From d39aa7ba2106feb0babffbb029ab8c9d755e274e Mon Sep 17 00:00:00 2001 From: Sean McGuire Date: Mon, 25 Nov 2024 13:22:57 -0500 Subject: [PATCH] formatting --- docs/tutorials/margins.ipynb | 381 +++-------------------------------- 1 file changed, 31 insertions(+), 350 deletions(-) diff --git a/docs/tutorials/margins.ipynb b/docs/tutorials/margins.ipynb index e0949716..56cdbdc0 100644 --- a/docs/tutorials/margins.ipynb +++ b/docs/tutorials/margins.ipynb @@ -35,12 +35,14 @@ }, { "cell_type": "code", + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-11-25T18:18:56.618675Z", "start_time": "2024-11-25T18:18:54.533671Z" } }, + "outputs": [], "source": [ "from astropy.coordinates import SkyCoord\n", "import astropy.units as u\n", @@ -50,18 +52,18 @@ "import lsdb\n", "\n", "surveys_path = \"https://data.lsdb.io/hats/\"" - ], - "outputs": [], - "execution_count": 1 + ] }, { "cell_type": "code", + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-11-25T18:19:01.502231Z", "start_time": "2024-11-25T18:18:56.628229Z" } }, + "outputs": [], "source": [ "from lsdb import BoxSearch\n", "\n", @@ -74,94 +76,7 @@ ")\n", "print(f\"Margin size: {ztf_object.margin.hc_structure.catalog_info.margin_threshold} arcsec\")\n", "ztf_object.margin" - ], - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Margin size: 10.0 arcsec\n" - ] - }, - { - "data": { - "text/plain": [ - "Dask NestedFrame Structure:\n", - " ra dec\n", - "npartitions=4 \n", - "1945555039024054272 double[pyarrow] double[pyarrow]\n", - "1950058638651424768 ... ...\n", - "1954562238278795264 ... ...\n", - "1959065837906165760 ... ...\n", - "1963569437533536256 ... ...\n", - "Dask Name: search_points, 5 expressions\n", - "Expr=MapPartitions(search_points)" - ], - "text/html": [ - "
lsdb Catalog ztf_dr14_10arcs:
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
radec
npartitions=4
1945555039024054272double[pyarrow]double[pyarrow]
1950058638651424768......
1954562238278795264......
1959065837906165760......
1963569437533536256......
\n", - "
" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "execution_count": 2 + ] }, { "cell_type": "markdown", @@ -176,12 +91,14 @@ }, { "cell_type": "code", + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-11-25T18:19:05.212234Z", "start_time": "2024-11-25T18:19:01.888562Z" } }, + "outputs": [], "source": [ "# the healpix pixel to plot\n", "order = 3\n", @@ -191,39 +108,15 @@ "\n", "# Plot the points from the specified ztf pixel in green, and from the pixel's margin cache in red\n", "ztf_pixel.plot_pixels(\n", - " color_by_order=False, \n", - " fc=\"#00000000\", \n", + " color_by_order=False,\n", + " fc=\"#00000000\",\n", " ec=\"grey\",\n", - " center=SkyCoord(179.8, 9.7, unit='deg'),\n", + " center=SkyCoord(179.8, 9.7, unit=\"deg\"),\n", " fov=0.3 * u.deg,\n", ")\n", "ztf_pixel.plot_points(c=\"green\", marker=\"+\")\n", "ztf_pixel.margin.plot_points(c=\"red\", marker=\"+\")" - ], - "outputs": [ - { - "data": { - "text/plain": [ - "(
,\n", - " )" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "text/plain": [ - "
" - ], - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 3 + ] }, { "cell_type": "markdown", @@ -240,78 +133,18 @@ }, { "cell_type": "code", + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-11-25T18:19:07.958009Z", "start_time": "2024-11-25T18:19:05.221771Z" } }, + "outputs": [], "source": [ "gaia = lsdb.read_hats(f\"{surveys_path}/gaia_dr3/gaia/\", columns=[\"ra\", \"dec\"], search_filter=box)\n", "gaia" - ], - "outputs": [ - { - "data": { - "text/plain": [ - "Dask NestedFrame Structure:\n", - " ra dec\n", - "npartitions=1 \n", - "1945555039024054272 double[pyarrow] double[pyarrow]\n", - "1963569437533536256 ... ...\n", - "Dask Name: search_points, 5 expressions\n", - "Expr=MapPartitions(search_points)" - ], - "text/html": [ - "
lsdb Catalog gaia:
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
radec
npartitions=1
1945555039024054272double[pyarrow]double[pyarrow]
1963569437533536256......
\n", - "
" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "execution_count": 4 + ] }, { "cell_type": "markdown", @@ -324,116 +157,17 @@ }, { "cell_type": "code", + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-11-25T18:19:09.709583Z", "start_time": "2024-11-25T18:19:08.039861Z" } }, + "outputs": [], "source": [ "gaia.crossmatch(ztf_object)" - ], - "outputs": [ - { - "data": { - "text/plain": [ - "Dask NestedFrame Structure:\n", - " ra_gaia dec_gaia ra_ztf_dr14 dec_ztf_dr14 _dist_arcsec\n", - "npartitions=4 \n", - "1945555039024054272 double[pyarrow] double[pyarrow] double[pyarrow] double[pyarrow] double[pyarrow]\n", - "1950058638651424768 ... ... ... ... ...\n", - "1954562238278795264 ... ... ... ... ...\n", - "1959065837906165760 ... ... ... ... ...\n", - "1963569437533536256 ... ... ... ... ...\n", - "Dask Name: nestedframe, 3 expressions\n", - "Expr=MapPartitions(NestedFrame)" - ], - "text/html": [ - "
lsdb Catalog gaia_x_ztf_dr14:
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ra_gaiadec_gaiara_ztf_dr14dec_ztf_dr14_dist_arcsec
npartitions=4
1945555039024054272double[pyarrow]double[pyarrow]double[pyarrow]double[pyarrow]double[pyarrow]
1950058638651424768...............
1954562238278795264...............
1959065837906165760...............
1963569437533536256...............
\n", - "
" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "execution_count": 5 + ] }, { "cell_type": "markdown", @@ -446,29 +180,20 @@ }, { "cell_type": "code", + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-11-25T18:19:09.800325Z", "start_time": "2024-11-25T18:19:09.779567Z" } }, + "outputs": [], "source": [ "try:\n", " ztf_object.crossmatch(gaia)\n", "except ValueError as e:\n", " print(f\"Error: {e}\")" - ], - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/smcmu/code/lsdb/src/lsdb/dask/crossmatch_catalog_data.py:108: RuntimeWarning: Right catalog does not have a margin cache. Results may be incomplete and/or inaccurate.\n", - " warnings.warn(\n" - ] - } - ], - "execution_count": 6 + ] }, { "cell_type": "markdown", @@ -481,12 +206,14 @@ }, { "cell_type": "code", + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-11-25T18:19:24.505813Z", "start_time": "2024-11-25T18:19:09.841396Z" } }, + "outputs": [], "source": [ "order = 3\n", "pixel = 434\n", @@ -494,39 +221,15 @@ "crossmatch_cat = gaia.crossmatch(ztf_pixel)\n", "\n", "ztf_pixel.plot_pixels(\n", - " color_by_order=False, \n", - " fc=\"#00000000\", \n", + " color_by_order=False,\n", + " fc=\"#00000000\",\n", " ec=\"grey\",\n", - " center=SkyCoord(179.8, 9.7, unit='deg'),\n", + " center=SkyCoord(179.8, 9.7, unit=\"deg\"),\n", " fov=0.3 * u.deg,\n", ")\n", "crossmatch_cat.plot_points(c=\"green\", marker=\"+\")\n", "crossmatch_cat.plot_points(ra_column=\"ra_ztf_dr14\", dec_column=\"dec_ztf_dr14\", c=\"red\", marker=\"x\")" - ], - "outputs": [ - { - "data": { - "text/plain": [ - "(
,\n", - " )" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "text/plain": [ - "
" - ], - "image/png": 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tmpoAbf/bWDIc119//TWSk5ONl9+9e9ct2VFLRUVFKCsrQ//+/Vv87q233sJbb72Fzz77zKzM1FRKSgr27duH0tJSm1mvnTt3ora2Fjt27DDLzlorcbX1em7atAnjx4/HBx98YHZ5eXk5OnbsaOvpGV/Pa9eutfjdl19+iY4dOyIsLAwhISEICQlx6jgnIt/BNV5ERABmzJgBQOx0ZspQ6uVslztHwsLCrJbA3b9/3+zndu3aoV+/fhAEAfX19W55bGeFhYWhvLy81befOnUqIiMj8dZbb1kdu7XW85a3P336ND7//HPjZaWlpcjOzja7niHzZppRrKurc6qTYEBAAFQqlVkJWUFBAbZt2+bwtpbKy8vx3HPPYfjw4Xjrrbfwr3/9C59++ineeustl+5n9erVeP/99/Hee+9h+PDhVq8TFhZmfEx3mDRpEoKCgvDXv/7V7HW0fB+4yw9+8ANs3brV7N/7778PQGz5v3XrVruljGlpaRAEwWoW2DB+a8eFTqezGlTbOtYDAgJaZKo3btyIGzdu2H1+3bp1w6BBg/Dvf//b7H4vX76M/fv3Gz9nAgICMGnSJGzbtg03b940Xu+bb77Bnj177D4GESkXM15ERAAee+wxPP300/jHP/5hLGEztLyeO3cuxo8f75bHGTJkCNavX4+XXnoJw4YNQ3h4OGbNmoUpU6aga9euGDVqFLp06YKrV6/ib3/7G2bOnImIiAi3PLYrY1y5ciV+/etfo2fPnujcubPN9VrWREZGYuXKlVi2bBkGDx6MJUuWoFOnTigqKsKuXbswatQo/O1vf7N5+5/+9KfIysrC5MmT8eKLLxrbycfHx6O0tNSYpRg5ciSio6Px9NNP4wc/+AFUKhU+/PBDp0o7Z86ciXfeeQfTpk1Deno6SkpK8N5776Fnz564ePGi088VAH74wx/i/v37OHjwIAICAjBt2jQ899xz+PWvf405c+bgsccec3gf9+7dw/e+9z3069cPwcHByMrKMvv9vHnzEBYWhiFDhgAQA5ipU6ciICAAS5YscWm8pgz7u/32t7/FU089hRkzZuCzzz7Dnj177GZ2rPnb3/6G8vJyYyCxc+dOYxnhiy++CI1Gg8GDB2Pw4MFmtzOUHPbv3x9z5861+xjjx4/HsmXL8Je//AVff/01pk2bBr1ej+PHj2P8+PH4/ve/jylTpqBdu3aYNWsWvvvd76Kqqgr//Oc/0blzZ9y6dcvs/mwd60899RTefPNNPPPMMxg5ciQuXbqE7Oxss6ygLW+//TamT5+OESNG4NlnnzW2k9doNPjlL39pvN4vf/lL7N+/H6NGjcJ//dd/