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z*ovN>7<5R^qpq;WX^`G#m*kId#8Gb9>|5`=)F20A9$V$UE#o&05$}Z{UX#yv=QI`2EU^Va4NKK9z4$yXAj5ssvZ1;UuFP>p&!fJUC=pMjlK?2x-Wwr zP^>L1E-ntcM1tqVAJ6OxE?#UfAAi1*kH(k_@%>adfH=M+J%4yyR(5t(8u}8aWt0;Y z(8M)fn1_T%;Ahytp*ypQ01oicK fit_low) * (bins_eV_full < fit_high)] - -event_weights_DRU = np.full(len(energies_eV), (1/mass_kg/time_days/np.diff(bins_eV_fit*1e-3)[0])) -print(f'Event weight: {event_weights_DRU[0]:.3e}') - -dRdE_DRU_arr, E_eV_arr = np.histogram(energies_eV, bins_eV_fit) -E_eV_arr = 0.5 * (E_eV_arr[1:] + E_eV_arr[:-1]) - -# Perform the optimization to minimize the negative log likelihood -result = minimize(negative_log_likelihood_power, [4, 5, 1.5, 1], args=(E_eV_arr, dRdE_DRU_arr), method='L-BFGS-B', bounds=[(1e-10, None), (1e-10, None), (1, 2), (1e-10, None)]) -A_fit_power, alpha_fit_power, Eth_power, inv_width_power = result.x -A_fit_power *= event_weights_DRU[0] * 1e4 -print(f"Power law parameters: A = {A_fit_power:.3e} DRU, exponent = -{alpha_fit_power:.4f}") -print(f'Threshold = {Eth_power:.3f} eV, width = {1 / inv_width_power:.5f} eV') - -# Perform the optimization to minimize the negative log likelihood -result = minimize(negative_log_likelihood_exp, [4, 2., 1.5, 1.], args=(E_eV_arr, dRdE_DRU_arr), method='L-BFGS-B', bounds=[(1e-10, None), (1e-10, None), (1, 2), (1e-10, None)]) -A_fit_exp, inv_E0_exp, Eth_exp, inv_width_exp = result.x -A_fit_exp *= event_weights_DRU[0] * 1e4 -print(f"Exponential parameters: A = {A_fit_exp:.3e} DRU, E0 = {1 / inv_E0_exp:.4f} eV") -print(f'Threshold = {Eth_exp:.3f} eV, width = {1 / inv_width_exp:.5f} eV') - -####### Plotting ####### - -fig, ax = plt.subplots(2, 1, figsize=(15, 12)) - -for i in range(2): - ax[i].hist(energies_eV, bins_eV_full, weights=event_weights_DRU, alpha=0.4, color='b') - ax[i].set_yscale('log') - ymin, ymax = ax[i].get_ylim() - - if i == 0: -# ax[i].plot(bins_eV_full, exponential(bins_eV_full, A_fit_exp, inv_E0_exp, Eth_exp, inv_width_exp), 'r-') - ax[i].plot(bins_eV_full, exponential_basic(bins_eV_full, A_fit_exp, inv_E0_exp), 'r-') - ax[i].plot(bins_eV_full, exponential_basic(bins_eV_full, 2592000000., 1 / 20), 'g-', lw=3) - ax[i].text(0.98, 0.95, f'dRdE [DRU] = \n{A_fit_exp:.3e} * e^[-E / ({1/inv_E0_exp:.4f} eV)]', ha='right', va='top', fontsize=16, color='r', transform=ax[i].transAxes) - else: - ax[i].set_xscale('log') - ax[i].plot(bins_eV_full, power_law(bins_eV_full, A_fit_power, alpha_fit_power, Eth_power, inv_width_power), 'r-') - ax[i].text(0.98, 0.95, f'dRdE [DRU] = \n{A_fit_power:.3e} * [E (eV)]^-({alpha_fit_power:.4f})', ha='right', va='top', fontsize=16, color='r', transform=ax[i].transAxes) - - ax[i].set_xlabel('Energy [eV]') - ax[i].set_ylabel('Event Rate [DRU]') - - ax[i].plot([fit_low, fit_low], [ymin, ymax], 'k--', lw=2) - ax[i].plot([fit_high, fit_high], [ymin, ymax], 'k--', lw=2) - ax[i].set_ylim([ymin, ymax]) - - -fig.tight_layout() -fig.savefig('Si_background_spectra.png') diff --git a/examples/run_47_spectra.ipynb b/examples/run_47_spectra.ipynb new file mode 100644 index 0000000..a242f9c --- /dev/null +++ b/examples/run_47_spectra.ipynb @@ -0,0 +1,446 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.image as mpimg\n", + "import math\n", + "import sys\n", + "from scipy.optimize import minimize\n", + "mpl.rcParams.update({'font.size': 20})\n", + "mpl.rcParams.update({'axes.linewidth': 2})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Models for fitting" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the model: falling power law\n", + "def power_law_basic(x, A, alpha):\n", + " return A * x**(-alpha)\n", + "\n", + "def power_law(x, A, alpha, x0, k):\n", + " return A * x**(-alpha) / (1 + np.exp(-(x - x0)*k))\n", + "\n", + "# Define the model: falling exponential\n", + "def exponential_basic(x, A, alpha):\n", + " return A * np.exp(-x * alpha)\n", + "\n", + "def exponential(x, A, alpha, x0, k):\n", + " return A * np.exp(-x * alpha) / (1 + np.exp(-(x - x0)*k))\n", + "\n", + "# Negative log likelihood function to minimize\n", + "def negative_log_likelihood_power(params, x, counts):\n", + " A, alpha, x0, k = params\n", + " y = power_law(x, A, alpha, x0, k)\n", + " nll = np.sum(y - counts * np.log(y))\n", + " return nll\n", + "\n", + "# Negative log likelihood function to minimize\n", + "def negative_log_likelihood_exp(params, x, counts):\n", + " A, alpha, x0, k = params\n", + " y = exponential(x, A, alpha, x0, k)\n", + " nll = np.sum(y - counts * np.log(y))\n", + " return nll\n", + "\n", + "# Negative log likelihood function to minimize\n", + "def negative_log_likelihood_power_basic(params, x, counts):\n", + " A, alpha = params\n", + " y = power_law_basic(x, A, alpha)\n", + " nll = np.sum(y - counts * np.log(y))\n", + " return nll\n", + "\n", + "# Negative log likelihood function to minimize\n", + "def negative_log_likelihood_exp_basic(params, x, counts):\n", + " A, alpha = params\n", + " y = exponential_basic(x, A, alpha)\n", + " nll = np.sum(y - counts * np.log(y))\n", + " return nll\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Getting fit parameters for exponential and power laws" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "6967 events\n", + "0.2329 grams of Si\n" + ] + } + ], + "source": [ + "energies_eV = np.load('spectra/BigFins_shared_0719.npy')\n", + "\n", + "mass_kg = (1 * 1 * 0.1) * 2.329 * 1e-3\n", + "time_days = 3 / 24.\n", + "time_sec = time_days * 86400\n", + "\n", + "print(f'{len(energies_eV)} events')\n", + "print(f'{mass_kg * 1000:.4f} grams of Si')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + 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", + "text/plain": [ + "

" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bins_eV_full = np.arange(0, max(energies_eV) + 4, 0.05)\n", + "\n", + "event_weights_DRU = np.full(len(energies_eV), (1/mass_kg/time_days/np.diff(bins_eV_full*1e-3)[0]))\n", + "\n", + "####### Plotting #######\n", + "\n", + "fig, ax = plt.subplots(1, 1, figsize=(8, 6))\n", + "\n", + "ax.hist(energies_eV, bins_eV_full, weights=event_weights_DRU, alpha=0.4, color='b')\n", + "ax.set_yscale('log')\n", + "\n", + "ax.set_xlabel('Energy [eV]')\n", + "ax.set_ylabel('Event Rate [DRU]')\n", + "\n", + "\n", + "fig.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Power law parameters: A = 1.241e+13 DRU, exponent = -5.7717\n", + "Threshold = 1.657 eV, width = 0.03177 eV\n", + "Exponential parameters: A = 2.972e+13 DRU, E0 = 0.4137 eV\n", + "Threshold = 1.641 eV, width = 0.02969 eV\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bins_eV_full = np.arange(1, 6, 0.03)\n", + "fit_low, fit_high = 1.3, 4\n", + "bins_eV_fit = bins_eV_full[(bins_eV_full > fit_low) * (bins_eV_full < fit_high)]\n", + "fit_scale = 1e11\n", + "\n", + "event_weights_DRU = np.full(len(energies_eV), (1/mass_kg/time_days/np.diff(bins_eV_fit*1e-3)[0]))\n", + "dRdE_DRU_arr, E_eV_arr = np.histogram(energies_eV, bins_eV_fit, weights=event_weights_DRU)\n", + "E_eV_arr = 0.5 * (E_eV_arr[1:] + E_eV_arr[:-1])\n", + "\n", + "# Perform the optimization to minimize the negative log likelihood\n", + "result = minimize(negative_log_likelihood_power, [1, 1, 1.5, 1], args=(E_eV_arr, dRdE_DRU_arr/fit_scale), method='L-BFGS-B', bounds=[(1e-10, None), (1e-10, None), (1, 2), (1e-10, None)])\n", + "A_fit_power, alpha_fit_power, Eth_power, inv_width_power = result.x\n", + "A_fit_power *= fit_scale\n", + "print(f\"Power law parameters: A = {A_fit_power:.3e} DRU, exponent = -{alpha_fit_power:.4f}\")\n", + "print(f'Threshold = {Eth_power:.3f} eV, width = {1 / inv_width_power:.5f} eV')\n", + "\n", + "# Perform the optimization to minimize the negative log likelihood\n", + "result = minimize(negative_log_likelihood_exp, [1, 1, 1.5, 1.], args=(E_eV_arr, dRdE_DRU_arr/fit_scale), method='L-BFGS-B', bounds=[(1e-10, None), (1e-10, None), (1, 2), (1e-10, None)])\n", + "A_fit_exp, inv_E0_exp, Eth_exp, inv_width_exp = result.x\n", + "A_fit_exp *= fit_scale\n", + "print(f\"Exponential parameters: A = {A_fit_exp:.3e} DRU, E0 = {1 / inv_E0_exp:.4f} eV\")\n", + "print(f'Threshold = {Eth_exp:.3f} eV, width = {1 / inv_width_exp:.5f} eV')\n", + "\n", + "####### Plotting #######\n", + "\n", + "fig, ax = plt.subplots(2, 1, figsize=(10, 12))\n", + "\n", + "for i in range(2):\n", + " ax[i].hist(energies_eV, bins_eV_full, weights=event_weights_DRU, alpha=0.4, color='b')\n", + " ax[i].set_yscale('log')\n", + " ymin, ymax = ax[i].get_ylim()\n", + "\n", + " if i == 0:\n", + " ax[i].plot(bins_eV_full, exponential(bins_eV_full, A_fit_exp, inv_E0_exp, Eth_exp, inv_width_exp), 'r-')\n", + " ax[i].text(0.98, 0.95, f'dRdE [DRU] = \\n{A_fit_exp:.3e} * e^[-E / ({1/inv_E0_exp:.4f} eV)]', ha='right', va='top', fontsize=16, color='r', transform=ax[i].transAxes)\n", + " else:\n", + " ax[i].set_xscale('log')\n", + " ax[i].plot(bins_eV_full, power_law(bins_eV_full, A_fit_power, alpha_fit_power, Eth_power, inv_width_power), 'r-')\n", + " ax[i].text(0.98, 0.95, f'dRdE [DRU] = \\n{A_fit_power:.3e} * [E (eV)]^-({alpha_fit_power:.4f})', ha='right', va='top', fontsize=16, color='r', transform=ax[i].transAxes)\n", + "\n", + " ax[i].text(3, 5e11, f'Fit Region', ha='right', va='top', fontsize=24, color='k')\n", + "\n", + " ax[i].set_xlabel('Energy [eV]')\n", + " ax[i].set_ylabel('Event Rate [DRU]')\n", + "\n", + " ax[i].plot([fit_low, fit_low], [ymin, ymax], 'k--', lw=2)\n", + " ax[i].plot([fit_high, fit_high], [ymin, ymax], 'k--', lw=2)\n", + " ax[i].set_ylim([ymin, ymax])\n", + "\n", + "\n", + "fig.tight_layout()\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Power law parameters: A = 6.664e+10 DRU, exponent = -2.7210\n", + "Exponential parameters: A = 6.664e+10 DRU, E0 = 3.8082 eV\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_1408830/1935810265.py:3: RuntimeWarning: divide by zero encountered in power\n", + " return A * x**(-alpha)\n" + ] + }, + { + "data": { + "image/png": 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dtGzZMrVs2dKqUAEAKBqOHDE3yXTZ9ibJybmbxghZKtIJsGS6D69atUr79u1TcnJytlMh7Uo3v1r9+vXzKzzAq9x+++05jm/PSvXq1QtcobcxY8Zk2cKclJSkd955R88//7zsdrsSEhI0ZMgQbdmypVD31GDcLwCgwHK2a3JhVqZMxqrSyJMiXQRLklr/Vwnu7Nmz2rhxY7brpR/D2KpVK4/HBe/Qp08fderUSX369LE6FOQDf39/Pfvss3rMMQ2CpD/++ENrC+N8iEARx/UbALxTkU+A0081NH369CzXSU1N1az/JvouU6aM2rVrlx+hXVZkZKTCw8MVGxtrdSjIxsqVK7VkyZJcFYFC4fX4449n+P2XX36xJhAAucb1GwC8U5FPgJs3b55WpGbq1KlZttS8/fbb2rlzpyTpscceU7ECMrl3RESEoqKiFBISYnUogMfkNA1S+mWH0s1xWKNGjbTH099WOFvxMo+qVaumsmXLpv3uTJV2u92ub7/9Vv3791edOnVUunRpFS9eXFWrVlW3bt00c+ZMJbswJcTZs2f15ptvqmXLlipfvryCgoJUp04dPfDAA1q3bl3aeumfn+y4Og3S4cOHNXLkSLVs2VIhISHy9/dXSEiIWrZsqVGjRumIY4xWDlasWJF2zJtuuint8WXLlunee+9VzZo1Vbx4cZUvX15t2rTR+++/rwuOeRwBAACyUejHAK9evVr79u1L+/3EiRNp9/ft26cZl5Q8H5BF6fWJEyeqVatWSkhIUMeOHTV8+HC1a9dOCQkJ+uKLLzRp0iRJZk7Ap556yiPnAcC7BAYGKi4uTlLGOcez8scff6h///7asmVLpmXR0dGKjo7WvHnz9Prrr+ubb75ReHh4jvvbvHmzunfvnilZ3bt3r/bu3asZM2ZoxIgRGjNmjEvn5IzXXntNL7/8cqZzPn78uI4fP67ff/9d48aN06hRo/RcVlNnZCMpKUmPPPJI2vXYITExUatWrdKqVas0ffp0/fjjj6pQoYJbzgUAAHifQp8AT5kyRTNnzsxy2Zo1a7TmkoppWSXAjRs31pdffqm+ffvq9OnTGj58eKZ16tSpo4ULF2ao/ArAWqVKlVJERIQkadasWYqPj5eUuUqzQ2hoaL7EdeHChQxfxlWqVCnbdX/55Rd17dpVp0+fliT5+fnpuuuuU926dVWsWDEdPHhQq1ev1vnz57V7927dcMMNWrt2bbbF+Pbs2aNbbrlF//zzT9pjjRs31jXXXKOUlBRt3LhRUVFReumll9yeKA4dOlSRkZFpvwcFBal9+/aqXLmyjh07puXLl+vMmTM6f/68nn/+ecXGxuqdd95xat9DhgzRjBkz5OPjoxYtWqhevXpKTU3Vb7/9pt27d0uSNm3apH79+mnRokVuPS8AAOA9Cn0C7C5du3bVH3/8oYkTJ2rhwoWKjo6Wv7+/atWqpZ49e2ro0KEqUaKE1WECSKdcuXJ6//33JUkLFixIS4Czq9KcX5YtW6akpKS037ObBunYsWPq1atXWvJ733336c0338yUqMfGxurhhx/Wt99+q1OnTumee+7R5s2b5evrm2E9u92ugQMHpiW/lSpV0pdffpmhC7EkzZs3T//3f/+nZ555Jq+nmuarr77KkPz269dP7733nkqVKpX22OnTpxUREaFPP/1UkjRhwgS1bt1aPXr0yHHfv/32m1auXKlmzZpp1qxZqlevXtoyu92ud999N23c9Q8//KBffvlFbdq0cdu5ASiCLlyQxo+XEhKk666TunS5/DajR0uX9qw5cECy8P+R2xw/Ll11ldSqlbR4sdXRwN0eeECaNUvavl1K9z82g2uvlbZuvfh727ZSPg0tc7dCPwZ4xowZstvtTt9yUq1aNY0fP167d+/W2bNnFRcXp/Xr12vYsGEkv4AbLFq0SEOHDr3sLSYmxupQcy0+Pj5DYlmtWjV17Ngxy3VfeOGFtCJ2Dz74oD777LMsW6lDQkL09ddfpxXg27Ztm+bMmZNpvUWLFmn16tWSJF9fXy1YsCBT8itJd955p7744gslJia6fH5ZSU1NzdCduUePHpoxY0aG5FcyLfazZs3SnXfemfbYs88+q9TU1Bz3n5iYqNq1a2vZsmUZkl/JjGF+7LHHdPfdd6c99vnnn+fldJAf7HZp9WrpmWekli3NFB/+/tIVV0g9ekjLl+duv5s3SyNHmg9mFSpIxYpJlSpJt90mffvt5bffuVPq00eqUkX7YmK0T9KLp05JJ09mvf6KFZLNlvPto49ydy75ITVVevddqXFjKShIKldOuvlm6Ycfct5u3z7pwQelatWkgAApJMT83dLVF8g1m836D9V2u9S/v/TccyahvesuaeFC57evWtUkiq1aScWLu3bs0aMv/5qy2aQsru1OOXdOCgyUGjRwbbsxY6QzZ8z7Kz27XZo4UerdWwoPl8qXN++7kBCpc2fpu+9yF6ck/fmn9PDDUq1a5nkMDJTq15eefFI6diznbRctMq/lcuXMa7tJE+m998xrPjvx8dJLL5n3Q3CwuSZdeaW5JmzalPU2e/ZIr78udewoVa5szr1cOaldO2n69JyP5y7Dh5vXhLOz1HzzjVm/XDnJ8WW9o/fr889nv13jxuYYDRvmLd6CwI5C6/3337fXr1/f7ufnZ5dkDw0Ndev+P/7YvbeiKDQ01CN/m8Kkbdu2dkku3TZv3py2/YEDB9Ier1atWrbHqVatWtp6Bw4ccOs5pI8hq/0nJyfbo6Oj7bNmzbLXqVMnbb3g4GD76tWrs9zn8ePH7QEBAXZJ9tKlS9vj4+MvG8fatWvT9t21a9dMy3v06JG2vF+/fpfd3y233JLhvLJzuef2hx9+SFvu7+9v/+uvv3I8bnR0tL1YsWJp2yxevDjTOsuXL88Q29y5c3Pc56JFi9LWbdq0aY7rogD46Se73Xx0ttt9fOz2OnXs9saN7fbg4IuPv/iia/vct+/itpLdXqOG3d60qd1etuzFx/r3t9tTUrLeftkyuz0w0KxXsaJ9a7Fi9jOO7WrWtNuPHcu8zfLlZnmpUnZ7q1ZZ3777ztVnJ38kJ9vtnTtf/BtcfbV5zhzn/OabWW/3008X/07BwXb7ddfZ7VdeaX739bXbP/00b3FJ5nm10mOPXTy/nj3N/RIl7PZff815u1GjzLqjRuX+2I595PSaatXKbh86NHf7/+47s/9hw5zfZv9+u71YMbv9ppsyL7tw4eJrpmRJu71ePfNeTv++GzjQ9ThXr7bbg4LM9sWL2+0NG9rtdeuaOCS7vUIFu33Hjqy3ff31i8euWdO8tn18zO933JH1NSA21lyHHO+Hq66y26+55uJr3dfXbv/ss4zbJCdnvOaEhZn3Q6VKFx/r2NFuT0hw/fxdsXPnxePt33/59e+6y6w7ZEjGx++91zy+dm3O2zuue23b5jbiDKz4rFzoW4CLssJWBXrSJPffACtcWmXaz89PYWFh6tevn/bs2SNJatasmZYuXZrtvOE//fRTWgtsly5dFBwcfNnjtmjRIq03iqOlN73007X07t37svtz1/ymy5YtS7t/2223qUqVKjmuHxoaqltvvTXt9+WXae0rXry4ulym+2Hjxo3T7jtTqRoWs9tNq84HH0gnTki7d5sWln/+udgC8cor0oIFru2zShVp7Fjpr79M69GGDWb/771nWjxmzjTHvFR8vHTPPaa766OPSjExur1SJV0paZ2/v9nXwIHZH7txY9OindUtXY8Hj3G0Gl5S+DNHb75pWjVDQsxzv3WrOc/ZsyUfH2nYMGn9+ozbnDwp9eplWgLvuUc6etSsc+iQ9NlnJoYHHpD273cuhqQkqWvX7FuO//pL6t7dvD7yy+uvmxbN0qWlJUukr74yPRXOnTPdoP+bFcTjcnpNrV5tXtO54XhPOdOl2+Hjj02X8P79My/z8TGvpa1bpdOnzfOzaZN5382cKfn5SVOnSl9/7fzx7HZpwADp7FnT+h4TI23bJu3aZXoftGxp9v+//2Xedu1a05rp42Nek/v3m9g2bTKv9e+/N13bLzV8uGnNrVtX2rHDHGfLFtPSPHiwlJIiPfSQOcf0cZYpI734ojnOkSPm/RAbK335pWmxXrLELPekevVMN33JvH9zcvKkaR2XpP/7v4zLHH/fdMOZvBUJMIB8M2rUKKeGKlx77bVWh5onderU0aeffprt2F9JGaZc27Nnj1Ndwx955JG06Yri4uJ09uzZtH1ER0dnKLzVrFmzy8bpzDrO2Lx5c9r97BL+S6Vfb1N2Xcv+U7duXfn7++e4Tvny5dPunzp1yqkYYKHmzc0H5YcfltJNGSZ/f+m110yXZUmaPNn5fYaFmQ+tw4aZRNjBx0caOlQaMiT7fX70kfT336Z75fjxphujpH8lDS1b1nyIX7gw+26QhU1SkjRunLn/zjvSNddcXNa7t0n27XbzJUR6M2dK//4rVaxonsf0X9zdd5/pFp2UZP6GzjhzxvzNb7hBevpp8wWEw7RpppvugQPSZSrpu82MGSYRKl9eWrZMuv568/i4cdKIEebcO3WSoqPzJx53s9tN8lOunHnOnXHhgnleAgJMMnopHx/zt7v66syP9+tnkkfJta7Qe/aY97KPj3kdlCt3cdmVV14cVvDLL+aLifReecWc54MPmtekwzXXXEx833jDnFd6ji7ub76ZcQxsUJBJCCtUMMlv+uK6vr7mS6OXX5Zq1sy4v169pFGjzP1p0zzfFdqRzF4uAf7qKykx0cR76f/rm2825zl3bvbDPrwERbAADxo0aJBOnTql0qVLWx0K3Ch9lWm73a7jx49r165d2r59uyST0DZv3lxLly7NNslMPzfw+vXrtf7SlhYnxMXFKSgoSFLGKeBKlCihcuk/MGTDXVWx//7777T71apVc2qb9EXK0seeFWfeP+nnZ3dlvmRY5JLx4ZnccosZh/pfjwqnXG6sZceO5oNzVvv85hvzc8AA86FWl1y/f/vNFP6ZM8eMJXSXXbtMcrVsmWlNDQ42rVtPPSW1b+++41xq+XIpLs78HdKNn08zcKBJcH/80bSOO6rqOz78d+p08bH0evQwz/G335pWQ7/LfMwsV8582P75Z+mxx0zrnGSSprg40xo7eLBJhFyxbp1JdlatMl9slC0rtWljktt0vUUyWLBAGjTIjBn/6SepUaOMy196ybzGXnjBnP/q1Rm/vCkMNm0yreq9e6e9zi9r+XJTAKtDB9Mq7ipHMnlpopoTxxch5cqZFtZLXXWV+Wm3S+mv96dPm7+dlHWPjZ49zZdu//xjzit9fQ7HMS9NZCXzOq5WzbQ6pz+ezZbza6BjRzOOPC7OvA5d7bHpyvXhvvvM47t3m54vjhbhS/1XhFJ9+2Z9np06mST6++/NFxheigQY8KBRjm//4FWyqzK9atUq/d///Z8OHTqkU6dO6a677tIff/yRZTLqjlbK9InemTNn0u47W7TPkTznVfpjO7vP9Os5qndnx9HqjSLE0eIXGOj5fSYnSxs3mvvpWkQyXL9fecUkwL//nvW+Dx82yfORI1KJEqZIzD33mKqp2fnqK9Nqk5RkksnwcNPdctEik/xPnCg98ojLp+mU334zP5s3T2vtzqBpU5PsnT9vuoHeeKN5/L+5zZXdl2eOx+PizAdxZwstdehg/gbt20t795rWp99/zzoZuZx33jGJgN1uEqiGDc3fZ84cad486YsvTLfq9NauNS12lSqZZKNu3az3PXy4ef08+aTpQvzTT+59jXpabro///KL+dm8ee6O6ejt5MoXR7Vrm+f1xAnzeqhdO+Nyxxcxdetm/DJt82bzfipePOvjFSsmNWtmvnD5/feMCfDVV5svTH79NfPr9t9/TTLq55fze/pS6XsuuPo6cfX6ULGiSV4XLjRJblYJ8KFD5osbKesEWDJ/59mzzd/dixNgukADgJvceOON+vHHH9PG88bExOipp57Kct30CeCECRNcqmbvuKVPwtPv75yT37Sn70KdF+nHLzu7z/TrMb86MrDbL44XdLaqqTO++irrfR48eLE7ZHYJl+PxvXuzXn7ggOkevGyZSTLeeMO0NA4dasYOXuqPP8yHSx8fU9Di5Enz4f3oUdPyUrKk9MQTGacccSfHeWR3vn5+ppJx+nWliy2A2VXqT/+4K+N2V6wwiYmjN0mZMlKLFqYV2pWuo4sXm+S3fHnTsvzPPxfHo06ZcnFs6