{ "cells": [ { "metadata": {}, "cell_type": "markdown", "source": "# Chapter 1 - What makes CMDA work for my smartphone -- Distributed Power Control", "id": "3f1dc3889ba72a1a" }, { "metadata": {}, "cell_type": "markdown", "source": [ "## 1.1\n", "Consider three pairs of transmitters and reciiers in a cell, with the following channel gain matrix G and noise of 0.1 mW for all the receivers. The target SIRs are also shown below.\n", "\n", "\\begin{equation}G=\\begin{bmatrix}1&0.1&0.3\\\\0.2&1&0.3\\\\0.2&0.2&1\\end{bmatrix}\\end{equation}\n", "\n", "\\begin{equation}\\gamma=\\begin{bmatrix}1\\\\1.5\\\\1\\end{bmatrix}\\end{equation}\n", "\n", "### a\n", "With an initialization of all transmit powers at 1 mW, run DPC for ten iterations and plot the evalution of transmit powers and received SIRs.\n", "\n", "### b\n", "Adding a new pair of transmitters and receivers such that the new channel gain maitrix is:\n", "\\begin{equation}G=\\begin{bmatrix}1&0.1&0.3&0.1\\\\0.2&1&0.3&0.1\\\\0.2&0.2&1&0.1\\\\0.1&0.1&0.1&1\\end{bmatrix}\\end{equation}\n" ], "id": "1029b927f91537b3" }, { "metadata": { "ExecuteTime": { "end_time": "2024-10-05T13:08:11.253073Z", "start_time": "2024-10-05T13:08:06.417635Z" } }, "cell_type": "code", "source": [ "from importlib import import_module\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Channel gain matrix G\n", "G = np.array([[1, 0.1, 0.3],\n", " [0.2, 1, 0.3],\n", " [0.2, 0.2, 1]])\n", "\n", "# Target SIRs\n", "gamma_target = np.array([1, 1.5, 1])\n", "\n", "# Noise power for all receivers (in mW)\n", "noise_power = 0.1\n", "\n", "# Initialize transmit powers (all at 1 mW)\n", "P_init = np.array([1, 1, 1])\n", "\n", "# Number of iterations for DPC\n", "iterations = 10\n", "\n", "# Arrays to store transmit powers and SIR values over iterations\n", "P_vals = [P_init.copy()]\n", "SIR_vals = []\n", "\n", "# DPC Algorithm: Iterate 10 times\n", "for _ in range(iterations):\n", " received_interference = G @ P_vals[-1] - np.diag(G) * P_vals[-1] # Interference calculation\n", " SIR = np.diag(G) * P_vals[-1] / (received_interference + noise_power) # Calculate current SIR\n", " SIR_vals.append(SIR)\n", "\n", " # Update transmit powers based on the DPC equation\n", " P_new = (gamma_target * (received_interference + noise_power)) / np.diag(G)\n", " P_vals.append(P_new)\n", "\n", "# Convert lists to arrays for plotting\n", "P_vals = np.array(P_vals)\n", "SIR_vals = np.array(SIR_vals)\n", "\n", "# Plot transmit powers over iterations\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(P_vals, marker='o')\n", "plt.title('Transmit Powers Evolution Over Iterations (DPC)')\n", "plt.xlabel('Iteration')\n", "plt.ylabel('Transmit Power (mW)')\n", "plt.legend(['Transmitter 1', 'Transmitter 2', 'Transmitter 3'])\n", "plt.grid(True)\n", "plt.show()\n", "\n", "# Plot received SIRs over iterations\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(SIR_vals, marker='x')\n", "plt.title('Received SIR Evolution Over Iterations (DPC)')\n", "plt.xlabel('Iteration')\n", "plt.ylabel('SIR')\n", "plt.legend(['Receiver 1', 'Receiver 2', 'Receiver 3'])\n", "plt.grid(True)\n", "plt.show()\n" ], "id": "8bff80b7580b0f40", "outputs": [ { "data": { "text/plain": [ "
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AgQLUqlXLYchaojx58jg89/DwuOfy5KbfTQ1ff/0127ZtY9euXZw/f569e/cSGhoK2M5JcnNzSzLDnMViISAggCtXrtiXNW3alM2bN3P79m1+++03GjduTN68ealevTq//fYbJ0+e5OTJkw6F04ULF9i7d6/9h1HiLWfOnBiGkaQISu47dObzTk7+/PmpUaNGkts/v4NWrVoRGBho/5F/7do1fv75Z3r27Imrq6v9s7pXxkKFCjl8VunFme8PSHaGMU9PzyT/P7hbYrF18uTJe7ZJnD69aNGi9mV9+/Zl06ZNHD58GLAVo56enjz77LP2NqnRR1LDhQsXWLJkSZIcFStWBEhRjkWLFtmny54zZw6bNm1i27Zt9O3b96H///2gfme1Wrl27ZrD8ru/58TJGBK/5/r167N48WLi4+Pp2bMnRYoUoVKlSsydO/e+WRLXv/tvZEokFueFChVyWO7t7W3/x4y9e/dy/fp1fvnlFwoXLgykrO8lJzHjg/q2SHakWfVEJNmThlevXs358+dZs2aN/SgTkOTEeWf16dOHPn36cPv2bdatW8eoUaNo27YtR48epXjx4o+07dRWvnx5+6x6d8ubNy/x8fFcunTJ4ce3YRhERETY/2UaoEmTJowYMYJ169axatUqRo0aZV++cuVKSpQoYX+eKF++fHh7e99zAoJ/zr4FyX+HkPaft6urKz169OCTTz7h+vXrfPfdd8TExNjPw4H//RgNDw9Psv758+eTvJe7eXp6JjnnCHikgsuZ7+9RNGvWjGnTprF48WKGDx+ebJvFixfj5ubmMNlC4uxms2bN4r333uObb76hQ4cODkeMUquPPKp8+fIREhLCe++9l+zrd//gTy7HnDlzKFGiBPPnz3d4PbnvPaUe1O9cXFwe6ghc+/btad++PTExMWzevJlx48bRrVs3goKCqFOnzn2zXL161en9/fzzzwAO/QNss+rd6+8T2ArG4OBgVq5c6dRMqYkZH/T/S5HsSEecRCRZiT9e7p4m+IsvvkiV7efIkYNWrVrx1ltvERsby4EDB1Jlu8m5+1+NU0NikTNnzhyH5QsXLuT27dsORVDNmjXx8/Nj8uTJRERE0KxZM8B2JGrXrl18//33VKhQweEHZtu2bTl+/Dh58+ZN9qiPsxdzTcvPu0+fPkRHRzN37lxmzZpFnTp1KFeunP31OnXq4O3tneSzOnv2LKtXr3b4rJITFBTE3r17HZatXr2aW7duOSxz5nt25vt7FE899RQVKlTggw8+4OjRo0lenz9/PitXrqR///4EBATYl+fOnZsOHTrw9ddfs3TpUiIiIpLM3JbafeRB7nWErW3btuzfv59SpUolm+Puwik5FosFDw8Ph6IpIiIiyax698txt7Jly1K4cGG+++47h+Fut2/fZuHChfaZ9h6Wp6cnDRo0sE+As2vXrnu29fDwoGTJkhw/ftypfezZs4f333+foKAgOnfu7HTGESNGcO3aNQYNGpTskL9bt26xcuVKh2UnTpwAst71/URSg444iUiy6tatS+7cuXnhhRcYNWoU7u7ufPvtt+zZs+eht/ncc8/h7e1NaGgogYGBREREMG7cOPz9/VPtX/iTU6lSJQCmTZtGzpw58fLyokSJEo90gcdmzZrRokULhg0bRmRkJKGhoezdu5dRo0ZRtWpVh+mkXV1dadCgAUuWLKFEiRL2awqFhobi6enJqlWrGDRokMP2Bw8ezMKFC6lfvz5DhgwhJCQEq9XKmTNnWLlyJa+99hq1atW6b8ZH/bwvXLjA5s2bkyz38/Nz+FFVrlw56tSpw7hx4/jrr7+YNm2aQ/tcuXIxYsQI/u///o+ePXvy7LPPcuXKFcaMGYOXl5f9CNy99OjRgxEjRjBy5EgaNGjAwYMH+fTTT/H393do58z37Mz39yhcXV1ZuHAhzZo1o06dOrz22mvUqVOHmJgYlixZwrRp02jQoAETJkxIsm7fvn2ZP38+L7/8MkWKFHEYygmp00ecERwczJo1a1iyZAmBgYHkzJmTsmXLMnbsWMLCwqhbty6DBg2ibNmyREdHc+rUKZYtW8bUqVMdLkidnLZt27Jo0SIGDhzIM888w19//cU777xDYGBgklkX75Xjbi4uLvznP//hX//6F23btmXAgAHExMQwfvx4rl+/zgcffOD0ZzBy5EjOnj1LkyZNKFKkCNevX+fjjz92OP/zXho2bMivv/56z9d37NiBv78/cXFx9gvgfvPNNxQoUIAlS5bYhys7o1OnTowYMYJ33nmHw4cP069fP/sFcLds2cIXX3xhnxI/0ebNm3F1daV+/fpO708kyzNvXgoRSW/3mlXv7tmzEm3cuNGoU6eO4ePjY+TPn9/o37+/sXPnTgMwZs6ced/tGkbSGdJmz55tNGrUyChYsKDh4eFhFCpUyOjcubOxd+9ee5vEGe3uninsXjNPJbdvkpmFbfLkyUaJEiUMV1fXJPnvdq8Md7tz544xbNgwo3jx4oa7u7sRGBhovPjii8a1a9eStP34448NwHjuueccljdr1swAjJ9//jnJOrdu3TLefvtto2zZsoaHh4fh7+9vBAcHG0OGDDEiIiIc3u9LL72UZP2UfN73wn1m1QsNDU3Sftq0aQZgeHt7Gzdu3Eh2m1999ZUREhJify/t27e3z7iWKLlZ9WJiYow33njDKFq0qOHt7W00aNDA2L17d5JZ9Qzj3t/z3bPqGUbKv7/ixYsbbdq0SfJ+GjRoYDRo0CDZ93q3y5cvG8OHDzfKlStneHl5Gb6+vkbNmjWNTz/99J4zzCUkJBhFixY1AOOtt95Kts2j9pF7Se7vwu7du43Q0FDDx8fHABze+6VLl4xBgwYZJUqUMNzd3Y08efIY1atXN9566y3j1q1bhmH8b1a98ePHJ7vPDz74wAgKCjI8PT2N8uXLG19++WWy/eFeOe6eVS/R4sWLjVq1ahleXl5Gjhw5jCZNmhh//PGHQ5t7/X1J/Ftw8uRJwzAMY+nSpUarVq2MwoULGx4eHkaBAgWM1q1bG+vXr3/gZ7pq1SoDMLZu3ZrsvhNvnp6eRmBgoNG8eXPj448/NiIjI5Ns615/c+9l7dq1xjPPPGMEBgYa7u7uhp+fn1GnTh1j/PjxSbZfr14948knn0zxtkWyE4th6ApnIiIiImktJCSE0NBQpkyZYnaUZB0/fpzHHnuMFStW2IcUi8j/qHASERERSQfLly/nqaee4tixYw8cvmiGxMsLpHTmTZHsRpNDiIiIiKSDli1bMn78eKenCE8P8fHxlCpVis8++8zsKCIZlo44iYiIiIiIPICOOImIiIiIiDyACicREREREZEHUOEkIiIiIiLyANnuArhWq5Xz58+TM2dOhyuUi4iIiIhI9mIYBjdv3qRQoUK4uNz/mFK2K5zOnz9P0aJFzY4hIiIiIiIZxF9//fXAywRku8IpZ86cgO3D8fPzMzkNxMXFsXLlSpo3b467u7vZcSQTUJ8RZ6i/iLPUZ8RZ6jPirIzUZyIjIylatKi9RrifbFc4JQ7P8/PzyzCFk4+PD35+fqZ3HMkc1GfEGeov4iz1GXGW+ow4KyP2mZScwqPJIURERERERB5AhZOIiIiIiMgDqHASERERERF5gGx3jpOIiIiIZG4JCQnExcWZHUMeUlxcHG5ubkRHR5OQkJDm+3N3d8fV1fWRt6PCSUREREQyjVu3bnH27FkMwzA7ijwkwzAICAjgr7/+SpfrqlosFooUKYKvr+8jbUeFk4iIiIhkCgkJCZw9exYfHx/y58+fLj+6JfVZrVZu3bqFr6/vAy86+6gMw+DSpUucPXuWxx577JGOPKlwEhEREZFMIS4uDsMwyJ8/P97e3mbHkYdktVqJjY3Fy8srzQsngPz583Pq1Cni4uIeqXDS5BAiIiIikqnoSJM4I7X6iwonERERERGRB1DhJCIiIiIi8gAqnEREREQkW0mwGmw6foWfdp9j0/ErJFg1Q19KzJo1i1y5cpkdwzQqnEREREQk21i+P5wnPlzNs19u5tV5u3n2y8088eFqlu8PT5P9WSyW+9569+6dJvtNC126dOHo0aP256NHj6ZKlSpJ2lksFhYvXpxmORYtWkSLFi3Ily8fFouF3bt3p9m+/kmFk4iIiIhkC8v3h/PinJ2E34h2WB5xI5oX5+xMk+IpPDzcfps8eTJ+fn4Oyz7++GOH9hn5wr7e3t4UKFAg3fZ3r8/i9u3bhIaG8sEHH6RbFlDhZKrY2BgW/f4ZO88vZNHvnxEbG2N2JBEREZFMwzAMomLjU3S7GR3HqJ8PkNygvMRlo38+yM3ouBRtL6UX4A0ICLDf/P39sVgs9ufR0dHkypWL77//noYNG+Ll5cWcOXO4cuUKzz77LEWKFMHHx4fg4GDmzp3rsN2GDRsyaNAg3njjDfLkyUNAQACjR492aDN69GiKFSuGp6cnhQoVYtCgQfbXgoKCePfdd+nZsye+vr4UL16cn376iUuXLtG+fXt8fX0JDg5m+/bt9nX+OVRv1qxZjBkzhj179tiPns2aNYugoCAAnnrqKSwWi/05wJIlS6hevTo+Pj5UqVKFsWPHEh8fb3/dYrEwdepU2rdvT44cOXj33XeT/Ux79OjByJEjadq0aYq+g9Ri6nWc1q1bx/jx49mxYwfh4eH8+OOPdOjQ4b7rrF27lqFDh3LgwAEKFSrEG2+8wQsvvJA+gVPRtJ/eYu7lxVx2cwEfWBS+i6nffMmz+TrwfPv3zI4nIiIikuHdiUugwsgVqbItA4iIjCZ49MoUtT84tgU+HqnzU3rYsGFMmDCBmTNn4unpSXR0NNWrV2fYsGH4+fnxyy+/0KNHD0qWLEmtWrXs682ePZuhQ4eyZcsWNm3aRO/evQkNDaVZs2b88MMPTJo0iXnz5lGxYkUiIiLYs2ePw34nTZrE+++/z4gRI5g0aRI9evQgNDSUvn37Mn78eIYNG0bPnj05cOBAkim9u3Tpwv79+1m+fDm//fYbAP7+/rRp04YCBQowc+ZMWrZsab9u0ooVK+jevTuffPIJoaGh7Nu3j6FDh2KxWBg1apR9u6NGjWLcuHFMmjTpka65lBZMLZxu375N5cqV6dOnDx07dnxg+5MnT9K6dWuee+455syZwx9//MHAgQPJnz9/itbPKKb99BafXvsJw9WxA15xtfDptZ/gJ1Q8iYiIiGQTgwcP5umnn3ZY9vrrr9sfv/LKKyxfvpwFCxY4FE4hISH2ouOxxx7j008/ZdWqVTRr1owzZ84QEBBA06ZNcXd3p1ixYtSsWdNhH61bt2bAgAEAjBw5kilTpvD444/TqVMnwFbQ1alThwsXLhAQEOCwrre3N76+vri5uTm8lnhh4ly5cjksf++99xg+fDi9evXCarWSL18+xowZw/Dhwx0Kp27dutG3b1/nP8R0YGrh1KpVK1q1apXi9lOnTqVYsWJMnjwZgPLly7N9+3Y++uijTFM4xcbGMPfyYlvRdFflblgsWAyDeZcX0zt2JB4enialFBEREcn4vN1dOTi2RYrabj15ld4ztz2w3aw+j1OzRJ4U7Tu11KhRw+F5QkICH3zwAfPnz+fcuXPExMQQExNDjhw5HNqFhIQ4PA8MDOTixYsAdOrUicmTJ1OyZElatmxJ69atefLJJ3Fzc0t2/YIFCwIQHBycZNnFixeTFE7O2rFjB9u2beO99/53cCAhIYHo6GiioqLw8fEBkn4WGYmphZOzNm3aRPPmzR2WtWjRgunTpxMXF4e7u3uSdRI7WqLIyEjAdrKZGSff/bhmim143j0YFguX3Cz8uGYKTzd6KR2TSWaR2G8z8smjknGov4iz1GfEWenZZ+Li4jAMA6vVitVqBcDrPr+r/im0VF4C/Ly4EBmd7HlOFiDA34vQUnlxdbEk08KRYRgpPs8pUWLmu++9vb3tjwE++ugjJk2axMSJEwkODiZHjhwMGTKEmJgYh3Zubm4Oz8FWjFitVgoXLsyhQ4cICwtj1apVDBw4kPHjx/P777/bfzMnt76rq6t9WeL7i4+Pd/jM73797m0kLvvncqvVyujRo3nqqacwDIPbt2+TI0cOLBYLHh4e9/wsUvp53m8dq9WKYRjExcUlGf7nTL/NVIVTRESEvfJNVLBgQeLj47l8+TKBgYFJ1hk3bhxjxoxJsnzlypX2yjY9HTy/E1Kw24PHd+J1Z1naB5JMKywszOwIkomov4iz1GfEWenRZxKHhd26dYvY2Fin1/93kyBe//EwFnAonhLLpNcbB3H71s3UiJqs6OhoDMOw/0P+rVu3ANvpK4nLAH7//XdatWpFu3btANsP/6NHj1KmTBl7u/j4eGJjYx3Wi4+PJy4uzmFZw4YNadiwIT179qRmzZps3ryZypUrY7VaiY6OdmgLcOfOnXvmuzu/1WpNkgHA3d2dW7duOSwPCQlh//799qGB/5S4n7v3/yD3+vzuFhsby507d1i3bp3DZBQAUVFRKdoXZLLCCUhyYlpipXv38kRvvvkmQ4cOtT+PjIykaNGiNG/eHD8/v7QLeg/Rv59kUfiuB7arUKoarRu1TodEktnExcURFhZGs2bNkj3KKvJP6i/iLPUZcVZ69pno6Gj++usvfH198fLycnr9px73w9vbm7FLDxER+b8pyQP8vRjRpjwtKz3acLQH8fLywmKx2H+D+vr6ApAjRw6H36XlypVj0aJF7N+/n9y5czNp0iQuXrxIhQoV7O3c3Nzw8PBwWM/NzQ13d3f8/PyYNWsWCQkJ1KpVCx8fHxYvXoy3t7d9Gy4uLnh5eSX5Pezt7X3PfHfnL1u2LGfOnOHEiRMUKVKEnDlz4unpSVBQEJs2baJp06Z4enqSO3duRo8eTbt27ShZsiQdO3bkzp07nDhxgv379/POO+8ku/97uXr1KmfOnOH8+fMAnD17lhw5cthnK7xbdHQ03t7e1K9fP0m/SWmRBpmscAoICCAiIsJh2cWLF3FzcyNv3rzJruPp6YmnZ9Jzhdzd3U35D8JTDV9k6jdfcsXVgpFMsWcxDAokJPBU8Qr6D5bcl1l9WDIn9RdxlvqMOCs9+kxCQgIWiwUXFxdcXB7uqjqtQwrRolIgW09e5eLNaArk9KJmiTwpGp73qBIzJ3f/z/czcuRITp06RatWrfDx8eH555+nQ4cO3Lhxw6Fd4mfxz+eJy/LkycMHH3zA66+/TkJCAsHBwSxZsoT8+fPfc/27s9yd7+7lnTp1YvHixTRp0oTr168zc+ZMevfuzYQJExg6dChfffUVhQsXtr+XpUuXMnbsWMaPH4+bmxvly5enf//+DhlS8t0uXbqUPn362J9369YNsM3Id/eU7InbtFgsyfZRZ/qsxXB2cGYasVgsD5yOfNiwYSxZsoSDBw/al7344ovs3r2bTZs2pWg/kZGR+Pv7c+PGDVOOOMH/ZtUDHIony99fxcSLl2kaFQ31hkLDN8FV/+GS/4mLi2PZsmW0bt1aP2rkgdRfxFnqM+Ks9Owz0dHRnDx5khIlSjzUESfJGKxWK5GRkfYjX2ntfv3GmdrA1Avg3rp1i927d7N7927ANt347t27OXPmDGAbZtezZ097+xdeeIHTp08zdOhQDh06xIwZM5g+fbrDdI2ZwfPt3+Pl3O3Jm+BYs+ZNMHjFvw1Ny3cBDFg/AWa1getnzAkqIiIiIiKAyYXT9u3bqVq1KlWrVgVg6NChVK1alZEjRwIQHh5uL6IASpQowbJly1izZg1VqlThnXfe4ZNPPsk0U5H/0/Pt32NFj538X8G+uMfb/nXm6XLv8txTH8KTH8MzM8HTD/7aAlOfgIM/m5xYRERERCT7MvUcp4YNG953GsdZs2YlWdagQQN27tyZhqnSj4eHJ880eZnPZ+zlutt21pzdwis8ZXux0tNQuBr80BfO7YDve8Dj/aH5e+CuQ9MiIiIiIunJ1CNOYlPWvTQAJ27dNdte7iDouwJCX7U93/YVfNUELh1N34AiIiIiItmcCqcMoHbOkhiGhXi38xy48Jfji67u0Gws/Gsh+OSDC/thWgPY9S1kjHk9RERERESyPBVOGUB+Dx88rUUBmLvvt+QbPdYUXvwDStSHuCj4aSAseh5i0u4ibSIiIiIiYqPCKYMok7M6AFvCN9+7Uc4A6LEYGo8Aiyvs+x6+qA/nH3xBXREREREReXgqnDKIZkFPABARt5f4hIR7N3RxhfqvQ59l4FcErp6Ar5rBps81dE9EREREJI2ocMogni5fF8PqAa63WPFnCo4gFasNL6yHcm3BGgcr3oS5XeH2lbQPKyIiIiKSzahwyiByeHqSy1IOgJ+PrEnZSj55oMscaP0RuHrC0eW2az6d+iPtgoqIiIhkdtYEOLke9v1gu7feZ7SP2M2aNYtcuXKZHcM0KpwykCr5agKw98rWlK9ksUDN56D/b5D3Mbh5Hma3hTUf6I+AiIiIyN0O/gyTK9l+Ly3sZ7ufXMm2PA1YLJb73nr37p0m+00LXbp04ejR/10WZ/To0VSpUiVJO4vFwuLFi9MkQ1xcHMOGDSM4OJgcOXJQqFAhevbsyfnz59Nkf/+kwikD6VihMQA3Ocb1O7edWzkwBJ5fA1X+BYYV1oyD2e0gMu07kYiIiEimcPBn+L5n0t9HkeG25WlQPIWHh9tvkydPxs/Pz2HZxx9/7NA+Li4u1TOkFm9vbwoUKJBu+0vus4iKimLnzp2MGDGCnTt3smjRIo4ePUq7du3SPI8KpwykQVBFLAm5sLjEM3/fWuc34OkLHT6Hp6aBew44vQGmhMLRFakfVkRERMRshgGxt1N2i46EX98AkptM6+9ly4fZ2qVkeymclCsgIMB+8/f3x2Kx2J9HR0eTK1cuvv/+exo2bIiXlxdz5szhypUrPPvssxQpUgQfHx+Cg4OZO3euw3YbNmzIoEGDeOONN8iTJw8BAQGMHj3aoc3o0aMpVqwYnp6eFCpUiEGDBtlfCwoK4t1336Vnz574+vpSvHhxfvrpJy5dukT79u3x9fUlODiY7du329f551C9WbNmMWbMGPbs2WM/ejZr1iyCgoIAeOqpp7BYLPbnAEuWLKF69er4+PhQpUoVxo4dS3x8vP11i8XC1KlTad++PTly5ODdd99N8nn6+/sTFhZG586dKVu2LLVr1+a///0vO3bs4MyZMyn6Th6WW5puXZzi4uJCIY8QziWsI+zUegbUbP1wG6rcBQpXhx/6QMRe+K4z1H4Jmo4CN8/UDS0iIiJilrgoeL9QKm3MsB2J+qBoypr/33nwyJEqex42bBgTJkxg5syZeHp6Eh0dTfXq1Rk2bBh+fn788ssv9OjRg5IlS1KrVi37erNnz2bo0KFs2bKFTZs20bt3b0JDQ2nWrBk//PADkyZNYt68eVSsWJGIiAj27NnjsN9Jkybx/vvvM2LECCZNmkSPHj0IDQ2lb9++jB8/nmHDhtGzZ08OHDiAxWJxWLdLly7s37+f5cuX89tvtuuQ+vv706ZNGwoUKMDMmTNp2bIlrq6uAKxYsYLu3bvzySefEBoayr59+xg6dCgWi4VRo0bZtztq1CjGjRvHpEmT7Os+yI0bN7BYLGl+/pUKpwzmiSKhzD+9juM3dz7ahvKVtp33FDYKtkyBzZ/B6T/gmRmQt1TqhBURERGRRzZ48GCefvpph2Wvv/66/fErr7zC8uXLWbBggUPhFBISYi86HnvsMT799FNWrVpFs2bNOHPmDAEBATRt2hR3d3eKFStGzZo1HfbRunVrBgwYAMDIkSOZMmUKjz/+OJ06dQJsBV2dOnW4cOECAQEBDut6e3vj6+uLm5ubw2ve3t4A5MqVy2H5e++9x/Dhw+nVqxdWq5V8+fIxZswYhg8f7lA4devWjb59+6b4s4uOjmb48OF069YNPz+/FK/3MFQ4ZTDdQpow79QHxLud59DFs5QvUOThN+bmCa0+gBL14aeBEL7bdsHctpMhpFNqRRYRERExh7uP7chPSpzeCN8+8+B2//oBitdN2b5TSY0aNRyeJyQk8MEHHzB//nzOnTtHTEwMMTEx5MjheIQrJCTE4XlgYCAXL14EoFOnTkyePJmSJUvSsmVLWrduzZNPPombm1uy6xcsWBCA4ODgJMsuXryYpHBy1o4dO9i2bRvvvfeew/uMjo4mKioKHx/b53n3Z3E/cXFxdO3aFavVyueff/5I+VJC5zhlMCXzFMTTaiuW5u1blTobLdcaXvgDitWF2FuwqD/89JJtfK6IiIhIZmWx2IbLpeRWqjH4FQIs99oY+BW2tUvJ9iz32o7z7i6IJkyYwKRJk3jjjTdYvXo1u3fvpkWLFsTGxjq0c3d3v+vjsGC1WgEoWrQoR44c4bPPPsPb25uBAwdSv359hwkX/rl+4lC85JYlbvNRWK1WxowZw+7du9m5cyfr1q1jz549HDt2DC8vL3u7uz+Le4mLi6Nz586cPHmSsLCwND/aBCqcMqTHclYHYNP5Tam3Uf/C0GsJNBgOWGDXHJjWECL2p94+RERERDIqF1do+eHfT+4uev5+3vIDWzuTrV+/nvbt29O9e3cqV65MyZIlOXbsmNPb8fb2pl27dnzyySesWbOGTZs2sW/fvlTL6eHhQUJC0svfuLu7J1lerVo1jhw5QunSpSldujQlS5a0P3Zxca4kSSyajh07xm+//UbevHkf6X2klAqnDKhFyfoAhMftTZUK387VDRq9aSugcgbC5aPwZWPY9lWKZ4YRERERybQqtIPOX4NfoONyv0K25RXSfkrrlChdujRhYWFs3LiRQ4cOMWDAACIiIpzaxqxZs5g+fTr79+/nxIkTfPPNN3h7e1O8ePFUyxkUFMTJkyfZvXs3ly9fJiYmxr581apVREREcO3aNcB2DtXXX3/N6NGjOXDgAEeOHGH+/Pm8/fbbTu0zPj6eZ555hu3bt/Ptt9+SkJBAREQEERERSY7IpTYVThnQM5WewLC6g+tNVv65O/V3UKIevLABHmsOCTHwy2u2axfcuZb6+xIRERHJSCq0g8H7oddS6Djddj94X4YpmgBGjBhBtWrVaNGiBQ0bNiQgIIAOHTo4tY1cuXLx5ZdfEhoaSkhICKtWrWLJkiWpenSmY8eOtGzZkkaNGpE/f377lOkTJkwgLCyMokWLUrVqVQBatGjB0qVLCQsLo1atWjRr1ozJkyc7XcidPXuWn3/+mbNnz1KlShUCAwPtt40bN6bae0uOxTCy16GGyMhI/P39uXHjRrqMhXyQuLg4li1bRuvWrR3GlIbO6kakZR9P5OnDlCeHps3OrVbbjHtho8AaB/7F4JnpULTmg9cV09yrz4gkR/1FnKU+I85Kzz4THR3NyZMnKVGihMN5MZK5WK1WIiMj8fPzc3qY3sO4X79xpjbQEacMqko+W/Gy5/LWtNuJiwvUeQn6rYTcJeDGGZjREtZPsBVVIiIiIiICqHDKsJ4q1wiASI5wIzoqbXdWuBoMWAeVOoKRAKvGwpyn4OaFtN2viIiIiEgmocIpg2pcMhhLgj8Wl3i+37c+7Xfo5Wcb59vuU3DzhhNrYGoo/JlKU6KLiIiIiGRiKpwyKBcXFwI9bBclCzu5Ln12arFAtR4wYC0UqAi3L8Gcp23nQCXEPXh9EREREZEsSoVTBhZa2HbV6j9v7UzfHecvC8+tghr9bM//mAwzW8G10+mbQ0REREQkg1DhlIE9G9wEgDjXsxy5dD59d+7uDW0nQqfZ4OkPZ7fB1Hpw8Kf0zSEiIiIikgGocMrAHssXiHtCUQDm7TPpXKOKHeCF9VDkcYi5Ybve09IhEHfHnDwiIiIiIiZQ4ZTBlc5pu2jYH+fT9oJe95W7OPT5FZ4YYnu+fQZ82QQuHTEvk4iIiIhIOlLhlMG1KFEfgPDYvVjNvLaSqzs0HQ3dF0GO/HDxAHzRAHZ+A9nrGsoiIiIikg2pcMrgnqlUD8PqDq6RrDq+1+w4ULoJvPAHlGwE8Xfg55dhYX+IjjQ7mYiIiEiKJFgT2BaxjWUnlrEtYhsJ1gSzI2UKs2bNIleuXGbHMI0KpwzO38sHP0tZAH48/LvJaf6Ws6DtyFOTUWBxhf0/wBf14Vw6z/4nIiIi4qTfTv9Gi4Ut6LuiL8PWD6Pvir60WNiC307/lib7s1gs97317t07TfabFrp06cLRo0ftz0ePHk2VKlWStLNYLCxevDjNcowePZpy5cqRI0cOcufOTdOmTdmyZUua7S+RCqdMoEremgDsubLV5CT/4OIC9YZC3+XgXwyunYTpzWHjp2DmkEIRERGRe/jt9G8MXTOUC1EXHJZfjLrI0DVD06R4Cg8Pt98mT56Mn5+fw7KPP/7YoX1cXMa9dqa3tzcFChRIt/3d67MoU6YMn376Kfv27WPDhg0EBQXRvHlzLl26lKZ5VDhlAk+VawTADeMIN6KjTE5zl6I14YV1UP5JsMbByrdgbhe4fdnsZCIiIpLFGYZBVFxUim43Y24ybus4DJKem238/b8Ptn7AzZibKdqekcJzvAMCAuw3f39/LBaL/Xl0dDS5cuXi+++/p2HDhnh5eTFnzhyuXLnCs88+S5EiRfDx8SE4OJi5c+c6bLdhw4YMGjSIN954gzx58hAQEMDo0aMd2owePZpixYrh6elJoUKFGDRokP21oKAg3n33XXr27Imvry/Fixfnp59+4tKlS7Rv3x5fX1+Cg4PZvn27fZ1/DtWbNWsWY8aMYc+ePfajZ7NmzSIoKAiAp556CovFYn8OsGTJEqpXr46Pjw9VqlRh7NixxMfH21+3WCxMnTqV9u3bkyNHDt59991kP9Nu3brRtGlTSpYsScWKFZk4cSKRkZHs3Zu2p7W4penWJVU0KRUC6/2wuEbyw/719KvRwuxIjrxzQ+dvYPt0WP5/cGwlTH0Cnv4SStQzO52IiIhkUXfi71Dru1qptr0LUReoO69uitpu6bYFH3efVNnvsGHDmDBhAjNnzsTT05Po6GiqV6/OsGHD8PPz45dffqFHjx6ULFmSWrX+935nz57N0KFD2bJlC5s2baJ3796EhobSrFkzfvjhByZNmsS8efOoWLEiERER7Nmzx2G/kyZN4v3332fEiBFMmjSJHj16EBoaSt++fRk/fjzDhg2jZ8+eHDhwAIvF4rBuly5d2L9/P8uXL+e332xH6vz9/WnTpg0FChRg5syZtGzZEldXVwBWrFhB9+7d+eSTTwgNDWXfvn0MHToUi8XCqFGj7NsdNWoU48aNY9KkSfZ17yc2NpZp06bh7+9P5cqVH/o7SAkVTpmAi4sLgR4hhCdsYOXJDFg4AVgs8Hh/KFobfugDl4/C7CehwRtQ/w1wVVcTERERSc7gwYN5+umnHZa9/vrr9sevvPIKy5cvZ8GCBQ6FU0hIiL3oeOyxx/j0009ZtWoVzZo148yZMwQEBNC0aVPc3d0pVqwYNWvWdNhH69atGTBgAAAjR45kypQpPP7443Tq1AmwFXR16tThwoULBAQEOKzr7e2Nr68vbm5uDq95e3sDkCtXLofl7733HsOHD6dXr15YrVby5cvHmDFjGD58uEPh1K1bN/r27fvAz2zp0qV07dqVqKgoAgMDCQsLI1++fA9c71Ho12wmUbdQHRb+tYFjNzP4BAwBleD5NfDrG7BrDqz9EE6uh45fgX9hs9OJiIhIFuLt5s2WbimbFGDHhR0MXDXwge0+b/I51QtWT9G+U0uNGjUcnickJPDBBx8wf/58zp07R0xMDDExMeTIkcOhXUhIiMPzwMBALl68CECnTp2YPHkyJUuWpGXLlrRu3Zonn3wSNze3ZNcvWLAgAMHBwUmWXbx4MUnh5KwdO3awbds23nvvPYf3GR0dTVRUFD4+tqN3d38W99KoUSN2797N5cuX+fLLL+ncuTNbtmxJ03OwdI5TJtE1uDEAca5/cexyuMlpHsAjB7T/DJ7+CjxywpmNMDUUjvxqdjIRERHJQiwWCz7uPim61S1Ul4I+BbFgSX5bWAjwCaBuobop2t7dQ9cexd0F0YQJE5g0aRJvvPEGq1evZvfu3bRo0YLY2FiHdu7u7kk+j8TrfhYtWpQjR47w2Wef4e3tzcCBA6lfv77DhAv/XD/x/SS3LDWuJWq1WhkzZgy7d+9m586drFu3jj179nDs2DG8vLzs7e7+LO4lR44clC5dmtq1azN9+nTc3NyYPn36I+e8HxVOmUS5/EVwTygCwNx9q0xOk0IhnWDAWgisAneuwdyu8OtwiI8xO5mIiIhkM64urgyvORwgSfGU+HxYzWG4ujz4vJq0tn79etq3b0/37t2pXLkyJUuW5NixY05vx9vbm3bt2vHJJ5+wZs0aNm3axL59+1Itp4eHBwkJSa+B5e7unmR5tWrVOHLkCKVLl6Z06dKULFnS/tjF5dFLEsMwiIlJ29+YKpwykVK+VQH449xGk5M4IW8p6BcGtV+yPd8yBb5qCleOm5tLREREsp2mxZsyseFECvg4Ducq6FOQiQ0n0rR4U5OSOSpdujRhYWFs3LiRQ4cOMWDAACIiIpzaxqxZs5g+fTr79+/nxIkTfPPNN3h7e1O8ePFUyxkUFMTJkyftQ+YSC5egoCBWrVpFREQE165dA2znUH399deMHj2aAwcOcOTIEebPn8/bb7/t1D5v377N//3f/7F582ZOnz7Nzp076d+/P2fPnrWfm5VWVDhlIs3+nqEuPHZvqhwyTTduHtDyfXh2PnjngYi9tgvm7plvdjIRERHJZpoWb8qKjiuY0WIGH9b7kBktZrC84/IMUzQBjBgxgmrVqtGiRQsaNmxIQEAAHTp0cGobuXLl4ssvvyQ0NJSQkBBWrVrFkiVLyJs3b6rl7NixIy1btqRRo0bkz5/fPmX6hAkTCAsLo2jRolStavuH/xYtWrB06VLCwsKoVasWzZo1Y/LkyU4Xcq6urhw+fJiOHTtSpkwZ2rZty6VLl1i/fj0VK1ZMtfeWHIuR0knos4jIyEj8/f25ceMGfn5+ZschLi6OZcuW0bp16yTjVO92/c5tnpj3BBaXeD5+4lsalwq5b/sMKfI8LHwOTm+wPa/cDVqPB09fc3NlIs70GRH1F3GW+ow4Kz37THR0NCdPnqREiRIO58VI5mK1WomMjMTPzy9Vhuk9yP36jTO1gY44ZSK5vHPgRxkAFh5abXKah+RXCHr9DA3/DywusOc7mNYQwtP2gmUiIiIiIo9ChVMmE5LPNv/+nstbTU7yCFxcoeEw6LUEchaCK8ds5z1t/RIMA6wJtinM9/1gu7cmPelQRERERCQ9mV44ff755/bDZtWrV2f9+vX3bf/ZZ59Rvnx5vL29KVu2LF9//XU6Jc0YOpRtBMB14zA3Y+6YnOYRBT0BL2yAMi0hIQaWvQ5fNYFJFWB2W1jYz3Y/uRIc/NnstCIiIiKSjZlaOM2fP5/Bgwfz1ltvsWvXLurVq0erVq04c+ZMsu2nTJnCm2++aZ+NY8yYMbz00kssWbIknZObp3npKpCQE4tLHD/s32B2nEeXIy88Ow9afgAWVzi3A27eNWtMZDh831PFk4iIiIiYxtTCaeLEifTr14/+/ftTvnx5Jk+eTNGiRZkyZUqy7b/55hsGDBhAly5dKFmyJF27dqVfv358+OGH6ZzcPC4uLgS42yaFWHni/kfnMg2LBWo+Dz557tHg7/lLlg/XsD0REREhm81tJo8otfqLW6ps5SHExsayY8cOhg8f7rC8efPmbNyY/HWKYmJiksyE4e3tzdatW4mLi0t2JpeYmBiHi2FFRkYCthlg/nnlZLMkZnAmS+2AWiw+/wdHI3dkiPeQGiynN+B2+9J9WhgQeY74E+swij+RbrkyoofpM5J9qb+Is9RnxFnp2WcMw7Bf6NTT0zPN9ydpI7GQMQwjXS6xExMTY+87d/dTZ/qtaYXT5cuXSUhIoGDBgg7LCxYseM8LfLVo0YKvvvqKDh06UK1aNXbs2MGMGTOIi4vj8uXLBAYGJlln3LhxjBkzJsnylStX4uPjkzpvJhWEhYWluG1gjK1AjHH9i1mLF1DAI0daxUo3ha9uokYK2u1ev4JzByLTPE9m4EyfEVF/EWepz4iz0qvP5MmTB6vVSv78+bFYLOmyT0kbV65cSfN9GIbBpUuXuHr1KseOHUvyelRUVIq3ZVrhlOjuDm8Yxj3/TzBixAgiIiKoXbs2hmFQsGBBevfuzX/+8x9cXV2TXefNN99k6NCh9ueRkZEULVqU5s2bZ5jrOIWFhdGsWTOnrn3w5dffEO92noi8VnrXa52GCdOH5bQfnE5+iOY/VanXgso64vRQfUayJ/UXcZb6jDgrvftMXFwcZ86cSZcf3ZI2DMMgOjoaLy+vdCl+3dzcqFGjRrL9M3E0Woq2k5qhnJEvXz5cXV2THF26ePFikqNQiby9vZkxYwZffPEFFy5cIDAwkGnTppEzZ07y5cuX7Dqenp7JHsp1d3fPUP9BcDZPqZzVOHLnPBvDN+Pu3j0Nk6WTkvVt13iKDMd+TpMDC/gVwq1kfdt05pLh+rBkbOov4iz1GXFWevUZd3d3ypQpQ2xsbJrvS9JGXFwc69ato379+unSZzw8PO55oV1n9m9a4eTh4UH16tUJCwvjqaeesi8PCwujffv2913X3d2dIkWKADBv3jzatm2bLlcdzkiaBNXjyKGlnIvZg9Vqzfzv38UVWn5omz0PC8kWTy0/UNEkIiIiuLi4JDnvXTIPV1dX4uPj8fLyylT/QGPqr+2hQ4fy1VdfMWPGDA4dOsSQIUM4c+YML7zwAmAbZtezZ097+6NHjzJnzhyOHTvG1q1b6dq1K/v37+f999836y2Ypmul+hhWNwzX66w7ddDsOKmjQjvo/DX43X2umgWenmZ7XURERETEBKae49SlSxeuXLnC2LFjCQ8Pp1KlSixbtozixYsDEB4e7nBNp4SEBCZMmMCRI0dwd3enUaNGbNy4kaCgIJPegXly+/iSk8e4xSEWHlpNw5KVzI6UOiq0g3Jt4PRG2/WcwkbCzfNgpP2MKyIiIiIi92L65BADBw5k4MCByb42a9Ysh+fly5dn165d6ZAqcwjO+zibrh1i16UtZkdJXS6uUKKe7fHVE7DmfdgzDyp3NTeXiIiIiGRbmfzEmOytfdlGAFw3DnP7H9eqylJCOtvuT679e+IIEREREZH0p8IpE2tRuiok+GJxieWHAxvMjpM28pSAorVtQ/X2LTA7jYiIiIhkUyqcMjE3V1cKugcDsOLEWpPTpKHKXWz3e+ebm0NEREREsi0VTplc7cA6AByN3GlykjRU8Slw9YAL+yFiv9lpRERERCQbUuGUyXWt1ASAaJcznLp60eQ0acQ7N5RpYXuso04iIiIiYgIVTplcpYBiuMUHYrEYfLdvldlx0k7I3zPq7VsA1gRzs4iIiIhItqPCKQso6VsNgA1nN5qcJA091tx25OlmOJxcZ3YaEREREclmVDhlAY2LhwJwNnoPVmsWvVCsm4ftXCfQcD0RERERSXcqnLKAriENMayuGG7X2HD6kNlx0k7icL2DP0PsbXOziIiIiEi2osIpC8jrkxNfHgNg4aHfTU6ThorWhNwlIO42HP7F7DQiIiIiko2ocMoiKuWpAcDOS1tMTpKGLBYI+fuaTnvmmZtFRERERLIVFU5ZRPsyjQC4Zj1EVFyMyWnSUEhn2/2J3+FmhLlZRERERCTbUOGURbQqUx0ScmBxiWHRgSw8u17eUlCkJhhW2L/Q7DQiIiIikk2ocMoi3FxdKeAeDMCvx9eanCaNVdZwPRERERFJXyqcspBaAbUBOHJjp8lJ0ljFp8HFHSL2wsUsPIugiIiIiGQYKpyykK7BTQCIdjnFmeuXTE6Thnzy2C6ICzrqJCIiIiLpQoVTFhISEIRrfAAWi8F3e1ebHSdtJQ7X27cAsupFf0VEREQkw1DhlMWUyFEVgPVns/AEEQBlWoKXP0Seg1PrzU4jIiIiIlmcCqcspklQPQD+urMba1Y+EuPmCRWfsj3eO9/cLCIiIiKS5alwymKeDWmIYbhiuF1l019HzI6TtkK62u4P/gSxUeZmEREREZEsTYVTFpPXJyc5jFIALDyYxc9zKlYbchWH2FtwZJnZaUREREQkC1PhlAVVyl0TgO0Xt5icJI1ZLBDy9yQRGq4nIiIiImlIhVMW9GSZBgBctR4kKi7G5DRpLLFw+nMV3LpobhYRERERybJUOGVBrcvUgAQfLC4x/HRws9lx0la+0lC4OhgJsH+h2WlEREREJItS4ZQFebi5kd8tGIBlf641OU06SJwkQhfDFREREZE0osIpi6oZUAuAQze2m5wkHVTqCC5uEL4bLmXxmQRFRERExBQqnLKoLpWaAhDtcoqzN66anCaN5cgLpZvZHuuok4iIiIikARVOWVTVQiVwjS+IxWIwd+8qs+Okvcp/TxKxbwFk5Qv/ioiIiIgpVDhlYUE5qgKw9q8/TE6SDsq0Ak9/uPEXnNlodhoRERERyWJUOGVhjYs9AcBfd3abGyQ9uHtBxfa2xxquJyIiIiKpTIVTFtYlpCGG4YLV7Qqbz2SDSRMSr+l08CeIu2NuFhERERHJUlQ4ZWEFff3JYZQCYMGB1SanSQfF6oJ/UYiJhCO/mp1GRERERLIQFU5ZXMXcjwOw/WIWvxAugIsLhHS2Pd4739wsIiIiIpKlqHDK4to81gCAq9aDRMfFmpwmHSReDPfP3+D2ZXOziIiIiEiWocIpi3uybE1I8AaXaBYfygZHnfKXgUJVwRoP+xeanUZEREREsggVTlmch5sb+dwqAbDsz3Ump0kniUedNLueiIiIiKQSFU7ZwOMFawNw6Pp2k5Okk0odweIK53fC5WNmpxERERGRLECFUzbQuWJjAO64nOR85FWT06QD3/xQuqntsSaJEBEREZFUoMIpG6hRpDSu8QWwWKzM3fu72XHSxz9n17Nazc0iIiIiIpmeCqdsorhPFQDW/LXB3CDppVwb8MgJ18/AX9lgUgwRERERSVOmF06ff/45JUqUwMvLi+rVq7N+/fr7tv/222+pXLkyPj4+BAYG0qdPH65cuZJOaTOvhsWeAOBM1B6Tk6QTd2+o0N72WJNEiIiIiMgjMrVwmj9/PoMHD+att95i165d1KtXj1atWnHmzJlk22/YsIGePXvSr18/Dhw4wIIFC9i2bRv9+/dP5+SZz7MhDTEMF6xul9hyJptMmFC5i+3+wGKIizY1ioiIiIhkbqYWThMnTqRfv37079+f8uXLM3nyZIoWLcqUKVOSbb9582aCgoIYNGgQJUqU4IknnmDAgAFs355NZot7BAE5c+NjLQnAgoOrTE6TToo/AX5FIOYGHF1udhoRERERycTczNpxbGwsO3bsYPjw4Q7LmzdvzsaNG5Ndp27durz11lssW7aMVq1acfHiRX744QfatGlzz/3ExMQQExNjfx4ZGQlAXFwccXFxqfBOHk1ihvTIUt6/Ojtv/cm2C5uJi+uX5vvLCFwqdcR148dYd88locy9+0lmkp59RjI/9RdxlvqMOEt9RpyVkfqMMxlMK5wuX75MQkICBQsWdFhesGBBIiIikl2nbt26fPvtt3Tp0oXo6Gji4+Np164d//3vf++5n3HjxjFmzJgky1euXImPj8+jvYlUFBYWlub7KBKVi53AlYQDLF66BA8X1zTfp9ly3gmgMcCxMH77eT6xbjnNjpRq0qPPSNah/iLOUp8RZ6nPiLMyQp+JiopKcVvTCqdEFovF4blhGEmWJTp48CCDBg1i5MiRtGjRgvDwcP7973/zwgsvMH369GTXefPNNxk6dKj9eWRkJEWLFqV58+b4+fml3ht5SHFxcYSFhdGsWTPc3d3TdF9N4+P5ee7XWFzvEF8iLx0q1k3T/WUUxlff4XJhH80L3cZao4vZcR5ZevYZyfzUX8RZ6jPiLPUZcVZG6jOJo9FSwrTCKV++fLi6uiY5unTx4sUkR6ESjRs3jtDQUP79738DEBISQo4cOahXrx7vvvsugYGBSdbx9PTE09MzyXJ3d3fTv6h/So887u7u5HWtyBW2s+LkBp6t0iBN95dhVHkWVuzD9cACXOsMMDtNqslofVgyNvUXcZb6jDhLfUaclRH6jDP7N21yCA8PD6pXr57kEF1YWBh16yZ/JCQqKgoXF8fIrq624WaGYaRN0Czm8YDaABy8lo0m1Kj0DFhc4Ow2uHLc7DQiIiIikgmZOqve0KFD+eqrr5gxYwaHDh1iyJAhnDlzhhdeeAGwDbPr2bOnvf2TTz7JokWLmDJlCidOnOCPP/5g0KBB1KxZk0KFCpn1NjKVzhWbABDlcoKIm9dMTpNOchaEUo1tj/fONzeLiIiIiGRKphZOXbp0YfLkyYwdO5YqVaqwbt06li1bRvHixQEIDw93uKZT7969mThxIp9++imVKlWiU6dOlC1blkWLFpn1FjKdx4uUxiU+PxaLlbl715gdJ/2EdLXd750POjopIiIiIk4yfXKIgQMHMnDgwGRfmzVrVpJlr7zyCq+88koap8raivtU4WRsGGvObGBI6FNmx0kf5dqAhy9cOwV/bYFitc1OJCIiIiKZiKlHnMQcDYqGAnAqapfJSdKRhw+Ub2d7vGeeuVlEREREJNNR4ZQNPRvSCMNwwep2ie1n/zQ7Tvqp/PdU5Ad+hPiY+7cVEREREfkHFU7ZUCG/PHhbSwDw/YHVJqdJR0H1IGcgRF+HYyvNTiMiIiIimYgKp2yqfK4aAGy7sNnkJOnIxRWCO9kea7ieiIiIiDhBhVM21aa07eK3l+P3Exsfb3KadFT579n1jq6AqKvmZhERERGRTEOFUzbVvnwtSPAC1zssObLV7Djpp2BFKBgM1jjbuU4iIiIiIimgwimb8nL3II9rBQB+ObrG3DDpLXGSCF0MV0RERERSSIVTNlajoO1aRgeubzc5SToL7gQWF9v1nK6eMDuNiIiIiGQCKpyysU4VGgNw23KcC7dumJwmHeUMgJINbY/3fm9qFBERERHJHFQ4ZWO1i5XFJT4vFouV+XvXmB0nfYX8PUnE3vlgGOZmEREREZEMT4VTNlfUuwoAq89sMDdIeivXBtx9bEP1zmazoYoiIiIi4jQVTtlcg6KhAJy6vdPkJOnM0xfKP2l7vFfXdBIRERGR+1PhlM09G9IEw7CQ4HaRXedPmh0nfYX8Pbve/oUQH2tuFhERERHJ0FQ4ZXNF/PPgbS0BwPz9v5mcJp2VbAi+AXDnGvwZZnYaEREREcnAVDgJ5fyrA7A1YrPJSdKZiysEP2N7vEfD9URERETk3lQ4Ca1LNwDgUvx+YuPjTU6Tzir/Pbve0eW2I08iIiIiIslQ4SS0r1AbrF7gGsWyo9lshrmAYChQERJi4cBis9OIiIiISAalwknwcfckt0t5AJYcXWNuGDOEdLbd62K4IiIiInIPKpwEgBoFagGw/9o2k5OYILgTYIEzG+HaabPTiIiIiEgGpMJJAHimQhMAbluOc+lWpMlp0pl/YShR3/ZYR51EREREJBkqnASA2kXLYInPg8WSwLx9v5sdJ/0lThKxdx4YhrlZRERERCTDUeEkALi4uFDUuwoAq0//YW4YM5R/Ety84cqfcG6n2WlEREREJINR4SR2DYqEAnDy9i6Tk5jAMyeUb2t7vFfXdBIRERERRyqcxO7ZkCYYhoUEtwj2RpwyO076C/l7uN7+hZAQZ24WEREREclQVDiJXdFcefGyBgEwb98qc8OYoWRDyFEAoq7An7+ZnUZEREREMhAVTuKgnH91ALZEbDY5iQlc3SD4GdvjvfPNzSIiIiIiGYoKJ3HQspRtWu6LcfuIT0gwOY0JQrrY7g8vg+gb5mYRERERkQxDhZM4eLpiXQyrJ7je5tejO8yOk/4CK0P+cpAQAwd/MjuNiIiIiGQQbs6ucOrUKdavX8+pU6eIiooif/78VK1alTp16uDl5ZUWGSUd+bh7ktulPNfZzU9Hf+fJ8jXNjpS+LBbbUadVY2DPfKjW0+xEIiIiIpIBpLhw+u677/jkk0/YunUrBQoUoHDhwnh7e3P16lWOHz+Ol5cX//rXvxg2bBjFixdPy8ySxqrlr8XqS7vZf3Wb2VHMEdIZVo2F0xvg+hnIVczsRCIiIiJishQN1atWrRoTJ06ke/funDp1ioiICHbs2MGGDRs4ePAgkZGR/PTTT1itVmrUqMGCBQvSOrekoWfKNwbgFn9yJeqmyWlM4F8Egp6wPd77vblZRERERCRDSFHh9M4777B9+3ZefvllihVL+q/vnp6eNGzYkKlTp3Lo0CGCgoJSO6eko9Di5bDE58biksC8vWvMjmOOyn9f02nvfDAMc7OIiIiIiOlSVDi1adMmxRvMly8fjz/++EMHEvO5uLhQxKsyAKtObzA5jUnKtwM3L7h8FM7vMjuNiIiIiJgsxbPqPfHEE4wcOZLVq1cTHR2dlpkkA6hXxDZU7eStbFo0ePlB2da2xxquJyIiIpLtpbhwKlu2LN999x1NmzYld+7cNGzYkLFjx7J+/Xri4uLSMqOY4NngRhiGhXi3cPZHnDE7jjkSh+vt/wES4s3NIiIiIiKmSnHhNH36dP7880/OnDnDF198QalSpZg9ezYNGjQgV65cNGvWjHHjxqVlVklHQXkK4GW1nc82b/8qk9OYpFRj8MkHty/B8dVmpxEREREREzl9AdwiRYrQs2dPpk+fzvHjxzl9+jRDhgxh69atvP3222mRUUxSxq8GAJvDN5mcxCSu7hD8jO3x3nnmZhERERERUzl9AVyA48ePs2bNGvvt+vXr1KlThwYNGqR2PjFRi5L12LdvIRfi9hGfkICbq6vZkdJfSBfYMhUO/wLRkbZzn0REREQk20nxEaeZM2fSs2dPihUrRrVq1Vi4cCGVKlViwYIFXLt2jZUrV/LWW2+lZVZJZ89UfALD6gGut1jxZzadJKJQVchXBuKj4dDPZqcREREREZOk+IhTv379KFasGG+99RZ9+/bF3d09LXNJBpDD05PclvJcZw8/HfmdNmVrmB0p/VkstqNOq9+BPfOganezE4mIiIiICVJ8xOmzzz6jdu3ajB49mgIFCvDkk08yYcIEtm/fjqELhGZZVfLXBGDflW0mJzFRcCfb/akNcOOsuVlERERExBQpLpxefPFF5s2bR3h4OH/88QetW7dm69attG3blty5c9OmTRs++ugjpwN8/vnnlChRAi8vL6pXr8769evv2bZ3795YLJYkt4oVKzq9X0mZjuUbA3CTY1yLumVyGpPkLg7FQwED9i0wO42IiIiImMDpWfUAKlSowIsvvsj8+fPZuXMnL7/8Mhs2bGDYsGFObWf+/PkMHjyYt956i127dlGvXj1atWrFmTPJXzfo448/Jjw83H7766+/yJMnD506dXqYtyEpUD+oApb4XFhc4pm3f53ZccwT0sV2v2c+6AiriIiISLbjdOF04cIF5s+fz4svvkj58uUpWrQoEyZMoGrVqowcOdKpbU2cOJF+/frRv39/ypcvz+TJkylatChTpkxJtr2/vz8BAQH22/bt27l27Rp9+vRx9m1ICrm4uFDYqzIAv53MxoVThfbg6gmXDkHEXrPTiIiIiEg6S/HkEC+99BK///47R44cwc3Njccff5xnnnmGRo0aUbduXby8vJzacWxsLDt27GD48OEOy5s3b87GjRtTtI3p06fTtGlTihcvfs82MTExxMTE2J9HRkYCEBcXR1xcnFOZ00JihoyQ5V7qBtbm+7/WcuLWrgydM0255cC1TEtcDv1Ewq7vsOarYFqUzNBnJONQfxFnqc+Is9RnxFkZqc84kyHFhdPOnTvp0KEDjRo1IjQ0FB8fn4cKl+jy5cskJCRQsGBBh+UFCxYkIiLigeuHh4fz66+/8t1339233bhx4xgzZkyS5StXrnzk95CawsLCzI5wTwGxLhiGhXi383z543wKe+Y0O5IpCsaUpDYQt3MuK2NrYVjMva5VRu4zkvGov4iz1GfEWeoz4qyM0GeioqJS3DbFhdOmTZseKsyDWCwWh+eGYSRZlpxZs2aRK1cuOnTocN92b775JkOHDrU/j4yMpGjRojRv3hw/P/MvZhoXF0dYWBjNmjXL0FO8T/36W2LdznAuVyzPNWptdhxzJDTD+ORrvKKu0LqcD0apJqbEyCx9RjIG9RdxlvqMOEt9RpyVkfpM4mi0lEhx4fRP586d448//uDixYtYrVaH1wYNGpSibeTLlw9XV9ckR5cuXryY5CjU3QzDYMaMGfTo0QMPD4/7tvX09MTT0zPJcnd3d9O/qH/KaHnuVsavOvujzrD1wlbc3fuaHccc7u5QqSNsnYbbgR+gXEuT42TsPiMZi/qLOEt9RpylPiPOygh9xpn9O104zZw5kxdeeAEPDw/y5s3rcHTIYrGkuHDy8PCgevXqhIWF8dRTT9mXh4WF0b59+/uuu3btWv7880/69evnbHx5SC1K1mf//h+JiNtLgjUBVxdzh6mZJqQLbJ0Gh5ZCzE3IpsMWRURERLIbp2fVGzlyJCNHjuTGjRucOnWKkydP2m8nTpxwaltDhw7lq6++YsaMGRw6dIghQ4Zw5swZXnjhBcA2zK5nz55J1ps+fTq1atWiUqVKzsaXh9SxUiiG1R1cb7Lyz91mxzFP4eqQpxTE37EVTyIiIiKSLThdOEVFRdG1a1dcXB7qElAOunTpwuTJkxk7dixVqlRh3bp1LFu2zD5LXnh4eJJrOt24cYOFCxfqaFM6y+npTS5LOQB+OrLG3DBmsligclfb473zzM0iIiIiIunG6eqnX79+LFiwINUCDBw4kFOnThETE8OOHTuoX7++/bVZs2axZs0ah/b+/v5ERUXx3HPPpVoGSZkq+WoBsPfyVpOTmCyks+3+xFqIPG9uFhERERFJF06f4zRu3Djatm3L8uXLCQ4OTnJC1cSJE1MtnGQsT5dvxNoNXxHJUa7fuU0u7xxmRzJH7iAoVgfObIJ9CyD0VbMTiYiIiEgac7pwev/991mxYgVly5YFSDI5hGRdDUtUwrLWH1xv8P3+dTz/eCuzI5knpIutcNozX4WTiIiISDbgdOE0ceJEZsyYQe/evdMgjmRkLi4uBHqEcD5hPWEn12fvwqliB/j1Dbh4ACL2QUCw2YlEREREJA05fY6Tp6cnoaGhaZFFMoHQwnUBOH5rp8lJTOadG8r8fR2nPZokQkRERCSrc7pwevXVV/nvf/+bFlkkE/hXSFMA4lzPcfjSWZPTmCyki+1+3w9gTTA3i4iIiIikKaeH6m3dupXVq1ezdOlSKlasmGRyiEWLFqVaOMl4SuUNwD2hKHGufzFv32pGN056na1s47HmtiNPtyLgxBoo3cTsRCIiIiKSRpw+4pQrVy6efvppGjRoQL58+fD393e4Sdb3WM5qAGw8v8nkJCZz84CKT9se7/3e3CwiIiIikqacPuI0c+bMtMghmUiLEvU5eOAnwmP3YLVaU+ViyJlW5a6wfTocWgKxE8Ejm07RLiIiIpLFZeNfvPKwOgXXw7C6g+tNwo7vMTuOuYo8DnlKQtxtOLTU7DQiIiIikkZSVDi1bNmSjRs3PrDdzZs3+fDDD/nss88eOZhkXDk9vfG32K7j9dPhNeaGMZvF8r9JIvZqdj0RERGRrCpFQ/U6depE586dyZkzJ+3ataNGjRoUKlQILy8vrl27xsGDB9mwYQPLli2jbdu2jB8/Pq1zi8kq563J+qv72X1lq9lRzBfSGdaMs00QcTMCcgaYnUhEREREUlmKCqd+/frRo0cPfvjhB+bPn8+XX37J9evXAbBYLFSoUIEWLVqwY8cOypYtm5Z5JYN4qlwj1m+cQaRxmBvRUfh7+ZgdyTx5SkKRmnB2K+xbAHVfMTuRiIiIiKSyFE8O4eHhQbdu3ejWrRsAN27c4M6dO+TNmzfJlOSS9TUpFQLr/bC4RvLD/vX0q9HC7EjmqtzFVjjtma/CSURERCQLeujJIfz9/QkICFDRlE25uLhQyKMyACtOrjM5TQZQ8WlwcYcL++DCAbPTiIiIiEgq06x68tDqFqoDwJ+RO01OkgH45IEyfx912zvf3CwiIiIikupUOMlD6xrcBIA4t7McuxxucpoMwD673gKwJpibRURERERSlQoneWhl8xfCPb4IAHP3rTI5TQZQpgV45YKb5+HUerPTiIiIiEgqcqpwSkhIYO3atVy7di2t8kgmUzpnNQD+OPfg63xleW6eUPEp2+M9Gq4nIiIikpU4VTi5urrSokUL+1TkIs1K1AcgPHYvVqvV5DQZQOWutvtDP0NslLlZRERERCTVOD1ULzg4mBMnTqRFFsmEOgfXw7C6YbjeYPWJfWbHMV/RWpCrOMTegsO/mJ1GRERERFKJ04XTe++9x+uvv87SpUsJDw8nMjLS4SbZi7+XD37YLnq86NBqk9NkABbLPyaJmGduFhERERFJNSm+AG6ili1bAtCuXTssFot9uWEYWCwWEhI0m1h2UzlfTTZcPcCeK9vMjpIxVO4K6/4Dx1fDzQuQs6DZiURERETkETldOP3+++9pkUMysQ7lGrFh40xuGIe5GXOHnJ7eZkcyV95SULgGnNsO+xdCnYFmJxIRERGRR+R04dSgQYO0yCGZWLNSlWF9TiyuN1mwfz19qzc3O5L5Kne1FU5756lwEhEREckCHuo6TuvXr6d79+7UrVuXc+fOAfDNN9+wYcOGVA0nmYOLiwuB7iEArDyh6xcBUPFpcHGD8D1w8bDZaURERETkETldOC1cuJAWLVrg7e3Nzp07iYmJAeDmzZu8//77qR5QMoc6heoAcOzmDpOTZBA58sJjfx950yQRIiIiIpme04XTu+++y9SpU/nyyy9xd3e3L69bty47d+5M1XCSeXQNbgJArOtfHL8SYXKaDMI+u94C0DWuRERERDI1pwunI0eOUL9+/STL/fz8dGHcbKx8gSK4xRcGYO4+TUsOQJmW4OkPkWfhtIaxioiIiGRmThdOgYGB/Pnnn0mWb9iwgZIlS6ZKKMmcSuWsCsCGs3+YnCSDcPeCiu1tj/fMNzeLiIiIiDwSpwunAQMG8Oqrr7JlyxYsFgvnz5/n22+/5fXXX2fgQM0elp01C6oHwPnYvVg1NM0mpKvt/uBPEBtlbhYREREReWhOT0f+xhtvcOPGDRo1akR0dDT169fH09OT119/nZdffjktMkom0SW4Af894Aau11l76gCNSgabHcl8xeqAfzG4cQaO/gqVOpqdSEREREQewkNNR/7ee+9x+fJltm7dyubNm7l06RLvvPNOameTTCaXdw5y8hgACw/qPCcAXFwgpLPtsYbriYiIiGRaThdOYWFhREVF4ePjQ40aNahZsya+vr5pkU0yoZC8NQHYfXmryUkykMp/D9f78ze4dcncLCIiIiLyUJwunDp27Eju3LmpW7cub775JitWrODWrVtpkU0yofZlGwFw3TjEzZg7JqfJIPI9BoWqgZEA+xeanUZEREREHoLThdO1a9dYs2YN7dq1Y9euXXTq1Ik8efJQu3Zthg8fnhYZJRNpXroKJPhicYlj4X7Nrmdnv6aTLoYrIiIikhk5XTi5urpSp04dhg8fzvLly9m4cSPdunVjx44djB8/Pi0ySibi5upKgHsIACtPrjM5TQZSqSNYXOH8Lrh01Ow0IiIiIuIkpwunQ4cOMXXqVLp27UpgYCCNGzcmMjKSCRMmsHPnzrTIKJlM7cA6AByJVH+w880PpZvaHuuok4iIiEim4/R05BUrViR//vwMHjyYESNGULFixbTIJZlY1+AmLD43gRiXM5y6epGgPAXMjpQxVO4Cx1bA3u+h0du2GfdEREREJFNw+pfboEGDKFy4MKNHj6Zv374MGzaMX3/9VRNEiF3FgkVxiy+ExWLw3b5VZsfJOMq2Bk8/uPEXnNlkdhoRERERcYLThdPkyZPZuXMnFy5c4O233yYhIYGRI0eSL18+ateunRYZJRMq6VsVgPVnN5qcJANx94YK7WyPNVxPREREJFN56LFCVquV+Ph4YmNjiYmJIS4ujlOnTqViNMnMmgQ9AcC56N1YrVaT02QgIX9f0+nATxAXbW4WEREREUkxpwunV199lcqVK1OgQAEGDBjA+fPnef7559mzZw8RERFOB/j8888pUaIEXl5eVK9enfXr19+3fUxMDG+99RbFixfH09OTUqVKMWPGDKf3K2nr2eCGGFZXDLfrbDh9yOw4GUfxUPArAjE34OivZqcRERERkRRyenKIc+fO8dxzz9GwYUMqVar0SDufP38+gwcP5vPPPyc0NJQvvviCVq1acfDgQYoVK5bsOp07d+bChQtMnz6d0qVLc/HiReLj4x8ph6S+3D6+5KQMtzjEDwdXU7+EJhEBbBNChHSCDZNgz3yo+JTZiUREREQkBZwunH744YdU2/nEiRPp168f/fv3B2znT61YsYIpU6Ywbty4JO2XL1/O2rVrOXHiBHny5AEgKCgo1fJI6qqU53E2Xz/ErktbgFfMjpNxhHS1FU5/hsHty5Ajn9mJREREROQBnC6cAI4fP87kyZM5dOgQFouF8uXL8+qrr1KqVKkUbyM2NpYdO3YwfPhwh+XNmzdn48bkJxT4+eefqVGjBv/5z3/45ptvyJEjB+3ateOdd97B29s72XViYmKIiYmxP4+MjAQgLi6OuLi4FOdNK4kZMkKW1NamVD027/iaa8Zhrt+6RQ5PT7MjZQy5S+EWEIIlYi8JexZgfby/U6tn5T4jqU/9RZylPiPOUp8RZ2WkPuNMBqcLpxUrVtCuXTuqVKlCaGgohmGwceNGKlasyJIlS2jWrFmKtnP58mUSEhIoWLCgw/KCBQve81ypEydOsGHDBry8vPjxxx+5fPkyAwcO5OrVq/c8z2ncuHGMGTMmyfKVK1fi4+OToqzpISwszOwIqS7BasWIz4HF7TbvLfqKJ/xLmB0pwyjpWolg9hK5YRrrLhV6qG1kxT4jaUf9RZylPiPOUp8RZ2WEPhMVFZXithbDMAxnNl61alVatGjBBx984LB8+PDhrFy5kp07d6ZoO+fPn6dw4cJs3LiROnXq2Je/9957fPPNNxw+fDjJOs2bN2f9+vVERETg7+8PwKJFi3jmmWe4fft2skedkjviVLRoUS5fvoyfn1+KsqaluLg4wsLCaNasGe7u7mbHSXUt5w7korGZSj5P83WHt82Ok3HcuojbJ8FYjATiXtgMeUuneNWs3mckdam/iLPUZ8RZ6jPirIzUZyIjI8mXLx83btx4YG3g9BGnQ4cO8f333ydZ3rdvXyZPnpzi7eTLlw9XV9ckR5cuXryY5ChUosDAQAoXLmwvmgDKly+PYRicPXuWxx57LMk6np6eeCYzRMzd3d30L+qfMlqe1FI7sA4/n9/MsZs7s+T7e2i5C0OpxvBnGO4HF0Hjt5zeRFbtM5I21F/EWeoz4iz1GXFWRugzzuzf6enI8+fPz+7du5Ms3717NwUKFEjxdjw8PKhevXqSQ3RhYWHUrVs32XVCQ0M5f/48t27dsi87evQoLi4uFClSJMX7lvTzbHBTAKJdTnPm+iWT02Qwlf++ptPe+eDcgV8RERERSWdOF07PPfcczz//PB9++CHr169nw4YNfPDBBwwYMIDnn3/eqW0NHTqUr776ihkzZnDo0CGGDBnCmTNneOGFFwB488036dmzp719t27dyJs3L3369OHgwYOsW7eOf//73/Tt2/eek0OIuSoFFMMtPgCLxeC7vavNjpOxlG0NHr5w/TSc2Wx2GhERERG5D6eH6o0YMYKcOXMyYcIE3nzzTQAKFSrE6NGjGTRokFPb6tKlC1euXGHs2LGEh4dTqVIlli1bRvHixQEIDw/nzJkz9va+vr6EhYXxyiuvUKNGDfLmzUvnzp159913nX0bko5K5KjGsZhlrD/7B8PpYnacjMPDB8q3gz3fwd55ULzOg9cREREREVM4XTjFxsby/PPPM2TIEG7evAlAzpw5HzrAwIEDGThwYLKvzZo1K8mycuXKZYgZOCTlGgc9wbEjy/jrzh6sVisuLk4f6My6KnexFU4HfoSWH4K7l9mJRERERCQZKf4Fe/nyZdq0aYOvry9+fn7UrVuXy5cvP1LRJNnDsyENMQxXDLerbDxzxOw4GUtQPchZCKJvwLEVZqcRERERkXtIceH05ptvsmPHDsaMGcP48eO5fPmy0+c0SfaU1ycnvoZtuu0fDuk8JwcurhDSyfZ4z3xzs4iIiIjIPaV4qN6KFSuYMWMGrVu3BqB169ZUqlSJuLg406cRlIyvYu7H2XrjCDsubgZeMjtOxhLSFf74GI6thKir4JPH7EQiIiIicpcUH3E6f/48VatWtT8vV64cHh4enD9/Pk2CSdbSrkxDAK5ZDxEVF3P/xtlNwQoQEAzWODiwyOw0IiIiIpKMFBdOhmHg5uZ4gMrNzQ2r1ZrqoSTraVO2BiT4YHGJ4ceDm8yOk/GE/H1NJw3XExEREcmQUjxUzzAMmjRp4lA8RUVF8eSTT+Lh4WFftnPnztRNKFmCm6sr+d2CuWRs4dc/1/Kvyg3NjpSxBD8DYSPg7Fa4chzyljI7kYiIiIj8Q4oLp1GjRiVZ1r59+1QNI1lb7YA6LAnfwuEbO8yOkvHkDICSDeH4atj7PTR60+xEIiIiIvIPj1Q4iTijc3ATloRPJtrlFH9dv0LRXHnNjpSxhHT9u3CaDw2Hg8VidiIRERER+ZuuRCrppkpgEK7xBbFYDObuXWV2nIynfFtwzwHXTsJfW81OIyIiIiL/oMJJ0lVQDtvMjOvObjQ5SQbkkQPKP2l7vHeeuVlERERExIEKJ0lXTYo/AcCZO7s0I2NyKnex3e9fBPGx5mYRERERETsVTpKuugY3wjBcMdyusvmvo2bHyXhKNICcgRB93XZBXBERERHJEJwunL7++mtiYpJewDQ2Npavv/46VUJJ1pXf148chm2q7R8O/m5ymgzIxdU2NTlouJ6IiIhIBuJ04dSnTx9u3LiRZPnNmzfp06dPqoSSrK1S7scB2H5xs8lJMqiQv4frHV0Bd66Zm0VEREREgIconAzDwJLMNMlnz57F398/VUJJ1tbmsQYAXLMeJDpO5/EkERAMBSpCQiwc+NHsNCIiIiKCE9dxqlq1KhaLBYvFQpMmTXBz+9+qCQkJnDx5kpYtW6ZJSMla2pZ9nFFbfMA1isWHNtM1pL7ZkTKeyl0gbCTsmQ81+pqdRkRERCTbS3Hh1KFDBwB2795NixYt8PX1tb/m4eFBUFAQHTt2TPWAkvV4uLmR360Sl4yt/HJsrQqn5AR3grBR8NdmuHoS8pQwO5GIiIhItpbiwmnUqFEABAUF0aVLF7y8vNIslGR9jxeszbKIrRy+sd3sKBmTXyEo2QBOrIG930PDYWYnEhEREcnWnD7HqVevXiqa5JF1rtQYgDsupzh746rJaTKokK62+73zwTDMzSIiIiKSzaWocMqTJw+XL18GIHfu3OTJk+eeN5GUqF64FK7xBbBYrMzdu9rsOBlT+SfB3QeuHodzO8xOIyIiIpKtpWio3qRJk8iZMycAkydPTss8ko0U96nCidiVrDu7gX/zjNlxMh5PXyjXFvZ9D3vmQZEaZicSERERybZSVDj16tUr2ccij6JR8XqcOLaSM1F7zI6ScYV0sRVO+xdCi/fBzcPsRCIiIiLZUoonh7jbxYsXuXjxIlar1WF5SEjII4eS7OHZkEZ8ddQFq9tltpw5Sq1iZcyOlPGUbAg5CsDti/Dnb1CutdmJRERERLIlpwunHTt20KtXLw4dOoRx1wnrFouFhISEVAsnWVtBX398rKW443qMBQdXqXBKjqubbWryzZ/B3nkqnERERERM4vSsen369KFMmTJs3LiREydOcPLkSfvtxIkTaZFRsrCKuW3n7Wy/sMXkJBlY5S62+yPL4c51U6OIiIiIZFdOH3E6efIkixYtonTp0mmRR7KZNqUbsH3nXK4kHCA6LhYvd53Dk0RACOQvD5cOwcHFEPIvsxOJiIiIZDtOH3Fq0qQJe/boZH5JHe3K14IEb3CN5ufDW82OkzFZLP876rT3e3OziIiIiGRTTh9x+uqrr+jVqxf79++nUqVKuLu7O7zerl27VAsnWZ+Hmxv53Cpy2djOL8fW0jn4CbMjZUzBneC3MXD6DywHFlH46i4sp/2gZH1wcTU7nYiIiEiW53ThtHHjRjZs2MCvv/6a5DVNDiEPo0bB2iyP2M6h69vMjpJx+ReB/OXg0iHcFj9PDYDTU8CvELT8ECroHyxERERE0pLTQ/UGDRpEjx49CA8Px2q1OtxUNMnD6FyxCQBRLieJuHnN5DQZ1MGfbec43S0yHL7vaXtdRERERNKM04XTlStXGDJkCAULFkyLPJINPV6kNC7x+bFYrHy353ez42Q81gRYPuweL/59SYDlw23tRERERCRNOF04Pf300/z+u37cSuoq7lMFgDV/bTA3SEZ0eiNEnr9PAwMiz9naiYiIiEiacPocpzJlyvDmm2+yYcMGgoODk0wOMWjQoFQLJ9lHw6JPcPJ4GKejdpsdJeO5dSF124mIiIiI0x5qVj1fX1/Wrl3L2rVrHV6zWCwqnOShdKvciBl/jsHqdoltZ//k8SK6TpidbwqHxaa0nYiIiIg47aEugCuS2gJy5sbHWoI7rsf5/sAqFU7/VLyubfa8yHDs5zTdzcUNvPOkaywRERGR7MTpc5zulpCQwO7du7l2TbOhyaMpn+txALZf2GxykgzGxdU25TgAluTbWONhelPYPTfdYomIiIhkJ04XToMHD2b69OmArWiqX78+1apVo2jRoqxZsya180k20uaxBgBcjj9AbHy8yWkymArtoPPX4BfouNyvMLT7FEo2hLgoWPwCLH4JYqNMiSkiIiKSVTldOP3www9UrlwZgCVLlnDq1CkOHz7M4MGDeeutt1I9oGQf7crVhAQvcL3Dz4e2mB0n46nQDgbvJ777YrYXf5H47oth8D6o1gO6L4JGb4HFBXbPgS8bw8XDZicWERERyTKcLpwuX75MQEAAAMuWLaNTp06UKVOGfv36sW/fvlQPKNmHl7sHeV0rAvDLn2sf0DqbcnHFKP4E5/LUwSj+hG0Y39/LafAG9PzJNknEpUPwZSMN3RMRERFJJU4XTgULFuTgwYMkJCSwfPlymjZtCkBUVBSurq6pHlCylxoFawNw4Np2k5NkUiXqwwsb7hq6NxBib5udTERERCRTc7pw6tOnD507d6ZSpUpYLBaaNWsGwJYtWyhXrlyqB5TspVOFJgBEufzJm2HTmbXjN53v5CzfAncN3ftWQ/dEREREHpHThdPo0aP56quveP755/njjz/w9PQEwNXVleHDhzsd4PPPP6dEiRJ4eXlRvXp11q9ff8+2a9aswWKxJLkdPqwfhFnFutO7MQwXLBaDpecnM2H/EGp83Yjx6xeYHS1zSTJ077CG7omIiIg8Aqev4wTwzDPPJFnWq1cvp7czf/58Bg8ezOeff05oaChffPEFrVq14uDBgxQrVuye6x05cgQ/Pz/78/z58zu9b8l4xq9fwOzjY5Mst7pcty//d71O6R0rc0scurfoOTixxjZ079R6aD0ePHKYnU5EREQk03iowmnVqlWsWrWKixcvYrVaHV6bMWNGirczceJE+vXrR//+/QGYPHkyK1asYMqUKYwbN+6e6xUoUIBcuXI9THTJoGLj4/nm2CfgApa7LlVksYBhwDdHP+HVOk/h4fZQ3Tb7Shy6t34CrBlnG7p3bgd0mg0FNLxWREREJCWc/gU6ZswYxo4dS40aNQgMDMRy96/cFIqNjWXHjh1Jhvc1b96cjRs33nfdqlWrEh0dTYUKFXj77bdp1KjRPdvGxMQQExNjfx4ZGQlAXFwccXFxD5U9NSVmyAhZzDRn92oM1+v3uryrrXhyu86cXavoUaVxumbLaB66z9QdgqXw47j++DyWS4cxvmxEQsv/YIR0TYOUklHob4w4S31GnKU+I87KSH3GmQwWwzAMZzYeGBjIf/7zH3r06OF0sH86f/48hQsX5o8//qBu3br25e+//z6zZ8/myJEjSdY5cuQI69ato3r16sTExPDNN98wdepU1qxZQ/369ZPdz+jRoxkzZkyS5d999x0+Pj6P9B4k9Sy+spftrt8/sF2NhM50yBuSDomyLs+4G1Q7PZUCNw8AcCZPPfYW6UmCq6fJyURERETSV1RUFN26dePGjRsOpwIlx+kjTrGxsQ6FzqO6+4iVYRj3PIpVtmxZypYta39ep04d/vrrLz766KN7Fk5vvvkmQ4cOtT+PjIykaNGiNG/e/IEfTnqIi4sjLCyMZs2a4e7ubnYc01zZ7cX2gw8unOoF16S1jjg9ep+xdiZh42Rc1n1IsavrKepykfinZ0D+sg9eVzIV/Y0RZ6nPiLPUZ8RZGanPJI5GSwmnC6f+/fvz3XffMWLECGdXdZAvXz5cXV2JiIhwWH7x4kUKFiyY4u3Url2bOXPm3PN1T09P+8x//+Tu7m76F/VPGS1PeutetQmT9+XC6nI9yTlOdoYrrctXydaf0z89Wp9xh0bDISgUFvbDcvkI7jObQZsJUKVbquaUjCG7/40R56nPiLPUZ8RZGaHPOLN/pwun6Ohopk2bxm+//UZISEiSnU2cODFF2/Hw8KB69eqEhYXx1FNP2ZeHhYXRvn37FOfZtWsXgYGBKW4vGZOHmxs9HhvE7ONjMQzHCSISB5NaLAn0WdGbKU2nEOQfZErOLKdEvbtm3XsRTm3QrHsiIiIid3G6cNq7dy9VqlQBYP/+/Q6vOTtRxNChQ+nRowc1atSgTp06TJs2jTNnzvDCCy8AtmF2586d4+uvvwZss+4FBQVRsWJFYmNjmTNnDgsXLmThwoXOvg3JgBKnGv/m2CcYrtftyy0JuYi7Uh/X3Bs4e+ssPX7twX8b/5cqBaqYEzSrsc+6NxHWvK9Z90RERESS4XTh9Pvvv6fazrt06cKVK1cYO3Ys4eHhVKpUiWXLllG8eHEAwsPDOXPmjL19bGwsr7/+OufOncPb25uKFSvyyy+/0Lp161TLJOb6d71OvFrnKb7bs4YzkREU8wugW+WG/HboEi/NC8a76Gyuc5b+K/vzYf0PaVKsidmRswYXV2jwbyhWGxb2+98FczV0T0RERAR4yOs4paaBAwcycODAZF+bNWuWw/M33niDN954Ix1SiZk83NzoXb2pw7LWwYH8+0oN/rPCE+8i34HvYYb8PoQ3a73Js+WeNSlpFqSheyIiIiLJeqjCadu2bSxYsIAzZ84QGxvr8NqiRYtSJZjI3V5sUIqTl26zYEcPfAsvAb/NvL/lfcJvhTO4+mBcLC5mR8waNHRPREREJAmnf2nOmzeP0NBQDh48yI8//khcXBwHDx5k9erV+Pv7p0VGEcB2Dt17TwVTu2R+bp1rj2dkGwBmHpjJ8HXDiU2IfcAWJMUSh+71/Bl8C/5v6N6ub81OJiIiImIKpwun999/n0mTJrF06VI8PDz4+OOPOXToEJ07d6ZYsWJpkVHEzsPNhandq1Miny+Xz9WjQHRvXC1u/HrqVwaEDSAyNuVz8UsKJA7dK9kQ4qLgp4Hw44sQe9vsZCIiIiLpyunC6fjx47RpY/uXfk9PT27fvo3FYmHIkCFMmzYt1QOK3C2Xjwczej9OLh93jp8sRwXLUHK452D7he30+rUX4bfCzY6YtSQO3Wv0NlhcYM938GVjuHjI7GQiIiIi6cbpwilPnjzcvHkTgMKFC9unJL9+/TpRUVGpm07kHkrky8EX3avj7mph44E8NPYbQwHvAvx5/U+6L+vO4auHzY6YtSQ3dG+ahu6JiIhI9uF04VSvXj3CwsIA6Ny5M6+++irPPfcczz77LE2aaGpoST+1SuZl3NMhAHy3IZ5uRT+idK7SXLxzkd7Le7Px/EaTE2ZB9qF7jSD+jobuiYiISLbhdOH06aef0rVrV8B2gdrXX3+dCxcu8PTTTzN9+vRUDyhyP89UL8LLjUoD8MHScAaVn8TjAY9zO+42L/32Ej8f/9nkhFlQ4tC9xv8YujetkYbuiYiISJbmVOEUHx/PkiVLcHGxrebi4sIbb7zBzz//zMSJE8mdO3eahBS5n6HNytAmOJC4BIMh844yvMoEWpVoRbwRz1sb3mLa3mkYhmF2zKzFxQXq/xt6LQHfALh8REP3REREJEtzqnByc3PjxRdfJCYmJq3yiDjNxcXChM6VqVI0F9ej4hjwzR6GVx9L30p9Afjvrv8ydvNY4q3xJifNgoKe0NA9ERERyRacHqpXq1Ytdu3alRZZRB6al7srX/asQeFc3py8fJuB3+7ipcqv8n+1/g8LFn44+gOv/v4qUXGawCTV+ebX0D0RERHJ8pwunAYOHMhrr73Gp59+yqZNm9i7d6/DTcQs+XN6MqP34/h6urH5xFXe+nEfXct2ZVKjSXi6erLu7Dr6rujL5TuXzY6a9WjonoiIiGRxKS6c+vbtS2RkJF26dOHkyZMMGjSI0NBQqlSpQtWqVe33ImYqG5CTT7tVxcUCC3acZcra4zQp1oSvmn9FLs9cHLhygO7LunPqximzo2ZNGronIiIiWVSKC6fZs2cTHR3NyZMnk9xOnDhhvxcxW8OyBRjTriIA/1l+hGX7wqlSoApzWs+haM6inLt1jh6/9mD3xd3mBs2qNHRPREREsqAUF06Js5IVL178vjeRjKBHnSB61w0CYMj83ez+6zrF/YrzTatvqJS3EtdjrtN/ZX9WnV5lbtCs6p5D9+aYnUxERETkoTh1jpPFYkmrHCKpbkTbCjQuV4CYeCv9Z2/n3PU75PXOy/QW02lQpAExCTEMWTOEbw/pPJw0k2To3kvw4wsauiciIiKZjlOFU5kyZciTJ899byIZhauLhU+erUq5gJxcvhVDv1nbuBkdh4+7D5MbTaZzmc4YGHyw9QMmbJ+A1bCaHTlrSjJ0b67t6NOFg2YnExEREUkxN2cajxkzBn9//7TKIpLqfD3dmNH7cdp/9geHI27yytxdfNWzBm6ubrxd+20CfQP5eOfHzDowi4jbEbz3xHt4uHqYHTvrSRy6V6wO/NDPNnTvy8bQ5iOo2t3sdCIiIiIP5FTh1LVrVwoUKJBWWUTSRKFc3nzVswZdpm1izZFLvPvLIUa3q4jFYqF/cH8K+hRk5MaRLD+1nEt3LvFxo4/x99Q/EKSJxKF7Pz4Px1fbhu6d2gBtJoBHDrPTiYiIiNxTiofq6fwmycwqF83F5C5VAJi18RSzN56yv/ZkqSeZ0nQKvu6+7Liwg56/9uT8rfPmBM0OfPPDvxZq6J6IiIhkKk7PqieSWbWsFMiwluUAGLPkAL8fvmh/rXZgbWa1nEUBnwKcuHGC7su6c/jqYbOiZn3Jzbr3ZWPbrHv6WyMiIiIZUIoLJ6vVqmF6kum90KAknWsUwWrAK3N3cTgi0v5a2Txl+bb1t5TOVZpLdy7R69debDy30cS02UDi0L1Sjf83695iXTBXREREMh6nZtUTyewsFgvvdgimTsm83IqJp9+s7Vy8GW1/PSBHALNbzaZmQE2i4qN4adVLLP5zsXmBswP70L0RGronIiIiGZYKJ8l2PNxcmNq9OiXz5eDc9Ts89/UO7sQm2F/38/BjStMptC7RmngjnhF/jGDqnqkarpqWXFyg/uvQa6mG7omIiEiGpMJJsiV/H3dm9H6cXD7u7PnrOq8t2I3V+r8f6B6uHoyrN45+lfoB8NnuzxizaQzx1nizImcPQaFJh+79+ALE3DI7mYiIiGRzKpwk2wrKl4MvulfH3dXCsn0RTAg74vC6i8WFwdUH81att3CxuLDw2EIGrR5EVFyUSYmzibuH7u2dB19q6J6IiIiYS4WTZGu1Sublg6dDAPjs9+Ms2P5XkjZdy3VlUsNJeLl6sf7cevqs6MPlO5fTO2r2kmTo3lHb0L2d32jonoiIiJhChZNkex2rF+GVxqUB+L8f97H5xJUkbRoXa8xXLb4it2duDl45SPdl3Tl542R6R81+7h669/PLGronIiIiplDhJAIMaVqGNiGBxCUYDPhmBycuJf1hXjl/Zb5p/Q1Fcxbl3K1z9Pi1B7su7jIhbTajoXsiIiKSAahwEgFcXCxM6FSZKkVzceNOHP1mb+fa7dgk7Yr7FeebVt8QnC+YGzE36L+iP2Gnw0xInM38c+hezsCkQ/esCXByPez7wXZvTXjwNkVEREScoMJJ5G9e7q582bMGhXN5c/LybQbM2UFsvDVJu7zeeZneYjoNizQk1hrLa2teY87BOSYkzoaCQmHAesehe7PawKSKMLstLOxnu59cCQ7+bHZaERERyUJUOIn8Q/6cnszo/Ti+nm5sPXmVNxftS/b6Td5u3kxqNIkuZbtgYPDhtg8Zv208ViNpoSWp7J9D97DA6T/gZrhjm8hw+L6niicRERFJNSqcRO5SNiAnn/2rGq4uFhbuPMvna44n287NxY23ar3Fq9VeBeDrg1/zxro3iEmISc+42ZOLCzwxBHzy3qPB38Xu8uEaticiIiKpQoWTSDIalMnP6HYVARi/4gi/7A1Ptp3FYqF/cH/G1RuHm4sbK06t4PmVz3Mj5kZ6xs2eTm+EqPtNC29A5DlbOxEREZFHpMJJ5B561C5On9AgAIZ+v5tdZ67ds23bkm2Z2nQqvu6+7Ly4k56/9uT8rfPplDSbunUhZe1uRqRtDhEREckWVDiJ3MfbbSrQuFwBYuKtPPf1Ds5ei7pn21qBtZjdajYFfApw4sYJ/rXsXxy6cigd02YzvgVT1m7tB/Dnb7pwroiIiDwSFU4i9+HqYuGTZ6tSPtCPy7di6DdrOzej4+7ZvkzuMnzb+ltK5yrN5TuX6b28N3+c+yMdE2cjxeuCXyHAcp9GFrjyJ8zpCDNbwyl9FyIiIvJwVDiJPICvpxvTe9WgQE5Pjly4ycvf7SI+4d6z5wXkCODrVl9TM6AmUfFRvLTqJX489mM6Js4mXFyh5Yd/P7m7eLLYbu0+hdovgasnnNkIs1rD1x3g7Pb0zSoiIiKZngonkRQolMubr3rVwMvdhbVHL/HO0oP3bZ/TIydTm06lTck2JBgJjNw4kil7piQ7tbk8ggrtoPPX4BfouNyvkG15te7Q8n14dTfU6Acu7nDid/iqCXzXFcL3mhJbREREMh8VTiIpFFIkF5O7VMVigdmbTjPrj5P3be/u6s64J8bRP7g/AJ/v/pzRm0YTZ733UD95CBXaweD90GspdJxuux+8z7Y8kV8haDsRXtkOVbqDxQWO/gpf1IPve8GlI+blFxERkUxBhZOIE1pWCmBYy3IAjF16kNWH7z+zm8Vi4dVqr/J2rbdxsbiw6NgiXln9ClFx955kQh6CiyuUqAfBz9juXVyTb5c7CDp8Bi9thUrPABY4uBg+rw2LBsDVE+kYWkRERDITFU4iThpQvyRdahTFasAr3+3iUHjkA9fpUq4LkxtOxsvViz/O/UHv5b25fOd+1yCSNJXvMXhmOrz4B5RrC4YV9s6D/9aAnwfB9b/MTigiIiIZjOmF0+eff06JEiXw8vKievXqrF+/PkXr/fHHH7i5uVGlSpW0DShyF4vFwjsdKlG3VF5uxybQb9Y2LkZGP3C9RsUaMb3FdPJ45eHQ1UN0X9adEzd0hMNUBStC12/hud+hdDMwEmDnbPhvNfj/9u47PqoqYeP4705JJQkEUiGELiShN0FBXAFBRd1dVxSVtayKHVl3RfdVwUKxIK4KihXroutalxVioSMdpEonlBQgkELqzNz3j0mGhCQkoWQm8HzZ+8ncc8ucud6FeXLOPWf23yGnhnNFiYiIyDnPq8Fp1qxZjB49mn/84x+sWbOGfv36MXToUFJSUk56XFZWFiNHjuSyyy6ro5qKlOdnszD9pu60igjmQFYBf/lgJflFzmqP6xTRiQ+HfkjzkObsz93PLbNvYXX66jqosZxU025w87/h9jnQoh84i2D5m/BKZ0h+EvIyvV1DERER8TKbN998ypQp3HHHHfzlL+6H56dOncqcOXOYPn06EydOrPK4u+++mxEjRmC1Wvnqq69O+h6FhYUUFhZ61rOz3d2qiouLKS72/kP6pXXwhbpI7QTZYcZNXfnTjGX8ui+L0f9azT+Hd8ZiOdm8QhATGMN7g97jofkPseHwBu6ceyfP9n2Wgc0H1uh9dc+cRTHdYcR/MHYvxDJ/Apb9K2HxK5gr3sHVaxSu3vdCQKi3a1krul+ktnTPSG3pnpHa8qV7pjZ1MEwvjY9cVFREUFAQn3/+Ob///e895Q899BBr165l/vz5lR733nvvMW3aNJYuXcqzzz7LV199xdq1a6t8n3HjxjF+/PgK5Z988glBQUGn/TlEdmTD65usOE2DgbEuhsVXPcdTWUVmEZ8d+4wtji0YGAwNGErfgL5nubZSY6ZJVPY62qf+m4b57lbwImsw2yOvYGfEIJzWAC9XUERERE5XXl4eI0aMICsri9DQk/9y1GstTocOHcLpdBIVFVWuPCoqirS0tEqP2bZtG2PHjmXhwoXYbDWr+mOPPcaYMWM869nZ2cTFxTF48OBqL05dKC4uJjk5mUGDBmG3271dHTlFzdce4JEvNvDDAQuX9e7Idd2a1ui4Ya5hPL/qeT7f9jmzC2bTKL4RD3d7GItRdS9a3TN16Uowx+L47b9Y50/C79BvJKR+Toesn3H1fQhX99vA5tsBSveL1JbuGakt3TNSW750z5T2RqsJr3bVA/eD9mWZplmhDMDpdDJixAjGjx9Pu3btanx+f39//P39K5Tb7Xav/4cqy9fqI7VzXc94Uo4U8M+ftvPE15uIb9KAvq2bVHucHTtP9HmCZqHNeHnVy3z828ccLDjIhH4T8LdWvG/LHat7pu50/AMkXgMbvoCfJ2Ac2YX1hyewLpsO/R+BrreAzc/btTwp3S9SW7pnpLZ0z0ht+cI9U5v399rgEE2aNMFqtVZoXcrIyKjQCgWQk5PDypUruf/++7HZbNhsNp5++mnWrVuHzWbjp59+qquqi1Tq4UHtGNY5FofL5J6PVrPjYG6NjjMMg9uTbmdSv0nYLDbm7pnLXXPvIqsw6yzXWGrFYoVO18P9K2DYPyG0GeQcgP+Ogde6w5qPwenwdi1FRETkLPFacPLz86N79+4kJyeXK09OTqZv34rPeYSGhrJ+/XrWrl3rWUaNGsUFF1zA2rVr6d27d11VXaRShmHwwnWd6Nq8IVn5xdz+/gqOHCuq8fFXtrqSNwe+SQN7A1ZnrOaW/93C/tz9Z7HGckqsduj+Z3hwNQx9ARpEwdEU+PpemNYb1v8bXDV7zk1ERETqD68ORz5mzBjefvtt3n33XTZv3szDDz9MSkoKo0aNAtzPJ40cOdJdUYuFpKSkcktkZCQBAQEkJSURHBzszY8iAkCA3cqMW3rQrFEgew7ncfeHqyh0VD9MealeMb2YOXQmUUFR7Mraxc2zb2bT4U1nscZyymz+0PsueHAtDHoGAsPh8Hb44g5442LY/B14Z+wdEREROQu8GpyGDx/O1KlTefrpp+nSpQsLFixg9uzZxMfHA5CamlrtnE4iviYixJ93b+1JiL+N5bszeew/66nN4JXtGrXjoys+ol2jdhzKP8St39/Kov2LAHC6nKxMX8m6onWsTF+J01XzUCZniV8QXPQgjP4VLv0/8A+DjI0w6yZ461LY9oMClIiIyDnAa8ORe0t2djZhYWE1GnKwLhQXFzN79myuuOIKrz8cJ2fWgq0Hue39FThdJo8Mbsf9v2tbq+NzinJ4eN7DLEtdhtWwcl2765i3dx7peemefaKCohjbaywD42s2B5TUgfwjsOQ1+GU6FB9zl8VdCL/7P2jZr86ro79jpLZ0z0ht6Z6R2vKle6Y22cCrLU4i57L+7SIYd3UiAC/O3cp3vx6o1fEhfiFMv2w6V7W6CqfpZNZvs8qFJoCMvAzGzBvDD3t+OGP1ltMU2Ague8LdAtXnfvdw5Xt/gZlXwQfXwN4V3q6hiIiInAIFJ5Gz6JYL47nj4pYAjPlsHatTjtTqeLvVzjN9nyHYXvkzfCbuBuPJyyer256vCW4Clz8HD66Bnn8Bix12zoN3BsInwyF1nbdrKCIiIrWg4CRylj1+RQcGdoikyOHirg9Wsjczr1bHrzm4hmOlXb4qYWKSlpfG6ozVp1tVORtCY+HKl+CBVdD1ZjCssPV7eLM/fDYSMrZ4u4YiIiJSAwpOImeZ1WLwyg1dSYgJ5VBuEXfMXEF2QXGNjz+Yd/CM7ide0igernkd7lsOHf8EGLDpa5h2IfznLsjc6e0aioiIyEkoOInUgWB/G+/c2oPIEH+2pudy/ydrcDhrNtdPRFDEGd1PvKxJG/jj23DPEmh/FWDCr7Pg1R7wzYNwdK+3aygiIiKVUHASqSMxYYG88+eeBNqtLNh6kPHfbqrRMOXdIrsRFRSFgVHlPoG2QBLCE85kdeVsi0qAGz6Gu+ZBm0FgOmH1THi1G8z+O+SkebuGIiIiUoaCk0gd6tgsjKk3dMEw4MNf9vD+kt3VHmO1WBnbayxAleEp35HPbXNu40Bu7UbuEx8Q2xVu/jfcPgda9ANnESx/E17pAnOfgGOHvV1DERERQcFJpM5dnhjNY0PbA/DMd5v4cXN6NUfAwPiBTBkwhcigyHLl0UHRjOo0iob+DdmcuZnh3w1nyYElZ6XecpY1vxBu/Q5GfgPNeoEjH5b8E17pBD89B/lHvV1DERGR85qCk4gX3NmvFTf0jMNlwgOfrmHTgexqjxkYP5A5f5zDjMtm8KegPzHjshl8/8fvua/rfcy6ahYJjRM4WniUe364h7fXv12jboDig1pdAnfMhRGfQ3QnKMqFBc/DK51h4UtQmOvtGoqIiJyXFJxEvMAwDJ65Nom+rRuTV+TkjpkryMguqPY4q8VKj6gedPbrTI+oHlgtVgBiG8TywdAP+EPbP+AyXbyy+hUenvcwuUX6kl0vGQa0Gwx3L4DrP4SI9lBwFH582h2glr4OxfnerqWIiMh5RcFJxEvsVgvTb+pO64hgUrMKuGPmSvKKHKd8Pn+rP+P7juepPk9ht9j5MeVHbvzvjew4uuMM1lrqlGFAwtXuEfj+8DaEt4K8QzDncfhnV1jxNjiKvF1LERGR84KCk4gXhQXZeffWnjQKsrN+fxYPz1qLy3V6Xeyua3cdM4fMJCooit3Zuxnx3xHM3T33DNVYvMJihU5/cs8BdfWrEBYHOanw37/Cq91hzUfgPPXQLSIiItVTcBLxsvjGwcwY2QM/q4U5G9OZPGfLaZ+zY0RHZl01i17Rvchz5PHX+X9lysopOFz6cl2vWe3QbSQ8sAqueBEaREFWCnx9H7zeC9b/G1xl5gdzOTH2LKJp5lKMPYvA5fRe3UVEROo5BScRH9CzRTjPX9cJgDfn72TWipTTPmfjwMa8OehNbk28FYD3Nr7HqORRZBZknva5xcts/tDrTnhwLQx+FoIaQ+YO+OIOeOMi2PwtbPoapiZh++haeuyZju2ja2FqEmz6xtu1FxERqZcUnER8xLVdm/LgZW0B+MeXG1iy/dBpn9NmsfHXHn/lxUteJNAWyLK0ZQz/bjgbDm047XOLD/ALgr4PwEPr4Hf/B/5hkLEJZt0Mn42E7BPm9cpOdZcrPImIiNSagpOID3l4YFuu7hyLw2Uy6qNVbM84M6PiXd7icj654hNahLYg7VgaI/83kn9v/fcZObf4AP8Q6P83GL0OLh4DVUyUDCXPz30/Vt32REREaknBScSHGIbB89d1olvzhmQXOLhj5goyj52ZUdPaNGrDJ1d+wqVxl1LsKmb80vGMWzKOQmfhGTm/+IDARtD6d3gCUqVMyN7v7sqnub5ERERqTMFJxMcE2K3MGNmDZo0C2XM4j7s/XEmh48y0DoT4hTD10qk82PVBDAy+2PYFt/7vVtKOpZ2R84sPyE2v2X7/vg1eugA+uQHmvwDbf4Q8Pf8mIiJSFQUnER/UpIE/793akxB/Gyt2H2HsF+sxz1DrgMWwcGenO3lj4BuE+Yex4fAGrv/2epalLjsj5xcvaxBVwx0t7pC19X/w87Pw0R/g+Zbu+aH+fQcsnQYpyzTRroiISAkFJxEf1TYqhGk3d8NqMfhyzX5e+2k7TpfJsl2ZrDpksGxXJs7TmPOpb9O+zLpqFh3CO3Ck8Ah3Jd/FexveO2MBTbwkvi+ExlL1c04GhDaFsSlw+1wYMgk6/sk9uS5A5k7Y8G+Y8xi8OxgmNIU3LoZvHoRVMyFtg+aMEhGR85LN2xUQkar1axvB09ck8o8vN/BS8lbeWbSLo/nFgJUPtq0kJiyAp4YlMCQp5pTO37RBUz4Y+gHP/vIsX+/4mimrprD+0HqeuegZgu3BZ/bDSN2wWGHIZPfoeRiUf96pJEwNmQQBIdC8t3splZcJB9bAgdWwfzXsX+VulUpb715Wz3TvZw+CmM4Q2w2adoOm3aFRCzCqCmsiIiL1n4KTiI+7qXc8P23O4MctGSWh6bi0rALu+Wg102/udsrhKcAWwDMXPUOniE5MXD6R5D3J7Di6g5cvfZlWYa3OxEeQupZwNVz/AXz/aPkhyUNj3aEp4erKjwsKhzaXuRdwDx6RfcAdoA6UBKn9a6AoB1KWupdSgeHuEBVbEqSadoMGkWfvM4qIiNQxBScRH+d0mWw8kF3pNhN3G8L4bzcxKCEaq+XUfuNvGAbXX3A9F4RfwJifx7Azaycj/juC5y56jsviLzv1yov3JFwN7a/EsXMBaxfOoUu/y7G16u9ukaopw4Cwpu6lNGy5XHB4e/kwlbYe8jNh+w/upVRYXPkwFdvFPXS6iIhIPaTgJOLjlu/KJC27oMrtJpCaVcDyXZn0ad34tN6rc0RnZg2bxd/m/42V6SsZPW80dyTdwQNdH8Bamy/c4hssVsz4i9m/MZvO8RfXLjRVeU4LRLRzL11udJc5CiF9Y0mL1Gp3oDr4G2TtdS+bvi452ICIC0pCVFf3z6gksPmdfr1ERETOMgUnER+XkVN1aDqV/arTJLAJMwbPYOqqqXyw6QPe2fAOmw5vYnL/yTQKaHRG3kPOMTb/kmeduh0vK8iG1HUlYWqV+9mprL1wcIt7Wfuxez+rH0R3LAlTJS1Tjdu4A5qIiIgPUXAS8XGRIQE12m/F7kyGJEXjbzv9VgW7xc7fev6NpCZJPLXkKZamLmX4d8N5+dKXSWyceNrnl/NAQCi07OdeSuVmHB90orSrX/6R4+ul/EPd3frKhqnQWA0+ISIiXqXgJOLjerUMJyYsgLSsAk42UPhHv6Tw85aDPHJ5O67p3BTLKT7vVNbQlkNp07ANo38eTUpOCiNnj+T/Lvw/ft/296d9bjkPNYiEC4a4F3APPnFkV0mYKglUqeugMBt2LXAvnmOjjg86UTqaX6BaQEVEpO4oOIn4OKvF4KlhCdzz0eqqBpfmpt7NSd6czv6j+Tw8ax0zFuzi0SEXcEm7CIzT/C1920Zt+fSqT/nHwn8wb988nlzyJOsPrWdsr7H4WfVsipwGw3DPHxXeCjpe5y5zOuDg5jItU6shY5N7WPTfZruXUuGtSsJUSctUTCewB9bsvV1O2LPEfd4GUe75r/Qcn4iInISCk0g9MCQphuk3d2P8t5tIzTr+LFN0mXmc/nFlAu8t2cX0eTvYnJrNre+toE+rxowd2p7OcQ1P6/1D/UJ55Xev8Navb/H62tf5fOvn/Jb5Gy8NeIno4OjT/HQiZVht7meeojtC9z+7y4ryIO3X40Fq/yp3S1XmTvey/nP3foYVohLKd/GLaO8+Z1mbvqliqPbJVQ/VLiIi5z0FJ5F6YkhSDIMSolm6PYO5C5cxuF9v+rSJ9AxBHuhn5d4BbbixZ3Ne/3k7Hyzdw9Kdh7nm9cVc2SmGvw2+gBZNTn1SW4th4e7Od5PQOIGxC8fy66FfGf7dcF685EV6Rvc8Ux9TpCK/IGh+oXsplZdZZqLekjB1LOP4ZL2r3nfvVzpZb+lIfvlHYfYjcGLH1+xU96TB13+g8CQiIpVScBKpR6wWg94twzm82aR3y/BK521qFOzH/12VwK0XtWDK3K18uXY///01lTkb0rixV3MevKwtESH+p1yHfs368a+r/sWYeWPYkrmFO+feycPdH2ZkwsjT7hYoUmNB4dBmoHuBksl69x8faGL/ajiwtvLJeitVMiva92Oh/ZXqticiIhUoOImco5o1CmLK8C78pV8rnp+zhXm/HeTDX/bwxep93NmvFXf2b0UD/1P7KyAuJI4Phn7AM0uf4dud3/LiyhdZf2g9T/d9miB70Bn+JCI1YBgQ1sy9JFzjLnM54dC24xP17pwPh7ed5CQl4WtaX4jqAKFN3ecLLZkEOLQZBEdoqHQRkfOUgpPIOS4hNpT3b+vFkh2HmPy/Lazbl8UrP27j42V7ePCyttzQszl+ttp/EQy0BfLcxc/RMaIjzy9/njm757Dj6A5eHvAyLcJanPkPIlJbFitEtncvXUbA+n/DF3dUf9yhLe6lMlY/CIk5IVCVDVjN3KP9qfVVROSco+Akcp7o27oJX913EbPXp/HCnC3sPpzHk19v5J1Fu3hk8AVc2TGm1kOYG4bBje1vpH14e/46769sP7qdG/97I89d/By/a/67s/RJRE5Rg6ia7XfJWPc8VFn7IXtfyc/9kJMGziI4use9VMUWeEKgiq3YehUQdmY+k4iI1BkFJ5HziGEYXNkphsGJUfxrxV5e+WEbew7n8cCna3hr4U7GDmlP3zZNan3erpFd+WzYZ/x13l9ZnbGah35+iLs63cW9ne/FqmdFxFfE93WHmOxUKgwOAYDh3n7J3yt/xslZDDmpx4NU1r6Sn2UCVt4hcOTD4e3upSp+IWXCVUk3wBNbr/zU7VVExJcoOImch+xWC7dcGM8fujbl7YW7mLFgB7/uy2LE28vo3y6CsUPakxAbWqtzNglswtuXv82UlVP4aPNHzPh1BhsPbWRy/8mE+eu36+IDLFb3kOOfjYSqZkUbMqnqgSGsdmjY3L1UpbjAHaZODFSe9f1QcNQ9aMXBLe6lKoGNTghUJwSs0FiwnfpAL5VyOTH2LKJp5lKMPaHQqr8GyhARKaHgJHIeC/a38dDAttx0YXNe/XEbHy9LYcHWgyzcdpBruzRlzKB2xIXX/LfedoudR3s9SlKTJMYtGcfiA4sZ/t1wXh7wMh0adziLn0SkhhKudg85Xuk8TpNOfyhyewA0bu1eqlKY637vcqFqX/lwVZQL+UfcS/r6qs8VHFmxpSo09vjrkJiK81hVpWR+K1v2AXoA7Jmu+a1ERMpQcBIRmjTwZ/w1Sdx+cUtenLuVb9cd4Ms17mHMb+kTz32XtiE82K/G57uy1ZW0adiGh+c9zN6cvdzyv1t4ss+TXN1aX77EByRc7R5yfM8SyE13P/sU37fuWlb8G0BEO/dSGdOEgqwqWq1KAlb2AXAUuOeuOpYBB9ZUfi7DAg2iKxnEokzrVXAkbPmupCVO81uJiFRFwUlEPOIbB/PqjV25q18rJn2/mcXbD/POol18tmIvowa05vaLWhLoV7MvlxeEX8CnV37K44seZ8G+Bfxj0T/49eCvPNrzUexW+1n+JCLVsFihZT9v16JyhgGBDd1LVGLl+5gm5B2u2FJVNmxlHwCXA3IOuBdWVPF+NtyBqbLnvkrK/jsGwltDYBj4NQD/kPOvC5/L6b2wLSI+QcFJRCro2CyMj+7ozcJth5j0vy1sSs3mhTm/MXPJbh4e1I4/dW+GzVr9EOZh/mG8+rtXefPXN5m+djqzfpvFlswtvHTJS0QF13CEMxGpyDAguIl7ie1S+T4ul7s1qqpWq6z9kJsGpqP69zt2EN7oW77MHlQSohqU/Awt87qKMv/QE7aHuJcz/azWmVbSjbFi9051YxQ5n3g9OE2bNo0XXniB1NRUEhMTmTp1Kv36Vf5bwEWLFvHoo4+yZcsW8vLyiI+P5+677+bhhx+u41qLnPsMw6B/uwgubtOEb9Yd4MW5v7HvSD6P/Wc9by/cyd+HtGdwQhRGNfPVWAwL93S+h8TGiYxdOJZ1B9cx/LvhvHjJi/SI7lFHn0bkPGSxQEi0e6F75fs4HbDiHfj+79Wfzx7sHo7dVexeL85zL8cyzkBd7SVhKqQkYIWUCVg1KSuzzR58Zicp3vSNujGejAYUkfOIV4PTrFmzGD16NNOmTeOiiy7izTffZOjQoWzatInmzSuOWhQcHMz9999Pp06dCA4OZtGiRdx9990EBwdz1113eeETiJz7LBaDa7s2ZWjHaD7+JYVXf9rGjoPHuPvDVXSPb8TYoe3p2SK82vP0b9afWVfOYvS80Ww9spW/zP0Lf+3xV27ucHO14UtEzhKrDaISarbviFnu7o2OQijMcS9Fue7BLopyoTC7zOtc98iBhTknLyvOc5/bVXx8MIzTZlTSqlUmbJ20LKT8sfYgd0tTld0YDfh+rPuZufMxLGhAkZNT987K1eOwbZimWdnfBnWid+/edOvWjenTp3vKOnTowLXXXsvEiRNrdI4//OEPBAcH8+GHH9Zo/+zsbMLCwsjKyiI0tHbDLZ8NxcXFzJ49myuuuAK7Xc99SPW8fc9kFxQzY/5O3l60k4JiFwADO0Tx6JALaBsVUu3x+Y58xi8dz393/heAoS2HMq7POILsmrPmbPD2/SL1gMsJU5Oqn99q9Poz/+XG5SwJVWUD1omhrGSbp6zMthP3M11ntn411fISCItzD1lv8wern3sp99oPrP4neV16rH/l57HY3F00fUVVLXGlQ/uf7y1x6t5ZOR+8LrXJBl5rcSoqKmLVqlWMHTu2XPngwYNZsmRJjc6xZs0alixZwrPPPlvlPoWFhRQWFnrWs7OzAfeXieLi4lOo+ZlVWgdfqIvUD96+ZwKt8NDvWnFDj1hem7eTz1ft54fN6fy0JZ0/dG3Kg79rTUxYQJXH27DxdO+nSWyUyJTVU/jfrv+x7cg2Xuz3Is1DTjI/jpwSb98vUj8YgyZg/eI2wMAo80XYLPkS7Bz0HKbTBc6zEEysQRAUBEGn+dyjabonHy4Tpoyi42Hs+Gv3T6N0v6JjJesl4av0WGdh9e9Zatf806t7DZgYFYOW1d+9bvHDtPkdD1qe0Gb3BDSz2mOPr5+4X/lz+4NhwTb7bxy/Q8rX1CxpiXO0HlxvWhLOJGPLdyX/fyp/fcyS7p3OP76H2f4qb1XPa3z1utTm30evtTgdOHCApk2bsnjxYvr2Pf7A6YQJE5g5cya//fZblcc2a9aMgwcP4nA4GDduHE888USV+44bN47x48dXKP/kk08ICtJvuEVOV3o+fJdi4ddM9zMFdsOkf4zJwKYugqr51cxux27+dexf5Jq5BBDAdcHX0d7evg5qLSInijm6go77PiawONNTlmcPZ0Ozm0ht2NOLNfMOw+UgMnsdF+56pdp9dza5jAJ7OIbpxGoWYzEd7sXlwFK67nntdP90Ocrsd/wYq+nAcDmwmsXlQmx9VGhtgNPij2lY3Asn/KykDAxchtVThmc/dzkVjjVKflpPOJ9Rsp/1hPcwyryu4pgK2wzP+7pKzueul3HCua2YwMXbJuDvyKokVLrb5wrsjfip/QRMwwoYJeen5LxGSawwfKuF8XSZLgZvHENAcWaV1yXfHk5y4hT3NAp1KC8vjxEjRtSoxcnrwWnJkiX06dPHU/7cc8/x4YcfsmVL1bOp79q1i9zcXH755RfGjh3La6+9xo033ljpvpW1OMXFxXHo0CGf6aqXnJzMoEGD1I1GasRX75k1e4/y/JytrNxzFICwQBv3XNKKm3vF4W+v+jeOB/MP8uiiR1l7cC0Adybdyd0d78ZSx39xnqt89X4RH+Vy4ty1iA1LfyCpz0CsLS8+L1sMPFxObK91hZzUSkOMWdKN0XHf6rNznVwO94AcjiJwFoKz2P3TUQTOIgxnmXJHoXvfksVwFLqfHTuhvCbH4igs2X583X0u9zGGqwYjMcoZYZYGqJJQiWEpWUqDlVFm3VJ+/WTbSv+NLXe+Mvt43tcdJk9+fJl6VXI8hgXyMrHsr2JKhDIcN3+FGX/xGb+OJ5OdnU2TJk18u6tekyZNsFqtpKWllSvPyMggKurkzfUtW7YEoGPHjqSnpzNu3Lgqg5O/vz/+/hWHObXb7T71JcLX6iO+z9fumV6tIvh8VBN+2pLB5O+3sDU9l0nfb+WDpSmMGXwBv+/aFKul4u+ZYu2xvHv5u7yw8gU+3fIpb214iy1HtjCx30TC/MO88EnOTb52v4ivskPrS9j/2zE6t75E9wx2GDq55Fkeg/LP8xju35wPmYTdv+ruyaf9/gSepXOfhp0L4INh1e931VSI6eQeGt90up9pM53uQFihrKTcdJUv82yrpMx0lZzrxLLSc5Xd31XmvU8sK7t/TetaWX2cUFzgDqRniIHp7obqref3oNIWorPFln8Y6vjvndr8Pee14OTn50f37t1JTk7m97//vac8OTmZa665psbnMU2zXIuSiHiPYRhc1iGKARdE8sXqfbycvJUDWQU88vk63l64k0eHtGfABREVRtGzW+083vtxOjbpyNNLn2bh/oXc8N0NTL10KheEX+ClTyMigvuB9es/qOKB9knn54P+LS5yf/7qBhTpNvL8a7HctRBm1uA5nZu/gOZ9SwJRSTAyy/w8sazCPqVlZg32cR3fr8rzVlZGDfYpE+pOts/B3+CX16u/Lg18e45Hrw5HPmbMGG655RZ69OhBnz59mDFjBikpKYwaNQqAxx57jP379/PBBx8A8Prrr9O8eXPat3c/A7Fo0SJefPFFHnjgAa99BhGpyGoxuL5HHFd3jmXmkt28/vN2tqTlcNv7K+jdMpyxQ9vTtXmjCscNaz2Mto3aMvrn0ezL3cfNs2/myT5PMqx1DX6zKSJytiRc7R5yXENLu1ms7lHQqmiJA9yh8ny8PvF9axYqW116fl0flxM2fVn9dYnvW8k23+HVhwiGDx/O1KlTefrpp+nSpQsLFixg9uzZxMfHA5CamkpKSopnf5fLxWOPPUaXLl3o0aMHr776KpMmTeLpp5/21kcQkZMIsFu5+5LWLPj7pdzdvxV+NgvLdmXy+2lLuPfjVew8mFvhmPbh7Zl11SwuanoRBc4CHl/0OBOXTaTYpVHhRMSLLFb3PFYdr3P/PJ++9FamtCUuNKZ8eWjs+T0UeWmoBCp2cjuPQ+U5cl28Oo+TN2geJ6nv6vM9c+BoPi8nb+Xfq/dhmu6WqRt7xfHgZW2JDCn/jIDT5WT6uum8+eubAHSL7MaLl7xIRFCEN6peb9Xn+0W8Q/eM1IrLiWPnAtYunEOXfpdjq0eTmZ5Vlc5X1PT87d5ZygevS72Yx0lEzj+xDQN54U+d+Uu/Vjz//RZ+3JLBR7+k8MWq/dzZryV39m9FSID7i5rVYuX+rveT1CSJxxc+zuqM1Vz/3fVMGTCFrpFdvfxJREQEAIsVM/5i9m/MpnP8eT4KY1nq3lm5kutSX8O2xvsVkTp3QXQI79zak1l3XUjX5g3JL3byz5+2M+CFeby/eBdFjuOjBw2IG8CnV31Km4ZtOJR/iNu/v52PN3/MedZYLiIi9Y26d1auNGyH93EPPV6ProuCk4h4Te9WjfnPPX154+ZutGoSzOFjRYz7dhMDp8zn67X7cbnc4Sg+NJ6Pr/iYoS2G4jAdTFo+iccXPU6+Ix9wd+tbkbaC2TtnsyJtBU6X05sfS0RERM5B6qonIl5lGAZDkmIY2CGKz1bu4+UftpKSmcdD/1rLWwt3MnZIBy5u24QgexCT+0+mY0RHXlr5Et/t/I5tR7ZxXbvreHv926TnpXvOGRUUxdheYxkYP9CLn0xERETOJWpxEhGfYLNaGNG7OfP/NoBHBrejgb+NDfuzufmdZdzyzjI27M/CMAxuSbiFtwa/RXhAOL8d+Y3nlj1XLjQBZORlMGbeGH7Y84OXPo2IiIicaxScRMSnBPnZuP93bZn/twHcdlEL7FaDhdsOcdWri3joX2vYm5lHz+iefHrlp9gtlY/4ZZbMETF5+WR12xMREZEzQsFJRHxS4wb+PDUskZ/+OoBru8QC8PXaA/zupXmM/3Yjmw7uOuncTiYmaXlprM5YXVdVFhERkXOYgpOI+LS48CCm3tCV7x64mH5tm1DsNHlv8W5Gf76wRsd/ue1Lth7Zist0Vb+ziIiISBU0OISI1AtJTcP48I7eLNp2iEnfb2bzkSCCanDctzu/5dud3xIeEE7P6J70iu5F75jeNA9pjmGcOHu5iIiISOUUnESkXrm4bRO+aX0xX62N54nVn2HYsqgs/5gmGGYAfZp2Ze3BtWQWZDJn9xzm7J4DuEfe6x3Tm94xvekV3Yvo4Og6/iQiIiJSnyg4iUi9Y7EYxIQFU5g+jICmH7lDUpnwVDo3bv6B67it/1/ocVko6w+tZ1naMpanLmfdwXWk56XzzY5v+GbHN4B7rqhe0b3oFdOLnlE9aRzY2AufTERERHyVgpOI1EsZOQU4cpIo2H8z/lHfYtizPNtMRxiF6cNw5CTx9y/WMbxHHIMT2zKqU1fu6XwP+Y581masZXnacpanLmfD4Q3syd7Dnuw9fL71cwDaNmpL72h3a1T36O6E+oV666OKiIiID1BwEpF6KTIkAABHThKOnASsQbswbDmYjhCceS0pHftmb2Y+L87dyotztxLfOIjBCVEMSoimV/yF9IntA0BOUQ6r01d7WqR+O/Ib245sY9uRbXy0+SMshoWE8AR6xfSid3RvukR2IchekyesRERE5Fyh4CQi9VKvluHEhAWQllWAiQVnXuty2w0gMtSfhy5ry4+bM1i4/RB7Dufx1sJdvLVwF42D/bisQySDEqLp17YJl8RdwiVxlwBwpOAIK9JWsDxtOctSl7E7ezcbDm9gw+ENvLvhXWwWG52adPI8H9UpohN+Vj8vXAURERGpKwpOIlIvWS0GTw1L4J6PVmNAyZS3bqWPO42/OpEhSTGM6B3PsUIHC7YeJHlTOj9uyeDwsSI+W7mPz1buI9BupV/bJgxOjOay9pE0Cm7E4BaDGdxiMADpx9Ld3fpKglTqsVRWZ6xmdcZqpq+bToA1gK6RXT0tUh0ad8Bm0V+vIiIi5xL9yy4i9daQpBim39yN8d9uIjWrwFMeHRbAU8MSGJIU4ykL9rcxtGMMQzvGUOx0sWJ3JnM3ppO8KZ39R/OZuymduZvSsRjQs0U4gxOjGZwQRVx4EFHBUQxrPYxhrYdhmib7cvexPNUdopalLSOzIJOlqUtZmroUgAb2BvSI6kGvmF70iu5F20ZtsRiaNk9ERKQ+U3ASkXptSFIMgxKiWb4rk4ycAiJDAujVMhyrpeo5muxWC31bN6Fv6yY8NSyBTanZnhC1KTWbZbsyWbYrk2e+20T76BBPiEqMDcUwDOJC4ogLieOP7f6IaZrsOLrD83zUivQV5BTlMG/fPObtmwdAI/9G9Izu6Rn+XHNIiYiI1D8KTiJS71ktBn1an9rw4YZhkBgbRmJsGA8PasfezDx+2JzO3I3pLN+dyZa0HLak5fDPH7cRGxbAoIQoBidG06tlOHarBcMwaNOoDW0ateGmDjfhdDnZcmSLu0UqbRmr01dzpPAIc/fMZe6eucDxOaRKJ+PVHFIiIiK+T8FJRKSMuPAgbruoJbdd1JKjeUX8tCWDuRvTmb/1IAeyCpi5dA8zl+4hNMDG79pHMjgxmv7tImjg7/7r1Gqxktg4kcTGidyWdBvFzmI2HN7AstRlLE9bztqMtRXmkGoe0tzzfFTPaM0hJSIi4osUnEREqtAwyI8/dGvGH7o1o6DYyeLth5i7MZ0ft6RzKLeIr9Ye4Ku1B/CzWrioTWMGJUQzMCHSM1Q6gN1qp2tkV7pGdmVU51EUOApYe3Ctp0Vq46GNpOSkkJKTwr+3/huANg3beFqkekT30BxSIiIiPkDBSUSkBgLsVi7rEMVlHaJwukzWpBwheVM6czamsftwHj//dpCffzvIP76CLnENGZwQzeDEKFpHNCh/HlsAF8ZcyIUxFwKQW5TL6ozVnhapLZlb2H50O9uPbufjzR9jMSx0CO/gaZHqGtm1xnNIOV1OVqavZF3ROiLTI+kV2wurxXqmL42IiMh5QcFJRKSWrBaDHi3C6dEinLFD27M9I9czKt+6vUdZk+JeJn+/hVYRwZ4Q1aVZQywnDFrRwK8B/Zv1p3+z/oB7DqmV6SvdI/aVzCG18fBGNh7eyHsb3vPMIVU6Yl/niM6VziH1w54fmLR8Eul56QB8/uPnRAVFMbbXWAbGDzz7F0lEROQco+AkInIaDMOgbVQIbaNCuO/SNqRnF5BcEqKW7jjEzoPHeGP+Dt6Yv4OIEH8GdohicEIUfVo3JsBesfWnUUAjBsUPYlD8IODkc0i9se4NAqwBdIns4h6xr2QOqXl75zFm3hjMcrNbQUZeBmPmjWHKgCkKTyIiIrWk4CQicgZFhQZw84Xx3HxhPDkFxcz7zT3p7s9bMjiYU8iny1P4dHkKwX5WLrkggsEJ0Vx6QSRhQfbKz1fVHFIlw58fLjjML6m/8EvqLwAE24JxmI4KoQnAxMTAYPLyyVwad6m67YmIiNSCgpOIyFkSEmBnWOdYhnWOpcjh4pedh0ne5J4vKi27gNnr05i9Pg2bxaB3q3AGJ0QzKCGK2IaBlZ6vsjmkdmbt9DwftTxtOTlFOSetk4lJWl4aqzNW0zO659n42CIiIuckBScRkTrgZ7PQv10E/dtFMP7qRNbvzyrp0pfG1vRcFm8/zOLth3nqm40kNQ31hKj20SFVTpZrGAatG7amdcPWjOgwAqfLybsb3uWfa/5ZbX0eW/gYXSK7uI8Pc5+jeWhz7JbKW75ERETOdwpOIiJ1zGIx6BzXkM5xDXnk8gvYfeiYpyVqxZ5MNuzPZsP+bKYkbyUuPJBBHdyDS/SIb4TNaqnyvFaLlS6RXWpUh/S8dObsnlOuzGbYiA+Np1XDVrRp2Mb9M6wN8aHx2K0KVCIicn5TcBIR8bIWTYK5s38r7uzfikO5hfy0OYO5m9JZuO0gezPzeXfxLt5dvItGQXZ+1z6KwYlR9G8bQaBfxWeUukV2Iyooioy8jEqfczIwaBLYhCf7PMnurN1sP7qdnVk72XF0B3mOPHZk7WBH1g6S9yR7jrEaVpqHNneHqbBWnlauFqEtKh3RT0RE5Fyk4CQi4kOaNPDn+p5xXN8zjrwiBwu3HZ9090heMV+s3scXq/fhb7PQr20EgxOjuKx9JI0b+APuVqexvcby8LyHwQTK9vIzwTRMHu/9OAPiBkBcmU2mSdqxNHdwOlqyZO1g59Gd5BbnsitrF7uydpWrq9WwEhcSR+uGrT2Bqk3DNrQIa4G/1f+sXysREZG6pOAkIuKjgvxsXJ4YzeWJ0TicLlbuOcLcje7novYdyeeHzen8sDkdiwE94sMZlBDFoIQoHDmJ5O+7Gf+ob7HYszzncznCKEwfhiMnscJ7GYZBTIMYYhrEcHHTiz3lpmmSnpfOzqM7y4eqozvIKc5hd/Zudmfv5kd+9BxjMSw0a9DM0zLVKqyVJ1AF2iof+EJERMTXKTiJiNQDNquFC1s15sJWjXniqg5sScth7sZ0kjensWF/Nst3Z7J8dybPzd6MzWLgcCXhyEnAGrQLw5aD6QjBmdcSAwvjv93EoIRorJbKB50oyzAMooOjiQ6Opm/Tvp5y0zQ5mH+QHUd3sDNrp7vL31H3z+yibFJyUkjJSeHnvT8fPxcGTRs09Tw/VRqsWoa2JMgedFaum4iIyJmi4CQiUs8YhkGHmFA6xITy0MC27D+azw8lI/Qt3XEYh6v02SYLzrzW5Y41gdSsApbvyqRP68anVYfIoEgigyLpE9vn+PlNk8MFh8u1TJW2VB0tPMq+3H3sy93HvH3zyp2vaYOmnhH+PINThLVSoBIREZ+h4CQiUs81bRjIn/u24M99W/Cv5SmM/c/6ao+564OVtIlqQFyjIOLCA0t+BhHXKIiYhgHYTzJ638kYhnvwiSaBTegd07vctsP5hz0DUZQdlCKzIJP9ufvZn7ufBfsWlDsmJjim3JDppV3/Gvg1OKX6lXK6nKzOWM3BvINEBEXQLbKbJgQWEZGTUnASETmHxDcOrtF+OYUO1qQcZU3K0QrbLAbEhAWWD1RlXkc08MdSg25+J2oc2JjGgY0rTLx7pOBIhS5/O7J2cCj/EKnHUkk9lsqi/YvKHRMVFHW8y19JqGrVsBWhfqHV1uOHPT8wafkk0vPSy51vbK+xDIwfWOvPJSIi5wcFJxGRc0ivluHEhAWQllVQyWDk7kH2IkP9mXFLDw4czWfvkTz2Zpb+zGPfkXwKHS72H81n/9F8fiGzwjn8bBaaNQqstLUqLjyQsEB7lZP2VqZRQCN6RPegR3SPcuVHC466W6XKDEqx8+hOMvIzSM9LJz0vncUHFpc7JjIw0tMyVbaFKsw/DHCHpjHzxlQYqj0jL4Mx88YwZcAUhScREamUgpOIyDnEajF4algC93y0GgPKxYPSKDP+6kTPBLwncrlMDuUWegJVSqY7UJWup2blU+RwsfPgMXYePFZpHUL8bTQLDyKuUWBJoCr5WRKuKpt/qjINAxrSLaAb3aK6lSvPKsxiV9auCl3+0vPSycjPICM/g6WpS8sdExEYQcuwlmw4tKHS+a1MTAwMJi+fzKVxl6rbnoiIVKDgJCJyjhmSFMP0m7sx/ttNpGYVeMqjwwJ4algCQ5JiqjzWYjGIDA0gMjSA7vEVtxc7XaQeLfC0UJVvscrnUG4hOYUONqdmszk1u9L3aNLAj2YlrVTNT+H5qjD/MLpEdqFLZJdy5TlFOezM2ukZ3a90HqrUY6kczD/IwfyDJz2viUlaXhr3/XgfrRu2Jsw/jFC/UEL9Qo+/9g8lzC+MEL8QhSsRkfOMgpOIyDloSFIMgxKiWbo9g7kLlzG4X2/6tIms0RDkJ2O3WmjeOIjmjSsf7S6/yMm+I2UC1QnhKqfAwaHcIg7lFrF279EKx5/O81UhfiF0juhM54jO5cqPFR9j59GdfLn9Sz7f+nm1n3HxgcUVugBWpoG9QblwFeofWi5cla6fGMAa2BvUqitjXXK6nKxMX8m6onVEpkfSK7aXAqKISAkFJxGRc5TVYtC7ZTiHN5v0bhl+2qGpJgL9rLSNCqFtVEil27PyiqtorTp7z1cF24PpGNGRAmdBjYLTH9v+kVC/ULKKssguzCa7KJuswiyyi9yvjxW7uyjmFueSW5zLfvbX6hpZDAshfiHucFVN0DqxLNAWeNZC14mDZnz+4+caNENEpAwFJxERqTNhQXbCgsJIahpWYduJz1edGK4OHD2956s6NOxMmL0JR4sOUVn2ME1o5BfBExc+cdJWlmJXMTlFOWQXZlcZrjyvS7aV/ixwFuAyXWQVZpFVmFXr62ez2CptxapJS5ef1a/K82rQjOppCHsRUXASERGfUBfPV9lDhuDf9CNMk3LhySzJC3mpV5GV56RhkKXKLoF2i53wgHDCA8Jr/RkLnYXVBq2yYazsNofLgcPlILMgk8yCiq1x1QmwBlTapbCBXwO+2v5VlYNmAExcPpE+MX0Isgf5bDfDs0lD2IsI+EBwmjZtGi+88AKpqakkJiYydepU+vXrV+m+//nPf5g+fTpr166lsLCQxMRExo0bx+WXX17HtRYRkbp2Jp6vKs5Jwtx/M/5R32LYj7f4mI4wCtOHkZtzAd2eTcYwICzQTsNAO2FBfjQMtNMwqJL1IDthgX7HtwXasZ1kcAt/qz8RQRFEBEXU6rObpkm+I7/y1qyTBK+soixyinJwmS4KnAUU5BeQkZ9Rq/cGd8vThZ9eCLgDmL/NnwBrAAG2APyt/gTYAsqvl3kdaAsst4+/rczrqraXHG8xTm0i5jNJrXEnp+fiqqZWysrV53vGq8Fp1qxZjB49mmnTpnHRRRfx5ptvMnToUDZt2kTz5s0r7L9gwQIGDRrEhAkTaNiwIe+99x7Dhg1j2bJldO3a1QufQEREfEV1z1f9a3kKY/+zHkdOEo6cBKxBuzBsOZiOEJx5LYHjX9JNE47mFXM0rxgO59WqHiH+NhoG22lYEqjCPKGr7HqZsFWyzc9WdUgwDIMgexBB9iCig6NrVR+X6eJY8bEqW7jWZKxh/r75NT5fgbOAAmcBWdS+q2Ft+Vn8KoS00qDlb/Mn0Bp40hBXGs7KBbsqzmezVPxK5HQ5mbR8koawr4Kei6uaWikrV9/vGcM0zcrmSKwTvXv3plu3bkyfPt1T1qFDB6699lomTpxYo3MkJiYyfPhwnnzyyRrtn52dTVhYGFlZWYSGVj/D/NlWXFzM7NmzueKKK7Db7d6ujtQDumekNnS/HLd0x2FufOuXavf78PZeXBATQlZeMUfzi0sCVBFZpa/ziziaV1xhPafAcVr1C/KzVtKidTxglWvdKhPEAuyn94V9RdoKbp9ze7X7vX7Z6yQ2TqTAWUCho9AdoBwFnp+FzkLPeqGjkHxnPoWOQgqdheQ78stvL/O6wFH+fEWuotP6PKfKZtgqhC+H6WBP9p5qj728xeXEhcRhNaxYLVbsFrv79YnrFneZ3WL3vLZZbNgMW/l1i82zv80oWa9i/9Jz1XXrXFUtcUbJjHHnc0ucrk3lfPW61CYbeK3FqaioiFWrVjF27Nhy5YMHD2bJkiU1OofL5SInJ4fw8Kr7mRcWFlJYWOhZz85293svLi6muLj4FGp+ZpXWwRfqIvWD7hmpDd0vx3VtFkJ0qD/p2YWVtB+4JwiODvOnZ3wYVotBowArEFDj8zucLrILHO5AlV82WBWTVRq08sv8zHPvm1VQjGlCXpGTvCInB8rMvVUT/jaLp5tgWJkug2GBtjItWvbjrV0l24P8rBiGQcdGHasdNKOhXwS9ItzdaUJtoeBfqyrWist0eYJVobOw8qDlLDy+rTR0lXldWUgre66y20s5TIdnpMTamrN7zpm8BKfEwCgftMoEr6pCV2mZZ78y61ajYmgr3W4YBl9u//Kkz8U9ufhJDuQccO+PgcWwYDEs7noa7nvPYliwYDn+usw+5fa3WD1lhmFgweJ57TlXmbLS1571Mu9T6f41qFdNOV1OJi6feNJWyknLJ3Fx9MXnVSulL1+X2vz76LUWpwMHDtC0aVMWL15M3759PeUTJkxg5syZ/Pbbb9We44UXXmDSpEls3ryZyMjISvcZN24c48ePr1D+ySefEBRUeT95ERE5N607bPDu1tIvQWVTgvufwtvbuejcuG7/WXSZUOCEPAccc0CewyDPgWc55jDIK658m4tTH6jBapgE2SDQCkftG/Br+jFQ+aAZrtSb+FNkAn5WsBtgs5jYLWCzuNc9r0uWOhj5/owwTRMHDorNYhw4KDKLPOvFZjF7nXtJLkiu9jxJ9iRCLaG4TBdOnLhwlX9dsu6i/PZyf8yK2yrb14mzDq6MnMio5I8Fd+AyjONlTtNJAdX/8iPUCMXP8PO0tlT506hmey2OL7utRscbp/G+Jxyf68plq2Nrtdfl9uDbaWVvVe1+Z1JeXh4jRozw7RanUieOzmOaZo1G7Pn0008ZN24cX3/9dZWhCeCxxx5jzJgxnvXs7Gzi4uIYPHiwz3TVS05OZtCgQed9NxqpGd0zUhu6X8q7Aui2MZ1nZ28hLft4b4SYsAD+MbQ9lydGea9ytWSaJrmFTnerVf7xlq3SVq3KykpbwIqdJk7TIKcYcoqBgo64TjJohiMniZm1eKTJZjHwt1nws1nwt1nwt1ndP+0WT3lAaVlJuV/Z9TKLn81KgL1smbX8ue3HywJKys/UyH9Ol5PlX6yptjXuvT++V6e/JXeZLpwuJw7TPdKi03R61iv76TSd7lEZT1gve1zZ9ZPt73A52H50OwsPLKy2nkmNk4gKisJlujAxcbqcmJjuIFhaZjoxTdOzXrqt7D4u0+XehxO2lZSZZpnzUGabeTx0etbL7F8bZsmfKjbWWraZfUrHnevadG7DkBZD6vQ9S3uj1YTXglOTJk2wWq2kpaWVK8/IyCAq6uT/cM2aNYs77riDzz//nIEDT94X0t/fH3//in0K7Ha7T32J8LX6iO/TPSO1ofvluKu6NGNop6Ys35VJRk4BkSEB9KqjCYLPtHA/CA8JrNUxpmmSX+z0DH4xe/0BXvt5R7WDZrRuEkyDABuFDpd7KXYef+1wUuw8/i3Q4TJxFDk5VuSd1pHKA1vZoGYloORnuUBmL3+c3WaQvf9KiJhZ5RD2x1KvZOfhIvxsFmwWA6vFwGY1sFlK1q3G8XKLpV7eZydakbaiRsFpTI8x9IzuWQc1OjWVhakTy1ymq9pwV3bfXw/+yril46p970d7PsoF4Rd46uH5U/La/b8TysruW+aYyvYtV15S5jJd7nOU3a/kRj7xWE95ZXWrpB7V7bs3Zy9fbv+y2usSHRJd5/9W1eb9vBac/Pz86N69O8nJyfz+97/3lCcnJ3PNNddUedynn37K7bffzqeffsqVV15ZF1UVEZFzjNVi0Kd1Y29XwysMwyDIz0aQn43YhoFk5Rfz2s87SrZacOa1rvS4Z3/f8aTXzOkyKXQ4KSw+HqbcAavM65LtBSfuV8UxBeWOrXzfgpIAV/bBgyKHiyKHixxOb8AOtw7Yik42hH17rvhn9SGilGFQIUiVrtut5ddLQ5jVYsF+wvrxcxjYrOXXj/+0YLeWX7eVWXcHu8qOtZSEvxPqWXKs1WwFjjBMa1aVLXEWZ0OaBSZw5FgRFsPdbctigMUwsBgGhuc1nvW6niOs9JknK2eutTA+pCXjF03FZTl60mtzfbsb8LN5veNXnXG6nPy0Z2G1E5B3i+xW95WrBa/+FxszZgy33HILPXr0oE+fPsyYMYOUlBRGjRoFuLvZ7d+/nw8++ABwh6aRI0fyyiuvcOGFF3paqwIDAwkLqzgLvYiIiJxcr5bhxIQFkJZVcJJBM9ytcidjtZQGsrNSzZMyTZNip1k+ZBWXf11QSStZZYHteKhzsvvwMTbsz662Na6BvxWrxYLD6cLhMnG6TByuyvthmSYUO82SFjpX3V2kM8wWMoyAk00mnXYVfSbOq9U5y4Ypo0yoKhu0arKPpcK+ZV5bSrZxkuNL9ym3vfL9jRPe71BuIXmpV1V7bR74dC2xDQPLPItESZ0oeWYKzzNC5baVWcfzOSrZzyh73ornKN0Gx9/v+D41fA/Pc0wnnKPMvqXnd7lMcqppvS1Iv4qy00L4Iq8Gp+HDh3P48GGefvppUlNTSUpKYvbs2cTHu6eMT01NJSUlxbP/m2++icPh4L777uO+++7zlP/5z3/m/fffr+vqi4iI1HtWi8FTwxK456PVGJR/7KL0u81TwxJ8uouZYRj42Qz8bBYqn8Xr1JQfwr7q1ri3Rvas0Brn7roFDpcLp8sdlNyByr3ucB4PWA6Xq9z6ifu5y8qEspJ9iys5V+l+lR7nMnE6yxxXsn7iceXev8yxpcEwt8DB0ZwkCqp5Lq62TBOcplky/EV9fgCo+mszZ2P6SY4/V1XXensBy3dl+nRvAK+3Ed57773ce++9lW47MQzNmzfv7FdIRETkPDMkKYbpN3dj/LebSC0zHHp0WABPDUtgSFKMF2vnPafTGufuBsY5OeR0aaCsriXu0zt706tlY1ymics0MU13OCpdd5nHA2bZfUq3uVxmlfubmLhcnHBMDc5pup+/8RzLifuXrld2/jLHn7B/6T67Dx3j0xV7q70213SOJbaR+/lEs+TzlPzPcz6zzLbSVhnTU+fj5aXrcPwan7it7Pkrnuf4OmWPPdl7VHEOTqxbyetDuYVszzhW7XXJyKnddAx1zevBSURERLxvSFIMgxKiWbo9g7kLlzG4X2/6tIn06Zams+1caI07G8oHyootcccDZWP3M1GnMWx+feN0mczberDaazNleJfz6r6paettZEjN587zBt/uSCgiIiJ1xmox6N0ynO5NTHrX05EGz7TS1rjosPJf6KLDAph+c7fzsjWuNFACFSLR+RwoQdemKqVhu6pPbeCeFqK6Zym9TS1OIiIiIidR2hp3Lgxhf6aoe2fVdG0qOldabxWcRERERKpxPg9hXxV176yawnZF50KgVHASERERkVNS2r3z8GZ17zyRwnZF9T1sKziJiIiIiEidqM9hW4NDiIiIiIiIVEPBSUREREREpBoKTiIiIiIiItVQcBIREREREamGgpOIiIiIiEg1FJxERERERESqoeAkIiIiIiJSDQUnERERERGRaig4iYiIiIiIVEPBSUREREREpBoKTiIiIiIiItVQcBIREREREamGgpOIiIiIiEg1bN6uQF0zTROA7OxsL9fErbi4mLy8PLKzs7Hb7d6ujtQDumekNnS/SG3pnpHa0j0jteVL90xpJijNCCdz3gWnnJwcAOLi4rxcExERERER8QU5OTmEhYWddB/DrEm8Ooe4XC4OHDhASEgIhmF4uzpkZ2cTFxfH3r17CQ0N9XZ1pB7QPSO1oftFakv3jNSW7hmpLV+6Z0zTJCcnh9jYWCyWkz/FdN61OFksFpo1a+btalQQGhrq9RtH6hfdM1Ibul+ktnTPSG3pnpHa8pV7prqWplIaHEJERERERKQaCk4iIiIiIiLVUHDyMn9/f5566in8/f29XRWpJ3TPSG3ofpHa0j0jtaV7Rmqrvt4z593gECIiIiIiIrWlFicREREREZFqKDiJiIiIiIhUQ8FJRERERESkGgpOIiIiIiIi1VBw8qJp06bRsmVLAgIC6N69OwsXLvR2lcRHTZw4kZ49exISEkJkZCTXXnstv/32m7erJfXIxIkTMQyD0aNHe7sq4sP279/PzTffTOPGjQkKCqJLly6sWrXK29USH+VwOPi///s/WrZsSWBgIK1ateLpp5/G5XJ5u2riIxYsWMCwYcOIjY3FMAy++uqrcttN02TcuHHExsYSGBjIgAED2Lhxo3cqWwMKTl4ya9YsRo8ezT/+8Q/WrFlDv379GDp0KCkpKd6umvig+fPnc9999/HLL7+QnJyMw+Fg8ODBHDt2zNtVk3pgxYoVzJgxg06dOnm7KuLDjhw5wkUXXYTdbud///sfmzZt4qWXXqJhw4berpr4qMmTJ/PGG2/w2muvsXnzZp5//nleeOEFXn31VW9XTXzEsWPH6Ny5M6+99lql259//nmmTJnCa6+9xooVK4iOjmbQoEHk5OTUcU1rRsORe0nv3r3p1q0b06dP95R16NCBa6+9lokTJ3qxZlIfHDx4kMjISObPn0///v29XR3xYbm5uXTr1o1p06bx7LPP0qVLF6ZOnertaokPGjt2LIsXL1bvB6mxq666iqioKN555x1P2R//+EeCgoL48MMPvVgz8UWGYfDll19y7bXXAu7WptjYWEaPHs2jjz4KQGFhIVFRUUyePJm7777bi7WtnFqcvKCoqIhVq1YxePDgcuWDBw9myZIlXqqV1CdZWVkAhIeHe7km4uvuu+8+rrzySgYOHOjtqoiP++abb+jRowd/+tOfiIyMpGvXrrz11lverpb4sIsvvpgff/yRrVu3ArBu3ToWLVrEFVdc4eWaSX2wa9cu0tLSyn0f9vf355JLLvHZ78M2b1fgfHTo0CGcTidRUVHlyqOiokhLS/NSraS+ME2TMWPGcPHFF5OUlOTt6ogP+9e//sXq1atZsWKFt6si9cDOnTuZPn06Y8aM4fHHH2f58uU8+OCD+Pv7M3LkSG9XT3zQo48+SlZWFu3bt8dqteJ0Onnuuee48cYbvV01qQdKv/NW9n14z5493qhStRScvMgwjHLrpmlWKBM50f3338+vv/7KokWLvF0V8WF79+7loYceYu7cuQQEBHi7OlIPuFwuevTowYQJEwDo2rUrGzduZPr06QpOUqlZs2bx0Ucf8cknn5CYmMjatWsZPXo0sbGx/PnPf/Z29aSeqE/fhxWcvKBJkyZYrdYKrUsZGRkVUrdIWQ888ADffPMNCxYsoFmzZt6ujviwVatWkZGRQffu3T1lTqeTBQsW8Nprr1FYWIjVavViDcXXxMTEkJCQUK6sQ4cOfPHFF16qkfi6v/3tb4wdO5YbbrgBgI4dO7Jnzx4mTpyo4CTVio6OBtwtTzExMZ5yX/4+rGecvMDPz4/u3buTnJxcrjw5OZm+fft6qVbiy0zT5P777+c///kPP/30Ey1btvR2lcTHXXbZZaxfv561a9d6lh49enDTTTexdu1ahSap4KKLLqowzcHWrVuJj4/3Uo3E1+Xl5WGxlP8qabVaNRy51EjLli2Jjo4u9324qKiI+fPn++z3YbU4ecmYMWO45ZZb6NGjB3369GHGjBmkpKQwatQob1dNfNB9993HJ598wtdff01ISIintTIsLIzAwEAv1058UUhISIVn4IKDg2ncuLGejZNKPfzww/Tt25cJEyZw/fXXs3z5cmbMmMGMGTO8XTXxUcOGDeO5556jefPmJCYmsmbNGqZMmcLtt9/u7aqJj8jNzWX79u2e9V27drF27VrCw8Np3rw5o0ePZsKECbRt25a2bdsyYcIEgoKCGDFihBdrXTUNR+5F06ZN4/nnnyc1NZWkpCRefvllDS0tlaqqr+97773HrbfeWreVkXprwIABGo5cTuq7777jscceY9u2bbRs2ZIxY8Zw5513erta4qNycnJ44okn+PLLL8nIyCA2NpYbb7yRJ598Ej8/P29XT3zAvHnzuPTSSyuU//nPf+b999/HNE3Gjx/Pm2++yZEjR+jduzevv/66z/6CT8FJRERERESkGnrGSUREREREpBoKTiIiIiIiItVQcBIREREREamGgpOIiIiIiEg1FJxERERERESqoeAkIiIiIiJSDQUnERERERGRaig4iYiIiIiIVEPBSURE5CRatGjB1KlTvV0NERHxMgUnERHxGbfeeivXXnstAAMGDGD06NF19t7vv/8+DRs2rFC+YsUK7rrrrjqrh4iI+CabtysgIiJyNhUVFeHn53fKx0dERJzB2oiISH2lFicREfE5t956K/Pnz+eVV17BMAwMw2D37t0AbNq0iSuuuIIGDRoQFRXFLbfcwqFDhzzHDhgwgPvvv58xY8bQpEkTBg0aBMCUKVPo2LEjwcHBxMXFce+995KbmwvAvHnzuO2228jKyvK837hx44CKXfVSUlK45ppraNCgAaGhoVx//fWkp6d7to8bN44uXbrw4Ycf0qJFC8LCwrjhhhvIyck5uxdNRETOKgUnERHxOa+88gp9+vThzjvvJDU1ldTUVOLi4khNTeWSSy6hS5curFy5ku+//5709HSuv/76csfPnDkTm83G4sWLefPNNwGwWCz885//ZMOGDcycOZOffvqJv//97wD07duXqVOnEhoa6nm/Rx55pEK9TNPk2muvJTMzk/nz55OcnMyOHTsYPnx4uf127NjBV199xXfffcd3333H/PnzmTRp0lm6WiIiUhfUVU9ERHxOWFgYfn5+BAUFER0d7SmfPn063bp1Y8KECZ6yd999l7i4OLZu3Uq7du0AaNOmDc8//3y5c5Z9Xqply5Y888wz3HPPPUybNg0/Pz/CwsIwDKPc+53ohx9+4Ndff2XXrl3ExcUB8OGHH5KYmMiKFSvo2bMnAC6Xi/fff5+QkBAAbrnlFn788Ueee+6507swIiLiNWpxEhGRemPVqlX8/PPPNGjQwLO0b98ecLfylOrRo0eFY3/++WcGDRpE06ZNCQkJYeTIkRw+fJhjx47V+P03b95MXFycJzQBJCQk0LBhQzZv3uwpa9GihSc0AcTExJCRkVGrzyoiIr5FLU4iIlJvuFwuhg0bxuTJkytsi4mJ8bwODg4ut23Pnj1cccUVjBo1imeeeYbw8HAWLVrEHXfcQXFxcY3f3zRNDMOottxut5fbbhgGLperxu8jIiK+R8FJRER8kp+fH06ns1xZt27d+OKLL2jRogU2W83/CVu5ciUOh4OXXnoJi8Xd2eKzzz6r9v1OlJCQQEpKCnv37vW0Om3atImsrCw6dOhQ4/qIiEj9o656IiLik1q0aMGyZcvYvXs3hw4dwuVycd9995GZmcmNN97I8uXL2blzJ3PnzuX2228/aehp3bo1DoeDV199lZ07d/Lhhx/yxhtvVHi/3NxcfvzxRw4dOkReXl6F8wwcOJBOnTpx0003sXr1apYvX87IkSO55JJLKu0eKCIi5w4FJxER8UmPPPIIVquVhIQEIiIiSElJITY2lsWLF+N0Orn88stJSkrioYceIiwszNOSVJkuXbowZcoUJk+eTFJSEh9//DETJ04st0/fvn0ZNWoUw4cPJyIiosLgEuDucvfVV1/RqFEj+vfvz8CBA2nVqhWzZs06459fRER8i2GapuntSoiIiIiIiPgytTiJiIiIiIhUQ8FJRERERESkGgpOIiIiIiIi1VBwEhERERERqYaCk4iIiIiISDUUnERERERERKqh4CQiIiIiIlINBScREREREZFqKDiJiIiIiIhUQ8FJRERERESkGgpOIiIiIiIi1fh/QaH9G9IslSQAAAAASUVORK5CYII=" 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 1 }, { "metadata": { "ExecuteTime": { "end_time": "2024-10-05T13:20:54.014321Z", "start_time": "2024-10-05T13:20:53.787134Z" } }, "cell_type": "code", "source": [ "P_converged = np.array([P_vals[-1][0], P_vals[-1][1], P_vals[-1][2]])\n", "\n", "# New G matrix with an additional transmitter-receiver pair\n", "G_new = np.array([[1, 0.1, 0.3, 0.1],\n", " [0.2, 1, 0.3, 0.1],\n", " [0.2, 0.2, 1, 0.1],\n", " [0.1, 0.1, 0.1, 1]])\n", "\n", "# Updated