obGxEX/7298wYMAAs5MORORDpGqnSETkLYY22GfPnrV7vfr6euGNN94QkpKShKCgICEuLk547bXXzNqSC4LtdvIbN240u561VtNVVVVCenq6EBUVJQAwtjh///33hbFjxwodOnQQgoODhZSUFOEnP/mJoNPp7I7ZVjv5sLCwFtd9/fXXnWpTffv2bWHmzJlCRESEAMD4XG29jobnf+TIkRaXT506VdBoNEJISIiQkpIiLF++XDh37pzDMXz22WfCmDFjhODgYCE2Nlb47W9/K/zlL38RAAi3b982Xu/kyZPCk08+KbRv317o3r278NOf/lTYt29fi/FYayf/wQcfCI888ogQHBws9OnTR1i9erXTr5HB9u3bBQDCn/70J7PLKyoqhISEBOGxxx4T6urqHN6P4e9o65+hhX5DQ4Pw4osvCp06dRJUKpXZWFvTTl4QBKGxsVF44403hG7dugnt27cXUlNThcuXLwsJCQlW28nbeh8lJCQ4HL+95+5MO3lBEF+Dt99+W+jTp4/Qrl07oVOnTsL06dOF8+fPG6+zY8cO4dFHHxVCQkKExMRE4fe//72watWqFmOxdazX1NQIL7/8svE1GTVqlHD69OkW731r7z9BEISDBw8Ko0aNEtq3by9ERkYKs2bNEq5cudLiuRw6dEh4/PHHhXbt2gkpKSnCv/71L+Hll18WQkJCnHotiEhZVILgxKlBIiIiif3oRz/C+++/j6qqKo82DyGS0ty5c/HFF18Yu4MSke/gGi8iIpKdhw8fmv18//59fPjhhxg9ejSDLvIZlsf5119/jd27dyM1NVWaARGRRzHjRUREsjNo0CCkpqaib9++uHPnDj744APcvHkThw4dMutg6Ek6na7FxNiStXb5lh4+fOhwT7GYmJg2tVC35u7du2bNQyy1a9fO4X5Y5FndunXD8uXLkZycjMLCQqxcuRK1tbX47LPPWuytRkTKx8CLSCGqqqrwyiuv4I9//CPCw8OlHg6RR/3sZz/Dpk2boNVqoVKpEBkZiX/84x+YNWuW18awfPly/Pvf/7Z7HWe+QtesWYNnnnnG7nWOHDni9ixHYmKi3Y2/x40bh9zcXLc+JrnmmWeewZEjR3D79m0EBwdjxIgReOutt4wNSKqqqvCTn/wEb7/9Nj/3ya8Y5jzvvPMOQkNDpR6O2zDwIlIIrVaLuLg4FBcXIzY2VurhEHmNVMf+lStXzFp9W+PMPmW3bt3CF198Yfc6Q4YMQXR0tEvjc+TkyZN2M3bR0dHGLokkT0VFRUhISODnPvkdw7F/48YNdO/eXerhuI0s2slXVlbi5z//ObZu3YqSkhI8/vjj+POf/4xhw4YBAG7fvo1nnnkGFy5cwPz58/GXv/wFarW4PM3aGcmpU6di7969xp9LS0vx4osvYufOnVCr1UhLS8Of//xn49mj3NxcLF++3NjSloiIqF+/fujXr1+b76dbt27o1q2bG0bkmlGjRnn9MYmIyDZZNNd47rnncODAAXz44Ye4dOkSpkyZgkmTJhk3Kvz5z3+OoUOHYs+ePcjLy8O6devMbj9t2jTcunXL+G/t2rVmv8/IyMAXX3yBAwcO4KOPPsKxY8fwne98x2vPj4iIiIiI/JvkGa+HDx9i8+bN2L59u3HB9C9/+Uvs3LnTuKlhWVkZJk+ejIEDByI5ObnFLvPBwcE2FzhfvXoVe/fuxdmzZzF06FAAwF//+lfMmDEDf/zjH1uVvtTr9bh58yYiIiKMG3kSeVplZaXxvxUVFRKPhsh7eOyTv+KxT/5Kace+IAiorKxE9+7djVV5tq4oqYqKCgGAcPDgQbPLR40aZdyk8OzZs0Lnzp2FwMBAYcSIEUJlZaXxek8//bSg0WiETp06Cb169RKef/554d69e8bff/DBB0JUVJTZfdfX1wsBAQHCli1bBEEQN/m03FjTnuLiYrsbXfIf//Ef//Ef//Ef//Ef//Gff/0rLi62G0NInvGKiIjAiBEj8Ktf/Qp9+/ZFly5dsHbtWpw+fRo9e/YEAAwdOhQ3btzAvXv3WmS2pk2bhvnz5yMpKQnXr1/Hz372M0yfPh2nT59GQEAAbt++jc6dO5vdJjAwEDExMbh9+zYAIDU11e76rqqqKty/f9/4syEKP3r0qFmXIW9nv9z1eK29H6XcTurHb83trN3mq6++QseOHe22f/an16gtt/PU/ZBnNDY24ty5cxg6dCj38PIRt2/fRm5uLuLj4zFy5Eiph+NVggs9zS5duoTY2FirjVdcuR8l3k4OY1DK7aR+fE/c7vr16+jatSvCwsI8OobWsny8qqoqjBs3DuXl5WbbeHTo0MEsVpA88AKADz/8ECtWrECPHj0QEBCAwYMHY+nSpTh//rzxOoGBgVbLCZcsWWL8/4EDB+LRRx9FSkoKcnNzMXHiRLeM75VXXsH777/f4nJBEMxeeL1e36r7l9OBLvcxSP2cpRx3QEAAqqur0dDQ4JXHayul/I29/WFNrhMEAaGhoSgoKGCQ7AMaGhpQUVGBvn37Ijw8HHl5eVIPyeucPY4DAgJw//594z5wUpykcud7Tikn56Q+GSjVGOT0vIODg6HX61FXV+fRMbjrdoa5xMCBA80uf/7557Fy5Urjz7IIvFJSUnD06FE8ePAAFRUV6NatGxYvXozk5GSX7ys5ORkdO3bEN998g4kTJ6Jr164oKSkxu05DQwNKS0ud2vgSAN555x384he/MP5cWVmJPn364PHHH0dkZKTLYyRqjRMnTiAhIQFxcXFSD4XIq+rr67F7926kpqYiKChI6uFQG5SWlmLVqlXQaDR4+umn3b5ptK/Jzc1F7969JemKSSSlQ4cOoXfv3i2q1uTKsA7tyy+/REREhPHyqKgos+vJIvAyCAsLQ1hYGMrKyrBv3z784Q9/cPk+tFot7t+/b/yQGjFiBMrLy3H+/HnjfiWHDx+GXq/HE0884dR9hoaGmm3epoRFfkRERHJSVVWFrKwsBAcHIz09nUEXEfmcbt262U3KyCLw2rdvHwRBQO/evfHNN9/gJz/5Cfr06YNnnnnG7u2qqqrwxhtvIC0tDV27dsX169fx05/+FD179sTUqVMBAH379sW0adPw7W9/G//3f/+H+vp6fP/738eSJUt8akM2IiIiuaqtrUVOTg7q6+uxYsUKp9dtEBH5Elns46XT6fDCCy+gT58++Na3voXRo0dj3759DktKAgICcPHiRcyePRu9evXCs88+iyFDhuD48eMIDg42Xi87Oxt9+vTBxIkTMWPGDIwePRr/+Mc/PP20iIiI/F5jYyM2bNiA0tJSZGRkWG0UQURkylfX88oi47Vo0SIsWrTI5du1b98e+/btc3i9mJgY5OTktGZoRERE1EqCIGDbtm0oLCxEZmam02uriYh8kSwyXkRERORbBEHAvn37cPnyZcyfPx+JiYlSD4mISFIMvIiIiMjtTp48iU8++QQzZsxAv379pB4OEZHkGHgRERGRW33++ec4dOgQxo4di2HDhkk9HCIiWWDgRURERG7z1VdfYceOHRg8eDBSU1OlHg4RKZRhU2JfwsCLiIiI3KK4uBgbN25Er169MHPmTJ/tTEZE1BoMvIiIiKjN7t69i7Vr16J79+5IS0uDWs0pBhGRKX4qEhERUZtUVFQgKysLERERWLJkicN9OImI/BEDLyIiImq1hw8fIisrCyqVChkZGWjfvr3UQyIikiUGXkRERNQq9fX1WLduHaqqqpCZmYnIyEiph0REJFsMvIiIiMhler0emzdvxs2bN5Geno6OHTtKPSQiIllj4EWkIOwQRkRyIAgCdu3aha+++goLFy5EbGys1EMiIpI9Bl5ERETkktzcXHz66aeYPXs2evXqJfVwiIgUgYEXEREROe3s2bM4duwYJk6ciEGDBkk9HCIixWDgRURERE65cuUKdu/ejSeeeAKjRo2SejhERIrCwIuIiIgcKigowJYtWzBgwABMnTqVa06JiFzEwIuIiIjsun37NtatW4eEhATMnTuXQRcReZSvfsYw8CJSCEEQpB4CEfmhsrIyZGdnIyYmBosWLUJAQIDUQyIiUiQGXkRERGTVgwcPkJWVhaCgIGRkZCA4OFjqIRERKRYDLyIiImqhrq4OOTk5qK2tRWZmJsLCwqQeEhGRojHwIiIiIjONjY3YsGED7t27h4yMDMTExEg9JCLyM764xIKBFxERERkJgoDt27ejoKAAS5YsQbdu3aQeEhGRT2DgRUREREb79+/HpUuXMG/ePCQlJUk9HCIin8HAi4iIiAAAp06dwscff4xp06ahf//+Ug+HiMinMPAiIiIiXLhwAQcOHMDo0aPxxBNPSD0cIiKfw8CLiIjIz3399dfYsWMHBg0ahAkTJkg9HCIin8TAi4iIyI9ptVps3LgRPXv2xKxZs6BSqaQeEhGRT2LgRURE5Kfu3buHnJwcdO3aFQsWLIBazWkBEZGn8BOWiIjID1VWViIrKwvh4eFYunQpgoKCpB4SEZFPY+BFRETkZ2pqapCVlQVBEJCRkYH27dtLPSQiIp/HwIuIiMiPNDQ0YN26daioqEBmZiY0Go3UQyIi8gsMvIiIiPyEXq/H5s2bcePGDaSnp6NTp05SD4mIyG8w8CIiIvIDgiBg9+7duHbtGhYsWIC4uDiph0ROEARB6iEQeZ2vdldl4EVEROQHjh49ivPnz2PWrFno3bu31MMhIvI7DLyIiIh83Llz53D06FFMmDABjz/+uNTDISLySwy8iIiIfNjVq1exe/duDB8+HKNHj5Z6OOQCXy23IvJXDLyIFIRfwkTkisLCQmzevBn9+vXDtGnT+BlCRIrhi+sbGXgRERH5oDt37mDt2rWIj4/H3LlzGXQREUmMgRcREZGPKS8vR1ZWFqKjo7F48WIEBgZKPSQiIr/HwIuIiMiHVFdXIysrC0FBQcjIyEBwcLDUQyIiIjDwIiIi8hl1dXXIyclBTU0NMjMzER4eLvWQiIioCQMvIiIiH9DY2IiNGzfi7t27SE9PR0xMjNRDIiIiEwy8iBTCF7v7EJF7CIKAHTt2IC8vD4sXL0b37t2lHhIREVlg4EVERKRwBw8exMWLFzFv3jwkJydLPRwiIrKCgRcREZGCnT59GqdOncLUqVMxYMAAqYdDREQ2MPAiIiJSqIsXL2L//v0YNWoUnnzySamHQ0REdjDwIiIiUqDr169j+/btGDRoECZOnCj1cIiIyAEGXkRERApz48YNrF+/HikpKXjqqaegUqmkHhIRETnAwIuIiEhB7t+/j5ycHHTp0gULFixAQECA1EMiIiInMPAiIiJSiMrKSmRlZSE0NBRLly5Fu3btpB4SERE5iYEXERGRAtTU1CA7OxuNjY3IzMxEaGio1EMiIiIXMPAiIiKSuYaGBqxfvx46nQ6ZmZnQaDRSD4mIiFzEwIuIiEjG9Ho9tm7dCq1WiyVLlqBz585SD4mIiFqBgRcREZFMCYKAPXv24OrVq0hLS0NCQoLUQyIi8gpBEKQegtsx8CIiIpKp48eP49y5c5g5cyb69Okj9XCIiLzCV7fIYOBFREQkQ+fPn8eRI0eQmpqKIUOGSD0cIiJqIwZeREREMvPll19i165dGDp0KMaOHSv1cIiIyA0YeBEREclIUVERNm/ejL59+2L69Ok+W3JDRORvGHgRERHJRElJCdauXYvY2FjMmzcPajW/pomIfAU/0YmIiGRAp9MhKysLGo0GixcvRmBgoNRDIiIiN2LgRUREJLHq6mpkZWUhICAAGRkZCAkJkXpIRETkZgy8iBSEaz2IfE9dXR3Wrl2L6upqZGZmIiIiQuohERGRBzDwIiIikkhjYyM2bdqEO3fuID09HR06dJB6SERE5CEMvIiIiCQgCAI++ugjXL9+HYsXL0aPHj2kHhIREXkQAy8iIiIJHDp0CJ9//jnmzJmDlJQUqYdDREQexsCLiIjIyz7++GOcPHkSU6ZMwaOPPir1cIiIyAsYeBEphCAIUg+BiNzg8uXL2LdvH0aOHIkRI0ZIPRwiIvISBl5ERERekpeXh61bt+LRRx/FpEmTpB4OERF5EQMvIiIiL7h58ybWr1+P5ORkzJ49m9tDEBH5GQZeREREHlZaWoqcnBx06tQJCxcuREBAgNRDIiIiL2PgRURE5EFVVVXIyspCSEgI0tPT0a5dO6mHREQka75aEcDAi4iIyENqa2uRnZ2N+vp6ZGZmIjQ0VOohERGRRBh4EREReUBDQwPWr1+PsrIyZGZmIioqSuohkcL46ll/In/FwIuIiMjNBEHAtm3bUFRUhKVLl6JLly5SD4mIiCTGwIuIiMiNBEHA3r17ceXKFaSlpSEhIUHqIRERKY4v7l/KwIuIiMiNTpw4gTNnzmDGjBno27ev1MMhIiKZYOBFRETkJp999hkOHz6McePGYejQoVIPh4iIZISBFxERkRtcu3YNO3fuxJAhQzBu3Diph0NERDLDwIuIiKiNiouLsWnTJvTu3RszZsxgNzoiImqBgRcREVEb3L17Fzk5OejRowfS0tKgVvOrlYiIWuK3AxERUSvpdDpkZWUhMjISS5YsQWBgoNRDIh/ji53diPwVAy8iIqJWePjwIbKzs6FSqZCZmYmQkBCph0RERDLGwIuIiMhF9fX1WLt2LaqqqpCZmYmIiAiph0RERDLHwIuIiMgFer0emzZtwu3bt5Geno6OHTtKPSQiIlIABl5EREROEgQBO3fuxDfffIOFCxciNjZW6iEREZFCMPAiIiJy0pEjR/D5559j9uzZeOSRR6QeDhERKQgDLyIiIiecOXMGx48fx6RJk/DYY49JPRwiIp/lq3shMvAiIiJy4IsvvsCePXvw5JNPYuTIkVIPh4iIFIiBFxERkR35+fnYunUrBg4ciClTpvjsmVgiIvIsBl5EREQ23Lp1C+vWrUNiYiLmzJnDoIuIiFqNgRcREZEVZWVlyM7ORseOHbFo0SIEBARIPSQiIlIwBl5ECiEIgtRDIPIbDx48QFZWFoKDg5Geno527dpJPSQiIr/ii/MeBl5EREQmamtrkZ2djbq6OmRmZiIsLEzqIRERkQ9g4EVERNSksbERGzZsQGlpKTIyMhAdHS31kIiIyEcw8CJSEC7sJ/IcQRCwbds2FBYWYsmSJejatavUQyIiIh/CwIuIiPyeIAjYt28fLl++jPnz5yMxMVHqIRERkY9h4EVERH7v1KlT+OSTTzBjxgz069dP6uEQEZEPYuBFRER+7fPPP8fBgwcxduxYDBs2TOrhEBGRj2LgRUREfuurr77Cjh07MHjwYKSmpko9HCIi8mEMvIiIyC9ptVps3LgRvXr1wsyZM9m8hoiIPIqBFxER+Z27d+8iJycH3bt3R1paGtRqfh0SEZFn8ZuGiIj8SkVFBbKyshAeHo4lS5YgKChI6iEREZEfYOBFRER+4+HDh8jOzgYAZGZmon379hKPSOZ0OkCrtf47rVb8PRGRm/lq6TcDLyIi8gv19fVYt24dKisrkZmZicjISPfdudIDFGvj1+mAadOAUaNQ/flZqN5QQfWGCg/qHgDFxcC4ceLv5f7ciIhkgoEXERH5PL1ejy1btuDmzZtIT09Hp06d3HfnhgBl3DhUX7+mvADFxvir798Bbt4EiorQ/skx6FsiXl1VrAVSU4G8PKCkBKislHT4RERKwcCLiIh8miAI2LVrF65du4aFCxciNjbWvQ9QWSkGIHl5CJk8HbFN8ZViAhQb44cgoEBXBABQ1dZidzYwoggInjwVyMvD9WgAubmAu19P8h1KzwQTuRkDLyIi8mm5ubn49NNPMXv2bPTq1cv9DxAbi7g5YiCizs9H7hqFBSh2xp+oAwo0QKEGSNQBp1YBAfmFuB4NpC4HEBcn8eDJJd4MhJSeCSbyAAZeRETks86ePYtjx45h4sSJGDRokMceR6sRA5Hr0UBKmfICFHvjH7MCWJpmfv1l88TbkIJ4OxBSeibYErN3XicIgtRDcDsGXkRE5JOuXLmC3bt344knnsCoUaM8/nhajRiQmFJSgGJr/ABw/EiC2eUfbkVzSSIpg7cDoaZMan6UnUzw2rVARIR7Hs+TmL0jN/GpwOt3v/sdVCoVfvSjHxkvS01NhUqlMvv3/PPPG39fUFDgsy0riYj8VUFBAbZs2YIBAwZg6tSpXvmcj9UpO0CxNv6czcAJk+zXyBWAPikJKWVA8fZkcdJJHuPW41aCktiKYKA0BKhXt8ykLk0DsHSpMgIWX8vekWR8JvA6e/Ys3n//fTz66KMtfvftb38bt27dMv77wx/+IMEIiYjIG27fvo1169YhISEBc+bM8UrQJawoQvH2ZMUGKFbHHxeHRB2QoBP/P3U5cDoeqDmwB0hOFiebqam