diff --git a/flarestack/analyses/angular_error_floor/test_dynamic_pull_correction.py b/flarestack/analyses/angular_error_floor/test_dynamic_pull_correction.py index e289b251..c99c47ba 100644 --- a/flarestack/analyses/angular_error_floor/test_dynamic_pull_correction.py +++ b/flarestack/analyses/angular_error_floor/test_dynamic_pull_correction.py @@ -5,7 +5,6 @@ import matplotlib.pyplot as plt import numpy as np -from numpy.lib.recfunctions import append_fields from flarestack.core.astro import angular_distance from flarestack.data.icecube.ps_tracks.ps_v002_p01 import IC86_1_dict @@ -93,9 +92,7 @@ def weighted_quantile(values, quantiles, weight): cut_mc = mc[mask] percentile = np.ones_like(cut_mc["ra"]) * np.nan - cut_mc = append_fields( - cut_mc, "percentile", percentile, usemask=False, dtypes=[np.float] - ) + cut_mc.add_column(percentile, name="percentile") weights = cut_mc["ow"] * cut_mc["trueE"] ** -gamma # weights = np.ones_like(cut_mc["ow"]) diff --git a/flarestack/analyses/ccsn/necker_2019/check_injections-compare_flarestack_injections.ipynb b/flarestack/analyses/ccsn/necker_2019/check_injections-compare_flarestack_injections.ipynb index 383b611b..99b0aaa7 100644 --- a/flarestack/analyses/ccsn/necker_2019/check_injections-compare_flarestack_injections.ipynb +++ b/flarestack/analyses/ccsn/necker_2019/check_injections-compare_flarestack_injections.ipynb @@ -40,8 +40,6 @@ "from flarestack.utils.catalogue_loader import load_catalogue\n", "from flarestack.core.minimisation import MinimisationHandler\n", "from flarestack.core.experimental_injector import MultiSeasonsInjector, ExperimentalInjector\n", - "from numpy.lib.recfunctions import append_fields\n", - "\n", "\n", "logging.getLogger().setLevel(\"DEBUG\")\n", "logging.debug('logging level is DEBUG')\n", @@ -826,7 +824,7 @@ }, { "data": { - "image/png": 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IiBxEkjnGsMvMpgP1zewkYH4lxSQiIilU7sTg7qPMrA/QGfjI3d+uvLBERCRVkjoryd3fAt4CMLOh7j6pUqISEZGU2WtiMLPNwNeJk4FGgBKDiMhBpjwthhvc/fnEiWY2qBLiERGRFNvrWUmlJYXQjgqORUREqoFkLnDrZWYfmNkKM1sJTK7EuEREJEWSuY5hIHAW8CjBlc/3V0pEIiKSUskkhiXu/h8gzd2LgB9XUkwiIpJCyZyuerqZzQPqmtlkglaDiIgcZJJJDJcCu4D3gKuA+yolIhERSalkupKeBAa6+7fANqB35YQkIiKplExi+NjdnwQI/zatnJBERCSVkkkMtRPG61ZkICIiUj0kc4yh0MzeAJYB7YH3KyckERFJpWTurnpX3N1V33D3GeVd1sxqA+OARUAWcJO7F4Zl1wAtgC+BH7n7g2bWDhgG5AMN3X18ebclIiL7J5krn48BPiI4CH1c+OVdXv2Bte4+BVgL9IsrGwqMd/cngMvMrAUwAnjR3R8lOE328FLiGWpmeWaWt2HDhiRCERGRPUnmGMPtQD3gD0BrYFQSyx4NrAuHC8LxmKuAG83sEoLTYVsmzL8eKJGE3H2Su2e7e3bz5s2TCEVERPYkmcTwCUF3T0d3vxn4PIllVwCxX/2twvGYr919nLu/DBSFZfHztwC+SGJbIiKyH5I5+NwJmAC8ZWb1iP7q35tXgXFmNoSgtTHRzF5z9wuAgWaWBnwL/NndvzGzccAwM8sGctx9XZlrFhGRCmXuXr4ZzTKAs4HHgJOBJu7+SiXGVm7Z2dmel5eX6jBERA4oZjbP3bMTpydzVtJSYGk4OrOiAhMRkeolmWMMIiJSAygxiIhIxF4Tg5l1qYpARESkeihPi+FKM8sxs9FmllnpEYmISErt9eCzu99gZrWAXsDNZnYUMB14yd11fYGIyEGmXMcY3H23u7/t7lcSPPf5c+BeM/tVpUYnIiJVLpkL3AAIb373WvgSEZGDTNKJQcr21VdfsXnz5lSHISJSQu3atWnWrBmHHXbYXudVYqhAmzdvJiMjg0MOOSTVoYiIFHN3du7cyapVq8qVGJK+jsHMzgz/tjIzfQMmUFIQkerGzKhXr16559+XC9z6mlkbYCLwx31YvsaamLOcOcs3RqbNWb6RiTnLUxSRiEhJ+5IYDiN4kM7NwM6KDefg1rlNY254fkFxcpizfCM3PL+Azm0al3sdkydPZsiQIZUUYcV57733yM4ucW+uCrV48WIyM3VpTSrs3r2bq666inHjxvHKK/t2L82q+vy0nyRvXxLD74G/u/sSYHcFx3NQ696+GQ8N6sINzy/ggbeWcMPzC3hoUBe6t29W7nX07t27EiNMTs+ePcssO+WUU2jQoEGlbXvs2LGkpaXRqlWrSttGqk2ZMoVly5aVWf7AAw8kdbLDnj6vvRk7dixLliwpHl+7di2FhYWMGDGCDh06MHXq1KTX2alTpwr7/O6//362bNmS1HaGDBnCqlWrylzn3LlzefTRR/c7tunTp5Obm1tm+TPPPBOp273Zn8+xvMp18Dk8rnAZ8DXBA3sWmdmh7n5LZQZ3MOrevhmDT27LhHeWceOZxySVFBLdddddtGrVisWLFzNy5Ejy8/MZMGAAt99+O3/9618ZO3YsDzzwAN26dSMnJ4d69eoxceJERo8eTfv27VmyZAlXXHEFxx57bGS9a9euZfz48Rx77LHk5uby1FNPldjWF198QUFBAZMnT+b8889n0qRJkfKmTZsWry8nJ4eZM2fSvHlzdu/ezbBhwxgzZgzuzmGHHcaECRN4+eWXuf322xk+fDiNGjVi6NCh5OXlsXjxYp5//nk6dOjA4sWLGTduHLVq1eLzzz+P/ApcvHgxTz/9NB06dGDNmjVcc801nHfeefz+97+nRYsWTJgwgYcffpihQ4dy11130aFDh+Jl161bx4ABA+jWrRtbt26lRYsWNGzYkOnTp/PKK69Qq1YtRo8eTadOnViwYAG33XYbTzzxBNOnT6dv37589NFHnH322fzjH//gsssu44ILLuChhx7CzPjqq6/o1asXhx56aOSzadSoEbt27WLq1Kn86le/YuDAgfTp06c4pu+//55Zs2YBsHHjxuJl33nnHS655BJ69OjBu+++S9euXcnIyOBPf/oTnTp1Yt68eYwbN44PPviAmTNn0rRpUzZu3MiFF14Y+bymTp26x/geeeQR0tPTi+NJrO/p06ezbNkyXnvtNdavX09ubi4//elP+cUvfsHo0aOZNm0aF1xwASeeeGKJ2HJycnj99dfJzs5m3brSH7UyaNAgjjjiCMaMGcOJJ57IggULGDZsGOeffz5169YlJyeH1q1bU1BQwPXXX8/s2bM58cQT6dKlCzfeeGOJfR7g8ccfL66/k046ifz8fF566SXOOussZs+eTa1atVixYgUDBw4kOzubV155hd/85jf069ePFi1a0KRJEwoLCznqqKN47bXXeOyxx2jTpg0jRoygU6dOzJ07lxEjRtC+ffvIe8nNzSUtLY1mzZoxYMAABg0axMqVKznuuOO45pprmDlzJrt27aJNmzYl9rP169fz7LPPkp6ezqeffsqwYcOKP8czzjiDefPm8cUXX7B7926OOuooOnfuzIABA7jssstYuHAhV1999T4lkvKelfQscH04f2eCZzZ3Ao5Jeos13JzlG3n2/dXceOYxPPv+ak5p33Sfk0O7du3YsWMH27Zt4+2332bAgAGkp6dz8cUXc/nll/PYY4/RrVs3rr32WoqKimjQoAHvvPMOixcvJiMjg2bNmpGXl1ciMUyYMIE+ffrQt2/f4p2qtG21atWKq666qszymFtuuYV33nmHevXqceqpp3L55ZfzxhtvMGfOHLZv387UqVM5/vjj6dq1KwBdu3Ytbm3cddddnHDCCQDs2LGDgoICtmzZQqdOnSIx33XXXdx5551kZmZy6aWXsmXLFoYOHcr27dtZuXIl69atIy0tjVNPPTWSFAAOP/xwevbsSXZ2Nn379uWUU04hLy+PzZs3s2jRIj7++OPiX+Y//vGPWbBgAQMGDCAvL49bbrmFwYMH07VrV7p37864cePo1asXL774Irm5uXz77bf06tWLuXPnRj6bwsJC+vXrh5mRmZkZSQoAderUoUePHkDQ+kpPT+eSSy7hZz/7Gffffz8XXnhhcX1NmDABM8PdqVu3Lp9//nmkzvPz8+nQoUPx5/XNN9/sNb74kyg+/fTTEvXdu3dvcnNzueCCC1i1ahW5ubl07NiRqVOncvnllzNs2DAuvPBCbrnllhKxjRo1ipkzZ1K/fn0efvjhUvftUaNG8ec//5k333yTzMxM5s6dyzHHHMNZZ51F9+7dufLKKznkkENYtWoVDRo0KK6L5557rsQ+X6dOHYAS9dehQwcuvfRS0tPTeeGFFzj00EMZPHgwmZmZ7N69m6+//pojjjiCfv36sX37dm644Qa6dOnCggULqFu3Lrm5uTRt2pS0tDSuuOIKzjvvPGrXrl3ivfTu3Zt3332Xjh07kpWVxdlnn01mZibnnnsu119/ffHn/Mwzz5TYz5588klGjx5Nx44dS3yOAD//+c9ZuHAhAFlZWSxcuJCsrCzOOusshg8fzu7d+9apU97EsMzdXw2Hk28zCvDDMYVY99Ep7ZvuU3cSBKfG/vGPf2TBggWkpaWxc+cPh3saNWoEBKeolSY9PZ0hQ4awZcsW8vPz97idWrVqlbktMwNg06ZNZcaSjNq1a1NUVATAt99+Wzy9d+/edOnShWOOOYamTZsyadIkrrzyyhLLJ77fn//851x33XX06NGDc845hxEjRhT/Q5WmQYMGpKWlFSeltLQ0CgsLATjuuOMYMmQIq1ev5rvvviuePzZfbLiwsDASh5kV1xP88NnUrl2bDh068MILL5T40i1Lw4YN2bRpU3FM8U455RT69+/Pxx9/TMuWLUutl1gcsTreU3zxXnrppVLruzSHHXYYHTp04MMPP+Tiiy/ea2xlyczMZPny5SxdupRbbrmFhx56iG7dugHB8Y3+/fvTpEkTjjzyyOIv/vj3WprE+ouvj+HDh7Nx40bGjBnDueeeS8uWLTn99NOLl419vo0bB8cD4/eNmFq1apXri7hhw4bUqVOn1M+xtP0s8b2V9jkmatSoEYcccsg+nyVZ3sSQY2a/Af7k5X3km5SwaM2WSBKIHXNYtGZLuRPDjBkzyM/PZ9u2bRx55JE8/PDDzJ49m/r169OtWzcKCgqYNm0aF110EZdddhnDhg3DzFiwYAE/+9nP6NOnD//85z+ZPHkyBQUFpf7D33jjjYwfP541a9awdu1aRo4cWWJbv/zlL2nXrh133303PXr0KFGemZlJQUEB7733Hvfeey9jx46lZcuWDBgwgMaNG3POOedwzz33cMQRRxRvt1evXkyaNIlNmzaxdetW3nvvPe644w4eeeQRsrOz2bhxI6eddhqrV6+mbdu2LF68mIKCAmbMmMHIkSN54oknyMzM5Cc/+QkdO3YEYPv27XTr1o1WrVrRp08fHnzwwRLvd+vWrcyfP5+0tDTS0tIoKChg0aJFzJ8/H3dnxIgRDB8+nClTprBq1Sp+97vf8de//pX8/HwWLVpEfn5+cR9yfn4+X3/9NZdeeikPP/ww69ev595772XJkiWRzwZg6NChXHzxxXz22WclYorvSop9rrNmzWLVqlXk5+ezdu3a4nl//etfc+edd7J161ZWr17NrbfeytixYxk7dizNmzenYcOGZGRkRD6v8sQXE6vv0vbDDz74oLgOcnJyePjhhxk/fjwXXngh48ePLzW2UaNGcdNNN9G5c2c2b97MjBkzSj12dsYZZ2BmdOnShffff5+7774bCI4njBkzhk6dOlFUVESXLl2YP38+RUVF/O53vyuxz8feW2L9ZWVl8dRTT9GkSRO+/PJLOnbsSMuWLWnfvj3PPfcc99xzD+7OrFmzqFWrFllZWRQUFLBw4UJyc3PZvXs3jz32GDNmzOCJJ57gs88+Y+TIkaX+zy5atIi1a9eSn5/PrFmzWL16NQUFBZFjC5dffnmJ/ez222/nySef5Oijj2bHjh1kZGTQtWtXxo8fzxFHHMGtt97KfffdB8Ctt95avI1p06YxfPjwErGUm7vv9QVMI3h62zrgH8A9wMXlWbYqXieccIJXB59++mmqQ4jYsWOHf/HFF+7u/oc//MH/9re/pTiiHyxZssTd3Tdt2uT9+vUr93IffvihP/jgg5UVVpX67rvvfOzYsUkvt3PnTi8qKvI77rjDZ8+eXQmR/eBAq++K2Oe///57v/rqqys6tBKKiop8586d/sQTT/gzzzxT6dtzL/kdBeR5Kd+p5WoxuPtFAGZWj+DYwnEEz31Wt1I1tmPHDm6++WbOPPNMli9fzvXXX1/qfG+88UZk/Lzzzqv02B5//HFat27N2rVrufnmm8u9XHZ29n6fBrt06VKWLl1aPJ6RkUFGRsZ+rTNZDzzwANu3b+fqq68GYM2aNcV9xQBHHnkkxx9/fKnLfvLJJ7z00kusX7+erKysSo2zIup7b3bs2MG//vWv4vH69etz5pln7vO6yrPP70nt2rWZNGnSPm1/06ZNzJ07t3i8adOmxV1giTZs2MCdd95JYWEho0aN2qftVRbzg6BnKDs72/Py8lIdBp999lmJA7kiItVF4neUmc1z9xKZX4/2rGC7du1KdQgiIhHuzo4dO8o9/167kszsdGCWHwxNi0rWpEmTSBeFiEh1Ubt27XJfUFieYwwD3D3HzPq6+/TYRDNLd/dV+xjjQally5blPh1PRKS6Kk9XUqGZpQN9zKxt7AVcV6mRiYhISpSnxTAXmAR0ALrETW9LcCM9ERE5iOw1Mbj7C8ALZna+u78em25m51RqZCIikhLlfoKbu79uZr2B44GF7v6/lReWiIikSrkTg5ndDnQDlgG9zay7u99VaZGJiEhKJPPM5zruXtx9ZGb3VkI8IiKSYslc4JZ45ZYe0iMichBKpsVQZGavASuA9sD7lROSiIikUjIHn+82sz4ED+r5h7u/XXlhiYhIqiTTYsDd3wLeqqRYRESkGkgqMewrM6sNjAMWAVnATaRPjmEAAAwGSURBVO5eGJaNAOoBXwJt3f12MxsCnBIuPt/d9+0euCIikrSqurtqf2Ctu08B1hI8MzrmA4KrqI8BBsVNn0eQSOaXtkIzG2pmeWaWt2HDhkoJWkSkJqqSFgNwNLAmHC4Ix2NGAFcAXxEkCQieGLctHH7fzE5z9+/jVxi2IiZB8DyGSopbRKTGSarFYGa9zey3ZtYrye2sAA4Ph1uF4zHNgc3uvhsYbmZNgIy4R88VEnQ1iYhIFaiqK59fBcaFxw5aAxPN7DV3vwD4PXCHmW0Elrr7ZjP7lZmdRnCtxBvuviWJ9yQiIvuhSq58Dg80D0+YfEFY9nfg7wnzj08iLhERqUC68llERCJ05bOIiEToymcREYnYa1eSmVn4ty3wOfAysMTMxlRybCIikgLlaTG8D5wE5AArw2lGcFHarZUUl4iIpEh5Hu15Ujh4ox7tKSJy8EvmrKTii8zMLAvoXfHhiIhIqiWTGDrGBtx9ISVPXxURkYNAeQ4+/9rMVgK/MbMVZrbSzPKB2pUfnoiIVLXyHGP4M/BnM7vY3adWQUwiIpJC5e5KSkwKZta/4sMREZFUK3diMLNeZvZBrDsJmFyJcYmISIokc/B5IHAW8CjQAbi/UiISEZGUSiYxLHH3/wBp7l4E/LiSYhIRkRRK5iZ6PcxsHlDXzCYTtBpEROQgk0yLoTXwPXAvwbOYh1ZKRCIiklLJtBjmuXtuODzBzJpWRkAiIpJaybQY/m1mfc2sXXin1RGVFZSIiKROMi2G6whuux3TFri5YsMREZFUSyYx/D93nxIbMTPdRE9E5CCUzJXPUxLGZ1R4NCIiknLJHGMQEZEaQIlBREQilBhERCRCiUFERCKUGEREJEKJQUREIpQYREQkQolBREQilBhERCRCiUFERCKUGEREJEKJQUREIpK5u+o+M7PawDiCJ79lATe5e2FYNgKoB3wJtHX3282sHTAMyAcauvv4qohTRESqrsXQH1gb3qF1LdAvruwDgmc7HAMMCqeNAF5090eB083s8MQVmtlQM8szs7wNGzZUavAiIjVJlbQYgKOBNeFwQTgeMwK4AviKIEnE5l8XDq8H2sWNA+Duk4BJANnZ2V4pUYuI1EBV1WJYAcR+9bcKx2OaA5vdfTcw3MyaJMzfAviiiuIUEanxqioxvAq0NrMhQGvgTTN7LSz7PXCHmf0GWOrumwmORwwws2uBHHdfV9pKRUSk4pn7gd8Lk52d7Xl5eakOQ0TkgGJm89w9O3G6TlcVEZEIJQYREYlQYhARkQglBhERiVBiEBGRCCUGERGJUGIQEZEIJQYREYlQYhARkQglBhERiVBiEBGRCCUGERGJUGIQEZEIJQYREYlQYhARkQglBhERiVBiEBGRCCUGERGJUGIQEZEIJQYREYlQYhARkQglBhERiVBiEBGRCCUGERGJUGIQEZEIJQYREYlQYhARkQglBhERiVBiEBGRCCUGERGJqJGJYWLOcuYs3xiZNmf5RibmLE9RRCIi1UeNTAyd2zTmhucXFCeHOcs3csPzC+jcpnGKIxMRSb0amRi6t2/GQ4O6cMPzC3jgrSXc8PwCHhrUhe7tm6U6tCqhFpOkkva//VMV9VcjEwMEyWHwyW2Z8M4yBp/ctsYkBVCLSVJL+9/+qYr6M3evsJWVuRGz2sA4YBGQBdzk7oVh2VPAjnDWU4FsYCBwSjhtvrtP2tP6s7OzPS8vL6mYYpU5+OS2PPv+6hrVYgC9f0kt7X/7p6Lqz8zmuXt24vSqajH0B9a6+xRgLdAvrmyUu18L3Am84O7fhdPnESSS+aWt0MyGmlmemeVt2LAhqWBilfrQoC4M75NZ3K2U2Dw7mNXkFpOknva//VPZ9VdVieFoYF04XBCOA+Duq8LB/wYmhsPTgMnAI8BfzKxO4grdfZK7Z7t7dvPmzZMKZtGaLZEMGzvmsGjNlqTWcyCbs3wjz76/mhvPPIZn319do5KipJ72v/1T2fWXVqFrK9sKoG043CocL2ZmLYBCd98cTspw97ywrBCoB3xfUcFce3r7EtO6t29WY361xLeYurdvxintm9a4A/CSOtr/9k9V1F9VtRheBVqb2RCgNfCmmb0WV34tP7QWAHqa2f+Y2Y3AG+5ec37KVwG1mCSVtP/tn6qovyo5+FzZ9uXgs4hITZfqg88iInKAUGIQEZEIJQYREYlQYhARkQglBhERiTgozkoysw3AF6mOowzNgOp89Y7i2z+Kb/8ovv2zv/G1c/cSVwgfFImhOjOzvNJOB6suFN/+UXz7R/Htn8qKT11JIiISocQgIiIRSgyVb4+3DK8GFN/+UXz7R/Htn0qJT8cYREQkQi0GERGJUGIQEZEIJQaRvTCzIWa2OtVxlEXx7Z/qHl8qVNWDeg56ZnY2cBqwEjgZuN7dvw/Lfgt0CGd9291fSUF86cAEgkerbnf338WVdQEuBjYAm9z96RTENwToCewEjgEec/eXwrKU1V/4vPLZwLdx0+4BlgHHA6Pd/eu4snbAMCAfaOju46syPjPrCvyC4LG4PYDh7v6fuPmHkMTz1Cs6vnDaTGBJOPrruMf5Vof66xlufwPQEnjP3cfFzT+Eqq2/Et8rwCgqef9Ti6HifEzw/OrJQAugXVxZIfAB8CnBP2yqLAPmhLHEuwd4wN3/CFxnZodUeWTwNnB1+PzvT4D4L/+U1Z+7F7r78ti4mZ0ENHb3Jwnq8uqERUYAL7r7o8DpZnZ4VcYHrAZuD+PbCpR28dMen6deyfEBrAFygTxKPpkx1fW3CLgibj8s7Yu/yuqPkt8rXaiC/U8thgri7msAzCwD+Mzd8+OKn3b3r82sPvAvoFsKQvyS4AvjGzN7zMxWuXssQbR199hl9d8QXGb/VVUG5+5fApjZ8cAn7l4UV1wd6i8m8fnlZ+yhfD3BD4R1VJHY5xg+Lrc28E7CLNOAbeHw+2Z2WqxlW4WGhZ/nSIKW6stxZamuv80A4Rfqd/GtrVCV1l/i9wpwFFWw/6nFUIHMrBtwOnBP+I8ZcwyAu38LNEpFbARdMbFzkzcQPHs7ZrWZxR4W+yNSe2+YXwJPJUyrDvUXswKI/Qor8fzyhPIWpOAeXmbWERgMDAfaJBRneIigJVavimNrA9QNR9cT3Q+hGtRf6FrgkVKmV3n9xX+vUEX7nxJDBQn7AicBJwCTgd5xz7X+LzO71sxuA/6QohBbAaPN7FfAj4GZcfHdBgw3s98Aj7j7rlQEaGadgKXuXmhm9atL/ZnZQKCxmf0qbGVtCevxVOCxcJ63zcyAccAAM7sWyHH3Sv+1Gx9feLzoVSADeAjonxBflT9PPT4+oDFwh5n9kqCb65mE+FJaf+F4M8DdfVPcPCmpv1K+V1pTBfufLnATEZEItRhERCRCiUFERCKUGEREJEKJQUREIpQYREQkQhe4iQBm9gDwJtAE6ODuv09xSCIpoxaDSOBnwP8RXEiUeLWwSI2iFoPUaGZ2C9CX4ArhFwluPNfGzN509wcT5r2T4H/mO6COu480s2OB3wJLgY7A/cB/gInAQncfbWZjgO7u3tPMrgDuJbiqtg3BjdC6EVy4t5HgquAm7n5deMHfCIL75XQE7nH3FaXFUVn1IzWUu+ulV41+AQOBkQT3oXltD/MVAMeGw93Dv3OB7HD4ZGBOODyE4M6XAOnAu3HreRc4JxzOBq4B/hJXfmXcumPb6Qm8WlYceulVkS91JUmNZWbHmtnfgLFAb4JbSbQzs7+ZWd1SFhkIjDGzOUDbcFpnfrhfTexWyOXxGYC754XrWBYrcPfH49bdJ2zVnAFs30McIhVGXUlSY7n7Z0A/M/uYIDE8C9zt7p+UsUhDd+8f3iDxI4Kup4+A9sBmghsVLgzn3cYPN/wr7cs7/l40HxGXUMzsWnefGE6f5u6LzOxQwvselRGHSIVRYpAazcxaAwXuXmRmPwUW72H2IWbWmeCOmrHjD1cCN5tZPpAJXBVOnwFcZWYjCI4FtAtviFZEcCvkG8xsnLtvAB4H/mBmown+Jz+JW/dvzWwlcCRB4iorDpEKo5voiYhIhI4xiIhIhBKDiIhEKDGIiEiEEoOIiEQoMYiISIQSg4iIRCgxiIhIxP8HBEdPhVqZrHIAAAAASUVORK5CYII=\n", + "image/png": 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", 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\n", + "image/png": 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dqGdmJwHzKykmERFJoXInBncfbWZ9gOOBj9z97coLS0REUiWpXyW5+1vAWwBmNszdJ1VKVCIikjJ7TQxmthn4OnEy0BBQYhAROciUp8Vwrbs/nzjRzAZXQjwiIpJie/1VUmlJIbSjgmMREZFqIJkL3HqZ2QdmtsLMVgKTKzEuERFJkWSuYxgEnAE8SnDl872VEpGIiKRUMolhibv/F0hz9yLg8EqKSUREUiiZn6ueambzgDpmNpmg1SAiIgeZZBLDRcAu4D3gcuCeSolIRERSKpmupCeBQe7+LbAN6F05IYmISColkxg+dvcnAcK/TSonJBERSaVkEkN6wnidigxERESqh2TOMRSa2RvAMqAd8H7lhCQiIqmUzN1V74i7u+ob7j6jvMuaWTowHlgEZAE3uHthWHYl0Bz4EviRuz9gZm2B4UA+0MDdJ5R3WyIisn+SufK5PfARwUno48KDd3kNANa6+xRgLdA/rmwYMMHdnwAuNrPmwEjgRXd/lOBnskeUEs8wM8szs7wNGzYkEYqIiOxJMucYbgXqAvcBrYDRSSx7DLAuHC4Ix2MuB64zswsJfg7bImH+9UCJJOTuk9w9292zmzVrlkQoIiKyJ8kkhk8Iuns6ufuNwOdJLLsCiH3rbxmOx3zt7uPd/WWgKCyLn7858EUS2xIRkf2QzMnnzsBE4C0zq0v0W//evAqMN7OhBK2NR8zsNXfvBwwyszTgW+DP7v6NmY0HhptZNpDj7uvKXLOIiFQoc/fyzWjWETgTeAz4GdDY3V+pxNjKLTs72/Py8lIdhojIAcXM5rl7duL0ZH6VtBRYGo7OrKjARESkeknmHIOIiNQASgwiIhKx18RgZl2qIhAREakeytNiuMzMcsxsjJllVnpEIiKSUns9+ezu15pZLaAXcKOZHQ1MB15yd11fICJykCnXOQZ33+3ub7v7ZQTPff4cuNvMflOp0YmISJVL5gI3AMKb370WvkRE5CCTdGKQsn311Vds3rw51WGIiJSQnp5O06ZNOeyww/Y6rxJDBdq8eTMdO3bkkEMOSXUoIiLF3J2dO3eyatWqciWGpK9jMLPTw78tzUxHwARKCiJS3ZgZdevWLff8+3KBW18zaw08AvxxH5avsR7JWc6c5Rsj0+Ys38gjOctTFJGISEn7khgOI3iQzo3AzooN5+B2fOtGXPv8guLkMGf5Rq59fgHHt25U7nVMnjyZoUOHVlKEFee9994jO7vEvbkq1OLFi8nM1KU1qbB7924uv/xyxo8fzyuv7Nu9NKvq89N+krx9SQx/AP7u7kuA3RUcz0Gte7umPDi4C9c+v4D731rCtc8v4MHBXejermm519G7d+9KjDA5PXv2LLPs5JNPpn79+pW27XHjxpGWlkbLli0rbRupNmXKFJYtW1Zm+f3335/Ujx329Hntzbhx41iyZEnx+Nq1ayksLGTkyJF06NCBqVOnJr3Ozp07V9jnd++997Jly5aktjN06FBWrVpV5jrnzp3Lo48+ut+xTZ8+ndzc3DLLn3nmmUjd7s3+fI7lVa6Tz+F5hYuBrwke2LPIzA5195sqM7iDUfd2TRnyszZMfGcZ153ePqmkkOiOO+6gZcuWLF68mFGjRpGfn8/AgQO59dZb+etf/8q4ceO4//776datGzk5OdStW5dHHnmEMWPG0K5dO5YsWcKll17KscceG1nv2rVrmTBhAsceeyy5ubk89dRTJbb1xRdfUFBQwOTJkzn33HOZNGlSpLxJkybF68vJyWHmzJk0a9aM3bt3M3z4cMaOHYu7c9hhhzFx4kRefvllbr31VkaMGEHDhg0ZNmwYeXl5LF68mOeff54OHTqwePFixo8fT61atfj8888j3wIXL17M008/TYcOHVizZg1XXnkl55xzDn/4wx9o3rw5EydO5KGHHmLYsGHccccddOjQoXjZdevWMXDgQLp168bWrVtp3rw5DRo0YPr06bzyyivUqlWLMWPG0LlzZxYsWMAtt9zCE088wfTp0+nbty8fffQRZ555Jv/4xz+4+OKL6devHw8++CBmxldffUWvXr049NBDI59Nw4YN2bVrF1OnTuU3v/kNgwYNok+fPsUxff/998yaNQuAjRs3Fi/7zjvvcOGFF9KjRw/effddunbtSseOHfnTn/5E586dmTdvHuPHj+eDDz5g5syZNGnShI0bN3LeeedFPq+pU6fuMb6HH36YjIyM4ngS63v69OksW7aM1157jfXr15Obm8tPfvITfvWrXzFmzBimTZtGv379OPHEE0vElpOTw+uvv052djbr1pX+qJXBgwdz5JFHMnbsWE488UQWLFjA8OHDOffcc6lTpw45OTm0atWKgoICrrnmGmbPns2JJ55Ily5duO6660rs8wCPP/54cf2ddNJJ5Ofn89JLL3HGGWcwe/ZsatWqxYoVKxg0aBDZ2dm88sor/O53v6N///40b96cxo0bU1hYyNFHH81rr73GY489RuvWrRk5ciSdO3dm7ty5jBw5knbt2kXeS25uLmlpaTRt2pSBAwcyePBgVq5cyXHHHceVV17JzJkz2bVrF61bty6xn61fv55nn32WjIwMPv30U4YPH178OZ522mnMmzePL774gt27d3P00Udz/PHHM3DgQC6++GIWLlzIFVdcsU+JpLy/SnoWuCac/3iCZzZ3BtonvcUabs7yjTz7/mquO709z76/mpPbNdnn5NC2bVt27NjBtm3bePvttxk4cCAZGRlccMEFXHLJJTz22GN069aNq666iqKiIurXr88777zD4sWL6dixI02bNiUvL69EYpg4cSJ9+vShb9++xTtVadtq2bIll19+eZnlMTfddBPvvPMOdevW5ec//zmXXHIJb7zxBnPmzGH79u1MnTqVE044ga5duwLQtWvX4tbGHXfcwU9/+lMAduzYQUFBAVu2bKFz586RmO+44w5uv/12MjMzueiii9iyZQvDhg1j+/btrFy5knXr1pGWlsbPf/7zSFIAOOKII+jZsyfZ2dn07duXk08+mby8PDZv3syiRYv4+OOPi7+ZH3744SxYsICBAweSl5fHTTfdxJAhQ+jatSvdu3dn/Pjx9OrVixdffJHc3Fy+/fZbevXqxdy5cyOfTWFhIf3798fMyMzMjCQFgNq1a9OjRw8gaH1lZGRw4YUX8otf/IJ7772X8847r7i+Jk6ciJnh7tSpU4fPP/88Uuf5+fl06NCh+PP65ptv9hpf/I8oPv300xL13bt3b3Jzc+nXrx+rVq0iNzeXTp06MXXqVC655BKGDx/Oeeedx0033VQittGjRzNz5kzq1avHQw89VOq+PXr0aP785z/z5ptvkpmZydy5c2nfvj1nnHEG3bt357LLLuOQQw5h1apV1K9fv7gunnvuuRL7fO3atQFK1F+HDh246KKLyMjI4IUXXuDQQw9lyJAhZGZmsnv3br7++muOPPJI+vfvz/bt27n22mvp0qULCxYsoE6dOuTm5tKkSRPS0tK49NJLOeecc0hPTy/xXnr37s27775Lp06dyMrK4swzzyQzM5Ozzz6ba665pvhzfuaZZ0rsZ08++SRjxoyhU6dOJT5HgF/+8pcsXLgQgKysLBYuXEhWVhZnnHEGI0aMYPfufevUKW9iWObur4bDybcZBfjhnEKs++jkdk32qTsJgp/G/vGPf2TBggWkpaWxc+cPp3saNmwIBD9RK01GRgZDhw5ly5Yt5Ofn73E7tWrVKnNbZgbApk2byowlGenp6RQVFQHw7bffFk/v3bs3Xbp0oX379jRp0oRJkyZx2WWXlVg+8f3+8pe/5Oqrr6ZHjx6cddZZjBw5svgfqjT169cnLS2tOCmlpaVRWFgIwHHHHcfQoUNZvXo13333XfH8sfliw4WFhZE4zKy4nuCHzyY9PZ0OHTrwwgsvlDjolqVBgwZs2rSpOKZ4J598MgMGDODjjz+mRYsWpdZLLI5YHe8pvngvvfRSqfVdmsMOO4wOHTrw4YcfcsEFF+w1trJkZmayfPlyli5dyk033cSDDz5It27dgOD8xoABA2jcuDFHHXVU8YE//r2WJrH+4utjxIgRbNy4kbFjx3L22WfTokULTj311OJlY59vo0bB+cD4fSOmVq1a5ToQN2jQgNq1a5f6OZa2nyW+t9I+x0QNGzbkkEMO2edfSZY3MeSY2e+AP3l5H/kmJSxasyWSBGLnHBat2VLuxDBjxgzy8/PZtm0bRx11FA899BCzZ8+mXr16dOvWjYKCAqZNm8b555/PxRdfzPDhwzEzFixYwC9+8Qv69OnDv/71LyZPnkxBQUGp//DXXXcdEyZMYM2aNaxdu5ZRo0aV2Navf/1r2rZty5133kmPHj1KlGdmZlJQUMB7773H3Xffzbhx42jRogUDBw6kUaNGnHXWWdx1110ceeSRxdvt1asXkyZNYtOmTWzdupX33nuP2267jYcffpjs7Gw2btzIKaecwurVq2nTpg2LFy+moKCAGTNmMGrUKJ544gkyMzP58Y9/TKdOnQDYvn073bp1o2XLlvTp04cHHnigxPvdunUr8+fPJy0tjbS0NAoKCli0aBHz58/H3Rk5ciQjRoxgypQprFq1iuuvv56//vWv5Ofns2jRIvLz84v7kPPz8/n666+56KKLeOihh1i/fj133303S5YsiXw2AMOGDeOCCy7gs88+KxFTfFdS7HOdNWsWq1atIj8/n7Vr1xbP+9vf/pbbb7+drVu3snr1am6++WbGjRvHuHHjaNasGQ0aNKBjx46Rz6s88cXE6ru0/fCDDz4oroOcnBweeughJkyYwHnnnceECRNKjW306NHccMMNHH/88WzevJkZM2aUeu7stNNOw8zo0qUL77//PnfeeScQnE8YO3YsnTt3pqioiC5dujB//nyKioq4/vrrS+zzsfeWWH9ZWVk89dRTNG