From 46ce75aa1e6ff7a19ebbe417652632e4f63cbf95 Mon Sep 17 00:00:00 2001 From: hechth Date: Fri, 17 May 2024 10:20:29 +0200 Subject: [PATCH] updated properties and scatterplots with larger font --- analysis/Python_scripts/plotting.py | 20 ++- analysis/Python_scripts/properties.ipynb | 154 ++++++++++++++++++---- analysis/Python_scripts/scatterplot.ipynb | 39 ++++-- 3 files changed, 168 insertions(+), 45 deletions(-) diff --git a/analysis/Python_scripts/plotting.py b/analysis/Python_scripts/plotting.py index 1aeac92..7996af3 100644 --- a/analysis/Python_scripts/plotting.py +++ b/analysis/Python_scripts/plotting.py @@ -276,7 +276,9 @@ def scatterplot_matplotlib(df: pd.DataFrame) -> plt.Figure: Returns: fig (plt.Figure): The plot. """ - fig = plt.figure(figsize=(18, 6)) + _, _, label_fontsize, tick_fontsize, _, _ = init() + + fig = plt.figure(figsize=(24, 8)) scatter = plt.scatter( df['scores'], df['matches'], @@ -288,16 +290,22 @@ def scatterplot_matplotlib(df: pd.DataFrame) -> plt.Figure: vmin=0, vmax=100 ) - plt.colorbar(scatter).set_label('Reference Matched %') - plt.xlabel('scores') - plt.ylabel('ion matches') + for ax in fig.get_axes(): + ax.tick_params(axis='x', labelsize=tick_fontsize) + ax.tick_params(axis='y', labelsize=tick_fontsize) + + cbar = plt.colorbar(scatter) + cbar.set_label('ions matching reference (%)', size=label_fontsize) + cbar.ax.tick_params(labelsize=tick_fontsize) + plt.xlabel('scores', fontsize = label_fontsize) + plt.ylabel('ion matches', fontsize = label_fontsize) # Add a legend for the size sizes = [1, 50, 100] for size in sizes: plt.scatter([], [], c='c', alpha=0.5, s=size * 2, label=str(size)) - plt.legend(scatterpoints=1, title='Query Matched %', - labelspacing=1, loc='upper left') + plt.legend(scatterpoints=1, title='ions matching query (%)', + labelspacing=1, loc='upper left', fontsize = tick_fontsize, ncols=3) return fig def create_dual_plot(df1: pd.DataFrame, df2: pd.DataFrame, diff --git a/analysis/Python_scripts/properties.ipynb b/analysis/Python_scripts/properties.ipynb index d9ee31b..d0c34ba 100644 --- a/analysis/Python_scripts/properties.ipynb +++ b/analysis/Python_scripts/properties.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -42,9 +42,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.scatter(df['molecular_flexibility'], df[scores_col])\n", "plt.xlabel('Molecular Complexity')\n", @@ -55,9 +66,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.hist2d(df[scores_col], df['molecular_flexibility'], bins=10, cmap='plasma')\n", "plt.colorbar(label='')\n", @@ -69,9 +91,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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uLrCwsMCDBw/k9SwsLFChQgWFeq6uroUeu6BxH3379sXixYsxdOhQ7N27FydOnMDJkydRqVIlPHv2TKn+m+ezsrIqtDw/QShM/mspKC53d3f585owMzND69atMXnyZOzYsQN3795Fr169kJCQgJUrVwJ4NRbJ3Nwcbm5uOouxoHr//vsvzp07B0tLS4XNwcEBQgjcv38fANC6dWts27ZN/ke8atWq8PPzUxgfUpDk5GS0atUKd+7cwcKFC3HkyBGcPHkSS5YsAQCl99HZ2VnpGFKpVKFe/ufwTUVdq8JIJBIMGjQIa9euxbJly1CrVi20atWqwLqqfv4Loup1VuV915a636vCxmS9ydPTE/fu3VMas1OQ4j67MplMafZRQd9jW1tbWFtbK5UX9P0u7DNT3PsGvErc33zvYmJi5O9bPmdnZ7z77rt4/vw5OnXqhPr16xd6bFW4urqiV69e+OGHH5CXl4dz587hyJEjGv3OkGbK1KyifNOmTcPUqVMxdepUfPXVVxodY8eOHZBIJKWSQVesWBFRUVGIiopCcnIyduzYgQkTJiA9PR179uwpcl9nZ2f89ddfEEIo/PFOT09Hbm4uKlasKK+Xm5uLhw8fKvyxKSo5evPHICMjA7t27cKUKVMUpgjn5OTg4cOHar1mTeT/gKampioNNLx79678teqCnZ0dIiIiEBMTI5+hVKlSJeTl5SEtLa3QHw51YyxoJkjFihVhY2MjT5gKej5f9+7d0b17d+Tk5OD48eOIjIxE37594e3tjcDAwAL337ZtG7Kzs7FlyxZ4eXnJy7VZs8LZ2bnAz5IqyXdBBg4ciMmTJ2PZsmWYOXNmkedV5fNfEFWvsyrvO/AqmStokGxxCbUm3ytV1zXp2LEj9u3bh507d6J3795F1n39s/umu3fvwszMDOXLl1fpvKoq7DNTULKcL/992bRpk8LntzCxsbGIjo5Gs2bNsHXrVmzevFnrFqvRo0fjl19+wfbt27Fnzx6UK1cO/fr10+qYpLoy1+LyzTffYOrUqfj6668xZcoUjY6xatUq/P777+jTpw88PT11HGHRPD09MWLECHTo0AGnT5+Wl7/5L9x87dq1Q1ZWFrZt26ZQvmbNGvnzwKvmdwBK07s3bNigcmwSiQRCCKU1UX766Sfk5eWpfBxN5XeprF27VqH85MmTuHz5svy1qqugP9QA5E30+a1u+c3f0dHRJRpj165dcf36dTg7OxfYiuft7a20j1QqRVBQEObMmQMARc7MyP/Re/19FEIoNH2rq23btrh48SLOnj2rUL5+/XqNjlelShV88cUX6NatGwYMGFBoPVU//wVR9Tqr8r4Dr2amnDt3TqHswIEDyMrKKnK/kvxeDRkyBG5ubvjyyy8L7UrcsmULAKB27dqoUqUK1q9fr9BVnp2djc2bN8tnGunSr7/+qnCuW7duIT4+vshFBjt27AgLCwtcv3690JbufKmpqfj4448RFBSE+Ph4vPvuuxgyZAiSkpKKjCv/vSjoby4A+Pv7o0WLFpgzZw7WrVuHgQMHatX9ROopUy0u3333HSZPnoxOnTqhS5cuOH78uMLzb66f8uzZM3mdZ8+e4caNG9i2bRt27dqFoKAgLFu2rMRjzsjIQNu2bdG3b1/UqVMHDg4OOHnyJPbs2YMePXrI69WvXx9btmxBdHQ0/P395d1ToaGhWLJkCQYMGICbN2+ifv36OHr0KGbNmoXOnTujffv2AF6tZ9OyZUuMGzcOmZmZ8Pf3x7Fjx+R/4FXp0nJ0dETr1q0xb948VKxYEd7e3oiLi8OKFSuKXZlWF2rXro1PP/0UixYtgpmZGUJCQnDz5k1MmjQJHh4eGDt2rEbH9fX1Rbt27RASEoLq1avj+fPn+Ouvv/Ddd9/B1dUVQ4YMAQC0atUK/fv3x4wZM/Dvv/+ia9eukEqlOHPmDGxtbTFy5EidxDhmzBhs3rwZrVu3xtixY9GgQQPIZDIkJydj3759GDduHJo3b47Jkyfj9u3baNeuHapWrYrHjx9j4cKFsLS0lCeqBenQoQOsrKzQp08ffPnll3j+/Dmio6O1WoRszJgxWLlyJbp06YIZM2bA1dUV69atw99//63xMVVZtVjVz39hMatynVV534FX6/5MmjQJkydPRlBQEC5duoTFixcXu4hlSX6vnJycsH37dnTt2hWNGzdWWIDu2rVrWLt2Lc6ePYsePXrAzMwMc+fORb9+/dC1a1cMGzYMOTk5mDdvHh4/flwiq0inp6fj/fffxyeffIKMjAxMmTIF1tbWiIiIKHQfb29vTJ8+HRMnTsSNGzfQqVMnlC9fHv/++y9OnDgBOzs7TJs2DXl5eejTpw8kEgnWr18Pc3NzrF69Go0aNUKvXr1w9OhRedf1m6pXrw4bGxusW7cOdevWhb29Pdzd3RWGDowePRq9evWCRCJBWFiYzq8NFUFfo4JLQv4MiMK2oura2dmJatWqiQ8//FBs3LhRYVR9UfKnQxemuOnQz58/F8OHDxcNGjQQjo6OwsbGRtSuXVtMmTJFZGdny/d7+PCh+PDDD0W5cuWERCJReD0PHjwQw4cPF5UrVxYWFhbCy8tLREREiOfPnyvE8vDhQzFo0CBRrlw5YWtrKzp06CCOHz8uACjMXChqRs7t27fFBx98IMqXLy8cHBxEp06dxIULF5RG5b8+S+R1hR27uOuYLy8vT8yZM0fUqlVLWFpaiooVK4qPP/5YabqzOrOKfvjhB9GjRw9RrVo1YWtrK6ysrET16tXF8OHDlY6bl5cnFixYIPz8/ISVlZVwcnISgYGBYufOnWrHWNTMtqysLPH111+L2rVry89Tv359MXbsWJGWliaEEGLXrl0iJCREVKlSRVhZWQkXFxfRuXNnhWmrhdm5c6do2LChsLa2FlWqVBFffPGFfCbd67NdCotxwIABSrPcLl26JDp06CCsra1FhQoVxJAhQ8T27dvVnlVUlDdnFQmh+uf/zc+oEKpdZyFUe99zcnLEl19+KTw8PISNjY0ICgoSiYmJKs0q0vZ7VZy0tDQxfvx44evrK2xtbYVUKhU1atQQw4YNE+fPn1eou23bNtG8eXNhbW0t7OzsRLt27cSff/6pUEfd7/Gbn6P8a/DLL7+IUaNGiUqVKgmpVCpatWqlNAO0oOnQ+XG2bdtWODo6CqlUKry8vMSHH34o9u/fL4QQYuLEicLMzExp1l58fLywsLAQo0ePlpcV9Nn49ddfRZ06dYSlpWWBM8ZycnKEVCoVnTp1UoqNSpZECDWmz1CZs379evTr1w9//vknWrRooe9wiMgEHDp0CG3btsXGjRuVZoQZi507d+Ldd9/Fb7/9hs6dO+s7HJNSprqKqGi//vor7ty5g/r168PMzAzHjx/HvHnz0Lp1ayYtREQquHTpEm7duoVx48ahUaNGClO/qXQwcTEhDg4O2LBhA2bMmIHs7GxUrlwZAwcOxIwZM/QdGhGRUQgLC8Off/6JJk2a4Oeffy7xO1eTMnYVERERkdEoc9OhiYiISDWHDx9Gt27d4O7uDolEorS0QFZWFkaMGIGqVavCxsYGdevWLXZpgJLGxIWIiMhEZWdno2HDhli8eHGBz48dOxZ79uzB2rVrcfnyZYwdOxYjR47E9u3bSznS/8euIiIiIoJEIsHWrVvx3nvvycv8/PzQq1cvTJo0SV7m7++Pzp0745tvvtFDlCY4OFcmk+Hu3btwcHDgoCoiIiqSEAJPnjyBu7u7Sgt1aur58+d48eKF1scRb9z+Ani1EvCbKzOr6u2338aOHTswePBguLu749ChQ7h69SoWLlyodawa098SMvqRkpJS5CJ13Lhx48aN25vbmwtI6tKzZ8+Eq5u5TuK0t7dXKntz8bzCABBbt25VKMvJyRGhoaECgLCwsBBWVlZizZo1ur8IajC5FhcHBwcAgJ3VBEgkmmWgRJryynPQdwhFumX+RN8hEBkUIXKQ/WK2/LejJLx48QL/puXh4nUPODhq3qrzJFMG3+opSElJgaOjo7xc09YWAPj+++9x/Phx7NixA15eXjh8+DDCwsJQuXLlIm+pUZJMLnHJb0KTSKSQSKyLqU2kW+YSG32HUCSJ5KW+QyAySKUxtMDB3hKO9lp0R8lkAF7d/+r1xEVTz549w1dffYWtW7eiS5cuAIAGDRogMTER3377LRMXIiIiUyaRARKZ5gmSRKbDYAC8fPkSL1++VBrbY25uDplMxydTAxMXIiIiQyAkrzZt9ldTVlYW/vnnH/njpKQkJCYmokKFCvD09ERQUBC++OIL2NjYwMvLC3FxcVizZg3mz5+veZxaYuJCRERkok6dOoW2bdvKH4eHhwMABgwYgNWrV2PDhg2IiIhAv3798PDhQ3h5eWHmzJkYPny4vkJm4kJERGQIJDKJll1F6u/bpk0biCKWc3Nzc8OqVas0jqkkMHEhIiIyAK/GuGi3vyngkv9ERERkNNjiQkREZAhk/9u02d8EMHEhIiIyABLxatNmf1PAriIiIiIyGmxxISIiMgASoeXgXBNpcWHiQkREZAhk4tWmzf4mgF1FREREZDTY4kJERGQAODhXNUxciIiIDAGnQ6uEiQsREZEBkMgEJFqMU9FmX2PCMS5ERERkNNjiQkREZAjYVaQSJi5EREQGgINzVcOuIiIiIjIabHEhIiIyBOwqUgkTFyIiIgMgkWm55L+JJC7sKiIiIiKjwRYXIiIiQyAACC1G2JrI4FwmLkRERAaAd4dWDbuKiIiIyGiwxYWIiMgQcFaRSpi4EBERGQAuQKcaJi5ERESGgC0uKuEYFyIiIjIaek1cDh8+jG7dusHd3R0SiQTbtm0rsn5qair69u2L2rVrw8zMDGPGjCmVOImIiEqcTAebCdBr4pKdnY2GDRti8eLFKtXPyclBpUqVMHHiRDRs2LCEoyMiIio9r8a4SLTY9P0KSodex7iEhIQgJCRE5fre3t5YuHAhAGDlypUlFRYREREZqDI/ODcnJwc5OTnyx5mZmXqMhoiIqBAcnKuSMj84NzIyEk5OTvLNw8ND3yEREREp4xgXlZT5FpeIiAiEh4fLH2dmZsLDwwPNXrrCQmKjx8iM1zHLNH2HYLTcZLb6DqFISeaG2yLpk+eo7xCKZMjXjqgwhw8fxrx585CQkIDU1FRs3boV7733nkKdy5cvY/z48YiLi4NMJoOvry/++9//wtPTUy8xl/kWF6lUCkdHR4WNiIjI4AgdbGoqbpLM9evX8fbbb6NOnTo4dOgQzp49i0mTJsHa2lr9k+lImW9xISIiMgYSmQQSmUSr/dVV3CSZiRMnonPnzpg7d668rFq1ahrFpyt6bXHJyspCYmIiEhMTAQBJSUlITExEcnIygFfdPKGhoQr75NfPysrCvXv3kJiYiEuXLpV26ERERAYpMzNTYXt9goo6ZDIZfvvtN9SqVQsdO3aEi4sLmjdvXuyaayVNr4nLqVOn0LhxYzRu3BgAEB4ejsaNG2Py5MkAXi04l5/E5Muvn5CQgPXr16Nx48bo3LlzqcdORESkUzrqKvLw8FCYlBIZGalROOnp6cjKysLs2bPRqVMn7Nu3D++//z569OiBuLg4LV6odvTaVdSmTRsIUXin3OrVq5XKiqpPRERktIQE0KKrCOLVvikpKQrjOaVSqUaHk8leTVPq3r07xo4dCwBo1KgR4uPjsWzZMgQFBWkeqxY4xoWIiMgQ6GgdF11NRKlYsSIsLCxQr149hfK6devi6NGjWh9fU2V+VhERERGpz8rKCk2bNsWVK1cUyq9evQovLy89RcUWFyIiIsOg4ZRmhf3VlJWVhX/++Uf+OH+STIUKFeDp6YkvvvgCvXr1QuvWrdG2bVvs2bMHO3fuxKFDh7QIVDtMXIiIiAyBTMsxLhrse+rUKbRt21b+OH/B1gEDBmD16tV4//33sWzZMkRGRmLUqFGoXbs2Nm/ejLffflvzOLXExIWIiMhEFTdJBgAGDx6MwYMHl1JExWPiQkREZAiERD4zSOP9TQATFyIiIgMgkb3atNnfFHBWERERERkNtrgQEREZAj0MzjVGTFyIiIgMgR6mQxsjdhURERGR0WCLCxERkSFgV5FKmLgQEREZAk6HVgkTFyIiIkOgo5sslnUc40JERERGgy0uREREhoBdRSph4kJERGQAhJBAaDHAVphI4sKuIiIiIjIabHEhIiIyBOwqUgkTFyIiIkPAWUUqYVcRERERGQ22uBARERkCdhWphIkLERGRIeCS/yphVxEREREZDba4EBERGQJ2FamEiQsREZEhYFeRSpi4EBERGQLxv02b/U0Ax7gQERGR0WCLCxERkQEQMi3vVcSuIiIiIio1HJyrEnYVERERkdEw2RaXE5b/QiKx1ncYRsknz1HfIRSqQW55fYdQpO3SW/oOoUiG/N6SdgJfuuk7hCIds0zTdwj6x1lFKjHZxIWIiMigCGjZVaSzSAwau4qIiIjIaLDFhYiIyBAILbuKODi35B0+fBjdunWDu7s7JBIJtm3bVuw+cXFx8Pf3h7W1NapVq4Zly5aVfKBEREQlTAjtN3Wp8zs8bNgwSCQSREVFafwadUGviUt2djYaNmyIxYsXq1Q/KSkJnTt3RqtWrXDmzBl89dVXGDVqFDZv3lzCkRIREZU9qv4Ob9u2DX/99Rfc3d1LKbLC6bWrKCQkBCEhISrXX7ZsGTw9PeXZXt26dXHq1Cl8++23+OCDD0ooSiIiolKgh3VcVPkdvnPnDkaMGIG9e/eiS5cumkanM0Y1xuXYsWMIDg5WKOvYsSNWrFiBly9fwtLSUmmfnJwc5OTkyB9nZmaWeJxERERq09F06Dd/56RSKaRSqWaHlMnQv39/fPHFF/D19dU8Nh0yqllFaWlpcHV1VShzdXVFbm4u7t+/X+A+kZGRcHJykm8eHh6lESoREZFahJBovQGAh4eHwu9eZGSkxjHNmTMHFhYWGDVqlK5eptaMqsUFACQSxWxU/G800pvl+SIiIhAeHi5/nJmZyeSFiIjKrJSUFDg6/v9ikpq2tiQkJGDhwoU4ffp0ob+x+mBUiYubmxvS0hRXV0xPT4eFhQWcnZ0L3EebJjIiIqJSo6OuIkdHR4XERVNHjhxBeno6PD095WV5eXkYN24coqKicPPmTa3PoQmjSlwCAwOxc+dOhbJ9+/YhICCgwPEtRERERsPAbrLYv39/tG/fXqGsY8eO6N+/PwYNGqTTc6lDr4lLVlYW/vnnH/njpKQkJCYmokKFCvD09ERERATu3LmDNWvWAACGDx+OxYsXIzw8HJ988gmOHTuGFStW4Ndff9XXSyAiIjJaxf0Ov9mbYWlpCTc3N9SuXbu0Q5XTa+Jy6tQptG3bVv44fyzKgAEDsHr1aqSmpiI5OVn+vI+PD3bv3o2xY8diyZIlcHd3x/fff8+p0EREZPReH2Cr6f7qKu532BDpNXFp06aNfHBtQQq6aEFBQTh9+nQJRkVERKQHsv9t2uyvpuJ+h9+kr3EtrzOq6dBERERk2oxqcC4REVGZZWCDcw0VExciIiIDIGQSCC2mQ2uzrzFhVxEREREZDba4EBERGQJ2FamEiQsREZEB0Md0aGPExIWIiMgQCC2X/DeRxIVjXIiIiMhosMWFiIjIEHCMi0qYuBARERkAIV5t2uxvCthVREREREaDLS5ERESGQKbl4FwTWYCOiQsREZEB4HRo1bCriIiIiIwGW1yIiIgMAWcVqYSJCxERkQHgTRZVw64iIiIiMhpscSEiIjIEAlp2FeksEoPGxIWIiMgAcFaRapi4EBERGQKu46ISjnEhIiIio8EWFyIiIgPAexWpRu3ExdvbG4MHD8bAgQPh6elZEjGVis45HrCS2Oo7jAK5GHhD2I/SJH2HUKgGueX1HUKRAl+66TuEIqWZPdV3CEbL0N/bWe2v6DuEIkXta6DvEAr0QjzFf0vpXBzjohq1fyHHjRuH7du3o1q1aujQoQM2bNiAnJyckoiNiIiISIHaicvIkSORkJCAhIQE1KtXD6NGjULlypUxYsQInD59uiRiJCIiKvvyB+dqs5kAjfskGjZsiIULF+LOnTuYMmUKfvrpJzRt2hQNGzbEypUrIUyls42IiEgH8ruKtNlMgcaDc1++fImtW7di1apViI2NxVtvvYUhQ4bg7t27mDhxIvbv34/169frMlYiIiIycWonLqdPn8aqVavw66+/wtzcHP3798eCBQtQp04deZ3g4GC0bt1ap4ESERGVbVreZBFscSlQ06ZN0aFDB0RHR+O9996DpaWlUp169eqhd+/eOgmQiIjIFHBWkWrUTlxu3LgBLy+vIuvY2dlh1apVGgdFREREVBC1B+e2bdsWDx48UCp//PgxqlWrppOgiIiITI4eZhUdPnwY3bp1g7u7OyQSCbZt2yZ/7uXLlxg/fjzq168POzs7uLu7IzQ0FHfv3tXhi1af2onLzZs3kZeXp1Sek5ODO3fu6CQoIiIiU5O/cq42m7qys7PRsGFDLF68WOm5p0+f4vTp05g0aRJOnz6NLVu24OrVq3j33Xd18Go1p3JX0Y4dO+T/vXfvXjg5Ockf5+Xl4Y8//oC3t7dOgyMiIjIV+hjjEhISgpCQkAKfc3JyQmxsrELZokWL0KxZMyQnJ+tt9XyVE5f33nsPACCRSDBgwACF5ywtLeHt7Y3vvvtOp8ERERGRejIzMxUeS6VSSKVSnRw7IyMDEokE5cqV08nxNKFyV5FMJoNMJoOnpyfS09Plj2UyGXJycnDlyhV07dq1JGMlIiIqu4RE+w2Ah4cHnJyc5FtkZKROwnv+/DkmTJiAvn37wtHRUSfH1ITaY1ySkpJQsWJFnQWwdOlS+Pj4wNraGv7+/jhy5EiR9ZcsWYK6devCxsYGtWvXxpo1a3QWCxERkd7IJBBabPmDc1NSUpCRkSHfIiIitA7t5cuX6N27N2QyGZYuXar18bShUlfR999/j08//RTW1tb4/vvvi6w7atQolU8eExODMWPGYOnSpWjZsiV++OEHhISE4NKlSwX2nUVHRyMiIgI//vgjmjZtihMnTuCTTz5B+fLl0a1bN5XPS0REVFY5OjrqtEXk5cuX6NmzJ5KSknDgwAG9trYAKiYuCxYsQL9+/WBtbY0FCxYUWk8ikaiVuMyfPx9DhgzB0KFDAQBRUVHYu3cvoqOjC2za+uWXXzBs2DD06tULAFCtWjUcP34cc+bMYeJCRERGzRAXoMtPWq5du4aDBw/C2dlZ5+dQl0qJS1JSUoH/rY0XL14gISEBEyZMUCgPDg5GfHx8gfvk5OTA2tpaoczGxgYnTpzAy5cvC1zFNycnBzk5OfLHbw5aIiIiMgivjVPReH81ZWVl4Z9//pE/TkpKQmJiIipUqAB3d3d8+OGHOH36NHbt2oW8vDykpaUBACpUqAArKyvNY9WC2mNcnj17VuhzqampKh/n/v37yMvLg6urq0K5q6ur/MK8qWPHjvjpp5+QkJAAIQROnTqFlStX4uXLl7h//36B+0RGRioMUvLw8FA5RiIiorLs1KlTaNy4MRo3bgwACA8PR+PGjTF58mTcvn0bO3bswO3bt9GoUSNUrlxZvhXWwFAa1E5cGjdujNOnTyuVb9q0CQ0aNFA7AIlEMUMUQiiV5Zs0aRJCQkLw1ltvwdLSEt27d8fAgQMBAObm5gXuExERoTBIKSUlRe0YiYiISlp+V5E2m7ratGkDIYTStnr1anh7exf4nBACbdq00f0FUJHaiUuHDh3QokULzJ49G0IIZGVlYeDAgRgwYAAmT56s8nEqVqwIc3NzpdaV9PR0pVaYfDY2Nli5ciWePn2KmzdvIjk5Gd7e3nBwcCh0ppNUKpUPVNL1gCUiIiJdETLtN1Og9k0WFy1ahC5dumDQoEH47bffcPfuXTg6OuLkyZOoV6+eysexsrKCv78/YmNj8f7778vLY2Nj0b179yL3tbS0RNWqVQEAGzZsQNeuXWFmpnYORkREREZG7cQFeDWAtkePHoiOjoaFhQV27typVtKSLzw8HP3790dAQAACAwOxfPlyJCcnY/jw4QBedfPcuXNHvlbL1atXceLECTRv3hyPHj3C/PnzceHCBfz888+avAwiIiLDoYfBucZI7cTl+vXr6Nu3L9LS0rB3717ExcWhe/fuGDVqFGbOnFngzJ7C9OrVCw8ePMD06dORmpoKPz8/7N69G15eXgBeDfZNTk6W18/Ly8N3332HK1euwNLSEm3btkV8fDzvkUREREbPEKdDGyK1E5dGjRqhS5cu2Lt3L8qVK4cOHTqgc+fOCA0NRWxsLM6cOaPW8cLCwhAWFlbgc6tXr1Z4XLduXbWPT0REZAyYuKhG7YEhS5cuxYYNGxRusNSiRQucOXMGTZo00WVsRERERArUTlz69+8P4NUCcleuXEFubi4AwMHBAStWrNBtdERERKZCRzdZLOs0WoBuyJAhsLW1ha+vr3wMyqhRozBnzhydB0hERGQKhIBWN1kUQt+voHSonbhMmDABZ8+exaFDhxSW32/fvj02bNig0+CIiIiIXqf24Nxt27YhJiYGb731lsIKt/Xq1cP169d1GhwREZGp4OBc1aiduNy7dw8uLi5K5dnZ2YUu1U9ERETFEP/btNnfBKjdVdS0aVP89ttv8sf5ycqPP/6IwMBA3UVGRERE9Aa1W1wiIyPRqVMnXLp0Cbm5uVi4cCEuXryIY8eOIS4uriRiJCIiKvPYVaQatVtcWrRogT///BNPnz5F9erVsW/fPri6uuLYsWPw9/cviRiJiIjKPH3cHdoYaXSvovr16/P+QERERDqUP61Zm/1NgUqJS2ZmpsoHdHR01DgYIiIioqKolLiUK1eu2BlDQghIJBLk5eXpJDAiIiKTwrtDq0SlxOXgwYMlHQcREZFJ4+Bc1aiUuAQFBZV0HKWuEswgVX9scqno0uyGvkMo0jcfGu7sMauKT/QdQpGu72ms7xCKdOdmFX2HUKikm276DqFIA2b/qO8QjFqbxFr6DqFAz2Q5+O89fUdBr9NocO6jR4+wYsUKXL58GRKJBHXr1sWgQYNQoUIFXcdHRERkEtjiohq1mxzi4uLg7e2N77//Ho8ePcLDhw/x/fffw8fHh+u4EBERaUgI7TdToHaLy+eff45evXohOjoa5ubmAIC8vDyEhYXh888/x4ULF3QeJBERERGgQYvL9evXMW7cOHnSAgDm5uYIDw/nTRaJiIg0xAXoVKN24tKkSRNcvnxZqfzy5cto1KiRLmIiIiIyPTKJ9psJULuraNSoURg9ejT++ecfvPXWWwCA48ePY8mSJZg9ezbOnTsnr9ugQQPdRUpEREQmT+3EpU+fPgCAL7/8ssDnJBIJF6MjIiJSE2cVqUbtxCUpKakk4iAiIjJpTFxUo3bi4uXlVRJxEBERmTQmLqrRaAG6O3fu4M8//0R6ejpkMpnCc6NGjdJJYERERERvUjtxWbVqFYYPHw4rKys4Ozsr3HxRIpEwcSEiItKItlOaTaPFRe3p0JMnT8bkyZORkZGBmzdvIikpSb7duGHY99ghIiIyWPl3h9ZmU9Phw4fRrVs3uLu7QyKRYNu2bYohCYGpU6fC3d0dNjY2aNOmDS5evKijF6wZtROXp0+fonfv3jAzM8wbFBIREZFqsrOz0bBhQyxevLjA5+fOnYv58+dj8eLFOHnyJNzc3NChQwc8eaK/G9qqnX0MGTIEGzduLIlYiIiITJaQab+pKyQkBDNmzECPHj2U4xECUVFRmDhxInr06AE/Pz/8/PPPePr0KdavX6+DV6wZtce4REZGomvXrtizZw/q168PS0tLhefnz5+vs+CIiIhMha5mFWVmZiqUS6VSSKVStY+XlJSEtLQ0BAcHKxwrKCgI8fHxGDZsWLHHOH36NCwtLVG/fn0AwPbt27Fq1SrUq1cPU6dOhZWVldpxqd3iMmvWLOzduxf//vsvzp8/jzNnzsi3xMREtQMgIiIi3fHw8ICTk5N8i4yM1Og4aWlpAABXV1eFcldXV/lzxRk2bBiuXr0KALhx4wZ69+4NW1tbbNy4scCFbFWhdovL/PnzsXLlSgwcOFCjExIREZEyXbW4pKSkwNHRUV6uSWvL616fPfzqPEKprDBXr16V38dw48aNaN26NdavX48///wTvXv3RlRUlNrxqJ24SKVStGzZUu0TERERUeF0lbg4OjoqJC6acnNzA/Cq5aVy5cry8vT0dKVWmMJjEvL13vbv34+uXbsCeNUqdP/+fY3iUruraPTo0Vi0aJFGJyMiIiLj4OPjAzc3N8TGxsrLXrx4gbi4OLRo0UKlYwQEBGDGjBn45ZdfEBcXhy5dugB4NX5G1eTnTWq3uJw4cQIHDhzArl274OvrqzQ4d8uWLRoFQkREZMqE0G7ZfiHU3ycrKwv//POP/HFSUhISExNRoUIFeHp6YsyYMZg1axZq1qyJmjVrYtasWbC1tUXfvn1VOv6CBQvw8ccfY9u2bZg4cSJq1KgBANi0aZPKyc+b1E5cypUrV+C0KSIiItKChovIKeyvplOnTqFt27byx+Hh4QCAAQMGYPXq1fjyyy/x7NkzhIWF4dGjR2jevDn27dsHBwcHlY7fsGFDnD9/Xql83rx5sLDQ6K5Dmi35r0tLly7FvHnzkJqaCl9fX0RFRaFVq1aF1l+3bh3mzp2La9euwcnJCZ06dcK3334LZ2dnncZFRERUmvRxk8U2bdpAFNFUI5FIMHXqVEydOlWjmKpVq4aTJ08q/UY/f/4cTZo00WjFfY2Xv7137x6OHj2KP//8E/fu3dPoGDExMRgzZgwmTpyIM2fOoFWrVggJCUFycnKB9Y8ePYrQ0FAMGTIEFy9exMaNG3Hy5EkMHTpU05dBREREJeTmzZvIy8tTKs/JycHt27c1OqbaLS7Z2dkYOXIk1qxZIx8pbG5ujtDQUCxatAi2trYqH2v+/PkYMmSIPPGIiorC3r17ER0dXeC88+PHj8Pb21t+I0cfHx8MGzYMc+fOVfdlEBERGRR9tLiUlB07dsj/e+/evXBycpI/zsvLwx9//AEfHx+Njq124hIeHo64uDjs3LlTPi366NGjGDVqFMaNG4fo6GiVjvPixQskJCRgwoQJCuXBwcGIj48vcJ8WLVpg4sSJ2L17N0JCQpCeno5NmzbJRykXJCcnBzk5OfLHb64oSEREZAg0Xbb/9f0NxXvvvQfgVVfTgAEDFJ6ztLSEt7c3vvvuO42OrXbisnnzZmzatAlt2rSRl3Xu3Bk2Njbo2bOnyonL/fv3kZeXp9aKfC1atMC6devQq1cvPH/+HLm5uXj33XeLnJ4dGRmJadOmqRQTERERaS+/R8bHxwcnT55ExYoVdXZsje4OXdDcaxcXFzx9+lTtANRZke/SpUsYNWoUJk+ejISEBOzZswdJSUkYPnx4ocePiIhARkaGfEtJSVE7RiIiopKW31WkzWZokpKSdJq0ABq0uAQGBmLKlClYs2YNrK2tAQDPnj3DtGnTEBgYqPJxKlasCHNzc6XWlaJW5IuMjETLli3xxRdfAAAaNGgAOzs7tGrVCjNmzFBY2S+fpjeXIiIiKk1laYzL6/744w/88ccfSE9Pl7fE5Fu5cqXax1M7cVm4cCE6deqEqlWromHDhpBIJEhMTIS1tTX27t2r8nGsrKzg7++P2NhYvP/++/Ly2NhYdO/evcB9nj59qjTv29zcHACKnM5FREREpW/atGmYPn06AgICULlyZZXvcVQUtRMXPz8/XLt2DWvXrsXff/8NIQR69+6Nfv36wcbGRq1jhYeHo3///ggICEBgYCCWL1+O5ORkeddPREQE7ty5gzVr1gAAunXrhk8++QTR0dHo2LEjUlNTMWbMGDRr1gzu7u7qvhQiIiKDURZbXJYtW4bVq1ejf//+OjumRsvW2djY4JNPPtH65L169cKDBw8wffp0pKamws/PD7t374aXlxcAIDU1VWFNl4EDB+LJkydYvHgxxo0bh3LlyuGdd97BnDlztI6FiIhIn8pi4vLixQuNl/YvjMqDcxMSEtC2bdsCpxNnZGSgbdu2OHv2rNoBhIWF4ebNm8jJyUFCQgJat24tf2716tU4dOiQQv2RI0fi4sWLePr0Ke7evYu1a9eiSpUqap+XiIiIStbQoUOxfv16nR5T5RaX7777Du+8806Bt8p2cnJChw4dMG/ePKxdu1anARIREZmCstji8vz5cyxfvhz79+9HgwYNlG7MPH/+fLWPqXLi8tdffyktFve6bt264aefflI7ACIiIiqbicu5c+fQqFEjAMCFCxcUntN0oK7KicudO3eKvBukvb09UlNTNQqCiIjI5AkJICvdu0OXtIMHD+r8mCqPcalUqRKuXLlS6PN///23zheZISIiInqdyi0u7du3x8yZM9GpUyel54QQmDVrFtq3b6/T4ErSoB7HYG9ppe8wClSz/1F9h1CkM4tC9B1CoTIeK4/BMiS/naim7xCK1KWZ+reYLy0+3gXfCsRQ/DzBsO9S/2HyN/oOoUg+ywzz/c3OfQ7cK51zlcWuorZt2xbZJXTgwAG1j6ly4vL111/D398fzZs3x7hx41C7dm1IJBJcvnwZ3333Ha5evYpVq1apHQARERGVzcQlf3xLvpcvXyIxMREXLlxQuvmiqlROXKpXr479+/dj4MCB6N27tzyDEkKgXr16iI2NRY0aNTQKgoiIiMqeBQsWFFg+depUZGVlaXRMtRagCwgIwIULF5CYmIhr165BCIFatWopZVRERESkHiFebdrsbyw+/vhjNGvWDN9++63a+2q0cm6jRo2YrBAREemStnd4NsCuosIcO3ZMfqNmdWmUuBAREREVp0ePHgqPhRBITU3FqVOnMGnSJI2OycSFiIjIAJTFwblOTk4Kj83MzFC7dm1Mnz4dwcHBGh2TiQsREZEBKIuJS0nMNlYrccnNzcXMmTMxePBgeHh46DwYIiIiKnsSEhJw+fJlSCQS1KtXD40bN9b4WGolLhYWFpg3b57Gc6+JiIioYGWxxSU9PR29e/fGoUOHUK5cOQghkJGRgbZt22LDhg2oVKmS2sdUecn/fO3bt8ehQ4fUPhEREREVTsgkWm+GZuTIkcjMzMTFixfx8OFDPHr0CBcuXEBmZiZGjRql0THVHuMSEhKCiIgIXLhwAf7+/rCzs1N4/t1339UoECIiIlP2ah0XbVpcdBiMjuzZswf79+9H3bp15WX16tXDkiVLSm9w7meffQYAmD9/vtJzEokEeXl5GgVCREREZYtMJoOlpaVSuaWlJWQymUbHVLurSCaTFboxaSEiItJM/hgXbTZD884772D06NG4e/euvOzOnTsYO3Ys2rVrp9Ex1U5ciIiISPfKYuKyePFiPHnyBN7e3qhevTpq1KgBHx8fPHnyBIsWLdLomBqt45KdnY24uDgkJyfjxYsXCs9pOtiGiIiIyhYPDw+cPn0asbGx+Pvvv+U3Zm7fvr3Gx1Q7cTlz5gw6d+6Mp0+fIjs7GxUqVMD9+/dha2sLFxcXJi5EREQaKO3p0Lm5uZg6dSrWrVuHtLQ0VK5cGQMHDsTXX38NMzPtOmQOHDiAESNG4Pjx43B0dESHDh3QoUMHAEBGRgZ8fX2xbNkytGrVSu1jqx3Z2LFj0a1bNzx8+BA2NjY4fvw4bt26BX9/f43u8khERESl31U0Z84cLFu2DIsXL8bly5cxd+5czJs3T+MunNdFRUXhk08+gaOjo9JzTk5OGDZsWIGTfFShduKSmJiIcePGwdzcHObm5sjJyYGHhwfmzp2Lr776SqMgiIiIqHQdO3YM3bt3R5cuXeDt7Y0PP/wQwcHBOHXqlNbHPnv2LDp16lTo88HBwUhISNDo2GonLpaWlpBIXmV1rq6uSE5OBvAqg8r/byIiIlKPrlpcMjMzFbacnJwCz/f222/jjz/+wNWrVwG8SjaOHj2Kzp07a/1a/v333wKnQeezsLDAvXv3NDq22mNcGjdujFOnTqFWrVpo27YtJk+ejPv37+OXX35B/fr1NQqCiIjI1OlqjMub9xKcMmUKpk6dqlR//PjxyMjIQJ06dWBubo68vDzMnDkTffr00TiGfFWqVMH58+dRo0aNAp8/d+4cKleurNGx1U5cZs2ahSdPngAAvvnmGwwYMACfffYZatSoUSJ3gSQiIiLVpaSkKIwtkUqlBdaLiYnB2rVrsX79evj6+iIxMRFjxoyBu7u71vck7Ny5MyZPnoyQkBBYW1srPPfs2TNMmTIFXbt21ejYaicuAQEB8v+uVKkSdu/erdGJiYiI6P8Jod39hvJbXBwdHQscFPumL774AhMmTEDv3r0BAPXr18etW7cQGRmpdeLy9ddfY8uWLahVqxZGjBiB2rVrQyKR4PLly1iyZAny8vIwceJEjY6t0TouREREpFulPR366dOnStOezc3NNV6K/3Wurq6Ij4/HZ599hoiICIj/3UhJIpGgY8eOWLp0KVxdXTU6tkqJS+PGjeUDcotz+vRpjQIhIiIyZa9usqjd/uro1q0bZs6cCU9PT/j6+uLMmTOYP38+Bg8erHkQr/Hy8sLu3bvx6NEj/PPPPxBCoGbNmihfvrxWx1UpcXnvvfe0OgkREREZlkWLFmHSpEkICwtDeno63N3dMWzYMEyePFmn5ylfvjyaNm2qs+OplLhMmTJFZyckIiIiZTIhgUyLriJ193VwcEBUVBSioqI0Pqc+cIwLERGRASjtMS7GSu3ExczMrMjxLnl5eVoFRERERFQYtROXrVu3Kjx++fIlzpw5g59//hnTpk3TWWBEREQmRcsWF7DFpWDdu3dXKvvwww/h6+uLmJgYDBkyRCeBERERmRJ2FalGu/tWv6Z58+bYv3+/2vstXboUPj4+sLa2hr+/P44cOVJo3YEDB0IikShtvr6+2oRORERERkInicuzZ8+waNEiVK1aVa39YmJiMGbMGEycOBFnzpxBq1atEBISUujNGhcuXIjU1FT5lpKSggoVKuCjjz7SxcsgIiLSG13dZLGsU7urqHz58gqDc4UQePLkCWxtbbF27Vq1jjV//nwMGTIEQ4cOBQBERUVh7969iI6ORmRkpFJ9JycnODk5yR9v27YNjx49wqBBg9R9GURERAZFyCQQKi72Wtj+pkDtxGXBggUKiYuZmRkqVaqE5s2bq7Ua3osXL5CQkIAJEyYolAcHByM+Pl6lY6xYsQLt27eHl5eXyuclIiIi46V24jJw4ECdnPj+/fvIy8tTuleBq6sr0tLSit0/NTUVv//+O9avX19kvZycHOTk5MgfZ2ZmahYwERFRCeLgXNWoPcZl1apV2Lhxo1L5xo0b8fPPP6sdwJtrwgghVLov0urVq1GuXLlib0cQGRkp72JycnKCh4eH2jESERGVNI5xUY3aLS6zZ8/GsmXLlMpdXFzw6aefqnwr7IoVK8Lc3FypdSU9Pb3YO0YKIbBy5Ur0798fVlZWRdaNiIhAeHi4/HFmZiY8PDxw+VxN2JrbqBRrabuYWEffIRitZm1P6TuEIiXddNN3CEX67UQ1fYdQqJa17uk7hCLdz7DWdwhFypvaRN8hFMmpnGG2hpvn5hRfSUfY4qIatVtcbt26BR8fH6VyLy+vQmcDFcTKygr+/v6IjY1VKI+NjUWLFi2K3DcuLg7//POPSmvGSKVSODo6KmxERERknNRucXFxccG5c+fg7e2tUH727Fk4Ozurdazw8HD0798fAQEBCAwMxPLly5GcnIzhw4cDeNVacufOHaxZs0ZhvxUrVqB58+bw8/NTN3wiIiKDJBPq3yjxzf1NgdqJS+/evTFq1Cg4ODigdevWAF61gIwePRq9e/dW61i9evXCgwcPMH36dKSmpsLPzw+7d++WzxJKTU1VasXJyMjA5s2bsXDhQnVDJyIiMljsKlKN2onLjBkzcOvWLbRr1w4WFq92l8lkCA0NxaxZs9QOICwsDGFhYQU+t3r1aqUyJycnPH36VO3zEBERkfFTO3GxsrJCTEwMvvnmG5w9exY2NjaoX78+11IhIiLSAltcVKN24pLP29sbQghUr15d3vJCREREmhECEDLt9jcFas8qevr0KYYMGQJbW1v4+vrKx6CMGjUKs2fP1nmARERERPnUTlwiIiJw9uxZHDp0CNbW/79uQfv27RETE6PT4IiIiEwFF6BTjdp9PNu2bUNMTAzeeusthRVu69Wrh+vXr+s0OCIiIlMhExItp0ObRuKidovLvXv34OLiolSenZ2t0lL9RERERJpSO3Fp2rQpfvvtN/nj/GTlxx9/RGBgoO4iIyIiMiHsKlKN2l1FkZGR6NSpEy5duoTc3FwsXLgQFy9exLFjxxAXF1cSMRIREZV5nA6tGrVbXFq0aIE///wTT58+RfXq1bFv3z64urri2LFj8Pf3L4kYiYiIyjy2uKhGowVY6tevj59//lnXsRAREREVSaXEJTNT9duN8+7LRERE6hNazipii8trypUrV+yMISEEJBIJ8vLydBIYERGRKRFCu9VvTWXlXJUSl4MHD5Z0HERERETFUilxCQoKKuk4iIiITJqQSSCgRVeRjF1FhXr8+DFWrFiBy5cvQyKRoF69ehg8eDCcnJx0HR8REZFJ4HRo1ag9HfrUqVOoXr06FixYgIcPH+L+/fuYP38+qlevjtOnT5dEjERERFQC7ty5g48//hjOzs6wtbVFo0aNkJCQoO+wiqR2i8vYsWPx7rvv4scff4SFxavdc3NzMXToUIwZMwaHDx/WeZBERERlXWnfq+jRo0do2bIl2rZti99//x0uLi64fv06ypUrp3EMpUHtxOXUqVMKSQsAWFhY4Msvv0RAQIBOgyMiIjIVpT2raM6cOfDw8MCqVavkZd7e3poHUErU7ipydHREcnKyUnlKSgocHBx0EhQRERGVrB07diAgIAAfffQRXFxc0LhxY/z444/6DqtYaicuvXr1wpAhQxATE4OUlBTcvn0bGzZswNChQ9GnT5+SiJGIiKjM09WS/5mZmQpbTk5Ogee7ceMGoqOjUbNmTezduxfDhw/HqFGjsGbNmtJ82WpTu6vo22+/hUQiQWhoKHJzcwEAlpaW+OyzzzB79mydB0hERGQKdDXGxcPDQ6F8ypQpmDp1qnJ9mQwBAQGYNWsWAKBx48a4ePEioqOjERoaqnEcJU3txMXKygoLFy5EZGQkrl+/DiEEatSoAVtb25KIj4iIyCToaoxLSkqKwu13pFJpgfUrV66MevXqKZTVrVsXmzdv1jyIUqDROi4AYGtri/r16+syFiIiItKSo6OjSvcNbNmyJa5cuaJQdvXqVXh5eZVUaDqhcuIyePBgleqtXLlS42CIiIhMVWkvQDd27Fi0aNECs2bNQs+ePXHixAksX74cy5cv1ziG0qBy4rJ69Wp4eXmhcePGEKZyJyciIqJSUtrruDRt2hRbt25FREQEpk+fDh8fH0RFRaFfv34ax1AaVE5chg8fjg0bNuDGjRsYPHgwPv74Y1SoUKEkYyMiIqIS1LVrV3Tt2lXfYahF5enQS5cuRWpqKsaPH4+dO3fCw8MDPXv2xN69e9kCQ0REpCUhACHTYjORn2K11nGRSqXo06cPYmNjcenSJfj6+iIsLAxeXl7IysoqqRiJiIjKPF2t41LWqb0AXT6JRAKJRAIhBGQymS5jIiIiIiqQWolLTk4Ofv31V3To0AG1a9fG+fPnsXjxYiQnJ8Pe3r6kYiQiIirz8gfnarOZApUH54aFhWHDhg3w9PTEoEGDsGHDBjg7O5dkbERERKZDAFoNUzGRMS4qJy7Lli2Dp6cnfHx8EBcXh7i4uALrbdmyRWfBEREREb1O5cQlNDQUEknZaYZycsqCnUWuvsMo0KoT3voOwWj9eTVE3yEUqWWte/oOoWjphnvrjmk3NB6SVyra5xp2fIe2tNF3CEW6dsswW/Cfi6eldi6ZAGTQZh0XHQZjwNRagI6IiIhKhtCyq8hUpkNrfK8iIiIi0h0hJBBatLhwOjQRERGRgdF74rJ06VL4+PjA2toa/v7+OHLkSJH1c3JyMHHiRHh5eUEqlaJ69eq8sSMRERk9mdB+MwV67SqKiYnBmDFjsHTpUrRs2RI//PADQkJCcOnSJXh6eha4T8+ePfHvv/9ixYoVqFGjBtLT05Gba5iDbImIiFTFMS6q0WviMn/+fAwZMgRDhw4FAERFRWHv3r2Ijo5GZGSkUv09e/YgLi4ON27ckN/g0dvbuzRDJiIiIj3SW1fRixcvkJCQgODgYIXy4OBgxMfHF7jPjh07EBAQgLlz56JKlSqoVasW/vOf/+DZs2eFnicnJweZmZkKGxERkaHhyrmq0VuLy/3795GXlwdXV1eFcldXV6SlpRW4z40bN3D06FFYW1tj69atuH//PsLCwvDw4cNCx7lERkZi2rRpOo+fiIhIl9hVpBq9D859c1E7IUShC93JZDJIJBKsW7cOzZo1Q+fOnTF//nysXr260FaXiIgIZGRkyLeUlBSdvwYiIiIqHXprcalYsSLMzc2VWlfS09OVWmHyVa5cGVWqVIGTk5O8rG7duhBC4Pbt26hZs6bSPlKpFFKpVLfBExER6RhbXFSjtxYXKysr+Pv7IzY2VqE8NjYWLVq0KHCfli1b4u7du8jKypKXXb16FWZmZqhatWqJxktERFSSOMZFNXrtKgoPD8dPP/2ElStX4vLlyxg7diySk5MxfPhwAK+6eUJDQ+X1+/btC2dnZwwaNAiXLl3C4cOH8cUXX2Dw4MGwsbHR18sgIiKiUqLX6dC9evXCgwcPMH36dKSmpsLPzw+7d++Gl5cXACA1NRXJycny+vb29oiNjcXIkSMREBAAZ2dn9OzZEzNmzNDXSyAiItIJAS27inQViIHT+72KwsLCEBYWVuBzBd3YsU6dOkrdS0RERMbu1d2htdvfFOg9cSEiIiJAQMubLGqxrzHR+3RoIiIiIlWxxYWIiMgACC27ikxlOjQTFyIiIgPAwbmqYVcRERERGQ22uBARERkAzipSDRMXIiIiA8CuItWwq4iIiIiMBltciIiIDAC7ilTDFhciIiIDIHSwaSMyMhISiQRjxozR8kgli4kLERGRiTt58iSWL1+OBg0a6DuUYjFxISIiMgAyHWyayMrKQr9+/fDjjz+ifPnyWr2G0sDEhYiIyADoq6vo888/R5cuXdC+fXut4i8tHJxLRERkALRpNcnfHwAyMzMVyqVSKaRSaYH7bNiwAadPn8bJkye1OHPpYosLERFRGeLh4QEnJyf5FhkZWWC9lJQUjB49GmvXroW1tXUpR6k5trgQEREZAAHtbpSYv2tKSgocHR3l5YW1tiQkJCA9PR3+/v7ysry8PBw+fBiLFy9GTk4OzM3NNQ+ohDBxISIiMgC66ipydHRUSFwK065dO5w/f16hbNCgQahTpw7Gjx9vkEkLwMSFiIjIJDk4OMDPz0+hzM7ODs7OzkrlhoSJCxERkQHgvYpUw8SFiIjIAAho11Wki8Tl0KFDOjhKyeKsIiIiIjIabHEhIiIyALoanFvWmWzicvqCJ6wltvoOg3Rsv8UDfYdQpP03DLuRM0mapO8QCtU9x0vfIRSJnz3tJJnf0ncIBRJ4Xorn4hgXVRj2J5mIiIjoNSbb4kJERGRI2FWkGiYuREREBkD873/a7G8KmLgQEREZALa4qIZjXIiIiMhosMWFiIjIAHBWkWqYuBARERkAdhWphl1FREREZDTY4kJERGQABASERItZRcI0OouYuBARERkAdhWphl1FREREZDTY4kJERGQA2OKiGr23uCxduhQ+Pj6wtraGv78/jhw5UmjdQ4cOQSKRKG1///13KUZMRERUEoRW/zOVCdF6TVxiYmIwZswYTJw4EWfOnEGrVq0QEhKC5OTkIve7cuUKUlNT5VvNmjVLKWIiIiLSJ70mLvPnz8eQIUMwdOhQ1K1bF1FRUfDw8EB0dHSR+7m4uMDNzU2+mZubl1LEREREJUOmg80U6C1xefHiBRISEhAcHKxQHhwcjPj4+CL3bdy4MSpXrox27drh4MGDRdbNyclBZmamwkZERGRotOso0u4GjcZEb4nL/fv3kZeXB1dXV4VyV1dXpKWlFbhP5cqVsXz5cmzevBlbtmxB7dq10a5dOxw+fLjQ80RGRsLJyUm+eXh46PR1EBER6QJbXFSj91lFEolE4bEQQqksX+3atVG7dm3548DAQKSkpODbb79F69atC9wnIiIC4eHh8seZmZlMXoiIiIyU3hKXihUrwtzcXKl1JT09XakVpihvvfUW1q5dW+jzUqkUUqlU4ziJiIhKg5C82jTeX/5/ZZveuoqsrKzg7++P2NhYhfLY2Fi0aNFC5eOcOXMGlStX1nV4REREpepVd4/QYjMNeu0qCg8PR//+/REQEIDAwEAsX74cycnJGD58OIBX3Tx37tzBmjVrAABRUVHw9vaGr68vXrx4gbVr12Lz5s3YvHmzPl8GERERlRK9Ji69evXCgwcPMH36dKSmpsLPzw+7d++Gl5cXACA1NVVhTZcXL17gP//5D+7cuQMbGxv4+vrit99+Q+fOnfX1EoiIiHSCK+eqRiJM5XaS/5OZmQknJydMlf4Ea4mtvsMp0IUcfUdgvM5ZPNJ3CEYtydxwlwvonuOl7xCKxM+edgz1syfEc2TlTENGRgYcHR1L5Bz5v0tdJD/AUmKj8XFeimf4TQwr0VgNgd6X/CciIiJSld6nQxMRERG7ilTFxIWIiMgA5M8O0mZ/U8CuIiIiIjIaTFyIiIgMQP4CdNps6oiMjETTpk3h4OAAFxcXvPfee7hy5UrJvDgdYuJCRERkALRbfE79bqa4uDh8/vnnOH78OGJjY5Gbm4vg4GBkZ2eX0CvUDY5xISIiMgja3uFZvX337Nmj8HjVqlVwcXFBQkJCoff/MwRscSEiIiJkZGQAACpUqKDnSIrGFhciIiIDoKvp0JmZiov5qXKzYSEEwsPD8fbbb8PPz0+LKEoeW1yIiIgMgK7GuHh4eMDJyUm+RUZGFnvuESNG4Ny5c/j1119L+mVqjS0uREREZUhKSorCkv/FtbaMHDkSO3bswOHDh1G1atWSDk9rTFyIiIgMgIC6w2uV9wcAR0dHle5VJITAyJEjsXXrVhw6dAg+Pj5anL30MHEhIiIyADKJgExSeivnfv7551i/fj22b98OBwcHpKWlAQCcnJxgY6P5zR5LmskmLodfvoCFxFzfYRQozeKpvkMwWoZ6h1nS3nbpLX2HQCXIJ88w72acJyxxUd9BlJDo6GgAQJs2bRTKV61ahYEDB5Z+QCoy2cSFiIjIkJT2vYqEMM57GzFxISIiMgC6GuNS1nE6NBERERkNtrgQEREZgNLuKjJWTFyIiIgMABMX1TBxISIiMgC6WvK/rOMYFyIiIjIabHEhIiIyAOJ//9Nmf1PAxIWIiMgACC3HuJhK4sKuIiIiIjIabHEhIiIyADKJgKQU71VkrJi4EBERGQAZAImW+5sCdhURERGR0WCLCxERkQGQQUDCBeiKxcSFiIjIAHA6tGrYVURERERGgy0uREREBoBdRaph4kJERGQAmLiohokLERGRAWDiohqOcSEiIiKjwRYXIiIiA/BqATptWlxMg95bXJYuXQofHx9YW1vD398fR44cUWm/P//8ExYWFmjUqFHJBkhERFQKhASQabEJbZbdNSJ6TVxiYmIwZswYTJw4EWfOnEGrVq0QEhKC5OTkIvfLyMhAaGgo2rVrV0qREhERkSHQa+Iyf/58DBkyBEOHDkXdunURFRUFDw8PREdHF7nfsGHD0LdvXwQGBpZSpERERCVLBqH1Zgr0lri8ePECCQkJCA4OVigPDg5GfHx8ofutWrUK169fx5QpU1Q6T05ODjIzMxU2IiIiQ8PERTV6S1zu37+PvLw8uLq6KpS7uroiLS2twH2uXbuGCRMmYN26dbCwUG1ccWRkJJycnOSbh4eH1rETERGRfuh9cK5EojiaSAihVAYAeXl56Nu3L6ZNm4ZatWqpfPyIiAhkZGTIt5SUFK1jJiIi0rU8CK03U6C36dAVK1aEubm5UutKenq6UisMADx58gSnTp3CmTNnMGLECACATCaDEAIWFhbYt28f3nnnHaX9pFIppFJpybwIIiIiHXnV1cMF6IqjtxYXKysr+Pv7IzY2VqE8NjYWLVq0UKrv6OiI8+fPIzExUb4NHz4ctWvXRmJiIpo3b15aoRMREZGe6HUBuvDwcPTv3x8BAQEIDAzE8uXLkZycjOHDhwN41c1z584drFmzBmZmZvDz81PY38XFBdbW1krlRERExoYtLqrRa+LSq1cvPHjwANOnT0dqair8/Pywe/dueHl5AQBSU1OLXdOFiIioLMiTyCAkmq9/KzORtXMlQgjTSNH+JzMzE05OTnjHbCksJDb6DqdAaWZP9R2C0Uoy53R3ImPkk+eo7xAKlCee4WLuf5CRkQFHx5KJMf93qbzVNJhJrDU+jkw8x6MXU9SOdenSpZg3bx5SU1Ph6+uLqKgotGrVSuM4SpreZxURERGRfmi6gr0+MXEhIiIyADItp0JrMsZF0xXs9YmJCxERkQHIkwitN3VouoK9vul1cK4+5A/pyRXP9BxJ4fIMODZDJ8RzfYdARBrIE5b6DqFAef/7m1Iaw0EFcrSZVPRqf0Dp1jaFrWemyQr2hsDkEpcHDx4AAA6LcVp9QEqUaQwMLxm5+g6AiDRxUd8BFOPJkydwcnIqkWNbWVnBzc0NaWmztT6Wvb290q1tpkyZgqlTpxa6j6or2BsKk0tcKlSoAABITk4usQ9hWZeZmQkPDw+kpKSU2Cj7so7XUHu8htrjNSyeEAJPnjyBu7t7iZ3D2toaSUlJePHihdbHKijpKGz1eHVXsDcUJpe4mJm9Gtbj5OTEL6qWHB0deQ21xGuoPV5D7fEaFq00/pFrbW0Na2vNp0Jr4vUV7N9//315eWxsLLp3716qsajD5BIXIiIieqW4FewNERMXIiIiE1XcCvaGyOQSF6lUiilTpvCO0VrgNdQer6H2eA21x2tIABAWFoawsDB9h6Eyk1vyn4iIiIwXF6AjIiIio8HEhYiIiIwGExciIiIyGkxciIiIyGiYXOKydOlS+Pj4wNraGv7+/jhy5Ii+QzIIkZGRaNq0KRwcHODi4oL33nsPV65cUagjhMDUqVPh7u4OGxsbtGnTBhcvKi7UnZOTg5EjR6JixYqws7PDu+++i9u3b5fmSzEYkZGRkEgkGDNmjLyM17B4d+7cwccffwxnZ2fY2tqiUaNGSEhIkD/Pa1i03NxcfP311/Dx8YGNjQ2qVauG6dOnQyb7/3uJ8BqSURMmZMOGDcLS0lL8+OOP4tKlS2L06NHCzs5O3Lp1S9+h6V3Hjh3FqlWrxIULF0RiYqLo0qWL8PT0FFlZWfI6s2fPFg4ODmLz5s3i/PnzolevXqJy5coiMzNTXmf48OGiSpUqIjY2Vpw+fVq0bdtWNGzYUOTm5urjZenNiRMnhLe3t2jQoIEYPXq0vJzXsGgPHz4UXl5eYuDAgeKvv/4SSUlJYv/+/eKff/6R1+E1LNqMGTOEs7Oz2LVrl0hKShIbN24U9vb2IioqSl6H15CMmUklLs2aNRPDhw9XKKtTp46YMGGCniIyXOnp6QKAiIuLE0IIIZPJhJubm5g9e7a8zvPnz4WTk5NYtmyZEEKIx48fC0tLS7FhwwZ5nTt37ggzMzOxZ8+e0n0BevTkyRNRs2ZNERsbK4KCguSJC69h8caPHy/efvvtQp/nNSxely5dxODBgxXKevToIT7++GMhBK8hGT+T6Sp68eIFEhISEBwcrFAeHByM+Ph4PUVluDIyMgD8/00pk5KSkJaWpnD9pFIpgoKC5NcvISEBL1++VKjj7u4OPz8/k7rGn3/+Obp06YL27dsrlPMaFm/Hjh0ICAjARx99BBcXFzRu3Bg//vij/Hlew+K9/fbb+OOPP3D16lUAwNmzZ3H06FF07twZAK8hGT+TWTn3/v37yMvLU7rjpaurq9KdMU2dEALh4eF4++234efnBwDya1TQ9bt165a8jpWVFcqXL69Ux1Su8YYNG3D69GmcPHlS6Tlew+LduHED0dHRCA8Px1dffYUTJ05g1KhRkEqlCA0N5TVUwfjx45GRkYE6derA3NwceXl5mDlzJvr06QOAn0MyfiaTuOR783bfooBbgJu6ESNG4Ny5czh69KjSc5pcP1O5xikpKRg9ejT27dtX5F1eeQ0LJ5PJEBAQgFmzZgEAGjdujIsXLyI6OhqhoaHyeryGhYuJicHatWuxfv16+Pr6IjExEWPGjIG7uzsGDBggr8drSMbKZLqKKlasCHNzc6V/LaSnpyv9y8OUjRw5Ejt27MDBgwdRtWpVebmbmxsAFHn93Nzc8OLFCzx69KjQOmVZQkIC0tPT4e/vDwsLC1hYWCAuLg7ff/89LCws5NeA17BwlStXRr169RTK6tati+TkZAD8HKriiy++wIQJE9C7d2/Ur18f/fv3x9ixYxEZGQmA15CMn8kkLlZWVvD390dsbKxCeWxsLFq0aKGnqAyHEAIjRozAli1bcODAAfj4+Cg87+PjAzc3N4Xr9+LFC8TFxcmvn7+/PywtLRXqpKam4sKFCyZxjdu1a4fz588jMTFRvgUEBKBfv35ITExEtWrVeA2L0bJlS6Vp+FevXpXfqZafw+I9ffoUZmaKf9rNzc3l06F5Dcno6WlQsF7kT4desWKFuHTpkhgzZoyws7MTN2/e1HdoevfZZ58JJycncejQIZGamirfnj59Kq8ze/Zs4eTkJLZs2SLOnz8v+vTpU+AUyqpVq4r9+/eL06dPi3feecekp1C+PqtICF7D4pw4cUJYWFiImTNnimvXrol169YJW1tbsXbtWnkdXsOiDRgwQFSpUkU+HXrLli2iYsWK4ssvv5TX4TUkY2ZSiYsQQixZskR4eXkJKysr0aRJE/l0X1MHoMBt1apV8joymUxMmTJFuLm5CalUKlq3bi3Onz+vcJxnz56JESNGiAoVKggbGxvRtWtXkZycXMqvxnC8mbjwGhZv586dws/PT0ilUlGnTh2xfPlyhed5DYuWmZkpRo8eLTw9PYW1tbWoVq2amDhxosjJyZHX4TUkYyYRQgh9tvgQERERqcpkxrgQERGR8WPiQkREREaDiQsREREZDSYuREREZDSYuBAREZHRYOJCRERERoOJCxERERkNJi5ERERkNJi4EBmp9PR0DBs2DJ6enpBKpXBzc0PHjh1x7NgxfYdGRFRiLPQdABFp5oMPPsDLly/x888/o1q1avj333/xxx9/4OHDhyVyvhcvXsDKyqpEjk1EpCq2uBAZocePH+Po0aOYM2cO2rZtCy8vLzRr1gwRERHo0qWLvM6nn34KV1dXWFtbw8/PD7t27ZIfY/PmzfD19YVUKoW3tze+++47hXN4e3tjxowZGDhwIJycnPDJJ58AAOLj49G6dWvY2NjAw8MDo0aNQnZ2tny/pUuXombNmrC2toarqys+/PDDUrgiRGQqmLgQGSF7e3vY29tj27ZtyMnJUXpeJpMhJCQE8fHxWLt2LS5duoTZs2fD3NwcAJCQkICePXuid+/eOH/+PKZOnYpJkyZh9erVCseZN28e/Pz8kJCQgEmTJuH8+fPo2LEjevTogXPnziEmJgZHjx7FiBEjAACnTp3CqFGjMH36dFy5cgV79uxB69atS/x6EJHp4E0WiYzU5s2b8cknn+DZs2do0qQJgoKC0Lt3bzRo0AD79u1DSEgILl++jFq1aint269fP9y7dw/79u2Tl3355Zf47bffcPHiRQCvWlwaN26MrVu3yuuEhobCxsYGP/zwg7zs6NGjCAoKQnZ2Nnbv3o1Bgwbh9u3bcHBwKMFXT0Smii0uREbqgw8+wN27d7Fjxw507NgRhw4dQpMmTbB69WokJiaiatWqBSYtAHD58mW0bNlSoaxly5a4du0a8vLy5GUBAQEKdRISErB69Wp5i4+9vT06duwImUyGpKQkdOjQAV5eXqhWrRr69++PdevW4enTp7p/8URkspi4EBkxa2trdOjQAZMnT0Z8fDwGDhyIKVOmwMbGpsj9hBCQSCRKZW+ys7NTeCyTyTBs2DAkJibKt7Nnz+LatWuoXr06HBwccPr0afz666+oXLkyJk+ejIYNG+Lx48dav1YiIoCJC1GZUq9ePWRnZ6NBgwa4ffs2rl69Wmi9o0ePKpTFx8ejVq1a8nEwBWnSpAkuXryIGjVqKG35M44sLCzQvn17zJ07F+fOncPNmzdx4MAB3b1IIjJpnA5NZIQePHiAjz76CIMHD0aDBg3g4OCAU6dOYe7cuejevTuCgoLQunVrfPDBB5g/fz5q1KiBv//+GxKJBJ06dcK4cePQtGlTfPPNN+jVqxeOHTuGxYsXY+nSpUWed/z48Xjrrbfw+eef45NPPoGdnR0uX76M2NhYLFq0CLt27cKNGzfQunVrlC9fHrt374ZMJkPt2rVL6coQUZkniMjoPH/+XEyYMEE0adJEODk5CVtbW1G7dm3x9ddfi6dPnwohhHjw4IEYNGiQcHZ2FtbW1sLPz0/s2rVLfoxNmzaJevXqCUtLS+Hp6SnmzZuncA4vLy+xYMECpXOfOHFCdOjQQdjb2ws7OzvRoEEDMXPmTCGEEEeOHBFBQUGifPnywsbGRjRo0EDExMSU3IUgIpPDWUVERERkNDjGhYiIiIwGExciIiIyGkxciIiIyGgwcSEiIiKjwcSFiIiIjAYTFyIiIjIaTFyIiIjIaDBxISIiIqPBxIWIiIiMBhMXIiIiMhpMXIiIiMhoMHEhIiIio/F/Dm9d1wuw/1EAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.hist2d(df[scores_col], df['molecular_complexity'], bins=10, cmap='plasma')\n", "plt.colorbar(label='Counts')\n", @@ -83,9 +116,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.hist2d(df[scores_col], df['rotatable_bonds'], bins=22, cmap='plasma')\n", "plt.colorbar(label='Counts')\n", @@ -97,9 +141,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.hist2d(df[scores_col], df['non_ch_atoms'], bins=10, cmap='plasma')\n", "plt.colorbar(label='Counts')\n", @@ -111,9 +166,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.hist2d(df[scores_col], df['n_atoms'], bins=20, cmap='plasma')\n", "plt.colorbar(label='Counts')\n", @@ -125,9 +191,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "PearsonRResult(statistic=-0.49803085122146573, pvalue=3.767904039236487e-25)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import scipy.stats as stats\n", "\n", @@ -136,9 +213,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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MFutnW5KdeQ+H927FtbBzyMnKgEhfHw5OrhgwZDTGTHwYhkZGzaq/srICdxPv4E5MJO7ERuFObCRSkxMhkykuft//sQN2Dk4N1pOWkoTrYecQdes6khNikZ+fAwEEsLSyRldvPwwdNQG9AwdBIBA0q79tVV52Gs4c3oTo6yHIy0mHSKQPW4fOCBgwDoMemtvsa5S4tBjRN0IQe+sCUhMjkJOZgnJJGYxMzOHg2g2+fYYjeMQjMG7ENUomq8T18wdw7dx+pCREoKy4AMZmlnBw7oregyYiaPhM6Ol1zNv32Vn3cGTvP7gedg45Wfcg0jeAg5MrgoeMxkMTH4GhYQuNp9gIxMdGIT4mEql3E5Tj6dvfd8LOwVnr+o8e+Bfrf/lK+e9nX3kfw0ZPblaf26qszAzs37MdVy5fQHZWJvT19eHo7IJBQ0ZgwqTpzT731Xbm9HGcOHYIiQl3UFJcBKtO1vDrEYDxk6fDp3sPtfv9+M3nOHn8cJPa+t+SNzFqzITmdrnNyMlKx7H9WxAeFoqc7Kox5eiGwMFjMHLCLBg289xXWVmBlKQ4JMTeQmJcJBJibyGt1pj64td9sLVv3JiSy+UIO3cMF0IOIulOFIoK8yAUCGHRyQaeXj0wZNRU9OwzqFn9pbZDoN8x5xv0YOuYszMiImp3xqSd13UXHlhnrkXgvdUbUVxapvyZWCJFZHwyIuOTsevkeXy/9Dm42ts2ue6z1yPxxnd/QlpeUW9bflEJrkbF4WpUHDbtP4FPFz+OwB5ezfpd2qsLl6/gs6+/Q0lJqfJnYokEt2PjcDs2DgeOHMNny9+Fs6Oj1m1IpVJ8uGIlLly+UufnGZlZyMjMwomQM1g4dzYWPDpL6zY6upCoBLyz+TCKxFLlz8TlFYi4m4GIuxnYcSkCq56eClcbS63q/3JPCK4nptf7eXmlDElZ+UjKysfeK9EYG9ANnzw6Fob6LTOV97Dr1CL1tGdJUadw4u83IBUXKX9WUV6GrLvhyLobjuhL/2LCU7/BwkZ9YAs1X1cnYNoAIYwMat18EQHGhoCzjQC9u8jxT4gM+SW666MmZkbACP+Of+Po1tUQrP/hbZSV1owXqUSMpDu3kHTnFs6f2IEX3l4NWwdXreqPuBaK31e+iopyab1txUV5iIsMQ1xkGI7vXY8nX/kC3j37N6n+/NxM7Nn8g1Z9a+vOX76CT7/5od58Ijr2DqJj72D/keNYsewdODs6aN2GVCrF8i++wXkV84mjmVk4HnIGjz86GwsffUTrNu7n5qL9w6+2Lj7iFA5teF0Z4AAAFdIyZCSHIyM5HLfOb8P053+HlW3LX39O/vtJnXa1UVyQgTN7v2mhHrVt1y6fxaqvl6O0pFj5M4lErHhoGxuFk0f2YOnyb+Dg6KJ1G7u2rsf2zX80q58/f/sRQk8cVLktKzMdWZnpuHDmOAL6BuOlNz6GqZl5s9pra6Kuncbm1UshrnWNKpeU4W58OO7Gh+PSye14eukvsLHXbkxFXw/B+u9eVnmNKinKQ3zUZcRHXcbp/Wvx2OKV6NZDfbBsYV4W1n/3MpLjbtT5eXFBDooLcnAn6hIunvwXT72+GuaWTf8u3pZdu3wGP3+zTMV4ikR8bCROHdmDN5Z9C/tmjKfdW9dhx9+/t0R368nLycLWDatbpe62JuzSeXy38hOUltRMwCUSMeJiohEXE43jR/bj3eVfwNGpeddqqVSClZ8vR9iluvcGszIzcDrzKEJPH8fseU9g9tyFzWqnNhdX9xarS9duhIXi92/fRVlpzZiSSsRIiItAQlwEQo/twpL3foCdo3bzcwDY9++f2LPl12b3tbSkCD+t+D/cvhVWb1t2RiqyM1Jx+cwRBA0Zi0UvfwyRvvYvsBARtRYGVxARUZtTlpyG4ug7sBs7VNdd6fBiklLx1o/rIJZIYWJkiCemPoRAPy9IpOU4cv4qdp48j6T0TCz56jds+Pj/YNLE7AkFxSWQlldAKBAg2N8HAwN84e3uAjNTY2Tm5uPg2TAcvXANOQVFWPL1b/jzg1fg46H9l7326E5CIj7+4muIJRIYGxth7iMz0TugJ6QSKU6GnsH+w8dwNzUN7374GVZ/8wWMjbV722DlD6uVgRW9A3pi5pRJsLG2RkJSEjZv24G09HtY99cWWHfqhEnjHtJY16DgIDy1YJ7a7SJRx5ti3k7LwhsbD0JcXgETQ308PTIQQV1dIa6owOHrMdh+MQKJWXn435o92PzyHJhoke3FQKSHwC4u6OXhBE/7TrA1N4WViRFyS8oQk5aNbRfCkZpbiCM34yAQCPDl/Ppv2fxvwkAsHNFXYztFpWI8/csOyORyuNtaoZdHw29AdmQ5adE4tulVVJSXQd/ABL1HPQvnrsGoLJcg7vp+RF/ahvysBBxc+xxmvrQN+oamzW5z1mt7NG43t36wzoMAYG8FzBgkhIFIAEm5HOej5EjKlEOkB/i5C9CnqxA2FgLMHibE2qMyqIjZa7LfD2lOg5FfrHFzPeP6KQJDSsRymBp1zCCLlMTbWPPt65BKxDA0MsHY6U/Dq2d/lEvFuHL2EM4d346MtET8vGIxln7+NwyNmp6VqqSoABXlUggEQnQPGAC/3oPh0tkHxqbmyM/JwOUzB3D13CEUFeTgly/+h9c+3gBXj+6Nrn/bms8hLiuGuaU1igpym9y/tiouIREfffmtcj4x7+EZ6BPQAxKJFCdCz2L/keO4m5qGtz/6HL98/bnW84kvf/xZGVjRx78HZk6ZBFubTohPTMZf23Yg7V4G1m7+BzbWnTBp7Oh6+z+9YC7mzJiqsY2i4hK8+u4yyGRyuDo7oUd3H6362tZlpUZj/9olqJCWQd/QBP3HPAdXr2BUlItx++oB3Dq3FXmZCdj967OY+/q/MGiB60+1O+EnEHfjMEzMbVBalKN1PSe3fQypuLjZ9bR1SQmx+OGL9yCRiGFkbIKpjyyAX0A/lEskOBd6DCcP70Z6ajK++vD/8Mk3a2BkrF1GPrm8JtORvoEBOnt6o6gwDxnpqY2uIzdHkXLJzNwC/QeNhJ9/X9g6OEFPqIfE+Bgc2PU30lOTcfPqRaz8+A28//lqCIUdY9XotKRobPzxNZRLymBoZIKRU59BV79gVEjFuH7+IC6e3Ias9ASs+eoFvPzxPzA0avqYKinOV16jvPwHoXvAEDi5K65RBbkZuHp2H25cOIjighys+fpFLP5gE1w8fOvVUy4VY83K55GaqMg459VzIAaMngNrO1eUFufj5qXDuHRyO1Lib2HNSkU9In3ts0m2JUkJMfjpy3eV42nKw4/DL6AfpBIJLoQewckju5GemoSVH72Gj75e20LjyRCdPb1QWJCPzHspzf4d1v+6EmWlJbCw7ITCgrxm19dWJcTH4esVH1YdK2PMnPUY/AP6QCqV4MzpEzh6eB9SU+7i0+Vv4cvvfoGxlscKAFZ9/5UysKJnQB9MnvowOtnYIjkxHtu3bsK99DRs2bQGnaytMWZc/Qwh8xYuwtSZczS2UVJcjA/eXgKZTAYnZ1f4+KrPhNGe3E2IwS8r31TOzyc9/CR8egaiXCrBpTOHEXJ0J+6lJuL7T17Ge19t0npM4b4x5ebhjeLCvCaPqd++eUcZWGHr4ILx0xfC1b0bKisrkHgnCgd3rkNxYT4unzkCMzNLzH+OmYyJqO3peHe+iYioXYr5+CcUhIUjPywc0swcGHd2wai4E7ruVof39cYdEEuk0NMT4qe3XkCAl6dyW1APb7g52uGHv/cgMS0Dfx04iWdmjm9S/SI9PcwcNQhPTRsDR1vrOtu6e7hiWN+e6OXdBSs3bIdYIsV3m3fh53f+1yK/W3ux6vc1EEsk0NPTwxcffVDnAUKfXv5wcXbCb2s3IjklFdt27cXCubOb3MaN8AgcPx0KABjYPxAfvrMUenp6AIDu3t0wqH8Qnn/1DWRmZeP3dRsxfPBAmJmpv9loZmoKz84d5y2PxvhyTwjE5RUQCYX4ZdH0OgEJwd3c4G5rhW/3n0VCZh42hFzD82OavqTDz4umQ6Sn+ub2YJ/OmDukF579dQduJN3D4RuxeGZ0ELyc6r7F5mBpBgdLM43tbD13E7KqGyNT+jX+gWRHdW7PZ6goL4NQKMLEZ/6EY+c+ym0u3QbA0tYDFw98hfzMeNwMWYd+YxY3u01rR81L8DyIxvRWBFZUyuTYclqG1FrP6JIy5cgtkmF0byFsLQQI9hbgTGTzl9rIKmh2FUpezoCPqyKw4nyUHA/16ZjBFdvXfwmpRAyhngiL3/sVXbx7Kbf59AyGvZM7dm36FhmpCTixbwMmPPJ8k9vQE4kw+KFZGDdzEaxt6wZ/uXn6wj9wBLr49Ma/a1dAKhFjx4aVePmDxr3pffPySdy4dBxmFp3w0LSnsHPDyib3r61a9cc65Xziqw/fqzOf6NvLH67OTvh13SYkp6Ri6+59eFyLTFXXb0Xg+OkzAIBB/fvho7ffqJlPeHXD4OBAPPfqm8jIysav6zZi+KAB9eYTdjY2sLOx0djO7gOHIZMpxvjYkcOb3M/24tT2T1EhVVx/Zr64Bs6eNdcfd++B6GTXGaG7v0JuRjyunliLARNaZo4slZTg5L+KZTyGTluKw5ve1KqeOzePIe7mURibWSNw9DMI2bWiRfrXFm38/TtIJGLo6enhrY++g3d3f+W2Hr0C4ejsir/XrkJaShIO7PobM+c+rVU7Xt174ukXl6KLlx/cPbtCT0+EX779uEnBFTY29nh68ZsYNnoi9O97GN/V2w9DRozHimVLcDvyBm5H3sDZU4cxdFTHSIu/Z+MKlEvKINQTYdFbf8DDq7dyW7ceA2Dr6I79f3+NzLR4hBxYjzEzX2xyG3p6+hgwajZGTXsWnWzrvqnv4uEHv74j4eHdB7s3fIZySRn2bf4Sz72ztl49Z49uVgZWBA2fgVnPfFJnmRZv/0Ho3K0Xtv72HlLib+Hs0c0YPvGJJve3Ldr0x7fK8fTmhz/A677x5ODshi3rfkJaSiIO7t6MGY8u0qodr+7+ePLFNxXjyaMb9PRE+PW7j5odXHHlwmmEXTgFC8tOmPzwQmxe832z6mvL1v72k/JYLft4ZZ1gBP9efeHk4ooNa35Bakoy9u7chtnzHteqnYjw6wg9dQwAENh/EN5872Pl/MLLuzuCggfh9VeeQ3ZWBjau+RWDBg+vl3XHxtYONrZ2Gts5tH83ZDIZAGDE6LFa9bUt+nvNSkglYujpifDaslXo1r1mfu4b0B8OTu7YtuF7pKcm4sieTZg651mt2unqE4AFz78Dz2494OrhBT09Ef78YVmTxlTinUiEXz0LALBzcMWyb/+GsXHNXLG7fxCCBo/B8lcfRWlJEU4d2Y5pjz4Pc0tm2ySitqVjhCYTEVG7F/vRj8g8cArSzI77xlNbE3EnCVei4gAA04YPqBNYUW3+xJHwdFakjv770GlUNHGx+7ED++Kdp+fUC6yo7dFxw+DXRZGW9UpkHPKL2mi+91YQHROHG+ERAIAJY0arfDNz1vSpcHdTvMW+Y89+VFQ0/XXtf3bsAgAIhUK88sKzyhsV1SwtLfDMEwsAAEXFxThw9HiT2+jIbt3NQNgdxU3t6f39VGZ6WDisL7rYK77w/xV6HeWVTRsrANQGVlQz0hdh3pDeyn9fiW/8jfba9l6JBgAIBMDkBzy4IvNuONLiLwEAfIIerhNYUa3XsCdhZd8VABB+ZgMqK8v/0z4+CJysgc4OigcKN+LldQIrql28LUd2geJha5C3AMI2FLtgIFJkrQCA4zfkKKufKbxDSIq7hdiIywCAgSNn1AmsqDZq8uNwdOkCADi5fxMqK5o+XvoNGo+5z75fL7CithET5sG9q+IGf2xEGIqL8husV1xWgq1rPgMAzFjwfzA1024Jp7YoOjYO16vmExPHjFI5n5g9fQo6uynSq2/Xcj6xZcduAIr5xJLnn6k/n7CwwLOPzwegyD5x4Kh2gdJHTp4GAAgEAowZOUyrOtq6e0k3kRKnuP70GPhwncCKav1GPgVrB8X15+rplrv+nN37LYry0uHmFQy//tO1qkMqLsaJfz8GAAyb/iaMTDvOeLrfnZhIRIZfBQCMGDOlTmBFtUnT58HFzQMAcHDPP1qNLwDo1XcARk+YAc9uPtDT0+59uOdffR+jx0+vF1hRzdDICE+9+Iby35fOndSqnbbm7p1w3IlSjKn+w2fWCayoNmzik7B3VlyjQg9t0Ooa1XvgBDz89PJ6gRW1DRk3H65degIA7kReRomKa9SVEMX51MDQGFPmv1UnsKJa0PCZ8PBWZKQ7te9P5UPh9uxObCSiqsbT8DFT6wRWVJs4/TE4V42nQ80YTwF9B2D0+Jnw7Npd6/F0v7LSEqz/TRGYOffJl2FmbtEi9bZFsTHRuBV+HQAweuxElVkeps6YDVe3zgCAfbv/1fpY7fx3CwDF/OLZxUvqzS8sLK2w8ElFQEBxcRGOHTmgVTunThwGoJhfDB/VMYIrEmIjlFkghoyeViewotrYaQvg5Kq433d032ZUaHHuA4CefQZhxLhH0Lmrr9ZjKi6qZhmkMVPm1QmsqGZj54TBoxRZzuQyGeJjwrVqi4ioNTG4gohaVFpaGt566y307dsXlpaWMDAwgKOjI/z9/TF37lysW7cOhYWFKvctKirC119/jVGjRsHR0RGGhoZwdnZGcHAw3nzzTVy9elVtu1lZWXjvvffQp08fWFlZwcjICB4eHliwYAHOnDmjsc8eHh4QCAR44oknAABXrlzBE088AU9PTxgaGqr8kltaWorvvvsOI0eOhIODAwwMDGBvb4+xY8di7dq1qGzgodqJEycwd+5ceHp6wtjYGCYmJvDw8MCAAQPw+uuv48QJZmyg1nfqSs0XlKnDVb9lLxQKMWloEACgsKQUYVGxrdKXfr5eAACZXI60rAcnwObshYvKz+MfGqmyjFAoVL61WVRcrHx40lhlZWW4ekNxrPv17gU7W9Vviw4dGAxTE0V6yDPnLzSpjY7u5K07ys/TgvxUlhEKBZjcT5Hyt7BMogzGaGnGBjXrjUqaGOwEAElZ+biZfA8A0K+LC5w7ddwbgo2RGHFM+dknaKbKMgKhEN79pgEAJGUFSL9z6T/p24PE26VmrnUzQX1GivBExTZjQwHc7Vu9W402IkAACxMBkjLkuJXY/IwabdWNyzXz04Ejp6ksIxQK0X/4FABAaUkhYiLrr6XcUrz8AgEAcrkMOZkNn3P3bP4e+TkZ8OoRhODhmpelaG/OXKg5L40f3Zj5RImW84lbAIDA3gEa5hP9YWqiWHIk5PxFlWU0SUlLR+RtxXyzV08/ONprfgu1vboTXhPI2iP4YZVlBEIhfKuCHySlBUiJbf71517STdwI/Qt6evoYNXu51vWc2fsNivPvwbVbf60DNNqLsAshys/DH6qfih5QjK+hIxXZH0qKi5QPj9sqt85dYW5hBQBNyorRlt26UjOmgobPUFlGKBSi31DF9auspBB3oi63Wn+6+iq+Q8vlMuRm1X2ru1wqxr0UxXmus1dvGJuY19u/mk/AEABAcUEOEm5faaXe/neuXDit/DxstPrxNGTkRABASXEhosLbzu+9dcNq5GZnwte/L4aOmqjr7rSqS+dr7qWOekh1dhuhUIgRVUEKxcVFymCMpigrK0X4DcUx7tUnELa2qif5wYOGwcRE8SD+wrnQJreTlpqCmOhIAECPnr1gb+/Y5DraomsXawLkhoxWPb8VCoUYNEIx3kqLC3H7lu7GVO3ADlsHF7Xl7B1rlsks1zIYhIioNXFZECJqMaGhoZg8eXK94ImMjAxkZGTg1q1b2LJlC2xtbTF5ct0vUceOHcPcuXORnZ1d5+fp6elIT0/HpUuX8OWXX9ZZM7HakSNHMGvWrHrtJiUlISkpCZs2bcLixYvxww8/NLiW6C+//IKXXnpJY7T15cuXMWPGDKSm1r0JkZWVhaNHj+Lo0aP45ZdfsGfPHjg4ONTb/7XXXsO3335b7+fV/b148SLWrVtX7/8FUUu7Hh0PADA2NEB3Tze15fr6dlN+vnE7HgP8W/5Nd2l5zZgTqgho6qjCIxWpYI2MjODdravacgH+NW+J3IqMQmCf+m8jqBMdE4fycsWX0V49VQcGAIC+vj58fbwQdu0GomPiUFFRAZGIU0UAuJqQBkAR2ODnov6JbmCXmpsD1xLSMNC75ZdOOXQ9RvnZ077pqTH3XolSfp7Sr/76zw+a9ATFjSWRgQnsXNSvuevUJahmn8QrcPUe3Op9e5C42SrO+9JyOdI1LFudnFUzD3SzFSAxQ/eBDM7WQN+uAlRUynHoSvt/o1STO9GKh4UGhsZw66L+etKtKugBAOKjr8I3YGCr9KeivOZGa0Nzh8TYmwg9shUikT7mLHqvVfqjS+ERioxERkaG8OnWRW252vOA8KjoJs0nopo0n/BWzCdimz6fOHKi5sFbR14SJPWOIvBI38AEDm7qrz+u3WquP6nxV9C5u/bXH1llBY5teR9yuQyBDz0Pawf1fyuapCfewM0zf0NPTx+j5yzXuj/txe1IxVu2hkbG8OxWPytMte7+NdlHbkfegH+f/q3et+aofsAlaEupoJohIVoxpzMwNIaLp/ox1cW3Zkwl3L4Cb/9BrdKfivKaNFYCQd37UKUlNfeuzCw1L5NkXmt7fNRlZdBGe3U74jqA6vGk/r6Cb8++ys8xUTfg36fpSy62tLjbt3Ds0A6IRPp48gXtllNqT6IibgJQ3Kvo6qV+ScMe/r2Vn6MjwtG7T6DasqrExUQr5xc9eqqfl+jr68O7ux+uX72MuJioJs8vqrNWAMDw0eOa1Me2LCbqGgDFmOrcVf33e+8eNWMqNuoaevQe0Op9U8XRubPyc3aG+uC+2kuNODo/WEvSdkRCUceYaxDVxjvmRNQiJBIJHn30URQWFsLc3BwvvPACRo4cCXt7e5SXlyMpKQnnz5/H9u3b6+178uRJTJgwARUVFdDT08OCBQswbdo0uLu7QywWIzIyEgcPHsTevXvr7Xv9+nVMmTIFUqkU+vr6WLx4MaZNmwZTU1Ncu3YNK1asQEJCAlatWgVTU1N88cUXan+Hy5cvY9OmTXBzc8Prr7+Ofv36obKyEqGhNRHR4eHhGDlyJEpKSmBvb48XXngBQ4cOhY2NDTIzM7Fnzx78+uuvuHTpEqZNm4bQ0FDo69e8Zbxv3z5lYEVAQABeeOEF+Pr6wtLSEgUFBYiOjsbRo0dx/vz55hwOokZJSFO8ve7mYAfRfWkXa/NwrgkSSkjLaJW+XI1WLE+ipyeEq0PHfENRleS7ii+TLk6O9VJf1ubuWvPQPvlu09aITUqpKe/mqv7NgOrtYdduoLKyEilp6fBwVx10Ex4RiUUvvYr09AzI5XJ0srJCd+9uGDlsCAYP6K8y4097lpCZCwBwt7HUuHRH7WCH6n2aSyaTI6+kDHEZOfj7zA2cjFAERXnYdcIg784N7F2XXC7H/qu3ASiWGBnj362BPTq+/ExFVhJLG3cINaQ27WRX8wAqPzO+2e3u+/0pZKdGoFxSCgMjc3Ry6Ao3n6HwC54DQ5OOm1pdHduqBCp5xYCKOFqlnFpxtLYtkHRl7nAhHDoBhiJAXA5kFwLx6XJcuyOHuBEvSAkFwMQgIYRCAc5HyJBT1Pw+tWUZKQkAADtHd42pgB2da5YZu1e1T2uIi1I8nBbqiWDrqP6ma2VFOTb/+iHkchlGT30aji71l0Fr76qv9U2ZTyTdbdrb6kkpNeXdG5hPuLs6N2o+cT+5XI6jpxRZAowMDTF8kG5u/P8Xcu8prj9WdpqvP7UDIKr30VbYiTXISo2Gpa07+o99Xqs6KivLcWzLe5DLZeg3+lnlsiUdWerdRACAo5OrxnOfs2vNvKx6n7Yq8c5tlJUqlmJ0dmnafLKtykxTzM9sHDRfo+xrXaOq92kN8dG1rlEOda9RBobGys/i0mKN9ZSV1UwuMlKbdw5oC9JSEgEADu1sPFVUVODPnz6HXCbDpEceh7Orh6671OpS7iYBABydXDQeKxfXmr/v6n20aQcAXNw0P0R3cXXH9auXUVlZifS0FLi5ezSqDblcjpCTRwEAhoZGGDS44wRvplfNte0d3TQep+plQRT7JLZ2t9Tq0WcgbO2dkZ2ZhmP7NmPI6GkwNDKuUyY3OwNnTyqeAXT1CYBrZy9ddJWISCMGVxBRizh79izS0hRv9m7evLleZorg4GDMnj0bX331FUpLS5U/Lysrw2OPPYaKigqYmJhg//79GDFiRJ19Bw0ahEWLFuHu3bv12n322WchlUqhp6eHffv2YezYmjXzgoKCMGvWLAwZMgSRkZFYuXIlFi5ciB49VL/FEBkZCX9/f4SEhMDKykr588GDFW8HyeVyzJ8/HyUlJejVqxeOHTsGW1vbOnWMHTsWkydPxqRJk3Dx4kVs2LABTz/9tHL71q1bAQCdO3fG2bNnYWZmVmf/4cOH47nnnkNubss8lCNSRyItR36R4oaavbXmB3kWpiYwNjRAmUSKjJz8Fu/LmWsRiE1WnD8G+neHmYlRi7fRFkmlUhRUZdyxtWngjSUzMxgZGUEsFiMzu2nLpmRl1WTBUZfCu5p9rXNaVna22och6RmZdf59LzMT9zIzcerMOfT07Y733nwNdg38Tu2FpLwCeSViAIC9lZnGshYmRjA20EeZtBz38jXfKG3IhM/WIi1P9ZNa507m+HrhRI2BHqpciU9FWp7ib25Uz64wNVK9FveDoqJcAnGJIk2CqWX9TFO1GZpYQmRgggppKYrz05vddmrsOeVncUku0uNzkR5/GddP/YGRsz+HR4/RzW6jvdATAiZGioCswjLNZcXliuwWBvoCmJsIADQvc4WnY00gmKkeYGoEdLYXYICvHPsuyhCbpnn/Ad0FsLcSIK9YjrNRus+i0ZrKpRIUFynGi5WN5vFiYmYBA0NjSCVlyMu51yr9uXU1BKlJikw+vr0GwdhE/fn52J51SEuOha2DK8bNfKZV+qNLivmE4nrR0LVXMZ8whFgsQVYTs+TVLt9QO7XnE5nZOY0OrrgREYl7mVkAgCED+sPExLiBPdqninIJyqquP2ZWmtOSG5lYQt/ABOXSUhTnaz+e8rPv4uKhVQCA0bOWQaRvqFU9V47/iey0GFjauCF47Ata96e9kEolKCrMBwBY22gOADczs4ChkTEk4jLkZGdqLKtru7atV34eMLT9zznKpRKUVF+jrDWPKRNTS+U1Kr+VrlFR104jPVkR0OzjPxhG912jjE3MYWFlh8L8LCTH3UBFhRQikep5eXVGDgDIz2n+HFSX6o4nzeu7mdYaT7nZrfOCR1Ps37EJd5PiYO/ogmmzntB1d1qdVCpBYWEBAMDGtoFzn7m58l5Fthbnvuysmn0aaqv29uyszEYHV0TeuoHMDMV4Dx44BMZVy6G2d+VSCYqrxlSnJo2p1jn3NYa+vgGeefVT/PDpEmTeS8HyV+dg3PSFcHHvhsrKCiTdicKhnetRWlwIW3tnPPXScp31lYhIEwZXEFGLuHevZmI2bNgwteVEIhEsLGpeNdywYQPS0xVfED/99NN6gRW1ubnVvSl36dIlXL6sWCNz0aJFdQIrqnXq1Am//fYbhgwZAplMhtWrV2PVqlVq21i1alWdwIra9u/fj5s3byr7fX9gRbXx48fjkUcewdatW7F27do6wRXV/5/69u1bL7CiNmtra7XbiFpCqVii/Gxs1PDN1ergitr7tYSC4hJ8se5fAICeUIjnZ01q0frbstKymqeIxsYNB5QoHoaIIRaLm9hOTXljI83tGNX6Wygrq9+OSCTCoOAg9OvTC57u7jA1NUFxSQkio2Ow98BhZGZn41ZUNJa+/xF+/OozmJmaNqmvbVGJpCalr4mBvoaSCsYGIpRJy1Eqbfl1QUVCIZ59qD8eG9oLZo0Yt/fbeyVa+XlqIJcEKZeUKD/rGzb8t6pvYIwKaSkqpKUNllXH2tEbHj0egr2bP0ws7CGTVaAgKwGx1/YiJeYspGWFOLLxZYx/4me4d1c/n+pIDGsNq/KKhgMUyisBA33AoBnfZDPz5YhJlSMtR44iMaAnAKwtBOjpLkAXJwGMDQR4eLAQW0NliFdz77GTGTDYTxGccfiKDBWV2venPRCLa8aLoVHDN6QNjRQPriRi7ceLOiXFBdj652cAAKFQD5PnLFZbNuteMg5t/w0AMPvpd2Bg0PECOJs6nzA2NIJYLEFZc+YTDbRjZFhrPtGEdmovCTJuVMd5q/R+UnHt60/D40nf0Bjl0lJIJdqPp+P/fICKcjG8+05EZ98hWtWRn5WEC4dXAwBGzfoAog44nu4nLqv5f25o3JhznxEk4tY597WUS2dP4tLZkwAAz27d0X/QSB33qPkktcaUQSOuUQaGJpBKyiBtheNUWpyPnes+BqC4Ro2b9ZLKcn79RuHC8X9QUpSHkP3rMGras/XKJNy+gqhrNedFSVlJvTLtSe3xZGTccPCcoaFiPInFDUTftrJ7aXexa+saAMDjz70BA8OOf+4rqzW3aNSxMjJW3Ksoa/qxqtOWkea2am9vyt/FqeNHlJ9HPDS+Cb1r25p8jTI0rrpG6XZMdeveC8u+2Yxj+7fg+P6/sfGXz+psNzQywbRHn8fICbNgbtH0pVCJiP4LDK4gohbh5OSk/Lx27Vq88sorjdpv//79AAATExM8+2z9L5OaHDt2TPm5dgDD/QYPHgxfX19ERUXV2ed+bm5uGDp0qNrtu3fvBgD4+PggICBAY9+GDRuGrVu34vJlRbq66vS81f+fQkJCcOfOHXTt2vHTqFLbJKm1Trl+I9ap1NcX1duvuSplMry/aiPSsxWZWp6aPhbdPVxbrP62Tipt2jEwECmeQEqk0gZK3tdOrfV+Rfqa26m9jJGqdlZ//QXMzOo/hO7t3xPTJ03Ahyu+Qti1G0i+m4INf2/Fi4uebFJf2yJprSem+hpSrVczECnKSMormtXuz89MR3mlDHKZHPmlZbiemI6t58Px+/FLSM7Ox7szR8DEsPGZJyTlFTgWrlh+x97SFMHdGvcWcUdWWVETLCbUazhwRq/qjcKKcu2CzPyHPo7AsfVvsDu494J3v+mIvLAFoTuWQy6rxOl/38PcN49ApN/xb97WTsBSKWu4fPWQFDU8HFW6FCNHaET9II60XDluJcrRp6sAEwIVS31MChLi5wOqAyfG9xNCXyRAVLL6AIyOpKLWNaEx61tXv4FbLm3ZoEyZrBLrf3gLuVmKtCLjZj4DN0/1wWJbfv8Y5eUS9BkwFn69tXug3NbVnk805tgo53SSJs4nmvA3UHs+IW1kO1KpFCHnLgAAbG2s0beXf5P6157Uvv7oNen607SAmGqRl3Yh+fY5GBiZYfiMt7WqAwCO/bMMleUSePUeDw+/ByMAsLyJ5z79qmMlbeFzX0tJvZuIX7//BABgYGCIF179oEMs51d7bqYnanhMiarOUeVajil1ZLJKbF61FHnZimvU6OnPwcXDT2XZUVMW4fq5/RCXFePQtu9RXJiLgWMehbWtC0qK8xF+6SgO/vMtADmEeiLIKitavL//tbrjqeHjpK9fNZ4kuh1Pa3/+AuVSCfoPHo1e/QbqtC//laYfK0UZbc59TWmr7vyicW1JpRKcP6sIUrK2sUVAr75N7mNbVV7r3NeY4yTSr56f6/ZcIpfLEXbuOK6cO4bKivr3TSTiUlw6cxg2dk4YPGqKDnpIRNQwBlcQUYsYMmQIunTpgvj4eCxZsgR//fUXZsyYgeHDhyMwMBAGBqofAF27dg0AEBgYCJMmpmW7desWAMDAwAB9+vTRWDY4OBhRUVGIjY2FVCpV2Z+GAibCwhRrZt6+fbvRNyCkUilyc3NhZ6dIXbdw4UJs2LABOTk56NmzJ6ZNm4Zx48Zh6NCh6NatW6PqJGoJhrW+lJar+DJzv/KqB8W192uuFWu34dzNKADAkN5+WDRjXIvV3R4YGDTtGEgrFA9PDNWcT9W2o19TvqKBB/7ltYJnVLWjKrCimomJMd5/8/+w4JnFKCwqwv7Dx/DM4/Pr3ABpjwxqPcEtr2z41fTqYAzDBgJZGuJhV/cNjf7d3PDooAA8/8du7LsajZj0bKx78ZFGL+1xIiIexWLFjatJfbtDKGz/N9I1KSnIgKSsQOU2Q2NLmFo6QE9U82a1rLLhwLHKCsX/P21TqRsaW