From 21f43f09a254c4cc5b9f710d07c90228ffca4a29 Mon Sep 17 00:00:00 2001 From: PythonFZ Date: Mon, 12 Feb 2024 16:32:49 +0100 Subject: [PATCH] update eval notebook --- eval.ipynb | 156 ++++++++++++++++++++++++++--------------------------- 1 file changed, 77 insertions(+), 79 deletions(-) diff --git a/eval.ipynb b/eval.ipynb index a4efa41..b5eebba 100644 --- a/eval.ipynb +++ b/eval.ipynb @@ -15,30 +15,24 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 19, "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2023-08-22 17:10:04,587 (DEBUG): Welcome to IPS - the Interatomic Potential Suite!\n" - ] - } - ], + "outputs": [], "source": [ + "# AL0..5, bootstrap, AL2_0..5, final\n", "volume_scans = [zntrack.from_rev(\"evaluation_BoxScale\")]\n", "volume_scans.extend([zntrack.from_rev(f\"evaluation_BoxScale_{x}\") for x in range(1, 13)])\n", - "volume_scans.extend([zntrack.from_rev(f\"final_BoxScale\")])\n", + "# volume_scans.extend([zntrack.from_rev(f\"final_BoxScale\")])\n", "\n", - "dft = zntrack.from_rev(\"volume_scan_CP2KSinglePoint_1\")" + "dft = zntrack.from_rev(\"volume_scan_CP2KSinglePoint\")\n", + "dft_vs = zntrack.from_rev(\"volume_scan_BoxScale\")" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 20, "metadata": { "tags": [] }, @@ -50,29 +44,12 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "x_vals = np.linspace(volume_scans[0].start, volume_scans[0].stop, volume_scans[0].num)" - ] - }, - { - "cell_type": "code", - "execution_count": 57, + "execution_count": 22, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_3627362/2183099374.py:18: MatplotlibDeprecationWarning: Unable to determine Axes to steal space for Colorbar. Using gca(), but will raise in the future. Either provide the *cax* argument to use as the Axes for the Colorbar, provide the *ax* argument to steal space from it, or add *mappable* to an Axes.\n", - " cbar = fig.colorbar(sm)\n" - ] - }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -89,17 +66,18 @@ "for idx, vs in enumerate(volume_scans):\n", " energies = np.array([x.get_potential_energy() for x in vs.atoms])\n", " energies -= min(energies)\n", + " x_vals = np.linspace(vs.start, vs.stop, vs.num)\n", " if idx == 5:\n", - " ax.plot(x_vals, energies, color=colors[idx], label=f\"LotF It. 6\", ls=\"dotted\")\n", + " ax.plot(x_vals, energies, color=colors[idx], label=f\"LotF It. {idx}\", ls=\"dotted\")\n", " elif idx == len(volume_scans) - 1:\n", - " ax.plot(x_vals, energies, color=\"black\", ls=\"dashdot\", label=f\"LotF It. {len(volume_scans)}\")\n", + " ax.plot(x_vals, energies, color=colors[idx], ls=\"dashdot\", label=f\"LotF It. {idx}\")\n", " else:\n", " ax.plot(x_vals, energies, color=colors[idx])\n", "\n", - "\n", + "x_vals = np.linspace(dft_vs.start, dft_vs.stop, dft_vs.num)\n", "ax.plot(x_vals, dft_energies, label=\"DFT\", color=\"grey\", ls=\"--\")\n", "sm = plt.cm.ScalarMappable(cmap=plt.cm.Reds, norm=plt.Normalize(vmin=0, vmax=len(volume_scans)))\n", - "cbar = fig.colorbar(sm)\n", + "cbar = plt.colorbar(sm, ax=ax)\n", "cbar.set_label(\"Learning on the fly iteration\")\n", "\n", "# inset axes....\n", @@ -107,48 +85,34 @@ "for idx, vs in enumerate(volume_scans):\n", " energies = np.array([x.get_potential_energy() for x in vs.atoms])\n", " energies -= min(energies)\n", - "\n", + " x_vals = np.linspace(vs.start, vs.stop, vs.num)\n", " if idx == 5:\n", - " axins.plot(x_vals, energies, color=colors[idx], label=f\"LotF It. 6\", ls=\"dotted\")\n", + " axins.plot(x_vals, energies, color=colors[idx], label=f\"LotF It. {idx}\", ls=\"dotted\")\n", " elif idx == len(volume_scans) - 1:\n", - " axins.plot(x_vals, energies, color=\"black\", ls=\"dashdot\", label=f\"LotF It. {len(volume_scans)}\")\n", + " axins.plot(x_vals, energies, color=colors[idx], ls=\"dashdot\", label=f\"LotF It. {idx}\")\n", " else:\n", " axins.plot(x_vals, energies, color=colors[idx])\n", "\n", + "x_vals = np.linspace(dft_vs.start, dft_vs.stop, dft_vs.num)\n", "axins.plot(x_vals, dft_energies, label=\"DFT\", color=\"grey\", ls=\"--\")\n", "axins.set_xlim(0.95, 1.1)\n", "axins.set_ylim(-0.25, 5.0)\n", - "axins.set_xticklabels([])\n", + "axins.set_xticks([1.0, 1.05])\n", + "# axins.set_yticks([])\n", + "# axins.set_yticks([0, 2.5])\n", + "# axins.set_xticklabels([])\n", "axins.set_yticklabels([])\n", "ax.indicate_inset_zoom(axins, edgecolor=\"black\")\n", "ax.legend()\n", "ax.set_ylabel(r\"Shifted energy $\\epsilon $ / a.u.\")\n", "ax.set_xlabel(r\"Scale factor $\\lambda $\")\n", - "fig.savefig(\"energy_vs_scale_factor.png\", bbox_inches =\"tight\", dpi=600)\n" + "fig.savefig(\"energy_vs_scale_factor.pdf\", bbox_inches =\"tight\", dpi=600)\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [ - { - "ename": "SyntaxError", - "evalue": "'break' outside loop (668683560.py, line 1)", - "output_type": "error", - "traceback": [ - "\u001b[0;36m Cell \u001b[0;32mIn[5], line 1\u001b[0;36m\u001b[0m\n\u001b[0;31m break\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m 'break' outside loop\n" - ] - } - ], - "source": [ - "break" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, "outputs": [], "source": [ "metrics = [zntrack.from_rev(\"evaluation_PredictionMetrics\")]\n", @@ -158,26 +122,22 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'rmse': 3.759059506919692,\n", - " 'mae': 3.0699757547662427,\n", - " 'max': 8.27644844273891,\n", - " 'lp4': 0.14227217737211853,\n", - " 'rrmse': 0.8728808951196162}" + "13" ] }, - "execution_count": 91, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "metrics[0].energy" + "len(volume_scans)" ] }, { @@ -189,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -198,12 +158,32 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "13" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(n_train_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAn0AAAGwCAYAAADc7dM6AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAADYrklEQVR4nOzdd3gU1dfA8e+mJ5AC6YEAoQiEDlJCEVQElK4iIkhHQVAU9KcgEJoCKoqKL1gCUZGm0kREKVICgUgnBpAS0khCTSdtd94/hiwsSSBlN/V8nmee7M7cmbm7JOzZW87VKIqiIIQQQgghKjSz0q6AEEIIIYQwPQn6hBBCCCEqAQn6hBBCCCEqAQn6hBBCCCEqAQn6hBBCCCEqAQn6hBBCCCEqAQn6hBBCCCEqAYvSrkBZkJ2dzfHjx3F3d8fMTOJgIYQQojzQ6XTEx8fTqlUrLCwkpHkYeYeA48eP065du9KuhhBCCCGKICQkhLZt25Z2Nco8CfoAd3d3QP2l8fT0LOXaCCGEEKIgYmNjadeunf5zXDyYBH2g79L19PSkZs2apVwbIYQQQhSGDM0qGAn6TEirUwgJv8nV5HTc7G1o51MdczNNaVdLCCGEEJWQBH0msj00ljm/hRGbmK7f5+log39fX3o1lS5kIYQQQpQsaQ81ge2hsUxYdcwg4AOIS0xnwqpjbA+NLaWaCSGEEKKykpY+I9PqFOb8FoaSxzEF0ABzfgvjKV8P6eoVQohKRKfTkZmZWdrVKHcsLS0xNzcv7WpUCBL0GVlI+M1cLXz3UoDYxHRCwm/iV8+55ComhBCi1GRmZhIeHo5OpyvtqpRLTk5OeHh4oNFIY0lxlLmgb9myZSxbtozLly8D0KRJE2bNmsXTTz+d7zk///wzM2fO5PLlyzRo0IBFixbxzDPPlFCNDV1Nzj/gK0o5IYQQ5ZuiKMTGxmJubo63t7fMNC0ERVFIS0vj6tWrAJJWrZjKXNBXs2ZNFi5cSIMGDVAUhe+//57+/ftz/PhxmjRpkqv8wYMHGTJkCAsWLKBPnz6sXr2aAQMGcOzYMZo2bVri9XeztzFqOSGEEOVbdnY2aWlpeHl5YWdnV9rVKXdsbW0BuHr1Km5ubtLVWwxl7utG3759eeaZZ2jQoAGPPPIIH3zwAVWrVuXQoUN5lv/888/p1asX77zzDo0bN2bevHm0bt2apUuXlnDNVe18quPpaEN+DdAa1Fm87Xyql2S1hBBClBKtVguAlZVVKdek/MoJlrOyskq5JuVbmQv67qXValm7di2pqan4+fnlWSY4OJju3bsb7OvZsyfBwcH5XjcjI4OkpCT9lpycbLQ6m5tp8O/rC5Ar8Mt57t/XVyZxCCFEJSPj0YpO3jvjKJNB3+nTp6latSrW1taMHz+ejRs34uvrm2fZuLi4XMuvuLu7ExcXl+/1FyxYgKOjo37L79pF1aupJ8uGtcbD0bAL183BmmXDWkuePiGEEEKUuDIZ9DVs2JATJ05w+PBhJkyYwIgRIwgLCzPa9adNm0ZiYqJ+M+a1c/Rq6knQu0+wZlwH3OytAfhwYDMJ+IQQQghRKspk0GdlZUX9+vVp06YNCxYsoEWLFnz++ed5lvXw8CA+Pt5gX3x8PB4eHvle39raGgcHB/1mb29v1PrnMDfT4FfPmU71XQAIjUkyyX2EEEJUfFqdQvDFG2w+EUPwxRtodXllhBUif2Uy6LufTqcjIyMjz2N+fn7s2rXLYN+OHTvyHQNYGprXdATgVHRC6VZECCFEubQ9NJbOi3Yz5NtDTF57giHfHqLzot0mXeFp5MiRaDQaxo8fn+vYxIkT0Wg0jBw50mB/cHAw5ubm9O7dO9c5ly9fRqPR5LnlN1lTGFeZC/qmTZvGvn37uHz5MqdPn2batGns2bOHoUOHAjB8+HCmTZumLz958mS2b9/O4sWLOXv2LLNnz+bIkSNMmjSptF5CLi28nQA4GZ2Aosg3MyGEEAVXmkt7ent7s3btWm7fvq3fl56ezurVq6lVq1au8gEBAbz++uvs27ePK1eu5HnNnTt3Ehsba7C1adPGZK9B3FXm8vRdvXqV4cOHExsbi6OjI82bN+fPP//kqaeeAiAyMtIgsWXHjh1ZvXo1M2bMYPr06TRo0IBNmzaVSo6+/Ph6OmBhpuF6SiZXEtOp4WRb2lUSQghRShRF4XaWtkBltToF/y3/PnBpz9lbwuhU36VAWSFsLc0LNRO2devWXLx4kQ0bNugbXzZs2ECtWrXw8fExKJuSksK6des4cuQIcXFxBAYGMn369FzXdHZ2fuAQLGE6ZS7oCwgIeODxPXv25No3aNAgBg0aZKIaFZ+NpTkNPez590oSJ6MSJOgTQohK7HaWFt9ZfxrlWgoQl5ROs9l/Fah82Nye2FkV7qN/9OjRrFy5Uh/0rVixglGjRuX6PF6/fj2NGjWiYcOGDBs2jDfffJNp06ZJupUypMx171ZU93bxljfFGjw8ezbMm5f3sXnz1ONCCCHKrGHDhhEUFERERAQREREcOHCAYcOG5SoXEBCg39+rVy8SExPZu3dvrnIdO3akatWqBpsoGWWupa+ialHTkdWH4WRUQmlXpVC2h8Yy57cwg7Ekno42+Pf1LVj6GXNzmDVLfTxz5t398+ap++fONXKNhRCibLO1NCdsbs8ClQ0Jv8nIlf88tFzgqLYFWunJ1rLwS5i5urrSu3dvAgMDURSF3r174+LiYlDm3LlzhISEsHHjRgAsLCwYPHgwAQEBdOvWzaDsunXraNy4caHrIYpPWvpKSE5LX2hMUrmZZm+UwcMzZ6qB3axZMGkSBAcbBnz3BoJCCFEJaDQa7KwsCrR1aeBaoKU9uzRwLdD1itrVOnr0aAIDA/n+++8ZPXp0ruMBAQFkZ2fj5eWFhYUFFhYWLFu2jF9//ZXExESDst7e3tSvX99gK0n79u2jb9++eHl5odFo2LRpk8FxRVGYNWsWnp6e2Nra0r17d86fP//Q63711VfUqVMHGxsb2rdvT0hIiIleQdFJ0FdC6rtWxdbSnJSMbC5dSynt6jyUVqcw57ewfAcPA8z5LaxgAezMmWqQ99VX0LGjBHxCCFFAZWVpz169epGZmUlWVhY9exq2UmZnZ/PDDz+wePFiTpw4od9OnjyJl5cXa9asMWndCis1NZUWLVrw1Vdf5Xn8o48+4osvvmD58uUcPnyYKlWq0LNnT9LT0/MsD2rr5ZQpU/D39+fYsWO0aNGCnj17cvXqVVO9jCKRoK+EWJib0ayGmq/vZHTiQ0qXvpDwm7la+O6lALGJ6YSE3yzYBdu1u/vYwkICPiGEKKD8lvb0cLQpsaU9zc3NOXPmDGFhYZibG3YRb926lVu3bjFmzBiaNm1qsD333HO5JmjeuHGDuLg4g+1BAZWxPf3008yfP5+BAwfmOqYoCkuWLGHGjBn079+f5s2b88MPP3DlypVcLYL3+vTTTxk3bhyjRo3C19eX5cuXY2dnx4oVK0z4SgpPgr4SlJOkuTyM67uaXLA/wIKWM5iwkZ2d/+QOIYQQudy7tOfnL7ZkzbgOBL37RIku7ZmzitX9AgIC6N69O46OjrmOPffccxw5coRTp07p93Xv3h1PT0+D7UEBVUEkJyeTlJSk3/Jb0OFhwsPDiYuLo3v37vp9jo6OtG/fnuDg4DzPyczM5OjRowbnmJmZ0b1793zPKS0ykaME5YzrK+src1xNSmdNSGSByrrZ2zy80Ny5cOTI3ee1a+c9uUMIIUS+cpb2LCmBgYEPPF6QQK1du3YGixKYaoECX19fg+f+/v7MLkJ2iLi4OADc3d0N9ru7u+uP3e/69etotdo8zzl79myh62BKEvSVoBY1nQA4E5tMRrYWa4vCz6IyJa1O4afDEXy8/RzJGdkPLe/hYP3w2WLz5oG/v/rY3By0Wrh2TW35k8BPCCGEEYSFhVGjRg39c2tr61KsTdkl3bslyLu6LdXsLMnU6jgbm1za1THw75VEnl12kFmb/yU5I5sW3k5Mf6YRGnIPHs7h4WjLQ8cOa7Xw2GPq4wEDwMEB0tLUx3PnqseFEEKIYrC3t9d3Pzs4OBQ56MtZKSQ+Pt5gf3x8fL6riLi4uGBubl6oc3LcvFnAcfFGUqygb+vWreh0OmPVpcLTaDQ0v9PaV1a6eFMzspm3NYy+XwZxMioBe2sL5vVvwoYJHXnlsXp5Dh52qWqFhZmGE1EJfLPv0oNvMHs25PxSDxwIbduqjw8fVlv4JDmzEEKIMsLHxwcPDw927dql35eUlMThw4fx8/PL8xwrKyvatGljcI5Op2PXrl35npPDy8uLF198kR07dhjnBTxEsYK+AQMG4O3tzfvvv8+FCxeMVacKrcWdyRwnokpuBm9+K2r8+W8c3T/dS0BQODoF+jT3ZNfUrrzsV0c//T+vwcOHp3dndr8mACzafpbgizfyv/mlSxAaqnbtPv00tG+v7j982KSvWQghhMhLSkqKPq0MqJM3Tpw4QWRkJBqNhjfffJP58+ezZcsWTp8+zfDhw/Hy8mLAgAH6azz55JMsXbpU/3zKlCl8++23fP/995w5c4YJEyaQmprKqFGjHliXb7/9lmvXrtGrVy/q1KnD7NmzuXz5sgletapYY/rCw8NZuXIl33//PQsXLqRz586MHTuW559/HltbWV82LyU9mSOvFTVc7a3xdLDhVIwaeHpXt2Ve/6Z0a+iW5zXyGjw8tH0tjkXeYsOxGF5fc4ytr3fJ1SIIwJYt6s/HHoPq1SXoE0IIUaqOHDnC448/rn8+ZcoUAEaMGEFgYCD/+9//SE1N5ZVXXiEhIYHOnTuzfft2bGzufsZdvHiR69ev658PHjyYa9euMWvWLOLi4mjZsiXbt2/PNbnjfi+//DIvv/wy4eHh+uTX8+fP5/HHH2fs2LEMHDgQKysro712jWKkqTR///03gYGB/Prrr1hYWPDiiy8yZswY2uZ055Vh0dHReHt7ExUVRc2aNU16r2vJGbT9YCcaDZye3ZOq1qabS5OzokZ+/8BmGhjftR6vP9EAW6vCTyq5nall4P8d4GxcMq1rObH2FT+sLO5rPH7iCfj7b/jsM3jzTYiPBw8P0GggIUEd4yeEEBVYeno64eHh+Pj4GAQOouDyew9L8vO7pOzcuZOVK1eyadMmbGxsGDp0KF988YVRrm20iRyPP/4433//PbGxsXz88cecPn2aDh060KJFC2PdokJwtbemhpMtigKnTZik+UErauRwrmLN1B4NixTwAdhamfP1y22wt7HgWGQCH247Y1jg5k3Yt0993K+f+tPdXU3ZoiiGaVyEEEIIQffu3fnpp5/44YcfAPJdOaQojD57197enieffJLHH38cJycnwsLCjH2Lck+fpNmEXbwPW1ED4FpKRsFX1MhHbecqLBncEoDAg5fZfCLm7sE//lBn5zZtCnXr3t0vXbxCCCFELhEREcyePRsfHx8GDx5M69at+emnn4x2faMFfbdv3+aHH36gW7duNGjQgLVr1zJlyhSTDkgsr0piXJ/RV9R4gCcbuzPpcXXB7Pd+Pc25uDvpaHLG8+W08uWQoE8IIYQAICMjg9WrV9O9e3fq1avHypUrGT58OBcuXGDHjh28+OKLRrtXsYO+Q4cO8corr+Dp6cn48eOpWbMmO3fu5MKFC7z//vsGyRKF6u5ybKbr3i3QShmFKPcwbz31CF0auHA7S8v4VUdJSkxRW/oA+vc3LJyzDu/hw2o3rxBCiDJn5MiRaDQaxo8fn+vYxIkT0Wg0jBw50mB/cHAw5ubm9O7dO9c527Ztw8rKimPHjhnsX7x4MS4uLvmueFGRvfbaa3h6ejJ69GicnZ3Ztm0bly9fZs6cOdSpU8fo9ytW0Ofr60unTp04duwYCxYsIDY2llWrVhnMihG5NavhiEYDMQm3uZZctPUBH6adT3U885pNe4cG8HS0efiKGgVkbqbh8xdbUcPJlvDrqaz4IBCSk8HTEx591LBw69ZqCpe4OIiONsr9hRCiwpo9O//1yufNM2m+U29vb9auXcvt27f1+9LT01m9ejW1atXKVT4gIIDXX3+dffv2ceXKFYNjzzzzDMOHD2f48OH6tXHDwsKYMWMGX3311UMTGVdEQUFB+Pv7ExMTw7p16+jRowcazcNWPSi6YgV93bt359ixYxw5coQJEybkudiyyM3expJ6rlUB03Xxmptp8O/rm+exnF8n/76++nx8xlC9ihX/N7Q1VuZmVN+5Xd3Zty+Y3fdrZmcHzZurj6WLVwghHszcXF228v7Ab948db+56Zb0bN26Nd7e3mzYsEG/b8OGDdSqVYtWrVoZlE1JSWHdunVMmDCB3r1757l272effUZKSgr+/v5kZ2czYsQI+vbty+DBg032GsqyU6dOMXnyZJyd1bRomZmZnDt3juzshy+FWhTFCvq++OIL/ezc7Oxsdu7cyddff01ysjqm68qVK6SkpBTqmgsWLKBt27bY29vj5ubGgAEDOHfu3APPCQwMRKPRGGxlfVr83ckcpuvi7d7YHbs8ZuZ6ONqwbFhrejX1NPo9W3g7MbuvL90vqMHcmUe75l1QxvUJISorRYHU1IJvU6bAjBlqgDdzprpv5kz1+YwZ6vGCXqsIQ2pGjx7NypUr9c9XrFiRZ9Lh9evX06hRIxo2bMiwYcNYsWIF92eFs7e3Z8WKFSxevJihQ4cSFRXFsmXLCv8eVjBpaWmMGTMGOzs7mjRpQmRkJACvv/46CxcuNNp9jDKRIyIigmbNmtG/f38mTpzItWvXAFi0aBFvv/12oa61d+9eJk6cyKFDh9ixYwdZWVn06NGD1NTUB57n4OBAbGysfouIiCjy6ykJLUtgMkfI5ZukZWqpZmfJqjHt9CtqBL37hEkCvhxDrG7glXydNEtrRkc5Ept4O3chCfqEEJVVWhpUrVq4bf589dz58/N+XtAtLa3Q1R02bBhBQUFEREQQERHBgQMHGDZsWK5yAQEB+v29evUiMTGRvXv35ir3xBNP8Pzzz7N+/Xq++OILfStXZTZt2jROnjzJnj17DBqtunfvzrp164x2H6NkBp48eTKPPvooJ0+eNPjHGzhwIOPGjSvUtbZv327wPDAwEDc3N44ePcpjjz2W73kajabA4wEyMjL04wkAfctkScpZg/dkVAKKopikD39HmLr485ON3encwNXo18+P5s6s3eON2xGbCa/9dIzVYztwIiqBq8npuNnb0K5tO8wBjh6F7GywMF2SaiGEEEXn6uqq765VFIXevXvj4uJiUObcuXOEhISwceNGACwsLBg8eDABAQF069bNoGxMTAzbt2/Hzs6O/fv388ILL5TUSymzNm3axLp16+jQoYNBPNCkSRMuXrxotPsY5ZN2//79HDx4MNdSIXXq1CEmJiafswomMVHt/qxe/cETDlJSUqhduzY6nY7WrVvz4Ycf0qRJkzzLLliwgDlz5hSrXsXV2NMeS3MNt9KyiL51G+/qdka9vqIoeH/+Ea9naGn68ie5C8ybp+bQM8UA4DtBX6NxQ3G4bsHxyATazN9BWqZWX8TL3oq9Ve2xTElW1+Zt2dL49RBCiLLIzg4KOfQJgIUL1ZY9KyvIzFS7dt97r/D3LoLRo0czadIkIO9kwQEBAWRnZ+Pl5aXfpygK1tbWLF261GDM/7hx42jTpg3vv/8+Tz31FM8//zxdu+YzFKiSuHbtGm5uuZdCTU1NNWqjkFG6d3U6HVqtNtf+6Oho7O3ti3XdN998k06dOtG0adN8yzVs2JAVK1awefNmVq1ahU6no2PHjkTnMzN02rRpJCYm6jejJ5AuwEwrawtzGnuqS5CdiEow7v2BM7HJ3MrQMjXoJ574+evcdTDV4N/ISDh+HMzMcB78LC/71QYwCPgAYpMzOex8J2GzdPEKISoTjQaqVCnc9umnasA3dy5kZKg/589X9xfmOkUMIHr16kVmZiZZWVn07NnT4Fh2djY//PADixcv5sSJE/rt5MmTeHl5sWbNGn3Z7777jqCgIAICAnj88ceZMGECo0ePfugQroru0Ucf5ffff9c/zwn0vvvuO/z8/Ix2H6MEfT169GDJkiX65xqNRj8755lnninydSdOnEhoaChr1659YDk/Pz+GDx9Oy5Yt6dq1Kxs2bMDV1ZWvv/46z/LW1tY4ODjot+IEpnkq4EyrFne6eE0xrm9HWDxfdhrCpoGvYjlnNgwbBrdv363D3LnqQGBj++039WfHjmidXdhwLO+WXgU46dUQAJ0EfUIIkb+8/t+eOVN9ntdnjQmYm5tz5swZwsLCML+vwWDr1q3cunWLMWPG0LRpU4PtueeeIyAgAFDH/0+ZMoVPPvmE2rXVBoFFixah0Wh4r7AtlhXMhx9+yPTp05kwYQLZ2dl8/vnn9OjRg5UrV/LBBx8Y7T5GCfoWL17MgQMH8PX1JT09nZdeeknftbto0aIiXXPSpEls3bqVv//+u9CLKFtaWtKqVSsuXLhQpHsXW15/jHn80ZoySfOOM2qSy8xp76t58n76SR3Ea8qAD2DzZvVn//4PXQruuKca9KUHBZumLkIIURFotXn/v53zWZNHT5sp5DSU3C8gIIDu3bvnmbbtueee48iRI5w8eZIxY8bg5+fHK6+8oj9uZ2dHYGAgy5Yty3PSR2XRuXNnTpw4QXZ2Ns2aNeOvv/7Czc2N4OBg2rRpY7T7aJT751MXUXZ2NuvWrePkyZOkpKTQunVrhg4diq2tbaGuoygKr7/+Ohs3bmTPnj00aNCg0HXRarU0adKEZ555hk8//fSh5aOjo/H29iYqKqrQAeYDzZ0L/v5qnjqdLtcf7fn4ZJ76bB+2luacnt0DC3PjrIoXk3CbTgt3Y6aBEx0UHAb0vXvQ0lIdC2IKiYng6gpZWXDuHJvTqjB57Yl8i7uk3uLI0pdRNBo0CQmQx38mQghR3qWnpxMeHo6Pj0+ZTydWVuX3Hprs87uCMtrauxYWFgwdOpSPPvqI//u//2Ps2LGFDvhA7dJdtWoVq1evxt7enri4OOLi4gyygQ8fPpxp06bpn8+dO5e//vqLS5cucezYMYYNG0ZERARjx441ymsrsr53gi2dTp2det+3tLquValiZc7tLC0XrhVhUG8+dt6ZtdvFzRKH118zPJiVZbqugD//VK/fqBE88shDl3i7XqUa0Q5uaBQFjhwxTZ2EEEIIARgx6DOWZcuWkZiYSLdu3fD09NRv9+apiYyMJDY2Vv/81q1bjBs3jsaNG/PMM8+QlJTEwYMH8fXNe0WKErN1693H2dlqAs17mJtpaFpDbQ4/ZcQu3r/C1K7dabsCICpK3Xlv6hxTjQHJ6drt1w+4uxRcfsOGNcDZ2o3VJzKuTwghhDCpMhf0KYqS53bvos579uwxWN7ls88+IyIigoyMDOLi4vj9999zLQ9T4nLG8Pn7Q4cOORWF+1LF5CRpPmGkyRyJt7M4fOkmXS8dpdHv69Wdo0fDN99AzjI3jRoZP/DLyoJt29THd4K+e5eCuz/wy3les2c39YEEfUIIIYRJlbmgr0K4d9LG7NmwevXd8Wr3pXNpbuQZvHvOXcUuLZlP/vpS3dGhA9yZOcXs2er4wrNn4dVXjTv4d/9+SEhQx/TlBLlAr6aeLBvWGg9Hw67e6lWsWDasNY0GPKXuOHy4SMsDCSGEEKJgihX0Xbp0yVj1qFjun2nl4wPLl6uPNRq4531r4a12756NTSY9q/hB2F//xjNj93e4Jl6H+vVh1667Bxs1gqFD1ccREcZNzHwnITN9+uTK/9erqSdB7z7BmnEdaF3LCYChHWqpS8G1aqWWj4u72xUthBAVkJHmTVZKFfW9q1WrFpMmTeKvv/4iOzvb5PcrVtDXvHlzmjZtyvTp0zks3XN3zZ6de2r9kCEwfLjamrVrF9y6BUANJ1ucq1iRrVMIi00q1m0zsrVot27lhdM7UTQaWLkyd/Z1f381yNq+HQ4cKNb99BTFIFVLXszNNPjVc+b5Nt4AhITfVA/Y2UHz5upj+R0SQlRAOXntMk2VOaESSLuzZrClpWUp18S4fvzxR6ytrZk4cSIuLi4MHjyYn376iYSEBJPcr1jLsF2/fp0dO3awefNm+vfvj0ajoU+fPvTr14+nnnpKpqbfb+lSOHgQLlyAV16B9evRaDS08HZi99mrnIpKoHWtakW+fMixi8ze+rn6ZPJk6Nw5d6F69WDUKPjuOzUw3b27yPfTCw2Fy5fBxga6d39g0Q511eX0jkUmkJ6lxcbSHNq3V1fxCAmBQYOKXx8hhChDLCwssLOz49q1a1haWmJmJiOrCkpRFNLS0rh69SpOTk65EkOXd127dqVr164sXryYf//9ly1btvDll18yZswYOnbsSL9+/ejXrx9169Y1yv2MlqdPURSCg4PZsmULW7ZsITIyku7du9OvXz/69u2Lq6urMW5jEiWa5+eff6BjR3U273ffwZgxLNn5H0t2nmdgqxp8NrhlkS999In+tPl7C9e8auN6Piz/NRYjIqBBA3Xyxe7d8PjjRb4nAB98oK4B2bfv3W7efCiKQvsPd3E1OYM14zrgV88ZAgPVQLRLF9i3r3h1EUKIMigzM5Pw8HB0Ol1pV6VccnJywsPDI9c6tIX9/K5Tpw4RERG59r/22mt5rikcGBjIqFGjDPZZW1uTnp7/wgPGEBcXx2+//caWLVvYtWsXdevWZdGiRfTu3btY1y1WS9+9NBoNHTt2pGPHjixcuJDz58+zZcsWAgMDmTBhAp9++ikTJ0401u3Kr7Zt1SDp3XfhjTegUydaeKutXyeLMZlDt3kLbf7egg4NUZ98heuDFtWuXVttafzqK7W1b//+Iq/HCORK1fIgGo2GDnWd2XLyCocu3VCDvvbt1YNHj6rBsIXRfi2FEKJMsLKyokGDBtLFWwSWlpZGa+H7559/0N4ziTE0NJSnnnqKQQ/oZXJwcODcuXP65/cHnqbg4eHBuHHjGDduHGlpafz5559YW1sX+7om+3Rt0KABU6dOZerUqdy4cYObN2+a6lblz9tvw19/qWP7hgyhxS61devStVQSb2fhaFvIMQs3b6J95VXMgO/9nuWlQb0efs706eqs3gMH1KTKvQpwTl6uXFFbLzUadRJHAfjVuxv0AdCwITg6qit6hIZCy5ZFq4sQQpRhZmZmMuzJRJKTk0lKujsu3traOs8g6f5ex4ULF1KvXj26du2a77U1Gg0eHh7Gq2wh2dnZMXDgQKNcq0QGFjg7OxdpObUKy8wMfvgBnJ3hxAmqz/fHu7q6ekloTBGSNE+ejOXVOC5Wr8nJV6ZgbVGAb0ReXvDandU6Zs4serqU335Tf7ZvDwX8o+hQ1xmA43fG9WFmpraAgkzmEEIIUWi+vr44OjrqtwULFjz0nMzMTFatWsXo0aMf2HqXkpJC7dq18fb2pn///vz777/GrHqJktGkpcXLS51dC/DZZ7x4IwyAE1EJhbvO5s2wahVajRlvP/Mmj7esXfBz330XqlRRl0B7yFi8fOWcV4Cu3Rx1nO1wd7AmU6vjWKQ6i1nfxStBnxBCiEIKCwsjMTFRv927VGt+Nm3aREJCgsHiD/dr2LAhK1asYPPmzaxatQqdTkfHjh2Jjo42Yu1LjgR9palvX5g0CYBR387GJfVW4ZI037ihJlkGvm03kNPejenW0K3g57u5weuvq49nzVLXCC6MlJS7eQDzSdWSl5xxfQCHLt3p9m/XTv0pQZ8QQohCsre3x8HBQb8VZPxbQEAATz/9NF5eXvmW8fPzY/jw4bRs2ZKuXbuyYcMGXF1d+frrr41Z/RIjQV9p++gjaNoUu1s3+OT3JZyKuFXwc994A+LjuVW7Hp91HkqHus6FHw/4zjvqaiGnTsGvvxbu3L/+gowMNQ1M48aFOtVPH/TdGdeX09J35gwkFS9foRBCCPEgERER7Ny5k7FjxxbqPEtLS1q1asWFCxeMWp+VK1fqcxGaUrGCvpCQEINZMPfLyMhg/fr1xblFxWdrC2vXotjY0C38KM/8vZ74pAJMBd+4UV3ezcyMRYPfI8PCih5N3At//+rV4a231Mf+/oVbmi2na7d//0LP/s1p6TuRM67P3V2dVawoanezEEIIYSIrV67Ezc2t0ClQtFotp0+fxtPT06j1ee+99/Dw8GDMmDEcPHjQqNe+V7GCPj8/P27cuKF/7uDgYLA0W0JCAkOGDCnOLSqHJk3QfPopAO/uCeTSX/sfXP76dRg/HoC0t6ayzkz95eveuAhBH6hBX7VqaivbmjUFOyc7G7ZuVR8XYjxfjtrOdng42Kjj+iJkXJ8QQoiSodPpWLlyJSNGjMDivhRhw4cPNxgPOHfuXP766y8uXbrEsWPHGDZsGBEREYVuIXyYmJgYvv/+e65fv063bt1o1KgRixYtIi4uzqj3KVbQd39e57zyPFfU9fKMbvx4Qh/thpUum0feehVSU/MvO2kSXL0KTZqwbeArKAo0q+GIl5Nt0e7t6Kh28wLMmaMmbX6Y4GB1TGH16tCpU6FvqdGoy7JBHl28EvQJIYQwkZ07dxIZGcno0aNzHYuMjCQ2Nlb//NatW4wbN47GjRvzzDPPkJSUxMGDB/H19TVqnSwsLBg4cCCbN28mKiqKcePG8dNPP1GrVi369evH5s2bjZLY2+Rj+koiiWGFoNFwZt6nxFWtjnN0OLz5Zt7lfvkF1q1T188NDGT7BbWV7CnfIrby5Xj9dXB1VZeI++GHh5fPScjcu3eRkynnLMmmn8xxb9AnXxaEEEKYQI8ePVAUhUceeSTXsT179hAYGKh//tlnnxEREUFGRgZxcXH8/vvvtGrVyqT1c3d3p3Pnzvj5+WFmZsbp06cZMWIE9erVY8+ePcW6tkzkKEMaNa3LW33eRodGXaLtl18MC1y7dje33nvvkda8JfvPXweMEPRVraqmcAGYNw8elDVeUQq1Ckd+9Pn6om5xO1MLrVurwWxcHERFFfm6QgghRHkTHx/PJ598QpMmTejWrRtJSUls3bqV8PBwYmJieOGFFxgxYkSx7lHsoC8sLIxTp05x6tQpFEXh7Nmz+uflOYFhaWjoYc/Rei1Z1uF5dce4cRAZebfAxIlq4NesGcycyb7/rpORrcO7ui2NPOyLX4EJE8DTU12bNyAg/3LnzqktglZW0LNnkW9Xq7odno42ZGkVNV+frS00b64elC5eIYQQlUTfvn3x9vYmMDCQcePGERMTw5o1a+jevTsAVapUYerUqUQVs0Gk2EHfk08+ScuWLWnZsiVpaWn06dOHli1b0qpVK31lRcFYWZjh6+nAZ52HctvVHRISYNgwdUbt+vXw889qS1inTrBgATvC4gF4qnHuRaiLxM5OXZ4NYP58uH0773I5rXxPPAH2RQ82NRpN/qlbJOgTQghRSbi5ubF3715CQ0N58803qV69eq4yrq6uhIeHF+s+xQr6wsPDuXTpEuHh4bm2nP33zuYtiAULFtC2bVvs7e1xc3NjwIABBgsd5+fnn3+mUaNG2NjY0KxZM7Zt21bUl1WqWtR0JNvcgpN+PdQd+/fDlCl3u3W7dIHly9FqzNh99k7QV9yu3XuNGwfe3uqauvkln7w3VUsxdZCgTwghRCUXEBCAn5/fA8toNBpq1y7Eqlt5KNoI/DsKcvPQ0NBCXXPv3r1MnDiRtm3bkp2dzfTp0+nRowdhYWFUqVIlz3MOHjzIkCFDWLBgAX369GH16tUMGDCAY8eO0bRp00Ldv7S18HaC4Ag+7jWeXy3T1ITJX3yhHvTwgD17YO5c/hn6Gre+OYSTnSVt61QzXgWsrdW1eF95BRYsUIPAe9/3+Hh15i5Anz7Fvp0+X19UArcztdjmBH1Hj6qziC0LmWxaCCGEKGe+yPmcv49Go8HGxob69evz2GOPYW5uXrwbKSaQlJSkfP3110rbtm0VMzOzYl3r6tWrCqDs3bs33zIvvPCC0rt3b4N97du3V1599dUC3SMqKkoBlKioqGLV1RjOxycrtd/dqjScsU3JzNYqSvPmiqJOnVC3uXMVRVGUub/9q9R+d6vy1rrjxq9EZqai1K2r3m/hQsNjAQHq/jZtjHIrnU6n+H24U6n97lZl/3/XFEWrVRRHR/Uex48b5R5CCCEqprL0+V0cderUUapUqaJoNBqlevXqSvXq1RWNRqNUqVJFcXd3VzQajVKvXj0lMjKyWPcx6uzdffv2MWLECDw9Pfnkk0944oknOHToULGumZiYCJBn/3aO4ODgXOMHe/bsSXBOi9R9MjIySEpK0m/JycnFqqMx1XWpgr21BelZOv6LT4agIDC7889kZQUzZ6Ioin48Xw9fD+NXwtJSXZ0D1GXi7l0WLWc8nxG6duHOOrz35uszM4O2bdWD0sUrhBCiEvjwww9p27Yt58+f58aNG9y4cYP//vuP9u3b8/nnnxMZGYmHhwdv5aygVUTFDvri4uJYuHAhDRo0YNCgQTg4OJCRkcGmTZtYuHAhbXM+wItAp9Px5ptv0qlTpwd208bFxeHubjiuzd3dPd9M1gsWLMDR0VG/GTvJYnGYmWloVtMRgFPRibBkCeh0asCXmQnz5nEuPpnIm2lYW5jx2CMupqnI0KHQsCHcvKnWASAtDXbsUB8XI1XL/XK6eINlXJ8QQohKaMaMGXz22WfUq1dPv69+/fp88sknTJs2jZo1a/LRRx9x4MCBYt2nWEFf3759adiwIadOnWLJkiVcuXKFL7/8slgVutfEiRMJDQ1l7dq1RrsmwLRp00hMTNRvYWFhRr1+cbXwdgLA+dNFMGsWzJ0LGRnqz1mzSJg2C4DO9V2wsyrWsMz8mZvD7Nnq408/hVu3YNcudUZv7dp3U6sYQc4M3pNRCaRlZkvQJ4QQolKJjY0lOzs71/7s7Gx9A5aXl1exeyaLFTH88ccfvPHGG0yYMIEGDRoUqyL3mzRpElu3bmXfvn3UrFnzgWU9PDyIj4832BcfH4+HR95dn9bW1lhbW+ufJ93bfVkGtKjpyOsH1tAj6Cc10