diff --git a/Spectral Timing/Spectral Timing Exploration.ipynb b/Spectral Timing/Spectral Timing Exploration.ipynb index 5a9e0d5..16e72cf 100755 --- a/Spectral Timing/Spectral Timing Exploration.ipynb +++ b/Spectral Timing/Spectral Timing Exploration.ipynb @@ -66,6 +66,7 @@ "# target_version=black.TargetVersion.PY310,\n", "# )\n", "\n", + "import os\n", "import copy\n", "import glob\n", "import numpy as np\n", @@ -80,7 +81,12 @@ "from stingray.utils import show_progress\n", "from stingray.fourier import avg_cs_from_events, avg_pds_from_events, poisson_level, get_average_ctrate\n", "from stingray import AveragedPowerspectrum, AveragedCrossspectrum, EventList\n", - "from stingray.modeling.parameterestimation import PSDLogLikelihood\n" + "from stingray.modeling.parameterestimation import PSDLogLikelihood\n", + "\n", + "mpl.rcParams['agg.path.chunksize'] = 10000\n", + "\n", + "os.environ[\"HEADASNOQUERY\"] = \"\"\n", + "os.environ[\"HEADASPROMPT\"] = \"/dev/null\"\n" ] }, { @@ -137,7 +143,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 3, @@ -146,7 +152,7 @@ }, { "data": { - "image/png": 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LxDoWLlyIhIQEjB8/HqGhoUhPT4e7uztWrVpVa+2lpaUwGo1mFyIiInIcijkWYTKZsH79epSUlECv1yM3Nxfl5eWIjo4W23Tp0gVBQUHIyckBAOTk5KBHjx7w9fUV28TExMBoNIqjWTk5OWbrqGpTtY6ysjLk5uaatXFyckJ0dLTYpibz5s2Dp6eneAkMDGx6J9TgXoXJKuslIiKippE9RJ04cQIeHh7QarWYNGkSNm3ahNDQUBgMBri4uMDLy8usva+vLwwGAwDAYDCYBaiq5VXL6mpjNBpx9+5dXL9+HSaTqcY2VeuoSUpKCoqLi8XLxYsXJW1/fbYev2KV9crhnqDB3TKGQrW7JTjLXQIRkSI0k7uAzp07Iy8vD8XFxfj8888RHx+P7Oxsucuql1arhVartfrjVAr2MeHXJACxZd1RvjAbuwUNmmvsY7vUqKZdqjE/QLzS5IeZza3zoYGISE1kD1EuLi7o2LEjACAiIgKHDx/GkiVLMGrUKJSVlaGoqMhsNKqwsBB+fn4AAD8/v4e+RVf17b3qbR78Rl9hYSF0Oh3c3Nzg7OwMZ2fnGttUrYOargTOuCC4AkV3cV3bDO3An7ORyw+Cm9wlEClKJ80d/Edwl7sMUiHZD+c9qLKyEqWlpYiIiEDz5s2RlZUlLjt79iwKCgqg1+sBAHq9HidOnDD7Fl1mZiZ0Oh1CQ0PFNtXXUdWmah0uLi6IiIgwa1NZWYmsrCyxjZw0jRojIKpfmfKe9kSyckOl3CWQSsk6EpWSkoLBgwcjKCgIt27dwrp167B7925s374dnp6emDBhApKTk+Ht7Q2dTodXXnkFer0e/fr1AwAMGjQIoaGhGDduHObPnw+DwYCZM2ciMTFRPNQ2adIkLFu2DNOnT8dLL72EnTt3YuPGjdi6datYR3JyMuLj49GnTx889thjWLx4MUpKSjB+/HhZ+qU6wQ7P35NhaoXxzXj6CCIiSzHKf2DJIcna61evXsULL7yAK1euwNPTEz179sT27dvx9NNPAwAWLVoEJycnjBgxAqWlpYiJicF7770n3t/Z2RlbtmzB5MmTodfr0aJFC8THx2POnDlim5CQEGzduhVTp07FkiVLEBAQgJUrVyImJkZsM2rUKFy7dg2pqakwGAwIDw9HRkbGQ5PNyTJerwi2mxBlLxFXbeOdaquXyNr4lR15yBqiPvzwwzqXu7q6Ii0tDWlpabW2CQ4OxrZt2+pcT2RkJI4dO1Znm6SkJCQlJdXZRg48nEeWZi/Bj8hSLivg9yBJnTg5gmRRyXdyagLuPmRJd8DTdpA0DFEKZy9zoh7ciuxKT1nqICIishSGKLKJtIp2Ztdv85MfESkEJ02oR6nCfsWDIUrh7GVO1ApTu/obkU3Yx9gmETmiTw8WyF2CGYYoksVdgbseEZGlCHbygbs+v5SUyV2CGb6TkSx4OI+IlIKjsyQVQxRREzjKpz975sy3UCKSiCFK4ezl23n2arOptdwlNBr3KCIiy2CIIllo7OSt/JzgKncJREQkE4YoIiJyaPbxkc4xrD98Ue4SzDBEkSwuCVq5S3BgnMdVHd9AidTj2q1SuUswwxBFslhp8pO7BIdVwtNLEJmxhyAt2MNGqBBfTYkcDH9s1RzH5cgR7DLxp7asgSGKiIjIzv2jIljuEuwSQ5TC2cvPvtgrNY6gq7FmImuyh1dZjT1shAoxRBGRQ7vDl0GHx/xBUvHVg4gc2vIK/ji2o+PoLEnFEKVwHKIlsi6eboOIpGKIInIw/L0/IvtT3ykOrgnNbVOIg2GIUjie+4PIuvgUI0dQyrd7q2CvKhx/gJgszV5+t9BS2BtkDzj1Qx4MUURNwNctIlICHrWQB0MUUROo8XWLc6LMsT9Ijc9jUgaGKCJyaHwDJSKpGKIUjkO0yqbGMQzuUkRElsEQRUSqY8kgyFBJ9oD7sTwYoogcDF9szbE/iPsAScUQRUQO7ZTQQu4SiEilGKIUjp+QyNLUOI+LyJr4nCCpGKKIiMih3YWz3CWQSjFEETWBGkcK1VgzEdWNo2nyYIgicjAMUURElsEQpXA8TxQREdVHp6mQuwSHxBBFRESkcjqY5C7BITFEKZzAgy+KxnkIRKQE/A1IecgaoubNm4ff/va3aNmyJXx8fDB8+HCcPXvWrE1kZCQ0Go3ZZdKkSWZtCgoKEBcXB3d3d/j4+GDatGmoqDAf2ty9ezd69+4NrVaLjh07Ys2aNQ/Vk5aWhvbt28PV1RV9+/bFoUOHLL7NjWW8yyFaJePLFhGR45I1RGVnZyMxMREHDhxAZmYmysvLMWjQIJSUlJi1S0hIwJUrV8TL/PnzxWUmkwlxcXEoKyvD/v378dFHH2HNmjVITU0V2+Tn5yMuLg4DBgxAXl4epkyZgpdffhnbt28X22zYsAHJycmYNWsWjh49irCwMMTExODq1avW74g6nLt6W9bHJ8fA8U4iosZrJueDZ2RkmF1fs2YNfHx8kJubi/79+4u3u7u7w8/Pr8Z17NixA6dPn8a3334LX19fhIeHY+7cuZgxYwZmz54NFxcXpKenIyQkBAsWLAAAdO3aFfv27cOiRYsQExMDAFi4cCESEhIwfvx4AEB6ejq2bt2KVatW4a9//as1Np9IMS4IrgjXlNTfkIiIRIqaE1VcXAwA8Pb2Nrt97dq1aNOmDbp3746UlBTcuXNHXJaTk4MePXrA19dXvC0mJgZGoxGnTp0S20RHR5utMyYmBjk5OQCAsrIy5ObmmrVxcnJCdHS02OZBpaWlMBqNZhdyPGocwalp7sS/KnxkqEQ6NfY7EdkfWUeiqqusrMSUKVPwxBNPoHv37uLtzz//PIKDg+Hv74/jx49jxowZOHv2LL744gsAgMFgMAtQAMTrBoOhzjZGoxF3797FzZs3YTKZamxz5syZGuudN28eXn/99aZtNBEREamWYkJUYmIiTp48iX379pndPnHiRPH/PXr0QLt27TBw4ECcP38eHTp0sHWZopSUFCQnJ4vXjUYjAgMDZauH5PFfwVXuEoiISCaKCFFJSUnYsmUL9uzZg4CAgDrb9u3bFwBw7tw5dOjQAX5+fg99i66wsBAAxHlUfn5+4m3V2+h0Ori5ucHZ2RnOzs41tqltLpZWq4VWq234RkrGAxdKdpu/uUVE5LBknRMlCAKSkpKwadMm7Ny5EyEhIfXeJy8vDwDQrl07AIBer8eJEyfMvkWXmZkJnU6H0NBQsU1WVpbZejIzM6HX6wEALi4uiIiIMGtTWVmJrKwssQ2RvWAsJyKyDFlHohITE7Fu3Tp8+eWXaNmypTiHydPTE25ubjh//jzWrVuHIUOGoHXr1jh+/DimTp2K/v37o2fPngCAQYMGITQ0FOPGjcP8+fNhMBgwc+ZMJCYmiiNFkyZNwrJlyzB9+nS89NJL2LlzJzZu3IitW7eKtSQnJyM+Ph59+vTBY489hsWLF6OkpET8th4RERFRdbKGqOXLlwO4f0LN6lavXo0XX3wRLi4u+Pbbb8VAExgYiBEjRmDmzJliW2dnZ2zZsgWTJ0+GXq9HixYtEB8fjzlz5ohtQkJCsHXrVkydOhVLlixBQEAAVq5cKZ7eAABGjRqFa9euITU1FQaDAeHh4cjIyHhosrmt8bfzyNJ4glAiIsuQNUQJ9SSEwMBAZGdn17ue4OBgbNu2rc42kZGROHbsWJ1tkpKSkJSUVO/jEdkbI+d2ERE1mqLOE0VE1lfTR5fMylY2r4OILEfD2Y6yYIgiItXhCxeROf4AsTz4WqRw/GxBRESkTAxRRA6GwZyIyDIYohSuvsn3REREJA+GKCIiIiIJGKKIiIiIJGCIUjgezCMiIlImhigiB8NgTkRkGQxRCtexrYfcJRAREVENGKIUzs2FP8dBRESkRAxRRA7mhtBc7hKIiOwCQ5TC8UT+ZGlLTf5yl0BEZBcYooiIiIgkYIgiIrvBE/yTo+KuLw+GKCIiIiIJGKIUjp8uiBqOzxdyVJw/Kw+GKIXj4QkiIiJlYohSOBNTFNFD+KwgIiVgiFK4DYcvyl0CkWowXBGRLTFEKdyNkjK5SyAiIqIaMEQRERERScAQRUR2g4fziMiWGKKIiIiIJGCIIiK7IfBsOURkQwxRRERERBIwRBERERFJwBBFRHaDE8vJUXHflwdDFBEREZEEDFFEpDqcPk5ESsAQRUR2g4c0iMiWGKKISHUYlohICRiiiMhuMFyRo+IhbnkwRBERERFJwBBFREREJAFDFBEREZEEsoaoefPm4be//S1atmwJHx8fDB8+HGfPnjVrc+/ePSQmJqJ169bw8PDAiBEjUFhYaNamoKAAcXFxcHd3h4+PD6ZNm4aKigqzNrt370bv3r2h1WrRsWNHrFmz5qF60tLS0L59e7i6uqJv3744dOiQxbeZiIiI7IOkEHXx4kX8/PPP4vVDhw5hypQpWLFiRaPWk52djcTERBw4cACZmZkoLy/HoEGDUFJSIraZOnUqvv76a3z22WfIzs7G5cuX8eyzz4rLTSYT4uLiUFZWhv379+Ojjz7CmjVrkJqaKrbJz89HXFwcBgwYgLy8PEyZMgUvv/wytm/fLrbZsGEDkpOTMWvWLBw9ehRhYWGIiYnB1atXpXQRERER2TlJIer555/Hrl27AAAGgwFPP/00Dh06hL///e+YM2dOg9eTkZGBF198Ed26dUNYWBjWrFmDgoIC5ObmAgCKi4vx4YcfYuHChYiKikJERARWr16N/fv348CBAwCAHTt24PTp0/jkk08QHh6OwYMHY+7cuUhLS0NZWRkAID09HSEhIViwYAG6du2KpKQkPPfcc1i0aJFYy8KFC5GQkIDx48cjNDQU6enpcHd3x6pVq2qsvbS0FEaj0exCRPIS+B0lIrIhSSHq5MmTeOyxxwAAGzduRPfu3bF//36sXbu2xsNkDVVcXAwA8Pb2BgDk5uaivLwc0dHRYpsuXbogKCgIOTk5AICcnBz06NEDvr6+YpuYmBgYjUacOnVKbFN9HVVtqtZRVlaG3NxcszZOTk6Ijo4W2zxo3rx58PT0FC+BgYGSt5uIiIjUR1KIKi8vh1arBQB8++23+MMf/gDgfsC5cuWKpEIqKysxZcoUPPHEE+jevTuA+6NcLi4u8PLyMmvr6+sLg8EgtqkeoKqWVy2rq43RaMTdu3dx/fp1mEymGttUreNBKSkpKC4uFi8XL16UtN1ERERNxXOkyaOZlDt169YN6enpiIuLQ2ZmJubOnQsAuHz5Mlq3bi2pkMTERJw8eRL79u2TdH9b02q1YpAkImXgGwkR2ZKkkai33noL77//PiIjIzFmzBiEhYUBAL766ivxMF9jJCUlYcuWLdi1axcCAgLE2/38/FBWVoaioiKz9oWFhfDz8xPbPPhtvarr9bXR6XRwc3NDmzZt4OzsXGObqnUQERERVScpREVGRuL69eu4fv262cTriRMn4v3332/wegRBQFJSEjZt2oSdO3ciJCTEbHlERASaN2+OrKws8bazZ8+ioKAAer0eAKDX63HixAmzb9FlZmZCp9MhNDRUbFN9HVVtqtbh4uKCiIgIszaVlZXIysoS2xCR8nEkiohsSVKIioqKwq1bt9CqVSuz2729vTFq1KgGrycxMRGffPIJ1q1bh5YtW8JgMMBgMODu3bsAAE9PT0yYMAHJycnYtWsXcnNzMX78eOj1evTr1w8AMGjQIISGhmLcuHH4/vvvsX37dsycOROJiYni4bZJkybhp59+wvTp03HmzBm899572LhxI6ZOnSrWkpycjA8++AAfffQRfvjhB0yePBklJSUYP368lC4iIitiWCIiJZA0J2r37t3i6QOqu3fvHvbu3dvg9SxfvhzA/ZGt6lavXo0XX3wRALBo0SI4OTlhxIgRKC0tRUxMDN577z2xrbOzM7Zs2YLJkydDr9ejRYsWiI+PNzvVQkhICLZu3YqpU6diyZIlCAgIwMqVKxETEyO2GTVqFK5du4bU1FQYDAaEh4cjIyPjocnmREREREAjQ9Tx48fF/58+fdrsm2smkwkZGRn4zW9+0+D1CUL9nyddXV2RlpaGtLS0WtsEBwdj27Ztda4nMjISx44dq7NNUlISkpKS6q2JiJSJI1REZEuNClHh4eHQaDTQaDSIiop6aLmbmxuWLl1qseKIiIiIlKpRISo/Px+CIOCRRx7BoUOH0LZtW3GZi4sLfHx84OzsbPEiiYiIqHY8V788GhWigoODAdz/5hoRkdLwcB4R2ZKkieUA8OOPP2LXrl24evXqQ6Gq+o//EhEREdkjSSHqgw8+wOTJk9GmTRv4+flBo/l1IFGj0TBEEZEsHvwB4gZ8d4WISDJJIeqf//wn3njjDcyYMcPS9RARERGpgqSTbd68eRMjR460dC1EREREqiEpRI0cORI7duywdC1ERE3Co3fkqLjvy0PS4byOHTviH//4Bw4cOIAePXqgefPmZstfffVVixRHREREpFSSQtSKFSvg4eGB7OxsZGdnmy3TaDQMUVQvXzz8s0FETXVTaAZPjUnuMojIQUgKUfn5+ZaugxyMMwefyQrOCa5oj1K5yyAiByFpThQRERGRo5M0EvXSSy/VuXzVqlWSiiEiaooHzxNFRGRNkkLUzZs3za6Xl5fj5MmTKCoqqvGHiYmI5MCDxkRkTZJC1KZNmx66rbKyEpMnT0aHDh2aXBTZv3s8kkxERCpnsXcyJycnJCcnY9GiRZZaJdmxG2hefyOiRuLIExHZkkWHA86fP4+KigpLrpKIqMEYoojIliQdzktOTja7LggCrly5gq1btyI+Pt4ihRERNRZDFDkqfqVCHpJC1LFjx8yuOzk5oW3btliwYEG939wjIrIevpUQke1IClG7du2ydB1EREREqiIpRFW5du0azp49CwDo3Lkz2rZta5GiiIik4OE8clTc9+UhaWJ5SUkJXnrpJbRr1w79+/dH//794e/vjwkTJuDOnTuWrpGISBK+sRCRNUkKUcnJycjOzsbXX3+NoqIiFBUV4csvv0R2djb+8pe/WLpGIiIzPDM5ESmBpMN5//73v/H5558jMjJSvG3IkCFwc3PDH//4RyxfvtxS9RERNRhHnojIliSNRN25cwe+vr4P3e7j48PDeUQkG4YoIrIlSSFKr9dj1qxZuHfvnnjb3bt38frrr0Ov11usOCKixmCIIiJbknQ4b/HixYiNjUVAQADCwsIAAN9//z20Wi127Nhh0QIdXduWWly7VSp3GUSqwLlSRGRLkkJUjx498OOPP2Lt2rU4c+YMAGDMmDEYO3Ys3NzcLFqgo+NbAhERkTJJClHz5s2Dr68vEhISzG5ftWoVrl27hhkzZlikOCKixuDhPCKyJUlzot5//3106dLlodu7deuG9PT0JhdFRCQFQxQR2ZKkEGUwGNCuXbuHbm/bti2uXLnS5KLoV04aHtAjkoqhioisSVKICgwMxHfffffQ7d999x38/f2bXBT9yl4zVFuUyV0C2aEKziIkIhuSNCcqISEBU6ZMQXl5OaKiogAAWVlZmD59Os9YbmGCnX6UdtVUyl0C2SFGKCKyJUkhatq0afjll1/wpz/9CWVl90cUXF1dMWPGDKSkpFi0QCIiIiIlkhSiNBoN3nrrLfzjH//ADz/8ADc3Nzz66KPQarWWrs/h2evhPCIiIrWTNCeqioeHB37729+ie/fukgLUnj17MHToUPj7+0Oj0WDz5s1my1988UVoNBqzS2xsrFmbGzduYOzYsdDpdPDy8sKECRNw+/ZtszbHjx/HU089BVdXVwQGBmL+/PkP1fLZZ5+hS5cucHV1RY8ePbBt27ZGbw81HLMhNYWdHuUmIpVpUohqqpKSEoSFhSEtLa3WNrGxsbhy5Yp4+fTTT82Wjx07FqdOnUJmZia2bNmCPXv2YOLEieJyo9GIQYMGITg4GLm5uXj77bcxe/ZsrFixQmyzf/9+jBkzBhMmTMCxY8cwfPhwDB8+HCdPnrT8RjeSvYYNvgmSNXC/IiJbknQ4z1IGDx6MwYMH19lGq9XCz8+vxmU//PADMjIycPjwYfTp0wcAsHTpUgwZMgTvvPMO/P39sXbtWpSVlWHVqlVwcXFBt27dkJeXh4ULF4pha8mSJYiNjcW0adMAAHPnzkVmZiaWLVsm+3mvNDyeR0REpEiyjkQ1xO7du+Hj44POnTtj8uTJ+OWXX8RlOTk58PLyEgMUAERHR8PJyQkHDx4U2/Tv3x8uLi5im5iYGJw9exY3b94U20RHR5s9bkxMDHJycmqtq7S0FEaj0exCDSdreiciIrIARYeo2NhYfPzxx8jKysJbb72F7OxsDB48GCaTCcD9k376+PiY3adZs2bw9vaGwWAQ2/j6+pq1qbpeX5uq5TWZN28ePD09xUtgYGDTNtbBDHX6pf5GRE3EHyQmImtS9IDA6NGjxf/36NEDPXv2RIcOHbB7924MHDhQxsqAlJQUJCcni9eNRiODVCNoNZy9QpbHvYqIbEnRI1EPeuSRR9CmTRucO3cOAODn54erV6+atamoqMCNGzfEeVR+fn4oLCw0a1N1vb42tc3FAu7P1dLpdGYXIiIichyqClE///wzfvnlF/F3+/R6PYqKipCbmyu22blzJyorK9G3b1+xzZ49e1BeXi62yczMROfOndGqVSuxTVZWltljZWZmQq/XW3uTiMiC7PUM/0SkTLKGqNu3byMvLw95eXkAgPz8fOTl5aGgoAC3b9/GtGnTcODAAVy4cAFZWVkYNmwYOnbsiJiYGABA165dERsbi4SEBBw6dAjfffcdkpKSMHr0aPE3/J5//nm4uLhgwoQJOHXqFDZs2IAlS5aYHYr785//jIyMDCxYsABnzpzB7NmzceTIESQlJdm8T0hddKiQuwSqRsocKF/+jiMRSSRriDpy5Ah69eqFXr16AQCSk5PRq1cvpKamwtnZGcePH8cf/vAHdOrUCRMmTEBERAT27t1rdmLPtWvXokuXLhg4cCCGDBmCJ5980uwcUJ6entixYwfy8/MRERGBv/zlL0hNTTU7l9Tjjz+OdevWYcWKFQgLC8Pnn3+OzZs3o3v37rbrjFrwDAfK1krDEKV2IU735C6BiFRK1onlkZGREOoYf9++fXu96/D29sa6devqbNOzZ0/s3bu3zjYjR47EyJEj6308W7PXEMWjLkREpHaqmhNFpDR2mnGJSGX4wVQeDFEKp7HTt2k+4ckWuJ8R2ZcXH28vdwlmGKKISHUYjogc06yhoXKXYIYhSuH8vVzlLoHqYJ/jhESkNo7yWqS035NliFK4l54IkbsEq+BIAhERqR1DlMIN7OpbfyMikown6CQiqRiiFM7ZSVlDl2RurPPV+hsREVGD/AalcpfQKAxRRE3QmifbJCKyGGeV/Tg9QxQR2Q11vfwSkdoxRJEspPzGGVF9KuUuwAI0jII2F6a5LXcJ9D9q2/sZokgWanuikDo8GM65n1FD6J1uyV0CqRRDFBERWZwfyuQugcjqGKKIiMjieMCeHAFDlMq0gEnuEoiISGF46FoeDFEq85zzdblLsAie4JDIPjzhVCx3CUSyYYhSGVe7+P4RUdMwgyuHH8rlLqHJWmo4wq8Gfx/SVe4SHsIQpTLOfPtQFP411I9/Q3KqYy/w5QR5xQgL9JK7hIcwRKkM/2BEtWMgIinq2m84QV45Ar3d5C7hIXxPVoGYbvwRYiJ71FNTIncJRIpS24mYR/UJRDtPhiiSoLnzr38me/mkbS/bQcry4H6l9P3Mo4a5ODybP9HDIoJbyV1CjRiiiIiIiCRgiCIikonSR8qIfyOqG0MUERERkQQMUSrQyt1F7hLIjnTQ3JW7BCKiRhEUOibIEKUCyU93krsEi+PkWfk873wNANDKvbnMlRARqRtDlAq0auGCFx9vL3cZZCe0/zvr/WMh3jJXQvbgwfGBhX8Mk6UOIjkwRBE1grcd/MRFFQ1HA8kK3F2ayV2CRSwd00vuEhpFmQe77B9DFBERUTVd2+kQ0qaF3GWQCjBEEZHqWPZTN0fkmuLB3tPYSXfay3aojaCyITWGKLKJHg/8vIXKnidkx7gvWhazB1mDtpmz3CXUiCGKiOwGA5H8NHYwhDM9trPcJVjErKGhcpdgMUN6tJO7hBoxRBERyYShT1n+2CcAx7VHMaCzj3ibmv9G458IkbsEi3htUCe4NFNmXFFmVUREpEpqH4fS1fCj0CSfR308kBT1qNxl1IohiogcwqJRPH+RLajxaB5P/ktSMUSphBpfmOriramQu4Qm8fd0lbsEydR8eKIpBoX6yV2CXXpwf7K31yqiusgaovbs2YOhQ4fC398fGo0GmzdvNlsuCAJSU1PRrl07uLm5ITo6Gj/++KNZmxs3bmDs2LHQ6XTw8vLChAkTcPv2bbM2x48fx1NPPQVXV1cEBgZi/vz5D9Xy2WefoUuXLnB1dUWPHj2wbds2i28v/aol1B2iiIjI+pQeymUNUSUlJQgLC0NaWlqNy+fPn493330X6enpOHjwIFq0aIGYmBjcu3dPbDN27FicOnUKmZmZ2LJlC/bs2YOJEyeKy41GIwYNGoTg4GDk5ubi7bffxuzZs7FixQqxzf79+zFmzBhMmDABx44dw/DhwzF8+HCcPHnSehtPquRIozh+KBP/P7H/IzJWIh0P09gez4RPjkTWEDV48GD885//xDPPPPPQMkEQsHjxYsycORPDhg1Dz5498fHHH+Py5cviiNUPP/yAjIwMrFy5En379sWTTz6JpUuXYv369bh8+TIAYO3atSgrK8OqVavQrVs3jB49Gq+++ioWLlwoPtaSJUsQGxuLadOmoWvXrpg7dy569+6NZcuW2aQfiJTsn8O7Y0ZsF7nLqFXCU79+A6mhoal9a3drlePwlPotKiJrUOzenp+fD4PBgOjoaPE2T09P9O3bFzk5OQCAnJwceHl5oU+fPmKb6OhoODk54eDBg2Kb/v37w8XFRWwTExODs2fP4ubNm2Kb6o9T1abqcWpSWloKo9FodiGyR+GBXnB2Uu7owrDw3zT6Pn+OVu63fdRs9G8D4enWXO4yLIIjatQQig1RBoMBAODr62t2u6+vr7jMYDDAx8fHbHmzZs3g7e1t1qamdVR/jNraVC2vybx58+Dp6SleAgMDG7uJDs1eDrM40uE9pZIyZ8Kn5a9fDODf0HISVHrY1x7Y636s9DCr2BCldCkpKSguLhYvFy9elLskRbPXJzjJpeYX1obuZ0oZWVPb74TZO6W/YZPyKDZE+fnd/zpyYWGh2e2FhYXiMj8/P1y9etVseUVFBW7cuGHWpqZ1VH+M2tpULa+JVquFTqczu1Dtyu3sxckeftrCHtWXSV5+MgQDOrfFY+29bVKPI2im+bXXA1q5yViJdTDnUl0UG6JCQkLg5+eHrKws8Taj0YiDBw9Cr9cDAPR6PYqKipCbmyu22blzJyorK9G3b1+xzZ49e1BeXi62yczMROfOndGqVSuxTfXHqWpT9ThKotYnNCMHyU2jAWb+PhSrxz8GJ4WMRNmDqp58NaqjYn8klshaZA1Rt2/fRl5eHvLy8gDcn0yel5eHgoICaDQaTJkyBf/85z/x1Vdf4cSJE3jhhRfg7++P4cOHAwC6du2K2NhYJCQk4NChQ/juu++QlJSE0aNHw9/fHwDw/PPPw8XFBRMmTMCpU6ewYcMGLFmyBMnJyWIdf/7zn5GRkYEFCxbgzJkzmD17No4cOYKkpCRbdwkRNVL1QzBq/ZBhD7TNGaDI8pQ+6N9Mzgc/cuQIBgwYIF6vCjbx8fFYs2YNpk+fjpKSEkycOBFFRUV48sknkZGRAVfXXyeFrl27FklJSRg4cCCcnJwwYsQIvPvuu+JyT09P7NixA4mJiYiIiECbNm2Qmppqdi6pxx9/HOvWrcPMmTPxt7/9DY8++ig2b96M7t2726AXHEN7zT2cEfi1ciWp78XJHgKJPWwDESmXrCEqMjISQh0zKzUaDebMmYM5c+bU2sbb2xvr1q2r83F69uyJvXv31tlm5MiRGDlyZN0Fk2TdnO4go5LzUMjymjkr/KOqBIKg/E/gRKTgOVFESmQvp2awJ4/6eMhdQpM14xwtIgDqGz1miCIi1XJ20tjFNyXfGRmGD+P71N+QiBSFIYqISGbNnZ3QK6iV3GUQUSMxRBERyURthy4ciR0McJINMEQRkd2oa85abWejZpAhUq4+7ZU9Qivrt/OIiIiUTI1fJvHQNsNLT7QX/3+7tALNUSlvUY20ZHQ4Lhfdwwv6YLlLqRNDFBERkcpVhT2dazMcSx0k/j7k4lHhePnjIwjV3JGzvEYLadMCw8J/I3cZ9eLhPCJSndoOwT14Ow/VWR/7WHmq/8A253ZZF0MUEdWJL8JE6mEPp/wAap/DqDQMUURUIzWMMDz4MquGmu2VPbx328M2kG0xRBFJwBdbIiLLU9tEfoYookbgSAdZw4OhnPsZkTowRBGRQ1Dm6KGmhv8RkVowRKmEWibZERHZA2WGblIahigiIiIiCRiiiCTgp1T7obaJrESkHAxRRE2g5gnAjhAE1fz3ISLlY4giIofGoEWkPGr5kMcQpTJqPfTANyqyBe5nRGRLDFFEVCc1fTNUrR8ySF72EL7tYRsA9W0HQxQR1UjJL2ZKrk0KRj8idWKIImoEe3vzJnlxfyJLU8tcInvBEEVEqsU3DCKSE0MUERERkQQMUURkNx48PKbWw2VqrdueqOkLFSQfhigiCfgCq0xqDh88NCm/mv4Gat6nyPoYoojIofFNkoikYogicjA8lxJZEkMoOTKGKCIiajIe4iZLUFsoZ4giIrtR1wsw5xwRkaUxRJEs1PZpwxFVHfZj+LCequcB+5hInRiiiMhuMJwTkS0xRBE1At+kiYioCkMUkYNS80TghoZZfhORiKyJIYqIiOgBap2nptKyVYshikgCtb7A2hs1j6aROvAQPtVF0SFq9uzZ0Gg0ZpcuXbqIy+/du4fExES0bt0aHh4eGDFiBAoLC83WUVBQgLi4OLi7u8PHxwfTpk1DRUWFWZvdu3ejd+/e0Gq16NixI9asWWOLzSMV41s3kf2w56DED3zWpegQBQDdunXDlStXxMu+ffvEZVOnTsXXX3+Nzz77DNnZ2bh8+TKeffZZcbnJZEJcXBzKysqwf/9+fPTRR1izZg1SU1PFNvn5+YiLi8OAAQOQl5eHKVOm4OWXX8b27dttup314ROBqGlqG7VS4huoEmsisiW1vOc1k7uA+jRr1gx+fn4P3V5cXIwPP/wQ69atQ1RUFABg9erV6Nq1Kw4cOIB+/fphx44dOH36NL799lv4+voiPDwcc+fOxYwZMzB79my4uLggPT0dISEhWLBgAQCga9eu2LdvHxYtWoSYmJha6yotLUVpaal43Wg0WnjLiaix1DyRnIcmidT3AULxI1E//vgj/P398cgjj2Ds2LEoKCgAAOTm5qK8vBzR0dFi2y5duiAoKAg5OTkAgJycHPTo0QO+vr5im5iYGBiNRpw6dUpsU30dVW2q1lGbefPmwdPTU7wEBgZaZHtJXQS1PeNJUX7dfRigiNRI0SGqb9++WLNmDTIyMrB8+XLk5+fjqaeewq1bt2AwGODi4gIvLy+z+/j6+sJgMAAADAaDWYCqWl61rK42RqMRd+/erbW2lJQUFBcXi5eLFy82dXMbhO/ZRETWwjBLjaPow3mDBw8W/9+zZ0/07dsXwcHB2LhxI9zc3GSsDNBqtdBqtbLWQETmHvyQwQ8dRGRNih6JepCXlxc6deqEc+fOwc/PD2VlZSgqKjJrU1hYKM6h8vPze+jbelXX62uj0+lkD2pESqCWCZ5ERLamqhB1+/ZtnD9/Hu3atUNERASaN2+OrKwscfnZs2dRUFAAvV4PANDr9Thx4gSuXr0qtsnMzIROp0NoaKjYpvo6qtpUrYOIiIioJooOUa+99hqys7Nx4cIF7N+/H8888wycnZ0xZswYeHp6YsKECUhOTsauXbuQm5uL8ePHQ6/Xo1+/fgCAQYMGITQ0FOPGjcP333+P7du3Y+bMmUhMTBQPxU2aNAk//fQTpk+fjjNnzuC9997Dxo0bMXXqVDk3nYgk4OE7IrIlRc+J+vnnnzFmzBj88ssvaNu2LZ588kkcOHAAbdu2BQAsWrQITk5OGDFiBEpLSxETE4P33ntPvL+zszO2bNmCyZMnQ6/Xo0WLFoiPj8ecOXPENiEhIdi6dSumTp2KJUuWICAgACtXrqzz9AZEpD48LEmNUbW7qCWYq6VOe6PoELV+/fo6l7u6uiItLQ1paWm1tgkODsa2bdvqXE9kZCSOHTsmqUZyTBoVvyPbw4utms8HZW/sYX8ikkrRh/OIiIio4dT8AQ/4NZSr5eSzDFEkC356JYuwwOusnC+CVSNqKn/fA2Af20DUWAxRROTQopyL5C7hITxcSaQODFFE5JCGhvkDAFqgUuZK7tNUezU2yVcGETUCQxSRo7LDwY7GHCZW2rev7PDPQWT3GKKIqEZKCReN0ZjDYJzDQ1XUuK+TMjBEETWCI85VUcu3ZOpjH1tBRErCEEVEREQkAUMUEdkNHpYhS6k63OuIo8/UcAxRRBLwZZXI/nCenPzUFloZooiIZMKRM6KaqSXQMkQRkd0QVJpKVPJ+QQqm0l1f9RiiiEh1GvqGwTcWIrImhigiIiI7wVFN22KIIpKCr1SKwD8DEcmJIUol+GahTGr7Jokj06hlpioRqQZDlMpwjoe8HKn/1bitaqyZiNSLIYqI6sQBHCKimjFEETkYjtaQJQmCvabs+9vF5wvVhSGKSAJ7fdsg2+IbNJG6MUSRLPjmQbaglv3MHia9q38LSEnU8pRgiCIiIofGb9mSVAxRRA6KbxtERE3DEEVEdqOuEQWGRiKyNIYoIrIbapkDRcqk5qDNQ5LyYIgiItVhWCIiJWCIIiIishNq+VabvWCIImoERxoBUcO2PviGoYaaich+MEQRUZ34wdZ6GPqUj38j21JbfzNEEUlgDydHdAScbEtS8SlODcEQRUQkM75fE5nTqORZwRBFRHajrkMBHFkgIktjiCIiIiKSgCGKiIiISAKGKCIiIiIJGKIekJaWhvbt28PV1RV9+/bFoUOH5C6JiIiIFIghqpoNGzYgOTkZs2bNwtGjRxEWFoaYmBhcvXpV7tKIiIhIYZrJXYCSLFy4EAkJCRg/fjwAID09HVu3bsWqVavw17/+Vebq7rskuOBnwUXuMhrNKJjvapcErSq3o/KB6/X9PZS4jUW1PO0frNVUx1eM5d4uQy2PfxXNzWorEup/iZPzOVVWy+fYS4IW2of2NmW6U8s2XIF6XquMgnPty9BMFdtRKDSvc7laXnPret1RIoao/ykrK0Nubi5SUlLE25ycnBAdHY2cnJyH2peWlqK0tFS8bjQabVLnlsrW2FLa2iaPZU3LTP5YZvKXuwzJqp7mS0y/wRLTb2pt92RpmG0KsoDG1KrU7frc1Bafm9o26j6rTH5YZfKzUkXSDCzrIXcJFqHU/aSx7GE7rqO5XWyH0jBE/c/169dhMpng6+trdruvry/OnDnzUPt58+bh9ddft1V5iOzsg037/oPbqP0Tk9K5oRL67gHYd/LnWj+Bq0HP9q3xTK8AzNt0rMbtKK12m1JHE1xQiadDfbHl+BXxtppq7RLojeDWLQAAO//yO0QtyK61rRz+EBZgdt0ZAprVcLaoQWEBD51l/ulQX+zKKzD7e8nBv01LhAd5wUPbDFFdfPDdGYOs9UjhpXPDEx3bAAA6+nigm78O5y4XyVtUI7mhElFdfIDv718P8nZHryAvnC64IW9hjfT7nuYfTsMCvPBImxa4dP2WTBU1XpeAVghp00LuMhqEIUqilJQUJCcni9eNRiMCAwOt9nhPPtoGua55Vlu/zfzfMGD213JX0TSTZgMAnv9mlbx1NFX4MAwL/w0we3btbRJ/XfZIWw9ceDOu7va29txQAKi/rjFDH7rp9z398fsvjlmpsEZ4bbb431Uv/lZZ/dtQf5st/te1uTO2vvqUOrej6zDxv82dnbDpT0+obzv+YL6vt/bQYudrkerajqTZclfQYAxR/9OmTRs4OzujsLDQ7PbCwkL4+T081K/VaqHVam1VHhERESmMeo+pWJiLiwsiIiKQlZUl3lZZWYmsrCzo9XoZKyMiIiIl4khUNcnJyYiPj0efPn3w2GOPYfHixSgpKRG/rUdERERUhSGqmlGjRuHatWtITU2FwWBAeHg4MjIyHppsTkRERMQQ9YCkpCQkJSXJXQYREREpHOdEEREREUnAEEVEREQkAUMUERERkQQMUUREREQSMEQRERERScAQRURERCQBQxQRERGRBAxRRERERBIwRBERERFJwDOWW4ggCAAAo9FovQcpLbXeum3FaFT/dlT9jR1hO2ran5W03dXra+x21HcfW3mwNiXU1FhK308aqur1qaH7lRIpeV9vKGu+j9b4cPcfr+p9vDE0gpR70UN+/vlnBAYGyl0GERERSXDx4kUEBAQ06j4MURZSWVmJy5cvo2XLltBoNFZ/PKPRiMDAQFy8eBE6nc7qj+eo2M/Wxz62DfazbbCfrc/SfSwIAm7dugV/f384OTVulhMP51mIk5NToxOsJeh0Oj5RbYD9bH3sY9tgP9sG+9n6LNnHnp6eku7HieVEREREEjBEEREREUnAEKVSWq0Ws2bNglarlbsUu8Z+tj72sW2wn22D/Wx9SupjTiwnIiIikoAjUUREREQSMEQRERERScAQRURERCQBQxQRERGRBAxRVrZnzx4MHToU/v7+0Gg02Lx5c53t9+3bhyeeeAKtW7eGm5sbunTpgkWLFpm1Wb58OXr27CmeaEyv1+Obb74xa3Pv3j0kJiaidevW8PDwwIgRI1BYWGjWJisrC48//jhatmwJPz8/zJgxAxUVFRbZbluTq59XrFiByMhI6HQ6aDQaFBUVPfRYN27cwNixY6HT6eDl5YUJEybg9u3bTd1kWSi5n9944w08/vjjcHd3h5eXVxO3VD5K7eMLFy5gwoQJCAkJgZubGzp06IBZs2ahrKzMEpttc0rtZwD4wx/+gKCgILi6uqJdu3YYN24cLl++3NRNloWS+7lKaWkpwsPDodFokJeX16jtY4iyspKSEoSFhSEtLa1B7Vu0aIGkpCTs2bMHP/zwA2bOnImZM2dixYoVYpuAgAC8+eabyM3NxZEjRxAVFYVhw4bh1KlTYpupU6fi66+/xmeffYbs7GxcvnwZzz77rLj8+++/x5AhQxAbG4tjx45hw4YN+Oqrr/DXv/7VchtvQ3L18507dxAbG4u//e1vtT7W2LFjcerUKWRmZmLLli3Ys2cPJk6cKH1jZaTkfi4rK8PIkSMxefJk6RuoAErt4zNnzqCyshLvv/8+Tp06hUWLFiE9Pb3Ov4mSKbWfAWDAgAHYuHEjzp49i3//+984f/48nnvuOekbKyMl93OV6dOnw9/fv/EbBwAC2QwAYdOmTY2+3zPPPCP83//9X51tWrVqJaxcuVIQBEEoKioSmjdvLnz22Wfi8h9++EEAIOTk5AiCIAgpKSlCnz59zNbx1VdfCa6uroLRaGx0jUpiq36ubteuXQIA4ebNm2a3nz59WgAgHD58WLztm2++ETQajXDp0qVG16gkSurn6lavXi14eno2ui4lUmofV5k/f74QEhLS6PqURun9/OWXXwoajUYoKytrdI1KosR+3rZtm9ClSxfh1KlTAgDh2LFjjaqNI1EKd+zYMezfvx+/+93valxuMpmwfv16lJSUQK/XAwByc3NRXl6O6OhosV2XLl0QFBSEnJwcAPeHL11dXc3W5ebmhnv37iE3N9dKW6NcUvq5IXJycuDl5YU+ffqIt0VHR8PJyQkHDx5sct1qY61+pl/Zso+Li4vh7e3dpHWola36+caNG1i7di0ef/xxNG/eXPJ61Mqa/VxYWIiEhAT861//gru7u6T6+APEChUQEIBr166hoqICs2fPxssvv2y2/MSJE9Dr9bh37x48PDywadMmhIaGAgAMBgNcXFwemhfi6+sLg8EAAIiJicHixYvx6aef4o9//CMMBgPmzJkDALhy5Yr1N1AhmtLPDWEwGODj42N2W7NmzeDt7S3+LRyBtfuZbN/H586dw9KlS/HOO+80tXRVsVU/z5gxA8uWLcOdO3fQr18/bNmyxVKboArW7mdBEPDiiy9i0qRJ6NOnDy5cuCCpTo5EKdTevXtx5MgRpKeni2Gnus6dOyMvLw8HDx7E5MmTER8fj9OnTzd4/YMGDcLbb7+NSZMmQavVolOnThgyZAgAwMnJcXYLa/cz3cd+tj5b9vGlS5cQGxuLkSNHIiEhwRLlq4at+nnatGk4duwYduzYAWdnZ7zwwgsQHOgHRqzdz0uXLsWtW7eQkpLStEIbdfCPmgQSjwfPnTtX6NSpU51tBg4cKEycOFEQBEHIysqq8RhwUFCQsHDhQrPbKisrhUuXLgl37twR5+8cOnSo0TUqia36ubrajrt/+OGHgpeXl9lt5eXlgrOzs/DFF180ukYlUVI/V8c5Udbt40uXLgmPPvqoMG7cOMFkMjW6NiVSYj9Xd/HiRQGAsH///kbXqCRK6udhw4YJTk5OgrOzs3gBIDg7OwsvvPBCg2tznCEHFausrERpaWmD20RERKB58+bIysoSl589exYFBQUPHTPWaDTw9/eHm5sbPv30UwQGBqJ3796W3wgVaGw/N4Rer0dRUZHZPLOdO3eisrISffv2lVyrmlmjn8mctfr40qVLiIyMREREBFavXu1Qo9Y1sdW+XFlZCQAO+5ywRj+/++67+P7775GXl4e8vDxs27YNALBhwwa88cYbDV4P50RZ2e3bt3Hu3Dnxen5+PvLy8uDt7Y2goCCkpKTg0qVL+PjjjwEAaWlpCAoKQpcuXQDcP8fGO++8g1dffVVcR0pKCgYPHoygoCDcunUL69atw+7du7F9+3YAgKenJyZMmIDk5GR4e3tDp9PhlVdegV6vR79+/cT1vP3224iNjYWTkxO++OILvPnmm9i4cSOcnZ1t0TUWJUc/A/fnPBkMBvGxT5w4gZYtWyIoKAje3t7o2rUrYmNjkZCQgPT0dJSXlyMpKQmjR4+W/pVaGSm1nwGgoKAAN27cQEFBAUwmk3i+l44dO8LDw8Oq/WJJSu3jqgAVHByMd955B9euXRPv6+fnZ9U+sQal9vPBgwdx+PBhPPnkk2jVqhXOnz+Pf/zjH+jQoYMqv2yh1H4OCgoyq7PqNaJDhw4ICAho+AY2eMyKJKkaSnzwEh8fLwiCIMTHxwu/+93vxPbvvvuu0K1bN8Hd3V3Q6XRCr169hPfee89s2Pyll14SgoODBRcXF6Ft27bCwIEDhR07dpg97t27d4U//elPQqtWrQR3d3fhmWeeEa5cuWLWZsCAAYKnp6fg6uoq9O3bV9i2bZvV+sHa5OrnWbNm1fi4q1evFtv88ssvwpgxYwQPDw9Bp9MJ48ePF27dumXN7rAaJfdzfHx8jW127dplxR6xPKX28erVq2tcrta3EaX28/Hjx4UBAwYI3t7eglarFdq3by9MmjRJ+Pnnn63dJVah1H5+UH5+vqRTHGgEwYFmqhERERFZiGMf0CYiIiKSiCGKiIiISAKGKCIiIiIJGKKIiIiIJGCIIiIiIpKAIYqIiIhIAoYoIiIiIgkYooiIiEix9uzZg6FDh8Lf3x8ajQabN29u9Dq2b9+Ofv36oWXLlmjbti1GjBiBCxcuNLk2higislsvvvgihg8fLtvjjxs3Dv/v//2/BrUdPXo0FixYYOWKiNSnpKQEYWFhSEtLk3T//Px8DBs2DFFRUcjLy8P27dtx/fp1PPvss02ujWcsJyJV0mg0dS6fNWsWpk6dCkEQ4OXlZZuiqvn+++8RFRWF//73vw367b6TJ0+if//+yM/Ph6enpw0qJFIfjUaDTZs2mX04Ki0txd///nd8+umnKCoqQvfu3fHWW28hMjISAPD5559jzJgxKC0tFX80++uvv8awYcNQWlqK5s2bS66HI1FEpEpXrlwRL4sXL4ZOpzO77bXXXoOnp6csAQoAli5dipEjRzb4x4+7d++ODh064JNPPrFyZUT2JSkpCTk5OVi/fj2OHz+OkSNHIjY2Fj/++CMAICIiAk5OTli9ejVMJhOKi4vxr3/9C9HR0U0KUABDFBGplJ+fn3jx9PSERqMxu83Dw+Ohw3mRkZF45ZVXMGXKFLRq1Qq+vr744IMPUFJSgvHjx6Nly5bo2LEjvvnmG7PHOnnyJAYPHgwPDw/4+vpi3LhxuH79eq21mUwmfP755xg6dKjZ7e+99x4effRRuLq6wtfXF88995zZ8qFDh2L9+vVN7xwiB1FQUIDVq1fjs88+w1NPPYUOHTrgtddew5NPPonVq1cDAEJCQrBjxw787W9/g1arhZeXF37++Wds3LixyY/PEEVEDuWjjz5CmzZtcOjQIbzyyiuYPHkyRo4ciccffxxHjx7FoEGDMG7cONy5cwcAUFRUhKioKPTq1QtHjhxBRkYGCgsL8cc//rHWxzh+/DiKi4vRp08f8bYjR47g1VdfxZw5c3D27FlkZGSgf//+Zvd77LHHcOjQIZSWllpn44nszIkTJ2AymdCpUyd4eHiIl+zsbJw/fx4AYDAYkJCQgPj4eBw+fBjZ2dlwcXHBc889h6bOaGpmiY0gIlKLsLAwzJw5EwCQkpKCN998E23atEFCQgIAIDU1FcuXL8fx48fRr18/LFu2DL169TKbIL5q1SoEBgbiP//5Dzp16vTQY/z3v/+Fs7MzfHx8xNsKCgrQokUL/P73v0fLli0RHByMXr16md3P398fZWVlMBgMCA4OtsbmE9mV27dvw9nZGbm5uXB2djZbVnUoPS0tDZ6enpg/f7647JNPPkFgYCAOHjyIfv36SX58higicig9e/YU/+/s7IzWrVujR48e4m2+vr4AgKtXrwK4P0F8165dNc5tOn/+fI0h6u7du9BqtWaT359++mkEBwfjkUceQWxsLGJjY/HMM8/A3d1dbOPm5gYA4igYEdWtV69eMJlMuHr1Kp566qka29y5c0ecUF6lKnBVVlY26fF5OI+IHMqDE0k1Go3ZbVXBp+rF9fbt2xg6dCjy8vLMLj/++ONDh+OqtGnTBnfu3EFZWZl4W8uWLXH06FF8+umnaNeuHVJTUxEWFoaioiKxzY0bNwAAbdu2tci2EtmD27dvi8874P4pC/Ly8lBQUIBOnTph7NixeOGFF/DFF18gPz8fhw4dwrx587B161YAQFxcHA4fPow5c+bgxx9/xNGjRzF+/PgaR4MbiyGKiKgOvXv3xqlTp9C+fXt07NjR7NKiRYsa7xMeHg4AOH36tNntzZo1Q3R0NObPn4/jx4/jwoUL2Llzp7j85MmTCAgIQJs2bay2PURqc+TIEfTq1UsMPMnJyejVqxdSU1MBAKtXr8YLL7yAv/zlL+jcuTOGDx+Ow4cPIygoCAAQFRWFdevWYfPmzejVqxdiY2Oh1WqRkZEhjv5KxcN5RER1SExMxAcffIAxY8Zg+vTp8Pb2xrlz57B+/XqsXLnyoXkYwP2RpN69e2Pfvn1ioNqyZQt++ukn9O/fH61atcK2bdtQWVmJzp07i/fbu3cvBg0aZKtNI1KFyMjIOieAN2/eHK+//jpef/31WtuMHj0ao0ePtnhtHIkiIqqDv78/vvvuO5hMJgwaNAg9evTAlClT4OXl9dA8i+pefvllrF27Vrzu5eWFL774AlFRUejatSvS09Px6aefolu3bgCAe/fuYfPmzeIEdyJSPp6xnIjICu7evYvOnTtjw4YN0Ov19bZfvnw5Nm3ahB07dtigOiKyBI5EERFZgZubGz7++OM6T8pZXfPmzbF06VIrV0VElsSRKCIiIiIJOBJFREREJAFDFBEREZEEDFFEREREEjBEEREREUnAEEVEREQkAUMUERERkQQMUUREREQSMEQRERERScAQRURERCTB/w/zWFQLAwjxJgAAAABJRU5ErkJggg==", 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", 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", 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", + "image/png": 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", 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" ] @@ -268,10 +274,17 @@ "scrolled": true }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 161/161 [00:00<00:00, 210.09it/s]\n" + ] + }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -280,7 +293,7 @@ }, { "data": { - "image/png": 