7cmC+//JJOnTrRokUL2rVrx3PPPcddd92FuzNr1ixq1apFVlYWBQUFLFy4kNzcXHbv3s1jjz3GjBkzeOKJJ/jss88YNWpUqf+zixYtYu3ateTn5zNr1ixWr15NQUFB5NzCJZdcUmI/u/XWW3nyySc55phj2LFjBx07dqRr165MmDCBI488kptvvpl77rkHgJtvvrl4G9OmTWPEiBElYik3d9/rC5hG8PS2dcA/gLuAC8qzbFW8fvrTn3p18Omnn6Y6hIgdO3b4F1984e7u9913n//tb39LcUQ/WLJkibu7b9q0yfv371/u5T788EN/4IEHKiusKvXdd9/5uHHjkl5u586dXlRU5LfddpvPnj27EiL7wYFW3xWxz3///fd+xRVXVHRoJRQVFfnOnTv9iSee8GeeeabSt+de8hgF5Hkpx9RytRjc/XwAM6tLcG7hOILnPqtbqRrbsWMHN954I6effjrLly/nmmuuKXW+N954IzJ+zjnnVHpsjz/+OK1atWLt2rXceOON5V4uOzt7v38Gu3TpUpYuXVo83rFjRzp27Lhf60zW/fffz/bt27niiisAWLNmTXFfMcBRRx3FCSecUOqyn3zyCS+99BLr168nKyurUuOsiPremx07dvDvf/+7eLxevXqcfvrp+7yu8uzze5Kens6kSZP2afubNm1i7ty5xeNNmjQp7gJLtGHDBm6//XYKCwsZPXr0Pm2vspgfBD1D2dnZnpeXl+ow+Oyzz0qcyBURqS4Sj1FmNs/dS2R+Pdqzgu3atSvVIYiIRLg7O3bsKPf8e+1KMrNTgVl+MDQtKlnjxo0jXRQiItVFenp6uS8oLM85hoHunmNmfd19emyimWW4+6p9jPGg1KJFi3L/HE9EpLoqT1dSoZllAH3MrE3sBVxdqZGJiEhKlKfFMBeYBHQAusRNb0NwIz0RETmI7DUxuPsLwAtmdq67vx6bbmZnVWpkIiKSEuV+gpu7v25mvYETgIXu/s/KC0tERFKl3InBzG4FugHLgN5m1t3d76i0yEREJCWSeeZzbXcv7j4ys7srIR4REUmxZC5wS7xySw/pERE5CCXTYigys9eAFUA74P3KCUlERFIpmZPPd5pZH4IH9fzD3d+uvLBERCRVkmkx4O5vAW9VUiwiIlINJJUY9pWZpQPjgUVAFnCDuxeGZSOBusCXQDyQ5eoAAAv8SURBVBt3v9XMhgInh4vPd/d9uweuiIgkrarurjoAWOvuU4C1BM+MjvmA4Crq9sDguOnzCBLJ/NJWaGbDzCzPzPI2bNhQKUGLiNREVdJiAI4B1oTDBeF4zEjgUuArgiQBwRPjtoXD75vZKe7+ffwKw1bEJAiex1BJcYuI1DhJtRjMrLeZ/d7MeiW5nRXAEeFwy3A8phmw2d13AyPMrDHQMe7Rc4UEXU0iIlIFqurK51eB8eG5g1bAI2b2mrv3A/4A3GZmG4Gl7r7ZzH5jZqcQXCvxhrtvSeI9iYjIfqiSK5/DE80jEib3C8v+Dvw9Yf4JScQlIiIVSFc+i4hIhK58FhGRCF35LCIiEXvtSjIzC/+2AT4HXgaWmNnYSo5NRERSoDwthveBk4AcYGU4zQguSru5kuISEZEUKc+jPU8KB6/Toz1FRA5+yfwqqfgiMzPLAnpXfDgiIpJqySSGTrEBd19IyZ+viojIQaA8J59/a2Yrgd+Z2QozW2lm+UB65YcnIiJVrTznGP4M/NnMLnD3qVUQk4iIpFC5u5ISk4KZDaj4cEREJNXKnRjMrJeZfRDrTgImV2JcIiKSIsmcfB4EnAE8CnQA7q2UiEREJKWSSQxL3P2/QJq7FwGHV1JMIiKSQsncRK+Hmc0D6pjZZIJWg4iIHGSSaTG0Ar4H7iZ4FvOwSolIRERSKpkWwzx3zw2HJ5pZk8oISEREUiuZFsN/zKyvmbUN77Q6srKCEhGR1EmmxXA1wW23Y9oAN1ZsOCIikmrJJIb/5+5TYiNmppvoiYgchJK58nlKwviMCo9GRERSLplzDCIiUgMoMYiISIQSg4iIRCgxiIhIhBKDiIhEKDGIiEiEEoOIiEQoMYiISIQSg4iIRCgxiIhIhBKDiIhEKDGIiEhEMndX3Wdmlg6MJ3jyWxZwg7sXhmUjgbrAl0Abd7/VzNoCw4F8oIG7T6iKOEVEpOpaDAOAteEdWtcC/ePKPiB4tkN7YHA4bSTwors/CpxqZkckrtDMhplZnpnlbdiwoVKDFxGpSaqkxQAcA6wJhwvC8ZiRwKXAVwRJIjb/unB4PdA2bhwAd58ETALIzs72SolaRKQGqqoWwwog9q2/ZTge0wzY7O67gRFm1jhh/ubAF1UUp4hIjVdVieFVoJWZDQVaAW+a2Wth2R+A28zsd8BSd99McD5ioJldBeS4+7rSVioiIhXP3A/8Xpjs7GzPy8tLdRgiIgcUM5vn7tmJ0/VzVRERiVBiEBGRCCUGERGJUGIQEZEIJQYREYlQYhARkQglBhERiVBiEBGRCCUGERGJUGIQEZEIJQYREYlQYhARkQglBhERiVBiEBGRCCUGERGJUGIQEZEIJQYREYlQYhARkQglBhERiVBiEBGRCCUGERGJUGIQEZEIJQYREYlQYhARkQglBhERiVBiEBGRCCUGERGJUGIQEZEIJQYREYlQYhARkYgamRgeyVnOnOUbI9PmLN/IIznLUxSRiEj1USMTw/GtG3Ht8wuKk8Oc5Ru59vkFHN+6UYojExFJvRqZGLq3a8qDg7tw7fMLuP+tJVz7/AIeHNyF7u2apjq0KqEWk6SS9r/9UxX1VyMTAwTJYcjP2jDxnWUM+VmbGpMUQC0mSS3tf/unKurP3L3CVlbmRszSgfHAIiALuMHdC8Oyp4Ad4aw/B7KBQcDJ4bT57j5pT+vPzs72vLy8pGKKVeaQn7Xh2fdX16gWA+j9S2pp/9s/FVV/ZjbP3bMTp1dVi2EAsNbdpwBrgf5xZaPd/SrgduAFd/8unD6PIJHML22FZjbMzPLMLG/Dhg1JBROr1AcHd2FEn8zibqXE5tnBrCa3mCT1tP/tn8quv6pKDMcA68LhgnAcAHdfFQ7+H+CRcHgaMBl4GPiLmdVOXKG7T3L3bHfPbtasWVLBLFqzJZJhY+ccFq3ZktR6DmRzlm/k2fdXc93p7Xn2/dU1KilK6mn/2z+VXX9pFbq2sq0A2oTDLcPxYmbWHCh0983hpI7unheWFQJ1ge8rKpirTm1XYlr3dk1rzLeW+BZT93ZNObldkxp3Al5SR/vf/qmK+quqFsOrQCszGwq0At40s9fiyq/ih9YCQE8z+79mdh3whrvXnK/yVUAtJkkl7X/7pyrqr0pOPle2fTn5LCJS06X65LOIiBwglBhERCRCiUFERCKUGEREJEKJQUREIg6KXyWZ2Qbgi1THUYamQHW+ekfx7R/Ft38U3/7Z3/jaunuJK4QPisRQnZlZXmk/B6suFN/+UXz7R/Htn8qKT11JIiISocQgIiIRSgyVb4+3DK8GFN/+UXz7R/Htn0qJT+cYREQkQi0GERGJUGIQEZEIJQaRvTCzoWa2OtVxlEXx7Z/qHl8qVNWDeg56ZnYmcAqwEvgZcI27fx+W/R7oEM76tru/koL4MoCJBI9W3e7u18eVdQEuADYAm9z96RTENxToCewE2gOPuftLYVnK6i98Xvls4Nu4aXcBy4ATgDHu/nVcWVtgOJAPNHD3CVUZn5l1BX5F8FjcHsAId/9v3PxDSeJ56hUdXzhtJrAkHP1t3ON8q0P99Qy3vwFoAbzn7uPj5h9K1dZfieMKMJpK3v/UYqg4HxM8v3oy0BxoG1dWCHwAfErwD5sqy4A5YSzx7gLud/c/Aleb2SFVHhm8DVwRPv/7EyD+4J+y+nP3QndfHhs3s5OARu7+JEFdXpGwyEjgRXd/FDjVzI6oyviA1cCtYXxbgdIuftrj89QrOT6ANUAukEfJJzOmuv4WAZfG7YelHfirrP4oeVzpQhXsf2oxVBB3XwNgZh2Bz9w9P674aXf/2szqAf8GuqUgxC8JDhjfmNljZrbK3WMJoo27xy6r/4bgMvuvqjI4d/8SwMxOAD5x96K44upQfzGJzy8/bQ/l6wm+IKyjisQ+x/BxuenAOwmzTAO2hcPvm9kpsZZtFRoefp6jCFqqL8eVpbr+NgOEB9Tv4ltboSqtv8TjCnA0VbD/qcVQgcysG3AqcFf4jxnTHsDdvwUapiI2gq6Y2G+TNxA8eztmtZnFHhb7I1J7b5hfA08lTKsO9RezAoh9Cyvx/PKE8uak4B5eZtYJGAKMAFonFHf0EEFLrG4Vx9YaqBOOrie6H0I1qL/QVcDDpUyv8vqLP65QRfufEkMFCfsCJwE/BSYDveOea/0/ZnaVmd0C3JeiEFsCY8zsN8DhwMy4+G4BRpjZ74CH3X1XKgI0s87AUncvNLN61aX+zGwQ0MjMfhO2sraE9fhz4LFwnrfNzIDxwEAzuwrIcfdK/7YbH194vuhVoCPwIDAgIb4qf556fHxAI+A2M/s1QTfXMwnxpbT+wvGmgLv7prh5UlJ/pRxXWlEF+58ucBMRkQi1GEREJEKJQUREIpQYREQkQolBREQilBhERCRCF7iJAGZ2P/Am0Bjo4O5/SHFIIimjFoNI4BfA/xJcSJR4tbBIjaIWg9RoZnYT0JfgCuEXCW4819rM3nT3BxLmvZ3gf+Y7oLa7jzKzY4HfA0uBTsC9wH+BR4CF7j7GzMYC3d29p5ldCtxNcFVta4IboXUjuHBvI8FVwY3d/erwgr+RBPfL6QTc5e4rSoujsupHaih310uvGv0CBgGjCO5D89oe5isAjg2Hu4d/5wLZ4fDPgDnh8FCCO18CZADvxq3nXeCscDgbuBL4S1z5ZXHrjm2nJ/BqWXHopVdFvtSVJDWWmR1rZn8DxgG9CW4l0dbM/mZmdUpZZBAw1szmAG3Cacfzw/1qYrdCLo/PANw9L1zHsliBuz8et+4+YavmNGD7HuIQqTDqSpIay90/A/qb2ccEieFZ4E53/6SMRRq4+4DwBokfEXQ9fQS0AzYT3KhwYTjvNn644V9pB+/4e9F8RFxCMbOr3P2RcPo0d19kZocS3veojDhEKowSg9RoZtYKKHD3IjP7CbB4D7MPNbPjCe6oGTv/cBlwo5nlA5nA5eH0GcDlZjaS4FxA2/CGaEUEt0K+1szGu/sG4HHgPjMbQ/A/+Uncun9vZiuBowgSV1lxiFQY3URPREQidI5BREQilBhERCRCiUFERCKUGEREJEKJQUREIpQYREQkQolBREQi/j8aU1FFELr9iAAAAABJRU5ErkJggg==", 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\n", 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", 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\n", + "image/png": 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An4BrgDbAsMoKSkREUieRrqQj3P1c4DN3nwb8UEkxiYhICiWSGA4L/3qJcREROYQkcoxhp5lNAWqb2enAvEqKSUREUqjcicHdh5hZd+Bk4GN3f6fywhIRkVRJ6Kwkd38beBvAzPq7++hKiUpERFJmr4nBzDYBm0tOBuoCSgwiIoeY8rQYbnP3l0tONLN+lRCPiIik2F7PSiorKYS2V3AsIiJyAEjkAreuZvahmS03sxXAmEqMS0REUiSR6xj6AucDzxBc+fxopUQkIiIplUhiWOzu/wbS3L0IOKqSYhIRkRRK5HTVc8xsLlDTzMYQtBpEROQQk0hiuBLYCcwBbgB+XykRiYhISiXSlfQ80NfdvwO2At0qJyQREUmlRBLDJ+7+PED4t0HlhCQiIqmUSGKoXmK8ZkUGIiIiB4ZEjjEUmtlbwFKgFfBB5YQkIiKplMjdVR+Iu7vqW+4+tbzLmll1YDiwEMgC7nT3wrDsJqAx8DXwE3d/wsxaAgOAfKCOu48o77ZERGT/JHLlc2vgY4KD0CeGX97l1RtY4+7jgDVAr7iy/sAIdx8LXGVmjYFBwKvu/gzBabJNy4inv5nlmVne+vXrEwhFRET2JJFjDPcCtYA/AM2BIQksezywNhwuCMdjbgBuN7MrCE6HbVJi/nVAqSTk7qPdPdvdsxs1apRAKCIisieJJIZPCbp72rr7XcAXCSy7HIj96m8Wjsdsdvfh7v4aUBSWxc/fGPgygW2JiMh+SOTgcztgJPC2mdUi+qt/b94AhptZDkFr42kzm+zuPYG+ZpYGfAf8yd3/Y2bDgQFmlg3kuvva3a5ZREQqlLl7+WY0ywAuAJ4FzgDqu/vrlRhbuWVnZ3teXl6qwxAROaiY2Vx3zy45PZGzkpYAS8LRaRUVmIiIHFgSOcYgIiJVgBKDiIhE7DUxmFn7ZAQiIiIHhvK0GK43s1wzG2pmmZUekYiIpNReDz67+21mVg3oCtxlZscBU4AJ7q7rC0REDjHlOsbg7rvc/R13v57guc9fAI+Y2S8rNToREUm6RC5wAyC8+d3k8CUiIoeYhBOD7N4333zDpk2bUh2GiEgp1atXp2HDhhx55JF7nVeJoQJt2rSJjIwMDjvssFSHIiJSzN35/vvvWblyZbkSQ8LXMZjZeeHfZmamb8ASlBRE5EBjZtSqVavc8+/LBW49zKwF8DTw+D4sX2U9nbuMWcs2RKbNWraBp3OXpSgiEZHS9iUxHEnwIJ27gO8rNpxD28kt6nHby/OLk8OsZRu47eX5nNyiXrnXMWbMGHJyciopwoozZ84csrNL3ZurQi1atIjMTF1akwq7du3ihhtuYPjw4bz++r7dSzNZn5/2k8TtS2L4HfC/7r4Y2FXB8RzSOrVqyJP92nPby/N57O3F3PbyfJ7s155OrRqWex3dunWrxAgT06VLl92WnXnmmRxxxBGVtu1hw4aRlpZGs2bNKm0bqTZu3DiWLl262/LHHnssoZMd9vR57c2wYcNYvHhx8fiaNWsoLCxk0KBBtGnThokTJya8znbt2lXY5/foo4+yZcuWhLaTk5PDypUrd7vO2bNn88wzz+x3bFOmTGHmzJm7LX/xxRcjdbs3+/M5lle5Dj6HxxWuAjYTPLBnoZkd7u53V2Zwh6JOrRpy9RnHMvK9pdx+XuuEkkJJDzzwAM2aNWPRokUMHjyY/Px8+vTpw7333stf/vIXhg0bxmOPPUbHjh3Jzc2lVq1aPP300wwdOpRWrVqxePFirrvuOk444YTIetesWcOIESM44YQTmDlzJi+88EKpbX355ZcUFBQwZswYLrnkEkaPHh0pb9CgQfH6cnNzmTZtGo0aNWLXrl0MGDCAhx9+GHfnyCOPZOTIkbz22mvce++9DBw4kLp169K/f3/y8vJYtGgRL7/8Mm3atGHRokUMHz6catWq8cUXX0R+BS5atIg///nPtGnThtWrV3PTTTdx8cUX87vf/Y7GjRszcuRIRo0aRf/+/XnggQdo06ZN8bJr166lT58+dOzYkW+//ZbGjRtTp04dpkyZwuuvv061atUYOnQo7dq1Y/78+fz2t79l7NixTJkyhR49evDxxx9zwQUX8Le//Y2rrrqKnj178uSTT2JmfPPNN3Tt2pXDDz888tnUrVuXnTt3MnHiRH75y1/St29funfvXhzTjh07mD59OgAbNmwoXva9997jiiuuoHPnzrz//vt06NCBjIwM/vjHP9KuXTvmzp3L8OHD+fDDD5k2bRoNGjRgw4YNXHrppZHPa+LEiXuM76mnniI9Pb04npL1PWXKFJYuXcrkyZNZt24dM2fO5KSTTuIXv/gFQ4cOZdKkSfTs2ZPTTjutVGy5ubm8+eabZGdns3Zt2Y9a6devH0cffTQPP/wwp512GvPnz2fAgAFccskl1KxZk9zcXJo3b05BQQG33norM2bM4LTTTqN9+/bcfvvtpfZ5gOeee664/k4//XTy8/OZMGEC559/PjNmzKBatWosX76cvn37kp2dzeuvv86vf/1revXqRePGjalfvz6FhYUcd9xxTJ48mWeffZYWLVowaNAg2rVrx+zZsxk0aBCtWrWKvJeZM2eSlpZGw4YN6dOnD/369WPFihWceOKJ3HTTTUybNo2dO3fSokWLUvvZunXrGD9+POnp6Xz22WcMGDCg+HM899xzmTt3Ll9++SW7du3iuOOO4+STT6ZPnz5cddVVLFiwgBtvvHGfEkl5z0oaD9wazn8ywTOb2wGtE95iFTdr2QbGf7CK289rzfgPVnFmqwb7nBxatmzJ9u3b2bp1K++88w59+vQhPT2dyy+/nGuuuYZnn32Wjh07cvPNN1NUVMQRRxzBe++9x6JFi8jIyKBhw4bk5eWVSgwjR46ke/fu9OjRo3inKmtbzZo144Ybbthteczdd9/Ne++9R61atTjrrLO45ppreOutt5g1axbbtm1j4sSJnHLKKXTo0AGADh06FLc2HnjgAU499VQAtm/fTkFBAVu2bKFdu3aRmB944AHuv/9+MjMzufLKK9myZQv9+/dn27ZtrFixgrVr15KWlsZZZ50VSQoATZs2pUuXLmRnZ9OjRw/OPPNM8vLy2LRpEwsXLuSTTz4p/mV+1FFHMX/+fPr06UNeXh533303V199NR06dKBTp04MHz6crl278uqrrzJz5ky+++47unbtyuzZsyOfTWFhIb169cLMyMzMjCQFgBo1atC5c2cgaH2lp6dzxRVX8LOf/YxHH32USy+9tLi+Ro4ciZnh7tSsWZMvvvgiUuf5+fm0adOm+PP6z3/+s9f44k+i+Oyzz0rVd7du3Zg5cyY9e/Zk5cqVzJw5k7Zt2zJx4kSuueYaBgwYwKWXXsrdd99dKrYhQ4Ywbdo0ateuzahRo8rct4cMGcKf/vQn/vnPf5KZmcns2bNp3bo1559/Pp06deL666/nsMMOY+XKlRxxxBHFdfHSSy+V2udr1KgBUKr+2rRpw5VXXkl6ejqvvPIKhx9+OFdffTWZmZns2rWLzZs3c/TRR9OrVy+2bdvGbbfdRvv27Zk/fz41a9Zk5syZNGjQgLS0NK677jouvvhiqlevXuq9dOvWjffff5+2bduSlZXFBRdcQGZmJhdddBG33npr8ef84osvltrPnn/+eYYOHUrbtm1LfY4AP//5z1mwYAEAWVlZLFiwgKysLM4//3wGDhzIrl371qlT3sSw1N3fCIcTbzMK8OMxhVj30ZmtGuxTdxIEp8Y+/vjjzJ8/n7S0NL7//sfDPXXr1gWCU9TKkp6eTk5ODlu2bCE/P3+P26lWrdput2VmAGzcuHG3sSSievXqFBUVAfDdd98VT+/WrRvt27endevWNGjQgNGjR3P99deXWr7k+/35z3/OLbfcQufOnbnwwgsZNGhQ8T9UWY444gjS0tKKk1JaWhqFhYUAnHjiieTk5LBq1Sp++OGH4vlj88WGCwsLI3GYWXE9wY+fTfXq1WnTpg2vvPJKqS/d3alTpw4bN24sjinemWeeSe/evfnkk09o0qRJmfUSiyNWx3uKL96ECRPKrO+yHHnkkbRp04aPPvqIyy+/fK+x7U5mZibLli1jyZIl3H333Tz55JN07NgRCI5v9O7dm/r163PMMccUf/HHv9eylKy/+PoYOHAgGzZs4OGHH+aiiy6iSZMmnHPOOcXLxj7fevWC44Hx+0ZMtWrVyvVFXKdOHWrUqFHm51jWflbyvZX1OZZUt25dDjvssH0+S7K8iSHXzH4N/NHL+8g3KWXh6i2RJBA75rBw9ZZyJ4apU6eSn5/P1q1bOeaYYxg1ahQzZsygdu3adOzYkYKCAiZNmsRll13GVVddxYABAzAz5s+fz89+9jO6d+/OP/7xD8aMGUNBQUGZ//C33347I0aMYPXq1axZs4bBgweX2ta1115Ly5YtefDBB+ncuXOp8szMTAoKCpgzZw6PPPIIw4YNo0mTJvTp04d69epx4YUX8tBDD3H00UcXb7dr166MHj2ajRs38u233zJnzhzuu+8+nnrqKbKzs9mwYQNnn302q1at4thjj2XRokUUFBQwdepUBg8ezNixY8nMzOSnP/0pbdu2BWDbtm107NiRZs2a0b17d5544olS7/fbb79l3rx5pKWlkZaWRkFBAQsXLmTevHm4O4MGDWLgwIGMGzeOlStXcscdd/CXv/yF/Px8Fi5cSH5+fnEfcn5+Pps3b+bKK69k1KhRrFu3jkceeYTFixdHPhuA/v37c/nll/P555+Xiim+Kyn2uU6fPp2VK1eSn5/PmjVriuf91a9+xf3338+3337LqlWruOeeexg2bBjDhg2jUaNG1KlTh4yMjMjnVZ74YmL1XdZ++OGHHxbXQW5uLqNGjWLEiBFceumljBgxoszYhgwZwp133snJJ5/Mpk2bmDp1apnHzs4991zMjPbt2/PBBx/w4IMPAsHxhIcffph27dpRVFRE+/btmTdvHkVFRdxxxx2l9vnYeytZf1lZWbzwwgvUr1+fr7/+mrZt29KkSRNatWrFSy+9xEMPPYS7M336dKpVq0ZWVhYFBQUsWLCAmTNnsmvXLp599lmmTp3K2LFj+fzzzxk8eHCZ/7MLFy5kzZo15OfnM336dFatWkVBQUHk2MI111xTaj+79957ef755zn++OPZvn07GRkZdOjQgREjRnD00Udzzz338Pvf/x6Ae+65p3gbkyZNYuDAgaViKTd33+sLmETw9La1wN+Ah4DLy7NsMl6nnnqqHwg+++yzVIcQsX37dv/yyy/d3f0Pf/iD//Wvf01xRD9avHixu7tv3LjRe/XqVe7lPvroI3/iiScqK6yk+uGHH3zYsGEJL/f99997UVGR33fffT5jxoxKiOxHB1t9V8Q+v2PHDr/xxhsrOrRSioqK/Pvvv/exY8f6iy++WOnbcy/9HQXkeRnfqeVqMbj7ZQBmVovg2MKJBM99VrfSAWz79u3cddddnHfeeSxbtoxbb721zPneeuutyPjFF19c6bE999xzNG/enDVr1nDXXXeVe7ns7Oz9Pg12yZIlLFmypHg8IyODjIyM/Vpnoh577DG2bdvGjTfeCMDq1auL+4oBjjnmGE455ZQyl/3000+ZMGEC69atIysrq1LjrIj63pvt27fz7rvvFo/Xrl2b8847b5/XVZ59fk+qV6/O6NGj92n7GzduZPbs2cXjDRo0KO4CK2n9+vXcf//9FBYWMmTIkH3aXmUxPwR6hrKzsz0vLy/VYfD555+XOpArInKgKPkdZWZz3b1U5tejPSvYzp07Ux2CiEiEu7N9+/Zyz7/XriQzOweY7odC06KS1a9fP9JFISJyoKhevXq5LygszzGGPu6ea2Y93H1KbKKZpbv7yn2M8ZDUpEmTcp+OJyJyoCpPV1KhmaUD3c3s2NgLuKVSIxMRkZQoT4thNjAaaAO0j5t+LMGN9ERE5BCy18Tg7q8Ar5jZJe7+Zmy6mV1YqZGJiEhKlPsJbu7+ppl1A04BFrj73ysvLBERSZVyJwYzuxfoCCwFuplZJ3d/oNIiExGRlEjkmc813L24+8jMHqmEeEREJMUSucCt5JVbekiPiMghKJEWQ5GZTQaWA62ADyonJBERSaVEDj4/aGxcmLIAAAw0SURBVGbdCR7U8zd3f6fywhIRkVRJpMWAu78NvF1JsYiIyAEgocSwr8ysOjAcWAhkAXe6e2FYNgioBXwNHOvu95pZDnBmuPg8d9+3e+CKiEjCknV31d7AGncfB6wheGZ0zIcEV1G3BvrFTZ9LkEjmlbVCM+tvZnlmlrd+/fpKCVpEpCpKSosBOB5YHQ4XhOMxg4DrgG8IkgQET4zbGg5/YGZnu/uO+BWGrYjREDyPoZLiFhGpchJqMZhZNzP7jZl1TXA7y4Gm4XCzcDymEbDJ3XcBA82sPpAR9+i5QoKuJhERSYJkXfn8BjA8PHbQHHjazCa7e0/gd8B9ZrYBWOLum8zsl2Z2NsG1Em+5+5YE3pOIiOyHpFz5HB5oHlhics+w7H+B/y0x/4gE4hIRkQqkK59FRCRCVz6LiEiErnwWEZGIvXYlmZmFf48FvgBeAxab2cOVHJuIiKRAeVoMHwCnA7nAinCaEVyUdk8lxSUiIilSnkd7nh4O3q5He4qIHPoSOSup+CIzM8sCulV8OCIikmqJJIa2sQF3X0Dp01dFROQQUJ6Dz78ysxXAr81suZmtMLN8oHrlhyciIslWnmMMfwL+ZGaXu/vEJMQkIiIpVO6upJJJwcx6V3w4IiKSauVODGbW1cw+jHUnAWMqMS4REUmRRA4+9wXOB54B2gCPVkpEIiKSUokkhsXu/m8gzd2LgKMqKSYREUmhRG6i19nM5gI1zWwMQatBREQOMYm0GJoDO4BHCJ7F3L9SIhIRkZRKpMUw191nhsMjzaxBZQQkIiKplUiL4Ssz62FmLcM7rQ6qrKBERCR1Emkx3EJw2+2YY4G7KjYcERFJtUQSw3+7+7jYiJnpJnoiIoegRK58HldifGqFRyMiIimXyDEGERGpApQYREQkQolBREQilBhERCRCiUFERCKUGEREJEKJQUREIpQYREQkQolBREQilBhERCRCiUFERCKUGEREJCKRu6vuMzOrDgwnePJbFnCnuxeGZYOAWsDXwLHufq+ZtQQGAPlAHXcfkYw4RUQkeS2G3sCa8A6ta4BecWUfEjzboTXQL5w2CHjV3Z8BzjGzpiVXaGb9zSzPzPLWr19fqcGLiFQlSWkxAMcDq8PhgnA8ZhBwHfANQZKIzb82HF4HtIwbB8DdRwOjAbKzs71SohYRqYKS1WJYDsR+9TcLx2MaAZvcfRcw0Mzql5i/MfBlkuIUEanykpUY3gCam1kO0Bz4p5lNDst+B9xnZr8Glrj7JoLjEX3M7GYg193XlrVSERGpeOZ+8PfCZGdne15eXqrDEBE5qJjZXHfPLjldp6uKiEiEEoOIiEQoMYiISIQSg4iIRCgxiIhIhBKDiIhEKDGIiEiEEoOIiEQoMYiISIQSg4iIRCgxiIhIhBKDiIhEKDGIiEiEEoOIiEQoMYiISIQSg4iIRCgxiIhIhBKDiIhEKDGIiEiEEoOIiEQoMYiISIQSg4iIRCgxiIhIhBKDiIhEKDGIiEiEEoOIiEQoMYiISIQSg4iIRCgxiIhIhBKDiIhEVMnE8HTuMmYt2xCZNmvZBp7OXZaiiEREDhxVMjGc3KIet708vzg5zFq2gdtens/JLeqlODIRkdSrkomhU6uGPNmvPbe9PJ/H3l7MbS/P58l+7enUqmGqQ0sKtZgklbT/7Z9k1F+VTAwQJIerzziWke8t5eozjq0ySQHUYpLU0v63f5JRf+buFbay3W7ErDowHFgIZAF3unthWPYCsD2c9SwgG+gLnBlOm+fuo/e0/uzsbM/Ly0soplhlXn3GsYz/YFWVajGA3r+klva//VNR9Wdmc909u+T0ZLUYegNr3H0csAboFVc2xN1vBu4HXnH3H8LpcwkSybyyVmhm/c0sz8zy1q9fn1AwsUp9sl97BnbPLO5WKtk8O5RV5RaTpJ72v/1T2fWXrMRwPLA2HC4IxwFw95Xh4P8Dng6HJwFjgKeA/zGzGiVX6O6j3T3b3bMbNWqUUDALV2+JZNjYMYeFq7cktJ6D2axlGxj/wSpuP6814z9YVaWSoqSe9r/9U9n1l1aha9u95cCx4XCzcLyYmTUGCt19Uzgpw93zwrJCoBawo6KCufmcVqWmdWrVsMr8aolvMXVq1ZAzWzWocgfgJXW0/+2fZNRfsloMbwDNzSwHaA7808wmx5XfzI+tBYAuZvZfZnY78Ja7V52f8kmgFpOkkva//ZOM+kvKwefKti8Hn0VEqrpUH3wWEZGDhBKDiIhEKDGIiEiEEoOIiEQoMYiISMQhcVaSma0Hvkx1HLvREDiQr95RfPtH8e0fxbd/9je+lu5e6grhQyIxHMjMLK+s08EOFIpv/yi+/aP49k9lxaeuJBERiVBiEBGRCCWGyrfHW4YfABTf/lF8+0fx7Z9KiU/HGEREJEItBhERiVBiEBGRCCUGkb0wsxwzW5XqOHZH8e2fAz2+VEjWg3oOeWZ2AXA2sAI4A7jV3XeEZb8B2oSzvuPur6cgvnRgJMGjVbe5+x1xZe2By4H1wEZ3/3MK4ssBugDfA62BZ919QliWsvoLn1c+A/gubtpDwFLgFGCou2+OK2sJDADygTruPiKZ8ZlZB+AXBI/F7QwMdPd/x82fQwLPU6/o+MJp04DF4eiv4h7neyDUX5dw++uBJsAcdx8eN38Oya2/Ut8rwBAqef9Ti6HifELw/OoxQGOgZVxZIfAh8BnBP2yqLAVmhbHEewh4zN0fB24xs8OSHhm8A9wYPv/7UyD+yz9l9efuhe6+LDZuZqcD9dz9eYK6vLHEIoOAV939GeAcM2uazPiAVcC9YXzfAmVd/LTH56lXcnwAq4GZQB6ln8yY6vpbCFwXtx+W9cWftPqj9PdKe5Kw/6nFUEHcfTWAmWUAn7t7flzxn919s5nVBt4FOqYgxK8JvjD+Y2bPmtlKd48liGPdPXZZ/X8ILrP/JpnBufvXAGZ2CvCpuxfFFR8I9RdT8vnl5+6hfB3BD4S1JEnscwwfl1sdeK/ELJOAreHwB2Z2dqxlm0QDws9zMEFL9bW4slTX3yaA8Av1h/jWViip9VfyewU4jiTsf2oxVCAz6wicAzwU/mPGtAZw9++AuqmIjaArJnZu8nqCZ2/HrDKz2MNif0Jq7w1zLfBCiWkHQv3FLAdiv8JKPb+8RHljUnAPLzNrC1wNDARalCjO8BBBS6xWkmNrAdQMR9cR3Q/hAKi/0M3AU2VMT3r9xX+vkKT9T4mhgoR9gaOBU4ExQLe451r/XzO72cx+C/whRSE2A4aa2S+Bo4BpcfH9FhhoZr8GnnL3nakI0MzaAUvcvdDMah8o9WdmfYF6ZvbLsJW1JazHs4Bnw3neMTMDhgN9zOxmINfdK/3Xbnx84fGiN4AM4Emgd4n4kv489fj4gHrAfWZ2LUE314sl4ktp/YXjDQF3941x86Sk/sr4XmlOEvY/XeAmIiIRajGIiEiEEoOIiEQoMYiISIQSg4iIRCgxiIhIhC5wEwHM7DHgn0B9oI27/y7FIYmkjFoMIoGfAf8iuJCo5NXCIlWKWgxSpZnZ3UAPgiuEXyW48VwLM/unuz9RYt77Cf5nfgBquPtgMzsB+A2wBGgLPAr8G3gaWODuQ83sYaCTu3cxs+uARwiuqm1BcCO0jgQX7m0guCq4vrvfEl7wN4jgfjltgYfcfXlZcVRW/UgV5e566VWlX0BfYDDBfWgm72G+AuCEcLhT+Hc2kB0OnwHMCodzCO58CZAOvB+3nveBC8PhbOAm4H/iyq+PW3dsO12AN3YXh156VeRLXUlSZZnZCWb2V2AY0I3gVhItzeyvZlazjEX6Ag+b2Szg2HDayfx4v5rYrZDL43MAd88L17E0VuDuz8Wtu3vYqjkX2LaHOEQqjLqSpMpy98+BXmb2CUFiGA886O6f7maROu7eO7xB4scEXU8fA62ATQQ3KlwQzruVH2/4V9aXd/y9aD4mLqGY2c3u/nQ4fZK7LzSzwwnve7SbOEQqjBKDVGlm1hwocPciMzsJWLSH2XPM7GSCO2rGjj9cD9xlZvlAJnBDOH0qcIOZDSI4FtAyvCFaEcGtkG8zs+Huvh54DviDmQ0l+J/8NG7dvzGzFcAxBIlrd3GIVBjdRE9ERCJ0jEFERCKUGEREJEKJQUREIpQYREQkQolBREQilBhERCRCiUFERCL+P3l2ZN9gzxj4AAAAAElFTkSuQmCC", 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\n", + "image/png": 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", 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\n", + "image/png": 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\n", 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", 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\n", + "image/png": 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", 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\n", + "image/png": 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", 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\n", + "image/png": 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", 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\n", + "image/png": 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", 