2y69IdrxdEhtRC0TVAkF688tfngKs3QzlBCxKX8dJsuETgVdVVRUyMjLwz3/+E9HR0S1+Hxoaiq5duxr/uXXvFiIiko2ysjJkZ2cjJiYGixYtQmBgoOcfVNt81luflOS+AMVba0psjX/HFiA4GACgVqlQ/FIxhNcFhKb0FieZyclA587uLRXjOhqP82ZJ7A2NmNmqt5htbtwoBn5KCliUvo6T5MEnAq8XXngBM2fOxKRJk6z+Pjs7Gx07dsSAAQPw2muvobq62ssjJCIiT3vw4AGysrIQFBSE9PR0BDcFDR4XESEGIMnJUB89iuJ3hLYHKN5cU2Jr/IOGAufPA/HxQPfu5uOPiwOOHgX27gU0Ls7YbQVXOh0wYQIwZgzX0XiQN0tihRVFWLtZzHiZBl+Gn5emQVEBi9LXcZL0VILCW4asW7cOv/nNb3D27FmEhIQgNTUVgwYNwrvvvgsA+Mc//oGEhAR0794dFy9exKuvvorhw4djy5YtTj9GVVUV7t+/b/bzgAEDcOjQIYSFhQFofR22Um4n9eNL/XylGIPl7YqLixETE2M85tz9eO66H6XcztP3Re6j1+tx7do19O7dG2q19fOFjY2N+PTTT1FTU4OhQ4eiffv23h1kTQ1QVwdYq6ioqADatQNCQpy/v5ISYPVqoLwcQkwMft+vFLoQ4M3HX0bQPz8AysuBmBjgu9+1/phSj9/e46xeDVRVof7ZZ/CLz/4EAHgz9U0E3boDrFwJ6PUQoqPx+/5lzc/5g9VAaal7n7O9MXr4tXB26lVYWIjo6GiblTouT+F0OuDf/4ZQXo6yEGBbH2B5QRRU5eVAdDTwrW/ZfW1derzKSiA7GygrQ1l7FQ4nAvO/NPm9SoXyECDqmf9y6aREa6atrZ3qmt7ur2f+ivBaYHl+JFQVzaWRumBga19g+ejvt/nxHI1BrrfzxPO9e/cuwsLCEBoa6tExuOt2Dx48wMSJE3H58mWEh4cbL+/QoYPZz16owfCc4uJi/PCHP8SBAwcQYuND8Dvf+Y7x/wcOHIhu3bph4sSJuH79OlJSUpx6nFdeeQXvv/9+i8tjYmIQ0YYSC28fJFI9ptRjUPJztrytIAgO78vweyU/byW9N8jz9HpxgUhlZaXVwEsQBBQUFKChoQG9e/dGQ0MDKqVYM6JSWV+rolIB9fXiP2fU1QFHj6KqYyRUHSMRVgd86044TsUBDz/ahZrISDRqIhEw8ynbjynl+O2prjZOsoVde9AnLh7VQUDVnRIENpWc6VWAWgC+dSdCfM679qAmPByVHcIRMWOee5+zpbo64PBhoLYWDRPGY13+DgDAkgFLEPiwFjh4UCy/nDBBDMDawJkTPY2NjaitrcWDBw9cup3Vx6uuBj76CFCpIMTHY1tiJR4EAdVPLkTg7r3ia7p1KzBrFmBygq/VJ6TUaiAqChWoxf4UIE0bgcaQCuOv9SrgYSgQERgINDbaH3sbTooZGqu15namftR/BbBuHaC7j/JgYFcvIL0wEjE6HZ69FgUMrrYZQCrlhKQcTmQabldWVob27dtD42RGXernbKiwGDBggNnlzz//PFauXNn8eErOeG3btg3z5s1DQECA8bLGxkaoVCqo1WrU1taa/Q4QI9Lw8HDs3bsXU6dOdepxqqurUV5ebvy5srISffr0gU6n43ox8prc3Fz07t0b3bp1k3ooRF5VX1+P3bt3Y8aMGQgKCjL7nSAI2LZtGy5fvozMzEwkJSVJNEo30mrFsrq8PBRoABXEBhemCjRA4uViRayNsRT3kgq5a5rX+CybJ5a+mXa7W7tZ/L2BYR1N8TsenrKYvPb6pCQkzM2HVgM8yPwSoVNmiOv1kpPFMksvvPbHjx9HcnIyevTo0fY7M5SvlpSIJbCmJX7FxeI6v86dW1c+au8xr10Tuxc2NaFYNg84cSQJ6vx8IDEROHZM/uWGMjsu/MGJEyeQkJCAOLkfG00qKiqg0Wjw5ZdfmiVloqKizLJ2is54TZw4EZcuXTK77JlnnkGfPn3w6quvtgi6AODzzz8HAJcmr6GhoWYvWkVFhZ1rExGRtxw4cAAXL17EggULpA+6dDoxa2Bt4qXVimfDnZnQxsYCubm4/lg8UsoArcVJdG2EuKlxsUIneIYmBYbg69QqAGhuUmBYRyNeLvLaOpqm7nW5a4CUpu51y+Y1da9rCgxTvNwMwm3nxzUaMaiydowa1uw5e4w6q7LSGHTpk5KQ2hSw1BzY0xywpKbKP2AxrIMEoM7NRbFpMJCb2xy0KmFPMvKobt262U3KKDrwioiIaJHSCwsLQ4cOHTBgwABcv34dOTk5mDFjBjp06ICLFy/ixz/+McaOHWu17TwRESnHqVOncPr0aUybNg39+/eXdjAm2YTq/bsRltUHAFD1WhXC7pS6nE1QrYpH7HLg+Cog0SLb1eiJtlimQaNlAGkaNLoSQNphL7hqbv5QaPzdh1ubOsd5gaPAsFghZ+Ct0mhs/+08Efj4SsAiRdBKPsknuhra0q5dOxw8eBBTpkxBnz598PLLLyMtLQ07d+6UemhERNQGFy5cwIEDBzB69Gg88cQTUg/HYxusWu5/dCNCLDt0695gph0UPz+H0wOicP3RONz78jPEvaTC9Ufj0Dh1CvDFF27rLGirs94wLWSxHxq717mJIWA5erRlOWFbOmNKQaOxHZzGxirjOZDkFJ3xsiY3N9f4/3FxcTh69Kh0gyFyM3bdIwK++eYb7NixA4MGDcKECROkHo7IzSVqPXTAiVVAD4s4rV4NFGqABHeWaJkGjbPno3ulGNw1TpmN4xVixk1/8xYwYwZQVNR8m1ZONIUVReLY883X/KTk5+PMmkCgoQ1laW4q95Q66+ZTvJ1lI5/gq/Mdn854ERGRb7lx4wY2bNiAnj17YtasWbL6cnbnBquRtUCXKvH/CzRi5qcxKQGJOkAAxL213FWi1RQ0Xo8G1MXFECBm1gKKtUjUiWvKBAhAUVHbN7y1t9l0YiLQ0AAEBkK9bp3r+6G5ae8zYUWRLLJuXsENq4m8ioEXEREpwv3795GTk4MuXbpgwYIFNvf0coqHJpxuKVHTanFlbzJCGgF9XBzGrBCDk9oD+4Dk5OY1Xx984LbyJtOgMVFnnmmLrRSDsNYEkC3Y22z62DEx+Bo4EOjd2/x2zpSluaPc015gmJzcnHWzdewoiTc36XbHWF15vzKgJJli4EVERIqwfv16hIaGIj09vUVbeZd4cMJpa+1SrCt3ZRKc1Bw5YAzahLjY5sxP9+6AO1qMm7AWNJpyyxonR2t+jh8HjhyxHlw5WkdjmrlrKvccUdRU7tnUytxhts5eYOhM1k1JPLQu0e2ceb9OmgRcuWL1+rEvqaB5TaYBJfkdBl5ECqHgLfeI2qS2thaA+B7IzMxE+/btnb+xtTPfphPOiVPdNuF0W4maSXASmtIbwuvi5D+sXZhHGxJYCxpNuRxA2uLBJgVtLvf0pWYQjrgjUPUGZwLES5eA6dPFQOuNKFy/9rF4/fGTcWIVsDcLUF25Iq+AkhzyxXkPAy8iIpKthoYGbNq0CQCwaNEiaFyZ8No6U945GsMn5KFeDagLC3FstRsmnO4uUfNyBzXToLFAI67xMtBGiCWPSlnj1OZyTz/qXufOdYke4yBALNAA6NIFKCpCyOTpUEEce6FGXLOYqAPidEDw7PnyCijJLzHwIiIiWdLr9diyZQtu3boFAOjUqZNrd2DnTPnazWKr9no1kFTuhgmnkkvUTIPGuDioIK7xaoyLRYFGXOMFQGzooYA1Tm4p9/QjSmidby9AHLMCiEsrMgvM4gxNaJq4dZ0iURsw8CIiItkRBAG7d+/Gl19+iTlz5rTuTuycKU8pEydxCxea36TVE04ll6iZBo179iCh75NAcjICTp5C4qUi8fIePYDdu+UdQEJmHQkV0uBBKYGqvQDRWmBm6Mhp7fpEUmHgRUREsnPs2DGcP38eTz31FB555JFW34+9M+VL04DNZ9w44VRqiZpp0Ni/v3kAaRo09u8v7wBSTh0JFdIxUFaBqgOOAkRrgZnlZhNyDCjJvzDwIiIiWTl37hxyc3MxYcIEDB48uM33Z21C9vJkYO1mOJ5wKiRr0WamQaNlAGkaNMo5gJRTuacSOgbKKVB1wFGAGKuzHpj1qBTXekkeUPrL5wg5xMCLiIhk4+rVq9i9ezeGDRuG0aNHu+U+rU3INm4SM2B2J5xXrigia0FNpC73NJ1cW5S5Hl8FTPpGZh0D5RSo2uNEgFi8OR7Fm+OtNocRABRrJAwoFZL9JO9g4EVERLJQWFiIzZs3o1+/fpg2bRpUKstCIddZPVOekIAgPYDAQKjXrrU94QTkn7XwJe7ICkhV7mllcm0ocy3UiOuNDmTJrGOg1IGqsxwFiPHxwJ07QFER9ElJmJEBFGnETpyIj0eiTsxyhQaHSRNQKiH7SV7DwIuIiCR3584drF27FvHx8Zg7dy7Uajd8Pdk6U35oH5CYCDQ0AOnp5pN90wlnv37K2OfIFyg9K2Bjcg0AAXrzq8qqwYMS1iU6ChD37AEefdQYmF15T8CIy+VQnzoFnDhhHmhJEVAqZb808goGXkREJKny8nJkZ2cjOjoaixcvRmBgoHvu2N6Z8mPHbJ/5NplwKmKfI1+g9KyAjcn18VUm7fibsMFDK9gLEPv1Aw4cMA/MDNe3Fmh5IqB0kK2tCObnCIkYeBERkWSqq6uRlZWFgIAAZGRkIDg42H137qZSKiXsc6R4PpAVsNXSHHCiwYO9iXtpqXwzfXIhZeauKVurHzsWcS+ZZGoBY7Z2bxZQEczPEWLgRUREEqmrq0NOTg4ePnyIZcuWITw83P0P4oYJmVL2OXJI5p3VfCG7aC1IvxEBjF5hp2OgvTLL2lrgzTflXWbp75qytYYTBsbPheJiY7a28wOg1z0f+RyhNmHgRUREXtfY2IiNGzfi7t27yMjIQExMjOMbVVR4PXBQ0j5HdilkDZXSs4vWgvT6ppmWzY6B9sosL10SfyfnMks/p/ogDnFz8tCYlICUMiB3DVB7PBfXH4sXA+zkZKTs+RhnD/vA5wi1GQMvIiLyKkEQsHPnTuTl5WHRokXo3r27czecP9+7gYOC9jlySCFrqJScXbQM0idnip31DF31jJNryzJXe2WWNTW4EwbZl1n6O60GSJxbaMzWxkx6CillYvYWa9eKTXx84XOE2oyBFxERedXBgwdx4cIFzJ07FykpKc7f8O5d7wYOStnnyBkRERg2wfYaqvwoSD65V3R20UqQfrAnUHPkgPXJtUWZq60yy5pA4FdjoYgyS39nK1uL3r1953OE2sxNraOIiIgcO336NE6dOoWpU6di4MCBLt2238wC7L0NpDQFDsvmNQUOTRP1FHcHDobmHJWVLe/XkLWIiJBHy217msoM110DlqYBazc3T+6BQtSrgdIQICkyUroxWgYuc/Ohbdr0NnTKjObA5ehReWZ+DEE6AHVuLopNA6XcXHHsDibXhom7+HcRXesAlLLCUBHuLvkUuhGDzS77cCuAX1b4xucIuQUzXkRE5BWXLl3C/v37MWrUKDz55JMu3/5GpATNF5Swz5EjTWWGKWVi0PXyFPNfB+mBqFpIW2boKLuYmAhERVkPXGTQGMQdHTStlVn2vg/EVHtiwH7KAw1mhNcFCCuKEDM9zVhe+DD3oLi2qwxi0F1RofzPEQkIgiD1ENyOgRcREXnc9evXsW3bNjz22GOYOHFiq+9H6c0XJGGyhiilDNi40fzX9WoxEyZpJsle4BIZCURHA/fu4eGlz62v75swASgqkmbsBm0I0m2VWYY0AH/7tIu8yyyVwlMNZpqyter8fONJIP2IJ5vLCLmGq1VUKpXUQ/AIBl5ERORRN2/exPr165GSkoJZs2a16QtVyc0XnOaBs/JajRhc1avFDJeB4eczh2WwhspW4FJZCZSVAUVFCBk/CcOaXpo+/x0O/bhx4sT24kVg7lz7r41c2+nba+ISEiKuXeTE3TXW/tamDWYmTnXfOlGTbG3KhSIUvyMgrF2YeAKBa7jIAgMvIiLymPv37yM7OxudO3fGggULEBAQ0Or70i27otzmC87y0Fn5Hjpg/SbzoAsAFi5o6ryWlweMHSvPyX1sLIZNKkC9GlA1NODkKmDOVbFttzo/X2zX3tAgvia2Js1ybqdvr8xy4EDxd56euMs1KG0NW3/rztEYPiEP9WpAXViIY6vdtEm3mzZqJ//AwIuIiDyiqqoKWVlZCA0NRXp6Otq1a9e2O5wxw/dbMltp+x5ZA6jPnLN+Vt7epNhkMq0SgE4PAMsVE386APxwKoDAQODePUCvb3E3cnAuFhi1ojlDt229WDZp+NnhpFnO7fTtTdyDg4Gf/9yzE3c5B6WtYedvvXazeLzUq4GkcjeuE/WFtaDkFQy8iBTEV2ueyffU1NQgKysLjY2NyMzMRGhoaNvvtFMn32/JbLGn07HVwIkPgJDxk4xn5ePm5OFB52j7k2KLyXTXKiC4AVBBnHTeCgNqAsTg5aNNgWLGqGNHQN00LZBhluNsLLBwofllhqDL4aTZ3l5Zbcl2uIu9iXtMjGcn7nIOSlvDzt/a0PzC8jjiOlHyFgZeRETkVg0NDVi/fj10Oh0yMzOhcdekccsWvyjnMd3TKakcGHhXLLEzNMHQapyYFJtOpsdPxqaNQJDQnCHq9gBQ6ZsyYE33PWxSgeOATkKxOuBP+1te/vJk5ybNtvbK8mhXTCWQe1DaCvb+1kvTgM0fm/+tzdaJyvCkA/kOBl5EROQ2er0eW7duRXFxMZYsWYLOTXsbuUVkpN+U81jr3hikF9vBOzUpNp1MFxejSxVwIwK4HdZ8lWBBzIAJAL7sCHzVsQ1ZDg+vERJWFCF3TXN5oamNm2BsuOGI0rpieqvKwReDUmt/65cni2sdAwqLUa8G5i5ufs6F25KATz6R5UkH8h0MvIgUwhf3syDfIggC9u7di6tXr2LBggVISEhwfCOyylr3xnq1a5Ni08l0SCPQoxKIqwS0FtWYKgDhdUD/klZmOTy9Rqip619KGSAEBhrLC+cuav75zJpA4MwZh3flF10xW0lpQakj1v7WGzeJWWTDcfOn/WIGzJDtw+jRyiutJEVh4EVERG5x/PhxnD17FjNnzkSfPn2kHo5iWdvT6Xp0y46EzkyKrU2mLXMobW404Ok1QhER4ubJgYFQNTQYm6ts7wfUHD4gNgZpaAAWL7bbXMXWXlk+1RWzDXwpKLX6t05IEN9DgYGYtaDBmOlau1nMhAlNx1F+FBRXWknKwcCLiIja7NNPP8WRI0eQmpqKIUOGSD0c5bKxp9PStKaJoQlnJsXWJtM9KoFCTdsCOvMH8fAaIY0G2LpVbK1u0Vyl/ZhU4ORJIDER6NrVdnMVe3tl+VJXzFbyqaDU1t/60D4gPh5oaMCf9wFL0prLDLdtENdRFmiAsc9AkaWVpAwMvIiIqE2uXbuGjz76CEOHDsXYsWNtX9GX9gryFGt7Oq0owpnDycYGG5c7iWfvHU2KTSfTBRpxjZfxdwCKNa0P6Cx5fI1QfDxw5Ij15irDhwPHj9tvrmJvryxf6orZGr4WlNr6W3fsCnToAAQGojxEXNNomQ2ubAdUBEszbPIPgY6vQkREZF1RURE2bdqEPn36YPr06babARjWAZWUoHr/boRliaWIVa9VIexOqTix69zZZzoTtpphT6fKSjFDZDEpHjkxH191BG49tw+hU2Y0T4qPHjXPKFncbsb0fHywA+gWFQe1SoXEoiIUb44Xr9tQhHo1cK0D0C80ASmFhWJA9+NilwImQ1njqVXNl7l1jZBGY/vYcJRNs3xdTRm6YkZE+OexZwhUAKhzc1Fs+jfPzW1+byolKLX1t66sFD+HGhoQ8xDofU88yWCqz32g1z3vDpf8CwMvIiJqlZKSEqxduxY9evTA/PnzoVbbKaKwXAc016QtuiGAMFxPzpNfnc765B0Qgx13TN5NAwyLSfFZZyfFFre7EhcHvNU0dkEQmwjcuQPU1roW0NnRXNZYaLzsw61NGS85aEvgJiGPN1byxaDU2t+6qSTW0B3z5KrmzZRN/3v2cFMWmeWG5AEsNSQiIpfpdDpkZWVBo9FgyZIlCAx0cB7PF/YK8nT3PmsMk2JX9y+zdjvDJr1xccCePWZrps7+U4Dut60vvfOpNUL+yN4Gzj60VYNWI67tMgRZQPMm3KNWQJmllaQoDLyIiMgl1dXVyMrKQkBAADIyMhASEuLU7RS/V5Cnu/fZ0tpJsb3b9esHHDzong2pfW2NkDO4XlGxvuooltWaWjYPOBsLrvcjj2PgRURETquvr8fatWtRXV2NzMxMRLg4OVH0XkG+kLUz5a4sh781