Js5Uz1w52eHWbN4vfN1aj73oWkrcuYMuLmpS74tXqwmTQa1lW/+fDWVTE5gWAw1q9lSw8mWmITbHI24RZd27e7ePykJHByKfY+yRKtTCAm/ydXkdNzsbWjnUx1zM1m5RgghKqvHH3+cV199le+++06/4sfx48eZMGECTzzxBACnT5/Gx8enWPcpVktfUFAQycnJtGnThvbt27N06VKuX79erAopisKkSZPYuHEju3fvLtAL9PPzY9euXQb7duzY8dDpz2VVC28nzBUdn3UZxu13pxsci33jbRZ3Hoq5ouOJRkZM1ZIXCws14AO1izdnPF9ystoCWdxZRHdoNBrD1C3u7mproqLAP/8Y5R5lxfbQWDov2s2Qbw8xee0Jhnx7iM6LdrM9NPbhJwshhKiQAgICqF69Om3atNE3TD366KNUr16dgDuLJVStWpXFixcX6z7Faunr0KEDHTp0YMmSJaxbt44VK1YwZcoUdDodO3bswNvbG/tCJu+dOHEiq1evZvPmzdjb2+ubNR0dHbG1tQVg+PDh1KhRgwULFgAwefJkunbtyuLFi+nduzdr167lyJEjfPPNN8V5eaXGw8GGn54ezbXkDLpcSeTROncnsewMi+fLTkN4tHY13rS3fsBVjGDmTDXw8veH1FR1s7aGwEDDFkgj6FC3Or8eiyb44j3j+iIi1C7eJ5802n1K0/bQWCasOsb9qwrHJaYzYdUxlg1rTa+mnqVSNyGEEKVDURQyMzPZsmULkZGR+tzEDRs2pGHDhvpyjz/+eLHvZZTZu1WqVGH06NEEBQVx+vRppk6dysKFC3Fzc6NfIQf8L1u2jMTERLp164anp6d+W7dunb5MZGQksbF3W0Y6duzI6tWr+eabb2jRogW//PILmzZtKnc5+nJoNBpa1HQC4GR0osGxv8JMkJD5QWbNUlcFyZEzttCIAR/cncxxKjqR1IyKN65Pq1OY81tYroAP0O+b81sYWl1eJYQQQlRUiqJQv359oqOjadiwIf369aNfv34GAZ+xGDVlC6iR6UcffUR0dDRr1qwp9PmKouS5jRw5Ul9mz549BAYGGpw3aNAgzp07R0ZGBqGhoTzzzDPFfCWlq8WdGbwnoxL0+xJvZ+lbwkos6AP44QfIWebNwsLoAR+Ad3U7ajjZkq1TOBpxyzDoU8p/IBQSfpPYxPR8jytAbGI6+89fK7lKCSGEKHVmZmY0aNCAGzdumP5eprqwubk5AwYMYEvOkl2iUJrfmcF7KjpBv2/Puatk6xTqu1WlrmvVkqvM/Plq4GVpCdnZMG+eSW7jd2++vtat1QAzPh6KucB0WXA1Of+A715jAv/hha+D+XLXeY5F3iJbqzNxzYQQQpS2hQsX8s477xR6FbPCKtaYvtGjRz+0jEaj0Q9CFAWX09J3+UYaCWmZONlZ6RMyl2gr37x5d9PGzJx59zmYpIv3l6PRar6+Xo3UtDDHjqmtfbVqGfVeJSlLq2P/fwWb4KRV1FbBkPCbLN7xH/Y2FvjVdaZzAxc613fBx6UKGo3M9BVCiIpk+PDhpKWl0aJFC6ysrPRzGHLcvHnTKPcpVtAXGBhI7dq1adWqFUoF6IIrS5zsrKjtbEfEjTRORSfSvm519pxTu/56lFTQd3/AB3d/miDwa++jTljJGddXpX37u0HfoEFGu09JOh+fzNSfT6qJth9AA3g42vDT2PYcvHiDAxeuc/DiDRJvZ/FXWLx+LKeXow2d6rvQuYELneq74FLVxJN5hBBCmNySnEUQTKxYQd+ECRNYs2YN4eHhjBo1imHDhj1wuTRROC1qOhFxI42TUQkoQEpGNm721vpJHian1eY9aSPnuVZr1Nt5V7ejZjVbom/d5kjELbq2awfLlpXLyRxancKKoHA+/uscmdk6HGwseL5NTVYeuAxgMKEjp93Ov68vdV3VrvthHWqj1SmExiQSdOE6QeevczTiFlcS0/n5aDQ/H40GoLGnA53rO9OpvgvtfZyxtTJOGh0hhBAlZ8SIESVyH41SzCa6jIwMNmzYwIoVKzh48CC9e/dmzJgx9OjRo9x0Q0VHR+Pt7U1UVNRDE0GXpO/2X2L+72fo3tgdD0drVh2KZEi7Wix4tllpV81k3vn5JD8fjWZCt3q8W1sBX1+wtYXERHVMYTkQeSONt38+SchltTm+6yOuLHquOR6ONmwPjWXOb2EGkzo8HW3w7+v70HQttzO1hFy+yYE7QWBYrGFScStzM1rXdqJLA1c61XehWQ1HSfoshKjQyurnd1FcvHiRlStXcvHiRT7//HPc3Nz4448/qFWrFk2aNDHKPYod9N0rIiKCwMBAfvjhB7Kzs/n333+pWrUEJxwUUVn9pTly+SbPLw/GwcYSjUadvRsw4lGebFyCY/pK2K9Ho5n680laejuxaYIfVK+uBnzHjsGdLOVllaIorA6J5IPfz5CWqaWKlTkz+vjyYltvgy9AxlqR43pKBgcv3iDo/DWCzl/nyn2zgx1sLOhYz4VODVzoUt+F2s525eaLmBBCFERZ/fwurL179/L000/TqVMn9u3bx5kzZ6hbty4LFy7kyJEj/PLLL0a5j1EXbjUzM0Oj0aAoClojd/1VRjEJtwFISs/S73t/42mytLoKm8S3fV11eMDpmERSsnRUbdsWdu5Uu3jLcNAXm3ib//1yiv3n1Qkb7X2q88mgFnhXt8tV1txMo5+pXBwuVa3p18KLfi28UBSFyzfS1ADwznjApPRstv8bx/Z/1QTnNZxs6XJnLGDHes44y3hAIUQlM3v2bObMmWOwr2HDhpw9ezbfc37++WdmzpzJ5cuXadCgAYsWLTJ6Wrj33nuP+fPnM2XKFINFLZ544gmWLl1qtPsUO+i7t3s3KCiIPn36sHTpUnr16oWZmckywlR420NjeXPtiVz745MyKvTqDTWr2eFd3Zaom7c5cvkm3dq3vxv0jR9f2tXLRVEUNh6PwX/LvySnZ2NlYcb/ejZkdCcfzEqwa1Wj0eDjUgUflyq87FeHbK2O0zGJHLhwnf3nr3Ms8hYxCbdZ+08Ua/9RU+A08XKgc301CGznUx0bSxkPKISo+Jo0acLOnTv1zy0s8g+FDh48yJAhQ1iwYAF9+vRh9erVDBgwgGPHjhl1AYjTp0+zevXqXPvd3NyKvbztvYoV9L322musXbsWb29vRo8ezZo1a3BxcTFW3Sqth63eoEFdveEpX48KOWbLr64zUTfV1C3dcpI0h4SUbqXycD0lg/c3nubPf9WZtS1qOrL4hRbUdyvc0oOmYGFuRqta1WhVqxqTnmhAWmY2h8NvcuD8dYIuXOdsXDL/Xkni3ytJfL3vElYWZjxau5o+NUwTLxkPKIQoP5KTk0lKujvOOWf92rxYWFjg4eFRoOt+/vnn9OrVi3feeQeAefPmsWPHDpYuXcry5cuLX/E7nJyciI2NxcfHx2D/8ePHqVGjhtHuU6ygb/ny5dSqVYu6deuyd+9e9u7dm2e5DRs2FOc2lU5BV28ICb9plG7CsqZDXWfWH4nm0KWb8Hw7deeZM5CUBA4OpVu5O7aHxvH+xtPcSM3EwkzD5CcbMKFbPSzMy2brtp2VBY83dOPxhm6Amiw6+OIN9p9XJ4XEJaVz8OINDl68wUecw8nOko711FnBXeq7Uss5dze1EEKUFb6+vgbP/f39mT17dp5lz58/j5eXFzY2Nvj5+bFgwQJq5ZMLNjg4mClTphjs69mzJ5s2bTJGtfVefPFF3n33XX7++Wc0Gg06nY4DBw7w9ttvM3z4cKPdp1hB3/Dhw2VguAkUdPWGgpYrb3LW4Q2NSSTZsTr2tWtDRAT88w88+WSp1i0xLYvZv/3LxuMxADTysGfxCy1o4uVYqvUqLDd7G/q3rEH/ljVQFIWL11LVWcEXrnPo4g0S0rLYdjqObafV8YDe1W3pXN+FzvVd6VjPmWpVrEr5FQghxF1hYWEGLWL5tfK1b9+ewMBAGjZsSGxsLHPmzKFLly6EhoYajKXLERcXh7u74eRJd3d34uLijFr/Dz/8kIkTJ+Lt7Y1Wq8XX1xetVstLL73EjBkzjHafYidnFsbnZm9j1HLljZeTrT4x9ZGIWzzevr0a9B0+XKpB397/rvHuL6eIS0rHTAOvdq3Hm90bYG1RwLFws2eDuXneCa3nzVPzHubzzdSUNBoN9d2qUt+tKiM6quMBT0YnEnT+OgcuqOMBo27eZk1IFGtCotBooKmXo5okur4Lj9apJuMBhRClyt7eHocC9AQ9/fTT+sfNmzenffv21K5dm/Xr1zNmzBhTVvGBrKys+Pbbb5k5cyahoaGkpKTQqlUrGjRoYNT7GHX2rjCOdj7V8XS0IS4xPc9xfTmrN7TzqbiJsDv4OBNxI41DF2+oQd/69aWWpDk1I5sPtp1h9eFIAHxcqvDJoBa0qV2tcBcyN897JZN7Vz4pAyzMzWhTuxptaldjcvcGpGZkczj8BkHn1ZVCzsUnczomkdMxiSzfexFrCzPa1qmuHw/o6+lQopNYhBCiqJycnHjkkUe4cOFCnsc9PDyIj4832BcfH1/gMYGFVatWrXy7mo1Bgr4yyNxMg39fXyasOoaG/FdvqMgD7TvUq866I1EcunQDciZzHD4MigIlOKQgJPwmb/98ksibaQCM7FiH//VqiJ1VEf507l3CTqeDN96ATz+F+fNhzhyjr2VsLFWsLXiikTtPNFK7OK4mpXPgojor+MCF68QnZairhlxQZ5hVs7Ok451WwM71XfJMWyOEEGVBSkoKFy9e5OWXX87zuJ+fH7t27eLNN9/U79uxYwd+fn5GrYdWqyUwMJBdu3Zx9epVdDqdwfHdu3cb5T5GTc5cXpXV5I7FWb2hvItNvI3fgt2YaeDk/7pg7+YM2dlw+TLUrm3y+6dnaVn81zm+CwpHUdQcdx8/35yO9Qs5Oz0xEc6dg7Nn1e3cOdi/H65dy13WwkJddcTKyvBnXvvKyDHFwoKLCRnsv6iuFBJ88QapmYY5Oms7292ZEOKCXz1nnOxkPKAQwjgK+/n99ttv07dvX2rXrs2VK1fw9/fnxIkThIWF4erqyvDhw6lRowYLFiwA1JQtXbt2ZeHChfTu3Zu1a9fy4YcfGj1ly6RJkwgMDKR37954enrmmi/x2WefGeU+0tJXhvVq6slTvh5GWb2hvPF0tKWOsx2Xb6RxJD6dx5s3V1flOHzY5EHfqegEpqw/yYWrKQAMalOTmX19cbDJZxk4nQ6io+8GdvdusbEFv3F2trrdvm2EV1EyNEB9oL65OaMsLVGsrMg2tyBDY85tzEhVzMkyMyfbzJxMc0sumptjZWuDvb0tjg5VcHC0w9zKqnSDWsknqiqjY06FMKbo6GiGDBnCjRs3cHV1pXPnzhw6dAhXV1cAIiMjDXIMd+zYkdWrVzNjxgymT59OgwYN2LRpk1EDPoC1a9eyfv16oyd9vp9Rgr7U1FSqVKlijEuJ+xhr9YbyqENdZy7fSCP40p1xfceOqfn6XnjBJPfL0ur4cvcFvvr7AlqdgktVaxY+24zuvndmbt2+Df/9ZxjUnTunbmlp+V/YwwMaNbq7HT0KP/6oBhyZmTB9OkyeDFlZ6vOsLMPH9/8sC8fup9WCVosmPR1LwBKoCria4N/J6MzMykzLaaGPmRtxAk05GXMqRHGsXbv2gcf37NmTa9+gQYMYNGiQiWqksrKyon79+ia9Bxgp6HN3d+eFF15g9OjRdO7c2RiXFIIOdZ1Z+8894/qWLTPZZI5zcclMWX+Cf2MScUlLYKjTbV5xyKTKt7/fDfAiItQxhXmxsIAGDQyDu0aNoGFDcLwnncu8eWrAN3eu+sGa84FqY1Nmx/Tloihqi2QRgsVbt1I4F32T8zG3CI+5ye20DCy1WVjqtFhqs3EwV/BxsqK2vSXe9pbYa3TFC07v35eZmfv16HSQnq5u5Y1GY9xAskMH9fdx507154ED4O9/9/dVCGESU6dO5fPPP2fp0qUmTYVnlKBv1apVBAYG8sQTT1CnTh1Gjx7N8OHD8fLyMsblRSV1b76+lMGtqApqK1lWlvoBVRxZWXDxItqwM/yz/SBXDp1g/vUo6t+Kxj49Nf/zqlWDxo3vBnQ5wZ2Pz8PrdG+LSc4H6L2TO+59XpZpNHeDhEKqBnS4symKwn/xKQRdUCeEHLp0g7T7xgP6uFShU31nOtd3xa+eM462xfx3VxS1VbKstJgW5lhmZu4vHYoCGRnqZkz79kH37urjYcPAiHnChBC5BQUF8ffff/PHH3/QpEkTLO/7/9VYi1wYJegbMGAAAwYM4Nq1a/z4448EBgYyc+ZMevbsyejRo+nXr98D17a71759+/j44485evQosbGxbNy4kQEDBuRbfs+ePTz++OO59sfGxppsSrUoGR6ONvi4VKH/pm+4mlKTqo6O6sSI0FBo1Uot9LCxRrduGXbF5jy+eBGyszFHDUAMaDRqEHd/q12jRuDiUvTZw1pt3i0mOc+12tznVGAajYaGHvY09LBnTGcfMrN1nIhKIOj8NYIuXOdkdCLh11MJv57KqkORmGmgWU0nutxZL7h1baeC50i8e1O1VdbCAmxtTfPCTCknYDV1kLl4sdoCCrBqlboizsyZ0K9fic6eF6KycHJyYuDAgSa/j8lm73755Ze88847ZGZm4uLiwvjx43nvvfews3tw+oY//viDAwcO0KZNG5599tkCB33nzp0zSMzo5uZmMBjzQcrq7F0B0zacwuWzj5ga9BPUrQuXLqndvOPH3205mz0bhg/PeyLF1av5XjvV0oaLzjWJdPWmdsc2NH2yHZpGjdRuWpuKmfi6PElKz+LQRTU34P4L17l0zbAF1tbSnHY+1dXUMA1caORhLysEGUPO31XOmFNLy7vjOJs3V1v9nntOJsCIMkE+vwvHqEFffHw833//PYGBgURERDBw4EDGjBlDdHQ0ixYtwsvLi7/++qvgldNoChz03bp1CycnpyLVW35pyq7NJ2KYvPYE809vZNi2AHVn167qz717wd1dbf170HismjX1XbEJteqyLM6SzekOxNk741fPhY+eby655MqBKwm39UvFHbhwnesphuPzXKpa0elOK2Dn+i54OZXDlrzSdv8QhJznXbrAiROQnKyW8/WF99+HwYONO5lEiEKqSJ/f2dnZ7Nmzh4sXL/LSSy9hb2/PlStXcHBwoGrVqka5h1G6dzds2MDKlSv5888/8fX15bXXXmPYsGEGQVjHjh1p3LixMW6Xp5YtW5KRkUHTpk2ZPXs2nTp1yrdsRkYGGfeMgUnO+Y9MlDk54/pmNR/IC/apWK1bqwZ7OXIypVtZwSOP5O6OfeQRsLdHURR+PRbDnC3/kmyVjU0VM2b3asRwvzqyekQ54eVky6BHvRn0qDeKonAuPpmg82oQePjSTa6nZLL5xBU2n7gCQF3XKvoE0R3qOeefckeoHjbmdNo0tdXv888hLAyGDlVb2d9/H156qfjjbIWoxCIiIujVqxeRkZFkZGTw1FNPYW9vz6JFi8jIyGD58uVGuY9Rgr5Ro0bx4osvcuDAAdq2bZtnGS8vL95//31j3M6Ap6cny5cv59FHHyUjI4PvvvuObt26cfjwYVq3bp3nOQsWLGDOnDlGr4swPncHG+q6VOHS9VSC3l3IEz+vV8camZnBRx/dDe7q1Mm3xeFqcjrTN4Sy84waILaq5cTiQS2o62qcb06i5Gk0Ghp5ONDIw4GxXeqSka3leGSC2hV8/jqnohO4dC2VS9dS+SE4AnMzDS1qOtL5Tktgq1rVsLKQ7kkDBRlzOns2TJkCS5eqq8mcPw8jR6orykybBiNGqF/AhBCFMnnyZB599FFOnjyJs/PdNG0DBw5k3LhxRruPUbp309LSHjpWrygK0r2bl65du1KrVi1+/PHHPI/f39IXExODr69vhWgeroimbTjNmpBIAqO30+2npXfHGhUgjcS207G8v/E0t9KysDTX8Gb3R3j1sbpYmMsHfkWWeDuL4DvjAQ9cuM6l64bjAe2szGnvU11dKaSBK4+4V5XxgIWVnKyOr/3kk7srzHh7w3vvwejRMi5WlIiK0r3r7OzMwYMHadiwIfb29pw8eZK6dety+fJlfH19SXtQLthCMEpLX3Z2NklJSbn2azQarK2tsSrhb37t2rUjKCgo3+PW1tZYW1vrn+dVd1F2dKhbHZfPFtEt6KfcY40gz8AvIS0T/y3/6rv6Gns68OkLLWjs6ZCrrKh4HG0t6dXUg15N1Rn80bfSOHjhBvsvXOfghevcSM3k73PX+PvcNeAMrvbW+lbAzvVd8HCUgOWh7O3hf/+DSZPgm2/UlveoKJg4ET74QD02bhyYoEFAiIpGp9OhzSODQ3R0NPb29ka7j1GCPicnpwd+S65ZsyYjR47E39+/wDNqi+PEiRN4elbstWkrkyd/+Yb+QT/xaZehjHn7PRzhgfnt/j57lXd/PcXV5AzMNPBat/q88WQD6c6rxGpWs+OFtna80NYbnU7hTFzSnUkhNwgJv8G15Aw2Ho9h4/EYAOq7VdWPB2xftzr2Mh4wf3Z28Oab6oz6gABYuFBdlvDNN+HDD+Htt2HCBDDSQHQhKqIePXqwZMkSvvnmG0BtNEtJScHf39+oS7MZJegLDAzk/fffZ+TIkbRr1w6AkJAQvv/+e2bMmMG1a9f45JNPsLa2Zvr06Q+8VkpKChcuXNA/Dw8P58SJE1SvXp1atWoxbdo0YmJi+OGHHwBYsmQJPj4+NGnShPT0dL777jt2795dqFnComyraqFhRc9RfNHyOZqF3+SpnGXR7stvl5KRzfytYaz9JwpQB/IvHtSCVrWqlUa1RRllZqahiZcjTbwceeWxeqRnaTkWeYug82pX8KmYRC5cTeHC1RQCD17G3ExDS28nfWqYlt5OWMrwgNxsbNRWvrFj4fvvYcECuHxZbfFbtEgdCzhpEjhIa7sQ91u8eDE9e/bE19eX9PR0XnrpJc6fP4+Liwtr1qwx2n2MMqbvySef5NVXX+WF+9ZEXb9+PV9//TW7du3ixx9/5IMPPuDs2bMPvFZ+yZZHjBhBYGAgI0eO5PLly/r18T766CO++eYbYmJisLOzo3nz5syaNSvPa+SnoowJqMimbzzN6sORjOnsw8w+vrmOB1+8wTu/nCT61m0ARnfy4X+9GmJjKekkROEkpGUSfPEGQXfSw0TcMBxLU8XKnA51ne+MB3ShvpuMB8xTVhb89JPa1ZvzRd7JSV1nevJkdXUbIYqpIn1+Z2dns27dOk6ePElKSgqtW7dm6NCh2BoxkbxRgj5bW1tOnTpFgwYNDPafP3+eFi1akJaWRnh4OE2aNDHaYERjqki/NBXVlpNXeGPNceo42/HWU4/gZm9DO5/qZGl1fLT9HCsOhANQw8mWTwa1wK+e80OuKETBRN1M0yeIPnjhOrfSsgyOuztY68cCdq7vgpuDjAc0kJ0N69apwd+ZM+o+e3t4/XV46y11lRshikg+vwvHKEHfI488wrPPPsvChQsN9r/33nts3LiRc+fOceTIEfr3709MTExxb2d08ktT9q0LieTdDacN9jlXscLCXEN8kjoTe0g7b97v7UtVa6OMWhAiF51OISw2SZ8gOiT8JhnZOoMyj7hX1bcCtvNxlt/HHFot/PorzJ8Pp+/8LVepAq+9BlOnqonWhSgk+fwuHKMEfVu2bGHQoEE0atRIn6fvyJEjnD17ll9++YU+ffqwbNkyzp8/z6efflrsShub/NKUbdtDY5mw6hj5/aI62Fjw+YuteLyRW4nWS4j0LC1HI26pXcHnrxN6JZF7/0e1MNPQqpYTneu70rmBMy1qOkm6IJ0OtmxRZ+AfO6bus7WFV15Rx/95eZVu/US5Ip/fhWO0ZdguX77M119/zblz5wBo2LAhr776KnXq1DHG5U1KfmnKLq1OofOi3cQm5r/MmruDNQffexJzWVlDlLJbqZkc1I8HvEbUzdsGx6taW9ChrjOd6zvTuYEr9VyrVN7xgIoC27apwd/hw+o+a2sYMwbefRdq1Srd+olyQT6/C6fYQV9WVha9evVi+fLlucb0lRfyS1N2BV+8wZBvDz203JpxHWQcnyhzIm+k6QPAAxdukHjbcDygp6ONfjxgx/rOuNlXwvGAigI7d6o5OHPyq1paqqt7TJsGP/ygrraTVyL2efPurhQiKiX5/C6cYg82sbS05NSpU8aoixC5XE3Ov4WvKOWEKEm1nO14ybkWL7WvhVan8O+VRP14wH8u3yI2MZ1fjkbzy9FoABp52KtBYAMX2vtUx86qEowH1Gjgqaege3d1Xe1582D3bvjuO1i5Epo1gxMn1LL3Bn73rhUshCgQo3TvvvXWW1hbW+eayFFeyDeFskta+kRFdTtTy5GImwSdV1PD/HvFcGUgS3MNrWpVo0t9Fzo1cKF5DcfKMx7wwAE1qPvzT/W5RgOKQuzLYwmZMptW3y+l1pKFBVqKUVRsFf3ze8SIEURFRbF7926jXM9oy7CtWLGCnTt30qZNG6pUqWJwvCxO3hDlQzuf6ng62hCXmJ7nRA4N4OGopm8RojyxtTKnSwNXujRwBeBGSgYH76wXvP/8dWISbhMSfpOQ8Jss3vEf9jYW+NV1pnMDtTvYx6UCjwfs1Am2b4eQEHW272+/AeD543f0WRWAuaLwTfeR1Bo4ll6lXFUhTKlGjRpGXcnMKC19D0qErNFojBahmkpF/6ZQ3uXM3gUMAr+cj7tlw1rTq6ksuycqDkVRiMgZD3j+OgcvXicpPdugjFfOeMAG6prBLlWt87la+bY9NJYvF//MpIPrePq/g4D6/0DXV78jyslD/v4rucJ+fi9YsIANGzZw9uxZbG1t6dixI4sWLaJhw4b5nhMYGMioUaMM9llbW5OeXv6GFRmlpe/vv/82xmWEyFOvpp4sG9aaOb+FGczi9XC0wb+vr/yHLyocjUZDHZcq1HGpwrAOtdHqFE7HJN5pBbzGsYgEriSm8/PRaH6+Mx6wsacDneurK4W093HG1qr8r0aj1Snq3717PcLcfHj6v4MoqF/4/lgxiRdfWsic32x4ytdDZu+LAtm7dy8TJ06kbdu2ZGdnM336dHr06EFYWFiuXsp7OTg46LOTAEZvZU9PT8fGJu+JXLGxsXh6GudzzmgpWwAuXLjAxYsXeeyxx7C1tUVRlHLR/SAtfeWDVqcQEn6Tq8np+hU55D96URmlZWbzz+VbBJ2/RtCFG5yJNRwPaGVuRuvaTnRp4Eqn+i40q+FY4L+V0vw7S8nI5krCba4k3CY2MZ2Q8BtsPH6F1w+sYWrQTyzuPJS1LXrye+Bk3FJvkWlmwbjnZjJ+wUQZ0zt7dqWc5Zzz+R0WFkaNGjX0+62trbG2fnjr97Vr13Bzc2Pv3r089thjeZYJDAzkzTffJCEhwVjVzsXX15fVq1fTsmVLg/2//vor48eP59q1a0a5j1Fa+m7cuMELL7zA33//jUaj4fz589StW5cxY8ZQrVo1Fi9ebIzbiErO3Ewj/7ELAdhZWdD1EVe6PqKOB7yeksGBO7OCg85f50piOocu3eTQpZt8/Oc5HGws6FhPnRDSpb4LtZ3t8vxCvj00NleLuqeRWtQzsrXEJaZzJSGd2EQ1sLuSmE5swm2uJKRzJfE2yfd1YQMGAd+XnYYA8MS4r9m68g3qJMax4pfZnGxqD7PeKlb9yj1zc3U2M1TKWc6+voZrsvv7+zO7AEFuYmIiANWrP3hceEpKCrVr10an09G6dWs+/PBDmjRpUuT63q9bt2506NCBOXPm8O6775KamsrEiRNZv349H3zwgdHuY5SWvuHDh3P16lW+++47GjduzMmTJ6lbty5//vknU6ZM4d9//zVGXU1GWvqEEBWFoiiEX0/VTwgJvnQjVzBVw8mWLnfGAnas54xzVet8V74pyNhZrU7hWnIGVxJvE5uQfiegu/M4UQ3qrqdkFKj+DjYWeDnZ4uVki5kGmn77GVqNmT7gy2GpzWLz91Pwvaauu838+TB9ujrTt7K6N8CbOTP38wqoOC19Op2Ofv36kZCQQFBOjsg8BAcHc/78eZo3b05iYiKffPIJ+/bt499//zVqzPD7778zduxY6tevT2xsLFWrVmXVqlU0bdrUaPcwStDn4eHBn3/+SYsWLbC3t9cHfZcuXaJ58+akpKQYo64mI0GfEKKiytbqOBWTyIE7qWGORd4iS2v4376vpz0RN9JIzdTmeQ0N4FzVig8HNCMu+b7WuoR04pPSydY9/KPE2sLsTkBng6ejLV6ONng52eLppD72dLI1WKs4Z0We/Gbvmyk6Zh/6ieH71qk7xo+HpUvVVq/KJisLjh9Xg7w//wQzM3XJu3ffhXKaTq0givP5PWHCBP744w+CgoIKdW5WVhaNGzdmyJAhzJs3r7BVzpdOp+P1119n2bJlWFhY8Ntvv9GzZ0+jXR+M1L2bmpqKnZ1drv03b94sUJ+6EEII07AwN6N1rWq0rlWN159sQGpGNiGX1fyABy5c52xcMmGxyQ+8hgJcT8nklVVH8y1jbqbB3d7aIIjzcrLF885PLydbqtlZFmqct7mZBv++vkxYdQwN5Ar8FI0Zbl99Bns6wxtvwPLlEBsLq1dDHp9JFUpKChw6BPv3qyuZHDoEaWl3j+t06s+PPlLzHvbvDwMGQP36pVLdsmbSpEls3bqVffv2FTpYtLS0pFWrVly4cMFo9bl48SIvvfQScXFx/Pnnn+zdu5d+/foxefJkPvjgAywtLY1yH6O09D3zzDO0adOGefPmYW9vz6lTp6hduzYvvvgiOp2OX375xRh1NRlp6RNCVFZXk9P5ctcFfjwU8dCy3tVsaezpYNha56QGda5VrU2WPDqvsYYAz7WuweIXWqpPNmyAl16CjAzw81Nz+zlXoDHAV6+qwV1QkBroHT+uTs64V/Xq4OoK586prZ33Hwdo0kQN/gYMgDZtyn13eGE/vxVF4fXXX2fjxo3s2bOnSMvHarVamjRpwjPPPGO0PMT29vb07t2b5cuX4+TkBMDBgwcZPnw49vb2HD9+3Cj3MUrQFxoaypNPPknr1q3ZvXs3/fr1499//+XmzZscOHCAevXqGaOuJiNBnxCiMisPK9/cO6s47EoSX++7hJejDfv+9/jdYDMoCPr1g1u3oGFD+OMP8PEplfoWi6LApUt3A7z9++G//3KXq1ULunRRt86d4ddfwd+fyDff4/iISXdXLundWw2G9+yB7HvGd9aocbcFsGtXsLIqqVdoNIX9/H7ttddYvXo1mzdvNsjN5+joiK2tLaDOU6hRowYLFiwAYO7cuXTo0IH69euTkJDAxx9/zKZNmzh69GiuCSRF9eOPP/Lyyy/n2p+cnMybb75JQECAUe5jtJQtiYmJLF26lJMnT5KSkkLr1q2ZOHGi0XLLmJIEfUKIyuxhY+dyVr4JeveJMpEmKT1LS+dFu7mekskXQ1rRr4XX3YNnzkCvXhAZCe7usG0btG5depUtCK0WTp++21W7f7/aTX2/pk3vBnidO6tBX447kza+6T6SD9s8r989/egvvLIzUJ3MMWmS+n5s2qSueHLveHtHR3jmGTUA7NULHBxM9WqNqrCf3/kNL1i5ciUjR44E1Jm0derUITAwEFCXmt2wYQNxcXFUq1aNNm3aMH/+fFq1amWsl1FijJqnr7ySoE8IUdmVt5VvPt95ns92/kfzmo5sntjJ8MP8yhV4+mk4dQqqVlVbwHr0KL3K3i89XV1iLifAO3gQkgxzLWJpCW3bqsFdly7QsaPafZuPC69NZcvpeL64b5azBjXtTb9m7tT/v3vSp6Wnw+7dagC4ebPafZzDygqefFJtBezXD8pw401F+/wOCwsjMjKSzMxM/T6NRkPfvn2Ncn2jBX0JCQmEhIRw9epVdDkDSO8YPny4MW5hMhXtl0YIIYrClHn6jO1GSgZ+C3eTma3j5/F+tK1zX0CUmAjPPqsGNhYWsGIF5NF9ViSFTYR865Ya2OV01R45Avd8qANgb68Gdjktee3awZ3uxofJaam9f8xjjoe21Gq1cPiwGvxt3Ajnzxse79BBbQHs3x8aNSpQnUpKRfn8vnTpEgMHDuT06dNoNBpyQrOcLzPavMZnFoFRZu/+9ttvDB06lJSUFBwcHAy+cWk0mkIFffv27ePjjz/m6NGjxMbGsnHjRgYMGPDAc/bs2aPPB+jt7c2MGTP0zbRCCCEKpldTT57y9SgXK984V7XmudY1WBMSxXf7L+UO+hwd1TF9I0fCmjUwfDjExKgpTIo7eeFhiZCnTlXvmdNdGxqqjtO7l4fH3QCvSxdo3rzIqWZCwm/mG/CB2nKrrnByM+8xmebmasDZsaOa3uXsWTUA3LRJDQYPHVK3995Tx0rmTARp105NDSOKbfLkyfj4+LBr1y58fHwICQnhxo0bTJ06lU8++cRo9zFK0Dd16lRGjx7Nhx9+mGfqlsJITU2lRYsWjB49mmefffah5cPDw+nduzfjx4/np59+YteuXYwdOxZPT0+j57cRQoiKrjytfDOmsw9rQqL4KyyeiBup1Ha+b+1UKytYtQpq1oSPP4Zp09SWrIMHcwdYhVmqLCfQmzVLTY0yaJAaEP32mxps5rUK1SOP3A3wOneGevWMNnP2anL+AV+hy2k00Lixur33ntpVvmWLGgDu3q3ODF60SN08PNTu3wED4IknQFK0FVlwcDC7d+/GxcUFMzMzzMzM6Ny5MwsWLOCNN94w2uxdowR9MTExvPHGG8UO+ACefvppnn766QKXX758OT4+Pvql3ho3bkxQUBCfffZZvkFfRkYGGRl3s8MnJz84R5UQQoiyp76bPY83dOXvc9dYERTOnP55rFxgZqbmqqtRA958Ux1L16wZHD16t/s0r6XKsrIgPl6dUJGzXbli+LhqVTVIvDdQTExU79mq1d2ZtZ06qZNKTMTeumAf5W72NoW/uJeXmvR6/Hj1tW3frgaA27ZBXBx88426Va2qTgTp31/96eRUadcDLgqtVou9vT0ALi4uXLlyhYYNG1K7dm3OnTtntPsYJejr2bMnR44coW7dusa4XKEEBwfTvXv3XPV588038z1nwYIFzJkzx8Q1E0IIYWpju9Tl73PXWH8kmilPNcTRLp8ktpMnqwHMkCHqDN+GDWHJEnWs3++/qzN8g4OhZUs1qLt2LXeX7INoNDBjhhrkdeigjtErAdtD45i1+fRDy7naW9PO58Hryz6UoyMMHqxumZlqCpiciSBXrsD69epmYQGPP662tP7+u3puJVwPuDCaNm3KyZMn8fHxoX379nz00UdYWVnxzTffGDW2MkrQ17t3b9555x3CwsJo1qxZrszR/fr1M8Zt8hQXF4f7fd+g3N3dSUpK4vbt2/q8O/eaNm0aU6ZM0T+PiYkxWq4dIYQQJadjPWcaedhzNi6Z1SGRTOj2gLywgwaBm5uakiQqCp577u6xY8dyl7ewULswPT3VzcvL8PHWreoqIFZWahBkaQlPPWX8F5mHKwm38d/yLzvC4gFwrWrFtZTMPFcuAUhJz+KfyzfpUNdIXfdWVuqM6B491KXvjhy5Ow4wLAx27LhbdtYs2LsXPv9cn0uwIq8HXBQzZswgNTUVUPMC9unThy5duuDs7My6deuMdh+jBH3jxo0D1IreT6PRGG3WibHcvxBz0v1T5YUQQpQLGo2GcV3qMvXnkwQeDGdMZx+sLB4wuaBrVzVAadZMbckzM4MJE/IO7Fxc8p+oMG+eGvDlBC85rVdg0mBGq1P4/uBlFv91jtRMLRZmGsZ3rcekJ+qz59zVXLOv3R2ssbMyJ/x6GsMDQvh4UHP6t6xh3EqZmamTOtq1gw8+UBNJb96sbgcPqu/zrl1qnkGQgC8P9w5Hq1+/PmfPnuXmzZtUq1atUEsXPoxRgr77U7SUJA8PD+Lj4w32xcfH4+DgkGcrnxBCiIqlbwsvFm0/S3xSBr+fvsLAVg9J3bFhgxqI5LTQubvD++8X/Ib3dk/mBC/3Tu6497kRhcYkMm3DaU7HJALQpnY1FjzbjEfc1a7k/GZfZ2l1vLXuBH+ExjF57QmibqYx8fH6Rg0mDDzyCLzzjrrFx6sTXF59VZ30YmUlAV8BVX9AXsaiMkrQV5r8/PzYtm2bwb4dO3bg5+dXSjUSQghRkqwszBjRsQ4f/3mO7/aHM6BljfwDmvsDtqK00Gm1ebdW5Tw3cu9WakY2n+34jxUHwtEpYG9jwXtPN2JI21qY3ZdOJ6/Z1+Zm5nz1UmsWbj/LN/su8clf/xF18zbzBzbF0kTrJeu5u6tjJHMCvsxM9T2XwA+A0aNHF6jcihUrjHK/Yv1rP/PMMyQmJuqfL1y4kISEBP3zGzduFHqsXEpKCidOnODEiROAmpLlxIkTREZGAup4vHvz/o0fP55Lly7xv//9j7Nnz/J///d/rF+/nrfeeqvoL0wIIUS58lK7WthYmvHvlSQOXbqZd6H8WujmzlX3z5tXsJvNnp1/0DJzplFnpO4+G0+Pz/bxXZAa8PVp7smuqV0Z2r52roDvQczMNEx/pjHz+jfBTAPrjkQxOvAfktOzjFbXPN37nmdkFP69ruACAwP5+++/SUhI4NatW/luRqMUg5mZmRIfH69/bm9vr1y8eFH/PC4uTjEzMyvUNf/++28FdRyqwTZixAhFURRlxIgRSteuXXOd07JlS8XKykqpW7eusnLlykLdMyoqSgGUqKioQp0nhBCi7Jix8bRS+92typjAkLwL+Psryty5eR+bO1c9XkbEJd5WJqw6otR+d6tS+92tSscFu5TdZ+MffmIB7AyLUxrN+EOp/e5Wpedne5UrCWlGuW4uc+cqCuR+z/PbXwTl/fP7tddeU6pVq6a0bNlS+fzzz5UbN26Y9H7FWobNzMyMuLg43NzcALC3t+fkyZP66cXx8fF4eXmVuYkc96soy7gIIURldulaCk9+uhdFgd1Tu1LXtWppV6nQdDqFn0Ii+eiPsyRnZGNupmFsZx8md2+AnZXxRmSdjk5k9Pf/cC05A3cHa1aMbEsTL0ejXR8okTx9FeHzOyMjgw0bNrBixQoOHjxI7969GTNmDD169DD6uEsJ+qgYvzRCCCFg7PdH2HkmnqHta/HBwGalXZ1CORuXxLQNpzkemQBAi5qOfPhsM+MHY3dE30pj1Mp/OH81hSpW5nw1tDXdGrqZ5F6mUtE+vyMiIggMDOSHH34gOzubf//9l6pVjfflpVhj+jQaTa4o1GSzgYQQQoiHGNvFB4Bfj0VzMzWzlGtTMLcztSzafpY+XwRxPDKBqtYWzOnXhA2vdTJZwAdQs5odv0zoiF9dZ1IztYz5/ghrQiJNdj/xcGZmZmg0GhRFMUmDWbHaihVFYeTIkfqcd+np6YwfP54qVdT1D+9d6kwIIYQwtfY+1WlWw5HTMYmsPhzBpCcalHaVHmjff9eYsSmUyJtpAPRs4s7sfk3wdCyZlGOOtpZ8P7od7204xYZjMUzbcJqom2m83aNhoSaKiKK7t3s3KCiIPn36sHTpUnr16oVZfnkii6hYQd+IESMMng8bNixXmXtn2gohhBCmpNFoGNvFh8lrT/B9cATjHquLtYV5aVcrl+spGczbGsbmE1cA8HS0YU6/JvRo4lHidbGyMGPxoBZ4V7Pj813n+b89F4m6dZtPBjUvk+9dRfLaa6+xdu1avL29GT16NGvWrMHFxcVk9yvWmL6KoqKNCRBCiMosS6ujy6K/iUtK5+PnmzPoUe/SrpKeTqfw89EoPtx2lsTbWZhpYETHOkzt0ZCq1qWfOveXo9G89+spsnUK7epU5+uX21CtilVpVytf5f3z28zMjFq1atGqVasHDo/bsGGDUe5X+r9hQgghhBFZmpsxslMdFv5xloCgcJ5vU7NMjDe/cDWZ6RtCCbms5hFs4uXAgmeb0bymU+lW7B7Pt6mJp6MN4388Ssjlmzy37CCBo9pRy9mutKtWIQ0fPrxEfzelpY/y/01BCCGEocTbWfgt2EVappZVY9rTuYHpusweJj1Ly//tuciyPRfI0irYWpoztccjjOxYBwtTr4hRROfikhkd+A8xCbdxrmLFtyMepXWtaqVdrVzk87twyuZvmxBCCFEMjraWvHCnW/e7oEulVo+DF6/zzOf7+WLXebK0Ck80cmPHlMcY26VumQ34ABp62LPxtY40reHAjdRMhnxziO2hsaVdLVFMZfc3TgghhCiG0Z180Ghgz7lrnI9PLtF730rN5O2fT/LSt4e5dD0VV3trvnqpNQEjHqVmtfLRVermYMO6V/x4opEbGdk6Jvx0jO/2X6IidBB+9dVX1KlTBxsbG9q3b09ISMgDy//88880atQIGxsbmjVrxrZt20qopsYlQZ8QQogKqZazHT191dmwAUHhRr++VqcQfPEGm0/EEHzxBlqdgqIo/Ho0mic/3csvR6PRaGBYh1rsmtqV3s09y8TYwsKoYm3BNy+3YViHWigKzP/9DHN+C0OrK7+B37p165gyZQr+/v4cO3aMFi1a0LNnT65evZpn+YMHDzJkyBDGjBnD8ePHGTBgAAMGDCA0NLSEa158MqYPGRMghBAV1dGImzy3LBgrCzMOvvcELlWtjXLd7aGxzPktjNjEdP0+16rWOFe15GxcCgAN3e358NlmtKld9sbCFZaiKHy7/xIfbjsLQPfG7nwxpKVRl4YripzP77CwMGrUqKHfb21trc8hfL/27dvTtm1bli5dCoBOp8Pb25vXX3+d9957L1f5wYMHk5qaytatW/X7OnToQMuWLVm+fLmRX5FpSUufEEKICqt1rWq09HYiM1vHqkMRRrnm9tBYJqw6ZhDwAVxLyeBsXAoWZhr+16shW9/oXCECPlDzH77yWD2+eqk1VhZm7DwTz4vfHOJqcvrDTy4Bvr6+ODo66rcFCxbkWS4zM5OjR4/SvXt3/T4zMzO6d+9OcHBwnucEBwcblAfo2bNnvuXLMgn6hBBCVFg5yZoBfgyOID2reEtbaXUKc34L40FdZNWrWPHqY/WwLMMTNYqqd3NP1oxrTzU7S05FJzLwq4NcuFqy4yXzEhYWRmJion6bNm1anuWuX7+OVqvF3d3dYL+7uztxcXF5nhMXF1eo8mVZxfuNFEIIIe7Rq4kHNZxsuZGayabjMcW6Vkj4zVwtfPe7mpxBSPjNYt2nLGtTuzobXutEHWc7YhJu8+z/HeTgxeulWid7e3scHBz0W35du5WdBH1CCCEqNAtzM0Z1qgPAd0HhRZ59ei4umaW7zxeobFnp9jQVH5cqbHitE21qVyMpPZsRK0LYeDy6tKv1UC4uLpibmxMfH2+wPz4+Hg+PvJfA8/DwKFT5skyCPiGEEBXe4LbeVLW24MLVFPb+d63A52Vpdfx+KpbBXwfTc8k+Dly8UaDz3OxtilrVcqN6FSt+Gtue3s08ydIqvLXuJF/sOl+mU7pYWVnRpk0bdu3apd+n0+nYtWsXfn5+eZ7j5+dnUB5gx44d+ZYvy2QZNiGEEBWevY0lL7b15rugcL7bfwlrC3OuJqfjZm9DO5/qmJsZplK5mpTOmpAoVodEEJ+UAYC5mYanGrsRcvkWt1Iz8xzXpwE8HNVrVgY2luZ8OaQVNavZ8vW+S3y64z+ibqbx4bPNyuyYxilTpjBixAgeffRR2rVrx5IlS0hNTWXUqFGAujRajRo19JNBJk+eTNeuXVm8eDG9e/dm7dq1HDlyhG+++aY0X0aRSNAnhBCiUhjZqQ4BQeEEXbhB0IW7LXaejjb49/WlZxMPjkTc4ofgCP44HUv2nVx0LlWtGNKuFi+1r4Wno61+9q4GDAK/nLDRv69vriCyIjMz0zDtmcbUrG6H/+ZQfj4aTWxiOv83rDUONpZodQoh4TcfGGSXpMGDB3Pt2jVmzZpFXFwcLVu2ZPv27frJGpGRkZiZ3Q1YO3bsyOrVq5kxYwbTp0+nQYMGbNq0iaZNm5bWSyiyMpun76uvvuLjjz8mLi6OFi1a8OWXX9KuXbs8ywYGBuoj9BzW1takpxdsTIXk6RNCiIpve2gs41cdy7U/J3ir4WRDTMLdz402tasx3K82vZp6YG1hnuta9+fpywkeezX1NNVLKPN2n41n0urjpGVqaehuz4iOtfly9wWTvU/y+V04ZbKlLydb9vLly2nfvj1LliyhZ8+enDt3Djc3tzzPcXBw4Ny5c/rn5S3ruRBCCNPJSbWSl5yWj5iEdKwtNAxoWZOX/WrTtIZjvtfr1dSTp3w9ylQLVlnwRCN31r/qx6jAfzgXn8z0jblXrYhLTGfCqmMsG9a6UgfIpaFMdrh/+umnjBs3jlGjRuHr68vy5cuxs7NjxYoV+Z6j0Wjw8PDQb/fn1BFCCFF5FSTVCsDSl1qz6PnmDwz4cpibafCr50z/ljXwq+dc6QO+HE1rOPLrhI5Y5PN+5ATZ5X05t/KozAV9RcmWDZCSkkLt2rXx9vamf//+/Pvvv/mWzcjIICkpSb8lJ5d+YkkhhBCmU9AUKmmZxUveLFQxt27rx0TmRQFiE9MrdD7DsqjMBX1FyZbdsGFDVqxYwebNm1m1ahU6nY6OHTsSHZ13zqAFCxYYLNfi6+tr9NchhBCi7ChoCpXKkGqlJBQ0yK7o+QzLmjIX9BWFn58fw4cPp2XLlnTt2pUNGzbg6urK119/nWf5adOmGSzXEhaW9zgPIYQQFUM7n+p4OtqQXwesBnWCQWVJtWJqEmSXTWUu6CtKtuz7WVpa0qpVKy5cuJDncWtra4PlWuzt7YtdbyGEEGWXuZkG/75qr879gV9lTbViShJkl01lLugrSrbs+2m1Wk6fPo2np8wKEkIIoerV1JNlw1rj4WjYuuThaCMzSY1MguyyqUymbClstuy5c+fSoUMH6tevT0JCAh9//DERERGMHTu2NF+GEEKIMkZSrZScnCD7/nyGHpLPsNSUyaCvsNmyb926xbhx44iLi6NatWq0adOGgwcPygQNIYQQueSkWhGmJ0F22VJmV+QoSZLRWwghhCh/5PO7cMpkS19J0+l0AMTGxpZyTYQQQghRUDmf2zmf4+LBJOgD/Uzh/Nb2FUIIIUTZFR8fT61atUq7GmWedO8C2dnZHD9+HHd3d4OxgqUlOTkZX19fwsLCJJ2MEcj7aVzyfhqXvJ/GJe+n8ZSH91Kn0xEfH0+rVq2wsJB2rIeRoK8MSkpKwtHRkcTERBwcHEq7OuWevJ/GJe+nccn7aVzyfhqPvJcVT+k3awkhhBBCCJOToE8IIYQQohKQoK8Msra2xt/fH2tr69KuSoUg76dxyftpXPJ+Gpe8n8Yj72XFI2P6hBBCCCEqAWnpE0IIIYSoBCToE0IIIYSoBCToE0IIIYSoBCToE0IIIYSoBCToE0IIIYSoBCToE0IIIYSoBCToE0IIIYSoBCToE0IIIYSoBCToE0IIIYSoBCToE0IIIYSoBCToE0IIIYSoBCToE0IIIYSoBCToE0IIIYSoBCToE0IIIYSoBCToE0IIIYSoBCToE0IIIYSoBCToE0IIIYSoBCToE0IIIYSoBCToE0IIIYSoBCToE0IIIYSoBCToE0IIIYSoBCToE0IIIYSoBCToE0IIIYSoBCToE0IIIUSlUKdOHTQaTa5t4sSJ+Z6zZMkSGjZsiK2tLd7e3rz11lukp6cblPnqq6+oU6cONjY2tG/fnpCQEFO/lCKxKO0KCCGEEEKUhH/++QetVqt/HhoaylNPPcWgQYPyLL969Wree+89VqxYQceOHfnvv/8YOXIkGo2GTz/9FIB169YxZcoUli9fTvv27VmyZAk9e/bk3LlzuLm5lcjrKiiNoihKaVdCCCGEEKKkvfnmm2zdupXz58+j0WhyHZ80aRJnzpxh165d+n1Tp07l8OHDBAUFAdC+fXvatm3L0qVLAdDpdHh7e/P666/z3nvvlcwLKSBp6QOys7M5fvw47u7umJlJj7cQQghRHuh0OiIjI/H19cXC4m5IY21tjbW19QPPzczMZNWqVUyZMiXPgA+gY8eOrFq1ipCQENq1a8elS5fYtm0bL7/8sv4aR48eZdq0afpzzMzM6N69O8HBwUZ4hcYlQR9w/Phx2rVrV9rVEEIIIYQR+Pv7M3v27AeW2bRpEwkJCYwcOTLfMi+99BLXr1+nc+fOKIpCdnY248ePZ/r06QBcv34drVaLu7u7wXnu7u6cPXu2uC/D6CToA/0/VkhICJ6enqVcGyGEEEIURGxsLO3atSM0NBRvb2/9/oe18gEEBATw9NNP4+XllW+ZPXv28OGHH/J///d/tG/fngsXLjB58mTmzZvHzJkzjfIaSpIEfaDv0vX09KRmzZpGu65WpxASfpOryem42dvQzqc65mZ5NyELIYQQomgcHR1xcHAocPmIiAh27tzJhg0bHlhu5syZvPzyy4wdOxaAZs2akZqayiuvvML777+Pi4sL5ubmxMfHG5wXHx+Ph4dH4V+IiUnQZyLbQ2OZ81sYsYl3p3V7Otrg39eXXk2lNVEIIYQoLStXrsTNzY3evXs/sFxaWlqusf7m5uYAKIqClZUVbdq0YdeuXQwYMABQxxnu2rWLSZMmmaTuxSGzFkxge2gsE1YdMwj4AOIS05mw6hjbQ2NLqWZCCCFE5abT6Vi5ciUjRowwmPwBMHz4cINJGX379mXZsmWsXbuW8PBwduzYwcyZM+nbt68++JsyZQrffvst33//PWfOnGHChAmkpqYyatSoEn1dBSEtfUam1SnM+S2MvPLgKIAGmPNbGE/5ekhXrxBCCFHCdu7cSWRkJKNHj851LDIy0qBlb8aMGWg0GmbMmEFMTAyurq707duXDz74QF9m8ODBXLt2jVmzZhEXF0fLli3Zvn17rskdZYHk6QOio6Px9vYmKiqq2GP6gi/eYMi3hx5abs24DvjVcy7WvYQQQpQfWq2WrKys0q5GuWNubo6FhUWeaVWM+fldGUhLn5FdTU5/eKFClBNCCFH+paSkEB0djbSzFI2dnR2enp5YWVmVdlXKNQn6jMzN3sao5YQQQpRvWq2W6Oho7OzscHV1zTcRsMhNURQyMzO5du0a4eHhNGjQQBZRKAYJ+oysnU91PB1tiEtMz3NcnwbwcFTTtwghhKj4srKyUBQFV1dXbG1tS7s65Y6trS2WlpZERESQmZmJjY00mhSVhMtGZm6mwb+vL6AGePfKee7f11cmcQghRCUjLXxFJ617xiHvogn0aurJsmGt8XA0/Dbi4WjDsmGtJU+fEEIIIUqcdO+aSK+mnjzl68EHv4ex4sBlWtdy4ufxHaWFTwghhBClQlr6TMjcTEOXR1wBSMvUSsAnhBCiyLQ6heCLN9h8IobgizfQ6mQmsCgcCfpMrKaTOmg3JuF2KddECCFEebU9NJbOi3Yz5NtDTF57giHfHqLzot0mXeFp5MiRaDQaxo8fn+vYxIkT0Wg0jBw50mB/cHAw5ubmeS5vdvnyZTQaTZ7boUMPz28rik+CPhOrUU0N+pLTs0lKl6ScQgghCqc0l/b09vZm7dq13L59t+EiPT2d1atXU6tWrVzlAwICeP3119m3bx9XrlzJ85o7d+4kNjbWYGvTpo3JXoO4yyhB3+HDh41xmQrJzsqCanaWAMTcktY+IYSo7BRFIS0zu0BbcnoW/lv+zXdpT4DZW8JITs8q0PUKmxy6devWeHt7s2HDBv2+DRs2UKtWLVq1amVQNiUlhXXr1jFhwgR69+5NYGBgntd0dnbGw8PDYLO0tCxUvSoDU8RWRpnIMWjQICIjI41xqQqpRjVbbqVlEXPrNo09HUq7OkIIIUrR7SwtvrP+NMq1FCAuKZ1ms/8qUPmwuT2xsyrcR//o0aNZuXIlQ4cOBWDFihWMGjWKPXv2GJRbv349jRo1omHDhgwbNow333yTadOmSaqaIjJFbFXgf/kXXnghz/2KonDz5k2jVagiquFkS2hMkozrE0IIUe4MGzaMadOmERERAcCBAwdYu3ZtrqAvICCAYcOGAdCrVy8SExPZu3cv3bp1MyjXsWPHXHn3UlJSTFb/sqykY6sCB307d+7kxx9/pGrVqrkqtm/fPqNXrCKp4WQHyGQOIYQQYGtpTtjcngUqGxJ+k5Er/3loucBRbQu00pOtpXmB7nsvV1dXfXetoij07t0bFxcXgzLnzp0jJCSEjRs3AmBhYcHgwYMJCAjIFfStW7eOxo0bF7oeFVFJx1YFDvq6deuGvb09jz32WK5jzZs3N2qlyr3Zs8HcHGbOBO5O5oi5dRvmzQOtVi0jhBCi0tFoNAXuYu3SwLVAS3t2aeBq0rRgo0ePZtKkSQB89dVXuY4HBASQnZ2Nl5eXfp+iKFhbW7N06VIcHR31+729valfv77J6lqelHRsVeCJHBs2bMizUgA7duwwWoUqBHNzmDVLDfBQu3cBOq5Zpu43L/w3LSGEEJVPWVnas1evXmRmZpKVlUXPnoatlNnZ2fzwww8sXryYEydO6LeTJ0/i5eXFmjVrTFq38qykY6siT+SIi4vDw8PDmHWpOO608DFrFgA1R07i9QNrGBr0E8yde/e4EEII8RA5S3vO+S3MIG2Lh6MN/n19S2RpT3Nzc86cOaN/fK+tW7dy69YtxowZY9CiB/Dcc88REBBgkOvvxo0bxMXFGZRzcnLCxsZw6VJhfEUO+nr06MGpU6eMWZeKZeZMSEyEWbNo4u9PU0VhceehTHxvOvJrLYQQojBylvYMCb/J1eR03OxtaOdTvURXenJwyDv7REBAAN27d88V8IEa9H300UecOnVKf3737t1zlVuzZg0vvviicStcDpm6Qa3IQV9hc/0U1ldffcXHH39MXFwcLVq04Msvv6Rdu3YPPW/t2rUMGTKE/v37s2nTJpPW8aHmzoXFi9EoCllmFnzZaQgDE25T17Xqw88VQggh7mFupsGvnnOJ3S+/PHs5CvIZ265dO4N4wdSxQ3ln6ga1IidnNmXenXXr1jFlyhT8/f05duwYLVq0oGfPnly9evWB512+fJm3336bLl26mKxuhbJ4sf6hpS6b1w+skRm8QgghhMiTqYPiMrkM26effsq4ceMYNWoUvr6+LF++HDs7O1asWJHvOVqtlqFDhzJnzhzq1q37wOtnZGSQlJSk35KTk439EtRJHLNmwfPPA5BU1YmpQT/h9MlC499LCCGEEOWeqRNZl7mgLzMzk6NHjxr0+ZuZmdG9e3eCg4PzPW/u3Lm4ubkxZsyYh95jwYIFODo66jdfX1+j1F0vJ+CbOxe++w4sLXFISWBl6740++ZT/axeIYQQQoiSUuSg7/7ZO8Zy/fp1tFot7u7uBvvd3d1zzfbJERQUREBAAN9++22B7jFt2jQSExP1W1hYWLHrbUCrvTtL19ERnnwSgGtVq/HHoAnqcSGEEEKIElTkiRzHjx83Zj2KLDk5mZdffplvv/02V4bw/FhbW2Ntba1/npSUZNxK3Z94+dlnYft2ev4XzAcvfc/Tr/oZ935CCCGEKPdM1aCWo8x177q4uGBubk58fLzB/vj4+DynMV+8eJHLly/Tt29fLCwssLCw4IcffmDLli1YWFhw8eLFkqp6/vr3R9FoaBF3nuzwy6VdGyGEEKJSqlOnDhqNJtc2ceLEPMt369Ytz/K9e/fWlxk5cmSu47169SpS/UzdoFbklj5TsbKyok2bNuzatYsBAwYAoNPp2LVrl34JmHs1atSI06dPG+ybMWMGycnJfP7553h7e5dEtR/MzY0sv05YHQyi1dE9ZGsHY2Fe5uJtIYQQokL7559/0N4zxCo0NJSnnnqKQYMG5Vl+w4YNZGZm6p/fuHGDFi1a5Crfq1cvVq5cqX9+b29iWWL0oC8xMZGTJ09y4sQJ3njjjSJdY8qUKYwYMYJHH32Udu3asWTJElJTUxk1ahQAw4cPp0aNGixYsAAbGxuaNm1qcL6TkxNArv2lyWLQc3AwiB7nDhKfnKFfmk0IIYQQxZOcnGwwVOv+YVw5XF1dDZ4vXLiQevXq0bVr1zyvW716dYPna9euxc7OLlfQZ21tbdKkysaIraAQQd/FixeZMWMG1tbWLFmyBCcnJ8LDw/Xr6+X8jIyMRFEUqlSpUuSKDR48mGvXrjFr1izi4uJo2bIl27dv10/uiIyMxMysfLWUmT37LLz1Fm2j/uXEfxHUaNeotKskhBBCVAj3Z+Hw9/dn9v3j6++TmZnJqlWrmDJlSoFTpQQEBPDiiy9SpUoVg/179uzBzc2NatWq8cQTTzB//nycnR+eSLskYysoRNA3dOhQhg4dSu3atWnatCkpKSkkJSXpU540bdqUqKgoAgICePLJJ4vdrTpp0qQ8u3NBfXMf5GFZxEtFrVpcqtWIupFn0fy2BSToE0IIIYwiLCyMGjVq6J8XpHt106ZNJCQkMHLkyALdIyQkhNDQUAICAgz29+rVi2effRYfHx8uXrzI9OnTefrppwkODn7oxIySjq0K3Fx29epVmjZtSosWLYiLi2PixIlERUVx69YtDhw4wNdff41Go6Fdu3ZlYxxdGXS2o5p7sPqfW0u5JkIIIcqN2bPzz+86b17ujBFGkjNBYfz48bmOTZw4EY1Gkytgygl07p3okGPbtm1YWVlx7Ngxg/2LFy/GxcUl37RsBWFvb4+Dg4N+K0jQFxAQwNNPP42Xl1eB7hEQEECzZs1yLQn74osv0q9fP5o1a8aAAQPYunUr//zzz0MbqKDkY6sCB31ffPEFEyZMYOjQoSxfvpwtW7YwceJE/vvvv2JXorK42v0ZAGocD4bExFKujRBCiHLB3FxN+H9/4JezEIAJ03x4e3uzdu1abt++u4Roeno6q1evplatWrnKBwQE8Prrr7Nv3z6uXLlicOyZZ55h+PDhDB8+nIyMDEBtoZsxYwZfffWVScfE3S8iIoKdO3cyduzYApVPTU1l7dq1BVoAom7duri4uHDhwoWHli3p2KrAQV+fPn04e/YsQUFBjB07lhMnTtC9e3cee+wxJk6c+NB1cQXYtWjKeWdvLLKz4fffS7s6QgghSoOiQGpqwbcpU2DGDDXAmzlT3Tdzpvp8xgz1eEGvVci1XVu3bo23tzcbNmzQ79uwYQO1atWiVatWBmVTUlJYt24dEyZMoHfv3nkOtfrss89ISUnB39+f7OxsRowYQd++fRk8eHCR3sqiWrlyJW5ubnm2SObl559/JiMjg2HDhj20bHR0NDdu3MDT0/OhZUs6tirWihyTJk0iLCwMc3NzGjVqhE6nM5gKLQzVdLJl+yMd1Sf3/AEJIYSoRNLSoGrVwm3z56vnzp+f9/OCbmlpha7u6NGjDdKRrFixQp9N417r16+nUaNGNGzYkGHDhrFixQqU+4JMe3t7VqxYweLFixk6dChRUVEsW7as0HUqDp1Ox8qVKxkxYgQWFoZTG4YPH860adNynRMQEMCAAQNyTc5ISUnhnXfe4dChQ1y+fJldu3bRv39/6tevT8+ePQtdN1PHVsWeAlu9enW++OILgoKC6N69O08++SSffPKJQVOwUNWoZsv2R9TVOJQ//ijSH58QQghRkoYNG0ZQUBARERFERERw4MCBPFu8AgIC9Pt79epFYmIie/fuzVXuiSee4Pnnn2f9+vV88cUXBZrlakw7d+4kMjKS0aNH5zoWGRlJbGyswb5z584RFBSUZ9euubk5p06dol+/fjzyyCOMGTOGNm3asH///mLl6jNVbGW0PH2+vr78+eefbN26lbfffpvFixfneuMqO09HW8I86hHt4EbNpKvw119wJwG1EEKISsLODlJSCn/ewoVqy56VFWRmql27771X+HsXkqurq767VlEUevfunWvZ03PnzhESEsLGjRsBsLCwYPDgwQQEBNCtWzeDsjExMWzfvh07Ozv279/PCy+8UOg6FUePHj1ytUDmyGvyRcOGDfMtb2try59//mnM6hkwdmxl9GR3ffr0ITQ0lP/973/GvnS5Z2VhhpuDDX/eae2TLl4hhKiENBqoUqVw26efqgHf3LmQkaH+nD9f3V+Y6xQwH939Ro8eTWBgIN9//32eLWQBAQFkZ2fj5eWlXxJ12bJl/PrrryTeN3Fx3LhxtGnThq1bt7Js2bI8WwOFIWPFViZZhs3CwoK33nrLFJcu92o4qV28Y45sht9+g6wssLQs7WoJIYQoq3Jm6c6dq07ggLs/Z80yfG4ivXr1IjMzE41Gk2usWnZ2Nj/88AOLFy+mR48eBscGDBjAmjVr9GlfvvvuO4KCgjh9+jS1a9dmwoQJjB49mlOnTuVKeCwMGSO2MkpLX8eOHfWrZYgHq1HNjqM1GpNWzRkSEqAAeXyEEEJUYlqtYcCXY+ZMdX8JTKA0NzfnzJkz+gkG99q6dSu3bt1izJgxNG3a1GB77rnn9MmMIyIimDJlCp988gm1a9cGYNGiRWg0Gt4rbDd1JWCK2MooLX2DBw/m+vXrxrhUhVfDyRadmTlhbR/n0b9+Ubt4n3qqtKslhBCirHpQ8mUTt/Ddy8HBIc/9AQEBdO/eHUdHx1zHnnvuOT766CNOnjzJ1KlT8fPz45VXXtEft7OzIzAwkG7duvH888/nuwZuZWSK2Eqj5Dc6sRKJjo7G29ubqKgoatasadJ7/XgogpmbQpmcfZG3Fk8Gd3eIiTFpck0hhBClJz09nfDwcHx8fLCxsSnt6pRL+b2HJfn5XREYfSKHeLCaTrYA7PJoAo6OEB8Phw6Vcq2EEEIIUdFJ0FfCalRTg76IlGzo21fdKbN4hRBCCGFiEvSVsBp3WvqS07NJ631P0Ce97EIIIYQwoSIFfaGhocauR6VRxdoCJzs1RUtk2y5gawuXL8OJE6VaLyGEEEJUbEUK+po3b0779u359ttvSU5ONnadKryc1r7oDDPo1UvdeSeLuRBCiIpJ5k0WXWV470qiQa1IQd/evXtp0qQJU6dOxdPTkxEjRrB//35j163Cygn6YhJuw7PPqjtlXJ8QQlRIOXntMjMzS7km5VfanbXqLSvwYgYl0aBWpDx9Xbp0oUuXLnz55ZesX7+ewMBAunbtSv369RkzZgwjRozAw8PD2HWtMHImc8Qk3IY+fcDCAv79F86dg4YNS7l2QgghjMnCwgI7OzuuXbuGpaUlZmYynL6gFEUhLS2Nq1ev4uTklCsxdEWyd+9eVq5cydSpU3nrrbd47rnnGDt2LF26dDHaPYyWp+/ChQusXLmSH3/8kbi4OHr16sWWLVuMcWmTK+k8P9/tv8T838/Qu5knXw1trXbx/vknLFhQ+MWzhRBClHmZmZmEh4ej0+lKuyrlkpOTEx4eHmjuWzu4IubpS01N1Teo7d+/36gNakZNzpyamspPP/3EtGnTSEhIQFsCS8MYQ0n/0mwPjWX8qmO08HZi88RO8M038Oqr0LYthISY/P5CCCFKnk6nky7eIrC0tMy3ha8iBn33MnaDmlGWYdu3bx8rVqzg119/xczMjBdeeIExY8YY49IVUg0nOwBibt1Wd/TvD+PHwz//QFQUeHuXYu2EEEKYgpmZmazIIQqlfv36TJ8+ndq1azNt2jR+//33Yl2vyAMLrly5wocffsgjjzxCt27duHDhAl988QVXrlzh22+/pUOHDsWqWEWWM6bvekoG6VladSm2Tp3Ug5s2lV7FhBBCCFEm7Nu3j5EjR+Lh4cE777zDs88+y4EDB4p1zSK19D399NPs3LkTFxcXhg8fzujRo2koExAKrJqdJbaW5tzO0nIl4TZ1Xauqs3iDgtRZvK+/XtpVFEIIIUQJu3LlCoGBgQQGBnLhwgU6duzIF198wQsvvECVKlWKff0iBX2Wlpb88ssv9OnTp0LPpDEVjUZDjWq2XLiaQkxO0DdwIEyZAvv2wbVr4Opa2tUUQgghRAkpiQa1IgV95WVWbllWw+lO0Jczrq9OHWjdGo4dgy1bQMZECiGEEJVGSTSoFTtZ0P79+xk2bBh+fn7ExMQA8OOPPxIUFFTsylVkBrn6ckiiZiGEEKJS2rJlC/3798fc3NxksVWxgr5ff/2Vnj17Ymtry/Hjx8nIyAAgMTGRDz/8sFgV++qrr6hTpw42Nja0b9+ekAekMtmwYQOPPvooTk5OVKlShZYtW/Ljjz8W6/6mpl+V41YeQd/OnZCYWAq1EkIIIURpMmVsVaygb/78+Sxfvpxvv/3WYGmUTp06cezYsSJfd926dUyZMgV/f3+OHTtGixYt6NmzJ1evXs2zfPXq1Xn//fcJDg7m1KlTjBo1ilGjRvHnn38WuQ6mVvNOS1/0vS19jRurK3JkZsK2baVUM2Eys2fDvHl5H5s3Tz0uhBCiUjNVbAXFDPrOnTvHY489lmu/o6MjCQkJRb7up59+yrhx4xg1ahS+vr4sX74cOzs7VqxYkWf5bt26MXDgQBo3bky9evWYPHkyzZs3z7cZNCMjg6SkJP1mqjXuHiTPlj6429q3cWMJ10iYnLk5zJqVO/CbN0/dL5OihBDCpOrUqYNGo8m1TZw4Mc/y3bp1y7N879699WUURWHWrFl4enpia2tL9+7dOX/+fJHraKrYCooZ9Hl4eHDhwoVc+4OCgqhbt26RrpmZmcnRo0fp3r27fp+ZmRndu3cnODj4oecrisKuXbvyfdMAFixYgKOjo37z9fUtUl2LI2dMX1xSOtnae5blyQn6tm2D27fzOFOUWzNnwty5hoFfTsA3d656XAghhMn8888/xMbG6rcdO3YAMGjQoDzLb9iwwaB8aGgo5ubmBuU/+ugjvvjiC5YvX87hw4epUqUKPXv2JD09vUh1NEVspacUw4cffqj4+voqhw4dUuzt7ZX9+/crq1atUlxdXZUvvviiSNeMiYlRAOXgwYMG+9955x2lXbt2+Z6XkJCgVKlSRbGwsFCsra2VgICAfMump6criYmJ+i0sLEwBlKioqCLVuSiytTql3rTfldrvblWib6XdPaDTKYq3t6KAomzeXGL1ESai0ynK1auKcvSoomzcqChffKEonTqp/75mZurP998v7VoKIUS5FBUVVazP78mTJyv16tVTdDpdgcp/9tlnir29vZKSkqIoiqLodDrFw8ND+fjjj/VlEhISFGtra2XNmjVFqpMpYqscxVqG7b333