target SIR vector, all set to 1\n", "gamma_new = np.array([1, 1, 1, 1])\n", "\n", "# Noise power for all receivers (in mW)\n", "noise_power = 0.1\n", "\n", "# Initialize transmit powers for 4 transmitters, starting from converged values for the first 3\n", "P_init_extended = np.append(P_converged, [1]) # Adding 1 mW for the 4th transmitter\n", "\n", "# Number of iterations for DPC after adding the new link\n", "iterations_extended = 10\n", "\n", "# Arrays to store new transmit powers and SIR values over iterations\n", "P_vals_extended = [P_init_extended.copy()]\n", "SIR_vals_extended = []\n", "\n", "# DPC Algorithm: Iterate 10 times for the extended system\n", "for _ in range(iterations_extended):\n", " received_interference_extended = G_new @ P_vals_extended[-1] - np.diag(G_new) * P_vals_extended[-1]\n", " SIR_extended = np.diag(G_new) * P_vals_extended[-1] / (received_interference_extended + noise_power)\n", " SIR_vals_extended.append(SIR_extended)\n", "\n", " # Update transmit powers based on the DPC equation\n", " P_new_extended = (gamma_new * (received_interference_extended + noise_power)) / np.diag(G_new)\n", " P_vals_extended.append(P_new_extended)\n", "\n", "# Convert lists to arrays for plotting\n", "P_vals_extended = np.array(P_vals_extended)\n", "SIR_vals_extended = np.array(SIR_vals_extended)\n", "\n", "# Plot transmit powers for the extended system over iterations\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(P_vals_extended, marker='o')\n", "plt.title('Transmit Powers Evolution After Adding 4th Link (DPC)')\n", "plt.xlabel('Iteration')\n", "plt.ylabel('Transmit Power (mW)')\n", "plt.legend(['Transmitter 1', 'Transmitter 2', 'Transmitter 3', 'Transmitter 4'])\n", "plt.grid(True)\n", "plt.show()\n", "\n", "# Plot received SIRs for the extended system over iterations\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(SIR_vals_extended, marker='x')\n", "plt.title('Received SIR Evolution After Adding 4th Link (DPC)')\n", "plt.xlabel('Iteration')\n", "plt.ylabel('SIR')\n", "plt.legend(['Receiver 1', 'Receiver 2', 'Receiver 3', 'Receiver 4'])\n", "plt.grid(True)\n", "plt.show()" ], "id": "85d2c4349a750a39", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 2 }, { "metadata": {}, "cell_type": "markdown", "source": "# Ch4 - How does Netflix recommend movies? -- Linear Regression, Machine Learning", "id": "37f4f82320b89e24" }, { "metadata": {}, "cell_type": "code", "outputs": [], "execution_count": null, "source": [ "P_converged = np.array([P_vals[-1][0], P_vals[-1][1], P_vals[-1][2]])\n", "\n", "# New G matrix with an additional transmitter-receiver pair\n", "G_new = np.array([[1, 0.1, 0.3, 0.1],\n", " [0.2, 1, 0.3, 0.1],\n", " [0.2, 0.2, 1, 0.1],\n", " [0.1, 0.1, 0.1, 1]])\n", "\n", "# Updated target SIR vector, all set to 1\n", "gamma_new = np.array([1, 1, 1, 1])\n", "\n", "# Noise power for all receivers (in mW)\n", "noise_power = 0.1\n", "\n", "# Initialize transmit powers for 4 transmitters, starting from converged values for the first 3\n", "P_init_extended = np.append(P_converged, [1]) # Adding 1 mW for the 4th transmitter\n", "\n", "# Number of iterations for DPC after adding the new link\n", "iterations_extended = 10\n", "\n", "# Arrays to store new transmit powers and SIR values over iterations\n", "P_vals_extended = [P_init_extended.copy()]\n", "SIR_vals_extended = []\n", "\n", "# DPC Algorithm: Iterate 10 times for the extended system\n", "for _ in range(iterations_extended):\n", " received_interference_extended = G_new @ P_vals_extended[-1] - np.diag(G_new) * P_vals_extended[-1]\n", " SIR_extended = np.diag(G_new) * P_vals_extended[-1] / (received_interference_extended + noise_power)\n", " SIR_vals_extended.append(SIR_extended)\n", " \n", " # Update transmit powers based on the DPC equation\n", " P_new_extended = (gamma_new * (received_interference_extended + noise_power)) / np.diag(G_new)\n", " P_vals_extended.append(P_new_extended)\n", "\n", "# Convert lists to arrays for plotting\n", "P_vals_extended = np.array(P_vals_extended)\n", "SIR_vals_extended = np.array(SIR_vals_extended)\n", "\n", "# Plot transmit powers for the extended system over iterations\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(P_vals_extended, marker='o')\n", "plt.title('Transmit Powers Evolution After Adding 4th Link (DPC)')\n", "plt.xlabel('Iteration')\n", "plt.ylabel('Transmit Power (mW)')\n", "plt.legend(['Transmitter 1', 'Transmitter 2', 'Transmitter 3', 'Transmitter 4'])\n", "plt.grid(True)\n", "plt.show()\n", "\n", "# Plot received SIRs for the extended system over iterations\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(SIR_vals_extended, marker='x')\n", "plt.title('Received SIR Evolution After Adding 4th Link (DPC)')\n", "plt.xlabel('Iteration')\n", "plt.ylabel('SIR')\n", "plt.legend(['Receiver 1', 'Receiver 2', 'Receiver 3', 'Receiver 4'])\n", "plt.grid(True)\n", "plt.show()" ], "id": "170794b6d30bf9d" }, { "metadata": {}, "cell_type": "markdown", "source": [ "## 4.3\n", "\n", "### a. \n", "Solve for $\\vec{b}$ in the following least squares problem:\n", "\\begin{equation}\n", "A = \\begin{bmatrix}\n", "1&0&2\\\\\n", "1&1&0\\\\\n", "0&2&1\\\\\n", "2&1&1\n", "\\end{bmatrix}\n", "\\end{equation}\n", "\\begin{equation}\n", "c = \\begin{bmatrix}\n", "2\\\\1\\\\1\\\\3\n", "\\end{bmatrix}\n", "\\end{equation}\n", "\n", "### b. \n", "Solve the above least squares problem again with regularization. Vary the regularization parameter $\\lambda$ for $\\lambda=0,0.2,0.4,...,5.0$ and plot both $\\|Ab-c\\|^2_2$ and $\\|b\\|^2_2$ against $\\lambda$ " ], "id": "210f571a327c596c" }, { "metadata": { "ExecuteTime": { "end_time": "2024-10-05T13:35:24.021548Z", "start_time": "2024-10-05T13:35:23.499402Z" } }, "cell_type": "code", "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Define matrix A and vector c\n", "A = np.array([[1, 0, 2],\n", " [1, 1, 0],\n", " [0, 2, 1],\n", " [2, 1, 1]])\n", "\n", "c = np.array([2, 1, 1, 3])\n", "\n", "# Part a: Solve the least squares problem without regularization\n", "b_ls, _, _, _ = np.linalg.lstsq(A, c, rcond=None)\n", "\n", "# Part b: Solve the least squares problem with regularization for varying lambda\n", "lambdas = np.arange(0, 5.2, 0.2)\n", "b_norms = []\n", "residuals = []\n", "\n", "for lam in lambdas:\n", " # Solve the regularized least squares problem: (A^T A + λI) b = A^T c\n", " I = np.eye(A.shape[1])\n", " b_reg = np.linalg.inv(A.T @ A + lam * I) @ A.T @ c\n", "\n", " # Calculate the residual norm ||Ab - c||^2_2 and b norm ||b||^2_2\n", " residual = np.linalg.norm(A @ b_reg - c)**2\n", " b_norm = np.linalg.norm(b_reg)**2\n", "\n", " residuals.append(residual)\n", " b_norms.append(b_norm)\n", "\n", "# Plotting the results\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(lambdas, residuals, label=r'$\\|Ab - c\\|^2_2$', marker='o')\n", "plt.plot(lambdas, b_norms, label=r'$\\|b\\|^2_2$', marker='x')\n", "plt.title('Least Squares with Regularization')\n", "plt.xlabel(r'$\\lambda$')\n", "plt.ylabel('Norm')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()\n", "\n", "# Display the least squares solution without regularization\n", "print(\"Least squares solution without regularization: \", b_ls)\n" ], "id": "9b448fbc5b380ae0", "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Least squares solution without regularization: [1.03571429 0.21428571 0.53571429]\n" ] } ], "execution_count": 3 }, { "metadata": {}, "cell_type": "markdown", "source": [ "## 4.4 Q\n", "Determine whether the following functions are convex, concave, both or neither.\n", "### a.\n", "$$f(x) = 3x + 4$$\n", "### b.\n", "$$f(x)=4\\ln(x/3)$$\n", "### c.\n", "$$f(x)=e^{2x}$$\n", "### d.\n", "$$f(x,y) = -3x^2 - 4y^2$$\n", "### e.\n", "$$f(x,y)=xy$$" ], "id": "14d9971e40317022" }, { "metadata": {}, "cell_type": "markdown", "source": [ "## 4.4 A\n", "Determine whether the following functions are convex, concave, both or neither.\n", "### a.\n", "both. linear\n", "### b.\n", "concave. second div < 0\n", "### c.\n", "convex. second div > 0\n", "### d.\n", "hessian neg def => concave\n", "### e\n", "hessian indefinite => neither." ], "id": "420c8e5c93205c3" }, { "metadata": { "ExecuteTime": { "end_time": "2024-10-20T09:19:41.540105Z", "start_time": "2024-10-20T09:19:41.387685Z" } }, "cell_type": "code", "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "x = np.linspace(0.1, 2, 400)\n", "\n", "a = 3*x + 4\n", "b = 4*np.log(x/3)\n", "c = np.exp(2*x)\n", "\n", "plt.figure(figsize=(10, 6))\n", "\n", "plt.plot(x, a, label=r\"$3x+4$\", color=\"blue\")\n", "plt.plot(x, b, label=r\"$4\\ln(x/3)$\", color=\"red\")\n", "plt.plot(x, c, label=r\"$e^{2x}$\", color=\"green\")\n", "plt.grid(True)\n", "plt.legend()\n", "plt.show()" ], "id": "4c40b0edcb97626e", "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 15 }, { "metadata": { "ExecuteTime": { "end_time": "2024-10-20T09:26:17.414582Z", "start_time": "2024-10-20T09:26:16.097073Z" } }, "cell_type": "code", "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "fig = plt.figure(figsize=(10, 6))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "x = np.linspace(-5,5,100)\n", "y = np.linspace(-5,5,100)\n", "\n", "X, Y = np.meshgrid(x, y)\n", "\n", "Z1 = -3*X**2 - 4*Y**2\n", "Z2 = X*Y\n", "\n", "ax.plot_surface(X, Y, Z1, cmap='viridis', alpha=0.3, label=r'$-3*x^2 - 4*y^2$')\n", "ax.plot_surface(X, Y, Z2, cmap='viridis', alpha=0.3, label=r'$x*y$')\n", "\n", "ax.set_title('The 3D functions, d and e')\n", "ax.set_xlabel('x')\n", "ax.set_ylabel('y')\n", "ax.set_zlabel('z')\n", "\n", "plt.legend()\n", "plt.show()\n", "\n" ], "id": "d65358f6795a269f", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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ebZkxYlwuhNZXWe4bI0aMmxr/5b/8Fz73uc/x/PPPL5hiP0aMGBdHXEOPESPGguIb3/gG7373u2MyjxHjKiOO0GPEiBEjRoybAHGEHiNGjBgxYtwEiAk9RowYMWLEuAkQE3qMGDFixIhxEyAm9BgxYsSIEeMmQEzoMWLEiBEjxk2AmNBjxIgRI0aMmwAxoceIESNGjBg3AWJCjxEjRowYMW4CxIQeI0aMGDFi3ASICT1GjBgxYsS4CRATeowYMWLEiHETIJ6HHiNGjJseQRBQr9ev9WHEuImQSCTwPO9aH0YLYkKPESPGTQutNYODg0xMTFzrQ4lxE6Krq4sVK1YghLjWhwLEhB4jRoybGI7Mly1bRiaTuW4evDFubGitmZ6eZmhoCICVK1de4yMyiAk9RowYNyWCIAjJvLe391ofToybDOl0GoChoSGWLVt2XaTfY1FcjBgxbkq4mnkmk7nGRxLjZoW7t64XfUZM6DFixLipEafZYywWrrd7Kyb0GDFixIgR4yZATOgxYsSIESPGTYCY0GPEiBEjxiXj9OnTPPTQQ+zcuZM77riDL3zhC9f6kBYEN/J5Ca21vtYHESNGjBgLjUqlwokTJ9i4cSMdHR3X+nBuOpw9e5Zz587xohe9iKGhIe666y4OHz5MNpu91od2RbiU87re7rG4bS1GjBgxYlwyVq5cGfZfL1u2jJ6eHsbGxm54Qr+RzytOuceIESPGDY6Pf/zj3HHHHXR2dtLZ2ckDDzzAP/zDP1z0cw899NCC7P9f/uVfUEqxdu3aBdneXPjgBz+IEIK3v/3tF3zfQp0TXJ3zWkjEEXqMGDFecPje3/3wqu7vgdfcvajbX7NmDb/3e7/H5s2bAfiLv/gLXve61/HMM89w6623trz3O9/5DjMzM7z85S8PX/va175GOp1m9+7dl7zv0dFR3vSmN/GpT33qyk7iAnjqqaf45Cc/yR133DHn7xf6nODqnNdCI47QY8SIEeMGx2tf+1p+4id+gq1bt7J161Y+8IEPkMvl+P73vz/rvevWreMTn/gEjz76KMVikUcffZRPfepTbNiwoeV9n/vc5+jo6ODMmTPha29961u54447mJycBKBarfLwww/zjne8g127di3KuZVKJX7+53+eP/3TP6W7u3vO98z3nMAsfj72sY+1vPbd736XTCbDqVOngKtzXouBmNBjxIgR4yZCEAQ89thjlMtlHnjggVm/X7t2LV/4whcoFAo8/fTTdHV18dhjj7F69eqW9z3yyCNs27aND37wgwC8733v44knnuAf/uEfKBQKaK15y1vewktf+lLe+MY3Ltr5/Oqv/iqvfvWrW6Lvyz0ngPvvv5+nnnoq/Flrzdvf/nbe/va3s379+qt2XouBmNBjxIgR4ybAvn37yOVypFIp3va2t/E3f/M37Ny5c9b7zpw5wyOPPMLExAR33XUX4+PjPPLIIy2ROBgXtA984AN86lOf4nd/93f5yEc+wuOPPx6S5He+8x0+//nP86UvfYkXvehFvOhFL2Lfvn0Lek6PPfYYTz/9dLioOB/me04wm9A/+9nP0tfXxzve8Y6rdl6LhbhtLUaMGDclLtRSdCPU0N/73vfyvve974Lveeqpp7jnnnsAqNVq9PX1MTExwf/5P/+HT33qU/zTP/3TLFKP1psfeughnnzyyQvWm++66y4OHDjAV7/6VR588MFFPw+H06dPc8899/DVr36VO++8EzCCtxe96EV8+MMfvuxz+va3v82DDz7I5OQkUkq2bt3Ke9/7Xt761rde8rldb21rMaHHiBHjpsSNTugjIyOMjIxc8D0bNmw4L5G8/OUvZ9OmTXziE5847+cd+Z0PTzzxBA8//DC1Wo39+/ezffv2eR17FJd7Hl/60pd4+OGHW6aYBUGAEAIpJdVqdc4JZxc7p0qlQmdnJ1/72tf42te+xpe//GWeeeYZpLz0hPX1Ruixyj1GjBgxrkMsWbKEJUuWXPbntdZUq9ULvudCxPf000/zsz/7s3ziE5/gscce493vfvdluaZd7nm87GUvm5Xq/sVf/EW2b9/O//f//X/nHVd6oXMC6Ojo4M477+SLX/win/zkJ/nKV75yWWR+PSIm9BgxYsS4wfHOd76TV73qVaxdu5Zischjjz3Gk08+yeOPP35Z2zt58iSvfvWr+a3f+i3e+MY3snPnTu69915++MMfcvfdi9uC55DP57nttttaXstms/T29s56/VJx//3380d/9Ee85jWv4WUve9kVbet6QkzoMWLEiHGD49y5c7zxjW/k7NmzFAoF7rjjDh5//HH+9b/+15e8rbGxMV71qlfxkz/5k7zzne8E4O677+a1r30t73rXuy57kXA94UUvehG+7/OhD33oWh/KgiKuoceIEeOmxI1eQ4+xeHjpS1/KHXfcMUtcd6mIa+gxYsSIcY0RE+wLD0ophoeH+bM/+zMOHz7M3/zN31zrQ1pwxIQeI0aMGDFuenzzm9/kpS99Kdu3b+eLX/wihULhWh/SgiMm9BgxYsSIcdPjoYceQil1rQ9jUXFzaPVjxIgRI0aMFzhiQo8RI0aMGDFuAsSEHiNGjBgxYtwEiAk9RowYMWLEuAkQi+JivOChtSYIAiqVClJKfN/H932EEAghrvXhxYgRI8a8EBN6jBc0tNbU63UajQa1Wg0gJHLP80Jy9zwvJvgYMWJc14gJPcYLFkoparUaSqmQwB1ha61pNBrU6/UWgk8kEnieh+d5N81AhxgxYtwciAk9xgsOLsVer9fRWiOlJOqA7AjcEbbWek6Cj0bvMcHHiBHjWiMm9BgvKCilaDQaBEEAEJLwqVOnOHnyJPl8nu7ubrq7u8lmsyF5z0Xw9Xo9TNNHa+8xwceIEeNaICb0GC8IaK1RSoVRuSPpWq3Gvn37KBaLbN68mZmZGUZHRzl27Bie59Hd3U1XVxfd3d1kMpl5EXwcwceIEeNaICb0GDc9XLq80WgAzZT66Ogoe/fupauri127doVp9w0bNqCUYmpqivHxcYaHhzl69Ci+77cQfDqdPi/Bu8VDvV4P9xkleKeijxEjRoyFQkzoMW5qOGINgiAkXaUUzz//PKdOnWL79u2sWbMGIEyfg0mhd3V10dXVBUAQBCHBnzt3jiNHjpBMJsP0fFdXF+l0GiAU0DlECd5F8FLKOVX0MWLEiHG5iAk9xk0JJ3xrNBoopZBSIoRgZmaGPXv20Gg0uP/++8nn8+H7LwSXfu/u7gYMwU9OTjI+Ps6ZM2c4dOgQqVQqfE93dzepVAq4NIKPquhjgl88fO8r/3JV9/fAa++5Kvt56KGHePLJJ6/KvmJcf4gJPcZNB1fPjgrfhBAMDg6yf/9+Vq5cyfbt21tI9lLheR49PT309PQA0Gg0QoI/ffo0zz33HOl0uoXgk8kk0ErwbiExF8G31+Bjgo8xF77zne8wMzPDy1/+8vC1r33ta6TTaXbv3n0NjyzG1Uas0olxU0EpRbVapdFotKTYDxw4wP79+7ntttu49dZbr4jM54Lv+/T29rJ582buvfdefuzHfowtW7bgeR6nTp3i29/+Nv/8z//M4cOHGRoauqiJjdaa4eFhvve971EsFpmamqJcLofndrGMQowbH5/73Ofo6OjgzJkz4WtvfetbueOOO5icnAxfW7duHZ/4xCd49NFHKRaLPProo3zqU59iw4YNLdtbs2YNH/vYx1pe++53v0smk+HUqVOLei4xrg5iQo9xU8AJ36rVakuKvVQqhaS4a9cuVqxYcVWOx/d9lixZwpYtW7jvvvv40R/9UW655RaEEJw4cYJvf/vb/OAHP+DIkSMMDw+3iOeiJje1Wi0k+Gq1yvT0dEzwLxA88sgjbNu2jQ9+8IMAvO997+OJJ57gH/7hHygUCuH71q5dyxe+8AUKhQJPP/00XV1dPPbYY6xevbple/fffz9PPfVU+LPWmre//e28/e1vZ/369VfnpGIsKuKUe4wbHnOl2AFOnz7NoUOHWL9+PZs3b76mbWOJRIKlS5eydOlSwAjwJiYmGB8f59ixY0xPT5PP50MFvRPjQTNF74jd/VetVlv64F393ff9cEET48aFEIIPfOAD/MzP/AyrVq3iIx/5CN/61rdmEfWZM2f4j//xP9Ld3c1dd93F+Pg4jzzyCP/9v//3lvfef//9fOYznwl//uxnP0tfXx/veMc7rtYpxVhkCB0v7WPcwHCOb9GovF6vc+DAAcbHx7n99ttZsmTJRbejtW5Jg19tVKtVxsfHGR8fZ2JigkqlQjqdplarceutt9LV1TVnmSBK8EopgLDUkEgkwhT+C5HgK5UKJ06cYOPGjXR0dLT87kYSxd11110cOHCAr371qzz44IOzfh+toTtR3Fw19G9/+9s8+OCDTE5OIqVk69atvPe97+Wtb33rZR/bCx0XuseuBeIIPcYNifbeckdYExMT7Nmzh2w2y65du0Kl+fWOVCrFihUrwpJApVKhv7+fM2fOcPjwYarVKp2dnWH0XigUZg2MaY/gK5UKEBP8jYwnnniCQ4cOEQQBy5cvn/M9cwnfogI5h3vuuQfP83j66af52te+Rm9vL7/0S7+04Mcc49ohJvQYNxycItxFpM6L/fjx4xw7dozNmzezYcOGG5qwOjo66O3tZWhoiF27djEzMxNG8GfPnqVer4cE393dTWdnZ0jS8yH4dhFeTPDXH55++ml+9md/lk984hM89thjvPvd7+YLX/jCBT9zoZa1jo4O7rzzTr74xS/yyU9+kq985Suxe+FNhpjQY9wwiPZvR1Ps1WqVvXv3Mj09zX333dciGLoUCCGuW3FZOp0mnU6zatUqtNYtBH/mzBkajQaFQiEk+Hw+f0GCV0qFBC+lnNUmFxP8tcXJkyd59atfzW/91m/xxje+kZ07d3Lvvffywx/+kLvvvvuyt3v//ffzR3/0R7zmNa/hZS972QIecYzrATGhx7gh4IRvhw4dQkrJ5s2bEUIwMjLC3r176e3t5cUvfjG+f/Pf0kIIMpkMmUyG1atXo7Vmeno6JPjTp0+jlJpF8FGbWmgl+CAICIKASqUSE/w1xtjYGK961av4yZ/8Sd75zncCcPfdd/Pa176Wd73rXTz++OOXve0XvehF+L7Phz70oYU63BjXEW7+p1+MGx5R+9YgCEISOnLkCH19fezYsYPVq1e/YAlHCEE2myWbzbJmzRq01pTL5ZDgT506hdY6VNB3d3eTy+UuOGjGXetqtdpSg4/60N/I1/tqObddDnp6ejh48OCs17/85S9f8bb/1//6Xzz66KNs27btircV4/pDTOgxrlvMZd8qpaRWq/HP//zPKKV44IEHyOVy1/pQFwWXWwIQQpDL5cjlcqxduxatNcViMWyTO3HiBEKIlkEzFxsV676H8xnh3OgEfzNDKcXw8DB/9md/xuHDh/mbv/mba31IMRYJMaHHuC5xPvvWcrnMyMgIa9euZdu2bQvu+HYzQghBZ2cnnZ2drFu3DqUUxWKR8fHxyx4V22g0qNfrLQQf9aGPxVbXD775zW/y0pe+lO3bt/PFL37xsjUmMa5/xIQe47rDXL3lQRBw8OBBRkdH6enpYefOndf6MG9YSCkpFArhg/1Co2Kjk+QuRvDPPPMMa9eupbu7Oyb46wgPPfRQ2BES4+ZGTOgxrhucr7e8WCzy7LPPkkwmWbt2bfj7mx1XK4V9oVGxZ8+e5fDhwxccFesIPmrM4yJ4t/32QTMxwceIsfCICT3GdQGlFI1GI0yxOzLr6+vj8OHDbNiwgU2bNnHixImQKGIsDi53VKzWOiT39gg+OklOCBETfIwYi4CY0GNcU0R7yx0huKEkBw4cYGJigrvuuove3l7g+u4VXwxcD+c631Gx9XqdiYkJ8vl8y6jY9hS9+76jA2miBO9U9DFixLg0xIQe45qhXfjmHv7j4+Ps2bOHfD7P7t27Q3Jw71lMknOLihjnhxsV6xZZjUaDiYkJDhw4wNDQEKdOnSKbzbYMmplrFjy0EvxcEXxURR8jRowLIyb0GNcE0d5yVyvXWnPs2DGOHz/Oli1bWL9+/awH+WIS+vUQDd+IcKNik8kk27ZtI5/Pt7TIlctlcrlcC8EnEglgfgQvpZwlsrsUgo+/1xiLhevt3ooJPcZVxVy95UIIKpUKe/fupVKpXNC+VUq5KIrdwcFBnnvuuVniL0c81wI3WlTqshvzHRXrrnFXV1fo8Ddfgm+vwc91rdx3Nz09HYr4YsRYSExPTwNc0+dEFDGhx7hqOF9v+dDQEPv27WPp0qXcddddF7RvXegIPQgCDh8+zMDAAFu3bg0nth07doyZmZmQeLq7u8MJZzEuDclkkmXLlrFs2TKgdVTs888/T6VSmUXw7jpHCd5970oparVai4vdXATveR5dXV0MDQ0BhL31MWJcKZzd8tDQ0HlHG18LxIQe46rAPYSjUblSikOHDtHf38+tt97KqlWrLrqdhST0crnMnj17AHjggQdIJBIopcIxlVHiOXjwILVarcUf3U04W0xcbym9i2E+hDnXqFh3nS82Kha4JIJfsmQJWuuQ1GPEWEh0dXWF9/H1gJjQYywqXIrdqdijjm+OTHft2kU2m53X9haK0M+ePcv+/ftZs2YN27ZtQwgxqx0uSjztE876+/vPOwDlhYrL/V46OjpYuXIlK1euBGi5zgMDAzQajfOOioVWgnf/VavVsC8+m82G9sCuHv9C/p5iLAycpuN6QkzoMRYN7b3l7iE8MDDAgQMHQjK9lCjXRfaXiyAIOHToEIODg9xxxx1hNH4xMpprwln7ABSgpTf7hZjiXYjzvdCo2P7+foIguKRRsW5R6Y4vCIKWQTPxJLkYNwtiQo+x4Dhfb3mj0eC5555jeHiYO++8M6ypXgqklJcdCZZKJfbs2YOUkl27dl2RUKp9AIpSilKpxPj4OCMjI7PsU7u7uy95fzcaySxGeWAxRsVqralUKpw9ezas7ycSiXhUbIwbHjGhx1hQtNu3uofq1NQUzz77LB0dHezevZuOjo7L2v7lptxdVmDt2rVs3bp1VlbgSqeFSSnDASjr169HKRWarzj71Lnc1S6GG62GvtiYz6hYIBTXzTUqFgzBl0ol0ul0SPBu++2T5GKCj3GjICb0GAuGaG+5EydprTl58iTPP/88t9xyC7fccssVPRwvldCDIOC5555jaGjosrMClwMp5Sz7VNe65dzVstnsddMit1C42sR3JaNinabDKeNd9K6UCgne2djGBB/jRkBM6DGuGOfrLa/Vauzbt49iscg999wTktuV4FIIvVQq8eyzz+L7/hVlBRYCnue1uKs5m9Tx8XGOHz9OuVye1SJ3o+F6yCZcyqjYmZmZFg/686XolVJUq1UqlUpM8DGua8SEHuOKoLWmVCrR19fHLbfcEj7cxsbG2LNnD11dXezatavFvvVKMF9RXH9/PwcPHmT9+vVs3rz5uhv+0W6+Em2Rc61b2WyWIAgYHx+nUChcd+cwF643YrvQqFiXLRkcHLzgqFiHqMAuCIKWNrmoyO5KyzcxYlwuYkKPcdlw/b8zMzOcOHGCzZs3o5Ti6NGjnDx5km3btrF27doFfbhdTBTnhHcjIyO86EUvCgnzekd7b/bMzAyDg4OUy2UOHDhAo9EIhV89PT3XZYvc9RChXwzRUbHFYpGuri7y+fwlj4qFVoJvNBrh79tr8DHBx7haiAk9xiWjvbfc932UUszMzLB3715qtRr3338/+Xx+wfd9oZR7dG76rl27LjnFfj09dNPpNEuXLqWvr4/du3e3KLv7+voAwppwtC58rXE9HMN8obW+7FGxcH6Cd7Pgz0fwN0KmJcaNiZjQY1wS5rJvdVHzd77zHVasWMHdd999QfvWK8FchK61pr+/n0OHDoVz0y/noXm9RphzKbtLpRJjY2Oz6sLRFrkbiVyvBZRSs67RfEbFZjKZlsXUhUbFno/go4NmYoKPsVCICT3GvOGi8qjwLQgCjh49CsCOHTtYvXr1oh5DO6E3Gg3279/P2NhYy9z0mxlCCPL5PPl8PmyRc3Xhc+fOceTIkZa0cU9Pz7xa5K4U1+uC6HyYz6jc842KdS1yBw4caBkV293d3TJJ7kIED8zpQx8TfIzLRUzoMS6K9t5yR+bOqMU9FJ3r2mIiSuiutz2dTrN79+6rQlpXE/ONsKN14Y0bN85KGx88eJBMJtMSwS9Wi9yNlBWYD6G3w/nDL1myBGjtVjhx4gT79++/4KjYuQj+fLPgY4KPcamICT3GBeF6y52y3KXXnYp83bp1bNy4ka9//etXJUKTUhIEAX19fRw+fJiNGzeyadOmG4pIFhtzpY1d/T1KOlHh10KUSG7ECP1KyfJKR8W2E7z7e3MRfDvBOxV9jBhzISb0GHMi+nCJptgbjQYHDhxgdHQ0VJE7sl+MOeXtCIIApRTHjh3j7rvvDknrZsVCkKTv+7NI53zjS3t6eujs7LzsoRM3EtlcToR+MSzUqFh3fO2z4GdmZkgmk+RyuRYVfYwYEBN6jDlwvrnlk5OT7NmzZ1aK2z1QFjtCm5yc5JlnngHMhLabLcV+tZBMJlm+fHlYIomOL21vkYsOP7kYbsQIfbHJ8EKjYg8dOkStVps1Se5CBH/q1CkymUzYDuqc7qIiu5jgX7iICT1GC6L2rY7ItdacOHGCo0ePsmnTJjZu3Njy0HCpw8WK0N2D7MiRI6xfv54TJ04smFFNFC/UB2F0fOn5hp9ERV/OG/1Gx9Ug9Ha0X+sowV9oVCw09SO+75NIJOaM4OcS2d0M31WM+SEm9BjA+e1bq9Uq+/bto1wuc++999LV1TXn56WUi0Lo9Xqdffv2MTU1xb333ks6nebEiRMLvp/rEdfiQXy+FrloDd6J8Hp6ema1yN1I5HEtCD0KIcQlj4p1f5vu89FZ8NA0e4q62MUE/8JBTOgxzptiHx0dZe/evXR3d7Nr164LKqMvdwrahTAxMcGzzz5LPp8P7WNrtVp4zC+EB9O1TmNHW+TavdGHhoZ4/vnnSSQSdHd3o7WmWq1e0Vjaq4nr7R6az6jYer1OpVIhCIJZo2KBmOBf4IgJ/QWOuXrLlVI8//zznDp1iu3bt7NmzZqL/tEvZIQendC2ZcsWNmzYMCsCjEYqC4X4wXZxRL3RN2zY0NIiB/D000+TTqdbWuQWozyyELjeCL0dc2VL/uVf/oVMJsPk5ORFR8XC3ARfrVbDhXFM8DcXYkJ/geJ8veXT09Ps2bOHIAh44IEHyOVy89reQtXQoxPa7rvvvlkp/sUU4JXLZSqVCoVCIX6ozROuRa67u5tTp05x3333hXXhqPGKU9AvVIvcQuB6J/R2OKJesmQJy5cvv6RRsVGCj06Sc1mVKMFHB83Ek+RuLFwff1kxriqUUjQajTDF7v7gBwcH2b9/PytXrmT79u2X1Lp0saEp88H4+Dh79uyhs7OT3bt3z5niXwxC11qHfe3uWkQjzEwmc83q2TcaEokEuVwuNF6J9mUfPXqUmZmZWWNiL7dF7kpxoxE6tB6zEPMfFetI3t3L7SQfJXg3Cz46SS4eFXtjICb0FxCiqtjoDOggCDh06BBnz57ltttuC1tsLgVXknJ3Kvpjx46xZcsW1q9ff96HxkITurOOHR8f5+677yadTjM9Pc3Y2BjDw8McPXo0rBG7SDRul5uN830f7X3ZUVX3wYMHqdVqLaKvqKr7ahzzjUZOFyo1XWhU7Llz53j++efxff+io2IvRPBzDZq50a7hzYyY0F8gaBe+uT/gYrHInj178H2f3bt3X7ag6XJFcbVajb1791Iul7nvvvvCh9GF9gMLQ+jt1rFSSur1ehj1tNeIo8M5HLl3d3cvagr5WoviFhrtbVvtqu6r2SJ3sxF6O+ayBHYEP99RsdBK8EqpmOCvY8SE/gLA+XrLT58+zaFDh1i/fj2bN2++osjociL0sbEx9uzZQ1dX10VV9A4L0fOutQ49zqPWsU5PEEXURnXTpk2hd/fY2BjHjh1rSSH39PRQKBRe0N7bl/Iwn0vVXS6XW1rkFrP8cbMTejsWYlSs206U4KvVKpVKJZy8GBP8tUNM6DcxztdbXq/XOXDgAOPj4ws2oexSSFZrzfHjxzl+/Djbtm0LXa8uZV+XG7k2Gg2ee+45RkZGLuvc2727XQp5bGysxWXNRfCurehmx0JkEoQQ5HI5crkca9euRSkVjol15Y9oytj1wF8u5hqfer1jIRchCzEqNnpc7nkTBMF52+Rigl9cxIR+k+J8veVOeJbL5RbUPnW+orhqtcrevXuZmZnhR37kR+js7LzkfV0uoZdKJZ599lkSiQS7du2io6PjkrfRjrlc1sbGxhgfH+fkyZMtEWZPT88lzSm/ER98C3nMUsqW8odSKiQclzI+X0Q5H7zQIvSLoX1UbL1eD6/35Y6KdQHFyZMnWbZsGYVCoYXg2xcGMa4MMaHfhFBKcebMGQCWLl0aEuCxY8c4fvw4mzdvbuntXgjMJ+U+OjrKnj176Onp4cUvfvFl154vh9AHBgY4cODAgpQXLnRcrm/YRZjtJiyuZnmzCeyu1qS9aMp4rojStci1jy493/HeaOWRxST0diQSiXmNio0OmjkfwQ8PD9PT0xPOgne/b6/BxwR/ZYgJ/SaCWxHX63WGh4fxPI9ly5a1RMXzEZ5dDi6Uctdac/ToUU6ePDlvo5rL3Vc7giDg4MGDnDt3LpwOd7VwPhOWsbGxWQR0oR7tGzGSvBqYK6KM6huio0sd6bQbrdxo13UhRr5eLuYaFTs+Ps7ExMRFR8UqpULidufhvDDaCT46aOZGW3Bda8SEfpOgvbfcCVeGh4fZt28fvb29VxQVXwznS7lXKhX27t1LtVrl/vvvJ5/PL9q+2jE9Pc0zzzyDlJJdu3Zdc0vS9pplvV6fc7TmjRy9X0uCbCec6OjSw4cPU61Ww8EnblF7IxG6I8Hr5Zjbp/ZdaFRsu+D0fCn6doJvd7GLCf7CiAn9Bsf5esudF3t/fz87duxg9erVi/ogmCvlPjIywt69e1myZAl33XXXgi0m5pNydyY5q1evZtu2bfN6EFztB2UikZizR3tsbCycvAXQ19dHT0/PdT3l7Hpsr2sfXRptkXMlqf37998wAkb393W9ktqFRsUqpXj66acvOCp2LoJ3k+Rgbpva6/VaXCvEhH4Do92+1f1RTE9PMzAwgFLqkuxbrwRRklVKcfToUU6dOrUoi4kLEbpSisOHD3PmzJnLNsm5VmgX2E1MTPDMM88wMTHByZMnLzjl7HrB9XY8UUQnm9VqNb797W/T29vLxMREiy+6Ixxnm3q94Hon9Ha4+3nFihUMDg5y1113hW2J8xkV207wLnCp1+vhe2KCb0VM6Dcoor3l0Rt/YGCA5557jlwuRyqVuipkDs0IvVKpsGfPHur1+oKl2NtxPkKfmZnh2WefRWvNrl27yGQyV7yveq3B6JkxypMzeL5EehI/4SM9ged7SN/D86T5ne/h+dI8WHyJ513+w8X1aAPcfvvtABSLRcbGxjh37hxHjhwhmUyG5N7T03NNh6BcjxH6fLBmzRrWrVsX+qKfzzb1elhA3ahCPlcGzGQyFAqFeY+Kzefzc46KhfkRvO/719WC7GogJvQbDOfrLW80Ghw8eJChoSFuv/328I/lakEIQalU4jvf+Q7Lli1j586di+bRPZcobnh4mL1797JixYpL9qGPbtehOF5m+PQo44OT4b78hA8CgkAjpXmv9CQI0AgEoDUgQEgBCKQnkFLgJTyENAsCz/4nfS/ys5j1WiOoU68HNBoBiYQfCuyc65dTHEcFdo7gr9UQlBvlAdouiov6oq9fv36WbeqRI0euqEVuIeDuwxvlGjvMlVmYy1QoOiq2r68PrXXLJLloSeRCBF+r1cIgp11kd6Ndu0tFTOg3EM7XWz41NcWePXtIJpPs3r2bjo4O+vr6Fmyc6cXg+oNLpRK33XYbq1evXtT9nS+9f+utt7Jq1arL3m6jETDcP87owAQzJWNviRT4yQRKWdKWAl9qtDQpQQ2gAa3RLj2oNEFdIT0BwqPeUOhq03LX8z2CQIEQiJD8QVixnwC0EARBg4FTJfY/fRqttV0UmAeVkALf9/D8PN3dnXQVAsrlEucGizz/fL+xsC3k6enuorunm+7uAgnfN4sLX+LdYFHeQuNiKve5bFPbF1CZTKaF4OfjdHglcEY4NxopzadUEG35dKNiS6VSeM0vNCrWfX4+BH+zj4qNCf0GgVKKWq3WEpVrrTl16hRHjhxpsTAF88fjiH8x4dLclUqFlStXLjqZQ1PlHk3vX4lWYLpYYah/jJGBcarVKlJ6eEkfIQXK8C5h9tySuNZWuKN0SNA6sCQhBX4qQaAUASA8iRQCpDCfE1hCda/p5va0RkhJECgaDWUXEoAnqTfcAi3A8z0qtUa4AEAIpJ+kI9tDOreEWrVKqVTi2MkRpvYdRylNLpsll8/RWegkmeoIswcJv7lQ8KTJFPieWTR4nn3N/d6LvEdKs0BYgEl7VxuXqhb3PG/OFrm5erKdBfBCZ0iuZg/6QiJqOT1fCCHI5/Pk83nWrl17wVGxLiMV1TxECT66+K/VanO62Ll/3+gEHxP6dY5ob7nrQRVCUKvV2L9/P5OTk9x9991hK5TDlUw/my/OnTvH/v37Wb58OV1dXVftoe6yEgcOHGDJkiXcfffdl/zwVEoxdm6KoTPjlKdmzB+yZ4gYIXF/1kJqtDDXs9EIINBoTKpdSklDKBraRNdSmohbC5Nu96S0n22SNmi0AnxBEACWpIXnPOoxqwUpkAmJSAgCiSVU85+7ygKBO1KNQCmN0qBVQLIjRSGZoLOnm1VaU61Uma5MMzE1ycC5c0gpyeWy5AudZLJZkskU0h2rMIsIgTDlA7NiQKEQOmL3Ke3+tKZeb3B8dIbO42fxpC0hSGFI3zMZAU+4n8218exiQNr3uZ/9q0BaV9r+db6e7PHxcY4cOUKlUjmvovtKjvlGJHSl1BWfe7Qk0j4q1tkCX2hULHBBgv+v//W/4vs+H/7wh6/oOK81YkK/jnG+FPvY2Bh79+4ln8+ze/fuOcVQnuctGqE7JXl/fz+33XYbK1eu5Pnnn6darS7K/qLQWlOtVjlx4gQ7d+68ZAV9ZbrG0MA4I4NT6ECBAC/hgZBopdA2rakChfA8UzNXiiDQICReUqIRaDQK8HzPpsoVQgq02SQBGk9KgoYiUM3IXXjS/KwwAbrv2QjbHJ/nCYQWaKFRDW3T8oZYkYJ6oEyID0jPkK/ZvtmHW0Q0lPmsFKaO7yUkmc4sS5ctRWnF9MwMpVKRickJzpzpx/MTdHbmyWRzZHNZ/EQC0Pi+NPu0EEIjPUlDKXMOYLMPmppSVOsNI07yBA2tw0WBeZ9GhQsQ8/+lFASRxY45L4kGfCnwhMT3zbLF9zykEOZ16YWZA0/IcPHQ/DmygJjj/ljofu72nuyo4Mspus8n+JovbkTveViczEK7adOljoqFVoIvl8tX1XRqsRAT+nUKF5W3p9iPHj3KiRMn2Lp1K+vWrbtgDXAxCH16epo9e/aESvJsNruo+4uiVquxZ88earUamzZtYs2aNfP6nNaa8ZESQwMTlKcqIE3UKRMeGpvuVppAaQIFviVtFamzeklpomdhxG9hBC8EgbJRt7IRlCdQDYUKLKlKkL5EKY0WhoSaUa+NGLQm0OD5liy1WUgoDUhoaLN9hEBI8DyzPYT5twC0FJhY3ZKs1gjfLAJMat4sOoQQpNJpUuk0vUuXAZpSucRUscS5kSEqpytksh1ks1ny+U5yuZypN0rC7IDvyZAUldY2orflBE9QC+8FU2PwPKhFFh7Snkc9cs9IIexiRCEQ1JUm8DTVWgOTL6ib/bgMggjlC0gJAQqtzTXQaKSQBGizqBGClDTnIIWgWqnQV69weHwU85WZzIBn35uQ0iwMRHNh4P49H1KNtshdSPDlRIzzaZG7kVPuiyWQdbjUUbHd3d3hLAcn6L3lllsW9RivBmJCv87Q3lvuyNw5rlUqlXkNNVkMgnVmLatWrWLbtm0tf6SXOzBlvhgfH+fZZ58NXb7mozCuVuoMD04yOlykXg+QgMkrA9pGuzSjZ8/zaOjA8KYv8DDRriMtpCF9aRXsQRCJjH2Jtu8TaDzfqN8Rtt5uI1WlNJ4nqEc+K4T9fGC2ry2p+CkfbBTu+zJkMS20IXMM+SV8n7oKwogZLfASgkYABE1ltOd7BNr87AkJwn5fQlDoKlAomHsqUAETxSJTU0X6zwxQr9fIZjOkcznyuRyZTCYU5jXs9pTSZpEkBY3AibfMz8pK/31PhOerMLu3L5mFEXYBg6Fkz2UC7CsCE73X7T7Rtl9ZQi289zSeJcYAszBAa4SEGdVAmDUQ07UqJRUwXC2ZVYgwizqzMHD5A9BakfC88DzBZQ4EUkh8YcoECekhhV0YuEWA/V9PSLyEpHN5L90rliCRzJSnmZowNsDHjx9v8ak/X4vcjUro1+K45zsq9stf/jKbNm1ieHg4DE6uFB/84Af54he/yKFDh0in0+zatYvf//3fZ9u2beF73vKWt/AXf/EXLZ/7kR/5Eb7//e9f0b5jQr+O4FSZ7arQoaEh9u3bx7Jly+btuLaQhB4EAYcPH2ZgYOC8Zi2LFaFrrTl58iRHjx4NsxI//OEPz7t40FozOTHN0OAkpamKSeVqE7Fp6aGCAB2AYQOQnhGEuUjd8/1QdR5ohVYuPQvSFzYFb4nYM4sApa1i3UajWmuEJ4xQzl4SIQzJK7sfpAija41GCYFvo2plFxGNukJj9ic9UOiWa+x5EqkN6QkpTE3dRdFC4PuiWbcXEOjAnI8w6XrlUt32PZ4nTfpbSjoLBToLBXwpmalWKJXLlIpF+vpGQQVk8nly+Tz5XI6OVArfLjzc16LQJKRsRuA2mvc80RKVC3sdG9HXpEACSutQjS+ki7zBF9JG5aaurzT2/ZCIEr75RvBlZJ+RBYOWtjSByZB4MvpZuwiSkoYK7PcrkLY3MQCUDqijkYEA0cxS2MsPQtl7j/A4jEzSIg/JQpbsujS1SoWzxSmODg5QOVYmlUhSyBfoKnTR3Vkg25FmsjHBjFdhsj6FFAJPeEghkUg84eGJxY2CLxdOFHctcb5RsdVqlT/90z/l8OHDHDp0iCNHjvCSl7yEhx56KCyfXCr+6Z/+iV/91V/l3nvvpdFo8K53vYsf//EfD1tLHV75ylfy6U9/Ovx5IXwkYkK/DhBtsYim2KO16kttyVoogi2Xy+zZswfggmYtlzIwZb6o1+vs27ePqakp7r33Xrq6usJ9tRN6vR4wPDTF6EiRWiUwD2yj2DLp7oY9PmFazzxf4h7BIQmpAC2bhI2NqqUv0UKj7QNde+A6zwOlzL4CFarCg8BG0MI86H3fQ2OiUt/3bIubOQdl/0M7wm+m4JW2RCYFAdpsHyeMs8eDQCujjseDenjsdhHiSRqBDolMWGGdsgQrbSSNNGTsCWE0AtpkIhpKk0gm6U4m6enpRghBeWaGYrHI5FSRs4ODSCnoyGRQQKVWpaPDCOyMjsCkKaTVAWg0vpSRGLhZ2gBbStA6jJLR5v111dqx4XvmtYhGz7ymFZJmO5q0GQ1feHZ35rwqupmK1zYtHygVqffbxRvaqQKtBqB5XAC+EDQImrUIICFNtqHlNSEJdAOBvd5K4Euz8HElkI50hqXLlqBQTJfLTBWLHDt3guqpaRLJBMlkgpqucrx4kmTC3JPhuSPRNAzBC4nEM1kDCH82GQUPiUAKD3s34dnPmJ89pPCQSMQCLRAWQhS30HCDfZwI7sd+7Md42ctehlKK3/u93+Pnfu7neMtb3sKf/dmfXfK2H3/88ZafP/3pT7Ns2TJ++MMf8mM/9mPh684qdyERE/o1xvmEb+1EeqnpoIUg9LNnz3LgwIF5+aHPd2DKfDE5Ocmzzz4bzm2Prl6jhD41NcPwcJGJ8Wm0UlbpbUgUu8jQ2rSWmXyribSUbTlT2kSmZkFihFwmnezU6Xafjjht9By4KN8ej0yYSF1hFgDmM6CFtPsyD2/Ps6QdrR17whK+tpG2RAgju9OSsObvjrWmArd1wKTrVaDDTIIQ4EmrD3DpejALCdGMzE1a25yza7kDwmMMIsfoW6JFCLLZDLmsWdgpFNPTM4xPjFOcgiNHDuH5CfKdeXK5HLlcjo5kkrpuJT3PkzSa6QEQ4EsZkrtLmwtbV/dF0wJUSGkU9zYjIMCeh03/A8IuSKL7dWWAhlI0tIoeDoEryqNNBsAtiLS0fG53FMbg2ixadHRpEiHzCBJSEmjznWl7gL5nMiatCwHCz6ZzGdK5LL5YTiNoUC6XGRkZoV4LOPDcfjLpNLlcjnwuTz6XBV8j8QgXSLpBTdfNHoVVyAuQBObvwF44Dw9EvfV4kWjqdvFhSN4XRpDoFgHg4QuJFB7gtSwGwp+Fj9YeQVANjZiuV1SrVX70R3+U173udQCMjY0xMjKyINuenJwEmNWJ9OSTT7Js2TK6urp48MEH+cAHPhDOdbhcxIR+DRG1b432aZ45c4bnnnuOtWvXsnXr1stKV10JoQdBwKFDhxgcHOT222+fV+ppoTICWmv6+vo4cuTIeee2K6UZGi5RLJ1heroa1pMFxpFNK/uwtmpoR+RBoK2yXdiI2MOz29NaMXhukOLUBLl8nkw2TzaTaaZaPYH2TGsYSiO9qDjKEqk2v5dCorRqU26bmmugFEJEWtxoCtmU0s0au9YENkpXWpv6szJlAHc/eFIa0hfmM2gRRnzRiFYITG+7jfwBhDTReoCpG2Mb4FzE6wkR9sZLKZs1ZK1N7dtrptNT6TTdUjI2Nsa2HTuZLpcplUuMDg/Rf7qPjnSaXD5PZz5HJpMl4XuhWM2VRGSEkAECbTIJDa0ihEyTpC1chkHpZu1cYjIjCrNIcCUFpHmfsOfl2YVBk6TNwiEw+RCrSTAEH+g2khaSRuQ4DJmbzwrrGihsWcDU9WXoJOhJu/gyYg6UViQ92ZKOFwg84RZdHp2dnTTqDTyhWLduHaVymXKpxJkzZwgaFdKZtF1AZclnc6bdMvyjwuhBTC7BfskCXwu0CDCrRnufA1oohEiE341ZotSbmRQNntAoGjQXOuAjgOZUNa0hIT20PEs6O02lPgH4+MIPFwWGgnykSJjXhH1N+wjhoYUHdIJYPNMep3KP2lRH0/NXuu3f/M3f5F/9q3/FbbfdFr7+qle9ip/92Z9l/fr1nDhxgne/+9289KUv5Yc//OEVORDGhH4NcCH71ueee47h4eErnt3tCPZS23NKpRJ79uy55JGjCyGKazQa7N+/n/Hxce65555Q0BIe23SVoaEpjp2coCOVYflyc2zCWqcqVx/2pVWEG+W4iqirXd1b27o3aIJGg2NHj9JQAd3dvczMTDNy+jT1ep1cZ9ZEQfk8mWzG1nS1jdIVzWecafFSAhraisKkQHqYurrQoAyJqkDh+54lxEja1DM19oZSeFKgPYn0moI7KR3BmxRmbVYa2i44tAYpbORqMifabh+7R6W1Ve1bdb1n0uvR79CzqXFHtNIq9F1sG/aLa01DClPL9iT5zjyFQidaQK1ep1QqUSqX6DvdT71RpyOTIZ830Xs2m7Wta4TtZU7tDtHI3HxfJvrERJc2XR5eBa3xhaCOgij52Na48FILkyoHR/6OQM32fJsSMZfRpNldal4Tjbgj1142Cd5VzZNStqTjhbb1/EgELzDteA0d2MwMSCRS2GuOF77PCPE8kokkPYUk3YUuvDWaWq1CqVyiVCrTf7of1TAixlwuRy6fI5fOgmwdX+oJCboeuftshC/qbh1j3odEi3q08o8vPBQuqjcLSU97BLKBo3UiC5IgkGiRQOMhtUZTDUsuwp6j0Aoh7HekQQgfoRVadKHklRPrxTA9Pb0ocy9+7dd+jb179/Ltb3+75fU3vOEN4b9vu+027rnnHtavX8///b//l5/6qZ+67P3FhH6Vcb4U++TkJHv27KGjoyO0b70SRKcUzZfQBwYGOHDgwGVlBq40Qi8WizzzzDOhKtStUgOlGBkrMTRSpFQ2fe4KgRIKP+XZ3lxp1NFC0dAaT3ooYclJGxKXNhct0GGblQ4CpqenOX7iOJlMlk3r1hoC8JaY1qZajcnJKYqlEueGhxEa8oU8mUyWfD5PMpU05OB7Jh0vBVI3FzZCCOqBS48D2FIA2tR6bZTuCMycgos4VUh0jUCFBjK+bWsLbEpZRGrqjlBNacBkJeoRt0ApzTUIU+l2355nCM/zTORmHqiGyASEynMp29rRMIuEhtYmfS5dul/azwo6Ukk6kj0s7e1BC5PanJoqMlUqMj4yQh1Nzva+5/N5cum0EaZF1oa+JwlwREkkPW8WTr59UQBIbSNPEaaZ67q1f9t34jcpQvLyJdSiJK2tqK8tMk96JlvRNPWx2RkbyduP4kuTYXFSPoHpn29Nx2t7Hs2FgNYCKVVLRsCQuaahGiiw/f2mQyBA4yVTFBIpuruWIFHU6jXKpRKlUpGR4dMIGuSypkMhl8+RTncgbfnEEauprLem3ud6zSwwaq3vExIhmq9pTCpfCLNgCHQdKc0xu9ea5+aDaLQsIoROIoQCOkBsDzUMi4lyubxgKneHX//1X+dv//Zv+eY3v3nRFtuVK1eyfv16nn/++SvaZ0zoVxHn6y0/efIkzz//PLfccgu33HLLgphHODKeT8tIEAQ899xzDA0Nceedd15WHedyCV1rzZkzZzh48GCLfe30TI3BkSIjYyUagVP9NwVtwpKQadlWpmXIk+ggMA96aVLcYJ4HjYYyIrnweAVDo8OcOdPP2rVrWL5sGYFSxg1OmrYy6Sfo7u2lp7cXIaFYKlMul5gqTXL23ABJP0Gu0Ek2myObyRqFPDTbrXRzPr103u/aeLxrZcVCCY9a0HrdfF8QBAKlAtPDLgVJG/1r7VLVliYErZG6tiRro21pI3VhHeDQzahdYNLSLnWu3LYhLGNAs2fcmeW4UrK0EbP0BEJrhE1jN1Pn2pKlDEnaSyTo7u1h6dIl1O10vnK5RLlYYmToHEJKcrk8uXyWfDZPRzpl6t2uSK01Cc+LtK7pyGuR1j3lFhuuda1Za9dok+wVAt9eQxeFY0scCU+0pNRBk5BemO53WQ6TZm8uQLQ2kXnrQkDiuX3YZYDARP8AnvBsVUDj28VcUyFhbIe1Tc0Ll3kB++01vyOzPU0ylSCZ6qantxupNZXqDKVSialSkbPnzuJJTS6XbWocUh0INEJ6oEWYJYAGmkTY3YhWCKkxtKHD71dQj1Yt7Dk2FwLmnvURuvV9ptYeucYCTPq9Dki0tx3E4k8QDIKAmZmZBYvQtdb8+q//On/zN3/Dk08+ycaNGy/6mdHRUU6fPs3KlSuvaN8xoV8FRHvL2+1b9+3bR7FYnDPFfCWIEvqFUCqVePbZZ/F9/5JS7O24nJS7KzGMjIzw4he/mJ6eHkYnygyOFpm0w1E8YQjcaWrqgak0NpSJgDxfhKlzjYlgnR0pAtsrjkmrShMl1YOAEydPUCqV2Lp1K+ls1kR0mBq1UhKkeZAK4chPkM+bSFKKFQRKMVUsUiqVGDx3jkplhmw2Y6LMfJ5c1gyOMM5ztLVqGXGbFqZdS3qRliiB8Y+XoALCFrdq2/foW8c5hbZGNSI8T0fGjgRNe1a0HQvbjmUeyibtLCxxhJvBBLGCRotiW4cReLhNHVHjaxWqxwUiVGJ7tl4MpixSt5Z6HekO0ukOli1fSj1QzExPUywVGRkbo3/gDH4iYYknTz6XIZVImtq4kO5rRwjVUpPXWoeZjOZRE7rXgfk+lD3RevT83IJI27HEloHcmtjXdrqeFnhS2xq8udDaLgRmp+NFRABnIlVftl1XrUm41yIH7dnuA4EHSiDx8bS07YmimRoXptvClSOEPT4tNB3pDjrSHSxdYiL46RlTf5+ammRw4CwJX0YIPksqmQIR2HNz94PAk635BaOQDwiQdiFg0u+CACX80Ca4URekEhLww6yPVhpfKEQ01tASibL37GYQF/baWCiUSiWABRv1/Ku/+qv81V/9FV/+8pfJ5/MMDg4CUCgUSKfTlEol3vve9/LTP/3TrFy5kpMnT/LOd76TJUuW8PDDD1/RvmNCX2QopWg0Gnz/+99n69atdHV1IYRgdHSUvXv30tXVxe7duxd8UpMj9AsNaOnv7+fgwYOsX7+ezZs3X1Gv6KVG6G4hkUgkuOue+5icrnP8UD+NuhEI+pZdNCY6q0UiRqRA+iIkc62xKm9lZpALo1oWNgVtanMmypwqlTl+/ASJRIKtO3bQkUoSaEMIwhN4SjaNY7QyIjoAdOilHijTCtfd00VPdwGEoFqrM1WcolgsMXLyFEGgyHdmyWRNFJRJp+0gE+cOZ2u7yijO213TNOAnPOOXjolAw6hNmNY61zvvFgONdtL3zfYFIqyfu22bWrQgdFoRuuUamwd4a/3cRfpgYqswrS0FFXS4KHJZhFnKdivMc783kaAIywNJzyORz9OZy5n6e6NBedqQz/DQOU73VUimO8jn8kb8lcshPc/U9F2Zw96LgVJhTV4gbGRponINSEuWDR20pHR9uygxBN1svWu5tjalXg8XsObzCdsVIV3twQr1tE1pm8WWMlqHFuI2ZK5o34cRyrm0eOCMb0RA2JSgI+p4e3NoZUoISgtEWNM2pC8QZLOdZDOdLNMKgWJ6ukipXGJsfIz+/n7SCZ98ZzOC9z0fT7Yt1rUpA0RXQlprQygiIPyNFd4JTxKIwJ2uPTdlfI8EoE0y36yXViDl5U9NvFRMT08DLFiE/vGPfxyAhx56qOX1T3/607zlLW/B8zz27dvHX/7lXzIxMcHKlSt5yUtewuc///krXlTEhL5IiPaWO//xIAhw9q0nT55k27ZtrF27dkFS7O1wqd65SDYaGV+p+M7hUgh9YGCA/fv307V0BenCUp7rG7H1NWl6vgMdmo2YKNOSqSUBZ4/aiIjdvISrHYswAtIahDaiL60VY8NjnOrrY/nypaxbs8awqDYRqraKcoRRmDfV4CKMgJ24TNhedd8TBPYhLX2Pru5uunu68aRgplKlVCpSnCoyNHQOKSDXWSCTNSK7ZDIBmOyDIWfCxYhJY2pr2Woi7kArG1VHojphhXTWAjbscXffs+2rdlPcws/T+vnAEqxvry/a1HqD9me4aG1lA6P+rytlHfLMIkVIEzm6mrKyXQEN1WwVU1o3U/GRAmpoboPxyS90dtLbVUAjaDSMwG6qWGTwzBn6GnXS2QzZbI5cPk82a7oSHDGGk+havAUs14a+8sY731i6moVFU9YFCDVn3XuW6t0Tra9phS8k9agoTml7ve0oXVuHd6l36dQAtvaPdbpz6XiJQkeJVdtFBEHba60LAbQ2ffDuPGwWIyEloMjkTFfHsmUglGJ6ukyxWOTcuTFOnOwn29FBZ94soHK5LNKT+AI0NadcMAtQIYiq3MEKK1UDIZvKbU94CPs+9+gz5bEGkEN4W7iaKJfLpFKpBZuOd7FMZTqd5oknnliQfbUjJvRFQLvwzY3yq1QqPPXUU9RqNe6///4FS/GcD3ORbLFY5NlnnyWZTLJr164rFt85zCflHgQB+w48x+GT/fSsWEOQ6qRUqdmFh0baVptAgNTKRNfaJNOlENQbJpoyrTc2opYyjFS1IGxZc0Slbc/tmYEzjI2OsnnzLXQVuiy5RL8fiVKBIWrhTGds/b1F2Gauq/SxRGhV6BokZvEQmrH09NLTuwSEplgqUyqVmJwYZ/DsGZLJJLlcnmw+RzaTM4p2zMLBEYNCm9Y73ywqtGh6qJtUdsSJzRKW70k7a90eK/bctAo/r1yU7DUHrzijGU+01Y6tAC0M5qXLAZv9tafyNZj9R170Ik5tLZG+sJpoYTjdk8LoCSLr29BURgjwPHKFAl1dXdS1olarUiqVKZWKjI2NogNFtjNHZz5vFk2pVOiIJ0L9gTFkCaJiUQHKmcZEIn1PiLDP3FxLLMFG2tCw5KubrX6uth5Nnwvtrn3z2mqM70AQFQFqbP2+tczh41oefZN+t4p+k3j33EdJCAjaSDUhZSvpA0lp2tii37OHBE+Ry2fJ5a1ATClKpQnTIjc4QLVaJduRobOzg2wuRy5jCN7DR+kGQiRtGcRmX3SDQJl0u9bS9vW31tIFCaAOwkd6t7NQhjbzRalUmpeX/o2AmNAXGOfrLQ+CgIMHD7Jy5Uruueeeq+KcFJ24prWmv7+fQ4cOsWHDBjZt2rSgdowXi9AHRsb45g9+yEwtYOPGTSQSyaZa19mfWuI2lqWGHcywDgyBW6Gb79t9SVomgZko1RG56f2uVmscO3oMKQTbduwgmUyZOqqtI5uvx7qFYYgnkM5hzT5URTNKd0Iy7INb66bQyqVgjQNbMz2tEeRzRjgnV6xAacXklKm/D5w9S7VaJZ/NkM3n6Mx3ksnYh4ur9wYK7YhUNxcr0PRMd+10WjuluyFG4YmmaM5uz5dmaIkRTLrzMserrMbDLc5M33eEXJRV2gcuVW9IzrddBKH7miuXCFr6y81GZ5cHjGGOi5ktodpafUJ6NoWrkRrqGIJOpVKkUimWhwI7I/4an5zi7MBZ8GWYNs7lc6STSWNIg0BaQkxYnwKnk1AYcZ9oU6RLTB09tMulqTR3dXl3jXxpJ83Z64qtZxtbFi/UOYS1dQcXXbfV4F10bfQSZiGZEHM41AlhMwI2wyCMg5ypW/vYyhM+ptlP4Nnv2XSGoNvV6x7CU3QVuugqdJmvvx5QLo9TKpXo7++nUW+Qy+TozHeY0lImbTJt2kML057WUAHaE2gkSjTMN2D/roRtZUP4JOStCHF5Gp4rwWIo3K8VYkJfIJyvt9z5oM/MzLBmzRpuvfXWq3ZMjmQbjQYHDhxgdHSUu+66i97e3gXf11wReiMIGJwscfjEaQ4dOUp3Ty+3bFlt0msCa4ZiJ2N5AhWYdi7fjs90Aivft8RoA0PTumNTwtKkku28FVxGuqE0xakpTp06QWehi7Vr15Dw/IiQStAIbJo98lT0fTNpzS0O0NqOTo3WUR3Z2fq8MClDYQlXCzeXvK31yDf1c0949PZ00dPdZRYC9RoTluCHR06ilKKzM09HJmMiY+l820VojiJ1c8qZ9IzQL3r1w0jc/tvmbU2mI5J+Vkrj+/bcIjziZribyNl83on2grbv2ZNmDpqiSdRGWBa5VkJYL3MNmH9rbEYlUqu3c1JASmrtanmv2cPtLFQ9WxNPeBI/kyWXybBy2XLqqkF5eppSydSGz545g5f0yefzZHM5ao3ALjYCoqdj2httyh8zwCY0XMEaqth71pNiVurdl8J4+9v7VWFq3I22KDzsUbc/SyExMgdtbVkJsz5amO9bK5OV8kWbJzymvKHa093Y1yLn5+OZCF5H3+cRqAbY/RoJnsQoCBL2FdMVkUhAd1cPXV3dgKZeazBdnqBUKjEyOoJSilw2RyFnjG7S6bTp7BASSaMlMjd/hwFaKHy5ASkX/rk0HzhCjyP0GMDsFLsjcyf8cpN/FjvF3g4pJaVSiX379pFOp9m9e/cVuRBdbF8uQp+aqTA4WWJ4ssTJU32Mjo2xfsN6erq6bGZChxFu6PImrD2rMvGE4RCXXjbPH/NWZfrKtZneJTCRdOvjTTM0dI7Bc4OsW7uO3t5e4w+uTao0fLiKpp+3wAjpatbSVQU2BS0FWjZr2C6iF1LTaDR92MGSgY2gpDRTtsI0rzYCIG0JwYjOnMAuQW9vL0uX9CKFYHp6hmK5ZC0jNYcPH6Gr0Ek6a4RKTkAppbSpb90coapNpN2wpkKtUXkkMhbWXMQWF3xbulBqtjMcWtuoM1IftNGf9tzAFIHvsh6I1rYtMXcPuycFymYijEjeeqzZFLxvBWVBYCevRbbpNAHRyWvuPBta2fY3Y43qSxHapxZLRUbOnWNmpoL0BANnB6zBTY6E56GF1W1o4ydvRHu2Im33YerexohH0Lx/XMLLE2ZRqLXCF8wi/aQQBC3tWmYb4Wv2Giesa53bb6A1HcKzEbe010rgY7M1YepdmQWAmMNMpq2vXFjitqkEs0BEoKm1/E2ZWNodoQxfTSY9Uqnl9PSsAK2pzFSZnp6kVCpy7tyoyX1pxXSpxExHgo6OjnDxL+2+pejFkxu5Vogj9BghlFLUarVZveVOQb5u3Tq2bNnCnj17Lqg4X2i4jMHBgwe55ZZbwv7uxYLSmtGZKs+cGmCqUqNWq3Li+AmUVtx66w46UmmEMPXVaHznhRaqztHM9NsGWlvBl7En9YQhcKPcNSnSuhPFWWL2pKTRqHPs2AlmKhU2b9lKJpOxHup2kIp0NXIzjMUI3MwjUimX1pR2X+ZZKqVxoVMosyBQdmKbICRmqyULe91d3RYRsWG1dUXTWmcfntYmFkzWoK4UiY4UPR0purp7eO7APtasXU1lpsLY2Chn+vtJppIUOgt0WEGY5xliNgTZzAw4ISGuBGFTylrbdLZVyod1YyEQtode0hS3CSsYk/a8NBHFuv0OXBuYErp5PrgUvG6t/2sT7gfWGx/sdQYaNN33wJKnRyjcC8sDwkXM5ntSSpHwvVnpfc+VDKQkk8+TyedZvVrQf3aAYrFI0Ag4038G1WjY+e/OfMWOL40OZKGZGVCYzIzGxLG+ELMWHK4NTdiWLiFcd4CyEXDzvNuXpAkhZkXcQgGe7W6wn/a1pNEW+Uqb2jZtYOZiSS0RBCCcDY/53qVUtlOieX7SlkqaJ+MU7ZGXtMaMCFC2HGL+S2eSpDM99C7pQaOZmZnh5LGTlGZmGDkyged55HJ5OnN5CvksHak8CW/nNY2OS6XSorjEXQvEhH6ZcITpVOyOzOv1OgcOHGBsbIwXv/jFLFmyBGitZy823DHUajU2bdrE5s2bF21fpWqVs5NFTo+Oc3amxspqlVKxyKmTJ+gudLF2/Xq0jqQcTRBrSEhrE7VGrVmlaKaItYncldI0tHk4IzTKqoxdShxbj5ssFTl27DiZTIbtO7aTSPjG39ul4rWwtV9lIlJrCeqIT5qwFQWzzV7swBIV1quxUbuZ/20VUvYcmm1dwn1WmZSlFoJa28IuFPDRFKChNJ5vsuDpTIZ8ocBSloNSTJVKTBWnGB8YoN6ok7P979lcno4OW4MUWIFdG2njav4mVY+tZ2qtQ8U+WBMUbUWB7c5tUtrSgQiZ1dXQo5PTnJo82jUAdjFg+/O9iLJei2jHgVGTNyLHbsX8TUKNHpO9huFQF7sQMWYutKT6GzbbkkwmWbN2LR6CmZqpvxdLJc4ODyG0Jmd9B3K5HOlUB76tt5tjsF+4cscTJfPWIS0mw6RJIuese5t+dLM9iQiFgs721Z0PKBvVGpicTDuZC6Tzoqc5qEaLRkuWAbDZA3tXaGmNgZyq3s5A0NoeRdhfZo5bOlV6E