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xIy1atCAnJ+eAxDBx4kT69OlD3759S35llrav9PR0brjhhjLnR9x+++3Mnz+fRo0a0b17d4YMGcKcOXN488032bVrF8899xxnnXUWXbp0AaBLly4lRxv33HMP55xzDgBFRUUUFhayY8cOTjvttJiY77nnHu6++24yMjIYNGgQO3bsIDs7m127dvHJJ5+wadMmGjRoQPfu3WOSAsDxxx9Pr169yMzMpG/fvnTt2pWcnBy2bdtGXl4eK1euLPllfvTRR7N8+XIGDx5MTk4Ot99+Oz/+8Y/p0qUL3/3udxk/fjy9e/dm+vTpLFmyhN27d9O7d2/+9a9/xbw3xcXF9O/fHzMjIyMjJikAHHHEEfTs2RMIjr7at2/PwIEDOe+885gwYQI//OEPS+pr4sSJmBnuTsOGDfnggw9i6rygoIAOHTqUvF9ffPHFIeOrX78+FZGsxNCB4O5JENxQPPq48RSCe7XuDu8pC/AxwZ2e1hPcNeuAy7bdfTIwGSAzM7PiQ8Q2axM2I5VSLlKK1s0bsaGUJNC6eeKnt27bto2HHnqI5cuX06BBg5izRpo2Df4dyhoBuX379mRlZbFjxw4KCgoOup969eqVua9Ip+TWrVvLjCURaWlp7N0b3JJ89+79d9q98MILOfvssznllFM49thjmTx5Mtdff/0B68e/3h/96Ef89Kc/pWfPnlx88cWMGDGiJJGV5qijjqJBgwYlSalBgwYUFxcDcPrpp5OVlcW6devYs2dPyfKR5SLTxcXFMXGYWUznbeS9SUtLo0OHDvz1r389IMmVpUmTJmzdurUkpmhdu3blsssuY+XKlRx33HGl1kskjkgdHyy+ikpWYkgnuD/vB8DRwAIzm+3u/YArzCyT4Kb2D4TLjweGheWLqqwZCaD3qKBPIbo5Ka1RUC5SilsvyuDXs1bGNCc1SqvPrRcl1oE6b948Nm/eTPPmzXn00Ud5/fXXady4Md26daOwsJBZs2Zx+eWXc/XVVzNs2DDMjOXLl3PeeefRp08f/vnPfzJlyhQKCwtL/YK95ZZbuP/++1m/fj0bN25k5MiRnHjiiTH7uuaaa2jXrh2/+c1v6Nmz5wHzMzIyKCwsZOnSpdx3332MGzeO4447jsGDB9OsWTMuvvhi7r33Xk44YX8TWu/evZk8eTJbt27l888/Z+nSpYwaNYpJkyaRmZnJli1b6NGjB+vWraNt27asWrWKwsJC5s2bx8iRI5k6dSoZGRl861vfolOnTgDs2rWLbt26kZ6eTp8+fXj44QNvvPj555+Tm5tLgwYNaNCgAYWFheTl5ZGbm4u7M2LECIYPH860adNYs2YNv/rVr3j++ecpKCggLy+PgoIClixZAkBBQQHbt29n0KBBPProo3z22Wfcd9995Ofnx7w3ANnZ2QwYMID333//gJiim5Ii7+vixYtZs2YNBQUFbNy4sWTZn//859x99918/vnnrFu3jjvuuINx48Yxbtw4WrZsSZMmTejYsWPM+1We+Cok1fcWrYzHOeec44dlxQz3B09zH90s+LtixuFtT2q0995775DL/D13vX/3vte8/Yg5/t37XvO/566vsniKiop87dq17u7+wAMP+AsvvFBl+0pUfn6+u7tv3brV+/fvX+71/v3vf/vDDz9cVWEl1Z49e3zcuHEJr/fll1/63r17fdSoUf76669XQWQHiv9sE7TWHPCdqiufIehkVkezJKD/2SdUqKO5IoqKirjtttu44IIL+Oijj7j55ptLXW7OnDkxzy+55JIqj+2pp56idevWbNy4kdtuu63c62VmZh72abCrV69m9erVJc87duxIx44dD2ubiXrwwQfZtWsXN954IwDr16/nnXfeKZl/4oknctZZZ5W67rvvvsuMGTP47LPP6Ny5c1LiLa9acQe3zMxM17DbUlnef//9AzpyRWqD+M+2mS1z9wMytC5wExGRGEoMIiISQ4lBRERiKDGIVEQlja/1i1/8gokTJ/LII48kvO7atWvp3r07a9asqdC+q9t+pPpQYhBJVCWOr7VixQoGDqzYGXHt2rU74OrfijrYeD5l7WfMmDEsXLiwzG1Grp04XHl5eTz33HNlzp83b95B44iXlZWlJHcIOl1VJFGVNL7WvHnz2LBhA3PnzuX555+nf//+3HDDDfTr148NGzbQrl07rr766gPG91m/fj2PPfYY3bp1K/PL/I477uCjjz5i+vTpnHvuuSxYsIBJkybRrFkzunfvHjNu0b333ltyEVb79u0ZOnQonTt3Jj8/n7Vr1zJt2jQAZs6cySeffMLpp5/ONddcQ25uLl988UXJxWQff/wxRUVFnHPOOVx66aXMmDGDgQMHMnToUDZv3syZZ57Jxo0byczM5B//+AejR4/m29/+NnfffTetW7fmvffe44orrqB79+4xr+Xtt99myZIlnHfeeQwePJiuXbuWDB0xbtw4Fi1aRP369enZsycjR46MGT+qWbNmMeNFjRs3joKCAmbMmMFFF13Ejh07YsZ/GjBgQMk+du/eTZcuXar9CLhVQYlBJFGVNL7WhRdeSHp6OkOGDGHq1Km0adOG6dOnc/nllzNgwACys7N5/PHHDxjf56mnnmLs2LF06tSJf/7zn6Vu+/bbb+eaa67h3Xff5eSTT2b27NkceeSR3HjjjVx55ZUx4xZt3ry5ZDyfuXPn0qJFC372s58xZ84ccnJyOOaYYwD4/ve/T0ZGBj/4wQ+4+eab6dKlC7169aJHjx48+uijrFu3jiFDhpScDrlixQp+8YtfMHjwYObMmcPo0aPp0aMHDzzwACeddBJz586lSZMmvP/++4wePZovvviCHTt2lFpPS5YsKRkLKZJ4zj//fCC40nrhwoXMnTv3gPGjVq1aFTNeVHp6Oh06dGDQoEG0b9+ebt26xYz/dN1119GrVy+6dOlCv379SobNqGuUGEQSVYXjazVu3JjOnTvzxhtv8JOf/AQ4cHyf8lx71LRpU9LS0pg1axYTJ07kJz/5Ceeff37JeDrx4xZFHGzbTZo04YgjjigZ4yd6zJ4rrriC3bt384c//IFWrVoxaNAgTjnllJJ148cjih6/KFFNmjSJ2X+0+PGjVq1aVTKvXr16fP3116WONRQvMtbQkUceWaEYazr1MdR1uklR4nqPCsbTilaB8bXmzZtHYWEhr7zyCoWFhSxatIjs7Gyuuuoqdu7cyfDhw7nqqqvIz89n2rRpTJ06lfT0dEaMGMGECRN44oknWLNmDfPmzSt1+5dffjnbtm3juOOOo6ioiK5duwIwatQopk6dyjPPPMNbb71FvXr1WLx4MYsXL+Z73/sen332GY888kjJuEEbN26koKCgZJnCwkLy8/M544wzmD17NuPHj+fpp59m/vz5NGnShNNPP53p06czaNAgABYuXEhubi55eXkUFhayZMkSlixZQm5uLunp6Zx66qk8+eSTjB07ttQv63nz5lFQUMDatWvJzc1l8eLF5ObmUlhYyLJly0qWi4xsOmXKFCZOnEjr1q255ZZbmDt3LlOmTOHPf/4z9erVo3PnzjzzzDNMmjSpZPynxx57jMGDB7Nv3z5yc3N56aWX6uzRAujK57ot0okaP4DgpRPr9BAh5bryOW9m0KewY31wpNB7VK2ps9WrV9OxY0dmzZrFp59+ys9//vOEt5GVlVXSN1GVdu/ezVtvvcUbb7xRKR3dtV15r3xWU1JdppsUVVw1G1+rMsdJGjlyJBdccAErV67k7rvvrtA2KpoUioqKeO2110qeN27cmAsuuKDM5W+66SaaN2/OtddeW6H9SemUGOoy3aSo1qjMAfNmzkxdc2KjRo0Sei1//OMfqzCaukt9DHVZWZ2luklRuTp4RWqSRD7TSgx1WSV1otY2aWlpFb57mUh15O5s3bqVhg0blmt5NSXVZZE28lraiVpRLVq00JWxUus0bNiQNm3K1xqgxFDXVbNO1OqgefPmNG/ePNVhiKSMmpJERCSGEoOIiMRISlOSmbUHJgIbgV3u/quoeb8DPgaOB9a5+1QzywK6hovkuvvkZMQpIiLJ7WP4EHgHiD/d4zF3X2NmRwNzgKlh+TIgDchNXogiIpKsxLABuMvdvzCzJ81sjbu/DeDua8JlhgB3hNOzgJ3h9Ftm1sPdv4reoJllA9kAbdu2rer4RUTqjGT1MXQAIldXbAbSIzMsMBR4A4gMWdnRQ0AxEHeyPbj7ZHfPdPfMli1bVm30IiJ1SLKOGNKBLDP7ADgaWGBms929H/BMWNYZ6AT0AnqZWQ/ga2COux84SLuIiFQJja4qIlJHlTW6qk5XFRGRGEoMIiISQ4lBRERiKDGIiEgMJQYREYmhxCAiIjGUGEREJIYSg4iIxFBiEBGRGEoMIiISQ4lBRERiKDGIiEgMJQYREYmhxCAiIjGUGEQkufJmwkOnw5jmwd+8mamOSOIk857PIlLX5c2EF2+B4qLg+Y5Pg+cAZw5MXVwSQ0cMIpI8r43dnxQiiouCcqk2lBhEJHl2rE+sXFJCiUFEkqdZm8TKJSWUGEQkeXqPgrRGsWVpjYJyqTaUGEQkec4cCJdOhGYnAhb8vXSiOp6rmaSclWRm7YGJwEZgl7v/Kmre2cAAYDOw1d2fNbN2wDCgAGji7vcnI04RSYIzByoRVHPJPF31Q+Ad4Mu48nuBIe6+xcyWmtmfgRHAVHfPMbMXzexP7r4peiUzywayAdq2bZuE8EVE6oZkNSVtAO5y92eB75nZuVHz2rr7lnD6C6AFcDIQSQSfAe3iN+juk909090zW7ZsWYWhi4jULclKDB0AD6c3A+lR89aZWYtw+hvAFuBj4PiwrBWwNhlBiohI8pqS0oEsM/sAOBpYYGaz3b0fcCcw3Mw2A5PcfZ+ZjQeGmVkmsCi+GUlERKqOufuhl6rmMjMzPScnJ9VhiIjUKGa2zN0z48t1uqqIiMRQYhARkRhKDCIiEkOJQUREYigxiIhIDCUGERGJocQgIiIxlBhERCSGEoOIiMRQYhARkRhKDCIiEkOJQUREYigxiIjUFHkz4aHTYUzz4G/ezCrZTTLv4CYiIhWVNxNevAWKi4LnOz4NnkOl3ypVRwwiIjXBa2P3J4WI4qKgvJIpMYiI1AQ71idWfhiUGEREaoJmbRIrPwxKDCIiNUHvUZDWKLYsrVFQXsmUGEREaoIzB8KlE6HZiYAFfy+dWOkdz5DEs5LMbDzQzN2HJmufIiK1ypkDqyQRxEtKYjCzTsAJwK648meASDd7dyATuBLoGpbluvvkZMQoIiKBhBKDmZ0JtATygQ3u7uVc9XrgaWBAXPlod19jZunAte6+x8wAlgFpQO5BYskGsgHatm2byMsQEZGDKHdiMLNbgYuBdcA0YBgwohzrDQD+Udq+3H1NOPkT4Pfh9CxgZzj9lpn1cPevSll3MjAZIDMzs7wJSkREDiGRzuej3P1/gPfcfQGwp5zrdQROAfoCGWbWO3qmmbUCit19W2R5DwHFQFw3vIiIVKVEmpLqh3897vlBufu9ZnYMcBpgwF4zm+3u/cJFhgKTolbpZWY9gK+BOe6+I4EYRUTkMCWSGPaZ2ctAYzM7l4O0/8cLjwZujSpaFDVvbNyy9ycQk4iIVLJyJwZ3H21mfYAzgRXu/mrVhSUiIqmS0FlJ7j4XmAvBWUE6lVREpPY5ZGIws23A9vhioCnhWUEiIlJ7lOeI4Wfu/pf4QjO7qgriERGRFDvk6aqlJYVQURnlIiJSg5X7OgYz621mb5vZx2b2CTClCuMSEZEUSeQCtyuBi4AngA7AhCqJSEREUiqRxJDv7v8FGrj7XuDoKopJRERSKJHTVc83s2VAQzObQnDUICIitUwiiWEQsA9YCtwA/K5KIhIRkZRKpCnpaeBKd99NMPrphVUTkoiIpFIiiWGluz8NEP49tmpCEhGRVEokMaTFPW9YmYGIiEj1kEgfQ7GZzQE+BL4JvFU1IYmISColMrrqPVGjq85x93lVF5aIiKRKIlc+nwKsIOiEPt3M2lVZVCIikjKJ9DHcRXCbzQeA1sDoKolIRERSKpHE8C6wAejk7rcBH1RNSCIikkqJJIbTgInAXDNrBJxcNSGJiEgqJZIYfktwlDAO6AokdGtPM7r1EuIAAA3RSURBVBtvZo8nso6IiCRfImclrQZWh08XJLITM+sEnADsiiv/JfvHXHrV3f8WdmoPAwqAJu5+fyL7EhGRw5PIEcPhuJ7gbKZ4xcDbwHtAXlg2Apju7k8QDNx3fGkbNLNsM8sxs5zNmzdXRcwiInVSIhe4VYiZDQD+Uca+nnX37WbWGHgN6EbQd7EpnP8Z0C7qeQl3n0x4z+nMzEyvgtBFROqkQx4xmNnZh7mPjsApQF8gw8x6R807BSAcmK9pWPYxEDlKaAWsPcz9i4hIAspzxHC9mZ1B0K/wV3fPT2QH7n6vmR1DcFaTAXvNbLa79wOuMLNMggH5HghXGQ8MC8sXufsBRwsiIlJ1zP3QrTBmVg/oDQwGTgJeBma4e7X4NZ+Zmek5OTmpDkNEpEYxs2XunhlfXq7OZ3f/2t1fdffrCe77/AFwn5ldV8lxiohIiiXc+ezuxcDs8CEiIrVMsk5XFRGRGkKJQUREYiScGMzsgvBvupnVr/yQREQklSpyxNDXzNoAjwMPVXI8IiKSYhVJDM0Jhq24DfiycsMREZFUq8iQGGMJ7smQb2ZfV3ZAIiKSWuVKDGG/wtXAdoIb9uSZ2ZHufntVBiciIslX3iOGPwE3h8ufCfQnGOLilCqKS0REUqS8ieFDd/97OP1cVQUjIiKpV97O50Vm9gszsyqNRkREUq68RwynAacDI8xsGfAO8I676+hBRKSWKVdicPfLAcysEfuTxHdQs5KISK2T0Omq7l4E5IQPERGphTRWkoiIxFBiEBGRGEoMIiISQ4lBRERiJC0xmNl4M3s8WfsTEZGKqcggegkzs07ACcCuuPLfAR8DxwPr3H2qmWUBXcNFct19cjJiFBGRQFISA3A98DQwIK78MXdfY2ZHA3OAqWH5MiANyC1rg2aWDWQDtG3bttIDFhGpq6o8MZjZAOAfpe3L3deEk0OAO8LpWcDOcPotM+vh7l+Vsu5kYDJAZmamV3LYIiJ1VjL6GDoSjMLaF8gws96RGRYYCrwBfBpZ3kNAMdAoCTGKiEioyo8Y3P1eMzuGYCgNA/aa2Wx37wc8AxwNdAY6Ab2AXmbWA/gamOPuO6o6RhER2S8pfQzuvg24NapoUVg+pJRl709GTCIiUjpdxyAiIjGUGEREJIYSg4iIxFBiEBGRGMm6wK1ae2H5Bia8ks/G7UW0bt6IWy/KoP/ZJ6Q6LBGRlKjzieGF5Rv49ayVFBXvA2DD9iJ+PWslgJKDiNRJdb4pacIr+SVJIaKoeB8TXslPUUQiIqlV5xPDxu1FCZWLiNR2dT4xtG5e+ogbZZWLiNR2dT4x3HpRBo3S6seUNUqrz60XZaQoIhGR1Krznc+RDmadlSQiEqjziQGC5KBEICISqPNNSSIiEkuJQUREYigxiIhIDCUGERGJocQgIiIxdFZSHacBBEUknhJDHaYBBEWkNElrSjKz8Wb2eLL2J4emAQRFpDRJOWIws07ACcCuuPKzgQHAZmCruz9rZu2AYUAB0MTd709GjHWRBhAUkdIk64jheuDpUsrvBR5094eAn5pZfWAEMN3dnwDON7PjS9ugmWWbWY6Z5WzevLnKAq/NNICgiJSmyhODmQ0A/gHsK2V2W3ffEk5/AbQATgY2hWWfAe1K2667T3b3THfPbNmyZSVHXTdoAEERKU0yjhg6AqcAfYEMM+sdNW+dmbUIp78BbAE+BiJHCa2AtUmIsU7qf/YJ3Hf5GZzQvBEGnNC8EfddfoY6nkXquCrvY3D3e83sGOA0wIC9Zjbb3fsBdwLDzWwzMMnd95nZeGCYmWUCi9x9U9lbl8OlAQRFJJ65e6pjOGyZmZmek5OT6jBERGoUM1vm7pnx5bryWUREYigxiIhIDCUGERGJocQgIiIxlBhERCSGEoOIiMRQYhARkRhKDCIiEkOJQUREYigxiIhIDCUGERGJocQgIiIxlBhERCSGEoOIiMRIyj2fRUQiXli+gQmv5LNxexGtmzfi1osydE+QakaJQUSS5oXlG/j1rJUUFQd3+t2wvYhfz1oJoORQjagpSUSSZsIr+SVJIaKoeB8TXslPUURSGiUGEUmajduLEiqX1FBiEJGkad28UULlkhpKDCKSNLdelEGjtPoxZY3S6nPrRRkpikhKk5TOZzM7HrgS+C/QB7jP3VeG854BIseR3YHMcNmuYVmuu09ORpwiUrUiHcw6K6l6S0picPdNZvYY8FNgH7A6avZod19jZunAte6+x8wAlgFpQG5p2zSzbCAboG3btlUZvohUov5nn6BEUM2Zuyd3h2Z3A3nu/re48rHA7919m5k1BXaGs94Cerj7V2VtMzMz03NycqosZhGR2sjMlrl7Znx5UvoYzKyHmbUIn24AToyb3woodvdtYVFHDwHFgHqmRESSJFkXuB0BjDazHKAbMMbMZrt7v3D+UGBS1PK9zKwH8DUwx913JClOEZE6L+lNSVVBTUkiIolLaVOSiIjUHEoMIiISQ4lBRERiKDGIiEgMJQYREYmhxCAiIjGUGEREJIbu4CYiUkMk67aoSgwiIjVAMm+LqqYkEZEaIJm3RVViEBGpAZJ5W1QlBhGRGiCZt0VVYhARqQGSeVtUdT6LiNQAybwtqhKDiEgNkazboqopSUREYigxiIhIDCUGERGJocQgIiIxlBhERCSGuXuqYzhsZrYZWAu0ALakOJyDqc7xKbaKqc6xQfWOT7FVXGXF187dW8YX1orEEGFmOe6emeo4ylKd41NsFVOdY4PqHZ9iq7iqjk9NSSIiEkOJQUREYtS2xDA51QEcQnWOT7FVTHWODap3fIqt4qo0vlrVxyAiIoevth0xiIjIYVJiEBGRGEoMIodgZllmti7VcZSlOsen2GqmGjnstpmlAeOBPKAzcKu7F4fzzgYGAJuBre7+bAri+z7QA/gE+A5ws7t/Fc77JdAhXPRVd/9bkmNrD0wENgK73P1XUfNSWndmlgX0Ar4ETgGedPcZ4byU1Fv4WXsd2B1Vdi/wIXAWMMbdt0fNawcMAwqAJu5+fzLjM7MuwP8S/G/0BIa7+3+jls8CuoZPc929yjoxy6i7BUDkJsU/d/c9UfOSVnel1FuvcN+bgeOApe4+Pmr5LJJXbwd8fwCjSeJnrqYeMVwGbHT3aQRfcP2j5t0LPOjuDwE/NbP6paxf1VYCo919CtAKaBc1rxh4G3iP4J83FT4E3gzjiJbqunsVuNHdhwLvAtFf/impN3cvdvePIs/N7Fygmbs/TVCHN8atMgKY7u5PAOeb2fHJjA9YB9wVxvc5UNpFUMsI6jA3ybEBrAeWADnAV3HzklZ3pcSWB1wb9dkr7Ys/KfXGgd8fZ5Pkz1yNPGIATib4gAEUhs8j2rp75FLxLwguHf9PEmPD3dcDmFlH4H13L4ia/ay7bzezxsBrQLdkxgZsIPji+MLMnjSzNe4eSRAprTt33wBgZmcB77r73qjZqa63iJOBTeF0IfA/B5n/GcGPgk0kSeT9M7NWQBowP26RWcDOcPotM+sROZpNkmHh+ziS4Oh0ZtS8lNWdu28DCL9U90QfZYWSVm/x3x/ASST5M1dTjxg+BiJZMT18HrHOzFqE098gReOdmFk34Hzg3vCfNOIUAHffDTRNQWgdgMg5ypsJ6i+iWtQdcA3wTFxZqust4mCfvfj5rQjG8EoqM+sE/BgYDrSJm93RQwRHYZV/J/my42oDNAyffkbsZw+qQd0BQ4FJpZQntd6ivz9IwWeupiaGvwOtw3a/1sArZjY7nHcnMNzMfgFMcvd9yQ4ubCOcDJwDTAEujIrvCjMbamZ3Ag8kOzaCD9YYM7sOOBpYUM3q7jRgtbsXm1nj6lBvZnYl0MzMrguPrnaE9dcdeDJc5lUzM4K+r8FmNhRY5O5V/os3Or6wn+jvQEfgEYJm1+j4epnZ/zOzW4A57r4jWbEBzYBRZnYNQRPXH+NiS2rdxcVG+KPI3X1r1DJJr7dSvj9ak+TPnC5wExGRGDX1iEFERKqIEoOIiMRQYhARkRhKDCIiEkOJQUREYtTUC9xEKpWZPQi8AhwDdHD3sSkOSSRldMQgEjgPeIPgoqL4q4VF6hQdMUidZma3A30JrhCeTjDwXBsze8XdH45b9m6C/5k9wBHuPtLMTgV+CawGOgETgP8CjwPvuPsYM/st8F1372Vm1wL3EVxd24ZgULRuBBftbSG4MvgYd/9peLHfCIKxczoB97r7x6XFUVX1I3WUu+uhR51+AFcCIwnGpJl9kOUKgVPD6e+Gf/8FZIbT3wHeDKezCEbBBGgPLIzazkLg4nA6E7gJeCxq/vVR247spxfw97Li0EOPynyoKUnqLDM71cxeAMYBFxIMJdHOzF4ws4alrHIl8FszexNoG5adyf6xayLDIpfH+wDunhNu48PIDHd/KmrbfcKjmv8Bdh0kDpFKo6YkqbPc/X2gv5mtJEgMfwJ+4+7vlrFKE3e/LBwUcQVB09MK4JvANoIBCt8Jl93J/sH+Svvyjh6LZgVRCcXMhrr742H5LHfPM7MjCcc9KiMOkUqjxCB1mpm1Bgrdfa+ZnQGsOsjiWWZ2JsHImpH+h+uB28ysAMgAbgjL5wE3mNkIgr6AduHgaHsJhkX+mZmNd/fNwFPAA2Y2huB/8t2obf/SzD4BTiRIXGXFIVJpNIieiIjEUB+DiIjEUGIQEZEYSgwiIhJDiUFERGIoMYiISAwlBhERiaHEICIiMf4/DP4Fu2JlkKwAAAAASUVORK5CYII=\n", + "image/png": 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", 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\n", 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", 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\n", + "image/png": 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", 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\n", + "image/png": 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", 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\n", + "image/png": 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", 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\n", + "image/png": 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", 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" ] diff --git a/flarestack/core/injector.py b/flarestack/core/injector.py index ff80230b..752d21f3 100644 --- a/flarestack/core/injector.py +++ b/flarestack/core/injector.py @@ -3,6 +3,7 @@ import random import zipfile import zlib +from typing import TYPE_CHECKING import numpy as np from astropy.table import Table @@ -14,6 +15,9 @@ from flarestack.shared import band_mask_cache_name, k_to_flux from flarestack.utils.catalogue_loader import calculate_source_weight +if TYPE_CHECKING: + from flarestack.data import SeasonWithMC + logger = logging.getLogger(__name__) @@ -245,7 +249,7 @@ def __init__(self, season, sources, **kwargs): logger.warning("No Injection Arguments. Are you unblinding?") pass - def get_mc(self, season): + def get_mc(self, season: "SeasonWithMC") -> Table: return season.get_mc() def select_mc_band(self, source): @@ -537,14 +541,12 @@ class TableInjector(MCInjector): For 1000 sources, calculate_n_exp() is ~60x faster than MCInjector. """ - def get_mc(self, season): - mc: np.ndarray = season.get_mc() - # Sort rows by trueDec, and store as columns in a Table - table = Table(mc[np.argsort(mc["trueDec"].copy())]) - # Prevent in-place modifications - for k in table.columns: - table[k].setflags(write=False) - return table + def get_mc(self, season: "SeasonWithMC") -> Table: + mc = season.get_mc().copy(copy_data=False) + mc.sort("trueDec") + for col in mc.columns.values(): + col.setflags(write=False) + return mc def get_band_mask(self, source, min_dec, max_dec): return slice(*np.searchsorted(self._mc["trueDec"], [min_dec, max_dec])) diff --git a/flarestack/core/llh.py b/flarestack/core/llh.py index ecfb98ab..20e8bd20 100644 --- a/flarestack/core/llh.py +++ b/flarestack/core/llh.py @@ -10,7 +10,7 @@ from scipy import sparse from flarestack.core.energy_pdf import EnergyPDF, read_e_pdf_dict -from flarestack.core.spatial_pdf import SpatialPDF +from flarestack.core.spatial_pdf import SpatialPDF, angular_distance from flarestack.core.time_pdf import TimePDF, read_t_pdf_dict from flarestack.shared import ( SoB_spline_path, @@ -1363,6 +1363,12 @@ class StdMatrixKDEEnabledLLH(StandardOverlappingLLH): """ def __init__(self, season, sources, llh_dict): + # propagate the spatial_box_width from llh_dict to the + # llh_spatial_pdf if not explicitly set + if "spatial_box_width" not in llh_dict["llh_spatial_pdf"]: + llh_dict["llh_spatial_pdf"]["spatial_box_width"] = llh_dict.get( + "spatial_box_width", default_spacial_box_width + ) super().__init__(season, sources, llh_dict) if llh_dict["llh_spatial_pdf"]["spatial_pdf_name"] != "northern_tracks_kde": @@ -1400,7 +1406,18 @@ def get_spatially_coincident_indices(self, data, source) -> np.ndarray: ra_dist = np.fabs( (data["ra"][dec_range] - source["ra_rad"] + np.pi) % (2.0 * np.pi) - np.pi ) - return np.nonzero(ra_dist < dPhi / 2.0)[0] + dec_range.start + + # Indices (with respect to the start of the declination band) of events inside the box + idx = np.nonzero(ra_dist < dPhi / 2.0)[0] + + # Cut the box down to a circle + psi = angular_distance( + data["ra"][dec_range][idx], + data["dec"][dec_range][idx], + source["ra_rad"], + source["dec_rad"], + ) + return idx[np.nonzero(psi < width)[0]] + dec_range.start def create_kwargs(self, data, pull_corrector, weight_f=None): if weight_f is None: diff --git a/flarestack/core/spatial_pdf.py b/flarestack/core/spatial_pdf.py index 1ffcf67f..c5bcda42 100644 --- a/flarestack/core/spatial_pdf.py +++ b/flarestack/core/spatial_pdf.py @@ -1,11 +1,13 @@ import logging import os +from functools import cached_property from typing import Optional import healpy as hp import numpy as np -from numpy.lib.recfunctions import append_fields -from scipy.interpolate import interp1d +from astropy.table import Table +from scipy.interpolate import RegularGridInterpolator +from scipy.optimize import bisect from scipy.stats import norm from flarestack.core.astro import angular_distance @@ -49,8 +51,7 @@ class SignalSpatialPDF: def __init__(self, spatial_pdf_dict): pass - @staticmethod - def simulate_distribution(source, data): + def simulate_distribution(self, source, data: Table) -> Table: return data @staticmethod @@ -132,7 +133,7 @@ def rotate(ra1, dec1, ra2, dec2, ra3, dec3): ra = phi + np.pi return np.atleast_1d(ra), np.atleast_1d(dec) - def rotate_to_position(self, ev, ra, dec): + def rotate_to_position(self, ev: Table, ra: float, dec: float) -> Table: """Modifies the events by reassigning the Right Ascension and Declination of the events. Rotates the events, so that they are distributed as if they originated from the source. Removes the @@ -162,29 +163,24 @@ def rotate_to_position(self, ev, ra, dec): ev["sinDec"] = np.sin(rot_dec) # Deletes the Monte Carlo information from sampled events - non_mc = [ - name for name in names if name not in ["trueRa", "trueDec", "trueE", "ow"] - ] - ev = ev[non_mc].copy() + ev.remove_columns(["trueRa", "trueDec", "trueE", "ow"]) return ev @SignalSpatialPDF.register_subclass("circular_gaussian") class CircularGaussian(SignalSpatialPDF): - def simulate_distribution(self, source, data): - data["ra"] = np.pi + norm.rvs(size=len(data)) * data["sigma"] - data["dec"] = norm.rvs(size=len(data)) * data["sigma"] - data["sinDec"] = np.sin(data["dec"]) - data = append_fields( - data, - ["trueRa", "trueDec"], - [np.ones_like(data["dec"]) * np.pi, np.zeros_like(data["dec"])], - ).copy() + def simulate_distribution(self, source, data: Table) -> Table: + data = data.copy() + data["ra"][:] = np.pi + norm.rvs(size=len(data)) * data["sigma"] + data["dec"][:] = norm.rvs(size=len(data)) * data["sigma"] + data["sinDec"][:] = np.sin(data["dec"]) + data["trueRa"][:] = np.ones_like(data["dec"]) * np.pi + data["trueDec"][:] = np.zeros_like(data["dec"]) - data = self.rotate_to_position(data, source["ra_rad"], source["dec_rad"]).copy() + data = self.rotate_to_position(data, source["ra_rad"], source["dec_rad"]) - return data.copy() + return data @staticmethod def signal_spatial(source, cut_data): @@ -224,11 +220,7 @@ class NorthernTracksKDE(SignalSpatialPDF): In the 3D case, there is no gamma-dependence for the spline evaluation by default. """ - KDEspline = SplineTable - KDE_eval_gamma = None - SplineIs4D = False - - def __init__(self, spatial_pdf_dict): + def __init__(self, spatial_pdf_dict) -> None: super().