2jc7jfgUWSlRCD60jaUFmYiIfwovPq275tJZsaAsZo/0TIpUFxWN6CiMSvdVA9JbTNFSBo41NfuyOHYSYY+XYUwNxHAx1WAiKS6wRj+HgJ4Ogoglspx9Fr7Xw4kPzcDpcWFKreZmFnAytoBolrXhIpGXLMqqsaLvoF240Wdf/74FJHXzwIAevQdhgmPPKe27IVTu3E7/CKMjM3w8BNLW7QfbUnt+URjjo1yTteEAD1FO43/G6g9nzBoZDtnLlxGSaniTcoxI4ZCKGza0ldtRXF+BsSlqq8/RiaWMLOqe/2pbNL1p+kBd2XFuQjZuQIAMHjyqzCz1Jw2XJ2IiztwN+Y8DIzMMOLhd7Sqo63JzclESbHqJdhMzcxhbWMP/Sae+8qrjpVBC5/7WkJeTha+XP4ayspKIRAI8OzL78DV3VPX3WpQQW4GykpUX6OMTS1gae1QZ25WWdHwmKqoOkfpt3AQ6461H+H2zTMAAN/ew/HQDPVL53Syc8H8l7/Fxu+XQCIuQeihDQg9tKFeuYmP/h+O7/oZksoKGBq13ayATR9PDR+n8qqXBAwMdTeeQo7vQ8SNyzA2McWCRa/qrB8tKSc7C8VqjpWZmTlsbO20OFaKMtqc+5rSVt35RePaunT+DEpLFVlfho8c027mF3k5mShRMz83NbNAJxt76Nc69zXmOFWUV8/PdRfAL5PJ8OvXbyPs3FEAwNCHpmPkhNlwdvWETCZDcsJtHNq5Htcvn8aaH5chJSkWc558TWf9JSJSh8EVRNQi9PX1sXfvXjzyyCOIiorC5cuXlUt2GBsbY/jw4ViwYAHmzJmjzOIAANlVa/fWznzRWLm5irfdra2tG3yLxNFRse6mXC5HXl4eHBzqrxXdqZPmVGOZmdqtm1paWpOmbfTo0fjpp5/wxhtvoKysDP/88w/++ecfAICLiwsmT56MF154Ab169dJYp0QigeS+KO1yuQz6gvbxJYF0z6T28g+NWOqjrOqtQxMtliJQ5acte7HzxDkAQG+fLljxypPQaydfcluKSa30mqqW4LifuOo4GTWwtEf9dmrKN5SaW1x7uZhGpBa/n5mpKUYOG4zd+w9BLBYjJu4Oevh2b3I9bYlprYdCjVnqo0yquPHemCVEmsrCxAifzBmDGSs3ISY9G3+eDMPLEwY1at99V6KUn6f0a9/HpDEuHfoWMVd2qdzm3W86Rs5ZUWcpkNpLhKhTLlU89BMZtN4avX7BsxF9aRsAIC3+UrsPrhjhL0CAp+pz+80EGfZdktcJdtAXCQBoDlbQr5pGSpuXHEaja3fk6FOVXMzdDohIqtlmYgiM7q0ITgq5JUdx+36JFACw9+8fcfH0HpXbgodPxYLFn8Co1gOdxqS7r0433JglRBpr9+bvcfaYYimxrt374OnXVkIoVJ3CpKgwFzs3fg0AmDxnMaystXug3B40dT5RJlGUaWipsPrt1JpPNNCOWFJ7+bnGtXPkZE3q+7Ej2++SIGf3fYvISztVbvPrPwPj5q+AgVHt60/D46lcohhPBo1YQuR+p3euQFlJHhzce6LXkHlN3h8ASotyEbLrCwDAoEmvwMyy/nfp9mjrhl8RcuKAym3DRk3E86++D6NaadYlZY059ynGRkue+1pCcVEBPv9gCbIyFUuyLnzmVQwaXn9Z1bbo4NbvcSV0l8pt/YZOx6PPf1Yn6KAxS31UL7HTmCVEGuvAlm9w8YRiDufp0xcLXvlW7TWqmk/AYLz6+Q6c2P0bboUdR2lxvnKbe7deGDPjBXTpHogDWxTXM2NTyxbrb0vbtvEXhJ7Yr3Lb0FGT8NySD+qMp8YsHyGpul41tFREayksyMPmNT8AAB557Dl0srHTST9a2uYNf+Dk8cMqt40cPQ4vvfY2jGvNLRp1rKrmfY1ZQuR+ddpqYLmK2tsb+3dx6kStJUFGt58Xenb8tQrnTu5VuW3QyCl4+uUPm36NklTPz3UzpgDg5KGtysCKqY8+h2lz6gZKe/n2hpdvb/zx/fs4f2o/juzZhO7+QegVqD7TNLV9Ar2O/XIPPZgYXEFELcbPzw/h4eHYu3cv9u7di9OnT+POnTsoKyvDoUOHcOjQIXzzzTc4cOAA7O3r3uBsTirKxuwrlzf8VqFeA+neK6veWB48eDB++eWXxnUOgLOzc51/L168GLNmzcLmzZtx9OhRnD17FgUFBUhNTcWvv/6K3377De+88w4++eQTtXV+/vnn+PDDD+v8bK7AGo/p2Ta6X/RgMzTQh5W5KfKLSpCZq/rtumqFJaXK4AoHG6tmt71u7zGs26tYoqe7hyu+e/1ZGDUxG0NHYGBgAEsLCxQUFiI7J0dj2aLiYoirbtba29o0qR27WuWzsnPg46U+S05mVcCbYj/tzied3WqWm8jOydWqjrbEUF+ETqZGyCsRIzO/WGPZwlIxyqoCMBytzFqlP10crOFua4Xk7HwcvRnXqOCKnKJSnI9JBgD4udqjq0PT/oY6KpG+IYxMO0FckoeSggyNZSWlBaiQKm5YmVk1PSC0sawcasZnaaF2QZ3tTaUMKBXLYWIkgEUD9/mM9AEDfcW8r6i09TJGZNd6SczcuG7AR68uApgYClAmlaNMCvi51Z+HutjU/VxZqSiTmClHadvMFN8gfQNDmJl3QnFRHvJzNI+X0uJCSKtu3naycWyR9o/uWoOju/4EALh5+uL5t36CgYa37s4d34GSonwYm5rD1NwKYWcP1iuTGHuzzufqVMk+PfvD3LL9nCcV8wlzFBQWIatR8wnFH2FTr/N2NrXmEzk58PFSv7xh7flEY+YtuXn5uHztBgDAu1sXeLh37KWrRPqGMDbthLKSPBTna15XSFxagHLl9adp46m4IANRlxVLW7p5DUDMtfrjoLbSohzcvqJ4OGph4wonD0XA/63z2yAuyYehsQWMTKyUZWq7l3ijzmdRVXYON+8BMDFvP+PpfgYGhjC3sEJRYT5yc7I0li0uLlQ+YLSxbTsBXWWlJVix7FWkJMcDAGbNfxbjpszSca9alr6BIUzNO6GkKA/5uZrHVGlJgfIaZdVC16iTe//Ayb1/AABcPPzw5Os/N/rNcBt7N8x65mM8sugjFOVnQyIugbmlLYxMFN8lEmOuKcs6uLTvZWXrjifN89ySWuPJ2lY3AV2njuxGcVEBTEzNYWZuifMhR+qVuXM7os7n6qVM/AICYWll/Z/1taUZGBjCwsIShYUFyMlu4NxXVKS8V2GrxbnPxrYmaCUnOwvdvNS/CFC7L7Z2DbeVn5eL61cVL/517eYNN3ePJvevLdM3MISZhRWKC/OR16Qx1TLnPm2EHlPMS4yMTTFxpvplZGc+9j+cP7W/ap9dDK4gojaHwRVE1KL09PQwffp0TJ8+HQCQnp6OgwcPYvXq1bhy5QquXLmC5557Djt3Kt7msbW1RUpKCtLS0prclrW14otKTk4OKioqNGavyMhQ3AQWCAQNZqhQx8bGBhkZGcjKykLPnj21qqOavb09lixZgiVLlkAmk+H69evYsWMHVq1ahfz8fHz66acICgrCtGnTVO7/9ttv47XX6qZFO2Hdr1l9ogePp7Mjrt2+g7sZWaiorIRITYBRYlpGrX2ad2Nj29FQ/LRlr7Kun956AWYmuoua1zV3NxeERxQiNf0eKisr1QZ5Jaek1trHtUlt1A52uFurHlWqt+vp6cHFSbsv3PIG3jpvjzztrZGXkIbknAJUVMogUrN2QUJmXp19Wou1qTGSs/ORnqc6Tej99l+NRqVMcVym9PNttX61JSPnrMDIOSsaLGdl3xX3EsJQkJMMWWUFhHqq5xJ5WfG19unSYv2sr2ONn32X5Nh3qeH1O7ILAXcjoJMZIBAA6mJibSzq7tNaNIXtiqqGv7GBANMGNBzg27ebEH2rYmY2nahEsub70zqxYPEnWLBYfVBvNQdXTxRH5SHrXjIqKyugp2a83EtLUH52dG1+yvmQw1uwe/N3ivpcumDxu7/A2MRc4z7VaY/LSoqw/se3G2zjzNFtOHNU8cbxy8v+bFfBFQDQ2dUVNyOjmjSf6Ozm0rQ2as0/khuYTySnKL7bNXY+cex0KGQyxRpB40aNaFK/2ppx81dg3PyGrz/Wjl2ReicM+Vmarz+5GfF19mmK2ssjhB3/o8HyuRl3cGC94jumX/8ZyuCK6mVJJGWFOLTxjQbruXl2C26e3QIAeOSlDW02uOL5V9/H86++32A5FzcPREdcx730FI3nvrSUpDr7tAVSiRgrP34D8bGKDGaTZz6GGXPUP8xqix59/jM8+vxnDZazd+6ChNtXkJOh+RqVWesaZe/c/DnduaN/48CWb5T1PfPW7w1eo1QRCASw6GQHoG52hITbV5Wf3btqXspWl55b8gGeW/JBg+WcXT1wO/I6MtrBeKpegqK0pAg/f7OswfLHD+3A8UM7AADvfLq6zQZXvPTa23jptYbnRq5unREZcRP30lM1HqvUlOQ6+zRV7YCH1LvJwED1Zavb0tPTg6NTw/OYkFPHlPOLEaPHN7lvuvT0yx/i6Zc/bLCck6snYiOvIfPeXY3HKT0lodY+Hi3VzSar7oezm6cyGEkVa1sHWFjZoDA/B/dq9Z2IqK14sPJvE9F/zsnJCU899RTOnz+Pvn37AgD27duHsqq0ctU/CwsLq7N8RmNUBzhIpVJcu3ZNY9lLly4BALy8vOqsF9wUffr0AQDExMQgKSmpgdKNJxQK0bdvX3zyySc4fvy48udbt25Vu4+hoSEsLCzq/MclQaipevsoHniUSaSITrirttzVqDjl517e2t+A2h96GV+u3w4AcLG3wep3FsPKvHXe7m8vevopHnRXL6Ghzs3wmjdiejZxmQ0fr27Qrwo+u3ErUm258vJyRN2OrdlHX7tlLZKSU5Sfbazb5g2lpurjqchAVCYtR2Sq+jdCwuJrHjb19mi97AaZhYoMGiaNXMd+35VoAIBIT4gJfbxbrV/tkaOHYh5SIS1FVmqE2nLp8Zfr7dMa8jJqzgMmFm3nrdfWdjdbEU1hoC+Ak4YYWHe7mmCGlOzWC0SxrZV1u6isYwW8NEdXH8VcWCopw9149deTuMgw5ecuVfto61LIXmxb8zkAwNbBFf97/zeYWWgXKN2R9fRTzA3EYglux8WrLVd7HtDU+UT3Js0nYqr26dqo+UT1kiAikR5GDxvcpH61V85dFIHx5dJSZNxVf/1Jiau5/rh4tt71h9Tz9lM80JaIy5AQd1ttuejwmnsS3r66fwheUVGBbz9/B1G3FP0aPWEG5j35Px33qvV4+ijGh1RShtQE9WMqPqpmTHl4N29MXQndg13rFcGJ1vZuePadNTA1b9lr1LVz+wAA+gZG8Os7okXr1gVvP0XQlmI8RastF3WrJqikLYynB1H3Hv4AFPcq7sTGqC0XEX69Zh+/pr+I1s2rO0QixVwh4tYNteXKy8sREx2p3Kcx84tTVcufiEQiDB0+qsl9aw+8fHsDUIyppDtRasvFRNSMqW5V++hCdQBwdXZoTSorFOtAqgtAJSLSJZ6ZiOg/oa+vj+HDh+Pq1auoqKhAfn4+jI2NMWXKFOzZswelpaX47bffsGTJkkbX+dBDD+Hdd98FAPz5558ICgpSWe78+fOIjIxU7qOtqVOn4q+//gIAfPnll1i1apXWdanTt29fdOrUCXl5eciulU6XqDUMDwzA2j2K5Tn2nL6Int086pWRyWTYH6q4AWVuYoxAPy+t2jpx+QY++m0z5HI5HKyt8PM7i2HXqe2uGftfGTKgP/7epni75dCxk/D1qf/gWyaTKR86mJmaondA025YmJgYo08vf1y6cg1Xb9xEVnZOnaVCqoWev4iSqiC3IQP7N/VXAQAUl5TgVOhZAICRoSG8NaQMb09G9uiCP08oHhbuvhyJAPf6b+HKZHLsu6K4mWFubIigbk3LMNJYt+5mIC2vCADg5djwm6Cx6dm4na64ngzt7oFOpg9uphhVPHs8hOsnfwMA3L68Aw7uveqVkctkiLmiSF9qYGwB567BrdafqAv/KD87dVE9r+mIYlLlGOyn+BzgKUBaruqABn8PRXBFmVSOpFZcNaVP15ogjvszTYRGyBEaoflmoL+HAFOCFUGvey/KEJ7YMQI0AvqPwpGqpTnOn9wND6/6DztkMhkunVZkqDI2NYd3D+3/jq9fPIZNqz+AXC6HlY0DXnr/d1hZNy7oaNLsFzFp9osay1w4tRubViveWp//4scYMEJ1xrj2YMiAIGz+V5EZ8NDxk/DzqT9fu38+0ce/R5PaMDExRt9e/rh45Rqu3AjXMJ+4hJLSsqp+NTyfiE9Mwp0EReB6cL++sLSwaGCPjqFbwEO4fPRXAEDExe3KLBG1yWUyRF3aBQAwNLaAq3fTrj+WNq549Qf1wQDVvn3ZBwDg2q0/Zr28sd72gRNfwsCJL2msI+LiDhz5S/Em9NjHPkeP4JlN6mtbFjhgGPZs2wAAOH1sH7r51B87MpkMoScVy66YmJrDL0C3WSVllZX4aeUHuHHlPABgyMjxeOqFhrOOtGc9AkfjxJ7fAQCXT++Ee7f6Y0omk+FKqGJOZ2xigW5+2n3nAYDwy0ex9bd3IZfLYWntiOfeWQPLTi0bGHvj4iGkJyvGcJ9Bk2Bs2v7Pj4EDhmPvv+sBACHH96GbT/3vtjKZDGdOHgCgGE++/oH/aR+rPTzvGTw87xmNZUKO78Nv338MAHj2lfcxbPTk/6Jr/4ngAUOwY6viHuiJYwfh3d2vXhmZTIZTJxTLpZiamqFnQNODao1NTBDQuy+uhl3EzetXkJ2dqXJ5kYvnQlBaWqLo26CGl4hISoxHYoIicL1vYDAsLK2a3Lf2oE//kTiwfS0A4MzxPeji7V+vjEwmw7lTikAtE1NzdO+pmzEFALb2LkhNjkNq8h2UlhTBxFR1pp+UpDiUFCuWMLZ1cFZZhohIl/iaMxG1iNDQUMTFxandLpVKcfp01c08MzPY2SlSHc6fPx8uLopUbu+++66yjCopKSl1/t2/f39lQMUff/yBo0eP1tunoKAAzz33HABFhogXXnihCb9VXQ8//DB8fRVvmf/888/4888/NZa/desW9u7dW+dn//zzjzJrhyphYWHIy1Oklff0bH4aZSJNenbtjD4+ioffu09fwM3Y+qn2Nh04iYSqZUEeHT8cIlHdNNN7T19E4GOvIPCxV/DrdtXrOF+4GY13f1qPSpkM1hZmWPX2i3C2a5vpgf9r3b294N9DcV45ePQ4IqLr3wDftmsPku8qzn8zp06qtwTSoWMnMHrKwxg95WGs3/xPvf0BYPYMxQOjyspK/PDL7/XeEigoKMTv6xQ3081MTTFxbP1AtEtXrkEikaj9XUpLy/DxF1+jsEjx4H/CmNEw0DL7RVvj7+6IvlXZK3ZdisSNxPR6ZTaEXEV81bIgjw3pBf37UrLvvhyJXm/8gF5v/ICfj1yot3948j1EpWh+WpxRUIz3t9Ss9TupX8NvHe8Jq3l7ZXIjyj9o7N0D4OipuLl0+/J23EuqnwnrRsha5Gcqbsz5D14APb36f9e3w3bg16Xd8evS7gg78mO97Tnpt1GQrTnrVeSFLYi+/C8AwMTcDp49tQ8IbW/Sc4HkTEUAQq8uAriouEQE+whga6kIegiLkUOmIl7B30OAd+bo4Z05ehjao/6SHXaWiqVHNOnTVYDeXRRfk4vL5IhJ6RiBES3Bo5s/uvoq3vI9f3In4mPqv114Yt963EtVZE4YMeEx6Inqj5cLp3bjf7MD8L/ZAdi/dbXKtqJunMO679+ETFYJc0trvPT+b7Cxb9oyFg8SX28vBFRlwzpw9ITK+cTWXXuRdFeRYenhKRPrzyeOn8TIqbMwcuosrNusOoPe7OlTACjmE9/98kf9+URhIX5bvwmAYj4xaezoBvt++ETN97+xI4c3WL6jcOwcAJeuiutPxPntSEuof/25cnINcqsyGvUZvlDl9Sfi4g58+7IPvn3ZB+cP1L/+UPN18+6B7j16AwBOHd2LmOjwemX279qM1LuJAIDxU2erXLL09LH9mDdlIOZNGYh/Nze8TIu25HI5fv/pc1w6exIA0H/QSDz/ynsQCBpeyqo9c+8aAE8fRVDLpdM7kBh7vV6ZkANrkZmmuEYNGT9f5TXq8umdeOMxP7zxmB+ObP9JZVu3b57FXz+9DpmsEmYWNnj27T9hbdf0a1RetvrlcZPjbuDf3xXLbJiYWWLC7CVNrr8t6urdAz5+vQEAp4/uQayK8XRg119IqxpP46bMUTmeQo7vw/ypwZg/NRjbN//eml1+YHn5+MKvhyKQ9viRA7gdVT8jzJ6dW5FyV/EdZ9K0h1UeqxNHD2LmpBGYOWkEtvy1VmVb02bOAaCYX/y++vt684vCgnxsWKsIiDc1NcNDYyc12P+Txw4pP48YNa7B8u1VF++e8PJTBLWcOb4bcdH15+dHdm9ULsfx0OS5ykwhtZ05sQdPz+iLp2f0xe4tv7Raf3sFKQJjKsql2LLma8hVrAdZLpXg7z++rNknsOFgGiKi/xozVxBRizh+/Dg+/vhjDB06FJMmTUJAQADs7OxQVlaGmJgY/PLLL7h6VZGCbNGiRcoJt5GRETZu3IixY8eitLQUo0ePxoIFCzBjxgy4urpCIpHg9u3bOHDgAHbv3l3vwd5vv/2G4OBgSKVSTJo0CS+99BKmTJkCMzMzXLt2DStWrEB8vOLL8+uvv65cSkQbenp6+OeffzBo0CAUFxdj0aJF2LZtG+bNmwcfHx/o6+sjMzMT165dw759+3Du3Dn83//9H6ZMmaKs480338Tzzz+PadOmYdiwYfD29oapqSlycnJw5swZ/Pjjj8q2nnlGc4R8R9NpcD+YdnVX/tvApiadpmnXznBdOKNO+ZQNO/+zvnVk/7dwJp7+8DtIpOX434qf8eTUMQj084JEWo7DF65i54lzAAB3J3vMnziyyfWHxybi9e/+RHlFJUR6enht/gxUVFYi7q76G0kO1lYwNzXR+ndqbxY/8xReWfouJFIp3vzgI8yb9TB6+/eERCrByZCz2H9YETjm6uKMWdOnatVGn17+GDlsME6GnMW5i5ex9IOP8PDUybCx7oSEpGT8tXU7MrMU2Q0WPT4f5mb1nz5u+XcnPvv6OwwdOAA9/brD2dERxsZGKC4pQWR0DPYeOIzMqow7bi7OWDhvtpb/R9qmpdOG4YlV/0JcXoHn/9iFRaMCEdTVFeLyChy6HovtF28BADrbWWHhsKanGI7PyMUHW4+hd2cnDPPzRHdnW3QyU4yDzIJiXL6Tgt2XI1EkVqx7PsDLDdMD6789VFulTIaD1xUpXC1NjDDcl0F7qgye+g52r56HinIxDvz+NPqMeg7OXYNRUS7GnRsHEHVR8ZDR0tYDAcO0W6c8OzUCp/99H85dg+HuMxTWjt4wNLGCXFaJ/Kx4xF7dg5RYxflWINTD0JkfQt/gwTkPAsDRazIsHC2EvkiAR4cLcS5KjqRMOfT1AD93Afp0VQQ85BTKcfG2dgEPjp0EmBQkQFImcCddjswCOcqkgFAA2FgI0LOzAF0cFQ+fZDI5DobJUN5wxtoHyiNPvIlv3n8c5VIxVn3yHMbOWATvHkEol0pw5dwhnD2mCBCyd+qM0VMe16qNhJgb+H3lElRUlENPT4SZj7+ByooKpCXHqt3HysYBJh3gjd7m+N8zT+KlN9+DRCrFG8s+wWOPzEQf/x6QSKU4EXoW+w4rspW5uTgpgySaqm8vf4waOhgnQs/i3KUwvPHBx3h46iTYWlsjPikZm7ZuR0bVfOKZxx9TOZ+orbKyEsdDzgAALMzNMDDowVr2YsTMd/HPd3NRUS7GjtVPof+Y5+Hmpbj+3L56AOHnFEGznew90G+UdtcfahkLn1mC5Uufg1QqwYoPlmDarIXw8+8HqVSC8yFHceKwIhuCk4s7Jk2fq3U74rJSXKwKiqh2L73mJZOLZ0/A3MJK+e/OXbzg0aVu5ru/1vyI08f2AwDcOnfBtFmPIzUlUWO7bp07Rra5aQvfxqoP56NcKsYfKxZh1NRn0dUvGOVSMa5fOICLJ7YBAOycPDBsonZjKin2BtZ/9zIqq65RU+e/CVllBe7dVX+NsrR2UJl1Ys1XL8DQ2BR9Bk2Ck7sPDAxNUJiXgYgrJxEWuguyygqI9A0wb/FXMLPsOC8nLHjmNXz05jOQSiX4YtnLmPrI4zXjKfQoTh7eBQBwdHHHxOnztG5HXFaKS+dO1PlZRnrNcqiXzt03njy90bkLl1Cs7annXsI7b/wPUokEH77/Oh6ePR89A3pDKpHiTMgJHD2keKHM2cUN02bM0bod/159MWTYKJwJOYHLF8/iw/dex+Rpj8DaxgZJiQnY/s9GZGcpXvqZ/+SzMDNXne2gWmVlJUJPK5ZdNjO3QL/+A7XuW3sw9+k3sOLtpyCVivHNh4sx6ZGn0L1nIMqlElw6cxinjyiypTo4d8bYaQu0bkdcVoqw88fq/Cyz1pgKO3cMZrXGlLunD9w9feqUHzt1Ps4c243CglycPbEHmenJGDHuETi6ekBWKUNyQjSO79+CtLuKe/lOrp4YPFK7+2DUdgj1OnaAJz2YGFxBRC1GJpPh9OnTGrNPzJw5E59//nmdn40cORL79u3D3LlzkZeXh3Xr1mHdunWNarN3797Yu3cvZs2ahcLCQnzzzTf45ptv6pVbvHhxvXa14e/vj7Nnz+KRRx5BbGwsDh8+jMOHD6stb6EirW1+fj7Wr1+P9evXq9zHyMgIv/76K/r1020q0f+a21OPwG2h6vSx1oP7wXpw3f8fDK5oGd09XPH5S0/g/dUbUVImxqqt++qVcXeyx/evPwtTY6Mm13/uZhTEEsXD4IrKSry3un6q4fste3YepgxvvbT7bY1X1y54783XsOLrH1BSWoo/N/xVr4yrizM+++AdmJhov6TDGy8vRmlpGS6GXcX1m7dw/eatOtuFQiHmz3kEUyaMVVtHUVExDhw5hgNHjqktE9DDD++8sQQWDdzwaG98XezxxfzxePfvIygWS/HDwfP1ynS2s8JPT02FqZGB1u1cT0rH9aT6mTFqmxroi3dmjIBQqPkL6oWYZGQVKlKnju/lBf37Ms+Qgq2LH0Y/9g1OblkKqbgYlw59W6+Mpa0HJjz1KwyMGkh7oIFcVonU2HNIrQqiUMXIxArDZ30Kjx4dc01gTTLygZ3nZZgaLISRgQAjA+r/fecUyrE1VAZphfbtCIUCeDoCno7qx0+pRI79l2SIVR8H+MBy8/TFU0u+xPof34G4rBh7//6hXhl7p8544e1VMDI21aqNyOtnIZWIAQCVlRVY/8PbDe7T3pf1aAleXT3xwdJX8dk3P6CktAx/bNxcr4ybixM+f//tZs0nlr78AkrKSnEx7BquhUfgWnjdN1mFQgEWzH4EU8ePabCuK9dvIidXkfVp5NDBjVo/vSOxd/PDxCe+xaGNb0AqLsbZffW/x3ay98D0535r1vWHms+jqw9eevNjrP76Q5SVluCfDfXf6nVycccbH6yEsYl25z4AKCoswK/ff6J2++a1dTMpzJz7dL3gikvnaoIz7ibF491Xn2iw3c17689r2yMXDz/Mf+lr/L36TYjLinFw63f1ytg5eeCp13/W+hp1+2YoyiWKbKSVlRXYvHppg/vMfvZTBA2fUe/ncsiRFHsdSSqybACApbUj5jz3Kbx6dqwHwx5dffC/pZ/i52+Woay0BFs3/lyvjKOLO15//5tmjqd85ZIdqvy9tm62nxmPLmJwxX26dPXC/725DN+v/BSlpSX4a339LCHOLm54d/nnMDZpXmD44iVvorS0FFfDLuDWzWu4dbNuRiehUIhHHl2AcRMaftB+41oY8nJzAABDho3q8POLzl2647nXP8cf372PstJi7NhUP+uOg3NnvPLe9zDW8twHAMVF+Vj743K127et/67Ov6fOebZecIW5RSe8umwVVn3xOrIzUhEbdR2xUddV1ufm6YP/vfU1RB38+BFR+8TgCiJqEUuXLkVwcDCOHj2K8+fPIy0tDZmZivTmjo6OCA4OxsKFCzFx4kSV+48bNw7x8fH4+eefsW/fPty+fRuFhYWwt7eHq6srRo8ejblzVb8BMnbsWMTFxeG7777DgQMHEB8fD4lEAgcHBwwdOhTPP/88hgwZ0mK/a0BAACIjI7F582bs3LkTV65cQVZWFmQyGWxsbODj44MhQ4ZgxowZ6Nu37ttXISEhOHr0KI4ePYrIyEjcu3cPeXl5MDExQbdu3TB69Gi88MILXBKE/lPD+vbEls/fxN+HT+PM9Uhk5uZDX08Pbo62GN2/D+aMHQojQ+0fFlPDBvUPwu8/fo3te/bjYthVZGfnQCQSwcXJEcOGDML0SRNgZGTYrDYMDQ3x2bJ3cfxUKA4fP4k7iYkoKS5BJysr+PfwxbTJE9Cju4/a/Z97aiGu3ghHZPRtpKSmoaCwCMUlJTAyNISNdSd09/bCqOFDENind4dNOzzCrwu2vTYPf4VeR2h0IjLyi6Ev0oO7jSXGBHjh0cEBMDbQ7ov/uN7esLMwxaU7KbiRmI7MgmLklpShvKISZkYGcLe1Qm8PZ0zu2x3ezraNqnPf1Zq08JMDfbXq14PCw28UHnl1N8LPbEBy1GmUFGRAKNKHpY07ugSMR49Bj0HfQPuHke7dh2P4rE+RkXQd2amRKCvOgaQ0H3K5HIYmlrBx6g43nyHwCZz5QD9Ai0sD/jgsQ5C3AN2cBDA3ASplQF4xEH1XjrBYOSqakUniTroc+y7J4GKjyGJhagQYV13exFJFgEf8PTluJsibFcDR0fkHjsA7K//FyQN/IeJqCPJzM6An0oedozv6DBiD4ePnwsBQ+/FC2hvUPxB//PA1tu9VzCeysnOV84nhgwdixuTxMDJs/nxixQfv4NjpUBw+fgp3EpJQXFKCTlaW8O/hixmTxmucT9R25FSI8vODtCRIbV39R2HBW3tw7dQGJESeQlF+BvT09GFl5w6v3uPRe9j8Zl1/qOX06z8UK37ciEN7tuJ62DnkZmdCT6QPRydXBA8ZhbGTHoGhUdOD0all+fUdidc+34nQw5sQff008nMzINLTh42jOwL6j8PgsfPazDVq8rw3EHn1FBJjrqIwPwvikkKYmFvB3qkLegaORtCImTA00v5BaFvWt/9QfP7DXzi09x9cDzuLvKrx5ODkiuDBozFm8iwYGnI8tQVBwYPwzao/sX/3dly5fAE52VkQiURwdHbBoCEjMHHyjBY59xkaGuK9D1cg5NQxnDx2CIkJd1BSXAyrTp3g2yMAEyfPgI9vj0bVdfpkzbLRI0apf3mkI+kdNBzLv92CY/v+xs0rZ5CXkwGRSB/2Tm4IHPQQRk2cA8M2cu5z9/TBR99txdmTe3H90imkJMWhpKgAEAhgYWkNd08fBA56CEFDxqpcwoSIqC0QyFUtbERERO3Ofv3G3cQk3Rt2/ntdd4EaocDCVdddoEawjVafLYnaltXyF3XdBWoEsVim6y5QIwR1Z/RHe9DD6HbDhahN2JMYoOsuUCMEeebqugvUCKmFlrruAjWSk3mRrrtAjWCiV6brLlAj5Ekf7CXq2oshfh0zaK0tO9PrwVr6ryUMuXFV112gBgh13QEiIiIiIiIiIiIiIiIiIiKitozBFUREREREREREREREREREREQaiHTdASIiIiIiIiIiIiIiIiIi6jgEQoGuu0DU4pi5goiIiIiIiIiIiIiIiIiIiEgDBlcQERERERERERERERERERERacDgCiIiIiIiIiIiIiIiIiIiIiINGFxBREREREREREREREREREREpAGDK4iIiIiIiIiIiIiIiIiIiIg0EOm6A0RERERERERERERERERE1HEI9PiOP3U8/KsmIiIiIiIiIiIiIiIiIiIi0oDBFUREREREREREREREREREREQaMLiCiIiIiIiIiIiIiIiIiIiISAMGVxARERERERERERERERERERFpwOAKIiIiIiIiIiIiIiIiIiIiIg1Euu4AERERERERERERERERERF1HEI9ga67QNTimLmCiIiIiIiIiIiIiIiIiIiISAMGVxARERERERERERERERERERFpwOAKIiIiIiIiIiIiIiIiIiIiIg0YXEFERERERERERERERERERESkAYMriIiIiIiIiIiIiIiIiIiIiDQQ6boDRERERERERERERERERETUcQiEAl13gajFMXMFERERERERERERERERERERkQYMriAiIiIiIiIiIiIiIiIiIiLSgMEVRERERERERERERERERERERBowuIKIiIiIiIiIiIiIiIiIiIhIAwZXEBEREREREREREREREREREWkg0nUHiIiIiIiIiIiIiIiIiIio4xDqCXTdBaIWx8wVRERERERERERERERERERERBowuIKIiIiIiIiIiIiIiIiIiIhIAwZXEBEREREREREREREREREREWnA4AoiIiIiIiIiIiIiIiIiIiIiDRhcQURERERERERERERERERERKSBSNcdICIiIiIiIiIiIiIiIiKijkOgJ9B1F4haHDNXEBEREREREREREREREREREWnA4AoiIiIiIiIiIiIiIiIiIiIiDRhcQURERERERERERERERERERKQBgyuIiIiIiIiIiIiIiIiIiIiINGBwBREREREREREREREREREREZEGIl13gIiIiIiIiIiIiIiIiIiIOg6BkO/4U8fDv2oiIiIiIiIiIiIiIiIiIiIiDRhcQURERERERERERERERERERKQBgyuIiIiIiIiIiIiIiIiIiIiINGBwBREREREREREREREREREREZEGDK4gIiIiIiIiIiIiIiIiIiIi0kCk6w4QEREREREREREREREREVHHIRAKdN0FohbHzBVEREREREREREREREREREREGjBzBRFRBzHs/Pe67gI1UsjAV3TdBWoEjqn2odzJU9ddoEbqrleh6y5QI5RI9XTdBWqEoQm/6roL1AjSxERdd4EaqevIz3XdBWoE39DvdN0FagQ/Ty9dd4EaKc5qrK67QNRhlJbr67oLRET0H2HmCiIiIiIiIiIiIiIiIiIiIiINGFxBREREREREREREREREREREpAGDK4iIiIiIiIiIiIiIiIiIiIg0EOm6A0RERERERERERERERERE1HEI9QS67gJRi2PmCiIiIiIiIiIiIiIiIiIiIiINGFxBREREREREREREREREREREpAGDK4iIiIiIiIiIiIiIiIiIiIg0YHAFERERERERERERERERERERkQYMriAiIiIiIiIiIiIiIiIiIiLSQKTrDhARERERERERERERERERUcchEAp03QWiFsfMFUREREREREREREREREREREQaMLiCiIiIiIiIiIiIiIiIiIiISAMGVxARERERERERERERERERERFpwOAKIiIiIiIiIiIiIiIiIiIiIg0YXEFERERERERERERERERERESkgUjXHSAiIiIiIiIiIiIiIiIioo5DIOQ7/tTx8K+aiIiIiIiIiIiIiIiIiIiISAMGVxARERERERERERERERERERFpwOAKIiIiIiIiIiIiIiIiIiIiIg0YXEFERERERERERERERERERESkAYMriIiIiIiIiIiIiIiIiIiIiDQQ6boDRERERERERERERERERETUcQiEAl13gajFMXMFERERERERERERERERERERkQYMriAiIiIiIiIiIiIiIiIiIiLSgMEVRERERERERERERERERERERBowuIKIiIiIiIiIiIiIiIiIiIhIAwZXEBEREREREREREREREREREWkg0nUHiIiIiIiIiIiIiIiIiIio4xDqCXTdBaIWx8wVRERERERERERERERERERERBowuIKIiIiIiIiIiIiIiIiIiIhIAwZXEBEREREREREREREREREREWnA4AoiIiIiIiIiIiIiIiIiIiIiDRhcQURERERERERERERERERERKSBSNcdICIiIiIiIiIiIiIiIiKijkMgFOi6C0QtjpkriIiIiIiIiIiIiIiIiIiIiDRgcAURERERERERERERERERERGRBgyuICIiIiIiIiIiIiIiIiIiItKAwRVEREREREREREREREREREREGjC4goiIiIiIiIiIiIiIiIiIiEgDka47QEREREREREREREREREREHYdAyHf8qePhXzURPRBOnToFgUAAgUCAU6dO6bo7RERERERERERERERERNSOMHMFERG1mnvZudhyOARnrkfiXk4eDEQiuDrYYsyAPpj10BAYGRpoXXdxqRhnb0Ti8q0YRCXeRWpmDsQSKcxMjNDF1QlD+/TA9BEDYG5q0oK/ERnYWcMqKABWQQGwDPSHVaA/DGw7AQDubtiBm0+/reMedmwcU7p3LzsPW45UH4P8mmMQ3BuzHhrcMscgIhZRCXeRmpUDsaRccQxcHGsdA2ON9RSVlCEiPhkR8cmIjE9GxJ1kZOcXAgD6du+K3977n9Z9bK/ystMRcmgTIq+FID/nHkQifdg6uqP3gHEYPOZRGBhq/n/aEHFpMSKvhyD21kXcTYhETmYKyiVlMDIxh6NrV/ToOxwDRj4MY1MLtXVs/vldXA7Z3aR25z7/CfoPn96svrc1+TlpOH9kE2JunEZ+TjpE+gawtneHf//x6D96brOPVWrCLSREX0ZqQjgyU++gpCgXZSUF0BPpw8LKHq5de6Hv0Bno4husto6KcilibpxGSnw4UhLCUZCTjtLifEjEJTA0MoWtkye69hiIoBGzYWnt2Kz+thXpeUXYfPYmQqOTkJ5fBAORHtxsLDEuoBtmD+wJYwN9reuOSMlEWHwqIu5mIj4zD3klZSgoFUNfTw92FqYIcHfA1MDu6N/VtcG6KmUyHLoRi4PXYxGZkomCMgksjQ3haW+NCb29MD3QFyK9jv2OicDcCga9h0Lk6QehuRVQWQlZfjbKY65DevMsUFGudd2GA8bBcMC4RpUt+XcVKlPuqNxm9tR7EFpYN1iHrDAXxWs+aVIf26Pc7HScOvAXIq6FIi87HSKRAewc3dFn4FgMGzen2ee9stJiRFwLRUz4RSQnRCInIxVSSRmMTczh6NYVPfsOw6DRM2Gi4RqlScjhLdj652fKf89/8WMMGDGtWX1uK9ILS/D3lVicuZOG9KJSGOjpwc3KDGO7u2FWn24w1m/526pZxWWY+edBFEsUY7Wfmx3+mDtK4z6VMhkORyXjYFQyojLyUFAmhaWxATytLTDe1x3TAjwhesDfGk3PLcDfJy8j9FYs0nMLFdcxO2uM7eeL2cMDm3cdS0rDldhkRCSmIf5eNvKKSlFQWqa4jlmawd/TBdMG9kKQj0fL/UIdQFZmBg7s+RdXL59HdlYm9PX14ejsgoFDRmL8pBkwNDJqsbbOnD6Ok8cOICnhDkqKi2HVyRq+PQIwfvIMeHfv0eD+crkc58+cQuipo4iPu43CggIIhAJYWVmjm48vRj00Eb379W+x/rY1WZkZ2L9nO65cvlDnWA0aMgITJk1v8WN14tghJCbcQUlxEaw6WcOvRwDGT54OHw3H6sdvPsfJ44eb1Nb/lryJUWMmNLfLbUZudjpOH/gLEddCkJdd852378BxGNpC84nIa6G4HV71nTcj5b75xHAMbMR8YtniccjNSmuwPWs7Z3y4qmnHlIjovyKQy+VyXXeCiB5cp06dwsiRIwEAJ0+exIgRI9p1O7pUFHZI112o48y1CLy3eiOKS8tUbu/sZI/vlz4HV3vbJtd99nok3vjuT0jLKzSWs7E0x6eLH0dgD68mt9GaQga+ousuaG1S+W212zpacMWw89/rugt1cEypIZf9Z02duRaB937ehOJSscrtnZ3s8f0bz2h3DG5E4Y3v1jTyGCxAoJ/6YzD11Y+RlpWrcpsugytC9cbopN2Iq6exadVbEJcWqdxu7+yJZ5auhq2Dm1b1R10PxZpvXkFFuVRjOXNLGyx46St49VB941Wb4IpXPtwED+/eTdqnISVSvRatryluXz+Fbb8uVXusbJ08sfC1X2Ftr92xAoDfPnkMybFXGyzXM2g8Hn52BfQNDOtty8lIwrdLxzdYh4GhCaYsfB99hkzXpqsaTbn3U4vXqU5IVCLe2XIURWLVf+MedlZY9eRkuNpYalX/4z/vwPXE9AbLjfXvik/mPARDNQ8zswpL8NrGg7iZnKG2jh6u9vjxiUmwMf9vAgWliYn/STvVRB6+MJ4wHwI1N88rczNQuut3yAtVXyMa0pGDKy6O/Pw/aed+t66GYP0Pb6NMzXnPwdkDL7y9GrYODQcXqRJxLRS/r3y1UdeoJ1/5At49m/ZwMD83E5+8Oh3ismLlz1ozuGJw2KetUq8qoXfS8M6+C8ogh/t5WJvjx0eGwdXKrEXbfX3XWRyPSVH+u6HgiqziMvzfrrMIT8tRW8bPsRN+eHgYbExb7gGoJgLPNvRdAUBIeCzeWbsLxWUSlds9HGzw0+JH4WrXSav6n1i5DtfvpDRYbkxfX3zyxDS11zFdiHMfq5N2r1w6j+9XfozSkmKV251d3fHu8i/h4OTcrHakUgm+/nwZrlw6p3K7UCjErHlPYtbcx9XWUVJSjC8/fhcR4dc0tjVo2Ci89Nq70NfXPlBHHSH+u++89wu7dB7frfwEpSUlKre7uLrh3eVfwLEFjtXKz5cj7NJ5lduFQiFmz3sCs+cuVLldm+CKz1eugo9vw8E1jZVaYtNidTXVrash2PDDW2rnE/bK+YR236MiroXij5VLGjWfeOKVLzXOJ3QdXDG2l/YvxJB2oh7Wzb2g9sx3+1Fdd4Ea0HZmc0RE1GHEJKXirR/XQSyRwsTIEE9MfQiBfl6QSMtx5PxV7Dx5HknpmVjy1W/Y8PH/wcSo/oMLTQqKSyAtr4BQIECwvw8GBvjC290FZqbGyMzNx8GzYTh64RpyCoqw5Ovf8OcHr8DHQ7sbkqReWXIaiqPvwG7sUF13pcPjmNK9mKRUvPXThppjMGV0zTG4cBU7T15QHIOVv2PDR681/RgU1ToGPX0wsFd3eLs7w8yk6hicu1rrGPyBPz94GT6dXVTWVTt22sbSHH5d3BB6LbJZv397lZoUjQ0/vA6ppAyGRiYYPW0RvPz6o1wqwdXzB3HhxL/ITEvA71++iNc+/QeGRk1/4FpSlI+KcikEAiF8/Aeie68hcO7sA2MTc+TnZuDq2X24dv4Qigpy8MdXi/Hy8o1w8eher56Jc17GyMlPaGyrtKQQqz56EnK5DHaOnVs8sEKX0pOjsWXVayiXlsHAyATDJj+LLr6KYxV+4QDCTm9DdnoCNn7zPJ5fvhWGRqZatSPSN4BH9yC4d+sDO+cuMLe0hYmZFUqK8nAvORqXTv6DvKwU3Lp8CAKhAHNe/EZlPaYWNuji2x8unv6wsnWGuaUd9PREKMzLwO0bp3Hj/D5IJaXY8cc7MDW3hnevYc3536Mzt9Oy8cZfhyEur4CJgT6eHtkXQV1dIS6vwOEbsdh+KRKJWfn439r92PzSIzDRInuPgZ4QgV2c0auzIzztrWFrZgIrUyPkFpchJj0b2y5GIDW3EEfC70AgEODLx+o/3BeXV+B/a/chOi0bADCgmytmDegJF2sL5JeIcTQ8DjsvRyEiJRMvrduPdS/MhIFId4FErUFo6wzjSQsh0DeEXCqG5PJxVKbEAXr60PfpAwP/gdCzdoDJ9GdQ8ve3QAM3xxtSvPFLjdtlBQ0HcJTfCYfk3EH1BSorm9qtdiUl8TbWfPs6pBIxDI1MMHb60/Dq2R/lUjGunD2Ec8e3IyMtET+vWIyln/+t5TWqQHmN6h4wAH69B8Olsw+MTc2Rn5OBy2cO4Oo5xTXqly/+h9c+3gBXFdcodbat+RzismKYW1qjqBHHvL24nZmHpXvOQVxeCRN9EZ4a4ItAd3tIKipxOCoZO27GIzG3CC//G4JNC8fApBlZD2o7HZeK4zEpsDYxRG6p6kCA2sTlFXj53xBEZ+YDAII7O+CR3l3hYmmKArEUx27fxc6bCYi8l4eXt4dg7bzRHe7c15DbKRlY+scOiKXlMDE0wFPjBiHIxwMSaTkOXYnEjjPXkJiRg5dWb8Ffbz4NEyMtrmMiEfp5uaNXF1d0cbKFjYUZrEyNkVdcitspGfg35CpSc/Jx9GoUhAIBvlg0sxV+0/YjMT4O36xYBolEDCNjY8yYNR89A/pAKpXg7OkTOHZ4L9JSkvHZ8qVY8d1vMDbWPiBy9fdfKAMregb0wcSpj8DaxhZJifHYuXUT7qWn4p9Nf6KTtQ0eGjdZZR3fffmhMrDC3sEJ0x6eC3ePLqisqMCduNvY/e9mFBYW4FzICZibW+CZF1/Tur9tTUJ8HL5e8aHyWM2c9Rj8q47VmdMncPTwPqSm3MWny9/Cl9/90qxjter7r5SBFT0D+mDy1IfRycYWyYnx2L51E+6lp2HLpjXoZG2NMSqO1byFizB15hyNbZQUF+ODt5dAJpPBydm1RQMrdCkl8TbWflvznXfM9EXw7hkEqVSCq2cP4tzx7chMS8QvKxbjjc+3aDWfKK31nbd7wED43jefCDuzXzmf+PWL/+HVRswn/ANHYvKjL6ndLhK1fKASEVFLYXAFERG1uK837oBYIoWenhA/vfUCArw8lduCenjDzdEOP/y9B4lpGfjrwEk8M7Phtz9rE+npYeaoQXhq2hg42tZ96627hyuG9e2JXt5dsHLDdoglUny3eRd+fufBS4PfGmI+/gkFYeHIDwuHNDMHxp1dMCruhK671eFxTOne15t21RyDN59HgJeHcltQDy+4Odjhhy17kZiWib8OnsIzMxr3Zm81kUgPM0cNxFNTx8DRtu5bczXHwAMrN+xUHIO/duPnd15UWdfsMUPhbGeNHl3clXUFzn+1ab9wB7FrwxeQSsog1BPh+bd/qxOM4NUzGHaO7ti7+RtkpiXg1P71GPfwC01uQ08kwsDRszBm+rPoZOtUZ5urpy969hsBD+8+2Ln+c0glZdi96Su8+N6f9eqxsnaAlbWDxrbOHt0CeVW2lsChU5vc17bswF+fo1yqOFZPvPEH3Lv1UW7r6jcANo6dcfiflchKj8fZQ+swavpirdp5/PXfoaen+muwl/8QDBgzH2u+eBJ3464j/OJBDJ/yPBzdvOuU62Tnhrd+CIVAIFBZj1/gGASNmI3fP52PyspyHNv+fbsNrvhy7xmIyysgEgrxy6Kp6NW5ZpmT4G6ucLe1xLcHziMhKw8bQm/g+YeCmtzGz09PVbtUx2Afd8wdHIBnf9uNG8n3cPhmHJ4ZFQgvp7pvBv5zLlwZWDEtsDs+fGRUneMz0NsNAe6OWPbvCUSkZGLLuXAsHNa7yX1ty4yGT1cEVlRWonTnr6hMT1Juq0yJgyw/G0ZDp0DP2gEGfUdAevFIs9qT5dxrbpchl5S1SD3t1fb1X0IqEUOoJ8Li935FF+9eym0+PYNh7+SOXZu+RUZqAk7s24AJjzzf5Db0RCIMfmgWxs1cBOv7rlFunr7wDxyBLj698e/aFZBKxNixYSVe/uCPRtV98/JJ3Lh0HGYWnfDQtKewc8PKJvevrVp5/DrE5ZUQCQVYPXs4ernUZCXr39kB7p3M8d3pG0jILcLGyzF4bnDzH9CVSsux4qgis9KrI3vj/f0XG9xn67U4ZWDFNH9PLBsfVOfcN8DDEf7ONlh+8DIi7+Xhn2txWBDk0+y+tidfbTsCsbQcIqEQP788D7261ASI9+/uCXc7a3y38zgS7uVg4/ELeG5S06/Xq1+ap/Y6NsivK+aOCMKz3/+Fm/EpOHwlEosmDIGXi73Wv1N7t/a3HyGRiKGnp4f3P/4aPr49ldv8e/WDk4srNq75Gakpydi3cytmzXtCq3Yiwq/jzKljAIDA/oPwxnufQk9PEVzUzdsXQcGDsfSVZ5CdlYFNa37GwMHDYWpmXqeOO7G3cS1MMRYdHJ2x8sc1MDapeTDds1dfDBo6Cq//70mUlBTj6ME9mP3YU7C0tNKqz23N2t9+Uh6rZR+vrBOM4N+rL5xcXLFhzS9ITUnG3p3bMHue+gwgmkSEX0dorWP15nsfK4+Vl3d3BAUPwuuvPIfsrAxsXPMrBqk4Vja2drCxtdPYzqH9uyGTKb5LjRitm6wtrWHH+prvvIvf+xWetb7z+vQMhp1TZ+ze9E3VfGI9JjzS9O+8QpE+Bj80C2NnPtOI+UQZdm5YiZcamE8Ym5rD2b1tZToiImqsB3vBPSIianERd5JwJSoOADBt+IA6D4GrzZ84Ep7OigdIfx86jYqKpr2VNnZgX7zz9Jx6D4Fre3TcMPh1UaS7uxIZh/wi1SkMqWliP/oRmQdOQZqpPu0stSyOKd2LuJNc6xgE1wmsqDZ/4ohaxyCk6cdgQB+889TseoEVtT06dhj8PKuOQZT6Y7Bg0kiM7t9LY10PguQ74YiLvAwACB4xQ2WWhxGTnoCDSxcAQMjBjaisUJ36W5M+Aydg9qJl9QIrahs2/jG4dVHcjIyLvIySovwmtwMAl0P3AgAEAgECh07Rqo62KCU+HAnRlwAA/YY9XCewotrg8U/CzrkrAOD8Ee2OFQC1gRXV9A2MMGjsAuW/E29frldGKBSqDayo5to1AF38BgAA0pIiIRG3v3PmrbsZCItPBQBMD/KtE1hRbeHQPuhirzjX/HXmBsq1yDSg7oFUNSN9EeYNCVD++0pC/TTCe65GAwCMDUR4Y/IQlcdnepAvensoxum601chk3WcFVKFDm4QuXUDAJRHXKwTWFFNeuUUKqsCGQz7DAOEvB2kS0lxtxAboTi/DBw5o05gRbVRkx+HY9U16uT+TVqd9/oNGo+5z75f70FIbSMmzIN7V8U1KjYiDMWNuEaJy0qwdc1nAIAZC/4PpmbaLQvUFkWk5yDsbiYAYJp/lzqBFdUW9PeBp41iTfnNV2JQXtn8lP0/hoTjXlEpgtztMbmHR6P22XsrEQBgrC/C/43qrfLcN82/C3pX/Q7rL0VD9gCtDn0rMQ1hMYrz4fTBvesEVlRb+NAAdHFU/P/568Sl1rmOGejjsZE1wYdXYpOb3EZHERcTpcwCMWrspDqBFdWmzJgDV7fOAID9u7ehokLzsonq7P53MwBAKNTDM4tfUz6sr2ZhaYX5TyqC1oqLi3D8yP56dURHhSs/T5o2q05gRTU7eweMHDMRACCTyRB7u2NkDIyNicat8OsAgNFjJ6rM8jB1xmzlsdq3+1+tj9XOf7cAUMyxn128ROWxWvjkswAUx+rYkQNatXPqhGKJCYFAgOGjOkZwxf3zCU8V33lrzydONWM+8eizH2icTwyf8Fit+YT233mp4xEIBfyvif9R28dv00Qd0PLlyyEQCJRfrAsLC7F8+XL4+/vDzMwMDg4OmDhxIs6dq7vmYGZmJt577z306NEDpqamsLGxwbRp03Dtmvp1BePj4/H1119jypQp8PDwgLGxMYyNjdG5c2fMmTMHhw4dUrlfYmIiBAIBRo4cqfzZyJEjlf2u/m/dunUq9z979iwWLVoEHx8fWFhYwMzMDN27d8f06dOxYcMGFBYWNvj/aevWrRg9ejTs7OxgbGwMHx8fLF26FLm5jUtnevToUcyfPx+enp4wNjaGhYUFevXqhaVLlyI9XfO60WlpaXjrrbfQt29fWFpawsDAAI6OjvD398fcuXOxbt26Rv0ObdGpKzVfPqcOD1ZZRigUYtJQxc2FwpJShEXFtkpf+vkqIqBlcjnSshgMQO0Tx5Tu1TkGwzQcgyGBAKqPQVyr9KWfr+Lh2YN2DLQRHlaTVSd4xAyVZYRCoTIDRGlJoTIYozV081OMUblchpzMhtflvl9WehKSYm8AALr6BsLarnnrGrclUVePKz/3Har+WPUePA0AUFZSoAzGaA36hsbKzw2tK6yJQa16KiuatwSDLpyMSFB+nhaoOq2vUCjA5L6Kt6ALyyQIu9Pw+snaMK6Vcl9y3417cXkF4u4p5u+93B1hbqx+WabB3u4AgJziMlxNbJ2+6oJ+15qHU+WR6saGHOVRYQAAgZEJ9Fy7/Qc9I3VuXK65Rg0cOU1lGaFQiP7DFYF0pSWFiIkMa7X+ePkp5jCKa1Rqg+X3bP4e+TkZ8OoRhODhHSuT0snYmt9/mn/9oGYAEAoEygCIQrEUV6qCMbR1Kz0HW6/FQV9PiHfG9GvUPuLyCsRlFwAAApxtYK5hWaZBnorguJwSMa7ezWpWX9uTkzduKz9PG1g/gAmouo4N8AcAFJaKlcEYLc241vGRavkAuiO4dP6M8vPIhyaqLCMUCjF8lCILYHFxkTIYoynKykoRfkORCSagTyBsbFVnCgkeNAwmJoql5i6eC6m3vaK85iG0g6P6ubeDU8225swd25Lax2rUQxNUlhEKhRhRFaRQXFykDMZoCsWxugIA6NUnELaNOFYXzoU2uZ201BTERCsCX3r07AV7+/pBw+3RzVrziQEjp6ssIxQKEVRrPhHbit95vep85214PkFE1F4xuIKog7t79y6CgoLw4Ycf4tatWygpKUFmZiYOHjyIYcOGYdu2bQCAmzdvom/fvvj0008RGRmJ0tJS5ObmYs+ePRg4cCBOnKif9j8hIQFdu3bF66+/jn379iEpKQlisRhisRjJycnYunUrJkyYgAULFmgdvXy/srIyzJs3D0OGDMGff/6JmJgYFBUVoaSkBLdv38bu3bvx+OOP45tvVK+PDQCVlZV47LHHMGfOHJw4cQLZ2dkQi8WIiYnBV199heDgYNy7pz49bUlJCWbOnImxY8fir7/+QmJiIsRiMYqKinDz5k189dVX8Pb2xr59+1TuHxoaCl9fX3zxxRe4du0aCgsLUV5ejoyMDNy6dQtbtmzBk08+iZCQ+l/s2oPr0fEAFDcPule9Ya1KX9+aG7o3bse3Sl+k5TV/d8IG3jAlaqs4pnTv+u3ax6D+G2/V6hyDmFY6BhUP5jHQRny04oaqgaExXD391Jbr5htYs8/tq63Wn9o3WgVavDF+OXSP8nNHWxIk8bbigaGBoQmcPdSnVvfsXnOskmJa71jdvFDzNpydk+oHaw0pLsxBfJQijbSJeSeYmLW/TDLVwQfGBiL4aUhfHtjFRfn5WisFLBy6HqP87GlX9/9lYZlE+dnaXPMa0jZmNQEvYfEdJ7hCz1nxNqJcKkFlhvrgrcrUO8rPImft/rapZdypdY1y66LhGuVX6xoV3ZrXqJoHiA3NLxJjbyL0yFaIRPqYs+i9VuuTrlxNUSwxZKwvgq+j+nN3P7ea9PPXqvbRRoVMho8Ph0Eml+OJ/t3hUZURoyGF4ppjZmNqpLFs7e1XHqDgimtxigwRxob68HVX/7Z1P6/Otfa52yp9OXj5lvKzh4ONhpIdW1SEIlDYyMgYXb281Zbz8++t/BwdEa62nDpxMVEor5p79+ipOrAGAPT19eHV3U+5z/33Lp1dar5/Z9xTP2/ISK/Z5uSi/jt7exIVcRMAYGRkpPFY9Wj2sYpGedU1qKFj5a3hWDWkOmsFAAwf3bQlPNuyO9GKwJSG5hNeteYTd6KbHrDUWHW+8/J+BRF1YJpzohJRuzdr1iykpKTg7bffxvjx42FiYoIzZ85g2bJlKCwsxNNPP43AwEBMnjwZZWVl+PTTTzF8+HDo6+vj0KFD+PTTTyGRSPDkk08iNjYWBgY10faVlZUwMDDAuHHjMGbMGPj5+cHa2hq5ubmIiYnBqlWrEBERgU2bNqFLly748MMPlfu6uLggPDwcly9fxlNPPQUAWLNmDYKC6q7T7Opa8xBLJpNh2rRpOHr0KADAy8sLL774IgIDA2FiYoL09HScO3cOW7du1fj/5IMPPsC5c+cwffp0LFy4EJ07d0ZGRgZWrVqF/fv3Iy4uDq+++ir+/vvvevtWVlZiypQpOHnyJAQCAR599FHMnDkTnp6eKC8vx6VLl/D1118jOTkZDz/8MM6dO4d+/WrePJFIJHj00UdRWFgIc3NzvPDCCxg5ciTs7e1RXl6OpKQknD9/Htu3b2/CUW5bEtIUgSluDnYQ3ZfKrzYP55p15RPSMlqlL1ejFW+O6+kJ4eqgee1ForaKY0r3qv9/ujnYNnAMah4+JqS21jFQPBh70I6BNjJSFQEuto7uGpeCsK/1gDEjNUFtuea6U/XGuFBPBDsH9ybtK5fLceWMImjTwNAYvYI7RhrbalnpimNl7aD5WNk5danZJ63lAphkMhlKi3KRkRqHC0c3KTNp2Dp5opv/kEbXU1EuRWF+Ju5E/D979x3W1PXGAfzL3ltFprgAUXChuGfdC7fVOju0aqu1VlutVmtb25+jWq211l1H3XsPwAFuGS5wgIAgQ0VWSFi/PwIhkSQkAWX4/TyPT2/Jufec5OTee27ue98TiIvHNkCQIX6iuHW30SWsWTFFJr4CADjbWChNeV67umWxdUorLy8frzIEeJTwEjsDQyVZNFyqW6KNq+z+Y6RX9J1Jz1L+tKj0608SVMtWVxloW4vHAHmvk4F8xdMT5L4serq+cB1NGQ+cCO0ajtDSN0C+UIC8lwnIiXoAUVgQIBSotA1dh7owGTUT2pY2ALSQn5mG3IRoZIffRs7jOyWuX5klxIq/09VLOEfVlDpHPY99e+eoR1LnqGo1FZ+jcnOysePvhcjPz0PX/h+jpkPVC9KJfCHOIOlkZQpdJcGQtaWCIArX0cTWa+GISEyBk6UpPm6t+MbYm4z0i8ak6ULlKd6lX3/y4rX6jaykIp+Ls7w5VbdWfh6TCnaIfK55oIy0vLx8vErPwOO4JOz0vyHJouFia4M2HnXLpI7K6FmMODNITTsHpcc+B8eigJfYGPWziUiv4+BUS0lJwMHRGSG3riM3NxfxcbFwcnaRvNakeUvUsK2JxITnOH54L7p07w1DQyOZ9V8kJ8L/7AkAgKt7Q9RyqRr9G6tyXxWdM0rfV8qvkRwcnRGsoK+Uyc/PxwU/8W/JBgaGaNO2o9rtrKhUHU/YSl/zxr6dB0EA4KGK4wkAeHz/JhbPHITkhFjk5+fDzMIGteo1QvO2veDVoguDM4ioQmNwBVEVFxwcjICAAPj4FKUx9/b2hqurK/r06YO0tDT4+PggPz8f165dQ926RRcBLVu2RLVq1TBlyhRER0fj2LFjGDiwKFWznZ0doqKiYGdX/AmArl27YtKkSZgwYQI2b96MZcuWYcaMGbCwEM/Fqqenh0aNGiE5uejCtXbt2mjUqPh8i4VWrVolCawYOHAgdu7cCQMD2bS/ffr0waJFi5RmnggMDMRPP/2EuXPnyvy9Z8+e6NmzJ06fPo29e/fijz/+QPXqsjeuVqxYAT8/P+jp6eHQoUPo1Us2NV6rVq0wevRotG/fHnfv3sX06dNx8WJRurrLly8jLk4c0b5jxw707dtXZn0fHx8MGzYMS5YsQWZmpsL3UFEJRdlISRPPKV7DWvm8u+YmxjAy0IdAKELCi5Qyb8ul23fxMFr8Wbf2dIepsfKneYgqIu5T5U+2DyyVlpXpg5cpZd6W97UPNJEtEiIjTXyT17KEG4jGphbQNzCCSChAykvF44fSuHsrAHHR4ifv3b3awNDYVK31H9+/gZdJ4rSqnt5dYGhkUuZtLC/ZIiEyC/rKwkp5XxmZWEDfwBgiYSZev1Q+BZsqln7dFSnJ8p9CtKxmjw+nrlT6IyUAPLl/DRt/Havw9cat+6F9749L1c7yIMzOwauMLABADQvl31dzY0MY6etCIMrB89fppaq3169bEfcqTe5r9lZmWPZRz2I3yMyMDFDdzBhJaZkIi36O7Jxc6OnKD4S7GVnU389TStfWCkNHF9oFx5S8kua2FgqQLxJCS98AWmaWpapWt5abZFnL2AzaxmbQdawHA+8uEJzeiZwnd0vchraF7NPbWhY20LawgZ5rU+Q8ewLB8X+Rn1H1bgRni4RILzxH2ZR0jjKXnKNevXg756g7ty7g2VPxOapB4zYwUnKOOnt4M+KiH6KarSN6DPr0rbSnPAlzcpFSkA3H1tRIaVlzQ30Y6elCkJ2D52maXbvHpqTjn0DxvvJdt+YwUHDsksfMQB/VTAyRnJGF0LgXyM7NhZ6CIGDpbBXPUyvf7wyaEGbn4FW6+L3aWpopLWtuYgQjAz0IhNlIeFW66Vl7zV2F+Jfyj1t21hZY+tkQpYEeVZlIJERqqvizsa6mPEjc1MwMhoZGyMoS4EWy+tPuvEgqWqekuqSnDHmRlChzw15PTx9fzpyHX3/8Ds/jn2Hm1AnoP3gEnGvVQU5ODp48CsehfTuRnp6GGrY1MeWr79Rua0Uk3Vc2KvWVIbKyspCsQV8lS/VVSXVJv578Rl8pc+9OCBITxOdQn9btYGSsPNNZZaHeeMLinYwn4lQcTwAoNm3Iy6RneJn0DLeDTqGOW1OM/2pJidfyRETlhcEVRFXc9OnTZQIrCvXu3Ru1atXC06dPkZSUhLVr18oEVhQaP348vv76a2RlZeHixYsywRUmJiYwMVH8476WlhaWLVuGf//9FxkZGTh79iwGDx6s0fvIy8vDkiVLAIizXmzdurVYYEUhbW1t2NsrnguxefPmmDNnjtz2zpgxA6dPn0ZOTg6CgoLQv39R2u3s7GwsW7YMADB16tRigRWFrKyssGTJEvTu3RuXLl3Co0ePUK+eOFW8dNBHhw4dFLZRV1cX5uaqpQOtSDKzitIyGxkqnu9aUqbgJqT0emXhdXoGftu8FwCgo62NSUP7lOn2id4V7lPlT/M+KNu5dl+nZ+C3LeKsRjra2pg0RP45iMSEWRmSZQPDkn88K/yhSZRV9jccMtJfY9+mnwEA2to66DX0C7W3cUNqSpAWHQaUWdsqApFUX+mr0Fd6BkYQCTMhEr6dm0PaOrroPOBztO4+BoZG6gXBSLOs5oAB4xagvhqZLyqSDKmnnI319Uosb6SvB4EoB5ki5U9Pa0JXWxufdfXGqHaNYWqoL7dMp4a1sefKXbzKyMLWi8H4uHPzYmVuRcbh4oOipyMzRFVjTnQtfalzkwrzvOdni8TBFXoln9PkyU2KQ87jO8hNiEZe+mto6ehA26oG9NybQbeWO7QMjWHUdxwEhzcgJ+qB/Dbk5iD78R3kPA1H3ovnyBcJoGVgBB07F+h7toG2uRV0HerAeNBEZOz6AxBladTWiipLzXOUgaH4HCV8S+eo3Rt+ASA+R/UdPkVh2aTn0Ti5bx0AYNjHc6CvX/WCPDOkjmFG+iX/ZGqkpwNBdg4EIs2mQf3p1A1k5eSiu7sTWteuqfb6neo7YG/wY6QIhNh6PRwftyqe+eJ2bBIuPSkKSMzUsK2VTYbUGN7YQP65Q5qRvj4EwmxkCsv+3KCrrY3P+rTHyM4tYWqk2bG3KhAIirIaGRopD14CAANDQ2RlCZAlUP/YJ5Bax8hQeV3SmSiy5Bxn3T08seSPDTh+eC9OHNmHdauXya5vZIThoyagRx9fmFtYqt3Wikj9vjISTxMtUC1zlcK61Oor1evyP3dastzpg55qtK5iq2jjiT0biq55+wyfqrCsjq4ePL07wd2rDeyc68HI2AyCjDRERoTg0uldePXiOZ6E38afiz7DjJ+3wchYeYAcEVF5YHAFURU3YsQIha95eXnh6dOn0NLSwrBhw+SWMTIyQv369REWFoYnT5SnDcvOzkZCQgLS0tKQm5sr+buNjQ0SExMREhKicXBFcHAwnj0TR7R++umnMDXV/MfukSNHKkwtJj2Fx5vv99q1a4iPF/8ooejzKiQdOBEUFCQJrpDO8rFp0yZMmzZNvcZXcEKpuXr1dEs+xegVpHGWXq+0cvPyMO/PfxGfLE71PMG3O9xdHEtYi6hi4j5V/mT7oOSnCSV9UIY3GHPz8jBvzTbEJ4ufSpkwoNt71QeayM4u+kFdR7fkG8O6euIf3bPL+AZeXl4utq2ejVcF2RG6DfwMjrUbqLWNbJEQIVfFmbssrG1Rv1GrMm1jeZPpKx0V+kq3sK9KH0Q27pv1yM3JRn5ePjIzUvA04haunf8P/ofX4sXzp+g3dj4MDJVnCXGs0whf/HwIAJCTnY3XL+Jw/7YfQgIPY//6Oeg66Et4dxxS6ra+ayKpeaxVOfbpFzwtLcwu3U27vz7uj+zcXOTn5yMlMwvBUc+x+8od/HP+BqJfvMZc3w5yb5JN6NQMJ24/RLpQhFWnruBlugDDWjeCvZUZXmdm4WzYE/xxMgj5yIeutjZy8vJK3dYKQ2q/yc9V4T0VlNFS4dj4JuHtAAivnCr299zn0ci+fwN6nq1h1HUotLR1YPjBcKRv+gXILX4+zPhvBSAsfrzNjX0MUfAlGPcdC91a7tCxqQmDVt0hvHC4WNnKLEcqsEdXhfFdWR73pOXl5WLLH9/iZZL4HNVj0KdwUnKO+u+fRcjOFqJpq+7waFI5A8dKIsopmlZHT4XsApJjX05uCSWLO3InElefJsBUXw8zuzRVe30AGO/TACfvRSNdlI0/L4ThVYYQQ5vWg72FCV4LhDgXEYtVF0KRn58PXW0t5OTla9TWykiUreZ5TLdszmNrvxyJ7Jxc5OXn43WGAMGPY7D7wi38c+ISohNfYs6IXjBWEChY1Ukfw3RVOAfp6YnLiDQIhsyWOc4qr0tXr+h1kZzgmvz8fFy57I8rlwOQk1P8+5ElEODyhXOoXsMWnT6oGgHw6nx+gHRfqX+eUqcuPZm+Uq0ukUiIoMsBAABrm2rwatxM7TZWVNLjCZWued/qeGK21HjiM6XjiZm/7ICxSfEHCus3bIEOPT/EhuUz8CAkEM+fPcGJPX9h0NhZZdpeeve0tDnFC1U9DK4gquJcXV0VvmZpaQkAqFatGqysrEosl5ZWPEVvdnY21q1bh3///Re3b99WetEjPQWIum7fvi1ZVpbxQRXu7u4KX7O2tpYsv/l+b9y4IVlu3bq1yvVJZ6to164d6tSpgydPnmD69OnYvn07Bg4ciI4dO8Lb2xv6+pX7IttA6kInW85F55uyC364kF6vtH7dtAeBofcBAO2aeOCTgT3KbNtE7xr3qfIn2wcl/xgt6QMVnvRW1a+b9iIwVPz0r7gPupfZtiujlJcJEGTIT9lsZGIOS2tb6Ek9kZ2bU3KgS07B0956ZfwU7t6NP+FByCUAgEfTDug+aJLa2wi7cQ5ZAvH0Bc3b9YW2kvnfK5rUlwkQZMpPjW1kbAHzN/tKzk3YN+XkFPZV