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RkUaBHk7Y/GYYun990NJdqZAsvmQQEZGlzd7GFSqITEUiAZzsGV5owp8MEVV5BUUyS3eBiKoIBl5EREREImHgRURERCQSBl5EREREImHgRURERCQSBl5ERErm/XPJ0l0gIivGwIuISMnjvCJLd4GIrBgDLyIiJRKJxNJdICIrxsCLiIiISCQMvIiIiIhEwsCLiIiISCQMvIiIiIhEwsCLiIiISCQMvIiIiIhEwsCLiIiISCQMvIiIiIhEwsCLiIiISCQMvIiIiIhEwsCLiIiISCQMvIiIiIhEwsCLiIiISCQMvEgngiDg8n0pUrLyLN0VIiKiSouBF+lkS+y/GPDdUXT+Yj/SH+dbujtERESVEgMv0klSei4AQCYAKVKOehERERmCgRcRERGRSBh4EREREYmEgRcRERGRSBh4EREREYmEgRcRERGRSBh4EREREYmEgRcRERGRSBh4EREREYmEgRcRERGRSBh4EREREYmEgRcRVWlbzty1dBeIqAph4EVEVVrMrQxLd4GIqhAGXkREAEa3D7Z0F4ioCmDgRUQEQCKxdA+IxFVYLEN+UbGlu1HlMPAiIiKqYtKkeei4YD9afxqFuLuZlu5OlcLAi4iIqIq5kpKNjJwC5BYUIy7pkaW7U6Uw8CIiIiISCQMvIiIiIpEw8CIiIiISCQMvIiIiIpEw8CIiIiISiUGB1927d/Hvv/8qvo+JicGMGTOwevVqk3WMiIiIyNoYFHiNHTsWBw8eBACkpKTg+eefR0xMDP773//i008/NWkHyTJSsvKQ9aTQ0t0gIiKyKgYFXhcvXkSHDh0AAJs3b0aLFi1w4sQJbNiwAT///LMp+0cWEHU5FZ0W7kf7z/fhQXa+pbtDRERkNQwKvAoLC+Ho6AgA2LdvH1544QUAQJMmTZCcnGy63pFFXEvNBgAUFMmQlJFj4d4QERFZD4MCr+bNm2PlypU4evQooqKi0K9fPwDA/fv3Ua1aNZN2kIiIiMhaGBR4ffnll1i1ahV69uyJMWPGIDQ0FACwfft2xS1IIiJDPSkoxpRfYzFxbQzuZz6xdHeIiEzGzpAn9ezZEw8fPoRUKoW3t7fi8TfeeAOurq4m6xwRVU2xdx5h98UUAMD+K6kYH1bHsh0iIjIRg0a8evXqhezsbJWgCwB8fHwwatQok3SMiKquYkF49rVM0NKSiKhyMSjwOnToEAoKCso8npeXh6NHjxrdKSIiIiJrpNetxgsXLii+vnz5MlJSUhTfFxcXIzIyEjVq1DBd74iIiIisiF6BV6tWrSCRSCCRSNCrV68y252dnbFs2TKTdY6IiIjImugVeN26dQuCIKBevXqIiYmBn5+fYpuDgwP8/f1ha2tr8k4SERERWQO9Aq/atWsDAGQymVk6Q0RERJXTryfvWLoLlYJB5SQA4Pr16zh48CDS0tLKBGJz5swxumNUcVxPzcbygzcs3Q0iIqrAzt19BADIKyy2cE8qNoMCrzVr1mDKlCnw9fVFYGAgJBKJYptEImHgZWVm/RVv6S4QEVEFZ/M0Flj0UqiFe1KxGRR4ffbZZ/j888/xwQcfmLo/VAGlSPMs3QUiIqokHJjrrZVBdbwePXqEkSNHmrovVEFV93S2dBeIiIisgkGB18iRI7F3715T94WIiIjIqhl0q7FBgwb4+OOPcfLkSYSEhMDe3l5l+/Tp003SOSIiIiJrYlDgtXr1ari5ueHw4cM4fPiwyjaJRMLAi4iIiEgNgwKvW7dumbofRERERFbPoBwvqloSUrMt3QUiIiKrYNCI12uvvaZ1+9q1aw3qDFU80YnpyHpSaOluEBERWQWDy0ko/0tLS8OBAwfw119/ITMz06COfPHFF5BIJJgxY4bisby8PEydOhXVqlWDm5sbRowYgdTUVJXnJSUlYeDAgXBxcYG/vz9mzpyJoqIilTaHDh1CmzZt4OjoiAYNGuDnn38uc/wVK1agTp06cHJyQseOHRETE2PQeVibfx89UXztaMcBUiIiImMYNOK1devWMo/JZDJMmTIF9evX13t/p0+fxqpVq9CyZUuVx999913s3LkTW7ZsgaenJ6ZNm4bhw4fj+PHjAIDi4mIMHDgQgYGBOHHiBJKTkzFhwgTY29tjwYIFAEry0QYOHIi33noLGzZswP79+/H6668jKCgIffv2BQBs2rQJERERWLlyJTp27IilS5eib9++SEhIgL+/v97nY42ea+yHS/elSMvOt3RXiIiIKi2TDWHY2NggIiICS5Ys0et5jx8/xrhx47BmzRp4e3srHs/KysJPP/2ExYsXo1evXmjbti3WrVuHEydO4OTJkwCAvXv34vLly/j111/RqlUr9O/fH/Pnz8eKFStQUFAAAFi5ciXq1q2LRYsWoWnTppg2bRpefPFFlX4uXrwYkydPxquvvopmzZph5cqVcHFx4S1TIiIiMimT3jtKTEwsc5uvPFOnTsXAgQMRHh6u8nhsbCwKCwtVHm/SpAlq1aqF6OhoAEB0dDRCQkIQEBCgaNO3b19IpVJcunRJ0ab0vvv27avYR0FBAWJjY1Xa2NjYIDw8XNFGnfz8fEilUpV/RERERNoYdKsxIiJC5XtBEJCcnIydO3di4sSJOu9n48aNOHv2LE6fPl1mW0pKChwcHODl5aXyeEBAAFJSUhRtlIMu+Xb5Nm1tpFIpnjx5gkePHqG4uFhtm6tXr2rs+8KFC/HJJ5/odqJEREREMDDwOnfunMr3NjY28PPzw6JFi8qd8Sh39+5dvPPOO4iKioKTk5Mh3bCoWbNmqQSgUqkUwcHBFuwRERERVXQGBV4HDx40+sCxsbFIS0tDmzZtFI8VFxfjyJEjWL58Ofbs2YOCggJkZmaqjHqlpqYiMDAQABAYGFhm9qF81qNym9IzIVNTU+Hh4QFnZ2fY2trC1tZWbRv5PtRxdHSEo6Oj/idOREREVZZROV4PHjzAsWPHcOzYMTx48ECv5/bu3Rvx8fGIi4tT/GvXrh3GjRun+Nre3h779+9XPCchIQFJSUkICwsDAISFhSE+Ph5paWmKNlFRUfDw8ECzZs0UbZT3IW8j34eDgwPatm2r0kYmk2H//v2KNkRERESmYNCIV05ODt5++22sX78eMpkMAGBra4sJEyZg2bJlcHFxKXcf7u7uaNGihcpjrq6uqFatmuLxSZMmISIiAj4+PvDw8MDbb7+NsLAwdOrUCQDQp08fNGvWDOPHj8dXX32FlJQUzJ49G1OnTlWMRr311ltYvnw53n//fbz22ms4cOAANm/ejJ07dyqOGxERgYkTJ6Jdu3bo0KEDli5dipycHLz66quG/HiIiIiI1DJoxCsiIgKHDx/GP//8g8zMTGRmZuLvv//G4cOH8X//938m69ySJUswaNAgjBgxAt27d0dgYCD++usvxXZbW1vs2LEDtra2CAsLw8svv4wJEybg008/VbSpW7cudu7ciaioKISGhmLRokX48ccfFTW8AGDUqFH45ptvMGfOHLRq1QpxcXGIjIwsk3BPRFRRfbMnAUNXHMeRa/rdfSAicRk04vXnn3/ijz/+QM+ePRWPDRgwAM7OznjppZfwww8/GNSZQ4cOqXzv5OSEFStWYMWKFRqfU7t2bezatUvrfnv27FlmQkBp06ZNw7Rp03TuKxFRRVFULMPygzcAAGuO3kT3Rn4W7hERaWLQiFdubq7a0SB/f3/k5uYa3SkiIjJMfpHM0l0gIi0MCrzCwsIwd+5c5OXlKR578uQJPvnkEyakExEREWlg0K3GpUuXol+/fqhZsyZCQ0MBAOfPn4ejoyP27t1r0g4SERERWQuDAq+QkBBcv34dGzZsUFR3HzNmDMaNGwdnZ2eTdpCIiIjIWhgUeC1cuBABAQGYPHmyyuNr167FgwcP8MEHH5ikc0RERETWxKAcr1WrVqFJkyZlHm/evDlWrlxpdKeIiIiIrJFBgVdKSgqCgoLKPO7n54fk5GSjO0Wkzvm7mXhj/RmsPpJo6a5UCv/ZEIuQuXvwR+y/lu4KkdGKimWITkzHv484c54qN4MCr+DgYBw/frzM48ePH0f16tWN7hSROquP3sTey6lYsOsq8gqLLd2dCq2oWIZd8SnIzi/CH7F3Ld0dIqP9cCgRY9acRM+vDyG3oMjS3SEymEE5XpMnT8aMGTNQWFiIXr16AQD279+P999/36SV64mU5SsFW8UywYI9qVz4o6paBME6X/D7WSXli4pkAqRPiuDiYNDHF5HFGfTOnTlzJtLT0/Gf//wHBQUFAEqqzH/wwQeYNWuWSTtIlhV/L8vSXSAiPZy+/QgpWXkI9HSydFeISA2DAi+JRIIvv/wSH3/8Ma5cuQJnZ2c0bNhQsTA1WY9L96WW7oLVKiqW4cydR6jh5Yxgn/IXltfVyZvp2HHhvsn2R5VP/L0sBl5EFZRRY7Vubm5o3769qfpCZFaCIODiPSn83B0rxIfSj8du4YvdV2EjAS7M6ws3R9PcOnn9lzN4nM8cGCJTEQQBV1OyEejhBG9XB0t3hyo5g5LriSqjDaeSMHj5MXT+Yj8ycwss3R3cz3wCoCQHa/Vh083UZNBFZFprjt5E/2+PottXBzmxh4zGwIuqjLsZJdPQZQLwIDvfwr1RdfJWhqW7QEQa3HpY8rfjcX4RMnMLLdwbquwYeBFVADYSS/eAiIjEwMCL9PZn7D1Ld4GIqpg0aZ6lu0BkEgy8SCcFxTLkPM0dOpH40MK9IWv311nxqu1n5zEnrqJLleZh/9U0S3eDyCQYeJFOsvOK8PXIUACAbQW7L1ZQJMPDxxUrZ4uMcyjhgSjHSZPmIfJSiijHIsPdezoRhcgaMPAinbmaqNyBKRUVy/D8ksNo99k+rI++benukIk42onzp+l2+rN1/7o39BPlmERUtTHwokpNmleEO08/POPuZlq2M1Rp1fN1RbPqHpbuht4ycwuQkJIN61wkiMg6VbwhDCIrl5NfBBcHW0t3gyq5JwXF6PrlQTzOL8JHA5pYujtEpCMGXkQiWnf8Fj7dcRltanmjWZB5RlhqeDkzJ6YKyMgtUBTLvfUwx8K9ISJd8VYjkYj2XUmFIACxdx6hsFimsq2oWIZrqdkoKvU4ERFZDwZeRBXEm/+LRZ8lRzBlw1lLd4WoQkl/bPklvohMhYEXkREu3stC54X70W/pEWTnGbeUiLxOUdTlVFN0jchqfLrjkqW7QGQyDLxIJxWtdldFcfzGQ9zPysPVlGxcui8tt/3dDPW5V/czWZWbTC856wkKiir/rWtHO05GqaieFBTjXFLZ1AnSjMn1pJMJYbUt3YVK73pqNpIyctVuU36cQS4ZK/bOI7zxvzMQBKBRgBv2zOgOiYTvq8pqz6UUHL/xEGM61EJTM03KMdSo1dG48G8WBrYMsnRXKg2OeFG5PujXBMNa17R0Nyo9TUFXabV9XMzcE7J2Kw8nQnha3Ota6mMcu8FlvkwlPScfF+9lQRDEq5725v9isT76DubvuCzaMXV14d8sAMAhLumkM454EVGVVVWWmvoz9l90Y2V+kxj43THF19c/7w97W/HGLx5km+79+phrlFoMAy8iqnIu3svChlN38HvMXQBAvhXkQWnDyvbmcTU5GyE1PS3dDYPM/OO8pbtQZTHwIqIqZ8GuKziRmK74vk/zAAv2hiormYi3G03NzdEOuQXFlu5GlcQcL6qUElKzLd0Fox1MYE6EJXwZeVUl6AKAQUwMJiKRMPCiSmn49yeQkFK5g69UadXIL6pofjiUaOkumJz8lilZt8o7vkbKGHhRpXU/i+sR6sKO5SmoEsnKLVSsQUmqbqQ9RlK6brOjqeJi4EVk5VwdmcpJlcPp2xlo+1kU2n+2D/8+YoChzrm7jyzdBTISAy8ql7+7o6W7oNG9R7qNehUWy7DqyE0z98Y0bj7MgUxm/E2F0e2DTdCbqqGmN2unVQRXkqUokgl4UliM62mPAQC3H+bgxtOvLUEQBPwek2Sx4wOAvS1Hra0JAy/SqFGAG9a90h5DWlW3dFc0Wn7wuk7t7lSy4fnt5+9bugtVRnhTfwR4OFm6G1RKfmHJjDtLr116LdVyQZ81KJYJOJfEUTplDLxIoza1vPFcE3/YiVggUF9Fxc9GhiSwnqvC5Cyu3SgWX7eKO6JblUVsLqkzJS/Z0L6Ot0VGfnIKmG+mjiAISNaSZ+vuZK/4ekvsv2J0qdKouJ+oRBVYXmExPt95GQt3XzXZPm1tJBjZVr+lmfIKizFm9Un0XXIEl3VYpJuosnBxUM1NrOXjqvj6j1jO4rS0udsvIWzhAY3bnR1sMaZDSbqDKVInrAkDLyIDRN9Mx5qjtyzdDVxJliL6ZjoSUrNx4Krht2R2XkjGK+tisDs+2YS9IzKtwqcj3NE309Vuv3xfijVHbnLmnwi2nbtXbhvmTqrHwIvK2HnB+j98bz7MMer5+YUVY4kZ5etIY4poz9h0DocSHihu71DlVKeaC67O74efJrZTebywuGK8X4311YiWAAAbifpbjqNXR+PzXVcwY9M5MbtldkVmHjHSd++/nrwDaam1HnMKinG1ktdWFAsDL1KR9aQQl5NLbllZcxmCZQd0S8q3BrosBC0fSXhSyCVEKrOXO9WGk71tmcd3xacgTVr58wbt7bTneMmDgcpeXFnZjgv3jbqo0sUn/1yGoONBimUCZm+7qLVNsI+zKbpltRh4kYp8pQ/eN7rXs2BPzMvWpuq89c8lZVp0On5FcvFelqW7YDHWPDvvSrIUC3ddMek+M3ML8Efsv7hu4eXJjt9Qf1vV1HRdt7G8AK1DHR/UruaqtY2yRzkF2HkhGalWcGGgK+sd0iCj2NpItE6xv3gvC3/H3UPvpgHoVK+aUcfKKyzGwatpCPZxQYsanlpaWs+sRbl+zQMReSnFLPvu0sAXG0+XJCHfepiDBv5uZjmOqeUVFiMt2zzLKf2hZnaVjYUr+9/NyMXrv5yBrY0Ev7zWAX4mqJun6VactZr5x3lcvGfaySWf/HMZW3XIYyJVQV76lWaZ+ttZnEhMR51qLjg08zkz9apiqTqX/WRSEZvjsOboLUxYG2P0vlYfuYkpG85i0LJjyHpSqLGdk731vV29Xe3Lb6Sj0sus1PJxQetaXgCAa5VoUfENp8xXrFKm5mp9VDvLFpqVT464nCzFmdsZJtlnuzre6NHID53q+cDT2XTvsYqqdDJ9gQly2m6nG5cHSro5c7ukxtftKjQhwvo+yUgUtx+W/JIUFBn/B045B0mqJfAi7VYduYm8Ujla8jpni/YmWKJLBnmUUyDasRaNDEVosJdoxzO3ur4lt3jcnezxy2sdsPGNMAR5VtzisKdvZ2D67+dMXjC4sFhA/L9V97ZypaI0OLvlTNUoE8LAi0iL5Kwn+GhrPJbtv65z8qk+lIsMFptg5lJmrmrg+nKnWgAAjyow6iGWe5lP8HtMEu5mVIwrdEc7G5z6qDcOvdcTvZsG6P38h4/zRQ12lc3bfgnbz9/H9N/Vz0LMLyrWOfeotPP/ZhrRM9MTBAHro2/ju/3XIc3jBaZcfb9nKRDGzjavLJjjRQBKrjwfZOcjRGuOVdXzx5l/8dvTW1/9Q4KMypOa9Vc8gJKlmEa3rwU3Rzs0r+GB1WZcQ7JtbR+z7buqmvzLGVxOlqKenysO/F9PS3cHAAxe8uhc0iMM/+EEbCQS7H6nGxoFuJu4Z9ppm3H78HE+Gs+OFLE35jVjUxz+jisZ2fNysceEsDqW7ZCI9l5OxRcj1G+zs3COpSUw8CLcy3yCkSujAQDTnmtg4d5ULPlKt1Lzi4wrtSCvxdPQ3x2vda2reNzXzQEPH1tmxIH0Jy+3cvOBaa7OzyVlGvS8/0XfMeq4N9KyMez7EwCAYkFAYtpj0QMvfQh6V5uqWM4qrVeYk181yrY42pXcVMvIKcCNtMd6X7gWFcvw8HEBAs3ROQvirUZChtKH/vKDN8x+vCVR19D9q4PYGGO+JOqKbEZ4Q5XvuVZg1fa7gb8H5+9mAlC9ONDHuuO3DXqeuZytYAspm3JSgjSvEHczNK9raE2UMzKGtq6h+DrriX4Xl9l5hej5zSF0WrgfXxbqt5RaRcfAi0T37f7rSMrIxTd7r1m6K2Qm+UXFuJuRq3deXPrjfPx5lgvq6kJeMWLJqFCDnm+KiTGmNPz7E0ipQIvD22opyaFvtY6/rGSRaEEQ8Ptp7QnwvZr4K772dXNE7Wr6LxuU/jgfHT7fj38flQSr+2Reeu+jImPgRRbzpKCo/EaVVOTFFEz5NRYHE9Is3RUAJUn3r6yLQZGaafa5pV6H+H+zMHtbPPZfMWztR0EQMPC7Y+j21UEs2affCgHvbTmP5Ar04VsZVOaaXaWr7Gc8TfIfGBJk9L4XR11D/Y92Ye7f2qus66uhvxuqe5ZUZpfnbJUnx8AJAhVN/L0sfFxO1fr+IcbfGLyTkWvVq2gw8CK1TDHDzhBb9LgyvPeo4g7d/2dDLHZfTMHMLRVn7cNDCQ/K1CbKLypG968OqTw2e1s8fj2ZhEm/nDHoOMUyQVEp/6SGxYw1kedPKZMJwMwt5zHux5OVqh5ZVZCdV4jBy46h59cHdV6mR3lB9gB385W6yMgpQLFMwC9G5sKpk/P0YuXQNctdWJ2+nYHVRxJFrfj+OK/8i2W7KrQqiKH4EyK9PcopUClQmPWkEDKZgDO3M4z+YNTng3r+jstGHUvu1M10LN6bgJsPjFtSRfk2iTxuFTtp/l6m9hIHpe/8ZeUWlplZllLBlu5IfPAYW2L/xfEb6diu4wgDiSP+3yzE38vC7fRcHL3+QKfnvLspzqAF2evqsQyNuS0YFgIAsLdQkCGTCRi5MhoLdl3F5ztNu1SSMcZ1rAXbKjhLUV8MvKoYQRCwYNcVvPW/WCQaGGjcL3UrqMsXB7D5zF28uDIafZYcwR0NFZ8v35eWu2agLr+z8oKQyjWwjDFq9Ul8d+AGPtoab9R+PtupORC8k56juI1SmruT6SYXj/ghGvcyn40Euhmw0Lm21QMsQbnafLG5VwvW0+ojiWY/Rn5RMb7Zk4CFu6+UWZ2gooq5lYHxP53CCjWTdeQXbbreSnKws8GOt7tiWi/NM679DSynYSgvC9fFU/6dEPNC6cs92gsxK+d3aXLyZjrazI/CgG+Plin4XFUw8KpikjJysfrITUReSlG7bp3c8rGtdd7n4/wilWKF6nJ0jlx7gAHfHUX44sN69Vedno39AADpOfnIM7LEg7J/jbx16exgq/bxwmIZtpx59rP2cnFQ2f5en8bo3cQf84e2MOr46gR6Oun1WgJAXmHFSrquyBbsuop0LbWoTCE6MR3LD97AqsM3Dc67E9uqw4k4ev0hvt6TYHAS/7DWNWAjAd7p3RAtanhCoiWXzZQXL6TZAy1B3hfDQ3QKvI5df4iMnAJcTpbqfPF/XXCGhbJfzIKBVxVTWPzs3asu0RoAano7Y1DL6iY9rrFBjTqCABy/oV8OkTEW772Gl1ZGIzpRv2PuuHAfhU9/1m1re5dZBLljvWr46ZX2GN+ptsn6qmxQy+rwcXUovyEZRPl3yhyUA2FLjxDcfpiDWX/F45cTt8tsW6VUCFj5gsjQ+ltLRrXCjc8HYGolqy0YdzcTG2OSkJmrOc1AzLwsU9IW/Lat7a11u7GiZRW3xpy+GHiRwQaGBJntSjM6MR0Dvj2KD/64YJb9G2L/1TTE3M7A2uO31G6/m/FEsSaiv1Jwla6U59Xm6aLVVHUIQsm6gX2WHMbgZcdwRc0Egsri5xO38XtMEuZuv1Tm1vmD7HyT3wq1qWT5QvlFxRi64jg+/Csei6M0l8v5+cRtLDbR+qkxtzL0XvIpJ78IadmGj9T+NLEdDr7XU+/nyWSCwbUiH8J6lj1j4EUV0rZz93A5WYpNZ+5qzI2ylEINI4UAsOzADTzIzoe9rbi/WsE+zuhcv5rJ9/vLidv495HuaxLmFhRh7JpTJu9HZRZ1ORWDlx/DtdTHiL+XhciLKZbuksGUi7Wqu4VYbObRP02ydZhtJwbln8+DcgKbQ9d0m4ygi8PXHmD8T6fw0irVHE9N5MugGcrXzRF1fV11yslVVvrOR1J6rsVHcS2BgVcVtuboLcjU3Dgf2qqGmtamp622jXLyqKyCJVSXx1KlOMxh7vZLmPqb+gWM1dl27j5ibmeYrT8/HEo0y2Ll5nS31IeNAOBE4kP8L/q21ttRFcGfsf9i8vozOH7joaW7olHc3Uytk3YCPHRbGeJBdj5O3kzXemFVUcXczsDR6w8RcysDhxPKD+jUTaAx5Lfq//o0Vnyty2Sn0redp2w4i+vlTLiyRsxIrOKUV4MP9HBC5IxuZZK/zem0Hh/S2hbUtbThbWrgn/P3UVgsIFWap9NVZ3ku3svC+39cQJCnE1aNbwu7UqNogiBoDUJMVVjzgtLECW22n79v9MxQXdzNeIJaBlTDrige5z0bFfzXBO8Tc/q/p3Xo7qTnYO+7PSzcG/Uu39d+61aX34NimYDeiw5BmleESV3r4uNBzUzVPVEIBl6ojukQjN9jSirRf7f/Oj4a0FSv444Pqw0XB1vU8HJGoKf2maWX7kvRtYGv1jalc9+CfZwR7O2CE3rm1VZ0DLyqOOVfWImk7Iw7Q4xefRL7InrotCCqrkUX76Tn4ORNeZBW8fI+JEp9GrLiuNH7e1JYjD2XUnA5WYrLyVJcS32MZtU9FNtlMgEjV0Uj9o7m9e2aBombjGpsHTRdGVNSoiKsJPCk8NltsazcilW6Q5OKdrvf1AqKZJA+vV1paJkdfVWEFQcc7WwhkZRMVDKkILWHkz1e7VJXaxv5fuf8fanc/f119h7mvdBc735UNrzVSDh31/SL0+65ZNo8ltvpz/KMujfUftUktjrVXDA4NMiks9u+239dpUht6SH6zCeFWoOulzvVKjNCZgmOdpbvg9zdjNxKtVBxQZEML62Mxlu/xlq6K5VClwbVsHB4CFaMbaP3c8urL2gqTQKfXQx5u1SMZPFPzBzoFOmZepEuctFpS6g4fxXJYn4+fhsATDojSV3umCk0r+6Bun6mq2BtbL5Qu9reODTzOfRsXH79Gl0or3MmFaGQqTEzm3RRei0+U5i8/oxBt50zK8noktzNh4/Nmi8nFrFyHl0c7DCmQy10a6T/hZnyTOXyJsa0CvbSe//Kz/3qxZYGP5+sAwOvKubS/awyjzk8HZV4W0tlaED7DT55noDcnsspGLzsGJbt12+RZLH9dOzZH9yKMPTfq0mAqMdbomXKu5wgAPO2XzL4Fsz28/cx5ddYHLtumgTtG2mPcfCq9luGm8/cxXPfHMLSfeWfnyVtPK36e/NF5FUL9cR8Oi3YX6HzMwHVmcoOagKvjnV9ED2rFza90QmfP10uyJJ+L/W+qcg+M0Nh6MqOgVcV8+NR9TWoAKBZkKfW57ap7a3zcS7ekyL+XhYWPf1g33pOfZV8S89QS8p4dgszqJzkUDlne1s8UPNBUhlrdBXqOBrx84nbWLrPsCB6+u/nsPtiCj7++2K5bZ11HCErL4F48d5ruPUwx+A+W0p5JQjkZDIBj8w0gnfrYQ4iLyYjx0Qj4NK8IlxNVp/LaeiInj63BpOz8ozKUftyRAg2vRmGIE9ndKxXTXGhaklntaQZGGpnfDK+2ZOgEiTnFRYj6nIqrhuxBu/LnWpjZNuapuii1bD8O4hEZWdr+KiOm6MdBrUM0vt5xTIBp2+r/0Px8d+XyizcbCm6DnjZSCT4eFtJEKGcv7Dlrc449VFvzAhvaI7umVxhsQy3H6pfV1Od7DzjPujTdKjW7e9eEvzW93NFh7o+AMqOpuoit8B8dZ3MmZuj66jrmDUnTV6INTuvCEXFMvRZchhv/XoWX1bA0Tf5zyc5Kw9nk3QPPjafqTwjRJa0/OANbIx5VuPrh0OJmLz+DJ5fcsRkgTgx8CIRlJfjoTzMf/JmBi7ey8IWLetIWkJNb2e816eR4nt5xX7lQNTWRoIAkRfrNcaLK6NVRvwqAvlI1nt9GqtU/zeFHfH3FV97udjD09keocHaR3nVqeZm2n4Z4tQt0+d+vf/nBRQWC4pJImK+N9x1XMy9i1I5grt69C9XS81AMViytl/Wk0K97iwo11dUzgGtKEVqrQEDLzI7fZeIGLTsmNbtEg3ZZupu/5lKeNMAeDiXHeno3VTcnCxTOn8309JdUHEjLRtnzHALRW7f5ZIFpt2d7HDmv+GInR2OBv7mL7mxwsAlUnRV09s0Nc3cdAx+dOHqoPu+nmvsp3GB+dJ83RzLXaHB3dEOQ1tVR7CPM2p4OevcD2MJgoAMpRl5uy+m4IdDiSgqlmldPsgUNI0KLz9wHaGf7DXJahL3Mp+YpD4hMfAiEehzZaqL+n6uCFcT8By59qBK/2FQvhVgZ6Pfr3avJv6YXs7kCnWS0nMx5++L2HDqjt7PLe1sUqbia+WaZaYin632+bAQ2NnaiFJuIye/SKf8ojEdgvXar/3TlIH/TeqAtnrkXmrzOL9I7TJAhtB0y/TUTfMXwpRIJFg6ujWOvt8LvZsaPtu4QM8K9pPXn0HPbw6pPPZl5FWV17+ryKVw/jmfDACI1vJz99Ch4jwA/B13T/G1j6t4RbatkUUDr4ULF6J9+/Zwd3eHv78/hg4dioQE1YVD8/LyMHXqVFSrVg1ubm4YMWIEUlNTVdokJSVh4MCBcHFxgb+/P2bOnImiItVh0UOHDqFNmzZwdHREgwYN8PPPP5fpz4oVK1CnTh04OTmhY8eOiImJMfk5k/HsbG3w48R2areZOsgzhaSMXIOW49CX8jIgI9vpl8w6MCQIEUrLf6hjp2ZhtnUnbmF99B38d+tFvRfq1aRLg2qoXc1VZd07bcm59zOf4KdjtxD/b9kZu+r4iLgyg3Kx16Gtqpt8/w31GLG7r8NFSZcvD2jcJpMJ+D3GuDX+zDmiaUp3M3JxVM9ZuPuulF+cd1BL078HNElKz0WCDknx/VoEqn289OstTwlpHOCOYJ/Ku3JERWDRwOvw4cOYOnUqTp48iaioKBQWFqJPnz7IyXmW8Pvuu+/in3/+wZYtW3D48GHcv38fw4cPV2wvLi7GwIEDUVBQgBMnTuCXX37Bzz//jDlz5ija3Lp1CwMHDsRzzz2HuLg4zJgxA6+//jr27NmjaLNp0yZERERg7ty5OHv2LEJDQ9G3b1+kpVm+0rW+7mU+weX7UpX7+sdvPMSAb4/inNKogimUzl1Qd+Wu60wtbe6ka04C93VzUFTJn7z+DBbtTdDY1hLWR9/B6iM3zX6cFjVK8pUCPZzQvLr+uUvlcbQrezsor1Bp0WSlEYKpz9U3+Djy6fzK79/3+zVR5NWV9tHWeMzfcRnDvjd+xQBzMkVNs9KLDOtC/rrM33m53LbKtfwOlVrz77KaZH59+7PhpPEjo2K4pLQMUetaphlRtNV3RWkjXbiXqVM7J3tbtSU01L3eANC+rv4/jzq+5dde1DXPzxpYNPCKjIzEK6+8gubNmyM0NBQ///wzkpKSEBtbUqk5KysLP/30ExYvXoxevXqhbdu2WLduHU6cOIGTJ08CAPbu3YvLly/j119/RatWrdC/f3/Mnz8fK1asQEFByRX4ypUrUbduXSxatAhNmzbFtGnT8OKLL2LJkiWKvixevBiTJ0/Gq6++imbNmmHlypVwcXHB2rVrxf/BGCElKw9dvjiAAd8dxfbzz5KJN5+5q/EXyRiNAsq/4j6m4wK7r3Sug4YalhlauKtkhpW6BWy9lUYwsvOKsOzADZMEe5XNVy+2xLpX2mP72100tinvg1LdbatxHWvp1Y+XO9VCDS/TXhG7ONjizymd1W6Tz8zUVCH78LUH2HspxSoWL1924AZ+PKpfED8ktGTRe2NzuNTdevt81xWdn5+ZW4D7WeXPbNVVnAg5iq1reen0N84QOQXFoqVGyIO+fx/lYsC3R7Xm3cbeeYSTN9NVRpyN9Z+e9TExrLbie1cHWywb01rxfc/GfhVxJTizqVA5XllZJbcKfHxKppHHxsaisLAQ4eHhijZNmjRBrVq1EB0dDQCIjo5GSEgIAgKe5fz07dsXUqkUly5dUrRR3oe8jXwfBQUFiI2NVWljY2OD8PBwRZvS8vPzIZVKVf5VBPeznv0iJykts2Ouz5y3ehg+siF380HJB6eHsz2Gtq6hto18tGNk22cjal+/2BK9m/hj7uCyS17o8iG7/MB1rI827xX4MA3nYw4uDnZ4rom/oiSDMnn+V3lJvlveDMO5j5/Hvoge6NHID6PbB2sMhvWVU1CMEzoG4eo0CnBH7yb65+xMXBuDN/4Xi+tGLAsjCAJO387AicSHZWqIyT8884t0mzlnSHkMZfpeQPUy4Gemi+y8QrjqmBQPQGP+mHLAXLqgrDryn/+6pytumJNtOeU9ElKzy73FralWWcytDHT54gA2nTbu9q0+TiSml/v+ibmVgdGrT+LwtQda2+lDIpGgeQ1Ple/V5elWFRVmbE8mk2HGjBno0qULWrQoqXSbkpICBwcHeHl5qbQNCAhASkqKoo1y0CXfLt+mrY1UKsWTJ0/w6NEjFBcXq21z9ar6WjYLFy7EJ598YtjJVmISpT9E6kafDKFPEcXODZ7NaBrZLhgj22lOSi4qlmHBrqvIzivECDU5QmIU1zTVWoVLoq6hnp8bnOxtDUqCH96mJn6PSYJNObc7bGwk8HZ1gLerA355rQMAYH30bUO6rNbYH0/hxuf9YWdrA5lMwKjV0biSnI1vRlbsZVTi7mZi5Er1F2EjfjiBFjU8cPFeyQfa2Y+fV5t8XJESkgVBUJRsGdMh2KBg8PklR3Rum56TD0B9AJ/1pLBMDqSvm+af1aSu9XDyZoZF1wFtEPDsXE7dSkdITc239qf9dg6A5ovBKxqKy+qiVxN/HChnFQdD6VJ3jwxTYUa8pk6diosXL2Ljxo2W7opOZs2ahaysLMW/u3erRoE+5RwumVA2b0GfZXfq6XDfX1fqrqbP3c3E2uO3sCX2X+yKTy6zXd/FWw1hqg/bfVfSsPrITXy3/7rGYrTahBsxu0tXf8beK78RniWcP3ycj9O3H+FxflGZfKLyHEp4oHWEyd/E9dRSpdpvXcuDLgDYeeG+2jaTu9Uzqg/ymYyayqnoQzmHyZRlJDR5Z2MclmhZvql0aoC2iR6lZ7zqW9j3aooUp26mG7WerL+7EwaEqE9K12TRyFCd2hXLBGw+cxe/nUoqd5ZpgIfla8qR/ipE4DVt2jTs2LEDBw8eRM2az0YmAgMDUVBQgMzMTJX2qampCAwMVLQpPctR/n15bTw8PODs7AxfX1/Y2tqqbSPfR2mOjo7w8PBQ+VdRCYKAf5TyvRxsbRTVt59fcgRXU3S/4upc3xdvdq+H0GAvvNK5DjrW81Fss5EAL+qxNITyc42lbj2wQqU/WqZaJ1BfxtT50lTzME/HW1pi03f6vSHkeSe7L6bgOy3rgGpKxBeDptwYF0fjkuv1+d0qj3JBUU2390tLf2zcrFV9RtXUzaBVRxAELNx99enX5be/k56DfkuPYtTqkyo5sIZQN9lErvQFaQ0vZ7Wj7uqcupWO9/+4gI+2xmP/ldTyn2AEbfXTYs04A1XX2/LWyqKBlyAImDZtGrZu3YoDBw6gbt26Ktvbtm0Le3t77N+/X/FYQkICkpKSEBYWBgAICwtDfHy8yuzDqKgoeHh4oFmzZoo2yvuQt5Hvw8HBAW3btlVpI5PJsH//fkWbykCap75C8flSOQjzhzZXuWWor1kDmuLvqV3QtaEvPJzsce7j5/HViJbY9U43k80A0pdbOR+0N9UsjWPOpV/k7GwkaG3gGo665LvoKze/CKsOJ+LXSjK7rLQcpaWAktUkav9Ph/PSs8SZ3j7becXoNUhXHLyBV9aeNlGPNKvn66rziNenOy6Z5JhNg0x3kap8+05TWQS5a6nZ+J9STqe694+plC5/EuyjeyFX6ZNn73GpmtG8L3ebZimn17vWxQSlhPfSjMmJVMdLqQC1fHUETSx1oSwWiwZeU6dOxa+//orffvsN7u7uSElJQUpKCp48KUlW9fT0xKRJkxAREYGDBw8iNjYWr776KsLCwtCpUycAQJ8+fdCsWTOMHz8e58+fx549ezB79mxMnToVjo4lw7BvvfUWbt68iffffx9Xr17F999/j82bN+Pdd99V9CUiIgJr1qzBL7/8gitXrmDKlCnIycnBq6++Kv4PxgArDyei5by9GLXqZJltuUpTxC990hej2us3S6083q4OeKl9MJoElvxB/WJ4iMH70udWpTa9Fx3Cl3vKlpWQr/8HQLG8j3J164W7r6DR7N34yoLr1LmUk7D8KKcAww0snXA97TEW7r6K2dvKX7DaFK4ZsbiurgKVFjdPSCk/8byNCBcHyh+e+sorLMbXexKQopRj4+5oBz81kyb0kZyVh2HfHzd4dqe2ER5l+UXFiLyUonF7qJZ8KGM8r2V0+eK9LPRZcgQ/HruleKwirkWpi4dGjjwCJasFzB7UDEGeJX/7lEe+fp/cyej9q6PPJI8tsSUXnU8svNSTuVg08Prhhx+QlZWFnj17IigoSPFv06ZNijZLlizBoEGDMGLECHTv3h2BgYH466+/FNttbW2xY8cO2NraIiwsDC+//DImTJiATz/9VNGmbt262LlzJ6KiohAaGopFixbhxx9/RN++fRVtRo0ahW+++QZz5sxBq1atEBcXh8jIyDIJ9xWJIACf7biMET+cwBdPr4K05S01DnCH69OrW+Vim6bmaG/422pASCC6NfTFECOLTeYUFKtdEqe+X9m8su6NnlWTXnX4JgqKZPj+UKJRxzfGvBfKztJUdvr2I9xO169QrIPIicjyOy139OynPhKfzobVJ1gf0qq6SeppmZO6wbLjs3rpNYNQmfJt13NJmToVUi3t4eMClVnS2py6+WyyTL/m+uVBmYumBHR1qwpcuq9bIV4x/Hbq2YzHUU8nEhl6bSoIgqL0Smnv9WmEGl7OeKd3QzQONE/5DDtbG51z0uRB/sy+2os6V1YWndWoy3C8k5MTVqxYgRUrVmhsU7t2bezatUvrfnr27Ilz585pbTNt2jRMmzat3D5VFImCk8oVnD4WDGuBD/6MN3GPSrjosU5babWrueJ/kzoCAP6OMy4HQ5vzdzNFXcfNtMr+3pT3q6Q80ieG5/QsYZBXWKxYS1FX5+9mai2sq46+SynJLdyte70qU/N1c1RZ1uXo9Qfl3qpRVsfXFcvHtlbMritN18KeuubwKc92Xj62NT7dcVmlbEtFmt1ZujQIANxOz0WCHnmv3+xNwOtGTpzQ5Py/WYrJBMbeIv/x6C3FBWXp98/4sDoYH1YHgPpg1FRaVPdEqjQNvjouNF+7mukmYFUkFSK5ngzz30LN9+cBYFHUNUxefwaZaka3dH3jG6JnYz982L9JubfMLEF5oWtrWtexvMKojna26NtcvNHbAA8nldy2NuXkuW2Lu4+9TwMv5Wr4pYXWVN1P6TydNGm+1gu6V7vU0doPoKR6e+mZchmlbu+MaGO6RHd9pRlQHHhQy+pw1jDSV8PLGa90rqPymLZyDrrWpgsN9lK7HmZ9PzdseL2jTvuwlBRp+X8b/J+O3uQVyvDaz6bLx1NePcCUlG/7q8sdE8Oil0Lx7ehW2PqfzopZugAq8UWwYRh4VWK5KD+wibqcqnPleFNxtLPFWz3q443u2q8Cq7mKPxW6rZr8Hl0XidVVaLAX7Gwk8HVzQB1fVxTpMTphTv1bBGnc5udu3tdCufp3Rk4BUqV56LNUfR0o5QT60j4e1Azbp3VBoIZyEXsvp+JDLSO5DQM0F4NVzmFae+y26kYTVdU2pACsuUkkEsx7oTn8ld4DzzfTHKSbon5WlwbiLhatyTsbz2H7+fs6zYgsLeL5Roqvy6ulpc8I5XtbzuvfmUrCy8UBQ1rVQLCPC+xsbbBnRncsGRWKD/o3sXTXRMXAqwowpl6NufRq4g9vHW855OYXG3SVr45EIimTd9KihmmTfZ9r7I+4uX1w4sPe8HS2x6Sudct/kgh6aajltXB4CLqa+YPQTunqdvmBGzh1KwOZudqvusObBsDORoIOdXwUo6e2NhK0rOmlmMWq7gNz0xnDZoMGejopRoUe5Wq/3VLLxwW1DFgo+MeJ7VRmuDUJdEeQpxO6NvDTe19kvOM30jH993PYWarOny5r2jra2WLOoGZqt5UuVJyqRzFSfUqhBHg4lVnj0FSzHsXQONAdw1rXNPnFb0XHwIssQl2Suya/xTxLMNV1ZpWuhrSqbnCyqjZujnaKhHZTB3Zy7dSsq2iIrg18y61obyxne1s0eZq0+zi/CNN/155vCQCjO9TC5U/7YdObncqUP5HfTvzwrwsm7ae6IHnzmbvIzlMdhZvWqwF2TO+q9+iPRCKBq1IOZOSM7oie1RstalTcOoBVka61DUtP1GgS6I6G/m54rUtdnScW/HziNqb/fg5p2fqXt3BztMPxWb1w9P3n8HKnktnq2flF5RZeNeSigUyHgVcV1dDfPDNXdKXPzLKsJ89GH3QJ2JSr6xujzoc7tS4maw2ea+ync37Fzvhkg2bEySkv76Qp36g0BzsbtTXn5Em36pKjAd1GLHRxNyMX7/9RNrizkZTcola3qLiyX0RYT7CiM2c+qSk19HeDg5qcNF15udgjckZ3REX0QAN/N6wc31bn524/fx97LxlWLNXDyR7BPi54T6nav6BmAo5cnWou+KScmdPq/PF0iSkyHgOvKqpWNRfEz+tjseOP7VgLwd66feDLK16/0rmOToVfLZE7po3yqIgpyjrcfmi6Eg3rXu2g12jXmDVl68RZwjQ161WObm+agFuZtnwzXSjXs5J/qOu7nJE80V9blXF93HyYg1GrS9adFGO1AWOXShKL2CVXSisy8rXQ9fd4VPtaqGZAMCzPU3OvYrcFzYGBlxUqPcStqQK6u5M9PtaQo2BuQZ7O6NM8EF+/aJrFkZX/5DjZ2+BNLYn9yleDhhaT1EdNb2dEPN8II9vWxGgTFK+Nvplugl7prnP9ZwuT30nPReydDLyz8Rx6fn0QR66VrLHYzITVyK3FtdRsxZqInw9robhomDu4Gd7qUV+xCHl5Zj/9HR0SqttsQk2eFJYUo5y4NkaRG1febFhAv4A28eFjTF5/puSbpwcpHTD6mnkiR2V17MZDZOcVlrmtbQrFsmeLohvr9QqSs1qZMfCqpIqKZRoHk8tbPqcikVe7N1az6h7o2dgPLWt64vlmgVpHB4a1flYKQIzASyKRYHrvhvh6ZCiCTZhbYaoq/+Vp4O+OC0qjo9/suYa/4+7jdnquoiRHaLDueWx/x91XBAFi6ts8QK8cwbsZuWpXgtBkcKhq0d+7Gc9GJns0epY8X9/PDR/2b6LymDY1n44Me4qwxJWx/oz9F/JfqVsainV2M9FEjvwiGfZd0T6bsGGA+pQKJ3sbtUuGdWto/tmWymkWnkrlbfZdScPqIzfNfvzyaMtbdLSzMWi0jFQx8KqENhf5oumcSFwU1Oc7mXIxXXMoPQvHFBztbPHzqx2wfVrXcisvd25QTev2yuJlLeusmZqHkz1ealfyvlI34lbds+xtY+VZi7bmXiBRjWZBHpg/tAXWvtIOt78YiFXj2+n1/EPXHui1woObhkWwQ4O9UNPbepKZ29b2VpmQopxTqXwho+6ipqa3s0kncrz1a6zW7eM71caRmc8pgle56p7O2Da1S5n2K8a1MXgtSV2Xt+ndxB9v9aiPac81QMx/e+PPKc/WA1ZXlqL04uL5RTJsPXev3ON8FVl2yTRduDraIayedfyNrKgYeFVCe2VeGuvCfDkiBJ0q6C/NK53rYPbAptj0ZuVZeFydnfHJZrkdoIt2tb3R0N8N26Z2wQuhxi2rpC83R80jLsPalL0Nprz48gg12zXRd8aVPMG+eQ1PNPB/VqfLzckO4zvVRq8mhhWOXWnkslHmKoSpzMmI5bm0UX7tSpc3CPZxwbEPepnsWHYmCsTs7dTvp1Y1F50XAneytzU46BgQorlOnjJXRzt82L8J3uvbGI52tipFgeW3ptXd3lU3SUHTiB6gXwmL0no2ZnkTc2LgRaKp6e2M17vVUyyBUZl4u1SMZU5+ea0DoiJ6oFWwFwCgy9PRO11KSzjZ2RpVOkPTiE6wj7PaSQ9fj2yJt3rUx6Y3Omn9gFDWLMhDrxlXdzOe4OTTtQE9nOwQ+U43nZ+rTX6RzOiVDf5vc0khTHPV0ftuTGt4mel9WcPLGd+NaY1Z/ZtgbEfzjKyO71QbNb2d8UqXsjlD+r5PmwV56LVUmTkS6dUFXvKAr5GW97+drQ3GdVTN/VReYUOu9GoJXi72Wm9Xi5WKYGopWXm4p0PuYWVWeZKBqNLT9cNXrlWwF+LULHRtjBAtNbVOKi3uq6xnYz+81rVOmeH9AA9HBHnqN0PNEF0aVMPxG+oT6n+c0B5xdzN1yrFysLNB1LvdEb64pGK8purvmkzoXAffHdC9vEaTQA982F+3IHvBsBBkPinA+E61DZ411aKGp0oAaExRRl3WkS2Ph7M9MnIK0FXPvKHSyxVpOg9zj3jK969u7T4PpVEwP3fDfgfmD22h+Fq5rttrXerqvd7rcD1GVAHgM6VjG6Nz/Wpo4O8Ge1sbtctibZvaGadvP0J4U+2jrqXTI2xtJHivTyN8s/cagJKLG/tSwWKAgT/3ikp+F6GizJw2JwZeVkZbfSwxpo5ro2sysdyfUzrj+cWHcVNDkq6+2tfxRqCnE2QyAaHBXrh4Lws9GvmVW9NsVLvgMsGAva0ER95/zuQFXdXRVvPK2cEWYfV1vzXSwN8dh2f2xL4raejRSL+AwJz1mMZ2NG62Z4e6PqjvV3KbcemoVjh1Kx0TS60/aKzWtbwMqg82XMe1DeXm73y2IPfC4SHlrnNpCe5O9tgzozuSMnLRuX41fLf/epk29f01L8+kiUQCzBmsfaa1hwGThxoFuKsURVU3UmjIUkh1fF2xL6KHxu0N/N3RwMCaifZG1BSrjJztbS0y6cYSGHhZkfCmAeit5crqvwOaitgboGdjfyzdV/YPsq5sbSTwdXM0WeAlHw2xsZFg2386I79IpghUl4wKxbubdF8jzdPZwWxBV2c9AilD1K7mWmGWMTJUPV/ViSXKH5pDW9fAUD2DHVNLfPjYoOc9zi/CP+fvAygpdDmmg/HlR3SlvCyXusWtS2sc6I7Gge4a608tfilU52O7O9khO68IjXQIUuRB38bTSVinY4Haz4e1QI9GfridnoOQp7mAd9JV/658OsQ0o2BkmC1vheHdTXG4nmbY705lUrVCaiv334FNFTkFf0/tgtkDm6okaZp7IeTS5HlIFZFEIlEZHezfIsjiBRTlanq7IMCj8kzZLiwSfy1QLxcHvW8vGUPfmW7Dvz+h9hadPtZM0G8Wpin1VaoFaEju++RudfUa6fnfpI6Y3rshvhvTWqf2jQPd8Xw5t++UuTvZY0Tbmvi/Po3RR8NSPp5q8qoqs/yiyjV61KKGJ6IieqjcBtZ1UkRlY51nRQgN9kJosBdWH3k2M8vFRJWvTamenytq+bjgQXY+Otb1Mdl+9c3vcbK3xeGZPZGYloP2db3ReHakyfpi7VKkeSq3Q131zM8xlBi3eQFg9fi26FS/GiaujRHleADQvLqH3jmRpiKRqF6kmSuBX1mrYC/RL9SqezmjRQ0PXLwnxej2wSatsWdqufn6BVE7LyQr6qn98VYYYm5n6FVewtvVcpOJhraugZz8Ing426N5JZyIpQsGXlbuxbbBkD4pgp+7o8pUeznli1lLTIJxdbTDofd6QiYIOt3e0NVL7YNhayOBt6uDTgsyAyXV9IPU1KNSJ7+K5CJo4uPqoDKi4+PqgMUvheJG2mNMCKtjuY6ZQZcGvnDV4crbRiJBXV9XjYVDK7NZ/Ztg4e6rlu6GSdnb2mDH29pnwdqaefF4bRoGPPt7na7n6Omao7cUX4cGe0HfibVDW9WAs70tPJztMenn0yh6uoP8chbfNgU3Rzu82aO+2Y9jSQy8rJyPqwPe69tY4/ZeTfyx/fx9uDnaobWFknhtbCSwgfo/cEUyw37R3RztMLFzHRQVyzBdfhwj/4b6K80iyhahRpOcnVLx0YoyRVzdz3J4m4pduNfcJBJg9zvd0OHzfZBaqM6bvoa20m1mpLwcgr2tBHWqaV6oXtPyZJXV3MH6LyZtKqXrz/m6aR+FUl7g+0pyST2wt3s1MChJ38HORrESQ6tgL5y58wgA8F6fRnrvi8pi4GVFtM1+06SOr6vaCs4VxYzwRpjw9BZPeRXp1bGztcGw1jVw9PoDgxOV5fk9fZoZVojTEMoB1oSw2kiR5qFDXR+TLZRsCd0a+qKer6vJJktURE72tqjv76b37MfSt8bFWMpqeu+GeDe8oU5tn2vij+hZveBkZ1vmNpQuC9dXJvIq9zYSoKaPbiPgpla6aC1Qcmv9Pz3r43sNhX2d7G3x3wFN8fmuZ7NiTfHabH4zDOk5BfBysa9yMy3NhYGXFWjg74aJnesgUISaUmLr3sgP8fP6IDO30OAcjCWjWun9HPnU5gEhgajzdAadjY0Ev0/uhE2nk9BfxyrVhhrboRYW77uGASFB6NzAF9tMtL6dJTUKcMeB93pizt8XsT76jqW7o7duDf1wLinT4CVltPF2dUCHOj6IuV1SS668kgrGaF/HGz+83Fbv8iCabsPb2kjw44R2eF2+OHYl90rnOmhVywuBHk5G1YLTR+nwaFyHkqK1EolirXEA5Rd+ndy9Hv48+69K6Qxj2dhIRJ+YZe0YeFmB/w5siuca+1u6G2bj7mRvcFFNQ+16pxvin9b5UhZWv5pedbMM9XbvhnizR/0KM9OSgIjnG2F0+2D4uTuaZZSnQ91ngZc5Ztj98VYYTiSm44XQ6lqDLjcDJkeENwswuM5ZRWNjI0GbWuWvBGFK3Rqq/p2RL4j+8cBmWHfiFl420+oBZBkMvIjUqOvrirq+mnNZxFDRg65xHWthw6kkjLTQouzKhTTFmHkHlMyEq6za1fFBuzqaZw5HPN8Im8/cxZvd64nYKwJKUj4cbG3KFLl+rWtdvFbJa+5RWQy8yKxsJIBMKD8xlCqfz4eF4IP+TUS7HVPa693qwcfVAU72thjY0rS3fnWtoB2g57JLFdn03g0xvbduOV9keZrqdBWIMPOQjFOxL6mp0vt+XFv0bxGIr0fqXsWaKg9LBV1ASa2pN3vUx8TOdUy+nNHfcfcVX2u7q6htxrCcKWsizezbGD6uDninAgZI2tIB5K+PtdZlMgX5mp665hBOfa6B2sff7MERy4qOI15kVv1aBKJfC/WVookqmq4NfbH84LOFwB1sbfResLmo+Fk2dIe6PiYNCqc+10DjB66lff1iS3RcsB9A2YD872ldcP5uJrpYwSQRc1kxtg3OJT1Ci5rlL3gPPCvxUVqzIN2eT5bDwIuIRNWnWSD2X0nDvcwnlu5KGZ3qqU6cmPuC9tmF9rbPhsMcbEtKfQxqGYT4e1kAgFAdP0StQYCHE9ZMaId/H+WWqelWw8sZNUycH9c40B1+7o7IzS9Ca5GT4c3B2cEWnRmYVgkMvIhIVF0b+uL4h73Qb+kRk057N4e+Gtb1k/N3d8IH/Zrgelo2Xu5UUieud9MAq6vyrqvnRax1V83NESdn9YZMEFhfiioVBl5ERGpIJNDpNuGUnqZZ3kS5OK4hxZCrIlsbCWw1rHpBVFEx8CIii+hc3xdXU7LRKKDsGqJV0ch2NfEopwCBnk4WL2VC1sXV8Vkg76amKj6Ji68AEenNFGtGfjyoKcZ2DEZNb8NWJLA2/u5OmD3IfBXrqfJT/r3T9DuoEmQ9/bpZkAe+GB6CzCeFOq/PSebDwIuIdDakVXX8c/4+JoQZX0lbIpGggb/+628SVVX9WgTi8LUH8HNzRJMg9b879fzc8NWIlkjLzsOodiV5hxKJBKMNXKuWTI+BFxHp7NvRrbFoZCjsmMxMJLpGAe74c0rnctu91D5YhN6QofjXk4j0wqBLuwAPRzjZl/yM6vkxf42IVHHEi4hIiauDLXIKitHAwKDJ3cke0R/2RkZuAeoz8CKiUhh4EREpWT+pA/ZdScPgloYnIXu7Oph0qSAish4MvIiIlLSt7YO2tX0s3Q0islJM1iAiIiISCQMvIiIiIpEw8CIiIiISCQMvIiIiIpEw8CIiIiISCQMvIiIiIpEw8CIiIiISCQMvIiIiIpEw8CIiIiISCQMvIiIiIpEw8CIiIiISCQMvIiIiIpEw8CIiIiISCQMvIiIiIpEw8CIiIiISCQMvIiIiIpEw8CIiIiISCQMvIiIiIpEw8CIiIiISCQMvIiIiIpEw8CIiIiISCQMvIiIiIpEw8CIiIiISCQMvIiIiIpEw8CIiIiISCQMvIiIiIpEw8CIiIiISCQMvIiIiIpEw8CIiIiISCQMvIiIiIpEw8CIiIiISCQMvIiIiqtAES3fAhBh4ERERUYUkPI24ZhTWt2xHTIiBVykrVqxAnTp14OTkhI4dOyImJsbSXSIiIqqSmlf3AAA4QmbhnpgOAy8lmzZtQkREBObOnYuzZ88iNDQUffv2RVpamqW7RkREVOW82rWupbtgcnaW7kBFsnjxYkyePBmvvvoqAGDlypXYuXMn1q5diw8//LDc59t6+OG+4Aip4GC2PhYLEuyTeZtt/0RERBWNAOBfM322PhY5gYyB11MFBQWIjY3FrFmzFI/Z2NggPDwc0dHRZdrn5+cjPz9f8b1UKkXNKevQDwDyyzQ3q0APJ3EPSEREJKIC2KBrfqilu2ESvNX41MOHD1FcXIyAgACVxwMCApCSklKm/cKFC+Hp6an4FxwcDFlhPhxRDEfIzPrPVml+x6SuddE0yMPsPx8iIiKxBXo4oYNEaubP1WJRz4kjXgaaNWsWIiIiFN9LpVIEBwcj68MP4eHoaP4OzJtX8m/QQPMfi4iIyAJsbSTY7Jhg1mNI8/PhadYjqGLg9ZSvry9sbW2Rmpqq8nhqaioCAwPLtHd0dISjGAEWERERWQ3eanzKwcEBbdu2xf79+xWPyWQy7N+/H2FhYRbsGREREVkLjngpiYiIwMSJE9GuXTt06NABS5cuRU5OjmKWIxEREZExGHgpGTVqFB48eIA5c+YgJSUFrVq1QmRkZJmEeyIiIiJDMPAqZdq0aZg2bZqlu0FERERWiDleRERERCJh4EVEREQkEgZeRERERCJh4EVEREQkEgZeRERERCJh4EVEREQkEgZeRERERCJh4EVEREQkEgZeRERERCJh5XoTEQQBACDNzxfngFIpkJ9f8j8REZG1MvPnqvxzW/45bm4SQawjWbmbN2+ifv36lu4GERERGSAxMRH16tUz+3E44mUiPj4+AICkpCR4enpauDfikUqlCA4Oxt27d+Hh4WHp7oiG583zrgp43jzvqiArKwu1atVSfI6bGwMvE7GxKUmX8/T0rFJvWDkPDw+edxXC865aeN5VS1U9b/nnuNmPI8pRiIiIiIiBFxEREZFYGHiZiKOjI+bOnQtHR0dLd0VUPG+ed1XA8+Z5VwU8b3HOm7MaiYiIiETCES8iIiIikTDwIiIiIhIJAy8iIiIikTDwIiIiIhIJAy8lCxcuRPv27eHu7g5/f38MHToUCQkJZdpFR0ejV69ecHV1hYeHB7p3744nT54otmdkZGDcuHHw8PCAl5cXJk2ahMePH6vs48KFC+jWrRucnJwQHByMr776yuznp0l553379m1IJBK1/7Zs2aJol5SUhIEDB8LFxQX+/v6YOXMmioqKVI516NAhtGnTBo6OjmjQoAF+/vlnsU6zDF1e75SUFIwfPx6BgYFwdXVFmzZt8Oeff6q0sbbXGyhZOmPYsGHw8/ODh4cHXnrpJaSmpqq0qWzn/cMPP6Bly5aK4pBhYWHYvXu3YnteXh6mTp2KatWqwc3NDSNGjChzzpXtPQ6Uf96rV69Gz5494eHhAYlEgszMzDL7qGyvNaD9vDMyMvD222+jcePGcHZ2Rq1atTB9+nRkZWWp7MMaX+8333wT9evXh7OzM/z8/DBkyBBcvXpVZR/WeN5ygiCgf//+kEgk2LZtm8o20c5bIIW+ffsK69atEy5evCjExcUJAwYMEGrVqiU8fvxY0ebEiROCh4eHsHDhQuHixYvC1atXhU2bNgl5eXmKNv369RNCQ0OFkydPCkePHhUaNGggjBkzRrE9KytLCAgIEMaNGydcvHhR+P333wVnZ2dh1apVop6vXHnnXVRUJCQnJ6v8++STTwQ3NzchOztb0aZFixZCeHi4cO7cOWHXrl2Cr6+vMGvWLMVxbt68Kbi4uAgRERHC5cuXhWXLlgm2trZCZGRkhTxvQRCE559/Xmjfvr1w6tQpITExUZg/f75gY2MjnD17VtHG2l7vx48fC/Xq1ROGDRsmXLhwQbhw4YIwZMgQoX379kJxcbFiP5XtvLdv3y7s3LlTuHbtmpCQkCB89NFHgr29vXDx4kVBEAThrbfeEoKDg4X9+/cLZ86cETp16iR07txZ8fzK+B4XhPLPe8mSJcLChQuFhQsXCgCER48eldlHZXutBUH7ecfHxwvDhw8Xtm/fLty4cUPYv3+/0LBhQ2HEiBGK51vr671q1Srh8OHDwq1bt4TY2Fhh8ODBQnBwsFBUVCQIgvWet9zixYuF/v37CwCErVu3Kh4X87wZeGmRlpYmABAOHz6seKxjx47C7NmzNT7n8uXLAgDh9OnTisd2794tSCQS4d69e4IgCML3338veHt7C/n5+Yo2H3zwgdC4cWMznIX+1J13aa1atRJee+01xfe7du0SbGxshJSUFMVjP/zwg+Dh4aE4z/fff19o3ry5yn5GjRol9O3b18RnYBh15+3q6iqsX79epZ2Pj4+wZs0aQRCs8/Xes2ePYGNjI2RlZSnaZGZmChKJRIiKihIEwTrOWxAEwdvbW/jxxx+FzMxMwd7eXtiyZYti25UrVwQAQnR0tCAI1vEel5Oft7KDBw+qDbys5bUWBPXnLbd582bBwcFBKCwsFATB+l9vufPnzwsAhBs3bgiCYN3nfe7cOaFGjRpCcnJymcBLzPPmrUYt5MPO8oUz09LScOrUKfj7+6Nz584ICAhAjx49cOzYMcVzoqOj4eXlhXbt2ikeCw8Ph42NDU6dOqVo0717dzg4OCja9O3bFwkJCXj06JEYp6ZV6fMuLTY2FnFxcZg0aZLisejoaISEhCAgIEDxWN++fSGVSnHp0iVFm/DwcJV99e3bF9HR0aY+BYOoO+/OnTtj06ZNyMjIgEwmw8aNG5GXl4eePXsCsM7XOz8/HxKJRKWYoJOTE2xsbBTv9cp+3sXFxdi4cSNycnIQFhaG2NhYFBYWqrw/mzRpglq1ainen9bwHi993rqo7K81oNt5Z2VlwcPDA3Z2JUsYV4XXOycnB+vWrUPdunURHBwMwHrPOzc3F2PHjsWKFSsQGBhY5jlinjcDLw1kMhlmzJiBLl26oEWLFgCAmzdvAgDmzZuHyZMnIzIyEm3atEHv3r1x/fp1ACU5Qf7+/ir7srOzg4+PD1JSUhRtlF9cAIrv5W0sRd15l/bTTz+hadOm6Ny5s+IxXc5JUxupVKqSI2cJms578+bNKCwsRLVq1eDo6Ig333wTW7duRYMGDQBY5+vdqVMnuLq64oMPPkBubi5ycnLw3nvvobi4GMnJyQAq73nHx8fDzc0Njo6OeOutt7B161Y0a9YMKSkpcHBwgJeXl0r7gIAAvc6nor7HNZ23Lirraw3oft4PHz7E/Pnz8cYbbyges+bX+/vvv4ebmxvc3Nywe/duREVFKYJmaz3vd999F507d8aQIUPUPlfM82bgpcHUqVNx8eJFbNy4UfGYTCYDUJKc+Oqrr6J169ZYsmQJGjdujLVr11qqqyal7ryVPXnyBL/99pvKaJc10HTeH3/8MTIzM7Fv3z6cOXMGEREReOmllxAfH2+hnpqWuvP28/PDli1b8M8//8DNzQ2enp7IzMxEmzZtYGNTuf9kNG7cGHFxcTh16hSmTJmCiRMn4vLly5bultnxvDWft1QqxcCBA9GsWTPMmzfPMh01sfLOe9y4cTh37hwOHz6MRo0a4aWXXkJeXp4Fe2wams57+/btOHDgAJYuXWrpLgIA7CzdgYpo2rRp2LFjB44cOYKaNWsqHg8KCgKAMldMTZs2RVJSEgAgMDAQaWlpKtuLioqQkZGhGN4MDAwsM1tK/r26IVCxaDpvZX/88Qdyc3MxYcIElccDAwMRExOj8ljpc9J03h4eHnB2djbVaehN03knJiZi+fLluHjxIpo3bw4ACA0NxdGjR7FixQqsXLnSal/vPn36IDExEQ8fPoSdnR28vLwQGBiIevXqAai873MHBwfFaGXbtm1x+vRpfPvttxg1ahQKCgqQmZmpMuqVmpqqcj6V9T2u6bxXrVpV7nMr62sNlH/e2dnZ6NevH9zd3bF161bY29srnmvNr7enpyc8PT3RsGFDdOrUCd7e3ti6dSvGjBljleft7OyMxMTEMiPaI0aMQLdu3XDo0CFRz7tyX76amCAImDZtGrZu3YoDBw6gbt26Ktvr1KmD6tWrl5l6f+3aNdSuXRsAEBYWhszMTMTGxiq2HzhwADKZDB07dlS0OXLkCAoLCxVtoqKi0LhxY3h7e5vr9DQq77yV/fTTT3jhhRfg5+en8nhYWBji4+NV/kBHRUXBw8NDEaiGhYVh//79Ks+LiorSOdfE1Mo779zcXAAoM8pja2urGP209tfb19cXXl5eOHDgANLS0vDCCy8AqJznrY5MJkN+fj7atm0Le3t7lfdnQkICkpKSFO/Pyvge10R+3rqwltcaUD1vqVSKPn36wMHBAdu3b4eTk5NK26ryegslk+wU263xvD/88ENcuHABcXFxin8AsGTJEqxbtw6AyOetVyq+lZsyZYrg6ekpHDp0SKV0Qm5urqLNkiVLBA8PD2HLli3C9evXhdmzZwtOTk6KGSGCUDL1unXr1sKpU6eEY8eOCQ0bNlSZep2ZmSkEBAQI48ePFy5evChs3LhRcHFxsdjUa13OWxAE4fr164JEIhF2795dZh/yqbh9+vQR4uLihMjISMHPz0/tVNyZM2cKV65cEVasWGHRKcjlnXdBQYHQoEEDoVu3bsKpU6eEGzduCN98840gkUiEnTt3KvZjja/32rVrhejoaOHGjRvC//73P8HHx0eIiIhQ2U9lO+8PP/xQMY3+woULwocffihIJBJh7969giCUlJOoVauWcODAAeHMmTNCWFiYEBYWpnh+ZXyPC0L5552cnCycO3dOWLNmjQBAOHLkiHDu3DkhPT1dsY/K9loLgvbzzsrKEjp27CiEhIQIN27cUPk9KF1WwZpe78TERGHBggXCmTNnhDt37gjHjx8XBg8eLPj4+AipqamCIFjneasDDeUkxDhvBl5KAKj9t27dOpV2CxcuFGrWrCm4uLgIYWFhwtGjR1W2p6enC2PGjBHc3NwEDw8P4dVXX1XUu5I7f/680LVrV8HR0VGoUaOG8MUXX5j79DTS9bxnzZolBAcHq9RyUnb79m2hf//+grOzs+Dr6yv83//9n2JqttzBgweFVq1aCQ4ODkK9evXKHENMupz3tWvXhOHDhwv+/v6Ci4uL0LJlyzLlJazx9f7ggw+EgIAAwd7eXmjYsKGwaNEiQSaTqeynsp33a6+9JtSuXVtwcHAQ/Pz8hN69e6v8UX7y5Inwn//8R/D29hZcXFyEYcOGCcnJySr7qGzvcUEo/7znzp1b7vuhsr3WgqD9vOWlM9T9u3XrlmIf1vZ637t3T+jfv7/g7+8v2NvbCzVr1hTGjh0rXL16VWUf1nbe6pQOvARBvPOWPO0AEREREZkZc7yIiIiIRMLAi4iIiEgkDLyIiIiIRMLAi4iIiEgkDLyIiIiIRMLAi4iIiEgkDLyIiIiIRMLAi4iIqAr7/PPP0blzZ7i4uJRZz1CTefPmoUmTJnB1dYW3tzfCw8Nx6tQplTYvvPACatWqBScnJwQFBWH8+PG4f/++YnteXh5eeeUVhISEwM7ODkOHDi1znOTkZIwdOxaNGjWCjY0NZsyYYdA5Xrt2DUOGDIGvry88PDzQtWtXHDx40KB9GYuBFxFZrVdeeUXtH3OxjB8/HgsWLNCp7ejRo7Fo0SIz94iqqp49e+Lnn39Wu62goAAjR47ElClTdN5fo0aNsHz5csTHx+PYsWOoU6cO+vTpgwcPHijaPPfcc9i8eTMSEhLw559/IjExES+++KJie3FxMZydnTF9+nSEh4erPU5+fj78/Pwwe/ZshIaG6ty/0gYNGoSioiIcOHAAsbGxCA0NxaBBg5CSkmLwPg2md617IqIKABqWfJH/mzt3rpCZmSk8evTIIv2Li4sTfHx8yiyto0l8fLzg7e0tZGZmmrlnVBX16NGj3OVt1q1bJ3h6ehq0/6ysLAGAsG/fPo1t/v77b0EikQgFBQVltk2cOFEYMmSI1mP06NFDeOedd9RuW7NmjdCkSRPB0dFRaNy4sbBixQrFtgcPHijWIZWTSqUCACEqKkr7iZmBnfihHhGR8ZKTkxVfb9q0CXPmzEFCQoLiMTc3N7i5uVmiawCAZcuWYeTIkTr3oUWLFqhfvz5+/fVXTJ061cy9IzKdgoICrF69Gp6enhpHpTIyMrBhwwZ07twZ9vb2Jj3+hg0bMGfOHCxfvhytW7fGuXPnMHnyZLi6umLixImoVq0aGjdujPXr16NNmzZwdHTEqlWr4O/vj7Zt25q0L7rgrUYiqpQCAwMV/zw9PSGRSFQec3NzK3OrsWfPnnj77bcxY8YMeHt7IyAgAGvWrEFOTg5effVVuLu7o0GDBti9e7fKsS5evIj+/fvDzc0NAQEBGD9+PB4+fKixb8XFxfjjjz8wePBglce///57NGzYEE5OTggICFC57QIAgwcPxsaNG43/4RCJYMeOHXBzc4OTkxOWLFmCqKgo+Pr6qrT54IMP4OrqimrVqiEpKQl///23yfsxd+5cLFq0CMOHD0fdunUxfPhwvPvuu1i1ahUAQCKRYN++fTh37hzc3d3h5OSExYsXIzIyEt7e3ibvT3kYeBFRlfLLL7/A19cXMTExePvttzFlyhSMHDkSnTt3xtmzZ9GnTx+MHz8eubm5AIDMzEz06tULrVu3xpkzZxAZGYnU1FS89NJLGo9x4cIFZGVloV27dorHzpw5g+nTp+PTTz9FQkICIiMj0b17d5XndejQATExMcjPzzfPyVOVsWDBAsWor5ubG44ePYq33npL5bGkpCSjjvHcc88hLi4OJ06cQL9+/fDSSy8hLS1Npc3MmTNx7tw57N27F7a2tpgwYQIEQTDquMpycnKQmJiISZMmqZzbZ599hsTERACAIAiYOnUq/P39cfToUcTExGDo0KEYPHiwysi5aES/uUlEZGKaclNK54306NFD6Nq1q+L7oqIiwdXVVRg/frziseTkZAGAEB0dLQiCIMyfP1/o06ePyn7v3r0rABASEhLU9mfr1q2Cra2tIJPJFI/9+eefgoeHhyCVSjWex/nz5wUAwu3bt7WeL1F50tPThevXryv+dejQQfjyyy9VHissLFR5jjE5XoIgCA0aNBAWLFigcbv89+bEiRNlthma45WSkiIAEH799VeVc7t+/bpw8+ZNQRAEYd++fYKNjY2QlZVVpr8LFy7U7eRMiDleRFSltGzZUvG1ra0tqlWrhpCQEMVjAQEBAKC4cj9//jwOHjyoNlcrMTERjRo1KvP4kydP4OjoCIlEonjs+eefR+3atVGvXj3069cP/fr1w7Bhw+Di4qJo4+zsDACK0TYiQ/n4+MDHx0fxvbOzM/z9/dGgQQOzHVMmk2kdrZXJZABg0hHdgIAAVK9eHTdv3sS4cePUtpH/PtnYqN7ks7GxUfRJTAy8iKhKKZ3YK5FIVB6TB0vyP8iPHz/G4MGD8eWXX5bZV1BQkNpj+Pr6Ijc3FwUFBXBwcAAAuLu74+zZszh06BD27t2LOXPmYN68eTh9+rSidlJGRgYAwM/Pz7iTJNJDUlISMjIykJSUhOLiYsTFxQEAGjRooLjgaNKkCRYuXIhhw4YhJycHn3/+OV544QUEBQXh4cOHWLFiBe7du4eRI0cCAE6dOoXTp0+ja9eu8Pb2RmJiIj7++GPUr18fYWFhimNfvnwZBQUFyMjIQHZ2tuLYrVq1UrSRP/b48WM8ePAAcXFxcHBwQLNmzQAAn3zyCaZPnw5PT0/069cP+fn5OHPmDB49eoSIiAiEhYXB29sbEydOxJw5c+Ds7Iw1a9bg1q1bGDhwoHl/uGow8CIi0qJNmzb4888/UadOHdjZ6fYnU/6hcfnyZZUPEDs7O4SHhyM8PBxz586Fl5cXDhw4gOHDhwMoSeKvWbNmmQRlInOaM2cOfvnlF8X3rVu3BgAcPHgQPXv2BAAkJCQgKysLQMlI8dWrV/HLL7/g4cOHqFatGtq3b4+jR4+iefPmAAAXFxf89ddfmDt3LnJychAUFIR+/fph9uzZcHR0VBxrwIABuHPnTpljC0p5YPLHACA2Nha//fYbateujdu3bwMAXn/9dbi4uODrr7/GzJkz4erqipCQEEWxVV9fX0RGRuK///0vevXqhcLCQjRv3hx///23UbXBDMXAi4hIi6lTp2LNmjUYM2YM3n//ffj4+ODGjRvYuHEjfvzxR9ja2pZ5jp+fH9q0aYNjx44pAq8dO3bg5s2b6N69O7y9vbFr1y7IZDI0btxY8byjR4+iT58+Yp0aVSGHDh3SuO3nn3/WWFxVTjkQcnJywl9//aW1fUhICA4cOFBuv+TBk67H1mTs2LEYO3asxu3t2rXDnj17yt2PGDirkYhIi+rVq+P48eMoLi5Gnz59FFfSXl5eZXJGlL3++uvYsGGD4nsvLy/89ddf6NWrF5o2bYqVK1fi999/V4wQ5OXlYdu2bZg8ebLZz4mILEci6BJKEhGRXp48eYLGjRtj06ZNKjktmvzwww/YunUr9u7dK0LviMhSOOJFRGQGzs7OWL9+vdZCq8rs7e2xbNkyM/eKiCyNI15EREREIuGIFxEREZFIGHgRERERiYSBFxEREZFIGHgRERERiYSBFxEREZFIGHgRERERiYSBFxEREZFIGHgRERERiYSBFxEREZFI/h/NP6qytwNV+QAAAABJRU5ErkJggg==", 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", 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" ] @@ -291,9 +304,9 @@ ], "source": [ "# max_length is the longest bad time interval in seconds we want to fill with simulated data.\n", - "# The buffer size is the region (in seconds) around the bad time interval that we use to\n", - "# extract the distribution of the data to simulate\n", - "ev_filled = events.fill_bad_time_intervals(max_length=1, buffer_size=4)\n", + "# The buffer size is the region (in time array size, not seconds!) around the bad time interval that we use to\n", + "# extract the distribution of the data to simulate. This can take a while\n", + "ev_filled = events.fill_bad_time_intervals(max_length=1)\n", "lc_filled = ev_filled.to_lc(dt=1)\n", "lc_filled.plot(axis_limits=[1.331126e8, 1.331134e8, None, None])" ] @@ -314,17 +327,7 @@ "outputs": [ { "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -335,7 +338,9 @@ ], "source": [ "ax = lc_raw.plot(axis_limits=[1.331126e8, 1.331134e8, None, None])\n", - "ax.plot(lc_filled.time, lc_filled.counts, color=\"navy\", drawstyle=\"steps-mid\", zorder=20)" + "ax.plot(lc_filled.time, lc_filled.counts, color=\"green\", drawstyle=\"steps-mid\", zorder=20)\n", + "for gti in get_btis(lc_filled.gti):\n", + " ax.axvspan(gti[0], gti[1], color=\"blue\", alpha=0.5, zorder=20)" ] }, { @@ -454,7 +459,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 12, @@ -463,7 +468,7 @@ }, { "data": { - "image/png": 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", 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" ] @@ -559,14 +564,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "14it [00:00, 24.41it/s]\n" + "29it [00:01, 21.75it/s]\n" ] } ], "source": [ "# Calculate the periodogram in fractional rms normalization.\n", "# Length in seconds of each light curve segment\n", - "segment_size = 256\n", + "segment_size = 128\n", "# Sampling time of the light curve: 1ms, this will give a Nyquist\n", "# frequency of 0.5 / dt = 500 Hz.\n", "dt = 0.001\n", @@ -594,7 +599,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -666,7 +671,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "14it [00:00, 34.28it/s]\n" + "29it [00:00, 33.57it/s]\n" ] } ], @@ -679,7 +684,7 @@ "cs = AveragedCrossspectrum.from_events(\n", " events_sub, events_ref, segment_size=segment_size, dt=dt, norm=norm\n", ")\n", - "cs_reb = cs.rebin_log(0.02)" + "cs_reb = cs.rebin_log(0.04)" ] }, { @@ -690,7 +695,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -701,9 +706,47 @@ ], "source": [ "plt.figure()\n", - "plt.plot(cs.freq, cs.power * cs.freq, drawstyle=\"steps-mid\", color=\"grey\", alpha=0.5)\n", - "plt.plot(cs_reb.freq, cs_reb.power * cs_reb.freq, drawstyle=\"steps-mid\", color=\"k\")\n", - "plt.loglog()\n", + "plt.plot(cs.freq, cs.power.real * cs.freq, drawstyle=\"steps-mid\", color=\"grey\", alpha=0.5)\n", + "plt.plot(cs_reb.freq, cs_reb.power.real * cs_reb.freq, drawstyle=\"steps-mid\", color=\"k\")\n", + "plt.axhline(0, ls=\"--\", color=\"k\")\n", + "plt.semilogx()\n", + "plt.ylim(-0.01, 0.03)\n", + "plt.xlabel(\"Frequency (Hz)\")\n", + "plt.ylabel(r\"$\\mathrm{(rms / mean)^2}$\");" + ] + }, + { + "cell_type": "markdown", + "id": "eb9cd5db-4838-496c-bdf7-8e7f26df9c0a", + "metadata": {}, + "source": [ + "The imaginary part, instead, has this shape:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "22b871d4-c4a4-4dd2-ac14-ca6f1abb216b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.plot(cs.freq, cs.power.imag * cs.freq, drawstyle=\"steps-mid\", color=\"grey\", alpha=0.5)\n", + "plt.plot(cs_reb.freq, cs_reb.power.imag * cs_reb.freq, drawstyle=\"steps-mid\", color=\"k\")\n", + "plt.semilogx()\n", + "plt.ylim(-0.005, 0.005)\n", + "plt.axhline(0, ls=\"--\", color=\"k\")\n", "plt.xlabel(\"Frequency (Hz)\")\n", "plt.ylabel(r\"$\\mathrm{(rms / mean)^2}$\");" ] @@ -721,7 +764,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "id": "d3470baa", "metadata": {}, "outputs": [ @@ -729,7 +772,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "14it [00:00, 28.75it/s]\n" + "29it [00:01, 24.15it/s]\n" ] } ], @@ -763,23 +806,23 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "id": "fd07a563", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(0.0, 1042.102641366527)" + "(0.0, 567.7498708886978)" ] }, - "execution_count": 18, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -791,8 +834,8 @@ "source": [ "fit_model = (\n", " models.Lorentz1D(x_0=0.02, fwhm=0.15, amplitude=10000)\n", - " + models.Lorentz1D(x_0=0.2, fwhm=3, amplitude=300)\n", - " + models.Lorentz1D(x_0=15, fwhm=30, amplitude=10)\n", + " + models.Lorentz1D(x_0=0.1, fwhm=0.1, amplitude=100)\n", + " + models.Lorentz1D(x_0=0.2, fwhm=3, amplitude=200)\n", ")\n", "\n", "plt.figure()\n", @@ -825,7 +868,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "id": "2003fbfb", "metadata": {}, "outputs": [ @@ -833,9 +876,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "[ 1.94796052e+00 1.00085414e+04 1.65798045e-02 1.98807131e-01\n", - " 3.00810652e+02 -5.92867228e-01 4.70262505e+00 8.40235653e+00\n", - " 1.54668594e+01 2.51297268e+01]\n" + "[ 1.95279735e+00 9.98047693e+03 -5.64608789e-03 1.70692569e-01\n", + " 1.00460053e+02 3.02047673e-02 1.06272491e-01 1.97575120e+02\n", + " 8.08914059e-01 3.09187477e+00]\n" ] } ], @@ -858,13 +901,13 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "id": "502706d3", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -936,7 +979,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "id": "ab95c32f", "metadata": {}, "outputs": [], @@ -947,7 +990,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "id": "4d47264a-964d-4c32-9ccc-533e449e2d12", "metadata": {}, "outputs": [ @@ -955,7 +998,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "14it [00:00, 31.60it/s]\n" + "8it [00:00, 13.57it/s]\n" ] } ], @@ -977,7 +1020,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "id": "a72489d0", "metadata": {}, "outputs": [], @@ -995,7 +1038,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "id": "7a8ea778", "metadata": {}, "outputs": [], @@ -1017,7 +1060,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "id": "55574e17", "metadata": {}, "outputs": [], @@ -1035,7 +1078,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "id": "ac7125ff-709c-4367-8f76-e1c26d96ce7a", "metadata": {}, "outputs": [ @@ -1059,7 +1102,7 @@ " 370: [0, 0.15]}}" ] }, - "execution_count": 26, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1079,23 +1122,23 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "id": "1867b978", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 27, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -1120,23 +1163,23 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "id": "8c229dd5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 28, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -1208,16 +1251,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "2729it [00:00, 6000.14it/s]\n" + "29it [00:00, 33.79it/s]\n" ] } ], "source": [ "# Use shorter segments, rebin a little more heavily\n", - "cs = AveragedCrossspectrum.from_events(events_sub, events_ref, segment_size=2, dt=0.005, norm=norm)\n", - "cs_reb = cs.rebin_log(0.4)\n", - "\n", - "lag, lag_e = cs_reb.time_lag()" + "cs = AveragedCrossspectrum.from_events(events_sub, events_ref, segment_size=segment_size, dt=dt, norm=norm)\n", + "cs_reb = cs.rebin_log(0.04)\n", + "\n" ] }, { @@ -1238,7 +1280,7 @@ }, { "data": { - "image/png": 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1r+HoYG2Oy+89rXoftv0Czt/Nq7OulZkJEleNUr1/ffdFHN79BSqybsPM0QMy006AAFy/kgtBMMdIeY7qHvnC/Vfw01VFne0CQMLKENXF9e3vruHQ5Xv11o17NxiONhYAgA+PJuLf5/6ot+6ZN4fBw+Hh/9OPjyfjy+g79dY9vmAwurs8/JH5POoWNp24WW/d/855Cr097AEAO2LuYs3PSfXW/fa1AQjq4vjwzxdSsfy/1+utu316IIZ7uwAADsenY8nB3+ut+/lLfTGmlxsA4Nj1LMzZe7neuhsm9sKkQA8AQPTNPzFz56V6664c1wPTgjoCAC7czcOL/3eu3rrLnvHG34Z0AQBcSy/AuM9rL3tV440R3bDg6e4AgFt/FmPkZ9H11p01uDPeHv2wFyc9/wEGra//uvbKgA5YNb4nACCvpAIBH/5Sb93Qvu3xyeTeAIAHldXwXX6s3rqj/VyxdWqA6n1DdTW/RiTr/BpRM4Zr077jKLNxqzWGqzI3Dc4dvdXGcElxjaj4MwVFl1MwP7QjTExMMHToUByOT8e26LsPP1tZjcq8DJxadwzmzh0BAClrx6j2b+w1oqogC/fPnISJlS2ism4DePj9aWVuCplMhvRKaxz7zwn8X7obTO1carXb2GvE/528jsOX7sLMoQIyee27MJP6uKt6YKS6RlQVZME34zf07PIwaT18+hLSlG1U25XlVTie/L9jleIaIQhKFKTJUXHp0sPrvMwNw7zawsTEBIIg4GryHVwubYOYrxMhkyWr2qvZr8u9JDwz8OF59ABm2BZ9V/U9NHfporZfY68RmhKdUA0ZMuTxlXQgJycH1dXVcHFR/8K6uLggKanuL5JCoaizvkKhUG2vKWuoTtu2bdW2m5qawsHBQVXnr9asWYMVK1ZoeGRUn+I8BSpz02Da2slg7pETtXQ1Y7i2Hj2Hotw0mLZ2hMzMEkJlGaqKcmFiZQsH36ckH8MlN7eC3NRc9XTjXwmVZZCZmkFubiXp5yorHkCoqoDMzEJVdjbmLIYNftgzZmZhBaGqEsqKuhPRxrK0sobM1BxCZTlkdfxD/MGD0v89zZknzZ0hZcUDlJfXfxtNZmYJoShP0mOVyeSw7haE6sI////13hHV1Q/HBN67dw92Do6wbtcfMpm8zv2ss6ORmJiIsrIyKM1MoCwvUX0PrbsF1dpPlxq19Ex+fj6+/vpr1b3UHj16YObMmbCzs5M8wBoZGRlo164dzp49i6Cg//3r680338Tp06dx/vz5WvuYm5tj165dePHFF1VlW7duxYoVK5CVlYWzZ8/iqaeeQkZGBtzc3FR1Jk+eDJlMhn379mH16tXYtWsXkpOT1dpu27YtVqxYgdmzZ9f63Lp6qDw8PJD5Z26dFwLe8qu77qXLV7B69Yfo3t0LABAT83Dus6eeehImJiaQCUrcuHED7733Hrp5+/KWH3jLryXd8tNFXTHnffxv1/DDD4eRnJyM8rIyWFhawsvbG889NxY+Pr6SXyOUSiU+2bAe137/TfU0WFW1EgIe/l0nJibAv09ftVtvUtzy+yMlBatWroCjo6Pq+m0ql6nq5t2/j5zcPLy3/H3VrcZHNfYaUVZRhXXr1uLKlXjVrcYagiAgOSkRgQEBeOutt1ClhCTXiD9SUrB61Qo4OzvD2toa0dFnoIRMdc0tLChAbt7/jlXKa0RSYiKO/PBfJCcno6K8DK2srODj44Pnxo5D527d6233ZnIyfjj8HQ4ePIjKqir06u0PH19fPPfcWHj/ZSxhY64ROl165tKlSwgJCYGVlZVqceRPP/0UH330EY4fP46+ffuKbVIjTk5OMDExQVZWllp5VlYWXF1d69zH1dW1wfo1/83KylJLqLKysuDv76+q89dB71VVVcjLy6v3cy0sLGBhYVGrvJW5qdoJXh9N6jSm7qMXOCnrPnpBlrKuk4M9bFq1QkXZA1hbW8NE9vACZ2Yih4mJHAUFRap/oYlpt+YHT+q65qZymGv4nIeu6j560ZKyrukjF04p65rIZRp/h8XUleuorkymm7qA7s57XV0j+vTuid5+vho9Wi/VNWLyxFAoMtKRkJCA9u3bw9raGqUlJbh37x5c27bF5NDnYWNZ9zpujb1GeHXtjJ6+PoiPj4eDvV2txCYzIwN9+/aFV9fOj+2VE3MuW5qbqo73ZnKS6nhL/v/xtnV2Vj3NaS6HJNcIr66d4ePjo5qSY9iwoWrHqsis/1i1vUb07e0Hf78eoqdq6O3XA17duiA3Nxfl5eVYsGCBRjOliznvNSW6L2zBggUYO3YsUlJS8N133+G7777D3bt38eyzz2L+/PmSBvcoc3NzBAQE4MSJE6oypVKJEydOqPVYPSooKEitPgBERkaq6nfq1Amurq5qdQoLC3H+/HlVnaCgIOTn5yMuLk5V5+TJk1Aqlejfv79kx0e11YzVSEtLw187Umvm2/Hx8eFyR0R6IpfL0bFjR/j5+aFjx446n+9HH0836nOaiqY+Xn1PydHY75OlpSU2btyIL774At27d9fbpKeib/lZWVkhPj6+1sSeCQkJCAwMRGlpqaQBPmrfvn0ICwvDv/71L/Tr1w8bN27E/v37kZSUBBcXF0ybNg3t2rXDmjVrADycNmHIkCFYu3YtxowZg//85z9YvXo1Ll++jJ49Hw4yXbduHdauXYtdu3ahU6dOeO+99/D7778jISEBlpaWAIBnnnkGWVlZ2LZtGyorKzFjxgwEBgZi7969GsUtpsuQ1D06E256ejrMzc3h7++PzMxMODk5NflMuESkf4YywaaPjw/Gjx/f7CYU1eexGhqd3vKztbVFampqrYQqLS1Np0sdAMALL7yAP//8E8uXL4dCoYC/vz8iIiJUg8pTU1PVvmRPPvkk9u7di3fffRdvv/02unXrhsOHD6uSKeDhGKySkhLMmjUL+fn5GDhwICIiIlTJFADs2bMHc+fOxYgRIyCXyxEaGorNmzfr9FjpoZp/oR08eBC3bt1CUVER8vLy0Ldv3xZ5chPR/3oympKPjw+8vLz0sgRMUx+vPo/VmInuoZo3bx6+//57fPzxx3jyyScBADExMViyZAlCQ0OxceNGXcRp1NhDpb2ysjIsXbpU1D1yIiIibei0h+rjjz+GTCbDtGnTUFX18OkRMzMzzJ49G2vXrm1cxESPIZfLYW9vDwBNMlaDiIhIDNEJlbm5OTZt2oQ1a9bg9u2Hk5x16dIFrVrVnieDiIiIqCUQnVAVFBSguroaDg4O8PPzU5Xn5eXB1NSUt7SIiIioxRF932TKlCn4z3/+U6t8//79mDJliiRBERERERkT0YPSHRwcEBMTU+vpqqSkJDz11FPIzc2VNMDmgIPSiYiIjI+Y32/RPVTl5eWqweiPqqysxIMH0q5lRERERGQMRCdU/fr1w5dfflmrfNu2bQgICKhjDyIiIqLmTfSg9A8//BDBwcH47bffMGLECADAiRMncPHiRRw/flzyAImIiIgMnegeqqeeegqxsbFo37499u/fjyNHjqBr1674/fffMWjQIF3ESERERGTQRA9KJ/E4KJ2IiMj46HRQOgDcvn0b7777Ll566SVkZ2cDAH7++Wdcv369Mc0RERERGTXRCdXp06fh5+eH8+fP49ChQyguLgYA/Pbbb3j//fclD5CIiIjI0IlOqJYuXYoPP/wQkZGRMDc3V5UPHz4c586dkzQ4IiIiImMgOqG6evUqJkyYUKu8bdu2yMnJkSQoIiIiImMiOqGyt7dHZmZmrfL4+Hi0a9dOkqCIiIiIjEmj1vJ76623oFAoIJPJoFQqERMTg8WLF2PatGm6iJGIiIjIoIlOqFavXg1vb294eHiguLgYvr6+GDx4MJ588km8++67uoiRiIiIyKA1eh6qtLQ0XL16FcXFxejTpw+6desmdWzNBuehIiIiMj5ifr9FLz1Tw8PDAx4eHqiursbVq1dx//59tGnTprHNERERERkt0bf85s+fj6+//hoAUF1djSFDhqBv377w8PDAqVOnpI6PiIiIyOCJTqgOHjyI3r17AwCOHDmCO3fuICkpCQsWLMA777wjeYBEREREhk50QpWTkwNXV1cAwE8//YTJkyeje/fumDlzJq5evSp5gERERESGTnRC5eLigoSEBFRXVyMiIgJPP/00AKC0tBQmJiaSB0hERERk6EQPSp8xYwYmT54MNzc3yGQyBAcHAwDOnz8Pb29vyQMkIiIiMnSiE6oPPvgAPXv2RFpaGiZNmgQLCwsAgImJCZYuXSp5gERERESGrtHzUJHmOA8VERGR8RHz+y16DBURERERqWNCRURERKQlJlREREREWmJCRURERKSlRq3lp1QqcevWLWRnZ0OpVKptGzx4sCSBERERERkL0QnVuXPn8NJLL+GPP/7AXx8QlMlkqK6uliw4IiIiImMgOqF6/fXXERgYiB9//FE1uScRERFRSyY6obp58yYOHjyIrl276iIeIiIiIqMjelB6//79cevWLV3EQkRERGSURPdQ/eMf/8CiRYugUCjg5+cHMzMzte29evWSLDgiIiIiYyB66Rm5vHanlkwmgyAIHJReDy49Q0REZHzE/H6L7qG6e/duowMjIiIiao5EJ1QdOnTQRRxERERERkujhOqHH37AM888AzMzM/zwww8N1h07dqwkgREREREZC43GUMnlcigUCrRt27bOMVSqxjiGqk4cQ0VERGR8JB9D9ejyMn9daoaIiIiopePiyERERERaYkJFREREpCUmVERERERaYkJFREREpCUmVERERERaYkJFREREpCVJEyq5XI7hw4cjLi5OymaJiIiIDJqkCdX27dsxePBgzJkzR8pmiYiIiAyaRjOlk3Y4UzoREZHxEfP7rXEP1cSJExEREQHmX0RERETqNE6o7t+/jzFjxsDT0xPLly/HnTt3dBkXERERkdHQOKE6ceIE7ty5g/DwcHzzzTfo1q0bhg8fjr1796K8vFyXMRIREREZNFGD0jt06IAPPvgAd+7cQWRkJNzd3fHaa6/Bzc0Nc+bM4dN9RERE1CJpPSi9qKgIe/fuxdtvv42CggJUVVVJFVuzwUHpRERExkfM77epNh909+5d7Ny5Ezt37kRBQQGCg4O1aY6IiIjIKImeh6qsrAzffPMNhg8fjm7dumH37t0IDw/H3bt3ERERoYsYiYiIiAyaxj1UFy5cwPbt27Fv3z6UlZVhwoQJiIiIwIgRIyCTyXQZIxEREZFB0zihGjBgAHr37o1Vq1Zh6tSpaNOmjS7jIiIiIjIaGt/yu3TpEuLj4zF37ly9JFN5eXmYOnUqbG1tYW9vj/DwcBQXFze4T1lZGebMmQNHR0fY2NggNDQUWVlZanVSU1MxZswYtGrVCm3btsWSJUvUBtafOnUKMpms1kuhUOjkOImIiMj4aJxQ9e3bV/XnM2fO4OWXX0ZQUBDS09MBAP/+97/x66+/Sh/h/zd16lRcv34dkZGROHr0KKKjozFr1qwG91mwYAGOHDmCAwcO4PTp08jIyMDzzz+v2l5dXY0xY8agoqICZ8+exa5du7Bz504sX768VlvJycnIzMxUvdq2bSv5MRIREZGREkQ6ePCgYGVlJbz66quChYWFcPv2bUEQBOGf//yn8Mwzz4htTiMJCQkCAOHixYuqsp9//lmQyWRCenp6nfvk5+cLZmZmwoEDB1RliYmJAgAhNjZWEARB+OmnnwS5XC4oFApVnS+++EKwtbUVysvLBUEQhKioKAGAcP/+/UbHX1BQIAAQCgoKGt0GERERNS0xv9+in/L78MMPsW3bNvzf//0fzMzMVOVPPfUULl++LFWepyY2Nhb29vYIDAxUlQUHB0Mul+P8+fN17hMXF4fKykq1qRy8vb3h6emJ2NhYVbt+fn5wcXFR1QkJCUFhYSGuX7+u1p6/vz/c3Nzw9NNPIyYmpsF4y8vLUVhYqPYiIiKi5kt0QpWcnIzBgwfXKrezs0N+fr4UMdWiUChq3WIzNTWFg4NDvWOZFAoFzM3NYW9vr1bu4uKi2kehUKglUzXba7YBgJubG7Zt24ZDhw7h0KFD8PDwwNChQxtMHtesWQM7OzvVy8PDQ9TxEhERkXERnVC5urri1q1btcp//fVXdO7cWVRbS5curXPA96OvpKQksSFKysvLC3/7298QEBCAJ598Etu3b8eTTz6Jzz77rN59li1bhoKCAtUrLS2tCSMmIiKipiZ6pvTXXnsNb7zxBrZv3w6ZTIaMjAzExsZi8eLFeO+990S1tWjRIkyfPr3BOp07d4arqyuys7PVyquqqpCXlwdXV9c693N1dUVFRQXy8/PVeqmysrJU+7i6uuLChQtq+9U8BVhfuwDQr1+/BgfgW1hYwMLCosHjIiIiouZDdEK1dOlSKJVKjBgxAqWlpRg8eDAsLCywePFi/OMf/xDVlrOzM5ydnR9bLygoCPn5+YiLi0NAQAAA4OTJk1Aqlejfv3+d+wQEBMDMzAwnTpxAaGgogIe3K1NTUxEUFKRq96OPPkJ2drbqlmJkZCRsbW3h6+tbbzxXrlyBm5ubqGMlIiKi5kv04siVlZUwMzNDRUUFbt26heLiYvj6+sLGxgY5OTlwcnLSSaDPPPMMsrKysG3bNlRWVmLGjBkIDAzE3r17AQDp6ekYMWIEdu/ejX79+gEAZs+ejZ9++gk7d+6Era2tKuE7e/YsgIfTJvj7+8Pd3R3r16+HQqHAK6+8gldffRWrV68GAGzcuBGdOnVCjx49UFZWhq+++gr//Oc/cfz4cYwYMUKj2Lk4MhERkfHR6eLIU6ZMwcGDB2Fubq7Wi5OVlYURI0bg2rVr4iPWwJ49ezB37lyMGDECcrkcoaGh2Lx5s2p7ZWUlkpOTUVpaqir77LPPVHXLy8sREhKCrVu3qrabmJjg6NGjmD17NoKCgmBtbY2wsDCsXLlSVaeiogKLFi1Ceno6WrVqhV69euGXX37BsGHDdHKcREREZHxE91A98cQT6NWrF77++mtVWWZmJoYPH44ePXrg4MGDkgdp7NhDRUREZHzE/H6Lfsrvp59+wtmzZ7Fw4UIAQEZGBoYOHQo/Pz/s37+/cRETERERGTHRt/ycnZ1x/PhxDBw4EABw9OhR9O3bF3v27IFcLjo/IyIiIjJ6ohMqAPDw8EBkZCQGDRqEp59+Gv/+978hk8mkjo2IiIjIKGiUULVp06bOhKm0tBRHjhyBo6OjqiwvL0+66IiIiIiMgEYJ1caNG3UcBhEREZHx0iihCgsL03UcREREREaLo8iJiIiItMSEioiIiEhLTKiIiIiItMSEioiIiEhLTKiIiIiItCRZQnX79m0MHz5cquaIiIiIjIZkCVVxcTFOnz4tVXNERERERkPjpWc2b97c4Pb09HStgyEiIiIyRhonVPPnz4ebmxvMzc3r3F5RUSFZUERERETGROOEqkOHDli3bh0mT55c5/YrV64gICBAssCIiIiIjIXGY6gCAgIQFxdX73aZTAZBECQJioiIiMiYaNxDtXLlSpSWlta73dfXF3fv3pUkKCIiIiJjonFC5evr2+B2MzMzdOjQQeuAiIiIiIyNVtMmrF27Fvn5+RKFQkRERGSctEqoVq9ejby8PKliISIiIjJKWiVUHIRORERExLX8iIiIiLSm8aD0uiQkJMDd3V2qWIiIiIiMklY9VB4eHlAqlVLFQkRERGSUNE6o9u/fr7a8zJYtW9ChQwdYWlrCyckJK1eu1EmARERERIZO41t+L774IjIzM9G2bVvs2LEDS5YswZtvvon+/fsjPj4ea9asgbu7O1599VVdxktERERkcDROqB59om/btm1YuXIllixZAgAYPXo0HBwcsHXrViZURERE1OKIGkMlk8kAAHfu3MHIkSPVto0cORK3bt2SLjIiIiIiIyHqKb+IiAjY2dnB0tKy1rp+ZWVlqoSLiIiIqCURlVCFhYWp/nzy5EkEBQWp3p87dw5dunSRLjIiIiIiI6FxQvW46RFcXFywZs0arQMiIiIiMjZaTez5qGeffVaqpoiIiIiMCpeeISIiItKSZAmVj48PTExMpGqOiIiIyGhIdstvzZo1KCgokKo5IiIiIqMhWUI1fvx4qZoiIiIiMiqNSqgKCgqgUCgAAK6urrCzs5M0KCIiIiJjImoM1VdffQVfX184ODjA19dX7c9ff/21rmIkIiIiMmga91Bt2LABH3zwAebNm4eQkBC4uLgAALKysnD8+HG88cYbuH//PhYvXqyzYImIiIgMkUx4dNXjBnTo0AEbNmzA5MmT69y+b98+LFmyBKmpqZIG2BwUFhbCzs4OBQUFsLW11Xc4REREpAExv98a3/LLzs6Gn59fvdv9/PyQk5OjeZREREREzYTGCdUTTzyBtWvXoqqqqta26upqrFu3Dk888YSkwREREREZA43HUG3ZsgUhISFwdXXF4MGD1cZQRUdHw9zcHMePH9dZoERERESGSuMxVABQVFSEb775BufOnVObNiEoKAgvvfQSxwfVg2OoiIiIjI+Y329RCRU1DhMqIiIi46OTQelEREREVDcmVERERERaYkJFREREpCUmVERERERa0jqhKiwsxOHDh5GYmChFPERERERGR3RCNXnyZGzZsgUA8ODBAwQGBmLy5Mno1asXDh06JHmARERERIZOdEIVHR2NQYMGAQC+//57CIKA/Px8bN68GR9++KHkARIREREZOtEJVUFBARwcHAAAERERCA0NRatWrTBmzBjcvHlT8gCJiIiIDJ3ohMrDwwOxsbEoKSlBREQERo4cCQC4f/8+LC0tJQ+QiIiIyNBpvJZfjfnz52Pq1KmwsbFBhw4dMHToUAAPbwX6+flJHR8RERGRwROdUP39739Hv379kJaWhqeffhpy+cNOrs6dO3MMFREREbVIotfy+/XXXzFw4EBdxdMscS0/IiIi46PTtfyGDx+OTp064Z133sH169cbHSQRERFRcyE6ocrIyMCiRYtw6tQp+Pn5wd/fHxs2bMC9e/d0ER8RERGRwROdUDk5OWHu3LmIiYnB7du3MWnSJOzatQsdO3bE8OHDdREjACAvLw9Tp06Fra0t7O3tER4ejuLi4gb3KSsrw5w5c+Do6AgbGxuEhoYiKytLrc68efMQEBAACwsL+Pv719nO77//jkGDBsHS0hIeHh5Yv369VIdFREREzYBWS8906tQJS5cuxdq1a+Hn54fTp09LFVctU6dOxfXr1xEZGYmjR48iOjoas2bNanCfBQsW4MiRIzhw4ABOnz6NjIwMPP/887XqzZw5Ey+88EKdbRQWFmLkyJHo0KED4uLisGHDBnzwwQf48ssvJTkuIiIiagaERvr111+F2bNnC87OzkLr1q2Fl19+Wfj5558b21yDEhISBADCxYsXVWU///yzIJPJhPT09Dr3yc/PF8zMzIQDBw6oyhITEwUAQmxsbK3677//vtC7d+9a5Vu3bhXatGkjlJeXq8reeustwcvLS+P4CwoKBABCQUGBxvsQERGRfon5/RbdQ7Vs2TJ06tQJw4cPR2pqKjZt2gSFQoF///vfGDVqlNT5HgAgNjYW9vb2CAwMVJUFBwdDLpfj/Pnzde4TFxeHyspKBAcHq8q8vb3h6emJ2NhYUZ89ePBgmJubq8pCQkKQnJyM+/fv17lPeXk5CgsL1V5ERETUfImehyo6OhpLlizB5MmT4eTkpIuYalEoFGjbtq1amampKRwcHKBQKOrdx9zcHPb29mrlLi4u9e5TXzudOnWq1UbNtjZt2tTaZ82aNVixYoXGn0FERETGTXQPVUxMDP7+979LkkwtXboUMpmswVdSUpLWn9PUli1bhoKCAtUrLS1N3yERERGRDonuoZLSokWLMH369AbrdO7cGa6ursjOzlYrr6qqQl5eHlxdXevcz9XVFRUVFcjPz1frpcrKyqp3n/ra+euTgTXv62vHwsICFhYWGn8GERERGTe9JlTOzs5wdnZ+bL2goCDk5+cjLi4OAQEBAICTJ09CqVSif//+de4TEBAAMzMznDhxAqGhoQCA5ORkpKamIigoSOMYg4KC8M4776CyshJmZmYAgMjISHh5edV5u4+IiIhaHq2mTWgqPj4+GDVqFF577TVcuHABMTExmDt3LqZMmQJ3d3cAQHp6Ory9vXHhwgUAgJ2dHcLDw7Fw4UJERUUhLi4OM2bMQFBQEAYMGKBq+9atW7hy5QoUCgUePHiAK1eu4MqVK6ioqAAAvPTSSzA3N0d4eDiuX7+Offv2YdOmTVi4cGHT/0UQERGRQdK4h6q6uhomJia6jKVBe/bswdy5czFixAjI5XKEhoZi8+bNqu2VlZVITk5GaWmpquyzzz5T1S0vL0dISAi2bt2q1u6rr76qNn9Wnz59AAB3795Fx44dYWdnh+PHj2POnDkICAiAk5MTli9f/tg5sIiIiKjl0HhxZFdXV0yfPh0zZ85E9+7ddR1Xs8LFkYmIiIyPThZHnjNnDg4ePAgfHx8MGjQIO3fuVOsNIiIiImqpNE6o3nvvPdy6dQsnTpxA586dMXfuXLi5ueG1116rd3JNIiIiopZA9KD0oUOHYteuXVAoFPjkk0+QmJiIoKAg9OjRA59++qkuYiQiIiIyaBqPoWrIjz/+iGnTpiE/Px/V1dVSxNWscAwVERGR8dHJGKq/Ki0txc6dOzFkyBCMHTsWjo6O+OijjxrbHBEREZHREj2x59mzZ7F9+3YcOHAAVVVVmDhxIlatWoXBgwfrIj4iIiIig6dxQrV+/Xrs2LEDN27cQGBgIDZs2IAXX3wRrVu31mV8RERERAZP44Rqw4YNePnll3HgwAH07NlTlzERERERGRWNE6qMjAzVWnY1ysrKYGlpKXlQRERERMZE40HpNcmUUqnEqlWr0K5dO9jY2ODOnTsAHs5T9fXXX+smSiIiIiIDJvopvw8//BA7d+7E+vXrYW5urirv2bMnvvrqK0mDIyIiIjIGohOq3bt348svv8TUqVPVFkvu3bs3kpKSJA2OiIiIyBiITqjS09PRtWvXWuVKpRKVlZWSBEVERERkTEQnVL6+vjhz5kyt8oMHD6JPnz6SBEVERERkTERP7Ll8+XKEhYUhPT0dSqUS3333HZKTk7F7924cPXpUFzESERERGTTRPVTjxo3DkSNH8Msvv8Da2hrLly9HYmIijhw5gqeffloXMRIREREZNNE9VPfu3cOgQYMQGRlZa9u5c+cwYMAASQIjIiIiMhaie6hGjhyJvLy8WuUxMTEYNWqUJEERERERGRPRCdWAAQMwcuRIFBUVqcqio6MxevRovP/++5IGR0RERGQMRCdUX331FTw9PfHcc8+hvLwcUVFRGDNmDFauXIkFCxboIkYiIiIigyY6oZLL5fjPf/4DMzMzDB8+HGPHjsWaNWvwxhtv6CI+IiIiIoMnEwRBeFyl33//vVZZUVERXnzxRYwZMwazZ89Wlffq1UvaCJuBwsJC2NnZoaCgALa2tvoOh4iIiDQg5vdbo4RKLpdDJpPh0aqPvq/5s0wmQ3V1tZbhNz9MqIiIiIyPmN9vjaZNuHv3riSBERERETVHGiVUHTp00HUcREREREZL9KB0IiIiIlLHhIqIiIhIS0yoiIiIiLTEhIqIiIhIS1onVFlZWUhNTZUiFiIiIiKjpHFCVVRUhJdffhkdOnRAWFgYKioqMGfOHLi5uaFTp04YMmQICgsLdRkrERERkUHSOKF6++23ERcXh8WLFyM1NRWTJ09GdHQ0zpw5g6ioKOTk5GDdunW6jJWIiIjIIGk0UzoAeHp6YteuXRg2bBgyMjLQvn17/PDDD3j22WcBAD/++CMWLVqEpKQknQZsjDhTOhERkfER8/utcQ9VdnY2unbtCgBwd3eHlZUVunfvrtres2dPpKWlNTJkIiIiIuOlcULl6OiIP//8U/V+3LhxsLe3V70vLi6GhYWFpMERERERGQONE6pevXrh4sWLqvd79+5F27ZtVe8vXrwIHx8faaMjIiIiMgIareUHAHv27IFcXn/+5eLigo8++kiSoIiIiIiMicYJlYODQ4Pbn3nmGa2DISIiIjJGWk3s6efnx4HoRERE1OJplVClpKSgsrJSqliIiIiIjBLX8iMiIiLSklYJ1aBBg2BlZSVVLERERERGSeNB6XX56aefpIqDiIiIyGg1OqESBAGnTp3CrVu34ObmhpCQEJiZmUkZGxEREZFR0DihGj16NL799lvY2dkhLy8Po0ePxoULF+Dk5ITc3Fx0794d0dHRcHZ21mW8RERERAZH4zFUERERKC8vBwC8++67KCoqwu3bt5GdnY0//vgD1tbWWL58uc4CJSIiIjJUjRqUfvLkSaxZswadOnUCALRv3x7r1q3DsWPHJA2OiIiIyBiISqhkMhkA4P79++jSpYvatq5duyIjI0O6yIiIiIiMhKhB6dOnT4eFhQUqKytx9+5d9OjRQ7VNoVDA3t5e6viIiIiIDJ7GCVVYWJjqz+PGjUNpaana9kOHDsHf31+ywIiIiIiMhUwQBEGKhkpKSmBiYgJLS0spmmtWCgsLYWdnh4KCAtja2uo7HCIiItKAmN9vrSb2fJS1tbVUTREREREZFcnW8vvvf/+L3bt3S9UcERERkdGQ7Jaft7c3bt68ierqaimaa1Z4y4+IiMj46OWWX1JSklRNERERERkVyW75EREREbVUkiVUJSUliI6Olqo5IiIiIqMhWUJ169YtDBs2TKrmiIiIiIwGb/kRERERaUnjQekODg4NbufTfURERNRSaZxQlZeXY/bs2fDz86tz+x9//IEVK1ZIFhgRERGRsdD4lp+/vz88PDwQFhZW52vcuHG6jBN5eXmYOnUqbG1tYW9vj/DwcBQXFze4T1lZGebMmQNHR0fY2NggNDQUWVlZanXmzZuHgIAAWFhY1LkWYUpKCmQyWa3XuXPnpDw8IiIiMmIaJ1RjxoxBfn5+vdsdHBwwbdo0KWKq09SpU3H9+nVERkbi6NGjiI6OxqxZsxrcZ8GCBThy5AgOHDiA06dPIyMjA88//3ytejNnzsQLL7zQYFu//PILMjMzVa+AgACtjoeIiIiaD8lmStelxMRE+Pr64uLFiwgMDAQAREREYPTo0bh37x7c3d1r7VNQUABnZ2fs3bsXEydOBPBw8lEfHx/ExsZiwIABavU/+OADHD58GFeuXFErT0lJQadOnRAfH19nD5YmOFM6ERGR8RHz+20UT/nFxsbC3t5elUwBQHBwMORyOc6fP1/nPnFxcaisrERwcLCqzNvbG56enoiNjRUdw9ixY9G2bVsMHDgQP/zwQ4N1y8vLUVhYqPYiIiKi5kujhErMeKHS0lJcv3690QHVRaFQoG3btmplpqamcHBwgEKhqHcfc3Nz2Nvbq5W7uLjUu09dbGxs8Mknn+DAgQP48ccfMXDgQIwfP77BpGrNmjWws7NTvTw8PDT+PCIiIjI+GiVUr7zyCkJCQnDgwAGUlJTUWSchIQFvv/02unTpgri4OI0+fOnSpXUO+H70pe81Ap2cnLBw4UL0798fTzzxBNauXYuXX34ZGzZsqHefZcuWoaCgQPVKS0trwoiJiIioqWk0bUJCQgK++OILvPvuu3jppZfQvXt3uLu7w9LSEvfv30dSUhKKi4sxYcIEHD9+vN6pFf5q0aJFmD59eoN1OnfuDFdXV2RnZ6uVV1VVIS8vD66urnXu5+rqioqKCuTn56v1UmVlZdW7j6b69++PyMjIerdbWFjAwsJCq88gIiIi46FRQmVmZoZ58+Zh3rx5uHTpEn799Vf88ccfePDgAXr37o0FCxZg2LBhj53886+cnZ3h7Oz82HpBQUHIz89HXFyc6um6kydPQqlUon///nXuExAQADMzM5w4cQKhoaEAgOTkZKSmpiIoKEhUnH915coVuLm5adUGERERNR8aT+xZIzAwUG1weFPw8fHBqFGj8Nprr2Hbtm2orKzE3LlzMWXKFNUTfunp6RgxYgR2796Nfv36wc7ODuHh4Vi4cCEcHBxga2uLf/zjHwgKClJ7wu/WrVsoLi6GQqHAgwcPVE/5+fr6wtzcHLt27YK5uTn69OkDAPjuu++wfft2fPXVV036d0BERESGS3RCpS979uzB3LlzMWLECMjlcoSGhmLz5s2q7ZWVlUhOTkZpaamq7LPPPlPVLS8vR0hICLZu3arW7quvvorTp0+r3tckTnfv3kXHjh0BAKtWrcIff/wBU1NTeHt7Y9++faqpGIiIiIiMYh4qY8d5qIiIiIxPs5uHioiIiMiQMaEiIiIi0hITKiIiIiItiR6U/uhA8EfJZDJYWlqia9euGDx4MExMTLQOjoiIiMgYiE6oPvvsM/z5558oLS1FmzZtAAD3799Hq1atYGNjg+zsbHTu3BlRUVFccoWIiIhaBNG3/FavXo0nnngCN2/eRG5uLnJzc3Hjxg30798fmzZtQmpqKlxdXbFgwQJdxEtERERkcERPm9ClSxccOnQI/v7+auXx8fEIDQ3FnTt3cPbsWYSGhiIzM1PKWI0Wp00gIiIyPjqdNiEzMxNVVVW1yquqqqBQKAAA7u7uKCoqEts0ERERkVESnVANGzYMf/vb3xAfH68qi4+Px+zZszF8+HAAwNWrV9GpUyfpoiQiIiIyYKITqq+//hoODg4ICAiAhYUFLCwsEBgYCAcHB3z99dcAABsbG3zyySeSB0tERERkiBq99ExSUhJu3LgBAPDy8oKXl5ekgTUnHENFRERkfMT8fjd6cWRvb294e3s3dnciIiKiZqNRCdW9e/fwww8/IDU1FRUVFWrbPv30U0kCIyIiIjIWohOqEydOYOzYsejcuTOSkpLQs2dPpKSkQBAE9O3bVxcxEhERERk00YPSly1bhsWLF+Pq1auwtLTEoUOHkJaWhiFDhmDSpEm6iJGIiIjIoIlOqBITEzFt2jQAgKmpKR48eAAbGxusXLkS69atkzxAIiIiIkMnOqGytrZWjZtyc3PD7du3VdtycnKki4yIiIjISIgeQzVgwAD8+uuv8PHxwejRo7Fo0SJcvXoV3333HQYMGKCLGImIiIgMmuiE6tNPP0VxcTEAYMWKFSguLsa+ffvQrVs3PuFHRERELVKjJ/YkzXFiTyIiIuOj08WRiYiIiEidRrf82rRpA5lMplGDeXl5WgVEREREZGw0Sqg2btyo4zCIiIiIjJdGCVVYWJiu4yAiIiIyWhxDRURERKQlJlREREREWmJCRURERKQlJlREREREWmp0QnXr1i0cO3YMDx48AABwflAiIiJqqUQnVLm5uQgODkb37t0xevRoZGZmAgDCw8OxaNEiyQMkIiIiMnSiE6oFCxbA1NQUqampaNWqlar8hRdeQEREhKTBERERERkD0YsjHz9+HMeOHUP79u3Vyrt164Y//vhDssCIiIiIjIXoHqqSkhK1nqkaeXl5sLCwkCQoIiIiImMiOqEaNGgQdu/erXovk8mgVCqxfv16DBs2TNLgiIiIiIyB6Ft+69evx4gRI3Dp0iVUVFTgzTffxPXr15GXl4eYmBhdxEhERERk0ET3UPXs2RM3btzAwIEDMW7cOJSUlOD5559HfHw8unTpoosYiYiIiAyaTOAEUjpXWFgIOzs7FBQUwNbWVt/hEBERkQbE/H6LvuUHAGVlZfj999+RnZ0NpVKptm3s2LGNaZKIiIjIaIlOqCIiIjBt2jTk5OTU2iaTyVBdXS1JYPR4FRUVWL16NQDg7bffhrm5uZ4jIiIiaplEj6H6xz/+gUmTJiEzMxNKpVLtxWSKiIiIWiLRCVVWVhYWLlwIFxcXXcRDREREZHREJ1QTJ07EqVOndBAKERERkXESPYZqy5YtmDRpEs6cOQM/Pz+YmZmpbZ83b55kwREREREZA9EJ1bfffovjx4/D0tISp06dgkwmU22TyWRMqIiIiKjFEZ1QvfPOO1ixYgWWLl0KuVz0HUMiIiKiZkd0RlRRUYEXXniByRQRERHR/yc6KwoLC8O+fft0EQsRERGRURJ9y6+6uhrr16/HsWPH0KtXr1qD0j/99FPJgiMiIiIyBqITqqtXr6JPnz4AgGvXrqlte3SAOhEREVFLITqhioqK0kUcREREREaLI8uNmFKpRH5+PrKyspCSklJroWoiIiJqGhr1UD3//PPYuXMnbG1t8fzzzzdY97vvvpMkMGpYYmIiDh48iKioKFRVVaGoqAi+vr6YMGECfHx89B0eERFRi6JRQmVnZ6caH2VnZ6fTgOjxEhMTsXnzZmRnZ6NVq1YwMzODo6Mj4uPjkZaWhnnz5jGpIiIiakIaJVQ7duzAypUrsXjxYuzYsUPXMVEDlEolvv/+e+Tk5MDHxwe5ubkAAFtbW9jb2yMhIQGHDx+Gl5cX5wojIiJqIhr/4q5YsQLFxcW6jIU0kJqaiqSkJHh4eNR6qlImk6F9+/ZITExEamqqniIkIiJqeTROqARB0GUcpKGioiKUlZXB2tq6zu3W1tYoKytDUVFRE0dGRETUcom6J8R5pvSvdevWsLS0RElJSZ3bS0pKYGlpidatWzdxZERERC2XqHmounfv/tikKi8vT6uAqGGenp7w9vZGfHw8vLy81LYJgoB79+6hb9++8PT01FOERERELY+ohGrFihV8yk/P5HI5JkyYgLS0NCQmJqKsrAzm5uYoKChAZmYmnJycMH78eA5IJyIiakKiEqopU6agbdu2uoqFNOTj44N58+bh4MGDuHXrFoqKipCXl4e+ffti/PjxnDKBiIioiWncjaHv8VN5eXmYOnWqanqA8PDwxz51WFZWhjlz5sDR0RE2NjYIDQ1FVlaWavtvv/2GF198ER4eHrCysoKPjw82bdpUq51Tp06hb9++sLCwQNeuXbFz506pD080Hx8fLFmyBMOGDcPgwYOxfPlyvPXWW0ymiIiI9MBonvKbOnUqrl+/jsjISBw9ehTR0dGYNWtWg/ssWLAAR44cwYEDB3D69GlkZGSozfQeFxeHtm3b4ptvvsH169fxzjvvYNmyZdiyZYuqzt27dzFmzBgMGzYMV65cwfz58/Hqq6/i2LFjOjtWTcnlctjb28PFxQUdO3bkbT4iIiI9kQn6zpQ0kJiYCF9fX1y8eBGBgYEAgIiICIwePRr37t2Du7t7rX0KCgrg7OyMvXv3YuLEiQCApKQk+Pj4IDY2FgMGDKjzs+bMmYPExEScPHkSAPDWW2/hxx9/xLVr11R1pkyZgvz8fERERGgUf2FhIezs7FBQUABbW1tRx96QiooKrF69GgDw9ttvw9zcXLK2iYiIWjoxv99G0aURGxsLe3t7VTIFAMHBwZDL5Th//nyd+8TFxaGyshLBwcGqMm9vb3h6eiI2NrbezyooKICDg4PaZz/aBgCEhIQ02EZ5eTkKCwvVXkRERNR8GUVCpVAoag2GNzU1hYODAxQKRb37mJubw97eXq3cxcWl3n3Onj2Lffv2qd1KVCgUcHFxqdVGYWEhHjx4UGc7a9asgZ2dnerl4eHxuEMkIiIiI6bXhGrp0qWQyWQNvpKSkpoklmvXrmHcuHF4//33MXLkSK3aWrZsGQoKClSvtLQ0iaIkIiIiQyRq2gSpLVq0CNOnT2+wTufOneHq6ors7Gy18qqqKuTl5cHV1bXO/VxdXVFRUYH8/Hy1XqqsrKxa+yQkJGDEiBGYNWsW3n333VrtPPpkYE0btra2sLKyqvOzLSwsYGFh0eBxERERUfOh14TK2dkZzs7Oj60XFBSE/Px8xMXFISAgAABw8uRJKJVK9O/fv859AgICYGZmhhMnTiA0NBQAkJycjNTUVAQFBanqXb9+HcOHD0dYWBg++uijOj/7p59+UiuLjIxUa4OIiIhaNqMYQ+Xj44NRo0bhtddew4ULFxATE4O5c+diypQpqif80tPT4e3tjQsXLgAA7OzsEB4ejoULFyIqKgpxcXGYMWMGgoKCVE/4Xbt2DcOGDcPIkSOxcOFCKBQKKBQK/Pnnn6rPfv3113Hnzh28+eabSEpKwtatW7F//34sWLCg6f8iiIiIyCAZRUIFAHv27IG3tzdGjBiB0aNHY+DAgfjyyy9V2ysrK5GcnIzS0lJV2WeffYZnn30WoaGhGDx4MFxdXfHdd9+pth88eBB//vknvvnmG7i5ualeTzzxhKpOp06d8OOPPyIyMhK9e/fGJ598gq+++gohISFNc+BERERk8IxiHipjx3moiIiIjE+zm4eKiIiIyJCxh6oJ6KqHioiIiHSHPVRERERETYgJFREREZGWmFARERERaYkJFREREZGWmFARERERaYkJFREREZGWmFARERERaYkJFREREZGWmFARERERaYkJFREREZGWmFARERERaYkJFREREZGWmFARERERaYkJFREREZGWmFARERERaclU3wG0BIIgAAAKCwv1HAkRERFpquZ3u+Z3vCFMqJpAUVERAMDDw0PPkRAREZFYRUVFsLOza7COTNAk7SKtKJVKZGRkoHXr1pDJZACAJ554AhcvXpSkfW3aauy+YvbTtO7j6hUWFsLDwwNpaWmwtbXVOFZjJeV3RFu6jsVQzofG7s/zQfda0vkg9Wc09W+E2H0M+ZwQBAFFRUVwd3eHXN7wKCn2UDUBuVyO9u3bq5WZmJhI9j9cm7Yau6+Y/TStq2k9W1vbFvEDIuV3RFu6jsVQzofG7s/zQfda0vkg9Wc09W+E2H0M/Zx4XM9UDQ5K15M5c+YYRFuN3VfMfprWlfLvpDkwpL8PXcdiKOdDY/fn+aB7hvT30RSxGMo5oevzQUx9Q/oO1IW3/MhoFBYWws7ODgUFBQbzL1UifeH5QKRO3+cEe6jIaFhYWOD999+HhYWFvkMh0jueD0Tq9H1OsIeKiIiISEvsoSIiIiLSEhMqIiIiIi0xoSIiIiLSEhMqIiIiIi0xoSIiIiLSEhMqahaOHj0KLy8vdOvWDV999ZW+wyHSuwkTJqBNmzaYOHGivkMh0qu0tDQMHToUvr6+6NWrFw4cOKCTz+G0CWT0qqqq4Ovri6ioKNjZ2SEgIABnz56Fo6OjvkMj0ptTp06hqKgIu3btwsGDB/UdDpHeZGZmIisrC/7+/lAoFAgICMCNGzdgbW0t6eewh4qM3oULF9CjRw+0a9cONjY2eOaZZ3D8+HF9h0WkV0OHDkXr1q31HQaR3rm5ucHf3x8A4OrqCicnJ+Tl5Un+OUyoSO+io6Px3HPPwd3dHTKZDIcPH65V5/PPP0fHjh1haWmJ/v3748KFC6ptGRkZaNeunep9u3btkJ6e3hShE+mEtucEUXMi5fkQFxeH6upqeHh4SB4nEyrSu5KSEvTu3Ruff/55ndv37duHhQsX4v3338fly5fRu3dvhISEIDs7u4kjJWoaPCeI/keq8yEvLw/Tpk3Dl19+qZtABSIDAkD4/vvv1cr69esnzJkzR/W+urpacHd3F9asWSMIgiDExMQI48ePV21/4403hD179jRJvES61phzokZUVJQQGhraFGESNYnGng9lZWXCoEGDhN27d+ssNvZQkUGrqKhAXFwcgoODVWVyuRzBwcGIjY0FAPTr1w/Xrl1Deno6iouL8fPPPyMkJERfIRPplCbnBFFLocn5IAgCpk+fjuHDh+OVV17RWSxMqMig5eTkoLq6Gi4uLmrlLi4uUCgUAABTU1N88sknGDZsGPz9/bFo0SI+4UfNlibnBAAEBwdj0qRJ+Omnn9C+fXsmW9QsaXI+xMTEYN++fTh8+DD8/f3h7++Pq1evSh6LqeQtEunB2LFjMXbsWH2HQWQwfvnlF32HQGQQBg4cCKVSqfPPYQ8VGTQnJyeYmJggKytLrTwrKwuurq56iopIf3hOEP2PIZ0PTKjIoJmbmyMgIAAnTpxQlSmVSpw4cQJBQUF6jIxIP3hOEP2PIZ0PvOVHeldcXIxbt26p3t+9exdXrlyBg4MDPD09sXDhQoSFhSEwMBD9+vXDxo0bUVJSghkzZugxaiLd4TlB9D9Gcz7o7PlBIg1FRUUJAGq9wsLCVHX++c9/Cp6enoK5ubnQr18/4dy5c/oLmEjHeE4Q/Y+xnA9cy4+IiIhISxxDRURERKQlJlREREREWmJCRURERKQlJlREREREWmJCRURERKQlJlREREREWmJCRURERKQlJlREREREWmJCRURkJCoqKtC1a1ecPXtW0nYjIiLg7+8PpVIpabtELQkTKiLSi+nTp0Mmk9V6PbpmF6nbtm0bOnXqhCeffFJVJpPJcPjw4Vp1p0+fjvHjx2vU7qhRo2BmZoY9e/ZIFClRy8OEioj0ZtSoUcjMzFR7derUqVa9iooKPURnWARBwJYtWxAeHq6T9qdPn47NmzfrpG2iloAJFRHpjYWFBVxdXdVeJiYmGDp0KObOnYv58+fDyckJISEhAIBr167hmWeegY2NDVxcXPDKK68gJydH1V5JSQmmTZsGGxsbuLm54ZNPPsHQoUMxf/58VZ26enTs7e2xc+dO1fu0tDRMnjwZ9vb2cHBwwLhx45CSkqLaXtP78/HHH8PNzQ2Ojo6YM2cOKisrVXXKy8vx1ltvwcPDAxYWFujatSu+/vprCIKArl274uOPP1aL4cqVKw320MXFxeH27dsYM2aMyL9lICUlpc7ewKFDh6rqPPfcc7h06RJu374tun0iYkJFRAZq165dMDc3R0xMDLZt24b8/HwMHz4cffr0waVLlxAREYGsrCxMnjxZtc+SJUtw+vRp/Pe//8Xx48dx6tQpXL58WdTnVlZWIiQkBK1bt8aZM2cQExMDGxsbjBo1Sq2nLCoqCrdv30ZUVBR27dqFnTt3qiVl06ZNw7fffovNmzcjMTER//rXv2BjYwOZTIaZM2dix44dap+7Y8cODB48GF27dq0zrjNnzqB79+5o3bq1qOMBAA8PD7VewPj4eDg6OmLw4MGqOp6ennBxccGZM2dEt09EAAQiIj0ICwsTTExMBGtra9Vr4sSJgiAIwpAhQ4Q+ffqo1V+1apUwcuRItbK0tDQBgJCcnCwUFRUJ5ubmwv79+1Xbc3NzBSsrK+GNN95QlQEQvv/+e7V27OzshB07dgiCIAj//ve/BS8vL0GpVKq2l5eXC1ZWVsKxY8dUsXfo0EGoqqpS1Zk0aZLwwgsvCIIgCMnJyQIAITIyss5jT09PF0xMTITz588LgiAIFRUVgpOTk7Bz5856/77eeOMNYfjw4bXKAQiWlpZqf4/W1taCqampMG7cuFr1Hzx4IPTv31949tlnherqarVtffr0ET744IN6YyCi+pnqN50jopZs2LBh+OKLL1Tvra2tVX8OCAhQq/vbb78hKioKNjY2tdq5ffs2Hjx4gIqKCvTv319V7uDgAC8vL1Ex/fbbb7h161atnqCysjK122E9evSAiYmJ6r2bmxuuXr0K4OHtOxMTEwwZMqTOz3B3d8eYMWOwfft29OvXD0eOHEF5eTkmTZpUb1wPHjyApaVlnds+++wzBAcHq5W99dZbqK6urlV35syZKCoqQmRkJORy9ZsUVlZWKC0trTcGIqofEyoi0htra+t6b3E9mlwBQHFxMZ577jmsW7euVl03NzeNnw6UyWQQBEGt7NGxT8XFxQgICKjziTdnZ2fVn83MzGq1WzPtgJWV1WPjePXVV/HKK6/gs88+w44dO/DCCy+gVatW9dZ3cnJSJWx/5erqWuvvsXXr1sjPz1cr+/DDD3Hs2DFcuHChzluHeXl5asdIRJpjQkVERqFv3744dOgQOnbsCFPT2peuLl26wMzMDOfPn4enpycA4P79+7hx44ZaT5GzszMyMzNV72/evKnWK9O3b1/s27cPbdu2ha2tbaNi9fPzg1KpxOnTp2v1HNUYPXo0rK2t8cUXXyAiIgLR0dENttmnTx988cUXEAQBMplMdEyHDh3CypUr8fPPP6NLly61ttf0wPXp00d020TEQelEZCTmzJmDvLw8vPjii7h48SJu376NY8eOYcaMGaiuroaNjQ3Cw8OxZMkSnDx5EteuXcP06dNr3dYaPnw4tmzZgvj4eFy6dAmvv/66Wm/T1KlT4eTkhHHjxuHMmTO4e/cuTp06hXnz5uHevXsaxdqxY0eEhYVh5syZOHz4sKqN/fv3q+qYmJhg+vTpWLZsGbp164agoKAG2xw2bBiKi4tx/fp1EX9rD127dg3Tpk3DW2+9hR49ekChUEChUCAvL09V59y5c7CwsHhsHERUNyZURGQU3N3dERMTg+rqaowcORJ+fn6YP38+7O3tVUnThg0bMGjQIDz33HMIDg7GwIEDa43F+uSTT+Dh4YFBgwbhpZdewuLFi9VutbVq1QrR0dHw9PTE888/Dx8fH4SHh6OsrExUj9UXX3yBiRMn4u9//zu8vb3x2muvoaSkRK1OeHg4KioqMGPGjMe25+joiAkTJjRq8s1Lly6htLQUH374Idzc3FSv559/XlXn22+/xdSpUxu87UhE9ZMJfx1MQETUjAwdOhT+/v7YuHGjvkOp5cyZMxgxYgTS0tLg4uLy2Pq///47nn76ady+fbvOwfmNlZOTAy8vL1y6dKnOiVWJ6PHYQ0VE1MTKy8tx7949fPDBB5g0aZJGyRQA9OrVC+vWrcPdu3cljSclJQVbt25lMkWkBQ5KJyJqYt9++y3Cw8Ph7++P3bt3i9p3+vTpkscTGBiIwMBAydslakl4y4+IiIhIS7zlR0RERKQlJlREREREWmJCRURERKQlJlREREREWmJCRURERKQlJlREREREWmJCRURERKQlJlREREREWmJCRURERKSl/wczurMrul24HQAAAABJRU5ErkJggg==", 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", 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" ] @@ -1248,6 +1290,7 @@ } ], "source": [ + "lag, lag_e = cs_reb.time_lag()\n", "plt.figure()\n", "plt.errorbar(cs_reb.freq, lag, yerr=lag_e, fmt=\"o\", color=\"k\", alpha=0.5)\n", "plt.xlabel(\"Frequency (Hz)\")\n", @@ -1260,16 +1303,16 @@ }, { "cell_type": "markdown", - "id": "f1a2e785-7cf7-4807-9792-88a5579a7e4c", + "id": "351d5f45-691b-4b10-9331-0673b88a23cd", "metadata": {}, "source": [ - "Another interesting thing to measure is the coherence at different frequencies" + "Alternatively, we can plot the phase lags:" ] }, { "cell_type": "code", "execution_count": 33, - "id": "a64e196a", + "id": "81f75625-7d4c-44e2-9b29-d88e5924fada", "metadata": {}, "outputs": [ { @@ -1284,7 +1327,17 @@ }, { "data": { - "image/png": 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", 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", 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", 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" ] @@ -1294,17 +1347,186 @@ } ], "source": [ - "coh, coh_e = cs_reb.coherence()\n", + "phlag, phlag_e = cs_reb.phase_lag()\n", "plt.figure()\n", - "plt.errorbar(cs_reb.freq, coh, yerr=coh_e, fmt=\"o\", color=\"k\", alpha=0.5)\n", + "plt.errorbar(cs_reb.freq, phlag, yerr=phlag_e, fmt=\"o\", color=\"k\", alpha=0.5)\n", "plt.xlabel(\"Frequency (Hz)\")\n", "plt.ylabel(\n", - " f\"Coherence ({sub_band[0]:g}-{sub_band[1]:g} keV vs {ref_band[0]:g}-{ref_band[1]:g} keV)\"\n", + " f\"Phase lags ({ref_band[0]:g}-{ref_band[1]:g} keV vs {sub_band[0]:g}-{sub_band[1]:g} keV)\"\n", ")\n", "plt.axhline(0, ls=\"--\")\n", + "plt.axhline(-np.pi, ls=\"--\")\n", + "plt.axhline(np.pi, ls=\"--\")\n", + "plt.semilogx()\n", + "\n", + "# Zoom in \n", + "plt.figure()\n", + "plt.errorbar(cs_reb.freq, phlag, yerr=phlag_e, fmt=\"o\", color=\"k\", alpha=0.5)\n", + "plt.xlabel(\"Frequency (Hz)\")\n", + "plt.ylabel(\n", + " f\"Phase lag ({ref_band[0]:g}-{ref_band[1]:g} keV vs {sub_band[0]:g}-{sub_band[1]:g} keV)\"\n", + ")\n", + "plt.axhline(0, ls=\"--\")\n", + "plt.ylim(-0.2, 0.2)\n", + "plt.semilogx()\n" + ] + }, + { + "cell_type": "markdown", + "id": "f1a2e785-7cf7-4807-9792-88a5579a7e4c", + "metadata": {}, + "source": [ + "The strange \"split\" of lags at high frequencies is an artifact that can arise in situations of low coherence and low power in the presence of instrumental effects like deadtime. In this case, with a imaginary part of the quadrature spectrum that is practically 0, the cospectrum has non-zero and even _negative_ values depending on the frequency. The division by 0 in lag calculation produces phase lags at $\\pm180^{\\circ}$. This is beyond the scope of this notebook.\n", + "\n", + "Another interesting thing to measure is the coherence at different frequencies. To avoid confusion between different definitions of coherence, Stingray explicitly separates the raw coherence and intrinsic coherence." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "a64e196a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coh, coh_e = cs_reb.raw_coherence()\n", + "plt.figure()\n", + "plt.errorbar(cs_reb.freq, coh, yerr=coh_e, fmt=\"o\", color=\"k\", alpha=0.5)\n", + "plt.xlabel(\"Frequency (Hz)\")\n", + "plt.ylabel(\n", + " fr\"$\\tilde{{g}}^2$ ({sub_band[0]:g}-{sub_band[1]:g} keV vs {ref_band[0]:g}-{ref_band[1]:g} keV)\"\n", + ")\n", + "plt.axhline(1, ls=\"--\")\n", + "plt.loglog()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "f03f1740-c7ba-4cb0-bf43-99cb1832388b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coh, coh_e = cs_reb.intrinsic_coherence()\n", + "plt.figure()\n", + "plt.errorbar(cs_reb.freq, coh, yerr=coh_e, fmt=\"o\", color=\"k\", alpha=0.5)\n", + "plt.xlabel(\"Frequency (Hz)\")\n", + "plt.ylabel(\n", + " fr\"$\\tilde\\gamma^2$ ({sub_band[0]:g}-{sub_band[1]:g} keV vs {ref_band[0]:g}-{ref_band[1]:g} keV)\"\n", + ")\n", + "plt.axhline(1, ls=\"--\")\n", "plt.loglog()\n" ] }, + { + "cell_type": "markdown", + "id": "c958a3c1-fbe8-47fb-8b81-511f464c7287", + "metadata": {}, + "source": [ + "Note that the intrinsic coherence is only defined when power on both channels is relatively high (i.e. 3-sigma above noise level in the PDS of both channels). If these conditions are not fulfilled, it is set to NaN as the estimate is generally too noisy to be useful.\n", + "\n", + "Additionally, the calculation of intrinsic coherence has sort of a circular logic, in that the bias term applied to the cross spectrum depends on the intrinsic coherence itself. This can be fixed through an iterative procedure, as suggested by Ingram+2019. This is generally a very small correction, especially when many powers are averaged, and can be applied with `adjust_bias=True`. We show the systematic differences below." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "cef805fc-53be-4e76-9615-6499b1988a28", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "intr_coh, intr_coh_e = cs_reb.intrinsic_coherence()\n", + "intr_coh_adj, intr_coh_adj_e = cs_reb.intrinsic_coherence(adjust_bias=True)\n", + "\n", + "fig, (ax0, ax1) = plt.subplots(2, 1, sharex=True, height_ratios=(3,1))\n", + "ax0.errorbar(cs_reb.freq, intr_coh, yerr=intr_coh_e, fmt=\"o\", color=\"k\", alpha=0.5, label=r\"$\\tilde\\gamma^2$\")\n", + "ax0.errorbar(cs_reb.freq, intr_coh_adj, yerr=intr_coh_adj_e, fmt=\"o\", color=\"r\", alpha=0.5, label=r\"$\\tilde\\gamma^2_{\\rm corr}$\")\n", + "ax0.set_ylabel(\n", + " fr\"$\\tilde\\gamma^2$ ({sub_band[0]:g}-{sub_band[1]:g} keV vs {ref_band[0]:g}-{ref_band[1]:g} keV)\"\n", + ")\n", + "ax1.errorbar(cs_reb.freq, intr_coh - intr_coh_adj, yerr=intr_coh_e, fmt=\"o\", color=\"k\", alpha=0.5)\n", + "\n", + "ax1.set_ylabel(\"Difference\")\n", + "ax1.set_xlabel(\"Frequency (Hz)\")\n", + "ax0.axhline(0, ls=\"--\")\n", + "ax1.axhline(0, ls=\"--\")\n", + "ax0.loglog()\n", + "ax0.set_ylim(1e-1, 2)\n", + "ax1.set_ylim(-1e-3, 4e-3)\n", + "ax0.legend()\n", + "ax0.axhline(1, ls=\"--\")\n" + ] + }, + { + "cell_type": "markdown", + "id": "decb29fe-4db8-4342-a286-97d508c90b7b", + "metadata": {}, + "source": [ + "For more advanced calculations, e.g. including customly-fit values for the Poisson noise levels of power spectra, users are encouraged to use the function `stingray.fourier.intrinsic_coherence` with the appropriate inputs." + ] + }, { "cell_type": "markdown", "id": "904811f2", @@ -1327,7 +1549,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 37, "id": "302ef79e", "metadata": { "id": "302ef79e" @@ -1364,7 +1586,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 38, "id": "5eca6d3c", "metadata": { "id": "5eca6d3c", @@ -1375,7 +1597,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 40/40 [00:36<00:00, 1.08it/s]\n" + "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 40/40 [01:19<00:00, 1.98s/it]\n" ] } ], @@ -1401,7 +1623,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 39, "id": "23efaaa4", "metadata": { "id": "23efaaa4", @@ -1414,13 +1636,13 @@ "[]" ] }, - "execution_count": 36, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -1447,7 +1669,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 40, "id": "30e4fea7", "metadata": { "id": "30e4fea7", @@ -1458,7 +1680,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 40/40 [00:37<00:00, 1.06it/s]\n" + "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 40/40 [01:18<00:00, 1.96s/it]\n" ] } ], @@ -1477,7 +1699,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 41, "id": "e36acc05", "metadata": { "id": "e36acc05", @@ -1490,13 +1712,13 @@ "Text(0, 0.5, 'Time lag (s)')" ] }, - "execution_count": 38, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -1533,7 +1755,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 42, "id": "5d13b5e2", "metadata": {}, "outputs": [ @@ -1543,13 +1765,13 @@ "Text(0, 0.5, 'Phase lag (rad)')" ] }, - "execution_count": 39, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -1608,7 +1830,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 43, "id": "11a45edb", "metadata": { "id": "11a45edb", @@ -1619,8 +1841,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 40/40 [00:35<00:00, 1.13it/s]\n", - "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 40/40 [00:35<00:00, 1.14it/s]\n" + "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 40/40 [01:16<00:00, 1.92s/it]\n", + "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 40/40 [01:15<00:00, 1.90s/it]\n" ] } ], @@ -1647,7 +1869,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 44, "id": "a1d4d363", "metadata": { "id": "a1d4d363", @@ -1656,7 +1878,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1713,7 +1935,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 45, "id": "fe618f01", "metadata": { "id": "fe618f01", @@ -1724,7 +1946,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "40it [00:06, 6.00it/s]\n" + "40it [00:08, 4.72it/s]\n" ] } ], @@ -1734,7 +1956,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 46, "id": "104dc4d9", "metadata": { "id": "104dc4d9", @@ -1743,7 +1965,7 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -1790,7 +2012,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 47, "id": "ac4fc20b", "metadata": { "id": "ac4fc20b", @@ -1801,8 +2023,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 40/40 [00:40<00:00, 1.01s/it]\n", - "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 40/40 [00:38<00:00, 1.03it/s]\n" + "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 40/40 [01:30<00:00, 2.27s/it]\n", + "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 40/40 [01:22<00:00, 2.07s/it]\n" ] } ], @@ -1827,7 +2049,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 48, "id": "5615406c", "metadata": { "id": "5615406c", @@ -1836,7 +2058,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1883,7 +2105,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 49, "id": "c85620f9", "metadata": { "id": "c85620f9", @@ -1894,8 +2116,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 40/40 [00:09<00:00, 4.21it/s]\n", - "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 40/40 [00:09<00:00, 4.33it/s]\n" + "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 40/40 [00:14<00:00, 2.80it/s]\n", + "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 40/40 [00:14<00:00, 2.76it/s]\n" ] } ], @@ -1920,7 +2142,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 50, "id": "658f5d53", "metadata": { "id": "658f5d53", @@ -1929,7 +2151,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1994,7 +2216,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 51, "id": "fa853e69", "metadata": { "id": "fa853e69" @@ -2004,7 +2226,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 40/40 [00:36<00:00, 1.08it/s]\n" + "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 40/40 [01:19<00:00, 1.99s/it]\n" ] } ], @@ -2022,28 +2244,53 @@ ] }, { - "cell_type": "code", - "execution_count": 49, - "id": "1842eadc", + "cell_type": "markdown", + "id": "ac14c024-c64e-4c57-b96d-7b0842dbaa0c", "metadata": {}, - "outputs": [], "source": [ - "def variable_for_value(value):\n", - " for n, v in globals().items():\n", - " if id(v) == id(value):\n", - " return n\n", - " return None\n", + "# Saving for further analysis with Xspec\n", "\n", + "Both frequency and energy spectra can be saved through their `save_as_xspec` methods. They need HEASOFT to be installed, so that the `ftflx2xsp` tool can be used.\n", "\n", - "for func in [lagspec_3_30, lagspec_01_1, covspec_01_1, covspec_3_30]:\n", - " name = variable_for_value(func)\n", - " func.write(name + \".csv\", fmt=\"ascii\")" + "Note: they don't apply any of the corrections that mission pipelines can apply. In particular, count spectra will probably need to be rescaled. Also, whilst the frequency spectra just need the flat response that ``flx2xsp`` produces by default, variability-energy spectra will probably need a change of the `RESPFILE`, `ANCRFILE`, `BACKFILE` keywords to point to responses and auxiliary files produced by the pipeline. This can be done through the `header_keywords` keyword argument. See example below.\n", + "\n", + "E.g." + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "ac44b2ed-069a-45d0-b48a-d1b6aef29f00", + "metadata": {}, + "outputs": [], + "source": [ + "cs.save_as_xspec(outroot=\"cs\")\n", + "covspec_3_30.save_as_xspec(outroot=\"covspec_3_30\", header_keywords={\"RESPFILE\": \"my_response.rmf\", \"ANCRFILE\": \"my_arf.arf\"})" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "1b558c76-97d8-4abf-b985-19e66706266b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "covspec_3_30.pha cs_imag.pha cs_real.pha\n", + "covspec_3_30.rsp cs_imag.rsp cs_real.rsp\n" + ] + } + ], + "source": [ + "!ls *.pha *.rsp" ] }, { "cell_type": "code", "execution_count": null, - "id": "61dc1445", + "id": "7320377f-f92e-432d-bf77-5591c422715f", "metadata": {}, "outputs": [], "source": [] @@ -2070,7 +2317,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.6" + "version": "3.13.12" } }, "nbformat": 4,