6YO38wACAS5dB7f16xetZp0Os30zDTlqWkmJoYYGJiB+g66CkfD2eWLlUG8EKanp887RfJGQ0zolwFXl25PsU9MTLBnzx4ymcys9LaU8qpE6G5KmYk28ouSSlJaM1wsMzBVZLJSBXTY3jU4cIah4WHWr19PobuHAJtOF81HUaB0i5hNSEvWlpwbjUiEoLWtazuFsWmVCrQ2vcbSpD5HhocZGDjDqpUrWb58uXExU7qlXozQth/bHInUhiQCbN+ugIZdRDTb5AzBBK7lSrt0sdE8B7pp7OIsPhuBpiF0C4lKG9E6UxmX8gdhroUgJENfSEuuOvysL62hiScpFAp0FozpRqNeN6NMi0UGh4YByGSzdBfy5POdZkqdbc9zVzyccmb/x9m3mqDTCvqEaEbBiObMd9FMpwcQOrLVI1Gd83wPB8/Ya6it2KxhTWVMlsR8J63mNcbfXGllCT+iobAZFUdiAqxS3Hw4sJc94bWJ+bC1Z22ur0TgC0lSSJRQdKQ6SKVS9Pb2IhFMV6YpFosUi0UGzw6aASm5HNnOHLlsjmQygRPFOaJ0JQNXC/fxwmjaFzRr5hYJ0W4Fawf46NYat+lrD2gojRImS+XZZQrSD21cTenCrppp3nvOUz0KU85odcLzZGSAC/beEB5B1LcdgadNT7nQtr4umgsOjY81IkYoELKOsqOFhRTksnk6sxmgl4TYQmkqzfj4OKdPn+a5554jk8mE5N7d3b3g/hxzoVwuxxH6CxHtveUi8sA/ceIER48eZdOmTWzcuHFWCmmxI3StNadOneL5558Pj+Gpp55a0H1O1+ucnSoyWCxRDwJ8awCjlWKm0QChGZucZOv27WQzmVCprVRzApizK/U8m6a2vzO13eZT2pPWOc226xjidalhaS1RQWvF6dOnmJiY5JZbbqG7UDALBq1tJqCpTm8oWnrXATz7F6DBquhtJChNTBJdhBlhl+2tRplUtl0QeJJwcIqQ2BYwGar4AtzIDo0OmsNQDBPY9rJIC174vdr/DdAt1rWuvu97HXR0pFiyZAmBUlQrM0wVi4xOTNJ3ZgDf98nncnQVTIo+mUjY4SOEC5CoyM20UrX1u2NT9HYhEA5lscTRCBcuIrxO9bb2s3AeuiVU4T4ujGGKU2CjrY1ruzLfKfvdNdCGoLUjT1tGQUUWDeFJaTMAxW5TaaMlMIuTZjQrwm1qcpks+YxZDDdUwMyMmU8+OjpKf38/qUSSzs5mBG/+vjW+N1vVb/rtTY1GimYNHjSecN4Bzje/EfW5MTaqwiwmVSguEzjzFvfdCSsgbbbKNTMndkkRfh02v4RL9oMhbt1WXzcLktn+7oiGXXu7fZusQGvN3UNKRQNJTQm0SKLtAkALSUIuJeWvIdVLKNKt1+tMTEwwPj7OiRMn2L9/P/l8PiT3QqGwYL3iUcQp9xcgovatQEjm1WqVffv2US6Xuffee+nq6prz81LK8LMLjXq9zv79+5mcnGyxkF2IkaZaa0ampxkoFpmoVEwqGSwJGzFTqVzk6NHjaGDbti0kEkmb/jTv0zYScZFp2PojTNJORHrOsXXGurIuUmEe26X5bBpYKUqVCsePHcfzPW67bSeen0ALoyYnMGlbiQgFceaauAeq2XIjCM0o0VqhhLU2FUbV7Vthm1baCrtaoyzPN8YkrpQA1kjFpoWjPdmOhB3cvHXTE9468tT9XspmBsNxbHjsUWc5bYxlUpkMy7NZVlq9QqlcpFwqc/bcOWYqM6Q70uTyObo6O0ll0s3WRWHT/faLcQSudcQAxn0dNrWtItVcq4IwRieCcHESaNuTHc4f1+Go09DMx25AWNGiKT149jsxGZPAZRXcdZfMsqRtRuuu572pcVCW9I2GwOy/LkwJpLlNc5+aW8XeL1ZLkM5mSWezrECgA8V02XYlDA5xutpHR0cHhc48mXyWTCYTlmXMuQfhMSpt9tPQjeb1xGoBXFpbN62ApfUbkAITkCNouiSEm7Xn2GZ2I4zBTBA5HzMeNpoBkHjCmN0I/KboU2szRhW34FA2AzH7GeYmw0WPxxy3ra/bjIzpHggQIk/Km10GTCQSLF26NDS6qlarjI+PMz4+zuHDh6lWq3R2drYQ/EK03saiuBcYor3lZtCGuYlGRkbYu3cvPT097Nq164LpIc/zqNVq5/395WJiYoJnn32WfD7Prl27TIrV4krS/NVGg4FSkXPlEo2GFTwpjbLimITnoVTA4OAgg2cHWblqFX2nTxNoTVKah46L2IQ06W+lVViHdBkOP7RC1WH6vIGxuHQxhVGFN01UtBDUG3WOHD7EsqVLWL1qjTk+3Uxbe1LYARa23Uq5diJDvqHNqSVuKQRCe1RUEA70CFPgtm9ba5eyb87fDkegNjdnSgRWFOeEYErPYSGKrSHbdLofWfAIaUR8TpkubAbD96yda0jAWJEZYQQaaGNw43vSuIDl8ixdsQIVBOEUrr7TfdQbDVOfz3fS1ZlHp1I2q+IMd+w9ZKNyl8gVwgoM29K4SrS67GncjHBX2za5WWGzLcqlirGLIWlT/yHL2zq6W4zZlLbblIdRkgeW0Nx1Do/H7rfWpgFw4099IfGRYUTsvAjcmRkdhJ51nr4vyRY6yRY6WQ7UazWq09NMFKcY6etHBQHZTIZC3gyZyaTThO4zille714kUnbH4Q442uNuJuJ5poylZXgtjMGgDqe/aa3P09om0G2E7BzaXPaIsOzSquxHWytmYUhfWK1DWFQQViNiHfKcmt4JNBOeDwRIfDL+DoS4OBGnUilWrFjBihUrAJiZmQkJfmBggEajQaFQoLu7m56eHnK53GUR/PT09BUPRbleEBP6BXC+3nKlFM8//zx9fX3s2LGD1atXX1SludA19OiUti1btrBhw4ZZxxA1CJkvxmZmOFOaYrJSmTUfW/oCT5sIvVqrcvzkSarVKpu2bSGbyTBwpr/ZQ650GDE0U+y2m1c1yVcIFzWY1bwTTKnms948wMIIXzE1OU5lZob1GzfS1d0dPqI8Kayq14jgXI+5i1B8zzPRmyCcHR5orD+7sj9rawzjFm4mJWweZpqGcrVG473u3NWc2515T6Tli1ZRXDiT3J6fmSTXuiAI6+3CzJT2rIc8RPze7QPet+81UVEz8zDL5hVIJH06u7rIdxVYoU0EVC6XmCkVOTo8hJTCmINkjdtaIplsutbpZqtdNJMghVk4SazuANOVIIRZkLnI3i7FSAjZMg9cYnv4IexBNws81Ta5zdrFeqbLIMqxoT+7aJZXzP3Tnnpv1taV1qHpjS9mzzd3LX3SEb5Ni0vR1AC4LzKTSpFMJsh3FQBNtVajYqebDQ6fQ2tNLpejkM+TzWVI29Yt1+7mvnl37mb/rUI7w5nOIdCWbjAOcmG0H14PYzkrdHPioDkb19rm2tNAMPuZ5LUtYrQ29X5ti17ukeAJr6nEd6+RINB1EAlTzlENVOCbSW5IMv52pLg8d8p0Ok06nWbVqlVorZmeng4Jvq+vD611S/19vr3lcQ39BYDz9ZZPT0+HLWgPPPDAvG+EhayhR6e03XfffRdM889nn7UgYHC6xGC5SLkWmVcssJGyDN+nEJTKJY4fP0E+m+W2nTtI+D61QBEIqAYBIqHApomFJe5QiGW360tH7yJMx7oarWsDC8/DRsvT1QqnT55kplqhI5uht7fHPgZ1WIuvR2q/RoxnyVY31dou6jG91yYe8zyJFJpG4NT0Iox47UGY2rEtCziYZCRGK2CJuem+Zt7cUK4+qptObLh/Nx/s7hqEJitYFbJo1krDvnm32ImaxGhtR5q21f6lE6lhSwHm/s6kO8ikO1BLelHKtBgVi0UmJ8c5faafjlSSzs5O43KXzSFntYWZHvu6VtTtuSk0nouiESRsRkTb2nZrf7ohnEY0nW8vr3SpdztVzaSqmVWWcK5szUjSLDyEdNfMqeib6n5f2Ln1oj0lbtBMf5vthWQVMcARWljBmfnbCFsh0WRTHaRTSbp7m61bM6UyE1MTDAyewfM88jljT5vPZ2Zl9lzdW1pXOWG/N60UUnjN7Nb5zGR04DL3BCjbV66I3ComAy60aQN1dXltx7IKl/pX4fVqj+w94dHe025kr3UrjlR2YR+ANO2gabkGX3azEBBCkM1myWazrFmzBq21cQkcH2dsbIzjx48jpWwh+LAVsQ3lcvmqe4QsFmJCnwNz9ZYDnD17lgMHDrBq1Sq2bdt2SfatCxWhj4+Ps2fPHjo7Oy86pe1i+5ysVRgoTTE4XW4xDPHcHzimrazmHm4ChoeGODswwKqVq1i2fDlKa2MYIkwrmmdTwUK3jQx1RGQfuHVl+31wRGWHeQhX145Aa2amyxw/dpzOzk56ensZHhmxvcmWxARIlJ1aZb5Dz0bGoXmNjSJdqrrheqftPiTN6Fvg0uVNoqw7dbU9OJOql2FkJbQOSdmTZqa68zx3Eb8hdmXTzc32qzDyw9Z97fUy5jPg21ut5VjCi2tT9+ZCW095c6BhZD+rDa+phfAx5CazGTrzOePCFyjK5RKlYonBwUHKlQqZTIZcNmtJPosQMuxvd9+xbzMDLXXoSLRsau2GZI2gFNxcdXdNtTDXyCZzQJvSTC1yztJmRsAN4tHNBQ26hby0xnrUNz8faEVCeDR0EEbhwpYEwGkZnVzOiR5bF0/huNNoOt/qRQTNkb+dmTyFbI7ly5cRBAHlmTKlYpGx0RH6z0xbX/8c+VyOQj6Hijj7oZuiurq2KnckSTy0TWGHt4HWCKmiCZ9Q29Cep4sq37XWtpe+vb4u8IRHoBsI4TVLaNre8cK34bqy188Z1LgLbzItUgpSXi8Zfy2LBSEE+XyefD7PunXrUEoxNTXF+Pg4586d48iRIySTyZDce3p6wi6kq1FD/9jHPsaHPvQhzp49y6233sqHP/xhfvRHf3TB9xMTegTn6y13Bi2Dg4PcfvvtLF++/JK3faURulPSHzt2jC1btrB+/fp5pfnb99lQinMzJc6UpyjVa/Z9to6nbauUaFpiCiGMR3Qj4Pix41QqM2zeusXMEEeHQqrARsgKHaYkPVvzdA9aTbNlSnrNWdNuMRHWOoVLxZoofmDwHGcGBli9eg1LlixhfHwchCbh6tO4h5II672EvuTCtqeZJKMQkdni0f1IQRCosH7uFjMhqdNaP5fC1LJbIlbRFO6ZtLc1p7FtcIFWsxZOxpvbHL8b/GFqkkaAF2hr1GKJ0xG0y1pgj99E87qZD8XYobqhK0I3W8ekJ2eVBTzr6xoosxjxfZ+OQhe9XWaQTa1uJp2VSiVO9Z0iCAIyloRy+byJHsFmOywrY/ZnIkUdXhdTKmhblNCmnpfmXtRazVat23Nud4lzQj1h/+1WX05EGSUbKSAQRlvuasU+hENs3HZd2cOQm3nRaEFEeE4OfuQ4tV1UGOObyDulJJvNU8jmwT5byqUSxWKR4cFznO47QTqdIZc3I2IL2XyzHGDvO6+FeN1i1dS9nahRaJMdk0YZaBfS5l40SffZLnKz6utI0GaQirbnZBY9yvoDNN/pKdBShJkLYY9J6RpCd5Dzr+4ENSklXV1ddHV1sXHjRoIgYHJykvHxcc6cOcPBgwd55zvfyY4dOzh16tSidiB9/vOf5+1vfzsf+9jH2L17N5/4xCd41atexXPPPce6desWdF8xoVucL8VeLBbZs2cPvu+ze/du0unLGx7ged5lR+i1Wo29e/dSLpe57777KBQKl7zPYq3CwHSRczMlY6whpDG/CCNQQyLauon4SOvapZkslzl14gQdHR3svHUnCd+3NXLjtuZLDyE0wjpHuYjLzZJ2KWMvEsE5snXRgSekcZ7SprVMSkGt3uDkqZNMl6fZum0rnba84XzKWwhBuglSTkVvHj+uTu95wnqyW99rrUwGxrYbNQIn1CM0PMGStmslc0TuDFukNLoAjQotU+tqNvG4OqYhnOZ2QFML2knBuYYTkrf5rDnnVmW7JuH5uJYnox2wvete5FgcaZv+ODTaTuDCkhbN7IMwCwyJE+aZzyaTCZb09rC0twetNTOVClOWiM6dO2etSzXDo2PkclkSyaQdPmKNhERzaIuQ2rbsRc/btpVFyFQKYQfGuHYte2mk81Nvvt0TrqdbhPeAsGTezNCYBaKUxhc94UnTY28dABWtmSF3L7RE4TpiL2sXWaE6RCvbBWL+NqRboLWtu5vHqsETZAt5uro6CTDi21KxZKabnRqgT9fJZbLkclljR6ytVWsb5Ky6t8k2Ra1jAessZ1voECAkErsQFI4OlPn+Rdt+tOuwaPvuhESLiLAO5yNfpxFoZG0tUlxbqvE8j56eHnp6egCjH/mN3/gNvvGNb3D27Fne9ra38bGPfYyXvvSlvPSlL+XHfuzH6OzsXJB9/+Ef/iG//Mu/zFvf+lYAPvzhD/PEE0/w8Y9/nA9+8IMLsg+HmNAhjMrb7Vv7+vo4fPjwgkwnu9wWsrGxMfbs2UNXV9dFlfSzIARDtTIzo/0U6xXbF23SiYE26WbXEyxEc9iHizKkgNHhEfr7+1mxciVLly0HgYmMBCSlFxKdwqQDa0qRRJHwjOQG3azzNqywKOHZKU+OhbQOR0j60vSYT89Mc+zYcVKpFNu3byeRSJhoSgVhZORawAxBypaULDZdLbR5qBo3NxFmCDxbIlDY9jCgND3D0LlzZDMZMi2e6SJMFQfuWGnWtRNS2mhPhwYwSqlmfTgSNbtztP+0Zie6KfgK+7ebDGKMayILgsAZ+cjWOj+2XUwbJbmr74YZBe18ygm9xIw1alPQhv1KFLqlPm9MYZqRfbKjgyUdHSxftgy0Ymh4iKGhEcbHRunvP0061UEmn7VzyrN4nhem4d1mjfGf8+23BBTee64nX9tzMDXg0AQHQjc4X4C2i1BH5oT3tJp1DnVlMjGSqLDQkLqr/aMU0ossdCLfnTtGrZu2r/U24pTWg0A26d7ca4Kwxu0QerZjWre6e7pZ0tOL0g2qtap1sCvTUIpjJ46SyzVHxHYkO/Ck/VKRYYuYLyOCNXdvCA8dCuhExEWuPeK20/Ns+5zRSoiwf92YwyqbCZndq26WCGY/GdaRkENcb0ilUrzhDW/g9a9/Pd/85jf5oz/6I+r1Ol//+tf5zd/8TV71qlfxkY985Ir3U6vV+OEPf8hv/dZvtbz+4z/+43z3u9+94u234wVN6O295VH71v379zMxMbFg08kuNULXWnP8+HGOHz/Otm3bWLt27bwUmwDTjRoDM5McmBmmXK2wvt7bStTSeDsjjOuWotlK49naZCNQHD9+gmK5zMYtm8jn8qE9qkRTU7qlJ1tIY3fp2cgg9FkHm152f+iaugrMgyKSfk641LbSDI+McPr0aZYvX87KFSvwrVZB0Ix4A90ct6q0G8MqwrKBZ9u7WlPchhilENTsbHX3oB0fH6e/7xTZXI7RsTH6+/tJpFLkcqZnO53JmPYybKQXCveabnRuYePmmjesNWz4TruImSt97NLmzbq9jUpt25YXWax4no10aSrolVL4vhdG5aHhCCIcuelFWs/Q2jrjtR67HyHt5jWzCuzowgRCAtaAn+pA+j6bNm9Gq4BSuUSpWGZoYIBqrU4mkyZj0/OZdBphdQxmPOtck8Ncq1s0AyJmlTg8YT8fCYOlXRAJhG2hcgsG5yMgwi4DP9K37haVrgfcfK9mUeiJyMLDZkvMaNe2Eag49bhZgDTljYR+78aIxd6L9reediOElU1/mxbZjlQHHakOlvQuZf/eZ1m7dh2VapXxyUnODAyQ9BPk8pnQGTJhjYOUNrPTwS18FEK3FwlmR/Zm0eL+KpoRt9SCoGXYix0OozRCJGwNHRvpm0xJRi6nrvJIOcL1jOnpaVavXs19993H61//esB4eywERkZGCIJgVpl2+fLlDA4OLsg+onjBErrrLXdRs4u+negsn8+ze/fulr7uK8GlROjVapW9e/cyMzPDj/zIj8wr9aO1ZrRWYnBmislahUBr6sL0Jiuh8MJ6nolSlUsjCk1COMI0iuzJcpnjx4+TSia57dadJBIJY7MqRMvD3kX3DaWM05Q0Pb/ORMb1qrrI1tU8hbQuato5lSnqgUmB9/f3MzE+zpZNt9BVKBDo2bOzpSfwhDVviUbLNtoS0qmirbmJbTtzU8hQJnfoYZ5CZ/r7OTc0xNp160O1axAETJfLlKaK9J85Q71eI5PJkrHRUS6baUkbu+yHxPWPm9+5lH3Ck6HOwEXoJipsOpi19G/b94NdKNn7J9rKZSa9WQKyZQjXL+6GsJiFXDNDAi5lbH4ZLjhsrd3NJA8PxJZLWtoXhXXxEy616iJi2wIoPHKdBXKdBWAVql5nYmrKjDIdHQWt7ZzyPJl8hmSqI1TtRxcU0Uhb2Jq1h4gsbF22pJXMzVIysmC0C5Wa7eX3MLqKRFgKMQRo6Ts0BWpeBvPvWttCzMeM/HViR2G/QuFpa08rwu81IWXo4uY0Baas1RbZY7Q2QjpHOOzfkDmKTCZDZ6HAsmXL8DQUy/a62kVoOtVBLp+xE+Sy+L5vzkm71L8IFxTS1jDcQlujTbajLaVvTIDqLdfZnK+yffr2XtEmK9ZAkxKddCbWM6xGLkk8fC0wl8p9oS1n24Mx16mw0HjBEXrUvrU9xe4i4vmKzi4F843QR0dH2bt3L93d3bz4xS++qNVhNahzrjLJucoUFWVX0Lb2l/QkFa2syYSmjgbbyiXDOnIzUtfA+Ngop/tOs3TZcpavXGkiHK3DP/iE7XtujiM1CmklDNm4sm+gLcljW2ekaRUKe9sFtp5sFgpBvWrc5rTm1ltvxU/4xqQEmgI67R7WhpxCwxEpwii3HjhhkOs/t1GvkUvb+qXZUC2oc+LkCarVmrGrTacJGgFaa5LJBL7fSb7QCdr03ZeKJWZKJU4MD4c92+lMlnxnJ+lUEk2zHOGieEcq9UDZB745bleLr+sgvG7msE3oGJIaJu2bACP0oxlpO8KLGupEe9+d171nVdyBdbCLLpACpa3i2drW2kWJs2pVbWQOEPq5R173cZGpIGG/20ApY+OaSNDT20tPby9aa2rVClPFIuNTE/QPDuB7Hp35PIXOHLlcJ17CR9n70WUu3Pk5g5+Ea1ezMP3wIuzTDhchgubIXHfO9i4K0JFt2H56e96eXYxqe880LVXt+QoZehq462AWA65U4bJZIhTrmXp904i1PfUutEBIHQ5zUWhQ1qkvMEUSbbfqYVrzCvkuCvmCWbg2GpSnixRLRQYHB6lWq2TSaQp2yEwmmzEtk0JbHcjszEiDAKGNol0IK6YTCoRHaHijz19LVzTwSNCb3IwQpstmIdzcFgv1ep1qtbpobWtLlizB87xZ0fjQ0NBliasvhhcUoWttekKPHDnCli1b8DwPIQSVSoW9e/dSqVQuSXR2KbhYC5nWmqNHj3Ly5Em2b9/OmjVrzrug0FozWZ/mbGWSsVoJt8T3hEDiXM0IU5QKQ7aeNgTipENmfrft29WaE6dOMTU1xYZbNtLT3R0+qJyoKNDKOkALY/FJU2kduBSuCkz9XBM+EMMHsq0T66iMGBifnODkiRMs6ellzZrV5nuhmTIPXLrVPlR9V9O2C7GWzAHNaWjGucpOQyOahoZqZYajx46RyWTZtn27WXBpY9yh0Fb01px3JVMdZDrSBEt6Q1OLUrHE+MQ4g4MDpJIpcvm8Ifh8DiHMQ9ctSlyqX+IIsUmUgTY2twkvGjkb0pYuDd7mTe5MXho2Ne/a1gJrduNU3dEyADbF7konwlqfNgJXfjAImH1No3Pjm2a5Br7VJqjIZ0SYlVBhO6JZGIJIp1na0cHSpUtRSlEuTzNTLnF2aJiZU32kOjrI5/J0ddr6u+8BTa1Bov162O/U1LEjUaRotrYlhAxr3p4re0TO2aW+55os566xDPdkBHAt+xcmfd3e2ialoKajUbj1i9caKbyQz5VWpjWunSSlh9JBmIkSNqMyO7IH4Xl0dnZTKBh/hlqtynRxilK5yOjpPlQQkMka5Xy2M2P6su0RmHY/83xyxC206Uuvh+fkyg/W198ev/Nb0NQRCHqTm/CEyWya9tHrN0IvlUoAi2Ysk0wmufvuu/l//+//8fDDD4ev/7//9/943etet+D7e8EQuovKG40Gp06dYvPmzQghGB4eZu/evSxdupS77rprUcz/ASsKalqeRuEWFNVqlfvvv/+8q8V60GCoOsG52iTVwNR4jNmJeeiYB4jp+zWuVmaFDa4+qElKD7RrLzO/K8+UOXHiOL70uWPnTvxEgrq1ubU5XaSwYx0R1mAG3BPF+KNLo5xWepbS24iNNEpFoypD9ecGzzJ8bohb1q+ns6vbPFRd/V1rkp6J8u16wJCWMOcjPZPyRDixkg4XEcIJ4IQh5lAhjebcsKnRr1i5guXLVyDALlCgFjgHOyOoUkBCeiihTK+8NZfJZXMUOvMEagWNRsMKl4qMnT2D7jOztXO5PNl8jo6OtOviQgmTkjfXpVlfFzJ63bT1yTc++HWtSAs30KO5UArr37Ze6wkzEtbZ0rr7TGgdeShH6uXCpbebk+VEW4bAQdAUNYavaU3CNws0aevBYMVuQka0BVbwKKwvWbhgEWgh6Sl0Us/nWCbstSyXmSmV6Os/Ta3RIJsx42FzuRy5TCbMDDnrnjD1Hvm7EtroOtpNa0KFujb/9l2znfWLj/5lRgVw5po1HdzcVTDxsqN5gYcOf58QsxcezrRG2zq/SZrpsJRizW3tossSq5DN4xfeLEtXgVm8hFG9/a5TySR+bzedvd02M1JjpjRNqTjBuaFhBJgRsZkMXV1mgly0TOAJiW5TukvrDx+9ptIuMZQQdHtrSMlmidBlQa9XTE9PAyxqH/pv/uZv8sY3vpF77rmHBx54gE9+8pP09fXxtre9bcH3ddMTert9q6uN1Ot1jh07xunTp9m5cyerV69e1ONwN3UQBC2LBucHv2TJkvMuKKbqZYZrE4zVpkwaEhORuR5lgTBkGj7oTerU2C8H+NIkAAPdSrYCmJyY4OSxkyxbvpzlq1aaVJxNkXs2qtHK9AK7z0qPcEhLw7pXBco4xSGa/cSup9lFvIgmidVqdU6eMOnuzdu2kU6nTSrSOosYX+lWMxGn9E56HlLrMPJWESJMer5R3CsdCp+ch7vWmlN9fUxOTLB1y2by+bwZHiI8M3VLm/IAghYxWz0ImtGuJXvfa45O9ZIJEl0FCl1d+FJQnpmhVDQtXWeHzyERdOU7yXYaxzXf3oOuH7sZ1TaHtwhL6m54iDFLcdGpy8hYVbbSINtS6S4jIiV1bVv3Iqp3ISJkZ8/NOYorW0d3JG8sTOx+7PNeaNMlYNrutBUp2uxIWFKwJS7NLB/7QDlHNxGWKaQQdCSTpBMpdHc3K7WiWq3a/vcio8PDBEAulw0JPtPRETrCWZmWoWhvtvYimukwJSPCHn9l1n72uGW4VHDe7uZ6i9Ay1kGbP8iWue0uCjdp9uZkOa2j42yaG/CkF4mO7WIc0ZItaChjZ2yOqSkSdcYts33bW+efCSFId3SQ7kjSs6QLpTWVmRmKxRJTxSJnzw2Q8BLkcznynXkKuRwkCLtEsHqJ9vq6a9zUArJeD4XEipbfX+8p93K5TDqdXtQswhve8AZGR0f57d/+bc6ePcttt93G3//937N+/foF39dNTejn6y0XQvD0008jpWTXrl1XZdKOu2Ec+SilOHr0KKdOnZrTD76hAsbqEwxXx6mpuq2fuYjMEExSeCalrFWLfaUvTY3cFxIdWPtQ1xYjTTxRDwL6TxsB2vrNG+kqFOwD3z14tU3tgpLmYe+7PmttenN96Ry23LhTE9U2dPN3xsjC1SMN0VTKZY4dP046k2XnrTuQ0vSC27gcRxBSmON1HuuebWVqaDPARQgrfLO91w1oVd4LExUKBJVajeePHUVr2Lp9O6lUEueqpoV1yYoQa0uUKq39pTYbbQQBdUe0jlytgQ1AtiNNR6qD3iW9oKEyM8PE1BTDo6P0ne4nlUrSZV2t0tmc9TA39d9AWYtTuwCSmIez6xuvt5C2WcxJSSi4M2lxE/kpmqSmNaHq3pmeRP3Ehd12M3+CnZQG1bCPu9lPji3ruCnw7r5zs8rDljdtXneCPfOSKYVooVvaykIXvEg6OZVKketIo5cuRWtNeWaayakiExMTDA4MIBM++ZyN3vM5Er5vSjzKHbFzIRS2TdMsxDR28SGahK1tBiHh/PgjzBsK6KTTcrihME3TnPDvTzSV824jQjdH87ohM2aSm9lWSwnD2bdGoJX57lS4QHX7Mta1bjljFjSmMCJEs41NRI7FXBNhBHbZLBozene6PE2pXGJ4aJi+0ydJpTrMdc1m6cx3IjwQwg+3pbWyzn6KhOigNzGboG6ElPt8Pd+vBI8++iiPPvroou4DbmJCn6u3HGBgYAA3LOGOO+64aqvHaIReqVTYs2cP9Xp9Vop9OphhtDbKZL1IXbUORPSERuKbSFLrsKYsBCRs4s/VSLVNOSICEhKUtj3UKOrVGsePHQch2bFzB34iYR/gzV5wywnhw69Bs61NCvNQa1gCcG1HQhqxT9ISv81wmweefagODw3T19/PihUrWbZ8ebhfKY1tLLpd7KXwhDA1UBu5SEdKmPKCspGgc3xzCwBXa52amuLkiRN0dXWxfu1ak+4VMvQFdw9IDbZHnnAx4x6BVudkMiJShi1wYb95mzIbmv32uZwZqalYTtAIqEyXmSgWOXXmDPV6nYydzFXId9KRSbeIvZxwsBEp17i6MNosbpz4T2sdtqe5oojrsQfRNJCh+f6GNgKzmmo6rAm3wICWueZu4RG03JfmeNxj3gtJvelUFm2Nc+9RWoWZJiGcEcwcjnD2nnZ6g46ONB3pDGuWL6ehNeWydVkbHuJ03ynSmYydUZ4nm80gpWfaFNs7JbQT/zkDGHOd/ch3Gb5XyKa5TORaO4MjT7jcgAnzVds5mGwH4TVzQ4OM210QvkvgTFp0GIVr6y4o0a4fL4QfSX87tYpENtvLtN2usveM0OFxKkzni0upe1KSz+co5DthRUAjCEJnwLODg/T39dGR6TDZkVyeTDZDQiao08DTSZamNiPFbOK+ESL0m2V0KtyEhB7tLY/atzYaDQ4ePMjQ0BCJRIL169df1RvNjV0dGRnhyJEjLFu2jJ07dxpLWK2YqI8zXp+g3CjjGocMUQvAa6a2bdrOWEB6EcW5VZmb7KsRvgkR/g6tSQqfsYkJjp04QXdPT0R4Z1KD0ip3o3Vu7GJBu9oqkSEPUtsapHHe8qRHTQVGBIR5SEhE2Cf9/KkTlIpFbtm8iUI+b8xD3INcRbZr08MmcjTTvYKwuqmtf7gm4Qm0slkP4UxfTLTtSXMvjAwNcfrMAGvWrLGKU2veooNQ6KUsgSO0tYW17E1zAePS7e4YAq3DsoO79ib7rcPvu+mfbtO3QpBIJUglu8gXCiitw5TyTKnM4NAQQgpbnzdDUXybaneE5kg4NFgRNAnePq7bJ5RpTO23HiFtRDNr4mrdbgHnUsvKZkHCiFJgWx6b18ecl8koKPt5hGiWA2yGxrWXOQEdoln7R1nDGCvocz3a2EzCbDV1M02fyeXI5HKsFCup1+uUS2VKpSID/f00AlN/z+Tz5HM5OtLpsJSgtBNxNredlJ7p+RdhItlmOloJ2jj0eWFWLByza8ta7nsw52J7vQ2fhmeSECJcJIfXEWHb5yLnq93kPDDWOXZ8qW7OA2jCCh1phSei7XF2UYVHgwZS++GxGg29RiHxPOjqKtDVVcAXkkptxhB8sURfXx8qUGSzafL5HBu7dpJIp5gLxh/h+qUZR+iLHaFfLVy/V/oyoJSi0WjMSrFPTU2xZ88ekskku3fv5qmnngrNZK7msQEcPHiQW2+9ldWrV1NVFYYrg4zXxwmsg5MhcT98uIow1W5SaK6n26QtGwgESenjpolpou1aAqlVWCM+0X+K0ZFRNmxYR293L9hoS0pTA3cPqISQNuVsDWCEjbItWSJsKtcwq6mTCm3Hl2pTd7Mzz7WA8sw0J0+cIOH7ZhHj+1bEZQgiHCuqmyliIZr/dmYyGlMbd3VkZ15j+tpd7dnU+lUj4NSpU5TLZbZs2UyX7eVX9toZn+mmOMxdazNW1URRvmy1mG1GsGZfUXW4WzS54S4Ity0V1pCVbh9YgxF8ZdI0lixhlVLMzMyYwR22r1ihOTc0RE93N/l8Dl8akWB7vVzaA3TCrihpN6fdmcd5Qxs/b9er3kyjm220ROUY5bzvyXCGfCjastG1ydQ0acQTjpiIZHmt+5gwWRxt7z0hzN9pszTQtAJ2XQlum8LWIFz3Qyj6s7vx/ASdXV10dnWZv4N6jYmpKcqlMiPnhvCkmdCV68ybezvyEE9IGfokmL8fN6XMdoxErpGUETW83YRHMyviTtup3M2MeHcVzGwEYT+DXbAJADmrwm6FeYFZyAszY6Gl91+bzhbznZvFj7AmNWYx5bXU0sFmJGwUHy5WlCmNhIOYtNmqZ13hkskMvd1purt6QEO9NkOxVEIVfY6cOs7z4kQ49CQ62SwIggXz8lgMxBH6dYhob7n7Q3e95adOneLIkSNs3LiRTZs2mZTlFfiqXw5mZmbYs2cPWmtuv/02ckvTnJp+nunAtEwIIUjgUdcKM+iwgRS+TYkZUjDRtkt7g8RHhW1odjEAeNaONVAa3/NpqIDp2jQnj59AK82O7dtJdqTCvlgToCsrWjIPicDmCNxISO0eSILwoeXLprVrwz6YjfOYssNePBSakbExTp48ydKlS1m1apU5V+tXriKRoavb+84W1lYFFdZWVgWG9E040ZKJwJ69ecgq6tUqx48dx0v47Nyxg2QiMWvymysrRP3Rzb+1UW9LL5J6bpq0ONJ04jjPiQg0YZbAnFTzwWwWKzokddfC53kRUxkMsXXmcnTlcig0tXqD5w4+h0bTP3CGRq1OOpshl8vTmc+Ry2RDdXN0MEtI2pHjccNXXCmhoZvU4exsfc8Lv0uXIVFaW0Oe5vm4zLO7Du7ek5asWosV5lr47lwjL4fKemHvNd3MdgRtaWsjIGxG1C6S963oUuvWWnZCeohkiiVLlrJkyVKUVlSmZyiVioyMjVOZqXC2f4CZUplOa3AjnF0xVlgnmpmRaMtc814SeLrpNyCsw53zQUhIb7aLnBBmHnzkOrhrZ/ICTR2JFE0HRzd+VtgnRPO7ML4Kifbt6qZLnkmF262qgIhoPoQvI+p1e1AC0RwCE37AlMYSHVnWZpexet0taK0pFouzJpv19PQwPT0dTjW7HlEqlW6aWehwExB6u/DNkXmtVmP//v1MTU1x9913h6b8cGWDUi4VQ0ND7Nu3j97lPYwHMwzL45SraQzlmVW9SX027NxhD2UfbObZ0jB1PiFRWlgxkVmpY+vSIMMJZ0ZgYwwqpHkic+jgQbq6ulizdi2e9AzZaiNsCylAm/cbP2xJVQUtqUYpzGLBpaejD1xpXdc8AZ4ykV9D1Tlz5gyjI6Ns2riR7u4uhDKioyi5SmnOTWhNoKJK6CBMJ3tYhztLfgFmUlaAJuU1/eQBJiYnOXXyJEuWLGHtmjVhhsEXZjhLKECLRK3RtLpQggbWICby1PM8cxyBapKYI07fDjERQoSpdxcpt0TTupl6j45pbVYaTLraXR/P9/CEYNWKFWTSaUozJu1ZLJYYHjZtR4XOfDj1rKOjo0nColVV3lAaMx/eRMPOu12D7WKIRMkQep2bBUxrhIrWoXLewS2k67r59A8d5ez1trJ3+zs3E771OhtiaY7SNd+tdSnUbTQkaK2N2+N0JN9i5CK90Fxl2fLlHD5yhEKhExEoTg8OUOurkU6n6cznKOTyZHNZkw2LxMyz/ABoahxcet4eFr4wBRkfacfBummErZ93WZ1AK1dcN/sSZmSqGcNq9Ag+XjhEJnrRol7wDsbdzS71o/exLdOFqXtsm6sIWjIOznGgHa5u74sEK1LrwudtoVCgUCiwYcOGcLLZ2NgY09PTTE1NMTIyEkbwXV1d100afnp6mkwmc60PY8FwfVzVy4SLyp3wwqXQxsbG2Lt3L52dnezatWtWyudqELpSikOHD3Hq7POs3b6UbFfA6QNF6kEeSAMBQgQkhIdWniEpU4UM05KGqF0azrlgOatG97DSQEDCEnugmqn3c8PnUDTYuHYjS3qXgYaaDsKVuMA8pLQlKs+RiTAmF2aYg2tNk6Hoyinem3Vlm/6UkoYI0I0Gx44do9EI2L5jO9mODBpNQxifat+lu3UruYaRGiZSdhOYneVmWPOWZgHg0RQ7aa05e2aA0eFhNm7YQKGr0OyVDxnT9OGb6DKSsrZRlemmtcQcTclLY8PqshNCuNS7RCtlokab7nR2rG50qXEvI1TxR6fNObjZ3i69HYXLkNSVIpVKkenoYPnSpQSBYmZmmkmXnj9zhlQyaYZ25POkMxmSCb+ZYbCqPrfwC1xqG9PrrnXTytdFmbrJv5EI1dSvXXZCCqOfmGucqBltKyLnqm33hcnmtAnJmxPXaFKJAKQdk+tjygjKpsRVpI3ObN1oZtoFcCY7Yfbt9A8AhVyedC7LcqBeq1n/+RLHx04RKEUum7UWtTny9qHvfOaNq5608XJbmjwcytP8EqVdnUghrfud+T8367zleEUzfe+yLw2lQEZGxuIW0fbcbL7KLRwQOpokCo/LEb9zSzRBhSVz3RwlIxHGdEo7+am2PfCmzLc6tR5fzG2PGp1sViwWWbJkCalUivHxcZ5//nkqlQr5fD5MzxcKhWsmnCuXy3GEfq3R3lsetW89duwYJ06cYOvWraxbt25OscNiE3qxPMnTB75FXUxyy4vWk0z5gML3NEI3zENBmQep6WttILSpnRtKN4QstDKiM+m1+GmbwQ3W/Up5BCj7kDKLAR00OHn8FDO1GkILlvQuCWv0Jt3dTBu6piOBQuA1rVEx6T6JNK1fotmK46ISQbMNzjmUVSpV9h08QGdnJ1vXbbDE33Rpc9swymhsNIs9lqagK2n76qMxrOvFltYExvW8V2o1Tpw4Sb1WY8eOHfiplCHPyMQucxu0Puydwllaxbur+yqtUDa6TNj7x9T7m8fpNAYak56N9ngjm1kIdy1DUxrsUJNI1O7GrmpAqQqCCuhpNHW8VD8VVaNRE6Abpi4qFIFqoD1NZ4+guxcajYBqrcpMpca58RqNIUVHKk2qo5NcNofv50h4WaTIACkEHXi+tF7zNI+d5mLN2Iu6hUaA79nhL6FuwHiWG9GW6UBwbYIuMm4d6GKuaS1SHnAq+ajrX1NYaDJu7lope73c1DlhvyMhjPBSerMNcaRoCgOJZpXsQjlhy0oymSSV7KG3p9ek5ysVmw0pMjw4CJ60rXFGYJdIJEwuy+k77N+nMYiZy/ilOe7E/S34wmTCpNXGGB5234eetY32May4TF3kBefT7j4DZtEjlSYQs48LmnoJtygVthWuGaALPOETqAAhfJYml5P25ld3VkqRTCZZtmwZy5YtA4yR1tjYGOPj4wwMDNBoNOjq6goj+Fwud9VEajGhX2Ocr7fctYLVarWLDjRZLEKvBhP0nXuOwyf30tPbzYbVG8LBDQqJiPSuaNFACA9PN9XKmoYhSXy0MoNOECp8EJn0uiF3IaQRb9EATE1YKc1E0bRodeY7Wb9+K3v37QsXAuBatJQdfWrmVTfsH3XDpbkRSO2hRSQ9bh8cvhTWbMLU6euRSKIyM810qcyatWtYunS5Hchiswq2LovWtoUuogB3+7RLi4ZWkUhEhxkLiUnp1rUxXKkrRWV6mmNHj1LI5dm2Y6eJ4Own3eLAt4sDIQWedlGwfdyJZu+6M0VxJBUo1ZJCdtuS6LBlD5wZS0DC86xBS9Pop2G9uKPiOq1qBExBUAJdZroxQ70xDVQQUhtNg2e+30RqCKWrCJEiQOJrRd1OygNNQ5mFhu9BIhWQSkm6u5LUlaBSqRFUT3NupAFoUskkqY4UST9F0pdQ60DIFFKm0ToD5En5BRoqa6+ftjV3mxZW2grbTDpXK3MfmsVmtHbfFB82R5La70RFCATM9qUIWwjD62zHj+IyDPb11vq6EYBqZb3dw158mzK2WYjZ9WJrVaub97cQhEToC498Jks2nWbFkqXUUUyXyxRLJUZHR+nvO00mnSKTz5HPNcfDumlqrivAnJ6OkHn0/ESLSl6hkRpT37YLWZeRcp0iLso3/gmEPeZReFZE15Jmx5SRpJa2bOKsk9VsP3c8lG4VDBudRoASmoJfoCe5hPlirra1jo4OVq1axapVq4y3QLnM+Pg44+PjnDx5Eikl3d3d4X9OYLcYiAn9GkIpRa1Wm9Vb7urUy5Yt4+67775ofcb3/QUjdKXrVBpDlBpnOdn3PGNjY9yyfj09PUvDdLm2LVK+sPavKPuQC0AEJm2mTX1aCfsHKcAXAH74B2/6TE2yXWhjp2pDDwLV4Ny5cwwOnGPt2vUUensIVADC1LN939bOlQaregcsWRoDy8CmUtGE5h6+kGE9VtuFhEtRezY6r9brnDx1kunpaQpdBXqXLsWIguwwFuxDStj0ttCmFY7mA16IpvOdS2crZc7bsxFQLULQvoCxkRHODgywYsVKli5fjrIk5z6PVig1u4btRHGunODQ0AqtrFmG1jbq1mFKPWG90xv2urkhJkJriIilXPscgKRBpT5CwARBMEVDTYOoIYVCa2k944WZaW2UWAg8AjPlE4Uk0AkayugialpawjJbN2lmY0SktURLD7TJ4GSzGUQ2S5eGaqPCTKXO9MwMpfoUeAlSqQTJVIJkImV8xbUiULZlS+TQOofv9ZCQvWiRtvc7NkoGV4T1cZFy09fd3VyBZXpTanC6iHDyutGDtEfVCKstMd+nvdx22I+N0FWzJBD1djdloebwEG3/7er/Qjt9RFQlbwjSpaFdmcZZv/rCoyvfaYagaIXWARNFM+VsYGCAWr1GPp0N57+b8bDm78izlsSO5IXJZM8iUoHRorQb7QgENQKTwREeGoln//ZFeI7aZKuQs0V4OKc3bTNrNjuANJkSm6w3dx1mcIttXsNeCjd9rkN2sDp1aY6aF7N+FUKEZY21a9eilKJoy0hOYJdKpUJy7+npWVDVfLlcbtFX3ei4IQjdpdidit2ReRAEHD58mIGBAXbu3MmqVavmtb2LDUqZD+rBFBV1lmowTKUyzfHjp1Basn37dlIdKZMuRaBJEggTBQsPlKojMakrp3gWwg/T7J5NATdc2w8Nu0pvtqaBiebB1uvqAcdPnGSmUmHzti1kslnz0PVMJV5rhSRh0vlCIwlISI9GoOwwEoUHYR2XMPVnHqzu4aZ0M+oAkz6fnpnm+NHj5NIZli9bRqVWA5rpcYR1tIOWqNaZ4njWZ13r5sPGkEAQ8Y9vTUA6ud65wUE2bd5MobNg0uRhScIcf8OSpWmTMpG5c5sLMw+2bo+NMqtgI8/mXo0g0AgSm3595hylEGH7nCclKqhSC0aoBcMEegrFNK5wAOARmJKBErbP29SvG1qGgkJbKsbTTWGZMjM3zeLILVyw9qkIPJEwizcNwgqejDWuqacKmSSX7UDmcmjMiN6ZSp2pyRm0KpJIJEgkO0ilkiR8jaaER5FG4zR1KRENH63yeF6vIXjZZebDR74zo6XW1r63WXc3PeZN/+/AlmuElKHgzZkVgROZtcKzIrHoL8KpcDR7y92/HZmb7Zlj8aW0SnCzEvClZxesRDJCBkboGFj3ONsKah0QFZKuQjc9XT0IoFatMlksUiwXGRkdRWtFNpuju7OTdDZDKpUK81gewhCpPe6mIU+z3TR6zs6aFldq0oDUs4bIJPDNvAG8lo6Y9lGwZp+trWyhFEGo8Jphm+EkphTiC4+1HeusDmH+CILgkpzipJShwG7jxo0EQcDExATj4+OcPn2a5557jmw2G9bfr1RgF0foVxnn6y0vlUrs2bMHIQS7du26JKWi53mXNcBe6wa1YIhqMECgS2h8xsZG6es7RW9vr7Vv9VHaQ4V/NHUTXSCNqCT8A1U4u0btaoqCULBmSKapRscSuKk3ejby1ZRLZY4eP04mm+HWW3cgZSL0IzeZAY2nzQo8UG4fGnTDirs8hJbWDKb5hy9s/di0m7c6eEkrmBs6N8Tp/jMsW7Gc5ctXcO7cOUCHKW7DZCI0mjHHb1XgypBkXTWbZZzQys1QdxavIbFKYVzunjcWrhs3byKbzYapSyGch3Yz6nPZDWjWsAUSpZo95Ao7oUzrZrrW1m59acx8HGmH34F9EFfrNWpqhGowTKAn0FSQKFxQYrjX0bkyGRgVxk1htC2loqFMOlQre1xCmdna2IWJtfJs2J7huhagTRZB2H0lhNVTCA83elQj8e00ubp9eCdSHSRSaXw0QaCp1CrMVKuUytOgId3h4ydTJFIeCeGhUEgmEGqCGXXU3NGigJRLSchlpotACEt8kRKFvcYJ6YUmR6YLo+nQ54g/2ntujI7MprTQs9Tl7h5tF58lpHFaQ0uUcIs8MUuhrjSRlsjmQsC5xzU9INy2dcuwllAgKiReIkF3bw+9vWbKWbUyQ7FYZGJygtNnzuAnfOORnsuTz+fwEs3HbgPjg9DUdoiWhWzUfwEhbDZiLhFd0Lzu9lZ1A188fLOuM6ss4yTXlsL2mtXA5vVFhHX3Nam1pOSlt59d6XAWz/Po7e2lt7cXMDM4xsfHGRsbCwV2nZ2dYQR/qQK7uWah38i4bgn9Qr3l/f39HDx4kLVr17J169ZLvmEuNeUeqBL14AwNNUygFYoApRT9/acYHx9n0/rN5Lu60JiWGy0CBAof35rAmLq17ymk0kjtWa9uVwNTeMJEVub9VmhmxW8+XihEA43SAZ7wOHt2iDNnB1i+ciXLly+zf6QNfG1JHzPNqq4CExkKM7JRYRzWEE6kZvZvWuMIH1RKQyCUFcbJ0NAmCAJO959mbHycWzbdQldnV+gQZpTNRhXvRlV6WoT2r4FWRkhnHa0StlZtzsw8fF1vrSedst4cbKk4xbFjx+ns6kJUZkgnU2GvtWcjXRdpNS1SNe6Z3+KAZyN3IbAKdvO7kFyQoV2mhxtHKuz9UKPUMNmZuprAk82HqbQtbEoJlLbpTAEJqVHKzYd3Nd6mqryhTZrTx3iza60Q+FQaHjmVIFAyfOD60kT0SQFaGoLH9kNXVAKBMjJyax+TkCa9L+y9prUE7ePJgJoCLb3/n70/jbXsSu/74N9aaw9nvFNVseZisTgVSUlmtyipSQG2BTlSAw4MvEAEK0FsC9AQw+ogkRVEEGQDUguCY1j+ZMBCDBsN5IOB5FNgJwgsW3IQGBq6bXFoTk2y5nm485n3Xmu9H55n7XNuVXGoYhW7Wu4FtMS699yzz9lnn/2s5//8B/JWl6LVlS6tqhhPp0wnY3YGFdZk5GVOt2zh8kLGGQZqfxvLJnX4gKkJxKykqlfJsxWd0Sr8vrgZ0s/UYrGacJZm7XuUB1G80jM1PVq0vE0SuDu16jaxwBegekhRv8lAKBne7CXgpc/eGNOMdgBs1LGKvXsO3nx6WhtTF95ud8hbLdYOHCAEz2Q0Zrg7YP3WLS5dukir1aKn4TIrvT7e3uHbHiO1mSNhcs2pBC7KZlr4AYHGcvbOLtzOu/BkW5umJBE7f186AoiE5j6b3lvaaj9R7Gc5/3hO0ieth+3lnuf5HoLdeDxu5u9XrlzBe8/KykrTwX8awW40Gn3fWOZRr0X7VqAp5nVd884777C+vs7LL7/MgQMHHuj5PwspLsZACDeownUqv6kEHemopuMZZ85eAAunT79IUXalaO/Z1UegUkdmR4gOTC6zTlMLw9vkMjdOszvtDuU2QfMsqPGpFD/HtK44f+Eso9GIZ597ml6vj8UqKUh0r2lGnqsdrJ5IUJg2WinUgcXglKDmIDrfTkUuvRoDYSqSNB8Np184TVGUcuPQGbMNUkBrI3+TCH/iOiXhEslqVLqxBMsLWjFbcB1rYEPg5vXrXL1+nSNHj7L/wAHW19eposeRLRC1EtKRAkh0Y2KCIBHa6UQW0+LmXbcxsgGyiPOdjzTaYB8rqvoas3iLmd9q5psGIfmJ5lnejmSPJ296eY+z4ASVsRYbA8Y4rK3xAVLOmYkWb8DGQIrryC04K0xogUWtPBdBrooonHLn5Jpx1kt+vFqUOGupggqR9MbtTMAaj4+ZbjbnFraltdR5QTsvaMVlIFLPxlSzMduDbaoK8iKjKDNaeUlpHTVQxwnRbTOq/hhbtyncPjJ3HGeXaSb+afatm9K0ROK3IAlTJGlRxtZIG7kHVJ867YUCmFYTKLTwbUpRr87YPUV+US6WVsqST9cszFn5aNE1cV7U74xMtdbR1eCYAxykriRqdzgYcO3SFS76im6nQ7cvj+m0O5qetve9mAjBmjug9mQeI97vkfT53q1LNzGR25JiQMch2HkYjrrDybUWAEfPtTlUPHHXef0sK41KH6Ukrd1u02637yLYbWxscO7cuT0Eu7W1Ndrt9p6//76xzCNei9ry5H8OsL29zZtvvkm73ea1116j1Wo98DE+aYYe4wjvr1CHq8SomeMGIjkhetY31rl48SL79x3k0NHjRJMJK9QAJqiG0xE1o9wYhcCpGwOSNEKLVFrocmpj7mIAy5fVKlQuLl7D0Q5nz56l3ery4gsv4jKnbFeFKI1Yr87frDjPFcbgNaAl7byTQ7qzDqOMdymy2uWiGdv6VJub25w5f4596gOf2QwiVMGTWSdOcUZvxrorTrnei8EbibTmY2j0z4tmM82GIgRsjHx07hzD0Yhnnnu2cUfLjKabxb3RlVaT5oio3jttLBYKiIZI7E0uEza3Ubg1M4461Ayr60zjDeqwqTNG2XmJaZ0nBnHiqvW9xCh8B4F/U6qZUBkjDnFVdWREqpA18L41cV48olWNM9TBMYuOUjcsDouztULb8jpCzAgh0SbVFcwkLkatgHxoIH6PpWoutUhuIBoJ65h5A0YKvSVgTKQsW2RFmxbCAalnM6aTGZvDbXw0lGW+cNlavJkyrK9i6ms4U1K4Q7Sy4xjTFeBgoVZl1u6xml289hMxMc3UpZjPiWMJTbFYgpF3KfKvlAF3t4wNaMYrnoTaGLWWpQkBSmhObuxd8/XkveAXCquLYqyUniuhSlGv98ZhMc9YWV1h39oaPgRmsym7uwMGwwE3b9zCGUN/SYp7t9ejKAtSiuGdnWZm7F2ucw4hvDqTSMPyWo1Z2JinxxpNdUtPm0YNJjKLkcLmnGgd/cQO95NWQhi+qLS1+yHYvf766/ylv/SXHrn16/nz5/nt3/5t/vAP/5Dr169z5MgR/tv/9r/lN37jN/aQ++51jn/v937vvjPTH6uCfq+EtBgj58+f56OPPuLUqVOcOnXqc0sY7oLcYySGW4RwhRg3gGRdupBTHKZcvnSZWxu7nDj5LMsrfSBgmGkvlMuNpzF0UKY1NF846yI+VOQmEsnw0TbFHnT+h2s6hqQRx8jN4datW1y+cplDhw5x6NBBgVmxBLMwV0ssVpMCGh0xmAUoWgqaELFCQ0aSv5cZnbDN00sX9ODylSvcunmbkyeeZGVtRT6v6JtoT9DirxaujTe62rwuNk+CSPimI0sz4PSQWpnu1WzC2TPnyPOcF54/TZZnKu8xDeQqjmtxHteJQO/C2KdhyC/Gr+5h+C+QfKZVzdWr1wjZiKwcENwWmAoZUiQvAOmF0tbN6Hw30+7eh1riWK2h8hkBr3IjOdeFUbJhMDpmMOQEZfdbZWhbjAnEAMZEMhsJUTAAHw0x5oJa4fFR/z+JryzZ9T6g88/k820xpiaEjKSWQDcZNYYYhEFujHTwxgDB4GNGBdqxGZwtyNo5ZbtDjAFfV8xmM0ajKXWYcnP9NkXeIi8zijwnWAj+PMP6AoYl2tlhOtkxMiVsppjY+XdxHtSyuBqtun5uTXKbmRM3ZZwRm3l3ur6bNDV1yEueDumwlmSms3ARkmxsk59BaNz/rN3rM5++V9Ud3bPFSIBQFE6AeE5EJZrJOS7LkrIs2b9/Hw7D7mjA7mDA7c0tLl6+Qpnl9Pt9QqhxmVgtBcRW9m69u2mIbUlyCLopQQhzizn13EP2lqldrcVwqn1UNu0PuBZ5T9+N9XEEuytXrvCP/tE/4u/8nb+DtZb/7X/73zDG8Bf/4l986N36+++/TwiB//V//V955plnePvtt/nFX/xFhsMhv/u7v7vnsd/4xjf46le/2vx7eXn5vo/32BX0RRb7bDbjrbfeYjAY8Morr7C6uvpQjtNA7nEK4ar8L86k+DXQt5e5cnQMRhM+PHcO5wwvvfQcuc4RPQLNAxgqrMnxUQhEsYG8gs7+Mpkre7SYe4wJwjiNaHels3bjCGQ6R/T44Ll48RyD3QEvPPMsnV4f6YSi3sp9083XzeuRWbR1QFMsUmcjoSu5EZ70HCKMjewlsw6iYTSdcu78Oaqq5rkXnqPdauGkVxKS1aJHugUTNcBFO+fF5xb5kCOGQNwDY8pN3VkLXnTJt9bXOX/hAk888QRHDh9WNzVLyn9Ppjz1no2K1TjRNM3cq0WXw+yFM72em93hgDMX/yN1vkn0Y6rdmjwzFGVOWZRkeQtnIHPJqtfqnFvY/yE6rJGRh8UJ29wEohIbI+INX4XEjk8EPCuM9+iolQVmm5mngqgho3DIrNzI52mMJUjVJWBkk2MtNroGzg6pHdZOzeu/jUF9/KUE+piRNlUe2VSIE788v7UizasRM6AUqRujw2U5rawNZshonNPutPHVkNFwzHYVKcucLM8pihYu22RY7zKoz9DODlCY4xTZSgOdR72G7izmuufce60h4Tcx0kjOUm1aJMA1ks+ozHXlW9go15uJ7HHEo3kOdU3c83Od40ejbofyTU8Z63cuZ++Obc1QLoMGqCTKZnrNnW6XTrfLwYMHJWp5OGRnsMv2zgDvPYPRmOXeEv2lHv1uD+uYb1gtd72OzNhGUZJgdqOE1Fph9hR8Y818bHG8fYhutheevt+VAqkel/jURYLd66+/zpUrV/jyl79MVVX89//9f8/Fixf5yle+wq/92q/xX/6X/+VDOeZXv/rVPUX61KlTfOc73+H3fu/37iroKysrHDp06HMd77Eq6LZxB4P19XXeeustVlZW+PEf/3Hy/N42gw+y5gV9F8ItLeZSxAUezQixImK5efs2ly6f58CBgxw8coy5hrxWcDOjjnMyHMbjImAkPGXuuxywNiOGqXZC6M9r6fVMeh6jRVXY8dVkxkdnzuKKjNOnT1PkbTRTDaubAXmmtBmwyrJXpzdjqENNwOsNzM5Z4Caxw5Vog0idnM2oouQhnzt7jqVen+eefhacaSDiKsyd4lK3Lxr22LCH92i9U3cVlbVtNEKycSqLohHGc/XSVTZur/P0U6foLy3JDF4Z1IGk6U8538m3+m6L2ASPi8HL4o01OZrBxI+5uPkeVze+Q6dfstzrYmKJxVJVFZPpmO3dIdHvkOcZZVHQKlpkRQZN75e2T6hszOKUZuesyKScSUx5VT1Hp115UDQh6YGVGqgjkmnMmQUgOCWGzT3BY5TPE6SguYgm5Ckp0CYNskj2bIKvo2BCzjh8sFgLWRRdNwGcE6i/wU1CACyZjdQ+4mxGivDxOlqogiHaSNkuoCxoG4sNNePphLqasrW1SSTgsjaddk6dz3D2Olm9TMsdpZMfEVa2nxPg0vWSGOmLy5o7C7x+7tqYpkItT5E6Wh2/qLIidfswR2oSnH4vqL7ZKCwUTYtsFDMrk+wQ9XO/B1SfUCi/QBJMqJjY57qGVBpjpMwysqU+vaV+c1/sdbvs7O6wfnEd7z3dbpd+v89yr4dpt/Wz0e9UCHhzr/exl1CYdPJpzHCgWGV/sXLX393vSqFSj0tBv3MdOXKEuq75B//gH/D8889z/vx5/uAP/qBh1D+qtb29fU/t+9e+9jV+4Rd+gaeeeoqf//mf55d+6Zfun/D9sF7kw1hi4Rj46KOPuHDhAqdPn17I7H54qynodr/8L9wCfw7isCGn1R4uXDzP1vYGT516iuWlZeS2mWBxL4Uf6bT3QPRa8KVnLqmx+FhjbCTGCkuNUSBXbuaZdum16kiFDLS+sc7lS5e0Sz1BxDY50LLSZiB1+akzmUvfnHGiq8ZAnEPzmQatBIJCmB6bpE4xcuuGMOiPHD7CgSeekA5Zu9E7QzxACnuuc/60y5/Hn2o4Spjrzxs5mXbWJlqGsynnzp2jrmueef452u22kJdwqj1f6DSMMuaVBBgXblBCrBLJWQgaUsOipWhkXG+zPr3A7Z3zjHa3WVlZodVqQ/TE6ITdX2T08mV6fYixpppMGE8Cg9EmBiiKglbZosgzbCaftjXCafBowppxRGpmQaB0G41MpzU9rm5c6wS5CKCsbNkYZATElldgUJ868JgKPNLVm7kPvHTPc/MfIcllROUz+BAw1lF52ZQFDxMkDTuzHh8dQsQUv/TaWHJjmSmEWvsU1BPFlx1DZiLeGEyQ70RmArVxFK0eRatHuy/y03o2ZTwZM9vZwdqMvNgmL27SbZ2h5U7QyY5hNZfcmMThjo3cMY2i7vSNB9le1cwLromm8RCoSRbARolsqlfXp5kjOUZ5H7Yhvs3DYe4u0PKtJfnSIgVaoXpkjCGueSlF7s6NiZmPgBaePo3FEqM9hkheZKyurrCyukKMkel0yu5gwHh3wM0b1zHW0u/J7L3f79MqiuYcpO2EMXuDlebvRF5X15U82X4wEtyd61ET4j7vms1mVFXVyNZOnjzJz//8zz/SY545c4Z/8k/+Cf/4H//jPT//7d/+bX7yJ3+SdrvNH/zBH/Crv/qr3L59m7/39/7efT3/Y1XQR6MRf/Znf0Zd13zlK195ZPrAu1ju9gDYA0R/i+DPMhrf4uzZs2RZxg++9CJZ0VY7RN32G5gbRablsXhljjt8TNCu6tCNI7fihwwQ8RgyrBb2RE6JeEKouHLxMpubu5x66ll6S0s6a1d5m8mEXKfdWrrJpQ690qzniOiYnbK9F4M/Eiwrk8yMKgbqGPAhcOHCWQaDAaeffY5ut0eMUgyTzasxNK53YpOaiRe6FaQgt3NSm8Dk6t/dQL1zf25nHFXwDIdDQQP6PZ585hmCEQavdFPJJENgdzGIERx2cW7ZsJ4V1p5r0ee/n9QbbM4usDvbYGd7i1k1Y9/+J8gzkVGFYNXIxRKNURRDYjNjq8dKK2BMj2oWGE1mDEYjfOWxmaPMWxRlQVFkTSctHbPawGpLmBmvhcJgrHAcvP7OGcMsyHtzRpANZwUBEJ26FJdg1PtdsQEpUA6MIQS5WlJ4jAyAFI2JYJxY7UhBC0rkk/l5HTK9zsQCVIhiadpv8ArVhxDIM0vtheU/C5YQBd5NXABMJGk+TLSUuSPLO7RiT85HNWUymzEabLO7vUmWXSMrv02vPMkT3edwWdl05vMMAGHEzy1lhT/hrL2r4CZ5W5PjbpLOXBQId24JnE2qDDNnzUcaJrzA5fK98lGlmXdB3Io6NQicrNw4fS7ZUHjSd/fujUkT7rLwFN5HygWDZAy0Wy267Q5h/z5CjIxGIwaDARvr61y/coWsLOh1e/T7QhTLXd6QCIWnEZvnSnyYZzpH7ts85uPWw5asPew1HA4BHmhu/pu/+Zv81m/91ic+5lvf+havvPJK8++rV6/y1a9+lZ/5mZ/hF37hF/Y8drFwv/zyywB8/etf/94u6Jubm/R6PV544YVHeiGkgr6ouwTA7ufq1QlnPrrEUyePcfhwX8cAMj30MRKMkNjkz7zOkzOFyYVklAgvjkwKl84qnfWYEBq5WtTu2OD1pp0xGA05e+4s1pacfukFDYGQeVcDTsdaC6UAu3P2qjxnZm0z2zXGMYtB5uZGut3IotZcWPDGGKrJlA/PnMHlOS+8cJpW3lJ9edTiOn8NdfByHP3yL57HOnrtHqXLmVtqLpCWlBAXidy+fZvLly9z+MhhDj5xULojUr8zv+kFZeAnP2pBJ+YFW25WMrt31pAz17gPZ+tsVxcZ+W28D2xu3qJwhv3795M7GZ7UETC+MfHIEDmQDzBTElpErTzzjJXSQWwRg2E4qaiqKbs728ToKfIWRVGQFTllniv5UKRqIch79zEQg5DdcpeSrayqFNSnPRjRoFspwk4tP7NowBpqvyBFEpxVbUeDws4WG7XAy9WvjPh0yWjIiE0ce7mO5VxLAZl5gdyFVxIxFjAZtZdrLlnb+GBw1uGDyk0xoAQ/Y7wEEi2w8PNCzG1Cf4ngA5PZlGoy49bwTW5tvE0rO8Jy5xlWevspymIPDyRZygLNaCfB5knbflfcqX6HQgjN5sqieebM4fbFlfzZYVFNochLFNkXOns26dh3AIr5HtLq/OfJcjXlqAd1oru7g9ZRjNmbS2+NVaKfw1lY6i3R6/U4dvgIs3rWRO1eu36dajql0xZ5XL/fp9NpY4zV+b/o2U91D1O6h2er+rh36IPBAOCB4lO/9rWv8bM/+7Of+JiTJ082/3316lV+4id+gldffZV/9s/+2ac+/1e+8hV2dna4ceMGBw8e/Myv67Eq6MeOHbuvF/+gK20WFneQixr3H/qhv8z+/fsJ4TbeX8DHbSKVFkSAvOmYjQKA1mTSlSvTXVYl0Y0x046llN17rFSrnDYC8oXd2LjJ+fOX2XfgEAePHGpkJ0Ez0Y1xSmxK+ecaKhKlgCfoLhlmpG6ZhZtAUBTBkmwxZG2oHO/AE09w/MgxMHoj15tTWIDqY5DCnEhtQrKDwjmMTx2abDTSjD9TnXkyCaljIITApcuX2N7a5vlnn6Hb7WPt4k0rKhNdFd9K/qmJRCtQZVBY2USUJJc6OumCBtU6u/VFxvUOMcJkOmF7a5N2p81yb4nMRWKocWqZOQuCLuTRg0Xm1xhRJmgNkQ1HwEerLmOOVgu67QJDn+ksMJ3NGE+nVLtDrDUURZteKyfLC6zT2X6QYmeJ+FpY8iEarAkqgRLZmA9QkDp9y0z9BvAGZ7ywtJWolkJlhPwn8/uY2M3IiKVBLACMp1ZinrxTyNS4wCBEvKREAKSbj3OWeURm8DYGnI1UdcDYRLKTAhijoSZHGCdqNxwNyVxInOOsdJydDsQlJrOaabXN9eGfcOVWhzZHWe7vo9vr0u31cc421+OirWxaCSXKbAqPkWtJLKPTVa+pcAsb1TSLNwhBr1r47ugJ2MPCTx4SKYzF2vmYQK7NeQjL/DlkDNB09w1jXwJ5nJVuPuiWN32fjJ3vFBoPBP2uN5sblVBmtmB1eY3V5RVx6Ksrtnd3GQwGnD9/nhgj/W6Xnurfn14+wkr+cBne3wsderfbfaBNx/79+9m//7OF1Fy5coWf+Imf4Id/+If5xje+8ZmO9/rrr9NqtVhZWbmv1/VYFfQvaqWLLPkM7+zs8MYbb9But/nxH/9xylIsDq3dL/8Lt6jrc4S4o89QqQdXSY10zGhSmkB5uXa2ekNVaNPaVABA2gV9nug4f/EKtzbWeerUSZErxIgxiw5xcjOX6FQB6+so9qXRSGBEbnOZcceFDsxGkgZeoF2dMzZmEpFrl69y8/Y6Tz11itWVVSX+CGogUL1qpHXm6JGinJMK9yKRa2+GeHolQgBzWhDBzyo++OgjjBGDmk7ZajT60r3PC0+aCfvEoEenfpFmzpoKeWKzb0032JieYxp2SGldw90ho+E2qyvLtNsdgexrgzHKhUCd7XRCWwdBODCeWZQ5twNNm1PzGk2UlldkmAaDyS29wuFoq9Y4Mp2N2dgdUNeeLM8pixbtwtEqW/hgVDFhyMy8fEYkHtfZZACiP1U/A6Pcbo/4zKf37oxtol6RK4c6JMJdmpUHJeqp1E3PtFE0yGAE4aGmsIIChOjVd8EKVwQxIIlBKJp1tDgnxV3sgg3ROIi1IAYGajIx1sErgmSUgyLvPwZ5NXlekOcFvY7FrHkm1TUG4yFb1/r4WaDb6bK01KPT7VF22o2ne7oGFglzoGMikkudkhiN5uEs7AQSeuWMVS98GqlX+u+7nlufP8S4Z/PsrHTQzrpmM+VjJL+HLC9NsQOLEkxNXpQZEm5hE57ZeexwczyMcnvmGw05Hw6bWfavtdi/dgAIAs8PB+zs7rJzbZ3M7bCrGearq6vNPfDzrM9r+/qo12AwoNvtPnSO1uK6evUqf/kv/2VOnDjB7/7u73Lr1q3md4nR/q//9b/m+vXrvPrqq7Tbbf79v//3/MZv/Aa/9Eu/dN+fw3+WBT1dZHVdc/36db7zne/w1FNP8fTTT9/zw3X2AK44gA+3qOpzhDjWTnwm9dLkCpOlXX6ls75cyTgyM7XWYxQuF4gNZlPPh2c/ACI/+OKL5EXZENUiNSZaJYWZppuPqVs20q0HtVZtPM1R0psSsWKIEE1TiDMt0pPZlHNnzxKBH3jpJbKkJJC2SbCH5DinI4dab8yCS+jvVP7WFPc4fy2ZsZggm4hE6NvY3ub8uXOsra7y5IkTgi7c4eaVClNy6Wqg/iRTU+tWZ1Lwh3xug+kuN6fnmAaBvoXlH9jZ2qaqJ6ztP0CZ5wSF7q2zBDVfMUEA+1mQGaOofpU7QSQ3GXVY9OByFEYIVsEYJb7prTtatS7NKIqasuzT68moYjYNVNMxW+MBgW2KvCQvSrqtHGOdsNWj8DA8UOlMPbdqBKKMc6/FzyqE3fjNJymS8QoDp2taXlv619SLIYyzodFim4jyP2SFmDHxoTFX0ok9IvFMxLUEuhtCyGQwEXXDaq20usZQ+xrrpJBHciUgCu1RLFS9dshqDRxQnX+kKFrEYoJdCZTxCdx0mZ3dIddv3sIAS/0+vV6fpaUe9T0UMXaBde4loIDcSKGNJn23dChh9rLAm1m6bhTSOAkTCV51//cguyVDnLBQvHOTxgOLhDnluLC3yDuj3X1UkyQjm6zMSMaCMylaVjfNe7YmstL8X7478992Ol3anQ4nDh3ldOcww93BQw9Aedwh9y/C9vX3f//3+eijj/joo484duzYnt8l5UKe5/zTf/pP+bt/9+8SQuDUqVN8/etf55d/+Zfv+3j/WRb0JKV499132d3d5Yd/+Ic/U4ReKux1WGdWn8XHHb0HqMWryaUrbdzjKpGwkWvAhmiXIx4TM3a2tjlz7hyr+9c4dvSYzvJq4TYHCCb5MS8EtixozWlm4AFnMjWkUVeo6MHIZiCG+Rww6gZjd3eHC2cv0F9e5ciJ45LkpGXaWmG0J7ZvTRR7yAb+ds2xnHVNilrmLHaBSZxc5moj89zMGK5dv8aVa9c4fuwYBw8c1E4l3DX/dKplrwhKwkvEsqiMe8nQrrVox+C5Nj7LVn0DuTU6MDCrKrY2Nilzy4G1g2S50Rus0UInckKZ63uFs9UKFQ8hudIldCQhpMJGEBRiPot1KMSs2eGVTwQzeVRmHFnbQ1vQlFDXjKczppMRg11P4SwuL+mUJUWZYY2IAK0R+N/EEmPknEXARmH8x2D054CGkmTGMVPCmzPJu9xhicy8BUUDCELdTLGxokqIe2xxfbRgamJwzagnMdzTBiGq26A1gTpaIF9QGUScyTC6eZLvgVwfjpqAJcZcMYRADEkXHciznBgrMWIKU6b2MjG/xdrhpzhx4iXG4zGD3V22tja5eOUyZVGw3O9LlGm3Q5Hne2bpMaRxQZrFyw42ySF9TGjGfEn8q36HYtpYitSsbpzZ0nlYLLMLz5E2FTEdXVZyRszUsiiQLKQXRmVKwhNduTo9LoB9mTENJJ982YW/cg/ZmrEqabU80z1EmRWU2p0//fTTewJQPvjgA6bTKcvLy419ar/f/0yF+nGH3AeDAZ1O55F26D/3cz/Hz/3cz33iY+7Uqn+e9VgV9Ed5YhfX9vZ2YzH72muv3T+sYfeRFfu0sJ/TGXsmM1ajeeXqLrVY8HOT4WuLD3Dl6gVu37rNyZMnWFs7oF2LFJqIIRgxf3HK9JauODHdM8RaVm8bBiG2IaxxaUA0gtWBj7WaushzXb9+nRvXbnLk+DH27dunVqla9BfYuenTkE5h3gVAraSgxLCXJQmfAuomyZiXNgsfPGcunGU0HPLic8/T7fb2wI6pizBI95LIbOnVpBtyadWxLbH7Q+T69Aob1RVk7BGJUTLBx9MZm1sbLHU79HpdwKjZiiP4iLVpghuJMagIMOp598qedmKHGsHZHEh6eylllf69D8IaDsp7kM8Eee9RZ9TWiu48qMO/jWR5znJREHybiGEynTGbTdnY2RU9mYn4yZhgLLhSUBtQEpalQmBqZyTYRTrbANZRBUPy4qsVDc6sdHnOzsllAUNuIzMvMH+IUWN2hRiYNhRBzVDSaCl1pRGovBgq5SYR8HSzoJtbkUsZiMq0NgFrZKYeVOpndSPio8j1ZLyT4etAROyJcxfUCnnC+uw9duvrrOanOHLoMHX0eB8YDoUMdvnqVXw1o93usLwkBb5stbQjvtsvnSiqifRTo6oJyQC4l547advnue8m0pDs5PNQAip3h8nA3MVtsciLYkHRNTOHz51LY7Y7niOR/xag+uSM4JK+HnEjzNUJDuBU9wDd7O57370CUDY2NtjY2ODSpUsATQBK8ke/1737ce/Q/7xFp8JjVtAf9YoxcvHiRT744AOyLOO55577XLOiVNgrv8HEn8OHNGOv1fREMsxFJ50R7RjMjI8++IC6Dpx+4TStsgW6Ww4xU/h8Lm0D1FpVIlNpILSgs8BU4OY316CbikREi8rMnVVTLp6/yHA04dnnn6OlQQXJG9sZo8Yzc4Idd8D70n0saHIXoPGZUQJenGtrnTFMp1M+/OgMWZ7z0gsvYax0Koudd5pbhqjWrEYmtEI/C+oIZpgqAcpYw6Ta5uzoPON6iI1ClJPXE9ke7DIZDtm3skSr3SGGeQBJxJDJ0BYTJOksEc6ke/Qkw9A6pGhJQTZiFEITJOtcsDEjmBqxhUXJc/N5p8FjHZh00zcqAVPCnTURQ4axIkUqyzb9fiB6z9bGBqNZYHu4jbWRVlnQKgvaRUFtZPPijGxMap2HY4Rwl1khJRolzGVOeAHEgA3SoRuQKW2U4h30uWIaOEQPDbwuunMJArLaQYpu3yiRr1LZm8jiYtOR18rcTxa4gWTksjBrjSIns8GL2NMYHZvolWBlHJL65xgNPuxye/oGA/8EK/kpclewtLTE0tISmbWMJlMGg112dwdcv3WbGCO9TgcD1LOKoixIQTuLm1OYQ6IppEg2MlJkbZQMAxYLWYx7bGFTIba6GU/qjSSJc9bcZT5DjM1GYXGWHn1UlGsBqk/qkzvleiRUJe4ZBaTNvrUZT5Q9niiX+Cyr3W5z9OhRjh49Soyx8Ue/desWH374IUVRNMV9dXW18Sj/XujQ/zwlrcF/RgW9qirefvtttre3eeWVV3jnnXfuuet+kJW7NXK31hT2uinsYhqTnK6GI5FJtFo5J06cwNpcJEzGij7dSMiLQG8yG5bOXG82Rme06eZIJCYGPLmA8wvQOgRyJwlXw8GIc+cuULZLnn/xNM45HHO9uJCT0s0hzI1n0vNFJf4wd+RKvYzAhIZMtbaLe/WNrU3Onz/PwQMHOXLkqGqz02tUhzmEsHTnkhufJzcpOlTed+VnbNhrbNY1vbojcLKTguz9jPXtLaqqZv++J2T2F8HZmhghBIGgFUfQ55R8aGM80UMWUZc/6YKjkcIttU6z1FUn4AOSW47RwgrSmwU1R9F3GjK8utw5hPMQsZpfrjf8KF2wS8iOy6hixnJ3mTx3+HrGdDpjOByysblDlhV02zkuz8myHGejwsGymai8xWpEb4YgBSbWSPBLkA0NGROFneU6ShB5UJlipjJM3YwQJXLVpJlzRm5lpFIFo/psMcAhCgckmiRjdBgroxqrCEwgA914eN2kep3KOyLGJe+GCh8yvbgkWjYaj3EwqyN1fYtBvcm+4gSrxXGxXfWeosibYhMjVJMJtzY38MMB777/Pnmes9LvsdRfoqtQcrqurRbFdEGn6zVLBk8Y3faYxhNicU6drljQ5jmGhn/hjCF4VPopc/1g2ONoN19qEnsHIS83ojhx1jbfVWO0Y78H6S6opK5vC052PhtD+85ljGk2TCdPnmz80Tc3N7lw4QLvvPMOvV6PtbU1ptPpF4a6Psj68xadCo9ZQX9UH/7W1hZvvvkmvV6P1157jaIoPlOE6v2uxcI+qi8xC9skY5Lr165x4/ptCJZjx4+JoQhWde17oxtj48/uiDETS1OTtMYKn6vXO0YKb60zbsccPjdKvx2NRty4/QFHDh/hiYOHmhtWSlsrbEYgWbTKe0mOd1JorbyGRgPsFzYeaXYaCEZjR1Uad/XKVW7cusWpk6foLy9rxyIsbWdko2F0DJAym+EOG05jJMBDz8yt6XVuTS4xYZuuaRONGLG4CLNqzNbmFoVzHNi/phwDKdh1sOq65dXzOgA5IYHmUVLyJExSYzpDhrWBdG9MGfEOkWXV+jeiGBBmedTNljXCOo/UYq+qigfJmxer39zoRkJnuD7IpiAyR09lfOMpnCPYjLJs4/2SnLPZlGk1ZTbcwRAo8oKsbFPmGaYhMRlCEBTHmKAbBkBn6rPmO6CSOTVFDVHPiau0sM0T8xpDlAgYTx0EHbBGyHNBu3lxhE9TdtNwLayRc2YRp7sQBJqW16f++Kgcy3vNRDdKKnWSRkcgNxnTqgajskUqbk3Os1vfZCV7mm6+3PiUhyDkNdNuscYqW5tbnD59muFwyGiwy+Vr15heuECn3abf67OyvExH2fOL0LxLG1L9nqQI4Ay5jiXtT35XN+Yze4tr480AC6oXZeGTuCeh+V3mbGPd2zwHcg0H+bLqJy3cFxnBzFPqmo6dSG4cL/QP7VEFfJ616I8O4r62sbHB5uYmt2/fxnvPdDptuvd+v//YFPnvQ+5fwEqEqoexFpPannnmGU6ePNlcTI+ioKeVuzWW3Rozv8n2+CM+PPsmVVVx+vQzvPvud6B2RJsx368rPI0DEmSXaZGuFe6ep7DBHMJL4HxaiSFvMURv2NzeYTKZ8Mwzz6jzXmhsJaPGqVbJRcyov3di3iKdcYips7R7JXHMzTgya/E6L5vNKi5euECoPKdfeIFuqy2z2jRzjcoW0Dm42G1KxwOyYUje8ikNblgPuDA8y9gPcA6iNQpr11hjGU