dGjGbe7/nrTQhkTk33y6/DEE2Y/a9YUruRXMq9NX18pXQ2Gy/r1V/OzaVPnt0lMNH//p56SPv/cjPd/9FHntw8KulgLoFs3aelS07r7zz/mi4wHHjDJ7KVjeR2v1SuvzL73QXbv5dGjzT6fecZUb46NNWOQ16wxXxicPWtacx3vC2c4rjkNG16+10t6ub0+OBLWL77I+roze7Z57bZsmflLBQdHr7Us6ox4ExJgAHCjunXr6qWXXkr7fdasWdq2bVum9dIXr9ub3YdqF1SoUCHt/rlz5xTnaKnJgbumm6pYsWLa/cOHDzu1zaFDh9Lup48d0OTJ5sOev7/03/zOebZkycUxiJfOf53+vZJdd0bH45e+rwIDpfvvNy1KMTHmg//OnSZum82MHXz22cz7GzPGrDt2rOl2m76Lb9eu0quvmg+w777rylk6z3EeOXXfzOqcHR+Oly4143cv5ehKful2OcVxzz1m7OEtt1z8QD9pkvkS4ZlnTItUFtfQLL3wgvmAP3Vq5lbegQNNN+v4eJMMF3QrV+Y8DdKECa7t79gx08reqpVrXbcd1+rLFDeUZJJVm820wNarZwp1PfGE6XHgavfpESNMN/qkJNNSW7q0GZ/as6dJqH/5Rbr99ozb5PZ1LZneB0uXmpbgBx4wUxoFB0utW5vE89NPzVhfZ23ffrHg3rBhzm8n5f76cMcd5nmKjb3YFTw9x/jgS4tfpef4O6f7H+2NSIALscjISIWHh6fNIwoUZQWpm2xERIRq1KghycyRO2LEiEzrtGjRIu3+jz/+mOdjVq1aNUMhqHVOzMeZm3HHWUlfgflXR2vBZaxJV0ikiTvHVKJw27TJJCmS6XbsGOuXF4cPm3k8JVM1tk2bjMvTd1PMrthaQID5mb5Ik2RaKadNMx+er7jCbF+vnumG+847Zp0JE0wLsUNSkunG6OtrWiOzcscd5me6yu5u5TjnnIrLZXXO/fubLt6xsaa1KX1F3GnTMhYYu/S5ykpQkGl5XbNGevvtjC2qAwdKUVGmNS+rbtqXOnTIvH4qVbr4/F3K08+rO5UqdXEu4axurtZwWLjQfDngSvdnybSeSxkLUWUnPNzE1rixScQuXDDjwZcsce2YknmfHDhgWj/9/c2+a9Uy75vffjNfYlz6Gsvt69rhwAEz3tlmM2N+GzUyr8mDB83xnJ1h4ORJMx4+Kckk6TklnJfKy/WhePGLY/odY30dNm0y76dixcyXTtlx/J3Pn8/6Sy4vQQJciBW2aZCKorCwMNlsNoWFhVkditcrnq4AzoVLqzvmM39/fw13TCov6fvvv9cff/yRYZ1OnTrJ778uWvv27dMCV6Z7yUbbtm3T7n/22WeXXX/25apFOql9umIcixYt0vHjx3Nc/9ixY1q8eHGW26MIO3DAfDg/f94U6Xn66bzv899/TUXpEyekm27KevqT9MWzkpLS7ma4fv83ZZlLXV6HDjWVqVNSLhZ3kkwRrvPnzQfc2283LUyX3hzVay/tpeGY7ujS25gxZvn992e9/NLpkRznnO58M8nqnCtXNl29ixUziU2lSqa6bsWKJmFt1Oji+EknpnaTv780f775IiErV1xhWpXTV+XNjqOV+Pz5rJ/T1q3N2F0p+y7cBcnlpkHq2dO1/eVm/K90Mal0JI45ee01E9umTaaF9bPPzJckvXubbrmuuOMO0wugVStTdXvHDtNtee9eM7536tTMBdxy+7qWTME1x/tnyxaT7P7xh0mIBw403fRbtZIuV78jMdG0hO/ZY94Llyail5OX64N0Mdn+7ruMhccccdx+uxkikJ30z4szX2IVUiTAALxC+tZPd3XtzYv+/funVUS22+165ZLpREJDQ9U3XRGKhx56yOm4U1NTM1Redrj//vvT7s+ePTvHFt5FixZp6dKlTh3vcjp27JjW4p2YmKjHc+i2arfb9eijjyrpvw8oV111lW6++Wa3xIFC7Ngx0wX26FGpc2eTsOW1V8eZM+bDXlSUGb/4/fdZf4hP310yu267znStvJSv78XCQfv2XXzc8QE6Kcm0fGZ1c/SkuHT6nyuvzLo10DEusXbtrJdf+kV5dt1AnTnnu+82BYR69TJjdXfuNMnus8+aIkKO6VMqV77cM+RejufVMVVNVjdHsTOrPti/9lrWCU26qeQ8IinJdImtWdNM9eUKR4ugq9Pi2GwmUZs0yfzuyly4339vKpBXrCh98on56VCjhkmmixUzLaXpphTM9ev6+HFT5Vsy1570UzoFB5vK5uHhpoJ2VvOIOyQnm9bVlSul6tVNy7erlcLzcn2QTA+XatXM9c8x7CMl5eIXEJdrjf73X/PTZnOu1b+QIgEG4BUapZuy4itH4QkLFStWTM87inhImjt3rnbu3Jlhnddee01V/htvExMTo2bNmmnOnDlKzaboS0xMjCZOnKh69erpyy+/zLT89ttv1/X/zVuZkpKiLl26aMWKFZnWmzdvnu69914FOPONvhN8fHz0xhtvpP3++eefa9CgQRmqQ0um2vPAgQP1taPAkaSxY8fKx9UpTuBd/v3XJL/790tt25oCWM50ec1JYqJ0550mUQsPN8WRsiu2Vr36xeP9+WfW6zgez65wTHYc+00/dYqjZTQ01HRJvdwtvQceyLo18IEHzPLhw7Ne7phX2cFxHtmdb3Ky6Tqe3Tk3bix9+aX54sLRVfWNN8z4WscXebkd2mC3m9Z6Vzme11atLv+cOtuV1d327Mk6ofH03OXLl5uEyNXWX8m08ksXEyNXde5sfu7f7/x5OgowNW+e9fu2WrWLr8sNGy4+7njs8OGM77n0snovb9hgksng4KyrXfv5XXxNpj9eena7aUGeN8+Mo/3pJ9ODwVV5uT5IJnF1DPlwtPr+/LP5crFMmcu/Bhx/53LlnJ8qqxBiGiQAXqFHjx766KOPJEkffvihNm3apCZNmmSYEujhhx/WVe4YU+ik+++/X6+++qqOHDmi1NRUvfbaa/rkk0/SllepUkXz5s3T7bffrhMnTujo0aPq2bOnKlWqpBYtWigkJESpqan6559/tH37dv3555+yZ/UP7z8+Pj6aNm2aWrVqpX///VfHjx9Xu3bt1KRJE1199dVKTU3Vhg0bFBUVJUl699139eh/lTnzOoa6V69e+uWXXxQZGSlJmjJlir788ku1a9dOISEhOn78uJYtW5ZhyqPHH39cPXr0yNNxUcg5Wmm3bzcFlubPz3tl3eRk0zq5bJlp8Vq61BTPyY6fn0nWfv/dJCNZVZ52jFnPrqtudnbsMD/TD4OpXdskxkePmg+bVrSyOM5j3TozTvPSLxw2bjRfIvj7uzbty9y55mfz5hcTp/wSHm5+7txpKkcXxC/WZszI3B09P+S2+7Nk/v5//GGe1w4dXN8+fSKaVWXirFxmajxJF5O/9K2gjRub1/L586Yb9qXJ7IULkqNnVPr3cm6Pl97QoSbhLF/eXHNy+1nDHdeHfv1Mb4OlS01ldUci3KvX5buy//f5wK3znRdABfDqAACuu/nmmzN0Kf7999/14Ycf6u233067HTlyJF9j8vf313PPPZf2++eff6596btCSmrWrJk2bNigDuk+WBw/flzz58/XlClTNG3aNM2bN0/79+9PS35DQkJUO5uWqHr16mnJkiW68sor0x7btGmTZsyYoVmzZikqKko2m00jRozQQw89lLaOO6Yiev/99/Xyyy+ntSzHx8fr+++/1+TJkzVv3ry05Ld48eJ67bXX9I6jSBCKpvSttA0a5NxK6yzHNDfff29aX5xthXFUDJ4xI9OH9CuSky9WVHXlC5slS0xiL5kqxw4lSpj5OlNTPVfl+XLatTNdM0+fNtPKXGrqVPOzUyfn/yanTplWYMlz8xfnpHZtM93Mv/9Ks2bl//ELsoULzd8xXZ0Ip7VubX5m1/J5OY5uuFWrOp/MOf6/rVuXdXJ66NDFaYzq1Ln4eKlSF99rjtdwel9/bV7z5ctn7GXgON6ZM+aYl0pOvlhwKv3xHF54wXSNLlnSXMecnf86K+64PtSta75QTE42xem+/dY87kwxLsf5O+b+9lIkwAC8xqxZs/T555+rS5cuCgsLy1AYyyoDBw5U6H/VOlNSUvT6669nWqdatWr66aef9Ouvv+qJJ55Q06ZNValSJRUrVkyBgYEKCwtTu3bt9Mwzz2jp0qWKjo5Wp06dsj1m06ZNtWPHDo0dO1bNmjVTmTJlFBgYqFq1amnAgAFau3atXnrpJf2brktbmTJl3HK+L774onbv3q0XX3xRzZo1U4UKFeTn56cKFSqoefPmGjFihHbv3p2heziKoJQU6d57TSvtVVeZlgpnPxxPmGC6Ld97b+Zljz1mpvqoUMEkrf+NTb+shx4y2+zcaQol/VdIr5yk9+PizAfJ227LPBeq4xzSD1uw280HTkd8HTtmbjl++WXTEvPKKyZpvHRM6tGj0sSJZuyhJwQEXCwy9uSTGecT/ewzkzzYbOaD/aW++upiy7ZDVJQ5z+ho00qY7svIfDV2rIk7IsJU7b20G+yff5opZNJP1+TtduwwXdRvuSXn6sjZueUW85xmNy/szJmm+vel424TE8343//9z/ye1Zci995r3suXTul0990m1r//Nklb+poXBw6Y7ZKTzdj2W27JuO0LL5h4p0wxcxA7bN16sQjasGEZn4vGjS/2IBgwwLR4O8THm+uDo2X00tf2+PGmtTUw0LS0X3dd5vN0lTuuD45kd/Rok9jXqOHcvOqO3i4dO+Yq9MLCZs+pPx0KhbCwMMXExCg0NFTR0dFu26+jbkFBNniw1RHkzFN/G8Adli5dqo7//ZPr1KlThsrMgEd9/rmpDCuZ1pfsustWqWJabdIbPdpUPW7b1lRmdVi7VrrhBnO/alVTMCo7WX2Y//nni1WoK1bU1pMnVevCBQVJ5kP62rWZCzuVKWNaPoOCzBQtAQHmA7rjA3uzZqZQT1ZdsL/91nyYPnfu4ryp/v7mw62jt8qzz15sVc2J4zmZPj37qVMulZxs5hRdvNh0F27Y0HxQdoyRfP11KV0PljTduplxjhUrmuf41KmLRb5uvNEkAaVKOReDJ0RGmi9CUlJMi1ydOiYhOnLETN8kSR9+aJIad3P8HUaNMvfzso9SpUxV7eyULCn98MPl9zd2rPk7Tptmxqjmxs03m/fHhg2ZvwRyxGuzmSSrQgXzmjh8+GLiNnCg+VB5abf0m24yLatZPV9Tp0pDhpi/o7+/eX9duGBenykppqX0u+8yJ8CS+ZLDUXSrZk0zrnb7dvNFVefO5vV76fjWTZvMecbFXZwGqVQp09LsOI9XXsn4pdBff5nhDXa7uYblVCNgzhzXCsPl9frw99+m94vjS6ARIy4W+spOdLR5T4eHX+y9kpUVK0wvkkuvwblkxWdlxgAXYpGRkYqMjGQeYAC5kr5YWLNmzSyMBEWOYyoS6eLUJln5r5K6y/s8cuTih0RndehgPuC/8oq0bJnqXbigGElLg4M1ZNOmrKu5vvGG+QC4dav5wB8fb5LiDh1MK1X//tkX9LrrLtOq9M47puLt7t3mQ3loqFnWrVv289m6g5+fSVbff98kznv3mljbtzctZY7iRZfq188kElu2mA/JQUHmg/D//Z9JsKweexsRYeKZONG0zu/YYb6YCAsz59a9uxl3XtA5qllnp3Rp5/azYIFJ6PJyzoMHmwR49uzMCXDv3mb/y5eb5HTrVvMaqFJFatnSJL+5mepu4EAzxdbEiaa6+L595jg1a5r315NPZp9wvvCC2fadd8x49mPHzJcJ999vxupmVdypSRPzen77bfOl0IEDpqBbxYrmuYuIMElfeklJF8cGHz9ubtnJbuxwdvJ6fahYUbr11ovjv53plfHFF+Z8HnzQtVgLIVqAvQAtwAUXLcAoqDZs2KAbbrghbc7k7du3q0Fexi0BXobrN1zmjhZgd/r3X9My2bSpGWufWykpJoE8dsyMv3VDzQgUMMnJZuzwmTOmYndO83h7QQswY4ABwMt06tRJS5YsUUoWFTdTU1P1+eef65ZbbklLfm+//XaSXwBwl2nTLs7xe+yYdXEsXmyS19xUf07P19d0iY+Lk957zz2xoWCZPdu04I8alX3ye//95jVtRZE7N6MLNOBBn376qRITE9023yrgjCVLlmjJkiUqV66cmjZtqrCwMBUrVkzHjx/X2rVrMwybCAkJ0aTC0N0DyGdcv5Fr6bvgu9r11Z1697441j6v7rxTeuuty0+jg8LJZjPFt3LqWrl5c8aCeYUYXaC9AF2gAaTn7Jy+1157rebOnauaNWt6OCIAAIDMKIIFAMiz7du367vvvtOaNWt06NAhnThxQnFxcSpRooQqVaqkli1bqlu3brrrrrucTpYBAAC8AQkwAHiZBg0aMKYXAAAgCyTAgAetWLEibQzZTTfdZHU4AAAncf0GAO9EAgx4UN++fZlGAwAKIa7fAOCdmAYJAAAAAFAkkAAXYpGRkQoPD88wpQkAAAAAIGskwIVYRESEoqKiFBISYnUoAAAAAFDgkQADAAAAAIoEEmAAAAAAQJFAAgwAAAAAKBJIgAEAAAAARQIJMAAAAACgSCABBgAAAAAUCX5WBwB4s+joaKtDAADkAtdvAPBOtAADAAAAAIoEEmAAAAAAQJFAAgwAAAAAKBIYA1yIRUZGKjIyUrGxsVaHgmyMGTNGp06dUunSpTVq1CirwwEAOInrNwB4J5vdbrdbHQTyJiwsTDExMQoNDXVr0Y5Jk9y2K48ZPNjqCHLmqb8NAMCzuH4DgOdZca2lCzQAAAAAoEggAQYAAAAAFAkkwAAAAACAIoEEGAAAAABQJJAAAwAAAACKBBJgAAAAAECRQAIMAAAAACgSSIABAAAAAEWCn9UBAN6sbdu2OnHihCpUqGB1KAAAF3D9BgDvRAIMeNDs2bOtDgEAkAtcvwHAO9EFGgAAAABQJJAAAwAAAACKBBJgAAAAAECRQAJciEVGRio8PFyxsbFWh4JstG/fXg0aNFD79u2tDgUA4AKu3wDgnUiAC7GIiAhFRUUpJCTE6lCQjT179igqKkp79uyxOhQAgAu4fgOAdyIBBgAAAAAUCSTAAAAAAIAigQQYAAAAAFAkkAADAAAAAIoEEmAAAAAAQJFAAgwAAAAAKBJIgAEAAAAARQIJMAAAAACgSPCzOgDAm40cOVJnzpxRcHCw1aEAAFzA9RsAvBMJMOBBgwcPtjoEAEAucP0GAO9EF2gAAAAAQJFAAgwAAAAAKBLoAg140NGjR5WSkiJfX19VqVLF6nAAAE7i+g0A3okWYMCDmjVrpqpVq6pZs2ZWhwIAcAHXbwDwTiTAAAAAAIAiwaku0A888ICn45DNZtPUqVM9fhwAAAAAQNHkVAI8Y8YM2Ww2jwVht9tJgAEAAAAAHuVSEawqVaqoWLFibg3gwoUL+uuvv9y6TwAAAAAALuVSArxkyRKFh4e7NYDt27fr6quvdus+AQAAAAC4lOVFsDzZtdrbRUZGKjw8XLGxsVaHAgAAAAAFnuUJMHIvIiJCUVFRCgkJsToUAAAAACjwnOoCfeDAAUlSaGio2wOoW7du2v4BAAAAAPAUpxLgatWqeS4APz+P7h8AAAAAAMnFIlgAXPPzzz8rOTlZfn681QCgMOH6DQDeias64EF169a1OgQAQC5w/QYA70QRLAAAAABAkeB0C3D79u1d2rHNZlNQUJDKlSunq6++Wu3bt9e1117ranwAAAAAALiF0wnwihUr8jxnb+vWrTV58mTVqVMnT/sBCovPPvtM586dU4kSJdS7d2+rwwEAOInrNwB4J5vdbrc7s6KPT957SztahZctW6brrrsuz/uDERYWppiYGIWGhio6Otpt+500yW278pjBg62OIGee+tsAADyL6zcAeJ4V11qns9rU1FSXb/Hx8dq7d6++/PJLde3aVXa7XWfOnFGPHj2UlJTkyfMCAAAAACADjxbBCgoK0lVXXaWePXtq3rx5mjlzpmw2m6KjozVz5kxPHhoAAAAAgAzytQr0//3f/6l79+6y2+2aP39+fh4aAAAAAFDE5fs0SL169ZIkbdmyJb8PDQAAAAAowvI9Aa5Ro4Yk6Z9//snvQwMAAAAAirB8T4DzOpUSAAAAAAC5ke8J8J9//ilJKl++fH4fGgAAAABQhOV7AjxnzhxJUuPGjfP70AAAAACAIswvPw/25Zdfas6cObLZbOrcuXN+HhqwROXKlTP8BAAUDly/AcA7eTQBPn/+vI4dO6ZNmzZp9uzZ+u6772S32xUWFqb+/ft78tBAgbBhwwarQwAA5ALXbwDwTk4nwL6+vnk+mN1uV2BgoL7++msFBATkeX8AAAAAADjL6THAdrs9z7eWLVtq3bp1atGihSfPCQAAAACATJxuAW7Tpo1LUxjZbDYFBgaqXLlyuvrqq9WhQwc1adIkV0EWBp9++qlWrVqljRs3atu2bUpKStL06dM1YMCAbLdZv369Ro0apbVr1yopKUkNGjTQ448/rt69e+df4AAAAABQRDidAK9YscKDYRR+L774og4dOqQKFSqoSpUqOnToUI7rr1ixQp06dZK/v7/uvfdelS5dWt9884369OmjgwcPavjw4fkUOTxpyJAh+vfff1WuXDl9/PHHVocDAHAS128A8E75WgXam02ZMkW1a9dWtWrV9MYbb+j555/Pdt3k5GQ9+OCDstls+uWXX9KmhBo1apSuv/56jRo1Sj179lTt2rXzK3x4yMKFCxUTE6PQ0FCrQwEAuIDrNwB4p3yfB9hb3XzzzapWrZpT6y5btkz79+9X7969M8yHXLJkSY0YMULJycmaPn26p0IFAAAAgCIp3xNgu92uL774Qtdcc41b9nf8+HEtWLBAI0eO1G233aYKFSrIZrPJZrPlOP42K4cPH9bTTz+t+vXrKygoSOXKlVPz5s311ltv6dy5c26JV7rYnbxjx46ZljkeW7lypduOBwAAAADIxy7Qqamp+uSTT/T6669r7969bttvSEiIW/azcOFC9enTR6dOnUp77Ny5c1q/fr3Wr1+vKVOmaNGiRapZs2aej+U4/6y6OJctW1YVKlRw63MEAAAAAMhlC3BKSorWrVunuXPnat68edq6dWuO606aNEm1atXSAw88oL1798put6tYsWK5Djo7VatWzbJV9XK2bt2qXr166dSpUwoODtarr76qX3/9VT///LMGDRokSdq9e7c6d+6sM2fO5DlOR5JdunTpLJeXKlUqQyIOAAAAAMg7l1uA33nnHb366quKi4vL8HidOnU0btw4de3aNe2xefPm6emnn9aff/4pyXR/DggI0P3336/nnnsuj6EbI0eOVLNmzdSsWTOFhITo4MGDqlGjhkv7ePzxx3Xu3Dn5+flpyZIluv7669OWtW/fXrVr19awYcO0a9cujR8/XiNHjnRL7AAAAACA/ONSC/CTTz6pp59+WnFxcbLb7Rluu3fvVo8ePTR//nxJ0tChQ9W9e3f9+eefstvtKl68uB577DHt379fH3zwga688kq3nMCYMWPUpUuXXHeFXr9+fdqY3IEDB2ZIfh2eeuop1a9fX5I0YcIEXbhwIdfxShdbfrNr5T19+nS2rcMAAAAAgNxxugV4w4YNmjBhgmw2myTTMtqkSRP5+voqKipKP/zwg5KTk/XUU09p48aN+uCDDyRJgYGBioiI0NNPP61KlSp55izy4Lvvvku7f//992e5jo+Pj/r166fnn39ecXFxWrFihW655ZZcH9Mx9nfv3r1q2rRphmVxcXE6ceKEbrjhhlzvHwAAAACQmdMJ8NSpUyVJvr6++uGHH9ShQ4cMy3fs2KE2bdpo//79euWVVyRJbdq00axZs9zW2usJq1atkiQFBQVlSkbTa9u2bdr91atX5ykBbtu2rV5//XUtWbJE9957b4ZlS5YsyXQ8AAAAAEDeOZ0Ar127VjabTYMGDcqU/EpSgwYNNGbMGD366KOy2+1q2LChlixZIn9/f7cG7G47d+6UJNWqVUt+ftk/HfXq1cu0TW516NBBNWvW1GeffaZHH31U1157rSQpPj5eL7/8svz8/FyewqmomjTJvfsbPNi9+7vvvvsUFxensmXLunfHAACP4voNAN7J6QT48OHDkpRjy+ett94qSbLZbHr00UcLfPJ7/vx5nThxQpIUFhaW47ply5ZVUFCQzp49qyNHjmRaPmXKFK1evVqStG3btrTHHOOLu3Xrpm7dukmS/Pz8NGXKFHXq1Ek33nij7rvvPpUqVUrffPONDhw4oFdeeUV16tRx01nCSm+++abVIQAAcoHrNwB4J6cT4NOnT0tSjhWWq1evnna/QYMGuY8qn8THx6fdDw4Ovuz6jgQ4q6mQVq9erZkzZ2Z4bM2aNVqzZo0k89w4EmBJateunVavXq1Ro0bpq6++UlJSkho0aKCXX35Zffr0yTGOxMREJSYmpv1ut9svGzsAAAAAFHVOJ8Cpqamy2Ww5zt+bvgtxYahifP78+bT7zrRWBwQESJISEhIyLZsxY4ZmzJjh0vGbN2+uH374waVtJOn111/XmDFjXN4OAAAAAIoyl6ZB8jbFixdPu5+UlHTZ9R2troGBgR6LyRnPP/+8Tp06lXa74oorLI0HAAAAAAoDlxNgxzRI7lrPSiVLlky7n1W35kudPXtWknPdpT0pICBApUqVSrsVhue6qKpXr55KlSqVoYgaAKDg4/oNAN7J6S7QDg0bNsxxuSMZc2a95ORkVw/vVsWLF1eFChV04sQJRUdH57huXFxcWgJctWrV/AgPXuDMmTOKj4936gsWAEDBwfUbALyTyy3AdrvdbbeCoH79+pKkffv25ZiQ79q1K9M2AAAAAIDCw+kW4DZt2nhlV9vWrVtr1apVOnv2rDZu3KgWLVpkud7KlSvT7rdq1Sq/wgMAAAAAuInTCbBjPltv061bN73++uuSpOnTp2eZAKempmrWrFmSpDJlyqhdu3b5GmN2IiMjFRkZqdjYWKtDAQAAAIACr0hXgZbMVEQ33nijJGnq1Klau3ZtpnXefvtt7dy5U5L02GOP5TgVVH6KiIhQVFSUQkJCrA4FAAAAAAo8l4tgFTSrV6/Wvn370n4/ceJE2v19+/Zlmpt3wIABmfYxceJEtWrVSgkJCerYsaOGDx+udu3aKSEhQV988YUmTZokSapTp46eeuopj5wHAAAAAMCzCn0CPGXKFM2cOTPLZWvWrNGaNWsyPJZVAty4cWN9+eWX6tu3r06fPq3hw4dnWqdOnTpauHBhhqmTAAAAAACFR54S4H///VdLlizRqlWrtGfPHsXFxSk+Pl6lSpVSuXLlVLduXbVu3VodO3ZUmTJl3BSyZ3Tt2lV//PGHJk6cqIULFyo6Olr+/v6qVauWevbsqaFDh6pEiRJWhwkAAAAAyCWbPRfzEZ0+fVqjR4/W5MmTde7cucuuHxQUpCFDhmjkyJG0oHpAWFiYYmJiFBoaetn5jF3xX8/vImXwYPfuz1N/GwCAZ3H9BgDPs+Ja63IL8L59+9S1a1ft2bPH6bl8z5w5o/Hjx+uHH37Q/PnzVaNGDZcDRWZUgS74PvroIyUkJCgwMNDqUAAALuD6DQDeyaUW4HPnzqlJkybau3ev7Ha7SpQoob59++rmm29WkyZNVL58eQUHBys+Pl4nTpzQ5s2btXTpUn322WdpLcX169fXxo0bVbx4cY+dVFFDC7D7uLsFGAAAAEDWrGgBdmkapBEjRmjPnj2SpM6dO+vQoUP66KOPdPfdd6tmzZoqXbq0fH19VaZMmbSxs5MmTdKBAwd02223SZJ27dqlkSNHuv9MAAAAAADIgdMJ8NmzZzVlyhTZbDbdcsst+v7771W+fHmntq1YsaIWLFigm2++WXa7XZMnT1ZCQkKugwYAAAAAwFVOJ8Dffvut4uPj5efnl5YIu8Jms2nKlCny8/PT6dOn9e2337ocLFDYbNy4UWvXrtXGjRutDgUA4AKu3wDgnZxOgH/77TdJUpcuXRQWFparg1155ZXq0qWLJOnXX3/N1T6AwuTOO+/UDTfcoDvvvNPqUAAALuD6DQDeyekEeOPGjbLZbGrbtm2eDnjTTTfJbrdr06ZNedoPAAAAAACucDoBPnr0qCQpPDw8Twd0bB8TE5On/cBMgxQeHs40SAAAAADgBKcT4FOnTkmSypQpk6cDOrY/ffp0nvYDKSIiQlFRUQoJCbE6FAAAAAAo8JxOgOPj4yVJJUqUyNMBHRPKO/YHAAAAAEB+cDoBTk1NdeuB7Xa7W/cHAAAAAEBOnE6AAQAAAAAozPxc3eDFF1/M0zjgkydP5npbAAAAAAByy+UEeN68eZ6IAwAAAAAAj3IpAWbcLgAAAACgsHI6AT5w4IAn40AuREZGKjIyknmAC7CdO3fKbrfLZrNZHQoAwAVcvwHAOzmdAFerVs2TcSAXIiIiFBERobCwMMXExFgdDrJQsmRJq0MAAOQC128A8E5UgQYAAAAAFAkkwAAAAACAIsHlKtAAnDd+/HidPn1apUqV0pNPPml1OAAAJ3H9BgDv5FQCPGvWLElSt27dVKpUKbcGcOrUqbSplfr16+fWfQNWGz9+vGJiYhQaGsoHKAAoRLh+A4B3cioBHjBggGw2m6677jqFh4e7NYDo6GgNGDBAPj4+JMAAAAAAAI8pMGOAmWMYAAAAAOBJLo0BPnr0qIKDg90awF9//eXW/QEAAAAAkBWXEuCOHTt6Kg4AAAAAADzK6S7QdrvdYzfkTmRkpMLDwxUbG2t1KAAAAABQ4DnVAjx9+nRPx4FciIiIUEREhMLCwhQTE2N1OAAAAABQoDmVAPfv39/TcQAAAAAA4FEFpgo0AAAAAACe5FIRLACuadKkiapWraqKFStaHQoAwAVcvwHAO5EAAx70/fffWx0CACAXuH4DgHeiCzQAAAAAoEggAQYAAAAAFAkkwAAAAACAIoExwIAH3XHHHfr7779VsWJFxpMBQCHC9RsAvBMJMOBBmzZtUkxMjEJDQ60OBQDgAq7fAOCd6AINAAAAACgSSIALscjISIWHhys2NtbqUAAAAACgwCMBLsQiIiIUFRWlkJAQq0MBAAAAgALPbWOA9+3bp1mzZmnt2rU6duyYEhIStHjxYtWqVSttne3bt+vw4cMKCgpS27Zt3XVoAAAAAAAuK88JcGpqqp599llNmDBBqampstvtkiSbzaakpKQM6x45ckRdunSRn5+fDhw4QGEJAAAAAEC+yXMX6CFDhmj8+PFKSUnRFVdcobvvvjvbdW+77TbVrFlTKSkpmjNnTl4PDQAAAACA0/KUAK9YsUJTp06VJA0fPlwHDx7UV199leM2PXv2lN1u1/Lly/NyaAAAAAAAXJKnLtAfffSRJOn222/XK6+84tQ2zZs3lyTt2LEjL4cGAAAAAMAleUqA165dK5vNpoEDBzq9TVhYmCTp2LFjeTk0UCg8+eSTOn36tEqVKmV1KAAAF3D9BgDvlKcE+Pjx45KkGjVqOH9AP3PICxcu5OXQQKHw5JNPWh0CACAXuH4DgHfK0xjgwMBASdK5c+ec3ubw4cOSpLJly+bl0AAAAAAAuCRPCbCj5Xfz5s1Ob7NgwQJJUnh4eF4ODQAAAACAS/KUAHfs2FF2u12TJk1SamrqZdffuHGjPvnkE9lsNt166615OTRQKMTHx+v06dOKj4+3OhQAgAu4fgOAd8pTAjx06FAFBgZq27ZtGjRoUI7jeufOnatbb71VSUlJKlWqlAYPHpyXQwOFQv369VW6dGnVr1/f6lAAAC7g+g0A3ilPRbBCQ0P17rvvatCgQZoxY4aWLFmirl27pi2fOnWqzp07p59++kl//vmn7Ha7bDabJk2apNKlS+c5eAAAAAAAnJWnBFiSBg4cKJvNpkcffVQxMTH6+OOPZbPZJEkTJkyQJNntdklSQECAPvroI/Xs2TOvhwUAAAAAwCV56gLt8MADD2jXrl168sknddVVV8lut2e4hYaG6uGHH9bOnTvVv39/dxwSkiIjIxUeHq7Y2FirQwEAAACAAi/PLcAOYWFheuutt/TWW2/p9OnTOn78uFJSUlS+fHlVqFDBXYdBOhEREYqIiFBYWJhiYmKsDgcAAAAACjS3JcDplSpVSqVKlfLErgEAAAAAyJU8dYF+4IEHNHDgQB09etTpbf7++++07QAAAAAAyC95SoBnzJihGTNmKC4uzultTp8+nbYdAAAAAAD5xS1FsAAAAAAAKOjyPQE+f/68JDMlEgAAAAAA+cUjRbBysmbNGklSSEhIfh8ayHfz5s1TUlKS/P39rQ4FAOACrt8A4J1cSoBfeumlLB//4IMPVKlSpRy3TUxM1P79+/X999/LZrOpVatWrhwaKJSaNm1qdQgAgFzg+g0A3smlBHj06NGy2WwZHrPb7frwww+d3ofdblfx4sX1zDPPuHJoAAAAAADyxOUxwHa7Pe1ms9lks9kyPJbdLSAgQNWrV1efPn20du1aXXPNNZ44HwAAAAAAsuRSC3BqamqG3318fGSz2bR9+3aFh4e7NTDAGyxYsEAJCQkKDAxUly5drA4HAOAkrt8A4J3yVATryiuvlM1mo0AEkI2HHnpIMTExCg0NVXR0tNXhAACcxPUbALxTnhLggwcPuikMAAAAAAA8K9/nAQYAAAAAwAokwN7kzBnpknHaAAAAAAAjT12g01u+fLm+++47bd26VSdOnFBCQoLsdnu269tsNu3fv99dh4cknTol3XSTNH26dNVVVkcDAAAAAAVKnhPg48eP695779XKlSslKduk1zFdUvrf4WY2m7RqlXT11dK4cdLDD0s+NPIDAAAAgJTHBPjChQu67bbbtGXLFtntdjVu3FhXXHGFFi5cKJvNpr59+youLk6bNm3SX3/9JZvNpiZNmqhhw4buih/phYRI9epJK1ZIQ4dK33wjTZsmVatmdWQAAAAAYLk8NQ/OmDFDmzdvliRNnz5dGzdu1BtvvJG2fObMmfr+++8VHR2tb7/9VlWqVFFUVJS6dOmi6dOn5y1yZObrK/38s/Tuu1JgoLRsmdSokTRlipRDd3QAAAAAKArylADPnTtXknTrrbeqf//+Oa575513auXKlfL399eAAQO0d+/evBwa2fHxkR55RNq6VbrhBik+Xho0SOrcWYqJsTo6AAAAALBMnhLgrVu3pnV1zsql44GvuuoqPfbYYzp79qwmTpyYl0NDUmRkpMLDwxUbG5t5Ye3a0i+/SG+9JQUESD/8IDVsKH3yCa3B+Sg4OFglS5ZUcHCw1aEAAFzA9RsAvJPNnlOp5ssICAhQcnKy1qxZo5YtW0qS9u7dq7p168pms+n06dMKCgrKsM2qVavUtm1b1a5dW7t3785b9JAkhYWFKSYmRqGhoYqOjs68ws6dUv/+0vr15vc775Q++kiqXDnH/U6a5IFgi6DBg62OAAAAACh4LpvHeECeWoD9/f0z/JSkUqVKpd2PyaLLbfHixbNdBg+pX1/69Vfp1VelYsWkefOkBg2kL7+0OjIAAAAAyDd5SoCvvPJKScrQBTckJEQlS5aUJP3++++ZttmxY4ckpkHKd35+0vDh0saNUuPG0r//SvfeK/XqJf39t9XRAQAAAIDH5SkBbtKkiSSlVYJ2aNOmjex2uyZOnKjExMS0x0+dOqVx48bJZrMpPDw8L4dGbjVqJP3+uzRqlEmKv/7ajA3+9lurIwMAAAAAj8pTAtyhQwfZ7XYtXLgww+MPPfSQJJMYN2rUSM8884wiIiLUqFEj7dq1S5LUr1+/vBwaeVGsmDR6tEmEGzSQjh+XuneX+vaV4uKsjs6rzJnzjB588EE988wzVocCAHDBM89w/QYAb5SnIlgnT57UtddeK7vdrmXLlumqq65KW/bggw9q2rRp5iD/dXd2HKpTp05auHChfHzylH/jP3kaPJ6YKI0ZI40dK6WmSlWqSJMnS507UwTLDZ59NkwnT+bvwH4AQN5ZUZgFAIqaQlcEq0yZMjp48KAOHTqUIfmVpClTpmjy5Mlq0aKFgoKCFBAQoEaNGunNN9/U/PnzSX4LioAA6bXXTJGsunWlo0elLl2kBx5QsYRTVkcHAAAAAG7j58mdDxw4UAMHDvTkIeAuLVpImzdLL74ovfOONH26epb9SSv7TVVM+C1WRwcAAAAAeWZZM+z58+etOjSyExgovf22tHKldNVVCo47os4TO6r17Ifld/6M1dEBAAAAQJ7kewJ85swZvfHGG6pevXp+HxrOuvFGaetWbb9pqCQp/JePdPfLV6vKnpUWBwYAAAAAuZdvCfDJkyc1ZswYVatWTS+88IL+Zu7Zgi0oSL/e954WPPGz4stXU6kTB9T17Zt0/ZePyzfpnNXRAQAAAIDLcjUG+Pjx41qxYoWOHDkiPz8/Va9eXTfffLOCgoIyrXvy5EmNGzdOH3zwgeLj49MqQZcvXz5vkSNf/FWvveaM+EMt5zyt+qsnq9Gyiaq6fZFWDpih2KtusDo8AAAAAHCaSwlwcnKynnrqKX300UdKTk7OsKx06dJ69dVX9fDDD6c9NnHiRI0ZM0anTp1KS3wrVaqkJ598Uv/73//cED7yw4XAUlr1f5N0oHF3tfnkQZU5vldd37xR2255ShvueEkpxYpbHSIAAAAAXJZLXaD79u2r999/XxcuXJDdbs9wO3nypIYOHaqpU6fqwoULuuOOO/Tkk0/q5MmTstvtuuKKK/TOO+/owIEDGjZsmIKDgz11TvCQ6Ia3as6o7drTsp987Km6ZsmbuuvVpqpwcIPVoQEAAADAZTndArxs2TJ99dVXstlsCgwM1H333acmTZrI19dXUVFR+vTTTxUXF6eRI0dq3bp1WrBggSSpcuXKevHFF/Xggw/K39/fYyeC/JFUooxW3D9TB5r00I2fDla5o1HqNralttz6vDZ1HqFUP/7G6TVq1FkhIf+qXLlyVocCAHBB586d9e+/XL8BwNvY7I6+yZcxYMAAzZo1S4GBgfr999/VsGHDDMuPHTum5s2bKyYmJu2xe++9Vx999JFKlizp3qiRQVhYmGJiYhQaGqro6Gi37XfSpJyXB5z5R62+GKpa67+QJJ0Iu0YrBszUv1WvcVsM3mDwYKsjAAAAAAoeT+UxOXG6C/S6detks9n02GOPZUp+JdPS+8orr6SN9W3ZsqVmz55N8uvFEoPLa9mDn2vp4K+VEFxBFaK3qvtr16nxwpdlS7lgdXgAAAAAkIHTCfBff/0lSWrVqlW267Rt2zbtPkWuio4DTe/W16N26MC1d8knNVnNvh+pbm9cr7J/7bA6NAAAAABI43QCHB8fL0m68sors10n/bI6derkISwUNudLVdLSh+bq54Gzdb5EWVU8vFHdX22ia34cJ1tqitXhAQAAAIDzCbCja7Ovr2+269hstrT7Wc0JDC9ns2l/896aM2q7DjXqLN/kJLX45lndMa61SsfusTo6S7z66nUKCwvTddddZ3UoAAAXXHcd128A8EYuTYMEOONcmSv0Y8R8reg3TUnFSynkwG/q8fI1avjTBCk11erw8tXp08cUExOjY8eOWR0KAMAFx45x/QYAb+T0NEgOR48edWoOX2fWy6k7NQo5m017Wt2vmPo3q+2sgQrbuVQ3fP2Eqm/5Viv7T1d8xZpWRwgAAACgiHE5Ae7YsWOOyx3doJ1ZLzk52dXDe43U1FR98MEHmjZtmnbt2iU/Pz81btxYTz31lO644w6rw3Obs+WqatFjP6r+qklqOecpXbH3F9398tX6vfs4RbV5SPKhEwIAAACA/OFS9mG32916K6rsdrt69eqlRx55RKdPn9bAgQN17733ateuXbrzzjv1/vvvWx2ie9ls2tlmiOaM3Ka/6rRVscSzav15hG6f2FFB/x62OjoAAAAARYTTLcD9+/f3ZBxFyty5czV37ly1atVKS5cuVWBgoCTptdde03XXXaenn35aXbp0UfXq1a0N1M3iK9TQgieWqcGK99Xim+cUtutn9RzTUGt7vqPdrR6Q0hVRAwAAAAB3czoBnj59uifjKFK+++47SdLw4cPTkl9JqlChgp544gk9/vjjmj59usaMGWNRhB7k46Md7R/VkQa36aaZA1R5/69q+8mDqrH5G/3Sd5LOlQ21OkIAAAAAXqrIDcA8fvy4FixYoJEjR+q2225ThQoVZLPZZLPZNGDAAJf2dfjwYT399NOqX7++goKCVK5cOTVv3lxvvfWWzp07l+12sbGxkqQaNWpkWuZ4bNmyZS7FUticDqmt+U//ot96vKlkvwBduX2Rer7UULV/+0Qqwt3jAQAAAHiOy0WwCruQkBC37GfhwoXq06ePTp06lfbYuXPntH79eq1fv15TpkzRokWLVLNm5mrHFStWlCQdOHBA9evXz7DswIEDkqQ9e7x/3ly7j6/+6Pi0Dje8XTfNHKBKB9er3fR+qrFprlb1/VgJpdzztwIAAAAAqQi2AKdXtWrVy1arzsrWrVvVq1cvnTp1SsHBwXr11Vf166+/6ueff9agQYMkSbt371bnzp115syZTNvfdtttkqQ33nhD58+fT3v8n3/+0YQJEyRJJ0+edP2ECqmTV4Rr3rBfte7OV5XiW0zVt85Tz9ENVHPDV1aHBgAAAMCLFLkW4JEjR6pZs2Zq1qyZQkJCdPDgwSy7Iufk8ccf17lz5+Tn56clS5bo+uuvT1vWvn171a5dW8OGDdOuXbs0fvx4jRw5MsP29913n6ZPn67ly5erUaNGuvXWW3XhwgV99913aS3Uvr6+eT/ZQsTu66cttw/X4au76KYZ/VXhyBbdPPke7d80R6t7f6DE4ApWh5grPXqMU8uW51SiRAmrQwEAuGDcuHE6d47rNwB4G5u9KM9HJGVIgPv3768ZM2bkuP769evVvHlzSdKQIUP00UcfZVonNTVVDRs21M6dO1W2bFnFxsaqWLFiGdZJTEzUG2+8oc8++0wHDx5U6dKlddddd+npp59WnTp1dOWVV+rQoUNOnUNYWJhiYmIUGhqq6Ohop7ZxxqRJbtuVS3ySk9R40atq/MOr8klN0bmSlbSq78c6dG03awLKo8GDrY4AAAAAKHg8lcfkpEh3gc4NRwVnSbr//vuzXMfHx0f9+vWTJMXFxWnFihWZ1gkICNCoUaO0e/duJSYm6vjx4/r4448VExMjSbruuuvcHnthkernr413jNF3z/2uf69ooBLxx9Xpw7vUbtr/yf9snNXhAQAAACikSIBdtGrVKklSUFCQmjZtmu16bdu2Tbu/evVqp/c/e/ZsSdK9996bywi9x4lqTfXN8I3afOtzSrX5qPbvn6rnSw1Vddsiq0MDAAAAUAiRALto586dkqRatWrJzy/7IdT16tXLtE16p0+fzvTYnDlzNG3aNDVr1kzdu3d3Q7SFX2qxAK2/63V9P2yNTobUVdDJv3Tb+53VZtZAFUs4dfkdWOzYsd3asWOHdu/ebXUoAAAX7N7N9RsAvFGRK4KVF+fPn9eJEyckmf7qOSlbtqyCgoJ09uxZHTlyJNPyFi1aqGrVqqpfv76KFy+udevWacWKFapZs6a+/vrrIlcE63KO12ypuS9uVrPvXlCjZRNUb800hUUt1cr+0xRT/2arw8vWO+900KhR+TuuAQCQdx06dMj3cWkAAM+jBdgF8fHxafeDg4Mvu35QUJAkZTkV0j333KNjx45p+vTpevfddxUbG6sXX3xRmzdvVrVq1XLcb2Jiok6fPp12Kyp1zFL8A/Vbr/Ga/9RKnap4lYLjjqjzhFvU6rP/ye985ucYAAAAANLLUwJ8+PBhHT58WCkpKU5vk5qamrZdYZN+zl5/f//Lrh8QECBJSkhIyLRs9OjR+uOPP3T69GklJCQoKipKL7/8skqVKnXZ/b7++usqXbp02u2vv/5y4SwKv2O1b9TcEVu146YISVKDlR/q7pevVpU9Ky2ODAAAAEBBlqcEuHr16qpZs6ZL42MOHDiQtl1hU7x48bT7SUlJl10/MTFRkhQYGOjWOJ5//nmdOnUq7XbFFVe4df+FQXJAkNbc974WPP6T4stdqVInDqjr2zfp+i8fl2/SOavDAwAAAFAA5bkLdG673xbGbrslS5ZMu59Vt+ZLnT17VpJz3aVdERAQoFKlSqXdbDabW/dfmPxVv4PmjNymna0flCQ1WjZRPV6+VpX2r7U4MgAAAAAFTb6PAXYkvj4+hW/4cfHixVWhQgVJumxBjLi4uLQEuGrVqh6PrSi7EFhKq/5vsn54ZJHOlrlCZY7v1R1vtlbzuc/K98L5y+8AAAAAQJGQ71no0aNHJWVsTS1M6tevL0nat2+fkpOTs11v165dmbaBZx1peJu+Hrlde1r2k489VdcuGae7Xm2qCgc3WB0aAAAAgALALQmwM11wL1y4oF27dunVV1+VJNWtW9cdh853rVu3lmS6N2/cuDHb9VauvFiQqVWrVh6JJTIyUuHh4YqNjfXI/gujpKCyWnH/TP348Hc6VypE5Y5GqdvYlrpu3gj5JF9+3DYAAAAA7+VSAuzr65vhJpkuzQ0bNsy07NJb8eLF1aBBAy1dulQ2m0133323R07I07p165Z2f/r06Vmuk5qaqlmzZkmSypQpo3bt2nkkloiICEVFRSkkJMQj+y/MDl17p74etUP7mt0rn9QUNVn0irq93lzljmy1OjQAAAAAFnEpAbbb7Rlu2T1+uVvPnj31+OOPu/tc8kXz5s114403SpKmTp2qtWszF1t6++23tXPnTknSY489pmLFiuVrjDASg8tr2YOfa+ngr5QQXEEVoreq+2vXqfHCl2VLuWB1eAAAAADymZ8rK48aNSrD72PGjJHNZtNDDz2kSpUqZbudzWZT8eLFVaVKFd1www266qqrchetG6xevVr79u1L+/3EiRNp9/ft26cZM2ZkWH/AgAGZ9jFx4kS1atVKCQkJ6tixo4YPH6527dopISFBX3zxhSZNmiRJqlOnjp566imPnAecd6BpTx2r3UatZz+sGlu+VbPvR6r6lnlacf9MxV3RwKPHHj58ve67LyWtxwQAoHBYv369UlK4fgOAt7HZ8zAfkY+Pj2w2m7Zt26bw8HB3xuUxAwYM0MyZM51eP7unZ/78+erbt69Onz6d5fI6depo4cKFqlWrVq7idEVYWJhiYmIUGhp62erUrvgvj/cedrtqrftMrb4YqoBzJ5Xi568Nd7ysP255SnYfz33AGTzYY7sGAAAACi1P5TE5yVMRrOnTp2vatGkKCwtzVzyFRteuXfXHH3/oiSeeUJ06dVSiRAmVKVNG1113ncaOHavNmzfnS/ILF9hs2teij74etUOHG94u3+QktfjmWXV980aVjt1jdXQAAAAAPCxPLcCwVmRkpCIjI7V3714lJyfTAuwKu111f52u6796XP7n45VcrLjWdXtd29s/Krl5jmpagAEAAIDMrGgBJgH2AnSBzr2gfw+r7ayBCtv5kyTpr9pttLL/dMVXrOmW/f/yyyQ1aXJGwcHBGkwmDACFxqRJk3TmDNdvAPCkQp0A//PPP1q7dq3+/PNPxcfHKyUl5bLbjBw50h2HLvJIgPPIblf9Xz5Sy7nPqFjiWV0ICNJvPd7UzjYPSU7McZ2TZ58N08mT+fumBgDknRUfygCgqLHiWutSFeisHD9+XE888YTmzJmj5ORkl7YlAUaBYLNpZ9uHFR3eSW1nPaAr9qzUjZ/9TzU2f6OV/abqbLkrrY4QAAAAgBvkabBjXFycWrdurS+++EIXLlxweT5goCCJr1hTC55Ypl97TVBysUCF7fxJPcc0Ut010yRerwAAAEChl6cE+I033tC+fftkt9vVsWNHLV68WH///bdSUlKUmpp62RtQ4Pj4aHuHxzR3xBYdq3m9/M+fVttZA3Xr+11U4uRfVkcHAAAAIA/ylADPmzdPNptNXbp00eLFi9WxY0eVL19etjyOmwSsdiqkjuY/s0q/dR+nFD9/Xbl9kXqOaaBav31KazAAAABQSOUpAT58+LAkKSIiwi3BwDWRkZEKDw9XbGys1aF4JbuPr/7o9IzmvrBZx6tdp4BzJ9V++v/plo+6K/A0zzkAAABQ2OQpAQ4ODpYkhYSEuCUYuCYiIkJRUVE8/x528opwzXv2V62/42Wl+BZTjS3fqefoBqqx8WurQwMAAADggjwlwI0aNZIkHTp0yC3BAAWV3beYNnd+Ud8+v14nwq5R8bP/6JZJvdRh8r0KOHPC6vAAAAAAOCFPCfCQIUNkt9v1ySefuCseoED7t+o1+u75ddrYeYRSfXx11YYv1XNMQ1XbMs/q0AAAAABcRp7mAe7Vq5fmzZunL774Qm+88Yaee+45d8UFFFipfv7aeMdLOnT1HbppRn+VOxqlTh92056W/6dfe01UUlDZtHVDQuooMLC0goNDNGmSe44/eLB79gMAyF6dOnVUunRphhkBgJex2fMwIe8vv/yilJQUjRgxQmvXrlXTpk3Vu3dv1atXTyVKlLjs9m3atMntoZFOWFiYYmJiFBoaqujoaLft110JmzfzvXBeTb8fpauXviUfe6rOlrlCv/zfFB1peJvHjkkCDAAAAG/gqTwmJ3lqAb7pppsyTHm0ceNGbdy40altbTabkpOT83J4wHIpxYprXY+xOnhtN900o7/KHN+r2967XbtaDdTanuN1IbCU1SECAAAA+E+exgBLkt1uz/UN8BbHr7pec0ds0bYOj8tus6nemqm6+6VGumLnz1aHBgAAAOA/eWoBXr58ubviQC5ERkYqMjKSeYALiBT/Elrb6x0duPYu3TRzgEqdOKAuE27Wjrb/0+/dxyq5eLDVIQIAAABFWp7GAKNgYAxwweN3/oxafDNMr638UCcklQ4IVt+hC3WsTt7HvTMGGAA8r0+fPjpx4oQqVKig2bNnWx0OAHglK8YA57kLNIDMkosHa03vD/RjcAUtkfRr4hl1HX+Trv/qCfkmJVgdHgDgMlauXKklS5Zo5cqVVocCAHAjEmDAg1L8AiRJyf4lZLPb1ejnCerxyrWq9OdvFkcGAAAAFD1uS4BPnz6tadOmadCgQeratas6dOigQ4cOZVjnr7/+UlRUlP788093HRYoFBJLlNUPQxfqbJkrVCZ2j+4Y10rNv3lOPhcSrQ4NAAAAKDLyVATLITIyUi+88ILi4+MlmcrQNptNZ8+ezbDeypUr1adPHxUvXlzR0dEqV66cOw4PFApHGt2ur0duV6svH1Xt3z/VtT+O1ZXbFmjFgJk6Ua2p1eEBAAAAXi/PLcCjR4/Wo48+qtOnT8vf319Nm2b/Qf6ee+5RlSpVlJiYqLlz5+b10EChkxRUVssf+EQ/PvytzpWspHJ/7VC3N1qo6fcj5ZOcZHV4AAAAgFfLUwK8efNmvfzyy5Kkvn376tixY1q3bl32B/PxUc+ePWW327V06dK8HBoo1A5d201fj96h/U17ySc1RU0Xvqxub7RQueg/rA4NAAAA8Fp5SoDfe+892e12XX/99Zo1a5ZKly592W2uv/56SdK2bdvycmig0EsMrqCfB3+pnwZ9qfNB5VXhyBbd9dp1arzoVdlSkq0ODwAAAPA6eUqAV65cKZvNpqFDhzq9TfXq1SVJMTExeTk04DX+vK6Xvh69QwevuVO+KRfUbN6LunPcDSpzdKfVoQEAAABeJU8J8NGjRyVJdevWdXqbgAAzLUxiItVv8yoyMlLh4eGKjY21OhTkUUKpEC15+Fstu/8TJZYoo0oH16v7K4119Y9vypaaYnV4AAAAgFfIUxVof39/JSYm6sKFC05v40iay5Qpk5dDQ1JERIQiIiIUFhZGi3oB1br1ICUknFJg4OWHB8hm076WffVX3XZq8+kgXbn9B7X8Zpiqb/1OK/rP0OmQ2p4PGAAgSRo0aJBOnTrl1PAuAEDhkacEOCwsTDt37tSOHTvUvHlzp7ZZsmSJJKlWrVp5OTRQKHTtOsrlbc6VDdXioQtVd800Xf/1E6q8/1fd/fI1+r37G9px01C5cfpuAEA2Ro1y/foNACj48vRJun379rLb7Zo+fbpT6//555+aOnWqbDabbrnllrwcGvBuNpt2tx6or0dtV3T9m+V3IUGtvnxMXd5pLx04YHV0AAAAQKGUpwR46NCh8vPz05o1azR69Ogc192wYYM6duyoM2fOKCAgQEOGDMnLoYEi4Wy5K7XosSVa1fsDXQgI0hV7VkqNGkkffSTZ7VaHBwAAABQqeUqA69SpoxEjRshut+vll19WixYtNG7cuLTlixcv1tixY9WhQwe1aNFCBw4ckM1m0xtvvKEqVarkOXigSLDZtLPtw5oz4g/9VbuNdPas9PDDUqdO0pEjVkcHAAAAFBo2uz3vzUgjR47Ua6+9ptTUVNlstizXsdvtstlsGjlyJONq3MxRBCs0NFTR0dFu2++kSW7bVZH17LNhOnkyRmXKhGrsWDf8bVJT1XD5e2r+7XPyu3BeScVLaW2vd7T7hvulbN57lzN4cN7DAgBv46n/rQCAi6y41rqlms5LL72k3377Td27d1dgYKDsdnuGW7FixXTbbbdp1apVJL9AXvj4aHuHxzR3xFbF1mgp//On1XbWQHWK7KoSJ/+yOjoAAACgQMtTFej0rrvuOs2ZM0fJycmKiorS8ePHlZKSovLly6tBgwYKDAx016GAIu9USB19P2y1rl76tq77foSqbVuokDEN9eu972lf8965bg0GAAAAvJnbEuC0Hfr56eqrr3b3bgFcwu7jq62dhulQoy66aUZ/VTq0Qe2n9VWNTXO1qs9HOl+qktUhAgAAAAVKnrpAx8XFuSsOALl08opwzXv2V62/42Wl+BZTjS3fqueYBqqxcY7VoQEAAAAFSp4S4CpVquiuu+7S119/rcTERHfFBMBFdt9i2tz5RX37/Hr9E3a1As+c0C2TeqrD5HsVcOYfq8MDAAAACoQ8JcBJSUn6/vvvde+996pSpUp64IEH9NNPP8kNhaXhhMjISIWHhys2NtbqUFBA/Fv1Gn37/Hptuv1Fpfr46qoNX6rnmAaqtvV7q0MDAAAALJenBPihhx5S+fLlZbfbFR8fr5kzZ6pTp04KDQ3VU089pY0bN7orTmQhIiJCUVFRCgkJsToUFCCpfv7acOfLmvfsWv1bJVwlTseq0wd36qbp/eV/7qTV4QEAAACWyVMC/MEHH+jo0aNasGCBevfurRIlSshut+vYsWOaMGGCmjdvrnr16umVV17R/v373RUzACf8Xb2Zvn1ho7Z0HKZUm4/q/DZLd49pqLDti60ODQAAALBEnucB9vX11e23365PP/1UsbGxmj17tm6//Xb5+vrKbrdrz549GjVqlOrUqaPrr79ekZGR+vvvv90RO4DLSClWXOt6jNX3z6zWyUq1FXwyRre/d5tu/GSwiiWctjo8AAAAIF/Z7B4asPvPP//oq6++0uzZs7V27dq0ccE2m02+vr66+eabtWjRIk8cusgJCwtTTEyMQkNDFR0d7bb9Tprktl0VWbt3r1BycqL8/AJUt+5Nlsbim3ROzb8drkbLJkqS4stdqZX9p6vL+PaWxgUABdGKFSuUmJiogIAA3XTTTVaHAwBeyVN5TE48lgCnd+jQIX322Wf67LPPtGPHDnNgm00pKSmePnSRQAIMV1TZs1JtZ96vUicOmAciIqSxY6WgIGsDAwAAQJFiRQKc5y7QzqhWrZq6d++ubt26qUyZMvlxSADZOFqnreaM+ENRbR4yD0RGStdcI61ebW1gAAAAgIf5eXLnR48e1eeff67PPvtMmzdvzrCsePHinjw0gBwkFw/W6j4f6kDj7ur8zUBp/36pTRvpiSekV16RAgOtDhEAAABwO7e3AJ8+fVrTpk1Thw4ddOWVV+qZZ57Rpk2bZLfbZbPZ1L59e02bNk3Hjh1z96GBAmf37hXaseNH7d69wupQshQTfou0bZv0wAOS3S6NHy81biz9/rvVoQGApVasWKEff/xRK1assDoUAIAbuaUFOCkpSQsWLNDs2bO1aNEiJSUlSVJa4avGjRurT58+uu+++1SlShV3HBIoFKZN66uTJ2NUpkyoxo7Nn3ENLitdWpo6VereXRo0SNq9W7rhBmnYMGn0aCkgwOoIASDf9e3bN9/HpQEAPC9PCfCyZcs0e/ZsffPNNzp92kyp4kh6q1evrt69e6tv376qV69e3iMF4FmdO0vbt0uPPSZ9+qn0xhvS/PnSzJlS06ZWRwcAAADkWZ4S4Jtvvlk2my0t6S1fvrx69eqlPn366IYbbnBLgADyUbly0iefmNbghx6SduyQWrSQXnjB3Pz9rY4QAAAAyLU8jwEuXry47rnnHn3//fc6evSoIiMjSX6Bwu6uu0xrcM+eUkqK9NJLJhHets3qyAAAAIBcy1MCPGPGDMXGxurzzz9Xly5d5Ofn0aLSAPJTxYrSV19JX34plS8vbdliukK/9pqUnGx1dAAAAIDL8pQA9+vXT8HBwe6KBUBB1KuXaQ2+807pwgXTFbpVK2nnTqsjAwAAAFzi9mmQkH8iIyMVHh6u2NhYq0OBt6tcWfr2W2nWLFM1et06M13SW2+ZLtIAAABAIeB0Avzkk0/qySef1PHjx7NcnpKSosOHD+vw4cM57ufPP/9UkyZN1JSqsnkWERGhqKgohYSEWB0KigKbTfq//zOFsW69VUpMlJ55RmrbVtq71+roAAAAgMtyOgGeMGGCJk6cqBMnTmS5fNeuXapevbpq1qyZ434SEhK0ZcsWbdmyxaVAARQQoaHSokXS5MlSyZLSmjXSNddI770npaZaHR0AAACQLbd3gXZMiQTAi9ls0oMPmqrQ7dtLCQnSo49KN98sHTxodXQAAABAlijbDHjQ2LHRVofgWdWqSUuXSh99ZLpDL18uNWpkxgYPHmwSZQAohKKjvfz6DQBFFEWwAOSNj4/0v/9Jf/wh3XijdOaM9NBDZpzwkSNWRwcAAACkIQEG4B5XXSWtWCGNHy8VLy4tWSI1bCjNmCExNAIAAAAFAAkwAPfx8ZGeeELaskVq2VI6fVq6/37pjjuko0etjg4AAABFHGOAAQ+aP3+MEhJOKTCwtLp2HWV1OPmnbl1p9WozFnjkSGnBAqlBA+n996X77mNsMIACb8yYMTp16pRKly6tUaOK0PUbALwcLcCAB61ePVk///yOVq+ebHUo+c/XV3r2WWnjRqlJEykuTurTR7r7bimb+cQBoKCYPHmy3nnnHU2eXASv3wDgxUiAAXhWw4bSb79JY8ZIfn7SN9+Y1uC5c62ODAAAAEWMy12gP/jgA1WqVCnT48fTtei89NJL2W5/nJYfoOgpVsx0hb7jDql/f1Mx+u67TXfo996Type3OkIAAAAUAS4nwB9++GG2y2z/jesbM2ZM7iMCkK8mTXL/PgcPzmbBtddK69dLL70kvfGG9PnnZu7gSZOkrl3dHwgAAACQjktdoO12u1tuAIowf3/plVektWul+vWlY8dMy/CAAdLJk1ZHBwAAAC/mdAvw8uXLPRkHgKKmWTNp0ybTNfqtt6SZM6WffpKmTpU6dbI6OgAAAHghpxPgtm3bejIOAEVR8eLSuHFSt26mBXjvXunWW6VBg6S335ZKlrQ6QgAAAHgRqkADsN4NN0hbtkiPPmp+nzxZatRIWrbM0rAAAADgXUiAARQMJUpIEydKK1ZINWpIhw5JHTpIQ4dKZ89aHR0AAAC8gMtVoAE4r06dtjpz5oSCgytYHUrh0batmSbpmWekjz6SIiOlxYulGTOk1q2tjg5AEdG2bVudOHFCFSpw/QYAb0ICDHjQwIGzrQ6hcAoOlj78UOreXRo4UNq/X2rTRnriCVNBOjDQ6ggBeLnZs7l+A4A3IgEGUHDdcou0bZt2dX5S9dZMk8aP18nZC7X8/pn6u0aLPO0627mKAQAA4LUYA1yIRUZGKjw8XLGxsVaHAnhO6dL6pd9U/TB0gc6WrqIysbt159gb1Ozb5+VzIdHq6AAAAFCIkAAXYhEREYqKilJISIjVoQAed6RRZ80ZtV17m/eRjz1VjRe/oe6vXafyhzdZHRoAAAAKCRJgwIPGj2+v0aMbaPz49laH4hUSg8pp+cBPteShb5RQsqLK/bVdd73eQk3nj5Yt5YLV4QHwIu3bt1eDBg3Uvj3XbwDwJiTAgAfFxu7R0aNRio3dY3UoXuVg47v09agd2t+0p3xSk9V0wRjd9XoLlY3ZZnVoALzEnj17FBUVpT17uH4DgDchAQZQKJ0vWVE/D/5KPz34hc4HlVOFI5vV/dWmunbRa7KlJFsdHgAAAAogEmAAhdqfze7R16N26OA1d8g35YKaz3tBd45rpTJHd1odGgAAAAoYEmAAhV5C6cpa8vB3Wj5gphIDS6vSwXXq/kpjNVr6tmypKVaHBwAAgAKCBBiAd7DZtPf6fpozaruOhHeSX3Kirp/ztLq+1Valju+zOjoAAAAUACTAALzK2bJh+uHRH/RL30lKCghW5f1rdPdLV6vBsvek1FSrwwMAAICFSIABeB+bTbtuHKQ5I7cppm47+V1IUKsvH1XnCTcr+MRBq6MDAACARUiAAXitMxWqa+HjP2n1ve/rgn8Jhe5errtfaqR6v0yS7HarwwMAAEA+IwEG4N18fBTVLkJzR2zV0Vqt5Z94Rm1mD5FuvVU6csTq6AAAAJCP/KwOAPBmnTuPVGLiGQUEBFsdSpF3ulItLXhqhRoue1fNvhsuvyVLpEaNpAkTpP79JZvN6hABFCAjR47UmTNnFBzM9RsAvAkJMOBBbdoMtjoEpGP38dW2m5/Q4Ya36Z5FA6Tff5fuv1+aO1eaNEmqUsXqEAEUEIMHc/0GAG9EF2gARc6pyvWk1aul11+X/P2lBQukBg2kzz9nbDAAAIAXIwEGUDT5+UnPPSdt3Cg1bizFxUm9e0s9e0rHj1sdHQAAADyABBjwoFOnjiouLlqnTh21OhRkp2FD0xV69GiTFM+dax6bO9fqyABY6OjRo4qOjtbRo1y/AcCbkAADHvTaa8303HNV9dprzawOBTkpVkwaNcokwo0aSX//Ld19t2kR/ucfq6MDYIFmzZqpatWqataM6zcAeBMSYABwaNJEWr9eGj5c8vExY4IbNpTmz7c6MgAAALgBCTAApBcQIL36qrR2rVSvnnTsmHTHHdKAAdLJk1ZHBwAAgDxgGiQAbjdpktURuEHz5tKmTdKIEdL48dLMmdJPP0lTp0qdOmVa3RPnzCwsAAAA7kULMABkJzBQeust6ZdfpKuukmJipFtvNZlpfLzV0QEAAMBFJMAAcDmtW0tbt0pDh5rfJ082xbKWL7c2LgAAALiEBNgidrtd33zzjdq1a6cqVaqoRIkSqlu3roYMGaI///zT6vAAXCooSHrvPWnZMql6denQIal9e+mRR6SzZ62ODgAAAE4gAbbI008/rR49emj37t3q1q2bHnnkEdWoUUOTJ0/Wtddeq+3bt1sdIoCstGsn/fHHxQG6778vXXONQvattjYuAAAAXBYJsAWOHTumCRMmqHr16tq1a5c+/PBDjR07VosXL9b48eMVHx+v8ePHWx0mgOyULCl9/LG0eLEUGirt36873mqjll8/Jd+kBKujAwAAQDZIgC1w8OBBpaamqlWrVipVqlSGZZ07d5YkHT9+3IrQALiiUydp+3ZpwADZ7HZd/dN4dX+1iSoe+N3qyAAAAJCFIjcN0vHjx7Vu3TqtW7dO69ev1/r16/XPP/9Ikvr3768ZM2Y4va/Dhw/r3Xff1cKFC3X48GEFBASoVq1a6tWrl/73v/+pRIkSWW5Xu3Zt+fv7a82aNYqPj1fJkiXTli1atEiS1L59+9yfJAqMJ574WampyfLxKXJvtaKjTBlp+nQtLtFdbT4drLLHdunOsTdoa6dntbHLKKUWC7A6QgC58PPPPys5OVl+fly/AcCbFLmrekhIiFv2s3DhQvXp00enTp1Ke+zcuXNpSfWUKVO0aNEi1axZM9O25cuX16uvvqpnnnlG9evX1x133KGSJUtq27Zt+umnnzR48GA98sgjbokT1qpcua7VISCfHL6mq76+artu+PJR1V73mRovfl3V/piv5ffP1D9XNrE6PAAuqluX6zcAeKMi3QW6atWq6tixo8vbbd26Vb169dKpU6cUHBysV199Vb/++qt+/vlnDRo0SJK0e/dude7cWWfOnMlyH08//bRmz56tU6dO6cMPP9S4ceP0ww8/qFmzZurbt6+KFSuWp3MDkP8Sg8tr+cDZWjpkjhJKVlS5v7brrtdbqOn80bKlXLA6PAAAgCKvyCXAI0eO1Pz583Xs2DEdPnxYH3/8scv7ePzxx3Xu3Dn5+flpyZIlGj58uK6//nq1b99ekyZN0rhx4yRJu3btyraY1SuvvKIBAwbo+eef15EjR3TmzBmtXr1aycnJateunb755ps8nScA6xxo0kNfj9yuP5v0kE9qspouGKO7Xm+hsjHbrA4NAACgSLPZ7Xa71UFY6eDBg6pRo4Yk58YAr1+/Xs2bN5ckDRkyRB999FGmdVJTU9WwYUPt3LlTZcuWVWxsbIYW3WXLlqlDhw564oknMiXIf//9t2rWrKly5crp0KFDTp1DWFiYYmJiFBoaqujoaKe2ccakSW7bVZG1bt1nSko6J3//EmrevLfV4SAdxyxG7pLl+8Vu11Xrv1CrzyNU/FycUnyLaWPXMdra8RnZfS8/AsXdMQJw3meffaZz586pRIkS6t2b6zcAeIKn8picFLkW4Lz67rvv0u7ff//9Wa7j4+Ojfv36SZLi4uK0YsWKDMsXLlwoSWrXrl2mbStWrKhGjRrp8OHDOnHihHuChmXmzh2mTz4ZpLlzh1kdCqxgs2l/8/v09egdOnR1V/mmXFDz74brznGtVPrYLqujA5CDYcOGadCgQRo2jOs3AHgTEmAXrVq1SpIUFBSkpk2bZrte27Zt0+6vXr06w7KkpCRJprU3K47HAwKoHgt4g4TSVfTj/+Zp+YAZSgwsrUoH16nHy9eq0dK3ZUtNsTo8AACAIoME2EU7d+6UJNWqVSvHqRHq1auXaRuHVq1aSZLGjx+foYq0JM2cOVP79u1T06ZNM0yPBKCQs9m09/r+mjNqu46Ed5JfcqKun/O0ur7VVqWO77M6OgAAgCKhyE2DlBfnz59P65YcFhaW47ply5ZVUFCQzp49qyNHjmRY1rNnT3388cdasWKFateurTvuuENly5bV1q1btXTpUgUEBGjChAmeOg0Asm6M+9myYfrh0R9Ub/UUtfz6SVXev0Y9Xr5G67qP1Y62/5N8+F6yoHP3a4ex3oD3KQx1VLj2oKjik5YL4uPj0+4HBwdfdv2goCBJyjQVkq+vrxYvXqyxY8eqatWq+vzzzzVhwgRFRUWpd+/e2rBhg1q3bp3tfhMTE3X69Om0WxGvYwYUPjabdt04SHNGblNM3XYqlnROrb54RJ0n3KzgEwetjg4AAMBrkQC74Pz582n3/f39L7u+YwxvQkJClsuGDRumjRs36uzZs7pw4YKio6M1e/ZsNWzYMMf9vv766ypdunTa7a+//nLxTAAUBGcqVNfCx3/Smnvf0wX/EgrdvVx3v9RI9X6ZJPHFFgAAgNuRALugePHiafcdhaxykpiYKEkKDAx0axzPP/+8Tp06lXa74oor3Lp/APnIx0c72g3V3BFbdeyqVvJPPKM2s4fotndvk/JpOgAAAICiggTYBemLUl3arTkrZ8+eleRcd2lXBAQEqFSpUmk3m83m1v0DyH+nK9XS/KdXau3dbyvZL0BVo36UGjaUZsygNRgAAMBNSIBdULx4cVWoUEGSLjtRc1xcXFoCXLVqVY/HBqDws/v4atstT2ruiC06Xr25dOqUdP/90p13SkePWh0eAABAoUcC7KL69etLkvbt26fk5ORs19u1a1embVD0lCpVWWXKhKpUqcpWh4JC5FTlepo3bI302mtSsWLS/PmmNfjzz2kNBvJJ5cqVFRoaqsqVuX4DgDchAXaRozrz2bNntXHjxmzXW7lyZdp9x7y/7hYZGanw8HDFxsZ6ZP/Iuxde2KCxY6P1wgsbrA4FhYzd1096/nlp40apcWPp33+l3r2lnj2lv/+2OjzA623YsEHR0dHasIHrNwB4ExJgF3Xr1i3t/vTp07NcJzU1VbNmzZIklSlTRu3atfNILBEREYqKilJISIhH9g+gAGjUSPr9d2n0aMnPT5o7V2rQQPrmG6sjAwAAKHRIgF3UvHlz3XjjjZKkqVOnau3atZnWefvtt7Vz505J0mOPPaZixYrla4wAvEyxYtKoUSYRbtjQtAD36CH16WNahgEAAOAUP6sDyG+rV6/Wvn370n4/ceJE2v19+/ZpxowZGdYfMGBApn1MnDhRrVq1UkJCgjp27Kjhw4erXbt2SkhI0BdffKFJkyZJkurUqaOnnnrKI+cBoAhq0kTasEEaM0YaO1b67DNp+XJp8mSpc2erowMAACjwilwCPGXKFM2cOTPLZWvWrNGaNWsyPJZVAty4cWN9+eWX6tu3r06fPq3hw4dnWqdOnTpauHBhhqmTUPR8+ukQnT37r4KCyqlv34+tDgfeICDAFMe6806pf39p926pSxdTLfqdd6TSpa2OEPAKQ4YM0b///qty5crp44+5fgOAt6ALdC517dpVf/zxh5544gnVqVNHJUqUUJkyZXTddddp7Nix2rx5s2rVqmV1mLDYtm0LtWnTHG3bttDqUOBtWrSQNm+WnnpKstmk6dNN9+glS6yODPAKCxcu1Jw5c7RwIddvAPAmRS4BnjFjhux2u9O3nFSrVk3jx4/X7t27dfbsWcXFxWn9+vUaNmyYSpQo4fFzoQo0UMQFBkpvvSX98ot01VVSdLTUqZP00ENSfLzV0QEAABQ4RS4B9iZUgQYgSWrdWtq6VRo61Pz+8cfS1VdLK1ZYGhYAAEBBQwIMAN4gKEh67z1p2TKpWjXp4EGpXTvp0Uelc+esjg4AAKBAIAEGAG/Srp20bZs0eLD5/b33pGuukX791dq4AAAACgASYADwNiVLmm7QixdLoaHSvn2mm/Qzz0jnz1sdHQAAgGVIgAHAW3XqJG3fLg0YINntpmBWkybS+vVWRwYAAGAJEmAA8GZlypgpkr7/XqpcWdq5U7r+eumFF6TERKujAwAAyFckwIUY0yABcFrXrqY1+L77pJQU6bXXpGbNpC1brI4MAAAg3/hZHQByLyIiQhEREQoLC1NMTIzV4SALzZrdp3Pn4lSiRFmrQ0EhNGmSe/c3eHB56bPPpB49zFzB27aZJHjECOn556Vixdx7QKAQu++++7R2rbl+u/u9WJA56ucVJUXp71vUFYa/dVF8D+Y3EmDAg+6++02rQwAy69FDuvFG6X//k+bOlUaNMl2kZ8yQGja0OjqgQHjzzTcLxYdlAIBr6AINAEVRpUrS11+bFuGyZaWNG6WmTaU33pCSk62ODgAAwCNIgAGgqLLZzJjgHTukLl2kpCTTFbp1a2n3bqujAwAAcDsSYAAo6qpUudgFunRp6fffpWuvld55xxTMAgAA8BIkwIAHjRxZT489VkojR9azOhQgZzab1L+/qRTdsaN0/rz05JPSTTdJ+/dbHR2Q7+rV4/oNAN6IBBjwoMTEMzp/Pl6JiWesDgVwTliYtHix9PHHUnCwtHq1dPXVUmSklJpqdXRAvjlzhus3AHgjEmAAQEY2m5mHYds2qV076dw5aehQ6ZZbpEOHrI4OAAAg10iAC7HIyEiFh4crNjbW6lAAeKPq1aWffpLee08qUUJatkxq1EiaMkWy262ODgAAwGUkwIVYRESEoqKiFBISYnUoALyVj49p/d26VWrVSoqPlwYNkm6/XYqOtjo6AAAAl5AAAwAur1YtaeVK6a23pIAAM064YUNp1ixagwEAQKFBAgwAcI6vr/TUU9KWLVLz5tKpU6ZydLdu0rFjVkcHAABwWSTAAADX1KsnrVkjvfaaVKyYmUO4QQPpiy9oDQYAAAUaCTAAwHV+ftLzz0sbN0qNG0v//ivdd5/Uq5f0999WRwcAAJAlEmAAQO41aiT9/rs0apRJiufMMa3B335rdWQAAACZ+FkdAODN+vT5SBcuJKhYsUCrQwE8p1gxafRo6Y47zJjg7dul7t2lPn2kd9+VypWzOkLAZR999JHmz+f6DQDehgQY8KCrr+5idQhA/mnSRNqwQRozRho7Vpo928wdPHmy1Lmz1dEBLunSpYv++svqKAAA7kYX6EIsMjJS4eHhio2NtToUADACAkxxrF9/lerWlY4elbp0kR54wFSNBgAAsBAJcCEWERGhqKgohYSEWB0KAGTUooW0ebOZNslmk6ZPN/MGL1lidWQAAKAIIwEGPOjQoY3av3+tDh3aaHUoQP4LDJTeekv65Rfpqquk6GipUyfpoYek+HirowNytHEj128A8EYkwIAHffDBnRo37gZ98MGdVocCWKd1a2nrVmnoUPP7xx9LV18trVhhaVhATu68k+s3AHgjEmAAgOcFBUnvvSf9/LNUrZp08KDUrp302GPSuXNWRwcAAIoIEmAAQP5p317atk0aPNj8/u670rXXmqJZAAAAHkYCDADIXyVLmm7QixdLoaHS3r3SjTdKw4ZJ589bHR0AAPBiJMAAAGt06iRt3y717y+lpkpvvmnmEl6/3urIAACAlyIBBgBYp0wZacYMad48qXJlaedO6frrpRdflJKSrI4OAAB4GRJgAID17rjDtAbfe6+UkiK9+qrUrJm0ZYvVkQEAAC9CAgwAKBjKl5c+/1z6+mupQgXpjz9MEvzyy9KFC1ZHBwAAvAAJMACgYLn7bmnHDql7dyk5WRo50nSL3rHD6sgAAEAhRwJciEVGRio8PFyxsbFWhwIA7lWpkjRnjjR7tlS2rLRxoymQNXas6SINAACQC35WB4Dci4iIUEREhMLCwhQTE2N1OMjCmDE7ZbfbZbPZrA4FKHxsNql3b+mmm8y8wQsXSs89J333nSmcVbeuxQHCm+3cuVPTpnH9BgBvQwsw4EHFi5dUYGApFS9e0upQgMLriiuk+fOladOkUqWk336Trr1WmjDBTJ8EeEDJkly/AcAbkQADAAo+m026/35TKbpjR+n8eemJJ0zr8P79VkcHAAAKCRJgAEDhUbWqtHix9NFHUlCQtGqVdM010gcf0BoMAAAuiwQY8KClS8dr/vzRWrp0vNWhAN7DZpOGDJG2bTMtwGfPShERpmX40CGro4OXGD+e6zcAeCMSYMCDfvppvBYsGKOffuIDFOB2NWpIP/8svfuuFBho7jdqJE2ZItntVkeHQm78eK7fAOCNSIABAIWXj4/0yCPS1q3SDTdI8fHSoEFS584S1fEBAMAlmAYJAJBrkya5d3+DB+dyw9q1pV9+kd55R3rxRemHH6SGDU3rcN++ptt0EeLuv0thkOvXDjIoiq+doqrAXL9zUBRfj4Xh71LY0QIMAPAOvr7S009LmzdLzZpJJ09K/fpJd90lxcZaHR0AACgASIABAN6lfn3p11+lV1+VihWT5s2TGjSQvvrK6sgAAIDFSIABAN7Hz08aPlzasEG69lrpn3+ke+6RevXS/7N332FNXW8cwL8BZAsOBBXciopaJ+6996zWjdu22tafq9VaR7VqbetoS7U4cO+9iwvcilvrREEFFcQiIHvc3x/HRJAAgSRcIN/P8+Qh5q43udwrb857zkFoqNzRERERkUyYABMRUf71ySfApUvAzJmiRHrHDtEavHev3JERERGRDJgAExFR/mZqCsyZIxLhatWAkBDRL3jIECAsTO7oiIiIKAcxASYiIsNQty5w9Srw3Xdi+qSNG0VCfPiw3JERERFRDmECnIe5u7vDxcUFwRzdNNcqXboOypVriNKl68gdChEBgJkZsGABcO4cULky8PKlmDN45EggPFzu6CgXqVOH928iovyI8wDnYePGjcO4cePg5OSEoKAgucMhNcaN2y93CESkTsOGYrqk778Hli4F1qwBjh0TP9u2lTs6ygX2799vkHOQEhHld2wBJiIiw2RhASxeDPj4AOXLA8+fA+3aAV98Abx7J3d0REREpAdMgImIyLA1awbcugWMGyf+vWKFGD3ax0feuIiIiEjnmAATERFZWQF//gkcPw6ULg34+wMtWwITJgDR0XJHR0RERDrCBJhIj9zdu2PhwkZwd+8udyhEpIk2bYDbt4FRo8S/ly0DatUCzp+XNSzKed278/5NRJQfMQEm0qNnz67B3/8inj27JncoRKQpGxtg5UoxPVLJksCjR6JMeupUIDZW7ugoh1y7xvs3EVF+xASYiIhInU6dgDt3gKFDgeRk4JdfgDp1UCzAV+7IiIiIKJuYABMREaWncGFg3Tpg3z7AwQG4dw89fm6Eevt+gFFivNzRERERURYxASYiIspM9+7Av/8C/fvDKDkJdQ7PQ68Frij6/IbckREREVEWMAEmIiLSRNGiwJYtODZmO2Ks7VA08BZ6zXdF7UNzoUhKkDs6IiIi0gATYCIioizwr9sXO2fdgX+tXjBKToTr/pnoubARCr/4V+7QiIiIKBNMgImIiLIoxsYBxz7fhZMjNiLOshCKPbuK3j/VQc1/FkGRnCR3eERERJQOJsBERETZoVDAr8Eg7Jj1L55V7wzjxHg02P0tui9qCtvgh3JHR0RERGooJEmS5A6CtGNqaoqEhAQYGRmhRIkSOttvVJTOdmWwwsNfQpKSoVAYwdZWd+eGKDusrHS/T13fJ/QRo66l955N4qNhFv0WgPhvNd7CFglm1pnuLy+cl7xA15/jy5cvkZzM+zeRpngvy51y+/+rynttgQIFEB+fM7MrMAHOB4yNjZGcnCx3GERERERERFlmZGSEpKSc6UJkkiNHIb0yMzNDTEwMChQoAHt7e7nDoRQkScKLFy9QsmRJKBQKucOh93hecieel9yJ5yX34rnJnXhecieel9wpJCQECQkJMDMzy7FjsgU4H4iIiICtrS3Cw8NhY2MjdziUAs9N7sTzkjvxvOROPC+5F89N7sTzkjvxvOROcpwXDoJFREREREREBoEJMBERERERERkEJsD5gJmZGWbNmpWjtfOkGZ6b3InnJXfiecmdeF5yL56b3InnJXfiecmd5Dgv7ANMREREREREBoEtwERERERERGQQmAATERERERGRQWACTERERERERAaBCXAe9uzZM0yePBlVq1aFlZUVihQpgvr16+PXX39FdHS03OEZHIVCodGjZcuWcoeab4SEhODgwYOYOXMmOnXqBDs7O9XnPGzYsCzv7+jRo+jduzecnJxgZmYGJycn9O7dG0ePHtV98PmYLs7L2rVrNb6m1q5dq9f3k59cu3YN8+fPR6dOnVCqVCmYmZnB2toazs7OGDZsGM6cOZOl/fGa0Q1dnBdeM7oVERGBrVu3YtKkSWjRogUqVqwIW1tbmJqawt7eHi1btsSiRYvw5s0bjfbHa0V3dHFueL3krKlTp6b6TL29vTPdRq/XjER50sGDByVbW1sJgNpH5cqVpcePH8sdpkFJ71x8/GjRooXcoeYbGX3Obm5uGu8nOTlZGjNmTIb7GzNmjJScnKy/N5OP6OK8eHp6anxNeXp66vX95BfNmzfX6PMcMmSIFBcXl+G+eM3ojq7OC68Z3Tp27JhGn6WdnZ109OjRdPfDa0X3dHFueL3knBs3bkgmJiapPtNTp06lu35OXDMmoDzn5s2b6NevH6Kjo2FtbY1p06ahVatWiImJwdatW7Fy5Uo8ePAAXbp0ga+vL6ytreUO2aB88cUX+PLLL9NdbmVllYPRGI5SpUqhatWq8PLyyvK2M2bMgIeHBwCgdu3amDp1KipUqIDHjx9j0aJFuH79Ojw8PFCsWDHMmzdP16Hna9qcF6V//vkHJUuWTHe5k5NTtvdtSIKCggAAJUuWRN++fdGsWTOULl0aSUlJuHDhAn777TcEBQVhw4YNSExMxObNm9PdF68Z3dHleVHiNaMbpUqVQqtWrVC3bl2UKlUKJUqUQHJyMgIDA7Fz507s3r0boaGh6N69O3x9ffHJJ5+k2QevFf3QxblR4vWiP8nJyRg9ejQSExNhb2+PkJCQTLfJkWsm26kzyaZly5YSAMnExEQ6f/58muWLFi1SfUMyZ84cGSI0TMrPfNasWXKHYjBmzpwpHThwQHr16pUkSZLk7++f5ZbGR48eqb6ZrFevnhQdHZ1qeVRUlFSvXj3VNefn56frt5Hv6OK8pPx23t/fX3/BGpAuXbpI27ZtkxITE9Uuf/36teTs7Kz63E+fPq12PV4zuqWr88JrRrfSOx8p7dmzR/WZ9+7dO81yXiv6oYtzw+slZyxZskQCIFWpUkWaNm1api3AOXXNsA9wHuPr66uqmx85ciQaNWqUZp1JkyahatWqAIClS5ciISEhJ0MkyjFz5sxB165d4eDgkO19LFmyBImJiQCAP/74AxYWFqmWW1pa4o8//gAAJCYmYunSpdk+lqHQxXkh3Tt48CD69esHY2Njtcvt7Ozw22+/qf69c+dOtevxmtEtXZ0X0q30zkdKPXv2RJUqVQAAp0+fTrOc14p+6OLckP49f/4cP/zwAwBg+fLlMDU1zXSbnLpmmADnMXv37lU9Hz58uNp1jIyMMHToUABAWFiYRh3NiQyRJEnYt28fAKBKlSpo2LCh2vUaNmyIypUrAxDXoCRJORYjUU5KOUjf48eP0yznNSOPzM4LyUfZrSk2NjbV67xW5JfeuaGc8eWXX+Ldu3dwc3PTaADYnLxmmADnMcqRIK2srFC3bt1012vRooXq+dmzZ/UeF1Fe5O/vr+p/l/KaUUe5PDAwEAEBAfoOjUgW8fHxqudGRmn/ROA1I4/MzgvJ4969e7hx4wYAqFoblXityCujc0P6t337dhw8eBBFihTBL7/8otE2OXnN8C6ax9y7dw8AULFiRZiYpD+GWcqLXbkN5YwdO3agcuXKsLCwQMGCBVGpUiW4ubnh1KlTcodGH0l5bWT2HySvKfkMGzYMDg4OMDU1hZ2dHRo2bIgZM2ao/qMk3fHx8VE9V3dN8JqRR2bn5WO8ZvQnOjoajx49wuLFi9GqVSskJSUBAL755ptU6/FayXmanpuP8XrRrbdv36o+859//hnFihXTaLucvGaYAOchsbGxCA0NBZD5iHSFCxdWlX48f/5c77HRB3fv3sXDhw8RGxuLd+/ewc/PD+vXr0fr1q3Rq1cvhIeHyx0ivZfy2sjsmipVqpTa7Uj/fHx8EBISgoSEBLx58waXLl3CTz/9hIoVK+Lvv/+WO7x8Izk5GQsXLlT9u1+/fmnW4TWT8zQ5Lx/jNaNbKeeMtbKygrOzMyZNmoTg4GAAwOTJkzFo0KBU2/BayRnZOTcf4/WiW1OnTsWrV6/QuHFjjBw5UuPtcvKa4TRIeUhkZKTquSZTG1lZWSEqKgrv3r3TZ1j0nqWlJbp37442bdqgSpUqsLa2xuvXr+Hj44MVK1bgzZs32Lt3L3r06IFjx46hQIECcods8LJyTaWcvorXVM4oX748evfujUaNGqn+s3vy5Al27dqFnTt3IjY2Fp9//jkUCgXGjBkjc7R535IlS3D58mUAQK9evVCvXr006/CayXmanBclXjM5q1atWlixYgUaNGiQZhmvFXlldG6UeL3o3tmzZ7Fq1SqYmJhgxYoVUCgUGm+bk9cME+A8JGUnfk1GUjMzMwMAxMTE6C0m+iAoKAiFChVK83q7du3w1VdfoVOnTrh+/Tp8fHywfPlyfP311zkfJKWSlWtKeT0BvKZyQq9eveDm5pbmP09XV1d89tlnOHjwIHr37o2EhAT873//Q/fu3VG8eHGZos37fHx88N133wEA7O3tsXz5crXr8ZrJWZqeF4DXjD717NlT9cVDTEwMHj9+jO3bt2PPnj0YNGgQli5diq5du6bahtdKzsjOuQF4vehDfHw8xowZA0mS8L///Q81atTI0vY5ec2wBDoPMTc3Vz1POSBGeuLi4gAgzRDipB/qkl8lBwcH7Ny5U3VBK4dwJ3ll5ZpSXk8Ar6mcYGtrm+E3x127dsWsWbMAiH5fq1evzqnQ8p1///0XvXr1QmJiIszMzLB9+/Z0p7DiNZNzsnJeAF4z+lSoUCFUr14d1atXh6urK/r374/du3dj/fr1ePLkCXr06IG1a9em2obXSs7IzrkBeL3ow/z583Hv3j2ULl1a9dllRU5eM0yA85CCBQuqnmvS3B8VFQVAs3Jp0r/y5cujXbt2AAA/Pz+8ePFC5ogoK9eU8noCeE3lFqNHj1b9AZNykCDSnL+/P9q3b4+wsDAYGxtjy5YtGY6+yWsmZ2T1vGiK14xuDRkyBH379kVycjLGjx+PsLAw1TJeK/LK6NxoiteL5u7fv48FCxYAEI08KUuUNZWT1wwT4DzE3NwcdnZ2AMSw3xkJCwtT/XKk7ChO8nJxcVE95+iC8ks5yEJm11TKQRZ4TeUO9vb2qnsir6ese/HiBdq2bYsXL15AoVBgzZo16NWrV4bb8JrRv+ycF03xmtG9Hj16ABB/kB85ckT1Oq8V+aV3bjTF60VzS5YsQXx8PMqXL4/o6Ghs3bo1zePOnTuq9U+ePKl6XZmv5OQ1wz7AeUzVqlVx5swZ+Pn5ITExMd2pkO7fv59qG8odOMF97pLyC4mU14w6vKZyJ15T2RMaGop27drhyZMnAMQ39kOHDs10O14z+pXd85IVvGZ0K+UUL0+fPlU957Uiv/TOTVbwetGMsiT5yZMnGDBgQKbrz507V/Xc398fVlZWOXrNsAU4j2natCkA8W3W1atX010vZalGkyZN9B4Xaebu3buq5yVLlpQxEgKAcuXKqc5DZuVNp0+fBgA4OjqibNmy+g6NNBASEoI3b94A4PWUFeHh4ejQoYPqfrRw4UKMGzdOo215zeiPNudFU7xmdC9ly2DKUkxeK/JL79xoitdLzsrJa4YJcB7Ts2dP1XNPT0+16yQnJ2P9+vUAxOAArVq1yonQKBNPnjzBsWPHAIj+wI6OjjJHRAqFQlUidf/+fVy8eFHtehcvXlR929ijR48sDetP+uPh4aH6dl4X/SMNQXR0NLp06YJr164BAL7//nt8++23Gm/Pa0Y/tD0vmuI1o3s7duxQPU856i2vFfmld240xetFc2vXroUkSRk+Ug6MderUKdXrygQ2R68ZifKcZs2aSQAkExMT6fz582mWL1q0SAIgAZBmzZqV8wEaoP3790sJCQnpLn/16pVUu3Zt1Xn57bffcjA6w+Hv76/6jN3c3DTa5sGDB5KJiYkEQKpXr54UHR2danl0dLRUr1491TX38OFDPUSev2X1vPj7+0vXrl3LcJ0DBw5IpqamEgDJ3NxcCgwM1FG0+VdcXJzUvn171bn45ptvsrUfXjO6pYvzwmtG9zw9PaWYmJgM11m8eLHqvJUtWzbN3wG8VvRD23PD60Ues2bNUp2TU6dOqV0np64Z9gHOg5YtW4YmTZogJiYG7du3x/Tp09GqVSvExMRg69at8PDwAAA4Oztj0qRJMkdrGL766iskJCSgT58+aNSoEcqWLQsLCwuEhobC29sbK1asUJXRNG3aVOdlbYbq7Nmz8PPzU/07NDRU9dzPzy/N1AfDhg1Lsw9nZ2dMnjwZCxcuxJUrV9CkSRN8++23qFChAh4/foyff/4Z169fBwBMmTIFlSpV0st7yU+0PS8BAQFo1aoVGjVqhG7duqFWrVqwt7eHJEl48uQJdu7ciZ07d6q+mf/1119ZUaGBAQMGwMvLCwDQunVrjBw5MtWgJB8zNTWFs7Nzmtd5zeiWLs4Lrxndmz17NiZNmoQ+ffqgadOmqFChAqytrREZGYnbt29j06ZNOHfuHABxTlauXJlmXBZeK/qh7bnh9ZJ75dg1k620mWS3f/9+ycbGRvVNyscPZ2dn6dGjR3KHaTDKlCmT7rlI+ejTp48UFhYmd7j5hpubm0afu/KRnqSkJGnEiBEZbjty5EgpKSkpB99d3qXteTl16pRG21laWkp///23DO8wb8rKOQEglSlTJt198ZrRHV2cF14zuqfp/+tOTk6Sl5dXuvvhtaJ72p4bXi/y0KQFWJJy5pphC3Ae1a1bN9y6dQvLli3DoUOHEBgYCFNTU1SsWBF9+/bF+PHjYWlpKXeYBmPdunXw8fHBhQsX8OTJE4SGhiIiIgLW1tYoVaoUGjduDDc3NzRq1EjuUEkNIyMjrF69Gn369IGHhwd8fX0RGhoKOzs7uLq6YuzYsejUqZPcYRqMunXrYuPGjbhw4QKuXLmCly9fIjQ0FImJiShcuDCqVauGNm3aYNSoUbC3t5c7XIPEayZ34TWjeydOnMDx48dx6tQp3Lt3D8HBwXjz5g3Mzc3h4OCAWrVqoWvXrujXr1+Gf2/xWtE9bc8Nr5fcLSeuGYUkcXxvIiIiIiIiyv84CjQREREREREZBCbAREREREREZBCYABMREREREZFBYAJMREREREREBoEJMBERERERERkEJsBERERERERkEJgAExERERERkUFgAkxEREREREQGgQkwERERERERGQQmwERERERERGQQmAATERERERGRQWACTERERLmCt7c3FApFmsfs2bPlDk0jZcuWTRN72bJl5Q6LiIhSYAJMRET5XnqJVUaPCRMmyB026cmFCxdU59nNzS1L20qShDJlykChUKBIkSKIj4/XU5RERKQPTICJiIgo11mzZg1u376N27dv48svv9Tpvhs1aoRKlSoBAHbv3o2oqCiNtz19+jSePXsGAPjss89gamqqWubl5aWKuUePHjqNmYiIdMNE7gCIiIhy0hdffKFRQmVnZ5cD0VB6ypUrh+rVq+tt/0OGDMHMmTPx7t077N27F4MGDdJouw0bNqieDx06NNUyZ2dn1fNChQrpJE4iItItJsBERGRQ7O3t9ZpYUd4wdOhQzJo1C5IkYcOGDRolwLGxsdi5cycAoFKlSmjUqJG+wyQiIh1jCTQREREZnDJlyqB58+YAgOPHj+Ply5eZbrN//36Eh4cDEC3IRESU9zABJiIi0pBylN9hw4YBAO7fv4/Ro0ejbNmyMDMzg4ODA3r16oWLFy9qtL/AwEBMmzYNderUQeHChWFubo7SpUvjs88+w6lTp9LdLiAgQDWI09q1awGIvqydO3dGyZIlYWJigpYtW6baRpIkrFu3Ds2bN0fhwoVhbW2NGjVq4Mcff0RERAQAqB11OSEhAcWLF4dCoUCnTp0yfU937txR7Wf+/PkafQ7ayu7nqCxhTkpKwpYtWzI9jrL8WaFQMAEmIsqjmAATERFlw+7du1G3bl2sWrUKT58+RXx8PEJCQrB37140bdoU27Zty3D71atXw9nZGQsXLsT169fx9u1bxMXF4fnz59i+fTtat26NUaNGITExMcP9SJKEoUOHok+fPjhy5AhevnyJpKSkVOvEx8eje/fuGDZsGM6cOYO3b98iKioKd+7cwaxZs1CvXj08ffpU7f4LFCigShS9vLwQFBSUYTxr1qwBABgbG2d5hOXs0OZz7Nu3LywsLACk7turzuvXr3H06FEAQLNmzTi9ERFRHsUEmIiIKItu3bqFQYMGwcHBAX/++ScuXryICxcuYPbs2TA3N0dSUhLGjBmD169fq91+zZo1GDVqFGJiYlC9enX88ccfOHv2LK5du4Zdu3ahc+fOAERy9+2332YYy9KlS7FhwwY0a9YMmzdvxpUrV3D8+PFULZRfffUVDh48CABwcXHBmjVr4OvrixMnTmD8+PF48uQJ+vfvn+4xRo0aBQBITk7G+vXr010vISEBGzduBAC0b98ejo6OGcauLW0/x4IFC6JXr14AgBs3buDOnTvpHmvr1q2qJPrjwa+IiCgPkYiIiPK5U6dOSQAkANIXX3wh3b59O9NHfHx8mv2UKVNGtZ+6detKb9++TbPOxo0bVessXrw4zfJnz55JlpaWEgDJzc1NSkhIUBvz9OnTJQCSkZGR9ODBg1TL/P39VccAIA0dOlRKTk5Wu5+rV69KCoVCAiDVr19fioqKSrPOjh07Uu1v1qxZadZp3ry5BECqVKmS2uNIkiTt3r1btY+dO3emu156Up6nU6dOZbiuLj5HSZKko0ePqo45derUdI/n6uoqAZAsLCyk8PDwTN+Lm5ubBEAqU6ZMpusSEVHOYQswEREZlOXLl6NGjRqZPjQp9bW1tU3z+sCBA1GyZEkAwJkzZ9IsX7ZsGaKjo1GyZEmsWLECJibqJ2SYM2cOHB0dM211LVSoEP78808oFAq1yz08PCBJEgBg5cqVsLS0TLPOp59+qmoJTY+yFfjRo0c4d+6c2nU8PT0BiCmkunXrluH+tKWrz7Ft27aq87Vp0yYkJyenWefBgwfw9fUFAPTo0QM2NjY6fCdERJSTmAATERFlUY0aNfDJJ5+oXaZQKFC7dm0AwJMnT9Is37dvHwCgW7duMDc3T/cYJiYmqml2Lly4kO563bp1Q8GCBdNdfuLECQBArVq10o0ZyLys99NPP1XNbatMdFMKDg7GkSNHAACDBw+GqalphvvTlq4+R2NjY9UUSEFBQWoHzcpo7l8iIspbmAATEZFBUc79mtkjo0GOqlSpkuExihQpAgCIjIxM9Xp4eDj8/PwAAH///bdqtOT0Hso5Z1+9epXusTJKamNjY1XHq1u3boYx16tXL8PlFhYWGDhwIABg+/btiIqKSrV8w4YNqj6yI0aMyHBf2tL155hysK6PB8OSJAmbNm0CADg4OKB9+/b6eEtERJRDmAATERFlkboy4pSMjMR/rx+PxhwSEpKt40VHR6e7rHDhwukue/v2req5vb19hscoVqxYpnGMHj0agEjsd+3alWqZslXY1dUVNWrUyHRf2tD151itWjVVq/2uXbtSrXfmzBkEBAQAEOXtxsbG2To2ERHlDuo7zBAREZHOpUyIJ0yYgJEjR2q0XUblxLpKyNLrQ5xSrVq1ULduXVy9ehWenp6qcuBLly7h7t27APTf+gvo53McOnQorl+/jnfv3mHv3r2q1m6WPxMR5S9MgImIiHJI0aJFVc+jo6NRvXp1vR5P2WcXyLzVVNNW1VGjRuHq1avw8fHBkydPUL58eVXrr4WFBQYMGJDteDWlj89x4MCBmDJlChITE7FhwwYMHDgQcXFx2LFjBwDR77tWrVpaH4eIiOTFEmgiIqIcUqxYMdXcuMePH1eNzqwv5ubmqFChAgDgypUrGa6b2XKlgQMHwtLSEpIkYd26dYiJicHWrVsBAL1791Y7Mrau6eNztLe3R8eOHQEAx44dw6tXr7B//36Eh4cDYOsvEVF+wQSYiIgoB3Xv3h2AGCFaOTiTPrVp0wYAcPPmTdy6dSvd9TKaaiklGxsb9OvXDwCwbt067Ny5U5UkalqKrAv6+ByVSW5SUhK2bNmiKn9OOVI0ERHlbUyAiYiIctCUKVNgZmYGAPj8888zbXk9fPhwholrZsaMGaPq3zt69Gi1A0Ht2rULe/bs0XifyjmBnz59iqlTpwIAypUrh5YtW2Y7zqzSx+fYvXt31aBiK1aswNGjRwGIuYJLlCihg6iJiEhu7ANMREQGJSQkBHfu3Ml0PQsLC1X5sC6VK1cOK1aswPDhw/Hff/+hSZMmGDJkCLp27YrSpUsjMTERgYGBuHz5Mnbu3InHjx/jwIEDGU53lJG6deti9OjR8PDwwOXLl+Hq6oopU6agRo0aiIiIwJ49e/DXX3+hfv36uHz5MoDMB8Rq0qQJqlatinv37qmmFho+fLhGA2npij4+RzMzM/Tr1w9///03Hj58qHqd5c9ERPkHE2AiIjIoy5cvx/LlyzNdr2bNmrhx44ZeYhg2bBgsLCwwZswYREREYPXq1Vi9erXadY2MjGBlZaXV8f744w+8ePECBw8exN27dzF8+PBUy8uVK4fNmzejYsWKAETf4cyMHDkSkydPVsU4bNgwrWLMDn18jkOHDsXff/+t+nfBggXRs2dPXYVMREQyYwk0ERGRDD777DMEBARg4cKFaNmyJezt7VGgQAFYWlqifPny6NatGxYvXoyAgAC0atVKq2OZmppi//798PT0RNOmTWFrawtLS0tUrVoV06dPx9WrV1ONrKzJQFZDhgxRPW/Xrh1KlSqlVYzZpevPsXHjxqhUqZLq359++mmm8z4TEVHeoZD0PQQlERER5Xpnz55Fs2bNAIiRlZWDZ6XnxIkTaNu2LQBg27ZtqoGxtOHt7a1KUk+dOpWjfYp1bdiwYVi3bh3KlCmDgIAAucMhIqL3WAJNRERE2LJlCwCgQIECqFu3bqbrr1mzBoCYk7dHjx46j8ff3x92dnYAxBRF9vb2Oj+Grj18+BDx8fEAgLdv38obDBERqcUEmIiIKJ8LDQ2FiYkJChUqpHb5P//8o+r32r1793TXUwoICMCOHTsAiMGvlKMx69KIESNUz2fNmoXZs2fr/Bi61r59ezx9+lTuMIiIKANMgImIiPK5O3fuoEePHujbty/atm2LChUqwMjICE+fPsX+/fuxceNGJCUlwcLCAvPnz1e7j6CgIERHR8Pf3x/fffcdEhISYG5ujgkTJuTsmyEiItIC+wATERHlcyn71qbHxsYGO3bsQPv27dUub9myJXx8fFK9tmjRIkyZMkVncRIREekbW4CJiIjyuXr16mHt2rU4cuQIbt26hdevX+Pt27ewsbFBxYoV0bFjR4wfPx7FihXLdF+WlpZwdnbGhAkT4ObmlgPRExER6Q5bgImIiIiIiMggcB5gIiIiIiIiMghMgImIiIiIiMggMAEmIiIiIiIig8AEmIiIiIiIiAwCE2AiIiIiIiIyCEyAiYiIiIiIyCAwASYiIiIiIiKDwASYiIiIiIiIDAITYCIiIiIiIjIITICJiIiIiIjIIDABJiIiIiIiIoPABJiIiIiIiIgMAhNgIiIiIiIiMghMgImIiIiIiMggMAEmIiIiIiIig8AEmIiIiIiIiAwCE2AiIiIiIiIyCEyAiYiIiIiIyCAwASYiIiIiIiKDwASYiIiIiIiIDAITYCIiIiIiIjIITICJiIiIiIjIIDABJiIiIiIiIoPABJiIiIiIiIgMAhNgIiIiIiIiMghMgImIiIiIiMggMAEmIiIiIiIig8AEmIiIiIiIiAyCidwBkPasrKwQGxsLY2Nj2Nvbyx0OERERERFRpkJCQpCUlARzc3NERUXlyDEVkiRJOXIk0htjY2MkJyfLHQYREREREVGWGRkZISkpKUeOxRbgfECZABsZGaFEiRJyh0NERERERJSply9fIjk5GcbGxjl2TCbA+YC9vT2CgoJQokQJBAYGyh0OEVG+Uq9ePbx69QrFixfHlStX5A6HiAwY70eU3zg5OSEoKChHu3EyASYiIsrAq1evEBQUJHcYRES8HxHpAEeBJiIiIiIiIoPABDgPc3d3h4uLC4KDg+UOhYiIiIiIKNdjApyHjRs3Dnfv3oWDg4PcoRAREREREeV6TICJiIiIiIjIIDABJiIiIiIiIoPABJiIiIiIiIgMAhNgIiIiIiIiMghMgImIiIiIiMggmMgdABERUW62aNEiREdHw9LSUu5QiMjA8X5EpD0mwERERBkYOHCg3CEQEQHg/YhIF1gCTURERERERAaBCTAREREREREZBJZAExERZeDBgwdITEyEiYkJKleuLHc4RGTAeD8i0h4TYCIiogy0adMGQUFBcHR0RGBgoNzhEJEB4/2ISHssgSYiIiIiIiKDwASYiIiIiIiIDAITYCIiIiIiIjIITICJiIiIiIjIIHAQLNIbDw+5I6DcZswYuSMgIiIiIkPGFmAiIiIiIiIyCEyAiYiIiIjyq7JlAYUCCAjIuWPOni2OOXt2zh0r5SMn32tOePs27XvMic82n2ICTERERERkaFq2TJtUmZoCTk5A797A8eO6P+batWmPqe5RtmzW912qFNCkiXiYm6deNmxY2mNYWgIlSgANGwLjxwMnTgCSlP7+1SXaxsaAnR3QqhWwciWQnJzxti1bZvwelJ/Px+/fxOTDeytVKuN9UKbYB5iIiIiIyFCVKgWULi2eR0UBfn7Anj3i8dNPwPTpuj+mmRlQr176y0uUyPo+R4zIvFXU3h6oVEk8T0wULavXrgGXLgHu7kDNmsCGDUCNGunvw8bmw/KEBMDfH/D2Fo+9e4F9+0TCqkvW1sDZs+L57NnAnDm63b+BYQKsIxs3bsSZM2dw9epV3L59G/Hx8fD09MSwYcN0sj4REcnD19cXSUlJMDY2ljsUIjJwerkffZw4xsQAU6cCf/4J/PAD0KcPULmy7o4HAMWLf0joclKnTqKVNaWYGODIEfEZ3LwpWoTPngVq11a/j9q1RbKb0vr1wPDhwOHDgKcnMHq0HoInXWEJtI7MmDEDHh4eePr0KUpo8K1VVtcnIiJ5lChRAk5OTrxXE5HscuR+ZGEBLFkiynCTk0WrZn5mYSFKvi9dAtq0AaKjgX79gKQkzfcxdCgwcKB4vnu3fuIknWECrCOrVq1CQEAAXr9+jc8//1zn6xMRERERqfX0KTB4sCjxtbQEPvlElPRm1Kc1IyYmH1pA0xtQKjERWLQIqFJF9Ll1dBQtn8HB2Tum3CwsgI0bRXm2nx+wY0fWtnd1FT/z2wBc+RBLoHWkbdu2el2fiIiIiCiNe/eAZs2AN29EIlqtGvD6tRjY6e7d7O83Olr8tLRMuywpSbSaHjgg/u3sLBJIT0/Aywvo3j37x5VT8eJAz57Atm3AoUNA//6ab5vR50W5Sp5PgENCQnD58mVcvnwZvr6+8PX1xZs3bwAAbm5uWPtxnX8Gnj17ht9//x2HDh3Cs2fPYGZmhooVK6Jfv3748ssvYclfaCIig+Ph4YF3797B2toaY8aMkTscIjJgae5HkiRaft+8ATp0ADZvBooUEStv3SpKc7PTCvzff8Dly+J5rVppl7u7i+S3cGFg/36gaVPxekAA0K0b8Pff2Xl7uUPTpiIB9vXN2nZHj4qf6j4vub16BXz6ada3q10b+OMP3ccjszyfADs4OOhkP4cOHcKgQYMQHh6uei06OlqVVK9atQqHDx9G+fLldXI8IiLKG3788UcEBQXB0dGRCTARySrN/ejkSTGKsbJ8V5n8AqL18sIF4PffNT9AVBRw6xYwZQoQFgaULy/6w6YkScBvv4nn8+Z9SH4B0W943Tqgbt2Mj/P0qZjuJz3ffAMsXap53LqknGYoJCTzdRMSgCdPgF9+AXx8RAv8hAl6DS9bYmOBc+eyvp2uR7POJfLVuypVqhSqVq0KLy+vLG138+ZN9OvXD9HR0bC2tsa0adPQqlUrxMTEYOvWrVi5ciUePHiALl26wNfXF9bW1np6B0REREREGvrnH/Gzb18xH+3Hvvwy8wR4zhz10+q0bw94eIg+sSnduwc8eyaSPXWzl9SpI0ZSvngx/WNmNg2SnA1OVlbiZ2Sk+uU+PuqTdxcX0Vqa0RRKcilbNvv9wfOhPJ8Az5w5E66urnB1dYWDgwMCAgJQrly5LO1jwoQJiI6OhomJCby8vNCoUSPVstatW6NSpUqYOnUq7t+/j8WLF2PmzJm6fhtERERERFnz8KH4WbWq+uWVKolWvMTE9PeRch7g0FCxT4VCJHLK19Uds0yZ9Pu7Vq2acQIs1zRImnj3Tvy0sVG/POU8wJGR4vOIjRWDgNWpkzMxklby/CjQc+bMQdeuXbNdCu3r6wvv93N5jRw5MlXyqzRp0iRUfX9jWbp0KRISErIdLxERERGRTiiTtWLF1C83MlLfMpzSiBEiGT17Frh/H7hzByhXTpQ5//RT1o8JADrqoiiLZ8/ET3t79ctr1/7wed28CTx/DnTtChw7Jlri1bW0KudtzmxqJeUXFZx3Xq/yfAuwtvammNts+PDhatcxMjLC0KFDMW3aNISFhcHb2xvt2rXLoQiJiIiIiNRQdst7/Vr98uRkMUBWVri4iEGg6tcHfvwRGDRIJMSaHhPQrP9sbqVsma5fX7P17eyALVvEdFDHjwObNomByVKytRU/377NeF/K5cr1dYWDYKVi8AnwmTNnAABWVlaom0GH/RYtWqienz17lgkwEREREcnL2Vn8vH9f/XI/PzFQU1bVrSsGv9q6VfQPTjmrivKYz56JqX/UlUHfu5f1Y+YGL1+KUa0BoEsXzbeztgZ++AH4/HNg9mxgwIDUrbjKz8zPD4iLS9uvWun2bfGzcuUsh54hDoKVSp4vgdbWvfcXaMWKFWGSwUmuUqVKmm2IiIiIiGTTvr34uWOH+pbev/7K/r6/+0783LRJjNqsVKWK6DccEwOsX592uxs3xOjTeU1MDDBkiEhQnZ2BPn2ytv2wYaJv8+PH4ouDlJo0EYNrxcYCO3eq3/7t2w/zKivPq64oB8HK6uN9N9H8xqAT4NjYWISGhgIAnJycMly3cOHCsHo/Ktzz58/TLF+1ahWGDRuGYcOGYceOHWleS1lqnZ31iYiIiIhSadNGlKlGR4vkLSzsw7Lt24Hly7PfilezpphbODERWLTow+tGRsDEieL5998D589/WPb0KeDmBhQokL1jyiEmBtizB2jQADhxQiSq27dnvR+umZmYvgkAFixI3Re4YEHgq6/E86+//jB6t1JgoOg/HBYmys0HDMj++6FM5c92bQ1FphjeXJOpjaysrBAVFYV3ys7/KZw9exbr1q1L9dq5c+dw7n25QdmyZdGzZ89sr59SXFwc4uLiVP+WOKw5ERERkeFRKIANG4DmzYEjR8RIxNWqif65T5+KaZAOHUrdgpsVU6eKZG3NGlHiW7y4eP2rr8SgT4cPi9bNKlXEtEh37gAlSwJjxwJ//pn+fl+9Sj1/sDpHj37ob6wrR458OG5Skkg4nzz5UCZeq5b4PKtXz97+v/gCmD8f+PdfYN8+IOXf8nPmiNcPHAA6dgRKlBCjbEdGihL25GTx+e7eLT5L0huDbwFWMjU1zXR9s/f1+jExMWmWrV27FpIkpfuYPXu2VuuntGDBAtja2qoeL1680OwNExFRljk7O8PFxQXOyj5cpJGAgAAoFAooFAqULVtW7nAMUtmyZVXnICAgQO5wSAfU3o+qVQOuXAEGDhT9ce/cEVP1/PFHxkmoJlq3FvP1xsYCixd/eN3YGNi7V7R0OjuLJDI4WLT+Xr4MFC2a8X7j4kSf1IweGU3dlF0hIR/2f+OGKDuuUwcYN04MYHX9evaTX0AMXjV2rHg+f37qZaam4jPbsgXo1Ekk4FevilGka9YUXzDcvi2ScNIrg24BNk/x7Up8fHym6ytbXS0sLPQWkyamTZuGicrSEwBVq1ZlEkxEpCcnT56UOwRZtGzZEj4+Plne7vr166iVS/6ACwgIQLmUo9d+xNjYGDY2NihevDjq1KmDbt26oVevXhp9KU4kh3TvR+XKib666qT35Yem/Tt9fdW/XqCA6Ces7Cuc0uzZ4vGxYcPEI6etXZt6IK/sSO89feyXX8RDHSMjoH9/8SDZGHQCXLBgQdVzdWXNH4uKigKgWbm0PpmZmalaowFAoVDIGA0REVH2lS1bFk/fl2f6+/vnaGtxUlISwsLCEBYWhnv37mHTpk0oV64c1q1bh2bNmuVYHESkA2vWiFZcQAw0pSzXzg/evRNl08CHeYop2ww6ATY3N4ednR1CQ0MRGBiY4bphYWGqBLhUqVI5ER4REVGu4OrqivoazolZrFgxPUeTfUOHDk315XdiYiKCg4Nx7tw5vH4/p6m/vz86dOiAkydPomHDhnKFSkRZ9fy5eACiZDs/SUzM3jRGpJZBJ8CAKB8+c+YM/Pz8kJiYmO5USPdTzK9WtWrVnAqPiIhIdp07d85wbAp1ypYtm+sGaZwzZ47aFub4+HgsWbIE06ZNgyRJiImJwdixY3Hjxo08XWXFfr9kEDQtTc7LChVKPao0acWgB8ECgKbvR4KLiorC1atX010vZT+oJk2a6D0uIiLKHQYNGoQOHTpg0KBBcodCemJqaopvv/0W3yinMAFw69YtXMiLc5lSvsb7EZH2DD4BTjnVkKenp9p1kpOTsf79RN+FChVCq1atciK0TLm7u8PFxQXBwcFyh0JElG/5+PjAy8srWwNCUd4yYcKEVP8+ffq0PIEQpYP3IyLtGXwCXL9+fdVAF6tXr1b7be9vv/2Ge/fuAQC++eYbFMglk3uPGzcOd+/ehYODg9yhEBERpZLRNEgplz1NMT9puXLlVK+nfHhrOlqtlsqUKYPChQur/q3JDAuSJGHPnj1wc3ODs7MzbG1tYW5ujlKlSqFnz55Yt24dErMwnUtUVBR++eUXNGzYEEWLFoWVlRWcnZ0xYsQIXL58WbVeys8nPVmdBunZs2eYOXMmGjZsCAcHB5iamsLBwQENGzbErFmz8FzZvzID3t7eqmO2bNlS9frJkyfRv39/lC9fHubm5ihatCiaN2+OP//8EwnKOViJiHJAnu8DfPbsWfj5+an+HRoaqnru5+eHtR8NeT5MzdDry5YtQ5MmTRATE4P27dtj+vTpaNWqFWJiYrB161Z4eHgAEHOvTZo0SS/vg4iIiORnYWGBsLAwAEBsJgPp3Lp1C25ubrhx40aaZYGBgQgMDMS+ffuwYMEC7N69Gy4uLhnu7/r16+jdu3eaZPXRo0d49OgR1q5dix9++AFz5szJ0nvSxPz58zF37tw07zkkJAQhISG4dOkSFi1ahFmzZuE7ddPepCM+Ph5fffWV6m8ppbi4OJw5cwZnzpyBp6cn/vnnH9jZ2enkvRARZSTPJ8CrVq3CunXr1C47d+4czn00Ypq6BLh27drYtm0bBg8ejIiICEyfPj3NOs7Ozjh06FCq0SOJiIgo62xsbDBu3DgAwPr16xEZGQkg7SjNSo6OjjkSV0JCQqov0u3t7dNd9/Tp0+jWrRsiIiIAACYmJqhXrx4qV66MAgUKICAgAGfPnkVsbCwePHiAxo0b48KFC+kOpPnw4UO0a9cOb968Ub1Wu3Zt1KxZE0lJSbh69Sru3r2LH3/8UeeJ4vjx4+Hu7q76t5WVFVq3bo3ixYvj1atXOHXqFN69e4fY2FhMmzYNwcHBWLJkiUb7Hjt2LNauXQsjIyM0aNAAVapUQXJyMi5evIgHDx4AAK5du4ahQ4fi8OHDOn1fRETq5PkEWFe6deuGW7duYdmyZTh06BACAwNhamqKihUrom/fvhg/fjwsLS3lDpOIiCjPK1KkCP78808AwMGDB1UJcHqjNOeUkydPIj4+XvXv9KZBevXqFfr166dKfgcMGIBffvklTaIeHByML774Anv27EF4eDg+++wzXL9+HcbGxqnWkyQJI0eOVCW/9vb22LZtW6oSYgDYt28fhgwZgilTpmj7VlW2b9+eKvkdOnQo/vjjD9jY2Khei4iIwLhx47Bx40YAwNKlS9G0aVP06dMnw31fvHgRPj4+cHV1xfr161GlShXVMkmS8Pvvv6v6XR85cgSnT59G8+bNdfbetNKyJZCyn22ZMkBOjqodEgJUqAA0aQIcPZpzx1Vn/XrAzQ1YuRIYNUr9OhMmAMuWpX5Nk1GLw8OB338HkpKAtm2B94PT6szUqcAvvwAXLgCc1kw7T54AlSsDn30GvL8X5FV5vg/w2rVrIUmSxo+MlClTBosXL8aDBw8QFRWFsLAw+Pr6YurUqUx+iYjIYB0+fBjjx4/P9BEUFCRvoElJ4o/0Fi0AOzvxx5qGIiMjUyWWZcqUQfv27cU/tm8HOnYEHBwAMzN8X6GCagDKUaNGYfPmzWpbqR1u3cIOAK1MTQEAt2/fxs4aNcQf5CkcPnwYZ8+eBQAYGxvj4MGDIvm9dw8wNQUUCqBiRfTo0QNbt25FXFxcFj6U9CUnJ6cqZ+7Tpw/Wrl2bKvkFRIv9+vXr0aNHD9Vr3377LZKTk8U/fH2BxYuB/v3F4724uDhUqlQJJ0+eTJX8AqIP8zfffINPP/1U9dqWtm0BGxugcWNg0ybt36BCAWjbf7x6dZGEurqmXVa2rDhGZo+PuuNpZM4c4N07YOZM7eL38hIxWFgA77+wyVBICFCggNjG11e8NnAgUL48MGsWEB2tfrvy5cXnlJWZUuLigB49xHucMwfo1Am4ckXz7TPz/Dnwxx9Au3Zpk9+HD4EFC4D27YHixcV7LlIEaNUK8PQElL/bWdGypWa/D8OHp94uNBTw8AA+/RQoVw4wMwMKFgTq1AF+/FF8SZAeb2/xPnr1AhwdPxwjMDDzeJOTxZcPtWsDVlbi/bdtCxw5on798uXF78LmzcD165p+KrkSW4DzMHd3d7i7u3MUaCIi0itfX1/4Kv8YzsCoUaNyrFw5jbAwoHNn4OJF8QegszNQogRw5066myQlJeHVq1c4efIk5s2bh4cPHwIArK2tsWnTJphKkvgDff9+sUH58nhdsiQ2ve/za2tsrL4UWJKAL78EVqyAMYD5xYqh0evXAIBN9+/js59/BlIk2ylnoRg0aBBcXV3FPsaOBT4aIKpz585o164djh07lo0PKTUvLy/4+/sDEFNB/fHHH+kOqqVQKODu7o7Dhw8jISEBjx8/xrFjx9ChQwdg9Gjg5k212y1cuBDW1tbpxjAiKgo73z/3NTYGnJxEa53y8b5SQDZ//CESm4xUqgRkUC6PrA5W+uSJ+CKnZUvxZYA22rYFSpYEXrwAdu1Km3x9bOtWIDFRfHmkTPpNTERL6uefi8/j22/Tbvf11+IBiOsvM8nJIpny8REJaO3aIvHq3Bk4d058ptqaPRuIjQW+/z7160lJqb8cc3ICatUCnj0TCaW3t/gc9u0DzM01P16NGuKzUyc5Wfw+A0CjRqmX9eoFvP8CDIULiy9d/vsPuHFDJJpr1gAnT4oE9GM9e2acIKcnKUnc2w4dAoyMxDEjI4ETJ8Tjl1+AyZPTbjdtmqgImD49/UQ5D2ACnIeNGzcO48aNg5OTk/zfuhNp4KMxUEgDY8bIHQFRHpCcDHTvLpLf3r1FKaaTkyhZLVdOtVq5FM/T4+rqit9//12UPw8cKJLf5s3FDaxyZRzfsgVxAwcCALq2aKE+ufv+e2DFCvFH5Zo1aFCvHiytrREdHY2ztraihSmFlFPaDHy/b6xeDZw5I96XMgF/b9CgQTpJgE+ePKl63qlTJ5QoUUIkDXPmiBg/GjfF0dERHTt2xIEDBwAAp06dEglw+fKAiwtQv75Ilr76CgBgbmqKrl27ph/A1q2oneKP6AArK+DuXfEHeI8egLu7SAJTtBKnKz4e6NMH+OEHEcfHXrwAxo8XrWVZqAzQyPTpaT4rrfz9t/jiw81N+30ZGYnf419/FWWrmSXAytLWIUNSv96/P/DNN8Dy5eLLGyMti0i//BLYvVtcpydOiN+hoUOBLVuADh2A8+dFYpxdYWGipbJsWXH9piRJQKFC4vdh+PDUieX27eJcenkBM2aIz01Tf/yR/rLjx0VLtJkZ0Ldv6mXGxuJcf/GF+N1VfoFw/booN370SPxU9yVktWriy7769cWjXj3NYv3lF5H8OjgA//wD1KwpXt+8WZz7qVNFJc3HlQ9VqgANGoht/PyAihU1O14uwwSYiIiIMjRr1izMnj1b7jDS5+EhWlBatQJ27Mj2H+fOzs7YuHEjnJ2dRb/LLVvEH3xHj4oSUiDVdIkPIyMxfvz41Dt58wbYtk20HNWvD6xbB6xbp2pZDXv7FlGtW8Pq/eqBgYGpBt5ydXUFXr8WrWw1aohk8qME2FVdOW42XE9RxthEw9LVJk2aqBLga9euiRd37/6wQoqS48qlS8P0ffm3WvPmoWiKf4YrW7LatBFJ5fffA3PnapYAv3snysUbNxb9UefO/bBszRpg0iSRDGUysrfsEhJEybSZmWgZ1IUhQ0Qi5+0tvggoWVL9eg8fiiRLoQAGDUq9zNZWdAPYtw84dkwkqdk1a5ZI8suVE8mv8oupjRvF+167Vhzr9GlREp8d69eLc92/f9oWaWNj0cqeYsozlX79AH9/4LvvxO/NokXaJ/sAsGGD+Nm1a9rj7t4tyo8/Vru22K5hQ1Eafv26eC2ljwb71Uh8vHhfALBkyYfkFxBflnh7iwqEefPE+f5Y//7ApUviS7oFC7J+/FyACTAREVEGRo8ejfDwcNja2sodCqVHOfjO3LkZ/rGacpRpSZIQEhKC+/fv4877MumHDx+ifv36OHbsGFyXLhUbzZihSn6B1HMDZ1gaHhsr/oBWIywsDFZWIgVOmfxaWlqiSJEiwODBogVr//40JdBAOqNi378v/qg9eRJ4+RKwtgZiYtL9LADg9fuybED0edZEykHKUsaujq2VVfoLHzwA/v0XBVK8lGq+5BEjRAJ865ZIzJydMw6sSBFR4nvihGipVH5pMGaM+CwXLBDPdZHM6NOpU6Ifbps2Iun8iPJ+5FCggPh89u0TCZuRkWgNHDlSPFK+z08+EY9bt0QLn7rSVuBD62+zZuLLgo917SqOt21b9hPgFStEv1ZnZ3GunJw+LDMyEteMublYr0cP8eWTmVnWj7Ntm/jZpUvaZQqF+uRXqX17kQCHhYkvo7Jawv6x6OgPXxJ93LIOqE9+lRo0EL8H4eHiOvg4Ac6OU6fEe7OxUf/l0siRIgH+5x9RFv3xyPxduwL/+5/4jJkAExER5T+zZs2SOwTKyKNHIvkrUkS0/u3bJ1qBX74EPhrAMr1Rps+cOYMhQ4bg6dOnCA8PR6+ePXErOBhFFArxB7S3t2iJCQhAeAZ9ijWVMtF79+6d6rmlpaUoldy0SZRmNmmidhAnq48Ty+3bxR/W8fHij1UXF+DVK9GPMAMpj51mn+lIuZ5y9O70pNefGIAoVwdECaWfX9rlxYuLUZAfPxatTZklwEpt2gBXrwKtW4vfjbdvxfbq+k/mRqdPi5/qyrjx/n70778iAQ0KEq3eFSuKAaUuXxbv1ctL/E6k/PyHDBGlyxs3pp8AKwceU5ekpYxJGWNW7d4NjBsnEvXjx9WXOCsUoszazEx8sTVokHgvWfniIiZGtJgaG4uBpLIqZZVAii+/sm3vXlGhULSo6OOcFUlJH74E00UswIdrr359MfjXx+rWFV9CxMaKfsjNmqVeXrGiuN/6+4vBtlJ+iZFH5PKvwYiIiIgycPWq+FmlivjDvWdP8Yf8yZPAwYMa7aJZs2b4559/VP15g168wKSkJFEq+vPPorT6/UA0ViEhqu2WTpmSeraJly8hAZAUCkhLlkAyNhb/TvmwsUHZFAlfyoQyOjpa9AMsXFgcNx1RUVGpXxg6VCQIHh4i4bt+XXwBkHJgprt30+wnZf/lNPvU4Njq5mzW2KNH4mdGialymXJdTXh7i36LytbtQoVEK9rKldkb2TennT8vftatq355VJRoGQ0KEoNOvX4tEmI/PzHgW7VqwM6dwF9/pd5u0CCREN68KdZXd9wnT0Ti83EfVaVq1UQS9vix+IIlq3r3FgndnTuZ9+9dulT01d25M+ut9r6+ImmsWjXNl2Aa2b5d/KxePfsl2Ckpy58/+0x9wpmRgwdFC7Kxse6mccrs2jMxAUqVSr3ux5R9jZWDd+UxTICJiIgo73r5Uvz09RWJ76hRYvCr2Ni0c1VmkABVrlwZP/74o+rf6wHcDg4GFi4EunUTrcxxcXBI0S/z0fLlomXn41gUCtHntH594No10Tr3779iEJyICDFY0/PnAAA7OzvV5tHR0Qjz8xNlhcWKpRtrmoEv4+JEwjx6dOpkIWWLkZqpeIqlOMazZ8/SPV5KT58+VT1PGXuWhYWJnxmVoiqXKdfNbH+ffSZGPW7X7sOo1B4e4hxOmSLOx+3b2Y85PcOHZzztzdu3mu9L+fmWKKF++Zo1IgHt1Uu0kKZM0FxcRImzQiGmpUqpRAnROg6on8NV+Vq3bmpLrwGIJEz5pUqK34NcJ7PPMCN37nz48mDqVO1jCQ4WfaaB9FvW0xMV9WG0eDe3jEcazwpdXHvKzzY3/x5kgAlwHubu7g4XFxdOg0RERHlWhmWymlC2SCYkiFK9lSuBMmVECeXHAzulGPVYnXHjxqlGik4G8ENiomgl2bVLjBxsaooGKUY1/ufdu9QjOitjSU4WfXAPHRJ99kxNRXKyb59oVY6IEC1cAEqVKoWiRT8MBXXZ2VkkshlI0+/Y2DjzUYgvXUrzUu0U/QnPK1seM3EuxaA7dbJTXqqkLDPNaJAsZd/PTPoyAxDzmEZHi0GBfvstdfI/cqRoAS9dOustcJqoVOnDHLjqHiZZ6HGo7FedXr9QZV/SUaPUL//kE9F/98mTtHPBKhOwzZtF66pSQsKHVs/MkjRlXCn6j+c6mX2G6Xn7Vnw5FR8vSpWzmrCqs2WLaPWuVCnrLbgjR4oWWCenNHOHa0UX115e+D3IABPgPGzcuHG4e/cuHLTtnK8P0dGofHZV3ig3IiLKgJOTExQKBZzyYD+nvMA8xTybCWoGfNJgBx+ef/NNxuummG5IHVNTU0yfPl317/0AbvXsmSpp6tChA0zeJzR+AA6uW6c+lqFD07awWFiIuVQBMbjPey1atFA931ypUqYln5uUfTWVjI3FH+xNm6Z+pCxT/bhkdfZstE7xR/XhPXsQolCIKZAAta2arxQKHD18WLVN69atM4wzQ8rPKj4+/XXi4sRPTfo+mpoCBw6Icmd1SpYUyWOVKlmLUxPTp4tS0PQeGcyDnIYyOUln4Kf/3ve/vdmzZ9rzrXwoE8CPKwV69RKxPHsmpthSOnJEjF5uZydGX86I8lxo8qWEXDL5DNWKixPdJx4+FKXe6lrJs0NZ/pzVZPq778QgU9bWog9xVpP5jOji2ssLvwcZYAJM+vHNN2ixYTQ6/NUdZu/eyB0NERHlUilbP7M1p33KJDOz5ObjFjE13NzcUOb9F8sSgHmXL6da7ujoiMGDB6v+/fnNmx/iziSW5ORkvFZOQRMQoHp9eOnSquebjh5Nf2RpAIcPH047B3B8vGj5/Pih/CNWuU5KpUujfePGKPc+SYgDMMHO7kPfv49aNaXGjfF10aKIfz+AV4UKFdC2bdt048yUJuXNmpRq5jfKRCedsumC7xsWaiYkqD/n586JkXuBtMmJldWHqZVSJnjK5/37Z95CrhxYTZvyd20cOaI+6U854nomn2EaiYmifN7HR7See3np5nfu3j3RBQIQI7tr6tdfRZcGMzNRNZJef/Ds0sW1J/fvgZaYAJN+1KuHRBMzlLl9CH3m1YLDY81Kq4iIyLDUqFFD9Xy7sgwzKypX/vA8sxYfDaqSChQogGkTJqj+vev8edy7dy/VOvPnz0eJ930vgxIT4erqip07dyK5dOkPMaSIJSgoCMuWLUOVKlWwTZlQJyWplndOTkYjKF9OQteGDeFdpIgYKKh3b7EgIAD7ChVC/65dYfZx6aKjoyhp/fiRcmojf//U24wYAaNz57Bw/XrVS1tCQzHazg7vgFStmpFHjmBk5crY8ebDF9o///wzjLSZUqhSJfHzyZP011EuU66bVZIEtGyZvW3louznmc4I3lHvuww0dXBQf85TPtS9d2VL5M6d4guSiAjRcp5yWUaUcWXQR12vgoPVJ/0p+7Bn8hmmIkmi2mHfPtGv9fjx9OdJzipl62/Tph/mOs7MypWi36+JiShL16bKIj2ZXXuJiR8+z/SuPbl/D7TEBJj0Y+xY7P3uEt46OMM6LBDdfm2OT/75hSXRRESUSp8+fVTPly9fjoYNG+LLL7/E5MmTVY/Hjx+nv4PatT+U9GWUTAEaz+c5fOJElDI2BiBabefPn59qeYkSJbCvc2co2z5evnyJvn37ooSTE7pbWWE0gJF//IGePXuiYsWKKFWqFCZMmIBHjx6JUlNAJK3vGSkUWANAWeQYkpyMVmFhqBscjOFhYXADUC0pCT3DwxEpSfhl7FjVtgoRgGZ/7KvRr18/jBs3TvXvVdevoySAHsuWYcyYMejZsyccHR3hmaKv84QJE1Kdt2xRliqrmwIJECXbyvOeXllzflSrlvj50ZcuSo/et9BWzk53AUAMhOXoKFr4Dh8WiXBsrJhmKp2pl1TevBFzFFtapv7iKScNG6Y+2Z89+8M6ys/w/v3M9zd+vGgBL1pUDFZVoYJu4pSkzKeV+tjWraKLhJERsG4d0L27bmL5mPJ6unxZ7TzjuHpVfDliavrhs/yYclR5bcYBkBETYNKb/0rVxJ7pV+DnOgBGyUlouHsqOrp3g9m7ULlDIyKiXKJt27apSoovXbqE5cuX47ffflM9nr8fMVktK6sPc2um7I+rTuPGGsVkamqK71L0y92yZQv8UiZqsbFw9fHBFQBtUkwlEhISggP//YdVANbcuoV9+/bh8ePHkN4POOTg4IBKN26IlVO27CxdiiqSBK8rV1A6RTn0NQBrIUakvgsxYNgPP/yAz3/7TbVOQRMT8eXy779r9N7U+fPPPzF37lyYvW+1jgSw/8YNrFy5Evv27VPN92tubo758+djyZIl2T6WSpUqYpqa9ChLWmvU0HwO4PygaVPx88oVtYuPvP+yZ8S7d6kHstKUkREwcKB4vnHjh/JnTZI0ZfVCw4b6GUxMV8qVE0l+aGiqrgZpfP+9GPG5YEHRJ79aNd3F4OMjWlHNzNKfViqlw4fFuAHJySIm5TnSh1atRGlzRIT4AuRjq1eLnx06iM/mY1FR4gsac/MP0yHlMUyASa8SzAvi5MhNOD3YA4kFzFH6zmH0mVcbDn7nMt+YiIgMwvr167FlyxZ07doVTk5OqQbG0sjMmWIgqK1bUyfBERGp11MmykpLl4o+f/37p9nlyDVr4Pi+3DQpKQkLlK3AMTGileblS5QpXBjHL17E+fPn8b///Q9169aFvb09CgCwAOBkZYVWLVtiypQpOHb0KAKHD0eHx49Fy8r//pfmmHXr1sW///6Ln3/+Ga6urihUqBAszMxQEcCwggVx4cIF/Pjjj/gvRWtvITs78Uf2vHliup/0BqX5eOCsj8yYMQMPHjzAjGbN4ArAztoaJiYmsLOzQ/369fHDDz/gwYMHmDZtWob7yZIZM9S/fvIkoPy801snv2rXTgw6ls78qhutrPAYQJP4eDG3r3LqLaV370Tp7MSJ6R9DmewePCgSNYVC7CszyhHA27fPfF25tWsnfqY3T+3ixeJ3zMJCfA6aJnIXL4p7RtmyGa+n/GKha9fM+xOfPQt8+qlojV20CEhR4aEXZmbA5Mni+cSJH6YMA8QI4atXi9+J779Xv/2FC6ILR8uWGY8knYspJCk7Xx9RbuLk5ISgoCA4OjoiUIMBPnKKh0fqfxcJvIW2Hn1RKPghko2M4dvjJ9xsPyXrE5wTGZAxY+SOgHLrPZY+smIF8OWXolWsdGnRD/DuXTE1jp2dKG/8uJxv9mwx6nGLFoC3d9p9Hjgg/jCNjxfl06VLi1Fiw8NFGeiePeqTgStXRKlpRIT447diRdES9fq1SNRXrxbzemrC21u02FSooCoXPnbsGNq/P26HDh1wdOxYMchOdLRolalSRfxh+vKlar5hfPutSJAzo/xMPD0zn1pJadEi8VAKCxMtWba2H6YAKl36w4BAKY0ZI/o9Ah9ahJXlv59/DixfrlkMutaypUgOT51Kvx9x2bJiHtRKlTKeo7VfP+DrrzU/dtu2wIkT4vfoowGQnJycYB0UhH+MjVEmKUn8DVW5spgPOCxMlI0nJYky14sX0z9GrVofEp9mzYD3o0tnyNlZ9CV/9izjOXaVU5vJmWKcPSveV9euH/o4K714IaYWkiRx3jLqY75zp+iLr6S8HoH0319srNgmPFyM4NyjR8axVq4s7itmZhkn4t9/D3TqlPq1r74SUy0pKbtYFC784e/rJk1EH+eUEhPFnM9Hj4r1qlcXX54ou5EsWCBGolZn9Ghg1SrxRYsmrduZkOP/2CxMTEa5jbu7O9zd3fPMPMD/OX2CPdOvoOmmL1Dp8iY02PMdSjzywanh6xFnnTdHkSMiolzi889FCeMvv4gWilu3xGA2XboA06al6nOrsW7dRBIyf774w/fGDTHoS48eYp/pjTpdr544/rx54g/MGzeAQoXEgFbffpt5X8tMpBwszNXVVYzse/cusGQJ8M8/wIMHItF2dBTLevbUX39CQCTeKQbIUgkP//A8vamAPDxE2e/y5cCdO+K1hg3Flxm6mIc1Jzx6JB7pyWqZ6JgxIgHetEntCMAPALS3t8eDb74RX8LcuycSlxIlxJc5nTuL+WwzMmTIhwRYkxGKr1wR77FHj4yT39yiaVPxhco//4jfzRSjzSM+/kPyGhIiHulRTqmUFfv3i9/9okXTVp2ooxytPS7uQyu7Our+3o+MVH/tpRzhOeV1qGRiIlq+//xTfNn16JEoa2/dWrQKd+miPoaEBDEvuvI+mEexBTgfyK2tEx+3AKtIEiqfW4MmW8fDJCEW7wo54sTorQiu2DRH4yPKC9gCLL/ceo8lw3TlyhU0btxYNWfynTt3UE2XfRdJ0KQFWF+SkkTf51evRAtzin6Yst2P3NyA9euBS5cy/wInN7QAA6Kcd9AgYO5cwyul1xdPT2DECFHxMWWKTnYpx+80a08p5ykUeNB0JPZMu4yw4lVg/TYI3X5riZpHF3KUaCIiMlgdOnSAl5cXklJMkaSUnJyMLVu2oF27dqrkt3Pnzkx+9e2rr0Rrog5KPTVmbCxKUMPCgD/+yLnjpufJE5FM9u2bfvL7++8f5uTNLQYMEKMUL1kiyntJO0lJohqmVClxXeRhLIEm2YQ51sCeab5otvkLVLq0EQ32TEOJhz7wHr4esQXz5rxiRJT/bNy4EXFxcaoRcon0xcvLC15eXihSpAjq1q0LJycnFChQACEhIbhw4UKqLk8ODg7wSLfUinRGWZadck7lnNCjB/Drr2nmtpblfhQYKPqfZtRv/cmTjMt35aBQiHLEAwdEH/zq1eWOKG8LChIt6i1afJh6Lo9iCXQ+kFvL8zT+f1mSUPm8J5psGQ+ThBhEFSqJE6O24lWlZnqNjygvYAk0keFQKEtHM1GrVi3s2rUL5VNMwURElBdxECwyTAoFHjQZgZCy9dHWoy8Kv7qPrr+1xJXuc3Gj43ccJZqIiAzCnTt3sHfvXpw7dw5Pnz5FaGgowsLCYGlpCXt7ezRs2BA9e/ZEr169NE6WiYgoNSbAlGuEOVbHnmm+aLrlSzhf3ID6+75/P0r0BsTaZDC9ABERUT5QrVo19uklItIzNq1RrpJobg3vYevgPXQNEgtYoNRdL/SZVwslHvrIHRoRGShvb2/8888/8FY3TywRUQ7i/YhIe2wBptxHocDDJsPxutz7kuiX99BlcWtc7f4jrnecxpJoIspRgwcPzpXjLBCR4eH9iEh7zCQo1worWQ17pvniQSM3GEnJcN03A51/7wjziAwmLCciIiIiIkoHE+A8zN3dHS4uLqmmRchvEs2s4DNsLbzdPJFYwAJO946JkugH3nKHRkREREREeQwT4Dxs3LhxuHv3LhwcHOQORe8eNh6GPdN98V8JF1iFv0SXJW1Q+9BcKJKT5A6NiIiIiIjyCCbAlGeElayGvdMu40Hj4aIkev9MdPq9Iywi8m8LOBERERER6Q4TYMpTEs2s4OO2BqeGrUWCqSWc7h1Hn7m1UOLBKblDIyIiIiKiXI4JMOVJjxq5Yc80X/xXshosI16hy5K2qHPwR5ZEExERERFRupgAU571tqQL9ky7jPtNRsBISka9A7PQaVkHlkQTEREREZFaTIApT0sytcTpoatxavh6URJ9/wT6zK2FkvdPyh0aERERERHlMkyAKV941HAI9ky/gv9KVhcl0Uvbos6BOSyJJiIiIiIiFSbAlG+8LVEVe6Zdwr2mo6CQJNQ7OBudl7aHRfgruUMjojwsMDAQkiQhMDBQ7lCIyMDxfkSkPSbAlK8kmVrizJCVODl8AxLMrOD44CT6zKuFkvdOyB0aERERERHJjAkw5Ut+DQdj9/QreONYA5YRweiyrB3q7p/FkmgiIiIiIgPGBJjyrfDiVbD3u0u413Q0FJKEuod+ROel7WAR/lLu0IiIiIiISAZMgPMwd3d3uLi4IDiY0/6kJ8nUAmeGeODkiI3vS6JPoc/cWnC8d1zu0Igoj5gzZw4mTpyIOXPmyB0KERk43o+ItKeQJEmSOwjSjpOTE4KCguDo6JirBkXw8JA7gtRsXz1AW4++KBp0G5JCgWudZ+Ba11mQjIzlDo0oXWPGyB0B5dZ7LBEZHt6PKL+R43eaLcBkMMKLVxYl0c3GvC+JnosuS9rA8u0LuUMjIiIiIqIcwASYDEqSqQXODP4bJ0ZuRryZNUo+9EGfebXgeNdL7tCIiIiIiEjPmACTQXpcfwD2fH8VoU41YRH5Gp1/74h6e2dAkZQod2hERERERKQnTIDJYIU7OGPftxdwt/lYKCQJdY78xJJoIiIiIqJ8jAkwGbQkUwucHbQCJ0ZtESXRj06jz7xacPr3H7lDIyIiIiIiHWMCTATgsWt/7P7+WqqSaNe937MkmoiIiIgoH2ECTPRehEMl7PvuIv5t8QUAoPaR+ei6uDUsw4JkjoyIiIiIiHSBCTBRCkkFzHFu4F84Pnob4s0LooTfGVESfeeo3KEREREREZGWTOQOgCg3elKvH0JL10Fbj36we34dnf/ohOsdv8OV7nMhGfOyITIkLVq0QGhoKOzs7OQOhYgMHO9HRNpTSJIkyR0EacfJyQlBQUFwdHREYGCg3OGoeHjIHYH2jBNi0XDHJFTz+QsA8LJiU5wctQVRhZ1kjowMxZgxckdAREREpB9y5DEsgSbKgCiJdsexMdvfl0SfRZ+5tVDqzhG5QyMiIiIioixiAkykAf+6fbH7+2t4XboOzKPeoNMfneG6ZxpHiSYiIiIiykOYABNpKMK+IvZNPY87LccDAGofXYhuv7WE1X/PZY6MiIiIiIg0wQQ4D3N3d4eLiwuCg4PlDsVgJBcww/kBf+DYmB2IN7dB8cfn0GdebZS6fVju0IhIT1q3bo1q1aqhdevWcodCRAaO9yMi7TEBzsPGjRuHu3fvwsHBQe5QDI5/3U+xa0aKkug/u6D+rm+hSEqQOzQi0rGHDx/i7t27ePjwodyhEJGB4/2ISHtMgImyKbJYBVES3eorAEAtr0UsiSYiIiIiysWYABNpIbmAGc73/x3Hxu58XxJ9Hn3m1ULpWwflDo2IiIiIiD7CBJhIB/zr9MGuGdcRUqYezKP+Q0f3bmiwaypLoomIiIiIchEmwEQ6ElmsPPZPOYvbrb8GANT0+gXdfm0Bq/+eyRwZEREREREBTICJdCq5gBkufLYMXmN3Ic7CFsWfXECfubVQ+uYBuUMjIiIiIjJ4TICJ9CCgTm/snnEdIWVdYR4dho5/dUeDnZNZEk1EREREJCMmwER6EmlXTpREt5kAAKh57Dd0/6U5rN88lTcwIiIiIiIDxQSYSI+STUxxod8S/PPFHsRZFoKD/0X0nlcbZW7ulzs0IiIiIiKDYyJ3AESG4GmtntjlVAttV34G+4DL6PBXD9xqOxGXey1Asomp3OERUQZmzpyJd+/ewdraWu5QiMjA8X5EpD2FJEmS3EGQdpycnBAUFARHR0cEBgbKHY6Kh4fcEeQ+RonxqL/7O3xyYgkAIKRsfRwfvQ3v7MrKGxjlWmPGyB0BERERkX7IkcewBJooByWbmOJiv8X454u9iLMsBPuAy+jzU22UubFP7tCIiIiIiPI9JsBEMnhaqwd2fX8dweUawCz6LTos74lG2/8Ho8R4uUMjIiIiIsq3mAATyeSdXVkcmHwaN9tNAgDUOLEU3X9pioKh/jJHRkQpvXz5EoGBgXj58qXcoRCRgeP9iEh7TICJZJRsYopLn/6Kf77ch1jLwrAP8EXvn+qgzI29codGRO+5urqiVKlScHV1lTsUIjJwvB8RaY8JMFEu8LRmd+yekbIkuhcabZvAkmgiIiIiIh3SaBqkESNG6DsOKBQKrF69Wu/HIcqt3hUtgwOTT8N173TUPPYbapxcBocn53Fi9DZE2pWTOzwiIiIiojxPowR47dq1UCgUegtCkiQmwET4UBL9slILtFzrJkqi59WGj5snAmr3kjs8IiIiIqI8TaMEWKlEiRIoUKCATgNISEjAixcvdLpPorzuWc1u2PXDDbT1+AwO/hfRfkVv3G79NS71XoTkAmZyh0dERERElCdlKQH28vKCi4uLTgO4c+cOPvnkE53ukyg/iCpSGvunnEb9vd+jptcvqHHydxT3O4fjY7Yjslh5ucMjIiIiIspzZB8ES5+l1fmdu7s7XFxcEBwcLHcopCeScQFc6rMIR8YfRKxVERR7dhV95tVGuWu75A6NiIiIiCjPkT0BpuwbN24c7t69CwcHB7lDIT17XqMLds24gVcVGsM0NgLt/v4Ujbd8BaOEOLlDIyIiIiLKMzRKgP39/fHkyRM4OzvrPIDKlSur9k9E6YsqUgoHJnnjRvupAIDq3n+ix6ImKPj6sbyBERERERHlERolwGXKlEGZMmVgYpKlLsMaMTExUe2fiDImGRfA5T4/48j4Q4i1Kvq+JLoOyl3dKXdoRERERES5nu4zWiLSu+c1OmPXjOtos2oAij8+h3YeffFvy3G4+OmvSCpgLnd4RPnKiRMnkJiYqJcvgYmIsoL3IyLt8eohyqNESfQp1Ns/E7WPLkQ1b3c4PD6P42O2I8K+otzhEeUblStXljsEIiIAvB8R6QIHwSLKwyTjAvDttQBHvjqMWKuisHt+Hb1/qoPyV7bLHRoRERERUa6jcQtw69ats7RjhUIBKysrFClSBJ988glat26NWrVqZTU+ItLA8+qdsOuHG2i9agBK+J1F25Wf4d+H3rjYdzFLoomIiIiI3tM4Afb29tZ6zt6mTZti5cqVehlNmsjQRRV2wsGJypLoBajmsxwOTy7g+OjtiHCoJHd4RHnW5s2bER0dDUtLSwwcOFDucIjIgPF+RKQ9hSRJkiYrGhlpXy2tbBU+efIk6tWrp/X+SHByckJQUBAcHR0RGBgodzgqHh5yR2C4nO4cRSvPIbB4F4p484I4PXglnrh+JndYlA1jxsgdAeXWeywRGR7ejyi/keN3WuOsNjk5OcuPyMhIPHr0CNu2bUO3bt0gSRLevXuHPn36ID4+Xp/vi8igBVbviF0zbuBlxWYwjY1E21X90XTTFzBOiJU7NCIiIiIi2eh1ECwrKytUqFABffv2xb59+7Bu3TooFAoEBgZi3bp1+jw0kcGLLuyIgxNP4lqn7wEALqdXoMfChrANfihzZERERERE8sjRUaCHDBmC3r17Q5IkHDhwICcPTWSQJGMTXOk5D4e/PooYazvYBd5Er5/qosLlLXKHRkRERESU43J8GqR+/foBAG7cuJHThyYyWIHVOmDXjBt4Uak5TOPeoc3qgWi66XMYx8fIHRoRERERUY7J8QS4XLlyAIA3b97k9KGJDFp0YUcc+t8JXOs8A5JCAZfTf6PHz41YEk1EREREBiPHE2Btp1IiouyTjE1wpcdcURJdsBhLoomIiIjIoOR4AvzkyRMAQNGiRXP60ET0XpBLe1ES7dxCVRLdbONYlkQTERERUb6W4wnwzp07AQC1a9fO6UMTUQrRhUri0ITjuNrlB0gKBaqe8UDPnxvC9tUDuUMjIiIiItKLHE2At23bhp07d0KhUKBLly45eWgiUkMyNsHV7j/i8DdeiC5oj6KBt9B7fl1UvLRJ7tCIco3ixYvD0dERxYsXlzsUIjJwvB8Rac9EnzuPjY3Fq1evcO3aNWzatAl79+6FJElwcnKCm5ubPg9NRFkQVLUtdv1wA21WDUTJh95ovWYwSjz0xvnPfkeSqYXc4RHJ6sqVK3KHQEQEgPcjIl3QOAE2NjbW+mCSJMHCwgI7duyAmZmZ1vsjIt2JsS2BQ/87jjqH5qLOoR9R9ewq2PtfwvEx2xFevIrc4RERERERaU3jEmhJkrR+NGzYEJcvX0aDBg30+Z6IKJskI2Nc7TYbh745hmgbBxQNuo3e8+uh4sWNcodGRERERKQ1jVuAmzdvnqUpjBQKBSwsLFCkSBF88sknaNOmDerUqZOtIPOCjRs34syZM7h69Spu376N+Ph4eHp6YtiwYelu4+vri1mzZuHChQuIj49HtWrVMGHCBAwcODDnAidS40XVNtg14wZarx4Exwcn0dpzCEo+9Ma5/r8jydRS7vCIiIiIiLJF4wTY29tbj2HkfTNmzMDTp09hZ2eHEiVK4OnTpxmu7+3tjQ4dOsDU1BT9+/eHra0tdu/ejUGDBiEgIADTp0/PociJ1IuxLY7DE7xQ+9A81D00B1XOrVaVRL8tUVXu8IhyzNixY/Hff/+hSJEi+Pvvv+UOh4gMGO9HRNrL8WmQ8qtVq1YhICAAr1+/xueff57huomJiRg1ahQUCgVOnz6NlStX4tdff8XNmzdRrVo1zJo1C48ePcqhyInSJxkZ41q3WTg04TiibRxQ5MUd9JpfD5UurJc7NKIcc+jQIezcuROHDh2SOxQiMnC8HxFpjwmwjrRt2xZlypTRaN2TJ0/i8ePHGDhwYKr5kAsWLIgffvgBiYmJ8PT01FeoRFn2okpr7JpxA4FV2qBAfDRarXVDi3UjYBwfLXdoREREREQay/EEWJIkbN26FTVr1tTJ/kJCQnDw4EHMnDkTnTp1gp2dHRQKBRQKRYb9b9V59uwZJk+ejKpVq8LKygpFihRB/fr18euvvyI6Wnd/6CvLydu3b59mmfI1Hx8fnR2PSBdibIvjyDf/wLf7j0hWGKHyeU/0WlAfhV7clTs0IiIiIiKN6HUe4JSSk5OxYcMGLFiwQKflvQ4ODjrZz6FDhzBo0CCEh4erXouOjoavry98fX2xatUqHD58GOXLl9f6WMr3X6lSpTTLChcuDDs7O5ZAU64kGRnjepcf8KpiU7RZNRBFXvyLXgtccXbgX3jUiHN7ExEREVHulq0W4KSkJFy+fBm7du3Cvn37cPPmzQzX9fDwQMWKFTFixAg8evQIkiShQIEC2Q46PaVKlVLbqpqZmzdvol+/fggPD4e1tTV++uknnD9/HidOnMDo0aMBAA8ePECXLl3w7t07reNUJtm2trZql9vY2KRKxIlym5eVW2HXDzcQWLXt+5LoYWixdjhM4qLkDo2IiIiIKF1ZToCXLFkCBwcHNGrUCP369UPv3r1Rp04dVK1aFQcOHEi17r59+1ClShV88cUXePr0KSRJgqmpKT7//HM8fPhQJ29g5syZOHDgAF69eoVnz55la0S8CRMmIDo6GiYmJvDy8sL06dPRqFEjtG7dGh4eHli0aBEA4P79+1i8eLFO4ibK62JsHHDk66MfSqIvrEXPBfVR+MW/codGRERERKRWlhLgiRMnYvLkyQgLC4MkSakeDx48QJ8+fVRJ8Pjx49G7d288efIEkiTB3Nwc33zzDR4/foy//voLpUuX1skbmDNnDrp27ZrtUmhfX19Vn9yRI0eiUaNGadaZNGkSqlYV074sXboUCQkJ2Y4X+NDym14rb0RERLqtw0S5ibIk+tD/TiDapjiKvLyLXvNd4Xx+rdyhERERERGloXECfOXKFSxdulT179atW2Py5Mn49ttv0a1bN5iYmCAxMRGTJk3C7Nmz8ddff6kS38mTJ8Pf3x9LlixByZIl9fE+sm3v3r2q58OHD1e7jpGREYYOHQoACAsL03pOZGXfX3X9fMPCwhAaGqq2fzBRbvWycsv3JdHtYJIQg5brhqOlpxtLoomIiIgoV9E4AV69ejUAwNjYGF5eXjh+/DgWLVqEBQsWYN++fbh+/ToKFy6Mx48fY968eQCA5s2b4969e1i0aBHs7e318w60dObMGQCAlZUV6tatm+56LVq0UD0/e/asVsdU7svLyyvNMuVrKY9HlBfE2Djg8NdH4dtjHpIVRnC+uB69FriicNAduUMjIiIiIgKQhVGgL1y4AIVCgdGjR6NNmzZpllerVg1z5szB119/DUmSUL16dXh5ecHU1FSnAevavXv3AAAVK1aEiUn6H0eVKlXSbJNdbdq0Qfny5bF582Z8/fXXqFWrFgAgMjISc+fOhYmJSZancCLKFYyMcL3z93hVsSlarxqAwi/vodeC+jg7wB0PGw8DFAq5I8xzPDzkjkB/xoyROwLNDBgwAGFhYShcuLDcoRCRgeP9iEh7GifAz549AwC0a9cu3XU6duwIAFAoFPj6669zffIbGxuL0NBQAICTk1OG6xYuXBhWVlaIiorC8+fP0yxftWqVqmX49u3bqteU5dI9e/ZEz549AQAmJiZYtWoVOnTogGbNmmHAgAGwsbHB7t274e/vj3nz5sHZ2VlH75Io5710boFdM26glecQlLrrhZbrR6Dkw1M4O+AvJJpbyx0eUZb88ssvcodARASA9yMiXdA4AY6IiAAAlCtXLt11ypYtq3perVq17EeVQyIjI1XPra0z/6NcmQCrmwrp7NmzWLduXarXzp07h3PnzgEQn40yAQaAVq1a4ezZs5g1axa2b9+O+Ph4VKtWDXPnzsWgQYOy+Y6Ico9YG3sc+eoIah1diHr7f4DzxQ0oFuCL42N2IMyxutzhEREREZEB0jgBTk5OhkKhyHD+3pQlxHlhFOPY2FjVc01aq83MzAAAMTExaZatXbsWa9euzdLx69evjyNHjmRpGwCIi4tDXFyc6t+SJGV5H0Q5wsgINzpPx6uKTdFm9QAUfnUfvRbUx7n+f+BBkxEsiSYiIiKiHJXleYDzE3Nzc9Xz+Pj4TNdXJp0WFhZ6i0kTCxYsgK2trerx4sULWeMhyswr5+bYNeMGnrt0gElCDFpsGIVWnkNhEpu2moKIiIiISF+ynAArNGyx0XQ9ORUsWFD1XF1Z88eiosSULpqUS+vTtGnTEB4ernrktqmliNSJLVgMR746jEu9FiDZyBiVLm1E7/n1UDjottyhEWWoSpUqsLGxSTUYIhGRHHg/ItJelhPg6tWrw9jYON2HMvHNbL2MRlzOKebm5rCzswMABAYGZrhuWFiYKgEuVaqU3mPLiJmZGWxsbFSPvPBlAxEAwMgINzt+hwOTvPGukCMKBT9ArwX1UfnsKoCl/JRLvXv3DpGRkRp9UUpEpE+8HxFpL8sJsCRJOnvkBlWrVgUA+Pn5ITExMd317t+/n2YbIsqe4IpNseuHG3hWvRNMEmLRYsNotFozGAViIzPfmIiIiIgomzRuhm3evHm+bGls2rQpzpw5g6ioKFy9ehUNGjRQu56Pj4/qeZMmTXIqPKJ8K87aDkfHHURNr1/guu97VLq8GcWeXsHxMTvwn9MncodHRERERPmQxgmwcj7b/KZnz55YsGABAMDT01NtApycnIz169cDAAoVKoRWrVrlaIzpcXd3h7u7O4KDg+UOhSh7jIxws+O3YpToVf1RKPghei5sgPP9luF+s9EcJZqIiIiIdMqgR4EGxFREzZo1AwCsXr0aFy5cSLPOb7/9hnv37gEAvvnmmwyngspJ48aNw927d+Hg4CB3KERaCa7YBLtmXMez6p1hkhCL5pvGovXqQSyJJiIiIiKdkn8kKi2dPXsWfn5+qn+Hhoaqnvv5+aWZm3fYsGFp9rFs2TI0adIEMTExaN++PaZPn45WrVohJiYGW7duhYeHBwDA2dkZkyZN0sv7IDJ0oiT6AGoe+xWue6ejou8W2ClLokvVlDs8IiIiIsoH8nwCvGrVKqxbt07tsnPnzuHcuXOpXlOXANeuXRvbtm3D4MGDERERgenTp6dZx9nZGYcOHUo1dRIR6ZiREW52mIpXFZqIkuiQR+i5sAEufLYM95qNYUk0EREREWlFqwT4v//+g5eXF86cOYOHDx8iLCwMkZGRsLGxQZEiRVC5cmU0bdoU7du3R6FChXQUsn5069YNt27dwrJly3Do0CEEBgbC1NQUFStWRN++fTF+/HhYWlrKHSaRQRAl0TfQcq0bytw+hGabPkfJB6dwerAHEixs5A6PiIiIiPIohZSN+YgiIiIwe/ZsrFy5EtHR0Zmub2VlhbFjx2LmzJlsQdUDJycnBAUFwdHRMdP5jHPS+8pxouxLTsYnxxej/p7vYJSchHD7ijg+ejvelK4td2SkA2PGyB2BZnLrPZaIDA/vR5TfyPE7neUWYD8/P3Tr1g0PHz7UeC7fd+/eYfHixThy5AgOHDiAcuXKZTlQSoujQFO+Z2SEW+0nI7hCY7RZ2R+2IX7o8XMjXOi3FPeaj2VJNOWIFStWICYmBhYWFnKHQkQGjvcjIu1lqQU4OjoaderUwaNHjyBJEiwtLTF48GC0bdsWderUQdGiRWFtbY3IyEiEhobi+vXrOHbsGDZv3qxqKa5atSquXr0Kc3Nzvb0pQ5Nbvw1kCzDpktm7N2i5dhjK3D4IAHhc7zOWROdxeaUFmIiIiPRDjjwmS9Mg/fDDD3j48CEAoEuXLnj69ClWrFiBTz/9FOXLl4etrS2MjY1RqFAhVd9ZDw8P+Pv7o1OnTgCA+/fvY+bMmbp/J0SUr8VZF8U/4/bjwqe/ItnIBBWubEPv+XVR9Nl1uUMjIiIiojxC4wQ4KioKq1atgkKhQLt27bB//34ULVpUo22LFSuGgwcPom3btpAkCStXrkRMTEy2gyYiA6VQ4Ha7Sdg/5Qwii5SGbYgfev7cEFV9lgNZH86AiIiIiAyMxgnwnj17EBkZCRMTE1UinBUKhQKrVq2CiYkJIiIisGfPniwHS0QEACHlG2L3jOt4+kk3GCfGo9nmL9Fm5WcoEBMud2iUD129ehUXLlzA1atX5Q6FiAwc70dE2tM4Ab548SIAoGvXrnBycsrWwUqXLo2uXbsCAM6fP5+tfRARAUCcVRH88+U+XOi7WJREX92B3j/VRdFn1+QOjfKZHj16oHHjxujRo4fcoRCRgeP9iEh7GifAV69ehUKhQIsWLbQ6YMuWLSFJEq5d4x+pRKQlhQK32/4P+6aeRWTRMrB9/Rg9f24El1PuLIkmIiIiojQ0ToBfvnwJAHBxcdHqgMrtg4KCtNoPiWmQXFxcOA0SGbzX5Rpg1/fXEVCzB4wT49F063i09ejHkmgiIiIiSkXjBDg8XPwhWahQIa0OqNw+IiJCq/0QMG7cONy9excODg5yh0Iku3irwvD6Yg/O912CJOMCKH9tJ/rMqwO7p+wnRURERESCxglwZGQkAMDS0lKrAyon7lbuj4hIZxQK3Gk7AfuniJJom9An6LGoMaqd+pMl0URERESkeQKcnJys0wNL/GOUiPTkdbn6qUqim2z9Cu3+/hSm0W/lDo2IiIiIZKRxAkxElJeoSqL7LUWScQGUu74bvX+qA7uAK3KHRkREREQyMcnqBjNmzNCqH/Dbt2+zvS0RUZYoFLjT5hsEV2iMNh79YBPqjx6LGuPip7/i31ZfAVmcz5yIiIiI8rYsJ8D79u3TRxxERHrzuqwrds+4jhbrRqDcjT1osu0blHzgDR+3NYi3LCR3eERERESUQ7JUAi1Jkk4eREQ5Ld6yEI59vgvnPlsmSqJv7EHvebVRLMBX7tCIiIiIKIdo3ALs7++vzzgoG9zd3eHu7s55gIk0pVDg39ZfI6R8I7RZ+RlsQv3RfVETXOrzC+60/pol0aTWvXv3IEkSFPz9ICKZ8X5EpD2FxCbZPM/JyQlBQUFwdHREYGCg3OGoeHjIHQFR+kyj36LF+pEod303AMC/Vk/4DF2DeKvCMkdmOMaMkTsCIiIikpMceQxHgSYigxRvWQjHxu7Euf5/IMnEFOVu7EXvn+qgmP9luUMjIiIiIj1hAkxEhkuhwL+txmPf1POIsCsPmzcB6P5LU1Q/vhRgcQwRERFRvpPlUaCJiPKb0DJ1sWvGNbRYPwrlr+1E4x3/Q8mH3vB282RJNGHx4sWIiIiAjY0NJk6cKHc4RGTAeD8i0p5GfYDXr18PAOjZsydsbGx0GkB4eLhqaqWhQ4fqdN+Ggn2AiXREkuDi/Rca7ZwI48R4RBYtg+Ojt+F1uQZyR5Yv5ZU+wLn1HktEhof3I8pvcm0f4GHDhmH48OF6CSowMBDDhg3DiBEjdL5vIqIsUShwt9U47P32AsKLVUDBN0/RY1FT1Di2mCXRRERERPlArukDzMGoiSi3eFO6DnZ/fxWP6/aFUXIiGu2chPbLe8Is6j+5QyMiIiIiLWSpD/DLly9hbW2t0wBevHih0/0REelCgoUtTozehheVW6Hx9gkoe3M/is6rjROjtyGkfEO5wyMiIiKibMhSAty+fXt9xUFElPsoFLjX4guElGuIth59Yfv6Mbr/0gyXei/E7bYTAYVC7giJiIiIKAs0LoGWJElvD8oed3d3uLi4IDg4WO5QiPK1N6VrY/f31/C4br/3JdGT0cG9O8zevZE7NCIiIiLKAo1agD09PfUdB2XDuHHjMG7cONXoaUSkPwkWNjgxeiteVG6FRtsnoMztg+gzrzaOj96GkAqN5A6PiIiIiDSgUQLs5uam7ziIiHI/hQL3WnyOkHIN0HZlP9iG+KH7r81xued83Go3CTDKNeMKEhEREZEa/GuNiCiL3pSujd3Tr+Jxvc9glJyIhrunosNfLIkmIiIiyu2YABMRZUOChQ1OjNqCM4NWINHEDGVuH0KfebXg8Pi83KGRjtWpUwcNGzZEnTp15A6FiAwc70dE2svSKNBERJSCQoF7zccipFwDtPHoh0Ihj9Dt1+a43HMBS6Lzkf3798sdAhERAN6PiHSBf50REWnpTala2PP9Vfi5DoBRchIa7p6Kju7dYPYuVO7QiIiIiCgFJsBERDqQYF4QJ0duwunBHkg0MUPpO4fRZ15tOPidkzs0IiIiInqPCTARka4oFLjfbDT2fncJbx2cYR0WiG6/tUDNoz8DyclyR0dERERk8JgAExHp2H+lamLP9Ct4VH8gjJKT0GDPd+jo3pUl0XlU9+7d0ahRI3Tv3l3uUIjIwPF+RKQ9JsBERHqQYF4Qp0ZshM+QlUgsYI7Sd46gz9xacPA7K3dolEXXrl3DxYsXce3aNblDISIDx/sRkfaYABMR6YtCgQdNR70via4M67dB6PZbS9Q8upAl0UREREQyYAKch7m7u8PFxQXBwcFyh0JEGfjP6RPsnn4FjxoMfl8SPQ0d/+wC88jXcodGREREZFCYAOdh48aNw927d+Hg4CB3KESUiURza5wavh4+Q1aJkuh/j6LPvFoo/uiM3KERERERGQydJcB+fn6YOXMm2rVrhxo1aqBixYrw8/NLtc6dO3dw+PBh+Pj46OqwRER5h0KBB01HYs+0ywgrXgVWb1+g628tUevwfJZEExEREeUAE213kJycjG+//RZLly5FcnIyJEkCACgUCsTHx6da9/nz5+jatStMTEzg7+8PR0dHbQ9PRJTnhDnWwJ5pvmi2+QtUurQR9fd9jxKPfHBq+AbE2tjLHR4RERFRvqV1C/DYsWOxePFiJCUloWTJkvj000/TXbdTp04oX748kpKSsHPnTm0PTUSUZ6lKooeuRmIBC5S664U+82qhxENWyBARERHpi1YJsLe3N1avXg0AmD59OgICArB9+/YMt+nbty8kScKpU6e0OTQRUd6nUOBBkxEfSqLDX6LL4taoffgnlkQTERER6YFWCfCKFSsAAJ07d8a8efNgbGyc6Tb169cHAPz777/aHJqIKN8Ic6yOPdN88bDhUBhJyXDdNwOdf+8I84gQuUMjIiIiyle06gN84cIFKBQKjBw5UuNtnJycAACvXr3S5tBERPlKork1vIevw4vKrdB085dwuncMfebVwslRW/DSuYXc4Rm0iRMnIiIiAjY2NnKHQkQGjvcjIu1plQCHhIjWiXLlyml+QBNxyISEBG0OTUSULz1sPAyvy7qirUdfFH55D10Wt8bVbnNwo9M0SEaZV9mQ7k2cOFHuEIiIAPB+RKQLWpVAW1hYAACio6M13ubZs2cAgMKFC2tzaCKifCusZDXsmeaLB42GiZLo/T+g0+8dYRERLHdoRERERHmaVgmwsuX3+vXrGm9z8OBBAICLi4s2hyYiytcSzazgM8wTp4atRYKpJZzuHUefubVQ4gEHECQiIiLKLq0S4Pbt20OSJHh4eCBZgxFLr169ig0bNkChUKBjx47aHJqIyCA8auSGPdN88V8JF1hGvEKXJW1R5+CPUCQnyR2awYiMjERERAQiIyPlDoWIDBzvR0Ta0yoBHj9+PCwsLHD79m2MHj06w369u3btQseOHREfHw8bGxuMGTNGm0MTERmMtyVdsHfaZTxoPBxGUjLqHZiFTss6sCQ6h1StWhW2traoWrWq3KEQkYHj/YhIe1olwI6Ojvj9998hSRLWrl2L8uXL48svv1QtX716Nb744gtUqlQJ/fr1w5s3b6BQKODh4QFbW1utgyciMhSJZlbwcVuDU8PWmQPO7gAAVkNJREFUiZLo+yfQZ24tlLx/Uu7QiIiIiPIMrUaBBoCRI0dCoVDg66+/RlBQEP7++28oFAoAwNKlSwEAkiQBAMzMzLBixQr07dtX28MSERmkR42GqkaJLvLiX3RZ2hZXu8zC9S4zOEo0ERERUSa0agFWGjFiBO7fv4+JEyeiQoUKkCQp1cPR0RFffPEF7t27Bzc3N10ckgC4u7vDxcUFwcEsgyQyJG9LVMWeaZdxv8lIKCQJ9Q7ORuel7WERzvnViYiIiDKikJTNszoUERGBkJAQJCUloWjRorCzs9P1ISgFJycnBAUFwdHREYGBgXKHo+LhIXcERPlfxYsb0Wzz5ygQF4VoGwecHLEJL6q2kTssjeSVoSBy6z2WiAwP70eU38jxO62TFuCP2djYoGLFiqhcuTKTXyIiPfJrOBi7p1/BfyWrwzIiGF2WtUPd/bM4SjQRERGRGlolwCNGjMDIkSPx8uVLjbd5/fq1ajsiItJeePEq2DPtEu41HQWFJKHuoR/ReWk7WIRrfm8mIiIiMgRaJcBr167F2rVrERYWpvE2ERERqu2IiEg3kkwtcWbISpwcsREJZlZwfHAKfebWguO943KHRkRERJRr6KUEmoiI5OHXYBB2T7+KN441YBkZgs7L2qPu/pksiSYiIiKCDAlwbGwsADElEhER6V548crY+90l3Gs25n1J9Fx0WdKWJdFERERk8LSeBzirzp07BwBwcHDI6UMTERmMJFMLnBn8N144t0CzjWNR8qE3+sythVMjNiLIpZ3c4eUp+/btQ3x8PExNTeUOhYgMHO9HRNrLUgL8448/qn39r7/+gr29fYbbxsXF4fHjx9i/fz8UCgWaNGmSlUMTEVE2PK4/EKGl66Ltyn4oGngLnX/vgOudvsfVrrMgGef4d6B5Ut26deUOgYgIAO9HRLqQpXmAjYyMoFAoVP9WbprytcxIkgRzc3NcuHABNWvWzEKolJ7cOicc5wEmyj2M42PQaMf/4HL6bwDAC+cWODlyM6ILlZQtprwyDzARERHpR56YB1iSJNVDoVBAoVCkei29h5mZGcqWLYtBgwYx+SUiymFJphY4O2gFTozcjHgza5R86IM+82rB8a6X3KERERER5Zgs1b8lJyen+reyRfjOnTtwcXHRaWBERKR7j+sPQGiZumjj0Q92gTfR+feOuN5xOq52m82S6HQcPHgQMTExsLCwQNeuXeUOh4gMGO9HRNrT6q+d0qVLQ6FQsCM+EVEeEu7gjH3fXUSj7f+Dy+kVqHPkJ5R4dBonRm1BdGFHucPLdT7//PNc2c2EiAwP70dE2tNqGqSAgAD4+/ujYsWKuoqHiIhyQFIBc5wdtBzHR21FvHlBlPA7gz7zasHp33/kDo2IiIhIb3J8HmAiIso9nrh+ht3TryK0VC1YvAtF5987wnXPdCiSEuUOjYiIiEjnmAATERm4CIdK2PftBfzb4ksAQO2jC9B1cStYhbG8joiIiPIXnY14curUKezduxc3b95EaGgoYmJikNEMSwqFAo8fP9bV4YmISAtJBcxxbqA7Xjq3QPMNo1DC7yz6zK2FUyM24Hn1TnKHR0RERKQTWifAISEh6N+/P3x8fAAg3aRXOV1Syn8TEVHu8qReP4SWroO2Hv1g9/w6Ov3RGdc7focr3edylGgiIiLK87T6ayYhIQGdOnXCjRs3IEkSateujZIlS+LQoUNQKBQYPHgwwsLCcO3aNbx48QIKhQJ16tRB9erVdRU/ERHpWIR9Rez79jwa7pyMat7uqH10IUo8OoMTo7YgqkgpucMjIiIiyjat+gCvXbsW169fBwB4enri6tWrWLhwoWr5unXrsH//fgQGBmLPnj0oUaIE7t69i65du8LT01O7yImISG+SCpjj3IA/cWzMDsSb26D443PoM682St0+LHdoRERERNmmVQK8a9cuAEDHjh3h5uaW4bo9evSAj48PTE1NMWzYMDx69EibQxMRUQ7wr/spds24htel68A86g06/dkF9Xd9C0VSgtyhEREREWWZVgnwzZs3VaXO6nzcH7hChQr45ptvEBUVhWXLlmlzaALg7u4OFxcXBAcHyx0KEeVjkcUqYN/U87jT6isAQC2vRej2W0tY/fdc5shyhrW1NQoWLAhra2u5QyEiA8f7EZH2FFJGQzVnwszMDImJiTh37hwaNmwIAHj06BEqV64MhUKBiIgIWFlZpdrmzJkzaNGiBSpVqoQHDx5oFz0BAJycnBAUFARHR0cEBuaeaUs8POSOgIh0rdy1XWixbgRMYyMQa1UEp4avx/MaXeQOS+/GjJE7AiIiovxHjjxGqxZgU1PTVD8BwMbGRvU8KCgozTbm5ubpLiMiotzNv04f7JpxHSFl6sE86j90+rMrGuyaypJoIiIiyhO0SoBLly4NAKlKcB0cHFCwYEEAwKVLl9Js8++//wLgNEhERHlVZLHy2D/lLG63/hoAUNPrF3T7tQWs/nsmc2REREREGdMqAa5Tpw4AqEaCVmrevDkkScKyZcsQFxenej08PByLFi2CQqGAi4uLNocmIiIZJRcww4XPlsFr7C7EWdii+JML6DOvNkrfOih3aERERETp0ioBbtOmDSRJwqFDh1K9/vnnnwMQiXGNGjUwZcoUjBs3DjVq1MD9+/cBAEOHDtXm0ERElAsE1OmN3TOuI6SsK8yj/kNH925osHNKviqJ3rlzCkaNGoUpU6bIHQoRGbgpU3g/ItKWVoNgvX37FrVq1YIkSTh58iQqVKigWjZq1CisWbNGHOR9ubPyUB06dMChQ4dgZKRV/k3vcRAsIpKbUWI8Guz+FjVOLAUABJdriBOjt+Jd0TLyBqYD337rhLdvc989logMT279m48ou/LcIFiFChVCQEAAnj59mir5BYBVq1Zh5cqVaNCgAaysrGBmZoYaNWrgl19+wYEDB5j8EhHlI8kmprjQbwn++WIP4iwLwcH/InrPq43SNw/IHRoRERGRiok+dz5y5EiMHDlSn4cgIqJc5GmtntjlVAttV34G+4DL6PhXd9xqOxGXey1Asolp5jsgIiIi0iPZmmFjY2PlOjQREenRO7uy2D/lDG61+R8A4JPji9Ht1+awfvNU5siIiIjI0OV4Avzu3TssXLgQZcuWzelDExFRDkk2McXFfovxzxd735dEX0KfebVQ5sY+uUMjIiIiA5ZjCfDbt28xZ84clClTBt9//z1ev36dU4cmIiKZPK3VA7u+v47gcg1gFv0WHZb3RMPtE2GUGC93aERERGSAstUHOCQkBN7e3nj+/DlMTExQtmxZtG3bFlZWVmnWffv2LRYtWoS//voLkZGRqpGgixYtql3kRESUJ7yzK4sDk0/Dde901Dz2Gz45sQTFH5/D8dHb8M6urNzhERERkQHJUgKcmJiISZMmYcWKFUhMTEy1zNbWFj/99BO++OIL1WvLli3DnDlzEB4erkp87e3tMXHiRHz55Zc6CJ+IiPKCZBNTXPr0V7yq1Bwt1g6DfcBl9PmpNrzdPPG0Vk+5wyMiIiIDkaUS6MGDB+PPP/9EQkICJElK9Xj79i3Gjx+P1atXIyEhAd27d8fEiRPx9u1bSJKEkiVLYsmSJfD398fUqVNhbW2tr/dERES51NOa3bF7xnUEl2v4viS6Fxptm8CSaCIiIsoRGrcAnzx5Etu3b4dCoYCFhQUGDBiAOnXqwNjYGHfv3sXGjRsRFhaGmTNn4vLlyzh48CAAoHjx4pgxYwZGjRoFU1NOgUFEZOjeFS2D/VNOo/6e6ah57FfUOLkMDk/O48TobYi0Kyd3eGnUqNEFDg7/oUiRInKHQkQGrkuXLvjvP96PiLShkJS1yZkYNmwY1q9fDwsLC1y6dAnVq1dPtfzVq1eoX78+goKCVK/1798fK1asQMGCBXUbNaXi5OSEoKAgODo6IjAwUO5wVDw85I6AiHK70jcPoOVaN5hHhyHOwhY+bp4IqN1L7rDSGDNG7giIiIjyHznyGI1LoC9fvgyFQoFvvvkmTfILiJbeefPmqfr6NmzYEJs2bWLyS0RE6XpWsxt2/XBDlETHhKP9it4siSYiIiK90TgBfvHiBQCgSZMm6a7TokUL1XMOckVERJqIKlIa+6ecxs32UwAANU4uQ/dFTVDw9ROZIyMiIqL8RuMEODIyEgBQunTpdNdJuczZ2VmLsIiIyJBIxgVwqc8iHBl/ELFWRWD/9Ap6/1QHZa/tljs0IiIiykc0ToCVpc3GxsbprqNQKFTP1c0JTERElJHnNbpg14wbeFWhsSiJ/rsPGm/9GkYJcbLF9NNP9eDk5IR69erJFgMREQDUq8f7EZG2sjQNEhERkb5FFSmFA5O8caP9VABA9VN/oIeMJdEREa8QFBSEV69eyXJ8IiKlV694PyLSlsbTICm9fPlSozl8NVkvo3JqIiIyXJJxAVzu8zNeOrdAK8+hKPbsKvrMqw2foavhX/dTucMjIiKiPCrLCXD79u0zXK4sg9ZkvcTExKwePt9ITk7GX3/9hTVr1uD+/fswMTFB7dq1MWnSJHTv3l3u8IiIcoXnNTpj14zraLNqAIo/Pod2Hn1xp+V4XPz0VyQXMJM7PCIiIspjslQCLUmSTh+GSpIk9OvXD1999RUiIiIwcuRI9O/fH/fv30ePHj3w559/yh0iEVGuIUqiT+F6x+8AANW9/0SPRY1R8PVjmSMjIiKivEbjFmA3Nzd9xmFQdu3ahV27dqFJkyY4duwYLCwsAADz589HvXr1MHnyZHTt2hVly5aVN1AiolxCMi4A314L8KpSc7RaMwTFnl1Dn3l14DN0Ffzr9pU7PCIiIsojNE6APT099RmHQdm7dy8AYPr06arkFwDs7Ozwv//9DxMmTICnpyfmzJkjU4RERLnT8+qdsOuHG2i9agBK+J1FO49++LfFl7jY9zckFTCXOzwiIiLK5QxuFOiQkBAcPHgQM2fORKdOnWBnZweFQgGFQoFhw4ZlaV/Pnj3D5MmTUbVqVVhZWaFIkSKoX78+fv31V0RHR6e7XXBwMACgXLlyaZYpXzt58mSWYiEiMhRRhZ1wcOIpXO84DQBQzecv9Pi5MWxC/GSOjIiIiHK7LA+Cldc5ODjoZD+HDh3CoEGDEB4ernotOjoavr6+8PX1xapVq3D48GGUL18+zbbFihUDAPj7+6Nq1aqplvn7+wMAHj58qJM4iYjyI8nYBL695uNlpeZo5TkEds+vo/dPdXB68Eo8cf1M7vCIiIgolzK4FuCUSpUqlelo1ercvHkT/fr1Q3h4OKytrfHTTz/h/PnzOHHiBEaPHg0AePDgAbp06YJ3796l2b5Tp04AgIULFyI2Nlb1+ps3b7B06VIAwNu3b7P+hoiIDExg9Y7YNeMGXlZsBtPYSLRd1R9NNn8J44TYzDcmIiIig2NwLcAzZ86Eq6srXF1d4eDggICAALWlyBmZMGECoqOjYWJiAi8vLzRq1Ei1rHXr1qhUqRKmTp2K+/fvY/HixZg5c2aq7QcMGABPT0+cOnUKNWrUQMeOHZGQkIC9e/eqWqiNjY21f7NERAYgurAjDk48iboHZqP20fmo5rMcDk8u4Pjo7YhwqKT1/vv0WYSGDaNhaWmpg2iJiLJv0aJFiI7m/YhIGwrJkOcjAlIlwG5ubli7dm2G6/v6+qJ+/foAgLFjx2LFihVp1klOTkb16tVx7949FC5cGMHBwShQoECqdeLi4rBw4UJs3rwZAQEBsLW1Ra9evTB58mQ4OzujdOnSePr0qUbvwcnJCUFBQXB0dERgYKBG2+QEDw+5IyAiQ+N41wut1wyGReRrxJtZ48yQlXjs2l/r/Y4Zo4PgiIiIKBU58hiDLoHODuUIzgAwfPhwtesYGRlh6NChAICwsDB4e3unWcfMzAyzZs3CgwcPEBcXh5CQEPz9998ICgoCANSrV0/nsRMR5XdBLu2xa8YNvHBuAdO4d2izagCabvocxvExcodGREREuQAT4Cw6c+YMAMDKygp169ZNd70WLVqonp89e1bj/W/atAkA0L+/9i0WRESGKLpQSRyacBzXOs+ApFDA5fTf6PFzI9gGc3BBIiIiQ8cEOIvu3bsHAKhYsSJMTNLvQl2lSpU026QUERGR5rWdO3dizZo1cHV1Re/evXUQLRGRYZKMTXClx1wc/vofxBQsBrvAm+j1U11UuLwly/t69eoB/v33Xzx48EAPkRIRae7BA96PiLRlcINgaSM2NhahoaEARL16RgoXLgwrKytERUXh+fPnaZY3aNAApUqVQtWqVWFubo7Lly/D29sb5cuXx44dOzgIFhGRDgS5tMOuGTfQevVAlHzogzarB6LkQ2+c77cUSaYWGu1jyZI2mDUr942zQESGp02bNrly3BeivIQtwFkQGRmpem5tbZ3p+lZWVgCgdiqkzz77DK9evYKnpyd+//13BAcHY8aMGbh+/TrKlCmT4X7j4uIQERGhehj4OGZERBlSlkRf7fIDJIUCVc94oOfPDWH7ii0oREREhkarBPjZs2d49uwZkpKSNN4mOTlZtV1ek3LOXlNT00zXNzMzAwDExKQdfGX27Nm4desWIiIiEBMTg7t372Lu3LmwsbHJdL8LFiyAra2t6vHixYssvAsiIsMjGZvgavcfcfgbL0QXtEfRwFvoPb8uKl7aJHdoRERElIO0SoDLli2L8uXLZ6kfgr+/v2q7vMbc3Fz1PD4+PtP14+LiAAAWFpqV2Wlq2rRpCA8PVz1Kliyp0/0TEeVXQVXbYtcPN/DCuSUKxEWh9ZrBaLZhNEeJJiIiMhBal0Bnt/w2L5btFixYUPVcXVnzx6KiogBoVi6dFWZmZrCxsVE9FAqFTvdPRJSfxdiWwKH/HcfVrrNESfTZVei5sAFsX92XOzQiIiLSsxzvA6xMfI2M8l73Y3Nzc9jZ2QFApgMPhIWFqRLgUqVK6T02IiLSnGRk/P/27j0+5/r/4/jz2nnDzHGOOcRiKAwlxyGVnFLIIYdy6NtUVFSSQ6Xo4Me3lsw5x5xyJoecJsJCNIfkFDEUGzObbdfvjyvXl2yz7bqufXbtetxvt+vW5fqcntdlPtdevV+f90dRbUZq1Wvrdd0/UEXOHlCHj+qo0s7ZRkcDAAAOlONV6Llz5yTdOZrqTKpWrSpJOnbsmJKTk9Nd7/Dh/40k3NoGAJC7/Fm1uRYP26ezDzSztERPf16Nv+kj96TrRkcDAAAOYJcCODMtuDdv3tThw4c1evRoSdIDDzxgj0PnuIYNG0qytDdHRUWlu96WLVuszxs0aOCQLOHh4QoODlZMTIxD9g8AriChYAmtHrhOe1qPlNlkUpXtU/X0x7REAwCQF2WpAHZ3d7/jIVlamqtXr37Xsn8/fHx8VK1aNa1fv14mk0nPPvusQ96Qo7Vv3976fPr06Wmuk5qaqm+++UaSFBAQoNDQUIdkCQsLU3R0tAIDAx2yfwBwFWY3d/3cZoRWDdyg6/6BKvznQXX4qI4q75xldDQAAGBHWSqAzWbzHY/0Xr/Xo2PHjho4cKC930uOqFevnho1aiRJmjp1qnbs2HHXOp9//rkOHTokSXrttdfk6emZoxkBANnzZ5VmWjxsn85UaS7PxHiFTu8h7+uXjY4FAADsxCMrK48YMeKOP48aNUomk0kvvfSSihcvnu52JpNJPj4+KlmypB599FHdf//92UtrB5GRkTp27Jj1z5cuXbI+P3bsmGbMmHHH+r169bprHxMmTFCDBg2UkJCgli1baujQoQoNDVVCQoLmz5+viIgISVJQUJDeeOMNh7wPAIBjJBQsoTWvfa+aaz5SyIqR2pt0XSlBQXL/59wOAEbZvXu3UlJSrJ2YALLOZLbhfkRubm4ymUw6cOCAgoOD7ZnLYXr16qWZM2dmev30Pp4VK1aoe/fuiouLS3N5UFCQVq1apUqVKmUrZ1aUKVNGZ8+eVenSpe85O3VO4ndFAM6u5JHNaj6li/zizkt+ftLEiVKPHkbHAgAgTzCijrFpEqzp06dr2rRpKlOmjL3yOI02bdrol19+0aBBgxQUFCQ/Pz8FBASoTp06Gjt2rPbu3ZsjxS8AwHHOPdBUi9/bJ7VoIV2/LvXsKfXuLf1zmzsAAOBcbBoBhrHCw8MVHh6u3377TcnJyYwAA4CD9HsxRfr4Y2nECCk1VQoOlhYutPwXAABki9ONAMNYzAINAI63dWuExk2YoIjixaUffpBKlpSio6W6daV/zRsBAI4UERGhcePGWeebAZB1dhsB/uuvv7Rjxw4dP35cV69eVUpKyj23GT58uD0O7fK4BhgAHOett8roypXbzrEXLkjdu0vr11tW6NlTCg+X8uUzNiiAPC+3/s4HZJcRP9NZmgU6LRcuXNCgQYO0aNEiJScnZ2lbCmAAgNMpXlxau9bSEj18uDRzprRrl6Ululo1o9MBAIAM2NQCffnyZTVs2FDz58/XzZs3s3w/YAAAnJKbm/Tuu/9riT50yNISPX26xPcbAAC5lk0F8JgxY3Ts2DGZzWa1bNlSa9eu1cWLF5WSkqLU1NR7PgAAcGpNmkj79kktW0oJCdILL1haoq9dMzoZAABIg00F8LJly2QymdS6dWutXbtWLVu2VJEiRWQymeyVDwCA3K14cWnNGmn0aMvI8KxZltHggweNTgYAAP7FpgL49OnTkiyzESPnhYeHKzg4WDExMUZHAQDX5uYmDR0qbdoklSolHT4s1asnTZ1KSzQAALmITQVw/vz5JYnb8BiE2yABQC7TuLGlJfrxxy0t0X36SD160BINAEAuYVMBXKNGDUnSqVOn7BIGAACnV6yYtHq1ZZZod3dp9mypTh3pwAGjkwEA4PJsKoD79+8vs9msWbNm2SsPAADOz81NevttafNmqXRp6cgRS0v0lCm0RAMAYCCb7gPcqVMnLVu2TPPnz9eYMWP09ttv2ysXAAC5QmBgkHx9Cyp//kBFRGR164byfn2fQqf30H0H10h9++q3yZsU2e1r3fQpkK08/fplazMAeUBQUJAKFizI5W+ADUxmG27Iu3XrVqWkpOi9997Tjh07FBISoq5du6pKlSry8/O75/aNGzfO7qFxmzJlyujs2bMqXbq0zpw5Y3Qcq6z/oggAeVRqqh5a96nqLntXbqkpuhIYpA39FurvMg9meVcUwACAvMKIOsamEeCmTZveccujqKgoRUVFZWpbk8mk5ORkWw4PAIBzcHPT/ife0vlKDdV8ynMKiDmq9mMe1o+d/6vDDftI3D4QAIAcYdM1wJJkNpuz/QAAwJXEVGqgxcP26nT1VvK4eUONZ/dT6LTu8rxx1ehoAAC4BJtGgDdt2mSvHMiG8PBwhYeHcx9gAHAiifmLam3YCj20/jPVXTpUlXfNVbFTe7Sh7wL9XfYho+MBAJCn2XQNMHIHrgEGAMeZOrWbrl27pPz5i+rFF+fYdd+Bx7ar+ZTnlP/yGSV7eFtaohv1zbAlmmuAAdfVrVs3Xbp0SUWLFtWcOfY9HwFGcLprgAEAyOuOHt2iK1fOKiCgtN33bWmJ3qemM3qq3IFVajynv0od3aRt3Sbppq+/3Y8HwLlt2bLFWiwAyB6brwEGAADZl5i/iL5/ebl2PvOpUt3cVWn3fD39UR0V+WOf0dEAAMhz7FYAx8XFadq0aerbt6/atGmj5s2b69SpU3es8+effyo6OlrHjx+312EBAHB+bm76peWbWvHmVl0rVFYBF35TuzGPqOqWryWuVAIAwG7s0gIdHh6ud999V1evWmaxNJvNMplMio+Pv2O9LVu2qFu3bvLx8dGZM2dUuHBhexweAIA8Ieb+R7V42F41ndFL5Q6sVKO5/1Gpo5u1tXsELdEAANiBzSPAI0eO1Kuvvqq4uDh5eXkpJCQk3XU7d+6skiVLKjExUYsXL7b10AAA5DmJ+Yvo+7Dl2vHsZ0p189D9e75Vh49CVOT0XqOjAQDg9GwqgPfu3asPPvhAktS9e3edP39eu3btSv9gbm7q2LGjzGaz1q9fb8uhAQDIu0wmHXjsDS0fvE1XC9+ngheOqf3YR1R1y0RaogEAsIFNBfAXX3whs9ms+vXr65tvvlHBggXvuU39+vUlSQcOHLDl0AAA5HkXKj6iJcP26tSDbeSenKRGc1+WOneWYmONjgYAgFOyqQDesmWLTCaTBgwYkOltypcvL0k6e/asLYcGAMAlJOYrrO9fXqYdHccp1c1DWrhQCgmRfv7Z6GgAADgdmwrgc+fOSZIeeOCBTG/j7e0tSUpMTLTl0JBl8rHg4GDFxMQYHQUA4Egmkw60GKRlQyKl++6Tfv9dql9fCg+nJRoAgCywaRZoLy8vJSYm6ubNm5ne5lbRHBAQYMuhISksLExhYWEqU6YMI+oA4CANG/ZVQkKsfH3vfZmPo12s8LC0d6/Uu7e0fLk0YIC0ebM0ZYqUicuQADi3vn37KjY2NlOXHQJIm00FcJkyZXTo0CH9+uuvqlevXqa2WbdunSSpUqVKthwaAIAc0abNCKMj3KlwYWnpUmn8eGnIEGnRIks79IIFltZoAHnWiBG57HwEOCGbWqCbNWsms9ms6dOnZ2r948ePa+rUqTKZTHrsscdsOTQAAK7LZJIGDZIiI6Vy5aTjx6VHH5W+/JKWaAAAMmBTATxgwAB5eHho+/btGjlyZIbr7tmzRy1bttS1a9fk7e2t/v3723JoAADw8D8t0e3aSUlJ0iuvSB07Mks0AADpsKkADgoK0nvvvSez2awPPvhADz/8sD755BPr8rVr12rs2LFq3ry5Hn74YZ04cUImk0ljxoxRyZIlbQ4PAIDLK1RI+u47S0u0p6e0eLFUu7a0Z4/RyQAAyHVMZrPtvVLDhw/XRx99pNTUVJlMpjTXMZvNMplMGj58ONcv2NmtSbBKly6tM2fOGB3HKiLC6AQAYLu33iqjK1fOKiCgtMaOzT3n2LQUO7lbzSM6yf+vk0px99TOZz/Xr6EDLC3TNujXz04BAdgkt/7OB2SXET/TNo0A3/L+++9r586d6tChg3x9fWU2m+94eHp66sknn9S2bdsofgEAcJCL5etqybC9OlHzabmn3FSDb1/VY5Oeldf1K0ZHAwAgV7BpFujb1alTR4sWLVJycrKio6N14cIFpaSkqEiRIqpWrZp8fX3tdSgAAJCOJL8ArX9psapt+kKPLHpTFfYuUZE/9mpj3291sXxdo+MBAGAouxXA1h16eOjBBx+0924BAEBmmUz6tdmrulCxvppP7iz/SyfU9pMG+umZT3Ww2as2t0QDAOCsbGqBvnz5sr1yAAAAO7tYvq6WvPuzTtTqIPeUm3p0wUA99nUHecXz/Q0AcE02FcAlS5bU008/rYULFyoxMdFemQAAgJ0k+QVoff9F2v7cF0rx8FKFfUvVYXRtFTuxy+hoAADkOJsK4KSkJC1fvlzPPfecihcvrhdeeEEbNmyQHSaWRiaEh4crODhYMTExRkcBAORmJpN+DR2gZYO3K65oBfn/dVJtP22o6hvGS3xnAwBciE0F8EsvvaQiRYrIbDbr6tWrmjlzph5//HGVLl1ab7zxhqKiouyVE2kICwtTdHS0AgMDjY4CAHACl8rX0ZJ3f9bx2s9YWqIXDlLLiU/TEg0AcBk2FcBfffWVzp07p5UrV6pr167y8/OT2WzW+fPnNX78eNWrV09VqlTRhx9+qN9//91emQEAQDYl+QVoQ7+FinzuS6V4eKn8/mV6ZnQtFTvxk9HRAABwOJvvA+zu7q5WrVpp9uzZiomJ0Zw5c9SqVSu5u7vLbDbr6NGjGjFihIKCglS/fn2Fh4fr4sWL9sgOAACyw2RSdGiYlg35UXFFK6rAX6fU7pOGqrF+HC3RAIA8zWR20AW7f/31lxYsWKA5c+Zox44d1uuCTSaT3N3d1aJFC61evdoRh3Y5ZcqU0dmzZ1W6dGmdOXPG6DhWERFGJwAA2x05slnJyYny8PDWAw80NTqO3XkmxKrxrL66P2qhJOnkQ221ped0JeYrbF2nXz+j0gG43ebNm5WYmChvb281bdrU6DiAzYyoYxxWAN/u1KlTmjt3rubOnatff/3VcmCTSSkpKY4+tEugAAYA2MRsVvCWiaq/cJDck5N0tfB92tj3W12o+IgkCmAAgGMYUcfY3AKdGeXKlVOHDh3Uvn17BQQE5MQhAQBAZplMim76spa+tUOxxe5Xgb9Pq+2njWiJBgDkOR6O3Pm5c+c0b948zZ07V3v37r1jmY+PjyMPDQAAsuiv+2prybs//9MSvUD1F72hUkc3Sx1nSIUL32tzAAByPbsXwHFxcVq0aJHmzJmjrVu3KjU11Xr9r5ubm0JDQ9WtWzc988wz9j40AAB2l9evAf63m77+2th3vv58IFT1FwxUuV9WSDVrSt9+K9Wvb3Q8wKVxDTBgO7sUwElJSVq5cqXmzJmj1atXKykpSZKshW+tWrXUrVs3denSRSVLlrTHIQEAyBHTpnXXlStnFRBQWmPH5p55FhzKZNKhJi/pQoWH1WJyJxX845jUuLH08cfS669LbjlyBRWAf+nevXuunPcFcCY2FcA//PCD5syZoyVLliguLk7S/4re8uXLq2vXrurevbuqVKlie1IAAJCj/rqvlpYMjVLvHf0sI8CDB0tbtkgzZkhFihgdDwCALLOpAG7RooVMJpO16C1SpIg6deqkbt266dFHH7VLQAAAYJybvv7SvHlSaKj02mvSypVSrVrS/PkS3/UAACdjcw+Tj4+POnfurOXLl+vcuXMKDw+n+AUAIC8xmaT+/aWdO6XKlaU//rC0RH/6qZSaanQ6AAAyzaYCeMaMGYqJidG8efPUunVreXg4dFJpAABgpJo1pagoqUsXKSVFGjJEatNGunTJ6GQAAGSKTQVwjx49lD9/fntlAQAAuV2BAtKcOVJEhOTtLa1ebWmJ3r7d6GQAANwT0zg6sfDwcAUHBysmJsboKAAAV2IySX37Sj/9JAUFSWfOSE2aSGPH0hINAMjVMl0Av/7663r99dd14cKFNJenpKTo9OnTOn36dIb7OX78uGrXrq2QkJCsJcVdwsLCFB0drcDAQKOjAABc0UMPSXv2/K8l+u23pdataYkGAORamS6Ax48frwkTJuhSOl9qhw8fVvny5VWxYsUM95OQkKB9+/Zp3759WQoKAAByodtbon18pDVrLNcKR0YanQwAgLvYvQX61i2RAACAi/h3S/TZs1LTptKYMbREAwByFaZtBgAgA2PHnjE6gvN48EFLS/R//mMZFX7nHWnLFumbb6RixYxOBzi9M2c4HwG2YhIsAABgPwUKSLNmSVOmWFqi1661tERv22Z0MgAAKIABAICdmUzSiy9Ku3ZJVapIf/5paYn++GNaogEAhqIABgAAjlGjhrR7t9S9u6XwHTpUatVKunjR6GQAABfFNcAAAGRgxYpRSkiIla9vQbVpM8LoOM4nf37LNcChodKAAdL331taoufNkxo3Njod4FRGjRql2NhYFSxYUCNGcD4CsoMRYAAAMhAZOVkbN/6fIiMnGx3FeZlM0gsv3NkSHRoqjR5NSzSQBZMnT9b//d//afJkzkdAdlEAAwCAnFG9uqUlukcPS+E7bJj05JPShQtGJwMAuIgst0B/9dVXKl68+F2vX7jty+v9999Pd/sLfMkBAOC68ueXZs60jAC//LK0bt3/WqKbNDE6HQAgj8tyATxx4sR0l5lMJkmW6xMAAEDeEBHhiL32UqEhddUioqMKnTuk1NBmcnt/lOXewe7ujjggAABZa4E2m812eQAAAFwuVU3fvbNbR+r3kps5VXrvPemJJ6SYGKOjAQDyqEyPAG/atMmROQAAgAtK9s6nLb2m688Hmip0wcvShg2Wlui5cy1t0gAA2FGmC+AmXJcDAAAc5Lf6PRU6uK7UsaMUHS21aCGNGCG9+y4t0QAAu2EWaAAAkDsEB1tuldS7t2WW6BEjpMcfpyUaAGA3FMAAACD3yJdPmjbNMlO0n5+0caOlJfqHH4xOBgDIA7I8CzQAAK4kKKiJrl27pPz5ixodxbX06CHVqSN16iT9+uv/WqKHDaMlGi6rSZMmunTpkooW5XwEZBcFMAAAGXjxxTlGR3Bdt1qiX3nFMio8cqS0das0Z45UooTR6YAcN2cO5yPAVhTAAAAg9/Lzk6ZOlZo2lV56ydIKXbOmpQhu3jxTu7D3fYz79bPv/gAAOYdrgJ1YeHi4goODFcPkIACAvO7556U9e6Tq1S2TYj32mGVEOCXF6GQAACdCAezEwsLCFB0drcDAQKOjAADgeFWrSj/9JPXpI5nN0qhRlkL4/HmjkwEAnAQFMAAAGRg3rplGjqymceOaGR0FkqUlevJkadYsy4zRmzZJDz0kbdhgdDLA4Zo1a6Zq1aqpWTPOR0B2UQADAJCBmJijOncuWjExR42Ogtt1725pia5RQ7pwQWrZ0jJLNC3RyMOOHj2q6OhoHT3K+QjILgpgAADgnKpUsbRE9+1raYl+/33L7ZLOnTM6GQAgl6IABgAAzsvX1zLN85w5Uv780ubNllmi1683OhkAIBeiAAYAAM6va1dLS/SDD1paoh9/XHrvPSk52ehkAIBchAIYAADkDQ88IO3cKfXvb2mJ/vBDqUUL+V350+hkAIBcggIYAADkHb6+0tdfS3PnWlqit2zRMx/WVOnodUYnAwDkAhTAAAAg7+nSRYqKkh56SL5XL6rVf59QnaXDZEqhJRoAXBkFMAAAyJuCgqSdOxXd+CWZzGbVXjNarcc1k9/ls0YnAwAYhAIYAADkXT4+iuw2URv7zFOSd36VPLZNz3xYU2V+/d7oZAAAA3gYHQAAgNzsqaeGKzHxmry98xsdBTb4ve5zunhfiFpEdFTRM/vV6r9PaO8T72hP2/dldufXITiH4cOH69q1a8qfn/MRkF2c8QEAyEDjxv2MjgA7iQusrGVv79QjC19XtS0TVWvtxypxbJs29pmv64VKGx0PuKd+/TgfAbaiBRoAALiMFE8fbe/6lTb0/VZJPgVU8likpSX64FqjowEAcgAFMAAAcDnH63TSknd/1qWyteR77ZJaffGk6n73DrNEA0AeRwEMAEAGYmPP6fLlM4qNPWd0FNhZXPFKWvbWj/q1ycuSpFprx6j1uFDlu3zG4GRA2s6dO6czZ87o3DnOR0B2UQADAJCBjz6qq7ffLquPPqprdBQ4gKUlOlzr+y34X0v0BzVV9uAao6MBd6lbt67Kli2runU5HwHZRQEMAABc3omQjlry7s+6eF9t+cT/pSe/aKV6S96WKeWm0dEAAHZEAQwAAKB/WqKH/KiDTQdIkmp+P1ZtPm+qfH//YXAyAIC9cBskAACQK0REGJ1ASvX01o9dvtC5oCZq8s2LKvH7j3rmw5ra1Psb/VHjKbsfz9b3zF1xACBrGAEGAAD4lxMhz2rxsFst0X/ryS9b6+HFQ2iJBgAnRwEMAACQhqvF7re0RIe+Ikl6aN2navNZE+n0aYOTAQCyiwLYIGazWUuWLFFoaKhKliwpPz8/PfDAA+rfv7+OHz9udDwAAKB/WqKf+6/W91+kJB9/lTi+Q6pVS1q50uhoAIBsoAA2yJtvvqlnnnlGR44cUfv27fXKK6+oQoUKmjx5smrWrKmDBw8aHREAAPzjRO1ntHjYXl0oV0f6+2+pTRtp8GDpJi3RAOBMKIANcP78eY0fP17ly5fX4cOHNXHiRI0dO1Zr167VuHHjdPXqVY0bN87omAAA4DZXi1XU8sGR0quvWl747DOpCS3RAOBMKIANcPLkSaWmpqpBgwby9/e/Y9lTT1lmmLxw4YIR0QAAQAZSPb2lCROkxYulggWlHTukmjWlFSuMjgYAyASXuw3ShQsXtGvXLu3atUu7d+/W7t279ddff0mSevbsqRkzZmR6X6dPn9Z///tfrVq1SqdPn5a3t7cqVaqkTp066eWXX5afn1+a21WuXFleXl7avn27rl69qgIFCliXrV69WpLUrFmz7L9JAIDdDBq0UampyXJzc7mvTGSkQwfLtcCdO0u7d0tt20pvvCF9/LHk6Wl0OuRRGzduVHJysjw8OB8B2eVy/3oCAwPtsp9Vq1apW7duio2Ntb52/fp1a1E9ZcoUrV69WhUrVrxr2yJFimj06NEaPHiwqlatqrZt26pAgQI6cOCANmzYoH79+umVV16xS04AgG1KlHjA6AjIrSpUkCIjpbfeksaPlz7/XNq+XZo/XypXzuh0yIMeeIDzEWArl26BLlu2rFq2bJnl7fbv369OnTopNjZW+fPn1+jRo/Xjjz9q48aN6tu3ryTpyJEjeuqpp3Tt2rU09/Hmm29qzpw5io2N1cSJE/XJJ59ozZo1qlu3rrp37y5P/u8xAAC5n5eX9H//J333nRQQIO3caRkZXr7c6GQAgDS4XAE8fPhwrVixQufPn9fp06c1adKkLO9j4MCBun79ujw8PLRu3ToNHTpU9evXV7NmzRQREaFPPvlEknT48OF0J7P68MMP1atXL73zzjv6448/dO3aNUVGRio5OVmhoaFasmSJTe8TAADkoPbtpb17pXr1pMuXpXbtLC3RSUlGJwMA3MblCuBRo0apdevW2W6F3r17tzZv3ixJevHFF1W/fv271nnjjTdUtWpVSdL48eN181+3SPjhhx/03nvvacCAARo6dKjKlCmjfPnyqUGDBlq5cqV8fX01aNCgbOUDANjXrl1zFRk5Rbt2zTU6CnK78uWlbdukW9/h48ZJjRpJJ08amQp5yNy5czVlyhTNncv5CMgulyuAbbV06VLr8969e6e5jpubm3r06CFJunz5srVgvmXVqlWSpNDQ0Lu2LVasmGrUqKHTp0/r0qVL9gkNAMi2xYuHaNasvlq8eIjRUeAMvLwshe/SpZaW6F27LC3Ry5YZnQx5wJAhQ9S3b18NGcL5CMguCuAs2rZtmyQpX758CgkJSXe9Jk2aWJ9HRkbesSzpn3aoixcvprntrde9vb1tygoAAAzSrp2lJfrhh6UrVywt0oMG0RINAAajAM6iQ4cOSZIqVaqU4RT0VapUuWubWxo0aCBJGjdu3B2zSEvSzJkzdezYMYWEhNxxeyQAAOBkypeXtm61XAssWWaKbthQOnHCyFQA4NJc7jZItrhx44a1LblMmTIZrluoUCHly5dP8fHx+uOPP+5Y1rFjR02aNEmbN29W5cqV1bZtWxUqVEj79+/X+vXr5e3trfHjxzvqbQAAABtERGRlbS8p6DOVe7mxmszoJZ/du5VYrZa29Jyuk7WedlREl5SVv5d+/RyXA5mTtX9HFvy9wR4YAc6Cq1evWp/nz5//nuvny5dPku66FZK7u7vWrl2rsWPHqmzZspo3b57Gjx+v6Ohode3aVXv27FHDhg3T3W9iYqLi4uKsD7PZnM13BAAAcsKph9pqybC9iqnwsLwTYtXy6w6q/+1AuSXTEg0AOYkCOAtu3Lhhfe7l5XXP9W9dw5uQkJDmsiFDhigqKkrx8fG6efOmzpw5ozlz5qh69eoZ7vfjjz9WwYIFrY8///wzi+8EAADktGtFymnFm1u1/zFLS3SNHyao7ScNVODicYOTAYDroADOAh8fH+vzpExMYpGYmChJ8vX1tWuOd955R7GxsdZHqVKl7Lp/AADgGKkeXvrp2c+09uXluuFXSMVP7VGH0bVV/uclRkcDAJdAAZwFt09K9e+25rTEx8dLyly7dFZ4e3vL39/f+jCZTHbdPwAAcKzTD7XR4vf2KabCI5aW6EnP6NH5r8rtZqLR0QAgT6MAzgIfHx8VLVpUknTmzJkM1718+bK1AC5btqzDswEAAOcSX/g+LR+8VftbDpYkVd/0hdrREg0ADkUBnEVVq1aVJB07dkzJycnprnf48OG7tgEAOB9//xIKCCgtf/8SRkdBHmR299RPz3yiNQNW6ka+wip2OkrPfFhLFaIWGR0NuVCJEiVUunRplSjB+QjILgrgLLo1O3N8fLyioqLSXW/Lli3W57fu+2tv4eHhCg4OVkxMjEP2DwCQ3n13j8aOPaN3391jdBTkYX/UeEqLh+3T+fsfldeNOD0W0VGPznuFlmjcYc+ePTpz5oz27OF8BGQXBXAWtW/f3vp8+vTpaa6Tmpqqb775RpIUEBCg0NBQh2QJCwtTdHS0AgMDHbJ/AACQc+ILl9WKNzZrX8shkqTqm7/8pyX6d2ODAUAeQgGcRfXq1VOjRo0kSVOnTtWOHTvuWufzzz/XoUOHJEmvvfaaPD09czQjAABwTmZ3T+16ZqzWDFilG/mK/NMSXZuWaACwEw+jA+S0yMhIHTt2zPrnS5cuWZ8fO3ZMM2bMuGP9Xr163bWPCRMmqEGDBkpISFDLli01dOhQhYaGKiEhQfPnz1dERIQkKSgoSG+88YZD3gcAAMi7/qjRSouH7VXzKV1U4vfteiyio35tGqadz36mFE+fe+8AAJAmlyuAp0yZopkzZ6a5bPv27dq+ffsdr6VVANeqVUvffvutunfvrri4OA0dOvSudYKCgrRq1ao7bp0EAHA+s2f3V3z838qXr7C6d59kdBy4EEtL9CbVWT5ctdaOUbXN4Qr8/Udt6LdAccUrGR0PBujfv7/+/vtvFS5cWJMmcT4CssPlCmB7adOmjX755RdNmDBBq1at0pkzZ+Tl5aVKlSqpY8eOGjBggPz8/IyOCQCw0YEDq3TlylkFBJQ2OgpckNndU7uf/ljnKzdW6LTnVfSPveowura2Pj9Fx+t0MjoectiqVat09uxZlS7N+QjILpe7BnjGjBkym82ZfmSkXLlyGjdunI4cOaL4+HhdvnxZu3fv1pAhQ3Kk+GUWaAAAXMMf1Z/U4vf26VylhvK6cVUtJndWg7kvSzduGB0NAJyKyxXAeQmzQAMA4DriC5XRytc3ae8T70iSqm2ZKNWvL/32m8HJAMB5UAADAAA4CbO7h3Y//ZFWv7JGCfmLSvv2SSEh0rffGh0NAJwCBTAAAICTOVP9CS0etk9q3Fi6elV67jnpP/+hJRoA7oECGAAAwAldL1Ra2rhRevddyWSSvv5aeuQR6ehRo6MBQK5FAQwAAOCsPDykDz+U1q6VihWT9u+3tETPm2d0MgDIlSiAAQAAnF3LlpbrgZs0ka5dk7p2lfr3lxISjE4GALkKBbAT4zZIAADAqlQpacMGadgwS0t0RISlJfrIEaOTAUCu4WF0AGRfWFiYwsLCVKZMGZ09e9boOACQJ9Wt20XXr1+Wn18ho6MAd4mI+PcrHlLZD1T61cZqNq2bfH/5RUkP1dG27pP0e72ud23fr1+OxISddOnSRTt2WM5Hd//d284RPw+OyGmLrOTh30feRAEMAEAGnn32U6MjAFl2NvgxLR62T82mdlOpo5vVfGo3lTqyWT92nqAUL1+j4yGbPv3001xXUALOhhZoAACAPOh6QCmtGrRBUU8Nl9lkUtXIyWo/5mEVPH/Y6GgAYBgKYAAAgDzK7OauqLajtPq1dbpeoLiKnD2gDh/VUaWf5hgdDQAMQQEMAACQx52t2kKL39unsw+EyjMxXs2mdVfjb/pI168bHQ0AchQFMAAAGRg+vIpee81fw4dXMToKYJOEgiW1euB6RbUeIbPJpCrbp0oPPywdpiXaWVSpwvkIsBUFMAAAGUhMvKYbN64qMfGa0VEAm5nd3BXVZqRWvbZe1/0DpYMHpTp1pNmzjY6GTLh2jfMRYCsKYAAAABfzZ9XmWjxsn9SsmRQfLz3/vNSHlmgAeR8FsBMLDw9XcHCwYmJijI4CAACcTELBEtK6ddKoUZLJJE39pyX60CGjowGAw1AAO7GwsDBFR0crMDDQ6CgAAMAZubtLw4dLGzZIgbe1RH/zjdHJAMAhKIABAABcXbNm0r59UvPmljbonj2lF16gJRpAnkMBDAAAAKlECen776X335fc3KTp06V69aToaKOTAYDdUAADAADAwt1deu89S0t0iRLSr79KdetKM2canQwA7IICGAAAAHcKDbW0RLdoYWmD7tVL6t3bMmM0ADgxCmAAAADcLTBQWrtW+uADS0v0jBmWluhffzU6GQBkm4fRAQAAyM26dftaN28myNPT1+goQM5zd5eGDZMaNpS6dLFcD1y3rvTVV5ZRYeSor7/+WitWcD4CbEEBDABABh58sLXREQDjNW1qaYl+/nlp/XpLO/TmzVJ4uJQvn8HhXEfr1q31559GpwCcGy3QTiw8PFzBwcGKiYkxOgoAAMjr/t0SPXOmZTSYlmgAToQC2ImFhYUpOjpagYGBRkcBAACuwM3N0hL9ww9SyZLSoUOWInj6dMlsNjodANwTBTAAABk4dSpKv/++Q6dORRkdBcg9mjSxtES3bCklJEgvvCD17Cldu2Z0sjwtKorzEWArCmAAADLw1Vft9Mknj+qrr9oZHQXIXYoXl9askUaPtowMz5plGQ0+eNDoZHlWu3acjwBbUQADAAAge9zcpKFDpU2bpFKlpMOHLbdKmjqVlmgAuRIFMAAAAGzTuLGlJfrxxy0t0X36SD160BININehAAYAAIDtihWTVq+WPvrIMjI8e7ZUp4504IDRyQDAigIYAAAA9uHmJr3zjuUewaVLS0eOWFqip0yhJRpArkABDAAAAPtq1Ejau1d64gnpxg2pb1/p+edpiQZgOApgAAAA2F+xYtKqVdKYMZK7uzRnjqUl+pdfjE4GwIVRAAMAAMAx3Nykt966syX64YelyZNpiQZgCApgAAAAOFbDhpZZolu1srRE9+snde8uXb1qdDIALoYC2ImFh4crODhYMTExRkcBAADIWNGi0ooV0tixlpbouXMtLdH79xudDIAL8TA6ALIvLCxMYWFhKlOmjM6ePWt0HADIk0aNOiSz2SyTyWR0FMD5ublJQ4ZIDRpIzz0nHT1qaYn+738tE2Xx7yxDhw4d0rRpnI8AWzACDABABnx8CsjX118+PgWMjgLkHQ0aWFqin3pKSkyU+veXunaV4uKMTparFSjA+QiwFQUwAAAAcl6RItLy5dKnn0oeHtL8+ZaW6H37jE4GIA+jAAYAAIAx3NykN9+Utm6VypaVfvtNeuQRadIkZokG4BAUwAAAZGD9+nFasWKk1q8fZ3QUIO+qX98y8tumjaUl+qWXpC5daIn+l3HjOB8BtqIABgAgAxs2jNPKlaO0YQO/cAIOVbiwtGyZ9Pnnlpbob7+VQkKkvXuNTpZrjBvH+QiwFQUwAAAAcgeTSXr9dWnbNum++6RjxyyjwxMn0hINwC64DRIAAACyJCIi69v065eFlR95xDLy27u3ZaKsl1+WNm+WJk+W/P2zfvBsys77tEWWPiMHyOn3m1Xp5Uvrc7PHe0lrH0b/HcF2jAADAAAg9ylcWFq6VBo3ztISvWCBVLu29PPPRicD4MQogAEAAJA7mUzSoEFSZKRUrpz0+++WlujwcFqiAWQLBTAAAAByt4cftrREt2snJSVJAwZInTpJsbFGJwPgZCiAAQAAkPsVKiR99500frzk6SktWmRpiY6KMjoZACdCAQwAAADnYDJJr71maYkuX146flx69FHpyy9piQaQKRTAAAAAcC716lkmw2rf3tIS/corahHRUV7XrxidDEAuRwHsxMLDwxUcHKyYmBijowBAnnXffbVVocIjuu++2kZHAXC7QoWkJUukCRMkT09V/HmxOoyuraIn9xidzGFq1+Z8BNiK+wA7sbCwMIWFhalMmTI6e/as0XEAIE8KC1tudAQA6TGZpFdflerXV9yTneR/6YTaffKodj77uX4NHWBZnocsX74819+rF8jtGAEGAACAc6tbV0uG7dWJWh3knnJTDb59VY9NepaWaAB3oQAGAACA00vyC9D6/ou0vfN/leLuqQp7l6jD6NoqdnK30dEA5CIUwAAAAMgbTCb92uwVLRvyo+KKVpD/pRNq+0kDVd84gVmiAUiiAAYAIEPh4W01Zkx9hYe3NToKgEy6VL6Olrz7s47XfkbuKTf16IKBeuzrDvKKv2x0NJu0bcv5CLAVBTAAABk4ffpnnTixU6dP/2x0FABZkOQXoA39FiryuS+V4uGlCvuWWlqiT+wyOlq2/fwz5yPAVhTAAAAAyJtMJkWHhv3TEl1R/n+dVNtPG0rjx9MSDbgoCmAAAADkaZfKhWjxsJ/1e0hHuafclAYNkp5+Wrrs3C3RALKOAhgAAAB53k3fgtrY91tFdgmXvLykZcukWrWkn34yOhqAHEQBDAAAANdgMim66cvSjh3S/fdLp05JDRtK48bREg24CApgAAAAuJbataWff5Y6dZKSk6U33pDat5f+/tvoZAAcjAIYAAAArsffX5o/X5o4UfL2lpYvt7RE79xpdDIADkQBDAAAANdkMkkvvWRpia5USTp9WmrUSPr8c1qigTzKZDbzr9vZeXl56ebNm3Jzc1PJkiWNjmMVH290AgCwXWzsOZnNqTKZ3FSwYO45xwL2kC9f9rbLznd8do+VWVnJlGYWs9kyK3RCguXPPj667l1IZlPOjRfd6zM6d+6cUlM5H/1bWp+bo34PdfTPsau59TPt6emppKSkHDkmBXAe4O7urtTUVKNjAAAAAECWubm5KSUlJUeO5ZEjR4FD+fj46MaNG3J3d1fx4sWzvZ+YmBgFBgbaJZPZbNaff/6pUqVKyWQy2WWfcH72/BlzFXn5M3Om95abshqRJaeO6ajj8P0GR8tN5whnkZc/M2d6b0ZnvXDhglJSUuTj45Njx2QEGFbBwcGKjo62y77i4uJUsGBBxcbGyt/f3y77hPOz58+Yq8jLn5kzvbfclNWILDl1TEcdh+83OFpuOkc4i7z8mTnTe3OmrPbCJFiwCgsLMzoC8jh+xrIuL39mzvTeclNWI7Lk1DEddZzc9PeHvImfsazLy5+ZM703Z8pqL4wAwyH4P+QAgLyI7zcAcG6MAMMhvL29NWLECHl7exsdBQAAu+H7DQCcGyPAAAAAAACXwAgwcqXdu3erVatWKlSokPLly6d69epp7ty5RscCACDbZs+erf79+6tOnTry9vaWyWTSjBkzjI4FAC6F2yAh19m8ebMef/xxeXl56bnnnlPBggW1ZMkSdevWTSdPntTQoUONjggAQJYNGzZMp06dUtGiRVWyZEmdOnXK6EgA4HIYAUaukpycrD59+shkMmnr1q2aPHmyPvvsM+3fv1/VqlXTiBEj9NtvvxkdEwCALJsyZYpOnjypixcv6qWXXjI6DgC4JApg5Co//PCDfv/9d3Xt2lW1atWyvl6gQAG99957Sk5O1vTp0w1MCABA9rRo0ULlypUzOgYAuDQKYFhduHBBK1eu1PDhw/Xkk0+qaNGiMplMMplM6tWrV5b2dfr0ab355puqWrWq8uXLp8KFC6tevXr67LPPdP369XS327x5sySpZcuWdy279dqWLVuylAUA4Npyw/cbACB34BpgWAUGBtplP6tWrVK3bt0UGxtrfe369evavXu3du/erSlTpmj16tWqWLHiXdveam+uXLnyXcsKFSqkokWL0gINAMiS3PD9BgDIHRgBRprKli2b5ijsvezfv1+dOnVSbGys8ufPr9GjR+vHH3/Uxo0b1bdvX0nSkSNH9NRTT+natWt3bX/rl4qCBQumuX9/f/87fvEAACArjPp+AwDkDowAw2r48OGqW7eu6tatq8DAQJ08eVIVKlTI0j4GDhyo69evy8PDQ+vWrVP9+vWty5o1a6bKlStryJAhOnz4sMaNG6fhw4fb+20AAHAHvt8AALcwAgyrUaNGqXXr1tluFdu9e7f1Gt4XX3zxjl8ObnnjjTdUtWpVSdL48eN18+bNO5bfGvlNb5Q3Li4u3dFhAADSkhu+3wAAuQMFMOxm6dKl1ue9e/dOcx03Nzf16NFDknT58mXrLxS33Lr2N63rfC9fvqxLly6leX0wAACOYo/vNwBA7kABDLvZtm2bJClfvnwKCQlJd70mTZpYn0dGRqa5bN26dXdtd+u127cHAMDR7PH9BgDIHSiAYTeHDh2SJFWqVEkeHulfXl6lSpW7trmlefPmqlixoubOnat9+/ZZX7969ao++OADeXh4ZPmWFQAA2MIe328AgNyBSbBgFzdu3NClS5ckSWXKlMlw3UKFCilfvnyKj4/XH3/8cccyDw8PTZkyRY8//rgaNWqkLl26yN/fX0uWLNGJEyf04YcfKigoyGHvAwCA29nr+02SpkyZYh0ZPnDggPW1W+3S7du3V/v27e0XHgBwFwpg2MXVq1etz/Pnz3/P9W/9gpDWrSJCQ0MVGRmpESNGaMGCBUpKSlK1atX0wQcfqFu3bnbNDQBARuz5/RYZGamZM2fe8dr27du1fft2SVL58uUpgAHAwSiAYRc3btywPvfy8rrn+t7e3pKkhISENJfXq1dPa9assU84AACyyZ7fbzNmzNCMGTPslg0AkHVcAwy78PHxsT5PSkq65/qJiYmSJF9fX4dlAgDAVny/AUDeQgEMuyhQoID1eVptX/8WHx8vKXPtZAAAGIXvNwDIWyiAYRc+Pj4qWrSoJOnMmTMZrnv58mXrLwhly5Z1eDYAALKL7zcAyFsogGE3VatWlSQdO3ZMycnJ6a53+PDhu7YBACC34vsNAPIOCmDYTcOGDSVZ2r+ioqLSXW/Lli3W5w0aNHB4LgAAbMH3GwDkHRTAsJvbb90wffr0NNdJTU3VN998I0kKCAhQaGhoTkQDACDb+H4DgLyDAhh2U69ePTVq1EiSNHXqVO3YseOudT7//HMdOnRIkvTaa6/J09MzRzMCAJBVfL8BQN5hMpvNZqNDIHeIjIzUsWPHrH++dOmSBg8eLMnSytWnT5871u/Vq9dd+9i7d68aNGighIQE5c+fX0OHDlVoaKgSEhI0f/58RURESJKCgoK0Z8+eO2bXBADAEfh+AwDcQgEMq169emnmzJmZXj+9H50VK1aoe/fuiouLS3N5UFCQVq1apUqVKmUrJwAAWcH3GwDgFlqgYXdt2rTRL7/8okGDBikoKEh+fn4KCAhQnTp1NHbsWO3du5dfDgAATofvNwBwfowAAwAAAABcAiPAAAAAAACXQAEMAAAAAHAJFMAAAAAAAJdAAQwAAAAAcAkUwAAAAAAAl0ABDAAAAABwCRTAAAAAAACXQAEMAAAAAHAJFMAAAAAAAJdAAQwAAAAAcAkUwAAAAAAAl0ABDAAAAABwCRTAAAAgV9i8ebNMJtNdj5EjRxodLVPKly9/V/by5csbHQsAcBsKYABAnpdeYZXRY+DAgUbHhoPs2LHD+vfcs2fPLG1rNptVrlw5mUwmFS5cWElJSQ5KCQBwBApgAACQ60ybNk0HDhzQgQMH9PLLL9t13/Xr11flypUlSUuWLFF8fHymt926datOnz4tSercubO8vLysy9atW2fN3K5dO7tmBgDYh4fRAQAAyEn/+c9/MlVQFS1aNAfSID0VKlRQ9erVHbb/559/XsOHD9e1a9e0dOlSdevWLVPbzZo1y/q8R48edywLCgqyPg8ICLBLTgCAfVEAAwBcSvHixR1aWME59OjRQyNGjJDZbNasWbMyVQDfuHFDixYtkiRVrlxZ9evXd3RMAICd0QINAABcTrly5dS4cWNJ0oYNG3Tu3Ll7brN8+XLFxsZKsowgAwCcDwUwAACZdGuW3169ekmSDh8+rL59+6p8+fLy9vZWYGCgnn76ae3cuTNT+ztz5ozeeecd1a5dW4UKFZKPj4/uu+8+de7cWZs2bUp3u5MnT1oncZoxY4Yky7WsrVq1UqlSpeTh4aGmTZvesY3ZbNbMmTPVuHFjFSpUSPnz51eNGjX0/vvvKy4uTpLSnHX55s2bKlGihEwmk5588sl7vqeDBw9a9/PRRx9l6nOwVXY/x1stzCkpKZo3b949j3Or/dlkMlEAA4CTogAGACAblixZopCQEE2ZMkWnTp1SUlKSLly4oKVLl6phw4b69ttvM9x+6tSpCgoK0pgxY7R3715duXJFiYmJ+uOPP7RgwQI1a9ZMffr0UXJycob7MZvN6tGjh5555hmtWbNG586dU0pKyh3rJCUlqW3bturVq5e2bdumK1euKD4+XgcPHtSIESNUp04dnTp1Ks39e3p6WgvFdevW6ezZsxnmmTZtmiTJ3d09yzMsZ4ctn2PHjh3l6+sr6c5re9Ny8eJFrV27VpLUqFEjbm8EAE6KAhgAgCz65Zdf1K1bNwUGBurLL7/Uzp07tWPHDo0cOVI+Pj5KSUlRv379dPHixTS3nzZtmvr06aOEhARVr15dX3zxhSIjI/Xzzz9r8eLFatWqlSRLcffWW29lmGX8+PGaNWuWGjVqpLlz52rPnj3asGHDHSOUr7zyilauXClJCg4O1rRp07R7925t3LhRAwYM0PHjx/Xcc8+le4w+ffpIklJTU/XNN9+ku97Nmzc1e/ZsSVLLli1VunTpDLPbytbPsUCBAnr66aclSfv27dPBgwfTPdb8+fOtRfS/J78CADgRMwAAedymTZvMksySzP/5z3/MBw4cuOcjKSnprv2UK1fOup+QkBDzlStX7lpn9uzZ1nXGjRt31/LTp0+b/fz8zJLMPXv2NN+8eTPNzEOHDjVLMru5uZmPHDlyx7ITJ05YjyHJ3KNHD3Nqamqa+4mKijKbTCazJHO9evXM8fHxd62zcOHCO/Y3YsSIu9Zp3LixWZK5cuXKaR7HbDablyxZYt3HokWL0l0vPbf/PW3atCnDde3xOZrNZvPatWutxxwyZEi6x6tbt65ZktnX19ccGxt7z/fSs2dPsyRzuXLl7rkuACDnMAIMAHApEydOVI0aNe75yEyrb8GCBe96vWvXripVqpQkadu2bXctnzBhgq5fv65SpUrp66+/lodH2jdkGDVqlEqXLn3PUdeAgAB9+eWXMplMaS6PiIiQ2WyWJE2ePFl+fn53rfPss89aR0LTc2sU+LffftP27dvTXGf69OmSLLeQatOmTYb7s5W9PscWLVpY/77mzJmj1NTUu9Y5cuSIdu/eLUlq166d/P397fhOAAA5iQIYAIAsqlGjhh588ME0l5lMJtWqVUuSdPz48buWL1u2TJLUpk0b+fj4pHsMDw8P6212duzYke56bdq0UYECBdJdvnHjRklSzZo1080s3but99lnn7Xe2/ZWoXu7mJgYrVmzRpLUvXt3eXl5Zbg/W9nrc3R3d7feAuns2bNpTpqV0b1/AQDOhQIYAOBSbt379V6PjCY5qlKlSobHKFy4sCTp6tWrd7weGxurY8eOSZImTZpknS05vcete86eP38+3WNlVNTeuHHDeryQkJAMM9epUyfD5b6+vurataskacGCBYqPj79j+axZs6zXyL7wwgsZ7stW9v4cb5+s69+TYZnNZs2ZM0eSFBgYqJYtWzriLQEAcggFMAAAWZRWG/Ht3NwsX6//no35woUL2Tre9evX011WqFChdJdduXLF+rx48eIZHqNYsWL3zNG3b19JlsJ+8eLFdyy7NSpct25d1ahR4577soW9P8dq1apZR+0XL158x3rbtm3TyZMnJVna293d3bN1bABA7pD2BTMAAMDubi+IBw4cqBdffDFT22XUTmyvgiy9a4hvV7NmTYWEhCgqKkrTp0+3tgP/9NNPio6OluT40V/JMZ9jjx49tHfvXl27dk1Lly61jnbT/gwAeQsFMAAAOaRIkSLW59evX1f16tUderxb1+xK9x41zeyoap8+fRQVFaUtW7bo+PHjqlixonX019fXV126dMl23sxyxOfYtWtXDR48WMnJyZo1a5a6du2qxMRELVy4UJLluu+aNWvafBwAgLFogQYAIIcUK1bMem/cDRs2WGdndhQfHx/df//9kqQ9e/ZkuO69lt/StWtX+fn5yWw2a+bMmUpISND8+fMlSR06dEhzZmx7c8TnWLx4cT3xxBOSpPXr1+v8+fNavny5YmNjJTH6CwB5BQUwAAA5qG3btpIsM0TfmpzJkZo3by5J2r9/v3755Zd018voVku38/f3V6dOnSRJM2fO1KJFi6xFYmZbke3BEZ/jrSI3JSVF8+bNs7Y/3z5TNADAuVEAAwCQgwYPHixvb29J0ksvvXTPkdfVq1dnWLjeS79+/azX9/bt2zfNiaAWL16s7777LtP7vHVP4FOnTmnIkCGSpAoVKqhp06bZzplVjvgc27Zta51U7Ouvv9batWslWe4VXLJkSTukBgAYjWuAAQAu5cKFCzp48OA91/P19bW2D9tThQoV9PXXX6t37976+++/1aBBAz3//PNq3bq17rvvPiUnJ+vMmTPatWuXFi1apN9//10rVqzI8HZHGQkJCVHfvn0VERGhXbt2qW7duho8eLBq1KihuLg4fffdd/rqq69Ur1497dq1S9K9J8Rq0KCBqlatqkOHDllvLdS7d+9MTaRlL474HL29vdWpUydNmjRJR48etb5O+zMA5B0UwAAAlzJx4kRNnDjxnus99NBD2rdvn0My9OrVS76+vurXr5/i4uI0depUTZ06Nc113dzclC9fPpuO98UXX+jPP//UypUrFR0drd69e9+xvEKFCpo7d64qVaokyXLt8L28+OKLevPNN60Ze/XqZVPG7HDE59ijRw9NmjTJ+ucCBQqoffv29ooMADAYLdAAABigc+fOOnnypMaMGaOmTZuqePHi8vT0lJ+fnypWrKg2bdpo3LhxOnnypEJDQ206lpeXl5YvX67p06erYcOGKliwoPz8/FS1alUNHTpUUVFRd8ysnJmJrJ5//nnr88cee0xly5a1KWN22ftzfPTRR1W5cmXrn5999tl73vcZAOA8TGZHT0EJAAByvcjISDVq1EiSZWblW5NnpWfjxo1q0aKFJOnbb7+1Toxli82bN1uL1E2bNuXoNcX21qtXL82cOVPlypXTyZMnjY4DAPgHLdAAAEDz5s2TJHl6eiokJOSe60+bNk2S5Z687dq1s3ueEydOqGjRopIstygqXry43Y9hb0ePHlVSUpIk6cqVK8aGAQCkiQIYAIA87tKlS/Lw8FBAQECay7///nvrda9t27ZNd71bTp48qYULF0qyTH51azZme3rhhResz0eMGKGRI0fa/Rj21rJlS506dcroGACADFAAAwCQxx08eFDt2rVTx44d1aJFC91///1yc3PTqVOntHz5cs2ePVspKSny9fXVRx99lOY+zp49q+vXr+vEiRN6++23dfPmTfn4+GjgwIE5+2YAALAB1wADAJDH3X5tbXr8/f21cOFCtWzZMs3lTZs21ZYtW+547ZNPPtHgwYPtlhMAAEdjBBgAgDyuTp06mjFjhtasWaNffvlFFy9e1JUrV+Tv769KlSrpiSee0IABA1SsWLF77svPz09BQUEaOHCgevbsmQPpAQCwH0aAAQAAAAAugfsAAwAAAABcAgUwAAAAAMAlUAADAAAAAFwCBTAAAAAAwCVQAAMAAAAAXAIFMAAAAADAJVAAAwAAAABcAgUwAAAAAMAlUAADAAAAAFzC/wO7t4/U9sPAxgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bins_eV_full = np.arange(0, 50, 1)\n", + "fit_low, fit_high = 5, 23\n", + "bins_eV_fit = bins_eV_full[(bins_eV_full >= fit_low) * (bins_eV_full <= fit_high)]\n", + "fit_scale = 1e8\n", + "\n", + "event_weights_DRU = np.full(len(energies_eV), (1/mass_kg/time_days/np.diff(bins_eV_fit*1e-3)[0]))\n", + "dRdE_DRU_arr, E_eV_arr = np.histogram(energies_eV, bins_eV_fit, weights=event_weights_DRU)\n", + "E_eV_arr = 0.5 * (E_eV_arr[1:] + E_eV_arr[:-1])\n", + "\n", + "# Perform the optimization to minimize the negative log likelihood\n", + "result = minimize(negative_log_likelihood_power_basic, [1, 1], args=(E_eV_arr, dRdE_DRU_arr/fit_scale), method='L-BFGS-B', bounds=[(1e-10, None), (1e-10, None)])\n", + "A_fit_power_he, alpha_fit_power_he = result.x\n", + "A_fit_power_he *= fit_scale\n", + "print(f\"Power law parameters: A = {A_fit_power_he:.3e} DRU, exponent = -{alpha_fit_power_he:.4f}\")\n", + "\n", + "# Perform the optimization to minimize the negative log likelihood\n", + "result = minimize(negative_log_likelihood_exp_basic, [1, 1], args=(E_eV_arr, dRdE_DRU_arr/fit_scale), method='L-BFGS-B', bounds=[(1e-10, None), (1e-10, None)])\n", + "A_fit_exp_he, inv_E0_exp_he = result.x\n", + "A_fit_exp_he *= fit_scale\n", + "print(f\"Exponential parameters: A = {A_fit_power_he:.3e} DRU, E0 = {1 / inv_E0_exp_he:.4f} eV\")\n", + "\n", + "####### Plotting #######\n", + "\n", + "fig, ax = plt.subplots(2, 1, figsize=(10, 12))\n", + "\n", + "for i in range(2):\n", + " ax[i].hist(energies_eV, bins_eV_full, weights=event_weights_DRU, alpha=0.4, color='b')\n", + " ax[i].set_yscale('log')\n", + " ymin, ymax = ax[i].get_ylim()\n", + "\n", + " if i == 0:\n", + " ax[i].plot(bins_eV_full, exponential_basic(bins_eV_full, A_fit_exp_he, inv_E0_exp_he), 'r-')\n", + " ax[i].text(0.98, 0.95, f'dRdE [DRU] = \\n{A_fit_exp_he:.3e} * e^[-E / ({1/inv_E0_exp_he:.4f} eV)]', ha='right', va='top', fontsize=16, color='r', transform=ax[i].transAxes)\n", + " else:\n", + " ax[i].set_xscale('log')\n", + " ax[i].plot(bins_eV_full, power_law_basic(bins_eV_full, A_fit_power_he, alpha_fit_power_he), 'r-')\n", + " ax[i].text(0.98, 0.95, f'dRdE [DRU] = \\n{A_fit_power_he:.3e} * [E (eV)]^-({alpha_fit_power_he:.4f})', ha='right', va='top', fontsize=16, color='r', transform=ax[i].transAxes)\n", + "\n", + " ax[i].text(16, 1e11, f'Fit Region', ha='right', va='top', fontsize=24, color='k')\n", + "\n", + " ax[i].set_xlabel('Energy [eV]')\n", + " ax[i].set_ylabel('Event Rate [DRU]')\n", + "\n", + " ax[i].plot([fit_low, fit_low], [ymin, ymax], 'k--', lw=2)\n", + " ax[i].plot([fit_high, fit_high], [ymin, ymax], 'k--', lw=2)\n", + " ax[i].set_ylim([ymin, ymax])\n", + "\n", + "ax[0].set_xlim([0, 40])\n", + "fig.tight_layout()\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_1408830/2939457329.py:14: RuntimeWarning: divide by zero encountered in log10\n", + " ax.plot(E_eV_arr, np.log10(dRdE_DRU_arr), 'ko', ms=8, label='Run 47 Data')\n", + "/tmp/ipykernel_1408830/1935810265.py:3: RuntimeWarning: divide by zero encountered in power\n", + " return A * x**(-alpha)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Load the image\n", + "img = mpimg.imread('spectra/RKR_Run34_spectrum.png')\n", + "\n", + "# Create a figure and axis\n", + "fig, ax = plt.subplots(1, 1, figsize=(13,9))\n", + "\n", + "# Display the image\n", + "ax.imshow(img, extent=[-19, 105, np.log10(2e-6), np.log10(7e2)], aspect='auto')\n", + "\n", + "bins_eV = np.arange(0, 100, 5)\n", + "event_weights_eVs = np.full(len(energies_eV), (1/time_sec/np.diff(bins_eV)[0]))\n", + "dRdE_DRU_arr, E_eV_arr = np.histogram(energies_eV, bins_eV, weights=event_weights_eVs)\n", + "E_eV_arr = 0.5 * (E_eV_arr[1:] + E_eV_arr[:-1])\n", + "ax.plot(E_eV_arr, np.log10(dRdE_DRU_arr), 'ko', ms=8, label='Run 47 Data')\n", + "\n", + "xmin, xmax = ax.get_xlim()\n", + "ymin, ymax = ax.get_ylim()\n", + "E_eV_arr = np.linspace(0, 40)\n", + "ax.plot(E_eV_arr, np.log10(exponential_basic(E_eV_arr, A_fit_exp / 1000 / 86400 * mass_kg, inv_E0_exp)), 'm-', lw=2, label='Exponential (VV)')\n", + "ax.plot(E_eV_arr, np.log10(power_law_basic(E_eV_arr, A_fit_power / 1000 / 86400 * mass_kg, alpha_fit_power)), 'r-', lw=2, label='Power Law (VV)')\n", + "ax.plot(E_eV_arr, np.log10(exponential_basic(E_eV_arr, A_fit_exp_he / 1000 / 86400 * mass_kg, inv_E0_exp_he)), 'm--', lw=2)\n", + "ax.plot(E_eV_arr, np.log10(power_law_basic(E_eV_arr, A_fit_power_he / 1000 / 86400 * mass_kg, alpha_fit_power_he)), 'r--', lw=2)\n", + "ax.set_xlim([xmin, xmax])\n", + "ax.set_ylim([ymin, ymax])\n", + "ax.legend(loc='center right', framealpha=1)\n", + "\n", + "# Show the plot\n", + "ax.axis(False)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def get_shared_rate_phonon_eVs(energies_phonon, pce=0.164):\n", + " energies_TES = energies_phonon * pce\n", + " return 50 * np.exp(-energies_TES / 100e-3) * pce\n", + "\n", + "# Create a figure and axis\n", + "fig, ax = plt.subplots(1, 1, figsize=(10,8))\n", + "\n", + "bins_eV = np.arange(0, 50, 0.25)\n", + "event_weights_eVs = np.full(len(energies_eV), (1/time_sec/np.diff(bins_eV)[0]))\n", + "dRdE_DRU_arr, E_eV_arr = np.histogram(energies_eV, bins_eV, weights=event_weights_eVs)\n", + "E_eV_arr = 0.5 * (E_eV_arr[1:] + E_eV_arr[:-1])\n", + "#ax.plot(E_eV_arr, dRdE_DRU_arr, 'ko', ms=8, label='Run 47 Data')\n", + "ax.hist(energies_eV, bins_eV, weights=event_weights_eVs, label='Run 47 Shared Data', alpha=0.4, color='g')\n", + "ax.set_yscale('log')\n", + "\n", + "xmin, xmax = ax.get_xlim()\n", + "ymin, ymax = ax.get_ylim()\n", + "E_eV_arr = np.linspace(0, 40)\n", + "ax.plot(E_eV_arr, exponential_basic(E_eV_arr, A_fit_exp / 1000 / 86400 * mass_kg, inv_E0_exp), 'm-', lw=2, label='Low-Energy Exp Fit (VV)')\n", + "#ax.plot(E_eV_arr, np.log10(power_law_basic(E_eV_arr, A_fit_power / 1000 / 86400 * mass_kg, alpha_fit_power)), 'r-', lw=2, label='Power Law (VV)')\n", + "ax.plot(E_eV_arr, exponential_basic(E_eV_arr, A_fit_exp_he / 1000 / 86400 * mass_kg, inv_E0_exp_he), 'm--', lw=2, label='Med-Energy Exp Fit (VV)')\n", + "#ax.plot(E_eV_arr, np.log10(power_law_basic(E_eV_arr, A_fit_power_he / 1000 / 86400 * mass_kg, alpha_fit_power_he)), 'r--', lw=2)\n", + "ax.plot(E_eV_arr, get_shared_rate_phonon_eVs(E_eV_arr), 'k-', lw=2, label='Run 34 Low-Energy Shared Fit (RKR)')\n", + "ax.plot(E_eV_arr, exponential_basic(E_eV_arr, 0.025, 1/20), 'k--', lw=2, label='Run 34 Med-Energy Fit (RKR)')\n", + "ax.set_xlim([xmin, xmax])\n", + "ax.set_ylim([ymin, ymax])\n", + "ax.set_xlabel('Phonon Energy [eV]')\n", + "ax.set_ylabel('Rate [counts/eV/s]')\n", + "ax.legend(loc='upper right', framealpha=1, fontsize=15)\n", + "ax.set_xlim([-1, 20])\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "env3p10", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/spectra/RKR_Run34_spectrum.png b/examples/spectra/RKR_Run34_spectrum.png new file mode 100644 index 0000000000000000000000000000000000000000..902f04ac63fb862b12785c2d0ca2e9d0b0c476fe GIT binary patch literal 228406 zcmaf51z42Zx(1{{DW$umVUT8M5EuzTx{>bgMqo%0=@mGi&~p-?!F!zkC3zD9Js=B*jEPKzJ(uTKX*l0xCBG!jo-uRQMan(L4hJ 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