6Z/8rFaztsz/12ngg1YfjMTmJZ8iOPAwnseE49O522GgZBoWfQNj2DoWjbcdajeEh3c3NGnTD//+PgkHN85D6qsEdPFV/DR4RaQvdcNXlWOfqCCw2kCvdD8xuFS3lPn/lnUdMaJ1I0zacARHb4UjIj4Zmz8fBJM3Aizsrcyx5KMemLntJDKE2dh2KQTbLoUU2/70Xq2x7twN5IjyVHqSuVKQ2m+0SpjGBgBQUCZfhWNjMXICIqRlhwVBp4YT9D1bQdvUArr1PJETfku97WQLkXlsK0zHz4G2kSn0G7WG8NIxIK9y3BBOeZmAzHT55yhjU/E5Slfqmk/ejbo3leVxT9qu9T/jXvBlAEDDZh3Qa8hEhWWv+B9CeNhVGBqZYvC4qnuTQ1+36BybnZunpKSY5NinxnQeAPAqU4jlfuJj1JQOnqhewhQkithbmOB/A9rgm0OXkSHKwfabEdh+M6JYuWkdvfBP4D3k5OXAWIWMHFWBvp6a57GcsjmP1bKVne6ohZsLhnf0xuerduLo1TBExCZg08yxMFEhI15l8iI5CRnp8qf1MjE1g0216jLHsBwVzkHZBUHumvxOpidznFVeV45UML3+G2ODvLw8/P7bQgRd8gMAdO3eBz36DoSjUy3k5eUh6skjHNy7AzeuXsbq3xfjadRjjP1E8RP7FcGL5CSkK+grU0lfqf75AdJ9pf73Wp26smX6SrW6rgVdQmamOMNDx87dKs21lLrjCZWued/SeGL3+p9wX2o80VPJeAKA3MCKQoZGJpjw1VIs/KI3MtJScPnsXvQf9ZVKQT5ERO/S+zGiJnqPGSuZR65wQKmsjHQ56WwUAPDy5Ut0794dN2/eVKktAg3SwxWSDsyQzv6gCVU+E6D4+01MVH/uQADIzCxKt6anp4cjR45gyJAhuH//Pq5fv47r168DEGcJ6dixI0aPHo3hw4dDR8F8qQAgFAohfCNKWyQSwaCcgzOMpX4gEKgwLYGg4KkA4zL6YWH1f0dw4HwgAKCJWx38Om08dCrJhRORPNynyp/mfVA2x+PVu47igF8QAKCJa238+uXY964P3nR81x+4fuGQ3NdadBiAkZ//LJNtQJW0pyKheIyiyrQUqjq683cEndsDAKjt1gxjpy+HtrZ6N18A4MbFI5LlFu37KylZ8ZzZtwK3Lx2U+1rTdr4Y/Oli6Ev1lSrTsmQX9pXB25kr2cjEAoM/W4w/vuuL5zHhCDi6Dt2HfqX2duo2bI3W3Ubj4vEN8Du4Bp4te6G6fZ230OK3w8Sg6AdMVab6EBSUUWUKEXWZGxvip2FdMXD5TkTEv8AGv5v4smfxQOc2rs7YPW041vvdhN/dSKRkFt3A93K2xcSuLdCsjj1WnBAfU82rSGr2fOmnD/VKPvdoFZTJzy7bpxYLicICoe8pzrCj61hXfnBFiRvJQk54MPSbtIOWvgF0bJ2QGx9Vtg19S47sXIWrAfIzbfh07I/RU36CoZrnKGFB6nNVUn6r6tCOlbh8VjzlW133pvh4xlKF56i01Jc48K84DX7f4VNgaV2jzNpR0ZhIHcNUmepDkC3+zUCVKUSkLfO7jRSBEB41rTCsaT31GvmG1rVr4r9xPbAh6B78Hz1DiqDogRdPext81qYhmjtWx8qAUACA+XuSNUE6eEGVqT4EBQ8KvY3AO3MTIywa2x+DflyLiGeJ2HDyMr707VLm9ZSnnVv/gf+5k3Jf69S1J6bOmAMjqeklVJk+QpglPo8bGql/7DOSWkdQwvQR0tNLGL5xnD117IAksGLYqPEYNnK8zOvuHp74dv5i/LHsZ1w4fwpHDuxGI6/maN5S9Qey3rUdW9fD71zxLFQA0LlrD3wx4zsN+kpcRpUpRN4kU5dafaVaXf7npaYE6Vp5HhQ5svMPXFMwnmjZsT9GT/m5QownDu9YIRlP1HFvhgkzlml0zSvNyNgMzdr0xMVT/0EkFCD68V3UcWtSBq0lIio7DK4gIo1NmzZNEljh6+uLCRMmwMvLCzVq1IChoaFk6g1nZ2fExMQgPz+/TOpVNKXH2yYdbOHv7w8bGxslpYvUqCH745OHhwfCwsJw5MgRHDlyBAEBAXj8+DEEAgFOnjyJkydPYvny5Th+/HixdQstXrwYCxculPnbt5+OwpzPPlLzXZUtA309WJqZICUtA4kv5T+pWig1I1NyE9LWxrLUdW8+chabj5wFALi7OGLFzM9gWMkzgRBxnyp/sn2QorSsTB9YW5a67s1HzmHzkXMACvvg0/eyDzShp28AEzMrZKS9QsrLBKVlM9NfS4IrLK3Vn+9cnnOHN+Dc4Q0AAMfaHvh01p8azU2flpKM8NBAyXZqOtYtk/ZVJHr6BjA2s0Jm2iu8fqW8rwQZryESin84tLAuXbCtMjXs68LGthZeJDzF3eunNAquAIAGzbri4vENyM/Pw92bZ9DJXvlTXBWJgZ4urEwM8SojC4mv05WWTc3MktyErGmh+dR9ytSxtYZzNQtEJ7/GmbDHcoMrAMDRxgILhnTBD4PzkZyWiQxhNqqZGcO04GZicFR80TZrWMvdRqWTm4O8zHRoG5tC28xSeVkDI2gVPK2Yn5byVpqTJ3XM1TK10Hg7uS+Lsv+VZjsVkZ6+AUzNrJCe9gopL0o6R6VKzlFWNmVzjjpzcCPOHBSfo5xqN8Ckb1crPUcFntuPjLQUGJmYwcTMEjcunyhWJuphqMxy4XRbbo1awsxCtevmisBAVweWRgZIEQiRkK78Jl9qlgiCgoxlNc1Uv1GVmCbAsbtPAQAtnW1x+kGM0vIvM4U4eT8aAOBgYQJP++Kfp6OlKX7o1RLz8/ORnJGFTFEObEwMYVoQKBf8rOhhlTo2ip8YrkoM9HRhZWqMV+mZSEiR/5R+odQMAQRCcZCgrdXb+Xzq2FWDcw1rRCe+xNnbD6pccIUq9PUNYG5ugdTU13iZnKS0bHpamuRGuk019QO6bKpVlyy/TE4C6ivOYPsiuehBKpvqsnWdO30cgDhYY+DQUQq3MWrsp7hw/lTBOkcrdHCFKqT76oVKfSUOhKlWyr56kZyEekr7qqgt1aqXXFfKq5cIviV+oK1uPVc4Obuo3b6KTL3xxOu3MJ7YoNZ4Qh3S172vS7ieJyIqDwyuICKNpKamYteuXQCAkSNHYvv27QrLvnr1qtT1VatWTbIcFxcHNze3Um9TXdLBFPr6+mjUqJHG29LR0YGvry98fX0BAPHx8Thx4gTWrFmDmzdv4ubNm5g4cSIOHDggd/3vvvsOM2bMkPmb6I6/xu0pS7Xta+J2+GPEJCQhJzcXugoycETFJUitY1uqOvecuYjV/x2RbGv1t5/D1Fiz1KpEFQ33qfJX294Wt8OfICYhuYQ+KPphrrZDafvgElbvOiqpf/Xsie91H0gb+fnPGPn5zyWWs3WogycPbiL5eTRyc3OgoyBdfmJcpNQ6teWWUcel0//h6M7fJW2Y+O3fMDI202hbNy8fQ15BKvwWHQaUum3v2uBPF2Pwp4tLLFfdrg6ept3EywTlfZUU/6RonbecBcLEzBovEp4i5UWcxtswNiuadi8lWfPtlJfaNazwKjIe0S9eIyc3D7o68rPmRCalyKzztlibGCE6+TXiXym/SQaIg7Grm5ug+ht/vy0VXOHpXLrjdEWS9zJBHFxhUQ3Q0gby5U9noCOVcSDvrf1QXVaB8JVzbubRU37C6Ck/lVjO1rE20u+/QlIJ56jnUueomo6lP0ddOPUfDu1YId6eQx1Mmbu2xHNU4dRZgow0bFn1XYl1XDqzB5fOiDM3ffnDhkoVXAEAtW3McTs2CTGv0pGTlwddBRnDIl+kyqyjqpy8ov1z87UHJZaPfJGK746IM+70a+QiN7iikJaWltwpRoJji25INlKyflVTu6YNXj3KREzSS+XnsYQXUutUk1umLFiZGiM68SXiSwiar4ymzpiDqTPmlFjOwakWUu+G4nn8M6XHvmexTyXLjk611G6Po9RN9GcxT4HW7RWWfRYrDl7S0dFBTTsH2ddinkq2p6ckO5RNtRqwtLRGSspLyToV1RczvsMXM0o+ljs61cI9lfoqWmYddTnJ9FU0oCQuRVlfyXPB/yzyCo65nbr2VLtt5Wn0lJ8xeooK17wqjicSpK95HUt/HXXh1H84LDWemDxX82teucroAU0iorfl/c4pTEQae/jwoWSuuxEjRigsFx4ejvR0xU+7qZqFolmzZpLlCxcuqNjKstW0aVPJ8unTp5WUVJ+dnR0mTJiAoKAgyXs9evSowqlUDAwMYG5uLvOvvKcEKdTETfyjn0AowoNIxU/h3Lr/SLLc2FXzgf2xi9fxvy37AAAONWywZs4UWJq9nacmicoD96ny16Tg8xT3QazCcrJ9oPkNkGOXruN/W/cDKOiD7z5/7/tAE3XcxOdtkVCA2Mh7Css9un9DslzbranCcqq4fvEw9m8W/whmU8MRn89ZD1NzzW82X78oTgWro6OLZm16l6ptFVkt1+YAAJEwE3FRdxWWi3xQ1FfO9ZspLFcWUlPEN55LM/1I6quigKuyTL/7rjR1EWcHEYhycO+Z4unxbjx5Jllu4vL2MookpornyzY20HzqkRPBEQAAQz1ddGzgUhbNqhByC34wF0+h4aiwnI5D0VOAOVI/spclbZuioJV8BXOFq0JHZjtV70ZkXalzVMwTJeeoe0XHvTqlPEddu3AEezaKA96q2Tpi6rx1pTpHVVVNHcU31wXZObj/XPGDIjdjigIWmji8vRvyZeFEQeYLQ10ddKxrX86teXea1HUCAAiE2bgfHa+w3M2HRTfDm9RVfAwtrcSCDBpvY+qRysK9oRcA8fQOjx9GKCx3LyxYsuzmof6DTfXqN4Curni8cPdOiMJy2dnZePhAfAyuW98denqyY4zC6XrfnDZYnpzcHJl1Kjv3hp4AgKysLKV9dVeqr9w16it3lfsqoqCv6snpK3n8C6Y/0dXVRfuOVTNbTB038TVRSeOJh2U8nti78RcAheOJf8p8PPE89rFk2cKq6k5HRkSVF4MriEgjOTlF849mZiqe123t2rVKt2NoWJQuTChUPO9v48aN4eQkvjBev3690oCNt6Vdu3awthanD167di1SUzX/sVARPT09dOzYEYD4M05JSSnzOt62jt5ekuXDAVfllsnLy8Oxi+LUfGbGRvD2qK9RXeevh+DHdTuQn58PW2tL/DVnCqpbVa20wUTcp8pfR++iH4kOX1DSB5fEP1iYGRvBu4GmfRCKH9f9V9QH301mH2iokXdXyfJVf/mZoPLy8nCjIIDByMQc9T1aalxf6LUz+G/tPOTn58PS2haTv98Ai1LMSx8XHYG4p+EAgAZNO1TpG2AezYr66tZFxX0VfPkQAMDQ2Bx1GmjeVyWJfRImyTRh6+Sq8XbuXi+ae9zWUfPtlJfODYsC9Q7dkP90dV5ePo7eEn9PzYwM0KJuyU8RauJOTALiCjJW1K+p2VPXp0MfITxe/HRyryb1YW5kUGbtK2/Zj+9IlvUUHse0oNfAGwCQn5WJ3NhHCsqVjr5n0SOnuc8eKympbCOG0HVtAgDIzxYiN1H5tAmVkVfLops8QX6H5JbJy8vDtQBxJjEjEzO4NmyhcX3BV89i25r54nOUjS2+mPcPLFU8R/UZNhmrd4cq/ffR5EWS8h9NXiT5e2naXF461y86jh0Kkx+ElJefj6N3owAAZgZ68HZW/Xxvb2GC27OGl/ivUHOn6pK//djbR+33c+ZBDCISUwAAPRs4w8zw/bmx37lJUcbTQ0Hyb9rm5eXj6JUwAICZkSFauLm8lbbciYqTZKyoZ/9mXqX3R8tW7STLfmePyy2Tl5eHgIIpNkxMTNHIS/2AWiNjY3g2Ea8XFnxDZuoPaVcDLyAzUxy86dOmQ7HXa9iKp0+IeRqJjHTFmbOio54gPS21YJ23F2j6LvlI9dX5s8WngwLEfeV/Xvzwmbiv1L9pb2RsDK+CvgoNvolklfpKcSaSQk+jniAqUjwOaebtA3MLS7XbVhlIjyeu+B2UWyYvLw/Xy3A8sX3NPMl4Yuq89aW65pVHkJmGW0HiY4C+gRGc6jYs0+3Tu6elrcV/av6jio/BFUSkkXr16kmyTmzdulVumaNHj2LVqlVKt2NnV3TR8fix4h/ftLW18c033wAAYmNjMWbMGIhEIrll8/LyEBdX9qmXDQ0NMXPmTADA8+fPMWLECGRkZCgsn5aWhtWrV8v87eLFi3j0SPEPmSKRCAEBAQAAU1NTVK9e+S66G9WthaZu4qfiDgVcQejD4j9IbTvuh8iCKQxG9OwIXV3ZyP4jAVfhPWoavEdNw9/75F/EXQl9gLmrtyA3Lw/W5qb487vJsK/+/qQ4pfcH96nyJ+4D8U3GQwFXEfowqliZbcf9i/qgR4fifXDhGrw/+greH32Fv/edLLY+AFwJe4C5f24t6oNvP4d9deuyfTPvkVr1PFHHXZwR4ar/AURFBBcr439sMxKeiaea6NBzFHR0iz8BdS3gIL76sBG++rARTu79U25dD0IvY+uqWcjLy4WpuTU+n7se1tVLd5P5+oWim20t2vcr1bYqOse6XpLsFTcv7EP0o9vFylw+uQlJceKxYuvuo+X21a2LB/D92Ab4fmwDnDuwutjrsY9DlWbGAIDUlwnY909RquQmbfoXKxMSdAxZmcqnpgi7egLX/XYDAAyNzeDetLPS8hWRp5MtmtUWj9UPXr+PkKfPi5XZevE2niSKn+we1dYLem88rXnoxn00nv0nGs/+E3+duVZs/bCYBNx/pnwu74TX6Zi3+5zk//s0lT89oLLpQkKjn2PhXj8AgIWxAb7o2UppnZVNXkI0cgqe8NNr6AMdu+JpufWbd4JOwRzbouCLQJ7s1CF6Hi1gPn05zKcvh0GrHsXW17axg5aF8qfz9TxbQ7+R+LPNy0hF9qOwYmV0arkDOkqeNtUzgHGfMdA2EmdsEt25BqjwxHBl41LPE3UbiG8mBfkdwJOI4jd+zx/dgucF56hOveSfo674H8LUYV6YOswLx3avkVvX/ZBAbF45G3l5uTCzsMYX89bBpsbbCYSqChrZ2aCpo/g6/FDYE4Q8Sy5W5t9r4ZJpQUY2d4XeG9NNHA6LRNP/7ULT/+3C2kt3iq1fluJTFf8mERb3Aj+eFAdgWxjq44sOXgrLVkWeLg5oVk/8kM7By8EIeVI8A93Ws1fw5Lm4j0d2aVH8PBYUgiaf/4Qmn/+Ev44GFFs/LOqZ0qwYAJCQkor5Ww5L/r+vj6fa76WqqO/mgQYF2SvOnz6G8PvF948jB3YhtmBqjd4DhkBXt/g0B35nTmBInw4Y0qcDdm3fKLeu/oPEWXZzc3Pxz5rfi2WfSH2dgm2bxA+EmZiYomv3vsW20dynLQAgO1uEzev/RL6cqQpEIiE2/r2yaJ2WbeS2p7Kp79YAHgV9de70cYTfLz6GPnxgt6Sv+gwYLLevzp85gUF9OmFQn074b/smuXUNGCQOKBP31Uq5fbV10zoA4r76oHufEtvvd7bomrtTl+LjmqrizfFEpJxrXtnxxEcKxhMH8cUwT3wxzBPHlYwntqycJRlPTJ33j9rjiXvBlyASZSl8PUuQgY2/z0RGWgoAoHXngUqn5CEiKi/yJ2EiIiqBjY0NevfujWPHjuH48ePo2bMnJk6cCGdnZyQmJmLfvn3YvHkz6tSpg5SUFCQlyf/R1NnZGY6OjoiNjcXSpUvh4OAANzc3yYDc1tYWZmbiOdumTJmCI0eO4MyZMzhw4AA8PT0xefJkeHt7w9jYGM+fP8eVK1ewc+dOjBw5EgsWLCjz9z1r1iycO3cO586dw4kTJ+Dh4YFJkyahdevWsLS0RFpaGsLDw+Hv74+DBw/C0NAQU6dOlax/7tw5LFq0CO3bt0efPn3g5eWF6tWrQyAQICIiAmvXrsWtW7cAAJ988oncC5PK4Osxg/DxwhUQirIx9de/ML5/N3h71IdQlI1TV27hwPlAAICzXQ181Fv9mw1hD6Mwc8UGZOfkQldHBzM+Goic3Fw8ilEcVGNrbQkzk8qXkruisWrbHCZ1nSX/r29T9CS1Sd1acBwzUKZ87Fb5TyCTerhPlb+vRw/Exz/+Ie6D39ZifP8P4O1RT9wHQbdxwE88F7Zzzer4qHcntbcf9igKM1dskuoD34I+UPxjrbgPis+rHf70GSKePpOzBvDidRqOXJC9wdm1ZWMYG1adJ7ilDRzzLf5YMBrZoiysXfwZPhjwKeo1bIlskRC3g04g6Jx4Tvjqdi7o1GecRnVEPQzBpuXTkZuTDR0dXfiOmY3c3BzExzxUuI6ltS2MTBTPz56Xl4tbl8VP8xmbWsCjWSeN2laZ9PloDv75aRSyRVnYvOQTdOw7EXUatER2thChV47jhr84UKFaTRe06zleozoS4x5j//o5cK7XFG5NO8PO2R0mZuIAptRXCYi8fxW3Lh2QBE7UbdgazdoPKrad6/67cGjzfDRo1hUubt6oVrM2DI3NkC0UICk+EndvnEJEiHgaOy0tLfQeNQfGppYatbm8zerXHuP+2o+s7BxMWn8Yn3RpjhZ1HJCVk4OTwQ+x75o4/XCtapYY06GJ2tt/kvAS8/ecR5NaNdGhgQvc7avBquC4lpiageuPn+HQjftIyxIHVbeq5whf7wZytzV181GY6OujV9P6cLOrBiN9PSS8TkfAvSgcvvkAOXl50NfVweIR3WFjWvXOX1kBB2Ey7Ato6enDeOBECK+fQ27MI0BXD3puTSUZJXJfJkJ401/t7evYOsLwg2HIjXmEnKgHyH0Rj3xBBqCtAx3rGtBzbw7dWuLAl/y8XGSd2wPkFA+GN2jRBdo9RyHnURhy454g7/UL5GcLoWVgBB07F+h7toF2Qaae3JcJEF45pfmHUsENGTcby+eNRbYoC3/+NBHdB34C14YtkC0S4mbgSVw+uxcAUMOuFrr2G6tRHZERIfhn6XTkFJyjBo39Brk5OYiLVnKOsrGFsZJz1PtgVtemGL/9HLJycjF5dwAmtG6AFs41IMzOxakH0dgXIr5JVcvKDKNbyA/4ele+3HsRxvq66OVRC67VLWGkp4PEdAECHsXhyJ1I5OTlQ19HG7/0awVrE8OSN1jFzBrWA+OWbEZWdg4+/2MHPu7ZFi1ca0GYnYOTN+5i3yVxQGetGtYY84H6gXdP4pPxw9YjaFzHER296sPNsSasCs4xiSlpuB4RhUNBIUgXiDO1+rjXxoDWTcrs/VVG4yd+ie+/mQKRUIhF877GoGGj0cirKURCIS5fOIczJ8VP2Ns7OKH/QMXTEJfEs3FztO3QFZcvnMONq5ex6PsZ6DNgKKxsqiE66gn27/oXyUni4PhR4yfCtOC3R2n9fIfh/OljeJ3yCn5njiM+Lhbde/WHg2Mt5OXlIvLJQxw/vA+x0VEAAEenWuj0QS+N21zRTJj4BeZ8MxUioRAL583E4GEfoZFXE4iEIly6cF6mrwYMHF7C1hTzbNwM7Tp0waUL53H96mUs/H4m+g4YAmsbGzyNisQ+qb76aPxncvtKWm5uLi4GiANzTc3M0bxla6XlK7vB477F7/PGSI0nPkX9gvHErcATUuMJF3QpxXhivcx4YpZG44kzBzdgyx/fonHLD1DXvSmq1XSCgaExBBlpiIwIwaXTu/DqhTigu4a9C3oNm6xRe4mI3rbKedeOiCqEv/76C+3atUN0dDROnTqFU6dkf/hydnbGwYMH0bu38jnC58yZg8mTJyMyMhK+vr4yr23atAnjxo0DIM5ecfDgQYwdOxZ79+5FREQEpk+fXobvqGQ6Ojo4cuQIJk2ahK1btyI6Ohpz5sxRWL5GjeKp0fLy8hAQECDJUCHPoEGDsHjx4jJpc3lwd3HE4i/GYd6af5EhyMKfu48WK+NsVwMrZ34GEyP1f+AJDL2PLKH4x9qc3Fx8v+bfEtf54bOR6NdR/TSqJMtpwhA4jSl+owkArNs2h3Xb5jJ/Y3BF2eA+Vf7cXRyxeOoYzPtre0EfHCtWxrlmdayc+almfRDy4I0+2FbiOj989iH6dSie/t3/Rhj+OSD/ZtTT+EQsXLdT5m/NG9SrssEVjrUbYMyXS7H9z2+RJUjHsV0ri5WpbueCT2etgaGRiUZ1PAi5BJFQAADIzc3BttWzS1znw0k/oWVHX4Wvh4cGITVFHJjatHUvyTzEVZl9LQ8Mn7wce/6eBaEgHWf2/l6sTLWaLhg9Yy0MNOyrQtGPbsvNjiGtabuB6DdmHrS15Sd7FGVlIiTwCEICjyjchpGJBfp8NBdN2lTezCMNHKrjt5HdMfe/s0gXivDHySvFytSqZonV4/vApBRzyAc/fY5gOZkxpPVv7o45vh2grSBNan4+EBL9HCHR8rdja2GKRcO6wKfgKeaqJi/pGQTHt8Ko5yhoGRjBsG3xpzpzXyYi89B6IFvxdIzKaGnrQLeWmySIQm47BOnIOrMLOU8UZ4nRNjKBvmcrwFPxjcyc2McQnNgGCBVPQVnZOdVugAnT/4ctq+YgS5COIzv/KFamhl0tfP7dnxqfo+4FX4ZIKH5CNDc3B1v++K6ENcTTerTqNECj+qoKd1sr/Nq/Nb4/ehXpomysvlA8C0stKzP8MaQ9TAzK9xydj3yExr1AaNwLua/bmhlhYW8f+NSyfcctqxjcnWrit08GYe6mQ0jPEmLVIb9iZWrVsMaqKSNgUorxcMiTWLmZMaT1b+2F70b0Ungee1/UqeuKGbMX4I+lPyEzMwM7tqwrVsbewQnfLfgNRsalC4acPP1bCDIzcOvGFdwJvY07obLjP21tbQweMQbde8k/5plbWOL7H5diyc/fIzEhHg/uhuLB3VC5ZV3q1MfseT9DT6/qjNvr1K2Pr2f/gJVLf0ZmZga2b/mnWBl7ByfMXbC41H01ZfpsZGZmKu2rISNGo0ev4lnl3hRy+wZevRQfE9t16FKl+kQep9oNMH76Emxd9V3BeKL4NW8NOxdMKsV44n7wZZlr3i1/fFviOqMmL0KrTr7F/p6Z/hpB5/ch6Pw+hevWa9AcY6f9BhNTTpFKRBUTgyuISGNOTk64desWfvvtNxw6dAhPnz6FoaEhXFxc4Ovri2nTpsHKquT5wT///HPY2tri77//RnBwMF6+fImcnBy5ZY2NjbFnzx74+flh06ZNuHTpEp4/fw5dXV04ODjAw8MDQ4YMQf/+JQ+2NWVkZIQtW7bgyy+/xIYNG3DhwgXExsYiIyMDpqamcHFxQfPmzdGrVy/07SubVnDWrFnw8fHBmTNnEBQUhLi4OCQmiucTrFmzJnx8fDBmzJgSA1Iqgw7NGuG/xbOx81QALgXfQ+LLFOjp6MCpZjV0bdkUw7u3h2EpfoQnet9wnyp/4j74BjtPXhD3wavX4j6wrYauPo0xvBv7oCJq1LwTvvltPy6c3IZ7ty/g9csE6OjqoZqtExr79ED7Hh9C36B4BpDydONS0Q37Fh3e3pimonFv2hlTfzqIoNP/IiIkQNJXNrbOaNSiB3w+GFWqvvL06QUzyxp4cv8Koh/eRuqrRGSkvUBuTjYMjExhY1sLteo3Q5M2/VHTWfHN42ETl+DRvSBE3r+K5zHhSH/9Aplpr6CjqwdjM0vYOrqivmc7NG7dF0Ymlf8HwU4etbHnq+HYfikUFx88RcLrdOjp6sDZxgLdPOtiRBtPGOlr9qN1j8b1Ud3cBNceP0PI03gkvs7Ay3QBsnNzYWqoD2cbSzRxqYm+zdzgaqd8Soqv+7RBwP0oBEfFIzE1E2lZQlgaG8KluhW6NKqNgd4NYFzFj9E5kfeQvm0p9Ju2h66LB7TNLIDcXOSlJCP7YQhEIZeAnGwNt30fgtP/QcfOBTo1HKBlbAotQxNASwv5WZnITYpD7tMHEN27BogUB29kXTgMXWdX6NjVgrZVDWgZmkDLwAjIESEvIxW5z58iO/w2cp+Ga/oxVCqe3p0wZ+le+B3fjru3LiCl4LhXvaYzmrbqho49K9456n3RsZ4Ddo3vgR03I3DpcTwS0jOhp60NJytTdHNzwvBm9WGkV/4/q37VqQkuPI5D8LNkJKULkJaVDUsjfbhYm6OzqwN8PWvDWMNjdFXR0csVu7//FDv8ruNi2EMkpKSJx/A1rNCtWQOM6NRC8/NYcw9UtzDF9fCnCHkSg8SUNLxMyyw4jxnAqYY1mtRxRF8fT7g6vp8BLvJ4+7TFsj834dihvbh1PQgvkpOgq6uLmvaOaN2uE3r1HQQDw9JnWjEwMMCchf/DRf8z8Dt7Ak8jHyMjPR2WVlZwb+iFXn0Hwa1BI6XbqF23Ppav2Qz/sydx/eolPI18jPS0NGhpacHC0hIudeqjTbvOaNOhS6XNPqtMC582WP7nBhw7tA83r1+R6isHtGnXCb37Diyzvvp+4a+44H8WfmdPIkqqrxo09ELvvgPh1qChStsK8DsjWe7UpXup21YZeHp3wndL98H/+DbcvXWxYDyhWzCe6I4OFWQ8MXD0TISHXUFkRAgS46OQkZqCzMw06OsbwsK6OmrV84R3295wb9xGMh05EVFFpJUvb7IwIiKqdNJunCy5EFUIF1pPK+8mkAo6BBWP9qcKKD+v5DJUIVzU6VbeTSAVZIh0Si5E5a7f89Xl3QRSgSgqqrybQCq62rnyZg18n7S98XN5N4FUoFW7fnk3gVT0yPn9uPFc2WmD17yVwbMMm/JuAqmge+OqHWxdEUV82LO8m1DpuO7kfZ6KruqFUxIRERERERERERERERERUbnRUjDVJlFlxm81ERERERERERERERERERERkRIMriAiIiIiIiIiIiIiIiIiIiJSgsEVREREREREREREREREREREREowuIKIiIiIiIiIiIiIiIiIiIhICQZXEBERERERERERERERERERESmhW94NICIiIiIiIiIiIiIiIiKiqkNbR6u8m0BU5pi5goiIiIiIiIiIiIiIiIiIiEgJBlcQERERERERERERERERERERKcHgCiIiIiIiIiIiIiIiIiIiokosOjoaM2fORIMGDWBiYgJra2u0bNkSS5cuRWZmpsbb9ff3h5aWllr/OnXqJHdbLi4uKq3v4uKicXvfJt3ybgARERERERERERERERERERFp5tixYxg1ahRev34t+VtmZiauX7+O69evY/369Th+/Djq1KnzTtrj5ub2Tup51xhcQUREREREREREREREREREVAmFhIRg2LBhyMzMhKmpKb777jt07twZAoEA//33H/755x+Eh4ejT58+uH79OkxNTdXafosWLRAWFlZiualTpyIgIAAAMHbsWKVlBwwYgJ9++knh6/r6+mq18V1hcAUREREREREREREREREREZUZLW2t8m7Ce2P69OnIzMyErq4uTp8+jdatW0te69KlC+rXr49Zs2bhwYMHWL58OebPn6/W9k1MTNCoUSOlZVJSUnDlyhUAQL169dCmTRul5S0tLUvcZkWkXd4NICIiIiIiIiIiIiIiIiIiIvVcv34d/v7+AICPP/5YJrCi0Ndff40GDRoAAFasWIHs7Owyb8euXbsgFAoBAKNHjy7z7VcUDK4gIiIiIiIiIiIiIiIiIiKqZA4ePChZHj9+vNwy2traGDNmDADg1atXkmCMsrR161YAgJaWFoMriIiIiIiIiIiIiIiIiIiIqOK4ePEiAPHUHc2bN1dYrmPHjpLlS5culWkbHj9+jMDAQABA+/btUbt27TLdfkXC4AoiIiIiIiIiIiIiIiIiIqJK5v79+wCAevXqQVdXV2E5d3f3YuuUlcKsFQAwduxYlda5cOECvLy8YGJiAmNjY9SuXRvDhw/HwYMHkZ+fX6btK0uKP2EiIiIiIiIiIiIiIiIiIiJ664RCIYRCoczfDAwMYGBgILd8VlYWkpOTAQCOjo5Kt21lZQUTExNkZGQgJiambBpcYNu2bQAAIyMjDBkyRKV1IiMjZf4/KioKUVFR2L17N9q2bYtdu3bBwcGhTNtZFpi5goiIiIiIiIiIiIiIiIiIyoyWtjb/qflv8eLFsLCwkPm3ePFihZ9xWlqaZNnU1LTEPjExMQEApKenl76DC1y8eBFPnjwBAAwcOBDm5uZKy+vr66N///5YvXo1/P39cfv2bfj5+eGXX36Bk5MTAODy5cvo1q0bXr9+XWbtLCvMXEFERERERERERERERERERFSOvvvuO8yYMUPmb4qyVgDizBWF9PX1S9x+4bYEAoGGLSzu33//lSyPGTOmxPLXrl2DpaVlsb936tQJU6dOxZAhQ3D69Gncv38fCxcuxPLly8usrWWBmSuIiIiIiIiIiIiIiIiIiIjKkYGBAczNzWX+KQuuMDQ0lCyLRKISt1845YiRkVHpG1uwvT179gAA7O3t8cEHH5S4jrzAikJmZmbYvXs3bGxsAADr1q1T6X29SwyuICIiIiIiIiIiIiIiIiIiqkTMzMwky6pM9ZGRkQFAtSlEVHHo0CGkpKQAAEaNGgUdHZ1Sb9PCwgIjRowAIG7vjRs3Sr3NssTgCiIiIiIiIiIiIiIiIiIiokrE0NAQ1apVAwDExsYqLfvq1StJcIWTk1OZ1L9161bJsipTgqjKw8NDsvzs2bMy225ZYHAFERERERERERERERERERFRJdOgQQMAwKNHj5CTk6Ow3IMHD4qtUxqJiYk4deoUAKBZs2Zo1KhRqbdZKD8/v8y2VdYYXEFERERERERERERERERERGVGS1uL/9T8p4l27doBEE+hcfPmTYXlAgICJMtt27bVqC5pO3bskARzlGXWCgC4d++eZNne3r5Mt11aDK4gIiIiIiIiIiIiIiIiIiKqZHx9fSXLmzZtklsmLy9PMoWHpaUlOnfuXOp6C7enq6uLkSNHlnp7hV6/fo1du3YBAIyNjeHt7V1m2y4LDK4gIiIiIiIiIiIiIiIiIiKqZFq2bIn27dsDADZs2ICgoKBiZZYtW4b79+8DAKZNmwY9PT2Z1zdv3gwtLS1oaWlhwYIFJdZ59+5d3L59GwDQq1cvVK9eXaW2njx5EgKBQOHraWlpGDZsGF68eAEA+Pjjj2FgYKDStt8V3fJuABEREREREREREREREREREalv5cqVaNu2LQQCAbp37445c+agc+fOEAgE+O+//7Bu3ToAgKurK77++utS17dlyxbJ8tixY1Ve79dff8WoUaMwaNAgtGvXDnXr1oWpqSlSUlIQFBSEv/76CzExMQAANzc3lQI93jUGVxAREREREREREREREREREVVCTZs2xa5du/DRRx8hNTUVc+bMKVbG1dUVx44dg5mZWanqysvLw44dOwAAVlZW6Nu3r1rrv3z5EuvXr8f69esVlunQoQN27NgBa2vrUrX1bWBwBRERERERERERERERERERUSXVr18/hIaGYuXKlTh27BhiY2Ohr6+PevXqYejQoZg6dSqMjY1LXc+5c+fw7NkzAMDw4cPVmrZj6dKlOHfuHIKCghAeHo7k5GSkpKTA2NgY9vb28PHxwYcffoju3btDS0ur1G19GxhcQUREREREREREREREREREZUZLu2LeHK/KatWqheXLl2P58uVqrTdu3DiMGzdOpbLdunVDfn6+Bq0DvL294e3trdG6FYV2eTeAiIiIiIiIiIiIiIiIiIiIqCJjcAURERERERERERERERERERGREgyuICIiIiIiIiIiIiIiIiIiIlKCwRVERERERERERERERERERERESjC4goiIiIiIiIiIiIiIiIiIiEgJ3fJuABERERERERERERERERERVR1a2nzGn6oefquJiIiIiIiIiIiIiIiIiIiIlGBwBREREREREREREREREREREZESDK4gIiIiIiIiIiIiIiIiIiIiUoLBFURERERERERERERERERERERKMLiCiIiIiIiIiIiIiIiIiIiISAnd8m4AERERERERERERERERERFVHVraWuXdBKIyx8wVREREREREREREREREREREREowuIKIiIiIiIiIiIiIiIiIiIhICQZXEBERERERERERERERERERESmhlZ+fn1/ejSAiotKLjbhT3k0gFVmkxpZ3E0gFF1pPK+8mkAo8Hhwr7yaQivRys8q7CaSCLB2T8m4CqeB1rkV5N4FUkJ/P+YUri3ywryoDU92M8m4CqcA073V5N4FUlKelU95NIBVkapmWdxNIBea5L8u7CaQCB1fP8m7Ceydm8uDybkKl47RmX3k3gUrAzBVERERERERERERERERERERESuiWdwOIiIiIiIiIiIiIiIiIiKjq0NLmM/5U9fBbTURERERERERERERERERERKQEgyuIiIiIiIiIiIiIiIiIiIiIlGBwBREREREREREREREREREREZESDK4gIiIiIiIiIiIiIiIiIiIiUoLBFURERERERERERERERERERERK6JZ3A4iIiIiIiIiIiIiIiIiIqArR0irvFhCVOWauICIiIiIiIiIiIiIiIiIiIlKCwRVERERERERERERERERERERESjC4goiIiIiIiIiIiIiIiIiIiEgJBlcQERERERERERERERERERERKcHgCiIiIiIiIiIiIiIiIiIiIiIldMu7AUREREREREREREREREREVHVoaWuVdxOIyhwzVxAREREREREREREREREREREpweAKIiIiIiIiIiIiIiIiIiIiIiUYXEFERERERERERERERERERESkBIMriIiIiIiIiIiIiIiIiIiIiJRgcAURERERERERERERERERERGRErrl3QAiIiIiIiIiIiIiIiIiIqo6tLT5jD9VPfxWExERERERERERERERERERESnB4AoiIiIiIiIiIiIiIiIiIiIiJRhcQURERERERERERERERERERKQEgyuIiIiIiIiIiIiIiIiIiIiIlGBwBREREREREREREREREREREZESuuXdACIiIiIiIiIiIiIiIiIiqjq0tLXKuwlEZY6ZK4iIiIiIiIiIiIiIiIiIiIiUYHAFERERERERERERERERERERkRIMriAiIiIiIiIiIiIiIiIiIiJSgsEVREREREREREREREREREREREowuIKIiIiIiIiIiIiIiIiIiIhICd3ybgAREREREREREREREREREVUdWtp8xp+qHn6riYiIiIiIiIiIiIiIiIiIiJRgcAURERERERERERERERERERGREgyuICIiIiIiIiIiIiIiIiIiIlKCwRVERERERERERERERERERERESjC4goiIiIiIiIiIiIiIiIiIiEgJ3fJuABERERERERERERERERERVR1a2lrl3QSiMsfMFURERERERERERERERERERERKMLiCiIiIiIiIiIiIiIiIiIiISAkGV5Bc/v7+0NLSgpaWFvz9/cu7OUREREREREREREREREREROVGt7wbQERElVdCYhIOHDmOqzduIjEpGXp6erC3q4lO7dqgf++eMDQ0KJN6zl+4hFNnz+NJ1FOkpWfA2soSnh4NMKBPL3i4uypdd+THk5CQmFRiHbY1qmPHhrVl0t7K6HnyS/x36gIuBd/D8xevoK+rC0fbaujWqimGftAOhgb6Gm87PTMLl0Pu4fqdCNyPisGzxBfIEopgamyIOo52aN+0IXw7tYKZiXEZvqP3m351a1i28IJlCy9YeHvC0tsT+tWsAAAxW/cj9OPvyrmFlVdiYiIOHT6Ma9evIzExSXzcs7dHh/bt0LdPHxgaGpZJPf4BATh95iwiIyORnp4OKysrNGrYEP369UUDd3el66anpyMi4iHCI8IL/huBly9fAgA8PT2x5Ldfy6SNFR3PUZVTYmIiDh8+hOvXryEpMVGyj7Vr3wF9+vQts30MAAIC/HH2zGmZ/axhw0bo268f3N0bKF03PT0dDyMiEB4RjocREYiICJfZz379bUmZtbMiSk58jlNHduP2jUC8SEqArp4ebO0c0apdV3TrPRgGpeyn3NwcxEQ9xuOIe3j88D4eP7yHZ9FRyMvLBQCsXL8f1W3tStxOXOxTBN8IxP07wYiOfIiUlBfQghYsLK1R19UD7bv0QhPvNtDSqprzACcnifsp+Mblgn7Sl/TTB70Hw8CgjPrp4T08eXgPjyPu4VlMUT+t+Gc/qtvaK91GdrYIwTcC8TjiHp48uocXSQlIS32NLEEGjIxNYOdQC40at0DnHr6wqVajVO2tqJKTnuP0kV0IvhGIF0nPJf3k064rPug9pAz76S6ePLyPJxH38CwmUtJPv/9zoMR+UubM8b3YsrbomPfZtHno0LVvqdpcUSUlJuDo4f24ef2q5BxlZ2+Ptu07oVefAaU+9km7GHAe586cxNPIJ0hPT4OllTU8Gnqidz9fuLl7KF3303EfIikxocQ6qtewxT+bd5ZVk8tNQmISDh45hqvXb8iM+Tq2b4v+vXuV2ZjPL+AiTp49j8iop0hLTxeP+Rp6oH+fXvBwd9Nom4eOncCqv9ZJ/v+b6V+gxwddyqS9FVFiYhIOHj5S0FdJ0NfTg729HTq0a4d+fXqXYV9dwOmz5xAZGVXQV1Zo1NAD/fv2VnotJcrOxrXrNxAeEYGIiEdITEpCamoqMgUCGBsbw8nBAU2bNEbvXj1QvVq1MmlrZcBjX8WUkJiE/UeO4+qNW29c77bGgDK+3j151q/Y9a5vn54lXu9KE2Rl4dQ5P1wMvIro2DikpqbC1NQENtbWaOThjtYtmqNFsyZl0mYiordNKz8/P7+8G0Gq8/f3R+fOnQEAfn5+6NSpU6Wuh4jKTmzEnXda35XrN/HLshXIyMiU+7qTgz1+WTAX9jVralyHSCTCwl+X4sr1m3Jf19bWxpgPh2H0iKEKt1ERb1xZpMa+k3pUden2XXy/5l+kZwrkvl7LrgZWzpoIxxrq/3hwOfgevlmxAaLsHKXlbCzM8POUsfBuWF/tOt6WC62nlXcTNNYnO1zha1UtuMLjwbF3VtfVa9fwvyVLkZGRIfd1R0dHLFq4AHZ2Jd/wU0QkEuHnXxbj6rVrcl/X1tbGqJEjMWrkhwq3MXb8BCQkyP9RqTyDK/Rys95ZXTxHaS5Lx+Sd1CPPtWtXsXTJ/5TuYwsWLirVPgaI+27xLz/j2rWrcl/X1tbGyJGj8OHIUQq3MWH8WKX72dsOrnida/FWt6/M7euX8eeyBcjMSJf7up2DM2YtWA7bmg4a17Fv5wbs27Fe4euqBFf89fuPuHj+RIl1eTXzwRffLIKJqZna7SxJfn75BW3cvn4Za5b/oKSfamHWD8tRo1T9tB77dyruJ1WCK57HxeDrSYqPk4UMDI0wftI3aN+lt9rtVEU+yqevbl+/hL9K6Kdvfvi9VP20f+d67N/5j8LXSxNc8epFEmZNGQ5BZtFx+20GV5jqyj8/vAs3rl3B8iU/I1PBOcrB0QnzFi5GTTvNA1UA8Tnqf78swI1rV+S+rq2tjeEjx2L4yNEKt1HeNxhN816X+TYVuXL9BhYv/V3xmM/RAT8v+L7UY74fFy/Bles35L4uHvMNx0cfDlNru8kvXmLC518gM7Oo7e86uCJPS+ed1XX12nX8unS5knGeA35e8APs7ErXV4sW/4ar167LfV1bWxsfjRyBjz4cIff1Z3FxGP/ppBLrMTQ0xBeTJ6Fb13fTV5lapu+kHnl47FOdee7LMt+mIleu38TPy1Yqvd5dvGAu7GvaalyHSCTCgl+XKb3eHfvhUKXXu4Vuh97B/1b+qfTat25tF/zzx1KN26sqB1fPt14HyUqYrXi/Jflsf/u3vJtAJWDmCiIiUtvjyCgs+m0ZsoRCGBkZ4sMhg9DEqxFEQhH8Ll7CsVNnEfMsDnMX/oI1y3+DkZGRRvUs/WONZBDfxKsRBvXrAxtra0Q+fYode/YjLv45Nm//D9ZWVujT4wOl22rj0wITRo9U+Lqu7vt5Sox4+gzfrtqMLKEIxoYGGNf/A3h71IdQlI3TQbdwwC8IT+MTMX3JOmxd9DWM1Yx8f52eAVF2DrS1tODj6YbWXg3g6uwAUxMjJL5MwYnLN3Dmym28eJ2G6cvWYcP8aXBzcXxL7/b9JIiOQ/qDx6jevX15N6VSe/LkCX5Z/CuEQiGMjIwwfNhQeHl5QSQUIeBCAE6cPIXY2FjMX7AAf6xYofFx7/cVKyWBFY29vOA7oD+sbWwQFRWF/3btRnx8PP7dtg3W1tbo1bOH3G1Ix05bWVnCtb6rwmCNqojnqMrpyZMn+HXxL5J9bOiw4TL72KmTJxAbG4sFC+ZjxYo/NO43AFi54ndJYIWXV2P0H+ALGxtrREVFYfeu/xAfH49t2/6FtbU1evTsJXcb0vuZpZUVXOu7KgzWqEqeRj7EH799D6EwC4ZGxug/ZDQ8vJojWyhE4MWz8Dt1CPHPorFk4df4aflGGBpplpVK+vPV09dHrdquSEt9hYT4Zypv4+UL8Y+3pmbmaNmmMzw8m6GarR10tHUQ9SQCxw/uRPyzaITeuoqli77BvMVroK1dNWZOfRr5EKv+N7eonwaPgYdXc4iEQgRdPAO/04cQ/+wplvw4A4uWbdK4nyDTTwaoVbs+0l6nIOG5eoHE5hZW8PBqjjr1GqBaDTtYWtlAV1cXL18kIfjGZVwOOA1hlgB/r1wEMwtLNGneRrP2VjBPIyOwWqqf+g0eK+mnKxdPS/pp6Y8z8GMp+ilfTj+lvk5Bopr9JM+Wv5dCkJkBcwsrpL5+VertVVSRTx5jyeIfC/rKCIOHjYSnVxOIhEJcvOCHMyeP4VlsDH5aMAdLVvxVqnPU6hVLJDcXPb2aoO+AwbC2scHTqEjs3bUdz+PjsHPbJlhbW6Nbzz5Kt9WyVVuMGjNB4euVfXzx+Ekkfvp1adGYb+hgNPFsBKFIBL8Ll3D81BnExD7D9wt+wp+/L9F8zLfyT0lgRROvRhjYv694zBf1FDv37CsY8+2EtbUVevfopvJ2V69dh8zMTFhaWiAl5d0FpJQHcV/9TzLOGzF0MBp7eUEoEsI/4CJOnDqN2Nhn+H7Bj1i9YpnGfbVs5SpJYEVjL08M7N8PNjY2iIyKwn+79yAu/jm2btsBG2tr9OrRXe42LC0t0NjLC27166FGjRqwsbaCjo4ukl+8wLXrN3DePwBZWVlY+vtKWFhYoKV3c40/l4qOx76K6XFkFH78bbnk2DdyyEA08WoEoVAEv4uXJde7cxb+gr+W/6pxvyx543p3cL/ekuvd7XsOIC7+OTZt31Xi9e7N4FDMXfQrRCIRjI2M0KfHB2jW2BNWlpZ4nZqK5wmJuHbzNl5V8ePg+0xLu2pmCaT3W+U+kxARUbn485+NyBIKoaOjg99+nI+GUikwmzb2hIO9HdZt+hfRsc+w5+ARjFHzCQ4ACAm7i3MBFwEArVt6Y+GcWdDRET9V4e5aD21atsCkr75BYlIy/tn8Lzq2bQ1TU8VP25qamKB2LWe121HVLft3P7KEIujoaGP1t5/Dq35tyWstGrrCqWZ1/LHzMKLiErD9uB8+HdRTre3r6uhgUJc2mDCgG2pWs5Z5zd3FER2aNUJj1zpYunUfsoQirNhxEH/NmVom7+19FrFoNV7fCEPKjTCIEl/AqJYDujw6X97NqtTWrlsHYcFx7+efFsGjQdGUAU2aNIa9vQM2bNyImJhY7D9wAKNGKr5RrkhoWBj8/P0BAD4+LTH/++8lxz03V1e08vHBF19OQ2JSEjZs3Ij27drC1LT4U0z9+/VFTduacHWtjxo1xCnUe/ZW/gNUVcJzVOW0bt1ayT626Kef0aBBUdrfxk2awMHeHhs3bkBsTAwOHNiPkUqySigTFhYKf38/AEBLHx98//18Sd+5urrBx6cVpn35BZKSErFx4wa0bdde7n7Wt19/1LStifqurpL9rE9v9c6RldG//6yAUJgFHR0dfPvjCri6Fz351bCxN2raO2Lnpj8RF/sUxw/uxKAPP9aonvrujfDx5FmoU98DzrXrQkdHF2t/X6RWcIWNTQ18PGU2OnTtDT092enN6rp6oF2nnvj1h+kIvxeC8HshuOx/Cu27yA+mqWz+Xf97UT8tXIn6xfrJCTs3rxb306GdGDRC037yxITJs1GnfgM4u9QT99OKH9UKrqhR0wFrth6XOzVLXQAtWndClx6+WPjtROTm5GDPtr+rTHDFNql+mr3wj2L9ZGvvhP82r0ZcbBROHNqBgSM+0aie+u6eGD95tnh/Kuinv1f8WOrgiptXAnDjij/MLazQd/AY7Ni4slTbq8g2rPtT0lcLfvof3Bs0lLzm1aQZ7O0dsGXjOsTGROPwgT0YPnKMRvXcCQvBBf9zAIAWPq3x7fc/Ss5R9V3d0dKnDb7+ciKSkhKxZeM6tG7XUe45qpCJqSlqudRW+Hplt0ZmzPcDPBoUTffQtLEXHOzt8M+mrYiOfYa9Bw9j9IfD1a4jJOwOzgdcAAC0btkCC+bOlhrz1Ucbn5b4fPpMJCYl4Z9NW9GhbRulY75Cl69cxaWgq7C0MMeIwQOxdsNmtdtWmaxdt14yzlu8aOEbfdUYDg72WL9xM2JiY7HvwCF8NFJ+ZgllQsPuwM8/AADQqmVL/PD9d1LXUvXR2scHU6Z9hcSkJKzfuBnt27Yptv/Y1ayJXdu2KpwurF2b1ujdswdmzPoWOTk52Lx1W5UOruCxr2L6859NkmPf/36cJ3O926zY9e5RjPmw5MwSbxJf714CIL7e/XHON8Wudyd+NQuJSclYt3mbwuvdlNevseh/v0MkEqGWkyP+9+M8VK9mU6xcv17dkZ2drXY7iYjKS9V4LIOIiN6ZBxGPEBJ2FwDQq1tXmUF8oaG+/eHsJM4+sP/wMeTkKJ8SQp5d+w8CEKeZm/b5Z5JBfCELC3N8Ok6cViwtPR3Hz5xTu4733d3HT3Hz/iMAwICOrWQCKwp91LszatuL0wjuPBmAnJxctero3roZ5nw8vFhghbQRPTrAo44TAODmvUdISSu/dL9VxcMfVyHxuD9EiS/KuylVQnhEBEJDwwAAPbp3lwmsKDR40EA4O4m/xwcOHtLouLdn714A4uPe1ClT5Bz3LDBhwngAQHp6Ok6dPi13O0MGD0a7dm0lN3zfJzxHVU4REeEICw0FAHTv3kMmsKLQwEGD4eQkDkA5dPCARv0GAHv37gEg7rspU6bK3c/GTxA/6Zaeno7Tp0/J3c7gwUPQtl2792o/exxxD/fCbgEAOnXrJxNYUaiP70g4OLkAAE4c3qVxPzVu1gpdew1E7Xpu0NHR7JmQSV/NQ9eevsUCKwoZGBpiwuRvJP9/LdBPo3oqmscP7+F+QT917NZf5oZ9od6+I2Ff0E8nS9FPXs1aoWvPgahd113jftLW1lZ4E6tQXdeGaOjlDQCIehyOLIH8FNiViWr9NKoM+2lQqfrpTYLMDGxZJ07d/eH4L2FqZl4m262IHkY8wJ3QYADAB917y9xcLDRg0DA4OtUCABw5uE/jvjqw9z8A4v1i4pTpxc5R5hYWGDPhMwBAenoazp4+rlE9VcGDiIcICRNPjdqrW1eZm/WFhg4cUDTmO3RUszHfvoMAxH3y5eSSx3wnTp8tcZuZmQKsXiuequezCeNgZlb201JVJOERDxESJr6W6tm9m9y+GjLQt+ha6tBhjfpq9979AMR99cWUSXL76uPxYwGI++rk6TPFtqHKOcndzRVNGnsBAB49fgyBQP70qpUdj30V04OIRwguuN7t3a2L3OvdYb79UKvg2LdPw+vd//YfAiDuk+mffyp3f/ps3EcAlF/vrt+yA6lpadDT08PCOd/IDawopKenp3Y7iYjKC4MrACxYsABaWlqSwVNqaioWLFgAT09PmJqawtbWFr1790ZgYKDMeomJifj+++/RsGFDmJiYwMbGBgMGDMDt27cV1vXkyRMsW7YM/fr1g4uLC4yMjGBkZIRatWph+PDhOHnypNz1oqKioKWlhc6dO0v+1rlzZ0m7C/9t3rxZ7vqXL1/GJ598Ajc3N5ibm8PU1BTu7u7w9fXF1q1bkZqaWuLntHv3bnTt2hXVq1eHkZER3NzcMGvWLLx8qdp8YmfOnMFHH32E2rVrw8jICObm5mjcuDFmzZqF+Ph4pevGxcXh22+/RbNmzWBhYQF9fX3UrFkTnp6e+PDDD7F582aV3oMqCj9r6c/zzJkz6NevH2rWrAkDAwPUrl0bn3/+OWJjS37SQyQSYc2aNejcuTOqV68uaXvv3r2xbds25OXlKVx33Lhx0NLSgouLCwAgPj4es2fPRsOGDWFmZgYtLS34Fzzh+mbZ58+fY+bMmXB1dYWxsTEcHBwwbNgw3L17t9j7/fLLL+Hq6gojIyPY2tpi1KhRePz4sdqfnapiY2MxZcoU1KlTB4aGhrC3t0f//v1x9qz4IvTNffLN9pb0fS/k4uICLS0tjBs3Tmm58PBwfPnll2jYsCEsLCxgZGSEOnXqYPz48bh165bC9fz9/SVt8ff3R15eHjZu3IjOnTvD1tYW2traGDduHEJDQyXlfvvttxI/n1WrVknKv3ncqQguXylKed3zg85yy2hra6N7544AxIPswoG/qgQCAW6FiC++mzdprHDw3b61D0yMxelxLwXJn5eRFPO/GSZZ7t/RR24ZbW1t9GnfAgCQmpGJG/cfvpW2NG9QHwCQl5+PuCQGBFDFEhQUJFnu3k1+ukttbW10LZhzNz09XRKMoSqBQIDg4BAAQLOmTVG9WjW55dq2aQPjguPe5csV7xxR3niOqpyk97EPuslP0aytrY0uXbsCEO9jhcEY6hAIBAgJDgYANG3aDNWqVZdbrk2btpL9LPDyZbXrqapuXLkgWe74QV+5ZbS1tdG+szj7Q0Z6muTmcUXlVKsuzMwtAUCtrBgV2c0rAZLljl3lZy0S91NvAEBGeiruh8mfS7siMTAsSmldFZ5slO6nDl0V70/tKmg/7d66Bi+TE9HAsxnad+ld3s15q64GFZ0HunaTn6FIW1sbnbuKp4NIT0+T3JBUh0AgQGiw+JjZpKm3wnNUqzbtYWwsfjr4yuWLatdTVQRKjfl6dOsqt4y2tja6dekEQDzmKwzGUJVAIMDtEPF4o3nTxgrH5+3atJKMG1QZ823Y8i+Skl+gsWcjdO8qf7xalQRKfSbdP1DcVx90EX8W4r5S/1rqdkjhtVQTJX3VuqivAoPkllGFoaGhZLkqnJPk4bGvYrp8pWi6T2XXu93K6HrXu4mXSte7F4OKT4+Ynp4hyfbYpUM7ODs6qNUOIqKKjMEVb4iJiUGLFi2wcOFC3LlzBxkZGUhMTMSJEyfQoUMH7NkjftIpNDQUzZo1w88//4x79+4hMzMTL1++xOHDh9G6dWucP1889XZkZCTq1q2LmTNn4ujRo3j69CmysrKQlZWF6Oho7N69G7169cLo0aM1jvR8k0AgwMiRI9GuXTts2LABERERSEtLQ0ZGBsLDw3Ho0CGMHTsWy5cvV7iN3NxcjBo1CsOHD8f58+eRnJyMrKwsREREYMmSJfDx8cHz588Vrp+RkYFBgwahe/fu2L59O6KiopCVlYW0tDSEhoZiyZIlcHV1xdGjR+Wuf/HiRTRo0AC//fYbbt++jdTUVGRnZyMhIQF37tzBf//9h/Hjx+PChQty1y+tb7/9Ft27d8fRo0eRkJAAkUiEqKgorF27Fs2aNcP9+/cVrvv06VM0adIEU6ZMgb+/P5KTkyVtP3HiBEaPHo2OHTuqFKBy5coVeHl54X//+x/u3buH9PR0hWVDQkLQtGlTLFu2DA8fPoRAIEBcXBz27NmDli1b4tIlcVqv8+fPo0mTJli1ahUePnyIrKwsJCYmYseOHWjRokWxQIyyEBAQgIYNG2LNmjWIjIyEUChEfHw8jhw5gm7duuHHH38s8zqVWbRoERo1aoRVq1bh3r17SE1NRVZWFiIjI7F582Z4e3vjhx9+KHE7WVlZ6NGjBz7++GP4+/sjMTFRMretl5cXWrQQ35zetGlTidsqLOPm5oY2bSpeytuwe+LvvKGhIVzr1VVYzsuzKKr9zj3F+4k8DyIeSS5QGzcq/vRqIT09PTRwqy9Zp6yOne+L4AdPAABGBvpwr+2ksFyzBvUkyyHhT95KW0TZRX2nXcKTIkTv2p074vOhoaEh6tevr7Ccp2fRU6d376l3Dg0Pj5Ac9zw9Gyksp6enB3d38dNe4RERPO69geeoyunuHfHNjre5jwFARHi4pO8aeRZ/SryQ9H4WERHOvisQfk9808LA0Ai16xV/Sq6Qu2fTYutUZDk54u9EVZkL+MFd6X4q/nRwoQaNpPrpvvrBSu/S65SXuBcqDiwwM7eEmblFObeo9MLvBgNQpZ+aSZYj7leM/elR+B2cPbkfurp6GP/57PJuzlt37454/zA0NETd+q4KyzX0bCxZvn9PvZv4APAw/L7kHNXQ00thOT09Pbi6i7OoPYx48N6eo8Luqjbma9yoNGO+h5I+8WpU/Kn9QuIxn6tkHWV9cj88AkdOnIKeri6mTZ6oVnsqq7C7RddSrvXrKSznJXUNdPeuun0VIdVXyq+lGhQ86R9eQl8p8iolBSEFQTcW5uYwN6+amXt47KuYQlW83m3sWXSdeufeA7XquC91vVvysU/x9W7gtRsQikQAgI7tWkv+npkpQGxcPF6lvFarXUREFUnZ5AOsQoYOHYrY2Fh899136NmzJ4yNjXHp0iX88MMPSE1Nxccffwxvb2/07dsXAoEAP//8Mzp27Ag9PT2cPHkSP//8M4RCIcaPH4+HDx9CX78oBWlubi709fXRo0cPdOvWDR4eHrC2tsbLly8RERGBP//8E3fv3sW2bdtQp04dLFy4ULKug4MDwsLCcP36dUwoSFO7ceNGyQ3bQo6OjpLlvLw8DBgwAGfOiNOc1a9fH5MnT4a3tzeMjY0RHx+PwMBA7N69W+lnMn/+fAQGBsLX1xdjxoxBrVq1kJCQgD///BPHjh3Do0eP8NVXX2Hnzp3F1s3NzUW/fv3g5+cHLS0tjBgxAoMGDULt2rWRnZ2Na9euYdmyZYiOjsbgwYMRGBiI5s2L5qoTCoUYMWIEUlNTYWZmhs8//xydO3dGjRo1kJ2djadPnyIoKAj79u1To5dV988//yAwMBAdO3bExIkT4erqipSUFGzduhVbt25FUlISJkyYIPO0XaH09HR06dIFT56Ib0T6+vpiwoQJsLe3R2RkJFavXo2AgABcunQJffv2xcWLF4ul2JLe1uDBg5GVlYW5c+eiW7duMDY2RlhYGOzs7GTKZmZmYuDAgRCJRPjll1/QsWNH6Ojo4OTJk/jll1+QmZmJ0aNH48yZMxg4cCDMzc3x448/wsfHBzk5Odi3bx9WrFiBV69e4eOPP8aVK2X3pGVUVBT69euHtLQ0aGtr47PPPsOQIUNgYWGB0NBQ/Prrr/jhhx/g7e1dZnUqM3/+fCxatAgA0KZNG0yYMAENGzaEnp4ewsPDsXr1agQFBeHHH39EtWrV8MUXXyjc1uzZsxEaGor+/ftj3Lhxkv2kMKPKJ598guvXryM8PBxBQUFo3bq13O2EhIRIst8U7usVTXSM+Kk+B7uaCr+zAGQikqNj1JvP96lUVhinEiKbnRwdcON2CHJzcxEbFw8XZ/lBAmF37+GTL75CfHwC8vPzYWVpCXfXeujcoR3atmpZYurHqigyThwY52RbHbpK+tKlYFoQ8ToJb6Uttx6IpyfR0dGGo638JxWIyktMTAwAwN7eTulxz0lqHBYdHaNWHdExReWdHBUHOxXWc+vWLeTm5uJZXBxqOTurVVdVxnNU5VS4j9nZ2yvtN0epfSMmOlqDeorWKWk/c3R0kuxncXHP4OxcS+36qppnMVEAgJp2jkqnFrB3LPqsCtepqKIeh0OQKZ6OzN6havRxXGwUAMBWjX6Kq4D9lJ0twqsXybgTcg1H921DRrr4uqpHv2Hl3LKyoUk/VYT9KScnBxtWL0Z+Xh76DBkLe0eX8m7SWxdbcO6oae9QwjmqaDwWE/1U43oAwMFR+djO0dEZwbduIDc3F/FxsXBydpFb7t6dUEyb/Amex8chH/mwtLRCfVd3tO/YBT6t21bq8UXh+K2kMZ+TU9H4/KmaYz7pMaKz1DhfHmdHB9y8HVwwPo9HLTljvpycHCxftQZ5eXkYMXSQZMqSqi6m4HO0t1PjWipGvWupGKm+cirhc3VydMTNW7fVupYSZWfjxYsXuB0cgt179yGt4IE33wH91GpnZcJjX8WkyfWu2se+WOljn/LrXWcl17v3wyMkyw3dXXHt5m38u2sv7t4Pl/zdxtoKndu3xaihg2BhUTUDlYioamJwxRuCg4MREBAAH5+i9Oje3t5wdXVFnz59kJaWBh8fH+Tn5+PatWuoW7coQrBly5aoVq0apkyZgujoaBw7dgwDBw6UvG5nZ4eoqKhiN8MBoGvXrpg0aRImTJiAzZs3Y9myZZgxYwYsLMRPZOjp6aFRo0ZITk6WrFO7dm00UhKNu2rVKklgxcCBA7Fz504YGBjIlOnTpw8WLVqkNPNEYGAgfvrpJ8ydO1fm7z179kTPnj1x+vRp7N27F3/88QeqV5e9IbZixQr4+flBT08Phw4dQq9evWReb9WqFUaPHo327dvj7t27mD59Oi5eLErtdfnyZcTFxQEAduzYgb59ZdNl+vj4YNiwYViyZAkyM8t+3tXAwEB8+umn+Pvvv2UGXl27doW+vj7Wr1+PK1eu4Pbt22jatKnMugsXLpQEVnz//feSm/gA0Lx5cwwePBijR4/G9u3bERQUhHXr1uHzzz+X244XL17A1NQUly5dQuPGRRHBbwbXAEBSUpLc76ePjw+qV6+OKVOmICoqCm3atIGtrS0uX74s029t27aFrq4ulixZgqtXr8p9b5r6+uuvkZaWBgDYtm0bPvzwQ8lr3t7eGDp0KNq3b48bN26USX3KXL9+HT///DOA4v0DiPtoxIgRGDt2LLZt24a5c+di9OjRsLS0lLu90NBQzJs3T2HmjQ8//BAzZsxARkYGNm3apDC4YuPGjQAAXV1djBkzRsN39/aIRCK8LggYqWajeJ48ADAzNYWhoaE4I0qyetM8JCUVHeuUzccHADWk0j0mJScrvHEVn5Ao8//PExPxPDER/pcC0aiBO76fPQPVS3hPVYlQlI2UNPHNhBrWyp/+MzcxhpGBPgRCERJepJR5Wy7dvouH0eJjfWtPd5gaG5awBtG7I3vck59etpCZmZnkuJckNWZTRXJykmS5moI0toWqV5c67iUlMbiiAM9RlZNIJEJqqvipJXX2Mel9RlXS+2VJ+1k1qfFxUlLSex9cIRIJkZaaAgCwtlEeBGlqag4DQyMIswR4kZyotGx5O7hni2S5VXv5qcorE9l+qqG0rIlMP72d4Fl13Qu7iZ/nTlH4etuOPdB30EfvsEVvh6b99LIC9NOx/dsQ8/QRatR0wICh48q7OW+d7DmqhGOf1DnqhQbnqGSp46WitPiS16XOUclJSQpvMCY8l52CNzHhORITnuPyRX808GiEmd/Og00JdVVEMmO+EsZi0mM+6TGcKhJlxg3K65EenycmJcsNrti9/yAio57CrqYtRg0bolZbKivpvipp3GxmZqrxtZQ643PpKUOSkpIVXkuFhIbhm+/myn0NALp06oihgwep1c7Kgse+iklmf7KxVlpW5tin5vVuotRUvdWrKa9Hen9LSn4hc71bGNRhYmKMY6fPYd2mf4ut/+LlK+w9dBQBl4Pw28LvFV4vUyWnzQkUqOrht/oN06dPlwmsKNS7d2/UqiX+QS0pKQk//fSTzI3rQuPHj5fMuyYdJAAAJiYmcgMrCmlpaWHZsmXQ0dFBRkYGzp49q/H7yMvLw5IlSwCIs15s3bq1WGBFIW1tbdjb2yvcVvPmzTFnzhy57Z0xYwYAcfT1m9kbsrOzsWzZMgDA1KlTiwVWFLKyspK09dKlS3j06JHkNemgjw4dOihso66u7ltJw2ZnZ4dVq1bJjWidOXOmZPnNvhYKhVi/fj0AwMPDAwsWLCi2vpaWFtasWQObgh/KV69erbQts2bNkgmsUGbRokUlfj+TkpKwatWqYgExAGSCPN58b5qKj4/HoUOHAAB9+/aVCawoZGZmhnXr1pVJfSX57bffkJeXh+bNmysMiNDW1saqVatgYGCAtLQ07N27V+H2XF1dlU4fYmZmhuHDhwMAdu3aJTcYSCQSYceOHQDEx5yaNWuq85beiUyBQLJsZFTyDXBDQ/FxJysrS816isobGSqvp7AOABAIitejq6uLNj4t8MWkT7D8lx/x98qlWPbLQnw8ZpTkpted+w8wa96PSM/IUKudlVlmllCybGQo//wgzchAv9h6ZeF1egZ+2yzet3S0tTFpqPy5wYnKi+xxz0hJSbHC82yW1Hoq1ZOp+vFVeo7fLDnHvfcVz1GVk0BQNCZSZx+T93mWWJfU+MuwhLq4n8nKkuonAyPjEssbFHx+wqyyD4AvK9cu++HaZT8AQO167mjZpvLPey/dTyV9xwHAwKDgnJWl3jnrXateww6zF6zA5K8XQk9Pv+QVKrjK2k/P42JwcLf4YYCxE7+BvkHVD4gWqNtXhkYF66nfVwKpsWBJdRlInaPk1aWnq4eWrdrgs8+/xE+//Y7lq9Zh0a/L8dHYT1Ctujig5/69O/hh7ixkZCiecraikhnzGaoydhCPxwRqjvkEMvWoPj6XV8+zuHhs+0881fQXn3+m8Dfaqka6r1TZhyR9pebYS6aeEr4TMuNzNb8TAGBrWwO//LgA337zNfT19NRevzLgsa9iUvd616hMjn2qXzO9ud+mpok/Y5FQhH82b4Oenh4+HTsKuzb/jVP7d2LD6t/RvUtHAOLAjHk//abRd4iIqDwwc8UbRowYofA1Ly8vPH36FFpaWhg2TH4qSiMjI9SvXx9hYWGSrAWKZGdnIyEhAWlpacjNzZX83cbGBomJiQgJCcHgwYM1eh/BwcF49kycJurTTz+FqampRtsBgJEjRypMlyU9hceb7/fatWuIjxdHiir6vApJB04EBQWhXj3xHHzSwSibNm3CtGnT1Gt8KQ0ZMkThBY+bmxtMTU2Rnp5e7L3fvHkTKSkpAIBx48YpTNNlbm6OYcOG4a+//sK9e/cQHx+vMABn1KhRKrVZ1e+nlZUVunfvLrdc7dq1YWZmhrS0tBK/x6ry8/OTfM/Hjx+vsFzLli3RsGFD3L2r/jzaqsrOzsaJEycAiPtYWTo4S0tLeHp64saNGwgKCsInn3wit9zw4cOVpmMDxFODbNy4Eampqdi/fz8++kj2qasjR45IstNU1ClBRKJsybKebsmnEH1d8YVm4Rx7KteTXVReV095PXpSF7Py6lmz7DeYmpoU+3sTz0bw7dMLC39dghu3QxAdE4utO3dj8ieKv59ViTBbvb7UK+gH6fVKKzcvD/P+/BfxyS8BABN8u8Pd5f1IjUqVR7bUcUVXpX2lDI57JdQje9wr24CnyoznqMpJut/U2cdEGnz3uZ9pTu1joa74Brgm/fQuPIuJwt8rfwIA6Osb4POv5lfqFNGFZPup5Bs+hYEK2cKK0U916nvg11XbAQA52dlITnqOW9cu4pLfSfz9x08YOvIzdOrev5xbWXqa9pOonPtp01+/IVskRMu2XdG4ufxMjFWNSMNx4Ns/RxUFGcmr638r1sj9HdDTqwn69PPFb78sQPCtG4iNeYpd27diwmeT1W5vedJ87KDmmE+6npLGfFLtkNcnK/5cC5FIhA7t2qBl82ZqtaMyk/7MVfvdQbN9SJ16ZMZ4So6rrq718fefqwCIf0dMTErClavXcPa8H5au+ANjPxqJXj3k/65a2fHYVzGpfezT+HpX9WOfvtTrb9aTVbB/ZefkAAC+m/EFOrVrI3m9di0nfPvVF9DX08fRU2fwLP45Dp84jeGDBqjVXiKi8sDMFW9wdXVV+FrhdADVqlWDlZVVieUKpz+Qlp2djT///BOtWrWCqakpnJyc4OHhAU9PT8m/xERxOqxkNVOgSbt9+7ZkWVnGB1W4u7srfM3auig11JvvV3pqh9atW0NLS0vhP+mBj3S2inbt2qFOnToAxFlFWrZsicWLFyMwMFDtiyJNKHvvACTfgzff+507dyTL8jKhSJN+XXo9aaamppLPoSTVqlWT6Zc3FX4/69WrV2JQASD/e6yJsLAwybK86UyktWzZskzqVOTevXuSzBHfffed0u+mlpaW5LusbPocLy+vEutt3bo1GjZsCEAcLPSmwr/Z2tqiT5+K+fS+vn7RRWjh4FgZUY54QG6gr94TZvpSF0w52crryZYa9MurR95Nq0LGxkaYN/trmJuZAQCOnTors72qzEBPvb7MLugHgzJ8MuPXTXsQGHofANCuiQc+GdijzLZNVFb0pI4rOSrtK2Vw3CuhHtnj3vvx1JsqeI6qeJKTkxEVFSX3X+G1jnS/qbOP6Wvw3ed+Jt/LF4mIefpY7r+XL8TXpmofC3PE12qa9NPb9upFEv63YAYEgkxoaWnhsy/nwNG5dnk3q0Tq91PJx4vsghsaehXkCWpDQyM41aoLp1p1UbueO1q07oSJ0+Zh9sIVyEhLxT+rf8H+/zaUdzOVepv9pF+O/XTh3FHcDbkOI2MTjP7kq3JrR1l6kZyEp1GRcv8VprbX13Ac+PbPUUW/h8mrS9kDVkbGxvjmu/kwK8j+evrk0Uo3vtB87KDmmE+6npLGfFLteLNPTp09j9shoTA2NsbkTz9Wqw2VnfRnrtrvDprtQ+rUIzPGU3JcNTI0RG2XWqjtUguu9euhXZvWmPnVNCxetBBpaWn4/Y/V2LbjP7XaWRHw2PceHfs0vt5V/dgnknr9zXqkt+Ph5ioTWCHt4zEjJQE65y9cVqutRETlhZkr3mBsrDjFqXbB3EDKykiXk85GAQAvX75E9+7dcfPmTZXaUpo0SNKBGcqmIlGFKp8JUPz9FgaJqEt6ugQ9PT0cOXIEQ4YMwf3793H9+nVcv34dgDgLQ8eOHTF69GiVsgZoojR9XcjW1lbpNqSnfpBeT1phoIMqVG2zpu9NU69evZIs16ihfF7Zkj6z0iqL7+ablAVcSfvkk0/w1Vdfwc/PD1FRUXBxcQEgnjbl5MmTAIAxY8aUGIEsFAqLRdgLRSK1B8zqMpZK0adKmsasgikkDEtIoVm8HuUpNeXVAaiWFu9NpiYm6NyhLQ4dO4msrCxEPHqMhg2UB1ZVBcYyqTBLfrpAIBQVW680Vv93BAfOBwIAmrjVwa/TxkOHc/BRBSR73Ct5bFY4xYQq6VNl6jFW/fgqPY2FoQbHvaqK56iKZ+vWzTinYKrDrh98gBkzZsJIaooJdfYxTT5PI6nxb0lT97xP+9nurX/jwvnjcl/r0KU3Jn01D4ZS/SQUKB4TS8oUfH4GhiVPIfIupae9xuL505GUKM6wOObTr9CmY+V46nT3v2txUUE/te/SG5Omz5fpJ1WmpxIKC85ZKqTVL0+NGrdAj37DcHT/Nuz/bwNatesKe0eX8m6WXHv+XYuL54/Jfa19lz6YWAn7KfX1K+zY+AcAYMioibCyqXzz1MuzbetG+J09Jfe1zh/0wLQZs2XOUSr1VcHULapMc/UmI6mxYEl1CaXOUZrUZWJiivYdOuP40UPIysrC44fhcPdopPZ2yovMmE+F6XIKx2MlTe3xJiOZelQfn0vXk/L6Nf7euBkAMP6jD1HNRvHDUFWRdF+psg9J+krNsZdMPSV8J2TG52p+JwCgaZPGGNi/H3bv249tO/9Dh/bt4OxUeTJw8thXRY59KlzvCsrk2Kf6NdOb+610e1s2b6pwGxbmZnCrVxd37j/A48go5OTkqJSZg4ioPPEo9Q5NmzZNEljh6+uLCRMmwMvLCzVq1IChoaEki4CzszNiYmKQn59fJvWWV3pT6Zvy/v7+sLGxUWm9N2+8e3h4ICwsDEeOHMGRI0cQEBCAx48fQyAQ4OTJkzh58iSWL1+O48ePl3jTvjyU9Pmr0s9vI3DkXZN+n2XxmZSG9HdzyZIl6Nmzp0rrmZgofrpU1T4aPXo0vv32WwiFQmzZsgU//PADAGDr1q2SdqkyJcjixYuxcOFCmb99NfVzzPji7aa009fXh4W5OV6npiL5xQulZdPS0yWD7BrVVNv/C1WXKp+U/AJu9espLJsoFUxWvWB+enXVcnKSLCe/kB/kVNUY6OvB0swEKWkZSHz5WmnZ1IxMSXCFrY1lqevefOQsNh8R32xzd3HEipmfwfAtBwYRaUr2uKc8q1haWprkuKfu8aiaVPnk5GS4utZXWDYpSeq4V71q3OAoCzxHVU76+vowN7dAauprtfaxatXU/+6/uZ/VV5K1MDkpSbLM/Uz8dKCZuSXSUlPw8kWS0rLp6amSH9ltqlWc6zNBZgZ+/eErxEaLpz0c+tFn6NFvaDm3qmzJ9pPygPIMmX56u8HtZaG5Twcc3b8N+Xl5uB7ojwHDxpV3kzSmaT9Zl1M/+Z8+hPS01zA2MYOpmQWCLpwuVuZx+F2Z5cLU7R5e3rCwrLw3k2XPUSUc+6TOUTYanKOk10lOTkI9VzeFZaXPUdU0PEc5OrtIll+UcP6taGTGfMmqj/mqV1dvLFbdRnrcoHzMJz0+ryFVz/FTZ5GamgZTExOYm5nBL+BisXXvh0fILBc+7d2ksSes1HjYqiKS7qukkvoqLb0U11Ky43PX+kqupaTH52p+Jwq1buWD3fv2Iy8vD5cDA+E8XPl02JUNj30Vk8z+VMJ1ocyxr1TXuy/hpnh3ktmv36ynejUbILxwWflYoHp1G+A+kJeXh9S0NFir+BAjEVF5YXDFO5Kamopdu3YBAEaOHInt27crLCv9hL+mpH84jIuLg5ub4oHJ2yIdTKGvr49GjTSPBNXR0YGvry98fX0BiJ/yP3HiBNasWYObN2/i5s2bmDhxIg4cOFDaZpcJ6Wk5nj9/rnS6mYSEBLnrVTXS7y0hIQFOUjcK3qQss4R0tpS8vDyldWZkZMj9u/R3Mzs7u1TfTXXZ2NjA19cXu3btwubNmzF/vnh+582bNwMQTx1S0nQ0gHg6kxkzZsj8LSn60dtocjHOTg4Iu5uKZ/HPkZubqzCwJDr2mdQ66kXxS99IipHajjyFr+vo6MDBrqbSsork4+0G9FRUte1r4nb4Y8QkJCEnNxe6CvoyKi5Bap3S/ai758xFrP7viGRbq7/9HKbGFftpSSInJye8vnsXcXHxSo97MbGxkmVnZ8XnOXmcnZylthMDQPFc5oX16OjowL6UGcqqGp6jKpYZM2ZixoyZJZZzcnLC3buvER8Xp7TfYmNjitZxdpZbRpk39zPFe1lRXTo6OrCzs1e7rspk0lfzMOmreSWWc3BywYO7wXgeH4vc3Bzo6Mj/OSEu9qnMOhWBSJiFpYu+wZOH4unI+g4ahYHDx5dzq9Qzafp8TJo+v8Ry9o4uCL8XjAQ1+sm+gvSTMuYWlpLl5CTF0zWWt4nT52PiW+qn8tqfCtOmZ2ak4a/lP5RY/tzJ/Th3cj8AYM7PaypscMW0GbMxbcbsEss5Ojnj3t0wPI97VsI5Klqy7ORcS+32ODkVrfNMalvK6tLR0UFNOwe16wIAvOWHWt42ZydHhN29V+KYLyamaHxeS90xn3NR+ejYWLSF4ml/o6XGfPZSY77C/Sc9IwOLl60osc6jJ07h6AlxVoGlvyyq9MEVAODk5IjXd+8hLl6NayklvxnKI33tFRMTq+xSqkyupSwtLCTLCYnKgw8qGh77KvuxT/3rXbWPfU7Sxz7l17vRSq53XWo5IeByEAAgt4Tf8PNyi17X0a78D5mSrPJ6+JvobWL+7Xfk4cOHkgH1iBEjFJYLDw9Henq6wtdVPRA1a9ZMsnzhwgUVW1m2mjYtSvd0+nTxJxtKw87ODhMmTEBQUJDkvR49erRUU6mUJemb9VevXlVa9tq1a3LXq2o8PT0ly4VTuyii7HWzgnnHAeWBSC9evJCZHkdaw4YNJfMHlvV3UxWffPIJACAqKgr+/v4IDAzEgwcPAKiWtQIQzwtpbm4u8+9tTwlSqJFHAwCQpCdXJDSs6OmlRmqmMHerXw96BSngQu7cU1guOzsb98MfFq0jNZ+fOp5GF13E21ThIKc3NXETzy8uEIrwIDJGYblb94sCdxq71tG4vmMXr+N/W/YBABxq2GDNnCmwNFM8JyZRRdGwYUMA4uPew4cPFZYLCwuTLHt4eKhVh6trfclxLyzsjsJy2dnZknOGq2t9jY97VRXPUZXTu9jHAKC+qyt0dcX9cEdqW2+S3s/qu7pyPyvg6uEFQJz6OfJRuMJyD8JuF63TwOutt6skOTk5+H3xHNy/I25X114DMXL81HJu1dvj5tEYQGE/PVBYrvDzACpGP5VEOmOKQQWfxkQVrir3062idSpBP1VFDRqKf8sQp5CPUFjubliIZNndo6Ha9dR3dZeco+6GhSosl52djYgH4kCxeq5uGp+jYqKLAnesrTV7er88qTrmC7lTNOZr2KCBWnW41S8an4dKbedN4jFfRME6mo/5qqpGDcVjtqysLEQ8VPxQUKjUNZCHR2n6Svm11P0H4UXraNhX0lnyNJmqrjLgsa9i8vQQX7uWeOwLK7pObdhAvYdu3aWud0s+9hVe79Yt1ideDYuu1+LiE6BM3HPx6wb6+jDj74REVAkwuOIdycnJkSxnZiqeo3bt2rVKtyM9J7RQKFRYrnHjxpLMAOvXr1casPG2tGvXTpKtYO3atUhNTS3zOvT09NCxY0cA4s84JSWlzOvQRPPmzWFZEF2+ZcsWmWkopKWlpWH37t0AxD8Q21Xhp087d+4siabdsmWLwnI3btzAHSUXQlZWVpLP9saNGwrL7dy5U+FrxsbG6Nq1KwDxlDXSAS7vQteuXVGnjvgG9aZNm7Bp0yYA4mlHhg8f/k7bool2rVpKlk+e9ZNbJi8vD6f9AgCI54tv4qVe4JCxsRGaNhZfyN0KCVWYPvJi0FVkFBxT27VuKbdMSdIzMuB/8TIAwNDAAK7162q0ncqoo3fRD7SHA+QHguXl5eHYRXHAk5mxEbw9lOQDVOL89RD8uG4H8vPzYWttib/mTEF1K4uSVySqANq0biVZPn3mrNwyeXl5OHfuPADA1NQEjb3UuwFibGyMJk2aAABuBwfLpKuVdjkwUDKWbNO6jVp1vA94jqqcWkl9l8+ekR/4mpeXh/PnzgEATExN4eXVWO16pPez4ODbSE6W/6RhYOBl7mdyeLfqIFkOOHtUwfIeiAABAABJREFUbpm8vDxc9DsBADA2MYOHV/N30jZF8nJzsXrpfITcFD81165zT0z4/JtybdPbJtNP547JLSPup+MACvrJs3z7SRVXL5+XLDu5VP5joXerjpLlC+cU70+XpPqpgaf3O2nbmwaP/BTbDl9V+u+zaUXZbz6bNk/y98rw3SqJT+u2kuVzZ07KLZOXlwe/c2cAiM9Rnl6K55ZXxMjYGF5NxOuFBN9UeI66EngRmZniLJ2tWrdTux4AyMhIx6WL4nGSgYEh6inJtlpRtZUa8506c05umby8PJw57w+gNGM+8Zj+VnCowvH5pcArknFD29ay2S3GjhqBs0cPKP33zfQvJOW/mf6F5O/qtreiatNK6lrqrOK+Onte/J0U95Wn3HKKiMd44rHh7eAQJX0VVDTGa9NKbhlVXLh0WbJcu5aLxtupyHjsq5jaqni9e0bqerdpKa53b4aEqXi9Wzyzj1fDBrC0MAcAXL5yTeE04PHPE/A4MgqAOBBEOms1EVFFxSPVO1KvXj1J1omtW7fKLXP06FGsWrVK6Xakb74/fqw4OlFbWxvffCP+0Sg2NhZjxoyBSCSSWzYvLw9xcXFK69WEoaEhZs4UpwF+/vw5RowYoXCaBkAcaLB69WqZv128eBGPHimOahaJRAgIKBgsmJpWmPmQDQwMJNkJ7t69i4ULFxYrk5+fj6lTp0qyK0ydWnWfngLE390BAwYAAA4fPiwJKpGWnp6Ozz77rMRtdegg/sHw0KFDcveD+/fvY/585alY586dK9knR4wYoXR/ys3NxY4dOxArlaKwNLS0tCQZKvbt2yeZMmjo0KEymTkqKnfX+vBsKH6K4MSZc7j7oPiTi3sOHkZ0QfrNQf37QFdXNs3tybPn0bXfYHTtNxhbduySW8+wgeLvS25uLv5Y+0+xIKXXr1Pxz+Z/AYgvFnp3/6DYNq7dvK00EC0zU4BFvy1DaloaAKBXt66S+U3fB43q1kJTN/GP04cCriD0YWSxMtuO+yGyYFqQET07QldXNj3fkYCr8B41Dd6jpuHvfSfk1nMl9AHmrt6C3Lw8WJub4s/vJsO+unpzPhKVJzc3NzQqeLL+1OnTuHf/frEy+/YfQHSMOAPMgP4Dih33Tp85g569+6Bn7z74d5v86eEGDxoEQHzc+3PNGjnHvdfYuFEckGdqaoKePbqX7o1VQTxHVU5ubm5o2FD8o9/p06dw/37xjCAH9u9DTIw4FbC8fQwAzpw5jT69e6JP757Yvu1fuXUNGjQYgLjv1qz5U+5+tmnjRgDiH4m79+ip+RurYuq5NoR7wyYAAP8zRxDxoHj2j2MHd+BZTBQAoGf/YXL7KeDsMYzs1xoj+7XG3h3r31p78/Pz8c/qxbh2WfzDc8s2nTFp2vdVPi1tXdeGcPNoAgAIOHMYD+X00/GDOxBX2E/9FPTTuaMY1b8VRvVvhX07/nlr7Q0MOI3MDOUPg1y5dBbnTx4EABibmKJ5y/ZvrT3vimr9tF3STz36DZfbTxfOHcVH/X3wUX+ft9pP7zNXtwbwKHiC++zp43hwv/hTvIf270ZsjPhp6L79B8ntq3NnTsK3dxf49u6Cnds2y63Ld9AwAOJz1Lo1K4udo1Jfv8bWjesAiM9R3Xr0KbaNWzeuKR1fCDIzsWTxj0greADqgx69oKf3brJgliV3N1d4FjwVfeLMOdy7XzwDzJ4DhyRjvoH9+xbrl1Nnz+ODvgPxQd+B2LL9P7n1DB0kNeb7a13JY74e3Ur3xqogdzdXSfaKk6fPyO2rvQcOSq6lfAf0k3MtdQ7d+/RH9z79sXX7Drn1DBnkC0DcV6vXrJXbVxs2iR/2MjUxQa/uxa+l/PwDlP52DQABFy/h2AlxsIGJiQlatdIsiLqi47GvYmogdb17/Mx5ude7uw8ewVPJ9W5vOde7fujSbwi69BuCzQqvd/sDEPfJSgXXu+s2bwMg3p/6dO9abBs6OjqS7cQ8i8POvQeLlcnJycHKv/6RTP3drxd/4yCiykH+pI5U5mxsbNC7d28cO3YMx48fR8+ePTFx4kQ4OzsjMTER+/btw+bNm1GnTh2kpKQgKUl+lKazszMcHR0RGxuLpUuXwsHBAW5ubpKTpK2treTm7JQpU3DkyBGcOXMGBw4cgKenJyZPngxvb28YGxvj+fPnuHLlCnbu3ImRI0diwYIFZf6+Z82ahXPnzuHcuXM4ceIEPDw8MGnSJLRu3RqWlpZIS0tDeHg4/P39cfDgQRgaGsoEGZw7dw6LFi1C+/bt0adPH3h5eaF69eoQCASIiIjA2rVrceuWOE3mJ598IncQV17mz5+P/fv348mTJ1i0aBHu3LmDCRMmwN7eHpGRkVi9ejX8/f0BAK1bt1YpqKCyW7ZsGc6cOYO0tDSMHDkSAQEBGDJkCMzNzREaGopff/0VERER8Pb2VpqVYvLkyTh8+DAEAgE6deqEBQsWoGnTpkhPT8fZs2excuVK1KhRA7q6ugr3pbZt22L+/PlYuHAhIiMj0aRJE3z88cfo3r077OzsIBQKERUVhaCgIOzduxdxcXEICwuDo6N689QpMn78ePzwww8ymWxUnRKkIpjy6QRMmzUXQpEIs+f/iJFDB6OJZyMIRUL4XbiMY6fEkeuODvYY6ttfozqaNvZE5w5t4XfhMgKvXses+T9icP++sLG2QuTTaGzfvQ+JSeLgpE/GfgQz0+Jp4/7bewC/LFuB9q1boZGHO+xr1oSRkSHSMzJw70EEjhw/hcSCACcnB3uMGTlMw0+k8vp6zCB8vHAFhKJsTP31L4zv3w3eHvUhFGXj1JVbOHA+EADgbFcDH/XurPb2wx5GYeaKDcjOyYWujg5mfDQQObm5eBSjOKjP1toSZibGGr8nAqzaNodJXWfJ/+vbWEmWTerWguOYgTLlY7ceeGdtq6wmTZqIr2d+A6FQiLnfz8PwYcPQuLEXREIh/C9cwImCH9gcHBwweNDAErYmX5MmjdGxYwcEBFzAlStXMWfu9/D1HQAbaxtERUVh565dSCw4r40fN15hQN7jx4/x+MkTua+9evUKp8+ckflb+3btYGRU+VOsF+I5qnKaOGkSvpn5NYRCIeZ9PxfDhg2HV+PGEApFuHDBHydPiAP4HBwcMLAgQEITjZs0QYeOHXEhIABXr1zB93PnYICvr2Q/27VrJ5KSEgGUvJ89eSI/OPfVq1c480YGjnbt2leJ/WzMp9OxYNZEiERC/Dp/OgYMHQMPz+YQiYQIunAG508dAgDYOTijj++HGteTJcjE1cuyT+M9jy8KdL56+TzMzC0l/1+rTn241JF9+nD7xlUIOCvO3OBUqw4GDB2LZ7FRSut1qlX5MyIAwJhPv8LC2Z+J++mHaeg/ZKykn65cPIPzpw4CEPdTb9+RGteTJcjE1cDzMn9LkOqna4F+MDUvylRWq7ZrsX46f+oANqz5Fc19OsC9YRPYOdSCsYkphFkCxD+LxrXA8wi+IR6PamlpYfQnX8HUrGpkPxv96Qz8OPtTiERC/PbDlzL9FHTxDPwK+qlmGfTTtWL9VDQl4LXAN/an2q6oVafyPc37Nn0yaSq+nfklREIhFnw/C0OGjYJn4yYQCYW4eMEPp0+Is4/YOzhKbhJqwqtJM7Tv2BkXA/xw7UogFsz9Bv18B8PauhqeRj3Bnl3bJeeoMeM+hamcc9S+PTvx+5Jf0KpNOzRo6ImadvYwNDRCRkY6wu/fw8njh5FcsA0HRyeMGDVW4/aWt8mffYzps76DUCjC7PkL8eHQIWji1QgikQh+Fy7h2EnxudjRwR5DCwJj1dW0sRc6d2gHvwuXEHT1OmbPW4BBA/rBxtoakVFPsWP3Xsn4/JNxo+WO+QiYPPFTfPXNbAiFInw37weMGDYETbw8IRSK4H/hIo6fPAUAcHRwwJCBvhrV0bRxY3Tq0B7+Fy4i6Oo1fPv9fAwa0B82NuK+2rlrt6SvJowfK3fqgWMnT2HF6jVo08oHno0awtHRASbGJsjKykLss2e4eCkQ1wp+r9TS0sLnn30C80rwkJSmeOyrmKZ+Oh5fzvoeQpEIs+Yvwqihgwqud0Xwu3AZR6Wud4dpeL3bTOZ69wa+mb8Ig/v3QTVrKzx5Go3tu/dLrnc/HTtK4bFvUL/e8LsYiIePn2D91u2Iio5Bt84dYGFujrj459hz6IhkahEf72boUIqMMkRE71LFuRP9Hvjrr7/Qrl07REdH49SpUzh16pTM687Ozjh48CB69+6tdDtz5szB5MmTERkZCV9fX5nXNm3ahHHjxgEQZ684ePAgxo4di7179yIiIgLTp08vw3dUMh0dHRw5cgSTJk3C1q1bER0djTlz5igsX6NGjWJ/y8vLQ0BAgCRDhTyDBg3C4sWLy6TNZcXMzAznzp1Dr1698ODBAxw4cAAHDhS/edW2bVscPnxYMmVGVebi4oLDhw+jf//+SEtLw5o1a7BmzRqZMj/88AMA5VN+9OjRA19++SX++OMPxMbGSrKEFHJycsKhQ4dK3JcWLFgAS0tLfPvtt0hPT8fKlSuxcuVKuWX19fVlpuUpLXt7e/Tq1QtHj4ovRFxdXdG+feV5Aqt+3Tr4fvYM/LrsD2RkZmLD1uJPYTs62OOX+XNgbKz5jYRvvpyCzEwBrt64heDQOwgOlZ0yRltbGx8NH6I0sjktLR3HT5/F8dPyU/kD4nkA53wzvUpfFCvi7uKIxV+Mw7w1/yJDkIU/dxdPS+xsVwMrZ34GEw3mEg0MvY8soThzUk5uLr5fI/9JYmk/fDYS/ToWTylIqnOaMAROYwbJfc26bXNYt5VN0czgipLVq1sX3307G/9bshSZmZnYLGeKKwcHByxauADGxpoHB82YPh2ZmZm4fv0GQkJDERIqO++strY2PhwxAn1691K4jcCgK9i+Q/4TXbGxsVj++wqZv3l5eVWJm76FeI6qnOrWrYfZ336HpUv+h8zMTGzZsrlYGQcHByxYuKhU+xgATJ8+A5mZmbhx/TpCQ0MQGhoi87q2tjZGjPgQvXoXfyqu0JWgQOzYIT8LTWxsLFb8vlzmb1VlP3Op64YvZi/CmmULIcjMwK6txae1tHNwxjfzl8LI2ETjetJSX+PvlT8pfH3HJtmMh4M+/LjYTftrgUXBGTFPn2DuV+NKrHfHkSD1GlpBudR1wxezfsKa5QsgyMzA7n//KlbGzsEZM+ctK2U/pWCd0n6Szcw5aETxfgLEN/8v+5/EZX/5accBwMTUHGM/m4G2napONhmXum6YOutn/LX8B4X9VNPBGTPnLS+Dflqk8PWdb/TTwBGfMLjiDXXq1sfMb+dhxZLFyMzMwLYtxbPu2Ds4Yt7CxTAq5Tlq6vRZyMzMxM3rVxEWGoyw0GCZ17W1tTF0xEfo0bufwm2kpaXizKnjOHPquMIyDRt5YcasuTAzMy9Ve8tT/bp18P2smVi8bAUyMzOxceu2YmUcHezx8w/fl2rMN3PaVGRkCnDtxk2FY75Rw4eib68eGtdR1dWrWxdzZs/Cb0uXIzMzE5u2FP9dwNHBAYsWzCvVOO/r6V8iM1OAazduICQ0DCGhslmBtLW1MXLEMPTtpfhcIhAIcM7PH+f8/BWWMTM1xeRJn6Fr504at7Uy4LGvYqpftw7mzZ6BxQXXu+u3Fr/2d3Swx+L535Xq2Dfry8kqXO8OVnq9q6+vj1/mf4e5ixYj4tETnPW/gLP+F4qV8/FuhnnffFXlM8wRUdXB4Ip3yMnJCbdu3cJvv/2GQ4cO4enTpzA0NISLiwt8fX0xbdo0WFlZlbidzz//HLa2tvj7778RHByMly9fIicnR25ZY2Nj7NmzB35+fti0aRMuXbqE58+fQ1dXFw4ODvDw8MCQIUPQv79mUYyqMDIywpYtW/Dll19iw4YNuHDhAmJjY5GRkQFTU1O4uLigefPm6NWrF/r27Suz7qxZs+Dj44MzZ84gKCgIcXFxSEwUR5nWrFkTPj4+GDNmTIk30cuLi4sLQkJC8M8//2DPnj24c+cOUlNTYW1tjaZNm2LUqFEYOXLkezWXWKdOnXD37l0sXrwYx48fR3x8PKysrODt7Y0vvvgCPXr0UCmLysqVK9GqVSusXbsWwcHByM7OhrOzMwYOHIiZM2fCxka1KQemT5+OoUOH4u+//8aZM2fw6NEjpKSkwMDAAA4ODvD09ES3bt0wePBgVKtWrZTvXtbo0aMlwRXjx48v022/C21atsA/q5Zh3+FjuHrjFpKTX4iPLXY10aFdG/j26QVDQ4NS1WFgYIBffpiLc/4XceqcHx5HRSEjPQNWlpbwbNgAA/r2QkN3N4XrT5wwBrdCwnDvQThin8XhdWoa0jMyYGhgABtrK7i71keXju3g3bTJez2A79CsEf5bPBs7TwXgUvA9JL5MgZ6ODpxqVkPXlk0xvHt7GBpUvnSJRGWtlY8P/vrzTxw8dAjXrl9HcnIy9PR0YWdnjw7t2qFfv76lDsQzMDDAooUL4efnjzNnz+JJ5P/Zu+vwKK4ujuO/uBAgBoTgFjS4FJcW91KoQAXaQr3UqLcU2lKjL3VFSqkLVopDAkGDQ3CSQEJCBILE9f1jySYhm403wvfzPH267MzOvZu7s3N25sy5QYqLjZWzi4vatG6tkSNHqFXLliX0jiovjlEVU7dut+iLL77S8uXL5O+/W9HR0bK2sZFn7drq1auPRowcWSLJrnZ2dnrrrdny2bxZGzasV1BQoGJj4+Ti4qzWrdtoxMiRatmyVQm8o8qpU9feeu+zH7Vmxe86sGe7LkVHysraRh6166pbrwEaNPwO2ZVgUjKKpmPX3prz6RKtXflbrnHq2nOABo0YLzu7sh+nx557S0cO+Ovo4b0KCT6tK5djdPVqjKytbVS1WnXVa9BEbTt2V8++g1TFqeJeCMmLYZx+0pqVv+nAnm2KuT5OtWrXVbeet2pgORknSF279dC8L77TP8v/1h7/nboYHS1rG2vVrl1HPXr11fCRY0rku8/Ozk6vvzVHvps3atOGNQoOCjTGgq1ae2vYyDFq0bJ1nq+f/OAjOnRwn44fO6qw8yG6euWK4uJiZWdnL1c3NzVr3lJ9+g5Q+46dK0V80b1bF333+f/09/J/tGvPXmPM5+lZW3179tDoEcNKJuab+Zo2+mzRuo2bdCbIEPM5uzjLu1UrjRkxVK1atiihd1R5de/WVd988amWLl+p3f57FBUdLZvrY9WnV0+NGjGiRMbq7bfe0CYfX63bsPH6bynDWLVp3VqjRww3O1YvPf+c9h04oIOHDisoOFgxly/rypWrsra2VvVq1dSwYQN16dRR/fv2NVn5ojLiu6986tG1s777bK7+XrFKO2/4vdu3V/cS+707581XtNFnq9Zs3KzA4LOG30zOzvJu3UJj8vm9m8nN1UVffDRH/67bqE1b/HQ2JFSxcfGqVtVJLbyaavCt/dW7Ozd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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "properties = [\n", " 'scores',\n", @@ -160,15 +248,20 @@ "# Assuming `df` is your DataFrame\n", "corr = df[properties].corr().round(2)\n", "\n", - "plt.figure(figsize=(10, 8))\n", - "sns.heatmap(corr, annot=True, cmap='coolwarm', center=0, vmin=-1, vmax=1)\n", + "plt.figure(figsize=(24, 20))\n", + "cax = sns.heatmap(corr, annot=True, cmap='coolwarm', center=0, vmin=-1, vmax=1,annot_kws={\"size\": 20})\n", "# plt.title('Pearson Correlations')\n", + "plt.tick_params(axis='both', which='major', labelsize=20)\n", + "# Get the colorbar from the HeatMap and set the fontsize for its tick labels\n", + "cbar = cax.collections[0].colorbar\n", + "cbar.ax.tick_params(labelsize=20)\n", + "\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -180,7 +273,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -190,9 +283,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "wang_db = pd.read_csv(\"../data/reference/13321_2020_470_MOESM1_ESM.csv\")\n", "wang_props = [\"RBN\", \"Dot\", \"Mass\", \"Match\", \"number_of_atoms\", \"Cos\", \"R.match\", \"RBF\", \"PHI\"]\n", @@ -207,7 +311,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ diff --git a/analysis/Python_scripts/scatterplot.ipynb b/analysis/Python_scripts/scatterplot.ipynb index 0048710..78b5804 100644 --- a/analysis/Python_scripts/scatterplot.ipynb +++ b/analysis/Python_scripts/scatterplot.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -30,7 +30,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -59,6 +59,27 @@ "merged = append_classes(merged, \"query\")" ] }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a scatter plot\n", + "scatterplot_matplotlib(normalize_df(merged, matches_norm_col=None)).show()\n" + ] + }, { "cell_type": "code", "execution_count": null, @@ -171,16 +192,6 @@ "azoles = merged[merged['class'] == 'Azoles']\n", "scatterplot_plotly(azoles, None).show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Create a scatter plot\n", - "scatterplot_matplotlib(normalize_df(merged, matches_norm_col=None)).show()\n" - ] } ], "metadata": {