rpAi80luE1kL9A01P9lgbCjj6kkHIhcx8CIiIqc0NjZi48aNuHPnDtLT09GhQwfHN7Kg9L2CFJ+184TWlkMqlVSZT2ozY0lsYbHtklgfKq0k+WHgRUREDgmCgI8++gjXr1/HokWL0KNHD9fvw0fWAckia+dqqZunS+P8ZI0QAN/LfPoLfyyJVTCbHXIVjoEXERE5dPjwYXz++eeYM2cOevbs6fod+NCkR/KsnaulbiyNczvFZD65Fq2Zv5XEkiwx8CIiIrs++eQTnDhxAlOmTMGjjz7aujvxkUmPLLJ2rpa6sTTOI2SR+bSHAbc5fyuJJVli4EVERDZdvnwZe/fuxYgRIzBixIjW35EvTHrkkrVztdSNpXEeIXnm0xEG3C35U0ksyRIDLyIisiovLw9bt27Fo48+ismTJ7f9Dt096fF2GZWMsnaulroppjROIWSR+XSEAbf0WOrZJh7fPFwCDLyIiKiFW7duYf369UhOTsbs2bPlt9C5qYxKP3Ys4l4yKaEC5LeZsYe4Wuom+9I4pZBL5tMJDLglxFJPsoKBFxERmSktLUV2djY6duyIhQsXIiAgQOohtdRURmU4k28s7youludmxh7gaqmb7EvjlEJGmU9nMOCWCEs9yQoGXkREZFRVVYWsrCyEhIQgPT0d7dq1k3pIVqk+iEPcnDw0JiUgpQzIXQPUHs/F9cfixQlNcrJPl1G5WuqmiNI4pZBZ5tMRBtwSYaknWcHAi4iIAAC1tbXIzs5GfX09MjMzERYWJvWQ7NJqgMS5hcYyqphJTyGlDM0TGl8to7JS6vZFZ6D2P6utl7qdPQuMHauI0jjFkFHm0x4G3NJiqSdZYuBFRERoaGjA+vXrUVZWhszMTERFRUk9JKfYKqPy6QmNZanb6+XQ5T6J9k+vwMM1H+B6NHC6Lg8PgtXixHrRIuDePSAxURGlcW3CZgbNFLQWzZex1JNMBUo9ACIikpYgCNi2bRuKioqQmZmJLl26SD0kp91d8il0IwabXfbhVgC/LPbd4MtQ6lZZKWZXtFrjWpLgp1dgSRrwVUfgVkUlMGUGUFAAJCYCGzbYLo2LiJBNlqbVDM0MSkpQvX83wrL6AACqXqtC2J1SMcjo3Nm9ZYA6XfPfwZJWK+3ragjQAahzc1Fs+rfPzW1+PXwh4Jax5lLPQuNlH25tyniR32HGi0hBZNdZjhRPEATs3bsXX3zxBdLS0pCYmCj1kJwivC5AWFGEmOlpxvLCh7kHgeRkpJRBnFT6chmVaambxVqSdZuB/iUWa0mOHQOGDbN+XzIqjWsTbzczkHvXOoWtRfNFLPUkSwy8iIj82MmTJ3HmzBnMnDkTffv2lXo4zmsqo1Ln5xvXS+hHPNlcOudnZVRcSwLvNzNQQtc6haxF80ks9SQrGHgREfmpzz77DIcOHcK4ceMwdOhQqYfjGpN1TikXilD8joCwdmFigOFr65acxLUkXg5A2bWO7FHYtgPkHVzjRUTkh7766ivs3LkTgwcPxrhx46Qejuss1zmZ8qV1Sy7gWhKRIQA9tar5Mk8FoIZAL3dNc6AHNAd6xf6QaSTr+BlFVjDjRaQQgiBIPQTyEcXFxdi4cSN69+6NmTNnKnftIMuojNy6lsRRZ8CiIll3DvT2vlXMNJJN/IwiCwy8iIj8yN27d5GTk4Pu3bsjLS0NajW/BhTPnWtJHDWMGDMG6N8fGDNGlg0lpGhmwA2KidxPsScEHeA3LhGRn6ioqEBWVhYiIyOxdOlSBAay2twnGNaSJCZCvW6d9bUkUVGAXu/4vhw1jCgoAGpqgIIC+TWUkKCZgbDgMoo3x1sP9DbHA1984bbHIiLlY+BFROQHHj58iKysLKhUKmRmZiIkJETqIZG7aDTA+vVAdDSwdKl5JqpLDLB2LVBaCixe7DgT5UTDiOHLG+TZUMLbzQyuXAGGDAGKitAYF2sM9Ep3bwbi48WSzCFDxOsREaGVgVdaWhp+//vft7j8D3/4AxYuXNjmQRERkfvU19dj7dq1qKqqQmZmJiLYRcv3qNViUGUtU7V0qZipcjIT5agz4NlYmbaut9y3ynStmuW+VW5ei6ZCc1lUaFCo2+6XiHxLqwKvY8eOYcaMGS0unz59Oo4dO9bmQRERkXvo9Xps3rwZt2/fRnp6Ojp27Cj1kMgT3Nza3FHDCNk2lDA0M7C2Vu2DODxoH+i+tWj9+qHfs7Uo0ADq4mLz17yoCAUaAOfPA/36uevZEfkVX2wq1qrAq6qqCu3atWtxeVBQECoqKto8KCIiajtBEPDRRx/hq6++wsKFCxHL/YR8mjv3sHLUMEL2DSVM16pNnIqhTYmvFmvRvvqqTcHX1c7AmBXWX/MxKyA2IlE6R10uJe5iSaQkrQq8Bg4ciPXr17e4fN26dejHMztERLJw5MgRfPbZZ5gzZw4eeeQRqYdDXuCOTJSjzoDCtI+93jnQZU0ZwPwoQF1YiFOrgDlXgVvD+jRnAHNygCVL2pz5km32zx0cdbmUuIslkdK0qqXVz3/+c8yfPx/Xr1/HhAkTAACHDh3C2rVrsXHjRrcOkIiIXHfmzBkcP34ckyZNwmOPPSb1cMhL2ryJsmVnwLn50GrEzoChU2aImaLRo4GGBtu/T00V11NJnGHVaoBFC8QsVJAe2NZ0vvh6NLA0DTiTni6OFxAzZK3cU8mnN6627HI5V3xdVcVawPD3NlyPe1IROdSqjNesWbOwbds2fPPNN/je976Hl19+GVqtFgcPHsTcuXPdPEQiInLFF198gT179uDJJ5/EyJEjpR4OeYlb9rCy1RmwY1exO2JiIhASIrauN/z+2WLx957oHNhG52IBy55fvx8JrN0Mt3RhlGLfMK9y89pBIn/X6k1cZs6ciZkzZ7pzLERE1Eb5+fnYunUrBg4ciClTpvjsJpRkwZlMlTOZKENnwMrK5usZys1KSvDwwzXotTkVgqoK17rEIKy4WLzfzp2bOwpGRMgm+xGrA/603/yyf+wS/2tY+1bc2i6M7nrNZc6wdjB3TfM6NqCw7a8fkR9qdeBVXl6OTZs2IS8vD6+88gpiYmLw6aefokuXLujRo4c7x0hERE64desW1q1bh8TERMyZM4dBlz8xZKoAqHNzzSfDubnNwZEzmSiNxjxwMik3C/7WM8Bc4IatcjMZBRjCiiLxeZeJmZnfj2wOugDg5cltXIflztfcBrm8hw3r2MSgS+Qz69hcpdPZPta1WlmdeCD5aVXgdfHiRUyaNAkajQYFBQV47rnnEBMTgy1btqCoqAj/+c9/3D1OIiKyo6ysDNnZ2ejYsSMWLlyIgIAAqYdE3mQtU2Vg2MOqtRPCpnKz3DVASlO52bJ5TeVmTSV2KXIrNzPJRhnWdK3dbH6VjZvE0kCHbE20NRrggw/E/7fM+rT1NZcZn17H5gqT7G/1/t0Iy+oDAKh6rQphd0rNs78+8Hcn92vVGq+XXnoJy5cvx9dff42QkBDj5TNmzOA+XkREXvbgwQNkZWUhODgY6enpCA4OlnpI5AmO2noDtoOf2Ng2TQTd2areK0zWqqXs+RhnDicjpUwc/9xFgBAYiCA9cPZgov11WI66+s2aBTz7rPWufm18zeXC59exucKy2YjpRuWm2xQ4sVE5+adWBV5nz57Fd7/73RaX9+jRA7dv327zoIiIyDm1tbXIyclBXV0dMjMzERYWJvWQyBNk0NZbUW3TDRnAdeuApu6F+qQkpC4HtvcDao4cFBuFFBSIE2ZbAa2/T7Qt17EtB07Hi+vYkJzcvI7N1uvna9hshNqoVYFXcHCw1Y2Sv/rqK3Tq1KnNgyIiIscaGxuxYcMG3Lt3DxkZGYiOjpZ6SOQpMggAZL9psiWNBujVy2qXxvajxwHHjjnuwujvE21bXS5Tesuyi6U3KC77S7LSqsBr9uzZePPNN1FfXw9AXPxZVFSEV199FWlpaW4dIBERtSQIArZv347CwkIsWbIEXbt2bdsdOipj4wap0pI4AFBsuZkh83X0qO11WA7W40g90RYEwaP3b5cbXj9fpKjsL8lKqwKvP/3pT6iqqkKnTp3w8OFDjBs3Dj179kRERAR+85vfuHuMRERkQhAE7N+/H5cuXcL8+fORlJTUtjs0KWNrMYH2UhmbX2llkCtZAKD0cjONps1r3/x6ou2G18/XKC77q0By6ejpbq3qaqjRaHDgwAGcPHkSFy5cQFVVFQYPHoxJkya5e3xERGTh1KlT+PjjjzFjxgz069ev7XdoUsamHzcOCU37ET3I/LJ5PyLD9fxwkuVWbeyKJklbby+0TZc7dvUjA+M2BflipnnZPODEkSSk5OeL2d8fF7PckGxyOeOl1+uxatUqPPXUU/jud7+LlStX4sSJE7h586a06XAiIj9w4cIFHDx4EGPGjMGwYcPcc6exscb1GqZlbCGTp4tBV3Kyb69j8aY2rtWS5Ey7t8rNZFruarfMcmsicOaM9RuyRNf3KD37S5JzKfASBAGzZ8/Gc889hxs3bmDgwIHo378/CgsLsXz5csybN8/xnRARUat8/fXX2L59Ox5//HGMHz/erfetWhWPuDl5aExKMJaxqfPzcT0aiJuTxzO4gHsCgzas1ZJ0nZWny81k0LXRKnsTbUNXxFGj8PDEUfmMmTyHzUaojVwqNVyzZg2OHTuGQ4cOtfjSP3z4MObOnYv//Oc/+Na3vuXWQRIR+TutVouNGzeiV69eeOqppzxS/67VAGPGF+JUfvNlfrOOxRE3bpxqWKuVu6Z5rRbQvFar2FqQaxkANJWD1hzY01wOmpoqZp+UmJm0zATOFV8nVbEWkLLc1V6Z5fr1wKhRQEMDgjOfRux8mYyZPMeTG5VTC75YSedSxmvt2rX42c9+ZvVM64QJE/Df//3fyM7OdtvgiIgIuHfvHnJyctC1a1ekpaVBrW5VXySHYnVi2ZoprywYd5RJsrJ9idc5WyJ444ZTWTGXmzXI4Uy7J0sB5dq23V6Z5fDhGLa8AflRgLqwUD5jljOZlpO6hM1GqA1c+va+ePEipk2bZvP306dPx4ULF9o8KCIiElVUVCArKwvh4eFYunQpgoKCPPI4sbrmDIyhjM1Qdpi7Bp4rY3OmxGz+fM88tiucCQyys4Fly6w/lzNngDFjgGnTEFnTirVaUrf19kIpoNRt222yM9E+FwuMfUaGY5YjuZaTEnmRS4FXaWkpunTpYvP3Xbp0QVlZWZsHRUQt+WLKneyrqalBdnY2BEFAZmYm2rdv3/xLd5451mpRvD0ZKWUwW8dSe2AfkCxe7rEF485kku7edf/jtoK9wGDWUgDf+x5w8SKQl4dbw/oYn4v6k7NiSVpBAXD7NnTzPmndWi0pz7R7aQNnJbZtV+KYJSGDTcCJpOZS4NXY2IjAQNvLwgICAtDQ0NDmQRER+bv6+nqsXbsWlZWVyMzMRGRkZPMv3X3m2KSMrebAHuOEUYiL9XwZmzOZpN273f+4rWRrkl0RDPH1bmhAvRrGTOGcq0DIhMnGy/GXvwBLlyqvK5qXSgGVuD+SEscsCbmWk7qLL5RRkse51FxDEAQsX74cwcHBVn9fW1vrlkEREfkzvV6PLVu24ObNm/jWt76FTp06mV/B3Y0ITBaMh8bGQnjdJLsaF+bxBeOOmk3k9egByKSM3d5+TnFz8ozPwRB8bVsPAGLQNWoFcGbsWMXuidWqpiAuUOL+SEocs5Q8fQxJxo3Nd8i3uZTxevrpp9G5c2doNBqr/zp37syOhkREbSAIAnbt2oVr165h4cKFiLM2EfHEmWOJF4wroVzLYTt3NJciBunNb7twIXA2FtKv1Wojj/2dlLg/krNjvnKFmRATSnivu4xllOQklzJeq1ev9tQ4iIgIwNGjR/Hpp59i9uzZ6NWrl83r+dqZY3uZJFlwop177hpg3HLg5cnAtg3mN//TfuB896YfNBrbgZXMy6w89ney17ZdrplAZ8bcoQPw9NNAaSkzIU0cHkM6nXm7dtOftVrz7Lvlz1JpOhmWuwZIaToZtmxe08mwphM1KUouoyS38UxPYiIictm5c+dw9OhRTJw4EY8//rjD60t25tjNaxkcZpJu3HDDoNvIiXbuJWHAI/eBrVvMz2kayg49vsmxh3l0A2clZgKdGfOaNUBpqXcyIQpYY+TwGPriC7P1q5rXVDg9IAr6sWPx8Hgurj8ah9MDovDg7k3ZdUKUbVdOkhUGXkQK4olNc0kerly5gl27dmH48OEYNWqUU7eRZFG/SWOPFhPt1kyEnCnXmjHD3c/CdU5Mskf8+xCO5ARC1dRIY+4ik7LDwEB5lss5yxulgErcH8nRmPv1805DCSW0anf2vX7zpjFQ7XUP6PxAfO1CJkxGSlnTz9e+lmUJn0+WUZJbMfAiIpJYQUEBtmzZgv79+2PatGlOBdgezT7YY7KWQT9uHOJeEid41devtW4i5MzGwJbNRaRib5INAM8+CzQ0QAgMxKgVwPZ+QLezX4rPoaFBDL6iouRVLucsOWzgrFBeyYQoYY2RM8dQ9+7o91SRMVBdtxl4eYqYNTac0Hh5MtDuW0/LshMiO1ySIwy8iIgkdPv2baxbtw7x8fGYO3euc1lNKRsRxDa3mDc9gx8yebr4uMnJrk2EnCnX2rLFzU/CAyIigK5dgcREqE6exJl/WplUDhwIbN0qz8yNI0osBfQ0F0r7PJ4JUUKrdiePoaudzQPVbevFrHG9Wvzvtg3yLOGT7GQYKQoDLyIiiZSXlyM7OxsxMTFYvHix3X0SzXgq++DkRFK1Kh5xc/LQmJRgPIOvzs/H9WixpbrLEyFH5Vqme5hJzdZrpNEAH3wA7NoFDB9u/jvDpPLIESA+3jvj9AQllgJ6ioulfd7IhChijZGTx5C1QPWF6eY/y6qET4ldOUkSDLyIiCTw4MEDZGVlISgoCOnp6Tb3R7TKE9kHFyeSWg0wZnyh2V3IaiLkCY5eo1mzxHJDa+to/C0w8XUulPZ5MxPiK2uMrAWq7+0xv46sSvhYiktOYuBFRORldXV1yMnJQU1NDTIzMxEeHu76nbg7++DiGpFYnTjxMSWriZAnKGEdDXmHs6V9gFczIb6wxsgyUJ27GBACA43lhnMXybCEj6W45CQGXkREXtTY2IgNGzbg3r17yMjIQExMjNRDErmwRiRW17x/mOEMvqHsMHcN5DER8gQlrKMhr3GqtM+LmRCfWGNkUbK3JE3cA0/V1LQmSA/86QBQ+5/V8ivhYykuOYGBFxGRlwiCgB07diA/Px+LFy9Gt27dpB6SGacmklotircnI6UMZmfwaw/sA5LFy2UzEfIARayjIa9xWNrnrUyIr6wxsghUz/6xHCm9nwSSk6E6cUL8jOn9JNoPHMQSPlIkJ1dyExFRWx04cAAXL15EWloakpOTpR6OVYaJ5KlVzZeZTSQNEyMANft3Q5vVBwAgxDV1O0xN9fmJkMPXiPxGc2lf83rHD7c2BeEGGo3twMpd2VGT96U6NxfFpkGekt6XhkC1srL5tTH9+ehR8TkYXlPTn8nnCIIg9RDcjoEXEZEXnDp1CqdPn8a0adMwYMAAqYdjk8OJpMnEKDQ2FsLrJl+McWF+MRFyarJNPk9YUSQGNPlimemyecCJI0lIyc8XS/t+XOy9DKi1gMXAkFlTyvvSMlA1/dnyubGs12c5tbWKArHUkIjIwy5evIgDBw5g9OjReOKJJ6Qejk2Wa0QmZwL6+LiWa0QMkyA/7N7nE+toqO3kWNrHNUZEssfAi4jIg7755hts374dgwYNwoQJE1zadNWrLCaSs5YCb+YCEAB9XJzYPOKxeFTnfWW1vbxfkONkm6ThyaYZcv2MIKI2Y6khEZGH3LhxAxs2bEDPnj0xa9YsqCoqxGClpATV+3cjrGl9VNVrVQi7U9q8DkOKtsMWa0SuqFTA3nFikBEXh0INUBIGdKuoANKmi0EGIJY2+cuZdKWvo9HprJeiAeKEXimlaHLgqdI+w15xTZ8Rh/MPI/fTXOz47g7pPyOIqM2Y8SIi8oD79+8jJycHXbp0wYIFC6BWq+W9D5Rl9zXT1unFxRAA/CIVCJ6/wH9bpyt5rx4XN8gmJ3iitM/iMyK4QbxYFp8RRNRmDLyIiNyssrISWVlZCA0NRXp6OoKCgsRfyH0fKIuJpGnr9EQdcCDLx1qnt6akS6nraKQK+pVWNif1eC0+IwbfAlLuy+gzgojahIEXEZEb1dTUIDs7G3q9HpmZmWjfvr3Z75W2D5TDfYqUyt8yQFIE/Up7jWUyXtPPiPYNwP8cl/dnBBE5j4EXEZGbNDQ0YN26ddDpdMjIyIDGRvajzcGMF8/KN7dOb/bhVhgzJool57JPD/F60K+011hG4/XZEx5Efo6BFxGRG+j1emzZsgU3btzA0qVL0bmpCYM1bQpmvHhW3qdbp8u97NNDvDqhV9prLKPxWvuMyNls4zNCjiWbpqQu3ySSEQZeRERtJAgC9uzZgy+//BILFixAfHy87eu2NZjx1ll5P2idrrSyT3fwdgZTaa+xHMZr+hnxMEDA2yMAITgYiTqgcFMc4l6SecmmKZmUbxLJBQMvIqI2OnbsGM6dO4ennnoKvXv3tn1FdwQz3jor78l9imREtiVdHsgSSJXBlO1rbIOk47X4jDjfHbgVAQiGbQyKi3FiFdBDJ+OSTVMyKt8kkgMGXkREbXD+/Hnk5uZi/PjxGDx4sP0ruymY8cpZeSW3TneBLNeweSJLIGEGU5avsSmLIFfS8Vp8Rox+ZCLeWboaCQuKUdD0VutSBfS9K+OSTVMyKt8kkgMGXkRErfTll19i165dGDZsGMaMGeP4Bm4MZrxyVl6prdOdZJoByo8C5iy2kQHy9joUT2QJJMpgyn6doEWQG6sDcteIJzIKNYA2Qizz89p4bXxGaDXAmBVAgQYIaVTW1g5yKN8kkgsGXkRErVBYWIhNmzahb9++mDZtGlQqlXM3dFMwI/ssgtyZZoASElAaAryzHyj/4D3xLHxeHvTjxgFnznh/HYonsgRSZDCVsE7QNMgdPxknVonBQWNcLAQAsZVNZX7x8d4br8VnhCAIAMQAJj3N/KpyLtk0pbRyUyJPYeBFROSiO3fuYN26dYiLi8O8efOgVnv3o1T2WQQliIgAOnQA4uOh3rABQ0KTkVIGRD37ApamiZkFITwMWLxYknUoHskSeDuDqYR1gqZBbnExulQBNyIAQECiTnz91SdPAidOSD5eJZ9sUfLYidyJgReRgjidVSGPKS8vR3Z2NqKiorB48WIEBgZ6dwBKyCIoRVMmobqDxizDtHEjENwAqK9dAwoKJFuHovgsgULWCZoGuSGNQI9KIKD4hnmQK/F4lXyyRcljJ3I3nwq8fve730GlUuFHP/qR8bKamhq88MIL6NChA8LDw5GWloY7d+4Yf19QUMDJLBE5pbq6GllZWQgICEBGRgZCQkK8PwglZBGUoLISKC0FiooQMnk6AHGSXagBEnRAtweAqq4eBRrp1qH4RJbAk1k2N3Z+dCrIlWpdY1mZck+2+MuJIu5V5na+Ojf3mcDr7NmzeP/99/Hoo4+aXf7jH/8YO3fuxMaNG3H06FHcvHkT8+fPl2iURKRUdXV1yMnJwcOHD5GZmYnw8HBpBqKQLILsWVlHFacDAvTmV0tPkybDxCyBA27u/CjrIDckRLknW/zhRBH3KiMX+ETgVVVVhYyMDPzzn/9EdHS08XKdTocPPvgA77zzDiZMmIAhQ4Zg9erVOHXqFD7++GMJR0zkOsMCa/K+xsZGbNq0CSUlJcjIyECHDh2kHZCPdxv0FmvrqGItlnFJMvn2lyxBW7ix86Psg9z27ZV7ssUfThRxrzJygU8EXi+88AJmzpyJSZMmmV1+/vx51NfXm13ep08fxMfH4/Tp094eJhEpkCAI2LlzJ65fv47Fixeje/furt8Jy1Bky1qJ2Y0IiSff/pAlaCt3dX5USpCr5JMtSh67M7hXGbnAy6vC3W/dunX49NNPcfbs2Ra/u337Ntq1a4eoqCizy7t06YLbt28DABITE5lJICKbDh06hAsXLmD+/PlISUlx/Q4MZSglJajevxthWX0AAFWvVSHsTqk4qevcWflnfRUqVgccP9ADwA3jZfVqoFgjTr5Dp8xonnwfPeqdyZMhS1BZ2fLxDFmCiAi/P14MGcvcNc0ZS6C582OxM+vyDEEuAHVurvltcnOb35+GIFens/53AcTgjH8Xv+SWY5Fa8MX5uUpQ8LMqLi7G0KFDceDAAePartTUVAwaNAjvvvsucnJy8Mwzz6C2ttbsdsOHD8f48ePx+9//3qnHqaqqwv37981+HjBgADZt2oSwsDAArV8EqJTbSf34Uj9fKcZgebvy8nKEhYUhKCjIK4/XWlK/Tu68XVlZGUpKStC5c2ezMmaHGhrEfyEhQE0NcPw48OABEBqK3M7VqGoHTE+YhIBTp8XLw8KAMWPE61MLgiDgzp076NKli3sXXD98KLYJf/AAehVQFwCEBLUXLw8LA0aPFq934gQQHAyMHAl4u4sl2bTty20AgJiHwNjC5suPJQCl7YG5feY6d0em71dLNTXi3zwwULzOqVNAbS0aR47AzuKDAIBZvWchoKau+TgZMQJw8DltydZUrKysDCEhIWjfvr1Lt2vt47l8u4YGoLFRfN6WamuBgACb7xlvjt3Tj3X2pnjyP7wW6HsPEJo+p77sCDxoBwzpNqRVj+/KGKS8nTtDCcN91dbWQq1WO5zztHUM7rrdgwcPsGDBAly+fNlsDbihuZ+Bor9Bzp8/j5KSEgwePNh4WWNjI44dO4a//e1v2LdvH+rq6lBeXm6W9bpz5w66du3q9OO88soreP/991tcPmTIEERGRrZ6/N4+SKR6TKnHoOTnbHrbS5cuoVu3bohwsrzIH18vd743bt68ievXryMpKQm9evVy/o4ePgRWrgQqK1H3wvN45fLbiAoBfnAB6PgQmK8C7oQBnYOKoS4rx732QMf/fgNwJbDzM42Njbhz5w46dOiAgIAA99xpeTnw978D9+9D6NABb/W9j5pA4Odj/x/avfd/wP37wNdfAz/8ITBjhjixtDH5JWlcOncJUQ+BZy9FQ32/zHj5uG+AvzwBdBrzbfc+YHk5cPmyeMx8/TWKB95HeXvgafVstFu9WjxmOnQAJk4ELCptrHHmJMKDBw8QGRmJmJgYl27X2sdz6b6qq4F33gEqKlD3yo/xnVOvAQDef+p9BFc8AP7yFyAyEnjlFeN7R4qxe+Mx//uz/0aHauD/PukE9Z0S4+WacOB/xgPpqekeH4OUt/PEGL788ktERESgR48eXnm8tqqoqAAADBgwwOzy559/HitXrmx+PCVnvCorK1FYWGh22TPPPIM+ffrg1VdfRVxcHDp16oS1a9ciLU3c7v3atWvo06cPTp8+jSeffNKpx6murkZ5ebnZ4/bp0wc6na5NgReRKw4cOIDHH38cHTt2lHooPu/69evIycnBwIEDMWfOHNc+mLVasYtV05qRhLn50GqAYVrg5CogyKRrnrEM5R3B/PYsVzJTX1+P3bt3Y8aMGU6f/XTIpAQUubnmC/+Li1kCKhf2SvvOnBE3uG7aa23ZPODEkSSo8/PF9VmWf1c3iHtJZSwnMzzm8SMJxsYcKReK3PqYp06dQo8ePZCQkOD4yt5m47PuQeaXzSW6ycneK9GVkuEzo2lNlzeORV939uxZREdHo2fPnlIPxSkVFRXQaDTGgNEgKioKoaGhxp8VnfGKiIhoEVmGhYWhQ4cOxsufffZZvPTSS4iJiUFkZCRefPFFjBgxwumgCwBCQ0PNXjRDVEtEvufmzZvYsGEDUlJSMGvWLNfPhjUttM5dA6Q0LbReNk/sjhdk0ar85Sni2gDVGyqu+fI2T62j8vU1QN58fvbWR37+BTBqFNDQAH1CAlLnF0LrhXV5XMtjwsZnXfDkqYAhEPWHphKWDVqaAlDJ1oiSpLp162Y3KaPowMsZ//u//wu1Wo20tDTU1tZi6tSp+Pvf/y71sIhIhu7fv4/s7Gx06tQJCxYsaHVZm/XJmdi0wTT42rgRGLUCOBvb1HrY8CUNiJNbJU/QlUCjsf0at2aC5OuNVLz9/CzbdM9tOlFRrBUzXQ0NQGAg1Bs2oHj48ObbWWuK4UaGTpiG9zVgZbNlP+G3gajpCQjLBi0qVfMJCA8fi6Q8PtFO3lRubi7effdd488hISF47733UFpaigcPHmDLli0ure8iIv9QVVWFrKwstG/fHunp6WjXrl2b7s9am/IgvVieNHdxcxB2chUw5wpbD/sET+3nI5ftCLy9X5G9Nt0FBciPAnDyJGAadAEe3x9K1pstS8DaZ51PB6KWGya/GwVN6seoPrBH/L3phsm+slcZuY3PBV5ERK6qra1FdnY2GhsbkZmZaVZa3FrWJmf1amBpGrC9r5jpMgRf2zbAuEYkdTma1wJwjy9l8cR+PpaTvDdUUL2hwoO6B+K6EtNJnqdJsF+RtU2uDe+Vsc+gZdBlMlZPTHRlv9myBPwuELVyAqIiBECFTuyEankCIjZW/H9+lhMYeBGRn2toaMD69etRVlaGjIyMFvv+tYbp5Cw/CrjcCRACAxGkB84cTkasTiwvfHqO+e0MZ4klmVSTW9gLFMyCamd5O8vkgNufn5OPKYuMilI2W/YivwxErZyAmPQN0P7J0UBREQo1QNycPKg+iONnObXAwIuI/JZer8fWrVtRVFSEpUuXokuXLm2/U4vJ2dhngFHPAjVHDhonZ7lrgKFa4MNz5pmBtZvFs8RSTarJilaU+bk1UJAgy+SItwMh2WRUDGt5kpOhPnoUxe8IEF4XEJrSW/wbJCf711oePw5ELU9AHMgCVLV1AADTVuH8LCdLDLyIyC8JgoC9e/fi6tWrWLBggfvaNVuZnOl+K6D96HHGyVlK0mCcPZiIgGItCjWAtmmelqADPv4XEDx+Itd7yUEry/zcHShIkWWyx5uBkKwyKoZOmEePtnzN/XEtj58HotZOQGgjgEQdZHGChOSJgRcR+aUTJ07g7NmzmDlzJvr06eO+O3Y0OVu3DigtBQoKoE9KwugVwIjngIKmuVqPSiCg+AYKNNJMqslEK8r8PBUoyKXczquBkBwzKhqN7cmzh9aVyZafB6LWTkA0qsXPcjmcICF5YuBFRH7n008/xeHDh5GamoohQ4a4/wHsTc569QK6djWeJdZqxMlzepr51b49y4e7gimFq2V+HgwUZFFu5+1AyM8zKorgp4GotRMQ16PFqgXL/Rp9usOjB7m8h6ZC+Pw+XkREpq5du4aPPvoIQ4cOxdixY70/ACsb9zZPqguNV/u/XU1nSUlSLu1TZLmfj+nv2rCfj7CiSLxtvhjsLZsHnDiShJT8fDHL9ONi75xN99Dzs8lTm1wTtYWNDZNTlwMnVonBl6kPt/KznJox40VEfqOoqAibNm1Cnz59MH36dOnOqJmcJZbVGhayyukyP0+UXsmp3M7TpWXWGpkY3ivWGpn4cEaFZMxGJrb4x0VI0MQDAGoCgMmZ/Cynlhh4EZFfKCkpwdq1a9GjRw/Mnz8farUMPv7kNKkmm1wq83N36ZXcyu08VVpWVARMmGC9kcmZM8CYMWzHTfJg7QSE4bO8qAj6uDgM/i5wsCc/y6kllhoSkc/T6XTIzs6GRqPBkiVLEBgok48+b5dukcskL/Pzh3I7nQ6YOxe4dAloaMCtYX0Qu1zMKKo/OQtMmAw0NIjXraxU9nMl36DRmB+HFp/lV/hZTjbIZPZBROQZDx8+RFZWFtRqNTIyMhASEiL1kJr5w6RayWys5ag5sAehU2Y0n8U+etSzbaItJ3mmfKE9dWWlGHw1NKBeLa6ly10DvDwFCPn1ZOPlQevX+8bzJd/Dz3KPEATB8ZUUhoEXEfms+vp65OTkoLq6GitWrECEHM82+vqkWsmYkfSOpu6RhgYmhuBr23oAEIOuUSuAM8OHSzxQIjv4WU5OkMEiByIi99Pr9di0aRPu3LmD9PR0dOjQwfuDsNYswMBaswCSFz/fp8ibTDeJtmzHvXAhcJbzViLyAQy8iBTEV/e1cDdBELBz50588803WLRoEXr06OH9Qeh0YjMAa80CiouBcePYLEAJ/HSfIiloNcDLk1te/qf9Xt6vjNyHJ5+IzDDwIiKfc/jwYXz++eeYM2cOevbsKc0gKiuBkhIgLw8hk6cbJ46q4uZ1QygpEa9HvoGTTNdYvF7DtMDWLeYrIAxlh2zHrUA8+UTUAgMvIoXwxUWmnvDJJ5/gxIkTmDx5Mh599FHpBtK0buV6NKDOz0fuGmBEERA8eSqQJ16O3FzW/vsKTjJdY/J6obgYwvRPcGZNIFRNjTRuhYl7IQXpAQQGWm/HzUBX3njyiagFBl5E5DMuX76MvXv3YsSIERg5cqTUwzFbt5JSBpxaBeNGyanL4dk25GSfuyftnGS6xuT10o8ahaLJTwANDRACAnA7DOj2AGjXPQ6IjxdbyQcGAlFRzY1MGOjKH08+EbXAwIuIfEJeXh62bt2KRx99FJMnW1koIhGtRtz7ydSyeeLlJBFPTNr9dZLZ2gA2Nta4AbS6uBidHwA3wwGhc2fEVUK8/ORJ4MQJcQPagQOBrVub19Qx0FUEnnwiMsfAi4gU79atW1i/fj2SkpIwe/ZsWTUhidUBx48kmF324VY2C5CUhybtfjfJbGMAq1oVj7g5eWhMSkBII9C9ClDfuoXr0UDcnDzx9TJ0jzxyRMx+GfhroKtAHjv5xFJTUiAGXkSkaKWlpcjOzkbHjh2xaNEiBAQESD0kI2FFEYq3Jxsn3yNXAPqkJDYLkJq7J+0mE0Brk8znZ/pohtMNAaxWA4wZX2h2WYtJuY3ukX4X6CqUUyefXA2iWGpKCsXAi4gUq6qqCllZWQgODkZ6ejratWsn9ZCaaZsnn/qkJKQuB07HAzUH9oilU9aaBZDXuG3SbjIBjNWJk8kPt5pfZedaoG+Jm5+AHLghgLX2ermSEfZKKS8zK63m1Mmn1gRRLDUlhWLgRUSKVFtbi5ycHNTX12PZsmUICwuTekjmIiKAzp3FtSpHj6L4HQHC6wJCU3ob17agc+fmZgHkdW6ZtJtMAAs3xeHEKjGQK9QA2qY/bUgjcOWjeJ/McLYlgI3VAblrxNsZJuWNSQlIKRMvd+b18ngpr1SZldYEe3ILEJ09+fTVV64HUVKUmsrt9fVxcloy4E4MvIhIcRobG7FhwwaUlpYiMzMTUVFRUg+pJY0G2LtXXJ9iOfk0rFvZu5cb8ErILZP2pglggQZQFxcjQQfciAAEALGVQIEG4tqkoiKfzXC2KoDValG8PRkpZTCblNce2Acki5c7er28UsorRWbFJNjTP6zGczueaw72Pv4YeOKJlsGeTgeMGgWMGiWf0jtnTz716tWqIMqrpaYsbSQ3YeBFRIoiCAK2bduGwsJCLFmyBF26dJF6SLZpNLbPuNpYt0Le4c5Ju1YDzMgQ950CgB6VQKJOnBCOWYHmznw+muFsVQBrMimvObDHGKQJcbHOZYS9VcorRWbFJNhTnzuP6IfixapPzgIjRwI3b6KxMB+xb0RB9YYKJVUlwLFjwBdfAEVFCBk/WR6ldy6cfGptEOW1rrEsbSQ3YeBFRIohCAL27duHy5cvY/78+UhMTJR6SL7HH8ppPDBpv9oZmLXU/DLjBNCHM5ytDmBNJuWhKb0hvC5mQ8LahTn3enmxlNfrTTxMgj08fIifnGoK9hYvBQQBAKAuuYfuTXP8wLPngfnzAYiZVnVxMY6vshEgAt59D7tw8qk1QZTXusayiya5CQMvIlKMkydP4pNPPsHMmTPRr0cP3w8QvM1fymk8MGmP1QF7T9qZAPpihrOtAWxbMsJeLuX19n58hmDvYRDQ+UFTsHfrNoojgHo1oGpsxMlVwLfPAtFTZgENDahXA0vmi5nXRJ2VABGQ9XvY1SDK211j2UWT3IGBFxEpwueff45Dhw5h7NixGPrII8oPEOSYWfKXcho3T9r9dtsAqRvIeLGUV4r9+LQa4FJn88sWLwRGrRCDryA98I9dgKqhEfVq8fKTCcC9UPPbGANGGb+HXX4PSdQ11tsBuL8TmjK8voSBFxHJ3ldffYUdO3Zg8ODBSE1NVX6AINfMkj+V07hr0u7P2wb4SQMZqQLrWB0wvDTE7LIPtwK3IoAXpptf94XpwNlYQAWg0WJmt3EjcHwV5Psebs17SKKgX4oAnHwLAy8ikrXi4mJs3LgRvXv3xsyZM8UWs0oPEGQcOLKcxkVSZ32k5usNZCQKrA3BHh7WoCTMPNg79S/g/b3mG8W/tweY+aUYCCbozLczMDR7KdDI9D3cmveQBEG/32a2ya0YeBGRbN29exdr165F9+7dMX/+fKjVzR9Zig4QZB44spzGBX6S9fFbUgTWJsEe2rfH2yNNgr3u3RFXKa7xqlcD35kJCIGBCNIDH62D8fNj9Apg0ULzuw3Si803ZKe17yFvBv3+nNkmt2LgRUSyVFFRgaysLERERGDp0qUICgpqcR0lBwhyDhxZTuMiywmg6fo9ywkgG78oixSBtUmwh2HD8Pbif4nBXmmFmAmHGEBNzQD+OQwo278DCAw03vwH08T/Wr6HO1QDkbXuG6ZbyT1z6u+ZbXIbBl5EJDsPHz5EVlYWVCoVMjIyEBISYvV6Sg8Q5Bg4spymjby9fk+OTVp8jbeDApNgT9W+ffPlXboAISFAYCBUBw7g8H/EyX/M+OniXnGBgUBYGHb94HTL93BcHEIagSt7+R4G4Pr7hpltchMGXkQkK/X19Vi3bh2qqqqQmZmJyMhIq9fzhQBBdoGj0spp5BJ0mI7DYv3eUC0QWeOh9XueDvI8+frK5W8nV9aCvfh4cZPkU6eASZPMf/fEE+Llhw4BGRkt38NHDsjzPSyF1r5v5J6VI0Vg4EVEsqHX67F582bcunUL6enp6Nixo/UrKi1AsMJq4JiQYL99sqcno0oqp5FLZ0jLcXwQZ7Z+79Qq4MQHQPDEye5fv+fJJi0mz6vFsdjW11cufzslio8Hhg2z/rthw4A+fczfw6+XQ3i22Pp72F8DXBk3NyLfx8CLiGRBEAR89NFH+Oqrr7Bw4ULE2puYKilAsMZK4PhFZ0CIjhLLhfLycP2xeMS+5OXJqJLKaeQyebIyDq0GWJrWvNfSwLtAQGGx+9fvebJJi8nz0o8bh7iXxOCo+vq1tr++cvnbKYRLexmZvocjI80D3FXxiJ2Thwc7NgMVFf4b4Mq8uRH5NgZeRCQLubm5+OyzzzBnzhw88sgj9q+spADBGiuBo+6FYgRUVAINDRACA1EeAlQGSzAZVUo5jVwmTzbGsXazGHSZ8sT6PY81aYmNNZ7EMH1eIZOni8dicnLrX1+5/O18leE9bCXAvaEBVBWVfh/gyrm5Efk2Bl5EJLmzZ8/i2LFjmDRpEh577DHnbqSUAMEaa4GjyWRU1dCAmIdA/xJORu2Ry+TJ2jhSysSMlylPrd/zVJMW1ap4xM3JQ2NSgvF5qfPzcT0aiJuT16bXVy5/O5/GANcuOTY3It/HwIuIJHXlyhXs3r0bTz75JEaOHCn1cLzHSuBoOhlNKudk1BlymTxZG0eQHl5p/OLJJi1aDTBmfKHZZe56feXyt/NlDHBtk11zI/ILDLyIFESlUkk9BLfKz8/Hli1bMHDgQEyZMsXnnl9r+O1k1F6Xu5s3bd5MLpMna+OoV4trvTzZ+MXT3T1jdeLracpdr69c/na+zm8/U+zwha64pEwMvIgUwqUF1gpw+/ZtrF+/HgkJCZgzZw6DriZ+ORl11OVu+nTxehUVZjeTy+TJdBz5UcDlToAQGIggPXDmcDKEFUWeafzi4e6esTogd42YKTG8voayw9w1aNPrK5e/nT/wy88Ue3ygKy4pFwMvIvK6srIyZGdnIyYmBosWLUJAQIDUQ5IFv52MOupyV1AgXlBV1XwbuUyeLMYx9hlg1LNAzZGDLcfh7sYvnuzuqdWieHsyUspg9vrWHtgHJIuXt/r1lcvfzpsk2rfMbz9T7FF6V1xStECpB0BE/uXBgwfIyspCu3btkJGRgeDgYKmHZE6nEwMBawvOtVrxy9gTjTssJ6Nz86HViJPR0CkzmiejR4/63mL4piYAuWuAlKYmAMvmNTUByC9Efrf24vW6d2++jWHyBECdm4ti07Uqubnia+WNyZOr43Dn387QpMX0eDUcv4Ygz/R4deX4NXleNft3Q5vVBwAgxMW2/fWVy9/OWwwZ3ZIS8fmZPt/i4ubn6+5OrP78mWKPtfeNgbX3DZEbMfAiIq+pq6tDTk4Oamtr8eyzzyIsLEzqIZkzmSBV79+NsKbJZtVrVQi7U+q5CRLgf5NRC4YmAIbStlOrAEA8Sz8zA/ij5Q1cnTx5KqCWehKn0Zg/R3cdvybPKzQ2FsLrJqXOcWFte15Sv2beZrEnWkJTAPQg88vmAMhwPXc+Zz//TLHL9H1jyZ+CUJnztSUWAAMvIvKSxsZGbNiwAffu3cPy5csRHR0t9ZBasix5mysGBKpiLeDJCRLgf5NRKwxNAMSgS7RsHnAj0sYNnJ08eTqglsskzt3Hryefl1xeM2+Ibc4SqvPyjBndkMnTgfz8tu2JZg8/U0jBfHXdN9d4EZHHCYKA7du3o6CgAEuWLEG3bt2kHpJ1tva9mTjZ9r437lyfoeS9ydzAVhOAHhU2buAsR2vIfGUjWQf7NhVoYH2C78E1RiTy5J5odvn5ZwqR3DDwIiKPEgQB+/fvx6VLlzBv3jwkJSVJPSS7rO57U1hsbA2uWhVv3nFv3Dgxm8KJa5vYawJwZVdi2+7cjzaStbVvU01T/5rquuqWXSN5DHuFJ/dEIyJlYOBFRB516tQpfPzxx5g+fTr69+8v9XCcYmsz3LWb4bvZEik56nJn6GpoZz8vhw/hRxvJWjt+74UCiTr4dsZP5jy5JxophETdLUk+GHgRkcdcuHABBw8exJgxYzB8+HDHN5DJl5KtzXAN+xf5arZEMo7aOycmitcLD2/Tw/jLRrLWjt9GNVCg8f2Mn1x5ck80UghH+xUy8+wXGHgRkUd8/fXX2LFjBx5//HGMHz/e8Q1k8qVkreTterSY8TIEX76cLZGEoQnA0aMtX8u4OGDPHvH/I2112XCOP2wka6tkM0EHqCAGXx49hmVy8kRWPLknGimHv6w1JbsYeBGR22m1WmzcuBGPPPIInnrqKee6E8nhS8lGyZuhRC1Ib351X8yWSMZeEwDT/btaSdEbyTobzNgp2bweDSToPHwMu/PkiS8FcCYZ3ZoDe4yvt3FPNG7Yq3zOHK9+tNaUbGPgRURude/ePeTk5KBr165IS0uDWu3kx4wcvpQME6TERKjXrTOWvGk1YmMNIdB8Bw5fy5b4LEdryAwbyXoy49DaQMKVYMZOyWbqcqBQA3Sva2d29249ht118kQm2W+3Mcnohqb0hvC6+HcJaxfW3NbdE3sDkne4cLz601pTso6BFxG5TWVlJbKyshAeHo6lS5ciKCjIpdtL/qWk0QDr1wPR0cDSpcYv0Vgd8PGhJKgaGlCvAi51AvQJCcrIlpDjNWSezji0JZBwJZixU7JZ/OMiJGjioaqt81zGz10nT+SQ/XY3tnX3XS4er/6y1pSsY+BFRG5RU1ODrKwsCIKAzMxMtG/fvlX3I/mXklotToCbvkSHasXF7+r8fAiBgQgSgNAGoDbr397LllDbOFpD5umMQ1sCCVeDGWsTfEPGr6jI4xk/t5w8kUP2m8hZLh6v/rDWlGxj4EVEbdbQ0IB169ahoqICmZmZiGxDEwTJv5QsvkQ3bAIeBoplhqqGBnFCeaEI7UeP4/oMV0i9ZkfKjEMbA4k2BzNezvi54+SJ5NlvIhc4e7wqeq0puQUDLyJqE71ej82bN+PGjRtIT09Hp06dWn1fcvlSMv0STSoHBtyFMegym/RxfYZz2rpmp6LC9n0rpNFCRTCwJM36xGxJGhx2bGxTMOPljJ+7Tp5Inv32Z1KfKFEgh8erHNaakuQYeBFRqwmCgN27d+PatWtYuHAh4tpyFtqZL6WxY4GzZ23f3o2TAacnfVyf4VhbSu10OmD+fADAw/yvldloQafD3ixg3Wbg5Snmv3p5ini5o+fQ5mDGSxk/d548kTz77a98rbmJlzg8XqVea0qywMCLiFrt6NGjOH/+PGbNmoVevXq17c6c2UT33j1g0SKvTAY46XOjtpTaVVYCd+8CAILnpCmz0UJlJTo/EDNdWzebd8bcuFG83N5zkEsm2KHWnNG3kVkRVhSheHO8/J+zL/LF5ibOamWmz6n3qNRrTUkWGHgRUaucO3cOR48exYQJE/D444+3/Q4dfSlt2ADExAAFBbYnA7dvu2UyoJiJrrt5sLyo1Wt2YmPRb2YBAEBdWKjMRguxsViaJm7ArWpoQL0a+M5Mcd2gYWNu5ORYfw5KKk9y9Yy+SWbF7D2l1QKjRwNFRRCCgzFrqYyfsy/y1+Ymrc30ufIeZXdLvxfo+CpEROauXr2K3bt3Y/jw4Rg9erT77lijsf3F06sXztcV4VE1ENQ0GVg2DwiaNAUoKEK9GgiKjm57mYbll+jcfGg14pdo6JQZzV+iR4/61sTDMOkoKUH1/t0Iy+oDAKh6rQphd0rF59y5c5vOyBrKN0+tar7MmTU7N5qWP+VHAb1uGW7fHLQVy73RglaLtZthDLKC9MA/dgFAg/FnpKdbP6YMwQwAdW6u+XPNzW3+u8ihPMlw8qSysuXzMJzRj4hoPn5MMiv6ceOQ0PReezDnLELv3AEAqLp0wZXXTjbfn9yes48ynCjJXdN8okRR77nWsMz0zRVfB1WxFjB89huuZ/oZqKT3KEmOGS8icklBQQE2b96Mfv36Ydq0aVCpVN554MpKRNU2T14Nk4EgQ9Clhxg8tDXj5a91+F4oL2pr+eZ3Zpn/rJhGCxERKAkTs30LF5j/auEC8XKbx5TSypNcOaMfG2t8T5lmVkLmLwJqa4H4eODECfP7k+Nz9lGybW7iqcy8Rabv2Gpg9lUbmT7Tx1Hae1QhvDa38DIGXkTktDt37mDdunWIj4/H3LlzvfvBGBtrLFUL0pv/KkgP95W/+OuXqIfLi9xRvrn3mPnfQzFr7jQaTMsUuxduPmseeP7pQFNXQ3vHlA+XJ6lWxSNuTh4akxKMJ1PU+fm4Hg3EpRVZL0FV+HNWCretc3VnoGSvHPCLL4BRo2yXAzrxOIZMX36U2NF2+3rzkugHXWLEz6oxY4AJE8yDr4gI8XEsHys2VjxhxWYkBAZeROSk8vJyZGVlITo6GosXL0ZgoPcrlbUaGNfKmKpXi5e7bW8fH57o2uOxvZPauE5Jt+wKACCgsFixa+503yvC2cPWA8+zh5Ptt8z3cVoNMGZ8odllssis+DG3rXN1d4dEW5n5K1eAIUOAoiLg5k1U379jfKzq69dcehytBvjRVPPLXp5iUnY4dixQUABcvIiHlz6H6g0VNK+p0Dh1CjBqFPQjR+L0gChoXmMnSGqJgRcROVRdXY2srCwEBQUhIyMDwcHBkowjVgfjWhlTQXrxciVMwOXOI+VFbSnf1GqBGTMAAPqEBHk3l7BFSQ0yJBCrEzMpphSTzWwNue+R5c7j1d0lzLYy87Pni+WpBoIgXl0HhEye7tLjxOqALWfMM30bNwJzrjRVABQUiCf/GhoQ/K1nEKsDImoB1c1bQFER1MXF6FbZdJmt5yn3Y4A8hoEXEdlVV1eHnJwc1NTUIDMzE+Hh4dIMRKs1LvQWLLJthjVf/jx5dRePtNFvS/lmRATQtCm3es8eZa6589d1g06I1TU3cDBkVgxlh7lr4HsnU5SwR5Y7j1cPlDBbzcwXa1GoAQo0AIqKEDx5KkYUiceQsXR1Tp7Dx7HM9M1d3NwQZ9uG5gqAUStg9pzidUBRRfOxqoJ4mdXnqYRjgDyGgReRQghNZ/C8qbGxERs3bsTdu3eRkZGBmJgYr4/BKCICKUmDgcBAqBoazMpfgvQAAgOBqCi/nLy6i0fb6Le2fFOjAbZsEf+/Rw/z3yllzZ2/rht0RKtF8fZkpJTBLLNSe2AfkJzsmydTlLBHlpuPV0+UMFvLzC9NA8Y0BUQB+YU4tao5oE9d7kTW3kqmb3vflg1xXpoCnI1t+ZwSdWLgV6gBEnR2nqcSjgGZkGLe42kMvIjIKkEQsGPHDuTl5WHx4sXo1q2btAOqrARKS4GGBuvlLw0N4u/5ZdU6ci6Hi4y0/TulrLnz03WDdplkVmoO7DFOjIW4WN/NBCpljyw3H6/uLmG2lZk33G+rHsci06fViI9j2RDn3X3i5daeU3pa03pje4+vlGOAPIL7eBGRVQcPHsTFixeRlpaG5ORkqYcjfil27Qqo1dwrxROk2ovGsAWArc2DIyKA0FD3PibJg8m+X6GxsRBeNzm7HRfWct8vH+GPe2Q1B0rNTVQ+3NqUCXKRsKJI/DzKF4OUZfOAE0eSkJKfjxOrAMscyfEjCUicW+g4+LLYh87ycV6aAmz9OAFJTRu5L01r+ZxyNotlhqasPU9/PAZIxIwXEbVw+vRpnDp1CtOmTcOAAQNadyfuXjzMci3PkuL1dXatgx93/PN5fpoJlO0eWR7g1hJme5n5+Hgk6MSSP31cHEaalB0Wb08WAylHDMejlcfZ0ReoOdRcBntmTaD5c4qLQ6JOLDMs1Dh+nv50DFAzBl5EZObixYvYv38/Ro0ahSeeeKJ1d+KpxcPenKT5Q9cpy+do+vpa24vG3ZNgZ9c6VFW593GJJOZsExvFbyLr7hJmW40/gsOarxMcjJodW3A6Xswe6ZOS3Pc4Kb2BtWvFNcUNDcZOq0UWH40CxMvsPU+PNDIi2WPgRURG33zzDbZv345BgwZh4sSJrb8jpS8e9oeuU3J4js6udeje3XNjIOVR+EkRjzaxkRt3d/S0lZmPiBA/J+LjgfPnETpoKITXBRS/I0B99Kj7HgcAevcGBg4EEhOhPn4cxe8I0L5eDnWPHuLjx8cjse+T0L5ebvN5+tUxQGa4xouIAAA3btzAhg0bkJKSglmzZrXtTGvThDp3DZDSNKFeNq9pQt30RZMi58XDloHjXJPNM6fMEANHw/WUWgrlzufozDotG/fh1FqH+vpWP03ZacNr5fd0OuDGDeDZZ4GSElTv342wrD4AgAfLriH0YT0we7Y4wZVr2bFlBmhuPrRNmZFQw/suNVWc8DcdI4ru7GaxbsqMoYTZ1WNeo2l5fW89juHyI0fMH8v08QHzx7J8/FYcA+Q7mPEiUhBPlZ3cv38fOTk56NKlCxYuXAi1uu0fDZ5oIew1/tB1ypXnaC/DcOUKMHlyqzNnkTViWY61tQ4CIPvshUvkkGWUg9ZkrAyv3fTp0N+4AeTl4dawPojVNW2SmzoJGDJE/tl0f9zTzVsl4q15HFvHok4HnD1r/Vg0XN/ysQyPb+2xTC/zx2OAjJjxIvJzlZWVyMrKQmhoKJYuXYqgoCC33bdh8bCYxRApZfGwP3Sdcuo5Gia8FhmGqteqEHanFJg+HbhzB6itdT1zptNhbxbQrRLoEdEdwE3jr9Zubgq8Tk8DPvrIw6+El/hDJtURR8eToXumZcbK8NoVFaFIA6g04jF7YhUQoAfUlWJpVoEGSJTzSRFPZGaodawci5E1wK0l5xD6zLeBS5fQOKA/YqZdQEWIG7OqPAb8GjNeRH6spqYG2dnZaGxsRGZmJkLd3LZb6YuH/aHrlMPn6Gi9XlERCkJqUaCxyJxNnGw7O2jIalRWYoQ6Hok6IEh709gJrDEu1tidDDdv+k5zDX/IpDrS2vWfJq9dok4Mym9EiB3kYpuuWqgRN9CVdTYd8NtOjrJjcSz2LQH2ZgEh02dBuHhRbJ5x8QJ63fNAVpXHgN9i4EXkpxoaGrB+/XrodDpkZmZC4+YPel9YPKz0wNEZDp+jE8HCmBXiP7Oy0sJi1KvFvW5Uq+Jttokv1DW3eDasZNELeq88dykougTXHdoQfJq+dok6oIfFvHdpmm+dFCEPszgWd2cDcTpAfesWVI2NqFcDQXpg00bg9L8AdXExUCueZPL5EyTkMQy8iPyQXq/H1q1bodVqsXTpUnRu2jjXbdzdQlgCvhA4OuLsc3QULGg11jNnQXqxZNBmVgPAzQgxU1GgESfTp1aJ2a8CjXg5uncHwsO99ZJ4hT9kUu1pS/Bp7bUz8LWTIuR5lsF8rEkwfztMwVlVki0GXkR+RhAE7NmzB1evXsWCBQsQHx/v/gdR+uJhHwgcHXLxOToKFqxlzurV4sTaZlajXz9MywRGrQDS08zvOz0NmJYB4IMPgMhI6+NXaBMKf8ikOtLa4DNWBxw/0MP8vpqCd186KULeY+1Y1EYAcZXMqkpJ8XvY2cDAi8jPHD9+HOfOncNTTz2F3r17e+ZB7O2BYlg8LNd2z4DyA0dnuPgc7QUL1jJn16PFjJch+LKV1agIAVRoed/ZW4CsrQBmzcLD/K8BAJrfaRTfAdAfMqnOaE3wKawoQvHmeAQU3wAgZiMKNGI2Ii4yTtxDyRdOipBXWTsWbU35/e0ECbkfAy8iP3L+/HkcOXIE48ePx+DBgz37YJ5YPOytjVOVHjg6w4XnaDdY2BwPjB7dInNmKN8JsliuZZnVsHXfSeXAkLuBQF4eguc0p8MUswm3Nf6QSXVCq4JPbXMzFyE4GIUa4MnngM7nvxRPHhhuEx+v/JMi5DXWjsVCTctM160wG1lVBWfeSRoMvIj8xJdffoldu3Zh2LBhGDNmjNTDcZ2390Dyh65TzjxHR8FCUZHYTj4+3ixzptWIZTlCoPmuJWZnjB3dd0MD6tWAurAQADBcq/AOgP6QSXWktcGnyWunOn8eCZeLUfyOxWvXvTuwZ4/yT4qQd1g5Fos1QFxoN+NVGlRAjQro9gCIDe0qrjvNy4N+3DjgzBnFZt5JOtzHi8gPFBUVYfPmzejbty+mTZumzNppf98Dqan9utVAQ6v13L4vhgkvAHVurvn+Zbm54sQlJgb497/NMmfCiiLxdw15yI8CMuYDJ44kISU/Xzxj/ONice2Wnfu+/lg8yoMBw7M68CEQ8FDBe6lx/x77x9OOHcCMGdaDz8pKYP16QK3239eO3MvyWFSpxEDqVh6Edu3Q0FCHqx2BAUE9gBs3EHDrNgKaylvjNJHA4sVAQYF4X776vSMxQRAcX0lhGHgR+biSkhKsXbsWsbGxmDdvHtRqhSa6m1r/5q4BUpraUC+b15QBaSoTSVFSBsSVQKq1m866Q2uCBYszyWPn5kOrEbMaoYYgOTW1uZzRxn2PWw5UBgOPlwI/NvmVojsAajS2/0ZKOXbbwtbxpNMBzz0HAKhe+VeEvRsFwMYxbo0/vHbkXpbHok5nDMRUO3YgqLoaj/bqhbg3onB8ldj1sGM18MxsIOvTUqCwWHnfOyQ5hc7AiMgZOp0OWVlZ0Gg0WLx4MQIDlX2uxWf2QHK1bLK1m866i6tll66U1Nm57xsaILIW2HvM/O/KBe4KZ+1vbjjGi4oQMn+R949x8k+mx6Lputf+/YFhwwCNBtqmFvIFGiCkEVi7VdynUHHfOyQLDLyIfFR1dTWysrIQEBCAjIwMhISESD0kt/CJPZBcDaTasOmsJNzUnMS48L1QXMg+eZl/dgD0C0o7xkm+2tKEycaJIK2m5ZYXivveIVlg4EXkg+rq6rB27VpUV1cjMzMTET60WN8n9kBqxSRTcdm+tjYnMS1XTBD/3tpIG00Y2FnMJyjuGCf58VATJp/43iFZYOBF5GMaGxuxadMm3LlzBxkZGejQoYPUQ3IbX9oDqTWTTJ/I9jnLtFxxwwYAwNVdiQBgDFobO3UUJ1C+2lnMW9snuMqD42rzMS7X14y8wwNl2U5/7/DYIycw8CLyIYIgYOfOnbh+/ToWL16M7t27Sz0k9/HBPZBcnWT61VlX03LFyEjxsoIChEyeDgAYtxyo/b/3gNmzrU+mlD4J8vb2CTIZV5uOcbm+ZuQ97i5ZdfZ758oVHnvkFAZeRD7k0KFDuHDhAubOnYuUlBSph+NePrgHkiuTTF/K9jnNUK7YdAIhP6p5MhWvA4LnL7A+mfKFCbjUDVUkGJewogjFWxNtH+Nnztj/m8n1NSOvcmvJqrPfOwCPPXIKAy8iH/Hxxx/j5MmTmDJlCgYOHCj1cNyvrQ0bZJYBcSmQ8sFsX2vMzHByMuULE3C5Npvw1Li0WmDsWKCgAEJgIJamicd4wtx86JOSxL/ZqFHA+PG236tyfc3I69xWlu3s906/fjz2yCkMvIh8wOXLl7Fv3z6MHDkSI0aMkHo4ntPahg1yy4C4Gkj5YLavNW5EOjmZkmoC7ubgXq7NJjwyrogIcSPuwECoGhrw8aEkxOrEx6r99yogMBBoaADKyuwGzHJ9zci77FYTuPo+dfJ7h8ceOYOBF5HCXb9+HVu3bsVjjz2GSZMmST0ceZJDBsT0y94ykHqpGMKPym0HUm5qz650PSqcL830+iTIQ8G9XBuquH1cGg1w+DCGLW9oETC3e3o50NCA/CgAx445DJjl+pqRd9itJtiaKGZNPXQSjsceOcLAi0jBbt68iQ0bNiA5ORmzZs2CSqWSekie05ZsgtQlSJaT8nejoEn9GNUH9oi/N/2ytxVItbU9uw+4ssvO+h8ra9y8OgnyUHAv14YqHhmXRoNzsbYD5rHPwKmAWa6vGXmBo2qCggLg0iWPnYTjsUeOMPAiUqjS0lJkZ2ejU6dOWLhwIQICAqQekue4IZsgaRmIlUl5RQgAQbC5YbI/BFJOu3lT/G9BgUtr3Lw6CWpLcG/jpIKwogjFm+Nl11DF041e2hIw+2UTGmrmRFn2+U4NZo163HUSjseee/nqiWQGXkQKVFVVhaysLLRv3x7p6elo166d1ENyH2uTUNPAZeLUVp+llKwMROqMm9KFh4v/TUx0eo2bFJOgVgX3JicVWjRUGT0aKCqCEByMWUu93FDFVobZMC4PNnppdcDMJjTkRFn2hKfF7KlbT8Lx2CMnMfAiUpja2lpkZ2ejoaEBmZmZCA0NlXpI7mMrs9U5GsMn5KFeDagLC3FsdesCFynLQLjwug0M+3jt2ePcGjcJJ0EuB/cmJxX048Yh7iXxmK++dxu4cwcAoOrSBVdeK/ZeQxV7GWadThxXcDDUO3e6vdFLmwJmNqEhwGFZdkWIB07COXPsdegAVFRYv70S9hYkt2DgRaQgjY2NWL9+PcrKypCRkYGoqCiph+RedtbJrN0MBOmBejWQVO564CKHMhAuvG4jWxuCW5ZmSjgBdzm4j401jsk0GxoyfxFQWwvExwMnTphPJD3RUMU0w2XxPhyqBSJrmjLMs2eL4+rSpeVjt3VcrgTM1jJyhmzHunXNwbq7xkbK4ORaYLefhHOUadu5UywtnzVLHp11STIMvIgUQhAE5ObmoqioCEuXLkWXLl2kHpL72SnJSykTs0ULF5rfxKnARYoMiJUJABdee4lEXSBbG9yrVsUjbk4eGpMSjNlQdX4+rkcDcWlF1k8quHMdoGWG64M4s/fhqVXAiQ+A4ImTmzPMlsGgO8blbMCs19vOyFVUAEuWWJ/Ecu2kb3NyLbCw4LJnTsLZy7RFRgKlpcreW1ACgiBIPQS3Y+BFpBB1dXXIz89HWloaEhISHN9AoeyV5C1NAzafaUXg4u0MiJUJQKwOKNyWhID8QtSrgUudAH1CAhdee4q3u0C2MbjXaoAx4wvNLvNaNtRKplmrEd9v9Wox0zzwLhBQWOzZ0lhnA2a12vkOkjLbOJ08yJnOojdvAjNmeL8Mmet8qQkDLyIFEAQBDQ0N0Gg0SElJkXo4HmetJO/lycDazWjdWUpvZ0CslGrlrhG/cIXAQATpgdAGoDbr31x47SvaGNzH6sSTCKa8lg21MSk0lPea8ngw6EzA7OwkNiJCXhunk2c5c1zs3i2WLEtQhsx1vgQw8CJSBJVKhZCQEDx48ADr169HQ0OD1EPyKGsleRs3iV9WrT5L6c0MiMUEYMMm4GEgIAQGQtUgbhCbcqEI7UeP46J/X9GG4D5WJwbmhnLakStgLDvMXQOvrT+0nBSmlIkZL1NyKY11ahIrh43T3YnZO4ccHhf9+0u6GT3X+RIDLyKFUKvVmDp1KoqKirBhwwY0NjZKPSSPsLpOJiFBPPMeGAj12rWK6FZmOgFIKgcG3IUx6DI7u8lF/76jNcG9Vovi7cktTirUHtgHJIuXeysbam1SGKSHZM1oHHE4ifWl8i437GXoLxweFxJuRs91vsTAi0hBunfvjsWLFyMvLw9btmyBXq93fCMpuXqG1tY6mUP7gMREoKEBSE83v08ZBy5On93kon//ZVKiWHNgj/HYEOJivX5SwdqksF4trvWS455EdiexTZ89tjIg+VEKK+/yteydB8k1uJFDZ12SHgMvIoXp2bMnFixYgKtXr2L79u3y7frTmjO09tbJHDtmexIq08BFrhMAkhGTEsXQlN4QXheP+bB2YV49qWA6KcyPAi53gnE94pnDyRBWFMkqw2x3Ers1EZgwARg3ztgoxPIESFUQUBEsydBbx5eydx4k2+CGGyxTEwZeRArUp08fzJ8/H5cuXcJHH30kz+CrNWdoJWoD7gmynQCQ/EhY+gSgxaRw7DPAqGeBmiMHW04K5fA+dDSJLSgALl4E8vKQuwYYpm3ZuKTPfaDXPRceUwbrq2TXnEEGr0mLx5RrcMPNvalJoNQDIKLWGTBgABoaGrB9+3YEBQVh6tSpUKlUUg+rWdMZ2tw1QErTGdpl85rO0DZNFlKsnaHVaGxP6JRyNtdyAjA3H1qNOAEInTKjeQJw9KhynpMjOp0YRFt7PlqtOKFQQMDslwyTQgDq3FwUm07gc3PFY9V0Uij1MevEeM9X5yGmRgxQTq5q3nzd9L9nDzedAHEUsBiy9yUlqN6/G2FZfQAAVa9VIezrArE9effuLYNRDxz3huzdqVXNl0nSnMHea3KntPmY8WaA7upx7E2Gk4o3bgCW39OGkxkVFd4fF3kdAy8iBRs0aBDq6+uxe/duBAUFYeLEiVIPyYzhDK2hY5s4WWg+Q1uslPUVrpLLBMBbwZAcJ2HkPMOk0NqxYpgUyilwdmK8E96LQ6974meOoSW+oVHI0jSxfNLpEyCW2fu54meb6soV4MkxQG0t9IKA+DeicEPj3uPe8mRac/lyofGyD7c2Zby8ydZrUqwFDCeXDNfz1nHT1uPYG5+Xzz5r/XNSEIBZs/g56QdYakikcMOGDcPkyZNx4sQJHDt2TOrhtOCX7XNbUzLp7rIdb3ZB48J/5ZO63NFVDsZbEQJ81RG41sH8V8vmAWdj4Vp5l631VbPnA7W1xqsZQiSnjnsX3u+GUnJZlS/Ldc1Za49jb3xe8nOSwMCLyCeMHDkSqampOHLkCE6fPi31cMz4bYMJVyYAnvjS9+aXvFwnYf5CbmttZCKyFugban7iw/jZ4+JaNavrq4q1KNQABRpAXVzs/HHfmve7DNcvyW7NWVt44/OSn5MEHwi8Vq5ciUcffRSRkZGIjIzEiBEjsGfPHuPvU1NToVKpzP49//zzxt8XFBTIa10MUSuNHTsWo0aNwv79+3Hu3DmphwNAZmdo5cwTX/pe/pL3qUmYknB/J6uMnz2FxbY/e1zM5FnL3i9NA8ascPG4b837XabNGXymosFLn5f8nCTFB16xsbH43e9+h/Pnz+PcuXOYMGEC5syZgy+++MJ4nW9/+9u4deuW8d8f/vAHCUdM5BkqlQoTJ07E8OHDsWvXLly4cEHaAcnwDK1seehL39tf8j4zCVMSli+15KHPHlvZe8DOcW8tG9n0fi/QuPB+l2nHV1+qaPDW5yU/J/2b4gOvWbNmYcaMGXjkkUfQq1cv/OY3v0F4eDg+/vhj43VCQ0PRtWtX47/IyEgJR0zkOSqVCtOmTcPjjz+O7du3m52A8DqZnqGVK0996XvzS96XJmGKwfKlljzw2WMve39iFXD8QA+z63+4FehbAtvZyCY1AS6832W2Ds8XKxq88Xnp1OekH5cI+zrFB16mGhsbsW7dOjx48AAjRowwXp6dnY2OHTtiwIABeO2111BdXS3hKIk8S6VS4amnnsKAAQOwZcsWXLt2TZqByPQMrZx54kvfW8GQL07ClILlSxbc/dljL4MWH48EHRBQfAMFGvPj/spH8cDNm1azkblrgEQdcC/U/KEUk/nw0YoGT39emn5O1gQA2gigMS4WKWVi99/q69f8ukTYH/hEO/lLly5hxIgRqKmpQXh4OLZu3Yp+/foBANLT05GQkIDu3bvj4sWLePXVV3Ht2jVs2bIFAJCYmOhw89mqqircv3/f7GcAePjwIYKCgto09tauL2vN7bz5WHIZg1Ju525qtRpz585FQ0MDNm7ciKVLlyIlJcX7A/GFPbm8yN2tooUVReLkJ1/MfCybB5w4koSU/HwxGPqxE3sYOcMf9y2TGdns7yQX7vzssbU9hElQIQQHY0ZGLa52Nj/uCzQANECixV6GKWViU464yFigsvl+JGkN3xpy2TLDjZz9vHQ0Z7R5/1otMGECUFAAfWICbumKkVChQmOMCsUxAUjSAfpJ06BXqcTgKyAA0OkghIe37vFaO85W3s7dj9/Y2Ai1Wo1ak86hnny8tjIkdYqLixFu8jfr0KGD2c8qwV2PKKG6ujoUFRVBp9Nh06ZN+Ne//oWjR48agy9Thw8fxsSJE/HNN984PRF9/vnn8f7777e4PCcnB6GhoVZuQdR2lkGcIAhOBXaW12lsbIQgCAgICLB7e3cFjUoJduUSJBvp9cC9e0BjIxpVQFl7oGNtANDYKH4Bd+wIqF0oUjC5PwQEoCSkEY1qoGv7zlDdv9/6+7VGEID798XHtLw/wzjUaqBDh5abhzqptrYWwcHBbRunj7pVdQsBeqBzTdPx0qRRBdwPBTpHdpNwdCYEQfxn7XjT68VjQ27vSwNrYzc97mNigECTc9kNDUBpKerRCF2ICtE1QIC++deNavF5BghAgwqoCAGi60ze79HRgFqN+vp6qNVqBAQE2BiWdyebLW4nCNb/Zobr2fl7enPsTt1Gr2/7ZyH5rerqaqSnp7e4/Pnnn8fKlSuNP/tE4GVp0qRJSElJsRosPXjwAOHh4di7dy+mTp3q1P1VV1ejvLzc+HNlZSX69OkDnU6HyMhI6T/4PHy7tt7WXfellNu5+74Mtz169Cgef/xxp9comp41+v/t3XtUlGXiB/DvDIhch4smQihEbrpKYloZVlggWrLmhdS8AN5+nQxXTVfP0rZrv/acXU+u7aks9beCimVeVi3wji1gruaaHorMrFWQmwNWwAACcnl+f7zOMAMjDDDDvDPz/ZzDUeZ9Z+aZ4Zl3nu/zPO/zZmRkQK1WY9q0aRg4cKBFyiqH90sudbzLysuBV14BSkrQEhiIqeNLUe4J5Dy3D67LXwNKSoD77we2bNH1MneqpgZYsQKoqAA2bwb8/Vu3lZUBS5dKjbt33wW62aPa7vlu3zZevvJywN2928/T1NSEs2fPYlx4OJwbGizyHDZN+/csKUGxF/DmM8D/XQyEsrRUqjdt//7WoFcf69/7O8YfnwUAyE7MhtsvGvPXx95irN7X1ADLlwM//YTZT6mR7ws8rBZISW/dpVEJuLQALYGB+M0z0uf9zOQDcH31t62f923b8G15OXx9fXH//a3nkMmhs8liZaiuBmprgTbfUwqFAlCrAQ+PLo+imVTW6mogIUHqJNq3DwgIaL1faSkwa5bUcbRrF9CNdQJ0j6XRSK8vIAABGwMQoAEO7pWmnWrD6g0fYPps4NL/qm26Q7KnZcjLy4OTk5PRQRRLPF9P76fRaODt7Y3vv/8eXnp11MfHx2CQxi6mGrbV0tJyz6HJ3NxcAEBAgOk9gO7u7gZvmkajMdguhwpO9k+hUMDNzQ0eHh5dvu+sWbPw0Ucf4cCBA0hMTOw0fFEvUyqB+nqpt3vXLpzRn7aTliZNf6mvlxojpp6X4usLbN8uNSjaTq3y9ZUaEF5e5jvHzte3e9tM0NjYCADwSUxEn+Ji3D55FB4fDQMA1CTXwKPsF2DyZKnx62jnDRYXA7GxummeI8fno1gF7ErJkKa7ZWdL2609zbO2Fvj6a6mcU2eg7u50VJ/qarjfLT9CQ6URkh7Wl15lrKy1tcA33wDXr2PzZWnJ+Q0HAN+K1l1aAJR6AUFZWTir/3n/+GPp897YCPj7o09FBdzc3ODj42PhFyIDVVXAjBlAebnxz/jEiZb7jLu7S4HL2PHywQeBzz4zz/HS1VX338qmSlS6A4uiDacIL4wDrrgDrnr7OiKlUtnhaK9cBQQEdNhBbvNjqsnJyTh9+jQKCgqQl5eH5ORkZGdnY968ebh27Rr+/Oc/4+LFiygoKEB6ejoSEhIQGRmJkSNHWrvoRL3GxcUFc+fOhZ+fH3bt2oVbt25Zu0ikz1ILkchsFbQeu3XLvMum28OFh21l9VBHWn1R77U+WAH8O1X6t/Fui6tRKTW+gnwHt7+vIy88ZO1LI/TW8VLvuGNsMY+PD3IlWHtm88GrvLwcCQkJGDp0KKKjo3HhwgWcOHECMTExcHFxwalTpzBx4kQMGzYMq1evRlxcHDIyMqxdbKJe5+rqivnz58PLywtpaWn45ZdfrF0k0mdvIckChscWmK/hbi8XHrah1UMdafXFYm/gpTgpZPW5e25XnxbptT+5CFIgLiw0vvKfo37eHSGc6x93orKQvaP1MzBtNiCcnfFAJVB0KIQrwdopmw9eKSkpKCgoQENDA8rLy3Hq1CnExMQAAAYNGoScnBz8/PPPqK+vx48//oi3336b1/Eih+Xm5ob4+Hj07dsXaWlpBucuEpmNhUaSSlRmbLhbu3fdnGwotDvSxWN/6A9c7Wd4W/x04EIQ5DUaKSN2H871jztRMXiwQnqtc+KAjScBRVOTtEhLQYFNLsdPnbP54EVEXePh4YGEhAQolUqkpaWh2hYalmQ7LDySZLaGuyP0rstQl6+TZMPTQVUNwK/dDYOC7rXKbDRSTuw6nN897uT7SCGrUQmsjgHOfR6sC2E4c4ah3I4xeBE5IJVKhYSEBDQ3NyMtLQ21tbXWLhLZCwuPJJnzAqd237suM12+yLYNTwfVvdYbRfd+rTIbjZSL3rrou7UUewORC4F8H2n66af72hx3xo5lKLdjDF5ENsLU63iZysfHBwkJCaivr8euXbtQV1dntse2Wzbc+95rLDiSVBX/Xdca7iaw6951OWl7ke0FwLnB0sWGERraepFt/c+XrU4H7c5rJQDdCOc2qtgbmDfD8DaD4w5Dud1i8CJyYP369UN8fDw0Gg0+/vhj064Q76jhozd63+3kvbXYSNLkyWZvzNp777pJeqPedWf1RVudDmorK03KjQMFVh53HBeDF5GDGzBgAOLj4/HTTz9h9+7duHPnzr13tuGpPz1m6d53uby3ZmqEW2Qk6b77zNqYdZTe9Q71Vr3r5uqLXQrxcum4sKGVJmXFQQIrjzuOjcGLiBAQEID58+dDrVZj7969aGpqMr5jR+EjMvLe4cOGRmvuydK973KYVmXGRrhFenQPHjRfY9aBetc71Jv1rpurL5oU4uXScaFlQytNyoYjBFYedxwegxcRAQCCgoIwZ84cFBYWYv/+/Whubja2k/HwER0DFBSgUQnU7UiBImWQXY6EWXQxBjlMqzJTI9xiPboqlfkasw7Su94pOdS7zopoSoiXQ8cF9Zy9B1YedxwegxcR6YSEhGD27Nm4du0aDh48iJaWlnb7GA0fN4p0Fwrtm7hI3o2eHk5HsuRiDFZfZc8cjXBb6dF1hN51E1m93nXA5BBvAwGSiMcdYvAiIgNDhgzBiy++iCtXruCzzz6DEKLdPsbCx8wXIf9GjxmmI1n6pGhrr7LX40a4LfXo2nvvehdYu94Z0HaOGAnxhd5A/cG9RkO8nAMkkQ6POw6NwYuI2hk2bBhmzJiBvLw8HD58uF34MhY+NmYCc+Jk3ujp4XSk3jgpWg6rXfWoEc4eXZskh3oHwLBz5Cc1zt2ROm7qM4+h6LVCFH8WCvely4H0dKMhXlYBkoioDQYvIjIqLCwML7zwAi5duoQTJ07owldH4eOTA8DqiYaPI6tGT0+mI/XCFDq5rHZlUiO8o2mZ7NG1KXKpdwAMO0dmzMLiF4DxC+5u0+8c8fY2GuJlEyDtiVxWiySyAwxeRHRPo0aNwuTJk3H+/HlkZWV1GD60I12HDjgbPIbVGz1tGg3dno5k6Sl0Mjk3Sr8RXu8EFHsBzYOC8GAFkL0DuH3tql0tmOLwZFLvdNp0jmR8AgyuukfnSJsQL6sAaS/ktlrkvcrIYGh3FAqFtYtgEc6d70JEjuyxxx5DY2MjMjMz0be+Hk8OGAAAUGZno0gvpDx47EvgqaegaGpCvg8wbwZwJusBPJifLzV6Xivq/emGhYXA9OlAZSVunzwKj4+GAZDC11+eAlIyWnftdGROO4Wuurr9aI52Cp2XV/dHc7TBDu3fW2RnS41fS58bpd8IHzwI6qoihFQBzT4CN7yloNrybAygUEjvLSC9H9YcwaqqMv43AaTX05O/iSOQQ71rQ9s5kr2jtXMEaO0cKTJ2HGkbIKflo9hbCpDuEye3BsicHOufa2pL2k7Pnib9fRRFxYD2fdXuZ43PmTYYlpcbHONrkmvgUfZLa/3l9GaSCY54EVGnxo0bh2eeeQanLlzAf956q/35O8XFwNy5QFMTWoKDEblQBivZVVUB06YB33wDXL+Om48N0428xX4PbMsw3N2kkTlLTqHr6blR5uj11R/VO/NvPL1IGhl0KiqBAFDiBSjKy4DCQnksmKLXG99uNEMuvfFyJ9Nz8rp8rpYtLepiS+S+WiQvI0A2hsGLiEwSGRmJJ598EsfOnsVXarXhRv1Gz5EjKFpVZLzRo9H0XiO4ulp6rqYmNCqhmyq3+CKQsQdQABAAFk+R0XSk7gY7c00HatMI15+WGVIF3F8NKBruyGfBFL1GV8v48Ri0Snrdt69dZaOrrY6CeXX1vQNJb56Tp1dGY+dqfXywg84RmQZIeyDr1SLlHgyJ2mDwIiKTKBQKREdH4/HHH8eRI0fw9ddft27UNnoyMoAlSwwDQOpg3M48BmzbBkyZ0nsjEHpfyH1aoAtf2zJaQ9eUl4DUMTK8xlRXmbPXt034k/UqcUFBumCv3+hyjXlees2hoWx0AbZzno62jFFZyN7R2rifNhsQzs54oBIoOhRy784Re1nURYbnLMn5OCDrYEg9YuxyNraOwYuITKZQKPDcc8/hkUcewfG9e3H1889bN3p7AypVawCIntTaOy0E8MILvT4Cof+F3KfNtaD/ZwpwZBjsYzqSBXt95b5KnCJ1MAZNvY7mB4J1jS5lfj6u+QKDpl5nowuwjelY+mWMisGDFdLndk4csPEkoGhqApydgYIC2+wcMVWbkPzZ1c+w/Njy7oVkMwY4uR8H5BwMifQxeBFRlygUCvzm6aex5MAB3DdzJr49day1B32ALx6Puo5GJaC8cQOnt3czAJixwVDsDayOaX978pk2jQYbn45kiV5fW1klrtgbePrZGwa3sdGlxxamY90tY76PFLIaldLn9tznwboQhjNnbLdzxFRtQrJro3Rzl0OyGUc5beE40GvBUIajkWRbGLyIqMuUtbXwa2qCX0UFAmfNM+hB/+RA69S+Byq7EQDMPC3qsWLg0EHDBVy10w7bNRpsaTqSEWbt9TV1mfHvvjN/Q6SLjZugKqmRpU9OvfFyYAvTsYq9gciFQL6PdAz5dF+bMo4da9OdIyZpE5KfKgRCKroRks01yim3yw0Y0WvB0Bam7JLsMXgRUdcFBWHw3caBX0WFQQ+6tnd65kzDu5gcAMw4LUo8fx7/2eGs60GfNktv2qGzsywaDeZk1l5fU1aJ69cPSEw0b0PESOPGe/3dilNS0u4xg6palx3XNrq00w6zd0AWvfFyYVIwt3KPfrG3dCkKfQZltPHOEVPoh2SPRmDVl90IyeYa5ZT7apG9GQxtYcouyR6v49UN2pP9NBqNlUtCjuT27dvQaDSyuahgcV8gcg5wZDcQWgEcTwVqcQPXfaSVAk/lDIIGrY3eDw8CsXNN+NyoVPj1c9elx83PR8Z24OXfAA3RMWi6UYTrPkBoRoZ0PllHj1VSIqW/piYIJydEzWvGpUBgy7++gmb6i9K5Ik5OUoNBiI4fywZUzbwMxMaitqAA132k9+zkF8G478YNXD4UAs2S77o2lUyjAd59t/U6WPrvT00N8Mkn0v9nzwYKCtASPQmBsUCpCqj+7ns0a9/jlhagtFS69pcpSksBtdrgMX/xEVL9nzQJfa5fb33M0lJcPhQCVBSgMjgYkbE3UKoCbqVth/ucBNxXXAxNZCRw9Chw//3S45eUAJ6edt94b6ceCNQARz7v4HNZVQXMmAH89BNuH/onAvY+CgAoXV0Kj/IKIDYW6N8fOHjQMu+fKWV0BPXS8XVOLLC+oQGujY3QQPq9uK/p70NHx+jYOcCVtp9rYxQKYN8+6TPfdn9vb+DwYenzpFBY5xgqBODnJx0TDh/G5bvHuCYAmowMqc76+ZnnGG+u7yYySU1NDRQKhc187rXl7GxBEIWwxyVDLKy4uBiDZDAtg4iIiIiI5KGoqAhBHXRyMnh1Q0tLC0pLS+Hl5SWb0Qeyf0VFRQgLC8N3332H+7W990QOoKSkBMOHD2fdJ4fDuk+OytbqvhAC1dXVCAwMhFJ57zO5ONWwG5RKZYdplsgSvO7Ooffy8oJKpbJyaYh6j3YKB+s+ORrWfXJUtlj3vU2Ygs3FNYiIiIiIiCyMwYuIiIiIiMjCGLyIbISfnx9eeeUV+Pj4WLsoRL3Kx8eHdZ8cEus+OSp7bfNwcQ0iIiIiIiIL44gXERERERGRhTF4ERERERERWRiDFxERERERkYUxeBEREREREVkYgxeRGZw+fRpTpkxBYGAgFAoFPv30U4PtNTU1WLZsGYKCguDm5obhw4djy5YtBvvU19cjKSkJ/fr1g6enJ+Li4lBWVmawT3p6Oh566CEMHToUhw8fNthWWFiI2NhYuLu7Y8CAAVizZg2ampoM9snOzsbo0aPRt29fDBkyBDt27DDYvmDBArz55ps9ei/IsXRW9xUKhdGfDRs26Pa5dOkSYmJi4OPjg379+uHll19GTU2NweN0VPeNPf6ePXsM9mHdJ7lbv349FAoFVq5cqbuts++FgoICKBQKK5SWqPs2b96MkSNHQqVSQaVSISIiAseOHdNtt+d6z+BFZAa1tbUIDw/HBx98YHT7qlWrcPz4cXz00Ue4cuUKVq5ciWXLliE9PV23z2uvvYaMjAzs378fOTk5KC0txYwZM3TbGxoakJSUhA8//BCbNm3C0qVLcefOHQBAc3MzYmNjcefOHZw9exY7d+7Ejh078Kc//Ul3//z8fMTGxuLZZ59Fbm4uVq5ciSVLluDEiRMWelfIEXRW92/evGnwk5qaCoVCgbi4OABAaWkpJkyYgCFDhuD8+fM4fvw4Ll++jAULFugeo6O6r7V9+3aD55k2bZpuG+s+yd2FCxewdetWjBw50uD2zr4XiGxRUFAQ1q9fj4sXL+Krr75CVFQUpk6disuXLwOw83oviMisAIhDhw4Z3DZixAjx1ltvGdw2evRo8Yc//EEIIURlZaXo06eP2L9/v277lStXBABx7tw5IYQQVVVVIjg4WNy6dUvcunVLhISECI1GI4QQ4ujRo0KpVAq1Wq27/+bNm4VKpRINDQ1CCCHWrl0rRowYYVCG2bNni0mTJul+T0xMFOvWrevZG0AOy1jdb2vq1KkiKipK9/vWrVvFgAEDRHNzs+62b775RgAQP/74oxCi47pvyvOy7pOcVVdXi1/96lciMzNTjB8/XqxYsUIIYdr3Qn5+vmBTjuyBr6+v2LZtm93Xe454EfWCcePGIT09HSUlJRBCICsrCz/88AMmTpwIALh48SIaGxsxYcIE3X2GDRuGwYMH49y5cwAAlUqFhQsXIiAgAIGBgVi6dCm8vLwAAOfOncPDDz8Mf39/3f0nTZoEjUaj60E6d+6cweNr99E+PpGllZWV4ciRI1i8eLHutoaGBri4uECpbP06cnNzAwCcOXMGQMd1XyspKQn9+/fH448/jtTUVAi9S1Sy7pOcJSUlITY2tl0dNeV7gcjWNTc3Y8+ePaitrUVERITd13tnaxeAyBG8//77ePnllxEUFARnZ2colUr84x//QGRkJABArVbDxcWl3RXa/f39oVardb+vW7cOK1euhFKpNGh4qtVqg9Clva92W0f7aDQa1NXVwc3Nrd15L0TmtHPnTnh5eRlMGYmKisKqVauwYcMGrFixArW1tfj9738PQJqmqHWvug8Ab731FqKiouDu7o6TJ0/i1VdfRU1NDZYvXw6AdZ/ka8+ePbh06RIuXLjQbpsp3wshISEGnQxEtiIvLw8RERGor6+Hp6cnDh06hOHDhyM3N9eu6z2DF1EveP/99/Hll18iPT0dwcHBOH36NJKSkhAYGNiul7Mz3t7eFiolkWWlpqZi3rx5cHV11d02YsQI7Ny5E6tWrUJycjKcnJywfPly+Pv7G4yCAfeu+3/84x91/3/kkUdQW1uLDRs26IIXkRwVFRVhxYoVyMzMNPhMEDmCoUOHIjc3F1VVVfjnP/+JxMRE5OTkWLtYFsephkQWVldXh9dffx3vvPMOpkyZgpEjR2LZsmWYPXs2/va3vwEABg4ciDt37qCystLgvmVlZRg4cGCnzzFw4MB2KyBqf9fe/177qFQq3dQuIkv54osvcPXqVSxZsqTdtrlz50KtVqOkpAQ///wz3nzzTdy6dQuhoaHdeq6xY8eiuLgYDQ0NAFj3SZ4uXryI8vJyjB49Gs7OznB2dkZOTg7ee+89ODs7w9/fv0ffC0Ry5uLigiFDhmDMmDH461//ivDwcLz77rs9bg/JHYMXkYU1NjaisbGxXe+9k5MTWlpaAABjxoxBnz598Pnnn+u2X716FYWFhYiIiOj0OSIiIpCXl4fy8nLdbZmZmVCpVBg+fLhuH/3H1+5jyuMT9VRKSgrGjBmD8PDwe+7j7+8PT09P7N27F66uroiJienWc+Xm5sLX1xd9+/YFwLpP8hQdHY28vDzk5ubqfh599FHMmzdP9/+efC8Q2ZKWlhY0NDT0uD0kd5xqSGQGNTU1+O9//6v7PT8/H7m5ufDz88PgwYMxfvx4rFmzBm5ubggODkZOTg7S0tLwzjvvAJCmUC1evBirVq2Cn58fVCoVfvvb3yIiIgJPPPFEp88/ceJEDB8+HPHx8Xj77behVqvxxhtvICkpSdf4fOWVV7Bp0yasXbsWixYtwr/+9S/s27cPR44cscybQg6hs7oPABqNBvv378fGjRuNPsamTZswbtw4eHp6IjMzE2vWrMH69evbzfE3JiMjA2VlZXjiiSfg6uqKzMxM/OUvf8Hvfvc73T6s+yRHXl5eCAsLM7jNw8MD/fr1093ek+8FIrlKTk7G888/j8GDB6O6uhq7d+9GdnY2Tpw40eP2kOxZd1FFIvuQlZUlALT7SUxMFEIIcfPmTbFgwQIRGBgoXF1dxdChQ8XGjRtFS0uL7jHq6urEq6++Knx9fYW7u7uYPn26uHnzpsllKCgoEM8//7xwc3MT/fv3F6tXrxaNjY3tyjlq1Cjh4uIiQkNDxfbt283x8smBdVb3hZCWjHdzcxOVlZVGHyM+Pl74+fkJFxcXMXLkSJGWlmby8x87dkyMGjVKeHp6Cg8PDxEeHi62bNlisDy9tpys+yR3+svJC9Hz7wUiOVq0aJEIDg4WLi4u4r777hPR0dHi5MmTuu32XO8VQtjosiBEREREREQ2gud4ERERERERWRiDFxERERERkYUxeBEREREREVkYgxcREREREZGFMXgRERERERFZGIMXERERERGRhTF4ERERERERWRiDFxERERERkYUxeBEREREREVkYgxcREREREZGFMXgRERHdw4IFC6BQKKBQKNCnTx888MADWLt2Lerr6w32Ky4uhouLC8LCwqxUUiIikjsGLyIiog4899xzuHnzJq5fv46///3v2Lp1K9atW2ewz44dOzBr1ixoNBqcP3/eSiUlIiI5Y/AiIiLqQN++fTFw4EAMGjQI06ZNw4QJE5CZmanbLoTA9u3bER8fj7lz5yIlJcWKpSUiIrli8CIiIjLRt99+i7Nnz8LFxUV3W1ZWFm7fvo0JEyZg/vz52LNnD2pra61YSiIikiMGLyIiog4cPnwYnp6ecHV1xcMPP4zy8nKsWbNGtz0lJQUvvfQSnJycEBYWhtDQUOzfv9+KJSYiIjli8CIiIurAs88+i9zcXJw/fx6JiYlYuHAh4uLiAACVlZU4ePAg5s+fr9t//vz5nG5IRETtOFu7AERERHLm4eGBIUOGAABSU1MRHh6OlJQULF68GLt370Z9fT3Gjh2r218IgZaWFvzwww946KGHrFVsIiKSGY54ERERmUipVOL111/HG2+8gbq6OqSkpGD16tXIzc3V/Xz99dd4+umnkZqaau3iEhGRjDB4ERERdcHMmTPh5OSEDz74AJcuXcKSJUsQFhZm8DNnzhzs3LkTTU1N1i4uERHJBIMXERFRFzg7O2PZsmVITk5GSEgIhg0b1m6f6dOno7y8HEePHrVCCYmISI4UQghh7UIQERERERHZM454ERERERERWRiDFxERERERkYUxeBEREREREVkYgxcREREREZGFMXgRERERERFZGIMXERERERGRhTF4ERERERERWRiDFxERERERkYUxeBEREREREVkYgxcREREREZGFMXgRERERERFZ2P8D9eh+Tv0GzoUAAAAASUVORK5CYII=" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 7 + ] }, { "cell_type": "markdown", @@ -541,12 +244,14 @@ }, { "cell_type": "code", + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-11-25T18:19:27.753769Z", "start_time": "2024-11-25T18:19:24.518297Z" } }, + "outputs": [], "source": [ "small_sky_box_filter = ztf_pixel.box_search(ra=[179.9, 180], dec=[9.5, 9.7])\n", "\n", @@ -556,36 +261,12 @@ " color_by_order=False,\n", " fc=\"#00000000\",\n", " ec=\"grey\",\n", - " center=SkyCoord(179.8, 9.7, unit='deg'),\n", + " center=SkyCoord(179.8, 9.7, unit=\"deg\"),\n", " fov=0.3 * u.deg,\n", ")\n", "small_sky_box_filter.plot_points(c=\"green\", marker=\"+\")\n", "small_sky_box_filter.margin.plot_points(c=\"red\", marker=\"+\")" - ], - "outputs": [ - { - "data": { - "text/plain": [ - "(
,\n", - " )" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "text/plain": [ - "
" - ], - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 8 + ] }, { "cell_type": "markdown",