__init__(spatial_pdf_dict) assert "spatial_pdf_data" in spatial_pdf_dict.keys() and os.path.exists( spatial_pdf_dict["spatial_pdf_data"] @@ -241,18 +233,19 @@ def __init__(self, spatial_pdf_dict): "Photospline is not installed, cannot use KDE spatial PDF" ) - NorthernTracksKDE.KDEspline = SplineTable(KDEfile) - if NorthernTracksKDE.KDEspline.ndim == 3: - NorthernTracksKDE.SplineIs4D = False - elif NorthernTracksKDE.KDEspline.ndim == 4: - NorthernTracksKDE.SplineIs4D = True + self.KDE_eval_gamma = None + self.KDEspline = SplineTable(KDEfile) + if self.KDEspline.ndim == 3: + self.SplineIs4D = False + elif self.KDEspline.ndim == 4: + self.SplineIs4D = True if "spatial_pdf_index" in spatial_pdf_dict.keys(): assert isinstance( spatial_pdf_dict["spatial_pdf_index"], float ), "'spatial_pdf_index' is not float" - NorthernTracksKDE.KDE_eval_gamma = spatial_pdf_dict["spatial_pdf_index"] + self.KDE_eval_gamma = spatial_pdf_dict["spatial_pdf_index"] logger.debug( - f"Fixing the gamma for 4D KDE spline evaluation to {NorthernTracksKDE.KDE_eval_gamma}" + f"Fixing the gamma for 4D KDE spline evaluation to {self.KDE_eval_gamma}" ) else: logger.warning( @@ -265,69 +258,75 @@ def __init__(self, spatial_pdf_dict): logger.info("Using KDE spatial PDF from file {0}.".format(KDEfile)) - def _inverse_cdf(self, sigma, logE, gamma, npoints=100): - psi_range = np.linspace(0.001, 0.5, npoints) - d_psi = psi_range[1] - psi_range[0] - if NorthernTracksKDE.SplineIs4D: - if NorthernTracksKDE.KDE_eval_gamma is not None: - psi_pdf = ( - d_psi - / (np.log(10) * psi_range) - * NorthernTracksKDE.KDEspline.evaluate_simple( - [ - np.log10(sigma), - logE, - np.log10(psi_range), - NorthernTracksKDE.KDE_eval_gamma, - ] - ) - ) - else: - psi_pdf = ( - d_psi - / (np.log(10) * psi_range) - * NorthernTracksKDE.KDEspline.evaluate_simple( - [np.log10(sigma), logE, np.log10(psi_range), gamma] - ) - ) + if (spatial_box_width := spatial_pdf_dict.get("spatial_box_width")) is not None: + self._normalization_logr = np.log10(np.deg2rad(spatial_box_width)) else: - psi_pdf = ( - d_psi - / (np.log(10) * psi_range) - * NorthernTracksKDE.KDEspline.evaluate_simple( - [np.log10(sigma), logE, np.log10(psi_range)] - ) - ) - psi_cdf = np.insert(psi_pdf.cumsum(), 0, 0) - psi_range = np.insert(psi_range, 0, 0) - psi_cdf /= psi_cdf[-1] - psi_cdf_unique, unique_indices = np.unique(psi_cdf, return_index=True) - psi_range_unique = psi_range[unique_indices] - return interp1d(psi_cdf_unique, psi_range_unique, "cubic") - - def simulate_distribution(self, source, data, gamma=2.0): + # do not normalize to the box + self._normalization_logr = None + + def _make_cdf(self, normalize=True): + """Interpolate the cumulative distribution function (CDF) of the KDE in the distance dimension""" + logSigma, logE, logR = self.KDEspline.knots[:3] + dR = np.diff(10**logR, axis=0) / (2 * np.log(10)) + dPdR = self.KDEspline.grideval([logSigma, logE, logR]) / 10**logR + # trapezoid rule integration + p = np.cumsum((dPdR[..., 1:] + dPdR[..., :-1]) * dR[None, None, ...], axis=2) + if normalize: + # normalize the CDF to 1 at the end of the distance range + p /= p[..., -1:] + return RegularGridInterpolator( + [logSigma, logE, logR[1:]], + p, + bounds_error=False, + ) + + @cached_property + def _cdf(self) -> RegularGridInterpolator: + """CDF, useful for sampling""" + return self._make_cdf(normalize=True) + + @cached_property + def _raw_cdf(self) -> RegularGridInterpolator: + """CDF without normalization, useful normalizing the spatial PDF to the configured selection radius""" + return self._make_cdf(normalize=False) + + def simulate_distribution( + self, source: Table, data: Table, gamma: float = 2.0 + ) -> Table: nevents = len(data) phi = np.random.rand(nevents) * 2.0 * np.pi - distance = np.random.rand(nevents) - for _i in range(nevents): - event_icdf = self._inverse_cdf(data["sigma"][_i], data["logE"][_i], gamma) - distance = event_icdf(distance) + bounds = self.KDEspline.knots[2][1], self.KDEspline.knots[2][-1] + distance = np.power( + 10, + [ + bisect( + lambda x: self._cdf((logSigma, logE, x)) - p, + *bounds, + xtol=1e-6, + rtol=1e-6, + maxiter=1000, + ) + for logSigma, logE, p in zip( + np.log10(data["sigma"]), + data["logE"], + np.random.uniform(size=nevents), + ) + ], + ) data["ra"] = np.pi + distance * np.cos(phi) data["dec"] = distance * np.sin(phi) data["sinDec"] = np.sin(data["dec"]) - data = append_fields( - data, - ["trueRa", "trueDec"], + data.add_columns( [np.ones_like(data["dec"]) * np.pi, np.zeros_like(data["dec"])], - ).copy() + ["trueRa", "trueDec"], + ) - data = self.rotate_to_position(data, source["ra_rad"], source["dec_rad"]).copy() + data = self.rotate_to_position(data, source["ra_rad"], source["dec_rad"]) return data.copy() - @staticmethod - def signal_spatial(source, cut_data, gamma: Optional[float]): # type: ignore[override] + def signal_spatial(self, source, cut_data, gamma: Optional[float]): # type: ignore[override] """Calculates the angular distance between the source and the coincident dataset. This class provides an interface for the KDE-smoothed MC PDF introduced for the 10yr NT analysis. Returns the value of the PDF at the given distances between the source and the events. @@ -345,24 +344,24 @@ def signal_spatial(source, cut_data, gamma: Optional[float]): # type: ignore[ov cut_data["ra"], cut_data["dec"], source["ra_rad"], source["dec_rad"] ) - if NorthernTracksKDE.SplineIs4D: - if NorthernTracksKDE.KDE_eval_gamma is not None: + if self.SplineIs4D: + if self.KDE_eval_gamma is not None: assert ( gamma is None ), "Provided gamma for 4D KDE spline evaluation, set gamma to None" - space_term = NorthernTracksKDE.KDEspline.evaluate_simple( + space_term = self.KDEspline.evaluate_simple( [ np.log10(cut_data["sigma"]), cut_data["logE"], np.log10(distance), - NorthernTracksKDE.KDE_eval_gamma, + self.KDE_eval_gamma, ] ) else: assert ( gamma is not None ), "Chose 4D KDE and haven't provided gamma, you need gamma-dependence for evaluating spline" - space_term = NorthernTracksKDE.KDEspline.evaluate_simple( + space_term = self.KDEspline.evaluate_simple( [ np.log10(cut_data["sigma"]), cut_data["logE"], @@ -376,13 +375,22 @@ def signal_spatial(source, cut_data, gamma: Optional[float]): # type: ignore[ov ), "Using 3D KDE splines no need for gamma, set it to None" # paranoia assert ( - NorthernTracksKDE.KDE_eval_gamma is None + self.KDE_eval_gamma is None ), "Using 3D KDE splines no need to specify gamma" - space_term = NorthernTracksKDE.KDEspline.evaluate_simple( + space_term = self.KDEspline.evaluate_simple( [np.log10(cut_data["sigma"]), cut_data["logE"], np.log10(distance)] ) space_term /= 2 * np.pi * np.log(10) * (distance**2) + if self._normalization_logr is not None: + # normalize to the box + space_term /= self._raw_cdf( + ( + np.log10(cut_data["sigma"]), + cut_data["logE"], + self._normalization_logr, + ) + ) return space_term diff --git a/flarestack/data/__init__.py b/flarestack/data/__init__.py index f7cd60d3..18da896d 100644 --- a/flarestack/data/__init__.py +++ b/flarestack/data/__init__.py @@ -5,7 +5,7 @@ import os import numpy as np -from numpy.lib.recfunctions import append_fields, drop_fields +from astropy.table import Table import flarestack from flarestack.core.injector import EffectiveAreaInjector, MCInjector @@ -185,11 +185,10 @@ def get_background_dtype(self): def data_background_model(self, **kwargs): """Function to return data as a background model.""" exp = self.get_exp_data(**kwargs) - weight = np.ones(len(exp)) - exp = append_fields(exp, "weight", weight, usemask=False, dtypes=[float]).copy() + exp.add_column(np.ones(len(exp), dtype=float), name="weight") return exp - def get_background_model(self) -> dict: + def get_background_model(self) -> Table: """Generic Function to return background model. This could be the experimental data (if the signal contamination is small), or a weighted MC dataset. By default, uses data.""" @@ -230,8 +229,8 @@ def simulate_background(self): data = np.random.choice(data, int(len(data) * self._subselection_fraction)) return data - def get_exp_data(self, **kwargs): - return np.array(self.load_data(self.exp_path, **kwargs)) + def get_exp_data(self, **kwargs) -> Table: + return self.load_data(self.exp_path, **kwargs) def build_time_pdf_dict(self): """Function to build a pdf for the livetime of the season. By @@ -275,8 +274,12 @@ def get_time_pdf(self): def clean_season_cache(self): self._time_pdf = None - def load_data(self, path, **kwargs): - return np.load(path) + def