/GbG9t0el0WFmSeTneSkGOyTY0YG2kiiIVLKxI83wAExVij2oXa62YoaAyOz1XybhGlsXaChOTs9gcuBUXPaNwtBS/qHI3YtIYuwYOJ8hM3URNuktmJ0Zc4OQ1GoJVL3sXsa02ZdkmWwrMqorJtGYyGbO7U5E5S1kUZEVBlrcwVoKGBK4Nqh7Q2FAbiDHoz9XlUIt10FS43EEIXp369H0aGUfUOkbw3opUDXHDM1F+X0WrM3JBR3z0hJg15kyQYH8JuGk6UsS1r/IRjKPyTvX5Xjd6Xjpa1GmRDGdg7IeM/dv0/RPsL0/hjGtcB52VbZsz0tmuLi+ztNTnEEKgHOzuMhjscvbcOj4Eemqjury0RKsoZKKEWinrcgnZ0s1MqtGZnee8y0ccWdib7lnOmPmmtnmQ+rzHZFU7L+hmYVOQ1h572ih/bxArYUETIqf7T1C6R3fbL4pC0yAPqUw30O/32djY4Pz585+aT/5Frj9vWejwGBb0h7Vmsxnf/va32d3d5Ud+5EfuEug/yoKe1u5W4O23BqzsO83zL7QJZiZRp8wojcFFp2Yi82S2ZF2jFUDmiAL2yT0+ZgTm0HhauXbqPgYsGcPJmDNnzxB9YLW/xFK/P//6xzQnjXsIb5BMYqww7WNsIHdibDp66cz3zv8kPS7iiJx5/wM6/T7Hnj6hlpzJlMbqjSZBlvOppdi2WpLyKjGsfai5OrnKxuw6IVTkKQVL5+0+ZAx2N5mMh6wsrdBqleKgFwLOCowZk349ypw7TciroL2jkrSEh6AhJsErEiLmKhYnM2mCkiIMuQlS8GLaDFlh2Meg7H+080dywBsSmBy/9gHrlKgXlb8Qhf9QGAQiD3IdpHm70Q7fGENm9QDR4LKSbtYmRok1DdWMyXTGzu6I6Lcpy4Isy2m1W0SX6bxdyIBWP98s6a21aAX1dHfGUHkIOr8W7N0mhTSE2KAYPjgyG6lqKSImwfjWNnwIsYT1+kwOazxVFL28jKesMu1lFKWCOGG94xpvBGOsSPVMBCxON2DC+I9sVdfZ9VscLZ+mna3p64tiUxyNxqKmXINIkQs8v3/fPnyMC+z5ba5dvUqWZ/T6ffq9PstL/Wack6yWF1faQOjpaVbKXZfOfw6T30XQQ3grCWKXECP5ZiYEIM3j03/fy0bWNpr8yFO9NVaK+3dFe9AVQqAsS44dO8axY8f25JNfv36dDz74gFar1XTvq6urDzWE69PWaDT6fkH/Xlibm5u8+eabLC0tNRD7netRFvQYI2fPnuXs2bM8//zzHD9+HGMMU7+F47357N54DF6DXTLNhk4s1iC2skY92I2UUimOGrG6MMcWa1eLjZaNrU3OnD/L/n37KYqC3d1d/Rsh3c2LqSwppk59x9MMT+w7hSU7Z+iK97rOD1WDXAWBaTfWNyAaVp/Yz5FDRxpocRFxCYhkKTdzUxp5/XqDiuI0lxnD1nSXC+NzTP2wIZvVzENOqjqwvnmLUHtW1w6SOav0AnVa0z2RQ8M+KAAvJjvqbocWEHmcVasUxG8dKbZCF/NUAYWJRQbW6LUNxOgIxgvGYsQuVibBnhjVa92JrjtGL/K7Jm7WqHuab5gEk5lFrNmVrWylGInsTGbWiVgnkCpI5yrdrC/adIsWPQw+SGZ5NZuysb4hMbBFmzzPyMs2JkoBrBKCoKx2q+S2OliF6DUYRjPaxXZWkAx5p4bS1uJFr/yMpujEyEzDYSJRYX+Dw8vGBUFQjIaRgGHqfQPvGyPfEqJXi94UUyykxMzW1NEQotUuP1BYiw9jLo3fo5vt52DxNJmTIizMcB0bLHwXcmfT4em023TabQ4efIIYIjsDcVq7fuMGFy5epNtpN0EofXUca4KJ7sFob6RvC3VXsDdLuhi9luW7NtopuQzDnTGyzhhkr7w3tCYF8QDsKzsc76zc9Zoe5bqTFHdnPnld12xtbbGxscG5c+d4++23WVpaarr35eXlR8qSHw6HX4gz6Re5HruC/nkg9xgj586d48yZMzz77LM8+eSTHzuvcc5R1/Xnean3XCnDfTgc8qM/+qN7QupLt0I+PUnfPIO128z8DphMv8S1Mlh15qYdncx8M0Iwe5LWElyfmaRZt8x8zbWrV7l16xanTp5kbWU/N27dUA1r1sDluUnxqnMCnZxzO+8eGqbuvJATky2rwsExIvPjwJWLl1nf3sYb2LdvH9HMby652sWmTgHYYzyDbkzSTdDHwOXhVW5Or2Gsb+bsII8Vn7LAbDikyDKW1vaRW7eHDS+otbwfn4xnjDiYoYQmQY0tVoli0lELvdBrmlniP4eYHOrUcU813MmPOxLJyJj52HRcTs+dRcJk6topmUw/wyjUuhgDzpoGvpaCEkhBmMJvEGZ4YQwmRHyEOpG1okiRjJUhRNANjY+pA81pdTLqsk3oQVV5prMxw/GYsLtF5gqyokNeZBRFrlr7ZFsqbMAYhRwoXvIaFGMiaRo+C5ZMi7lcQ+lzToYsUUiHyHv2USR8tW7koon44Ih4CifjjTR7J0YhIhqjUL3XXHb57hgbmfp0Kwt41XM7DHUU7/iRv83lyYAD5dM4JZDuXTI2qvxCIVaUwBjwNjZkMBCGfCrw589fIEaB55f7S3R6Xdplq/F2SA6Hd0eyCnIx31jIQTND43/gF3r33Lm7WPFRr7+Uu56geUs6r1DajOf7DydB7X7Wp8nWsizbY6E6nU4bedw777xDXdd75HEP29UtWb/+eVqPXUF/0PVJhfReyzn30FjuaW1tbfHGG2+wvLzMa6+9dk/4yDmHiz3WyhNM/BY71RVqtZSNzIucBK+kYJO5qQvMZ9yp4Hjj8VXNmTNnqXzN86dP0261iNTkNgevftb6GnxzHNeYgaS5cApPydWm1SOz21pn5ekmFxBCz2w64+zZswQjFq7vvv0OdiGdIunoI/r6zTxLXW5FRiVscgMbVCPODs4x8LtSLHxU603pd0OoGU8qpuMZZZnRX1tT963EjZbu2xkh+WUquXJWofEonthB7UqtiWAk+EQQjooqwdugci1heefGUntDmvs2MGe02mlKZysceIfY5coYQZLSDJm06QTmdqeQJGzzG7RIzlJBk59ZNSWpoiSum/QXppbfo8YuqIFMVPjfCWnNKwSeF1CWfbnigvjOTyczJjtDQhByXatVkBcFLsuaDQZROmUfpEM3CBRscJQuUPuUBjafFedGFAMayUJEURhrxFoXI8p6HTXM4fTUPEeMyXDGNylmIWZ7DImijzp+sFRR4PncJsKfONVVIeKZcmX8LnbWB52rJ2OmPZ7waWmdTYU45bRjICtKsrVc2fORyWTCcGeXze0tLl29Qp7lknLW77PS6xPzBPGn+FLTeLTvPaZwB+bWrcI7sGFeqBfvWrndm7seFRUzxjBT/ftLSwdl3PUFr/uVrZVlyeHDhzl8+DAxRlFzKMHu3LlzOOea7n11dZVWq/W5Xt/3SXGP6drY2ODNN99kZWXlYwvpnethQu4xRi5cuMCHH374qciAtbY5bsut0HIrTP0229VlpmFH7+h2Dr1hNb0M9PaiwLBA9AHPYLDLuXPn6fd6PPfkM1jr1KjG4G3Eq+FKtgfmVuaxEqSSRaTcQ+TnzkjxiWmwqivZ3I52Rnx07gxLK6scOy5ucxioY01hCly0zBZsWdNmQfzSnWrOg9asyNXRLS6OLyJ2Ikq2ipoxj3ANdgdDpjsj8jIjL1oYnyE+LTpLNh6rcLhN+fRI8bAKDNdRYH+n3XoiKyU9d7r1+SCGK6nITj1YnSkbPQ/OFAitcPGGabHWYyPUPhBN6uM93kv3Kh7+OSaGBnK2Zi5zq6OmyUWFp2MU/+6QptjpnEjyl0VTz2IKPqmbjUzlkYKM0evSQvTCPzdWMt3LjpytumI2q5hMKoa7AzAWVxSUZU6rFFtia2FWN2axFMYrtJtc+ESXbpHoUinUBh+E9Jarras8g11AUwIpZEYIfF6BqppanRCl84z62sVi2GAJXkYR1giZ0wchVgZQ2Z3FmUgVLNOwwTCbsDM7TifvNx7v2YL8C/a6w6XveR01Yz4mqaIQLWyrQ6fdYT9PEEJgOByyu7vLrRs3uHThAu1OpyHYddptysw1jJkkJ2uOeUeR9z4oohZlPAKazqgoWdKU6soX4PrnlvbTzR9egtr9rM9jLGOModeT2NcTJ04QQmB7e5vNzU2uXLnCe++9R6fTabr3B7Gn/b5s7TFbi7Pq5557jhMnTnxmSMY5x3Q6/dyv4U59++rq6qce905koHTLPOGWmfptNqtrjH3SsWv8hxpr1MFjbK43ACn56zfXuXzlCkePHWX//v36/o1+x1Ujq0wzr77QmcnxASrVKAftxZMzXYjSZc4hft+Q1nwMmGi4eu0GV69f5/jx4+zft19d6DzGWmyUz6ZCiGUp9nKeS26ZhSDzY+uofMWHg4tsVhsqhLNMoyfHgA0QHLWfsrOzRagiKwfWGA1HEIx6g8tN3CEFLxpLCAZJRRUoXuJma5kKh0imanAw5DGqVanooRXcJzNSQHwAr3wBY+TmarQnJkiiXpUsY5NEzWvIiU29s7x/KVCSHZ7GJkZ17gAxWDBzNnqIhspbWoWQ4ZxR7x4gBCisFJlaUYUQDblDZWNqD2rSWEBDgkyU82PFQz1Ei9FNY+4KbDun1ZZiMZ15/GzMZDhkd3uHLMspyoK8KHFZ3kSUxpiCT8Aa2SxUITbQu7jDySZlGgQ1sRZMstMNOt4waYAhz4lVr4IYmykUNsx19fLsGFWx25jsg5ONrLi9OQPTILN1CERbcX70LgdbR1krjgoek65PjDrq3T0CXIxkjWi6X5RjpE0BzuL6Syz1BZ6fVTN2dwcMBrucP38BYqCTZu+9HkVRYK1VxCCRBdMtYJ6bnqKKI/P42LTddNq9w3x+f7SzxMHWd68DfZjhLIvs+FOnTlFVVTN///DDD5lMJnvm70tLS5967O936F/A+qwFeTqd8tZbbzEej/mxH/uxZrb1WdfD6NC3t7d544036Ha7H0u+u3Mtduh3rtItc8gtM/Y7bFVXmTSFPXVXmcKWEe895y9cYDQc8txzT7PUXcbHpNlOXa/EpzYW38bJjVYh/FzLZ70A4snNQrvzuGgeowWmjpw/f47BaMTzzz1Hu9MhhbhYJe2kLis9XwqYyI1IohKpJxrDxmyHM7tnqUOF2K8aohGNctDIUl9P2NlYx2Ylq/uWyaxlaIaieyelZwm0a0ymfu8CJ7sEk6apaTNj9wodi8ZawkeaoTQxSnDLzCuqYC3WisWrTh6kizay+3FOYGWfCGLackktkEKXM5+pJs90wTqSvahsMmSWLjK/EAQmn4V5Eybwu8z+RRo3//SM+nRLeIpYwhpDo3FPjHVAGeSyeciE99ZY9cqBJBbWln08ywRfUVUzqumUneFY5vxFSZGX1DVkTkV7UTIIMiObK0lWE+/3KqRClDgYkhIWFB6OJlnpGh2TRGzMiCZFwkYITkmgyhVomAzJu9wy90OXTUPlEwqimwAj19m18RW2qh1OtJ8mdyll0TYzaVDHQiP/u9vZTWWXcc5GTz93VjYo7aKkWMtZW1vFIFaqO4Ndtre3uXr1qprb9Gn3uvR6PbIs02PKhnBcVfJxNPGpikIsfG99EH5IgupXyxZP9z49n+JRrkfpFJfnOQcOHODAgQOAnNPkP3/lyhVCCHvkcXd6tidI//sF/TFY6+vrvPXWW6yurvKlL33pgZKAPs8MPcbIpUuX+M53vsOpU6c4derUfSEDn3bctlui7ZaY+F02q6uM/VBvGFIYp5MJZ86cIysLTr/wAkXWooqRaGRmnKwlAcSN1WM1ES0s3JCaWXoUwLZKUjijvzPJWEbiOXdHQ86cPUtZlJw+/TxlUareOuCszjWtMGuTJKgOQW9O85ukMwJ/nxtc5cr4GqrQ1U5E/KYJQqCajifsbm7S6vVZ6vfk3ZmIVd140k2Lv7xRBEIS1DIjnu0Bo2Qu7asNyl53QjZT9CCEwHCwg68C7XaGz0qyLFOP+qDVVzzmAllD8jJGXL+kkGiB1mJNEPKXAd1s6avWHHSJbFW/eN24eS/dq7UaXxI9kUw7e9kkFNbr7DlZ0QbqIBIw2UPIMUMQNIAo2vSgna5sDGUEIXwD0ABO9bmzWFMBwuR3JoDLKGxO0eqyjGc6q/DVjNlszGw6Y2pyYExeOIq8ECveICMHMRKSjaLXsB501FNr0llARgxVcHJuVfFQJXtZArmRnHfRExjNq5cdlokeZ2WDkuJtDRCDwxrBQ0JQMmKUa9rayCQMODN6h0PlU+wv16j9XktX2SIo8UzHGEIcBeyczNmsSAPLL+y2GpObbqdLq9PmiQNP4ENgPByyM9jlxo0bXLhwkU6nQ7/fY2VpiaLVkkS3lA5n5pvuu5dwEQrnOL184Ltu4PJFerm3223a7TZHjhwhxshgMGBjY4Pbt29z5swZ8jxvinuMkUOHDjEYDNSb49GskydPcuHChT0/+7Vf+zX+l//lf2n+ffHiRX75l3+ZP/zDP6TdbvPf/Df/Db/7u7/7mZrDe63vqYIeY+Sjjz7i/PnznD59mmPHjj3wRfugLPe6rnnnnXfY2Njgy1/+cuOQ9FnXJ3Xod66W63PYPc/YD9iYXWXkd1hfX+fSpUs8cfAJjhw+ToyZekrL38zZ75bgwdpcCEF6AxA5kmvkZBZHMFL0JTFqrxMWyA1wfWOdC+cvsv+JAxw+ckS6vugV6k43UUC7rXSTE2OMvZ3NzFd8Z/cCW7NtnNWRQEpbSznfMTLcHjIe7dJbWqbd6QCxIawRwVSRGGLTn4WY/n8tsrgQNI8bIhnei7FIjDWiwZdO0BKp65rNrU3yaCjKguFoRqh3sTbD5W06rQybFxANwcoU10XpzGtxVmlQiqjwusVhozrRGaMiMGXeK2veEdTHPkVwKl0wSoSqPkwgZxN0Q+M0nz11s3L+hE0vkH4VUuqepPs5a5gFmSNHJe9FI9uLEJNNihTWWbDkTtzvjI4NYpANiI9if+SjpchLQlZQtoHdHaKPBF+ztTUSaWIhc/dWkeOtI5BjjdeCh7riRSzSgcsGEJzzeC/IiZrI4cwcK6q8kCtNVGKiVdyqkVTK+8qdjDUEFnfNaCPGZFY85434WHF5+CETf4gjrRNJ3q/fJSOEOSV1eoX1hbkem6S1qJ9FSmDbs2TnJ9+LhdFT5izl0jL9JfGJqKqK3d1dhoMBZ86dI8ZIu90hRBhNJnRaLU2DmxP0fFIkqLTtpZVHax7zWdd3y8vdGCPjjH6fJ598Eu8929vbbGxs8O1vf5uf+Zmf4cknn2R9fZ033niDL33pS49slv71r3+dX/zFX2z+vYgIeO/5q3/1r3LgwAH+w3/4D6yvr/O3/tbfIsbIP/kn/+SBjvfd/9TvWB9XoCeTCW+99RbT6ZSvfOUrn3tn9SCQ++7uLm+88QZlWT5QSls67v0iA23X43D5DG++92fc2FjnqVOnWF7e1+jFnQWD0wImfxMjBDu/8S2ugJcOZYExD+jcEmWVi0xt6muuXLnC+vo6J0+dZHV5Rebl6iomJi+xgbJza7WLFT12kqoZZP64MdnhvcF5qrrCKLM4RmFD++CV+BXZXt/C+4qVffvJXa6/lzlroUWuNtJJZswlO6LdF/mYFIsgOm8tpybKf0mAjPSFdTVlc2OTXqtNq7sE0dPtdfEhUM089XTMcGfEVhXJy5y8kAIfXUblo2rADc4KWmHUijTGVOhT56SzdgJW3eXkd1lDWsus5qsHI1/OkGbmBh8i1mQYE0QZr11uxJJF0ZsLF0A+T4t+n2J6rBdSnXHMooT6im4bJRLKsRweXyt5zgSdVlhVIqQ8vUgdMym0KjGLztBb6tONEe8j9WzCbDJmd3dAJKNsOYqiJYFEBN2cJVzDSqiQjgEsSsaMEgsb9XOrlVhnCE2kQQy2MbBJzAiQrPJaVN66AXV4Y0Ad/HwQT3hjBc6PFq5PbrAzG3KyfZJO0dFRzt3fycUin+bZIOlpQYu9+EQowc7dzaJPNrfzzbalnbdorRbsX92HJzAeT9ja2mQwGPDhBx/gsox+v98QxrIsE0KrblZP9VdZLj4f+/thrcclbc0515DnnnnmGd577z3+n//n/+FXfuVX+If/8B/yq7/6q7z22mv8lb/yV/iv/+v/mlOnTj20Y/f7fQ4dOnTP3/3+7/8+7777LpcuXeLIkSMA/ON//I/5uZ/7OX7nd37nvsfIAN/9s/0Z1u3bt/mjP/ojWq0Wr7766kOBSe63oF+5coU/+ZM/4dChQ/zIj/zIA6e03U+HntZ4POZP//RPGW/P+KlX/n+8ePBHKd18Rxmjwuo24qKD6KhRwoyJAj8rcUbQSbHLVF8tZUkv+kQLG348m3Duw4/Y3d3l9OnTrCwv02jWtXVc9ISORti6JoKLdo9PNcCl4S2+vX2G2lcEo5nYynqvEXe1alaxfvM2GFjbv5/MFYjOVrqq3BiCVCXZqERPHS11tJJ6FjwE0UonElYd1WpWixeKhNpoGY0GrK9vstxfottbJnfyemKQDUhZFCwt9VnZd4C1A2u0yhKqMbdvrbN+6xbD7R1G4wrvpVhaLK4hSgmpTZaQ2xzCWpfEtfSrGpdCS7D4kGnEqky4iVHhefHn9gFFFqygBFEc9SQVzTatZR2ULaCdbMOij1AaTwgyZ0/PF0JyIohgghAAFZrW4ThRYX8D5MZjQgolmRPInLE4ZwQ6XtnPgf2HWF3tkjk537duXePm+haDwYBqVkmoi262MJlekwrCx0DwBnCkNDa53sWzPEbJbjfqPR9ixEXAZNRNYpzVLPmomxs5D846VQMYnabIpmUUBnww/oCt6VaTWCb2QkJcy1A/hjuaD2fElc1HyZKX+b8hb753ex+flCVphRi06AvK5bAsdbrsX10jc46XXnqJo8eOYa3lxo0bvPPuu5z96CMuX7vK7nDIat7iaPf+i8CjWg+TFPcw1+HDh/nZn/1ZYox885vf5N133+Wv//W/zp/92Z/xne9856Ee6x/+w3/Ivn37ePnll/md3/kdZrNZ87s//uM/5gd+4AeaYg7w0z/900ynU/7Tf/pPD3S8x65DX1whBD766CMuXLjACy+8wNGjRx/aXOizFnTvPe+99x43btzg5ZdfbkgYj/q4ad26dYu33nqLQ4cO8cILLzRfkBPZM4z9kFuzawzrXXlwzKiUrZ4Z8X636gUtiWBWZukq2zIK2c2DWKQgzKJnMBxy9uwZ+r0+p0+coshylUwl4t18Tp8iUCNS0OoYqJWJl+nm4DvbF7k53ZACAmQWYogU6kfvIkzGQzY2t+h1e/SXus0GBJlYY6Kdm8So9Ep03F7fr+ixvd4MnfUC4VoaclntE/fZsLW1yWwyY3X1AHlRSsfspYA5TBNZWSVfeVvQarWh5en2I/VsxnRWsbM7hFCTZ7nIu4qCXGfvyeFNZFty3rzmyAMYfZ0xyrmofGy07z5CFR0d4xrY3sRkuCIdqLOq20YJeppcRsxBi79tEAND8J7MCVxPrLULFiWANRkhVsy3GpFcUYdIrgZF81ee3ldMG4Y0s1YCnPAJ5XotspIsK+l3I3WoCZVnOJ6xPtwFs00rL8iT9t0WRJO03/pxR/EXED/8hIpIHkIdpPiHaOUPLETvMaoWMEakbZ6oPAhxgwvBE6OOITD4KJsiHyPRV5wZn+EJf4jD7SMyDohBPRaiMuc1kjeIlC8sEgqbs2TErEZ/noijho9xk1uIQw1KjKzqoNdzxtrSMqtLS7JpqCp2NRr2xoWLdK/c4q21G5+aU/5FrBB0s/6YxqeORiNAOujDhw/z9NNP87f/9t9+qMf4H/6H/4Evf/nLrK6u8s1vfpNf//Vf59y5c/zzf/7PAbh+/fpdTnUpfvb69esPdMzHrqCnC3AymfDmmxJq8jAg9jvXZymsw+GQN954A+ccr7322kMJEkiBBZ+2FvkCL774IkePHr3rMW3X5URbCvvN6Q126x29FUtXbhAijdzEnGpTtdAa0ziwyQ1SUt1i9Gzc3uDypSscPHqIJw48obCtkJEscxlaWokVHyNg93bmkzDjrc1zDOqRQMnNvFgY6JVKnXa3t9kdDVlZ2Ue7FDa/cJNq1QlLV2St0/NjtIuU9xLq2NxLZXYchUOAdKxS6AXa9SGwtbFJjmdt3xp5rq/deIwFXwdli8tz5lpUam/AVE38aVYWZEWL5aUudV0znc2oZzNu7k5wVowyyqKgyAuMNeTG49NQGHSeHhQClsbamb0kK4G0g3TscoIxRsiLuXXMgvCdATXOSY7pnsxqQEyw6lAXcS4nRE9Cfx0RbE0ISbtsmvOoTTkx5qKrR5LbjA0i/bOGmVc9eoTaW6gtzonuXBCCpC6QwhlCxJocm+cs511WCNR1zaSaCgFyZxfrLEXRpihyiqJsFBvWaNCNkW7eB5WqmaCdvbD7KyViBmX7Z0asVZO5T8TLNREkmKaO4rdgrCAgeUo7w3J1cpWRn3Cy/SSZdXJ96IlpiKeAiVrgY2yUAvLp7u3kQxQeS5r1NwQ7/f29irwDohVSYfptBFp5SWu15OC+/fyFfYcIk2mTU/7RRx+Rqzf9vn37vnCf9HSPexw7dJBgFmPMfd/Tf/M3f5Pf+q3f+sTHfOtb3+KVV17hV37lV5qf/dAP/RCrq6v8V//Vf9V07XDvEXNUqeKDrMeuoMO8K33iiSd44YUXHojF/mnr0wr6tWvXeOeddzh27BjPPffcQ7swnXN7YJd7rdlsxptvvsl4PP5Mm5m26/Jk5xQjP+Lm9DqDWp3not6k0n+Tgl5Q6NyLmUaQm2CIgYsXLrKzu8OpZ0+x3F8iRX7O9FYiHGqvUjCjrGk795c2EaszxK3piHd2LjL2E3keI1KtSMAFSzA1JsLt9Q18iOzbd4B2Lp2teFeLXrxWONVZ+fs6aKcYRL5VBzBWCHrWOOpaCrPMJ1Hfc9HEV7OK2+tb9FoZvaV9JD90gye3Bu99Y5tqTCqUpiHfid+8Fj49I0nT3Wm1oN1hWdPPptMZ49GQ7dkWRe7IixZ5UdIqSqxJeWJRmetGQ1cyjKkVcgZFnUlKAEBT3zIqb8gy6e6T45wDaq/e8/LqVbpmhfGuZi2AuthJV+0DOFdrcphpuu1QW4wNBD/3K6A2SsKyYOauediIywKVz3R3IRtA4TvWxOiIoiAXJzsjpj42c7Rdn25biI/T6YzJrGawM6AOO+RFTlHmlEUpTotWNltJcuhxkgRnjaIIcx5BjDJaCLpxdM5ol22QnAQ7Jw8Gq9w1JZjhscay67f4zu6YZ/vPkJu9ozbhiuhmqCnwRhAl/Xnc8/iUsa5XjxLsnBZ/Z9PQQwl2zlEFf1fcab7gbPfS6gExj8mLPUSwO33S+/1+070/ap/0VNAf1w49Sdbut3B+7Wtf42d/9mc/8TEnT56858+/8pWvAPDRRx+xb98+Dh06xJ/+6Z/ueczm5iZVVT2wx/xjV9Bv377NG2+88bFd6cNaiZx2524ohMD777/P1atX+cEf/MGHbt7/aaS4RfvYV1999b521R3X4WRT2G+wWw3x1NqdVHIzNBIPKuXdabCKp57NOHvmHNEZTp9+gSLPAbkhGQM5ey0mNfyTPXR4kM6WwLXRJu/vXCbZsARlhSf4NJiaUAdu394gLzL2ra2KtMmIW1iGw8QgcjyZHgujN0hfmxGovHRdIs+VKBEfPJkTklJIpDE1yBmNxgy2t1jqLtHvdRc6LPWUq+VIdfQazqJ/L/oktR+V221uRRIWY62ELO1Fo3AV8qygzAvZOHnDZDZlOp0y2t5kF3BZi147I89bGCvzcoGrU8rb3A425ZR5kj2MFK5oJCI3BZcYAlXV0Bua1x+iEu30MxODGREtFlZm+5kWbbEAloITQySaGrPnCaOQ/6JQEYVQB4SAcxKtKh27mhQR1GhIXntmPXXIQGVpYlYkV1QKnsmLNnkRWer38b5mOKmophOGuyMKC64ocXmLoiyxTsc+OpKRHHHZejhjcTYwC0LgrDFUPlLVMtuW3HZPTHnsQDSBqXIhZK5viD4Q4oR3dr7Dc92TLJcrhChZBW4BIm/OkKItaZObuBxy9pLB83wlC2GB7+flX0ZOEafnMi1xsJNnOd5f5kD7bob2nTnliz7pb7/9NiGEPT7pd+q0P+9KzdJ3Wzr3cWswGDyQN/yi9/z9rtdffx2QGT7Aq6++yu/8zu9w7dq15me///u/T1mW/PAP//ADHeOxK+j79+/nx3/8x+l0Hm3MX9o5eu8bBGA0GvHmm28SY+S11157JK/h40hxi9r2O7Pb73dJYX+KUT3i2kRmMcEHnMtoMq9JpDjY3tnh/LlzrK6tcfzoMazNxN89GcBE0aWnTHSvHWHV9B5ppmixxnB5vMn6bCokLwMRj0sApM60h6MZmxs7LC216Xf7OleMEIR0FKPCi0ZynK1BbVOtEpsyqjgTglkzS4973LZQglYEtrd3qMZjlpf202nnc1MTo5sFtEsOARsdEkiiZDQDBAmPlZuvofaAmdvAihOaSKMWRw4+WDIb6bZLOu2SEKCqaurZlN3hBF/v4jJHWRYUWZuizDHeUJvkW66662g0UlWtQtVxQGxrpXuvYob4m4eGyyBXkKgBnM7lnYatuKg6dWrMgv9+ZmWM4lXylxnfyKLEEVBUA6jjXDByDBPUa9wgY4IoKX4x1MqMB4IjJitjIyTFuVwv4LG6+UD3FRndtsN1u0DFdFYznnqGwxHb27sUhaNVFtgiJ88LjNrOJlLd1DvNkU/GNPKZBwwhWGXMK8nTeCFzKufE6hmWMZkQT98bnOFYfZxDrf0iyUTS8hazEu70V0+z8EyfZ65jl/GKsXd7us+7dKi8KAtsNGKvHKRQLhclp5ZWPtM94U6f9HvptFNxX1tb+9zwfJKsPa4FfTQaPdIa88d//Mf8yZ/8CT/xEz/B8vIy3/rWt/iVX/kV/tpf+2ucOHECgJ/6qZ/ixRdf5G/8jb/BP/pH/4iNjQ3+p//pf+IXf/EXH4jhDo9hQTfGPPJiDjRFPBX0mzdv8u1vf5vDhw/z/PPPPzKo6F4d+qK2/Yd/+IdZW3s4Dk+drMPTvVO8M3uHnu0yoyZitRBLwbp5/QbXrt3g2JPH2be2hiFrOg4JrBAmPMimI+qNyBlLDIFg5hB+VVdcqDYZeE93qaMwYRBDFL2lm2jY3hqwOxyytm+ZsiyFsW2TL7WwkaM+r1NPcx/FHKZW97f5ViLJxAImGLz1amIinPE6VGxubGNCZG3tANYpuU8qPpLfoUQ00KKdcrkVFlU7V9H2R82wF0/yWujzwqeOkkYWUJ6AkgiF7axkQBNxeYHPHO1uF0JkUs2YTSp2R1vEOlC0csqyhc1KySCPMketQrL/FIqXURgic04iRYVKTeXVGkY5YkSLjZorrhuCzIjmO8SIsw5rg87Lo/5cumgM1NFi6uQfroEz6Uzp3N9Hh43IjN0EMisbpRhFTy9Z5lbPkcycxWJY1ADOCkfBaCJe6ugjYtIixjkZNstZziNLS13qOjCbVUynU2YjyUHIixyXl7TbBZhCSXzqpqfSwVGQ8U8i0klRFhdAr8wGZyRdLsbkTy9bOR/gwvgS0zjhyfax+ZfNJF7KPKlwceUuSTxpmPMAhbFKIpT5fboz2MaXYG6bGxHUKcRIaR0vrj2Yecy9dNoJnj9//jzvvPPO54bnHxfJ2setB+3QP+sqy5L//X//3/mt3/otptMpTz75JL/4i7/I//w//8/NY5xz/N//9//N3/k7f4cf//Ef32Ms86DrsSvoX9Qy+uWrqorz589z8eJFfuAHfqCBPh7VurNDHwwGvPHGG+R5/sDa9k9bbdvieHkM23Jcndxkux5Q1zXnz59nMpnw3PPP0uv08dHssYH10WNMxOEa85IEI9bJPlbZ9JX3vLlxiVthTDvPtbuKKgUSfZH3hu3tdeo6cOjAflwmQLGzUeRJUUqVMaIe9hrRmWD/gBMddJSOXWbjsgHwMSWyGfDSNVd1xdbGBkWe019bEdazSR5j4ho27xD185HelhgjuXWqlRaYu1YM3MVA7lRHneB2/e+6lkS1ECEGg7OJsSzMb5F9BbUSFa+AbtminbeAXkOuG42nzKoh1gTGY4jR0Sqka0q8Oo90mzEEjSiVgmH0PRIdYm4WFwJhpCOsg4jixJHNUHknbnCI2ZC1mjuun6MYAGUK+4vSwKjGvwoRgqeiII2SLZEq4QMmEKMTpr0JTT69rIiJjqoOWBu1gxW+RAjyeUkmu6Soi3WuIfhI5iy2VdJptwlEZrMZs2pGNZlxc2eEywxFWZIXOXnewrlI9PL5kRAhnZN7xcktTjZFtYyPhLAmMshkSxuj4dr4NuO64tnuCZG/KciQrhFrhGcg4EPck2GeVm4WOnk9HxZDblTGRyImylgwFXlrDC/tO0DxkJqOT4Ln33nnHbz39w3PP66StbQete3rl7/8Zf7kT/7kUx934sQJ/q//6/96aMf9z7qgW2t56623CCHw6quvfiG+vosd+vXr1/n2t7/NiRMnePbZZx/ZFyAx63tZj2d6T3Jj6xb/3/t/BC144fRpsqxsgliS61vqMmI0RCs3GAdz5q6uOtRM68B/Wj/HTj2W8BDVJieZk42G0bRid2sTV2Qc2LdGMuTIiJLvbWR+Ld25o9IuUvpkCR1x0evNFXklUeDxOkrJddbr3FniLHc311nuL1F2OsrMEpey9OodRoNKlEcRLFBrKIfF+6jZ8Z7FMWk0kcrrNYQiC0aJYWbBy97S6N/lXKl23nplpAuS4IDMBupoyLKcLMvpdjqEaNjavA3RMNjZZDdEjCvptFvkhaPMs8b0JHjZCGVGtOdVHYEAVmNwowN1shOHNUs0tRD+EHlalYxWFEkRRbjYjnr1YA8qATN4rJLSGkaGC+o4mBGomfMrrJ6TiA2OqOTGoFpuHwKZs0pE00S5KI5/qSiamGm3LUfLjEoY9e8NhiwrKPKS2I10faSaeWazCaPBkDps41xJWebUtW6yvCG3msiGzL1jlHNgbbKKjc37NAGsdc0UfKva5u3BGU53T9LOyz3z7xgjtdfYXi8EvtS9e4Xp73RkBNkITNVNzkRBRRzyOtPG8+mVVZYewcY/rY+LMb0XPJ9kVneu75ZL3GddqUP/87Yeu4L+Rc1cbt++jfeesix5+eWXv7CLz1pLXde8//77XL58mR/6oR966MS7ex0zbSKuXr3KO++8w8snX+TIU8e4OrnNZrXbPHZuHSvMYEnNUqhQiWl54xcPu9WM/7hxgWmYYbQrkZFqIMdSupzJeITf2ub4yiprK/sI1GJCEyQachZrah/xdcCrNajVztCrLWmRClBQ/nUwxGibOX5hkx95ZHd3l8lgyMrKmkDXVlPnlOmfCGfRiE67mYNrV5R04lLIhDHvrNykQ5AbujVyow5W/Mmcvu7UQRGMvEdQuZaGfNhIjYUgBK4MdYILAunaROgLjtJKMS1bbZaWVvC+ZjqtqGYjhoMZkZyyLCjLgpYmdsUQmkx08cb3mhQnHW4dxS89RehKqhzUQebHc+dAS2bEq8BHJb6R8t5lRi+udykQRj4zZ8CZGkmTU2VEEJRG+BSROliclb+1uqkSC1ajR45qUCOfk1cfd2vTRtETgpV5uZVrMgQLKtPDQG4NecvSbpXE6Km9p5pVTGY10+lUuvy4Q1G2yPJcfQMU5I8VEde8Z2ImI50Ei0cHahk79RPe3T3LC/2naLm9RdaCjn4S2U0JfMYINyEl1enjM5OklbKiokfBawhwhEPdHkd7j85//M51Z4zpoo3qhQsXPhaef9wh9z+P0anwGBZ0oHGcehRrUd9dFAUnT578QneS3ntGoxHr6+u8+uqrX8hFlTYR7733HleuXOEv/IW/wBNPPAHAs73jjOoJVya3msIu6KMw3J0R17fFZKc6Stb0xnjAG5uXmUURteXGkNuMbmZ5sruGIXBzfZ1qZ4dTR49StlsaBaudfgCTp+BL6cgmdc20qhnPas26NhCtsq9l1m6DdFIhyqYg0+jWEDy729vUU8++/fvJ1M9aoPW5vColcaV/J7JdZmpS02QwYkZjo8KmMvN1ZsEkRmjpZCaouYnM322UzY7Kn5G9lFHXuKjJbrWey4zkzWsR8qKME7z8XZjbOTpX0Os4iC0ihqqe4mczBtsjtsMO7cJK+llRkuWZjDtiIHNRYWuBmuvgcFYCUkyMahSkIS8mFQ+Pj5nC61F08CYoSS6oyY3C9tAU5xih0vMmjnUOa2qFi+V9CHHQCuZjkv2tdLFR/fVzI5vJ0Fi/ythBCqyMK5yJzNIGT8cY0Yg3vSBMUXgAWIrMkGUZZduxszPAhxqXOcbjIbOtgMsdRVnQyltkrUQuzKgM8r5JjH1HpEath6h8wJsZ394+w/O9J1krpdh6NW661zxdZuGRdEKcSUoNuT8t6tYtstmyxtDNC575lHjmR70WbVRB4PmUcrYIzydS3efRVD/K9ecxaQ0e04L+qNZi5OpXvvIV3nrrrc8doXo/a319nXfffRcQTeIXuZF4//33Mcbck73fyVp7CvvGbNTM/LzeGFMh9lqcLu5u8O7utcYg5kDZppVl7EwlocuHwPUbVwl14Mnjx7G5TK6tEpFqJUMZte2UjtKyVLTwGdDyDGeerekYX0fQxDKCRohoVy1mHoFQ12xtb4Kx7DuwT5CCRttthcUdoDaopEpc4Gsv5jQxWCqTzwmLHo1LFX96yfGRzUfjVWcCJjrV1xuxIkWsRg2eTGqJzLqxRMS3XvTFltpHrBZWMSMRe1MfpEBFG5uO1eq8N0Yw1mAjlFmJdy3KTsSGmsm0YjatGQ43iDjKUjr4dlkSjRWSXDSirw8RlP+Qbrd1yiRXRjjGIwYq2gmjeexYGtsB5RCkNtMmeZWSCmMMOHJCqMl11JzGItY66qDnMb2KqMU8yjtOHvdGP/ygHXiM6pekBEe5jhYSzowQ/RIJrfISQmRiBGoK5+h0e9AR2+HJpKaqpuzsblJvQtkW1nxRtjHOklth7Us8roTJEAy5+vPPYs27O+d4unucA61lMbOJNPPwxlXRmnnEqq6gyJFIMq16PAgSkkiVmXW8dOCAEgQfn1WWJYcOHeLQoUN74Plr164xHA75oz/6o0+F578bazAYfL+gfy+vjY0N3nzzzT2Rqw8jE/2zrBgj586d48yZMzz55JNcunTpCyvmm5ubTCYTVlZWeOWVVz7xuKmwD+sJl8frbMwWoPjocWQQ4dJoi29vXSOzhtVWm5WiJJpAQc52NFS+4tLlC5RlmyPHD8qNNUYKDWsRtrfKchQedkYKWt3Ivw3dMqNbLjGtJuyMp0xmXjpDI3fxKFw6/GzE+vourU6HpSXxm691I2KNxUWBoZWf1NiJigxLG0/tPi1QBZHZhRiaHLnkbpdgee2tiNGQBTmnIQTdeHhNJDPKUBemWJIiWQzeS3cbgqAQDmWiJzSiIdA5am9oGYePnkxnshFlxkW1lzUZRSujaEWWTJ/ZzDObjZmMxuxu75DlmXbuLYo8U5OeqN2ivP7EjBczIaOEOJGxhWhxTvgG6TyFYEXepaz1GITpnzZ90cjfi2ZaLGoT8mYwxDDfMGh5Vo11bAq3tSrVisI/j02xFwa67B8CQbXtTrt0qDFByXfqMOeSthy1pdWxR2EdRdsR2iV1BO9rJpOa8WTG7u6GXENFSVEWlEULnEgUrYXaCzqBEeTng8ElPJ7DLVWqpI0ORj67uPBDXfKeVTpJbAp+ZjXoBcOJXo/2IzDYephrEZ631rK+vs7x48c/FZ7/bqzRaMTKysp35diPcj2WV8jDhNwXi+nzzz/P8ePHGwjoiyjoVVXx7W9/m52dHX70R38Ua+1dGbmPYsUYuXjxIh988AFlWXLixInPvInoZi2e7x9tCvvmbAA4qhg4P9jgw93rrJUtVsuW3jwjWcyZUTOtp8yGY1bX1lheXWm6PUvONNYYE8VacyFe0lmZx4YQldTlG7KXNZF+0aLMCgbTKYPxlCpoBKyH3cGA0XDA0soS7VZbCrCN2vVEXIAUkut0E2BjijfV8YL0QY2lq1MtMyglL0AKW0l6bDCSs00K1Eids0qsopUJdR0kfpRaDWOQrjFEZffLxgHQua4lywRilq5duv+qApA5cZp9E0UhkFLLZBkiGWVhKLI+tmuIvmJSVYynM0ajTQyRPJcClReFdM7p3IQkJUsThRwfvUgGa/WFV4wiGjSONGnjxaUOU2ONpXRRiX5W5XNGjWjmlsNCvIvEKBuWECKxSZ8DonxHVQRHbuSAAYdpnANRaF02BjHKZ11HI/nreDUHErnXMBhwaDqebCByI+z1zGaQWTrdgna3B8jsfTytGAwHbG9vk2UlrXaOcyV5K8da10D81kQ+GlxlWlec7M25Mc6YebRrFMe6xLS/JwPezhUl+4uStdajI8E9ipVIcYvw/Gw228Oer+u6ySh/FOY2n7RGo9EjNS77bq3HsqA/rDWbzfj2t7/NYDDgR3/0R1leXt7z+0dd0Hd2dnjjjTfodDq89tprFEXBaDS67/jU+13ee9555x3W19d55ZVX+OCDDx5og5QK+6iecnG0zp/cPMvl8QYH29ItyA1WbohVrNjYWGcymtDutlhZWyEziCQpxsZLfP4qVOsbYOYTiB2185IiJrN2JObUZCy1Mjp5ydZoxHQyJVY1Iz9kdW0feZZDgkQj5EAIZs/s32u3E4MUkjRVt6Kn0mmxwUbpVFPudIICAkBIRC6jXuLzJUmj8g5zKwlogSiF38oGBGSG3HTkGAkyCTQSPy9W4yJhIhK8IeY6u1dfekwKokkdNIoCaIodKHExgslplRnddocQa6Yzz3Q2ZTyesLu7C7agXWZCIMxLgZdDwCPzYkEnrJyDKH5zmbV0ikhmCyGLTca02yWryx2MySlc1NAYYXoDkh1uM1UI7P3eCVIi5LqampkP+BCpfSDEjGntqYOnivKZBQIuOGHdCzYvY4Go7nBeZv4xBmJw2r3LdiequYt+oFgcU4XuQx10nBMx1oOximwULNklqrpmNpsxns6oZyPCtiXPxTfAlRlFlmOBi6Ob1DHwTP+w+tovMNrThg7hqSSJm8Tpxia1DWCt3aaYTh5rgtm91r1IcUVR3BOeX19f/8zs+Ye1vs9y/x5byUJ1aWmJ11577Z7OR4+yoF++fJn33nuPU6dOcerUqWbn2aSfPSKd5mg04vXXXyfLMl599VVardZnDoT5uNXJSjbHU7p5i2eLAwz9hDp6CpsxDR4TAjevX6fyNUtLPVL0Y4xQRelqbQOvW5WOJe12JNPuy0RJUJMlxV5cyNL5ks5muVWweWsMBp44eIDkAJbsZmw0SnQzWBuabt9EQ1Af+lqZ23JTDU3hTrr0GEyzqfBYUPcxr2z1Ogq06xYaiuANzgkJbq5HzrBGCG4xdR/RSjdORm6DGtGg5jD67pU1XntLQYK143yWHDPQVxcFN9c5tBHnvAWrUEzARydWrlG697LIZMYdYDabMJ5WbG1tE0KgKArKoqDVKsmd4Obt3FG4giJzZC6XxLYovABnoB5a8syRWZGXVR5xidM0NNB5cgxyjrzA3Waxy0c+b0dOJ4vSgYMiEPLeZkE8D+oQGM9qZl4/IWHoEWNNVRUYlwyDg6JEigB4CXaxqmRwwTWSyWQulNQQKdM+IrGtRAnEyTstWq228AHqmvG0YjwZUu96TOYo8hZFUXI53sZHz4tLJxri48KH0sg/k8QNpJMXgqAls5bT+/dzdmvze66gf5ps7UHZ8w9rfZ8U9wWuzwO7xBi5cOECH3744adaqD6Kgr4Yt/qlL33pLt/fdJE/ioJ+69Yt3nzzTY4ePcrzzz/fPP/nLeh/dPMco3rC0c4ymTOM6gnr0yFb1ZBqMuXGjWsUrRbHjxxjZ3ub2WS24Hol82MZiTpJRtPO1qmTnHigC8tZZGFGWeO+GTc6K9alw9GY69dv0C3bZMZQZBmzygsaYCTesvZCMQ+qoYaI1fxsY5zMtuWQ0lEbMROxyN/KyDbIZsJCDEEgWe3Mo2qIDDTpWQRDbiO19wsQrGwyfOP/LvNvr5GvzsDMG4zN9LUF6da9RN0GAynKNCoHQHziNCglSf9q6eyN1Rm3lCdyHQ/EJpsdtRzNIdQYJaa1yw5FEYk9qH2Nr2eEKjDd3YHM0e+36bqcVruUEYSxigL4plDWHpwmsKX3HrT7JXoyh3TNCdMwkcxkEMXEJ0bXoB0iHRPiX60sf+tkY5VjaWVidLRUlsQoI4dJNaMKgeHUY4zHBJXNKcdAOBIy84+KdIQgaIZI9wLgNPZXGfI4YgiS5qacCmMg1pbMJV5hSa+T0e/1qL1nVoksbmd3m7oObBVbrG9s8eUnnqbX6ajTYlCEZ+93MiL3Ph8CJsCLhw6QO6tBRY8fU/yT1v3K1r5oeP77srXvgVVVFW+//Tbb29u88sorrH6KxONhF/TRaMQbb7zRsMnvFc13Lw/5z7tijJw5c4Zz587x0ksvceTIkT2/f9CCHmPkP966SBVq+mWuEG6g7QqOdR3ZzSnvXLtBf3WZfSurTUiKj9KNuoY9JiYgzgi5riZpcb0yj+WcVEoQA9VuLzQ1Ec/W9g63bt3mwL79ZHnGzVsTDi712BhOGU1m5GTSDapdp3G2gWOltMrNO5oUcDKXW4UgLObMga/jvMMNklc+ixYTErs9qie+UXczCQapY62FSIh0BtekmRksdS3F1uDJTNSgF5SqLTGvsxqcyYjqwtYUQH0XMcjkOapfvSDHHmcss1rd3rR4Ry+Su8y6pvhLx6lObzGHUGEwtApHt51TZhnWOpwxzGrPdDplPJpy6/Y6PnjaRZt2t0XZ7uCyHEwyyzVkNqfysXmtYtEbMMZRefa8F6LmA+CkqMqQvfnMnYt4jWYNRIKXc+KsUQc3GQsYYygclK5DHSMr7cis9ozrmvHMU4VKzWLkuSwZIcjnlrZIwgEIoJ72zqGmMh5rXFN4ncuZaaCT9U7+xkYMmXSkJiMvHHneomcSua7i5mSLf/fhf+Ipt8rS0jLL/T5L/T5ZnmkuQhrTzMlxz+xfo18K5Py4u67dayWk50HXp8HzWZbt8Z6/32N9v0N/zNe95tWftpxzVMI2+txr0Qv+9OnTH/sFTLvKh7WRqKqKt956i+Fw+LFRqx8XCPNJK8bIn92+zDRUlJll6mtauczLHZFLl66wtbnOjz3zAq1Ol1uzHTZnU9UOJ/ayuJYZIyxxE2NDUBNttxXGdwySzBWk87RI6lqS74QQ2bh9m+3dXQ4dPkqn1WEyHUN0ROvY3+uyYy2bgzFghEhm5ebvqxSnKSvNKGOQrHF5nQK5WmOo65qqrsldhjMoec9ADHNYGCW3RSFVBS+v0xgRp9UxqCWuwMy1D6TsE6vsdIkeFUg5ed1HBFJPueR1bbE4nBEzGNHCz4u8js1Vvy5uc2JhKkMMjLyOSuH/BG/LdMGQF4ZO0adTZlrgZOVWipVzlna7TbvdxrCGr2cMR2MGoxG317fIMku306FotSBGyYtfWD6oI1zDibB7jFPEZU/HBw2pDPX1p9kMoP/trOr/gyADFn1eY6gU1YhAkWUUWcZKSzYIw2nFuJ4xqSTl3ARJMkvpbLHBPYSoGDR+NreCFnkjmvPae3XYk7Q69PoWboFs1AqbU7sA3hBtTrub0+52CMGwG3L24bhx4ybnL1yg3W6z1F9iaalPr9dtIPhD/R6H+/Ni871Y0B+mscwnwfMXL17k3XffpdfrNcV9ZWXlE4+dNgifFkv9vbi+5wt6jJHLly/z/vvv3zWv/rTlnGMymXzu43/44YdcuHDhnt3xncsY86kRqp917e7u8md/9mf0er1PjFq93w49xsi3N64xDjOckxlzkUnUqvE175/5iBACp08/S7vVwQDH8xUOtGo+Gk64EkcCthqdR8bUo8rNMxG2ot7EC5PsNOWmanTeLylYcQABAABJREFU6KO4x926dp0QI0eOniDLcoIGoCRDGmsMS+0Saw3ru2M5njH4Wl3bEDTAKKwu3bXcjIUbLaoK72vWNzaoa0kXK7IW7VZGKy9wmVhvSuHXyE1rCbVuGNTO1QM2ZEyDIXOx0bmLJS7M/eiU4yz1QGbkxjQmL5L+FRpSXVBGvcPhqTHKxZC5vrjmWWUS5C7gfYSQCYnMiA1rjJBljl47o1N2xLWuOZ4DPJl1zESLBYhuOgIxeGzWor/Uor/UJ4bIZDphPB6zs7nFdOapak+Inna7RVnkWGfnEjs9jjVOTH4SEZCMZKVq9Hdp72kRRrxQB2MTJwuC2Bjtnpte20Z195MNlLXCEeiVJd2yQxUqRrOKkd2GICbGpsGEZKMlzm5CpJvp9Zk5o3p5MDaKVM1IJ1974VJkRhLt6lBjo+j7HY6oLHxrDVNbc9XNePnQM/i6ZjAYsLu7y/nz6/gQ6Pf7HFpb5eihA3d9H7/XCvqjtH79JHj+3Xffpa7rPd7z9wph+X6H/gWuz1qQU0rZ+vo6X/7yl5twgc+6Pi/kPpvNePPNN5lMJh/bHd9rPUjHfOdKFq5PPfUUTz/99Cees/vdQLy/fYNdPxEPayWR+VAzG0/58OwH9Hpdnn3qJGioRQog6dqCI+0eZjimX7bYmY4wRubSuTNU2qYWVm58wncz1PiG/54ZizGiTZ5Op1y9ep1Wu+DgE0/gjFXNrsR+SKZLYrIbllolzljWd4eYEKWbjs3tmtyoO10UslyapYcI00nFztZtWp0OvbUu02lNPasYDIZs1ztkWU67LTIvXIbDEBRCx8hxLFJQUgJdCJFgjCAJQWbvzgXZ0hjpqmHuJ4/a5opFqqwsivVnQGxnQb4fOTL/98kMZkFHX9eS7pY6XmNzOi1Lr1VS5FZnx1FT54xqt4U4VnmrEjBZdYiKRmQ4G4TcR4YxNe12m363g/eOq9ev4FzGdDphd3sLg6Fsl7TbfVrtcj5qilqIddMUTFDHOUFMfJCNBUgYTx08KV8u026/mbVHD+SN1c/csMaQo2llMYW6BJy1rHZajMuSvCwxeZvBbCpohDV6Lh31gh7fmEiUGRLRWqIXIx6LVUjeSt4BiWFvdEMA2ED06gKn3IbtMOL1zQu8vHKimQkTI8PRmMloSL+a8s0//VNarRb79u1jbW1NZHvfYzP0LxJV+Dh4fmNjg7Nnzzbw/OrqKjFGDh8+zHA4fGQz9P/3//1/+Ymf+Il7/u6b3/wmP/IjPwLcu8793u/9Hn/7b//tBz72Y1nQP8saDAa8/vrrFEXBa6+9RqvVuu/n+DwFfXNzkzfeeGOPUc39HPdBO/QQAu+//z7Xrl3j5Zdf5sCBA5/6N8aYz3y8D7ZusTEZEY3cGEOIOBPZ2NjkyuULHDp8iKMHDxOUPFRYKSgxqpGIlVCPZ/rLDFslNyczNibjJpJVdLe1OMNpbxRQuFRdtQiR8XDA9Rs3WV1dZWVlRchIMeLjQi57aFK2AZGZtcuCgyZya3PYVEUjKdvUXiDtXE1alDDOcDRid3eH5f4SvU6XOng6ZQuf53S7HULwTKczqlnFYHcTZwxlUZDlBUXRlnl3JiYjzgC1FO4YpfvHqKbcGikS3uKcwZoaAnN70BAxTjYd1kaszsAbyaEW3hgMtVqeWgLWOOpQK/lNOv8A5FlOr5PRLnPyzGr3Kj7lc523jiGsGMNY6xUCF8jeyrRBu3T5E2cECjeIxC5op9tqlfT7SxgCk8mM8WjCYGeTW7dnFEVJq91iqduBvMAo3yGV58yJnDBEmVvH6DXiVDr8EGl8/eU9BoLJqYNvSHoJVbAGmeVHEMc4HWdE3UhHyDNLv1Ow0m4xqiZsjT1RvyOZEdSnxoPq461+h8QZDzkeTlEfiDgh3EWjToRGyI1GiZM6LjAmsj0d8ebmBb609qREFEfodjv82NNPstppU9d1Y6f6wQcfMJlMmE6n1HXN2toavV7vsS/w3y0v90+C5//jf/yP/I2/8Tc4deoUg8GAt956i+eff/6Bascnrddee41r167t+dnf//t/n3/37/4dr7zyyp6ff+Mb3+CrX/1q8+87pdX3u74nC/qVK1d49913efLJJ3nmmWce+MJ5kIK+yKJ/9tlnefLJJ+/7y/WgHfpkMuGNN97Ae8+rr776mXPjk5f7p60PN29xfbILOn+uQk1m4MLFS2xvrnPq1NMsLa2opjwFdggcmVlDQLTRVolwpWtxrFtyqN3i2njI5nSiELnCkJp5bYxrHLwMns31TTZ3djh86DC9bhuiztatwMpRoW0CZDY2sqgQAqXLICtZW3bc3h7iosjlZPoJ0RsqEzAmhxDY3t5mNJqwb/9+2nkpLl0hSnK8UYMSY+i1O9CCyJLEdE5nDEcjBjs75FlG1mrRKkqMywTuT3BtosFHIawJpBsJXua4MUpQSVD5mY1AMNjo1WhGrq3ManxrlI1WHaP6fEthNQY1qjGUZU6306bI59+LGKKSyHLNL59/7pkVmZ1A44CGzzjrCL4GsgZBAdk4ZSpNy0yONXVjjmONSP5aZYui7GLMPnw9YzoZMRmPuXr9JkQoW11a7TadTosidzIiINEXA5icGGtl5Tfvghh1ZOLyZjSSmBdBJXFeDAUIZFJ4fcoTF9mZaciaYEykW3Qo88ikqhlMpowqMfjNrDzQG0ej2YiyaTVRyXTBNIwGZ/VxRsNYrMUH2az4ICRRHyXMZms25vX1S/yFleOUecaxlT6rHSHRZlnGgQMHms36N7/5Tfr9Ptvb25w/f34P5PwghLAvYj0uaWuL5+qZZ57hnXfe4f/8P/9Pfv3Xf51f+7Vf47/77/47/tJf+kv81E/9FH/9r//1Tx2ZfpaVEIO0qqriX/2rf8XXvva1u2rFysrKnsd+3vVYFvSPK5CLkrDP2p1+0rrfgl7XNW+//Tabm5ufiUX/Sce93w49IQL79u3jpZdeuq8vi3OO2Wz2iY85s70uxdwIaczHmlgH3j/3IT54XnzhRWwhxSAglqomRirS+VOJkHGEEKnUPS03lixzPNVf4kinw83hiPVpJVp8WNDnRrIYuXrtOtOq5tjRo5RF0XSv1hgJQakDGKcMcpgFB0prylQXD5AXGSv9Dps7AxUgBZV0STyoryq2drbwPnDwiX24zAnDOMpMOsuEuOYBG3MpGNpxFXlJnhf0Yh9izXgiISmbwwFER5E81IsCbywmGDIE/k0dp8DHEs0qxnNWHPQqT5aHvQSzKAS5aBI6obapGIxxYssbc9qlpdcpKHIJuvVB3FIkTU0g34BI2ZzJcNQ6EzbIrSBdk/Iqax8xMcc6GuIXSJJZ7YXdXUWPiQ6j78kmgx7jGiKhdQX9vqPT6bNGoK5qBuMxu4NtNjZukWU5HSXftVotPBkhyjw/bVa8Rq0K4TEXop/RwBfdhORWZGZSzF2DHBjla0SUhOfFWz/D4pHEM4ullWe08ozae4bTmt3pVL+nBmetpudZRXqMytgkhwAi3qscbSEKOLPCi5DrXZQMRDG22arHvL51ib9y7HlOrK187HfTGMP+/fs5cOAAQTehGxsbXLp0qSGEJXj+u2mnurge17S1o0eP8jM/8zP8+q//esN9+v3f/33+7b/9t/zYj/3YQynod65/9a/+Fbdv3+bnfu7n7vrd1772NX7hF36Bp556ip//+Z/nl37plz7XeXssC/q91nA45I033sBa+7GSsPtd91PQE8RfliWvvfYa5efII76fDn0REXjuuec4ceLEAyECn7SBuLS7xbXxjvpiGwKB8XDC2XMf0uv1OP3USYHTWdQWR4XdpXsUQxansPn8vTWEJyxtV3K8n3Gg47k2HLI1mzZ9X5h5zl29TF7knDh+XJnpcjM1WGwwzJDuxiCyuGCFteyMdGXBJGmc3OO7rRJizfbORDpmIyYt41nF1uYWWZ5xcP9+JejJ3kLgVPA+Yp0R6ZcRbXhU5n1EConDYk1Juyyg5enFQKgDk9mY8e6QHb9DkecUrkWrU2B1E5bZ1NnVYOTcBQ8VkmI3q6TbTpoAgYs9mZUi7WNUtrxkvPe6Jf1OgbMWqxuqBGXnJoV6Se+bLHd9EL28ryWJzpjYGNsIc1uY8MEYORcIwiCmMbF5XfL/U4fsxHjHiDQwoQDOBpWgyabC5m2W8pLVlRWC94ymU4aDEbdu3cIHQ9kq6XU7lGWbPCuA2ETYGhxTL97wZuE1WGOovUDkAYN1Ml4RmNxq9rq+3hjUataqqZAgCxZLTaCVOzLn6JcFW+MJg9lM31eWXBNw+m5CkM/MNyoEkQdaNbapa71mjPAWkg49BLm+R2HKeX+dF/1+so/ZpC/q0K21rK6usrq6ytNPP32XXtt7f5de+7uxHmdm/mAwwDlHq9XixRdf5MUXX+R//B//x0d2vH/xL/4FP/3TP83x48f3/Py3f/u3+cmf/Ena7TZ/8Ad/wK/+6q9y+/Zt/t7f+3sPfKzviYJ+/fp13n77bY4dO8Zzzz330C6Uz1rQr127xttvv82TTz7Js88++7nnV5+1Q0+kv42Njc+FCHxSQb85HnBhsKnzSoGYb96+zZXLlzhy9DAHnzgophwomQ1PFQK5U4g0SudSKS7qFhhduZH+yDdzWmE3tzLHsysrjOopV4dDrm1scf36DZZW+qyt7dOZqHT7PgSVisXm/4KQ52yUC7j2NBuAVEQs4Ixnqd3Ge9gejHFYBuMh25tbLPW69Lo9YhAIO+G6wn/y5Biil44WdbSba9dlDg9Bu2AQJn2OLSLdrKTXDZjgGY/HTGYzxhu7YCxlIcS6Im+TZ1KS6pomtSzJujyGGCV9zUTpyn09nxNHDJ2yZGkpp3BCzPIxqmTQYYwjs7UWX52tG6u/T6lfcqwQC4gVc5vWRDAzquHWxDiTUflK9fcOz4ILH1EDcESuF5WSnjstco3YT+h8aohGNI52q0On1cEZy2g2YzIZsTsYcfv2Oi7L6bQ6dDotut02dUiqAbG1EX5hilc1pOQd76WAC0ktziVvRoJmUGtf1PFPCHSyaULHGTjDvm6PXsuzO5kymMyEt2BSJryqM2JQDbk43WVG0RErHXsgagCQKhpSIJ01rC6X3JwN+Lc3vsNPH7q33PWTiuOdhLDBYMDGxga3bt3iww8/pCzLpntfXV19aN4Xn7a8948F5H6vlQhx91tHfvM3f5Pf+q3f+sTHfOtb39ozJ798+TL/5t/8G/6P/+P/uOuxi4X75ZdfBuDrX//6n7+CngpmIoBdvXqVH/zBH+TgwYOf8pf3tz6toC8efzFD/FEfF+Sie/3118nz/KEgAvcq6NvTMd/ZvEVNkMQuH7h45RIbW5s898zTdHo9tRqVwJJKPcILm+BGpyYriaEukGgIcrOrFwJYMjOnr0W9wbecpTMaka+v8/zRY0zLUmexUkJMNHgMuTXEMC/mBiPPrUQpZ+bkqrREay7D1NVem7ry3L61yWC4y/LyMt12mxDF3Y0QqUg9rMUYK9aw+roXXej1dBDE6L2RwqX8a1QyJYUuoyiX6bQDIVaE4BlOpgyHQ3bqXfIsoyxKWq1CTEa8mXeRmh4TkRGA907SzkygLDOWeh2KXPT0tQaPWCP++DONtK280z7WE6IWczR3vJlLSw69mLWIi582m2pTHHQDAJX3GDJC2shAoxtPhDl5JVKtc2cXjGYkNa32AWMlBmevcRBU0dIqWpRFwcoyVD4wHk8Yj8asr29w/UagbBW02x3a7TZ5ngu5ENHNR+NIIra5+cz8CCJVVDmgXoOyeZTP0ln0fSVlhDgIFs6x2mnTKwu2xlNGs0pGCUZS+XwMRB8bUxrU6MeHqJsDR7ABFy048F42GfuWW/QKkcddGW3xb69+wE8dff6uhuGzdrvGGPr9Pv1+nyeffBLvfUOuO3PmDOPxmKWlpabA9/v9R0aue9w79AeRrH3ta1/jZ3/2Zz/xMSdPntzz72984xvs27ePv/bX/tqnPv9XvvIVdnZ2uHHjxgPXuseyoIO4rr355pvEGO+Z4f0wlnPuY8lik8mE119//ZEc/9Mg8Js3b/LWW2/dZeH6MI839TXvbtzEI9nc0+mUc+c/wofAD77wArbIyKxYioYgKV8xEdeM6J5DELvRtKTDz9TqdPFGEfeQqnLjqEPFhfOX2B0M+KEXXqLVKZh6z7XhmM3JTOBKveMHLVjOSJykxK1KtywwpkjdrM5a3R22msF7/GRANR2ztrpGWRRC7MLITB7Is7lpi/cJehcYWp1hm5+ZIIUudZkS7GkQrbvA9KnyRyMEO0OGtTnLvRaxA7WfNeS68WhAiIaibNFuFeRFjnVO5Fy1gUI7QutYXe7Ta0mZrhc2OaCSLu2+ky+9bLZc82lk1ioBLUo+unHE4Odz5pgy56yatUjQTAp/iSYQYyZWszqjrmuNmLVCGAvBk7mcytekehHRvHWjXuo2A+qFoi4e8DKbl6JrMfS7HZb6HXxlmdSVIB7jIZtbWzhr6HbatMoOrXYXl0U1qwHrAsHrTsOk8yMs+VAnTsZcYcEetEG99k0qyJKiV+bwRNZhUnk2RxMqX0NM3gDKhK+tpOsFGfFgBYInOLwJUFmwhuVOTr+dE4EcS4hwabTBv7v6If/F0ef2fFcfVIfunGP//v2N/fR4PG7g+YsXL2KM2UOu+zxNw53rcSHF3WuNRqMHup8vnsvPsmKMfOMb3+Bv/s2/+bEeIYvr9ddfp9Vqfa5Y18eyoI9GI/74j/+YQ4cOcfr06UdqUHCvoJTbt2/z5ptvcvDgQV544YWHfvyP69BjjHz00UecP3+eH/iBH+Dw4cMP5Xh3FvQQI++s3xC9rTEMBrucPXOG3nKPU0+eJNr5XLIKEhThEVvWDDMnvFkrM8UYsSYTT2/Qbmnuw55Z18yDDY7hZMyZs2dwWcbpF04riStSOsdTS0sc6c64NhxzezyVnG0tnj6KV7scVVGcKMYuMUCNERZzFLc1Y6Cqa65dvY61cPr5U6yvj7RzQuFb+dyrKpA5q51X2kTM585pA2HE7VNv9kavGykeSU/ujM74g3ioJ4c5i5qpBEkpc62MTqstfuR1YDKbMBgOqbdqyiyjLIum819Z6dBp56LrV1/6TMPcfbOBcDqvnn/24g4n8+Xc5Xg/d0YMQax1DFG5Aclo1SrRrcZZw8wruczI+62Dl5xum6kngHLTg8N70Xujxi8qOiMq0c1ZMdgJXnTvznhlg3tBKBC0xWgMbYwQayG4tYucdpHj+30igWo6ZTAcsbm5zeTWOu2ypN1u0e21caZQ/3qjm8mUpR71MzVN926R77+P8jrT2CPFnIrSTdzfINLKHMeWe+xMpmyOp1R1xJJRm6h++on3IKoKjCjhY7R4A0VmWF7K1VhHZIfCpYhcHK7z/107w188/PTC5/RwvNzb7TZHjx7l6NGjhBDY2dlhY2ODK1eu8N5779HtdveQ6x70vvcow6cexkqQ+6OW/v3hH/4h586d4+d//ufv+t2//tf/muvXr/Pqq6/Sbrf59//+3/Mbv/Eb/NIv/dLn2lg9lgW90+nwpS99qXECelTrzqCUGCNnz57l7NmzvPDCCxw7duyRHPdepLjZbMZbb73FaDS6L5Oaz3q8xYL+4dZthvWMmsDWxgbnL17gxPEj7DvwhHbchtxaZg2TOpJFYYF7O3+eqF7cXmHOgOhtbYCE6Ub9nZCQIqPdXc6e/5C11TWOHTtGYZ2Qw3Q5a2gZx1PLPY5029wYzbg9HmlWuiNEQ63HMliITuFxgYynPhWnQDWdcfXaVdrtHoef2EeIhqWVLuubQ6JfiEiN0qnWXrq4ECxOZ6UhynuPolHS8hS0mAPBS49naPTiPkIMgcyKK55sEowysC2kuXKQAhmBPIvkZQa+Rww10+mMyaQmd4HMTBgPtyF26HXago4QmQWwOKwJOCNn+s59YowptjSNSTJ9nUosM9plJwKbztpnQdL06rpqbnwxqjOaEhGTz57kmadZtTLSAXTD6ExO7Wucauzn10/Exwyjevs07w5a6IwqKZKHQXpeYyC3GVnLUpQdwpps3MbjMdPxhO0rWxiTbGtbdLt9dSHSYo5uAnW0IOZHgjxElWwmpCONDOZLti+1j3SzNkWvZDCbsTWaiC2sEhKNzukJKpmLQsazxvDESqkjAcQ6mKhJeEIc/GDnFqXN+bGDJ+QsPoLiaK1lZWWFlZUVTp06RVVVTff+3nvvUVXVA4ehpHvN49qhPyjkfr/rX/yLf8Frr73GCy+8cNfv8jznn/7Tf8rf/bt/lxACp06d4utf/zq//Mu//LmO+VgW9AQFPeqVLri6lsSnt956i8FgwI/92I+xtLT0SI+7WGB3dnZ4/fXX6ff7n2jh+qBrsaBfG+5yYzSgjp5rly9xe3uLF559lla/K1GZ6I07zmVnMUaqGCisbYpvpjfEOkpHlti/QmQW0xlDhkX07DFGbt26xY2rVzl24hj71dVvcfZt0jxXC2wrc5xcKjjYaXFlOGJ9OENv+QSg1tdaKrJaB5ljRgK7uwNu3b7FvrU1DqysiQEJUBaOpW7J1s5I41wTlC5Uc2uTX7u4sKUes64lmSwG2eAYZPYeQeRPZqFSIQz4GKLmmosXe/I6cdB0h2KOI929CXI0jKPX63H8WI/1jRsUZYmJMNza4PbNQF4WKvPqUJSFuNSZDO8rYdDDHMoORoJOQvpw1D2OTC1wFx5LIoqpVS0BY5PPumAMEY+ztkE5JLHN6AYncuckKURBLTIrHbq1oiBIxcEAdRSf/6RFl1EAED11EBLd4gTHGmRUEsE44VCYPKPI+8T+EjFEptMJ4/GI7e0B125u0ClbtNolvW4XE9N5EA+AukYQBIJkshMaUyVJrJvz+a0xBC82r2lj0CtLWnnO1nDMpJYxhWz9ZPMntAi51xze36bMJVmuDnMTYGuVhxEy6hh4c+MKZWZ5ed+xL8T6Nc9zDh48yMGDB/e4rd2ZVb5v3z5WV1c/8R6VmpXHtUP/opLW/uW//Jcf+7uvfvWrewxlHtZ6LAs6pDntnbvjh7ustRhj2Nra4jvf+Q69Xu9js9Mf9nHT7D6Z5NyvD/39Hi+EwKCacWZ7g+lsxrmzZ6ht4AdeeBFXuGZGXAUhvdVIUQqEhThMD8ZgYiK86Q2YuYK5cE7ywDV8JDMym7148SK7W9s88+ypZnecGUckEYyEwBWjpUa6KYfDm5o8s5xc7nG0G7k2GHJ7NG3MQYwJVF5uls6CCYZb6+vs7Oxw8OBBljt9ah0ROI327PU6TKua6bjSWacBLzdx0RJLDcuU9ZZS0gCxpUXCZGpkXu4jWCedcgpc8V4KXIwCsQvWYXEEkYo5KYrOWmId8QaN6YTl5R7dTks3RoYiz1lZWqL2q/gaJtMhk/GIa9s7WGvod9oURZdWu0VEIkldKooLCV5pyVs2wqA3RsVaaTmBjZtOX9z3rc0kMS+xxZvfqmQwRvBOzVOaaYseA2ZetN7JfS4hGrXyIAxJ1iabAjmOEwTBOoISG0SimDptJ1G2okXA6HuOxtBut2i1WyxHS4w1g8GY6XjK1Ws3CMGzs71F9DVl2cW4fG4co0U6bYCDkumijUp+FClfUPa/qMstRWbZ3+8ymtZsDsfEGHCIfr1SDsj+5ZKyTOlunsIJuhRCIKpZjRAUHcYavnXrMgX5F+7lfi+3ta2tLTY2Njh37lyTVZ7g+aWlpT33rXTuHteCPhgM/lxGp8JjXNC/iBWjdApvvfUWzzzzDE899dQXYqnonPiUv/vuu/dl4fqgy1pLVde8t3GLncEuZ858RH+5x3NPnsQ6nXAaK+ErqiN3amvp9dZcGLnh1jojboq5Sd256MWDUqok5NMyrcacO3uOGCMvvfgCWZFgOKOtsdxM6xDJLMBi8dlbiNqZ4+RKl8O9Ftd2x1xSeVJS4lRV4NbNq/h6xoljR8nzuTENzCHbzAb2L3e4NtkhWBDm21w3bTS5CxuEzZ5ejTfYLJApEdpXOhnXuNIaQxYlNU6y0QMsXE+SgS3/tjrjD3psiyFzhuW1LnkuKV/GWjASZZqMYVxm6OZ9ur0++2LA11N2dsZsbm9S3a4oy5JOu0O306ZTFHhVMISEOOsnJRBvJHjhPyQtetLgL7bEAbWjNQ6jc/DFoBRjZGxQAz6IbWvm9AqxlqpeKI5xbusqRLgF4xiFszMNPQlRdwbKdcgaDrtwMZK7oMVg7Jw8afRch4ZTkNHv9en3+oDh4sXzZFnG9vYu48kmeZHT6bQp2y1aZVvn30Lgk9cdsN7iVY5mbCS3rlFapAhdiHTKjHbR5/ZgzKSaQZTxTbuds9wtqWux93WIOY5DiJ5GERQZAUR8EBOb/3D9HN3Z6Ltq9eqcY9++fU1WxmQyaeD5S5cuAbC6urrHez41S4/j+vMazAL/GRd07z3vvvuupoadvktu8KiPfevWLdrt9n1ZuD7ostZydTqmvHqFK1cucfzYUfYffEJueiZgo+jLQbTjPlqqGMhc6sDF3lKym8UopCG8GYErq+BxRjFsZLM0Gg84c/YjkdGcOKGQvmvmytW8DdSoyvks3WIJCyEhAl/Kv8vMcXK1x+22YbWds1NHZrOK69euk2WWY8eO63ydpmNsnidalc0ZDuzrcvPGrpaAORHQ68wb7dYXtdb4SDDSVTtrMFGm0TEE8kz95aNlWgcMGVk04MSytda8d2NU9mZlDm+Bdq+k12+pHl2QEZSL4KPV3h5YgPads0Cb1dUu+/dFqrpiOJowGg3Z3d4mRkenU9LptETmlcmmLOg5SEsiTK0mhnmV6slcXD5M5pKzhZm9EBVNI20z+lwwJ8fVPoi1rFbioB1wYukvLueisubZ85noq8SrukBc29KoRGB36dS1AEcIwaoNrSA3AVRaJ5yBXrdPsdql8hWTyZTxaMz2zk0MkXa7Q1m2aHe6ZLmD6AiL0rygWe5GjxF15o/9/7P3p0GWZdd9H/rbe587Tzln1jwP3RjIBkGiu/n0TEACQZvxKDvCDDEYtomwLUoWEWEL9BfTEkzIBsO2LH6wIqQIW5TBCDPCQ1gRFgWJAmVBFilBBAz0hG6gqyrHqqzKOfMOeadzzt7vw9rn3CFvdVd1VzUKMBaDqM7Me+8Z71l7rfUfSCxwl2plWt2QvWYHYxRTUzn6TgBwYSQStc6JmFCAoe8EX6G1tPQDI0wU5+A7UZP/b7vJuezjmU89rcjn85w+fZrTp0/jnEvBdQ8ePODtt98ml8vhnGN/f5+pqalnbpb+o4T+fYin2XJPVOcStaAP8uImlJFMJsMnPvGJD+RmP+x12eock33Q58q1q9QqFQFlaQcWtJGkZ5Qm9DzqrJ/pBSoAxBQFBNnunFc4w9C3Q0nYA6oADvcPuH//LqdOnWJp8RQKTTjUps8oNVZ/j15rpUZ/k7T/h3/OZjTnawVanS7fvnefUqnE/MyMx20rjBMntkRdzjorQCffZjeZDKVynnarI9vEV4pOYW0k9p8+uSuX0PY8JQm8ZKtMU9Mk7cFPckSCPRA9HZGcVdqR9rMtZLOKylSZXNYknX8SBbhAC5Uuih2hxcu+BsQ2JBMoIn86HcK31jqgVi0zXSkTWmh3e3Q6bQ4Om8S7u+TzOYr5IvlCkXw+O1K1G00qAev8zNropBrWqae6ANl8XewGCxQ9UozJOQ890cH6ZGvET9e32hOp2aGr7JSfKxs/w45Ip8xOed96401dfLfFOLCJoK4m8VB3OKEfKu+K5/dRee13yMis3BiKpSKlYpFFPUen26fTadM+bnN4cIAJsuSLeXK5IvlCHq2CIdyHUDoTFobWCXNArlk+yHB6xlCqaHqhxWlwymGcGL0EfmwTupgMhlDLYhDliCNFTgX0rYgr/5MHK/zZXIGZwvdH+e1hoZSiVqtRq9W4dOkSYRiyubnJ2toab7/9Nv1+n1qtllbvHwS6/N3i+Pj4sZ05f1DimU3oTyu2t7d54403Uo7317/+9fdtZfooMSzhurCwQK/X+0CSebPd5g9ff4VAK24+f5N8NkeEJWc0fWu9VKrFKCOAs6Qw0g7lxAPdjIzCrFB0rBUzEB/S4hwk3Aebm1y+co1ypepR1oNzrIeq7eRnx1g17oaAUA5v76lJWgBOgbUBu3sNtne2+PFLlyhPVdlqddk77nlAsxJVMCmGMTZDpCyx0ylmoFKr0O1aXBgDlsA5+nagZCYbczgrPuh4kJc2Bmulb5DQtohjsoHom/vUj9GJl7a0i3WCZnaKaiVLqZqXROArWIVQ3bQTJPXoORODlUAlCnIhArYaAhYmSVEZyiVBeTMDcRQTdtocH3c4ONpCK0W+kKdSKpEv5LB2MEdOveL9GCS2iOnJUP6NnSOjMoTeBtdar87nAQixUykwLFkWxLFoCUgl6oT37+QCJ2A5lBjPEMvsOrnHkpa8G1roJ5Qyv6qRBYMXQMIlAE+f6J0Q8oxTxJHQJAOVUNVAG9m/XDZHJpehWqthrabb7XLcbnF0uE+4F5PN5ikWihRKBbIZAQzK5zts7Ls7WvlZvuPCQpVKJUOj3eXBYVvsYD1+wWIJnMdiKIu2CqtilD8/cvk1AYJB+ION2/zCxZuUnyBf/ElHJpOhWq2Sy+V48cUXabfbE61MkwT/tPFKk+L4+JgLFy584Nv9IOL/NQndWsvt27fZ2NgY4Xi/X0/0R4lhU5ef/MmfpN1up7OnpxkHBwf8/je+TpDPEStHLpMnIianTNruNr7FbBHREJwjoxIgjx1wzfHIbVyqf53wdUEU1XpRyOryGsSaC9euUqyUZT6vEy4wfpuj0/Fh/29BSxuBYvkKUimGVOdkgO3imAjL9u4OV65eY6pSwRJzYbrEqWqBrUaXvePuYHt+SuA73Wk1rHHMzJbYelCXvJDwz10gXG//oBeU+qAtr5yAxRKuuvWe1WEkfX4jqxC/DY2LY5wWsxelYG6uSC6f8++3DM6InKvYt4qTytd6EFmg5TPj2KKc8Y5gpNS42COyE5MSkERnMgajqxRLNZyLPQq8w8HhAeF2RDYnzme5Qp5sJo9yAnCMIyc4ikh2VXzCJVGH3uwm8S93AFbmycrvuwjeSeVstMZ6u9Vk/aa9opv1RjIJdSv5PIUhjiPPgRd5WweCtB8Z5EvSt55OmHR4bNIOVxqtLTYWNTmLtzN1iiBD6oLnV4+ARmnnqW9FwXmEIZ1Om163w9HhPspkKBQKFPNlMvk8yvguRCzfp9mpPLVKBlBUi3kK2QybBy3a/QijHJEVCoSxCSpecBrGSEfGKEUvjlKMwrHt8w/Xb/FvXrpJ9vuQCB81ElEZpRSlUolSqcS5c+ew1qbguvX19Yngug8CSPc0vdC/3/HMJvQn2Zbp9Xq89tpr9Pt9XnrppZEW+9NO6JMkXLvd7lPdpnOOu3fv8s233qS4MM/MzBQHrx5gXUSgDbGf+wVKSTWDn52nwLZBKebSCnRYmAM/bx0koXanw63bd8gVC6Agkx08cEbSuSO1XwUkjxnABR58ZbGMKqAFjN4LLrLcWb2Dc46Lly5SKZdHKvqs0VyeqXCqmudBo8Nes5fOb1GDatgoLRA+rahWCzQO24I09rC+wDniCGkFSxMfSfaSzJX2VqaRV4hzikThDCvJJ2M0YSjb1UCQNczOVQQ17sTsBKWFDuccxog2PXgRGicPdq0EwDmcw0C6LBpDoEClnvMm1d9XgItFQc54vXuLJp8vevnbacLQ0e4e02l3ODyqY4yikM+Tz5UoFMritpZcuzjxTveUL+vk3rCDBO4Y0DK1B3kFaG/ROtpRcCTKfAZjlGc4+KPTijCWmTvOEsUGh02V8JLKOxmmW7Q3uhkg5pNqGWJsPCQa41+hlCIKk86E8toEWgxwPCsCpFuQyWTIZGqYqSniyNLt9eh0uuwfHRD2I3KFLPlckUKxwGytzNJ8Qap/v2bLBIaL8zV2Gm12G8deMdF/p6xCBwIMiKOYXBDQiy1Z5fn9Sqh6B3GHr95b4d+4cO2ZRZE/jDevtU557SDP5aR6f+ONN7DWjijXPQkDrknxoxn6D3AktqMzMzN87GMfO2FOEATBU0uuiYTruKnMe7FPfdRIwH5bOzuUL10gXyrSj/vCFSYBDcd+Np48dH2V6VusSTrN+Hl45Aat+SSsV0AzBBweHrC6vsLi4iJLS6d44/VX0jmyYYijjkiPggd+OZlt9m2ygPA0rndox7c7HVbvLFMsFQhMQBAEIhIyXPM72b+s0VKxVwrsNHvstjopwC3hnwsQXVGr5em0upJ8XdLIlnm5UUmy8t0BhDutI0WsFMopqf58m91FDqfFVjNKkrmCQilgerri0dsDAJckJ+Fqh7FDKSfIK4+yjp2A7wSQOEzbkuSnNIQ2cUSLU8nSFIDnT2+azDygTarhmCATUM5UKFcqYB1h2KPValOvN9jb3yPI5CgVCxQKOUr5PHHsa9lY9l0baS9jDc6Njl6sE+BkP7IEgVTHQ7cRyiXYP5kbJ+dKG8SMBq/Q5zI4FXssRNJJEdlinCXGoPVgTJG0+q0X1Yli6RqIB32ySJUdUFbuHwdEsR50lewAmpfQ09DO8+gNuVyJTK5AdWoa52I6x12anTatVp2MC7jPFKVymXKlTC6TSwVylqoVipk89w4aYMFpn9Qj5Wf8mtiKuFPbhgSogSKigwetBv/s3hqfOn+ZZzEe1To1l8tx6tQpTp06hXOOZrPJwcEB29vb3Lp1i3w+n1bvU1NTT8xY5oPioX8/4oc2oT+q7ejjWJk+zrbfScL1aWwTRKv51VdfBWDx+ZscRqEAf5SkrzCW2blRRqpt3742CqnUFYKi9tWcdS5N7nqI1hUoqeQja1m/f4/9vW0uXrwoXzqtR+bPWnkFOadxnvaTkJjks0bBb6PNealOk+f/Ub3O+soai0vzLJ06xXe+8x3/YB9dHGkl1KgksoHm4kyRpWqWrUaXg+M+UWRTMZikFT87X2X3wQF4iJXzILdYOameELqZtR5+5Zz3vxYDFY3Q1pwC5WJ/DgxKOaZmSxSLOZSCIJnzjuzzYMyhlSAVkiSuGDIZESkAUehzwgu3CUgPi7XGI+XdCL1MKzO0IJP3OGcJdGbk/AVGocgxM53HTWvCKKTX7dDrdtg9OmRHiztavpinUCh6jQMESOgQ0JgbgNmSBYhSicqcwqg4ZfOlx+X3zyQIi1AWJNrT36JY1NdEWnVwhyTIe5GJVUNdAlngKBX714utrHXC6jAagsQLXjm0E8ql9biHOHZpZ8Boaa9YZ8H6e3+ocrdYjA4olkuUK1XOnykCIc1mk729PTbublAslKiWauQqFQrFAqVCjvML02weNOj3YyI/UlHpMchxikGRwzgPmlTSM/ve4R6lTJZPnHo6apbvJ96LjrtSimq1SrVa5eLFi0RRlBrL3L59m263OwKuK5fL77mL+6MK/QcsoijijTfeoF6v85M/+ZPvKHb/pFvujyLh+jQq9IODA1599VUWFhY4c+Uyr+/t+Ae7kspIyRxYkpeVFq3/v+G2u/WCLg4GbVs1qO6MN5IIo5C1tTX63S43blwfao85lNY4a71qmyL2D0CNCKcmMeCwJz+PVncgYjbOiYXu1vYWly9eYmq6KvsFXo5k9D3jiwJJEZZsoDk/U2Spmme3EbLVOB5t7WcyaAM724dkAk02m5N5skewi7OmRltptycypUrLeXTOESmFjWIBrmmFyShm5ktkMyblVStErQ0llaYImcjRQpLknPen195khHSkkFTBGqlwtb9uLhn/4wQNH3ugn9aDat6XnAklTVq+EJgAQ0QYSWtfUACWTBCQKVeoVapEMzFRP+S4c0y9Xmd3d4+8V62TBYIXkBnitcdRQsUfsBRiqwmMVLpaS7emn3wflAPvFe5IpGzFMEZsbqWrMBxOyQgAby9rfJs9tpLsE1laf3umyT6OZDGLBmeV4DeUX4BAWhVbK90o7YTFEavBWMB6nEno939xPkellMOqLKVyidNLhm4YcdRo0Gw22Vrbx+IolyvUylVOT5U5OO5x2Or5aY5P5Fqc89pRSJDoy/tOjdbS2Xp19wFT2Rw3Zp+ehsV7iUet0N8pgiBgfn4+1ecYBtetra1hjBnhvmez2Uf63EQF70lKaz9L8cwm9Pe6+mo2m7zyyisUCgVefvnld73QTzKh1+t1Xn311XeVcH2S20xU2G7dusXNmzc5e/Ys39p+IFxrJQ/7yKtWibmJtBMT7+2MHoJjKYWzihBHZqhyNgLZxTqIlaLbbbOyInKQzz93A+1h8EnrWzmDtQZUQlVLPmdUZlSP/zyS7kVSNbJ9NtY3aLVa3Lx+g2Ixj89agJdiJUgTXgJtUgwqBD9iBSVVaTbQnJvJs1AL2Kp32W32cdZxdLhHq92gVCzQ74e0mi2wR5hMlnwuRzaX9+MJaX0meu4Ki3UCArKxiOxEzpHP5phdLPluB0DSMvZtYedFUXyCGV7cyGxEaGtOnuK+95sYpfhWur9KxvepIxejnUoTgLjf4WfPcjIGyndSkSaJJLQyINFmIMOafLZU2ZpMrsBUrsjsjCWOQ46POxy3O8RRxM7uPoXiMYVikUqxKKh3nzAjq9J91Qbi2OMXrIw2tHfLc1bAh+m9hCDRA6Olne4cmUDa4tY64XXbpIvkRWs8Hy8wsqAcoyzIqCX2IwAHKtJEzkp3Ih3fyPPH+vOtkdFH7KT1rpx0bZxzqeRwtZZhdibvt6HAGXrWkgmyTM/MMD0zA87R6XSpNxrsHezRvnePbD5HkM3TCDX5Qo5MYIQm6LxsrBbkQZzsmfVYAeCP7m1QDrKcqdV4VuJpOK0Vi0WKxSJnz57FWku9Xk+Fbd566y3K5fKIscw7LSja7faPKvQfhLh//z5vvvkmFy9e5OrVq4+0KAiCgF6v9763fe/ePb773e8+koTrk2q5x3HMm2++yf7+Ph//+MeZnp7mXqNBs9cjE0jVoDVeUV3a3VknVW1obZrsQWRY+0PI9yS5SOWpUhGQTrPB8uoys7OznDtzFq2TObwmsTyNlSKycTpHTz7HDiX38Z+BQXXu5O9hGHJreRmlNNdvfJhsJkPk4nShEaPpO0c/WRU40ZgPhxJjAipz4NHLBuM0VokL3LnpHIuViFfeWqZeb3Dm7GmivuNwp4kq14jiHlGvR7/Xp3HUIAgyZHNZ+f9MVhY6kSLIWkTNV657qZpnaqbiOdfOG7loHGKIksiVDiYGMYFJFOG8GIpNEOyi1KYUGBlYY4f4/+BpXcpiklzt/409mE/AYpZE6VaoctJS1ppUES9G4SKD8xVxYmkq++GTPxZnFRmdoVIKqFUrrK/fo1itEccR9foRe9u75HN5CsUsxUKZTFZhAhnHRF5lRnmCnPWLD5sIwRjPK7cai5ikpBQ+BWHsAWy+MyH52rfLley7MZo4TlDxftaO9Ys6hsCRXmoYOcfOiawvqbqeQxmHjQxxOixK5tkOFwuGoVAIOLOYzGU1zsriStQWRTwmQi5iuVgkXyiwuLiIjSz1ZpNmq0W7UefebpdMNkehWCZXyJNRYhWsUGhncX4MEDup4GNl+cO7K/zZ7E2mnxKI7HHjSVTo7xRaa6anp5menubKlSv0+/20en/zzTeJ45ipqak0wRcKhZHn8Y9Q7s94WGv57ne/y9bW1mPLqL7f5Dq87RdeeOGR/HIT29ZEeva9RKfT4ZVXXkFrzUsvvUQ+n6cXRazUDzFKEVqvbw3ia20E5BMMUda0lgrGWlKZSwCjEh8tab0nWui7Ozs8eLDJ+fPnmJ2dJVCip20dhA60ilPksBlrfButBkVSsm3fudTK+IpGZvbWOdrHbVZW71CtVlP8wzj63aBGFg0wtChIj2UUZAeAl7cFCMOQleUVyhn405/4EAfHlu3DYzL5Pr12j6zJkikF5HOWSqWCDWPa/S7NRhNlLUEmSz6bI4gzmEBkWquzJcrl0gitT5KFQ2vPe3aJNmqcVoVJMg9S+tmgqgTfjsWLkpgAF7vBsSkPH3R4QBxenEXsX2OnZJvEOKeIvWtaYEa7JH6PpMPhYmJxN/XdB51KAWsF/djTHmOLc5pCLkuhUMNaRxhGdLsd2u0uh4dbaKMoFwvkcgWKxQJBIAjv2MMTddpxIO0OKK19d8Bz5tJIRh0yd3cMRHCk6xQQRxHO0yxBZu2BEkU5jSwSLELZFEoc6Ww+dg4Vy/0baIe1gcdFDO5p4Y3L4kEpOH26SMYE2HR8EGOUSe+z2CU/C4ciUL6bEmjmpgX0dfbsGa63+3zv7hZHR012dw4IMhoXO47bLcrFkiwOlfKdDLFV7ccRX11b5t+8dpPcEwKOvZ/4oL3Qs9ksS0tLLC0t4Zyj1WpxcHDA7u4ut2/fJpfLUa1Wee211/jMZz7zxGfoX/rSl/jKV77Cq6++Sjab5ejo6MRrNjY2+LVf+zX+6T/9pxQKBX75l3+Z/+6/++9GOshvvPEGn/vc5/jGN77BzMwMf+Ev/AX+6l/9q4+VI77/V/8h8agHkQDBnHPvSUb1/bS/u90ur7zyCs45Xn755UemWSSr1ziO3xNyc39/n1dffZWlpSWee+659POWjw7BVyQOT0uLrQeqefELD3qT+bpQpIxWafWRGJM4p+k7/8C3lo2NDTqtFtevX6dYLGJ8NW79QiCjdJo2tVIn5tppUkIAXcpB7GSuHCtHMISi3z84YHN9g1NnT7EwvyBz0QmJWWlG1AQnvibd8uA3Sfeh0+6wvHyHcqnMhQsX0FqRzzqmCvAgq3n79rZU/5Goj2nABIZqPouxjl4U0+/1aHfaRI2QIJdldmkKHbgUZT68qFHKCHo9+b2X+UyMSbTXdE9Q7MksODl/GhmJJP7pAFkTeADgJNMUDyzz25NXiZoAynuBxSLxmlDTrJWKWcxRhEHu/OLCJvuEr9qVVxj0KuvOdxsUilw2QyaToVKeInaWKOxx3GpRr9fZ29slm8tRKJTJF3Pkc3m/2Bs6V/gRTygWvYGRpVpyiIEJvHqduN8lyTjQcr8qgvSeTkIQ9jIuiWMBuhnjMSJjNqmOZLGi0y6WMYIrsP7aWivyr2dOF8lnM0QuWUJLiCeCuLclnQ3tRFMgJk6Tuk1GLg5yBcNHr15h86jBYb3NQb3OcavF3vYB226XXC5PuVgiW8yTzWY9f99w1O3wh2vL/PyV6993JTZr7RNDpD9uKKWoVCoiN33hAnEcc3h4yOuvv86XvvQlPve5zwHwP/6P/yP/1r/1b/ETP/ET77ub0O/3+cVf/EVeeuklfud3fufE3+M45ud//ueZn5/nj//4j9nf3+dXfuVXcM7xN//m3wTEcfPTn/40n/zkJ/nmN7/JrVu3+OxnP0upVOLXf/3XH3lfntmE/iixu7vL66+/ztLSEjdv3nxPq8L3Slvb39/ntddeY35+nueff/6xtj3sw/44MYzcv3nzJufOnUv/Vu912Wu3UShRglOGnm9pC8hdeoxJizJAqng8Tcji25jDIDmt6fa7LC8vo1DcvHmDXDYnlaQSHfh034Yexlpr4qGWsFTfCgik8lQMHrbK67b7Vvrm5iZ7e7tcuXKJaq06+ExGoVAGaYuOJEzGEfOjinQwAOLVj+qsrq6yuLjI2VNnsMTE1uKso5DLcvVMnqKLWF7d5yiW8YD1wLdsbOg7TaAM2UJAoZBHa02hliW2fXa3donZ9bLCRQr5ItoYwWL7Nm6yvNHKgJYEYwiwLjlvMiLBScdEXMZgfHnS9wYfWiV466Fj9fubCOIYLz0axXL+lEvkTAZqtApFoAczdIcWjX5/jZVVXvRG3hfjvJ57MnNOugmyq1qDU5pMJs/sTB6HJY5i2u02x50e9fohzilKpSKlUoFcTs4lyvjui1eci71dqU4YAb4blNxbnqefyO/G1hIEGqesV7qThVLS3hdUvcM4iCOhS6LskO6/A0yazMG3khEVNwU4rZidzTFVKiBsR4dU5jrtzsSe7ibdpQFyXnQLQLmA0K+EtAecKmU5PV0lFwS0j9uE2QwLC0v0+yHdXpdmu0N3fw+lAyrFMplCjnKxyL1mkz/eWOdPXbjI9zPiOH5kkNrTDmMMc3NzfOpTn+Ktt97i61//Op/5zGf47ne/y9/6W3+LIAj49Kc/zRe/+EWuX7/+nrbxxS9+EYAvf/nLE//+1a9+lbfeeou7d+9y+vRpAP7G3/gbfPazn+VLX/oS1WqV3/u936Pb7fLlL3+ZXC7Hhz/8YW7dusVv//Zv8/nPf/6RF2k/kAndOcfy8jKrq6s8//zznDlz5j1/1uNW6M451tbWuHPnTgpCe9wV8XCF/qgxPC+fhNxfOTwUVK8RF/KkNZoxosOttPC5jZLKJ/QPaQVEiK50GDucHjzAWsdNbi/foVarcfnCJZxyKRp5uPkdjKHVA4UAxghIhNekze8Ty1A1Lz9DP4pZXVuj2+3yoRvPkS0MHggKaVkOd121Sh7myWsUsYsZvhTjIDsAnGN7e5sHDx5w8eIFpqamsc6KBKhHFyukfbF0ZoZuo8tcN2SvHXLUiUWSNRLumPXiJplcjqUz0xjPJ56dNvT6XdrtNo16k72dfXK5DPl8wRt/JApxvhvi8QwxVpTOPKo7OV5npZI3SqcJOTlODTir6Uv9TMaIrnjkEd7xEE4hqeAzymC1JY60r9aTe0HhFLjIMwhMsiAQdHegbZrok4pYo8QTQAE2SJX95POMLCZ8m1hWZRoTQKU6RaXmiCNHt9el0+5wsN8gikRzPlsoUMgVyXqZ08TGVCN8deccJlAeJzi4D5LuEkrc7pRSIh/r9QQiEnMaP5JIsAPW88xdjDYKow3dyKPch7Eg2kEsCbpUzrA4XyZySWcouaapIkFy05EsNy3ibpcsAAa3q0r/1/n7e7pcYGGqQLvdxmhNPpclyGSZqk3RD2OisE/juE33sM7uzg75fIHG4SFFHB87f/H7Vql/0C33x4mFhQUymQz/x//xf2Ct5Rvf+Ab/+B//46c6U//617/Ohz/84TSZA3zmM5+h1+vxrW99i09+8pN8/etf51/71/41/2wYvOY/+8/+M9bW1rh06dIjbeuZTegPuxkfhRb2OPE4CT2RcD06OnpXOtw7hczs9CNX6MPz8kRtbji2j1scdbsEWvtEq4ictPTiFPQmD73IOjI6AQKJ0IsgnB0ZrdLfH+ztcW9zg/NnzzEzOy/a6alK3DjdTCpPhYisxM7Qj6FvE3vLoapSqdHk7KDT63Bn+Q6ZTIabN2+SCzIjn2/GtoeTluWwgc8wX33wsrE2qoXVuys0Gk0/OiiI+IsNZdd8MjfKYBFzlrnTU2yv73OqXGCuGHHUtRy0+ikFLVMwTC1WiJyA4gIjZjbZbI5sNiv3iI3pHPc47hyz29wGIJcviqxosUCggxRPIK12cbsTyNgAoJ3M1bWf+TrrRpDuDkc/VgRaYZxP1EkuSU4/cq3SBopRKCsjEqVG2/ZJ8jZGQIQ2NoNs78M6jXbyoUrHaJWT5OZkziymKmqoHe+tRxHPdaUUhXyBQr7gtxnRO+7R6rRoHDVQSvmFUIFSqQjRoJUeR/6MKUugEyqoHlpsymzeu5wCooegtEvpe8MhYDeDdtDtWVGZ06IbEDkBCcoYw5HNBJw7W02razP0XZOxku/GKFmMCB5F5HKd304K2FPSCUg48JG1WCd0uEIuYGEq74GBsvh1zpELAkygWcwViXDEYUS7c0yn3ePvfeP/YfP2MldPn05V1z7Iivlpg+LeTyRe6EopgiDg5Zdf5uWXX36q29za2mJxcXHkd9PT02SzWba2ttLXjDt+Ju/Z2tr6wU/ok6Jer/PKK69Qq9XekRb2OPGoCb3VaqWgh5deeulEUn1a233YvDwJ6xzLh4eAtFNj6wiMINsdA6lWow39KKbEYF4eKCNo9OSzcDhrubd5j+bBIVevXKdYLntE8FCVMgSgk4QjM0DxSpcevksXEho7ZIsqs/bBZx23Wqys3GFmdpYzZ86cTN7D4RcN8hp5eKe0Nd8iTV6nEW36pGKMoojV5TViF3Hz5k0ymUASQEIhU8PndbB/lekSR7tN+scRmYxhTsFULsdhJyYK8pTmiqksJ0AYCbnIaCGkGS1VZLFcpFgu4pyj1+vR7XRo1Rvs7e6Sy+YpFH31ns3KbFgpQNy8YivI9gGX2sks3YrtbN/FJGYkyT3h4iBtQw8LzJixNrIVvxmyQUBs4xNJTrYn3HqUwuhAEPZJF8Yk8riiQx5bhzEyp485CbhzeECeBW38HN4mJi6QzeRQ5SzFchnnLL1ej063TbN5xN7eLkFQoFQU57NcTpKUVpooEuEZtEfwW4Y45Spd3ETJIsg5fx+NdpvkXkmYbqL6h4NM0g3w2JOz5yqCOPch2g6DebskZ+19D2RRYxksMoer+JiYjBKxodgNEnzsLNo6CtmA04tTrG8fEcWxOPC5mMAYYm0xTqOzGarBFNNVYbBsRZbLWrOxscFbb71FtVpNTVEqlcpTTbjPcoWeJPR3i9/8zd9MW+kPi29+85t8/OMff6TtTipQx0HR469x6bPphwAUNxyJNvnbb7/N1atXuXjxybWTHiWxJg5t586d49q1J6Oh/G4V+nBr/7nnnuPs2cmKUPcaDfpxTMYI7SxBk8dOjCK0k7m41fKgz2ivPIX2ADqJQCu6YY+1lRVs5Lj63E2yWVm0BErhiyHvF+65uR6dLhaqyc1HOh8EvOHLYH+Hp7y7u7ts3dvkzPmzzM3O+ja9OKqlNZYT6VnnEffgkwKKCE3fCj94XHktUAHWD4a7nS7Ld+5QLha5dvmGVPPW4iKwxo0mc+VpVEnbWCnmTk9zf2VHkhoyP75ycZrZ0zPsHHXZq/cJAi2CIGhiG3v+svPyqNpjBUQfPJ/PU8jnmZ6aJY5DOp0OrWORWtVoCqU8xUKBfK7gZ6oOlEE5By7ywj1yNiJfBhqPVtd4RL0HN2qS+9trsLuTGVsSn8JajTFJC9qlxxrHgnt3TtDiGv86pwij5JoMIo4sVsv+ymJidAEY+dm9sZL2tfKzdjegtDknnPBcIU++kEcxQxQ62r02x+029UYdpaBcKpDLSgWvUlk5qa41yXlIFgy+Va9Fez7yc2utZdRirSXyaxqV8P/9TlsZjwOwdKZCkDdoRhenkRtt0cfOite5r8qB0Xk6grJHiflQMiKK0zm82BZrpckYzdWlWVa3D+mHkWBlohhtknm9Pz7fJVPZHHes4xc+/nHCMExpXa+//jrOubRyn52dfd/FyXg8yxV6Ivv6bvnjc5/7HL/0S7/0jq8Zr6gfFktLS/zJn/zJyO8ODw8JwzCtwpeWltJqPYmdnR2AE9X9O8Uzm9CTEx5FEW+99RZ7e3v8xE/8RCrs/6TinRK6c47bt2+zvr7ORz7yEZaWlj6Q7cZxzHe+8x0ODg7esbUfxjEb9SO0hZAYgxKzCWtTFy6veonWekDxstJaH7ZFbR8fs7yyTL5Q4sa1SyLIxeABnO63EnBbZK2IcYzMrEmpNM7JXHhYgjVBv1vruHf3HoeHR1y7ep1SueIpW86jpYfm81qPVHkCjrNDnyct0OGQ2la2W28I+G1pfoml0wtYHGEc45wjY6R9mwi8aKVSNb2RKr1SolDMctwQ3/SZpSkWzsxisZyeK7IwnWf3sMduvUccy7U1SgkvPemlKydCZlbAaQbBBSgdUCxVKJUrKByddp9O95jDgyPCcNdfN0cmWyCfz6JVRpzUfGM3EYYRa1LvTa71YNbtvCCMEq65RbTXccmYRBJzMmsXwJxCa5cm+vGwgIoNNraYpDkC6fA8MAH9SGiTxsqCRBuPOXAmvb6x87xx3xN3kUYbuaLWL1QUXqEvFp3zYqFMsVBGKwj7XVoeOb+7e0CQzUprvlgkn8+QfL3Eh10WpUopgZmnx2LRVntkvJfN9RS2pLsjnHZZxE5PF6hM5WX/sSMAOEgWD/6SK0M3tv4Yk9cM2A8WGRVEQwtIOZfyPTZOOlBY0XZHwYWFGdZ3juj2Qt+lcd4R0aPnrYjwWGt50Gzyf6+u88krl05opu/v73P//n3efvttSqVSmtzfTZTlUeJh5izPQjwqB31ubu6RKMiPEi+99BJf+tKXePDgQSoD/tWvfpVcLsdP/MRPpK/5jd/4Dfr9fjoe+epXv8rp06cfeeEAz3BCh5NOZfl8/olv42GJtd/v89prr9Htdk84tD2JeFiF3m63eeWVV9L5zjutnjcadWIrD0th8w4EYJRShLHM/ZK2n3GkqlrBEFXtyNsZLp46JatBPRgwBnqoIk+oamnLftx4RRTSlPJGL4oh1LBGK0W/b7m9vEIYR9x87kNkMoPZo55AOxvnmQt4LKmcpHSyYwk9Qc3v7Oxw//4Dzp8/z8LcHFEcCW95rNUlxZdXKMM7nLtAXM4AqyxzZ6ZpNzrMnp5m5tTUyBYDozk1V2BxusjWYYfDeo8wVCkQTHK6Qymv026dUMKUxfqKWyYVmkIhS6mYZ6o2TRRF7OzuEIWWBw/ukwkC8vkCxZI4pakE3e3n6ql6Kl6YBrzBiPJiLMJDTxDtWiUz9dGBsmiHB2IJi0UHfrbu2/paQxzJ+4SvHafVuMYSRmrovPrrEVnvZOYGBjPKO9JpQxyJwx0eyS9Ad4f2ojrCKR+9FzKZPDMzObRWdMOYdrtDp91hu1lHWUXB680XCnnQGbF0TdrvQxETe2OcQTdJARkj6n2JTWuuEDC/VBk9V240qSeVt8jZyn02jOUQ5zTtmSJD/HQn2w6UJrSCPzF4oSGjyGhD6GKcdpybn2Jzv063E9Gz1rMnRK0ug6YXRWRNBmUMd/b3mSvk+cjpU/4rM9BMv3Tp0kj1noiyTE9Ppwn+vTiePest9yf9LN/Y2ODg4ICNjQ3iOE79NK5evUq5XOZnf/Znef755/l3/91/l7/+1/86BwcH/Kf/6X/Kn//zf55qVZg8v/zLv8wXv/hFPvvZz/Ibv/Eb3L59m9/6rd/iC1/4wg9Hyz2KIv7kT/6E06dPjziVPelIRF6GV5Xjs/qnwamctJDY29vjtdde49SpU9y8efMdj7kXRWzWmx5pLUnCeG3VrDGCRlcyw8U5sU0dbrd6tNXWvS12dne4ePkytVpNRE2GHpwKMdyIPFJ+uGWulRupnlNJU6VwsfW1SOBbh47jdpvllWUKhQI3rl4hZ8zo5zFGTfOqX8ORqJXJvqkxNHHyGsvG3Q3q9TrXrl2jVCxKMh9a7Azm8ININN9BHrwi4iE66zpf4sz1CxTLWUBAS+PfM6MVp2YLzE/l2D3ssXfYxblEwlShjQFPGySQhOhs4E1YpC0eOUvihpbLZsgEAdlcgVq1Igmr02F/d5+dOE5pccV8Fkw2PScW5xsMvgvjZKYrLWYjNqtK+vKJGp0xA0CcUuBsDM6ff99WN0bOi41U6pQXOQ/48hg8ZQO0dunM3iEt96wxxHHSg0mAoYl0qkW7IPUOALwdq4jWaG2Sw/HH6P/TyVWzERgVUK1UmJqqEPXF2rTX7lJvHLGza8nkMhTzBYwJULFouDs/vw+0oR86L7Tk0v2ObCxGLsqhM4pT5yo47QjGqnLru1GJ1ar1+vHDYMURKptLKvM4vV+1DUTh0DnvUOg85Q2c8jNzNBEWY+D0bJXtgxZxq0ffWgKXjNUgqzND81fNNzcfMFsqcXqIBppEJpNhcXGRxcVFEp3z/f19dnZ2uH37NoVCIU3uU1NTj5SofxBa7k8yvvCFL/C7v/u76c8vvPACAF/72tf4mZ/5GYwxfOUrX+Ev/aW/xE//9E+PCMskUavV+MM//EN+7dd+LVX9/PznP8/nP//5x9qXZzahJxXq06jKhyO5QZObMJFwvXLlCpcuXXpq1I/hCv1R5+XDsXZ0ROysT94egesfFHb4wefwwDFN5BcQGkUcRtxZWaXX63HjuRvk/HkepkMZNP04ae8y0tpWMPJQS8BsBo1RAc6pgeEGcNwQydjFxUVOnTp1oroHTvysRyr8k+Ytsq9j1VYUc2d1mSiKuXHjBtlsFmWH9tXP+LXSI5Qu+dPJa538zuEIShn6TqpXlHCYIfJV8gBdnVTs89M59o/6bB90pKXsOXzaLya0MugMqXWmTB1sylO3cSzuW9LkplgoUiwUYQaiMKbVbnHcarO3c0AuG5Ar5CgVKmTzmRSQZ/1MWmsDygm3HcgyhAqXgbJvNyejmmT0oTGIdoAVBNlAGjVRVvPt/ziyRMbJRXOJhKt8plS/eqi17FHufrYfi2g5yahDugADNLvDt85x/p5OP8anPWnxx33pVpRLBYqFArNulk7Up9ftctxq0+nUcTh2tvbJF3OUS3nw1qtJi92PtUX8yFMKF09VCTLyrIic9dTQAapdJh8Km1D1PE4lReSPtedjJ98VlKYfe007v/14aIEQ2xhj5DFtlUVZkcjNBoal2QpGK/br3WTehTIQRpZMoIUFYCyRc/yz5VX+7IduUnqHjp9SinK5TLksQkvDjmdvv/02/X6fqampNMEXi8WJz8dnvUJ/0gn9y1/+8kM56EmcP3+ef/AP/sE7vuYjH/kI//yf//P3tS/PbEIHKBQKE0E8TzKSGy8MQ95++222t7cfWcL1/W43juMRKtxP/dRPUXsEk4VOGLLVbBEoleqv6yTxOOeVqRQZpQd/Nzqt5sNul+8t3yaXz/Oh55/zDho+SSNAnkQHPol0lu6/v4FOEqJUaBpFaKUdHgMZ/zrnhHaxty20jOmpafk8lQLM5XxofULrPXajkp9i5zG8TwJAS6Lb7bJ2Z4VcMc+VK1fSRZPyT+jhh8+4jjyO1E41/fwxb+/hF8cuWX5oAg/lQ8UjB5U1AQuzmpmpLHuHPfYPemOSrpLktVOoRIXMZjywLSSMIvr9kEwmRxzFmMCD4TzlZmZqOhVL6XY69Dsd9vZ2iOJI5sg5ocUZE6Rqb0pJAg1jsQwdfhw7B9r6qjWQrox14v0eKJVawkb+GLVfADiX8NMzPiv6aYj1QDzrMCqg70TTPOm6aCWIcxvJYkhrmalbFaf8cIUecCRi4ZQ7Jxx5mXN7+1KlcV4i1jlPaXNgjaKQzRJoQ6lUptPpsLe7hzKaZr3B3s4+QTYns/dykVwuj3OxF0eSY5lZKFGqZEdGOzGjXHOHQ7lRdboUT4Ib/EyC+1Bi9mKlkxXj6Xz+O5b6ueNGvktGQ+QERBdow/x0GaMMO0ctwc/EjqxR9GOhvTkr39Xjfsgf3lrhFz5045Gr52HHM+ecdIf29zk4OGBlZYVMJsPs7Cyzs7NMT0+nncxnuUL/YbZOhWc8oQ/zjJ/mNpRSvPLKKyilHkvC9f2E1ppOp8O/+lf/ikwm81hUuLWjI5nP+hJc0LJC0QoCjXWipZ6A2UQwxKGco3HYYGV9lfmFOU6dPi3iGjhp9WlNbCH0QLFhMFygNdEIF1wSeWQdISJbmlwprTSRjbGxZX1jg+NWk2teMhakohmmwck+jobwyod+6zxCXo2+Jtlqo9EQ5bf5BU6dFvCi9cpv48lcT5jHitjNSVW5E78bQzaDJMBYSSck0IGv1RPuk1TsS0nFfthn96BL7DnZyiX3uIwvtPdV7fcdu1s74lzmtRZsJNdY1qARUTSYvReLJcqlCtZZbNin023ROm6xf7BPJpMjX5CKtZDPi6UpkoxlP0QlzXilNYXQ8JyvnvGmKTip8pMLLRTsRDdefu0FaklQ9QlX3Hoet9C+DFoNRGoSTITMyi0BCmU87364Q2Mk+Ys5jHRFME4cVz11kpFrI2pwNpLRifINAm00MzPTaGbphRHtTodOu019sy5VaqlEsZgnV8hTrZaYXiww1OhPbkf0UELHBYTJPD3Zh8FXNAGhy6+tIfIcdKN0ukCK3ADdLoA5sSFGq9SiNXbOU9wSJgXMTBVQCnaPjskgo5OsFqGoRCNfAbvtDv9yZZ3/z9VLPG4opVLHs3PnzhHHMUdHRxwcHLC8vEyn06FWqzEzMyOL6O+TqM27xQ+zMQs84wn9g4j9/X2ccxQKBX7sx37sA2sVRVHE2toa586d48aNR181t8OQ/eOOVCdeBlMzqJrEIlVKpKS6NFoRKE2j3mJ3Z4/zF88xPT3jk6b1RiraC11IBEalnwnyoMWjkiFpp8vfM8oQD3HNA63oRyG3bt9GAR967nlMMDivmTFuOihiGws4LHnq2cTKMnkFHtA2eFfsNDrWbG0fcH9zk/PnLjI/P4uzkoyclcpS6Ec2nb+Pz+ofJyapz6WJX5HORZUTpPuwgokxmlPzJWans+wedDk47Pu2skrxB9bC8XGL/b0dZqZnqVRqfrEkfWaHoNDDMEJrWQQ4GyUaq2ijwGSplmaplGOUshy3exwft9nb3cHGUCgIWKxYLINWGKNEhChKzsogUVnrSO5M59Hmvr/sk7uMClxE6uMtSwSXtsyVT7TOii681gqlvBoemuFEqZQjtGAiP+QOEOEaNWjBD0sF28gO6HhaoaxfrDkt7m2+yaOdwkUWF8vxGK0IQwhMhkrJUCmXcc7RD3u0W20O9+tY9rBXqqjtNpVKlXKxNNKxibFevGmw+I0T6hpDfPQkyfuZvxsqVIS/nmgDJItrf7zePlX5GXpGmwGd0Gu/JwI2M5USyir2Do9lAW8T2qpMQETgx/LW9i6L5SrXlmYf674fD2NMWp1fu3aNTqfDwcEB+/v7AHzrW99K3c4+aGGbd4p2u/1Y5l0/aPH/2oQ+PLcOgoBLly59IMncOcfq6iqHh4fMz8/z3HPPPdb7N47qRLGISlglFLBI+8RqDJH1bk7+OSlmHzEH9QZhv89zz90g5zsQWoNygrg1Y7roI3WOkoe0corQOVGdG44xrnkYhRwdHTI1Pc358+fJ+Hb/4PUO7T3MLfKwDYnAU6QECDT6mRlfuaQfoUS97LBRJ+yHXL56lVq5Sn8E/CYVo6i6SQmp/YxUa8+3kjKTWJ1M8ePV+aS2/MNCJ+1TqzFaD2BOzmKMZmm+yPxMnr2DHgeHIaFPpvV6nfrRAbMzC9Ia1Am9TChVBjw1LgM4lLVeohUcMWHf76pSKKcJtKGY11QqRWzk6Pb6dNptmo0GO7v7ZHNZyqUC+VyRUiGP0jE2lpm0c96VLAEy+OslqmyxTyZJy1mnWuqefCAdn9iOJEFjZK6f0CxdkCD07QhSP7YWpQ0uFvChcniuuPP4g0Bm2X4bQMrNzwSG2Pmd8Ij2xABF7i+FC8XURRmf7KxDa00+myc3k0fNKk5fqNCNj2k0muzu7qKUZrpSo1gpUqlWMcaIYIyTYVV6mwwBN+U+Er392H9/mACSM77tLm11ld7r1o8pNIZ+LAuohD+f8M+NZwvMTIkb28FhR+7r2OICjbJOmisxoDT/auMuc5Ui06Un14ksFAqcOXOGhYUF/uiP/ojnnnuOer0+UdimWq1+3yr4VqvF5cuXvy/b/iDimU7oT+uiR1HEG2+8Qb1e56d+6qd4/fXXn4g/+aNsN5mXLy4uPnZrv+1n5w5wSkBFgZGHhFbiQW4h9TkPlKbf7fH2yh1sbJmu1dJknkETRTFODZJo8thNPaqRSkBBarmKYwSNrNUoOO7o8JD9wwOKxSIXLlwQAJVLqip5sPbj0TlyoOVBNfjM0VZ3otM+HC6OaTQaWGu5+dxNspkssRtN5sOVkv8g3zKPR8ROApXxvHn/HHaxSHOOdBF8gjoxKlAnEz9DaxF/fsSONiPtaxel/ObF+QLzM0V29tu8ffsereYxiwunyOfzco7Si+JtM8MkefhK2NukiWZ/jDLOz9V9Gz/SYlXai9BaUSzkKBRyuOlZ+lFEv9uh1WpTP9wGBaWCmKQUSnnRABhGJXq1uigWsRNvvsuI3Kov4K0HvRlMuk86BelJxGiPoI8JdOJZL5+hdEBsRXEPaz3Q0wn1zLeTMzogisMT5z4MZR4vOvMK65X3Uh9zK98Z5ZJFgCMwBqddyl1fOlujWMtSJO/byI52u02z2WRvd4+79+5RzJXIVypUK1WKxcF3Wahro/debEcXpDF2aKQ4OlYUfr50XKJY4ZRJ6abGA0WTlnxknUfZy725OF0GB0dHHSIFKvLP0VgWLBYx9Pknb6/wb/7YTTJPuIhJvn+zs7PMzc1x5coVer1eSo177bXXAJ6qsM07xdNAuT9L8Uwn9KcRrVaLV155hXw+z8svv0w2m31fFqqPGgmnPpvN8vLLL7OysvLY29w4qstMVqt0/hjiwS8OQv9g0FoepAdHddbXVqjNTJPJZOj3up4j6004GIDhouEqSonPeWQtEZ6elYLhhnjgjKrIbW5ucrS3x8zUtMxJfRXedwNjFgHTuZFtjc/TT8631Qg9rtvrsbJ8B6WUaCJnsh6RLPKk2iO1tVIj20oPduxXiZjNYBuawCnQGUEf4znSE1DwMgMdQ8u7UbW5wXHJQksTSK3ovMkLEcetLWZrIVcuXaFej0U0ZJjS54T7rZVCqWBIXAYCIwprCY3Pg6JFDjWAfuhVyKxDecMSrRXZTECgyxSLZZwVqle33WPvoI7b2SWby1IqiWJdNptPr7v2SdIiKoTa+Lm5Aj18Hp3ka+0nAhrfhHFyIZKElzGDdr9SeD1z+TznRH89ORfOgrVSXcc2xmgzAozEV/JRghyH9HgtThaxzoxdGgH2uVA08qdmS5Sms1ItK53O/8tl8blXp04RhhGHR00arSZ7u7topSlXKlQqZSrVKoFJmB+iOWCdTStpOTAPHPR3lWUg+SrWxMmxikVxRom+fwKeC208JDfrpSOsfI/npwX0dXjYERqkE5xQGMaCIQgyNLo9/u/ba/yZm1dO3NPvJ+I4TnFJSeRyuQ9U2Oad4keguB+i2Nra4jvf+c4JCdenndB3d3d57bXXOHPmTDovN8YQRdG7v9lHN4zYbra80Is8qDJGaqQwlrarjFktVmm2t7e5f/8+Z86fYW5ujp2dHW/m4Vt+ZvCFM0NJ2iDgm+SZnBkDw6mxjGhxxHHM+uo63XaXK9dvcnhUp9NpE1k7okYHnAA5GgVDRVs6139YNJpN1ldWmRmalVtrZaGiRx8k49tScKLS1wwp6A29MsKm1bFDyyzeeZa3Gj7+k6HVSeAcybaVnLOkje76EcurdzDGcPPmDUwQsLTg2D/os7ffSatU62ftiXCQVopAGyBKW+SD45Z/c5mMdGq8SptzUkvj29ZxKAIuRmtiJSYp+XyRGT1N2A3pdbt0jlscHByRMRky+TzlUpFsJof2BHcxepH5eKBGiX9KGcE9KNBWDQSEAg3Ot+21IgztQHPAgQ0l+ZpAKujIycLR4gFwSgbDSccnMBpnHDZ2GBOkXvHJEsw5sJGMAozSOO38lN/vj1Fp276YzzB9alDBJTPu0S6MwgR5pmcyzMzOYJ2jfXxMu3nM7t4ud+/do1AoUC1XqZSnyBRzvsvkhubliRSzTq+ptN5NSvc0yquueY147WfskYtTWpv1YNfYCfgy8gi42akSzsHhUTvtfASJy2NkQTnW9454c3ObD515dGnRd4t3o6x9EMI27xQ/Sujfx3hSLXdrLbdv32ZjY2OihOvjJtdHDeccKysrrKys8KEPfWjEPk/kOR99EbFxVJdZthus6h1ik2mU8gIfCqU1K2vrHNXr3Lh+jXy5iFaKrA5oDCWD4crVOednkVI2jKbBobm1UyMz5ABFv9vn7du3CTIZbjz/PNoolG54zezR6lv5h/Jw2LGkq8eqcQHDyXna3d1lc3OTi+fOMz03w73NTXqdDnEUoYPgBJJ9fGFgmIRaVyca5mbs/Mi51r7TICaeRoFy8QnuvJwxd+J3k5J8u91mZXmVarXCxfPnUP7cZgLD/EKemdkc+wddDna7fj8GiynrhDrnYkXGjJ4zkCo64W9r7eesscNhJKmEfTm3Fo9KBmMCn+jBBAHFcplKpYK1EZ1en173mIP9fcIwIpfPC9WrUEEZ0fSPI0FVGw34Khnkvolir5FAjA3lyhiTzMxdqrjm3NDfQr/INIBSyOnxHgRDxxvHDh1DEKhU8EcwBST9KJQ4o9IPLcozDAR176QlD5hAcerSNGpsEZqMrwTYprBIgs34RK+H+Nun1Cm6/R7NZpN6vcXWzh2U1lQqFcqVMtVyxY+HZJvy/RXwZxRLK31g2pJ8p5OOk5ekVWoAJfTf3dA6rzqnUz2KuekSyjn2Gx3pjljpqUjbXhYE/8/aJgvVEvOVJ5PkHpey9jSEbd4pfoRy/wGPR5FwNcbwqFamjxrDc/pPfOITqcTfe9lmP4rZa7WJYqmslW+7h8m8WCsCFN1Ol9X1VWJnee7mTXKFrLTvYqmS0geXHqCqpfKE0D989RAtSatx7rlMTA1CtWk0m9xeucPM7AxnzpwVoJ4b2JqOI8KDsfb0pGp8vP0uUpgRm5ubHBwccOXKFaoVoWeVikWODg/57lvfpVQpUq3WqFar5HLZ1NJ1JIaOLd3ehEr6xPtO/N16hHEgicHPxUnm9hOoluPdgkajwfraBnPz8ywuLhKh0C4gUMmCQK71wnyB2Zk8+3sd9vf7Q6ptChvJw78byTxZqVjoW1oJ6twfrFcVFa137Z3JTAbjkf+JHG4cS3JLON7KLxQDlaFUMhTyeaamIAz79Hpdjtsd9g/qZDOGKHb0uiFBYLBWo6xKj8GJiLr3GDCeuuYTqZNFHEYWHAYDxqUdCcBL1cr9hHYp+C09t4DTysvR+nMXSJK01pExauDG5tN8bB3at+6NBxWevjiNyyhPaxxdqCWqgaA9sA3CVMhpyHPeObLZLNPT81Sn5nDO0Wt3OGo22N3d5d7dexQLBWnPVyuitWGlS5UcVbJAl+3GKQg1kclNWu9Z34aXBYfyk3sAUSQMlGJutoyLFYettl84iG5h4NviYWz5599b4xd+XBwI32+8Hx33JyVs87BIFgzv13L7WY4f6oT+qBKuT7rlnszLc7lcOqcfj8ep0O/VxVEtScTaDSoyqUYcjWaLtdUVitUKV86fJxN4sZdYwF7iOuWrAt++036Wl1SOipNGLBHypDFKnKyEc23Z2dnhwYNNzp47y9ysiPAkDzathDYzDiA7UTE/Qrs9jCJWVlboh32eu/Ec+VwOa0XgpFqpUn2uStTrc9g44ujoiM3NTXL5HFPVKpVqlVKxiNLa03dG59qT+OiTKnvwRipjv5PZu/UsroAgraDHr+toZ2J/b597m/e4cO4itempkc/rW0EfCG7BL8CMYmmhzPRszOFBl4P9LlFPgF6iOGCJPPc3YzR4N7MTqxeAkNSAJLZSrRlPI4ujGK2NjDIcIuEaW0KtoO8wftSQyWTJZLJUS1PESgRHth5ss3d4wN6+pVDIUSiUKJbyKBukx2Cd8vupR4SFnKjVAA4XaH/6Tj6olTZEYSyAx8DT5fysXe5NzxJkAL4zgXQhtNNESe8k6cMbcFbjIsvsmRLZUsZfPV99j4sPoeiPsDUkyY6OoRzEJh1hKaXIl4qcLZeJlpYIo5Bmo8lxs8nK7i4aQ7FSYapSo1AuEwRmxIpVJHYH5yJKZvHewyDwynSJ1G4MBEpc+OR7qJibLmIjy3G3TxjJKCOMYu9Ip6h3e/yL5Q1+5ub7R38/SZW4cWGbdrudUuPeSdjmnaLdbv+o5f79ivfTcr979y7f+973Hslu9Um23Hd2dnj99dc5e/bsO2rQP+oiIrKW+/UmIMCipFqJ00Sr2d7d5e7du5w7e4aZ+TmMEgWwMK3IderaJT7d8rnWtyLTfdKj3PPhB4a1jlhLNXfv7j0aR0ep+QDgNeAHqwzlRpHsZshWErygijQAkXpNHuxJq9Q5CPt9bi/fJpfLceXacyijCSPnFwHCU1cOVLbA7FyBufnTxFHEcbNJo1FnbXkDlKNSLTNVqVKuVQiG+PDDNq/DvxvPg+OOWkCKKk7C4Qh9VWsQPXPnZ+Y6pSQ5Htx/wP7BPlcuX6FUPlkpJPNSLAQ6QKkoOWMYo5ibLzA9k+dwv8v+bicVbknvl1ASjEZa1cmDXvlZjSxCwHl6Gdq/2srP8j0xGH89MiYgsgIKDGMkqTtPTfPavIVsAY3jzOlTRLGl3+5y3Dlmb2+PTCZDsVCkUCiQy2UJMlmRn7UnFxwagw1lHp/JSDvbDWnN9/tyLgyCKXD49r6S74VU/gM8gVLgwgTxbwgCadcrpL0e+0VEbbrAzGJVFq8+Qmu9019yjZXw4ydcd2GF+PNHQMioNzrgNfoVmSAjFebMDM5q6q0WzVaTB7vbhBsbZIsFqpUKlUqFYqGUCssEftaukvvJKd818B0l5QGqVvwAjFZep14ToVhaqLLx4AhsRBw5MkqsW53XEljePmCpUubmmYUT9+TjxNNSiVNKUSqVKJVK7ypsMzs7S7lcnvjM/1HL/Qcs4jjmu9/9Ltvb23zsYx9jdvbdBRSeRIU+PC//8Ic/nNrkvdM2H6Xl/qDeFPMKnHg1OzCBIG+VhbV76+wfHHDl8hUqUxWZ9VmbPsgBImKU8g9t59KkbfToXDdJwArECMLa9OEVGE03DFldWSGKY55//iYmkxlsZOj5rBPicHKsGLRLQFIJLUfRiwcJHj9zT97VbLVYX1lhanY61baPYwHBJVUYeMS1Bwk651DGMDU9Q3mqBsgXuNFosLm1R3f9HuVSiampKrVqlWJ+SFvcx6TqfFIHfpLuu/Ez1cgnT40hQHm9AMv6+jqdTodr165RzJdOLBJgULXi267KGe9aF6f7aoxibqHA7GyRvb0O+3tdab/b5P1K0OVeK10HXmDF6ZFOgXNgPRpcq4BxiJ/2ixuv5o7OCl9cJSCuvizhlPJtfevI5bIU83kqYRU7E9Hpdul02uzu7uKco1goks3mvcxqMOCQ+0rU+S5KP5RWs9cxIuoP9juZtyf760KHVV7e2PrGsxIWgEP2P3IuXSwkuu0A2bxh6WINO97RGKu+nTN+1OK570PXLkbU2xykgLbI2RPJP9mCnC9NDDJbL5c5tXSKKJTqvd4S3rtR4r/QarXI5/LkTJZ+7Pz2pPWf7I8kcpcm/mTsk1b0OM6fmmLj/gG2K/oVRsm0PvbjhG+ubTJfLTFbee8J74PScX8nYZv19XWMMSk1LhG2ieOYTqfzxCr0L33pS3zlK1/h1VdfJZvNcnR0NPL31157jf/6v/6v+eM//mP29va4ePEif/Ev/kX+4//4P05fs7a2xqVLl0589j/6R/+In/u5n3vsffqhSuidTuc9SbgaYwjDk3zWR41kXt5oNCbOyyfFo7TcrXPcO2qglYCaQt9etFjifsza2irdqM/NmzcpFfLiyhR7P+QkEWuZW2e1IY7dSAWuhp5hxs+9M8oQxhanR6vXdrvN7eU7FIpFrly5ggkGq3BBjw9X47It5Xx1jzsx0x6vhBPAFMDe3j53793lwtmzzMzNgZ+3GvB09SHwmzsJtBt+iJZKJarlMvb0KcJ+SKPR4Khe597mA4JMIKv6Wo1Kpez91Se0y8dpdUNjirGXjhyTIJIVvX7MxtoqGsf1a9cJHjKrVJwcOTggdkYqdA+VSs+ZMcwtFJmZK3C412V/py1Vp7+WsZXzShhJNyfQ2HhAOlT45BLLLFYpTRB4zr9/UVrhKyUsOzTaGLRzhDoGZ+l2e3K8zkEc0/fUuGxW0PDlkiCuoyii2ZSKdH9/j2wuR6VUoFAqUMwV6A99H5TyNq6xSk14jBFevPPXOGM0NhKgonMO5z3YCcRNL46kbB/c83LfuAhcaAkCzanLNZHt9ZX7kByCXwxIR6s3XG37ZDii7e5GjYTkdwPv8+T8BIg9avJdENVCKbGDTIa5uTmmh5Dz6ytrNA7rbD/YpVAoUqmUKVeqFAsFL9XsUmCsKNaJRoGDQXL3+2MVnFqqce/eEf1QuhPJPRLFMaGFP3prnV/4yXd2enyn+H7puCfCNmfOnMFaS71eTy1N/9k/+2f89m//Ni+++CJAKkH9fqPf7/OLv/iLvPTSS/zO7/zOib9/61vfYn5+nv/5f/6fOXfuHP/yX/5LfvVXfxVjDJ/73OdGXvtP/sk/4UMf+lD688zMzHvapx+ahJ5Yjy4uLvL8888/1k31fir0YV77Sy+99MgSh49Soe80j8UhzTpCTzPLGk2j1eLO8gqlUoEbV26QMYFQeJLKaaTVLRaZIv84XC0Ma72LnGg/8Tr3K/8kmvUGy+srLC4scOrUKTJjlb3xcp/WJg8x4dEmSX5E3xpkzHhiPikt6c3NTfb397l25SrlSkn4wVbapoExJ6raaCwBTkayi7NbJpthdm6W2blZtIWjZl004Dc2iKKIWqVGpVZhplb11zE+gXifeDwAbrLATLfT4/bqHYqFIufPn8cEBu3sxAXBw+b3zi+KYgcZnUER4ZxLj11rxexCgem5PId7Xfa2O+Bb0GKlalDKEoYxKJ8YExqUVx+T7SSiLN4EJR6VZQW/CLDSfs9mAlrtFru7u8zMzpIJMqm8q8PR7fRl3JORUURgskxNTTE1NUUcWTrdDp1Om0a9gXVQLItiXb5QwAzxHW0sCxTnKVmJSU0UiWPZcKvcJfsXWbIZjXUDJTk8DUwhi9X5CxXyhTyhCNWjPIVxuFObtOtHcREON7SoFOyJGvl78u9gNCO1fmiRbhkJVW2UyjbcfaiUKzinOH/+IsoYGo0G7WaLld0VtKd/lUrCe1fp/HjQnk+r86HKPRsEnD41xf3NQxkRWSkQNLJfe8dtvnFnkxevnztxHz5KPAtOa1prpqenmZ6e5sqVK1y+fJnDw0O+8pWvAHDjxg0+/elP83M/93N85jOfGWEfPU588YtfBHio09q//+//+yM/X758ma9//ev8vb/3904k9NnZ2RPsq/cSz3RCf5QZeiKlury8/MjWo+PxXhN6Mi8f57U/SjxKhX6/3vCazIKcDrRid++A1fVVlhYXWTgtyRU3ALMZLbO7pG3ei/wcdwxwJvNyryMdWUIztAjwCdsB21tb7G5vcfHiBaanp+UFSipjTaJUNbqIwDtwpTGGLh8Xp8FBZCNWVlfEzvXGDUqFImEcpZ+jJiTWYEJiVWNVMnCigpfSS1Gt1ajWauAE2NVsttjfl+5APl+gVq0yOzVFqVhEdDMHQKeJc/axhN5sNFldW2dubo6lU0spalyMNQUJwQin/WQyH67aE+yDwsgMdHzhohXzi2VqcwUO9zrUd7v0ex6oaLUXRRcesjGSYCThDJ8auVYulHNrPCVOTv0AaIVy7B3UOdo/YPHUAqVyEZwTfX0jizOHB0aGfshtLChxADOBplwuUa2WsaGj1+vR7rQ5Ojoi2t8ll81RLBbJZ4sEmazvnsi+Cbpf8CDOKoZ97AXh761UQ1mYKuNQ/ruZIP6nl8pUZ4uCM1GD8z9+TzknHuTDdqngq+0UOGfSKtwwXrkPtNod3gh3iFoHjCTe5D2JuEzkROHNBAEzs7PMzM5y3kGj1aLVanK451XrCgWmqlWKZUHOB6nJy1jr3Vny2YClU1M8uH9EpCzWCpAOK+f0e5vbnJoqc2Fh+sT9+G7xLDqtzc3N8R/9R/8Rf+bP/Bleeukl/uE//If843/8j/kf/of/gf/wP/wPeeWVV/joRz/6gexLvV6fWH3/wi/8At1ul2vXrvGX//Jf5t/+t//t9/T5z3RCf7cYl3B9FOvRSfG4Cd05x/LyMqurq480L3/YNt+pQj9sd2h1eiTWioFS3L+3yf3dbS5evMjcrNwUUewwgRqMP5U8VLDA0PfKGD2QO3XyJ+113AOjRypdpYTitr6+Qeu4xbUbNygUCx4Zn+hzA1gP0HHpQzHJ3cPUrUkCL8MR9/vcXrlNJpPhxo2bGKOJRpK5CLucmDlPSN4nwGsT2tgnKmylKBdLFIpFFhYXfGu4QeOowffu3EYpTbVaZbpWZapSxRl78iDG4uDggHsbm5w+d+YEjsM66SwoNBklSnHSWTg5rVectJJxOEKnUQxAc4PPdr5iLzI9V+Bor8PBdoeo7/yDW2OMTVHgCoUWlpMk2lS7XcByCdVRAGViS2qdHF+z2WDx1BLFfAFlY3AanRieJVU/zveXA2wU4Yg9Lc4v0kIZJmRyeabzeaanp4hjS6/bpt3ucHjQwKEoFQoUiwXyhZxQ46TbL4wNrVJRFTcEHrEorJK1mFKJ6xrkygHTZ8tgE4HzQSSL3JhY9NNJkqxL8RqD18YEBPTH5unBGEI+tCIYk9DdpOYfx6/47gLJyAqsV8BzSqV0tSQqnt7FEtgo4qjeoNFssru7hwWqlQq1coVqdYqsCbx1siJBqRRyAUunatzfPJIRkgMX+zGGUnz97bvMVQqUCvkT9+Q7xfuhrT3taLValMtlPvGJT/Diiy/yX/wX/wX7+/tMTU19INv/+te/zv/2v/1vaacAoFwu89u//dv89E//NFpr/v7f//v8uT/35/jd3/1d/p1/59957G38wCb0SRKu7zUeJ6FHUcTrr79Os9nkxRdffM+cxner0DcP5UFmjMLGMbeWV+n2O9y4cYN8vuCrWgGIJUpTCkQ1yifu4TxqtIB6jDfR6MejD5Ph6PR6LK+soBR86OZzZLMZ7/UggKLhCmQcGW+09hWs/E6Pi8kk82efEFutFuvLK9Rmpjh79qxU2J7yJuC6h2fO8eRtJiR9o8ZsX5lcYQ9Tj4IgYHp6hvmZOUIbcdzywLoHD1hbXadYLjFdqzE9VSWTDUSox2/DOe//vrvL5StXKI0BjIYrboejbyWhKTRORScOdxJwLv29Au2Mt7OPUYx2PrRWzCwUmZ4tsu8Tu7MWGw2O1ToLsfJgS0jyUKLCJnTF2L9PqsWdvR3a7S6nT58mk80KNzzW6UJOTE9k3m2UwiqF1aJl71wsCzwHzsUYrenFoed4i/RqJmMwqkSpUGF62tELewJ6OjzE7ofkghyFYpFCoYTJBGK76g2G8LLIYl7i70GjicMEVOiYOV8i0AE96wjG9f4Z2Jgm+ung1ydudAWp0fRsnEq8Dt7vNeOTrpl3ZBu/fsOguUQ1zlmVakIYfzPId1xAghEyC08Q7QCBR87Pz85B7GgeH1NvNtnd2WNt/S7FYpFauUqpUqFSLPk2v6KYzXJ6scqDrQbWd02i2KKsouci/uitDX7uJ65PvP8eFs9Cy/1hMQnhPr7Y/s3f/M20lf6w+OY3v8nHP/7xx9r2m2++yZ/9s3+WL3zhC3z6059Ofz83N8df/st/Of354x//OIeHh/y3/+1/+8OX0B/Wct/a2uKNN97gwoULXLt27X0ryj1qQk8WEYVC4bHm5Q/bprUi6DG+/52+WKQC9Lo9bt2+QyYbcP3GDTKZgECZVFTGaI94RzyT+35Vb/RQ1Z1QamJBigeBSZ9LilGAV7fd4fbKbWrVKpfOXxKE8dDT6IQQzFhmdIiFph1O6EMJf7jdfrC/z8bdDc6dPcv8vIhwWOvQKb0ume0KW3z450BPaLdPKJtPtLHdJBc1N9FFzeJQXqO7XKlwmjPEvZCDxhGHjQZ372+Sy2aZrdao1ioUSgXu3r3L8fExV69dIz8BlJnM80c378SDHkOAS81v9FiCHnyGOO0l+2gdZFTgq6+Tx2GMYXqhyNRcgaPdDgdbbVzkJ8O+5R8YfLUs3ZxIzMk9+MxgoxhrLVsPtgnjmHNnznhwn/OyqsonPItzIiaTUMq0pyxawOgMeHW1OBJamlZSZcexFQ37OEoXckop8tk8+WxeqF5RRLN1TKfdZf/wCGMMhcRQJpNHadkXZRTKJ7w4jtOW/czFEpmsSZPhw3pkzuoTf03Q7AnwLHYPf+4kbAOtdJqgx6lsiZ95coWtVQyv3/px7O1TNamCo2cDRH4El/DNjTecQUl1XiyVYGkJF8Uc1uu0Gk12dndFerVSoVyuMF2tUSjmmJ0us79/DE7YLEorYmt5cNjg9ZX7fPTyo8+Y4zh+5hP6O+WLz33uc/zSL/3SO37OxYsXH2u7b731Fp/61Kf483/+z/NX/spfedfXv/jii/ydv/N3HmsbSTzTCR0SrrD/8nkJ17t37/LRj36UxcUno0H8KAl9e3ubN954g/Pnzz+RRUTSlpq0ot08agDQaTa5tbrC7Mws5y+cBSUVlDWjCTZQ0gYfTUpJe93rRTOYhQ4D3oxWKajo4OCAe+vrnDlzlpm5eWI7ylNXnsqT5M2Ef5v+3YFVHnRkk8pjsC3/fMc4zb3NTXZ3drl2+TrlWoU4ssTWectOw/A0YlCNJOdckoe10g3Qft8soFUgHHivcT2+4JgEaDP6JNhu/Nhkq44gl0nFLmwc02y1aB41uL22gQsjMoFm6fQi+cxkB6lxxDyI1WrshJLXdxAQoFXiFX7yvjyBCUDoUhqD3FajAMRkYae0YnqxyNS8JPaj7Q4qilHapXx2h9xjznm1NQdhGONiy/bWFspoTp86JW5rzuKsaKG7WHn6k8Eh+vFxOEQdMx5576yAOONQXAFRwnp3TlTksJJMnR14yyslOJJQzslUtcbU1BT9KKbT6dLrddnb2SOOY0p5ac1nC0WCwKBFeg/rHIsXpmi5QxRmgPx2ECiv9pbe14a+cxMxGqGTebpDpS30BHQ2zk8PlKYXubTrMj4rdyTGQ9KlSTpushrwqV4NChsLI613jUK7QaWeWLAOUO8OHQTMzogveVZpjo/bNBtiKHP37l2KhSLVSkXYDZFC/I28tr6D1ze2OTNXY7b6aFQ2a+0z430+Ho/CQZ+bm2Nubu6JbfPNN9/kU5/6FL/yK7/Cl770pUd6zyuvvPKexrjwA5DQk+j1erz22mv0+31efPHFJ6r2EwTBQxO6c447d+6wtrY2UQf+vUaSxMcTemQtW/Um+zs73L+/ydnz55mdmZF5o6cDpa1EJV/qKB5G00rEeJ6pEwS6Sise5/2bR49xa/MBuzu7XLx8hWqtKudlQjt9XLp1GGGcmLwov90A7Q1BpF0fITasq2trdLsdrt64QalYIIrjgV2rFp/z4Rg3hIHBwkKkLAe8+eF3BV6GVfi2AO5ESxtGcGlpjHcW5HjNSIWljWGqViOfy9M4bpIplyiXy+zt17m/sUWunKNWq1Kr1sgX8n4xMWlOPhoiLKNEBlaN/l09ZNZuMERY4hiyxhudgNjAji0ilFbMLpapzRU52u3Q3G5j8bRNN6BROSsANGtDNu8/oJArMj8/Ly11DTb0ULDY64sbWVhmg4DY00C13y+XtJEDRRQLZoA0efnzqWVhgFbi9x5HYiakII4iKU5J3P0UWkG5ItX5dG2KMAwF3HjcpXNwQCYTUMgVKBQKzJ2bprxU4Pj+0QlwZeQXEzatvAe/z+jRqhrAupP6/5Ed5acrFGHMiUSfzLITEF3sHIYg7bg5l1Ty0q1yeDe6hFduYwKfbPveEGcIGpMU8ARaM5vNM53LU8nkKASBWNEORbPd5t72Nnd3dzlu73Nvt0M2yJPL56lUSoAiCjX//LUV/n8vPT8iyvSweBZBcUkkM/QnFRsbGyk1Lo5jXn31VYBUcOvNN9/kk5/8JD/7sz/L5z//eba2tgB59s/PzwPwu7/7u2QyGV544QW01vz+7/8+//1//9/z3/w3/8172qcfiIR+dHTEq6++ytTUFB/72MceSeLvceJh8+wwDHn99dc5Pj5+X/Pyh20T5AuQGRJouX9YZ211jaOjOleuX6dYLBEYSdoO5Vvs0qoz6FQNTuvBg8h417EoSug6A5TveC6I4pjV5RU63R7PPXeTTH6oshyG4kL6EEoi1Qp3ktwNvmrGEHrw1PDD04Yht5ZvEwQBN27cwJiAKIrSz9FKpyj9wUYd4xp+k3zJJ0WizjacmMXnQhPoZI5u0/b1yLG5k0lzUnSOO6JnPz3D6TOnZeF06hRhX4B1x40629u3pe1drVGqVamUyyMPvfGEAdJJCJ1DE2CUZaB+NnpNkkivjfIPegxKxyeuWRIKNVKxt/a7HNxvYCNJZMJPt/S6Xba3tqlUKszMz/n3aogHSznlF04uEnc9Gyd+7aPCukZrbN9jDQzI48erv5nEUU4iDB1GB5iMA2eJndjJCpZDZIYDo4l7IcopTNaQ01ly2RzliowQmo0mnU6Hw+YBtt2mu97E9t3oPZ5cAytgNoWiN3R+QzuKfPdGb34cYhlebsV24HHuPNp9/FIlVXm6KEcT2njE9yByzhvVuPRztZ/TG2XEUnVC693imMsXWCqWmc2LKdM7RaVY5LlLl3ju0iWstWzu7PFPv/E9Nvb2OdgVlb9ypUSvUOJPvrfOT3/43aVhn+UZervdfmIcdIAvfOEL/O7v/m768wsvvADA1772NX7mZ36G//1//9/Z3d3l937v9/i93/u99HUXLlxgbW0t/fm/+q/+q1QM5/r16/zdv/t339P8HJ7xhO6cY2Nj45ElXN9rJC334Xl2q9Xi29/+NsVikZdeemkk6T6J0B48Nox073a7fO3r36QfWz784Q+hgoCM9q1y8LQgDxazEOIfnG6gm268EEbk6TiB1oT49+CIbERgsgRKEfb6fPe2oMtv3rxBLpsZSS7DSVMrebAM0OxKkpJ1XhpW0R1KjFI5D55mreMWaysrVKdqnDt3DpTCQCqXmrYVx5LbeIWTfPr4j+Ozcs3JpDzcbu8nbUolnGajNFp5mpM62apXuBOJ9+jwkHsbdzl1+jRz84M2XYDGZQKmZ2aYnplBOUfnuEW9fsTmvXuEYUSlUhbkfHUKnT15b6VzVScdlYwOcC6aWJ0zxjQAiHAo6806xr8yQ214kIq9Ml+gNlfgaKfNwU6LuGc5bh2zs7srnN7atPcYB6sSd75krOI/R4GLnVd9AxMMRlla4UVg/C7EmtjFBIHBqXgkmQtGQO6rjBOJVmMUKIOLRWBJeeU2ZYUiGXXl3lRGXPeivqNcKlOpljn9kXksIc1Gi63mHvb4mOPjY6q1CpVKlWKx4BclkxZyA1lXB17tUO6PjApGOlbOH6dyegjRLiTF4fsz0Wp3zotFJR00gf4PrnuCGPe/00MiObKoHVT5s7kCF6tTVB4y6nm30FpzbmmBP/ez07z53U3WDo+4f3RIu9Xm6KDO9v37dA53+fC1C8zOzj70efgsV+hP2jr1y1/+8kM56CAAu9/8zd98x8/4lV/5FX7lV37lie3TM53QQXh7jyrh+l4jqfiT1eX29javv/76EwPdPSyGOwOHh4f80Z98E53Jce3KOYLAyMw6Fs9jlFBzpDiy3tlM9ssYb+eojczShx7uKTBXKc/blQfM4VGdtdUVpmZnOHvmLFqrkYQ1DuBJVvsancpGhkMP4UArwuTBrrXMr317cf/ggLvr65w5d4Y532oSgQ9GkvkJRDyTgG4nW+GJR/zIuVV6xAVL3nkylJMxgfUEZeVEmEMqeTvUPRhqXTvH9s4O29tbXLhwkZqXmU3Cjm3JKUWpUqNQrnJWQafXptGoi5nMvftk8zmqVWnNF0tF1JAYSRKhdRgy4uw2wQLWTpgbaGTemlUGO9TnGB8dDO9nZaFMbaHA2tv32NvYY35+nlKpJEnb+VZ75AgRNDrKCehLVpyDlYjzIDtlUCZOW+7J35LzGjuLieRQlQfGJYsWbWR+H6gBfU5pQxB4nnusxRYVj7NxiauaEw92AuYv1cgVAiCgWKjQ7oUYYygXitSbdV8pOcrlCrVKjXKlih5rLScjHeevw+CanJSBxQ14+knECc5leMbuRsdZsW/7J9dFZvDy3fDgfIZ16mMvDJQzAVerM8zmn0zlmc9nuHZlEXVbsViqcL/d4rgf0u92uHW/QU4t89Zbb1GtVlPp1UqlMliQ/wDQ1n6Y45lO6EopPvrRjz5xa9PxSFpEkXf2etLz8nfarrU2NZIpzi1SK1VT0Y8ocgTB0FwuTaKjiU8MQYRyYvTgbymlTXneOYo4smwfbbO5KU5psx4AItSroYeuXwho/9k4EaBIRU7GFjnD+6OV8t7Nlq2tLXZ3d7l65SrlWgXnRGfaxRYX6JGEfWJu7dwJylkwNreXXT05Y5/UarZjVSzOnWi3OyUtVeuBSYHyyT2puJzl3r1NGo0GN6/dJFsYrYgUJ6Vik98Lfxyy2RKLC0UWFxbpRxHNZpNGo8HK6goAU5UpSrUK1UoFYwZfUQf0YrFKhWiwaHMnjz89XgQwF6gAUqOXyaGQRdCDrW2a4SE/9enniTuGw802/b53+xtpi4tSmw7wiX7002T+7TBOgbOp1npSDaMcLh6SUrUCxrKey25D2VbSggZRh9NGgXXCZ4+kNW8RgF6gII5ilHOU5goUpgqEYeTpixHOWkw2S3WqxszMNJGN6XTatBottnb36GzcpVIsUaqWqVZEpCVpbRuXkOzTQxxU7/7WimK598ZV/xKHw+Rv/dgvBoauRvKa5LvUj2OM81gGHAk7wHoMwelihUvVaX9unlxUqwXOnZth4+4Blys19vpddpXC5ovExSl++ifPsr+/LyJMd++ilEpNUX4QUO4/zPFMJ/QPKpIV5bv5pj/pUEqxvLzM4eEhH/roR7lz1ME5oaEI1SVppYsGdORnk2JyJYk90Cr9PeDdk+Tzxf/Yq1x54NL9Bw84brW4ef06udJgVT+SEzwQKUC8s1F2pAIUMZkxSo8bXWA4YHV1lW6nK8pvxSKxjaVtD2QCc6IaP9EiH3G7Sj6c0Yzk3Akk8uD8DH3WI6LbE6RwEpFzpDnfOtbX1gijPtevXSOfzZ/cNid578nnpMeJF3khIBsMZCqdc7SP2zTqTba3t9lYX6dYLFGrValWauTyIvIRWotWRr68arKMrHITkoUzBMqesJGV0+gIXczG3bs0m02uXrlOpVTAVi3T8xUOtpscbrZGkrZCEQJZNHE/Qhkl9CrrTU08eC6O/Aw49G3xQEHsKVsJtcwjwK31LXuXcNmFNRFbAX5q43zrXqXWqU47jNXYQEB8gTHkqznmr8yk/gSxtVgbE0YRWefkZw96KxZLFAsVZheWCMOQZrNJu9lieXcXrTWVSpmpyjS5YolcJhg5rxbIoL1QkBldSMqacHC+FOBlmNP5NxMW0lY6ctoBSp9YgGWU4ub0PLO5JzcPHo/5hQrtdp/9gyazQY5iLWCj3mB9+5Azs1WuXTjN6dOnsdbSaDTY399nY2ODVqvF8vIyrVbrRPX+/Y52u/2e0eM/KPHMJ/QP4mZotVqAPNSexrx8UvT7/fTh8fLLL7PV6uJcmwzaJz2VSrAGTgBMLmmxe553xs9/k6eGVicTq4693KgVHnGn0+HGzZsU8rn0tUqRansbpaWNOjQYVXoUiGWMr758BGPtehtJiomjmBs3bxIYQxRHacJWSp2oxocrk3T/x86ZY3SOD5wQ9XjYZ2k1AA0OXjfJufxktWuUpt3rsroqHsyXr94kF5h0Vjy+j+NhJiDNQZJBHItNKkp8vsulMsVSiSVO0e/3aDQaNBoNtu9vo7MZ8YCvVSmXy1ilyKrRan30eMcWTDisMyiVcAOGjtspVlZXCfuyWMlks/QtZLWg1GuLJarzRRq7bQ43W0S9WJKOVlK9K+1V2jzV0SvNJhW9dZKQcVY8zXW6oyT+n9aqJOvJfW1juVcCP3PHoeKxLOmkkndGo50YueiMYfHGbKoHL+5rjvvbW3S7XZaWltKun/OVcuhkW5lMxjt0zXIOS+v4mFajyb0HD+j1+5SLJSqVMpVqhVw+L10z58hgUlxGcrzSQh/cYQmifWSeTlKVj77POSeAV61Gxl+FIMNHphfIm6f/jDp/YYZ2u0fruEvRBFysVbnXaPHtW/c4NV+lXMyhtU71+a9cucK/+Bf/gvn5eVqt1onqPXE9+37Fk56hP4vxzCf0px2JSI3Wmhs3bnwgybzRaPDtb38brTXXrl0jl8uztblLxgtIWM/b0lrmcYKqHa3wDIrQt9iTUB74plEYRzrj7nTarK2ugFKcPXOWfDY38rAP1EAPPnJWHoTvgPK2D/8Tx8fHrC9L6/jixYvCBUa82QMtimhK4YFovqJxXlfcDdU3DmINXsgWAOPADSTJ/QxezkjMwC5j0u5NSqixnZSQT7673W5za+UOU7UaZ86c9cI5CcI4EDCdV2qb1G6fGG4g6BN5MFTGt/eTz8hmc8zNzTM3Nw8WjpqS3BOaTKVSoVadolqtUsiNJ4rJFylGsFcZHZDwB8IoZHV5Dac1V69dHWnzx1YEfx0RSqs0sdd329Tvt+m1Q39+hXctPPJBUlZGpfNz61H7ylhcGCenAROYdMSBBhcOzaCdw3rBG7wJkBq7SkYrwjAmdgKiXPrwLEF20PaNLaytb9A+bnH9+jVy2VwKOnPWEVuV4i0STIdSCqMN5XKZarnKwpKj1+/T8tX71s42gQmoVqtUKxVKxQrajFbowgcfdIYMxv9usJBMBFnH71rrlAfp6pS/XsvmeX5qgeADmlErpbh6bZFb33tAuxOSDwIuTlXZOGzw9TfX+fRPnlSRs9YyPz9PtVo9Ub2/0+z9g4gfJfQf4nDOcfv2bTY2NvjoRz/K9773vac+qwd48OAB3/nOd7h8+TI7OzsA7B+3cbETy1F/RYwSK1THaLVlFN5CcuBlnKBgnYKME2AcRqqhev2I1ZVVFk4tYA+PpOLxFX6gFHh1qiThjVfBijG0+3i7XQ3ayYeHh6yvrXP+zGk27t2T2XucGLUYYisPrkFbe4CgMmPANqNOgt+UGohopPuj/FTTqdRmViHLAKlDB37QI++bACTTTqXKaUk0jo5Y29jg1NKScEeTc+3/nnDfjTKelz9OsuNEpSyvH6fnQegStP3o/NV3aiV5VKucPXuWTqdDq9Fib3+Pjbt3KeTzzE7VKNfKlIulhyjMDc5xaC0ZHdDpHrO8skw+X+TCxQuiSjYUzh9jVgfERLKI0orpxQrluTLNnWMON5tEvTiddUub3VuwxpLU0QobW6x26HCQ9hTS0VEoMG6gMe+Gk7os5KxfBGSygnCXqZPDWp1+2NTlaQrV/CCxWrizskK/3+fqtetks6Jup5VCG4Mxhm5syWEIbeTVCj3wLI7J6oC+Z4nksllyPhldcFBvNWk2GzzY3KLT36BaLlPy7IVcTrAV1jNnDJp+PHTUboBoj3ApaC7RlVAeg5Lku4V8meu12Q+8fZ3JGC5enufWWw/8olxzfqbG3YMj3l7d5salUXGvYVDcePXe6/UeOnv/IKr3HyX0ZyCexg0chiGvvfYanU4nFam5ffv2e7ZQfZRwznHr1i3u3r3Lj/3Yj7GwsMDBwYEAxw6bksyVzAoF3TrwV9Za/jurpCWZUtTMABVrPJUtSTCxE2WvB1sPuHz5EtXpGvV6A+cfGoGT1v54tROY0UQzLiYzblAR+Mx/f/MBWzs7XLl4hcpUlfV79+mFEVmlU158EirNwv4zJ7SHx1vyzp10KpdEnXDtB52Lnh1OhsJtNwITlkSg3GThmLFj29vdZfvBA86fPz9i4DC+yJHzLRWmw/jP8fzqh7TbJ+HYEjc2nEi5Og9i02NmHyD+z+VimbkFMZNJW/M7uxgFpakqtVpNOO8epDSMkgY4arZYX11hbmaaxdOn0gQzfJzJ/dT3CwDrkzoolIbqUpnKQonmbpvDe01sPxY9+OFRsjcLzwSGKLbSoh5btGitCfv+eI1GKY2zot4WBAG9/mChFPZj0RHQlsAE9Dy3vbJQpnZaLEdREMcRq8vrRNZy9epVgiCQLgpxegyhl061QDaTlfvDJ3VrLf1YDF1CL6+s9KCCr1arTFVrhEviFtdsNjluNHmw9YBsJkulWqFSqTBdqY6g41M70xGUuwAMY+s8al8WpUppThUr3Kg9OfWyx41SKcf5i7NsrO+LfK9TnJ+p8ebKFmcWpiiXBsDQd+Kh53I5Tp+ePHv/IKr3HyX0H8JoNpt8+9vfplKp8OKLL6Yt9vfjif5uMS5Qk9xUWmva3T5H6YNM2m82iqWqAc8xlxldOPx7BsjyQAlNLOG+4hzLq2sct1pcv36DSqWUcl+NVYRDx3lCyOVEZedO/Bh4EVdr5ZG8vLrCcbvNtWs3qJSK9G1MEASsrKwwVatRqVUpl0qpuM14W3rSzPsEWE3rEwlYxD3ecW99x8ENVawJTgDPDxaZWNmvwfnb3Nzk8OiIa1evkSuOarIbRt3pgBEFPxt7B7FxG9nktW7yCGAYGR06i3IigDPuVpdEsr9BEPi57wzWOTrHbVrNOg8e3Get16NcKvvqfoqsrxwbjQara2ucWlpiaf4USsUnroHGjADuQo+WVyoeSUZKK6qLJSoLRY53Ouxt1KE3NqdXEIVWRFK0wmqFtnK8SkM0xFEXipoV4KRy9Psnux6RdWRNQNSN0EaTLWWZuyoOhBaHi2Lu3L6DCrJcvXp1IOTkhCUQuwgzdnyJAxxKngdZk6UXxzCEwk+rdxIZVllk53I5crmcyIY6S6PZpNlscu/uPdZDS7VSpeRn75lMljhtxw/uSxltjJ7v+Wz++