{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Head-restrained pipeline\n", "\n", "**The following notebook illustrate the `HeadRestrainedPipeline` class.**\n", "- **Several preprocessing steps are used for head-restrained recording of the tail angle**:\n", " - Preprocessing of the tail angle. In contrast with freely-swimming, more emphasis should be put on adjusting the baseline substraction.\n", " - Sparse coding of the tail angle.\n", " - Computation of the tail vigor associated to each atom of the sparse coding.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Loading dependencies" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.gridspec as gridspec\n", "from cycler import cycler\n", "\n", "from megabouts.tracking_data import TrackingConfig, TailTrackingData, load_example_data\n", "from megabouts.pipeline import HeadRestrainedPipeline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Loading tracking data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "df_recording, fps, mm_per_unit = load_example_data(\"HR_DLC\")\n", "df_recording = df_recording[\"DLC_resnet50_Zebrafish\"]\n", "\n", "tracking_cfg = TrackingConfig(fps=fps, tracking=\"tail_tracking\")\n", "kpts_list = [f\"tail{i}\" for i in range(11)]\n", "thresh_score = 0.99\n", "for kps in kpts_list:\n", " df_recording.loc[df_recording[(kps, \"likelihood\")] < thresh_score, (kps, \"x\")] = (\n", " np.nan\n", " )\n", " df_recording.loc[df_recording[(kps, \"likelihood\")] < thresh_score, (kps, \"y\")] = (\n", " np.nan\n", " )\n", "tail_x = df_recording.loc[\n", " :,\n", " [\n", " (segment, \"x\")\n", " for segment, coord in df_recording.columns\n", " if segment in kpts_list and coord == \"x\"\n", " ],\n", "].values\n", "tail_y = df_recording.loc[\n", " :,\n", " [\n", " (segment, \"y\")\n", " for segment, coord in df_recording.columns\n", " if segment in kpts_list and coord == \"y\"\n", " ],\n", "].values\n", "\n", "tail_x = tail_x * mm_per_unit\n", "tail_y = tail_y * mm_per_unit\n", "\n", "tracking_data = TailTrackingData.from_keypoints(tail_x=tail_x, tail_y=tail_y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Defining the pipeline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "pipeline = HeadRestrainedPipeline(tracking_cfg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* In contrast with freely-swimming where the default baseline method is `\"median\"`, the default baseline method for head-restrained pipeline is set to `\"whittaker\"`.\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'whittaker'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pipeline.tail_preprocessing_cfg.baseline_method" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Baseline Computation in Sparse Coding\n", "\n", "Sparse coding is designed to capture high-frequency components in the signal. To handle low-frequency components effectively:\n", "\n", "1. We first compute and subtract a baseline\n", "2. The baseline smoothness is controlled by λ (lambda parameter):\n", " - **Higher λ values** → smoother baseline\n", " - **Lower λ values** → baseline follows signal more closely" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t = np.arange(tracking_data.T) / tracking_cfg.fps\n", "IdSt = 20612\n", "Duration = 1500\n", "t_win = t[IdSt : IdSt + Duration] - t[IdSt]\n", "\n", "fig, ax = plt.subplots(2, 1, figsize=(10, 7), sharex=True)\n", "fig.suptitle(\"Effect of Lambda Parameter on Baseline\")\n", "\n", "for i, lmbda in enumerate([1, 1e4]):\n", " pipeline.tail_preprocessing_cfg.baseline_params[\"lmbda\"] = lmbda\n", " tail = pipeline.preprocess_tail(tracking_data.tail_df)\n", " ax[i].plot(\n", " t_win, tail.angle[IdSt : IdSt + Duration, 7], \"tab:gray\", label=\"tail angle\"\n", " )\n", " ax[i].plot(\n", " t_win,\n", " tail.angle_baseline[IdSt : IdSt + Duration, 7],\n", " \"tab:red\",\n", " label=\"baseline\",\n", " )\n", " str_ = f\"λ = {lmbda}\"\n", " if lmbda == 1e4:\n", " str_ += \" (default)\"\n", " ax[i].set_title(str_)\n", "\n", " ax[i].legend()\n", "\n", "ax[-1].set_xlabel(\"Time (s)\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Once the baseline is computed, it is substracted from the tail angle.\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "blue_cycler = cycler(color=plt.cm.Blues(np.linspace(0.2, 0.9, 10)))\n", "\n", "t = np.arange(tracking_data.T) / tracking_cfg.fps\n", "IdSt = 36000 # np.random.randint(tracking_data.T)\n", "Duration = 1000\n", "t_win = t[IdSt : IdSt + Duration] - t[IdSt]\n", "\n", "# Prepare the data, titles, and subtitles\n", "angle_data = [tail.angle, tail.angle_smooth]\n", "subtitles = [\"Raw tail angle\", \"Preprocessed tail angle\"]\n", "\n", "# Create subplots\n", "fig, ax = plt.subplots(2, 1, figsize=(10, 7), sharex=True)\n", "\n", "# Set a main title for the figure\n", "fig.suptitle(\"Tail Preprocessing\", fontsize=16)\n", "\n", "# Loop over the axes, data, and subtitles\n", "for axis, data, subtitle in zip(ax, angle_data, subtitles):\n", " axis.set_prop_cycle(blue_cycler)\n", " axis.plot(t_win, data[IdSt : IdSt + Duration, :7])\n", " axis.set(ylabel=\"Angle (rad)\", ylim=(-3, 3))\n", " axis.set_title(subtitle, fontsize=12)\n", "\n", "ax[-1].set_xlabel(\"Time (s)\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Finally, sparse coding is applied to the preprocessed tail angle.\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SparseCodingConfig(fps=250, lmbda=0.01, gamma=0.01, mu=0.05, window_inhib_ms=85, dict_peak_ms=28, vigor_win_ms=30)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pipeline.sparse_coding_cfg" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Here is the dictionary of atoms used for sparse coding:\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot dictionary atoms\n", "Dict = pipeline.sparse_coding_cfg.Dict\n", "\n", "fig1 = plt.figure(figsize=(15, 4))\n", "G = gridspec.GridSpec(2, 4, height_ratios=[4, 0.3])\n", "\n", "atom_names = [\"slow\", \"fast\", \"turn\", \"escape\"]\n", "colors = [\"tab:blue\", \"tab:orange\", \"tab:green\", \"tab:red\"]\n", "for i in range(Dict.shape[-1]):\n", " ax = plt.subplot(G[0, i])\n", " im = ax.imshow(\n", " Dict[:, :, i].T,\n", " aspect=\"auto\",\n", " vmin=-0.2,\n", " vmax=0.2,\n", " cmap=\"coolwarm\",\n", " extent=[0, 100, 1, 0],\n", " )\n", " ax.set_ylabel(\"tail segment\")\n", " ax.set_xticks(np.linspace(0, 100, 5))\n", " ax.set_xticklabels(np.round(np.linspace(0, 100 / 700, 5), 2))\n", "\n", " for spine in ax.spines.values():\n", " spine.set_edgecolor(colors[i])\n", " spine.set_linewidth(2)\n", " ax.set_xlabel(\"Time (s)\")\n", " ax.set_title(atom_names[i])\n", "\n", "cbar_ax = plt.subplot(G[1, :])\n", "cbar = plt.colorbar(im, cax=cbar_ax, orientation=\"horizontal\")\n", "cbar.set_label(\"Angle\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Running the sparse coding:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "sparse_coding_result = pipeline.compute_sparse_coding(tail.angle_smooth)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We can now plot the results of the sparse coding. The color code of the atoms is the same as in the dictionary plot above." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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rxdChQzFx4kTd+ULQrU3y8vIwcOBAxMfH44knnkD79u0RFRWFVatW4f777w+7DcsUFBTgv//9L8rKytCxY0e/+R9//DGefvpp1XE3c/5rgtfrRbdu3fDCCy/ozm/dunVEtkMIIYQQUp9QRCeEEEIIaeRceOGFeOutt7Bs2TKcccYZfvN//vln7Nq1C7fccktY5bdp0wZerxc7d+5UCXfbtm0Lu856fP755xg8eDDeeecd1fS8vDykpKSEVeaVV16JyZMn44svvkDz5s1RUFCAq666ym+5jIwM3H777bj99ttx+PBh9OrVC08//bQpEV3GZrNhypQpGDx4MF555RU88MADaNeuHYDqyBXhjDaiffv2WL9+fcBl2rRpg7/++gter1flRhdxIW3atAmpzvK277nnHtxzzz3YunUrTj31VDz//PP48MMPAZiLVdGSlJSEvLw8v+lat3z79u3h9Xrx999/qyJFtBjVoX379igqKgp6fNu0aYNFixahqKhI5UbfvHlzwPXMsHjxYhw9ehRz587FmWeeqUzfuXNnjcsWzJ07F2VlZZg5c6bfd2Lz5s145JFHsHz5ct3rQCDatGmj+3028x1v37491q5di7PPPjusNkIIIYQQ0hhgnAshhBBCSCPnvvvuQ3R0NG655RYcPXpUNS83Nxe33nor3G437rvvvrDKF+7p1157TTX95ZdfDq/CBthsNj937GeffabkhYdD586d0a1bN3z66af49NNPkZGRoRI4PR6PX8xGWloaWrRogfLy8rC2OWjQIPTp0wcvvvgiysrKkJaWhkGDBuGNN95Adna23/JHjhxRPv/rX//C2rVr8eWXX/otJ47N+eefj4MHD6piaqqqqvDyyy8jNjYWAwcODKm+JSUlKCsrU01r37494uLiVMcgJiZGVxAPRPv27ZGfn696UyI7O9tv/4YPHw6r1YonnnjCz7EttwmjOlxxxRVYsWIFFixY4DcvLy8PVVVVAKqPXVVVFWbOnKnM93g8EWnLwvEt17eiosLve1MTPvzwQ7Rr1w633norRowYofp37733IjY2VjfSJRjDhg3DihUrsGbNGmVabm6uqbKuuOIK7N+/H2+99ZbfvNLSUhQXF4dcH0IIIYSQhgad6IQQQgghjZyOHTvivffew7XXXotu3brhxhtvRNu2bbFr1y688847yMnJwSeffIL27duHVf5pp52Gf/3rX3jxxRdx9OhR9O3bF0uWLMGWLVsAhOdQ1uPCCy/EE088gTFjxqB///5Yt24dPvroI8XJHS5XXnklJk2ahKioKNx4440q93ZhYSFatWqFESNGoEePHoiNjcX//vc/rFy5Es8//3zY27zvvvtw+eWXY/bs2bj11lvx6quv4owzzkC3bt1w0003oV27djh06BBWrFiBffv2Ye3atcp6n3/+OS6//HLccMMNOO2005Cbm4v58+fj9ddfR48ePXDzzTfjjTfewOjRo/Hnn38iKysLn3/+OZYvX44XX3wx6CCzWrZs2YKzzz4bV1xxBbp06QK73Y4vv/wShw4dUrn2TzvtNMycORNPPfUUOnTogLS0NFW2vB5XXXUV7r//flx66aUYP348SkpKMHPmTJx00kmqwWI7dOiAhx9+GE8++SQGDBiAyy67DC6XCytXrkSLFi0wZcqUgHW47777MH/+fFx44YUYPXo0TjvtNBQXF2PdunX4/PPPsWvXLqSkpOCiiy7CP//5TzzwwAPYtWsXunTpgrlz50Ykr7x///5ISkrCqFGjMH78eFgsFnzwwQcRi005cOAAfvrpJ4wfP153vsvlwrBhw/DZZ5/hpZdegsPhMF32xIkT8eGHH2Lo0KG48847ERMTg7fffhuZmZnIzc0N+B0fOXIk5syZg1tvvRU//fQT/vnPf8Lj8WDTpk2YM2cOFixYoMQdEUIIIYQ0ViiiE0IIIYScAFx++eU4+eSTMWXKFEU4b9asGQYPHoyHHnoo6GCVwXj//feRnp6OTz75BF9++SWGDBmCTz/9FJ06dUJUVFRE9uGhhx5CcXExPv74Y3z66afo1asXvvnmGzzwwAM1KvfKK6/EI488gpKSElx55ZWqeW63G7fffjt++OEHzJ07F16vFx06dMBrr72G2267LextXnbZZWjfvj2ee+453HTTTejSpQv++OMPTJ48GbNnz8bRo0eRlpaGnj17YtKkScp6sbGx+Pnnn/HYY4/hyy+/xHvvvYe0tDScffbZaNWqFYDq7PHFixfjgQcewHvvvYeCggJ06tQJs2bNwujRo0Oua+vWrXH11Vdj0aJF+OCDD2C323HyySdjzpw5+Ne//qUsN2nSJOzevRtTp05FYWEhBg4cGFREb9asGb788kvcfffdmDhxItq2bYspU6Zg69atKhEdAJ544gm0bdsWL7/8Mh5++GG43W50794dI0eODFoHt9uNJUuW4JlnnsFnn32G999/H/Hx8TjppJMwefJkJCQkAACsVivmz5+PCRMm4MMPP4TFYsHFF1+M559/3nT2e6B9/frrr3HPPffgkUceQVJSEq677jqcffbZhln4ofCf//wHXq8XF110keEyF110Eb744gt89913uPjii02X3bp1a0Wgf+aZZ5Camopx48YhJiYG48ePD/gdt1qtmDdvHqZPn473338fX375JdxuN9q1a4e77rqrTvLoCSGEEEJqG4svUtYIQgghhBDSpFizZg169uyJDz/8ENdee219V4cQEmEmTJiAN954A0VFRYYDlBJCCCGENAWYiU4IIYQQQoJSWlrqN+3FF1+E1WpVZYwTQhon2u/40aNH8cEHH+CMM86ggE4IIYSQJg/jXAghhBBCSFCmTp2KP//8E4MHD4bdbsd3332H7777DjfffDNat25d39UjhNSQfv36YdCgQejcuTMOHTqEd955BwUFBXj00Ufru2qEEEIIIfUO41wIIYQQQkhQFi5ciMmTJ+Pvv/9GUVERMjMzMXLkSDz88MOw2+nLIKSx89BDD+Hzzz/Hvn37YLFY0KtXLzz22GMYMmRIfVeNEEIIIaTeaTQi+pQpUzB37lxs2rQJ0dHR6N+/P5599ll06tQp4HqfffYZHn30UezatQsdO3bEs88+i/PPP7+Oak0IIYQQQgghhBBCCCGkMdNoMtGXLFmCcePG4ddff8XChQtRWVmJc845B8XFxYbr/PLLL7j66qtx4403YvXq1Rg+fDiGDx+O9evX12HNCSGEEEIIIYQQQgghhDRWGo0TXcuRI0eQlpaGJUuWGA5mdeWVV6K4uBhff/21Mq1v37449dRT8frrr+uuU15ejvLycuVvr9eL3NxcNGvWDBaLJbI7QQghhBBCCCGEEEIIIaRe8Pl8KCwsRIsWLWC1GvvNG22AZX5+PgAgOTnZcJkVK1bg7rvvVk0bNmwY5s2bZ7jOlClTMHny5IjUkRBCCCGEEEIIIYQQQkjDZu/evWjVqpXh/EYponu9XkyYMAH//Oc/ccoppxgud/DgQTRv3lw1rXnz5jh48KDhOg8++KBKeM/Pz0dmZib27t2L+Pj4mleeEEIIIYQQQgipAW+++Sbuu+8+5e9zzjkHn332mal1f/31VwwbNgzt2rXDwYMHUVJSgjVr1qBt27a1VV1CQuLpp5/G1KlTAQA5OTlwOBz1XCNCSEPkX//6F+Lj43HSSSdh2LBh6NWrF9566y3ce++9OPXUU3HuueeiY8eOGDFiRMByCgoK0Lp1a8TFxQVcrlGK6OPGjcP69euxbNmyiJftcrngcrn8psfHx1NEJ4QQQgghhBBS7zidTtXfFovF9PNqVFQUAMDhcMBur5YEoqOj+bxLGgyijQKA2+1GdHR0PdaGENJQsVqtcDqdcLlciIuLQ3x8PGJiYgBUG7BdLhccDofp+1uwGO9GJ6Lfcccd+Prrr7F06dKAFnsASE9Px6FDh1TTDh06hPT09NqsIiGEEEIIIYQQUmt4PJ6Af5tZ12azKSJ6KOsTUtvIQlZVVVU91oQQ0pDxeDzK9UJkmYv/xbUjktcQ47T0BobP58Mdd9yBL7/8Ej/++KOpV8369euHRYsWqaYtXLgQ/fr1q61qEkIIIYQQQgghtYoQvYUjPRSRQBbRbTZbyOsTUttQRCeEmEEW0bViem2I6I3GiT5u3Dh8/PHH+OqrrxAXF6fkmickJCiv9lx//fVo2bIlpkyZAgC46667MHDgQDz//PO44IIL8J///Ad//PEH3nzzzXrbD0IIIYQQQgghpCYIIdzlcqGiooJOdHLCQhGdEGIERXQDZs6cCQAYNGiQavqsWbMwevRoAMCePXuUgwUA/fv3x8cff4xHHnkEDz30EDp27Ih58+YFHIw0XDweDyorKyNeLiFNEYfDobhiCCGEEEIIIWroRCcnMnKnDnUWQogRXq9X0YEpokv4fL6gyyxevNhv2uWXX47LL7+8FmpUjc/nw8GDB5GXl1dr2yCkKZKYmIj09PSgAzsQQgghhBDS1JCd6PLfoaxLJzppqMjtkR08hBAj6ERvZAgBPS0tDW63m4IfITXE5/OhpKQEhw8fBgBkZGTUc40IIYQQQghpWDRUJ/ratWvx8ssvY/LkyWjZsmVEyiRND4rohBAzmBHRI/k2C0X0GuDxeBQBvVmzZvVdHUJOGMQ4B4cPH0ZaWhqjXQghhBBCCJFoqE70QYMGIS8vDxs2bMCKFSsiUiZpelBEJ4SYQRbRhXhem050a/BFiBGiN8PtdtdzTQg58RDfK2bgEUIIIYQQokaIjOI3c0lJScjr1oYTXcSc/vrrrxEpjzRN5PZIEZ0QYkQgJ7rQkiiiNzAY4UJI5OH3ihBCCCGEEH2EEN6iRQsAwKFDh0Jel5noRMt1112HIUOG1Ht7oBOdEGIGM3EuXq8XXq83IttjnAshhBBCCCGEENKIEIKAyB0vKChASUmJqbeka9OJ7nQ6UVFREZGySN1y+PBhfPTRRwCA7du346STTqq3ulBEJ4SYwev1KqK5kYguPosxRGoCneiEEEIIIYQQQkgjQoiMSUlJiIqKAmDejV6bTvS0tLSIlEPqntWrVyufi4qK6rEm6vbIeE9CiBFmnOjazzWBIjoxzejRozF8+HDl70GDBmHChAn1Vh/B4sWLYbFYlPw9QgghhBBCCDmRkYXw9PR0AMDBgwdDXleI6JESGFJTU5XP5eXlESmT1A2yiF7fz9Z0ohNCzBBIRPf5fMpbWxTRSdiEK37PmDEDs2fPjnh9CCGEEEIIIYSYRxbCMzIyAADZ2dkhryviXDweD/Lz8zFz5kwcPnw45Prs2bMHXq8X8fHxyjSz9SENA1lEP3bsWD3WhAOLEkLMIYvoQjwX/wPHrx8U0Umdk5CQgMTExPquBiGEEEIIIYQ0aWrDiT5mzBjcfvvtuOiii0Kqy8cff4w2bdpg3LhxKqHiwIEDIZVD6peGJKLLTvS8vDzMnDkTe/bsqccaEUIaIoGc6MDxOCiK6A0Qn8+H4uLievnn8/lM1XH06NFYsmQJZsyYAYvFAovFgl27dsHj8eDGG29E27ZtER0djU6dOmHGjBl+68pxLsHYvn07LrnkEjRv3hyxsbHo3bs3/ve//6mWycrKwjPPPIMbbrgBcXFxyMzMxJtvvqla5pdffsGpp56KqKgonH766Zg3bx4sFgvWrFljuO1ly5ZhwIABiI6ORuvWrTF+/HgUFxebrjshhBBCCCGENFQiJaLLTvQvv/wSAPD777+HVJeJEycCAF5//XVVfvX+/ftDKofUL/KbAw1JRH/33Xdx++23o02bNti0aVM91ooQ0tDQE9HF/wCd6A2akpISxMbG1su/kpISU3WcMWMG+vXrh5tuugnZ2dnIzs5G69at4fV60apVK3z22Wf4+++/MWnSJDz00EOYM2dO2MejqKgI559/PhYtWoTVq1fj3HPPxUUXXeTXg/z888/j9NNPx+rVq3H77bfjtttuw+bNmwFUjzJ/0UUXoVu3bli1ahWefPJJ3H///QG3u337dpx77rn417/+hb/++guffvopli1bhjvuuCPsfSGEEEIIIYSQhkJDykSXn0UrKiqUz2brQ+ofr9erMp01JBF93759yuc33nijPqpDCGmgeL1exXkuxHPZZBxpEd0ekVJIoyEhIQFOpxNut1v5sQVU/4CaPHmy8nfbtm2xYsUKzJkzB1dccUVY2+rRowd69Oih/P3kk0/iyy+/xPz581WC9vnnn4/bb78dAHD//fdj+vTp+Omnn9CpUyd8/PHHsFgseOuttxAVFYUuXbpg//79uOmmmwy3O2XKFFx77bVK7nvHjh3x0ksvYeDAgZg5c6Yyej0hhBBCCCGENEZkIbxZs2YAap6JHi6y+Co70fPz88Muk9QtpaWlKuHJzMCisngVaeT2WFRUpHzOycmple0RQhonek50eVBriugNGLfbrbrA1/W2a8qrr76Kd999F3v27EFpaSkqKipw6qmnhl1eUVERHn/8cXzzzTfIzs5GVVUVSktL/Zzo3bt3Vz5bLBakp6crg9ls3rwZ3bt3Vwnfffr0CbjdtWvX4q+//sJHH32kTBOj8u7cuROdO3cOe58IIYQQQgghpL6RhfDWrVsDAHbs2BHyupFwosvuc4rojROtjhHMiT5z5kw89NBDWLhwIU4//fSI10dujwUFBcpnM+I+IaTpoCeil5aWKvMpojdgLBYLYmJi6rsaYfGf//wH9957L55//nn069cPcXFxmDZtGn777bewy7z33nuxcOFCPPfcc+jQoQOio6MxYsQI1Y8sAHA4HKq/LRYLvF5v2NstKirCLbfcgvHjx/vNy8zMDLtcQgghhBBCCGkIyEJ4t27dAFQbkMrKyoK+eRtpJ7qM/KxHwbPxoB0/LJiILt4kv+6662olp1xuj4WFhcpntilCiIwsoos3Y8rKypT5FNFJjXE6nX4/kpYvX47+/fsrN0OgOlu8JixfvhyjR4/GpZdeCqBa3N61a1dIZXTq1AkffvghysvL4XK5AAArV64MuE6vXr3w999/o0OHDmHVmxBCCCGEEEIaMrIQ3rJlSyQlJeHYsWPYuHEjevbsaXrdSDjRZWQnOgXPxkOoTnSBLFZFElmvkAV+tilCiExdO9E5sGgTJCsrC7/99ht27dqFnJwceL1edOzYEX/88QcWLFiALVu24NFHHw0qVgejY8eOmDt3LtasWYO1a9fimmuuCdlhLta5+eabsXHjRixYsADPPfccAPWIuzL3338/fvnlF9xxxx1Ys2YNtm7diq+++ooDixJCCCGEEEJOCGQh3GKxKGNRrV27NqR1I+1EZ5xL4yRcEV3OHo4kRu2xvgc8JYQ0LPRE9Np0olNEb4Lce++9sNls6NKlC1JTU7Fnzx7ccsstuOyyy3DllVfiH//4B44ePapypYfDCy+8gKSkJPTv3x8XXXQRhg0bhl69eoVURnx8PP773/9izZo1OPXUU/Hwww9j0qRJAGD4mmL37t2xZMkSbNmyBQMGDEDPnj0xadIktGjRokb7QwghhBBCCCENAVkIB46PM/XXX3+FtK6eE93pdIZdL8a5NE6EiC7ak9lzV9ciOtsUIURGHuBYiOjDhw9X5jPOhdSYk046CStWrPCbPmvWLMyaNUs1bcqUKcrn2bNnq+YtXrw44HaysrLw448/qqaNGzdO9bdevMuaNWtUf/fv31/lqPjoo4/gcDiUfPNBgwapRhIHgN69e+OHH34IWD9CCCGEEEIIaYyIN3yFeNC5c2cAwLZt24Kuq+dED1dEl5/D3G43neiNFBGZ0rp1a+zatQvHjh2Dz+czfPtbUFsiupHgVVxcjMrKSr9x1QghTRM9J3rHjh2RnZ2N119/XdES5XtTTaATnTR43n//fSxbtgw7d+7EvHnzcP/99+OKK65AdHR0fVeNEEIIIYQQQuocrRNdPBuZEQr0nOiy81eMRWUGOXs2NjYWrVu3DtnNTOof4UQXb29XVVWpzq0Rde1EB9g5Qwg5jp6IDgDp6elISEigE500PQ4ePIhJkybh4MGDyMjIwOWXX46nn366vqtFCCGEEEIIIfWCVkQPJds8kk50OaN66NCh6NChAxYuXIhffvmFYmcjQojozZo1U6aF0iETaQKVe+zYMaSkpNTKdgkhjQefzwev16uI5+LNLEF0dDRFdNL0mDhxIiZOnFjf1SCEEEIIIYSQBoFWRNdzlJtZV2+9UER04Ta3Wq3o0KEDAKBfv3745ZdfUF5ejrKyMsOxrEjDQYjoiYmJyjQ5376uCdSO+YYDIQQ4Hmum50QHqsdR5MCihBBCCCGEEEJIE0YWwisqKnDo0CG0a9fOlFAQyYFFhaApBHQAOHz4sPKZbvTGgchEj42NVfLG61NED9SOKaITQoDj9zIjEd3tdlNEJ4QQQgghhBBCmjKyEL5s2TIcO3YMI0eODDvOJdxMdCFotm7dWpkWExOjuM8peDYOhBM9NjZW6URpaE709PR0AGxThJBqtANsa0X0mJgYiuiEEEIIIYQQQkhTRhbCDxw4oEyvLyd6bGysMi02NlbJrKYTvXEgi+jCiW4mE7220BPRxaCncg4/IaTpQic6IYQQQgghhBBCAiIL4bLY6fP5TK9rtVrhdDrRrl27sDPRhVs5Li5OmRYTE6MMUEnXcOOgMTjRs7KyAAA5OTl1XBtCSEMkmIhOJzohhBBCCCGEENLEkUX0wsJCZboZAVwW0e12O0aOHImysjJlfihxLqIs2YkOAKmpqQDoRG8sCBE9JiamQYroQ4cORbdu3dC7d2+8++67KC8vr6eaEUIaCloRXcS6CNxut7KMmagzM1BEJ4QQQgghhBBCGhGyeCDHW5gRwPXEBDGwJBCaE12UJTvR5b8pdjYO9AYWDRTnEkpHSzjIrtH09HT0798fANC9e3ds374dc+bMqdXtE0IaPmac6BTRCWlk7Nq1CxaLBWvWrIl42YMGDcKECROUv7OysvDiiy9GfDuhMnv2bCQmJtZ3NQghhBBCCDkhEYJARUWFKsJFDOhpZl3ZtSeL3aGI6F6vFzabDW63GwBw9OhRAFD+rk83MzFPqHEutS2iy4JX9+7dlc/iDYfNmzfX6vYJIQ0f7b1MLxOdIjppsmgF49qkNoVvPcIVv+fOnYsnn3wy8hUihBBCCCGENFiEIHD48GHV9OjoaNPrGk3TChHByhJRLlVVVUp9RD0oojcOaiKim8nhDxW5PbZs2VL5LNrV/v37I75NQkjjQnsvC5SJHql7EUV0ckL9sPH5fBEbMKAxkJyc7PfqJCGEEEIIIeTExuv1IiYmBocOHQIApKSkADjuAA+EEB6MxM9QRFGPx6M8jxQVFaGkpATAcTd7oEgQ0nAQ583tdocc51IbkT2ywzQjI0OZLup24MCBiG+TENK48Hq9KuFcK6JHR0cr15JI3YsookcQn8+HioqKevkXyg+dQYMG4Y477sCECROQkpKCYcOGAQDWr1+P8847D7GxsWjevDlGjhypGvna6/Vi6tSp6NChA1wuFzIzM/H0008r89etW4ezzjoL0dHRaNasGW6++WalRxsARo8ejeHDh+O5555DRkYGmjVrhnHjxqka82uvvYaOHTsiKioKzZs3x4gRI5R1lyxZghkzZsBiscBisWDXrl1YvHgxLBYLvvvuO5x22mlwuVxYtmyZsi2ZCRMmYNCgQab2p23btgCAnj17wmKxqNZ7++230blzZ0RFReHkk0/Ga6+9ptrO77//jp49eyIqKgqnn346Vq9eHfR87N69G//+97+VfQOqX4W8+uqr0bJlS7jdbnTr1g2ffPKJ37qhuPNXrlyJoUOHIiUlBQkJCRg4cCBWrVqlWsZiseDtt9/GpZdeCrfbjY4dO2L+/PmqZebPn6+cp8GDB+O9996DxWJBXl6e4ba/+uor9OrVC1FRUWjXrh0mT57cpDo8CCGEEEIIiRQejwdJSUnw+XxISEhQhEa73W5qXaD6eUggR7vI082UJZzohYWFikFL1ONEMmydyIjnMrvdHrITvbS0NOL1EW20efPminAOVA+kC1BEJ4RUXycCieg2m025ZkRKRA9+hyWmqaysxDPPPFMv237ooYdCyq577733cNttt2H58uUAgLy8PJx11lkYO3Yspk+fjtLSUtx///244oor8OOPPwIAHnzwQbz11luYPn06zjjjDGRnZ2PTpk0AqgciGTZsGPr164eVK1fi8OHDGDt2LO644w7Mnj1b2e5PP/2EjIwM/PTTT9i2bRuuvPJKnHrqqbjpppvwxx9/YPz48fjggw/Qv39/5Obm4ueffwYAzJgxA1u2bMEpp5yCJ554AkB1HtquXbsAAA888ACee+45tGvXDklJSaaOQaD9+f3339GnTx/873//Q9euXZVj+9FHH2HSpEl45ZVX0LNnT6xevRo33XQTYmJiMGrUKBQVFeHCCy/E0KFD8eGHH2Lnzp246667AtZj7ty56NGjB26++WbcdNNNyvSysjKcdtppuP/++xEfH49vvvkGI0eORPv27dGnTx9T+6ilsLAQo0aNwssvvwyfz4fnn38e559/PrZu3apytE+ePBlTp07FtGnT8PLLL+Paa6/F7t27kZycjJ07d2LEiBG46667MHbsWKxevRr33ntvwO3+/PPPuP766/HSSy9hwIAB2L59O26++WYAwGOPPRbWvhBCCCGEENJU8Xg8ilDtdDoVocBMFIueiC4LlaE60YWIXlRU5Cei04neOBBtwqyILne6lJSUmH4GN4sQ9dPT05W6yHoH41wIIR6PR3Utkj8LxL0tUpnojUpEX7p0KaZNm4Y///wT2dnZ+PLLL/3cxjKLFy/G4MGD/aZnZ2crF+OmSseOHTF16lTl76eeego9e/ZUdQK8++67aN26NbZs2YKMjAzMmDEDr7zyCkaNGgUAaN++Pc444wwAwMcff4yysjK8//77iImJAQC88soruOiii/Dss8+iefPmAICkpCS88sorsNlsOPnkk3HBBRdg0aJFuOmmm7Bnzx7ExMTgwgsvRFxcHNq0aYOePXsCABISEuB0OuF2u3XP3RNPPIGhQ4ea3v/CwsKA+yMGLGnWrJlqe4899hief/55XHbZZQCqHet///033njjDYwaNQoff/wxvF4v3nnnHURFRaFr167Yt28fbrvtNsO6JCcnw2azIS4uTrWtli1bqsTpO++8EwsWLMCcOXPCFtHPOuss1d9vvvkmEhMTsWTJElx44YXK9NGjR+Pqq68GADzzzDN46aWX8Pvvv+Pcc8/FG2+8gU6dOmHatGkAgE6dOmH9+vWqtxK0TJ48GQ888IByrNu1a4cnn3wSEydOpIhOCCGEEEJIiMgiut1uN+VAl9cVwrdAHpA0VCe62HZVVRWd6I0UIVrbbDZTIrosSNWmE13uoElOTlamHzt2DKWlpabGACCEnJgEc6IDx0X0SKUgNCoRvbi4GD169MANN9ygiJhm2Lx5M+Lj45W/09LSaqN6cDgceOihh2qlbDPbDoXTTjtN9ffatWvx008/+f2YAoDt27cjLy8P5eXlOPvss3XL27hxI3r06KEI6ADwz3/+E16vF5s3b1ZE9K5duyouCQDIyMjAunXrAABDhw5FmzZt0K5dO5x77rk499xzlUiRYJx++unBd1pT30D7o0dxcTG2b9+OG2+8UeUYr6qqQkJCglJu9+7dVT9C+/XrF1LdBB6PB8888wzmzJmD/fv3o6KiAuXl5aaOhxGHDh3CI488gsWLF+Pw4cPweDwoKSnBnj17VMvJI6DHxMQgPj5eGSRo8+bN6N27t2r5YKL+2rVrsXz5cpXQ7vF4UFZWhpKSkhrtEyGEEEIIIU0Nj8ejRGo4HA7VM5aZdbXjKsku31Cc6HImrdfrVYRXUR+K6I0D2YluJhNd7mgReeq1UR+hL4h2VFFRgejoaJSWluLAgQNo3759xLdNCGkcmBHRxb2tSTrRzzvvPJx33nkhr5eWlobExMTIV0iDxWIJKVKlPpHFbqC6Z1e4xrVkZGRgx44dEdmuVuy3WCzKDTguLg6rVq3C4sWL8cMPP2DSpEl4/PHHsXLlyqDnT7s/VqvV78ef/CMgnB5rke/+1ltv4R//+IdqXig/Ws0ybdo0zJgxAy+++CK6deuGmJgYTJgwoUY/REeNGoWjR49ixowZaNOmDVwuF/r16+dXZqDzFA5FRUWYPHmybueX3OFACCGEEEIICY7WiR5qnIv2uVV2sofqRBev0IsxwoDjr9UzzqVx0FCd6MJsJern8/mQmZmJzZs3U0QnpIljRkQXnc010bNkmsTAoqeeeioyMjIwdOhQJQPciPLychQUFKj+NQV69eqFDRs2ICsrCx06dFD9i4mJQceOHREdHY1Fixbprt+5c2esXbsWxcXFyrTly5fDarWiU6dOputht9sxZMgQTJ06FX/99Rd27dqlZLI7nU7TvUepqanIzs5WTVuzZo3yOdj+6PVWNW/eHC1atMCOHTv8jpEYiLRz587466+/UFZWpqz366+/Bq2v3r4tX74cl1xyCa677jr06NED7dq1w5YtW4KWFYjly5dj/PjxOP/889G1a1e4XC7V4LFm6NSpE/744w/VtJUrVwZcp1evXti8ebPfcevQoYNubhUhhBBCCCHEGKM4l3BF9HCd6LKI4fP5FNFc/ManE71xEGomel070d1ut9LOWrduDYC56IQ0deQ3oQCK6DUmIyMDr7/+Or744gt88cUXaN26NQYNGoRVq1YZrjNlyhQkJCQo/8QF+kRn3LhxyM3NxdVXX42VK1di+/btWLBgAcaMGQOPx4OoqCjcf//9mDhxIt5//31s374dv/76K9555x0AwLXXXouoqCiMGjUK69evx08//YQ777wTI0eOVKJcgvH111/jpZdewpo1a7B79268//778Hq9igiflZWF3377Dbt27UJOTk7AL8FZZ52FP/74A++//z62bt2Kxx57DOvXr1fmB9uftLQ0REdH4/vvv8ehQ4eQn58PoDrbe8qUKXjppZewZcsWrFu3DrNmzcILL7wAALjmmmtgsVhw00034e+//8a3336L5557Lui+Z2VlYenSpdi/f78ianfs2BELFy7EL7/8go0bN+KWW27BoUOHTB1LIzp27IgPPvgAGzduxG+//YZrr702ZFf+Lbfcgk2bNuH+++/Hli1bMGfOHGXwWKMf7ZMmTcL777+PyZMnY8OGDdi4cSP+85//4JFHHqnR/hBCCCGEENIU8Xg8ytuj4cS5CKFUiO9CaADCd6LLcS7iuYBO9MaB7EQ3E+dS2050UR8hop922mlKGxWDmDYVwyMhRB8zTnSRfEAR3QSdOnXCLbfcgtNOOw39+/fHu+++i/79+2P69OmG6zz44IPIz89X/u3du7cOa1x/tGjRAsuXL4fH48E555yDbt26YcKECUhMTFR+FD366KO45557MGnSJHTu3BlXXnmlkpPtdruxYMEC5Obmonfv3hgxYgTOPvtsvPLKK6brkJiYiLlz5+Kss85C586d8frrr+OTTz5B165dAQD33nsvbDYbunTpgtTUVL8cb5lhw4bh0UcfxcSJE9G7d28UFhbi+uuvVy0TaH/sdjteeuklvPHGG2jRogUuueQSAMDYsWPx9ttvY9asWejWrRsGDhyI2bNnK0702NhY/Pe//8W6devQs2dPPPzww7oROVqeeOIJ7Nq1C+3bt1cGNX3kkUfQq1cvDBs2DIMGDUJ6enrAgXTN8M477+DYsWPo1asXRo4cifHjx4c8RkDbtm3x+eefY+7cuejevTtmzpyJhx9+GID6x7fMsGHD8PXXX+OHH35A79690bdvX0yfPh1t2rSp0f4QQgghhBDSFKmpE138bhfrOZ1OlaM8lHrI62lFdDrRGwcN3Yk+YMAApc2KabUh3hNCGg9yJy4A3ZQDWaMK5d5mRKPKRI8Effr0wbJlywznu1wuQyHwRGHx4sW60zt27Ii5c+carme1WvHwww8rgqmWbt26KdEregi3ssyLL76ofD7jjDMM6wYAJ510ElasWKGalpWVZfhFmDx5MiZPnmxYXrD9GTt2LMaOHes3/ZprrsE111xjWG7fvn1V0TFA8C9r3759sXbtWtW05ORkzJs3L+B62uO1a9eugMv37NnTL3plxIgRQeual5en+vviiy/GxRdfrPz99NNPo1WrVkov3+jRozF69GjVOsOGDcOwYcMC1o8QQgghhBASnJpkoldVVSlCqdPpVKIonU4nysvLIzKwqIAievgUFBTA5/MhISGh1rfVkDLRZYFeZKKnpqYqOo145qSITkjTRu7ENbr3iWuIWF4e/yMcTmgnuh5r1qxBRkZGfVeDkEbNa6+9hpUrV2LHjh344IMPMG3aNIwaNaq+q0UIIYQQQkiTQBvnEm4mut1uVwRRMS0SA4sKGOcSHpWVlTj55JORmZmJffv21eq2fD6fcs7tdrvSrsyK6JE+x6Ls6OhopW253W6K6IQQFWZEdHG9EMvXlEblRC8qKsK2bduUv3fu3Ik1a9YgOTkZmZmZePDBB7F//368//77AKpdzm3btkXXrl1RVlaGt99+Gz/++CN++OGH+toFQk4Itm7diqeeegq5ubnIzMzEPffcgwcffLC+q0UIIYQQQkiTwCjOxWq1wuv16r7WLq8rIjHi4uKwb98+RaQsLCwMO86FTvTIUVBQgOzsbADVb0h///33tbYtWViSneiBxHG5oyXS51gb5RIVFQWbzeYnotdGjAwhpPFgRkQX1xGxfE1pVCL6H3/8gcGDByt/33333QCAUaNGYfbs2cjOzlblZFdUVOCee+7B/v374Xa70b17d/zvf/9TlUEICZ3p06cHHFuAEEIIIYQQUnsEykTX5sTqrSuE0ubNm2PNmjUqp2+knOh2u51O9DCRj9sPP/yA4uJilRgUSUSUC2A+E10WoyItomsHFZXFdACKU55OdEKaNnKcWKA4F9GxLF/rwqVRieiDBg0K2CuuzdyeOHEiJk6cWMu1IoQQQgghhBBC6g6v12voRK+qqlKERj1kET0hIUERRIWIXhMnuiz+Op1OOtHDRBZ7fD4fNm7ciNNPP71WtqV1opuJc6kLJ7rIMhYiumifFNEbL2LMBTlig5BwMetELyoqgtVqjYgTvcllotcGofTUE0LMwe8VIYQQQggh+shOdIfDoQiLwokebF15YFHhJA8nE12OjhHiu1ifInr4aB2TGzZsqJNtyU70QG8R1KYTXdupo41xEe2ecS6NC5/Ph06dOiEjI4PXBRIR5DehjN6+crvdyjWuycW5NDTED44DBw4gNTUVTqfT1EAuhBBjxGugR44cgdVqVX7EEUIIIYQQQo4PBCmEc60TPRQR3eVyRdSJLuN0OhnnEiZ1KaIbZaLXtxNdK6JHR0cDOC6W0YneuCgtLcXu3bsBVI9v2KlTp3quEWnsmHGiy4NnU0SvZ6xWK9q2bYvs7GwcOHCgvqtDyAmF2+1GZmZmwDxHQgghhBBCmhpCwAwU5xIIrRNdiOaRyESXoRM9fOrLiW42zkUWoyLdUaIV0UVbFU50IZZRRG9clJeXK5957kgkMCOi22w2iugNCafTiczMTFRVVUXkhBBCqi90drudb3YQQgghhBCiQTx3ynEuNpsNgPk4F1mg7NWrF/bt24esrCz8/vvvNXaii7/pRA+f+nCiW61WWCyWoE50n8+naiO1NbCoVkQXTnQBhdjGRVlZmfK5sLCwHmtCThTMiOjy21lNbmDRhorFYlHl0BFCCCGEEEIIIbWBEATkOBchoofjRG/VqhX27duHs88+G3PmzKmxE93tdqO0tBQOh4NO9DAR59BiscDn82Hv3r2orKysFc1BbEt0ygTLRNe2j9qOc9GK6KKdMRO9cSE70Y8dO1aPNSEnCl6vt86d6MxJIIQQQgghhBBCGglaJ7r8BmeomehOp9NvQNFQnOiyiCHWT0xMVMqmiB4eQthu2bIlXC4XvF4v9u3bVyvbEu1FdMQEc6Jr21ddDywq5tOJ3riQnegU0UkkMBvnEsmBRSmiE0IIIYQQQgghjQS9OBfhBrdYLCE70YVIKcoNN85FrJeQkKCUzTiX8BDn0Ol0ok2bNgCgDMpYW9uS2xNgLI7XtxNd1JcieuOCTnQSaeQ3oYzG0pM7limiE0IIIYQQQgghTQi9OBdZSAgmFPh8PkUwdblcfgOK1jTORdSLcS7hIzof7HY7srKyAAC7du2qlW0ZOdGNOkBq24keLBPd6/XCZrMxzqWRQSc6iTShDiwaiUx0iuiEEEIIIYQQQkgjoaZxLrJjz+FwwO12AzguhobrRLdarXjrrbdUIjqd6OEhu8NrW0Q3ykSvbye6/LaE+F+0tejoaDrRGxl0opNIE6qITic6IYQQQgghhBDShBAiZrhxLrJr3W63K/ErQuQK14n+3HPPYezYsap60YkeHuIcOhyOOnOim41zqatMdFEP4Ui3Wq1KLjpF9MYHnegk0pgR0eXBtimiE0IIIYQQQgghTYhgcS5mX1kX6wgRvaKiAlarNeyBRbUirN1up4geJvXhRLfZbFizZg1ycnIAGMe51JcTHTge6RIVFYXKysqIxDOQuoFOdBJp5PtPXTnR7TUugRBCCCGEEEIIIXWCx+NR8quBaqFVFjaDRagIkVyI6G63WxEa4uLiwnaii/8Z51JzZBG9RYsWAICDBw/WyraEsJSUlIR58+YBqO5YaShOdD0RXfxfWlqKuLi4iG6f1A50opNIY9aJzjgXQgghhBBCCCGkCeLxeBSBEVDHuQDBB08TIrqcZR4fHw+gWjwNNxNd/K91oodSHqlGFtGFYCyLkLWxra5duyrTUlNT6z0TXU9El+NcADDSpRFBJzqJNHqduFo4sCghhBBCCCGEENJE8Xg8SnSKxWKB1WqtkYgOHI90SUhIiKgTXSxDQqMuRXRxfjIzM5VpzZo1M+1Ej/TbBl6vF1arVXnbQmSiA8fFc+E+p4jeeKATnUQaDixKCCGEEEIIIYQQQ7xeryKi2+12WCwWlYBgVkSXhXchosfHx9fYiW52gEpijCyiC/d1bQnG8rYEKSkphuJ4XcS5yO5z+bMQ1GNiYgAAJSUlEd02qT3oRD9x2bVrF7755ps6f+uIcS6EEEIIIYQQQggxRM5EF/+H40TXE9FDdaIL17BcntaJThE9dISAXZdOdLk9BHKie71eOJ1OtG/fHhaLJeLnV5QPVLdvOf9fiOhutxsAneiNCbn9lpeXc1DYE4i2bdviwgsvxKJFi+p0u3SiE0IIIYQQQgghxBA9Ed2sE10WveV1UlJSAAAtW7aMaCY6EPm4j6aAnhO9oqKiVqJxxLa07cFIHK+oqMD48eNx3XXXoXPnzrUioguxXI5ykf9mJnrjQ3ai6/1NGj8rV66s0+15vV5TTnRxjWMmOiGEEEIIIYQQ0oTQyyG3Wq2K+B1IKJBFb9l53LZtWwBARkaGKj7DTF205WkHhKQTPXT0MtGB2hEe9ZzocXFxhm8kbNiwQYlTSUtLq1UnurYtChG9tiNuSOTRvklBEf3EQwxQXVfQiU4IIYQQQgghhBBD9JzowPGYlkBCgZ4AD1SLpvHx8bBYLMjIyAipLlpnuzYTnU700BEiusPhUARjoHZEYz0nOqDOEpaR86xtNlu9iOjif2aiNx7oRD8xka9J9SGi693PZCiiE0IIIYQQQgghTRSv1xtQRA/mRDcSHUSkS1pamum6BHKiMxM9fGQnus1mU45lbeSiy21CxuVy6W5P7hSJioqqlYFF9dq3qJPYLgAUFhZGdNuk9tC2JV4XTgxyc3OVz/JbM3WB2YFFxVs1oYz3YQRFdEIIIYQQQgghpJFgJITXJM4FOC5QaoXLQOhlrFNErzmyiA7UbnxJVVWVqi2IbUVFRQUV0V0uV6040Y2EMdFGRdsqKCiI6LZJ7UEn+onJ0aNHlc+1MWZDIMzGuVBEJ4QQQgghhBBCmiCBnLpA+E70QGUGKs/Iic6BRcNHK6ILh2ddONHFtlwul65oXxciulEbFQK/aGP5+fkR3TapPZiJfmIiO9Hr+lpv1onOOBdCCCGEEEIIIaQJEsyJbjYTXSuWi7+NsmWDlad1ogsBmE700KlPJ3owEV3upKmNOBczTnRRXzrRGw+hONE//PBDdO/eHdu3b6/tapEaIjvRA3Xg1gZ0ohNCCCGEEEIIIcSQmmaiG4kO4YroWie6EH7FZzrRQ6ehONH1tie3L5fLBY/HE9EYh0BvSwgRXbQ5OtEbD6Fkoo8cORLr1q3DddddV9vVIjVEdqLXtYgeqMNNQBGdEEIIIYQQQghpogSLczHrRI9UnIuRE118phM9dETHQ1070S0Wi7Its050ub6RwIwT3WKxwOFw0IneiAgnE3316tW1VR0SIWQnen3GuRh1/jLOhRBCCCGEEEIIaaIEEsLFfDPragVKIdiG4kSXBU+5TkKIdzgczD4Og/pyolutVkWo1hPRfT6fnxMdiLyIbtS+HQ6H0t5cLhdF9EZEOJnovHY0fOo7zsXofiagE50QQgghhBBCCGmiGDnRzWaiGzn3IuVEB4670ekWDo/6ykTXiuha4VMrlotlI/m2QSAnusViUdWPcS6Nh1BE9Li4uNquDokQ9RnnYnZgUYrohBBCCCGEEEJIE0QW0WviRNeuKwTbUEV0PRFDHlz02LFjpssj1QgxShzH+nCiR0VF+Yn2WuFTiNqRFtEDvWkhi+jsoGk8hBLn0q5dO+VzXl5ebVWJRID6dqKbyUQX90SK6IQQQgghhBBCSBNCFhnDyUQPNrBouE50WfAUgrzD4aCIHgYNwYnudDr9tifE8vLyckWQirSIHkwYoxO9cSI6gESbDtRm3G638nnz5s21WzFSI2Qnen1mopuJc2EmOiGEEEIIIYQQ0oSorYFFa8OJThE9PBpKJrpRBEd5ebkimEVFRdGJToIi2k58fLzqbz3ka9jevXtrt2KkRuTl5WHYsGG455576lxEDxT9JGCcCyGEEEIIIYQQ0kQJNrBoIKEg0iK6keBJEb1m1KcTXWxLb2BRIZZXVFQoglltxLmYdaJTRG88iA6ZQCJ6RUUFduzYgfT0dKVNRrJtkciTn5+Pvn37IjY2NiIidSgEGuNDEOmBRe01LoEQQgghhBBCCCF1gpETXYgJ4ca50InecKhLJ7pRnEugTPTy8nKVwF9bTnQ9EV1uWxUVFSgrK1OEf9JwEW0nISFB9bdg+/bt+OSTT1BVVYWePXvi6NGjWL58OUX0Bo6cWV8fInqgawVQfU0T98QmF+eydOlSXHTRRWjRogUsFgvmzZsXdJ3FixejV69ecLlc6NChA2bPnl3r9SSEEEIIIYQQQmqD2opziWQmuuwWpogeOsLlXRdO9GBxLgUFBbj11luxdOlSlRNdCP21mYmu5y6VRXQAdKM3ErROdG2b2blzJ6qqqpQ236tXL93lSMPB6/WisLBQ9XddEmomepOLcykuLkaPHj3w6quvmlp+586duOCCCzB48GCsWbMGEyZMwNixY7FgwYJarikhhBBCCCGEEBJ5gmVGhxvnIkTJSDjRhegbFRVFET0M6suJbrPZVCJ6aWkpHn30UbzxxhsYOHCgyoku6lhfTvSYmBgA4OCijQCfz4fi4mIAQHJyMgB/J7poT7169UJlZSWSk5PRpk0biugNmIKCAvh8PuVv+XNdUB8ieqOKcznvvPNw3nnnmV7+9ddfR9u2bfH8888DADp37oxly5Zh+vTpGDZsWG1VkxBCCCGEEEIIqRWCxbkEE9GNRAdRlt1uh8/nMxQltOXpifKyiH7gwIGg5RA1RpnodT2waHFxMTZt2qQsKzvRxRsPtZmJHsiJHhsbC4BO9MZAcXGxIrCmpKQA8BfRRXuKiorCoUOH0KpVK6SmplJEb8BoO7AaohO9Sce5hMqKFSswZMgQ1bRhw4ZhxYoVhuuUl5ejoKBA9Y8QQgghhBBCCGkIBBtYNNw4FyFOBitDxmgQSDrRa4aRE70uBhYV7cBqtaKsrEzlLhXCZ0VFhSKYRUVFKS7jSGDWie52uwGoM5lJw0REflitViQmJgIwFtHtdrsyz+l0UkRvwGi/e3XtRA82CDHQxONcQuXgwYNo3ry5alrz5s1RUFBgePOZMmUKEhISlH+tW7eui6oSQgghhBBCCCFBqakT3UigFIItcFzENVOXYE70/Pz8iDgAmxLi+AvBuC6d6HJnilZEF4JmeXm5yon+008/RbQ+ZpzoIs4lJycnYtsmtYMQ0WNjY5W2bBTnYrPZlHZGEb1ho3Wi12eci961QkyniF6LPPjgg8jPz1f+7d27t76rRAghhBBCCCGEAIhcnItWdJBFdLOit5EoL4voAHOrQ8UozqUunOhymyovL1cJY2L7paWlKhF97ty5ERPQgrlLtU70I0eORGS7pPYQInpcXJwSF6QVx0V7kkX0SEcFkciSn59vKvartgjUKSyw2WyMczFLeno6Dh06pJp26NAhxMfHK69DaXG5XIiPj1f9I4QQQgghhBBCGgK1NbCoLDaYcaL7fD6VcKrnRBdCJyNdQqMuBxbVtgmLxaIIUpWVlboiellZmdLOYmJisGfPHqxfvz4i9QnWvrXufDrRGz5CRI+Pj1dEdMa5NH7y8vJUna9NYWDRE1pE79evHxYtWqSatnDhQvTr16+eakQIIYQQQgghhISPLHpGMs7FYrEoQlZlZWVI9dCWpxXRc3Nzg5ZHjmMkokcye1zella0Fv8bieilpaVKO0tISAAAPwNjuJh1ojudTgB0ojcGxFiDcXFxynkLFOdCEb1xkJ+fr7oH1TVmBxZtsiJ6UVER1qxZgzVr1gAAdu7ciTVr1mDPnj0AqqNYrr/+emX5W2+9FTt27MDEiROxadMmvPbaa5gzZw7+/e9/10f1CSGEEEIIIYSQGiHHueiJ2OHGuVitVkXIMuNEl8VObXlCRBfib6QE1qaCVkRPSkoCUDuOfr23E4xEdOGELy0tVaYLZ3FRUVFE6mPWiS7+p4je8NGLc9GK6GKZffv2UURvJOTl5TV4EV3rRK+pW75Rieh//PEHevbsiZ49ewIA7r77bvTs2ROTJk0CAGRnZyuCOgC0bdsW33zzDRYuXIgePXrg+eefx9tvv41hw4bVS/0JIYQQQgghhJCaUBMnup7rWF4/lDgXWcCQtw8cF9GF0JmdnR20PHIc8SaAxWJBVVUVmjVrBqB2okv02oRoVx6Px9CJLqYLZ3GkXPLBhDHRpkQHA+NcGj5mRPS1a9cCACZPnqx01jATvWGTn5+vinOp63z0YG+tANXXNDkLvaZudHvwRRoOgwYNCthrMHv2bN11Vq9eXYu1IoQQQgghhBBC6gav12s4sKg2p1xLIIFSdqKHE+ei50S32Wyw2WwU0UOkqqoKDocD69atw86dO3H11VcDqHaiy07tSKDnRBfCWFVVVdA4F7FsXTvRxTw60Rs+oQwsWlhYqIrsqY3BdElk0DrRI3ldMkOgN6sEcpwLoL5/hkOjcqITQgghhBBCCCFNGaM4F/E53IFFI+lEF0KZ+EwRPTSqqqqQnJwMj8eD/Px85Xh6vV7k5eVFfFvaNiFETK/XqxLLRbuQBzgV60RSRDfjRBfQid7wEZnogQYWFde0qqoqOtEbCdpM9PoQ0Y3G+BBop9fUiU4RnRBCCCGEEEIIaSREamDRQJnoNXWiW61WRSyLioqiiB4iWgf4sWPHEBcXBwA4evRoRLel1yZkEV3UQ7xdAKgFUIvFAqfTWedOdNHOc3JyapxzTGoX2YluNLCoHCEk3OfMRG/Y5OTk1LuIHizOBYDq+iBHu4QDRXRCCCGEEEIIIaSREGxg0WDrGokOIn8bCG9gUW15QnSliB46VVVVqqzhQ4cOKbnokRbR9ZzoQuiUO2TEILFy+xHLR0VF1XkmuvzWRKTd+SSymMlEF+1djnChiN6wOXDggOo6JQ/iWReYFdHl+ySd6IQQQgghhBBCSBMhmBM9WCZ6ICe6ECbDcaIbiejR0dEU0UOkqqpKdW5rU0TXaxPi3MlOdK2IbrPZFEHU5XLVuRO9qqoKsbGxABjp0tAxk4ku2rvT6VTiXCiiN2yys7P97kFmOmAjRSgiuri3UUQnhBBCCCGEEEKaCIEGFg1GoAxZWQAx88p7sEHdhFjmdDpx8OBBRm6EgNaJfvjw4Tp1ogvB3Gq1Kh0qQliXz7n8tkF9ZKKnp6cD4OCiDR0zTnRxLbPb7SrhvC6dzcQ8xcXFKCgo8Buksy47PYJdKwSyQ54iOiGEEEIIIYQQ0kQIFucSzIluJHzXxImuJ2CISBCn04nKysqIi78nMloR/ejRo3XqRHe73QCqBWshgAphXVCbTnSzInrz5s0BUERv6MgDi+plovt8PqW92+12eDyeiDmHSe0g3i6KiYlRTa9LET1YR65AFtGZiU4IIYQQQgghhDQRgsW5BFvXSHQINRM9mIAhxLLExEQA1ZEkxBzaOJfy8vI6daILcVwW0ePj41XryYPHRlJEDxQ5JKaJY5OamgqAcS4NnWBO9LKyMlWcC3BcjOUbLA0TIaKnpKSopmvfMKhNgnXkChjnQgghhBBCCCGENBC8Xi9eeeUVrF69uta3VdOBRQPFuciDNQZDzq4O5EQX4qtwo5LgVFZWqpzoABQRPdKCsV57Em5vIaInJyfjjDPOAGCciR6pgUXNRDSI+gkBj070ho0soos3GkpKSpT5x44dU9q7OOdCjKWI3jA5cOAAgOPXJUFdZqJXVVUxzoUQQgghhBBCCGlMvPbaa7jzzjvRq1evWt+WLHrWJBNdL84lkpnoQkQXr/vn5+cHLZNUo41zAY53RtSFE10W0QsKCtCxY0c4nU4lPkUsK+fe19XAonL9kpOTAVBEb+gIwdztdiuia0lJiTKAaG5urrKsEM/pRG/YCCe6+A4KahqXEgpmRXSr1co4F0IIIYQQQgghpCEwe/bsGq0filAki4x6Inq4meihOtHNZqJTRA8dbZwLcFxE37t3b0S3pdexIovowPFBRZOTkxUxqr4y0eV6JSQkAGCcS0NHCOMulwsJCQlKB5E4b8eOHVOWLS0tVa1DGibCiS7iugQN1YnOOBdCCCGEEEIIIaQB8Oeff4a97uHDh5GZmYkHH3zQ1PJGcS6BBlaT141UnEswJ7oQWEV8A0V08+g50YVgvHnz5oi6c4M50YHjIroci2Cz2ZSOkkiL6Gad6OKY0InesBGucpfLBYvF4hfDI4vowrUu1jHzhg2pe0RnnvgOChqiE51xLoQQQgghhBBCSANARBKEy3PPPYd9+/bh//7v/0wtX9OBRY0ESllENyM0mHWiCzGdIrp59ER0p9MJi8WCvLw8HD58OGLbMuNEF+fQbrcrbUQb5xKpTHS5c8aoTYu2FRcXB4BO9IaO7EQHjmfZi/Mmrg1er1dxogsR3UznIKl7/vrrLwBQRTwB9SeiB2oncpwLRXRCCCGEEEIIIaSe2LBhg/I5MzMz5PVDFeFrOrBoINFBOJzNCA1y7EagTHTxP0V0c5SVlcHn8/mJ6CUlJcjKygJQ7UaPFJWVlX4iujhnWie6LEbpDSxaU4EKMOdEF/URbznQid5wqaqqUtqFaFepqakAjp83cW3weDzK9VAI7xTRGx6lpaXKNUgrojfUOBdmohNCCCGEEEIIIfVMXl6e8rmysjLk9UN9qI/UwKJ6y4ciopt1ogsxmCK6OUS0hRCwk5KSAAAFBQXo1KkTgMiK6GbiXIRYbrVaDZ3owPEojppgJhPd7XartksRveEiHOWAsRNdvMVQVVXlN7AoRfSGx4YNG+DxeJCSkqJ8FwUNMc5Fvm7RiU4IIYQQQgghhNQTchZ0OCJ6qM49WWSURfRQM9EDOdHNCCHBXO1C4BR1pIhujtzcXADHhWIhohcWFioi+qZNmyK2vcrKSr/zKMRzcQ6F89tisehmoov5kchFN+NEFw50Mb+4uFiJASENC3mAUCGia53o4ropO9GFiK4dYJfUP2vXrgUA9OjRw+9e0dCd6BTRCSGEEEIIIYSQekLOgg5HRA91HVkEqEmci97yoQgNZp3oYpmCgoKgZZLjInpMTAwAIDk5GUC1QN2mTRsAwP79+yO2vUBxLlqRHICuE13Mz87OrnF9zGSiiw4Gj8ejCP4HDx6s8bZJ5JGd6OKtFCGiCye6EF5lQVaI7w6HIyIxQSRyiIG09UT0unaiB7oHCRjnQgghhBBCCCGENABk962RC6+goACrVq3SnReqc08WAWrLiW5WRDfjRBfL0IluDiGiC7d1fHy8cp6FaF3TwWxl9OJchCjucrlgsViU7QLQzUSPjY0FAFx++eUq0TQcgmXtA8ePTWlpKbp27QoAht8vUr/Ig4qK8yriXIQTXVwD5WuhnKMeTuckqT1+/vlnAED//v0bhROdcS6EEEIIIYQQQkgDwIwTfcyYMTjttNPw66+/+s2TRQczAoSRE92MIy/SA4uacaKLsiiim0MrotvtdsTFxSmfgciK6HpOdFk0d7lcQZ3oycnJcLvd2L59O7Zv316j+gRrV8BxJ3ppaSn69u0LALrfLVL/yCK6wIwTXeByuWrcMUMix9GjR7F+/XoAwIABAxqMiB6oE5lxLoQQQgghhBBCSAPATCb6xo0bAQC//fab3zxZdJDzg40QQjegL6IHItIDi5pxolNEDw0xsKgQru12O+Lj4wEcP2e17UQXYj1Q7TIXTnifz6eIZnImemVlJTIzMwHUPFYlFCd6SUkJ/vGPfwDQ/26R+kcI4KKtAP5OdNGmZEFWtAGn00kRvQGxbNkyAEDnzp2RlpbmJ5rX1VsDPp8vJCc641wIIYQQQgghhJB6RhbRZZFR5ujRowCAzZs3+82TRQgz4qie0ASYd6JHMs4l0DZl56nD4aCIbhLhRJcHZhUiuqC2nehiuwCQmJgIoLpNeDweJY9djnPxeDzIyMgAUHMRPVi7AvSd6H/88UedumCJOfSc6M2aNQNwvK2La5pRnAtF9IbD0qVLAQBnnnkmAP9zV1ciumgfHFiUEEIIIYQQQghpJMhxLoC/iODz+RSxaMuWLX7ry4KoGXHUSAQIJI4LgrnHg20jlLJkN7PT6UR+fr7KRU/0EW1FDJgpx7mI81LbTnSxXQBISEgAUC2Gvvvuu/jqq6+UZWV3cYsWLQDUjRNdFtE7duwIu92O0tJSDi7aANET0UWbEh1rek500dYZ59KwMBLRxTmqKxFdiPZmRXRmohNCCCGEEEIIIfWM7EQH/DNhCwoKlGl6TnSxfsuWLVFQUBB0e0YigHAOm3WiRzLORa8sWWR1Op2oqqpCaWlp0HKbOnoiunCiCyGoLpzo4twJJ3pZWZkioAHA0KFDYbPZlHo2b94cQGRE9GBOdBHn4vV6UVlZqWRsi3gQ0nDQi3MRInppaSkqKysDiuh0ojccCgsLlQF8hYgu7m2is6SuRHR5bAbAfJwLRXRCCCGEEEIIIaSeCOZEF1EuALBv3z6/5UtLSzFq1CiMHTtWJVIaYZTpGsk4FzOOcTOxG0I4Ey5URroER4joolNEjnMRbStSIrrP5zMU0UUmu+xEz8vLAwDMmDFDySIX51gI2XXhRHc4HIp4X1JSomz78OHDNdo2iTx6TnQ5nig/P18RNuUOSHENohO94bB8+XJ4vV60a9cOrVq1AnD8flTXInqoTnRmohNCCCGEEEIIIfWM1omuFRFycnJUf2/dulX1d3R0NLKysgAA2dnZfiK7FiEuaUUDs070QAJlKE50M2KnEFiTkpIAwJTTvqkjRHR5kM/Y2FgAx129kRLRxXnWE9GFA12I6PI2RaY1cFwcFec4Ozu7xnUy0yEkDy5KJ3rDRU9Et9vtiImJAaAW0fWc6A6HI6JvXpDw0Ua5AP5Z6HU1LoFWRA8UT2a1WhnnQgghhBBCCCGE1DfBRHTZiQ74R7pol9+0aVPA7QWLcwmWiR7JOBezTnQhyNKJHpxjx44BUIvoQnAUgmSkREXR9vREdOEWFgK13LmTnJysfBZithDbIzGwqBl3qajD7t27kZaWBoBO9IaIXpwLoM5FD+YSZgxUw0BPRBf3v8LCQgD1J6IHc6KHcm8LBEV0QgghhBBCCCEkTEKJcwH8BxfVig47duwIuD0hAmhFg0jEuWi3EQgzg5QK4UwIshTRgyNEdIHsRK+qqoLdbo+YiC7anl4HjIhzESK5iHIB9EV0IfRHMhM9UBs95ZRTAABr1qyhE70Bo+dEB/RFdPlaaLFYFFGdInr9U1pait9//x0AMHDgQADVna71LaKbue/JA4syzoUQQgghhBBCCKkngg0sGsiJ7vP5/JYPlv9bUyd6IOdebWWiU0Q3jzj/4jzbbDa4XC7Y7XYA1WJ1eXm5qXMUjEBOdCGiC2QRXY5zEcuJ/3NycmqUiyzHBAUSxrp27QqbzYYjR44wE70BY0ZEF8jXQln41F5DSd3z22+/obKyEi1btkTbtm0BVJ9b8V0XnckNUUTnwKKEEEIIIYQQQkgDwKwTPT09HYDaiV5WVqaIo4JgD/lGTvRQ41zq0oku5x+TwGgdk3a7HRaLRTmGwpUuxMmaoBXRRRsCAovoek50q9WK6Oho+Hw+7N69O+w6mXWiR0dHK+K56KShE73hYSbORXQIyQKs3W5Xzr82AovUPQsXLgRQ7UIX133Rgex0OpVrSU2d3mYJ1YlOEZ0QQgghhBBCCKlnysrKcOONN+Lhhx/G4MGDDUX0/v37A6gWhIRoVFRUpIjoZjNbgznRaxLnEooT3YzYKdynbrcbAEV0M2jFHtE+hHgu/o9EpItWiJLPo9Y5LER0i8WiCKDAcRG9rKwMJ510EoCaiZ5mM9GB40KsaF90ojc8gjnR5cGGtU50Ibxv3769tqtJgvDtt98CAM477zxlmohwiYuLU6ZRRCeEEEIIIYQQQogfPp8PcXFxaNWqFex2Ozp16mQoovfp0wcWiwUFBQU4dOgQALWIro3xMKKmTnQzAmWoA4sGc6ILoZUienC0TnRxXrVO9EiI6KKtBspEFwgRPTExUdexHikR3awTHTjuQBffITrRGx5CRA/kRBdoRXTR1vfs2VPb1SQB2L9/P9asWQOLxYJhw4Yp04WILs4TUH8ieqBrRb3HuVRWVmLv3r3YvHkzcnNza1QBQgghhBBCCCGkMVJeXq6KY3E4HH6ZsEJ8TE9PR5cuXQAA3333HQC1iC7EpmAP+UYu8UjEudRWJroQWimiB0d0dIhzoHWiC/Gxtp3osttcXlbOQweOd5CUlpaiU6dOAGouoofqRBdQRG94iM7BcDLRRWxQfn4+rx31yKJFiwAAvXv3ViKUgONxLnSi61BYWIiZM2di4MCBiI+PR1ZWFjp37ozU1FS0adMGN910E1auXFmjyhBCCCGEEEIIIY2FoqIilcPSbrf7OdFLS0sBVEdOjBw5EgDw9ttvAwD+/vvvenOi12Umuvhfjm4g/mgjXOTPwoku3Ne17URv3rw5unbtCkAtjMl56EDtiOhmnehCiBXfncLCwqAD85K6xczAouI6Il877Xa7Is5GRUVh69atdVFdosOKFSsAAAMGDFBNl53o4hzWVKQ2ixDRzXS41bkT/YUXXkBWVhZmzZqFIUOGYN68eVizZg22bNmCFStW4LHHHkNVVRXOOeccnHvuubXauF999VVkZWUhKioK//jHP/D7778bLjt79mxYLBbVP+0rSYQQQgghhBBCSDgUFxerRHSHw2EookdFRWHUqFGw2Wz45ZdfsGrVKnz55Zd+InowJ58ZEd1IKAjmHg/XiR5MRHc4HADoRA+GPJioQJxX4UQXwmJtO9EB4LLLLsNll10WUEQ3inP57bffwhpgNBwnujy4LztqGhZGA4uKziBZRNc60UXbioqKQklJSV1Ul+jwyy+/AAD69eunmq7nRK9rEb1BOtFXrlyJpUuX4vfff8ejjz6KYcOGoVu3bujQoQP69OmDG264AbNmzcLBgwcxfPhw/PzzzzWqlBGffvop7r77bjz22GNYtWoVevTogWHDhgUcPCI+Ph7Z2dnKv5qMEk0IIYQQQgghhAi0IrqeE12IndHR0UhPT8dVV10FAHjooYfw7bffhuxEFwK3VjSQhVczInogl2+kBhYVx0YIwRTRA6PNQbdYLH6Z6OL/SDrRjc6jzWZD9+7dlU4QILATvXXr1gCAlJQUfPfdd5g1a1bIdTLbRoHjInphYaHSycA21rAw40QX5zmQiC46I0ndUlhYiPXr1wPwF9FFfFJiYmKDdqLLIrqZe1sgTInon3zyifIaTyBcLhduvfVW3HDDDTWqlBEvvPACbrrpJowZMwZdunTB66+/DrfbjXfffddwHYvFgvT0dOVf8+bNa6VuhBBCCCGEEEKaFqWlpX5OdG2chOxEB4BHHnkEVqsVCxYsQGFhoSImmc1EN5ovD/Zo5GY3m4ke6sCiwTLRxXIUOAOjdaLLHSNCJBaidV2I6AJZRG/Xrp1qniyii+U6dOigzA9V/AzFiS5iJLxeL9LT0wHQid7QkEX01atXKzHQenEusohut9uVa6bL5aKIXk/88ssv8Hq9yMzMRIsWLZTpFRUVygDZLVu2VKbXlxO9QQ8sWh9UVFTgzz//xJAhQ5RpVqsVQ4YMUfJ59CgqKkKbNm3QunVrXHLJJdiwYUPA7ZSXl6OgoED1jxBCCCGEEEII0aIV0QEEdKIDwMknn4wbb7xRmS8MazXNRJcF10AiuiCQQGk2zsVsJrrgjz/+wOWXXx607KZKIBFdONAjKaJr3ZxmRPRBgwap5gmhU24zwpEOQBHazBJKJrrNZlMGOhXbZEdNw0Jc1xwOB7766it88803OHDggCKiFxQUKB2AjHNpeMyfPx8AMGzYMNX07Oxs+Hw+xMbGIiEhocE70UPpIA6EPfgi1TlYZpk7d27YlQlETk4OPB6Pn5O8efPm2LRpk+46nTp1wrvvvovu3bsjPz8fzz33HPr3748NGzagVatWuutMmTIFkydPjnj9CSGEEEIIIaSpUFpaikceeQQXX3wxBg4cWN/VqTX0RHThvJSXAaAan+vpp5/Gt99+i7i4OLRq1Qrbt2+vcZyLeGXdarUaiuhy2TWNcwklE10u7/PPP0dOTg5SUlKCbqOpoY1zkd8uEE50h8MBm81Wp050ORa3f//+qnmiPh6PBx6PB8nJyarIl0OHDiErK8t0nUJxogNARkYGcnJyFCc6RfSGhbgeOp1Opb2tX78eSUlJAKojsUS7kzsgbTabEgHDOJf6wefz4auvvgIADB8+XDVv3759AIBWrVopY1CKdXw+n6nvbk0IJRO9zp3oCQkJyr/4+HgsWrQIf/zxhzL/zz//xKJFi5SepIZCv379cP311+PUU0/FwIEDMXfuXKSmpuKNN94wXOfBBx9Efn6+8m/v3r11WGNCCCGEEEIIafj4fD5lUDE9ZsyYgRdeeMHPtRppvF5v0IE4g/Hhhx/i66+/Npz/888/46qrrsL+/fv95umJ6No4F60THQBSU1OxZcsWrFmzRhGYayqiy+K5GRG9LgYWFSKYdp/Wrl0btPymSCAnelRUlGqQ0bp0ostivtyOxbputxtAtQiamZmpmh+qE93MGw4yQjwXjnSmCTQshIguv82wfv165c2KoqIipX3J1x05zoUiev3w559/Yv/+/YiJicFZZ52lmie+1yLiRf6u1vSebIZwM9HrRESfNWuW8q958+a44oorsHPnTsydOxdz587Fjh07cNVVV9VqT3JKSgpsNpvfBfjQoUPKRTMYDocDPXv2xLZt2wyXcblciI+PV/0jhBBCCCGEkKZCaWkpBgwYgEceecRwmbvuugvNmjUzjMvcsmVL0O3k5OQEjdsUr4wbMXjwYHTp0sVPuBb8/vvvGDx4sMoEJrNt2zaMHDkSF110keF2zjzzTHz66ad48MEH/eaVlZWpxCFA7ab0+Xy6TnQAcLvdcLlcihhQ0zgXi8USkoiuJ1DKbsJgyLEbwTLR5ZgGgCK6EYFEdIvFohpctC6d6A888AAuv/xy/PTTT7rzhUu+pKQEbdq0AQBFSxGDD5rFTLuSycjIAADExcUBoBO9oSGua3LbKigoUK6bsogut3cOLFr/zJs3DwBw3nnn+d2/xPVHXJPk72p9iOiBOtzqXESXeffdd3HvvfeqeiJtNhvuvvvugAN81hSn04nTTjsNixYtUqZ5vV4sWrTIb4RYIzweD9atW6dcZAkhhBBCCCGkoXDw4EGsW7cu4DKRcFnu2bMH06dPN3SSf/HFF1i2bBmefvppwzJefvllVFRUGC6jFZb16NSpE0455RTDeM4vvvgCLVq0wOOPP647v7y8HEuXLsWWLVsMj9s//vEPLF68GCNHjtSdv3nzZuVzMFEyHCd6VVWV8tCudfDKy8jr1ZUTPRIDi5rNRK+srMSUKVOUY7BmzZqg5TdFxHkT3x9ZdwGOi9WRdKLL7cjoPLZs2RJz5swxfLNE1KuwsFDJJheO9FDraTZySCBMlU6nE06nkyJ6A0M40bXnUrS78vJyUyI6M9HrHiGia6NcgOPfa3GO6suJ3uAHFq2qqtL9kbNp06ZaD5C/++678dZbb+G9997Dxo0bcdttt6G4uBhjxowBAFx//fUqd8ATTzyBH374ATt27MCqVatw3XXXYffu3Rg7dmyt1pMQQgghhBDStFi0aBHuvfdeQ0d0cXExJk6ciN9++82wjG7duqF79+6GovLXX3+NxMRETJkypUZ1PfPMM3H33XfjoYce0p0vixXBHoZl0UNGFtG1A20C1WJtbm4uAODHH3/ULWPEiBEAqp/r9Dh27Jjy2ei4C4zcsDk5OcpnvQ4KWZATr63L6Inosutadk9qnXwCcXxq6kSPRJxLKE70UDLRAeDf//43/vOf/wCgE90Icd7EcdN+v2rDiS6fOzOitR5CRD9y5IgSq5KWlgYg+HczEGac6G63W/luxcfHM86lgSFEdO25lK9Rop3L1wtZRHe5XHSi1zF79uzBhg0bYLPZcP755/vNF+dVRHbJbm/tm0e1QaNxoo8ZMwY33ngjXnjhBSxbtgzLli3D888/j7Fjxypidm1x5ZVX4rnnnsOkSZNw6qmnYs2aNfj++++VwUb37NmD7OxsZfljx47hpptuQufOnXH++eejoKAAv/zyC7p06VKr9SSEEEIIIYQ0DMrKynRF3FDJzc0NKAYNGTIEzz//PN555x3d+VOmTMG0adPQt29fwzKEoPv555/rzn/ooYfg8/kMxW+ziEECv/nmm6DLHj161G+a7GA3EtHlB1pZqBbIQpcZ17oeubm5SExMRGpqqiLIy8iiS/v27XXL2LNnj/K5sLDQb74cN6MnLOuJ6HJ7k4VOIxFdiAFClGgImejaz3qYEdHlc1tRUYGTTz4ZALBjx46AZTdVxPkRx037/ZKd6NoBbMMh0iK6OK/Hjh1T9iHU62+wNqqHiHKJj4+nE72BYXTflKOwRDuXrxd2u10RaC0WC0X0Omb16tUAqjv3xSCwMlonut1uV+5lDdmJbqaDOBD6v3gC8NxzzyE9PR3PP/+8IlhnZGTgvvvuwz333FOjypjhjjvuwB133KE7b/Hixaq/p0+fjunTp9d6nQghhBBCCCENj6qqKpxyyimw2+2Ko0qPoqIirF27Fv369dN9ENu0aRN69uyJCy64wFDgFuzbt093erD4Clk4MsoTz8rKUmJLqqqqDAVssxiJunl5ecrnI0eOKI5SgRxrUlxcrFuGLEjn5OT4RWoeOHAgYBnycczKytLdRm5uLu666y4A+oMX/vXXX8pnMfChll27dimf9Rys69evVz7LzneBWSe6y+UyFAS1cS7BBAghAmjbaiTiXOQ6er1ew++M2Eaw7GqLxQKn04mKigpUVFTAYrEgISEB+fn5KC8vV0QyUo3Wia49/pF2oldVVUVURD98+DCA6u+8dsBcs8gil9n6xMfH48iRI3SiN0BEZ49WvCwsLERMTAwKCgqU86x1osuieiQ6jYh5xP2ze/fuuvMDOdHrUkQXBHOihxJVFoiQr5BWqxUTJ07E/v37kZeXh7y8POzfvx8TJ04MeIMlhBBCCCGEkLrk0KFD2L59OzZv3qzKvtZy8cUX44wzzsCcOXN05z/22GMoKyvDF198oTtfFoETExN1lwkmBskuu61bt+ou07JlS+Xz33//rbvM/Pnz8eijj+L333/XnS8/3BoJmLJzXIhiMrLArSdeA9WC9IABA5CRkaHrRJeFeL2olRUrVujWWUZeT88xv2rVKuWzkTtVuPIBfSe6fJz1RPSysjJF+BEP6fLDvRA6jfLQ5eXrIhM9FHHDTKyMmVfpRTvLy8vDp59+ihtuuAGA/hsKTR1tJrq2o0x2XEcqzkXWccw6v7WIeglkEV0eF8AMsthqtj5iEFM60RseQmwVbVtcCwsLCxEbG6tq4/I9SbRL0QZqEgtEQkd02Hfr1s1vntfr1XWiRyoyxQyNJs5FJj4+XrlYEUIIIYQQQghQnaltJPKGwurVq7Fw4cKw15cdiX/++afhcj/99BMA4L333tOdLwvSeq8C7927V/kcyJEbqAw5ImXTpk26y8ii2cqVK/3mV1RU4NJLL8VTTz2FwYMH65Zx+PBhdOnSBaNGjfITvgSyIB2uiB4bG4uzzjoLN998s65YKjvR9UR02Q0vf5aRy9Vb5uDBg8pnI2EtmBNdFs6NImOEiK7nwhOdI0auf8BfRPf5fAFfOQ8kogdzAhrlqQu0TvRAmIlzAY6LZvv370dVVZWiI1BE9yeYiC5iFZKTkyPuRLdYLDV2oguOHDmiaoOhZCSH60QHqsV8iugNCxHnI9qDiGPWE9Hl66SYLtpAJGLZiHkCOdHlDg1xziIpVJtBK6IH6nCr14FFgeqMviuuuAJ9+/ZFr169VP8IIYQQQgghJy4+nw/vvPMOfv31V8NlBg0ahK5du2LRokVhb2fnzp3o1asXzjnnHNW4R6EgiylGIrostHbo0MFvfkFBgUpo1YsekUV0oygB+QFPFszlabGxsUhLS0NeXp7uPsvblrO65TLEA2JJSYlqgFDB2rVrcfnllyMrK0s35xRQi9N6ArcZEV3ETmjLEwQT0WWBsLCwUFeEk8+v3nGX3f16IrvX6w2aiV5WVoakpCT0799fd34wET2YE93n8/llostlGa0D+IsGFovFdJyLkeAgC5hmRHQzLkAhssjftZSUFIroOgQT0cWgncnJyRGJLZEz0cMV0AF/ET0nJ0fVfkJxEdfUic44l4aFaNNCBE9PTwfgL6JXVlbqOtHF/3UREUKqKS4uVt6I0xPRxb3KarUq549OdANeeukljBkzBs2bN8fq1avRp08fNGvWDDt27MB5551Xo8oQQgghhBBCwqOyshILFiwwzKgWy9Q0V3TBggUYO3Ys+vXrZ7iMcEm/++67YW/nvvvuUz7LkRsyJSUl+PTTTw2dh2ZE9N9++035rCfUbt++XfW3XmyILKLrCa2AWhTWEw8LCwsxbtw43HbbbUhKStLdJ/ncGgnxMnpikpy3buQODeZEl6NYjh07ptum5AdavTIOHDiAHj164KKLLtI9HlqXrd6+yPur12EgT8vPz9fN5JXdjUZC/OjRozF06FB0797dr4zS0lK/WFM9J7qRiO71enWzowM96It5Nc1E1yNcJ3ogsVOI6HKHC0V0fcR5E8KUtm2JuCiHw6Hb+RQqshM9kiL6kSNHUFlZqRJIzVITJzrjXBoeok2L65vsRI+JiVE6jLTjfIi2L+ZTRK87Fi9eDK/Xi8zMTOV8ychRLuLab7PZlHPU0ET0enWiv/baa3jzzTfx8ssvw+l0YuLEiVi4cCHGjx/PixUhhBBCCCH1xMMPP4xzzz0Xd999t+58j8eDHj16oHv37jV6GF2yZInpZQM9rJSWluLdd99VOYFlli1bpnzWE2EB4O6778ZVV12F6667Tne+/HwiDzIpI0e16LmVteJsuCK6HAWiJx4WFBQoYmO7du10y5FFdL3OkqKiIlx00UW4/PLLYbPZdMuQp9lsNpVbW69+ekLdgQMH0Lt3b9xyyy2Ii4vTPT+yGKIXg3LgwAEMHz4cvXr10hWYxUN6QkICrFar7rmRxXu9aAt53zwej98x055bI6e5EOg6dOjgt45eB4Lc7rW5sVrkjgyzIrognEx0Ixe7XKbZAdhCjXORvzspKSkREYFPNII50W02m9KW9DrSQiVSTnSn04mMjAw4HA789ddfKCsrQ2VlpfKWRjhO9FDy2eU4F72xC0j9Id5YEW07NTUVwPG3r0Qb93g8qoFExXQxLVDEFYks3377LQDgggsu0P0eagcVBerHiW52UOR6daLv2bMH/fv3B1B9MxQ/NEaOHIlPPvmkRpUhhBBCCCGEhMe0adMAAG+++abu/J07d2Ljxo3YsmWLYQSH1+sN6g49dOiQ8lAVzF1oJORVVlbitNNOw4033ogHHnjAsC7iYdtIbHvjjTcAAF9//bXu/Pz8fNjtdthsNhQUFOjWVxbx9cQXrfCqJ6LL8SZGUQLyenrHWBaa3W63rkAWTEQ/duwYevXqhS5dumDw4MGG8STydvSObTAnelFREc4//3ykp6djwIABfu1J5F4L9I6JHO1hlP/eo0cPTJgwAWeeeaauiC4L0HrnVttBoDV9aQVxvXrKx8vr9fq1EXm74nsRihNdXt+siG5mYFGj9c1kootlgolWXq/XlACr14FAJ7o+Wie6VkQHjueih5IzbkSkRHQAuPHGGzFx4kQliqqyslIRQMPJsw5FRE9ISABQHSNVWVlp2JlJ6h6Px6MSW5OTkwFUt9+4uDiViK7nRDcaAJvUDj6fD9988w0A4Pzzz9ddRq9zuD4y0RuFiJ6enq78wMvMzFSyEHfu3MmeIUIIIYQQQkLE6/XirbfeqtFAnPLvcPGAqmXbtm3KZz1nMADMnDkTqampeP/993Xnl5eXIz09Hddffz0Afee2mUzlhQsXYuPGjQCA5cuX65ZxySWX4Pbbb8eAAQMMnejByMvLUyJSLBZL0IgUPRG9pKQEDocDl112GXr27BlURDfjRNcrQ65bSkpKWE50+Xz06dNHVxSWBd7o6Gi/Y+v1elV11RPZZfE5Ojrab3+ys7NVD7R6bm1ZMLZYLH4iW1lZGYYPHw4AGDhwoG5bCzZYq1ZE15Zhxokub8Nms/m1EbEfVqtV2We5Lmad6PJDPmBORK9JnIuRQBnKa+9mM9H1OhAoousTLM4FAFq0aAGg+rjW1I0eqTgXoLrODodD5T4PR0QPx4keFRWldC5kZGSo3g4i9YvH41Gufw6HA9HR0Upbi4+PN3Sii7Zv1AFJaoeNGzdi9+7dcLlcGDx4sO4yDcWJLl8jzMa51FS3DvkqedZZZ2H+/PkAgDFjxuDf//43hg4diiuvvBKXXnppjSpDCCGEEEJIU+ODDz7AzTffjK5duxouc88996Bz5866QiKgFsjbt2+vu4ycha0n4gLAHXfcAQAYNWqU7vxDhw7B6XQiKysLrVu31hXjZVHHSMiTB83UZukC1eJny5YtAVQ/f4QrthUUFCAxMRHNmjVDYmKiroju9Xpx3nnnGcYAFBcX4+yzz0a3bt1w8cUX6x67wsJCDBkyBHfddZeuYOzxeJCXl4eYmBhYLBbDTHRBSkqKrjgmi756GeCyaO5wOILGGug50fPy8mCxWDBixAj07dtXd3+151UrVhu96SAji4PJycl+bUl22ebm5uq2fa1LV/twrD1G4TjRZVEnISHB73iIehqJ6MGc6LKIDiCoCOH1ehXhoLbiXEIR0UPJRJeJi4sz7MxryphxoouBGZOTk1XjE4RDJJ3oAlk4r6s4F6BaPAeqOxm6du2K119/PaT1Se0gi+giQ1tcD2NiYoI60cWyeh1KJPIIF/rgwYNVA4TLNEYnutmYsmCEfJV888038fDDDwMAxo0bh3fffRedO3fGE088gZkzZ9aoMoQQQgghhJxIbN26FdOmTdPNaxb88ssvQct54YUXsGnTJsyaNUt3vjw4ptHAoZs3b1Y+G4nobdq0UT7riZayKNuzZ09dEUwWKo3qIouVemVoxd9wx16SRdKUlBTdcjIyMtCnTx/cdddduvtcXFyMHj16KH8bCfr//Oc/kZiYqPvQmZeXh1atWuHee+/F+eefr1uGXNfU1FRdQbeqqgoDBgxAQkKCrhNd66TW21/5QdPtdvs50XNzc9GjRw907doVw4YN092OLGbEx8f7idHa86cnfsjidLNmzfzagfaNBr0OAbncqKgov46H0tJSpKWlKR012vNbXFyM4cOH4/LLL4fVatV1osvit81m8ztewmFrs9n8hHDAvBNdiEfBRIhA7u/6cKKHE+ciltXrCGrqiPMm2pKeiN6sWTPlf/ktmHCIpBNdUB9OdOC4Q1+I6bfddltI65PaQSuiA9X3HvG/nHlOEb3+EXno2iiXyspKLF26FEeOHNF1ote3iB7oelFvA4tWVVXhqaeeUuXXXXXVVXjppZdw5513KhdLQgghhBBCSPWbmxMnTsS1115ruEywB0NZfDDK25ad3UbLmHGii1xZAPjhhx/85suvyLdr105XAJe3b+SE1oroWgextlwz+bZ6r+jK7kcjEV08zNtsNqSlpfmVU1RUpBIB9fYpMzNT+awnFh09ehRDhgwBAJx++um6Irrc0eJwOHT3uVevXjjrrLMwevRoXXE7WDyJz+cLKjwXFRWhefPmhmUCUD33JSYmBnV06wmB8jFNSkry2x/5QTc6OtpPAK+qqlLtS3R0tJ8jPikpCbfddhvuuecedO3a1a+MwsJC9OjRA126dMGgQYN0vztaB7m2bcrOYb3vsqhTWloaZs2a5dcGxXkXQlJNnOjy4H1Gedm15UQ3G+fidrsRFxcXsI5NGTNxLiKyKykpqcYiekN0ogvCFdFbt26t26FF6oeqqirlei9EV3HfjYqKUnUg9u7dW1lPtCPRCap3HyGRpaKiQonYO/fcc1XzVq9ejR9//BGvvvqq8ttCvo835IFF601Et9vtmDp1Km92hBBCCCGEmEA8jMydO9fQiSc/GOo51uVoDKP8W1mYMxKc09PT8fDDD+Oaa64xdFPL0R67du3ymy8LyG63O6gT3SiuIT8/HykpKXA4HKioqPATP7VCtXY+UC022Ww2dOvWDS6XS9dFLj8spaamBh2cUs/hbSbyQ+580HuQy83NVTm29DoxtM9YeqKyEOsTExN1RXTtcdIuU1FR4Zchql2nqKjIMFdfIIui8fHxftvRtlPZdS72RXbs2+12v3Mun7uoqCi/c6f9Prndbr99EUINUN3RoRWw5XPZt29f3e+OVrjRtgdRT1lE18tET01Nxe7du/H555+r1hf7nZiYqCrPyEnekJzosqBv1omelpamDBjs8/k4rpoGuT3J/8vEx8fD6/XCZrPVOPu7NkT0mjrRBaGK6K1atQJQfXwGDRoEQN3BTOoHeWBRcS0Q9xCXy6US0ceMGYMXX3wRAwYMwAUXXAAASqeb0+lkp0gts2HDBlRWViIpKcnPeLB161bls3j7Ub7H1qcTPdi1q95EdAA4++yzsWTJkhptlBBCCGlsvPrqq+jTp0/Yg9sRQk48fD4fJkyYgOnTpxsu06FDB+XzokWLdJeRf9DrDeJ44MAB5bORYCILjAUFBX7CVFVVFdq3bw+73Y6OHTvquql9Ph+Ki4vRu3dv2O12XUFRnuZwOIIOkGnkRC8tLcW4ceNwzTXXAPAX27Vip54Ak5ubi8suuwyXXXYZBg8erHvsZBenkRNdFrejo6P96qyNpAnmzNYTvY4dO6YSEvU6S7TnTCsIl5SUqERfPYFJW1dtGeLvqqoqxRmqJ6ILRydQvW9aQVYbWWPU8SDEdO0DbllZmarjQV5WIB8Pm83mJ6Jrj6GeE13ruteLcxE4HA7d+CHt+dQuI76/TqdT99yXlpaqjtfevXtV3xvR3kTHRU3jXMR6de1EN5uJnpqainbt2gGoFscocqoxE+ci5+/X9HdpbcS5yMJ5TeJcQq2P0+lUOmj69u2L2NhY7N69O6QySOQJFOdit9uVaeLadtddd2Hp0qXo1KkTgOMielRUVMBoPFJzVq1aBQD4xz/+gZkzZ2LGjBn49ddf4fP5VIkkgpNOOkn5XJ9O9AYtop933nl44IEHcO+99+KTTz7B/PnzVf8IIYSQE5E77rgDK1euxP3331/fVSGE1AE+nw9///13wDcwf/nlF8yYMQN33323oZtSFj0DCeADBgxAy5YtdR3i2dnZSEhIQGZmpqEgUFpaiokTJ6Jv376orKz0E/q0YreemJyfn4+LL74Y559/Pi644AJdET1Y9rUop2XLlhg0aBCOHTume2yEQJSVlaXraNe6vT0ej185hw4dQpcuXQBUR6ToieiyQK4nonu9XpXApxcboj2WekKrLKJHR0f7LVNQUKASjfUe4oKJ6MXFxaq6Jicn63aWyGgFB/F3WVmZImpplzl27JjKXRYbG6sSm6uqqvwiTrT7K28H8H/ALS4u9hPig+Vja4+Htn26XC4/MV8WIKOjo/22oS1Tezx9Pp+fCKiNpZBFdKM4F+GQFciDQYq2L3KuI5WJHq6IXhuZ6HJ7SUtLUzKrTzrpJPz444+m4pqaCmZEdOC4CGkU32WWhhjnEm4mOlD9xtXu3btht9txww03qMYCIfWDnogurgl2u11py0bXLHHvdLlcum+lkcixevVqANVj3lRUVMDr9WLBggU4cOAACgsL/b6TYpBjgE50Q26//XYcOnQIL7zwAq699loMHz5c+XfppZfWqDKEEEJIQ0cevI8QcuLy1ltvoWvXrnj44YcNl9mxY4fyWU8E8vl88Hq96Nu3L6xWq67g7PV60bJlS5x11lkYNmyYoRN9/PjxGDNmjKHY5HK5EB0djWHDhiE2NtZPWNG6FfWiQI4cOYL27dsDAE499VTdbWnFUj0xPi8vD2PHjsXAgQPRqVOnoOV07tzZ79ho6+dyufzKkcWRQ4cO+R07r9erEu/0BPLS0lLVw5eeE13roNQ+rGm3ExMT43f88/LyVA+feuKQmCb2XSs6lZSUKI48oPrhVbuMEODEQ6K27rK4LZbRlqF1hMfFxanOR2lpqd9YWEYdDdp8Z3lftGVoBW7tMTJqe/Kx1rYRbeeGdhvBXI1lZWVKR4wQ9owctbITXa57WVkZWrZsqVpW7iyTnegOh8PvHGoJFKFiRkQX5RqJDrWRiS53/ogOQfHd27ZtG7766quA22lKaEV0ozEzRKeL0eDNZmmIA4sKwqnPhRdeqByTpKQk7NmzJ+QySGQJNrBoMBFddLhGRUXp/nYhkWPVqlWqtwOA6nufuEa3aNECV1xxBaxWK4YPH66619GJboDX6zX8Z5S7RgghhJwo0NFCSNPgnnvuAQBMnTrVcJkdO3YoorOeg7ygoADXXnsthg0bhrPPPls3j3vv3r2KANu6dWtdET07O1t5QIiOjtYV/uSHzz59+viJuFonul4ZWqFdT/zWPuTqZbTL24qPj9ftPJAfeNq3b+/nRBdipxBe3G6337bkrHi32+13DioqKvwerPTEbRk9EV27z1pBOD8/X7WdmJgYv2MXyCENVD+kijKMHM+FhYXKAGtA9T5rRWEh9AqBWft8Jlx8paWlysOvVtzS1jUuLk517EtKSlQOf726ijLFNux2u8rlLZdh5IjXnjttPcUxrqioUPZT20a0UT3a46Wtt1bYLysrU8QEUR/5mMr7JGf7ypSWlipuPSF8yt9z0faTk5NVmb9mnOjajoZgmehyfSPlRDeTie5wOJTjKAZ9lLe/ffv2GovBJwpmnegicslisdQoV742neibNm1S6lYXA4sC1d/Djz/+WGm7Pp/PcCwRUjfoZaIL4dzpdCqf5Xu6jFjHZrMZDopOak5hYSH+/PNPnHTSSfB6vUhMTFQGFxW/Dzt37owuXbrg0Ucfxamnnqpavz6c6GbuP2K+fE2oCZG5ShJCCCENlAMHDmD69Om64pXA4/Hg/fffx5o1a3Tnyzdbr9fL144JaQKIARwB/YeBsrIy+Hw+XHfddUhLS9MV0Y8ePaoMFnjKKafoisnBHOOAWuiNiYnRjYWR3YrNmjULKhbrOb7k7HXAX/SQI1XEg6zeq9WyGGo0+KgsDMXFxRnmkIuy9ARj+VocFxfnd+zEuh6PRzmHWjFFW7fo6Gi/Y6c9VlqhVVt3PRFdKxBrRejKyko/YVQrgubm5qpEJb34EjFfnDtt25Wd6ELo0u6f9jhr41z0XORagVuUKbbhdDpVImlRUZFShtjPYCK6tp7iGHs8HmWeXHePx+P3JoJ237T1jo6OVh2z0tJS5Vxp6yvWF205KipK2V+tE128QSDGSMjJyUFFRQXy8/OV71BSUlKNRXSLxaIcC73vuOxij0QmutfrNZWJbrFYMH78eNx9993KOenUqROefPJJlJaWwufzYefOnQG31VQQ7UscVyMRvU2bNgCqv59G4qMZatOJ/uGHH+LFF18EUHdOdEGbNm2Ue9r27dvDLofUDHENEUK4uJ6K60BZWZkiohuNj+BwOJRyajqQLjHmf//7HyoqKtCnTx8AQNeuXdG9e3fV78vu3bsD0L/e16cTPViHm9VqVX6/1okT/T//+Y/pAvfu3Yvly5eHXSFCCCEkkgwZMgR33303Hn30Ud35Pp8PV199NR599FGMHDlSdxmtSPHXX39FvJ6EkLqjoKAg6INY69atcckllyAlJUX3AVwWTs866yxdEV0ehMnlcumK6FpRV68c+Qd/cnKy7jKyKKsX52ImN1crxGhjBIQA6fV6FcFTz10o1zcmJkZ3v+VXhfWEdiG4CCHQ7Xb7CfayKKs38KQ4tuXl5cqDlvZ6LuomyoqOjvZbRutekusOHO+gEGXoDWCpddlqRXQx3+fzKQKU9kFPW6beq+3BHijFMSwrK1O2oxVbtXXVE9FF/UUb0ZYhhEAhjjgcDpWAXVRUpNRVHFftdoV4aPTgK+ok3ooWdZPny+cqKirKT0QX9RTbiIuLU7UzeV/F8ZI71ktLSxXhPDo6WllGPv6lpaXKGwRZWVkAqr/nM2fOVAYljouLg8vliqgTXU9EN+Mcr41MdKC6LcTHxyt/9+nTB16vF3///TcAYNu2bQHXbyqYjXMRA9EmJibWaPDM2nSiA8fvaWad6D6fL2hHjxnatWun3Lv5Fmn9IdqzUZxLSUmJEtdiNC6GxWJRytm3b1+t1rcp88033wA4biLp2rUr3G43Ro0ahaioKJx66qmqa7iWxpKJLqIWw8XUVXLmzJno3Lkzpk6dio0bN/rNz8/Px7fffotrrrkGvXr14isWhBBCap1PPvkEkyZNCjjoHwDlvrVgwQLd+b/99hu6dOmCMWPG4MCBA7qveOXn5yMhIUEZJV5vdHLBzz//jNGjRyujmxNCGh6XXHIJMjMzdX/XCrp3745TTz0VF110Ef744w+/+bIw3LFjR90YFvlhT881DPiL6HoZ47IgkZyc7CdK+3w+1SCNeiK62I4Qp7XxGtp9AvwfSoTIWV5e7idwGhEXF+fnyvZ6var6xsTE+InoWhe2nhPdKO9bIERn2XVttIzYvp5bWSAEUu2xk7O5xYOZ9lgKAUnrMtXOr6ioUI6N9thqz6lWRPf5fMp5ES4/7XZEOygrK1OW0T5MyoI+4B/nUlxcrAjLRm52sa7YF5vNpqqr2BdZMNOKbKJso7YmzpP8QCwL4NqYHavV6ifUi/VEHeLi4vzEfjFPiD9yPeTOiKioKF0RXXZatmzZEg6HAz6fT9VGTjrpJACIiIgeyIkeaF1BbWSi69GlSxd07NhRGVvCyIXa1DDrRBdvObndbtX4HKFSGyK6/KaKuE6bdaLLbzcYdSCYoUOHDkoHzaZNmxjpUk8YieiiY7GoqEiJuWrdunXQ8vTe1iM1x+v14ptvvkFMTIxyb0hLSwNQLarfd999GD58eMAyGksmOlCzSBdTV8klS5bg2WefxcKFC3HKKacgPj4eHTt2RLdu3dCqVSs0a9YMN9xwAzIzM7F+/XpcfPHFYVeIEEJI4+HBBx9E//79dV2GtYnP58M111yDJ598Ek899ZThcnK92rZtq7uMPODQsGHDdAWs/Px8XHzxxbjqqqswcOBAwx9wP/30E84880y89957mDZtmtndIYTUMYsXLwYAxQWq5dixY4rolZmZiXXr1vktIwvkVqtVV0TXm6ZF6y7WE9q1Irpefri8jJ6ILsRFIWjHxMSENcgiUC2yChFV++AiZ3uLumhF9IKCAtUyei598bAji8La+mof0rQirLieV1ZWKvXVyxkXdQKqxR8jsUXOcJXFWDmbWwhFweJzHA6HSlSSOyiE00srcmoHHNWK6HI+aEJCgrIdGXEMy8vLDUV0bZ65tgOosLBQOX9GrnmxrpzhLrcDUZ7H41GEMq3IJovTescjWJSQ3IlilP+u3ZbWiS5HxojzL7fdiooKpY06nU6lncl1lR/0Y2JikJqa6rd90UlvRkQPFMkSiogeqYFFzWbS6m3nX//6l/IGzOHDh+tEeGnomBXRo6KilGVrMnhmbcS5yNcd0Q7Njp9nNiIoGC1btsSxY8ewb98+eL1emlvqCXHetZno4t4gR5m98847huWINqUXD0dqzqpVq3Dw4EFlrIX4+HjVtcdMh1ZjcaIDNauf6avkxRdfjIULF+LQoUN4//33cccdd+Daa6/F448/jt9++w0HDhzA//3f/6F58+ZhV4YQQkjj4v/+7/+wYsUKPPbYYxEtd9u2bQFHX5fFoaeeesrQNfjzzz/jnHPOQUJCguHNUn57qnXr1n6ZwEC1oNauXTsAwKBBgwyzJ//880/lM18dJaRhIl9bfvvtN91lNm3apHz2er26Yri2M81M3rnedSiY2Orz+VTRH2632++tT+HgFEKs0+k0jBMR5euJ20JgNHJLy0KveADWPlhpB/PUc6KL+sp1NBKuZbFeW45wEhkNpCiWr6qqUh7ctSKqEEzLy8uV8rT3FLE/Qtx2Op2qdiQ+V1VVKedYz30PQCW4ymXITnThMNUef22EjlZElzsIhINMK6KL/fV6vbrOarEfwPFzq62rfK6MhHhR99jYWN1BP8Ux9ng8um72yspKZfsiT9zoeMhCm9y5ITpR5DcntN8vsa7YDz0nuqiPkYgu6u9wOAw7l4Dqc2+z2fyel2NiYpSOfpfLVasDi8rO8UgNLFoTwXPIkCHIzc2Fx+NBZWVlwPFrmgra668Z8cpMXJcRtR3nItpQOCJ6TepjtVrRrl07rFy5EkD1/T6cXHZSM8R5Fx2V8v/aaDQjwxNw/K0mvlFQO3z99dcAgDPOOAPA8TddQqExOdHrREQXpKSkYPjw4bjrrrvwwAMPYOzYsTjttNMidsElhBBS/xw6dAgdOnTAvffea7iM7Pb6/PPPazzSNVB9Q3v11VcxbNgwjBkzxnC5ffv2ITY2Fs2aNYPH4zF8jXX16tXo168f7rjjDkP3uCx0REdH67p5tPnDem51QO2O2LFjR0SOCSEkssidYOvWrdN1NcnL6Im3gL/4rSdiaKMj9K4J4oFQCMtaIaq8vFwRUcTDqHbbor45OTnKg4HR4JhyzEYwkV/rgJRF9GBOZ4HedsQxLykpUZ4hZHFDrkd0dLSuCAscP1Ziurb+YrrsItaeA7FPRkIscFzEEvvscrlU+ykLwqIcI9e8nK8tC9PysU1JSVG2K9dXO1io1iEuC/FCqNWeH/nerRUwtHWVxQ752IvPVVVVftnuYrrc8SDanp6ILkfQyCKbHCkjHub1vhtA9XHSi4QR39vy8nLlOGjbiDi3on1oOyZEPauqqlTRNILKykrlODkcDuWY6j0bi+VkEf2UU07BzTffrBqANZjoWJOBRSPtRK+p4HnKKafA5/Mpv9FqMkDmiYJZJ7q8TLC3iAJRmwOLAghZVJPbaE3iXIDqSJf169fDarWiuLgYa9asqVF5JHQCZfyLDlKg+n4WqK0nJSUB8L8/k5pTXl6ODz74AADQrVs3AOGJ6PJvlroQ0UOJE6tXEZ0QQsiJz6uvvgoAePvttw0f4uRc8OzsbN2B9wRFRUX44osvgv7wWb16NY4cOYKRI0fi999/N1xuz549GDVqFMaNG4ekpCTs379fdznxMG2321WvlMtoHzz0BhvUuj71XiEHqoWhCy64AJmZmcjPz+cYIYQ0QA4fPoxzzjkHY8aMgcPhwM6dO/2W0Xac6f3YFoKgeGDQuy5os2CtVqthrrN4C0b7ECkE6IqKCmVdI1FaXsZocExZNNSWI9YVAojL5TKMHBEZprJzVt4fOR/cKPfd4/HoOoQrKioUESUmJka5D8nCtM/nU/ZFO/CnQBwDn8+niKRGQqzValXmGQ1wKUR0u92u6lgR517O9za6TwiRVS8iRey7EFldLpeqHG0Ujc1mUx1bPRHdZrOp1pM7DYxiUrQDqGpFdHmAWT0hXj5+CQkJyrmV90X+rBcJI46NHG9js9n82omYrhcJI7vIhdgvtxFZwJe3YeSYF78jZLedkRNdFhNE3cSxSk9PV8rv2LGj0q7EsaiJE10egM/IiV5fA4vqkZaWhmbNminiOUX00ER08d2picNaFtFrKloL5M47sT9mRatIOdGBahHd6/Uq15tgA4qTyCPOv2jHcnuWRXRxjzZCvF1FIs+rr76KHTt2ICMjA23atAFwvNMiFOx2e8jf95rQaJzohBBCTnzy8/Nx3XXX4fLLL8eGDRt0lzlw4ACysrLQu3dvAIFHS582bRpGjBiBESNGBNyuHK1w9tlnG76eumvXLqSkpMBisaBbt26GIrr8sBwfH+8nsHi9XuVmL8R0Pcd6sLgFeXunn346xowZg7S0NGzdulV3OUJI/bF7927069cPmZmZ6NSpk+5AweLaIzrC9GIKhFAoHsq1Aifg/xqz1uXq9XoV8UN21coIQV/OPde6nEV9ZfFBFim9Xq9y/ROxFYBxtqgQFN1ut0pQlEV0kescFRWl6owUdSsuLtYVv7X11RNQxXY8Hg9iYmJ0Oyrk2BhxXLTXeHl54SLWDgoqD7Qqjr3RAJfJycnKNFlEl5cXAoG2g1a0ITlXXS5DFtHFsdUK7aKuskArnx857iUjI0OZLt9LRV2tVqtuPImMPPirXA+500C0Jz0nvxDAxbmV24Es5gvhWW4DsotcOOIcDofu8ZDPnXx/FvX0eDy6HQZyhnxcXFzAY+rz+VRZ9XIHmSyiy8dD23El5slOdK3br6YiurxeMBE9UgOLhpuJLrZ1yimnKNfhQL8lmwryOAFAYBFd/o7WZHsNyYkeaREdqH5uAPRj10jtYtaJLv820aNly5YAqu+LRm8Ek9Dx+XyKee6JJ55Q7n/hOtHrOs4l2P1MoDd+T7hQRCeEkCZEZWUl1qxZE/DGkZeXp/Q+t2zZEr/88ovucnv37sWoUaNw/vnn46STTtLNEhd8/fXXGD16NFatWoWNGzcaLicLOunp6YbLyqJX+/btdUX00tJS1Y/4hIQEPzG8qKhIcW0JN6peHqd2MDejH/Xyg07//v2xbds23eUIIfXH7t27lc+ZmZm6zkch9oksdO13Xs/xrffAIAt0QLXgIT/Ey5EWQqBzOByqssR1sbS0VBEbtS5n8dBjsViU65As7Bo5u7UPouLhVjw8RUdHq4ReWRwVblqt0CuuoSUlJUp5WkFZXj6Qk7msrAyxsbHKsZbLEcegsrJS9SAuI2dmCxex0+lUHRshutrtduXYaaNlxHFPTExUjp2eMG2z2XSPP6DOCBd/y8dWjp4Rwpi200VsW24j8nz5rYXmzZsry8jnWa6rENG1HTeirrKwLAvgsoiu5/AX56+iogJxcXFKPeR2K78BoOcSF8emrKxMcWprHfHi3DmdTt1IGHl7eh0G8nmOjY3VjZ2RRfS4uDilfHkf5SgWuT3L9RPbAKq/V126dEFGRoYiDAmcTmdQJ1+ggUXl9YLFuTSETHSgOtJF/AbbtWuXoVGhqeD1elVObm0kk4zcwRQutSGi62Wi14eIfvbZZwOA8izDzP26R1xz9N52kO/dwcZWFJ3LcXFxNClFkO+//x47duxATEwMrrnmGuU70hgy0UMZz0HMj0T9KKITQkgT4tlnn8XTTz+NiRMnGi6jHRBz7dq1usvJQlS3bt0MRXSfz4dzzjkHbdq0wbXXXotPP/1Ud7nCwkLVg5PD4cD69et1l5Uf5o0GA9XGMSQnJ/sNDigelGXHpF6upHjQFgKFkVtCfnhOT0/njzxC6hiv14sZM2bg559/NlxGvn60bdvWz4nu8XiUa5H40a11Wwvh0miwQYF4WBQdk1oRXZRTUlKiiGlRUVEqgVY80FRWVirXGK1AK8RCWZCUxURR96qqKsTFxSn7p33bRwiRor7R0dGqZeRBOEVud1RUlOqYimuv3JGpjUcRy8tuaCMnsxzFped4Ly0tVURWo4FQ7Xa70kkRHR2tqq/8toAQfuRjV1BQoBwXWUTXE3Ptdruyz3rRK8Bxlz+gdrPL0TPiHGo7KOQsdD13vjhXlZWViI6OVu5d8nbkusrufL26xsbG6sbTyC5yvZxwse/l5eUqIV4+f7KrXs/NLs5RRUWFcjy0TnRxLlwul+65k9ud3n1b1KGqqko1AKrRYK0xMTGqDh5Rhp4TXa6LVkQHgCuuuAK33HKL37FvjE70mgqePXv2xOHDh1FaWoqqqqomH7khx1xZLJaAESviOux2u8MWhU5kJ3qnTp3QrVs35b6kfdYgtY/cngHjOJdOnToFLEdcP2NjY1WDv5Pwefvtt3H++ecDAC699FLYbDbFuCE6LUKhPpzooYrokchsD/uqVFFRgc2bN/MiRAghjYjs7Gx07doVTqcTS5cu1V1GG99i9MqcLCB06tTJUETfunWr8gDsdrsNlxNC1pEjR5QHKPH6pRb5RmmxWHQjCYQ7XQhWSUlJflEtsoguhA2jh07g+IBwcXFxfqJQWVmZ6sdgSkqK7iClhJDa4+WXX8axY8fw/vvv6/5AlmNNAKiyeAVCcKyqqlKcOLGxsapOOCGyFRcXKzmd2mzwqqoq5WFRLON2u1VOOCHElZaWKi6s6OholdAuhNGqqipFcNb+/pbFYiHi6Yno4jqlF1shR6uIhyer1aqqi+wOFuKN3W7XFf1lN6WR6G+z2XSFXFHf8vJyxMTEKNd8uRxRRmlpqSL6ax+i5LgPI3e3LEyL/ZePnXwPTEhI0BVaRRlyJrb2HIljIQ+0KYvbQjSWs8qtVqvq2MpZ5UIAlYVpeYBVeYBJIxFdL+Nb/C3qqieiy29lyedP2xmtfUtAvm/K9Qgkons8HtUAp8HOnV5Uj8ViUbbhcDiU6WI/RGeYXuyMWMZiscDtdvuJ6NpM9KioKD8nuDieZqI3GoKIHooTPRKC5xVXXIHExETFeGA0WHxTwePxqNpUIJo3b67Ev+gNgG2GSIrWAj0nutEYS1oiObAoAIwYMQIlJSWGA3OT2qWqqkp1HuXPcntr165dwHLEvcThcGDLli0RrmXTY+3atdi3bx/OOOMMAMC///1v5Vk8Li7OcCyxQDQGJ3q9iOglJSW48cYb4Xa70bVrV0UguPPOO/F///d/YVeEEEJI7VJQUKAIIw6HA1999ZXuckJoFmK33kAv2jgYh8Nh+KNU62TXyw0GjmcP5+TkKD909cTxqqoqP6eldgA94LiIvmfPHvh8PjgcDj8BX6xXVFSkRBPo/WAXP+bT0tIUR4XsxAeqOyiA4z/O5d58QkjtU1ZWpgi+LVu2xP/+9z+/ZYqLixWXpfj+a69dQjQtLCxUxO+4uDiV2C7nfmdmZgKoFtrlsoTo6PV6FZe52+1WidKyuC1EdIfDoRqUWB7AVDxEaq/B4rrqcDiUa7a8jOzslkVN+dopi7GpqamK0KjnnPd6vSpBUBZ6xWc561ornsj1leNN9OqbmJiozJPjN2QRXdzbtK5eIWIKcRPwd87LwrReNrdoD+Xl5ao8dbkMsbzT6VTEWqMOFTkjXO/4W61W1XZkYUzci6Kjo3U7FmQRHYCua16uq2gLTqdTdf6FIB0fH69sRxbA5UgYWdgQ50QcMxHnIpDLkKNp9N7mkPPMZUFR734fHR0dUESXxX65nnKuudvtVtbVE/vFWxNinuz6l+vndDqVdcrLy1XzG4qIHix+pS4z0YHq6+vtt9+uiOeBBqpvCshtPlAeOlD9lqW4Roc7mH1tO9Hrc2BRoDpeETh+LaWIXrfIGf/aNyu6du2KZs2a4Z///KeqzejhcDiUaw1NSjXD5/Phm2++AVAdebRixQr06tVLeU5u0aJFWOXWtRM9HBFdUKci+oMPPoi1a9di8eLFqtfWhwwZYviKPiGEkPpHHrQT0P+x7fV6Ve4qoPqhT3ujKSwsVJxK4se7kTguxGUxWJTRA4Goz9GjRxVBWy+7/dChQ7BarSgrK1OEE70HRfHqptfrVeqmdZzKTnThgHA6nartyj/+kpKSlAd47evGovf+8OHDyoOyXjQMIaR2WLx4serv//73v37LyAK5nhgKHBfH8vPzlcEZnU6nKvZFjmERy7jdblWMlCinrKxMeSCxWq0qZ7Msoqenpyt1kq/PskNZOOMtFovqOiVEO5fLpYjS8nytE11v8FF57IfExETdyBfZQW61Wv2iruT62u125VlBe40W67lcLlUciFbEFCK6uG/I7m75+ModENo8c7EdPRFdPkZRUVHKMvJ0cZ8Q5erFqOiJ6HqdGEB1JIxe25Mzwq1Wq64ALovo4r4k76+2Les5q+VjIt7AcjqdyjKy6JuUlKS7Hb1IGKfTqRwTIVYJMVBP8JePmV4kjGiz8hsSWie6IDo6WnfgUFFnOWZFu6/i/+joaGVdPRFdxM6IfRDnRetEd7lcyrkrLS1FWVmZUv+6EtEDOe3MiN51nYkOAFdddZUioh84cMAvkq8pIcdfBHOiJyQkKIYNbWRhKNs7UTPRgeq4IOD4MwBF9LpFbs9ao5Lb7cadd96JoUOHmipL3LN4DmvGpEmTVPdjYaATz+zywOSh0Bic6PWSiT5v3jy88sorOOOMM1Q3yq5duzb5XmNCSNMiNzcXr732Gl555RW/aI+GiMg6F73MsbGxfkKw+CFeUVGB9u3bA6j+ga4Vn8Vy8iCkRuK47OIDquMT9B6OxLScnBx07doVgP7Dg4ibOXbsmFJHh8PhJ+ILgUU4CwH/Bww5kqFz584Aqh9yZQFLdq6mpqYqD9TaHGXxA6SoqEj58aEVugghtYd2DIWjR4/6ff/E9Sg/P19xyGpjN4Q4VlRUhNatW+t+5/XiXBwOh+paKa4JpaWlaNasme5gnloRXWxLfotFXDttNptyvZUFS+D4w0B0dHRQZ3dsbKzyICvfu8Q2hdAuypSd0KK+WlFbFjZFmVFRUbpvMgHHRfXo6GiVk1mOtxHbk0V0WYwX9aqsrFRF6ujFfcguc1mIraysVJ5nYmNjdXOztSK6XoyKICoqSvcVaLmDQnZm68WGaPdV3h85q1zcH+X2K46bqKNWrJcfGuWOBZvNpuynLE4kJiYq25FFdFE3u92uyisX29E64vXeJJDfABDHzEhEl0VqPWe+fO7k51PZ7S4L8XKevqiXy+VS1pV/T8j7KnduiPMitwOtE72srEw1ILCZ1+PNiOjBBhYVdWwsmehA9eCiUVFRynVz5syZuh0mTYFQnOgJCQnKb1YhgIWzvRNZRG/WrBnatGmj3OP0BhMntYdsRqppPE/r1q0BVN8/tGN4EXP8/fffWL58OYDj92QxsHNjc6I3mkz0I0eOKD9UZYTIQAg5sfjyyy9x//33Y926daaW9/l8ho7kE437778f48aNw5133olnnnkm6PIFBQWYMWOGcqOqa8SPR3HzSElJwY8//qi7TG5uLk466STl5qTNpxSC99GjR9GlSxcA1T/ktYKVPEBfWloavF4voqOjdduTELiPHj2Kfv36Aah+xVd24QHAtm3blP0QEQmJiYl+Dw/i4TguLk55uNbmu2vFMp/PB6vVqspil93q8v1PK8iLh5iqqirlR15cXJxhpjwhxDw+nw/Z2dn49ttvdYUhr9erdJyJ72xCQoLfuArie5ufn4+srCwA/j+8ZYG8ZcuWyg9tbeea+D89PV1ZRh53QVwnKysrVQ8W8jVNHqgzPT1dV2gX91Sn06k40aOiolQxKwK3260MsqknSAqBXC+rXJRXXl6uGrhSTyDXZofL+yTKdLvdhiK6OBZut1sRlWUBXI4DSUhIULYnP/ToxdxoRXT5uOi5mcX+iDICZXOLe5nWrezz+VQOcb1ODLE/ZWVliImJ0XU8i4dZbSyJnA0ui+h6+e1yJIyM1nkNVLch+fV58f2RM/hjY2N1OzBE3bTitDiucgcPcLwt6o2lJcfKyMKb3DbFNqxWq+r8iv2MiYlRzp3c7uVOFD0RXTt4qZ7rXpQhjoP2vMj1tNvtqmx4rRM9WFyBWCaSTnS932VmMtHFesGMAJESYC0WC6688kplwECPx2P62eNEIxQnusPhUK6F4br3G9rAopF6u0GmV69eSgzjxo0bI1JmXVFRUYFff/0VJSUlWLVqFT799FOMHz8er7zyCl544QWMGzcOzz77LMrKylBWVobffvsNr7zyCsaPH98gvkNyew7WKRQMMfhoSkoKrrjiihrXrSny0UcfKb9/KyoqYLFYcOzYMezfv1+5hrRq1SqsshuDE71eRPTTTz9dyc8Bjl/Y3n77bUX0IIScGGzfvh1XXnklpk6dit69ewft8Z0/fz4yMjIQGxuLX375pY5qWT9UVVVh06ZNuPfee3HZZZfh9ddfN3y1zOv14q233sLQoUMxceJE3HDDDXVbWVTfZMRDXZs2bZTP2nMqi+gdOnRQHoS1jnWRN56bm4uBAwcCqH7tW+vOzs/PVwY369y5s/LQqf0BW1FRoTwE2Gw2tG3bFl6vF3a73W8EduEgiYmJQXJysrJtUSeB2Mfk5GTl9T/tg70QC4qLi9GsWTPlYVjO2pOF9pSUFOXBQCuOC3ecxWJRxPakpCQlxkbG6/Vi3bp1HBiHEJMsWLAAb7zxBmbNmoWZM2f6zc/JyYHVakVFRYXykJWcnIwlS5aolhPf7fLycnTs2BFAtfApO4LFd1mI6OK3ruyAFd//kpISZWA3UQ+BuJ6KH+qiHHlb4r5RVlam6qST41HkgY2FUBgdHa3ryI2JiVGEdofDoXLEiv2Oj4/XHfxS7JOcIy2vKy+vjT2R90ksExMTo4ijRu6zmJgYpSxZhNXGgejlXcsxN2J/7Ha76tosi6yyqCPKF9d84RAXcRuyiChnc8v7ItatqqpSjr9RJ4Y4n0Ks1csZF+UbieiyWBsfH68rostZ5eLYyNsR871eL9xuN2w2m19HiOzSt1qtusde4HA4VCKfHLEjoyfEi7pFRUUp7cRut/vVVWxHIHfYiP2MiYnRdbOLOkdHR6veRDByoovtGHUYyMgdYGIdq9UKi8WirF9eXo7S0tKQRHR5gOKaiujafTGzrphuVmiQXfE1FWAff/xxbNu2TblOh5vx3dgJZWBR4Ph3JdyIi4Y2sGgk25Rg8ODB2LlzJ7xeL4qKinQ7oRsKBQUFuOuuuzBy5Eh89NFHuPvuu9GvXz/ExMTgtNNOw1VXXYWXX34Zd955J+655x689tpreOCBB5Tnnb59++LOO+/Eyy+/jL59+2LChAn1+l2KpBNdxH02b94c69atU/1Wqk+Ki4vx9ttvY8KECbjppptUhoqGxk8//aSY0B588EFFMF+6dCmA6g4KIwNEMOojEz3Y/UygFdFr8qZ4yFelZ555Bg899BBuu+02VFVVYcaMGTjnnHMwa9YsPP3002FXhBDS8HjggQdw+umnY+LEibj11lvx+OOPGy7r9Xrx4osvKnmk06ZNq7uK1gM//PADBg4ciJiYGHTr1g2nn3463nvvPd1lP/74Y/z8888477zzMG7cOGzZsiXi4mlFRQW+//57fPTRR7ouvCNHjsBisaCkpAS9e/dWbo5aN7UQqHNzc9G+fXvlB6/2x4B43auqqgrNmzdXHkj14hREed27d1ceYoWbXCDEppKSEpx88smw2WxKmdqoMDE9IyNDiTZISEhQidXyTTU9PR0pKSlKfWXEj6/y8nK43W5lf+XOAPFDu7CwEKmpqYrIos2elXOARb30RHSfz4ePP/4YX3zxBT7++GP89NNPIIQYk5+fjxUrVgCojg/UZp8Dxzv2srOz0bt3b2UwYW2HrriWxcTEKA9jiYmJqte7xXWrvLwczZo1U8QAuRNOXLM8Hg/i4uKUH+Pyg7m2o00vh1wsY7FYVNnRepEkbrdbJaLLMSNivfj4eOX643K5FLFYjkdJSkrSzSoX10OtWCwLomKePC6SdhlR3/j4eKUDU5tVLtdXL2ZF/C+W025P3idZ6JX3QxaGhKNa+zaALNjGxcUpQqw80KY8QKx8XMT+yGKvLKLL+yzOgxDctUK8XL4221uO4hHbjYuL081v10bCaKNnxHwxkKaok3xMtM77QMKvVkQX+ym2J7avJ06Lc+NyuZRjBqg7HEQZcl6+aBuyWzU2Nla5N+s5HeWBR/VEdFGWXj3lfZUR+yjOsSwYiM8izkVsW46XM0J2ohuJjqGI6NrfPaGK6MGEBnm/a+oabtasGZ588kmsWbMGgP7g8k2B/2fvvMOjqvI3/k5L751QQov0rkgXV5pKsWFDVER017rWH+66rnUtu7KKHRVBFOyg4gooTek19CYtCSG9JzOZ+vsjz/dw7p07k5lJISHfz/PwkGTu3Hvm3jv33vOe97xff5278nfDV6Favb2GFtHV6wfOX5wLANx33334+OOPxTO5Vs2U5sILL7yAuXPn4rPPPsNtt92Gd955x22ZlJQUTJ48GbfeeiseffRR3HHHHUhOTobNZkNiYiKuuuoqXHzxxaiursabb76Jm2++2W3/ywarxkQW0evrRI+LixMD6wkJCTh27FhDNLFekKFs1qxZePPNN/HRRx/h0UcfPd/N0qS0tBQFBQUwGAwIDw9HbGysqAlGxjqaTR0ILcGJfl4y0UeMGIGMjAzY7Xb06dMHq1atQlJSEjZv3oxBgwYF3BCGYZoOh8OBL774ArNnz8ZTTz2Fzz//3G2ZjRs3YuPGjRg3bhxCQ0MRExMDg8Hg5jQGah/QP/roI4waNQozZ87ErbfeipUrV7boOgn5+fleswU3bNigeBAYMGAAvv76a7flXC4XVq5cKW5QUVFRmDJlCubPn6+5XofDgcrKSuTk5OD06dPIz8/H119/7TUC5ujRo5g7dy62bNmCY8eOYcqUKW6ROhTHkpeXh0suuUSIR2pnNglRVMyNHnrUjg1yu5CgQ51ItThOUyeLi4vRq1cvcWNWi/K0/pKSElEAiG5uJNgTtN87d+6M8PBwEcEii9VyVm5qaqoYcZc74sC5znhERAR0Op24wcqODWprVVUVYmJihMtTvY9J4IiLixMiVlhYmFsF+dOnTyv20/r165u1Y4Fhzjc//vijQpxJTU11G7CjGSv5+fno1auXEKvU9yy6NiQmJorvcnR0tGI5WiYkJEThcpZdw7QMCZF07ZCFc1qGrqNaESp0DVJ3MNXXZtqWXBxTHgQEau83UVFRQggOCQlRFFIFakW96OhozQKHcjyKVnvlaAj1+7XywSMjI8U+lgV9p9MpPq8c1SJHsZDISW3QKhpJ2zQYDDAYDG6FUOX9TNd4daFNWoay4skRLQut8v6V20Tbk93s8kyAoKAgxawG+uyAe6a8vH51pIw8i4D+lx388j1NHQmjFutl4V8toqsjTuQZEJ4gV73azS4L4PI+k9sqD5CEhYWJfSPHycjLqZ358qCM2omujt6RZyLIx5b2radZAOrPKqMemJDfQ5+lpqYGVVVV4jM0VJxLXZno9RXR/SksqnVM60NiYqIQz5uzW1imuroaDoejwdrrrxM9ODgYNpsNLpcroAjBxhDR5fvl+c5EB2qvC7fddpu4Ph87duy8D9JUV1e7zR44deqUEM0HDx7s9p7x48dj7dq1yMnJwZIlSzBy5EhERkaiY8eOuOOOO/Cvf/0Lr7/+Ov75z3/il19+wXvvvYc2bdqguroaTz/9tFhPVVUV3nnnHfznP/9p9Fmx3gqL+ovBYBB9unbt2jULEf3vf/87du7cicTERNx3330AaiNTvvvuOzz55JN46qmnNJ/pzgcrVqzAyJEjAQDdu3eHTqcTGgXRoUOHgNffWjLRAxoK6tKlCz788MOAN1of3nnnHfz73/9Gbm4u+vXrh7feekvzAkN8/fXX+Mc//oFTp04hPT0dr776Kq666iq/t/voo48iPDwc1113nYguuNCx2Ww+3bibKy6XC0VFRVi7di1+/vlnXHXVVSLjs3PnzsjKykJSUhJ69+6NoKCgCybTv6qqCnl5eYiOjkZ8fLzb6y6XCwsXLkRmZqbogB05cgS5ublCWAWAp59+Gn/6058A1IqChYWF6Nq1K1atWoXbb79dsc6ff/5ZIXSmp6dj0qRJuOKKK7Br1y4RuSFTU1OD7OxsrFu3Dj/++CN2796Nzp07o2vXrpg9e7YoGOkPci6pFqWlpSguLkZUVBTi4+M1l62qqsLq1auxa9cuAMCUKVOEqEvIHbeuXbuiqqoKZ8+eRXBwMA4fPozu3buL1zdu3Ii0tDQAwJgxY7BmzRokJSVh3bp1bu11OBz48MMP3USfqqoqfPLJJ3jkkUcwZswYxXuKi4vx9ddfw2aziRzb/v37Y9euXRgyZIhYjopxWiwWxMXFIT09HadPn0ZISAgsFos4F+iBko4ZdbLVN3+5SChwrmOoHngg8d7pdCI8PBx9+/ZFbm4uDAYDzp49Kwpw0kNkSUkJxo0bp1inLGhXV1eLjmxaWpqYcq/T6TRFsIqKCrRr104USAkPD0dhYSESExPhcDjEsZRFD0AphMmRDHq9HomJiW6dFLmzkJqaKqZj6/V6MZBA0Lk1cOBAmM1mHDp0COvXr8fUqVPFdgDthwGn04mqqiohCHmivLwcFosFCQkJjeIqCoSqqipkZGTAarUiNjZWuFQ9fRdbG3a7HWVlZZrX7eaCy+VCRUUFIiMjodPpUFVVhTNnzuDMmTM4cOCAyBnv2rUr+vfv75PrEqi99snFA2UKCwtx7Ngx6HQ6HD58GOnp6YiLi8P333+P3r17i+XoWkMFF2NjY5GXl+dW9Jk6c2lpaQqXtBwHRQIbCarh4eGoqalRiFEkoMnrcLlcCgc5rUcW78xms+Ieoi7UaTKZ4HA4xN/l+4Sc2a3X64XYKLvMo6OjxX43GAzi2ioXejSZTJoiuhyPQu212+3ic8vtVse0aLnMZWd3SEgIKisrERcXJzI4gdprL+0fuWgkHTc6J9SDFVrL2O12GI1Gt3XQbAHan/JnlQXwiIgIt2iZ+Ph4sR5ZEK6pqRHCq7wOOQc+ODgY5eXliIuLcyvsScdZywUoR8rI61eL6J4KacrOfE+ueVlEVw8sqONrtAYw6Gc618hpKA9gy5+BRD6500ptCwkJgV6vF5EqsmtfXgchR7AAtcc0LCxM0T76nLJTXUtEp30qzwJQzzKTvw/y77R9uR0E/Wy1WhV/96Vf1RCZ6Hq9XnwftOJc6sqbDtSJ3tAiemlpqcLF2tjY7XZs27YNhYWFuPzyyxVFgD2xbds2/O9//0NoaCjMZjNuueUWESkWKP460aOjo1FcXIzk5GQUFRVp9rvq2l5Di9Zas5NcLledfbXGag9xxx134O2330bbtm3x9ttvIz09HZMnT9a8JzYGGzZswJIlSzB06FD85z//wenTp7Fr1y506tQJhw8fxlVXXQWz2Yxhw4Zhw4YNeO211/Cvf/0LDzzwAIxGIxISElBUVITly5fj+PHjKC0tRXh4OLp37449e/agpqYGx48fx/Hjx/G///0PcXFxuOeeewDUxnh88sknmDFjBpYvXy6eD7766ivcd999+PXXX5Genu7W760vDRnnAtSK56dOnUK7du3Oeyzm2bNnhTHuq6++wujRo1FUVIQvv/wS119/PYDac3jRokXo0KEDrrrqKvztb39rkPPabrfjwIEDCA4ORteuXX26Vixfvhxdu3aFy+XCqFGjAEAMShD1uX61Fie6TyK6P1lD1JloDL788ks8+uijeP/993HppZfijTfewPjx43HkyBHNYqebNm3CLbfcgpdffhkTJ07E4sWLcc0112DXrl2KjpcvJCYmwmAwYOHChfj444/hcDjQt29f3HnnnUhISPB4QbBarTh8+LAQisLDw3Hq1Cl07drVoxthw4YN2LNnj8grzM3NRefOnTFo0CCcOnUKv//+O9q2bYsJEybgxIkTGDhwIDIyMhAaGopBgwYpvkAul0s4h+T/7XY7qqqqUF5eDqvVCpPJhJKSEqxYsQJHjhxBRUUFMjIycPHFF+PVV19FaWkpzpw5g9GjR8PlcmHz5s2w2+3IzMxEWVkZhgwZgoiICMTHx8PpdKJDhw4oKyvDmTNn0L17d6/V6DMzM7Fjxw7odDoMGjQIbdu2RXFxMcxmM9q1a+f3RcZms2HHjh1YuXKl+FubNm2wceNGhIeHw2g0YteuXaiqqkJpaSkKCwtRXV2NDh064Pbbb8ewYcO8XuBpWmZdNwGr1Ypt27ahbdu2OHjwIP744w/MmDFDfEdcLhd+//135ObmYvjw4SgoKEBCQoLXQg6bN2/Gjh07EBUVhbS0NHTr1k2cW8XFxVi3bh327dsnHngjIiJQUlKCJ554QoiEv//+OzIzM+F0OrFjxw60adMG7du3x08//YSZM2cCqB2dz8jIEANG06dPx6uvvoqQkBC3LOs//vgDO3fuBAB88cUXePnll7Fv3z706NEDx48fx6effoq//vWvYnmn04ktW7Zg7dq1sNlssFgsqKmpgcFgwO7du7FhwwYsXrwYd999N1544QVYrVZkZ2cjOzsbOTk5qKmpERnb5eXl4qH10KFDMJvNSExMFJ2lTp064YorroDdbscPP/ygEILJxXPzzTejR48eAGrF2oULFyqueT/88AM6dOigELZ+/fVXBAUFoaysDNdeey0yMzPx5ZdfYuDAgfj5558VIvqvv/4Ko9GIqqoqDB8+HFVVVdi8eTPS0tKwe/duDBw4UCy7b98+IQTTFGDKaB08eDCWLFmCxYsXY/78+aL9P/zwA2w2GzIzM/H555/jvvvuQ3R0NDZt2qQQ0Wm9dB6kp6fj119/RUJCAo4cOYJ+/foJUVmn0wnhPzY2FuXl5ZriEQBx/kVHR8Nqtbo5Kiguhjoi5ESPi4vDpk2bxAMGCeWlpaXi4S0qKgpWq1UhStFy5eXlYtCHxAjZASSL6KmpqaJDERERgczMTCQmJipEjeTkZPF6dXW1ohNN5wNdi9q0aYM//vhDca2VRZtOnToBOCdAySK63W4X36GLLroIH3zwAaKjo3HgwAF069YNP/74I15++WU4nU48/fTTePLJJ3HixAlkZmbi22+/xbJly2Cz2ZCcnIxnn30WVqsVDocDGzduxIEDBxASEoIOHToIF0FMTAwmTpyIrl27ijaQM04WFYDagYODBw8iKysL0dHR6Nu3L/R6PSwWizgfgNrjX1VVhdDQUISGhrp1hpxOJ7Zv346PPvoIhYWFSEpKElmzdB5UVVUhPz8feXl5cLlcmDFjBq644gpERERAr9f7LL5arVafnH3V1dXIzc1FQUEBunXrhpiYGGzZsgWzZ89Gz549UVFRgZ07d+Kxxx7D9OnTva7T5XKhpKREdFoNBgOKioqQmpqKpUuXYvHixYiNjcX06dORlJSExMREpKamimsDHQuXy4V9+/Zhx44dOHToEL755htkZ2fjrbfewrRp08TgrsFgQF5eHhITE30e2LZYLDh9+jSOHTuGXr16iXMyUE6dOoV3330XeXl5CA8PVzizg4ODxQB1UVERtm/fjqKiIuj1ekyfPh3Dhw9Hu3btPIoR2dnZmDBhAvLy8jBr1iwMGDAAEyZMEMuvWrUKOp0OR44cwb333ostW7agpqZGMTvH6XTCYrHAYDCgV69eAGqnOufl5cFoNAoxqaamRnxv09PTYTQahWFAHgAkUYxmlERGRqK4uFghKpEwRVFRISEhMJvNivsMbY/ETlpGvp6S2Cc7rquqqhTCNX3HoqKiYDKZxACdXKyS/o+MjFScv3RdpGsaPbtoZZWri1IGBwcrRHRZlKZnGa18cK2oFlkcpe3Y7XbExcUpvu9qJzMJuCRwyO2ldtExpQ4R3TPUeecyWu5ued/J0TLyAAG9VlNTI7anFqZpHXI+u1qYNZlMsFgsis6cnN8ufy7avlwMNSwszE1sl9cjZ8TL69AS0dXZ77RvqG3ywA2hjtlRR63Q9mShXF0knF6j9dvtdgQHB4vl1LFCame+LGKHhoaK+Bwa5JDFX/nYyjMetER0eVvyz+rX1CK6DG27pqZG87vhjYYS0UmI9eZE99Se8+1Er6ioENftsrIyv0VhX3C5XPjtt9+wbds29OrVC/Pnz8fOnTtx6tQpBAUF4aKLLsLkyZORlpaGyy+/HF27dhX7LT8/H0uXLoXJZBKzDen7s2TJEkyYMAGDBw922x82mw3Lli1D165dvQqV/jrRY2JiUFJSguTk5IBy0RtDtO7Tp4/4WR11VFcfujEKixL9+vXD0aNH4XQ60b59exw5cgTffvstbrvttkY3nVRWVuKGG26Aw+EQ/f9Bgwbhvffew4ABA7B48WKkp6dj+PDhGDVqFN59910YDAY88sgjYh1FRUUKc1FERARuv/12JCUlYezYscjJycHZs2exe/duFBYWKtz2/fr1w1133YVvvvkGl1xyifi73W7H+++/D6vVioMHDyI9Pd2rduMvDVlYFDhX9LI5ONFfeeUVBAcHY/r06cjIyEB2djYuu+wycT1o3749EhISkJeXh++//x7/+Mc/8OOPP+KFF14QprFAWb9+PX7//XcAwJAhQzBhwgSvy2/fvl0UFB08eLCIUTMajejevTsOHz6MP/3pTwHnoQNKJ3pTRAWdr8KiPp3FMTExdV7AaFSxMXfWnDlzMGvWLMyYMQMA8P777+Onn37C/PnzMXv2bLfl33zzTUyYMAFPPPEEgNp8qV9++QVvv/023n//fc1t1NTUKFxLsphmNBoV0xvMZjPee+89sW+sViv69++PpKQkMQK4c+dOWK1WGI1GmEwmUbWdpt3InYqQkBBYrVbYbDYYDAbFPt+/f79i6nJ2djY++ugjAMCaNWvE32nKs/zPX2j06eKLLwZQ+zBAUJSP+uGN2qD1QEcRCXJUAqA9Gr1nzx4AEC4su92OqKgo6PV6mM1mREREwGw2o6ysDDabDXa7HSEhIRgwYACSk5ORl5enWcTPZDKJCwVtMzw8HOHh4YrRt9WrV2P16tUwGo3iWMTHxwsX2qJFi3DixAnExMRg7NixsNls4mElLS0NsbGxKCsrQ2xsLKqrq8Wxp2Px8ssvw2AwiGJf9OXds2eP275THz/556KiIpw8eRLr1q2DxWJBfHw8KisrxTKlpaWIiopCZWUlnE4nbr31Vtx000344Ycf0L17d5hMJvz222/4/PPPcc0116Bt27bIyspCfn4+kpKSsGDBAvTv3x9A7cyT2NhY9OzZEydOnIDRaITZbBadni1btgCodWLMnDkT1157LVJSUrBy5UqMGTMG//jHPzB+/Hj06NEDTqcTy5cvF05coPa8v/TSS3HppZeKv9G+/89//lPnBZE6Qlqjprm5uYqoGpfLheLiYkRHR4uOxbRp08RshISEBISEhKCoqAjff/89Ro4cifT0dKxbt06IvQCwbt06hIaGwmKxIDw8HBdddJE4p+gcBmovztXV1QgLC0O7du2g0+kwZMgQbNq0CZ06dcLnn38uRHSHwyEKeqxZswa///47Jk2ahFmzZgEAtm7dig4dOiAvLw8dO3ZEbm4uXnnlFZSVlcFqtWLp0qXo37+/EApkV7bL5RKDZSTwx8fHw+VyISQkBHv37kW/fv1QWloKnU4Hm82Gnj17iv26fft2sR6dTidEAbPZLGYMtG3bFidPnnTrTJLjkMR76giRcEz7lWYyVFVViWllqampOHXqlKIDSN/voqIiIV6FhYWhoqJCIbZTPAqJ6NQJMRqNOHnyJAYNGqSIDaDrQExMDKqrqxWfg5ajDjjdB0JDQ0WHne4V5eXl4gElISEBubm5ikKDZ8+ehc1mg9FoxDXXXIMjR47ghhtuQK9evfDKK6+I621wcDA2bNgAs9ksOhuJiYm49957AdQ+8C5fvhyHDh3Cnj17YLVaERcXh+uvv1647p1OJ0pLS7Fo0SLRYQgKCkJ0dLTYd1arFSUlJYqp8MTGjRuxb98+bN68GQMHDkTbtm0RERGBqKgoca2hwayIiAh07twZdrsdZ8+ehU6nQ9u2bd3cDUR4eDg6deokxN3Dhw+LOA6bzSau8dQxLCoqgtFoFN/z6upqHDt2DNXV1UhLS0NKSgqqqqpETqIsdsoRFHQO03R/6kSEh4fjqquuwsGDB8XzhMlkQkREhLhXyevxdl2i2XF0bSRcLpfiuyQTEhKC2267DUBtpNKrr77q9l6g9vxVuwMpoojc3PSPXl+3bh0MBgP0ej0MBoOY8m21WpGYmIjExEQxUE4zPWgmk9VqRXV1NXQ6HcLCwuoU49u1a6cYCM7OzsaXX34p2tmxY0f06NFDDCweOHAAv/32GwYNGiQGdn/88Uc89dRTeO655zB69GgcPXoULpcLJ06cwOjRo2GxWLB161YYDAYxi6awsFB8Nppt2KFDB+zZswexsbHIyckRg/tA7bVLHhgCzg3QyREgZNCIiYnB6dOn3TKqgXNFrsLDw2E2mxXvJxGIxM7Q0FCUlJRoxm+Q6EkiuhwHAdR+n+k5hgQGEhvVIjq5ek0mk6JwKXBOkNEqfknbok5uaGiooi2y8CwPYlKb1PsvJibGa/wMFTkl55L8mWi/0LMG7UNZUKJ7A/3Nk4hOUS2A54xwcqJruZXVruqQkBBUVFQohFJaR1hYmGJQwFOhTfn5X73f5CKb8owpOaaGnmHldgHukTCeomfkTHR6j3weyfuTlqNrjZzp7qnArHqAQ6tTrn5NHQlDv8sxAE6n063wqM1mQ0hICEJDQ8WzTllZmRjooUEUeXBJLaITWjMe1GK/fP+T2ykjO9H9FRQaQkQns0lwcHC9C4vW5USXX28IwTMxMRFA7QBgYmIiSkpKGlxEr6iowA033IBVq1Yp/m4ymTBq1CgMHTpUnNs5OTn4/PPPERkZiZ49e8Jms+HYsWOK76+aFStWICQkRPSliF27duHAgQM4cOAA+vfv73F/yTOzfBEdY2JixMByICJ6Y8SndOrUCdu3b8eUKVMUz8H+iuiNIWxPnz4ds2bNwujRo3HFFVcIswo9vzcGLpcLc+bMweWXX4709HS3z3XkyBFFNLI8Ow6o1RlGjhwJu92OwsJCcR/o16+f4j7buXNndO7cGcOHD0dlZSVyc3Nht9vxzTffIC4uDj179lTUBrn66quxfv16xT1o06ZNGDdunOK8qA8N7UQnQ1ZSUhL27dtX7/UFAg2kORwOPPzww2LmH33/1INkycnJuOeee/DWW29h27ZtGD9+PO6//3488sgjaNOmjagD0a9fP59mRZjNZmzdulX8vn37dgwZMkT0t4mtW7di27ZtSEhIwNq1a5GamoqKigq3ZI5JkyZh4MCBSE9P939nSATiRD927BgOHTqECRMm+GSMkmnWInpzKHpmtVqxc+dOPPXUU+Jver0eY8aMEcWm1GzevNkt1H/8+PFYtmyZx+28/PLLeO6559z+Pnv2bNjtduzcuRN79+6F2WxGUVERIiMjFVmXdGOk32UnqBY1NTXiZHE6nUJkb2xoynFlZSUsFotC3Cdx0GAwwGg0Ki526uJNgWxXxtPDAxU7kN8XEhICu90Ok8kkBCCCnMpEaWkpjh8/jkmTJuGOO+5AVVWVEH6jo6NRUVEBi8WCgoIC5OTk4NSpU8JZSs4rcvJUVlaKB/pJkya5tVXuiFMeqcPhEO48T/uBMjzrC3W4dTodjh8/jtWrV+Ps2bOIiYnBlClT0LFjRwwePBgHDx5Er169oNfrkZOTgxdffBFt27bFkCFDcOTIEfTo0QObN2/G5MmT8cUXX2Dy5MkAzt0Exo0bh+eeew7JycnYsGEDxo4di9LSUpHtvGXLFlFM9NJLL8Xu3buRn5+PCRMmoGfPnli0aBFCQkLEYNBPP/2EnTt34q677sLEiRNx6tQpVFRUwOFwICgoSJxnNpsNZ8+exZkzZ5CTk4Py8nJxEUxNTRWxApdffjl69OiBrKwsHDlyBEuXLsXgwYORlpYmXJkdOnSA3W7HJ598gmuvvRYJCQmYPHky8vPzERcXB6PRiLy8PCxduhSPPfYY3njjDaSnp2Pfvn0YO3YsoqKi8Pvvv4vv6MSJEwHUnq+dO3fG8ePHhZCl1+uRkZGBsLAwWCwWTJkyBUCtcBEdHY3y8nIcPnwYJSUliI2NxYEDB1BcXIzq6mps2bIF48ePx9dffy3OoUsuuQQffPABkpOTcc0112Dfvn1CWFy9ejVKS0vx17/+FQaDAQcPHhRTksPCwlBWVibciyNGjAAAMYhgMpnEMSS3QnFxsbi5DhkyBNu3b0dYWBiOHDmC7t27CyGqtLRUCGZdunTByZMnReePphITsuBNyE5SeugwGo3i+F500UXCEUTrpIfKsrIy0aGNiYlBRUWF4gGQigSSQw04J2hlZWUBONdRr6qqEoMLiYmJbhnstF5qe1pamshhz8zMRJcuXRQiOl0TaLDDYDCIASpyLB08eFAUcFm/fj26d++Oiy66CNOmTUO/fv0UAwJ0PaL9Qh0rEqHpQVfOcl25ciV2796N8ePHY+DAgR6n5gUFBQkXvsvlQmZmJo4fP47U1FR0794d/fr1Q79+/dzeRw5ko9EoOrd0DdbpdLBaraioqECHDh0QEhIi4jMoIqq4uBh5eXnIysrCmjVrFIXy1Nf40NBQMTBAREREuD2gyoXpfMGXe5ksPvg6ME2zRNTLehoU9RdPgomvzw6ycGWz2cT5HhsbK5zXgPsMDLPZjOjoaAwcOFDMIOjTpw+Sk5PF/ZkcUmfPnsX+/fuRn58vph87HA5hMJCRZ0nIMV5bt27Fnj17EBYWhr179+L++++HTqfD8OHDsXXrVqSkpOD333/H2LFjxYBFQUGBGJCl8zI2NlZc/0koLysrE+cUfZ/UjmG73S4GgWgmEi0rC3D0fY+MjERhYaHinKEHdDkWRg0tT9epsLAwhctMFq7pM9GzlCcRndZLYiK9Hzgn1stRXHR9JbFWHaFCqMVvej+ZK+RlbDabwokuO+flPGpaj1pEp+8R7TN1bI5s3FF/l8kBJoutahGdXpP3ryy0mkwmcZzVgrC6yKksxIeGhsJgMLjFm2i5/LX2rRw9o458kV3eQUFBitkEarGDjl1QUJCYsUTvpbbSMp6y1+k8k9dlsVjEZ5T3Ba1DHQVD55Ja8JdFQrWIro6+UYvotL/lQQ7KVaeom7KyMsWMGSosS+eOVq663BZqpyzm0Wel3+m8UDu9ZcgUIn+eumhIJ7pW+3zNRA9ERG8IwS08PBxhYWEoLi4W0S6BRDx644UXXsCqVasQFBSEdu3aIS0tDZ06dVIU1DMajUIUS0lJQUVFhUK0ImOM0+lU/J2gmZgy8oyU5cuXY/DgweIZTEZ27vriRI+OjhbX1+aSiQ7UGvLS09MVhbtll7239tQ1W6I+3HTTTfjrX/+KdevWYeLEiaioqMDrr7+O//znPz7PhPSV8vJyrF+/HseOHYPT6RTP42VlZdixYweGDh2KVatWifog119/PXr16oXIyEihy4SHh/v9jAvUPivTM9bFF1+MLVu2iOhIAPj+++/x9ddf4+GHH1YYRw8dOoSYmBisWLECEydOVMyaDoSGdqKHh4cjKioK5eXlqKys9HlWan0oLy9HTU0NSktLsXr1amFWo/5K27ZtMXjwYBH9V1BQgJMnTwqtZdWqVcjKysJzzz2HTz/9FNu3b8c777yDVatW4aGHHhIDTRs3bsQtt9wCh8OBY8eOITk5Gb1793a7Vu/evRtWqxVJSUkICwvDqVOnsGXLFoUbfdeuXfj5558BQMyYBYAJEya4rY9MgfXF30z0vLw8YXjs2LEj+vbt69f2mnWcS3PIAKeOifpGk5ycLNxranJzczWX1yqMSDz11FMK4b28vBzt27eHTqdDfHw8xo0bJ6Ze7Nq1C88++yyOHDkiRN6EhAThAkpLS0Pbtm3Rs2dP2O12hIaGiimw+/btw/fff4/Tp0/jiiuugF6vF1+0G2+8Ef369fN6IpSVlWHPnj3o2rUrTp8+jSFDhoip4eTGy8/Px7FjxxAXF4fw8HAcOnQI3377LbKysjB79mzcf//9CAkJwUsvvYQDBw7gpptuwj333KPIGAZqO2mUZXjixAmYTCbR+aJODD28u1wukWlJUysPHz6MzZs3Y9WqVdi0aROA2s5DREQEIiIi8NRTT2HSpEnQ6XQoKCjAqVOn0L59ewQHB+OLL77Ar7/+itTUVOGA7dSpE+Li4sRU95MnT+LQoUNwOBwoKytDSEgI7rnnHvz3v/91y2wkaJQuJSVFTDdzOp349NNPsWTJEhiNRlx00UXisxiNRlHQi6aLkhAeFRWF8PBw7NixAxaLBTqdDgcOHEBeXh4eeOABzJw5Uzg6Tpw4gYULF2LDhg1o164dnnnmGXTr1g1nzpwR4v7vv/8Og8EgIhXKysrQtm1btG/fHt27d0dCQoL4XHv27MHcuXNx+vRppKWl4bLLLkN8fDxmzJiB5ORkhIWFYePGjdi6davooEdFRWH27NmiM3Drrbdi2rRp6NGjh+IzREdHIyQkRIiLKSkponNEIjodz5MnT8JgMAj3sl6vx7XXXosPPvgAvXr1QlxcHHbv3o3IyEi4XC588803OHjwIB555BG88sorCvHParWisrJS3KS2b9+O7du3C/G9TZs2uO666zBlyhSMHTvW43fk4Ycfxty5c7FgwQLExMTg66+/Fg8B5Cz97bffsHbtWuE2tNlsMJvN2LRpEzp37ozg4GDs3r0baWlpWLVqFW644QYsWLAA7du3VzgeAeCKK67A8ePHkZaWhg0bNmDUqFH44YcfANSOVsvuhquvvhpLlizBgAED8MILL+C1114Tg5WbN2/GfffdhzfeeEPxeVJSUvDggw+KehSUY3bw4EHYbDa8//77uOmmm1BQUIA1a9YgJSUFq1atwjXXXINt27YBUBbtBGpFG7vdLq6JJIIWFxeLyKvY2Fjx/V63bp1CRC8rKxPX2B49euDXX39FVFSUcHOQs91qtQqhSafTiQgecos7nU5xbsmiTe/evbFq1SpERkbixIkT6Nq1q+iUyB3fpKQkIYzTtYsGBOSBKvre0MM8CRKVlZVCLGvbti327NkjBh3oGqfT6RQF58xmM8LCwpCVlYUuXbqIfVheXi6c6nRexcbGIiMjA+PGjRMiOmX57d27F06nE0ePHsXKlStFxj5QK3Jdcskl6NWrF0JDQ1FdXY2goCAEBwejqKgIx44dw44dOxSCW5cuXTBp0iTcf//9WLlyJa688kocPHgQO3bsQGVlJYxGIwYMGIBevXrhq6++gtVqRUpKCgoKChAZGYmkpCTcfPPNqKioQKdOnXDo0CGcOHFCXO/i4uJEDYBvv/0Ww4YNw9VXX421a9fi8OHDqK6uRllZGf75z3+K4jpapKamIjU1FQMGDMDYsWOxaNEinDlzBm3atMGll16KnJwcbNiwAbm5uejVqxfatWuHw4cPw2w2iwGFhIQEJCUl4dixYygpKUHbtm3FfSImJka4rBMSEpCYmIjw8HA4HA6sW7cOVqsVbdq0QZ8+fRTOBJpiW1hYiFdeeQUnTpxA7969ERkZibi4OPTu3Rt9+vRB27ZtsXPnTvTt21fM+lm+fDmCg4Nx9913i/PH4XCgoKAAx44dQ+fOncWMgKSkJBQWFqJ3797i2kxQLIqcpRsXF4fly5fjp59+Qvv27ZGSkoL4+HgUFBTg8OHDwlWfmJgIo9GIkJAQMYi/ceNGmM1mVFdX48yZM0hJSUF1dTWKioqwY8cOlJWVoXPnzmLQpLKyEgsWLMDRo0fFDLsHH3wQ48ePr7PjK9fVuOmmm7Bu3TrceOONSE5ORps2beBwOJCSkgK9Xi8G8rt374477rgDOp0OZ8+eRU5ODrKzs4VgXFZWhrS0NFGLIyoqSjjQt2/fjrFjxwonkmxEoPs8uchHjhwprnHl5eXC7UjXI7oG0fevqqpKPMzTd5kG2eVl6NpBIq/87CbnfgPnxHT6uzwjj0RGT2IvFXuWX1O3WRal1UI7CWl076fnOHJVR0dHw263w2AwuLm/Cbkt1KGnfSI7b+l/EqXV8TM0aCqL8epcboJep31HYj/NONHpzhV+9SQGk2MPcM8Il53v8mwcOVud2kbv9ZRZLgvTJKKr42nUgqw8m1Xeb8A50VototO9SX1PCg8PF+ujNgYHByvc0FptVbdB7c6m/ULbkUV0tegsu9h1Op14vlPvM1nYpdfUbnY6vrIj12aziWOnFtHlwfvy8nLxfSFhXe7f0HdHXSBcfZ7Ir8uOfOCc6E/HWhYl6LNQbKH8t7poiMKi8r4I1Inub5xLoDOgtSAHOoAGL/544sQJbNmyBXfddRc6dOjgdlxiY2MxfPhwDBgwAAaDASdOnMCgQYOQlpaGxMRE2O12WCwWDBkyBAcPHkRoaCjCwsLcrl1agyuywE3RMQ8++KDbcrLQ7KsTna6rzUlEB5TnM+CbcOVPscBAiIyMxC233IKPPvoIn376Ka699lpYLBZ89913uOWWWxpsOyUlJVi4cKE4NjabDXv27ME777yDDh06iO/LxIkT8ec//xmdO3cWWkxDM3bsWFRWVor+dIcOHWAwGJCZmYnFixfjn//8J9q2bYsff/wRJSUl+N///gegNta0W7du9cqMb2gnOnBupnSbNm2wfft2DB8+vEHWq8WqVauwefNmt2tFVlYWNmzYgPfeew+jR4/2etyuvfZavP/++ygsLMQdd9yBvn37orKyEunp6SgsLBT39PLycnz22WdwuVziXnzw4EFMnToVer1eXDM6dOiAxMRE7NixQ8zgXrt2Lb777ju89tpr2LlzJ3777TdNQ8/o0aMbdgdJ+Cuir1+/XvzsbXaPFtRvq+t+RjS5iC6zd+9ezb/rdDqRxdrQI3hNiTf3sJqBAwcKkQyoPfB79+5FUFAQUlNTPU5jB4Dhw4fjz3/+c8DtjImJEaIUCZdA3QMer732msioJd5++2235eSTkB6eTSaTz1ny8rS7oUOHYujQoXjkkUewceNGnDhxApMnT3abbkLbkqeLP/HEEyKOxxNOpxNvv/02Vq9ejSuvvBKPP/54QBdovV6PO++8E3feeafba3a7HcXFxWK/aRX+o6Id9HpxcbGbYz4hIUGzEK68Lyif2xeGDRuGYcOGeV3myiuvxBVXXIG9e/cKoUXeP0OHDsUHH3yAZcuWITExEW+//bZoY9++fRUPb1dccQWOHTsGvV6PY8eOCXF269atGD16tOK8adOmDa6++mr8/PPPiuKRNHg0d+5ctwdH6gwHBwcjPj4eXbp0wT333AO73Y65c+ciODgYd9xxh085bZ07d8Ybb7yBOXPmCAFQ3g7dRPr374+TJ08iPj5eDJgRDz30EO6++24AtdOkunbtKh4iBg0apFg2NTVVuHMXL16MXr16CeczCd7ERRddJEbQi4qKsHjxYpSUlKCyshJZWVlYsWKF5meKi4vD/fffj40bNyInJwcRERG46qqrFOdUcnKyaNeGDRtEHQjg3GwXIikpCTk5OeLBnxyidrtdCCQUxQRATDWjh0E5lzw2NlY8JO3btw8dO3YU4m5xcbHCSZyYmIjMzExUV1eLQoV0I5SdsJGRkSKSYN++fejatatmjQ4SNMPDw1FcXIz4+HhxI5YFyqCgIDgcDtEhk53ocr4eUHstKigoUESXyLn4JECQeE7/u1wusU36LDExMdi9ezfGjBkjRPTMzEz89a9/FcsMHToUbdu2xd69e6HX63HRRRehS5cuinNMrjmSkJCAhIQEXHrppcjMzER5eTmSkpIUx3/69OkAagdc1OcgADz++ONuf1MzaNAgIfSpHw7ff/99sa177rkHp06dgsPhQFxcnF9Tr0NDQxXXTwDo379/QEXAfeHmm2/2+jqdqzRI5+mhTB1tItd+ACDEfhowAKBwuXlDy3E0c+ZMUbfCH2644Qavr2tN173pppswf/58tGnTBpMnTw5YGBk9ejTy8vLE+5cvX4733nsP06dPFwP8w4YNc1t/dnY2lixZAoPBgKuvvlqR3QnUfj8pOgioNVpER0crBiujoqLEtZ++d7S83EGPjo5W5JRrCeR076c4Fq1l5GxJgn6mawd9h+nvcoFNEkTlKA9AW0RXC5ZyNrpaqK+qqlJkuJMQKMe5FBUVITo6Wkyzp/ucLFyr20Lvp9lwhDpjnMQ4vf5cIVQSx6xWq9szt9lsVnSKaJ/R8dTpdLBYLAoRXe0QJuFTrlVBzw00C0stotfU1CAkJEQhOMqueL1e7+acVgutahGd9j9wTrSXo3I87Vu6L9C+0RKX5eND+e0kFAPnnt0pNkY9yCHHudB71LnpdAyorSTqk2HG275QD3CoM/jl2gHqGQ/qQuby7AD5uyqL6LRfab+Ta5DapH5ulHP55c8qf/9k17vD4RDnGX0G6gvQ4JPWABoVfad94gs0A0Hehprm5ESnNjaUgA4oi4s2pIjucrkwb948MSuOZhB37NgRHTt2RKdOnRTPoUBtf2LRokW45ppr4HA4hGAuR7YZjUbceOONiigELTFbNj1o/U7460SPiYlxG6T0h8YW0eVzyBfhqrHjXABg1qxZ+Oijj0RR8tTUVHzyyScNJqLLdbbi4uJQUFCA1157DVdffbVbnNyoUaNw8ODBBtmuJwwGA2644QYMGzYM1dXV6NKlC8aMGYNLLrkEO3fuxOrVq/HGG29g+/btihoxQK3rmWYyB0JjiOgUF9S9e3dMmDABCxcuxHXXXdcg65bJysoSpkGg9vzdtWsXNm3ahJKSEkyfPl1cT7wRFxeHW2+9FZ9//jkKCgoU0YeZmZk4ePAg1qxZgyVLlghjGFB7/h86dAjbt29HWlqaqLUwaNAg2O12LFmyBDU1NXj00UcRERGB77//HrGxsbj88ssxatQo5OTk4LfffhN9n3HjxvlcXykQ/I1zkc81+VnSF9TFx/2Nc/H1nqyF3yK6t/wuoPZCf9NNN+GDDz5wm+5YH6h4pzwdCKh1FMrOJxkqKuXr8vUlMjKyUUfBGgK9Xq9ZhLUp0Ol0GDFiRL0uwlro9Xo89NBDeOihhxp0vTJGo1Gx33z5kqoF9PNJUFCQyLjXYuzYscjOzhYzI4Da46UWLm688UZMnz4dPXv2FFNvCgsLcfToUfz4449u673kkkvQqVMnERHx5z//GcHBwVi6dKmIN/EFo9HoFs3kK3Udq5iYGK/FfR599FF8/PHHiIyMxLJlyxAXFwer1SqiXGSGDh2KXbt2iRkeUVFRKCwsxN///nfFcjqdDrfffjvmzp2LTp06iQe4tWvX4umnn/Y62h8REYHx48d7/UyzZs3C999/j4iICGzbtg05OTmIi4tT1HQAal3LOTk5wt1FznB1Abbw8HBUV1eLGx0tV1ZWJr4X5A40GAya8TA0kALUTtfKzMxEdHQ0zpw5IzqYJSUliuUo09NkMolpkOpcX+DcoF1UVBTOnDmD+Ph4mM1m6HQ6xQBVREQEysrKFA50QFsICwsLQ3Z2thA9zWazYv/RjVceKACUs17UInphYSHMZjNsNhtyc3PdxFy5IKiv6PX6Rs1wBDy7y9TxJPUtXtncaEhBoDmjdY0MCgqq10C/jLwfJ06cqHntVNOuXTuvA+jdu3fH/v37RbFQ+t7Jg8pyR42uXfQ9lT8z1S4gSHiVZ6jIAmBeXp6ikBxNzabrEM3ck0VXOVsdgJipIEdfkFhM1yB6LwmFsoiuFiypzTToKH9GuuYQ9FmCg4OFOFxYWCicTPIy6uKhcgQKvUbxM3Scqb2yo1rOXwXORQXJHSzZRS47oeXiriR0y3nXwDmRVx6ckLcni9tUk0YtcpPoK+ezqzt0akFYPdChVaxTHRuizgHXcrPTcabPpc4sV7eHomfkwSFqo3qmiyzWqwVwaqNaWJZz4knEVjveab/ROqjN1EY5jsfpdCoGF7TaKHduaR3UDrWILovCcoFT+bN6ysT3JKJT2+SBBWqnWkTXEpHpZ7vd7jYoURe+FGbzRUT3FDfT0E50+T0NRWJiIo4ePQqgNit6z5496Nu3b7224XQ6MW/ePKFPdOjQAddee61Ptd8mTpyIjIwMOJ1O9O7dG/Pnz8cTTzyBLl26IDw8HL/99hsWL16MuXPnKmLD1KhFc0+CYn3iXOSirL7S2CK6THMR0S+55BJccskl2L59u5hlHhQUhKKiIoVpJhBKS0uxYMECVFRUiGeDF198EUDtDPDziWxq6tChAz755BNcffXVeOutt3DvvfciKSlJPDMNHToUmzdvdtPT/KWh41yA2ihASgSYOnUq/u///q/BRXSHw4FffvkFQK1h4O9//7swFgUHB+Ouu+7Ce++95/P6OnbsiPvvvx/btm0Tdf+Sk5MxbNgwFBYWomfPnkhISMBll12GmJgYXHLJJThz5oyIvqyurkZBQYGol3b48GFxL6P6VIMGDcLZs2dFtGFiYiK+/vpr5OTkIDIyss6o6frijxOd6nIR/oro6no1TRnn4vdVaenSpUhPT8e8efOQkZGBjIwMzJs3D926dcPixYvx8ccfY82aNXj66acDbpQWQUFBGDRoEFavXi3+5nQ6sXr1agwdOlTzPUOHDlUsDwC//PKLx+UZpjVz5513KkSw4cOHi+nuRHBwMNq3b6+YHv7DDz9g+/btHgtRJCQkYODAgZg6dSoyMzORmZnpl4B+vunZs6fbDI9u3bppZq9deeWVsNvtiImJER3GtLQ0zQfghIQEjB49WnTytmzZArPZrDkTwl8GDhwobkQffvih6CjTAIn8Oagtx48fFx1Sdf40nQfkZqNOAAncBP1MueUUvVJcXKwYvKSfExMTcfDgQZEDV1hY6LZt6jxTHj45KmUBRXZwUlwD3RhlgZkeiqlDSyP9NptNiPehoaHivZmZmeJcr6ysVKyLOj7k+KHlZAcxudiNRiOOHj0qhLfs7GyMHz9e4UJgGMZ3Ro8eLQptfvnll6Iwu7pzQNc+EsnpeyqLdvTdJ7ccDRJWVlYqctNJiCooKBDToSMjI4WISNeX0NBQlJWVKdy0dM2jzjS5t2mZ6upqce0g0ZjaQx0Mi8XiJrDTtUwWggnZ8UudLIfDIdah0+lEB4S2Ibvz5f8ph1yOSaHXSJyk7ckZ7OoBWbrH0DVfXXOH3ifnqtM+o6KRQO09RZ5BIQvkwDnRUO0kp/1Kf6P9Q/uDUBcoJei9cma5/LlkEZ2oKyOcBAV536pFdLXwS7/TukhEl6NH6B6pXoeWa57aQPuNzgtPIrq8HXXBV/V7SbCU79k2m00hoqvjeGpqamCz2dwiGel/9bGTO8Ly4IU8E4Haqd4PaidbeHi4IvpGXbxU3l/qjriWIBqIiO6Lk88fEV0rzoU+b0M40X0puO0vgwYNUogrS5cuFXVk/CUvLw9//PEHtm3bJu4Fhw8fxowZMxAbG+vzcenduzf69u0LvV6Pu+++G8XFxdixYwfWr1+PV155BQDwj3/8Q9SUUovoFKsGnLtuOhwOt0gh+ru/cS5VVVWKmRj+0BiFRQl1H8jfOJfGMjTodDr89NNP2LVrF6ZNmwagtv+0cePGeq3Xbrdj6dKlqKioQGJiIvbu3YuHH34YQK0Zta7ZgU3NVVddhSlTpsDpdOLBBx/ExRdfjLi4OEyaNEn0e7Ty/f2hMZzoQUFBuPnmm2G329GhQwdYLBaFg7u+lJaWYvHixcjMzIROp8Mrr7wCp9OJa6+9FitXroTZbMbHH3/sdxZ7TEwMxo0bh6uuugojRoxAeno65syZA51Oh9OnT2Pnzp2YM2cO/vWvf+HKK6/ErFmzUFlZiZqaGhw7dgwDBgxAamoq9Ho95syZA6fTiePHj+OFF14AUDvb/eGHHxaazQsvvIA+ffpg/PjxmjM/Gxp/nOjq4rn0zOYrLUpEf+mll/Dmm29i5syZ6NOnD/r06YOZM2fiv//9L15//XVMmzYNb731FpYuXRpwozzx6KOP4sMPP8TChQtx6NAh/OUvf0FVVRVmzJgBALj99tsVhUcffvhhrFixAq+//joOHz6MZ599Fjt27MADDzzQ4G1jmJaOTqfDDTfcgAkTJuDaa6/F5ZdfrrncrFmz8N5772HlypVYsGABysvL3arPeyI8PLxJCuc2NJMnTxbTqTZt2oTbbrtNczmTyYRp06aJjsuRI0dw7733elzvn/70J+Tl5eHtt9/GypUr8e9//7vB9g+JSW3btkVISAhsNpub457ckeHh4Vi1apWioKcMuTFDQ0ORnZ0tOqbqByHqJJOwTM6F0tJSxcwMEuUTEhKwdetWIcoXFRUpnOi0DK1Ddn3L65ML3GVnZ6Ompka0TY5HIiGLHO4kuHfq1Ensd7njmZOTIz5rRUWFwqlJnWl14Tm5XXq9XrStpKRExOVkZma6xZcwDOM7CQkJ4npAM3mqqqrcrp/0nS8rK4PD4RAP3PJgF83+iIiIQGlpqaJWg9w5ovcWFhbi1KlTAKAYCCNRhER0EorNZrO45sk54uXl5UIEpKKtgDKrvKqqSggxFLVC7wfcCzHKyEI7bcdisShm59B1q6SkRERSAMo8eaD22iqL21ar1c05T+8l8UZ2Qqpd6rSP5YgNer/sRLdYLOL+I4v+paWlXoVctVNZy9VMnSd1wU95eYocUwvC8owCh8OhENE9Cd90rGj7crwMcE5ws1qtihlR8rpov6gHBOj9sjBMx0ctHms50Wm/yfEkwLljohbR6Xyiek/yMg6HQ7HP6HX5OyeLifJ5Irvy5eNL+53+p+OjFZMin2uyiO4pdoaOi5x3L2fDy4MOsvNf3q6WiCxnv6s7+nVhNBoVeeta1CWi63TnCu96c6J7apNOp/N7yntDijN33323mxBMkYL+cODAAXzwwQf47LPPRFTi8ePH8cEHH9S7vfL7H3vsMQwePBhlZWW48cYbAdSeg/LMDMqYjomJwWOPPSbOI60c4EDiXIBzIpS/uehN6UT3dE6rl6nrHG0IEhMTMWDAADFDVq/XY/fu3W51IerC5XJh69atWL58OebNm4fTp0/DZDLht99+w8cffwyg1rg0b968Rv08gfKvf/0LwcHBWL16Na699lpcf/31GDRokOjTFBYW1ktwlK/zDakDpKeni1nzgwcPFvXF6ovT6cSSJUtw/Phx6HQ6fPfddygrK8MTTzyBb775BuPGjWvQ69306dNx4sQJfPHFF/j+++8xfvx4RS2Nzz//HE6nE927dxeDdCNGjBC5+p07d0ZycjLatm0r4jdDQ0MxadKkJj/f/HGiv/TSS4rf/c1EDzTO5byI6Pv27XPLcQJq3ZZU2Kl///5uWUoNwU033YT//Oc/eOaZZ9C/f39kZGRgxYoVorBdZmamYrvDhg3D4sWLMW/ePPTr1w/ffPMNli1b5nOuN8O0NsLDwzFkyBD069fP40hx9+7d8dxzz2HLli04c+YMJk+e3GCjys2Zv/3tbxg9ejT+/e9/e/28PXr0wGOPPYZrrrkGH374ocJ9pcWHH36IVatWYc+ePbj66qsbrL0TJ05UPKjGx8e7tZuK8wK1BU31ej3MZrPboAiJOjExMdi3b5/oFKgddySAy25BAG552nLsAcWcALUPaWoRnYRrl8sllisqKlLMkqDp4UCt8C0XrZOv9+QqjYiIwNmzZ0UHTV11nvZJQUGBwpUqO9FJALFarQrHjDrzmh5A4+LixNTknJycOiN5GIbxjrp+iFZUHX1nw8PDcfDgQfHdlovO03c0LCwMmZmZwv2oFi7oelpcXCyuHV27dhWvk1hoMplQUlIiBhEtFou4VsqZyiUlJQoRne4Vcj2BoqIizU4FrUctBMvXeBL87Ha7plgPnBPHysvLFR02uuaTK95oNCoGMmtqatyWIUGZRBwtV7wc3aX+rNTempoaRYSNfE2VXZayCCoX0ZT3i9bggjpqktqkdV8n17VaEJbv6/KMAnmgQx3TQm1Si+g044BEL7vdLtqoFn7VcWZGo1Hs54qKCoXgS8dFPVOA1qGOuAHgJtx6EtHlmBy1wO10OhVxL7SNiIgI0b6ysjKFiE7IsTJaMSrq2Betgp1yvQDahuyypW3QdtUu8rCwMLFt2d0vf1b1tYG2rzWzwm63uw1K1AXl9gOeBcfGLiyq1+v9LizakGJNWlqaW12UI0eOaH6n1W3Zt28fli1bhqKiIvz0009uMxXuuOMOzboj9cFoNOKbb75Bt27dcPz4cbHvaZB3x44d2LdvH/R6Pa688krodDpxHdHKfPfXiU6fh+4X/sYitMY4FzWVlZUoLi6Gy+USx80XbDYb1q1bh59//hk7duxAfn4+QkNDsW/fPnz11VcAgGeffRaHDx92i0ltLvTs2RO//vorEhISsHPnTkycOFHcRwwGA+x2O3bt2oU1a9bA4XBg69atWLVqlc8iZGM40QkyiHXu3Bnr1q1rkHXu378feXl5sNlsCA8Px969e9GuXTu8+uqrjebk7tixI2666SZMnjwZK1asQGZmJrKysrB//35MmjQJJ0+eBFB7zb744osxevRot3Vce+21GDNmDKZNm4aHH374vEQ4++pE/+mnn4QhhWZq+1v/4nw60f0eCurevTteeeUVzJs3T1wUbTYbXnnlFXTv3h1ArTVf7qA0JA888IBHJ7nWF2fq1KmYOnVqo7SFYVorjz32GHr06IHg4GDNi/iFiNFoxF/+8heflo2NjXUrTOQJg8HgJuI2BCEhIejbty8OHDgAAB6vg127dsWxY8eEG/Ps2bNu4hSJJfHx8Th06BCA2odNddxPeno6/vjjD5hMJpH/DcCtcJzBYEBERAQqKyuRnZ0txCYtJ3qfPn2wY8cOJCYmiodaraK9dGMsKirCsWPHRBvljHGagh8RESHcBQDcIr6o41JaWioGZuWCoUDtgEJ+fj6cTqfotNjtdrd88pSUFBw/fhwjRoyAw+FATU0NEhMTG7RmCMO0Ru6991488cQTiImJgdls1iyeS9eo+Ph47NixA0DtdUGebRMSEiJcUidPnkRxcTH0er3bcyxdL8rKyoSoIcdUyRnjRUVFmnnEQUFBimVI/JXFbZPJBKvViqCgIBQXF4vri9w5UGdlk6gp33dCQ0NhNpsV2etms1mzqHtlZaUiToTWI1/ziouLxeyduLg4cQ2Tr8U1NTWa0TIksMsZ7uHh4Yp7SEhIiHC703XXarUqjoMnwZj2Y0hICCorK90yxOVOr1qIpeMjCz1a0TJOp1MhotMxKi0t1YwVUeeMy5+T1kHLWSwWzcESdTFO+jxy8ViKVausrBSDO1arVdy3SUSn+xq1VXZnBwcHw2q1iv1GAhad57RvdDodqqqqFDnvdH+X96v8meUBDtpn8iwM+ftB27PZbJoxKp7y3eVzTc7F93QuWq1Wt8KdtI/l2CD5mMhOdLUoSOuXxU46hxwOh9ugRF0YDIZ6O9HrW1jUVye61iyAhuL+++/Hv/71L/Tp0wdhYWEIDQ3F9u3bMWrUKM1t5efn48CBA1i/fj2Ac851nU6Hbdu2IS4uDqNGjcKYMWMatJ1E+/bt8fPPP6N///4oKChAmzZt8MUXX+Cee+4Rucpjx44VUYpRUVEoKirC559/jilTpihmizocDreZD96g6zpdA1q6iC6bU5pKRE9LS8P+/ftx6aWX4tixY259IeLo0aNYv349QkJCcN111+Hzzz9HTk4OgNoB+v79+2Pjxo0iau7nn39uEX3lESNGYOvWrRg8eDAyMjLwwgsvYObMmUhISEBeXh6WL18OoPb+8/PPPwOoPe8GDx5c57obU0RPTU2FTqcTZon6cPz4caxZs0bEjPz222/YsGEDgFpzWlPWSiIDQbt27TBv3jwAtc9qBoPB7V5IJCQkNHjtQX/xxYnucDjw5JNPitx2+XlZHvSuC3WtmWbtRH/nnXewfPlytGvXDmPGjMGYMWPQrl07LF++XATrnzhxAvfdd1/AjWIYpnmj0+lw9dVXY8yYMS0ynqW1MG7cOCQmJmLYsGFuDmmCnNpywSy16E1uwZiYGDESXlxc7CYykWAdFxcnKpnX1NRoFnOmQdeLL74YVVVVcDqdotMh06ZNG7hcLkRERAgRvaCgQLyfoDaXl5eLwqbqG7Gcnb5lyxbRue/SpYtiXfT3iooKkQOoFr1JONLr9YpiTurimvQQTqLUH3/80ewLUDNMS8BkMmH27NnIzMzE0aNHMXLkSLdl6HuakJAgOlclJSWKQtskRAJQFDpWz8ihe11BQYG4XsrXNnXGOLmt1cUzaZni4mJNJzpwzr0su9Xle606ooPEVflaJi/jSUSn66PsppYFfXKgAbWDinQ9lGNsYmJiFM5dEljla69supHbK9fAoH1qt9sVhV61OkWVlZWaIro6/oSWkTvttKzsFJbbKL9mtVoV0TKy6Ex/V+ffE7IgLEPrkI93eXm55mCJHPnicrnENmUXrZzfTrO1bDabeC8tSwM4shNdnTWuXqccJyEX7JTzzGUHNyHHysjnoTyTQB1zI29PHnCR2ynnyKsjX9TrkGOMZOFDnYlPn0t2/dIxkweXZCe6PKigtW1AKaJrOdW94WucC3E+neiyI76hxc4xY8YgNzcXb7/9tohiWbt2Ld577z3YbDa4XC5kZGRg69at+Pnnn/Huu+8KAV0mMzMT//vf/zBw4EBRkK+x6NSpEx588EH88MMPsNvtcLlcWLx4MaxWK5KSkoRoBCiL2K5Zs0axHn8LMarjXJqjiE7fA1+d6E0R5yLToUMHMWP00KFDWLlyJV577TU8//zz+Pjjj8X9b+3atThz5gyOHz+OlStXCgF91KhRqKysxLPPPisKo8+ZM6dFCOhE586dhZ734osvolOnTor7MVArLBNr1651G6TTojEKixJGo9Et0i0QTp8+jcWLFwsBvbCwEJs3bxavT5w4sX4NbQAiIiI8CujNBV+c6N988w1OnjwptAmr1eqxFo036F5N99a6BjnOq4g+bNgwnDx5Es8//zz69u2Lvn374vnnn8fJkydFBu/06dPFxYNhGIY5P0RHR+P+++/HuHHjPC6jFpC1xPbIyEjo9Xro9XrhctES0ePj4+FyuRAeHo49e/YAqHWGaz149OrVC8C5CIY9e/Zg1qxZbg7+oKAgt2JnFovFTYgmQcJsNgsXo/pBTS4Gt2vXLuHUUhe/IwdfdXW16JColyGxPzg4WLgzi4qK3OLOUlNTFWLJoUOHzrtLgGEuFFJSUjB//nwsXbpUs/MkF/KUZ6jIMSzAuQfvrKws0eFXi/IkoJWVlWlGrwDnxKqysjIxuKZ+qKeH9pKSEiE4q2NW6Joni42yyKuO6KB1yoOL1Ea9Xi8irsxms2J2jlzUkkRcT7np5eXl4jPJ942oqCjRxuLiYs2McTnDvaSkROwT+XpJ11iXyyXECvU1XM679kdEl9dD21F3puSBUjk3W3bo0zLyYEhFRYVmfq6cES5vj9oox4aUl5eLc0EWWqmtQUFBsFqtYnn5Pinnt9NUaFnYlI+l2WwWbdXpdG5Z7/S7WliWBfDq6mpNF7kslsu563KHn9Yhi9Oyk1neZ1oxKrKrXl1IVb0Ou93uliEPnDsXXS6XpoNdbqcn170sosudcHkd8ndTy6nuDVlE9yRQNbYT3dfCoo1ZkFKv1+PHH3/EpEmTsH//fkVNhd27d+PYsWNYtmwZfv75Z2zdulW8Ly0tDQ8//DA6deqE8PBwLFu2DABw/fXXN2j7PDF16lTk5ubi119/BXBuRsPFF1+s2EfydUM9Q0iOc/FFGAwJCRHfC8A/IUodx9NcRPTGLiyqpkOHDjh9+jQsFgvMZjM2b96M6upqOJ1OZGVl4ccff0RlZaUiOnjv3r0Aau+9ixcvxpNPPolVq1YBAGbMmIE///nPTdL2hmTq1Km46aabxO9z5szB4MGDRRSNPEPHbDaLmDdvNKYTHTjXb6P7kL9YLBZ899134poZGhqq+H3atGm48sorG6axFzi+ONF37tyJJ598EjqdDsnJyTCZTOL67k9xUbq3tQgnOlD7UPfnP/8Zc+bMwZw5c3Dvvfe6CQwMwzBM8yciIkII52azWXNank6nEw8oJB6XlJS4Ce5BQUHi4Yg62WfOnMG1117rts4OHTooprt3794dc+fO1Wyj7PYsKSnBlClT3G6U1D673S6EHvV9SXbTyXEB6nWRO9LlcokbtNpNT0KUyWQS4lx1dbXbA5xer8fll1+O+Ph4OJ1OXH/99W45nwzDNA6yQ4miliIiIty+8ySOHTt2TFyXaMo9IYvSJAx6iu2qqKgQHQG1cEbXoLKyMmzZsgWAuxOdOm5ybInsFibB3Wg0wmKxiG3069dPLCMXv6SaRaGhoQqhncSNmpoaIcDW1NQorp1aOeTyvjGZTAp3vVY+uxw/k5mZ6VagE1DuX2qL2iEti/6yyCrnbsvbpnbJIpQcmyOLWPL+lwuUehKEZRGdftZyPKtFdFlslmND1HnncpuCgoLEjC3g3P1Oprq6WgyWyO2IjIwUbZALsmrFA6nFKrkttG25sKjscJb3PX0W2b0vL19VVaWIySFkl7iWiC7XHaiqqtIs2CkP2Gjl3cuDJfIsAfmzyu2kzyo74tXroP0mr0NLRG8ucS5yZr0vTnRvInpjZ1enp6fjxRdfhNPpxIIFC4SBYsOGDTh8+LBi2ZCQEAwfPhzXXXcdYmNjcccddyAyMhLFxcUYPHiwYgCxMenbty8uuugi7N+/X/wtNDQUffv2VSwn52NrDXT449zV6XSIiYkJSERXxw01tMipFtF9KSx6PuJcOnToAIfDIeI7AODUqVNYuHAhgNoZDRTLo56dmpiYiI8//hh6vR5PP/009u7di/nz5zdp/EdDMn/+fHz00Ufo168fKisr8eGHH2LYsGGay1LtKJvNhm3btolBcBlZRG+MGezUb1MbG3xl9erVKCsrQ0xMDI4ePYrZs2fj7NmzGD9+PHbv3o1FixY1y4KwzRFfnOjy9a5Xr14ICwsL6NqldqL7K6L7WjRbc12BvOnYsWOYN28eXnzxRTz//POKfwzDMEzL4q677kJubi4yMjIwduxYzWXIMU6d2Ly8PM1CqPQgQw/NCQkJmkKTwWDALbfcgt9++w3vvPMObr/9do/tu/zyy8XP5eXlePTRR92WIUE/ODhYjGarc9OBcw9v3h60SGxLSUkRN2ZyzhNt27YVrvzTp08DcH+oJgYMGIAHH3wQzz//PJ577rlWUYiXYZoLNPBHgq0cIUKQaEyCH2Wky9A1gwbULBaLW9YrdZjNZrNwa3laJj8/X9SYqK6uVoi4cnQGdTZkAVcWgvfv3y+uKVSIWW5vUFCQiLhKT09XdOrpmmWz2YQAK4sXwLnORnFxsRAJ1YOK1MaysjJN97c8uJibm6sZI0LCsNFoFAOh6kFJOapDdojTcmoRncQa+RjQ/SgkJASffvqp+PvMmTPFz/Q5nU6nIs5FvsbLQqu6I0frB2qPpVxwlNoo77fKykqxHbmt8mBGWVmZOHZaxcJqamrEPUk+xmFhYYroGa22qguYEvLxkXPmtUR0On9pYIeW1Zp6Xl1drZlnLu8zubCouqAnDSrQ/pPPV7nAqTovFTj3PdLr9QohX+uzms1m0aGvqakR65GX9SSi07KBiOi+xLnUt7BoXS5fg8Hgk3O4KQpAduvWDQaDAQUFBUhPT0doaCjKy8uxa9cuALUO8+uvvx4PPfQQLrvsMkRHR2PBggXo1asX/vrXv4plmgqdToepU6eiqqoKZ86cQf/+/TFr1iy3Z8SuXbvi1ltvBeAuHDmdTr+c6ABajIjeXAuLdu7cGUFBQdi+fbvIRN+0aRNOnTol4iRplu2gQYPEs0VqaqqIABk8eDBeeOEF9OnTp0na3FiEhYVh5syZWLJkCXQ6HZYtW4aTJ0+Ka19MTIyIvMvPz4fD4cAnn3yC//3vfyJ6SUYeFGqMPhDNaouPj6+z+LCaP/74Q9TMKSwsxJIlS8RrY8aMQf/+/VvsYMj5wBcnulysfdiwYQgLC1PUQfGVQEV0dU2UQPD7qvThhx+iR48eeOaZZ/DNN99g6dKl4h9Nl2IYhmFaDjqdDu+//z5Wrlzp5vwj5AJwdrsdAwcO1BTH1c6av/3tbx6327VrV1FnQy1Sy/Tu3RsTJkxAREQEnnvuOU0BgQTzyMhIcTPVch2R2EJik9bnpc9KoltVVZUixxKo7eSqp5w1lcuJYRjfkWOn7HY7rrnmGrdlSMClwTgtp5RaONZ60Kf3mc1mkU+trpMgFy4mQS86OlqxTTm2hJDFV7r2BgcHK2pAyAIsXRODg4OFqCmL7MA5QdHhcAgR3ZNol5+fr+hAy8huda2McWq7Xq9Hbm6uEJNkUYnaGxoaKtqink1E67RarWLfVFdXCxFYHlygfaLejhzxQ4MYTqdTkYFPn1POEFc70eX8Tvr88jH05HiWB0toX8lCvLwNOZ+7vLxcdADVWfy0T7RmP8iO9/Lyck1hme6Lvojo6mKr6s9FAjfg7kQnzGazaJOWiE6fB1AWFqXjT050LRFdnvVAn1X+HHImvnxsPYnocpyL3E763Wazie1riejqoqa+4GsmujcRXY7g8ZaJ7kl08DXOpSmyq4ODg8UMmr179yoc3Xq9Hunp6ejWrRueeOIJhIWFIS0tDTNmzMDBgwdRU1ODuLg4IVY3FTfeeCMAYNGiRfjTn/7k0bhBz5tVVVWK/exvnAtQe/1rjiI6tb+5i+jR0dH49ddfYbVasXjxYtx8881ipummTZug0+lgMpnQrVs3XHrppbj55ptx6623YubMmaIO1IVW86hHjx645ZZbAADPPfccJk6ciAEDBuCee+4R96H8/Hzs379fZMMfP37cbT2NHeeSkpIiYmVee+01RbyTNzIyMrB48WK4XC706tUL77//PgDg9ttvx7333osZM2Y0eFsvdOpyortcLnG/bdeuHYxGY71F9EDjXHyZFeNxXf6+4cUXX8RLL70kXIu7d+8W/2hEmGEYhrmwGDBggPjZarXiH//4h+ZyXbp0ETfH9u3bu0UiqOnRo4dPGeFDhgzB448/7lGopg58fHy8+Flr2yTAk9gi5xATMTExiht/RUWFW9Y54C60qafqMgxz/pEjTiwWCwYNGuS2DHUGSaRTi8SAdr0INSQWlJSUiIdzeWAROCfoyeLvnDlzFMvQg77FYhE/y+Kr7DKnYs+ymAXUitJqEVleB3BOUHS5XMI570kwKy4u1oyzkKmsrBTvl5chMdxgMODs2bOaTnTa52FhYUK4lAcO5HXa7XYhGJvNZvE55JgbKuqnbossonrKcpWFbE9xLoQsVskDB3I+uywYy59JzhnXmnEgbz8nJ0ecX23bthWvy/nt1Bb17Ac5116ddw64FzClc04+PrJYr+Uip+MXFBQkHPE1NTUeRXStCBw5VkYrzkV2oldWVorPJYsy9FlkEVnep3JxUvnYyucItammpkbTdR8UFCTaL8/ckPeXlogeSCZ6Q8S5NGZh0aYSOylqcPv27Rg4cKBo98CBAxESEoLXXnsN7777LhwOBzIzMwEAjzzyCI4ePYqcnBxFMeSmoE+fPujZsydqamrw0UcfeVyOzke5DgD9Lp/vvhAXF9cgInpjZaL7k0MsRw41ZYzGyJEjsWDBAre/Hz9+HBs2bMBTTz2FPn36iBoh27dvx8SJE/HBBx8AwAVZ8+iZZ56BXq/HDz/8AIvFgilTpiAsLEz0p/Lz87F9+3axvHztJRo7ziUyMlJRAPXnn38WRgZPZGVlYdmyZXA6nejduzd27NiBoqIitG/fHvPnz8f777+vGZ3GeEd2omvdvyorK0Whc5oZKteICURE9/UedF7jXEpKSjB16tSAN8gwDMO0PKKjozFmzBgAtQVWevTooblcREQEHnvsMTz55JO49957m6x9CQkJYnSbOuDp6eluy6nFcC1XuzyNmX7X