{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Atmospheric Retrievals with POSEIDON\n", "\n", "At long last, your proposal to observe the newly discovered hot Jupiter WASP-999b with the *Hubble Space Telescope* has been accepted. Congratulations! \n", "\n", "### Loading Data\n", "\n", "Months later, after carefully reducing the observations, you are ready to gaze in awe at your transmission spectrum.\n", "\n", "First, you load all the usual stellar and planetary properties for this system." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from POSEIDON.core import create_star, create_planet\n", "from POSEIDON.constants import R_Sun, R_J\n", "\n", "#***** Define stellar properties *****#\n", "\n", "R_s = 1.155*R_Sun # Stellar radius (m)\n", "T_s = 6071.0 # Stellar effective temperature (K)\n", "Met_s = 0.0 # Stellar metallicity [log10(Fe/H_star / Fe/H_solar)]\n", "log_g_s = 4.38 # Stellar log surface gravity (log10(cm/s^2) by convention)\n", "\n", "# Create the stellar object\n", "star = create_star(R_s, T_s, log_g_s, Met_s)\n", "\n", "#***** Define planet properties *****#\n", "\n", "planet_name = 'WASP-999b' # Planet name used for plots, output files etc.\n", "\n", "R_p = 1.359*R_J # Planetary radius (m)\n", "g_p = 9.186 # Gravitational field of planet (m/s^2)\n", "T_eq = 1400.0 # Equilibrium temperature (K)\n", "\n", "# Create the planet object\n", "planet = create_planet(planet_name, R_p, gravity = g_p, T_eq = T_eq)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Next, you plot your observed transmission spectrum of WASP-999b." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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NGjRI8/vm4cOHCA8PB1DWuZGWllahjbfffhtjx47FjBkz8OGHH2LmzJn4559/EBkZCQDo2bMnPvvsM/z73//GvHnzkJ6ejhUrVuiN68UXX8QHH3yAOXPmYNasWfjwww/xxhtvYNKkSfDx8QFQNuIVHh6O27dvY8eOHRU6FK5cuaK5v3XrVuzfv1/rNf3yyy/48ccfsXjxYqPeM6VSqXlPxMA5cyYwdM5cjx494OTkVKH37fbt27hy5QrGjx+PzZs347ffftNKslJSUipk/+np6bh//z42bNiAoUOHQqFQ4JVXXqnwzAsXLqC0tBTu7u4V7kkkEsyZMwfNmzc39KWiV69eAMqGRStz8OBBlJSUYNCgQVrXmzZtCl9fX6SkpODy5cto1aoVzp8/j7///htDhw5F48aNtcoPGTIEP/zwA5KTkzFx4kQAwP79++Ho6Ki1t0952aVLl2L79u2avwaJiKj2PfXUU8jKytK6tnTpUs2/7ezsEBUVhaioKL3tBAUFISgoSOe9/v37o3///kbHNmTIEJ17x5V76qmn9MbWokULnffLX5OpOGfOitja2mLAgAG4dOkSLl68qLmempqKgQMHanrfHk32SktLceLECa2/cAAgLi4O48aNwwsvvACpVIpDhw7h2rVrFZ5ZvoHinj17dM4JePXVVyusDtKntLQUADR7COly/fp1ANCZJLq7u0MQBPz8888GlQW0E8fr16/DxcXFoLKPSklJga+vL9zd3fHkk08iIiLCoK51IiJrk5SUhEmTJkGtVmPSpEmavdtqqz6ZH3vmatjgwYORnJyMlJQUtG3bFkBZ8jZ48GAMGjQIEokEhw8fxqxZswCU7TTdsWNHNGjQQNNGaWkpEhISsH//ftjY2CAkJASffPIJEhISKvTgeXl5oUePHjh58iQ6deqE6dOnIyQkpMq5BZU5duwYAFToGXtUeWJWnqg96saNGwDKNmo0tmx5+dzcXAiCAIlEordsuczMTKxbtw779u2Dq6srdu/ejXHjxuHGjRsWO3mViMhU1T1L1ZrPYlWpVPj2228rXB8yZIjJv/esEXvmTGDonDkAOnvfypM5Nzc3PPfcczh69KhmZaau+XIpKSlo1qyZZq+bCRMmACjrrXucRCJBfHw8unXrhpycHMybNw9eXl7o1q0bVq1aVeUKnnKFhYXYuXMnNm7ciI4dO2LatGmVlvXz84NEIqmwyOPu3btIT08HULYSCShbteTp6Ymff/4Zd+7cqfA6Hy0LlP2HLC4uxtGjR6ssWy4nJwfr1q3T7NgdHByMF198ETExMTh79qxBr5+IiCyfTCbDv/71rwoflp7IiT1njsmcCaKiogzeMPi5556Du7s7jhw5AqBsMuWDBw/g5eUFoCzZu3PnjmYYsnxvnkfFxcVpEjigbHl1+/btcfz4ca3h23Lt27fH//73PyQnJ2PChAlwcnLCqVOnEBYWho4dOyIjI0NnrGlpaZqtSWQyGZYsWYJ33nkHaWlpeucItm/fHu+99x5SU1OxYsUK3Lt3D9euXcOUKVM0CzDKj0qRSCRYs2YN7t69iylTpuDatWu4d+8eVq1ahdOnT2uVBYDFixfDxcUF06ZNw++//46HDx9i37592LhxIxo3bqzzCJa2bdtW2NsoMDAQgiDgm2++qfR1EBER1QZ/f/9qzbl7HIdZa5hEIoFcLsdXX32FM2fOICMjQ2uhwODBg7F27VocPnwYPj4+yMjIgK+vr+b+gwcPkJSUhF9//VWr3fHjx2Pp0qWIi4vTuWmiRCLBiBEjMGLECBQXF+PAgQOIiorC8ePH8a9//UuTPD6qT58+ejdx9PHx0RzRAkAz3AsAa9asQfv27bFt2zasWLECrq6uGD9+PPr374/p06drLcgYPXo0Dhw4gOjoaHTu3BmNGjWCn58fdu/ejYEDB2qVbdu2LY4fP45///vfGDJkCEpLS9GtWzckJycjKChIZzKn6+DlFi1aACgbgiUismaPj2qQZauNrxeTORMYe5zX4MGD8dVXXyElJQWnTp3S2kB44MCBsLW1xeHDhzFo0CB069ZN66y3vXv3oqCgAL1799Zqs3wyf2XJ3KPs7e0RFBSEYcOG4emnn0Z6ejru3r2LJ554wtCXDACaIVNdJBIJQkNDERoaqnW9fLn248eh6Fph9P333+ss+9RTTyE+Pl7rWklJCa5fv44XX3wRhtC1GzgRkTUp39i9R48e5g6FjNSsWTOt3+08zssCGHucV/mwaXky92jXatOmTdGjRw/89NNP2Lt3b4UhVoVCgU2bNmHKlCkV2u3VqxdOnDiBX3/9Fd26dQNQtiCgV69eUKlUFcrb29ujR48eyMzMRGFhodHJnCl++eUXtGnTBs8995xBZQFUujT9UadPn8bDhw91JnNXr16tcO3KlSsAoBneJiKyNg0aNEBmZibu3r2LTZs2wdnZGba2tuYOiwxgZ2entSuE2FuTMJmrBe3bt4enpycOHDiAdu3aQSqVat0fPHgwTpw4gY0bN2p6pwAgLy8Phw4dwrZt23S2GxISghMnTiAuLk6TzJWWluLKlSv47bffKiRQgiDg7NmzaNWqFdzc3ER9jSEhIQgNDdXaBygnJwdKpRIff/yxVtmVK1fCzs5Os4K3PO7Y2FiMGTNGa+LqkSNHsHXrVs3pF+W2bdsGT09PhISEVIjl4sWLyM7O1po3V77ayZBEkYjIUjVo0AD29vZo2bKlZlU/WY/mzZvXTAIukMHy8vIEAEJeXp7RdV977TUBgBAaGlrh3nfffScAEFxcXISSkhLN9a1btwrDhw+vtM2cnBzBxsZGaNmypaZeZmamAEDo0qWLkJaWJjx8+FAQBEFQq9XC1KlTBYlEIsTFxVVoC4AwcOBAo19Xua5duwr9+vUTrl27JgiCIJw/f17w8fERRo0apYmh3IwZMwQ3NzchIyNDEARBuHnzpvDGG28I7du3F65evapV9uuvv9aK+cGDB8KGDRuEJ554Qvjxxx8rxNG6dWvB1dVVCAgIEK5fvy4IgiAkJiYKtra2wtSpU01+fUREluThw4fCgwcP+GFlH4/+PqxOTvE4JnNGKH/jp02bJhw4cMCoul9++aUAQEhKSqpwr6CgQHB0dBRGjx6tuTZmzBihUaNGQuPGjYVOnTpVqJOcnCx4eHgINjY2AgDBzc1NUCgUQlFRkbB7927hjTfeEDp37ixIpVLBxcVFcHd3F0aMGCEcPnxYq523335b8PDwEAAI9vb2goeHhxAYGGjUaxMEQVi5cqXg4+MjuLi4CC1atBC6du0qfPLJJxUSOUEQhL179wp+fn6Cu7u74ObmJrRr106YNWuWcOvWrQplz549KwQHBwuenp5Cs2bNhFatWgkhISHCn3/+qVVu+/btmvdj4MCBwu7du4WuXbsKbm5ugkwmExYuXKgzFiIiotp24MABYdq0aaIlcxJBsJ6Z4bm5uQgNDcWJEyeqXJUYERGBPXv2wNnZWXOte/fuWL16tVa5jRs3YsuWLWjYsCGcnZ2xefPmSg9rz8/Ph5OTE/Ly8oyaM0dERET0KDFzCquZM3fmzBmEhoaic+fOBq9MXLt2LeRyeaX3k5KSsHTpUvz2229wdXXFkiVLMHLkSJw8eVLv8VVERERElsJqMhZXV1colUr4+PiI1uaqVaswadIkzUkB7733HjIyMrROa9DFmBMgiIiIiB5Vb0+AkEqlcHR0NKrOtm3bIJfL0a9fP4SGhiI3N1dzr6ioCOnp6ejSpYvmmrOzM1q3bq05j7QyxpwAQURERPQosU+AsJpkzlht2rSBr68vDh8+jNTUVBQXF2PAgAEoKioCUDb/7uHDh3BxcdGq5+LiotmTjIiIiMjSWc2cOWNNnjxZ6/Ply5ejWbNmSE5Oxssvv6y5LpFIKtTVdY2IiIjIEtXZZO5xzs7OcHJy0hxM7+bmBjs7O9y8eVOr3M2bNyts6vu48PBwODg4ACjrKuWQKxEREVVFqVRq5tyXjxSKoc4mc3PmzNHahuTevXvIz8/XbDtib28PHx8fnD59WlMmLy8Ply5dQt++ffW2bexxXkRERESPdgDl5+eLdpxXnZkzt379eowfP17zeVJSEg4cOKD5PDo6Gi1btsTw4cM1195//33s3LlTcyTK+vXr0aVLlwrnoxIRERFZKqvpmSssLERAQADUajXUajXkcjmCg4MRGhoKoOyA+bNnz2rKR0ZGYtmyZVi2bBnu378Pd3d3HDp0CE2aNNGUGT16NNRqNYYMGYIGDRrA2dkZ33zzTZV7zIWHhyMoKIjDq0RERGQ0pVKJ5ORk0dqzqhMgzI0nQBAREZEYxMwp6swwKxEREVF9xGSOiIiIyIoxmTMBj/MiIiIiU4l9nBfnzBmBc+aIiIhIDJwzR0REREQAmMwRERERWTUmcybgnDkiIiIyFefMmRHnzBEREZEYOGeOiIiIiAAwmTMJh1mJiIjIVBxmNSMOsxIREZEYOMxKRERERACYzBERERFZNSZzJuCcOSIiIjIV58yZEefMERERkRg4Z46IiIiIADCZMwmHWYmIiMhUHGY1Iw6zEhERkRg4zEpEREREAJjMERHVKQqFAoGBgfD29kZgYCAUCoW5QyKiGsZhViOUd4lOmzYNQUFB8Pf3N3dIREQ6BQYGYt++feYOg4h0UCqVSE5ORkxMjCjDrEzmjMA5c0RkLZjMEVk2zpkjIiIiIgBM5kzCrUmIiIjIVNyaxIw4zEpE1oLDrESWrd4Os+bm5mLcuHHw8vIyql5ISAjatGlT4fqDBw/w4Ycfonfv3vDx8YGfnx/OnTsnUrRERERENc9qkrkzZ84gODgYzZs3hzGdiSkpKTh48KDOe2FhYThy5AiOHDmC9PR09O/fH/7+/igoKBArbCIiIqIaZTXJnKurK5RKJXx8fAyuU1xcjHnz5iEsLKzCvdLSUmzduhVvvvkmGjRoAACYMWMGLl26hK+//lpvu5wzR0RERKYSe86c1SRzUqkUjo6ORtVZs2YNxowZA5lMVuFebm4uCgsL4e7urrnm7OyMBg0a4Oeff9bbblRUFPeYIyIiIpP4+/sjKipKtPasJpkzVk5ODhITEzFz5kyd993c3NCoUSNkZ2drrt28eRP379/HzZs3aylKIiIiouqps8nc7NmzER0dDXt7e533JRIJ3n77bWzcuBG5ubkQBAFLliyBg4OD0T2AREREROZiZ+4AakJKSgoEQYCfn5/ecitWrICLiwtGjhwJe3t7TJ48GR06dEC7du301gsPD4eDgwOAsq5SDrkSERFRVZRKpWbOfVFRkWjtWt0+c7GxsYiIiEBWVlalZcLCwvD999+jUaNGAAC1Wo2srCz06tUL3bt3x+rVq3XWu3fvHjw8PHDs2DF07dq1wn3uM0dE1oL7zBFZNjFzijrTM7d+/XqkpaUhPj4eK1eu1LpXngCmpqZqXV+4cCH69OmDgIAAAMCiRYvw0ksv6UzkiIiIiCyR1cyZKywshFwux7Jly6BWqyGXy7FhwwbN/ezsbJw9e7ZCvREjRmjV2b17t+ZemzZtMGfOHPTv3x89e/aEnZ0dtm3bVmUs3JqEiIiITMXjvMyIw6xEZAkUCgUmTpxY6f2E+DhELAxDxNKVCBk/weR2iKjm1NvjvIiIqCwJq0xCfBzWRb6DqCAV1kVORUJ8nEntEJH1qDNz5oiI6guVSoXAwECd9zLPZyAq6A5G+QAC8jF/YRi279hZaTtEZP2YzJkgPDwcQUFB3JKEiMxCJpNVulI1IT4OqyKnQkA+Vh1soneotbKEkIhqllKpRHJysmjtcc6cEThnjogsAefMEVk/MXMKJnNGYDJHRNaC+8wRWTYugDAzbk1CREREpuLWJGbEnjkishbsmSOybOyZIyIiIiIATOaIiIiIrBqTORNwzhwRERGZinPmzIhz5ojIWnDOHJFl45w5IiIiIgLAZI6IiIjIqjGZMwHnzBEREZGpOGfOjDhnjoisBefMEVk2zpkjIiIiIgBM5kzCYVYiIiIyFYdZzYjDrERkLTjMSmTZOMxKRERERACMSOZ++uknrFq1Cnv37tVcy8rKwq5du3Ds2LEaCY6IiIyjUCgQGBgIlUqFwMBAKBQKc4dERDXMoGHWmJgYrFq1Cj4+PsjJyQEA/Pe//4WrqysuXryIp556CiUlJTUerLmVd4lOmzYNQUFB8Pf3N3dIREREZGWUSiWSk5MRExMjyjCrQcnca6+9hs8++wyOjo4AgFOnTmHFihVYu3YtBEFAixYtUFpaWq1ArAHnzBEREZEYan3OXJcuXTSJHAB4e3vj888/x6ZNm3Dp0iVIJJJqBUFEREREpjEomXvyySfxySefoFWrVjh9+jQAoEGDBli0aBF+/fXXepfMcWsSInpU+Tw1b29vzlMjoiqZbWuSixcv4rfffkNgYCDs7e217h07dgx9+/YVLShLxWFWItKH24EQkaHMsjVJ27ZtMXLkyAqJHIBaS+Ryc3Mxbtw4eHl5GVUvJCQEbdq0qXD9xo0bePXVV9G9e3cMGDAA/fv3R1pamkjREhEREdU8OzEaKS4uRmZmJm7dugVHR0e4u7vDw8MDtra2YjQPADhz5gxCQ0PRuXNnGLPPcUpKCg4ePAgnJ6cK99577z1cunQJx48fh729PTZs2IDhw4cjOzsbTZo0ES12IiIioppi8qbBOTk5WLJkCbp3747GjRujS5cuGDVqFIYOHYo2bdqgcePG6NOnD1auXIn8/PxqB+rq6gqlUgkfHx+D6xQXF2PevHkICwvTeT8jIwN9+/bV9DYOHjwYt2/fxrlz5/S2yzlzREREZCqx58wZnczdv38fM2fOxEsvvQQbGxusWbMGN2/exP3796FSqXDt2jUUFRVBpVJh4cKFuHXrFgYOHIjVq1dXay86qVSqtaLWEGvWrMGYMWMgk8l03h89ejQOHDiAvLw8AMCuXbvg5uaGp59+Wm+7UVFR3GOOiIiITOLv74+oqCjR2jMqmVOpVBg7diz8/PyQnp6OBQsWYMCAAXjiiScqlHVxcUFAQACioqKQnp6O5s2bY9y4cbhz545oweuTk5ODxMREzJw5s9IyS5YswaBBg9C6dWs89dRT+O9//4vU1FQOsRIREZHVMGrO3Nq1a/Hll1/C2dnZuIfY2WHy5MkYPHgw1q1bh/nz5xtV3xSzZ89GdHS0zgUb5aZPn44TJ07g4sWLcHFxwc6dOzF+/HgcOXIELi4uldYLDw+Hg4MDgLLsmr10REREVBWlUqmZplVUVCRau0YlcytWrKjWwzw9PWslkUtJSYEgCPDz86u0TEFBATZu3IjY2FhN4jZp0iQsWrQIMTExWLhwYaV1o6KiuDUJERERGeXRDqD8/HzExMSI0q4oq1ktzf79+5GVlQW5XA4AUKvVUKvVkMvl6N69O1avXo2HDx+itLRU08NWzsHBATdv3jRD1ERERETGqzPJ3Pr165GWlob4+HisXLlS615sbCwiIiKQmpqquda0aVMMGDAA27dvx+jRo2Fvb4+jR4/i/PnzWLt2be0GT0RERGQiq0nmCgsLERAQoNXLFhwcjNDQUABAdnY2zp49W6HeiBEjcOHCBU2d0NBQBAcHAwDi4+Mxd+5c9OrVC40aNUJBQQE+//zzKufAhYeHIygoiHPliIiIyGhKpRLJycmitWfwcV7E47yISD8e50VEhjLLcV7GKCkpwW+//QYA+N///lcTjyAiIiIi1FAyBwAfffQR1Gq1aCs1iIiIiKgi0ZO5M2fOYPv27ejTpw9GjRqFvn37IjY2VuzHmBWP8yKiuk6hUCAwMBDe3t4IDAyEQqEwd0hEdYbZj/OqilQqhbe3N1q0aAEvLy+0adMGXbp0EfsxZsXjvIjqn6qSmYT4OGSez0BCfFy12rEUEydOxL59+yCTybBv3z5MnDjR3CER1RlmPc7LEK6urujcuTPi4+Px+eefY8OGDXj++efFfgwRUa3Sl4QlxMdhXeQ7iApSYV3kVL0JnbUkc0RkPWpkaxJHR0d88cUXaNCgAb744ouaeIRZcWsSovpHpVIhMDBQ573M8xmICrqDUT6AgHzMXxiG7Tt2VtpOZRQKBRQKBVQqFWQyGSZOnMgeMaI6iFuTmBG3JiGqv/RtO1LWMzcVc4bmY9XBJpix4FOEjJ9gdDvGlKktlhQLUV1iEVuTVHXk1Q8//GBq00REFkdfD1nI+Al4b8EmzE+W6U3kqmqHiMgURidzBQUF6NmzJ9zc3DBgwADcunVLZzlbW1usW7eu2gESEVmCqpKwkPET4NWhq95EzpB2iIiMZXQy99FHH6GwsBCjR4/G77//jjfeeENnuT59+qCoqKjaAVoibk1CREREphJ7axKjF0AcPXoUP/30Exo3bozc3FyEhITgr7/+QkpKCjZt2oQHDx6gadOmcHR0xO3bt/H++++LFqyliIqK4pw5IiIiMom/vz969+4t2sEKRidzLVq0QOPGjQGUbUOyZcsWvP7661CpVHj++eeRkZGB9PR02NjY4LPPPhMlSCIiIiLSzehkrjyRK9e2bVsUFxfj119/xRNPPAEAyMvLg52dXYWydQW3JiEiIiJTib01idHJXGlpaYVrAQEBmkQOAJycnKoXlYXjMCsRERGZyuzDrLt374adnR0CAgLg5+cHZ2dnODo6ihIMERERERnH6NWs9vb2+PHHHzF27Fi4ubmhb9++OHjwIJRKJfLz87XKfvDBB6IFSkREREQVGZ3MBQYG4ty5c7h8+TK++OILPPPMM8jMzERAQABcXFzQtWtXTJs2DQqFAkePHq2JmM2OW5MQERGRqcTemsTo47xOnjyJHj16VLienZ2NlJQUpKamIjU1FdnZ2ZBIJCgpKREtWHPjcV5EpI9YR19Z0hFalhQLUV1i1uO8dCVyAODp6YnJkycjNjYWWVlZOH/+PJ5++ulqBUdERDVHoVDovZ8QH4fM8xlIiI8zuQ0iqnkmn81alfbt26Nr16411bxZcZiViOoCfYlYQnwc1kW+g6ggFdZFTq00oWMyR2Q8sw+zGuOvv/7CU089VVPN1zoOsxKRPoYMSSoUCr3nsybExyFiYRgilq6s9JzXqtowlLe3N2Qymc57meczEBWkwigfICkdmJ8sg1eHin+gq1QqnDp1qtqxENU3YuYURm9NYoy6lMgREYlBXyL2f71hd7AqcioA6EzoxErmZDJZpclnQnwcVkVOhYB8rDrYpNLkMjAwsNpxEFH1GJXMTZgwAZ06dcKECRPQtm3bmoqJiMiqKBQKKBQKqFQqBAYGYuLEiZUmW+VldCnrDbuDUT6AgHzMXxiG7Tt26mxDDPoSwvLEbX4VvYRiJJVEVD1GDbMKgoDvv/8eCoUCOTk5GD58OEJCQuDq6lqTMVqM8i7RadOm8TgvIjKJvqHYsp65qZgztKw3bMaCTyvtDautFaZczUokvvLjvGJiYkQZZjV5zlxRURH27t2LhIQEPHz4EMHBwXjppZfQsGHDagWkT25uLkJDQ3HixAlkZmYaXC8kJAQnTpxAVlaW1vWOHTtCKpVqXTtz5gzmz5+PWbNmVWiHc+aIqLosac6cIZjMEdUMMXMKURZA5OXlITExEXv27EHz5s0xfvx4DB06FDY24i2WPXPmDEJDQ9G5c2d8++23FRKzyqSkpODll1+Gk5NThTojR47Ef//7X83nxcXFaNOmDdLT03VOCmYyR0S1wZISKEuKhaguMes+c7o4OTnhzTffxN69e/HRRx/h9OnTGDp0KGbMmIGff/5ZjEfA1dUVSqUSPj4+BtcpLi7GvHnzEBYWpvP+o4lc+ec+Pj6Vru4iIiIisjSi7zP35JNP4oMPPsChQ4fwr3/9C0lJSXjhhRcQERGBv/76y+R2pVIpHB0djaqzZs0ajBkzxuDkbOvWrXjrrbeqLMd95oiIiMhUYu8zV6Nbkzz77LNYtmwZAOD777/HypUrcefOHcTHx9fkYwEAOTk5SExMRFpamkGbWmZnZ+PcuXMYNmxYlWWjoqI4zEpEREQm8ff3R+/evRETEyNKezWazD1q4MCBGDhwYG09DrNnz0Z0dDTs7e0NKr9t2za8/vrros7zIyIiIqpptZbM1aaUlBQIggA/Pz+DypeWlmLHjh344YcfDCofHh4OBwcHAGXZNbcoISIioqoolUrNNK2ioiLR2q2xZO7GjRu4efOmWU6B2L9/P7KysiCXywEAarUaarUacrkc3bt3x+rVq7XKHzhwAM8++yxatmxpUPscZiWqGx7d7Fcmk+nd7JeIqLoe7QDKz8+37GHWpUuX4sCBA1CpVCguLkZERATefPPNmniUxvr165GWlob4+HisXLlS615sbCwiIiKQmpqqs66hCx+IqG4pT964/QYRWbMamSAmlUpx7NgxZGZm4tixY/j777+xZs2aarVZWFgIuVyOZcuWaXrZNmzYoLmfnZ2Ns2fPVqg3YsQIrTq7d+/Wun/t2jWcOnUKAQEB1YqPiIiIyBxqpGeuYcOGyM/PR9OmTdG6dWtER0dj06ZN1W6zsp41ABV648rt3btXb7vu7u64ePGiUbGEh4fzOC8iIiIySflxXmKpkZ65U6dOoVOnTnjllVewefNmHD16VGuVqLHJk6WJiopiIkdEVAWFQoHAwEB4e3sjMDDQoG2iiOoDf39/REVFidZejfTMyWQyXLhwARkZGTh+/Dg2bdqE33//Hbt27cLzzz+PM2fOcNNdIqI6jnMSiWqHyT1zN2/erPTeK6+8gpUrV6Jz586YMWMG4uPjcfr0aezatQv9+vVDfn6+qY+1CDwBgoiIiEwl9gkQRidzBQUF6NmzJ9zc3DBgwADcunWrQhk3Nze88MIL+Pzzz7Wue3h4YNSoUdi+fbvpEVsADrMSUV1XPkSqUqk4REokMrMPs3700UcoLCzE6NGjkZKSgjfeeANff/11hXJ9+vRBWlqazjY6dOhgfKRERFRruOcekfUwumfu6NGj+Omnn5CYmIhz584hPz8ff/31FzZv3gxvb28888wz6NmzJwYMGIAvv/yyJmImIqqT2BtGRKYwumeuRYsWaNy4MQDA1dUVW7Zsweuvvw6VSoXnn38eGRkZSE9Ph42NDT777DPRA7YE3JqEiGoCe8OI6gextyYxOpkrT+TKtW3bFsXFxfj111/xxBNPAADy8vJgZ2dXoWxdweO8iIiIyFT+/v7o3bu3+Y7zKi0trXAtICBAk8gBgJOTU/WiIiIiIiKDGJ3M7d69G3Z2dggICICfnx+cnZ3h6OhYE7ERERERURWMXgBhb2+PH3/8EWPHjoWbmxv69u2LgwcPQqlUVtg/7oMPPhAtUEvCfeaIiIjIVGLvM2d0z1xgYCDi4uKQk5ODI0eOIDU1FUeOHEFAQABsbGzQuXNn9OvXD3369MHRo0dFC9SScM4cERERmUrsOXNG98zNnj0bANCyZUtMmjQJW7duxd9//42srCxs3boV3bp1w7fffotXXnkF6enpogRJRFQd+rb4SIiPQ+b5DCTEx5ncBhGRORmdzPXo0UPndU9PT0yePBmxsbHIysrC+fPn8fTTT1c7QEvEYVYi61JZIpYQH4d1ke8gKkiFdZFT9SZ0TOaISCxiD7NKBEEQRGvtMePHj0d8fHxNNV/r8vPz4eTkhLy8PA6zElkRb29vyGSyCtczz2cgKkiFUT5AUjowP1kGrw5ddbahUqlw6tSpGo60bgoMDMS+ffvMHQaRRREzpzB6zpwxlixZUpPNExEZRCaT6UwmEuLjsCpyKgTkY9XBJohYuhIh4yfobCMwMLCmw6RKKBQKKBQKqFQqyGQybq5M9Bijh1mN8dRTT9Vk80REBqnsF3/I+Al4b8EmzE+WYcaCTytN5PS1QTU/J3HixInYt2+fJinn14JIm8HJ3CeffIIbN26Y/KC8vDx8+OGHJte3JJwzR2Rd9P3yDxk/AV4duupN5Kpqo76zhjmJ5efeent789xbMjuzzZkrLi7GrFmz0KdPH4wbNw42NoZ36n3zzTeIjY1FTEwMWrRoYXKw5sY5c0R1E+d0VU9tzUkU4+vErzVZCrPMmbO3t8e6deuwceNG9OzZEyNGjEDfvn3h6+tbIYiCggL873//w9GjR5GcnIwhQ4Zg586daNSoUbWCJSIiy8M5iUTmZdQCCBsbG4SGhuK1117Djh078PHHHyM1NRWCIMDZ2Rk2Nja4efMmSkpK4Ovri2HDhiEpKUnnX2zWLDw8HEFBQfD39zd3KEREZqdvTiIAzF8YpjeR09cGUV2kVCqRnJwsWnvV3pqkpKQEV69ehVqtRklJCdzc3CCVStGgQQOxYrQYHGYlqps49FazxHp/OcxKdYlFbU1ia2sLmUxW53rfiIiIiKxBjW5NQkREREQ1i8mcCbg1CREREZlK7K1JrCqZy83Nxbhx4+Dl5WVUvZCQELRp00bnvfT0dPj7+6Nv377o1q0b/P39kZubq7e9qKgoLn4gIiIik/j7+yMqKkq09qwmmTtz5gyCg4PRvHlzGLNmIyUlBQcPHtR5788//8TYsWOxdu1aHDt2DP/73//QpEkTFBQUiBU2ERERUY2ymmTO1dUVSqUSPj4+BtcpLi7GvHnzEBYWpvN+REQExo8fj2eeeQZA2dYru3fvhqenp952OcxKREREpqq3w6xSqRSOjo5G1VmzZg3GjBmjc6WtIAg4cOAAmjRpgrFjx6JPnz4YOXJklTuQAxxmJSIiItNZ1TDrc889V5PN65WTk4PExETMnDlT5/3c3Fzk5+dj1apVWLRoEdLS0vDiiy+ib9++uHz5cu0GS0RERGSiau0zp1aroVQqceXKFRQVFVW4f+nSpeo0Xy2zZ89GdHQ07O3tdd5/8OABACAoKAidO3cGAEyZMgURERH44osv8O9//7vWYiUiIiIylcnJnFKpxKhRo3D//v1Ky0gkElObr5aUlBQIggA/P79KyzRr1gwSiaTCEOyTTz5ZZRIaHh4OBwcHAGVdpRxyJSKqHoVCofdIr4T4OGSez0BCfJzeY8GqaofInJRKpWbOva5OMFOZnMx98MEHCAwMRGhoKFq2bKlJbsoJggBfX99qB2iK/fv3IysrC3K5HEBZD6JarYZcLkf37t2xevVqNG7cGJ06dYJardaqe/36dbRq1Upv+1FRUTzOi6gOUCgUUCgUUKlUCAwMxMSJE5kImIm+JCwhPg7rIt9BVNAdrIqcCgCVJnRM5siSPdoBlJ+fj5iYGFHaNTmZy87OxsmTJysdxgSAuXPnmtq80davX4+0tDTEx8dj5cqVWvdiY2MRERGB1NRUreuzZs3CBx98gJycHLRs2RIHDx7ElStX8Nprr9Va3ERkPkzeLEd5Qq1L5vkMRAXdwSgfQEA+5i8Mw/YdO3WW/f333yt9Bnv