load_data(self, path, **kwargs) -> Table: + tab = Table(np.load(path)) + # prevent in-place updates + for col in tab.columns.values(): + col.setflags(write=False) + return tab def make_injector(self, sources, **inj_kwargs): pass @@ -322,7 +325,7 @@ def __init__(self, season_name, sample_name, exp_path, mc_path, **kwargs): def make_injector(self, sources, **inj_kwargs): return MCInjector.create(self, sources, **inj_kwargs) - def get_mc(self, **kwargs): + def get_mc(self, **kwargs) -> Table: return self.load_data(self.mc_path, **kwargs) diff --git a/flarestack/data/icecube/ic_season.py b/flarestack/data/icecube/ic_season.py index a36559ce..3b082c73 100644 --- a/flarestack/data/icecube/ic_season.py +++ b/flarestack/data/icecube/ic_season.py @@ -4,6 +4,7 @@ from typing import Optional import numpy as np +from astropy.table import Table from scipy.interpolate import interp1d from flarestack.core.time_pdf import DetectorOnOffList, TimePDF @@ -328,7 +329,7 @@ def check_data_quality(self): def get_grl(self): return grl_loader(self) - def load_data(self, path, **kwargs): + def load_data(self, path, **kwargs) -> Table: return data_loader(path, **kwargs) def build_time_pdf_dict(self): diff --git a/flarestack/data/icecube/northern_tracks/__init__.py b/flarestack/data/icecube/northern_tracks/__init__.py index 650e7bf2..bd411696 100644 --- a/flarestack/data/icecube/northern_tracks/__init__.py +++ b/flarestack/data/icecube/northern_tracks/__init__.py @@ -1,5 +1,5 @@ import numpy as np -from numpy.lib.recfunctions import rename_fields +from astropy.table import Table from flarestack.data.icecube.ic_season import IceCubeSeason @@ -50,7 +50,7 @@ def get_diffuse_binning(season): class NTSeason(IceCubeSeason): - def get_background_model(self) -> dict: + def get_background_model(self) -> Table: """Loads Monte Carlo dataset from file according to object path set in object properties. Returns: @@ -60,7 +60,7 @@ def get_background_model(self) -> dict: # According to NT specifications (README): # "conv" gives the weight for conventional atmospheric neutrinos # flarestack renames it to "weight" - mc = rename_fields(mc, {"conv": "weight"}) + mc.rename_column("conv", "weight") return mc def simulate_background(self): @@ -71,19 +71,24 @@ def simulate_background(self): "Monte Carlo background is not loaded. Call `load_background_model` before `simulate_background`." ) - n_mc = len(self.loaded_background_model["weight"]) - # Total number of events in the MC sample, weighted according to background. n_exp = np.sum(self.loaded_background_model["weight"]) # Creates a normalised array of atmospheric weights. - p_select = self.loaded_background_model["weight"] / n_exp + p_select = self.loaded_background_model["weight"].cumsum() / n_exp # Simulates poisson noise around the expectation value n_exp. n_bkg = rng.poisson(n_exp) # Choose n_bkg from n_mc events according to background weight. - ind = rng.choice(n_mc, size=n_bkg, p=p_select) + ind = np.searchsorted( + p_select, + # NB: with n_bkg=8e5 and n_mc=11.5e6, explicitly sorting the uniform + # samples is ~6x faster than np.random.choice + np.sort(rng.uniform(size=n_bkg)), + side="right", + ) + sim_bkg = self.loaded_background_model[ind] time_pdf = self.get_time_pdf() @@ -114,5 +119,5 @@ def get_background_model(self): mc = super(NTSeasonNewStyle, self).get_background_model() livetime = self.get_time_pdf().get_livetime() for weight in ("astro", "weight", "prompt"): - mc[weight] *= livetime * 86400.0 + mc[weight] = mc[weight] * livetime * 86400.0 return mc diff --git a/flarestack/data/public/icecube/__init__.py b/flarestack/data/public/icecube/__init__.py index f70abba8..01e20d9f 100644 --- a/flarestack/data/public/icecube/__init__.py +++ b/flarestack/data/public/icecube/__init__.py @@ -7,6 +7,7 @@ import matplotlib.ticker as ticker import numpy as np import scipy.interpolate +from astropy.table import Table from matplotlib.colors import LogNorm from flarestack.data import Season, SeasonWithoutMC @@ -40,7 +41,7 @@ def __init__( self.log_e_bins = log_e_bins self.a_eff_path = a_eff_path - def load_data(self, path, **kwargs): + def load_data(self, path, **kwargs) -> Table: return data_loader(path, **kwargs) def load_angular_resolution(self): diff --git a/flarestack/icecube_utils/dataset_loader.py b/flarestack/icecube_utils/dataset_loader.py index a2db8fca..b84aa04c 100644 --- a/flarestack/icecube_utils/dataset_loader.py +++ b/flarestack/icecube_utils/dataset_loader.py @@ -1,14 +1,48 @@ import logging +from pathlib import Path import numpy as np -from numpy.lib.recfunctions import append_fields, rename_fields +from astropy.table import Table, vstack +from numpy.lib.recfunctions import rename_fields from flarestack.shared import min_angular_err logger = logging.getLogger(__name__) +ALLOWED_FIELDS = { + "time", + "ra", + "dec", + "sigma", + "angErr", + "logE", + "trueE", + "trueRa", + "trueDec", + "ow", + "sinDec", + "raw_sigma", +} + + +def _load_data_table(path_or_str, cut_fields=True) -> Table: + path = Path(path_or_str) + if path.with_suffix(".npz").exists(): + data = np.load(path.with_suffix(".npz")) + fields = data.keys() + copy = False + else: + data = np.load(path, allow_pickle=True) + fields = data.dtype.names + # Copy fields into individual columns to improve memory locality + copy = True + if cut_fields: + return Table({k: data[k] for k in fields if k in ALLOWED_FIELDS}, copy=copy) + else: + return Table(data, copy=copy) -def data_loader(data_path, floor=True, cut_fields=True): + +def data_loader(data_path, floor=True, cut_fields=True) -> Table: """Helper function to load data for a given season/set of season. Adds sinDec field if this is not available, and combines multiple years of data is appropriate (different sets of data from the same icecube @@ -20,63 +54,40 @@ def data_loader(data_path, floor=True, cut_fields=True): """ if isinstance(data_path, list): - dataset = np.concatenate(tuple([np.load(x) for x in data_path])) + dataset = vstack(tuple(_load_data_table(x, cut_fields) for x in data_path)) else: - dataset = np.load(data_path, allow_pickle=True) - - if "sinDec" not in dataset.dtype.names: - new_dtype = np.dtype([("sinDec", float)]) + dataset = _load_data_table(data_path, cut_fields) - sinDec = np.array(np.sin(dataset["dec"]), dtype=new_dtype) - - dataset = append_fields( - dataset, "sinDec", sinDec, usemask=False, dtypes=[float] - ) + if "sinDec" not in dataset.columns: + dataset.add_column(np.sin(dataset["dec"]), name="sinDec") # Check if 'run' or 'Run' - if "run" not in dataset.dtype.names: - if "Run" in dataset.dtype.names: - dataset = rename_fields(dataset, {"Run": "run"}) + if "run" not in dataset.columns: + if "Run" in dataset.columns: + dataset.rename_column("Run", "run") # Check if 'sigma' or 'angErr' is Used - if "sigma" not in dataset.dtype.names: - if "angErr" in dataset.dtype.names: - dataset = rename_fields(dataset, {"angErr": "sigma"}) + if "sigma" not in dataset.columns: + if "angErr" in dataset.columns: + dataset.rename_column("angErr", "sigma") else: raise Exception( "No recognised Angular Error field found in " "dataset. (Searched for 'sigma' and 'angErr')" ) - if "raw_sigma" not in dataset.dtype.names: - dataset = append_fields( - dataset, "raw_sigma", dataset["sigma"], usemask=False, dtypes=[float] - ) + if "raw_sigma" not in dataset.columns: + dataset.add_column(dataset["sigma"], name="raw_sigma") # Apply a minimum angular error "floor" if floor: dataset["sigma"][dataset["sigma"] < min_angular_err] = min_angular_err - if cut_fields: - allowed_fields = [ - "time", - "ra", - "dec", - "sigma", - "logE", - "trueE", - "trueRa", - "trueDec", - "ow", - "sinDec", - "raw_sigma", - ] - - mask = [x for x in dataset.dtype.names if x in allowed_fields] - - dataset = dataset[mask] + # prevent accidental in-place updates + for col in dataset.columns.values(): + col.setflags(write=False) return dataset diff --git a/flarestack/utils/percentile_SoB.py b/flarestack/utils/percentile_SoB.py index 34f3ecc6..4c42fe5f 100644 --- a/flarestack/utils/percentile_SoB.py +++ b/flarestack/utils/percentile_SoB.py @@ -10,7 +10,6 @@ import matplotlib.pyplot as plt import numpy as np import scipy -from numpy.lib.recfunctions import append_fields from scipy.interpolate import interp1d from flarestack.data.icecube.ps_tracks.ps_v002_p01 import IC86_1_dict @@ -22,10 +21,7 @@ def custom_data_loader(path): dataset = data_loader(path, floor=False) - percentile = np.ones_like(dataset["ra"]) * np.nan - dataset = append_fields( - dataset, "percentile", percentile, usemask=False, dtypes=[float] - ) + dataset.add_column(np.ones_like(dataset["ra"]) * np.nan, "percentile") return dataset