6mjKziKHw3FBPjwzTEsnKSlJTK32VI9APeCmdmwDtbEwckEtLWGDhLgzZ84IMU8WPIFz4qrNZhPintrlLseWALUP/LKjPTQ0VHQCaBq5ujMgi9F0rVIPDsiiOi2r7oTQ71VVVUIkVAujdH2UhRtZLJbF7by8PLG8LDrSOuXPpo5zof3ldDrFsZAHI+TPJ88Uktsru7upverPLIu5noRWZwj07gABAABJREFUgvab3W5XiLW0Tb1erxCE5f0i54zT8VMPHFBbT58+Lc4L2aEv57+T4KueYSVnohNaMwWoYKo81ZrQEtFl6FiZTCYRx6OOc6H9XFNTo9lR1tpn3pzotP9kUUaO9KF9Kp9HcoFxT050WUSnZWQxIDg4WNOJLu9TeZCC1uereNRQmeieRMuWUlhUhgYjt23bhuTkZMycORN33303rr76alitVrzzzjsAgFmzZuHxxx/HmjVrMGfOHKSnp3ucYdmY6HQ6ET34+uuvizoPaoKCgsS5Il8/tQru1kVKSooifshXMYrOj8aOc/FHRD8fTnTihhtuwIQJEzBlyhTMnj0bX331FQDg119/RZ8+fdCnTx+0b98eaWlpuO2220R8CWXyX2h069YN06dPBwA89NBD4vhR/6mkpATZ2dmKwtTysxLQ+HEuBoPBzQFPswO0yM3NxaJFiwDUznbOzc3Fa6+9BgB48sknOXazHshOdK17B2XoFxcXi3MoUBFdPZDerAuLTp06VVQdZhiGYVoPI0aMwBNPPFGn4zooKEjTfdaYmEwmxUNPVVWVZsdD7Sbt2rWr5vrkqBqtDGVAKcifOnXKJ6cqwzBNz3XXXYcHH3xQUV9BJjExUfGw37t3b7dlYmJiFCKkWuwEzomAYWFh4nX1cnJ2NAmMavexWnSoqqrCwIEDxetyFAWJxWoxTBaA6TW1WE/XOYpZAdyjA6jjS+twOBxuYrJcUJqWkyO6SNwODg4WU77V25KFa3J/qWcKaTnn5Wz6yMhIIb7m5+eLtqiPAe0X6oCpxU1ZzPXkRJdnC9Bnl+97sphL67BarQpBV84Zp7aqZwtQG2WXnXxvo7bLhTTV5xOdR7TP5AEcQCnKm81m8dm0Pq/NZtOMYpHbJBepVQ9g0H7QKgoqZ7P7komuJaLLAzZax5/2b3BwsPjuWCwWhdBKbfLkupdFdKvVKs5/+XuhJaI3ZJyLL5no9XGi+5JrS+tqaie6y+VCu3bt0K5dO+h0OrzzzjvIzc1FmzZt8Pbbb+Pf//63x2t9UzJ9+nSkpaUhJycHV199tcdjSdcET+5xXwdf2rRpg5qaGnGu+poNrS5+3NxE9KbOow4PD8fPP/+MZcuW4eWXX8bUqVMxZMgQAMDBgwfdlm/Xrh2ee+45/P7774roywuJf/3rX4iIiMCWLVvwzTffAKi9rsrX9/bt24tnCvlZCWh8JzoAFBQU4M033xTxmwcPHoTNZkNFRYX4TthsNmzatAnvv/8+rFYrdDodRo4ciVdffRUA8NJLL+GBBx5olPa1FuqaxUTPgPn5+eJZr75OdDq36rpWnFcneteuXfGPf/wDd955J15//XXMnTtX8Y9hGIa5cAkPD2+2BVbkaXeeOqvqB1xPAwJUXBSodV5o0bdvX2RlZeHUqVMYPHhws90vDNPaIWHW03c0IiJCERWldo/TOvbu3YuSkhJYLBbNwsUkRsbFxYmHerWbmjqZ8jJq0VMufgjUinzqKCt1HrTWoKHcGSHhSYauhyEhIUIMvvLKKxXLqN3n8jR7gjrFcn40iV7yZw4JCRHOefUMH1k4Jee8eiq1LIbStmRB0GQyCYG3oKBAvK4+BmrxXH2/kAVw2a0si6S032ld6vxv2fFMzmw5ekampqZGrE9da0TOmwdqO3+yCCHnv9P+U29DLapZrVZFW8PDw8V+KykpEeuTz0vZ8a4VxSILvySgqJ3o8jq08szl/S679+kcpHOcapJQR1g+fjExMWLdhDwwoSWiq53oWp9VRhbRa2pqxPLyOrREdF8dxc0lzqW5ZKIDtfEooaGhKCkpwcqVK+FwOPDCCy9gwoQJePzxxwEAf/vb33zex01BUFAQfvrpJ0RGRmLLli1Yt26d5nL0XdQS0XU6nc/PljRISuf/2bNnfXpfUxUW9SeHWI5JamonuhY0q+DSSy9FRkYGHn74YaSlpWH79u3IysrCM888g4svvvg8t7LxSE1NFd+zl156SVwT5Nm8KSkpYsCc7nlEYzvRgdoB1NLSUhiNRkRERMBisWDOnDl4/fXX8d5776GwsBAfffSRMANHRERg3Lhx+O2335CdnY2UlBRxnJn6oRarZaiOT1ZWlnjGCw0NVQxM+0qLKiw6b948REREYP369Xj77bfx3//+V/x74403Am4IwzAMw9QHObedHvbUyOJCr169NAUNoLY4UJs2bXDzzTe7Fbcj+vTpg5UrV2LLli24++6769FyhmHON5MmTYLJZEKHDh08Tv+3Wq2YO3cuXn31VbRp08btdRKl5Y6l2nVFnQbqbNpsNjfhRy0ea0VK0cO/3AlRI4uJFRUVbo5smj0THh4u2kOxXQQJx/S6VqeD2k8irVr0lwtXkkirtY/V4op60FPOVqfoErXAR50qckObzWa3azh9BlnclyGh1WQyie2oBWE6rrQutYgur4NE5erqasU9h46pnH2vPq/k9cu/E7TvXS6XON5asyTkdahd9aGhoaLjSjmyZrNZ8/M6HA6PTjFahxxxIwsmJCzb7XY39yugPL7UVi0nOqCM65H/HhkZ6SZGyiI67f/g4GDhzFeL6HV91uDgYPFZ5W3J+4vWJ4ug/jjR6Vg29ziXpnKiBwUF4S9/+QsA4P/+7//w1Vdf4ZlnnsHKlSvhdDoxY8YM3H///Y22/UDp1auXKMz42WefaS7jzYnuzz6lawfNWlm1apXbgJIWTS2iN/c4Fy2mTp2K6upqbN68Gf369cMbb7yBkydPXtDCuZoHH3wQERER2Lt3L5YvXw5AeY9OTk4WzwnenOiNKaIDtQPONJuQ7t/5+fl4++23kZeXBwAYPXo0Hn30UQwdOlSI6rfeeqvHei9MYLhcLreCyWSkyM/PF/fEVpGJfvLkSY//Tpw4EXBDGIZhGKY+DBw4EO3bt8fIkSPdYgtkxo4diy5duuDqq6/2uExycjLuvfdedO/e3eMyYWFhOHr0KHbu3KkpYDEM03JISkrCQw89hNtuu83jMkOHDgUA9OzZUzP7VF1zQUs0U9dh0BI5UlNTFQ/3WqIodQZIgNFahjqQQK2IrhbM4uLihBjoyTmv/l1LdKOOpxyDIi8XFBQkPg8JpZ4GMAmn04nk5GTF3+SoDhJZ1ZAgJOdyq/cNtYXWr36d2hgUFCREZZ1Op2izenDEYrEojje11WAwiAKmcvQHrRM4Fy/jcDjcRPS6hEy5008dQ3UMjhxPQv/L56osolNbzWazYt3yoAGds+pzQd0JVr9OwrLD4XAT7gCl2E0ijJyJToVPAaXgqC5QKwvsNTU1iv1B69LpdIoCqFoucrvdLvap3DmXRXRah81mU6yDhEO9Xu91togWDZWJ7s2JXldURnMrLAoAf//73xEaGoq9e/fi4YcfFn9/7bXX8NFHHzXb2YCUJ/3tt996rScgn9P0WfwRHOnasXnzZkRERKC4uBh79uyp8310fjSWU5jOe3/cn81NRAdqr5PyOdZcz7fGIi4uDvfddx8A4MUXX4TL5XJzotO19nzEudC2y8rKFDPhAOWz2FVXXYXRo0eL82rt2rUAgD/96U+N0q7WiPydlb/vZ86cgd1ud4uaqm8meqAiepM60RmGYRimORISEoKZM2fiiiuu8Lrc8OHDMX369AbJbQ8LC6tTDGIYpmUQGRnpVeiaO3cuTp8+jf3797u5xYFaZ7fcOdByNXkb4CNSU1MVhbnUER+Au0CvtYws2MiCOqHT6dw6M+o2qwVmrQ6w+hqodpnLhSIpBked/U3LEZWVlW5iMLnejEajImdchoQacrybzWa3z6Au9KguuErbDQ4OFpEI/fv3V4hL6s9oNpsVg67yOvft2wfAfcBELtZJ61APHKjbqhZu5Cx5Qn1uqqNnampqRKFGWje1QXbwa2V8O51OTRe51udT7yP6XXanyfuUpuAD5wZBZCe6TqdTRNNoFaiNiYlRiJFqEV0uelaXiC4PYKiPPXX0ZTe7fO2g9ckiuq8FLuU4F6fTqdnRr0tE1+l0PsW5eBId5MKsdRUWrcvV3lDExcWJ57uCggLodDqcPHkSTzzxRLMRWrUYNmwYUlJSUFFRgQ0bNri9TtdP+VocSEQO3Vuys7MxbNgwAMCPP/6I5cuX+1wcFmgeIrocG9acj21r49FHH0VISAi2bduGzZs3K+5zSUlJXuNcfI3cCBRZRI+LixMF5adOnYrp06eje/fu6N27NwYOHIiMjAysX78esbGxOH78OPR6PUaOHNko7WqNeBLRqahodna24jmloTLR/Y1zqY8TPaChoOzsbPzwww/IzMx0e3idM2dOwI1hGIZhGIZhmOZIUFCQWza5THR0NIqLi8UAnVYUVFxcnCIqQ0uUTklJQVlZmRCa1cIq4B7folXQTBbaPQ0ays/xagc5fSYZrYGBqKgohTNc6zNRtjW1Uy1cA7UioyySqsWc2NhYVFVVKUR79X6g9+/Zswft2rWDxWJx25Z6vWrRmQYkDAYDKisrERQUhMsuu0yxjHq7HTt2VMxiCA0NFcd5//79SE9PR7du3by2o6amxq2tdDzkSBwZOq46nU68pj4X6HjQvrFarRg0aJBiGToPyEGoFtFDQkJQWVkJl8ul6SKX1y/vA/XvNTU1QgzX6XSKcyUsLExsl8Rpq9WqObAlF3KV2xkREeEmossDNjqdTgjztJxaRKft0b5X7wvZiS4XuJW/b3KcC33GQDLRAaUrl/ClsGh941yamxMdqHWRUpTENddco6hf01zR6/UYP348Fi5ciBUrVrgZPRraiV5RUYEePXpg48aNqKqqwo4dO3DJJZdo3kcApcDp7zZ9gb4XgTrRW5vjuzmTnJyMqVOnYtGiRfj888/x5ptv4qKLLkJCQgJMJlOziHMhAX/y5MkYMWKEOO/p2e3kyZMYPHiwQqwdOXKk5sA+ExieRHQyc1RVVSnqCtVXRPd1wO28OtFXr16Nbt264b333sPrr7+OtWvX4pNPPsH8+fORkZERcEMYhmEYhmEYpqWi0+kUju9OnTppLkOZtYC2OzU5OVnhnh44cKDbMmp3tZbDvX379jh+/DiAc4U21cjCp1Zb1A53LTFeXcxRSywkAYU6tFozeORBB624lqioKOEeBmrdinfddZfmdqiDFhkZqaiXAbiL/OqIHVkwpTaps2/Dw8MVztH27dsrOnDyuUCi9tixYxXrUM8m0CraSoKDVi44tYOWI9GaCrN62o7D4RB5+AR1Rmn/VldXK84HWRCnc0a9H9VtVw8iUVvl/SS3LTw8XDPrXl6vOpoGgFvBV1mAtlgsbuIInatyhr/6s8rns5aIXpcTXd5f/jrR5TgXQDvSpTkVFm1qEZ228+9//7vRt9dQUMHm//3vf26vNZSIHhERIa7PxcXF+POf/yx+P3TokMf3qQdpGlrklGsMyP97oznGuTC1TJs2DQDw5ZdfwuVy4dZbb8W4ceMAKIVsWaCUC8U2lYhuMpnE88Z3332Hf/7zn3A4HPj0008VQu3f/vY3LFq0qFHa1FqRnw3k7zvd381mc4M60f2Nc2kIJ7rfV6WnnnoKjz/+OPbt24eQkBB8++23yMrKwmWXXYapU6cG3BCGYRiGYRiGacnIQhlNJ1YjT3XWEpNDQkKwefNmAMC6devQpUsXt2XUDvG2bdu6LZOWloavvvoKH3zwgcfOgtyh1YqEiY6OVsTCaLnrY2JiFM4zrXx22j6JkVqfWxZ2tTpDkZGRin3ndDpxzz33uC0nb2f48OFu61KL/Ooccjl+ht6rdquHh4crBH318QDOxemQO0/9mX0pYqYWqtXubtrXwcHBHvPx1Z83IiLCTTwl0VgupKp2eAPKmA+1OK/ez+pzhX43mUxi+3LbDAaD2wxndTtpG9R5luNeCPlcP336tNuxIXGHtqV2ooeHh4tp50DtPpFf98eJLuNr0TotJ7qa1iqip6WlYdWqVdi8ebPmdbG5Mm7cOBiNRhw8eBBHjhxRvEZCtyyiByI46nQ6cS07e/YsIiMjRaHow4cPe3yf2one0MeR1u2P+1MWXVlEb15cccUViI6ORlFREQ4ePKh4LSoqSkRJyedzU8a5bN26FTk5OQBqr//z58/H9ddfj+effx6hoaF49tlnAdSaHL788ku89NJLboPKTP2QZzJpiegWi6VBRHR1Jnpds1bOqxP90KFDuP322wHU3uQpa/D555/Hq6++GnBDGIZhGIZhGKYlc+rUKTidTmzevFkzYgVQimla4isA7NixA2+//TbWr1+vWbhY7oC4XC7N9aSlpcFqtSI3N9fjVGW5Lf369XN7PTIyUlGoUSuGJSoqSuHK1sqLV3ectRztnTt3Fj9riUcGg0Hh9NfqAKnfpyX6q13VWvtGLeaqheno6GjF9uWpyYS6M6g+juq2aX1mtVCtbge13WQyifer961a0NU6V9T7Uu1Ep/eEhYWJjqq6bXXl9Kv3s8PhcGubp9x4gj4jdcy1RHR5Px49etRtu+rPqhbRQ0NDRRY+4D3Ohb4bWpnodWXEe8IX564vIrqWiOHLe4HafehrnEtTZaITV1xxBYYMGdIk22ooYmNjxUyUr7/+WvGalhOdrpf+FmGkGUl0/tJAQ25urtcitXLURkMfR/V3tqUWFmVqMRqN6NmzJwD3wRmDwSCut/LAelPEuYwfPx4GgwGbN29Ghw4dcO+996Jv376YOXOmWIbuyUlJSdi/fz9uvPHGRmlLa8dkMmmK4rITXR3nIhc+9xW1E72u6yUtRwPDTSqih4eHiw/Xpk0bMU0UgKhgzzAMwzAMwzCtjaqqKrz66qv45ZdfPHYWO3TogA8++ADz58/XdH8DtQ/5RUVFHreTkpIinsHLy8s1hYa0tDTxsyexnt6Xl5cnOsYykZGR2Lhxo/hdHX1C65bFXXWcCOAusGqJ6G3atMHChQtx4sQJ4SRTI3ew1CIl4O721frcsngtZ4nLqIuyaq1XFme1BhfUopVaRI+JiVEsoxWDoxZe1duJiopSOIUdDked+1rr+KiFs+DgYEUnl85Tao/D4XD7PPI+stlsbtuJjIx061Cr96u6U6s+r9Wd5JqaGrd1yPvxzJkzbgMPdYnoYWFhivMvJydHsQ45zkVeh9qJfr5FdE+iZUt2ordkSLD79ttvFX+XC4vSvg40+oKc6BQZFhkZKY6xuog04XQ6G9UlHIgT3Zfit8z5o0ePHgC0Y4LonqsW0Rs7zmXQoEFYv349evfuDYfDgXnz5ilmixHDhw/Hnj17PNaJYeqPLyK6bLYIDQ1VzC7zFbWIXte5pXaiN2mcy5AhQ0Rl6auuugqPPfYYXnrpJdx1110tblSYYRiGYRiGYRoKiqTw9nDesWNH5ObmIisrK+BiVnFxcfjss8/w6quvYtSoUZrLyCK6p86F3W7HO++8g/nz52u6tiMjI7F7927MmzcPixcvRt++fd2WiYqKwpYtWwDUdqq11qMWOrXiXBITE3Hq1CksWrRI4X6XkQUYLdeRetueRHQtAV5Gq+OnXi/Vgjpx4oRmhI0adac9NjZWIWxpzThQC69qx3t4eLhC8NcSqMLDwxUZ86mpqW7LqM+PESNGKMQrtSBusVhw9dVXK/4mt//UqVNuMzHkzHPA3e2uhfoY0+9yNrpWTMqaNWuwaNEiREREuIlwauG4oqLCbWr5/v37kZ2djZKSEqxbt07xWWQnOqEW0YOCghTnkN1u97mwqNq5qyWi11VYlCIVtN7fkIVFnU4ni+g+8qc//QkAcODAAcX1h66FTqdTfE/pHFAPiNWF2omu1+s142JkGtslHIgTXY5z4cKizY/u3bsD0I4JooFeOXqtKZzoQK1Avnv3bvTv3x8AMGrUKHz//fd4+umn0bt3b8TGxmLJkiWaNWSYhsNoNPrtRG8IEb1ZO9HnzJmDSy+9FADw3HPP4YorrsCXX36Jjh074uOPPw64IQzDMAzDMAzTkvFFSJILjmoJzgCEQKkWKomOHTuiXbt2uOiiizBp0iTNZWSBXu7QyjgcDhQWFnrsuJAAc/bsWeTk5Gg656OiorB9+3YsWrQI3333neZnUgvIWi4wWTDy5JqUO0meipzKaAnTkZGRWLx4MZxOJzIzMzW3Iws3WvsmJiYG69evx3fffYevv/5aU0RXnwtaTnRZ2NJaR1hYGIqLi8XvVChNfl0WyLUEioiICMXx79ixo9syarFu9OjRbm1VF48dOnSoW1uIP/74wy3WJyIiQiGim81mt3NFLZipi8KSEE3nQU1Njds+iYmJwe+//44TJ05oDlKpi55ZLBbFwALNut61axeys7MBKAcvDAaD2yCMxWJRDAypnej+iOhNGefi6XrFTvSGp127dmIWQ1ZWlvi70WgUg0l0PQg0zkXtRAfOXVc8DUw2tsCpPp85zqXl482JTvdgT070xj6eRqMRS5cuxb/+9S8sW7YMkydPxgsvvICtW7fi+PHjnH/eBMhOdPn5iZ5V1E50k8kkrguBZKL7Woj5vDrRO3fuLFwo4eHheP/997F37158++23CscLwzAMwzAMw7Qm7r77bgDAJZdc4nEZWcT05ERfsGAB5s6di4ULF2q+HhISguPHj2Pr1q0+CS1yh1bmlltuAeC5CKos0F100UWay9BnOHHiBOx2u+ZnksVSl8tV51RqTyK61WrFoUOHsGbNGk2XuVq41Vrm4osvRnFxMV5//XWP+18WPLU6WtHR0bDb7di3bx8sFoumAK4WprVEdHn/auWqh4aGIi8vT/yudpGHhoYqhGktZ7farS4P4nh6n3o7kZGRCsFfSxCW9+WJEyc0XfNqEV0dIaQ+l9WDSOQ6p/ZarVa0a9dOsYw8kKJ1/OXjUFxcjC5duiiEHXKd5+fni6hST/UNCHVxxqCgIDcR3VdXcXOIc5Ez0esS0Zs6E72lotfrRUb5sWPHFK+pc9HpXApURJcz/c+3iO7LzAqtNrGI3nwhEf3o0aNux5Pu9VR0GVAe88Z0ohMdO3bEU089pRj0DwsL8xifxzQs/jrR6T3q5euClvVXRD8vTnSGYRiGYRiGYdy5/fbbsWbNGqxatcrjMrLpxFOcRUJCAh588EHNIp1EUFCQZpSFDBXVmj17tubrQ4YMwcGDB7Fp0yav6wGAbt26af7dYDAoPoeWE10WM41GY53ikCcRPSIiAl999RV+//13TQFcvb9IVJLp1KkTcnNzsXfvXrz++uset0NodczU4qyWiC7vE62s8piYGMV+0DIjhYaGKpzoaqe9yWRSCORaMTlyPSsAaNu2rdsy6vNILRoHBwcrBHAtQTgyMhJLlizBN998g8LCQrdjoY6VqUtEt9vtGDdunNs65P9tNptbZ1wWSrTEb3kfFRUVIT09XfE6Odvz8/ORn58PwH2Aoy4Hm5YT3VcR3RfR0R8RPdA4F1+EBhY7/YPONbWIro5cqW+cS3Nyotc3zoXPq+ZHx44dERwcDIvFgtOnTyteo/NNHnSVj3lTiOjM+cVkMolnDllMp5/VTnR6D1B7nfDVIa4W0X2NczkvTnSGYRiGYRiGYdzR6/W4/PLLNQtNEmFhYfj73/+OWbNmoXPnzo3ang8//BCFhYUiilGLHj16+JTpfd1113l8Te4Ya4nocXFx2LJlC/bs2eMWvyFDMSJ33XWX5uuycK4losvZ3ZWVlR5FwpCQEHTp0sVjh15ej6dIGBkt8Vp+n5YQGhMTgxUrVqCgoAAff/yxZtHW0NBQbN68GVVVVTh69Kjb59HpdIqoFi2n3SWXXILVq1fD6XRix44dmsKc3P6Kigq3QQKdTqcQ6z053o8ePYoDBw4A0M5vV7vm1ftNPfCgPi/V+91oNLqJbPJ3T6tel/x6TU2N2wwLOg42m02InXU50dXHpT6Z6PR5GjPOpa68aY5zaRw8iehycVHg3PXU13OGCMSJLhcWbS4iOhcWbd4YDAZx3VTnotO5LJ9v8jWIj+eFj1ZhURpAdzqdqKmp8SiiA9pF47UI1InuT5FjT/g3R4hhGIZhGIZhmHrx4osvNsl2dDqdVze7L2RkZGD37t244YYbvG6H0BJYo6KisHLlSgDAtGnTPK5n2bJl+P33390cyPJ6tH4m4uPjsW7dOgwePBhnzpzxuJ26SExMxL59+5CUlKQpoquFAK3OW3h4OM6ePQu9Xq85cBAdHY0//vgDf/zxBwD3vHOgVkSvqqrC66+/jt69e2u29fjx4+jXrx8Abed9QkICBgwYgP/85z8enVoRERHCOVZSUqIprsqisFYcjyx4m0wmN0HfZDIpYoW0Bprkfa2V468+5lozMeT1Dh8+XPN1isiprKx0c6IHBwcjNjYWJSUlQvxRDwio94/6+KvjXLRmInhCp9PBaDSKbWsJCnUVFq1vnAsXFm0c6Fyj7zxB3ye1iK517fEGOdELCgqEw1xL1JRpjk50Hpxp/nTv3h379u3DoUOHcNVVV4m/1+VE5+N54aMV50ID6FQ/RH3vlgcMrVarT/dLm82mOJ+adWFRhmEYhmEYhmFaB/369cOdd95Zr8xjWfz0lksaHR2NiRMnenRg+uJEX79+Pf7973/7HYUgEx8fj08//RT//e9/vc4q8EZUVBQ++OADfPDBB5ptDQkJUXxOT5noQG2nb+DAgZrb2b9/v/hZKwMcABYvXozp06fju+++89hWwlMRWhktsV4W0Xv06KEpyO3fvx9Lly7F1q1bNQcNwsLCUFVVhZKSEs12qM8dLTFfdj2qi58CtZ91xYoVyMnJwcaNG9G1a1e3ZUiMJNQDUerPpu681yfOhdZ3PuNcDAaDz050zkT3HcqS/v3331FSUiL+TtcBGsii86uu2hFqEhMTxQAIRRE1lzgX+j74G+fC51XzxFNxUTlqi2Yvycecj+eFj5YTXc5D1zJ29OzZU1wjfM1Ft9vtimtWsy4syjAMwzAMwzAMQ9TlLvNVRK+LukT0hiocFh8fD5fLBbvdHrCITtEjTqdTM+JGp9OJdcfHx2uKrLITddCgQZrbcblc+Pbbb3Ho0CEMGDBAc5mYmBh88MEHGDNmjMe2bty4EZmZmYoMdhm5g6pViFaOZvFUqDYsLAx79+7FihUrNMXryMhIzJ07F++++65mR1uO2aHl1fTv31/8rLWO6OhobN26FR9++CHMZjM6dOjgtows8EdHR7sN6qh/Vx87LSe6P+KRwWCol4iu0+m8xrk0lBOdHcP+MXz4cPTu3Rvl5eX473//K/5Os3dIdKTzyV8R3WAwiDgiinQ53yK6L4VytdrE51Xzpnv37gDc41yCg4PF+UvnXH0cv0zLQ3ai08Cgt6KiADBy5EjNYqTesNlsigHspiws6lOcy6OPPurzCufMmRNwYxiGYRiGYRiGaVnUJRDKDmlf8tc9IYumWiK6LGbWp4Mki6+e3N11IbdVS+wFasXt/Px8zTx0QCmiX3zxxR63tX//fhw7dszvDGW5fb/++isAYOLEiZrLZGVlwWazYdOmTfjrX//q9rp8XD2J6PIyWuJ1ZGSk6HRrOdXVx1xrgKNv375Yv369x3oD6nVouerlbXubIUCoRXSj0agQ0f09F+X319eJ7i3OxZNAyZnojYNer8czzzyDG2+8ER999BGeffZZ6PV6IaJbrVZF9I9WrYW6aN++PXJzc5GVlYWBAwdqxmvIyMewuTjR+bxq/shOdJfLpbgORUREoKSkBFVVVYiPjxfHnF3orQOTySSiqUgQp9+rq6s1B7dHjRqFTz75BKGhoYoC5N6w2Wzi+qLT6eq8ftH51xBOdJ9E9N27d/u0Mv5iMAzDMAzDMEzroq4+gCwiexKMfUEWibVEdBlfHI+ekIVTf3OJCV9FdEBbMAaUghPlnntCSwz2FVnc9jRoUFFRgbVr1wLQ3vfyOtTFOglZFPQkohNa54namaslcAO1HXJPyJ8vOTlZc+BBjnPRKioqt6OwsFDzHJE76IGI6N6cu/5koms50Umk5cKiTc/kyZMRFRWFs2fPYuPGjRg5cqQ4B2tqalBTUyNEdU/XDW906NAB27dvx+nTpwGc+16azWbY7Xa36KGmKizqb5wLwedV86R79+4wmUwoLi7GyZMnFYOW4eHhKCkpEU70+oiVTMtDKxOdRHRPcS69e/cW58nx48fRvn37Orcji+i+Xrvke1ujO9HpgYlhGIZhGIZhGEamLhHdaDRi69atsFqtAcejqKnLpVkfEV0WWgNdjz8iuqeBhUGDBuGyyy5Dv3796ox20Cqi6Sty+zyJ6OQQB7SFLfl4eCqCSlO6AaBdu3Zur8tCvNbAAjm0SQjs2bOn5na8IX8+LYFcvW0toV7eX1lZWZrrkTvo/nbW6xvnIsexuFwuRQFQh8MhRFtvmei+FhblTHT/CA4OxjXXXINPP/0UX3/9NUaOHKmIc6mqqhLHJxARPS0tDQCQmZkJoLb2Ap0PVVVVbt/v5piJzoUomz8hISEYNGgQtmzZgo0bNypEdPXsB3aity68ZaJXV1dr3vvl77mnWTNq5GeBuoqKytvhTHSGYRiGYRiGYc4rvnSOBw8ejBEjRjTYNj2JK5MnTwYAPPTQQw2ybk8OcH/c954ibEjQ8uREN5lMWLduHd58802P2/nll19wyy23YO7cuV7b42tbPQ1y1JVTajQa8cknn+Ddd99Fenq65jJFRUXiZxIOPbXD0z6RO8ueMuC94cvghuxEv+2229xel4/n4cOH6xzQ8bez3pCFRQGlKCm7x9mJfn645pprAABr1qwBAEWci5xd7m8mOnBuhgc50fV6vddcdFlEb4xjqBbRfRmUlJ3oLLw2X2jgduPGjYq/q883uobwsWwdaInodTnRgXPniT+Z6M3aiX7ddddhwYIFiIqKwnXXXed1WU9V3xmGYRiGYRiGufD4+9//jscffxy33npro26nrkgTAPj222+Rm5ur6Xbyh8zMTBQWFqJjx46ar8tTlrWQhVZPYi1NWe7UqVPA7RwzZozHgqG+4osT3ZeO7Z133un1dU9FSwl5n/kS+xNI1I7c2fZ0XCZPnoxJkybh2muvxU033eT2emRkJD777DPEx8fj6NGjuP76692WkcXn8y2iOxwORYFHLix6fqHBxAMHDqC4uFgR50LCo7ponq+onehA7feqvLwcmZmZWLt2LQYNGiQyrZvKie7LoAzBTvSWwfDhw/H6669jw4YNir/TPaSgoAAAO9FbG97iXKqrqz3GsNG1QR5E84Z8jfRHRG+yTPTo6Ghx0gdaXIdhGIZhGIZhmAuPRx55BKNHj/ZYULKhuOSSS7Bs2TKPRSOB2g5cfQV0oFbg9pbLuXTpUkyZMgXvvvuu5uuyIOzJiT579mz07NlTU6htSmQx2ZP7VY5zCRRfHWaAZxG9srISERER2LNnT73b40lEj4+Pxw8//OD1fcePH8fx48cBaB/f8ymi63Q6N/e5r+8F2Ine2CQmJqJbt244cuQINm3ahIEDBwJQiuiBft/UTnTgXNTSypUrAdQOZpGI3tiZ6CRy+TIoQ7CI3jIYOXIk9Ho9Dhw4gJMnT4rBYLpvZmVlweVysRO9lWEymcT1i/6vq7AoEJiITtesQOJcGt2J/sknn2j+zDAMwzAMwzBM60av12PQoEFNsq0pU6Y0yXbq4uqrr0ZlZSVCQkI0X5eNR55MSImJiZg5c2ajtM8fZDHZk5A2aNAgZGZm1kvUateuHbKzsz0OcsiOfE8RKYsWLUK/fv1w8ODBgNtBBJI5rfU+rbZmZ2ejTZs2SE1NFQKCr9SVie5LYVFPmey+iOgGg8FnEZ0z0QNjxIgROHLkCH7//XcMHToUQK3gRHnA/gw4yZATPS8vDxaLBSEhIW6DPOXl5eLn5uhEl895FtGbLwkJCbjsssuwdu1afPPNN3jiiScAAKmpqdDr9aioqEBpaSmL6K0MLSe6nIneUE50q9V63uJcWsxVqbi4GNOmTUNUVBRiYmIwc+ZMzVwvmdGjR0On0yn+/fnPf26iFjMMwzAMwzAMc6HiSUAHaqNGdu7ciZ07dwYUO9KUmEwm8bOnzuh7772HBx54ABkZGQFv56effsLUqVPxyy+/aL6elJSEvXv34uTJkx7XQe9//fXXA27HZZddBgC49957A3q/WpT05ET/8MMP8dZbb+HUqVN+rV92omsJCr7EuaiX13qvJ4HSV7eeXLCUxU7/IOF8586dijgXGnDxVUhSExcXJwZ1srKyALifn1RsFmieIrp8zrHw2ryZOnUqAGDx4sXi2AYFBSE1NRVA7YwI+jtfI1oH9c1E9/XaV1NTc94Ki/oftAXgm2++wVdffYXMzEy3qUa7du0KuDHemDZtGs6ePYtffvkFNpsNM2bMwD333IPFixd7fd+sWbPw/PPPi98DKdDBMAzDMAzDMAzjDxTT0JKQBXWZ5ORkvPXWW/Vad9++ffHVV195XaauSKA333wTjz76aL1y5FesWIGcnByvsUDe8MWJTsJocXGx321tiEx09fK+vpfer46j0VrWF0Ge0YaK4mZkZCiK7JITPVARXafToUOHDjh06BBOnz6N9PR0NxHd4XCguroaERERTSaiBxrnwjRvpk6discffxwZGRn46aefMHHiRAC1bvTs7GwUFBSwE72VoRbRnU6nwonuSUQnLkgn+ty5czFjxgwkJydj9+7dGDx4MOLj43HixAlceeWVATfEG4cOHcKKFSvw0Ucf4dJLL8WIESPw1ltv4YsvvkBOTo7X94aFhSElJUX8i4qK8rp8TU0NysvLFf8YhmEYhmEYhmEuVGbMmIGOHTvihhtuON9N8YrBYEDnzp3rJciEhIQELKADvonosjBKgrqvNLSI7m+ci7c4GHU72IkeGD179oTRaERRURHy8vLEsaCZ9vUReNTFRWWXJm2HNI7m6ESnc55F1+ZPQkICHnzwQQDAyy+/LP5OAzfV1dXsRG9lqONcLBaLOAd8iXPRuudpEaiI3hBOdL/P5HfffRfz5s3DW2+9haCgIDz55JP45Zdf8NBDD6GsrCzghnhj8+bNiImJwcUXXyz+NmbMGOj1emzdutXrez///HMkJCSgd+/eeOqpp+rMpHv55ZcRHR0t/nkrKMQwDMMwDMMwDNPSmT9/Pk6cOBFwTnhrQr2PtOJcZOHck7vfEwaDwW06vIyvIrqWKCEL375kosvr0WpHXetitAkJCUH37t0BAHv27BHni8ViAVA/gUddXDQxMVG81qZNGwDnRPTGLiyqdqL78rnYudyyeOihhwAAmzZtwpkzZwCcG1ikmRUAi+itBbUTnVzoNTU1MJlMdSaD+CqiBxrncl6c6JmZmRg2bBiA2qy/iooKAMD06dOxZMmSgBvijdzcXLcK7UajEXFxccjNzfX4vltvvRWfffYZ1q5di6eeegqLFi3Cbbfd5nVbTz31FMrKysQ/yhJjGIZhGIZhGIa5UGHRyjfUorm3OBfAfxFdqzCbjC+FRWUCiXORBQZfRHQWyPynf//+AIDdu3eLmQskojekE719+/aYOnUq7r//fjErv6mc6Hq9Hjqdzi/hiuNcWhapqakYMmQIAOCHH34AoBTR2YneujAajSLy22q1ChMzudDres5o7DiX8+JET0lJQXFxMYDaUc4tW7YAAE6ePOl3Q2bPnu1W+FP97/Dhw/42UXDPPfdg/Pjx6NOnD6ZNm4ZPP/0US5cuxfHjxz2+Jzg4GFFRUYp/DMMwDMMwDMMwDOOLE12Oc2loEb0uIVz9t0DiXOR+vSdRUxbzWSDzHyou+tNPP4nzhcSn+gxoqZ3oOp0OvXr1QmJiIqKjowEoRXQ6do0hotN6AyksyudUy+Haa68FAHz99dcAztUhrKqq4uPZyjCZTKipqQFQ+30vLS0F4FseOuD7IJrVaq1XYdEmdaL/6U9/EiNMM2bMwCOPPIKxY8fipptuEl8eX3nsscdw6NAhr/86d+6MlJQU5OfnK95rt9tRXFyMlJQUn7d36aWXAgD++OMPv9rJMAzDMAzDMAzDMP7Gufibid7YcS6BFBbVgp3o9eP6668X8bS0j8mFWR8RnZzoJKLLNLUTndbrj3DFcS4tj5tuugk6nQ5r167FH3/8oelE91XoZFo2NAhM33XScc1ms1eDMn3fGzsTvSHiXPw+k+fNmyc2eP/99yM+Ph6bNm3C5MmTce+99/q1rsTEREVGlyeGDh2K0tJS7Ny5E4MGDQIArFmzBk6nUwjjvpCRkQHgXBYYwzAMwzAMwzAMw/iKLKKHhoaiXbt2bsucTye6r3EunoRvWfQEuLBoY5GcnIwxY8Zg1apVYqZ/QwjI5ETPysqC0+lUHJvQ0FAAEDnFsojeWMcwUCc6i+gth7S0NIwfPx4rVqzAxx9/jH/+858Aaq9fjT3TgWle0P3ObrcjKCgIeXl5AGqd6N4GlP0V0WtqagIS0eme2qRxLtnZ2YpG3nzzzZg7dy4eeOABr/nk9aFHjx6YMGECZs2ahW3btmHjxo144IEHcPPNNyM1NRUAcObMGXTv3h3btm0DABw/fhwvvPACdu7ciVOnTuGHH37A7bffjlGjRqFv376N0k6GYRiGYRiGYRjmwkXOQB84cKCm+NiYmej+OtHrG+fChUUbj1GjRgEAysrKFH+vj+DYtm1bUdzv0KFDitdocIfiFhq7sCitlwuLXvhMmzYNALBu3ToEBweL8ykkJAQAi+itBbrf0b3LVxGdaOw4l/NSWLRTp04oKChw+3txcTE6deoUcEPq4vPPP0f37t1xxRVX4KqrrsKIESMwb9488brNZsORI0dEcH1QUBB+/fVXjBs3Dt27d8djjz2G66+/Hj/++GOjtZFhGIZhGIZhGIa5cJHFIJolrUZ2ovsb5+JLYVFv4nVDFBYFtEV49Xo5E71+dOnSBcC5IqBEfQRHo9GI8ePHAwC++OILxWskaJKI3lRxLv4IV1yIsmVy8cUXAwD27t0Lp9MpBhtp9gOL6K0DErTpGkMDhGaz2euAMt1L/BHRz1dhUb/jXFwul+YNt7KyUlyUG4O4uDgsXrzY4+sdO3ZU7Ij27dtj/fr1jdYehmEYhmEYhmEYpvVy8803a/69Pk50g8EgCkw2RiZ6Xe5x+f06nc6j2CCL+Sx4Bkbnzp0BALt27UKvXr3E3+u7P6dNm4bly5fj888/x7PPPitEJhrcsVgsAJqmsKjRaPQrzoWd6C2T9PR0hIaGorq6WuSil5eXCxGdM9FbB3S/o3sYUV1djYSEBI/vo+uQryJ6TU3NeXOi+3wmP/roowBqL2b/+Mc/RMVdoPbiu3XrVvTv3z/ghjAMwzAMwzAMwzBMc2ffvn3Izs7G0KFDNV9vqDgXtRAB1C2i098CLSxKYmpdwidnotcfcqKfOHECMTExKC0txfbt29GzZ896rXfSpEmIjY3FyZMn8cknn+Duu+8G4B7n4nA4/Bai/MXfwqK0DJ9TLQuDwYA+ffpg27ZtyMjIEHoh/c9O9NYBXUeo7gLhaya6LwNtDocjoCiqhnKi+3xl2r17N3bv3g2Xy4V9+/aJ33fv3o3Dhw+jX79+WLBgQcANYRiGYRiGYRiGYZjmTu/evTFhwgSPr5/PwqJqETyQTHT5fb4UFmXXcGDExcUhKioKQG0cRnV1NVauXKk4fwIhPDwczzzzDADgueeeE+eCHOficrngcDiEsOXveeor/hYWJVhEb3mQqXb37t1CPKdYl8Y6v5jmBR1nmu1CVFdXN1icCw0u10dEbxIn+tq1awEAM2bMwJtvviku9gzDMAzDMAzDMAzD1CK78IYMGeLXew0GgxDP7Xa7IjYFqFsIJwGWRIL6ZqJ7c6JzJnr90Ol06NKlC3bv3o3S0lKUlpbC4XA0SEzuPffcg0cffRTZ2dkoKChAUlKSODdcLhesViucTqcQthpTRA/E/cnnVMujd+/eAICjR4+6zdJhJ3rrgJzoVKuSqCsTXX3f8QbNpKFzKpA4lyZxohOffPIJC+gMwzAMwzAMwzAMowEVHB0+fDhuueUWv94rO9GBWiFdxul0ehXCKYOY3udJRPckUvpTWJTjXOoP5aKfOHFCiEP1daIDtTEaHTp0AFAragK1Qjkdq5qaGjgcjiYR0f3JIeY4l5ZLp06dAAAnT550EzbZid46oONcWVmp+HtdcS7+ZKKTE53OsaZ2ovOViWEYhmEYhmEYhmEaiJtuugm7du3C+vXr/Y46UYvo6kiXutzkahFdFgvsdrvPmeh1uYe5sGjDkJKSAgAoKCgQEQgN4UQHgIsuuggAcOTIEQC1x1wuLtrUIjo70S9sSEQ/deoUi+itFFlEpygfoO44F3+c6CSi0/r8EdHla1GgbnS+MjEMwzAMwzAMwzBMA6HX6zFgwICAIgzU4pO/IjoJsORAb8w4F85Erz/x8fEAgKKiogZ1ogNAt27dAJxzosvrbionutFoDMj9yfEfLY+0tDQAQGlpqdsMmsYqXMs0L+g422w2dOzYUfxdvtZoUR8R3Z84F/kaxCI6wzAMwzAMwzAMw7Rg1OKhlohOeHOi0/vUhUXrEr79iXPhTPT6ExcXB6BWRG8sJ/revXvF32jdzdWJTsvwOdXyiIiIQGJiIgCgoqJC8Ro70VsHdJztdrvIxad7li9xLr5Ag431caIDgUe68JWJYRiGYRiGYRiGYZoB5Kqjzr5aRJc7/t6c6FpxLv440euKc+FM9IaBnOjFxcVCHGooEZ2c6CtWrMBf/vIXAEonupyv703gqg/+FhblgZmWDbmPy8rKFH9vrPOLaV7ITvR27drh3nvvFeeCt4EUEsL9caKHhYUBODdwXBfsRGcYhmEYhmEYhmGYCwj11HQSDAi546/lwFNnosvLB5KJzoVFGxc5zoWc6A0V53LppZeKn7/77jvFuinOhWisuA1/C4vK72NaHpSLXlJSovg7O9FbB3ScafC3TZs2bs5xLfz5vtM9kTLXo6KifHofO9EZhmEYhmEYhmEY5gKiLie6LAJoidfe4lx8EdF9zUSXC4tyJnrgNKaIHh0djdzcXABAfn4+zGazIs5Fdog3lmgdaJwLi+gtE8pFLy4uVvydRfTWgRznQpDo7W02gj/f95qaGhiNRnEt80dEZyc6wzAMwzAMwzAMw1wgqJ3gsojucrnqFNE9xbm4XC7YbLYGjXPh6I36Q5no+fn5ogBo+/btG2z9SUlJIvYgOzvbLc6lsZHjXHzZHp1TLKK3TJKSkgC4Z6Lz8WwdyHEuBP3ckE70yMhIsU5f46/UIjo70RmGYRiGYRiGYRimBePNiS5HqADenejk/lNHadQlfPtTWJTjXOoPOdEtFguqq6sRHR2NHj16NNj6dTqdcAdnZmYKEd1isQTsxPQHo9HosxO9rqgipvmTkJAAACgvL1f8na8RrQNvTnRvIro/cVK5ubl46KGHAACRkZE+z4RSx7mwE51hGIZhGIZhGIZhWjAkJmg50e12u0K41hIPPMW50O/+ZqJzYdHGJTo6WrH/hgwZ0uD7s0OHDgCUIrrVahXHtjHjePwpLCpHBLGI3jKhQSF1YdHGytxnmhfenOi+xLnUdS2qrKwUM3YA36NcAPf7FDvRGYZhGIZhGIZhGKYF4y3OxW63i9c9Ca00tZ3cf+r11JVjHogTnTPRA0ev14tIFwAYNmxYg29DFtFJyJJF9MbEn8KiDodDnN8sordMSEQvLS1V/N2bgMpcOKgLi8o/N4QTffv27YrfWURnGIZhGIZhGIZhmFYKiQkOhwOAdye6FuREp/eTUEDT6xsqE93pdHImegMhZ/qOHj26wddPIvrp06cVIldTOdF9jXORB2ZYRG+ZUJyLurAoi+itA7p/BRrnUte1SD04I2+nLtSDvhznwjAMwzAMwzAMwzAtGLWILosEvojoJMiqRXC5qCjQsE50FtHrR3Z2tvh5xIgRDb5+ykTfuXOnEKfPV5yLN+FKPr9ZRG+ZkBNdnYnOInrrwJsT3ds54KuIXlVVpfidzjdfYCc6wzAMwzAMwzAMw1xAkAhBHXwS0wH/nOj0ftmJLguTnqbPcyZ60zN48GAAwLRp0xplX1522WUICwvD3r178c033wA45w4Fms6JDnh3f8rnFGdot0xiYmKg1+vdHMIsorcO6P7lcrncosS8OdHpNXXxTzXV1dUAgF9//RX5+fkYOXKkz21jJzrDMAzDMAzDMAzDXECQ2KSOYwF8c+rq9XoEBQW5OcltNpviPd7eD6DOCA5Z3OdM9PqxaNEi/Oc//8HHH3/cKOvv0KEDXn/9dQDA7t27ASidoo05CGI0GhXnMIvoFzYGgwGxsbEsordS5O8tXWP8iXMBlPcWNeREP3XqFIqLi/06r9iJzjAMwzAMwzAMwzAXECQ0kAildqLXVVgUqI10UTvJ1U50T+/3Nc5F/js70evHRRddhMceewzBwcGNto2ePXsCAAoKCgCcPye6N+GK41wuDOLj492EUG8CKnPhIB9nEtF9iXOR3+eLiF5VVeX3wIz6PsVOdIZhGIZhGIZhGIZpwZAwQCK6Jye6N+E6NDTULc5FdqLr9fo6RfS64lzkv7OI3vxJTk4GAOTn5wNQiuiNefz8jXPxZZCIad4kJCQonOhOp5NnFrQS5ONM54A/cS6AZxHdarWKdVZXV/s96MhOdIZhGIZhGIZhGIa5gKjLiR6oiC470b25fOk1XwqLEix4Nn+SkpIAAMXFxQCUInpjur7lwqKAd+FKjnNhJ3rLJT4+XiGie3MWMxcWWk50X+Nc6J7j6XwhF7rL5YLVag3YiU4zb1hEZxiGYRiGYRiGYZgWjK9OdG8iY0hIiNdMdG/vVQsMnpzDcrs4E735ExMTg6CgICFoOZ1Ocdwa0yXsjxPdbreLNvHATMtFLaIzrQe9Xi/uL/7GuZB4XpeITnCcC8MwDMMwDMMwDMO0YtROdLWI7kvchexEJ6HAVxGd1l1XYVHORG9Z6HQ6JCUlaTrQG1tE96ewKMe5tHyioqIUInqgYiXTMqF7GF1rfIlzMRqNdYro1dXVAM7de+ororMTnWEYhmEYhmEYhmFaMCQMkPAQSJyLXFjU3zgXWrc/hUXZid4ySEpK0nSgN6aIrl63r3EuLKK3XEJCQhS/s4jeulDfw3yNc/HViU6v1zcTnZ3oDMMwDMMwDMMwDNOCaajCot7iXOoSKPV6vc+FRVlAbzlQcVGCxE616NmQqAds6opzYRG95RMaGnq+m8CcRzw50b05x41Go9vArxpyotO9kZ3oDMMwDMMwDMMwDNOKUQsQ9S0sSqKlP050Ocfak9DA7tKWBxUXpWNHIlRjip7qc40Li174sBO9daN2ojd0nIvFYgEAhIWF+dUufwb0vMEiOsMwDMMwDMMwDMM0A9QCRKCFRdWuPpvN5rNA6YsTnV5nJ3rLgZzoapHKXzHKH+hcqytjn9rFTvSWDzvRWzfqgWB/41w8DbSZzWYAQFlZGQAgNTXVr3axE51hGIZhGIZhGIZhLiBIaPCUie5vYdH6ZqKziH7hQCI6nVtA7XGMiIhotG1ynEvrozHjgZjmjzwQ7HK5/I5z8eREJwd6YWEhgMBFdF8G9LyuJ6B3MQzDMAzDMAzDMAzToJDQQO69xshEbwgRnTPRWx6xsbEAzp1bAFBRUeF3trA/+Bvn4mtuP9N8YRG9dSM70WVBvL5xLuREz8vLAwC0bdvWr3axE51hGIZhGIZhGIZhLiDUTvRARPTg4GC3OBZ/RHQ5E51F9AuH6OhoAEoRvby8vFFFdKPRqPid41wufNRxLnyNaF3ITnT5WuNNRDcYDHUWFiUnenl5OQCOc2EYhmEYhmEYhmGYVg0JEDU1NQA8Fxb1JoSbTKYGi3Opq7AoC2QtBxLRSYwCagUpb+JWfVFnonsTrjjO5cKAneitG9mJLkdH1RXn4qsT3Ww2IzY21u/sffU1heNcGIZhGIZhGIZhGKYFU1eciy9xF1oiOse5MDExMQCA6upq8bfGdqL7k4kuO9HrOkeZ5gs70Vs3shNdFtHrG+dCg39ms9lvFzrgnol+wTvRX3rpJQwbNgxhYWHi4l8XLpcLzzzzDNq0aYPQ0FCMGTMGx44da9yGMgzDMAzDMAzDMEwAkNBQlxO9LhFdLYL760RXx8Go4cKiLQ8tJ/rZs2eb1InOcS4XPuREz8zMBHDuWsa0DmQnOg0G6/V6r99pubColrjtdDrFdctisfidh05tkLngnehWqxVTp07FX/7yF5/f89prr2Hu3Ll4//33sXXrVoSHh2P8+PGKmwbDMAzDMAzDMAzDNAfIxaclKPgjotfHic6Z6BcmJKIfPXoUer0e27Ztw759+5pERCc4zuXCh0T0zz77DB9++GHAYiXTMtFyotc126UuJ7qs4Z5vJ7qx7kWaB8899xwAYMGCBT4t73K58MYbb+Dpp5/GlClTAACffvopkpOTsWzZMtx8882a76upqVGMlFFoPcMwDMMwDMMwDMM0JiRoagkKNpstYBHdXyc6UZcAxiJ6y4FE9AMHDuC+++7DCy+8AKBugas++OtE9yWuiGneUJyLzWZDTk5Oow7SMM0PrUz0us4BX0V0u90Op9OJLl26+N2uVudE95eTJ08iNzcXY8aMEX+Ljo7GpZdeis2bN3t838svv4zo6Gjxr3379k3RXIZhGIZhGIZhGKaVU5cT3Rch3Gg0urnt/M1EryvOhf7OYmfLISgoSAic5eXlsNvtAOoWuOqD0aj0bbIT/cJHXViURfTWhexEpzgXX0R0ecBXDRUVra6uRmRkJGbNmuV3u1pdJrq/5ObmAgCSk5MVf09OThavafHUU0+hrKxM/MvKymrUdjIMwzAMwzAMwzAMcE5saKg4l0Az0X1xDtfVDqb5QW70wsJC8bfm5ERnEb3loy4sqh5IYS5stJzo/sS5yMVICbmo6PTp0910Xl9QX1NapIg+e/Zs6HQ6r/8OHz7cpG0KDg5GVFSU4h/DMAzDMAzDMAzDNDY6nc7j1PbzkYnuSWhgJ3rLhET0goIC8bfmWFi0rnOUab6wE711o5WJ7k+cizcneqB56IC7Ez3QOJfzOiT02GOP4c477/S6TOfOnQNad0pKCgAgLy8Pbdq0EX/Py8tD//79A1onwzAMwzAMwzAMwzQmQUFB57WwKDvRL1xiYmIAKJ3oTSmic5zLhQ+L6K0b2YkeSJyLNye6xWJBfHx8QO26IAqLJiYmIjExsVHW3alTJ6SkpGD16tVCNC8vL8fWrVvxl7/8pVG2yTAMwzAMwzAMwzD1wWQy1elE9zUTneNcGJmW4kTn86rlwiJ660bLie5LnIsvmehmszlgEZ1ihZxOp2K2lb+0mCtTZmYmMjIykJmZCYfDgYyMDGRkZKCyslIs0717dyxduhRA7TS4v/71r3jxxRfxww8/YN++fbj99tuRmpqKa6655jx9CoZhGIZhGIZhGIbxjDcnOomS7ERnAkEtohuNRuh0ukbbnj9OdIfD4dP5zTRvDAaDQjjnTPTWhexELyoqAoA6Y7L1er1PcS4WiwUJCQkBtYuufSTst0gnuj8888wzWLhwofh9wIABAIC1a9di9OjRAIAjR46grKxMLPPkk0+iqqoK99xzD0pLSzFixAisWLHCbWSMYRiGYRiGYRiGYZoDJpNJmMVcLhecTif0en294lz8caIbDAa3wqTelmVaDmoRvTGLigLnBFRfBmU4zuXCITQ01Oc8bObCQnai//HHHwCALl26eH2PTqdTzJpS0xBxLhRlZbVaERYW1jIz0f1hwYIFWLBggddl1DtBp9Ph+eefx/PPP9+ILWMYhmEYhmEYhmGYhkF2ogMISERXO3/Zic4A7pnojS1wcpxL6yQkJATl5eUAWERvbchO9OPHjwMAunbtWuf7vInoDRHnEhsbCwCoqakBELgTna9MDMMwDMMwDMMwDNNMkJ3kABTT3P11osvChC956rRuX4uvsdjZsqBYBYpZaGwneqCFRXmGQ8smNDRU/BwREXEeW8I0NVpOdF9EdEJLRKeZWfUR0WkAkUT0Cz4TnWEYhmEYhmEYhmEudIKCghQFReVIFl8LizZ2JjrlaLPY2bIgcbOpXMJ0fvgSDySLZzw407KRI5Q7dux4/hrCNDmyEz0QEZ1igGSqqqoA1F4/Ao3nZic6wzAMwzAMwzAMw1xgaMW5AIE50QMR0Q0Gg88iOoudLQsSoJpKRFdnotdVWJTg86plIxer7dSp03lsCdPUkBO9srISWVlZAHwT0ek77y3OpT71LcmJTutiEZ1hGIZhGIZhGIZhWjhqYVOOcyEB3NdMdJfLBZfL5VdhUX8y0dmJ3rJQO9GbqrCoL050FtEvHPLz88XPiYmJ57ElTFND96+jR4/C5XIhIiLCp3OA7iVaTnSr1QpAGRPkL2onOse5MAzDMAzDMAzDMEwLh4RNcnPWx4kO1IoFHOfCAOfPic5xLq2L4uJi8bPsSmcufOj+lZeXBwBISkry6Rzw5ER3Op1igC0yMjLgdpETXT1Ly1/4ysQwDMMwDMMwDMMwzQQSNkl40Cos6msmOlArFvjrRPcmejqdTi4A2UIhJycd36ZyonOcC8O0Duj+VVpaCgAICwvz6X10L1GL6BaLRfxMhZEDISQkBCEhIT4N6HmDr0wMwzAMwzAMwzAM00xQC5uBONFlgcBfJ7qcia4lejocDhbRWyjqOITm5EQnEd3lcrF7+QKhsc8vpvlB96+KigoAvovodK1Qi+iUYW61WkUkS6DExMSwE51hGIZhGIZhGIZhLhS8ZaIHEucSiBPdW5wLO9FbLurCfE2die6rE51p2QwcOBAAMGvWrPPcEqapUd+/wsPDfXofXSvU1wFyopvN5nqL6LGxsT7X+/CEsV4tYBiGYRiGYRiGYRimwfDmRCcnsb8iekNmorMTveVyvpzossvcE/J5xbRsfvzxRyxfvhzTp08/301hmhj1/ctfJ7paRCcnutlsRps2berVttjYWHaiMwzDMAzDMAzDMMyFQn3jXBoiE70uEZ3WQcIH0zJQO9GbU5xLoKIW0/xITU3FPffc4zZow1z4qK8pvoro9D71dYCc6BaLpUHiXOrrRGcRnWEYhmEYhmEYhmGaCSQmUCff38KiahGjPpno7ES/sFCLmhznwjBMQ9KYTvSGiHNhJzrDMAzDMAzDMAzDXCA0RGFR4JwYEUicizfnsCyisxO9ZdHUTnT1uehLYVGGYVougYroaif6mTNnUF5eLkR0i8WCmJiYerUtPDzca9FsX+A7HsMwDMMwDMMwDMM0E7w50UkA90VEl8UCu90uBG8uLNp6ac5OdI5zYZiWT6CFRela5HK5sG7dOqxbtw4hISFo3749gIaJc5HrhXCcC8MwDMMwDMMwDMO0cEhMUAuP/jrRZbHA4XAgODgYgLuQqkYW0bWETY5zabmcr0x0f5zoOp2uUdvEMEzjEagTXX7funXrANQK58eOHQNQG+dSXye6LKJznAvDMAzDMAzDMAzDtHDqm4mu5f6l5XU6XZ0iuj+Z6N7EfKb5oT72zUlED9QZyjBM8yHQwqIkonsaRGuITPSgoCAuLMowDMMwDMMwDMMwFwrytHYgcCe6/H76W1BQUJ1O37riXFhEb7mYTCbFAExzjHNhJzrDtFwawokOAO3atVP8brFYEB0dXa+2sROdYRiGYRiGYRiGYS4g1HEsWk50f+JcZBFdHeehhS8iui/Z7EzzRD4HmpMTnQuLMkzLJ1AnuvrepBbRdTpdvePDTCYTO9EZhmEYhmEYhmEY5kKBhEctJ7ov4rXBYIBOp1NkojekiC4XFmURveUhR7o0lROdBHJv7k8619iJzjAtF/U1xdfColSzg0hISFC8tyGuVUFBQexEZxiGYRiGYRiGYZgLBU8RGHa7XbxG/3tbh5YT3RdBw2AwKAR4NVxYtGXTXJ3oHOfCMC2fQJ3oahE9Li5Ocb9Svx5o27wVzfYFFtEZhmEYhmEYhmEYppmgFtFJgNTr9eK1usRwtVhALr6IiIg6ty870bWEBs5Eb9mcDye6t0EZgkV0hmn5BJqJrp4lFRcXp3ivr452b8iZ6BznwjAMwzAMwzAMwzAtHE9OdHL4mUymOh3E6gJqJFBERUXVuX0uLHphcz6c6L64PznOhWFaPoE60eXBPaPRiKioKMWMq8jIyHq3LSgoiJ3oDMMwDMMwDMMwDHOhQBEpcowLcG46uy+55rKIXlNTIxzoMTExdb7XaDRyYdELGFmskn9uDNQiujf3J73G5xTDtFxiY2MVQnogTvTExETo9XpFXFhiYmK928ZOdIZhGIZhGIZhGIa5gFDnSAcqopNIYLFYhIgeGxtb53uDg4O9ip52u52d6C0Y+fxJS0tr1G2RmOZLMT+Oc2GYlo/RaESnTp3E777GsMjXpYSEBADKmhv0t/qgnqEVCHzHYxiGYRiGYRiGYZhmAonoJJ5brVYA50QGX5x9cmHR6upqREdHA/BNiPBHROfCoi0P2X3euXPnRt0WO9EZpvWRnp4ufvbViS6L7XSfkvPVG0JEl+Nc2InOMAzDMAzDMAzDMC0ctYhus9kAnBM/fRElZMddUVERDAYDbDabT7mywcHBXqe822w2dqK3YORj2qVLl0bdFp0fvkQocCY6w1wYdOzYUfwcSCY6CeaXXXYZ7HY7NmzY0OBxLuxEZxiGYRiGYRiGYZgWTl0iui/FQWWxoLi4GABQVlbmk+hdV/E1jnNp2Zw9e1b87Eu8T33Q6XSKjH1fCovyOcUwLZu2bduKnwMR0en9sbGxWL58OVavXs1OdIZhGIZhGIZhGIZhlHiKc6Hp7r4UB5Uz0UtLSwEAlZWVPm2/rjgXm83GhUVbMDk5OU26vboK1arhc4phWjayiC5HsngjNDQUCxcuxNdff624xxUUFABoPpnoxnq3gmEYhmEYhmEYhmGYBoFEdHKg22w2uFwukYnuixNdzkSvqKgAUJuN7gtcWPTCpqioqEm3J5+L7ERnmAufkSNHip99jWcKDQ3FqVOnANReC3Q6HVwuFwoLCwGgweJcfJkV4w2+OjEMwzAMwzAMwzBMM4FEdHKg22w22O12BAcHAwAiIiLqXIfsuKupqQEAWCwWn7Zf15R3OROdC4u2PKZPnw4AuOGGG5pke7460VlEZ5gLg06dOmHbtm04evSoz++hQWLg3D2roqJC3AcbKs7Fl/oM3mAnOsMwDMMwDMMwDMM0E7Sc6FVVVeLvvhQHlR13hMPh8Gn77ES/sHnnnXdw5ZVXYtKkSU2yPY5zYZjWxyWXXOLX8rKIbrFYEBISIlzooaGhPmere4MLizIMwzAMwzAMwzDMBYTaiX727Fls3bpVvO6riK4WCWi9deFLJjqL6C2XyMhI3HLLLT7NaGgI5DgXX5zoPLuBYVofJpNJ3KOofkdDRrnQNriwKMMwDMMwDMMwDMNcIKhFdIfDgc2bNwOodYGbTCaf1qEW0X15H1Arontz69ntdi4syviM7ET3xf3J5xTDtD50Op0oKFpSUgKgYYuKAso4lwveif7SSy9h2LBhCAsL86kaOQDceeed0Ol0in8TJkxo3IYyDMMwDMMwDMMwTICQiE65sDIkrNeFlhM9KCjIp/f6k4nOgidTF/66P/mcYpjWSWxsLIBzIjo50RtKRG8IJ3qLyUS3Wq2YOnUqhg4dio8//tjn902YMAGffPKJ+J2KsTAMwzAMwzAMwzBMc0PtRJehnPS6MJlMbhnovoro/mSic/QGUxf+ZqLzOcUwrRNPInpDxrnU14neYkT05557DgCwYMECv94XHByMlJSURmgRwzAMwzAMwzAMwzQs3pzodrvdp3WYTCY3wd1XQxlnojMNia+Z6ASL6AzTOpFFdJfL1ShxLpyJXgfr1q1DUlISunXrhr/85S8oKiryunxNTQ3Ky8sV/xiGYRiGYRiGYRimKSAR3WKxuL2mdpd7wmQyuQnuLKIz5wN2ojMM4wskov/www/o2rUrXn31VQANG+fSajLRA2HChAn49NNPsXr1arz66qtYv349rrzySq8PHi+//DKio6PFv/bt2zdhixmGYRiGYRiGYZjWjDcR3deOv5YTPSQkxKf3+pKJTrCIztSFr4VFdTodABbRGaa1QiL60qVLceLECfH3hoxz8afIsRbn9Y43e/Zst8Kf6n+HDx8OeP0333wzJk+ejD59+uCaa67B8uXLsX37dqxbt87je5566imUlZWJf1lZWQFvn2EYhmEYhmEYhmH8gUR0rfxzXzv+kZGRbu8PDQ316b3BwcFe4zfk9bLgydQFO9EZhvEFEtHVNGScS4vORH/sscdw5513el2mc+fODba9zp07IyEhAX/88QeuuOIKzWWCg4O5+CjDMAzDMAzDMAxzXiAR3df8cy1iYmIU77fZbIiMjPTpvXKci5bQIK+XnehMXRiNRjHw4k1EZyc6w7RuGltEl+NcAs1EP68iemJiYoPZ8n0hOzsbRUVFaNOmTZNtk2EYhmEYhmEYhmF8pSFE9OjoaIVj3G63++VE9+YcZhGd8Qd/C4vS+c8wTOvCk4jOcS4BkJmZiYyMDGRmZsLhcCAjIwMZGRmorKwUy3Tv3h1Lly4FAFRWVuKJJ57Ali1bcOrUKaxevRpTpkxB165dMX78+PP1MRiGYRiGYRiGYRjGI+dbRK8rE53a5XK5WERn6sTXOBd2ojNM66axnegGg8GvaCktWswQ3zPPPIOFCxeK3wcMGAAAWLt2LUaPHg0AOHLkCMrKygDU7py9e/di4cKFKC0tRWpqKsaNG4cX/p+9+w6PqszfBn6fqekJJYUekIB0EFDBAggKWGFRsPxU0NV1ERtSZBWkiCCCUlyx7GLEBgqivKgooqACAoJhQSC0hFBCQoD0Mu28f8ycM2dmzrRk0sj9uS4vk2nnSWZMzH2+cz9z5rCuhYiIiIiIiOokXyG6FDT6ExcXV22T6GazmdPCFDBuLEpEgVCG6DqdTv4d2Lhx45A8viAI8s+XetmJHozU1FSkpqb6vI3yF3x4eDi+//77al4VERERERERUej4CtH1en1AjxEbG+ty/1CG6FarNaDHIQJcKxQCmUTnCRqihkkZonfp0gX79u0DENqfCVKIXtlJdL73ioiIiIiIiKiO8BWiBxomuE+im81mhIWFBXRfZZ2Lv41FifwJts6FITpRwxQXFyd/fPfdd1fLMaSfL6IoVipI508nIiIiIiIiojpCGSIOHDgQv/32mxxcBxowqnWiR0ZGBnRfo9HocyNIaRI90GoZatgC3ViUITpRw5aQkCB/PHnyZGg0GvTv3z+kx1D+fBFFMejfY/zpRERERERERFRHKP/I79evH2644QbMmTMHQOB90WoheqCbs2k0Gp+9sZxEp2AE0omu3KSWITpRwxQREYH09HTodDoYjUb861//CvkxlL9DbTZb0Jtjs86FiIiIiIiIqI5QhogWiwVarRbFxcXYsmVLwCF6XFycRyd6kyZNAl6D1L2uNjksBaGcRKdABFLnYrVaGaITETp06IB27dpV2+O7T6IHiyE6ERERERERUR3hHqIDQHFxMbZu3Qqj0RjQY0RERLhsABpsiK7sjXXHOhcKBkN0IqorlD9fvL0zxheG6ERERERERER1hFqIXlFRAQABbw4qCALCw8NdLgs0gAfsm4sCnESnqgskRLdYLHKILr32iIhCjZPoRERERERERJcJjUYjB9RSiF5eXg4g8BAdgMtGolI9S6B83Z4hOgUjkI1