3qK4yOZnr2LEjSktL9ZYZN26cqc1XUFhYiICAAK1etuDgYISGhgIoSy7Pnj1bod6IESNw4cIFTZ3Q0FAEBwcDKJsjd+vWLQwdOhQuLi6ws7PDoUOHjN6UmIiIqkcmk2Hfvn067yXEx2FV5FQIyMeqg00QsXRlpcmYu7t7pW2wd4/qKolgzA68j0hNTUVcXByWL1+OZs2a6Swjk8mgUqmqFaAlyc/Ph5OTE6ZNm4agoCDOlSMiMkBgYGCliVo5Q+bMRSwM05vIAUDr1q01i9oeVda7p8IoHyApHZifLINXh64621CpVAZtU0VkKqVSieTkZMTExCAvL6/aU7cMTuYGDx5c4Vp2djZycnLQrl07uLq6wsZGe6eTtLQ0vQskrE15MifGG09EVNc9OidRJpNVe1jbkKSwsjJlPXNTMWdoWe/ejAWfVpoUGvIcouoSM6cweJj16NGjOhcGSKVS3Lt3D/fu3atwr6SkpFrBERGR9TLHnMTKnleeuM03oHePQ6xkbQxO5tzc3JCZmWlU4y1atDA6IGsQHh7OYVYiIgukLxELGT8B23fs1JvIVdUGkRjKh1nFYnAyt2LFCqMbj42NNbqONeDWJERERGQqf39/9O7dW7StSQw+zuuVV17R+nzz5s2Vll2+fDlGjRqFNm3amBwYEREREVXN5LNZFy9eXOm9UaNG4fnnn8frr79uavNEREREZACTkzl9i2A7dOiAhQsX4uLFi6Y2b9HCw8M1x3EQERERGUOpVCI8PFy09ozaNHjJkiWaf9+7dw9Lly7VmdQ9fPgQf/zxB5o0aVL9CC0Q58wRERGRqcSeM2dUMhcREaH5t0QiwaJFiyot27x5c2zZssXkwIiIiIioakYlc+VbkwiCAF9fX6Snp+ss17hxY7i6ulY/OgvFrUmIiIjIVGbbmgQoOyal3MyZM7U+r084zEpERESmMtvWJI8Tc+IeEREREZnGqJ45XfLy8vDdd99phmC9vLwwZMgQODk5VTs4IiIiItKvWsncmjVrsHDhQhQWFmpWtUokEjRs2BCLFy/GnDlzRAnS0nDOHBEREZnKrHPmHhUTE4M5c+agW7duCAwMRIsWLSAIAq5cuYK9e/figw8+QIMGDTBt2jTRgrUUnDNHREREphJ7zpxE0Lf7rx7t27fHjBkzMH36dJ33P/nkE6xfvx4XLlyoVoCWJD8/H05OTsjLy2MyR0RUSxQKBRQKBVQqFWQyGSZOnIiJEyea1FZgYCD27dsncoRExhMzpzA5mXN1dUVubm6l9wVBgIeHB65du2ZycJam/I2fNm0ah1mJiKwQkzmyBOXDrDExMeZN5jp37oz09HQ0atRI5/27d++ib9++yMjI0FzLzs6Gp6enaZFaAPbMERFZJzF794jEYBE9c5s3b8bx48exceNGNGzYUOteYWEhQkNDMWzYMIwZM0ZzXSaTQaVSVStgc2IyR0RERGIQM6cweQHE8ePHoVQq8eSTT8LHxwceHh4AgKtXryI9PR3u7u4QBAH79+/X1MnLy6tWsERERESkzeSeORsb4/cblkgkKCkpMeVxFoFz5ogsB4fNiMhaWcycuRYtWuDKlSs1XseScJiVyPJwQjsRWSMxcwqTj/OqbEsSsesQERERUeVMnjNXfjbrL7/8AqVSievXr+Pjjz/GP//8g9zcXHh7e1dah4iIiIjEYXLPXElJCV555RX4+Phg/vz52Lp1KwAgJycHPXv2xKRJk1BcXCxaoJYkPDwcSqXS3GEQERGRFVIqlaJ2cJmczK1YsQLJyckIDw/Hf/7zH832JD179sTly5ehVquxatUq0QIFgNzcXIwbNw5eXl5G1QsJCUGbNm0qXI+IiIC3tzfkcrnmw5DzZKOiorj4gYioHlIoFAgMDIS3tzcCAwOhUCjMHRJZIX9/f0RFRYnWnsnDrDt27EBSUhIGDx4MAFpnsLq7u+PLL7+En58fPvzww+pHCeDMmTMIDQ1F586dYcyajZSUFBw8eBBOTk46769duxZyuVyUGImIqG4rXzXNhTdkSUzumbt27ZomkdNFJpOJuq+cq6srlEolfHx8DK5TXFyMefPmISwsTLQ4AA6zEhERkeksZpjVzs5O79ms2dnZpjatk1QqhaOjo1F11qxZgzFjxkAmk1VaZtu2bZDL5ejXrx9CQ0P1vqZyHGYlIiIiU4k9zGpyMjds2DCMHTsWly5dqnDv5MmTGDt2LIYPH16t4KojJycHiYmJmDlzZqVl2rRpA19fXxw+fBipqakoLi7GgAEDUFRUVHuBEhEREVWDyXPmoqKi0LNnT7Rr1w7t2rXDzZs30bNnT+Tk5ODKlSvw9PTE0qVLxYzVKLNnz0Z0dDTs7e0rLTN58mStz5cvX45mzZohOTkZL7/8cg1HSERERFR9JidzMpkMJ0+eRHh4OJKSklBUVIT09HQ4OTnhjTfeQFRUFNzc3MSM1WApKSkQBAF+fn5G1XN2doaTkxMuXryot1x4eDgcHBwAlHWVcsiViIiIqqJUKjVz7sUcBTQ5mQMADw8PbNu2DVu3bsX169chCALc3d0hkUjEis8k+/fvR1ZWlmaVqlqthlqthlwuR/fu3bF69WoAwJw5czT/BoB79+4hPz8frVq10tt+VFQUj/MiIiIiozzaAZSfn4+YmBhR2q1WMvfPP/9ArVZDIpFAKpWiZcuWogRlivXr1yMtLQ3x8fFYuXKl1r3Y2FhEREQgNTVV63pSUhKGDBmCYcOGAQCio6PRsmVLs871IyIiIjKG0Qsg7t27h8WLF8PT0xOtW7dGz5494evrq/k8MjIS9+7dEz3QwsJCyOVyLFu2TNPLtmHDBs397OxsnD17tkK9ESNGaNXZvXu35l5kZCSWLVsGuVyOXr164fTp0zh06BCaNGmiNxZuTUJERESmEntrEolgxA68//zzD4YNG4Y//vgDAODl5QUPDw+Ulpbi2rVryMrKAgB07twZBw4cMGtPXU3Iz8+Hk5MT8vLyOMxKZCG4eSuZA7/vqLrEzCkM7pkrLS3F6NGjcenSJSxbtgzXrl3D33//jbS0NBw/fhwXL16EWq1GZGQkMjMzMXr0aKNOaiAielxVRyUlxMch83wGEuLjqtUOEZE1MziZS0hIwF9//YWffvoJH3zwAVxdXSuUcXd3R3h4OH788UecO3cOCQkJogZLRPWLviQsIT4O6yLfQVSQCusip+pN6JjMEVFdZvACiK+++gqLFi3Cs88+W2VZb29vLFy4ELt27cK4ceOqFaAlCg8PR1BQELckIaphKpUKgYGBOu9lns9AVNAdjPIBBORj/sIwbN+xs9J2iIgshVKpRHJysmjtGTxnztPTEydPnoS7u7tBDV+9ehU9evTA5cuXqxWgJeGcOaLapW9eUlnP3FTMGZqPVQebYMaCTxEyfoLR7RCZgt9TVF1i5hQG98w9ePDA4EQOKNuDjsdiEVF1TJw4sdJ75Ynb/IVhiFi6stJErqp2iIisncFz5mxtbY1u3JQ6RETlqkrCQsZPgFeHrnoTOUPaIXoUF96QtTG4Z66goAA7duwwaoVqYWGhSUFZOs6ZIyKquxQKRaV/APzfwps7WBU5FQAq/WNCXztUv5ltzpyNjY1Rx3QJggCJRIKSkhKTg7M0nDOnm0KhgEKhgEqlgkwmw8SJE/kDjGoN5y6R2Ly9vSGTyXTeK1t4o8IoHyApHZifLINXh646y6pUKpw6daoGIyVrZpY5c02bNsUnn3xicMOCIGDWrFkmBUXWpTx54y9VIqoLZDKZ3oU3qyKnQkDZwht98zUrW4lNJDaDk7mGDRvitddeM6rxDz/80OiArAGHWYmI6i4uvKGaZrZh1qKiIjg4OBjVuCl1LBmHWfVjzxyZA7/vyBz4fUfVZZbjvExJyupSIkdERERkiQxO5oiIiIjI8jCZM0F4eDiUSqW5wyAiIiIrpFQqER4eLlp7Bi+AoP8TFRXFOXNERERkEn9/f/Tu3RsxMTGitMeeOSIiIiIrxmTOBBxmJSIiIlOJPcxqcjK3efPmSu8tX74co0aNwrlz50xt3qJFRUVxjzkiIiIyib+/P6KiokRrz+RkbvHixZXeGzVqFJ5//nm8/vrrpjZPRERERAYwOZnTt9dwhw4dsHDhQly8eNHU5omI9FIoFAgMDIRKpUJgYCAUCoW5QyIiMgujVrMuWbJE8+979+5h6dKlOpO6hw8f4o8//kCTJk2qH6EF4nFeROZXfiYwEZG1MdtxXgBgY/N/HXkSiURv71zz5s2xZcsWvPTSS9UK0JLwOC/9eLwNEdUX/HlH1SVmTmFUz1xmZiaAsiFWX19fpKen6yzXuHFjuLq6ViswIiIiIqqaUXPmWrdujdatW6NNmzaYOXOm5vPHP+p6Ilcftyapaj5SQnwcMs9nICE+zuQ2iIiI6gOxtyYxapjVWMeOHUPfvn1rqvlaV5+HWfUNKSTEx2Fd5Dt4f+gdrDrYFO8t2ISQ8ROMaoOIyJrw5xlVl5g5RY0mczKZDCqVSrT2cnNzERoaihMnTmiGfA0REhKCEydOICsrq1pl6nMy5+3tDZlMpvNe5vkMRAWpMMoHSEoH5ifL4NWha4VyKpUKp06dquFIiYhqjkKhgEKhgEqlgkwm40IcMplZ5swtXrwYt2/fxpo1awAAgwcPrrLOzZs3TY/sMWfOnEFoaCg6d+6sd+HF41JSUnDw4EE4OTlVq0x9J5PJ9PbMrYqcCgH5WHWwCSKWrqy0Z46IyJoxeSNLZPCcuc2bN2Pbtm0oLi4GABw9ehSZmZl6P0pKSkQL1NXVFUqlEj4+PgbXKS4uxrx58xAWFlatMo+rj3Pm9P3wChk/Ae8t2IT5yTLMWPCpzkSuqjaIiIjqC7PNmbt69SqKiorQqlUrAECLFi1w5coVvXUMKWOs2NhYRERE6B0OLbdixQpIJBK4ublVWseQMuXq8zCrITiHhIiIyDBi5hQG98x5eHhoEjkA2Lp1a5V1DClTU3JycpCYmIiZM2dWqwwRERGRJTP5OK/hw4frvJ6ZmYlff/0VpaWllZapDbNnz0Z0dDTs7e2rVaYuKz8Oydvbm8chERERWSmjNg1+1JEjR7B06VK0bNkSO3bsAACEhYXh448/BgA888wzSElJgbu7uziRGiElJQWCIMDPz69aZSoTHh4OBwcHAIC/v7/VHutVPpGXw6NEREQ1T6lUaubcFxUVidauycnc1q1bUVhYiFdeeQUA8NNPP2H16tXo1asXJk6ciPj4eCxZsgQbNmwQLVhD7d+/H1lZWZDL5QAAtVoNtVoNuVyO7t27Y/Xq1QaVqUxUVBTnzFkobhtARESW6tEOoPz8fMTExIjSrsnJ3IkTJ/Djjz9CKpUCALZs2QJHR0d8/fXX8PDwQHBwMPr06SNKkIZYv3490tLSEB8fj5UrV2rdK180kZqaqrlmSBmyPuxtJCKi+sbkOXOFhYWaRK6kpAR79+7FyJEj4eHhAaBswcT9+/fFifL/P08ul2PZsmWaHrRHe/2ys7Nx9uzZCvVGjBihVWf37t0mlXlUfdyahIiIiMQh9tYkJvfMNWzYENevX4ebmxv27NmDGzduYNy4cZr7d+/ehZ2dyc3rfJ6+XrPHe9rK7d27t8q2DSnzKA6zEhFRdXBKSP3m7++P3r17m3+YdfTo0Rg2bBgGDx6M7du3o2XLlggKCgIA3LhxA3PnzsVzzz0nSpBERER1CaeEkJhMTuYiIiJw9epVbNu2DW5ubvj8889ha2uLkpISuLm5QSKRYPv27WLGSkRERESPMTmZa9Sokc5kzdbWFqWlpdUKytKFh4cjKCjIarckISIiIvNRKpVITk4WrT3xJrXVI5wzR0RERKYSe86cyatZDcE5c0REREQ1q1o9c2q1GkqlEleuXNG5k/GlS5eq07zF4jArERERmcpihlmVSiVGjRqldy85iURiavMWjcOsREREZCqLGWb94IMPMGTIEBw6dAjnzp1DZmam1sfFixfRvHlzUYIky6ZQKBAYGAiVSoXAwEAoFApzh0RERFRvmNwzl52djfT0dM2B87rMnTvX1ObJinCzSyIiIvMxuWeuY8eOVW5B8uiJEHUJj/MiIiIiU4l9nJfJyVx0dDRmzpyJ27dvV1rGx8fH1OYtWlRUlNUsfqhqyDMhPg6Z5zOQEB9XrXaqq3yo1tvbm0O1RERUp/n7+yMqKkq09kweZl2yZAmys7PRokULtGvXDq6urrCx0c4Nb968We0AqXoUCkWlQ6AJ8XFYF/kOooLuYFXkVABAyPgJRrcjBh5tQ0REZBqTk7mjR4+iVatWkEqluHfvHu7du1ehTElJSbWCs1TWtDVJ+aIEXTLPZyAq6A5G+QAC8jF/YRi279hZaTuWoqrE8tHexsqSU0PaISIiqgkWszWJm5sbMjMz9ZZp0aKFqc1bNGvamkQmk1Xa05UQH4dVkVMhIB+rDjZBxNKVlSY/lSWE5mAtvY1ERES6iL01icnJ3IoVK6os8/nnn5vaPIlEX7JSnuTMXximN5Grqp3aVhd7G4mIiEwm1KAWLVrUZPO1Li8vTwAg5OXlmTsUUQUEBJg7BA1DYtFXZlecQujTqanwn5kQendqIuyKU1TrWUREptq5c6fe+7viFELHdjK9P6eqaoOsl5g5RbWO87p//z4UCgX+/PNPnYsd8vLyqtO8xbKmOXN1UV3sbSSiukeMKSGcDlI3iT1nTiIIgmBKxb///htDhgxBVlZWWUMSCR5vSiKR1KlFEPn5+XByckJeXp7VzJkzhCWtIBUrFkt6TURUP3l7e0Mmk+m8VzYlRIVRPkBSOjA/WQavDl0rlFOpVDh16lQNR0rmIGZOYXLP3Ny5c9G+fXscOHAA7du3R8uWLXHlyhUAwOXLlzFjxgxMmjSpWsERERFZKzEWoFnS4jOyXCYnc99//z3++OMPuLm5ASjrhSvXqlUrfPHFFxg2bBhGjx5d/SiJiIisjBhTQurbEKtCoYBCoYBKpYJMJuNxkQYy+QQIOzs7TSJX7tEhVScnJ2RnZ5semQXjcV5ERFSVqpKQkPET4NWhK+f2PmLixInYt2+fplezrr5+iznOy9nZGX/++afm85YtW+Kbb77RfP7tt99WLzILZk3HeREREZFlEfs4L5OTuSFDhsDPzw9btmwBAIwdOxbjxo1DUFAQgoKCMHr0aI71k9XiWbFERGQtTJ4zN2vWLDz99NNwdnYGAEyfPh3Hjh3DN998A4lEgmHDhmH58uVixWlRuDVJ3cezYomovuA8tdpnMcd5eXl5Ydq0aZrPGzRogD179uD27dtwcHBAo0aNRAnQElnTcV5ERET68I/X2if2cV4mD7MuWbIES5YswcmTJ7WuOzs711gil5ubi3HjxsHLy8uoeiEhIWjTpk2F6//9738RGBiIoUOHwsfHBwMGDMDx48dFipaIiIio5pmczEVERCA1NRWlpaVixlOpM2fOIDg4GM2bN6+wObE+KSkpOHjwoM57mzZtwpQpU3Dw4EGkp6ejd+/eGDFiRK29pvpI39yzhPg4ZJ7PQEJ8nMltEBER1TcmJ3MuLi747rvv4OvrK2Y8lXJ1dYVSqYSPj4/BdYqLizFv3jyEhYXpvP/RRx9h1KhRms/79++PGzduVHkMGbcmMV1lidj/HW2jwrrIqXoTOiZzRERkzcTemsTkOXMdO3bEvXv39M4dW7BgASIjI019hBapVGp0nTVr1mDMmDEV9sMr1717d82/79y5g23btmHy5Mlo1qyZ3nY5Z850KpVK5yrnsqNt7mCUDyAgH/MXhmH7jp2VtkFERGStxJ4zZ3Iyt3z5crzzzjtYs2YNPDw8dJb5/PPPRUvmjJWTk4PExESkpaVV2ZMTEhKCffv2ISAgAOvWraulCOunyo63MfRoG4DH2xARET3K5GRu4cKFyM7OhqenJ9q3bw83NzfY2GiP2t68ebPaAZpq9uzZiI6Ohr29fZVlExISUFxcjLlz58LHxwcnT57EE088UWn58PBwODg4ACjLrq11i5JHl6MHBgbWynL0yto39GgbfW0QERFZMqVSqZmmVVRUJFq7JidzR48eRatWrSCTyVBQUIBLly5VKPPo8V61KSUlBYIgwM/Pz+A69vb2WLZsGdavX4+vvvoKb7zxRqVl68owqzn2EqrqrMLtO3bqTeSqaoOIiMhSPdoBlJ+fb/5hVjc3N2RmZuot06JFC1Obr5b9+/cjKysLcrkcAKBWq6FWqyGXy9G9e3esXr0aABAdHY0PP/xQU8/e3h4ODg64e/euOcImEZijt5GIiMicDE7mHu2pio6OxooVK6qsExsba1JQpli/fj3S0tIQHx+PlStXVoijfCuVRy1duhRBQUF49tlnAQBbt25FSUkJhgwZUlthk8iYvBERUX1jcDKXmJiI999/H0BZD9Yrr7xSZR0x55IVFhYiICBAq5ctODgYoaGhAIDs7GycPXu2Qr0RI0bgwoULmjqhoaEIDg4GUJaUvvXWW3BwcEBRURHs7Ozw7bff4plnntEbC4/zIiIiIlOJfZyXRDBwB94WLVrgypUroj3YGuXn58PJyQl5eXl1Ys6cJbK042QsLR4iqhss8TzU2vp5p1Ao9L7WhPg4RBiwGK6qdiydmDmFwZsGSyQSoxtPTEw0ug4REVFdN3HiROzbtw+nTp3Cvn37rDopMVZVJwFxA3njmbwAwhAzZszAmDFjavIRREREZEUq2zwe4AbypjI4mbtx4wZeeOEFo85FNec+czWJc+bqBkO6+svPiq2sq9/au/mJiGpbZZvHA/VnA3mx58xBMJBEIjH6w8bGxtDmrUJeXp4AQMjLyzN3KHVWQECARTxrV5xC6NOpiZA0E0KfTk2FXXEKo9sgIrIUO3fu1Ht/V5xC6NhOVunPOkPaqM1YxIzHXMTMKWp0AURdWzRhSQsgLHHyrBhqc8GBt7c3ZDKZzntlXf0qjPIBktKB+ckyeHXoWqGcSqXCqVOnajhSIqKKjPk9oO9na/k8tfeH3sGqg03x3oJNOnvDavPnc31YfCZmTmHwMKspCyBCQkKMrmMNLGGYtfw/bX34hq8pYnT1W3M3PxFZN2N+D4gxT41z1MQj9jBrjS6AWLt2bU02bzZ15Tiv+q6qo8WAqs+KrQu9oURU9/GPV8vi7++P3r171/5xXg8ePMAPP/wAQRDg6+uLBg0aiBIAkblUlYgZclYskzkisgb847VuM3ifuSZNmuDVV1/F5MmT69Q8OKKaolAoEBgYCG9vbwQGBnJPpP+P7wtR7TPkj1evDl35x6uVMrhnLisrqwbDsC6WMGeOLB/nNerG94WI6jux58wZ3DNH/ycqKoqJnMjKe2vKJ+myt4aIiOoqf39/REVFidZejS6AIDJUXdlapa6rq1viEBFZM/bMmSA8PBxKpdLcYRDVuvLzJMtXxjGRIyIynlKpRHh4uGjtMZkzAYdZqTZxwQARUd3CYVaieoYLBoiISB/2zBERERFZMSZzJuCcOSIiIjKV2HPmOMxqAh7nRURERKYS+zgv9swRERERWTEmcybgMCsREZH46ssG8tyaxALU1tYkVX0TJ8THIfN8BhLi40xug4iILJcYvwcMacdSlO9leerUqTq9l6XYW5MwmbNg+v7zJcTHYV3kO4gKUmFd5NRK/yNby39gIiKqSIzfA1W1Q9aPCyAsWHk3sy6Z5zMQFXQHo3wAAfmYvzAM23fs1NkGGe/RY6sCAwN5bBURmYUYvwfK26G6i8mcCcLDwxEUFFTjQ63lRybpkhAfh1WRUyEgH6sONkHE0pUIGT+hQrnKfgiQfnUteeOZqkTWSYzfA4D+3wX847X2KZVKJCcni9egYGWuX78uhISECG3atDGq3tixY4XWrVtrXSstLRU+//xzYcCAAcKgQYMEb29v4e233xZu3bqls428vDwBgJCXl2di9MbZuXOn3vu74hRCx3YyYVecwuQ2qHrE+BoZ0o4gCEJAQIBRsdVUG4a2o+81ifm+ENVltfkzpjp27twpBAQECF27dhUCAgL4f9cAYuYUVpXM/fbbb8LAgQOFd999t0Jips/hw4cFZ2fnCnXu3LkjNG7cWDh37pwgCIJw7949oWfPnsLLL7+ss53aTuYMIdYvZzKNvvd/V5xC6NOpiZA0E0KfTk31/rA15OtobclcZWXEfl+I6jtL+n9iSbFYOjFzCqsaZnV1dYVSqUR8fDy+/fZbg+oUFxdj3rx5CAsLw2effaZ1z97eHhEREejQoQMAoFGjRpg4cSLmzp0LQRAgkUhEfw1Ut3A+S+Uqe2/q+/tCRCQ2q0rmpFKp0XXWrFmDMWPGwM3NrcI9R0dHvP/++1rXCgoK4O7urjeRq605c2T5amM+S21TKBR658s8uhVCZa9HoVBU+t5Y6/tCRCQWsefMWVUyZ6ycnBwkJiYiLS3NoGXZgiBg9+7d+OCDD/SW43FeVE5f0lOeoMxfGKY3YamqndqmL5n7v60Q7mBV5FQA0Pm69LVhre8LEZFYxD7Oq04nc7Nnz0Z0dDTs7e0NKr927Vp4enpi6tSpNRwZ1RVVJRsh4ydg+46dehMWQxjaGyZG8iPWljhVJbqGvC9M5oiIqlZnk7mUlBQIggA/Pz+Dyu/atQspKSlITEyscq5ceHg4HBwcAJRl1xxupeqq6d4wY3BLHCKimqFUKjXHgRYVFYnWbp1N5vbv34+srCzI5XIAgFqthlqthlwuR/fu3bF69WpN2YSEBOzYsQNJSUlwdHTEX3/9BU9PTzg6Oupsm8OsJDZL2iBajKFj9qgREVX0aAdQfn4+h1l1Wb9+PdLS0hAfH4+VK1dq3YuNjUVERARSU1O1rickJGDjxo3YvXs3iouLUVxcjMWLFyMyMhJt2rSpveCpXrOk3jAxho6ZzBER1R6rSuYKCwsREBCg1csWHByM0NBQAEB2djbOnj1bod6IESNw4cIFTZ3Q0FAEBwdDrVZj4sSJKCkpgbu7u1adyMjIWnlNRAB7w4iIyHRWlcw1bNiwQs/aox7vjSu3d+9endelUikePnxodBzcmoTExt4wIqL6g1uTWADOmSMiIiJTib01iY0orRARERGRWTCZM0F4eLhmaTERERGRMZRKJcLDw0Vrj8OsJuAwKxEREZmKw6xEpFNVR9Y9eopEddohIiLLwmTOSikUCgQGBmo2m+UvYNL3PfB/p0iosC5yqt6Ejt9LRNbBHL8Hqvo5wz8YzYPDrCawhK1JJk6cyK0oSIsYp0iUt0NEls8cvwcqOzbQ0GMH9bVRn3BrEgvAOXNkicQ4RQLguapEVLnK/mjkH4zGEXvOHJM5ojpCjFMkqmqHiOq3yv5o5B+M5sU5cybg1iRkiNqez2LIKRJeHbrqTeQMaae6ON+TyHpV9vMhZPwEvLdgE+YnyzBjwaf8g7EKYm9NIhEEQRCttTouPz8fTk5OyMvL4zAr1brAwMBKh1Frsw0x2yGiuoU/GwwnZk7BnjkiIiIiK8ZkjogMxiFSIiLLwwUQJrCErUmIzIFb4hARVZ/YW5OwZ84EUVFRTOSo1rA3jIiobvH390dUVJRo7bFnjsjCsTeMiIj0Yc8cERERkRVjMmcC7jNHREREphJ7nzkOs5qAx3kRERGRqcQ+zos9c0RERERWjMmcCTjMSkRERKbiMKsF4DArERERmYrDrERERESkwWSOiIiIyIoxmTMB58yRteEpEkRElkPsOXMSQRAE0VqrBbm5uQgNDcWJEyeQmZlpcL2QkBCcOHECWVlZJreZn58PJycn5OXlcc4cERHR/6dQKKBQKKBSqSCTyXhyjQHEzCmsagHEmTNnEBoais6dO8OYHDQlJQUHDx6Ek5OTaG0SERFRGSZv5mVVw6yurq5QKpXw8fExuE5xcTHmzZuHsLAw0drkMCsRERGZql5vTSKVSo2us2bNGowZMwZubm6itcmtSYiIiMhU3JrECDk5OUhMTMTMmTPNHQoRERFRjajTydzs2bMRHR0Ne3t7c4dCREREVCOsapjVGCkpKRAEAX5+fqK3HR4eDgcHBwBlXaX+/v6iP4OIiIjqFqVSqZlzX1RUJFq7dTaZ279/P7KysiCXywEAarUaarUacrkc3bt3x+rVq01um3PmiIiIyFiPdgDl5+eLNmeuTiVz69evR1paGuLj47Fy5Uqte7GxsYiIiEBqaqp5giMiIiKqAVY1Z66wsBByuRzLli3T9LJt2LBBcz87Oxtnz56tUG/EiBFadXbv3m1wm0RERESWzOpOgDCn8t2ap02bhqCgIM6VIyIiIqMplUokJycjJiZGlBMgmMwZgcd5ERERkRjEzCmsapiViIiIiLQxmTMBj/MiIiIiU4l9nBeHWY3AYVYiIiISA4dZiYiIiAgAkzkiIiIiq8ZkzgScM0dERESm4pw5M+KcOSIiIhID58wREREREQAmcybhMCsRERGZisOsZsRhViIiIhIDh1mJiIiICACTOSIiIiKrxmTOBJwzR0RERKbinDkz4pw5IiIiEgPnzBERERERACZzJuEwKxEREZmKw6xmxGFWIiIiEgOHWYmIiIgIAJM5IiIiIqvGZM4EnDNHREREpuKcOTPinDkiIiISA+fMEREREREAJnNEREREVo3JnAk4Z46IiIhMVa/nzOXm5iI0NBQnTpxAZmamwfVCQkJw4sQJZGVlVbi3ceNGbNmyBQ0bNoSzszM2b96MVq1a6WyHc+aIiIhIDPVyztyZM2cQHByM5s2bw5j8MyUlBQcPHtR5LykpCUuXLsV3332HtLQ09OrVCyNHjkRpaalYYRMRERHVKKtJ5lxdXaFUKuHj42NwneLiYsybNw9hYWE6769atQqTJk2Cq6srAOC9995DRkYGDh8+rLddSxpmtZQ46iK+t1Sb+P1GleH3Rt0j9jCr1SRzUqkUjo6ORtVZs2YNxowZA5lMVuFeUVER0tPT0aVLF801Z2dntG7dGseOHdPbblRUFPz9/Y2KpabwP3nN4XtLtYnfb1QZfm/UPf7+/oiKihKtPatJ5oyVk5ODxMREzJw5U+f93NxcPHz4EC4uLlrXXVxccOXKlVqIkKju4y8hqi5+D9VP/Lobx87cAdSU2bNnIzo6Gvb29nrLSSQSg64B0MzVy8/Pr36AIikqKrKoeOoSvrfVl5ycjN69e5s7DKvA7zfd+D1UP7836sPXvfxrKso6VMHKfPHFF0Lr1q31ljl8+LAwZswYvXWKiooEOzs7YceOHVrXvby8hEWLFuls9/LlywIAfvCDH/zgBz/4wQ9RPi5fvmxKOqSlTvbM7d+/H1lZWZDL5QAAtVoNtVoNuVyO7t27Y/Xq1bC3t4ePjw9Onz6tqZeXl4dLly6hb9++OtuVyWS4fPkymjRpUmnvHREREVFVBEHAnTt3dM7rN5ZV7TMHALGxsYiIiKiwZ9z69euRlpaG+Ph4g+skJSUhNDQUv/32G5o3b47IyEj85z//wf/+9z/Y2NTZ6YRERERUh1hNz1xhYSECAgK0etmCg4MRGhoKAMjOzsbZs2cr1BsxYgQuXLigqRMaGorg4GAAwOjRo6FWqzFkyBA0aNAAzs7O+Oabb5jIERERkdWwup65+sbYUy9Onz6NyZMno0uXLoiNja35AK2coe9vfn4+1qxZg++++w62trbIy8vDpEmTMGfOHA65k0FMOcGmsLAQnTp1wsCBA/n/uQ4z9ntj586d2LRpE2xtbXHr1i307dsXn376aS1ESsYy5mt76tQpvP/++ygoKEBJSQk8PT2xdu1atGzZssrnsAvKghl76oVCoUBERATc3d1rITrrZ8z7e/ToUezZswdKpRLff/89vv76a0RGRiImJqaWoiVrZuoJNlFRUbh161YNRkbmZuz3xpdffolNmzZh3759OHr0KI4cOWLU8ZZUe4z52gqCgKCgIDz//PNIS0vD8ePHIZFI8Nprrxn0LCZzFszYUy/69euHpKQkSKXSGo6sbjDm/fX09MSSJUvQuHFjAICXlxdeeOEFfPvttzUdJtUBppxg8/fff+PIkSN48cUXazAyMjdjvjdKSkowb948LFq0CE5OTlr1yfIY87W9ceMG/vnnHwwaNAhA2RZpcrkcx48fN+hZTOYsmLGnXrRu3boGo6l7jHl/u3TpgqCgIK1rBQUF8PDwqInQqI4x5QSbmTNnYvXq1ZzDW8cZ872RkZGBK1eu4MaNG/D390efPn3wr3/9C9evX6/hKMkUxnxtXV1dMWDAAOzevRslJSW4f/8+9uzZg/79+xtUnz8liExw/fp1HDt2DLNmzTJ3KFQH7dmzBx4eHujZs6e5QyEL8vfffwMA1q5di4SEBPzwww8oLi7GkCFDUFpaauboqLr27NmDS5cuoVWrVmjdujWeeOIJJCQkGFSXyRyRkQRBwFtvvYWlS5eia9eu5g6H6pjCwkIsWbIE0dHR5g6FLMyDBw8AAFOnToWzszNsbW2xYMECZGRk4McffzRzdFQdxcXF8PPzQ7t27XD58mWoVCq4ublh2rRpBtW3mq1JiCzF9OnT0a1bN8yYMcPcoVAdFBUVhSlTpsDNzc3coZCFKT9L/NFNZlu1agUAuHTpklliInEcPnwYv/zyC/bs2QNbW1sAwIIFC+Dp6Ym33nqryuFWJnNERpg+fTpcXV3x73//GwDw22+/4bnnnjNzVFSXpKamQiKRIDExEQA0+2fK5XJMmTIFr7zyijnDIzPq0aMHbGxsoFarNdfK58uVJ3VknYqLiwEADg4Ommvl/75582aV9TnMaqVu376Nvn374vvvvzd3KHWSrvd3+vTpsLGxwfvvv4+7d+/i7t27mk2riUz1+PfaDz/8gKNHjyI1NRWpqakYNmwYhg0bhtTUVCZy9czj3xvu7u6YMGECtm7diqKiIgBATEwMnnvuOfTr18+coZKRHv/a9u7dGy4uLtiyZYumzJYtW+Dk5ITevXtX3WC1T3elGlNQUCAMHDhQePrppwVHR0dh4MCBwvr16wVBEASVSiW4uLgIu3fv1pRPS0sTBg4cKHh4eAgeHh7CwIEDhR9++MFc4Vs8Y97fxMREnQckt27d2oyvgKyFsf+XBUEQ/vrrrwr/n//