kOn0/Hkk0+SlpbGY489hrW1NW+//Tavl3CCYXt7e06cOEFKSgq7du1iypQp1K1bl27duuUqa21tjbW1tf55UlJSCdZUZW6mwdPJhqibt4m5dVvf3YtGo7b2ff65Oou3X78Sr5sohORkdem8qCiIjDT8mbPl920vZ+H1jz+G48fVXI19+6ortAghjG/2bHUYRV6t6vPmgVYrY2vLqeTkZIPP8vs/5/OSmZnJqlWrmDJlChqNpkD3CQgI4MUXX9QnSg4PDycuLs6gd9LR0ZH27dsTHBzMiy++WOjXYsrYqlhBn0aj4f333+edd97hwoULpKSk4OvrS9WqVYt8TRcXF8zNzYmPjzfYHx8fj4eHR77nmZmZUb9+fQBatmzJmTNnWLBgQZ5BX1lRw8lWDfoS0oDqdw/kBH1btkBWFtwzkFOUoMxMiI7OHdTd+7ig4ys8PKBWLXVd5StXIDhY/fDRau9O3Nm2TQ36O3VSA8CBA8HHx6QvUYhKJWdcLRgGfvcOsxDl0v3DtPz9/Zn9kAB+06ZNJCQkMHLkyALdIyQkhNDQUAICAvT74uLiAHC/78u6u7u7/lhhmSK2ylGsoC+HlZWV0cbFWVlZ0aZNG3bt2sWAAQMA0Ol07Nq1i0mTJhX4OjqdTj/Nuayq4WQH3Mw9maNTJ3VFjmvXYO9euOcbRKVkim/nOh3Ex+ffQhcZqR5XlIdfy8lJDea8ve8Gdvf+rFEDrKzu1vfXX++O4Zs7F/z94ckn1QDy6FF1Ob6gIJg6FZo3vxsANm+uBoVCiKLJ+T/k3sBPxtVWCGFhYdSoUUP//GGtfKC22j399NN4eXkV6B4BAQE0a9aMdu3aFbmehWHM2CqHUYI+Y5syZQojRozg0UcfpV27dixZsoTU1FRGjRoFwPDhw6lRowYLFiwA1IkZjz76KPXq1SMjI4Nt27bx448/smzZstJ8GQ+VZ4JmUAOc/v3hu+/ULt7KHvQV9tu5oqh5DvML5qKi1Ba8rKyH39vaOu9g7t7H9vYFex15fbjMmqUGcjn7N2yATZvU2dv79sGpU+o2Z47a6jdwIAwYAB07ymxfIYpi5kx1WMasWeoXLkWB55+HF15QvwyaFXvNAlEK7O3tcXBwKHD5iIgIdu7cyYYCLoaQmprK2rVrmXvf501OD2R8fDyenp76/fHx8bRs2bLA9SkpZTLoGzx4MNeuXWPWrFnExcXRsmVLtm/frm8+jYyMxOyeP8zU1FRee+01oqOjsbW1pVGjRqxatYrBgweX1ksokJp3xvFF39/SB2oX73ffqQHA0qWV+z+i+7+dv/02TJumdoEPHKjuGzfOMKhLSXn4dc3MwMsr/1Y6b2+1xdVYrWtabd6tCTnPtVr13m+8oW7Xr8PWrWoA+NdfEB4On36qbm5u6njPgQPVVsICfKsVQtyR04Kf8/OXX9StalVo1QratFGXxWzTRs2dev8XLBkbWO6tXLkSNzc3g9QrD/Lzzz+TkZHBsGHDDPb7+Pjg4eHBrl279EFeUlIShw8fZsKECcaudrFpFKUg/VcVW3R0NN7e3kRFRVGzZs0Su++BC9cZ+t1h6rpWYffUboYHMzLUD/akJDh4EPz8SqxeZdKNGzBkCNyZXl8gzs4PbqXz8gKLMvm9J7fUVPjzTzUA3LrVcCxh1arwzDNqAPjMM1CIb7tCVDopKeDiov4fmzOutmZN9UtWXpOu7OygZUvDQHDDBjWou/9LnHQVl7iifH7rdDp8fHwYMmQICxcuNDh2f09iji5dulCjRg3Wrl2b63qLFi1i4cKFfP/99/j4+DBz5kxOnTpFWFgYNjY2RX9xJlCkT7xZs2bRv39/2rRpY+z6VCo5M3avJNxGURTD2UPW1tCnD6xerf4HU1mDvtOn4YsvYNWq3P8hN2r04FY6O7vSqbMpVKmitv4++6zaLb1njxoAbtoEsbGwfr26WVmpLX8DB6otgTITWAhDL76oBnzVq6vjpj/4QA3UZs+G555Tx9UeO6b+PHFC/cJ18KC65bCxUQPFWbPUch98oI7V9feXgK8c2LlzJ5GRkYwePTrXsft7EkFNlhwUFMRff/2V5/X+97//kZqayiuvvEJCQgKdO3dm+/bthQ74SiS2Kkqel1GjRimurq5KjRo1lPHjxyvbtm1TMjIyipU7pjQVN89PUaVnZSu1392q1H53q3ItOd3woL+/ogwerOZxq1tXzfeWY+5c9XhFlZ2t5rR7/HH19edsHh7qTysr9efcuaVd09Kn1SrKoUOK8u67ivLII4bvl0aj5gT85BNFuXixtGsqROmbM+fu38f/t3ffcU1e+x/AP0mAsAVlo7K0COIWKe6rVrTWOjr8WVtw0atgxaqItrfiaBVH1dZ6tbWujqu3txWto9q6K+IWFVEURHGAAwRBZCQ5vz+OCQkECEkgEb7v1+tRnuc5OTl5sr4585tvyo8vWKD+M0UiYSwlhbGffmLs448Z69OHMRsb1feZ8tanD2OXL9fnI2r0DPX9XRfqI7bSqqPYxo0bkZ2dja1bt8LGxgbTpk2Dg4MD3nrrLfzwww/Izc3Vb2TaQIlNRHCy4X2xKo3gFYmA//6XNz/evMk78wMNe8muJ0+AL78EWrXiNVWHD/PH+fbbwIQJQHY2/xVdUlJ5ZYvGSigEgoKAuDjg2jXgyhVe69C1K/8aSkjgfSB9fPjo39hYXntBvTpIY3TtGv+/SRMgLKz8uHwkvVSqml4k4muijxnD+9IeOcK7Vly/Dmzdyt9byi00R48C7doBbdvywVfy+yNEA/USW+krekxJSWFLlixh3bt3Z2KxmPXq1YstW7aM3b17V193UWcM+Uth+JrjzCNmN9tz6X7lk/JfnwBjc+dW/WvUmMXGVl1eeY3llSuMTZrEmKVl+eNt2pSx2bMZu3276sf9Ml6P+pSZyVcA+cc/GBOJVGskPD15zcXRo7w2g5DGYMAA/vqfOVM/+ck/g+StD76+5X/Lt3btGFu4kLHUVP3cJ1HRkGr61NF3bKW3oE/Zw4cP2ffff8/efPNNlaVJjJUhXzSRP59jHjG72XdHq2h+GzlS9QNk/vz6LaCuqgrM5M0sPj6VPyDXr2fs2bPytJoEjqR6jx8ztnkzY8OGMWZurnrNHR0ZmzCBsd27GXv+3NAlJaRuXL5cvvzhrVu651fxs02+/8knjG3ZwtiQIYyZmqq+1zp2ZGzRIsbS0nS/f8IYa/hBnzJ9xFZ1EvS9bAz5olm0N4V5xOxmsTuT1ScoLuZ9s+QfGsOHM/boUf0WUlfKH455eYwNHqz6QSgU8sd1+LBq30VSNwoLGdu+nbEPPmDMzk71ubC2Zuzddxn7z3/4c0VIQzFxIn+Nv/227nlp2vqQm8vYxo2MDRrEmImJ6nutSxfGlixh7OZN3cvTiDWmoE8faMoWGG7KFgD4MfEWPtt5BQP8nPF9WNfKCZT78Mn7m7i6Aps3AwMH1mtZdSJ/HMrs7ICJE4GICFpuzFDKyng/JPlI4Pv3y8+ZmqqOBK5mGURCjNqjR3xEf0kJX+2mRw/d8tNmnr6cHP4+++9/gUOHytfeBoBu3fjk0O+8w2cgIBoz5Pf3S8nQUacxMOQvhYNXs5lHzG42aNWxyicr/mqcPFn1l2JU1MvTHLdzp+qo0rVreY0TMR5SKWOnTvG+lL6+lUcCd+/O2LJl1DRFXj6ff85fx127GkdrwoMH/DPwH//gLR3K77XgYMZWrmSMaq40QjV9tdOIl3kwDnz9XeDekyLVE+om+fz3v1V/WX71FRAYyOeyM2a5uXz0G8B/HTPGf3lbWRm2XESVUMhrHBYv5qMOU1KARYv4a4wxPk9ZdDQfXd2uHX99XrhAI4GJcSstBdas4X9Pm2Yc61c7OQGTJvEav3v3+KpLvXvzsiUmAh9/zGsme/UCVq/mc3ESogcU9BmYfP3dp8USFBQrrQVb1ZJdCxbwbfRo/sGRnMy/lFetUm0uMCb/+Ef5LPiFhTTdysvCz48vd3f6NF/ebvVqoF8/HrgnJ/Pnr3NnwNubf0kdO1Z5ygtCDO1//+NBk6srbz41Ni4uQGQk72Zx9y7/MS9vfj5+nC/J6O4O9O3Lf/g/eGDQ4pKXnDbVg4MHD2Z5Sp28Fy9ezJ48eaLYf/z4MfPz89O5GrK+GLp6uP28/cwjZje7mpVfuxs+eMBHiMmbBV57jbF79+qmkNoaPbq8efDkyfLjNN3Kyysnh49OHD6cMQsL1aYpBwfGxo9nbNeul6frAWm4ZDLepAvwJt6XyZ07jK1Ywdirr1Ye+NavH2Pr1jH28GF5+kY6y4Ghv7/ryrFjx9iYMWPYq6++qpie5YcffmB///23TvlqVdO3f/9+lJSUKPYXLVqkMmmgRCJBamqqrvFooyFfjq3SBM01cXICdu3iv/4sLPi6tO3b8w75xiA3F/j9d/53dDSfRFiuqslQifFr2hQIDeWd0h8/5ssEhoYC9vZ8f+NGYOhQwNGRd07/z3+A/HxDl5o0RidOAGfP8mXTPvzQ0KWpnebNeQ16YiJw6xawbBlv1ZHJeLPwpEm89nLgQOD77/kgFXUtKIac0H/evKpbdBYurDzYhQAAfvvtN4SEhMDCwgIXLlxQxFv5+flYtGiRbplrEykKBAL24MEDxb61tTVLV1rmKTs7mwmFQp2i0fpk6F8KE7ecYR4xu9mWExnaZ5KSwlinTuW/BidOZKygQG9l1MqYMbwsbdpQrU9jUFrK2IEDjEVGMuburlo7YWrKWEgIr524r2YickLqwttvl38eNhQ3bzIWF8dY586q7zETE8ZateJ/z5nD0xq6RaUeJtY39Pd3XejYsSPbsmULY0w1vjp//jxzdnbWKW+tpmwRCoXIzs6Gk5MTAMDGxgYXL16Et7c3AODBgwdwc3OD9CWpxTH0kO95v1/B5hO38M/e3pjzup/2GZWW8l90S5fyjwF7e17Tsm5d5bRVTSugLzt3AsOH88EBJ06o1vKRho8xXsMSH8835eWoBALg1Vf5VDAjRvCBIYTo2+3bvL+pTMYHuwUEGLpE+peWBvzyC98uXlQ9JxDw96GPD+Dvz2s7xWLV//V1rLpaxIqDEtUNUtSBob+/64KlpSVSUlLg6empEl/dvHkT/v7+KC4u1jpvE21uJBAIIKgwAqriPtFc8xeDOe7m1bJ5tyIzM74G66BBwAcf8E7B337LPxj27y9/Yyq/6epCTg7wz3/yv2fOpICvMRIIeFNUYCAfAXztGu92EB/PB4YkJvJt1iz+ZTx8OA8AO3UyjtGV5OX3zTc84BswoGEGfAD/wfTJJ3xLTS0PAJOTy0fVp6fzrS6JRNUHh56e/Dtn3jz+nOgp4GuoXFxckJaWBk9PT5Xjx48fV1SuaUuroI8xhrFjx0IsFgMAiouLMWnSJFi9mIJDub8fqZnWffqq0rcvcOkSMHkynwj04EH+i/f4cT6psx5/ZakVFcVHmPn58UXHCWnTBpg9m2937/Ka4Ph4voB9cjLfPv8c8PAoDwB79ABMtPqIIo1dYSGwfj3/e9o0gxal3vj6ln+mJyfz945EAowcCQweDBQX835/yv9re+z5c9XZIqRS4NkzvlVHJuOVExTwVSs8PBxRUVHYuHEjBAIB7t+/j8TERMycOROf6XjttPpEDQsLU9l///33K6UJDQ3VrkSNkHzalnu61vQps7cHtm4Fhgzhq15kZpbP9F6XAd/OncDPP/Nm3c2b+a88QpQ1b86nqIiM5IN99uzhAeC+fbxJ7quv+ObgwAeEjBgBvPYavZaI5rZs4YOHWrfmAU9jUVVTaseO+v/Ml0g0Dxj/8x8+dY6JCe+GtHAhBX7VmD17NmQyGfr374+ioiL07t0bYrEYM2fOxEcffaRb5rp1N2wYDN0R9HFBMfOI2c08Ynaz56US/d/BzZuq6/deuqT/+2CMscePGXN25vcRE1M390EarmfPGIuPZyw0lDF7e9VO6lZWvFP+Tz8xpjQ9FCGVSKWMtW7NXzfffGPo0tSfehg0oZdy6bk8hv7+rkslJSXsypUr7NSpU6xATwMz66ztJDk5GQENtR+FnjW1MoO5qRDFZTJk5RfDy0HPK1X89BP/6pR37A0K4hOBBgbq936mTi1v1qWh+KS2LC150+7w4XxN4L//Ll8T+O5d4Ndf+WZqyif8HjECGDaMT1tBiNwffwA3bgBNmgAVWqUatKom9JfvG2JgpbpBG/L/5WuxU41flczMzODv76/XPPW6IkdBQQG+++47dOvWDR06dNBn1g2aQCDQf78+OeU3XU4Ob1p7/hzo2ZOvoKAvO3bwKnxq1iX6YGrKV/9YvZp3TThzhndW9/PjAeGff/I+q25uQHAwH7F+44ahS02MwapV/P/wcMDa2qBFqVfz5lUdQH32mWF+iFcXiNI8rVVavHgxNm7cWOn4xo0bsWTJEt0y10d14dGjR1loaCizsrJirVu3ZjExMez06dP6yLpeGEP18AcbTjGPmN1s2+nb+stUXTX606eMeXmVz+u0b5/u90PNuqQ+XbvG2OLFjAUFqTYBA4y1bcvYp58ydvYsX42BNC6XL5evWnHrlqFLQ+qBMXx/65uHhwdLSEiodPzkyZPM09NTp7y1runLzs5GXFwcWrdujXfeeQe2trYoKSnBjh07EBcXh0B9Nx02cHVS06fuV5aNDXDlCvDKK7wj7tChfEUFXcibdf39qVmX1D1fXz4K+ORJ3uy7Zg2flsPEhL+2v/gC6NqVTxMRFcVHCEskhi41qQ9ffcX/HzmSjwQn5CWUnZ0NVzXdVhwdHZGVlaVT3loFfUOHDoWvry8uXbqEVatW4f79+1i9erVOBWns9DZXn7KqqvstLPhkpe+8w5vK3n0X+PFH7e5DuVl30yZq1iX1y90diIjgSxA+fMhfxyNH8v6BmZnA11/z/n8uLsC4cXxZwOd67kJBjMOjR+WfY41lmhbSILVo0QIJCQmVjickJMDNzU2nvLUayPHHH39g6tSpmDx5Mlq3bq1TAQhXZ336qmJmxqd0sbbmwVpoKJ/bavJkzfPIyeHrPwJ8bd1u3eqmrIRowt4eeP99vhUV8UAwPp6vT52Tw/uabt4MWFnxCcxHjOBTGtnZGbjgRC+++45PE9K1K9C9u6FLQ4jWwsPDMW3aNJSVlaFfv34AgIMHD2LWrFmYMWOGTnlrFfQdP34cGzZsQJcuXeDn54cPPvgA//d//6dTQRq7OpmrryYiEV+o29qad5iPiOCBX3S0Zrf/6CNq1iXGydKSj+wdNow37SqPBL5zB/jtN76ZmKiOBNbxVzQxkNJS3swP8Fo+WtWFvMSio6ORk5ODiIgIlJaWAgDMzc0RExODOXPm6Ja5Lh0CCwsL2YYNG1iPHj2YqakpEwqFbNWqVezp06c6dTSsb8bQEfTekyLmEbOb+czZwyTSeu6ALpMx9skn5Z3hP/us5k7w27eXd5g+dap+ykmIrmQyPsjj008Z8/evPBAkKIgvZp+aauiSktr46Sf+/Lm6MlZSYujSkHpU2+9vDw8PBqDSFhERUeVtnjx5wiIiIpiLiwszMzNjrVu3Znv27FGcj42NrZSfr6+vzo+toKCAnT59ml2+fJkVFxfrnB9jOgzkAAArKyuMHz8ex48fx+XLlzFjxgzExcXByckJb775pk7B6Jo1a+Dp6Qlzc3MEBQXh9OnTVaZdv349evXqBXt7e9jb22PAgAHVpjdGzrbmMBEKIJExPHiq/WLKWhEIeOf3xYv5/sKFwPTp5Ws3VpSTU94MPGsWNeuSl4dAAHTpwpd8u3KFr1caFwe8+io/f+oUHyTi6wu0bQt8+ilw9mzV7wVieIyVT9MSGcm7rhBShTNnziArK0ux/fXXXwCAd955R2360tJSvPbaa7h16xZ+/fVXpKamYv369XB3d1dJ17ZtW5V8jx8/rlX5ysrK0L9/f9y4cQPW1tYIDAxEQECAYtlbnekldFQikUhYfHw8Gzp0qNZ5bNu2jZmZmbGNGzeyK1eusPDwcGZnZ8cePHigNv17773H1qxZwy5cuMCuXr3Kxo4dy5o0acLu3r2r0f0ZQ00fY4z1iDvIPGJ2s9MZOYYrxOrV5bUeEycyJlGzQsjo0fy8vz9jevr1QYjB3bvH2L//zdhrr/HpjJRrAFu0YOyjjxg7dIixsjJDl5QoO36cP0fm5ow9fGjo0pB6puv3d1RUFPPx8WGyKlq31q5dy7y9vVlpaWmVecTGxrIOHTpodf/qODg4sOvXr+stP2VGuQxbt27dWGRkpGJfKpUyNzc3tnjxYo1uL5FImI2NDduyZYtG6Y0l6Ht33QnmEbObxZ/XLFitM5s28WZbgLGAAMaUX+zyZl2BgAeFhDREubm8yfCttxiztFQNAJs2ZSwsjLEdOxgrKjJ0Scnbb5f/SCWNjvz7OyUlheXn5ys2TZpDS0pKWLNmzdgXX3xRZZrBgwezMWPGsPDwcObk5MTatm3LvvjiCyZRqhCJjY1llpaWzNXVlXl5ebH33nuP3b6t/Zy706ZNYzF1NOetVgM5xo8fX2MagUCADRs21Drv0tJSnDt3TqWzolAoxIABA5CYmKhRHkVFRSgrK0PTpk3Vni8pKUFJSYliv6CgoNblrAvu9hZARj0P5lBn7Fg+uGPUKCA5GWjXDkhK4oM85KN1GQNatjRkKQmpO/b2wJgxfHv+vPJI4C1b+GZpqToS2N7e0CVvXG7fLp9nNCrKsGUhBlVxubLY2FjMq2GA4Y4dO5CXl4exY8dWmebmzZs4dOgQxowZg7179yItLQ0REREoKytDbGwsACAoKAibN2+Gr68vsrKyMH/+fPTq1QvJycmwsbGp9WORSCTYuHEjDhw4gC5dusDKSnVp1hUrVtQ6Tzmtgr7NmzfDw8MDnTp1AtNzX5fHjx9DKpXC2dlZ5bizszOuXbumUR4xMTFwc3PDgAED1J5fvHgx5s+fr3NZ9a35i2lb7tbXtC3Veftt/gU3bBjv99S2LdCpE58LDeBLu9GaiaQxsLAA3nyTbxIJcPw4DwDj4/lI4O3b+WZiAvTtWz4SuEKfH1IHvvkGkMn45Ny01nujlpKSotLPTpM+cBs2bMDgwYOrnftOJpPByckJ3333HUQiEbp06YJ79+5h2bJliqBv8ODBivTt27dHUFAQPDw88Msvv2DChAm1fizJycno3LkzAOD69esq5wQ6jkzXKuibPHkytm7dioyMDIwbNw7vv/9+lbVq9S0uLg7btm3DkSNHYF7FRMFz5szB9OnTFfv37t3T+6LG2jDItC3Vef11XsMREgLcvMk3APjnPwEjDJoJqXPywK5vXz544Px5Pg1MfDwfGHLgAN8iI4GgIGD4cB4E+voatNgNUmEhsH49/5smY270bGxsYGtrq3H627dv48CBA9hew4pUrq6uMDU1hUgkUhzz8/NDdnY2SktLYaZm4JCdnR1eeeUVpKWlaf4AlBw+fFir22lCq9G7a9asQVZWFmbNmoVdu3ahRYsWePfdd7F//36da/4cHBwgEonw4MEDleMPHjyAi4tLtbddvnw54uLi8Oeff6J9+/ZVphOLxbC1tVVs2lS/1gV3O0sAwL0nRQYuiZK+fYFjx8r3RSJg3TqDFYcQoyEfCbxwIe8Gcf06sGQJEBzMz586BcyZA7Rpw+ey/PRT4MwZGgmsL1u2APn5fElJpZoWQjSxadMmODk5YciQIdWm69GjB9LS0iCTyRTHrl+/DldXV7UBHwAUFhYiPT1d7VJqmsrLy8OXX36JiRMnYuLEiVi5ciXy8/O1zk9O6ylbxGIxRo8ejb/++gspKSlo27YtIiIi4OnpicLCQq0LZGZmhi5duuDgwYOKYzKZDAcPHkSw/MNUjaVLl2LhwoXYt28funbtqvX9G5JyTZ++m8118uef/H8TE76e78KFhi0PIcaodWs+hdGJE8D9+8DatcDAgfx9c/UqsGgRn96oZUs+sfmhQ7QmsLZksvJ1dqOi+DKQhGhIJpNh06ZNCAsLg4mJaoNnaGioypiCyZMnIzc3F1FRUbh+/Tr27NmDRYsWITIyUpFm5syZOHr0KG7duoUTJ05gxIgREIlEGD16tFblO3v2LHx8fLBy5Urk5uYiNzcXK1asgI+PD86fP6/dg5bTx2iQzMxMNn/+fObl5cXc3d1ZQUGBTvlt27aNicVitnnzZpaSksI+/PBDZmdnx7KzsxljjH3wwQds9uzZivRxcXHMzMyM/frrrywrK0uxaVoOYxm9+7xUwjxidjOPmN3scYGRTIWyYAEfGbdggfp9Qkj1njxh7Oef+ShTK6vKI4FDQxmLj2fs2TNDl/TlsXs3v352dozp+H1DXm7afH/v37+fAWCpaiZh79OnDwsLC1M5duLECRYUFMTEYjHz9vauNHp31KhRzNXVlZmZmTF3d3c2atQolpaWpvVj6tmzJxs7diwrU5oeqqysjIWFhbFevXppnS9jOkzZUlxczP7zn/+wAQMGMHNzc/b222+zPXv2MKlUqlOB5FavXs1atmzJzMzMWLdu3djJkycV5yo+KVXNsB0bG6vRfRlL0McYY10//4t5xOxmF+88MXRRqg7wKPAjRDtFRYz9/jtj48Yx1qyZagBoYcHYiBGM/fADYzkGnKvzZTBgAL9m0dGGLgkxMGP6/tYXc3NzdvXq1UrHr1y5wiwsLHTKW6uBHBEREdi2bRtatGiB8ePHY+vWrXBwcNCtyrGCKVOmYMqUKWrPHTlyRGX/1q1ber1vQ3K3s8CjghLce/Ic7ZvbGbYwUimwYEHlUbryfam0/stEyMvMwgIYOpRvEgmQkFA+Ejgzs/xvkah8JPDw4Y17JPC8efx6yD93kpP5YBmRiH8GzZtHa3+TBsXW1haZmZlo06aNyvE7d+7oPAZBq6Bv3bp1aNmyJby9vXH06FEcPXpUbbqaRsWQytztLZB0J884RvBW90FK07UQohsTE6BPH76tXAlcuFA+Ejg5GTh4kG9TpvC+gPKRwBW+CBo8kYhPEQXwzx15X742bYAVK/gPU0IakFGjRmHChAlYvnw5unfvDgBISEhAdHS01v0E5bQK+kJDQ3WeK4aoZ1Rz9RFC6odAAHTuzLcFC4C0tPJav5MngdOn+fbJJzzYkdcABgby2zZk8h+Yc+cCz54BP/7I969cUd8SQchLbvny5RAIBAgNDYXkxWAvU1NTTJ48GXFxcTrlLWDMmIaJGsbdu3fRokUL3LlzB82bNzdoWX5IvIW5O6/gNX9nrA99OUchE0L0KCsL+P13HgAeOgSUlZWfc3cvrwHs3RswNTVYMetMbi5w+TKwdCmwd2/58fnzy2sASaNlTN/furh06RICAgIgVBqJXlRUhPT0dACAj48PLC0tdb4fCvpgXC+ag1cfYMKWs/B3tcXeqF4GLQshxMjk5wN79vBm4L17ec2XnL098MYbPAAMCeFLxL1Mysr4XIeXLqlud+9WTmtiohr8kkbLmL6/dSESiZCVlQUnJyd4e3vjzJkzaNasmd7vR6vmXVJ3jG5VDkKI8WjSBHjvPb4VF/MBDfHxvCbw8WPe9Pnjj3zASEgIDwDfeAMwkhWTAPCxyg8eVA7url4FSkvV38bTExCL+ZKQJiZ8EMzChdS0SxoMOzs7ZGRkwMnJCbdu3VKZDFqfKOgzMu4v+vTlPy9DYYkE1mJ6igghapib84DujTd4EHTiRHk/wNu3eW3gjh18IESfPuX9AOuzNuT5cyAlpTywu3yZ///okfr0NjZA+/aqW0AAH7wxd255H76FC1UHdxDyknvrrbfQp08fuLq6QiAQoGvXripLvym7KV8SVQsUURgZG3NT2Jqb4GmxBPeePIevi3EsEUcIMWImJrxPX+/efERrUhIP/nbs4IHWoUN8++gjPvhD3g/Qz688j4pToyhbuLB8ehR1GOOBpjyok2/Xr/PVMyoSCvnyae3aqQZ4Hh6VB6bIAzzlQRvKgzuU9wl5SX333XcYOXIk0tLSMHXqVISHh9fJErEU9Bkhd3tLPM16int5RRT0EUJqRyAAOnXim3wksHwqmMREvv7vmTN8LWBf3/IaQKFQfRClHHQBwNOnfEoZ5eDu8mV+XJ1mzYAOHVSDO39/3gStCZovlDQSgwYNAgCcO3cOUVFRdRL06TyQ4++//8a3336L9PR0/Prrr3B3d8ePP/4ILy8v9OzZU1/lrFPG1hF04pazOHD1ARYOa4sPgj0NXRxCSEORnV0+Evjgwcojgd3d+dQwsbE8qJo+Hfj6a948bGfHA7yMDPV5m5ryYK5i7Z2LS8OfVoYYjLF9fxs7nWr6fvvtN3zwwQcYM2YMLly4gJKSEgBAfn4+Fi1ahL3Kw+uJxpq/GMxxlwZzEEL0ycUF+PBDvuXn8xHA8pHA9+7xDeDTocyfX367ihPwu7tX7nvn69swp4whpAHRKej7/PPPsW7dOoSGhmLbtm2K4z169MDnn3+uc+EaK/lgjns0QTMhpK40aQKMHs234mJe8ycfCaw80KJbN9Xau3bteJMtIeSlo1PQl5qait69e1c63qRJE+Tl5emSdaNG07YQQuqVuTkwZAjf5s/nAzZMTXnz7xtv0EAJQhoIYc1Jqubi4oK0tLRKx48fPw5vb29dsm7UqKaPEGIQCxfygG/BAj5n3oIFfBDHwoWGLhkhRA90qukLDw9HVFQUNm7cCIFAgPv37yMxMREzZ87EZ/TLUGvymr6HBSUokUghNlE/Vw8hhOgNTY1CSIOnU9A3e/ZsyGQy9O/fH0VFRejduzfEYjFmzpyJjz76SF9lbHSaWZnB3FSI4jIZsvKK4elgZegiEUIaOpoahRCjNmDAANy8edNwkzMLBAJ8+umniI6ORlpaGgoLC+Hv7w9ra2tdsm30BAIB3OwscPPRM9zLe05BHyGk7lU18TJANXyEGIERI0bg8ePHOuWhU9C3ePFiODs7Y/z48fD391cc37hxIx49eoSYmBidCteYucuDPurXRwghhDR6kZGROueh00COb7/9Fm3atKl0vG3btli3bp0uWTd6NFcfIYQQ0vgcPny4ynPffvutTnnrFPRlZ2fD1dW10nFHR0dkZWXpknWjRyN4CSGEkMZn0KBBiI6ORpnSijmPHz/G0KFDMXv2bJ3y1inoa9GiBRISEiodT0hIgJubmy5ZN3rlc/UVGbgkhBBCCKkvhw8fRnx8PAIDA5GSkoI9e/YgICAAT58+RVJSkk556zxly7Rp01BWVoZ+/foBAA4ePIhZs2ZhxowZOhWssXO3swRAEzQTQgghjUn37t2RlJSESZMmoXPnzpDJZFi4cCFmzZoFgY7rWOsU9EVHRyMnJwcREREoLS0FAJibmyMmJgZz5szRqWCNnbymLyuvGFIZg0hIC5YTQgghjcH169dx9uxZNG/eHPfv30dqaiqKiopgZaXbbB46Ne8KBAIsWbIEjx49wsmTJ3Hx4kXk5uZirnwiT6I1ZxsxREIBJDKGhwXFhi4OIYQQ8tLz9PSEQCCotFU3MjYvLw+RkZFwdXWFWCzGK6+8gr1796qkWbNmDTw9PWFubo6goCCcPn1a6zLGxcUhODgYr732GpKTk3H69GlcuHAB7du3R2Jiotb5AjoEfWVlZejfvz9u3LgBa2trBAYGIiAgAGKxWKcCEc5EJISLrTkAGsxBCCGE6MOZM2eQlZWl2P766y8AwDvvvKM2fWlpKV577TXcunULv/76K1JTU7F+/Xq4u7sr0vz3v//F9OnTERsbi/Pnz6NDhw4ICQnBw4cPtSrjV199hR07dmD16tUwNzdHQEAATp8+jZEjR6Jv375a5SmndfOuqakpLl26pNOdk+q521vgXt5z3Mt7jq6GLgwhhBBipAoKCvD06VPFvlgsVlsJ5ejoqLIfFxcHHx8f9OnTR22+GzduRG5uLk6cOAFTU1MAvLZQ2YoVKxAeHo5x48YBANatW4c9e/Zg48aNWo22vXz5MhwcHFSOmZqaYtmyZXjjjTdqnZ8ynZp333//fWzYsEGnApCqNX8xbctdqukjhBBCquTv748mTZootsWLF9d4m9LSUvz0008YP358lQMkfv/9dwQHByMyMhLOzs4ICAjAokWLIH2xLGFpaSnOnTuHAQMGKG4jFAoxYMAArZtiKwZ8yqoKTjWl00AOiUSCjRs34sCBA+jSpUulDoYrVqzQOu81a9Zg2bJlyM7ORocOHbB69Wp069ZNbdorV65g7ty5OHfuHG7fvo2VK1di2rRpWt+3sSiftoWCPkIIIaQqKSkpKk2umnQ127FjB/Ly8jB27Ngq09y8eROHDh3CmDFjsHfvXqSlpSEiIgJlZWWIjY3F48ePIZVK4ezsrHI7Z2dnXLt2TevHA/DHlJmZqRgoK/fmm29qnadOQV9ycjI6d+4MgI80UabLsGJ5+/i6desQFBSEVatWISQkBKmpqXBycqqUvqioCN7e3njnnXfw8ccfa32/xoYmaCaEEEJqZmNjA1tb21rdZsOGDRg8eHC18wrLZDI4OTnhu+++g0gkQpcuXXDv3j0sW7YMsbGxuhZbrZs3b2LEiBG4fPkyBAIBGGMAyuMqeS2jNnQK+qpbKkQXtW0fDwwMRGBgIADoPFu1MaGaPkIIIUT/bt++jQMHDmD79u3VpnN1dYWpqSlEIpHimJ+fH7Kzs1FaWgoHBweIRCI8ePBA5XYPHjyAi4uLVmWLioqCl5cXDh48CC8vL5w+fRo5OTmYMWMGli9frlWecjr16asLddE+XlFJSQmePn2q2AoKCvSSr74p1/TJI31CCCGE6GbTpk1wcnLCkCFDqk3Xo0cPpKWlQSaTKY5dv34drq6uMDMzg5mZGbp06YKDBw8qzstkMhw8eBDBwcFalS0xMRELFiyAg4MDhEIhhEIhevbsicWLF2Pq1Kla5Smnc9CXl5eHL7/8EhMnTsTEiROxYsUK5Ofna51fde3j2dnZuhYXALB48WKVDp/+/v56yVff3F4Efc/LpHhSVFZDakIIIYTURCaTYdOmTQgLC4OJiWqDZ2hoqMriEpMnT0Zubi6ioqJw/fp17NmzB4sWLVKZ12/69OlYv349tmzZgqtXr2Ly5Ml49uyZorWytqRSKWxsbADwQR33798HAHh4eCA1NVWrPOV0CvrOnj0LHx8frFy5Erm5ucjNzcXKlSvh4+OD8+fP61SwujRnzhzk5+crtpSUFEMXSS1zUxEcrHlnVOrXRwghhOjuwIEDyMzMxPjx4yudy8zMRFZWlmK/RYsW2L9/P86cOYP27dtj6tSpiIqKUulKNmrUKCxfvhxz585Fx44dkZSUhH379lWqvNJUQEAALl68CAAICgrC0qVLkZCQgAULFsDb21urPOV06tP38ccf480338T69esV0bJEIsHEiRMxbdo0HDt2rNZ51kX7eEUV5+9RntvH2LjZmeNxYQl2XLiLwhIJunk1pSXZCCGEEC0NHDiwyi5TR44cqXQsODgYJ0+erDbPKVOmYMqUKfooHv71r3/h2bNnAID58+dj6NCh6NWrF5o1a4Zt27bplLdOQd/Zs2dVAj4AMDExwaxZs9C1q3bTCSu3jw8fPhxAefu4vi7oy2JfchauP+D9DTck3MKGhFtwbWKO2KH+GBTgauDSEUIIIUTfQkJCFH+3bt0a165dQ25uLuzt7XWaGQXQMeiztbVFZmYm2rRpo3L8zp07ivZobUyfPh1hYWHo2rUrunXrhlWrVqm0j4eGhsLd3V0x+WJpaamiiba0tBT37t1DUlISrK2t0apVK63LYUj7krMw+afzqPhbJDu/GJN/Oo+173emwI8QQghpINQ1N6uzceNGre9Dp6Bv1KhRmDBhApYvX47u3bsDABISEhAdHY3Ro0frlO+jR48wd+5cZGdno2PHjirt45mZmRAKy7sj3r9/H506dVLsL1++HMuXL0efPn3UVtUaO6mMYf6ulEoBHwAwAAIA83el4DV/F2rqJYQQQhqAzZs3w8PDA506daqzGTt0CvqWL18OgUCA0NBQSCQSAHx9uMmTJyMuLk6nglXXPl4xkPP09GxQU5qczshFVn5xlecZgKz8Ypy8mYMeraperkVOKmM4nZGLhwXFcLIxp36BhBBCiJGZPHkytm7dioyMDIwbNw7vv/8+mjZtqtf7EDAtoqWbN2/Cy8tL0bZcVFSE9PR0AICPjw8sLS31Wsi6dvfuXbRo0QJ37txB8+bNDV0c7Ey6h6htSTWmMzcV4lXvZujm1RTdPJuiXfMmEJuIVNLsS87C/F0pKkFkbfsFGkvQaCzlIIQQYhyM7ftbVyUlJdi+fTs2btyIEydOYMiQIZgwYQIGDhyoc38+QMugTyQSISsrS7Ek2qhRo/D1119rPTzZ0IztRZOYnoPR66sfKaSO2ESIDi3sEOTVFIGeTZHzrBTT/5tUqZlY/rLRpF+gPoJGfTCWchBCCDEexvb9rU+3b9/G5s2b8cMPP0AikeDKlSuwtrbWKU+t5umrGCfu3btXMbyY6K6bV1O4NjFHVTG9ADzg2RnZA5+94Y9BbV3QzMoMJRIZTmfkYvWhNIRuPI2P1QR8ABTH5u9KgVRWdcwvH0xSsalZPphkX3JWFbesTCpjSEzPwc6ke0hMz6n2fuuyHMZAl2tBCCGkcRAKhYq1d3VZb1eZTn36SN0QCQWIHeqPyT+dhwBQCdzkgWDsUH90aGGHDi3sMKGnFxhjSH/0DGdu5eJMRi6OXX+Ex89Kq7wPeb/AgSuPwrOZFZpamaGptRmaWZmhmZUYdpam+HRHsl4Gk+hSS9fQBrVQjSUhhJCqKDfvHj9+HG+88Qa++eYbDBo0SGUAq7a0bt7Nzs6Go6MjAMDGxgaXLl2Cl5eXzgUyBGOtHtYlQNC0X6Cuwnt54VXvZnCyMYejjRjNrM1gKip/YVY19Yy6JmbGGJ4WS/C4sASPC0rwqLAEZzJysSXxdo3lCPZpBrcmFhCbCiE2EcLMRAixiQhiE+V91ePyv82qSyMSQqinYLI214IQQkjNjPX7WxsRERHYtm0bWrRogfHjx2PMmDFwcKh5sGZtaBX0CYVCDB48WLGqxa5du9CvXz9YWVmppNu+fbt+SlnHjPlFo+3gBU37Bc547RU42oiR86wUOYWlyH1Wgpxnpbj56Bnu5dV+6TeBAGhqaQZHGzEcrM1w7vYTPC+TVZlebCKEr4sNcgpL8aiwBKWSqtMaipmoYkCoLnisKojkaUxEAnx37CYKiiVV3k8zKzOsD+0KCzMRTEU84DQ1EfC/XwSgpiLhS1GjSQgh9cGYv79rSygUomXLlujUqVO1gzZ0ia20at4NCwtT2X///fe1LgCpnkgoQLBPs1rfTt4vMDu/WG3TqACASxNzRPyjldogQtOgsVMLO0hkDA8LivG4sBRSGeMBZDVNy8pKJDJcupuvcsxGbPIiaBRDKABOZuTWmE9YsAdc7SxQKpGhRCJFSZkMpVJZ+f8S6Ytz/FiJVIaSMqlqmjIpSiT8b+WfQqVSfqywRKOHpLWcZ6UYufZEjemEAiiCQjMTHggqgkPlY6LyY6ZKx81epFU5Jio/ZmoihFgpzyrzNVHOQ6C4H3kafYw0I/XPWEfJG2u5CNGX0NDQOv/c1Cro27Rpk77LQfRM036BVX1oaho0/jq5uyIPmYzhSVEpHhaU4FFBCfZfycbPpzJrLOvEnl4Y0t4VDtZiONqIYW5aPu2MVMbQc8mhGssxd2hbvX0BMMZQJmWKQFA1MKwQQEoq75dWOFYqkeHGgwKNgld7S1OYiIQok/LblUllKJOqPnIZg+K+UMeBqC7M5AGiScXAUV0wKVAEnPLbmSndrjwgFVQIQHlascp+eWBbOQ/VfPXVdN9QGGufU2MtFyH6tHnz5jq/DxrI0YANCnDF2vc7V/qwdNHgw1KboFEoFKCZtRjNrMXwc+W1UZoEff39nNGppb3eyqErgUAAMxMeHFiL9fMWSUzPwUkNak7/PaZLpZpdeRDKA0AeDJa+CAZV9iVKx5TS8n324nyFY1KZYiuR315xXjm9unx5WnlNaMWOIvw4wP8xTiKhQBFwiisEkpWOmZTXiCoHnRWPVQpsTVSDzvKaVKVAtFLNa3lNq4mwfmpNjXXpR2MtFyEvIwr6GrhBAa54zd9Fq2YRXYJGQPPawm5e1c84rms5jIEu10I5CDVmUhlTCkhfbBKGUqkUpRKloPVFwFpek1keRJZKpIpa1vKAlFUIbPmxEolMJWgtVQpCy16kLVUKjMukMkgqTI8jlTFIZQzFZTIUGOi61USg1JyvHEyKKzTtqwap6pv25TWlFZv2RUIBluxLrXaKp093JMPRxhxmL/qVqmwCAUSiF/+rO/fib6EAtQpg62r0vr6aio2xyZnKRKqj1UCOhqYhdQStC7q8YeW/0gH1tXS1+ZX+sn9w6PNaEO3IZAxlsgq1lEqBpDwoVQ1IVQNHlVpSpZrOMom62lg1NbJKaSvev3y/IasYCFYVIIqEApRIpLifV/WSlHIr3u2A19u5qnQNqYq+moqNscm5MZaJvr9rh4I+0IumrhnjB5Gh0LUgNWGM1z7KA0nlWs+KTfuqgatqE3yZpOpa1YpN+5k5RUi+/7TGstlbmsLcVASJjEEmY4r/pYypHDMURxsx3O0s4G5vgeby/+0t4G5nCXd7Cxy/8Ugv0yYZ4/RLjbVM9P1dOxT0gV409eFlr6XTJ7oWxNhoOlp/a/irGs0moAgIXwSDUqVNViFAlFbcGINUJoNUBly+m4eFe67WeH9mIiFKpTXXkFbsF1yRtdgE43p4QiQUQAABBAJ+G8GLZmmBAGAMWHc0vdrpl2zNTTC1f2sIX9xGft+Kcrw4WOmc/Ljq7otj6m8jEAAyxhD3Ryryn5dVWSZ7S1N8MbwdTE2EEAkBoUAAoUDe7C6vXYWaY7xZXv3x8hpaYYXbAkDvZYeRna++plbepeV4TD+dPv/o+7t2KOgDvWgIIY2bpqPkdf2Crqty/T3rH3haLMG9J89xL68Id588x90nz3Ev7/mLY8+rDYiI4Wj6Q6Iq9P1dOzSQgxBCGjlDjJLXZ7lMREK+lKSVGdo1b6I2r1/O3sGsXy/VeJ89WjWDZzMrMPBaPcYY/x/8/9u5RTitwfRLnVvawd3eUrFWvaLsSg+CvdiRV70o/ldKVH5MdV/5aFZ+Ma5o0Dzv5WCFJhamkDHVmlcZg6KZXqrUZC+VQZFW5bzi/xrvskYPC2rus0n0h4I+QgghRjtKXl/lamFvqVG6Kf9oXW3Nk6ZN4dEhbXSqwaoNTcu0aEQ7vZdJbTAoA05l5ODDH8/VeHsnG3O9lodUj4I+QgghAHSb4snYy6WvKaT0lY8+GbJMQqEAQghQceB0fz9no7tOBDDuib8IIYTUK/nSj8M6uiPYp5nBAz45XcslbyoGVAdVKO9r0oStr3z0icpENEVBHyGEkEZB3lTs0kS1SdGliXmtpg/RVz76RGXSjKen54uR2KpbZGSk2vSbN2+ulNbcXPXxjB07tlKaQYMG1cfDqTVq3iWEENJo6KsJ2xibwqlMNTtz5gyk0vKlIZOTk/Haa6/hnXfeqfI2tra2SE1NVeyrW1Vm0KBB2LRpk2JfLBbrqcT6RUEfIYSQRkXeVGws+egTlal6jo6OKvtxcXHw8fFBnz59qryNQCCAi4tLtfmKxeIa0xgDCvoAyGR8Us+srCwDl4QQQgghmpJ/b+fn58PW1lZxXCwW11jbVlpaip9++gnTp0+vdk3owsJCeHh4QCaToXPnzli0aBHatm2rkubIkSNwcnKCvb09+vXrh88//xzNmhlHoKuMJmcGr+7t1q2boYtBCCGEED2IjY3FvHnzqk3zyy+/4L333kNmZibc3NzUpklMTMSNGzfQvn175OfnY/ny5Th27BiuXLmimAx627ZtsLS0hJeXF9LT0/HJJ5/A2toaiYmJEIlqXg+6PlHQB0AikeDChQtwdnaGUGj4sS0FBQXw9/dHSkoKbGxsDF2clx5dT/2i66lfdD31i66n/rwM11ImkyEzMxP+/v4wMSlvvNSkpi8kJARmZmbYtWuXxvdXVlYGPz8/jB49GgsXLlSb5ubNm/Dx8cGBAwfQv39/jfOuD9S8C8DExASBgYGGLobC06d8ZnV3d3eV6mqiHbqe+kXXU7/oeuoXXU/9eVmuZcuWLWt9m9u3b+PAgQPYvn17rW5namqKTp06IS0trco03t7ecHBwQFpamtEFfYav1iKEEEIIqUebNm2Ck5MThgwZUqvbSaVSXL58Ga6uVU83c/fuXeTk5FSbxlAo6COEEEJIoyGTybBp0yaEhYWpNAkDQGhoKObMmaPYX7BgAf7880/cvHkT58+fx/vvv4/bt29j4sSJAPggj+joaJw8eRK3bt3CwYMHMWzYMLRq1QohISH1+rg0Qc27RkgsFiM2NtZo5/l52dD11C+6nvpF11O/6HrqT0O9lgcOHEBmZibGjx9f6VxmZqZK3/4nT54gPDwc2dnZsLe3R5cuXXDixAn4+/PVRkQiES5duoQtW7YgLy8Pbm5uGDhwIBYuXGiU140GchBCCCGENALUvEsIIYQQ0ghQ0EcIIYQQ0ghQ0EcIIYQQ0ghQ0EcIIYQQ0ghQ0GdA8+bNg0AgUNnatGmjOF9cXIzIyEg0a9YM1tbWeOutt/DgwQMDlti4HDt2DEOHDoWbmxsEAgF27Nihcp4xhrlz58LV1RUWFhYYMGAAbty4oZImNzcXY8aMga2tLezs7DBhwgQUFhbW46MwDjVdy7Fjx1Z6rQ4aNEglDV3LcosXL0ZgYCBsbGzg5OSE4cOHIzU1VSWNJu/vzMxMDBkyBJaWlnByckJ0dDQkEkl9PhSjoMn17Nu3b6XX6KRJk1TS0PUE1q5di/bt28PW1ha2trYIDg7GH3/8oThPr8uGjYI+A2vbti2ysrIU2/HjxxXnPv74Y+zatQv/+9//cPToUdy/fx8jR440YGmNy7Nnz9ChQwesWbNG7fmlS5fi66+/xrp163Dq1ClYWVkhJCQExcXFijRjxozBlStX8Ndff2H37t04duwYPvzww/p6CEajpmsJAIMGDVJ5rW7dulXlPF3LckePHkVkZCROnjyJv/76C2VlZRg4cCCePXumSFPT+1sqlWLIkCEoLS3FiRMnsGXLFmzevBlz5841xEMyKE2uJwCEh4ervEaXLl2qOEfXk2vevDni4uJw7tw5nD17Fv369cOwYcNw5coVAPS6bPAYMZjY2FjWoUMHtefy8vKYqakp+9///qc4dvXqVQaAJSYm1lMJXx4AWHx8vGJfJpMxFxcXtmzZMsWxvLw8JhaL2datWxljjKWkpDAA7MyZM4o0f/zxBxMIBOzevXv1VnZjU/FaMsZYWFgYGzZsWJW3oWtZvYcPHzIA7OjRo4wxzd7fe/fuZUKhkGVnZyvSrF27ltna2rKSkpL6fQBGpuL1ZIyxPn36sKioqCpvQ9ezavb29uz777+n12UjQDV9Bnbjxg24ubnB29sbY8aMQWZmJgDg3LlzKCsrw4ABAxRp27Rpg5YtWyIxMdFQxX1pZGRkIDs7W+X6NWnSBEFBQYrrl5iYCDs7O3Tt2lWRZsCAARAKhTh16lS9l9nYHTlyBE5OTvD19cXkyZORk5OjOEfXsnr5+fkAgKZNmwLQ7P2dmJiIdu3awdnZWZEmJCQET58+VdTKNFYVr6fczz//DAcHBwQEBGDOnDkoKipSnKPrWZlUKsW2bdvw7NkzBAcH0+uyEaAVOQwoKCgImzdvhq+vL7KysjB//nz06tULycnJyM7OhpmZGezs7FRu4+zsjOzsbMMU+CUiv0bKH0zyffm57OxsODk5qZw3MTFB06ZN6RpXMGjQIIwcORJeXl5IT0/HJ598gsGDByMxMREikYiuZTVkMhmmTZuGHj16ICAgAAA0en9nZ2erff3KzzVW6q4nALz33nvw8PCAm5sbLl26hJiYGKSmpmL79u0A6Hoqu3z5MoKDg1FcXAxra2vEx8fD398fSUlJ9Lps4CjoM6DBgwcr/m7fvj2CgoLg4eGBX375BRYWFgYsGSGq/u///k/xd7t27dC+fXv4+PjgyJEj6N+/vwFLZvwiIyORnJys0l+XaK+q66ncf7Rdu3ZwdXVF//79kZ6eDh8fn/ouplHz9fVFUlIS8vPz8euvvyIsLAxHjx41dLFIPaDmXSNiZ2eHV155BWlpaXBxcUFpaSny8vJU0jx48AAuLi6GKeBLRH6NKo46U75+Li4uePjwocp5iUSC3NxcusY18Pb2hoODA9LS0gDQtazKlClTsHv3bhw+fBjNmzdXHNfk/e3i4qL29Ss/1xhVdT3VCQoKAgCV1yhdT87MzAytWrVCly5dsHjxYnTo0AFfffUVvS4bAQr6jEhhYSHS09Ph6uqKLl26wNTUFAcPHlScT01NRWZmJoKDgw1YypeDl5cXXFxcVK7f06dPcerUKcX1Cw4ORl5eHs6dO6dIc+jQIchkMsUXBlHv7t27yMnJgaurKwC6lhUxxjBlyhTEx8fj0KFD8PLyUjmvyfs7ODgYly9fVgmm//rrL9ja2ioWe28sarqe6iQlJQGAymuUrqd6MpkMJSUl9LpsDAw9kqQxmzFjBjty5AjLyMhgCQkJbMCAAczBwYE9fPiQMcbYpEmTWMuWLdmhQ4fY2bNnWXBwMAsODjZwqY1HQUEBu3DhArtw4QIDwFasWMEuXLjAbt++zRhjLC4ujtnZ2bGdO3eyS5cusWHDhjEvLy/2/PlzRR6DBg1inTp1YqdOnWLHjx9nrVu3ZqNHjzbUQzKY6q5lQUEBmzlzJktMTGQZGRnswIEDrHPnzqx169asuLhYkQddy3KTJ09mTZo0YUeOHGFZWVmKraioSJGmpve3RCJhAQEBbODAgSwpKYnt27ePOTo6sjlz5hjiIRlUTdczLS2NLViwgJ09e5ZlZGSwnTt3Mm9vb9a7d29FHnQ9udmzZ7OjR4+yjIwMdunSJTZ79mwmEAjYn3/+yRij12VDR0GfAY0aNYq5uroyMzMz5u7uzkaNGsXS0tIU558/f84iIiKYvb09s7S0ZCNGjGBZWVkGLLFxOXz4MANQaQsLC2OM8WlbPvvsM+bs7MzEYjHr378/S01NVckjJyeHjR49mllbWzNbW1s2btw4VlBQYIBHY1jVXcuioiI2cOBA5ujoyExNTZmHhwcLDw9XmbKBMbqWytRdSwBs06ZNijSavL9v3brFBg8ezCwsLJiDgwObMWMGKysrq+dHY3g1Xc/MzEzWu3dv1rRpUyYWi1mrVq1YdHQ0y8/PV8mHridj48ePZx4eHszMzIw5Ojqy/v37KwI+xuh12dAJGGOs/uoVCSGEEEKIIVCfPkIIIYSQRoCCPkIIIYSQRoCCPkIIIYSQRoCCPkIIIYSQRoCCPkIIIYSQRoCCPkIIIYSQRoCCPkIIIYSQRoCCPkIIIYSQRoCCPkKM0K1btyAQCBTrhxqDa9eu4dVXX4W5uTk6duxYL/fp6emJVatWaZz+yJEjEAgElRaMf1l99913aNGiBYRCIVatWoV58+bV27XXljG+dgkhHAV9hKgxduxYCAQCxMXFqRzfsWMHBAKBgUplWLGxsbCyskJqaqrKguzK+vbti2nTpuntPs+cOYMPP/xQ4/Tdu3dHVlYWmjRporcyGMrTp08xZcoUxMTE4N69e/jwww8xc+bMKq+9IYwdOxbDhw9XOdaiRQtkZWUhICDAMIUihFSJgj5CqmBubo4lS5bgyZMnhi6K3pSWlmp92/T0dPTs2RMeHh5o1qyZ1vkwxiCRSDRK6+joCEtLS43zNjMzg4uLS4MIzDMzM1FWVoYhQ4bA1dUVlpaWsLa21unaa6qsrEzr24pEIri4uMDExESPJSKE6AMFfYRUYcCAAXBxccHixYurTKOuuW3VqlXw9PRU7MtrQxYtWgRnZ2fY2dlhwYIFkEgkiI6ORtOmTdG8eXNs2rSpUv7Xrl1D9+7dYW5ujoCAABw9elTlfHJyMgYPHgxra2s4Ozvjgw8+wOPHjxXn+/btiylTpmDatGlwcHBASEiI2schk8mwYMECNG/eHGKxGB07dsS+ffsU5wUCAc6dO4cFCxZAIBBg3rx5lfIYO3Ysjh49iq+++goCgQACgQC3bt1SNLn+8ccf6NKlC8RiMY4fP4709HQMGzYMzs7OsLa2RmBgIA4cOKCSZ8XmXYFAgO+//x4jRoyApaUlWrdujd9//11xvmLz7ubNm2FnZ4f9+/fDz88P1tbWGDRoELKyshS3kUgkmDp1Kuzs7NCsWTPExMQgLCysUg1WRQkJCejbty8sLS1hb2+PkJAQxQ+EkpISTJ06FU5OTjA3N0fPnj1x5syZSuU8ePAgunbtCktLS3Tv3h2pqamKcrdr1w4A4O3trbiWFV9vmpRdXRN5x44dVZ5DgUCAtWvX4s0334SVlRW++OILSKVSTJgwAV5eXrCwsICvry+++uorxW3mzZuHLVu2YOfOnYrn+8iRI2qbd48ePYpu3bpBLBbD1dUVs2fPVgn8+/bti6lTp2LWrFlo2rQpXFxcVMrHGMO8efPQsmVLiMViuLm5YerUqdU+P4SQyijoI6QKIpEIixYtwurVq3H37l2d8jp06BDu37+PY8eOYcWKFYiNjcUbb7wBe3t7nDp1CpMmTcI///nPSvcTHR2NGTNm4MKFCwgODsbQoUORk5MDAMjLy0O/fv3QqVMnnD17Fvv27cODBw/w7rvvquSxZcsWmJmZISEhAevWrVNbvq+++gpffvklli9fjkuXLiEkJARvvvkmbty4AQDIyspC27ZtMWPGDGRlZWHmzJlq8wgODkZ4eDiysrKQlZWFFi1aKM7Pnj0bcXFxuHr1Ktq3b4/CwkK8/vrrOHjwIC5cuIBBgwZh6NChyMzMrPZazp8/H++++y4uXbqE119/HWPGjEFubm6V6YuKirB8+XL8+OOPOHbsGDIzM1XKv2TJEvz888/YtGkTEhIS8PTpU+zYsaPaMiQlJaF///7w9/dHYmIijh8/jqFDh0IqlQIAZs2ahd9++w1btmzB+fPn0apVK4SEhFQq56effoovv/wSZ8+ehYmJCcaPHw8AGDVqlCIAPn36dKVrqUvZqzJv3jyMGDECly9fxvjx4yGTydC8eXP873//Q0pKCubOnYtPPvkEv/zyCwBg5syZePfddxVBdFZWFrp3714p33v37uH1119HYGAgLl68iLVr12LDhg34/PPPVdJt2bIFVlZWOHXqFJYuXYoFCxbgr7/+AgD89ttvWLlyJb799lvcuHEDO3bsUATFhJBaYISQSsLCwtiwYcMYY4y9+uqrbPz48YwxxuLj45ny2yY2NpZ16NBB5bYrV65kHh4eKnl5eHgwqVSqOObr68t69eql2JdIJMzKyopt3bqVMcZYRkYGA8Di4uIUacrKyljz5s3ZkiVLGGOMLVy4kA0cOFDlvu/cucMAsNTUVMYYY3369GGdOnWq8fG6ubmxL774QuVYYGAgi4iIUOx36NCBxcbGVptPnz59WFRUlMqxw4cPMwBsx44dNZajbdu2bPXq1Yp9Dw8PtnLlSsU+APavf/1LsV9YWMgAsD/++EPlvp48ecIYY2zTpk0MAEtLS1PcZs2aNczZ2Vmx7+zszJYtW6bYl0gkrGXLlornX53Ro0ezHj16qD1XWFjITE1N2c8//6w4Vlpaytzc3NjSpUtVynngwAFFmj179jAA7Pnz54wxxi5cuMAAsIyMDEWaiq83Tcpe8RoyVvm5BMCmTZtW5eOVi4yMZG+99ZZiX/l9Iid/7V64cIExxtgnn3zCfH19mUwmU6RZs2YNs7a2Vrwn+vTpw3r27KmST2BgIIuJiWGMMfbll1+yV155hZWWltZYRkJI1aimj5AaLFmyBFu2bMHVq1e1zqNt27YQCsvfbs7Ozio1FSKRCM2aNcPDhw9VbhccHKz428TEBF27dlWU4+LFizh8+DCsra0VW5s2bQDw/ndyXbp0qbZsT58+xf3799GjRw+V4z169NDpMVfUtWtXlf3CwkLMnDkTfn5+sLOzg7W1Na5evVpjTV/79u0Vf1tZWcHW1rbSdVNmaWkJHx8fxb6rq6sifX5+Ph48eIBu3bopzotEohqvmbymT5309HSUlZWpXE9TU1N069at0vVUfiyurq4AUO1jUaZt2atS8fkBgDVr1qBLly5wdHSEtbU1vvvuuxqfn4quXr2K4OBglX6WPXr0QGFhoUrNtvK1AFSfp3feeQfPnz+Ht7c3wsPDER8fr3G/UEJIOQr6CKlB7969ERISgjlz5lQ6JxQKwRhTOaauE7ypqanKvkAgUHtMJpNpXK7CwkIMHToUSUlJKtuNGzfQu3dvRTorKyuN86xLFcsxc+ZMxMfHY9GiRfj777+RlJSEdu3a1TjYpLbXTV36is9ZbVlYWOh0eznlssmDotq8BjSh6Wu04vOzbds2zJw5ExMmTMCff/6JpKQkjBs3TqfBQNWp7nlt0aIFUlNT8e9//xsWFhaIiIhA7969dRpwQkhjREEfIRqIi4vDrl27kJiYqHLc0dER2dnZKl+q+pyf7OTJk4q/JRIJzp07Bz8/PwBA586dceXKFXh6eqJVq1YqW20CPVtbW7i5uSEhIUHleEJCAvz9/WtVXjMzM0W/tpokJCRg7NixGDFiBNq1awcXFxfcunWrVvenqyZNmsDZ2VllkIVUKsX58+ervV379u2rnDrFx8dH0YdSrqysDGfOnKn19ayOpmV3dHRUGbjy9OlTZGRk1Jh/QkICunfvjoiICHTq1AmtWrVSqUEGNHu+/fz8kJiYqPIeSUhIgI2NDZo3b15jOeQsLCwwdOhQfP311zhy5AgSExNx+fJljW9PCKGgjxCNtGvXDmPGjMHXX3+tcrxv37549OgRli5divT0dKxZswZ//PGH3u53zZo1iI+Px7Vr1xAZGYknT54oOvtHRkYiNzcXo0ePxpkzZ5Ceno79+/dj3LhxGgdectHR0ViyZAn++9//IjU1FbNnz0ZSUhKioqJqlY+npydOnTqFW7du4fHjx9XWWrVu3Rrbt29HUlISLl68iPfee0/vtVya+Oijj7B48WLs3LkTqampiIqKwpMnT6qd9mXOnDk4c+YMIiIicOnSJVy7dg1r167F48ePYWVlhcmTJyM6Ohr79u1DSkoKwsPDUVRUhAkTJtR72fv164cff/wRf//9Ny5fvoywsDCIRKIa827dujXOnj2L/fv34/r16/jss89UAkyAP9+XLl1CamoqHj9+rLbmLSIiAnfu3MFHH32Ea9euYefOnYiNjcX06dNVujxUZ/PmzdiwYQOSk5Nx8+ZN/PTTT7CwsICHh4dGtyeEcBT0EaKhBQsWVApK/Pz88O9//xtr1qxBhw4dcPr0abUjW7UVFxeHuLg4dOjQAcePH8fvv/8OBwcHAFDUzkmlUgwcOBDt2rXDtGnTYGdnp/GXqdzUqVMxffp0zJgxA+3atcO+ffvw+++/o3Xr1rXKZ+bMmRCJRPD394ejo2O1/b9WrFgBe3t7dO/eHUOHDkVISAg6d+5cq/vTh5iYGIwePRqhoaEIDg6GtbU1QkJCYG5uXuVtXnnlFfz555+4ePEiunXrhuDgYOzcuVMxN11cXBzeeustfPDBB+jcuTPS0tKwf/9+2Nvb13vZ58yZgz59+uCNN97AkCFDMHz4cJU+jlX55z//iZEjR2LUqFEICgpCTk4OIiIiVNKEh4fD19cXXbt2haOjY6XaYgBwd3fH3r17cfr0aXTo0AGTJk3ChAkT8K9//Uvjx2lnZ4f169ejR48eaN++PQ4cOIBdu3bVy5yFhDQkAqZr5xZCCGlAZDIZ/Pz88O6772LhwoWGLk6tvMxlJ4TUPZoynRDSqN2+fRt//vkn+vTpg5KSEnzzzTfIyMjAe++9Z+ii1ehlLjshpP5R8y4hpFETCoXYvHkzAgMD0aNHD1y+fBkHDhxQDJgxZi9z2Qkh9Y+adwkhhBBCGgGq6SOEEEIIaQQo6COEEEIIaQQo6COEEEIIaQQo6COEEEIIaQQo6COEEEIIaQQo6COEEEIIaQQo6COEEEIIaQQo6COEEEIIaQT+H/I1p0G+yzFHAAAAAElFTkSuQmCC", + "image/png": "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", "text/plain": [ "
" ] @@ -216,14 +196,32 @@ "fig, ax = plt.subplots(2, 1, sharex=True)\n", "data = [x.energy[\"mae\"] for x in metrics]\n", "\n", + "al0_6 = np.mean([n_train_data[5], n_train_data[6]])\n", + "bootstrap = np.mean([n_train_data[6], n_train_data[7]])\n", + "\n", + "# create a verticle line with the label AL0 at x=10\n", + "ax[0].axvline(x=al0_6, color=\"black\", linestyle=\"--\")\n", + "ax[0].axvline(x=bootstrap, color=\"black\", linestyle=\"--\")\n", + "# ax[0].axvline(x=n_train_data[8], color=\"black\", linestyle=\"--\")\n", + "# annotate each line with a text\n", + "ax[0].text(np.mean([n_train_data[0], al0_6]), 0.1, \"LotF cycle 0..5\", horizontalalignment='center', verticalalignment='center')\n", + "ax[0].text(np.mean([al0_6, bootstrap]), 0.1, \"Bootstrap\", horizontalalignment='center', verticalalignment='center')\n", + "ax[0].text(np.mean([bootstrap, n_train_data[-1]]), 0.1, \"LotF cycle 7..12\", horizontalalignment='center', verticalalignment='center')\n", + "\n", + "ax[1].axvline(x=al0_6, color=\"black\", linestyle=\"--\")\n", + "ax[1].axvline(x=bootstrap, color=\"black\", linestyle=\"--\")\n", + "# ax[1].axvline(x=n_train_data[6], color=\"black\", linestyle=\"--\")\n", + "# ax[1].axvline(x=n_train_data[7], color=\"black\", linestyle=\"--\")\n", + "# # ax[1].axvline(x=n_train_data[8], color=\"black\", linestyle=\"--\")\n", + "\n", "\n", "ls1 = ax[0].plot(n_train_data, data, \"-o\", label=\"MAE\")\n", - "ax[0].set_ylabel(\"Energy MAE / eV\")\n", + "ax[0].set_ylabel(\"Energy MAE / meV/atom\")\n", "ax2 = ax[0].twinx()\n", "data = [x.energy[\"max\"] for x in metrics]\n", - "ls2 = ax2.plot(n_train_data, data, \"-x\", color=\"red\", label=\"MAX\")\n", - "ax2.set_ylabel(\"Max. energy / eV\")\n", - "ax2.set_ylim(-1.5, 12)\n", + "ls2 = ax2.plot(n_train_data, data, \"-x\", color=\"red\", label=\"MaxE\")\n", + "ax2.set_ylabel(\"Max. energy / meV atom\")\n", + "# ax2.set_ylim(-1.5, 12)\n", "\n", "# added these three lines\n", "labs = [l.get_label() for l in ls1+ls2]\n", @@ -236,15 +234,15 @@ "ax2 = ax[1].twinx()\n", "data = [x.forces[\"max\"] for x in metrics]\n", "ax2.plot(n_train_data, data, \"-x\", color=\"red\")\n", - "ax2.set_ylabel(r\"Max. force / eV $\\cdot \\AA^{-1}$\")\n", - "ax2.set_ylim(7.55, 7.80)\n", + "ax2.set_ylabel(r\"Max. force / meV $\\cdot \\AA^{-1}$\")\n", + "# ax2.set_ylim(7.55, 7.80)\n", "\n", "\n", "# ax[1].set_yscale(\"log\")\n", - "ax[1].set_ylabel(r\"Force MAE / eV $\\cdot \\AA^{-1}$\")\n", + "ax[1].set_ylabel(r\"Force MAE / meV $\\cdot \\AA^{-1}$\")\n", "ax[1].set_xlabel(\"Number of training configurations\")\n", "# ax[0].set_xlabel(\"# training configurations\")\n", - "fig.savefig(\"energy_v_n.png\", bbox_inches =\"tight\", dpi=600)" + "fig.savefig(\"energy_v_n.pdf\", bbox_inches =\"tight\", dpi=600)" ] }, { @@ -634,7 +632,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.9" + "version": "3.10.13" } }, "nbformat": 4,