FlSF6sK9VIqJAKX++cBKdiIiIiIiIqJ6TpuVCFaIHcz/Ad9AgfR7shmzUMAWysajU/Q8wRCei6sNJdCIiIiIiIqLLiLcQPZhKlujoaPnjqoTo7kEDQ3QKRiB1LmazmZ3oRFTt9Hq935N6vvC3HhEREREREVEd4h6iB9uJDgCJiYnyx8GE74BrL7W34JMhOgUi2E50vq6IqLoYDAY5PGeITkRERERERFTPhaLOpW/fvvLHwU6i+wrRpeBBqt8g8kWv1wfVic4QnYiqSyA/j3zhTyciIiIiIiKiOiQUdS7XXHON/HGwk+i+6lwkDDspEJxEJ6K6gnUuRERERERERJcR9xD9woULAFx7zv256qqr5I+lxwmUr0l06XNOolMggt1YlCE6EVUXZZ0LJ9GJiIiIiIiI6jlliJ6fn4+srCwAQJcuXQJ+jPDwcPnjyMjIoI6vnFz3FjRwA0gKBCfRiaiuMBgMnEQnIiIiIiIiulwoQ/R9+/YBANq0aYNGjRpV6vHatm0b1O2VU+beggZOolMgAgnRzWazHJ7zdUVE1SUsLIyT6ERERERERESXC7UQvUePHkE/Trdu3QAAN9xwQ6WOD3ASnapGp9NxY1EiqhPCwsKqNInO33pEREREREREdYgyRE9LSwMA9OzZM+jH+dvf/oZbb73VpdolmOMDnsGnIAgetyHyJthJdIboRFRdjEajHJ6zzoWIiIiIiIionlOG6EeOHAEQXB+6RBCEoAN06fjepoelEF2v1wf9uNTwBLKxqNlslj9miE5E1UU5ic46FyIiIiIiIqJ6ThmiFxcXAwDi4uJq9PjeggZOolMwAp1ElzBEJ6Lqwkl0IiIiIiIiosuIMkQvLS0FAERERNTY8bVard8QnZPoFAi9Xu83RDeZTPLH3FiUiKoLNxYlIiIiIiIiuowoQ/SSkhIAQGRkZI0e31sFhzQpzBCdAqHX6/2GVspJdIboRFRdjEZjlTYWZYhOREREREREVIfU9iS6rwoOhugUjGA60W02m/xOByKiUOMkOhEREREREdFlpC5NonsL0Q0GQ42th+qvQOpcLBaLz+uJiEKBk+hERERERERElxEpRC8rK5OndOtKJzpDdApGICG6chKdiKi6cBKdiIiIiIiI6DIiheiFhYXyZTU9ie4taJA6qxmiUyA4iU5EdQUn0YmIiIiIiIguI+4hukajqdHQ2ludi9VqlUN0o9FYY+uh+svXCRmJcmNRIqLqopxEZ4hOREREREREVM9JIXpBQQEA+xR6TW646G0zSIvFIq+Nk+gUCPdJdLUgnZPoRFQTWOdCREREREREdBlxn0SvyT50wHsnutlsltfGSXQKhDJEB9SDK6vV6vU6IqJQYZ0LERERERER0WVEbRK9po+vFqJbLBbWuVBQAgnRpUl0IqLqxEl0IiIiIiIiostIbU+iewvRlZPoYWFhNbomqp+UneiA70l0IqLqZDQa5Z9HlTl5xxCdiIiIiIiIqA6pC5PoatN6yk506d9EvnASnYjqirCwMBQXFwOA/O9gMEQnIiIiIiIiqkNqexLdWyd6RUUFNBqNyxqJfHEP0dV6iDmJTkQ1wWg0yr9XpX8Ho16E6JmZmXj00UfRtm1bhIeH44orrsDLL78Mk8nk837l5eV48skn0aRJE0RFRWHUqFHIycmpoVUTERERERERBa8uTKKrbb5WVlbmchsif4LZWFQQhBpbFxE1PGFhYVUK0evFb73Dhw/DZrPh3XffRfv27XHgwAE89thjKCkpwcKFC73e77nnnsM333yDL774ArGxsZgwYQL+9re/Ydu2bTW4eiIiIiIiIqLASZt2XrhwAUDd6UQvLS2VP5Y2GCXyRflaAtRDdLXpdCKiUFNOoksnqZ966qmAK6XqRYg+bNgwDBs2TP68Xbt2SE9Px/Lly72G6AUFBfjvf/+LTz/9FDfddBMA4IMPPkCnTp3w+++/49prr62RtRMREREREREFIyoqCoAztK7NSXRl6FleXg7AHnoyRKdA6PX6gDYW1Wq1nEQnomrlPokuiiKWL18ecKVUvQjR1RQUFKBx48Zer9+zZw/MZjOGDBkiX3bllVeidevW2LFjh9cQvaKiAhUVFS7HASo35k9EREREREQULPeqFJ1OV6N/k5rNZvlv48LCQvnYeXl5qKiogNls5t/IFBDpxIuUs+Tn53tMfZaVlUGv1/N1RUTVymazoaCgQP79lpOT4xKgq53kUxJEf7eog44dO4bevXtj4cKFeOyxx1Rv8+mnn2LcuHEugTgAXH311Rg0aBBee+011fvNnDkTs2bNCvmaiYiIiIiIiIiIiKjuOXXqFFq2bOn1+lqdRH/hhRe8htmSQ4cO4corr5Q/P3PmDIYNG4Z77rnHa4BeFdOmTcPEiRPlz202Gy5evIgmTZrwrUVERERERERERERElwlRFFFUVITmzZv7vF2thujPP/88xo4d6/M27dq1kz8+e/YsBg0ahP79++O9997zeb+kpCSYTCbk5+cjLi5OvjwnJwdJSUle72c0GuVNXCTK+xMRERERERERERHR5SE2NtbvbWo1RI+Pj0d8fHxAtz1z5gwGDRqE3r1744MPPoBGo/F5+969e0Ov12Pz5s0YNWoUACA9PR1ZWVno169flddORERERERERERERJe/etGJfubMGQwcOBBt2rTBhx9+6LILuDRVfubMGQwePBgrV67E1VdfDQD45z//iW+//RapqamIiYnBU089BQDYvn17zX8RRERERERERERERFTv1OokeqA2bdqEY8eO4dixYx4F79I5ALPZjPT0dJSWlsrXvfnmm9BoNBg1ahQqKiowdOhQvP322zW6diIiIiIiIiIiIiKqv+rFJDoRERERERERERERUW3wXSxORERERERERERERNSAMUQnIiIiIiIiIiIiIvKCIToRERERERERERERkRcM0YmIiIiIiIiIiIiIvGCITkRERERERERERETkBUN0IiIiIiIiIiIiIiIvGKITEREREREREREREXnBEJ2IiIiIiIiIiIiIyAuG6EREREREREREREREXjBEJyIiIiIiIiIiIiLygiE6EREREREREREREZEXDNGJiIiIiIiIiIiIiLxgiE5ERERERERERERE5AVDdCIiIiIiIiIiIiIiLxiiExERERERERERERF5wRCdiIiIiIiIiIiIiMgLhuhERERERERERERERF4wRCciIiIiolqRmpoKQRCQmZnp97ZbtmyBIAjYsmVLta+LiIiIiEiJIToRERERkQ9S0Cv9ExYWhubNm2Po0KFYunQpioqKanuJl5W3334bqamptb0MIiIiIiKZIIqiWNuLICIiIiKqq1JTUzFu3DjMnj0bbdu2hdlsxrlz57BlyxZs2rQJrVu3xvr169G9e/faXmq9Y7VaYTabYTQaIQgCAKBr165o2rSpx8S5zWaDyWSCwWCARsNZICIiIiKqObraXgARERERUX0wfPhw9OnTR/582rRp+Omnn3D77bfjzjvvxKFDhxAeHl6LK6x/tFottFptQLfVaDQICwur5hUREREREXniCAcRERERUSXddNNNmD59Ok6ePImPP/5Yvvzw4cO4++670bhxY4SFhaFPnz5Yv369x/3z8/Px3HPPITk5GUajES1btsRDDz2EvLw8+Ta5ubl49NFHkZiYiLCwMPTo0QMffvihy+NkZmZCEAQsXLgQ//73v9GuXTtERETglltuwalTpyCKIubMmYOWLVsiPDwcd911Fy5evOjyGMnJybj99tvxww8/oGfPnggLC0Pnzp3x5Zdfeqz7xIkTuOeee9C4cWNERETg2muvxTfffONxu2XLlqFLly6IiIhAo0aN0KdPH3z66afy9e6d6MnJyfjrr7+wdetWuT5n4MCBALx3on/xxRfo3bs3wsPD0bRpU/zf//0fzpw543KbsWPHIioqCmfOnMGIESMQFRWF+Ph4TJo0CVar1WPdRERERERKDNGJiIiIiKrgwQcfBAD88MMPAIC//voL1157LQ4dOoQXXngBixYtQmRkJEaMGIF169bJ9ysuLsYNN9yAZcuW4ZZbbsGSJUvwxBNP4PDhwzh9+jQAoKysDAMHDsRHH32EBx54AK+//jpiY2MxduxYLFmyxGMtn3zyCd5++2089dRTeP7557F161aMHj0aL730EjZu3IipU6fi8ccfx//7f/8PkyZN8rj/0aNHMWbMGAwfPhzz5s2DTqfDPffcg02bNsm3ycnJQf/+/fH9999j/PjxmDt3LsrLy3HnnXe6fH3vv/8+nn76aXTu3BmLFy/GrFmz0LNnT+zcudPr93Lx4sVo2bIlrrzySnz00Uf46KOP8OKLL3q9fWpqKkaPHg2tVot58+bhsccew5dffonrr78e+fn5Lre1Wq0YOnQomjRpgoULF2LAgAFYtGgR3nvvPa+PT0REREQEABCJiIiIiMirDz74QAQg7t692+ttYmNjxV69eomiKIqDBw8Wu3XrJpaXl8vX22w2sX///mJKSop82YwZM0QA4pdffunxeDabTRRFUVy8eLEIQPz444/l60wmk9ivXz8xKipKLCwsFEVRFDMyMkQAYnx8vJifny/fdtq0aSIAsUePHqLZbJYvv++++0SDweCyxjZt2ogAxLVr18qXFRQUiM2aNZO/NlEUxWeffVYEIP7666/yZUVFRWLbtm3F5ORk0Wq1iqIoinfddZfYpUsXr98zUXR+bzMyMuTLunTpIg4YMMDjtj///LMIQPz555/l70NCQoLYtWtXsaysTL7dhg0bRADijBkz5MsefvhhEYA4e/Zsl8fs1auX2Lt3b59rJCIiIiLiJDoRERERURVFRUWhqKgIFy9exE8//YTRo0ejqKgIeXl5yMvLw4ULFzB06FAcPXpUrhpZu3YtevTogZEjR3o8nrTJ5rfffoukpCTcd9998nV6vR5PP/00iouLsXXrVpf73XPPPYiNjZU/v+aaawAA//d//wedTudyuclk8qg9ad68uct6YmJi8NBDD+HPP//EuXPn5DVdffXVuP76612+/scffxyZmZk4ePAgACAuLg6nT5/G7t27g/hOBu6PP/5Abm4uxo8f79KVftttt+HKK69UrZd54oknXD6/4YYbcOLEiWpZHxERERFdPhiiExERERFVUXFxMaKjo3Hs2DGIoojp06cjPj7e5Z+XX34ZgL3jHACOHz+Orl27+nzckydPIiUlBRqN6/+2d+rUSb5eqXXr1i6fS4F6q1atVC+/dOmSy+Xt27eXA3xJhw4dAEDuLT958iQ6duzosVb3NU2dOhVRUVG4+uqrkZKSgieffBLbtm3z8dUGRzqO2lquvPJKj+9NWFgY4uPjXS5r1KiRx/eAiIiIiMidzv9NiIiIiIjIm9OnT6OgoADt27eHzWYDAEyaNAlDhw5VvX379u2rbS1arTaoy0VRrLa1dOrUCenp6diwYQM2btyItWvX4u2338aMGTMwa9asajuuN96+B0RERERE/jBEJyIiIiKqgo8++ggAMHToULRr1w6AvXJlyJAhPu93xRVX4MCBAz5v06ZNG/zvf/+DzWZzmUY/fPiwfH0oSZP0ymn0I0eOAACSk5PlY6anp3vcV21NkZGRGDNmDMaMGQOTyYS//e1vmDt3LqZNm+ZSwaLkPgnvjXSc9PR03HTTTS7Xpaenh/x7Q0REREQNF+tciIiIiIgq6aeffsKcOXPQtm1bPPDAA0hISMDAgQPx7rvvIjs72+P258+flz8eNWoU9u3bh3Xr1nncTpoQv/XWW3Hu3DmsXr1avs5isWDZsmWIiorCgAEDQvr1nD171mU9hYWFWLlyJXr27ImkpCR5Tbt27cKOHTvk25WUlOC9995DcnIyOnfuDAC4cOGCy2MbDAZ07twZoijCbDZ7XUNkZCTy8/P9rrVPnz5ISEjAO++8g4qKCvny7777DocOHcJtt90W0NdMREREROQPJ9GJiIiIiALw3Xff4fDhw7BYLMjJycFPP/2ETZs2oU2bNli/fr08Wf3vf/8b119/Pbp164bHHnsM7dq1Q05ODnbs2IHTp09j3759AIDJkydjzZo1uOeee/DII4+gd+/euHjxItavX4933nkHPXr0wOOPP453330XY8eOxZ49e5CcnIw1a9Zg27ZtWLx4MaKjo0P6NXbo0AGPPvoodu/ejcTERKxYsQI5OTn44IMP5Nu88MIL+OyzzzB8+HA8/fTTaNy4MT788ENkZGRg7dq18sT8LbfcgqSkJFx33XVITEzEoUOH8NZbb+G2227zue7evXtj+fLleOWVV9C+fXskJCR4TJoD9mn/1157DePGjcOAAQNw3333IScnB0uWLEFycjKee+65kH5viIiIiKjhYohORERERBSAGTNmALBPVDdu3BjdunXD4sWLMW7cOJdQuHPnzvjjjz8wa9YspKam4sKFC0hISECvXr3kxwCAqKgo/Prrr3j55Zexbt06fPjhh0hISMDgwYPRsmVLAEB4eDi2bNmCF154AR9++CEKCwvRsWNHfPDBBxg7dmzIv8aUlBQsW7YMkydPRnp6Otq2bYvVq1e79LsnJiZi+/btmDp1KpYtW4by8nJ0794d/+///T+X6e9//OMf+OSTT/DGG2+guLgYLVu2xNNPP42XXnrJ5xpmzJiBkydPYsGCBSgqKsKAAQNUQ3QAGDt2LCIiIjB//nxMnToVkZGRGDlyJF577TXExcWF5HtCRERERCSI1bmbEBERERER1QvJycno2rUrNmzYUNtLISIiIiKqU9iJTkRERERERERERETkBUN0IiIiIiIiIiIiIiIvGKITEREREREREREREXlRb0L0efPmoW/fvoiOjkZCQgJGjBiB9PR0v/f74osvcOWVVyIsLAzdunXDt99+WwOrJSIiIiKqXzIzM9mHTkRERESkot6E6Fu3bsWTTz6J33//HZs2bYLZbMYtt9yCkpISr/fZvn077rvvPjz66KP4888/MWLECIwYMQIHDhyowZUTERERERERERERUX0liKIo1vYiKuP8+fNISEjA1q1bceONN6reZsyYMSgpKXGZqLn22mvRs2dPvPPOOzW1VCIiIiIiIiIiIiKqp3S1vYDKKigoAAA0btzY62127NiBiRMnulw2dOhQfPXVV17vU1FRgYqKCvlzm82GixcvokmTJhAEoWqLJiIiIiIiIiIiIqI6QRRFFBUVoXnz5tBovJe21MsQ3Waz4dlnn8V1112Hrl27er3duXPnkJiY6HJZYmIizp075/U+8+bNw6xZs0K2ViIiIiIiIiIiIiKqu06dOoWWLVt6vb5ehuhPPvkkDhw4gN9++y3kjz1t2jSX6fWCggK0bt0ap06dQkxMTMiPR0RERERERERERETBmf7bdGzK2oTnej+HMR3HyJf/d/9/8f7+93HXFXdh2jXTfD5GYWEhWrVqhejoaJ+3q3ch+oQJE7Bhwwb88ssvPs8OAEBSUhJycnJcLsvJyUFSUpLX+xiNRhiNRo/LY2JiGKITERERERERERER1QH6SD204VpERkW65LaNYhtBG66FECYEnOf6q/H2XvRSx4iiiAkTJmDdunX46aef0LZtW7/36devHzZv3uxy2aZNm9CvX7/qWiYRERERERERERERVTObaAMAaATXiNuosw9Il1vLQ3asejOJ/uSTT+LTTz/F119/jejoaLnXPDY2FuHh4QCAhx56CC1atMC8efMAAM888wwGDBiARYsW4bbbbsOqVavwxx9/4L333qu1r4OIiIiIiIiIiIiIqkYURQAqIbrWHqJXWCtCdqx6M4m+fPlyFBQUYODAgWjWrJn8z+rVq+XbZGVlITs7W/68f//++PTTT/Hee++hR48eWLNmDb766iufm5ESERERERERERERUd0mTaK7V7FUR4hebybRpTMLvmzZssXjsnvuuQf33HNPNazISRRFWCwWWK3Waj0OEanTarXQ6XR++6uIiIiIiIiIiOjyYIOjzsVtTjxMGwYAqLA0wBC9rjKZTMjOzkZpaWltL4WoQYuIiECzZs1gMBhqeylERERERERERFTNvNW5GLT2bKhBTqLXRTabDRkZGdBqtWjevDkMBgMnYYlqmCiKMJlMOH/+PDIyMpCSkgKNpt40VRERERERERERUSV4q3MJ0zkm0Rmi1w0mkwk2mw2tWrVCREREbS+HqMEKDw+HXq/HyZMnYTKZEBYWVttLIiIiIiIiIiKiaiTXuXBj0fqBU69EtY//HRIRERERERERNRxSnYsA9Y1Fyy3lITsWUyciIiIiIiIiIiIiqlekOhdvk+gmqylkx2KITkRERERERERERET1ircQXepEL7dyEp2qydixYzFixIjaXgb5kJycjMWLF8ufC4KAr776qkaORUREREREREREVBd4C9ENWgMAwGwzw2qzhuRYDNGpzrvcg9zMzEwIgoC0tLSAbr979248/vjjIV1Damoq4uLiauRYREREREREREREVeV1El0bJn9ssoWm0kUXkkchompnMplgMBgQHx9fY8esyWMREREREREREREFSoR9Y1EN1CfRAaDCUoFwXXiVj8VJ9BASRRGlJkut/CPtRhuINWvWoFu3bggPD0eTJk0wZMgQlJSUqN62oqICTz/9NBISEhAWFobrr78eu3fvlq/v06cPFi5cKH8+YsQI6PV6FBcXAwBOnz4NQRBw7Ngx1cc/fvw47rrrLiQmJiIqKgp9+/bFjz/+KF8/cOBAnDx5Es899xwEQYAgOHfbXbt2Lbp06QKj0Yjk5GQsWrTI5bGTk5Pxyiuv4KGHHkJUVBTatGmD9evX4/z587jrrrsQFRWF7t27448//vD5/crPz8c//vEPJCYmIiwsDF27dsWGDRuCWserr76KRx55BNHR0WjdujXee+89+fq2bdsCAHr16gVBEDBw4EAAzmqduXPnonnz5ujYsaP8eO6T+dnZ2Rg+fDjCw8PRrl07rFmzRr5uy5YtEAQB+fn58mVpaWkQBAGZmZnYsmULxo0bh4KCAvl7PHPmTNVjZWVlyd+7mJgYjB49Gjk5OfL1M2fORM+ePfHRRx8hOTkZsbGxuPfee1FUVOTze0xERERERERERBQMaRJdmRcCgE6jg06wz46Hqhedk+ghVGa2ovOM72vl2AdnD0WEwf/TmZ2djfvuuw8LFizAyJEjUVRUhF9//dVrCD9lyhSsXbsWH374Idq0aYMFCxZg6NChOHbsGBo3bowBAwZgy5YtmDRpEkRRxK+//oq4uDj89ttvGDZsGLZu3YoWLVqgffv2qo9fXFyMW2+9FXPnzoXRaMTKlStxxx13ID09Ha1bt8aXX36JHj164PHHH8djjz0m32/Pnj0YPXo0Zs6ciTFjxmD79u0YP348mjRpgrFjx8q3e/PNN/Hqq69i+vTpePPNN/Hggw+if//+eOSRR/D6669j6tSpeOihh/DXX395/AcHADabDcOHD0dRURE+/vhjXHHFFTh48CC0Wm1Q61i0aBHmzJmDf/3rX1izZg3++c9/YsCAAejYsSN27dqFq6++Gj/++CO6dOkCg8F5tmzz5s2IiYnBpk2bfD6v06dPx/z587FkyRJ89NFHuPfee7F//3506tTJ5/0AoH///li8eDFmzJiB9PR0AEBUVJTq90IK0Ldu3QqLxYInn3wSY8aMwZYtW+TbHT9+HF999RU2bNiAS5cuYfTo0Zg/fz7mzp3rdy1ERERERERERESBkPJM9zoXADDqjLCYLTBZWedClZCdnQ2LxYK//e1vaNOmDQCgW7duqrctKSnB8uXLkZqaiuHDhwMA3n//fWzatAn//e9/MXnyZAwcOBD//e9/YbVaceDAARgMBjlUHTZsGLZs2YIBAwZ4XU+PHj3Qo0cP+fM5c+Zg3bp1WL9+PSZMmIDGjRtDq9UiOjoaSUlJ8u3eeOMNDB48GNOnTwcAdOjQAQcPHsTrr7/uEl7feuut+Mc//gEAmDFjBpYvX46+ffvinnvuAQBMnToV/fr1Q05OjsvjS3788Ufs2rULhw4dQocOHQAA7dq1q9Q6xo8fLx/zzTffxM8//4yOHTvKlSlNmjTxWENkZCT+85//uATrau655x78/e9/l7+HmzZtwrJly/D222/7vB8AGAwGxMbGQhAE1e+BZPPmzdi/fz8yMjLQqlUrAMDKlSvRpUsX7N69G3379gVgD9tTU1MRHR0NAHjwwQexefNmhuhERERERERERBQy3jrRAcCoNaLEXMJJ9LooXK/FwdlDa+3YgejRowcGDx6Mbt26YejQobjllltw9913o1GjRh63PX78OMxmM6677jr5Mr1ej6uvvhqHDh0CANxwww0oKirCn3/+ie3bt2PAgAEYOHAg5s+fDwDYunUrJk+e7HU9xcXFmDlzJr755hs54C8rK0NWVpbPr+PQoUO46667XC677rrrsHjxYlitVnlSvHv37vL1iYmJAFxPGkiX5ebmqgbIaWlpaNmypRygh2IdUlidm5vr82uU1uovQAeAfv36eXwe6EalgTp06BBatWolB+gA0LlzZ8TFxeHQoUNyiJ6cnCwH6ADQrFmzgL5WIiIiIiIiIiKiQNngqHOBZ7uEUWsEYO9EDwWG6CEkCEJAlSq1SavVYtOmTdi+fTt++OEHLFu2DC+++CJ27twpd3MHIy4uDj169MCWLVuwY8cO3HzzzbjxxhsxZswYHDlyBEePHvU5iT5p0iRs2rQJCxcuRPv27REeHo67774bJlNo3mqh1+vlj6W6FrXLbDab6v3Dw6u+8YD7MaXjejumUmRkZJWPrdHYz8YpK3vMZnOVH9ebyn6tREREREREREREgfJZ5yKF6NbQhOjcWLQBEgQB1113HWbNmoU///wTBoMB69at87jdFVdcAYPBgG3btsmXmc1m7N69G507d5YvGzBgAH7++Wf88ssvGDhwIBo3boxOnTph7ty5aNasmdcpbgDYtm0bxo4di5EjR6Jbt25ISkpCZmamy20MBgOsVqvLZZ06dXJZl/RYHTp0kKe/Q6F79+44ffo0jhw5onp9KNYhTZq7f43B+P333z0+l/rQpbqY7Oxs+Xr3KXW177G7Tp064dSpUzh16pR82cGDB5Gfn+/yeiAiIiIiIiIiIqpu3jYWBYAwXRgAhuhUSTt37sSrr76KP/74A1lZWfjyyy9x/vx51Q0oIyMj8c9//hOTJ0/Gxo0bcfDgQTz22GMoLS3Fo48+Kt9u4MCB+P7776HT6XDllVfKl33yySc+p9ABICUlBV9++SXS0tKwb98+3H///R5Ty8nJyfjll19w5swZ5OXlAQCef/55bN68GXPmzMGRI0fw4Ycf4q233sKkSZOq+i1yMWDAANx4440YNWoUNm3ahIyMDHz33XfYuHFjyNaRkJCA8PBwbNy4ETk5OSgoKAh6nV988QVWrFiBI0eO4OWXX8auXbswYcIEAED79u3RqlUrzJw5E0ePHsU333yDRYsWudw/OTkZxcXF2Lx5M/Ly8lBaWupxjCFDhqBbt2544IEHsHfvXuzatQsPPfQQBgwYgD59+gS9ZiIiIiIiIiIiosqS6lzUJtENWvvQaqg60RmiNzAxMTH45ZdfcOutt6JDhw546aWXsGjRInnjUHfz58/HqFGj8OCDD+Kqq67CsWPH8P3337t0qN9www2w2WwugfnAgQNhtVoxcOBAn+t544030KhRI/Tv3x933HEHhg4diquuusrlNrNnz0ZmZiauuOIKear6qquuwueff45Vq1aha9eumDFjBmbPnu2ymWeorF27Fn379sV9992Hzp07Y8qUKfLUdijWodPpsHTpUrz77rto3ry5R8d6IGbNmoVVq1ahe/fuWLlyJT777DN5Olyv1+Ozzz7D4cOH0b17d7z22mt45ZVXXO7fv39/PPHEExgzZgzi4+OxYMECj2MIgoCvv/4ajRo1wo033oghQ4agXbt2WL16ddDrJSIiIiIiIiIiqgq5zkUl4g7T2ifRTdbQVEYLorIomTwUFhYiNjYWBQUFiImJcbmuvLwcGRkZaNu2LcLCwmpphUQE8L9HIiIiIiIiIqKG5M6v7kRGQQZWDF2Bvkl9Xa4b/+N4/HrmV8zuPxsjU0Z6fQxf2a8SJ9GJiIiIiIiIiIiIqF6RZsO1gue+hNxYlIiIiIiIiIiIiIgaNGljUbVOdKOOIToRERERERERERERNWBSiC4Igsd1Uic6Q3QiIiIiIiKiBs5WXo5zr76Kkp27anspRERENUqE941FDVoDAIboRERERERERA3ehff/g0srP0LWww8Hfd+yfftguXChymsoNZfi00Of4uODH6PIVFTlxyMiIgqErzoXeRLdEpoQXReSRyEiIiIiIiKiGlf2595K3a907584ef/90MY3RYdff63SGj5P/xyL9iwCABSZi/DPHv+s0uMREREFwledi9SJXm4tD8mxOIlOREREREREVE9ZS0rkj20mU8D3K9r8o/3+5/OqvIYTBSfkj7MKs6r8eERERIEQRUedi9rGolp7iG6yBv670ReG6ERERERERET1lDIEt2RnB35Hi0X+ULRaq7SGsyVn5Y9zS3Or9FhE7raf2Y5R60dh97ndtb0UIqpjbHBMokNlEl3LSXQiIiIiIiKiBs9aXALzWWeAbQ4iRLeVOztirfn5VVrH2WKG6FQ9LpVfwj9+/AeOXDqClQdX1vZyiKiO8dWJbtDYNxY1W80hORZD9AZIFEU8/vjjaNy4MQRBQFpaWm0vibyYOXMmevbsKX8+duxYjBgxokaORUREREREdVv5X3+5fG4+c9bLLT1Zzp93flyFzUVtog3ZJc7wPqc0R357PVFVrT26Vv5YCsSIiCS+6lwMWvvPDJONdS5USRs3bkRqaio2bNiA7OxsdO3atcqPKQgCvvrqqyo/TkMIcgcOHIhnn302oNtOmjQJmzdvDvka1J6v6joWERERERFVjwv//Y/L58FMopvPOW9rrUKIfr70PCw2ZzVMmaUMxebiSj8ekVJabpr8caiCMCK6fFhFex2Z2saiOo0OACfRqQqOHz+OZs2aoX///khKSoJOp6vtJZEbURRhsVgQFRWFJk2a1Mgxa/JYRERERERUNaasLJT88iug1SJ25EgAcKl28cdyLsf5cV7lQ3RpCr15ZHNE66MB2IN1oqoSRRH78/bLnxebeHKGiFxJk+haQetxHSfR6zJRBEwltfNPgG+XGzt2LJ566ilkZWVBEAQkJycDsE+nX3/99YiLi0OTJk1w++234/jx4/L9TCYTJkyYgGbNmiEsLAxt2rTBvHnzAEB+jJEjR7o8ppqpU6eiQ4cOiIiIQLt27TB9+nSYzfYzQqmpqZg1axb27dsHQRAgCAJSU1MBAFlZWbjrrrsQFRWFmJgYjB49Gjk5zv/pkybYV6xYgdatWyMqKgrjx4+H1WrFggULkJSUhISEBMydO9fv92jFihXo0qULjEYjmjVrhgkTJsjXBbqOjz76CMnJyYiNjcW9996LoqIi+fu/detWLFmyRP4aMzMzsWXLFgiCgO+++w69e/eG0WjEb7/95nUyf9asWYiPj0dMTAyeeOIJmEzOHwjJyclYvHixy+179uyJmTNnytcDns+X+7FsNhtmz56Nli1bwmg0omfPnti4caN8fWZmJgRBwJdffolBgwYhIiICPXr0wI4dO/x+j4mIiIiIqGosefYNRfUtWiCi91UAAp8ot1VUwHrxovy59WLlQ/QzxWcAAM2jmiMhIgGAvdKFqKrOFJ/BxXLn67TEXFKLqyGiukjaWFSjEnHrNXoAgNkWmkl0jiCHkrkUeLV57Rz7X2cBQ6Tfmy1ZsgRXXHEF3nvvPezevRtarf1MTUlJCSZOnIju3bujuLgYM2bMwMiRI5GWlgaNRoOlS5di/fr1+Pzzz9G6dWucOnUKp06dAgDs3r0bCQkJ+OCDDzBs2DD5MdVER0cjNTUVzZs3x/79+/HYY48hOjoaU6ZMwZgxY3DgwAFs3LgRP/74IwAgNjYWNptNDq63bt0Ki8WCJ598EmPGjMGWLVvkxz5+/Di+++47bNy4EcePH8fdd9+NEydOoEOHDti6dSu2b9+ORx55BEOGDME111yjur7ly5dj4sSJmD9/PoYPH46CggJs27YNAIJax1dffYUNGzbg0qVLGD16NObPn4+5c+diyZIlOHLkCLp27YrZs2cDAOLj45GZmQkAeOGFF7Bw4UK0a9cOjRo1cnlcyebNmxEWFoYtW7YgMzMT48aNQ5MmTQI6QRDM87VkyRIsWrQI7777Lnr16oUVK1bgzjvvxF9//YWUlBT5di+++CIWLlyIlJQUvPjii7jvvvtw7NgxvsOBiIiIiKgaiRX2jUE1RgOgtf+/t2izBXRfy7lzrp9XYRI9vyIfANAkvAn0Gj2OFxzn5qIUEgfyDrh8zpogInInbSyqVuciTaKHqs6lXqVcv/zyC15//XXs2bMH2dnZWLdunc9NFrds2YJBgwZ5XJ6dnY2kpKRqXGndFRsbi+joaGi1WpfvwahRo1xut2LFCsTHx+PgwYPo2rUrsrKykJKSguuvvx6CIKBNmzbybePj4wEAcXFxfr+vL730kvxxcnIyJk2ahFWrVmHKlCkIDw9HVFQUdDqdy+Ns2rQJ+/fvR0ZGBlq1agUAWLlyJbp06YLdu3ejb9++AOwh94oVKxAdHY3OnTtj0KBBSE9Px7fffguNRoOOHTvitddew88//+w1RH/llVfw/PPP45lnnpEvkx5/8+bNAa8jNTUV0dH2tzI++OCD2Lx5M+bOnYvY2FgYDAZERESofq9mz56Nm2++2ef30GAwYMWKFYiIiECXLl0we/ZsTJ48GXPmzIFG4//NJYE+XwsXLsTUqVNx7733AoD8vVu8eDH+/e9/y7ebNGkSbrvtNgD2CfkuXbrg2LFjuPLKK/2uhYiIiIiIKsdWXg4AEIxhELSOvwOs1oDua83Pd/m8KhuLSn3oOo0O8RH2vzXOl7HOhapOqgq6svGVOHzxMCfRiciDFKKr1rk4NiM2WUNT51KvQvSSkhL06NEDjzzyCP72t78FfL/09HTExMTInyckJFTH8gB9hH0ivDboI6p096NHj2LGjBnYuXMn8vLyYHNMMGRlZaFr164YO3Ysbr75ZnTs2BHDhg3D7bffjltuuSXo46xevRpLly7F8ePHUVxcDIvF4vLcqDl06BBatWolB9cA0LlzZ8TFxeHQoUNyeJ2cnCwH1wCQmJgIrVbrEiwnJiYiN1d9KiI3Nxdnz57F4MGDQ7qOZs2aeT2muz59+vi9TY8ePRAR4Xy++/Xrh+LiYpw6dcrl5EZVFBYW4uzZs7juuutcLr/uuuuwb98+l8u6d+8uf9ysWTMA9u8lQ3QiIiIiouojTaILYUbA8e5SMcAQ3VZW5vK55UJepdchBRgaaBBjsP9tx7CTQkGqcmkd3RqHLx5mJzoRefC1sahe24DrXIYPH47hw4cHfb+EhATExcWFfkHuBCGgSpW66I477kCbNm3w/vvvo3nz5rDZbOjatavctX3VVVchIyMD3333HX788UeMHj0aQ4YMwZo1awI+xo4dO/DAAw9g1qxZGDp0KGJjY7Fq1SosWrQoJF+DXq93+VwQBNXLbF7e4hgeHl5t6/B2THeRkVV//Wg0GnljBYnUO18dlF+v9EMr0K+XiIiIiIgqR65zMRghSBWNgYbopaUun7tPpgdDDtEFDSIcw10MOykU5BA9pjUA++aAJqtJrmggIvK5saiGG4sGrWfPnmjWrBluvvlmud/am4qKChQWFrr8c7m7cOEC0tPT8dJLL2Hw4MHo1KkTLl265HG7mJgYjBkzBu+//z5Wr16NtWvX4qJjMxq9Xg+rn/9h2759O9q0aYMXX3wRffr0QUpKCk6ePOlyG4PB4PE4nTp1culgB4CDBw8iPz8fnTt3ruyX7SE6OhrJycnYvHmz6vWhWofa1xiMffv2oUwxOfL7778jKipKnpCPj49Hdna2fH1hYSEyMjJcHsPf8xUTE4PmzZt7/Peybdu2kH7PiYiIiIiocmzl0iR6GOB4922gnei2UtdJdNHxWJVah/RWeo0WUfooAECppdTXXYgCIoXoLaNaypexF52IlHxNous09tnxUHWiX9YherNmzfDOO+9g7dq1WLt2LVq1aoWBAwdi7969Xu8zb948xMbGyv8oqzsuV40aNUKTJk3w3nvv4dixY/jpp58wceJEl9u88cYb+Oyzz3D48GEcOXIEX3zxBZKSkuQJfyl8PnfunGoADwApKSnIysrCqlWrcPz4cSxduhTr1q1zuU1ycjIyMjKQlpaGvLw8VFRUYMiQIejWrRseeOAB7N27F7t27cJDDz2EAQMGBFR/EoyZM2di0aJFWLp0KY4ePYq9e/di2bJlABCydSQnJ2Pnzp3IzMx0qc4JlMlkwqOPPoqDBw/i22+/xcsvv4wJEybItTU33XQTPvroI/z666/Yv38/Hn74YY/NQwN5viZPnozXXnsNq1evRnp6Ol544QWkpaW59MUTEREREVHtkOtcjAYIOsfGolZLQPe1ldlDbk1srP1+jn71ypACDI2gQaTe/s5aTqJTKEghenxEPCJ09nc5lJhYFUREdsoWBtVJdC0n0QPWsWNH/OMf/0Dv3r3Rv39/rFixAv3798ebb77p9T7Tpk1DQUGB/I9y6vhypdFosGrVKuzZswddu3bFc889h9dff93lNtHR0ViwYAH69OmDvn37IjMzU96wEwAWLVqETZs2oVWrVujVq5fqce68804899xzmDBhAnr27Int27dj+vTpLrcZNWoUhg0bhkGDBiE+Ph6fffYZBEHA119/jUaNGuHGG2/EkCFD0K5dO6xevTrk34uHH34Yixcvxttvv40uXbrg9ttvx9GjRwEgZOuYNGkStFotOnfujPj4eGRlZQV1/8GDByMlJQU33ngjxowZgzvvvBMzZ86Ur582bRoGDBiA22+/HbfddhtGjBiBK664wuUxAnm+nn76aUycOBHPP/88unXrho0bN2L9+vVISUkJar1ERERERBR6tgp78K0xOifRYQ1sQEd01LnoHENRtooQTKILWjlEL7Ew6KSqk0L0RsZG8rscOIlORBLpJC5gP5HrTq+x1w9LG2BXlSC6lyfXE4IgYN26dRgxYkRQ95s8eTJ+++037NixI6DbFxYWIjY2FgUFBR4bYJaXlyMjIwNt27ZFWFhYUOsgotDif49ERERE1JCcf+vfyHvrLcTdOwbRgwfj1GOPw9i5E9p9+aXf++a98w7OL16C8F69UPbnn9DGxqLDzt8rtY5lfy7De/97D/ddeR/6N++Pp356Cl2bdMVnt39WqccjAuwTpn0/6YsKawU2jtqI8T+Ox4mCE1gxdAX6JvWt7eURUR1gtppx1cdXAQC237cd0YZol+tzS3Mx+IvB0ApapD2U5vVxfGW/Spf1JLqatLQ0NGvWrLaXQURERERERFRpojyJrtxYNMBO9BL7JLq2cWP75yGeROe0MFVVqaUUFVb769JlEp1VQUTkYIPzd56vSXSraIXVVvm9CSW6Kj9CDSouLsaxY8fkz6Xu7MaNG6N169aYNm0azpw5g5UrVwIAFi9ejLZt26JLly4oLy/Hf/7zH/z000/44YcfautLICIiIiIiIqoyeWNRYxigsYfogXei2zcW1TaKs9+vvByiKKpuzOaPWid6qZkbi1LVXCyzV7mE68IRoY/gCRoi8qAMxgV4/v6SOtEBwGwzQ6vx7E0PRr0K0f/44w8MGjRI/lza/PLhhx9GamoqsrOzXfqlTSYTnn/+eZw5cwYRERHo3r07fvzxR5fHICIiIiIiIqpvXDYW1QbXiS5tLKpr1Nj5eCYTBKMx6HXYbM5JdPZWU6hcKL8AAGgcZn+NRhnsr60SM/v2ichOhGJjUZWA3KBxDdHDULXq33oVog8cOBC+KtxTU1NdPp8yZQqmTJlSzasiIiIiIiIiqllynUtYGOCocxEDfLu6rdS1zgUAxLIyoBIhujSJLggCIvQRAOxVHDbRpvr2eqJAXCq/BMAZonMSnYjcuWwsqtJYrtM4Y2+T1VTl4/E3GhEREREREVE9Y6uwBwKCMczZiW4JLEQXSx11LjHRcgBf2V50ZSe6NIkOsNKFqqbIXAQAiDHYN/mTNgwsNBXW2pqIqG5RDlqrnbQVBEHuRTfbzFU+HkN0IiIiIiIionpGLLdPogtGg7MT3RZonYs9RNeEh0PjmD6XHi9YUoiuETQwao3QCfbJP9ZuUFVIrx/p3Q1SmF5YwRCdiOxcJtG9vPNJDtGtDNGJiIiIiIiIGhzRZJ8c14SFKTrRg6tzEcLDIYSH2y8rr/okurLShSE6VYUcouvsr6dYYywATqITkZP0+0eA4HVjbGlzUZONdS5EREREREREDY4UegtGI6C1T3+LgYbo0iR6RKRiEr2sUuuQJgGlKUCp0oUhOlWFVAckdaFzEp2I3CnfCeUN61yIiIiIiIiIGjCpfkVjNAY/iV5mDyg1EeEQwsLsl1V1Et1RKSNNonMDSKqKUov9NepR58JJdCJyCCRElyfRubEoUcOwZcsWCIKA/Px8AEBqairi4uJq5FhERERERFT32EzSJHpY0J3oYokjRA8Ph8YRoosVletE9zaJzo1FqSrcJ9GlOpeCioJaWxMR1S2cRKdqN3DgQDz77LO1vQyfGkKQO3PmTPTs2TOg2/bv3x/Z2dmIjY0N6RrUXgvVdSwiIiIiIgodUa5zMUDQ2UN0WCwB3ddZ5xKhmESv2saiWsG+Bin05CQ6VYVUBxSus3f2cxKdiNwFFKJr7SE6J9GpVplMVX8Bkn9msxkGgwFJSUleN0oIpZo8FhERERERVY5Y4dxYNJhJdNFigej4W04ID4cmTOpEr9okugD73w/cWJRCQapzkTvRjfYQvdhcDIstsJNFRHR5E0URACfR6yVRFFFqLq2Vf6QXjj9jx47F1q1bsWTJEgiCfffazMxM1XqQr776yiVIlSan//Of/6Bt27YIc0wsCIKA//znPxg5ciQiIiKQkpKC9evX+1zHRx99hD59+iA6OhpJSUm4//77kZubCwDIzMzEoEGDAACNGjWCIAgYO3YsAKCiogJPP/00EhISEBYWhuuvvx67d++WH1eaYP/+++/Rq1cvhIeH46abbkJubi6+++47dOrUCTExMbj//vtRWur77YXbtm3DwIEDERERgUaNGmHo0KG4dOlSUOvYvHkz+vTpg4iICPTv3x/p6ekA7HUss2bNwr59++TnITU1Vf5+Ll++HHfeeSciIyMxd+5cr5P5X331FVJSUhAWFoahQ4fi1KlT8nVjx47FiBEjXG7/7LPPYuDAgfL1aq8FtWOtXbsWXbp0gdFoRHJyMhYtWuTyuMnJyXj11VfxyCOPIDo6Gq1bt8Z7773n8/tLRERERESVZ6tw1rkE04kuTaEDjkl0Y4gm0R1BfpjW/ngV1sp1rBMBzjqXCJ1rJzoAFJmKamVNRFS3yHViPuJtg8beiW62Vj1E11X5EUhWZinDNZ9eUyvH3nn/TvmMvy9LlizBkSNH0LVrV8yePRsAEB8fH/Bxjh07hrVr1+LLL7+EVquVL581axYWLFiA119/HcuWLcMDDzyAkydPonHjxqqPYzabMWfOHHTs2BG5ubmYOHEixo4di2+//RatWrXC2rVrMWrUKKSnpyMmJgbh4fa3cE2ZMgVr167Fhx9+iDZt2mDBggUYOnQojh075nKsmTNn4q233kJERARGjx6N0aNHw2g04tNPP0VxcTFGjhyJZcuWYerUqarrS0tLw+DBg/HII49gyZIl0Ol0+Pnnn2F1/E9poOt48cUXsWjRIsTHx+OJJ57AI488gm3btmHMmDE4cOAANm7ciB9//BEAXOpTZs6cifnz52Px4sXQ6XQ4ceKExxpLS0sxd+5crFy5EgaDAePHj8e9996Lbdu2BfRcenstZGZmutxuz549GD16NGbOnIkxY8Zg+/btGD9+PJo0aSKf3ACARYsWYc6cOfjXv/6FNWvW4J///CcGDBiAjh07BrQeIiIiIiIKnDyJbjQA2sAn0W2ljhBdq4VgMEAT7uhEr+LGotIkYJjO/njl1sqF8kSA5yS6TqNDpD4SJeYSFJoK0SisUW0uj4jqABscv380/jcWDcUkOkP0BiY2NhYGgwERERFISkoK+v4mkwkrV670CN7Hjh2L++67DwDw6quvYunSpdi1axeGDRum+jiPPPKI/HG7du2wdOlS9O3bF8XFxYiKipKD6ISEBHlCvqSkBMuXL0dqaiqGDx8OAHj//fexadMm/Pe//8XkyZPlx3zllVdw3XXXAQAeffRRTJs2DcePH0e7du0AAHfffTd+/vlnryH6ggUL0KdPH7z99tvyZV26dAl6HXPnzsWAAQMAAC+88AJuu+02lJeXIzw8HFFRUdDpdKrPw/33349x48bJn6uF6GazGW+99RauucZ+4ubDDz9Ep06dsGvXLlx99dWqX5dSoK+FN954A4MHD8b06dMBAB06dMDBgwfx+uuvu4Tot956K8aPHw8AmDp1Kt588038/PPPDNGJiIiIiEJMFEU5RJc6zQEAVitEUfRZzSjKG5Ia7e9IlSbRK7mxqHsnulFrr4epsHASvb4pNZdCEAS5h7w2SXVAUogOALGGWJSYS7i5KBEBAGyOE8e+JtGlOheTreqV1AzRQyhcF46d9++stWPXhDZt2qhOrnfv3l3+ODIyEjExMXI9i5o9e/Zg5syZ2LdvHy5duiS/8LOystC5c2fV+xw/fhxms1kOxwFAr9fj6quvxqFDh7yuJzExEREREXKALl22a9cur+tLS0vDPffcE9J1NGvWDACQm5uL1q1bez02APTp08fn9QCg0+nQt29f+fMrr7wScXFxOHToUEAheqAOHTqEu+66y+Wy6667DosXL4bVapXfkaD8WgVBQFJSks/XABERERERVY4UoAP2MFw0KybsbDZ5Ml2V4921guM2gtSJXla1TnRpEl3625ST6PWL2WrG/d/cjyJTETb8bUOtB+lSnYtyHTHGGJwtOcvNRYkIgGISvYY2FmWIHkKCIARUqVIXaTQaj151s9nzrQ6RkZEelwH2EFlJEAQ5GHdXUlKCoUOHYujQofjkk08QHx+PrKwsDB06NGSblSrXIwhCUOsDINfHhHodAHweV+Lt+xyMQJ/TUAn2e0xERERERJWjDNE1RqPr/3dbrT5DdFEK0R1vf9eE2f/2CfUkermFIXp9sjlrM44XHAcAHL10FN3ju/u5R/Vyr3MBnL3ohRUM0YnIs05MDTcWpSoxGAxyt7ckPj4eRUVFKClx7qCelpZWLcc/fPgwLly4gPnz5+OGG27AlVde6TGxbDDYO4uU67ziiitgMBhcOr/NZjN2797tdXq9srp3747NmzerXheqdag9D8GwWCz4448/5M/T09ORn5+PTp06AbA/p9nZ2S73cX9OA1lDp06dPHrWt23bhg4dOrj04hMRERERUc2wSf3lWi0EvV6eKgecIbk38vXuk+iV7ER3n0RnJ3r99MWRL+SPMwsza28hAKw2K8os9u5+5aBirNG+j1iBiXUuRBRYiC51oodiEp0hegOUnJyMnTt3IjMzE3l5ebDZbLjmmmsQERGBf/3rXzh+/Dg+/fRTpKamVsvxW7duDYPBgGXLluHEiRNYv3495syZ43KbNm3aQBAEbNiwAefPn0dxcTEiIyPxz3/+E5MnT8bGjRtx8OBBPPbYYygtLcWjjz4a0jVOmzYNu3fvxvjx4/G///0Phw8fxvLly5GXlxeydSQnJyMjIwNpaWnIy8tDRUVw/9Oq1+vx1FNPYefOndizZw/Gjh2La6+9Vq5yuemmm/DHH39g5cqVOHr0KF5++WUcOHDAYw3urwV3zz//PDZv3ow5c+bgyJEj+PDDD/HWW29h0qRJQa2XiIiIiIhCQ9lrDsBl8ly0+nk3qPT//FrHJLrUiV5eVqm1yJ20UoiutT8eO9Hrl8MXD8sfZxRk1OJKIAfogOskepQ+CoCzL52IGjZOolO1mzRpErRaLTp37ixXqTRu3Bgff/wxvv32W3Tr1g2fffYZZs6cWS3Hj4+PR2pqKr744gt07twZ8+fPx8KFC11u06JFC8yaNQsvvPACEhMTMWHCBADA/PnzMWrUKDz44IO46qqrcOzYMXz//fdo1Ci0O3N36NABP/zwA/bt24err74a/fr1w9dffw2dTheydYwaNQrDhg3DoEGDEB8fj88++yyoNUZERGDq1Km4//77cd111yEqKgqrV6+Wrx86dCimT5+OKVOmoG/fvigqKsJDDz3k8hhqrwV3V111FT7//HOsWrUKXbt2xYwZMzB79myXTUWJiIiIiKjmSB3ogqNSUapmAQDY/EyiW6ROdPvfNlWdRHevc5Em0cuslQvlqXZI7ygAgBP5J/zeXnreq4NU5aIVtDBoDPLlUqBebCqutmMTUf0R0CS642eI2Vr1EF0Q3UuTyUVhYSFiY2NRUFCAmJgYl+vKy8uRkZGBtm3bIky5IzoR1Tj+90hEREREDUV5+hFk3HUXtE2aoMO23yDabDjcuQsAIGXHduh8DPeU/e9/yBw9BvrmzdH+p824tGo1zs2ciaghg9HqrbeCXsu4jePwR84feP3G1zGs7TBszNyIyVsno09iH3ww7INKf41Us/p+3Feu4Gkb2xbrR6z3etule5fik0Of4L9D/4uuTbuGfC0ZBRm486s7EW2Ixvb7tsuXv532NpbvW44xHcfgpWtfCvlxiah+SctNw4PfPYhW0a3w7d++Vb3N/F3z8cmhT/BYt8fw9FVPq97GV/arxEl0IiIiIiIionpEtDgm0R3vlHWZRK/hTnT3ScBwrX2jUm4sWr9YRIv88anCU7DYLKq323pqK97f/z5KLaX47cxv1bIWaRI9Qhfhcrk8iW7mJDoRBTeJzk50IiIiIiIioobG7BqiA5BD8UA70aXgXePoVRdNlQsYpBoQqc7FqLM/HjcWrV+sihogi2jxWpnyY9aP8seh6BhWU2q2h+jKPnRA0YluYic6EQXYia5lJzoRERERERFRgyRa7FPCUic6AAjS5qJW9Qli530dYak0xW6wT+mJFaGZRJc3FrVyY9H6wibaIMK16dfbtLdyU8/q6iaXXjtGrdHl8kgDJ9GJyEn+/eMj3pY2FjXZOIlORERERERE1KA4Q3SVSXSbv0l0x8aijkl0wWAPKm2VnESXNxbVuG4syjqX+kM5hS6dBAkoRK+mMNvbdKk8iW7mJDoRATY4flZovMfbOo3996S3iqpgMEQnIiIiIiIiqkdEsyMM0Ckm0aUQwW8nuiNklzrRjaGdRJemh1nnUn8o+9BjjbEAvE+ZKwPsIlNRtaxHCvWliiCJFKJzEp2IAMBm8z+JrhPsIbryZGFlMUQnIiIiIiIiqkfcNxYFINez+O1Ed9S9SPUvoepElzcW1XFj0fpGOaEphejepr1rcxJd6kjnJDoRAYpJdB+d6JxEJyIiIiIiImqg5DoXRYjunET304nuPokeok50eWNRxyS62WYOyeQfVT/l8ySF6EVm9SlzadNPoPo60d1PzEikSfTqmoAnovolkI1F5RBdZIhORERERERE1LCohOiV7kQ3Vq0T3T3wlDrRAW4uWl8ow6UYQwwAoMTkZRLdUv11Lu49+xJpY1GzzQyTteqbBBJR/RZIiC79HOEkOhEREREREVEDI5oddS56RSe6I0QPuhPdsbFoqDvRAfai1xfSJLpO0Dmnvb1MotdEnYu3SfRIXWS1H5uI6o+AJtEF1rkQURXNnDkTPXv2lD8fO3YsRowYUSPHIiIiIiKiypM3FtUrJ9Htf96LfkJ0z050Z52LKIpBr8V9E0iNoHFuLspe9HpBCq21Gi2iDdEA1HvHTVaTSxBVbCqu1GvGH/eKIIlWo0WELsK+Pi+T8kTUcARV58IQnShwDSHIHThwIJ599tmAbjtp0iRs3rw55GsQBAFfffVVjRyLiIiIiKghcnaiKybRNcFOorvWuUAU5ZqYYKiFGHKIzkn0ekF5IkTavFOt71zZhw7Ya2Cq4zn2NokOOHvROYlORMGE6NLPlapgiE7UwIiiCIvFgqioKDRp0qRGjlmTxyIiIiIiutyJFkedi05lEj3gTnTXjUUBwFYRfM+0PMWsmBqWetErLOxErw+kTnStRuszpJb60I1aIwQI9ttVw+ai3ibRAWcvOkN0IuIkej0miiJspaW18k8wb6Gy2WyYN28e2rZti/DwcPTo0QNr1qyRr7906RIeeOABxMfHIzw8HCkpKfjggw/k60+fPo377rsPjRs3RmRkJPr06YOdO3cCAI4fP4677roLiYmJiIqKQt++ffHjjz+6HD85ORlz5szBfffdh8jISLRo0QL//ve/XW6Tn5+Pv//974iPj0dMTAxuuukm7Nu3z+fXNXXqVHTo0AERERFo164dpk+fDrOjKzA1NRWzZs3Cvn37IAgCBEFAamoqACArKwt33XUXoqKiEBMTg9GjRyMnJ0d+XGmCfcWKFWjdujWioqIwfvx4WK1WLFiwAElJSUhISMDcuXP9fu9XrFiBLl26wGg0olmzZpgwYYJ8XaDr+Oijj5CcnIzY2Fjce++9KCqyd9WNHTsWW7duxZIlS+SvMTMzE1u2bIEgCPjuu+/Qu3dvGI1G/Pbbb14n82fNmiV/35944gmYFBsMJScnY/HixS6379mzJ2bOnClfDwAjR46EIAjy5+7HstlsmD17Nlq2bAmj0YiePXti48aN8vWZmZkQBAFffvklBg0ahIiICPTo0QM7duzw+z0mIiIiIrrsqWwsKmjtH4t+pslFi2MaT5pEV4Tooin40Fv6W1QZYoRp7SE6J9HrB5dOdIOPEN1R8RKpj/TbnV6l9QQyiV4N4T0R1S813Ymu838TCpRYVob0q3rXyrE77t0DISIioNvOmzcPH3/8Md555x2kpKTgl19+wf/93/8hPj4eAwYMwPTp03Hw4EF89913aNq0KY4dO4aysjIAQHFxMQYMGIAWLVpg/fr1SEpKwt69e2FzTDsUFxfj1ltvxdy5c2E0GrFy5UrccccdSE9PR+vWreU1vP766/jXv/6FWbNm4fvvv8czzzyDDh064OabbwYA3HPPPQgPD8d3332H2NhYvPvuuxg8eDCOHDmCxo0bq35d0dHRSE1NRfPmzbF//3489thjiI6OxpQpUzBmzBgcOHAAGzdulEP92NhY2Gw2ObjeunUrLBYLnnzySYwZMwZbtmyRH/v48eP47rvvsHHjRhw/fhx33303Tpw4gQ4dOmDr1q3Yvn07HnnkEQwZMgTXXHON6vqWL1+OiRMnYv78+Rg+fDgKCgqwbds2AAhqHV999RU2bNiAS5cuYfTo0Zg/fz7mzp2LJUuW4MiRI+jatStmz54NAIiPj0dmZiYA4IUXXsDChQvRrl07NGrUyOVxJZs3b0ZYWBi2bNmCzMxMjBs3Dk2aNAnoBAEA7N69GwkJCfjggw8wbNgwaLWekwMAsGTJEixatAjvvvsuevXqhRUrVuDOO+/EX3/9hZSUFPl2L774IhYuXIiUlBS8+OKLuO+++3Ds2DHodPzRRUREREQNl6gaojtCBD+T6KI0ie4I3QWNBoJeD9FsrtTmomqBpzSJzk70+kHZiS6F1Gqd6FKdS6Q+EhatBUXmouqZRLf5mETXcxL9ciaKIgRBqO1lUD0h//7xMSOudbzrSnrHTVUwiWpgKioq8Oqrr+LHH39Ev379AADt2rXDb7/9hnfffRcDBgxAVlYWevXqhT59+gBwThcDwKefforz589j9+7dcpjdvn17+foePXqgR48e8udz5szBunXrsH79epep6+uuuw4vvPACAKBDhw7Ytm0b3nzzTdx888347bffsGvXLuTm5sLo6OdbuHAhvvrqK6xZswaPP/646tf20ksvyR8nJydj0qRJWLVqFaZMmYLw8HBERUVBp9MhKSlJvt2mTZuwf/9+ZGRkoFWrVgCAlStXokuXLti9ezf69u0LwP5LfMWKFYiOjkbnzp0xaNAgpKen49tvv4VGo0HHjh3x2muv4eeff/Yaor/yyit4/vnn8cwzz8iXSY+/efPmgNeRmpqK6Gj7Zi8PPvggNm/ejLlz5yI2NhYGgwEREREuX6Nk9uzZ8kkKbwwGA1asWIGIiAh06dIFs2fPxuTJkzFnzhxoNP7fuBIfHw8AiIuLU12DZOHChZg6dSruvfdeAJC/d4sXL3Z5V8KkSZNw2223AbBPyHfp0gXHjh3DlVde6XctRERERESXK9HxjluXjUUdQYH/jUVdO9EBey96ZUN0teoNeRKdIXq9INe5CFrnJLpKOK6cRLeKVqCkeibCfU2iSxuLllnKQn5cql3rjq7DG3vewMNdHsajXR9lmE5+iXC8E8pHXhXKOheG6CEkhIej4949tXbsQBw7dgylpaUeYarJZEKvXr0AAP/85z8xatQo7N27F7fccgtGjBiB/v37AwDS0tLQq1cvr9PgxcXFmDlzJr755htkZ2fDYrGgrKwMWVlZLreTAnzl51JNyL59+1BcXOzRoV1WVobjx497/dpWr16NpUuX4vjx4yguLobFYkFMTIzP78ehQ4fQqlUrObgGgM6dOyMuLg6HDh2Sw+vk5GQ5uAaAxMREaLVal/9QExMTkZubq3qc3NxcnD17FoMHDw7pOpo1a+b1mO6kkyK+9OjRAxGKdzT069cPxcXFOHXqFNq0aRPQcfwpLCzE2bNncd1117lcft1113lU9nTv3l3+uFmzZgDs30uG6ERERETUkIlmxyS6XrGxqDbAjUXdOtEBx+aixcWwmSrfia7820ieRGedS70g17lodL470R0huhRkA9VT5+KrooHvcrg8nSo6hdk7ZsMiWrBk7xK0jG6JYcnDantZVMdJP7t8TaLrNfbfkw0uRP/ll1/w+uuvY8+ePcjOzsa6deswYsQIn/fZsmULJk6ciL/++gutWrXCSy+9hLFjx1bL+gRBCLhSpbYUF9t/EX7zzTdo0aKFy3XS1Pfw4cNx8uRJfPvtt9i0aRMGDx6MJ598EgsXLkS4n7B+0qRJ2LRpExYuXIj27dsjPDwcd999t0uvdiBrbNasmWrdSFxcnOp9duzYgQceeACzZs3C0KFDERsbi1WrVmHRokUBH9cXveJ/TgH7c612mc3LWyf9fd+qsg5vx3QXGRlZ5eNrNBqP/n2pd746KL9e6Sx0oF8vEREREdHlylnnovj7QBvgJLqjE13QKUJ0Ry+6WImNReXAUxFisHKjflFuDis9d2p1LnKIro+QA+6ankQP19n/tuYJmsvLNye+canb2HF2B0N08kueRPfRiS69S0r6uVIV9Wpj0ZKSEvTo0cNjE0pvMjIycNttt2HQoEFIS0vDs88+i7///e/4/vvvq3mldVfnzp1hNBqRlZWF9u3bu/yjnIKOj4/Hww8/jI8//hiLFy/Ge++9B8A+GZyWloaLFy+qPv62bdswduxYjBw5Et26dUNSUpLcya30+++/e3zeqVMnAMBVV12Fc+fOQafTeayxadOmqsfdvn072rRpgxdffBF9+vRBSkoKTp486XIbg8EAq9v/UHbq1AmnTp3CqVOn5MsOHjyI/Px8dO7c2ct3MXjR0dFITk7G5s2bVa8P1TrUvsZg7Nu3T+6/B+zPS1RUlPzaiI+PR3Z2tnx9YWEhMjIyXB5Dr9f7XENMTAyaN28u98FLtm3bFtLvORERERHR5Uq02AdZXDrRNcF1okMxia6RQvRKbCyqDGAl0Qb7u2eLTKGfUqbQkyY0tRqtz+eu1OLsRPc1sV5VahVBEk6iX56kvv3W0fa99P7K+6s2l0P1REAbizbUOpfhw4dj+PDhAd/+nXfeQdu2beVp5E6dOuG3337Dm2++iaFDh6rep6KiAhWKHrjCwsKqLbqOiY6OxqRJk/Dcc8/BZrPh+uuvlze4jImJwcMPP4wZM2agd+/e6NKlCyoqKrBhwwY54L7vvvvw6quvYsSIEZg3bx6aNWuGP//8E82bN0e/fv2QkpKCL7/8EnfccQcEQcD06dNVJ4e3bduGBQsWYMSIEdi0aRO++OILfPPNNwCAIUOGoF+/fhgxYgQWLFiADh064OzZs/jmm28wcuRI1VqSlJQUZGVlYdWqVejbty+++eYbrFu3zuU2ycnJyMjIQFpaGlq2bIno6GgMGTIE3bp1wwMPPIDFixfDYrFg/PjxGDBgQED1J8GYOXMmnnjiCSQkJGD48OEoKirCtm3b8NRTT4VsHcnJydi5cycyMzMRFRXltXbHG5PJhEcffRQvvfQSMjMz8fLLL2PChAnyWzNvuukmpKam4o477kBcXBxmzJjhsXmodLLguuuug9FoRKNGjTyOM3nyZLz88su44oor0LNnT3zwwQdIS0vDJ598EtR6iYiIiIgaJJWNReH4ONBOdMGtEx1AlTrRlXUuUhBbHVPKFHrKEyHSpLfZZobFZpEDKMC1E12qSKiOEyW+JtGlvn12ol9ezDb7icGeCT2RVZSFY/nHUGYpk1+PRGqCCdGl11hV1KtJ9GDt2LEDQ4YMcbls6NCh2LFjh9f7zJs3D7GxsfI/yunsy8WcOXMwffp0zJs3D506dcKwYcPwzTffoG3btgDs08zTpk1D9+7dceONN0Kr1WLVqlXydT/88AMSEhJw6623olu3bpg/f74cpL7xxhto1KgR+vfvjzvuuANDhw7FVVdd5bGG559/Hn/88Qd69eqFV155BW+88YZ8YkMQBHz77be48cYbMW7cOHTo0AH33nsvTp48icTERNWv6c4778Rzzz2HCRMmoGfPnti+fTumT5/ucptRo0Zh2LBhGDRoEOLj4/HZZ59BEAR8/fXXaNSoEW688UYMGTIE7dq1w+rVq0P2/ZY8/PDDWLx4Md5++2106dIFt99+O44ePSp/zaFYx6RJk6DVatG5c2fEx8d7dNH7M3jwYKSkpODGG2/EmDFjcOedd2LmzJny9dOmTcOAAQNw++2347bbbsOIESNwxRVXuDzGokWLsGnTJrRq1Uru2Xf39NNPY+LEiXj++efRrVs3bNy4EevXr0dKSkpQ6yUiIiIiaoicnegqk+j+OtGtnpPoUohuq0SI7msSvdB0eQ2lXa6UnejSpDcAVFhdXw/KTvQamUTX+JhEZ53LZcVktVdJtYhqgabhTWEVrUi/mF7Lq6K6LpAQXa5zsVW9zqVeTaIH69y5cx6ha2JiIgoLC1FWVqbaUz1t2jRMnDhR/rywsPCyC9IFQcAzzzyDZ555RvX6l156CS+99JLX+7dp0wZr1qxRvS45ORk//fSTy2VPPvmkx+1iYmLw+eefez1GdHQ0li5diqVLl3q9jbsFCxZgwYIFLpc9++yz8sdGo1F13a1bt8bXX3/t9XFnzpzpEiQDQGpqqsft1Drc3f3jH//AP/7xD9XrKrOOZ5991uVr7NChg8dJouTkZI8ec7XHU35Ns2bNUl1DTEyMfEJF8vDDD7t8fscdd+COO+7weSyNRoOXX34ZL7/8supx1NYcFxen+nUQERERETU0Uic6lJPocie6nz2EbCqd6EapziX4ST21EKM6A1YKPeWJEIPGAAECRIgos5TJHemAc+o8xhADvbZ2JtHlTnTWuVxWpClhg9aAjo07Iu9MHk4UnEDPhJ61uzCq03z9rJDIG4uKDazOpSYYjUZ5g00iIiIiIiKiukY0S53ozo1FBalm0c+0ndokelU60dVC9BhDDAB2oleFKIp4adtLaBzWGBN7T4QgCNV2LKkrWKfRQRAEhOnCUGYp8wiqpXcWxBhjoBPscVJ1VPZIw1OqnehadqJfjqQQXa/RI84YB4A/P8g/6WcFO9FDICkpCTk5OS6X5eTkICYmRnUKnYiIiIiIiKiukybRBb0zRIej41y0VKIT3VC5TnQpQAdcA88og2MSnZ3olXam+AzWH18PAGga3hQPd3nYzz0qz72SJ1wXjjJLmUfveEFFAQD7SRIptKqOdxv47ER31LmUWdmJfjlRhujSO1mk+iAibwKZRJdqoVjn4ke/fv3w7bffuly2adMm9OvXr5ZWRACQmZlZ20sgIiIiIiKqt0SLNImu7ESv/CR6ZTvRpQADcA0x2IledVJHNACsOLACD3V+qNqm0ZWT6ID3aW8pRI81xsqXVce0sNyJrjaJruMk+uXIbHWE6Fq9XCHEOijyx9e7ViTSu2ZCMYlerzYWLS4uRlpaGtLS0gAAGRkZSEtLkzdPnDZtGh566CH59k888QROnDiBKVOm4PDhw3j77bfx+eef47nnnquN5RMRERERERFVncVzY9GgO9G1Kp3oFSbVu3h9KC+T6NF6e4jOEKzyTDbnc3Gx/CIulF+otmNJ4ZJyEh3w3LxTrnMxxFRr7z070Rse6fWunEQvNZfW5pIoQNbCQpQfPlw7x3b8rBDg/QSjXOciWqq8z169CtH/+OMP9OrVC7169QIATJw4Eb169cKMGTMAANnZ2XKgDgBt27bFN998g02bNqFHjx5YtGgR/vOf/2Do0KEhXRc3OySqffzvkIiIiIgaCtHsCNGVk+hyiO572k4O2ZUhutyJHlyIrnx7vNokOjuNK0+azJUcyz9WbceS61wc706QK1Pc6lwKK+wheqwxtlore2w2H5Po7ES/LCnrXCL0EQB4Eq6+OHHXCGSMGInSvX/W+LFFBN6JDri+e6oy6lWdy8CBA30GZampqar3+fPP6nki9Y7+udLSUnasE9Wy0lL7WWq9sheSiIiIiOgyJHWiQ6ecRHeECP4m0R0hu7ITXSN1oge5sahyEl0ZYkgBa4m5BFabVQ5nKXDKSXQAOHbpGK5tdm21HEs6GSLVHqiF6FabFUVm+0mRWGMsKiz210qRuQiiKIa0aiaQTnT3KXmq36STRgatoVrf5UChZ8nOBgAUfvcdIq7qVaPHVtvY2p0yRLfYLC6fB6teheh1jVarRVxcHHJzcwEAERER1bpjNhF5EkURpaWlyM3NRVxcHLRa/g86EREREV3e5I1Fdc4BksA70VUm0UPQia5W5wLYgzBlhzYFRprMldTGJLpy2lv5roJoQzT0Gvtrz2KzoMJaId8nFHwFY96m5Kl+kyqFXDYWNXFj0frEVlzzJz0C2VjUPUSvCoboVZSUlAQAcpBORLUjLi5O/u+RiIiIiOhyJppVNhbVOepcLH7eri51omtC24muDDH0Wj3CtGEot5YzRK8k9zqXo/lHq+1YHp3oWs/e8QKTfVPRSH0k9Bo9tHotBAgQIaLYXBzSEN091FdSWxvVf8o6F+m1xEn0+qU2QnSprcRXiK48wdug6lzqIkEQ0KxZMyQkJMBsNvu/AxGFnF6v5wQ6ERERETUYosURohsUVYaOwFEMeBJdUedilOpcguxEF9U70QF7pUt5WTl70StJqnMxao2osFbgbPHZajuW10l0RWWK1IceY4gBYH++I/WRKDYXo8hUhKbhTUO2nkAm0cut5SGvkaHaY7I6NxaVOtFLzJxEr09sJXVzEl0Zoru/wydYDNFDRKvVMsQjIiIiIiKi6qeysWigneii3ImusrFoRXDTvcqw0z3MjDZEI68sjyF6JUlhT8uoljhecBwXyi7AbDPLNSqh5N6JHq6zT3srK1OkSXTluwqiDFEoNheHfHNR6XWlurGoI0S3iTaYbWYYtIaQHptqhzyJrtUjUh8JgJPo9Y21pOZPekiT6Go/KySCIECn0cFis1S5zsV7VE9EREREREREdY6zE11R56K1f+xvEh2qneiOYLK8chuLqk0BSr3oDNErR6pziY+Ih16jhwgReaV51XIsi+ioc3GbRFeG6NIkeqxBEaI7uqulDUdDJZCNRd3XR/WbFKIbNM6NRUvNpXJISnWfrbjmQ3TpZ4W/d6RIJwirWufCEJ2IiIiIiIioHpFCdLiE6I4/7yvRia4Jt08e28pKg1qHr4lhaZqUlQyVI4WKRq0RCREJAICc0pxqOZY0iS49j2Faz41FpUn0GGOMfFm0wX6iJNTPsa+TM3qNXg7E2It++ZBe7zqNTv7ZYRWtLpVCVLfVZie6r0l0wLm5KCfRiYiIiIiIiBoQ5yR6JTrRpZBd2YkeYQ/RxdLgJnt9TQxHGezTpAzRK0fqiDZoDUiMSAQAnCs9Vy3Hkp5HKWiS6lykALPUXIp1R9cBAOLD4+X7VVd3tdzR7iUYU+tsp/pNWecSrguHAPtkMX9+1B+1EaIHPInOEJ2IiIiIiIio4ZE3FtUrJ9EdgaO/TnSVSXRBnkQPLkT3NTHMXuOqUU7mSpPouSW51XIsKViSJ9Hd6lx+OPkDDl08hEbGRniw84Py/aTajZBPotu8v66U6+Mk+uVDubGoIAjyayvUffsUWqLVedLWVgud6L7eDaUkXc8QnYiIiIiIiKgBEc1SiK6YRHeE6MpQQ5UUsuuUdS72ieJgQ3Sfk+iKXmMKnrIjutrrXKTJb8eJFfeNRc+XngcADGw1EC2jW8r3q67KHl+vK8BZN8NO9MuHPInu2Dg30sA6qPpArhaTPvf3+yfUx4e9zkV654I38iS6yBCdiIiIiIiIqOEwq20s6vjz3k+IoTaJLtW5BD2JbvPfic5J9MqRJ3O1ernOJbe0eibRpU50qWvcfdJb2hxW6kCXVNdz7G+6lHUulxdRFOUJYYPWAMB5Eo4/P+o26YSuxFpYWKPHl352eTvhJmGdCxEREREREVED5OxEd4bozk5033UuUOtED5c60YObGvc1McyNRatGOZmbEOmoc6muEN29E13r6ESXQnSzPUSXeu4l0nMc6ncb+JtElyflzZxEvxwog015Ep0n4eoFjxD90qWaPT6C21jU6mfPEH8YohMRERERERHVI/Jb6BUbizo70X1P2smT6FpnAK+pYie6z0l0dhpXitnqrHNpbGwMALhUUT0BldyJrnHtRJcmvaXnMMYQ43K/6poW9jeJLh1XCvepfpNOGAHOEJ11UPWDe4huK6rZ/yYD3lhU4CQ6ERERERERUYMjT6IrNhaVJstFPxuLSp3ogmISXYiwd6KLJlNQnba+Nhatrk0nGwp5El2rR6wxFgBQUFFQLceSO9HdNhZ1r3ORnlNJhN7+uqnpTvQ4YxwAIL88P6THpdohVRcBzhBdem1xEr2Oc+tEt1VU1OjhRTG4SXSG6EREREREREQNhCiKcnDh2onuCBH8vF1dDsmVneiOSXQguGl0XxPDUvUHQ7DKkYJFg8Ygh8YFFQVyaBRK7nUuUohearFPAXurc6muEyXy60qjHoxJJxXyK/JDelyqHdIJI42gkZ9znoSrH9wn0cUaDtEDnUSXXlfcWJSIiIiIiIiooVBM/rl0ojtCdNHiZ5LcKtW5KCbRjUbAEULYguhFZyd69VFOoseFxQGwf7+ro8JErnNxnAyJ0NmngKUqDW91LtX1HPudRHd8P6prMp9qlvRaN2gM8mWsg6ofRPdJ9PKa3ezXX/WThJPoRERERERERA2McvJP0Cs60TUBTqJLG48qOtEFQXBuLlqJSXRfdS6cRK8c5caiRq1R3kyzoDz0wbF7iB5tiAZgD8dtos1rnUt1hej+KhrkOhdOol8WlK91Cd/JUj94TqKbvNyyevj6HaTETnQiIiIiIiKiBkb0Moku9aOLZj8hgcokOuDsRQ+mzoWT6NVHqnORgsXqrDCRO9E1riG6CBEl5hI5yJQul1RX5Ya/SfTq7oinmiVtoqvXKkJ01rnUC+6/b8SK2plE9xuiOybRpZ8tlcUQnYiIiIiIiKiecNn40yVEtwdQ7m+v93p/t75paRLdVhqiTnRHCFZmKYPVz3Q8eVLWuQDVO30tPT/StKZRa5SrNS6VX0KZxf6acA/Rq2tjUX8VDZxEv7yYbPYTRlLQCSjqXDiJXqe5T6LXdJ2L9K6VQEN0TqITERERERERNRRSHQsAQaPoNZdCdLdQw4OXSXQ5RC+rRCe6xvskOgCUWDhNGiwpWJTC7OqcRJc221Nu5CnVaWSXZMuXKZ9ToPpOlPjtRGeIfllRrXNxvLakXn6qm0RL7da5yBuLwvfGogzRiYiIiIiIiBoaKUR3C64DDdHVOtEBVKkTXW1iWK/VywFwiYkherAsVnvYIwWLUnBcHRUmUgCufB6lTUTPFp8FYN9sVDkpDLiG6qWW0IWdNpvvSXTWuVxepDoXg9a5saj0LgdOotdtnp3oNTyJDt/7J0ik66UThpXFEJ2IiIiIiIionhBt9tCgsiE6HOGsZye6NIkemo1FAW4OWBXyJLojWKzWOhfHNKcyJJeqW6RJdOm5VDJoDXLIH8pKF3+T6I2MjQAA5dZylFtqNrSj0PM1ic5O9DrOrT7MVl5Ro4eXTgAKAifRiYiIiIiIiEjJEVx7hAaBTqJbpUl29050x8aiQXSiq00wK3Fz0cqTN1usiY1FVZ5HKcSUJtGj9dGed0T1PMf+OtEj9ZFyfzsrXeo/tRBd7kQ38QRcXeYxiV7Dneg2+P5ZIWGITkRERERERNTQeKtzcWwyGnAnus7LxqJBdKJLAYbXSXQ9J9Ery9vGotVRYaLWie4+ie6+qaikOjaA9NW1D9hPILHS5fLhfsIIcL7zgSfg6jb3jaxtppqdRPf3biiJ9Nqq6t4NDNGJiIiIiIiI6gnvdS722o+AO9Hd7q9x1LkEM0noL8CojoC1oZDqXNw70atzEl2a7gacofnJwpMux3cndacXmYpCth75deUjsmoa3hQAcCz/WMiOS7XD/YQR4DwBV24tl6+nusdzEr1uhujsRCciIiIiIiK6DNjKy1H4ww8w5+b6v7GXOpeANxaVO9FdJ9EFaRI9mDoXP93Vcq8xNxYNmrc6l2rZWNTxPKpNoueU5gAAmkc1V72vFKKHcl2BBGM3trwRALDhxIaQHZdqhxSSSxsRA86NRQGg1By6TWsptESzayhd0xuLBhqiS3UuVT0hwxCdiIiIiIiIqJZYLlzA8VtvxZmnn8HpCU9BFEXfd/BW5yKF6BZ/dS7+OtGDqHOx+emuNnASvbLcNxatzhBd6glWPo/u9S1eQ3SjPUQvNBWGbD1qob67O6+4EwCw/ex25JXlhezYVPPUOtH1Gj3CtGEAWOlSl7mftLVVmGr0+MGG6KxzISIiIiIiIqqnyv/6C5az9t7p8v/9D2V/pvm8vbc6loAn0W1eOtGj7IG3rSTwwCrQSXROkgZPCrZrpM5FJbSWnjtJi6gWqvetrUn05NhktIlpA5tow/H84yE7NtU8+V0XijoXwDmNzpNwdZf7Sdua3lhUOukccJ0LNxYlIiIiIiIiqp9sbqFD/to1vu/gCA086lwMgYXosDgm8dxC+EK9PVwouJjt+/4KUtjpbRKdIVjlScGiNIkuheilllL5ulCRpjOVk8Duk+heQ/TqnET38rqSNItsBgA4V3IuZMemmie960KaFpbIGxOb+POjzpI2FnWcxLXVcJ2L9LPC/fehO3ljUZGT6ERERERERET1kljhuhGbNe+C7zv4mUSHKbCNRd070T/OWgcAOHhyt+/jK5fiZ2JY7kRnHUPQ3DcWjTZEy9/nUE+jq4XWAde5VMckui2wigYpRM8uCfzED9U9Jqvra10SZXCE6DwJV2dJJ221UfbnSqylOhd/J9yknyW1MoluNptx6tQppKen4+LFi1VaABEREREREVFD5T6JLlp9T8pVtc4FVvVJ9GPmMwAAY3ngk3oW0dGl7aW7OlLPTvTKkjdbdEyiawSNHFiHOkSXO9EVz2OTsCYut5GO7U7qauckOlWWdMJI6kCXSCdyQvnaotASHZPomkj7z/qarnORT+T6ibeln23S7Ssr4BC9qKgIy5cvx4ABAxATE4Pk5GR06tQJ8fHxaNOmDR577DHs3h34GWsiIiIiIiKihk4sd51El0IJ73dwbDyqcatz0dmrEPx3ottcbi8pDbM/XkSFx1288rexqFzHwBA9KBabRQ57lNO51dWLLoXWOsH5mujStAuSY5IBAMkxyV7rEqRwvbAidEFnoJsFJkUmAWCIXl9cSE3F+bf+7bF5sjSJLp0wkkivrSJTUc0skIImOt75pHFMotsqgvgFEgI2BLixqONnW1XrXHT+bwK88cYbmDt3Lq644grccccd+Ne//oXmzZsjPDwcFy9exIEDB/Drr7/illtuwTXXXINly5YhJSWlSgsjIiIiIiIiutyJJnvoIISF2af4/IXoUggueJ9EF0XRe0es4/EFt0n0UqP938GE6P4mhuU6FxPrXIIhTaEDriG6NPUdyuoUwNmJrpxE1wgafHLbJ1iethw3tLjB6329TaKfKjqFGEOMfH1Q6wlwEl0K0VnnUvfZysqQO/81AICxfXvEDBsqX1dhtf/QMWqNLvepjhM0FFrSSV9nnUsNh+gBVj9JP9tqpM5l9+7d+OWXX7Br1y5Mnz4dQ4cORbdu3dC+fXtcffXVeOSRR/DBBx/g3LlzGDFiBH799dcqLcqXf//730hOTkZYWBiuueYa7Nq1y+ttU1NTIQiCyz9hYWFeb09ERERERERUk6Q6F/nt8FWscwHgrGzxdX+3TvTqCNEjDaxzqQxpMhcA9Nrqn0SXa3ncnscYQwymXj0V/Vv093pftaDz6KWjuPXLWzFxy8RKrSfQSXRlJ7r7dDPVLdb8fPnjvHfecbmOk+j1l/TOJ2kSvcbrXAKcRJeur5FJ9M8++yygBzMajXjiiSeqtCBfVq9ejYkTJ+Kdd97BNddcg8WLF2Po0KFIT09HQkKC6n1iYmKQnp4uf+5vx1YiIiIiIiKimiLVuWiiImG9cMF/nYvNS52LIkQXzWaPuhaZI2B331hUCtH1Vvtb8jVGo/s9VZbiCDA03Fg0lKRJdI2gcalYkaa6q21jUS/d9r7IG4uanNPxnx22Z0i7zu2CyWryCEcDXk+Ak+hlljIUmgorNfVONUMZolccPgxrcQm0UfaTbNIkuvvrhJ3odZ/ciV5bdS4BnnCT61xsVQvRK7WxaG1544038Nhjj2HcuHHo3Lkz3nnnHURERGDFihVe7yMIApKSkuR/EhMTfR6joqIChYWFLv8QERERERERVQdbhfskur9OdN91LoD3XnTRZnN2qruF6OUGQNpyzVYU2OSn30l0bixaKXKoqDG4DAJKk+ihrnORKg6UgX2gpOC6wlqBcov9tZx+yTnIeKLgRNCP6e/kjCRMF4aE8IRKH4dqjjJEBwDL+Vz5Y391LpxEr7tEs/1dBBrHCRGxoqJG3xUSaIgunSCskUn0v/3tbwE/4JdfflnpxfhiMpmwZ88eTJs2Tb5Mo9FgyJAh2LFjh9f7FRcXo02bNrDZbLjqqqvw6quvokuXLl5vP2/ePMyaNSukayciIiIiIiJSI0+iR0TYL7D4+SPfS50LFJPnXjcXVdS8uHeii4KAMiMQWQFYi4qga9rU79rlLm1/nejmEt897eTC22RutW0sqtKJHqhIfSQ0ggY20YZCUyHKLeXYf36/fP2RS0dwZeMrg1tPgJPoANCxcUfknsnFoQuH0CuhV3CLpxrjGaKfh7FtWwDOOhf3EJ2T6HWf3IkeHe24QLS/E8oQ3LtPKivgEF0ITYge0CR6bGys/E9MTAw2b96MP/74Q75+z5492Lx5M2Jjq++tM3l5ebBarR6T5ImJiTh3Tn0n5o4dO2LFihX4+uuv8fHHH8Nms6F///44ffq01+NMmzYNBQUF8j+nTp0K6ddBREREREREJJE2YtNGOjpl/dS5iN7qXATBZXNR9fvanJ+4TaILEORKF0thYJPOUiDhLcCQJtFtog3l1prtyq3PvIWKTcKbAADyyvJCejxvneiB0AgaZ6VLRQH25u6FCOck6tFLR4N+zECDMQDo1KQTAODwxcNBH4dqjlqILvHaiW7kJHqdJ3WiO35/ATXbix50iF7FOpeAJtE/+OAD+eOpU6di9OjReOedd6B1/NK1Wq0YP348YmJiqrSYUOvXrx/69esnf96/f3906tQJ7777LubMmaN6H6PRCGMA3W9EREREREREVSV1yFa1zgUAoNcDZnNgk+haz8BUCtFL8/MQ6WfdgDNE12nUo4VwXTgECBAhosRcgnBdeACPSt5CxcQI+1Bhbmmux32qQgqWvD2P/jQJa4L8inxcKL+AP3P/BAD5eT9y6UjQjxdUiN6YIXp9EEiIzkn0+kc0OzrRI8IBQQBEEbbycmhrKB8Ots5FOmFYWUF3oq9YsQKTJk2SA3QA0Gq1mDhxos9u8qpq2rQptFotcnJyXC7PyclBUlJSQI+h1+vRq1cvHDt2rDqWSERERERERBQUaWpPCtErXecC+J9EV4Toykl0s80MEaIcopflXwhg5c7w1VuAIQiCXOnCadLAeeuIToiw93/nlOZ43KeybKJNnhyvzCQ6ADQNt1f/nC89j725ewEAt7e73X5Z2Xmv9/O2Hkkg65GqYo7mH4XZ6uXkEdU6jxA91/m68FZfJL3DgSF63SX9rhH0eghhYfbLanBz0WAn0ZU/Xyoj6BDdYrHg8GHPM3yHDx+GzVa1xfhiMBjQu3dvbN68Wb7MZrNh8+bNLtPmvlitVuzfvx/NmjWrrmUSERERERERBcxjY9FK1rkA/kN0b53opeZS+7+N9scsL7gYwMqdgYSvsFOqZLhYfhFjN47F1F+mBvTYDZnXSfRI+yR6QUWBvIlnVSnrDSrTiQ4ATSPsIfrZ4rM4eOEgAKB/i/4AgDJzWXDrUXQWBzKJ3iKqBQwaAyw2S0hPLlBoSSG6tnFjAK6T6MqNdJWkSfRiU3GVw0+qHvLvK53O+fvHz++wUJJeFwJ877chvcumRupclMaNG4dHH30Ux48fx9VXXw0A2LlzJ+bPn49x48ZVaTH+TJw4EQ8//DD69OmDq6++GosXL0ZJSYl83IceeggtWrTAvHnzAACzZ8/Gtddei/bt2yM/Px+vv/46Tp48ib///e/Vuk4iIiIiIiKqGfV9w0qxwh6YOutc/PyR76POxRmiq4cYoujsqlZOopeYSwA461xMBZf8LxyBbQAZZ4zDmeIz+D37d+zJ2QMAeOnal+SAjDx5m8yN1kcjXBeOMksZcktz0TqmdZWPpaw30AmVq3NpGmYP0Xef2w2LzYI4YxxS4lIAIOgufGVYGkiILggCEiMTcaroFHJKc9AyumVQx6OaYXGE6MaUFJTu3BlQnYs0iS5CRLG5WP6c6g6XSXTpd0oNhuj+KsUk0s+Sqta5BP0TcuHChUhKSsKiRYuQnZ0NAGjWrBkmT56M559/vkqL8WfMmDE4f/48ZsyYgXPnzqFnz57YuHGjvNloVlYWNIqz6ZcuXcJjjz2Gc+fOoVGjRujduze2b9+Ozp07V+s6iYiIiIiIqPo9vGIXzhdVYP2E66DTBv1G6zrBs87Fzx/5AdW5mHzfF7D31zq4h+jmoiA3FlVZiyTWGAvAdYPJzIJMdIvvFtAxGiJvoaIgCEiMSERmYSZySnNCEqKHYhI9PiIeALDz3E4AQLvYdnL/fZklyEl05XoCrJdJiEjAqaJTIe+Kp9Cx+gjRvZ00MmgNCNOGodxajiJTEUP0WlRqLsUbe97AiPYj0LVpV/lyaepc0OkBnf2/V78ngkMokBO5gPNnW41Poms0GkyZMgVTpkxBYaG9l6gmNxSdMGECJkyYoHrdli1bXD5/88038eabb9bAqoiIiIiIiEjpwJkCJDeNRJSxctOt/hSWm7H1iD2IOZFXgg6J9XOyWd5YNCrYOpcqdKILgsv0vhSilzj2/bS49Rd7XbtjatjXBLMUou/P2y9fdqLgBEN0H0w29ToXwB4YSyF6KCjrUyrbid4kvInL5+3i2iFMZ+9HLrOUBfVukWAn0QHnhqs5Jaxzqats+fYTc8YU+zsUAplEB+yVLuVl5SisKESLqBY1sFJS88FfH2B1+mqsTl+N/Q87f5aLJvtzJ+j19iAdgOhvX48QkkJxfycApd9RNd6JrhQTE1OjAToRERERERFVzbmCcnz8+0mUmarvD91fj57H7ct+w98/3F1txzib75xwLTfX3B/toeY+iR54nUslOtGlOheta+AgdaIXhdsf01YQ2CS6xWYP/H2FnXHGOABwmRI+UXAioMdvqLx1RAOhD4yl5xCofIgeHx7v8nnbmLbyJLpNtMknBQJRmVBf6opnJ3rdpZxEBwBbYSFsjp99FTb1jXQBZ6ULNyauXXllefLHZ4vPyh/biuzD1dqYaEWdS81t8CvXufipopJ+ltR4nQsArFmzBp9//jmysrJgMrn+MNy7d2+VFkRERERERNRQVXe/d36pCdfO2wwA0AgC7r+m6nUQalK3ZQIAfj8R2AaVlaEM0S+V1twf7aEmT6JHRNgvCEmdi5fvh009gC+x2CfRixyT6CgILLAKZGNRKURXYojum6/J3ISIBAChC4yVIVRlf/Y0DW/q8nm7OGedC2DfXFTta1FTpUl0huh1kiiKsBbZf6boW7SAYDRCrKiA5fx5GFq18rqRLuDcXLTQVFhzCyYPyhqUn7J+wv91/j/75QX250UTEwNBZ4+Ya7TOxbEufz8rQlXnEvQk+tKlSzFu3DgkJibizz//xNVXX40mTZrgxIkTGD58eJUWQ0RERERE1FA9//k+DH5jK0oqqm9Trv/+liF/fOJ8cbUdp6jc+TW4bGap8NfZAvy/fWdVrwvEmUvOED2/NPBJ12pRehFY8yiwf03QdxUdIbo2Ksr+ud86Fx8huhRi+AnR3e9bbLK/FqQQXVMQ2GtDDtF9vJVeqnNRyijIULklSbx1RAPOqetQ9X8HWofgi0eIHtsOOo0Oeo39pE4wm4sqJ9EZol8exLIy+WePNjoKunj7OxekShdfJ41ijJxErwvOlznrd3Zk75A/tjretaSNjXN2onvZ2Lo6yJ3ofn5+SSd6lT9fKiPoEP3tt9/Ge++9h2XLlsFgMGDKlCnYtGkTnn76aRQE+JYvIiIiIiIicrLZRKzdexonzpfg+7/OVfpxNh7Ixro/T3u9/tTFUvnj0ipUoKSdyscbm46gwkv3aWG5M8QtLFP/g/q2pb/hqc/+xM4TFyq1hjP5zmAuv7Yn0T9/CDiwBlj7aNB39dhYVBSdQbnqHewnJXzVucBbJ7qXEL3UYn9dFDvqXLRFpQhEMHUuSqeLTsvBGXmSQnS1UDHkdS6OeoPKVrkA9soN6WTJ9S2uR7PIZgAg96JLr69ASCdmNIIm4Ml4dqLXbdZix0k5jQZCeLgzRM89D4vNIgebnESvu86XOkP0/ef3QxRF2MrLnSeB42IhaKVJ9JoP0f3WuThCdmV9VWUEXeeSlZWF/v37AwDCw8NR5HhLxoMPPohrr70Wb731VpUWRERERERE1NBcKHEGihdLKhculputeOJje71mmE6L4d2aedymUDEhfqmSxwGAEf/eBgCIMmrx+I1XuFwniqJLWH+usByxEXqX21iszpD4z1P5uKad68aEAHAouxDPrU7DM4NTVL8WZZ1LVUL0HccvINKoRfeWcZV7gKJzQOavlbqraLXKU+NyiA7YK10MnoESgNDUubjdt8xi/14WOibR9cUVgSw/oI1FlSF6pD4Soiii1FKKrMIstG/UPqDjNDRmq/358xmih6rOJQST6IIgYPng5bhYfhE3tLxBDr/DdeEoMhXJr69AKEP0QEnT+XlleTBZTaphLNUeW7G9LkoTFQVBEFwm0ZUn09SeN6kTnSF67VJOol+quITTxaeRVOr4+aTVQhMZKb8TCnWxzsVxkrDGNxZNSkrCxYv2XrvWrVvj999/BwBkZGR4fZseERERERHVf6Io4qWv9uPdrcer/Vgzvj6AmxZuwf9O51f6MURRxLQv92Pm+r+qtBZRFLHhf2dx+Fz1/RGvDIQz8koq9RjK8H3OhoOqf58VlJlVb19Z+057vhv5bEE5ShSblp4r9KxyyClyhrTe6mtuX/YbDp8rwrOr01SvP6MM0csq97WcOF+M+97/HXe+tQ02m/rfsyaLDennirz/vZt7yPmxSnWJL9IUH+AaovuqdPFZ5yKF6F7u7+2+UshZ7AjRdeVm2Ez+v6fSFHOgk+hdm3TFFXH2ky7sRfdOmkTXa/Ue1ykDY7Ot6u/ACHSS059u8d0woNUAl9dChM7e819mDjxEl+sZgpiMjw+PR4whBlbRiqP5RwO+H9UMW4l9El0TZf8Z55xEz5Vf64D6RrrSJDrrXGqP2WbGxXJ7DtwyqiUA4H/n/wdrQT4AQBsTYz9xJtW5+NvXI4Tkd9LU1TqXm266CevXrwcAjBs3Ds899xxuvvlmjBkzBiNHjqzSYoiIiIiIqO46mF2Ij3/PwrzvDuP0pcDfnl8ZK3ecxIm8Etz51rZKd4SfLSjHZ7uykLo9E3leJmtLKizYdizPa4AKAGv2nMaET//EA+/v9HqbrUfOY/b/OwiztXJTTsoQ/Vhu5brKlaH42YJylJo8/1hUhuiXKtkjXqx4PjQqdQsnL7ieBMgp8AzRlV/vyQuer6ULxRWwOp4Tg079z9ZQTKL/nK6YrvPy/Zi94S8MXfwL1nvrby/Jc35cUeicFA+AzVuI7muSz+a/ziXYTnQpRC8NA2yOh7Veyve1dMdSgutE7xbfDW1j2wJgiO6LrzqXxmGNoRN0ECHiQlnlqpCUpHqDqkyieyNtLhrUJLot+El0QRDQpUkXAMDBCweDWCHVBJujzkUbad/3QZdg3xzXcv68/FrXaXSqr0FOotc+6eeMTtDhxpY3AgAO5B2ArdD+nGhj7M+RXOdSQyG6cqq8pupcgg7R33vvPbz44osAgCeffBIrVqxAp06dMHv2bCxfvrxKiyEiIiIiororVzE9vHbPmWo7jsniGkJmXqjcZLYyzPUWTC/76Rge+M9OPP/FPq+Ps3yLffL+gpfJ7ZIKCx5esQsrtmVg00H1ioWcwnKMfHsb1u5R7ys/E0CILooijuQUeQ3q3UPg/DLPILXQZRJdPWgtN1vxaOpuvL3lmOr1yu+r2oae7h3oapPoyk1B1Z7f3445g+nmseGq61AG55XdWHSb4jg5heonWj7+PQsA8Mo3h1SvR8l5xSciYA789SpPouv1EBT1LT5DCDGASXRTcHUu5Rb7c6TV6uXNRa35+X5WrwjRfUwNKyfROzTqgHax7QBwc1FffG20qBE0iI+wT/KGotKlMpPfgapMiF7Z9XRpag/R/8qr2juPKPSkTnSNY/NktToXtdc64AzROYlee6RNjJtGNEWnJp0AAIcvHpY3FdXE2U+U1nSdi1TlAvg/CSiF7DU6iW6xWPDKK6/g3DnnRjf33nsvli5diqeeegoGb51tRERERERU751XhIzf7PcylRsC7jUjl7yEvf4oJ5yPn1cPpjf8z/51rPvzDA6c8awmySuuwAlFvYraVPyq3aeca/US5s7/7jD+zMr3GtZnK6a1L5SYVPvKv047i1ve/AVzvYS5nt83z8dwn0RXqyhZs+c0Nh/OxYKN6arHyVJ8X09f8gzHispdny/VEF1ZX3O+xGMdyq+lQOVkgNUmokyxMaraCYP/nc7HjQt+xsi3t+FQtucUo8Vqw/bjihC9yHOdSuXeNmJ1CdEBlAc+MSlvKmo0QtBqAWm6vKp1Ll43FhVV7yuFnDGGmKBC9EA2Fo3UOyfseyX0kkP0rae3YmPmRhRUeP5319CZbPbXv1q9BQAkRNgneUOxkaYUROk0VatzUSNtLFpu9f3fllJlOtEBoHOTzgCAvy4wRK9rlJ3ogGuI7utdF4BiEr2Ck+i1RepDjw+PR8dGHQEARy4dgcXxO0IbK4XoNVvnIlW5AP5Pukkhuy2Id4qpCeqnkk6nw4IFC2CpwX4bIiIiIiKqunV/nsaET/fio99PVvoxchUhY7ZKRUeouFevXPQxZeyr6iUzgEn0JpHOkGpnxkWP691DYuU0vmTzIWeQ5a1WxF9Fi7KaBFCfen/9e3uonbo9U/Ux3EN09/C53GxFhWLK32oTXTYalaSfc078ub8rAABOKjYNPXOpzKMKp8jtMXNVQnTl97WowuLx9SofQ63vvMwt0Fb7vn//1zlkXSzFn1n5qu8AuFRqRrnZ+fWprbNQcUKg3GxV70V3D9GDCHukOhchzB42wjHJF1Cdi8azzgV6x/291bnIU+yu95Um0aP0UXIvuvXSJX/LD2gSXRAEfHHHF/ho+EdIikxCn6Q+iA+PR4m5BJO3TsbsHbP9HqehkaZzvW2QGcrNReVO4eqcRK/mTnQA6N60OzSCBocvHsbmrM1B3Zeql63YrRM9wXMS3dtrnZ3ote98qTNEvyLuCugEHQpNhSjIs78jURvjqOySfn9Z6t4kunRSThm8V0bQdS6DBw/G1q1bq3RQIiIiIiKqOTabiKlr92PD/7Ix/asDLsGg++3O+QjHlXUXReWWSvd/5xSW46ZFW7xuUOoeoqtNVAPA+n1n0eXl7/HZrizV60/mOcNebyF2XrFi4lklrHefqs5RCVqV4fV5lZAdcO0RLzV5/hHnHqK7HxcAWsQ5a02KVU4euH+f3KfipeddEIAwvUb1PoDryYfzKl3yygl/k9XmcRtpbdFGnde1epw0KHYP0ZXhtc1jCrzU7THV6lyUdTWXVEJ295MManUuyteQ2SqqV74oO9EBoCLwsMea73g7fIR9A0ZBK03y+QghpCBcZVLX7yS6I5wXBPVJ9GhDNIrCBcfa8v2vXwo8/QQYVza+Ej0TesrHeHvI2/J1289udwlDyHcnOuDcXDQUk+h1rhO9kpPoiZGJGNtlLADg1d9flcNZqn3SxqJat0l066VLMFXYf8Z6nUQ3shO9tkl1LvER8TBoDUiOTQYA5OVkAlBMosud6FXf8DgQymoWfyfdaqXOBQCGDx+OF154AZMmTcJnn32G9evXu/xDRERERETBST9XpBo0SkRRVJ+AdcgvNWHyF/uwN0t9cvRSqcllojjXS/dz6vZMXDtvs9cNFHPd6i68TV0XV1hUq1Ekq3adwonzJZj33WFUqISF7oGq+4S15OnP/gQAr/UmyjD4uEqILoqiS2CvVglS7D5VrRKSK78PahPkVpvoEhqrVaDkeYTInq8HEc7XwL5T+R7Xux/b/fmR+tBjwvRoEmkPLNyn/G020eWx1U4anCtwXb/7JrNSAJ4Ya5+uLlPZ4NT9cd1PLLh//e6Bd4nbYxaUmT0m4pXBeoHKNLv7Y7q/vgHPvvZD51SCnCrUuVQctr92jR1SACg6ZX2EEFWpc5Gm2KF1DRykkDPKEIXCCMcSLridHFAhhd/BTg1f2fhKpD2Yhkh9JIrNxThy6UhQ97/cSSG6t+ncpIgkAMC50nOq1wfjculEB4Anez6JxIhE5Jbl4pXfXwnquFR95El0x8ai2rg4wPGzynTeHtByEr3uyiuz/y6ID7ef/OjY2F7pUpBn/39FbaxjY1FHnUuNdaIHEaJLJwmresI26BB9/PjxyMnJwRtvvIEHHngAI0aMkP8ZOXJklRZDRERERHQ5qbBYXfqj1Sz58SiGLv4Fz3+e5vU2z61OQ59XfvSY0JZ8uP0kvthzGn97e7tq/Yb7pLC3aenZGw4CcIbT7twDZLXpX1EUcddbv+H2Zb8hTSXoBQCropPyt6OeQZ3HJLrKcZQhfctGnhtPiqLoMjF9rrDcI2QtrrC41JuoTSsHUk2iXN8FlecoI6/E5TinLnq+JkocIXJchF71uNLXINl70vOEicfGoqXu9S72x4wN16Oxo8bGfRL9TH6ZS8WL2gkX9xM+7mG0dH1CtD2odw+81R7DPWj3G6JXuH6/bKLzeyi55BKi+95kFVCfRM/Mcw3RVd+pIYXoUggURMd3+UF7iB7Wyb5ZmzyJHkCdi3slC6AI0b1VsDqmfAXB9b7KTvQL0fbrLOf8B7SVnRoG7KGGNJ2+N3dv0Pe/nPnbbDEp0hGil4QgRK+BTvRKTaKrnCTyx6A1yNPo646tw4u/vRj0Y1DouW8sKmg00DVtar/uvP3/Abz1/0sherm1nO8uqCW5ZfYTHdJeDO3j2gMAyi/ZnztpEr226lw0gsbjd5o7KWSv8Ul0m83m9R9rDZ1tICIiIiKqbQVlZhR4mcSWLPw+HTe+/jN+Oqz+lvvj54vx5o/2Cczv/1K/TVG5GV+lncWFEhM2HVS/zblCZ0DxxZ5THte7h+ZqFR2BcA9U1ULn7ccv4Ph5e/C4W6VjHHANgzce8AyBpBBd6wgJ1SbRlRtCqp04qLDYXHqz1UJW9+lvtZMC7tU37t/LMpNrz7j7FD0AnHSbZlYN0R2hcFKMPXRyr3MRRdcqkWwftTLNHRPgXifRw3Vy+Oz+vXW/z3mV6eziCrdqFbcAXArhE2O8T6JLX2+Uo/LF8zFc1+G+Lun2jSIM0DleJyVu61JuSKv2rgn3rnW1EyRn3abu1cJ4uc6lsX3DzEAm0Qs3bkT+V1+h/KD9xFVYZ/umiAGFEHIQ7mMS3aQeNsnhvFtAKW38GG2IRp4jDzFn+w9o5T7tSlaB9E7oDQBIy02r1P0vV/56okMaol9Gk+gAcE/He3BTq5sAAL+e/lXu+6fa49xY1LnJsFzpkmf/+enthFGUPgoC7D/jWelS/b498S3+s/8/8sksAMgrdUyiR9ifM2lzaO15+8l8beMmAGqvziWQnxVyiF7Tk+hERERERA1dhcWKoW/+gpvf3OozSH//1wwAwPSv/lK9XtnTrdcKHpPSALBLEUS7T85KlMHtzhOewbV78JunMonuHlq6TyiLoijXXSTG2P/YVZsQ/1TRT+4eWkuUm5KeVAmUpa8nJSHK63GUAb5a5Yiy/1uvtf8B7h6Auk+8qwWk7hPT7sdyX9uFEv/f21NudS4VFivMVvtz38wRgLsf91Kp2eVkgdprQQqN28VHyfdRkr6+2HA9osMCC6/VprOlADzGy2MUuYXoah3wUuAd75hWLzX7nkR3P8EhvbYijVpEGOx/HHt+z5z3Uavqkf7bld7JcE7ldSStQxpy83iNmEoAs+MkSeMr7P/204luKy/HmWefQ/YL01Bx9CgAIKxzF/txdP5DiIDqXLyE6JBqobTqnehR+ihcsA9+wnwu2+fXAQS2sagvUi3AiYITlbr/5cpfnUuzyGYAgPNl5+VO88q6XDrRJUatEYsHLUZiRCLKreXYm8N3OdQ2qc5F6kQHnCG6mHcBgPfXukbQyL3oBUG8y4eCZ7VZMfXXqViydwk+O/yZfPn5MufGooAjRBdFJJx19Nl36ADA+U6qmq5zCeRdNHKdS01Moq9atSrgBzx16hS2bdtW6QURERHVtLziCp9dxETU8FisNmw6mKMa/gH2TutzheXILarA21uPqd5GGXh6C5OV4bbZKiJPJYDdfvyC/HGml2oY5bSsWuVLIJPoR3NcO8P3u3Wa55ea5aC3Q6I9ZVPblPKMIiBW6w8H7JUhErUpc2l9KY7jKDeIVK5HUmKyevwcl8LPKKMOseH2P84Ly9wm0T3qabzXuUgnDty/JvcQ/WKJCVa3kyHugXC223SzcoI6KdYeOhW63ce9RkSt7kXqRG8Xb5/2c+8BlwLy2HA9Igz2PzrdX5vuE/BqPeFSiC4F4O6T5sWOx/BW51JhscLk2JQ2PsoRons8f/bHkDZAdQ/BSx3fswiDTp5mL1E8hiiKLs9nQanZY18Bqd6mTZMIxzHVwn77Zc0dz4tHiO6ocrFpjdhX6KgVqvA9LWnJzXX5XN+yJXQJ9nAioBDCV52Lwf5a9xqi29Sn2JUbi+bFOOpczmb73IsBqPrUcNuYtgCAk4Unubmogr86lybhTaDT6GATbThfel71NoGSgygh9HUulZpEr2TPvpIgCLi+xfUAgF/P/Frpx6HQsLnVuQCALt5e5wLHNLO31zoANA5rDAC4UHbB622o6s6WOPfDeTvtbVRYK2C2mnGx3D6cIU2it4xuiWZFOoSbAOh0MLaz/xyHvnbqXIKaRBetfn+v+RJQiL58+XJ06tQJCxYswKFDnpv2FBQU4Ntvv8X999+Pq666Chcu8IVNRET1w4XiCgxY8DPuWPabyx/f7kRR9BqmEdHlZ8b6v/DYyj+w7Cf1gFy5MeSnv2ep/g/58fPOULqwzKx6ss493M7O9wwslZuFZl0s8bgeAM4q7qfWd+4Roqvc5miO6/TsEbfPpQA2wqCVw1O1OhdlqKzWpy2KosvXqRaie0yiq9zGfTLZvYpD2hA02qhDTLjO5WuQ5Dket72PiXfpcdo0jnQc12262/F5u6b2622i59qkcFaaiHcPa6XfP2F6jaIT3X0i3PXrc/9aAOd0enKTSMfXo77WmDA9Ih3T26UV7pPo7pP33jvR5SlyP5PoJovN5cSC8qRB02iDz8do1SjC5WuTH0OaRDdoEakSopeYnEE9AJisrvU+gDMQlwLyUpPV490g0lpbxHkJ0QvtocMpcyx+O+V43v3UuVjOK0JPvR7N589z9rlWsc5FY7Q/J17rXLxMsUuVF9GGaFywD33CVloKW5HvqfqqBp7No5rDoDGgwlqB7BL/k+8Nhb9JdI2gQWJEIoCqby4qP4d1ZBI9mOlSX25seSMA4NuMb2G21ky9BKmzljjqXCIVIXqCvV8bF+z/jxOhj/B6/yZh9rqQC+XMGqtTVqHznYSFpkLszdkrf891gg5xxjj7xxodehfbT4JY2iTJ74Cq6ToXqU4skHetKH+eVGUaPaAQfevWrXjttdewadMmdO3aFTExMUhJSUG3bt3QsmVLNGnSBI888ghat26NAwcO4M4776z0goiIiGrS/84UoMRkRUZeCZZsPur1dv9adwC95/zoUqtARJenUpMFn+60/yGxfMtx1ducvuScCC+qsHgEjwCQfs4ZPtlE4H8qm2y6T4Rnq2xaqAy8M/M8J9FLTRaXIFptylye7HaExWrT6hluvd3ugbIUakaH6dA4wh7sqHWIX1RUy6j1aReUmV3CzEulKpPbFfY/wNo6gumLpSaPExXuYbb7hLhzvXrEhuvlYytJk+jS96Wo3AKL1bVfXVpLYqx6NYkUVDeJMqCRIwC/UKI+AS6Fyu4nbYsV/eBSzYp70C6F6FL47R4qmyw2OTRu4agncX9+pONEh+kQYVSfRJd70x3rcD/hYrba5A74+Gip81z9XQBJsc7JQuX3TXnSQJoidw+45RC9cYTja3GfRLdfH2HUOUN0RRAvnXgx6DRyZ7r78y+H6HHOjWnda2Wk71nzOPvX6lGjk2//WXFGbIoi0b5WMcBJdEGvR9vVqxDRp498XZXrXKRJdLPvSXTlFLvVZpVD22hDNEx6ASWR9teZOdt3sF3V6g2tRos2sW0AABkFGZV6jMuRPImu8T6dG6pedCmIqo5J9DCt/b8b6fUVCOVmgVVxQ8sbEB8ej4vlF/Fj1o9VeiyqGuckumcnuuai/V1vUfoozzs6NAl3hOicRK9WmYWZLp/vyN6B3FL776umEU1d/pvscslxsr5lrHyZ9PurxupcgtgUWbl2Zd97sAL+qXTnnXdi06ZNyMnJwcqVKzFhwgQ88MADmDlzJnbu3ImzZ89i/vz5SExMrPRiiIiIQslksWHniQse4YzScUUf8fq0s15v99muLJSZrRj97g5U1NBb1Iiodig3ugzTa1R/hpx267RWC4sPnXMN0k5d8gzAPSbRCzyn9ZRT2GcLyjx+Bp11m17PLzV73EY6TufmMarHBZzhoJStuU8xK+tRGkUaHLdxDepMFhuKFAGx2nGkKhdp4loUvQf2rR0Bqsli85hUdq/3cJ/ULnaE31FhOsSE6V2+RvkxHMdt08T5h737CRE5EHbUubhvqimtPS7CIH9f3KfrpceQ+s7dN8CUQuVIow7RYeqT6O6hsvs6lZUq0tS0e/AsBeYRBp3XSXTpOC0cE+Du76BQngBoGqU+RS7dp3GkUX49KW/jPGngrJVRhuxmxdR4K+mEgFs1jRSYRxq0qnUu0tfeOMIgv9Y83kVQ5jy5Ia3T/QSH9D1r5m0SPd++ke8ZsSmKYP+emUvcenuP/AB8/hBQYg+ApEn0qCGDnRuKOlS5zkVvf05s/upcFFPHyoBTCrIKYu3fM38hulznUoUpZqnShSG6k8nme2NRwNmLfrbY+/+/BqI6J9GlcCuY3vZQbXSq1+gxqsMoAMBHBz+qUoUDVY2t1P7/P5oI57S53jGJrs+z/7+SzxCdk+g1QppET4iwPze/n/1d3q+iRVQLl9u2umT/7/NkY2cgLejsl4nmmnn3djB7cihvU5V9JII+tde0aVOMGDECzzzzDF544QX8/e9/R+/evaFROQtOREQUrGO5RR7BQWV9sC0DY977HVPW/M/rbZR1CzlF5aoBuXuA8EfmJY/bENHl46ji5Fq52YaMPM8KlTNuIbpabYl7NUtesWeoJU2Eyxsbuk2il5utLtO1ougZ4J91hNIdEqPkupALbseSQ/RmvkJ0+886qQrE2xRzVJheDiXdu8rdw/DzxRUewYV07Gax4YrHcd5PFEW5QiUhxihPEbvXl0jrk2pU3L+mQsXkvLdJdCkQV2606S3Q97ZJprSORhF61TBX+RhS37n79Lf0vY006BBtVJ9EL5InosMd16sH5AadsxLG/ThSkB1h0ProRHc9aeD+9UprNWg18vdVOb1ttYkuE++RckjuvE2JHKI7NwV1CdkVX3uC/H13/f1cqjwhYPTcWPSifHLD+U4EzxDdfpvYcL1qJYz9c/txm3sL0QvsocNpMV6eRK8oUfx/QnkB8Ok9wMGvge1LADhDdGkS00UgdS5ees0B/53oohzAO+9banGe4JOCrEtxjkn0U6e9rwOh6a9uG2sP0Y/lq9dnNUT+6lwAey8xAJwu9v0c+VOdnehSMC9Nuwe1nirWuQDAvR3vRZg2DPvz9uP37N+r/HhUOaLZsdG33vl6Nlxh34g58mw+tFbRd50LJ9FrxMnCkwCAMR3HAAAOXTyEX07/AgDo3MT1hG+c2f579bigqCeT6lxqaBJd+rkSyAnAGq1zISKihqfcXLVNNyrj8LlC3PLmL7h16a+qAY/SxNVpuHXJrz4D9y/22P+oWLv3NP46q76b+/FcZzgmip4TnQCQcd41QMu8oN5JbLOJ+OXI+ZCdBCCi/8/eecdJUtTv/93dk2dzvtvdyzlwd3DHEY6cRRHwCygqZjAhCn5VFP0ZwPRVBBGVIMEIKkjO4YgHBwd3HFzOaXOcHLr790d39fT09Ozt7gVB53m99jU73dVV1dU9Vd1PPfV8DgyWru/k1he2FO3jnES2W/+xy6Eq73BRoguldJ0ZONE1gKbZ1x1iLofd4yhbELpeRbKIdie5LRTYTZVBqyxnHyrsRaY3lVvfC4MsGvUVQRad9RXK7ooh7FzEMcIKJKPqRRXtFQEPNaZy2076JzMaWZPoKw94KQu4k5uCEJ1sWrE4bWyiNuV8zhPdXVVd5leKqpUFMdtUmSNz7b7ZIn1VyGcRxoVBTo00OSW6O1E7lJ2LOB9hK5LMaHkTv3GbR3jQq1hp7HW1gnH6c8Szk5wWkxUW4V+gmjfrGvBYBLhdBW8n5csDHoIWSZ7bHrUp793yEOce9CrWveQMXirqEfYrVrvnK9GNe6om7LNNouTfr+Kerwx6Xcl+e57NZrsXBJ8VSnTqiGP8/rJJ23PCqzfn/t/ynLHftHMRSkw7hmPnIjzRh7RzSRc5XgTvtKnYhR960BPEqxhttafR+ExtWF+8HuTIiH2x3phdOxuAt7qKix7+m5DVspZScqhgi63lrQDsHNy5z+XBAVKim8T8SILG7i87FzDI1w9O+SAAT25/cp/zK2F0EJN6on8C8DY3I1dUoKgarV3DU6J3J7oPbEX/yyHsXBY0LOCQ+kOA3O/GSaKHzcfVXXovg2ljNUHOzuXgKNFHE1jUftxoUCLRSyihhBJKKMCK7b0suvoprvjHqiHTDcQz7OgptCcYLZ5a04Gmw87eBP/vgbeLpuuNpbn3zd2saRvkobeKLzO2EwePrnb3i7Qr0aGQGAPY0p2fZkev+zk/vLqNi25bzgd/81KJSC+hhHcpBhIZPnn7a1z98Fpe2uSuaBLKbkHe2b3NBYQaXASkdFOiDwildL3p6+0gpXVdt8ju2WMNEt1pCyOOqQ75qDaJa6cSVhDDlUGvFejRTqLrum7ZmAh7FFXTi5Kn4y0lenE7F0vZ66iLqG9jRcAiyDsd52T3Kq91sT8RHuSSlG/VYSeVkxnVZvdhnFMx9bfdE71ocEq/x9a+TiV6vp854PB0FyS6Xc08dKDN4nYuSlE7FzGJMaYyiIhBaW8TkWfI57FU5s66CsV42K5E3wvhn8ioeZZGUVtdgy5WLKJOPo+M31NEaW4j0YOWIj63X9yLBgnvTm7nK9GL27lUhbxUFfnt5JHoLmp2VdOt9hNK9MFkJj/46EDOzkWQ6HraRqLvfj33f9sqiHYNqUQfjp2LPpSdi8+0SUq5ixF0FxW7CPoY9AQt0nNXo/GZXDc8En1fVMOCrNk8sNkiY/6bYV8ZEPaGi6YbVz4OgB2RHUXTDAf7yz7FDeK+GInyc3/XR0zS7I7u3i/5lTByWCS6GYASQJIky85qYoc+5L1uKdFLdi4HDIPpQes3MrVqKieNOylvv5NEl2PGuBELwJqeNcDBt3MZSV9hn5QrKdFLKKGEEkrYb4imsnzod8uIpLLc+8ZuMqp74A1N07ng5mWcfO1zbOosJJjs6IulufWFLYVLoB14YWNOXfDKlt6iKlF7cM/nN3S5pkll1TzF+HYX4nsgnrHUmYsn1gCFNgmQ75sOsLMIif7SJqP+W7pj3PBMaUlyCSW8G/GP13OKvVe2uL+MieCeCycY/UK7w2s7o2pWEMv5rVUAdLiQ6IJgnmyS6M5gk5FU1grQOLneIOOFpYqAIJfz1bQOEt0iAj3UCyW6TZVtV3Y3VASK2qM4ifZitiZlNt/uaLJ4fYVfdnfEnZS2K9F7Y7n62hXkkiRZJLqd3BRtoMiSFbzSSUwL0rl8CE90O5kr0hRYvpj1qS/zW+S1nawV7VgZ9FLmL1Rd289ZENNpVSOdzY2v9noUVaKncgr+MpNYtp9PbkJAwe+xEaR2El0E4/QpRZXoOTuX3KSBW1DQsM9DyFuYhzhXYUsTGtLOxa5ELyTiy4uo3Y3zzU0IhK17pJCoL/d7qTJ/O85VEfkkeuGEgF1VL0h0Xc9Z66DrMGCsetul1zGusc7YnrE9J0Q7bSXqsP0lMqYS3eOiREeQEKO0c5H9gsgv5oluPlspOdJBKNEDSsAiPXc0GnmnNmxAzxYnRPY1sCgYBJlQVa/uWj3qfP5TEDfvH4/sGdLORbRZe6zdCkQ6GhxIT3TLzmU0nuj7qT7Cy7lEov97oKtqrs/yefP2CRJ9UptOmW8YnuglO5cDhnU96wDj91IVqOKU8adY+0KeEBMqJuSlVyPG+3/cL/FGxxvGRnNcOVh2LiPpuyRJssj2EoleQgkllFDCsBBJZrjvzd0kM8UHjuVb8x9O1ra5K4Ke29jFuvYIaVXjb8uHXkb6nftWc/XDa7ny3uLLdOPpLG/syHmI9sbSFklVWMccib50fZfr+WzrjmMXirmpxwUxVh3yMq3RsDhwU6JvNu1cjphkEGrbi6jv7W31xvaSb3oJJfw7sDcbqvttAYSXuZDouq5bdi7zWqqAQmsUEehTlmCGaY/iVFvb002qM14M7USxPd8yv4dG03/aSeDalejFfJ0HLVI6p0TvttVZ7JdNZXdFUCid80kNUfaEOkGiZ/LaM+dz7bURve71rQn7LFK6WIDM8oCHmrBRX/sEg7XfJDUtEt1WX9EGhpe5+/nY8yk2ARG32ai4KaZVTbfIWru/t101LUjXMr/HRua616VxL8T0UHYu4nvY73G9hnYluixLlqVLIq+uhWr1QsLf+F5X7kMxJ1z2ToDb9wubFUGiF5LkUVuaoZTqZQFvzg7GoWyzJgT8HtfJC2vSJ+BxtQTKqhrJjGalEfWwE/EivUeWKPd7rMkJa/Ii1g3ZJJou0a7XMrm50UiftU3Ix8zJ/rrp6Dr0P/gIme2GcthVie4xleRDENfDs3MpQqrqgoDPqdjzlOgmid5epSOFQuipFOnt24tWZX/5ac+rnwfAqq6hV0H+NyCWMZ47h1LmAtQEagh5Qujo++SLfiA90UWeIyHRLXuZ/aREby43SPQ90T3WpE8JBw/2vkj25U8KBWbOBGBC59BK9LqgMUHZmywusiph37C2dy0AM2uMa9Ja3sptp93GKeNP4YqFVxRMlGomiR7zw0t7XgJs49fBsnMZ4aoVi0T/d9i5pNNp1q9fT3aowb2EEkoooYR3FX7y6Dq+evdKrvh78ReUt3ble/+uKEIG/+WV3NLRh97ak7fU245t3TEeMa1UHlndzoYOd9X6mj2DZFSdxgo/U017hDV73An817blSPRERnUlyDea6nhBIuxw8TEXAf3qyvyW17CbEn23ae1w9OQ6M694wQNcRtVYa7N8WN8RKT3klVDCQcaGjgiLrnma795X3A7KvkJl1c7+AiuLnliatKohSTC3xQjC6bRqEQFCa8J+ixR1plE13bJZsexcHME+BaFbHS5uN9JnV6KH3Ilg8b0i6M15jOeR0kKR7UWSJIuktZel67n6CjuXdFbLUzGLfMoCOaI3ls63+uix1dcig4vYhRSzc7GT9aI8+3bI+V3nW6g4yknlSFRBOjvV99E8ZbZJKtvVzDaSuiyQ8xG3l2Unr/cWWLQm7MNnErH284nabGXEeadVLW+SOOpCtNvPJ25TootzMrYXEv4hn1LUA9w+KSPysJ9PvhVLYRkJW/BSwEoTcyGnjcCihfXITUwormp3sCvR3ScvxEoEg6gvtNmxB0MN2WyD4nnXNneukiQVTsaYBHkfZWTwMLXFINF9mvlcous5Jfr4I2l/vZK2O15Az2QILVyIb9IknMjZuRR/zx7azmUvgUWFQlAutHMJeHJK9DRZAlOnApBcs7ZoXfaXf3WJRM/BItE9Q5PokiQxrsKwdNkXX/QD6ok+CjsXQXTvr/o0hhpRJIWMlqEz3rn3A0rYr7D3RZKDRPdPnQJAcw+UDXG/1wQNIVNGy5Qsnw4Q3ul5B8i3bVnUtIhrj7+W86efn5dWV1W0mNFPxQPwdtfbDKQGLDsXDpadywgDW48m0LETIx7p4vE4n/nMZwiFQsyePZsdOwwS5dJLL+WnP/3pqCtSQgkllFDCgUUyo/LXV40+++HVbTy73v0h8u3dBokuluG/XoREX7mz3/q/YzBVVLF+38r8pZMPrdrjmm6Lqfae1ljOzDEGcbXGJU9N0y2CXKgU3XzZRTDQE2YYKq++eKaAPLGT6K2mfYEbiS7UooeNrwYMYsapBN3QESGd1Qh6FRRZIpLMWpYQJZRQwoGHqul86vbX6I6m+NMr211XqAwmMzk1r08hq+lW3yPQZgYXrivz01xl9AvOoKE9MdF3+CwS3ZnGTlBPrMvZudgn10SaCptndySVzSOle+OFRHuhnUvWyseNcB60Kb9FOtEeAnEbGT6mMoBPMV4T7PYXUZuyWxC99u2QI/1rw769K8QDHtdgnnayHnC1c7F8yINeaywopv7O90TPTxOzqcgtwtiuZjaJWOHv7UY85+xN3G1FVE3PI8DDLsSznawV5+tME7UpqytczsdO5gMEhBLdbudiV6K7TAhAfru5nW80T4le3AJFtKdF5mfc2mxoNXvQmyvDaediTQj4FdeJFJFHeV6b5/aL/GQJ/B7ZKiefiM+tVACKkui9egVlfg9jGwzLgQBpw74gNQiq0V9kyufSv8XoU+qvuJxxt9+G5KYktwKLDsPOZQglupbZm52LjURXC5XoWS1LYO5cY//q4isJ90dgUciR6Ku7Vv/Xq4UFiR7yhvaaVviii4CAo8GB9EQXeY7KzmU/1ccje2gKNwGGGr2Egws9Y3tm8Xjy9vkmTEADypIQjhS3/fQrfsvSZV9WXZTgDk3XLEsWQaL3xtIFz1VW+mjO6jSqN6Kh8dCG53Lj10GycxFk+HAn3EYT6NiJEY90V155JatWrWLp0qUEArnliCeffDJ33333qCtSQgkllFDCgcUz6/JJ86Xr3El0oUS/8HDjoXxTR7QgTSSZsQjoeS1GMLzVuwcK0gFsMv3Ex5o+sGva3JXom83gnZPqwswaW5xEbxtMksxoeBWJIycbD1NDWbVMaSi3lI5Osl2Q43XlNjWpgwizB/5rrQlZVglOsl0o7A9pqbT8j92CEZZQQgkHBq9u6bFWjYD7KhoRMLQq5GWqaeG0uz+/X2gbMNKMrQzQYP7e++MZUjZCy25ZUltWqKSGnB+6YdVi9C+prJZHRgpyuyLgtUhRyLc/ERYwNWF/cRLd5snt5lVuJ0WNz0K7EJGnVzFsQAS53eeqEPeYpLKcVz7kfNQrQ76ili+Dtvq4KbcjDtJffNrPadDFy9pJBkeTuWtQzO/cTl7nPLHt6vucDzngSjxbxLSdiHdRbotzcVNNxyyy1piIFW3rlk+531tkIiRH5oNdie5SV4cSXUzu6LpuWyngcQ22aQ+C6qZ2T6TzyfywRYLvRc2esdczV4ab2h1yKwZC3ty52JXmdvubkLhHXCc/DJW52/W3nytgm7ww2z3eDUAv5VSHvdRUVVnHZlJRiJpWLr4yBt7sBF0iWJ+l7rOfzQuwlweLRB+GnYsLcZ1TohchpPRCP/WYGQg16AnilY16ZbUswXlGwM/kquIkuiC89yWwKMDU6qkEPUEimQhb+rfsU17vdQhP9L3ZuQBMrpoMwOb+zaMuTxBK+3oN3WAp0UdAWh0IUr+lrAUo+aL/O2AFFfX58mykACS/n64qY5t/V/eQ+YgYALsiJRJ9f+P19tfpiHdQ7i1nYdNCBuIZTrvueRZf8xRPrukoSK9GjPf2pOIllZwOwP0bngFlGOPXfoTVdw3Tiko2J573ZaJ2xCT6fffdx29+8xuWLFmS9wOYPXs2mzePvuMuoYQSSijhwEIEvRS+uyt3FZLenYNJOiMpZAlOm2MoNnb0FlqXbOs2Hu7ryvwcNcWwOHHawFhpTeuEM+aOAYp7rAs16KT6MqaYAfa2dRdasGzpMgbtcTUhJppktRuJLoL8NVb4GVcbck0nLBnqyny5YHyRVN75DiQypM3gqvXlfqv9uqL5ZLtQnTdXB5neZEwCrCuR6CWUcNCw1BFk+MVNhS9jgkRvrgrSXMTCqcOcNGuoCFAV8lqKbLsvuug7asv8VIcMwiqSzJK1BWIWdiOVQcMSQ5CiPTZLF0uJHvTgVWSLkLQTvX0x4/+aUC444oDTE92Wj1BlCwV13n6nEt1Wjt3CQ5Ik67zswUUHbUpoyJHybgSrXa1eqES3k7SC3HTxsnZ6otvLsdmflFnn7K6orijiiZ3KqmRU3cpnKAJcnItlC+KivA7bLEHyJwVMNbsiE/C6p7GTyvZPu4o8T4nuMkFhKdHNY4MOhbeu6zmVuF+xJgSymm6Nc8mMZrWJ/frEXfzMy/xeVxW5IKGDw7JzsXmipwrzCPkU1zLsaYwJkOJkf1nA5pnuMvkh6hd2WYlQ7LpY5cSMuArdegVVQR81lZXWsX19/RAzBAt6qI6Bx58HoGpihHR/cTWsZAVmG8rORXiij8bOpdBPvT1u2O41hhvzlOjBQ0wSfe3aovntLzsXj+xhTt0cAO5af9d/tRo9lh2eJzrsHxLdUnMeCCX6KOwTDgSp31JukOj7otgvYXSwk+hOpNQUuwxNFJ6dhWStHeIa7oyM3rqoBOgYTPLDB9fw5o4+2mPt/PWX4fsAAQAASURBVH7V77n61asBOG3iafgVPw++tYeuSIpYWuXyu1fmCUkAtIjxPh/3BMjGpgGwKboit8LpIHmijzSwtbUy5mDauXR1ddHgEkU8FosVzCqVUEIJJZTw7oEgrz9+xHjj+55B0tn8FxQRQHNcTYgpDWVIkvEC3+NQWG4xVeMT60Ic0iyU6P0FZeq6bhHuZ5ik/O7+RAEBBDlyfFJ92CK9d7qQ41u7c2R7a3XxdEJR3lgeoMVMt9tBlvXY7Fzqyo0Hu2RGy3sJF8FNK4NeAl7FItud/sciEOGYyoDl6b61u1DFX0IJJRwYPLfeINGPn25YOL1mC0AsIPqAsVVBWqoMEt2uXof8fkGSJGv1SYftNy/S1IZ9FpkJ+eS3UKJXhQxSuq5MBNAsDPgpSG03pbkgsavDviHsXHL5uKm2iynRB/OU3SbhbJZhKdFd7FwECeymaLcHlSymRLcrzXOEcqFdiKivm3JbEKBl/uI+5FEbiWp5maez1kSpvcywTZmdyFOi59Ts9s88wtdGXrvV1amsdyPr7aQy5OJ5iO2aplu+6cWCjzqV6EGHnUsqqyHmiEM+j+U1bj8He73tVit79TPP5NTs8SJ2LgkXf/ew30PI6+aJbg+AahyfVrW8iSqRX97EhAsBXm73RHdR5TsJcvt10fp38b+eu2iV+6y88tLY7Fwqg15kRSGB8Vvv7e+3/NATg1Wkt20HRae8NcmDTz9LMYjl8Axp52K0taudi9ck0VPuwdlzQUlz7+5t0TYAxobHWoo+HR25pRmlqgo9nSa5fr1rdvtTNfz+Se8H4O71d/PU9qf2Ob/3KoYbWBRgSpXhKb15YPOoY/EcUE/0UQQW3V8WQXaICZrX2l/bb3mWMDxogkR3WX0TzUTZbeix0LcNTY6XlOj7Dl3XueyuN7ntpa38z++XccUzV3HjyhvZOrAVRVI4f5rhfX7PG7k2jqSyBas7VTOoaNQbZH79AnTNS4Z+OlLGxLKbHdmBiBX2nrBzWbhwIQ8//LD1XRDnt956K0ceeeSoK1JCCSWU8F7D7v4E1z+1MS/I5bsVmqZb1iKnzm6iKuQlrWqsa89XhW83VePja8P4PQpjTAsCp4JbEOMT68LMMUn09e2Rglnq7qjhpSZJMKe5kmaTtFrrKDeralYZE+vCVpDPwWS2gHC3FOt1YcbVuCvMwZhlB2isCNBokmBOqxZhSVNf5s8LCGdXnIr/BZHWUB4oSAM5Er2pMsj4Isr3EkooYXR4ck0HJ1/7nBXXwYmOwSTrOyLIElx8jBGob3NX4STWLhcleuHkWm6FCuRW73TZ+g97Go8iW4Rmv43cFn2XIKOrw4KUtivR84nrnEK8kIC1+6YX2rkYaSqDXldVdiTpUKK7BNm0Bye1f9oJcCe57UaS58hRxaaWdijEU7nAokOrv4dQolsBQXMqc7uvO+ST/oIg13RjstSeR8Ar41HknGLaRRVfQICbadJZzVJx5ynRXchcUc+wy8SB3VpEtJ84JxAkNVZdgm7e7Olcm9jrKtLY2zjoVfAoOUsecayYQAh6FWRZslm+uNm55KxYVJuaPe6wc8kF9XSbbMkp4hMZFU0rJOJFGaIdBJIWiS67tqmdqHe2p7MMURcwJxRSUcgkWPzKF/mS5wEu67sGNK1Q8W7ZuVRYgX9TkvGc0D/Qb5Hs/e8Y6SOtYRSvzsZVy+gcLBI3xQzMNlo7F9lvqj01zT0Py089167tMUOJ3hRuyiMjVFQCh5i+6EUsXfZnEMhzp57L2VPOBuDtnrf3Ob/3KixPdM8wPNErxuGRPcQyMes6jhQjtUQYCUYTWHSkwQKHgyPHGlzVW11vEUmXVooeTAhPdDcleiwTY3u9wSnGlj6X75/ugFCil0j00eOxt9t5ZYvBXWjyAG/1LAeg3FvOzafczMzamfREU7y5ox+AY6YaMxzPOVZ7aiaJHvcG+PjiKehxQ43+cvubQOH49cjqNhZd8xTff+Ada5wHw7pqddfqUZ/PSPsuMU6NpD9yYsQk+o9//GO+/e1v84UvfIFsNsv111/Pqaeeyu23384111wz6oqUUEIJ706s3jXAV+96kyvvXV2gWv5vRkbV+Nydr/OrpzZw3u+Xcd+bxf31dF3n9pe2cvg1T3H53SsLglvuL2zuihaQ4gI7++LE0io+j8ykujCHtFQBhT7m20zP8AkmCdxS4670FgrrCSbhXeb3kFF1dvbmk1HCymVsZZCAV2HmGMODWPiHC+zuT5BRdfwembGVQUI+j6Xa3NmXX/YWS4meI9F39uVbzqhazse8scJPQ4Ug0fOJ75wlg/FQJ4jybpvdgiDehTdyfbl7XsKDvakiYAUpdbaHQMdgkqfXdliTFiWUUEJxxNNZvvHPVWzqjPLtf63m4bfaCtIIO6lpjeXMH1cFGArqPscqmj1m0NCW6qA1qVegRI/lVOaQmzjLU6JbnuhGfyCsT+zBMYWdS1XQ2FfhYm0yHCW6Pchmhcv+rJpbPVMRzAUWjbgq0YsryJ2WL0PZkgyVTyxPLT10YNGKonYuZjkOxXs0T3WdI2EFsWnPR9fzldshn4JYNCvaK7oX4tpeV9EeYQchbFeth3weVzLXqqvP0bZD2IaEHCS5OHeP6Zfu5kUetxHTkLMpEWSzSBvwyiimCtnpAy7U3TliWUxgDG21Ym8L+377Z57lSybXJvY8kllnHh58Sq6+Ig9N00mZz6XBvVjk2AOgunrZW/U00lQProWfjoNrmqiJGOrryak18KezqVdi+e0RM0h0w87FuN8zitG3RAYHINZFOqIwsNpQ8b01wVANT2crj7/jIDzjvaBmkYSn7LDsXIp7ooO7pYsuCAzbsXtihr3M2LKxeRYahqWLEfAz8dYq17rYrUB0XSe1des+BZWbUTMDgJ2D/72WDSNRontlLxMqJgCwqX/TqMqzVhMcACW6ZefybwwsCtBc1sz4ivGousorba/st3z/3cioGTLagXm3HBZ0HVb/E9qKx00Yys4lmony6gyJwbBMZtcuBh540MxWR0vmTzQKJXrJzgVe3tTNET9+mm/8c1XR4J9uEArzU2c14qlYCZLOnNpDePnClzl8zOEArNzZD8CUhjLOn9/A5Z6/E1r9F7C/aw/mlOgzxpQzznc8AKv7zHHCNn69vXuAL/31Dbqjae54eRu/XWr0U/FMnHMfOJcLH7nQCmo6Uoy07xKrWw4qib5kyRJWrlxJNptl7ty5PPHEEzQ0NLBs2TIOO+ywUVekhBJKOLhYvWuAa59Yz48eWsPbRQJC9sbSXHjrK9y3cg9/W76DXz21oWh+/3pzF8f8/BlO+MVS7l/53g/YksyoQw5If3lle17Qy188sb7oJMO/3tzNDx5cQ2ckxb1v7uYb/yj+kDEadEVS/O8/VnHytc9x5q9fZLWLN/laM5jntMYyPIrM9EbDbkQE/RSwK9GBHEntVKJbZHsYSZJspLGTbDfym1gXzvsUSnYBodgeVxNCNl+Ux9UE8/YJCNuXiXVljDVJsGRGywvq1xNNoenGSuXaslzQ0I5BdyW6IOztvugCwrZFkOgNFYVpIOeJPqYyYNnM7BlIFNwXkWSGM65/gc/c+Trv//WL7OorqdVLKGEo3P7StjxLkTuXbStII8axOc2VhHwexpiBjLc4LJV2m7+3sXYluoNEt/udA5bVk93WyiLazQk4oTbvt6nMhSpdqFNdfchtXubGZyFJbldlW+W47BdpKlwCi1pkfYHivbgSPae4zflpOxXi5f5CtbrdzsVSxdv2G4Erc4p2NzuXiMN7vUyUU0SJ7vcolne9OO+ETbkd9puBIx1EajztTlwP6Ylu2cKY6m4zD58i4/PIrt7ccauu+WSte2BRp4pcEP6ZvHPJEdOFExgi/6DDJsVJ5tvLcbZJwOtUZ9vOJyO8xA0vf68i5eWfKGLnYif8kzY/8oDHpjS36prLQ5Iky3pG7E/aVr4FfUqeh7xYjeC2EsFtciPkmNyYFH0DzBfsjOznruzxqCiw9Tk+uOv/jLxFzAGTRBd2LgBZxXgGiEQGIdZFz/oy0HRea5zJyzWGpcQsaTuPv2P6/2aScP+X4f8mwy3HI+lmPzIUEW3ZuRT3RIcivuhiGbt5rKZrloJ5THhMIYm+l+Cidk/a3ttuY8sZ72PruR8i0z46VXSJKBsZiQ4wrnwcMPqgmZadywHwRB+NfcKBIvVPaD0BgN+u/O2/l3jeT9g2sI3T7zmdI/96JBc9ehEXP3ExFz58Ib9+49cMpNzf7wV0Xc+tINZ1eOsf0D2MSZi3/gHLfpsjVHcsg3s+AzcdQ/a5Wy3rlryy0kMo0dMx0l6Jl46pAaD/nnsA6PzFL1i/6HCiL71kpRV9Q3u8nWj6P8cyc6Q2JxlV4zv3vU37YJK/v76Lnz+2bljH9cXSLDWtD79x+nTKag3Ce5zvGMgk4N5L4DeHs36zEdh5QWsVJ+64nq947uOy+A2o93/Zymug25gYjnsDTKwLc0TT0WiZCuKS8Uxtt3O5943ddv6dW17YSjyd5Xerfmf1WWt61oyoDQRGav00mkDHTozKZGry5MnccsstLF++nDVr1vDnP/+ZuXPnjroSI8GNN97IhAkTCAQCLF68mOXLlw+Z/h//+AczZswgEAgwd+5cHnnkkVGV+98c2KSE/zzcv3I3H/jNi/z6mU384cWtfPqO1wqWhgPc8MzGPPXYTc9tdvWefnptB1f8fRU7exNs7Y5x2V0r+dMr24esg6bptA8k85ZdjxR7onvYFdllRbDfG9JZjRXb+9jUGS06WOm6zr/e3MWRP3mao37yNCu2u1u1/P11Yxb3yjNmUFfmZ1dfwnXyIJlR+fljhorpUFMd+dg77UWDa1731AbO//0yjvrJ08z/4ROcft3zfPOfbxWd6EhmVD588zL+sWIXum4osL/3wNsF5yfKm2EGvJzS4E6iW+R4nfECmPMczyeZRHA+YbvSan46VeMiMKjIT5DzTgW2nUQXaHWxaklmVIvwmlgXxueRLcuFdhtBLhSj9eV+FFlyVY/rup6zZCjPJ8vstg2dtiCDkCPT7dYwGVWzCPnGigB1ZT6CXgVdLyTo7n5tp0X4RzJRvv6v50mr7sG6Sijhvx398TS/f84IlvbN02cgS7B8a29B0GGLRB9r9HGTzKDDIs6DgFCiN1fllOj98UweaSp+n4Igz6nM7RN1+ZYvVa5KdNPOxbJHcfEht1m1QE6Jbl+xNGgjAsX+dFaz1MXC+iXkU/AqskUEJjIqGdNew6lEz1m1FBLtlRaJnk8op7K5gJNOT/TBPE90uxK9UKluJznLAx4bKZ3zKi9Qf/vziV7IV6K7pREEtSQVkrkxi5h2eGK7WKQ41fc5T/RsXnniPNwU0c4AlmV22xBHu4nzCDlIX2eb5Dy+XRTvlhJdzttuEdM25b7znBNF1Nn2cpwkedBBcMcc5LSbH7ndz1yWpZx/exE1e8AxqWBXtQc8+Yr4WDqLqulWGWWO+8xqr1SGa72/5Ztd34JMwsqjLpUjb/885Vd8K3sxf5v9e5AUpvU8w5HyOzky3rJzKbcmuXSv8fySiA1CvJdYm/Hc8ODEo9jlN5Tok6U9vLGljf5YCu7/Erz5J8OipX01bHrcyCczOjsXyeOxVOauhJbDzqUn0UNGyyBLMg2hhrxl8RktQ9B8z09v3062L98XV9f1HImuS/T+5S8ApNavp/v3vy9e/yFgDx54IDx09yt0HXavgJ2vwT2fg2jX3o8ZBiw7F+/e7VzAsOEBRm/ncjCU6Hp22NfzQNi5AHxmzmeo8lexqX8Tn3rsU9y36b53Pc+j6zoPbXmIS5++lG+/8G3+tu5vrOtdx5udb/K5Jz9HZ6KTlJrizc43Wda2jNXdq7ll9S2cce8Z3Lr6Vtf35Ld3D3DiL59j+lWP8eGbl9H71mNw72fhxkVGH4Txrv6Lx9ez4IdPcPK1z7Fsc48xaXjvZ+HxK2GPoRwe3Gmkj+7xs/GSX7Jh8REMPvFE/jmYFi2a4ikQF0UzxrvohkXGPZx4802Sa9bQ+4fbIJNh99cut46vC9YxoWICmq6xrG1ZwXllOjuJPPvskJYw7zb84cWtTLvqUU659rmivIMTD6zcYwnVwCCp7ZZrxfDI221kNZ3ZYytQOx4k69mNpMn0d82Ch74Gb90F3esJbXoIgGNregmvut06Xln5Z9hgjE/d7Yb3uVxejt+jcEhLNanO96GaQ9L23i08vOVh4pm4terqdx89lHE1IQYSGe59YzfL9uSuYU+yx/r/mXUdnPTLpRzz82e45fktefYvdrQNJHhhXRvnvKRx9m/eovvmW/a6Ckr0KfuiRB+WcczgoDvZ44aKiopRV2ZvuPvuu7n88sv5/e9/z+LFi7nuuus47bTTWL9+vWuw05dffpmPfOQj/OQnP+H9738/f/3rXzn77LN54403mDNnzojKPu2fp3H4xMNZ2LiQQxsOZVLVpGHPDL+boes6WT2LR/L8RwWGVTWVpTuX8tSOp0ipKSQk0lqaLf1b6Ep0MaFiAlOrpzK7djZz6uYwpWrKsB9S3q3QdZ0n13Rw+0vbeHvPAM1VQT56xHg+sqgVj5J7wF69a4Cv/8OYdTxiUg2vb+ujM5Li2ifW84MP5n4X0VSWu18zXiL+9JnDuem5Lby4qZu/vLqDb50xw0rXPpDkin+sQtPhtNmNjKkMcsfL2/j+A+8wo6mcRRNq8uqpaTp/Xb6DXz+9kc5IihlN5Vx64lROmFFvvWQ50TGY5IWN3by9ewCvIjFnnMwLPX/g8e2PWWmay5pZPGYxR4w5gmpPC4PRSurD5SwYV01G1fjLK9u5/umNlppxXkslPz53LrPHVlp5JDMql/99JY+szj2AfvL213j268dbSmUwiOc1bYN4ZInzF7ai6jo/f2w9dy7bxv8c1pL3W3rorTbaB5OMrQzw188dwRV/X8XDq9u45YUtXHv+/LzzXLmzn+ue2pi3rT+eYV17hH++sYvLT5nGF4+fnJf/tU9uYHNXjIZyP1efPYev3PUmb+7oZ+XOfhaMq7bSCRJ95hhBopdb5yKg67pFbk8wye7WmkJyPJVVLWJZkFCWN3mPU7Gen5/wCt9WhERvtZHobir47T1xdN0gM3J+xQG6o2k6BpPW9bT7oYPNx9xmxzCYyFr+rcK2wVKiR1080cuK27l0RlLoOngVidqwD0mSGFcTYn1HhB29cUuBr+s6f1y2HaQsRx26mrei9/COnGXhnyXGVYxjbt1c5tbNZV79PKZVT8OrFAbg2RseWd3Gjc9uYiCR4fTZTVx64lRLCbs3bOyI8Pr2Ppqrghw1uTav7xDoiaboi2dorPBbykw3dCe62di3kUQ2QVe8i80Dm62gNS3lLUyqnMTU6qlMrZpKVaBqxOdZwsGFpmu81fUWL+95mYyWQUIiqSbZGdlJMptkfMV4JlVOYlLVJCZXTqYuWDes54p4Osv2njjlAQ/NVcGCY363dDORZJYZTeVccuwkXt7czQsbu3nsnXY+f9xkK93be3JKdIBJdWW8tKnHiqEABvHcYU5+ja0KUh7wUu73EEllaRtIWpOLPY4VKoIgd652gZydiyDK7X7nA7bAopBTMucR5AU+5J68Y1NZ1XrhLPcbqm1FllA1nYFEhoBXsdIK8luot8EgZqtCPhsR7Awsaq9LPqFf5lBlCxJXknLEq9OuxU5chm12LoMu1jKKLOVZrOi6QayGfJ6i3ut5ym2H6ros4KEvnrHU6pYi3pd7xi3ze+iMpKx99gCZgCvRGi3wRM8nlWMOdbfdHkXTdGRZsgX8zE8jzkfX9TwbHCONU4nurEehRYpdnW//dNq5iECeeecs7GkyKpKuMbV/F9EXXmD8pl3Ux9W8F3TnpEDI52EwmbXqUkjEu9i5uKRJZFSrHaxgrT738xX3md8jI8sSfknGI0tkNZ1YKpunegv7FdLZ3HXRdR1JkqjoeoOzlRchAbzxR8pqPwRAY8b02z3nZtZunAHsYqDuUDj0IlhxO+cpz/Fo6kSz0Q0SPZHyMemlx0lUH4Pky5HomcFOMjEPuizxTu1E5o8ZCwP1eGJdzGMDa5ZGOOrtf4LsIXXKT0g+839IqX6gjHjCtuItOQibn0ZPDLDNM5HO3V1UAMVoAMnnQ08mLQVoHhx2Lm0xwyKrIdRgqfQ8koesniWrZVGq6vBNmUx602YiTz5J9fnnW1llooNcdp9KZRziO24kuydnt9V/193I4TCZ3XsY84Pvo1TmnrmHQktZCxIS8WycnmQPdcG6YR23P5HMqHRFUtSEfdbv1UImAW/8Cb11EYMrH6Ry+S9z+zY+AXP/B077MXiM8SGrasRSKmG/gmfLM1A3BaonWIeI+9EOQaJnMl6SGdVaGeJEKquyszdOSK4FDIWuhXQMerdANk00NJaoUm3F8XBCNZXoB8QT3ZanqqvDKuNA2LkAVAWquProq/nf5/+XVV2rWNW1ivZYO5+f9/n9Ws5QUDWVJ3c8yYbeDZT5yvArflrKWqjwV6DrOv2pfjrjnXQluhhIDbCmZw2ru3Oe0Q9ueTAvv+bwOH509DW0x433dk3XuOOdO9jUv4nr37ieP6+6hXNSOgsWfYnJk05mxWadb/xzNWOzu5giabyyBZ7s/BsXgDE59/i34RMP8sOHV3HHss2gBeiLZ7jotld59JitTBEFb3icTNMCnlm2nLOBnnXGM5SeSDD48CNUnHqqkW5gN4PL/gTAO11xPnT1k3zlpKl8+uiJyLJEZ9wIvuxtaiI4TyGxahVbz/2QdX7a4CB9f/87NR/9KFoqxTdvj9ATzfJm8EFOqFhI7+13EFp4GOmtW+n4v19ANkvlB89i7M9+tp+vnDt0XWd5+3Je3vMyEyomUO4z3rHLfeWUMYV1e+LMbQ0zqa4Cj+whpabwyl5kSebBVXv40UOGAntjZ5TP3Pk6D355Sd77sBseesuw3/rqyVP515u72d4T5+G32jhvYWsu0cBuaF+N1jgHqbIZSc0Qf+lmZktjOPuQU7jz5UsgoHBSIkrnrnXo8v2IXmhi38vAUSxOvgzAG/5FvBZr4BLPw8Rv/Rq7lzfg7+0HIFhZBtte4sj4VhZEfGipycBG+uLdXPXCtwh5yujzHk7AewrHT29gd3+Cqx9ey99XbGdnxWarup3xTnRd5/VPfYHwitf4WrCKRycewTW9R7F69wDXf3h+Xj/59u4BLrptOReueJgz12lAL13rriW9bRuVH/wg/ff8k+Rbq8mk0sQlD5HZC6g99xwUU0c+EnspJyR9GNOBsizv9UVIdP7qPvif7Q2LFy9m0aJF/OY3vwFA0zRaW1u59NJL+da3vlWQ/oILLiAWi/HQQw9Z24444gjmz5/P74vMjKdSKVK2SOaDg4O0trby6zOnWQoJAQUJvy7h12XrM4DxP4AE6IAGaJKOZn5X0clKOqpk/C+265JufFp/I5t5122XSHf51CUjT1GnjKSRRkeTQNKNZQkyEpL5KQOS+SnruW3isxASzruk4K4xy8rbL+W+Wfuk3IfYLekSZZpMKCuj6TqaDKoMqqyTlSGDTgqNFBp9cpa0lN9++l7e5T26RECX8CMT0GXjeuoylZqCT5eMNtQh76cgQRqdhKSRlDSy5nVWJR0NHRXQ0PdatlXHkewXbSQZ7Z7VdDTz52xPJ5vembIkgmmpaLrx8hrwyqiabi6JlfJUPFlNJ53VkCRDYZQ1vSfTPolqXcaX1JA1ULMaelZH0cHrkdFkiYymgQ5+FCYGg5TJhiI3g0ZXIk1UVclIxu8gK+nmvWm2rZS7LzQdNN24ZyXd2J6VIKqoxn2Lcd8W63U8uoRPl1B04/7x6ODXZTxa7oIE/QqKIqHqOrGMSgrj3pJ9Mil0oj6dRLWHhhiU96kE4hpKQkPVdTSPhOyT0SVDoadLRhsY5yGhS5BWjbQeRUbxSMY1MIlbv0+xbnIdIw9V15Ek8HkUow/RdbKabqn2PIqE13z41W1+oD6PjCJJRnmajiJL1tJ2MJY963ounY49IJdi9VfipTRoblN1owxZwlpuraFbQdlEv5jVdDKqVlBuKmvcb1a5uk4yqyFB3guBqLdXkfDIcl6esiRZgc9E4DJZAr9Zn1RWQ9OdxxqKSXGshk7KrHPAa7afjtV+YptRpo5Hlqzl6Ub+4FMkZFmyjpMAvyMvScKqa0bVUDWDWBderiJdQtHISLpxr+u4dJbGJp8u49GN3tVKa+5TJCNfScodrqo6WVMpKrbJGPeTLBvlq2qur5AlCVnCWsWg2fKXJMOewGO2g66CntWRVGO/JpkdojEwoJljWgaduNknDheKDl5dxqtL+JEIaDI+cdY6KGZb+JCQdaMfUNFRJd34BGNcxT62uvWo0hDfbOMN9rE4Nx6Lvipvm+0P23ZxzWTb/8OBazq9yPa9HVckjYKEokt4AEWXkJHQzOcB8VyimW2poZNFJyqrZEcw1y6Z180oR8IjSShIxj0H+HQJT1YikJbw6GaLyxKyVwKvhCrrJDWNwXQWHR2f17iHM6rRByjm2CbpZt9lI/UkIKPpZLJmn+TJ/U6FBYTou5IZFR2TiDMH+LijH8ya/Y5i64ucadKqRlbT8cpyXt+h6rrxO5IlMqpORtPM/sXIJ5VR0WzlZ1WNjKbnpbH3y/Y6BzwGAa2Jfhrwm/VJpM00XiNNKmP0kz6P4S0t/KRlyTgGIJM1z0GR8CgyWdXWr3tko/8Wfb/5vJBRNbKiz/TIRhuLscVn+iM7jtHENik3DghrD7/XeOdIZXJjltHvGmVLtmPSWRVVwzqnlPl843c5JmiOF86x0BorZPAritWW9jFKjE8eRcIry7ZjJPyKjKrnnpcCHsUxvhpP1hnNaCcxRjq/u43JznJFOWL8c353Oz9nOc5jsh7Y2iDRHZLomxFkYpvGnBejNLRl8Tm417QXMgGZdECiNwRoIPtl8MqoCYOYlgMKkiKRzppjukdG9hjPWJmMhoxEwPzdJtOq8azok0GWSKhG3f0eBVmCZFZD13X8inE9kxnzu9f4rei68fux/zYsYt1r9Lz2/fY2FunVbBrF9PNGVkiHmuiKpGiSelHQoKyR3pTxe6oMeSlTNIh2oCHRq9RRVxaAgZ3IGjRt9xLIaqRCXv70uRCK1slG7zROW7eH4x7JsGtMgEvPmc3k+jCz9Y3Qt41teiMNSoyQFkWrncay2Fgy8T6+/tI7zF2p8PyhAZ794DxafFHkzncgm3tHPexFD4e8qfDUoRW8cEoTtd40HjWOlI6R1eFzN8YIpOCmiyrorvHiJWs+L0jMW5XilGcSbJziZcvp9ajo3FHexfRMgCsHDBX4xbWbSUs6/9c7nnrNi+etXnyvdqLV+EmeOyH3QrS+n9Dz+ern7PRKlB1RpETuCT0zr4bM4YWitwLoOsq2CCv3tJPVdWZlgpTr+5dIVVVjUFVk47nRp0hIikRMVxlUswxqKnGM+zMrG886Hsl43kqjI+kqXs14F8kg4UPHq+tkJIksEkFdI+utICkFSKvGiiBdB5+UpYooMhAPNKCjkchG0HWNgFxHUBtHVpPIZHXiynokJUI20YqUraEy5KM27KMm7EORJXqjabqiKfoTGTRNR/L24wluxyuVM63iUKqlKKG2V1A0Y2JXR6Jdr6GDWrRAJU2eOBVSnECqC9Qs73h19ng8jE9DTTaEbD5jesznTE03xlAd3fh0vhNT+N1qb+B1nyHaWZQuG5YVwk4lzR4lTaPqZYLq3/sBI0QSjd2eNN2y8fuflw4RGJ1Jw7ChAT1yljYlTWIEz8hgPL81ql68ksQgKhHZGOMrsgrNKR8eHbxmoGjxzLNbS7FDTpFyciJIKLpMuZ7Bq+ukCODTMwTIWmUNBhsZyPQCOlXesSiZFjoGUxylrKUOczVKoIrVwUXU9L5JU6aXWHvAKqN78iyOediwZUn+/iTSr73N7pdq6K2r4KNLvgdkmT+9jatOW8LS3Y9x55o7OSJ0LAuereKEZ+618mlrbWbMzt3gh4azMsS2eYm9ZmtTRUZW3dsydXIz6sRyUDXkPXHkaAatJoDWGMwlSqso26Iou6JIWcd7Qx7nk39zq5JOt8k3RWWVAbk4ByreKRQkvJJEUtfwIDFeClAWNZ5Vgj7FeubyexRqy3zG5Lqk0a1niOsaHqBe8lGFh7YBY5VzQ3mAREYlkjREFbVhHylZYUDSSUbaSKOjSjLdcjUVSgo9Gyes6ajBajarxm/yyESSgCYTIDfoqyg8qR/OaaH1SIledodm8Wa0gjMbVxFZkd8WdcemqB+bU5EP7Amw5/ka+ps8/ODTPnab9mTT0hJXUMZ8qZzlO5Js9kpcNy533GK5jKs3V9J31/a8xms7sxE5kqW5T6X5sAZC48tIpDVe3tpLNpqh5eE2ZA22tCpM2rl3LnpPrcTOOpiph6jCg27yTZoOg+ksRz/1BgMDA0OKw4c11fjss88OJ9kBRTqdZsWKFVx55ZXWNlmWOfnkk1m2rHApB8CyZcu4/PLL87addtpp3HfffUXL+clPfsIPfvCDgu1HrNcpU5wv5OL7gZs4OPh4ly+ZO6AY3fX0Au/9NQkCxZY+DXdJlLPtsmiksK9lKTf/Dg5Gdj/XF90zlNWG85yL3T9u24eaAR397OjI4VbWvmzbl3IP5vHvBeyv8eW90FbDP9dCR8US3r0Y/XNFBZCjXIZ7D+/PdPsrzf6Cs6zh9MkH6hxGk+/+GkP+nfXdH+Xsjzz2X10nv2N+fTjfeizuh/Yq8KjQ0gO+DPgyGuEIVFuphvsMNPJ67d9jhmovO0HbjrHWUjK3dzOpIC+RvtfxXUOVwB/PEFwV4f4jw8Bujukw2uTN1hTeylXsSMMOgLIwEGUtAGFI7QbPbqiALQEPc9EZ8KR4J7mCd5JAwIP91b3eo3IIOhF/hLVyPNf05gD5cQ8EUrDJE2N7MJ/0qPYYpFOPkuW2sg7qVBXwcHqkncMiRvwjX00LaUlmRmwZE7JZ1GaJjUojcm+KKW+/QuUE437ZsbOKGPmqyelTNjDoC9K1uhzBRPnf6Wb25HdQfMXHBF2FPa9WMbgjxGJr6/6PG+MkQNK27TXm395hJ1yd7LECxMy/Ysd1O7Z3mH9O7DD/8jHG/CvEILAUHYiRf8+ESTCJXYCx0kJDtK7MRGCiNV4X1ntf6GUPcLT1LTKsYyaaf8bV2f+Wh2XAdPPPgNu12v8oft2GA7d2yOLs38RbewP2Zyg7hKRSyBVFvva+0H5/7gZ2M9P8Nmj93tOMx/Arj2EQ6EpARU0qJDu6+OeKXRzfEKOu/XX6dIO4Tgf6mTf/DjbHt7FZTvLJx+5gYjoAQTh+531cWB+lc3oFvRvDNBwyyIxpe9gyUE960EvfIxJaVgUUuiqhfoB8Al3WqZ8dQctK9Kwtp+L1bbQEetn5fA3pwdzK2XBTEk9QI5uQiXf60bUisz9DQAHGjvgo3fF/ft/mAcQ0hP1XUmv+GUgQJcelJMw8xHfBuQSAgO23P8baI65xhCZrr9/8leWvLj6KVWY9QpSzjWOByK78tgrUpqkb0wPheqidSteujQRlo6zGZIJHtuzgiXCIH9bWsMEncwkRDkt0caPSRTQQBOrwZHUUDbroQ3t1DxAiWJcim1DIxDy0PLkHNaWQBXau6cVbppLq9zKpJo0noBHVAmwYCy+dHWfJ6zH6NpSRjioEqjPUTI+h+DQyCYXBbUGibX7G9sgYnH8McfeIEd87TEH4sEj04447bliZHUh0d3ejqiqNjY152xsbG1m3zt1Iv7293TV9+xBBTq688so84l0o0RMnL0Dx+6x7P4NKnDRRPU2MFDHSxLU0gyRJkrF+IoZqW0JBNhRYyHh0Ga8k48WDD8VUe5vKb8lII9tV2Xko8uBRsFmyqd8kc4tkqXkVZPx48OPBi2KqprWCT/F/7ruOZm7TbWXbVfP5/9sql/+Rl9I5P6oDmDNCuq4jyRIZSaWHKGnbA3oADz48eDUFLwpByUtQ8lCrhGn1VSBjLOtMZzTSWZWsZihThcLLZyq/UnqWqJomqqWIamniepqElCVKkgHyAxE621wCQngJST68eAzFHbJ5zWXzCu+9cx4qRd7xtsUjYukzGMqlyoDXUo2CoSrrGExayjEwlKct1UH8ptIZYCCRpnMwhVeRmFAXJp3V2N4TR5IM32mh7u2OpEj2JfCGfdS1VtKfyrK9P4HHKzOzuRJJl5A0jaym0pNIsCnSS9Sb/1Km6DLlio9Kj5+w7KNM9uGRDMWbpplqWM2wfVFkiYBHMZR+EqR1Fb/sYaxSjhpV2NEXt5aFexWJyqCPpsoATRUBspJKWyJKVzKJpuj4vBDXMwyqKSJaylAuplRSGQ1JM66RV5JpDPsJSwqKBl4NIm1xxuyKka3yk17QyKBfZnWf0TYLxlTgUY2bIZLIsK0rhkeWmNlUgQx0DCToGkxRHvAwsTqM+WOhJ5qiYyCJT5aYUl+GBOzqjRNNZqkMeRlbmZsht98XA4kMbQMJSy0MhtpsYl3YCsap6zqbOqNkNZ1xNSHK/B7iaZVtPUbdpjXmpjC298SJpbOMrQxSFfLSH8+wZyBBmd/DuJqc/ci69kF0YHpjOYosMxBPs3sgQZnPY3mcp7Iqm7qiKJJk+a5nNY0N7VGQYGZThTWJv6krSjqrMb42ZNkFrG2PoOk6k+vDluI9rels7IggITFrjPEitrs/QX8iTUO5n/oy41GjM5qkK5KiOuSz7GV29yfoixvphJXLho4IaVVnYl2IsM/DQCLDzr4EYZ9i2a1EUoa1RNArM7neWJa4tm0QVYepDWWG8hVY0zaIphve8gGPTHcsTftAksqA17TAkeiJpWjrT1IR9FrWNLv64vTHM7SUhzm6YSxeSWZjZ5RNnRF8HqPMrmiKrkiKtJzFG9CpqlCM1UOqhqwY1zyRVhlMGT7Ounmj6BjKyDGVAcoDHnR0VF2nM5KiP5G2FO/2YH/prEZa1SzP4LDfY65a0emLZ+hLpHM+dAr4AiB5DQWpx5KfS+iq8dv2SDI+yUMFAaoJEZA8hlhdNsa5vBvaVBBnUUmQIaGnSZAhpqeJkCRuG0szqMT1NEmbSsaLgg+j7/dJHrzI5jZjXPOIpS35I5Hxv0uHa6mrbEpyWcIcuY0t9tVa+d/FllxvraNbinhjzHQ+PBcO3W4jfLFVaUNtdR9bc/mldZUMKmk9S8oc6T3IeFDwSLI1hnlRUCQZLzLVhKiVwuaZMuSgpeo6KTKg6GQljYF0moFMimgqQ1rV0SUN1Zcl7U/TSyyvnj4UlKw5rmsePMi0Vhr9giIZpW/ujJLVdVqrQ4R8Cj2xNN3RFBUBrxVQNJXV2NYTQ5EkpjSUISExkEjTNpAk7PNYS2XbBhIMJDLUl/upDftJZVW2dcdQZMmyvUpmVLb3xPAoxm/U+i7LlgVMbyxNZyRl2dKAEdQ0ndUZVxsiZNqutA0kCfsVI96EBOvaI+hmX+JVJAYSGfb0G2nG14RIZDS2dsfwKhJTzbK2dMdJZlTG1QQp83vMvjtJud9rWXBttvWzIZ+HTZ1RMqrGhLowQa9CWtXY3BlFliRmNBnnua0nRjyt0lwdpDLgZTCZYVef4RM9oTZMzLTe8XsUq3/sj6fZM5Awyw6Ryqps7oqiyDLTzfFmTdsAkBtDYukM23viBLwKk+qMfDZ2RsioGpPqygh6FdZ1RFA1jSkN5Zbae1278WI2a0wlkgSbOqKkVI2JdWFCPoXtPXGiqSzNVcaYFkll2dETJ+hVmGx65G83x9qxVUGqQ166oik6B1NUhXw0VwXIajrr243XxlljK5CArT1x4qkszdUhqoIeBhNZdvbFCfoUJtWF6U9k2N2XIOz3MMG0LFvbHkHTdKaY40b7YIqeaIraMj9NFX764hn29OeOSWU1NpnXY+YYo906Iim6Iymqwz7GVgboiWVoH0hQYY4z8bRq3BsemWnmvbGuPYKq6Uw2xybrmKCX1uqgVW55wMO4mhDewTTqxl6q2+KEk8bzZH9jiLuWNOJrrWD++Gp29ye4e0svzYrMgpoyPLEMm9Z2kkFiRm2YoASb+xNEMyrjywNU+Txs7Y6RyKqMqw5R7lVIZlW29sRRFImpjeVoZhsBzGgsR0Fne1eMRFajpSpIecDDRvNZZkJdmIBXZkdPnFhaZWxVkMqg17KC8nlkJpvnv7krRiqrMr4mjCQZ97RPyf1O15nPGlMayvApMm0DSXbHZGb7OwhmB8hWjMMzKAhLGWa+n1e29NAXz7CgtYqmygDpbcvxJdrZLI1n8vjxsO15Uvi4o/wYzhtXwbxbHuV/3pCZObWXZ/VDOXxwPaCQ9kwj2T6LzxwzkdZKP/pzP0NK9gNwn3oUK7WpSBJcdMR4Fm9YDrzMYSmZpp4B4rqfl7VZrGAWCybUcuyUOqYvvxfYyCLVS8Wgh06tggGpkrS/irKAB69nBZDkQ/JUBhUvGSVkrDLSYYLUBuygTA6gSxm6PMYzQU3jR3ilqdI4/fS9QJoVEz9Du2xs8/e/TeCZlex+rZbNVYeSXjyD8BP34SHKs3MlTlitk1o8gzcWfgwWAmdrIEmU/e4h6BpgZeZsMnOnuo4bcnsvofuXobT3ocsSKxdWsrJikNlyE3PlkdNVQ0FXNHZrA2zO9tCm56Q+iq4Q1n1UKwEafGG8Homg7iOR1OhLpkikVWTNCISrVjbR7M9Sr/WR7HibpCwT0Ay1aFSW2S010VE2i9qwj7qyABUBH+ruN/H0biBrPhAnpDBbyk5H8SbYkXoOHZ2FtaczoWIKT+/5G32pHi4YjDAxm2X95M+wPl7Gzr44uqbTVBlgUn0ZE0NJqgbXM9C3ld+rHcjA//b2GWOlPIlNTWfQUlfJxECMYPtysr3b8Ub3EPFU06NXsl0ZD+E6Nns30JndxdFlM5gjVZLOasTTKgnTl98jGysTxQpGsXJLx3hXEM90bs8dmq7zd/VNAM5VDsE3DDuXldpu1mkdzJAbmC+3jP5i7wXrtA5WarsZI1VwnDJl7weMAJqu84q+jR1an7UtjI9Jci1TpfphtYMdqrlK3OeRCXgUyoMeynweZFkikc7SG8vQG08zkEij64bFW3VZgPKmyQz0dtO8/V4kVCKyREyWiVWPJ+UvI9u1HlWCHsIkdB/1cj8aMCWdYce4w3h2YCPl/nI+rVYT7FzFeq2FZrmHMhLclD2TT/uexqsl8ZVl8YRUtj7WQHUywuf+sYoveR/k7ICXP1TU8QlU9vgVtqTWIVx6JCXGtqAxgdGUMVY9NCyIUH/IILICyXAL2jmL4c5lZGJGe2WaavnbhQrK+m4WyFUcNm0RGTlILNTEbn8ZntggDT+/jVQ/bH7I4AK1oA+1oRrP9o48xTyAWldBZtZ4tIpQHs8CgK7TrkdYpe0mpWdIYzw/g/HeM44qQviYIFVTIQWch4JXo6bMx+6eJOv6+kCCw5vr2ZLpZVnaUFwv8U9gSVUrfdkET/ZsZaveY72nSLpEtRZmWkUVUTXNmmQXGjpVyTJODExhckOYNxNtLB3cTlbKcWR1eJAJ05aooJVeWugBFDZoLVQHO0lrGaZrCguPvIL4c7+mLG3Gcjjs0+xY8wrjEmvQUJBRoWo8u6Z/kr8uXceSzrXMKktTOaYddWCQrRPHIp/8I8YfdR4oXn72j1V0bH+Ib/Nn9HAT8ulXsOqprczalsV7SDuvxtewIhjgfZNmMJhJ8oFXMlz4nIYmwW2neendrqCgUXPJJ9H7o+y58UHUlIImy8iahpaVSfUbb2XJ3pyk6skFMv7G+fxhyiQGxhqTQhI6fo/M++aOYV5LFRVAaiDGL576Bz3pCAsSrYzRKvB6FHzmCsxUNgOb8q113TBi06u33nKPyi1JEoFAgHHjxuH37/8lNwcLfr/ftf7zf3bLAfV7L2F4UDWV/lQ/AU+AoCc47Ci8+4J4Js72we10JbqQJRlZkslqWbyyl5byFprCTXjlkfsWHyxoms7SDZ3c+fJ2MqrG//vAbKY35WvBE2mVI3/6NP3xDDd9/DBe29rLrS9u5eSZDXzuE4usdOvbI5x23fMossQzVxzHJX9awTpfhP89bTqnnFD44PHsuk6uf3Y1azt3UeYLc+qMiXzt5NkWqbmvmKfr7OiN41FkxlYGCmynmoeRx/KtvTy9toP6cj8XLGot8Hh++K02LvrrG1SHvLz4zRP51r2reXDVHs6cO4ZzPnqolS6jaiy65in64xn+cN5CjptWz5KfPUu7N8lvP3ooZ8zN6Q6SGZUTf7GUPQNJvnjcZJZMqePqW19FkSWe/NqxTDLJCTc8v6GLq+57mx29cWaOqeD6D8/PI8YBvv/AO9zx8jY+OH8s1394AXe+vI3rHniH46fX8+VPHW6l+3/3v82dy7ZzyXGTuPKMmfz8sXX8dulmPnbEOD579lwr3VXXPEVXJMVDly5hTnMlv356I9c9uYELFrby2f85xDqnL3/X8Kh/46pTqAn7WLa5h1/d8grjakI8/40TrPz+dsdrPLOukx+dPYezjxjPQDzDZ39oBKBZ88PTLP9TVdP5ylWPktV0Xv7miYytCvKh373Miu193PCRBZw8z3ipuvu1HfzqntUcN62eOz9tnN8nb1/O0vVd/OxDczlp0TgAbvr9MpZv6+U3Fy7gpEPGcufL2/jVA+/wvrlNfPajhwHw1q5+vvqbl2iqCPDKt08ikVb5zPeM83rr+6daXsFX/3IpW7pi/PVzizlqch1XP7SGW1/cymeXTOQT758FGEFR/veO15k1poJHLjsGgOP+71m298S5/ZOLaJxh6ENmp7L8v9+9zDqTUCAA3kaJTy+ZyGUnTS0aKwCMiYF/vL6TPQNJpjeWc8GiVssH3o6eaIodvXHG14apCQ9fxz2QyLBqZz9+j8yCcdXWEtF/F0RwpKCn0Du7hHc/dF2nJ5bGK8uWT/9gepCueBflvnKq/FX4FB8vb+7m4j+uoKHCz9UfnMNRU/L9cL/ytzd5YNUeLj1xClecOp3P/2kFj73TzlVnzuQDxxi60URaZab521151SlUhXz8+umN/Mbsu75g9l2i37voyPF84oNzeHFjN1f84VWmN5bz+NeOBYxYD1//v2cJehXW/uh0nl3XydfveI3ZYyu47CvGb/veN3Zxw99XcczUOv70GUNDeeiPnqQ3luaJrx3LtMZynninnW//aQXzW6u470tHk8yofMnsN1d//1TKA16eWtPBt//4OvNaKrn/y0tYtrmHK255hcn1YZ6+4ngAPnzzMl7Z0ssNH1nA++aN5ebnN/ObR9Zx7oJmLrlgPgBn/eZF3to1wG2fXMiJMxqZ8/8eJ5rKsvTrxzOhLkx/PM1Xf/gkABt/eAZeReb0655nXXuEOz99OMdNq2fp+k6+ebtxng9/5Rgef6edG/60gkPHVfHlLxq6wkdWt3HlX95g0YRq/vH5o1i5s5+v3vgSzVVBXvqW4Rn99e89RiytsvQKo+yH32rjhr++weETavjS548E4P/MPvXui49g0YQavvCdR9B1eO07J1Nf7ieranzpO48C8Oa3T6E67OPwa56iM5Lika8cw6yxFXzpr2/w8Ftt/L8PzOLDR0/kgVV7uOFvb3LEpBq+ePGReffOd98/iw8vmchPHl3LTc9t4dNHT+TTH5iVf02uMq7Jmb9+gXf2DHL7pxZxwvQGXt7Uzf/e+ipTG8p48vLj+OurO/j1v1ZzyqxGLrloIQA/+MnT7BlIcv+XjmZeaxXf+ddq/vLqDi47aSqfOGUaj65u41t/eYOF46v55xeO4u3dA3zlhhdprPDz6rdPBox4AL9+bB0fOrSFT50/j98/t5lfP2p8/+z581jbNsjXrn+BujI/r19lHHPZdx8lmdF44Rsn0FoT4u+v7+TX/3yL46fXc8enDufWF7bw64fX8sH5Y/nchxcA8J1/rebh597hD6/9jvBgH5s+91PufzvNh2pa+OgZ83js7XZ+u2oFh42v5kcXHwXA1O88QkbNjc2fvfN1nlrbwY/Pmcupi8dx0i+Xsrkrxl0XH8ERk2rZ0hXl0l8+R7nfw+ofnMZAPMPnzXF/4zXG/XfhLa/w8uYerv/wfE6Z38zl33+cSDLL01ccx+T6Mj73x9d5ck2ujOc3dPHV25Yzc0wFj5pj7Nk3vsTKnf3c/PHDCHiVgv1X/uhJemJpHv/qsUxvKueyu97k/pV7eHDqw8zd+RegF6qMfkabdgbyhddzrfm7OPsi43fRed93aFj5G/4pL+LU88+Hu+5jpTaZFelzuOFjRxH5y3P4B+OcuzVFtKqc8bEMURS649PI9B3NJfOM+5exx7H14V9yz9o4r6lnAxJXnTmTzx4zia5VGbp5mdmzz2fhF67kpU3dtOpw/eRa41igfcxu+tjIvMM+zSmXXlbQ327+2xmkB7ZxwfHfIbRwYd6+3uwf6Xj8JyxoPYKawDv0JnuZXDmZcz74M2tsDfz9KaKJbmaf8Wlm1Bj6fP1/Muz41KeJv/46wcdeZ/r5X2BH75/RgDtPlvnUb54gUN+EJOc/K3QP1tN13XXU98i0nvdNOn76MwbuvRelpoaq889H7e+n949PQDaLUlnJ2F/8H8uqNvDoG9chTVzIJ47df97GKztX8oWnvmAFMwSZ9018Hxcf8gUmVY4f3bPFO/+CBy+D5EBu27TD4cI/5Kf724Ww/lXbhl74/i8AuHbFtdz+9u10N/Vx22lf4Kq//4O2hMzH9iSoSaU58vRmjjzC4dv96k3w6HcBqKyGxye0okkSV+xIUH/Sj6g56ssswgWZBDWeAOMlCfEmc/nSy3ly+x4OW3w+k2dcMPI2GAKarvGpP84D4FsX3EhNYO9a/6de+zmPrvkTY+acxaGHfW2/1seOcO96fvLg/xD0qHzxw7fiV/YPj5VRM3zj+W/w1I5VeGQfZ085myVjl3Bs67EHjDfY63vvzo/CPZ+lvn87hGrh4r8ZCuJH/xdd8XN96ix2vP4w1/pytsdTmgf5WUU9PckejujYxilVCf4vfSHf8fyZcXI3LQ0TaOw0LTkClahmLMVwNok/m2aBbxWXNtYzq9Mgp1u1DNf0RJhwwve5bcM/eDq52ypr4sXPQsVEJHSk3i1QMZaAv5ypQE/THQw+9ij+SZNp/NY3OaP7Ob7j/w7bKqr52Fk/K7hu3ckyun55rVGtOXNoufE3eBsbSa5fT+zlZeiZDEplJcFD5uKfMaPo77470c3n7zmDpJoTVY4rn8D508/n5PEn01w2HLYBJmg6d/3tTR5ebcaM8IFvzLP4Gx7nSWkPTWGN3dHd6JN0QEaNj2Nx7bm8tqaBaFLmmnPmcNHi8Ty+5VmueP6rSFKct2t8DGR2syNiTPxq6XqmBk/khg9+ipfW6nzr3tVQBlefPYebHn+F7oyXTx4/ly8cHobnfgaHfBjGH8m6Wa2seejnPO45nl9+7Tvc+Iuf8t24zTPnlA/jX/gZ7mp7nLumn8yKq05GkiSO+tGjZPGwZvFpoBjvqlMbylhrTrriKWPPjE/yu/ueQZElVp91KlsH13PxkxfTmx5kxh6djz5rWBEqwCWPmEKpxUdR/rHvQjZLMlGP5PPCuRfw2T+t4NBXHmVXWT276sbxs7Yn8b29krbT5vP83NWc1TSLz7zv//GrpzawZs8g05vKuej4yZawBcAPbNDe4o3ONzjj+Cs4efwpeddpcHAQfvf3vV7PEZPo8+fPH3Jw8Xq9XHDBBdx0000EAvuHKAOoq6tDURQ6OvKXOXV0dNDU1OR6TFNT04jSl/DuhyIr1AZr955wPyLkDTGzdiYzrUVM7y3IssSJMxo5cUZj0TRBn8JHDh/H75Zu5pI/rbC2f+TwcXnppjeVc+y0ep7f0MVx/7cUMNSrH1s83jXfE2Y0cMKMk1wD5uwPSJJkKaFHi8Mn1nD4xOIPc6fNbmRCbYhtPXEu/tPrvLTJeFD44gmT89J5FZnzF7Zy8/Nb+MOLW+mLZ2gfTFIT9nHSzPzFdAGvwvc+MIvP//kNfrt0M79dagTV+NjicUMS6ADHTqvnuf89nkgqaxG6Tpy9oJk7Xt7GE+90EEtlWbHdUEDMb63KSyeUWZs6jBeJ7WZQ0AmONh1bFaQrkmJ3f4I5zZXs6U9Y2+3n1FQRoH0wyY7eODVhnxU8VKi8BaY2lPHMuk42dRik8eZuo/ymikAeYazIxqqJbT1xdvTGGVsVZEuXkXZSfS5PQRqLYKLG/4ZvaIONUK6v8Oft6zYDA9aGcw9eImhodzSFpulWUFG/R6bcFliqodzPlq6Ytb/dLLupMleePTCqrht5iRUeh03ILYYv83v42+eO4JdPrmdjR5SZYyq46Mjxe70XAKY1lvOdM2ftNV1tmZ/aspG/GFQGvRw7rbjR0cHGez0A9H87JEnKC9IMUOGroMKXL1I4anIdb3z3FLyK5Dp2LJlSxwOr9vDSpm6uOHU6q3cbxIU9UHTQp1BX5qc7mmJnb4KqkI/dfYV9l/jNtg8Yv+GuqPFZW5abbKoKG31tIqOSzKj0mAFG7b+pajP4aL8ZvFrTdPrNIKMi6GguCKeRRgT1tAfqFJMLIlioM8Cm/X9xvBUQNJhLI1abRJJZMqpm5WMFH7X1Z5Fklpqwz1rZ5UzjDCxallcXT94+kVYExRT1jaVVK00uyKnNZsAK1pklbvqh29N4FJmg1wg8GU1lqQ77rMCUoqxyR33jVtBQWzkiWKfjnERAV3sMmURapTzgtdquIpALYAq5a5MLGpo757CzLo66hhyBRaNWuxXWVShB41bQUCWvzUT5qpbzrBf5iLSi/JgjWKdI2x8o5+nLf8nXjhjDI2ti8PbGXDmOwKMZ1fCEt+df5gxO6ggaarVHOouu54LP2r3/7YFDdV238gj7nOeSC4AKEPTmCNsyWzlZcxWVfewO+RV6YrnAsaJdBqtnw04rGT/MfJyvnHk1VWAL+GqUL9caE3VNahsMGsHdOnRjTK+urkA/4QQGH36YwZ1BxlT3omaMPqzXW0lFwGMFGqZ6POMvvJ7Ig+9wbE+c9x8yhvPNoHCSuSJPz2SpDHp531wXAwjNuNZSEUGR5DP6JD1daAGhqyJOQZiHz3mYF/e8yOya2Xn9rQgwag++Jnm9jPvjnez83MXEXnqJHZ/5LADbGyEekPA3NLnWp+J9Z9B13XXEXnmVPd/4JoOPPGKcQjxO17XXWunKTzuNpu9ehaeujtZtRn+9qX8TPYme/fL+96+N/+Jnr/2MWCbGhIoJnD7xdM6ceCYTKifsW8azzzH+nrgKXr7B2DawqzBd7+b877a2unDGhdz5zp281v4aW/q3WIFFw+Z1ZtsLYCfRo53w9A+N/8sa8WSSNKga7R6Ftg/8kvp5nypeX2+wYJO4zoq8f/3nAUuEpunasIP5qdqBCSzqxLTqaTSFm2iPtXPPhnu4cOaF+5xnRs1w+dLLWbprKV7Zy6+O/xXHtf77nR1oPRwufQMGd0FZE3jNd5azbkACLtN13l44h7VbD2PytDn4bjoK/+4VnDnrq/xx0728GApyymFf4orxH8Pz8EvQt5GPNW6DTiBYA1XjkBMrkXxe9HSGO8+ezDNvDbDb6+EYKQhEmByqo3lwDdx/OceWhXm6Pve7HlveapGx1E/Pq3rtpz5J7ac+aX0/LnAc1f5qtg9u5/o3rucbi76Rl77uc5+jbMkSUpu3UHHaqUheo98NTJ9OYHp+3kPh5rduJqkmmVg5kS/M+wKVvkoOH3O41T8OF7Is8Yvz5hFPZ3l2vaH6PqL2PJomKDy67RF2RY3+4pjmY7hg6ieokqcxr7Wa217cyg8fWsOvntzAWfPG0tU5iVTH+wg0PcTq3tcBqAnU8P7WT3HjAzWsROHpiVmuftgwCvvqyVP52BHjOffQZiQkKzYNH7jeqtukw07mnIc0EgmVszZ08ffeKXzLr+AVyvbpZxL2exhfG2J7T5z17REjbg7Gykv788S0xnKyZr+mq6rFQcwaU0HI52F23WxuO+02bll9Cyc89jYy21lVN5lZfZvxqpANh5nx06uNscjrpfEb/2vlfftlp3DnoqlMzKh8a1Erk+s+Sbajgxe6HkR/820UWaEy5OX7Z80e+lpIIs7a6O3nRiwp+9e//sXUqVO5+eabWblyJStXruTmm29m+vTp/PWvf+UPf/gDzzzzDFddddWoK+UGn8/HYYcdxtNPP21t0zSNp59+miOPPNL1mCOPPDIvPcCTTz5ZNH0JJfw34wvHT6bJRjgeM7WOE2cUOqlddtLUvNgaXzphivXSXwzvZcWoR5G59ERj6akg0D90aEseWSPwiaMmoMgSL2/u4ev/WAXAJcdOsgJ+2XH6nDGcd1hueeKMpnK+dsq0YdVJkqSiBDrAvJZKJtSGSGRUnljTbg1gC8fnTxYIq4KNnQYxLUjvAhLdJJkEeb7LJKKaq/MfwgVpvKPXIOO3dbuT6IK8F+Vu6TLS2YlxgVZbnn2xNH0mQWWvo0WC2Uj0TkFq2+7pBpMg74wY+wSJbif1BKGe1XT6ExkrbUOFP+8+FqspLBLdJODG2Kx4WqqNukdSWfrjGZZvM/xTZzZVFFy/6rCPq8+ey92XHMn3z5o9LAK9hBL+k+HzFA9qf9QU46Vr1a4BNnRE2N2fQJYM+w07hLXJzj6jT9rVb3za+y5rEs78LXeKCbjyXL9Q7vfgMS2z+uJpekTfYVvVIcbBPpM4j6azlvWWILcFUTtoErcDZn9WGfRallyCwB4cgnB2EteCTK8okkYQ8va6eBTZIn0HE5m8T5GPeDGKmsRrVNTFby9HTAw4SXS3umTy0uaR6BYJq1rpvEoukCvkyOtI0iBiBbkp6inKjDiI6TzCWJxTOp9EF+chSZKN0Ffz0pT5nZMh4pxNwtifT0zb6yCI36CZtyBkc+R2IeEvgl+K/EXakHmseBlOZAzSWZRhnLOS9ykCaoo2s7e9SDMg+/E2N5Ow6lpIgNvr4ZZGnG8snU/W54LKmsG1HQE+7W0TS6tWoF77sXaS3X5O9iDl4j6KplSiycIJHWviwWpTk5Cvm2el6dfD/Ek9hahm/L5F+4tz9NQbKy9b9Xa0QcMitF03VmoFvDIVZ77PyGdriLHZbrSMcQ9HvUEm1oXz+jVZlvjBB+fwx08fbhHogEUk6UP4s+q6JjJx3S9IdM2FRLcIeEWmzFfG6RNOp7WiNS+JRyok0QEkWab+0i+LSgCwfJpRh2IrhH3jxhFavBg0zSDQJYmmH/yApu//PwLzDiF81FE03/BrWq6/Dk+dsfJoXIUh5NnQt4HT7zmdLQNbirbFUDAC2ifZ2LeR7738PWKZGIuaFvH3D/ydL83/0r4T6Hac9H345MPG/wM78/dpGvRudVROg4zxTN0UbuLwJmM15Ut7XmIwa4xXdbI5Xm1/ybpugEHWp6Mw9lC4Yj1cuYOGxvkAdNWMLx7lswhU/cCS1uJ+Gi5xZdXnAJD6dkiSxGfnGJNBN711EzsHd+7liL3jhpU3sHTXUvyKnxtOvOHdQaALKB6onpAj0G2QJIm542qYedz5+MbMghZjHcORSaMPeTkYQD/skxw9pY55c+cbx2w3PNGpaoVwPZIEnirjHa1B3cI/QkafcPrY4430k5fA7HNBUjhWy18ZG/AMX4Bb6a/kB0cZcQzv2XAPabWwnwvMnEnl+8+0CPSRQNVU/rbub/xt3d8A+Pbib3PGxDM4qvmoERPoAkGfwm2fXMQ/P38k//riUdzxycO55pirue6E67j9tNt59vxn+e3Jv+W48YuZ12pMzH7siPFMrAvTHU1z/VMbufn5LWT6lnDe2B9xySGXcPXRV/PIuY/w9SM/QUu18e74/QfXkNV0zpo3lstOMjiMkM+TI9Ad8HlkS1D4zXveIkKImyouhVlnwxk/hzpjzBPWf2vbI2wy3+GnNua/r05pKEM1f7N6NifkO2x8Tjw2vWY6vzjuF0zvMn7j6085j1vPrOGFWRKpW3+Id4x71IDaMj+Xnzqd75w5iykN5UiyjHfMmBH3XaJPEceNBiO+A6655hquv/56TjvtNGvb3LlzaWlp4bvf/S7Lly8nHA5zxRVX8Itf/GLUFXPD5Zdfzic+8QkWLlzI4YcfznXXXUcsFuNTnzJmWi+66CKam5v5yU9+AsBll13Gcccdxy9/+UvOPPNM7rrrLl5//XVuvvnm/VqvEkr4T0BFwMv1H57Pr57aQFXQx3c/MMuVwDhsfDW3fWIRv35mI8dMqeOLx092ye0/C+csaGZDR4RbX9zK4ok1XHPOHNd0zVVBvnTCFH79tOGlNa4mxMePdFfpA/z0Q4dwyqxGNnZG+fiR44ckxkcCSZI4e0Ez1z21kd8t3WwRTPPHVeWlE2T2zr44ibSaU6LX5at9hWqzzSSKBdk+vjY/XUtNkOXbDOU1wNZuQcrnp7MU8OYAvNlFXS4gSPRdvXG2mPk1VQTyCBpBlPfHMyQzKrIkWUpRu7WJ+L/LJMm6IkaauvLcQ5zPI1Md8tIXz9AVSdEZEYRa/oNdvUXIp/LapqkyR7wFvAqNFX46Bg0rleVbDRJ9qJUPJZRQwt7RUh1iYl2Yrd0xrvi7MWF56Lhqi4AWGFcT4s0d/VafJPo4e98l+o8O8zds/eZtfYckSVSFfHRHU/TFMjYluk2tbpYtiHHxGfQqFslX4VCi95ukdZWt3iLNQCKDrus2JbqnII2laBfkd54SPUf0DtjIcUXOjesVwZxCXNV0i3yuKKJEd6uLkyDPqXYL0xRODBQq52OprEV+lvk9ec8h5X4PXZEUsXTWJI6N7YIkddbXSX5CjujOqesLJylCfoVIKps7bwfpX2YjjDUtR+bblehlRYjnkNdBTDuV6A6FuHGsg5j25iuzdR2SGc0qQ5Fzkw/i3hP7XMuxFO1GGifB7SSeE7ZyfKaK3FlXpxI9ZCO6E2nV2m9/qRdpEumstd+eR9A873gmn0QP5pHouXbNmHWzr5wQeUUdKwTU2ilwyg+hbxuXvzGRDJ6ibRZoMJ57W6Qusn3b8GEo0StDXiRJouy44/A2VpLpGKBm6wCaqUSPewJMryt8znGDZHqU65lM8URilk52J0uHUqIjCPghbDHdlOgCwfnzCS9ZQuzFFwF4eaZkkaTF0Pitb7L1Q/8DmkbD179O9QXnA1D94Q+7pm8tz5H6STXJX9f+lauOGJlIb1dkF5c+cyndiW7LdmFx02JuOuWmA0POKh4YY07IJAcgFQG/abnYuxnUFMhe+PYe+Ok4yCaM1Qy1xj01pWoKr7S9wst7XgagXNWonPF+WPsgJPqg8x1omguZJLz5ZyPfY79uEea1oTrogZ5Ez4irLsjt0RKEe4MiK6BBVh+mEv0Ak/p2nDv1XO5afxeb+jdxyVOX8ODZD474/tg+uJ3dkd0sb1/OHW/fAcBPj/kpRzcfPfSB72ZMOg52Leewzcvw+nTaPR62kWEi0FfewO9rqqlXI3wWoKIZAlUAeMr9ZDrhoVfvINsosSSVZXz5RLoAyR+E826HdJw6xcvtXav42tKvcfqE00dcveNaj6Mh2EBnopNX217lmJZj9tupf3/Z97lv030AfHTmRzlizBH7JV9Jklg4IfceKOPlpHEnFU3v88h864wZXPKnFdz6ojEJVx3y8vXjTiuw+7zyjJlc//QG0lmNE2c08o3Tpw9byHjOgmae29BlPQNLh34cHFa9M5oqePydDta1DeI1nzGclrLNVUG8Zr2y6YwriQ6gDgyQ2WWo76/66tl8/MXHuWH2IDfUjXzF8UhXrVgTegeTRF+9ejXjxxeSQuPHj2f16tWAYfnS1tY26koVwwUXXEBXVxff+973aG9vZ/78+Tz22GNW8NAdO3Yg22bjjzrqKP76179y1VVX8e1vf5upU6dy3333MWeOOwFWQgn/7Vg8qZa7Lt77Sg3DpsU93vd/ImRZ4sr3zeTSk6YS8iqWYtANl58yjQm1IboiKT6yeNyQftaKLHHq7CZOHXrV0ahwjkmibzCtWmaOqcgjNQDqynxWQNGl6zuJprJ4FckirgUEib6zN046q1mKdCeJbrcvAZuyvYgSvTOSYiCRsSxaJruorwUBv7krxrhad8V6ZdCL3yOTMgPpeswXZ68iUW1bJSGUpR1DKNHBIMgFid4VKVSl2r93RQzbF6FYb6osVOd3DKbY2RfnlS3GS02JRC+hhH3HRw5v5cePrLOsXE6aWWhZ1lqdW8lSrO8SK1m6oilUTbdNnOX/5qtDXoNEj6etvqPGZgUl7FwiKcM+Rdi6VIUKCfJkRiOVVekzyfiqkE3RbhLYqqbnWaDY+2+hFBc2LgMuJLootz+RturiXDVWHvDQNmAo2QWZbK9nzk5ENUh2l7qU2whlg/TPt+AwynHa2LipoXP5CDK/LJA/Zllq52TWIsglCSsYdZltPxTacNj/F4SwZedSYC2TIp427HvSpvWFqI+93tF0jmzPt0jJKaKh0M4lbDtfKEL4O6xYLNsYoUS3kcfxvHoo1ouzqFPCoXi3q7NDDiuWuJMANz9zEwJmOd5cOWHbqoWsqlltJo71KDI+j0w6q5mTIPlqd3s94mnVmjDwKbKr3Yv9M+AyeRFPZUkLEt1fSLKLc4jb79ejDV/xDe88A/GEQcSrGumslpe3v2osCd1HUEqj71wOQIdeY02GSYpCzWmL6fjjE3g6siQzxu877vEXrPQrBosAzw5Foptq8r0o0fVUcTuXYip2sJHoRUjPpv/3PbZ9+CNIUybQVrsK317iVAVmzqT5ul+h9vdTdd55Q6YFCHvz2+qp7U/xrcO/tVeStzvRzequ1SxpWcLlSy9nU/8mAPpT/QB89pDPHlh1s7/cIBOT/bDtRZh+BqTj8E/TXqVlIXh8UNkMPZsg0maR6OMrDI5FkOjN2SxUT4RxR8Cmp4z8mubCuocg0WsQl1NzwkbhNd6THDmJLq7zAVOiDzEp44aDZecC4FW83HLqLZx131nsjOxkdfdq5jfMH/bx73S/w0WPXkRay/3WPjHrE5w8/uQDUNuDiDrD9iS4503mNzXwWjDA650raAw3ceGWv7Kr0iBQFyRTHFbRbNkEecLGNdu2eyNyg8TlShNawgz2aPZL+IznsIVNC1l6/tJR/SZlSeaEcSdw9/q7eWbnM/uNRF/Ts8Yi0L8w7wtcfMjF+yXf0eLUWY1cfOwkbn5+C+UBDzd85FBXfuHMQ8Zw5iHuKu694fQ5TVQ+4LWeJz9wSGEw55ljjNWeK3f2W9sWOshxWZaY0WxsS6czrGkzPPKdJHpyzRoAvC0tKJWV1ioEu/f8cCHI8OFOAFpK9INp5zJjxgx++tOfkrbNamcyGX76058yY4YRdGT37t0Wsb2/8eUvf5nt27eTSqV49dVXWbx4sbVv6dKl3HHHHXnpzzvvPNavX08qleLtt9/mfe973wGpVwkllPCfjzK/Z0gCXeDcQ1u45LjJ+01ZPhqMrw1znM3L+qMuvvWSJDG32bCluel5Y5nsrDEVBfYzE81Z4a3dMXb1xdF042W23kE+2+1cNE1nm6n6dNq5lAe8jDGJqw0dEZudSyGJPqPJGLDXtg1aZLszP0mS8nyNhTd6Q3nA1YKl0+GJ7iTRxfeuaDJn51JeSLSDYQ3TE0uTUXUjorwj3aQ645weWLmHDR1RFFniqMkHN65DCSX8J+LCxePzlOenzCp87hRk+bae4n1XXZkfRZZQNZ3uaMqygqovINGNF7++eJpeFyW6ncAeSGToN18Y7XW0k8KRZDanRLeR2wGvbKl7BxKZArsR+/9OUto+5ogAwv2xDAMJ4c2ev3RapB9MZCxCPuhVrADCdkI3ls6R22510XRDKT20nYu7hYo9fdw2cVDuzx9DLZ/3VDaPyBXjcs6r3EkYF7dZcVPF20llkQ6gzHxp9XtkvIpRZjSZLWJPk680j1vK63zrmVRWI6tqNjsXG6nsUIjHHRYpsixZRHo8reaIetvLdZnjfN1sY5xKdEvh7bBqSWY0VE23nUuhjUoslbWU4s40dhI8kTY9ub2F++Np1bKUCdnaI2jtF57ohXnkrq/qeq7WhIC4LpnCcnIrGlSLZLfnLckyuySjv/EMGgHdOqjO+x37JhsKvmxcsTzRY96gJSLYG4T9gJ4uTqLre1GTSz6RxxBK9CGeaUXww2Kkp6+1lSnPPoP/hh8Dw7PdqDj1VKrPP3/Y6sjjW4+3/u9J9vDMjmeGTL9szzI+8K8P8JVnv8J5D5zH2l7DFzigBJAlmXOnnsvipsVD5rFfINTo//wMDLbBU9+H9tVGEMdzzKCN5SbZ9cezoWs9kCPRNfP6NGezUNkCE5YYabcZyn9W3WV8zv9ozkMaLN/43kTviKtskdYHaILh3WrnIlAXrOPosYZq/PldzxdN1x5r59bVt3L3urtRNZUb3ryBjz7yUYtAX9i4kF8e90u+vujrB6XeBxQ2X/L5KeOdaVXnKm566yZ2Jbutfb+rroSKsRA2rJiUgHH/VkV1zorGmFo7E8xVNW7WKvtyjUUf8dLul9DF8rRRYjA9yAObH+DKF64E4MxJZ/LF+V88YKszhgtJkvj2+2by1OXH8swVx7Nkat1+LyPgVfjxOXM5fXYTD126hHG1hYrwxRNrkCTDjlVYsi6aUCgMmz/RqF86mUbVdCbUhvJiEQEk33nHKHe2oSQUgWGT2VGQ6GafUsxOzAmRbrirYtww4jvixhtv5KyzzqKlpYVDDjkEMNTpqqry0EMPAbBlyxa++MUvjrpSJZRQQgkl7Du+fOIUXtjYxeyxlVywqNU1zbFT63lhY7c1q+wMPgow0SSCt/fELYuW8bXhgpcgO4m+ZyBBOqvhkaW8qNgCC8ZV0ba6nX++vsvKc5LLMmcx6721J8aqXUYd3cj2xooA23vitA8mLQKqscLvSJOzYNF13SLRnZMBVnDRSNqyabFbO0C+J3rbgKFurSvzW4o5gRNnNnD36zt5Yo0R5Hrh+Oo81WkJJZQwOpT5PdzxqUU8t6GLGU3lruTUZHPb5s6YZeUyriaU13cpskR9mZ/2wSTtA0nb6pP837wgzLsjKXqiphWUjURXZImKgIfBpBEDwU2JrsgS5X4PkZRBvIrAo9W2PkGSJCqCHrqjaQYTOYW4mz2K5YluKdFzaUSevfG0pSxy2t0I4t9u+WJP4/fIeGSJrKbn26zYyOKAN5cmkswUCSxajLi2k7024tqlHPt3uxLd3Yc8Y+XlbDt7AFNx7oV1yZH1dvW9IOslSaLM76EvbkxyWJ70LoFdcyR6vuWLvX1iadU1sGgB4Wt5wOcTz4mMQaBbSvQibW+3B3Itx2E9I8hpe3lx00rHud1+voJ49tjsXsCY8OgnY5DkLn7mdtV8zGVFg1OZ7+arHra1mWJOdJT57dfFa7aHOTGRKjwXe3sI73yfqaQX6JAbmarlvJPb9Wom2K6/t3UiAOmoB3Rh5+K3nmn2BktFnnEhwAX2Yuci+/1F89AtFXtx8mo4ymHZ50NLGHkdCMXw1UdfTUe8gye2PcFNb93EFc9dwcV9F/Pl+V9GkiT6kn2k1BQ7Izv5zovfoS2WWwm/ecAI4nnK+FP48ZIfk9EylPvKixW1f/HBG+EPpxgq8xd/BctvMraf83vDjxoMFTmAloEnvwcX3m2R6ALN2azhNV1vCBXZ+rxh/7LZnEw45Py89PuiRLfUnHux5RktRupDfDDtXASOaTmGx7Y9xvO7nufYlmO5b9N9RDNR5tbN5cMzPoxf8XP1K1fz3K7nAEM1e8tbt6CjM7NmJreedmtBoPT3NOqmAhKgMz9pPBvdv/l+q2+4cjDJTyoCvBbwEw/XE1LMiTe/kbYqBqcPRGDeFLQ1xvuUpUTfTzi04VA8soe2WBu7orvybKBGgv5kP5954jNs6NsAQNAT5NIFl+7Pqu4zRCyzA4W9Kdmrwz4OaalilckZTG0oozpceD0PnWBOppiTgectLLwmg088CRjWYGC0N0AqmxpxvUc64Sb6OM0eY2KEGHEvedRRR7F161b+8pe/sGGDcZOdd955XHjhhZSXGxf24x//+KgrVEIJJZRQwv7Bogk1PPG142is8Of54Npx3PR6rnlkrfV9nguJ3lIdRJElEhnV8vUeX1M4Qy1sW3b3J1i9y7BYGFcTsuxV7DhtdhOPrG7n7teNl9D5rVW0VBeS7fXlfurL/XRFUlZg10Md3u5g8zUeTCKbBNkYB3kvSLGBRIb2wSRJU8XW4CDb6y0leopdvQmrDfLyshHydnLOiWOn1hP0KtbLvptatoQSShgdFoyrZsG46qL7hUVU+2DSWlLqtKECaKwMGCT6YNLmiZ7fLwgVze7+hLVCpTbsUKuHfQwmswwk0ja/c4f6O+glkjJI6/54cXK7O2qQ3+4+5PmBLXOBRe1KdDPQaWxoOxdxfI4IzpUjSRJhv4eBhEGOR1wCi0qSRHkgRyi7kbRO5bw7cZ0LqBpxCZRqLzdmU6LbfcjLbQpiyBGlIRef8ZjDziXfn90kWpPZAj90+zn1xTNEUxnXCQhnOU71tk/Jn6AYSjWdKFCiO9TZMYPcHkqJrmo6yYxmXZ8yl8kHp+e5qGv+ZIpaoKq35xG1qffttjJg86MvQsRbqvqM6qp2LxZYNF8Rb9YjnUURVjMukwrWvThEe9iviz0PgF5vI9je9ffodcyz/dY9EwzSU1eNOugAwUDBSrpiGI4Sfa92Lt4hPNH3QsDD8O03hGp6uCrAkaDSX0mlv5KaQA23v307aS3NzW/dzKKmRdQF6jjvwfMK1IQ1gRq+euhX+cnyn5DIJvjQ1A8R8AQIMPyghfuMqlZYfImhQBcE+vT3wRSbvYdmu7aDuwEjuKhP9lmq5uZM1iDbqydCWRNE2+Huj4OuGmr3uql5xVpK9OS7UIn+LrZzEVjSvASv7GV933o+/miOz3p82+NsHdjKlYuv5NW2V63tv3j9FwBMrJzI3e+/e9grLN4z8AYxey8OsdlCZbUsx7Ycy4W7d3FrZgNdHg/rFY0F5U0ArPFFGQe0RiWmZTJQOwU9/Qaw/0n0kDfEIXWH8EbnGyxvWz4qEl3Xdb778nctAh3g6wu/bsVRKCGHY6fWWST6qbPd32mnNlexFYNE9yoS5x3Wkrc/uWYNybfeAq+XyrM+ANiU6Pti5zLMCUDRx+2LEn1Uo115eTmf//znufbaa7n22mu55JJLLAK9hBJKKKGEdw+mNJTlkQNOTG0oyyOVnJ5lAF5Ftgjipeu7ABjvEvijrsxPa00QXYebXzDtYca6KzJOmNFgLYcHw0u+2MOnXblVHvBYFjR2CDsXEcQTCkntiqDHUpK9uaMfMOxX7Eo4sFm1DCbZ2eeelyDa++MZ1rdHgEKbGTBe7s9eYDyEzWup5LzDRqeQKKGEEkaOyqDX+j0/s64TwNWTuMkkzLd0xSwC0GnNJCbSNnfF6DAtoZzxI4Qncl8sQ3+s0M4Fcsr0vliaPhe1uv2YgUTGso6x5yOIbkF8u5G4diW6pYp3kvWBHHFtqdkd40XODkR1JfSN7zmSfMAlH0FuW3YuqcI01Sbp3x9PuxK9kCM3I6lsLshmESIX3P2/c17lRjBV98CtOaLVbSWA/Xt+4NbiSvSEo75igkKksYKTupG5aUNFHnebFLBZscSKKNXF0BpJZYb2Xs8Im5R8gluSpDx1dsKlHHsg1YiLMt+ePmGza3G1cykySRIsYjsTsCnE3Qhw90C4WVJZ1fI7z7MWslYruK8QAIj4c2q9AV8jcQJ5vz+5YTySJ6dyy3oVpjVVFhU0OGGR6EMFFt2rnctQJLoZU2A4nuh7IT1H6kc7GtQF67jplJsIeYw+9/erfs8T258oIEEaQg386Ogfcc7Uc3jonIf48/v+/O8L7GjzKgfgCMcq/Tn/k/vf9H+XJZmp1TlivCWbhVCN4V0/8/3Gxt2vG5+mh78dtQGDRB9NYNGMSeofKNJa5DviwKIHyc4FjAmYD0z+gPX96LFHc940w7//ka2P8OKuF11JvrOnnP2fR6ALVBrvLVVN85hRY0wOhr1hvrnomzBmPrPMib41mX4oN3y03ygz+pyWQfNa1021JgTd7Fz2FYuaFgGwvH35qI6/b9N9LN25FK/s5e73382z5z/L+dPP3+tx/434+BHjOXFGA1ecMo3LTprmmkYxg4B7dY0/f2ZxwWruyFNPA1B+4ol4ao0+S3iiJ7KJEddJjFHD7StEX7QvnuijGu02btzIs88+S2dnZ4EM/nvf+96oK1NCCSWUUMLBhSRJ3Pmpw3l6XSfjakKMLxL0amJdmK3dMdZ3GITxjCb3idNDx1WzszdhkdR2X3Y7KgJevnryNJ5d18n5C1s5tkg6gEXjq3l+g0HeHz6hxlXZ3mgO0O2DSeLmS6+T+JYkicYKv1k/I1p4s4v6XShON3fFaDf9kQvIspCX8oCHSDJrkXPFFGY/OGs2Xzx+Mi3Vwf/ch+wSSniXYnJ9mK5IihXbjd/81MbCvkusZHnbDFIa8ikFpKmwpRIBgsv9nrzAxQCVJnHdn8jkYi6U56uuas0JuJ5Y2vIqr3ZYPNlJ9G5hHWMj9e1K9FRWtVbV2ElL4YneFytu52Ip0RMZ1+CkkO91HSlis2InJkWw1FrbEt/inugu9jOxtKs63F6uXSFuv04F/t/pwjT2trX7neep4m0WKG5BUJ3nJPzk85ToJvkbNQnwmAspXCZU/mk1F5A1L4Bsvt+8m3930GZxEnfJQ1jPRMw2i7pOLOQr0XN2LvmE/mDSsGpxU8TblfduHv1GfnbP88KgoEKpbg8smqdEtynVYejAorFUNhf01MUKKWqzDbIfZ9Qjd89bEzGOIG7x0FgwFrfQ4RsH5E+GSR4v3pBE2kyTGIGVC9j8zIcg0fW9qMkFia65kOjCzoWh7FxMVV9GG4LIJ0d2Hggluh0LmxZy/9n3c8Y9Z7CiYwXrew0f8QumX8BAaoDzpp3H4WMOt9I3hBpoCDUc0DoNiYaZ0LwQ2t8yCHThay4w/Qw4+3dw3xcg1mVt/u4R3+XyZy+jL9pmEJR+Uzgy53/gtVuN/8cdCbPPLSjSItH3IbCoVzkw8ZzeC0p0gE/P+TSPbn2U8RXjuf7E6/HJPpa3L2f74Ha+uvSrAJw1+Sxe3P2ipfg/Y8IZB7WOBxXn3QHLb4FTfsC1ZHin5x0ObzrcsA6qHs+sVJrnQkHWxNugYgwRSWJFpcLZaJTHdECC6olWX7a/legAhzUeBsDKzpUjOi6rZXly+5P8dPlPAfjygi8zq3bW/q7efxQaKgLc9slFQ6YREyWSrnH4hEJxXmbPHgACs3JtHVCM5/CUOno7l+GOQRaJPkxrKTeMmES/5ZZb+MIXvkBdXR1NTU15hIAkSSUSvYQSSijhPYYJdWE+s2TikGmcBPGSKe6k96Hjqrl/5R7r+1Dk+JdOmMKXTpiy1/p99phJvL69j+c2dPH+ee5ebZady0CSPtNn2M1eZUxFkJ29CV7ZYjz4uvm1i3NdbSPUah2eb5IkMb2xnNe391k2EcVIdJ9HLiDhSyihhIODyfVl1u8dYMmUwoBMjeZKFhEboqHcXzDh1VJt/IYFgdjq8FYHLFK9P56mq0jMBdGX9ERTrr7pkB/w0y12g92GRRDOkpRvsyJ8KvttavaCcmye6D1mmhpHX5dTXGfy/MHd02TpNc+pOo9EF4p3p51LoXK+P54pStbnSPKM1c/bz8nan3Qq0XP5iJgUA/GcytznkfMCatvPJ6dUd5+AiNhV/EE7EZsjc1NZDRHvrFgwTrfAogGvEcA0o+oMJjI5ktzVJzzrqkQH474Q5zJksE0RsHMIK5WYzTYmP6BnTuEv2sM58ZALHpu1goKGvO4keSJdSF7nlOz5inm3wKKxlGop8PPjCeRWTVgTCj4lTyFeZk0qFLdzSduW+e9STKWm4/flqfCSNpWYMU+AE2cMn9Ad0opFYG92LkMq0fefncvBItHBsDs5tuVYntn5DNFMFDBIz7FlYw942SOGJMGnHjWsV7yFz5pIkkGyA8RyQRpn183moWOvJ3HT0VT4qwwVOsD4I+GiByAVgYnHgosoQ3iiR9IRMmpmRIR4RjV+tyKg7P7GqAOLHmQSfXzFeJ740BMEPAHLYuLcqefyqxW/Agyy75wp53DiuBN5YdcLfHzWxxlTVtxH+j2PloXGH9AK+XYpk45n1tNG/7Kmbz34y3mpoppusdI4IaNXtiJ5A1Y/JCYI9yfm1s1FQmJPbA9d8S7qQ8XfPQV6k718+rFPW7ETDm04lE/M+sR+r9t/IyTF9pvNZsExcZLpaAfA25SzgxFK9NEEFhWWYiO1czmoJPrVV1/NNddcwze/+c1RF1pCCSWUUMJ7C6fPaeIPL24FjBfOeofVgcARk2qt/+e1VFoK8X1B0Kdw+ycXsbMv7kqMAzRVGvXZ05+gO1acRJ/cEGb5tl6LIBfEmB2T6vPJ8NbqQrIMYFqTQaILuNlElFBCCf9eHDetnr+8ugMw+i5h/WSHmITb3W8sI3ULUupcteLmrS7sUvrjmVyAUkcfKEjq3jw7F3clen88R4DX2Uh0QbJHU1mLiLcHvrTXRddhu2lx5fRnt5PxgqyvLctPYyna45khCOUcGd/nQsbbCWdd110Diwo7l9542goM6iTrRfpYSnUtR5DuiYyaZ9Viz0dMdKRVzbLlKfBet52PZedSJE13NEVaNV7gKosEFo3ZFO+hPFI4p4rOtYlNzSxJVAS89MTSDCYzrgrwkM3ixM0T3ar7AAwmbL7pLsFWkxkNVdP3Gjg04VIPO/EsJkGcqxrsqvmEi5+5nSQXtjP2/QHb8UZ9C0l0K0BtusgqA7+454uvrAjl2bkUtheAWpEjknZiEAHOlR7ecgUwA5PW1HLi7CaGi/1i5+Ix65x1IcHNY6UhiG+LRN+L/YZYlX6gAlI6cc7Uc3hmpxFYc07tnHcngS7g2YvqNmxO6qYGIJu20ntTEbyaDoGq/PSTjhsyuwp/BR7JQ1bP0pPsoSk8/HtOrDg4UCT6SH2I/x12LgJVjna/aNZFzKyZiY7OvPp5hE37nZPGnXTQ6/auQs0kpv3Pn+HFr7FtcBtZLcvD5RUMSMa10zUJLTwJBWwk+v5Xopf5yphSPYWNfRu5Z+M9XHzIxUNO6sUyMX7z5m/YPLCZSn8lH5v5MT4+6+P/lnvtPxF2El1XVZxv0Nn2DgA8TbnJp33xRH9P2Ln09fVx3nnnjbrAEkoooYQS3ntYNKGGwyfWsHxrL586urhqfXpTObd/chGdkSQnTN9/y2hlWSpqNQMwsc4gvfYMGIOvIkuMcSHLRKBBATc7l5DPw5jKAG0DwsrFRUFEoaXNBBef+BJKKOHfi1NmNTK5PszmrhgfPWK8a5omB9E9e2xh3IXKoNdQ9Aq7KDcS3bJzSVskunPCUZDUPbE0A0JN7SDfBBm3vTeOaipG7eS2UDzrOlbcBqd1hkeRqQx6GUhk2NoVNY9zV7xHkhl6osZLhVM5LxTiXZGUzes6//XB7iHe60qi58pJZTUyqm5uL7Rz6Y/n7Fyc5LYgeyOprOsEhF0tHE1lXW1sgl4FnyKTVjV2FWm7nJ1LxlK1O+siyNjdfcbEiyy5B6eM2uxP/B7ZXfGcdq8rGNesJ5amL5ZxJbfd1Owhh2palNMxmCzY5kwfT+dI8ny/8hyx7BZY1L5/oIgSPZRn51Loie5Gsrsr0U07lyECi0aSWevF3dXOxUaiF9gGua4QyD8XX0VOQdeWNZ4rnNfOE8yRhePGDZ/MBJudyxBK9L3auQxBxOuqsHPZf57oB0OJDnBM8zFcfMjFqJrKx2Z97KCUecAQqAJJMdTq8W6oMCcEEqZAI1g8cLYbZEmmJlBDZ6KTtljbqEj0A+Vt/16xc3GDR/Zw5Ngj/93VeFeiadKJBJYFSKpJVnau5AWvhooEfh1SEllfs0GiCzuXA+CJDjCvfh4b+zZy48obSWaTfPWwr/Kvjf/i/s338+3F32ZateHfvWVgCx975GNE0oY96Y+X/JhjW449IHX6r4XtGutqPlGt6zqZ9kIletBjvGuPRok+0lUrYqwSCvbRYMSj3XnnnccTTzwx6gJLKKGEEkp4b+IPn1jIT8+dyxdPmDxkuhNmNHDBonEFCswDiZqwjwk2UmtsVcDVO32yQ2Ha4mLnAvnWLMXI+2k2b+XZYyvyFIYllFDCuwOSJHH3JUdy5RkzitpHjXH0A3NcghdD/qTb+JrCfqEqVKhEH8rOpVhgUUG8v7NnwNrvtfVnfo9iEXZrTTupurJCdZcgsoVH9diq/D4554mezXm4O+pbY+a7uSuKphsOAjUhd0V7bywXFNSeJs/6xCTiJSmfIBUkekbV2d5jKucd5eQ80XN2LjXhXNv5PQZBDoYXvJtXvCRJVJrtvdNU6Bf4ndu81SNFSFRxjFi9UBH05q1YshOxbgpysFugqEOS6ACdkdyLpX2ssQeHLa5EN9KIGB8eWcJvC8bpU2Q8JhEbTWWLkNO2oJ/Cm91FiQ45st45OZFv52L6mbsQ9Ym0apHX+Z7oOdW9SAfkWfGIe74/nrbutTIXEj2SKh40NjSMwKJVIR+3ZU9ns38mj2cPs7bZEajKEeBy0P1ZoxgsO5ehlOh7s3Mx20vPuJCW4liX5ySBkZLoB0vFqcgKly64lK8e9lXqgoX2XO8pyHJOjW7zRSfRb3yOkEQHWNC4AIDHtz0+ouPEdX632LkIguvdQKKXUByyJDOhcgIAP3/t56jA/GQKn9+4n7KyIagSE4LyAVCiA5w+4XTr/z+t+RO7Iru45tVrWNGxgg898CE64510xju57JnLLAL90IZDOab5mANSn/9m5CnRHWOYNjiInjCemzxNuUk+oUQflSf6CCfcBIl+UO1cpkyZwne/+11eeeUV5s6di9cxm/SVr3xl1JUpoYQSSijh3YvygJcPHz7u312NolgwrpptJvlySEuVa5opDiX6hCI+5nZy4IJFra5pZo2tIOxTyGg6v7pg/sgrXEIJJRwU1JX5ueS44pN/E2pDTKoLs6U7BsDcIiT66XOaWNduvHzNHlsYJFCQ4Xv6E1ZgxAIletj43jaQtIhEJ/kmYjVs6YqZxxS+dNaX+xlIZHhnz6D5vXDSsjrkZavtu5P4r7Kpv7Mmqea0cxFlrzfPuzrkK5igFEpeQX4rspRHTFfY7FFEEE6n/UzQpxDwyiQzmhXA2mm9Yye3c57o+fUN+xXScY09Jrnt9IoHQ/nfFUmxwyLRi/ud7y3IqSDRneR32GZ/0l+srr5cmqIkulmOWBklSYZXurU/KCZCMkWV6OL82808wn5PQUyrkE9hMJm1LG7s7QAOJXqqcFIg4JWRJcNqu20gkVd3gTyleVoryMPNdz3sEkQ1kVHRNN3yVbcT7TUhH5JZD81c8eDmiR7N87t3X2Vgvy7O1SJVIS/fyl7EYVXVdLVHAK3g2pWddzE88wejzm++yUgwnMCie7NzwbRz0Yewcyl6LDkyda8k+rtIMfyeRLgeoh0OEl0o0atGnN0HJ3+Qx7c9zsNbHuaKw64Yti/6wbJzGS5xJWxfShYb735MrJjIut51rO1dC8DHBwbxBEKkByGrGzafB9LOBWDxmMWs+NgKLnnyEl7veJ0z7s0P9nrnO3fywu4X2Da4jaZwE7eeeivNZc2udp0l7BskRUHyetEzGfRkvrJcqNCV6mpkf+75WHiiJ7KJEZc30olcMUF8UEn0m2++mbKyMp577jmee+65vH2SJJVI9BJKKKGEEv4tmD22gn+9uRuAjxexbRhrU5xOrAsXDQZ67qEtPLW2k88umZinOLejIuDloa8cg88juwYoLaGEEt4bkCSJL584hcv/vgqfR6axwj3mw1dPnsYpsxoZiGeY11pVsL++zHgJsAcldipYhbJbkPEBr1xANrY4LKSc6nCjLD+bOqOsMUn0Bpc62y1VKoNeS4EtYAVkjqQs0t9ZllCIb+yMmvsLX4AFCSlI6eqQN48gL7d5lQtFtdvEQHXIR9tA0rKwaXRMDJS5eKJXu6jV++IZdgmFeCC/LpCb7NjZm8irn5WHLUBpMbWy8Jffak68FJDoNr/z/oT7igNxbxRTzdu/CwI85FXyXvorbEFbU2YeBUp0QaKbCnHnuYBBkg8ms5Y9Tcin5Cm87Up0y9bH6d8e9NIfz7CrL6fOd6tHJJnN+Zm7kOjJjGYR3CEXOxeAZFZ1DcbqUWRqQj4rUK5Rdxclet4EiUOJbltFYN1njvu10rz+3dGUVVfnPSAf+1UqTljN4LPLqfnERYwElhXLv9HOxfKN3QvRcLDtXP7jYCnRe3LbRmnnAnDU2KNoCDbQmehk6a6lnDL+lGEdZynRRxCMdCR4L9u5lDA0JlblbD4n+Gs4Kb6D9oDxLJHNGJ8H2s4FwKf4uHLxlXzkoY+Q1szVaoEaepO9/HHNH63vt592Oy3lLQesHiWAFAqhDwygJfJJ8axJottV6GAE7IX/YCX61q1b956ohBJKKKGEEg4yTp7ZyM8fW8/clkoWT6xxTaPIEifOaGDZ5h5+c+GConmdMaeJl751ImNdfNXtKEbCl1BCCe8tnLOgGV03VqcMpUxy80sXEHERhOe3WwDmunD+tvE1heU5J+XqXPIRpLkgcRtc0uTbUhV6uNeX+/HIEllNtxS3ThJdKNMFse1G6AuydEu3QbS7EdsCwkLFSUqK44Ti2n6OVj5WUMiM5S1ut3OBHIG8p4hC3NhmlL3BVLw7z8nycE8VVys7Y24U+KqbdU1lNcsqx6lmFnkK0tlNNS/ytUh0534zz8FE1lpN4LSNEe0vbFbC/sIXTUEcC5945zW0JgXSWcseyOmNXxv20R/PWPeks83sdkepbKH1jP0+EXZI9nOx+6fbLV+cE1V1ZX6LRA945TwrJHFdsppuXRfnpIKd7BcrHpztIc5FrL7we+SC64viYexvbqNq+XKCC4o/b7hhv9i5eEwS3U2JPgw7F4to2Iv9hrDdOFBe2v/xCLnYuST7jc9RkOiKrPD+ye/ntrdv4/5N9w+bRM+oB1iJLo0ssGjJzuW9g4kVORL924u/g7LuPBS/cf3UiNFHHmglusC06mlcveRqw1pGU/ntyb/lm89/k+2D2wH49JxPlwj0gwA5EEBzIdEzbcIP3UGim0r0ffFEH+4YJPoUERR7NCiNdiWUUEIJJfxHYEJdmKX/e3yBN60Tv//YYURT2TyVphOSJJXU5SWU8F8ESZL40GH79mI1tjKI3yOTyhoP5k4/dMgp0QXcApSWB7xWUNBi+Ti3uRH2R06u5ZYXDPHLuJrCchRZorEiYFmSSJKhIs+rb9hJqheWI1b4CDW1s2/1KjIhn0I8rVqWOa5KdBshXhn05vll28u2K5kLfNMdAT/dSHRxjoJoLbCNsQVKLaZWdh5TzM7FXhcnESvaSbSJm2peENVtggB3EOR2JTp6YdlgU6Lb7FycEATwth6jLk7VvCDv4ymVwUShEh2M67O5K2ZZsTj3C/X+YCIXJLXa4Wkf9CokMqo1CWIn0WVZsix/4na/cofyvq7cx/qO/HMXCPs8SJIRlHdPv9EeTqsecV16Y2lLKe/8XTjbZ1xNqODagbGsPXzkyAMSDsvORRvakmVIJfow7FwsomEvwddKSvR9RLje+HSzcwlUjSrLD075ILe9fRsv7H6BF3e/yJLmJUOm13TNIrcPmCe6sFAYpid6yc7lvYNjW47l2JZjOXrs0Rw58VSQZGSvMSBpcZNEPwhKdIEzJp7BGRNzdi6/P/n3/PL1X5JUk5w37bwDXn4JuTgguoNET2/bBoC3Jf95W3iiJ9WRk+iirxjuGPRvUaID7Nq1iwceeIAdO3aQdiwzu/baa0ddmRJKKKGEEkrYF4wdBvHt88jUeA6sEqKEEkr474MsS0ysC1tWLW7Edtin4PPIpE2ifbwLuQ2GGl2Q6G5WLc68G1w80RdNyK3I8RVRnDZXBS0SvcbF79wZRNTNzsVJ0LtNUNaW+Yj3Jthgto1bGjsh3uQSmLoi4LHIeKH2d9Zvb17lRjnutjZWHibxmsxolhLZSbQWKNEdqmyfR7YI3+2m+t5ppyMU8Fu6okXrKojoNvN8gg7C2O6JLtT5TiW6mADojLgrryE3WbLZ9OEvVKLn/MpFwE5nfZ0TO842s5ToiXTReABVIS+JAdVakeAM2B3yeUhm0kSSWWuyynk+9pUFzn2yLFHm9xBJZi3vdmcaMVnTE0tZCv2CegYdk2FFfsejhUU0qSq6quYFahOwiPCiSnThie5CxO/FCsbYNTyioWS7sY+w7Fy6c9v2wc4FYFLlJM6afBYPbH6Abzz3DZ4+/2mCnuLPx3aLlQO1okAEFi3ZufznIeQNceNJN+Y2fOYp5O9/HoiixY0x5WCS6E60lLfwqxN+ddDL/W+GZJLoWiKfFE9t3gyAf8qUvO2ifxqNEl0oyofbVwx3gngojLiXfPrppznrrLOYNGkS69atY86cOWzbtg1d1zn00ENHXZESSiihhBJKKKGEEkp4L8NOoh/uYislSRIzm8pZtcvwTXezWQEslS3A++eOLdhfSKIXEu12EnNqkdgOY6pyZLCbVYtTOe+WZmxVwFL3QiHhaNQvwM7eRC5AqVuwVFvebhMHkiQxpjJgEb2SVOi7LUh1YSniJLfd6uckxO22IkK97SRaK4NeSzUNhaQzGG21qy/Bpg53mxthlSPIYHfrGWObIMCdkxj2oK2CS3Wq5p3Kc2ebQc4WRxD6xZTosVQuOKwzn4K6BQvbDAw7l4SpVndaoFQGvbQNJG2e6PkvxcLSpSua8011s3Mptg8My5xIMmup3Z3tJVZJZFTdZj+UX8+AV86bDHNbUbIvkG2WB3om40qiCyJcKuqJbp5Xxs3ORTWPHUKJLo9MiV4iO0cJoUSP20n0fuNzlCQ6wPeP/D6vtr1KR7yDFR0rhlSji6Ci8O4JLDrSYIElvIvQchjy8V+FF69Gi5lKdNNW6t9Bopdw8CFbJHo8b3tq8yYA/FPzSXShRE9lR+GJPkI7l/2hRB/xuqsrr7ySr3/966xevZpAIMA999zDzp07Oe644zjvvNLyiBJKKKGEEkoooYQS/jvh9+Qerd83d4xrmjNs28fXusdVOGaqoU6cXB92JegKSPQiwVAf/soSvnLSVD6zZKLrfvvqHadFCeSU81a5LiS636MwxqbmntpQVpBGkPx7BooHFj12Wp31vxtZ76xvVdBrqa+t+pntIJTMQxHTAs7z9iqGihywrEmcRKsg9AXmNBd65YtrtLHTmDhwEtO1DqscVyW6Y1uhAl54omfoiaZd83VOALjF+hBK9O6ouwe4nQAfGMLOxQ6nEl3k0RNLEzFJ8mLlCBQq0U0S3ZxU8Cly3v0J+b+NGU0VOCHqJe5F57UNeBWrzYqteJAkKW/i6oAp0RkiuKi2FyX6UHYu1rHFCcphK9FLZOe+wVKiu9i5BKtGna1X8VrE+Uu7XxoyrV0dfqDtXOyE/VAoTc68tyGHjD7RqUTHU3KT/m+AHDCeM/RkTlmuRmNk97QB4J80KS+98ERPqPn2L8OB6L+Ga+eyP5ToIybR165dy0UXGRHGPR4PiUSCsrIyfvjDH/Kzn/1s1BUpoYQSSiihhBJKKKGE9zKOmWqoCuvK/DS6WJIAnJlHoruTb187ZRrfOH0693zhKNf9TvsWJ3EqMHtsJZefMq2AaBSwk+LnLGgu2C9JUh6BWOti5wL55PbiSYUKfKdS3um1Drm2g5xfuRN2EtlNzd5Y7k4y21Fg5+JCKpf589O45WPftmBcVcF+MRGgFVHoO5Xb7nYuTi/2oOv+SCprEf7Oa1QYFLXQ1sEZoLWQ8Dfy7IykLPW9U2nunPhw1l3kKYLUuq0kKFDAO5ToThLdLUiqvR4nz2wo2C9WGggVuZPsh8I2dFtdYZ8k298kOnYSvYgv+t58zXN2Lm5K9L3buQzbE91UtQu7jhJGCDdP9NSg8RkoHsh6ODim+RgAXtz94pDpBLEtS/IBmwwR99NwPdFLdi7vbVgkekmJ/l8JKWQq0eM5Ujy9xbByUerrUKqq8tIHFOM5bJ+U6MMcgwTZflBJ9HA4bPmgjxkzhs2mrw1Ad3d3scNKKKGEEkoooYQSSijhPxrnLGjmugvm8/BXii+db60J8a0zZvClEyYXJd/qyvx88fgpruSdkUcQj0mAtdYEi5Lke0OrrfxiyvklU3MKcTefd8AKwAnu6t8Gx4SCk7QFQwH+v6dNB+Bzx7gr5+0E8CEu6m+nIt+NmJ7XUpX33al2hnyCO+hVXJXz3TZLETdi2tlWTusS5yTA3oh6KPRvdxLAPo9coDxvddxjY6uKK9GtuhYJgipscsDNizx3jCQV1q3M78lbOVARKFxJ4PQad5LkwQISvfDa2X8Lx0yrL9jv9ON384i3X2/nagyB8xe2Wv/vdyW6JA2pJAf2aufCkCT63u1cSkr0gwQ3T/SUsXoFv7sN13Axv2E+ANsHtw+pAM+oxr4DpUIHW2DRkp3LfwXksLHK7t8RWLSEfz/koDmJYgssmt5qBLr3T5pckF4o0dNaetgTbQKCDB9uXyHSDTc+gxtGPGV8xBFH8OKLLzJz5kze9773ccUVV7B69WruvfdejjjiiFFXpIQSSiihhBJKKKGEEt7LkGWJs10U3U58/rjCl4iRIOTz8OI3T+T5DV2uViLDxUkzGvjm6TNYPKmmKBF/zTlzaK4K0j6QZPZY97Jmja1gfUcERZYKiFEoJJTdlOgAXzx+MhcdOd5VHQz5BPCSqYUEqVOh70aiO0llN0yozXnbj6sJIUmF5zSxLsyuvuJLj53WN07rEq8iUxXy0h93D9TpdozTzsXnkfO82evCvoK6jq8J4VUky5rEjfB3ThJUF1GiC5T5PQVBaO12LnObKwvuJ0mSqAp6rVUGzjKgUInuDKQqJjyEJ7obAX7C9HrmNFdw9JQ61/1OwtvNz95+Lm4rHgCmNJRx2UlT6YmlmOJiYbSvkLxe9EzmANm5CCV6cdJhuMphQUSUFMOjhFCiZ+KQjoHsBRFcbx9J9OpANYqkoOoqfck+GkKFKzMgp0Q/GCT6sAOLluxc/j97dx4fRX3/cfw9u7kDSTgCAYUQlFsEBEVFAQULqCiiiEoVqIr1J6UW1IIHghetouJRTyyI930LAiqoqBRR1BZEQCCIHAqSEBJy7M7vj81Mdjd75j5ez8eDR7O7MzuTsG7Kez77/tZrjmRrEr32FxZFzSurcyn7/0gl+/ZLkmJalX8fsjrRJanQVagkR+QXpmujziXqEP2+++5TXp5n0ZnZs2crLy9PL730kjp16qT77ruvwicCAAAAIDIZqQm68Ph24TcMweEwdPXg0IF+fIxTfzujc8htbh3ZXU3iYzT+5A4BH/evcwk02S15gtZgAbrkGzSfcnTLco+3jmASXfJcxHhs5Rb1bpcW8PGO6WVd9cFC99vPPUb/WPyD/hzk51duEj1AaNyySXzIED2zeZJSEmKUWzrpH6giKCUxxg7R/XvJJSnG6VC75kn6qXRB1jYBJtH9g2L/YLnc1HxC+X9Cel80GBRgAlzyfI9WiJ4aILxO9fsZJfsvLGpPontCxoALhybE6t2/nBrw+FL5ED0rvfy6BN5T9YFCdku4/y4qI9wkevg6l9L9A06iu0t3DVHnEuFCkEwMV1JcEykmwROcH/rNNziPq1yI7jAcap7QXL8W/KrfCn4LG6JHujBfRVjBVYkZWYjuLn2NEqLXT96T6KZpStS5NCqOAHUurgMHJEnO1PLDGNYkuiQddh1WUmzkIXq0FwGrYmHRqN8pO3qVwCcnJ+uxxx6r8MEBAAAA1G9pSXG6fdQxQR/3nxAPNt0bzvEdmqtpfIy6t00J2GXufxz/6g7L9cO6qGN6sk7q2CLg41kty4LVYFUdHVom67FL+wY9V/+O8EAhuvektPcxLQ6HoV7t0vTpJk/Vg/8kuuQJpvfkeiazg3XWe1+YaBngUwD+FzX8zzXW6fAJ8wNVz7RsWvYcwX6u3iF5oEl0/wsJiX4huhWqW99voBA9HO+/zzapCQGn1b1fN4H+3mqCEec5h+CT6KF7zY3Y0jqX4gD7hwngPU8bWW8sneiVZBhSUksp9+fSSpfSv9fYJMlZ+Z9py8SW+rXgV+0r2Bd0m5qcRI+0qsEK27k4Uz+VdaIfkrwuBBosLNooGAmlIbr3wqJWiO7Xhy55ft/EOeJU5C6Kuhfdev+Kc0b2/ytrZRIdAAAAACLl3VXeNaNpuQnjSLVoEq/PZ5yuWGfg8M8/dD2ufbOA2zkdhk+ntT/vSfRgi7+G4z2JHqirXJJ+3HPQ/npIgEUwJd/QN1Cgm+IdkAeYRJekJl7d4o4Aoav/xYZAz9OySXxZiB7g0wJJcTG67KRM/Z5frP5BQnTvXnj/jnjPfWXnEeMwFOf392xNhf/8u6dnt0mAhUXD8f5kwVHpgWtYvMP8rhmVmwauqPCd6NY0eeg6FxWXn/w1XaGrYKTIgwbCziqQbIXov0oxpf8NVLLKxdI80bPQ828Fwdeus+oQqjNEtyfRqXNpFKxJdLOgQG6vC4FMojcOjsTSEL0g374vVIgueabRi4qKVOAKXpMXSKHLE7p7V8KEPLcqmESv2CpEAAAAABCB5klx6pierJZN4vXYH/sG7BiPVNOEWCXEhg9WWiTHRbRdIB1bloWrwRZTDce7wmZU77YBv+e/nN5JkjRjRNegFwbO6dVWktQ0Pibgc3hfoAg2iT7iGM+iscEm85O8Lj60bBKvI5uV70333jclMfAc1m3nHqOHLu4TsBdf8l2wNNCiud4XCRLjnOW+X+scrH735ACLwobj/b0F+3l5h+t/GdIp6mNUBXsSvcJ1LqEWFi0N4IO85qQoFhYtnSyOtI8WAVi96Pm/lS0qGlc1PfstEzy1V/sORzCJ7qy+gNMK6CMNrqhzqd+sSXRJcufm2l8zid44OBJLO9ELvCbRc3IkhQjRnZ59DpccDvh4MEUuz0WaSC8CMokOAAAAoE5zOAwt/uupKnGZFargiMbpXVvpox/2avqIrhV+Du+6mc6tKzYRmt40XvExDhWWuHXNaUcH3ObKU7M0rEdrdQwyES1J/Tu20AtXnuizqKq307u21vvf75YUuKpFki4+ob3iYxzqnxV4QtwwDHVu3UQ/7snTnecdEzCs9w3RKxa2hesa954AD/QJAP+LABV5LXlfWPGfdLec1qWV5o3trf4dmwecuq8J9iR6BetcZIXogRYWjaDOJdKgwXqcOpdKSC5d3+HQb2WBehVNordMLA3RQ9W5uKq/zsX6pEKkk+j2JxwI0eslIz5ecjoll8sOTyXZ70to2Ax7Ej1AJ3qQEN2qY7Eu6kXKev+KtM7F4aiFTnQAAAAAiEZ8jFPVnJ9Lku654Fht3psXtFIkUu9POVV7Dx7W0a0qNhGaEOvUa1efLEnKbFG+71zyLPoZKkC3nHRU8O/ljO6t7a9LrGDVj9NhaEyI+hpJeuLSftqTezjoz817arui0/kTB2Qpe3++vsk+oFM6BVoYtuxCwW3nlu/Y958cD1SRE4kzurfWsvV7gi6E63AYGtXniAo9d1WpqjqXgJPodp1L8E+ERDqJTp1LFYhP8fxv4cGySfQqCtFbJHr+ew5V51KjC4tGWufiZsHa+swwDDmSkuQ+eNAO0Y3Y2Ep9Cg31h1XnYh6OPES33n+sUDxSRW7PheZIQ3Trgi+T6AAAAAAavRZN4tUiSDd4NLq3TVF3pVTqOY45IrXS5xFOamKsLj6hvV5b+7PO7JlR4efp0DJZHQIsbmo5VFgWpl50fPsKHaNtWqIev7Rf0MfTm8br3xP6KSUhNmCffXO/SfuKfqrh4Uv66Le8Ih2RVr62pq6ofJ1LiBDdrnMJHlDak+juyBYWZWK4EqzAvDDXK0Sv3HuPxZ5Ej6TOpSYWFo20zsWkzqW+s0P00vBU9KE3GnYnen7kIbpVJxXNJLppmrXSiR7R//OYOnVqxE943333VfhkAAAAAACRu2PUMZp9Tg/FxVRfL/WwHhl6+9tfNKxHa2WFCNsr6/SurYM+1iLZfxK9YgFbfIyzTgfoUuXrXIy44JPsEdW5WPUbZujJYSuIqM4p5gYvoRon0RMin0SviRA96joXJtHrLWtxUdeBskl0NA5GQmmIftjTb+4uKJBZ6Am7nWmBhwusCfFI3yP8t430/csO0d3VHKJ/8803ET0ZH88AAAAAgJrjdBhBF/OsKiOOydC7fzlFXTOqJtyriKroRK8vKl3nEnJh0TB96oq8E90KMZgYrgQrMD+cW+UheiSd6NbfYbV2ope+PiKZ/vR+zfG6qr+sxUXtOhf60BsNR5LViZ4vqew1oJgY++KKv4pMoltVLlLkdS41trDoxx9/XOEDAAAAAADqL4fDqJF6mlCS4pyKi3GoqMTzj9/qnIivbXadS7BJ9LB1LqX/zC8ulmmavsNupRN4wQJ4KfKPvFuPMzFcCXYnetWH6FYnem5RropcRQGDJrsT3Vl9IWc0k+jeE6K8ruovexI9h0n0xsbuRC+tc/Gucgk2eG1dxItmEr3I5RWiO2puYdHq+8wfAAAAAABVwDAMO0CXpB5tazfUr07hJtHNcHUu3oGV3zR62b4RdKKHmdazAk/ro/iogIAhesUWNPaXEpdiB9jBptGthfxqYhI9koDMu0KISfT6q2wS/YAkQvTGxEjwLBJu1bmUhejBf2fbC4tGMYlu9aHHGDERX3CrsUn00aNHa+HChUpJSdHo0aNDbvv6669X+GQAAAAAAAinOjvga1u4hUUjrXORPJUuPgGWvW/wOpdoJ9EdIfrVEYZPJ3qu5+sqWljUMAy1TGyp3Yd2a9ehXfp4x8c6ue3J6pDawd6mri0sSp1Lw2CF6O5cz2uaOpfGw/67LyidRP/9d0nBFxWVyt5/ognR7QuAzsjfu2psYdHU1FR77D41teFe8QcAAAAA1G212c1eE8IvLFoaNAarZPEKzc3iYimxbCFV06rLiKDOxe0OM4lOnUvlVWMnuuRZXHT3od26YukVKnYX65QjTtGjQx+1H7frXKpxcdhogivvaXVC9PrLuhDoPuTpxWYSvfGwQnSVlMh9+LBK9u2XJMW0aBl0n2gXH5bKOtEj7UOXvCbRw/xuCyWid8oFCxYE/BoAAAAAgJpw75heeuijTXrw4j61fSrVKmydi1layRKkX9Z/Et2HXecSPESnzqUGxXtNohflld5XdSG6tbioFZZ/tvMzn8drYhLdej3Zr9sQvIN2Ls7UX9Z7mDWNzCR64+Fo0sRzIbe4WK7ff1fJvt8kSTEtmgfdpyKT6FYnerwjPuJ9olnkOJh687mr/fv3a9y4cUpJSVFaWpouv/xy5eXlhdxn8ODBMgzD58+f//znGjpjAAAAAEBVOb/vkVpx/Wnq3LqBT6JbU5xhJtGD1rk4HJKzNLgs9g/RQ+8rRb74GpPoVcAKzF2FUu4uz9cJaVX29NbiopYEZ4JPmG1NflZniG61GkRT52LIoCaoHrND9Hwm0RsbwzAU06yZJKlk/365fvOsx+Bs0SLoPnaI7oq+Ez2aOpca60T39+qrr+rll19Wdna2ivx+sX/99dcVPplQxo0bp127dmnZsmUqLi7WxIkTNWnSJD3//PMh97vyyit122232beTrI8WAAAAAABQx9iBU5hO9FDT5EZMjEyXq9w0u2mG39eaLA8XeloBLLUbleA9dZ77s+d/U4+ssqdvkeAbXB12Hdbvhb+reYJnKrQmJ9EjCa54TTUMhOiNm7N5c5Xs3SvX/v0q2W/VuQQP0e06FzPyOhfrvSuaOpdILxCHfI5od3jwwQc1ceJEtW7dWt98841OOOEEtWjRQj/99JNGjBhR4RMJZcOGDVqyZInmz5+v/v3765RTTtFDDz2kF198Ub/88kvIfZOSkpSRkWH/SUmpmkU6AAAAAACoauEm0cvqXEKE6FZoVeIXxLtKg8wgVTBS9AuLVmefdoPncEpxTbzuMKSUtlX29P6T6JK069Au++uKLM4XrWg60a2gnU831G/+IbpieY9oTGKaey7Sufbvl+s3T51LVU+iW3UucY7oO9FrNER/5JFH9MQTT+ihhx5SXFycbrjhBi1btkxTpkxRTk5OhU8klC+++EJpaWnq16+ffd/QoUPlcDi0evXqkPs+99xzatmypY455hjNmDFD+dZ/xEEUFhYqNzfX5w8AAAAAADXBSPB0vJqHCwNvYFeyBA/CrQ7icr3q1r7O4CFlpIuvWZ3oTA1Xkvc0etM2UhUG2t4T5h1SOkiSduV5heg1sLBoNJPovKYaBibRGzdnaYhesm+/SvZ56lwiWlg0ikl0uxPdGXknur1odiXqXKIO0bOzs3XyySdLkhITE3XwoGcF6UsvvVQvvPBChU8klN27d6tVq1Y+98XExKh58+bavXt30P0uueQSPfvss/r44481Y8YMPfPMM/rjH/8Y8lhz5sxRamqq/addu3ZV8j0AAAAAABCOIyFRUtmifOVEUOdiTX76LywayRR7pJPDVuDB1HAlxXt9Wr4Kq1wkqWNqR/vrLs27SPKbRK+BOpdogiv7NUWIXq9Zn6Yx7YVFCdEbE2sRUdfv3nUuESwsGk0nurvinejWxbqKiDpEz8jI0P7SH0L79u315ZdfSpK2bt0a0WrL3qZPn15u4U//Pz/88EO0p2ibNGmShg0bpp49e2rcuHFatGiR3njjDW3ZsiXoPjNmzFBOTo79Z8eOHRU+PgAAAAAA0XAkeUJ083DgED2aOhf/EF2u0vAgxBR7pJPDdvUGgWfleE+ip1XtEF/f1n1198C79cY5b6htsqcmpi6H6PYkOhdm6jX/yXMm0RsXZzNPYF70888ySz+N4AwxiW4F4db7USSswD2aOpeqmESP+jM7p59+ut5++2316dNHEydO1N/+9je9+uqr+uqrrzR69OionmvatGmaMGFCyG06duyojIwM7d271+f+kpIS7d+/XxkZGREfr3///pKkzZs366ijjgq4TXx8vOLjI/84AAAAAAAAVcWRWDqJnh96Ej10nUtpiO5f52KGr3OJdPE1qjeqSEL1TaIbhqERWZ6161ont5Yk7Tm0x37cWsizJkL0SHqI6dlvGAjRGzdn82aSpKLNmyVJRny8HMlJQbe3FrO23o8iYXeiR7GwaFV0okf9zvTEE0/Y3WjXXHONWrRooc8//1znnHOOrrrqqqieKz09Xenp6WG3O+mkk3TgwAGtXbtWffv2lSR99NFHcrvddjAeiXXr1kmS2rRpE9V5AgAAAABQE4wqqHOxJ9GL/epc3OGn2COdRKfOpYpknixt+cjzddPqyyqaxnkm3g8VH7Lvq4lJ9Eg79qWyEI0LM/WbEecXosdwUaQxiSldRLRw02b7thFiMeuKTKIXuSsQojsiX58hmKjrXH7++Wc5va5aX3TRRXrwwQc1efLkkP3kldGtWzcNHz5cV155pf7zn/9o1apVmjx5si666CK1bev5SNLOnTvVtWtX/ec//5EkbdmyRbfffrvWrl2rbdu26e2339Zll12mgQMH6thjj62W8wQAAAAAoDKsOhd3Zepcwi0sGmKKPdKPvDOJXkUGXCsd0c/zdbsTqu0wTWKbSJIOFh+077MqEaLpFY5WNJPo1oUZJtHrNybRGzerzsUSE2Z42u5EjyZEr8AkejTvRcFE/c6UlZWlXbt2lVvoc//+/crKypLLVfGTCeW5557T5MmTNWTIEDkcDp1//vl68MEH7ceLi4u1ceNG5Zf27cTFxWn58uWaN2+eDh06pHbt2un888/XzTffXC3nBwAAAABAZVl1Lmal6lyshUV9QwnTWlAtxBS7FYqH+2g91RtVxBkrTVws5eyQWgSuna0KVoh+qKj8JHp1/h1arydT4dfQsy7M8Jqq38qH6Px9NiYxLVv43I49om3I7a0QvUJ1LlF0otdKnYtpmgHH8PPy8pSQkFDhEwmnefPmev7554M+3qFDB5+FTdu1a6eVK1dW2/kAAAAAAFDVqrLORf4Li1p1LhGE6GHrXKjeqDoxcdUaoEtSk7gAk+g1UOdi5UcRTaLzmmoQmERv3GIzMjy/Y0p/V8VkhK6psi6aVXedi/0pqwiqpYKJOESfOnWqJM8b4C233KKkpLJSeJfLpdWrV6t3794VPhEAAAAAABq7sjqXwwEft4fHQoXoYetcgu8b8cKipY/TiV4/WJPoeUV59n01OYkeUSc6PfsNAiF642bExSn2iCNUvGOHJCk2zLqUlZpEr6sLi37zzTeSPL+wv//+e8XFlZ1oXFycevXqpeuuu67CJwIAAAAAQGPnKP2Et1laVVqOFYSHWKhNsVadi//CouGn2COdRLcejzGoaqgPrEn0/JJ8udwuOR1OFZYUSpISnYnVdtxoeojtOhdeU/WaEecXbLKwaKMT1759WYjeNrIQvUKd6FHUuUS63kcoEb+SP/74Y0nSxIkT9cADDyglJaXCBwUAAAAAAOUZVid6cbHMkhJ7qtxmBeEhQnRr8tMs9q9zsfYNMYkeYehpV28wNVwvWJPoknSo5JBS4lJUUOKpDEqMqb4Q3Xp9RBJcWa8pOtHrNybREZeZqUOrVkkKP4lu17m4qndh0aqYRA/+mzOIBQsWEKADAAAAAFANHF7VqYEqXSKrc7FC9CB1Ls7KT6LbdS70V9cLcc44e2rTWlz0sMvz+kqIqb717aKZ/uQ11TCUC9FjCNEbG+/p85hI61zMKOpcKtOJXolJ9KhDdAAAAAAAUD2MuDh7ytwdqNIlgmlyuxO9xDdEjySAj3QS3areIPCsP/wXF7Um0as1RFfkwZUVojGJXr8xiQ7D62KwMy0t5LZ2nUtFJtGjqHOxPhVTo5PoAAAAAACgehiGIYdV6RJocVF7cdBI6lz8QgmXyzpI0H2jnkSnzqXe8F9ctCbqXCJdqFaiIqihIERHyogRcjZrpiZDh4Rev0NedS4V6USvQJ2LVPFpdC7vAQAAAABQhxhJSVJ+vtwFBT73m6YpRVTnUhoWlATuRDecwUNKe1rPHWEnOpPo9UZybLIkKa/YE6IfLvFcpKnWTvQIL8pIXguLMoler5UP0fn7bGximjXT0StXRHQBxa5zcddMnYvkea9xhKg1C/ocUe8BAAAAAACqjSPBU69h+oXodoAuhQzR5Sytc3H5Bpd2nUuIKphIF1+zHifwrD+axjWV5JlEL3GX2JOfCc7q70SPZBLdfk0ZvKbqMybRIUmOuLiwU+hS5SbRrQA+Et4XfCta6UKIDgAAAABAHWLVufhPott96FLIcMJeONR/mry0ziVUFUyki6/RiV7/eE+iW1PokpQYW/2T6Kb3BaAg+HRDw0CIjmjEOqOfRP+t4DdJUrOEZhHv4z2JXtE6F0J0AAAAAADqECNIiG66vELxmBDBVGldS9BJ9KpYWJRO9HrHnkQvztNhlydEN2REtThftKyLPdF0ovPphvrNiPN9PVkLHQOB2AuLRjiJbpqmdubtlCS1a9ou4uN4/66q6CQ6r2QAAAAAAOqQYJPoZnHZpJ7dex6A4bBC9MCd6AoRfPsvvuYIUv1C9Ub9Y0+iF+XZi4omxCREVLlQUVF1onNhpkEoN3lOiI4QoqlzWbptqRatX6SCkgIZMtQ2uW3Ex6mKSXReyQAAAAAA1CFWiF6uE90rFA+1OKisgN1vEt1eWDSCOhfJE2oGDdHdBJ71TZPYJpI8k+hWiF6di4pK0XWi25PoXJip1/xDdGeTJrV0JqgPIl1YdOm2pZq2cpp9u3Vya7sKJhJ0ogMAAAAA0MAYiZ6FHt35oepcggeNwSbRTXsSPfzColLoab0S0/PcwUJ21D3WJPqh4kN2J3p1h+gVmUSnzqV+8w/RHU1TaulMUB9EOom+6pdVPrePbHJkVMdxGA4Z8lxAphMdAAAAAIAGwJGYJElyHz7sc79d5+J0hl5YNMwkeiSd6J7dg0/rWY8xNVx/WIF5QUlBjU+iRxJa2QuL8umG+s1/Ej2laS2dCOqDSCfR9xXs87mdGp8a9bGsi3qhfreFQogOAAAAAEAd4kjwTKKbhwPXuYRdqM+eRPcLCuw6l+BRgPcUcKiPvNNfXf8kxXouzuSX5NuT6AnOhGo9ZoVCdIPXVH1mGIbkdZHPkcIkOoKLdGFR/xC90FUY9bGiqZcKuH+F9gIAAAAAANXCiPUE2d4LiUqSWVIaoofqQ5ckZ+k/9b1CdLvKRYp4Ej1Y8GmaZlmITuBZb9iT6MUFKnCVLSxanaIJraxtrFAN9Zhp2l/SiY5QrAu3btMdckL8t8O/SZKGth+qGEeMJveZHPWxrIu+hOgAAAAAADQEztIQvcQ/RC/9h39s6JDRsPb3CiS8n8u/s9jn0BEsvuYdrtNfXX8kxXgm0QtKClRQXDN1LpF27Etei9VyYaZBCfV+A3hfNLPW2vBnmqY9iX7d8dfp6z9+rR4tekR9rGg+GRNw/wrtBQAAAAAAqoVV11I+RPd83D3cJLoRaBK9qOyj8qFCLcMwwi6+5h2uE3jWH1adS0FJgQ67SutcamgSXQo//WnVOVARBDQe3hdii12BK10OFh+03x9aJLQIuSZIKNS5AAAAAADQgJSF6H6BQmkoHr7OpXR/r4VFzeKisucPMxkabvE17wXgCDzrD2vqPL+4rBO9JifRTa+Kj0CsYItPNwCNh/ckerBedGsKPTk2uVIX/qz3I7ebSXQAAAAAAOo9qxNdJb4hdlmdS+iQsWwSvSzsNotLwwmHI2wIH+4j795TfDEGgWd94VPnUlIzdS7RTKJbF214TTUgIdZfACTPhVjrfcL7Aq03K0Rvmdiycscy6EQHAAAAAKDhCFvnEiZkLA3JvSfRVRqiR9JPHG7xNe8JdSbR6w97Er0k3w7RE5w1V+cSrofY6kPmNdVwOBKq9/WFhsG6cBZ0Ev2wJ0RvkdCiUsexJ9HpRAcAAAAAoP4zYjxBt3+Ibte5xISZRHdYIXr5SfRIQvRwk+jei795h6So26xOdJfp0sGig5KqvxM9koVqLdYUKnUuDYeRWL2fdEDDEOv0/F4KFqL/VvCbJKlFYuVCdIeDhUUBAAAAAGgwgnWiW6G6EROuE92qc/HuRI9iEr00+PQOy71Ru1E/eVe3WJOdNVnnEq6H2ArZWay24XDEx9f2KaAesC6cBatz+f3w75Kk5gnNK3WccL/bwiFEBwAAAACgDinrRPevcymd5A1T52LVvZhetSsVCdGDhZ522EntRr0S44hRnCNOkrT/8H5J1T+J7hOiK0ydC5PoDQ6T6IiEdUE2WIhufXImJS6lUscJ9ymrsPtX6ugAAAAAAKBK2ZPoxf51LiU+jwdlTaKXVCxEt4KGoJ3oTAzXW4mxnlBz58GdkqTU+NRqPZ5hGDJkSAofXPEJh4aHTnREwrogG2xCvKpCdHthUTcLiwIAAAAAUP8FXVi0NER3hg6vq2wSPUjoaQUQTKLXP0kxnl50q84lIymj2o8ZaXDFwqINT8KxPWv7FFAPxDo8v5fCTaI3jWtaqeNUdhKdy3sAAAAAANQhwRYWtetcYsPVuYSaRA8fA4RbfM2aRGdiuP7x70DPSK7+EN1hOCQzfHBFnUvD0eGVl5X77ntq+ZfJtX0qqAfCdaLnFuVKqroQPdwix8HwzgQAAAAAQB1iLRxafmHR0iA8TCe67En08guLKopJ9GBBgxV0MDFc/1iT6JZWSa2q/ZhOh1Nyhw+u7E84UBNU7yX27KnEnkyhIzLhOtGrKkS3wno60QEAAAAAaADszvNyneiekDF8nYs1iV62v10FE0UnerhJdMLO+sfqRJekFgktFOeMq/ZjWp3opmmG3M7+hAOT6ECjEm4SvaoXFq3oJDohOgAAAAAAdUnQTvTI6lxUGrL7TKIXRd+JHnRhUSaG6y3vSfTWya1r5JjhXk8W6lyAxinSEL2yk+jh1vsIhxAdAAAAAIA6xO5Ed/mGjpHWudiT6q7KLSwabCFIexKdOpd6x7sTvXVSzYTo4Tr2LfbColycARqVUCF6ibtE+SX5kqqwEz3MIsdB96/U0QEAAAAAQJUy7El03050u84lJsykbmloaVYwRLdCz7Cd6ISd9U5SbNkkek0sKipFPoluBVtMogONi/XffLFZXO6xvKI8++smcU0qdZxI34uCqTch+p133qmTTz5ZSUlJSktLi2gf0zQ1c+ZMtWnTRomJiRo6dKg2bdpUvScKAAAAAEAlGLGBO9HN0tvWwqNB97dCeHegED18B3a4j7zTXV1/NY0tm+TMTMmskWOG69i32HUuBq8roDEJNYluVbkkxSQp1hH+InAokb4XBd2/UkevQUVFRRozZoyuvvrqiPe5++679eCDD+qxxx7T6tWrlZycrGHDhunw4cPVeKYAAAAAAFScEawT3ZosD1PnYk2iq6SCk+hhFl+ju7r+GtNljEZ2HKnr+l2nCzpfUCPHdCiy4IqaIKBxsn6XBKpZyS3OlVT5Khep8pPo9eY33uzZsyVJCxcujGh70zQ1b9483XzzzTr33HMlSYsWLVLr1q315ptv6qKLLqquUwUAAAAAoOKCLixaGoSHqXOxOtMDT6JH3okedhKdieF6JzMlU3edeleNHjPiTnRqgoBGyfpdEmoSvSpC9EYziR6trVu3avfu3Ro6dKh9X2pqqvr3768vvvgi6H6FhYXKzc31+QMAAAAAQE2xFxb1C9HLOtHD1Lk4q3cSvdjteS4mhhGJSKc/+YQD0DiFqnPJLfTksilxKZU+jvU7q8F3okdr9+7dkqTWrX1Xm27durX9WCBz5sxRamqq/addu3bVep4AAAAAAHizOtHLT6KX/sM/3MKi9iR62bSdWVxU+tyVn0Qn7EQ0Ip3+pGsfaJzsEN2s3kn0cL/bwqnVEH369OkyDCPknx9++KFGz2nGjBnKycmx/+zYsaNGjw8AAAAAaNzsupbS6XGLXecSphPdnkR3Vc8kutVbS9iJSEQ6iW69rqhzARqXSBYWrco6l3rZiT5t2jRNmDAh5DYdO3as0HNnZGRIkvbs2aM2bdrY9+/Zs0e9e/cOul98fLzi4+MrdEwAAAAAACrLcHpCxOB1LhFOolcwRLc/8h5gkTepbFqQTnREwjAMSRF0opt8wgFojKzfJVZVmLfcoqpfWNTtrtgkeq2+M6Wnpys9Pb1anjsrK0sZGRn68MMP7dA8NzdXq1ev1tVXX10txwQAAAAAoNKCdKKbxZ7bEXeiVzREp84FVSjSCgV7YVG69oFGpaYn0QPVxkS0f6XPoIZkZ2dr3bp1ys7Olsvl0rp167Ru3Trl5eXZ23Tt2lVvvPGGJM+VzmuvvVZ33HGH3n77bX3//fe67LLL1LZtW40aNaqWvgsAAAAAAEKzOtHldvv2mluheJg6F5WGkBWdRA/3kXdCdEQj0goFuxOdTzgAjUrIEL3YE6JXycKilexErzfvTDNnztTTTz9t3+7Tp48k6eOPP9bgwYMlSRs3blROTo69zQ033KBDhw5p0qRJOnDggE455RQtWbJECQkJNXruAAAAAABEyqeupaREiovzfO0qKf94wP1LJ3mreRKd7mpEItpJdC7OAI1LrMPzeynQhTZrEr0qQnSHI7JFjoOpN+9MCxcu1MKFC0NuY5qmz23DMHTbbbfptttuq8YzAwAAAACg6niH5GZJiYzSED3SOheVBgXeU+xiEh21xHo9hQuuWFgUaJxqqs4l0kWOg6k3dS4AAAAAADQG/iG6/bU1WR52Er2SC4uWBg3+g2oWu3aDEB0RiCREN03T7immEx1oXGo6RK/oJDohOgAAAAAAdYlX0O0TopeUBuFhOtENR4iFRePCh+iGYXh2ZxIdVSCSTnTvx6xqBwCNg/W7pNhdXO6x3MJcSVW7sKj1qZeo96/0GQAAAAAAgCpjGIbkLJ0GL/aazCvx/MM/bJ1LwEn00iqYKuxEZwFIRCKS6U/vEJ06F6Bxsf6bD7WwKJPoAAAAAACgHLvSpaRsMi/iOpdQk+gRhOjWJHrQEJ3aDUQhkkl07/CM1xXQuASrcyl2FaugpEBSFS0sGsF7Ucj9K30GAAAAAACgStm95j51LqXT5GHqXKwpdpmmvbioHaKHCeCl8B3W1LkgGvb0pzv49Kd3eMbrCmhcrAon6wKtxZpCl6QmsU0qfRzrAh0hOgAAAAAADUSgEF1WiB5uEt3pNclbOo1uheiqgoVFCdERDfuTDYqszoWaIKBxCTaJbi0q2iS2SZV8QoVJdAAAAAAAGppQk+jhOtG9QvRyk+iR1Lko9MKi1v2EnYhEJD3EVnjmNJx26A6gcbB+lwQL0auiD12K7FMxoRCiAwAAAABQx9iT6F4Li9qd6GHqXHwm0UuD92hCdGvizxST6Kg8e/rTHXz603qMRUWBxsf6XeL/HpFblCup6kJ0JtEBAAAAAGhg7MoWl/ckeoS95lU1iR4k9CRERzQimkRnsVqg0bJ+lxSbxT73V9skeoj3olAI0QEAAAAAqGMCd6K7Sh8LHTR6T6KbFZlEt4KGIB3W3tUbQDiRTH9yYQZovIJ1olf1JDoLiwIAAAAA0NDEhqhzCTeJ7vD6p365SfS4sIe2F4IMMq1nTQ0TeCISVogebKFaqexTD/TsA41PuIVFU+JSquQ41nsRk+gAAAAAADQQRoxnYjzgwqLhOtENw650MUun16OZRA8XNNiBJyE6IhDJJLr1GHUuQOMTLkSvK3Uu/MYDAAAAAKCOKatz8eqItUL0MHUukmQ4HJ7JdXf0IboVNASbHLarN5gaRgQi6kSnzgVotKzfJdb7wIZ9G9Q8oXm1TaL7h/WR4t0JAAAAAIA6xl48NNAkerg6F8kziV5cLNPllulyyZ2XJ0lyJCeHP3ZpnUuwyWECT0TD4YigE92kZx9orLwn0bfnbtfF712spJgkpcR7wnMm0QEAAAAAQECBFha1O9HD1LlInsVFTUlylch14ICnG90wFNOiedh9w06i04mOKEQSXFERBDRe3iH6yh0r5TJdOlh8UAeLq7bOJZJqqZD7V8lZAAAAAACAqhNgYVG7ziU2wkl0SabLrZLffvPc1axZRFPskU6i01+NSBgKvVCtREUQ0JhZIbrLdOmLXV+Ue7yqQnTrOCwsCgAAAABAAxF6YdEIOtGtbVwlKvnVE6LHtGwZ0bHDTQ5T54JoWBdbQoboJhdmgMbK+l2SX5KvtXvWlnu8qjvRKzqJzm88AAAAAADqGCsE915YNJo6F3sS3e1WyW+/Soo8RA83OWwFEEwNIxKRBFdWnQud6EDjY4Xoe/P3SvJMnheWFKrIXWTfrgqV7URnEh0AAAAAgDrGrmwJNIkeQZ1LWQhfIte+fZKkmPTIQnQr9GQSHVUhkuDKek3FOmJr5JwA1B3+F2Q7pnZUq6RW9m060QEAAAAAQGD2wqJe/9iPos5FztJ/7rvddp2LkzoX1IKIJtFLH6POBWh8/C+eZaZkKjU+1b7NJDoAAAAAAAjIERcnSTKLPB9ndxcVyX3okOexlPD9sIZV+eJy2QuLxrRMj+jY1sKibgUJ0a3+aqo3EAErRDdNM+g2vKaAxsv/gmyHlA5KiEmwbzeJbVIlx7Ev6LmZRAcAAAAAoEEwEhIlSe7DBZKkkt27S+9PkDMtLfz+jtLg0idEj24SPVjoySQ6ohHJJDqvKaDxKheip3ZQgrMsRLfeQyqLOhcAAAAAABoYR4InQDAPH5YkFe/yhOixGRn2pHhIVie6yyXXPitEbxHRsa3nDxY00F+NaERSoWAvLEqdC9Do+H8CJTMl02cSvaqPQ50LAAAAAAANhJFUOomeb02i75IkxWRkRLa/1Zvucqlo5y+efVu3jmjfcEGDHXhSvYEIRNOJ7r/AIICGz3sS3ZCh9k3bKzk2ucqPY12kYxIdAAAAAIAGwuFX5+I9iR6R0hC9ePcemfn5ksOhuCOPjOzYpaEnC4uiKkQy/clrCmi8vP+7t6bQr+51tZrGNtWfjvlTlR2nspPovDsBAAAAAFDHOBJL61wKSutc9nhC9Jg20U2iF/30kyQptm1bGaWLlYbdV6ULiwYL0U0CT0TOXqg2ghCdTzcAjY93NVi35t0kSUc2PVKfXvRplVY80YkOAAAAAEADYyS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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(15, 12), sharex=True)\n", "\n", "t = np.linspace(0, Duration / 700, Duration)\n", "IdSt, Duration = 36000, 1500\n", "IdEd = IdSt + Duration\n", "lim_ampl = 2\n", "\n", "ax1.plot(\n", " sparse_coding_result.tail_angle[IdSt : IdSt + Duration, 6],\n", " color=\"k\",\n", " label=\"tail angle\",\n", ")\n", "ax1.plot(\n", " sparse_coding_result.tail_angle_hat[IdSt : IdSt + Duration, 6],\n", " color=\"tab:gray\",\n", " label=\"reconstructed tail angle\",\n", ")\n", "ax1.set_ylim(-lim_ampl, lim_ampl)\n", "ax1.get_xaxis().set_ticks([])\n", "ax1.set_title(\"Original vs Reconstructed Tail Angle\")\n", "ax1.set_ylabel(\"tail angle (rad)\")\n", "ax1.legend()\n", "\n", "ax2.plot(\n", " sparse_coding_result.decomposition[IdSt : IdSt + Duration, :],\n", " label=[f\"{name} atom contribution\" for name in atom_names],\n", ")\n", "ax2.set_ylim(-lim_ampl, lim_ampl)\n", "ax2.get_xaxis().set_ticks([])\n", "ax2.set_title(\"Decomposition\")\n", "ax2.set_ylabel(\"tail angle (rad)\")\n", "ax2.legend()\n", "\n", "ax3.plot(\n", " sparse_coding_result.regressor[IdSt : IdSt + Duration, :],\n", " label=[f\"{name} regressor\" for name in atom_names],\n", ")\n", "ax3.set_ylim(0, 2)\n", "ax3.set_xlim(0, Duration)\n", "ax3.set_title(\"Temporal Regressors\")\n", "ax3.set_xlabel(\"Time Steps\")\n", "ax3.set_ylabel(\"vigor (A.U.)\")\n", "ax3.legend()\n", "\n", "plt.tight_layout()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "megabouts_dev", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 2 }