5rMk5idr9Bu9djdP8Z4xsJipcifvL7Gn37pBkDqTfEotLWHVe8HBwdPrXr/Ecr9hyySefmlS5e4cuXKyArwaSX0RKCmVCqdANwZY9huHEO+gvMz4DiSB17yCAuMrNYja73hijwABKdmpdKObQoyCvt91tZWiBXcuHmTbCYQMxOnwZ2c8Q6j4h2OeJT+nFJpNMl+DNrk/X6f1bUVlFLcvHEDEwREVuQ6r1+/wfFxi+Nmk/X1dZy1UtHUapSqFYLhVfyYX/q4pzRMTvrjYjJqaC49/L5J7ecBgEmlFbxVYOOItbV1+v0e169dJ5/NnsCQTwS+MUqnc0A/toj1qxjCJLeb1ia1xhw9ntFPdiT8c+2BbMMjCX1i/ACig18slymWy5w9c5Z2r02j0aBZb3Jvc4tcLkc2m6HZbHHeywpHXqAl0KNWs5NGBZGzBM7ABHU9pRSlhRKF+SLN7WNam0363T6Jrnk/0ff3gDerFZlA2k+TFjhRbNGxAyMJwA6hGnWgiHoJgR0WbsyhPQiu1++zsrxMKV/kzIXz3sltEKG1ZMbc1OR8C6XMecGmyCPrMX4E5iH+1jmc9UYyzhF7QN3w7L1Wq1Gr1dBoWscdms0mh4eHbN7fJJfLUalUmKpWyReLnuYphkvDKnIzmRzT+WeHAnbmwizHxz1arT7GQk5ncDbi1uo21y8tpoud90Jbe9rVu3OO4+PjJ6r2+SzGM5/Qn0TbZVK7ezyeRkLf2dnh9ddff6ihi1KK3cYx8/mKaEZHiXiGoMoDJZroqT2qUHFlf71SV+LTHOM4Pm6xsrJCbarG2fPn0Eoc2MJY/L0EzDXcjlYDj3QkGSSVp8YnVieI9hjntaDl9e32MasrK5QqZS5cuJBA5f37FZlMwNTUFDPTU5x2Z2kfiwXpzvY2xxvrAjaqVpmqVVG5US73eFsfJvicD7fbGZyTccGUibP4MRBS7LnR7W6PtdUVskHA9Ws3yAbByUqcyYluUoi+vhiuKGXIKGmtTjJXURP2E6QbEjqHcpqMVsR+qTcJSJXsXxJ968jnSuTmcizNL9ENQ+7eu0v9qI7Wmnv37tGsNylVK1SrVVwQkNXiBW4YqJ2NRwRop0GNHolBEyKjo+pSmcpiid5em4PNI8LmySrbWUcUWbSVNruNxuh0XvJVxSInq7RCGZFEtZH1mAA4c3OBTFEWyp1ul+XlZaarUyydPktmAl0RwI5zyn3ETsCbAOHwPeIcGZMhdrFoOpgM/cjirAg6RcPVexyTMcZjPiz5Qp58Ic+pxQV6UUiz2aLZbLC6vo52UClXKFREd4AggwKmcwWmQs1R92jiNfh+hNaKK9cX+d537tPp9gkyhnw2w9ZWnaX5CrmM8a97f6C9p1W9P2np12cxnvmE/n6j3++n/PJ3MnV5kgndOcfKygorKyt8+MMffij38Ti09EPxOXb+Ae1wgtZVGhdZYg/pVmqg+Z1NeOXpjF2xu7fHxsYGZ0+fZmZxXkBMsfWf6+luaqzdbsZAZsqRcfLAjK0TINKEh/rhkYDfzp05zczCQPnNMEAJw0D5TSlFqVymVC6jz5ym2+tRr9epNxpsb94nk89RrcnMt1QsnpynT6jOTSqw8S7XYuLvTv72uNPh9vIdKpUK586ewynRpTdKqtakLX8CzOYjmnCehnXXnXP0YwhUMHH740IkSSS/cXiNdh3gXHxCXOdh+xH5NnlkLQ8e3Of4+JgbN66Tz+dptzs06k12d3fZ2LhLsVigVqsxW6uJoMqk/VSJbriXGR5K6nZskaGUIj9f4sJ8icOtFgd364SdcPBZRkEoYjvGWlBOEnvs0Bpc5O8/5/ENVuiXSstDP4od0+enKMyUwDmO28esrCwzNzfP6aXTRL6jpPUoUkSRcPlV2hkbOefWIUvak+fSqIFGu9ZaJJxRBDpOZ+8ORxjHKCuz+WTuHqLIBVmMT1bg6Hd61OsNDvb3uXf3LoVCkVPT03z47BWatvPMqa5lsgEXr85z57sPiCJhCZTzOW6v7PH8tXkPun2y+/ykqvcfVeg/4NFoNHjllVeoVCq89NJL72jq8qQSehRFfOc73+Ho6IhPfOITVKvVh772oN1HeZELoZh7eVclim7GDKHbtZ83Os8n9p/hnGX97j12d/e4dOkyc9PTWGdFy92N6o8bo0fmscl/Jy31OLIjD77xVnXkYra2ttja2ubixYvMzEx5HXepVFRgRh6O44k40VfPZrOpBSnOcdSo06jXWV1ZQQGVWpVqreaV0sxEANuJhcZD2u3jyXfSZzUaDdbW1lhYWBBLXv9AiN1AvtZo0XqflEeDSVKqEwRvkgitgN6kwvVt6InVdgKAHJxVaQMbn25G71ej9MSFRRRbVlZXicKu0CR9RVMulSgUSyyeWqLf76fAuq2tbbI6oDotXZRyuZI+pEflRx0Gg1LCPx/XCEgiRlM7VaW0WKK1fczh3TpxP8KGsXDEPeDRIEh2ZZB29tACIbbeX92r1Wkcxek80xensc5x3GqxsnqH06dPszi/iBeZG5I+dul51H52nXC+xwGHeDbApB6IyMcMZI5BFogZHRARp21/4xT9MPYSyDbVbXBWtM6dko5YNp9nMV9kflHAjd1Wm9Oh4s033kitSLe3t5mZmflAKLWPEpVqgVNnp7l/7xDtKYMuhvV7+099AfJeq/cwDOn1ek8MFPelL32Jr3zlK7z66qtks1mOjo5OvGbSwuJv/+2/zV/8i38x/fmNN97gc5/7HN/4xjeYmZnhL/yFv8Bf/at/9T13pp/5hP5eD2yYHnb58uV3/ZwnkdDb7TavvPIKQRDw8ssvv2MrqBdGdEMR2TBGWnbJDC/hjw8jobUWbWyHEjlYa4ltzPraKu1el5s3b1DOF7HWpo/5wIwlGq1TZa7kbKQqcnr04RWMta8VjpW1NVqtFjdu3KBcLBJ5sRr5aH3CIMSNJcA0mTpSLnpgNDNT08xOyYO53+lwcHTE9v0tNvrSmp+aqlGpVshmc+m+n2i3T1KCm5C8xxH1e/t7PLi3ydlz55memR79vCEqX2QHlaJRRqr29OBOJtGHJdfkN9JG96YrKp7YCXlY1S7WnAPU+TtFFEWsLq9hFVy+coNCNiC5Q4aTczabHXhBWzhqNGk3m9y7t0kYhVTK0pavVKdGEkvsLAaNUe4E5S8J66TqzRhDZalMebFEa7vF0foRveMoPTEWJXKu/cgvZhQ6owU1j8NpDZFHqGcNC88topTi6OiI9fV1Ll24yNRM7cT2YxC1OO9SGA7N4sX2dJDUtdJEkdygk+4pWQSfbNcLV1xeLzLMDm0MgRI3Ncdg4Zt2wCJRb7TIPmQzGX7qyk2q2RzWWr73ve/R9BiU8Uq0XC5/XxXYls5M06x3aDV7vsMIu9sNwvCd78cnHe9WvWut+Uf/6B/xp/7UnwJ4YhV6v9/nF3/xF3nppZf4nd/5nYe+7n/6n/4nfu7nfi79uVYb3J+NRoNPf/rTfPKTn+Sb3/wmt27d4rOf/SylUolf//Vff0/79cwn9McNay23bt3i3r17D52XT4r3m9APDg5SY/qbN2++60p156glGs0uSQ0unXcDAx12IGcMYTio1CJn6fV6LC8vk8tn+NDN570ZiSN+yHdcKVkgWCtmF9oluvCDlv5IXhr6OYxCVldWsMDNGzcJPNAu5e0rNUJ3U77i187ziQGcGGYoJ4p3Dq8wF9uRjebzJRaXiiwunabX69GoNzjcr3NvY5N8Lk9tqsbM1BT5YiFtpVqsV8kbPeaJ6SUBADrH/Qf3Odg/4OrVq+TH0K+TVOQSf/jYH1fGiIf25Pb3yfpOoVIRmWRX+lYYDFqDHdvipNa8g1Q+N/Ta51rJHRSNCeX0+n1W7iyTzRW4dPECWmvZnjLELsJNALYBKK1TzvsZdZZuT/AP9cM6d+/dJ5fLUavVqFarFEvCoCCZSY9z+xmYkISxIzDShq4sVagtVjncanK0dkTYCXEKnL/Pk8WGcM8VOmuwUYx2kvQXP7KEyRr29ve5v7nJxYuXqNaqnu89OMdJhNaR1SLPdKLz5O1JHVbydMIP9/SyYfxGoIZ02E/4pHt1iEEzwJsmCZg1eSY46wicaLU7J1K3fWu5MTVHyQQplzubzTI1NcWNGzfodrsph3t9fZ0gCNLkPj09/cQtpR8lLl1f5HuvbdLvhahAY8OIo6MPNqEPx6Tq/fXXX+fWrVupzelf+kt/iZ//+Z/nM5/5jCxe32N88YtfBHhHtzWAqamph3qC/N7v/R7dbpcvf/nL5HI5PvzhD3Pr1i1++7d/m89//vPvacGm3MM4Mc9IOCdo6keJZF7e6/V44YUXHouicOfOHTqdDh/5yEcee/82Nja4desWN2/eFGvQR4hv3d5kdeMu7fYxl69cQXtebzLTNsFA6xkGs1Gt4LDVYHV1ldnpac6fO5/OkpP3gE8nw21Go7i7sQFOcebMWfFYHxpCKz3U9k1GiEC702b5zh3KlQrnL1wQYJ3nr1uHgH8YoMmtlTR0QsxlSAAniXHJ2HTHx19jHVEc0Ww0aTTqtJpNnOcB16pVKtUqmUTm09OOkoXS8OdplyxqLOvr63Q6HS5fvkw+nz+ROifN7TPKEI61Z41LuMn2xOvHv1mBPomsBq8f78TXGp+cRXXuxEsFTX/iK6vIKoiGEnSn02F5eZnZ2gyLZ06fOPcCFpu8gE2UCtP9VgqnYhSafhTRaDZp1Os0mk0Apis1ipUqU9UqQaBwQ283CHp7sKdgDH4xKCYtzjlaOy2O1g/ot/qpiUlylOIxbqVDkjHMX1ukuFRmZ2eb7Z0dLl+6lLZSA2VkVDIRp4CYvkx4Tib2wvGEPxqdJGs5N8m3SqFSbEV6rtAjx5scM2owxw+UHhGPcQ4W8kWuVaZHRmKrq6sopbh+fVSRzVrL0dFRmuA7nQ5TU1Npgi8Wix9Y9X7c7PL2m5s4B81Wi3vb9/nX//U/xezss8X3fuONN/jkJz/Jr//6r/MHf/AHvPbaa/zkT/4k/+v/+r8KqPc9xpe//GX+k//kP3loy/3MmTN0u10uXbrEf/Af/Af86q/+arqw+/f+vX+Per3O//l//p/pe1555RU+9rGPsbKywqVLlx57f35oKvRkXl6tVnnhhRcee8X6Xip0ay1vvfUWOzs7fPzjH2d6evrd3wQ02l2xcdSiZ6adzCOHVFwlKTqZHeoh7vne/h7r9+5y8fx55mbmRh7uw48WoxWRS+Z7WsQ9XJKMk+rfJ3s9WrUkGvJHR0esrq1x+tQS80uL4BBEsgX8votqHZ5WNRRjBeq4kAZMMGOZoOiWvCQwwZCJiWhsNxoN7j+4T7S+TrFcFhOTWo1sJiva4k4qqWRxozT0wj4rKyvpgzKXyU5Exp9AsjtOIN5BqtnIU9ACLTrp4CYi4Sepwg6rt0Ve0zxjJKVNSkqTKn9wRE573nhMq9VkdW2NxYUFlhZOTaTtyWJhEh3OnGjzJ05jFocxhumpKaanpnBA+/iY5lGL7e1t1tfXqZRL1GplqrUa+VyecJwmiUixBpgURa+UorJYobxQprXdpLFep3/cl4o5WVz6j6nMVygsltm6/4D9w32uXb3qAXwSQhX0HICxnCbGOQP46ej5EAOkSefKWUncZujvsmgd7eIoRKhm3HrY4V0C/aIg9q0kjcJpTSXI8qG5pfRmj+OYbrfLwcEBi4uL9Pv9FGyW/JvoDly7do12u50m95WVlXR8Mjs7y9TU1FN1PytV8pw5N8Pm+oEg/pXm7sY+lUreq/I9G9Hv96lWq3zpS1/it37rt9ja2uIP/uAPnqpZy3/5X/6X/Ok//acpFAr8X//X/8Wv//qvs7e3x1/5K38FEBr1xYsXR96zuLiY/u2HMqE/ykrz/v37vPnmm488L58Uj5vQe70er7zyCtZaXn75ZfLeCetRYudQzGC0UkReg1oAY35fFCLf6uUvE3DWvbt3OWoccfPqdQqF0kibXNTkhpK7EhU3ayEOLU6L6pS1cZrskzih1KYcW1tbPHiwxeULF5ifnSOyljCKiKwofo1owevRqnEStWv8MWn0ydcMo8KTGH9NoBSR0lQqosJ15swZon6Pg6MjDg+PuLe5SSFfYKZWo1itUCwMqpWw22NldZlSqci5C+eksp5wfTQnq9dJ89RxIF46ItEGgcSNHcukqnHCnD+Mndd1H636HQ9B0/tFQeygflTn3t01zp4/x+zM7EMpdpEH22mnBFHut2MntQWQhUuyGExeq/BmMsUyC6dP0e/1aDQbtBpNHjzYIpfJUqwIe2F45uscOHVSk10pRWWpSnVhivpOg+b6Ib1uD+cxJblKjpnr86xvbHB8fMzNazcIckO6Dgm2wVM53ZC8qnJy7mR9MPo3uQ4izZqZQH20OAIlwk7D74mcl2xNqZ7S1ZHF+eh1jbx3uiwMfeJ2jqw2PD897ztL8tn9fp/XX3+darWaVo/W2pHnU4Kw11pTLBYpFoucO3eOOI45PDxkf3+f733ve4RhyPT0dFq9Dy9+nlQsnpmmddTh4OAAYocNLffuHnD5yqONOz+IGBeVWVpa4rOf/ezIa37zN38zbaU/LL75zW/y8Y9//JG2mSRugB//8R8H4K/9tb828vvxXOWGFrnvJZ75hA5Jy21ClTE0L//xH/9xQU2/x3ichF6v1/n2t7/N7OwsH/rQhx5rBWytY7fRRgMZo9MHrg6ElhN4t7MkTxht6IQ9VldWsTbmuevPkclkkaps8Ll6SAvdKBkoJ+PpwBhC52k6iXXm0HtHkoZzrK2u02o0ef7aDXL5Av0oJraxmG3oUfTxpBDv6aGHonNeN33oAcp4S54TD9KkqhmJCUk/l8uzsLDIwsIiURxJO7jRYGt3B6U0tVqVbCbD9s4O8/PzLC2dwnl+M/ok+GkSEG3SjH4YODccoXVYlL+W1ieEybzuh028+h4xntWDfQsmKNTJvgkafmdnh+2tbS5dusrMVMWr1518feD54nKsUoEGYvo+ccEA0imyTq6bUoOkPqzWl83lmMuJmYx2jnpDqImpmYznu9cqVZzJYvSoMlpyTkPlKC9WKM+X6e622Fvdw4Yxix85xYoX/bl69Romm/FJVD5jeIQUW49g938zQ+c/UYsbljRObsXISoU/XsE763UaTkj+it66ZiD0kywaTnxHfMdtOC5WpyhlBuDZTqfDt771Laanp3n++efTB3uiwhYPzd2jyGsSDFXvxpgU3Hj9+vW0et/Z2eH27dsUi8U0uddqtSeGSj9/bYG7G5vCvogsh3stGvMVqtUnv4B4L5Ek9HdKlJ/73Of4pV/6pXf8nPGK+nHixRdfFHnm7W0WFxdZWlpia2tr5DWJv0dSqT9u/EAk9EnR7/d59dVX6ff7vPTSS+9b0u9RE/rm5iZvvfUW165d48KFC4+9ktpvtsXj2YLSZiBGkahXxXakxX7caXPr9m2qpTIXL17FedWr8SpbJpLem8wy9je/6vPz71GLVQYUndCycucOEY6r18V5TjmXzgSVTmxPR+lJJxDa48pv+qR16XiaMXpCu33C+RtPUOPdgMAEzM/OMTMzK635VovtnR0O9w+wSh6Y+wf71Ko18tlsqhinVcI5jydW0pMq3UnAuQScCL6adiLuMwnFPqmTAcmsXY6znyzyxvAAw2GdSNUeHR5x9dpVioUiYSwLoknvOdmwFypdVo1qvSdh1ABvkSZ1XwFPhtUBSjNVnaFaq+FwdDtd6o06+/v73N/YJJMvUK1WmZmaIlfIDqr34c/QisJihfNLZbrHHe7eu+t12a9hAoNL91YWZeOz68haMp76Oa6qF8ax2AA7UYOL4qFWekIXHNJTiGIngsdjyd4hOIrxxkbiPjcAinrq3dDvZvNFzpQGtNbj42O+9a1vsbCwwI0bN0aeLUniTYqHpGJPwKkPq95LpRKlUonz588TRREHBwfs7+/z5ptvEsdxSvGanZ1NDWXeS2SyAacuznBwcISfOnFvfY+bHzrzTHDpH0X2NWV5PKV45ZVXyOfzqS/ESy+9xG/8xm/Q7/dTRtRXv/pVTp8+/Z4XDj+QCb1er/PKK68wNTXFxz72sSeC8Hy3hJ50AzY3N3nhhRfe84XfPWyhrFRm1lO3tBIlsTC2gnb2D/l6vc7K2gqnFpdYXFzyeq/+g7QW8WnwFYIijoXEFJjB65wHr4EkG8WgwE3m69YpWq1j7txZplopc+nCeZHa9LrbOOkAwEk1Nj1h7n2ilT5mCqKZkJjHKm/nxmu3yTP24eR38rMUx8fHdNptrl65gs4EXsTjgHv37lEpFClVpSWcz+exSoRftLMeJGgHD/gJSX4Sun0SmC60smAKEqObNFFMrvDHk3/knDwk9cns7KxjZX2NbsdzzP1DWSsl2useiZ8kduU8EHHCQjS0nlM/wSV+ONVaB9oqAj3qAT5+HkJnBVFPRKFQoFAosLS4SBR67YFGg7dv3ybQikqtQq1WpVSqpmYy+K3GYczG3Q2UyXBlSJc9OVeBUicq3/SYYkG398evlZJx1KRCWpDpQ9X40D/SJRk9P4rE9vbk9yBpvSdSvZGzXtMAbk4NniGJx8Tp06e5evXquxYKScKG0eo90ZsfppMmYk9BELCwsMDCwoIAEVst9vb2uH//Pm+//TalUonZ2Vnm5uaoVquPXazkiwEzC6V0nNY97rOzVWfp9KNhi55mtFqtJ2rMsrGxwcHBQdp9evXVVwG4evUq5XKZ3//932dra4uXXnqJQqHA1772Nf7z//w/51d/9VfT7+gv//Iv88UvfpHPfvaz/MZv/Aa3b9/mt37rt/jCF77w/56We1IhX7lyhUuXLj0xNKcxJm1hjccwev6ll156z/KB/TDmqNHBOecFUyRpBtpTbfB87jhme3ub7a0Hwq2dnh5pqcMgIRrNEHddEtkwEywY0n9XeqCMZfy2bQwHR4esrq6yuLjI6TOnU69oSegmTeaTYnz+Pg4UgpOiKROlXcdeM8mMZdKMfVKFKI5Zlo2Nu7SOW1y7do1ioYh1jny+wOLiIlEU0mw0OarX2dnZwQRGKsZajUKpLNKmiDmKVu7k/jEBODfhWOWcSMIJYy8K4z9PTXhtKsc7DujyCSHQJqW3RXHM+vIaEZZr166NLGyTkUYUW4w2JGdYuhAnIwHn9Z3wxQdiK5MBftY54ljLUm2cf+5cCoZLbFoTTILGoAOXgrqcFY3t42aDrfvbtLsbVLwFacUnleXlZSqFEmfOC+7hRLgEC/GwcUHiLT72NhJU+sn3JVahqNFWfuSBlsOVd2pzrEfvx6T1HvgKf/jc3ZiaI+sXLkmBcv78eS5fvjzxGN4pHla9J4nepgv/UWBdgkO5dOkS/X4/rd5fe+01gLRyn52dfSRRG2stC2em0GGG5mGbTD7L1v06s3MVMt9ngNyTln39whe+kFLhAF544QUAvva1r/EzP/MzZDIZ/tbf+lt8/vOfx1rL5cuX+Wt/7a/xa7/2a+l7arUaf/iHf8iv/dqvpaDqz3/+83z+859/z/v1zNPWQFR+oiji7bff5v79+3z0ox99X/PySVGv1/nWt77Fpz71qZHfD7uzffSjH31f3YD7u3VW7x8AoANN87jFyq1lPvLCR9Mq2inL2to6neMWl69cJe9BLIEZVKJGi293gG8FmsF8N9Cj7XYTDNqlh/v7HOzvc/XadUGmO8fW7jYPHjzgwoWLzM5ME+PSToVWCjfcLZMn1EiMLzTGAXJSucibNcoLdvhqJgVJOT+XJf15UuU/7pku7xh9SmsF/ShidWUV5yyXLl0mn81OsGcdgBCdszSbLRqNOvV6Q+a9FT/vrVXJ+Rmn0s7br3rq0YTOwKRvk1E65Y4Pti+Ax/FZ7cOkZQMGFaMGoqjP7ZU75DM5zl+8eKKtKbS34dGKwig55xP92RmlMWa09pruo6OdkfCJVOnRbsok6lZi/GKUOfG3dJtoWt12qljXah0DkC/kOXPqDNVyBasn7LvTnjN+EjOglQgnCRd8wjgBMS062ZXwowXLRG0HcQB2KQUtef2JxQ0QuNHvxFyhyEdmZUZ6eHjIq6++yuXLl98XfephMV69Dz/uh6v84fvHOUej0WBvb4/9/f1UMjWp3h8manPnzh3iOObShcvcenWDXmjBaOaWaly4/P11jPvrf/2vc+vWLf6X/+V/+b7ux9OOH4gKPUGUJ/PypyGwP6nlvr29zeuvv87FixcfqQ32brFzKA8ofMfBOE1s4zSxxFHI7ZU7GKW5cf0mJjuqyJWE1gobC4BJjYO1RqpYh7VSlWmnRMHKSjXhrOXe3Q0Omw2uX7tOoVj0PNuBBaL4rQ9rv4+2iNMZsJ9DahTKeT14/DghQRt7MRmHG6ITyX4GZiCok36yz/AyjvAVmBv4ryca8ePJKeyF3F6+TS6f5+KFK/9/9t48To6zPhN/3reqe3pm+pxTc0qaQ7clzYwM2F7sxFzygSQHQmCBDdmQ3YX8CBByfAg5IAl4iSEQknAkkF2cXQixJct4jQETy1wBYksaWbdGc98zPdP3WVXv+/vjraqu6q7WOdLMSPN8Pnyw+qh6q6e7nvd7PY+utV0KqwobIdSMzpUWhmw2i1hM1HsnxsdRWVUl3LP8fng8HrgkWuJaJ47pNHbHnZvsQKBoemMkdNcwOIvJiM7owjGSmQyGBgdRG/BjXVtLiZsYdUhBc87BuGhoK/lAODcdwg0ouukI9L9ayfqJ6IvgEOl3aiF1J/5Xmejcd9qsALqxC+Oo8lShwuNBdbVXROY+L2QqYXhkFJxxhAI+eAN++Pw+yLIshGt0sR5Nd0ezfd7Mcj1S0WbT3MRwx3IOBdHLXM5/P3CRdTFuCybBW4VoQHWFOpEdkynFZj3VbkTDmzZtQmtrq+Pncr24XPTu1FhHKTXd4qzyqoYCmyRJZuReU1NjBjmGF7rb40LTxnqMXpgBYQyL8wnUr/Ojqur6LVCvFbeDFzqwSgj95MmTcLvdS1Yvd4JB6MYOdnBwEMPDw9i5c+c1dxxakc7mkcrkAAgC0zSjm1YglUpiZGQYfp8fra1tcLmkgkiMnqIWqXJDc11fN7WTiz39Le7emsr1GWKiO1wpGBocAgHTld9c4JyZqcnCbr24Fl5oGpJA9EYfcU4j1tSIAwFY/umksFWcJLLOZov7rbgR2lXlRNOXpH8+AJBMJTA0OIhAbQ2am1sKHcKOFOPwmF5rNOu969aBayoWozHEYjHMzMxAlmUE/QGd4H3gtDTKtkKi1HEUzGjBUjQu9AiImARwSrdLpNBUmEgkMDw8jIaGBjSvaxIubUSzXU45y1iiN7e5JMk2llfOitWYqYZlw2Eey1J8ZgAoE0YthKAkc1G4ZqLbzDo8z40ZdY5UMoHBkWE0NzWhrr4eEqdoYQzpdAaxWBThuXmMjY2hqroKIV8QVT4fKj0ecD1DYjSuUUJtGxvFMH1x+JyMhJH1U2BclG+Ks06A6GtwEwmsSG1P1QoeDOaGgRMzu9QRCMEtSZifn8fJkyexdevWGzoLXYzi2rv1f+Ua64rlVY3N7vDwME6fPo1AIIC6ujpks1mz8ay20Y/4QgKR+RTAVUyNLKBr2827zmKsEfoKwu7du20uXjcCxg42l8vhzJkzSCQSeM1rXrNk2r/zenRO9Ru8SDOLaGJxYQETY+NoamlCfX0DAHud04hSuSbIw16nsxC4sJaGRAgI14UuLCTIIerz586dR1VlJTZ2bAD0WjrAheiGdc5WH52SCRWN6xoH5eJmqULYqdozB1Q0YBVO6FAHRxGX8pIOeKo7a9lfVUo4mj5XDI0jEolgfGwMTc1NaGxsMJW/mKUp0FwDnOe5i9PiACDLLjMaYYwhkUggGY9jdGwUmsZEKrImAK/fB8il30+nJjnAPqJnkI5bkqA4qreJa4lEIsJRr7UVtbW1MKRkJX3U0fiMytq76uYAQgeeQjPJyHkMUTIa6/QauHF1HBBpZuukA4QPgcg4OxM6Y3oUW5T+Jryw5sVIBBNjY2hb34ZQTcgWgVdVV6GqWmSSNDWPaDyOWDSBielpuGTZlKsNBvwAASgv3dgQLkRiCESdHOamzz4WKKMghKQyXkL2EojeE1H097WUcqil7KExjhpPJVqq/ZidncWpU6ewY8eOJQkWrhVOjXUGuV8qejcEnrq6usTUiB69LywsIBqNQlVV1NbWoqWzHqlEFoqiIRZJIpXIotp35XodS4lUKoWampplOffNxKogdJfLteRe5cUwCP2ll16Cx+PBXXfddcU+u1eC+WhSqJexggKY7KLgHJiaGEdnx0ZU+wMAhOoaYyJkEE1sFJouriFJhXQqAWDVBpeomK3W9KInsYzHE8KRyqSRy+XQ1NSE1pZmIbShN5C55EJGgBIiRGkgVK00sJIbF4cTcdj/XSwvC5R2t0sOCnKO5G25TrFGmLKhc3OzmJ2dRWdHB6p9PpM4AF29DYXZYo0z0wzHCueBLfs1GqnImmAQzYwhk8kgHothemYe+eExVHur4QuKdLDH4yk7B24dA7OCcYDqmuhmLZaLa5mfn8fU9DQ2bNhgGjwYGy5N74KXJSqu0eHYBHaZXYVx0ckNtWwa3Lh0YcEqQSOC1GVCoTrUig0tcydYyyMq46YaISC0FhSNmR3XGzZsQE0wCI0LjXWtKArmAFyuCjTW16Ompg6MifHEeDyOiYkJDI+oCHp9qPYbyoHW0pXIOhCUNvOpXPdT4KxkE0iLRtmEJwE3tR2sG2HOOVyE2ExgCAE6AzWYmprCuXPnbkgf0PXAKTV/JdF7ZWUlWltb0draildeeQVutxhBvHDhAvL5PCqkSiTnVfgDfkyNLqB7R8uyXN9ahH6bYXFRNKsFg0Fs3759SWcn46ksVJWBqQySS0TomqZhdHwUEgE6NnQiEAwUmt50lzRCAJdpoiJgjWYlvZZr3GQ1pXAjsirHcc6xEJ7H9PQ0ZFlGU3OzSNVqmn4zoqCgcBERhTMumlmstpLFylfFbmzgBYIpwB75OamikaLXGPO6VjjNsVMQaEzDxOQE4vE4uru74auuLiVKbmQA9E0OoaCacUxjbsmYHy9N6ZdG8ro5CyGmQte6piZoioJINIZ4LI7ZqRlIbll3ifOjurq6qM7tHBGba+fQyVYQ6MTkJBYXF9HV2WmmNGVCoViIjqMwouWk0e7kPKcwMVbmKGlb1G2vcibqwaTMrBcKNWmD/G3nt/QscAiBJUp1ZTWNYXZmBnNz8+jo6IDX6xXkSpzn9wHdulUT3fvUYiaDlhZkszmk4glEF4VyoKfCI2SB/X5UVVWLWjsnjjP6imaQevFGlJvCMtZGOI1xkVkp+i0YvSvGb7DF60dkdhYDAwPYvXv3io8Wy43FXUrUhjFmqjdaJWnPRYdw9tQZVAxXIq1E0La+GcFg8KbOp98OXujAKiH0G5lq55xjdHQUAwMDIIRgg0PH8PViIZoC0w2aGbhwShsaQoXbBabpGQib9rMuKakycJmaTTmUFEXFBHCBgKkcjNhbr4wRL2N8K5GIoa2tDZOTk+CM6aInDG4qA1xIzVpr2cVRW/FtlRTlIIsb5oDSaNwplV4SsTuQqJOAi6KqGBwehqqq6O7eBLdDJzvASzq0OedQuPGRUjGzDzg2uTmp0slOtqicQ5JdpjCFSM3HkUokMDI8Ag4On090zPt9fkAuHQEySjH6ifXZdYLx0VHEMymhO28R/ihHdIZferFzW5kxbT3/Q1HogtDXQ2hpfZhzuPQOdqefpLE5E1ai9jUUZ0QYhCAL5cDY5CQikQi6uu267BzGd8yhHACKvG59autQJwSVHg8q3ZWoq2+AylTE4nEk4nEMDQ0BIAj5A/D5/PAFfLaZd/0ihHZ7UdRtXINESUmPnKIJvwXjb2J8R6i+drckgUaiuDgyit7eXlNYZLXgSkVtDJI33OIMUZvW1laceWkIs9NhzI5HkUzHoKqqTZL2aqSzrwXpdPq6xcdWA1YFod8oaJqG06dPY2FhAa961atw9OjRJU/tc84xvyC02wkliMbiGB4aQkNtLRpbWsTMJ7HUeYneTGN4oltr1FJh/IkSgKuFiFyiRi1cPy8BVEXB0NAwNE1F9+bNoqOeaeL2zQDCiJ7WJCU3c6sUqoia7dF3MQEW39+donFHb/Lim7UDiRYTdT4vDFZcLhe6u7v1mf5S0pIoLYn2RXe7ZeOiK4CBEH20qlAScaqpO0FIwBan5oMIBWrQ2tqGTCaNxXgUc3NzmBgbR2VVNfy6/ajHEIIpqrWrmoqRkRFAYdjavRnEVSAes+ZcPKsOYjYRSoQClJtpcKe6uijZcP0aRMRqfg/KbBiMxjZD8tR8nHPb5kzTyVaDVlb2VtUYJsfHkUgmbaI4hWMSaIzZ0vPWtQN6OUCyZ4usZRy35EJNMISakHAyS6VSSEQTmJqZgTIyiipfVeFv4fGIUVCzHOHQ3c6InkkrahLUU/Bi8kM8zyD+DlI0jvG5MPr6+kQWYZXDKXqfmppCMplEVVWVSexWUZuOba3QcioYCLq2twGShoWFBczMzODChQumqE1tbS38fv+SB1VLLSyzUnHbEno2m8WxY8dAKcVdd90Fj8dz3Z7oToglsiY5hxfnMTY+gQ2tbahrqNd9mAuiOZSIVGteNcap7Cl2zrmejhXsZZXBsbbKEQKk0mkMDg7C46nEpu4ucEqg5fMgGnDuzHl49RnrqqpqUEmYthigtCi176QOdwVkfUWEfiXHsRBdOp3G6NAQvIEAWltaQIzoAUXjSnDMqFoF9iyPiZs404y6uxibE5GfjbWcW9YcNiEEhU1PhacKrVXV4M1NUPMqFqNRxOIxTE1NocLtFo1cwaBue0mRV/IYGhxChcuF9q5OgEqQOBGkRkS5wKlz3jqKp3GAaASSRPS1OES5lmyDMAiioJQ5Nr0VPgM93a2r3Bmk7pS5UHVSd+qJYIxhZHgE+ZyCLZvsGxZxLaKkAj31b6Tnjc/WUN8T57E3pzHLl1fotgvbW0IIgj4/vFU+NDU3I5/PI51IYCEexfT0NFwuF0K+ILw+H7zVXsguWvL91PSSQommOxOpegKYmxfOORZmZlGTzmLPnj23JKFQSjE9PW2WEkKhkKOojcsjoaY5iNmxBcyMLaB7Zxt8Ph82bNgARVFMUZuTJ0+Cc26TpF2KXqYrkX69FbAqCH2pU+6RSATHjx9HQ0MDtm3bZkspLTWhhyNJ0yktlohic2e3WccDAEol/QYJQLMrphFaIArjE5A4oKpcl3c1Xmv3cU4mExgYGkR9fT1am1uEDKiqAZxi+/YdSKWTiESjpo1oMBiEL+CHz+sVqd+ia3BOt1siUodO7hJrVIdxtdJ6+qU3BrFoFKOjo2htbkaors72vXDqJHdKMzsFnsWPqQxwEQLCRUpeNSRgaekNHiij814k66oxDjACt6vCTM1rjCERF+5kQ0PDAIDq6iqkUmn4/T50tG80vw8GaTnsHQrXUfQZCGLWN4CXGK0zwDgH0QjchCBHHKJTwLIBMGauNf3v4HwOjTEh3mJpQNNUDUPDQ6BcSGUSSS6RVC1RtOP6JDcRHuu2WQ8O8/xintwORWNmSci6mXO73XDX1qKuoR55VUUqkUA0WjCTCfj98AaEwJDL5TIzIIwzW3Oq+fkxXTwJgswnJydRn1Ow585X3bJkYjT57dq1C7W1tQDgWHtnjKGhLYRYOI7ofBTxaAhefxUopXC5XGhsbERjYyM450gkEgiHw5iYmMDZs2fh9/tNcvf5fFfNB0ZmZq2GfgtifHwc586dw6ZNm9De3m77ciw1oTPGMRuO4+LFi2Cqgi2btsLlckGSiCnHSikBGANXuW3kBYDlHsmFY5q1Oc42rlZQ85qfn8fUzCTWt7YJ21OVQSUaNI3pKTDAHwgK0wz9ix6NxzAxMQFVVUVzUUD8T5Zlx9EzXvQPSTdtMe7ZBCIKJrr4BgdA9OyC8WZCdHEYAGLqiphRGCWWhiUOSABm5+YxNT2F9vZ2hEJBcEv4SBxG3whx2BzAuTNfPGa/STCdHkWnMoEsCdGcEpVz7tyV7wRh8iE6t4lQlkUwGERdTQ1aNIaFxQVMTExAohIi0SgGlAH49Jl3t9stvhuqaM5CUdOZdXa/+JoVjZfUms0JiaLr1k/hLLRS1KQm7EOFTGxZwRgi6V3yYiRMURQMDQ1BlmV0begE139/hr2okeYubm409NA1XmpLazwvU0nf7RR/GcRvUabO8/aaxiFJFKFACD5fEJxzMcEQjyMWXsT4+DgqK6sQ8gXg9flRWVUJzkjJHkY0HgKcMYxPjEPK5HDfPa+9IZalKwEGmZdr8nOqvXfsaMO5l4YwOxKGZ1szgNKxOKPBsaOjA/l83hyJGx8fByHEJmpzJZK0wNJLv65U3DaEzhjDuXPnMD09jd7eXnM3acVSE/rE1DxOnz6D6uoqdHZ3gxk3Tz1lziGUwtS8BlSKxjJTTIbodUhCwRjALTeiEglUQsCZhomJCcQiEWzu7EJllReKqoFA6HkbZG5NnxNCEAz44fV50dLSgmwmY+6Ox8fHhXCHHr1XuCtACdEVsgDCCyN4nNt9wWUH0xHz2vX/s1qscp0UCUQquZBaFQQ/OTmBaDSK7o3dCPi9YCgQtgZdQKQ4I+DUXOeQqi6uf4vzlm4QVI0LQR1CwGlhjeWkWp3q70a2gYkPzKwxMw7E4zFMTU6htaUFdXX1UHJ5RGMxxOIxTE5NoqKiAgF/AKFAEJ7KKlMcxlDdk8rMuxvd+0b62yB1yam5D3q/hL75Km50dMoMCIEVGXnHYkRhU6UyDk0RKn7VVdVY395u25QZr5EoMQVwSj5TzuEisr2j3PY8A2X2bIC5dgjxG1iMagrPcSHPqm9wrBMMWLcOTFORSMSxuBjDzOwcJEmC3+9DTTCISm+18DsgYuPEuVBgzGQy+LW7/9MtS+aTk5M4f/78VXXsU0rhC3jR1t2MycEZcJVDrpAvORbndrvR1NSEpqYmm6jNyMgIzpw5g0AgYBL8pexR1yL0FYTrTbnn83kcP34cqqpeUjp2KQl9bm4OP/zpf6C2tgbNjU0iDLWkKwmEeEVB2AW2HT+hBC5Lc5yIlkjJ6zjnyCsahoeGoOYVbN28FZLLBcbF/KgsUZPMi99rBQFQWVkJr68a9esaoOQVJONxJGIxTE9Mwe2ugD8QQE0wgIqqKstSnBrb7OcobrIDUCIwY45JWcEYhkeGkcvnsal7E9wVbrF5sJAlgZjNpyDgRGwsOC+TWne4+OKxOXO95aJ7DoCJjVE5lbhyPuklLmqMQeIE85EwJqYmsX59OwKBIACg0uOBy+1GfX09VE1FIp5APCEaKjUO+P0+hAJB+IJeEImWzRHYJhf0BrNi+9vitRsbFE3jpq1tuQwAUPAet/mLwy6skslkMTQ4iFAogObWZvH64l0TRGZHLlUfKlwPyo0Tij4KlZdqJhhryWvCfa54ncYrXASOmwVJllETqkUgUKNb8qYQj8cxOj4Opqqo9HkR8gVQVV2NqalpKEoe9+7uQch7axLItZC5FY3ttYjMxRCeiqJ9c/M1i9pks1kzeh8eHobLVRCBCoVCpqpoPp+HoihLRuif/OQn8eyzz6K/vx9utxvRaNT2/P/+3/8bv/Ebv+H43tnZWTQ0NGBkZAQbN24sef65557D3r17r3ltq4LQrwfxeBzHjh1DMBhEX1/fJaVjl4LQOecYHh7GxYsX0biuDf5qH2CpA1OJ6CloXeOcFG6wmh4hUIggw5A6lSS7QYaVRJRcTu/4dqN702a43TLyimq+hsOmx1JCmlpRsxthwkyCUBdqgrWorxX1xUQijlg0hsHBITAKBPRUcDDgL7n1lnSWU4Ii1VYHsxS7CIuSVzA6MgxIku4kpqftSkbGUKQDLxIgVG9sE7P0giCcomancTXHZrqiJj+NcRAmzmMYddgWVXxMPe1b1GOH6ZlpzM4vYHNXNzzeysI7LeeSJdm8kRnuZLF4HJMz08iP5BAMeHURFT/c7kKnONHXiaK/v3SJ+e4SFzwGM2q+pKe7Y1pfyPUkkykMDw+hrq4OzU1NevbJ8fRiv1Rmd0Jg/CaIrUnOXDvTN72lFRSzYdAqzVo4rrAeBodt/MyABAKiq84RUnApa2lpQT6XRTwex2IkgrHxCRBK0FBXh1oqm+NbtxImJiZw4cIF9PT0IBQKXdMxCCHYuK0VF44No6WzEZL+275ar3ePx4OWlha0tLRA0zTEYjGEw2FcvHgR2WwWbrcbL774Iu677z4AWLKmxHw+j1/91V/FXXfdha997Wslz//ar/1aCSm/5z3vQTabRUNDg+3xH/zgB9i+fbv57+vVJ7ilCX16ehqnTp1CR0cHOjo6Lhvpy7J8XYSuaRpOnTqFSCSCzVt3Yno2LZqpZGJ23lIqtNgZByRZfDGZJiInFbq3s2qfCbc2oRnjWQRAOpHExcGLqKmtQ3OLUGBSVRWMF+q0zDLeRIoiF8O4hBK9M5jY589F1CwaioLBoDk/m0gmEYuJuvvYqCo8xfW6l9vtKq25lzTIlUZ71r9MJpPB0NAQ/H4fWlrbTPtWwkub35yORUlB951A6GgTvdRgfSWBkzpc6ey6uIbSqFGiBcc1WZJEdgClUrOAHvlahWAYx9j4GDKJlBjZ8nj0DYK4RqcIVNaP4fV64fV60dLcjGw2h0wiiWhEF1HxGCIqAfirvbq2vh2Ei1lqQnnp5+HU9MccVW3FdaHQD1Kc1mcQrl0jIyNoampCfX29nvq2j0mWXKNWKg9rfoZmasqyaON9+gfPOMyavQGrDwBnBIQUViATCkWfIDBmx+07L6JfW2lmwF3hQWNtBSLRGKq91aitqYVPVXH21Cmc4dxsgKyrq7vieu9KxVKQuQFPdQUa2kIIT0bQuN7uxHYpURur17s1epckybTkBUTNvL+/H0eOHMFnP/tZAMDHPvYxPPzww7jvvvuua+79E5/4BAARiTvB8IIwMD8/jxdeeMGR/Gtra7Fu3bprXksxVgWhX0tX48DAAMbGxrBr166SXVE5XE+Ens1mcfz4cRBCcNddd2FsMmbeMAyOlAkBU5kZfHHAHFsjlMDFAE0V4hWq5YZnM1yRhBjH7MwcJsYn0L6hHaHaWl3BiZlymSiqlwOFcSeJEFN3W9EKyXC5qItbKnan0hulvD6vWXfP5bKI6Dvj8fFx+LzVOsEH4PFUAA6pWifzEINq4/E4RkdH0VjfgPp1DUVNi86WpWXbvo3Pj3G4QPRUuYjuVK5BoqUSsFYjFBOcl5QMiqFqumKfw8w0YN8KaJqGkZERaIqKzk3dcOn2rIwD0ISmu1NN2ulX4PFUoNpTiVBdHcAYIokIYvEYhgYHIREJXr9PkLvfZ4sWGTdc0goNluX6ASiETa8kObnJ2Tc6RnMbA8fC4iLGxsbQ1tZmizwoCAgIlEJnRWFdrFBzd0nUlgK3bpQYh20+vXjZKitsCuQiNTxmdOgbDXgWsrcqwonPRIguGc8VSwRzpuHM+QFUuN1o37gBblnGXc2tkAgxI8bR0VGbiUl9ff0l670rEePj4xgYGFhSYZzG9Q0YPjmu+1o4fxZXKmpjzLsbm4Gqqircfffd+MEPfoCXXnoJDz74IBRFwX/7b/8N4XAY999/P/7xH/9xScm0HB5//HFUVVXhrW99a8lz+/btQzabRXd3Nz784Q87vuZqsCoI/WqgKApeeeUVpFIpvOY1r7mqNAul1KzdXA2i0SiOHz+Ouro6PX1CEImmxTH1WWuZCnMVY7pMpENFSo5zpovE6Hcsi0qKVSRDIgRc5RgZG8fi4gK6urtQ7feBM/FeSkVq0bxLWmvyEP8tcZEtYNAgFaUDS27lTrXwIjnYikoP1lV6sG5dI/J5BclEHJFoDNPT06ioqEAoEIA34Ed1VbW5ruLzGN7dC+EFTExOor2tDfV1taXk4kDcThFlcUYAKGyKGONmapZyQ8K2MG9OSm7ZZdThHFL4RlxHGIUkiXqs8REarzW6vCVJxuZNm8BJaUqWaRwSqK35znoNxSc1SZZS1IVqUVtTI9TqkinEYnFMTU1idFSB1+tDIOBHwBuAS++aJ4ybKehyaXgxlghoGmykLtLtpRsAlXFEFxYwPjVp054HxJ9QZEpIiUc5JcQ2VqZYInWJEGhFOy1NJ23NnFQoXgcTKXSH/L7KuK59j5JNijUtT7jl+8D1xkqj0U9VMTIwCLe7Ah0bN4IRoN0fgKz/roysllHvDYfDmJ+fx9DQENx6f0RdXR1CoZBJWCsR4+PjuHjx4pKr3BFC0NTRgMRiCv7aK7tPl4verbrzxuushl6BQABf+tKXAABnzpzBc88959gYfSPwT//0T/jP//k/26J2r9eLv/7rv8Y999wDSim+/e1v49d+7dfw9a9/He9617uu+VyrhtCJRYClHJLJJI4fP46qqircddddV53ikmUZuVzuqt4zNTWF06dPo7u7G+vXrwchBIuRVEHRTdLrb4oGyUULRC2LaFmWKIiVzGG/cRMKUdcmBLlsHsOjI8greWzZsgWVlZVQmWZJQVFYGdjwh6ZcEJnGCvRQXLM2uuqtKPHULm4oo/bo2O1yoaa2DjW1tdA0IX+aTCTMeXfDY9nr89qiRYkQjE1MYmFxEZ2dnfB6q0sTsrz0xmtsBGyPOdR6y6WSFeHiAkqIGe1xp0jcoUfLSYUO0C03wcE0sREA4QAVpYtsNoehoUFUV1Wjvb1dZAgcx+j0zYEmDFdUMLHNcGoEK1qHpl+PTGWz1st5M3K5HGKxOGKRKCbGJ1Hp8SAQCMDvD6CqshKyy7mzHEXn1TS9zgzhrlacjeAcmJudwfzMPLq7u1DptTeguiybI2sUDTjrGahMyKo6NS+K54VznOKYwieQGHFUqQP0yQWnwJDAVH1TNVbSgyJLFOlcFsMXB+HxVKG9vR0cQKUso7VMI5zH4zFNTDRNQyQSwfz8PM6ePYt8Po/a2lozNX+jZVCvBmNjYxgcHERPT88Nkayt9HoAZK/pvZfzejfui9Fo1OQCQgi2b99uq1sDwMc//nEzlV4OL730Evbs2XNVa/zZz36GM2fO4PHHH7c9XldXhw9/+MPmv/fs2YNIJIK/+qu/uj0I/XKYn5/HiRMn0N7eju7u7mtKZ11Nyp1zjgsXLmB8fBy7d++2OSct6FapBjRV099jeQzi5kY0Akatde2iOh0nkBhHOpvB0NAgZLcbmzdvBqVCXKPQIV8gMpH61UUwNKGoLdLV9vNYR7iKzUmcmo6Ko7HiT9hq2GLU3WtqQmhmrUglU0IdbWICOVWF3+cT5O71Ymx6Csl0Bt3d3XqavlRqltJS8xSJlpKQ07iatdZtrtXyOs6NG7cQbpGIffPgxHPEoaYulP2KNmYccANIpNIYHBpCbW0NmpqaBVk4EbSlw55DJx2JgoCX/D0A5zS8kU6X9OkCQgg8Ho9oImpch2w+j3g8jng8jrk5MYZV4w/AFwygyldt22wVR82AqP9LRZs543OcmppEPBJFZ3c3qior9T6FwuuKr8BK6kZTaOkFldeuBwiYJkYNucNvnhv1dIdMgkyIKBlwzd45CvEZuosMcAxkMlkMDl6E3+tDS2srDIe5Fp+/JOvlBEmSTPI2tCDm54V50rlz5+D1es3UvN/vX7bU/I0mcwOe6orLv+gK4BS95/N5fP7zn0csFrvke/+//+//w9vf/vZLvmbDhg1XvaavfvWr2L17N/r6+i772te85jX46le/etXnsGLVE7rRVT44OIgdO3agqanpmo91pYSuqipOnDjhmNZnjIt0O4eIHHRTFqvMKeccEhMiI0SP3gwQS7rdRShUVUMikcTQ0CDq62uxrqVVP4+mdzATEErEzDDTHao0BoIib/LLoHhSqFheVCL2uj5QREhcrF0ytbJEBM3B4aYy3H4/gn4/pLY2pNIZRGMxLIbDGB8dBZUk1Dc2gBi1XAdVuXL2psW4dA7H+jqHJjdCTOKXSKG+7JjWdxpXQ2kjFwAsRGIYGRlBS2szaupFms/qt22FUySqaaJZsqSbnhd0w4uhaeKVLllv+AJ0vXUOWXahpqYWNTW1+hhWEslYHKOj4+BMRZXfq0fvflS6K0o2EpyLfgRue4xjbGwMqVQKm7s3QXK5RZaB6RObgM333Aozyi5D2pL+zRCytvZrlYnwN5CIPo5mIT8KsSEihJe6A0JsyjTG4Cp2S4MhyMNKvovZbBYXBwdRGwhiXXOzSeYuSULzNXRRE0LMJseNGzeaQirhcNiUpq6trUV9fT1qa2svOaWzlDDIvLe311YyuRG4ERsWSik0TcOHPvQhzM7O4vz585c8j7HBWkokk0n867/+Kx599NErev3x48evi7+AVUToTil3TdNw8uRJRKNRvPrVr75u44MrIfR0Oo1jx46hoqLCMa0fi2egaQwuQm03faJLtVKINGperwdKkoSsUkjzG5KaXIhrIxxewMTEOFpbWlHfWC9qnUwTEqCkMF9OuYicjBr35aRYS9Lrxc8X3VsJIZA4LHQNvRGP6HPfwna12GK1pMZKhPypz+tHeG4BIX8QVV4v4vEEZidn4KmoQG1NCL6AH9XVXoDq53EgUEcZVofRtOLoHLi8uhvjRtpciMkoFqIujsQLT6BkR7Fo9AW0tyMUDELiugVpmWY+pzE6apnRN1LwQPm0v0yI6VeuaNx8j0wpir/ehFAEfH74vH40Nbcgm80imUyYylzVnipdrc4Pj6fSvClSGFruQnN9ZGQE+Xwe3d2bIEmF3wTjgMQoNMrKitmIHLchI1R602V6yciJeI17gsaNGXNrTZ6C6xG2xsTm2fRNQOF74TTKZggfMd1ZjgNIZzIYGhxETU0NWptbQUjhGO2BwBVF55eDk5BKOBzG4OAgTp48iVAoZJLPjZKTHR0dxdDQ0E0h8xsFxhg++MEP4mc/+xmOHDmC5ubmJTv22NgYFvWGT03T0N/fD0DIGFuDu29961tQVRXvfOc7S47x9a9/HS6XCz09PaCU4plnnsEXvvAFfPrTn76uta0aQi9GJpPBsWPHIMsy7r777iUR8L8coS8sLKC/vx/Nzc162rv0B7ywmNJHzzTdcEKPygkgg+gpcEvntkzBckYNXL95K2L8aXJqCnPhMDo7OuEP+Ewy54xDdsvgRkSuatA4t/ADsaWsi01Qike9qAPxEj1VCZ2suSp8kM2OaFkyu3/FMUpr18WkacxyJ5JJDA8Po76uDq0tLVA5Q319PZjGEE/EkYzHMTMwWKi7+4WanSzLglD0Dj+n1HoxoUvEaazNeabamfjFjDKBrpwG5twNzoua5DjHzMwMFufD6NQ9voHChoM49ECJOnnp4xIVmuyAiNYFsRka6pfPSaj6jLhjfwAsnwch8FRWwlNZKZoc1TwiESM1PwtJlhHwi8g94PWDE4CpGgZHBgEAXd3d8MhuW9c4oJu58PLiN2KNYjqj4Ldu+UyMzneNCW196win1YjFotkOlG7uqGFwA2JTKgQAMbUm0vYEhc52DrFBiqVSGBoU/ghN69aJDQJE9kGm1xadXw5WIZXu7m5kMhnMz88jHA5jYGAAlZWVZmp+qfzFbxUy/73f+z0cOXIER44cQVtb25Ie/0//9E/x9a9/3fx3T08PAODIkSP4pV/6JfPxr33ta/iVX/mVsiN+f/mXf4nR0VFIkoRNmzbhn/7pn66rfg4AhF+u02yFQFEUs168uLhopie2bNmyZOIN4XAYZ8+exWtf+9qS58bGxnD+/Hls3boVra2tju/nnOP48TEoeRUgADPmpwFQmYLpRA2LstdCZB7RWBzdnV2QKIGiMmhMw/DwMLJKHp2dnaioqIAkEeQ11WyldrlkaAoD9JEPZpk3lorsJGWJ6paPxr8lqBZ3NVmi0LioHXMmNhWK5XkjQrGieBMgO46U2d8nU4q5cBjjExNobWlFbW1NyXEMijJqi7FYDIl4HDlFMevuwnZUEAeVqChTiHeVkLzsUD93UnJzVHcr88twucTnaX3aunHgjGFiYgLxeAKbujrhrrA3OYm6tK7CZpuHdm5Mk0mpip5ERTmjZPvJuV7qcFg3obZMg3l8OCuvuSWCvDHbzTQk9T6IRDQGVWPwVnuRyWRQ5anAhq6NIJRCgnPWgELXB3A6P6EmgUpFne/W5wAARBfpcXrOeAnVJzIcnjNGOR1K4+bvxmXRMQBE6nR0eBj16xrR0NCgz8oX1rs+GED7TSY/VVWxuLhods5rmmam5uvq6q4pwBkZGcHw8PCqtnlljOGjH/0oDh8+jBdffBGdnZ3LvaSbilUToRsp9/HxcZw/fx5btmxZ8p2XU4TOGMPZs2cxOzuLPXv2XFJQIR7PCjLXj2WkT2VKoOq1dEm2dDYTDsYJCGPgGgMnFLlcDoODg6iocGHz5s2QJEnMlzPBjhKlQoY0b1VPKoo4iwK34turbpcCWY9GuMYBViAHWjRCU9xUJvy1S0e2rCiW3+RcCP1Mz81h48aN8PuEgl4JsernstYW5dZWJNJpxOJxc97d662Gz+eHPxAwG+kIEZEX0cVZTN30K4BTsOsU8QOAqog0rOHDzVGYhzdtQZU8NnV3O95Yjc/GTKPLpaI35rp4qa48AL3MQSBRO6mXS8Mb/QGSvvkzXkEIh+pAbgCgqTAjYkol0zRDbm3Hou58RwhBPJnE0MAQfEEf/L6AEMkpSp1TSqGpzLxW+7VYomybvzkvHTnj4vtHCHMcRwP0PoQyHfuaxoR/gsPGQtMzANbekUQ8geHhYbS0NKOuvh4c3Eb2BLgh0fnlIMsyGhoa0NDQYDqUzc/PY3x83DbzXldXd0UOZSMjIxgZGVn1ZP7xj38cBw8exJEjR247MgdWEaFrmobTp09jbm7ussR6rSgm9Hw+j/7+fiiKgrvuuuuyRguLi0nzv7keMbqoZCTdAdiJQ6IS3BIVkTaAWDyBwcEhhEIhrN/QBpWLyIiDgzAxt6upHES2j6cVN1yXyLvq/yYQ9WAwgGiF9Hlxh2/JKFLRdRKp9IZZktamBY91zkTDVDItVNEq9bEcmRIo5XQ+LWAAKqsqUVklUsFKXkEsHkMsFjfn3QMBQe5VVdVm9CUTAlDi0H1eejMvJ2taDInq0TIHVJWZhjfgHKqiYmhoEJRK6O7qQoXL5UiuxafSVKZPJTgQsURL5q/F2ggYZ+AaIMuFCLvcbdsYCWOc67r3IgEvQXIkNyOLAIPULd+CdCaDsfFxhGpq0NrSAkVVEY/FkI7HcX5qBi6X8HgXUwzVIISa5kKaymzHs6bUzc9DJ1buMMYGiL+Vi0iO2QZAfL7UYQrB/IA0x3YH8TQrfLVjsRhGR0bR2taGmpqQ+O0U2by2+P2Ql3mGnBBibrY6OzuRy+UQDocRDocxMjICWZZNcq+trS2ZeR8eHsbo6Cj6+vpWrYEJ5xyPPvoo/vmf/xlHjhzB5s2bl3tJy4JVQ+hnz55FPB7H3XfffcPmNK2EnkgkcOzYMfj9fvT29l5Rd2kkkjb/W2O6GpWiwTrsamq6EwLKObhGwBhDJLKIkbFxtLS0mBKZRr3cLUvQtEJEZ70RcaCkS956E5SoaM6TuEhBEonYom3RHW+vhZf4PBeTNVAaFZaJulRVw/DwEMA5NnVvgstV+BydbqiOfuhFr6z0VMDl1j3F9Xn3VDyBocEhEEp0MgkiFPAXJHeJkIAFha38AJSfU3dqnCvuQudcZDhy+RwGRwZRUVmJ9e3tIJTCiTYMQSGn4xLmIHlahphsUa3KTZIsl5GwbmiYnpYXm0vn11slXTWNm5uGTDqFiwOilrxu3TqAEGGKUVeHxrp6bGAci8kY4rEYRkdHwTkTTXe+AHw+H1yyrNuVGqYvzsp6mq5oWA6XHEcDgaIb0RQf27CwdZKWFcclkADMR0TT0/r29QiGggB0cxtY9RMoWv0rjwArKipMjXNxb4kgHA7jwoULyOVyCIVCZmp+ZmbmliDzz3zmM/jKV76CF154Adu2bVvuJS0bVk0NPZVKmZq9NwrZbBYvvvgienp6cPLkSaxfvx5dXV1XNFaRTGZx+tQkABHBEr0BzmaJSgk0IiJTrjJwCkSjMYyMjIJIwPoNG/W5Uw6FCzERwghocX3a0jJAi25aRh2QgIhuec5ttURJth+ruPZdXG93anYjRY851c8BIJfPYWhwCBUeD7o6OkqIuVhb3qmBzenYMrX3AIjHKBRVQzKVQlyP3pmqoNrrgz8gurRlWYZMxWcCiVjkPR2aAuEsZOS0xnwmiwsXLyIUDKK9vR2MigErykupWCLOaXyhRc7Ma1Z4QdKy+CDleFimuohK0deVlrkWAgDlMgMospolQDKZwMjwMBqbmlFXbx/xIYA5Vyjrkq0cHOl0Gul4EouRKLLZLKqrquAPBBAMBOCpqgApPo/1eqDr3zvu/MRZqVS6GSNcj9JBwKl9YyajUP+Wi3pNCCGAyrEYWcTU5ARaN6y3NYbJhIJpHJyIY7b4/eiuvT4zjZsJzsXfw2isi0QiAIDm5mY0NzcjEAisOjMZzjm+8IUv4LHHHsPzzz9/RfPetzJWTYTu8XiuSZb1amB8mV955RXccccdV6Xzu7ioi8kQQIJFH5oScwaMShSUc2gKA6UEiqphZmYGjGnYum0b3BUVYFyoV0kQMq+c2G9Yhp2lAVI0oE0IIHNRr9SgifS4BcU3v2JqcWp+Y5q1Qc6pm90OiVLEkwkMDQ2jJhRCc0uLbb7ePE5JF7xdWtbx4HAe7dKY0MP3+bzw+bxobm5BPpdDJBrFQjiMCcPfPRCE1++Hx1Nhdq6Twp+ocA0OAjUEpaWFeDyOsZFRNDSKhimNiYYrl8s5eiy3NbSSvIggJSH96tRgRp0bvsAJZBBd8e7S1yIeFwRV/J1ySoNHIhGMjY5h4/p2+GpKy12SJdIW3eji+qurquGr8qKhoRF5RUEsFkM8HsfMzDQ8LjeqA0L3v9pbDWrZOEt645lTJF3QYecAI7YP1boxYuD6uqw1evt/W0fZJBDMhucxNT2Fjo4OeP1eezaMiUkPkZEC2gKrq9ZMCEF1dTWqq6uhaRoSiQQ2btyIZDKJEydOAIBNsW6lm8lwzvGlL30Jn/70p/G9733vtidzYBVF6Jqm3VBCN2baZ2ZmsGfPnqsWGThxYgy5rAKicXBq6TKWxJw2gZDMNOqhGlNxfmAAhBDklTx27NoJzsScukjLcoAIIxHrDUkuirCJJBTUKAgkTkoiDmYj/yK3NeIg1kLt0V9xSl6WJFsHvDiw/Z+JeAzDo6NodojkLnUcp4704gDVSR7UaQytOOrO5xUkEnFEozEkEwlUVFSYkbu3qhpEJ3ZVt7K1EkO59S0uLmJ8bBzr29sRLOrpcOmlDlYkBuMU+UsOXezifLrHu9O1OUT5xuMSIWC0cF6JOEfBMowGRJFVMs5T3D0+Hw5jamoKHRs3wu/1g0ilMrwydxADkkSvB3PoAdAYQ0Z37YvEY2Cci1KJ3w+f348KyWVeY3EkTYuieivpiy77okZLfZRNJhSq6vA31d87PzOHmZlZdHZ2oLq62tZxL8P+mazz+7C5/uZogS81BgcHMT4+jj179pjjlJxzc+Z9fn4eqVQKgUDATM2vNDMZzjm+9rWv4U/+5E/wne98B/fcc89yL2lFYI3QYXdKi0ajuPfee1FVVXX5N+rIZPJ45ZUJSEbjjzH/TQk0CFIinJveUqlkCoOjQ2Yn6sXBAWy/4w4R2asMRDJoHZBd1Ob3bfVrJoSDiJyjiLSKxTGK0tWXS7dTByvSYrI2jumWJbgkCR6XDIkSyBIFJQTTU1OYnJzA5s2bUVtTuOExzqFxBk3XlNcYQ07TkNc05FVNr+vaydvJGtWJ9F2UltTFnR4zaq5G3T0WiyMRiwGUwO/zIxAMIuDzQZJFVOeUedCYcMubm5vF3NwcujZ2oNJB4EO2kK4k63rsZYjVRUrXCugRNGPi/QahEThK5hWn4SkIuKRrE3CU/B05AGrJZhOiyw7rUS1jImU+OzuLubl5dHR0IOD16fPXIg1lbBis6faSaygzKSDeR/SIlyCeFiOK8VgMuWwWVZXVCAaC8Af8qKioML/3lBDHDYKsk7bFZ8d2JqpniJz18AlmZmYwOzuPzs5OVFUVml+NEpbM7ZuuvtZmeCuuX/viZoJzjqGhIUxMTKCvr++SxlVWM5nFxcUVZSbDOcc///M/4/d///fxzDPP2Ga/b3esmpT7jdodFjulvfDCC1dtoRpZTEFiYsSGuiTzzkqo8O6CKualGedYXFjE2PgYmtpE81sumwVnDOlYElVV1XC5ZFt61O6LXkiZi5GzgrSs+YLi8bWrQdH7PS4ZngoXqitc8LhcqHTL8LhkVLhkW3oUECMj586dgxZbxAOvveeqG2zyqoqcqiGjqMgoCtKKgpyiIZHLOXY6W+H0rOM79B2D1d9dIgTReALxWAyTk5MYURQE9SgxVBMEsWgGMCYIcnJiAtFYFF1dXfBXe6EUfV8o7Cl0TRVRM5XLdG07PEZJQRJYVfUUNjQRVTu8vljshoELU58yzV8ysfdecC6uTzY2LeCYnJxCNBJBV1cXqiorze8GBwfViGnSIpVpbANE17iTyqN1c6MxDn+1F9VVVWhuagJTVCwsRhCPJzA1NSWmGIJ++IN+BKp9jmdSNS42cU4D5uCQeHmTlvGJScQWFtDV1Y3KSnvDraaJCQQrmQcrPauSzAcHBzE5OXlZMgdKzWSMmfflNpPhnOOb3/wmfu/3fg9PP/30GpkXYdVE6IwxKIqypMd0cko7cuTIVZsRnDkxjmRCdwxyU9ObWXJRMS/OCaiLYHxyCvNzc+js7kS1zyccnRjH8Mgo4vG4UIaqFTVer9crpCtpgZxkmYp7qhGRy3YhEmv0ziHq67a/ri5GYsBWP6QU/moPvB43fJUV8HrccMtXtgs3LGvz+Tx6enqW9AfOOEc6ryCRyyGRyyORzSOVzzt2oF8Ohra8FdbUPOdALptFMh7DYjQmRFOqqlBTE4Qv4IfkcmF0ZBS5XA4dnR1wu92Q4JxFcBQ10XX3bTKyZRrWnKJ2iVrKAkVwKhEYj3NSOopoFUexnVdvOBwZH0UqlUJnhxA2IoSYo2cGKBHGQpJDuh0opL+dus1lSovmuYmpH0B54XtszaYkEzFwDlOK1ufzQ5IKTVwuOAvnGM8BxGw2NDAxMYFEPI7uji7IHrfjHthF7VmyO5oaUVN16RHWlQQrme/Zs+e6JGM550gmk2b0Ho/Hb6qZzJNPPon3v//9eOKJJ/DAAw/csPOsVtyWhG51Stu1a5fNKe1HP/oRtm/ffsVeuUpeRf9LI4KcKTHV4WQq6uWcAxrTMDoxhlQ6ja7OTlT5qqExDUTl4JyBEVFnTyaTiCVjiMZiYIwhGAzAGwjAr4/7GGYTJgrJgBJ3tGIFNkmyN0ZJlMJXVYGg14NglQfVHvc1/RAzmQz6+/tRUVGBnTt33hTzCEXTEM/mEM1kEcvmkCiyvJVoaU3aWe7VuN4iktd1yhVFQTwu6u7pRFzM/0sS2trb4PP54WA4BkAQQDFZWpMflIiUtaHbX46InR6nEJFxqfRs6ToI9JNysbm01aG5c3c74cDQ4BAUTcHGrg64ZNEYVUzAhXXqa3H47rhIgQhlKsjWeBXhzmJEhMJx7h4QTWvpdBoL0ahIzedy8Hq98Af8qAkEIcuuEqU58TlANM+Bm0pxgFB/TCVT2NLdBSq54NK784s/Q65bpqqMocrtwp1tLY7rW4ngnOPixYuYmpq6bjJ3gmEmMz8/j4WFBVBKbTPvS3k/+Pa3v43f/M3fxDe/+U3s27dvyY57K2HVELphhXe9sDql9fb2lqSefvrTn6K7uxsNDQ1XdLz5mRiGL84BACS3JOwg9U4ulXEoSh6Dw0MgEkVHRyckmYrmuJxoK5JckhnhUSLG2sA50pk0Esk4ItEo1Fwe1ZXVCNSEhFKX7BLHsI6OyQ71cssNWJYlEArU+KpQ46tEoNpz3WYS8Xgcx48fR0NDQ1lt+5uBvKphMZ3BQjqDSCYDAlIy1napmroVTiNh+XweI4ODAJXg8VQgkUqAAQgFA/D5hQWszXLUIeouqf1z8TcCcdaQdyI8a3ObLBfI51KjcPaGRkGqEiGOpMk0DUMXhwACdHR0QHbLJukbmxync4BDjJcVoXjTYDS3SdT5/ADgIrrYkMPe0qU38Rl17Vwuh3hMaM1nkkm43B74/X7U1AThrqw09xguIkHVyyLCAoZhZHQU2WwWXZ2dcFnMZKxa8Mb1qbqWPyhBV10Nmlfg7LkTDDKfnp5GX1/fDTNzMcAYQzQaNUVt0um0aSZTX19/VX1JxfjOd76DX//1X8fjjz+Ot7zlLUu46lsLtxWhW53Sdu/e7TiW8fOf/xzt7e1X7M4zcHYakQWhEEdlCYToY2kuCYlEEoODgwjVBtHc2ia61nlBOpISAsi0UBeX7BaSLolAVRly2RxisRiiiRjS6TSqqqpRWxtEtc8Pd4WQPZVke1RK9e50lyyhNlCF+kA1fFUVS5YOm5ubw6lTp9DZ2Yn29vYV0wHLOEckk8F8Io2FdLow2+3kie40z14UGWd0h61AICg0/IkYX8pk0ojHo1iMxaGoCnw+HwL+AEKBQIl0brnzAzpJF3XClyPo4sjfIOhy0bzLqVNfEpsIpSjaVhQFI0NDkCUXNmzcAEppofmNO+wujHNYSdYSGRd3otvO77DhMt/HhBVwcWocEJoMAC/Mz1sWxfIq4okk4vpYHJEJfLpanb/aV/DJ1hjGx0aR0X0SKl12MxmJiNl3AgBcvw79N1khy7izvXlJXNVuNDjnGBgYwMzMzE0hcyek02mT3BcXF6/ZTOb555/HO9/5Tnz1q1+9rGf57Y7bhtCvxCkNAF566SU0NTWVNWCxQtMYjv/HMJgmOp8lmer60hyRWAwjo6Nobm5GY/M6s17OwCACEGIKzRiQXFR3xhLNRKotApegaAyKkheGJak4YvEEPB6PcCQLBeHxeEAIASEENYEqNIS8CHo9S062Y2NjuHjxIrZv347GxsYlPfZSgnGOhVQas4kUIpmMswqdUySt3+ATiQRGRkbQ1LgOdfX1pYItnIBIQDqbRSQWRSwWQz6ThaeyUh+JC8Cjb7jK1u/1sTFJLmQQLpWGLyZ6WaJCF97hZ0x56TnFNUo2wszn87h48SIC1T40t7aKjnAdBASSTEo2AObzrDCbYGwwAHu63QZeOoZmQMzF61mHotcUG6ZYBZWKn+NMZLii8SgS8QRy2Ty8Xi98Ph+i0SgAoLurC5DEqGfJd8DIJBSN77WFAuioXXrJ6aXGSiDzYhhmMoaoDWPM1lhXzkzmxRdfxNve9jZ88YtfxLvf/e4VEzisVKwaQgeAXFGt9EpxJU5pBo4dO4aamhps2LDhsseNLKYwcGYKABHSmxoD5xyz87OYnpnFxo0bEQgFBXErKpjKILklM6UryZaInHMQiYp0qKIJci+JuAtjQpwCqqYiHo8jkYgjEo+jqsKFzvVN6N7Qgvq62iVPgXPOcf78eczOzmL37t2ryl5R0TTMJlKYSSSRyucd59mBQkQWiUQwPjaO1rZWNNbVlaTrrWl1DvG31DiDpqiI6ONXiWQSbpcLoWAQPr9f6Mxb7kcuYp/FN9Lo1qiwcD7nej0lBISL5jRbD0WZZjuju9yoaWcyGZFFCgbRont8F0N0xPOSz8vJ7cwYsStXo5cN0pZKP3/78QpNcoA+B16ymREbE6fnxPOiiTSVziAajWJudhaMMXgqKxHQU/MVFc7NbZIkymZWH4RXrW+Bx7WyB4OM/iDDTOp60tw3CpxzxHWjpXA4jEQiAb/fj7q6OlRWVqKxsRGUUvzkJz/BW97yFnzuc5/Db/7mb66R+RXgliZ0q1NaT0/PFRm6nDhxAl6v94qceoYvziE8GwNhwjBFUTSMjIwgm89gw8ZOVFZWQZKAfF4FZ2JOnFtIlrgKJG000Rl3bSpTW9TFrSpaRd3tNYEq1IeqwBThlzw/Pw/OOerr61FfX+9oyHC1UFUVJ0+eRCaTQU9Pz2WNalYyYpksphMJzCfSRUI7guzm5uYwMzODDRs2wO/3O0rDOkXLBARUpmY6WWMMiXgcyXgCkVgMhEAXTwnA5/dBppJjdMg4LxFucWq0AwoZBdFoV3Cvc0q3W18PANlMGucHL6KhoQEtTU3OEqwcIJzo/R0c3GLTW86+VJbLROewpOgJhUYtnz4vlcqlejmCQOjlO9XVZUkXiylzr5cIRV5RMDg4CEmW0dbWhpQuaJNOJMAIERmugL0XQiIEwoNHrKi+uhrbmuqdT7JCYJD53Nwc+vr6ViSZO8FqJvOxj30MJ0+exI4dO/CLX/wCn/zkJ/GhD31ojcyvEKuK0PP5vGPUUe61hlNab2/vFRPQqVOn4Ha7sWnTpsu+tv+lYahZBUzjULiKwcEhEELQuakbkiRBIuKmrmnCDlR2SSYRcwJwfU5dgrhr2W7YUkFtTpKIzeJSdgmyrw9Vo7k+gEqPvRfAUH2am5vD3NwccrmcWbuqr6+/aknHbDaL/v5+uFwu7Ny5c8VLQl4pcqqK6XgSU7EEFKZBIhRj4+OIRCLo7OhEZVVl2UjeidBNpTZDmMba7Kgxm868puTh9Qly9+s684AYG9M0DaTIZtTpfNZzAoYaoahlSw5RPlDIQMTjcYwMj6CtrQXButryGwCb9zeBSgoRazmLUhehYA7jdQQEhPNChsroSCcwxWxKrs8Y1Su3QaAik+VYWiAUuWweA8ODqKiowIb164UEsb4WpjJkMyksxsTfRFUUeH1eBAIB1PgDcLnd5jXsbG5EaAWPqhnZs/n5+VVF5sXIZDL4+7//e/zlX/4lfD4f0uk07r//fjz88MN46KGH0N7evtxLXNG4JQnd6pR2xx13XNXoxNmzZwEAW7duveTrUokszvaPgWkcuXwG5y8Owu/3Y8OGDeCS8DhX8yogSzBuIZIlIqd6cxJTGcA4qEsyb8xUsutPi451Y16coKHeh+YGP9xXkP7jnCOVSpnknkwmTbelhoaGy86MJxIJHD9+HLW1tdi6deuqM2+4EmiMYSoax89eOYnFRBIdHR2o0GvfLloqUUu487ibTC3d1AR6cxdDsesa54CWz2EhIuruxrx7IBBATSAIl15PNNLXnItNQfF336kjHyh4mBeDAOBM12UfH0d7eztCoaBu0eoc5RbPq0tUNI2Vi84B3YeAi7KQdTPk9B6zsa9M2hzQ6/EONXcAkDgFAcyNgRUsr+LChQF4vdVoaW8zyVysRYKmClk5ojf+ZbNZU2s+k0zD46lEMORHQ20t7t1yZSZNywErme/Zs2dVZ89OnDiBhx56CB/96EfxkY98BOfPn8ezzz6L//f//h9qa2tx8ODB5V7iisYtR+hzc3N45ZVXrsopzYoLFy4gn89jx44dl3zd5EgYkyMLiEYiGJsaR0PjOjQ2NkKWhTGKqqiQXJJl8haAXBAml2UCNa9HVrr2tgHJJRXptQv3toY6H5obA3C7rj19nsmItPzc3Byi0Sh8Pp9J7sV6zeFw2HSd27hx44q9oV0vFEXBiRMnoGkaWro3YSaZQUpvwCw37uZEPk61b6HwVhpBWhvfjHn3WCyGZDwBl9ttyp76fT6A8pK5eqD8bLiLSoDu2Ff8+pmZOUxNTWHDRlFOAESUTwHxesufmENvrHNoHOTE2QbWqgAnGWl6Y10okwWQxUbXseYPAs50H4RirXhCwc3sgb3LXskruHh+AD6fD61tbWKs06rLwKhp8lP8XhelyGbziMfFSFyVmkWDt8qUPq2pqVlW6VMrOOc4d+4cwuHwqifzU6dO4cEHH8SHPvQhfOxjHyu53zDGbsmAYimxqghdURTHtBwgvtjDw8MYHBy8aqc0KwYHB5FMJrFr165Lvu700REMDoxgZmYGHZu64PcHhHgIY1AVDYQSyG65EFnrNXFKCaAyMXZjROuWyB2w188ppairrUbruiDc7qVtyMnn8wiHw5ibm8PCwgI8Ho9J7olEAhcuXMC2bdvQ1NS0pOddSchmszh27BgqKyuxc+dOSJIEzjnCqTRGF2PI5JWSlLvLEokbcFJSA3Qtc40JTX6rcY6TSQulUPKqqYwWj8dBCBAKBOAN+uH1+Ww3tMt1w1u7zjkHwjOzmJmbQ0dHB6q91ZbXizR/8ehZOTU5QI+aHVTZilXVDCEXQuzpdvt6CRicJXBdRIKqauLzpfZtka27nRuZLYZsNoeRi4Pw+fxoaW0VexRChPGQoVXvlCnQ/z7WbIFEKe7c0IxELGb2pyiKgpqaGpPgjWzOzYZB5gsLC+jr61vVZH727Fk8+OCD+O///b/jE5/4xC0bPNxo3BKErmkaTp06hUgkgt7eXjPyuBaMjIxgcXERvb29ZV+TzeTw7X85gmQyic7uTlR6vcKCM6uAUwBERNQija43vbmFJjjLa8Jfw9rk5pYKNyaiN8ARIBSoQntrCJWeG68brWkaFhYWMDc3h1m9G7i+vh6tra2oqam5JXfGyWQSx44dQ11dHbZs2eJ4jbPxJEYWo8hajIGc6tOyA8kD9qhdlkW0btVpt6J4o8A4RyqZQjIeQyQag8pUVPvFvLvf70eFy1VW7c1cl0SRZxomJicRj8bQ2dkJT5FeucQt0aqF1MsRuqQbpFjFbayfjZOnPQfKpuhdRI/QqYMhDrdE/MWz7kXZA0II0tk0Lg4Ooj5Ui8Z1TbYsvDEK56Jik2CHUOArdodrCvjQ3VhQjTSkT43xq3g8Dr/fb5K71+u9KWTEOcfZs2exuLi46sl8YGAAe/fuxX/5L/8Fjz766C15r7lZWPWEbnVK6+npue7d8vj4OGZmZnDnnXc6Pp/L5fDiD36KufEEOjs74a6sACeAmsmByhTCi0oQMpeEipZwsgKYaulgt3qDW8RlJInC7XFhfVsNAv6b+yM1NkbxeBydnZ2Ix+NmRFJXV4eGhgbU1dXdFHnXG43FxUWcOHEC7e3t6OjouORNmHGOqVgCo4tR3aDlytLfTu5qYubcwYIWemNYSa1YyLdyDmSzGaRSSYRjEeQzGXg8VQgERYe28b2XqD365IxjYnIcyVQSHZ1dcBeZijg1t8myGAe71OiZQc5WJ7hybnIA4JYk5B02PNZGOXP2XP9TUELBi+xOJVmCyjXHenwqlcbI8CAaGhtRX+es9Gj2CziAUgIKYst69K6/tKua0aFtSJ8armT19fUIhUI3hJysZL5nz56bao6y1BgeHsbevXvx1re+FZ/97GfXyPw6saoIXVVVmxNasVPaUnwZpqamMDY2hte85jUlz8XjcRw7dgyZKBDyN4ASCiIDak5Eb3KFy5S0FHPkovZHFM0WkVsJnVrEZWSZoqW1Bo31vpuecjKmAggh2LVrlyn0wDlHIpHA3Nyc6ZNcU1ODhoYG1NfXL1u68XowOzuLU6dOYcuWLWhpuXJdbkXTMB6JYzIad2hQKyP3WtakRUSbRkxabm7cSNnbjitLyKt5LOpNdclEEi63C8FAEDXBICo8QvaUMYaR4RHkFQWbu7sAWSppHLPKotrPQaCUkWctjoypbPEbdyqJcRFpEwcN+mJiNghbrK3UvxzQf1P65ICBZDKF4aEhNK5bh9amdciXROD6+SgFYwArZ+JCCq5sfk8FdrdfebnJ6ko2Pz8PVVVRW1trRu/lxFOuBpxznDlzBpFIZNWT+djYGN70pjfh4Ycfxt/+7d+ukfkSYNUSupNT2lJgbm4OAwMDuOeee0oeP3HiBDZu3IjYDIOmMBAw84ZNCAV1SYX0oFs0zWg5Va+fWw4mUfOGKLskKIyhttaL9e01cC2DcEUymUR/fz8CgQC2bdt2yYafdDptknssFoPf70dDQwMaGhpWxaiMoXJ3xx132Ex5rgaZvILBcASLqTSA8pGpE8ERS8M7pQScEGi6fGs5PXYnknTrNV8GIWcaT8QRj8WRiMXBAfh9PqQzGUiShI6ODrglGYToY2eWnHy5cTGZODfWGen2YlBZZKPK6b1rqqijm1Ky1ufKiNNIrIyBDBG6e8a7EvEEhkeG0dzcgrraOlAOgKJsdgGcO1rQirXoJktg2NRYh3WBS9uMloOxETbq7slkEoFAwBwfLW5AvdJjnjlzBtFoFH19fauazKempvDGN74Rr3/96/HlL395jcyXCKuO0FVVLeuUthQIh8M4c+YM7r33XgClzXZVHj/OHR8Tmu2qKjxKQYTbmfEDJSKKUvMicpdcsmUkjdjIvbLajfb1tQgElocMjdRzW1sbOjs7r+omk8vlzBvWwsICqqqqTHL3+W5+luFSMOQwp6am0NPTsyQqdwupNAbnF6FqzDESdxorM/zGraCyuJk5EbpT5G+4qFFCwSRuEhclYrY6Fo9hfHzCJOqAzwefT1iOVrjdwkhF31iIETyn7nJB9FJRd7hz/RnCeY44z+xbI23xOxF5ieK5dNvnJDtH54D4DMHFqFosFsfo6AjaWtsQqgkJ+VhVGMAUkzYlRAjUwN4EV7hm0dgoUQpQ4NUdrUum257NZs3IfXFxERUVFWZq/kp0zW8lMp+ZmcHevXtx991342tf+9qKmRi4FbCqCN3oSC7nlLYUiEQi6O/vxy//8i+DMYZTp05hYWEBvb29CAQCGLs4i9nxBSi5PFwVbhj3cdktQdW4qJFSQFUtNXKXZHZASy7RAEcIQeM6P1raamyezjcTU1NTOHv27FWnnp2gqqp5wwqHw5Bl2eyYvxojhhsBxhhOnz6NWCyGnp6eJdW21hjDRCSG8cW4LSIs5yjmROic6+l5wmEl17KRvyUNTywKcS5KkUpnMDg4hOrqarS1tSKfyyMZjyMSiSGdSaOqsgqhmgCqA354K6vKbyIs57WSermI3kUpGOPQihvbuK4AZ3nQaG6TqYjcneA0Lmg+pzfrxeMxDI2NYv36dgSDQfHZkMIx5aJeheLyArU4q1nJHgBaavzoaKhxPP/1wmhANX4vhq65kZovFm7inJvf39VO5nNzc3jwwQexe/duPP7447dEP85Kwqoi9LNnz2JhYaGsU9pSIJFI4Be/+AXuvfdeHDt2DJxzs9mOc46Tv7iIdCwDQggka83c0GhXhcqX8TjRZ3YNUJcEl0vCxs4G+PzL88PknGNoaAhjY2PYuXPnFXu/XykYY1hcXDRT80bHfENDw5LI0F4NDLtcRVGWpGmyHFK5PAbmFhHPZAEInXHnSNZhXE1Pt1NKwWih6a68B7lzlJ/JZHBhYAChYAjNLS2mLrvRra4oqq5UF0MqmYTb4xZqdcEAqi0688WmJNANWhi4jfSc1kR14RnrtTEH0pZlCQAvOxZHOYEkEQdSF018kcVFjE9MYGPnBviMqRYunrPmhaykXWzEYsjZmuu3rKVnQzO8N2G6xNA1NzJdqVQKwWDQZjl6+vRpxONx9PX1rcqeFQMLCwt46KGHsGnTJnzzm9+8ZRQnVxJWFaErigJVVW9otJdOp/GjH/0IlZWVCAQCuOOOO8SNljFkMzm88pMBUcOjBJwaxMQhuWWwvCq6dd1yoQvYMroGAPVNAbStr122qJwxZjbV9PT03JAshxWGDK0hZpPNZlFbW2t2zC9Fo1A5GBMQFRUV2Llz502JBqaiCQyHI7qxR2nXu2OHvKVOTohoHtMMt68yAjbFx0mmUhgeHkJdQwMaGxsLJivcEDOyv17TGDLJBBZiMcQTcQBAIOCHPxBAyBcoSZwT6I2eDuRMCAANZsOdVOS65pw6J5BpaZMcUOS6Jtt7CGRKMauL42zc2IFAwC9UFQm3RefmZ0UJNHDbMa0wLIspK+i2ez0V6NmwPNoLmUzGlpqnlIIQgm3btqG+vn7V1pojkQje/OY3o62tDU888cQN/d3fzlhVhM4Yg6IoN/Qck5OTOHnyJDo7O9HV1QVApMgYYwhPRzF2fhYAdF128R5ZItBUptcFAa43CAEFcpddEjZ2NSBYs3xWhoqioL+/H4wx7N69+6bv9g0ZWoPcE4kEgsGg2TG/lLO0qVTKdM672ZK1WUXFhdkFRFMZ2+NO6XbAwf+cF4SInCxXi1PesVgc46OjWLduHRqbGu2KaGUkWo3jSFR4j6fSaURjUcRjMSg5BX6/H36/qLsbGyGZUHBSatUqO3TiG6RerrFNvIfbHNUMFNuhEqlwjIW5eUxNz6Czo8MsnRjz8DInjop6ku7Brjl08xvvt246utfVYl3Q5/jamwXGGE6ePIlYLIZgMIjFxUVwzs3Ivba2dtVEuLFYDPv370dtbS0OHz68qrMMKx1rhK6Dc46RkRFcvHgRmqbhda97HWRZNsmcUorBkxOIzCcAwFSBk6hoCFJUqyKc5cCyBH+gEh3dDXAtsdLb1SCdTuP48ePwer3YsWPHimhEyWazJrlHIhF4vV4zNX89Ah3RaBT9/f1obW296ka/pcRUNIHh+YhJ1k6EXlaPnVBhkcvtdfXidPviYgTj4+PoWL8ePr3Rzzr6JZcbS7McR3iLiyiXEoJ0KiM0zWNxs+4eCAYQ9PnhqazUg/7yawLEkmWXBOUS42Oa7hKnEfsHUDIWR0SUPTs7g/nZeXR2dqGqyCjlUk10ABEytGX04F2EIs+FSDOlFK/ubIW8TBk0AGbvTjKZxJ49e+B2u22Zrvn5eaTTadOToa6ubsVOmCQSCTzyyCOoqqrCM888s6oFcFYD1ggdhTT0/Pw8enp68POf/xz33XcfXC6XTT+4/0fnzZsGkSXR/JZT9SjcUISTzeiCyhKa2kJoag0ta8e3QXDNzc3o7u5eUd3nBhRFMWVow+EwKioqzMg9GAxe8Zrn5uZw6tQpdHd3o62t7Qav+vLI5BWcnwkjnsk5OnyWS6ubzm26ToFBoNYIfT4cFqnnDRsQ9AXsRihXIg5jOa9UxiTFqLsnY3HE4gm4XS4EQwH4gkFUVVeBoHynvEwkMHBHIrVapRre7Ob1FUX7nAOzs9NYXFzExo5OVDo0hYnNUhnXNUrBNF6yEQH0pkKNm6n9xoAXm5rqSo5xs2CQeSqVQl9fX9nUtOHJMD8/j0gkgqqqKrNrPhAIrIjfeCqVwlve8hZQSvHss88uaTPqGpxx2xN6Pp/H8ePHoWkaent7UVFRgeeffx6vfvWrUVlZadawEtE0zsJ4S+kAAE+CSURBVB0dAQAQKmQitbwm9NtpIdqlLhmMMbjcMjq2rIM/uLw755mZGZw5c2bFENyVwBDoMJrqCCHmzepSxhjj4+MYGBjAjh070NDgrBS2HOCcY2wxhrFwDMXEd6k6uUHERl2dgQFMENzMzAzm5+fR0dkBX7W3jCiNs+saJcJ1reT1kliL0w3BRShySkFnPpmMQwNHTTAIr9cPn89X0hdC9W5QVhzRl0nRq5yVpNs5ByYmJhCPx7G5uxOy2zldK8HiulYEY5NiKtFZn7N02hOJYkdbAwJVy9OseqVkXgxVVbGwsGBOmACwpeaXo5M8k8ngbW97G3K5HJ577jn4fMtbwrhdsKoInXOOvO6CtRRIJpM4evSoabMqSRIYY/iP//gPpFIp1NXVobGxEbW1tZgeWcD0iPixSHrNHLDX0gW5U/gCVejcum5ZU+xGCWF4ePi6RFSWG4wxRKNRMzVvyNBaR3w45xgcHMTExAR2795tjjCtNMTSWZyfDiNn0YWnvHR228m1jUCUcxSNYXJyAtGY0GWv9HhEWt1BStZFxISFk+uaU12dGq5rDqRojagBISmbzWYQjUURicagKAq8Xi+CwWBBZ94Y1SxxMyujey9RcIu0LuMc42PjSKVS6OrqQoXkApFLPxvryJkk2z8LAhGBmw17RU121jG8qgoXejuvb3zzWmHUzNPp9FWRudNxjNR8OBxGOp1GTU2N+Zu5GSnvXC6Hd7zjHYhGo/je9763JJoPa7gy3LaEPj8/jxMnTpg2q4CIDDnnpgGDYVSSy+WQmtVQ6a5CwOeD7HJZTFcsjmouCbXrAmjvrF/WlBdjzLRU7OnpuWV2x9a/y9zcHFKpFEKhEFRVRS6XQ19f34pP66mahgszC1hIph1FY4BLSMYCGB0bQzydQmdXJyoM3/RLqMxpmhCHUWziMOVsV0UdWtLT9eZ5qXOHOCCkUvO6l7gYiYsjnU7DV1UFr8+PYCCICk+FbSaccuKYGpd0YRrOBZmPjY4ik8mis7MTVR4PNFUD1QVjrL8u+zx7wd+89Dm9Z4GK8xer3q1vCKGt7uaTj0HmmUwGvb29S9oBnkqlzK75aDSK6upqM9vl9/uX/D6Vz+fx7ne/G1NTU/jBD36AUCi0pMdfw6Vx2xE65xxjY2O4cOECtm/fjubmZnDObc1v1i855xyxaBw/ee4oogsLyKQz8AeDCASEKYa7ygPGxHjM+s3rULdueXejiqLglVdeQT6fR09Pz6oWobgcEokEXnnlFWSzWTDGEAgEbN7uKxmTi3GML8Ycm8ac5F4ZYxgdHoGSV9C9qQvEJcoOHHZ3NQOkaFzNSurF0bYBCRZnMwupu8rIzxr17mI1OUVRkYwJhzhDZz7gDyBUE0SVt9rRZtY4D+dAXlMxMjoCRVHQ2dkJWZZttX1Zsm84SproLKRvvSZz3Xrq3Tp7TgjBnq4WVNxk6WXGmPkdXmoyL4bRp2L8j1JqS81fb6Osoih4z3veg6GhIfzbv/0b6uqWrxfhdsWqInRApHOuFYwxnD17FrOzs+jt7UUwGATnHKqeAiWEOO5YF2aiGDk5DqYxqEwzTTEy2QyqfD7U1tWi756tqG1Y3t1oJpNBf3//TZ27Xi7kcjkcP34cLpcLu3btAmPMTMsvLi6isrLSJPcbEYksBRKZHM5OzttS8OC6UpuFcjVVw8jwMDjn6NjYAUmWdFLiomnOKTp3UGGTZCq03x3V4YDiTLuxCShnHFOod+s9JfoBCPQUOBE684lEArFYDLF4DJQS+Px+BPwB+Px2f3eJEaiahtHREeSZho6ODsiyJP52aiFtDhQEY8rNl0sSvaQQjiRTaGphgiBYXYkd6xsdX3ujYCXzvr6+mzqGZi1lzc/PI5fL2VLzVxsIqKqK3/qt38KpU6dw5MiRFdPD8uijj+KP/uiP8MEPfhCf//znl3s5Nxy3DaEbbmKKoqC3txcejwecczDGHCNzK4ZPjiM8uQgANnU4BoZ0Lo2qGoJEKg6fz2dqmd/sCDEej+P48eNoaGjA5s2bV60AxZUglUrh+PHjCAQCji57RpOQ0TEvSZJJ7jfK0vJaoagazk2HzZn14vS5qqgYHBxEZYUbbW3rQS2NZxIVsq/OanKS49y1S5KQ505ZAefXSy7n9Dxg91EnIOCSaH4r56POGUculUYkEUMkJuruPq8XgWAQoYAfYBRDQ4MghKCruxOcit+jTCVoRZkMQgg4FYIx5eRjLzXKJhECxgvNeptb6lEfuHm/WcYYTpw4YZaKlnOmnHOOdDptknssFjNHSOvr6y/ry6BpGt73vvfhpZdewosvvoimpuUR5SnGSy+9hLe97W3w+/345V/+5TVCX4nI5/OO0cKlkEwmcezYMXi9XuzcudNsfjMilXKRuYH+I2eg5ER3PXW5zPpcaF0AG7c0QZIl5PN5M0K0GpU0NjZe10z1lcAY1ers7ER7e/uKjEaXCrFYDMePH7/iETzGGCKRiNkxr2ma6e2+XB3AxeCcY2Q+ionFGGRLw1gul8OQrsu+cX17sW05AD09TxwEaMqMq0mgILS08c3J9cx4nNFSFzUnH3VKKBhloCjTuU8ouKaL2YAhl80iptfdc+kUwClcLhfWr9+A6uoqcKpvEMocT5JoWX96QHS3O3W9G9cFQLi6UYpXbVo6I5bLwSDzfD6P3t7eFScQk8/nbal5WZbNyL14yoQxhg984AP48Y9/jCNHjqyYSZpkMone3l588YtfxF/+5V9i9+7da4S+EnG1hB4Oh9Hf34+2tjZs2rQJQKH5DcBlo7V0PIPT/34BgB4V6F/mhtYQ2jc3ORKKYVRiRIhut9uM3Jd6RtSwA92+fTsaG29uyvBmY35+HidPnkRXVxfa29uv+v2GbrZB7plMxubtvtxylPPxFAZnFqFoGjKZDAYHBxEKhdDc3AKnb6lBquJ7WVBcM1zDnF5vfO8NgxQAl3RdM+beiUxtpF5uAyAR8Tru8BW3jqTJkgQFYuOiKCqGLgyAEApZdiGZTMLtdiEUCsIb8KG60tlqlBICCmf5WEoouFpa3zc+CUPzncoUdf5qdDcvrZ9BOWiaZva4rEQyL4axITai93w+jzNnzkBVVRw4cABf+MIX8P3vfx9HjhzBhg0blnu5Jn79138dNTU1+NznPodf+qVfum0IffnDkxuIsbExnD9/Htu2bUNLS8sVp9itiC0kzf+mLgkaA1q7GtC0ofwYmCzLWLduHdatW2ebqT5+/DgopSa5X0/6l3OO8+fPY3Z2Fn19fbf8aMjExATOnz+PHTt2XPPGhRBiNjN2d3cjlUphbm4Ok5OTOHv2LAKBgPm3WQ5Fq3p/NarcLvzHuSFcHLiIhsYGNDY0ii5zx6Y0oaDGOQdhRNTTwU1ltZLXU2JOZGgag8uQZ5WcDVQAmIIsUDmoZBmxu8SeWqal1qSA3Z9c1TTIMkUml8PQ4CAqK6vM7BJjou4ejcWwMDgMBmLqzPt9hbo7hRgflaTS66UQ8vKaykTq3bYZKbyeqwwN/pujFaFpGk6cOAFVVVcFmQMi4KmtrUVtbS02b96MVCqFc+fO4Rvf+Ab+5E/+BLIs47d/+7cRjUbF93AFZAf/5V/+BceOHcNLL7203Eu56Vh1hE7KGFxYYYxtzczMYM+ePQiFQpfsZL8U4uGE5dwUHdubUNsUvOL1GvXb+vp6bN261Uz/njp1Cpxzs7Z7KcGUYqiqao65vOpVr7ql5RStznA9PT2oqVk6S8vq6mps3LgRGzduNGVo5+fnMTAwgOrqapPcb3TJxIp0IgYlPIlNHetR4RUuYpSQMonjAjjjACOQ5CvfIKqaIDvCS/rhAIhxNSMq5+CgTJgSgaNEz90AgSBRV9GoHC0aEQOAdCqDweFBBP1+NDW3mj1vlFJz40UBpNJpLEajmJqcwqiiwOfzwu8PIOQPQJZkgAsPGutfyJqhYIzrDjI6iVvW7nbJCHhv/O+nmMxXQqnnakEIgdfrxfve9z7MzMwgHA7jQx/6EF566SX8p//0n1BTU4N3vOMd+PSnP71saxwfH8cHP/hBfP/737+lJ3zKYdWl3BVFcYxWrM/39/cjl8uht7cXVVVVZlR+tWTOGMPxfzsNpjFQiaKrZz0Cdf4luQ5Dm9mYqc7n82Ztt66uruwPPpvNor+/Hy6XCzt37lwVu/xrhXWevre394Y7wxkwxnsMcQ6Xy2WTob1RTXXT09M4c+YMtm/fjoaGRgzMLGAulhQ1ZEf51NLNLYcufOTwsyZlxtVckt033IDT+JxEKUDhmG4HAMr0Dn1OQFwF/fRiBbhcNoeLFy+iJhRCU2uz48IMFzdRUuBgDOa8eyIeRyqRRlVVJQL+AGpqg5DcFRD28KUZB8PAhRACrnLTja61PoD1jTd2OuVWIHMDnHN88pOfxNe+9jUcOXIE27ZtAyD+Li+++CLGx8fxW7/1W8u2vsOHD+ORRx6xBUeapoEQAkopcrncivCxuFG4pQjdcNiqqqrCrl27IEmSGZkDl29+K0Z8IYnzLw1Cckno7t0IX+jGdMEagimzs7OYm5sza7uNjY02i9FEIoHjx4+jtrb2pjuI3WwYtcZsNrus8/RGycRoeARgZlyW0tvd6IXYtWuXzZ9+PBzF6GzUHn4CJaIotscZB3EVabWXU4fT6+2yXJomJ2UEYNyShLymlazJaHoz3w8CLotUu7XmnslkMHhxELV1tWhuaoJMnFP01tE7W80fYrORzeYQi8URj8WQSCbg9lTA5/ejNhiEx1Mpegysn41MAQJbV3xPdwuqKm7cpljTNNPhsKenZ9WT+WOPPYa/+7u/wwsvvICdO3cu95JKkEgkMDo6anvsN37jN7Blyxb84R/+IXbs2LFMK7s5WHWErqqq43jNwsIC+vv70dLSgs2bNwO4uuY3J4yfn0Z4chGb93Sgyn/z0tpGbdewGA2FQqiqqsL09DQ2bNiAjRs3roha1Y2CMWJIKcWuXbtWTBaCc26Toc3lcmb3b319/TWt0ygpjI+Pl5WtnY+lMDAVttWgiyNeA1aVOWoh9XLqc9ZxNSupU1IqyGKAcjEHXqKL7jD6JvzIYVrKpVNpDA4Oiv6AxkaTtIslWcXxiDkiCthd5CRuXx9jDMlkAguxKJKxBACOgF+k7X163Z0QAFJBJrba48burmbHa1wK3Gpk/oUvfAGPPfYYnn/+efT19S33kq4Ya01xqwzj4+M4d+4ctm7ditbW1mtqfnNCJpnFlld1otJ7c6NDa203k8lgYGAAExMTAGAqPDU0NKxYy8TrgWHz6vP5sH379hWVHiOEIBQKIRQKobu7G8lkEvPz8xgbG8OZM2dMO8uGhoYryigYjY1zc3PYs2dP2ZJCfaAaFS4JZ8bmTNIrtwu3kZzCIOmkXn7bbmlUUxlklyBWSko15oFCBsCpTs6cGuEYF813nCOVTGFoaAjr1q1DfUO97fSawnTr4YKEq1aUgdBUDVTWDV+KnqOUwu8PoDYUQl7TkEqlEIvFMTk1qc+7+xAMBhDyB02VvYbgjSvhaJqG48ePg3N+S5D5l770JfzVX/0Vvve9760qMr/dsKojdM45zp07h6mpKbNh6lqb34rBOUc+o6CiavlGmTjnGBgYwNTUFHbt2oXq6mozcl9cXDQbtxobG1Fd7Tzas5pgiOOsW7cOmzZtWlXXY9hZzs3NIRqNmiJD9fX1jn8bxhhOnz6NeDyO3t7eK2psTOcUnB6dRU7RdLnXYitQZxc1KjvPcQMAcXq9i4rGN4f3GHrv0E9PXYKEDRtSJ8iEIpGM48LQEFqaW1BbJ0oKxep0lBAwKr73skShKQ4lAkoACjC1zLn0TFxh48ORy+YQi8WQiseRSKbh9VXD6/fjl3o3IxRcehVBg8wBYPfu3auezL/2ta/hT/7kT/Cd73wH99xzz3IvaQ2XwKojdE3ToKoqVFVFf3+/qYF8Pc1vKxGapuHUqVNIJBLo6ekpUZ4r9g/3eDxmV/ZKlTq9FBYWFnDixAl0dHRg/fr1q279VhjCHIbIkPG3MbyqrcIiPT09qKhwtgR1Qk5RcW5iHslUqWJiuTq5LFFwoCRFXk42lXBhJao59L5b3ckAnZQlIlLrZUbfEpEYRkZG0L5xPfyhYGFdTvK0DjrrJddDCdRLlAMAwJSytz4Hgnwuj3g8BkVJIyAr8Hg8ZskkGAxe9/dOVVUcP34chBD09PSsqAzT1YJzjscffxx/+Id/iGeeeQb33Xffci9pDZfBqiT0eDyOY8eOwePxYNeuXZBl+bqa31YajBoyIQS7du26rOCJpmmm1On8/DwkSbLNuq/0z2Jqagpnz57Ftm3bVoxs5FKh+G9j9HK4XC709fVdFZkbUDUNZ0bnkUhnbY+Xq5MbUTV12eveLipBdTKHoVTMn8v22fFiK1IDlBBBoA63kng0hpHhEaxfvx6hYBDcMsteVp1OcrZXNc+lcUhyKanLlOj67KLT3+oFT6nobjfQ2VaHukCl6SM+Pz8P4PoaHg0yp5Ri9+7dq57Mv/nNb+LDH/4wDh8+jNe97nXLvaQ1XAFWHaHPz8/jpZdeQnNzMzZv3gxCiK35bbWTuVWnfNu2bVd9U2CMmUI28/Pz4Jyb5F5TU7OiOuMNz/aRkRHs2rVrSWfMVyIymQxefvllUzxF0zTU1tZedlTRCRpjODc2j2gyYz5GAMdaOeWFx62kLoOYNsBWmBsAKlLglyNgcSwKhTAb1y8uLmJqYgLr2zfA79dn6imFSpjuBlc+bc45dxy9M6J6QiCkYXnpcwasjXbW5wgluHNbK2TLb8va8Dg/P49sNouamhqT4C+38bqVyBwAnnzySbz//e/Hk08+ib179y73ctZwhVh1hL64uIjFxUW0tbUtWb18pWBxcREnTpxAW1sbOjs7r/t6jJuUUXdXVdU2676cNx2j/2Fubg69vb23jGd7OaTTaRw7dgzBYBDbtm0DIQSJRMLceKVSKZsM7ZVE7pxzXJgIIxxLCR11R/10UuI4RlwUHAwOHi3iPZb5dkoJNF1T3QVnG1WjG93aJT8fDmN6agqdGzrh9drLRZIsSgDlNgcu/VqYQ9rcZvFaHIVzO8ETAoAKTXurHG5NoApbNpR3A+OcI5VKmeQej8fh9/tNci/uibjVyPzpp5/Ge9/7Xnzzm9/Evn37lns5a7gKrDpCZ4xBUZRbjsyNtPOWLVvQ0tKy5Me36pjPzc0hm83ayP1mjoYZ/QGpVAo9PT23tNIdIGZjjx07dslmP4NA5ubmTAIxMiuXmmbgnGNwahELsdQl0+3FkN2Soxe7RElJw5mkS8SW81G3jtBJMsXkzAxmZ2fR1dWJao/z2mWJQnFq1OOAxIXviyQXEbbD5kSWxXEk6ixfK1ECTontuU3r61EXvHJNiVwuZ5L74uKire7u9Xpx/PhxyLJsal+sZjz77LN4z3veg8cffxxvectblns5a7hKrEpCz+Vyt0zzm1XadOfOnTZRkRt5TuusezKZvOro8FphKPkZ4zwrZcb8RiESiaC/vx8bNmzAhg0brui7ahCIdZrBGIcrZ2U5MhPB5Hys5PGydWpKwUhpWtupUQ0AZNlZTQ4oRPScc8zOzCAcWcDGzk74qqsdm+7EeyCIttgljtg3FLKrQPzlNidEIkK/vkxTnkumUPTnKCW4c3vbNTurGT0RBsGrqgq3241Nmzahvr5+VRP6888/j3e+85346le/ire//e3LvZw1XANWHaE/+eSTYIzh/vvvR2Vl5aomc8YYzpw5g0gkgp6enpsmbVqMTCZjknssFrthJiWZTAbHjx9HVVUV7rjjjlV987sSGO5wmzZtQmtr6zUdo9i5z+VymeReLEM7OhPBRBGpO42lAYKEAW5rUgPsKW0rZErBwaE6EbAmyHx6agqLkQi6ujpRWV0lzFMconCjuY5QAo06bCgs42qGGAzjvOzaaKmTq32NxuaBc9SFqrGpvbyx0pVCURQcO3YMABAMBhEOh6+67r6S8OKLL+Jtb3sbvvjFL+Ld7373qr6v3s5YdYT+mc98Bn/3d3+HxcVF7N27FwcOHMAb3vCGkrGulQ4jUmWMYffu3Svmx5/L5Uxyj0Qi8Hq9aGxsRENDw3V9xkbauaGhAVu2bLnlbxiGLvv1uMMVw6nh0ertLkkSxmejGJuLAigvD2utJxNKwCk3B9TKbQCMBrriTnmZUqiKhsmJCcTjcXR2daGiogKUlidZF6VQFSNFT6BYNxQcKN4DSJSASbB1qdueJwQUgOLk/65/Bka9fcuGBtQErk+QySBzt9uNnTt3mhLTV1N3X0n48Y9/jLe+9a34/Oc/j//6X//ril3nGi6PVUfogLixvfTSSzh48CCeeuopTE1N4Y1vfCP279+PBx54YMU3WBlqaF6vFzt27FixkaqiKGbqd2FhAZWVlWbkXi716wSj2e9q0s6rGeV02ZcShrmP8ffJZrNmx3yWuzC9mCqfPi96nEgEjHDQMnXoYgEY4iooulEOjIyMIpVKoauzC+4Kt34O0dFWHNEDehbAKunqEs10FKU1cgMuVyFt7nQ9TNF0z/byo2zuCgk9W1qFOM01wkrmu3btKjs1Ulx3r6iosBn8rJTfwM9//nM88sgjePTRR/G+971vxaxrDdeGVUnoVhgiHU8++SQOHTqEkZERvP71r8e+ffvw0EMPIRAIrKgvaTQaRX9/P5qbm9Hd3b2i1nYpqKqKhYUFzM7O2hzIGhsbL/kZG5Hq1q1b0dx843SzVwKsuuw9PT03zaPeGh0a+v8K9UCFBz6fv0THoFgjHQCoTEAITL902+uLNwAEIlXPGEaHR5DNZtHZ1WXrh5CJrtFeFNETQBiVF4G4CCiIY40cAFz6rLvqFIVzoZBHKYFKiq7L0vleH6pG14ZrT7crioKjR4+ioqLikmRejOK6O4CSzMpy4OWXX8a+ffvwiU98Ar/zO7+zau5FayiPVU/oVnDOcfr0aTz55JN46qmncO7cOfzSL/0SDhw4gIcffhg1NTXL+qWdmZnBmTNn0N3djba2tmVbx/XCcCAzUr+EEJuQjXGjGxkZwdDQEHbu3Im6urplXvWNhTGGNz8/f1OtXp1geLufHhjD8IRQETT8xSs9lSBlfvGyVMb1zGEDAMIwPDqCXE5BZ2dnyQw9ZRxcr9MLeVjLLLtTFoAKZzenu5HYBHDdRtXeaS8Ru2CMZBmdKy45bOloQOga0+0GmXs8HuzcufOa9Ryud959qdDf34+HHnoIf/RHf4Tf+73fWyPzWwS3FKFbwTnHhQsXcPDgQRw6dAgnTpzAa1/7Whw4cABvfvOb0dDQcNO+xIaAyvDwMO644w7U119/U85KAWPMNuuuaRrq6+uhKApisRh6e3tNUZFbFYwxU6b3SnXZbxaGJuZxZmAcsVgM8XgcFW4X/L4AAv4Aqr3VpsWo8B7nevq7fJQLiOsdGhoCAcP6jg5IRWRe3KkuInrdqx3OdX1CCCTiXAc3UuqATtgWSneRQkrdPJYs/OCt6XZZoujb0XZN6fZ8Pm8qU14PmTvBmDa5mXX3U6dO4cEHH8SHP/xh/NEf/dEamd9CuGUJ3QrOOYaHh01yf/nll3HXXXdh//792LdvH5qbm2/Yl5oxhnPnziEcDqOnp2fF1/evB5xzRCIRnD17FplMBoQQ1NXVmb7uq9mkohw0TTN12Xt7ey8r07scGJuOYGIuBsYY0skkIotRxOIxEBD4A34EAgGE/H7T2EVySYUot2guXVNVDA0PgxCCzg0b4aqQS0jY2vRmQJIIFMJBy4jZCDMWTZy7qCvOVTSSZt10GOl2KwgBGBWa9Nebbs/n8zh69Kg5mXEjlRZzuZw50VBcdw8EAkty7rNnz+KBBx7A+973Pnz84x9fI/NbDLcFoVvBOcf4+DgOHTqEQ4cO4d///d9x5513Yv/+/di/fz/a29uX7EuuKApeeeUV04TjSiw1VzMURcGJEyegaRp2796NfD5vRu6pVMps2qqvr1+RxHe1UBTFphC2kjcsw1OLmJ6Pm6NfjDOkUinEY3FEY1FwVYPP64M/EIDf70dFpRsKY7Z0u6qqGBoahCTJ6OroMHPf1CXZO98drE8BIQLjJH4DGBsH/TmZmhryBAApSfcDkIhg7nKuazKFYjnXtaTbbyaZF+NG1N0HBgawd+9e/Pqv/zoeffTRZSXzRx99FIcOHcK5c+dQWVmJu+++G5/+9KexefPmZVvTrYDbjtCt4JxjenoaTz31FA4ePIgf//jH2LVrl0nu1yO/mslk0N/fD4/HgzvuuGNF3+yXAtlsFsePHzfTksU3nGIltGAwaNbdV+NGx7jeysrKVTNTPzS5gNm5RMnjHBy5dAbRaAyxWBTZbA5erxehuhAC/gAkSYaiKBgcHERFRQU2bFgPtySZDWwcMOvkhEAn2dLfjUxFY5uTfjyxPCb03rn5HuZkoypREIqSdLvtXBBNdNeSbjfIvLq6Gjt27FhWD4SlqLsPDQ3hgQcewFvf+lZ89rOfXXZPh7179+Ltb3877rzzTqiqio997GM4efIkzpw5s+pGkFcSbmtCt4JzjnA4bJL7kSNHsHXrVuzfvx8HDhwwjWCuBIavd0NDAzZv3rzsP54bjWQyiWPHjqGurg5btmy57PVms1kzco9Go1csc7pSYOiyh0IhbN26dVX9fQdG5hGOpGyPSUXSqLlcDrF4HLFoFOlsChWeKuTzeVRXV2Pjxg0ghOpz6dbOdwImETF/rpSZF+e6I5tMbDPqxecHYKbeXZQ4+qIDRsRfzkZVPK5RctXp9pVE5k642rr76Ogo9u7di4cffhh/+7d/u+KuBxAiTA0NDfjhD3+Ie++9d7mXs2qxRugOMGrBTz/9NA4dOoTnn38eHR0d2L9/Px555BFs27at7I9ibm4Op06dQmdn55Km71cqDGnT9vZ2dHR0XPX15vN526x7dXW1Se5er3fFfX6GQE5TU9OqGjs0wDnH+eF5RGJp8zG5jJc5pQSpeBIXR4dAqARVVVHhdsOv19wrK6thvXwqEYCWNqmJYxWEYSgl0CzvK3d+yUVF6t4potfT7cRFSp6mxHIuF0XnhnrUBK9so5jP5/Hyyy+bGhErkfyscKq7V1ZWYnZ2Fq9//esxPz+PN73pTXj961+PL3/5yyv2ei5evIju7m6cPHkSO3bsWO7lrFqsEfoVIBaL4ZlnnsGhQ4fwve99D83NzWbkvnv3blDd7vErX/kKNm7ciN27dy+ZOthKxuzsLE6fPn1d0qZWKIpikzmtqKgwVer8fv+yk+e16LKvRDDGcXZwFvGk8FMXdfVSQlWVPM6fG0BNTQiNrc1gjCGRSCARjyG2GAOVKPz+AILBALzVXhBKIEm0xKccAFzUPmMuydScKadG5F4EKglFO6c7lCxRaHkGKhFoxJ7iF/Kxmn4Mit5dbZCkyxNZLpfD0aNH4fP5sH379hVLfuVg1N2PHDmCD3/4w9B0T/k9e/bg8OHDN00X4WrBOcf+/fsRiUTw4x//eLmXs6qxRuhXiWQyie985zs4ePAgvvOd76Curg4PP/wwzp49i6NHj+Lpp5/Gnj17lnuZNxyGGtqNGsMzbk5GalGSJDNyL9YwvxlYCl32lQRNYzh9cQapdN5WvzaQyWQwdPEiamrq0NS0DpIsmapvMiVQ8xqSqSSi0Rji8RiYxhAI+hGoDiBYGwAj9r+PjNLaueSiYBzg5TzWqTA8dxSTsYzGCfGaIhtVwyq1phrdneWtUg2sdjIvxtTUFO6//35UVVWBc47R0VG87nWvw/79+/Grv/qrCIVCy71EE7/927+NZ599Fj/5yU9uid/WcmKN0K8D6XQahw8fxh/8wR9genoa9fX1eMtb3oL9+/fjrrvuWhWNUlcLzjkuXryIycnJm6aGxhhDJBLB7OysqWFuGJTU1tbe8JuvYW27lLrsKwF5RcO5izNIp/O2x1PpNIYGB9FY12C7XmOcrTii5hzIpNNIxGOILEaRz+XgqwnA7w/AH/DD5ZJFo1xRRoNAt3FVnGfZJEDosLskuw87AYit8Y6DuCThe25JtwNAV2c9amsuLfJjkLnf78f27dtXbebFwMLCAh566CFs3rwZ3/jGN+ByuXD+/Hk8/fTTePrpp/EP//AP2L59+3IvEwDwgQ98AIcPH8aPfvQjbNy4cbmXs+qxRujXgampKTz88MMIhUL4v//3/+Lll1/GwYMH8e1vfxtutxsPP/wwHnnkEdxzzz23hE0oYwynT59GLBZDT0/PsnSjGh2/RlOdoijmrHttbe2STxPcDF325UQ2p+D0+WmTVJOpJIaGhtHS3IS6UKm6n+R2tjAFDAIGsrksYvEYYsk4Uuk0fNXV8Hv9CASCpta7AZlSQdZFHCpq5Pp5CEBkajqtSRIFy9vXQCmBRvV6vFKwSu3d3X7JdHs2m8XRo0cRCARuCTKPRCJ485vfjLa2NjzxxBMrdjyUc44PfOADeOqpp/Diiy+iu7t7uZd0S2CN0K8RjDHs2rULe/bswVe+8hXbD0dRFBw5cgRPPvkknn76aTDG8NBDD+GRRx7Bfffdt2J/ZJeCqqo4ceIEFEVBT0/PinCH45wjkUiY5J7JZGyz7tezieKcY3BwEBMTEzdVl305kErncObCDCLRGEaGh9Hc0oLG+jqboIwBSXIePROWqAxWZqYyQUbJIxWPY3EximQigQqPB8FAAIFgUMjQMmZL5xuw1sEBUU83/iURZxMZyU3BGTeV6EKhKmzqKp9RMcg8GAxi27Ztq57MY7EY9u3bh/r6ejz11FMr4jdaDu9///vxjW98A08//bRt9jwQCKwopcXVhjVCvw4MDQ1h48aNl7wRqKqKH//4x3jyySdx+PBhpNNpPPTQQ9i/fz9e97rXrYoZ7Fwuh+PHj5t2kSt1pj6ZTGJ+fh6zs7NIJpMIhUJm3f1qbm4rSZf9ZuHi0Dhe+OExtLa1CT1+DjgYpQmhGcbBZWJLu0uUOs6LS26h3c4hVObi8ThisTjiiTgqZBk+rx/BQADekM/WrS6T0s53WR9lI4wDvPQ3R4jQhDci+c6OetTVOv/tstksXn75ZYRCoVuCzBOJBB555BFUV1fjmWeeWfH3lXKf9//6X/8L73nPe27uYm4hrBH6TYSmafj3f/930/Y1Go1i79692L9/P974xjeuyBnsVCplzlxfalxvpSGTyZiReywWQyAQMMn9UhHAStZlv1GYmZnB6dOn0dzagVhSJ+cyaXWjgU5YrhY4X0TUzqNvoKURPWMMGUOGNhoFQOCvDcAfCMLv84KCOG8o3BLUfJmUv0QAjYuROAL07W6HLJf2sRhkXlNTg61bt656Mk+lUnjLW94CSimeffbZNWGW2xhrhL5MMDzdDWe4mZkZvOENb8CBAwewd+/eFaH5bli9tra2Xpdq3nLD8KY2ZnW9Xq9t1t3AatBlX2pMTk7i/PnzpiPe5HQU07OxsuTMLURPZWqmyilDmfEyPdKWCIqPSPXUuGH/mkjGsRCLQdMU+Kp8CAaD8Pv9tuZSWaLQNAbuoEQnEaOJjqLKW4Gtm5tKXnOrkXkmk8Gv/uqvIp/P47nnnlsR9401LB/WCH0FgDGG/v5+k9wNT/f9+/fjwQcfXBZPd0MgZ7VbvRZDURSbkE1lZSUaGhpQU1ODgYEBSJK04nXZlwrj4+MYGBjA7t27UVNTYz4+PBLG3HypRKzwRbd3pEtuCRrnts5y2/MEYJqYF1ct32GJEnCnTYOLIpPJYHEhqsvQZuGt9iIQFPavFbJLGL04GLIUavgc6zfWo7HR7vKXyWRw9OjRW4bMs9ks3vGOdyAWi+F73/veLd3nsYYrwxqhrzBYPd0PHTqE8+fP45d/+Zdx4MABPPTQQzfF031iYgIXLlzAjh070NBw+Rne1QpN0xAOhzE9PY35+XlQStHS0oLGxkYEg8FVf8O/FAw7356eHgSDQdtznHOcH5hFLJaxPU4JcZwZl1ySY+d7gWQLrzNc0lykdHMg3mSvg+fzecRiMcRiMaRTKVS6PAgEAwjW1sBV4TbtX2XJLhG7u7cdbndhU2aQeW1tLbZs2bLq/7b5fB7vete7MD09jR/84Acraq58DcuHNUJfwbB6uh88eBAnT560ebrX19cv6Y3J2tm9e/fukhv9rQhrj0BDQ4OpVEcIMWfda2pqVk3vwOXAOcfQ0BDGx8cv6VWvaQynz04hk1HEA8TB9UyHRAgYBYrF5iSJmD7mBoQzG4cEgDscj1KxaeC6uYoNTENkIYpYNIZEMg65sgKBQBABvx8+r9c8XrW3Att3tJhvy2QyePnll02vgdVO5oqi4D3veQ+Ghobwwgsv3JLjlGu4NqwR+iqBcSM2PN2PHj2Ku+66CwcOHMC+ffvQ1NR0XTcqxhjOnj2LxcVF9PT03Bad3YaJTrEuO2PMNuuuaZpNyGa1CgZxzjEwMIDp6Wn09fVd9m+cy6k4fXYKiqKZfuUl0ImeUAJGia2OLlGUNtcRgLgkx3Q7oM+lK5qQhi2idAkETI/4GWNIpZNYiMUQj8VAOeAPBBAMBLFlazta20QJwSDz+vr6qzJYWqlQVRXvfe97cfr0aRw5cuSWzqCt4eqxRuirEJxzjI2NmZ7uP//5z3HnnXdi3759OHDgANra2q7qxqWqKl555RXkcrnbwrcdsOuyX0qhinOOeDyOubk5zM7OIpfLmb7UdXV1q0YwyBjFC4fD6Ovru+KJikQyi7PnZyCBOKbIJYuQi6RH3wYInI1VZFkq64tOOTcjfcldUIizCc1YX68rxCViccSiMcTiMTQ3V6KpWUgEj4yMmK6Hq53MNU3D+973Prz00kv44Q9/iHXr1i33ktawwrBG6KscnHNMTU3hqaeewqFDh0xP9wMHDmD//v2XdUDL5/M4fvw4ZFnGzp07Vw1BXQ+uVZfd6MaenZ3F3NwcUqkUampqzI75ldoVzxjDmTNnEI1G0dfXd9WjeOGFJIaH5k19dCsosVufShUSVE2XYC1D2hIhIJSUmLiQItlWQgDIFIzzEqGZwmsIqCyZm42KChkbO4OYnJzE5OQkOOc2saGVLLZyKTDG8IEPfAA/+clPcOTIkTXN8zU4Yo3QbyFwzjE3N4fDhw/j0KFDpqe7Qe7FUcrMzAwuXrxoyl7eKnXiS2EpddnT6bSZlo/H4wgGgya5r5QshzFXn0wm0dfXd82ENj6+iOmpaMnjFDCV2QQ4aIUEAuKcogcB0YmeuiXbfLokEWhFM+aSTKDCWWjGgGxxeFvXFEBdfSVefvllNDY2orW11ZxqiMfjCAQCZvlkJeo+OIExho985CP4/ve/jxdffBHr169f7iWtYYVijdBvUVg93Q8ePIgf/OAH6OzsND3dZ2dn8a53vQt///d/jwMHDqz6dOSVYHR0FIODgzdElz2bzZrEEYlE4PP5THJfLqEPTdPMUspSzNVfuDCDaKTgo06IfS7dfJwCkKhjhE4pBTeInhKAUnC9Vi6VIW3JJTl3xBvHUzVQl9gcrN8QwPkLp7Fu3boSv/piPYLq6mqT3H0+34r8DTDG8NGPfhRPP/00jhw5gs7OzuVe0hpWMNYI/TaB4elu2L4qioLXvOY1eOyxx7Br165bOjq/2brs+XzeNuteVVWFhgbhXOb1em8KcWiahv7+fmiahp6eniUppWgaw5kzU8jo7mxSmTQ4iLBLVR0uU0jEWjTaZWpqtJMy3ucSJWAo54suaviEAArXkFdnSpocnaCqqjnREA6H4XK5THJfDnteJzDG8Gd/9mf4l3/5Fxw5cgSbNm1a7iWtYYVjjdBvM3zta1/D7/zO7+C9730vpqen8dxzz6Gurg779u3DI488gj179qyIm9lSYbl12YuJw+12m5H7jRIMUhQF/f39IIQsuUhONqvgzOkpqKpWPqKWCFheEyn1otsLRem4muSWwABHLXhAOKhxzqA5qcOBgDGGbDaL2fkx7OrrRldX11V9rowxLC4uYm5uzrTnNRofl2uqgXOOT37yk/inf/onvPDCC9i2bdtNX8MaVh/WCP02Aeccf/EXf4HPfe5zOHz4MO677z4Aog783e9+FwcPHsSzzz4Lv9+PN7/5zThw4ABe85rXrNoRLWDl6bJrmmYSx9zcHCilJrmHQqEl2UgZTY4ulwu7du26IX+/WCyD8+enQbRLRM15EXfTChnaZTrVOTjkCrmsRjvlDJyJjnbrBoEQ4fCWzWZx8eJF7OztQO+eO65rk8Q5RywWM/9GuVzObKqrq6u7KY2PnHM89thj+Pu//3u88MILuOOOO274Oddwa2CN0G8jPPbYY3jggQewY8cOx+ez2Syef/55HDp0CE8//TQqKirw5je/2fR0X01yqMYo3krVZWeMIRKJmMTBObcJ2VwLEedyORw7dgxVVVW44447bmimZXY6htHhsONzIgq3eJnro2XlOtUBvVsepX4slMBSp+cgbtlUkZMlimQ8icHBQdTV1eKB/Xc7mrFcK4ypBiNyTyQSZuNjfX39Ddkgcs7xN3/zN/jMZz6DH/zgB+jt7V3yc6zh1sUaoa/BEfl8HkeOHMHBgwdx+PBhcM7x8MMP48CBAyve011RFBw/fhyU0lWhy14cFebzedus+5Ws3/D29vv9N21iYfDCLBbCSdtjhKAkCqcyhUYIZApH0xfRXKfpc+z256zRPiBc3jiEJ7uSy+LC+QHU1tZg89ZObN7eghuJbDZrknskErGZ/FRXV193+YRzji9+8Yv41Kc+he9973t41atetUQrv3Z88YtfxGOPPYbp6Wls374dn//85/Ha1752uZe1hjJYI/Q1XBaGp/sTTzyBw4cPI5PJ4OGHH8b+/ftx//33r5gRLUDcdK1R6morGXDOkUwmzVn3TCaDmpoaNDY2lk35ptNpU6f8ZpqOaBrD2VOTSKfy5mPFBGyAuiQwxhwtUSWJQsur4r8rZKiWGrsEmOpw5jncEhKpDAYvXEBtXR3WrVuHDZ0NaGi6eeYkhsnP/Pw8wuEwKioqrqs3gnOOr371q/jTP/1TPPfcc7j77rtv0MqvHN/61rfw7ne/G1/84hdxzz334Ctf+Qq++tWv4syZM2hvb1/u5a3BAWuEvoarguHp/uSTT+Lw4cOIRqN44IEHsH//frzhDW9Y1tleQ5fdcNO6FZr7jJTv3NwcEomEqTlfX18Pj8eDVCqFo0ePorGxEZs2bbrpo1e5rILTr0yY5izlonCJEoCSEl908VzhPYQQXUxG+KbBYfQtm81gcGQINaFaNDUJi9Sde9ajomJ5RJE0TcPCwoJJ8IYPQH19/RWVTzjnePzxx/GHf/iHeOaZZ8z+luXGq1/9avT29uJLX/qS+Ziha/Hoo48u48rWUA5rhL6GawZjDP/xH/9h2r7Ozs7ijW98o+npfjM7ysvpst9KyGQymJ+fx+zsLGKxGKqrq5FOp9Hc3LyspiPRSBoD56bBITzOnW4psqzXz2Va0kgnxtUsUbmLQuXE7Ja3IpPJ4OLFi1jX2ID6xnUAASqr3NjRszIiRsMHwBhbVBQFdXV1qK+vd5QK5pzjG9/4Bn73d38XTz/9NO6///5lWrkd+XweVVVVeOKJJ/DII4+Yj3/wgx9Ef38/fvjDHy7j6tZQDmuEvoYlAWMMx48fN21fx8fH8brXvQ4HDhzAgw8+CL/ff8MIx9Bl37hxIzZs2HBDzrHSEA6HceLECXg8HmQyGVRXV5uz7ktRz71aTI4vYnoyWhCNKYJERIpekkQ93QClpY5sgFCRI8SevjfIvL6+Hk2NDbqYDNDUGkLr+pXnOGaUT4wMiyEVvLCwgK6uLmzcuBFPPPEEfvu3fxtPPvkk9u7du9xLNjE1NYWWlhb89Kc/taX/P/WpT+HrX/86zp8/v4yrW0M5rOxuoTWsGlBK0dfXh76+PnzqU5/CqVOn8OSTT+Lzn/883v/+9+P+++/H/v378fDDDyMUCi0Z4czNzeHUqVPYvHkzWlpubFPUSkEkEsHJkyfR3d2N9vZ2KIpizrqPjIzA4/GY9dwbuZGyoqWtBulkFtFwquQ5opM5oJO6WzZT7+WWxvMMRCo8aZB5Q0MDmpoawRQGLa+BumUEa5ZHie9yIITA5/PB5/Ohs7MT6XQa8/Pz+Ou//ms8/fTTaG5uxuzsLP7mb/5mRZG5FcXfHc75LZn9ulWwFqFfJXK5HF796lfjxIkTOH78OHbv3r3cS1rR4Jzj/Pnzpqf7qVOncO+992L//v3X7em+lLrsqwULCws4ceJEWWMZo55rdGNLkmSbdb+RN2NV1XD62BjyOdX2uCRRaErRYzqpU/AiLXgBSgnAGRgI0ukMBgcHzQyEZGm8c1fI2PmaSxsQrUR8/etfxwc/+EHs3LkTp06dQkdHBw4cOIADBw7gzjvvXPbrWUu5r06s/q6hm4w/+IM/QHNz83IvY9WAEIItW7bgYx/7GI4ePYozZ87gDW94A/7P//k/6O7uxoMPPogvf/nLmJqacqy9lsPo6CjOnTuHnp6e24bM5+bm0N/fj61bt5Z12zIIfMeOHbjvvvuwbds2MMbwyiuv4Ic//CHOnDmDcDgsOs6XGLIsoWtrEwi9PBkxRRMe6g5kDhRc3HLZDAYHL5pkLt5ceI8/VLXs5He1+P73v4/f//3fxz//8z/j5ZdfRjgcxp//+Z9jbGwMH/rQh1bE9bjdbvT19eH555+3Pf7888+viA78NThjLUK/Cjz33HP43d/9XRw8eBDbt29fi9CvA4an+8GDB/HUU0+Znu779+/H/v37y3q632xd9pWCmZkZnD59GnfccQcaGhqu+v2cc0SjUbOeq6qqbdZ9Kcf7ZqeiGBucN/9NeJlGOZdkdscXQyJAMp7EwMUBNLe1oq5eXLOwWNWg98Cjc1sTahr8S7b2G40jR47g137t1/ClL30J73rXu1Z0StsYW/vyl7+Mu+66C//wD/+Af/zHf8Tp06fXHN9WKNYI/QoxOzuLvr4+HD58GHV1ddi4ceMaoS8RDE/3Q4cO4dChQ/jJT36C3bt3m7avGzduBCEEqqri85//PPbs2YM777xz2VzMbjYmJydx/vx57Ny5E3V1ddd9PM454vG4Se7ZbNZG7kth5HLx7DQi4SQIhaMjGyBG2QilUItG0wiAZDyOoaEhNDY2orFpHTghAAgkWrBlJQTYfXcXZNfq0Br48Y9/jLe+9a34m7/5G/zGb/zGiiHuS+GLX/wi/uqv/grT09PYsWMHPve5z+Hee+9d7mWtoQzWCP0KwDnHgw8+iHvuuQd//Md/jJGRkTVCv0GwerofPHgQL774IrZt24aHH34Y//Zv/4aJiQm88MILt00D3Pj4OAYGBrB7927U1NQs+fGt8qZzc3NIJpOoqakxZ92v1T9dUxnO9I9ByWsl9XMDhDFwDlCXDGa5DeWyGVw4dx7rGtehvqEeACC7XVAZtxG6L1iJLbtXxrja5fCzn/0Mv/Irv4L/+T//J/7H//gfq4LM17D6cFsT+sc//nF84hOfuORrXnrpJfz7v/87vvWtb+FHP/oRJElaI/SbBM45FhcX8a1vfQt/9md/hoWFBXR3d+Otb30rDhw4cMuIx5TDyMgIhoeH0dPTg2AweFPOmU6nTXKPx+MIBAJmU93VapenkllceGUSqgOhi3E18TiVJDCd4NKpNIaHLqKhXmwobO9xu8BVzZxjb+usx7q2pd/kLDVefvll7Nu3D3/+53+OD3zgA2tkvoYbhtua0MPhMMJhZ4MJAxs2bMDb3/52PPPMM7YfoqZpkCQJ73znO/H1r3/9Ri/1tsXi4iIeeughVFZW4utf/zpefPFFHDx4EN///vfR1tZm2r7u3LnzliF3zjmGhoYwPj6O3t5e+P3LUyPO5XImuRva5Y2NjaZ2+ZVgdjKCsYtzJY/LEoGaLxC95HYhnkhiaGgITXrqvxhUpmAWB5cdd25AZfW1ZRBuFvr7+/HQQw/hYx/7GD7ykY+skfkabihua0K/UoyNjSEej5v/npqawpve9CY8+eSTePWrX12243gN1wdVVXHnnXdiw4YN+OY3v2nTjE8kEnj22Wdx8OBBfPe730V9fb1J7n19fauW3DnnGBgYwPT0NPr6+m66f3s5GNrlc3NzWFhYQGVlpRm5+3y+SxLVxVOTiCzYTVwkAmhqQTQmlUxheGIUTeuaURsKOR5Hlig4IdA0DrdHxq7XdC7Nxd0gnDp1Cg888AA+8pGP4KMf/egama/hhmON0K8Bayn3m4ef/exnuPPOOy/pOJZKpfDd734Xhw4dMj3d9+3bhwMHDuDVr371qjFo4Zzj3LlzCIfD6OvrW1Zd/EtBVVUsLCxgdnYW4XAYLpfLHCtzMiZRFQ2nj44in1PMx4jKwIm49aRSKQwNDqG5tRkNTU3Q8gqcIDYBDFKFCzWNfmzYtO7GXeR14uzZs3jggQfwvve9Dx//+MfXyHwNNwVrhH4NWCP0lYtMJmN6un/729+Gx+MxPd3vvvvuFWulyhjDmTNnEI1G0dfXd0O8tm8ENE3D4uKiKWRDCLEJ2RiZkkQsg/MnxsG50dgm0u3JZApDQ4NobmpGXX0dZJna3NYMGBarAEAlio47WhGq8928C70KXLhwAQ888ADe85734FOf+tQama/hpmGN0Ndwy8LwdH/yySfx9NNPA4Dp6X7vvfeuGE93xhhOnTqFZDKJvr6+a+4sX24YxiRG3V3TNNTX16OhoQG1tbWYnYhiciSs26UqJpm3NLegtk7XYtc0SBUuaEWkbrVYpZRg931bIEkrr6wyNDSEvXv34m1vexs+85nPrNrSzxpWJ9YIfQ23BVRVxY9+9CM88cQTePrpp5HNZm2e7stFopqm4ZVXXkEul0Nvb++K2WRcLzjniMViJrnn83nU1NQgGeZwEzdSyRSGhodsZC5RQfSEEMAl28RoRBOdiNADtV5s6ll5wiajo6PYu3cv3vzmN+MLX/jCGpmv4aZjjdDXcNtB0zT89Kc/NT3d4/E49u7diwMHDuD1r3/9Tatda5qG/v5+aJqGnp6eJRF0WYmwuo5NTkzhYv8kNI2hJlSD5pZmswwi00Lnu+SSYfVgs1qstm1ah3XtK8tdbXJyEm9605vwhje8AV/60pfWyHwNy4I1Ql/DbQ3GGH7xi1+Y5D43N2d6ur/pTW+6YV3miqKgv78fhBDs3r17xdb2lxqLi4v4yZGfIRslUBUF6XQa1dXVCASDCPm9kKXCpkaqcENjDJRSc2YdAHa8phOVXo/T4ZcFMzMz2Lt3L+655x589atfXTVNmGu49bBG6LcgRkZG8Bd/8Rd44YUXMDMzg+bmZrzrXe/Cxz72sVsmpXsjwBjDsWPHcPDgQdPT/fWvfz3279+/pJ7u+Xwex44dg9vtxq5du24bAlhcXER/fz+2bNmCbJRjYSYGJa8gGoshHosiGY2hsqoKwUAQgWAAFR4PiEuCRKkZubs9Luz6T5uW+UoKmJubwwMPPIDe3l48/vjjt83fcg0rE2uEfgviu9/9Lr71rW/hHe94B7q6unDq1Cn81m/9Ft797nfjM5/5zHIvb1WAc45Tp07hiSeewKFDh3Dx4kXcf//92Ldv33V5uudyORw7dgxVVVW44447bpvUrGH7umXLFjQ3N0NTNZz+j2HksnkAon6eS2cQi8UQi8WQiMdR4fGgpr4WgWAQFS43AIL6lhA2bF0ZbofhcBgPPfQQtm7dim984xu3TZZlDSsXa4R+m+Cxxx7Dl770JQwNDS33UlYdjPnwJ598Ek899RROnTqF++67z/R0r6uruyJyz2azOHr0KAKBALZt23bbkfnWrVvR1NRkPp6IpnH++KgYZSPEpvmuqSri8TiisRgSqQRk2Y1gMIjdd29Fe2fLso+CRSIRPPzww1i/fj3+9V//dS3ztYYVgTVCv03wx3/8x/jud7+Ll19+ebmXsqph2Lca5H7s2DHcc8892L9/P/bt24d169Y5kk06ncbRo0dRW1uLrVu3Ljsh3SyEw2G88sorJWRuYGJwDtOjYRCNOVqsShKBklOQzGYQjcYQbHfD5XaZs+7BYPCmb4xisRj27duHhoYGHDp0aNWOGa7h1sMaod8GGBwcRG9vLz772c/ive9973Iv55YB5xyjo6Omp/svfvELvOpVrzI93VtbW0EIQX9/Pw4fPox3vOMd2LRp0xqZW/D/t3fvQVHV/R/A38v6OCDyQ0Klpx/DJRMvrKCiMtkgoBYYIMtMiI46Sc5YiaZRkzqVmTFDXhp1nMgUb5Pj6OBugCAKyCXpsfIuLJD+Sqzk4qLGxUEWds/vDx/OiLcQdjm7Z9+vGf7YAywfEXjvOef7/XxMJhN+vXAdrQ+1hu2i/G/Pd+XAAXAe4gy/Cd64c+cOGhoaoNfrIQhCt73ulg73lpYWqNVquLi4iI2LiKyFfVzzk4muFpJPe3v4DLy2thaRkZGIj49nmJuZQqGAj48PPvjgA5w6dQrXrl1DQkICjh07BpVKhfDwcCQnJyMyMhJNTU12FeZ6vR6XLl3C2LFjnxjmAODg4ACf0f+GwuHx3xfTf2epGw2dcHVzhoODA9zd3TF27FhMmzYNgYGBGDBgAKqrq1FSUoLLly+joaEBnZ2PH9naF3fv3kV8fDwcHR3x/fffW12Y19TUYPHixfD19YWTkxNGjBiBzz77DAaDQerSqJ/wDN2G9HQ6XNcfmtraWoSHhyM4OBj79u2zm3u2UhMEAQ0NDdi6dSu++uormEwmBAQEIDY2Fmq1GiNHjpR1sOv1ely+fBn+/v54/vme9Vuvv96IP3+t63bM4aEBLv5T/eDs+vgeAYIgoKWlRWxk09bWBnd3d3Gue1/3+Le1tSE+Ph4dHR04duwYXFysr+0sF8MSA12mbty4gfDwcAQFBeHAgQPcTtPPfvjhB8TExGD9+vVYsGABMjMzodFocPLkSfj5+YmT4eR2P70rzFUqFTw8PJ7pc389+zuab98VHysfGLH6r38NwISZqh4/V2trK/R6PRoaGtDa2go3Nzfxvvuz3vO+d+8e5s2bh6amJpw4cQKurq7P9PlS4mJY+8JAl6Ha2lqEhobCy8vrkb2xPT1jot67cuUKgoKCsHXrVixevFg83tUONTs7G1qtFidOnIC3t7cY7ra+je3mzZsoLy/vVZgDQHubAbr/XIXReP8yu9Lh/qQ2AHD/txtGjO9du9e2tjbxzL2pqQmurq5iuP/TEByDwYAFCxagvr4eBQUFcHvCaFdrxcWw9oWBLkP79u1DYmLiY9/H/27LEwQB586dw6RJk576cc3NzcjNzYVWq0VeXh48PDzEcJ84caJNhXtfw7yL/q/bqKm8cf+ByYiuH1ffcV4Y5vlcn+tsb28X57rfvn0bgwcPFsP94a6AHR0dePPNN1FTU4OTJ0/C3d262s3+Ey6GtT8MdCIr0DXTXaPRIDc3F0OGDMHs2bMRGxtr9TPdu8J83LhxGD58eJ+f78r5GrTcbu22L318uD8GOpq3131HR4cY7rdu3YKTkxNOnz6NKVOmIDg4GEuWLEFlZSWKiorM8u/qrXXr1uHzzz9/6secOXOm2wvIrqt0oaGhSE9Pt3SJZCUY6ERWpmumu0ajwdGjR+Ho6IjZs2dDrVZb3Uz3hoYGVFRUmC3MAcBwrwNVv/wf2u+2AwCcBjtiXMhoszz3kxiNRuj1erz33nsoKiqCIAhwcnLCnj17EBMTI+kLKi6GpZ5ioBNZMYPBgKKiInGmu0KhQHR0NOLi4jBt2jRJJ7R1hXlAQACGDRtm1uduvHEbv1/+AwDwvM8weI35X7M+/5MYjUYsXboUhYWFCAsLQ0FBAZRKJdRqNRISEjB9+vR+qaO3uBjWvjHQiWxEZ2cnSktLxZnuBoMBUVFRUKvVCA8P79eOZZYM8y5Xzv2Ov282w2/Sixgy7H8s8jUeZDKZkJycjMLCQhQXF8Pb2xudnZ0oKyuDVquFIAjYvn27xevoLS6GJQY6kQ0yGo0oKysTu9S1tLRg1qxZ4kz3f1q93Rf19fXQ6XQWDXPg/qX3yv9cwbjQMVAqLXvZ2GQyYfXq1cjOzkZJSQlefPFFi349S+BiWGKgk2TS0tKwadMm1NXVwd/fH1u3bkVISIjUZdkck8mEn376SQx3vV6PiIgIqNVqvPbaa2ad6V5XV4fKykoEBgZi6NChZnveJ2lraYOTi+VenAD3v39r167F4cOHUVxcDD8/6xnPSvQsGOgkicOHD2PhwoVIS0vDK6+8gm+//Rbp6emorKyEl5eX1OXZrK6Z7keOHIFWq8Vff/2FV199tdtM996qq6tDVVUVAgIC+iXM+4MgCEhJScHevXtRXFyMMWPGSF0SUa8x0EkSwcHBmDhxIr755hvx2JgxY6BWq5GamiphZfJhMplQXl4uhvtvv/2GGTNmiDPdhwwZ0uMudV1hHhgYaHP7sZ9EEARs3LgRaWlpKCoqwrhx46QuiahPGOjU7wwGAwYNGoSMjAzExcWJx1esWIGLFy+itLRUwurkSRAEVFVViWNfdTodQkNDoVarER0d/dSZ7rW1taiurpZdmG/btg2bN29GYWEhJk6cKHVJRH3GDYrU7xobG2E0Gh/pKObh4YH6+nqJqpI3hUKBsWPHYu3atTh//jx0Oh2mT5+O/fv346WXXkJUVBR27tyJ+vr6bguoMjIyUF5eLrswT0tLw+bNm3H8+HGGOckGA50k8/AZoSAIshpUYq0UCgVGjhyJNWvW4Oeff8bVq1cRExODjIwM+Pn5ISIiAl9//TVSUlLw7rvvwtHRUVZhnp6ejpSUFOTk5GDKlClSl0RkNgx06ndDhw6FUql85Gz85s2bfeoDTs/uwZnuZWVlqKmpwZw5c5Ceno7U1FR4enriwoULuHbtms1vfRIEAfv378enn36Ko0ePYurUqVKXRGRWDHTqdwMHDkRQUBAKCgq6HS8oKOAfWQkpFAp4enpi0KBBqK2thUajwfvvv4+ioiJMmDABISEh2LRpE65evWpz4S4IAg4ePIhVq1YhKysL06ZNk7okIrPjojiSRNe2tR07duDll1/Gzp07sWvXLuh0Onh7925MJvXd7t27sXLlSuTm5oqhJwgCbt26haysLHGm+6hRo8T+8rYw0z0jIwNJSUnQaDSIiIiQuhwii2Cgk2TS0tKwceNG1NXVQaVSYcuWLTxzklhJSQmUSuUTG/wIgoC///5bnOmen58Pb29vxMbGIi4uDiqVyuqGgWRmZmLJkiU4dOgQoqOjpS6HyGIY6ETUa83NzcjJyYFWq8Xx48fh4eGB2NhYqNVqq5jpnpOTg7feegvfffddty2SRHLEQCcis7h79y7y8vLEme5ubm7iZfkpU6b0++SvEydOYOHChdizZw/mzJnTr1+bSAoMdCIyu7a2NuTn50Oj0SAnJwdOTk6IiYnpt5nuxcXFSEhIwI4dOzB//nyrv8dPZA4MdCKyKIPBgMLCQmg0GmRnZ8PBwUGc6R4SEmL2me6nTp3CG2+8gW3btiExMZFhTnaDgU5E/aajowOlpaU4cuQIMjMz0dHRgejoaKjVaoSFhfV5pvvp06cRFxeHjRs34u2332aYk11hoBP1UGpqKrRaLaqrq+Hk5ISpU6diw4YNGDVqlNSl2aSume5d/eVbW1vx+uuvQ61WY8aMGc880/3s2bOYPXs2vvjiCyxbtoxhTnaHgU7UQ5GRkZg7dy4mT56Mzs5OfPzxxygvL0dlZSWcnZ2lLs+mGY3GbjPdGxsbERkZidjYWERERPzj9/fixYuIiorCJ598guTkZIY52SUGOlEv6fV6DB8+HKWlpdw/b0Ymkwnnzp0Tz9xv3LghznSfNWvWIzPdKyoqMGvWLHz44YdYvXq11Yd5e3s7goODcenSJVy4cAHjx4+XuiSSCevqAEFkQ5qamgAAzz33nMSVyIuDgwMmT56MDRs2oLq6Gj/++CNUKhU2b94MHx8fxMfH48CBA7hz5w6qqqoQHR2N5cuX20SYA8BHH32EF154QeoySIZ4hk7UC4IgIDY2Fnfu3MGpU6ekLscuPDjTXavVQqfTQalUYsWKFfjyyy9tIszz8vKQnJwMjUYDf39/nqGTWTHQiXohKSkJubm5KCsrg6enp9Tl2B1BEKDT6bBlyxbs2rVL8o50PdHQ0ICgoCBkZmZi6NCh8PX1ZaCTWVn/bwGRlVm+fDmys7NRXFzMMJeIQqGASqXC7t27bSLMBUHAokWL8M4772DSpElSl0MyZf2/CWQTampqoFAoHnkLCwuTujSzEQQBy5Ytg1arRVFREXx9faUuiSS2bt26x/7cP/h29uxZbN++Hc3NzVizZo3UJZOM8ZI7mYXRaIRerxcf19fXY+bMmVi6dCnWr18vYWXms3TpUhw8eBBZWVnd9p67uro+855pkofGxkY0NjY+9WN8fHwwd+5cHD16tNt9fqPRCKVSifnz52P//v2WLpXsAAOdzO7evXsICwvDsGHDkJWVZROXRHviSYuu9u7di0WLFvVvMWRT/vjjDzQ3N4uPa2trERERgSNHjiA4OJi3bsgsLDshgezS4sWL0dLSgoKCAtmEOXD/kjtRb3h5eXV7PHjwYADAiBEjGOZkNgx0MquUlBQcP34cv/zyC1xcXKQuh4jIbvCSO5mNRqPBvHnzkJeXhxkzZkhdDhGRXWGgk1lUVFQgODgYycnJSEpKEo8PHDiQndSIiPoBA53MYt++fUhMTHzkeGhoKEpKSvq/ICIiO8NAJyIikgH5LEEmoh5JTU2FQqHAypUrpS6FiMyIgU5kR86cOYOdO3ciICBA6lKIyMwY6ER2orW1FfPnz8euXbvg5uYmdTlEZGYMdCI7kZSUhKioKMycOVPqUojIAthYhsgOHDp0COfPn8eZM2ekLoWILISBTiRzf/75J1asWIH8/Hw4OjpKXQ4RWQi3rRHJXGZmJuLi4qBUKsVjRqMRCoUCDg4OaG9v7/Y+IrJNDHQimWtpacH169e7HUtMTMTo0aOxatUqqFQqiSojInPiJXcimXNxcXkktJ2dneHu7s4wJ5IRrnInIiKSAV5yJyIikgGeoRMREckAA52IiEgGGOhEREQywEAnIiKSAQY6ERGRDDDQiYiIZICBTkREJAMMdCIiIhlgoBMREckAA52IiEgGGOhEREQywEAnIiKSAQY6ERGRDDDQiYiIZICBTkREJAMMdCIiIhlgoBMREcnA/wM+G3XM5YhbFwAAAABJRU5ErkJggg==" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 19 }, { "metadata": {}, "cell_type": "markdown", "source": [ "## 4.5 Q\n", "### a.\n", "$$exp(x+y)$$\n", "### b.\n", "$$exp(x+y)+exp(2x+5y)$$\n", "### c.\n", "$$log(exp(x+y)+exp(2x+5y))$$\n", "### d.\n", "minimise $xy+xz$\n", "subject to $$x^2yz + xz^{-1} \\leq 10$$$$0.5x^{-0.5}y^{-1}$$" ], "id": "4de78d44e30da32d" }, { "metadata": {}, "cell_type": "markdown", "source": [ "## 4.5 A\n", "### a.\n", "hessian pos def => convex\n", "### b.\n", "hessian pos def => convex\n", "### c.\n", "log is concave (see prev part); b is convex => concave (outer function is concave)\n", "### d.\n", "neither. bilinear function.\n" ], "id": "6e0bda2da9428ebf" }, { "metadata": { "ExecuteTime": { "end_time": "2024-10-20T09:31:08.573322Z", "start_time": "2024-10-20T09:31:08.325172Z" } }, "cell_type": "code", "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "fig = plt.figure(figsize=(10, 6))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "x = np.linspace(-5,5,100)\n", "y = np.linspace(-5,5,100)\n", "X, Y = np.meshgrid(x, y)\n", "\n", "Z1 = np.exp(X+Y)\n", "Z2 = np.exp(X+Y) + np.exp(2*x+5*y)\n", "Z3 = np.log(Z2)\n", "#ax.plot_surface(X, Y, Z1, cmap='viridis', alpha=0.3)\n", "#ax.plot_surface(X, Y, Z2, cmap='viridis', alpha=0.3)\n", "ax.plot_surface(X, Y, Z3, cmap='viridis', alpha=0.3)\n", "\n", "ax.set_title('The 3D exponential functions')\n", "ax.set_xlabel('x')\n", "ax.set_ylabel('y')\n", "ax.set_zlabel('z')\n", "\n", "plt.show()" ], "id": "7787eba0e21bf34b", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 24 }, { "metadata": {}, "cell_type": "code", "outputs": [], "execution_count": null, "source": [ "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "fig = plt.figure(figsize=(10, 6))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "x = np.linspace(-5,5,100)\n", "y = np.linspace(-5,5,100)\n", "\n", "X, Y = np.meshgrid(x, y)\n", "\n", "Z1 = -3*X**2 - 4*Y**2\n", "Z2 = X*Y\n", "\n", "ax.plot_surface(X, Y, Z1, cmap='viridis', alpha=0.3, label=r'$-3*x^2 - 4*y^2$')\n", "ax.plot_surface(X, Y, Z2, cmap='viridis', alpha=0.3, label=r'$x*y$')\n", "\n", "ax.set_title('The 3D functions, d and e')\n", "ax.set_xlabel('x')\n", "ax.set_xlabel('y')\n", "ax.set_xlabel('z')\n", "\n", "plt.legend()\n", "plt.show()\n" ], "id": "d55b082ff451a9ea" }, { "metadata": { "ExecuteTime": { "end_time": "2024-10-20T09:38:56.794722Z", "start_time": "2024-10-20T09:38:56.278645Z" } }, "cell_type": "code", "source": [ "# chatgpt code below, beware.\n", "# how can I plot this in 3-space with the plt engine and have an interactive view?\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "# Create the x, y, z range\n", "x = np.linspace(0.1, 5, 100)\n", "y = np.linspace(0.1, 5, 100)\n", "z = np.linspace(0.1, 5, 100)\n", "\n", "# Create a meshgrid\n", "X, Y, Z = np.meshgrid(x, y, z)\n", "\n", "# Objective function: f(x, y, z) = xy + xz\n", "F = X * Y + X * Z\n", "\n", "# Constraint 1: g1(x, y, z) = x^2yz + xz^-1 <= 10\n", "G1 = X**2 * Y * Z + X / Z\n", "\n", "# Constraint 2: g2(x, y) = 0.5x^(-0.5)y^(-1)\n", "G2 = 0.5 * X**(-0.5) * Y**(-1)\n", "\n", "# Create the plot\n", "fig = plt.figure(figsize=(10, 8))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "# Plot the surface for the objective function\n", "surf = ax.plot_surface(X[:,:,0], Y[:,:,0], F[:,:,0], cmap='viridis', alpha=0.7)\n", "\n", "# Plot the constraint surface for G1: g1(x, y, z) = 10\n", "ax.contour(X[:,:,0], Y[:,:,0], G1[:,:,0], levels=[10], colors='red', linestyles='dashed')\n", "\n", "# Plot the constraint surface for G2\n", "ax.contour(X[:,:,0], Y[:,:,0], G2[:,:,0], levels=[0.5], colors='blue', linestyles='dashed')\n", "\n", "# Add labels and title\n", "ax.set_title(\"Minimization of $xy + xz$ with constraints\")\n", "ax.set_xlabel(\"X\")\n", "ax.set_ylabel(\"Y\")\n", "ax.set_zlabel(\"Z\")\n", "\n", "# Show plot\n", "plt.show()\n" ], "id": "d90a0ae59e0f2903", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" 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