{ "cells": [ { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 1: Passive Dynamics" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "tau = 30 # time constant. ms\n", "E_m = -70 # membrane potential. mV\n", "g_m = 1 # membrane conductance. mS\n", "I_ext = 20 # external current. uA\n", "\n", "N_t = 10000 # number of time steps\n", "delta_t = 0.1 # time step. ms" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def passive_dynamics(tau=tau, E_m=E_m, g_m=g_m, I_ext=I_ext, N_t=N_t, delta_t=delta_t, V_0=E_m):\n", " V_hist = np.zeros(N_t + 1)\n", " V = V_0 # initial membrane potential\n", " V_hist[0] = V\n", "\n", " for i in range(1, N_t + 1):\n", " dV = (-(V - E_m) + I_ext / g_m) * delta_t / tau\n", " V += dV\n", " V_hist[i] = V\n", "\n", "\n", " t_arr = np.arange(0, N_t + 1) * delta_t\n", " plt.plot(t_arr, V_hist)\n", " plt.xlabel('Time (ms)')\n", " plt.ylabel('Membrane potential (mV)')\n", "\n", "plt.figure()\n", "passive_dynamics()\n", "plt.xlim(0, 100) # show only the first 100 ms\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Varying I_ext\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "I_ext_arr = [0, 10, 20, 30]\n", "for i, I_ext_temp in enumerate(I_ext_arr):\n", " plt.sca(axes[i])\n", " passive_dynamics(I_ext=I_ext_temp)\n", " plt.title(f'I_ext = {I_ext_temp} uA')\n", " plt.xlim(0, 100)\n", " plt.ylim(-75, -35)\n", " plt.axhline(y=E_m + I_ext_temp / g_m, color='grey', linestyle='--')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Varying tau\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "tau_arr = [7.5, 15, 30, 60]\n", "for i, tau_temp in enumerate(tau_arr):\n", " plt.sca(axes[i])\n", " passive_dynamics(tau=tau_temp)\n", " plt.title(f'tau = {tau_temp} ms')\n", " plt.xlim(0, 100)\n", " plt.ylim(-75, -45)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Varying V_0\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "V_0_arr = [-90, -70, -50, -30]\n", "for i, V_0_temp in enumerate(V_0_arr):\n", " plt.sca(axes[i])\n", " passive_dynamics(V_0=V_0_temp)\n", " plt.title(f'V_0 = {V_0_temp} mV')\n", " plt.xlim(0, 100)\n", " plt.ylim(-90, -20)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What if we vary...\n", "\n", "input current? V will converge to E_m + I_ext / g_m \n", "\n", "time constant? Increasing tau stretches the time scale by the same factor.\n", "\n", "initial condition? V will converge to E_m + I_ext / g_m in a deccelerating fashion in any case. Choosing V(0) larger than the equilibrium potential qualitatively changes the curve (which then slopes downwards), but the equilibrium potential remains the same." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 2: Incorporating Spiking Into the Model" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "V_thresh = -50 # threshold potential. mV\n", "V_reset = -75 # reset potential. mV\n", "\n", "def spiking_dynamics(tau=tau, E_m=E_m, g_m=g_m, I_ext=I_ext, N_t=N_t, delta_t=delta_t, V_0=E_m, V_thresh=V_thresh, V_reset=V_reset):\n", " V_hist = np.zeros(N_t + 1)\n", " V = V_0 # initial membrane potential\n", " V_hist[0] = V\n", " spike_times = []\n", "\n", " for i in range(1, N_t + 1):\n", " dV = (-(V - E_m) + I_ext / g_m) * delta_t / tau\n", " V += dV\n", "\n", " if V > V_thresh:\n", " V = V_reset\n", " spike_times.append(i * delta_t)\n", " \n", " V_hist[i] = V\n", "\n", " t_arr = np.arange(0, N_t + 1) * delta_t\n", " plt.plot(t_arr, V_hist)\n", " plt.xlabel('Time (ms)')\n", " plt.ylabel('Membrane potential (mV)')\n", "\n", " return spike_times" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "# For aesthetics, we can mark spike times with vertical lines in our plots\n", "def plot_spikes(spike_times, ymin=V_reset, ymax=0):\n", " plt.vlines(x=spike_times, ymin=ymin, ymax=ymax)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Vary I_ext\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "I_ext_arr = [10, 20, 30, 40]\n", "for i, I_ext_temp in enumerate(I_ext_arr):\n", " plt.sca(axes[i])\n", " spike_times = spiking_dynamics(I_ext=I_ext_temp)\n", " plot_spikes(spike_times)\n", " plt.title(f'I_ext = {I_ext_temp} uA')\n", " plt.xlim(0, 300) # show only the first 300 ms\n", " plt.ylim(-85, 0)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Vary tau\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "tau_arr = [7.5, 15, 30, 60]\n", "for i, tau_temp in enumerate(tau_arr):\n", " plt.sca(axes[i])\n", " spike_times = spiking_dynamics(tau=tau_temp, I_ext=30)\n", " plot_spikes(spike_times)\n", " plt.title(f'tau = {tau_temp} ms')\n", " plt.xlim(0, 300)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 3: Adding Noise to the Input" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spiking_dynamics(V_thresh=float('inf')) # no spike. np.inf also works." ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [], "source": [ "sigma = 50 # noise level. mV\n", "\n", "def noisy_dynamics(tau=tau, E_m=E_m, g_m=g_m, I_0=I_ext, N_t=N_t, delta_t=delta_t, V_0=E_m, V_thresh=V_thresh, V_reset=V_reset, sigma=sigma):\n", " V_hist = np.zeros(N_t + 1)\n", " V = V_0 # initial membrane potential\n", " V_hist[0] = V\n", "\n", " time_since_last_spike = 0 # time since the last spike. ms\n", " num_spikes = 0 # number of spikes\n", " spike_times = [] # spike times\n", "\n", " for i in range(1, N_t + 1):\n", "\n", " noise_term = sigma * np.random.randn() # add noise to external current\n", "\n", " dV = (-(V - E_m) + (I_0 + (1 / np.sqrt(delta_t)) * noise_term) / g_m) * delta_t / tau\n", " V += dV\n", "\n", " if V > V_thresh:\n", " V = V_reset\n", " num_spikes += 1\n", " spike_times.append(i * delta_t)\n", " \n", " V_hist[i] = V\n", "\n", " t_arr = np.arange(0, N_t + 1) * delta_t\n", " plt.plot(t_arr, V_hist)\n", " plt.xlabel('Time (ms)')\n", " plt.ylabel('Membrane potential (mV)')\n", "\n", " return spike_times" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Vary I_0\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "I_0_arr = [10, 20, 30, 40]\n", "for i, I_0_temp in enumerate(I_0_arr):\n", " plt.sca(axes[i])\n", " spike_times = noisy_dynamics(I_0=I_0_temp, V_thresh=float('inf'))\n", " inter_spike_hist = np.diff(spike_times)\n", " plt.title(f'I_0 = {I_0_temp} uA')\n", " plt.xlim(0, 300) # show only the first 100 ms\n", " plt.ylim(-75, -15)\n", " plt.axhline(y=E_m + I_0_temp / g_m, color='grey', linestyle='--')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How will the noise affect spiking?\n", "\n", "You would expect larger values of $\\sigma$ to do 2 things: Increase the spike rate (as large deviations from $I_0$ may quickly result in a spike) and increase the variability of inter-spike intervals (as the time taken to reach the threshold potential will be less predictable)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Re-introduce spiking" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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TnGEiqoYDBw5ofdx/3bp1CAkJqZ2ASC+io6OxbNkypKSkoKCgAK1atUJoaCjGjx9f16ERUR1hwkRUDffv30dSUlKFbTw8PODg4FBLERERUU1gwkRERESkhUFdB0BERERU33HRNx7v4nvr1i1YWlrqdVM6IiIiqp+EEMjNzYWjoyMMDLTPHzFhAnDr1i04OzvXdRhERERUy27cuAEnJyet7ZgwAdL3J924cQMKhaKOoyEiIqKalpOTA2dn5wq/RPxJTJjwf98NpVAomDARERE9Ryq7FKdOF30fOnQIAwcOhKOjI2QyGbZu3apRL4TA3Llz4eDgAFNTU/j5+eHSpUsabTIzMxEUFASFQgErKyuMHj0aDx48qMVeEBER0bOuThOmhw8fomPHjoiIiCizfsmSJfjyyy+xZs0aHDt2DObm5vD390dBQYHUJigoCOfOnUNsbCy2b9+OQ4cO4f3336+tLhAREdFzoN7swySTybBlyxYMHjwYwOPZJUdHR0ybNg3Tp08HAGRnZ8POzg7r16/H8OHDceHCBbRr1w4JCQnw8vICAOzevRuvv/46/vnnHzg6Olbq2jk5OVAqlcjOzuYtOSIioudAVf/219s1TKmpqUhPT4efn59UplQq4ePjg/j4eAwfPhzx8fGwsrKSkiUA8PPzg4GBAY4dO4YhQ4bURei1ynXWjho799XFATV2biIiooak3iZM6enpAAA7OzuNcjs7O6kuPT0dtra2GvWNGjWCtbW11KYshYWFKCwslN7X9Bd5EhERUcP2XO70HR4eDqVSKb24BxMRERFVpN4mTPb29gCA27dva5Tfvn1bqrO3t0dGRoZG/aNHj5CZmSm1Kcvs2bORnZ0tvW7cuKHn6ImIiOhZUm9vybm5ucHe3h5xcXHo1KkTgMe3zo4dO4bQ0FAAgK+vL7KyspCUlARPT08AwL59+6BWq+Hj41PuueVyOeRyeY33oURNrjMiIiKimlenCdODBw+QkpIivU9NTcXJkydhbW2N5s2bY/Lkyfjss8/QunVruLm5Yc6cOXB0dJSepGvbti369euHsWPHYs2aNSguLsb48eMxfPjwSj8hR0RERKRNnSZMiYmJ6NWrl/R+6tSpAIDg4GCsX78e//nPf/Dw4UO8//77yMrKwksvvYTdu3fDxMREOiYqKgrjx49Hnz59YGBggMDAQHz55Ze13hciIiJ6dtWbfZjqUk3vw9RQb8lxWwEiInpWVfVvf71d9E1ERERUXzBhIiIiItKCCRMRERGRFkyYiIiIiLRgwkRERESkBRMmIiIiIi2YMBERERFpwYSJiIiISAsmTERERERaMGEiIiIi0oIJExEREZEWdfrlu1S/1fR34PG76oiIqKHgDBMRERGRFkyYiIiIiLRgwkRERESkBRMmIiIiIi2YMBERERFpwYSJiIiISAsmTERERERaMGEiIiIi0oIJExEREZEWTJiIiIiItGDCRERERKQFEyYiIiIiLZgwEREREWnBhImIiIhIC50SphYtWuDevXulyrOystCiRYtqB0VERERUn+iUMF29ehUqlapUeWFhIW7evFntoIiIiIjqk0ZVabxt2zbp599//x1KpVJ6r1KpEBcXB1dXV70FR0RERFQfVClhGjx4MABAJpMhODhYo87IyAiurq5YtmyZ3oIjIiIiqg+qlDCp1WoAgJubGxISEtC0adMaCYqIiIioPqlSwlQiNTVV33EQERER1Vs6JUwAEBcXh7i4OGRkZEgzTyW+//77agdGREREVF/olDDNnz8fCxYsgJeXFxwcHCCTyfQdFxEREVG9oVPCtGbNGqxfvx4jR47UdzxERERE9Y5O+zAVFRWhe/fu+o6FiIiIqF7SKWEaM2YMoqOj9R0LERERUb2k0y25goICfPPNN9i7dy86dOgAIyMjjfrly5frJTgiIiKi+kCnhOn06dPo1KkTAODs2bMadVwATkRERM8anRKm/fv36zsOIiIionpLpzVMRERERM8TnWaYevXqVeGtt3379ukcEBEREVF9o1PCVLJ+qURxcTFOnjyJs2fPlvpSXiIiIqKGTqeEacWKFWWWz5s3Dw8ePKhWQE+fb/78+Rpl7u7uuHjxIoDHT+tNmzYNMTExKCwshL+/PyIjI2FnZ6e3GIiIiIj0uobp3Xff1fv3yHl4eCAtLU16HTlyRKqbMmUKfvvtN/z88884ePAgbt26haFDh+r1+kREREQ6f/luWeLj42FiYqLPU6JRo0awt7cvVZ6dnY3vvvsO0dHR6N27NwBg3bp1aNu2Lf78809069ZNr3EQERHR80unhOnpWRwhBNLS0pCYmIg5c+boJbASly5dgqOjI0xMTODr64vw8HA0b94cSUlJKC4uhp+fn9S2TZs2aN68OeLj45kwERERkd7olDAplUqN9wYGBnB3d8eCBQvQt29fvQQGAD4+Pli/fj3c3d2RlpaG+fPn4+WXX8bZs2eRnp4OY2NjWFlZaRxjZ2eH9PT0Cs9bWFiIwsJC6X1OTo7eYiYiIqJnj04J07p16/QdR5n69+8v/dyhQwf4+PjAxcUFP/30E0xNTXU+b3h4eKnF5ERERETlqdai76SkJGzYsAEbNmzAiRMn9BVTuaysrPDCCy8gJSUF9vb2KCoqQlZWlkab27dvl7nm6UmzZ89Gdna29Lpx40YNRk1EREQNnU4zTBkZGRg+fDgOHDgg3RLLyspCr169EBMTAxsbG33GKHnw4AEuX76MkSNHwtPTE0ZGRoiLi0NgYCAAIDk5GdevX4evr2+F55HL5ZDL5TUSIxERET17dEqYJkyYgNzcXJw7dw5t27YFAJw/fx7BwcGYOHEiNm7cqJfgpk+fjoEDB8LFxQW3bt3CJ598AkNDQ4wYMQJKpRKjR4/G1KlTYW1tDYVCgQkTJsDX15cLvhsI11k7auzcVxcH1Ni5iYjo+aNTwrR7927s3btXSpYAoF27doiIiNDrou9//vkHI0aMwL1792BjY4OXXnoJf/75pzSDtWLFChgYGCAwMFBj40oiIiIifdIpYVKr1TAyMipVbmRkBLVaXe2gSsTExFRYb2JigoiICEREROjtmkRERERP02nRd+/evTFp0iTcunVLKrt58yamTJmCPn366C04IiIiovpAp4Tpq6++Qk5ODlxdXdGyZUu0bNkSbm5uyMnJwapVq/QdIxEREVGd0umWnLOzM44fP469e/dKX4Tbtm1bjV23iYiIiJ4VVZph2rdvH9q1a4ecnBzIZDK89tprmDBhAiZMmABvb294eHjg8OHDNRUrERERUZ2oUsK0cuVKjB07FgqFolSdUqnEv//9byxfvlxvwRERERHVB1VKmE6dOoV+/fqVW9+3b18kJSVVOygiIiKi+qRKCdPt27fL3E6gRKNGjXDnzp1qB0VERERUn1Rp0XezZs1w9uxZtGrVqsz606dPw8HBQS+BEVUHdxEnIiJ9qtIM0+uvv445c+agoKCgVF1+fj4++eQTDBgwQG/BEREREdUHVZph+vjjj7F582a88MILGD9+PNzd3QEAFy9eREREBFQqFT766KMaCZSIiIiorlQpYbKzs8PRo0cRGhqK2bNnQwgBAJDJZPD390dERATs7OxqJFAiIiKiulLljStdXFywc+dO3L9/HykpKRBCoHXr1mjcuHFNxEdERERU53Ta6RsAGjduDG9vb33GQkRERFQv6fRdckRERETPEyZMRERERFowYSIiIiLSggkTERERkRZMmIiIiIi0YMJEREREpIXO2woQPa/4PXVERM8fJkxE9UhNJmMAEzIiIl3xlhwRERGRFkyYiIiIiLRgwkRERESkBRMmIiIiIi2YMBERERFpwYSJiIiISAsmTERERERaMGEiIiIi0oIJExEREZEWTJiIiIiItGDCRERERKQFEyYiIiIiLfjlu0SkFzX5xcH80mAiqmtMmIieIzWZ1BARPct4S46IiIhICyZMRERERFowYSIiIiLSgmuYiKje44JyIqprnGEiIiIi0oIJExEREZEWTJiIiIiItGDCRERERKTFM5MwRUREwNXVFSYmJvDx8cFff/1V1yERERHRM+KZeEruxx9/xNSpU7FmzRr4+Phg5cqV8Pf3R3JyMmxtbes6PCKqxxry7uc1+YQfn0wk0iQTQoi6DqK6fHx84O3tja+++goAoFar4ezsjAkTJmDWrFlaj8/JyYFSqUR2djYUCoXe42vI/0EmImpomJDVvoaYYFf1b3+DvyVXVFSEpKQk+Pn5SWUGBgbw8/NDfHx8HUZGREREz4oGf0vu7t27UKlUsLOz0yi3s7PDxYsXyzymsLAQhYWF0vvs7GwAj7PNmqAuzKuR8xIRUWk19d9yKl9N/p2rqd9nyXkre6OtwSdMuggPD8f8+fNLlTs7O9dBNEREpE/KlXUdAelTTf8+c3NzoVQqtbZr8AlT06ZNYWhoiNu3b2uU3759G/b29mUeM3v2bEydOlV6r1arkZmZiSZNmkAmk1X62jk5OXB2dsaNGzdqZO3T84hjqn8cU/3jmOofx1T/OKYVE0IgNzcXjo6OlWrf4BMmY2NjeHp6Ii4uDoMHDwbwOAGKi4vD+PHjyzxGLpdDLpdrlFlZWekcg0Kh4IdRzzim+scx1T+Oqf5xTPWPY1q+yswslWjwCRMATJ06FcHBwfDy8kLXrl2xcuVKPHz4EO+9915dh0ZERETPgGciYXr77bdx584dzJ07F+np6ejUqRN2795daiE4ERERkS6eiYQJAMaPH1/uLbiaIpfL8cknn5S6vUe645jqH8dU/zim+scx1T+OqX49ExtXEhEREdWkBr9xJREREVFNY8JEREREpAUTJiIiIiItmDARERERacGEqRoiIiLg6uoKExMT+Pj44K+//qrrkOql8PBweHt7w9LSEra2thg8eDCSk5M12hQUFCAsLAxNmjSBhYUFAgMDS+3efv36dQQEBMDMzAy2traYMWMGHj16VJtdqbcWL14MmUyGyZMnS2Uc06q7efMm3n33XTRp0gSmpqZo3749EhMTpXohBObOnQsHBweYmprCz88Ply5d0jhHZmYmgoKCoFAoYGVlhdGjR+PBgwe13ZV6QaVSYc6cOXBzc4OpqSlatmyJTz/9VOO7uzimFTt06BAGDhwIR0dHyGQybN26VaNeX+N3+vRpvPzyyzAxMYGzszOWLFlS011reATpJCYmRhgbG4vvv/9enDt3TowdO1ZYWVmJ27dv13Vo9Y6/v79Yt26dOHv2rDh58qR4/fXXRfPmzcWDBw+kNh988IFwdnYWcXFxIjExUXTr1k10795dqn/06JF48cUXhZ+fnzhx4oTYuXOnaNq0qZg9e3ZddKle+euvv4Srq6vo0KGDmDRpklTOMa2azMxM4eLiIkJCQsSxY8fElStXxO+//y5SUlKkNosXLxZKpVJs3bpVnDp1SrzxxhvCzc1N5OfnS2369esnOnbsKP78809x+PBh0apVKzFixIi66FKdW7hwoWjSpInYvn27SE1NFT///LOwsLAQX3zxhdSGY1qxnTt3io8++khs3rxZABBbtmzRqNfH+GVnZws7OzsRFBQkzp49KzZu3ChMTU3F119/XVvdbBCYMOmoa9euIiwsTHqvUqmEo6OjCA8Pr8OoGoaMjAwBQBw8eFAIIURWVpYwMjISP//8s9TmwoULAoCIj48XQjz+j4aBgYFIT0+X2qxevVooFApRWFhYux2oR3Jzc0Xr1q1FbGys6Nmzp5QwcUyrbubMmeKll14qt16tVgt7e3uxdOlSqSwrK0vI5XKxceNGIYQQ58+fFwBEQkKC1GbXrl1CJpOJmzdv1lzw9VRAQID417/+pVE2dOhQERQUJITgmFbV0wmTvsYvMjJSNG7cWOPf/cyZM4W7u3sN96hh4S05HRQVFSEpKQl+fn5SmYGBAfz8/BAfH1+HkTUM2dnZAABra2sAQFJSEoqLizXGs02bNmjevLk0nvHx8Wjfvr3G7u3+/v7IycnBuXPnajH6+iUsLAwBAQEaYwdwTHWxbds2eHl54c0334StrS06d+6MtWvXSvWpqalIT0/XGFOlUgkfHx+NMbWysoKXl5fUxs/PDwYGBjh27Fjtdaae6N69O+Li4vD3338DAE6dOoUjR46gf//+ADim1aWv8YuPj8crr7wCY2NjqY2/vz+Sk5Nx//79WupN/ffM7PRdm+7evQuVSlXqq1fs7Oxw8eLFOoqqYVCr1Zg8eTJ69OiBF198EQCQnp4OY2PjUl+AbGdnh/T0dKlNWeNdUvc8iomJwfHjx5GQkFCqjmNadVeuXMHq1asxdepUfPjhh0hISMDEiRNhbGyM4OBgaUzKGrMnx9TW1lajvlGjRrC2tn4ux3TWrFnIyclBmzZtYGhoCJVKhYULFyIoKAgAOKbVpK/xS09Ph5ubW6lzlNQ1bty4RuJvaJgwUa0KCwvD2bNnceTIkboOpUG7ceMGJk2ahNjYWJiYmNR1OM8EtVoNLy8vLFq0CADQuXNnnD17FmvWrEFwcHAdR9cw/fTTT4iKikJ0dDQ8PDxw8uRJTJ48GY6OjhxTanB4S04HTZs2haGhYaknjm7fvg17e/s6iqr+Gz9+PLZv3479+/fDyclJKre3t0dRURGysrI02j85nvb29mWOd0nd8yYpKQkZGRno0qULGjVqhEaNGuHgwYP48ssv0ahRI9jZ2XFMq8jBwQHt2rXTKGvbti2uX78O4P/GpKJ/9/b29sjIyNCof/ToETIzM5/LMZ0xYwZmzZqF4cOHo3379hg5ciSmTJmC8PBwABzT6tLX+PG/BZXDhEkHxsbG8PT0RFxcnFSmVqsRFxcHX1/fOoysfhJCYPz48diyZQv27dtXaurX09MTRkZGGuOZnJyM69evS+Pp6+uLM2fOaPzDj42NhUKhKPVH7nnQp08fnDlzBidPnpReXl5eCAoKkn7mmFZNjx49Sm138ffff8PFxQUA4ObmBnt7e40xzcnJwbFjxzTGNCsrC0lJSVKbffv2Qa1Ww8fHpxZ6Ub/k5eXBwEDzz4yhoSHUajUAjml16Wv8fH19cejQIRQXF0ttYmNj4e7uzttxT6rrVecNVUxMjJDL5WL9+vXi/Pnz4v333xdWVlYaTxzRY6GhoUKpVIoDBw6ItLQ06ZWXlye1+eCDD0Tz5s3Fvn37RGJiovD19RW+vr5Sfckj8H379hUnT54Uu3fvFjY2Ns/tI/BlefIpOSE4plX1119/iUaNGomFCxeKS5cuiaioKGFmZiY2bNggtVm8eLGwsrISv/76qzh9+rQYNGhQmY9wd+7cWRw7dkwcOXJEtG7d+rl5BP5pwcHBolmzZtK2Aps3bxZNmzYV//nPf6Q2HNOK5ebmihMnTogTJ04IAGL58uXixIkT4tq1a0II/YxfVlaWsLOzEyNHjhRnz54VMTExwszMjNsKPIUJUzWsWrVKNG/eXBgbG4uuXbuKP//8s65DqpcAlPlat26d1CY/P1+MGzdONG7cWJiZmYkhQ4aItLQ0jfNcvXpV9O/fX5iamoqmTZuKadOmieLi4lruTf31dMLEMa263377Tbz44otCLpeLNm3aiG+++UajXq1Wizlz5gg7Ozshl8tFnz59RHJyskabe/fuiREjRggLCwuhUCjEe++9J3Jzc2uzG/VGTk6OmDRpkmjevLkwMTERLVq0EB999JHG4+sc04rt37+/zP9+BgcHCyH0N36nTp0SL730kpDL5aJZs2Zi8eLFtdXFBkMmxBNbrhIRERFRKVzDRERERKQFEyYiIiIiLZgwEREREWnBhImIiIhICyZMRERERFowYSIiIiLSggkTERERkRZMmIio3jhw4ABkMpn0HXjr16+HlZWVXq/h6uqKlStX6vWctS0kJASDBw/W2m7kyJHSlwnXhPPnz8PJyQkPHz6ssWsQ1RdMmIgasMr+4XySTCbD1q1baySe6urevTvS0tKgVCpr7BoJCQl4//33K93+6SSuoTh16hR27tyJiRMn1tg12rVrh27dumH58uU1dg2i+oIJExHp5Mkv6tQXY2Nj2NvbQyaT6f3cJWxsbGBmZlZj5y+PEAKPHj2qteutWrUKb775JiwsLGr0Ou+99x5Wr15dq30jqgtMmIieIa+++iomTpyI//znP7C2toa9vT3mzZsn1bu6ugIAhgwZAplMJr0HgF9//RVdunSBiYkJWrRogfnz52v8EZTJZFi9ejXeeOMNmJubY+HChaWuf//+fQQFBcHGxgampqZo3bo11q1bBwC4evUqZDIZYmJi0L17d5iYmODFF1/EwYMHpeO1zebcuXMHXl5eGDJkCAoLC6FWqxEeHg43NzeYmpqiY8eO2LRpU4Vj9PQtOZlMhm+//RZDhgyBmZkZWrdujW3btkkx9+rVCwDQuHFjyGQyhISEAIDWa5f0ZdeuXfD09IRcLsf3338PmUyGixcvasS0YsUKtGzZEgCgUqkwevRo6bzu7u744osvKuzT01QqFTZt2oSBAweW6vtnn32GUaNGwcLCAi4uLti2bRvu3LmDQYMGwcLCAh06dEBiYqJ0zLVr1zBw4EA0btwY5ubm8PDwwM6dO6X61157DZmZmRq/R6JnUh1/lx0RVUNwcLAYNGiQ9L5nz55CoVCIefPmib///lv88MMPQiaTiT179gghhMjIyJC++DgtLU1kZGQIIYQ4dOiQUCgUYv369eLy5ctiz549wtXVVcybN086NwBha2srvv/+e3H58mXp29KfFBYWJjp16iQSEhJEamqqiI2NFdu2bRNCCJGamioACCcnJ7Fp0yZx/vx5MWbMGGFpaSnu3r0rhPi/Lxq9f/++EEKIdevWCaVSKYQQ4vr168Ld3V0EBweLR48eCSGE+Oyzz0SbNm3E7t27xeXLl8W6deuEXC4XBw4cKHfMXFxcxIoVKzT65eTkJKKjo8WlS5fExIkThYWFhbh375549OiR+OWXXwQAkZycLNLS0kRWVlalrl3Slw4dOog9e/aIlJQUce/ePeHl5SU+/vhjjZg8PT2lsqKiIjF37lyRkJAgrly5IjZs2CDMzMzEjz/+WO7v/WnHjx8XAER6enqpvltbW4s1a9aIv//+W4SGhgqFQiH69esnfvrpJ5GcnCwGDx4s2rZtK9RqtRBCiICAAPHaa6+J06dPi8uXL4vffvtNHDx4UOO8Pj4+4pNPPik3HqJnARMmogasrITppZde0mjj7e0tZs6cKb0HILZs2aLRpk+fPmLRokUaZf/73/+Eg4ODxnGTJ0+uMJ6BAweK9957r8y6koTpyW9BLy4uFk5OTuLzzz8XQpSfMF28eFE4OzuLiRMnSn/ICwoKhJmZmTh69KjGdUaPHi1GjBhRboxlJUxPJjAPHjwQAMSuXbvKjKmy1y45buvWrRptVqxYIVq2bCm9T05OFgDEhQsXyo05LCxMBAYGSu+1JUxbtmwRhoaG0lg92fd3331Xep+WliYAiDlz5khl8fHxAoBIS0sTQgjRvn17jcS5LEOGDBEhISEVtiFq6BrV8oQWEdWwDh06aLx3cHBARkZGhcecOnUKf/zxh8ZtNpVKhYKCAuTl5Ulrfry8vKT6/v374/DhwwAAFxcXnDt3DqGhoQgMDMTx48fRt29fDB48GN27d9e4lq+vr/Rzo0aN4OXlhQsXLpQbW35+Pl5++WW88847GrfSUlJSkJeXh9dee02jfVFRETp37lxhf5/25JiZm5tDoVBUOGZVufaTYwYAw4cPx/Tp0/Hnn3+iW7duiIqKQpcuXdCmTRupTUREBL7//ntcv34d+fn5KCoqQqdOnSrdn/z8fMjl8jLXgj3ZVzs7OwBA+/btS5VlZGTA3t4eEydORGhoKPbs2QM/Pz8EBgaW+oyZmpoiLy+v0vERNURMmIieMUZGRhrvZTIZ1Gp1hcc8ePAA8+fPx9ChQ0vVmZiYSD+bm5tLP3/77bfIz8/XuGb//v1x7do17Ny5E7GxsejTpw/CwsLw//7f/9O5P3K5HH5+fti+fTtmzJiBZs2aSTEDwI4dO6SyJ4+piqqOWVWu/eSYAYC9vT169+6N6OhodOvWDdHR0QgNDZXqY2JiMH36dCxbtgy+vr6wtLTE0qVLcezYsUr3p2nTpsjLy0NRURGMjY3L7WtJQlVWWUn/x4wZA39/f+zYsQN79uxBeHg4li1bhgkTJkjHZGZmSmuwiJ5VXPRN9JwxMjKCSqXSKOvSpQuSk5PRqlWrUi8Dg7L/M9GsWTOpjYuLi1RuY2OD4OBgbNiwAStXrsQ333yjcdyff/4p/fzo0SMkJSWhbdu25cZrYGCA//3vf/D09ESvXr1w69YtAI8faZfL5bh+/XqpmJ2dnas8LuUpSTieHLPqXjsoKAg//vgj4uPjceXKFQwfPlyq++OPP9C9e3eMGzcOnTt3RqtWrXD58uUqxVwyG3X+/PkqHVceZ2dnfPDBB9i8eTOmTZuGtWvXatSfPXu2yrN6RA0NZ5iInjOurq6Ii4tDjx49IJfL0bhxY8ydOxcDBgxA8+bNMWzYMBgYGODUqVM4e/YsPvvss0qfe+7cufD09ISHhwcKCwuxffv2UslQREQEWrdujbZt22LFihW4f/8+/vWvf1V4XkNDQ0RFRWHEiBHo3bs3Dhw4AHt7e0yfPh1TpkyBWq3GSy+9hOzsbPzxxx9QKBQIDg7WaXye5uLiAplMhu3bt+P111+HqakpLC0tq3XtoUOHIjQ0FKGhoejVqxccHR2lutatW+O///0vfv/9d7i5ueF///sfEhIS4ObmVumYbWxs0KVLFxw5cqRKt/LKMnnyZPTv3x8vvPAC7t+/j/3792v8Tq9evYqbN2/Cz8+vWtchqu84w0T0nFm2bBliY2Ph7OwszQr4+/tj+/bt2LNnD7y9vdGtWzesWLFCY+aoMoyNjTF79mx06NABr7zyCgwNDRETE6PRZvHixVi8eDE6duyII0eOYNu2bWjatKnWczdq1AgbN26Eh4cHevfujYyMDHz66aeYM2cOwsPD0bZtW/Tr1w87duyoUnKhTbNmzTB//nzMmjULdnZ2GD9+PABU69qWlpYYOHAgTp06haCgII26f//73xg6dCjefvtt+Pj44N69exg3blyV4x4zZgyioqKqfNzTVCoVwsLCpD6+8MILiIyMlOo3btyIvn37VvmzQtTQyIQQoq6DIKJn39WrV+Hm5oYTJ05Ue9aDtMvPz4e7uzt+/PFHjYX2+lRUVITWrVsjOjoaPXr0qJFrENUXnGEiInoGmZqa4r///S/u3r1bY9e4fv06PvzwQyZL9FzgGiYiomfUq6++WqPnL1noTvQ84C05IiIiIi14S46IiIhICyZMRERERFowYSIiIiLSggkTERERkRZMmIiIiIi0YMJEREREpAUTJiIiIiItmDARERERacGEiYiIiEgLJkxEREREWjBhIiIiItKCCRMRERGRFkyYiIiIiLRgwkRERESkBRMmIiIiIi2YMBHRcy0kJASurq51HQYR1XNMmIiqaP369ZDJZEhMTKzysd999x3atm0LExMTtG7dGqtWraqBCCt28eJF/Oc//0GnTp1gaWkJBwcHBAQElNufmzdv4q233oKVlRUUCgUGDRqEK1eu1Fh8kZGRkMlk8PHxqbFrUGkhISGQyWSlXm3atCnVVq1WY8mSJXBzc4OJiQk6dOiAjRs31niMEydOhEwmQ0pKSrltPvroI8hkMpw+fbrG46HnS6O6DoDoefH111/jgw8+QGBgIKZOnYrDhw9j4sSJyMvLw8yZM2stjm+//RbfffcdAgMDMW7cOGRnZ+Prr79Gt27dsHv3bvj5+UltHzx4gF69eiE7OxsffvghjIyMsGLFCvTs2RMnT55EkyZN9B5fVFQUXF1d8ddffyElJQWtWrXS+zWetHbtWqjV6hq9RkMhl8vx7bffapQplcpS7T766CMsXrwYY8eOhbe3N3799Ve88847kMlkGD58eI3FFxQUhFWrViE6Ohpz584ts83GjRvRvn17dOjQocbioOeUIKIqWbdunQAgEhISKn1MXl6eaNKkiQgICNAoDwoKEubm5iIzM1PfYZYrMTFR5ObmapTdvXtX2NjYiB49emiUf/755wKA+Ouvv6SyCxcuCENDQzF79my9x3blyhUBQGzevFnY2NiIefPm6f0aVLbg4GBhbm6utd0///wjjIyMRFhYmFSmVqvFyy+/LJycnMSjR49qMkzRqlUr0aZNmzLrjh49KgCIxYsX12gM9HziLTmiWrB//37cu3cP48aN0ygPCwvDw4cPsWPHjlqLxdPTExYWFhplTZo0wcsvv4wLFy5olG/atAne3t7w9vaWytq0aYM+ffrgp59+qvA6V69ehUwmw/r160vVyWQyzJs3r1R5VFQUGjdujICAAAwbNgxRUVGV71gZcnNzMXnyZLi6ukIul8PW1havvfYajh8/LrUpaw3TvXv3MHLkSCgUClhZWSE4OBinTp0q1Z+QkBBYWFjg+vXrGDBgACwsLNCsWTNEREQAAM6cOYPevXvD3NwcLi4uiI6O1rhOZmYmpk+fjvbt28PCwgIKhQL9+/fHqVOnqtXv6lCpVMjJySm3/tdff0VxcbHGZ1kmkyE0NBT//PMP4uPjKzx/dccsKCgIFy9e1PgdloiOjoZMJsOIESOq0mWiSmHCRFQLTpw4AQDw8vLSKPf09ISBgYFUX57i4mLcvXu3Ui9dby+lp6ejadOm0nu1Wo3Tp0+XihkAunbtisuXLyM3N1ena5UnKioKQ4cOhbGxMUaMGIFLly4hISFB5/N98MEHWL16NQIDAxEZGYnp06fD1NS0VGL4JLVajYEDB2Ljxo0IDg7GwoULkZaWhuDg4DLbq1Qq9O/fH87OzliyZAlcXV0xfvx4rF+/Hv369YOXlxc+//xzWFpaYtSoUUhNTZWOvXLlCrZu3YoBAwZg+fLlmDFjBs6cOYOePXvi1q1bWvuXnZ1dqc/EgwcPKjVeeXl5UCgUUCqVsLa2RlhYWKljT5w4AXNzc7Rt21ajvGvXrlK9NtUZs6CgIAAolUipVCr89NNPePnll9G8efNK9ZeoSup6iouoodHlllxYWJgwNDQss87GxkYMHz68wuP3798vAFTqlZqaWpXuCCGEOHTokJDJZGLOnDlS2Z07dwQAsWDBglLtIyIiBABx8eLFcs+ZmpoqAIh169aVqgMgPvnkE42yxMREAUDExsYKIR7f5nFychKTJk2qcn9KKJVKjVtHZQkODhYuLi7S+19++UUAECtXrpTKVCqV6N27d6n+BAcHCwBi0aJFUtn9+/eFqampkMlkIiYmRiq/ePFiqX4XFBQIlUqlEU9qaqqQy+VljvvTevbsWanPRHBwsNZzzZo1S8ycOVP8+OOPYuPGjVLfevToIYqLi6V2AQEBokWLFqWOf/jwoQAgZs2aVeF1qjtmQgjh7e0tnJycNMZu9+7dAoD4+uuvtfaVSBdc9E1UC/Lz82FsbFxmnYmJCfLz8ys8vmPHjoiNja3Utezt7asUW0ZGBt555x24ubnhP//5j1ReEpNcLi91jImJiUYbfYiKioKdnR169eoF4PFtnrfffhsbNmzAsmXLYGhoWOVzWllZ4dixY7h16xYcHR0rdczu3bthZGSEsWPHSmUGBgYICwvDvn37yjxmzJgxGtd0d3dHSkoK3nrrLanc3d0dVlZWGk8YPjm2KpUKWVlZsLCwgLu7e5m3nJ62bNky3L9/X2u7yvQ9PDxc4/3w4cPxwgsv4KOPPsKmTZukxdz5+fl6+UzoOmYA8O6772LSpEk4dOgQXn31VQCPZ5yMjY3x5ptvVur6RFXFhImoFpiamqKoqKjMuoKCApiamlZ4fOPGjTWeXtOXhw8fYsCAAcjNzcWRI0c01jaVxFRYWFjquIKCAo021aVSqRATE4NevXpp3H7x8fHBsmXLEBcXh759+1b5vEuWLEFwcDCcnZ3h6emJ119/HaNGjUKLFi3KPebatWtwcHCAmZmZRnl5T+uZmJjAxsZGo0ypVMLJyQkymaxU+ZMJjlqtxhdffIHIyEikpqZCpVJJdZV5AtHT01Nrm+qYMmUK5syZg71790oJk6mpabU/E9UZM+BxMjd16lRER0fj1VdfRUFBAbZs2YL+/fujcePGVeojUWUxYSKqBQ4ODlCpVMjIyICtra1UXlRUhHv37mmdASgqKkJmZmalrmVjY1Op2ZiioiIMHToUp0+fxu+//44XX3xRo97a2hpyuRxpaWmlji0pqyjup//wlXgyKSixb98+pKWlISYmBjExMaXqo6KidEqY3nrrLbz88svYsmUL9uzZg6VLl+Lzzz/H5s2b0b9//yqfryzljXV55UII6edFixZhzpw5+Ne//oVPP/0U1tbWMDAwwOTJkyu1Fi0zM7PcRPxJpqamZW4PUJnjmjRpovHZc3BwwP79+yGE0PgdV+YzUaI6YwZAWrz/yy+/ICIiAr/99htyc3Ol9U1ENYEJE1Et6NSpEwAgMTERr7/+ulSemJgItVot1Zfn6NGj0q0qbVJTU7XuXK1WqzFq1CjExcXhp59+Qs+ePUu1MTAwQPv27cvc0PLYsWNo0aIFLC0ty71Gyf/pZ2VlaZRfu3atVNuoqCjY2tpKT0o9afPmzdiyZQvWrFmj04yWg4MDxo0bh3HjxiEjIwNdunTBwoULy02YXFxcsH//fuTl5WnMMlW0WaKuNm3ahF69euG7777TKM/KytJYgF+eoUOH4uDBg1rbBQcHl/m0oja5ubm4e/euxmxQp06d8O233+LChQto166dVH7s2DGpvjYEBQVh9+7d2LVrF6Kjo6FQKDBw4MBauTY9n5gwEdWC3r17w9raGqtXr9ZImFavXg0zMzMEBARUeLy+1zBNmDABP/74I77++msMHTq03HbDhg3DrFmzkJiYKD0tl5ycjH379mH69OkVXkOhUKBp06Y4dOgQJk+eLJVHRkZqtMvPz8fmzZvx5ptvYtiwYaXO4+joiI0bN2Lbtm14++23tfathEqlwoMHDzRmVmxtbeHo6FjmLaUS/v7+WLt2LdauXYtJkyYBeJxglpXMVZehoWGp2ZOff/4ZN2/erNSGnfpaw1RQUIDi4uJSCfCnn34KIQT69esnlQ0aNAhTpkxBZGQkvvrqKwCPZ4DWrFmDZs2aoXv37lrj0YfBgwfDzMwMkZGROHDgAEaMGCGtoyKqCUyYiGqBqakpPv30U4SFheHNN9+Ev78/Dh8+jA0bNmDhwoWwtrau8Hh9rmFauXIlIiMj4evrCzMzM2zYsEGjfsiQITA3NwcAjBs3DmvXrkVAQACmT58OIyMjLF++HHZ2dpg2bZrWa40ZMwaLFy/GmDFj4OXlhUOHDuHvv//WaLNt2zbk5ubijTfeKPMc3bp1g42NDaKioqSEKSQkBD/88EOFs2m5ublwcnLCsGHD0LFjR1hYWGDv3r1ISEjAsmXLyo158ODB6Nq1K6ZNm4aUlBS0adMG27Ztk25LlXerURcDBgzAggUL8N5776F79+44c+YMoqKiKlxj9SR9rWFKT09H586dMWLECOmrUH7//Xfs3LkT/fr1w6BBg6S2Tk5OmDx5MpYuXYri4mJ4e3tj69atOHz4MKKionRanK8LCwsLDB48WNpegLfjqMbV5SN6RA2RLtsKlPjmm2+Eu7u7MDY2Fi1bthQrVqwQarW6BqIsX8lj3eW9nt6W4MaNG2LYsGFCoVAICwsLMWDAAHHp0qVKXSsvL0+MHj1aKJVKYWlpKd566y2RkZGh8aj4wIEDhYmJiXj48GG55wkJCRFGRkbi7t27QgghAgMDhampqbh//365xxQWFooZM2aIjh07CktLS2Fubi46duwoIiMjS43Hk9sKCPF4S4V33nlHWFpaCqVSKUJCQsQff/whAGg89l7e7tg9e/YUHh4epcpdXFw0dnsvKCgQ06ZNEw4ODsLU1FT06NFDxMfHi549e4qePXuW2zd9u3//vnj33XdFq1athJmZmZDL5cLDw0MsWrRIFBUVlWqvUqnEokWLhIuLizA2NhYeHh5iw4YNlbpWdcfsSTt27BAAhIODQ6ntGYj0TSbEU/PBRET1nJ2dHUaNGoWlS5fW2jW3bt2KIUOG4MiRI+jRo0etXZeI6gcmTETUoJw7dw6+vr64cuVKpRZG6yI/P19jgblKpULfvn2RmJiI9PR0vW2nQEQNB9cwEVVDZR73VyqV/AOrRx4eHhV+15k+TJgwAfn5+fD19UVhYSE2b96Mo0ePYtGiRfxdEj2nOMNEVA0HDhzQ+rj/unXrEBISUjsBkV5ER0dj2bJlSElJQUFBAVq1aoXQ0FCMHz++rkMjojrChImoGu7fv4+kpKQK23h4eMDBwaGWIiIioprAhImIiIhIC4O6DoCIiIiovuOibzzexffWrVuwtLTU66Z0REREVD8JIZCbmwtHR0cYGGifP2LCBODWrVtwdnau6zCIiIiolt24cQNOTk5a2zFhAqTvT7px4wYUCkUdR0NEREQ1LScnB87OzhV+ifiTmDDh/74bSqFQMGEiIiJ6jlR2KQ4XfRMRERFpwYSJiIiISAvekmvgXGftqLFzX10cUGPnJiIiakg4w0RERESkBRMmIiIiIi2YMBERERFpwYSJiIiISAsmTERERERaMGEiIiIi0oIJExEREZEWTJiIiIiItODGlVSumtwUE+DGmERE1HBwhomIiIhICyZMRERERFowYSIiIiLSggkTERERkRZMmIiIiIi0YMJEREREpEWdJkyrV69Ghw4doFAooFAo4Ovri127dkn1BQUFCAsLQ5MmTWBhYYHAwEDcvn1b4xzXr19HQEAAzMzMYGtrixkzZuDRo0e13RUiIiJ6htVpwuTk5ITFixcjKSkJiYmJ6N27NwYNGoRz584BAKZMmYLffvsNP//8Mw4ePIhbt25h6NCh0vEqlQoBAQEoKirC0aNH8cMPP2D9+vWYO3duXXWJiIiInkEyIYSo6yCeZG1tjaVLl2LYsGGwsbFBdHQ0hg0bBgC4ePEi2rZti/j4eHTr1g27du3CgAEDcOvWLdjZ2QEA1qxZg5kzZ+LOnTswNjau1DVzcnKgVCqRnZ0NhUJRY32rCTW9uWRN4saVRERUV6r6t7/erGFSqVSIiYnBw4cP4evri6SkJBQXF8PPz09q06ZNGzRv3hzx8fEAgPj4eLRv315KlgDA398fOTk50iwVERERUXXV+VejnDlzBr6+vigoKICFhQW2bNmCdu3a4eTJkzA2NoaVlZVGezs7O6SnpwMA0tPTNZKlkvqSuvIUFhaisLBQep+Tk6On3hAREdGzqM5nmNzd3XHy5EkcO3YMoaGhCA4Oxvnz52v0muHh4VAqldLL2dm5Rq9HREREDVudJ0zGxsZo1aoVPD09ER4ejo4dO+KLL76Avb09ioqKkJWVpdH+9u3bsLe3BwDY29uXemqu5H1Jm7LMnj0b2dnZ0uvGjRv67RQRERE9U+o8YXqaWq1GYWEhPD09YWRkhLi4OKkuOTkZ169fh6+vLwDA19cXZ86cQUZGhtQmNjYWCoUC7dq1K/cacrlc2sqg5EVERERUnjpdwzR79mz0798fzZs3R25uLqKjo3HgwAH8/vvvUCqVGD16NKZOnQpra2soFApMmDABvr6+6NatGwCgb9++aNeuHUaOHIklS5YgPT0dH3/8McLCwiCXy+uya0RERPQMqdOEKSMjA6NGjUJaWhqUSiU6dOiA33//Ha+99hoAYMWKFTAwMEBgYCAKCwvh7++PyMhI6XhDQ0Ns374doaGh8PX1hbm5OYKDg7FgwYK66hIRERE9g+rdPkx1gfsw1Q3uw0RERHWlwe7DRERERFRfMWEiIiIi0oIJExEREZEWTJiIiIiItGDCRERERKQFEyYiIiIiLer8y3fp+VWTWyJwywIiItInnWaYWrRogXv37pUqz8rKQosWLaodFBEREVF9olPCdPXqVahUqlLlhYWFuHnzZrWDIiIiIqpPqnRLbtu2bdLPJd/3VkKlUiEuLg6urq56C46IiIioPqhSwjR48GAAgEwmQ3BwsEadkZERXF1dsWzZMr0FR0RERFQfVClhUqvVAAA3NzckJCSgadOmNRIUERERUX2i01Nyqamp+o6DiIiIqN7SeVuBuLg4xMXFISMjQ5p5KvH9999XOzAiIiKi+kKnhGn+/PlYsGABvLy84ODgAJlMpu+4iIiIiOoNnRKmNWvWYP369Rg5cqS+4yEiIiKqd3Tah6moqAjdu3fXdyxERERE9ZJOCdOYMWMQHR2t71iIiIiI6iWdbskVFBTgm2++wd69e9GhQwcYGRlp1C9fvlwvwRERERHVBzrNMJ0+fRqdOnWCgYEBzp49ixMnTkivkydPVvo84eHh8Pb2hqWlJWxtbTF48GAkJydrtCkoKEBYWBiaNGkCCwsLBAYG4vbt2xptrl+/joCAAJiZmcHW1hYzZszAo0ePdOkaERERUSk6zTDt379fLxc/ePAgwsLC4O3tjUePHuHDDz9E3759cf78eZibmwMApkyZgh07duDnn3+GUqnE+PHjMXToUPzxxx8AHn8lS0BAAOzt7XH06FGkpaVh1KhRMDIywqJFi/QSJxERET3fZEIIUddBlLhz5w5sbW1x8OBBvPLKK8jOzoaNjQ2io6MxbNgwAMDFixfRtm1bxMfHo1u3bti1axcGDBiAW7duwc7ODsDjp/hmzpyJO3fuwNjYWOt1c3JyoFQqkZ2dDYVCUaN91DfXWTvqOoR66erigLoOgYiI6rGq/u3XaYapV69eFe69tG/fPl1Oi+zsbACAtbU1ACApKQnFxcXw8/OT2rRp0wbNmzeXEqb4+Hi0b99eSpYAwN/fH6GhoTh37hw6d+6sUyxEREREJXRKmDp16qTxvri4GCdPnsTZs2dLfSlvZanVakyePBk9evTAiy++CABIT0+HsbExrKysNNra2dkhPT1davNkslRSX1JXlsLCQhQWFkrvc3JydIqZiIiIng86JUwrVqwos3zevHl48OCBToGEhYXh7NmzOHLkiE7HV0V4eDjmz59f49chIiKiZ4NOT8mV591339Xpe+TGjx+P7du3Y//+/XBycpLK7e3tUVRUhKysLI32t2/fhr29vdTm6afmSt6XtHna7NmzkZ2dLb1u3LhR5ZiJiIjo+aHXhCk+Ph4mJiaVbi+EwPjx47Flyxbs27cPbm5uGvWenp4wMjJCXFycVJacnIzr16/D19cXAODr64szZ84gIyNDahMbGwuFQoF27dqVeV25XA6FQqHxIiIiIiqPTrfkhg4dqvFeCIG0tDQkJiZizpw5lT5PWFgYoqOj8euvv8LS0lJac6RUKmFqagqlUonRo0dj6tSpsLa2hkKhwIQJE+Dr64tu3boBAPr27Yt27dph5MiRWLJkCdLT0/Hxxx8jLCwMcrlcl+4RERERadBpW4H33ntP472BgQFsbGzQu3dv9O3bt/IXL+dJu3Xr1iEkJATA440rp02bho0bN6KwsBD+/v6IjIzUuN127do1hIaG4sCBAzA3N0dwcDAWL16MRo0qlw9yWwGqCm5ZQETU8FX1b3+92oeprjBhoqpgwkRE1PDVyj5MJZKSknDhwgUAgIeHB/c8IiIiomeSTglTRkYGhg8fjgMHDkh7JGVlZaFXr16IiYmBjY2NPmMkIiIiqlM6PSU3YcIE5Obm4ty5c8jMzERmZibOnj2LnJwcTJw4Ud8xEhEREdUpnWaYdu/ejb1796Jt27ZSWbt27RAREVGlRd9EREREDYFOM0xqtRpGRkalyo2MjKBWq6sdFBEREVF9olPC1Lt3b0yaNAm3bt2Sym7evIkpU6agT58+eguOiIiIqD7QKWH66quvkJOTA1dXV7Rs2RItW7aEm5sbcnJysGrVKn3HSERERFSndFrD5OzsjOPHj2Pv3r24ePEiAKBt27bw8/PTa3BERERE9UGVZpj27duHdu3aIScnBzKZDK+99homTJiACRMmwNvbGx4eHjh8+HBNxUpERERUJ6qUMK1cuRJjx44tc0dMpVKJf//731i+fLnegiMiIiKqD6qUMJ06dQr9+vUrt75v375ISkqqdlBERERE9UmVEqbbt2+XuZ1AiUaNGuHOnTvVDoqIiIioPqnSou9mzZrh7NmzaNWqVZn1p0+fhoODg14Ce5bwC3KJiIgatirNML3++uuYM2cOCgoKStXl5+fjk08+wYABA/QWHBEREVF9UKUZpo8//hibN2/GCy+8gPHjx8Pd3R0AcPHiRUREREClUuGjjz6qkUCJiIiI6kqVEiY7OzscPXoUoaGhmD17NoQQAACZTAZ/f39ERETAzs6uRgIlIiIiqitV3rjSxcUFO3fuxP3795GSkgIhBFq3bo3GjRvXRHxEREREdU6nnb4BoHHjxvD29tZnLERERET1kk7fJUdERET0PKnThOnQoUMYOHAgHB0dIZPJsHXrVo16IQTmzp0LBwcHmJqaws/PD5cuXdJok5mZiaCgICgUClhZWWH06NF48OBBLfaCiIiInnV1mjA9fPgQHTt2RERERJn1S5YswZdffok1a9bg2LFjMDc3h7+/v8a2BkFBQTh37hxiY2Oxfft2HDp0CO+//35tdYGIiIieAzJR8qhbHZPJZNiyZQsGDx4M4PHskqOjI6ZNm4bp06cDALKzs2FnZ4f169dj+PDhuHDhAtq1a4eEhAR4eXkBAHbv3o3XX38d//zzDxwdHSt17ZycHCiVSmRnZ5f5PXnVxY0rqbKuLg6o6xCIiJ4LVf3bX2/XMKWmpiI9PR1+fn5SmVKphI+PD+Lj4wEA8fHxsLKykpIlAPDz84OBgQGOHTtW7rkLCwuRk5Oj8SIiIiIqT71NmNLT0wGg1L5OdnZ2Ul16ejpsbW016hs1agRra2upTVnCw8OhVCqll7Ozs56jJyIiomdJvU2YatLs2bORnZ0tvW7cuFHXIREREVE9Vm8TJnt7ewDA7du3Ncpv374t1dnb2yMjI0Oj/tGjR8jMzJTalEUul0OhUGi8iIiIiMpTbxMmNzc32NvbIy4uTirLycnBsWPH4OvrCwDw9fVFVlYWkpKSpDb79u2DWq2Gj49PrcdMREREzyadd/rWhwcPHiAlJUV6n5qaipMnT8La2hrNmzfH5MmT8dlnn6F169Zwc3PDnDlz4OjoKD1J17ZtW/Tr1w9jx47FmjVrUFxcjPHjx2P48OGVfkKOiIiISJs6TZgSExPRq1cv6f3UqVMBAMHBwVi/fj3+85//4OHDh3j//feRlZWFl156Cbt374aJiYl0TFRUFMaPH48+ffrAwMAAgYGB+PLLL2u9L0RERPTsqjf7MNUl7sNE9QX3YSIiqh3PzD5MRERERPUFEyYiIiIiLZgwEREREWnBhImIiIhICyZMRERERFrU6bYCRKSppp+o5FN4RES64QwTERERkRacYSJ6jtTkDBZnr4joWcYZJiIiIiItmDARERERacGEiYiIiEgLJkxEREREWjBhIiIiItKCCRMRERGRFtxWgIj0glsWENGzjDNMRERERFowYSIiIiLSggkTERERkRZcw0REzzV+4TERVcYzM8MUEREBV1dXmJiYwMfHB3/99Vddh0RERETPiGdihunHH3/E1KlTsWbNGvj4+GDlypXw9/dHcnIybG1t6zo8Iqqmmp4FIiLSRiaEEHUdRHX5+PjA29sbX331FQBArVbD2dkZEyZMwKxZs7Qen5OTA6VSiezsbCgUCr3Hx//YE1FDw1uJ9Kyr6t/+Bj/DVFRUhKSkJMyePVsqMzAwgJ+fH+Lj48s8prCwEIWFhdL77OxsAI8HryaoC/Nq5LxERDWl+ZSf6zoEnZ2d71/XIVADUPI3v7LzRg0+Ybp79y5UKhXs7Ow0yu3s7HDx4sUyjwkPD8f8+fNLlTs7O9dIjEREVHuUK+s6AmpIcnNzoVQqtbZr8AmTLmbPno2pU6dK79VqNTIzM9GkSRPIZLI6jKzhy8nJgbOzM27cuFEjtzefJxxL/eFY6hfHU384lvpVlfEUQiA3NxeOjo6VOneDT5iaNm0KQ0ND3L59W6P89u3bsLe3L/MYuVwOuVyuUWZlZVVTIT6XFAoF//HrCcdSfziW+sXx1B+OpX5VdjwrM7NUosFvK2BsbAxPT0/ExcVJZWq1GnFxcfD19a3DyIiIiOhZ0eBnmABg6tSpCA4OhpeXF7p27YqVK1fi4cOHeO+99+o6NCIiInoGPBMJ09tvv407d+5g7ty5SE9PR6dOnbB79+5SC8Gp5snlcnzyySelbnlS1XEs9YdjqV8cT/3hWOpXTY7nM7EPExEREVFNavBrmIiIiIhqGhMmIiIiIi2YMBERERFpwYSJiIiISAsmTFRl8+bNg0wm03i1adNGqi8oKEBYWBiaNGkCCwsLBAYGltpY9Hl16NAhDBw4EI6OjpDJZNi6datGvRACc+fOhYODA0xNTeHn54dLly5ptMnMzERQUBAUCgWsrKwwevRoPHjwoBZ7UX9oG8+QkJBSn9V+/fpptOF4PhYeHg5vb29YWlrC1tYWgwcPRnJyskabyvzbvn79OgICAmBmZgZbW1vMmDEDjx49qs2u1LnKjOWrr75a6rP5wQcfaLThWD62evVqdOjQQdqM0tfXF7t27ZLqa+tzyYSJdOLh4YG0tDTpdeTIEaluypQp+O233/Dzzz/j4MGDuHXrFoYOHVqH0dYfDx8+RMeOHREREVFm/ZIlS/Dll19izZo1OHbsGMzNzeHv74+CggKpTVBQEM6dO4fY2Fhs374dhw4dwvvvv19bXahXtI0nAPTr10/js7px40aNeo7nYwcPHkRYWBj+/PNPxMbGori4GH379sXDhw+lNtr+batUKgQEBKCoqAhHjx7FDz/8gPXr12Pu3Ll10aU6U5mxBICxY8dqfDaXLFki1XEs/4+TkxMWL16MpKQkJCYmonfv3hg0aBDOnTsHoBY/l4Koij755BPRsWPHMuuysrKEkZGR+Pnnn6WyCxcuCAAiPj6+liJsGACILVu2SO/VarWwt7cXS5culcqysrKEXC4XGzduFEIIcf78eQFAJCQkSG127dolZDKZuHnzZq3FXh89PZ5CCBEcHCwGDRpU7jEcz/JlZGQIAOLgwYNCiMr92965c6cwMDAQ6enpUpvVq1cLhUIhCgsLa7cD9cjTYymEED179hSTJk0q9xiOZcUaN24svv3221r9XHKGiXRy6dIlODo6okWLFggKCsL169cBAElJSSguLoafn5/Utk2bNmjevDni4+PrKtwGITU1Fenp6Rpjp1Qq4ePjI41dfHw8rKys4OXlJbXx8/ODgYEBjh07VusxNwQHDhyAra0t3N3dERoainv37kl1HM/yZWdnAwCsra0BVO7fdnx8PNq3b6+xabC/vz9ycnKk2YDn0dNjWSIqKgpNmzbFiy++iNmzZyMvL0+q41iWTaVSISYmBg8fPoSvr2+tfi6fiZ2+qXb5+Phg/fr1cHd3R1paGubPn4+XX34ZZ8+eRXp6OoyNjUt9mbGdnR3S09PrJuAGomR8nt6h/smxS09Ph62trUZ9o0aNYG1tzfEtQ79+/TB06FC4ubnh8uXL+PDDD9G/f3/Ex8fD0NCQ41kOtVqNyZMno0ePHnjxxRcBoFL/ttPT08v8/JbUPY/KGksAeOedd+Di4gJHR0ecPn0aM2fORHJyMjZv3gyAY/m0M2fOwNfXFwUFBbCwsMCWLVvQrl07nDx5stY+l0yYqMr69+8v/dyhQwf4+PjAxcUFP/30E0xNTeswMiJNw4cPl35u3749OnTogJYtW+LAgQPo06dPHUZWv4WFheHs2bMaaxNJN+WN5ZPr5Nq3bw8HBwf06dMHly9fRsuWLWs7zHrP3d0dJ0+eRHZ2NjZt2oTg4GAcPHiwVmPgLTmqNisrK7zwwgtISUmBvb09ioqKkJWVpdHm9u3bsLe3r5sAG4iS8Xn66Y4nx87e3h4ZGRka9Y8ePUJmZibHtxJatGiBpk2bIiUlBQDHsyzjx4/H9u3bsX//fjg5OUnllfm3bW9vX+bnt6TueVPeWJbFx8cHADQ+mxzL/2NsbIxWrVrB09MT4eHh6NixI7744ota/VwyYaJqe/DgAS5fvgwHBwd4enrCyMgIcXFxUn1ycjKuX78OX1/fOoyy/nNzc4O9vb3G2OXk5ODYsWPS2Pn6+iIrKwtJSUlSm3379kGtVkv/waXy/fPPP7h37x4cHBwAcDyfJITA+PHjsWXLFuzbtw9ubm4a9ZX5t+3r64szZ85oJKGxsbFQKBRo165d7XSkHtA2lmU5efIkAGh8NjmW5VOr1SgsLKzdz6W+VqzT82PatGniwIEDIjU1Vfzxxx/Cz89PNG3aVGRkZAghhPjggw9E8+bNxb59+0RiYqLw9fUVvr6+dRx1/ZCbmytOnDghTpw4IQCI5cuXixMnTohr164JIYRYvHixsLKyEr/++qs4ffq0GDRokHBzcxP5+fnSOfr16yc6d+4sjh07Jo4cOSJat24tRowYUVddqlMVjWdubq6YPn26iI+PF6mpqWLv3r2iS5cuonXr1qKgoEA6B8fzsdDQUKFUKsWBAwdEWlqa9MrLy5PaaPu3/ejRI/Hiiy+Kvn37ipMnT4rdu3cLGxsbMXv27LroUp3RNpYpKSliwYIFIjExUaSmpopff/1VtGjRQrzyyivSOTiW/2fWrFni4MGDIjU1VZw+fVrMmjVLyGQysWfPHiFE7X0umTBRlb399tvCwcFBGBsbi2bNmom3335bpKSkSPX5+fli3LhxonHjxsLMzEwMGTJEpKWl1WHE9cf+/fsFgFKv4OBgIcTjrQXmzJkj7OzshFwuF3369BHJycka57h3754YMWKEsLCwEAqFQrz33nsiNze3DnpT9yoaz7y8PNG3b19hY2MjjIyMhIuLixg7dqzGo8VCcDxLlDWOAMS6deukNpX5t3316lXRv39/YWpqKpo2bSqmTZsmiouLa7k3dUvbWF6/fl288sorwtraWsjlctGqVSsxY8YMkZ2drXEejuVj//rXv4SLi4swNjYWNjY2ok+fPlKyJETtfS5lQghR5bkwIiIioucI1zARERERacGEiYiIiEgLJkxEREREWjBhIiIiItKCCRMRERGRFkyYiIiIiLRgwkRERESkBRMmIiIiIi2YMBFRvXHgwAHIZDLpizTXr18PKysrvV7D1dUVK1eu1Os5a1tISAgGDx6std3IkSOxaNGiGovj/PnzcHJywsOHD2vsGkT1BRMmogassn84nySTybB169Yaiae6unfvjrS0NCiVyhq7RkJCAt5///1Kt386iWsoTp06hZ07d2LixIk1do127dqhW7duWL58eY1dg6i+YMJERDopLi7W+zmNjY1hb28PmUym93OXsLGxgZmZWY2dvzxCCDx69KjWrrdq1Sq8+eabsLCwqNHrvPfee1i9enWt9o2oLjBhInqGvPrqq5g4cSL+85//wNraGvb29pg3b55U7+rqCgAYMmQIZDKZ9B4Afv31V3Tp0gUmJiZo0aIF5s+fr/FHUCaTYfXq1XjjjTdgbm6OhQsXlrr+/fv3ERQUBBsbG5iamqJ169ZYt24dAODq1auQyWSIiYlB9+7dYWJighdffBEHDx6Ujtc2m3Pnzh14eXlhyJAhKCwshFqtRnh4ONzc3GBqaoqOHTti06ZNFY7R07fkZDIZvv32WwwZMgRmZmZo3bo1tm3bJsXcq1cvAEDjxo0hk8kQEhICAFqvXdKXXbt2wdPTE3K5HN9//z1kMhkuXryoEdOKFSvQsmVLAIBKpcLo0aOl87q7u+OLL76osE9PU6lU2LRpEwYOHFiq75999hlGjRoFCwsLuLi4YNu2bbhz5w4GDRoECwsLdOjQAYmJidIx165dw8CBA9G4cWOYm5vDw8MDO3fulOpfe+01ZGZmavweiZ5J1f8eYSKqK8HBwWLQoEHS+549ewqFQiHmzZsn/v77b/HDDz8ImUwmfbN3RkaG9K3paWlpIiMjQwghxKFDh4RCoRDr168Xly9fFnv27BGurq5i3rx50rkBCFtbW/H999+Ly5cvi2vXrpWKJywsTHTq1EkkJCSI1NRUERsbK7Zt2yaEECI1NVUAEE5OTmLTpk3i/PnzYsyYMcLS0lLcvXtXCCHE/v37BQBx//59IYQQ69atE0qlUgjx+Bve3d3dRXBwsHj06JEQQojPPvtMtGnTRuzevVtcvnxZrFu3TsjlcnHgwIFyx8zFxUWsWLFCo19OTk4iOjpaXLp0SUycOFFYWFiIe/fuiUePHolffvlFABDJyckiLS1NZGVlVeraJX3p0KGD2LNnj0hJSRH37t0TXl5e4uOPP9aIydPTUyorKioSc+fOFQkJCeLKlStiw4YNwszMTPz444/l/t6fdvz4cQFApKenl+q7tbW1WLNmjfj7779FaGioUCgUol+/fuKnn34SycnJYvDgwaJt27ZCrVYLIYQICAgQr732mjh9+rS4fPmy+O2338TBgwc1zuvj4yM++eSTcuMhehYwYSJqwMpKmF566SWNNt7e3mLmzJnSewBiy5YtGm369OkjFi1apFH2v//9Tzg4OGgcN3ny5ArjGThwoHjvvffKrCtJmBYvXiyVFRcXCycnJ/H5558LIcpPmC5evCicnZ3FxIkTpT/kBQUFwszMTBw9elTjOqNHjxYjRowoN8ayEqYnE5gHDx4IAGLXrl1lxlTZa5cct3XrVo02K1asEC1btpTeJycnCwDiwoUL5cYcFhYmAgMDpffaEqYtW7YIQ0NDaaye7Pu7774rvU9LSxMAxJw5c6Sy+Ph4AUCkpaUJIYRo3769RuJcliFDhoiQkJAK2xA1dI1qeUKLiGpYhw4dNN47ODggIyOjwmNOnTqFP/74Q+M2m0qlQkFBAfLy8qQ1P15eXlJ9//79cfjwYQCAi4sLzp07h9DQUAQGBuL48ePo27cvBg8ejO7du2tcy9fXV/q5UaNG8PLywoULF8qNLT8/Hy+//DLeeecdjVtpKSkpyMvLw2uvvabRvqioCJ07d66wv097cszMzc2hUCgqHLOqXPvJMQOA4cOHY/r06fjzzz/RrVs3REVFoUuXLmjTpo3UJiIiAt9//z2uX7+O/Px8FBUVoVOnTpXuT35+PuRyeZlrwZ7sq52dHQCgffv2pcoyMjJgb2+PiRMnIjQ0FHv27IGfnx8CAwNLfcZMTU2Rl5dX6fiIGiImTETPGCMjI433MpkMarW6wmMePHiA+fPnY+jQoaXqTExMpJ/Nzc2ln7/99lvk5+drXLN///64du0adu7cidjYWPTp0wdhYWH4f//v/+ncH7lcDj8/P2zfvh0zZsxAs2bNpJgBYMeOHVLZk8dURVXHrCrXfnLMAMDe3h69e/dGdHQ0unXrhujoaISGhkr1MTExmD59OpYtWwZfX19YWlpi6dKlOHbsWKX707RpU+Tl5aGoqAjGxsbl9rUkoSqrrKT/Y8aMgb+/P3bs2IE9e/YgPDwcy5Ytw4QJE6RjMjMzpTVYRM8qLvomes4YGRlBpVJplHXp0gXJyclo1apVqZeBQdn/mWjWrJnUxsXFRSq3sbFBcHAwNmzYgJUrV+Kbb77ROO7PP/+Ufn706BGSkpLQtm3bcuM1MDDA//73P3h6eqJXr164desWgMePtMvlcly/fr1UzM7OzlUel/KUJBxPjll1rx0UFIQff/wR8fHxuHLlCoYPHy7V/fHHH+jevTvGjRuHzp07o1WrVrh8+XKVYi6ZjTp//nyVjiuPs7MzPvjgA2zevBnTpk3D2rVrNerPnj1b5Vk9ooaGM0xEzxlXV1fExcWhR48ekMvlaNy4MebOnYsBAwagefPmGDZsGAwMDHDq1CmcPXsWn332WaXPPXfuXHh6esLDwwOFhYXYvn17qWQoIiICrVu3Rtu2bbFixQrcv38f//rXvyo8r6GhIaKiojBixAj07t0bBw4cgL29PaZPn44pU6ZArVbjpZdeQnZ2Nv744w8oFAoEBwfrND5Pc3FxgUwmw/bt2/H666/D1NQUlpaW1br20KFDERoaitDQUPTq1QuOjo5SXevWrfHf//4Xv//+O9zc3PC///0PCQkJcHNzq3TMNjY26NKlC44cOVKlW3llmTx5Mvr3748XXngB9+/fx/79+zV+p1evXsXNmzfh5+dXresQ1XecYSJ6zixbtgyxsbFwdnaWZgX8/f2xfft27NmzB97e3ujWrRtWrFihMXNUGcbGxpg9ezY6dOiAV155BYaGhoiJidFos3jxYixevBgdO3bEkSNHsG3bNjRt2lTruRs1aoSNGzfCw8MDvXv3RkZGBj799FPMmTMH4eHhaNu2Lfr164cdO3ZUKbnQplmzZpg/fz5mzZoFOzs7jB8/HgCqdW1LS0sMHDgQp06dQlBQkEbdv//9bwwdOhRvv/02fHx8cO/ePYwbN67KcY8ZMwZRUVFVPu5pKpUKYWFhUh9feOEFREZGSvUbN25E3759q/xZIWpoZEIIUddBENGz7+rVq3Bzc8OJEyeqPetB2uXn58Pd3R0//vijxkJ7fSoqKkLr1q0RHR2NHj161Mg1iOoLzjARET2DTE1N8d///hd3796tsWtcv34dH374IZMlei5wDRMR0TPq1VdfrdHzlyx0J3oe8JYcERERkRa8JUdERESkBRMmIiIiIi2YMBERERFpwYSJiIiISAsmTERERERaMGEiIiIi0oIJExEREZEWTJiIiIiItGDCRERERKQFEyYiIiIiLZgwEREREWnBhImIiIhICyZMRERERFowYSIiIiLSggkTET3XQkJC4OrqWtdhEFE9x4SJqIrWr18PmUyGxMTEKh/73XffoW3btjAxMUHr1q2xatWqGoiwYrdu3cK7774Ld3d3WFpawsrKCl27dsUPP/wAIUSp9jdv3sRbb70FKysrKBQKDBo0CFeuXKmx+CIjIyGTyeDj41Nj16DSQkJCIJPJSr3atGlTqq1arcaSJUvg5uYGExMTdOjQARs3bqzxGCdOnAiZTIaUlJRy23z00UeQyWQ4ffp0jcdDz5dGdR0A0fPi66+/xgcffIDAwEBMnToVhw8fxsSJE5GXl4eZM2fWWhx3797FP//8g2HDhqF58+YoLi5GbGwsQkJCkJycjEWLFkltHzx4gF69eiE7OxsffvghjIyMsGLFCvTs2RMnT55EkyZN9B5fVFQUXF1d8ddffyElJQWtWrXS+zWetHbtWqjV6hq9RkMhl8vx7bffapQplcpS7T766CMsXrwYY8eOhbe3N3799Ve88847kMlkGD58eI3FFxQUhFWrViE6Ohpz584ts83GjRvRvn17dOjQocbioOeUIKIqWbdunQAgEhISKn1MXl6eaNKkiQgICNAoDwoKEubm5iIzM1PfYVbZgAEDhLm5uXj06JFU9vnnnwsA4q+//pLKLly4IAwNDcXs2bP1HsOVK1cEALF582ZhY2Mj5s2bp/drUNmCg4OFubm51nb//POPMDIyEmFhYVKZWq0WL7/8snByctL4/NSEVq1aiTZt2pRZd/ToUQFALF68uEZjoOcTb8kR1YL9+/fj3r17GDdunEZ5WFgYHj58iB07dtRRZP/H1dUVeXl5KCoqkso2bdoEb29veHt7S2Vt2rRBnz598NNPP1V4vqtXr0Imk2H9+vWl6mQyGebNm1eqPCoqCo0bN0ZAQACGDRuGqKgonfsDALm5uZg8eTJcXV0hl8tha2uL1157DcePH5falLWG6d69exg5ciQUCgWsrKwQHByMU6dOlepPSEgILCwscP36dQwYMAAWFhZo1qwZIiIiAABnzpxB7969YW5uDhcXF0RHR2tcJzMzE9OnT0f79u1hYWEBhUKB/v3749SpU9Xqd3WoVCrk5OSUW//rr7+iuLhY47Msk8kQGhqKf/75B/Hx8RWev7pjFhQUhIsXL2r8DktER0dDJpNhxIgRVekyUaUwYSKqBSdOnAAAeHl5aZR7enrCwMBAqi9PcXEx7t69W6lXZW8v5efn4+7du7h69Sp++OEHrFu3Dr6+vjA1NQXweJ3K6dOnS8UMAF27dsXly5eRm5tbqWtVVlRUFIYOHQpjY2OMGDECly5dQkJCgs7n++CDD7B69WoEBgYiMjIS06dPh6mpKS5cuFDuMWq1GgMHDsTGjRsRHByMhQsXIi0tDcHBwWW2V6lU6N+/P5ydnbFkyRK4urpi/PjxWL9+Pfr16wcvLy98/vnnsLS0xKhRo5Camiode+XKFWzduhUDBgzA8uXLMWPGDJw5cwY9e/bErVu3tPYvOzu7Up+JBw8eVGq88vLyoFAooFQqYW1tjbCwsFLHnjhxAubm5mjbtq1GedeuXaV6baozZkFBQQBQKpFSqVT46aef8PLLL6N58+aV6i9RldT1FBdRQ6PLLbmwsDBhaGhYZp2NjY0YPnx4hcfv379fAKjUKzU1tVIxhYeHaxzXp08fcf36dan+zp07AoBYsGBBqWMjIiIEAHHx4sVyz5+amioAiHXr1pWqAyA++eQTjbLExEQBQMTGxgohHt/mcXJyEpMmTapUf8qiVCo1bh2VJTg4WLi4uEjvf/nlFwFArFy5UipTqVSid+/epfoTHBwsAIhFixZJZffv3xempqZCJpOJmJgYqfzixYul+l1QUCBUKpVGPKmpqUIul5c57k/r2bNnpT4TwcHBWs81a9YsMXPmTPHjjz+KjRs3Sn3r0aOHKC4ultoFBASIFi1alDr+4cOHAoCYNWtWhdep7pgJIYS3t7dwcnLSGLvdu3cLAOLrr7/W2lciXXDRN1EtyM/Ph7GxcZl1JiYmyM/Pr/D4jh07IjY2tlLXsre3r1S7ESNGwMvLC3fu3MH27dtx+/ZtjThKfpbL5WXG/GQbfYiKioKdnR169eoF4PFtnrfffhsbNmzAsmXLYGhoWOVzWllZ4dixY7h16xYcHR0rdczu3bthZGSEsWPHSmUGBgYICwvDvn37yjxmzJgxGtd0d3dHSkoK3nrrLanc3d0dVlZWGk8YPjm2KpUKWVlZsLCwgLu7e5m3nJ62bNky3L9/X2u7yvQ9PDxc4/3w4cPxwgsv4KOPPsKmTZukxdz5+fl6+UzoOmYA8O6772LSpEk4dOgQXn31VQCPZ5yMjY3x5ptvVur6RFXFhImoFpiammqsDXpSQUGBdBusPI0bN4afn59eY3JxcYGLiwuAx8nT+++/Dz8/PyQnJ8PU1FSKqbCwsMyYAWiNu7JUKhViYmLQq1cvjdsvPj4+WLZsGeLi4tC3b98qn3fJkiUIDg6Gs7MzPD098frrr2PUqFFo0aJFucdcu3YNDg4OMDMz0ygv72k9ExMT2NjYaJQplUo4OTlBJpOVKn8ywVGr1fjiiy8QGRmJ1NRUqFQqqa4yTyB6enpqbVMdU6ZMwZw5c7B3714pYTI1Na32Z6I6YwY8TuamTp2K6OhovPrqqygoKMCWLVvQv39/NG7cuEp9JKosrmEiqgUODg5QqVTIyMjQKC8qKsK9e/e0zgAUFRUhPT29Uq8n/+hWxbBhw3Djxg0cOnQIAGBtbQ25XI60tLRSbUvKKor76T98JcqKb9++fUhLS0NMTAxat24tvUpmG3Rd/P3WW2/hypUrWLVqFRwdHbF06VJ4eHhg165dOp2vLOXNfJVXLp7Y62rRokWYOnUqXnnlFWzYsAG///47YmNj4eHhUam1aJmZmZX6TGRnZ+vUN1NTUzRp0gSZmZlSmYODA9LT00vt2VWZz0SJ6owZAGnx/i+//ILi4mL89ttvyM3NldY3EdUEzjAR1YJOnToBABITE/H6669L5YmJiVCr1VJ9eY4ePSrdqtImNTVVp52rS26llPxxNTAwQPv27cvcoPPYsWNo0aIFLC0tyz1fyf/pZ2VlaZRfu3atVNuoqCjY2tpKT0o9afPmzdiyZQvWrFmj04yWg4MDxo0bh3HjxiEjIwNdunTBwoUL0b9//zLbu7i4YP/+/cjLy9OYZapos0Rdbdq0Cb169cJ3332nUZ6VlYWmTZtqPX7o0KE4ePCg1nbBwcFlPq2oTW5uLu7evasxG9SpUyd8++23uHDhAtq1ayeVHzt2TKqvDUFBQdi9ezd27dqF6OhoKBQKDBw4sFauTc8nJkxEtaB3796wtrbG6tWrNRKm1atXw8zMDAEBARUer881THfu3Cl1OwR4vAu5TCZDly5dpLJhw4Zh1qxZSExMlJ6WS05Oxr59+zB9+vQKr6NQKNC0aVMcOnQIkydPlsojIyM12uXn52Pz5s148803MWzYsFLncXR0xMaNG7Ft2za8/fbbFV7zSSqVCg8ePNDYeNHW1haOjo5l3lIq4e/vj7Vr12Lt2rWYNGkSgMe3zspK5qrL0NCw1OzJzz//jJs3b1Zqw059rWEqKChAcXFxqQT4008/hRAC/fr1k8oGDRqEKVOmIDIyEl999RWAxzNAa9asQbNmzdC9e3et8ejD4MGDYWZmhsjISBw4cAAjRoyQ1lER1QQmTES1wNTUFJ9++inCwsLw5ptvwt/fH4cPH8aGDRuwcOFCWFtbV3i8PtcwLVy4EH/88Qf69euH5s2bIzMzE7/88gsSEhIwYcIEjT/U48aNw9q1axEQEIDp06fDyMgIy5cvh52dHaZNm6b1WmPGjMHixYsxZswYeHl54dChQ/j777812mzbtg25ubl44403yjxHt27dYGNjg6ioKClhCgkJwQ8//FDhbFpubi6cnJwwbNgwdOzYERYWFti7dy8SEhKwbNmycmMePHgwunbtimnTpiElJQVt2rTBtm3bpNtS5d1q1MWAAQOwYMECvPfee+jevTvOnDmDqKioCtdYPUlfa5jS09PRuXNnjBgxQvoqlN9//x07d+5Ev379MGjQIKmtk5MTJk+ejKVLl6K4uBje3t7YunUrDh8+jKioKJ0W5+vCwsICgwcPlrYX4O04qnF1+YgeUUOky7YCJb755hvh7u4ujI2NRcuWLcWKFSuEWq2ugSjLt2fPHjFgwADh6OgojIyMhKWlpejRo4dYt25dmbHcuHFDDBs2TCgUCmFhYSEGDBggLl26VKlr5eXlidGjRwulUiksLS3FW2+9JTIyMjQeFR84cKAwMTERDx8+LPc8ISEhwsjISNy9e1cIIURgYKAwNTUV9+/fL/eYwsJCMWPGDNGxY0dhaWkpzM3NRceOHUVkZKRGu6e3FRDi8ZYK77zzjrC0tBRKpVKEhISIP/74QwDQeOy9vN2xe/bsKTw8PEqVu7i4aOz2XlBQIKZNmyYcHByEqamp6NGjh4iPjxc9e/YUPXv2LLdv+nb//n3x7rvvilatWgkzMzMhl8uFh4eHWLRokSgqKirVXqVSiUWLFgkXFxdhbGwsPDw8xIYNGyp1reqO2ZN27NghAAgHB4dS2zMQ6ZtMiDK+bZOIqB6zs7PDqFGjsHTp0lq75tatWzFkyBAcOXIEPXr0qLXrElH9wISJiBqUc+fOwdfXF1euXKnUwmhd5OfnaywwV6lU6Nu3LxITE5Genq637RSIqOHgGiaiaigqKtJ45LosSqWSf2D1yMPDo8LvOtOHCRMmID8/H76+vigsLMTmzZtx9OhRLFq0iL9LoucUZ5iIquHAgQNaH/dft24dQkJCaicg0ovo6GgsW7YMKSkpKCgoQKtWrRAaGorx48fXdWhEVEeYMBFVw/3795GUlFRhGw8PDzg4ONRSREREVBOYMBERERFpwa9GISIiItKCi77xeBffW7duwdLSUq+b0hEREVH9JIRAbm4uHB0dYWCgff6ICROAW7duwdnZua7DICIiolp248YNODk5aW3HhAmQvj/pxo0bUCgUdRwNERER1bScnBw4OztX+CXiT2LChP/7biiFQsGEiYiI6DlS2aU4XPRNREREpAUTJiIiIiIteEuO6ozrrB01du6riwNq7NxERPT84QwTERERkRZMmIiIiIi0YMJEREREpAUTJiIiIiItmDARERERacGn5KhcNfkUGxERUUPCGSYiIiIiLZgwEREREWnBhImIiIhICyZMRERERFowYSIiIiLSggkTERERkRZMmIiIiIi0YMJEREREpAUTJiIiIiItmDARERERacGEiYiIiEgLJkxEREREWjBhIiIiItKCCRMRERGRFkyYiIiIiLRgwkRERESkBRMmIiIiIi2YMBERERFp0aiuAyCqCa6zdtTYua8uDqixcxMRUf3EGSYiIiIiLepNwrR48WLIZDJMnjxZKisoKEBYWBiaNGkCCwsLBAYG4vbt2xrHXb9+HQEBATAzM4OtrS1mzJiBR48e1XL0RERE9CyrFwlTQkICvv76a3To0EGjfMqUKfjtt9/w888/4+DBg7h16xaGDh0q1atUKgQEBKCoqAhHjx7FDz/8gPXr12Pu3Lm13QUiIiJ6htV5wvTgwQMEBQVh7dq1aNy4sVSenZ2N7777DsuXL0fv3r3h6emJdevW4ejRo/jzzz8BAHv27MH58+exYcMGdOrUCf3798enn36KiIgIFBUV1VWXiIiI6BlT5wlTWFgYAgIC4Ofnp1GelJSE4uJijfI2bdqgefPmiI+PBwDEx8ejffv2sLOzk9r4+/sjJycH586dq50OEBER0TOvTp+Si4mJwfHjx5GQkFCqLj09HcbGxrCystIot7OzQ3p6utTmyWSppL6krjyFhYUoLCyU3ufk5OjaBSIiInoO1NkM040bNzBp0iRERUXBxMSkVq8dHh4OpVIpvZydnWv1+kRERNSw1FnClJSUhIyMDHTp0gWNGjVCo0aNcPDgQXz55Zdo1KgR7OzsUFRUhKysLI3jbt++DXt7ewCAvb19qafmSt6XtCnL7NmzkZ2dLb1u3Lih384RERHRM0WnhKlFixa4d+9eqfKsrCy0aNGiUufo06cPzpw5g5MnT0ovLy8vBAUFST8bGRkhLi5OOiY5ORnXr1+Hr68vAMDX1xdnzpxBRkaG1CY2NhYKhQLt2rUr99pyuRwKhULjRURERFQendYwXb16FSqVqlR5YWEhbt68WalzWFpa4sUXX9QoMzc3R5MmTaTy0aNHY+rUqbC2toZCocCECRPg6+uLbt26AQD69u2Ldu3aYeTIkViyZAnS09Px8ccfIywsDHK5XJeuEREREZVSpYRp27Zt0s+///47lEql9F6lUiEuLg6urq56C27FihUwMDBAYGAgCgsL4e/vj8jISKne0NAQ27dvR2hoKHx9fWFubo7g4GAsWLBAbzEQERERyYQQorKNDQwe38GTyWR4+jAjIyO4urpi2bJlGDBggH6jrGE5OTlQKpXIzs7m7bkn1OT3sTVk/C45IqKGr6p/+6s0w6RWqwEAbm5uSEhIQNOmTXWLkoiIiKgB0WkNU2pqqr7jICIiIqq3dN64Mi4uDnFxccjIyJBmnkp8//331Q6MiIiIqL7QKWGaP38+FixYAC8vLzg4OEAmk+k7LiIiIqJ6Q6eEac2aNVi/fj1Gjhyp73iIiIiI6h2dEqaioiJ0795d37EQNQg1+fQgn8AjIqqfdNrpe8yYMYiOjtZ3LERERET1kk4zTAUFBfjmm2+wd+9edOjQAUZGRhr1y5cv10twRERERPWBTgnT6dOn0alTJwDA2bNnNeq4AJyIiIieNTolTPv379d3HERERET1lk5rmIiIiIieJzrNMPXq1avCW2/79u3TOSAiIiKi+kanhKlk/VKJ4uJinDx5EmfPnkVwcLA+4iIiIiKqN3RKmFasWFFm+bx58/DgwYNqBURERERU3+h1DdO7777L75EjIiKiZ45eE6b4+HiYmJjo85REREREdU6nW3JDhw7VeC+EQFpaGhITEzFnzhy9BEZERERUX+iUMCmVSo33BgYGcHd3x4IFC9C3b1+9BEZERERUX+iUMK1bt07fcRARERHVWzolTCWSkpJw4cIFAICHhwc6d+6sl6CIiIiI6hOdEqaMjAwMHz4cBw4cgJWVFQAgKysLvXr1QkxMDGxsbPQZI1XAddaOug6B9Kimf59XFwfU6PmJiJ5VOj0lN2HCBOTm5uLcuXPIzMxEZmYmzp49i5ycHEycOFHfMRIRERHVKZ1mmHbv3o29e/eibdu2Ulm7du0QERHBRd9ERET0zNFphkmtVsPIyKhUuZGREdRqdbWDIiIiIqpPdEqYevfujUmTJuHWrVtS2c2bNzFlyhT06dNHb8ERERER1Qc6JUxfffUVcnJy4OrqipYtW6Jly5Zwc3NDTk4OVq1ape8YiYiIiOqUTmuYnJ2dcfz4cezduxcXL14EALRt2xZ+fn56DY6IiIioPqjSDNO+ffvQrl075OTkQCaT4bXXXsOECRMwYcIEeHt7w8PDA4cPH66pWImIiIjqRJUSppUrV2Ls2LFQKBSl6pRKJf79739j+fLleguOiIiIqD6oUsJ06tQp9OvXr9z6vn37IikpqdLnCw8Ph7e3NywtLWFra4vBgwcjOTlZo01BQQHCwsLQpEkTWFhYIDAwELdv39Zoc/36dQQEBMDMzAy2traYMWMGHj16VJWuEREREZWrSgnT7du3y9xOoESjRo1w586dSp/v4MGDCAsLw59//onY2FgUFxejb9++ePjwodRmypQp+O233/Dzzz/j4MGDuHXrFoYOHSrVq1QqBAQEoKioCEePHsUPP/yA9evXY+7cuVXpGhEREVG5qrTou1mzZjh79ixatWpVZv3p06fh4OBQ6fPt3r1b4/369etha2uLpKQkvPLKK8jOzsZ3332H6Oho9O7dG8DjL/5t27Yt/vzzT3Tr1g179uzB+fPnsXfvXtjZ2aFTp0749NNPMXPmTMybNw/GxsZV6SIRERFRKVWaYXr99dcxZ84cFBQUlKrLz8/HJ598ggEDBugcTHZ2NgDA2toawOMv9y0uLtZ4+q5NmzZo3rw54uPjAQDx8fFo37497OzspDb+/v7IycnBuXPnyrxOYWEhcnJyNF5ERERE5anSDNPHH3+MzZs344UXXsD48ePh7u4OALh48SIiIiKgUqnw0Ucf6RSIWq3G5MmT0aNHD7z44osAgPT0dBgbG0tf8FvCzs4O6enpUpsnk6WS+pK6soSHh2P+/Pk6xUlERETPnyolTHZ2djh69ChCQ0Mxe/ZsCCEAADKZDP7+/oiIiCiVvFRWWFgYzp49iyNHjuh0fFXMnj0bU6dOld7n5OTA2dm5xq9LREREDVOVN650cXHBzp07cf/+faSkpEAIgdatW6Nx48Y6BzF+/Hhs374dhw4dgpOTk1Rub2+PoqIiZGVlacwy3b59G/b29lKbv/76S+N8JU/RlbR5mlwuh1wu1zleIiIier7o9NUoANC4cWN4e3uja9euOidLQgiMHz8eW7Zswb59++Dm5qZR7+npCSMjI8TFxUllycnJuH79Onx9fQEAvr6+OHPmDDIyMqQ2sbGxUCgUaNeunU5xERERET1Jp69G0ZewsDBER0fj119/haWlpbTmSKlUwtTUFEqlEqNHj8bUqVNhbW0NhUKBCRMmwNfXF926dQPweO+ndu3aYeTIkViyZAnS09Px8ccfIywsjLNIRE9xnbWjxs59dXFAjZ2biKiu1WnCtHr1agDAq6++qlG+bt06hISEAABWrFgBAwMDBAYGorCwEP7+/oiMjJTaGhoaYvv27QgNDYWvry/Mzc0RHByMBQsW1FY3iIiI6BknEyUrt59jOTk5UCqVyM7OLvNrX+qzmpwxIKoKzjARUUNS1b/9Oq9hIiIiInpeMGEiIiIi0oIJExEREZEWTJiIiIiItGDCRERERKQFEyYiIiIiLZgwEREREWnBhImIiIhICyZMRERERFowYSIiIiLSggkTERERkRZMmIiIiIi0YMJEREREpEWjug6AiJ4NrrN21Ni5ry4OqLFzExFVBmeYiIiIiLRgwkRERESkBRMmIiIiIi2YMBERERFpwYSJiIiISAs+JUdE9R6fwCOiusYZJiIiIiItOMNUC2ry/46JiIio5nGGiYiIiEgLJkxEREREWvCWHBE912r6ljkXlRM9GzjDRERERKQFEyYiIiIiLZgwEREREWnxzKxhioiIwNKlS5Geno6OHTti1apV6Nq1a12HRUTPOW66SfRseCYSph9//BFTp07FmjVr4OPjg5UrV8Lf3x/JycmwtbWt6/CIiGoEkzGi2vNM3JJbvnw5xo4di/feew/t2rXDmjVrYGZmhu+//76uQyMiIqJnQIOfYSoqKkJSUhJmz54tlRkYGMDPzw/x8fFlHlNYWIjCwkLpfXZ2NgAgJyenRmJUF+bVyHmJiGpKTf33EABe/OT3Gjs3AJyd71+j56dnQ8lnXAhRqfYNPmG6e/cuVCoV7OzsNMrt7Oxw8eLFMo8JDw/H/PnzS5U7OzvXSIxERA2NcmVdR6C7hhw71b7c3FwolUqt7Rp8wqSL2bNnY+rUqdJ7tVqNzMxMNGnSBDKZrA4jqz9ycnLg7OyMGzduQKFQ1HU4DR7HU/84pvrF8dQ/jql+6Xs8hRDIzc2Fo6Njpdo3+ISpadOmMDQ0xO3btzXKb9++DXt7+zKPkcvlkMvlGmVWVlY1FWKDplAo+A9djzie+scx1S+Op/5xTPVLn+NZmZmlEg1+0bexsTE8PT0RFxcnlanVasTFxcHX17cOIyMiIqJnRYOfYQKAqVOnIjg4GF5eXujatStWrlyJhw8f4r333qvr0IiIiOgZ8EwkTG+//Tbu3LmDuXPnIj09HZ06dcLu3btLLQSnypPL5fjkk09K3bok3XA89Y9jql8cT/3jmOpXXY+nTFT2eToiIiKi51SDX8NEREREVNOYMBERERFpwYSJiIiISAsmTERERERaMGF6joWHh8Pb2xuWlpawtbXF4MGDkZycrNGmoKAAYWFhaNKkCSwsLBAYGFhqk1Aq2+LFiyGTyTB58mSpjONZdTdv3sS7776LJk2awNTUFO3bt0diYqJUL4TA3Llz4eDgAFNTU/j5+eHSpUt1GHH9plKpMGfOHLi5ucHU1BQtW7bEp59+qvF9WhzT8h06dAgDBw6Eo6MjZDIZtm7dqlFfmbHLzMxEUFAQFAoFrKysMHr0aDx48KAWe1G/VDSmxcXFmDlzJtq3bw9zc3M4Ojpi1KhRuHXrlsY5amNMmTA9xw4ePIiwsDD8+eefiI2NRXFxMfr27YuHDx9KbaZMmYLffvsNP//8Mw4ePIhbt25h6NChdRh1w5CQkICvv/4aHTp00CjneFbN/fv30aNHDxgZGWHXrl04f/48li1bhsaNG0ttlixZgi+//BJr1qzBsWPHYG5uDn9/fxQUFNRh5PXX559/jtWrV+Orr77ChQsX8Pnnn2PJkiVYtWqV1IZjWr6HDx+iY8eOiIiIKLO+MmMXFBSEc+fOITY2Ftu3b8ehQ4fw/vvv11YX6p2KxjQvLw/Hjx/HnDlzcPz4cWzevBnJycl44403NNrVypgKov9fRkaGACAOHjwohBAiKytLGBkZiZ9//llqc+HCBQFAxMfH11WY9V5ubq5o3bq1iI2NFT179hSTJk0SQnA8dTFz5kzx0ksvlVuvVquFvb29WLp0qVSWlZUl5HK52LhxY22E2OAEBASIf/3rXxplQ4cOFUFBQUIIjmlVABBbtmyR3ldm7M6fPy8AiISEBKnNrl27hEwmEzdv3qy12Ourp8e0LH/99ZcAIK5duyaEqL0x5QwTSbKzswEA1tbWAICkpCQUFxfDz89PatOmTRs0b94c8fHxdRJjQxAWFoaAgACNcQM4nrrYtm0bvLy88Oabb8LW1hadO3fG2rVrpfrU1FSkp6drjKlSqYSPjw/HtBzdu3dHXFwc/v77bwDAqVOncOTIEfTv3x8Ax7Q6KjN28fHxsLKygpeXl9TGz88PBgYGOHbsWK3H3BBlZ2dDJpNJ3wFbW2P6TOz0TdWnVqsxefJk9OjRAy+++CIAID09HcbGxqW+mNjOzg7p6el1EGX9FxMTg+PHjyMhIaFUHcez6q5cuYLVq1dj6tSp+PDDD5GQkICJEyfC2NgYwcHB0rg9vas/x7R8s2bNQk5ODtq0aQNDQ0OoVCosXLgQQUFBAMAxrYbKjF16ejpsbW016hs1agRra2uObyUUFBRg5syZGDFihPQFvLU1pkyYCMDjWZGzZ8/iyJEjdR1Kg3Xjxg1MmjQJsbGxMDExqetwnglqtRpeXl5YtGgRAKBz5844e/Ys1qxZg+Dg4DqOrmH66aefEBUVhejoaHh4eODkyZOYPHkyHB0dOaZUrxUXF+Ott96CEAKrV6+u9evzlhxh/Pjx2L59O/bv3w8nJyep3N7eHkVFRcjKytJof/v2bdjb29dylPVfUlISMjIy0KVLFzRq1AiNGjXCwYMH8eWXX6JRo0aws7PjeFaRg4MD2rVrp1HWtm1bXL9+HQCkcXv6SUOOaflmzJiBWbNmYfjw4Wjfvj1GjhyJKVOmIDw8HADHtDoqM3b29vbIyMjQqH/06P9r787DqqrWP4B/jwwHkMGJSUFARBAVBzBELScUlRzJm0aKmpWI4lgO5UCpeCvFrtf0NmEpqGVihpYMoqWSORuaqKRSBmJOqEwC7++PHvbPI+ABZBK+n+c5z3P2Wmvv9a698ZzXvdfeJx83b97k/n2MomTpypUriI2NVc4uAdW3T5kw1WMigqlTpyIqKgp79+6Fg4ODRr27uzv09PQQHx+vlCUnJyM1NRVeXl7VHW6t169fP/z66684efKk8vLw8IC/v7/ynvuzfHr06FHsURfnz5+HnZ0dAMDBwQFWVlYa+zQzMxOHDx/mPi1FVlYWGjTQ/OjX0dFBYWEhAO7TJ1GWfefl5YXbt2/j2LFjSpu9e/eisLAQnp6e1R7z06AoWbpw4QLi4uLQtGlTjfpq26eVNn2cnjqBgYFiZmYm+/btk7S0NOWVlZWltJk8ebK0bNlS9u7dK0ePHhUvLy/x8vKqwaifLg/fJSfC/Vlev/zyi+jq6sqyZcvkwoULEhERIUZGRrJp0yalzYoVK6RRo0by7bffyunTp2XYsGHi4OAg2dnZNRh57RUQECAtWrSQ6OhouXTpkmzfvl2aNWsmb775ptKG+7R0d+/elRMnTsiJEycEgKxatUpOnDih3LFVln03cOBA6dy5sxw+fFgOHDggTk5OMmbMmJoaUo173D7Ny8uToUOHio2NjZw8eVLjuyo3N1fZRnXsUyZM9RiAEl/h4eFKm+zsbJkyZYo0btxYjIyMZMSIEZKWllZzQT9lHk2YuD/L77vvvpP27duLWq0WFxcX+fjjjzXqCwsLZeHChWJpaSlqtVr69esnycnJNRRt7ZeZmSnTp0+Xli1bioGBgbRq1UreeustjS8f7tPSJSQklPi5GRAQICJl23c3btyQMWPGiLGxsZiamsqECRPk7t27NTCa2uFx+/TSpUulflclJCQo26iOfaoSeejxrkRERERUDOcwEREREWnBhImIiIhICyZMRERERFowYSIiIiLSggkTERERkRZMmIiIiIi0YMJEREREpAUTJiIiIiItmDARUa2xb98+qFQq5QeKN2zYgEaNGlVqH/b29li9enWlbrO6jR8/HsOHD9fabuzYsVi+fHmVxXH27FnY2Njg/v37VdYHUW3BhInoKVbWL86HqVQq7Nixo0rieVLdu3dHWloazMzMqqyPI0eO4LXXXitz+0eTuKfFqVOnsHv3bgQHB1dZH66urujWrRtWrVpVZX0Q1RZMmIioQh48eFDp29TX14eVlRVUKlWlb7uIubk5jIyMqmz7pRER5OfnV1t/a9aswahRo2BsbFyl/UyYMAHr1q2r1rER1QQmTER1SO/evREcHIw333wTTZo0gZWVFZYsWaLU29vbAwBGjBgBlUqlLAPAt99+iy5dusDAwACtWrVCSEiIxpegSqXCunXrMHToUDRs2BDLli0r1v+tW7fg7+8Pc3NzGBoawsnJCeHh4QCAy5cvQ6VSYcuWLejevTsMDAzQvn177N+/X1lf29mc69evw8PDAyNGjEBubi4KCwsRGhoKBwcHGBoaomPHjti2bdtj99Gjl+RUKhU+/fRTjBgxAkZGRnBycsLOnTuVmPv06QMAaNy4MVQqFcaPHw8AWvsuGsv3338Pd3d3qNVqfP7551CpVDh37pxGTGFhYXB0dAQAFBQU4JVXXlG26+zsjA8//PCxY3pUQUEBtm3bhiFDhhQb+9KlSzFu3DgYGxvDzs4OO3fuxPXr1zFs2DAYGxvDzc0NR48eVda5cuUKhgwZgsaNG6Nhw4Zo164ddu/erdT3798fN2/e1DiORHVSpf6ULxFVq4CAABk2bJiy3KtXLzE1NZUlS5bI+fPn5YsvvhCVSiUxMTEiIpKRkSEAJDw8XNLS0iQjI0NERH788UcxNTWVDRs2SEpKisTExIi9vb0sWbJE2TYAsbCwkM8//1xSUlLkypUrxeIJCgqSTp06yZEjR+TSpUsSGxsrO3fuFBFRfnXcxsZGtm3bJmfPnpVJkyaJiYmJ/P333yLy/79afuvWLRERCQ8PFzMzMxERSU1NFWdnZwkICJD8/HwREVm6dKm4uLjIDz/8ICkpKRIeHi5qtVr27dtX6j6zs7OTsLAwjXHZ2NhIZGSkXLhwQYKDg8XY2Fhu3Lgh+fn58s033wgASU5OlrS0NLl9+3aZ+i4ai5ubm8TExMjFixflxo0b4uHhIW+//bZGTO7u7kpZXl6eLFq0SI4cOSK///67bNq0SYyMjGTr1q2lHvdHHT9+XABIenp6sbE3adJE1q9fL+fPn5fAwEAxNTWVgQMHyldffSXJyckyfPhwadu2rRQWFoqIiK+vr/Tv319Onz4tKSkp8t1338n+/fs1tuvp6SmLFy8uNR6iuoAJE9FTrKSEqWfPnhptunbtKnPnzlWWAUhUVJRGm379+sny5cs1yjZu3CjW1tYa682YMeOx8QwZMkQmTJhQYl1RwrRixQql7MGDB2JjYyP//ve/RaT0hOncuXNia2srwcHByhd5Tk6OGBkZyaFDhzT6eeWVV2TMmDGlxlhSwvRwAnPv3j0BIN9//32JMZW176L1duzYodEmLCxMHB0dleXk5GQBIL/99lupMQcFBYmfn5+yrC1hioqKEh0dHWVfPTz2l19+WVlOS0sTALJw4UKlLDExUQBIWlqaiIh06NBBI3EuyYgRI2T8+PGPbUP0tNOt5hNaRFTF3NzcNJatra2RkZHx2HVOnTqFgwcPalxmKygoQE5ODrKyspQ5Px4eHkr9oEGD8NNPPwEA7OzscObMGQQGBsLPzw/Hjx/HgAEDMHz4cHTv3l2jLy8vL+W9rq4uPDw88Ntvv5UaW3Z2Np599lm89NJLGpfSLl68iKysLPTv31+jfV5eHjp37vzY8T7q4X3WsGFDmJqaPnaflafvh/cZAIwePRpz5szBzz//jG7duiEiIgJdunSBi4uL0mbt2rX4/PPPkZqaiuzsbOTl5aFTp05lHk92djbUanWJc8EeHqulpSUAoEOHDsXKMjIyYGVlheDgYAQGBiImJgbe3t7w8/Mr9jdmaGiIrKysMsdH9DRiwkRUx+jp6Wksq1QqFBYWPnade/fuISQkBCNHjixWZ2BgoLxv2LCh8v7TTz9Fdna2Rp+DBg3ClStXsHv3bsTGxqJfv34ICgrCBx98UOHxqNVqeHt7Izo6Gm+88QZatGihxAwAu3btUsoeXqc8yrvPytP3w/sMAKysrNC3b19ERkaiW7duiIyMRGBgoFK/ZcsWzJkzBytXroSXlxdMTEzw/vvv4/Dhw2UeT7NmzZCVlYW8vDzo6+uXOtaihKqksqLxT5o0CT4+Pti1axdiYmIQGhqKlStXYtq0aco6N2/eVOZgEdVVnPRNVM/o6emhoKBAo6xLly5ITk5G69ati70aNCj5Y6JFixZKGzs7O6Xc3NwcAQEB2LRpE1avXo2PP/5YY72ff/5ZeZ+fn49jx46hbdu2pcbboEEDbNy4Ee7u7ujTpw/++usvAP/c0q5Wq5GamlosZltb23Lvl9IUJRwP77Mn7dvf3x9bt25FYmIifv/9d4wePVqpO3jwILp3744pU6agc+fOaN26NVJSUsoVc9HZqLNnz5ZrvdLY2tpi8uTJ2L59O2bPno1PPvlEoz4pKancZ/WInjY8w0RUz9jb2yM+Ph49evSAWq1G48aNsWjRIjz//PNo2bIlXnjhBTRo0ACnTp1CUlISli5dWuZtL1q0CO7u7mjXrh1yc3MRHR1dLBlau3YtnJyc0LZtW4SFheHWrVuYOHHiY7ero6ODiIgIjBkzBn379sW+fftgZWWFOXPmYObMmSgsLETPnj1x584dHDx4EKampggICKjQ/nmUnZ0dVCoVoqOjMXjwYBgaGsLExOSJ+h45ciQCAwMRGBiIPn36oHnz5kqdk5MTvvzyS+zZswcODg7YuHEjjhw5AgcHhzLHbG5uji5duuDAgQPlupRXkhkzZmDQoEFo06YNbt26hYSEBI1jevnyZVy9ehXe3t5P1A9RbcczTET1zMqVKxEbGwtbW1vlrICPjw+io6MRExODrl27olu3bggLC9M4c1QW+vr6mD9/Ptzc3PDcc89BR0cHW7Zs0WizYsUKrFixAh07dsSBAwewc+dONGvWTOu2dXV1sXnzZrRr1w59+/ZFRkYG3n33XSxcuBChoaFo27YtBg4ciF27dpUrudCmRYsWCAkJwbx582BpaYmpU6cCwBP1bWJigiFDhuDUqVPw9/fXqHv99dcxcuRIvPjii/D09MSNGzcwZcqUcsc9adIkRERElHu9RxUUFCAoKEgZY5s2bfDRRx8p9Zs3b8aAAQPK/bdC9LRRiYjUdBBEVPddvnwZDg4OOHHixBOf9SDtsrOz4ezsjK1bt2pMtK9MeXl5cHJyQmRkJHr06FElfRDVFjzDRERUBxkaGuLLL7/E33//XWV9pKamYsGCBUyWqF7gHCYiojqqd+/eVbr9oonuRPUBL8kRERERacFLckRERERaMGEiIiIi0oIJExEREZEWTJiIiIiItGDCRERERKQFEyYiIiIiLZgwEREREWnBhImIiIhICyZMRERERFowYSIiIiLSggkTERERkRZMmIiIiIi0YMJEREREpAUTJiIiIiItmDARUb3Wu3dv9O7du6bDIKJajgkTUTlt2LABKpUKR48eLfe6n332Gdq2bQsDAwM4OTlhzZo1VRBh+UREREClUsHY2LjE+t9++w0DBw6EsbExmjRpgrFjx+L69etVFs+bb74JlUqFF198scr6oOJ69+4NlUpV7DVw4MBibXNzczF37lw0b94choaG8PT0RGxsbJXHOHToUBgZGeHu3bultvH394e+vj5u3LhR5fFQ/aJb0wEQ1Rf/+9//MHnyZPj5+WHWrFn46aefEBwcjKysLMydO7dGYrp37x7efPNNNGzYsMT6P//8E8899xzMzMywfPly3Lt3Dx988AF+/fVX/PLLL9DX16/UeEQEmzdvhr29Pb777jvcvXsXJiYmldrHo2JiYqp0+08TGxsbhIaGapQ1b968WLvx48dj27ZtmDFjBpycnLBhwwYMHjwYCQkJ6NmzZ5XF5+/vj++++w5RUVEYN25csfqsrCx8++23GDhwIJo2bVplcVA9JURULuHh4QJAjhw5UuZ1srKypGnTpuLr66tR7u/vLw0bNpSbN29WdphlMnfuXHF2dlbieFRgYKAYGhrKlStXlLLY2FgBIP/73/8qPZ69e/cKANm7d6/o6enJhg0bKr0PKlmvXr2kXbt2WtsdPnxYAMj777+vlGVnZ4ujo6N4eXlVZYiSlZUlJiYm4uPjU2J9ZGSkAJAtW7ZUaRxUP/GSHFE1SEhIwI0bNzBlyhSN8qCgINy/fx+7du2q9pguXLiAsLAwrFq1Crq6JZ9s/uabb/D888+jZcuWSpm3tzfatGmDr7766rHb37dvH1QqFfbt26dRfvnyZahUKmzYsKHYOhEREXB1dUWfPn3g7e2NiIiIco/rYenp6ZgwYQJsbGygVqthbW2NYcOG4fLly0qbkuYwXblyBUOHDkXDhg1hYWGBmTNnYs+ePcXG07t3b7Rv3x6nT59Gr169YGRkhNatW2Pbtm0AgP3798PT0xOGhoZwdnZGXFxcsX6mTJkCZ2dnGBoaomnTphg1apRGfNUtPz8f9+7dK7V+27Zt0NHRwWuvvaaUGRgY4JVXXkFiYiL++OOPx27/SfaZoaEhRo4cifj4eGRkZBTbdmRkJExMTDB06NDyDptIKyZMRNXgxIkTAAAPDw+Ncnd3dzRo0ECpL82DBw/w999/l+lVWFhYpphmzJiBPn36YPDgwSXWX716FRkZGcViBoBnnnlGa8zllZubi2+++QZjxowBAIwZMwZ79+5Fenp6hbfp5+eHqKgoTJgwAR999BGCg4Nx9+5dpKamlrrO/fv30bdvX8TFxSE4OBhvvfUWDh06VOpl01u3buH555+Hp6cn3nvvPajVaowePRpbt27F6NGjMXjwYKxYsQL379/HCy+8oDH/5siRIzh06BBGjx6N//znP5g8eTLi4+PRu3dvZGVlaR3frVu3yvQ3UZZtAcD58+fRsGFDmJiYwMrKCgsXLsSDBw802pw4cQJt2rSBqampRvkzzzwDADh58mSZ4q7oPvP390d+fn6xhP3mzZvYs2cPRowYAUNDwzKNl6hcavoUF9HTpiKX5IKCgkRHR6fEOnNzcxk9evRj109ISBAAZXpdunRJazzR0dGiq6srZ86cERGRgICAYpfkjhw5IgDkyy+/LLb+G2+8IQAkJydHa8wJCQka5ZcuXRIAEh4erlG+bds2ASAXLlwQEZHMzEwxMDCQsLAwreMpya1bt4pdOipJr169pFevXsryypUrBYDs2LFDKcvOzhYXF5di4+nVq5cAkMjISKXs3LlzAkAaNGggP//8s1K+Z8+eYuPOysoqFk9iYmKp+/1RdnZ2ZfqbWLx4sdZtTZw4UZYsWSLffPONfPnllzJ06FABIP/617802rVr10769u1bbP0zZ84IAFm/fv1j+3nSfZafny/W1tbFLv+tX79eAMiePXu0jpWoIjjpm6gaZGdnlzpB2sDAANnZ2Y9dv2PHjmW+C8nKyuqx9Xl5eZg5cyYmT54MV1fXUtsVxaRWq4vVGRgYKG1Kqq+IiIgIeHh4oHXr1gAAExMT+Pr6IiIiAjNmzCj39gwNDaGvr499+/bhlVdeQePGjcu03g8//IAWLVpoXNYxMDDAq6++itmzZxdrb2xsjNGjRyvLzs7OaNSoEVq0aAFPT0+lvOj977//rhFjkQcPHiAzMxOtW7dGo0aNcPz4cYwdO/axsUZERGj92wGAVq1aaW3z2WefaSyPHTsWr732Gj755BPMnDkT3bp1A1D6MX/4b0KbJ9lnOjo6GD16NMLCwnD58mXY29sD+OdynKWlJfr166e1f6KKYMJEVA0MDQ2Rl5dXYl1OTo7WSwiNGzeGt7d3pcQSFhaGv//+GyEhIY9tVxRTbm5usbqcnByNNk/q9u3b2L17N6ZOnYqLFy8q5T169MA333yD8+fPo02bNuXaplqtxr///W/Mnj0blpaW6NatG55//nmMGzfusUnllStX4OjoCJVKpVFelMg9ysbGplhbMzMz2NraFisD/rkcVSQ7OxuhoaEIDw/H1atXISJK3Z07d7SOsUePHlrbPInZs2fjk08+QVxcnJIwGRoaPvHfxJPsM+Cfy3JhYWGIjIzEggUL8Oeffyp3nero6JR9gETlwISJqBpYW1ujoKAAGRkZsLCwUMrz8vJw48aNEm/dflheXh5u3rxZpr7Mzc1L/dK4c+cOli5diilTpiAzMxOZmZkA/nm8gIjg8uXLMDIygoWFBaytrQEAaWlpxbaTlpaGJk2aPPbs0qNfiEUKCgqKlX399dfIzc3FypUrsXLlymL1ERERWhO8ksyYMQNDhgzBjh07sGfPHixcuBChoaHYu3cvOnfuXO7tlaS0fV1a+cNJ0bRp0xAeHo4ZM2bAy8sLZmZmUKlUGD16dJnmol2/fr3E/fkoY2PjUp+z9ThFCczDf3vW1ta4evVqsbZFfyfa/paBJ9tnwD9z/1xcXLB582YsWLAAmzdvhojA399fa99EFcWEiagadOrUCQBw9OhRjUnWR48eRWFhoVJfmkOHDqFPnz5l6uvSpUvKZYpH3bp1C/fu3cN7772H9957r1i9g4MDhg0bhh07dqBFixYwNzcv8QGdv/zyi9aYiy6B3b59W6P8ypUrxdpGRESgffv2WLx4cbG6//3vf4iMjKxQwgQAjo6OmD17NmbPno0LFy6gU6dOWLlyJTZt2lRiezs7O5w9exYiopH0PXzmq7Js27YNAQEBGkliTk5OsX1Wmq5du5a4Px+1ePFiLFmypNzxFV0KMzc3V8o6deqEhIQEZGZmakz8Pnz4sFJfHfz9/bFw4UKcPn0akZGRcHJyQteuXaulb6qfmDARVYO+ffuiSZMmWLdunUbCtG7dOhgZGcHX1/ex61fWHCYLCwtERUUVK//Pf/6DxMREbN68WTmzBPxzl9kXX3yBP/74QznbEB8fj/Pnz2PmzJmPjcPOzg46Ojr48ccfMXz4cKX8o48+0mj3xx9/4Mcff0RISAheeOGFYtvJy8uDv78/Dh8+rDG/RZusrCw0aNBAmVsD/JM8mZiYlHhJqYiPjw9iY2Oxc+dODBs2DMA/Scwnn3xS5r7LSkdHp9jZkzVr1pTprBFQeXOYMjMzoVarNc4YigiWLl0K4J99UuSFF17ABx98gI8//hhz5swB8M9l2/DwcHh6eha7rFZVihKmRYsW4eTJkxVKCInKgwkTUTUwNDTEu+++i6CgIIwaNQo+Pj746aefsGnTJixbtgxNmjR57PqVNYfJyMhII3kpsmPHDvzyyy/F6hYsWICvv/4affr0wfTp03Hv3j28//776NChAyZMmPDYvszMzDBq1CisWbMGKpUKjo6OiI6OLvb8nMjISIhIqc/OGTx4MHR1dREREaEkTL1798b+/fuLJRsPO3/+PPr164d//etfcHV1ha6uLqKionDt2jWNCcePev311/Hf//4XY8aMwfTp02FtbY2IiAgl8SrtUmNFPP/889i4cSPMzMzg6uqKxMRExMXFlfkp1ZU1h+n48eMYM2YMxowZg9atWyM7OxtRUVE4ePAgXnvtNXTp0kVp6+npiVGjRmH+/PnIyMhA69at8cUXX+Dy5cvFJo5XJQcHB3Tv3h3ffvstAPByHFU5JkxE1WTKlCnQ09PDypUrsXPnTtja2iIsLAzTp0+v6dBKZWtri/3792PWrFmYN28e9PX14evri5UrV5bp7rg1a9bgwYMHWL9+PdRqNf71r3/h/fffR/v27ZU2ERERaNmyJTp27FjiNho1aoSePXti69atykM27927p/VuQFtbW4wZMwbx8fHYuHEjdHV14eLigq+++gp+fn6lrmdsbIy9e/di2rRp+PDDD2FsbIxx48ahe/fu8PPz0zhj9aQ+/PBD6OjoICIiAjk5OejRowfi4uI0zuhUBzs7Ozz77LOIiopCeno6GjRogLZt22L9+vUaD6gs8uWXX2LhwoXYuHEjbt26BTc3N0RHR+O5556r1rj9/f1x6NAhPPPMM6VOyieqLCp53H/RiIhqmbt376JJkyZYvXo1goKCqq3f1atXY+bMmfjzzz/RokWLauuXiGoHJkxE9FTZtWsXgoKCcP78+Ur/8d8i2dnZGrfH5+TkoHPnzigoKMD58+erpE8iqt2YMBE9gbLc7m9mZsafanjKDBo0CC1btkSnTp1w584dbNq0CWfOnEFERAReeumlmg6PiGoA5zARPYGy3O4fHh6O8ePHV09AVCl8fHzw6aefIiIiAgUFBXB1dcWWLVvw4osv1nRoRFRDeIaJ6AncunULx44de2ybdu3aadyqT0RETx8mTERERERaNKjpAIiIiIhqO85hAlBYWIi//voLJiYmlfpQOiIiIqqdRAR3795F8+bN0aCB9vNHTJgA/PXXX9X2OH8iIiKqPf744w/Y2NhobceECYCJiQmAf3bawz8mSURERHVTZmYmbG1tlRxAGyZM+P/fhjI1NWXCREREVI+UdSoOJ30TERERacGEiYiIiEgLJkxEREREWnAOE9UY+3m7ajqECrm8wremQyAiomrGM0xEREREWjBhIiIiItKCCRMRERGRFkyYiIiIiLRgwkRERESkBRMmIiIiIi2YMBERERFpwYSJiIiISAsmTERERERa1GjCZG9vD5VKVewVFBQEAOjdu3exusmTJ2tsIzU1Fb6+vjAyMoKFhQXeeOMN5Ofn18RwiIiIqI6q0Z9GOXLkCAoKCpTlpKQk9O/fH6NGjVLKXn31VbzzzjvKspGRkfK+oKAAvr6+sLKywqFDh5CWloZx48ZBT08Py5cvr55BEBERUZ1XowmTubm5xvKKFSvg6OiIXr16KWVGRkawsrIqcf2YmBicPXsWcXFxsLS0RKdOnfDuu+9i7ty5WLJkCfT19as0fiIiIqofas0cpry8PGzatAkTJ06ESqVSyiMiItCsWTO0b98e8+fPR1ZWllKXmJiIDh06wNLSUinz8fFBZmYmzpw5U63xExERUd1Vo2eYHrZjxw7cvn0b48ePV8peeukl2NnZoXnz5jh9+jTmzp2L5ORkbN++HQCQnp6ukSwBUJbT09NL7Ss3Nxe5ubnKcmZmZiWOhIiIiOqaWpMwffbZZxg0aBCaN2+ulL322mvK+w4dOsDa2hr9+vVDSkoKHB0dK9xXaGgoQkJCniheIiIiqj9qxSW5K1euIC4uDpMmTXpsO09PTwDAxYsXAQBWVla4du2aRpui5dLmPQHA/PnzcefOHeX1xx9/PEn4REREVMfVioQpPDwcFhYW8PX1fWy7kydPAgCsra0BAF5eXvj111+RkZGhtImNjYWpqSlcXV1L3Y5arYapqanGi4iIiKg0NX5JrrCwEOHh4QgICICu7v+Hk5KSgsjISAwePBhNmzbF6dOnMXPmTDz33HNwc3MDAAwYMACurq4YO3Ys3nvvPaSnp+Ptt99GUFAQ1Gp1TQ2JiIiI6pgaT5ji4uKQmpqKiRMnapTr6+sjLi4Oq1evxv3792Fraws/Pz+8/fbbShsdHR1ER0cjMDAQXl5eaNiwIQICAjSe20RERET0pGo8YRowYABEpFi5ra0t9u/fr3V9Ozs77N69uypCIyIiIgJQS+YwEREREdVmTJiIiIiItGDCRERERKQFEyYiIiIiLZgwEREREWnBhImIiIhIixp/rADVXvbzdtV0CERERLUCzzARERERacGEiYiIiEgLJkxEREREWjBhIiIiItKCCRMRERGRFkyYiIiIiLSoUMLUqlUr3Lhxo1j57du30apVqycOioiIiKg2qVDCdPnyZRQUFBQrz83NxdWrV584KCIiIqLapFwPrty5c6fyfs+ePTAzM1OWCwoKEB8fD3t7+0oLjoiIiKg2KFfCNHz4cACASqVCQECARp2enh7s7e2xcuXKSguOqDaqyiegX17hW2XbJiKiiitXwlRYWAgAcHBwwJEjR9CsWbMqCYqIiIioNqnQb8ldunSpsuMgIiIiqrUq/OO78fHxiI+PR0ZGhnLmqcjnn3/+xIERERER1RYVSphCQkLwzjvvwMPDA9bW1lCpVJUdFxEREVGtUaHHCqxfvx4bNmzA4cOHsWPHDkRFRWm8ymrJkiVQqVQaLxcXF6U+JycHQUFBaNq0KYyNjeHn54dr165pbCM1NRW+vr4wMjKChYUF3njjDeTn51dkWEREREQlqtAZpry8PHTv3r1SAmjXrh3i4uL+PyDd/w9p5syZ2LVrF77++muYmZlh6tSpGDlyJA4ePAjgn0cZ+Pr6wsrKCocOHUJaWhrGjRsHPT09LF++vFLiIyIiIqrQGaZJkyYhMjKyUgLQ1dWFlZWV8iq68+7OnTv47LPPsGrVKvTt2xfu7u4IDw/HoUOH8PPPPwMAYmJicPbsWWzatAmdOnXCoEGD8O6772Lt2rXIy8urlPiIiIiIKnSGKScnBx9//DHi4uLg5uYGPT09jfpVq1aVeVsXLlxA8+bNYWBgAC8vL4SGhqJly5Y4duwYHjx4AG9vb6Wti4sLWrZsicTERHTr1g2JiYno0KEDLC0tlTY+Pj4IDAzEmTNn0Llz5xL7zM3NRW5urrKcmZlZ5niJiIio/qlQwnT69Gl06tQJAJCUlKRRV54J4J6entiwYQOcnZ2RlpaGkJAQPPvss0hKSkJ6ejr09fXRqFEjjXUsLS2Rnp4OAEhPT9dIlorqi+pKExoaipCQkDLHSURERPVbhRKmhISESul80KBByns3Nzd4enrCzs4OX331FQwNDSulj5LMnz8fs2bNUpYzMzNha2tbZf0RERHR061Cc5iqSqNGjdCmTRtcvHgRVlZWyMvLw+3btzXaXLt2DVZWVgAAKyurYnfNFS0XtSmJWq2GqampxouIiIioNBU6w9SnT5/HXnrbu3dvhYK5d+8eUlJSMHbsWLi7u0NPTw/x8fHw8/MDACQnJyM1NRVeXl4AAC8vLyxbtgwZGRmwsLAAAMTGxsLU1BSurq4VioGIiIjoURVKmIrmLxV58OABTp48iaSkpGI/yvs4c+bMwZAhQ2BnZ4e//voLixcvho6ODsaMGQMzMzO88sormDVrFpo0aQJTU1NMmzYNXl5e6NatGwBgwIABcHV1xdixY/Hee+8hPT0db7/9NoKCgqBWqysyNCIiIqJiKpQwhYWFlVi+ZMkS3Lt3r8zb+fPPPzFmzBjcuHED5ubm6NmzJ37++WeYm5sr/TRo0AB+fn7Izc2Fj48PPvroI2V9HR0dREdHIzAwEF5eXmjYsCECAgLwzjvvVGRYRERERCVSiYhU1sYuXryIZ555Bjdv3qysTVaLzMxMmJmZ4c6dO5zP9BD7ebtqOoR65/IK35oOgYioXijvd3+lTvpOTEyEgYFBZW6SiIiIqMZV6JLcyJEjNZZFBGlpaTh69CgWLlxYKYERERER1RYVSpjMzMw0lhs0aABnZ2e88847GDBgQKUERkRERFRbVChhCg8Pr+w4iIiIiGqtCiVMRY4dO4bffvsNANCuXbtSf7uNiMqmqifac1I5EVHFVChhysjIwOjRo7Fv3z7lt95u376NPn36YMuWLcpjAYiIiIjqggrdJTdt2jTcvXsXZ86cwc2bN3Hz5k0kJSUhMzMTwcHBlR0jERERUY2q0BmmH374AXFxcWjbtq1S5urqirVr13LSNxEREdU5FTrDVFhYCD09vWLlenp6KCwsfOKgiIiIiGqTCiVMffv2xfTp0/HXX38pZVevXsXMmTPRr1+/SguOiIiIqDaoUML03//+F5mZmbC3t4ejoyMcHR3h4OCAzMxMrFmzprJjJCIiIqpRFZrDZGtri+PHjyMuLg7nzp0DALRt2xbe3t6VGhwRERFRbVCuM0x79+6Fq6srMjMzoVKp0L9/f0ybNg3Tpk1D165d0a5dO/z0009VFSsRERFRjShXwrR69Wq8+uqrJf6qr5mZGV5//XWsWrWq0oIjIiIiqg3KlTCdOnUKAwcOLLV+wIABOHbs2BMHRURERFSblCthunbtWomPEyiiq6uL69evP3FQRERERLVJuRKmFi1aICkpqdT606dPw9ra+omDIiIiIqpNypUwDR48GAsXLkROTk6xuuzsbCxevBjPP/98pQVHREREVBuU67ECb7/9NrZv3442bdpg6tSpcHZ2BgCcO3cOa9euRUFBAd56660qCZSIiIioppQrYbK0tMShQ4cQGBiI+fPnQ0QAACqVCj4+Pli7di0sLS2rJFAiIiKimlLuB1fa2dlh9+7duHXrFi5evAgRgZOTExo3blwV8RERERHVuAr9NAoANG7cGF27dsUzzzxT4WQpNDQUXbt2hYmJCSwsLDB8+HAkJydrtOnduzdUKpXGa/LkyRptUlNT4evrCyMjI1hYWOCNN95Afn5+RYdGREREpKFCP41SWfbv34+goCB07doV+fn5WLBgAQYMGICzZ8+iYcOGSrtXX30V77zzjrJsZGSkvC8oKICvry+srKxw6NAhpKWlYdy4cdDT08Py5curdTxERERUN9VowvTDDz9oLG/YsAEWFhY4duwYnnvuOaXcyMgIVlZWJW4jJiYGZ8+eRVxcHCwtLdGpUye8++67mDt3LpYsWQJ9ff0qHUNNs5+3q6ZDICIiqvMqfEmuKty5cwcA0KRJE43yiIgINGvWDO3bt8f8+fORlZWl1CUmJqJDhw4ak819fHyQmZmJM2fOlNhPbm4uMjMzNV5EREREpanRM0wPKywsxIwZM9CjRw+0b99eKX/ppZdgZ2eH5s2b4/Tp05g7dy6Sk5Oxfft2AEB6enqxO/OKltPT00vsKzQ0FCEhIVU0EiIiIqprak3CFBQUhKSkJBw4cECj/LXXXlPed+jQAdbW1ujXrx9SUlLg6OhYob7mz5+PWbNmKcuZmZmwtbWtWOBET5GqvIR7eYVvlW2biKim1YpLclOnTkV0dDQSEhJgY2Pz2Laenp4AgIsXLwIArKyscO3aNY02RculzXtSq9UwNTXVeBERERGVpkYTJhHB1KlTERUVhb1798LBwUHrOidPngQA5TfrvLy88OuvvyIjI0NpExsbC1NTU7i6ulZJ3ERERFS/1OgluaCgIERGRuLbb7+FiYmJMufIzMwMhoaGSElJQWRkJAYPHoymTZvi9OnTmDlzJp577jm4ubkBAAYMGABXV1eMHTsW7733HtLT0/H2228jKCgIarW6JodHREREdUSNnmFat24d7ty5g969e8Pa2lp5bd26FQCgr6+PuLg4DBgwAC4uLpg9ezb8/Pzw3XffKdvQ0dFBdHQ0dHR04OXlhZdffhnjxo3TeG4TERER0ZOo0TNMRb9FVxpbW1vs379f63aKfq6FiIiIqCrUiknfRERERLUZEyYiIiIiLZgwEREREWnBhImIiIhICyZMRERERFowYSIiIiLSggkTERERkRZMmIiIiIi0YMJEREREpEWNPumbiOoO+3m7qmzbl1f4Vtm2iYjKgmeYiIiIiLRgwkRERESkBRMmIiIiIi2YMBERERFpwYSJiIiISAveJUdEtR7vwCOimsYzTERERERaMGEiIiIi0oIJExEREZEWTJiIiIiItKgzk77Xrl2L999/H+np6ejYsSPWrFmDZ555pqbDIqJarionlAOcVE5UV9SJhGnr1q2YNWsW1q9fD09PT6xevRo+Pj5ITk6GhYVFTYdX5R/IREREVLVUIiI1HcST8vT0RNeuXfHf//4XAFBYWAhbW1tMmzYN8+bN07p+ZmYmzMzMcOfOHZiamlZ6fEyYiKgq8OwVUcWV97v/qT/DlJeXh2PHjmH+/PlKWYMGDeDt7Y3ExMQajIyIqGrx+VRE1eepT5j+/vtvFBQUwNLSUqPc0tIS586dK3Gd3Nxc5ObmKst37twB8E+2WRUKc7OqZLtERFWl5cyvazqEeicpxKemQ6hXir7zy3qh7alPmCoiNDQUISEhxcptbW1rIBoiIiLAbHVNR1A/3b17F2ZmZlrbPfUJU7NmzaCjo4Nr165plF+7dg1WVlYlrjN//nzMmjVLWS4sLMTNmzfRtGlTqFSqKo33SWVmZsLW1hZ//PFHlcy3qs049vo5dqB+j78+jx2o3+Ovz2MHqn78IoK7d++iefPmZWr/1CdM+vr6cHd3R3x8PIYPHw7gnwQoPj4eU6dOLXEdtVoNtVqtUdaoUaMqjrRymZqa1st/QADHXl/HDtTv8dfnsQP1e/z1eexA1Y6/LGeWijz1CRMAzJo1CwEBAfDw8MAzzzyD1atX4/79+5gwYUJNh0ZERER1QJ1ImF588UVcv34dixYtQnp6Ojp16oQffvih2ERwIiIiooqoEwkTAEydOrXUS3B1iVqtxuLFi4tdUqwPOPb6OXagfo+/Po8dqN/jr89jB2rf+OvEgyuJiIiIqhJ/fJeIiIhICyZMRERERFowYSIiIiLSgglTLfTjjz9iyJAhaN68OVQqFXbs2KFRLyJYtGgRrK2tYWhoCG9vb1y4cKFmgq1koaGh6Nq1K0xMTGBhYYHhw4cjOTlZo01OTg6CgoLQtGlTGBsbw8/Pr9iDS59W69atg5ubm/LcES8vL3z//fdKfV0e+6NWrFgBlUqFGTNmKGV1efxLliyBSqXSeLm4uCj1dXnsAHD16lW8/PLLaNq0KQwNDdGhQwccPXpUqa/Ln3v29vbFjr1KpUJQUBCAun3sCwoKsHDhQjg4OMDQ0BCOjo549913NX6upNYce6FaZ/fu3fLWW2/J9u3bBYBERUVp1K9YsULMzMxkx44dcurUKRk6dKg4ODhIdnZ2zQRciXx8fCQ8PFySkpLk5MmTMnjwYGnZsqXcu3dPaTN58mSxtbWV+Ph4OXr0qHTr1k26d+9eg1FXnp07d8quXbvk/PnzkpycLAsWLBA9PT1JSkoSkbo99of98ssvYm9vL25ubjJ9+nSlvC6Pf/HixdKuXTtJS0tTXtevX1fq6/LYb968KXZ2djJ+/Hg5fPiw/P7777Jnzx65ePGi0qYuf+5lZGRoHPfY2FgBIAkJCSJSt4/9smXLpGnTphIdHS2XLl2Sr7/+WoyNjeXDDz9U2tSWY8+EqZZ7NGEqLCwUKysref/995Wy27dvi1qtls2bN9dAhFUrIyNDAMj+/ftF5J+x6unpyddff620+e233wSAJCYm1lSYVapx48by6aef1pux3717V5ycnCQ2NlZ69eqlJEx1ffyLFy+Wjh07llhX18c+d+5c6dmzZ6n19e1zb/r06eLo6CiFhYV1/tj7+vrKxIkTNcpGjhwp/v7+IlK7jj0vyT1lLl26hPT0dHh7eytlZmZm8PT0RGJiYg1GVjXu3LkDAGjSpAkA4NixY3jw4IHG+F1cXNCyZcs6N/6CggJs2bIF9+/fh5eXV70Ze1BQEHx9fTXGCdSPY3/hwgU0b94crVq1gr+/P1JTUwHU/bHv3LkTHh4eGDVqFCwsLNC5c2d88sknSn19+tzLy8vDpk2bMHHiRKhUqjp/7Lt37474+HicP38eAHDq1CkcOHAAgwYNAlC7jn2deXBlfZGeng4AxZ5ibmlpqdTVFYWFhZgxYwZ69OiB9u3bA/hn/Pr6+sV++68ujf/XX3+Fl5cXcnJyYGxsjKioKLi6uuLkyZN1fuxbtmzB8ePHceTIkWJ1df3Ye3p6YsOGDXB2dkZaWhpCQkLw7LPPIikpqc6P/ffff8e6deswa9YsLFiwAEeOHEFwcDD09fUREBBQrz73duzYgdu3b2P8+PEA6v7f/bx585CZmQkXFxfo6OigoKAAy5Ytg7+/P4Da9Z3HhIlqraCgICQlJeHAgQM1HUq1cnZ2xsmTJ3Hnzh1s27YNAQEB2L9/f02HVeX++OMPTJ8+HbGxsTAwMKjpcKpd0f+oAcDNzQ2enp6ws7PDV199BUNDwxqMrOoVFhbCw8MDy5cvBwB07twZSUlJWL9+PQICAmo4uur12WefYdCgQWjevHlNh1ItvvrqK0RERCAyMhLt2rXDyZMnMWPGDDRv3rzWHXteknvKWFlZAUCxOySuXbum1NUFU6dORXR0NBISEmBjY6OUW1lZIS8vD7dv39ZoX5fGr6+vj9atW8Pd3R2hoaHo2LEjPvzwwzo/9mPHjiEjIwNdunSBrq4udHV1sX//fvznP/+Brq4uLC0t6/T4H9WoUSO0adMGFy9erPPH3traGq6urhplbdu2VS5J1pfPvStXriAuLg6TJk1Syur6sX/jjTcwb948jB49Gh06dMDYsWMxc+ZMhIaGAqhdx54J01PGwcEBVlZWiI+PV8oyMzNx+PBheHl51WBklUNEMHXqVERFRWHv3r1wcHDQqHd3d4eenp7G+JOTk5Gamlonxl+SwsJC5Obm1vmx9+vXD7/++itOnjypvDw8PODv76+8r8vjf9S9e/eQkpICa2vrOn/se/ToUezxIefPn4ednR2Auv+5VyQ8PBwWFhbw9fVVyur6sc/KykKDBpqpiI6ODgoLCwHUsmNfrVPMqUzu3r0rJ06ckBMnTggAWbVqlZw4cUKuXLkiIv/cYtmoUSP59ttv5fTp0zJs2LA6c3ttYGCgmJmZyb59+zRus83KylLaTJ48WVq2bCl79+6Vo0ePipeXl3h5edVg1JVn3rx5sn//frl06ZKcPn1a5s2bJyqVSmJiYkSkbo+9JA/fJSdSt8c/e/Zs2bdvn1y6dEkOHjwo3t7e0qxZM8nIyBCRuj32X375RXR1dWXZsmVy4cIFiYiIECMjI9m0aZPSpi5/7omIFBQUSMuWLWXu3LnF6urysQ8ICJAWLVoojxXYvn27NGvWTN58802lTW059kyYaqGEhAQBUOwVEBAgIv/cZrlw4UKxtLQUtVot/fr1k+Tk5JoNupKUNG4AEh4errTJzs6WKVOmSOPGjcXIyEhGjBghaWlpNRd0JZo4caLY2dmJvr6+mJubS79+/ZRkSaRuj70kjyZMdXn8L774olhbW4u+vr60aNFCXnzxRY3nENXlsYuIfPfdd9K+fXtRq9Xi4uIiH3/8sUZ9Xf7cExHZs2ePAChxTHX52GdmZsr06dOlZcuWYmBgIK1atZK33npLcnNzlTa15dirRB56nCYRERERFcM5TERERERaMGEiIiIi0oIJExEREZEWTJiIiIiItGDCRERERKQFEyYiIiIiLZgwEREREWnBhImIiIhICyZMRFRr7Nu3DyqVSvmh0Q0bNqBRo0aV2oe9vT1Wr15dqdusbuPHj8fw4cO1ths7diyWL19eZXGcPXsWNjY2uH//fpX1QVRbMGEieoqV9YvzYSqVCjt27KiSeJ5U9+7dkZaWBjMzsyrr48iRI3jttdfK3P7RJO5pcerUKezevRvBwcFV1oerqyu6deuGVatWVVkfRLUFEyYiqpAHDx5U+jb19fVhZWUFlUpV6dsuYm5uDiMjoyrbfmlEBPn5+dXW35o1azBq1CgYGxtXaT8TJkzAunXrqnVsRDWBCRNRHdK7d28EBwfjzTffRJMmTWBlZYUlS5Yo9fb29gCAESNGQKVSKcsA8O2336JLly4wMDBAq1atEBISovElqFKpsG7dOgwdOhQNGzbEsmXLivV/69Yt+Pv7w9zcHIaGhnByckJ4eDgA4PLly1CpVNiyZQu6d+8OAwMDtG/fHvv371fW13Y25/r16/Dw8MCIESOQm5uLwsJChIaGwsHBAYaGhujYsSO2bdv22H306CU5lUqFTz/9FCNGjICRkRGcnJywc+dOJeY+ffoAABo3bgyVSoXx48cDgNa+i8by/fffw93dHWq1Gp9//jlUKhXOnTunEVNYWBgcHR0BAAUFBXjllVeU7To7O+PDDz987JgeVVBQgG3btmHIkCHFxr506VKMGzcOxsbGsLOzw86dO3H9+nUMGzYMxsbGcHNzw9GjR5V1rly5giFDhqBx48Zo2LAh2rVrh927dyv1/fv3x82bNzWOI1GdVO0/90tElSYgIECGDRumLPfq1UtMTU1lyZIlcv78efniiy9EpVJJTEyMiIhkZGQIAAkPD5e0tDTJyMgQEZEff/xRTE1NZcOGDZKSkiIxMTFib28vS5YsUbYNQCwsLOTzzz+XlJQUuXLlSrF4goKCpFOnTnLkyBG5dOmSxMbGys6dO0VE5NKlSwJAbGxsZNu2bXL27FmZNGmSmJiYyN9//y0iIgkJCQJAbt26JSIi4eHhYmZmJiIiqamp4uzsLAEBAZKfny8iIkuXLhUXFxf54YcfJCUlRcLDw0WtVsu+fftK3Wd2dnYSFhamMS4bGxuJjIyUCxcuSHBwsBgbG8uNGzckPz9fvvnmG+VX5NPS0uT27dtl6rtoLG5ubhITEyMXL16UGzduiIeHh7z99tsaMbm7uytleXl5smjRIjly5Ij8/vvvsmnTJjEyMpKtW7eWetwfdfz4cQEg6enpxcbepEkTWb9+vZw/f14CAwPF1NRUBg4cKF999ZUkJyfL8OHDpW3btlJYWCgiIr6+vtK/f385ffq0pKSkyHfffSf79+/X2K6np6csXry41HiI6gImTERPsZISpp49e2q06dq1q8ydO1dZBiBRUVEabfr16yfLly/XKNu4caNYW1trrDdjxozHxjNkyBCZMGFCiXVFCdOKFSuUsgcPHoiNjY38+9//FpHSE6Zz586Jra2tBAcHK1/kOTk5YmRkJIcOHdLo55VXXpExY8aUGmNJCdPDCcy9e/cEgHz//fclxlTWvovW27Fjh0absLAwcXR0VJaTk5MFgPz222+lxhwUFCR+fn7KsraEKSoqSnR0dJR99fDYX375ZWU5LS1NAMjChQuVssTERAEgaWlpIiLSoUMHjcS5JCNGjJDx48c/tg3R0063mk9oEVEVc3Nz01i2trZGRkbGY9c5deoUDh48qHGZraCgADk5OcjKylLm/Hh4eCj1gwYNwk8//QQAsLOzw5kzZxAYGAg/Pz8cP34cAwYMwPDhw9G9e3eNvry8vJT3urq68PDwwG+//VZqbNnZ2Xj22Wfx0ksvaVxKu3jxIrKystC/f3+N9nl5eejcufNjx/uoh/dZw4YNYWpq+th9Vp6+H95nADB69GjMmTMHP//8M7p164aIiAh06dIFLi4uSpu1a9fi888/R2pqKrKzs5GXl4dOnTqVeTzZ2dlQq9UlzgV7eKyWlpYAgA4dOhQry8jIgJWVFYKDgxEYGIiYmBh4e3vDz8+v2N+YoaEhsrKyyhwf0dOICRNRHaOnp6exrFKpUFhY+Nh17t27h5CQEIwcObJYnYGBgfK+YcOGyvtPP/0U2dnZGn0OGjQIV65cwe7duxEbG4t+/fohKCgIH3zwQYXHo1ar4e3tjejoaLzxxhto0aKFEjMA7Nq1Syl7eJ3yKO8+K0/fD+8zALCyskLfvn0RGRmJbt26ITIyEoGBgUr9li1bMGfOHKxcuRJeXl4wMTHB+++/j8OHD5d5PM2aNUNWVhby8vKgr69f6liLEqqSyorGP2nSJPj4+GDXrl2IiYlBaGgoVq5ciWnTpinr3Lx5U5mDRVRXcdI3UT2jp6eHgoICjbIuXbogOTkZrVu3LvZq0KDkj4kWLVoobezs7JRyc3NzBAQEYNOmTVi9ejU+/vhjjfV+/vln5X1+fj6OHTuGtm3blhpvgwYNsHHjRri7u6NPnz7466+/APxzS7tarUZqamqxmG1tbcu9X0pTlHA8vM+etG9/f39s3boViYmJ+P333zF69Gil7uDBg+jevTumTJmCzp07o3Xr1khJSSlXzEVno86ePVuu9Upja2uLyZMnY/v27Zg9ezY++eQTjfqkpKRyn9UjetrwDBNRPWNvb4/4+Hj06NEDarUajRs3xqJFi/D888+jZcuWeOGFF9CgQQOcOnUKSUlJWLp0aZm3vWjRIri7u6Ndu3bIzc1FdHR0sWRo7dq1cHJyQtu2bREWFoZbt25h4sSJj92ujo4OIiIiMGbMGPTt2xf79u2DlZUV5syZg5kzZ6KwsBA9e/bEnTt3cPDgQZiamiIgIKBC++dRdnZ2UKlUiI6OxuDBg2FoaAgTE5Mn6nvkyJEIDAxEYGAg+vTpg+bNmyt1Tk5O+PLLL7Fnzx44ODhg48aNOHLkCBwcHMocs7m5Obp06YIDBw6U61JeSWbMmIFBgwahTZs2uHXrFhISEjSO6eXLl3H16lV4e3s/UT9EtR3PMBHVMytXrkRsbCxsbW2VswI+Pj6Ijo5GTEwMunbtim7duiEsLEzjzFFZ6OvrY/78+XBzc8Nzzz0HHR0dbNmyRaPNihUrsGLFCnTs2BEHDhzAzp070axZM63b1tXVxebNm9GuXTv07dsXGRkZePfdd7Fw4UKEhoaibdu2GDhwIHbt2lWu5EKbFi1aICQkBPPmzYOlpSWmTp0KAE/Ut4mJCYYMGYJTp07B399fo+7111/HyJEj8eKLL8LT0xM3btzAlClTyh33pEmTEBERUe71HlVQUICgoCBljG3atMFHH32k1G/evBkDBgwo998K0dNGJSJS00EQUd13+fJlODg44MSJE0981oO0y87OhrOzM7Zu3aox0b4y5eXlwcnJCZGRkejRo0eV9EFUW/AMExFRHWRoaIgvv/wSf//9d5X1kZqaigULFjBZonqBc5iIiOqo3r17V+n2iya6E9UHvCRHREREpAUvyRERERFpwYSJiIiISAsmTERERERaMGEiIiIi0oIJExEREZEWTJiIiIiItGDCRERERKQFEyYiIiIiLZgwEREREWnxf6NvjJMlRsADAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inter_spike_hists = []\n", "\n", "# Vary I_0 with spiking dynamics\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "I_0_arr = [10, 20, 30, 40]\n", "for i, I_0_temp in enumerate(I_0_arr):\n", " plt.sca(axes[i])\n", " spike_times = noisy_dynamics(I_0=I_0_temp, N_t=1000000)\n", " inter_spike_hist = np.diff(spike_times)\n", " inter_spike_hists.append(inter_spike_hist)\n", " plot_spikes(spike_times)\n", " plt.title(f'I_0 = {I_0_temp} uA, sigma = {sigma} mV')\n", " plt.xlim(0, 300) # show only the first 300 ms\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "for i, inter_spike_hist in enumerate(inter_spike_hists):\n", " plt.sca(axes[i])\n", " plt.hist(inter_spike_hist, bins=20)\n", " plt.xlabel('Inter-spike interval (ms)')\n", " plt.ylabel('Count')\n", " plt.title(f'I_0 = {I_0_arr[i]} uA, sigma = {sigma} mV')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "image/png": 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bJlbvzSEHGKsYbmHs2LFMV1eX8fl85u/vz65cucIAiA0j4Ofnx7S1tSX27ePjw5ydnSXKbW1txUbSLi4uZvPnz2cWFhZMU1OTeXt7s/DwcObj48N8fHyqfW/KUNOwFtJiqe25XDnkwIsXL8TK5T2WjDH24MEDBoDxeLwazwVClIXD2BttxW/Rpk0btG7dGl9++aXUjuCVv1gJIURRzMzMMHHiRGzcuLHe9nn06FF89NFHuHz5Mg2eSAgBAMidNGlra+Pu3bsyXX8nhJC6evDgAby8vBAXFydTZ+naKCoqEut0LhAI0Lt3b0RERCAtLU1hQy0QQpo2ufs09ejRg5Im8t6SZSgAPp9PX7IK5OzsjNzcXKXuY9asWSgqKoKXlxdKSkoQEhKCq1evIjAwkP4vCSEicidNgwYNwty5c3H//n24uLhIdASvrnMnIe8CWYYC2LNnj2gAPtI09OjRA5s2bcI///yD4uJiODo6YsuWLZg5c2ZDh0YIaUTkvjzH5VY/xy+NCE7eda9evcKtW7dqrOPs7AwLC4t6iogQQkh9kTtpIoQQQgh5H1XfbEQIIYQQQkRk6tMUHByMjz/+WKYNJicnIykpqcneoisUCvH8+XPo6urSvHqEEEJIE8MYQ15eHiwtLWvsUlQbMl2e8/HxQUZGBiZNmoRBgwahdevWYstzcnJw5coV7Nu3D2fOnMEvv/zSZDuEp6SkwMbGpqHDIIQQQkgdJCcnK3yqHZn7NB07dgxbtmxBWFgYtLW1YWZmBg0NDbx69QppaWkwNjaGv78/5s6dCzMzM4UGWZ9ycnKgr6+P5ORk6OnpNXQ4hBBCCJFDbm4ubGxskJ2dLTYXpSLI3RH85cuXuHz5MhITE1FUVARjY2O4ubnBzc1N4c1gVdnZ2UnMlr5u3TosWrQIAJCQkAB7e3uJ9cLDw9G5c2eZ95Obmws+n4+cnBxKmgghhJAmRpnf43KP02RsbIyhQ4cqNAhZrVq1CtOmTRO91tXVlahz9uxZODs7i14bGRnVS2yEEEIIebfJnTQ1JF1dXZibm9dYx8jI6K11CCGEEELk1aSGHFi/fj2MjIzg5uaGjRs3ory8XKLO4MGDYWpqiq5du+LYsWNv3WZJSQlyc3PFHoQQQgghb2oyLU2ff/45OnToAENDQ1y9ehWLFy9GamoqNm/eDADQ0dHBpk2b4O3tDS6Xi8OHD2Po0KE4evRojXfyrVu3Dl9//XV9vQ1CCCGENFENOiL4okWLsGHDhhrrPHr0CE5OThLlu3fvxqeffor8/HzweDyp606cOBHx8fG4dOlStdsvKSlBSUmJ6HVlr3vqCE4IIYQ0PY2qI7gizZ8//60Tmzo4OEgt9/T0RHl5ORISEtCqVatq65w5c6bG7fN4vGqTLkIIIYSQSjIlTfPmzZN5g5WXy2RhYmICExMTmetXdefOHXC5XJiamtZYhyZOJYQQQogiyJQ03b59W6aNKWvakfDwcFy/fh3du3eHrq4uwsPDMXfuXIwfPx4GBgYAgF9//RXq6upwc3MDAISEhGD37t34+eeflRITIYQQQt4vMiVN586dU3YcNeLxeAgODsbKlStRUlICe3t7zJ07V6IFbPXq1UhMTISqqiqcnJzwxx9/YMSIEQ0UNSGEEELeJQ3aEbwxohHBCSGEkKar0XUEj4iIwMGDB5GUlITS0lKxZSEhIQoJjBBCCCGkMZF7cMvg4GB06dIFjx49wpEjR1BWVoYHDx4gLCxM4RPjEUIIIYQ0FnInTYGBgfjuu+/w999/Q11dHT/88AOio6MxatQoNGvWTBkxEkIIIYQ0OLmTpqdPn2LAgAEAAHV1dRQUFIDD4WDu3Ln46aefFB4gIYQQQkhjIHfSZGBggLy8PACAlZUVoqKiAADZ2dkoLCxUbHSEEEIIIY2E3B3Bu3XrhjNnzsDFxQUjR47E7NmzERYWhjNnzqBnz57KiJEQQgghpMHJnTT9+OOPKC4uBgB89dVXUFNTw9WrVzF8+HAsXbpU4QESQgghpGY5hWVwXXUaoz1ssGFEu4YO551F4zS9gcZpIoQQ0tQEBEXi+P1UAMDDVX2gpd6gU8s2KGV+j8vUpyk3N1fseU0PQgghhNQfxhhuJ70SvZ605ybSc4txPyUH1C6iWDK1NKmoqCA1NRWmpqbgcrlS55hjjIHD4UAgECgl0PpCLU2EKB9jDDP334a+lhrWfuRSq/WVNdclIU1Jfkk52q74t9rl349uj6FuVmJlxWUCqKlwocIV/xtKeVWIxMxCeDsaKyXW+tLgI4KHhYXB0NAQQMPPQ0cIafoO3UoRXUoIup6ERf2cMN2nudjyv+48w9ZxHaCnoSYqr/oFsWuiB3q1MavfwAlpYOUCIUJuP8Nfd55h+UBnzA6+XWP9hYfvYeO/MeCpcrF+eDuk5xZj1oHbmNDZFquHthXVi83Ig+/miwCA7q1MsOYjF1jpayr1vTRFcvdpSkpKgo2NjcSvPMYYkpOTm/wAl9TSRIjybTgVje3nn4qVLezrhM8+bI5ygRCOX50EACzp7wQPO0PcScqGqgoHP12MQ8qrItE6ofN90NxEp15jJ+8PgZDh50tx6NLcGC7W9TvjhUDIsP18LPKKy/F5zxbQ5lW0cYz56RrC4zKlrrNrogeevsjH+pPRMu0jfl1/cDgcFJUK0H7VaZSUC8WW7/HviO5OpnV7Iw1Amd/jcidNVS/VVZWZmQlTU1O6PEcIqVFOURlcvz4tddmVRT3Q/4dLyCkqk3l7/8zqirZWNIXT+66oVIBZB26Dr6mGdcNcoK4q9zCEYn44+wTfnX0seh29ui801FTqGqZM3rzk1quNGWIz8tGthTF+DU+Uus5nHzbHwr5OACoaMTILSuGx5myN+9k+rgP6uVjgyO0UzP3jrtQ6Z+f5wNH09Q8TxhjC4zKhoaaCDs0M5H1r9aLBL89VVV1fgvz8fGhoaCgkKELIu+uvO8+qXea9Pkzu7Q3cchmrhjhjopddHaIiTd0Xh+7i7KN0AEBbKz1M8raXexshkSmYd1B68tDvh0tob6OPiV62aGvFh5pK3ZKymhyKSBZ7feZhxfuKf1kgtf7nPRwxr3cr0WsOhwNjHR74mmo1/gD5LCgSHe0McDOhohO5JV8DXVsY42BEiqiO7+YL+HakK3ZeeIpvR7oiMukVvv77IQDg25GuGOFuXbs32UTJnDTNmzcPQMV/xrJly6ClpSVaJhAIcP36dbRv317hARJC3h15xWW4k5QNADDWUUfE0l4oLRei5dKTMm+jrZUeFvdrjXE/XxeVLf/rAZ69KoKtkTbGejbtLgJEftfjMvHPvVTR66//fghzPQ30c7GQaf3KfkJfHrpXbZ34lwWIf1mAI7efoYWpDk7O/gCqKlwwxpBXUg6eKhfqKtJvlJJXdZffKnk5GInqPA3sL9Ghu9IoD2vsuhQvUd6rjZkoEatMmABgygcOmNTFTixpAoAFf1YkkkO2XhEr/zHsCYa5WYFbzf7fRTKnyrdv38bt27fBGMP9+/dFr2/fvo3o6Gi4urpi7969SgyVENJY5RSV4fpbPuhf5pfAZeVphNyuaGma7dsSAKCuysUPH7cXq+tkrit67tvaFN+MaIflA9sAABb3aw1vR2Mc/qyL2Do7L8ZhyZH7SM6SnM4p9FE6em2+gKhnOTK/p/3Xk9Dj2/NSt0caF2mJwWdBkcgvKX/run/deQbHr07WmDC96UlGPi7FvgQAnH6YjnYrT6PV0lOYvPem7EHXIDqtYqqy5ibaojJ3WwM0M9RCfxdz7J/miUtfdkf06r7VJkwAMLdXSwxtb4nt4zpgXq+Kv7eR7tbYNdEDNoaSnbwrE6B7K3vjiz6tJJa/KSGzEA5LTuDrvx/I+xabLLn7NE2aNAk//PDDO9vfh/o0kXfRvZRsWOlrwkiHp7BtMsbwZ0QKnmTkib60vhnRDqM8bKTW3xL6BJvOvO4jUrWvBGMM9otPiJZFfd0Hy/+KgqGWOpb+lywxxlAmYGJ9VcoEQnTdEIb03BJR2ZD2lvjhYzexOKtu+6cJ7vj3QTomd7WDmgoXLc1eJ2hV2S06DgDwaWmCXyd3ku2gkHoX9SwHA7dcBgCoqXBgY6CFuCqXsSo7O0sjFDI4LDkhddmYTs2wbpiLaKRtaW4t9YX7G/2GnqztV6dLdymvCtF1wznR9p9nF2PftUR8PcS5Tn2qhEKGmPQ8tDTThQqXgzMP0zHttwjRcjM9Hq4v8RVb50rsS7EW3ZocDfBGexv9WsenSI2qT9OePXsUGgAhRHnyisvgsvL1B/7J2R+gtcXrD5H03GIEnniE6T7NkV9SjqyCUvRxNq9xm2HR6Xj4PBe5xeX46WKc2LIvD92rNml6kf86sWlnzRfrXMrhcBD1dR98tu8WvJobQYenis2j2outz+FwoK4q/uWnpsLFkRne6FKlL9Rfd56LJU1V77YDgE9+vwUAOBxZcQnizNxuGLbtKnQ1VHF0pjfUVbhifasuPH5R7bEgDSs5q1CUMAHAP7M+QCtzXVHCCwDjf7mOXyd1gqqURObpi3yx1zxVLpYObIMJnW1FZXyt10NeDHK1BF9TFfuuJQGARMIEAElZhXW6o/NUVBoAwMPWAEY6PBjp8BQyLQqXyxH72+/VxgwJ6wdAKGT4IyIZHe0MJdbxdjSGobY6sgpKxcr/nO6FkTvCxcpCIlMaTdKkTHInTQUFBVi/fj1CQ0ORkZEBoVD8FsW4uLhq1iSE1OTfBxUflm9LWmqSmFkAawMtqHA5KBcIxRImoKIz69VFPWD53/grs/bfxo2ELPx157mozi9+HujZumL8o+IyAZyWnQIAXPqyOwpKyzF5bwRq8iQ9Dy2ktN7c/+/S2MYR7TBSSmKlw1PF71M85Xi3FSz1NREX2B8b/o3GzgsVnz9nH6ajh5MpIhJfYfv52BrXn/PHHeSVlCOvpByd1obKvX/ScPZde30nWfdWJmhpVpGsnJrzAfp+fwkAcCU2E5N/jcCuie7gqYq31DzJeJ00Hf7MC+62kokDAMzv1RIno9KwfGAb6GupiZImaRb8eRcL+zqhtbmeWMIlq8q+RgPbydYfq664XA7GdKq+H+Ctpb64HPsS7az1UVIuwIu8Ejhb8vE0sD+2nYtF0PUkpOUW43l2cb3E29Dkvjw3ZswYXLhwARMmTICFhYVEs+fs2bMVGmB9o8tzpCFsPh2D/4VVfLk/+LqPaEwWWTHGsONCHDacioYKlwNXaz6GtLfCimPS+xqM6dQMgR+1FbtsVenDVibYO6kTvjx0V6JDqCyWDmiNqR84iJVl5BajU2BFQnL8865wtlT8EAFvtqop0sB2FvhxbAelbPtdUFwmQGTSK3S2NxLrFPzTxaeITsvD6iFt5T6na5JdWIprcVmYvu+WqCwusL/Yvtf88xA/X37d1+nNy7bA60uwnewMcXC6l8z7f3M4gs2jXLH6n4d4Vfj6TjVXG338FeANADgfk4G5f9zBumHt0Ldt9T+KXhWUwmPtWQiEDJe+7A4bQ61q6zYWV2NfYux/l/DC5vvAoRGMm9aoLs+dPHkSx48fh7e3t0IDIeR9xRgTJUwAcPTOM4zztK1hjdcuP3mJ8b+I9zkQCBkik7IR+d9dagDgYsUXtfQAwIEbSThyW3pCdD7mBbadj5U5Yaocv+abU9HYdv4ptp9/ioTMAnzRxwl8zYpf2qN2vm7KV9ZglLoaNf+qt9LXxLPsIvw41g1O5rqi0Y+laWaohV5tzPDLf1+6/9xLxT/3juOPTzrD08FIoXE3dUIhE7VGBn7kIrp7sbhMgMATFYMs5hSW4Rf/jgrZ36id4bgRnyVWtn+qp8QdXB91sBJLmv668xw34rMQvrgnAIhto5mRfMnJ4PaWoqRp2cA2GNbBGh+2MkWH1WdEde4mZ6OgpBxH7zzDV0eiAECU5F1Z1EPqaNtnHqZDIGRwMtdtEgkTADiavf57XnLkPoI/kUw+bye9gpoKV+HjqQmFDKm5xbDS10RRqQAno1Lh7WgMZY5jLnfSZGBgIJpShRBSN9I6on51JAr92lrAUFu9xnXvp+RIJEzSzPVtidm+LSAQMrRefgql/436W1wmrHadb07FyBA94GrNF3VObfXfHW+ZBaXYdy0Jehpq+LKvE3IKy5CQWXEHWgtTHaUOEBi9uq/oC/xNB6Z1RqlAKOpLFRfYX2on4EPTveBhZwjGmChpqjT6p2u4u6K3KBkkwOOMPNHzJUfu40lGHjztjfDlodfjHYVGZ+DwrRQ0N9WpU7+X1JwiiYQJADrZS34nOVvycW9lb7Sr0vqYmlOM5X9FYeUgZ+y48HpE+lk9HOWKw95YG7Fr+4HL4YiSNQMpl+Lm/HFHdLmtKu/1YWIJJgCUlgvx5eGKO/h8Wzed6YFMdTXQr605Tkal4VpcFnZeeIpP/5sSqbRciN/CE7Dm+CMAQMyavhKXSCsVlwnw0bareJSaixtf9YSpruS4j8VlApQJhNDVUENOYRk++CYMucXlmNLVXuxvVViivDte5e7iv3r1aixfvhyFhXQbLiF1FZOeJ7V81oHIGtdjjGHQj5clyl2t+dB54zKIfxc7AIAKl4PHa/pBV0N8+cFPvbConxOCpkrvT9TJzhBn5naDapVf8pV9IL7o4yQqe/OS27bzT3E76RX+fZgmKtutoNaG6mioqeDxmn7YMLxi3iwnc110aW6ELWPc0MxIS6zzOZfLwT+zuqKdNR+Hpnvh7Dwf3PzKFx7/dYjlcDiIX9cfn/dsIbaPN6d/aewy80tw+kEahELlzHafmCn+XbDnSgKm77uF3GLx2/3n/3kXQ7dekXnYh+txmbBbdBx2i44j/mUB8orL4LVOfPBTvqYadozvILWTNwDoaaghclkvdHZ4nVT9Fp4IhyUnEBadAQDQ1VCFrZG21PVroqrCFWvd4nA4ErfpS0uYKi05cl/s9fw/XyeZA13rpz+Toqwf/rqj+rqT0Uh4WYDRO8PRculJUcIEAEciqx/Y9uu/H+BRai4ASO1bWCYQYvCPl9FlfRjuJmfDddVp0Tn25o8bZZK7pWnTpk14+vQpzMzMYGdnBzU18ew6MrLmD/u6OH78OFatWoV79+5BQ0MDPj4+OHr0qGh5UlISPvvsM5w7dw46Ojrw8/PDunXroKqquGvphCjS2F3XRM+DpnqKbu+9EpuJq7Ev4WFnKHU6iNX/PJIo+98YNwz6r/PozYRXuBL7Ev5d7CQ6o47ysBH7kOlkb4hO9hUtK46mOoit0jm26q/hOyt641VBKbTUVcDXVMMc3xYw03v9a7BqQlLpo21XRc9bmOrUyyUHdVUuRndshtEd3z7IZVsrPo7N7Frtcg6HA+/mRvhf6BNR2f7riVjUz6nadRqbmftvIzwuE8sHtsHkrvKPkv0291NkH/sKqBjBfeOIduCpqaC4TICR7tYSfWPLBUJMqjLmUfdvz6Oro7FYnYT1A2Tan6G2OoI/8ULLr06iVCDZurqkf2u54q9JTef3kv5O6GhnKPY3cfxeKgb89zf7993XN2M4mTet/rRvtrx++O15qfXOPEyHnqYavB2NJdZ5mCr+A/JK7EuUlgsRnZYHMz0e7I218Ti94rNp2V9RigteTnJnE0OHDlVCGG93+PBhTJs2DYGBgejRowfKy8sRFfX6wAkEAgwYMADm5ua4evUqUlNTMXHiRKipqSEwMLBBYiakqrDodFjpa4kuYyVlFoo6jnZvZQJvR2OsHuKMZX9VdN4e+/N1mOtp4PS8btCr0l/nTnI2dl95nfR8N9oVXg7GMOe/TmAqEyFpPvVxECVNSwe8/sLgcDg4OfsDCIQMjAFPMvLQzlpftFyHpyrWilU1Yar0vzFu+PyA9FnX11SZUb0p8XQwwtaxHfAsuxCBJ6JrvKzZGFWOHL3qn4fKSZpqaDn6uKMNVg52xvR9t3A+5vXQDV9UGUjSgq+Bro7G4HA4CL6RhC1hsXiWXSSxrcv/DSYJAHeW95I7zv+NcUPA/kgI3mhxq8vdqm9yq+bSY9VO3UcDvDH0v5G1A/ZHwlC7s9hQGhsVMLxAQ9gx3l2sY35V6qpclJYLERqdgdD/WviCP+mMtlavW8Zf5IrffVfT+FD3pCTqPZ1MsXOCO+6m5ECTlcD5+1q+kbeQ++65hlBeXg47Ozt8/fXXmDJlitQ6J0+exMCBA/H8+XOYmVVcD96xYwcWLlyIFy9eQF295v4hlejuOaIof915hr/vPsfUDxxwPS5L1HH0/sre2BIWKxrjyNWaj6MB3qJf21XHmKl0fUlPUZJSdfnFL7rL3Ym1Un5JObTVVRQy7cObGGMYvfMabiRU9D+xNdLChS+6K3w/9anqRMNvG8gv6lkOLPU1q+2XJhQy7LmaAE97Q6VONvzXnWeYHXxH9FrW1hl5dP/2POJfFmDH+A7oYGsAz8BQMAYs7OuEzz5sLqpX3UTNA9pZ4HiVKVCq+qCFMS49eSle38UCW8fV/k7Gyr8fvmbFpbuaRtSujTX/PERJuRBf9G2FpUeiMKS9pWgIj0pd1oXieU5FkvCRmxWO3H592Sp2bb9qLzc2do9Sc9Hvh0sS5Q9X9UGb5f9KWQPQVFPB0oGtRZ3lOzsY4lqcZL81afy8bLGwnxOinuWio52B6LNMmd/jtfqfyc7Oxs8//4zFixcjK6vizUVGRuLZs+qvV9ZF5ba5XC7c3NxgYWGBfv36ibU0hYeHw8XFRZQwAUCfPn2Qm5uLBw+qH+K9pKQEubm5Yg9C6mrT6RjMDr6Ds48y8PFP18RuT3ZZeVpsUMgNI9qJJS43lvSU2N6WsIrLQ1Un33Sx4tc6YQIqWo6UkTABFa1WB6d74e+ZXfFBC2OsHOyslP3Up6qXE6b/Lv0XNfB6hOoOq89g+u+3cC46A6cfpIl1YP7u7GOs/uchBm65jHUnJS+1KoJQyMQSJqBiOhlFuJeSjam/3kRqThFSXlX0aXKx1oeprgYeft0Xd5b3EkuYgIrj94ufh8S2qkuYAGByV3us/Ui8hXKER90miF09xBkd7QxwfsGHCk+YAGDpwDZYPbQt9DTU8L8xbhIJEwD8WWUKoKoJ0wctjJtswgRAbPBMAJjQ2Raxa/tBS10V/8ySfhm8qEwgSpicLfWwx1989H1zKS3alSZ3tYeWuio62Rsq7bPsTXL/79y7dw8tW7bEhg0b8O233yI7OxsAEBISgsWLFys6PgCvB8xcuXIlli5din/++QcGBgb48MMPRUlbWlqaWMIEQPQ6LS0N1Vm3bh34fL7oYWMjfTRjQuSxJazmARWrerP/gqmeBhLWD0BA99dfOvuuJSH+ZQGSqnS6PfBJ57oHqmQu1nz8PsUT3VuZNnQoClHZqT4tt1iULLzpZNTrJODUgzRM2nsTn/x+C6N2hiM9txhpOcVi58fOC3G4l5Kt8FilnYNTfo3AEyk3H1x+8vKtcwdWyisuw+Afr+Dsowx4rQsTTW1T+eWmqa4CfS3pLWw9W5th/zRPHJvpjU99HKTWASouV5+d1w3dW5mKXT4b59mszufSBC87/Dm9CwzecneqMlnpa2LfGwO5qnA52KPkGyXqw8FPvdDRzgB/z+yK1UPbipLAtlZ8xK/rj+tLeqKtlfTWH9/WZtBUVxElyl/0aYXwxT3wSbeKc8WSr4Hby3rBkq+B/i7maNYAwzLInTTNmzcP/v7+ePLkCTQ0XmeA/fv3x8WL1Y97Is2iRYvA4XBqfERHR4tGHf/qq68wfPhwuLu7Y8+ePeBwOPjzzz/lfQtiFi9ejJycHNEjOTm5Ttsj5ODN1+eQ6lt+ycYF9q922czuLTDtg9d9UHacf4rgmxUjEXvYGkjcJUeUr3LSYADouuEcSsoF+ONmklgy++B59a3VI3eEo/M6yTuDYtKk30VZFwcjXp+HelXumOz13UUsPXofuy/Ho0wgRGZ+Ccb/ch2jf7qGEduvStuUmKo3ClQy0+PJ3GrTpbkx2lnrY1FfJ1RtHJjoZYvVQ5wRF9gfeyZ1gqNpRd8/Yx2e6GYIZfTJaijejkZi/Q71NdWadCtTpU72hvhzehe4WEteduZwODDT08Df1dx8UXkzyTjPihaqgO6O4HA4WNK/NSKX9cKZeT4w0FbH1cU9sW2ce721LlUl96fuzZs3sXPnTolyKyurGlt0pJk/fz78/f1rrOPg4IDU1Ipfbm3avP7A4vF4cHBwQFJSxZeIubk5bty4IbZuenq6aFl1eDweeDzFTWJKyN/3Xt8FExvYH0dup2D7+af4aYIHLj55geX/dfQ+PbebxIB8VWmqq2BBn1aiyXBjX+TjVWGpaBmpf2/+f7Va+npMKA4HuLOst1iH5zclZUlvnfotPFFiapnQR+mY8msEvhneDqM6Vt8CXlQqwIXHL9C1hTGKywTga6phwi/XRZ2pbyzpCRNdntjo75XTgOy6FIcNVW4Xj0h8hUtPXuCDFibV7i9KSlLYr638t8hzOBxcX9IT609GY2A7C/Rwqn5sootfdEdabrHSBkZtCBwOBwemdUbz/8YKc7c1aOCI6g+Hw4FvazOcfZSOqV3tRYOQVm05ejOBfNu4dfVF7qSJx+NJ7ffz+PFjmJhU/4cmjYmJiUzruLu7g8fjISYmBl27VmSoZWVlSEhIgK1txcjJXl5eWLt2LTIyMmBqWtF8e+bMGejp6YklW4TU1quCUqw5/giHI1PgYWuAoGmeYgO1Mcbw5aF7oo6r2/7rrPqRmzU+cqvoh1FQ+nrsmhZSbtF/E09VBSEzumDYtqu4lfhKVL5xhKtC3hOR39l53aSOJs4Y4LrqdUfnG0t64kFqLpYdjUJ2YRnyS8THLfrfGDecvJ+Kk1FpuP8sB5n5JTDSqfgBVyYQYsqvFXP8fXn4Hto300dLM11cj8uEsS4PT9LzEHgiGrN6OIrdifYmE10eTHR54HA4ODbTG4N/vCK2PDWnGBN3i//YnPDLDWipq6CwVCAxACMAnPvv7ieg4pLSKA9rzOvVsqZDVi1TXQ2JiZmlMedriN0d+q5Q4XLw2+ROeJyehynvUCuaLH7+r39bSbkAYTEZ0FJXQRvLxn/zldx3z02dOhWZmZk4ePAgDA0Nce/ePaioqGDo0KHo1q0bvv/+e6UEOmfOHBw6dAi7d++Gra0tNm7ciL///hvR0dEwMDCAQCBA+/btYWlpiW+++QZpaWmYMGECpk6dKteQA3T3HKnO4pD7OHDj9USdqlwOFvVzwj/3UjGzuyOm/iY+kW38uv5Sm48vPH4BC74GWkqZ1FaacoEQjl+dFL1uZ13z2EJE+fx238CFx9W3KAGv71QTCBm4HMBvz01cfPwCLc10MK9XS/Rta4GrT19i7K7rYuvkFJUh+EYS1p2MFtveb5M7SSQ4b/PmufI8uwgbTkWLTdD8NpHLeol+5YdFp4smbPawNcChKh2aCamtyoFXa2p5l4cyv8flTppycnIwYsQIREREIC8vD5aWlkhLS4OXlxdOnDgBbW35R1aVRVlZGRYvXozff/8dRUVF8PT0xPfffw9n59d35SQmJuKzzz7D+fPnoa2tDT8/P6xfv16uwS0paSLV6fHtecS9LJCpbkszHZye66OwfU/9NQJn/7vzaZibFTaPbq+wbRP5lZYL8d3Zx8gpKkNbSz7+uJmEu1XGjtk5wV1i/J9ygRCZBaUS41tJG2JCUVYNccZELzupy7748y7+vPV6fsED0zpjTJXBVivtm+KJri2MMe+POwipcqfXr5M7waelfFcXCKkPjSppqnTlyhXcvXsX+fn56NChA3x9fRUaWEOhpIlU9aqgFBxORd+Predkmz7jq/6t4e9tBzUFdurMLS7DL5ficTn2JVYOcpbayZI0rC2hT3DvWQ6+HeEqMQp7TeJe5KPHpgtSl+lpqEpMR1KTC198CH0tddxPyUFmQQkGuFhU27m4uEwgNk/f/ZW94VJlnjYHE23EvSjAsA5WmPaBg9j4O4ba6ohcJv8Ak4TUh0aVNP32228YPXq0ROfp0tJSBAcHY+LEiQoNsL5R0kQq7b+eJDE/FFAxoWtRmQATfpG8VBIyows6NHt/OnQSxWi97BSKygQS5Qc/9cKN+Ex8e/qxxLKZ3R0x3N0a5QIhLPQ1wVPlyp2ol5YLseFUNDxsDdDPxQJ9v7+I6P/u5Fs/zAWLQiTPf6AiwdLVkD0xJKQ+NaqkSUVFBampqaLO1pUyMzNhamoKgUDyD78poaTp/RaRkIUfQp9AU00Fp6VMtqmlroI7y3tDXZWLH84+QUZeMXQ0VLHzQsVYYtX1YyKkJkmZhei28ZxYmQqXg9i1/RCbkY9e31V0PA/o3lzU4nlnea9qx0OqrbziMiRlFcLZkg/GmNgdd5UoYSKNnTK/x+W+e44xJvVLISUlBXw+XTIgTdeLvBKM2BFeY52Hq/qKns/2bQGg4m/CzcYAba30KGEitdLMSAtPA/sjIbMARaUCFJSUQ19LHRwOBw4mOtDhqSK/pBy+rc0wpL0VSsqECk+YAEBXQw3OlhWf4xwOBzM+bI5t559K1CHkfSVz0uTm5iYacLJnz55inasFAgHi4+PRt2/fGrZASONxMCIZcS8K8EWfVqJB+ZYelX4potKsHo5SyzkcDvq2Vdykn+T9pMLlSB2HSIXLQciMLkjPLYZbPV/6/bKvEw7cSBJNLH1mbrd63T8hjY3MSdPQoUMBAHfu3EGfPn2go/P6j1tdXR12dnYYPny4wgMkRNEy8orx5X9j27S10sOZh+nwaWmCfx+IX47r0Ewff07vgtMP0hAanSExlxYh9aWlma7MQ1Qo2p/Tu+Czfbfwec8WaNFAMRDSWMjdp+nXX3/F6NGjxaZQeZdQn6Z338pjD7D3akK1y+lWakIIaboaVZ8mPz8/AMCtW7fw6FHF7NzOzs5wc3NTaGCEKIpAyLDiWBTUVLhY2NcJl2Nf1ljf4z2azoAQQojs5E6aMjIy8PHHH+P8+fPQ19cHAGRnZ6N79+4IDg6WeyoVQpSptFyIcT9fw82EiilI9lxJqLH+WM9m0KaJcAkhhEgh9+h7s2bNQl5eHh48eICsrCxkZWUhKioKubm5+Pzzz5URIyEyuZeSjdScItHrfx+kYf6fd0UJU1W2Rq8nhjSvMkLzh3RZjhBCSDXk/kl96tQpnD17Fq1btxaVtWnTBlu3bkXv3r0VGhwhsop6liM2Gekkb7saW5Xm9WqJjnaGOHE/FcM7WOPso3QkZxWitzPdBUcIIUQ6uZMmoVAINTXJcTrU1NQgFAoVEhRp3NJzi9FlfRjm9GyBWT0rxipKzCzAHzeTMfUDB9HknvIqKReAAw7UVeVrAI1Jy8PALZfFyqQlTF4ORgjo7ghnSz0Y/Bfj1A8cAAAjPWxqFTMhhJD3h9x3zw0ZMgTZ2dk4cOAALC0tAQDPnj3DuHHjYGBggCNHjigl0PpCd8+93dCtV3AnORsAsHVsBwxoZwH/PTdwPqZi1vfIZb0Qk5aH0w/TMM7TFo6mkmPPvEkgZGi+pGL0YT8vW3w9pG21dcsEQvwengg1VS6WHY2SKebPPmyOhX2dZKpLCCGk6WpU06gkJydj8ODBePDgAWxsbERlbdu2xbFjx2Btba3QAOsbJU01EwoZHJaIT62QsH5AjTO1J6wf8Nbthj/NFJthPS6wP7hc6aNr/3XnGWYH35G67JNuDvjpYsWUJqM9bNDF0QgxaXn4ok8rGq2bEELeA41qyAEbGxtERkbi7NmziI6OBgC0bt0avr6+Cg2MNA7Ps4twJzkb/dqag8Ph4INvzknU2XslvsZtRKflwslcD2k5xTDV5YmSoeIyAU5FpeHq05c4GJEitk5CZgEcpIyODADfnZGcvLTSeE9bLOnfutrlhBBCSG3J3dL0rnufW5rKBULk/zfnVSXfzRcQm5GPaR/Yg6+pJnW29bf5tJsD1FW52BIWCwBY2NcJG05Fy7Tu8A7W2DiinVirU9VWLZ4qF5HLesF5xb8AgMdr+sndJ4oQQsi7Q5nf47X6dgkNDcXAgQPRvHlzNG/eHAMHDsTZs2cVGhipX68KSuH41Um0X3UG91KyReWxGfkAgF2X4sUSpj3+HdGluZHYNr4d6QobQ03R68pb+XdejBMlTACqTZhMdHlo8Ub/p8ORKfgh9Ino9dUqA1Oa62lgt39HaPNUceGLD3Hxi+6UMBFCCFEaub9htm3bhr59+0JXVxezZ8/G7Nmzoaenh/79+2Pr1q3KiJHUg+P3U0XPx/xU0beoqFRQbf0PW5kgaKondDUqrvD+PbMrRrhb48TnH8DFig//Lnb4eoizXDHc/MoXH7SQHCfph9AnKCgpBwBsPf86+bq2pCe8HY0BALZG2mhWZewlQgghRNHk7tMUGBiI7777DjNnzhSVff755/D29kZgYCACAgIUGiCpvXMxGXhVUIphHWrunJ9TVIalVe5CKygVQChk+PdBmtT6F774UNSp+v7KPmLLdDXU8PesrgAqLvdVR4XLgZoKB8VlFXWM/hsCYNnA1jDV40FdhYvc4jJ8f7ailenrvx9gjm9LXInNBADs9veo8T0RQgghiiZ30pSdnY2+fftKlPfu3RsLFy5USFCk7pKzCjFpz00AwKUnL7FppCvuPcuBs6Ue1FTEGxjnH7wrsf7D1FxcqXIprL+LOZwt+RjpYQ1TXdkma1ZV4SJh/QCM2H4Vz7OLcGaeD05GpcHVmo8WZroQChmSsgrxzb/R+MzHEQDA4XAw3ac5AIAxJkqaDkakwNrgdUtSl+bGchwNQgghpO7k7gg+duxYuLm54YsvvhAr//bbbxEREYHg4GCFBljfmnpH8OfZRVj9z0OcjBJvJerdxgynH6bD1UYfR2d0QWGpAF03hOFVYZnU7bg100dWQSkSMwuxeogzJnjZ1TomgZBBIGS16m90PS4To3+6JlbmZK6LU3O61ToeQggh765GNeRAmzZtsHbtWpw/fx5eXl4AgGvXruHKlSuYP38+/ve//4nq0lx09etmQhZG7giXuuz0w3QAwN3kbNgvPiG1zuHPvBAWnYGt557idlK2qNzWSLtOcalwOVCpZsylt/F0MEIne0PciM8SlfVqY1aneAghhJDakLulyd7eXrYNcziIi4urVVANqam2NEWn5aLv95dqvX5zE22Ezv8QOUVlcP36tNiyyGW9aj01iiLsvhyPVf88FL1+Gti/1kkYIYSQd1ujammKj695IEPSMCb/13+p0oB2FnC15iOroAw7LjwFAHA5gPCNFLlLcyM8fZGPfVM9AQB8TTXwNdWQU1Rx2a6zg2GDJkwA0MHWQPR8uk9zSpgIIYQ0iCY1qM3x48fh6ekJTU1NGBgYYOjQoWLLORyOxKOp97GS1Yv8EtHzyGW9sHVsB3zSrTlmdG8uKvewNRRbh8MB9k/rjOtLfGHBfz2+0o2vemJgOwv4tjbFxhGuyg/+LZwt9WCgVTFJdBvLptP6Rwgh5N0id0tTQzl8+DCmTZuGwMBA9OjRA+Xl5YiKkpysdc+ePWJ39+nr69djlPWruEyApUejcOjW6ylI9k/zFGsZ0tNQA0+Vi5JyIXxamWCkhzW+OHQP3VqaYOOIdlK3y1NVwY9jOyg9flmpqXBxYvYHuJucA9/Wpg0dDiGEkPdUk0iaysvLMXv2bGzcuBFTpkwRlbdp00airr6+PszNzeszvAaz50qCWMIEAJ72RhL1/p7VFf/cfY4pXe3BU+Wiu5MpjLTVm9QEthZ8TbHWMEIIIaS+NYnLc5GRkXj27Bm4XC7c3NxgYWGBfv36SW1pCggIgLGxMTp16oTdu3fjbf3cS0pKkJubK/ZoKhJeFoi95qlypfb3aWmmi3m9W0FDTQUcDgfGOrwmlTARQgghjUGTSJoq78JbuXIlli5din/++QcGBgb48MMPkZX1+lb0VatW4eDBgzhz5gyGDx+OGTNmYMuWLTVue926deDz+aKHjY2NUt+LIqXnFYuea6mr4K+Z3g0YDSGEEPJuk3vIAQC4dOkSdu7ciadPn+LQoUOwsrLC77//Dnt7e3Tt2lXm7SxatAgbNmyosc6jR48QGRmJcePGYefOnfjkk08AVLQQWVtbY82aNfj000+lrrt8+XLs2bMHycnJ1W6/pKQEJSWvO1Hn5ubCxsamXoccyC4shQqXA10NtbfWvfr0Jcbuui5WtrCvE6b7OFDrESGEkPeeMocckLul6fDhw+jTpw80NTVx+/ZtUcKRk5ODwMBAubY1f/58PHr0qMaHg4MDLCwsAIj3YeLxeHBwcEBSUlK12/f09ERKSopYUvQmHo8HPT09sUd9OhedgfarzsBl5Wk8fJ771suJbyZMANDdyYQSJkIIIUTJ5O4IvmbNGuzYsQMTJ04Uu53f29sba9askWtbJiYmMDGRnNX+Te7u7uDxeIiJiRG1ZJWVlSEhIQG2trbVrnfnzh0YGBiAx+PJFVd9+F/oExyMSEbKqyJRWf//VQxOeWVRD1jpV3R6Dn2UjjaWerDgayLlVaHUbVXWJYQQQojyyJ00xcTEoFs3yXm/+Hw+srOzFRGTBD09PUyfPh0rVqyAjY0NbG1tsXHjRgDAyJEjAQB///030tPT0blzZ2hoaODMmTMIDAzEggULlBJTXcRm5GPzmcfVLvdeH4aE9QNwJfYlpvwaAXUVLro4GuF8zAuxetrqKviog5VMl/UIIYQQUjdyJ03m5uaIjY2FnZ2dWPnly5fh4OCgqLgkbNy4EaqqqpgwYQKKiorg6emJsLAwGBhUjBatpqaGrVu3Yu7cuWCMwdHREZs3b8a0adOUFlNtbTodI/ba2kATqlwOEjJftyQFBEXi+P1UAECpQCiWMBnrqGO3f0e0s9avl3gJIYQQUoukadq0aZg9ezZ2794NDoeD58+fIzw8HAsWLMCyZcuUESOAiqTo22+/xbfffit1ed++fcUGtWzMnme/viQ3s7sjFvRpBcYYFofcR/DNik7rlQmTNJ90c6CEiRBCCKlncidNixYtglAoRM+ePVFYWIhu3bqBx+NhwYIFmDVrljJifKc8eJ6Duyk5AICQGV3QoVlFSxmHw8H64e2gqsLBvmvVd26f2tUek7xlmzSZEEIIIYpTqyEHAKC0tBSxsbHIz89HmzZtoKOjo+jYGoQyb1WMTHqFYduuil4/WdsPairiNzAyxrDo8H38EVHR4tStpQk+cDTG2hOPcDTAG+1t9BUaEyGEEPIuUeb3eK2TpneVsg52Wk4xOq8LFb0e06kZ1g1zqbZ+WHQ6IhOzMb93SxpOgBBCCJGRMpMmuS/PFRQUYP369QgNDUVGRgaEQqHY8srRu8lrOUVlYgmTh60BAj9qW+M6PZzM0MPJTNmhEUIIIURGcidNU6dOxYULFzBhwgRYWFhQK8hbPH2Rj56bLoheNzPUwqHPujRgRIQQQgipDbmTppMnT+L48ePw9qZ5zmSx9Vys2Os1Q2tuYSKEEEJI4yR30mRgYABDQ0NlxPJOYYxh3M/XcfVpplj5By2MGygiQgghhNSF3HPPrV69GsuXL0dhofQpPUiFZ9lFYgnT8oFtEL26L13OJIQQQpoouVuaNm3ahKdPn8LMzAx2dnZQUxOfwiMyMlJhwTVVD57nYOSOcLGyjzvZQENNpYEiIoQQQkhdyZ00DR06VAlhNE1nHqZj54WnKC4XYEynZhjnaYuHz3Mx4H+XxeptH9cBWupyH2pCCCGENCJyf5OvWLFCGXE0OYWl5Zj2W4To9VdHolBUKkBYdIZYvZ0T3NHH2by+wyOEEEKIglHzRy3tvy451cma449Ez4111LF5VHt0a2lSn2ERQgghREnkTpoEAgG+++47HDx4EElJSSgtLRVbnpWVpbDgGqsXeSViCZI0EUt71VM0hBBCCKkPct899/XXX2Pz5s0YPXo0cnJyMG/ePAwbNgxcLhcrV65UQoiNy63EV+i49qxY2RzfFnA0fT33np2RVn2HRQghhBAlkztpCgoKwq5duzB//nyoqqpizJgx+Pnnn7F8+XJcu3ZNGTE2KsO3XxV7fX7Bh5jj2xJuVSbSPTaraz1HRQghhBBlkztpSktLg4tLxUSzOjo6yMnJAQAMHDgQx48fV2x0jUz8ywKx13ZGWrA20AQADGhnAQDo72IOPQ01iXUJIYQQ0rTJ3afJ2toaqampaNasGZo3b47Tp0+jQ4cOuHnzJng8njJibDRi0vJEz3+d3Akd7QygqlKRd/q0NMHZed1gZ6TdUOERQgghRInkbmn66KOPEBoaCgCYNWsWli1bhhYtWmDixImYPHmywgNsTNJyigAA/dqaw6elidjYSxwOB46muqIkihBCCCHvFrlbmtavXy96Pnr0aNja2uLq1ato0aIFBg0apNDgGpPiMgFW/v0QAGDB12zgaAghhBBS3+RKmsrKyvDpp59i2bJlsLe3BwB07twZnTt3VkpwjcnZR+mi53xN6rNECCGEvG/kupakpqaGw4cPKyuWRi300euRvru2MGrASAghhBDSEOTugDN06FAcPXpUCaE0bpV3zvV3MYe7rWEDR0MIIYSQ+iZ3n6YWLVpg1apVuHLlCtzd3aGtLX632Oeff66w4BqTxMyKpCmgu2MDR0IIIYSQhsBhjDF5VqjsyyR1YxwO4uLi6hzUm86fP4/u3btLXXbjxg107NgRAHDv3j0EBATg5s2bMDExwaxZs/Dll1/Kta/c3Fzw+Xzk5ORAT08PAJCRV4xOayvuGIz6ug90eDRlHyGEENIYSfseVxS5v/3j4+MVGoAsunTpgtTUVLGyZcuWITQ0FB4eHgAqDlLv3r3h6+uLHTt24P79+5g8eTL09fXxySef1Gn//b6/JHpOCRMhhBDyfqpTBlDZSMXhcBQSTHXU1dVhbm4uel1WVoa//voLs2bNEu07KCgIpaWl2L17N9TV1eHs7Iw7d+5g8+bNdUqaGGPILCh9e0VCCCGEvNNqNRLjL7/8grZt20JDQwMaGhpo27Ytfv75Z0XHVq1jx44hMzMTkyZNEpWFh4ejW7duUFdXF5X16dMHMTExePXqVbXbKikpQW5urtgDAPJLyvHr1QTsvPj6cuM3w9sp4d0QQgghpCmQu6Vp+fLl2Lx5M2bNmgUvLy8AFQnL3LlzkZSUhFWrVik8yDf98ssv6NOnD6ytrUVlaWlpEv2tzMzMRMsMDAykbmvdunX4+uuvJco7B4aCy9MSvR7gYoFRHW0UET4hhBBCmiC5W5q2b9+OXbt2Yd26dRg8eDAGDx6MdevW4aeffsK2bdvk2taiRYvA4XBqfERHR4utk5KSgn///RdTpkyRN3SpFi9ejJycHNEjOTlZar22VnyF7I8QQgghTZPcLU1lZWWiztdVubu7o7y8XK5tzZ8/H/7+/jXWcXBwEHu9Z88eGBkZYfDgwWLl5ubmSE9PFyurfF21P9SbeDyeTBMN+3exe2sdQgghhLy75E6aJkyYgO3bt2Pz5s1i5T/99BPGjRsn17ZMTExgYmIic33GGPbs2YOJEydCTU18KhMvLy989dVXKCsrEy07c+YMWrVqVe2luZqsG9YW9pYmCL6RjDm+LaCpriL3NgghhBDy7pBpnKZ58+aJnpeXl2Pv3r1o1qyZaM6569evIykpCRMnTsSWLVuUFmxoaCh8fX3x6NEjODk5iS3LyclBq1at0Lt3byxcuBBRUVGYPHkyvvvuO7nunlPm+A6EEEIIUS5lfo/LlDRVN7CkxMY4HISFhdU5qOqMHTsWiYmJuHLlitTlVQe3NDY2xqxZs7Bw4UK59kFJEyGEENJ0NXjS9D6hpIkQQghpuhrViODvusocsnK8JkIIIYQ0HZXf38poE5I7aSouLsaWLVtw7tw5ZGRkQCgUii2PjIxUWHANITMzEwBgY0NjMhFCCCFNVWZmJvh8xQ4XJHfSNGXKFJw+fRojRoxAp06dlD6FSn0zNDQEACQlJSn8YL9vcnNzYWNjg+TkZLrUWUd0LBWHjqXi0LFUHDqWipOTk4NmzZqJvs8VSe6k6Z9//sGJEyfg7e2t8GAaAy63YrxPPp9PJ66C6Onp0bFUEDqWikPHUnHoWCoOHUvFqfw+V+g25V3BysoKurq6Cg+EEEIIIaQxkztp2rRpExYuXIjExERlxEMIIYQQ0ijJfXnOw8MDxcXFcHBwgJaWlsTI3FlZWQoLriHweDysWLFCpqlVSM3oWCoOHUvFoWOpOHQsFYeOpeIo81jKPU6Tr68vkpKSMGXKFJiZmUl0BPfz81NogIQQQgghjYHcSZOWlhbCw8Ph6uqqrJgIIYQQQhodufs0OTk5oaioSBmxEEIIIYQ0WnInTevXr8f8+fNx/vx5ZGZmIjc3V+xBCCGEEPIukvvyXOW4B2/2ZWKMgcPhQCAQKC46QgghhJBGQu6WpnPnzuHcuXMICwsTe1SWNWVbt26FnZ0dNDQ04OnpiRs3bjR0SI3eypUrweFwxB5OTk6i5cXFxQgICICRkRF0dHQwfPhwpKenN2DEjcfFixcxaNAgWFpagsPh4OjRo2LLGWNYvnw5LCwsoKmpCV9fXzx58kSsTlZWFsaNGwc9PT3o6+tjypQpyM/Pr8d30Ti87Vj6+/tLnKd9+/YVq0PHssK6devQsWNH6OrqwtTUFEOHDkVMTIxYHVn+rpOSkjBgwABoaWnB1NQUX3zxBcrLy+vzrTQ4WY7lhx9+KHFuTp8+XawOHUtg+/btaNeunWjwTy8vL5w8eVK0vN7OSUYYY4wFBwczdXV1tnv3bvbgwQM2bdo0pq+vz9LT0xs6tEZtxYoVzNnZmaWmpooeL168EC2fPn06s7GxYaGhoSwiIoJ17tyZdenSpQEjbjxOnDjBvvrqKxYSEsIAsCNHjogtX79+PePz+ezo0aPs7t27bPDgwcze3p4VFRWJ6vTt25e5urqya9eusUuXLjFHR0c2ZsyYen4nDe9tx9LPz4/17dtX7DzNysoSq0PHskKfPn3Ynj17WFRUFLtz5w7r378/a9asGcvPzxfVedvfdXl5OWvbti3z9fVlt2/fZidOnGDGxsZs8eLFDfGWGowsx9LHx4dNmzZN7NzMyckRLadjWeHYsWPs+PHj7PHjxywmJoYtWbKEqampsaioKMZY/Z2TtUqaLl68yMaNG8e8vLxYSkoKY4yx3377jV26dKk2m2sUOnXqxAICAkSvBQIBs7S0ZOvWrWvAqBq/FStWMFdXV6nLsrOzmZqaGvvzzz9FZY8ePWIAWHh4eD1F2DS8+UUvFAqZubk527hxo6gsOzub8Xg8duDAAcYYYw8fPmQA2M2bN0V1Tp48yTgcDnv27Fm9xd7YVJc0DRkypNp16FhWLyMjgwFgFy5cYIzJ9nd94sQJxuVyWVpamqjO9u3bmZ6eHispKanfN9CIvHksGatImmbPnl3tOnQsq2dgYMB+/vnnej0n5b48d/jwYfTp0weampqIjIxESUkJgIoJ8gIDA+XdXKNQWlqKW7duwdfXV1TG5XLh6+uL8PDwBoysaXjy5AksLS3h4OCAcePGISkpCQBw69YtlJWViR1XJycnNGvWjI7rW8THxyMtLU3s2PH5fHh6eoqOXXh4OPT19eHh4SGq4+vrCy6Xi+vXr9d7zI3d+fPnYWpqilatWuGzzz5DZmamaBkdy+rl5OQAeD2ZuSx/1+Hh4XBxcYGZmZmoTp8+fZCbm4sHDx7UY/SNy5vHslJQUBCMjY3Rtm1bLF68GIWFhaJldCwlCQQCBAcHo6CgAF5eXvV6TsqdNK1ZswY7duzArl27xEYD9/b2RmRkpLybaxRevnwJgUAgdjABwMzMDGlpaQ0UVdPg6emJvXv34tSpU9i+fTvi4+PxwQcfIC8vD2lpaVBXV4e+vr7YOnRc367y+NR0TqalpcHU1FRsuaqqKgwNDen4vqFv37747bffEBoaig0bNuDChQvo16+f6MYVOpbSCYVCzJkzB97e3mjbti0AyPR3nZaWJvXcrVz2PpJ2LAFg7Nix2LdvH86dO4fFixfj999/x/jx40XL6Vi+dv/+fejo6IDH42H69Ok4cuQI2rRpU6/npNzTqMTExKBbt24S5Xw+H9nZ2fJujjRx/fr1Ez1v164dPD09YWtri4MHD0JTU7MBIyPktY8//lj03MXFBe3atUPz5s1x/vx59OzZswEja9wCAgIQFRWFy5cvN3QoTV51x/KTTz4RPXdxcYGFhQV69uyJp0+fonnz5vUdZqPWqlUr3LlzBzk5OTh06BD8/Pxw4cKFeo1B7pYmc3NzxMbGSpRfvnwZDg4OCgmqvhkbG0NFRUWip316ejrMzc0bKKqmSV9fHy1btkRsbCzMzc1RWloqkUzTcX27yuNT0zlpbm6OjIwMseXl5eXIysqi4/sWDg4OMDY2Fn2W0bGUNHPmTPzzzz84d+4crK2tReWy/F2bm5tLPXcrl71vqjuW0nh6egKA2LlJx7KCuro6HB0d4e7ujnXr1sHV1RU//PBDvZ6TcidN06ZNw+zZs3H9+nVwOBw8f/4cQUFBWLBgAT777DN5N9coqKurw93dHaGhoaIyoVCI0NBQeHl5NWBkTU9+fj6ePn0KCwsLuLu7Q01NTey4xsTEICkpiY7rW9jb28Pc3Fzs2OXm5uL69euiY+fl5YXs7GzcunVLVCcsLAxCoVD0wUukS0lJQWZmJiwsLADQsayKMYaZM2fiyJEjCAsLg729vdhyWf6uvby8cP/+fbFE9MyZM9DT00ObNm3q5400Am87ltLcuXMHAMTOTTqW0gmFQpSUlNTvOSlvb3WhUMjWrFnDtLW1GYfDYRwOh2loaLClS5fKu6lGJTg4mPF4PLZ371728OFD9sknnzB9fX2xnvZE0vz589n58+dZfHw8u3LlCvP19WXGxsYsIyODMVZxG2izZs1YWFgYi4iIYF5eXszLy6uBo24c8vLy2O3bt9nt27cZALZ582Z2+/ZtlpiYyBirGHJAX1+f/fXXX+zevXtsyJAhUocccHNzY9evX2eXL19mLVq0eC9vk6/pWObl5bEFCxaw8PBwFh8fz86ePcs6dOjAWrRowYqLi0XboGNZ4bPPPmN8Pp+dP39e7Db4wsJCUZ23/V1X3t7du3dvdufOHXbq1ClmYmLy3t0m/7ZjGRsby1atWsUiIiJYfHw8++uvv5iDgwPr1q2baBt0LCssWrSIXbhwgcXHx7N79+6xRYsWMQ6Hw06fPs0Yq79zstbjNJWUlLAHDx6w69evs7y8vNpuplHZsmULa9asGVNXV2edOnVi165da+iQGr3Ro0czCwsLpq6uzqysrNjo0aNZbGysaHlRURGbMWMGMzAwYFpaWuyjjz5iqampDRhx43Hu3DkGQOLh5+fHGKv4gbJs2TJmZmbGeDwe69mzJ4uJiRHbRmZmJhszZgzT0dFhenp6bNKkSe/M36M8ajqWhYWFrHfv3szExISpqakxW1tbNm3aNIkfRHQsK0g7jgDYnj17RHVk+btOSEhg/fr1Y5qamszY2JjNnz+flZWV1fO7aVhvO5ZJSUmsW7duzNDQkPF4PObo6Mi++OILsXGaGKNjyRhjkydPZra2tkxdXZ2ZmJiwnj17ihImxurvnJR7GhVCCCGEkPeRzHfPTZ48WaZ6u3fvrnUwhBBCCCGNlcwtTVwuF7a2tnBzc0NNqxw5ckRhwRFCCCGENBYytzR99tlnOHDgAOLj4zFp0iSMHz9eYlRTQgghhJB3lVx9mkpKShASEoLdu3fj6tWrGDBgAKZMmYLevXuDw+EoM05CCCGEkAZV647giYmJ2Lt3L3777TeUl5fjwYMH0NHRUXR8hBBCCCGNgtyDW4pW5HLB4XDAGBPN30QIIYQQ8q6SK2kqKSnBgQMH0KtXL7Rs2RL379/Hjz/+iKSkJGplIoQQQsg7TeaO4DNmzEBwcDBsbGwwefJkHDhwAMbGxsqMjRBCCCGk0ZBryIFmzZrBzc2txk7fISEhCguOEPJ+8ff3R3Z2No4ePdog+58wYQJat26NJUuWKGX7Dx8+RO/evRETEwNtbW2l7IMQojwyJ03+/v4y3SG3Z8+eOgdFCHn3vO3zY8WKFZg7dy4YY9DX16+foKq4e/cuevTogcTERKV2NxgxYgRcXV2xbNkype2DEKIcNI0KIaRepKWliZ7/8ccfWL58OWJiYkRlOjo6Ddo3curUqVBVVcWOHTuUup/jx49j2rRpSEpKgqqqzD0kCCGNQK3vniOEEHmYm5uLHnw+HxwOR6xMR0cH/v7+GDp0qGidDz/8ELNmzcKcOXNgYGAAMzMz7Nq1CwUFBZg0aRJ0dXXh6OiIkydPiu0rKioK/fr1g46ODszMzDBhwgS8fPmy2tgEAgEOHTqEQYMGiZXb2dlhzZo1mDhxInR0dGBra4tjx47hxYsXGDJkCHR0dNCuXTtERESI1klMTMSgQYNgYGAAbW1tODs748SJE6LlvXr1QlZWFi5cuFDHI0oIqW+UNBFCGrVff/0VxsbGuHHjBmbNmoXPPvsMI0eORJcuXRAZGYnevXtjwoQJKCwsBABkZ2ejR48ecHNzQ0REBE6dOoX09HSMGjWq2n3cu3cPOTk58PDwkFj23XffwdvbG7dv38aAAQMwYcIETJw4EePHj0dkZCSaN2+OiRMniqaXCggIQElJCS5evIj79+9jw4YNYi1o6urqaN++PS5duqTgI0UIUTZKmgghjZqrqyuWLl2KFi1aYPHixdDQ0ICxsTGmTZuGFi1aYPny5cjMzMS9e/cAAD/++CPc3NwQGBgIJycnuLm5Yffu3Th37hweP34sdR+JiYlQUVGBqampxLL+/fvj008/Fe0rNzcXHTt2xMiRI9GyZUssXLgQjx49Qnp6OgAgKSkJ3t7ecHFxgYODAwYOHIhu3bqJbdPS0hKJiYkKPlKEEGWjpIkQ0qi1a9dO9FxFRQVGRkZwcXERlZmZmQEAMjIyAFR06D537pyoj5SOjg6cnJwAAE+fPpW6j6KiIvB4PKmd1avuv3JfNe3/888/x5o1a+Dt7Y0VK1aIkrmqNDU1RS1jhJCmg5ImQkijpqamJvaaw+GIlVUmOkKhEACQn5+PQYMG4c6dO2KPJ0+eSLT4VDI2NkZhYSFKS0tr3H/lvmra/9SpUxEXF4cJEybg/v378PDwwJYtW8S2mZWVBRMTE9kOACGk0aCkiRDyTunQoQMePHgAOzs7ODo6ij2qGxupffv2ACrGUVIEGxsbTJ8+HSEhIZg/fz527doltjwqKgpubm4K2RchpP5Q0kQIeacEBAQgKysLY8aMwc2bN/H06VP8+++/mDRpUrXzZJqYmKBDhw64fPlynfc/Z84c/Pvvv4iPj0dkZCTOnTuH1q1bi5YnJCTg2bNn8PX1rfO+CCH1i5ImQsg7xdLSEleuXIFAIEDv3r3h4uKCOXPmQF9fH1xu9R95U6dORVBQUJ33LxAIEBAQgNatW6Nv375o2bIltm3bJlp+4MAB9O7dG7a2tnXeFyGkftHgloQQgorO4K1atcIff/wBLy8vpeyjtLQULVq0wP79++Ht7a2UfRBClIdamgghBBV3tP322281DoJZV0lJSViyZAklTIQ0UdTSRAghhBAiA2ppIoQQQgiRASVNhBBCCCEyoKSJEEIIIUQGlDQRQgghhMiAkiZCCCGEEBlQ0kQIIYQQIgNKmgghhBBCZKAqT+VHjx4hODgYly5dQmJiIgoLC2FiYgI3Nzf06dMHw4cPB4/HU1ashBBCCCENRqbBLSMjI/Hll1/i8uXL8Pb2RqdOnWBpaQlNTU1kZWUhKioKly5dQm5uLr788kvMmTOHkidCCCGEvFNkSprs7e2xYMECjBs3Dvr6+tXWCw8Pxw8//IB27dphyZIlioyTEEIIIaRByZQ0lZWVQU1NTeaNylufEEIIIaSxk6kjuJqaGn788UdkZ2fLtFFKmAghhBDyrpF5wl4+n4+ysjIMHToUU6dORY8ePZQdGyGEEEJIoyHzkANpaWnYsWMHUlNT0atXL9jb22P16tVITk5WZnyEEEIIIY2CzC1NVcXFxWHv3r347bffkJKSAl9fX0yZMgVDhw6lS3OEEEIIeSfVKmmqxBjD2bNnsXfvXhw9ehTa2trIyMhQZHyEEKJQ/v7+OH/+PBISEho6FEJIE1OnEcE5HA5UVVXB4XDAGENZWZmi4iKk0di7dy84HA4iIiLkXveXX35B69atoaGhgRYtWmDLli1KiLBm0dHR+PLLL9G+fXvo6urCwsICAwYMqPb9PHv2DKNGjYK+vj709PQwZMgQxMXFKS2+bdu2gcPhwNPTU2n7IJJu3LiBGTNmwN3dHWpqauBwODXWb4hzefPmzeBwODh79my1dXbt2gUOh4Njx44pPR5CwGohKSmJff3118ze3p6pqKiw7t27s3379rGioqLabI6QRm3Pnj0MALt586Zc6+3YsYMBYMOHD2c//fQTmzBhAgPA1q9fr6RIpZs/fz7T19dnU6ZMYTt37mTffPMNa968OVNRUWFnzpwRq5uXl8datGjBTE1N2YYNG9jmzZuZjY0Ns7a2Zi9fvlRKfF26dGF2dnYMAHvy5IlS9lFVaWkpKy4uVvp+GrsVK1YwNTU15u7uzlq2bMlq+jpoqHP52bNnjMvlskmTJlVb58MPP2RGRkastLRUqbEQwhhjMidNJSUl7MCBA6xXr15MRUWFWVtbs6+++oo9ffpUmfER0uBqkzQVFhYyIyMjNmDAALHycePGMW1tbZaVlaXoMKsVERHB8vLyxMpevnzJTExMmLe3t1j5hg0bGAB248YNUdmjR4+YiooKW7x4scJji4uLYwBYSEgIMzExYStXrlT4Poh0aWlprLCwkDHGWEBAQLVJU0Ofyz179mR8Pl9qopuSksK4XC6bPn26UmMgpJLMl+fMzc3h7+8PPT09/P3330hMTMSaNWvg4OCg8NYvQpq6c+fOITMzEzNmzBArDwgIQEFBAY4fP15vsbi7u0NHR0eszMjICB988AEePXokVn7o0CF07NgRHTt2FJU5OTmhZ8+eOHjwYI37SUhIAIfDwd69eyWWcTgcrFy5UqI8KCgIBgYGGDBgAEaMGIGgoCDZ35gUeXl5mDNnDuzs7MDj8WBqaopevXohMjJSVMff3x92dnZi62VmZmLChAnQ09ODvr4+/Pz8cPfuXYn34+/vDx0dHSQlJWHgwIHQ0dGBlZUVtm7dCgC4f/8+evToAW1tbdja2mL//v1i+8nKysKCBQvg4uICHR0d6OnpoV+/frh7926d3ndtmJmZQVNT86316nour1y5EhwOB48fP8b48ePB5/NhYmKCZcuWgTGG5ORkDBkyBHp6ejA3N8emTZvE1h8/fjxycnKk7ic4OBhCoRDjxo2T4R0TUncyJ01Lly5FcnIyDh06hH79+oHLrVN3KELeabdv3wYAeHh4iJW7u7uDy+WKllenrKwML1++lOkhFAprFWNaWhqMjY1Fr4VCIe7duycRMwB06tQJT58+RV5eXq32VZ2goCAMGzYM6urqGDNmDJ48eYKbN2/WenvTp0/H9u3bMXz4cGzbtg0LFiyApqamRHJYlVAoxKBBg3DgwAH4+flh7dq1SE1NhZ+fn9T6AoEA/fr1g42NDb755hvY2dlh5syZ2Lt3L/r27QsPDw9s2LABurq6mDhxIuLj40XrxsXF4ejRoxg4cCA2b96ML774Avfv34ePjw+eP3/+1veXk5Mj0zmRn58v/8GrRl3P5UqjR4+GUCjE+vXr4enpiTVr1uD7779Hr169YGVlhQ0bNsDR0RELFizAxYsXResNGzYMGhoaEgkoAOzfvx+2trbw9vauwzskRA51aabKy8tjOTk5Yg9C3jW1uTwXEBDAVFRUpC4zMTFhH3/8cY3rnzt3jgGQ6REfHy/P22GMMXbx4kXG4XDYsmXLRGUvXrxgANiqVask6m/dupUBYNHR0dVuMz4+ngFge/bskVgGgK1YsUKsLCIiggEQ9asSCoXM2tqazZ49W+73U4nP57OAgIAa6/j5+TFbW1vR68OHDzMA7PvvvxeVCQQC1qNHD4n34+fnxwCwwMBAUdmrV6+YpqYm43A4LDg4WFQeHR0t8b6Li4uZQCAQiyc+Pp7xeDypx/1NPj4+Mp0Tfn5+b91WVTVdnqvrubxixQoGgH3yySeisvLycmZtbc04HI5Yv6jKY/lm/CNHjmQaGhpi3zGVx1cZl40JqY6qvElWfHw8Zs6cifPnz6O4uLhq8gUOhwOBQCDvJgl55xQVFUFdXV3qMg0NDRQVFdW4vqurK86cOSPTvszNzeWKLSMjA2PHjoW9vT2+/PJLUXllTDweT2IdDQ0NsTqKEBQUBDMzM3Tv3h1AxSW80aNHY9++fdi0aRNUVFTk3qa+vj6uX7+O58+fw9LSUqZ1Tp06BTU1NUybNk1UxuVyERAQgLCwMKnrTJ06VWyfrVq1QmxsLEaNGiUqb9WqFfT19cXuPKx6bAUCAbKzs6Gjo4NWrVqJXUKszqZNm/Dq1au31pP1vcuirudyparHTEVFBR4eHkhJScGUKVNE5ZXH8s27NcePH48///wTISEh8Pf3BwBRyxNdmiP1Se6kafz48WCMYffu3TAzM3vrbaqEvI80NTVRWloqdVlxcfFb+5IYGBjA19dX4XEVFBRg4MCByMvLw+XLl8X6OlXGVFJSIrFe5Q8kWfrAyEIgECA4OBjdu3cXu3zl6emJTZs2ITQ0FL1795Z7u9988w38/PxgY2MDd3d39O/fHxMnTqyx72ViYiIsLCygpaUlVu7o6Ci1voaGBkxMTMTK+Hw+rK2tJT4P+Xy+WJIjFArxww8/YNu2bYiPjxf7kWlkZPTW9+fu7v7WOopW13O5UrNmzcRe8/l8aGhoiF0irizPzMwUK+vXrx8MDQ2xf/9+UdJ04MABuLq6wtnZWcZ3QkjdyZ003b17F7du3UKrVq2UEQ8h7wQLCwsIBAJkZGTA1NRUVF5aWorMzMy3tgSUlpYiKytLpn2ZmJjI1CpTWlqKYcOG4d69e/j333/Rtm1bseWGhobg8XhITU2VWLeyrKa4q/sBJa31OSwsDKmpqQgODkZwcLDE8qCgoFolTaNGjcIHH3yAI0eO4PTp09i4cSM2bNiAkJAQ9OvXT+7tSVPdsa6unFUZPzgwMBDLli3D5MmTsXr1ahgaGoLL5WLOnDky9U3LysqqNoGpSlNTE3w+/631ZFHXc7mStOMjyzEDKiaBHzVqFHbt2oX09HQkJSXhyZMn+Oabb+R4J4TUndxJU8eOHZGcnExJEyE1aN++PQAgIiIC/fv3F5VHRERAKBSKllfn6tWrostWbxMfHy9xN9ibhEIhJk6ciNDQUBw8eBA+Pj4SdbhcLlxcXKQOenn9+nU4ODhAV1e32n0YGBgAALKzs8XKExMTJeoGBQXB1NRUdNdZVSEhIThy5Ah27NhRq5YtCwsLzJgxAzNmzEBGRgY6dOiAtWvXVps02dra4ty5cygsLBRrbYqNjZV7329z6NAhdO/eHb/88otYeXZ2tkSLizTDhg3DhQsX3lrPz89P6l2MtVHXc1lRxo0bhx07duCPP/5AfHw8OBwOxowZUy/7JqSS3EnTzz//jOnTp+PZs2do27atxFxz7dq1U1hwhDRVPXr0gKGhIbZv3y72RbN9+3ZoaWlhwIABNa6v6D5Ns2bNwh9//IGdO3di2LBh1dYbMWIEFi1ahIiICNHdUjExMQgLC8OCBQtq3Ieenh6MjY1x8eJFzJkzR1S+bds2sXpFRUUICQnByJEjMWLECIntWFpa4sCBAzh27BhGjx791vdWSSAQID8/X6yFxdTUFJaWllIvOVbq06cPdu3ahV27dmH27NkAKpJMaQldXamoqEi0ovz555949uxZtZcDq2qIPk11PZcVxdvbG3Z2dti3bx9SUlLg4+MDa2vretk3IZXkTppevHiBp0+fYtKkSaKyymlUqCM4IRU0NTWxevVqBAQEYOTIkejTpw8uXbqEffv2Ye3atTA0NKxxfUX2afr++++xbds2eHl5QUtLC/v27RNb/tFHH0FbWxsAMGPGDOzatQsDBgzAggULoKamhs2bN8PMzAzz589/676mTp2K9evXY+rUqfDw8MDFixfx+PFjsTrHjh1DXl4eBg8eLHUbnTt3homJCYKCgkRJk7+/P3799dcaW9Xy8vJgbW2NESNGwNXVFTo6Ojh79ixu3rwpMfZPVUOHDkWnTp0wf/58xMbGwsnJCceOHRNdHlVkv82BAwdi1apVmDRpErp06YL79+8jKChI5vHuFNmnKTExEb///jsAiFoX16xZA6Ci9W3ChAkA6n4uKwqHw8HYsWMRGBgIAFi1alW97JcQMfLebte6dWs2bNgwdu3aNRYfH88SEhLEHoS8a2o7jQpjjP3000+sVatWTF1dnTVv3px99913TCgUKiHK6lXeJl/d480hC5KTk9mIESOYnp4e09HRYQMHDpR5epPCwkI2ZcoUxufzma6uLhs1ahTLyMgQu/V+0KBBTENDgxUUFFS7HX9/f6ampiaaumX48OFMU1OTvXr1qtp1SkpK2BdffMFcXV2Zrq4u09bWZq6urmzbtm0Sx6PqkAOMVQy3MHbsWKarq8v4fD7z9/dnV65cYQDEhhHw8/Nj2traEvv28fFhzs7OEuW2trZiI2kXFxez+fPnMwsLC6apqcm8vb1ZeHg48/HxYT4+PtW+N2WoaVgLabHU9lyuHHLgxYsXYuXyHkvGGHvw4AEDwHg8Xo3nAiHKwmHsjbbit9DW1sbdu3dlakomhBBFMDMzw8SJE7Fx48Z62+fRo0fx0Ucf4fLlyzR4IiEEgBwjglfq0aNHgwz5Twh5Pz148ABFRUVYuHCh0vbx5lhDAoEAW7ZsgZ6eHjp06KC0/RJCmha5+zQNGjQIc+fOxf379+Hi4iLREby6fgqEvAtkGQqAz+crbDwjAjg7OyM3N1ep+5g1axaKiorg5eWFkpIShISE4OrVqwgMDKT/S0KIiNyX52qac446gpN33fnz5986FMCePXtEA/CRpmH//v3YtGkTYmNjUVxcDEdHR3z22WeYOXNmQ4dGCGlE5E6aCHmfvXr1Crdu3aqxjrOzMywsLOopIkIIIfWFkiZCCCGEEBnI1BFc2jQH1UlOTsaVK1dqHRAhhBBCSGMkU0uTj48PMjIyMGnSJAwaNAitW7cWW56Tk4MrV65g3759OHPmDH755Zcm2yFcKBTi+fPn0NXVpcmICSGEkCaGMYa8vDxYWlrW2A+7thuXyV9//cV8fX0Zl8tlurq6zNHRkbVt25ZZWVkxFRUVZmZmxhYuXMjS0tIUPpiUvH788Udma2vLeDwe69SpE7t+/brM6yYnJ9c4ECA96EEPetCDHvRo/I/k5GSF5xdy92l6+fIlLl++jMTERBQVFcHY2Bhubm5wc3NTfEZXC3/88QcmTpyIHTt2wNPTE99//z3+/PNPxMTEiM3QXZ2cnBzo6+sjOTkZenp69RAxIYQQQhQlNzcXNjY2yM7OFpuLUhHeuY7gnp6e6NixI3788UcAFZfbbGxsMGvWLCxatOit6+fm5oLP5yMnJ4eSJkIIIaSJUeb3eMM3DSlQaWkpbt26JTbRKZfLha+vL8LDwxswMkIIIYQ0dXKPCN6YvXz5EgKBAGZmZmLlZmZmiI6OlrpOSUkJSkpKRK+VPfIwIYQQQpqmd6qlqTbWrVsHPp8vetjY2DR0SITUq8LSctgtOg67RcdRWFre0OEQQkij9U4lTcbGxlBRUUF6erpYeXp6OszNzaWus3jxYuTk5IgeycnJ9REqIYQQQpqYdyppUldXh7u7O0JDQ0VlQqEQoaGh8PLykroOj8eDnp6e2IMQQggh5E0y9WmaN2+ezBvcvHlzrYNRhHnz5sHPzw8eHh7o1KkTvv/+exQUFGDSpEkNGhchhBBCmjaZkqbbt2/LtLHGMIL26NGj8eLFCyxfvhxpaWlo3749Tp06JdE5nBBCCCFEHjIlTefOnVN2HAo1c+ZMzJw5s6HDIIQQQsg75J3q00QIIYQQoiy1GqcpIiICBw8eRFJSEkpLS8WWhYSEKCQwQgghhJDGRO6WpuDgYHTp0gWPHj3CkSNHUFZWhgcPHiAsLEzhc7wQQgghhDQWcidNgYGB+O677/D3339DXV0dP/zwA6KjozFq1Cg0a9ZMGTESQgghhDQ4uZOmp0+fYsCAAQAqxkUqKCgAh8PB3Llz8dNPPyk8QEIIIYSQxkDupMnAwAB5eXkAACsrK0RFRQEAsrOzUVhYqNjoCCGEEEIaCbk7gnfr1g1nzpyBi4sLRo4cidmzZyMsLAxnzpxBz549lREjIYQQQkiDkztp+vHHH1FcXAwA+Oqrr6CmpoarV69i+PDhWLp0qcIDJIQQQghpDOROmgwNDUXPuVwuFi1apNCACCGEEEIaI5mSptzcXNFEtrm5uTXWpQlvCSGEEPIukilpMjAwQGpqKkxNTaGvry91jjnGGDgcDgQCgcKDJIQQQghpaDIlTWFhYaLLck1tHjpCCCGEEEWQKWny8fERPbe3t4eNjY1EaxNjDMnJyYqNjhBCCCGkkZB7nCZ7e3u8ePFCojwrKwv29vYKCYoQQgghpLGRO2mq7Lv0pvz8fGhoaCgkKEIIIYSQxkbmIQfmzZsHAOBwOFi2bBm0tLREywQCAa5fv4727dsrPEBCCCGEkMZA5qTp9u3bACpamu7fvw91dXXRMnV1dbi6umLBggWKj5AQQgghpBGQOWmqvGtu0qRJ+OGHH2g8JkIIIYS8V+QeEXzPnj3KiIMQQgghpFGTO2kqKCjA+vXrERoaioyMDAiFQrHlcXFxCguOEEIIIaSxkDtpmjp1Ki5cuIAJEybAwsJC6p10hBBCCCHvGrmTppMnT+L48ePw9vZWRjyEEEIIIY2S3OM0GRgYiKZUIYQQQgh5X8idNK1evRrLly9HYWGhMuIhhBBCCGmU5E6aNm3ahH///RdmZmZwcXFBhw4dxB7KkJCQgClTpsDe3h6amppo3rw5VqxYgdLSUrE6HA5H4nHt2jWlxEQIIYSQ94vcfZqGDh2qhDBqFh0dDaFQiJ07d8LR0RFRUVGYNm0aCgoK8O2334rVPXv2LJydnUWvjYyM6jtcQgghhLyD5E6aVqxYoYw4atS3b1/07dtX9NrBwQExMTHYvn27RNJkZGQEc3Pz+g6REEIIIe84uS/PAUB2djZ+/vlnLF68GFlZWQCAyMhIPHv2TKHB1SQnJ0dqh/TBgwfD1NQUXbt2xbFjx+otHkIIIYS82+Ruabp37x58fX3B5/ORkJCAadOmwdDQECEhIUhKSsJvv/2mjDjFxMbGYsuWLWKtTDo6Oti0aRO8vb3B5XJx+PBhDB06FEePHsXgwYOr3VZJSQlKSkpEr3Nzc5UaOyGEEEKaJrlbmubNmwd/f388efIEGhoaovL+/fvj4sWLcm1r0aJFUjtvV31ER0eLrfPs2TP07dsXI0eOxLRp00TlxsbGmDdvHjw9PdGxY0esX78e48ePx8aNG2uMYd26deDz+aKHjY2NXO+BEEIIIe8HuVuabt68iZ07d0qUW1lZIS0tTa5tzZ8/H/7+/jXWcXBwED1//vw5unfvji5duuCnn3566/Y9PT1x5syZGussXrwY8+bNE73Ozc2lxIkQQgghEuROmng8ntRLWI8fP4aJiYlc2zIxMZF5nWfPnqF79+5wd3fHnj17wOW+vZHszp07sLCwqLEOj8cDj8eTKQZCCCGEvL/kTpoGDx6MVatW4eDBgwAADoeDpKQkLFy4EMOHD1d4gEBFwvThhx/C1tYW3377LV68eCFaVnmn3K+//gp1dXW4ubkBAEJCQrB79278/PPPSomJEEIIIe8XuZOmTZs2YcSIETA1NUVRURF8fHyQlpYGLy8vrF27Vhkx4syZM4iNjUVsbCysra3FljHGRM9Xr16NxMREqKqqwsnJCX/88QdGjBihlJgIIYQQ8n7hsKpZhxyuXLmCu3fvIj8/Hx06dICvr6+iY2sQubm54PP5yMnJgZ6eXkOHQ4jSFZaWo83yfwEAD1f1gZa63L+lCCGk0VDm97jcn46//fYbRo8eDW9vb3h7e4vKS0tLERwcjIkTJyo0QEIIIYSQxkDuIQcmTZqEnJwcifK8vDxMmjRJIUERQgghhDQ2cidNjDFwOByJ8pSUFPD5fIUERQghhBDS2Mh8ec7NzU004GTPnj2hqvp6VYFAgPj4eLH54QghhBBC3iUyJ01Dhw4FUDH2UZ8+faCjoyNapq6uDjs7O6UNOUAIIYQQ0tBkTppWrFgBALCzs8Po0aPFplAhhBBCCHnXyX33nJ+fHwDg1q1bePToEQDA2dlZNKgkIYQQQsi7SO6kKSMjAx9//DHOnz8PfX19AEB2dja6d++O4OBguadSIYQQQghpCuS+e27WrFnIy8vDgwcPkJWVhaysLERFRSE3Nxeff/65MmIkhBBCCGlwcrc0nTp1CmfPnkXr1q1FZW3atMHWrVvRu3dvhQZHCCGEENJYyN3SJBQKoaamJlGupqYGoVCokKAIIYQQQhobuZOmHj16YPbs2Xj+/Lmo7NmzZ5g7dy569uyp0OAIIYQQQhoLuZOmH3/8Ebm5ubCzs0Pz5s3RvHlz2NvbIzc3F1u2bFFGjIQQQgghDU7uPk02NjaIjIzE2bNnER0dDQBo3bo1fH19FR4cIYQQQkhjIXfSBAAcDge9evVCr169FB0PIYQQQkijJPflOQAIDQ3FwIEDRZfnBg4ciLNnzyo6NkIIIYSQRkPupGnbtm3o27cvdHV1MXv2bMyePRt6enro378/tm7dqowYCSGEEEIanNyX5wIDA/Hdd99h5syZorLPP/8c3t7eCAwMREBAgEIDJIQQQghpDORuacrOzkbfvn0lynv37o2cnByFBEUIIYQQ0tjInTQNHjwYR44ckSj/66+/MHDgQIUERQghhBDS2Mh9ea5NmzZYu3Ytzp8/Dy8vLwDAtWvXcOXKFcyfPx//+9//RHVpLjpCCCGEvCs4jDEmzwr29vaybZjDQVxcXK2Caki5ubng8/nIycmBnp5eQ4dDiNIVlpajzfJ/AQAPV/WBlnqtRiIhhJBGQZnf43J/OsbHxys0AEIIIYSQpqBW4zQRQgghhLxvmkzSZGdnBw6HI/ZYv369WJ179+7hgw8+gIaGBmxsbPDNN980ULSEEEIIedc0qc4Lq1atwrRp00SvdXV1Rc9zc3PRu3dv+Pr6YseOHbh//z4mT54MfX19fPLJJw0RLiGEEELeIU0qadLV1YW5ubnUZUFBQSgtLcXu3buhrq4OZ2dn3LlzB5s3b6akiRBCCCF11mQuzwHA+vXrYWRkBDc3N2zcuBHl5eWiZeHh4ejWrRvU1dVFZX369EFMTAxevXrVEOES8laFpeVvr6Rkct5ASwgh9aqkXCB6zhjDzYQs/B6egJzCMhSXCSQ+R1/mlSgtllq1NF26dAk7d+7E06dPcejQIVhZWeH333+Hvb09unbtqugYAVSM+dShQwcYGhri6tWrWLx4MVJTU7F582YAQFpamsRwCGZmZqJlBgYGUrdbUlKCkpLXBzg3N1cp8ZOmJ6ewDIciU+DlYIQ2ljXftlouEOJRah5yisrwMDUHuUXl0OKpwExXA642+uBwgIKScpx+kI7otDzcS8lGxn9/2M6Wehjhbo1uLU3w7FURIhKyMLpTMwiFDME3kzCkvRVamulK3W/Kq0L8fi0Rd5Ky4dXcCGM6NYNAyJCaU4SUV0UoKhXARJcHD1tDhEanw8FEB20s9KCmwkFucTn+fZCGLw/dU/ixI6SxKS4TYPlfUUjILMTqIW3Rylz635SylAuEUFVpuHYKxhhe5pfCSFsdXC6nweKQplwgROCJaJyPyYCtkRb0NNWQVVAKawNNpOeWICw6Q+p6y/56IHrO5QA2hlrQVFPBw8R0pcUqd9J0+PBhTJgwAePGjcPt27dFCUdOTg4CAwNx4sQJmbe1aNEibNiwocY6jx49gpOTE+bNmycqa9euHdTV1fHpp59i3bp14PF48r4NkXXr1uHrr7+u9fpENowxXH2aicJSAeJf5iO/RABdnioMtdXRz8W8wccGysgrxsGbyYh7WYCQyGdS66irctHeRh8lZQL0bG2GzWceK2TfD57n4sHzh2Jl/wuLFT3feu4pPGwN8Dy7CM9zigEALc10kF1YJkq8AOB6fBa+P/tEITER0pS9KihFwP5IvMwvwThPW+QWleHI7WeIe1kAAOjz/UWoq3LhbKmHqV0dMKCdhdJieZSaiyl7b4r+dn/4uD0+bGkKIWPQ11IDh6PYBOZucjZW/fMQL/JKIBAymOjycCc5W2pdFS4Hn3ZzwBzfllBXfZ3QCYUMlWHJGh9jDEJWsc3KbYTHZeJOcjb0NNVw9mE6fFubYoS7De4kZ+PB8xxEp+Uh/Gkm0nOLUS6saPGu/D+Sl5ABiZmFtVpXHnIPbunm5oa5c+di4sSJ0NXVxd27d+Hg4IDbt2+jX79+SEtLk3lbL168QGZmZo11HBwcxC65VXrw4AHatm2L6OhotGrVChMnTkRubi6OHj0qqnPu3Dn06NEDWVlZcrU02djY0OCWtVBcJkBCZgHsjLShoaYiKr+ZkIWRO8KrXc/b0QhL+rdGblE5Wpjp4Hl2ET757RYs9TWwsK8TwmIy8CKvBHoaajgXk4HEzEL8M6sr2lrxax0rYwy/XI5HdFoezjxMR05RWa23VR19LTVkF0rfLl9TDQv6tMLjtDz8fi2xTvvR5amik70hLsW+RGm5UGyZvbE24mv4ENLVUEVe8eumbRrc8v1RWi6ECpcDgZCJfWE2FQIhw54r8YhMeoVOdoaY6GWHk1FpCNgfKfe2RrhbY6xnM+jyVNGimlbd4jIBMnJLYKLLg6Z6xefbneRsRCRk4Ul6PlRVOJjS1R66Gmo4cT8VByOS8eB5zVcunMx1sX28O+yNtVFQUg6eKrdWrVGMMRy98wy7Lyfg/jP554A10+Mh/b/39uKNS1sGWmqiz4QPWhhjuLs1nMx1oammgn/upWL/jSS0MNXBn7dSRJ8/RtrqyCwolTsOADDV5aGlmS4ux74EAHS0M4CzJR//PkiDrZEWnC356NXGDM6Welh0+D462BqAA+BFfgli0vKQVVAKnrAEBz/vqZTvcbmTJi0tLTx8+BB2dnZiSVNcXBzatGmD4uJihQZYnaCgIEycOBEvX76EgYEBtm/fjq+++grp6elQU1MDACxZsgQhISGIjo6Webs0IrhsGGM4dvc51p2IRlpuMfQ0VJFb/Pb+OfpaajDT1UBMep7CYlFX4WK4uzXWDm0r0ewcmfQKP4bFIruwFD2cTOFsxYeehhoCgiKRlit5rjY30cbTFwXoZG8IT3tDTPK2R3puMfr9cKna/bs104eXgxH8ve2gp6EGNRWu6NcWYww5RWXggAMNdS54qioS6wuFDFwuB8lZhUjILEBHO0OkvCqCQMiQVVCK9ScfIaeoDEPaW+FkVCoMtNRhqK2Olma66O5kinZWfHC5HJSWC5GYWQBdDTUYaKuJ9pVTVIbn2UVwNK1ondp/PQmGOuqw0tdAtxYm+DcqDQEHbgOgpOl9cCsxC5/+XtEKU8lASw3OlhXn0Yu8Evi2NsWT9Hy4WPPhbmsAQ2113E3OxtMXBVBX5cLWUAvD3a1r3I9QyBAWnYGEzAJM8LKVeu6/6cHzHCRnFUKVy8Wft5IhEAKa6ip4kp6HWT1aoI2lHgy11JGSXYhFh++/NUHga6pVtNLmFMPGQBOL+jnBWJeHdSeikZ5bjLgX+UiQ0jphoKUGDTUVcDkVx6NUIJSow+EAsn57qqlw8FX/1lj598Nq63A4gKOJDga7WiI1txi2hlpoaa6L59lFGOluI5HY5peUI/hGEtYcfyR1e96ORtBSV4WxDg9ZBSWw0teCh50B0nKKcTIqFR3tDHE7KRsx6RWJhrLoaahCXZWLl/nS92HB18CS/q3Rs7Wpwj57lPk9LnfS5ODggJ9++gm+vr5iSdNvv/2G9evX4+HD6k+K2goPD8f169fRvXt36OrqIjw8HHPnzkW/fv3w66+/Aqi4PNiqVSv07t0bCxcuRFRUFCZPnozvvvtOrrvnKGkSl1VQipRXheByOLgc+xJ/3EyuseWiJrsmeqBXm4p+ZowxcDgc7L0SX+MHiSqXAw4HKBMwaKhxUS5gombcN9kaaWG3f0cUlJRj7fFHuB6f9daYPnKzQkFJOT5ys0LftuZvbYqujDuvuAzqqtKToKbmxL3nmLGfkqaGdDMhCymvCsHXVIOprgbaWOjVqd8JYwyMAXnF5Ri1Mxwx6XnoZG+IGzL8Tchqds8W8Otih4KSctgYaiE2Iw+T90agtYUuXhWU4UaC+L5cbfSRW1QGn5YmyCooRdSzHAgZg5meBjLySlBaLsSz7CKFxNbV0RiBH7mgmZFWjfUYY/jjZjIWhdxXyH6rUlPhwKu5MdpY6GGytx1M9TRQUFKOvOJyvMwvgQqXgy8P3ZOpZYivqYZJ3nZ4kVeCE/dT8aqaFuwB7Szg08IEIz2sZb6sVlwmwD/3UnEqqmK7NgaayC8px4u8EtxNeXtsOjxVuNsa4FFqLnq2NkO5QAghA+6lZGP7+A5wNH3dcpdTWIbIpFfoaG8IgYBBV0NVKf2rGlXStG7dOuzbtw+7d+9Gr169cOLECSQmJmLu3LlYtmwZZs2apdAAASAyMhIzZsxAdHQ0SkpKYG9vjwkTJmDevHli/Znu3buHgIAA3Lx5E8bGxpg1axYWLlwo174oaQLORWdgzfGHePpCtuSoW0sT9GpjBnM9DZjp8RD+NBO7LsWjqLQcBaUCDGhngW+Gt4M2T/LLmDGGqGe5MNJRh7EOD7cSX6GVuS4MtdUhFDIIGIPaG83VAiHDneRXuJX4CgUlAvwQWrt+PHW9xPeuOHn/OT4LoqRJWQRChkepuSguE+Blfgm0eapobqKDcgEDT42LYduuSk0WPmhhjOEdrDGkvSUA6X1LBEKG7MJSbD7zGKGPMuDpYIiw6AyxS67VcTLXxbjOttDTUMXV2Ew8zylCbnE57krp/6KuwkUzIy3EZuTLfwBqQYXLQRsLPRSUliOums8hR1Md7J3UEdYGWkh5VYiDESnwaWmC9jb6opZeeWTkFeNWwiucjEqDgDGUlAmgrsrFxccvYWeshQEulhjkaoHrcVmY/+ddTPdpjiHtLeFkrovK33GXnrxAM0Mt2Btry5S0MMZw4EYybiW+QmsLXey/kYRXBaXVJkXVGeBigXm9W6K5iY7c71sejDE8Ts8HA0O5gMFUjwdTXQ2l7rM2GlXSxBhDYGAg1q1bh8LCimZNHo+HBQsWYPXq1QoNriG8z0lTREIWAvZHIj235ts1rfQ10auNGfq7WKCTvWE9RVezxMwCLPjzLm4mvB5ewtvRCK7W+ljQu5Xo10xOYRlOPUjFkPZWYv2u3men7qdielBFPxBKmmrnVUEp9lyJBwOgoaaC9Nxi/BZet75q0ljyNZCaWyzzZaE3ORhr4/OeLTDUzeqtdYXCilbdojIB+JoVXR6Kyypu/d5wKhp7riRIXc9QWx0d7QxQLmBY81FbpOUUY9+1JFjpa2Df9SSJS0GdHQzhYWuITvaGsDfWBmMVN12Y88W/jONe5OPq00w8fZEPOyNtjPNs1qB3oylbUakAXC7wPLsYn/wWgbTcYuQVl8PJXBc+rUzQxkIPvduYi/pXkdcaVdJUqbS0FLGxscjPz0ebNm2go6PcDLe+vE9Jk1DIsP3CU2z8N0ZiGYcD9G5jBg9bQwx0tYChtjqKS4XQ01RV+N0eisIYQ0x6Hh6n56OTnaHEhy6R7t+oVHy6j5ImWVRengWAzPwS3Ep8hZJyIWb91yesNmyNtDDHtwUGtrNEYYkAd1Ky4bf7Rp3itDXSgra6KlqY6WBJ/9Yw01P838Kz7CLkFpUh4WUB9t9IwqfdmsPb0ajRfj6Q90ejTJreVe9i0iQQMiw8fA+HbqUAAFqY6uBJDc3sP451wwAXC/rwe0+cfpCGT36/BeDdT5qEQoYTUanYeu4pHqXmop01H6XlQjQ31YGdkRbyiiv6cnRvZYquLYzxv9AnCL6ZDF2eKvJKXl/ysjXSkun25tYWehjr2QyDXS2hp1FxXAtKBXiUmov8knJoq6vCw9ag2n4dd5KzcSX2JQpKyvEoNRc5RWWITMqGuZ4GzPkamO3bAilZhejnYgFjndoPvULIu0SZ3+NyfzoWFBRg/fr1CA0NRUZGBoRC8bsK4uLiFBYcqZuHz3Ox9XwsLsS8QH6VD3xpCVO3libwsDXAjA+bv9NN3kTSu5ga5xaXYffleMSk5SEmPQ/trfXBU1PBgRtJYvXu/dfRNTpN/G7Ok1HiQ6dUTZgAyfFgvByMML93S3jYGSIxswBpOcXwdDCSGpsOTxUd7WS7rN3eRh/tbfRlqksIUT65k6apU6fiwoULmDBhAiwsqDWisSgsLce6E9E1jvljbaCJT7s5ID23BDHpeVDlcvD1EOdG2ZGP1KMm+idceROBjoYq7I21AQDZhaX46kgU/n2QJnaX5ZudiR1MtKGroSbW6dnWSAsqXA4SMwsheOMOzcqhKICKBKmoTACBkGHXRA/oaqiK3eRga6QNWyNtRb9dQkgjIHfSdPLkSRw/fhze3t7KiIfIgTGGa3FZOHI7BQcjUqqtN9azGaZ2tYeDku+sIE0TpwlmTbEZefj8wB08TH09eCBfU01ikNL2Nvqi0ZBNdHnQ11TDxC52mNDZtsbtF5cJUCYQQofXePvwEULqn9xJk4GBAQwNG8cdU++TqGc5mPZbBCz4GnC25IOnysXNhKxqx9HoZGeIxf2d0M66drffkvdHUzo9krMKsSjkHq7ESs4kUDVh6upojPXDXWBtUPM4PdXRUFOhuysJIRLkTppWr16N5cuX49dff4WWVu0+kEjNotNysexoFPiaalBX5eL0g3TRpYbUnGJEJmVLrGNvrI1f/DyoNYnIr5EnTak5RdDhqSLoehI2n34sGp25h5Mp1g1zQUTCK1x68gI2hhWfR35d7KAjZUwwQgipK7k/WTZt2oSnT5/CzMwMdnZ2oilLKkVGyj/vD6m4fXf50SiEVjObszQfuVlhfu+Wtf41TQjQOC/PhT5Kx9lH6fgzIkViBHgVLgebR7lisKslOBwOBrSzUOqEq4QQUknupGno0KFKCOP9wxjD7eRsJGYWYOOpGNEM2JW01VVQUCoQvf7FzwPdW5mCoaLTt66GGghRhMbUZUcoZJj/510cuf1M6nIXKz7+nO5Fl84IIQ1C7qRpxYoVyojjvVEmEGLZ0SgE30yWury5iTZ++NhNNL1HSblAYn4zSpiIInEbSdZ0+clLjP/luljZ1K728GpuBHO+BnKLytHZwZA6ZhNCGgxd+K8nFx6/wKFbKfj77nOpy9tY6OF/Y9zgaCreJ+ldmBCWNG4NnYPEvcjH1F8jEFdlIuiFfZ0w7QN7GjOMENKoyJ00CQQCfPfddzh48CCSkpJQWio+j1BWluJm0X4X3IjPwo/nYnHpyQux+aKMtNVxZp4PeKpcqRPZElJfGipnKi4TID23GJP33kRClcEiVwxqg0ne9g0UFSGEVE/ub+uvv/4aP//8M+bPn4+lS5fiq6++QkJCAo4ePYrly5crI8YmRyhkWBRyD6GPMpD5xuSUQMVdP7v9OzZAZIRIqu+WJsYYlhyJEhudW5XLwfrh7TC8gxVdfiOENFpyJ01BQUHYtWsXBgwYgJUrV2LMmDFo3rw52rVrh2vXruHzzz9XRpxNxpXYl5j6awSKyl534u5kZ4ivBrRGO2s+fSGQRqe+zsniMgE+P3Abpx+mSyzbOcEdPVub1UschBBSW3InTWlpaXBxcQEA6OjoICenYnDFgQMHYtmyZYqNrgkpLhNg0JbLYvO66fBUsWuiBzrZG9IAk6TRUuaZmVtchpn7b+Pi4xcSy5zMdfH7FE9oqavQJWpCSJMg9yeVtbU1UlNT0axZMzRv3hynT59Ghw4dcPPmTfB4788s24wxRCa9wucH7uBZdpHE8qCpnvB2NG6AyAiRj6JbmgpLy5GeW4IXeSUYtTNcbJmWugr8uthhUDtLtLFU7OzjhBCibHInTR999BFCQ0Ph6emJWbNmYfz48fjll1+QlJSEuXPnKiPGRoMxBg6Hg+txmZj7xx2JsZWAig7elxZ2h5Y6/XImTYOiUqa84jLM/eMOzj6SPkBrX2dzbBjRDnxNGjKDENI0yf3Nvn79etHz0aNHw9bWFlevXkWLFi0waNAghQbXWLzIK8G6k48QEik+4J66ChfOVnow1FLHSA9r9HE2pz5LpMmp6zhNecVlmHXgNs7HSF6CczTVwcpBzujaglpdCSFNn1xJU1lZGT799FMsW7YM9vYVtwR37twZnTt3VkpwDSkzvwQPX2YiLDoDP12Mk1je1koPu/06wlRPowGiI0Rx6pIzxaTlYeb+SLG+fAHdm+Pjjs2QXVgGF2u+AiIkhJDGQa6kSe3/7N13WFPX/wfwd0ASdgDZynSAAxRRKdI6UXH7rbsOoEqr4tZWrVVbtY5atdbZOrBWFLe1ddQBbhw4wYGiLFFERfZOzu8PflyJrASywM/refI85Nz1yeEm+eScc8/V0sLBgwc/igHfnVaeg4bg/T3drIXa+KqjIxoY60JLk4fPmpjR4G7y0Xr8KhPfHriHO4lpXJmzpQF2B3wCEz0+AMDGREXBEUKIglTr3nNHjhyp8+OXSvusiSlWDW0FcwNqVSJ1j7QtTWIxw7HIl1h+4pHExQ89W1hgto8zHM30K9maEEJqP5mTpiZNmmDRokW4fPky3N3doaenJ7G8rszTNL9fM4zr0gKA8uaxIUQVpBnTlJKZh/Y/nZUoa29vgm99nNDWnpqUCCEfB5mTpm3btsHIyAg3b97EzZs3JZbxeLw6kzQNa2tLyRL5KEhzmi/65wH3dxcnMwxtawOflnThAyHk4yJz0hQbG6uIOAghKsKrYNKBgiIxbsSl4o8Lz3D+/yenXDSgBcZ42isxOkIIUR81uoU4Ywys9F1oFeTcuXPg8XjlPm7cuAEAiIuLK3f51atXFR4fIbXaBznT83c56LnmApp+fwIjt17jEqbeLpaUMBFCPmrVSpq2bduGli1bQltbG9ra2mjZsiW2bt0q79g4HTp0wMuXLyUe48aNg4ODA9q2bSux7pkzZyTWc3d3V1hchNQFpS8C/eHofXy6IgzRrzK5MlsTXczv2xxrhrVWfnCEEKJGZO6eW7BgAVavXo3JkyfD09MTABAeHo7p06cjISEBixYtknuQfD4flpaW3PPCwkL8/fffmDx5cpkxFfXr15dYlxBSlffvoX0Rz7m/OzY1w/ov3GCoTTN4E0IIUI2kadOmTdiyZQtGjBjBlfXv3x+urq6YPHmyQpKmDx09ehRv376Fv79/mWX9+/dHXl4emjZtim+//Rb9+/evdF/5+fnIz8/nnmdkZMg9XkLU2YdjudvYGiHkK0/w69Wo954QQuocmT8VCwsLy3SJAYC7uzuKiorkElRVtm3bhp49e6Jhw4Zcmb6+PlatWoX9+/fj2LFj+PTTTzFw4EAcPXq00n0tW7YMQqGQe9jY2Cg6fELUikWp+cc+d2uAA+M7UMJECCHl4DEZR3JPnjwZWlpaWL16tUT5rFmzkJubiw0bNki9rzlz5mDFihWVrvPw4UM4Oztzz58/fw47Ozvs27cPgwYNqnTbMWPGIDY2FhcvXqxwnfJammxsbJCeng5DQ7oLO/k4hD1KQaFIjB4tqGubEFK7ZWRkQCgUKuR7XKruuRkzZnB/83g8bN26FadOneLuOXft2jUkJCRgzJgxMh185syZ8PPzq3QdR0dHiedBQUGoX79+ld1uAODh4YHTp09Xuo5AIIBAIKhyX4TUZV2czVUdAiGEqD2pkqbbt29LPC+5Iu3p06cAAFNTU5iamuL+/fsyHdzMzAxmZmZSr88YQ1BQEMaMGQMtraoHp965cwdWVlYyxUQIIYQQUh6pkqawsDBFxyGV0NBQxMbGYty4cWWW/fnnn+Dz+XBzcwMAHDp0CNu3b1foVAiEEEII+XjIfPWcKm3btg0dOnSQGONU2uLFixEfH4969erB2dkZe/fuxeDBg2U6RskQL7qKjhBCCKl9Sr6/FTH5tswDwfPy8rBu3TqEhYUhJSUFYrFYYvmtW7fkGqCyPXv2DI0aNVJ1GIQQQgipgadPn5YZF11TMrc0jR07FqdOncLgwYPRvn37OnfDThOT4ju2JyQkQCgUqjia2q3kSsTExES6ErGGqC7lh+pSfqgu5YfqUn7S09Nha2vLfZ/Lk8xJ07///ovjx4/Dy8tL7sGoAw2N4vlphEIhnbhyYmhoSHUpJ1SX8kN1KT9Ul/JDdSk/Jd/nct2nrBs0aNAABgYGcg+EEEIIIUSdyZw0rVq1CrNnz0Z8fLwi4iGEEEIIUUsyd8+1bdsWeXl5cHR0hK6ubpn5klJTU+UWnCoIBAIsXLiQJryUA6pL+aG6lB+qS/mhupQfqkv5UWRdynz1nLe3NxISEjB27FhYWFiUGQju6+sr1wAJIYQQQtSBzEmTrq4uwsPD0apVK0XFRAghhBCidmQe0+Ts7Izc3FxFxEIIIYQQorZkTpqWL1+OmTNn4ty5c3j79i0yMjIkHoQQQgghdZHM3XMl8x58OJaJMQYejweRSCS/6AghhBBC1ITMLU1hYWEICwtDaGioxKOkrDbbsGED7O3toa2tDQ8PD1y/fl3VIam9H374ATweT+JR+t6AeXl5CAwMRP369aGvr49Bgwbh1atXKoxYfVy4cAH9+vWDtbU1eDwejhw5IrGcMYYFCxbAysoKOjo68Pb2xpMnTyTWSU1NxciRI2FoaAgjIyOMHTsWWVlZSnwV6qGquvTz8ytznvr4+EisQ3VZbNmyZWjXrh0MDAxgbm6OgQMHIjo6WmIdad7XCQkJ6NOnD3R1dWFubo5vvvkGRUVFynwpKidNXXbu3LnMuTl+/HiJdagugU2bNsHV1ZWb/NPT0xMnTpzglivtnGSEMcZYSEgI4/P5bPv27ez+/fssICCAGRkZsVevXqk6NLW2cOFC1qJFC/by5Uvu8fr1a275+PHjmY2NDTt79iyLiIhgn3zyCevQoYMKI1Yfx48fZ/PmzWOHDh1iANjhw4clli9fvpwJhUJ25MgRdvfuXda/f3/m4ODAcnNzuXV8fHxYq1at2NWrV9nFixdZ48aN2YgRI5T8SlSvqrr09fVlPj4+EudpamqqxDpUl8V69uzJgoKCWFRUFLtz5w7r3bs3s7W1ZVlZWdw6Vb2vi4qKWMuWLZm3tze7ffs2O378ODM1NWVz585VxUtSGWnqslOnTiwgIEDi3ExPT+eWU10WO3r0KDt27Bh7/Pgxi46OZt999x3T0tJiUVFRjDHlnZPVSpouXLjARo4cyTw9Pdnz588ZY4zt3LmTXbx4sTq7Uwvt27dngYGB3HORSMSsra3ZsmXLVBiV+lu4cCFr1apVucvS0tKYlpYW279/P1f28OFDBoCFh4crKcLa4cMverFYzCwtLdnKlSu5srS0NCYQCNiePXsYY4w9ePCAAWA3btzg1jlx4gTj8XgsKSlJabGrm4qSpgEDBlS4DdVlxVJSUhgAdv78ecaYdO/r48ePMw0NDZacnMyts2nTJmZoaMjy8/OV+wLUyId1yVhx0jR16tQKt6G6rJixsTHbunWrUs9JmbvnDh48iJ49e0JHRwe3bt1Cfn4+gOIb5C1dulTW3amFgoIC3Lx5E97e3lyZhoYGvL29ER4ersLIaocnT57A2toajo6OGDlyJBISEgAAN2/eRGFhoUS9Ojs7w9bWluq1CrGxsUhOTpaoO6FQCA8PD67uwsPDYWRkhLZt23LreHt7Q0NDA9euXVN6zOru3LlzMDc3h5OTEyZMmIC3b99yy6guK5aeng7g/c3MpXlfh4eHw8XFBRYWFtw6PXv2REZGBu7fv6/E6NXLh3VZIjg4GKampmjZsiXmzp2LnJwcbhnVZVkikQghISHIzs6Gp6enUs9JmZOmJUuWYPPmzdiyZYvEbOBeXl64deuWrLtTC2/evIFIJJKoTACwsLBAcnKyiqKqHTw8PLBjxw6cPHkSmzZtQmxsLD777DNkZmYiOTkZfD4fRkZGEttQvVatpH4qOyeTk5Nhbm4usbxevXowMTGh+v2Aj48Pdu7cibNnz2LFihU4f/48evXqxV24QnVZPrFYjGnTpsHLywstW7YEAKne18nJyeWeuyXLPkbl1SUAfPHFF9i1axfCwsIwd+5c/PXXXxg1ahS3nOryvcjISOjr60MgEGD8+PE4fPgwmjdvrtRzUubbqERHR6Njx45lyoVCIdLS0mTdHanlevXqxf3t6uoKDw8P2NnZYd++fdDR0VFhZIS8N3z4cO5vFxcXuLq6olGjRjh37hy6deumwsjUW2BgIKKionDp0iVVh1LrVVSXX331Ffe3i4sLrKys0K1bNzx9+hSNGjVSdphqzcnJCXfu3EF6ejoOHDgAX19fnD9/XqkxyNzSZGlpiZiYmDLlly5dgqOjo1yCUjZTU1NoamqWGWn/6tUrWFpaqiiq2snIyAhNmzZFTEwMLC0tUVBQUCaZpnqtWkn9VHZOWlpaIiUlRWJ5UVERUlNTqX6r4OjoCFNTU+6zjOqyrEmTJuHff/9FWFgYGjZsyJVL8762tLQs99wtWfaxqaguy+Ph4QEAEucm1WUxPp+Pxo0bw93dHcuWLUOrVq2wdu1apZ6TMidNAQEBmDp1Kq5duwYej4cXL14gODgYs2bNwoQJE2TdnVrg8/lwd3fH2bNnuTKxWIyzZ8/C09NThZHVPllZWXj69CmsrKzg7u4OLS0tiXqNjo5GQkIC1WsVHBwcYGlpKVF3GRkZuHbtGld3np6eSEtLw82bN7l1QkNDIRaLuQ9eUr7nz5/j7du3sLKyAkB1WRpjDJMmTcLhw4cRGhoKBwcHieXSvK89PT0RGRkpkYiePn0ahoaGaN68uXJeiBqoqi7Lc+fOHQCQODepLssnFouRn5+v3HNS1tHqYrGYLVmyhOnp6TEej8d4PB7T1tZm33//vay7UishISFMIBCwHTt2sAcPHrCvvvqKGRkZSYy0J2XNnDmTnTt3jsXGxrLLly8zb29vZmpqylJSUhhjxZeB2trastDQUBYREcE8PT2Zp6eniqNWD5mZmez27dvs9u3bDABbvXo1u337NouPj2eMFU85YGRkxP7++2927949NmDAgHKnHHBzc2PXrl1jly5dYk2aNPkoL5OvrC4zMzPZrFmzWHh4OIuNjWVnzpxhbdq0YU2aNGF5eXncPqgui02YMIEJhUJ27tw5icvgc3JyuHWqel+XXN7do0cPdufOHXby5ElmZmb20V0mX1VdxsTEsEWLFrGIiAgWGxvL/v77b+bo6Mg6duzI7YPqsticOXPY+fPnWWxsLLt37x6bM2cO4/F47NSpU4wx5Z2T1Z6nKT8/n92/f59du3aNZWZmVnc3amXdunXM1taW8fl81r59e3b16lVVh6T2hg0bxqysrBifz2cNGjRgw4YNYzExMdzy3NxcNnHiRGZsbMx0dXXZ//73P/by5UsVRqw+wsLCGIAyD19fX8ZY8Q+U+fPnMwsLCyYQCFi3bt1YdHS0xD7evn3LRowYwfT19ZmhoSHz9/evM+9HWVRWlzk5OaxHjx7MzMyMaWlpMTs7OxYQEFDmBxHVZbHy6hEACwoK4taR5n0dFxfHevXqxXR0dJipqSmbOXMmKywsVPKrUa2q6jIhIYF17NiRmZiYMIFAwBo3bsy++eYbiXmaGKO6ZIyxL7/8ktnZ2TE+n8/MzMxYt27duISJMeWdkzLfRoUQQggh5GMk9dVzX375pVTrbd++vdrBEEIIIYSoK6lbmjQ0NGBnZwc3NzdUtsnhw4flFhwhhBBCiLqQuqVpwoQJ2LNnD2JjY+Hv749Ro0aVmdWUEEIIIaSukmlMU35+Pg4dOoTt27fjypUr6NOnD8aOHYsePXqAx+MpMk5CCCGEEJWq9kDw+Ph47NixAzt37kRRURHu378PfX19ecdHCCGEEKIWZJ7ckttQQwM8Hg+MMe7+TYQQQgghdZVMSVN+fj727NmD7t27o2nTpoiMjMT69euRkJBArUyEEEIIqdOkHgg+ceJEhISEwMbGBl9++SX27NkDU1NTRcZGCCGEEKI2ZJpywNbWFm5ubpUO+j506JDcgiOEfFz8/PyQlpaGI0eOqOT4o0ePRrNmzfDdd98pZP8PHjxAjx49EB0dDT09PYUcgxCiOFInTX5+flJdIRcUFFTjoAghdU9Vnx8LFy7E9OnTwRiDkZGRcoIq5e7du+jatSvi4+MVOtxg8ODBaNWqFebPn6+wYxBCFINuo0IIUYrk5GTu771792LBggWIjo7myvT19VU6NnLcuHGoV68eNm/erNDjHDt2DAEBAUhISEC9elKPkCCEqIFqXz1HCCGysLS05B5CoRA8Hk+iTF9fH35+fhg4cCC3TefOnTF58mRMmzYNxsbGsLCwwJYtW5CdnQ1/f38YGBigcePGOHHihMSxoqKi0KtXL+jr68PCwgKjR4/GmzdvKoxNJBLhwIED6Nevn0S5vb09lixZgjFjxkBfXx92dnY4evQoXr9+jQEDBkBfXx+urq6IiIjgtomPj0e/fv1gbGwMPT09tGjRAsePH+eWd+/eHampqTh//nwNa5QQomyUNBFC1Nqff/4JU1NTXL9+HZMnT8aECRMwZMgQdOjQAbdu3UKPHj0wevRo5OTkAADS0tLQtWtXuLm5ISIiAidPnsSrV68wdOjQCo9x7949pKeno23btmWWrVmzBl5eXrh9+zb69OmD0aNHY8yYMRg1ahRu3bqFRo0aYcyYMdztpQIDA5Gfn48LFy4gMjISK1askGhB4/P5aN26NS5evCjnmiKEKBolTYQQtdaqVSt8//33aNKkCebOnQttbW2YmpoiICAATZo0wYIFC/D27Vvcu3cPALB+/Xq4ublh6dKlcHZ2hpubG7Zv346wsDA8fvy43GPEx8dDU1MT5ubmZZb17t0bX3/9NXesjIwMtGvXDkOGDEHTpk0xe/ZsPHz4EK9evQIAJCQkwMvLCy4uLnB0dETfvn3RsWNHiX1aW1sjPj5ezjVFCFE0SpoIIWrN1dWV+1tTUxP169eHi4sLV2ZhYQEASElJAVA8oDssLIwbI6Wvrw9nZ2cAwNOnT8s9Rm5uLgQCQbmD1Usfv+RYlR1/ypQpWLJkCby8vLBw4UIumStNR0eHaxkjhNQelDQRQtSalpaWxHMejydRVpLoiMViAEBWVhb69euHO3fuSDyePHlSpsWnhKmpKXJyclBQUFDp8UuOVdnxx40bh2fPnmH06NGIjIxE27ZtsW7dOol9pqamwszMTLoKIISoDUqaCCF1Sps2bXD//n3Y29ujcePGEo+K5kZq3bo1gOJ5lOTBxsYG48ePx6FDhzBz5kxs2bJFYnlUVBTc3NzkcixCiPJQ0kQIqVMCAwORmpqKESNG4MaNG3j69Cn+++8/+Pv7V3ifTDMzM7Rp0waXLl2q8fGnTZuG//77D7Gxsbh16xbCwsLQrFkzbnlcXBySkpLg7e1d42MRQpSLkiZCSJ1ibW2Ny5cvQyQSoUePHnBxccG0adNgZGQEDY2KP/LGjRuH4ODgGh9fJBIhMDAQzZo1g4+PD5o2bYqNGzdyy/fs2YMePXrAzs6uxscihCgXTW5JCCEoHgzu5OSEvXv3wtPTUyHHKCgoQJMmTbB79254eXkp5BiEEMWhliZCCEHxFW07d+6sdBLMmkpISMB3331HCRMhtRS1NBFCCCGESIFamgghhBBCpEBJEyGEEEKIFChpIoQQQgiRAiVNhBBCCCFSoKSJEEIIIUQKlDQRQgghhEiBkiZCCCGEECnUk2Xlhw8fIiQkBBcvXkR8fDxycnJgZmYGNzc39OzZE4MGDYJAIFBUrIQQQgghKiPV5Ja3bt3Ct99+i0uXLsHLywvt27eHtbU1dHR0kJqaiqioKFy8eBEZGRn49ttvMW3aNEqeCCGEEFKnSJU0OTg4YNasWRg5ciSMjIwqXC88PBxr166Fq6srvvvuO3nGSQghhBCiUlIlTYWFhdDS0pJ6p7KuTwghhBCi7qQaCK6lpYX169cjLS1Nqp1SwkQIIYSQukbqG/YKhUIUFhZi4MCBGDduHLp27aro2AghhBBC1IbUUw4kJydj8+bNePnyJbp37w4HBwcsXrwYiYmJioyPEEIIIUQtSN3SVNqzZ8+wY8cO7Ny5E8+fP4e3tzfGjh2LgQMHUtccIYQQQuqkaiVNJRhjOHPmDHbs2IEjR45AT08PKSkp8oyPEELkys/PD+fOnUNcXJyqQyGE1DI1mhGcx+OhXr164PF4YIyhsLBQXnERojZ27NgBHo+HiIgImbfdtm0bmjVrBm1tbTRp0gTr1q1TQISVe/HiBUaNGgUnJycYGBjAyMgI7du3x59//onyfjMlJSVh6NChMDIygqGhIQYMGIBnz54pLL6NGzeCx+PBw8NDYccgZV2/fh0TJ06Eu7s7tLS0wOPxKl1fFefy6tWrwePxcObMmQrX2bJlC3g8Ho4eParweAipVtKUmJiIRYsWwdHREd27d8eLFy+wZcsWvHz5Ut7xEVJr/f777xg3bhxatGiBdevWwdPTE1OmTMGKFSuUGsebN2/w/PlzDB48GL/88guWLFkCKysr+Pn5Yd68eRLrZmVloUuXLjh//jy+++47/Pjjj7h9+zY6deqEt2/fKiS+4OBg2Nvb4/r164iJiVHIMUrbsmULoqOjFX4cdXf8+HFs3boVPB4Pjo6Ola6rqnN5+PDh0NDQwO7duytcZ/fu3ahfvz569eql0FgIAQAwKeXn57M9e/aw7t27M01NTdawYUM2b9489vTpU2l3QUitFBQUxACwGzduSL1NTk4Oq1+/PuvTp49E+ciRI5menh5LTU2Vd5gy69u3L9PT02NFRUVc2YoVKxgAdv36da7s4cOHTFNTk82dO1fuMTx79owBYIcOHWJmZmbshx9+kPsxSPmSk5NZTk4OY4yxwMBAVtHXgarP5W7dujGhUMjy8vLKLHv+/DnT0NBg48ePV2gMhJSQuqXJ0tISfn5+MDQ0xD///IP4+HgsWbKkyl8ohHyMwsLC8PbtW0ycOFGiPDAwENnZ2Th27JiKInvP3t4eOTk5KCgo4MoOHDiAdu3aoV27dlyZs7MzunXrhn379lW6v7i4OPB4POzYsaPMMh6Phx9++KFMeXBwMIyNjdGnTx8MHjwYwcHB1X49AJCZmYlp06bB3t4eAoEA5ubm6N69O27dusWt4+fnB3t7e4nt3r59i9GjR8PQ0BBGRkbw9fXF3bt3y7wePz8/6OvrIyEhAX379oW+vj4aNGiADRs2AAAiIyPRtWtX6Onpwc7OrkwLSWpqKmbNmgUXFxfo6+vD0NAQvXr1wt27d2v0uqvDwsICOjo6Va5X03P5hx9+AI/Hw+PHjzFq1CgIhUKYmZlh/vz5YIwhMTERAwYMgKGhISwtLbFq1SqJ7UeNGoX09PRyjxMSEgKxWIyRI0dK8YoJqTmpk6bvv/8eiYmJOHDgAHr16gUNjRoNhyKkTrt9+zYAoG3bthLl7u7u0NDQ4JZXpLCwEG/evJHqIRaLpYopNzcXb968QVxcHP78808EBQXB09OT++IUi8W4d+9emZgBoH379nj69CkyMzOlOpa0goOD8fnnn4PP52PEiBF48uQJbty4Ue39jR8/Hps2bcKgQYOwceNGzJo1Czo6Onj48GGF24jFYvTr1w979uyBr68vfvrpJ7x8+RK+vr7lri8SidCrVy/Y2Njg559/hr29PSZNmoQdO3bAx8cHbdu2xYoVK2BgYIAxY8YgNjaW2/bZs2c4cuQI+vbti9WrV+Obb75BZGQkOnXqhBcvXlT5+tLT06U6J7KysmSvvArU9FwuMWzYMIjFYixfvhweHh5YsmQJfv31V3Tv3h0NGjTAihUr0LhxY8yaNQsXLlzgtvv888+hra1dbhfd7t27YWdnBy8vrxq8QkJkUJNmqszMTJaeni7xIKSuqU73XGBgINPU1Cx3mZmZGRs+fHil24eFhTEAUj1iY2OlimnZsmUS23Xr1o0lJCRwy1+/fs0AsEWLFpXZdsOGDQwAe/ToUYX7j42NZQBYUFBQmWUA2MKFCyXKIiIiGAB2+vRpxhhjYrGYNWzYkE2dOlWq11MeoVDIAgMDK13H19eX2dnZcc8PHjzIALBff/2VKxOJRKxr165lXo+vry8DwJYuXcqVvXv3juno6DAej8dCQkK48kePHpV53Xl5eUwkEknEExsbywQCQbn1/qFOnTpJdU74+vpWua/SKuueq+m5vHDhQgaAffXVV1xZUVERa9iwIePxeGz58uVceUldfhj/kCFDmLa2tsR3TEn9KqLbmJCK1JM1yYqNjcWkSZNw7tw55OXllU6+wOPxIBKJZN0lIXVObm4u+Hx+ucu0tbWRm5tb6fatWrXC6dOnpTqWpaWlVOuNGDECbdu2xevXr/Hvv//i1atXEnGU/C0QCMqNufQ68hAcHAwLCwt06dIFQHEX3rBhw7Br1y6sWrUKmpqaMu/TyMgI165dw4sXL2BtbS3VNidPnoSWlhYCAgK4Mg0NDQQGBiI0NLTcbcaNGydxTCcnJ8TExGDo0KFcuZOTE4yMjCSuPCxdtyKRCGlpadDX14eTk5NEF2JFVq1ahXfv3lW5nrSvXRo1PZdLlK4zTU1NtG3bFs+fP8fYsWO58pK6/PBqzVGjRmH//v04dOgQ/Pz8AIBreaKuOaJMMidNo0aNAmMM27dvh4WFRZWXqRLyMdLR0ZEYK1RaXl5elWNJjI2N4e3tLdeY7OzsYGdnB6A4gfrqq6/g7e2N6Oho6OjocDHl5+eXGzMAqcbASEMkEiEkJARdunSR6L7y8PDAqlWrcPbsWfTo0UPm/f7888/w9fWFjY0N3N3d0bt3b4wZM6bSsZfx8fGwsrKCrq6uRHnjxo3LXV9bWxtmZmYSZUKhEA0bNizzeSgUCiWSHLFYjLVr12Ljxo2IjY2V+JFZv379Kl+fu7t7levIW03P5RK2trYSz4VCIbS1tWFqalqm/MMrNXv16gUTExPs3r2bS5r27NmDVq1aoUWLFlK+EkJqTuak6e7du7h58yacnJwUEQ8hdYKVlRVEIhFSUlJgbm7OlRcUFODt27dVtgQUFBQgNTVVqmOZmZlVq1Vm8ODB2LJlCy5cuICePXvCxMQEAoGg3KlDSsoqi7uiH1DltT6Hhobi5cuXCAkJQUhISJnlwcHB1Uqahg4dis8++wyHDx/GqVOnsHLlSqxYsQKHDh2S2yXpFdV1ReWs1FxYS5cuxfz58/Hll19i8eLFMDExgYaGBqZNmybV2LTU1NQKE5jSdHR0IBQKq1xPGjU9l0uUVz/S1BlQfBP4oUOHYsuWLXj16hUSEhLw5MkT/PzzzzK8EkJqTuakqV27dkhMTKSkiZBKtG7dGgAQERGB3r17c+UREREQi8Xc8opcuXKF67aqSmxsbJmrwaRR0q2Snp4OoLhLysXFpdxJPK9duwZHR0cYGBhUuD9jY2MAQFpamkR5fHx8mXWDg4Nhbm7OXXVW2qFDh3D48GFs3ry5Wi1bVlZWmDhxIiZOnIiUlBS0adMGP/30U4VJk52dHcLCwpCTkyPR2qSIOaMOHDiALl26YNu2bRLlaWlpZVpcyvP555/j/PnzVa7n6+tb7lWM1VHTc1leRo4cic2bN2Pv3r2IjY0Fj8fDiBEjlHJsQkrInDRt3boV48ePR1JSElq2bFnmXnOurq5yC46Q2qpr164wMTHBpk2bJL5oNm3aBF1dXfTp06fS7eU5pun169dlupOA4hmeeTwe2rRpw5UNHjwYc+bMQUREBHe1VHR0NEJDQzFr1qxKj2NoaAhTU1NcuHAB06ZN48o3btwosV5ubi4OHTqEIUOGYPDgwWX2Y21tjT179uDo0aMYNmxYpccsTSQSISsrS6KFxdzcHNbW1uV2OZbo2bMntmzZgi1btmDq1KkAirvRykvoakpTU7NMK8r+/fuRlJRUYXdgaaoY01TTc1levLy8YG9vj127duH58+fo1KkTGjZsqJRjE1JC5qTp9evXePr0Kfz9/bmyktuo0EBwQorp6Ohg8eLFCAwMxJAhQ9CzZ09cvHgRu3btwk8//QQTE5NKt5fnmKaffvoJly9fho+PD2xtbZGamoqDBw/ixo0bmDx5ssSX9cSJE7Flyxb06dMHs2bNgpaWFlavXg0LCwvMnDmzymONGzcOy5cvx7hx49C2bVtcuHABjx8/lljn6NGjyMzMRP/+/cvdxyeffAIzMzMEBwdzSZOfnx/+/PPPSlvVMjMz0bBhQwwePBitWrWCvr4+zpw5gxs3bpSZ+6e0gQMHon379pg5cyZiYmLg7OyMo0ePct2j8hy32bdvXyxatAj+/v7o0KEDIiMjERwcLPV8d/Ic0xQfH4+//voLALjWxSVLlgAobn0bPXo0gJqfy/LC4/HwxRdfYOnSpQCARYsWKeW4hEiQ9XK7Zs2asc8//5xdvXqVxcbGsri4OIkHIXVNdaYcKPHHH38wJycnxufzWaNGjdiaNWuYWCxWQJQVO3XqFOvbty+ztrZmWlpazMDAgHl5ebGgoKByY0lMTGSDBw9mhoaGTF9fn/Xt25c9efJEqmPl5OSwsWPHMqFQyAwMDNjQoUNZSkqKxKX3/fr1Y9ra2iw7O7vC/fj5+TEtLS325s0bxhhjgwYNYjo6Ouzdu3cVbpOfn8+++eYb1qpVK2ZgYMD09PRYq1at2MaNGyXW+3DKAcaKp1v44osvmIGBARMKhczPz49dvnyZAZCYRsDX15fp6emVOXanTp1YixYtypTb2dlJzKSdl5fHZs6cyaysrJiOjg7z8vJi4eHhrFOnTqxTp04VvjZFqGxai/Jiqe65XDLlwOvXryXKZa1Lxhi7f/8+A8AEAkGl5wIhisJjrJw7dlZCT08Pd+/elaopmRBC5MHCwgJjxozBypUrlXbMI0eO4H//+x8uXbpEkycSQgBU44a9Xbt2VcmU/4SQj9P9+/eRm5uL2bNnK+wYH841JBKJsG7dOhgaGkqM+SKEfNxkHtPUr18/TJ8+HZGRkXBxcSkzELyicQqE1AXSTAUgFArlNp8RAVq0aIGMjAyFHmPy5MnIzc2Fp6cn8vPzcejQIVy5cgVLly6l/yUhhCNz91xl95yjgeCkrjt37lyVUwEEBQVxE/CR2mH37t1YtWoVYmJikJeXh8aNG2PChAmYNGmSqkMjhKgRmZMmQj5m7969w82bNytdp0WLFrCyslJSRIQQQpSFkiZCCCGEEClINRC8vNscVCQxMRGXL1+udkCEEEIIIepIqpamTp06ISUlBf7+/ujXrx+aNWsmsTw9PR2XL1/Grl27cPr0aWzbtq3WDggXi8V48eIFDAwM6GbEhBBCSC3DGENmZiasra0rHYddHVJ3zx09ehTr1q1DaGgo9PT0YGFhAW1tbbx79w7JyckwNTWFn58fpk+fDgsLC7kGqUzPnz+HjY2NqsMghBBCSA0kJibK/VY7Mo9pevPmDS5duoT4+Hjk5ubC1NQUbm5ucHNzk3tGV10bNmzAypUrkZycjFatWmHdunVo3769VNump6fDyMgIiYmJMDQ0VHCkhBBCCJGnjIwM2NjYIC0tTeJelPJQ5waC7927F2PGjMHmzZvh4eGBX3/9Ffv370d0dDTMzc2r3D4jIwNCoRDp6emUNBFCCCG1jCK/x9WjaUiOVq9ejYCAAPj7+6N58+bYvHkzdHV1sX37dlWHRgghhJBarE4lTQUFBbh586bE3eE1NDTg7e2N8PDwcrfJz89HRkaGxIMQQggh5EN1Kml68+YNRCJRmYHoFhYWSE5OLnebZcuWQSgUco/aPAg8p6AI9nOOwX7OMeQUFKk6HKX5GF93XX7Ndfm1SYvqoNjHXA8f02uvTa+1TiVN1TF37lykp6dzj8TERFWHRAghhBA1JPMNe9WZqakpNDU18erVK4nyV69ewdLSstxtBAIBBAKBMsIjhBBCSC0mVdI0Y8YMqXe4evXqagdTU3w+H+7u7jh79iwGDhwIoHiyyrNnz9KNNwkhhBBSI1IlTbdv35ZqZ+owg/aMGTPg6+uLtm3bon379vj111+RnZ0Nf39/VYdGCCGEkFpMqqQpLCxM0XHIzbBhw/D69WssWLAAycnJaN26NU6ePFmrZyknhBBCiOrVqTFNJSZNmkTdcYQQQgiRq2olTREREdi3bx8SEhJQUFAgsezQoUNyCYwQQgghRJ3IPOVASEgIOnTogIcPH+Lw4cMoLCzE/fv3ERoaKvd7vBBCCCGEqAuZk6alS5dizZo1+Oeff8Dn87F27Vo8evQIQ4cOha2trSJiJIQQQghROZmTpqdPn6JPnz4Aii/xz87OBo/Hw/Tp0/HHH3/IPUBCCCGEEHUgc9JkbGyMzMxMAECDBg0QFRUFAEhLS0NOTo58oyOEEEIIURMyDwTv2LEjTp8+DRcXFwwZMgRTp05FaGgoTp8+jW7duikiRkIIIYQQlZM5aVq/fj3y8vIAAPPmzYOWlhauXLmCQYMG4fvvv5d7gIQQQggh6kDmpMnExIT7W0NDA3PmzJFrQIQQQggh6kiqpCkjIwOGhobc35UpWY8QQgghpC6RKmkyNjbGy5cvYW5uDiMjo3LvMccYA4/Hg0gkknuQhBBCCCGqJlXSFBoaynXL1ab70BFCCCGEyItUSVOnTp24vx0cHGBjY1OmtYkxhsTERPlGRwghhBCiJmSep8nBwQGvX78uU56amgoHBwe5BEUIIYQQom5kTppKxi59KCsrC9ra2nIJihBCCCFE3Ug95cCMGTMAADweD/Pnz4euri63TCQS4dq1a2jdurXcAySEEEIIUQdSJ023b98GUNzSFBkZCT6fzy3j8/lo1aoVZs2aJf8ICSGEEELUgNRJU8lVc/7+/li7di3Nx0QIIYSQj4rMM4IHBQUpIg5CCCGEELUmc9KUnZ2N5cuX4+zZs0hJSYFYLJZY/uzZM7kFRwghhBCiLmROmsaNG4fz589j9OjRsLKyKvdKOkIIIYSQukbmpOnEiRM4duwYvLy8FBEPIYQQQohaknmeJmNjY+6WKoQQQgghHwuZk6bFixdjwYIFyMnJUUQ8hBBCCCFqSeakadWqVfjvv/9gYWEBFxcXtGnTRuKhCHFxcRg7diwcHBygo6ODRo0aYeHChSgoKJBYh8fjlXlcvXpVITERQggh5OMi85imgQMHKiCMyj169AhisRi///47GjdujKioKAQEBCA7Oxu//PKLxLpnzpxBixYtuOf169dXdriEEEIIqYNkTpoWLlyoiDgq5ePjAx8fH+65o6MjoqOjsWnTpjJJU/369WFpaansEAkhhBBSx8ncPQcAaWlp2Lp1K+bOnYvU1FQAwK1bt5CUlCTX4CqTnp5e7oD0/v37w9zcHJ9++imOHj2qtHgIIYQQUrfJ3NJ07949eHt7QygUIi4uDgEBATAxMcGhQ4eQkJCAnTt3KiJOCTExMVi3bp1EK5O+vj5WrVoFLy8vaGho4ODBgxg4cCCOHDmC/v37V7iv/Px85Ofnc88zMjIUGjshhBBCaieZW5pmzJgBPz8/PHnyBNra2lx57969ceHCBZn2NWfOnHIHb5d+PHr0SGKbpKQk+Pj4YMiQIQgICODKTU1NMWPGDHh4eKBdu3ZYvnw5Ro0ahZUrV1Yaw7JlyyAUCrmHjY2NTK+BEEIIIR8HmVuabty4gd9//71MeYMGDZCcnCzTvmbOnAk/P79K13F0dOT+fvHiBbp06YIOHTrgjz/+qHL/Hh4eOH36dKXrzJ07FzNmzOCeZ2RkUOJECCGEkDJkTpoEAkG5XViPHz+GmZmZTPsyMzOTepukpCR06dIF7u7uCAoKgoZG1Y1kd+7cgZWVVaXrCAQCCAQCqWIghBBCyMdL5qSpf//+WLRoEfbt2wcA4PF4SEhIwOzZszFo0CC5BwgUJ0ydO3eGnZ0dfvnlF7x+/ZpbVnKl3J9//gk+nw83NzcAwKFDh7B9+3Zs3bpVITERQggh5OMic9K0atUqDB48GObm5sjNzUWnTp2QnJwMT09P/PTTT4qIEadPn0ZMTAxiYmLQsGFDiWWMMe7vxYsXIz4+HvXq1YOzszP27t2LwYMHKyQmQgghhHxcZE6ahEIhTp8+jcuXL+Pu3bvIyspCmzZt4O3trYj4AAB+fn5Vjn3y9fWFr6+vwmIghBBCyMdN5qRp586dGDZsGLy8vODl5cWVFxQUICQkBGPGjJFrgIQQQggh6kDmKQf8/f2Rnp5epjwzMxP+/v5yCYoQQgghRN3InDQxxsDj8cqUP3/+HEKhUC5BEUIIIYSoG6m759zc3LgJJ7t164Z69d5vKhKJEBsbK3F/OEIIIYSQukTqpGngwIEAiuc+6tmzJ/T19bllfD4f9vb2CptygBBCCCFE1aROmhYuXAgAsLe3x7BhwyRuoUIIIYQQUtfJfPVcyWX9N2/exMOHDwEALVq04CaVJIQQQgipi2ROmlJSUjB8+HCcO3cORkZGAIC0tDR06dIFISEhMt9KhRBCCCGkNpD56rnJkycjMzMT9+/fR2pqKlJTUxEVFYWMjAxMmTJFETESQgghhKiczC1NJ0+exJkzZ9CsWTOurHnz5tiwYQN69Ogh1+AIIYQQQtSFzC1NYrEYWlpaZcq1tLQgFovlEhQhhBBCiLqROWnq2rUrpk6dihcvXnBlSUlJmD59Orp16ybX4AghhBBC1IXMSdP69euRkZEBe3t7NGrUCI0aNYKDgwMyMjKwbt06RcRICCGEEKJyMo9psrGxwa1bt3DmzBk8evQIANCsWTN4e3vLPThCCCGEEHUhc9IEADweD927d0f37t3lHQ8hhBBCiFqSuXsOAM6ePYu+ffty3XN9+/bFmTNn5B0bIYQQQojakDlp2rhxI3x8fGBgYICpU6di6tSpMDQ0RO/evbFhwwZFxEgIIYQQonIyd88tXboUa9aswaRJk7iyKVOmwMvLC0uXLkVgYKBcAySEEEIIUQcytzSlpaXBx8enTHmPHj2Qnp4ul6AIIYQQQtSNzElT//79cfjw4TLlf//9N/r27SuXoAghhBBC1I3M3XPNmzfHTz/9hHPnzsHT0xMAcPXqVVy+fBkzZ87Eb7/9xq1L96IjhBBCSF0hc9K0bds2GBsb48GDB3jw4AFXbmRkhG3btnHPeTweJU2EEEIIqTNkTppiY2MVEQchhBBCiFqr1jxNhBBCCCEfm1qTNNnb24PH40k8li9fLrHOvXv38Nlnn0FbWxs2Njb4+eefVRQtIYQQQuqaat1GRVUWLVqEgIAA7rmBgQH3d0ZGBnr06AFvb29s3rwZkZGR+PLLL2FkZISvvvpKFeESQgghpA6pVUmTgYEBLC0ty10WHByMgoICbN++HXw+Hy1atMCdO3ewevVqSpoIIYQQUmO1pnsOAJYvX4769evDzc0NK1euRFFREbcsPDwcHTt2BJ/P58p69uyJ6OhovHv3ThXhEkIIqSaxmKFIJFZ1GIRIqFZL08WLF/H777/j6dOnOHDgABo0aIC//voLDg4O+PTTT+UdI4DiOZ/atGkDExMTXLlyBXPnzsXLly+xevVqAEBycjIcHBwktrGwsOCWGRsbl7vf/Px85Ofnc88zMjIUEr+inX7wCguPRnHPs/OLoMuvVQ2JUhGJGY5HvsTzd7nIyi/EhrCn0NLkccsz8grr5OsuLexRCr7aGaHqMBQi8nk6jke+4J6/zsyHXf26/f8sKBJjb0Qijt5JQv/WDWBlqI2V/0Vzy99mFUDXpG7XwYeCLsfix38eVL1iHXQjLhWHbj3HiciXXBljTIURKU6RSIw/Lj6DBnhVr6wmZH4nHjx4EKNHj8bIkSNx+/ZtLuFIT0/H0qVLcfz4can3NWfOHKxYsaLSdR4+fAhnZ2fMmDGDK3N1dQWfz8fXX3+NZcuWQSAQyPoyOMuWLcOPP/5Y7e1VJb9IhJUno3HxyRu8zc7Hm6wCieX3X2Sgs5O2iqKTv8y8QqTlFGLm/ru4HpsqsaxQ9P4DJe5NDiwNdZQdnsK8zszHjbhUTAy+BQBwMNVD7JtsFUclH2k5BYhOzsS95+n46fjDcte5Gf8OdvX1lByZcmTkFWL5iUfYfS2BK7sRV7ZV/NHLDNiY6CozNKXLLRChSCzGsXsvMedQpKrDUYmYlEys/C8a/91/VWaZuA7lTGIxw7ucAtyMf4ev/rqp6nBkJnPStGTJEmzevBljxoxBSEgIV+7l5YUlS5bItK+ZM2fCz8+v0nUcHR3LLffw8EBRURHi4uLg5OQES0tLvHolebKVPK9oHBQAzJ07VyIhy8jIgI2NjZSvQPnEYobbiWmYue8O4t7mSCwz0qmHtNziLsu68sMkPacQk/bcwsUnb8osa2Ckg6S0XNia6CAhNVcF0SlOboEIo7ddQ0S85JdobU2YEt7m4NuDd3H1WXHCa2EoQGp2gUTCWx6N2vMDVGrXnr3FL6eiy02QgOLXPKhNQ+y/+RwAUEfeymXEvsnG2jOPEfsmG3efl3/f0q7O5gh9lKLkyJTr8atMvMnMh/+OG8gvKr87sq60NOUXiTB2RwQuxZT9PK8tZE6aoqOj0bFjxzLlQqEQaWlpMu3LzMwMZmZmsoYAALhz5w40NDRgbm4OAPD09MS8efNQWFgILS0tAMDp06fh5ORUYdccAAgEghq1VCnT3hsJmH1Q8ldYG1sjfNbEDBaG2hjQ2gotFp4CALBa+lHLGIOYAeFP3+L84xTsDI8v80ES5N8OXZzMuec5BUVovuA/bvva7N97L3Dk9gtcffYWWflF5a7z82BXWBgI4Bt0Q8nRye7e8zT0X3+5TPmrjPwyZQ6mepjRvSm6OJmh5Q8l53HtcicxDfoCTUQlZWDxvw9gZaQNJwtDmBsKoC+oJ9HtBgD6gnr4rnczDGnbEFqaGniXXYD8IjEMdeq9T5pq+TldWnZ+EeYeisTRuy8qXW9G96aY3LUxbsa/q9NJ09aLz7Dk2PtWVmNdLWzzawc3GyMkp+fBc3kogNr3PviQSMyQWyjCuD9vcD+cAMDRTA8/DXSBrkATA8r5nFBHMidNlpaWiImJgb29vUT5pUuXKmwVqqnw8HBcu3YNXbp0gYGBAcLDwzF9+nSMGjWKS4i++OIL/Pjjjxg7dixmz56NqKgorF27FmvWrFFITMq243Isfvigj398p0aY08uZe55TUOpLtha9y84+fIVrsan4+05SuV+m/HoamObdBANaNwBfUwNmBhUnubXoZUsoKBJj5v67+OeDLxO/DvaY08sZ2lqaYIyBxytuernw+LUqwpTJ7msJ+O6wZJKvy9dE9+YWMNUXYFCbhmhmZcC9phKlz+PakC88fZ2FWfvv4nZCWpllb7MLEJVU/jjJ0Z/YIbBLY1gK33ejG+sVX8giUQfyDVfpGGPYEBaD/TefI/6D1nEAmNSlMdo7mMDaSBsNjHShw9fklmnw6mBTI4pbXjuuDJMoc7IwwKqhrdCygbC4oNRLrw3vgxLpuYVY/O8DRMSl4kVaHswNBXj+7n1PQD0NHhb2a44uzuZoaFzc7Rz/tva0oMucNAUEBGDq1KnYvn07eDweXrx4gfDwcMyaNQvz589XRIwQCAQICQnBDz/8gPz8fDg4OGD69OkS3WpCoRCnTp1CYGAg3N3dYWpqigULFtTq6QYYYzgW+RLH7r3EiahkrvzoJC9YGGrDwrDiMUvq/h7LzCvE2jNPcOROUpnxWKVZC7VxYmpHCHW1pNpvbfpwKZGYmoOAnRF4lJzJlbWzN8a6EW0kvlBLJxfq3G2VnV+EzeefYkNYDFfW2ckM233bQUPGwNW5xTQtpwC+269X2LUEAD2aW+BWQhreZL3/MfDftI5wsjSocJsy1LcKqpSdX4RPlp1FZp5kq2kDIx0s+V9LfNbYFPU0K76Iuy7mTHFvstH5l3Pc8+HtbLB4YEtofVAPpd8q4lrywZaWUwC/oBu4k5jGlZVOmABg1dBWGNC6gURZbUqOZU6a5syZA7FYjG7duiEnJwcdO3aEQCDArFmzMHnyZEXEiDZt2uDq1atVrufq6oqLFy8qJAZlepddgJn775bbLB31Y0/oC6r+t6nze+xcdAq+OXAPrzPLtioBgE8LSyzo1xwmenxoa2mWu05FaktXRpFIjJP3k7H5/FM8TclGbqEIunxNrBvhhm7NLKrcXl0/Y9JzCuEbdJ370LQ01MbpGR1hoC1d0vshdR0AG/roFb7cIXkF40gPW3zepgHs6utBX1CPO3dFYoas/CIIdapbB2paCRVIzy2EoJ4GTkYlY9reOxLL/L3sMaFTI5hX8oOvNHU9z6vr/ot09PntEvd8eDsbLPvcpUxrK4Byy9SNWMwQ/uwt5h+JwrMPxluO9LCFtZEOLj55DX49TVgYCDClW5NyL2oo/UrV/TNc5qSJx+Nh3rx5+OabbxATE4OsrCw0b94c+vr6iojvo5FXKMLVZ2+xPjSmzODfphb68O1gj0FtGkqdRKjjifcyPRdLjz/Cv/decEmdp2N9BHR0QBcnc7l8SKjfqy4rKikds/bflWhZsjAU4MD4DjJcJaVeH6jxb7Mx9s8IxKRkcWW9Wlri58Gu1U6YAPU7j9NzC+EfdB23SnXFudkaYYd/+wqTIk0NXrUTJkC9fwB96PfzT/Hzf9EQlcp2DbTrYcnAlmVaF6TBU7PzXBbJ6Xk4ejcJHg71YaLHx6ht1yS6J3d+2R4dm1Y8plcykVBgoNWQnluI4GvxOHrnhcTnWInFA1ti9Cd2AIDALo2r3F/pz351/aFUotqTf/D5fDRv3lyesXyUGGPYGR6PhUfvl1nWxFwfm0a5o7G57Ampupx3b7PyEXwtAdHJmThWat6Rga2tsWhgSxjW4Au1POr24VIip6AI+24kYuul2DLN1Z2dzLD8c1eJrriqqNOP0H0Rifj2wD2JspWDXTGkrfpehVodKRl56Lb6PNfV5GxpgI0j28DRTLE/GNX0lAZjDM/f5SL+bQ5aWBvi5/+ised6gsQ65gYCBI/zQBMLGbojS1Oj81xadxPTMPT38AqvhLM10cWRQC+Y6PHLXV6i9HtcHbqpGWOYeygSxyNfIuOD7tYW1oZoZWMElwZC/M+tgcw9BHW6pSk7OxvLly/H2bNnkZKSArFY8sR49uyZ3IKr605GJWP8Lsl5Kro6myOwSyM0szKs0SSN6nDiJaXlYsQfV5GQ+v7XVcmvzv6trBXS/KwOrzslIw8Lj97Hy/Q86Ghp4tmbrDID3PX4mjgxtSNs61dv/h11GQNwLjoFcw6+T5i8m1lgzbBWNWpdKk2V/84ikRgR8e/wJCUL849ESSzb8EUb9HG1Ukoc6nBOlygSifH3nRdYevwh3maXPxZxpIctWlgL4dmoPhxMazbHljqP3ftQSmYe/INu4P6L8gf+6/E10bOlJZZ/7gp+vapvxlG6lU2Vp4BIzBCTkoWev14os8ynhSW+692s2p9jJSQTRPUm87fyuHHjcP78eYwePRpWVla1ot9VHS0/8Qibzz/lnrs2FGLp/1zeXzlRQ6o68QpFYtx7noa9NxKxL+I5V26ix0eP5haY7ePMXSGkCKp+w6XnFGLYH1crnE+pVUMhPm/TEGM87Wr03lH1uy4xNQfLTz7CiciXEDOglY0RDk3oAE05f8upYjxPTkERlp94hJ3h8eUu/3fyp3J7n0pD1ed0ifwiEQKDb+PMw7KTLwLFV0auHe6G7s2rHpMnPVWf6ZUTiRlWnHyEv8LjkVsokli29H8uGNHeBrFvsqHD14SVULZJd3lqMBA8r1CEwZuvSFwBaldfF3996QFzQ4HMLUoVqkVXCsqcNJ04cQLHjh2Dl5eXIuL5KBy9+wK/X3ifMO0f74l29iZyPYYyf50yxvD3nRfYcSVO4qoJoHg8x9+BXkr7klHVh0tGXiFWn3qMHVfiJMo/d2uAT5uYIiE1B/5eDjUa21Kaqn6r5BQUITD4FsKi30958GljU2we7S73hAlQ7gfo6QevsOlcjMR4pdLs6uti/9eeUg9ilhdVd83kF4kQk5KF7w5H4e7/v78NtOvBWqiD7s0tMKFzI1yLfYu29iZy725Xt9/kYjHDmjOPsed6QoVX/X7d0RGzfZy5K0Wr232rytaX8qZEAIBvejpJNUZJVuqQIEpL5qTJ2NgYJiby/YKvy0rGLP15Ja7M1QXdnM2x1betgrqp5L7LcuUUFMF3+/VyZzfu38oaE7s0grOloXKCAZT+6fImKx/Ljj/CyaiXyC54/0tz11gPeDWur7CWWGUPkC0UibE+NAZrzz6RKJ/t44wJnRsp7LjK+ndODbmNv+9IzpFlqi/AxpFt0N7BRGKOLGVT5XfIgxcZGLn1Kt7lFAIAtDR5+H20O7o6S7YmffhcXtQpZyooEqPb6nNILOfuA2YGAiwe0ALudiaVziMnC1V1zz14kYHR265JlH3dyRHf9HCqdHqImlCn/3NVZE6aFi9ejAULFuDPP/+Erm7dvh9STaRk5MF/R8X92wNbW2PZ564K+yBW9JvsTVY+/rwSh3/uvpC4nUsfFyu0dzCpcfdTdSnz++Xas7f4Yus17kohI10tNDLTx4zuTeHV2FShx1Z21f507KFEK9pID1ss7NdCqrEZNaKEf+jJqJdcwsSvp4H5fZphgFsDiVYTVQ5DUHbO9C67AN3XXEB9PT6iX0leGTW3VzOFJUjlUYcbud5OeIf/bbwiUdbX1Qr1NHh4m12Anwa61HhMT3kkTjkFnwSMMRy8lYRZ++9KlDe10Mf+rztIPU9edZUeo6nmDU2yJ02rVq3C06dPYWFhAXt7e+6WJSVu3bolt+Bqo7xCEVacfISgy3ES5Y5merA10YWJLh/ezS3Q20Wxg0gVdd5FxKXiwM3nCLmRyJUZaNdDkF87tJVzF2N1KPIN9+x1FrZcfIY91xMlyrW1NDCrhxP8vRwU0kVVHmV9h7/JysfgTVe4xPh/bg0ws0dTbiZfRVPk/zM9txCTdr+/r+EnjiYI+cpTcQesJmV9ifx9JwlrzzzBq4w8ZBeIuAk529kbY8UgV9iY6JaZgFHRVN09tzM8Dgv+lryyeX7f5hj7qYPCj62sKQeKRGIE7IyQ6HJvYq6P7X7tlHajaHW7UrAyMidNAwcOVEAYdcPdxDRM33cHz16/74ZrYW2IjSPbKP1O7fIe08QYw6pTj7HhXIzEG7i1jRF+7N8CrWyM5Hq86lLEG44xhv0Rz/HtwXtlltXT4OHCN12UPs5FWd1zi/99wCVMiu6KK4+i/p834t5hzqF73HvVycIAO7/0kPux5EHRXyKMMXx74B53r7sS7nbG8PeyRx8X1V3wo4p5mt5lF2DFyUcSPwwBYGLnRpjSrYn8Bj9XQaL1RUHHOHU/GV/9VXwFdz0NHswMBBjWzgZTujaRefb+mlCXKwWlIXPStHDhQkXEUes9eJGBARuKbziopcnDkoEtMcTdRqknXmnlzxBSPSmZeRi4/jJepOcBABqZFc94vLB/C7SxrfhmyKog7zfcjbhUrAuNKXOvN1N9AWb2aIoh7g0V1s9fGUV/hxUUifHd4Uiu2+rrTo5KT5gA+f8/84tE+OHoA4n5hJpbGWKHfzvFdzVWkyIn+7vw+DWm770jMX3AZ01MsbBfczQ2r+bcSnKkrFytUCTGL6eisT/iOVI/mEpBqKOFC990UXgX1YckWl8U8CN43pEo7L72/n3w82BXfN6moVyPI606PRCclPXsdRZ6//b+9i3bfNtVOtOrctT8xHuTlY/xf92UmKF8RHtbLP1fS7WdakJeHy7ljWP4rIkp1gxrDVN9+Qz0rAlFVn9+kQj91l3C41fFs3t/3qYB5vZqprgDVkKeH59h0SnwD7rBPW9nb4zZPs5q0a1cGXl/Yf51Nb7MvFNA8Y1zZ/V0kuuxakoZHzPxb7MxY99d3Cz1OWdhKEB7h/qY2q1JtSYXlgeeglqa8gpFmL73jsT9TKuanVyZ1DtlqkbSJBKJsGbNGuzbtw8JCQkoKJDMylNTU+UWnLoTixk2nX+Klf9Fc2XXvutW6Y10laUmn7NiMcOh25KDAnX5mgjs0lghl5vKkzzecEduJ0ncM6uzkxm+6uiIDo0UO7hbFopKWotEYkzcdYtLmHq7WOLnQa4KOZY05JEviMUM3x2OlOhuWfo/F3zhYVvzndcyh28/L5MwmeoLsCegBrN2K5Aif5wVicSYse8ujt59f9WkLl8Tg90bYn7f5kofv1UZebS+nIh8iQnBkmOO/TrYY2G/5ir/ESzvgeD7IxKrXqmaZE6afvzxR2zduhUzZ87E999/j3nz5iEuLg5HjhzBggULFBGjWnqRlosOy0Mlyv78sr1aJExA9ZMHsZjh24P3cOD/xzfo8TUxu5czhrWzgaCecvrya6SGb7j1oU/wy6nH3POOTc2ww799DYOSP0V8xCW8zcG4nTe4hOn7Ps0w9lMHlX6g1vTLIq9QhOYLTnJdXO3tTbD085Zq0fUkLXk1NMW9yca8w+8TJr6mBr7p6YQvPGyhJ8VNwFVBUWdeQZEYPr9e4KaBcbY0wKZR7jWewVxhangOnIySTJg0NXhYP8INvRR8QZK05Hml4P6IRCz+90HNdlIJmd8pwcHB2LJlC/r06YMffvgBI0aMQKNGjeDq6oqrV69iypQpiohTrSSm5sA36Dr3vL2DCbb7tYO+Gn3wVOeDljGGH/+5zyVMLawN8cuQVmhmpcR5lmqouoNmM/MKMTXkDkIfpQAAHEz1cHLaZ2qbKMozjykSibHo3wfcDNiCehpY9rmLysY3lFaTz8/YN9kYuOEylzCN8bTDogEt5RKXMsljIDhjDEuPP0ROgQjtHUywe5yHSsbiyUre+Xp6biF+PvkIwaXG8pjqC7D3a0+5TTyrCDU5A95k5WPuoUju+fov3NDZyVytvq/k9W9e8u8DbL0Uq9BxgDLXWnJyMlxcXAAA+vr6SE9PBwD07dsX8+fPl290akYkZjhyOwkz/7/bykC7Hn4f5Y4OCp6Tpzqq8wv9r6vx+DM8HjwesHpoK/zPTfVfmrISV2ME/IMXGdyYNA0e0NzaEIcneqlV83xZ8vmYySsU4bvDkTh0K4kr2/u1J1qrydWQ1W1myS0QYeyfN5CeWzwp46eNTfFj/xbyjExpqnNOl3Y55g1Gbn0/WeFsH8VNUihv8rzH4vN3OfALuoGYlOKWVF2+Jn4Z0krh07/IQ3VbGxljmHPwHt7lFKKZlSGOTlLPz7XSrdnVSXiKRGJMCbmN45HF47S6OJthp7yC+4DMSVPDhg3x8uVL2NraolGjRjh16hTatGmDGzduQCBQ/QBZRbny9A0m7LrFfQgbatfDqemdZLozvTLJet6tO/sEq04Xd0tN6NSoViZMgGyvWyxmGLHlKq7Fvh+HF/KVJ9o7qPfAYEA+NzItPXZLgwdM7NwYk7o2Vtol1dKo7g/GXVfjuekEjk/5DM2ta09r6YeqUwdPXmViXWiMxHgdAJjVoync7dT//C4hj5QpJTMPy44/womol8grFMPCUIAR7W0xpK0NGhjJdj84VZH1R3BOQRF2XIlD8NUEJKXlQlODh5WDXdUyYQIkP89kvfAhO78I7X86w92RwdxAgN+Gu2HneHlG+J7MSdP//vc/nD17Fh4eHpg8eTJGjRqFbdu2ISEhAdOnT1dEjCo399A9iQkNe7tYYtxnjmqbMAGynXjbLsVyCVOP5haY1UO9rqCRhbSv+21WPgJ2RkjcZ2y7X9takTABNZ+/Zl9EIr49UDzvlIkeHz8NbKk24xtKE1fjZ2fk83SsOl18ccayz11qdcIEQKasKaegCF//dZObsLO0Ie4NMbGzel/IUUYNs6bI5+not/4S99zRVA+7xnnAupYkSyVkeRdEJaVjxB9XkZlfxJWN+8xBqTeZllV1rxS8/yIdP5+M5hKmL70cML9vM2RmZlaxZfXJnDQtX76c+3vYsGGws7PDlStX0KRJE/Tr10+uwanavedp2HM9kUuYmlkZYv0XbmhUzRswqqPzj19zg+aaWxnitxFuKptbSh6kecO9TM+F5zLJQfxhszqr7yDQclT3PxSTkolBm8K5FlPvZhb4Y7S72v7PZfkAzS8S4cd/HnBzz3g1ro9BajAuq6akrYOopHT0XXepTLl3Mwv8rqAbKitadX8ciMUMQ34Pl5hGYMUgFwx2t6mV9SDtj8FCkRgLj97nEiZTfQHGeNphkppf9VyatL/3rzx9A7/tN1AgKu6/VtbkuzIlTYWFhfj6668xf/58ODgUTyP/ySef4JNPPlFIcKp0N/EdAkIeIK+w+B8i1NHCgfGeanuVyYekOfEevMjAxF3Fs8H2drHEhi/aqPzS05qqbNDsw5cZ2HsjEQdLzXwcPM5D4feJU4Tq/JuiktLx9V83uYSpV0tL/DKkldomTID0H6AxKZnwXn1BomzTKHe1nbBSJlLUQVRSOv638TL33NfTDhO7NFabq3mrqzrneaFIjJFbr0kkTAcndIC7nXpNxCsLad4HpceuaWnycHTSp7XqIp4S0lz4EJ2cia933kSBSAxBPQ38PNgVA1o3UEJ0MiZNWlpaOHjwYJ0f8A0AI7deh4ZAFy2sDRHYpTF6trCsVb9QquoDPx75ErMP3EN2gQitbYywakjrWp8wARV/uPx9JwnT996RGGS4eZR7rUyYANkHyF54/BoTdt3kmrFryzxFVX18Rj5PR1h0CjaExXBl2loauPhtV4kb7tZmVb2XT0a9xPhd7y8n3x3goVZzitWE5Pw9VX+ZZuQVwvWHU9xzN1sj/D7aHeYGtTt5rExqdgF8fr2AlMziewVq8IANX7SplQkTUHWCeDcxDX5B15GZX4T2DibY+WV7pY7DrNa9544cOVJnxy+V5miqh71fe6rVpZnSqujE+/DmjE4WBvhjjDt0+Ooz+LcmPnzZeYUizNx3F8ciXwIonndq7GeOGPeZQ535Uq1KVFI6Ju2+hewCETwd62PTqDYw0uWrOiypVPZFef7xa3y54wZE/58J83jAH6PbontzC2WFpxSVfYcsO/EQv59/xj3f8EWbOpMwAZLd0FUNb3v2OgsrTj7inn/fpxnGfeaomMCUrLzEmTGGq89S8dVfEcjMez9+ad/Xnmo/y31lKkuasvKLMH3vHbzLKYSThQF+H+Wu9AtXZM4GmjRpgkWLFuHy5ctwd3eHnp7kOJC6Mk9TfT0tHA70qpUJE1DxB+2q04+5hKmvqxVWDHKtNV2O0vjwDfdXeDyXMLWxNcLerz3V9goSWUjb0HTkdhJmH7yH/CIxWjUUIsi/nVpdHVeV8j5A8wpFWHHyEXZdjecSJu9m5pjTy7lWTVoprfLqgDGGgJ0ROPOweF6x1jZG2B3gAV1+3XkvA9Lff+30g1f46q8Irq5+G+GG/q2sFRyd8nz40kVihjHbr+FyzFsAxfU028cZX3o51Pou6Yq658Rihhl77+DZm2xYGAqw72tPpd8PEKhG0rRt2zYYGRnh5s2buHnzpsQyHo9XZ5Km8992haEaT3ZWpQ/OuyKRGDP33+VuwLpysCsGuzesE11ypZV+w+24HIufjj8EAIz6xBaLB6jvPfNkVdnrYIzh/osM7ItI5CasbG5liJ1jPWpVwgRI/j/FYoZVp6OxIewpV9be3gR/ftm+zrSUlufDL5GUjDx0X3OBG5s2sLU11gyrG93rlfnwq7RIJMb1uFTMPRSJ+Lc5XPnvo93Rs4WlcoNTsNKv/cmrTIzZfh0v//8G6p84mmDtcLdaP36tRHm5ceH/95Cci34Nfj0NbBrlrpKECahG0hQbG6uIOIiclT7xMvMK0XnlOe5O5uM7NcKQtjYqikyxxKz4V1hg8C2cvF880ZmThQHm91X9/ZXkqaLhdYmpORiz/Tpi///2EEBxl+T+WnQRQ2kl53F+kQjfHrjHJf1A8XiVnWOVO55BFUp3Sz19nQW/oOtcwmSgXQ9LP3epU+d2abxSjSalP9PEYoaBGy8jKimDK/vE0QQ7v/So9S0t5WFgKBKJ8VtoDH47+4Qrn+bdBFO7NalT///SXZFJabkYujkcSWm5XNmKQS5oY6u6Qf01+hQtaS5V9D/s3Llz6NKlS7nLrl+/jnbt2iEuLo67oq+08PDwOnl1X1VKfp0WFIkxatt1LmFaMrAlRn1ip8rQFKpIJMaUPbe5hMnZ0gD/TP60TnTJlVbepdiXnrzBqG3vZ37W1ODhE0cTbPOtXV1ypZUkDMuOP+ISprZ2xtgypi2M9WrHuKwaYwyMMRyPTMZ3hyORnlsIS0NtzOvTDH1drerUF+aHJMc0FZ8MhSIx1oXGcAmTlVAboz6xw8TOjepsXRSJGb7+6ybO/v9tngDg0MQOKk0eFIWx4tzijwvPsOzEI4llvwxR/Z0qqpU0bdu2DWvWrMGTJ8UZb5MmTTBt2jSMGzdOrsGV6NChA16+fClRNn/+fJw9exZt27aVKD9z5gxatHh/u4T69esrJCZ1x1jxr/PPN17B/RcZqKfBw84v26vlLV/kacm/D7krxEa0t8HS/9XNX+EfvqSTUckYv+t9d/mmkW3Q2cm81ndbMTCM3naNm6xx7fDWSru0WF2EP3uLxccecs+thNo4PNFLrSfXlZcP37vPXmdh+t47uPu8+PZd4zs1wpxezqoITal++Ps+biemAQA8HEywaZQ7TOrwj4YpIXfwT6nZ7Ae2tsbsXs6wEqp+UlKZk6YFCxZg9erVmDx5Mjw9PQEUt+ZMnz4dCQkJWLRokdyD5PP5sLR830ddWFiIv//+G5MnTy7zpqpfv77Euh+rv++8wC+nopHx/1dVTOnWpM4nTACQXSACjwdM7toE073rVrN1aaVf1fzDUTh4+/294+b3ba6Ws3tXx69n3ndFBHzm8NElTAC4wd4A0MBIB9v92n0UCRMgeZ77/HqRu6xeqKOFb3o61elW89JuJ6aB9/9TCdSGe+XVxLidN5CQWtwd1/z/J5R2VKMJpWVOmjZt2oQtW7ZgxIgRXFn//v3h6uqKyZMnKyRp+tDRo0fx9u1b+Pv7l1nWv39/5OXloWnTpvj222/Rv39/hcejjm4mvJ/Ybbp3U0zp1kSF0SjX8HY2mNG9qarDUKjSyWBJwtTewQS/DXerk1+ofh3s8V3vZqoOQ2V0tDSxcWQbdHE2V3UoSlV6nqaShKm9gwlWD22Fhsa6qgpLJYa4N6zzCRMALmHq42KF9V+4qd0PX5mTpsLCwjJdYgDg7u6OoqKicraQv23btqFnz55o2PB936a+vj5WrVoFLy8vaGho4ODBg9ycUpUlTvn5+cjPz+eeZ2RkVLhubbT3q0/g4fhxdVHO/Qi+XEtPtGphKMCvw9zg2ahu/p//GtsenzUxU3UYKnXje+9aO/1JTWiUGoroZGGAnwe7opWNkcriUaVZPWvvPUFl9VVHR8zxcVa7hAkAwGQ0adIkNn369DLlM2fOZBMnTpRpX7Nnz2YovpqywsfDhw8ltklMTGQaGhrswIEDVe5/9OjR7NNPP610nYULF5Z73PT0dJlei7o4dT+Z9Vxznv179wUTi8WqDkdpQh++YsN+v8KiktJUHYrSfHfoHpt76B57l52v6lDk7mZ8Khu86TL79+4LVYeiMlefvmHj/rzBEt5mqzoUlVpx4iGbc/Aeyy8UqToUpdsQ9oSN+/MGe5Weq+pQFG5D2BPmH3Sd3Uus+Wd4enq6wr7HeYxVPTf9jBkzuL+LioqwY8cO2NraclelXbt2DQkJCRgzZgzWrVsndcL2+vVrvH37ttJ1HB0dwee/H/C2ePFirFu3DklJSdDSqnyehg0bNmDJkiVlBpGXVl5Lk42NDdLT02FoWDunoSeEEEI+VhkZGRAKhQr5Hpeqvff27dsSz93d3QEAT58WTzJnamoKU1NT3L9/X6aDm5mZwcxM+mZ3xhiCgoIwZsyYKhMmALhz5w6srCrvAxYIBBAIBFLHQAghhJCPk1RJU1hYmKLjkEpoaChiY2PLndrgzz//BJ/Ph5ubGwDg0KFD2L59O7Zu3arsMAkhhBBSB9WqkYXbtm1Dhw4d4Oxc/rwcixcvRnx8POrVqwdnZ2fs3bsXgwcPlukYJb2VdW1AOCGEEPIxKPn+lmL0kcykGtNUWl5eHtatW4ewsDCkpKRALBZLLL9165ZcA1S2Z8+eoVGjRqoOgxBCCCE18PTpUzg6Osp1nzK3NI0dOxanTp3C4MGD0b59e/W8JLAGTExMAAAJCQkQCoUqjqZ2KxlUn5iYSIPqa4jqUn6oLuWH6lJ+qC7lJz09Hba2ttz3uTzJnDT9+++/OH78OLy8vOQejDrQ+P+JQYRCIZ24cmJoaEh1KSdUl/JDdSk/VJfyQ3UpPxoa8r/nqMx7bNCgAQwMDOQeCCGEEEKIOpM5aVq1ahVmz56N+Ph4RcRDCCGEEKKWZO6ea9u2LfLy8uDo6AhdXd0y8yWlpqbKLThVEAgEWLhwIc3dJAdUl/JDdSk/VJfyQ3UpP1SX8qPIupT56jlvb28kJCRg7NixsLCwKDMQ3NfXV64BEkIIIYSoA5mTJl1dXYSHh6NVq1aKiokQQgghRO3IPKbJ2dkZubm5ioiFEEIIIURtyZw0LV++HDNnzsS5c+fw9u1bZGRkSDwIIYQQQuoimbvnSuY9+HAsE2MMPB4PIpFIftERQgghhKgJmVuawsLCEBYWhtDQUIlHSVlttmHDBtjb20NbWxseHh64fv26qkNSez/88AN4PJ7Eo/S9AfPy8hAYGIj69etDX18fgwYNwqtXr1QYsfq4cOEC+vXrB2tra/B4PBw5ckRiOWMMCxYsgJWVFXR0dODt7Y0nT55IrJOamoqRI0fC0NAQRkZGGDt2LLKyspT4KtRDVXXp5+dX5jz18fGRWIfqstiyZcvQrl07GBgYwNzcHAMHDkR0dLTEOtK8rxMSEtCnTx/o6urC3Nwc33zzDYqKipT5UlROmrrs3LlzmXNz/PjxEutQXQKbNm2Cq6srN/mnp6cnTpw4wS1X2jnJCGOMsZCQEMbn89n27dvZ/fv3WUBAADMyMmKvXr1SdWhqbeHChaxFixbs5cuX3OP169fc8vHjxzMbGxt29uxZFhERwT755BPWoUMHFUasPo4fP87mzZvHDh06xACww4cPSyxfvnw5EwqF7MiRI+zu3busf//+zMHBgeXm5nLr+Pj4sFatWrGrV6+yixcvssaNG7MRI0Yo+ZWoXlV16evry3x8fCTO09TUVIl1qC6L9ezZkwUFBbGoqCh2584d1rt3b2Zra8uysrK4dap6XxcVFbGWLVsyb29vdvv2bXb8+HFmamrK5s6dq4qXpDLS1GWnTp1YQECAxLmZnp7OLae6LHb06FF27Ngx9vjxYxYdHc2+++47pqWlxaKiohhjyjsnq5U0XbhwgY0cOZJ5enqy58+fM8YY27lzJ7t48WJ1dqcW2rdvzwIDA7nnIpGIWVtbs2XLlqkwKvW3cOFC1qpVq3KXpaWlMS0tLbZ//36u7OHDhwwACw8PV1KEtcOHX/RisZhZWlqylStXcmVpaWlMIBCwPXv2MMYYe/DgAQPAbty4wa1z4sQJxuPxWFJSktJiVzcVJU0DBgyocBuqy4qlpKQwAOz8+fOMMene18ePH2caGhosOTmZW2fTpk3M0NCQ5efnK/cFqJEP65Kx4qRp6tSpFW5DdVkxY2NjtnXrVqWekzJ3zx08eBA9e/aEjo4Obt26hfz8fADFN8hbunSprLtTCwUFBbh58ya8vb25Mg0NDXh7eyM8PFyFkdUOT548gbW1NRwdHTFy5EgkJCQAAG7evInCwkKJenV2doatrS3VaxViY2ORnJwsUXdCoRAeHh5c3YWHh8PIyAht27bl1vH29oaGhgauXbum9JjV3blz52Bubg4nJydMmDABb9++5ZZRXVYsPT0dwPubmUvzvg4PD4eLiwssLCy4dXr27ImMjAzcv39fidGrlw/rskRwcDBMTU3RsmVLzJ07Fzk5OdwyqsuyRCIRQkJCkJ2dDU9PT6WekzInTUuWLMHmzZuxZcsWidnAvby8cOvWLVl3pxbevHkDkUgkUZkAYGFhgeTkZBVFVTt4eHhgx44dOHnyJDZt2oTY2Fh89tlnyMzMRHJyMvh8PoyMjCS2oXqtWkn9VHZOJicnw9zcXGJ5vXr1YGJiQvX7AR8fH+zcuRNnz57FihUrcP78efTq1Yu7cIXqsnxisRjTpk2Dl5cXWrZsCQBSva+Tk5PLPXdLln2MyqtLAPjiiy+wa9cuhIWFYe7cufjrr78watQobjnV5XuRkZHQ19eHQCDA+PHjcfjwYTRv3lyp56TMt1GJjo5Gx44dy5QLhUKkpaXJujtSy/Xq1Yv729XVFR4eHrCzs8O+ffugo6OjwsgIeW/48OHc3y4uLnB1dUWjRo1w7tw5dOvWTYWRqbfAwEBERUXh0qVLqg6l1quoLr/66ivubxcXF1hZWaFbt254+vQpGjVqpOww1ZqTkxPu3LmD9PR0HDhwAL6+vjh//rxSY5C5pcnS0hIxMTFlyi9dugRHR0e5BKVspqam0NTULDPS/tWrV7C0tFRRVLWTkZERmjZtipiYGFhaWqKgoKBMMk31WrWS+qnsnLS0tERKSorE8qKiIqSmplL9VsHR0RGmpqbcZxnVZVmTJk3Cv//+i7CwMDRs2JArl+Z9bWlpWe65W7LsY1NRXZbHw8MDACTOTarLYnw+H40bN4a7uzuWLVuGVq1aYe3atUo9J2VOmgICAjB16lRcu3YNPB4PL168QHBwMGbNmoUJEybIuju1wOfz4e7ujrNnz3JlYrEYZ8+ehaenpwojq32ysrLw9OlTWFlZwd3dHVpaWhL1Gh0djYSEBKrXKjg4OMDS0lKi7jIyMnDt2jWu7jw9PZGWloabN29y64SGhkIsFnMfvKR8z58/x9u3b2FlZQWA6rI0xhgmTZqEw4cPIzQ0FA4ODhLLpXlfe3p6IjIyUiIRPX36NAwNDdG8eXPlvBA1UFVdlufOnTsAIHFuUl2WTywWIz8/X7nnpKyj1cViMVuyZAnT09NjPB6P8Xg8pq2tzb7//ntZd6VWQkJCmEAgYDt27GAPHjxgX331FTMyMpIYaU/KmjlzJjt37hyLjY1lly9fZt7e3szU1JSlpKQwxoovA7W1tWWhoaEsIiKCeXp6Mk9PTxVHrR4yMzPZ7du32e3btxkAtnr1anb79m0WHx/PGCuecsDIyIj9/fff7N69e2zAgAHlTjng5ubGrl27xi5dusSaNGnyUV4mX1ldZmZmslmzZrHw8HAWGxvLzpw5w9q0acOaNGnC8vLyuH1QXRabMGECEwqF7Ny5cxKXwefk5HDrVPW+Lrm8u0ePHuzOnTvs5MmTzMzM7KO7TL6quoyJiWGLFi1iERERLDY2lv3999/M0dGRdezYkdsH1WWxOXPmsPPnz7PY2Fh27949NmfOHMbj8dipU6cYY8o7J6s9T1N+fj67f/8+u3btGsvMzKzubtTKunXrmK2tLePz+ax9+/bs6tWrqg5J7Q0bNoxZWVkxPp/PGjRowIYNG8ZiYmK45bm5uWzixInM2NiY6erqsv/973/s5cuXKoxYfYSFhTEAZR6+vr6MseIfKPPnz2cWFhZMIBCwbt26sejoaIl9vH37lo0YMYLp6+szQ0ND5u/vX2fej7KorC5zcnJYjx49mJmZGdPS0mJ2dnYsICCgzA8iqsti5dUjABYUFMStI837Oi4ujvXq1Yvp6OgwU1NTNnPmTFZYWKjkV6NaVdVlQkIC69ixIzMxMWECgYA1btyYffPNNxLzNDFGdckYY19++SWzs7NjfD6fmZmZsW7dunEJE2PKOydlvo0KIYQQQsjHSOqr57788kup1tu+fXu1gyGEEEIIUVdStzRpaGjAzs4Obm5uqGyTw4cPyy04QgghhBB1IXVL04QJE7Bnzx7ExsbC398fo0aNKjOrKSGEEEJIXSXTmKb8/HwcOnQI27dvx5UrV9CnTx+MHTsWPXr0AI/HU2SchBBCCCEqVe2B4PHx8dixYwd27tyJoqIi3L9/H/r6+vKOjxBCCCFELcg8uSW3oYYGeDweGGPc/ZsIIYQQQuoqmZKm/Px87NmzB927d0fTpk0RGRmJ9evXIyEhgVqZCCGEEFKnST0QfOLEiQgJCYGNjQ2+/PJL7NmzB6ampoqMjRBCCCFEbcg05YCtrS3c3NwqHfR96NAhuQVHCPm4+Pn5IS0tDUeOHFHJ8UePHo1mzZrhu+++U8j+Hzx4gB49eiA6Ohp6enoKOQYhRHGkTpr8/PykukIuKCioxkERQuqeqj4/Fi5ciOnTp4MxBiMjI+UEVcrdu3fRtWtXxMfHK3S4weDBg9GqVSvMnz9fYccghCgG3UaFEKIUycnJ3N979+7FggULEB0dzZXp6+urdGzkuHHjUK9ePWzevFmhxzl27BgCAgKQkJCAevWkHiFBCFED1b56jhBCZGFpack9hEIheDyeRJm+vj78/PwwcOBAbpvOnTtj8uTJmDZtGoyNjWFhYYEtW7YgOzsb/v7+MDAwQOPGjXHixAmJY0VFRaFXr17Q19eHhYUFRo8ejTdv3lQYm0gkwoEDB9CvXz+Jcnt7eyxZsgRjxoyBvr4+7OzscPToUbx+/RoDBgyAvr4+XF1dERERwW0THx+Pfv36wdjYGHp6emjRogWOHz/OLe/evTtSU1Nx/vz5GtYoIUTZKGkihKi1P//8E6amprh+/TomT56MCRMmYMiQIejQoQNu3bqFHj16YPTo0cjJyQEApKWloWvXrnBzc0NERAROnjyJV69eYejQoRUe4969e0hPT0fbtm3LLFuzZg28vLxw+/Zt9OnTB6NHj8aYMWMwatQo3Lp1C40aNcKYMWO420sFBgYiPz8fFy5cQGRkJFasWCHRgsbn89G6dWtcvHhRzjVFCFE0SpoIIWqtVatW+P7779GkSRPMnTsX2traMDU1RUBAAJo0aYIFCxbg7du3uHfvHgBg/fr1cHNzw9KlS+Hs7Aw3Nzds374dYWFhePz4cbnHiI+Ph6amJszNzcss6927N77++mvuWBkZGWjXrh2GDBmCpk2bYvbs2Xj48CFevXoFAEhISICXlxdcXFzg6OiIvn37omPHjhL7tLa2Rnx8vJxrihCiaJQ0EULUmqurK/e3pqYm6tevDxcXF67MwsICAJCSkgKgeEB3WFgYN0ZKX18fzs7OAICnT5+We4zc3FwIBIJyB6uXPn7JsSo7/pQpU7BkyRJ4eXlh4cKFXDJXmo6ODtcyRgipPShpIoSoNS0tLYnnPB5Poqwk0RGLxQCArKws9OvXD3fu3JF4PHnypEyLTwlTU1Pk5OSgoKCg0uOXHKuy448bNw7Pnj3D6NGjERkZibZt22LdunUS+0xNTYWZmZl0FUAIURuUNBFC6pQ2bdrg/v37sLe3R+PGjSUeFc2N1Lp1awDF8yjJg42NDcaPH49Dhw5h5syZ2LJli8TyqKgouLm5yeVYhBDloaSJEFKnBAYGIjU1FSNGjMCNGzfw9OlT/Pfff/D396/wPplmZmZo06YNLl26VOPjT5s2Df/99x9iY2Nx69YthIWFoVmzZtzyuLg4JCUlwdvbu8bHIoQoFyVNhJA6xdraGpcvX4ZIJEKPHj3g4uKCadOmwcjICBoaFX/kjRs3DsHBwTU+vkgkQmBgIJo1awYfHx80bdoUGzdu5Jbv2bMHPXr0gJ2dXY2PRQhRLprckhBCUDwY3MnJCXv37oWnp6dCjlFQUIAmTZpg9+7d8PLyUsgxCCGKQy1NhBCC4ivadu7cWekkmDWVkJCA7777jhImQmopamkihBBCCJECtTQRQgghhEiBkiZCCCGEEClQ0kQIIYQQIgVKmgghhBBCpEBJEyGEEEKIFChpIoQQQgiRAiVNhBBCCCFSqCfLyg8fPkRISAguXryI+Ph45OTkwMzMDG5ubujZsycGDRoEgUCgqFgJIYQQQlRGqsktb926hW+//RaXLl2Cl5cX2rdvD2tra+jo6CA1NRVRUVG4ePEiMjIy8O2332LatGmUPBFCCCGkTpEqaXJwcMCsWbMwcuRIGBkZVbheeHg41q5dC1dXV3z33XfyjJMQQgghRKWkSpoKCwuhpaUl9U5lXZ8QQgghRN1JNRBcS0sL69evR1pamlQ7pYSJEEIIIXWN1DfsFQqFKCwsxMCBAzFu3Dh07dpV0bERQgghhKgNqaccSE5OxubNm/Hy5Ut0794dDg4OWLx4MRITExUZHyGEEEKIWpC6pam0Z8+eYceOHdi5cyeeP38Ob29vjB07FgMHDqSuOUIIIYTUSdVKmkowxnDmzBns2LEDR44cgZ6eHlJSUuQZHyGEyFXnzp0BAOfOnVNpHISQ2qdGM4LzeDzUq1cPPB4PjDEUFhbKKy5C1MaOHTvA4/EQEREh87bbtm1Ds2bNoK2tjSZNmmDdunUKiFA2wcHB4PF40NfXL3f5w4cP4ePjA319fZiYmGD06NF4/fq1wuL59ttvwePxMGzYMIUdg5R16tQpjB07Fi1btoSmpibs7e0rXFcsFuPnn3+Gg4MDtLW14erqij179ig8xilTpoDH4yEmJqbCdebNmwcej4d79+4pPB5CwKohISGB/fjjj8zBwYFpamqyLl26sF27drHc3Nzq7I4QtRYUFMQAsBs3bsi03ebNmxkANmjQIPbHH3+w0aNHMwBs+fLlCoq0apmZmcza2prp6ekxPT29MssTExOZqakpa9SoEVu7di376aefmLGxMWvVqhXLz8+XezxisZg1bNiQ2dvbMx0dHZaRkSH3Y3woPz9fIa+ltvH19WXa2tqsQ4cOrGHDhszOzq7CdefMmcMAsICAAPbHH3+wPn36MABsz549Co3x6tWrDAD78ccfK1zHwcGBubi4KDQOQkpInTTl5+ezPXv2sO7duzNNTU3WsGFDNm/ePPb06VNFxkeIylUnacrJyWH169dnffr0kSgfOXIk09PTY6mpqfIOUyqzZ89mTk5OXBwfmjBhAtPR0WHx8fFc2enTpxkA9vvvv8s9ntDQUAaAhYaGMi0tLbZjxw65H4OULykpiRUUFDDGGOvTp0+FSdPz58+ZlpYWCwwM5MrEYjH77LPPWMOGDVlRUZFC42zcuDFzdnYud9mVK1dU/kOEfFyk7p6ztLSEn58fDA0N8c8//yA+Ph5LliyBo6Oj/Ju/CKnlwsLC8PbtW0ycOFGiPDAwENnZ2Th27JjSY3ry5AnWrFmD1atXo1698m87efDgQfTt2xe2trZcmbe3N5o2bYp9+/ZVuv9z586Bx+OVGSsUFxcHHo+HHTt2lNkmODgYzZs3R5cuXeDt7Y3g4GCZX1dpycnJ8Pf3R8OGDSEQCGBlZYUBAwYgLi6OW6dz587cuKYS8fHx6N+/P/T09GBubo7p06fjv//+K/N6OnfujJYtW+LevXvo1KkTdHV10bhxYxw4cAAAcP78eXh4eEBHRwdOTk44c+ZMmeNMnDgRTk5O0NHRQf369TFkyBCJ+JTF2tpaqgt3/v77bxQWFkqcyzweDxMmTMDz588RHh5e6fZ+fn7Q19dHQkIC+vbtC319fTRo0AAbNmwAAERGRqJr167Q09ODnZ0ddu/eLbH9yJEj8ejRI9y6davMvnfv3g0ej4cRI0ZI85IJqTGpk6bvv/8eiYmJOHDgAHr16gUNjRoNhyKkTrt9+zYAoG3bthLl7u7u0NDQ4JZXpLCwEG/evJHqIRaLpYpp2rRp6NKlC3r37l3u8qSkJKSkpJSJGQDat29fZcyyys/Px8GDB7kvvBEjRiA0NBTJycnV3uegQYNw+PBh+Pv7Y+PGjZgyZQoyMzORkJBQ4TbZ2dno2rUrzpw5gylTpmDevHm4cuUKZs+eXe767969Q9++feHh4YGff/4ZAoEAw4cPx969ezF8+HD07t0by5cvR3Z2NgYPHozMzExu2xs3buDKlSsYPnw4fvvtN4wfPx5nz55F586dkZOTU+Xre/funVTnhDT7ktbt27ehp6eHZs2aSZS3b9+eW14VkUiEXr16wcbGBj///DPs7e0xadIk7NixAz4+Pmjbti1WrFgBAwMDjBkzBrGxsdy2I0eOBIAyyZRIJMK+ffvw2WefSST5hChUTZqpMjMzWXp6usSDkLqmOt1zgYGBTFNTs9xlZmZmbPjw4ZVuHxYWxgBI9YiNja0ynn///ZfVq1eP3b9/nzFWPJ7lw+65GzduMABs586dZbb/5ptvGACWl5dXZcxhYWES5bGxsQwACwoKkig/cOAAA8CePHnCGGMsIyODaWtrszVr1lT5esrz7t07BoCtXLmy0vU6derEOnXqxD1ftWoVA8COHDnCleXm5jJnZ+cyr6dTp04MANu9ezdX9ujRIwaAaWhosKtXr3Ll//33X5nXnZOTUyae8PDwCuv9Q3Z2dlKdEwsXLqxyX6VV1j3Xp08f5ujoWKY8OzubAWBz5sypdN++vr4MAFu6dClX9u7dO6ajo8N4PB4LCQnhykvq8sP427Vrxxo2bMhEIhFXdvLkSYV1GxNSkfLb6CsRGxuLSZMm4dy5c8jLyyudfIHH40EkEsm6S0LqnNzcXPD5/HKXaWtrIzc3t9LtW7VqhdOnT0t1LEtLy0qXFxQUYPr06Rg/fjyaN29e4XolMQkEgjLLtLW1uXXKW14dwcHBaNu2LRo3bgwAMDAwQJ8+fRAcHIxp06bJvD8dHR3w+XycO3cOY8eOhbGxsVTbnTx5Eg0aNED//v25Mm1tbQQEBGDmzJll1tfX18fw4cO5505OTjAyMkKDBg3g4eHBlZf8/ezZM4kYSxQWFiIjIwONGzeGkZERbt26hdGjR1caa3BwcJXnDgC5Dpuo6H9e+pyQxrhx47i/jYyM4OTkhJiYGAwdOpQrL6nL0nUGAKNGjcLUqVNx4cIFrmt19+7d4PP5GDJkiKwviZBqkzlpGjVqFBhj2L59OywsLMDj8RQRFyG1mo6ODgoKCspdlpeXJ/HlWR5jY2N4e3vLJZY1a9bgzZs3+PHHHytdrySm/Pz8MstKfiBVFbe00tLScPz4cUyaNEnicnIvLy8cPHgQjx8/RtOmTWXap0AgwIoVKzBz5kxYWFjgk08+Qd++fTFmzJhKE8v4+Hg0atSozGdZSTL3oYYNG5ZZVygUwsbGpkwZUNylViI3NxfLli1DUFAQkpKSwEpNk5eenl7la/Ty8qpyHXnT0dGp8Tmhra0NMzMziTKhUFhhXZauMwAYPnw4ZsyYgd27d6Nz587Iy8vD4cOH0atXL6mTY0LkQeak6e7du7h58yacnJwUEQ8hdYKVlRVEIhFSUlJgbm7OlRcUFODt27ewtraudPuCggKkpqZKdSwzMzNoamqWuyw9PR1LlizBxIkTkZGRgYyMDABAVlYWGGOIi4uDrq4uzM3NYWVlBQB4+fJlmf28fPkSJiYmlbYyVfQDqrzW5/379yM/Px+rVq3CqlWryiwPDg6uMskrz7Rp09CvXz8cOXIE//33H+bPn49ly5YhNDQUbm5uMu+vPBXVdUXlpROjyZMnIygoCNOmTYOnpyeEQiF4PB6GDx8u1di0169fS9War6+vX+E8XLKysrJCWFgY15tQouQ8qepcBmpWZwBgbm6O7t274+DBg9iwYQP++ecfZGZmcuOdCFEWmZOmdu3aITExkZImQirRunVrAEBERITEwOuIiAiIxWJueUWuXLmCLl26SHWs2NjYCicmfPfuHbKysvDzzz/j559/LrPcwcEBAwYMwJEjR9CgQQOYmZmVO4nn9evXq4y55Bd/WlqaRHl8fHyZdYODg9GyZUssXLiwzLLff/8du3fvrlbSBACNGjXCzJkzMXPmTDx58gStW7fGqlWrsGvXrnLXt7Ozw4MHD8okBZVNqFhdBw4cgK+vr0SimJeXV6bOKtKuXbty6/NDCxcuxA8//FDNKCW1bt0aW7duxcOHDyW6d69du8YtV4aRI0fi5MmTOHHiBHbv3g1DQ0P069dPKccmpITMSdPWrVsxfvx4JCUloWXLlmUuWXV1dZVbcITUVl27doWJiQk2bdokkTRt2rQJurq66NOnT6Xby2tMk7m5OQ4fPlym/LfffkN4eDj27NnDtTABxVef/fnnn0hMTOS6m86ePYvHjx9j+vTplcZhZ2cHTU1NXLhwAQMHDuTKN27cKLFeYmIiLly4gB9//BGDBw8us5+CggKMHDkS165dkxgjVJWcnBxoaGhwY22A4gTKwMCg3O6lEj179sTp06dx9OhRDBgwAEBxIrNlyxapjy0tTU3NMq0o69atk3osqCrGNA0YMADTp0/Hxo0bsX79egDFLUGbN29GgwYN0KFDB7kdqzIDBw6Erq4uNm7ciHPnzmHEiBES/2tClEHmpOn169d4+vQp/P39ubKS26jQQHBC8DdlBAAATaVJREFUiuno6GDx4sUIDAzEkCFD0LNnT1y8eBG7du3CTz/9BBMTk0q3l9eYJl1dXYkEpsSRI0dw/fr1Msu+++477N+/H126dMHUqVORlZWFlStXwsXFReI9Xx6hUIghQ4Zg3bp14PF4aNSoEf79998y96PcvXs3GGMSA69L6927N+rVq4fg4GAuaercuTPOnz9fJuEo7fHjx+jWrRuGDh2K5s2bo169ejh8+DBevXolMXD7Q19//TXWr1+PESNGYOrUqbCyskJwcDD3hSzPcZt9+/bFX3/9BaFQiObNmyM8PBxnzpxB/fr1pdpenmOa7t27h6NHjwIoblUr6coFipP2klachg0bYtq0aVi5ciUKCwvRrl07HDlyBBcvXkRwcHCFXWzypq+vj4EDB3JTD1DXHFEJWS+3a9asGfv888/Z1atXWWxsLIuLi5N4EFLXVPc2Kowx9scffzAnJyfG5/NZo0aN2Jo1a5hYLFZAlLIpb8qBElFRUaxHjx5MV1eXGRkZsZEjR7Lk5GSp9vv69Ws2aNAgpqury4yNjdnXX3/NoqKiJC69d3FxYba2tpXup3Pnzszc3JwVFhYyxhhzd3dnlpaWlW7z5s0bFhgYyJydnZmenh4TCoXMw8OD7du3T2K9D6ccYIyxZ8+esT59+jAdHR1mZmbGZs6cyQ4ePMgASEwj0KlTJ9aiRYsyx7azsysz+ztjjAGQmEn73bt3zN/fn5mamjJ9fX3Ws2dP9ujRI2ZnZ8d8fX0rfX3yVnJel/f4MBaRSMSWLl3K7OzsGJ/PZy1atGC7du2S6jgVnWuy1iVjjB07dowBYFZWVhLTDxCiLDzGKvnpVg49PT3cvXu3witLCCFEnjIzM2FiYoJff/0VgYGBSjvur7/+iunTp+P58+do0KCB0o5LCFFfMk/r3bVrV9y9e1cRsRBCSBkXLlxAgwYNEBAQoLBjfDhOKC8vD7///juaNGlCCRMhhCPzmKZ+/fph+vTpiIyMhIuLS5mB4BWNUyCkLpBmKgChUCi3+YwI0KdPnyoHztfU559/DltbW7Ru3Rrp6enYtWsXHj16VON74RFC6haZu+cqu+ccDQQndd25c+eqnAogKCgIfn5+ygmIyMWvv/6KrVu3Ii4uDiKRCM2bN8e3336LYcOGqTo0QogakTlpIuRj9u7dO9y8ebPSdVq0aCFxGT8hhJC6gZImQgghhBApSDUQPCQkROodJiYm4vLly9UOiBBCCCFEHUnV0tSpUyekpKTA398f/fr1Q7NmzSSWp6en4/Lly9i1axdOnz6Nbdu21doB4WKxGC9evICBgQHdjJgQQgipZRhjyMzMhLW1daXjsKtD6u65o0ePYt26dQgNDYWenh4sLCygra2Nd+/eITk5GaampvDz88P06dNhYWEh1yCV6fnz52XuVk4IIYSQ2iUxMRENGzaU6z5lHtP05s0bXLp0CfHx8cjNzYWpqSnc3Nzg5uYm94yuujZs2ICVK1ciOTkZrVq1wrp169C+fXuptk1PT4eRkRESExNhaGio4EgJIYQQIk8ZGRmwsbFBWloahEKhXPdd5waC7927F2PGjMHmzZvh4eGBX3/9Ffv370d0dDTMzc2r3D4jIwNCoRDp6emUNBFCCCG1jCK/x9WjaUiOVq9ejYCAAPj7+6N58+bYvHkzdHV1sX37dlWHRgghhJBarE4lTQUFBbh586bE3eE1NDTg7e2N8PDwcrfJz89HRkaGxIMQQggh5EN1Kml68+YNRCJRmYHoFhYWSE5OLnebZcuWQSgUcg9VDwLPKSiC/ZxjsJ9zDDkFRR99HOoWS2VqQ5zqHqM6xKcOMUiD4qw+dYtJ3eKRhrrGnFNQhJYL/1PY/utU0lQdc+fORXp6OvdITExUdUiEEEIIUUMy37BXnZmamkJTUxOvXr2SKH/16hUsLS3L3UYgEEAgECgjPEIIIYTUYlIlTTNmzJB6h6tXr652MDXF5/Ph7u6Os2fPYuDAgQCKJ6s8e/YsJk2apLK4CCGEEFL7SZU03b59W6qdqcMM2jNmzICvry/atm2L9u3b49dff0V2djb8/f1VHRohhBBCajGpkqawsDBFxyE3w4YNw+vXr7FgwQIkJyejdevWOHnyZK2epZwQQgghqlenxjSVmDRpEnXHEUIIIUSuqpU0RUREYN++fUhISEBBQYHEskOHDsklMEIIIYQQdSLzlAMhISHo0KEDHj58iMOHD6OwsBD3799HaGio3O/xQgghhBCiLmROmpYuXYo1a9bgn3/+AZ/Px9q1a/Ho0SMMHToUtra2ioiREEIIIUTlZE6anj59ij59+gAovsQ/OzsbPB4P06dPxx9//CH3AAkhhBBC1IHMSZOxsTEyMzMBAA0aNEBUVBQAIC0tDTk5OfKNjhBCCCFETcg8ELxjx444ffo0XFxcMGTIEEydOhWhoaE4ffo0unXrpogYCSGEEEJUTuakaf369cjLywMAzJs3D1paWrhy5QoGDRqE77//Xu4BEkIIIYSoA5mTJhMTE+5vDQ0NzJkzR64BEUIIIYSoI6mSpoyMDBgaGnJ/V6ZkPUIIIYSQukSqpMnY2BgvX76Eubk5jIyMyr3HHGMMPB4PIpFI7kESQgghhKiaVElTaGgo1y1Xm+5DRwghhBAiL1IlTZ06deL+dnBwgI2NTZnWJsYYEhMT5RsdIYQQQoiakHmeJgcHB7x+/bpMeWpqKhwcHOQSFCGEEEKIupE5aSoZu/ShrKwsaGtryyUoQgghhBB1I/WUAzNmzAAA8Hg8zJ8/H7q6utwykUiEa9euoXXr1nIPkBBCCCFEHUidNN2+fRtAcUtTZGQk+Hw+t4zP56NVq1aYNWuW/CMkhBBCCFEDUidNJVfN+fv7Y+3atTQfEyGEEEI+KjLPCB4UFKSIOAghhBBC1JrMSVN2djaWL1+Os2fPIiUlBWKxWGL5s2fP5BYcIYQQQoi6kDlpGjduHM6fP4/Ro0fDysqq3CvpCCGEEELqGpmTphMnTuDYsWPw8vJSRDyEEEIIIWpJ5nmajI2NuVuqEEIIIYR8LGROmhYvXowFCxYgJydHEfEQQgghhKglmbvnVq1ahadPn8LCwgL29vbQ0tKSWH7r1i25BUcIIYQQoi5kTpoGDhyogDAqFxcXh8WLFyM0NBTJycmwtrbGqFGjMG/ePG6Szbi4uHLvfRceHo5PPvlE2SETQgghpI6ROWlauHChIuKo1KNHjyAWi/H777+jcePGiIqKQkBAALKzs/HLL79IrHvmzBm0aNGCe16/fn1lh0sIIYSQOkjmpAkA0tLScODAATx9+hTffPMNTExMcOvWLVhYWKBBgwbyjhE+Pj7w8fHhnjs6OiI6OhqbNm0qkzTVr18flpaWco+BEEIIIR83mZOme/fuwdvbG0KhEHFxcQgICICJiQkOHTqEhIQE7Ny5UxFxlpGenl7uVXz9+/dHXl4emjZtim+//Rb9+/evdD/5+fnIz8/nnmdkZMg9VkIIIYTUfjJfPTdjxgz4+fnhyZMn0NbW5sp79+6NCxcuyDW4isTExGDdunX4+uuvuTJ9fX2sWrUK+/fvx7Fjx/Dpp59i4MCBOHr0aKX7WrZsGYRCIfewsbFRdPiEEEIIqYVkTppu3LghkayUaNCgAZKTk2Xa15w5c8Dj8Sp9PHr0SGKbpKQk+Pj4YMiQIQgICODKTU1NMWPGDHh4eKBdu3ZYvnw5Ro0ahZUrV1Yaw9y5c5Gens49EhMTZXoNhBBCCPk4yNw9JxAIyu3Cevz4MczMzGTa18yZM+Hn51fpOo6OjtzfL168QJcuXdChQwf88ccfVe7fw8MDp0+frnQdgUAAgUAgVbyEEEII+XjJnDT1798fixYtwr59+wAAPB4PCQkJmD17NgYNGiTTvszMzKROtJKSktClSxe4u7sjKCgIGhpVN5LduXMHVlZWMsVECCGEEFKeak1uOXjwYJibmyM3NxedOnVCcnIyPD098dNPPykiRiQlJaFz586ws7PDL7/8gtevX3PLSq6U+/PPP8Hn8+Hm5gYAOHToELZv346tW7cqJCZCCCGEfFxkTpqEQiFOnz6Ny5cv4+7du8jKykKbNm3g7e2tiPgAAKdPn0ZMTAxiYmLQsGFDiWWMMe7vxYsXIz4+HvXq1YOzszP27t2LwYMHKywuQgghhHw8ZE6adu7ciWHDhsHLywteXl5ceUFBAUJCQjBmzBi5BggAfn5+VY598vX1ha+vr9yPTQghhBACVOPqOX9/f6Snp5cpz8zMhL+/v1yCIoQQQghRNzInTYwx8Hi8MuXPnz+HUCiUS1CEEEIIIepG6u45Nzc3bu6kbt26oV6995uKRCLExsZK3OqEEEIIIaQukTppGjhwIIDiy/h79uwJfX19bhmfz4e9vb3MUw4QQgghhNQWUidNCxcuBADY29tj2LBhErdQIYQQQgip62S+eq7kCrWbN2/i4cOHAIAWLVpw8yMRQgghhNRFMidNKSkpGD58OM6dOwcjIyMAQFpaGrp06YKQkBCZb6VCCCGEEFIbyHz13OTJk5GZmYn79+8jNTUVqampiIqKQkZGBqZMmaKIGAkhhBBCVE7mlqaTJ0/izJkzaNasGVfWvHlzbNiwAT169JBrcIQQQggh6kLmliaxWAwtLa0y5VpaWhCLxXIJihBCCCFE3cicNHXt2hVTp07FixcvuLKkpCRMnz4d3bp1k2twhBBCCCHqQuakaf369cjIyIC9vT0aNWqERo0awcHBARkZGVi3bp0iYiSEEEIIUTmZxzTZ2Njg1q1bOHPmDB49egQAaNasGby9veUeHCGEEEKIupA5aQIAHo+H7t27o3v37vKOhxBCCCFELcncPQcAZ8+eRd++fbnuub59++LMmTPyjo0QQgghRG3InDRt3LgRPj4+MDAwwNSpUzF16lQYGhqid+/e2LBhgyJiJIQQQghROZm755YuXYo1a9Zg0qRJXNmUKVPg5eWFpUuXIjAwUK4BEkIIIYSoA5lbmtLS0uDj41OmvEePHkhPT5dLUIQQQggh6kbmpKl///44fPhwmfK///4bffv2lUtQhBBCCCHqRubuuebNm+Onn37CuXPn4OnpCQC4evUqLl++jJkzZ+K3337j1qV70RFCCCGkrpA5adq2bRuMjY3x4MEDPHjwgCs3MjLCtm3buOc8Ho+SJkIIIYTUGTInTbGxsYqIgxBCCCFErVVrniZCCCGEkI8NJU2EEEIIIVKoNUmTvb09eDyexGP58uUS69y7dw+fffYZtLW1YWNjg59//llF0RJCCCGkrqnWvedUZdGiRQgICOCeGxgYcH9nZGSgR48e8Pb2xubNmxEZGYkvv/wSRkZG+Oqrr1QRLiGEEELqkFqVNBkYGMDS0rLcZcHBwSgoKMD27dvB5/PRokUL3LlzB6tXr6akiRBCCCE1Vq3uuYsXL2LUqFHw9PREUlISAOCvv/7CpUuX5Brch5YvX4769evDzc0NK1euRFFREbcsPDwcHTt2BJ/P58p69uyJ6OhovHv3rsJ95ufnIyMjQ+KhSldi3qr0+OXJKSiqeiUF+vfeC5UeX1pvMgtUHUKlYlKysOBIlKrDqFBiag7+Co/nnovFTCVxiFR0XFmIxQzLjj9SdRhSeZmWp+oQykjNev9eZUz9/9/q6ODN56oOoQzGGH75L1qhx5C5pengwYMYPXo0Ro4cidu3byM/Px8AkJ6ejqVLl+L48eNyDxIoniizTZs2MDExwZUrVzB37ly8fPkSq1evBgAkJyfDwcFBYhsLCwtumbGxcbn7XbZsGX788UeFxCyrsEcpGLczQtVhQCxm6LbqPPf8csxbDGjdQOlxPH2dhakhtxGVpNpEVhp3EtMw/Pdw7vm77ELo8tWjITe/SIQx267jWmyqqkMpF2MMR+4kYfreuxLl8ak5aGEtVGos+UUidFh2VqnHlFVBkRjjdkbgwuPXXFl6jvqcb6XFvslGt9Xnq15RSRhjWHj0PnaWSs4TU3PhbKWlwqiAI7eTuL+fp+aiqaVBJWurVuTzdHx/JBJ3n6vXbdMevszAmO3X8TozX6HHkfldtmTJEmzevBljxoxBSEgIV+7l5YUlS5bItK85c+ZgxYoVla7z8OFDODs7Y8aMGVyZq6sr+Hw+vv76ayxbtgwCgUC2F1HK3LlzJfadkZEBGxubau+vOhhj+P5IFIKvJSj1uOXJzi/C+F038TL9/a/D/CKR0uM4cjsJ3x68h4IisdKPLatLT95g1LZrEmVFYvWIO69QhL7rLiEmJUvVoZTBGMPO8HgsPHq/3OViJbcAPHiRgd6/XVTqMaWV8DYH8/+OwvlSiVJp6tY4llsgwtDfwxGZpF5frL9feCaRMAGASEUtTc9eZ2HZiUc4/eCVRHlGXqFK4qnKqfvJ+O5wFN5kKTYpkVVaTgGmhtyp8L0hbzInTdHR0ejYsWOZcqFQiLS0NJn2NXPmTPj5+VW6jqOjY7nlHh4eKCoqQlxcHJycnGBpaYlXryRPvpLnFY2DAgCBQFCjpKsmMvMKMWrrNbXI2ItEYszYdxdH76q+K2zvjQTMPhip6jCqVFAkxh8XnuKXU4/LLFOHFv+opHR8fySKS5g6O5nB0UwP2y/FqTYwFLdmTt5zG8ciX3JlrW2MEOTfFm6LzhSvo8Q6PPPglVq08n5ILGY4//g1pu29g/Tc91+mmho8bPjCDeN33SpeTw1OOMYYtl+Ow+J/H1S9spKJxQxnH6Vg7ZknZZepoOoSU3Mw9PdwvMkq26WvBv9KCXcT0/DtgXuIfpWp6lAk5BWK8M2Be/jng++sCZ0bYcN/ivv+kDlpsrS0RExMDOzt7SXKL126VGGCUxEzMzOYmZnJGgIA4M6dO9DQ0IC5uTkAwNPTE/PmzUNhYSG0tIqbWk+fPg0nJ6cKu+ZU6UVaLjosD5Uom9K1MZLe5eJgqaZaZZm+767EyefvZY+gy3EAlPuBfDLqJZcwWRgK8M/kT3Hh8WvM2n9PaTFU5U5iGuYeisTDl++7De3r62JPwCfw/P//qao/+Fadisa60Bju+dxezvi6UyNsKFWmCiIxw8Gbz/Htwff/T6GOFnaN9UDLBobILSzVqqmEOhSJGb7+6ybOPHz/g+vH/i0qbP1SpiO3k7Dyv2gkpeUCAMwMBBjlYYecgiJ0cTaHa8P3XZeqPt8YY5h3JAq7P2gt/7F/C9TX42PSntsqiatIJMaaM4+xMzwemXnFYzPb2Brhr7Ht0WLhqf9fS7mV9/xdDj77OYx7bl9fFyM97PDT8Yf/H416ZE0341Ox4mQ0rpfq1jfS1cLGL9qgQ2NTLDn2AFsvquYOIUUiMb7+66ZE69KoT2yxsF8LHI9U7A9/mZOmgIAATJ06Fdu3bwePx8OLFy8QHh6OWbNmYf78+YqIEeHh4bh27Rq6dOkCAwMDhIeHY/r06Rg1ahSXEH3xxRf48ccfMXbsWMyePRtRUVFYu3Yt1qxZo5CYauLK0zf4Ysv77pyhbRuir6s1OjY1w6x9d5Qez7LjD7mEydnSAMsHuaKphT6XNCnrA/nJq0zulzMAnJrWCUJdLfB4yjl+VcRihpWnorHp3FOuTFBPAwv6NceIdrbIK9WNqcoPvqN3X0gkTLvHeaBDY1MAUGld/nP3BSZ/8OW5crArhrQtvztcGXX429knXMLEr6eB41M+Q3qu6gf0rzj5SOI8czTVQ5B/O9jV1+PKSl+gocrzLT23EF/tjJAYM9fH1QqzezrDtr4ujqmo9To7vwhjtl/Hzfj3FwL1bGGBH/q3AK/UG0GZCef12FQMLTX2MXRmJzia6SOnoIhLmtShq3XH5Vj88M/7FkNtLQ0cm/IZGpnpc2Wq+ii5/yIdfX57f9HZSA9bTPNuCjODkh4jxUYmc9I0Z84ciMVidOvWDTk5OejYsSMEAgFmzZqFyZMnKyJGCAQChISE4IcffkB+fj4cHBwwffp0ibFIQqEQp06dQmBgINzd3WFqaooFCxao1XQD+yIS8f3hKBSI3o93+b5PM4z77H0LnbK/1CLiUvH7hWcAin9FHJvyGTQ1eJIfyEp4E0clpaPvuvdvhIvfdoFQt7jFkKeyt+d7hSIxvtxxAxefvOHKRrS3wRyfZlycpanil//fd5IwNeQO97xDo/oIHuch8QXBU0HWdO3ZW4zadg2FoveV4mCqh4DPHCtMmADF1+HPJx9h4/8nJiPa22DxgJaop6mBW6W+ZJUtv0iErr+c51qXBrVpiMUDW1Q9yFsF51tBkRgHbj7H90ciuS/65Z+7YHh7W4n1NFQwhXL822wM2hTOjb+xq6+L/eM9Yf5/7Z13WFTH18e/i7AUQUBpooKiIKKAFKUpNoIVS9QYC4i9oEajeaMxSoqxJNEUNSRR0WiMLdb8LDFBsIsFUSxBQAQLRSE0kbK78/6xcNmFZdly7+5q5vM8PM/u3nY4d2bu986cOWNmBKC+4OQeWS9c34/3gpOECGHs0WK3YbVQhJ/PPcRXNTPQ+M308OmIrhjt3RZ8fekbqY0XsLS8UinBFDPRG4PdW0vtw7VZSosmHo+H5cuX44MPPkB6ejrKysrg5uYGU9OGN58tvL29ceXKlSb38/DwwPnzuhfI+b/bz7DkwC1UVEsHB5/7oB8cWplI/abJh9qxW8+woObNf6xPW3w11lPmflxW4ayCl3hvbzKSHxcBAEwN9XFmSR+mcQMAPe1rJnz3dxojmEK62GLTBC8YGTRrdH9NDmkSQjBpWyIuSqSr8Gxrjk0TvBuUJ027cvH+WziYVDc1uYWRPuKX9EUr06bjCLlyISEEx249YwTTGJ+2WD3KnfGVNh7ygDhGI3xbIiOYXO3M8PVYD4XaBE0/ZovLqzH2p0t4kCeOl2umx8PWCF/0c7VpsK8mX3qEIoLVJ+5j24W6YaMN73jibe+2jR/EofPS80sRsuGc1G9tLIxxYHYA7C2MNW1Oo4hEBKl5pVh1/B7Tjvh1aIlfpvZstJ3T07BqKnxZhTE/1vXS/TrND72crRrsx7VdKs9R5fP5cHNzY9OWNxLJt1lAXGEiA9tjeu8OMhtDTRXDF2WVjGCybWGI90NdGt2Xi4eXSETw6R938YvETJbOtmbYMM5TSjAB2h1SIoTgo8N3sOeqOFbj/bdcsGCAswLHcW2ZmPIqAWb/miQlmD4f2Q2T/Bxkly8N+vJSxgspwVQ7FKEobAvPZ0WvsDsxC5vj6+qjmZE+1o2WFiaa7tkUigiuPCzA+tOpSMouAgCM822HtaPdFX6J0qRIF4oI3tt3Ew/yymCor4c+LtZYGOICN/sWsg/QoDtXHJWOq4pf0hcdrJrLOYI73z3IK8XomEtSvwW7WOOnST4w5jf+wqXpjqbsgnJM2XEVGc9fAhAPxS0J7YxpvWQ/o2rRZC0RiQhWHr3DTIY4NDcQ3g6yY5V1rqfp5cuXWLt2LeLi4pCfnw9RvanVDx8+ZM24152fz2VICabYSF/0d7WVe4wmHmp3nhYjXGKK/LF5vWDbwqjxA1isxIUvq7D7ShbW/yU942xarw5YHOrSyDCEdlTTy0oBxm+5gts1sxtHebVRSDBpimqhCL3WxaPwpTgGJ9zfEdFhbtBv1nhXiaY8mZpbKhW3l/bFYBjIsYtrLqW/QOT2a1JD46O922LdaHc0q9+VqSEnVQtFCFx7pkFemU0TvDDMw16pc2nqQXvg+mN88HtdEP+347o3GB6pj6bK3K4rWYxgsmthhDNL+iiUu4oL3/11Lw8z6s3GPDgnED6OTU9K0uTwXGpuKQZ+W9cTZmXKx5YIX3g1Ikik4PhhRQjBgRtPcDIlB/Gp4oDvZno87Jvp36hg0oBZyoum6dOn4+zZswgPD0fr1q21EiPxOrDtQiZW12TsbdfSGAlL+jVsnGXCrT9P3cnF3N03ICKAjZkhtkT4yhdMYC/INL+0AkO/vyD1kPhmnCdGecnpOofmJVNFtRDRR+9i3/XHzG/9XW2wvpHhS1lw3e6JRARTd1xjBFNjXdX10UR9PZGSwwR8W5gY4MzivioJJjZ8SAjB4gO3cCipbkZqsIs1Ph/RVSqoWhJNlLdTd3KkJj0A4l7oFcPcMKhb4ylSGkMTj9mt5x9i1fH7zPelg12bFEwA98MlQhHBAon0FYr2BtfCZhB9lUCEsI0XmOn5FiYGOPleb7Q2lz0UJ9se7qmoFiIi9qrUzLi9M/3R1b4FzIwUS/TJ5V1NeVKMt2MuSsVBAsC60R7wbd9Svl26JppOnjyJ48ePIygoiAt7XnsIIZixs24Kc2DHVtgS4augYOI2fievpAIL9t6EiABdWrfAjik9mhRMADsPr52XH2HlUfE0bh4P6NXJCn1crJsUTIBmRVNxeTXm7L6BSxl1w12Rge0RHeamlODgcrgkPjUfU7ZfY75/PLSLQoIJ4D4+bMfFTHz6v3tMmdka4YuWzfnyD2oENh5mp+/lMYJpRHd7fBLWFZZN2MNloysQirDkwC0cSa6bUdbGwhiH5gYqVBcbg+veicSHBYxgcrE1xbfjvBofjqsPR/4sqxTgh/h0qd78Sf4OmN+/k1LnYUuc/5qYjRUSyxTZmBniSFSQUoKJLXvkUVxejdE/XmLyt5kbG+BoVBDaNzGMWR+uxPD+64/xfxK9mS62pvB3aoUlAzujhQKCjuvhdaVFk6WlJVq2lK/0/quk5ZXirW/qujrf9mqD9e94KvWw5aon4NbjIszcdZ3JsL1/lr/CbxTqToH9ISEdX54Sz8YwMtDDL1N6ws+plcLHayLgUCQiuJH9Lxbvv4XswnIAwOQAR/zfIFc0N1Q+9I+rdq+4vFpKMK0b7Y5xPRzkHFEPjnxJCMF3cWn4tiZ5oLmxAc79Xz+YG6u+PIW6D48LaS/w/r5kAMAEPwesHuWu0HFc1cEHeaV49+crTO+ghYkBvhztgdCuyvcs1YerB23G8zKMk0jCGNLFFlsifJRr0zh4iIlEBBHbEpkYMEAc0P/5iG5aGf1Yc/If/HyuLjTF0sQACR/0VWlpGy4FMCEEi/YnM4KpjYUx4pf0bTAzThHYdnOVQISxP16SSvZ8YHYAejTRs8S1XfVR+o5+/vnnWLlyJX755ReYmJg0fcB/hJziVxgrkX+jk40p1o5WbOYL16Tnl2HE5osAgLaWxtg43kthwQSo98a/OT6dmb46xN0O34zrDkP9xoMgZcG1C+sPldi1MMKP4T7o3s5C5XNykTeHEIIFe+vyHI31aaucYAJ3vXZ/3M5hBNMkfwdWHl7q9Nal5pZi8varEIoInKyaY+UwxSetcOGjkyk5WLD3JjPc8G6Pdlg9yh16LHX9sf2cFYoItpx/iLUn6xYFtjI1xKqRyt9XLurvDwnpjGDq72qDlcPclO4pqUWdckYIwdbzmYxgCurUCqtGujcZfC73nCofKR+hiGDZods4808+DJrxcGB2oFptHJu39VWVECM3X5TKOr4lwldpwQRwH4KgtGhav349MjIyYGtri/bt2zPZt2tJSkpq5Mg3l5eVAkTtTkJReTUsTAwQHeam0LCTLNi836Ka6bdbJabfHpvXS+nhElXaFJGIYMj35/FPrrgStLU0xtdjPZUWTAB3oqlaKML2i3WxZwBgb26E/bMD0NZSvRcCthu+h8/L0L9mEWUeD9gzwx/+SvTW1cKFL889eI6lNRm+R3S3Z+1tX1Uf5hZXYEzMJQhFBB2smuPw3CC56SHqw3bPyF/38jBvz00IRQStmvPx7bvd0dtZtZUQGoNNkV4pEGJ0zCWphbLn9u2IJaGdVRJ5bBe57+PSsKFmIsmqkd0wyd9RrfOpqpkIIfjkWN0M4MjA9vhkeFe1bAG4GdovqahGZOxVRmjODHZSSzCxiUgkXnu1VjCFedrj+3e7q9yG6NzsuZEjR3JgxutLlUCEfl8nIL+0Evp6POyd6Q9XOwXH+mXAVoN9I6sQo2Pqer46WjfH9sieKsWXqFKFV5+4zwimGb07YPlQ1dNTcNG9LxQRTNySiKuP6gIhL3zYD1amhko9YBuDzXavuLwa436uy1O2bLCrSoIJYH+oMyn7X8zadQOvqoXo2b4lvh6r3HC0PFTxYXZBOd765iwqBSK0bM7H7ul+MpOPyoNNDz0uLMfi/ckQighC3WyxeaI3J7MI2ShvT4teYfXx+1LrAc7q44QloZ3Vspm98kCw7lQqfjwrjmGKDGyPiX7K9bTKPK+Ktqw8ehe7rogF03BPeywb4qq2LSob1NipCMHdZyWI3H4VL8qqYGaoj4+HdVG6h1oWbNzXu8+KMefXJCYkQt4KAYobprZZclFaNEVHR3Nhx2tJpUCIqN1JjGDaFtlDLcEEsBOou+lMmtQisn1crLE9sofKQwHKjrEfufmU6d1627uNWoIJYL93pKCsEoO+O8/M4vPr0BJbJvsqFGSoKGzFJTwteoWxMZcYW+XlJ1EEtlxZJRAh+tgd7LkqnmHobGOK7VN6sCwIlPNhRbUQM3ddR6VAhOb8Ztg307/RBILyYKu8PS4sx8StiSipEKCTjSm+fbc7Z2kX1C1teSUVePuHi8grqZvZ+tmIrogIaK/mmdnx56X0F/j4yB08fCHOJTQlqD2iw9Tv1QFUq6ubzqRj15Us8HjiGV3vqPugl7SHrfMQgkX7kplJB2aG+tg7yx9d7c2bOFIx1L2vKU+KMWLzBSZmdtlgV/UFE3QwEJwi5n5OCaJ+S8LDmoRgK4a5oY+L+l3u6hbEm9n/SgmmHyf5qDSFWRJl2pSi8ip8+od4lly/ztbY8E53ta4NsDtGnVP8Cu/+fIURIatHuWMCC2+r9WGj4Ssur8Y7P17Gs+IK8PX1sG60u1qCCWDnAVZaUY2eX8Qxi+tamhhg36wAlQLm5aHMBITSimq4fyJegNWE3wyHo4LgbGum0nXZ6I0rKKtkFmVtY2GM3dP9VAoKVhSRiiWOEIIv/5Re3qOrfQt8McqdteEbdb15KeMFJmyty/lVf+kpdVF2osueq9lMnrnoYW6sCiaAnV7D0opqfPrHPUYwGTQTv9SzJZgA9cRJWaUAUb8lMb7/YlQ3TPRTb5i1Fq5nCCtdi4VCIb755hvs378f2dnZqKqSXtyysLCwkSPfHOLu52HOr0moEorA19dDzERvDOgiP2mloqgjEH5LzMZHh1OY7zc+DlFouYqmUPRNrKJaiB5f/M0Eu8ZM8lH72gA7vSMiEcG2C5nMopj6ejx8964Xhno0nWdGJdRs+IrLqzF+yxU8LXoFE34z/LkwGO1aqj/xQt23sJKKanh8cpr5Ps63HT4Z3lVuhmNVUfThURs/V8uGd7rDRUXBxAZllQJMl0hsuHVy07nQ1EWVB61AKMKi/beYxboB4M+Fwehsx67v1GnTsgvKpZKk/rUoWGUx3DiKOy/xYQGWHRK3sSFdbBAZ1IFlW9Trpa4WivD1n6nMeqIAMDWoA1YM68J6gLSqpyupqMbYmMvILiyHpYkB/lwYDBs264euiaZPP/0UW7duxeLFi/Hxxx9j+fLlePToEY4cOYKVK1dyYaNOkVP8Cov2JaNKKEJnWzPETPJWammIplDlftdP7tbCSB9/vd+HFcEEKN6kfB+XxgimvTP9WYkNAsBKJYiIvYoL6eK146zNDHFwdmCDdf/YRJ3A3MeF5UwvhYWJAXZO7cmKYALU62mqEogw59cbzPfv3u2OEd3bsGCVbBR9eBy6+RSPC8Xrtf3foM5q96yq46OKaiFm7bqOmzUBtz+F+6BLa/WG7BVD+fL2we+38cetZ+DxgCHdWuPzkd1UzqklD1Xf/P/JLcGkmh4mPR5w4+O3msyxpQqKFLMXZZVYcuAWEmoyUwPAFwqmsFDaHhWOefJvOY4mP8Ppe3m4VbOOJ6BCShIlULWaLNl/C6l5peDxxC/WrAom6ODw3O7du7FlyxYMHToUn3zyCcaPH4+OHTvCw8MDV65cwYIFC7iwUyfILa5A4NozIATwaGuO/bMC2BMGtahwvzf8lcoIJlc7M/xvfi+5S2koiyLd19ceFTLTbr8c46FyoLIs1K0ER5OfMoJplFcbrB3trtIsPmWot7qQwmQ8L8MwiVW8d07tCY+2FuwYBaglQEf9cBF3n4lnVC0MceZUMAGKPTxuPS7CkgO3AACL33LB3L7KJTaUhapv5CdTcpghB4NmPOya5sdqPZCHMp0TT/4tx8jNl/CiTDxE/f27XgjzVG7ZFmVQ1p33npVI9RwCwJGoIE4EE9B0OfsntwSDvq2zh99MD3+/34ez3kNlepqqBCJM2io9oQUQvxjunxWgVuqDplClmsReyMTpe+LEz1+N8eSkfuhcnqbc3Fy4u4sVtqmpKYqLxYmohg0bhhUrVrBrnQ5RP5fPp8O7si+YoFw8RXp+Geb9lsTMUrM0McDvcwJZFUxA05X4amYh3qnJUTXUvTXrY/zqjFE/evESyw+Ls/TO7tMRSwezNMOlCVTpabr2qBBjJVbx3jPDn13BBNU0EyEE8367yQimr8d6YoyPaik1lLuu/O1F5VWYskOc6LONhTFm9+3IynVV8dHdZ8WYs1vcPujxxD1MmhJMgOK9E/WzyY/v2Y5TwSRGcY/G3c/DtF/qhjbbWhrj8NwgWJux02sui6bKmWSW76WDXTGztxNr+bVk2qPEvrEXM6UE05JQF/R3tVU8W7saKBv7dyHtBT773z0A4sTBXLUhOpdyoG3btsjJyYGDgwM6duyI06dPw9vbG9euXYOhIXcFW5skpOYj6jdxUsFWzfmIjewBT45yXCh6w5+XViJs4wUmGJfN2STK8KKsEnN3i4dsOtua4csxHuxfRMVacPDGEyyu6YXo2b4lloS6sGiUfJR58xcIRZi4NRGJEutA/T47oMk1llRB2bewskoBhnx3npkSPKK7vUYEEyBfrAtFBBGxV1H4sgptLIxxcmFv1mamqRII/n1cGvP5VnSoUslj2UCR3omYhAysO1WXk+yzEV1ZC76Vh6LurKgW4tM/7jHfPxjYGVODOnASLyeJvLxIiQ8LcO3RvwCA4wt6sRpI3SgKth1peaXYfCYdgDi2cPXbMhaf1hF+PpchlQ9v8cDOnF2LS0ELqCCaRo0ahbi4OPj5+WH+/PmYNGkStm3bhuzsbCxatIgLG7XKxZrV0QHA36kltk7uAVOWZwlJokgDU1pRjeAv4xnB9OnwrogI4K7xk9cerzv5D7PEwo6pPVifQQWoNjwnudZdGwtjbJzgxXoPHBuUVFRj+MYLeFRQzvwWG+nLiWAClO/JXLw/mRFMYZ72+HZcd07skoW8Z0dMQjpu1yy38M247qymi1BGMwmEInx9+gH+vCsecvhjXi+NCyagaZG+6/IjRjC1sTDGrmk9WY3FlIciZS67oBz91idAWBMLcGtlqNL5tVRFnu+21aROmeDnoBnBBMWSW+YWV2Dcz1dQWimAk3VzfDayq8YFk6LD2Kfu5DCCydRQH6cXBbNaXxvYxdmZxSj9hFu7di3zedy4cXB0dMSlS5fg7OyMsLAwVo3TNrceF2HaL2LB5OtoiR1TenIyJCdJUwIh88VL9Ps6gfmuyto8ytJYJT6RkoMDN54AAPbPClB6YUpFUfbFPz41H2sk3mpiIxVbmJhNFGn4RCKC0A3nkFtSAQDwcbTEr9P8OH2zVtSXF9NfYKLENO/JAY74aCj7M3DkIcuF1UIRPpBY8HbdaHf07MBu+Vf0PyyvEmDk5ot4kCdex2uCnwPc22rmwVofecVNsofJx9ESsZE91FoTUFma8qdAKMLc324wgumncB+NCSZA9lB6eZUASw+mMPE3UwLba86eJpqOSoEQC/bcZHpZf5vuz3mMpiwUqSf5JRVSvYdXPhrAaacDoGMxTdXV1Zg1axZWrFiBDh3EUy39/f3h7+/PiXHaJC2vFKO3JQMQryO3a5of54IJkH/DSyqqMUwiQPLLMR6cCyZA9hv/89JKzK2J4ZjdpyPrDy5JFK0DhBDsv/4YSw+lgBDxkNyemf5a6bJuquH792UV+q9PwL/l1QCAbZN9WUtboS4P8kqZlwUAiJnojcHuHKVmkIOsh9n3cWmMYJrbtyPr8XMAFC5wyw6lMILpu3e7YzjnsUGN01gM3Zen/sEPCXUZtKPD3DS+HmZTl9t3/THuPC1BCyN9/DK1J7zUzEWmNPVcR4h4NvLf9/MBAPP7d+IgzYHC5jTg57MPcfVRIYwM9BAzyRt25pp9Iaylqfta/KoaE7cmIqe4QpxaYFEw54KpxjJOz67UeIWBgQEOHjzIlS06xagfLjGfYyf34HxcvZbGGrQqgQhRu5PwsqpuSI6TB4YM6gsAkYhgwhbxsh7tWhpjYYgzp9dXZIy6pKIaQ7+/gA8PigWTYysTbJnsq7UxfnkN39Hkp+gnIZgWDHDWmGBq6oFZJRDh/f3JqKgWT/+7tLS/VgQTgAZOPHUnBxtrYjhm9+mI/xvkyokAUGQ46XlpJY7fFs9YXT/WEyO6t9Hq4tyyRPqeq9mMYAp2sdaKYALk957/k1uCz2uCgxcMcNa8YIJ0MSOEYO2pf/D3/Xzw9fXwU7gPFodyF38j0x45b1w/nc2oS6wZ1pX1iSLK0FQ9WX44BWn5ZTDU18OB2YGwMdOMuNO55JYjR47EkSNH3sj4pfqYGerjj/m9OM3nU5/G7vf3cWk4nyaeNq+p2Uu1SL7FVlQLEb4tEWn54jfsVSPdNTBkKZ+XlQJM2HIF93JKwOMBkwPaY+lgV430DDaGrIavWihC8JfxyCkWD8dZmxliQf9OCGdhqQpFkdegVAqEWHYwBXeelsCiJumcpoc1JZEc4qyoFjIxan07W+O9AdwJdUkX1b+PhBAcTHqKFUfuQCAi6GRjire9uU29oAj1i1t+aQU+rpn11ZzfDD9M9NaaqGvssgKhCPN+u4mKahGCXawxlYNEkYogWc42/PUAP50Vp05ZMcwNA7uql/NLFWRJpoKySkRuv4aUp+I4vrl9O+LdHpp5aW6Mxu7ry0oBJsdexfUscQD9N+O6o5ONZuLnxHbpWCC4s7MzPvvsM1y8eBE+Pj5o3lw6D8SbkqfJ3Fgfv073Q3sO81zIQtb9zil+hS3nxRV55TA3jQomoK5BJoQgancSM5vk+/FerCwd0xSN1YE7T4ux7tQ/jJgEgDWj3PFuT26SuSlD/dxWhBDM+TWJEUw+jpbYO9Ofs7XIGqOxt/6Hz8vQf/1Z5vsXI921KpgA6YdHTEIG8ksrYW9uhJ/CfTiN4ZBsdCXvY15JBSK3X8P9HHHqBWszQ6x5212rPUy1SL7YEELw/r5bEIoIurVpgT/m9dKqjbIuXSkQInzbVaTnl8HCxADfjuvO+aynRqlx3a3HRUxP5vtvuWASB8srKWaOdONR+LIKo364xEzImBXshP8bpJnUKfKQdbcKX1ZhzI+XmOXF+na2xmA1k82yYRebKC2atm3bBgsLC9y4cQM3btyQ2sbj8d4Y0XRiQTDa2Vlo/LqyHmprT/6DSoEIPdpbYkpQe43bVPu2fT7tBeL+EY/zazaGo6FPtp5/iFXH7zPf21gY4+uxngjoqLncOPKRbvj2XXuMv++Lg0pnBjvhoyFdtGGUzAeYQChilqowaCZeXmaItobkJKlx4ePCcmZttA8Hu3Ie9Cqrp+nfl1UI2XAWpRUCAICVqSGORgWptCAwF0j2NG06k84kc/2QoyFMZajfphFCMGX7NVytSbHxxUh3TjKRK0qt6/ZeywYAhHSxxQIOezKbtIdIfiaYvyeJEUxfjOqGCTrwUgigQWNSJRBhwpYrjGCa168TFoe66FwMnbooLZoyMzO5sEPn0OTsDUnq3/BNZ9JwNPkZ9HjA8qHaiUkAxMMjq2vWbRvZ3Z7zbNCS1P+Xv49Lw4a/6hYlnujngJVhblqZQdIYkg1f5ouXzAySZYNdMasPO0kYVUFW6Yk+dpeZwbdxvLfay5CwBQGBSEQwc9cNVAlFCOzYSiNCXbK8ETTshds0wQvDPLQX9C2L2uIm2VuyfEgX9Hbmvie4KerX3/WnH+BSRgEA4KsxHtyt/6gghBCk55dh37XHAIBpvbQzTMjYI/F505l0XEwvAL+ZHo7ND4KrnSaW5FEMydsqEhFE7a1LtBwd5oYpWhpu1bllVCSpfQvT9pvMm4SkJ/+6l4uvT4vFwXsDXFhbdVxZCIDVJ+7jn9xSWJnyNd5LIhlw+Pe9PCnBdCs6VKPTpxWFQJx75mDSE3xXk/gwwKkVZrC4Orsq1K+qU7ZfRXzNelrLh3TRGcEEiIXn8ZQcZjjsoyEaSnkgcQmhiGCGxOK7e2f6azTTt6IQQrA5Ph1f/ZkKAAh1s8X03tp9+NciecsSHxZiU7xY1M0KdtJ4qIEsCIB5NcvfBLtYw9+J+xnJcu2pUU07Lz9igr7fC3HWKcEESLfL+64/wV816RkWhjgjUoMpGurDdROhUkDFtm3b0K1bNxgZGcHIyAjdunXD1q1b2baNISEhATweT+bftWviqdGPHj2Suf3KlSuc2cUFkg+FL46Lc6sM7GqL+f3VX1NLVf7JLcGuK1kAxCvIs73AYlNI1oEFe5MBiNfYe7BqsE4KJgB4kFeG/usTGMEEAOvf8dRe3EYNkm9hcffyGME02rutzjxka6kWEaw9Ka4Do73bolsbzeRAkmx0/76fh4znL2FkoIeLS/vrpGACgOuP/mUEU1tLY3w11lNnXmYl7ViwR5ymZJxvOyzTlAhugj9uPWN6SBaFOGvdJhEhWHPiPjPxYUbvDojqp732vzEk3VQ7A3LlMDcsDNH8kJwkOjc8t3LlSmzYsAHz589HQEAAAODy5ctYtGgRsrOz8dlnn7FuZGBgIHJycqR+W7FiBeLi4uDr6yv1+99//42uXeuWE2nVSjcbOUXIL61EB6vm+Hacl1Yftn/dE8cxhXSxQbAGAr/rI6sS7JnhD76+7mX4rqW2EQGAiABHzOvXSeNiUxaSrpxfI0ADO7bC12M9tP6wqM93cWl4WvQKhvp6+GS4m8auK+mFZQdTAADv+LZDGx2JX5LFeone1//N76VTLxOS/iytFMLKlI9lQ7QfyFzL8ZRcAEBvZyutpDyoz87LWUy2+5AuthpPeaAo9VuLdi2NMVmLPUy16NzwXExMDLZs2YLx48czvw0fPhweHh6YP38+J6KJz+fDzq5u2KC6uhpHjx7F/PnzGzT0rVq1ktr3dUPy3zHlN8OOKZrLESWP2pgqbVC/Evwc7sPZiuds88e8XlrLEi2L+vXFzEgfsZE9dE4wAWACSheHumh0aRJJXwhrhkq0PayqCM42pjgSFcTJUkbqUL9o7ZjSExYmulV/O9mYIjayh7bNAABGMIW62eLnCN8m9tYe9e9r7OQeOrH2nc4Nz1VXVzfo3QEAHx8fCAQCVoxqimPHjqGgoABTpkxpsG348OGwsbFBr169cOzYsSbPVVlZiZKSEqk/bfK8tJL5vHxYFzi20mzKg8aYGdwRHTScfqEWyUrQxc4MoVrInaIKmyZ46ZRgAoDy6ro66tXOAteWh2g1n1VTfBLmpnHBItnm6usB+2b6o11LzeVqU5VvxnXXOcEESKdt+HKMu8aGWZVh43gvjaf/kEcHq+b4fryXts2Qi+TL7GivNhrNmi4PnRNN4eHhiImJafD7zz//jIkTJ7JiVFNs27YNAwcORNu2dUGEpqamWL9+PQ4cOIDjx4+jV69eGDlyZJPCac2aNTA3N2f+2rXTbsKwYR72MGjGw5JQF4zvyf0K5I1hwtfH12M9weOJc21wnfVbHi52ZmjZnA8nq+ZY/053rdnRFCZ8fYyvmQ48o3cHnZthBQC9OlnD2KAZnKyb4/c5gTonmEz4+pjRuwOMDPTw/XgvRAZ10HgvWKvmhnCxNYWVqSEOzgmCn47GMZnw9THauy3MDPXx6zQ/nRQjANDZ1gxtLIwR4NQKY320277WUlvOzIz0cWhuILq01m6QtQlfH7NrZtW62pnh5Hu9da5u1qf2hdBQXw8rw7o2sbfmcLE1g7Updz2ZPCIvZ3sN77//PvNZIBBgx44dcHBwYNacS0xMRHZ2NiIiIrBx40aFL7506VKsW7dO7j7379+Hq2vd+PeTJ0/g6OiI/fv3Y/To0XKPjYiIQGZmJs6fP9/oPpWVlaisrOvdKSkpQbt27VBcXIwWLbRTkaoEIp2J1ymtqNbKqu31qagWwlBfTyeHkepTKRDqVPqD+lQLRdDX4+m0LyuqhVp9aFQJRGimx9OJ4QZ5EEJQJRTpdHkDxHaKCHTOn7rU1hJCUFEt0olwDEUprxLASL+Z1ie41Kfw3yK0amnJyXNcIdHUr18/xU7G4+HMmTMKX/z58+coKCiQu4+TkxP4/DrV+Pnnn2Pjxo14+vQpDAzkP8w3b96MVatWNQgil0dJSQnMzc21KpooFAqFQqGoBpfPcYUGwOPj41m9aC3W1tawtlZ8NhYhBNu3b0dERESTggkAkpOT0bq1DmQ2plAoFAqF8tqje1GDcjhz5gwyMzMxffr0Btt++eUX8Pl8eHmJg+cOHTqE2NhYTvNHUSgUCoVC+e+gtGiqqKjAxo0bER8fj/z8fIhEIqntSUlJrBlXn23btiEwMFAqxkmSzz//HFlZWdDX14erqyv27duHMWPGKHWN2tFKbc+io1AoFAqFojy1z28Foo+URqGYJkkmTpyI06dPY8yYMbC1tW0QTBodHc2qgZrm4cOH6NhRe2uDUSgUCoVCUZ+MjAw4ObGbskRp0WRubo4TJ04gKCiIVUN0haKiIlhaWiI7Oxvm5ro5hfd1oXYm4uPHj2lQvZpQX7IH9SV7UF+yB/UlexQXF8PBwQH//vsvLCwsWD230sNzbdq0gZmZbiSx4gI9PfH0U3Nzc1pwWaJFixbUlyxBfcke1JfsQX3JHtSX7FH7PGf1nMoesH79enz44YfIyspi3RgKhUKhUCgUXUXpniZfX19UVFTAyckJJiYmDab+FxYWsmYchUKhUCgUiq6gtGgaP348nj59itWrV8sMBH/dMTQ0RHR0NAwNDbVtymsP9SV7UF+yB/Ule1Bfsgf1JXtw6UulA8FNTExw+fJleHp6sm4MhUKhUCgUiq6idEyTq6srXr16xYUtFAqFQqFQKDqL0qJp7dq1WLx4MRISElBQUICSkhKpPwqFQqFQKJQ3EaWH52qn8NWPZSKEgMfjQSgUsmcdhUKhUCgUio6gdE9TfHw84uPjcebMGam/2t9eZzZv3oz27dvDyMgIfn5+uHr1qrZN0nk++eQT8Hg8qT/JZW4qKioQFRWFVq1awdTUFKNHj0ZeXp4WLdYdzp07h7CwMNjb24PH4+HIkSNS2wkhWLlyJVq3bg1jY2OEhIQgLS1Nap/CwkJMnDgRLVq0gIWFBaZNm4aysjIN/he6QVO+jIyMbFBOBw0aJLUP9aWYNWvWoEePHjAzM4ONjQ1GjhyJ1NRUqX0UqdfZ2dkYOnQoTExMYGNjgw8++AACgUCT/4rWUcSXffv2bVA2Z8+eLbUP9SUQExMDDw8PJo9VQEAATp48yWzXWJkkFEIIIXv37iV8Pp/ExsaSu3fvkhkzZhALCwuSl5enbdN0mujoaNK1a1eSk5PD/D1//pzZPnv2bNKuXTsSFxdHrl+/Tvz9/UlgYKAWLdYdTpw4QZYvX04OHTpEAJDDhw9LbV+7di0xNzcnR44cIbdu3SLDhw8nHTp0IK9evWL2GTRoEPH09CRXrlwh58+fJ506dSLjx4/X8H+ifZry5eTJk8mgQYOkymlhYaHUPtSXYgYOHEi2b99O7ty5Q5KTk8mQIUOIg4MDKSsrY/Zpql4LBALSrVs3EhISQm7evElOnDhBrKysyLJly7TxL2kNRXzZp08fMmPGDKmyWVxczGynvhRz7Ngxcvz4cfLgwQOSmppKPvroI2JgYEDu3LlDCNFcmVRJNJ07d45MnDiRBAQEkCdPnhBCCNm5cyc5f/68KqfTCXr27EmioqKY70KhkNjb25M1a9Zo0SrdJzo6mnh6esrcVlRURAwMDMiBAweY3+7fv08AkMuXL2vIwteD+g96kUhE7OzsyFdffcX8VlRURAwNDcmePXsIIYTcu3ePACDXrl1j9jl58iTh8Xjk6dOnGrNd12hMNI0YMaLRY6gvGyc/P58AIGfPniWEKFavT5w4QfT09Ehubi6zT0xMDGnRogWprKzU7D+gQ9T3JSFi0fTee+81egz1ZeNYWlqSrVu3arRMKj08d/DgQQwcOBDGxsZISkpCZWUlAPFaL6tXr1b2dDpBVVUVbty4gZCQEOY3PT09hISE4PLly1q07PUgLS0N9vb2cHJywsSJE5GdnQ0AuHHjBqqrq6X86urqCgcHB+rXJsjMzERubq6U78zNzeHn58f47vLly7CwsICvry+zT0hICPT09JCYmKhxm3WdhIQE2NjYoHPnzpgzZw4KCgqYbdSXjVNcXAwAaNmyJQDF6vXly5fh7u4OW1tbZp+BAweipKQEd+/e1aD1ukV9X9aye/duWFlZoVu3bli2bBnKy8uZbdSXDREKhdi7dy9evnyJgIAAjZZJpUXTqlWr8OOPP2LLli1S2cCDgoKQlJSk7Ol0ghcvXkAoFEo5EwBsbW2Rm5urJateD/z8/LBjxw6cOnUKMTExyMzMRO/evVFaWorc3Fzw+fwGCyZSvzZNrX/klcnc3FzY2NhIbdfX10fLli2pf+sxaNAg7Ny5E3FxcVi3bh3Onj2LwYMHMxNXqC9lIxKJsHDhQgQFBaFbt24AoFC9zs3NlVl2a7f9F5HlSwCYMGECfv31V8THx2PZsmXYtWsXJk2axGynvqwjJSUFpqamMDQ0xOzZs3H48GG4ublptEwqnRE8NTUVwcHBDX43NzdHUVGRsqejvOYMHjyY+ezh4QE/Pz84Ojpi//79MDY21qJlFEod7777LvPZ3d0dHh4e6NixIxISEjBgwAAtWqbbREVF4c6dO7hw4YK2TXntacyXM2fOZD67u7ujdevWGDBgADIyMtCxY0dNm6nTdO7cGcnJySguLsbvv/+OyZMn4+zZsxq1QemeJjs7O6Snpzf4/cKFC3BycmLFKE1jZWWFZs2aNYi0z8vLg52dnZasej2xsLCAi4sL0tPTYWdnh6qqqgZimvq1aWr9I69M2tnZIT8/X2q7QCBAYWEh9W8TODk5wcrKimnLqC8bMm/ePPzvf/9DfHw82rZty/yuSL22s7OTWXZrt/3XaMyXsvDz8wMAqbJJfSmGz+ejU6dO8PHxwZo1a+Dp6YnvvvtOo2VSadE0Y8YMvPfee0hMTASPx8OzZ8+we/duLFmyBHPmzFH2dDoBn8+Hj48P4uLimN9EIhHi4uIQEBCgRcteP8rKypCRkYHWrVvDx8cHBgYGUn5NTU1FdnY29WsTdOjQAXZ2dlK+KykpQWJiIuO7gIAAFBUV4caNG8w+Z86cgUgkYhpeimyePHmCgoICtG7dGgD1pSSEEMybNw+HDx/GmTNn0KFDB6ntitTrgIAApKSkSAnRv/76Cy1atICbm5tm/hEdoClfyiI5ORkApMom9aVsRCIRKisrNVsmlY1WF4lEZNWqVaR58+aEx+MRHo9HjIyMyMcff6zsqXSKvXv3EkNDQ7Jjxw5y7949MnPmTGJhYSEVaU9pyOLFi0lCQgLJzMwkFy9eJCEhIcTKyork5+cTQsTTQB0cHMiZM2fI9evXSUBAAAkICNCy1bpBaWkpuXnzJrl58yYBQDZs2EBu3rxJsrKyCCHilAMWFhbk6NGj5Pbt22TEiBEyUw54eXmRxMREcuHCBeLs7PyfnCYvz5elpaVkyZIl5PLlyyQzM5P8/fffxNvbmzg7O5OKigrmHNSXYubMmUPMzc1JQkKC1DT48vJyZp+m6nXt9O7Q0FCSnJxMTp06Raytrf9z0+Sb8mV6ejr57LPPyPXr10lmZiY5evQocXJyIsHBwcw5qC/FLF26lJw9e5ZkZmaS27dvk6VLlxIej0dOnz5NCNFcmVQ5T1NlZSW5e/cuSUxMJKWlpaqeRqfYuHEjcXBwIHw+n/Ts2ZNcuXJF2ybpPOPGjSOtW7cmfD6ftGnThowbN46kp6cz21+9ekXmzp1LLC0tiYmJCRk1ahTJycnRosW6Q3x8PAHQ4G/y5MmEEPELyooVK4itrS0xNDQkAwYMIKmpqVLnKCgoIOPHjyempqakRYsWZMqUKW9MfVQGeb4sLy8noaGhxNramhgYGBBHR0cyY8aMBi9E1JdiZPkRANm+fTuzjyL1+tGjR2Tw4MHE2NiYWFlZkcWLF5Pq6moN/zfapSlfZmdnk+DgYNKyZUtiaGhIOnXqRD744AOpPE2EUF8SQsjUqVOJo6Mj4fP5xNramgwYMIARTIRorkwqvYwKhUKhUCgUyn8RhWfPTZ06VaH9YmNjVTaGQqFQKBQKRVdRuKdJT08Pjo6O8PLygrxDDh8+zJpxFAqFQqFQKLqCwj1Nc+bMwZ49e5CZmYkpU6Zg0qRJDbKaUigUCoVCobypKBXTVFlZiUOHDiE2NhaXLl3C0KFDMW3aNISGhoLH43FpJ4VCoVAoFIpWUTkQPCsrCzt27MDOnTshEAhw9+5dmJqasm0fhUKhUCgUik6gdHJL5kA9PfB4PBBCmPWbKBQKhUKhUN5UlBJNlZWV2LNnD9566y24uLggJSUFmzZtQnZ2Nu1lolAoFAqF8kajcCD43LlzsXfvXrRr1w5Tp07Fnj17YGVlxaVtFAqFQqFQKDqDUikHHBwc4OXlJTfo+9ChQ6wZR6FQ/ltERkaiqKgIR44c0cr1w8PD0aVLF3z00UecnP/evXsIDQ1Famoqmjdvzsk1KBQKdygsmiIjIxWaIbd9+3a1jaJQKG8eTbUf0dHRWLRoEQghsLCw0IxREty6dQv9+/dHVlYWp+EGY8aMgaenJ1asWMHZNSgUCjfQZVQoFIpGyM3NZT7v27cPK1euRGpqKvObqampVmMjp0+fDn19ffz444+cXuf48eOYMWMGsrOzoa+vcIQEhULRAVSePUehUCjKYGdnx/yZm5uDx+NJ/WZqaorIyEiMHDmSOaZv376YP38+Fi5cCEtLS9ja2mLLli14+fIlpkyZAjMzM3Tq1AknT56UutadO3cwePBgmJqawtbWFuHh4Xjx4kWjtgmFQvz+++8ICwuT+r19+/ZYtWoVIiIiYGpqCkdHRxw7dgzPnz/HiBEjYGpqCg8PD1y/fp05JisrC2FhYbC0tETz5s3RtWtXnDhxgtn+1ltvobCwEGfPnlXToxQKRdNQ0UShUHSaX375BVZWVrh69Srmz5+POXPmYOzYsQgMDERSUhJCQ0MRHh6O8vJyAEBRURH69+8PLy8vXL9+HadOnUJeXh7eeeedRq9x+/ZtFBcXw9fXt8G2b775BkFBQbh58yaGDh2K8PBwREREYNKkSUhKSkLHjh0RERHBLC8VFRWFyspKnDt3DikpKVi3bp1UDxqfz0f37t1x/vx5lj1FoVC4hoomCoWi03h6euLjjz+Gs7Mzli1bBiMjI1hZWWHGjBlwdnbGypUrUVBQgNu3bwMANm3aBC8vL6xevRqurq7w8vJCbGws4uPj8eDBA5nXyMrKQrNmzWBjY9Ng25AhQzBr1izmWiUlJejRowfGjh0LFxcXfPjhh7h//z7y8vIAANnZ2QgKCoK7uzucnJwwbNgwBAcHS53T3t4eWVlZLHuKQqFwDRVNFApFp/Hw8GA+N2vWDK1atYK7uzvzm62tLQAgPz8fgDigOz4+nomRMjU1haurKwAgIyND5jVevXoFQ0NDmcHqktevvZa86y9YsACrVq1CUFAQoqOjGTEnibGxMdMzRqFQXh+oaKJQKDqNgYGB1Hcejyf1W63QEYlEAICysjKEhYUhOTlZ6i8tLa1Bj08tVlZWKC8vR1VVldzr115L3vWnT5+Ohw8fIjw8HCkpKfD19cXGjRulzllYWAhra2vFHEChUHQGKpooFMobhbe3N+7evYv27dujU6dOUn+N5Ubq3r07AHEeJTZo164dZs+ejUOHDmHx4sXYsmWL1PY7d+7Ay8uLlWtRKBTNQUUThUJ5o4iKikJhYSHGjx+Pa9euISMjA3/++SemTJnS6DqZ1tbW8Pb2xoULF9S+/sKFC/Hnn38iMzMTSUlJiI+PR5cuXZjtjx49wtOnTxESEqL2tSgUimahoolCobxR2Nvb4+LFixAKhQgNDYW7uzsWLlwICwsL6Ok13uRNnz4du3fvVvv6QqEQUVFR6NKlCwYNGgQXFxf88MMPzPY9e/YgNDQUjo6Oal+LQqFoFprckkKhUCAOBu/cuTP27duHgIAATq5RVVUFZ2dn/PbbbwgKCuLkGhQKhTtoTxOFQqFAPKNt586dcpNgqkt2djY++ugjKpgolNcU2tNEoVAoFAqFogC0p4lCoVAoFApFAahoolAoFAqFQlEAKpooFAqFQqFQFICKJgqFQqFQKBQFoKKJQqFQKBQKRQGoaKJQKBQKhUJRACqaKBQKhUKhUBSAiiYKhUKhUCgUBaCiiUKhUCgUCkUBqGiiUCgUCoVCUYD/B1T77kib4znMAAAAAElFTkSuQmCC", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Repeat varying I_0 with sigma = 10 instead of 50\n", "inter_spike_hists = []\n", "\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "I_0_arr = [10, 20, 30, 40]\n", "for i, I_0_temp in enumerate(I_0_arr):\n", " plt.sca(axes[i])\n", " spike_times = noisy_dynamics(I_0=I_0_temp, sigma=10, N_t=1000000)\n", " inter_spike_hist = np.diff(spike_times)\n", " inter_spike_hists.append(inter_spike_hist)\n", " plot_spikes(spike_times)\n", " plt.title(f'I_0 = {I_0_temp} uA, sigma = 10 mV')\n", " plt.xlim(0, 300) # show only the first 300 ms\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "for i, inter_spike_hist in enumerate(inter_spike_hists):\n", " plt.sca(axes[i])\n", " plt.hist(inter_spike_hist, bins=20)\n", " plt.xlabel('Inter-spike interval (ms)')\n", " plt.ylabel('Count')\n", " plt.title(f'I_0 = {I_0_arr[i]} uA, sigma = 10 mV')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Repeat varying I_0 with sigma = 100 instead of 50\n", "inter_spike_hists = []\n", "\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "I_0_arr = [10, 20, 30, 40]\n", "for i, I_0_temp in enumerate(I_0_arr):\n", " plt.sca(axes[i])\n", " spike_times = noisy_dynamics(I_0=I_0_temp, sigma=100, N_t=1000000)\n", " inter_spike_hist = np.diff(spike_times)\n", " inter_spike_hists.append(inter_spike_hist)\n", " plot_spikes(spike_times)\n", " plt.title(f'I_0 = {I_0_temp} uA, sigma = 100 mV')\n", " plt.xlim(0, 300) # show only the first 100 ms\n", " plt.ylim(-85, 0)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "for i, inter_spike_hist in enumerate(inter_spike_hists):\n", " plt.sca(axes[i])\n", " plt.hist(inter_spike_hist, bins=20)\n", " plt.xlabel('Inter-spike interval (ms)')\n", " plt.ylabel('Count')\n", " plt.title(f'I_0 = {I_0_arr[i]} uA, sigma = 100 mV')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Repeat varying I_0 with sigma = 0 instead of 50\n", "inter_spike_hists = []\n", "\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "I_0_arr = [10, 20, 30, 40]\n", "for i, I_0_temp in enumerate(I_0_arr):\n", " plt.sca(axes[i])\n", " spike_times = noisy_dynamics(I_0=I_0_temp, sigma=1, N_t=1000000)\n", " inter_spike_hist = np.diff(spike_times)\n", " inter_spike_hists.append(inter_spike_hist)\n", " plot_spikes(spike_times)\n", " plt.title(f'I_0 = {I_0_temp} uA, sigma = 0 mV')\n", " plt.xlim(0, 300) # show only the first 300 ms\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "fig, axes = plt.subplots(4, 1, figsize=(6, 8))\n", "for i, inter_spike_hist in enumerate(inter_spike_hists):\n", " plt.sca(axes[i])\n", " plt.hist(inter_spike_hist, bins=20)\n", " plt.xlabel('Inter-spike interval (ms)')\n", " plt.ylabel('Count')\n", " plt.title(f'I_0 = {I_0_arr[i]} uA, sigma = 1 mV')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So how does the shape of the ISP histogram depend on $I_0$ and $\\sigma$?\n", "\n", "There are two edge cases:\n", "- When sigma is 0, the histogram consists of a single bar, as the neuron fires at regular intervals.\n", " \n", "- When sigma is very large (relative to $I_0$) the neuron will, on any time step, be very likely to either receive no excitatory input OR enough input to immediately fire -- where the corresponding probabilities depend on $I_0$. Its spikes will thus essentially come from a Poisson process. In that case, the ISIs are the \"waiting times of a Poisson process\". It then follows (mathematically) that the ISI histogram will resemble the probability density function of an exponential distribution.\n", "\n", "If $I_0$ is fixed, increasing sigma will gradually transform the ISI histogram from a unimodal towards an exponential distribution. Vice versa, increasing $I_0$ will shorten the ISIs, shifting the histogram to the left. Further, lowering $I_0$ drives the histogram towards an exponential distribution." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.11" } }, "nbformat": 4, "nbformat_minor": 2 }