4u1kqw6cTOmEjc8MQM+Q+jX51B5fnFZQjqX765poajc1/XhqZ9F5PxxMEG33DnUXHd+7gc1G5eSbWJ7yybYrqKiuRXWtCo+vPGH8BCNiM4uFxxXVtdh64cYtX5OIiIjMg9kELyor1X/oWFub3jm+PjTX1bwOERFRU7qrsz/2vzwUa57si6d0Gng62lji3p5BiAxwqfd1fZxt9T43uqOv8Hhq91boYaAvSKiXA9Y82Q+D23ihna8T5o1tJylLaagt56VBg+TcUny45RJ2XMwQ9h2OyxEeZxdXoriiWnJefWQWVYi2n/399C1dj4iIiMyH2TTsVKlUTZa6S0RE1BwC3e0R6C6dZnIrXOysEObpgPjsEtF+WyslOreqC4YoFApM6d4KJ65LyzEGtvaEt5MtvJ2AFbPrmmQ72lhi7alUyfHfzOyGp347ZfIaE3NKJPveXH8ee65k4XvEo1eoO2b3D0WYlwPis+qOPZ6Qi6HtpJNSNLKKKnAtowhdg9xkm4IeT8yV7Csqr4KTrZVkPxEREbUsZpN5QURERKa5p4u/ZN8ro9tJPgRwsJH/jOLFUdLGoQDQys0elkrxNf54vA/GdfLFXZ39JMfrjp3VWH4oEYXl4iace65kCY+PJeTiiV9PigIXAJBdLM6c0FZYXoVRi/dh5g9HcddXByT9LFLySnE9R1oaOvYL6bFERETU8jB4QURE1MI8N7w1/juyjbA9rpMvZg8IlRznpCd44eciX3piZ20hyt4A1GUqCoUCX8/shgUTIwGop5rseWkItj4/SPY6FdW1+O/qM/h0+xU8/8dpJOea1m8qt0R/aefxhFzklaoDInFZJTiXWiB6PqOwXPa8lLwyHIpls24iIqKWzmzKRjQyMzMxe/bsJrkuERHRnUChUODZ4a3RO9QdsVnFmNhFvleFo630P/OWSgU8HaXTSDTmjW2P6d9HAwDsrCxEgY77+wRjcBsvuNpbCaUYvz3WGy/9eRZpBeLgwc5Lmdh5Sf3f3pMmThIxFLxIyxePbS3R6Y+RVWQ4a4PMW1VNLaws+JkaERHpZ3bBi6KiIqxYsaK5l0FERGT2eod5oHeYh97nHWUyL3ycbWGh1N9jqleoOxZN6Yw/jidhVu9g2FqJe0vo9vDoF+6Jw68Ox4azaXhGT4PM5Nwy2f26sosNBC90giNlVTWibd1mnaZel5rfb0eT8Ob68+gT5oEVs3sZfH8SEdG/l9kFL4iIiKhxyGVY+OopGdE2vWcgpvcMrNdrtXKzq9fxcnJL1AGI2loVNp9PR60KGBfpi7Mp+dir1TMDAMq1ghdVNbV4c/0Fvdc1tWylMVTV1OKvEymoVakwo1cQb8SN2BiThtf+PgcAOBibjZ2XMkRTc4iIiDTMKnihUqmaewlERER3DC8nGzhYW6Cksu5Gv0uga5O8VpdAV8wZFIbv98c3+Bp7rmShplaFf86m4oXVZwEAz+o5tkzrazp4zXBPi6sZRUjLL4O/q/4AS0FpFdIKytDO1+mWpp/9fSpVuBmvqqnFw/2lvUiaSlllDWpUKtmMG3P1yv9iRNuxmcUY3bGZFkNERGbNbP7rlpCQ0NxLICIiuuOM6uiLv0/XjT+d2r1Vk7yOQqHAq+Paw9XeGh9tvdzg62y/cAObYtKNHqddNnJap6eGr7Mtbmg18Dwcl4N+C3fj3h6B+GhqZ8m1ErJLMO27w8gursTcIeF4ZUy7Bq//i13XhMfvbLh424IXsZlFGPHZfgCAt5MNDs8bBksz7yFRXVOL0kpx+Y+NpXmvmYiImo/ZBC+Cg4ObewlERER3nE+mRcHPxRYxKQWYOzQc7f2cm/T1Brb2xEdbDR9zeN4wDPlkLyqra9E3zAPR8TnCc2tPp+JwXI6Bs9W0gxenkvJFz/3zdH+sOZUqCaKsPpGMdyZ0lPTxeG/jRaEvxj9n0yTBi+oa9ahV3WDAb0eT8Nrf5zCkrRe+ntkNDtYWSNVpLHryei66B7sb/Xpu1cItV4THmUUV2H4xA+M6ScfbmhPN9BjxPvYnISIieQxvExER3cEslAq8MqYdfn20N/qFezb560UGuOCJweEGj/F3tcP25wfhp4d64MeHeoie23ExQ/JpvJwCrRtf7eDHt7O6wdvZFk8MDoO7g7XkvByZiSYxKXVjV1PyykRlrJfSCxHx+hZEvL4Fv0QnAlCXuUbH5QjlIXuvZOHngwn48aA0i/SX6OtGv5bGsPNShmj7zxPJt+V1b0VOibTJanq+/MhbIiIiBi+IiIioUc0bq7/soleoOgshxNMBw9r5wN7aEotkSjmM0fTW2HkxAzW1dcGGqJs9PRQKBdr6OEnOyymW3jDX6vTc+mLXNahUKpRX1WDsFweE/W+sv4Dv9sVh7BcHMGPZEdE5n+64igWbLkmufchIFsnxxFws2RuHzMKG37RvPS8ts8ko1D99xVzEZhZL9p1Ozr/9CyEiohaBwQsiIiJqdK+NUwcwrC2V+PmhnnCysYSLnRXeuUfajbGhTUQrqmvw6MoTon0+TnUTVtr6SoMX2TrBC5VKhZKKatG+z3dew9pTqZJsBgBYuOUyLt8oMnmNWUUVKCqXlkcAQEZhOaZ9F42Ptl5Grw92YeGWyygokz+2vKoGX+26hlfXxiAxu0T03HsbpUGTS+mFoqam5mj35UzJvsScElEwioiISOOOC16UlZXhxo0bqKxkzSQREVFzeWxgGNY/1R8H/28ohrbzxvH5I3D0teGyPTeCPeyNXu/JIeHY9OwA0b5lMpNNtPtS3N9H2k/reKK4uWdeaRUqqmslx/1zNg03ChqnhGH+uvNQqVRYvOMqxn5xAFvP30B2cQV6f7BLdNx3++KwdH+c7DWW7o/Hpzuu4vdjyZi/7rywv6ZWhfSCMtlz3lx/Xna/uZDLvFCp2PeCiIjk3RHBi4SEBMydOxfBwcFwdHREQEAA7OzsEBQUhKeeegqxsbHNvUQiIqJ/FYVCgahAV3g72QIAbK0sJI0yNWwsLTChi79kv6+zLVq52eHeHoGYOyQc4V6Oouc/2X5VtK3J9tCI8HbEuqf6i/ad0WnumZYvf+OfkF2CovJq2efqa/2ZNHy7Nw5f7LqGS+mFeOLXk3jwp2Oyx36zRz54sfZUivD4YGy20JfjakYR9CUq/HUyxWzH0BeWV+nNYNHNjmlsOcUVOHk9F7XM8CAialHMJniRmpqKRYsWCf9LTU01fhKAlStXomPHjvj++++RnJwMlUol/C8lJQXfffcdOnXqhCVLljTxV0BEREQNJRe8uKeLPw7+3zB8NLUznGyt9AY/NB4ZECbZ1yXQFUv/013Y1r4xrq6pxcv/i5G9VlJuqWxmgLaXR7c1+Ly2j7ddEW1fSCs0+VwAkq+9w5vbUFVTi/dl+mxo0y7NSMopRVxWsVkENPZeyULlzYwXRxtLeGg1V80uqsu8qKlVNWoZSV5JJYZ8shdTlkTf0khfACitrMY/Z9OQlFPaSKsjIiJDzCZ48eeff2LevHl49dVX8fnnn8PHx8foOX///TcefvhhlJeXQ6VSQaFQQKFQAIDocUVFBZ5++mmsWLGiSb8GIiIiapjOrVwl+7y1+leYwkKpkN3vqXUd7eDFzksZuJReF0QY1cEHDtZ1QYJN5+oaYQ5v5y25bt9wD71rsbZs+J9Y51MLJPucba1E22VVNej1/k4cjM0W7f9eK1ADqCep1NSqsOrodQz6eA+Gf7oPPx9KbPDaGsuVG3Xf98FtvRDi6SBs3//jUQDAxbRChL+2GVHvbMfZRmrk+duxJCGj5vv98aiqkZYMmeq5P87g2d9PY/KSQ6LpN0RE1DTMJnixbds24fFjjz0GS0tLg8cXFBTgscceEwUtVCoVXFxc0Lt3b3Tu3BmWlpbC8yqVCs8//zwyM6XNoYiIiKh5eTpKAxVOttK/BQa18ar3tb20rp1XWiXcsP5+TDxOdGQHH4TplKZoTOgaINq2t7ZAO5mGoID6a9n+/CB8O6tbvdcKqG/adVXXSm+y80qr4GpfF9ToFeqO0R19MaNXoLDvi13XMGjRHryh1Sdj4dbLt3TTfqtUKhW2XahrhtrOxwlROsGrrKIKjPtSPemluKIar6491yivrdsf5P/WyGfemGLHRfXXkF1ciZU3x+gSEVHTMZvgxdGjR4XH06ZNM3r8F198gdzcXCEwYW1tjSVLliArKwvR0dE4ffo0MjIyMGfOHCGAUVhYiK+++qopvwwiIiJqJHJlIu/e0xHDZLIgQgw0/fTSyeC4UVCO00l52Hc1S7R/crdW8HS0hq4Ofs5o7S0Oarg7WMPe2hIbnxkgvPaACE+cfmMkDs8bhhBPB4zr5Ic2PvLBEEOKK6S9Nsqq5IMN+Vqf+L83IRIAJL1BUvPLRH0xKqtrkZ7fOM1IG2JDTLqoJGdEBx881C9EdMwLq8+Iti+mFzZKuYvuJdaeSsWGs2koLK/C63+fw0dbL6O8yviUFt1Slk93XMWqo9dNOpeIiBrGLIIXcXFxKCgogEKhQEhICCIjI42es3z5ciFwoVAo8NVXX2HOnDmwsKj7Q8fV1RVLlizBww8/LPTB+O2335rySyEiIqIGemFEG9G23AjVEE8H/PRQT0nWw/uTOum9rq2VBXydbYXt44m5+H6feFLJjw/2gIVSAXcHaQaIj7MN3OzFQQ1HG3VWSGSAC/a+PBSJC8fj10d7w83BWlQy8uzw1nrXpc+7Gy/ii53XUK2VHVFh5KbYwdoCYV7q0gtfF1uDxwJATknTNsXU54ud1/Ds76eF7cgAZ7T3c0aQh73wPQUgKYcBgMJGaKCalCvtT/HM76fxxrrzWHU0CUv2xmFTTLrMmWIlldK1vP73eXy3T77hKhER3TqzCF5oTwPp3bu30eNjYmKQmJgobLdr1w6PPvqo3uM//vhj2Nqq/0OemJiIlJQUvccSERFR85gzOAyDb5aFvD6uPYI9HPQeqxus0C6fkKM9jvW/f55FfLa4GWf3YDcAgLuD9DrpBeXwcbZBW5+6gIlumYM+d3X2l2R+fDy1M3oEu2HxvVFIXDgeh+cNw8DWnqJjFu+8io1aN9FlRoIXfcM9YXVzTKyPs/HgRW7J7R1HWl5Vgy93XcPineIJMcHudT9jf1fD687Ts+aaWhXKKmvw14lkDP90L57/4zROJObKZkFczZCfcLL+TJrwWFMOYoi+STSf77xm9FxzVFBWhcU7rmJldKJZNHQlIpJjuLHEbZKUlCQ87ty5s9HjDxxQ10Bqsi4eeOABg8e7u7tjxIgR2LhxIwB18KNVq1a3sGIiIiJqbLZWFlgxu5dJxwa62dXr2k46DS+vZtQFL6wtlXC9mVmhr/eGQqHAVzO74q31F9DKzQ6vjWtv8msvmtoZD/98HADQKcAF03oEYlqPur4U/q52aOfrhAPXxNkG89bGYOLNXhvGyhFeGl2XteJrQvAiR08goLZWhaTcUng728DeWv7PxMrqWpy4nouO/i5wsTMcNNL46VACPttxVbJfO9siyN1e9HPRlVtaiRCIA1rlVTWY8PUhXNEKSsRllWDdmTT0CnHHH4/3gfJmI9erGUXIKDSecWJKs9XiRhqjay6+3ROL7/ers5H8XOwwsoPxxvlERLebWQQvCgvrGlN5eOjv3K0RHR0t2h41apTRc3r06CEEL5h5QURE1LJ5OtrAxc4KBWVVcLK1RJin4d4Shj5N/mRalPA4SqZU5bnh6sBAGx8n/P54n3qvdWhbb/zfmHaIjs/Bc3rKSOQCBeVVtUjOLUWguz3K9fS80Gjn6yw81s30kCPX8yIxuwRDPtkLAFAogPNvj4aDVnDhwLUsnEnKx6c3gxDtfJ3wz9MDEJ9djILSKvQKdRcmvenSN+GkvLouKDOukx92XtLfWD23WBpw2XslSxS40HYsMReH4rIxsLU6m+dEYp7ea2tLyi0VPiDTJyYlX+9z5VU1Rsf6mhtN4AIAHlt5AlcXjL2liTlERE3BLP5VKi+v+w+otbW0UZauEydOCP9BsbW1RZcuXYye4+fnJzwuKpL/jxwRERG1DEqlAj8/3BP39QzEt7O6wc7a8M3iIwNC9T7Xwa/uxr9rkKvk+f4Rxj9YMebJIeFYObuXUJ6iy17P+n86lIDaWpXoJl83wOLuIP7bydbKQu/raOiWzQDAr0euC49VKuCQVt+JVUev4z8/HhMCFwBw+UYR2szfgjGfH8C9S4/gzxPi6S3asorkMx60MxiGtJU2YtX+WtN0JoUA6makhhzXClik5NX1uwhwtYOVhXxw4kxyPhZuuaz3mtU1tXj5f/qnlGiP422p1p9Jbe4lEBFJmEXwwtGx7tOSvDzDUfHCwkJcu1ZXTxgZGWkwMq6hHRSpqGj5/1EhIiL6t+sW5IaFUzoLn6wb0jfcQ+9o03CvulIEG0sLhHnWbfeP8DDp74xb1VbP2v53IgX5ZVWiKRlL/9NddExZpbSk5KeHemL++PZ46+4O+PWR3rj83hh8Nr0uw+RyuvSDnPjsEtH20v3xyC9VZzss2x8vOV7X/62RH2d6Kkn/33bhWlNc3B2s0S+8LlB0X89AtNf6vry5/oLka80oNDw1RXvsrHbmxZTurXDx3TF6z/t+fzxqa+Wzdb7YJe5rMbN3kKh8JlsmQ8ScFZRVSfbpljAREZkDswheuLu7C48vXrxo8NgjR44IqZ8KhQI9evQw6TW0gyIODvobgBEREdGdR6FQ4KeHeup9Ttv3/+kOX2dbWCgVuLdn0O1YHga38UI3mayPkspq0YQMKwsFvHXKQuSaebrYWeHRgWF4uH8oBrT2hK2VBTq3chGev5pZJLppPZGYi92XxSUbJ67nYcznB1Bbq0KmnswJOZXVtdgfmyv0l3j7nwui5z+crG626u5gjScGh4ue++2xPljzZD98cV8XvH1PRwS6i0fgLtUJotwoMBy8uJSuDl5kF1fg+PVcYX8HP2dYWSjxqVbJkC7dYA6g7gny1e5Y0b4p3QJEI3YfXXEc13Ok55qrpBzpBBYiInNkFsGLTp3qOoZv2bLF4LGbNm0CUFe7OmjQIJNeIz29rmO3drCEiIiI/h38Xe2wcLL+kaoarX2csPflITg5fwTuifK/DStTB1BWPtIbEd7i3h21KuDdDXU3/+4O1lAoFKIsEn0ZJbrCvRyF8hSVCrhv6RHkl1YiLqsYU7+Llj3nRmE5zqbko1Qmu0OfV9eew3NrLuO+5WexMjoRMSkFoudn9ApC9KvDcOj/hklKXgD15JcJXQJga2WBUTqNIxfvvIoqrRGyN2QyLzY+M0B4nJpfhvzSSpy6nidkrzjbWmJEe3WJyuRuAZjVWz5AlaZVkpJRWI4xn+9H2GubJcd19HeBt1Ndk9Ts4kp8uFl/2Ul9NfX0j0SZQEtRuTQbg4iouZlF8CIyMhJOTk5QqVRIS0vDjz/+KHtccXExVq1aJXxCYmlpiREjRpj0GidPnhQeh4eHGziSiIiI7lT39QoSjU2dP15+aoitlYUwgeR2cbSxxLbnB+Hye2MwpG1dKcyppHzhsbuDOuvi4f4hUCgAOysLzB/fwaTrKxQKeGhlCFxKL8TiHVcx/NN9Bs+b9O3henwVwJpT6sbo+WXVeHO9OOvC7eZIWz8XO6N9SgB1IEmXdm8O3bKR1t6O6OjvLBqdezG9EOu0ejj0C/eE5c2xsgqFAu9P6oSzb0qbv5dUVKOmVoVFWy+j9we7cPmGtNTm0LxhkqwWANh64QZq9JSd1MeWc+novmAnZi8/3ijXk5Mj06Njz5UsjkwlIrNjFsELS0tLzJgxA4A6uvzss89i3bp1omPKy8sxe/Zs5OaqU/4UCgVGjhxp0nSS6upqHD9+XNhu165d4y2eiIiIWpRd/x2MBRMj8cZdHXB/n+DmXo6IhVIBWysL9AyRzxL1dVYHL+7tGYToecNx8o0RGNDa0+Tru+sEZFZEX9dzpDx/F1tceGe03uc/3HzJ4PlLHzCt3FfbR1PE2TLvbLiIgrIqqFQqSdnIi6PaQqFQoKN/XRPWy+lFuKY1gnVMpK/kNVzsrdBaJ+slLqsY9y2Nxrd74/SuLcBVPbK3T7j079Hw1zbLjoc1RXJuKfZcycSTq04ht6QSuy9nYtO5dOMnNkChnrGvF7T6hTS1grIq/Hk8GVdkAkRERBpmEbwAgBdffBG2trZQKBQoKyvDlClT0LFjR8ycOROTJ09GUFAQ1qxZA4VCIUSCX3rpJZOuvXnzZhQVFUGhUCAiIoJlI0RERP9ilhZK3N8nGI8MCDXbkZb6poXka/Wp8HWxlR2xaogpvSuGt/PGg33lgzrezrai8am6vjfS2LNTgIvB5+VM6BIg2Xf3VweRkleGiuq6EpLTb4wUAhP+LnbC/tySStHXrZ15o+3LGV1F259svyqaVmKIvmDTl7uu4ZxO2YwxmUXlGLV4Px7++bho/5H4nHpdx1S5JfINRpNzb18vjBf/PItX1sRg4jeH9E6mISIym+BF69at8cEHHwhztVUqFS5duoTVq1dj/fr1yM7OFjXqnDZtGoYMGWLStVeuXCk8NrVHBhEREVFziWrlKrt/SrdWt3Rd7XIUXQNbe+Ll0W3xweROeHRgmOwxPjczP3a9OLjer61UoEHBIlsrC4R5iZutJ+WWYrFWVoO1pVJUKqI9/SOrqELUnNTbua4/hbb2fs6Y1FUaKNHnlTFthceONpZ4aVQb2eN+PXIdJRXy2Q3aCkqr8P2+ONz3/RHZJqzKJhh6k15QhuWHE2WfSzPSDFVXUk4pTiXlmVRucjGtECHzNmHM5/vx2Y6r2HkpA4C6+eyCTRdRWmn8+0VE/z71C9c3seeffx5lZWV48803UVNTI+r+rQloqFQqDBkyBD/88INJ14yNjcX69euFa40fP75J1k5ERETUWOysLeDuYC35VHxiPW6u5czqHYzfjyVL9isVwA8P9oCNZV1woWuQK05r9dsAIDSmDPdyxG+P9saJ63kml0YsnNK5wevuF+6B+CxxY8m1p+v6WPg624r+bnTWCl4cT8wVnac9GUSXo4GsEo1gD3u8OyESAyPE5TpPDY3AJ9ul34vVJ5IRn12M1Y/3hdJABOKDzZew+oT0Z6PRFBkJHxhoLBqTkm/yda7cKMLoz/cL2xfeGa03Q+dUUh4m3+yjcvlGkaSXyPozacgoLMfvj/W5LWOKiajlMJvMC41XX30VJ0+exMyZM+Hq6ioELBQKBbp3744lS5Zg+/btcHR0NH4xAO+99x5qamqgUqlgZ2eHMWP0z/QmIiIiMhfao13b+Toh4cNxJt1cGxIZ4IINTw+Q7Pd2shUFLgCgS6Cr5Djt6SD9Ijzx7PDWJr3uowNCbylr5Nlhhl/Hz0WcTaGdeaE98jTU00HydWrzdLTR+9zPD/dEwofjsO/loRjcxksSiFAoFPjxwR6ywZHjiXmiIEpybinOJOeLshQMBS7U55QZfL6yuhbxWcWymQ/f7YvD3V8dxNbz4r4ZG86mibb7htX17th5MQPVWpNdDPm/NTGi7cUyAa30gjKMWrxPCFwYciQ+l+UjRCRhdsELAOjcuTN+/fVX5OTkID8/H2lpaSgtLcXx48cxZ84cWFqa/h/un3/+GVVVVaiqqkJhYSFsbeVTBYmIiIjMSZdAV5x9axSOvz4CW58f1GifQjvYSG/e/Vylfx/pBgQAiEozNB4fJF9iAqhHkcZ/MA7z7+oAi1uoe/B2tsW4TtJGmxr9dbIgnO3k/1bU10tEY3I3/ZktzrZWRn8Gw9v74MT8kXhxpLSE5EqGOsMgNrMIgz/eg4nfHMKqo0kGr6ctOU9/D4qqmlp0eXc7hn26D6GvbkZsZl02w8nreVi45TLOpRbgyVWnhP1ypRnPjWgNKwv111hSWYOL6aY17TyTnC/a/uFgguSYDzdfxlWtxqnGyE13IaJ/N7MMXmhzdnaGr68vrK0bNq5MqVTCwsICFhYWUCrN/sslIiIiErjYWcHLSX82QEPIpfP7yvSB8NVqeqkh187g5dFtsWRWN2x8RprR8dn0LgZLJerjhRHyPSUAoIdOUMJfZu2A8eBFoLs9jr02XPY5Fz0BETl+rtLXLyhV9934eNsVaKaezl93HscTc/HAT8eMXrOovBoV1dJeGACw9fwNlFbWPTfis/2IzSxGTnEFpiypy3RQqdSBDgD4cles6Bq2Vkp0C3JDuFdddnNqnuFsj/SCMr0ZErpZG//oZHkY8+wfp7H8UILJ2R8klV9aiUsmBqCIWgLezRMRERH9i9hbSzMvXO2lHxKFyEzlsLaU/uloZaHE2E5+iAxwwcgOPsL+eyL1NwdtiNY+Tvjj8T6yz4V5icuJe4W6y2Z6hHsZLzvW19Az0F1+SokcudIRTdPQjELxzf4b685j/9Us2evM7h8q2i7WM9Y0u1gaQBjx2T4898cZyX5N89AtOiUkK2f3hrWlEh5aa8+RmUSSU1yBdadT8dwfp9H3w93o+f5O2TUl1XNayUCdkb/5pVV4e8NFbDl/o17XaSx5pVW49/toDFq0ByevmzZ1Rpd2Cc/1nBJM/OYQZi47grySSiGY1VSyiirQf+FujP3iAJbu1z/ul6glMfvghUqlQnZ2NvLyGvaPBhERERHVkRuv6iZTDiJ3o393Z3+D1377no7oHuyG7oHOeHaI/LjVWxHq6SDZFxXoKkxB0VAoFHhldFvJsR4GmnVqm9hF/HV+MKmTwV4ZujSNTbVpghfafUMAw+UR03u2gnalSrGeqSWWFvJ/0h+MzZbsK7oZAMktrgtMrH+qP3qFut9cX933MjmvFD8ciMffp1OgUqlQW6vC9O+j8fzqM1h/xnAmRWp+XdaGXMbInJvlRlYWCqx5si++mdVN9jrf7IlFdFwOqmpqcT61AH+fTkFZpXwGSmOatSIGRxNykZRbiu/31e/mv6CsCq1f34zQVzdj7akUAMDL/4vBmeR8HI7LQdf3diDq3e34cMulplg6AOCLXVdRcvP79MHmy8xgoTuCWU0b0SgsLMTnn3+O9evX4+zZs0LU0tLSEj179sS0adPwxBNPwMamcdMoiYiIiO50chkJNbXSehAHG0sMbuOFfTezAjY8PQAuMkEObQGudljzZL8m+9DJx9kW03u0wp8n1DeEX9zXBSM7+Mj2ohjWzhsfbhFP0/BwMC148cqYdnC0tUQrN3vM6Blk9OvW1d7PCf0jPHAoNkfYt+dKJn44EF+v6/g528HRxlIIOBSVV6Oyuharjl5HVU0tHuwXAhtLC7y5/rzJ1ywsr0J1TS2KtAIh2gEV7e/R9/vq1vvC6rP4ZFoU4nSmvuijXXLyybYroue6BLpi3th2GNrOGx4O1mjt4wQA+PWR3rj/x6OiYy/fKMKMZUfQKcAFl9ILUV2rwq/BSfhzTt9b6qOiUV1Ti7WnUpFRWI5xnf0Q7uWI0ymFSNfKkNl+MaNe1+z1/k5U1ah/p/7751lM7tYKxxJyJcd9vy8e88a0a5KpKldviPuLvLH+PD6c3PCJP0TmwOyCF4cOHcKkSZOQk5Mj6ZZcVVWF6OhoREdH44svvsCmTZvQvn37ZlopERER0Z2holr+U9lvZ3XDgWvZ6BrkCh895RS32/uTOuGeqAC08XHUW+IBqMtMwr0cRDfbzramBSH8Xe2wYGKnBq9RoVDg10d644cDCXh/s/rT9eziSizYVL9P2l3sreCkE7z452wa3tlwEYDhUaf6FJVXo1Cn/ES7EauhAM9Lf501eG0nG0shKHIoLgf39QoCACw7IG7gufKRXlAoFOijNd0EAHxd9H8weS61QHh88noe7vrqIP73RF+9I1mNic0sxojP9on2fbM3FhufGYDFuxMlx5dX1cDWynj2TW2tSu/vk5ziimo4mfi+rA/dbJc1p1IZvKAWz6zKRmJiYjBy5EhkZ2cL41E1kUjtxyqVComJiRg8eDDS0urX/IeIiIiIxGbcvMnU5WBjiTGRvmYTuADUPTYGtPY0GLjQWDu3P5xu3tz2CnVvtOahplAoFGjn59Tg8//TR11242hbd3NeXFGNhbdYanAmOR/5pXUlIxZKhWgEr7uJpTVy/tO3rlQoOk79QaRuuYKfi63eIJKfnkarci6lF2JFdGKD1gkAoxbvk+wrr6rFS3/F4Fy6dCrK0v2mZc3I9R/JkdmnYSyTRaVS4VJ6od6SIX2KdAJUldW1shNmAOBqRlG9r0/UHMwqeDF79myUl5cLgQqVSgVPT0/07t0b3bp1g7OzsxDUAICcnBw888wzzbxqIiIiopZlWvdWwuMIb0e09W34TbY5c7Gzwq+P9sbLo9vi83u73PbXr8/NuMZvj/bG+5MiMW9sOwAQfSpfXFEFaz39LQCgf4QHri4YCydbcTaCdnBq96VM0QhUFzvxCFhTS2vk3KPVKyS7uALpBeXI1Wn6+csjvfSe72BjKTtmVp9FW68YP0hGTa0KMpVSAKRjXzV2Xc406drXMqWBj/Np+id+TPzmEBKz9QcwPtl+BWO/OIDIt7aZHGBQqVRILyiX7H/op+OS6SPf7InFqMX7MWjRHlFQi8gcmU3w4sCBAzh16pTwj2f79u2xZ88eZGRkIDo6GsePH0dOTg7Wrl0LPz8/Ibixfv16JCWZPiObiIiI6N/u9fHt8UDfYEzp1gqr9UzwuFNEBbriqaER8JcZX9rU/F1tUZ92Bs8Oi0C/CE/M6h0slENoZ0UUlVejlYGpJy+NagtrS6WkHGNaj7pg1bHEXDz922lhu42PuDGr3OQZU7XxdkKQ1vr2XslCptYoVQdrC0R4Gw6UPTO8Nb6c0bXBazBFYo5pfTu0Jemco1Kp8OWua3jo52PYdamuJ8bPhxJ0T8WDRkbhrj6RDAAorazGyeu5QrZKWWUNvtlT1yw08q1tJq01q7gCZVXSpqbHEnPx3B+nRfs+vtmPJLekEl/tjpWcQ2ROzCZ4sWbNGuFxaGgoDh06hMGDB4uOUSqVmDhxIg4cOAAXFxcAEAIYRERERGQaV3trvDshEp9Oj4KHIxugNxV7a0t0C3Iz6di5Q8Lx31HSCSnaZSOX0otgIzOuVkMzjeWJweHCvhHtfdDGR3/AwEtnMoq3k/j9MLlbgMF1B9wMCo3v5AelUoEBWiNPr2YUIUsreGFKqQ8A9Ag27XsGAEfjcww+f/J6LmYvP46l++OEfnqrjyebfH2NvNIqfLr9CrKLKxCfVYwHfjqGz3Zcxd4rWXh05QkcT8yFSqUSGtzWx5K9cTifWoBBi/ZiypJozF11Cl/uuob2b26VHGvKpJWMAv1lKlczipEnMwIXALY201haalxVd/BkGbMJXpw8eVJ4vGDBAiE4ISc0NBQvvviisH3ixIkmXRsRERERUUOEyYx3fevuDqKMCgCIDJD/29fBuq5J5O/HkhAdJ3+zHuHtKGRNdA92w7sTOmJW7yC8dXcH0TV0PTU0XLQd5uWICV38YWWhwPMjWuOz6V30nvvBpE5Y/3R//PJIL3x+n/o4P60ARU5JpWhcq+5IW338Xe0wq7d8Hxbd7+e9S48gPktaqqHx+t/nsftyJj7YfBn/nFX33SWmVQAAQqhJREFUysssFJdU3N9Hz2t5OYhKcL7aHYuX/zqL2cuP48C1uq9LpQI+2nIZFdW1wpQRQ+xkGn/e9dVBoV/G9osZ+GzHVdlzd5tQvpJeUGbw+c3n0wGom4tqS80vE0a7NoaUvFKOaG0Gm8+lN/cSmozZBC/i49VNcJRKJe6++26jx0+YMEF4nJAgTc8iIiIiImpuutMw5o1th4f7h2JkBx/Rfj8X+ayE3JIq0Xa1TLMGa0slnhkWIdr3QN8QvD+pEwLd7Q2O4gzxkAZXvrivKy68MwbPj9Dff2JGr0DM7B0ET0cbDGztBaubvTi0M3k2nE3Djwfr/k5v5+us93q6hrXzlt0/qI2XZF9MSoHMkcCJxFxcvlEkbGuabmo3s5w/vj3evSdScu6UKB98PaMbOrcSB5X2XMlCYk6p5PirGUUolynV0LVgYiSOvDocXQJdjR4r5+Nt8hNmjsbn4MeDCcgvrcTjv5yUPUbj9b/Po7ZWhcLyKslz/zvZOMGLhVsuY8BHezDuywN3dCaAOSq5g5uvmk3woqBA/Y+Ol5cXHByk/4jqCg+vixJrziUiIiIiMie64zXHRfoBAPpHeIr262uaWlCmv4nib4/1RsKH43D2zVGY0MVweYep69Ow1ipPeXxQmOT5TgGusud5GJhW0sHf9OCFu57Goa72Vpg7RJwt8vzqM9h6/gZySypxKDYb5VU1uJpRhKnfRYuO0x45q+FsZwWlUoE/tHq/DAx3w/wx4ejg74zOrVxNWm9RRTVKTCjpCPV0gIu9FdY91d9oSY7s65RLb0yTc0sx84ejeG/jRTy+Uhy4aOUm3+slNb8MOTLlI4f1ZPbUR0V1Db7bp+7VcTWjGPd+H43eH+zEFzuvoaZWZTCYEZtZjB8PJiAlTxog+jfJKa7AK/87i4VbLtc7+MPgxW1QWloKhUIBR0dH4wcDsLOr+0UsL5d20yUiIiIiam6V1eIbD08n9U35mEhfhHiom1u+eVcH2FtbSs4FgEADDTo9HW2gUChgZ6AsRKNniOl9JHTJlXDoC7Z4GghedKxH8KJzK1d0DXKV7He1s8LTOlkmAPDEryfR7b0dmPXDUUz7LhqPrpCWlWcVVUgyDpxvloX0CfPAwsmdMKNXIF4aHiI830lPOY8ulQrILtLfa0Ij2KPu52moJEefnJJKzPlF/LX9fCgRNTczco4l5oqe+2BSJ9nrDFy0B1OXHJbs15S0xGcV44XVZ7DMxBGx2i7oTFc5lZSPjMIKLN55FeGvbUab+VsQqzOVpbZWhZS8Usz64Qje23gRj644IfQoaak+3X4F93x9sEG9RN7fdAl/nkjBd/vi6l0GUlxhPIjWUplN8OJWtPQ3NhERERHdmcqrxTcSmiCFo40ldvx3ME6/MRKzB4TqPf8FA6UbXvVotvrowDBJr4XhekozdAW6iQMoTraW6K6nqaaHg/yaXO2t0NrIpBFtFkoF/vdEP+x5aYioSWkbHyfYW1vq7VMBAOdSC5CUK/3kvqyqBumF5aLsBe1RtPf1CsKHkzsjSCtbwcfEJqMAkKHVS8PJ1hI7XhiEeWPbCeNt+4S5Cw1ONTr4mR7Q0dh2IUN0819aqf+T9kFtvBD7/lisndtP8lxeqbRspLq2FiqVCh9svoy/T6fi/c2XEDJvk8ljWgEgTmZcrDaVSlyeUl1TixGL92HAR3uQUagOAF2+USQ7dtaY0spqrD+TitjMIuMHN6GT1/Pw1e5YxKQU4IlfT+LLXddMPregrAprT6cK26Y2mL1RUI5zKQXseUFERERERPVnqA+ClYUSbnrKIzQC3e2x+dmBss+52lvJ7pczuqMvTr85EgkfjsOPD/bA00MjsGCStNeDHKVSIfSgUCqADU8P0HusvrKR3x/rIypFMYWFUoFQTwd8PbMbRnbwwevj2qNvuHoMrHbQoT5iM4tRpJV5od2QU46+8hU5GVqZF3ZWFmjt44QnBodj07MD8OsjvbFidi9J/5FXxkgnzGgL83TAE4PD0VZnYswVrV4e+lqa3B3lDwCwtFCiW5Abxnf2M/o1VNWoUFxRjZ1a418B4Jfo60bP1TgSn2v0mKsZ6vWrVCqM+Gwf4rOk42v/++cZk19T4411F/DcH2cw4etDQgNUbSqVCgnZJU3eh+PANfHUme/2xZn8gftinWatzia817dduIE+H+7C3V8fNH2RLZDh31YiIiIiImqw2f1DsfaU+lPU/hEeDbpGmJd8PzhDjTjlaPpbDG/vg+HtfYwcLbZgYiRWHb2OLoFuCJGZoKKhO0UFUH/6374BGQYaIzv4SBqcmnJDJ+fBn46Jto2NCna3Nz14kayV7aFdytPaxwmt9YyrHdLWG1/N6IofDsTjrE7j0e/u74YxN3ukDG7jhRnLjgjPrT+TivGd/ZBXUokdF8WBBg3dLI+H+oVgU4zxT+ULZfpqfLT1Mh4fFAYLpfH3nCnjYjVBvdPJ+bINUAHgfGqh7H5D1tycllJSWYOfDibglTHthOe+3xeHD7eoG556Olpj+wuD6xWcqo+DWtNoAKC0sgYllTWyvx+6dl0W/zy3XriBqppanEstwKaYdHTwc0a/CA/4udT9fJ/+7VTjLNzMmV3woqysDPv372/ScwYNGlTfZRERERER1VtkgAvenxSJi2mFmDMo3PgJMmytLNDKzQ4peXUjMB8bqL/UpCn4u9rh5dHtjB4nF1C5q5PxT/zry1BvDVNZWyjha6QsxFhmhralWv0h5Mah6nN3lD/ujvLHr0euY/6688J+TeACAPqGe6BHsBtOXM8DoB6nGh2Xg4zCcmQXyzd1DdBp1tkzxN2k9RSXV8PJxhJFOqUiNwrL4edsi3c3XsTyw4m4v08Q3rknUhTQqK6plc140KUpe0mWKe/RkMssupReiMTsEgxt56232axGekFdGc+uSxlC4AIAsosrse50Kh7sF4K/TiSjuKIa07oHwqUe2Uz6HI3PEX5O2vJKKo0GL9Lyy5CcKx11+93eOHy7Nw5lWplcm58dKDTBNWVE753A7IIXaWlpGDp0qMnHq1Sqep2jUChQXX3ndmAlIiIiIvMyq3fwLV9j538Ho90bWwEAHg7WeGGk/l4Yza1TgAvOpaqzCKwtlJjWo1Wjv4b2p84N1crNzmgmgVKpQFSgK84m59fr2rUN6Mk3vpMf/jiehKyiCnw7q5vk+ccHheGE1hjUt/+5YHBiSYSXdBDCQ/1CsPxwomS/k62l1jSWKhTL9NEoKq/CmaR84fxfjyRhWDtvDGtXlxVTYmKzyMyiChxPzDWYpeFqJw4kxGYWYcLXh1BZU4sZvYLw4WRxM1LdxpgFZXXlQT8dSoCudzdexAebLwnjh3dczMDqOX1NWr9GQnYJ5vxyAhZKJX54sAcCXO3ww0HpawHqZquGGvACwP0/HJXd/6lOKQkAfL7zKpY+0APV/6JRtGbZ80KlUpn0P4VCIUR3TT2HzT2JiIiIqKWxtbLA2bdG4asZXbHx2QF6p5OYgw8nd4KNpRLWlkqseqx3vctbTOHrIi73mD++PdY82Q+vjq3LDuka5IoH++oPHAV5GL6R1PhsepTsfk0/Czmm3sRrc3OwxoanB+DoayPQPViaJaFbehKfXYzrejIXZvYOQu9Q6TWeH9Fasu/dCR1FzV8ziyogd8tUWFaNFTqBj9nLT4j6uhRViJuA2lrpv92c9l20UFIlR7dJ6Fe7Y1F580b992NJiM+qa+iZmF2CJ34Vj4ndfTkT51IKUFxRjeOJ0kwIAELgAgCOJuRi/ZlUk/thFJZXYfTi/biaUYxL6YVYGZ0IACiQaYQKAAnZxUjLL8Okbw9h8reHcKNAOjGzPkEvTV8SU0b03inMKnhR3+ACAxJERERE9G/hYmeFu6P8GyXroClFBrjg1Bsjcfy1ESaXKtRXoLs9PG72K/B0tMGMXkHoHuyGB/uFYHRHH3QNcsWiKZ3xzoRIzB0iX64TZORTcI1wL0fJuNjdLw7GvLHt0NFffpRqv/CG9TcxFOgJ1CkD8XCwwW9Hk0T7/FxssfO/g/DBpE5QymSVuNpb4xGd6TYP9A2Bo1Z5jNxNNQAUllVJSkkA4IcD6nKZzKJy/HKkrrGnvbUFzr89Ghuf0d/g1ZDs4krklqhLYlLzy7D+TJro+WGf7hMerzoq31D00x1XcCG1QDKyWJ/n/jgjaZipzw8HEoRgCgB8v0/9fbhRKP/9e2H1Wbz1zwWcTsrHqaR8fLT1suh5lUqFtPy6c41NA6pVqUtRynSCF239TJ/q09KYTcj2rbfeau4lEBERERFRI3AwoTHhrbCxtMCK2b2w9fwN3B3lL7yerZUFvv9PD9GxbX3lb+Z0R8AaotvY01+rGaa3kw0yi8R9Hp5vgrIeSwslnG0thYaaNjpZDQsnd8J9vfSPkNX4T59g/HQoASoVMOJm41bt3h7HE+WnhRRVVMmOZf1qdyyeHBKB+5YeEU0NcbSxhKWFEh39ndE/wgOHYnOMf5E6ur23A3883gerdII0GpdvFMLRxhIVeoITR+NzMTbSt16v+e3eOFGjT33kxrFeSCvQG/wBIGqu+vfpVCy+t4uwfflGkSgYcn+fYOy6nGlwDUcTckQZOVYWCnx1X1d0et/o8lskBi+IiIiIiKjFiQxwQWSAfOaDtjGRvvB1tpV8Ij6wjafJrzWzVxCW7o9DeVUtOvg5i5pF/vhgT2FEpYVSgdNvjmzwNBRj3rirA17+XwwA4LrOlA7NaFRjQjwdsGRWd5xJzsd/bpbV+DjVNS7dotM7QqOgtAr5MiURFdW1SMgukYw71WRzKBQKLHugB84mF+DdjRdxKV1+isjHUztjeHsfdHtvh2j/fUuP6O1NMubzA3q+SrWyqhr8dDBR2L6rsx8+m94FbeZvMXieKeSyOf4+lSoEIGwslXhpVFu8v/mS3mvEZhYhwlsdfLj7K/GY00FtvGBrpUR5lfh1IgOchUks606n4eH+IcJzdlYWTVKmZS7MqmyEiIiIiIioMdlYWuCze6OEMhFHG0vMHRKOdr6mj2/1dbHFTw/1xJzBYfhqZlfRc51aueD3x/rgP32CsebJfk0WuADkR9ECwMQu/vXKdhkT6Yt5Y9sJ41Rn9TGesZGaX4bCcvl+DgeuSRtv+muVN9lbW6JvuAdeGd1W7/XvjvLXO7rU7RamgFzJqMuQCPN0gLWl0uRAjyFy2R4HtEakRgW6YmZvw9/XEZ+pJ2Ym5ZSK+m8A6kCYbuPW3x7tjaeGRAjb0fE5uHdp3Qhdm3pMuWmJzCbzgoiIiIiIqCn0C/fE/ldMn2io7xr9wuWzNfqGe6BvA/tc1IejntGt+npvmKp7sDscrC0MNn+8mF4o28gTAN7ZcFGyT67fie4NusZ9PQOFbJZlD/TAYytPiJ7PKakbB9u5lQtiUgr0rtOQfhHqn99/+gRj87l01OhZz5UbRTiWmItxkb5ws7eW7R8iF7zQDpSEeNjDwcYSAyI8cTA2W3Ksxtbz6XCxEwdtnhmmDlAMa+eD7+7vjv3XsvDIgFCEezkivaBulKr2RBUAyCoyPqa2JWPmBRERERERUQvQxscJchUUHQNMzyLRp1uwm2Rf1yBX4XF9ela42Fnhvl6Bkv29QtVBEkNGtJc2qtQOmtzd2XjWhL6GqZoJLL1C3XH6zZE4+9YoTOwivd7oz/fjjXXn0X3BToS9thl3f3UQRTpZJ8aagGp6qvyfkf4ZT/x6SnLtxweFCY/HRPrig0mdEH5z9K2Pky2sLO7c0hBDGLwgIiIiIiJqAXycbREV6CrZ39Hv1jIvAAglJNru7y0/atb/5lQTOVYWCmx8ZgB8nG0lz7nYWeGXR3tL9mv3I1EoFJg/vr3stZ1sLBHi6SD7nMbB/xsqNCLVtnByJ1E/CGdbK7jYWSHAzfj0nnOpBaLeGYDx4IXm59SplYvRAMZXu2OFx92CXOFkoPRIqVQIgQxdg9t4GXydlo7BCyIiIiIiohairY90eorLLfSE0NAte3GwtsD4zn7wcbaRHBvq5YAIbycMaSu+WbaxVCLmrdEINDCGtluQG2LeHiXad19PcW+IB/uFyJ7r7WyDqED9gZrF90ahlZu9ZF0A4Krne9TWxN4na0+niLYrqvWX2ADAgIi6EqOBrQ03hz2XWlcGc9aEkhhNBom2MC8HPD+itdFzWzKzCF489thjSE9Pb7bX//PPP7Fy5cpme30iIiIiIiJTtNLJFNCXpVBfrb3FQZEIHyfYWlnAzV7aRDPMU/3J/5xB4aL9U7q3gp2RshBAnfUQ/eowTOzijzmDwySlIlYWSnTwkwYVfJxt4e0kzegAgM+mR2FS11bq9Xk54p17Ooqe19fQdFykr2w2iy5rC/Gts/ZYU12ejuI+GZEBLvh0WhQAoLW3fNaEhr4+HNr6R4iDIZO7BmD3i0PQNUha+nMnMYvgxY8//ojWrVvjlVdeua1BjHXr1qFXr16YMWMGEhMTb9vrEhERERERNYSnozgTQjeY0VBeTuLranpTWFtKbxlDb5Zu+LuKAwlO9Zh44udih8/v64pXx7aHpYX0NQLdpV9Xm5tZJ8PbiYMdTw4Jx6SuAaJ99/YU99zQN27V0kKJv+b0ha1V/W6NK7RGmDrrNFL9aEpnyfFTurdC4sLx2PHfwUIgo6GGtvNG95s9SiZ1DcBn93a5peu1FGYRvACAsrIyfPrppwgLC8Ps2bNx5MgR4yc1QEFBAb766it06NABU6ZMwcmTJ6HS1zaXiIiIiIjIjDjbicsf9PU/qC/dMaWaWyS5TIDwm9kDrnbyo00bg5+LNHgxd4g60+P+vnW9OBZMjMT/jWkn6mcBALZWFkK5hp+LLXoES0stNKwtlYieN9zgenQne2hnXnw6vQs8bn7/ZvYOwnCZnhva2vpKS380Fk7uZPBcQJ2Z8r8n+uLk/BFY/C8JXABmMip11apVePnll5GWloaKigqsWLECK1asQNu2bTF16lRMmjQJXbt2NX4hPbKzs7Ft2zasWbMG27ZtQ3m5uiGMJmgxc+ZMzJkzx+Tr1dbW4tKlSzhx4oTwv7Nnz6KsrG5szZ49ezBkyBCTr5mYmIjQ0FCTj9f2119/YerUqQ06l4iIiIiIWg4PnSCDsQaWprJQKtDezxmX0gsB1PWdGBDhiQtphaJjNdM8nHQyDmob8UNh3SANAHjfbAI6tK03Vj/eB+XVtRhkoJ/EN7O64cDVbPQMdZPNINHm5mANbycbZOoZNyoJXmg17Ax0t8PJN0ZCpVJJgihy9JWwjOrgg8ndWhk9H1A3NvVwlPYjuZOZRfBixowZuOeee7Bw4UJ88cUXKC4uBgBcuXIF77//Pt5//324urqiX79+iIqKQmRkJIKCguDn5wcnJyfY2tqiuroaZWVlyMrKQkpKCq5du4aYmBgcO3YMFy/WzR3WzrLo27cvPvroIwwYMMDktU6ZMgXbtm1DSUlJ430DiIiIiIiITNAzxB3dg91w8noenhgcDiuZkouG+nByJyw7EI+BEZ4Y3VGdPfDM8Nb4fn+8cEzvUHfhNZU6pRgG2kDUm24phq7eYfLjUMXXsML4zn4mv6bSQOChoroWmYXl8Ha2hUqlQoVW8ELTD8OUwAUAeDhaw8pCgaqaunvTh/qF4G2dPh0kZhbBCwBwcHDAe++9h+eeew6LFi3CsmXLUFBQ12k1Ly8PmzdvxubNm+t9bd2ykAEDBuDVV1/F2LFj632tkydP3pbAhb+/P+zsTKtfc3RsnFQxIiIiIiIyb0qlAv97oi+yiiv0Nq9sqC6BrvhmZjfRPkcbS/z2aG/M+vEoAOC54fonWrT3018OUV82VsYbfzY2K0tx8MHJ1hJF5dXC9p8nkvH0sNY4cT1PVE7jKtPU1BBnWyu8OrY9Fmy6iFqVOuPi5dFtb23x/wJmE7zQ8PT0xKJFi/Dmm29i+fLlWLFiBU6ePAkAojQcY30qFAqF6BhXV1dMmzYNjz/+OLp3794oa7WxsUHnzp3RvXt3FBcX49dff22U6wLqUpr6lJ0QEREREdG/g0KhaPTAhSH9IjxxeN4w1KqAAFfxB6yLpnbGm+vPo1OAi6Rp5q2oqhancTw7LKLRrq3PoNZeWHU0CQBgb22B02+MRMTrW4TniyqqoVKpMOeXk8K+niFukn4hppg9IBSzBzSsbcC/ldkFLzQcHR3x9NNP4+mnn8a1a9ewceNGbN++HceOHUNeXp7R85VKJdq3b4/Bgwdj3LhxGD58OKytb72hzAMPPIDAwEB0794dnTp1gpWVuhZr+fLljRq8ICIiIiIiMhdyDTQBYHqPQNwT5Q/bRs6UsLQQZ0E8OiisUa8vZ3K3VvjnTBqsLZVY+kB3WFoo8UDfYKyMvg4AyCgoR0ZhBXJLKkXn0O1htsELba1bt8YLL7yAF154AQCQkJCA2NhYJCUlIT8/H2VlZbCysoKDgwN8fX0RGhqKDh06mFx2UR/vvvtuo1+TiIiIiIiopWrswAUA3BPlj4VbLqO0sgYj2nvD2VbawLOxdQ92w4k3RgAAbCzVX5N20GbdmTT0ChX32pjeQzySlZpOiwhe6AoNDW3wZA4iIiIiIiIyb6721vhzTl+cSMzF3VH+t+11NUELDRedqSev/X1OeBwZ4AwLpWlNOunWtcjgBREREREREd3ZIgNcEBng0qxrcLXXn/Hh69z4mf6kX+PN1SEiIiIiIiK6g3QyEDzxdLz1nopkOgYvzNTnn3+O3r17w9PTE1ZWVvD09ET79u3x4IMP4pdffkFFRUVzL5GIiIiIiOiOFuhuj/nj28s+15ApI9RwLBsxU+vXrxdt5+TkICcnB5cvX8bKlSvx8ssvY8GCBXj00UebfC2xsbENPtfLywve3t6NuBoiIiIiIqLb59GBYdhwNg1nUwpE+xm8uL0YvDBjzs7OcHV1RXl5OXJyclBTUyM8l5GRgcceewz79+/H8uXLoVQ2XRLNxIkTG3zuK6+8gnnz5jXeYohMUFRU1NxLILolfA9TS8f3MLVkfP+SHEuFSrLPXlmNvLy8ZliNfgUFBcYPaqHMPngRFtY483wtLCyEYEBERAS6d++O0aNHIzg4uFGu3xgcHR0xffp03HPPPejTpw98fHyE50pLS3Hw4EF8+eWX2LRpk7D/l19+gYeHBxYvXtwcSyYiIiIiIrrj2VpJPyzu1sq5GVby72X2wYvExEQoFAqoVNJIV30pFOoxNnv37sUPP/wAhUKBUaNG4eOPP0bHjh1v+fq3ws/PD6mpqXB2lv8FsLe3x6hRozBq1CgsX74cjzzyCGprawGo+2PMmDEDvXr1up1LNomdnR3c3Nyaexn0L8X3HrV0fA9TS8f3MLVkfP+SNic7W9G2h4M12gX7NtNq9HNxad7pLE3J7IMXAITAhSb4oLtfl77jtI9XKBSora3F1q1bsWfPHnzzzTeYPXt2Yy67XmxsbGBjY2PSsQ899BAyMjJE5RjvvfceNmzY0CRrW7duHSIiIhp0rpeXVyOvhoiIiIiI6Pays7YQbXs72+o5kpqK2Qcv3nrrLQDqHg9Lly6FSqWCSqWCjY0Nunbtio4dO8LNzQ02NjYoLCxESkoKTp06hevXrwNQByk6duyIqVOnoqKiArm5uTh37hxOnjyJyspKKBQKVFRUYM6cOfD19cW4ceOa88s12QsvvICvv/4aKSkpAICdO3eirKwMdnaNP2s4IiKi2TNTiIiIiIiImoutlTh44ets2gfP1HhaRPDi4MGDmDZtGmpra+Hl5YW33noL999/v94SCwA4efIkFixYgPXr1+PixYu4fv06li1bBgsL9ZsuKysLixYtEnpF1NTU4Omnn8bVq1dhaWn23xZYW1vjrrvuwnfffQcAKC8vx5kzZ9C3b99mXhkREREREdGdxdpCnN3fI8S9mVby79V0IyoaSVJSEiZOnIjMzExERUUhJiYGc+fONRi4AIDu3bvj77//xpIlSwAAK1aswCuvvCI87+XlhY8//hi//PKLUE5y/fp1/PXXX033xTSytm3birYzMzObaSVERERERER3rlBPB+GxpVKBWb2DmnE1/05mH7x49tlnkZubCzs7O6xdu1Y0gcMUc+bMweOPPw6VSoXPP/8cJ0+eFD0/Y8YMzJgxQ9jetm1bo6z7dtAtESktLW2mlRAREREREd25pvYIRN8wDygVwDPDWsPV3rq5l/SvY9bBixs3bmDTpk1QKBSYOHEiQkNDG3Sdl156SXj8448/Sp6fO3eu8PjYsWMNeo3mkJGRIdr29PRsppUQERERERHduRxtLPHbY71x4Z0xeG5E6+Zezr+SWQcvDh8+jJqaGgC4pTGg4eHhwqijAwcOSJ7v3bs3rKysoFKpkJWV1eDXud10v5aGBneIiIiIiIjIMIVCIZk6QrePWQcvNJM0AMDR0fGWruXg4ACVSoXU1FTJc5aWlkLWQkFBwS29zu1y4cIF7N69W9gOCQlp8DhTIiIiIiIiInNm1sGLqqoq4XFCQkKDr1NRUSGUWGhfU5tmwoiVlVWDX6ehysvLhaahpiguLsb999+P2tpaYd9DDz3UBCsjIiIiIiIian5mHbwICAgQHq9du7bB11m3bh2qqqqgUCjg7+8ve0xubi4AwNXVtcGv01BHjhxB165d8dtvv6GkpMTgsSdPnkTfvn1x5swZYZ+fnx9efPHFJl4lERERERERUfOwbO4FGDJw4EAoFOp5upcvX8bChQsxb968el0jOztbNCJ18ODBkmMSEhJQUlIChUKBoCDDI2/Wrl0rup5GUVGRaHvWrFmSaSAAsGjRIkyePFmy/+zZs5g1axbs7e3Rv39/REVFoVWrVnB2dkZFRQWSk5Oxd+9eHD58WHSeo6Mj/vnnn1suqyEiIiIiIiIyV2YdvAgICMCIESOwc+dOqFQqvP766ygoKMCbb74pGxjQdfz4cTzwwAOi3hly5RU7d+4UHnfu3NngNQsLCxEXF2f0tdPS0vSeb0hpaSl27NiBHTt2GH2Ndu3aYdWqVejWrZvRY4mIiIiIiIhaKrMuGwGAr776CjY2NlAoFFCpVFi0aBHCwsLwwgsvYP369bh27Rqys7NRVFSEtLQ0HD16FEuWLMGoUaPQt29fXL16FYC6M+wDDzyAfv36SV7jl19+ER4PGjTotn1tGhEREXjiiSfQpUsXWFgY717buXNnfPvttzh16hQDF0RERERERHTHU6jq0ymymWzevBlTp05FRUUFAEClUgnlJIZojlOpVBg5ciTWr18PW1tb0TFHjx7F0KFDoVKpYGVlheTkZLi4uDTJ12GKkpISnD59GtevX0dmZiZKS0thaWkJV1dXtGrVCr169YKXl1eTruHChQuIjIwUts+fP4+OHTs26WsSNaa8vDwAEEYkE7U0fA9TS8f3MLVkfP9SS3Yn38uZddmIxrhx47Bnzx488sgjuHjxorBfX9xFO7ChVCrx/PPPY8GCBbCxsZEc27t3b5SWljb+ohvIwcEBAwYMwIABA5p7KURERERERERmwezLRjR69+6N06dP48cff5Qt/dCmUqng6uqKuXPn4uzZs/j4449lAxdEREREREREZP5aROaFhpWVFR5++GE8/PDDKCwsxIkTJ5CQkID8/HxUVFTA2dkZXl5eiIqKQrt27Zp7uURERERERETUCFpU8EKbs7Mzhg0b1tzLICIiIiIiIqIm1mLKRoiIiIiIiIjo34nBCyIiIiIiIiIyay22bAQAKioqkJCQgLy8PBQXF8PR0RFubm4IDQ1lg04iIiIiIiKiO0SLC16kp6dj6dKl2LhxI2JiYlBdXS05xsrKCp07d8bdd9+Nxx57DL6+vs2wUiIiIiIiIiJqDC2mbKS6uhqvvfYaQkJC8O677+LUqVOoqqqCSqWS/K+yshInT57E22+/jeDgYMyfP182yEFERERERERE5q9FBC+KioowcOBAfPTRR6iqqqrXuVVVVfjwww8xaNAgFBcXN9EKiYiIiIiIiKipmH3ZiEqlwsSJE3H06FEoFAooFAqoVCqEhoZi3Lhx6Ny5M3x8fODg4ICSkhJkZmYiJiYGmzdvRnx8vHD80aNHMXHiROzcubO5vyQiIiIiIiIiqgezD14sX74ce/bsEYIQrVu3xuLFizFu3DiD53355ZfYsmUL/vvf/+LKlStQqVTYs2cPli9fjoceeuj2LJ6IiIiIiIiIbpnZl4188MEHwuMBAwbg+PHjRgMXGmPHjsWxY8cwYMAAAOosDu3rEREREREREZH5M+vgxeXLlxEXFweFQgEnJyf8+eefcHZ2rtc1nJycsHr1auG8uLg4XLp0qSmWS0RERERERERNwKyDF6dOnRIeT506tcEjT/38/DB16lRh+/Tp07e8NiIiIiIiIiK6Pcw6eJGRkSE87tq16y1dq1u3brLXJSIiIiIiIiLzZtbBi+rqauGxtbX1LV3LyspK9rpEREREREREZN7MOnjh7e0tPL5y5cotXUv7fO3rEhEREREREZF5M+vgRfv27YXHq1evRnl5eYOuU15ejtWrV8tel4iIiIiIiIjMm1kHL3r27AkvLy8AQFpaGp599tkGXef5559HamoqAMDLywu9evVqtDUSERERERERUdMy6+CFQqHA3LlzoVKpAAA//vgjpk2bhvT0dJPOz8jIwL333otly5aJrkdERERERERELYdlcy/AmFdeeQUrV65EYmIiAGDt2rXYsmULJkyYgLFjxyIqKgre3t6wt7dHaWkpMjMzcfbsWWzZsgXr169HWVmZEPwIDQ3FK6+80oxfDRERERERERHVl9kHL+zs7LBt2zYMHDgQGRkZUCgUKC0txR9//IE//vjD4LkqlQoKhQIA4Ovri+3bt8PW1vZ2LJuIiIiIiIiIGolZl41oRERE4Pjx4xg2bJiQRaGhUqkk/9N9fsSIETh27BjCwsJu57KJiIiIiIiIqBG0iOAFALRq1Qo7d+7Ehg0bMG7cOFhZWUkCFRoqlQpWVlYYP348Nm3ahO3bt6NVq1a3ecVERERERERE1BjMvmxE1/jx4zF+/HhUVlbi1KlTuHr1KvLy8lBcXAxHR0e4ubmhTZs26NatG6ytrZt7uURERERERER0i1pc8ELD2toaffr0QZ8+fZp7KURERERERETUhFpM2QgRERERERER/TsxeEFEREREREREZo3BCyIiIiIiIiIya2bR8+J2jjBVKBSIi4u7ba9HRERERERERLfGLIIXiYmJUCgUekefNgbN9RUKRZO9BhERERERERE1PrMpG2nKwMXtuD4RERERERERNQ2zyLx46623mnsJRERERERERGSmGLwgIiIiIiIiIrNmNmUjRERERERERERyGLwgIiIiIiIiIrPG4AURERERERERmTUGL4iIiIiIiIjIrDF4QURERERERERmjcELIiIiIiIiIjJrDF4QERERERERkVlj8IKIiIiIiIiIzBqDF0RERERERERk1hi8ICIiIiIiIiKzxuAFEREREREREZk1Bi+IiIiIiIiIyKwxeEFEREREREREZo3BCyIiIiIiIiIyawxeEBEREREREZFZY/CCiIiIiIiIiMwagxdEREREREREZNYYvCAiIiIiIiIis8bgBRERERERERGZNQYviIiIiIiIiMisMXhBRERERERERGaNwQsiIiIiIiIiMmsMXhARERERERGRWWPwgoiIiIiIiIjMGoMXRERERERERGTWGLwgIiIiIiIiIrNm2dwLIPOTk5NjcJvInGVmZuLTTz8FANjZ2WHu3Lnw9vZu5lURmY7vYWrp+B6mlozvX2rp7uR7OQYvSCIvL8/gNpE5y8rKwqJFi4TtadOm8Y8OalH4HqaWju9hasn4/qWW7k6+l2PZCBERERERERGZNQYviIiIiIiIiMisMXhBRERERERERGaNwQsiIiIiIiIiMmsMXhARERERERGRWWPwgoiIiIiIiIjMGoMXRERERERERGTWGLwgIiIiIiIiIrPG4AURERERERERmTUGL4iIiIiIiIjIrDF4QURERERERERmjcELIiIiIiIiIjJrDF4QERERERERkVmzbO4FkPmprKwUbSclJeHChQvNtBqi+omNjTW4TWTu+B6mlo7vYWrJ+P6lli4pKUm0rXtv15IpVCqVqrkXQeblq6++wrPPPtvcyyAiIiIiIqJb8OWXX+KZZ55p7mU0CpaNkISzs3NzL4GIiIiIiIhu0Z10b8fgBUm4uro29xKIiIiIiIjoFt1J93YsGyGJ/Px87Nu3T9gODAyEjY1NM66IiIiIiIiIjKmoqEBycrKwPXjw4DsmgMHgBRERERERERGZNZaNEBEREREREZFZY/CCiIiIiIiIiMwagxdEREREREREZNYYvCAiIiIiIiIis8bgBRERERERERGZNQYviIiIiIiIiMisMXhBRERERERERGaNwQsiIiIiIiIiMmsMXhARERERERGRWWPw4v/bu/Ogqu7zj+MfFlFAURhEATUqti5TkBiNSzXRqC0G4xqXUWIwcUvjdGKz1HZMG2uNbUinmWkaHU0K0aImJBq3jNYUUZO6JNQNixpR1ATcUfb9/v7o9Py4yHKBe7kH7vs1w8x9zv2ec57rfPPk3OeeBQAAAAAAmBrNCwAAAAAAYGqezk4A5nL27FmdPn1aWVlZ8vDwUGhoqAYPHqxevXo5OzUAQBXffPONzp07p6ysLHl7eys0NFQjRoxQ165dnZ0aADiVxWJRRkaG0tLSdO3aNeXm5srHx0cBAQEaOHCgwsPD5eHh0eT9UIfhKM01h1samheQJH3yySdatWqVTp8+XeP7I0aM0OrVqzV69OjmTQwAWpDKykqlp6frm2++Mf5OnTqloqIiY8yBAweaVEvXrVunt99+WxkZGQ+85+HhobFjxyouLk4RERGN3gcAtDR5eXnatWuXdu7cqeTkZN26davWsf7+/po/f75eeeUVBQcHN3hf1GE4giPncGZmZqN/jE5KStLTTz/dqHXtzgKXVl5ebomNjbVIqvfP3d3dsmLFCmenDBhsmbc1/cXFxTk7dbRC06ZNs/j6+tY7/w4cONCo7RcUFFiioqJsmuNeXl6WdevW2fcDwiVUVFRY0tLSLAkJCZalS5dahg0bZvH29m7SHL58+XKj63VSUpJjPihaldzcXEu7du0aPL8CAgIs27Zts3k/1GE4iqPncGupw5x54eKWLVumhIQEI/bx8dHcuXMVGRmp0tJSHTt2TJ9++qnKyspUWVmp3//+9woICNCyZcuclzQAmFBqaqoKCgocsu3KykrNnTtXe/fuNZb5+/vrmWee0YABA5SXl6eDBw9qz549slgsKi0t1QsvvKDAwEBNnz7dITmh9Zk+fbr27dvnsHkMOEpFRYWKi4utlvXu3VuPP/64+vbtq8DAQBUXF+vMmTP69NNPdfv2bUnS3bt3NWPGDCUlJWnq1Kl17oM6DEdqjjlcVUhIiLy9vW0a2759e9s/iIO5WSwWi7OTgHPs2bNHEydONOIBAwZo79696t69u9W4U6dO6cknn1RWVpYkyd3dXSdPnlR4eHiz5gtU5+bmZrwOCgpShw4dbFrvV7/6lZ5//nlHpQUX1bNnT125ckWS1LZtW0VEROiRRx5Rfn6+/v73vxvjGnPZyF//+lctXbrUiEeNGqUdO3bI39/falxycrKmTp2q3NxcSf894MjIyFBQUFAjPxVcSdU5XJeGzuHqpys35KD53XffVVRUlM37gmu6d++e/P395efnp/nz5+u5556r9ZKNwsJCvfTSS9qwYYOxzN/fXxcuXFBgYGCt+6AOw5EcPYer1+GmXsLqNM498QPOUlFRYYmIiDBOB/Lx8bFkZGTUOv6rr76yuLu7G+MnTpzYjNkCNVOVU9ri4+OdnQ5c3Ouvv25Zv369JTU11VJaWmosj4+Pb9Ip9/n5+ZYuXboY6wcHB1tycnJqHb9lyxar/S1durSRnwiu5qGHHjLmTdu2bS1DhgyxLFmyxBITE2PXy0Yae+kUUJu8vDzL8uXLLXfu3LF5nTlz5ljNy5UrV9Y6ljoMR3P0HG4tdZhHpbqof/7zn1Y35/z5z3+u3r171zp+xIgRmjFjhhHv3r1bFy9edGiOANCS/O53v9PChQs1aNAgtWnTxm7b3bx5s27cuGHEv/3tb9WpU6dax8+ePVtDhw414vfff1/5+fl2ywet17x587R+/XqlpqYqLy9Px48f19q1azV27FhnpwbUqX379lqzZo0CAgJsXicuLs7qDM7du3fXOpY6DEdz9BxuLWheuKjt27dbxQsWLKh3nYULF1rFn332mT1TAgDUoGq99vHx0Zw5c+pdp2q9Li4utrpGG6iNoxpwgBmFhISof//+RlzTk0P+hzoMM2rIHG4taF64qD179hivw8LCFBYWVu86o0aNUrt27YzYFbp7AOBMxcXFSk5ONuLhw4fbdG+X8ePHW8XUawB4UNUbEdZ2o1rqMMzMljncmtC8cEH37t3T1atXjXjYsGE2refl5aVHHnnEiKtedgIAsL9z586ppKTEiG2t1z169FBoaKgRU68B4EGZmZnG665du9Y4hjoMM7NlDrcmNC9cUHp6ulXcp08fm9eteoZGTk6Orl+/bre8AADW7FWvz507p8rKSrvlBQAt3ZdffqmbN28a8fDhw2scRx2GWdk6h2vyzjvvaOjQoQoMDFSbNm0UGBio/v3769lnn9WmTZusGnZmQvPCBV26dMkq7tGjh83rVh9bfVuAsyQmJuqxxx5TUFCQvLy8FBAQoB/+8IeaNWuW1q1bZzyyDGhJ7FWvi4qKaDbDNFrqQTNal7feessqnjlzZo3jqMMwK1vncE127Nih48eP686dOyovL9edO3d07tw5bdy4UfPmzdNDDz2k999/394pNxnNCxdU/UtcQ+5qW/1Z1nl5eXbJCWiqL774QocPH9atW7dUVlamnJwcffvtt/r444/1wgsvqEePHlqzZg2/eqBFoV6jNWqpB81oPbZs2aJdu3YZcWRkpCZPnlzjWOowzKghc7g2fn5+6tGjh4KCguTh4WH13o0bN7Rw4ULNmzfPVMfONC9cUPVHNVW9CWd9vL2969wW4Ey+vr7q3r27unbt+sCd8u/fv69f//rXioqKUlFRkZMyBBqGeo3WqiUeNKN1OHv2rBYtWmTEnp6e2rBhg9zda/5aRB2G2TR0Dv9P+/bt9dxzz+mzzz7T9evXdf/+fV25ckU3btxQbm6u9u3bp+joaKt1Nm3apJdfftkhn6MxaF64oOLiYqvYy8vL5nXbtm1rFfMlEM7k5eWlmTNnasuWLbp69ary8/N19epVZWdnKz8/X4cPH1ZMTIzVM7D379+vuXPnymKxODFzwDbUa7QWreGgGS1fdna2oqOjrZoIf/jDHzR48OBa16EOw0waM4clKTg4WN9//70++OADTZ48WV26dLF638fHRz/5yU+0e/duxcfHWzVC3nnnHR0/fty+H6SRaF64oOod49LSUpvXrX4davWOMtCcvvvuO3300UeaPXu2unfvbvWel5eXRo4cqU2bNunzzz+Xj4+P8d727duVlJTU3OkCDUa9RmvQWg6a0bLdvXtXP/3pT3XlyhVj2aJFi+ptkFGHYRaNncPSfxtpfn5+Nu0nNjZWb775ptWyVatWNSxZB6F54YKqPg9YerCjXJfqHePq2wKaU+fOnW0aFxUVpb/97W9Wy8xShIG6UK/RGrSWg2a0XLm5uYqKitKZM2eMZXPnztXatWvrXZc6DDNoyhxujGXLlqlbt25G/MUXX5jizCGaFy6o+gFETk6Ozeveu3fPKu7QoYM9UgIcbtasWXr00UeNOC0tzerZ2IAZUa/hisx60IyWKT8/XxMmTNDXX39tLHv66af14Ycf1nuPAIk6DOdr6hxuDC8vL02cONGIi4uLdfLkSYfsqyFoXrigXr16WcVXr161ed2qpylJUu/eve2SE9Acpk2bZhUfOXLESZkAtrFXvfb29lbXrl3tlhfgSGY9aEbLU1hYqOjoaP3rX/8ylk2aNEmbN29+4EaxtaEOw5nsMYcbq2/fvlbxzZs3Hbo/W9C8cEEDBgywii9evGjzuhkZGcZrf39/ijBaFDMWYaAu9qrX/fr1c9ivM4AjUK/RVEVFRXrqqad06NAhY9mECROUlJT0wBPJ6kIdhrPYaw43VvV7tBQWFjp8n/XhvyAX1KlTJ/Xo0cOIbf31ubS0VKmpqUYcHh5u99wARzJjEQbq0q9fP6s729tar69du6bvv//eiKnXaGmo12iKkpISTZkyRcnJycaycePGadu2bQ16WohEHYZz2HMON9aNGzes4sDAwGbZb11oXrioJ5980nidkZGhS5cu1bvO4cOHrW5SVPWUTqAlMGMRBurSrl07PfHEE0Z85MgRq8ej1eYf//iHVUy9RktDvUZjlZaWavr06VZ1cMyYMdq5c+cDTw6xBXUYzc3ec7ixDh8+bBVXv4TKGWheuKipU6daxRs2bKh3nepjpkyZYs+UAIczYxEG6lO1XhcWFioxMbHedarW67Zt22rChAkOyQ1wFOo1GqO8vFyzZ8/Wnj17jGWjRo3Srl27mvSYUuowmouj5nBDnT171uqsj549e6pPnz7Ntv/a0LxwUePGjdOPfvQjI/7LX/6iy5cv1zr+yJEjSkpKMuLo6Gj94Ac/cGiOgD3dunVLW7duNWJvb2+NHDnSiRkBtpkzZ46CgoKMeOXKlQ/cwb6qrVu36tixY0a8YMECHs+HFsWsB80wt4qKCsXExGj79u3GshEjRujzzz+Xr69vk7ZNHUZzcNQcLi4ulsVisXl8fn6+YmJiVFlZaSyLjY1t9P7tieaFi3J3d7d6jnpBQYGeeuopXbt27YGxp0+f1owZM4wJ7O7urtWrVzdbrkB1ZWVlKi8vt3l8eXm5nnnmGavTPGfNmtWsp94BjdW+fXutWLHCiLOzszV58uQaD5yTk5O1ePFiI/b19bVaF2huremgGeZlsVj0/PPP66OPPjKWDRs2THv37rVL04A6DEdz5Bw+evSoHn74YW3evFkFBQV1jk1NTdXw4cOtnvAUHBysl19+uUk52IubpSH/R0Gr8+KLL+q9994zYl9fX82dO1eRkZEqKyvT0aNH9cknn6isrMwYExcXp1deecUZ6QKSpMzMTI0bN06vvvqqZs6cKX9//1rHfvvtt1qwYIHVnZp9fHyUnp5udeNaoKm2bdum11577YHleXl5Vk9KCAkJqfHUz7feeuuBx/n+T2VlpaZMmaJdu3YZywICAjRv3jz1799f+fn5SklJ0e7du40vim5ubtq6datmzpzZ1I8GF5eQkKD58+cb8YEDBzR69Gib1k1JSdFLL72k1157TZMnT67z18PU1FTFxsYqLS3NWBYcHKwLFy7wqzXqdPjwYT322GNWy2qrtXU5ePCgQkNDa3yPOgxHcuQcTklJ0ZgxYyT99xj4xz/+sQYOHKhu3brJz89PJSUlunbtmlJSUqweySr9t3F34MABDR48uBGfyv5oXri4iooKzZ8/X5s2bap3rJubm5YvX251xgbgDJmZmcb1z23atNHw4cMVGRmpXr16yc/PT+Xl5crOztaXX36p5ORkq1/wPDw8tGPHDkVHRzsrfbRS1b/gNVR8fHydvzAXFBRo6tSp2r9/f73b8vLy0p///Gf97Gc/a3Q+cD2OaMC1poNmmFfVedYUly9fVs+ePWt9nzoMR3HkHG7stvv166fExEQNGjSoyXnZi6ezE4BzeXh4aOPGjZo4caJWrVpl9WtHVcOGDdPq1aut7rYMmEFZWZkOHTpkdWZFbUJCQpSQkKDx48c3Q2aAffn6+mrfvn1au3at/vSnP9X4lCh3d3c98cQTiouLU2RkZPMniRYtNzdXGRkZ9Y7Lysqqdf26FBYWav/+/TZ98TPjQTNAHUZL1KdPHy1ZskRHjx7VmTNnVFFRUef4iIgILVmyRLGxsc16k1BbcOYFrKSlpen06dPKysqSh4eHQkJCNGTIEPXu3dvZqQGG3Nxc/eY3v9HRo0d14sQJlZaW1jk+LCxMixYt0qJFi9SpU6fmSRJwsK+//lrp6enKzs6Wt7e3QkNDNWLECAUHBzs7NbRQjjh76LvvvtPq1atbxUEzUB11GC1NQUGBTpw4oStXrujmzZsqLCyUp6enOnXqpG7duunRRx9V586dnZ1mrWheAGjRSkpKdOrUKV26dEnXr19XQUGBPDw81LFjR3Xt2lVDhgxRt27dnJ0mALi8ln7QDABwLpoXAAAAAADA1HhUKgAAAAAAMDWaFwAAAAAAwNRoXgAAAAAAAFOjeQEAAAAAAEyN5gUAAAAAADA1mhcAAAAAAMDUaF4AAAAAAABTo3kBAAAAAABMjeYFAAAAAAAwNZoXAAAAAADA1GheAAAAAAAAU6N5AQAAAAAATI3mBQAAAAAAMDWaFwAAoF7l5eVKTEzUrFmzNGDAAHXs2FGenp5yc3OTm5ubwsPDbd7W6NGjjfVq+kPDJSQk1PlvmpCQ4OwUAQBoEpoXAACgTpcvX1ZERIRiYmL08ccfKz09Xbm5uaqoqDDGDBw40O77zczMrPMLeVP/qqr+5b8xX/ZTUlKstvHGG2/Y5x8CAADI09kJAAAA8yoqKtKECRN0/vx5Y5mbm5sCAgLUqVMnY9moUaMatf0OHTooKCioqWm6PD8/P4WFhVkty8jIcFI2AADYH80LAABQq/fee8+qcbF8+XK9+uqrCggIsMv2p02bVutZDm3atHngC3lN7t69q5ycHCMOCQmRt7e3XfJrKaZNm6Zp06ZZLeMSHABAa0LzAgAA1Gr9+vXG60mTJmnNmjXNtu/Q0FBdvHix3nFvvPGGVq5cacSJiYkaPXq0AzMDAADNjXteAACAGl2+fFkXLlww4oULFzoxGwAA4MpoXgAAgBodOnTIeO3p6cnZDAAAwGloXgAAAMPQoUONp2XExsYay8vLy9WhQ4cHntixadMm5yXbQvXs2bNJT0nJzMx09kcAAKDZ0bwAAACG9PT0Bo0PDw93UCYAAAD/jxt2AgAASdLNmzcVFBRkPLr00qVLslgskqTOnTvLz8/Pary7u7v69+/f7Hm2dD179pSnp+2HYNnZ2SosLHRgRgAAmB/NCwAAIEkKCgoynu5x+/Ztde7c2Xhv48aNioqKclZqrUpKSorNY7/66iuNHTvWiPv27Ws0lwAAcCVcNgIAAB5w4sQJq/jhhx92UiauKyMjQ1OmTFFJSYkkKTAwUHv27JGPj4+TMwMAoPnRvAAAAA/497//bbwODg5Wly5dnJhN85s/f36Db6Q5ZswYu+0/JydH0dHRun37tiTJy8tL27dvV1hYmN32AQBAS0LzAgAAPKDqmRecddG8ysrKNH36dJ0/f95Y9sEHH2jkyJFOzAoAAOfinhcAAOABrt68CAoKUocOHRq0TlFRkbKyspq878WLF+vAgQNG/PrrrysmJqbJ2wUAoCWjeQEAAKzk5+cbN+6UXLN58cc//lGxsbENWiclJaXJl468+eabio+PN+LZs2dr5cqVTdomAACtAZeNAAAAKydPnlRlZaURu2LzwhmSkpK0YsUKIx4+fLji4+Pl5ubmxKwAADAHmhcAAMBK1Zt1duzYUb169XJiNq7h2LFjmjdvniwWiySpV69e2rFjh9q1a+fkzAAAMAeaFwAAwErV+11ERkbyy7+DZWZmatKkSSouLpb034bR7t271blzZydnBgCAedC8AAAAVlz9Zp3N6f79+5o4caJu3rwpSfL09FRSUpIGDBjg5MwAADAXmhcAAMBQUlKi//znP0ZM88JxysvLNWPGDJ09e9ZY9u6772r8+PFOzAoAAHOieQEAAAxpaWkqKyszYpoXjvPiiy9q//79RvyLX/xCixcvdmJGAACYF80LAABgqHqzzrZt26p///5OzKb1evvtt7V+/Xojnjx5suLi4pyYEQAA5kbzAgAAGKre7yI8PFyenp5OzKZ12r59u375y18a8aBBg5SYmCh3dw7LAACoDf+XBAAABm7W6VhnzpxRTEyMKisrJUmhoaHauXOnfH19nZwZAADmxs8pAABAklRRUaHTp08bMc0L+0tNTVVhYaERFxYW6vHHH2/QNg4ePKjQ0FB7pwYAgKnRvAAAAJKk8+fPW32xpnnheDk5OcrJyWnQOlVvqAoAgKvgshEAACDJ+pIRd3d3RUREODEbAACA/+dmsVgszk4CAAC4jtGjR+vgwYOSpGeffVYJCQnOTaiVcnNzM17Hx8crNjbWeckAANBEnHkBAAAAAABMjeYFAAAAAAAwNZoXAADAaT788EO5ublZ/aHhEhIS+HcEALRqNC8AAAAAAICp8ahUAADQrEJDQxUWFubsNFoVPz+/Ov9N/fz8mjEbAADsj6eNAAAAAAAAU+OyEQAAAAAAYGo0LwAAAAAAgKnRvAAAAAAAAKZG8wIAAAAAAJgazQsAAAAAAGBqNC8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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ax = jf.plot_periodogram(PSD_FILTER_W=0.1)\n",
+ "ax[0].set_ylim([0, 0.5e-3]);\n",
+ "ax[1].set_ylim([12, 20]);"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 4. Cepstral Analysis\n",
+ "\n",
+ "Perform Cepstral Analysis. The code will perform the following operations:\n",
+ " 1. compute the parameters describing the theoretical distribution of the $\\rm PSD$\n",
+ " 2. compute the Cepstral coefficients by Fourier transforming the $\\log(\\rm{PSD})$\n",
+ " 3. apply the Akaike Information Criterion, to choose the number of cepstral coefficients $P^*$\n",
+ " 4. return the resulting transport coefficient (viscosity) $\\eta$"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-----------------------------------------------------\n",
+ " CEPSTRAL ANALYSIS\n",
+ "-----------------------------------------------------\n",
+ " cutoffK = (P*-1) = 10 (auto, AIC_Kmin = 10, corr_factor = 1.0)\n",
+ " L_0* = 18.297017 +/- 0.057597\n",
+ " S_0* = 127801909.034037 +/- 7361041.782368\n",
+ "-----------------------------------------------------\n",
+ " kappa* = 0.000229 +/- 0.000013 Pa*s\n",
+ "-----------------------------------------------------\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "jf.cepstral_analysis()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "c_k = [ 1.72206042e+01 6.94703788e-01 -4.33846235e-02 ... 2.22448841e-03\n",
+ " 1.09731963e-03 7.87480033e-03]\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Cepstral Coefficients\n",
+ "print('c_k = ', jf.cepf.logpsdK)\n",
+ "\n",
+ "ax = jf.plot_ck()\n",
+ "ax.set_xlim([0, 50])\n",
+ "ax.set_ylim([-0.5, 0.5])\n",
+ "ax.grid();"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "K of AIC_min = 10\n",
+ "AIC_min = 2540.981427\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# AIC function\n",
+ "f = plt.figure()\n",
+ "plt.plot(jf.cepf.aic, '.-', c=c[0])\n",
+ "plt.xlim([0, 150])\n",
+ "plt.ylim([min(jf.cepf.aic[:150]) - 10, max(jf.cepf.aic[50:150]) + 10]);\n",
+ "\n",
+ "print('K of AIC_min = {:d}'.format(jf.cepf.aic_Kmin))\n",
+ "print('AIC_min = {:f}'.format(jf.cepf.aic_min))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Plot the viscosity $\\eta$ as a function of the cutoff $P^*$"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "K of AIC_min = 10\n",
+ "AIC_min = 2540.981427\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# L_0 as a function of cutoff K\n",
+ "ax = jf.plot_L0_Pstar()\n",
+ "ax.set_xlim([0, 150])\n",
+ "ax.set_ylim([17.5, 19]);\n",
+ "\n",
+ "print('K of AIC_min = {:d}'.format(jf.cepf.aic_Kmin))\n",
+ "print('AIC_min = {:f}'.format(jf.cepf.aic_min))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "K of AIC_min = 10\n",
+ "AIC_min = 2540.981427\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# kappa as a function of cutoff K\n",
+ "ax = jf.plot_kappa_Pstar()\n",
+ "ax.set_xlim([0, 50])\n",
+ "#ax.set_ylim([0, 5.0]);\n",
+ "\n",
+ "print('K of AIC_min = {:d}'.format(jf.cepf.aic_Kmin))\n",
+ "print('AIC_min = {:f}'.format(jf.cepf.aic_min))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Print the results :)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {
+ "tags": [
+ "results_cell"
+ ]
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-----------------------------------------------------\n",
+ " CEPSTRAL ANALYSIS\n",
+ "-----------------------------------------------------\n",
+ " cutoffK = (P*-1) = 10 (auto, AIC_Kmin = 10, corr_factor = 1.0)\n",
+ " L_0* = 18.297017 +/- 0.057597\n",
+ " S_0* = 127801909.034037 +/- 7361041.782368\n",
+ "-----------------------------------------------------\n",
+ " kappa* = 0.000229 +/- 0.000013 Pa*s\n",
+ "-----------------------------------------------------\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "results = jf.cepstral_log\n",
+ "print(results)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "You can now visualize the filtered PSD..."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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othCA92HSjry8hnMr/ZfJVlZWBXLerDD9V0J17txZWn7+/DlevHiRbZ2LFy+qDFKUth/UxwgKCsJnn30mfTDR19fHxo0b8fjxYyxatAhjxozByJEjsWjRIjx9+hRfffWVVHf37t3YunVrnsSR33788Ucp8TJixAg0a9ZMyxGVPIXxJkyUFX19fbRp00Zav3r1qsr0aJn5559/VNbz6n5NVFB4v6bcSkhIQO/evVXug61bt8bhw4czzByiCd6HqaDl9TWcWxcvXlRZT9+FShuYvCihevbsqbK+fv36bOukL9OjR488ieWHH36QPqTIZDIcOHAAX3zxBQRByFDWwMAAa9asQe/evaVtP/30E5RKZZ7Ekl+uXLkijQZsa2uL+fPnazmikqkw3oSJspP2fh0TE4Nt27ZlWyft/VpPTw+dOnXKl9iI8gvv15QbSUlJGDBgAI4dOyZta968OY4cOfJR05TyPkwFJb+u4Zzy9PRUafXh7OxcKMbpY/KihPrkk09QvXp1aX3FihXw8fHJtPzVq1exZ88eab1Lly6oWLHiR8cREBCg8gYwYsQIdOzYMdt6y5cvl7pc+Pr64vjx4x8dS35JSEjAiBEjpATLkiVLYGFhoeWoSp53795h586d0rqBgQHc3Ny0GBGRZgYOHAgbGxtpfebMmRlGsE9r586duH79urQ+YsQITs9HRUph/dBMhVtycjIGDx6MAwcOSNuaNm2K48ePw8jI6KOOzfswFYT8uobj4uIgiqLG5aOiojB48GCVL4eHDRuW6/PnJSYvSiiZTKYyj3p0dDS6desmdWtI68GDB+jbt690ActkMsyZMydP4ti7d6/UhxCANIVodhwcHPDJJ59I66dPn86TePLD7Nmz8fjxYwBAhw4diuwsKYVJYmIikpKSNC6flJSEzz//XKWZZ//+/Qu06R1RbhkbG2P69OnSur+/P7p37672g/PZs2dVutYZGRmp1CUqaMXpQzMVXqIo4ssvv1QZB61x48Y4efJkniQNeB+m/Jaf1/C1a9dQp04dbN++HdHR0VmWvX37Npo0aaIyLaq9vT0mTZr0UTHkFQ7YWYJ169YNY8eOxR9//AEg5ZuOqlWrYtCgQahduzYSExNx7do17N27V2VWj/nz56NWrVp5EkPaZqHly5dHlSpVNK7bsGFDnDhxAgBUstvpvXnzJvcBZsPMzCzLObs9PDwwb948ACnf9H/4XdPH8fPzwyeffIIpU6agX79+WbZkefbsGUaMGKEyUrOhoSFmzpxZEKFSCbJ//361MwhFRkaqrA8aNEht088FCxagV69eao/99ddf4/Tp0zhy5AgA4MKFC6hQoQKGDBmCqlWrIioqCu7u7jh69Kj0oCgIAv78809OzUdade3aNYwfPx7ff/89unfvnuW3h7dv38awYcPg4eEhbStMH5qp8Lp06RL++usvlW2vXr1CnTp1cnSc8+fPw9HRUe0+3ocpP+X3NXz//n0MGjQIhoaGaNasGWrVqgUnJyeYmpoiPj4er1+/hru7u8qUrEBK4u7w4cOFpuUQkxcl3PLlyxEZGSkNehkdHY1169apLSsIAn744QdMnjw5z85///59adnV1TVHdW1tbaXlrBIUpUuXznlgGpo7dy5++OEHtfuUSiVGjBghJX5mzJiB8uXL51ssJc3z588xevRofPPNN2jSpAlq166NcuXKwdTUFElJSfD398elS5dw9uxZlW/w5HI5du/ejTJlymgxeiqOIiIiVKbFy8zbt28zrZ8ZmUyGHTt2oGfPnlJLs5CQECxdulRteV1dXSxZsgT9+vXLPnCi/+RXAq64fGimwis5OTnDtszutVlJ+2VderwPU34qiGsYSBmz5fTp0xq1Wq9SpQq2bduGunXr5jiO/MLkRQknl8uxZcsWdO3aFb/++qvKtx1pNW7cGHPmzFEZbTkvBAcHS8tHjhxRO0inJkJDQ/MqpDyzfPlyqUVIjRo1+M1RPklMTMSFCxdUWlZkxsHBAZs3b0a7du0KIDKivGVkZIRTp05h9erV+P3339XOEiWTydCmTRssXLgQtWvXLvggqUjLzwQcUPQ/NBPxPkxFkYuLC0aPHo1r167h4cOHahMladWsWROjR4/GsGHDCnSQUE0weUEAgH79+qFfv37w8PDAgwcP8PbtW8jlcjg4OKBBgwb51mIgq8GOcqKwzf/u6+sr9W8UBAFr166FQsE/t7xiaWmJ7777DteuXcPdu3dVxk1Rp0KFChg1ahRGjRoFc3PzggmSSpxhw4ble998QRAwduxYjB07Fjdv3sTjx4/h7+8PAwMDODo6omnTprC3t8/XGIhyojh9aKbCq1WrVjkaW+Vj8D5M+SE/r2EnJydp1sPo6GjcvXsXvr6+CAoKQkxMDBQKBczNzeHk5ISGDRvC2to6X+LIC4JYUH/pVGxt3rwZw4cPl9bPnTuHVq1aaVTXzMxM+qbGwsIClpaWuY7D29s713XzWq9evaSRgseMGZPtWBe//PKLyhgMPj4+cHZ2zs8Qi434+Hjcv38fL168QEBAAKKjoyGXy2FmZgY7Ozs0aNAATk5O2g6TiKjEK+ofmomISLv4VTBplZWVlZS86Nu3L9auXavliPJG2maEhw8fxj///JNl+ZCQEJX1Vq1aqbTUuHv3bpYDg5Zkenp6aNiwIRo2bKjtUIiIKAtGRkZwc3PjNNVERJQrTF6QVlWpUkV60Pf09NRyNPnDz88vx3V8fX1V1rNrZktERERERFScybQdAJVsrVu3lpavXbuG9+/fazEaIiIiIiIiKoyYvCCt6tOnj9Q9Ijk5GQsXLtRyRHnj3r17EEVR458ZM2ao1Pfx8VHZz0EmiYiIiIioJGPygrTK2dkZn332mbS+ePHibMeHSE8UxWxnmyAiIiIiIqKii8kL0roFCxZIU0olJSWhW7du+P333xEXF5dlPX9/f6xYsQJVqlTBnTt3CiJUIiIiIiIi0gIO2Eka279/P77//vsM2yMjI1XWBw0apHZu9gULFqBXr14ZttvZ2WHfvn3o2LEjIiIikJCQgMmTJ2PevHno0KEDateuDUtLSyQnJyMsLAxeXl64c+cO7t69W2BzehMREREREZH2MHlBGouIiMDz58+zLff27dtM62emSZMmuHbtGnr06AEvLy8AwPv377Ft2zZs27Yt23PK5fJsyxAREREREVHRxG4jRdD9+/eho6MDQRCkn1atWmk7rI9WtWpVeHh4YM2aNahWrVq25atVq4ZJkybh7t27aNCgQQFESERERERERNogiGx3X6QkJyejcePGuHXrlsr2li1bwt3dXTtB5RM/Pz9cu3YNgYGBCA0Nha6uLiwsLFChQgVUr14d1tbW2g6RiIiIiIiICgC7jRQxS5YsyZC4KK4cHR3Ru3dvbYdBREREREREWsZuI0XIixcvMGPGDACAtbU1SpUqpeWIiIiIiIiIiPIfkxdFyKhRoxATEwMAWLx4MYyNjbUcEREREREREVH+Y/KiiPjzzz/x77//AgA++eQTDB48WMsRERERERERERUMJi+KgMDAQEyePBkAoK+vj9WrV2s5IiIiIiIiIqKCw+RFETBu3DiEhoYCAH766Se4uLhoOSIiIiIiIiKigsPkRSF36NAh7N27FwDg6uqKKVOmaDkiIiIiIiIiooLF5EUhFh4ejrFjxwIABEHA2rVroaOjo+WoiIiIiIiIiAqWQtsBUOa+//57vH37FgAwcuRINGvWrEDOGxYWhvPnzyMsLAwRERGws7ODrq5uro5lYWHBKV2JiIiIiIgKQHx8PF6/fi2tt2zZEubm5toLKA8xeVFIXbhwAevXrwcA2NraYv78+QV27vPnz6NHjx4Fdj4iIiIiIiLKewcPHkT37t21HUaeYLeRQiguLg4jR46EKIoAgKVLlxZotiwsLKzAzkVERERERET5ozg92zF5UQjNnDkTXl5eAIAOHTpgwIABBXr+iIiIAj0fERERERER5b3i9GzHbiOFzP3797Fo0SIAgIGBAVavXl3gMdjZ2ams//jjj2jUqFGujsUxL6igeXt7q3R7OnjwIKcXpiKF1zAVdbyGqSjj9UtF3bmjR/HNDz9I6+mf7YoyJi8KkeTkZHz55ZdISkoCAMyYMQPlypUr8DjSD87ZqFGjYtNPikoeFxcXuLq6ajsMolzjNUxFHa9hKsp4/VJR8/zRI5X13E68UBix20ghsmTJEty+fRsAUKNGDUyaNEnLEREREREREVFRIRajZEV6TF4UEgEBAZgxYwYAQCaTYd26dVAo2DCGiIiIiIiIiE/HhURAQABiYmIAAHK5HIMHD862jp+fn7R8/fp1lf547dq108p4GURERERERER5jcmLQigxMRHPnz/PUZ24uDiVOtWrV8/rsIiIiIiIiKgQE2JjtR1CvmG3ESIiIiIiIqLiIDlZ2xHkGyYvConatWtDFMUc/ZQtW1aq37JlS5V9Bw8e1N6LISIiIiIiIspDTF4QERERERERUaHG5AURERERERERFWpMXhARERERERFRocbkBREREREREREVakxeEBEREREREVGhptB2AJR7L1++1HYIRERERERERPmOLS+IiIiIiIiIigHR2FjbIeQbtrygDCwsLLJcJyrMrK2t8f333wMADAwMYG1treWIiHKG1zAVdbyGqSjj9UtFXXF+lhNEURS1HQQVLp6enqhevbq07uHhAVdXVy1GRJQzoaGhAIrXzZpKFl7DVNTxGqaijNcvFWXF+VmOLS+IiIiIKE+ZmJhoOwSiXOP1S0VaUpK2I8g3HPOCiIiIiIiIqDiIidF2BPmGyQsiIiIiIiIiKtSYvCAiIiIiIiKiQo3JCyIiIiIiIiIq1Ji8ICIiIiIiIqJCjckLIiIiIiIiIirUmLwgIiIiIiIiokKNyQsiIiIiIiIiKtSYvCAiIiIiIiIqDvT0tB1BvmHygoiIiIiIiKg4YPKCiIiIiIiIiEg7FNoOIL9s2bJF2yHA1NQUPXr00HYYREREREREREVasU1eDBs2DIIgaDWGChUqMHlBREREREREBSMmRtsR5Jti321EFEWtnFMb5yUiIiIiIqISLClJ2xHkm2KfvABSkwkF9aPtFh9EREREpEoQBOln8+bNWoujVatWUhzDhg3TWhz5qSS8RiIqeMW228gHLi4u8PLyKtBzymQyJjCIiIiIiIiI8kiJaHlBREREREREREUXkxdEREREREREVKgV624j2hw0kwN2EhERERUeheWzmbu7u7ZDICIqkopt8mLTpk0AAFNT0xJ1biIiIiIiIqLiptgmL4YOHVoiz01ERERU2ERERODChQt48+YNQkJCYGFhAQcHB7Ro0QIWFhYfffyEhARcvHgRvr6+CAwMhKGhIbp37w5nZ+ePPnZSUhIuXrwILy8vhIaGwtbWFi4uLmjWrBlkMu30wFYqlbh06RKePXuGoKAgmJubo2rVqnBzc4NCkfOP9wkJCXj48CGePHmCwMBAxMbGwtTUFDY2NmjYsCHKlSuXD6+CiChnim3ygoiIiIi06/Hjx/jxxx9x/PhxJCYmZtivUCjQrl07zJs3DzVr1szyWMOGDcNff/0FAGjZsiXc3d0RExODn376CZs2bUJoaKhKeTMzM5VpOtPOBLdp06Zsp/BUKpVYtmwZfvvtN7x//z7D/jJlymDq1KkYO3Zsjo7fqlUrnD9/HkDKF16ZTdv6yy+/YObMmQCAsmXL4uXLlwCAlStXYv78+Xjz5k2GOtbW1pg9ezZGjRqV5WsDgPfv32P37t04cOAALl++jNjY2EzLVqlSBVOnTsXQoUM5ox5RYVeMW/9zwE4iIiIiynPr169HzZo1cejQIbWJCyClVcOJEydQt25dLFu2LEfHf/36NerVq4fFixdnSFx8rLi4OHTq1AkTJ05Um7gAgFevXuHrr7/GgAEDoFQq8/T86iQmJqJXr1745ptv1CYuAODdu3f46quvMGXKlGyPt3LlSnz99dc4c+ZMlokLAHjy5AmGDx+Onj17Ijo6OlfxExF9LLa8ICIiIqI8tWHDBqlFwgfNmjVD586dYWtri3fv3uHUqVPS4JXJyckYP348RFHE+PHjsz1+QkIC+vbtiydPnkAQBLRp0wZt2rSBnZ0dQkNDcf36dejq6uY6/oEDB+Kff/6R1vX19dG9e3c0atQIJiYm8PX1xYEDB+Dp6Yldu3ahSpUquT6XpsaNG4cDBw4AANzc3NC+fXs4ODggKioK7u7uOHTokDQo6aJFi9CmTRt06tRJo2Pb29ujWbNmqF27NqysrKCjo4PAwEBcvXoVJ06cQFJSEgDg0KFDGDt2rNQChoioIDF5kQPh4eFITEyElZWVtkMhIiIiKpS8vLwwceJEad3Q0BB///03evbsqVLuhx9+wLFjxzBgwABERUUBAKZOnYo2bdpk24Xk6tWrAAA7Ozvs27cPTZs2zbP4t23bJiUJAKBq1ao4cOAAKleurFJu1qxZWLx4MSZPnoxff/01z86vzuvXr7Fu3TpYWFhg165daNeuncr+7777DidPnkT37t2RkJAAAJgxY0aWyQuZTIbu3btj/PjxaNGiRabjd7x8+RIDBw6UfudbtmzBsGHD0Lp16zx6dUSUp/5LNhZHJbbbiFKphFKpzHbarKioKEydOhWOjo6wtLSEra0tTE1N8fnnn0t9D4mIiIgoxbRp01S6IWzbti1D4uKDLl26YNeuXdJ6QkICfvjhB43Oo6Ojg1OnTuVp4kIURUyfPl1at7CwwD///JMhcQGkjHExadIkTJ8+Pd+7jSiVSigUChw/fjxD4uKDjh07YtKkSdL6zZs38ezZs0yP+f333+PgwYNo1apVlgOPOjs74+TJk6hQoYK0bcWKFbl4FURUIGJitB1BvimRyYuJEydCR0cHOjo6+OKLLzItFxkZCTc3NyxatAj+/v4QRRGiKCIqKgrbt29HzZo1pSw0ERERUUn39u1bHDx4UFr/9NNP0aNHjyzrdO7cGX369JHWT548iefPn2d7rjFjxmTbQiOnzpw5o/Ll1P/+9z84OTllWWfatGnZlskLX3zxBRo3bpxlma+++kpl/caNG5mW1dfX1/jcpqammDZtmrT+zz//IDk5WeP6RER5oUR2Gzl48CBEUYQgCPjuu+8yLTdx4kQ8ePAAQEp2PX0rjaioKHTv3h2PHz9GqVKl8jVmIiKikkYURUTEFd/mr/nJVF+hlVkhTp48KY2PACDDuBeZ+frrr7F3714AKf/vx48fxzfffJNlneHDh+c+0EycOHFCWpbL5Rg6dGi2dfT19TF48GDMmzcvz+NJS5PXW7ZsWdjZ2SEgIABAymwveeWTTz6RlqOjo/H48WNUr149z45PRJSdEpe88Pf3x8uXLyEIApydnVG7dm215Xx8fLB582bpjV9fXx+jRo1C5cqVcf/+fWzcuBHJyckIDg7Gr7/+iqVLlxbciyAiIioBIuKSUGvmP9kXpAzuz2gPMwOdAj/v9evXpWVdXV20adNGo3otW7aEiYkJIiMjpeNklbwwNjbO81YXQEpXiw9cXV1hbW2tUb1WrVrla/JCR0cH9erV06iso6OjlLwICwvLsxjs7e1V1v38/Ji8IKICVeKSFw8fPpSW3dzcMi23detWqTmcQqGAu7s7GjRoIO1v3bo1BgwYAAD4+++/sWjRIigUJe7XSURERCTx8vKSlqtWrQodHc0SKIIgoHr16lJ33LTHUadcuXJZjtOQWz4+PtJytWrVNK7n6uqa57GkZWlpqfHv0tjYWFrWZFrThIQEnDp1CkePHsWDBw/g4+ODyMhIxGTTbz4vEyNERJoocWNe+Pr6SstZvdEcO3YMQMqbaY8ePVQSFwDQr18/1K9fHwAQGhqK+/fv50O0REREREVHaGiotGxjY5Ojura2tmqPo46pqWnOAtNQ2gdyCwsLjevlpGxu5GR8irSyG5j+wIEDcHFxwaeffop169bh2rVrCAwMzDZxAQBxcXG5iomIKLdKXFOB8PBwaTmzcSoiIiJw+/ZtqcvIhxYW6bVv3x63bt0CAHh4eGjcnI+IiIiyZ6qvwP0Z7bUdRpFkqq+dj3gfpjwFUqZIzQkjIyO1x1Env1q7xsfHS8t6enoa18tJ2cJi1apVGDdunNp9JiYmMDExgb6+vsrYKWkHUs0uMUJElNdKXPIi7ZtSZs3vrl69Kk15JZfLVQYoSsvZ2VlaDg4OzrsgiYiICIIgaGXcBsq9tF0WNPn2Pq20XRzSHqcgmZqaIiQkBACk8Tc0ERERkV8h5YtHjx5hwoQJ0rqxsTHGjh2Lrl27onbt2jAxMclQRxTFfOmqQ0SkqRKXvEib1f/w5pTe+fPnAaR8aKpVq1amTRPTJj/YdI6IiIhKurTdJ4KCgnJUN235/O6GkRlra2vp8+Hr1681rvfmzZv8CilfrFixAomJiQAAAwMDXLp0CbVq1cqyDse4ICoiimBLME2VuPRp2v6UaQfvTOvDeBcA0KxZs0yPlbY/Zk6bRhIREREVN5UqVZKWnzx5Ij0gZ0cURZXPZWmPU5DSPsDfu3dP464Rd+7cya+Q8sW///4rLQ8ZMiTbxAUAvHjxIj9DIqK8wuRF8VGnTh1p+ciRIxmaNN66dUvlzTOrKb7S3sTTJkWIiIiISqLGjRtLy/Hx8Th79qxG9S5cuKDSTSPtcQpSkyZNpOWgoCBcvnxZo3r79u3Lr5DyhZ+fn7SsSeICUE14EBFpQ4lLXlSpUgUVK1YEkDJOxaBBg6TmgT4+Phg+fLhU1sTEBO3bZz5Q2I0bN6TlChUq5FPEREREREVDx44dVQbTXLNmjUb1/vjjD2lZJpOhc+fOeR6bJvr3768S/2+//ZZtnbt37+L48eP5GVaeS9uiRJOuzwkJCVi9enV+hkRElK0Sl7wAgEmTJkk37cOHD8Pe3h729vZwcXHBo0ePAKSMdzFq1CgYGBioPUZgYKA004hCodA4a01ERERUXNnb26Nnz57S+sGDB3H06NEs65w8eRK7d++W1jt06IDy5cvnW4xZsbe3R58+faT1EydOYNmyZZmWDwkJweeffy4N9F5UlClTRlrO7v8HAL7//nu8fPkyHyMiojyTw8GSi5ISmbwYNWoUunXrJiUwEhMTERgYqJKFdnFxwU8//ZTpMXbt2gWlUglBEFCnTp0iOUUWERERUV6bPXu2ypc/AwYMwOHDh9WWPX78OPr16yet6+rqYt68efkeY1Z+//13lcHax48fjxEjRuDp06fStvj4eOzduxf169eHp6cnqlWrpo1Qc61Dhw7S8tmzZzNtYRIdHY1vvvkGy5Yt40wjREVFUpK2I8g3JfYutHfvXkydOhX6+voq20VRRKdOnXDu3Dm100QBgFKpxIoVK6T1Tp065WusREREREVFpUqVsHjxYmk9Ojoa3bt3R4sWLTB37lz8+eefmD9/Ptq0aYMuXbqojHUxf/581KxZUxthSxwcHLBz507o6upK2zZu3IgqVarAwsICpUuXhomJCfr27QsfHx8YGhqqtBwBALlcXtBh58iECRNUPgNPmzYNderUwaxZs7Bp0yasWrUKY8aMQfny5bFy5UoAKUkpIiJtKnFTpX6go6ODuXPn4ueff8a1a9cQEBAAQ0ND1KlTR6UpnTpv377F4MGDpfUhQ4bkd7hERERERcaIESMgiiK+/fZbJP33LeDFixdx8eJFteVlMhl+//13jB8/vgCjzFynTp1w5MgRDB8+HG/fvpW2h4WFqUwZWrZsWezduxcuLi4q9dO23CiMnJ2dsXnzZgwePFj6/7l37x7u3buntvzo0aPx448/4n//+18BRklEpKrEJi8+MDAwQOvWrXNUx8nJCTNmzMiniIiIiIiKvpEjR6JVq1b44YcfcOLECbXTpsrlcrRv3x7z5s3TeouL9Nq3b4/Hjx9j48aN2L9/P7y8vBAWFgZbW1u4uLigf//+GDhwIExMTODv769S19zcXDtB50D//v3h6OiI8ePH4/bt22rLVK9eHTNmzFAZB4SISFsEUdMJrKnE8PT0RPXq1aV1Dw8PuLq6ajEiopwJDQ0FAFhYWGg5EqLc4TVMRd2Hb/M/zNwRHh6O8+fP482bNwgLC4OZmRkcHR3RsmXLYnGd//PPPyrjSLx58waOjo5ajChnPD09cf36dQQFBUFPTw/29vaoWbNmkRvLI6+kv36JihLPq1dRvWlTab04PcuVmL9If39/2NjYqO2DqFQq4e/vX6TeZIiIiIiKCjMzM3z66afaDiPfpJ0q1dbWtsh9pnR1dS02DzdEVHyViAE716xZg8qVK2PdunVq969fvx5VqlTB2rVrCzgyIiIiIirK3r59i82bN0vrHTt21F4wRETFWIlIXpiamiIqKgqzZs1CTLp5b2NjYzFz5kzExMRkOrsIEREREZUcjx49QkRERLblQkND0bdvX4SHh0vbvvrqq/wMjYioxCoRyYuBAwfCzc0NQUFBKlN3AcDixYsREBCA5s2bY+DAgVqKkIiIiIgKi8OHD6Ns2bL49ttv4e7ujujoaJX9fn5+WL16NWrXro0rV65I2/v3748mTZoUdLhERKkK+WxHH6NEJC8AYNWqVZDL5Vi0aBGCg4MBAMHBwVi4cCEUCoU0hzURERERUVhYGFasWIHWrVvD1NQUNjY2cHZ2hrm5OZycnDB27Fi8evVKKl+rVi388ccfWoyYiKh4KzHJixo1auDrr79GREQEZs+eDQCYPXs2IiIiMG7cOJXZNYiIiIio5NLR0VFZVyqVePfuHXx9fVW6iACATCbDoEGDcPHiRVhaWhZkmEREJUqJmio1MjISlSpVQlhYGE6cOIGOHTvC0tIST58+5XgXaXCqVCrqOM0kFXW8hqmoKw5TTd64cQOnTp3CtWvX4O3tjYCAAMTExEBHRweWlpaoUKECWrVqhQEDBqBq1araDpfyUHG4fqnk8rx/H9Vr15bWi9OzXLH9i0zbjC+tb7/9FtOmTUPnzp2RmJiIb7/9FqGhodIHxbTKlCmT32ESERERUSHUsGFDNGzYUNthEBHlTLoJKoqTYpu8KFeuXKb7BEFAXFwcBEHAtGnTMG3aNLVlPmRdiYiIiIiIiEh7im3yIqveMIIgQBCELMuVoN40RERERERERIVasR2wU6lUqv1ZsmQJRFGEubk5AGDJkiWZliUiIiIiIiIi7Su2yQt1AgMDMWPGDJiYmODChQswMjLCzJkz8e7dO22HRkRERERERESZKFHJiylTpiAyMhITJ06Eq6srJk2ahLCwMEyePFnboRERERERERFRJkpM8uLSpUv4+++/YW1tLSUrJk+eDBsbG/z999+4cuWKliMkIiIiIiIiInVKRPJCqVRi3LhxEAQB06dPh5GREQDAyMgIP/30E0RRxNdff81BOomIiIiIiIgKoRKRvFi5ciUePHiAcuXKYfTo0Sr7vvrqK1SoUAEPHjzAihUrtBQhERERERER0UfS09N2BPmmRCQvnJyc4OjoiF9//RUKherssAqFArNnz4a9vT1Kly6tpQiJiIiIiIiIPlIxTl4osi9S9PXq1QsdO3aEoaGh2v39+/dH165dpe4kRERERERERFR4lIiWFwAyTVx8wMQFERERERERUeFUYpIXRERERERERMVaTIy2I8g3TF4QERERERERFQdJSdqOIN+UiDEvNBUVFQV/f3+EhYUhLi4uR1OntmjRIh8jIyIiIiIiIiq5Snzy4sWLF/jjjz9w4sQJPH36NEcJiw8EQUBSMc5wEREREREREWlTiU1eiKKIWbNmYc6cOUhOTpa2EREREREREVHhUmKTF19//TXWrl0LURQhCIJK4kIQBADqkxkf9mW2n4iIiIiIiIjyVokcsPPw4cNYs2aNtG5ubo6ff/4ZFy5cgJeXl5SUcHZ2xosXL3Dnzh3s3bsXY8aMgZGREURRhEwmw2+//QYfHx+8ePFCWy+FiIiIiIiIqNgrkcmLOXPmSMtVqlTBgwcP8Msvv8DNzQ0uLi7SPoVCAWdnZ9SuXRu9evXCqlWr8PLlS/To0QPJycmYNm0adu7cibJly2rjZRARERERFVkvX76EIAjSj7u7u7ZDypG0sW/evFnb4RAVeyUueREQEICbN28CSLnh7Nq1C46OjhrXt7S0xL59+9C7d2+Ioojp06fj4sWL+RUuERERERERUYlX4pIXV69eBZCSuGjTpg1q1KiRadnMxrQQBAFr166FmZkZlEolfvzxx3yJlYiIiIiIiEhjpqbajiDflLjkhb+/v7TcokWLLMvGx8dnus/S0hLdu3eHKIq4evUqfH198yxGIiIiIiIiIkpV4pIXYWFh0rKDg4PaMvr6+hBFEdHR0Vkeq169etLyrVu38iQ+IiIiIiIiIlJV4pIX+vr60nJm3UJM/2tqExYWlmXrC9M0TXLStuggIiIiIiIiKnBJSdqOIN8otB1AQbOyspKWg4OD1ZZxcnJCUFAQAMDDw0OlhUVaAQEB0nJUVFQeRklERERU/CQkJODixYvw9fVFYGAgDA0N0b17dzg7O6stHx8fj8uXL+Ply5cICgqCgYEB7O3t0aJFC9jZ2eUqBj8/P9y6dQuvXr1CREQE5HI5TExM4OTkhCpVqqBSpUoQBCFHx3v48CF8fHwQHh4OmUwGS0tLuLi4oHHjxipfnH0MpVKJK1eu4NmzZwgICICxsTHq1q2Lpk2bZhnvgwcPcPPmTQQGBsLIyAiVKlVCmzZtoKen99ExeXt74/bt23jz5g3kcjnKlCmDNm3awNzc/KOPrYmkpCRcv34d3t7eCAwMhEKhgJ2dHZo0aYJy5crl+rhKpRKXL1/Gs2fPEBISAltbW1SoUAFubm6QyUrcd79U1MTEaDuC/COWMFevXhUFQRBlMpn4+eefqy0zbNgwqcycOXMyPVbLli2lcuvWrcuvkAuch4eHCED68fDw0HZIRDkSEhIihoSEaDsMolzjNUxF2dChQ6XPEC1bthRFURSjo6PFiRMnihYWFiqfMQCImzZtynCMFy9eiIMGDRINDQ0zlAcgCoIgtmzZUrxx44bGcZ07d05s3ry52uOl/bGwsBAHDRokvnr1KtNjubu7i2PHjhXLly+f5bH09PTE4cOHi8+fP9coxk2bNqnU/2DdunVimTJl1J6jcuXK4rlz5zIc6+TJk2KNGjUyfY0bNmzQKCZ1/1d37tzJ9Hepp6cnfvHFFxrdw3x8fFTqqnsd6gQGBopjx44Vzc3NM/3d16lTRzx16pRGx0trw4YNooODg9pjOjk5icuXL8/yd0OkbR5XrhTbZ7kSl7yIjo4WdXV1RZlMJlaoUEFtmZ07d4qCIIiCIIg2Njbi27dvM5TZsmWLVEYmk4m3b9/O79ALTHbJi+RkpahUKrUUHVH2+OBHRR2vYSrK0icvXr16JVapUiXTh8z0D31r1qwRdXV1s00yfEhiLF68ONuY5s6dq9Hx0v6cPn060+Pl9Fimpqbi8ePHs40zffJCqVSKQ4YMyfb4CoVCPHz4sMrrFQQh23q//fZbtjGl/7/avXu3qK+vn+2xHR0dxWfPnmV57NwkLw4fPiyamJho/LufMGFCtscURVFMSkoSP/vsM42O2a9fPzE5OZnJCyqUinPyosR1GzE0NETDhg1x+fJl+Pj44M6dO6hbt65KmW7dusHS0hKhoaF49+4d6tWrh/Hjx6NWrVqIi4vD0aNHsXnzZqmJXqVKlTIcozh58eASXF1dAQBXt/+Gek8X4bW8NCKb/4wK9drAxNQCymQlZHI2oyMiIqJUCQkJ6Nu3L548eSJNU9+mTRvY2dkhNDQU169fh66urlR+/vz5+OGHH1SO0bx5c7Rt2xaOjo6Ii4vDnTt3sGfPHkRFRUEURUycOBF6enoYO3as2hhOnTqlMq29rq4uOnfujAYNGsDW1haCICAsLAxeXl64efMm7ty5o/Hrk8vlaNiwIRo2bAhnZ2eYmZkhJiYGXl5eOHr0KF68eAEAiIiIQO/evXHz5k3pM5UmZs2ahS1btki/h44dO8LOzg7BwcE4fPgwLl26BCCl+8SQIUPg5eWFEydOSK+3YsWK6NWrF8qXL4+kpCRcvHgRu3fvhlKpBABMnz4dHTt2RJ06dTSK59GjR1i1ahXi4uJgbGyMPn36oG7dutDV1cXjx4+xa9cuqVu1n58f2rZti1u3bsHa2lrj15yV7du3Y8iQIUhOTpa21a1bFx07dkTZsmWRnJwMDw8P7N69G+/fvwcALFmyBAqFAgsWLMjy2OPGjcOOHTukdR0dHXTt2hXNmzeHiYkJfHx8sGfPHjx79gy7d+9G1apV8+Q1EVEOaDt7og0LFy6UWkx88cUXasusXbtWKvPh37Q/aVtdpM10FwfpW16c+tpF2hc2w14UZ5iq/Fxa+50Y9rO9eO33vmJcXIwWIydKwW+tqajjNUxFWdqWFx9+7OzsxMuXL2dZ7+zZs6JMJpPqlClTRrxy5Yrasn5+fmKTJk2ksgYGBuLTp0/Vlm3ZsqVUrkKFCqK3t3eWcbx+/VqcNm2aeP369UzL2Nvbi7///rsYEBCQaZnk5GRx1apVoo6OjnT+Fi1aZHnu9C0vBEEQjYyMxEOHDqktP2vWLJXyX375pdQqYdasWWJSUlKGOv/8849KTL169coyprTH//D/06BBA9HX1zdD2YiICLF///4qdQYPHpzpsXPS8uLRo0cq3YgsLS0z/QweGhoqdu/eXeX36O7unumxT58+rRJH2bJlxZs3b2Yol5SUJP7vf/9T+V18+GHLCyosinPLixKZvHj9+rU4bNgwcdiwYeLIkSPF+Ph4teUmT56skqRIn7yQyWTi77//XsDR578M3UbGGInvA16JYe8DMiQu0v9c27dM2+ET8cGPijxew1SUpU9e6OjoiPfv38+yTnJyslihQgWpjo2Njfj69ess60RERIjlypXL8iE5Pj5elMvlUpmDBw9+1Gv7IDY2VuOyq1atUvl9ZPW7SJ+8ACAeOXIk0/JKpVKsXbt2hjrff/99ljGNGzdOKqunpydGRkZmWjb9sZ2cnMR3795lWj4xMVElYZTVa85J8qJ169ZSOUNDQ/HevXtZvsbExESxUaNGUh03N7dMy6b9HRoYGIgPHjwQExMTMy3/1VdfZfi9MHlBhUVxTl6UyHb+Tk5O2LRpEzZt2oR169apNFdMa+HChTh16hQ6dOgAXV1diCnJHhgYGODTTz/F5cuXMXHixAKOXjvePrkJ/xceGhS8l++xEBERUdExZswY1KxZM8syBw8exPPnz6X1pUuXwsnJKcs6JiYmmD9/vrS+Z8+eDDPJvX//XqWLQaVKlXISeqZyMoPI6NGjVWa+OHHihMZ1O3fujK5du2a6XxAEDBo0SGWblZUVZs6cmeVxhwwZIi3Hx8fj3r17Gsf022+/qczel55CocDKlStVZkBZv369xsdX5+7duzh37py0Pn36dNSqVSvLOgqFAitWrJDWL126BA+PjJ9lb968qfL6x48fn22XkHnz5sHCwkLD6Ikor5S4MS9yql27dmjXrh1EUURwcDBEUUSpUqVK3DRJ8be3Icq8Qrbl5AnhBRANERGVCKIIxPF9JVf0zYAcTPeZn4YPH55tme3bt0vLDg4O6N+/v0bH7tmzJ0xMTBAZGYn4+HhcuHABPXv2lPYbGhqqlL9y5UqBj1Ugk8nQunVr+Pj4AEh5WNZU2iRDZtKPu9a3b99skyu1atWCXC6XEjtPnjyBm5tbtucyNzfX6P+mevXqaNq0KS5fvgwAOHz4sEoiIae2bdsmLevq6uLrr7/WqF6DBg1QtWpVPH78GABw+vRpVK9eXaXMkSNHVNZHjBiR7XHNzc3Rr18/rF27VqM4iChvMHmhIUEQsswyF3f1I84AEWeyLecYcS//gyEiopIhLhyYX1bbURRNU30BA3NtRwFjY+NsW10AkAaeBICOHTtq/CWRQqFA3bp1cf78eQDA9evXVZIX5ubmKFeunJQ4mDhxIkxNTdG7d+8C/SLK3t5eWvbz89O4XqNGjbItY2trm+M6urq6sLCwkAa1DAsL0yieVq1aZdpiOb2OHTtKyYtXr14hMDAwQ6yaunjxorTs5uYGU1NTjes2bNhQSl5cv349w/4bN25IyxUrVpQGN81Ox44dmbygwklPT9sR5JsS03xAqVRiy5Yt6N27N8qVKwdjY2OYmZmhYsWKGDx4MA4ePKjtEIsFe7zHzRN/aTsMogIRFBEH3+BobYdBRFRolStXLtskQUBAAAIDA6X1nMzGAag+vL958ybD/tGjR0vLERER6NevH0qXLo3Ro0dj165dauto6sWLF5g7dy66d++OihUrwtLSEjo6OhAEQeVnzpw5Uh1NEwUAYGdnl20ZIyMjlXVNEwRp60VHa/ZeVqNGDY3KqSv79OlTjeumd//+fWk5r6+PJ0+eSMvpW2VkJSe/C6ICVYyTFyWi5YWXlxd69Ogh3TRFUZT2RUZG4sWLF9ixYwcaNWqEffv2qWTHSb2blaegTu8p8Lr5D0z+nYrSytRvERpc/xYvXerBuaLmbwBERYlvcDRaLnSX1lcPqotONXjfICJKT5NvyNOPUzFp0iRMmjQpV+cLDQ3NsG3SpEm4dOmSSveAt2/fYu3atdI35y4uLujQoQMGDx6Mxo0baxTzpEmTsGXLFpXPlZqIi4vTuGxOxtb4mDqavgYbGxuNj5l+elR1/zeaiI6ORnx8vLS+YsWKXHdBURdD2m0f8/qIKP8V++SFr68vmjVrhpCQEIiiKGXA0xNFEdeuXUPz5s1x+/ZtmJmZaSHawknd25lRufpQ6OqhWrNuQNOuwExzlf3O25rhzZBrcCrPObCpeIlLTFZJXADAn5d9MiQv4hKTse36K4THJmJ4U2dYGGnWzJaI0tA3S+n+QDmnXzg+xygU2X/UzElLhOzExMRk2CaXy3Hw4EGsWbMG8+fPx6tXrzKU8fb2hre3N1atWoWWLVti7dq1qFy5stpzvHv3Dq1atcKjR4/UnqtUqVLQ09NT6V4REhIiPSTnNNlRmBgYGGhcNn2LkKioqFydM7+vj7StTj7m9RFR/iv2yYuRI0ciODhYSlqIogi5XA4rKyskJSWpJDVEUYSPjw8mT5780aMiFyf9HWxRwVYHjklJqJKQgOrxCbAyTnNzFwQk/i8QOr+pNlP0u3mEyQsqdi4+e59h282XGb/JWXjqKTZeSulj/TokBkv6187v0IiKH0EoFOM2UP5KP6img4NDjh4i09dVRyaTYezYsRg9ejQuXryIM2fO4NKlS7h+/TpiY2NVyp4/fx4NGzbExYsX1Y7XMX78eJXERZMmTTBmzBi4ubmhTJkykMvlGerMmDEDs2bNytVrKkzS/66ykr4rirGxca7Omf76sLa2ztGYF2mpm8HGyMgIERERAD7u9REVGmqSdMVFsU5e3Lt3D2fOnJESE3Z2dpg7dy569eoFExMTACnN/rZu3YoZM2YgKioKoihi69at+O2339gc7D8JMhl8dHXgo6uDS4b/fZi4PQ6uL13RsnRLtC3TFpUsKuFm5Slo8HShVE9876WliInyz62XIRm2lUrTqiImIQlT9z3EkftvpW1nnwQVSGxEREVR+gHRFy1ahM8++yxfziWTydCyZUu0bNkSAJCQkIDLly9j37592Lp1q/QQGxERgS+//DLDzCABAQHYsWOHtD548GD89ddf2Y7rkZetB7QpKEjz97N3796prOd2alFzc3OVmVEmTJiAH3/8MVfHUsfCwkL6f/+Y10dUaGgw4GxRVawH7Ny5cyeAlOZ5NjY2uHbtGoYOHSolLgCgVKlSGD9+PM6ePQu9/wY3SUxMxIEDB7QSc1HiGeyJP+79gd6He+Ozo5/Bp24lXLBPnT7LIIpNfan4CYzI2Fc5ODoBnm/Dsf/OG1T7+ZRK4gIAwmMTCyo8IqIix8HBQeWbdE9PzwI7t66uLlq3bo2VK1fi2bNnKl1Fbt26lWGQybNnz0rdPgRBwPz58zWateTFixd5G7iWPHz4UOOyHh4eKuuZdcPJjiAIKnXz+vpIe+z0MWclJ2WJKG8U6+TFh2y5IAj49ddfUaZMmUzL1qtXD998802GugQsbrUYY5Jr47uQMLSLjoGNmmyeR7AHfr32KyYb3MZyCzMEy2QwTMj4DTVRURcRpz6bfe91GH7Yn/mHupiE4psFJyL6GHK5HM2bN5fW0w6sWZBsbGwwb948lW3px7VIO82ptbV1pt1U0oqPj1eZCrYoc3d3R0JCgkZlT548KS2XLl0619OkAkDr1q1VjqvJVKaaSju17LNnz6RpdbOT9vURUcEo1skLL6+UbguCIKBPnz7Zlu/Xr5+0/OzZs3yLq6gpb1YeQ/osR+cIAywMDMZvpl9i/6f78V3d7+BaSnW6qlgxAevNzdChtAN2mEUjPD5cS1ET5Y/IuEToIAmD5afxUn8gdujMhpMQhOkHPZCQpMy0XlBEfKb7iIhKugEDBkjLDx48wIkTJ7QSR/rWAYmJqi3n0g62mXYGjKz89ddfxabbSFhYGPbs2ZNtuUePHuHy5cvSevfu3T/qvGmvj+Dg4Dwdm65bt24q6xs2bMi2Tnh4OHbv3p1nMRCRZop18iI8POXB2draWqN+dlWqVMlQl1IYm1rAdtojRIx7hEZ9J6OiRUWMqDECO7vuxL5P92Fw1cEw0UntjhMvk2GPmQ467++MrY+2IjGZzeapeIiMTcQu3VmYrbMJANBE/gij5UegbvB4GZQQkJLQUNfdhIiIUgwYMADly5eX1keOHInXr1/n6BjqpiANCQlBZGSkxse4f/++yrqzs7PKetpWvOHh4bh48WKWx/Px8cHUqVM1Pn9R8L///Q8hIZm3rk1OTsY333yjkugZMWLER53Tzc1NpXXO1KlTM/xfZScpKUkaNyOtBg0aoHbt2tL60qVLM3QXSi+73wER5Y9inbyIioqCIAgqY1xkJe2UR+qmUipooijC29sbBw8exIoVKzBnzhwsWbIEf/31F+7du6f2Bpyf5AoFLKwzNo+sZFEJUxtOxT99/sHoqiNRKik1roiECCy4uQC9DvfCzQB2xaGi7ZRnAIyCbqOuzFtl+2DFvxnKXh1ogNsG4/BYbzg6ym7g3FMO7EVElBmFQoH169dLM3X4+fmhUaNGOHLkSLZTi3p6euLHH39EhQoVMux78OABypQpgx9++CHbsRIePnyIyZMnS+uOjo6oX7++Spk2bdqoTP/6xRdf4OXLl2qPd/nyZbRo0QJhYWEajYtRFMhkMrx69QqdO3fGmzdvMuyPiorC559/jrNnz0rbBg8ejFq1an30uVevXi3NWBIZGYkWLVpg8+bN2X4e9vHxwdy5c+Hs7JzpIJsLF6YOOB8TE4Nu3brhwYMHGcolJyfj559/xh9//FFs/k+JipJiPdvIx9DWHNyRkZE4cuQIDh8+jLNnz2Y5krGFhQWGDx+OyZMnw97evgCjVM9Y1xhfN/wWvU4sxDFTYIO5KaL/u7G/jHiJL059gd4Ve2NCvQkw0ysc888TaSpZKeKHfQ8wSPYow773ouqUbecHmsJ+f9eUFQEYoTiOvhca4odOVTLUJSKiFG3atMHSpUvx7bffQhRF+Pv749NPP0WlSpXwySefoHLlyjA1NUVsbCyCg4Ph6emJ69evS2MUfBh4Pb2wsDDMnz8f8+fPR6VKldC4cWO4urrC0tISMpkMAQEBuHLlCk6ePKnyILx48eIMD6g2Njb48ssvsXbtWgCAt7c3XF1d0a9fPzRo0AD6+vrw9/fHmTNn4O7uDiBles5u3bph9erV+fBbK1gTJ07EH3/8gevXr6NatWro27cv6tatCx0dHTx+/Bi7du2Cv7+/VL5MmTJYvHhxnpzb1dUVW7duRf/+/ZGQkICIiAgMHz4cP/30Ezp06IDq1avD3Nwc8fHxCAkJwZMnT3Dr1q0M45ao88knn2D06NFYs2YNgJSER+PGjdG9e3c0a9YMJiYm8PHxwZ49e6Ru6T/99BNmzpyZJ6+NiDTD5EUhEhkZCRsbG7XNHtUJDQ3F4sWLsXnzZmzYsAE9e/bM5wg1E6pTFiPCH6JnZBR+KdcaF8TnUIopTef3PduH82/O49dmv8LN0U3LkRJpLjg6HqExiSinE5BhnyUiYY9gAMAy/TUou1/12736Mi9YGupmqEdERKrGjRsHJycnDB06VJq+0svLS3pgzMqHVhtZ0eRYcrkcS5YsURkLLa3Fixfj3r17uH79OoCUb+o3b96MzZs3Zyjr4OCAQ4cO4fDhw9nGVhS4urpi8+bNGDJkCCIjI/Hnn3/izz//VFvW0dERZ86cgbW1dZ6dv0ePHjh79iz69OmDgICU9+M3b95g48aNGtXPqrXEypUrERoail27dgFIGe9k79692Lt3b4ay/fr1w88//8zkBVEBY3unQiQ5OTlD4qJ8+fIYPnw45s2bhw0bNmDlypX46quvVOZEDwkJQd++fQvN9K6RJi4AgFJKJQaFmWJb522obJE6ANb72PcYc2YM5t+Yj/hkDmJIRcO7yJRr1RTRGfbJBBFNZZ5YoLMWDaG+WXJodBzikwq2qxcRUVHUo0cPvHjxAj/++CPs7OyyLKujo4NmzZph/vz5apMSderUwbJly9ChQwepy0FmdHV10bNnT9y5c0dlBrr0DA0N4e7ujsmTJ8PQ0FBtGSMjIwwfPhwPHjxA3bp1szxvUdO3b19cuXJFZQyKtHR1daXXXrFixTw/f7NmzeDt7Y158+ahXLlyWZaVyWSoV68efv75Zzx79gw2NjaZlpXL5di5cyfWr1+faYtmR0dHLFu2DLt27WK3ESq8TE2zL1NECaK2+kcUAJlMBkEQULZsWZw/f16jriDOzs45rgMgy2lYNRUWFgYLCwuYmppi+PDh+OKLL1CzZk21ZWNiYjB+/HiV0ZYtLCzg5eWlktjIDU9PT1SvXl1a9/DwgKuraxY1VF3fOReNnqRMNfZIXgXVfrqORGUitnhuwR/3/kCCMnWKLRdzFyxssRAuFi4fFTNRWqGhoQCg0UC9mvpy8038+yQIu3RnoZHsSYb9e5NboI/8Qqb1G8atwvaJPeBik/WHZyIgf65hooL0YSrLtOND5JaHhwcePHiAd+/eITIyEkZGRrCyskKlSpVQvXp1lTHLspKcnIxHjx7By8sLfn5+iIqKgkwmg7m5OSpVqoR69erBzCxn3VojIiJw8eJFPHv2DDExMbC2toaTkxNatmyZaWKjqBEEQVretGkThg0bJq17e3vj1q1b8PPzg0wmQ+nSpdG2bdsCvXd5e3vj9u3bePfuHcLDw6Gvrw9LS0tUrFhR6kqSUwkJCbh06RK8vLwQGhoKW1tbuLi4wM3NjUkLKvQ+9lmuMCsRyYuc+PDryEk9QRDyZL7pqKgozJkzB1OmTIGlpaVGdQYNGoTt27dL6zNnzsTPP//8UXF87AXvcekwqp/5XFp/NfgKyrik1H8W+gxTL07Fs9DUqWgNFAaY0WQGupTv8lFxE32Qlw9+L99HY/3FF9h2/RUAwF13ApxlgSk7rasC7x5rdJxP43/FA7ECDn3dDLVKm390XFS8MXlBRV1eJi9Iu7JKXhRXvH6pKCvOyYsSkzoURVGjH0EQpJu0pnXyKv9jbGyMuXPnapy4AFJGR077pnL06NE8ieVj2FesrbLud/FvabmiRUXs6LIDg6sOlrbFJsXih4s/YO71uZxSlQqdaQcfSomLHxQ7UhMXAFCmceYVW0wBLJyl1cqylCn/hm26kR9hEhEREREBefClemFV7JMXOU0u5HVCIr85ODigatWq0vrz58+1GE0KS2sn1Q3x4SqrenI9TG04FavaroKpbmqfrO1PtmP4qeEIjE59OExWili4ahX+XjAOD7y0/9qoZBFFEZe9Uwbi1EMCRsiPqRaoP1x9xc6LgDbTAcvy0qb5ipQuXqExTNARERERUT6JidF2BPmmWLeFGjp0qLZDKBBpB6CKjs44mGBBE2Qy3CrVHfWDDwEAZAlRasu1cGqBXV13YaL7RDwOSWl6f//dfQw8NhDL2y6HaylXnJjVDVNwEQDg8fdFvPr2MspYccwAylxishLTjnjhwdtITO/qiovP3iM4KgHTu1aFk0XO+h/7hcVKy9ZCGBSCMnVnqYqAbXXAvjbgf0+1YoMRKf/KU2cYCYK5tBwdnwQjvcJx+30dEoNpBz1gbqCDBX1qQl8n+9H6iYiIiIgKWuH49JxPNm3apO0QCsTLly+l5exG5S4oSSZO+G/mSBhGpsy/Looi3oeGw8rCTOrq4mTihK2dt2LOtTk44J0yW0pQbBCGnRiG2c1mo+t/iQsAqC57Cax0xN5qK9Cn35ACfT1UdOy8+RrHH70HAIz++4603dJYF7/1rJGjY514mDotakMh3SCdo9wBmRxwqK2avDCwAD505Wo5FfA6CQCwQRgUSEISFFj27zMY6ynQt74T7M0MchTTx3r5Phrf732AGy9DYGOih9jEZETGpTQvdLYywsR2lQo0HiIiIiIiTRT7biPF3aVLlxAUFCStN2nSRIvRpBIMUkfrrpH4AI9uuePy0kEotcwZV5YMVOmWoyfXw6xms/BT458gF1K+9Y1LjsPkC5OxzswU6Tvw9Hn0DZbtPFxkuvZQwdp82Uft9u3/jVuRE3OOp7QIcsQ7zNLZnLrDxhXQ+68FUJN00+mZlU5TLrVLl0wQYY2ULlTrLrzA4tNeaDL3LLZefZnjuD7GjMOeuPEyBAAQFBkvJS4AYPm/zzKrRkRERESkVUxeFHELFixQWe/Xr5+WIlElNzRXWa92tDvcwo9BJohoFnEcN35rj5gY1S4u/Sr3w+pPVsNE10TatsLSHP+zLoX4dJO/fPfkcxze+5fKtoi4RPgGa7/bDGlXeGzeDFL02D8CAPC1/CAu638HYyEudWdcmnFcrFxSWlh80OrH1GUdA8TKU69nd70JsP/QJOk/Px3yRGRc/o2D8fxdFDz8UuM97/Uu385FRERERJRfinW3keJux44dOHLkiLReu3ZtdO/ePc/P4+3tneM6EUk6We5vlHgDFzdPQfOxf6hsb+LQBNs6b8O4f8fhVWTKN+VHjY3gL5djWdA7mClTW1u08vgR6DsM5+48xt3Lp1At6ChshVA8cvsNndp3yHHMVHQlJiux6J+nCIlKwPuoeLSW3UVtmTe2JX0CGyEUFkIULiprIC4xWeMxHR6+SXngH6j4N+POPhtV11tOBSwrpHQZqdReZZdS1xSIjQQA6AlJWKizBoMTp6mUefEuOl+mTz3lGYCx2+4gWSliUrtKGN2qQrZ1QqITYGmkm205IiIqGdjSlYgKCyYviihPT0+MGjVKWlcoFFi/fj1ksrxvTNOjR48c11HIZUicnvXAmpWDjiM0NDTDdnOYY1WzVfj+/Hg8jk2ZYeS2gT6G2ttiTcA72CUnAwDMhBg8930Nl0OforUQBPz3THr+4myENmiY45ipaHkflYAL3qGoYG2IYX8/lLbXFryxQWcR5IKI4fKTMEYcZIKIXxKHYO4RR4xv7azR8Z8HhMAAcXAUgjPsCzUsB6S/dsv8l7RIt93I0BSI9ZPW3eSeQLqGFkEhYQg1zvsPhyvPPEXyfwm/5WefoU2F7Ae7XfPvY4xpXibPY6GciYyM1HYIec7ExCT7QlRsJP/3Xk1UFPH6JW3Ji/f/iGL4GeIDdhspgvz9/dGlSxdERaXO4jFv3jzUr19fi1GpSkpWYvSN0lmWsUEoYqPVz0RipmuGEXo90D0ydf9zXV0McrCFl05qq46r/+xGaSFIpW5L+QN+S1DMebyNRLtVt/DrqecqiQsA+EFnB+RCyv+/qRAL2X/LExV78NeNt/jrul+G46kTEJGA5rKH6nfKNW+ZIOhnfGDTQ4LKemxiyock92ch6LX+Luaceo6gyIQM9XLKNzS1q0tisohZJ7KfbnjdlTcffV4iIiIiorxWbFtevHqV0uVAR0cH9vb2xebcISEh6NChA3x9faVto0aNwqRJk/L0PHlh7QlPzGpQBjZCmLTttm0f1Ag4CF0hZVyCuHB/ODhlbCURG5eA9ne/QzsAtknJWGeRMgBokEKBoQ62WB74Dg3i4jHYb5bacycnJ8Pa2jrPXxMVDqv2PMl0n5OgfkwHUyFl2tOl7r74pEZpVHc0U1vug+gkATMUf2fc4VgfxmbGeBfzDoExgQiMDkRofChik2IRmxSLhOQEKGQKKGQK6Mp0YWEgg6WBAUolJ8Pmv5/WsnsIFk1xU6wMQIBM1wDe4SIm7E95XT4hsQiNE7FxWAPNfiFqKJUiouJVx/+47hueSelUZgY6sLCwyPV5KW/x/4KKOoWi2H7UpBKA1y8VtLx43ze1ssqDSAqnYvsX6ezsDEEQ4OLigqdPnxaLc0dERKBjx454+DD12+BBgwZh9erVeXYOdQ4ePAgXF5dc1fX+dyFsQg5I62U/nYbgDedhL6Y8YEYFv1Vb7+65PWgKQADwTVg4BNhgvWUilKISUTIZvrKzwW/vgtExOkZt/WB/HyYvirFrL0LSbRHRSnYfVkI4nIT32dYft/0ODn/jBlN99WOzhEQn4MmThyit9w5RgoC7+np4pKcLLz0DPDMT4Pt3fShFpeYB26Vei4ZKJZwTd6BCYhK6xidgX9RniIirgl03X6tUufs6TPPjp3Pwrh8ueb+HUsMGSE5CEKJFfYTCFPXL8mGZiIiIqMjS09N2BPmm2CYvgJQBhrTVfSCvzx0VFYVOnTrh5s2b0rY+ffrgr7/+ypdxLtJycXGBq6trruq+t/gZketOwgSxeKLriiqO5eElt4B9UkryIj4sQG09pc9llfVOrqNQrbILvr/wPeKT45EoCJhiY4Wg4FAMicjYrysyyBcAx70oCuKTknHuSRCcrYxQxc402/K3fVPGlLBBKNrJb8NT6Yw/dRfAUlDfBSmtPvLz2JvcEi+DYzBx131sGJqxq1WiMhH/O7EfZjYH0N/IFk90daEU0kx3Exuo+YtTI0YmwyM9PTzS08MxYyOg1EnMe3wayYkO0LWqhKToSlDGOiEkOgGiKEIQhOwPmoaHXzjG77qX6X4TxGC8Yh8GWb/AoXf2CIQ5xskPIQkydEmYi+gEy496fURERERE+aFYJy9y+qG/sJ47JiYGXbp0wZUrV6Rtn376KbZv3w65XLOZE7TFyqE83vQ/DG/Pc6jQcjAAIEa3FPBfa/bEMH8AKcmek+t/Qqe3K3DSoAscE15Ix3hQfiRqthuFCgA2tN+Acf+OQ3hCSvP3haUsEKiQY1JImMoALuHPrgCf9C2Il0gfacHJp9h4yQe6chmOf+cGF5usB/XbeeMV6gpe2K/3S47PtUhnLR4ry8JTdMaZx4HYdt0XzqWM0KCcKS68uYB/X/2L82/OIzIhErAEgKwz15b6lrA1tIWlgSUMFYYwUBhAR6aDZDEZScokxCfHIzTYCyEh3giWyxCeyd+riGTIDF5Dz+A19Kz/hZhsgKSoSjjxQgdtnVtCT655Bn3v7azHrJihswV95BeAUKC/IrVlmC6SsVBnLabFLdP4XEREREREBaVYJy+Kg9jYWHTr1g0XLlyQtnXq1Al79uyBjk7W05EWFk5VG8KpamoriAQDG+C/3h7Gb84DAO5ePI5Ob1cAADrGHlOpr1eptbRc26Y2tnbeii8OfYb3YjQAYIuZKQLkuhiEBqj7LqWuzfvr+fZ6KO+IooiNl3wAAAnJSqw69xxL+tfOtt5UnZ25Pucxvf+hQdwqvIM5fjpxAjpmt2Fh44nopMxHZjaFDuo4NUVly8qoaFERlcwrwdHEUbOkQkIMsMYNCHmOSPMyeBkTAB9dHXjr6OCBni489XQRl671lCCPhY7ZfUy9NAlG143QpnQbdC7fGU3sm0AuyzphGRaTdqBPEZ/KrsBUiMG+5OaIhX5K4iITtWXPERmXlOl+IiIiIirkYtR3qy8Oin3yws/PD23atCnw8+ZFl5H4+Hj06NEDZ8+elbZ98skn2L9/P3R1NZ/toLAxqdMLOHMIAFA1/gEiIkKBS4szLV+6WmOV9XJm5bCsymT8em8anuil/B7+MdaHv24Y1r0XYCyKsFCmHxOBCpOYhCSM3XYH7k9VB9f80CUkKwlJyWgky3zAzuzECgLcLP/CKTMRcv2ULiDR6Z7XRaUCrrEyfBoXgPqx8ajYagZkzb7J3Ql1DYGxV4HwNzCxLI8aS6qjRkRq64hEAIOEL3HPQAFL47uIMwxAcpqGW9GJ0Tjy4giOvDgCeyN79KzYEz1desLOyA4AEBgRh4m770EUgRndXHHwXuo4Ml/IT+Jnna0AgMayx/g2cVy24b4NicAP+x6ghpMZBjUqm7vXTERERETakVR8v4gq9smLuLg4nD9/vkDPKQjCRycvEhIS0Lt3b/zzzz/SttatW+Pw4cPQ19f/2BC1qnLjLog8YwgTxEBHSEbU79XhiriU0TnTCRSsYGtaKsP2mvV7YbbHASyIvYUbBikJjIcJrzHM3harA4NgkFx8M47FwYKTT6XERX3hCWbrbMIz0RETQ8ciOj4JRnrqb013XoUi5OEpIJvcXbJZGcS0nQeTxzuBss0APWMEHP0WO02NsdfEGOHyAKRvvyAqdZAU6YqkSFeYRNljl963qTuNMl6DOaLQA0pVSFn+bAewtrm0SweATbwhqsTZ4HDMWkQLAq4Z6ONPwzJ4YiYiQZk63al/tD/+uPcH1txfgxaOLTC42mBcfGCGy97BAIAOS1VbVQyU/ystd5Vfw5Kk3tmG+qnsCnbeVGDnzdc45RmIv4Y30GoXPCIiIiIioJgnL7Q1WOfHSkpKwoABA3DsWGr3iebNm+PIkSMwMDDQYmR5Q6bQwQvDWqgVcxUAYJHFQItvS3eDrdqDyFD5i21Yk5yI6Zen47jPcQDAUz1dDLa3w7KAEJTKxWCHlP9EUcTmKy+l9ek621BF9hpV8BrnkmvjVUhrVLXPOHBnVHwSvtx8E79k0e0B3z0ALMoiIvS/Fhw1u+BVxCusf7geR8s4IQkZ7wmKGEdEhjVGUmQNQJmSGJyo+FO1kEEezsBhXxOwqwEEpM4aZCDE4xv5QQCAkSiibUwsXKODsK7cQTRyDcSxF8dw4c0FJIvJAAClqIT7G3e4v3GHIskJCtNmSIqoCaRLydjKVKdG3aCzKNvw5upswP74FgCAC17vsOTMM0xsV+kjXjARERER0ccrtsmLoUOHajsE2NqqfezOUnJyMgYPHowDB1KnF23atCmOHz8OIyOjvAxPq+Ls6gEvrmZbrsZns7LcryPXwdzmc2FjaIPNnpsBAG91FBjhUAot5n+OBk0noGeLenkRMuWRkOgEACI6yW7gE/lt1JY9l/aNURzBi5AJapMXV7zfIzQmETGKTMaZ+OQXwCK1m8OrqFdY6LEQx3yOZZjW1ECpRPeoaAyMiES5xFdoHd8HPmJqi6Z+cnfVY+ub5fBVZqP/38CyWtLqN2VfwyngIZAmTDshFIfuvEMFqyqY0bAVlI0jcND7IPY92we/KD+pXJLiDQwcd0FpcwIJIW5IDG0MPRGwE0JggmiV05aTZT9Tip6g2tRw+b/PMLpleRjqprxdhMUkwEhPAR15/s5yRERERESUVrFNXmzatEnbIeSYKIr48ssvsWvXLmlb48aNcfLkSRgbG2sxsrwnMzDPdF9Q7/1IToyHfZ1OUGjQckImyDCp/iRYyE2w5EHKoJ/hcjlO295F+6tdcNnkHzSrUzOvQqeP9DI4BkPl/2Cmzl8Z9tkJIbgQHAnALsO+u6/DAABlhTQP4M7NAaf6gEwBNEkZz+FN5Bssvr0YZ/zOQEzX0sIhMQkDIyLRMyoKpsrUfZ/Jz+JAshsayp7gTHLdDA/wMCuduxebGQtnwLUX4LkfAFDm7Qm1xaKjIzHtgAeWnH6Gw+OaYWTNkfiyxpe48vYKtj7aiitvU2cgkulEQN/2OPRLuePL8FCMigyCmoYm2bqYXD3DthfvolHd0QynPAPwzfa7MNZX4Og3bnAwz1lLsDuvQvHLYU/o68gxr1cNlLcuXvc1IiIiIso/xTZ5URRdunQJf/2l+kD36tUr1KlTJ0fHOX/+PBwdHfMytDxXrmkvwHO22n02Ndrm6phf1BoBu9MzMN2mFBIFAXEyGb6ztcKAC9+hWZ1zHxMu5aE3oTFqExcAYCLEIjzAB0DFDPv8w2LRXXYJTeWPUjfW7A/U/RwAEBoXinW312Hn051IUqomH8qYlMHImiPR5ZUHdC4szHDsUYpjGCA/C1MhFkPk/6jubDYeMM/j5AUA6GbfksoSkXgLPbyPiseKs88wt1dNyAQZ3Bzd4ObohnuBjzFg53wozO5BEFK6lEARg42l9LDP3AFDwyPxWUQkjNR1ofvuvkrrjw90PhwnjcCIOFR3NMP8k0+QkKxESHQCfj7kgQ1DG+ToJf98yAMefhEAgGX/PsOyATm7txERERFRycXkRSGSnJzxoeHt27dqSmYtMTExL8LJV1aOFfCwwTzUuPlD3h1UJkOdODOsCQjCd7bWiJLJoBQEbDd/D/N7qzG61uhcj4ERFZ+ELRefwdbcCL3qleZYGh8hJCw8y/2J71+o3R4X6oelOutTN8h1gfKtEJsUi78f/Y0/Pf5EVKLq+CnlzMphVM1R6OjcEQqZAnDpAVxfC8RHZDi+qRALAKgg85e2iQaWENrN1PCV5ZB9LeDu1iyL2AkheCtaAQAevc0Yc3KcLeL8+0J41wH6pS7DyPo64pNTBvgMk8uxzNIcm81MMDIsAgMiI6H3IYfRe2NK64+fgoGkWOD5WWD3EAApv4f6ZS0gEwTceJkya8//DjzEpUrWePEutRvKmcdBSEpWQqFh9xHvoCgpcQEAJzwCsOy/5ScBEbjg9Q7NK1rDRF8BJwtDjY5JRERERCUHOy2T1tToMgb3jJqpbLvn+nHJjCBDFzSMi8dm/0BYp5km6I/7f2Dm1ZkZvpHX1O6dmzHkYivUPtwe1z2fZ1+BMpUQ/DrL/eF+Xph7/DHOPFIdn6FC2FXoC6mJOWWP1TgcfBdd93fF8rvLVRIXNgY2+F+d/+HApwfQtXzXlMTFB0nxGscqGFlrXDbH6g4B2v2acbtVZWnRVfZSWg6OTkB4bCKS/+vuEpeYjEP33sIYMZiB/ViSGIZ/Ou/EF1EJMFCmDp4RLpdjUSkLdHVywAFjIyQDgMN/LR7kCkDPRGVMj6pmidgzugmcLFO7hARGxGPjJZ8MoaadljU7v//zVGU9IUmJN6ExiIpPQselF/Hb8SfotOwi3Oafw+bLGc9FRERERCUbkxeFSKtWrSCK4kf/ODs7a/ulaCzBXrXZeY0ekz7qeIJ+ykCPlRMS8bd/IJwTUh929z3bhwnnJiAmMSZHM9HEJyXjsxc/wliIQwWZPy7vWfLfoJOUnW3XffHj/od4FZw6dW1i6KsM5ZKsXaXlMkIg1l54gRFbbuHc0yAAwPuoeFhFP5PKXK3YFUNeH8S0S9MQFBskbTfRNcGkepOwrc02dCzdEXJZ+glRAVhl7JKSqXQDfeYphR7Q7Fug4ajUbbUHARVaS6u1ZKmtUN6ExqLWzH/QZ80VrDrnjRq/nMKWq74YJP8XwxT/oGPMEVgur4sJ7wJw6vVbjAwLh2GaJEaAQoGfrUuht6MDzkb5qv4NWJSTFoUIPwirGmFw8HLIkdoabN6JJxlewsVn7zR+uTf/a8WR1ieLz2PbNd8M23858ggxCcV3jnIiIiKifGOaceD74oLJC9Kqip98gRDBHEmiDJ6NF0Kuo/tRx7NrOlBadkhKxlb/QNSKS/2m3f2NOz7d3AHL5n0Fr9eZz7wQk5CElcdv4eeVGzFx6V8wEFKTFZOEv7Fp6TQ+XGXjtm8Iph3wwI4brzDziCcAIDgqHr4+XqoFG4+FokZPadU5zYCcwzfdxIaLLzBw/TXYCyEIkcnwSylLfJX0APff3ZfK6cp0Mcx1GE70OoFh1YdBT57JjCQA0DnNmBfmZTMvBwC1BmT/Qj9Wh7nA4P3At/eAHn+ktooA0E52C33l7rBCalebu6/CsPDUUyQmpyQfmsseZDikhVKJb0PDceL1Wwx27gJFmkTFc10FvnP/DkNODMGdwDspG83LACb2qQd4/xR1A/fhuf7n0EXm3dAO3XuL+KSM3d3SS0xW4n1UxoRfXKISc9UkRQDg3quwbI9LRERERCUHkxekVRZ2ZWH+wyPIf/CBa8dR2VfIhk2dLgisNAghRi4AAHOlEusDglADqQ9mgbphOGl9ESf2TFWpGx2fmow4fvwwhlzvilnvJ2JV1IQM55mUuA77TnEQ0KyM2nL7vyUR/z4JgiiKmHviCZyE91KZZIvyQIffgFIu0rbKwitUEPxggJSxG2YfewyvwHA8NHuHrk4O2GdqrDKJRruy7XCk5xFMqj8JZnoaTGlatikw5iow4l/AbXzWZRt9pdmL/RhyBeDSFrD8r/WDbepsH2ZCDBbqrMM+3RkwRoza6qaC+u0AYDnqIqa2nIejhrXQLTIaQpokxr139zD05FBMdJ+I11FvAMvyao+xVXduluF7qhmL47L3e7Re5I6vt99BslLE/jtvsjyGOndehea4DhEREREVX0xekNbJ9IwgZDF1ao4IAmwH/gHLKbdxxz7lW3MDUcQWn+uoF5HahMpPR4EdFjex/9FpLFg8Hxd+csPRX3vj76OnAQC23rukARwz0/jWePi+y/jgRinjMYRHx2Czznzc1BuLtrLbWHnWG3tvv4GTkNrNQ+7aHRCElMEr/1NOFoh/9abgH92psEMw5IYvYFhuBbZYKxGZZnDI8mblsb79eixutRgOxg45C9C2WsoUq7YZpwVVoWeSs+PmBTUzm5SVBWGM4rDa4haIUrsduiZSQsSx0+/4zbkH9pTuhRaOLVSKnfY9je4Hu2OxXjIi1QxE20j2BNYIyzTc8NiMLTOGbboBn/fROPbAH7tvvcbUfQ+lfSZ6mo0TfeV5sEbliIiICps7d+5g7NixqF27NszNzSGXyyEIAgRBQO3ataVymzdvlrZnNxh82nKbN2/O3xdAWfrll1+k/4tC2V0/qfi2DudsI1Rsmbs0BPx3Aki50DcFe2BzkgmWWJhDFAREy2T45cZETEYomssjIQB4dMMHSZ3uQTfiZbapvYrCGxw+uQFlP5+Y3y+lyHkWGIXP5GfRSp7StWOezgY0OF0PFohAb/ml1IJWlVL+tSgH6JsDcWHSLh2dEFS0WY5oE9UBNo2VSoypPgKf1RsHHZnOxwXq1ACo0hV4cjTjPjct/b/qmwF6phlmRGkky9i9wgQxKC1TM+6EU0Og9Y+p07Ga2AFdF6MygFUAbgXcwu+3fodHsAcAIFGZiE3KtzhY2gFfh4ajd2SUyptDaSEI70RzOOIdpunuQLCsFGbEfQYlZAiPyZi8+NClBQB+3P9QZV+j8qVQ1d4EK856q2wf0KA0dt5MHcz1yvNgvA6JQWlLzjxCRAQA9+7dw8GDB6X1X375RWuxUObmzJmDn3/+GUplPo6blYWDBw/i3r17AABnZ2cMGzZMK3GQFsVk3iq3qGPygoqtcs0HIOnCZCiElDcPAcDw8Eg4JybhB+tSiJHJIArAwlIWeK6rg+nvQ1BN5ouV23ZgnJoHRXWsg67l4ysouh77R+BXnc3SurUQDgWSMEWxW7VghTYp/wpCykCab24iAcAWM1OsMzdFrEw1cdE9MgrjQ8JgNXgM8LGJiw/n7bsZCPRMSaRcXwPc3AhU6w60nJpt9XxTqgLw9q7KJiuEwxphCIUxkv67ddeRpQ5iCj0z4Lt7gKFltoevb1cf27psw3Gf41h6eykCY1LGGQmVyzHbyhI7TI0xOSQMbrEpXXfshRBABL5VHEBnWco1/1Rug7+T22UYvFZdS4wPZFBi/SdyxCIRRnpVcPjeW7g6mOJ/navC3FAHveo6of+6q/jQu+WGTwiTF0RE/7l37x5mzkydvpvJi8Ln9OnTmD59uso2MzMzWFpaQiZL+VasTJky+RrDwYMH8ddffwEAWrZsyeQFFSvsNkLFlqBrhAC5fYbtrWNiseVtIOzTNKnab2KML+xtESSX46vn36g9Xni5zsCER3ht3z51Y3QQft5+DguP3EZQRBy8g6LwJIBdSXxfvcywbYvOPAxUnJXWo42dU1oEfND0G1w20EcvJ3ssszRHrCz19uQaH4+/3wZg9vsQWCmVgI5+3gUr1wEcagO6hkDzicBET6Djb3l7jpwq2yzDJmdZIG7qj8UB3Z9RUXiDXxSbsUV3fmqBMo01Slx8IBNk6Fq+K470PIKva38NA0Xq1KjPdXUxxs4Go22t4a2jg1W6y2GFcPRXuEtlZutsAgDMOvoInm/D8T4qJdH0j2dApuc8VfcahPWtYLi+GUabXcfx75pjYd9asDDShSAIaFjOEv3qpXabueXLcS+IiKjo+OOPP6RlMzMzXLp0CWFhYXjx4gW8vb3h7e2Nw4fVdwMlouwxeUHFWpR9Y7XbKycmYodfAGqnmYnknr4e+jnY4Z6B+gZJZp9vA8wcEVG+q7StifIufn7aC1Nut8GrRc3hv6IDyqx2Qa8fl2DJaS/svf0mR9OyFmWvQ2Lw+cbrmLj7Hh7evphhf1P5I5V1Q5vU6Tn9ovzwXcBZjLazga9OaosKi+Rk/PIuGNvfBqJW/H/f8Lf6MX9eQGFi65rprhqylzit9z2GKf5R3VGlc65OZaAwwOhao3G051H0cOkBAal9bi8bGqCPox1ml7LAt3pbMtRtLUtpHdJl+SW4zT+Ll++j8evRRxnKASmtLio+Xp264eqq1GVRBML9AAD1ylpIm+9y0E4iIipCrl1LbZH71VdfoVmzjF9GpDVs2DCIoij9EFHW2G2EirXKAxfAf3ci7H0zZrlLKZXY6B+IX60scdDEGAAQrJBjpJ0NxoeEYWhEJKJK1YSQFA/dT36E7n8tAYwsVQeH/NAtpb4sdQrQ/Xq/AJd/gaeyLK7oHUCz6hXy6RUWDqHRCWi+IHX2ldFy32zrCIkxiE+Ox58ef2Ljw42IT05NJMkA9E+Q4Wv/1zBTpnkzrzcMaPVDHkZeSJk55bxOte4fdUobQxv82uxXDKwyEAtvLcTNgJsAgGRBwC5TExgbv0ZSmAkGRURC77//kpay+zinTJnaNS5RiVaL3DM9/rpKN4FXaaZVDfQA4qMAHUNgy6fAy5SEV+vqI2GKBoiAMd6EZj1oLhERUWHy/n3qjGouLi5ZlCSi3GDygoo1wcgKxj1+B5apb6KnC2DW+xDUio/Hb6UskSgISBYE/F7KAvf19fD9p3/A3qmGSh0nl2xmqEjDVeaLtaf+RKOqv0IhL74Nna6+CIY+4tFVfg1+ohXqpR2LIRPnq3fGvIM98CZKdRrNujZ18b9G/0Nly8qAxz5g7xepOyt2yOvQC6cyTQHrqsC7x5rX0TfPk1NXLVUVG9tvxNnzv2Cx9y68+q8lTJRMhiWWFthtYoLxoWHoEB2DYYp/8GvS50iGPMNxShnp4sDYZph5xBPWJnpo82ZaxpOtqAd0WyYlLgDA2mM91ulewoCE6YiKT0JIdAK8g6IQEp2A9tVsIZNlPRo7ERVePj4+uHnzJoKCghAeHg5DQ0M4OTmhRo0aqFKlSo6OlZSUhOvXr8Pb2xuBgYFQKBSws7NDkyZNUK5cuewPoIGQkBBcuHABb968QUxMDBwcHODm5pbr2QVevHiBO3fuwM/PD5GRkdDR0YGpqSnKlCmDatWq5VncORUaGoqLFy/i7du3CAkJQalSpfD555/D0FD7Yw6FhYXh/PnzeP36NSIjI+Hg4IBWrVqhbNmymdaJi4vDhQsX8PjxY0RHR8Pa2hqNGzdGjRo1Mq2TV5LSdEnW0cmDsbkKgaioKFy8eBFv3rzB+/fvYWJiAkdHR7Rq1QoWFhbZH0AD/v7+uHr1Kvz9/REeHg47Ozt88cUX2da5cuUKAgICEBERgVKlSqF8+fJo3rw59PT0ch1LQEAA3N3d8ebNG+jo6MDR0RFNmzaFg0MOZ7ajfMHkBRV7RsbmWe4XALSLN4GZWWcsDDkCf0XKn8UZI0N4XpuEuc3nop5tPam8wswe3goXuCR5Z3JEVV9FrsRPi0vhl0kTIC+GD17vIuMxadsVPNHP+k3mg1cKBeaXr4ELTzaqbC+lXwqT6k9C1/JdU6cLq9ItdRYSuW7K7CAlgVwBjHIHgh4BOwcCkf7Z18lmirWcEAQBbSv3Rgv3pdhhaoI15mbSNLV+OgpMsbHC33HxmBISimrxvngolk93BBGDy4ajjGECNg5rACiVwKyXGU8UFQDs6J9hc2PZY5QTAuAj2qPur6el7VbGurj4fRsY6GZMlhBR4ZSQkIB169Zh2bJl8PbO/H3T3t4e/fr1w5QpU+Do6JhpuaCgIMycORPbt29HWFiY2jJ16tTBvHnz0L59e7X702rVqhXOnz8PABg6dCg2b96M9+/f47vvvsO+ffsQHx+vts6qVatQrVq1bI8PAPv27cOcOXNw9+7dLMvZ2dnh008/xcKFC2Fqmjq9u7OzM3x9M7ZozGxqzbJly+Lly5cq29IeY8aMGfjll1/g6+uLiRMn4ujRo0hIUB18uUOHDlKSZtiwYSoDQLq7u2f5OrI6pzrq/g/CwsIwYcIE7Ny5E3FxcRled//+/bFy5UqUKlVK2p6QkIA5c+Zg6dKliIjIOP5Y48aNsXHjRo3/3zTh7u6O1q1bq903fPhwDB8+XGVb+v+bzZs3q5TJbdeRly9fqk1+nT9/PtPr5MPvOjP379/HTz/9hFOnTmW4PgBAoVCgc+fOWLhwISpVqpRtjGnj2LRpE4YNG4YHDx5g0qRJOHv2bIbZWTJLXhw6dAizZ8/G7du31f6+jI2N8eWXX+KXX36Bubl5tnF98Pr1a3z77bc4cuQIkpOTVfbJ5XJ07NgRK1as0FqSkVIU36+Cif4j09HNcn945X4wm3ANtWsOwG6/ADSLSW2q7h/tjy9OfYGVd1ciSZmaTdeT5ezN5dfombjh8TRngRcRi097wU3mkel+sd2vQKWOiKjYHgtbfInuZcvgQmKwtF8uyDGk2hAc7XkU3Sp0U32TVegCvTemtLjovgowts7Pl1K46OgDjnWBuHDtnN++JnQ6L8KQmEQcf/MWg8MjoEjzIeG+vh4GO9gh3OEkBJ0QlarfyA9gwosvgWU1gZgQwHM/gJz9zdSXZfx7eR+VgEEbriEuMVlNDSIqbJ48eQJXV1d88803WSYugJRvUZctW4bTp09nWubIkSNwcXHBH3/8kWniAgDu3r2LDh06YOLEnE95/fjxY9StWxfbt29Xm7gAUh5Y69atqzJtqTqiKGLs2LHo06dPtokLIOUb33Xr1iEoKCjHcefUmTNnUKtWLezfv1/tg6k2eXt7o27duti8eXOGxAWQ8nvduXMn3NzcEBqaMjZSWFgYWrVqhVmzZqlNXAAp41E0b94cnp6e+Rp/cfDzzz+jbt26OHLkSKbXR1JSEg4fPowaNWpg9+7dastk5e+//0bDhg1x5swZjaaVjYqKQteuXdGjRw/cunUr00RPVFQUli1bBldXVzx6pH4crvSuXr2K6tWr4+DBgxkSFwCQnJyMY8eOoV69erh4MeO4blRw2PKCSoSIHn/B9OBQAMD7Sp/Bqtd8BJ/4DYpS5WHW4isAgFVpXQhKJVYFvsMmM1OstDBDsiBAKSqx9sFaXPW/it/cfkNZ07JIqjEAuD1HOn48dKCH1Ckiw2wawDzopkoMuq8uAjVz1iy2KDh1wwN39Bdnuj+palfssbTC6vurEfZadQraBnYN8L+G/4OLRRb9Qit+kvJTUtXsB9zenHWZtjPy59wNRwI1+8N8XmlMDQlD/4goLC5liXOGqTOxhJq+grnZEkS/a4aE4FaAUh+TdPam7IwLB87PT5mC9gM9UyA++xl5GgpPsAetMmy/8yoMbX8/j38ntYS+DltgEBVWd+7cQYcOHVSSDGZmZujYsSPq1asHKysrREVFwcfHB5cvX8bNmzez/NZ5+/btGDJkiMqDRd26ddGxY0eULVsWycnJ8PDwwO7du6VxB5YsWQKFQoEFCxZoFHNMTAz69OmD169fQyaToUOHDmjbti3Mzc3x6tUr7N+/Hx4eKcn6+Ph49O/fH2fOnEHz5s3VHm/dunVYvTp1oGIjIyN069YNdevWRalSpSCKIkJDQ/H48WNcvXoVjx+r7yro7OwMhUKByMhIlcRGhQrqx9Nycsp63CQfHx8sX75c6rrTrVs3NGrUCGZmZggMDMSxY8cy/bY+v0VHR6Nnz57w8fGBkZERevXqhQYNGsDQ0BBeXl7YsmULAgJSZrV68uQJvvnmG2zZsgV9+/bF1atXIQgCOnTogNatW8PKygqBgYHYtWsX7t+/DyClK9DQoUNx48YNaerSj2FgYKDy//D8+XNp2cbGBiYmJirls/u/yS0dHR0pjqCgIERGRgIA9PX1M23JZGtrq3b7mDFjsGZN6vu2TCZD+/bt0aJFC9ja2iIyMhJXrlzBwYMHkZCQgISEBAwcOBAGBgbo1q2bRvHeuHEDGzduREJCAiwsLNCjRw/Url0bhoaG8PPzw4EDB1TKR0dHo3Xr1rh165a0zcTEBN26dUP9+vVhZmaGoKAgnDx5UmrF8/btW7Rs2RK3b9/Ocnrap0+fonPnzipJrwoVKqBv374oX748oqKicPXqVRw6dAihoaHo27cvevbsqdHr1JqP6DZT2AliCR3aNiQkBOfOnYO7uzvu3LmD9+/fIyQkBBEREdJ8zFZWVqhfvz5atWqFVq1a5ajpUVHm6emJ6tVTx3Xw8PCAq2vmsx8UGaIIxEcC+qaZFon+tQyMklO+6f7HpTeWGgbgdeRrab+eXA/jao/D5+U/ReTfw4C4MJgO3ATZyrqqp5rsDWGR6gP55Vpz0azn2Lx7PXksIi4Ri049RWhMIn7uWg3WJtnf+BKSlNjxSz8MVWT8pkwEcNFAH4sqNYRPxEuVffZG9phQbwI6OnfMlw9IH76Jyau+mFoV9hrYPQR4ewcwLwOEvUrd99UFQK4H2ORjUkwUgZnmqeuW5XHTwh4LY5/jsZ5qqyZlkhGS3n0Cz7gVmWfGK3dJmZr23BzV7fa1AP/70mqUqI/G8SsRBfV9rjcMqY9Pqqn/4FUcFKtrmEqciIgI1K1bV+VBbuTIkZg/f36m17Svry+WL1+Oxo0bo2/fvir7Hj9+jPr16yMmJgYAYGlpic2bN6t9UAoLC8OwYcNw6NAhAClN1c+dO4eWLVuqPW/aLgsymQxKpRJWVlbYv39/hqSEKIpYtGgRvv/+e2lbxYoV8eDBA+jrZ5xeu1y5clIXgYYNG+LIkSOwsbFRGweQ8hC1atUqTJkyBaVLl86w/2O6GKjretK0aVPs3LlT7bnSKshuI4IgQBRFNGnSBHv27Mnw4B0WFoa2bdvizp07Uvlvv/0Wy5Ytg52dHQ4cOIDGjVVnmlMqlRg5ciT+/PNPadvhw4ezfND+MHaFQpGz73nVdY3ISk7+TzU9dm7/vwDgr7/+UjlurVq1sGPHDlStWjVD2adPn6Jbt2549ixlnDMbGxt4enrCysoq2/g/6NGjBzZu3AhLy6yneh8+fLhKF5cBAwZk6Db0wZEjR/DZZ58hOjoaANC2bVucOXNG7XFFUUTLli1VWlNMnjwZv/32W4YxSx4+fIgePXrgxYsX0r0CUN9NS9uK7bMcSmC3ET8/P3z99ddwdHREv3798Mcff+DatWt49uwZgoODkZiYiPfv38PLywtXr17FihUr0Lt3bzg4OOC7776Dv78Gfc+pcBKELBMXAJDcZQmSBB1E69miXY952NNtD7pXSJ3FIT45Hr/f/h2Dz36Nd31/h/m3FyCzqoCnpftJZUJMqkBQ073hwe0r8HyrpS4AGlhw8gl2XvXG6fs+mHnEE6Io4rZvKO69Dsu0zuvQGLWJi3t6uhhhZ4Ov7WxUEheGCkN8W+dbHO5xGJ3KddLaNztFinlpYNQ54JfwlIE80zJ1yt/EBZBxLA0zJzQwKo2dbwMw+10wbNIMTiZTREPX/hD6ONrhkkHGD/IAgM+2A02/BbotB6r3Tvn35xBg+Amg2XipmLEQh4aylJY6G4bUR/t0iYrn76Ly5OURUd6bM2eOSuJi6tSpWLduXZbJuLJly+L333/PkLgAgK+//lpKXBgaGuLs2bOZPniam5tj7969aNSoEYCUh5Pp06drFLdSqYRMJsOhQ4fUtqYQBAFTpkzBtGmpAxA/e/YM69aty1D2xYsXKg8069atyzJxAQCVK1fG8uXLs00m5AUXFxecOnWqQM6VE6Iooly5cjh16pTaFgPm5ubYsGGDSvlly5ZBV1cXJ0+ezJC4AFKSUitWrFBpabBz5878eQFFWEREBL777jtpvUqVKrhw4YLaxAWQcr3++++/0pe7QUFBWLZsmcbnc3Nzw549e7JNXFy4cEElcTFo0CDs2LFDbeICALp164YdO3ZI6//++y/+/fdftWUPHz6skrgYNmwYFi5cqHaw1Ro1auDUqVMwNjbWqJsL5Y8SlbzYvn07KlasiDVr1iA+Pl4luykIQoafD0RRRFxcHFauXAkXF5dc9euiosG0bm8opr6A0fePIBjbwEjHCLPdZmNxq8UopZ96k/QI9kC/o/2w/M5yxCTGoHzn7xCjb4toA3tYDFf/hjhGcQQ2a2tg6b5zavdrm9f1U7ii9w3u641EhMdJzD72GL1XX0GPVZdx5P5btXV8A0NV1p/o6mCcrTU+d7DDjTQPrwIE9K7YG8d6HcPImiOhr8jkwZayJkv3DZC+WcGct0Kb1GW3iYCuIWQAukdF48gbf4wNDYN+miltn+vqYoydDb6ytcYj3TQfAIYdT/lXRx+oNxTo82fKvzI5oGsEtJsJVOkqFZ9fPwrPf+uMT6rZYm4v1VHi/3B/Dir+RFFEREIEf3Lxo62GtZGRkVi7dq20Xrt2bcyePTvXx7t79y7OnUt935w+fTpq1aqVZR2FQoEVK1ZI65cuXZK6e2Rn2LBhaNq0aZZlpk+frvLQv379+gxlPnRt+ECTAQ0L0oIFC2BsbKztMNSaP39+hu4WadWpUyfDt8ijRo3K8rowNDRE7969pfXr169/fKDFzIYNGxAenvol28aNG1UGjlWndOnS+N///ietr1+/Xu2YEeosX75co5YtixYtkpZLlSql0hUrM926dUPnzp2l9czqpE08mpiYYOHChVke18XFBVOmTMn2/JR/SsyYF/Pnz8f//vc/6c38Q7O0tOumpqYwNjZGZGQkIiMjMyQ3ACA2NhYDBw7EmzdvcjUQFBUBalpntCvbDg3tGmLBzQU4/Dxl2tUkZRLWP1yPQ88PYVK9Seg05REEmVz6ptq36kiUfaz6gcZaCMewB4MQ09UXhnqFawqtqbq7YCWk9Pf7UbEDQy+VwW+KfUiCHMtPCuhY3Q466aZ7DflvDIsXOgr8YW6GU8ZGGY7byL4RptSfkjL1KX2cGn2Ae3+nLNvXSpmVpCC0nw24zwMc6gAVWgOlKgC3UprfGooixoRFoFdkNFZYmOGwsRHE//4Grhga4IqhATpGRWNcWCTKOjfL/lxlmwJPjgIArEPuAP/N0FPKWA9TOlTGwlMpA3lGxSchWSkWyxl8KFVkYiSa7dDguqEMLn92Gaa6WT945IdTp06pPABNnjw5x03v09q2bZu0rKuri6+//lqjeg0aNEDVqlWlcSROnz6t0ow6M1999VW2ZfT19TFkyBDMmZPS/c3DwwM+Pj4qsxCkn2b0ypUraNu2rUax57dSpUppPDZBQTMxMdFoPIG6deuqDLz5+eefa1TngxcvXiAxMbHYTGeaF7Zv3y4tN2rUKNsk3gdDhgyRulIFBgbiwYMHqFOnTpZ1atWqlW0ZAAgPD8exY8ek9REjRmSZ2Epr6NChOH485UuTf//9F6Ioqnw5HRcXpzJAcM+ePTPt8pLWiBEjMHPmzMLd+uK/lmrFUYloebF//378+OOPKhetjo4OPv/8c/z999948eIFkpKSEBoaitevXyMsLAxJSUnw9vbG1q1bMWjQICgUCqm+UqnElClTcPjwYS2/MipIZnpmmOM2B6s/WQ17I3tpe1BMEKZenIph/3yJB+8fStvLdpmKWNfPMhzHXIhGwNvXGbZrU0xCEuoJXtJ6VdkrHNP7EQMVZzFEcRqfR/6JfbffZKh3/dm/mGhjhR6O9hkSFzWsamBdu3VY3249Exd5pUJrYNgx4JNfgAHbsy2eZ2xdgf5bgeb/JWzNywCC6mCZtsnJmP0+BLveBqBBrOro8CeNjdDdyQGzrs5CUEw2o+g71k9dDn6msuvzJmWl5WSliPdR6mcCICLtSdsEWy6Xo0ePHnl2PDc3t2y/CU6rYcOG0rIm37RbWFio1MlKx44dVdZv3lQdpLtq1aowMDCQ1ocOHZrlTCoFqWHDhh+VUMpPdevW1Si2tF1AdHR0NHoQtrOzk5ZFUVRJspV0UVFRuHfvnrTepUsXjeva2tqibNnU92dN/tY0TYxcuXJFJUmQk7jS/i2HhYXh6VPVWczu3buHxMTUwfY7dOig0XEdHBxQo0aN7AtqU5ouvcVNsU9eREVFYdy4cQBSW1sMGDAAL1++xF9//YWBAwfC2dk5Q997QRBQvnx5DBo0CFu3bsXLly/Rv39/KYHxYfqrmGKc2SL13BzdcLD7QYysMRI6stSM/Z2gOxh0fBC++fcbPAl5Ahhbw6DvGkS2nZfhGCFvs54yLr8kJqvPEn+77RaSRNXbgbWQOuryZ/KzWHngLAIj4iCKIm7438Bnh7/ASbNjOG1kKH3TDgAVLSpieevl2NZ5G5o4NOG4FnnN2Q1wmwCY5c+I5Rqr2E7t5qoJidgYEIRVirKoZF5R2p4MJfZ47UGX/V2w9PZShMdn8qEx7euKDQVCXgDnFwAXFsJUGQlT/dQPtX5hsWoOQETalHZqwipVqsDIKGOLvJz4MEsEgBwPOJf2AffNm4wJ+PQ0aZnxQfqHlydPVGfT0tPTUxn40M/PD+3bt4eLiwsmTJiAgwcP4t27dxqfLy+5uGQxw5eWpU0wZCXtdWVpaalRC4r01+KHAR0ppfVQ2u4e+f23puk1mPbvP6dxpZ9NJX1c6f9mP+bvnwpO4Uy75qF169YhICBAeoD69ddfVQZa0pS9vT127NgBV1dX/PzzzxAEAf7+/li3bh3Gjx+fx1FTYWeoY4hv636Lni49sfDWQpx7ndof1/2NO9zfuKNd2XYYUWMEqjUfAzT5EpidOojnjmP/IsG2Lpq6pDRPexoQCb+wGLSsZJMvzeBjEpIweMN1eL6NwOwe1dG3fkpf3aRkJZ4ERCLh2VkodDNv/qYjJGOyzt9w+8MHVSs9hE/kswxlnGCEb5r/jI7lOkImFPu8KLX7FQjwSJn2NN3UpwKAFi1mwM2pHk74nMDKuyvxJirlQ0Ncchw2emzEbq/d+KL6FxhYZSAMddI0rzaxS2nVIf73IWp5mm/Tzs5GK7PlOByX8ndz7IE/6pbhbBzFmYmOCS5/dlnbYRRJJjqaNa3Oa8HBwdKypg+imYmOjkZ8fGoLqxUrVqiMZZETH2bwyUp2A2qmZWZmBl1dXSQkJGR6/AULFuD27du4ceOGtO358+dYunQpli5dCkEQUL16dXTq1Amff/55jh6ePkZOWq8UNHWztuRHHUD9zB6tWrXS6OHb21s7X0Lll7R/twBUxgfJKU3+1jS9BtPHldkgnZpIH1f69Zz8/VtbZxyYnwpGsU9epB00qnfv3rlKXKQ1ffp03Lt3D/v375eOz+RFyVXatDSWt1mOq2+vYvmd5fAITh0Q7LTvaZz2PY2Gdg0x1HUobBy6o8rblKnbftddg61bfKAYthrbrvvC3GMzyghB8Gw0Ht90yzhS9sfaeeM1qvntwQDhBXac6IOedQYjJjEZfVdfxdPASLzUn59pXR8dBfaYGOOgsT/05fvhE6m6v3p8PEaERaBGg69hU76z+oNQ8WNdCZjomTKVasgLYIXqdMFwqg+ZIKBL+S5oX7Y99j3bhzX31yA4LuWDSGRCJJbdWYatj7ZiuOtw9KvcLyWJIZMDpo5A+Cs1JwWWh3+Lh8Lv8BHtsevma/zYqQoUcibLiitBELQybgPlXmRk6pvExw4IGRYW9pHRpNKkpWzabh6aMDQ0lJIXUVEZZ0AyNjbG+fPn8fvvv2Pp0qV4//69yn5RFPHw4UM8fPgQCxYsQI8ePfDHH3/A3t4+w7HyUmHtMlIYvHz5MsOUsiVBQf+taXoN5mdc6Vve5OTv/2NblFHuFeu716NHj6S5hxUKRY6m78nK8uXLcfjwYSQlJcHLywuPHz/OdBohKhmaODRBY/vGcH/tjpX3VsIrNHX8iBsBN3Aj4AYcjC3R18wU3aOiYJ2sxOeyUzi66TMsk18H/mvteOrGO8R1/Af6OnL1J8qlN7eOYrbOJgBAhcS3OHivDfQUMlR/dwyzdc9mKB8ik+GEsSGOGhvBQ09P7THrxSRiTHgIGsbFQwCQVLZ4zB9NOSQIKQN4qtv+Hx25DgZUGYBPK3yKbY+34U+PPxGVmPJBPyQuBL/f/h2bPDdhmOsw9K/cH4a2rpkmLwDgnN4k1I5bi7B4Ezx/F43Kdtr5hpmIMkqbsFD3QJ8T6Qe9tLa2znWrASen7LvaxcbmrCta2oehzBI1+vr6mDZtGr7//ntpysZLly7h9u3bKv3tAeDgwYO4efMmrl27plG8RHkl/d9amTJlcj2YaU5aMGQnbVxyuRzOzs65Plb6gT7TJyBiY2NhZqbZLG7scqQ9xTp5cf78eQAp39z07NkzzzLZDg4O6NWrlzRlqru7O5MXBEEQ0LpMa7Qs3RKnfU9js8dmlZYYbxNDsMzSHCstzPB/9u47PIpqfeD4d3Y3m95DGr1X6b2DSlWaoiiKoiiKvSuW67WiKOq1cS0X0B8iUqUJqPQqHRJqQg2QEEhPtmR35/fHwpJN3YSEZMP7eZ59mJk958yZMITZd895T0+DkYFZ2fQx/AN5ZmsM1O7keGISDWpHl1u/0nLMdLu0EC7HQzpojrE5ZiOqauNT/XRHuQtaLet8vFkbVpNtag6WQnJV+NhsDMvKZs+le5jJN07v6cKq7hxaUTX4ePjwSOtHGN1kNP+L+R+/HvkVg8X+YSHFmMK0XdOYGTuTBwMbc7ei4FPMUo89NTEss3Xj4Pl0CV4IUYXkHdadf7nQ0goKCkKr1Trm4j/33HO89tpr19RmcS5cKCGhcB7p6emOURdgT/ZZHA8PDwYNGuRI9Jmdnc369ev57bffmDt3LkajPdHx2bNnee6555g3b14ZrqBilDV3lTvmhTt58iQAlssJD2+UUSr5V9n49ddf6datWyX15qq8/fLw8ODYsWPllkst/7/ZCxcuuDzVrbLy1YhqnrBz9+7dju3SZKd1Rd728p5HCI2iYWC9gfwy9BdmDJxB39p9Ubj6i9aqKKz38WZyeBh96tTisYgazPH347iHDhVIO19+8yh3nUql3TuruFXrfI/WTFjO+bhtbPfy5OugQO6JjuDmOjV5NyyETRgKBC6amsxMvpjC36fP8vqlVObnC1zgF2nPVSBuXH1eubp9e/Gj3IK8gni+4/P8MeoPxrccj7fu6lDNFGMK0y5uZ1D9hvxYtxVZgz6Eyedg4AdObdylXQfA8WT59kOIqiRv3obDhw9f0zeUiqLQtOnV1aryLo1ZEWJiYkouVETZvP10ha+vL0OGDGHmzJkcOHDAaQ794sWLr3nUSnnK++23qwEJs9nsUu4DUTXkv38r+t+aq5o1a+bYNhqNxMfHl1vb+a/5Wv79i+unWgcvjh69OnS/S5cu5dp23vbynkeIKxRFoWNkR77s/yV/3PEHj7d5nChv5wQ/FkVhs483H4SFMLxWNP1r1+Tf+z9lVuwstp/fXvSKDC7IMOby+P/W853HNHKBI3oPlvj58nFIED+HxrCq0VomREUwPTiw0Kkh4R7+jG9+Pwtun8/8OndwT2YWfoV9Ex5YG57a6TRNQNyAuk6C7k9Dv9eh3f0uVQn1Dr0axGjlHMRIVc18rslgwIn/4z8xP3Kxzd3gcXWIZ2vNcQC+XBNHvVeX0+WDvziQUHHL3pktVXg9dyGqkN69ezu2rVYrixcvvqb2+vXr59heuXKl4xvxipCamuqUXLM4K1eudNrv1KlTmc/bqFEjJk+e7Ni3WCyOac955R/Gn3cJyYoUFBTk2D579qxLdXbt2lWhf1eiaHnvE1fvkfDwcKeVPJYuXVru/SqLvn37Oo20KM9+tWvXzulntXr1apfqnT9/nv3795dbP0TpVOuxUOfOnQNAo9HQpEmTcm27cePGaDQaVFV1+Re5uHHV9KvJpLaTmNh6ItsTt7Ny26esSztEqtY5t8VFnZaLHOeTnZ84joV5hxHtF01N35pE+kUSqA/EX+9PgD4AD+3VX7pWm5Ws3CwyzZmkm9LZf+4kDaNWM01n4WVd7XyjKaxAwWBDzVwL/Vo/SN/afekY0RGt5nL/Bn0AzW+DGYMLXtwz++xJFsWNzTsIBrxbpqqh3qE83+F5Hmz5IDNjZ/Lr4avTSTLNmXx/4Ht+OvgTIzqN4IF/fqW2xUqQko0fOWRh/0YwKcPE7V9tYtcbtxDqV3ielqKcSzNwJDGTExezuaNDLQK97f+uDGYrW49fZN7OBP4+dIGbagXy88Od8dFX6/86hbgmAwcOJDg42PGt+6effsqYMWPQasv2/8SYMWP4+uuvAfvKA99//z2PP/54ufU3v++//57OnTsXW8ZkMvHTTz859lu1akWDBg2u6bz5vwXOnw8DCubVSE9PL3G6SnnI++33uXPnSEhIKDEnx4wZMyq6W6IIee+T9HTXg/pjxozhzTffBGDZsmXExsaWesnU8lajRg369+/P33//DcDnn3/OpEmT8CwiH1tpeHl5ceutt7JixQoAFi5cyKefflriiiY//PDDdQscllkVXlHoWlXrJ7ArWZ3zJ2gpD4qiEBAQQFpaWoFlfIQoilajpXt0d7qP6o7l9HZ2/zKMtdHN2GzN5oTGVGidi4aLXDRcZH9yGaK83gqObKCF8LHZaGc00clopHeOkfq1eqHr/Erhhet2L3AoKeAmIiRwIcpJiFeII4jxU+xPzD0y15HY02Q1Mff8RubVimZgdg4Pp2dQ03SRI2odpzY+WnmYj+9s4/I5F+5O4Pnfrq4jv/3EJV4Y0JRXFuxnz+k0p7K7TqUye9tpHul9bR9ShKjOfH19eeyxx/jwww8B2LNnD6+//jpTpkwpU3s9e/akV69ebNy4EYBXXnmF7t2706aN6//OLRYLiqK4FECZMWMGDz/8MF27Fr3y1wcffMDp01eTCj/yyCMFyiQmJhIcHOzyh6x9+/Y57detW7dAmfzJCmNiYujVq5dL7V+L/KOXf/jhB95+++0iy2/btk2CF5Uo731y7NgxTCaTS/fhk08+ydSpU8nIyMBms3HPPfewceNGl5NYgn1qR1mXri3K5MmTHcGL06dPM3HiRGbMmFGq3BdF9evRRx91BC8yMzN5+eWX+fHHH4ts5/jx40ydOrWUVyDKU7WeNmIwGFAUpVT/6ErjSrulzU4tBICuThc6v5rEK+PW81unf7PhVAKfJiXzQHoGXQxGtLbSLdlW4vlUlYZWD4ZlZvHSpVTmnE1k86kEpicl83C2hcZeYeiGlu4XclitxuXaRyHAHsR4tsOzrL5zNc91eI4w76sJu2yKwh9+vtxZMwpb7TlofY8CV6czLdx9lgsZRpfOo6oqb/3uPK93VWwSAz7bUCBwccX3G48zedEBHv1pJ4cTM0p9bULcCCZPnkzjxlf/f/joo4+YOHFiscsenjlzhpdeeqnQRJXffvut49vkzMxMevfuzcyZMx2JPIty4sQJPvzwQ+rVq+dSgj2NRoPVamXYsGFs3ry5wPuqqjJt2jTefffqKLNGjRrx6KOPFii7cuVK6tWrx/vvv+9IAlmUdevW8cEHV/P6dOvWjYiIiALlWrRo4fSF3L/+9S+SkpJKvK5r1aRJEzp06ODY/+ijjxwfJvP7888/GTJkiCNgJK6/vIE3g8HA5MmTXfqsEhQUxJdffunYP3DgAF26dGHTpk3F1lNVlR07dvDkk0/Ss2fPsne8CP3792f8+PGO/VmzZnH77beX+O/KZDKxYsUKRowYwQsvvFBomWHDhjn1+X//+x+vvvpqoVOeYmNjGThwIJmZmWg01fojdJVWrUdemM1mFEUp81I/JbmSgbiwoX1ClIZXyyF4zlcZkGNgQI79P5hLag5bhs0jsqYH57LOcTbrLBdyLpBhziDTnEmmOROL7eovV42iwU/vx+mLKg1T9tLUlkJNi4Uoi4WaFgt1+v+bDAOEbnjd6dzqE/+ghFxe6lJbwq+EIZ/Aihcdu9pez5XPD0CIQvjr/Xmo1UOMbT6WJfFLmBEzgzOZZxzvJ/qm4uP7P6ymcHJTepCb3g6LTU/Pj9fy9/N9yDJZWHvkAseTsxnYMpIGNXz5ek0cfl46Jg9pTmqOmSxT6eZkX8g08ct2+zeuuVYbM8YXP7xciBuRn58fv/zyCwMGDHBMH/nuu++YO3cuQ4YMoX379oSGhpKTk8OJEyfYtm0bW7ZsQVXVQr+xb9myJT///DN33303ZrOZjIwMxo8fz5tvvsnAgQNp1aoVQUFBmEwmUlJSOHz4MDt37uTgwYOl6vcdd9xBTEwMhw4donfv3gwePJj+/fsTGBhIQkICCxYs4MCBA47yer2eH3/8schvmhMTE3njjTd44403aN26NV26dKFJkyaEhISgqioJCQmsW7eOdevWOepotVo+/fTTQtvz8PDg/vvv55tv7Emz165dS3R0NHXr1sXf398RLIiOjnZ8m1xe3n77bW6//XbA/i32gAEDGDFiBH379sXX15fz58+zatUqxwiZhx9+mL/++otTp06Vaz9Eybp06ULLli0dSTenTZvG119/Tb169Zzu1WHDhvHOO+841R03bhwxMTGO0QVHjhyhV69etG3blv79+9OgQQP8/PzIysoiOTmZAwcOsG3bNsdU/dImrnXVN998Q1xcnOP+Wr58OStXrqRfv350796d6OhoPD09SU9P5+zZs+zbt4+tW7eSmZkJwMSJEwttV1EUfvjhB7p06eKYYvPRRx+xYMECRo8eTYMGDcjOzmbLli0sXrwYs9lMREQEI0eOZPr06YW2WSVU43wz1Tp4IYTbUBSU5w9i+awNOtW+9FqokkXguWN06vCAo5jNpmK22vDyKHzo66ZjF1m4firT9Medjh9q+Rwe3Z4k5Oxu2JDv1MH1Sw5aXNFhPFiMcPB3uPUdiGrt+jUKUUaeWk9GNxnNqEaj+PPIfP638S0Oeeod72s9L6CNWoRnjVWY0zqTm9qNXh+vdWpj/q4Ep/19Z9IY1Orals9ee0SWShOiKG3btmX9+vWMGDGC48ft/yelp6czZ84c5syZU+r2RowYwZo1a7jzzjsdS7AmJCQUO8Q7L1e+KfXx8WH+/PkMHDiQhIQEli9fzvLlywstq9frmTt3rlOC0uLs37+/xCR/3t7e/Pzzz8UuUfnBBx+wfft2du3aBdgTMp44ccKpTHEjXMrqtttu47nnnuOzzz5znHfhwoUsXLiwQNlhw4bxzTfflHu+OeG6n3/+mUGDBjmW/zWZTBw5csSpTNu2bQut+/HHH1OvXj2ee+45x3LAe/fuZe/evSWet6y5bUri5eXFX3/9xaRJkxz/5q1WK3/99Rd//fXXNfWradOmrFixgsGDB5ORYR9RGRcX55j6lldwcDDz5s0rcuRRleGGyxS7Ssa8CFFVBESju+t/TocuJBwn+/I3w+fSDNz+xVp6vjmX95bGcj7dwL3fb2P8jH/4cdMJPv/rKB/8by7T9AUjwY3q1AZAiWhV4D10+oLHiqLVQfenYMJfhebAEKIiaTVaBjW/m7lmf74/n0Tf7ByntLOKLgfPsHX4NvoIr+g5aLxOF9nWvoR0Plp5uNjzNQ7344l+DYl7v5BEtUKIEjVv3pzY2FimTp1KnTp1ii1bp04dXnrpJQYOHFhkmR49ehAXF8eUKVOoX79+se1pNBo6dOjAW2+9xbFjxwgPD3epzy1atGDPnj3ce++96PWF///Yt29fdu/ezYgRI4psZ9CgQUyZMoXevXuXmAPAx8eHcePGcfDgQe64445iywYGBrJlyxZmzJjBsGHDqFevHr6+vtdlisa0adOYPn16kT/L6OhoPv/8cxYvXlzkz05cH+3atSMmJoYPP/yQfv36ERkZWapcFJMmTSIuLo5JkyaVmBTW29ubW265ha+//toxMqIi6PV6fvjhB7Zt28btt99eYh6P0NBQRo8ezfz58x1Bt6J0796dmJgYhg8fXmigU6vVMmTIEHbt2nVd8syIoimqWtjah9WDRqNBURQaNmxYIcuZNm7cmPj4eBRFKXHepTuJjY11Wqc9Jiam0rMN30j2fz2W1snLAIizRfNs7iR69r6VU8dieOXiZOppkphr6cunltFM9fgvJjzYYmtJkJLFs7qC34CoOm+UZ/eDn/1hQ303AsVqzwmQE9ISn6e3XL+Lu06uDFO+HlnYRSWYNx5i7ff6qW6P8UtQEIviFjlWKMnLaqiFObULlow2oBb9MP1kv0ZMXx+PxaYS4KVj48v9CfS5OuWw1b9WFZhi4qPXcvCdQeV0Uc7kHhbu7sqc8StTbAEOHjzInj17uHDhAtnZ2fj5+VG7dm1at27tlCPDVXFxcezatYvk5GTS09Px8vIiJCSExo0bO6aSlKRv376sX78egAceeICZM2c63ktJSWHDhg2cOXOGnJwcoqOj6dmzZ4mBk/zMZjMxMTEcO3aM8+fPk5WVhV6vJzg4mObNm9O+fXt8fHxK1WZlslgsbN68mdjYWNLS0qhRowaNGjWid+/eFfbN+/VW2P17o7LZbOzevZtDhw5x8eJFx7/diIgImjZtSsuWLctl9Y/SMhgMbNmyhVOnTnHx4kWsViv+/v7UqlWL5s2b06RJkzIF9c6fP8+6detISEjAw8ODmjVr0qNHD6KjoyvgKipG7NattOp+9UvG6vRZ7oYIXnh5eRXIlFwetm3bhtFolOCFKFeH5rxK8yPfOh3bYL2JOsoF6mlcT8ylBtVFGTIVwptDUJ5vvI6vg59HgWqF2z6Djg+VU8+rDvngV82t+wjWfeB0KKPzI/xcozHf7P0/NPq0AlVUqxe5aR0wp3VFNdco8P6uN24hyEdP7Ll06oX5EuDlnCtpZcx5Hvu/3QXqfXVvO/o3Cy/35VPlHhbuzl0+/BUXvBA3Lne5f4UoTHUOXtwQ/yKNRqPjPyYhqrrg+u3BeVoivbUHCi9cDOXpvVDYHN8GfeGxjWDKhNrlH9QTosJF3lTgUMA/3/OETyhfpEzF5h+HR8gmdD4nHe8rWiP60M3oQzdjyW5EbmoXLJktAC3NIv0J9fMEq4XWtYIKPeWgVlH8MqELhxIzeXfZ1SSAT/6yhzohPix7umeBgIcQQgghhCg/kvNCiComosW1z6UzD55WeODCcZKWUKcryDJmwh3V6Vr48ZxLbKo3C0tmKwynHiP7+DPc3fRuPBTneb463zi8a83Gt9EUImssYEb2nfB2ILwbCrtmXS2YcQ62TYcFE+DbHnQ//D73diw4bPR0Sg6t317N/oS0crxIIYQQQgiRV7UfeVGNZ8WIakoJiCI1pA3BKfvK3Ia+3Zhy7JEQVYxPiH26087/FXirRtImxjafxI4Ub94fOYpO9UK4t9HjDPzhczyCt6L1ujr1SuORSXbYDgap4fQyGBmVmUXvTdPQ+YbBr/cWPG9SDF6RrYHCk9V9tPIwsycUEVgRQgghhBDXpFqPvLDZbNflVZ3yXYiqIfiub7DW7VlywZtGw/iV8OAKqNEcWo6EyedB71vxnRSiMg35BAa8V+Cwolp5/8TdrO55jE6Hp8InTWkwfzibGpsYdKo9U8+auNkAHpqrUzxsisJ6H2+eiajBAD8zX6x6nDNFzHNWjvzB2OgkRmvX4YnZ6b3NcZdYHZtYrpcphBBCCCHsqv3ICyHcUmQrtOOvri2fM/UmfLIvL/s4YQ2Y0qFmR/AKuFrniW3XuZNCVCKN1r5sb7OhcOEwJB+Gv/999f3lL1zdzkokIvEA0/SAGQYlwiWNhkUtbmZ+WixnPa7+V5is0/FDUCA/BAXS2WDkjswsbs7JwfPKIL5jq3ifVeABb7TJJqX/VPp9ss5R/9Gfd3FyytAKvXQhhBBCiCJVwuov10u1HnkhRHXhM/pbaNgfBn4AtTrYt/MGLoS4UYU0gGZDoMtjpaoWarMxIeZPViSc47vzSQzKysYj3zTDf7y9eCU8jP61azIlJJhjHs4JOQMPzqZ+WMFRTvVeXc6k2bvYeTKl9NcjhBBCCHEtqnHwQkZeCOEO6vW0v4QQhdP7wOhZMO+BUlXTAN2MJrr1nEzqmn+z1M+XBf5+HNdfDVRkaLXMDvRndqA/rY0mRmVmMTg7B5/LwY5nbm7MF38fc2p3xYFEVhxI5PtxHdl4LJlBLSPp3ijsmi9TCFG+1q1bV9ldEEII4SIJXgghhKgemhUyXaPPq3BuNxxbXUxFBTo/QnDXSYw7vZX7w5qyz5jIgmMLWHVyFQaLwVFyv5cn+708+Tg0mME5RkYl7+eJfi3ZfTqVjccuFmj5kZ92AvDT1lPseP0WavhX329DhBBCCCEqkkwbKYHRaOTQoUNs27aNo0ePYjAYSq4khBDi+tN6QOeJzse6Pg6RrYuv1/pue5JbnR4a9EEJiKRteFve7fEua0av4c2ub9LSr45TlRyNhgV+PoxdMZa7Fw9hQLej3N+9+JEVY3/YhtUmK2AJIYQQogLl5FR2DyqMBC+KsHnzZoYMGUJwcDCtWrWiR48eNG/enJCQEIYOHcrGjRsru4tCCCHy6/MyeAXat299B7yDCh+REVjb/meN5jDg3SKb89P7cVfTu/j1juXM6/IO94R2wN9qcyoTl32Oj3d8zPL0x7nt5r/R+sQBtgJtHU3KosVbK3l6zh7eX36QS1mmAmWSM00Yc2UFKyGEEEKUkcVS2T2oMIqqqtX2a6Bjx47x2WefOfZfeeUV6tatW2K99957j7fffhtVVSnqx6MoCi+99BJTpkwpt/5WFbGxsbRq1cqxHxMTQ8uWLSuxR0KUTmpqKgDBwcGV3BNRKQxpkJUEYU1AUezH1n0E6z6wb7e6E+78EUxZoPO0j9hwlcWE8f0I/vT1ZqGfHzu9vQotFuoZxbkzrclN74BqKTy57tgudXh/5E2O/d92nOGVhfvx0mn5dXxr6gR7yz0s3Jbl8sOzrohlh4WoyuT+Fe4sdutWWnXv7tivTp/lqvW/yHnz5jF9+nQURaF+/fp88803Jdb59ttveeuttxz7yuUH3ytBjLz7U6dOJSgoiFdffbUCei+EEKJMvIPsr7z6vgIB0XDhIHR70n7M06/0bes88VJVbs/K4fasHE7qdCzy9+V3Pz8u6bSOYpdM5/EMP49X+J/kZjbFnNYJa1ZT4GqZ2dtPE3Mug4EtI4hLymLhnrMAGHKtDP9uDwsebkuHfMELVVVJN+QS5KMvfd+FEEIIIdxYtQ5erF59NUHbxIkTiylpl5iYyMsvv+wIUID9QbFVq1a0bNkSo9HItm3bSEpKQlEUVFXlnXfe4a677qJBgwYVcg1CCCHKSfv7y6edbk/C1q8AqBdYn+cuHePJ1HQ2+HizIKIOmxUTNtU+bUTFhs7/EDr/Q9hy/clN70BuWifU3FAA9p1JY9+ZtEJP88yCQ0y/349WNe3TYKw2ldHTt7DnTBoj29Vk4W57sOODkTdxb5c6hbYhhBBCCFFdVNvghc1mY9euXY79O++8s8Q6n3zyCdnZ2Y7ARHBwML/88gsDBw50anfq1KlMnjwZRVEwmUx8+eWXTtNThBBCVGMD34cez4BvDfu0lLcD8QBuzjFw84kjJN75A4vPbWBR+iHO5SQ5qmk8MvEMW4dn2Dos2Q3ITeuMJbMlqIVPW0lIM3Hbl5sA+PiO1oT66dl9Og3AEbgAmLzoABuOJvNA93p0axhaYZcthBBCCFGZqm3Oi8OHD9OiRQsURaFZs2bExsYWW95qtVKrVi0uXLiAqqooisLChQsZPnx4oeUnT57syHcRGRnJuXPnyv0aKovkvBDuTnJeiOtq7n1waGmBwza/SLYN+5iFxxbwd8oBLLaCCbRUqze56e3ITeuEzRR1Td3w1GlY/1I//jyYyKytp7i7Y20e6W0fFbgl/iLfrovnSGIm/ZuF89LApoT6ybKtouJIzgDhzuT+Fe5Mcl64ofj4eMd2586dSyy/e/dux3QQgI4dOxYZuAB44403+Prrr8nMzCQpKYnjx4/L1BEhhLgR3fpuocELTVYi3X8ZR3cgJag2S29+noXxv3M8/bijjKI1oA/Zgj5kC02DWjKy8SiUrLZMXnis1N0wWWyM/WEbxy9mo6rw/opDrD+ajCHXyq5TqY5yv+44w7xdCWx77WZq+EsAQwghhBDuodoulZqQkODYbtGiRYnlN2zYAOAYdXHfffcVW97Hx4dBgwY59g8cOFDGngohhHBrIfXhtbMQUKvoImlneODwRhb3n87Pg39mRKMReOu8ncocSYtlyo53+fzYfbRt+wca71NA8YMjw/ycE3fGJ9sDF1dsirvoFLi4wmpTmbfrTMnXJoQQQghRRVTb4EVmZqZjOzS05DnA27dvd9q/5ZZbSqzTtm1bx3ZiYqLrnRNCCFG9ePrBswdg4IdFl4ldiDKtGW1/GMq7Jw6y5uYfeavbW7QKbeVUzGAxEG9aj2+9b4ls8RUewZtAk+NUpmENXz67uw2bXunPqHY1y9Tlz/86htVWLWeOCiGEEDeugMKXaK8Oqm3wwmQyObbzrh5SlJ07dzrK+fn50bx58xLrhIeHO7YzMjLK0EshhBDVhkYD3SbBGxfg9i+KLmfOgri/8Fv/MaObjGbObXOYf/t87q0/DP88S6kCZKtn8Ypchl/jD/CKmofG6zSvDW7K3y/0ZWS7Wnh5aJl2d1vevK3kEYaT+jZkcKvIq92w2Fi4O6GYGkIIIYQQVUe1zXkRkCfidOnSpWLLXrx4kZMnT6IoCoqi0Lp1a5fOodVefci8kthHCCHEDU7nCR0ehCaDIH4NLH688HKHlsDbgRB5E01rNOO1A/N4TlH4y8ebBYFB7PS8+l+0orHgEbQLj6Bd/JH6J8FHxjC0wVB8PXwBeLhnfYa1iabT+38B8PKgpkzs3ZDvNhwn3ZDL0zc3wkev4+C5DP6IuTpS8KX5+xnaOgofvY5zaQZU4NC5DP45mcLeM2nUDfHhw1E3odNW2+86hBBCCOEmqm3wIiwszLFdUj6KLVu2OO27kuATICUlxbHt5+dXit4JIYSo9vwjoe29kJ0Mf75VdLnEA/YX4KWq3Jadw23ZORxtfQ/L6jZh8bHFpJqu5q2ITz/Gu9ve5dOdnzC0zq2MbnEfzUObU8Pfk5NThjo1/Xjfhk77zaP8C5z+tv9s4uVBTZk0ezf5Z5H8cyKFbg1DGdW+6HweQhTmyvRdWfVJuCO5f4Vbq8Zfqlfb4MWVfBSqqrJixQpyc3Px8PAotOySJUscZRVFoXfv3i6dI29S0LzBEiGEEMKhxzPQ9QkwpsHB32H9x5BVcp6kJvvn8Hx8OE+OW8Jf2Sf4LfYndqVcXfY7x2Jg3vElzDu+hJvCWjG6yV0Mqj+oQCLQvBRF4d0RrXhzcYzj2PGL2Tz2f7uLrDPtz6PkmK0s3XeOhFQDI9pF89LAZq5duxBCCCGur5ycksu4qWo7DrRZs2aEhYWhKAopKSl88sknhZZLTk5m7ty5jnwXXl5e3HzzzS6dY8eOHY7thg0bFlNSCCHEDU2rA98w6PQwPL0Hhn0FoY1Krpd9Af23XRny0z3MNPuxOOEc96Vn4G+1ORU7cDGGt7a8xc2/3cyUdS8R/8cLcDZPQMKUCft+hU2fM6KOiQAv17+7SEg18MbiGLafSOFsmoGv18bz9do4l+sLIYQQQpSHajvyQlEUxo0bx7Rp0wB466238Pb25sknn0Sns1/2+fPnueeee8jOznbUGTZsmEtTQAwGA7t27XLUcyXBpxBCCIHeB9rfb3+pKpzbDRYTRLaG3BzY+wv89a+C9Q7MoyHwSkoaT6ems8rXh3n+fuz38nQUyczNZPaplcwGOixdwujOz3NrUDP0P41wlPHnX2xqPJIZ4a/w2d/Hy3QJn64+wqS+DTHkWnlzcSzpBjP/ur0ltUN8ytSeEEIIIURJFFVVq+06aefPn6dFixZkZGQ4poQEBgbSrFkzjEYjsbGxjkSbV97ftWuX0xKoRZkzZw5jx45FURRatmzJ/v37K/hqrp/Y2Fhatbq6dF9MTAwtW7asxB4JUTqpqfb8ADJXVbglVcU07xE8D85zqfhhvQfz/P1Y5udLjqbggMpgq5URmdncmZlFnbzzYEf+l4/Pt+WbdfFO5X31Wn58sBOnU3J4eb7r/7e1jA5g8RM98JDkngL5PSzcm9y/wp3Fbt1Kq+7dHfvV6bNctX7CiIqK4ttvv3WsIqKqKmlpaWzfvp29e/eSm5vrKKsoCk8++aRLgQuAmTNnOrb79OlTzj0XQghxw1IUcm6dSk7fd4ov17A/jJ5JM3Mub15KZc3ps7x5MYVmJrNTsVStlhlBAQytHc2jkTX408ebXIDj63msb0N6NQ6jZpA3vzzShSVP9mD9y/3o2iCUuzrW5ueH7Qms+zSpwY8PdESnKXrp8dhzGTR+/Q8m/ryTw4myfLgQQgghyle1HnlxxezZs5k0aRKZmZmO3BZXXLn8sWPHMmPGDMeUkuLs2bOHDh06ONr6448/GDBgQPl3vJLIyAvh7uQbE+HunO7hqY3sK5Zc0e1JuPVduDLKwmKC3x6Ao38AoAIxej2/Bfix0tcHYyGjMcIsVkZlZnHniJ+Jqud6AP63nWdcHo1xW+soPrqjNb6e1XaGqiiG/B4W7kzuX+HOZOSFmxs7diyHDx9m8uTJtGnThsDAQDw8PIiOjuaOO+7gjz/+4Oeff3YpcAHw3XffUbNmTaKjo2nUqBH9+/ev4CsQQghxw3p8C+gv52LS6KDDg1cDFwA6T7j3V3hsEwAKcFPPV3j3gW385dmSV81eNPCJdmryok7Ld8GBDFr/JJP+msTfp/8m15brVAZjBticE4Pe1bE2v03shoe26BEYVyzbf56276zmQqaRG+B7EiGEEEJUsBti5IUoHRl5IdydfGMi3F2Be/j8PtjxIzS/HRrfWur2VFVlV9Iu5h35jT9PrCBXKRh8CMODERYto9IzqJ1xeSnXgFowcQP4hhbZdkJqDqcu5TD2h+3F9mFct7o8c3NjQv08iy0nqgf5PSzcmdy/wp3JyAshhBBCVJ6oNjDsP2UKXIA9r1PHyI581Odj/ooYxPMpqdTOdR5pcZFcftAZGRKqZ0JkOCt9fTBnJMC+X+wFko/Cli8hxXmFklrBPvRoFMbrQ4pfdeunrae4/ctNZJksxZYTQgghxDXwrL5fEshEVCGEEOIGEtL9Wcb/8z8eSM/kHy9PFvj78bevj9NojO3eXmz39iLYamXYzk8YtfZtGuReDjqsfgPGzIFmQ5zandCrPk0i/fHz1BJ3IYtXFhwocO5z6Ub+PpTE8LY1K/QahRBCiBuWBC+ql1OnTpGcnIxWqyU8PJyaNeUhSgghxA0isBaM+BbN5i/oeiGWrkYTqZdSWeLnywJ/P07oPRxFU7VaZgUGMCswgPZGI3dmZnFrtgGvv962By9U1T4aI+cSSo9n6NOkBgAd6oYwtHU0v/5zmveWH3I6/TO/7qWGnyfdG4Wx53QqXh5amkcFXM+fgBBCCCHc0A2T8+LEiRO8++67LF26lJSUFKf3oqOjufPOO3nttdcIDw+vpB5WHZLzQrg7masq3N11u4eXPA27Zzl2VWCPtw8LmvVmVepBTIXk5fS32hianc3wzGxams04itTsCA8uBw+vAnVWHDjPpNm7i+zGl/e04/Y20UW+L9yP/B4W7kzuX+HOqvNnuRsieDFv3jzGjRuH2WwuMuO5oigEBASwePFi+vRxfdm46qg63/DixiAPHcLdXbd7ODMRfh4JF4/B8K8gsDb4hUNYYzKyk1k+exALyOKIp77Q6g3MuQzLyuK2rBwirFb7QQ8fGPwRtB/nKGcwW7ll2nrOphmK7Iq/p467OtXmjaHNsdhUdBqlwPLmwn3I72HhzuT+Fe4sdscOWnXu7NivTp/lqn3wYv369dx8883YLi/3duVB6Mpl59/39vZmz549NGnSpBJ6WzVI8EK4O3noEO7uut7DNhsoiv1VCDXtDLHpx5l/di1/xC8lx2YuUEajqnQ1GLk9K5ubcwx4qypEtoZR30N4MwDOpRkY9c0WEjOMLnXrlubhTL+vAzqt5BZ3R/J7WLgzuX+FO5PVRtyUqqo88sgj2Gw2R5BCo9HQoUMH7r77bu644w5atmyJqqooiv0bHoPBwOOPP17JPRdCCCGuE42myMAFgBJUm1Z1+/B297dZM2YD/240hvZG5wCETVHY4uPNa+Fh9KtTk7fCQtiZdgTbN10gdjGYs4kO8ubP53sT6O1R+Iny+evQBZbuP1foe6cv5bB4z1niLmSyaE8CFzKN2GwqyZkmly9bCCGEEO6lWifsXLlyJXFxcY7ARd++ffnhhx9o0KCBU7k9e/bwwAMPEBMTA8C6des4dOgQzZsXv+ybEEIIcSPx9fBlVI/XGdXjdc5knmFp/FKWxC/hbNZZR5lsjYZF/n4s8vcj0mJh0F/PMOj3bFqYc/Hv8CCzH36b1YeS6d4wlC71Qxj0+UaOJGUWer7n5u6jd+MahPpdzZw+b+cZXlt4AIvt6sBRvVaD2WofYdks0p8/nuklU06EEEKIaqZaj7xYunSpY7tt27asWrWqQOACoF27dqxdu9Zp1ZFly5Zdlz4KIYQQ7qi2f20mtZ3EilErmDFwBiPrDsI332NFok7HzKAAxtSM4rZaUXwZvwivpPk8f2sTujYIRVEU/nimF32b1ijyPB3e+4upqw6jqiqXsky8sTjGKXABOAIXAIcTM3l5/v7yvVghhBBCVLpqPfJi165dju13330XD4+ih6qGhoby4osv8txzzwGwe3fRWdGFEEIIYadRNHSM7EjHyI68ZnmHNafXsOTwXLYl78GWp9xpDw++Cw7ku5j/0ChuDoOa3c2gmr2oG9SQmeM7s/FYMufTjLSpHcTQ/2x0ClB8vTaer9fG065OECaLrWAn8pm3KwFfTx2ThzRHr7MHVEwWK0/M3sOxC5l8OOomujcMK+8fhRBCCCEqULVO2BkVFUVSUhIeHh5kZGTg6elZbPljx47RtGlTFEWhW7dubNq06Tr1tGqRhJ3C3UmiLeHuqsM9fNFwkT8PzmHlwTnsthU+LQSgUa6Vfk1GcXPzMbQIa4miKPyy/TSTFx0otn0PrUKAlweXsgsmEL0izM+TtrWD2H06lZR85bZPvpmIgILLupbWntOppOXk0iTSnzA/PZ467TW3WR1Uh3tY3Ljk/hXurDon7KzWIy/S09NRFIXw8PASAxcAderUcaorhBBCiLIJ8w7jng5PcU+Hp0jMTmTVvLv4w5xIbL7/j+M8tMSd+J3vT/xOBFr6N7yd/uEd2fn6LWyOT+OZX/cW2v6X97RjQItIFAWOJGVisaqkZJt5cMY/XBm0cTHLxF+Hkgqt//xve5k9oatL15JpzAUgPjmbeTvPEBXoRZ1QX56es8epnJ+njlY1Azh1KYc3hrZgaOsox3u5VhtxF7KoF+qLt14CHEIIIURpVevghdFoRFEUvL29XSqfN8BhMknGciGEEKI8RPpG8sDohTww63ZOXzjKKl8fVvr6cNRT71QuCStz4hczJ34x/uqb9Kw3gKeGteer5RpUq7+jnL+njr5Nw9Fo7Ek5m0UGON7745nevDBvLzFnM4rt0+a4S6yMOc8tzSNYEZNIhL8nXRqEOpVZGZPIRysPc+JitkvXmWWysO14CgBP/LKb537T0KiGHwfPO/flpYFNeaxPQ7QaSSoqhBBCuKpaBy+EEEIIUUX4hsGj66nzfX8eSTrAI+kZnNHpWOPjzRpfb/Z4eqLmWSEkU1H549QqYBV+TUAx18LD1IJJnQdzvy4R/ZxR4B9tX+a10c3gWwPi/qZp+3EsfbIn936/na3HLzl1oWENX+KTrwYinvxlD0NbR/H7XvuSrHMf7UqneiGYrTZGfbOlQNChtMwWW6FtTF11hLWHL9CqZiA1/D15vE9DRyBGCCGEuCYBASWXcVMSvBBCCCHE9aHTwwNL4PxeCG9Jbd8wHvj7HR7Y/DmXNBrW+3jzt68P27y8MOf7MK/qEzDrE/j80Gp+tNroajTSOXknnY1G6u+djaP05s9RJqzhhwc6siX+Em1qBRKeJ7fFHwfO8/hse1Jui011BC4A7v5uW6kvqWV0AE/1b8Rj/1e6RN87T6Wy85R9Xr2fp44Hutdj8Z6zfPH3MU5czKZdnSCe7NeIm5tHAPapK0kZJoJ8PAjzc556cz7dwIvz9rE5zh6sGdYmmg9G3YSfpzzmCSGEqD7kfzUhhBBCXD8+IdCw/9X9W/8NbcYQ+tNwRmUlMSorm2xFYau3F5t8vNnk7UWSzvlxJVOr4U9fH/709QEg1GKlk9FIJ6OJTkYj9f5vJL5P7eHWFhHO5zakMTgyg4Etwll18EKZuv/O8JZsjb/E0aRM3hneih6N7KuWfDK6DS/O2wfYk4kOahXF/oQ0Tl3KKbHNfy2JxVOn4dWFV5OU7jmdxsOzdnJ/17r83/ZT5E2v3r1hKE0i/Mkw5tI43J+PVh52am/JvnMkZhiZPaELHlrn5WurImOulUvZZqIDvUjJNhPo7YHODfothBDi+rohgheZmZn89NNPFVpn3Lhxpe2WEEIIIQDCm8OLR+3bqorv9J7ckhTDLTkGVCDOw4PNl4MZu7w8sSjOozIu6bSs9PNlpZ8vADUsFtrO6kybpiNo02Q4LWq0QZ9zCab3BnMmL7Z6llV0dqlri5/oQf0wXwK9ry63Pq5bvQLl7uxQizA/PUeTMhnTuQ4BXvbyKdlmVsYkEhnoSf9mEaTlmBnw2QYuZDrn1sobuMjr522nChzbEn+JLfGXCil91T8nUvhuw3Ge6NeopEusNLlWGxNm7WT90WSn40E+Hnx2V1v6NQuvpJ4JIYQbs1gquwcVplovlarRaFCU0s0hvfLjKG09q9VaqvJVmSyVKtydLHEm3N0Nfw8bM2D2aDhTcBpHjqLwj5cX25vfyg7jeY4YCl9NJC8PVaW5yUwbk4nWJjOtTSbmeD/Hl8nti6236ZV+1Ar2KfNlFCXdkMsTs3ezKe5iubed3+QhzXioR33m/HOatJxcHundAC+Pil/tpKR72GSxMu7Hf9h+IqXINgK9PagV7E3suQxeGdSMx/s2rJC+CpHfDf87WLi16rxU6g0TvHD1MvMGLUqqoygKqqqiKIoEL4SoQuShQ7g7uYfzOLQU5t7nfMwnDJ7cAT4hpBnT2Jm0kx2JO/jn/Hbi0uNdajbQaiXE9ya8NQ25uUF7moY0w5QTQsd6YcRdyKJ1rcCCH/JVFdLPQEBN0Ggh1wh7fgZTBjQeAOEt7MdddCHTyMDPNpCak+s41qV+CF/d254FuxOY8sfhYmoX9PsTPQj20dN76tpiyx14ewD+Xh7FlrlWee/hXKuNvw8lcS7NSI7Zwq5Tqaw9klxCCwVNHtKMR3tLAENUPPkdLNyZBC/clEZzfeZLSvBCiKpFHjqEu5N7OJ+U4/DbA6BooMOD0GQgBEQXWvSS4RJ7ji1l/6Yp7NNaidXrMbn4POCt86JxcBMaBTWiQWADGtq0NLx4ksjd/4eSeb7kBgJqQpeJcCkeuj8FYY2d37da7MGNPF+UJGeaeObXPRhzrTx3axN6Na7heM9mU9l/Np2LmSZ6NQlDp9Gw42QK//n7GFviL/Fkv0b0ahxGmL8nDWv4OeoN/c9GYs8VvVKKXqthaOso+jatwfC2NV362ZRW3nv4yV92s2x/8T+/BjV8GXpTFKoKX62NK7LcvrcGEOhzbYEXk8VKcqapQkbViOpBfgcLdybBCzc1a9as63auBx544Lqdq6JJ8EK4O3noEO5O7uFykBgDO/9HblQbjmht7EvazT7VwP4Lezmrmkqun4ePzUb93FwamnOpn2uhlsVC7dxcalssBNiKeYwKrgc1O0DWBTi58erxTo9Av8n25KUVYPfpVEZ9s8Wlsg1r+DLn0a6E+3uVXLgUrtzDsRet3Pfj9iLLNQjzZd5j3QjNs4LKDxuP897yQ4WWD/XV838TurB8/3k8dRoG3xRFo3C/QsuCPRlo3IUs6oX54uepIz0nlyH/2cjZNAOjO9Riyh2t0eZZ2cZmU8kw5uKt1+Kh0aDRKJxNM7D52EW6NAihTohPqacWC/cjv4OFO5PghbihSPBCuDt56BDuTu7hCmSzkT5zEIcv7OWwXs8hTz2H9R6c8PDAVoYPpYFW6+VghoXaFgu1ci1EWq1EWCxEWKz4FfWYpWihTleIamtfcUV7jdM4zu6CxAOQdBBqd4bmw/jj0CXeW36I1Bwzrw9tzuuLYoqsfkf7WozvUY9WNQOvrR+XpaamcvKSgXtm7cOYayvw/uBWkdzVqTa9GoUVWFlEVVXm7Upgf0Ia93Suw4RZOzmfbizyXG/d1oKHetYvcDzTmMuwrzZz4mJ2kXX9vXRse+1mftl+mlWxiY7la4vz5m0t6N04jGBfPUGyMkq1JL+DhTuT4IW4oUjwQrg7eegQ7k7u4QpWSB4Ng6JwTO/BEb0Hxz3swYx4vQeJumtbmM3PZiPCYiHSYiXCaiXCYiXcaiHUaiPEaiXUaiWkwyP4DP4ItnwFu2fBxWP2wMbNb0FgLUg9CSc2QMJOOL4WBn4IUa0h5xKENoKVr9rfzyu6PYxbDF5XgxGvLdzPnH/OFNlXRYGHetRnYu8GeOm1jhVTsk0Wlu0/h6rC6I61nUYq5JeWY0arUbAYsnh+4WHWHruakPORXvUZfFMU9UJ9CfHVu/wzzDDm0vn9vwoNglzxyeg23NmhFqqqcjQpizn/nGbmlpMun6OsArx0LH2qJzX8PfHQatxiaVpRMvkdLNyZBC/EDUWCF8LdyUOHcHdyD1cwm80evDiyvPhyipasB5ZwwlNPfNY5jqfFcyrzNGcyz5CQeQaDtejRAKXlbbMRYrXZgxlWK6FWG8E2K4FWGwE2G4E2+58B1qvb3qpKiWNFRv0AN90JuTlYc00sO2YgwMuDPk1q0OeTtZxJMRRZ9aEe9dl5KoX9CemOY1GBXswc3xmrTaVRuB963dUP67/vPcszv+4ttK17u9Thg5E3FXxDVSF2IWSchzrdQOdpn27j6TwVJD0nlwGfrycpo3RTfipToLcHPz7QkY71KmZ6kKg48jtYuDMJXogbigQvhLuThw7h7uQevg5UFc7tgeTDUKMpHF4O5/fD+b2QfXkljBfjwK9GEdVVLhkvkZCZwJnMM47XuayzJOVcICknCYvNUqGXoFNVp+CGv82Gn+Ol4qvat31tKn6KDr9cI341WuA78r/4eYWgU7yZ+NN+/jlR8lSJoix/uictogL4edsp3vo9ttAyrWoGsPTJngVzRSTGwPQehTdcqzOM+BbCGjkO7TqVwqTZu/HUafluXAfWH0nmQxdXZPHz1FEr2JvoIG9qBXtzS/MIxv3vnwLl7u9al4PnM2hUw49WtQL5Zftp2tYOom3tQGZtOcXB80UnQi3KR3fcxN2d6pS6nqg88jtYuDMJXogbigQvhLuThw7h7uQedn821UaKMYWk7CQScxJJzE4kKSeJxOxELhoukpJ5lkvZSaRRuauVaRQNvh6+aFUfLmUqqDZPsHmhWj1RbV55tr1RrV55jtm3VasX3lofDLlFn+P7PrncmvorGNPsIyvSz4LNAqknXOukdwi0vRdufRdVUZyCIHP+Oc1rCw8UWq1mkDctogN4/tYmNI8KKPC+zaZyKDGDI4mZ1A31pUNd1/69rYpNZOLPu1zr+2Wfjm7DHR1qlapOeUvNNrPnTCpZJivdG4YSlidJqnAmv4OFO4vdvZtWHTo49qvTZzkJXogCJHgh3J08dAh3J/fwjcOycwapf75OimrmUpMBXGo+hBSsXMpOJD3tJOnGVDKMqaTrPEi3GsgwpWOwVr2pE6pNfzW4cSWwYfOirs7MAPM/+F0eBRJgsxF4eepLoNVG0OURI1pXTlKzAzyypsDhfWfSGP71Zsf+xD4NeLJfI/y9rjEJajGyTRYSM4z8vucsK2MTaREVwOK952gW6U/tEB/+PJhUoE6wjwfT7m5Lv6bhgH0lFKtNxdfz2vKquCLuQha3f7kJQ+7VYNmD3evRtnYQM7acJDXbzIRe9bm1RQQR/l5kmixsjb+IXqdh75l0jiVl0r9ZOHd2qHVDrLYiv4OFO6vOn+UkeCEKqM43vLgxyEOHcHdyD99gTJmg2pySaxYn15pLujmdDFOG05+Z5kyyc7PJys0iy5xFVnYS2cmHybKZyFY0ZOUkk61RyNJosFShD6AK4O/hR5A+kCDPQAIuHCHImEGQ1UqAzUbQ5SBHoM1GYIeHCW16O8EJe/C0mqD1GAiIQlVVMgwWrKrqnAw0MwnO7gS/CPALh4BasPET++osnSZA41td66Q5B2y5YLO6vMTtkn3neHrOngLHQ3z1PNyzPtP+PIr18lK7o9rXJMNgYWKfBnQq5xwZqqpy62cbiLuQdc1t+eq11Az2pl+zcF4d1KzMgQyTxYqnzh6yMpitTF8fz8ZjyQxqFcmAFpH8cyKFHo3DqBnkfc19Lgv5HSzcWXX+LCfBC1FAdb7hxY1BHjqEu5N7WFSIvXNg8eOoqJgUhSxFIVujIUtz5c/LL0Uhq8kAssKb2QMhifvIzDxLli2XrMBoMlULmeYscixFL0F6PfheTnIa4hNOSFgzQvyiCPEKIdQziJALRwk5u5eQU9sItloJstkodHxDk8HQ6g44tRkuHLRPaclIsL9Xt4f9eH5BdcE3DGp1ggZ9oengIvv44YpD/HfD8TJdX91QHz6/uy3t6gRzICGdJ37ZzemUHMf7HeoGE+7vSfOoACb2aeAIBuSVmG7knWWxrDiQWKY+FOf7cR25tUUEALlWGx5aDanZZmZsPsH2Eyk0jfRHoyicTslhzeELNAr3w1OnIfbc1bwhTSP8yTJZOJtWeOLYr+9tz9DWUeXe95LI72DhzqrzZzkJXogCqvMNL24M8tAh3J3cw6LCpCdA9kXINcAvd4Gp9Ako7RSsqBzp/Qn6Jp2w7vuRrAPzyFJUMvMEQjIvj/TIjLyJrODaZJozSTOlkWHOIN2UjlW9Pjk/FFUlyGZfnjbEmudPm9VplZcr7/m5spJLXo0HQv3e9qVrTRn2PB11umLz8GXx3rM8/9u+iro0hza1g/DSaejdpAZL953jcGJmgTJ6rYY7O9bil+2ny+WcLaICHElMowO9OJdefivw5NeuThBvDG1O29rBxS7XWx7kd7BwZ7E7dtCqc2fHfnX6LCfBC1GABC+Eu5OHDuHu5B4W14UxHeY/DHF/Vux5uk6CQR8WOGxTbWTlZpFuTCfdnE6aKY00UxrppnTSTVf3M0wZpGUmkJZ6nPTLwZCK5qGql5esvRrQCL0S9HAEQa6+py+qoebDYNh/wDsYs8XGG4sP8NvOhArvf2Hqhfrw3biONInw50xKDisOnKd1rSC6NghBURROX8rh78NJrDhwnuggb57s14hawT546jRYVZVNxy4yedEBzldggMJVA1tG8MWYdnh5uJQtpdTy/g425lrRazVoyhgwUVXVaXrNpSwTiqKgqiqhkjRVVABZbUTcUCR4IdydfPAT7k7uYXHdZV+EeQ/CyY3l267OCx7fAqENr72ttNOw9gPMOi9Sej1DyqUjpPz5BilZ50jRaEjRaknR5vnTw5MUjYKJin/U9XeM4sg7kuNykEPjSUi/Nwmt14cQrxAMJj3n001EBngRHeRNYroRRYH4C1msO5rMigPnSUgtfBrFFQNaRFAz2JtZW05ic+Hybm0RwdQ7WxPkU2SYxSXGXCsvzd/P0n3nSizr76UjwMuDHLOF1Jyry9GE+em5mGXGR68lx2xlZLuaPNi9HuEBnuw4af/dt+NECj9vO1XiOT4Z3YY72tcsU+4Ns8XGuiMX+HXHGYy5VnKtNnacTKVv0xrUCfTg2IUcUo1W4pOzCPT2YEDLSJ7o14gafp6sOXyB/Qlp6LQaHuxez5FnxWZT2X06lZRsM1abyncbj7M/IR2rTWVS34YcT85mZezVKTyRAV60jA7AZLFxMcvE4cRMIgO8GNY2muduaYK3vmKCM6J6k+CFuKFI8EK4O/ngJ9yd3MOiUpmzYfWbkHHWntOhQV8Ibw6ZifDbOHty0ZxLkJIvl4PeH4ZMhRbDyNo9H03ORXxaDoKICn6GOLsLvu9/db/1GOj7CoQ0QFVVciw5pBhSSDGl2P802l+XjJfs23neSzWlYlNtFdpdraIl2CuYEK8QQjxDCPYKIsgrmEDPQAL1gfY/PQPJMejZdcJEWpYOLb6MaleHzvWdk3meTTPw/vKDZBotaDUKRxIzOZ9uRKdRaFDDl9a1gujfLJwhN13OG5GZZE88GlATriFpa0JqDj9vO8W6w8kkZhhJz7NW7u1tonl/ZCsC8qz2Ysy1EnsunZbRgS6PljiXZmDXqVT+iDlfbM4OP08dvRqHUSvYvjTuba2j8dA6j84xmK1YbDYuZpnJNOYyedEBYs6WdcpUQVdyj8ScTedStrnc2q0VbA9utakdxE01A+naIITGEf7sPZ1GmiGXlGwTOo2GemE+NInwx1On4eTFHHo3qYFep3Ea9ZFjtuCp01b4lBtR+SR4IW4oErwQ7k4++Al3J/ewcAvH18M/39lX8uj0sFOQ4rrfw6pqD7YABNYqczM21Ua6Kd0e3DBccg5yGJ2DHynGFLJyr30FD1f56XwI9AwkQB9IoFeQI9gR4BmAr4cv/h7++Op98db6EODpj7/e/+pxixmP38bB6a1XGwxvCZ0nQFIspJ60Jx5tdpv979OaC+f2gH8EBNaGs7tBtUJUG/AofAWQKx8pyrQCScpx+zSmqLb2nCGJB6BGM3ti1MusNpVZW07yzrKDJTY3sl1N6of5Ysi18u26+NL3pxq5MsIFwMtDQ9cGobw7vBW/7z3Lsv3nOZtmYGDLSN4e1hK/67Bsr6h4ErwQNxQJXgh3Jx/8hLuTe1i4uxvlHjZZTaQaU7lkvOQIdjgFORK2kZJ5lkuXp7NU5hK1njYbfjYVP9WG3+VtX5sNH1XF22bDW1Xxsql4o+Bts+BjU/HO+56q4q3o8A6qh3fDm/Hu8xpeHt5olBJykFgtcOh3OPMP6P3sQSbVZl92NuEfyEkBcyFBII0OOj4E7e63J0LV+wD2IMmKA4k88cvucvvZNAjzxWSxOVY90WkU6od606dpBA3D/Zjyx2Gn0SWlpddqMFvtI3o61A3mluYRnEnNIdjHg1//OeMYrdEgzBetRuFYOSxrW1qeOg33dK7DHe1rkZJjpk6ID/VCfYoNRqmqSobRQoCXzuWglaqqnEkxkJRppHWtwEJXyRHXRoIX4oYiwQvh7m6Uh2ZRfck9LNyd3MOX2axw7E9IOY56eCmZZ7aSotFyKV9+jgyN/ZWu1ZKu0dhfl49XZsDDFd5aTzxR0Hv44an1wNOYiac1F0+LCb3VYt+22fBUQa+qeOZ76S8HRvRF7HuqKp42Fc+Im9B3moBX06HoPf04cj6bpfvOcyQpk3VHkkvdbx+9li/vaUefJjXQ5ZlmYrWpXLh4CS8PreP+zTFbWHP4Al/8dYwcs5X/3NOOtrWDmLfzDG8ticVssQcm2tYO4oHudeneMAwPrcaRCwPg1KVsfPQ6avgXTNKZbsh1CgCcvpTDxrhkdp9KY1NcMplGi2P0RGH8PHVkmSyl/hm4olmkPwNaRDCkdRRB3nrOpRtYsvccO0+lcPBcBjbVHpD5YVxHgnw8WLTnLP9df5wjSfbVbppE+DGsTTSBPnrSss38uPkEaZdzoOg0Cg/3qk+3BqF0rh+Cj17nWHZXlJ0EL0Sli42NZf/+/Zw7dw6tVkvNmjXp2LEj9evXr5BzSfBCuDN5aBbuTu5h4e7kHi7C2d2w6DFIOwXB9aBGU7h03J5/InF/geIqkKMopGs1V4Mal4McGRoNaZcDHNmK4lieNlujkKnRkH35VV1pUPDUeeGp9USn6PHUeZJjVDCaFVSbB1lGBVXVgeqBn96L5pEh6DWe+Hh4UTckkGBvHzy1nnjaLHjmmtAH1MTrYhz6nEtozh/Cy2LG10OPV64RvTkbT58wPBvdgt5iRqvV2/O+ZF+0T7ep2QHVOxjFYoSTmyHnIoQ2hqQYMGVCQLR9Oo6igYtH4dIx8AmDDg/Y//6D60JWkn2JXb0veAUUuF5VVckx2xOLJmYYaRDmh16ncbwXn5zNofMZ5FptHDyXwcHzGUQFepOcZSLUV0/TSH+OJ2fx+95zmC4HW1pEBWCx2YhPzsbqSubXCuSp0xDsoycp04iHVkOLqAAe69OQbg1CCfB2HtlxrSvAVHcSvBCVZv78+bz77rvs31/wPzSA7t278/7779O3b99yO6cEL4S7k4dm4e7kHhbuTu7hMjLn2AMZGz6Bbd/ap0rovO0ffr2DwTfUnnSzxTDQeMDpLbDvV7AWniTSBmQrCtmRrcjq+CBZNduRZTWQZc4iK+Ms2VYDOVotBosBgykTQ2o8htSTGDQaDH41MKg2DJYcDLZcjFYTBnMWRrVivuF3JzpVxdum4q3aLk+tuTytRrVd3XbhfR/Vlqesitfl9z3CW0DP5+w5SC5Pl7kmGecgZgF4BWILbUpiwE3odRrCvFTQeXEkKYtn5+7l0PnyS2Ja3mqHeJNjsjolRB3TqTZP9rcv6Vuc9Jxc5u9OYPvxS8QnZ9G3aTid6gWjKAqJ6UZH0tlGNfxoUzuI1rUC3Xr0hwQvxHVntVqZMGECM2fOLLGsRqNh8uTJvPvuu+VybgleCHcnD83C3ck9LNyd3MPXUfZFex4JRQuntthHBIQ2vJxAVbF/kx9ct9xOZzvzD8Zt35ATtxqD1YhB0WBWFEyXX2ZFwRjWEHPtLpjMmZgDa2LyCcWk1WGymjBZTZitZsd23n2z1YzRanR+32LEZDFguQ5L3lYVurwBDa3enofEJxwvvR/engH2YzYV79STeJmNeCkK3ooH3uZsvAzpeNdohldQPbwyEvFJPYlX8lFHYMRLVfHyCkJjzb2aa+Sm0dDvdVI9a+Kh06BVFPacSWXvmTQ++/MoudaCP/t6oT5M6NWAn7eeckwRyatmkDepOWba1ArCqqoYzFbOpxvJMVt4tBX0tO3kn4xgZh4PJJlAVMoeLBjTqTaKAtuPp3D8YjZ+njrqhfnQPDKAo0mZHDib7tKSwleE+XkyvG00LaMDsKlw+HwGF7NMBPvqebR3A6ICC09aC5CWY+ZMioGE1Bzik7OwqZCaY18auGlkAAFeOjSKgk1VaVjDj1rB3mVLcot9OlO2yUqYn316ksliIyXbzN9bdzFuSC9Huer0WU6CF1XU008/zZdffunY9/HxYezYsbRt2xaz2cz27dtZsGABublXkwdNmzaN55577prPLcEL4e7koVm4O7mHhbuTe/gGYEyHo6vAP8oeLDm91Z58s1ZHiG5X7qez2qyYzmzDvHc2pvN7MV08cjVYkjdwolEuB1PApGgwKTjK5P3zSrDFpMmz7WhDi1mjxaTRYlKt2Kph4MTLZh/14XUlUauq4q3V4+UXhbfeDy+fULz8a+Kt80ZBT4CnD1o8yTAoRPr7E+bri16jJ9eqYe728ySk5tK4RhB9G4bRoYYOXwX0Wg/0AbXRWy3o4v6yr2yz7RvI9/O06bw5H94Lc0B9bBYTBzO8WXXemz9zW5OLDg8saLBhwKtyflj5RAd6cS7dCECnesFkGi2YrTYSUgyOxKyu0mkUOtULQa/TEO7vyYh2NakV7E3tYJ8ip8Woqsr3G+KJ/+sHmqonOKzW5jw1yLJ5YsaDC8kX2fnj247y1emznAQvqqDly5dz2223OfZbtGjBypUrqV27tlO5ffv2MWTIEM6dOwfYR2Ds3buXm2666ZrOL8EL4e7koVm4O7mHhbuTe1hUuJOb7FMhEnbYl1YtC88A6PU8tLoT0s9A1gWo35tUk/1DY3BwMKqqYlEtmCwmTKYMzKoVg5qL0WLEaDFiOL8XQ+pxDCnxGLyDMEY0w2AxYjCkYPT0xWA121+WHAymdAxWM0bVgsGcjSHXPg3HYDFgVUv3odfdaC8nYb36wrHtqaroUNGp9lEnusvldVzeV0GLihYNNo8AdCgYcxXMFoixNuC4WhutquKHmQjS8VFzMaheXFID8cVMmJKOv2rETzECCgbVE1XRY9b6kqavhZ+fP2GeNuKyvDh60UauDUABVbH/mWdbdTqel/O+HwYaK2cJV9IIU9LJVXUcUWtxyhZJbc0F6ilJ+GJf3caIF5mqN6fVCMKUNPwwkuNZAyUgigsmD5rVDKNjaC77Nq9gsGYbfhgIVrIL6YH9Y/3RJAtDvrw6Bag6fZaT4EUVY7PZaNeunSPHhY+PDwcOHKBBgwaFlt+yZQu9evXCZrP/wrvttttYunTpNfVBghfC3clDs3B3cg8Ldyf3sLhuVBVSjtunx5zbA8fXgSENDv4OFvuHQ2p1gtpd7Mkz/SKgTleo2wM8Cv8m/3rfv6qqkmvLtecesRjsQRFTOoZjqzEe+h2DzUyOxYhBtWAyZWC4PMLE4B2EwTcMo9WI0ZiOQQGjzYzB098eJNF5YNBoMKJispV9qVfhXnJPGzjyVrxjvzp9ltNVdgeEs7///tspOefTTz9dZOAC7Ak7R48ezdy5cwFYtmwZcXFxNGrUqML7KoQQQgghRKVSFPu0FbCv/NF0sH171H/tgY0qvtQsgKIo6LV69Fo9gZ6BV98IbwM9XnIunH3JntcksKY9YOMim2qzB0UsBoxWI4bcy39aDBhyszEeX4fx7A4MVhPG5MMYNIo9SKJo7IESRXEETYyKBvPl6TgFXiiYZRWQSuVlqr5jEyR4UcUsWrTIaX/ChAkl1nnkkUccwQuAxYsX8+KLL5Z734QQQgghhHAbbhC4KDXfUPurlDSKBh8PH3w8iliZo3bfq9umLPtoFoATG+BSHKSdhpR4SD15tZx/FPjWAA8fMGaCfyRE3oTa9j5ydR6YdF6YM89itlkw+0dgtuVitpox264maL3yyrXlYlWtWGwW+8uchSUzEas5C4uHFxatDosxHasxHYvVhCXjPJa0E1hUG1ZFwQJYFAWLhzcWmwWrasGGgqposOn02CxmVGz2Y4DNwwebLRfVZsEK2BQFFfXq+4p9tR4VJc822C7v5w0PFLmtKPZEuooGbFbUK1ODFMV+TLmy1K0NVPsZVBT7+6p6eT9/2wo2jQeqokGjKPZkn4qC02QKbeGrD1UHEryoYpYvX+7YbtiwIQ0bNiyxTq9evfDy8sJotCeOWbZsmQQvhBBCCCGEEKXn6QdRre3bV/4E+wfq5CP2ZK3+ERBUt9AAkQLoL7/wj6y4fuYa4eBi0OggtBGENACvgKt9zTWAh/fVPqoq5OY4j1gxpoNWD1pPOL8XEvfDub1wajOkJ1xuwwdysy//mWOvp9Xblyj2CYXg+hDd1n48rCnUaAo1moFfuPPPJ/WkPUgRXL/gz82aa094m7eOxQTZyWCz2JdK1ujsfSghKBe7dSut3ulebBl3JcGLKiQtLY3Tp0879rt27epSPb1eT4cOHdi8eTOA07QTIYQQQgghhLhmigLhzSq7F1d5eEGbMYW/pyig9ynkWL6pNl55punUbG9/dSjifDarfVliD1/wCbEHFbQervc3uF7R72k97AGhvHSeEFjL9fZvAGVfUFeUu0OHDjntlyZvRd4RGqmpqSQmJpZbv4QQQgghhBDihqbRQlAd+7QdRSld4EKUCwleVCHHjx932q9Tp47LdfOXzd+WEEIIIYQQQgjhrmTaSBWSkZHhtB8SEuJy3fxLOWVmZpa5HyaTyWl/zZo1xMXFlamt4OBgQkNLn1RIiGuRnp4OQGBgYAklhaia5B4W7k7uYeHO5P4V7iwu35fY+T/buTMJXlQhWVlZTvteXoWvPV0Yb2/vYtsqjTNnzjjtP/3002VuSwghhBBCCCFE5Thz5gzt27ev7G6UC5k2UoVcWS3kCr1e73JdT09Pp32DwVAufRJCCCGEEEIIISqbBC+qkPwjLcxm19fozT8cKP9IDCGEEEIIIYQQwl3JtJEqxM/Pz2k//0iM4uQfaZG/rdLo06cPixcvJi0tjYyMDCIjI0s1CiQvyXkhhBBCCCGEENeHyWRySgPQp0+fSuxN+ZLgRRUSEBDgtJ+amupy3bS0NKd9f3//MvcjKCiI4cOHl7m+EEIIIYQQQojKUV1yXOQn00aqkPr16zvtnz592uW6p06dctpv0KBBufRJCCGEEEIIIYSobBK8qEJatGjhtF+a5Unj4+Md28HBwURGRpZbv4QQQgghhBBCiMokwYsqJCgoiDp16jj2t27d6lI9s9nMrl27HPs33XRTufdNCCGEEEIIIYSoLBK8qGKGDBni2I6Pj+f48eMl1tm4caNTcs/bbrutQvomhBBCCCGEEEJUBgleVDEjR4502v/+++9LrJO/zIgRI8qzS0IIIYQQQgghRKVSVFVVK7sT4iqbzUabNm2IiYkBwNfXlwMHDhRI5nnF1q1b6dmzJzabDYChQ4eybNmy69ZfIYQQQgghhBCiosnIiypGo9HwwQcfOPazs7O5/fbbndbqvWL//v2MHj3aEbjQaDS8//77162vQgghhBBCCCHE9SAjL66BqqrEx8cTExPDmTNnyMjIwMfHh5CQENq0acNNN92EVqstU9tPPPEE33zzjWPf19eXsWPH0rZtW3Jzc9m2bRvz588nNzfXUWbq1Km8+OKL13xdQgghhBBCCCFEVSLBi1LKzMxk6dKlLFmyhDVr1pCcnFxk2eDgYMaPH8+LL75IVFRUiW2fPHmyyOkhJRk5ciQLFy4sU10hhBBCCCGEEKIqk+BFKWRmZhIeHu60socrQkJC+OGHHwok48zvWoIX8+bN48477yxTXSGEEEIIIYQQoirTVXYH3InVai0QuGjQoAF9+vShadOmhIWFYTQaOXDgAAsWLODixYsApKSkMHr0aObNm1diACOv6OhovL29ATCbzZjNZiwWCwA6nQ5PT088PDwA8PPzK49LFEIIIYQQQgghqhwZeVEKaWlpBAcHExAQwPjx43nooYdo3bp1oWVzcnJ49tlnnZYxDQ4O5ujRo4SFhRVaJ//Ii7Vr19K3b99yvQYhhBBCCCGEEMLdyGojpaDT6Xj11Vc5ceIEn3/+eZGBCwAfHx++++477r33Xsex1NRUpyScQgghhBBCCCGEKJkEL0rBz8+PDz/8kJCQEJfrTJ06FUVRHPvLli2riK4JIYQQQgghhBDVlgQvKlh0dDTNmzd37MfHx1dib4QQQgghhBBCCPcjwYvrIG8yzezs7ErsiRBCCCGEEEII4X4keHEdnDx50rEdGRlZeR0RQgghhBBCCCHckAQvKtimTZu4cOGCY79bt24u1/3888/p0qULYWFheHh4EBYWRvPmzXnggQf4+eefMZlMFdFlIYQQQgghhBCiSpGlUivYsGHDWLp0qWN/4cKFjBw5stCy+ZdKLUlERATvvfceEyZMuOZ+CiGEEEIIIYQQVZUELyrQnDlznJZKbdu2Lbt27UKjKXzAS2HBi4CAAIKCgjAajVy6dAmr1Vqg3v3338/MmTOLbLe00tLSWL9+PWlpaWRkZBAZGYlery9TW8HBwYSGhpZLv4QQQgghhBBCFM1kMnHmzBnHfp8+fQgKCqq8DpUjXWV3oLqKjY3l0UcfdezrdDq+//77EgMMfn5+3HXXXQwbNoyuXbsSERHheC8nJ4dNmzbxn//8h+XLlzuO//zzz4SGhvLZZ5+VS9/Xr1/PiBEjyqUtIYQQQgghhBCVY/HixQwfPryyu1EuJHhRAc6fP8/QoUPJyspyHJsyZQodO3Ystl5UVBRnz54lICCg0Pd9fHwYMGAAAwYMYObMmTz88MPYbDbAnh/jnnvuoXPnzuV3IUIIIYQQQgghRBUgCTvLWUpKCgMHDuTUqVOOY48++igvvPBCiXU9PT2LDFzk9+CDD/LBBx84HXv33XdL11khhBBCCCGEEMINSM6LcpSRkcEtt9zCjh07HMfGjh3LTz/9VG75KPIym800bNiQhIQEALy8vEhJScHb2/ua2t29ezcdOnRw7P/nP/+hTp06ZWpLcl6IypCeng5AYGBgJfdEiLKRe1i4O7mHhTuT+1e4s7i9exlx332O/V27dtG+fftK7FH5kWkj5SQrK4vBgwc7BS7uvPNOZs2aVSGBCwC9Xs9tt93G9OnTATAajezdu7dUy7EWxtPT02m/f//+tGzZ8praFOJ6Sk1NBezBMyHckdzDwt3JPSzcmdy/wq2ZTE67+T/buTOZNlIOcnJyGDp0KFu2bHEcGzZsGL/88gtarbZCz920aVOn/QsXLlTo+YQQQgghhBBCVFHVKFiRnwQvrpHBYOD2229nw4YNjmODBw9m3rx5eHh4VPj5808RycnJqfBzCiGEEEIIIYQQ15MEL66ByWRixIgRrFmzxnHslltuYeHChej1+uvSh6SkJKf9sLCw63JeIYQQQgghhBDiepHgRRmZzWbuuOMOVq9e7TjWr18/lixZgpeX13Xrx8aNG53269evf93OLYQQQgghhBCiCqnGI/EleFEGFouFMWPGsHz5csexXr16sXTp0mte6aM0YmNjnUZ91KtXj0aNGl238wshhBBCCCGEqEIslsruQYWR4EUpWa1W7rvvPhYtWuQ41r17d1asWIGvr2+Z2zUajZRm1dqsrCzuu+8+bDab49iDDz5Y5vMLIYQQQgghhBBVlQQvSkFVVR5++GHmzp3rONa1a1dWrlyJn5/fNbW9bds22rVrxy+//EJ2dnaxZXft2kW3bt3Yu3ev41hUVBQvvPDCNfVBCCGEEEIIIYSoinSV3QF3smnTJmbNmuV07PTp07Rr165U7axfv56aNWsWOL5v3z7Gjh2Lj48PPXr0oE2bNtSqVYuAgABMJhNnzpxh3bp1TkuyAvj5+bFkyZJrDqAIIYQQQgghhBBVkQQvSsFqtRY4du7cuVK3k5ubW+z7OTk5/Pnnn/z5558lttWsWTNmz55N+/btS90PIYQQQgghhBDCHci0kSqiUaNGPPbYY7Rt2xatVlti+datW/PNN9+we/duCVwIIYQQQgghhKjWZORFKfTt27dUSTVLo1atWnz77bcAZGdns2fPHk6dOsWFCxfIyclBp9MRFBRErVq16Ny5MzVq1KiQfgghhBBCCCGEEFWNBC+qIF9fX3r27EnPnj0ruytCCCGEEEIIIUSlk2kjQgghhBBCCCFEdRAQUNk9qDASvBBCCCGEEEIIIUSVJsELIYQQQgghhBBCVGmS80IIIYQQQpQrf3//yu6CEGUm969waxZLZfegwsjICyGEEEIIIYQQojrIyansHlQYCV4IIYQQQgghhBCiSpPghRBCCCGEEEIIIao0CV4IIYQQQgghhBCiSpPghRBCCCGEEEIIIao0CV4IIYQQQgghhBCiSpPghRBCCCGEEEIIIao0CV4IIYQQQgghhBCiSpPghRBCCCGEEEIIUR14elZ2DyqMBC+EEEIIIYQQQojqQIIXQgghhBBCCCGEEJVDghdCCCGEEEIIIYSo0iR4IYQQQgghhBBCVAc5OZXdgwojwQshhBBCCCGEEKI6sFgquwcVRoIXQgghhBBCCCGEqNIkeCGEEEIIIao9RVEcr5kzZ1ZaP/r27evox4MPPlhp/ahIN8I1CiGuPwleCCGEEEIIIYQQokqT4IUQQgghhBBCCCGqNAleCCGEEEIIIYQQokrTVXYHhBBCCCGEqGiqqlZ2FwBYt25dZXdBCCHckoy8EEIIIYQQQgghRJUmIy+EEEIIIUSFysjIYMOGDSQkJJCSkkJwcDDR0dH07t2b4ODga27fbDazceNGTp06RVJSEj4+PgwfPpx69epdc9sWi4WNGzdy9OhRUlNTiYiIoFGjRvTo0QONpnK+B7TZbGzatIljx45x4cIFgoKCaN68OT179kSnK/3jvdls5sCBAxw+fJikpCQMBgMBAQGEh4fTuXNn6tevXwFXIYSoEAEBld2DCiPBCyGEEEIIUSEOHTrEa6+9xooVK8jNzS3wvk6n49Zbb2XKlCm0bt262LYefPBBZs2aBUCfPn1Yt24dOTk5vPnmm8yYMYPU1FSn8oGBgU7LdCqK4tieMWNGiUt42mw2vvjiCz744AMuXrxY4P06derwyiuvMGnSpFK137dvX9avXw/AAw88UOSyrW+//Tb//ve/Aahbty4nT54E4KuvvuKjjz4iISGhQJ0aNWrw3nvv8eijjxZ7bQAXL17kt99+Y9GiRWzevBmDwVBk2WbNmvHKK6/wwAMPOF2nEEJcTzJtRAghhBBClLvvv/+e1q1b8/vvvxcauAD7qIY//viD9u3b88UXX5Sq/TNnztChQwemTZtWIHBxrYxGI4MHD+b5558vNHABcPr0aZ544gnGjBmDzWYr1/MXJjc3l1GjRvHUU08VGrgASE5OZuLEibz00ksltvfVV1/xxBNP8NdffxUbuAA4fPgw48ePZ+TIkWRnZ5ep/0IIca1k5IUQQgghhChXP/zwg2NEwhU9evRgyJAhREREkJyczKpVqxzJK61WK88++yyqqvLss8+W2L7ZbGb06NEcPnwYRVHo378//fv3JzIyktTUVLZv345ery9z/++9915Wr17t2Pfy8mL48OF06dIFf39/Tp06xaJFi4iNjWXu3Lk0a9aszOdy1ZNPPsmiRYsA6NmzJwMGDCA6OpqsrCzWrVvH77//7khK+sknn9C/f38GDx7sUttRUVH06NGDtm3bEhYWhoeHB0lJSWzdupU//vgDi8UCwO+//86kSZMcI2CEEFXQ5X+v1ZEEL4QQQgghRLk5evQozz//vGPfx8eH//u//2PkyJFO5V599VWWL1/OmDFjyMrKAuCVV16hf//+JU4h2bp1KwCRkZEsWLCA7t27l1v/Z8+e7QgSADRv3pxFixbRtGlTp3LvvPMO06ZN48UXX+Tdd98tt/MX5syZM3z33XcEBwczd+5cbr31Vqf3n3nmGVauXMnw4cMxm80A/Otf/yo2eKHRaBg+fDjPPvssvXv3LjJ/x8mTJ7n33nsdP/OffvqJBx98kH79+pXT1QkhylVOTmX3oMLItBEhhBBCCFFuXn/9dadpCLNnzy4QuLhi6NChzJ0717FvNpt59dVXXTqPh4cHq1atKtfAhaqqvPHGG4794OBgVq9eXSBwAfYcFy+88AJvvPFGhU8bsdls6HQ6VqxYUSBwccWgQYN44YUXHPs7duzg2LFjRbb58ssvs3jxYvr27Vts4tF69eqxcuVKGjZs6Dj25ZdfluEqhBDi2sjICyGEEEJUSaqqkmGsvsNfK1KAl65SEiueO3eOxYsXO/aHDRvGiBEjiq0zZMgQ7rzzTubPnw/AypUriY+Pd/qwXJjHH3+8xBEapfXXX385EmMCTJ48mVq1ahVb5/XXX2fmzJlF5qEoLw899BBdu3YttszEiRP58MMPHfv//PMPjRs3LrSsl5eXy+cOCAjg9ddf56GHHgJg9erVWK1WtFqty20IIcS1kuCFEEIIIaqkDKOFNv9eXXJBUcC+fw0g0Nvjup935cqVjvwIQIG8F0V54oknHMELVVVZsWIFTz31VLF1xo8fX/aOFuGPP/5wbGu1Wh544IES63h5eXHfffcxZcqUcu9PXq5cb926dYmMjCQxMRGwr/ZSXm655RbHdnZ2NocOHaJVq1bl1r4QQpREpo0IIYQQQohysX37dse2Xq+nf//+LtXr06cP/v7+hbZTGD8/v3IfdQH2qRZXtGzZkho1arhUr2/fvuXel7w8PDzo0KGDS2Vr1qzp2E5LSyu3PkRFRTntnz17ttzaFkIIV0jwQgghhBBClIujR486tps3b46Hh2ujPxRFcfoWP287halfv36xeRrK6sSJE47tFi1auFyvZcuW5d6XvEJCQlz+Wfr5+Tm2XVnW1Gw2s3TpUiZOnEi3bt2IjIzE19cXRVGcXvnPX56BESGEcIVMGxFCCCFElRTgpWPfvwZUdjfcUoBX5TzipaamOrbDw8NLVTciIqLQdgoTEBBQuo65KO8H8uDgYJfrlaZsWZQmP0VeV5ZOLcqiRYt45plnOHPmTKnbNhqNZeqTEEKUlQQvhBBCCFElKYpSKXkbRNldWfIU7Eukloavr2+h7RRGp6uYR1iTyeTY9vT0dLleacpWFV9//TVPPvlkoe/5+/vj7++Pl5eXU+LX+Ph4x3ZJgREhhChvErwQQgghhBDlIu+UhZycnFLVzTvFIW8711NAQAApKSkAZGZmulwvIyOjorpUIQ4ePMhzzz3n2Pfz82PSpEncdttttG3b1in/yBWqqlbIVB0hRDlzw2Cqq9wueKGqKocOHSIuLo5Tp06Rnp5OTk4OHh4e+Pr6EhUVRb169WjVqlWFD+ETQgghhBBX5X32unDhQqnq5i1fWc9wNWrUcAQvSjOVoqKXSS1vX375Jbm5uQB4e3uzadMm2rRpU2wdyXEhhJuQ4EXliomJYdmyZaxatYqdO3e6HMmvX78+ffv2ZfDgwQwaNMhpOKIQQgghhChfTZo0Yd26dQAcPnyY3NxclxJNqqrKgQMHnNqpDG3atOHIkSMA7N27F1VVnaZNFGX37t0V3bVy9ffffzu2x40bV2LgAuD48eMV2SUhhChRlR37lZ6ezmeffUabNm1o06YNr7/+Ohs2bCA7OxtVVYudZ3fl/ePHjzNjxgzuuusuIiMjGTduHBs3bryOVyGEEEIIcePo2rWrY9tkMrFmzRqX6m3YsMFpmkbedq6nbt26ObYvXLjA5s2bXaq3YMGCiupShci7zKkrgQtwDngIIURlqHLBi/Pnz/PMM89Qu3ZtXnzxRWJiYhzBiPwBi7zHiysD9nmUs2fPpm/fvnTs2NHt/pMRQgghhKjqBg0a5JRMc/r06S7V++abbxzbGo2GIUOGlHvfXHH33Xc79f+DDz4osc6ePXtYsWJFRXar3OV9XnZl1RCz2cy3335bkV0SQpSXUuYbcidVJniRnp7OSy+9RKNGjfjqq6/IyspyCkaEh4czatQo3nnnHRYtWsSuXbs4f/48mZmZWK1WDAYDKSkpHDlyhDVr1jB9+nQmTZpEp06dHMmFrrS3Z88e7rrrLjp06MCff/5ZmZcthBBCCFFtREVFMXLkSMf+4sWLWbZsWbF1Vq5cyW+//ebYHzhwIA0aNKiwPhYnKiqKO++807H/xx9/8MUXXxRZPiUlhfvvvx+bzXY9uldu6tSp49gu6e8H4OWXX+bkyZMV2CMhRLmxWCq7BxWmSgQvZsyYQdOmTZk2bRoGg8ERsGjdujXvvPMOBw4cIDExkfnz5/PGG28wfPhw2rVrR0REBL6+viiKgqenJ0FBQTRu3Ji+ffvy6KOP8tVXX7F9+3ZSUlJYsGAB99xzD/7+/o4gxt69exk0aBB33HFHmda3FkIIIYQQzt577z28vb0d+2PGjGHJkiWFll2xYgV33XWXY1+v1zNlypQK72NxPv30UwICAhz7zz77LBMmTHDkwgD7lJj58+fTsWNHYmNjadGiRWV0tcwGDhzo2F6zZk2RI0yys7N56qmn+OKLL2SlESFEpasSCTsffvhhFEVBVVV8fHwYN24cjzzyCO3atSuX9v39/Rk5ciQjR44kOzubOXPmMH36dEdypcWLF9OmTRveeuutcjmfEEIIIcSNqkmTJkybNo3HH38csH8AHj58OL169WLw4MFERESQnJzMqlWrWLt2rVPdjz76iNatW1dGtx2io6P59ddfGTFiBGazGYAff/yRH3/8kaCgIPz8/EhKSnKs1uHj48Nvv/1Gq1atHG1otdpK6burnnvuOb777jvHlJHXX3+defPmMXLkSGrXrk1OTg4xMTEsXLjQsQrMe++9x+TJkyuz20KIG1yVCF6APcDwzDPP8PTTTxMaGlph5/H19WXChAlMmDCB1atX88EHH7Bhw4YKO58QQgghxI1mwoQJqKrK008/jeXyEOaNGzcWmThdo9Hw6aef8uyzz17HXhZt8ODBLF26lPHjx3Pu3DnH8bS0NKclQ+vWrcv8+fNp1KiRU/28Izeqonr16jFz5kzuu+8+x9/P3r172bt3b6HlH3vsMV577TUJXgghKlWVGP/1zDPPEB8fz7///e8KDVzkN2DAANatW8fy5ctp2rTpdTuvEEIIIUR198gjj7B//36GDRtW5HKpWq2WwYMHs2fPnioTuLhiwIABHDp0iGnTptGzZ0/Cw8PR6/XUrl2bfv36MX36dA4cOEDHjh1JSUlxqhsUFFQ5nS6Fu+++m7Vr19KhQ4ciy7Rq1Yp58+ZJsk4hRJWgqMWtOSpuSLGxsU5DH2NiYmjZsmUl9kiI0klNTQUgODi4knsiRNnIPSzc3ZVv86+s3JGens769etJSEggLS2NwMBAatasSZ8+farFfb569WqnPBIJCQnUrFmzEntUOrGxsWzfvp0LFy7g6elJVFQUrVu3drtcHuUl//0rhDuJ3bqVVt27O/ar02c5+RcphBBCCCEqVGBgIMOGDavsblSYvEulRkREuFXgAqBly5bV5sONEKL6qhLTRoQQQgghhHBH586dY+bMmY79QYMGVV5nhBCiGpPghRBCCCGEEHkcPHiQjIyMEsulpqYyevRo0tPTHccmTpxYkV0TQojiVfGEwddCghdCCCGEEELksWTJEurWrcvTTz/NunXryM7Odnr/7NmzfPvtt7Rt25YtW7Y4jt99991069btendXCCFuCG6R80JVVXbv3s26devYvXs3Fy9eJCUlhYyMDAIDAwkJCSEsLIyOHTvSt29f2rZtW9ldFkIIIYQQbiwtLY0vv/ySL7/8Eo1GQ2hoKD4+PqSlpTmNtLiiTZs2fPPNN5XQUyGEuDFU6eCFwWDgq6++4pNPPuHixYtO7+VdJEVRFADmzJkD2BMlvfTSSzz++ON4eXldvw4LIYQQQgi3l39pV5vNRnJycqFlNRoN99xzD99++y3+/v7Xo3tCCFG0y6vlVEdVNnixfv167r77bpKTkwsNVFz5M68r5RITE3nxxRf55JNP+O233+jRo8f16bQQQgghhHB7L7zwAr169WLVqlVs27aNuLg4EhMTycnJwcPDg5CQEBo2bEjfvn0ZM2YMzZs3r+wuCyGEXU5OZfegwlTJ4MWcOXN46KGHMJlMgD1QcSUwkTeQUZQr5c+fP88tt9zCTz/9xOjRoyu0z0IIIYQQovro3LkznTt3ruxuCCGEuKzKBS82bNjAuHHjsFqtjiCEqqr06tWLgQMH0r17d+rVq0dwcDB+fn5kZmaSlpbG8ePH2bp1KytXrmTz5s2APYhhMpm47777qFmzJt27d6/kqxNCCCGEEEIIIURpVangRW5uLhMmTHAKXPTs2ZPPP/+c9u3bF1onKCiIoKAg6tWrR//+/Xn99dfZuXMnzz33HJs3b0ZRFHJzc3n44Yc5cOAAOl2VumQhhBBCCCGEEEKUoEotlTpr1izi4uIc+SwmTpzI2rVriwxcFKVjx46sW7eORx55xDHN5OjRo/z000/l3mchhBBCCCGEEEJUrCoVvPj2228d27179+abb75Bq9WWqS2tVsu3335Lr169HMdk+SohhBBCCCGEEML9VJngxYkTJ9izZw9gz1Xx/fffF7qiSGloNBpHO6qqsmfPHk6dOlUe3RVCCCGEEEIIIcR1UmWCF2vXrgXsgYuBAwfSqFGjcmm3SZMmDBo0yLG/Zs2acmlXCCGEEEIIIYQQ10eVCV7s3LnTsT1q1KhybXvkyJGO7R07dpRr20IIIYQQQgghRJXg6VnZPagwVSZ4ceTIEcd2ea+p3aVLl0LPI4QQQgghhBBCVBsSvKh4CQkJgH3aSMuWLcu17RYtWjjyZ1w5jxBCCCGEEEIIIdxDlQleXLx4EQA/Pz80mvLtllarxd/fH1VVHecRQgghhBBCCCGEe6gywYucnBwURSEoKKhC2g8MDHScRwghhBBCCCGEqHaq8efdKhO8MJvNAOj1+gpp/0q7V84jhBBCCCGEEEJUKxZLZfegwugquwNXqKrqyEvhLlRVJT4+npiYGM6cOUNGRgY+Pj6EhITQpk0bbrrpJrRa7TWfZ+fOnRw+fJhz587h7e1NzZo16d69O5GRkeVwFUIIIYQQQgghRNVWZYIX7iIzM5OlS5eyZMkS1qxZQ3JycpFlg4ODGT9+PC+++CJRUVGlPtf06dP55JNPiI+PL/CeVqvl5ptvZurUqbRu3brUbQshhBBCCCGEEO6iykwbcQeZmZmEh4czduxY5s6dW2zgAiA1NZVp06bRqlUrFi1a5PJ5cnJyGDx4MI8//nihgQsAq9XK6tWr6dSpE//9739LdR1CCCGEEEIIIYQ7qXIjLy5cuMBDDz1UIe1eK6vVitFodDrWoEED+vTpQ9OmTQkLC8NoNHLgwAEWLFjgWNkkJSWF0aNHM2/ePEaOHFnsOWw2G2PHjmXlypWOY8HBwdx///20aNGCzMxM1q9fz/Lly1FVFbPZzOOPP05YWBh33HHHNV+jEEIIIYQQQghR1SiqqqqV3QkAjUZT4TkvruTVsFqtZaqflpZGcHAwAQEBjB8/noceeqjIKRs5OTk8++yzfP/9945jwcHBHD16lLCwsCLP8fXXX/Pkk0869nv16sXvv/9OcHCwU7k1a9YwcuRIMjIyAPsSs/Hx8YSHh5fp2vKKjY2lVatWjv2YmBhatmx5ze0Kcb2kpqYCFPh3I4S7kHtYuDvL5YRxOl2V+55MiBLJ/SvcWezWrbTq3t2xX50+y8m0kVLQ6XS8+uqrnDhxgs8//7zYXBM+Pj5899133HvvvY5jqampfPPNN0XWyc7O5t1333XsR0VFsWTJkkIfXvv37+80XSQrK8uprhBCCCGEEFXZyZMnURTF8Vq3bl1ld6lU8vZ95syZld0dIaq9KhW8UFW1Ql/Xys/Pjw8//JCQkBCX60ydOtVpRMmyZcuKLPvLL7+QlJTk2P/Xv/5FUFBQkeXHjBlDly5dHPs//PADWVlZLvdNCCGEEEIIIYRwB1VmLNSJEycquwsVIjo6mubNm3Pw4EGAIhNwAk5JPX18fJxGbRTlkUceYfv27QAYjUZWrlzJnXfeeY29FkIIIYQQQgjhdgICKrsHFabKBC/q1q1b2V2oMH5+fo7t7OzsQssYjUbWrFnj2O/WrRv+/v4ltn3rrbc67S9btkyCF0IIIYQQQgghqpUqNW2kujp58qRjOzIystAyhw8fxmQyOfa7du3qUtt16tShZs2ajv39+/eXrZNCCCGEEEIIIUQVJcGLCrZp0yanZVq7detWaLlDhw457Tdq1MjlczRs2NCxffjwYWw2Wyl7KYQQQgghhBDC7V1eLac6qjLTRqqrjz/+2Gn/rrvuKrTc8ePHnfbr1Knj8jnyljUYDCQmJhIdHV2KXgohhBBCVDyz2czGjRs5deoUSUlJ+Pj4MHz4cOrVq1doeZPJxObNmzl58iQXLlzA29ubqKgoevfuXeRo1pKcPXuWnTt3cvr0aTIyMtBqtfj7+1OrVi2aNWtGkyZNnJKtu9LegQMHOHHiBOnp6Wg0GkJCQmjUqBFdu3bFy8urTP3Mz2azsWXLFo4dO0ZiYiJ+fn60b9+e7t27F9vf/fv3s2PHDpKSkvD19aVJkyb0798fT0/Pa+5TXFwcu3btIiEhAa1WS506dejfv3+xCefLk8ViYfv27cTFxZGUlIROpyMyMpJu3bpRv379Mrdrs9nYvHkzx44dIyUlhYiICBo2bEjPnj3RaOS7X1HF5eRUdg8qTLULXhgMBtLT0wkJCUGv11dqX+bMmcPSpUsd+23btmX48OGFls3IyHDaL82KJvmXUs3MzCxFL0sWFxdX5ro1atQgPDy8HHsjhBBCiKrswQcfZNasWQD06dOHdevWkZOTw5tvvsmMGTNITU11Kh8YGMiDDz7odOzEiRO8+eabLFq0iJxCHsQVRaF3795MnTqVTp06udSvdevW8dZbb7Fx48ZiywUHBzNkyBA+/PBDateuXWiZ9evX89tvv7Fy5coCX0Dl5enpyb333ssbb7xBgwYNSuzjzJkzGT9+vGP/ymp533//Pe+99x6nT58uUKdp06ZMnz6dvn37Oh1ftWoVL730EgcOHCj0GqdOncrDDz9cYp/yBkZmzJjBgw8+yJ49e3jmmWcK/Vl6enoyduxYyArT4QAAlqlJREFUPvnkkwLPqOXlwoUL/Pvf/+aXX34hLS2t0DLt2rVjypQpDBgwoFRt//jjj7z11lucO3euwHu1atXi5Zdf5qmnnipLt4UQ16haBC9OnDjB1KlTWb58OQkJCY7jNWvW5Pbbb+e5554r1TSM8hAbG8ujjz7q2NfpdHz//fdFRmvzL3Famii9t7d3sW1dqxEjRpS57ssvv8yrr75afp0RwgXlHcAT4nqrjvewK0moRfWQd/qqqqqcOHGCIUOGcPjw4ULLW61WLHmGOX/33Xc899xzmM3mIs+hqirr16+nS5cufPzxxzz77LPF9unjjz/m9ddfd6n/qampzJ49m/vvv5+oqKhCy+QPFBTFZDIxY8YMFixYwOzZsxk0aFCx5a1Wq9N+bm4uDz30EP/3f/9XZJ0jR45w6623Mm/ePG677TbAfr1vvPGGI/iRX2pqKhMmTCAxMZFXXnnFpWu50r9ff/2V8ePHYzQaCy1jMpn43//+x6pVq/jrr7+KfQa35Bvenv9eKMyyZcsYN25cib8n9+zZw8CBA3nmmWf45JNPii175dwPPvggv/76a5FlEhISePrpp9m4cWOBvxNX+i5EScrj//+MavgMcUWVCV6cPXuW2bNnO/bHjh3rlIiyKD/99BOPPfYYJpOpwC/ohIQEpk+fzv/+9z+mTZvG448/Xu79Lsz58+cZOnSoUxBhypQpdOzYscg6+f8DKM2okfzD/gwGg8t1hRBCCCEqitlsZsyYMRw+fBhFUejXrx/9+vUjIiKCtLQ0/vnnH6dnnqlTpzJ58mSnNnr27En//v2Jjo7GaDSyZ88eFixYQFZWFqqq8tJLL+Hp6Vnkc97q1audAhd6vZ7BgwfTsWNHwsPDURSFtLQ0jh07xs6dO9mzZ4/L16fVaunUqROdOnWibt26BAYGkpOTw7Fjx1ixYoVjVEZGRgZ33XUXW7dupWXLli63/9577zk+JPfs2ZOBAwcSERFBSkoKS5cuZfPmzYA9CDB+/HgOHjzIypUrHdfbuHFjRowYQf369bFYLGzevJl58+Y5AkxvvfUWAwYMoF27di7159ChQ3z77bcYjUb8/PwYNWoU7dq1Q6/Xc/jwYebNm0diYiJgf7YfOHAg27Zto0aNGi5fc3HmzJnD+PHjnYI87dq1Y+DAgdSpUwer1UpsbCzz58/n4sWLAHzxxRfodDqmTJlSbNtPP/20U+DCw8ODoUOH0qNHD/z9/Tl58iQLFizg2LFjzJs3j2bNmpXLNQkhSkGtIqZNm6YqiqJqNBo1KipKzc3NLbHOwoULVY1GoyqK4qh7Zf/Kdt79mTNnVvh1XLp0Sb3ppptUwPF69NFHS6w3adIkpzqHDh1y+Zwvv/yyU92dO3deyyWoMTExTu1dy+tf//rXNfVFiLJISUlRU1JSKrsbQpSZ3MPCnT3wwAMFngciIyPVzZs3F1tvzZo1qkajcdSpU6eOumXLlkLLnj17Vu3WrZujrLe3t3rkyJFCy/bp08dRrmHDhmpcXFyx/Thz5oz6+uuvq9u3by+yTFRUlPrpp5+qiYmJRZaxWq3q119/rXp4eDjO37t372LPPWPGDKefm6Ioqq+vr/r7778XWv6dd95xKv/www+r/v7+KqC+8847qsViKVBn9erVTn0aNWpUsX3K2/6Vv59OnTqpp06dKlA2IyNDvfvuu53q3HfffUW2feLECaeya9euLbLswYMHVR8fH0fZkJAQdcmSJYWWTU1NVYcPH+70c1y3bl2Rbf/5559O/ahbt666Y8eOAuUsFos6efJkp5/FldeMGTOKbF+I6ylmyxanezMmJqayu1RuqkzwYuDAgY4gw1tvvVVi+bS0NDU0NLRA0CI4OFjt2rWr2rZtW1Wv1zveVxRFDQoKUpOSkirsGtLT09VOnTo53Sxjx45VrVZriXXzByD27Nnj8nmfeuopp7qHDx++hqsoGLxYvHixGhMTU6ZXRf68hSiKfPAT7k7uYeHO8gcvPDw81H379hVbx2q1qg0bNnTUCQ8PV8+cOVNsnYyMDLV+/frFfkg2mUyqVqt1eqYpDwaDweWyX3/9tdPPo7ifRf7gBaAuXbq0yPI2m01t27ZtgTovv/xysX168sknHWU9PT3VzMzMIsvmb7tWrVpqcnJykeVzc3OdAkbFXXNpghf9+vVzlPPx8VH37t1b7DXm5uaqXbp0cdTp2bNnkWXz/gy9vb3V/fv3F/tF6sSJEwv8XCR4IaqK6hy8qDLpcrdv3+7YHj16dInlv/jiC1JSUlAUBVVV0ev1fPvttyQnJ7N161b27NlDUlISEydORFVVFEUhIyODL7/8skL6n5WVxeDBg9mxY4fj2J133smsWbNcykocEBDgtJ8/mVVx8icqKu95xY0aNaJly5ZlekmyTiGEEOLG9vjjj9O6detiyyxevJj4+HjH/ueff06tWrWKrePv789HH33k2J83bx6XLl1yKnPx4kWnKQZNmjQpTdeLVJrcZI899pjTyhd//PGHy3WHDBniyGNRGEVRGDt2rNOxsLAw/v3vfxfb7rhx4xzbJpOJvXv3utynDz74gLCwsCLf1+l0fPXVV06JPr///nuX2y/Mnj17WLt2rWP/jTfeoE2bNsXW0el0Ts/9mzZtIiYmpkC5HTt2OF3/s88+S/PmzYtte8qUKRWWjFQIUbQqEbyIj48nPT0dRVGoV68erVq1KrHOzJkzHYELRVH48ssvmThxIlqt1lEmKCiIb7/9lvHjx6PaR5nwyy+/lHv/c3JyGDp0KFu2bHEcGzZsGL/88otTf4qTfzmnwrJJF+XUqVOObW9v7zIvHSaEEEJUKaoKhjR5leVVRKLGypB39Yyi5H0+i46O5u6773ap7ZEjRzq+tDGZTGzYsMHpfR8fH6f9vM9q14tGo6Ffv36O/bxfdJUkb5ChKO3bt3faHz16dInBlTZt2jg9oxaVTDW/oKAgl/5uWrVqRffu3R37S5Yscan9ouTNi6fX63niiSdcqtepUyenQMSff/5ZoEzelQEBJkyYUGK7QUFB3HXXXS71QQhRfqpEws68S3F26dKlxPL79+/n5MmTjohus2bNiv1FM3XqVObMmYPRaOTkyZMkJCSUGM13lcFg4Pbbb3f6z3Lw4MHMmzcPDw8Pl9tp0aKF035plifN+01Fs2bNZP1pIYQQ1YMxHT6qW9m9cE+vnALvoMruBX5+fiWOugD7t+JXDBo0yOVnGZ1OR/v27Vm/fj1gH8k7cuRIx/tBQUHUr1+fEydOAPD8888TEBDAHXfccV2fl/KuWnL27FmX67nyXBwREVHqOnq9nuDgYEdSy6KWG82vb9++LieVHzRokCOh6OnTp0lKSirQV1flXZK1Z8+eBUYsF6dz584cOnQIcB7pfcU///zj2G7cuDENGjRwadWQQYMG8d///tflfghx3eRbzKE6qRKfcvOOMnDlP7grv8CujLooKSodEhLCLbfc4tjfv39/GXvqzGQyMWLECNasWeM4dsstt7Bw4cJSrRYC9qBD3jpbt251qd6ZM2ec/hO86aabSnVeIYQQQoiKUr9+/RKDBImJiSQlJTn2S7MaBzh/eE9ISCjw/mOPPebYvrLqR+3atXnssceYO3duoXVcdfz4cT788EOGDx9O48aNCQkJwcPDA0VRnF7vv/++o46rgQLApdG0vr6+TvuuBgjy1svOznapTmmeM/OXPXLkiMt189u3b59ju7zvj7yjTlwZ/X2FPHOLKkuCFxUrIyPDsR0aGlpi+fwf7AcMGFBinbzLlF7Lf1JXmM1m7rjjDlavXu041q9fP5YsWVKqeZBXeHl50b9/f8f+1q1bnZZaLUre8wPFzosUQgghhLieXPmGPH+eihdeeKHAh//iXr/99pujbmE5w1544QVuv/12p2Pnzp3jv//9L2PGjKF27do0btyYJ598km3btrl0XZcuXeLBBx+kUaNGTJ48mSVLlhAXF0dqamqJ39objUaXzgGly61xLXVUF6cZlSaXWf7lUUuTzy2v7OxsTCaTY//LL78s1f3x8ccfF9uHvMeu5fqEEBWvSkwbyftL3JURCzt37nTku/Dy8qJt27Yl1sk7XC8zM7NM/bzCYrEwZswYli9f7jjWq1cvli5dire3d5nbHTlyJCtXrgTseTRmz57NxIkTi62TNwGSp6cngwcPLvP5hRBCiCrFK9A+/UGUnldgZfcAsE/rKElpRiKUJCcnp8AxrVbL4sWLmT59Oh999FGhecXi4uKIi4vj66+/pk+fPvz3v/+ladOmhZ4jOTmZvn37cvDgwULPFRoaiqenp9MzbUpKiuNDsquBgqqoNM+5+UeEuPKlXGEq+v7IO+rkWq5PCFHxqkTwws/Pz7FdUlQ2IyODY8eOOfZbtWrllM24KHn/A8kbvS0tq9XKfffdx6JFixzHunfvzooVK675l9i9997Lm2++yYULFwD497//zd13301QUFCh5X/99VenuXsTJkxw+lkKIYQQbk1RqkTeBlGx8ifVjI6OLvOXQdHR0YUe12g0TJo0iccee4yNGzfy119/sWnTJrZv347BYHAqu379ejp37szGjRsLnc787LPPOgUuunXrxuOPP07Pnj2pU6dOocna//Wvf/HOO++U6Zqqkvw/q+Lkn4pS1mfU/PdHjRo1SpXzIq/Cct75+vo6RoFfy/UJUWUUEqSrLqpE8CIkJMSxXVgUO69t27Y5cl0oiuI0HaQ4eYMiZQ0yqKrKww8/zNy5cx3HunbtysqVK8slaODn58cbb7zB008/DcD58+cZPnw4v//+e4EAxpo1a5xGZfj6+vLGG29ccx+EEEIIIa6n/MtufvLJJ9xzzz0Vci6NRkOfPn3o06cPYJ8GvHnzZhYsWMDPP//s+BCbkZHBww8/XGBlkMTERObMmePYv++++5g1a1aJeT3Kc/RAZbryBZsrkpOTnfbLurRoUFAQWq3WseTtc889x2uvvVamtgoTHBzs+Hu/lusTospwIeGsu6oSwYu8CW9KWvv6ylSNKwGM3r17u3SO8+fPO7bzBktKY9OmTcyaNcvp2OnTp2nXrl2p2lm/fj01a9Ys9L0nnniCP//807Fs04YNG2jYsCHjxo2jefPmZGVlsW7dOpYtW+YYdqgoCv/73/9kiVQhhBBCuJ3o6GgCAgIcHyBjY2Ov27n1ej39+vWjX79+vPXWW/Tu3duRWHLnzp0cOXLEafrImjVrnJ6/PvroI5dWLTl+/HjFXMB1duDAAZfLxsTEOO0XNQ2nJIqi0LRpU8cXnOV9fzRt2pRTp+zT0/L3uTilKSuEKB9VInjRqlUr/P39yczM5Ny5c/z44488/PDDBcplZWUxe/ZsR74LnU7ntIpIcXbt2uXYbtiwYZn6eSXim9e5c+dK3U5ubm6R72k0GubMmcPIkSMda1GnpKTw+eefF1per9fz2WefyVrTQgghhHBLWq2WXr16Ob6gWrp0Ke+9995170d4eDhTpkxxWmr14MGDTh+6867wVqNGjSKnqeRlMpmcloJ1Z+vWrcNsNruUo+5KHjeA2rVrl3mZVLAnxb8SvFi5ciUWi8WlfCqu6NKliyMB/rFjxzhx4gS1a9cusV7e6xNCXB9VYrURnU7nGB6oqipPP/00ixcvdipjNBp56KGHSElJAexR2FtvvdWl1UksFovTsL9mzZqVX+crgK+vL6tWreLrr7+mQYMGhZbRaDTccsstbN++nUmTJl3nHgohhBBClJ8xY8Y4tvfv31/iSNyKkn90QP4vnPIm23Q1h9qsWbOqzbSRtLQ05s2bV2K5gwcPsnnzZsf+8OHDr+m8ee+PS5cuOSWsv1b5V6L54YcfSqyTnp7utMqNEOL6qBLBC7AvY+Xl5YWiKBgMBu644w5atmzJvffey6hRo6hTpw4LFixwjLoAePHFF11qe8WKFWRmZqIoCo0aNSrztJG+ffuiquo1v+rVq1fiuRRFYdKkScTHx/PPP/8wa9YspkyZwhdffMH8+fNJSEjgzz//dGmlFSGEEEKIqmzMmDFOX9g88sgjnDlzplRtFLYEaUpKSqlWmdu3b5/Tfv5ntjp16ji209PT2bhxY7HtnThxgldeecXl87uDyZMnO75MLIzVauWpp55yCvRMmDDhms7Zs2dPevXq5dh/5ZVXCvxdlcRisRQ6irpTp05Oz9Off/65Y+pQUUr6GQghKkaVCV40btyYDz74wJHLQlVVDh06xNy5c/n999+5ePGi0xzD0aNH07dvX5fa/umnnxzbrubIqEo6derEuHHjeOWVV3j66ae54447nJZ+FUIIIYRwZzqdju+//96xUsfZs2fp0qULS5cuLXFp0djYWF577bVCpwXv37+fOnXq8Oqrr5aYK+HAgQNOX4zVrFmzQGL4/v37O01XeOihhzh58mSh7W3evJnevXuTlpbmUl4Md6DRaDh9+jRDhgwhISGhwPtZWVncf//9rFmzxnHs/9u77/goyvwP4J8p25NNIYUktNB7tSCCYgULigW7iN3z1NPz9MrPcp56truz3amHBex6WEBF5eQARSkiPfSSAOm97WbLzDy/PzbZZNMTErIJn7evfWVn9pmZ7ybjsPPd5/k+1113HcaNG3fUx3711VeDBfIrKipw2mmnYeHChY0mJOpKT0/HU089hQEDBjRZZPO5554LPne73Zg1axa2bdvWoJ2u63jkkUfwyiuv9Ji/KVF3EhY1L2rce++9qKqqwiOPPAJd10OmQK1JaAghMH369FZ16QIC83YvWbIkuK8LLrigU2InIiIiovY788wz8cILL+Cee+6BEAI5OTm46KKLMHToUJx99tkYNmwYnE4nqqqqUFRUhB07dmD9+vVIT08HAFgslkb3W1paimeeeQbPPPMMhg4dismTJ2PUqFGIjY2FLMvIzc3FmjVr8O2334bcCP/jH/9ocIOakJCAm2++Gf/+978BBD5njho1CldccQVOPPFEWK1W5OTkYPny5Vi1ahWAwPScs2bNwquvvtoJv7Vj67e//S1eeeUVrF+/HiNHjsScOXMwceJEmEym4JeOdYvk9+vXD//4xz865NijRo3Cu+++iyuvvBI+nw/l5eW48cYb8fDDD2PGjBkYPXo0oqOj4fV6UVxcjN27d+OXX35pcSZDADj77LNxxx134LXXXgMQSHhMnjwZF198MU499VRERkYiPT0dixYtwt69ewEADz/8MB577LEOeW9E1DphlbwAgD/+8Y+44IIL8Oyzz+Kbb74JTnEqyzImTpyIW265BTfffHOri/Q8/vjjwX+I7HY7Zs6c2WmxExEREVH73XXXXejTpw9uuOGG4Owje/fuDd4wNqem10ZzWrMvRVGaLYb+j3/8A1u2bMH69esBBL6pX7hwIRYuXNigbXJyMpYsWYIvvviixdi6g1GjRmHhwoWYO3cuKioq8NZbb+Gtt95qtG1KSgqWL1+O+Pj4Djv+7NmzsWLFClx++eXIzc0FAGRmZuLNN99s1fbN9Zb45z//iZKSEnz88ccAAvVOPvnkE3zyyScN2l5xxRV45JFHmLwgOsbCsr/T2LFj8d5776GoqAilpaXIzs6G2+3Ghg0bcPvtt7epuvCCBQvg9/vh9/tRXl4Oq9XaiZETERER0dGYPXs2Dh48iD/+8Y8tTgNvMplw6qmn4plnnmk0KTFhwgS8+OKLmDFjRnDIQVPMZjMuueQSbNq0CXfffXeT7ex2O1atWoXf/e53sNvtjbZxOBy48cYbsW3bNkycOLHZ43Y3c+bMwZo1a0JqUNRlNpuD733IkCEdfvxTTz0V+/fvx9NPP43U1NRm28qyjEmTJuGRRx7Bvn37kJCQ0GRbRVHw0Ucf4fXXX29yeHZKSgpefPFFfPzxxxw2QuHL6ezqCDqNJFoaSEjHnR07dmD06NHB5bS0NIwaNaoLIyJqm5oeWzExMV0cCVH78Bym7k7TNADokOks09LSsG3bNhQUFKCiogIOhwNxcXEYOnQoRo8eDYfD0ar96LqOnTt3Yu/evcjKykJlZSVkWUZ0dDSGDh2KSZMmISoqqk2xlZeXY/Xq1di3bx/cbjfi4+PRp08fnH766U0mNrqbusO4FyxYgHnz5gWX9+/fj19++QVZWVmQZRl9+/bFWWeddUyvXfv378fGjRtRUFCAsrIyWK1WxMbGYsiQIcGhJG3l8/nw448/Yu/evSgpKUFiYiIGDx6MqVOnMmlBYa8n38uF3bARIiIiIqIao0ePDvkg3l6KomDMmDEYM2ZMB0QV4HQ6j+t6aoMHD8bgwYN7XAyyLOO0007DmWee2aH7JaKjE/apQyEECgsLg99CEREREREREVEjqnu+9URhmbwoLy/HX/7yF0yaNAkmkwmJiYmIi4uDxWLB1KlT8eKLL8Lr9XZ1mEREREREREThw+3u6gg6TdgNG/npp59wySWXoKioqMG83n6/H2vXrsXatWvx4osvYunSpRgxYkQXRUpEREREREREx0JY9bzYtm0bzjnnHBQWFkIIAUmSgkWC6j4XQiAjIwOnn346srOzuzJkIiIiIiIiIupkYdXz4qabboLH4wlJUsTHx2PgwIHQNA379+9HWVkZJEmCEAJFRUW4++678emnn3Zx5MeP3MP7kL7sFcDqBIQBNSIORtZGjCj6Dh5YcXji7xGZPBS9B41FVExcV4dLREREREREPUDYJC9Wr16NTZs2BRMXI0aMwL/+9S+cfvrpwTaGYeCLL77AXXfdhZycHAghsGTJEhw+fBj9+vXrqtB7vOwDOzByxAjkZ6dDfutcnILiRts54UbCpt8Dm4BiOHHk2q/Qd8i4YxwtERERERER9TRhk7yo23siNTUVP/30U4O5tmVZxuzZszFu3DhMmjQJpaWlwQTG3XfffaxDPm7s/OHX8Oz5DVQAql1AhQ0WIWA3DNgNAYcw4DAEHIYBU/U2sShHzqJfw//ACphM5q4Mn6jDLd+Zhzd+PIh1B4txwdgk/GHmcPSNtXd1WERERB2ufg06IqKuEjbJi40bNwafP/HEEw0SF3Wlpqbi/vvvx8MPPwwA+OWXXzo9vuPZP2OjYU2wtqqtKgSchoFo3UCMngfpralIHXshoi3RiLXGIsYagwR7AhLtiUiwJ8Cqtm6/RO1V6vbB5dOREm07qv0YhsD/LU7Dt9uzMcf3Of6hLkOytRhrdo3EA/tvxG+uvQyyBKzYk4/tmWVw+3SUun1IcFrxh/OGY2K/mA56R0REREREx5+wSV4cPHgQQKB3xaxZs1psf/HFFweTF+np6Z0aG7WeJkkoVhQUKwoAE4Aq/LJ3UZPtoy3RwWRGoiMRifZEpESkoE9kH/SJ6IM4W1xwKBFRU4QQ8OkGzIoMr2bgxRX7sWLzXuRpdlykrEEsKpB49m8w+6RBiLKZoMitP6d255bjrR/T8fUve7HE/DCeknMQ7GIEYIqyE+P1h3Dfm9nwwoSz5Y2YJR+AFT5ES5UorIjC469dh9vn3YzThsZ3wrsnIiIiIur5wiZ5UVZWBgCIj4+Hw+Fosf2gQYMabEudY6g9FWb4YPgroSkmqM44aJIBl98Ft+ZGlVbV7n2XektR6i3F3pK9jb5ugoK+Pg96+wVsiEVC8qk4Ycy5SI1NRT9nP1gUCwCgyuPDzvXL4M4/iAnn34wIR0S7Y6Jjq9jlw4frD2FgfARmju7dqmTVmv2F+P07yzFePYJ0JMFWlYdLlB+xSQzBPiMFr5pfwJ/V4tAr3Pcf4rMVU/Gedjb0pPG4f+ZoDO8diUirCTazErJ/IQTWpxfj/o+34MSKb3Gt+Vv81pEFvyThoKRCgwRNAvTqn5oEzLO9AkOSIAmgEgJuACUAFJGPB/B3PPdRFh6NPgG/OWsExvWJh1WxwqJaYFWsMCtmqLIKr6Yjp9QDp82EWEfHDbfy6wZMSmByqbxyDxb8lIGCCi9GJEViUv8YvLE6HVF2Ex66YATs5s77Z8EwBDYfKYEQwKT+McG/tV83sC+vEv162RFhCZt/loiIiIi6H4ulqyPoNJIIk4FssixDkiQMGjQIe/c2fiPb1DaDBw/Gnj17OjnC48eOHTswevTo4HJaWhpGjRrVZHvd0FGlVcHld8GluVDuLccvP36MXgffRokio1RWUKzIKFUUFCky8hUFhYoC4yh7VEgC6O1IQmxJKcZ78jHA70d/vx/Qk5F63QeQI3sjJio6eNNWo6y8En7dj7gYduPvKppu4OFPN2Hf5u8xXdmKK5TvcVAkYeWwR3D/lTNhVhufxVkIgQ/WZ2DS17MwXD7SqmO5JAkliowyWUaZrKC8+nmpImM1BqNUVuCNTYLJrKHC54LVrCO3vBRm2QVD1qAdo54/iqRA11XIhgxhWNDL0QuDesUhwhyBCFMEIs2RwedOsxNOixOx1lhEW6IhGxFwmCIRF2GFx6/ju5152JtXgYHxDvz1690ocflw5Yl9Uer2Y+n2HCSgBACQj8D/A6OkDLhgQYZIwi8PnY24iI7/R++HvQV4aHEaDhe7Q9ZbTTI8fiNk3bOXj8UVJ/Tt8Bi6k5KSwN8ohtcp6qY0TQMAqCoTktT98Pyl7qyt93LdSY/4PzJM8i/HLUVWAjdV5treDuMvHY/C3F/B/NpkOFHRYBsNQKGiIE9VkKco2GQZgFLFD00qQbrJhmyTikrZaLBdXUICctw5yLEAOyyRdV7RYV0xB/39Gvr7/bD2vRiTR52JAc4BKNm+A6O+fwB2eLGi7004/ca/4qdvP4K7MAOWPuNx6mkzYDYFvoXXdANlbh9iIyyQJAm6ISCEgKo0fmNNrSOEwFNvfYSnsn4F1LlHTpBKMWTvbbjxkbtQlTIV988YjimDegW/nS/3+PH4O1/jrszfob+cDw1AkaIgX1GQX30e5asK8hU1ZNktN/f3Kgz80POAmg5EVQBMgA8AcOyGLOlCB2QdhhwIotBfisLcA63eXggZQrdD6HaYNAsiDAnunbGYbMtAitmDn3edAOF3YrF9EUYZRXVHvgS9rM3G7H/ZcOu0gdANgWlD4jAkMTKkzfbMMkTbTc0WKN2bV4H7/7MVueUe3Hv2EDy3bA9K3X4Mlw7jT+pqKDDwjX4itouB8PsVTJe34QJ5PXIRi8X6qfjDpwK9nVYOsyEiIiKioB7R86It21DLOjpbl7HzZ5Qc3oUhU2bBYrUjbfn7GLL+/xAhNT/cpEKSkGVSkalWP0y1P7NUtd3fiMfqOvr7/ejn1zDAr6Gf34/+moa+fg2ZGICMkb+CVJGDoYc/QrLIRykicBhJSEEeiqRYpA+ei6FTZmPowAHtOv7x4kixG29//hWs5ek465IbkRAdic2HS/DPz1dhqXEnFKnpS49LkvCVNBIrlCEo7dUHWYaOVP9PiDVlVycoOqb3TltJAFRZhSqbAj8lNfBT90HRvFBkE4Q1GgYEBAR0ocNwl0D4XTAgwZAAnyTBK0nHrEdHU6J1HXG6jgQt8DO++rHUczbW+0+C4Y+C0CIBqPjV9EG4eWoq3voxHa+sqk2o/Pe+0zC0XnLjf7vycM+HmxHly0M57KiEHfEowavmF3GC3Lrr9Ff6ZDyAe/HFXVOREGlFXoUHJkVG/1g75DbUK+nO2POCujt+c03dGc9f6s56cs8LJi+ogWNxwmcf3AnnO2ciAi3Xy9jmmIKo8x5CVXEWfCU5GLv5EWgAslQVh0wq0k0mZJhU7IjogzxRhmKlxV02KUHT0N+voZ9fQ3/NH+y90UfTYKn3f8p69QT0uvrfOLRjPdxeH/qOOwMF3z6NxJJN8EFFacRgmMdcjGEnnou4qIg2FYns7srcfvz3b9djjvENAOAnfRQyRG9cpf4Phc30lqhZ72q2t0T7RJojEaVYEeV1I6qyEFGGEZwZJ8owEGEYsFVPARz8KZthH3MF7Gc8BJs1Cia5sf4KLRAC2LgQ+OkFoCQjuFoD4K1OZHglCR65+qckoVKWUSnLqJCl6p8yKiUZG6V+qJRlqLILUKrgUgyUKjL0TkqESAJQdCt8/l7QtSjY/BacZeyHRbPhR++pOOwfDKFFIdZuR7HLF9zuTmUJHjR9fFTHft5/GV7UL2uwfmC8A+P7ROPPF4+C09qOv0c3weQFdXe8+aPujOcvdWc7NmzA6JNOCi4zedEJahIRycnJeP/991u1zfTp09u8DQCcdtpp7Q3zuHCssnUZO9ZDfH4HUrWDIesNIUGWBLbbTkTEeY8hdeypjW6/7evXYOxbAZEyCSNm3gZrRAw0bxU2vnYtvFU7kGMyUKR4kWFSkVGd4Khq502xJASSNB39ND+SNR1Jmhb8maJpSND0ZsdgbcAo5E28F4qh4eTpFyA2uumpgDuDEAJ7cstRWF6FEwfFw6I2nuGp8PghgDbfFAohUOguxXd79mFXQSYObFmEM80/Iq9OQqKzektEmiODU+/WPCJEBOJscRiYMBCJ9kREW6KhynX+QoYO6D5AtUL/8QXoG9+DuXR/7fuRzZDOfgSYcneHxgrDAHI2Ax9fD5RnNXxZsUCe9lv4Nr4Hc0XranoIAOWyhFJZQYkio0RRUCLLwefFsoICVUahoqBAUVCmHEV2rwmKZoWhRcHkt+MM4wCG6+VI1DUkajoSNR0Jug5bO/6pedR/A3JELJySG4aQcFAkY4sYBEDCgF52vHvzyc0OX+nOmLyg7o43f9Sd8fyl7mzH2rUYPWVKcJnJi05Qk7xoi5rQ27KdJEnBCxI17lh3NSotyEZJXgZSBo2D2dbyTDNtcWT7jyj53/MYW7ocAkCBomBV7GRUjD8be3cuRa6qodCqIEcrgd9o/3mhCIEEvTapEV/dFb/+I9IQkAB8HXcTMPB0TJh8JmxWKzZt+Am+4sOYdPrFiI+N7qi3j9zSKnzzw48Y+ctDOFneDQD4Rp6O/te9jBGpfZFR5EZ6QTkGJTjx2oK3cGHZh5AkoHjqI7jgnBk4UloKl1YGXapEiacEJd4SFLgLUFBVgHx3PgqrCpHvzkeeKx+a8HdY3ACgCCBeDySGEquHNyToGuLG34SkEbOQYE9AvC0edlPDm9d23/gZBuCrBKzOjngLLTu8DjiwEsjcADjigZNvB1ImAtlbIN6eBclb3rb9xQ4EKvKA1NOAsiNA35OACdcDGxcAm94BAHjP+D8UTroWBe4CFFYVoqCqIPA3zd6IgiNrUKjIyFcVlHRwkiNK15EoZCT2Ho/esUORoAskVuQjwZGIxNSzkBA/CpE52yG9dxmge5vdV5oxAPf470K5IxUvXTUeTpsJA+MdnTpTyrHG5AV1d7z5o+6M5y91Z0xeHAN1kxetDalu0qIt2+i63vYAjyM9dZyUXlUGxeoEGkl26YaOXHcuDuTtwMZfPka+qqHMaceh8gxkuXICxRQ7gMUw0Kt6mIKz7kMP/Iw0DGSOvB/jR40LTKWpWGBVq39WT60pSzJkSYZU859U/YAEAQG/7keR243vflyN/tv+hsHKYfghwSdJcMkSXLKMvVIitsj9caK8GZWyBLcso1KSUKooKK3+1r5INkGXO+fyECGAxOhUJNh7B3tLBHtPOALPY62xkCUZ2PUl9D3LoAw5Gxg1u1X77xE3fu5iIGcLRPpPkH78W/Nt5ywERl3S9OtCBBIltmggYUTT7bI2Atv+A7iL4d27DPl6JfJUFXnB4roq8lQFudXPixQZogN70thUGxItsUgoPoQEvxcJWnXvjWDyKpAEVAAUiwjc6HsQW8Xg4PbThsThlmkDcdqQOABAZkkVEpyWJnsatZYQAjllHsRHWhrMXtRZesQ5TMc13vxRd8bzl7ozJi+OAbkTxrg3hsmLlvXU5EV7+Q0/cipzkFGegcyKTOS4cpBdmYX0rK3I18pRBk9Xhxg2TEIgXqst/uiw9kHqiXORIJmQaI5CQuJYJNgTG+0t0ZF61I2f7gd2fwV4K4Bh5wMFu4Hi9MBze2yjybgOIQSw5iVg33dAxurqlRJwyq+B/qcCH10NP4CC6tolNUmOXFVBnsWGvJQJyK0K9M4xRPMzB7WFIgR66bXDUQ76hsGnxSLLNwBuLaG60KgTEOaQ7Qb0suN3M4ZheO9IRFhM6B1lBQDohsCaA4XYkV2OCIuKSyakwGFR4dV0vLE6HRsyirFqT0FwP6NTnEjLKseIJCeeuWwMxvaJ7rD3VlePOofpuMSbP+rOeP5Sd8bkxTHw2GOPHbNjPfroo8fsWN0Rkxdt49E8yHHlIKcyB9mubOS4clBUVRTskl9YVYgidyF0dNwN3LHm1HXEVBe3jNd1bPGNxznGHow0igPfhlffSEYZBsSEudAEgLihMJ98K2CyHvN4eePXwfweYOcSIHEk0HtM7fqsjYDmBRJHAfuXA4fWABGJwNT7ACVQN0UzNBRWFSLPnYc8Vx7y3HnIdeUi350fGHLkzkO+Ox9+o2OHHQndCpPfDp8WA02LgfA7IbQoGFoUhN+JeFsC/nrxyfjXygPYdLi03ceJtKiYNCAGUwfH4eqT+sFh6ZgPujyHqbvjzR91Zzx/qTtj8oKOK0xedDxDGCj1lqKwqhA52VvhMSk4tPVLKJnfIccSj7LIRFS5cuCDC5WSDI8cGObhqTsbhSS1qYu+JATMQkCFBLPFCbPJDrtqg7kwA9G6B47qGTbsQiDCMOAwBOwn3QX10DYMPPwdYnQ9OBNHa/7pLos/EZFXzoccN7D9v6gOwhu/7kUIgRJvSTChUTe5UZPgyHPnocJX0bHHNVQILRJWzQqnJkPWIpDpHwTdHw2hOdFLMzBKL8L1ykokScXYJfrhE/00pEq5kCCwRD8VFQjtRXTm8AQMTojA1Sf1Q2pc+2v48Bym7o43f9Sd8fyl7ozJCzquMHnRdQx3CTK/fQH9tr3Q4DUBwA9AlySI6uWahyEBgARAwCyAvIixiDv7d4hIGREoBGmLDu7HfWQb3O9fC4tWCW32vxEz+tyGgbiLA49eg6AVpSPvvVuRUvpLk3G7LnsPjjGz2v/GOxhv/Homt99dm9DYvBD5e75AXp1pdvPUzpnRJrbOMJUETQvW4EjUdez2jcAO31is0yYgSySEbGczKThzRAL251WiT4wN/7p2IsyKDLmZaZMPFFTCblZg0asgSRLPYeq2ePNH3RnPX+rOmLyg4wqTF13v8E8fI/p/D8JplIasz7QOgW6LR/+SNQCAAvtgmIUPmpBgxAyEOvoixJx4JWDu2FlbAADeShhP9YOM0Jox4sEMSPbwusFi8uI44fcEaoGUZwGV+cDaf0JL/x5FSu0UvbnB6XrVYIIjX1HaPW1yU2yGgURNR56/L8q13tW1NwL1N2rqcAgtEkDguIlOCwbFR6Co0gezKiOv3IP8itpZVlRZgmYE/nm+4oQ+OGdkb5w1PAFPfbMLaVnlOG1oPPbmVaDY5cPVJ/XFzNFJHfp+iI4Wb/6oO+P5S90Zkxd0XGHyIozoGqB5ANUS6AlhiwFUM+ApP3bTedbj+vk9eH/8J3zDLkLvmQ8EaxuEEyYvjmP/fThQaBQAovsBZz0KSDLw1X2ApxRAoLdShSwhv3r2lLpJjbzqJEe+qqC4g6eLFUKB8EfB8EdD+GNgVD+EP7r6ZxSA9h/z12cMwu/OHRaYElw3oFbPjFJU6cXKPQWo9PhxoMCFGIcZV53YF8nRtg56Z0QN8eaPujOev9Sd9eR7OSYvqIGefMLT8YHJi+NcTY+MiPjadVUlwOb3gMwNQMFeoGBX7Wv9pgDXfAxseR849BNQng0A8CVPQMEJ85AnvMh35SLv4HLkVxUhr+II8iuzkF89ZMXfQcNUJAEk6hri/UClvzfyfAMg+6OQ7x8AwxcL4Y+GBAkqDPibqEQTYVHh0wz4dAOSFJg0pimnDu6F+88dhtHJUTCEwJdbs7HmQBHWHyxCdllgFqVhiZH48LbJKHX70DvKikqvhvgIS8hU5USN4c0fdWc8f6k768n3ckxeUAM9+YSn4wOTF9QivwfY9QUQ2RsYMK3tU85WlQLWKBgQKMnZjPyv7kZ+yYFgz408tXboSp6iokI5+mEqkgD6aH709WuI9auI9FsxxO/GWu9UfOaZ1WB62M60+NenYnzf6GN2POp+ePNH3RnPX+rOevK9XFj8H3nrrbfiL3/5C5KSumbM7n/+8x94PB7MnTu3S45PRETHmMkKjL2i/dtXF8GVIaFX8iT0um0NRgCB6WMXXgj4y0KauyUJOaqCLFVFjqoiW1WQrarIVlXkqAoKWvEBWUjAEZMJR0w1Q7V0ABYAGxCJDXBqMkq8/WH4Y9HLp6LU1xdVviT09kmYI69FL6kcg6Rs5CEGL2mXIEO0/9/c2f/6CQ6zggirCt0QmDdlAG49bSAsascOtSEi6o42bdqEN954A2vWrEFGRgYqKipgGAYAYNy4cdiyZQsAYOHChbjxxhuD2zX3nXLdHm8LFizAvHnzOiV2atmf//xnPPbYYwCA/v37IyMjo2sDqq86+dYThUXy4s0338SHH36IO++8E/fdd98xS2IsXrwYf/3rX7Fx40Y8+uijx+SYRETUg6VMAv4vJ/DcMABhAEfWw/7TixhUsBuD3MVAVcMpX70SkKuo1cmN6sSGqTbJkacoLU6VXK4aUNR0KEhHOQAZ6+EAUAHga01Dqt+PTJ+GVP8hPOXfgEzPcLzqvRbpIhkAcIq8EwOlHJwmb8NQcyHcuozvtPF4QbsMAg17jrh8Oly+QAHfv/13L77blY8zhsXDZlJw+rB4DO/dNXV5iHqqLVu2YPHixcHlP//5z10WCzXtySefxCOPPBJMVhxrixcvDiZHBgwYwCTH8cjt7uoIOk1YJC8AoKqqCn//+9/x8ssv4+qrr8Ztt92GyZMnd/hxysrK8M477+DVV1/Fnj17ADSf5SQiImoXWQYgAwNODTxqCAEUHwTKMgPJjdTTYJFk9Jck9K9+3bVuIWwrH4bsCyQ6fAAyTSoyVRWHTSYcUVUcrl7ONKnQWkhs5KoqclUVa0NqdJbAZryEE/0aBvj9SPX7kerX0N/vR6Jfgw0CI9V0/Eb9HF5zDCSzHebKLGSKOJzrfRZuWEOOsfVIKbYeKQUAPPXNbiREWjC2TzSW78rDyamxeOXaiXDaTDB1wBAaouPRli1bgt/2AkxehKPvvvsODz30UMi6qKgoxMbGQq6e5apfv36dGsPixYvx9ttvAwBOP/10Ji+oRwmL5MX777+PBx54ANnZ2fB6vXj77bfx9ttvY9iwYbj88stxySWXYMKECe3ef2FhIZYtW4ZPP/0Uy5Ytg8cTKERWk7S45pprcPvtt3fIeyEiImqWJAG9BgUeTbzuGz4bvuGzg3VbzHk7MHDvMgwcci6QMDJQgNTRC9A16FveR+439+GwqgaGlagqjphUHDKpOKKq8DYzLWyVLGOXxYxdlob1MpL9Ggb6/Rjk92OQz4dBfhcGShL6oBA7rTfhO30iSuRYFOtWrDLGY50xMmT7/Aovlu/KAwCsTy9GVmkV8sq9GJIYwQQGEfVIr7zySvB5VFQUli5dilNPPbWZLYioLcIieXH11VfjoosuwtNPP40XX3wRlZWVAIA9e/bgySefxJNPPono6GhMmTIF48aNw+jRo9GvXz8kJSUhMjISVqsVmqahqqoKBQUFyMzMxL59+7Bt2zb8/PPP2LlzZ/BYdXtZnHLKKXjmmWcwderUY/6eiYiIWi1xVOBRw9Er8FNRoUy6ASmDz0bKwVU45cAKwFMWqOdhjYZxaA1yVAXpCYORIelILzuIjOwNSC/d32KdjWxTYOjKjwidUjVR0zDI58cg/0EM8u3BZL8f1/iXYo18Bt50TUWMVIEfjLHwwNJgn5phYFdOORRJQq8IM7yaAUWSEB9pgVczoAsBTQ/8O+20qrCYWEODiLqPdevWBZ/ffvvtLSYu5s2bx54RRG0QFskLAHA4HHj88cfxm9/8Bs8++yxef/11lJXVFjwrKSnB119/ja+//rrN+64/LGTq1Kn44x//iPPOO++o4yYiIupyUSnAhGsDjzrkoeciBUAKgJA0vacMlTlbkOEtRvrWd5CeuxEZ9iikO+Nx2FcKn+Fv8lB5qoo8VcWaekmNeG03Bvm3Y6BPw9l+P0y2sdhqnI2NuQ5YdBcsOAk+mCAA6EIgv8Ib3LbY7WtwnIIKGUMTI6DW66UhhEB5lR8lbj90UZPoMMFikuH2aohxmFk4lIi6RGFhYfD54MGDuzASop4pbJIXNeLi4vDss8/ikUcewcKFC/H2229j48aNAAIfWGoq7bZUp0KSpJA20dHRmDNnDm677TZMmjSp894AERFRuLNGISL1dIwGMHr4JSEv6YaO7MpspJen40DpgdpH2QFUaVVN7rJAVVGgqlgXzGlkAliIXjYdCX4/nKZzIAsFhUYv6MIMiOaHjmiGgZ055XBYVDjMKmIdZpgUCemFLlR6Qyupu+os51d4MTQxEtZGem14/Dp8moFIqxpSuf9o6IaAbhhQFRkSAL8u4PHriLCqkDvoGD1Feno6NmzYgPz8fJSVlcFut6NPnz4YM2YMhg8f3qZ9aZqG9evXY//+/cjLy4OqqujduzdOOeUUpKamdki8xcXF+OGHH5CZmQm3243k5GRMnToVAwYMaNf+Dh48iE2bNiErKwsVFRUwmUxwOp3o168fRo4c2WFxt1VJSQlWr16N7OxsFBcXo1evXrj++utht9u7JJ66SktL8f333+PIkSOoqKhAcnIypk+fjv79+ze5jcfjwQ8//IBdu3bB5XIhPj4ekydPxpgxYzo9Xq3OLA+m4MxQ3VtlZSVWr16NzMxMFBYWIjIyEikpKZg+fXqHTUmfk5ODtWvXIicnB2VlZejduzduuummFrdZs2YNcnNzUV5ejl69emHgwIGYNm0aLJaGPf9aKzc3F6tWrUJmZiZMJhNSUlIwZcoUJCcnt3uf1IFEN7B3717xj3/8Q8ycOVPExsYKSZJafKiqKsaMGSPuuusu8fXXXwuv19vVb6PbSEtLEwCCj7S0tK4OiahNiouLRXFxcVeHQdRu4XgO64YusiuyxerM1WJh2kLx8I8Pi2u+ukZMfvdEMXrh6BYfaQVpoY/8nWJn3m6xK3ef2JZ9RGzLyhVbMwvF1iMlYtuRErH1KB+5ZVWi0uMXuWVV4kB+hdibWx587UB+hTAMo9Xv3ePThMenCU03REWVT1T5NFFY4RHbM0ubjWFPTrnYllkqdueUi+xSt9B1Q2h664/bnfn9fuH3+4XX6xUvv/yyGDx4cMhni/qPpKQk8Zvf/EZkZmY2u9+8vDxx5513iujo6Cb3NWHCBLFs2bJWxXn66acHt7vhhhuEEEIUFBSIa665Rlgslkb3P336dLFjx45W/y4++eQTMWHChGbfPwDRu3dvcdttt4mysrKQ7fv379/itnUf/fv3bxBD3X08+uijQgghMjIyxKWXXirMZnODfaSnpwe3veGGG4LrTz/99Fa/78aO2ZjG/gYlJSVi3rx5wmq1NohNkiRx1VVXicLCwpD9eL1e8cgjjwin09no72Xy5Mmt/rvVnL8tWbly5VH9bRYsWBDyenPqtluwYEHIa+np6W2Ko+7vuilbtmwRs2bNavT8ACBUVRUXXXSR2LNnT4u/p6bi37p1qzj77LOFLMsN9t+UxYsXixNOOEFIktRoXBEREeI3v/mNKCkpaVVcNQ4fPixmz54tFEVpsE9FUcQFF1wgDh48KIQQ4tFHH232/7eulrZmTY+9lwu7nheNGTJkCO677z7cd999AAKZ+/379+Pw4cMoLS1FVVUVTCYTHA4HevfujdTUVIwcORI2m62FPRMREVFryJKMpIgkJEUkYWpK7SAUIQTy3fk4ULQbB3Z/jgPubBx05WC/vwwVUjO9JCUDhmQA0CArtUNIZAiYhYBkqHCJCECogGFC/Y8sMgL7tsELD8wQkGCCFhyaklfuQV4Th670atiXV4k+sTbYzSp8mg5ZkkKGqHj8OrJLqxr08mgLjxaYStar6Sio0FFQPVTGblaRGueAIvfsnhm7d+/GJZdcgv3797fYNicnBy+++CLGjx/fZA2AL7/8Etdeey0qKhpON1zX5s2bMWPGDNx33334xz/+0aaYd+3ahRkzZuDIkSNNtlm1ahUmTpyIjz76CLNnz26ynRACv/71r/Hqq6+26ti5ubmYP38+HnjgATidnTvV8PLly3H55ZeHDNEOF/v378e5556L9PT0Rl8XQuCjjz7Cli1bsGbNGsTExKC0tBTnn38+1q5d2+R+161bh2nTpuGHH37AqFGjmmxHwCOPPIInn3yy2eleNU3DF198gW+//RbvvvsurrjiijYd47333sMtt9wCr9fbcmMEeoBcddVVWLp0aYvtXnzxRSxatAjfffcdRo4c2Wx7AFi7di1mzpyJ8vLyRl/XdR1Lly7FmjVrsGTJklbFS52jWyQv6ktNTe2yrnVERERUS5IkJDoSkehIxJR+pwfXCyFQVJmN/YdW4YC/HDFCglfo8MoSdDR9025AgkeSAMWAjNAPkkKoUIQEp/DBLnSYhYBFiJAPM25hwX7Rcvdej6Zjf34lom0mlFYFanzEOgKzrhS7Gtbg6Ehun4Yd2YGbRptJwYA4x1HNwCKEQLlHg24YkCUJNpPS5cVON23ahBkzZqC0tDS4LioqCjNnzsSkSZMQFxeHyspKHDx4EKt//AmbNv4CIUSTw4I/+OADzJ07F7quB9dNnDgRM2fORP/+/aHrOtLS0vCf//wnWHfg+eefh6qqePbZZ1sVs9vtxuWXX44jR45AlmXMmDEDZ511FqKjo3H48GF89tlnSEtLAwB4vV5ceeWVWL58OaZNm9bo/ubPnx+SuHA4HJg1axYmTpyIXr16QQiBkpIS7Nq1C2vXrsWuXbsa3c+AAQOgqioqKiqQn58fXD9oUOMzFvXp06fZ95meno6XXnopOHRn1qxZOPnkkxEVFYW8vDwsXbq0w4ZVtZXL5cIll1yC9PR0OBwOXHrppTjxxBNht9uxd+9evPPOO8jNzQUQSI7dfffdeOeddzBnzhysXbsWkiRhxowZOOOMMxAXF4e8vDx8/PHH2Lp1K4DAUKAbbrgBP//8c3Dq0qNhs9lC/g4HDhwIPk9ISEBkZGRI+5b+Nu1lMpmCceTn5wcTfFarFSkpKY1uk5iY2Oj6X/3qV3jttdeCy7Is49xzz8Vpp52GxMREVFRUYM2aNVi8eDF8Ph98Ph+uueYa2Gw2zJo1q1Xx/vzzz3jzzTfh8/kQExOD2bNnY/z48bDb7cjKysLnn38e0t7lcuGMM87AL7/8ElwXGRmJWbNm4YQTTkBUVBTy8/Px7bff4vvvvwcAZGdn4/TTT8fGjRubnZ52z549OP/880MSF4MGDcKcOXMwcOBAVFZWYu3atViyZAlKSkowZ84cXHLJJU3uLywcxbCZsNd1nT4oXHHYCHV34djlnqgteuQ5rGtClGULkbVJ+LM2icrszaIoZ4vIzt0q0vO2id352xsOLWnlY1fBdnEgf5s4krdN5OVuFXl5u8W2rDyxNbMoMHwjt1wcyK8QublZIi/zgEg7UnTUw1LqDkEpcXnFkWKX2FY9jGR7ZqnYn1chDhZUtji0ZOuRErE/r0LohiGyStxiV06ZOFTkEhVVPqE3MrSlyqcJt9cvDhe5RHpBpShxeUV6QWWDfWaVuNs0NKYjlZWViUGDBoV8lrj11lsbnNNlbl8w3m/WbhXX3/pr8dyrC8S2zFKRXVob/86dO4Xdbg/uKzY2VnzxxReNHrukpERcfPHFIUMMVq1a1WSsdYcs1HRdj4uLEz/88EODtoZhiGeffTbkfQ0ZMkRUVVU1uu8BAwYE25100kkiLy+v2d/b7t27xd133y0OHz7c6OttGWJQX2NDT6ZMmdLkseo6lsNGaoYCnHLKKY0OISopKRETJ04Maf+b3/xGAIFhN2vXrm2wja7r4qabbgp5702dPzVaO2ykvrrHqD+0ozEdNWykrvb+vYQQYuHChSHHGTdunNi5c2ejbXfv3i2GDBkSbJuQkCAKCgpaFX/NY/bs2aKoqKjFuObNmxeyXWPDhmp88cUXwuFwBNueddZZTe7XMAwxbdq0kH3/7ne/Ez6fr0Hbbdu2iYEDB4ZcKxCuw0Z68L1ct+x5QURERN2MrADOJCAiAaqnDKq/Cg6zHfBWAp5SwPBDB+A1O+DTquCVJHglCb7qRzMDUKBDQpUkoSr4ZbEG2VwQOCwABRJMwgBgQFUE+osKHDaSoAlzi2GbVRk2k4Iqnw6nzYReDjPcfh1ev4E4mwS17BBQpSJaMSE5Lha6IWAyqgBbDCAHPmYZQqDU7YdPN1Dp0eD21Ss46tOQllXbfd+n+VDq9kGRJMQ4zDCEgMdvNNgOAMo9jc8MU1jphdunIy7CjCibCbohYIjA++lsTz75ZMg30L///e/x9NNPAwgUOC1x+VBa5Q95P8l9+uF3jzwBINCTpKDCiyqfjr6xdtx556/hdrsBAHa7HStWrMC4ceMaPXZ0dDQ++eQTTJ06FevXr4cQAg899BBWr17dYtyGYUCWZSxZsgRTpkxp8LokSXjggQdQVlaGJ598EgCwb98+zJ8/H/fcc09I24MHDyIjIyO4PH/+fCQkJDR7/GHDhuGll15qMc6OMHjwYCxbtgwRERHH5HitJYRAamoqli1b1qDXAhD4+77xxhuYOHFisP2LL74Is9mMb7/9ttHzQpZlvPzyy1i6dCny8gKDyT766KNW9xI4XpSXl+M3v/lNcHn48OH44YcfmhzCNGzYMPzvf//D2LFjUVpaivz8fLz44ot4/PHHW3W8qVOnYtGiRVBbmLb7hx9+wMKFC4PL1157Ld57770m28+aNQsffvghLrroIgDA//73P/zvf//DWWed1aDtF198EXJtmDdvHp577rlG9ztmzBgsW7YMEyZMQGVlZbMxU+fp/H/BiIiIiGrICmCPDUzvaosBovsCvccASeOhJE+APW4ooiOSkKjr6KdpGOz3Y7jPh8E+P/pqGhJ1DdGGDhskKM0MP6lhAPBAoFySUKgoyFFVHDKpEJYCKNYsyJZcyOYCyKZiSGo5JMUFSfZAkvwYHu3HcFMB+nv3Yrg4gGT3blgKdyCmdAd6u3ZBLdwJ+F2AtwxwF0Iu2gtTyT6gLBPI3Q7k7wJytkHOS0OsJxO9jQIMtpRhaKwJdnPL3x/pQqCw0otil6/RxEVL3D4Nh4vd2J5Vhp055didW479+ZXQjeZSQUenoqIC//73v4PL48ePx/898hgyS9zYkV2GHdllyC6ratX7qfRq+Oy7H7Fq1crguoceeqjJxEUNVVXx8ssvB5d//PHH4HCPGqKJ4Snz5s1rNHFR10MPPYS+ffsGl19//fUGbWqGNtQYOnRos/s81p599tmwS1zUeOaZZxpNXNSYMGFCg5oVt912W7Pnhd1ux2WXXRZcXr9+/dEH2sO88cYbITVQ3nzzzRZrr/Tt2xd/+tOfgsuvv/56yNCu5rz00kstJi4A4G9/+1vwea9evVpVQ2bWrFk4//zzg8tNbTN//vzg88jIyCYTFzUGDx6MBx54oMXjU+dhzwsiIiLqenXH2EckAI54CN2PCk8xUHwQEIHCcWYAZnssIiNTIAAYwoBX98Kn++DXPPB5SuGDAb8kwWhFcqPxWAKPLRWAgkBNDVUIqBBQjZrn1T+FgIImvg3yu2qfe0MLIyY4U1BlMiO71AdPB3wckwAkRFrgUAWOlHpgUpyN1i2oqbdRMwVtfKSlQwuHLlu2LOQG6O5778PhUk+TCRNZkhAXYYZSXX9AloGsktopeb/+fFHwuclsxuXXBaZP1AwDiiQ1WZvhxBNPxIgRI4J1JN5e9AXmRveFqNOHp3eUtcF2F15xPbZllgIAekVY4PXrkCQJXk1HYqQVDosCq9WKuXPnBntfpKWlIT09PaQeW/1pRtesWdPoN79doVevXmHb6yAyMrJV9QQmTpyIHTt2BJevv/76Vm1T4+DBg/D7/T1mOtOO8MEHHwSfn3zyyS0m8WrMnTsXDz74IAAgLy8P27Ztw4QJE5rdZty4cS22AYCysrKQAp233HJLs4mtum644QZ8/fXXAAK9L4QQIdcLj8eD7777Lrh8ySWXIC4ursX93nLLLXjssceaLWba5ap7qvVETF4QERFR+JEkVBgenPrpOV0dSbe0+PQP4FL7Nvm6y6vB5dVQ7PKhd5QVUTYTZAmNJgOEEHB5Nciy1GKPkZXf/xB8rigKRp5yVqOJC7MqI9ZhRqzdHJjlRYhgAsusyEgvDCR+Nv1cO3vEhBMno0qyBJMLAGA1KegXa4e1kQKlk044MZi82L75l5DEBQDklnlQ5a/9ltgZFY1Bo8YHl4sqQ2dBOFJSPXTFrGLs5NMBPBl8be269ejTr3+w8OqIESNgs9lQVRVIxNxwww1YsGABzjmn68/nk046qVXfeHeFiRMntiq2usUmTSZTq26Ee/fuHXwuhEBZWVmrblaPB5WVldiyZUtw+YILLmj1tomJiejfvz8OHToEINCrpaW/R2sTI2vWrAlJErQlrpNOOin4vLS0FHv27MHw4cOD67Zs2QK/v3bY3YwZM1q13+TkZIwZMyZYBDYsae2fJSvcheeVq46BAwd2yH4URYHT6UR0dDQGDx6MSZMmYcaMGejfv3+H7J+IiIgoXMRLZeivSChGFIoQhbgIC3LKqhq00wwDmSVuZJYAiiTBalLg1QzEOsyItpuCw1ZqmBQZCZEWSBLgMKvBWU0MQyCrtAqbtm4Pth0waAjsdkfI8cyqjPgIC2IdZkiGDpSmA97qKv+SDNhiEamY0CfSgQpNxr5dtcM9Bg0djvo8fh0ZRS4MS4wMJl50Q6Cg0gs1IjrYLi83u9Hfk1EnsTJ42Iimfp0h3D4NKQNDh4H8uHEbRk+bCQDo5TAjwmrCDTfcEJy1ISsrC+eeey4GDRqEWbNm4fTTT8epp56K+Pj4Vh2zIw0ePPiYH7O16iYYmuNw1J5XsbGxrepBUXcbIDCDBZMXAWlpaSHDPdo6lWxiYmIweZGZmdli+9aeg/UTBG2Jq/5sKpmZmSHJi927d4e8Pnr06FbvO+yTFz1Y2CcvMjIyIElSk2MT26LmH7VVq1bhjTfegCRJOPfcc/Hcc89xvmciIiLqMfIUBU7ZgIwSJMgVkDUr+pk9qEQEvLIDugF4/AKABAgZgARdCLiqa1HkV3iQX+FpsF+/biCrtDYJEmk1QZEllLoDCY7SkuLga/GJgRtRRZKQFG0LTEUrRKBAa1ke4C4K3bkwAHdgmtNYABZEwOut7f3w4YL5+HDBfLRHeVkZJEgNel/UFRtXm0hQZRlWkwyXV2t0i0hnFExmM/y+wPuuqDMlbJHLhyKXDzfc+39Y9/Mv2LKpdnrHAwcO4IUXXsALL7wASZIwevRonHfeebj++uvbdPN0NFqqY9CVrNaGQ3k6Yxug8bon06dPb9XN9/79+9t1zHBVVBT6/2Ld+iBtVVJS0mKb1p6D9ePq1atXu2ICGsZVf7mlgrp1dUXSkQLCPnkB1F5c6ndlbCqh0VS7uu0lSYJhGPj222+xcuVK/Otf/8JNN93UkWETERHRUYg0ReKnq3/qvAMYOqD5AMUE+CoBXxWgeQDDH6i7YYtueRfCgG7o0Awt+NCFDt3QoYvAeh06DMOAJrQO+TKmNbyqHYXBz0MC0KuqC3NUBB4yoFjqbyVBCAmBhhJQ81xUFwGBXP16bcKj0h94LsmB9u7KiuDebHYHZEnCwBgFNk824PYC/taPxS7NOdjOd9+Q4fNgTJ+o4LLHryOnLDQ5ExsVgbF9ohvdXggBl09HYYU3OMOL1WYLJi/cbleDbeyOCMz/+Eu89/q/8MFbr6GwsLDBPrdv347t27fj2WefxezZs/HKK68gKSnpaN5qi4rcGrZlliI1zgGrSYHbp0MIAYdFDQ57AQKJqo6sh9IW9esTHCsZGRnBHgTHk9I6ybej5W5FvYXWDlvqzLhcrtD/Z202W6v3Vb8XDx07YZ+8ePTRRwEECsDMnz8fQggIIWCxWILVhmNiYmCxWFBeXo7MzExs2rQpeOGRJAmjRo3C5ZdfDq/Xi+LiYmzfvh0bN26Ez+cLFGHyenH77bejd+/eIZVpiYiIqOtIkgSn+Rh9S2yLPSaHMYRRm+DwuaGVZ8IAoEtS4CcAQ5KgA9AlwIBUvQ7tL0DaagKSJBCYowVo7HAtRWCPqM2IVHmKoFizcNhlVBc1FVBUNfC8utCpUqfgqaKYoUCG4ndDBmCzhX6jHt8rBs6o6MDwEgACgRvspjpTSFL1fiUDfZISgNLDgZ4fqgVWSUJqTCwcltqPwrrPCxgGoPsA1RJSRFaSJERYVERYVBiGQFmVH96q2h4oSXHRjfYUtlituPnu+zH3jnuwZ9Na/LLmB6xd8xM2btwYMt4eABYvXowNGzZg3bp16NOnTwu/6dYzhIDWSN2RmroidcU6zHBaTSh2+YJJmpI6w4a8moGCCi8iLCps5oZ1RtobX40Sly9Y0yTSakJKtO2YTO97vKtfYLZfv37tLmbalh4MLakbl6IoGDBgQLv3Vb/QZ/0ERFVVFaKiotAa9RMfdOx0i+TFjz/+iDlz5sAwDMTHx+PRRx/Fdddd12yXo40bN+KJJ57AkiVLsHPnThw6dAivv/46FCVwoS0oKMCzzz6L559/HgCg6zruuusu7N27N2yLGBEREVH3JksyzIo5sKDaAEsU4MoL3IDbogGTHfBWBHqCCCMwtEIYgMUJw+yAoVoCD0ODISswhIAhjEAPEKEHnsOAofsh/G4YmjeQ/EBtAqTu844WHRsdfF6YVxiIT5IQGIwitZD9MAIPc+D3I+J7QVGU4Fj8ebdfj3t+cwuU6tleFCGgWJwohxOlbgEBGRAyejutiLMrkN2FQGWdKUvrD1OpLEDdzEd+ZjqQW2ccu70XoPsDD60qkNAwR0KOTITsd8Pnq72pT4jrhTEpgRsf3RAocfuQXWd4jclkwuiTT8Pok0/Dr3+vwiR8+G7FSnyz5HMsXfIpPJ5AL5CsrCzcd999WLSodpaV9vJpOkqr/Ch1+1vd46fY5QupcQIgJImj6UawdkpqnAOR1tAbXEMIVHg0+DQDLlftN9155R7syimHbggYQsCsyIAEqLKEKl/jU2tWePw4WKhjQC8HLKp8THpiZGRkAAC06oKHx8s9Qf3aHx999BFOOeWULoqmVt24TCYT9u3b12HnQUxMTMhyfn5+q2uuFBQUdEgM1HZh/3/k4cOHMXv2bJSUlGDcuHH49ttvGxRgacykSZPw+eef49///jfuvPNOvP3224iJicHf//53AIGxSs899xwmTpyIa6+9FgBw6NAhLFq0CFdffXWnviciIiIiAICiAs6U0HVWZ+ABAFG138DLaGJK1ubUmcUDxRmAp3act6h+GDUPWYEBAUMAhj0WhmqG7imDoXlq20iAISkwJAkGBDTZBAEBYWgwIDB4+GCs+2EdACB9XzrcLjfsjtBvdVtLkiQMGDwAB/YcAADs3HsAZXK934DuBuCGXGcITLEPKPOKwDS3qgoVAoqoP8UtoBp+wFf7DWrannp1DOonOzRv4OEuRNqGLSEvDesdAfirAJMNiiwhLsKCXg4z9uRVwKeFTqkYqCsi48RpZ+HEaWdh3q9/i7mXzEBJUWBYyeLFi7EtPRdxMVGItKqItJrg9mnIrTfMZXdOOUyqDJtJgc2soMTlg6rIcFpVZJVWNTk9bVvV7U5fVae3SXqhC2ZVhlVVIMsSejstyC71oNzjh9/nQ2lpaE0Bv177e/BVP6+XJmnApxnYmxcYipRSXTelK4aT9HTDhg0LWd6xY0dYJC/qFtj0eDw4cOBAhxWcrf+e09LSMHbs2FZtm5aW1nIj6hRh3w/rnnvuQXFxMWw2Gz777LNWJS7quv3223HbbbdBCIEXXngBGzduDHn96quvDklWLFu2rEPiJiIiIupydW/0YvoB0f0DCRFzBGqqW6gAzACshg67YSBCGHC6ChFdlo1eXhfidR2Juo4kXUeKpqOv34f+Pi9SfT4M8bgw1OPGMJ8PI3x+zD5xXPBwuq4j7avvMEAz0M8Wj5SIFPR29Ea8PR69bL0QbY1GpDkSDpMDVtUKk2KCLIV+ND3p1NrpDn9a8VPwG/Hm6AB8koQqSUaFLKNEVlCoKMhVVWSqKjJMJuw3m7DbbIa7zu+npLQcS7fuRL6ioFiWUS7LcEsSfNVDd+r6duWakOUTxwwBCnYDOVsDtVQQSL4Mjo8IFCptRr/Ugbjlrt8GlzVNw649e1FY6UV6oQvbMkuxP78Sol7ixuMPTHdbWOnFkWI3Kr0aSt0+HC52N5u4SHRaMSwxEolOKwb0cmB470gkR9tgqzfdbIzdjNQ4B5ITaosk5ufmhLTxaQbKPX6Uun3YnVsRHGqyc/uWVv2t6pPlwPCcxmSVVmF7Vhl25ZRDM4xG23QHRvUQ+M6qf1N3uIfRyt9TQkJCyOQFX375ZYfH1R7Tp08PSVZ1ZFwTJkwI+V3997//bdV2OTk52LZtW4fFQW0T1smL3NxcLF26FJIkYfbs2UhNTW3Xfn73u98Fn7/55psNXr/zzjuDz3/++ed2HYOIiIgorEkyYI8FHPFA3BDAmdzhh5g5fQpiomuH9b782ruwxgxEpCMB0dZo9LL1QoI9Ab0dvZESkYJ+zn4YEDUAg6IHYWjMUIzoNQIje43E8NjhGBIzBDdff3NwX6XFpVj27ueIlUyIUqxwGAasQkAVot0DYOrfPi744HMUKApyVBVHVBXpJhP2VSc6dplN2GcyYZdhYMGnS4PbjBg+GHGp/QKJDmHAyN0GZG8G8ndDNTzoE2PH2D7RGJYYCZtJgdxIz4EBg0K/Tdbq1cMAALs9ImS5sry81e+zfuFNi0lBotMKp80Es6ogLsKCIYmRGJ0chf69HBiSEIG+sXZEWk2YMLZ2FpSCvBwYlYX1d9/Akv980ORr9WtY1L05jbKZMDA+AqlxjgbJlBp+3UBRZUt9NlrPrxmo8ushtTfq0nQDejuSJYYh4PJqyC/3oLwq8Pd0eTXsya3A9qwybM8qCxlaBADbMkuxM7sMhZXexnbZKhERtedJWVlZq7e76qqrgs+/+uor7Nixo90xdJT4+HiceeaZweUXXnghZAaio2G1WnHOOecElz/77LMGs5s05o033mh1UqjLhPGMQkcrrJMXa9asCY5zPOmkk1po3bRBgwYFxzWtXr26wesnn3wyTCYThBAcw0RERETHh4hEIHZgoFhpZBKgNNFDQDEDUX0Be1zjr9eQZDh6D8Edd9R+KbQ5bTf+79HH2xSWJElQZAVmxYyzpp+FadOmBV974vF/ID+zCn1iBmFA3EgMUuwY5vdjhM+H4T4fhvh8GKjp6KfYkWJPRKIjEVGmKESqkYgwR8CqWqHKTY+aXvzhYmz9ZWujrxmQ4JMkvPTiG8jKrO2BcPH1l9dJdJixy2zG6pIy7PC5kVFyAJlFu5FTmYNyfzHio3T0j5cxONGCEckODE2MQIRFxeF9u0KOldynb4PjJ/cNXZebsbfZYpYSJAyMi8DIJGejCZPGyLKEKJsJNnPt7+jkk08OabP4o/cwOjkKcRENpqsBAOzcshFL/vN+yLqESAtGJjkxJiUKw3s7MbZPNEYmOTE6OQr2Rgp/RlpNGJIYiZFJTkTZmi8cKUQgwdBWeeUebMssxa7ccuzLq0BaVhm2ZZbiYEElDhVXYV+BG2lZZdiZU47dORXIKasKSWL4dQNuX9MzCGWVVuFAQSVyyz3IKAr0oDlQUBkyfKaxHjKaIZBdvW2p2xfSvjXqFrXct29fq2/277rrrmA9QcMwcPXVV7cp+QEgWLulI/3pT38KPj98+DBuv/32NvdaaSqu2267Lfi8oqICDz74YLP7OXjwIJ577rk2HZs6VlgnL+rOs1w3i9geDocDQghkZWU1eE1V1WBBmLb+T0pERETUbVmjgJj+QGRvIGEkkDQ+8IjqA0RUr0scBTjigOi+QPKEwOvJEwKJD3NkoLBl/AggaRwQEY8//d//YciQIcFDPPPMM7j99tubnfbwyJEjeOCBBxotVPnqq68GPwdWVFTgtNNOw8KFC6ELBGJIGAVJtUFBYPiLrddgRMakoiSvAq+/8Domj5oMs8eM/s7+GBQ9CMNih2Fkr5EYFjsMNrW2noMsy9B1Hfdcfw92bdwFi2qBItfeWAsh8Parb+Pff/93cF2/1H6YM3dOg5h/WPETpk+agX+88Dp2HjqMYk8x8t35yKrMwuHyw0gvO4i9xXtxoGwPflz7Gf75wrPBbU84+QSMGR6L5FiBeCcQGyEjLsKEs0+ZFDJjwiv/eBoxUhVGJDkxojoxMDDOgfhIC/rF2jGmTxQirCpUpd7H/Tbe+A0dOhSTJk0KLj/zzDNYuXIFkqNtGJMShTEpURiVHIV+sXbs2/wT7pw7B5qmhfSokCQJqhJadFNVZMgtTMWqKjL693JgdEoUEp3WRttohoGdOeXYllmKw0XukJt9r6bjSLEbGYUuZJWE9nJoUJi0WqVXg8unw68bwd4YuhAoqPBiR3Y5dmYHkhy7csqxP78Se/IqUOnRjqq3RGNcXg2Hi93YVf3e6sor9yCj0IW9eRXYn1+JrNIqZJdW4UixG0PHTAi2q6qqwh//+EdUutwocflQXuWHUSdh4tcNVHj80A2B6OhovPzyy8HXtm/fjpNPPhk//vhjs3EKIbBhwwbcddddmDp1ase8+TrOPPNM3HjjjcHlt99+G7NmzQoWV22K1+vF119/jdmzZ+P+++9vtM1FF10UEvNbb72FP/zhD40OedqxYwdmzJiBiooKyPVr79AxE9YFO+tOIZWent7u/Xi9XuTl5TXYZ1011YTbOy0QERERUbdW99t5R3zL7axRgUc9ERER+OCDD3DuueeipCRQtHH+/Pn4+OOPcf7552PixIno1asX3G430tPTsW7dOqxZswZCCCxYsKDB/kaNGoV3330XV155JXw+H8rLy3HjjTfi4YcfxowZMzB69GhER0fD6/WiuLgYu3e/gF9++QU7d+5s5i1IUCU1pMbGZZddhrS0NOzatQtXnn8lzjvvPJx55plwOp04nHkYn3/6eUihPrPZjL+/8nfERsZCMzRohh+6qL1xLswvxMtPvYyXn3oZQ0cNxdiJY9F/UH9ERUdBCIG8nDxs+GkDNvy0IbiNoii499F7kefKaxBzqS5h1pxZ+OCtwJCMlStXIjk5GX369UFkZGTwvSQnJ+OrpV9BCNF4ccvK3MCwFpMdsEQGipZq3kBPHEdc4O+reQFXQaDXjT0Of/7Tg5h12ZUAAt9in3vuuZg9ezamT58Oh8OBnJwcLFu2LNjD+eabb8by5ctx6NCh2uOK6hKxdeua+D2B2XRq6H6g+CAgKYHYbDGAJEGWJCQ6rUh0WkOmbm3wO6ryobTKB7tZhSwFEhE1PFrjs5q0Vf1pZ32agYOFlW3ejyxJ7Z4GtqbWSA23r/Z9pgwdi0FDh+PA3t0AgOeffx7/euUVJPfpB4vFAkCCWZVwxjnn4+Z7fw8AsKoKUuMdmDt3LtLS0oK9C/bs2YNp06Zh/PjxOPPMMzFw4EBERESgsrISBQUF2L59O9atW4fs7GwADYtgdpRXXnkF+/fvD55fS5cuxbfffoszzjgDU6ZMQXJyMiwWC8rKypCVlYWtW7di7dq1qKgIFHu9/fbbG92vJEl44403cPLJJwe/wH7mmWfw6aefYs6cORg4cCBcLhfWrFmDxYsXw+fzITExEZdccglee+21TnmvHaId9Wa6i7BOXqSk1Fbf/uyzz/D4423rdlhj8eLF8Pv9kCQJycmNj+8sLi4GAERHR7frGEREREQUMH78eHz//feYPXs2Dh48CCDQu/XDDz/Ehx9+2Ob9zZ49GytWrMDll1+O3NzA9KeZmZmN1jJrTGu+KbXb7fjkk08wY8YMZGZmYunSpVi6dGmjbc1mMz7++GPMnjk7ZL0hDGiGhrh6Q2z27tiLvTv2Nnt8q82Kp/71FMafOL7R14UQuPv/7saWjVuwc2sgMWMYBg5nHA5pV1RShD3FewAEpuZVZQWaUXujWynJKFAUKLoHitsDWQgoAOSKLCjlmVAsTkjeyupJdQGUZ+HCyUNw363X4vnX3w8e97PPPsNnn33WIM6LLroIr7zyCoYOHVq7sjIfyNnS+Bv3106pCm8F4KnuBV1VHJgyOLpfSPMYhxnxTQxZqVH3Zr4lUTYTzKqMgorQnhMmRUZchAVmRcKhYncTWzctwqoiPsICi0lGhUdDWXXdiyibCSkxNqiyjF/q9SYZkxIF3RDIKq0Ktm+PJ1/8N+68/nIUFwaGw/u8XmQc2BfSJnVobYFOj6Zjf34lUqJtePbZZzFgwADcd999wemAt2zZgi1btrR4XEVpvE5JY5pMrjXCarVi+fLluPPOO4P/z+u6juXLl2P58uVHFdewYcPw9ddf47zzzkN5dR2Z/fv346mnnmrQNiYmBosWLcL//ve/VsXdZdxtP1+7i7Du8zJt2rTgSb179248/fTTbd5HYWFhyPil008/vUGb9PR0uFwuSJKEfv36NXidiIiIiNpmxIgR2LFjB5577rkWP1/169cPDzzwAGbMmNFkm1NPPRX79+/H008/3WIRd1mWMWnSJDzyyCPYt28fEhISWhXzyJEjsXnzZlxzzTUwmxuvATJ9+nRs2rQJs2fPbnhcSYZZMePiCy7G008/jdOmToHV2vyNtt1mxdVzLsSa7z/F1eefiRhdR6RhwCYMmOoVI410RuL9r9/HEy89gTNmnoGUfimw2W1N3gQawoBP94cUJnXLEvKri5JmqioOm0xIN5lwwGTCXrMZu4QHu8wqdlcXKD1gUpGhqrjvid/j6eceQlxcbKPHSkpOwnN/ewb/efNvkAt3AHqdHhKinb0e3EWBGVwqckOGu9QdbqLKMixq62+aawyKd2Bsn2j07+VAUpQtOPxldHIUhiY4MCTejvhIC6LsZvSJsTXY3mFRYTc3/T1wjN2MpGgbYh0W9O/lwPDeToxMcqJ/LwfUJpJpNcNr+vcKxDasdyQSnFZEWpvvGV4/jhGjx+LT5Wtwzx8ewYlTpiEuIREWS+PDbmr4dQMZRS7sy6vA5dffhHWb03Dr7XcE6wY2xWaz4ayzzsa//vUvrF69Gl6/jj25gaEu2zJLUeb2NahRkVVS1WjB0uaYzWa88cYbWLduHWbNmlXdi6RpvXr1wpw5c/DJJ5/g+eefb7btlClTkJaWhosvvrjRRKeiKDj//POxcePGkBo8dOxJorPm6ekgM2bMwPLly4PZuQcffBCPPPJIyJzTTdmwYQPmzp2LvXv3BrdfvXo1pkyZEtLu9ddfx+233w5JknDLLbfg3//+dxN7PD7s2LEDo0fXVpZOS0sLmT6JKNzVdFNu6R9conDFc5i6u5ox4zXDcgFg586d2Lx5M/Lz8+FyuRAREYG+ffti7NixITUyWmv//v3YuHEjCgoKUFZWBqvVitjYWAwZMiQ4lKQl06dPx/fffw8AuOGGG7Bw4cLga8XFxfjhhx9w5MgRuN1uJCcnY+rUqW2e/c7n9SJt+zbs27EJORn7UOmqgtmsIibKiRFDUjFxzHDYm/lcKxCY/lWXJGgAtDo/a9br9ZY788O9pmnYvH4zDuw5gPKycsTGxaJfaj9MOmVSo99wyxCQReAbU6XOcxmALESD50r99XWXYwZAsjV+XTSq61JUejQYQqDKH0iYWFQFKdFWmFQZJrnlOhs17xEIPX+BQIFN3TBgqq7fIYRAWVWgZkSUzQRFllrdm+BoNNZrwTAEDCHg0Qy4vBoqPRrsFgV+XUA3BOIjzNAFkFlSO5VujN0MkyIhv6Lpeh2GYSBjdxoKMg+gorQElS4XFLMNNmcsUgYMwqChwxHpsGNQggMSJOzKKW9y5pbGOK0mxEVaYDMpDWbFaU5VVRXWrFmDQ4cOobCwELquIzIyEn369MGIESMwdOjQdv0tcnJysGrVKmRmZsJkMiElJQWnnnpqk733w9GOtWsxus79bk+6lwv75MXevXsxfvx4eL3e4P+oCQkJuOqqqzB9+nSMHDkSMTExsFgsqKiowJEjR7Bp0yZ8/vnnWLFiRUimb+7cuY2OpTzttNPw448/QpIkvPPOO7j22muP5VsMO0xeUHfHGz/q7ngOU3fX1M1fuGkuedEpdC1Qc8LQAJMDkBWgPCuw3EEEAAOhCQ9dkqDLKnR7TGBZ6DAMDbowoAsDhtChG3qnJj06igwBWVYhSwpkSW78gdrnSnPtJBmSACShA0pt7wbN6wKEgGpxBHqQaF5AtQJqEzPyNKbmHkT3AbIa+FsbRuDv760ALE4gIr5635ZA+5p6IHLbe5K0lqYbqPRqsKhycFaZUrcPh9sxNKajmVUZmh5IwvRyWBAXYYaliSlzqWk9OXkR3v+iIFDh+JNPPsHll18enOonLy8PL730El566aVmt61JdgghcM455+DVV19t0Gb9+vX45ZdfYLFYYDKZcOGFF3bK+yAiIiKi45yiBmZyqctePQyjqhRwFwZuZu29AkUrPaWBmhDWKEC1BW6eq0oCN8OKJfCatyJkWIaEQO8FBQjcEJsjgIiEwM1yC99EG4YO3VcZSH4oJhjCgC70wMPQA8u6F4Y38O26AUCXAtPIGgCM6uedyYAEw9ARSM8cPQmAhOq6H5ACPUOEEfgd1ukNogBQHAmQzQ4okhJMiiiyElL4FYYe+LtV5gNanSk6VWvost8dSGQ0xuIEYgZ0ShJDVWRE20OTMNF2M6r8eoO6H8eaT6st3lrk8qK0yoc+MXZEWNQ29cpoTLHLh/wKD/yaQIzDhOQoW7AXjqYb0A0Bkyq3elph6hphn7wAgPPPPx8rV67EzTffHFI5uqlOI3W7CMmyjHvvvRdPPPFEo2OjTj75ZLh7cFETIiIiIuoGbNGBR10Rjcz6Un/YhBCBGTt0P1CZF7hBNkcAzuQWkxX1ybICuZEZZBoQAijJCNykS3LIjCHC4oQR1ReGLMEQRqMPXehNvtbw0bk9QgJzoATLk1ZnM5ooC+gpCjzqkSBBkZVAssPwQxHVyQ5FgQJAFQKK4YMiSVARSIoEkiVN8JYDRfuBXoMCiaqjVVUSqBsiq4FZXCISGrzHpCgbYu1mSFKgjogsS/D4dezLr2zynivCosKnGyFJByBQg2NgvANCAFU+HZoRaOPTDERaVURYTXD5NGSVVIVMbVufbggcKnIBCPyOLSYZHr8eTDAkRVkR6zAH7/1c3kBhVAlArwgzzKoC3TCQXugOKeJa7PKh2OWD3azA7atNgqmyjH6xNkS0UGOEuk63SF4AgSTD5s2b8d577+HNN9/E2rVrm2wrhEBMTAyuvvpq3HnnnRg5cuQxjJSIiIiI6BiRpEAvDVkBYvofu2PGpgaSFvVugkN6fnQAIQQEBAzNA6M4A4bhC/TyAGBIUnCIjFG3B4jZAaO654jhd1f3EhGd1jtEQASmywUCv49W7l6GqE10CBGS2FB0D9T8HVAiekOxOqFKasNeHpovkKySZMBkCww/8lcFEhQ1w1RKM2pncAECM7ho3kCirDgDsEYCjgTAEtFgiIbVpGBUshNVPh2yBHj8Bny6AZtJQYRFhSxLcPs0pBe6Aj0XFBnJ0YECo7IkAVJg1pXGOK0mOJNMwWlfXV4NVpMCTTdQ1Mh0uAICnuo6JjU1NbJKq5BT5kG03YQqnx6scwIABZVeqLIMzWg6OVI3cQEAmmHgYKELiU4rEiItR1W/RAgBzRCB+iNeDREWFVE2U3CfbZlthWp1m+QFAJhMJtx444248cYbUV5ejl9++QXp6ekoLS2F1+uF0+lEfHw8xo0bh+HDh3d1uEREREREPVdTPRQ68hCSBAkSZJMdSBwJ+NxA2eHATXpTpfuqypvdZ01dkMBDgqGaYOj+YEJEB6CbbDDMDugQ0L3lgSE1EqBDCg6VOdoeIQYkGBLgD7zRxht5CgOPajIARVahQIKqeWt7diA0AaJKChRDg4JGcilVxYEHEEhseMoCU9LaezU4vCxJcFgCt4y2Rkp+2M0qRiY54dUChUzbOrzDrAampI2rM/1tcrQNh4vdrZou1hACxY0kOwA0m7hoTl65BxUeDQN62aHIUjDJYVZlmJTmz3mfpiO/3IsKrxbSq6SxGB0WFTF2M2wmGZVeHZFWFVbW+GhWt0pe1OV0OnHmmWd2dRhERERERHSsmO1A/HDAXVx9413a5l0Ee4c4UwBHfCBxYOiBngtCQNN1QLXUFpy1+4Hy7NobfgDCHAnD7woMg6nTA0SXFei2mECRVEmGLnRohlZdN0SrHjLT/rSHAcAwtEDCo4kpV2sFsg1KdQ8PNdjTQ0AV9Xp7lB0JJEFsMYFCpm3oFSBJUutvuv0eoGBXdXgOoNfghr13JAl9Y+1wVPqCvSlK3IGbf1WWoSoSvJrR5HCWxtjNCvrG2uHxBwqWev06rCYFqiJBlWXohoGcstqaJG6fhp05DZNgvaOscFpNyC3zQACBwqcmBVq97VvD5dXg8tYOZ8ktA75Jy8X5Y5IwOCGixd9pTU+U+u1EE9M89wTdNnlBRERERETHKXts4CGMQLFToQfqOjQ1c4s5IjC8xhYdKIBavximrNSuk+rtQzEFhuTE9K+eFUSqTYBoHpgMPVA4VVYDNUlaKLRpCAO6oddLbOjQRO1zXfdB87tCenq0V80+fJCaH9JSlQdU5dXW8JCV4HAVRVKgymrIz7qvB4ez6D7A5wokJMyOwO9ECMBVEKjJUvfv43MBOVuBiN5AZGJIEkOWJMRF1vbG6BtrDxlq4fHr2J9fGUwEWVQFvaMscFbXq6jy6/D4Dbh9GsyKjLhIC2RJgkVVEGVrvKZFjN2MgwUueLSmi8HmlnmQWydJUdHMr7OtBIBXVh3AK6sOIC7CjNtOGwiTIuOKE/oGe79ACMBdhG0bvkfuyvmIEqX4rz4JFSOvgUvYsDQtB76Cwx0YVXhh8oKIiIiIjkurVq3q6hDoaEly7YwttthA4VJZBSpyAIjALB/22I4pfAk0HN6hWgM/zY5W70KWZMiKDBNaKAzpcwMl6YDugyEpgWRHzbAWSYImK9AtkYHpb/1u6AA0WQ708ADaPawlWMPD0OBF62YgkSUZCiQohj/QqwO1w1nkOgVKFUmCDECu7gEiA5ArcwM9aKL6Av7ANLVwxDdIAtXtDWI1KRieFIkqnw6HWQ3OHFLDblZhNwOxDnNt8kTzVCdUTIG6IPX+lqoiY1BCBA4VuVDpPfrpiwfGOWC3qIAAduaUh/S4cVhUeP1Gk0NbCit9+OvXuwEAn2/Owuc3DINY9keoaYsAAGMBjA1MlYOT5d3AvvcBAP+yAstM0Zh51NGHp26dvPB6vUhPT0dJSQkqKysRERGBmJgYpKamNjqzCBERERER9VB1e09E9+3aWDqC2Q4kjgIQuPGXAZh0X6BQp2IO9AhpYniHEAYMIRrv3VHnpy50aJoXutCgH0XvDkMYMAD421CwtIYEQIYOpTwjWMRUrioIzH5jGJCFEah7YnZAtkQGkj+aF5JqgaxY4NH9kHUJkisfss8NCQKS5q2eBrdeOO46s8XEDGgwe48iS0iNc8Dt06EZAmZFBiCQV+5FuaflGhySJCE+0oKESAtko7o3kKxgVO8YuPyAIsuwaWWAOxvCokI3DMgS4FUcKNTseNX0PM5TNgAAFmmn4YhIwMi8Q1D+vqHVv88+csMZcXqKbpe8yMnJwfz58/HVV19h27Zt0LSGWTGTyYSxY8di1qxZuPXWW9G7d+8uiJSIiIiIiKgDKebAowWSJEORAAUKzK1oj4o8iIrs2l4d9X7qQLDXR23vj46ZuUWgdmgLQoa2CECuGaADQK8C3FW1GzbWKaRm5Emdug+BBIYI/BS1CQ2pMgtSZWZ18kQCFBMkxVodQuA/aIHnqgWINgu4fQYMQ8CsKrCZlECPDxE4ilS9HeBBQbknOMuLBACuXEC1AJBQoTWsjSHpblgBHIndg9fhrP4VbIETQBYE3kRkSCKm5n00JrfUC8DVxKvdW7dJXmiahkceeQR///vfgwmLpoq0+Hw+bNy4ERs3bsQTTzyBBx54AH/+859ri+4cJcMwsGvXLvzyyy/Bx9atW1FVVfs/08qVKzF9+vRW7zMjIwOpqantimfRokW4/PLL27UtEREREREd5yITIUUmQtW8UKtKYNF9ob0UmlBTqDRkOItqhi6r0PxVwdlbDMUEXVFhGEZ10dL2zQTSHgKoTl2gkTv+OisMDTAqW96hDHgNwNvSiBqlXu0ToTW+vo6XY6NbPn5Lhy12AyhssV131C2SFxUVFTj33HPx888/t3lOXL/fj6eeegorVqzAf//7X0RERBxVLJdddhmWLVsGl6tnZrOIiIiIiOg4pVqAyOpe69H9AkNUXAWAK7/R5nJEImSfK1C0VJKAyCTA6qxtIAwEujKE3r8JIQJDTYQBXffB8LugyyoMWYGueWC4i2EYgelrBQCjzvS0Rp3l+q9Tzxb2yQshBGbPno3169cH5nmWJAghkJqaivPPPx9jx45FYmIiHA4HXC4X8vPzsW3bNnz99dc4ePBgsP369esxe/ZsLF++/Kji2bhx4zFJXCQnJ8Nms7Wq7dEmZIiIiIiIiBpQzUBUChCRAFTmBxIZNaVAo/vXFkttitT4dK6SJAVmLIECk2IKLXhqiQIciYGCpZIMmKyAYQR6LmjeQEJE8wLlWSH7FM5kCHtcdU8LASFEIz8DtUCE7ofwlEBoPgjDDyGMYIFTUfMOIxMhJAXQPIEe/4oZQpYAISAMDfC5IaqHgATHA0j1CqVKcmCmG58rMCMOAEgqhCUi9Hej+wBDw3nxkwLFSiEFYtZ9geeyAlFnz81NE7v5yPdNvtbdhX3yYuHChVi5cmUwCTFkyBA8//zzOP/885vd7qWXXsI333yD3/72t9izZw+EEFi5ciUWLlyIefPmdUhsFosFY8eOxaRJk1BZWYn33nuvQ/YLAO+//36bhp0QERERERF1CsUUSGI4k2rXNZGY6DBme+1zWQZQr96HPRZwFQbW2WICX3S3Zf91i3XqPqBwP6DXGQtSltNwG2t0YFpc0fR0qgACs5lEJgd6stQUkdW8gR4ozdQgefb8ha0Ovyn37L0R32PzUe8nHHXyGXf0/vrXvwafT506FRs2bGgxcVHjvPPOw88//4ypU6cCCGSo6u6vPebOnYv58+dj48aNqKiowM8//4xXX30VZ5111lHtl4iIiIiIKKxJcu2jq8lqYIiLPbbJWVdaTTEDCSMazD7SgKe0dYmL2IGB5Evd6V5VS6uKrR6tKEtUpx+jq4R1z4vdu3fjwIEDkCQJkZGR+M9//gOn09nyhnVERkbi448/xogRI1BeXo4DBw5g165dGDFiRLti+stf/tKu7YiIiIiIiChMSRIQ1TdQuNNb0frtovoGkh4+V2CYjWrtvBhbIdoS3aXH70xhkDJr2qZNm4LPL7/88nZPeZqUlBQyG8fmzT2zGw0RERERERG1k6wAsYOAXoMBe69AvQpncmC57qAU2RQoaJo0DnDEBbazOrs8cQEAQ2KGdHUInSaskxd5eXnB5xMmTDiqfU2cOLHR/RIREREREREBCPTAsEQGkhNxQ4CIxMBy0jggJjVQqDRxZCC5EQ7DZ+oZFDWwq0PoNGE9bETTtOBzs/noxgeZTKZG90tERERERETULEkCbNFdHUXL2lhmoTsJv1RRHQkJCcHne/bsOap91d2+7n7D1QsvvICTTz4ZcXFxMJlMiIuLw4gRI3DDDTfg3XffhdfrbXknRERERERERD1AWPe8qFtU8+OPP8YTTzwBq7Xt44g8Hg8+/vjjRvcbrpYsWRKyXFRUhKKiIuzevRvvvPMOHnjgATzxxBO45ZZbOj2W/fv3t3vb+Pj4bpEsIiIiIiIiovAV1smLE088EfHx8SgsLER2djbuuecezJ8/v837uffee5GVlQUgcDN90kkndXSoncLpdCI6OhoejwdFRUXQ9dppefLy8nDrrbfihx9+wMKFCyHLndeJZvbs2e3e9sEHH8Qf/vCHjguGqBUqKtpQIZooDB0P57CqqjCZTFAUBdLRTnFHYafuZxai7obnL3U2wzCgaRr8fj8Mw+jQfZcVF3fo/sJJWCcvJEnCnXfeicceewySJOHNN99ESUkJXnrpJSQlJbW4fV5eHu655x588sknIfsLVxEREbjiiitw0UUXYfLkyUhMTAy+5na78eOPP+Kll17C0qVLg+vfffdd9OrVC88//3xXhExERNQumqaxBlUPVpOAi4yM7OJIiNqO5y91Z1JVVVeH0GnCOnkBBL65f+edd5CRkQEA+Oyzz/DNN9/g4osvxnnnnYdx48YhISEBdrsdbrcb+fn52Lp1K7755hssWbIEVVVVEEIAAFJTU/Hggw924btpWlJSErKysuBsosCK3W7Hueeei3PPPRcLFy7EzTffHMzSvfDCC7j66qvDskeJzWZDTExMV4dBxymee9Td8Rym7o7nMHVnPH+pO3L24KRb2CcvbDYbli1bhmnTpiEvLw+SJMHtduOjjz7CRx991Oy2QohgV9TevXvjv//9b7tqZhwLFosFFoulVW3nzZuHvLy8kOEYjz/+OL788stOiW3x4sUYPHhwu7aNj4/v4GiIiIiIiIjoeBP2yQsAGDx4MDZs2IB58+ZhxYoVIa/V9Kqoq+7YWSEEzj77bLz11lvo06dPp8d6rNx333345z//iczMTADA8uXLUVVVBZvN1uHHGjx4MEaNGtXh+yUiIiIiIiJqjbCeKrWuPn36YPny5fjyyy9x/vnnw2QyNZq4AAIJC5PJhAsuuABLly7Ff//73x6VuAAAs9mMCy+8MLjs8XiwZcuWrguIiIiIiIiIqJN0i54XdV1wwQW44IIL4PP5sGnTJuzduxclJSWorKxEREQEYmJiMHToUEycOBFms7mrw+1Uw4YNC1nOz8/vokiIiIiIiIiIOk+3S17UMJvNmDx5MiZPntzVoXSZ+kNE3G53F0VCRERERERE1Hm6zbARaigvLy9kOS4urosiISIiIiIiIuo8TF50Y6tXrw5ZTk1N7aJIiIiIiIiIqMu1cgbL7ojJi25qx44dITOvDBgwoN3TmRIREREREVEP0IOTF2FR82LgwIHH7FiSJOHAgQPH7Hit4fF4YLFYQqZ4bU5lZSWuu+46GIYRXDdv3rxOio6IiIiIiIioa4VF8iIjIwOSJDU59WlHqNl/axMEx9K6detw77334sEHH8TFF18Mh8PRZNuNGzdi3rx5SEtLC65LSkrC/ffffyxCJSIiIiIiIjrmwiJ5AaBTExcduf/PPvsMDz74YIP1FRUVIcvXXnttg9lAAODZZ5/FpZde2mD91q1bce2118Jut+PUU0/FuHHj0KdPHzidTni9Xhw5cgSrVq3CmjVrQraLiIjAF198gYiIiKN8Z0RERERERNSt9eAZKMMiefHoo492dQitVl5e3qphJ9nZ2U1u3xy3243vvvsO3333XYvHGD58ON5//31MnDixxbZERERERETUw2laV0fQaZi8CAODBw/GHXfcgXXr1mH79u3Qdb3Z9mPHjsUdd9yBefPmNdq7g4iIiIiIiKgnCYvkRXcyb968Di+O2adPH7z66qsAAJfLhc2bN+PQoUPIz8+H2+2GqqqIjo5Gnz59cNJJJyE+Pr5Dj09EREREREQUzpi8CDMOhwNTp07F1KlTuzoUIiIiIiIiorAgd3UARERERERERETNYfKCiIiIiIiIiMIakxdEREREREREFNaYvCAiIiIiIiKisMbkBREREREREVFP4HR2dQSdhskLIiIiIiIiIgprTF4QERERERERUVhj8oKIiIiIiIioJ9C0ro6g0zB5QURERERERNQTuN1dHUGnYfKCiIiIiIiIiMIakxdEREREREREFNaYvCAiIiIiIiKisMbkBRERERERERGFNSYviIiIiIiIiCisMXlBRERERERERGGNyQsiIiIiIiIiCmtMXhARERERERH1BBZLV0fQaZi8ICIiIiIiIuoJmLwgIiIiIiIiIuoaTF4QERERERERUVhj8oKIiIiIiIioJ3C7uzqCTsPkBREREREREVFPoGldHUGnYfKCiIiIiIiIiMIakxdEREREREREFNbUrg6Awk9RUVGzy0ThLD8/H3//+98BADabDXfeeScSEhK6OCqi1uM5TN0dz2Hqznj+UndXXFISstyT7uWYvKAGSuqd8PWXicJZQUEBnn322eDynDlz+KGDuhWew9Td8Rym7oznL3V3PflejsNGiIiIiIiIiCisMXlBRERERERERGGNyQsiIiIiIiIiCmtMXhARERERERH1ACIioqtD6DRMXhARERERERFRWGPygoiIiIiIiIjCGpMXRERERERERD2BpnV1BJ2GyQsiIiIiIiKiHkDyeLo6hE7D5AURERERERERhTUmL4iIiIiIiIgorDF5QURERERERERhjckLIiIiIiIiIgprTF4QERERERERUVhTuzoACj8+ny9k+fDhw9ixY0cXRUPUNvv37292mSjc8Rym7o7nMHVnPH+puzucmRmyXP/erjuThBCiq4Og8PLyyy/jnnvu6eowiIiIiIiI6Ci89NJLuPvuu7s6jA7BYSPUgNPp7OoQiIiIiIiI6Cj1pHs7Ji+ogejo6K4OgYiIiIiIiI5ST7q347ARaqC0tBTff/99cLlv376wWCxdGBERERERERG1xOv14siRI8Hl008/vcckMJi8ICIiIiIiIqKwxmEjRERERERERBTWmLwgIiIiIiIiorDG5AURERERERERhTUmL4iIiIiIiIgorDF5QURERERERERhjckLIiIiIiIiIgprTF4QERERERERUVhj8oKIiIiIiIiIwhqTF0REREREREQU1pi8ICIiIiIiIqKwxuQFEREREREREYU1tasDoPCyY8cObNu2DdnZ2VAUBSkpKTjhhBOQmpra1aEREVEdv/zyC3bv3o3s7GzYbDakpKRgypQp6N27d1eHRkTUpYQQOHDgANLS0nDkyBGUl5fDbrcjNjYW48aNw5gxY6AoylEfh9dh6izH6hzubpi8IADAJ598gscffxzbtm1r9PUpU6bgySefxPTp049tYERE3YhhGNi1axd++eWX4GPr1q2oqqoKtlm5cuVRXUtfe+01/O1vf8OBAwcavKYoCs466yw899xzGDt2bLuPQUTU3VRUVODLL7/EF198gRUrVqCgoKDJtjExMbjxxhvxu9/9DklJSW0+Fq/D1Bk68xzOyMho95fRixYtwuWXX96ubTucoOOapmli3rx5AkCLD1mWxUMPPdTVIRMFtea8bezx3HPPdXXo1ANdeumlwuFwtHj+rVy5sl37d7lcYubMma06x81ms3jttdc69g3ScUHXdZGWliYWLlwo7rrrLjF58mRhs9mO6hxOT09v9/V60aJFnfNGqUcpLy8XVqu1zedXbGys+Oyzz1p9HF6HqbN09jncU67D7HlxnLvvvvuwcOHC4LLdbse1116L8ePHw+fzYf369fj000/h9/thGAaeeOIJxMbG4r777uu6oImIwtDGjRvhcrk6Zd+GYeDaa6/Ft99+G1wXExOD66+/HiNHjkRFRQW+//57LF26FEII+Hw+/OpXv0JcXBwuu+yyTomJep7LLrsMy5Yt67TzmKiz6LoOj8cTsm7gwIE4/fTTMWzYMMTFxcHj8WD79u349NNPUVhYCAAoLi7GnDlzsGjRIlxyySXNHoPXYepMx+Icris5ORk2m61VbSMiIlr/RjqZJIQQXR0EdY2lS5fiwgsvDC6PHDkS3377Lfr27RvSbuvWrTj//PORnZ0NAJBlGVu2bMGYMWOOabxE9UmSFHyekJCAyMjIVm33xz/+ETfffHNnhUXHqQEDBuDQoUMAAIvFgrFjx2LSpEmorKzEe++9F2zXnmEj//rXv3DXXXcFl6dNm4YlS5YgJiYmpN2KFStwySWXoLy8HEDgA8eBAweQkJDQzndFx5O653Bz2noO1++u3JYPzf/85z8xc+bMVh+Ljk+lpaWIiYmB0+nEjTfeiJtuuqnJIRtutxv33nsvXn/99eC6mJgY7N27F3FxcU0eg9dh6kydfQ7Xvw4f7RDWLtO1HT+oq+i6LsaOHRvsDmS328WBAweabP/TTz8JWZaD7S+88MJjGC1R41CnS9uCBQu6Ohw6zj388MNi/vz5YuPGjcLn8wXXL1iw4Ki63FdWVorExMTg9klJSaKkpKTJ9h9++GHI8e666652viM63vTv3z943lgsFnHiiSeKO+64Q1x33XUdOmykvUOniJpSUVEh/vCHP4iioqJWb3PNNdeEnJePPfZYk215HabO1tnncE+5DnOq1OPU//73v5DinPfccw8GDhzYZPspU6Zgzpw5weWvvvoK+/fv79QYiYi6k7/85S+49dZbMXHiRJhMpg7b7wcffIC8vLzg8qOPPoro6Ogm21911VU4+eSTg8tvvPEGKisrOywe6rnmzp2L+fPnY+PGjaioqMDPP/+MV199FWeddVZXh0bUrIiICDz11FOIjY1t9TbPPfdcSA/Or776qsm2vA5TZ+vsc7inYPLiOPX555+HLN9yyy0tbnPrrbeGLC9evLgjQyIiokbUvV7b7XZcc801LW5T93rt8XhCxmgTNaWzEnBE4Sg5ORkjRowILjc2c0gNXocpHLXlHO4pmLw4Ti1dujT4fNCgQRg0aFCL20ybNg1WqzW4fDxk94iIupLH48GKFSuCy6ecckqrarucc845Icu8XhMRNVS3EGFThWp5HaZw1ppzuCdh8uI4VFpaisOHDweXJ0+e3KrtzGYzJk2aFFyuO+yEiIg63u7du+H1eoPLrb1e9+vXDykpKcFlXq+JiBrKyMgIPu/du3ejbXgdpnDWmnO4J2Hy4ji0a9eukOXBgwe3etu6PTRKSkqQm5vbYXEREVGojrpe7969G4ZhdFhcRETd3Y8//oj8/Pzg8imnnNJoO16HKVy19hxuzAsvvICTTz4ZcXFxMJlMiIuLw4gRI3DDDTfg3XffDUnYhRMmL45DBw8eDFnu169fq7et37b+voi6yvvvv4/TTjsNCQkJMJvNiI2NxdChQ3HllVfitddeC05ZRtSddNT1uqqqislmChvd9UMz9SzPPvtsyPIVV1zRaDtehylctfYcbsySJUvw888/o6ioCJqmoaioCLt378Y777yDuXPnon///njjjTc6OuSjxuTFcaj+TVxbqtrWn8u6oqKiQ2IiOlrLly/H6tWrUVBQAL/fj5KSEuzbtw//+c9/8Ktf/Qr9+vXDU089xW89qFvh9Zp6ou76oZl6jg8//BBffvllcHn8+PG4+OKLG23L6zCFo7acw01xOp3o168fEhISoChKyGt5eXm49dZbMXfu3LD67MzkxXGo/lRNdYtwtsRmszW7L6Ku5HA40LdvX/Tu3btBpfyysjL86U9/wsyZM1FVVdVFERK1Da/X1FN1xw/N1DPs2LEDt912W3BZVVW8/vrrkOXGb4t4HaZw09ZzuEZERARuuukmLF68GLm5uSgrK8OhQ4eQl5eH8vJyLFu2DBdccEHINu+++y7uv//+Tnkf7cHkxXHI4/GELJvN5lZva7FYQpZ5E0hdyWw244orrsCHH36Iw4cPo7KyEocPH0ZOTg4qKyuxevVqXHfddSFzYH/33Xe49tprIYTowsiJWofXa+opesKHZur+cnJycMEFF4QkEZ5++mmccMIJTW7D6zCFk/acwwCQlJSErKwsvPnmm7j44ouRmJgY8rrdbse5556Lr776CgsWLAhJhLzwwgv4+eefO/aNtBOTF8eh+hljn8/X6m3rj0Otn1EmOpYyMzPx8ccf46qrrkLfvn1DXjObzZg6dSreffddfP3117Db7cHXPv/8cyxatOhYh0vUZrxeU0/QUz40U/dWXFyMGTNm4NChQ8F1t912W4sJMl6HKVy09xwGAok0p9PZquPMmzcPf/3rX0PWPf74420LtpMweXEcqjsfMNAwo9yc+hnj+vsiOpbi4+Nb1W7mzJl46623QtaFy0WYqDm8XlNP0FM+NFP3VV5ejpkzZ2L79u3Bdddeey1effXVFrfldZjCwdGcw+1x3333oU+fPsHl5cuXh0XPISYvjkP1P0CUlJS0etvS0tKQ5cjIyI4IiajTXXnllTjppJOCy2lpaSFzYxOFI16v6XgUrh+aqXuqrKzEeeedhw0bNgTXXX755Xj77bdbrBEA8DpMXe9oz+H2MJvNuPDCC4PLHo8HW7Zs6ZRjtQWTF8eh1NTUkOXDhw+3etu63ZQAYODAgR0SE9GxcOmll4Ysr127tosiIWqdjrpe22w29O7du8PiIupM4fqhmboft9uNCy64AGvWrAmuu+iii/DBBx80KBTbFF6HqSt1xDncXsOGDQtZzs/P79TjtQaTF8ehkSNHhizv37+/1dseOHAg+DwmJoYXYepWwvEiTNScjrpeDx8+vNO+nSHqDLxe09GqqqrCrFmz8MMPPwTXnXfeeVi0aFGDGcmaw+swdZWOOofbq36NFrfb3enHbAn/DzoORUdHo1+/fsHl1n777PP5sHHjxuDymDFjOjw2os4UjhdhouYMHz48pLJ9a6/XR44cQVZWVnCZ12vqbni9pqPh9Xoxe/ZsrFixIrju7LPPxmeffdam2UIAXoepa3TkOdxeeXl5IctxcXHH5LjNYfLiOHX++ecHnx84cAAHDx5scZvVq1eHFCmq26WTqDsIx4swUXOsVivOPPPM4PLatWtDpkdryn//+9+QZV6vqbvh9Zray+fz4bLLLgu5Dp5xxhn44osvGswc0hq8DtOx1tHncHutXr06ZLn+EKquwOTFceqSSy4JWX799ddb3KZ+m9mzZ3dkSESdLhwvwkQtqXu9drvdeP/991vcpu712mKx4LzzzuuU2Ig6C6/X1B6apuGqq67C0qVLg+umTZuGL7/88qimKeV1mI6VzjqH22rHjh0hvT4GDBiAwYMHH7PjN4XJi+PU2WefjdGjRweXX375ZaSnpzfZfu3atVi0aFFw+YILLsCQIUM6NUaijlRQUICPPvoouGyz2TB16tQujIioda655hokJCQElx977LEGFezr+uijj7B+/frg8i233MLp+ahbCdcPzRTedF3Hddddh88//zy4bsqUKfj666/hcDiOat+8DtOx0FnnsMfjgRCi1e0rKytx3XXXwTCM4Lp58+a1+/gdicmL45QsyyHzqLtcLsyaNQtHjhxp0Hbbtm2YM2dO8ASWZRlPPvnkMYuVqD6/3w9N01rdXtM0XH/99SHdPK+88spj2vWOqL0iIiLw0EMPBZdzcnJw8cUXN/rBecWKFbj99tuDyw6HI2RbomOtJ31opvAlhMDNN9+Mjz/+OLhu8uTJ+PbbbzskacDrMHW2zjyH161bhwkTJuCDDz6Ay+Vqtu3GjRtxyimnhMzwlJSUhPvvv/+oYugokmjLvyjU4/z617/GK6+8Elx2OBy49tprMX78ePj9fqxbtw6ffPIJ/H5/sM1zzz2H3/3ud10RLhEAICMjA2effTYeeOABXHHFFYiJiWmy7b59+3DLLbeEVGq22+3YtWtXSOFaoqP12Wef4cEHH2ywvqKiImSmhOTk5Ea7fj777LMNpvOtYRgGZs+ejS+//DK4LjY2FnPnzsWIESNQWVmJVatW4auvvgreKEqShI8++ghXXHHF0b41Os4tXLgQN954Y3B55cqVmD59equ2XbVqFe699148+OCDuPjii5v99nDjxo2YN28e0tLSguuSkpKwd+9efmtNzVq9ejVOO+20kHVNXWub8/333yMlJaXR13gdps7UmefwqlWrcMYZZwAIfAY+9dRTMW7cOPTp0wdOpxNerxdHjhzBqlWrQqZkBQKJu5UrV+KEE05ox7vqeExeHOd0XceNN96Id999t8W2kiThD3/4Q0iPDaKukJGRERz/bDKZcMopp2D8+PFITU2F0+mEpmnIycnBjz/+iBUrVoR8g6coCpYsWYILLrigq8KnHqr+DV5bLViwoNlvmF0uFy655BJ89913Le7LbDbj+eefx5133tnueOj40xkJuJ70oZnCV93z7Gikp6djwIABTb7O6zB1ls48h9u77+HDh+P999/HxIkTjzqujqJ2dQDUtRRFwTvvvIMLL7wQjz/+eMi3HXVNnjwZTz75ZEi1ZaJw4Pf78cMPP4T0rGhKcnIyFi5ciHPOOecYREbUsRwOB5YtW4ZXX30Vf//73xudJUqWZZx55pl47rnnMH78+GMfJHVr5eXlOHDgQIvtsrOzm9y+OW63G999912rbvzC8UMzEa/D1B0NHjwYd9xxB9atW4ft27dD1/Vm248dOxZ33HEH5s2bd0yLhLYGe15QiLS0NGzbtg3Z2dlQFAXJyck48cQTMXDgwK4OjSiovLwcjzzyCNatW4fNmzfD5/M1237QoEG47bbbcNtttyE6OvrYBEnUyTZs2IBdu3YhJycHNpsNKSkpmDJlCpKSkro6NOqmOqP3UGZmJp588ske8aGZqD5eh6m7cblc2Lx5Mw4dOoT8/Hy43W6oqoro6Gj06dMHJ510EuLj47s6zCYxeUFE3ZrX68XWrVtx8OBB5ObmwuVyQVEUREVFoXfv3jjxxBPRp0+frg6TiOi4190/NBMRUddi8oKIiIiIiIiIwhqnSiUiIiIiIiKisMbkBRERERERERGFNSYviIiIiIiIiCisMXlBRERERERERGGNyQsiIiIiIiIiCmtMXhARERERERFRWGPygoiIiIiIiIjCGpMXRERERERERBTWmLwgIiIiIiIiorDG5AURERERERERhTUmL4iIiIiIiIgorDF5QURERERERERhjckLIiIiIiIiIgprTF4QERFRizRNw/vvv48rr7wSI0eORFRUFFRVhSRJkCQJY8aMafW+pk+fHtyusQe13cKFC5v9nS5cuLCrQyQiIjoqTF4QERFRs9LT0zF27Fhcd911+M9//oNdu3ahvLwcuq4H24wbN67Dj5uRkdHsDfnRPuqqf/Pfnpv9VatWhezjz3/+c8f8IoiIiAhqVwdARERE4auqqgrnnXce9uzZE1wnSRJiY2MRHR0dXDdt2rR27T8yMhIJCQlHG+Zxz+l0YtCgQSHrDhw40EXREBERdTwmL4iIiKhJr7zySkji4g9/+AMeeOABxMbGdsj+L7300iZ7OZhMpgY35I0pLi5GSUlJcDk5ORk2m61D4usuLr30Ulx66aUh6zgEh4iIehImL4iIiKhJ8+fPDz6/6KKL8NRTTx2zY6ekpGD//v0ttvvzn/+Mxx57LLj8/vvvY/r06Z0YGRERER1rrHlBREREjUpPT8fevXuDy7feemsXRkNERETHMyYviIiIqFE//PBD8LmqquzNQERERF2GyQsiIiIKOvnkk4OzZcybNy+4XtM0REZGNpix49133+26YLupAQMGHNUsKRkZGV39FoiIiI45Ji+IiIgoaNeuXW1qP2bMmE6KhIiIiKgWC3YSERERACA/Px8JCQnBqUsPHjwIIQQAID4+Hk6nM6S9LMsYMWLEMY+zuxswYABUtfUfwXJycuB2uzsxIiIiovDH5AUREREBABISEoKzexQWFiI+Pj742jvvvIOZM2d2VWg9yqpVq1rd9qeffsJZZ50VXB42bFgwuURERHQ84bARIiIiamDz5s0hyxMmTOiiSI5fBw4cwOzZs+H1egEAcXFxWLp0Kex2exdHRkREdOwxeUFEREQNbNq0Kfg8KSkJiYmJXRjNsXfjjTe2uZDmGWec0WHHLykpwQUXXIDCwkIAgNlsxueff45BgwZ12DGIiIi6EyYviIiIqIG6PS/Y6+LY8vv9uOyyy7Bnz57gujfffBNTp07twqiIiIi6FmteEBERUQPHe/IiISEBkZGRbdqmqqoK2dnZR33s22+/HStXrgwuP/zww7juuuuOer9ERETdGZMXREREFKKysjJYuBM4PpMXzzzzDObNm9embVatWnXUQ0f++te/YsGCBcHlq666Co899thR7ZOIiKgn4LARIiIiCrFlyxYYhhFcPh6TF11h0aJFeOihh4LLp5xyChYsWABJkrowKiIiovDA5AURERGFqFusMyoqCqmpqV0YzfFh/fr1mDt3LoQQAIDU1FQsWbIEVqu1iyMjIiIKD0xeEBERUYi69S7Gjx/Pb/47WUZGBi666CJ4PB4AgYTRV199hfj4+C6OjIiIKHwweUFEREQhjvdincdSWVkZLrzwQuTn5wMAVFXFokWLMHLkyC6OjIiIKLwweUFERERBXq8XO3fuDC4zedF5NE3DnDlzsGPHjuC6f/7znzjnnHO6MCoiIqLwxOQFERERBaWlpcHv9weXmbzoPL/+9a/x3XffBZd/+9vf4vbbb+/CiIiIiMIXkxdEREQUVLdYp8ViwYgRI7owmp7rb3/7G+bPnx9cvvjii/Hcc891YUREREThjckLIiIiCqpb72LMmDFQVbULo+mZPv/8c/z+978PLk+cOBHvv/8+ZJkfy4iIiJrCfyWJiIgoiMU6O9f27dtx3XXXwTAMAEBKSgq++OILOByOLo6MiIgovPHrFCIiIgIA6LqObdu2BZeZvOh4GzduhNvtDi673W6cfvrpbdrH999/j5SUlI4OjYiIKKwxeUFEREQAgD179oTcWDN50flKSkpQUlLSpm3qFlQlIiI6XnDYCBEREQEIHTIiyzLGjh3bhdEQERER1ZKEEKKrgyAiIqLjx/Tp0/H9998DAG644QYsXLiwawPqoSRJCj5fsGAB5s2b13XBEBERHSX2vCAiIiIiIiKisMbkBRERERERERGFNSYviIiIqMu8/fbbkCQp5EFtt3DhQv4eiYioR2PygoiIiIiIiIjCGqdKJSIiomMqJSUFgwYN6uowehSn09ns79TpdB7DaIiIiDoeZxshIiIiIiIiorDGYSNEREREREREFNaYvCAiIiIiIiKisMbkBRERERERERGFNSYviIiIiIiIiCisMXlBRERERERERGGNyQsiIiIiIiIiCmtMXhARERERERFRWGPygoiIiIiIiIjCGpMXRERERERERBTWmLwgIiIiIiIiorDG5AURERERERERhTUmL4iIiIiIiIgorDF5QURERERERERhjckLIiIiIiIiIgprTF4QERERERERUVhj8oKIiIiIiIiIwhqTF0REREREREQU1pi8ICIiIiIiIqKwxuQFEREREREREYU1Ji+IiIiIiIiIKKwxeUFEREREREREYY3JCyIiIiIiIiIKa0xeEBEREREREVFYY/KCiIiIiIiIiMIakxdEREREREREFNaYvCAiIiIiIiKisMbkBRERERERERGFNSYviIiIiIiIiCisMXlBRERERERERGGNyQsiIiIiIiIiCmtMXhARERERERFRWPt/QiHpEdym2F8AAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# filtered log-PSD\n",
+ "ax = j.plot_periodogram(0.5, kappa_units=True)\n",
+ "ax = jf.plot_periodogram(0.5, axes=ax, kappa_units=True)\n",
+ "ax = jf.plot_cepstral_spectrum(axes=ax, kappa_units=True)\n",
+ "ax[0].axvline(x = jf.Nyquist_f_THz, ls='--', c='r')\n",
+ "ax[1].axvline(x = jf.Nyquist_f_THz, ls='--', c='r')\n",
+ "plt.xlim([0., 25.])\n",
+ "ax[0].set_ylim([0,4e-4])\n",
+ "ax[1].set_ylim([12,25])\n",
+ "ax[0].legend(['original', 'resampled', 'cepstrum-filtered'])\n",
+ "ax[1].legend(['original', 'resampled', 'cepstrum-filtered']);"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Direct Green-Kubo integration"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We compute the ACF. To have more statistics and better define an uncertainty, we split the total time-series in **two** segments of three Cartesian components each (i.e., $x$, $y$ and $z$).\n",
+ "\n",
+ "The GK formula is\n",
+ "$$\n",
+ "\\eta(\\tau) = \\frac{V}{k_B T } \\int_0^\\tau \\mathrm{ACF}(t)\\, dt\n",
+ "$$\n",
+ "\n",
+ "or, equivalently, the Helfand-Einstein formula (displaying better convergence, see Appendix A of https://doi.org/10.1140/epjb/s10051-021-00152-5)\n",
+ "\n",
+ "$$\n",
+ "\\eta(\\tau) = \\frac{V}{k_B T } \\int_0^\\tau \\left(1 - \\frac{t}{\\tau}\\right)\\, \\mathrm{ACF}(t)\\, dt\n",
+ "$$\n",
+ "where\n",
+ "$$\n",
+ "\\mathrm{ACF}(t) = \\frac{1}{\\ell} \\sum_{a=1}^{\\ell} \\left< \\sigma_a(t) \\sigma_a(0) \\right>\n",
+ "$$\n",
+ "being $\\ell$ the number of independent samples (here 3 off-diagonal components $\\times$ 2 segments, i.e. $\\ell=6$. $a$ labels $xy$, $xz$, or $yz$).\n",
+ "\n",
+ "Below we use `numpy` or `scipy` functions in a way we do not need to manually insert $\\ell=6$. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "@jit(nopython = True)\n",
+ "def ACF(a,tcor,trun,tgap=10):\n",
+ " \n",
+ " \"\"\"\n",
+ " Computes the auto-correlation function.\n",
+ " Cf. Allen-Tildesley, 1989, p.186\n",
+ " \"\"\"\n",
+ "\n",
+ " acf = np.zeros(tcor+1)\n",
+ " norm = np.zeros(tcor+1)\n",
+ " \n",
+ " for t0 in range(1,trun+1,tgap):\n",
+ " a0 = a[t0]\n",
+ " tt0max = min(trun, t0 + tcor)\n",
+ " for tt0 in range(t0,tt0max+1):\n",
+ " t = tt0 - t0\n",
+ " acf[t] = acf[t] + a0 * a[tt0]\n",
+ " norm[t] = norm[t] + 1.0\n",
+ " \n",
+ " for t in range(tcor+1):\n",
+ " acf[t] = acf[t] / norm[t]\n",
+ " \n",
+ " return acf,norm"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "50000\n"
+ ]
+ }
+ ],
+ "source": [
+ "kB_SI = 1.38e-23 # Boltzmann's constant\n",
+ "ang3_SI = 1e-30 # cubic metres\n",
+ "fs_s = 1e-15 # fs in seconds\n",
+ "atm = 1.013e5 # atmosphere in Pascals\n",
+ "\n",
+ "segments = 2 \n",
+ "tgap = 10 # see Allen-Tildelsey's book for better understanding\n",
+ "tcor = 10000 # maximum value of time (in timesteps) at which we want to compute the ACF \n",
+ "acf_ = []\n",
+ "data = np.column_stack([jfile.data['s_xy'], jfile.data['s_xz'], jfile.data['s_yz']])\n",
+ "n = len(data[:,1])//segments\n",
+ "print(n)\n",
+ "for i in range(segments):\n",
+ " tmp , norm = ACF(data[(i*n):(i*n+n),0],tcor,n-tcor,tgap=tgap)\n",
+ " acf_.append(tmp)\n",
+ " tmp , norm = ACF(data[(i*n):(i*n+n),1],tcor,n-tcor,tgap=tgap)\n",
+ " acf_.append(tmp)\n",
+ " tmp , norm = ACF(data[(i*n):(i*n+n),2],tcor,n-tcor,tgap=tgap)\n",
+ " acf_.append(tmp)\n",
+ " \n",
+ "\n",
+ "acf = np.column_stack(acf_)\n",
+ "\n",
+ "\n",
+ "conv = VOLUME*ang3_SI * DT_FS*fs_s / (TEMPERATURE*kB_SI ) * atm**2 # prefactor and convers. units to SI\n",
+ "# the DT_FS is the dt of integration, see line below\n",
+ "\n",
+ "intgr = cumtrapz(acf,axis=0)*conv # integral function eta(t)\n",
+ "\n",
+ "D_intgr_HE = cumtrapz(acf * np.arange(acf.shape[0])[:,None],axis=0)*conv \n",
+ "upper_T = 1.0 + np.arange(D_intgr_HE.shape[0]) # upper extremum of integration \n",
+ "intgr_HE = intgr - D_intgr_HE / upper_T[:,None] # Helfand-Einstein integral formula for eta(t) \n",
+ "\n",
+ "x = np.arange(len(intgr))*DT_FS*1e-3 # t array in picoseconds"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "f = plt.figure()\n",
+ "\n",
+ "y = np.mean(intgr,axis=1)\n",
+ "yerr = np.std(intgr,axis=1,ddof=1)/np.sqrt(intgr.shape[1]) # error on the mean\n",
+ "plt.plot(x,y)\n",
+ "plt.fill_between(x,y+yerr,y-yerr,alpha= 0.4,label='Green-Kubo (vanilla)')\n",
+ "\n",
+ "\n",
+ "y = np.mean(intgr_HE,axis=1)\n",
+ "yerr = np.std(intgr_HE,axis=1,ddof=1)/np.sqrt(intgr_HE.shape[1]) # error on the mean\n",
+ "plt.plot(x,y)\n",
+ "plt.fill_between(x,y+yerr,y-yerr,alpha= 0.4,label='Helfand-Einstein formula')\n",
+ "\n",
+ "\n",
+ "y = np.ones(len(x))*jf.kappa # value from cepstral analysis\n",
+ "yerr = np.ones(len(x))*jf.kappa_std # error from cepstral analysis\n",
+ "\n",
+ "plt.xlabel('t [ps]')\n",
+ "plt.ylabel(r'$\\eta$ [Pa s]')\n",
+ "plt.plot(x,y)\n",
+ "plt.fill_between(x,y+yerr,y-yerr,alpha= 0.4,label='cepstral estimate')\n",
+ "plt.xlim(0,6)\n",
+ "plt.ylim(0,3.5e-4)\n",
+ "plt.legend()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.5"
+ },
+ "widgets": {
+ "state": {},
+ "version": "1.1.2"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/examples/data/h2o/h2o.dat b/examples/data/h2o/h2o.dat
new file mode 100644
index 0000000..5c6a835
--- /dev/null
+++ b/examples/data/h2o/h2o.dat
@@ -0,0 +1,100001 @@
+Temp s_xy s_xz s_yz
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diff --git a/setup.json b/setup.json
index 953875f..f7aeb19 100644
--- a/setup.json
+++ b/setup.json
@@ -45,7 +45,8 @@
"pytest-regressions>=2.4.2",
"pandas>=1.1.0",
"testbook",
- "ipykernel"
+ "ipykernel",
+ "numba"
],
"doc": [
"sphinx==4.2.0",
diff --git a/tests/conftest.py b/tests/conftest.py
index 74d3fb4..393b605 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -56,6 +56,20 @@ def data_SiO2(data_SiO2_path):
print('T = {:f} K'.format(TEMPERATURE))
return jfile, DT_FS, TEMPERATURE, VOLUME
+@pytest.fixture(scope='session')
+def data_h2o(data_h2o_path):
+ import sportran as st
+ import numpy as np
+
+ jfile = st.i_o.TableFile(data_h2o_path, group_vectors=True)
+ jfile.read_datalines()
+ DT_FS = 1.0 # time step [fs]
+ TEMPERATURE = np.mean(jfile.data['Temp']) # temperature [K] (983.173 K)
+ VOLUME = 1918.4149658 # volume [A^3]
+ print('T = {:f} K'.format(TEMPERATURE))
+ print('V = {:f} A^3'.format(VOLUME))
+ return jfile, DT_FS, TEMPERATURE, VOLUME
+
@pytest.fixture
def check_reg(num_regression, data_regression):
diff --git a/tests/test_as_example.py b/tests/test_as_example.py
index a4ba09f..87c6d37 100644
--- a/tests/test_as_example.py
+++ b/tests/test_as_example.py
@@ -41,6 +41,18 @@ def test_example_SiO2_fixed_K(data_SiO2, check_reg):
jf.cepstral_analysis(manual_cutoffK=42)
print(jf.cepstral_log)
check_reg(jf)
+
+def test_example_viscosity_h2o(data_h2o, check_reg):
+ import sportran as st
+
+ jfile, DT_FS, TEMPERATURE, VOLUME = data_h2o
+ j = st.StressCurrent(np.column_stack([jfile.data['s_xy'], jfile.data['s_xz'], jfile.data['s_yz']]),
+ UNITS='real', DT_FS=DT_FS, TEMPERATURE=TEMPERATURE, VOLUME=VOLUME)
+ print(j.Nyquist_f_THz)
+ FSTAR_THZ = 25.0
+ jf = j.resample(fstar_THz=FSTAR_THZ, plot=False, freq_units='thz')
+ jf.cepstral_analysis()
+ print(jf.cepstral_log)
if __name__ == '__main__':
diff --git a/tests/test_as_example/regenerate_results.py b/tests/test_as_example/regenerate_results.py
index ca07c97..4207f94 100644
--- a/tests/test_as_example/regenerate_results.py
+++ b/tests/test_as_example/regenerate_results.py
@@ -2,6 +2,7 @@
import sportran as st
import numpy as np
import yaml, pandas as pd
+import argparse
def write_results(jf, filename):
@@ -24,48 +25,85 @@ def write_results(jf, filename):
with open(filename + '.yml', 'w') as f:
f.write(yaml.dump(d))
+def main(inputs):
+ if (inputs == 'all' or inputs == 'NaCl' ):
+ # NaCl
+ jfile = st.i_o.TableFile('../data/NaCl/NaCl.dat', group_vectors=True)
+ jfile.read_datalines(start_step=0, NSTEPS=0, select_ckeys=['Temp', 'flux', 'vcm[1]'])
+ DT_FS = 5.0 # time step [fs]
+ TEMPERATURE = np.mean(jfile.data['Temp']) # temperature [K]
+ VOLUME = 40.21**3 # volume [A^3]
+ print('T = {:f} K'.format(TEMPERATURE))
+ print('V = {:f} A^3'.format(VOLUME))
-# NaCl
-jfile = st.i_o.TableFile('../data/NaCl/NaCl.dat', group_vectors=True)
-jfile.read_datalines(start_step=0, NSTEPS=0, select_ckeys=['Temp', 'flux', 'vcm[1]'])
-DT_FS = 5.0 # time step [fs]
-TEMPERATURE = np.mean(jfile.data['Temp']) # temperature [K]
-VOLUME = 40.21**3 # volume [A^3]
-print('T = {:f} K'.format(TEMPERATURE))
-print('V = {:f} A^3'.format(VOLUME))
+ j = st.HeatCurrent([jfile.data['flux'], jfile.data['vcm[1]']], DT_FS=DT_FS, UNITS='metal', TEMPERATURE=TEMPERATURE,
+ VOLUME=VOLUME)
+ print(j.Nyquist_f_THz)
+ FSTAR_THZ = 14.0
+ jf = j.resample(fstar_THz=FSTAR_THZ, plot=False, freq_units='thz')
+ jf.cepstral_analysis()
+ print(jf.cepstral_log)
-j = st.HeatCurrent([jfile.data['flux'], jfile.data['vcm[1]']], DT_FS=DT_FS, UNITS='metal', TEMPERATURE=TEMPERATURE,
- VOLUME=VOLUME)
-print(j.Nyquist_f_THz)
-FSTAR_THZ = 14.0
-jf = j.resample(fstar_THz=FSTAR_THZ, plot=False, freq_units='thz')
-jf.cepstral_analysis()
-print(jf.cepstral_log)
+ write_results(jf, 'test_example_NaCl')
+
+ if (inputs == 'all' or inputs == 'SiO2' ):
+ # SiO2
+ jfile = st.i_o.TableFile('../data/Silica/Silica.dat', group_vectors=True)
+ jfile.read_datalines(start_step=0, NSTEPS=0, select_ckeys=['flux1', 'Temp'])
+ DT_FS = 1.0 # time step [fs]
+ TEMPERATURE = np.mean(jfile.data['Temp']) # temperature [K]
+ VOLUME = 3130.431110818 # volume [A^3]
+ print('T = {:f} K'.format(TEMPERATURE))
-write_results(jf, 'test_example_NaCl')
+ j = st.HeatCurrent(jfile.data['flux1'], DT_FS=DT_FS, UNITS='metal', TEMPERATURE=TEMPERATURE, VOLUME=VOLUME)
+ print(j.Nyquist_f_THz)
+ FSTAR_THZ = 28.0
+ jf = j.resample(fstar_THz=FSTAR_THZ, plot=False, freq_units='thz')
+ jf.cepstral_analysis()
+ print(jf.cepstral_log)
-# SiO2
-jfile = st.i_o.TableFile('../data/Silica/Silica.dat', group_vectors=True)
-jfile.read_datalines(start_step=0, NSTEPS=0, select_ckeys=['flux1', 'Temp'])
-DT_FS = 1.0 # time step [fs]
-TEMPERATURE = np.mean(jfile.data['Temp']) # temperature [K]
-VOLUME = 3130.431110818 # volume [A^3]
-print('T = {:f} K'.format(TEMPERATURE))
+ write_results(jf, 'test_example_SiO2')
-j = st.HeatCurrent(jfile.data['flux1'], DT_FS=DT_FS, UNITS='metal', TEMPERATURE=TEMPERATURE, VOLUME=VOLUME)
-print(j.Nyquist_f_THz)
-FSTAR_THZ = 28.0
-jf = j.resample(fstar_THz=FSTAR_THZ, plot=False, freq_units='thz')
-jf.cepstral_analysis()
-print(jf.cepstral_log)
+ j = st.HeatCurrent(jfile.data['flux1'], DT_FS=DT_FS, UNITS='metal', TEMPERATURE=TEMPERATURE, VOLUME=VOLUME)
+ print(j.Nyquist_f_THz)
+ FSTAR_THZ = 28.0
+ jf = j.resample(fstar_THz=FSTAR_THZ, plot=False, freq_units='thz')
+ jf.cepstral_analysis(manual_cutoffK=42)
+ print(jf.cepstral_log)
-write_results(jf, 'test_example_SiO2')
+ write_results(jf, 'test_example_SiO2_fixed_K')
+
+ if (inputs == 'all' or inputs == 'h2o' ):
+ # Viscosity H2O
+ jfile = st.i_o.TableFile('../data/h2o/h2o.dat', group_vectors=True)
+ jfile.read_datalines()
+ DT_FS = 1 # time step [fs]
+ TEMPERATURE = np.mean(jfile.data['Temp']) # temperature [K] (983.173 K)
+ VOLUME = 1918.4149658 # volume [A^3]
+ print('T = {:f} K'.format(TEMPERATURE))
+ print('V = {:f} A^3'.format(VOLUME))
-j = st.HeatCurrent(jfile.data['flux1'], DT_FS=DT_FS, UNITS='metal', TEMPERATURE=TEMPERATURE, VOLUME=VOLUME)
-print(j.Nyquist_f_THz)
-FSTAR_THZ = 28.0
-jf = j.resample(fstar_THz=FSTAR_THZ, plot=False, freq_units='thz')
-jf.cepstral_analysis(manual_cutoffK=42)
-print(jf.cepstral_log)
+ j = st.StressCurrent(np.column_stack([jfile.data['s_xy'], jfile.data['s_xz'], jfile.data['s_yz']]),
+ UNITS='real', DT_FS=DT_FS, TEMPERATURE=TEMPERATURE, VOLUME=VOLUME)
+ print(j.Nyquist_f_THz)
+ FSTAR_THZ = 25.0
+ jf = j.resample(fstar_THz=FSTAR_THZ, plot=False, freq_units='thz')
+ jf.cepstral_analysis()
+ print(jf.cepstral_log)
-write_results(jf, 'test_example_SiO2_fixed_K')
+ write_results(jf, 'test_example_viscosity_h2o')
+
+
+if __name__ == "__main__":
+ parser = argparse.ArgumentParser(description='Regenerate data for the test.')
+ parser.add_argument('-i', type=str,
+ help='''what data do you want to regenerate?
+ Valid options "all", "NaCl", "SiO2", "h2o".
+ Combinations can be done adding "_", e.g. "NaCl_SiO2"''')
+
+ inputs = parser.parse_args().i.split('_')
+ for i in inputs:
+ if i not in ["all", "NaCl", "SiO2", "h2o"]:
+ print('input values not valid use "-h" to get help')
+ else:
+ main(i)
diff --git a/tests/test_as_example/test_example_viscosity_h2o.csv b/tests/test_as_example/test_example_viscosity_h2o.csv
new file mode 100644
index 0000000..0576246
--- /dev/null
+++ b/tests/test_as_example/test_example_viscosity_h2o.csv
@@ -0,0 +1,2502 @@
+,psd,logpsdK,logpsdK_THEORY_std,logtau,logtau_THEORY_std,KAPPA_SCALE,Nyquist_f_THz,kappa_Kmin,kappa_Kmin_std,aic_min
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diff --git a/tests/test_as_example/test_example_viscosity_h2o.yml b/tests/test_as_example/test_example_viscosity_h2o.yml
new file mode 100644
index 0000000..dfaeb1e
--- /dev/null
+++ b/tests/test_as_example/test_example_viscosity_h2o.yml
@@ -0,0 +1 @@
+aic_Kmin: 10
diff --git a/tests/test_notebooks.py b/tests/test_notebooks.py
index 3c3cc7b..633b27b 100644
--- a/tests/test_notebooks.py
+++ b/tests/test_notebooks.py
@@ -33,6 +33,13 @@ def test_doublecomp_NaCl(tb, file_regression):
def test_singlecomp_silica(tb, file_regression):
res = tb.cell_output_text('results_cell')
file_regression.check(res, basename='final_result2')
+
+@local_dir
+@testbook(test_folder_path + '/../examples/06_example_cepstrum_viscosity_h2o.ipynb', execute=True)
+def test_singlecomp_silica(tb, file_regression):
+ res = tb.cell_output_text('results_cell')
+ file_regression.check(res, basename='final_result6')
+
@local_dir
diff --git a/tests/test_notebooks/final_result6.txt b/tests/test_notebooks/final_result6.txt
new file mode 100644
index 0000000..6fb441c
--- /dev/null
+++ b/tests/test_notebooks/final_result6.txt
@@ -0,0 +1,9 @@
+-----------------------------------------------------
+ CEPSTRAL ANALYSIS
+-----------------------------------------------------
+ cutoffK = (P*-1) = 33 (auto, AIC_Kmin = 33, corr_factor = 1.0)
+ L_0* = 13.114928 +/- 0.097614
+ S_0* = 717769.108506 +/- 70064.257396
+-----------------------------------------------------
+ kappa* = 2.205099 +/- 0.215248 W/m/K
+-----------------------------------------------------