66y9zhE81yNjvjbt37wpvvvmm0KlTJ6F///7Cyy+/LMpB7SQ+Y7+2J06cEAYPHiz07t1b6NWrlyCXy4W0tDSDnsUTIIiIiIisGIdZiYiIiKwYkzkiIiIiK8ZkjoiIiMiKMZkjIiIismJM5oiIiIisGJM5IiIiIivGZI6IiIjIijGZIyKqR0pLS3Hv3j2zPf/OnTtmezZRXcVkjoiq1KVLFzRq1AgSiQTNmzeHn5+f1v2DBw9CIpFoHUUDAMuXL4dUKoWNjQ2kUil++eWX2gxbY/jw4XBxcYFEIkFsbKxZYjCF2HFnZWWhZ8+eOHfuXPWDM9Hw4cMRFxdntucT1UVM5oioSqdPn8bChQsBAOvWrcOhQ4e07qekpAAADh8+rHV97ty5OHToEHx9faFWq/H888/XTsCP+fbbb5GUlGSWZxsiIiICEokEWVlZWtfFjPvKlSvo378/Xn31VbN9HQBg69atmD17NhQKhdliIKprmMwRkUEGDx4M4P8St0cdPnwYTZs2RUpKCh4/ITAlJUVTl8zn3XffRevWrTF9+nSzxtGhQwdERERg6tSpuHLlilljIaormMwRkUF69OgBJyenCr1vt2/fxpUrVzB+/Hhcv34dv/32m9b9lJQUvPDCC7UZKj3mzJkz2LNnD+bMmWPuUAAAb7zxBuzs7PDJJ5+YOxSiOoHJHBEZxNbWFgMGDMClS5dw8eJFzfXU1FQMHDhQ0/v2aLJXWlqKEydOoG/fvgCA77//HuPGjYOXlxdcXV3RqlUrzJgxA3fv3tXUGTZsGBwdHSGRSCCVSjXz8H755RdIpVLY2dnB1dUVP//8MwDg/v37WLhwIdq2bQsXFxe0bNkSb7/9Nq5fv27Q6yotLcXHH3+MZ555Bi4uLvDw8MCECRO0XuNHH30EqVQKiUSCyZMnIzExEd26dUPTpk3Rs2dPnDx5skK7169fx6RJk9CsWTPIZDIMGTIEZ86cgUQiQcOGDSGVSnHhwgV06dIFq1atAgD4+PhAKpVCKpXi5s2bFeKMiIhA+/bt0axZM4waNQrXrl0z6DUmJCQAQIUe0qeffhpPPPGE1hDv5cuXIZVK4eDggDZt2mjKfvnll5BKpbC1tYVcLsf333+Pnj17omnTpvD19dV8PT7++GO0b98erq6ueP3113UutnBwcEC/fv2wa9cug+InoioIREQGWrNmjQBA2LJli+ZaaGiosHXrVuHatWuCRCIRhg8frrmXnp4uyOVyzecvv/yyIJfLhevXrwuCIAi//vqr0KpVK2HMmDFaz5k7d64AQPj111+1rl+7dk1o3ry5UFBQIAiCIJSUlAhDhw4VWrZsKZw8eVIQBEG4cOGC8NxzzwkdOnQQ7ty5o6l75MgRAYDwxRdfaLU5ZcoUoUmTJsJ3330nCIIgqNVqYdCgQYKbm5vwzz//aJUFIDzzzDPChx9+KDx48EC4deuW4OvrK7i6ugqFhYWacg8ePBC6du0qtGrVSvj9998FQRCEjIwMoWfPngIA4bXXXtNqd9GiRQIAITMzs8J7Xh53165dhcTERKG0tFT4888/hebNmwsjRoyoUF4XuVwuSKVSnfcqe/bAgQOF1q1bVyjfunVrwcvLS5g6dapQUFAg5OfnC7179xbc3NyEzz77TNizZ49QWloqpKWlCba2tsKHH36o87kffPCBAEDIzs426DUQUeXYM0dEBtPV+3b48GEMHjwYbm5ueO6553D06FE8fPgQQMX5cu3atcPKlSvh6uoKAPD29sb8+fORmJiIv/76S1Nu8uTJAIDt27drPV+hUGDUqFFo2LCh5vODBw9i6dKl6N69u+YZH3/8Mc6fP49PP/1U7+v54YcfsG3bNsyaNUuzQtfDwwOfffYZrl+/jujo6Ap1bt68iSVLlsDBwQHOzs546623kJubi59++klTZtu2bcjIyMDcuXPRqVMnAGUrgqszX61t27YIDg6GRCJBx44dMXz4cBw4cABFRUVV1v3rr7/g4eFh8rMfl5OTg6VLl6Jhw4Zo0qQJ3nrrLVy/fh2HDh3CyJEjIZFI0Lt3b/Tp0we7d+/W2YZUKgUAnD9/XrS4iOorJnNEZLDnnnsO7u7uOHLkCICyFZIPHjyAl5cXgLJk786dO5oht8fnyy1fvhw9evTQavOpp54CAPz555+aax07doSvry8UCgWKi4s112NjY/Haa69pPv/qq68AAEOHDtVqszyxUyqVel9PZfXbt2+Ppk2b6qz//PPPw87OTvN5q1atAEBrMv8333wDoGzI+FFyuVxvPPr06tVL6/OWLVvi4cOHyM3NrbLujRs30LhxY5Of/bj27dujefPmWrEAqPC1ffLJJ/HPP//obKM8nhs3bogWF1F9xWSOiAwmkUggl8tx9epVnDlzBikpKRg0aJDm/qM9d8XFxcjIyICvr6/mfk5ODqZPn45nn30WHh4ekEqlCA4OBoAKc8QmT56M69evY//+/QCAjIwM3L17F/369dOUuXDhAoCy5K18rplUKsUzzzyDxo0bV2jzceX1X3rpJa36UqkUgiDg1q1bFeqU9yqWc3BwAACtHrLMzEwAQIsWLbTKlvdGmcKQ51amqKhIKwGtrsdjsbe313ndwcEBhYWFOtsoj8eQ+IlIP/H+dxNRvTB48GB89dVXSElJwalTp7Q2EB44cCBsbW1x+PBhDBo0CN26ddP80r5z5w569+4NiUSCpKQkPP/885BIJEhNTdVKCMuNGzcOs2bNQmxsLF588cUKvXIANNug/P333yb1PJXXT01NRefOnQ2qY2NT9d/A5e0Kj23TUh2GPLcyjRo10urhNERpaWml9yQSiVHXdSlP4ho1amRUXERUEXvmiMgo5cOmKSkpFebENW3aFD169MBPP/2EvXv3ag2xHj58GJcvX8a0adPQvXv3Kn/xN2vWDC+++CL27t0LtVqN+Ph4vPrqq1plOnToAKCsx+9x586dw+nTp/U+Q1/97OxszXCxsdq2bQsAUKvVWtcf/7y2tGjRArdv39ZbpnyeYzlDVwObqjwemUxWo88hqg+YzBGRUdq3bw9PT08cOHAAjRs3rjB0OHjwYBQVFWHjxo1aiZ6joyOAir03ly9frvRZr732GoqLi/Haa6+hU6dOaN26tdb9sWPHAgD27NmjdV0QBISEhFQ4qeJxldUHgOnTp2Pnzp1661cmKCgIADRDxOVSU1N1li/vVSxPqHbs2KFzc2ZTde7cWWfC+qhH71+/fh1///23aM/X5Z9//oGNjQ2eeeaZGn0OUX3AZI6IjDZo0CA8ePBA58kO5dfs7e3RtWtXzfU+ffqgRYsWiImJwdmzZwGUrbKMjIys9DnDhg2DVCrFwYMHNStcHzVhwgQEBARgxYoV+OGHHwAABQUFmDNnDu7fv48pU6bofR39+vXD22+/jS+++AJff/01BEFAcXExVq9ejePHj+P999+v8r3QZcqUKXjuueewfPly/PHHHwDKjkSrLDns2LEjAOCPP/7AgwcPsGzZMuTl5Zn0bF1eeOEF5Ofn49KlS5WWiYmJwYMHD1BQUIDw8HA8+eSToj1fl4yMDPj4+MDJyalGn0NUL5hxWxQislJffvmlAEBISkqqcK+goEBwdHQURo8eXeFeRkaGMHToUMHZ2Vlo27atMHToUM3edU2bNhX8/f0r1JkzZ47QuHFj4e7duzpjefDggbB48WKhXbt2gpubm+Dl5SW8+eabQk5OjqZMYGCg0KxZM81zunXrprlXWloqrFu3TujcubPQvHlzoXXr1sLYsWOFs2fPasp89tlngoeHhwBAaNCggeDh4SEIgiC89957Wu0+Gv/Vq1eFCRMmCE5OTkLLli2FoKAg4eLFiwIA4fXXX9d6DSUlJcKUKVMENzc3oWXLlsK//vUvoaSkRJg8ebJW+6NGjRIEQRB69OghNG7cWAAguLq6CosXL9b53pTLzc0VGjZsKKxZs6bCvfJ95rp27So0bdpU6Ny5s/Ddd98JAwcOFGxsbAQPDw9BoVAI+/fvFzw8PAQbGxvB3t5e8PDwEDIzM4Vp06Zpxfjiiy8KDx8+FDw8PIQGDRoIAAQPDw/hs88+0zxTpVIJ9vb2wubNm/XGTUSGkQiCiDN0iYioUlevXoVUKkVYWBhWrFhRq89esmQJNm/ejAsXLmj26QOAiIgILF68GJmZmVonPtSkGTNm4NChQzh16pRmJSwRmY7DrERENaBfv34VFhWUbyw8YMCAWo9n/vz56NmzJ15++WU8ePCg1p9fLjY2FomJifj666+ZyBGJhMkcEVENOH78OObPn69JnMpPhBgwYAACAwNrPR5bW1vs3r0bffv2RUZGRq0/v9zPP/+MEydOaFYSE1H1cZ85IqIasGzZMnz99ddo27YtCgsL0aRJE4wZMwaLFy+u1p5x1WFjY4P58+eb5dnlNm7caNbnE9VFnDNHREREZMU4zEpERERkxZjMEREREVkxJnNEREREVozJHBEREZEVYzJHREREZMWYzBERERFZMSZzRERERFbs/wH45GqySU5lwQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from POSEIDON.core import load_data, wl_grid_constant_R\n", "from POSEIDON.visuals import plot_data\n", "\n", "#***** Model wavelength grid *****#\n", "\n", "wl_min = 0.4 # Minimum wavelength (um)\n", "wl_max = 3.0 # Maximum wavelength (um)\n", "R = 4000 # Spectral resolution of grid \n", "\n", "# We need to provide a model wavelength grid to initialise instrument properties\n", "wl = wl_grid_constant_R(wl_min, wl_max, R)\n", "\n", "#***** Specify data location and instruments *****#\n", "\n", "data_dir = '../../../POSEIDON/reference_data/observations/WASP-999b' # Change this to where your data is stored\n", "datasets = ['WASP-999b_WFC3_G141.dat'] # Found in reference_data/observations\n", "instruments = ['WFC3_G141'] # Instruments corresponding to the data\n", "\n", "# Load dataset, pre-load instrument PSF and transmission function\n", "data = load_data(data_dir, datasets, instruments, wl)\n", "\n", "# Plot our data\n", "fig_data = plot_data(data, planet_name)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The spectrum isn't flat! 🎉\n", "\n", "Even better, your long term collaborator Dr. Tenalp just so happens to also have some observations of WASP-999b at shorter wavelengths. Let's add their Hubble STIS data to our collection.\n", "\n", "
\n", "\n", " **Note:**\n", "\n", " The data file format expected by POSEIDON is:\n", "\n", " wavelength (μm) | bin half width (μm) | transit depth $(R_p/R_s)^2$ | transit depth error\n", "
" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Specify the STIS and WFC3 Hubble data\n", "data_dir = '../../../POSEIDON/reference_data/observations/WASP-999b' \n", "datasets = ['WASP-999b_STIS_G430.dat', \n", " 'WASP-999b_STIS_G750.dat', \n", " 'WASP-999b_WFC3_G141.dat'] \n", "instruments = ['STIS_G430', 'STIS_G750', 'WFC3_G141']\n", "\n", "# Load dataset, pre-load instrument PSF and transmission function\n", "data = load_data(data_dir, datasets, instruments, wl)\n", "\n", "# Plot our data\n", "fig_data = plot_data(data, planet_name)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "With data in hand, you are ready to begin the process of retrieving WASP-999b's atmospheric properties." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Creating a Retrieval Model\n", "\n", "Now comes the creative part: what model do you try first to fit WASP-999b's transmission spectrum?\n", "\n", "Given the a priori known low density of the planet, you conclude it is reasonable to assume this is a giant planet dominated by $\\rm{H}_2$ and $\\rm{He}$. Looking at your data above, especially the **huge** absorption feature in the infrared around 1.4 μm, you guess that $\\rm{H}_2 \\rm{O}$ could be present (based on theoretical predictions or after looking up its cross section).\n", "\n", "So for a first attempt, you consider a model with $\\rm{H}_2 \\rm{O}$, an isothermal temperature profile, and no clouds." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Free parameters: ['R_p_ref' 'T' 'log_H2O']\n" ] } ], "source": [ "from POSEIDON.core import define_model\n", "\n", "#***** Define model *****#\n", "\n", "model_name = 'My_first_retrieval' # Model name used for plots, output files etc.\n", "\n", "bulk_species = ['H2', 'He'] # H2 + He comprises the bulk atmosphere\n", "param_species = ['H2O'] # The only trace gas is H2O\n", "\n", "# Create the model object\n", "model = define_model(model_name, bulk_species, param_species, \n", " PT_profile = 'isotherm', cloud_model = 'cloud-free')\n", "\n", "# Check the free parameters defining this model\n", "print(\"Free parameters: \" + str(model['param_names']))" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Setting Retrieval Priors\n", "\n", "One of the most important aspects in any Bayesian analysis is deciding what priors to use for the free parameters. Specifying a prior has two steps: (i) choosing the type of probability distribution; and (ii) choosing the allowable range.\n", "\n", "Most free parameters in atmospheric retrievals with POSEIDON use the following prior types:\n", "\n", "- Uniform: you provide the minimum and maximum values for the parameter.\n", "- Gaussian: you provide the mean and standard deviation for the parameter.\n", "\n", "
\n", "\n", " **Note:**\n", "\n", " If you do not specify a prior type or range for a given parameter, POSEIDON will ascribe a default prior type (generally uniform) and a 'generous' range.\n", "\n", "
\n", "\n", "**Priors for WASP-999b**\n", "\n", "Your first retrieval is defined by three free parameters: (1) the isothermal atmospheric temperature; (2) the radius at the (fixed) reference pressure; and (3) the log-mixing ratio of $\\rm{H}_2 \\rm{O}$. Since you don't have any *a priori* information on WASP-999b's atmosphere, you decide to use uniform priors for the three parameters. \n", "\n", "You think a reasonable prior range for the temperature of this hot Jupiter is $400 \\, \\rm{K}$ to $(T_{\\rm{eq}} + 200 \\, \\rm{K}) = 1600 \\, \\rm{K}$. For the reference radius, you choose a wide range from 85\\% to 115% of the observed white light radius. Finally, for the $\\rm{H}_2 \\rm{O}$ abundance you ascribe a very broad range from $10^{-12}$ to 0.1. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from POSEIDON.core import set_priors\n", "\n", "#***** Set priors for retrieval *****#\n", "\n", "# Initialise prior type dictionary\n", "prior_types = {}\n", "\n", "# Specify whether priors are linear, Gaussian, etc.\n", "prior_types['T'] = 'uniform'\n", "prior_types['R_p_ref'] = 'uniform'\n", "prior_types['log_H2O'] = 'uniform'\n", "\n", "# Initialise prior range dictionary\n", "prior_ranges = {}\n", "\n", "# Specify prior ranges for each free parameter\n", "prior_ranges['T'] = [400, 1600]\n", "prior_ranges['R_p_ref'] = [0.85*R_p, 1.15*R_p]\n", "prior_ranges['log_H2O'] = [-12, -1]\n", "\n", "# Create prior object for retrieval\n", "priors = set_priors(planet, star, model, data, prior_types, prior_ranges)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Pre-load Opacities\n", "\n", "The last step before running a retrieval is to pre-interpolate the cross sections for our model and store them in memory. For more details on this process, see the forward model tutorial.\n", "\n", "
\n", "\n", " **Warning:**\n", "\n", " Ensure the range of $T_{\\rm{fine}}$ used for opacity pre-interpolation is at least as large as the desired prior range for temperatures to be explored in the retrieval. Any models with layer temperatures falling outside the range of $T_{\\rm{fine}}$ will be automatically rejected (for retrievals with non-isothermal P-T profiles, this prevents unphysical profiles with negative temperatures etc.)\n", "\n", "
\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading in cross sections in opacity sampling mode...\n", "H2-H2 done\n", "H2-He done\n", "H2O done\n", "Opacity pre-interpolation complete.\n" ] } ], "source": [ "from POSEIDON.core import read_opacities\n", "import numpy as np\n", "\n", "#***** Read opacity data *****#\n", "\n", "opacity_treatment = 'opacity_sampling'\n", "\n", "# Define fine temperature grid (K)\n", "T_fine_min = 400 # Same as prior range for T\n", "T_fine_max = 1600 # Same as prior range for T\n", "T_fine_step = 10 # 10 K steps are a good tradeoff between accuracy and RAM\n", "\n", "T_fine = np.arange(T_fine_min, (T_fine_max + T_fine_step), T_fine_step)\n", "\n", "# Define fine pressure grid (log10(P/bar))\n", "log_P_fine_min = -6.0 # 1 ubar is the lowest pressure in the opacity database\n", "log_P_fine_max = 2.0 # 100 bar is the highest pressure in the opacity database\n", "log_P_fine_step = 0.2 # 0.2 dex steps are a good tradeoff between accuracy and RAM\n", "\n", "log_P_fine = np.arange(log_P_fine_min, (log_P_fine_max + log_P_fine_step), \n", " log_P_fine_step)\n", "\n", "# Pre-interpolate the opacities\n", "opac = read_opacities(model, wl, opacity_treatment, T_fine, log_P_fine)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Run Retrieval\n", "\n", "You are now ready to run your first atmospheric retrieval!\n", "\n", "Here we will use the nested sampling algorithm MultiNest to explore the parameter space. The key input quantity you need to provide to MultiNest is called the *number of live points*, $N_{\\rm{live}}$, which determines how finely the parameter space will be sampled (and hence the number of computed spectra). For exploratory retrievals, $N_{\\rm{live}} = 400$ usually suffices. For publication-quality results, $N_{\\rm{live}} = 2000$ is reasonable. \n", "\n", "This simple POSEIDON retrieval should take about 10 minutes on 1 core for a typical laptop.\n", "\n", "
\n", "\n", " **Tip:**\n", "\n", " Retrievals run faster on multiple cores. When running the cells in this Jupyter notebook, only a single core will be used. You can run a multi-core retrieval on 4 cores by converting this Jupyter notebook into a python script, then calling mpirun on the .py file:\n", "\n", " ```\n", " mpirun -n 4 python -u YOUR_RETRIEVAL_SCRIPT.py\n", " ```\n", "\n", " Note: If you are having issues with mpirun using more than the allotted number of cores, you can also try: \n", " ```\n", " mpirun -n 4 --bind-to core python -u YOUR_RETRIEVAL_SCRIPT.py\n", " ```\n", " In the same directory as this notebook, you'll find the template file `first_retrieval.py` that you can look at for an example for a py script to run on multiple cores with.\n", " \n", "
" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "POSEIDON now running 'My_first_retrieval'\n", " *****************************************************\n", " MultiNest v3.10\n", " Copyright Farhan Feroz & Mike Hobson\n", " Release Jul 2015\n", "\n", " no. of live points = 400\n", " dimensionality = 3\n", " *****************************************************\n", " Starting MultiNest\n", " generating live points\n", " live points generated, starting sampling\n", "Acceptance Rate: 0.980392\n", "Replacements: 450\n", "Total Samples: 459\n", "Nested Sampling ln(Z): -134865.155519\n", "Acceptance Rate: 0.956023\n", "Replacements: 500\n", "Total Samples: 523\n", "Nested Sampling ln(Z): -75434.767207\n", "Acceptance Rate: 0.929054\n", "Replacements: 550\n", "Total Samples: 592\n", "Nested Sampling ln(Z): -61176.237528\n", "Acceptance Rate: 0.891530\n", "Replacements: 600\n", "Total Samples: 673\n", "Nested 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361.90363114462963 +/- 0.16111289854235564 \n", "POSEIDON retrieval finished in 0.08 hours\n", " Total Likelihood Evaluations: 9256\n", " Sampling finished. Exiting MultiNest\n", "Now generating 1000 sampled spectra and P-T profiles from the posterior distribution...\n", "This process will take approximately 0.47 minutes\n", "All done! Output files can be found in ./POSEIDON_output/WASP-999b/retrievals/results/\n" ] } ], "source": [ "from POSEIDON.retrieval import run_retrieval\n", "\n", "#***** Specify fixed atmospheric settings for retrieval *****#\n", "\n", "# Atmospheric pressure grid\n", "P_min = 1.0e-7 # 0.1 ubar\n", "P_max = 100 # 100 bar\n", "N_layers = 100 # 100 layers\n", "\n", "# Let's space the layers uniformly in log-pressure\n", "P = np.logspace(np.log10(P_max), np.log10(P_min), N_layers)\n", "\n", "# Specify the reference pressure\n", "P_ref = 10.0 # Retrieved R_p_ref parameter will be the radius at 10 bar\n", "\n", "#***** Run atmospheric retrieval *****#\n", "\n", "run_retrieval(planet, star, model, opac, data, priors, wl, P, P_ref, R = R, \n", " spectrum_type = 'transmission', sampling_algorithm = 'MultiNest', \n", " N_live = 400, verbose = True)\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Plot Retrieval Results\n", "\n", "Now that the retrieval is finished, you're eager and ready to see what WASP-999b's atmosphere is hiding. \n", "\n", "You first plot confidence intervals of the retrieved spectrum from this model compared to WASP-999b's observed transmission spectrum. You also generate a corner plot showing the retrieved probability distributions of the model parameters." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Generating corner plot ...\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from POSEIDON.utility import read_retrieved_spectrum, plot_collection\n", "from POSEIDON.visuals import plot_spectra_retrieved\n", "from POSEIDON.corner import generate_cornerplot\n", "\n", "#***** Plot retrieved transmission spectrum *****#\n", "\n", "# Read retrieved spectrum confidence regions\n", "wl, spec_low2, spec_low1, spec_median, \\\n", "spec_high1, spec_high2 = read_retrieved_spectrum(planet_name, model_name)\n", "\n", "# Create composite spectra objects for plotting\n", "spectra_median = plot_collection(spec_median, wl, collection = [])\n", "spectra_low1 = plot_collection(spec_low1, wl, collection = []) \n", "spectra_low2 = plot_collection(spec_low2, wl, collection = []) \n", "spectra_high1 = plot_collection(spec_high1, wl, collection = []) \n", "spectra_high2 = plot_collection(spec_high2, wl, collection = [])\n", "\n", "# Produce figure\n", "fig_spec = plot_spectra_retrieved(spectra_median, spectra_low2, spectra_low1, \n", " spectra_high1, spectra_high2, planet_name,\n", " data, R_to_bin = 100,\n", " data_labels = ['STIS G430', 'STIS G750', 'WFC3 G141'],\n", " data_colour_list = ['lime', 'cyan', 'black'])\n", "\n", "#***** Make corner plot *****#\n", "\n", "fig_corner = generate_cornerplot(planet, model)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Not bad for a first simple model! The fit to the infrared WFC3 data looks reasonable, but there is considerable scatter in the visible wavelength data which isn't captured by the model. You quantitatively assess the fit quality by opening the retrieval results file.\n", "\n", "
\n", "\n", " **Tip:**\n", "\n", " Retrieval results are automatically created in the POSEIDON output directory,\n", " which will appear in the same directory as the Python file running POSEIDON.\n", " \n", " The main retrieval results are found in\n", "\n", " ```\n", " ./POSEIDON_output/𝗽𝗹𝗮𝗻𝗲𝘁_𝗻𝗮𝗺𝗲/retrievals/results\n", " ```\n", " \n", " There, you will find 2 files for each retrieval:\n", "\n", " 1. 𝗺𝗼𝗱𝗲𝗹_𝗻𝗮𝗺𝗲_corner.pdf — the corner plot.\n", " 2. 𝗺𝗼𝗱𝗲𝗹_𝗻𝗮𝗺𝗲_results.txt — a human-readable summary of the main retrieval results.\n", "\n", " You can also find the posterior samples from the retrieval in\n", "\n", " ```\n", " ./POSEIDON_output/𝗽𝗹𝗮𝗻𝗲𝘁_𝗻𝗮𝗺𝗲/retrievals/samples\n", " ```\n", " \n", "
\n", "\n", "Inside the results file, you scroll down to the fit quality statistics.\n", "\n", "\"First\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Well, that reduced $\\chi^2$ doesn't look great... a value significantly greater than 1 likely indicates that your model is under fitting the observations." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Comparing Retrieval Fits\n", "\n", "After a little reflection, you suspect the issue is that one or more chemical species with strong absorption cross sections at visible wavelengths is missing from the model. So you define a new model with $\\rm{Na}$, $\\rm{K}$, and $\\rm{TiO}$ added and run a second retrieval.\n", "\n", "This 6-parameter retrieval should take about 20 minutes on a single core.\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Free parameters: ['R_p_ref' 'T' 'log_Na' 'log_K' 'log_TiO' 'log_H2O']\n", "Reading in cross sections in opacity sampling mode...\n", "H2-H2 done\n", "H2-He done\n", "Na done\n", "K done\n", "TiO done\n", "H2O done\n", "Opacity pre-interpolation complete.\n", "POSEIDON now running 'Improved_retrieval'\n", " *****************************************************\n", " MultiNest v3.10\n", " Copyright Farhan Feroz & Mike Hobson\n", " Release Jul 2015\n", "\n", " no. of live points = 400\n", " dimensionality = 6\n", " *****************************************************\n", "POSEIDON retrieval finished in 0.28 hours ln(ev)= 430.53864549625445 +/- 0.19357264547510869 \n", " Total Likelihood Evaluations: 30104\n", " Sampling finished. Exiting MultiNest\n", "\n", "Now generating 1000 sampled spectra and P-T profiles from the posterior distribution...\n", "This process will take approximately 0.52 minutes\n", "All done! Output files can be found in ./POSEIDON_output/WASP-999b/retrievals/results/\n" ] } ], "source": [ "#***** Define new model *****#\n", "\n", "model_name_2 = 'Improved_retrieval'\n", "\n", "bulk_species = ['H2', 'He'] \n", "param_species_2 = ['Na', 'K', 'TiO', 'H2O'] # Three new chemical species added\n", "\n", "# Create the model object\n", "model_2 = define_model(model_name_2, bulk_species, param_species_2, \n", " PT_profile = 'isotherm', cloud_model = 'cloud-free')\n", "\n", "# Check the free parameters defining this model\n", "print(\"Free parameters: \" + str(model_2['param_names']))\n", "\n", "#***** Set priors for new retrieval *****#\n", "\n", "# Initialise prior type dictionary\n", "prior_types_2 = {}\n", "\n", "# Specify whether priors are linear, Gaussian, etc.\n", "prior_types_2['T'] = 'uniform'\n", "prior_types_2['R_p_ref'] = 'uniform'\n", "prior_types_2['log_X'] = 'uniform' # 'log_X' sets the same prior for all mixing ratios\n", "\n", "# Initialise prior range dictionary\n", "prior_ranges_2 = {}\n", "\n", "# Specify prior ranges for each free parameter\n", "prior_ranges_2['T'] = [400, 1600]\n", "prior_ranges_2['R_p_ref'] = [0.85*R_p, 1.15*R_p]\n", "prior_ranges_2['log_X'] = [-12, -1] # 'log_X' sets the same prior for all mixing ratios\n", "\n", "# Create prior object for retrieval\n", "priors_2 = set_priors(planet, star, model_2, data, prior_types_2, prior_ranges_2)\n", "\n", "#***** Read opacity data *****#\n", "\n", "# Pre-interpolate the opacities\n", "opac_2 = read_opacities(model_2, wl, opacity_treatment, T_fine, log_P_fine)\n", "\n", "#***** Run atmospheric retrieval *****#\n", "\n", "run_retrieval(planet, star, model_2, opac_2, data, priors_2, wl, P, P_ref, R = R, \n", " spectrum_type = 'transmission', sampling_algorithm = 'MultiNest', \n", " N_live = 400, verbose = False) # This last variable suppresses MultiNest terminal output\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Now that the new retrieval has finished, you compare the fit quality between the two models." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#***** Plot retrieved transmission spectrum *****#\n", "\n", "# Read retrieved spectrum confidence regions\n", "wl, spec_low2, spec_low1, spec_median, \\\n", "spec_high1, spec_high2 = read_retrieved_spectrum(planet_name, model_name_2)\n", "\n", "# Create composite spectra objects for plotting\n", "spectra_median = plot_collection(spec_median, wl, collection = spectra_median)\n", "spectra_low1 = plot_collection(spec_low1, wl, collection = spectra_low1) \n", "spectra_low2 = plot_collection(spec_low2, wl, collection = spectra_low2) \n", "spectra_high1 = plot_collection(spec_high1, wl, collection = spectra_high1) \n", "spectra_high2 = plot_collection(spec_high2, wl, collection = spectra_high2)\n", "\n", "# Produce figure\n", "fig_spec = plot_spectra_retrieved(spectra_median, spectra_low2, spectra_low1, \n", " spectra_high1, spectra_high2, planet_name,\n", " data, R_to_bin = 100, \n", " spectra_labels = ['First Model', 'Add Alkalis'],\n", " data_labels = ['STIS G430', 'STIS G750', 'WFC3 G141'],\n", " data_colour_list = ['lime', 'cyan', 'black'])\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Now that looks like a much better fit! Checking the results file, you see that the Bayesian evidence for this new model is significantly higher and the reduced $\\chi^2$ is now much closer to 1.\n", "\n", "\"Improved\n", "\n", "\n", "In fact, given that the reduced $\\chi^2 < 1$, this suggests a degree of *over fitting*. To see what is going on, you create a corner plot to visualise the retrieved parameters. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Generating corner plot ...\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig_corner = generate_cornerplot(planet, model_2)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Bayesian Model Comparisons\n", "\n", "What we have seen above are examples of *Bayesian parameter estimation*, represented by the corner plots (or more formally, the joint posterior probability distribution). Parameter estimation problems ask the question, \"Given a model, what are the ranges of the model parameters that fit this dataset?\".\n", "\n", "But we can also pose the question, \"Given many models, which are better at explaining the data?\". This type of analysis is known as *Bayesian model comparison*.\n", "\n", "**Model Comparison Statistics**\n", "\n", "You already saw an example of a simple model comparison metric above (the reduced $\\chi^2$ of the best-fitting parameter combination), but we can go further. One of the by-products of a POSEIDON retrieval with MultiNest is the *Bayesian evidence*, $\\mathcal{Z}$, which is a global metric quantifying the quality of the model fit to the data (mathematically, the normalisation factor in the denominator of Bayes theorem). You actually saw the evidence values already in the screenshots from the POSEIDON 'results.txt' files.\n", "\n", "While the Bayesian evidence of a single model isn't informative, the ratio of the evidences of two nested models, the *Bayes factor*, $\\mathcal{B_{12}}$, tells us the probability (odds) ratio for the first model compared to the second model.\n", "\n", "In the atmospheric retrieval literature, it is also common to see 'frequentist equivalent' detection significances quotes (expressed as a number of $\\sigma$). \n", "\n", "**Chemical Detection Significances**\n", "\n", "Let's now apply Bayesian model comparisons to answer the following question:\n", "\n", "* How confident are we that $\\rm{H}_2 \\rm{O}$ and $\\rm{TiO}$ are in WASP-999b's atmosphere?\n", "\n", "To answer this, we first need to chose a reference model. Since our improved model above (with $\\rm{Na}$, $\\rm{K}$, $\\rm{TiO}$, and $\\rm{H}_2 \\rm{O}$) provides a good fit to the observations, we will adopt it as our reference model.\n", "\n", "We will now run two more retrievals, both with the same setup as reference model but with (i) $\\rm{H}_2 \\rm{O}$ removed and (ii) $\\rm{TiO}$ removed. These models are therefore *nested* models with respect to our reference model, since they have one less free parameter." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading in cross sections in opacity sampling mode...\n", "H2-H2 done\n", "H2-He done\n", "Na done\n", "K done\n", "TiO done\n", "Opacity pre-interpolation complete.\n", "Reading in cross sections in opacity sampling mode...\n", "H2-H2 done\n", "H2-He done\n", "Na done\n", "K done\n", "H2O done\n", "Opacity pre-interpolation complete.\n", "POSEIDON now running 'No_H2O'\n", " *****************************************************\n", " MultiNest v3.10\n", " Copyright Farhan Feroz & Mike Hobson\n", " Release Jul 2015\n", "\n", " no. of live points = 400\n", " dimensionality = 5\n", " *****************************************************\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 2 of mode 1 is converging towards the edge of the prior.\n", "POSEIDON retrieval finished in 0.077 hours ln(ev)= 163.17107197349620 +/- 0.19198690162212451 \n", " Total Likelihood Evaluations: 15370\n", " Sampling finished. Exiting MultiNest\n", "\n", "Now generating 1000 sampled spectra and P-T profiles from the posterior distribution...\n", "This process will take approximately 0.34 minutes\n", "All done! Output files can be found in ./POSEIDON_output/WASP-999b/retrievals/results/\n", "POSEIDON now running 'No_TiO'\n", " *****************************************************\n", " MultiNest v3.10\n", " Copyright Farhan Feroz & Mike Hobson\n", " Release Jul 2015\n", "\n", " no. of live points = 400\n", " dimensionality = 5\n", " *****************************************************\n", "POSEIDON retrieval finished in 0.098 hours ln(ev)= 434.15573682621977 +/- 0.18891786537003397 \n", " Total Likelihood Evaluations: 19226\n", " Sampling finished. Exiting MultiNest\n", "\n", "Now generating 1000 sampled spectra and P-T profiles from the posterior distribution...\n", "This process will take approximately 0.32 minutes\n", "All done! Output files can be found in ./POSEIDON_output/WASP-999b/retrievals/results/\n" ] } ], "source": [ "#***** Define nested models *****#\n", "\n", "model_name_3 = 'No_H2O'\n", "model_name_4 = 'No_TiO'\n", "\n", "param_species_3 = ['Na', 'K', 'TiO'] # No H2O\n", "param_species_4 = ['Na', 'K', 'H2O'] # No TiO\n", "\n", "# Create the model objects\n", "model_3 = define_model(model_name_3, bulk_species, param_species_3, \n", " PT_profile = 'isotherm', cloud_model = 'cloud-free')\n", "model_4 = define_model(model_name_4, bulk_species, param_species_4, \n", " PT_profile = 'isotherm', cloud_model = 'cloud-free')\n", "\n", "# We can use the same priors as model 2 (since we used the same prior for all mixing ratios)\n", "\n", "#***** Read opacity data *****#\n", "\n", "# Pre-interpolate the opacities\n", "opac_3 = read_opacities(model_3, wl, opacity_treatment, T_fine, log_P_fine)\n", "opac_4 = read_opacities(model_4, wl, opacity_treatment, T_fine, log_P_fine)\n", "\n", "#***** Run atmospheric retrievals *****#\n", "\n", "# Retrieval with no H2O\n", "run_retrieval(planet, star, model_3, opac_3, data, priors_2, wl, P, P_ref, R = R, # Same priors as the reference model\n", " spectrum_type = 'transmission', sampling_algorithm = 'MultiNest', \n", " N_live = 400, verbose = False)\n", "\n", "# Retrieval with no TiO\n", "run_retrieval(planet, star, model_4, opac_4, data, priors_2, wl, P, P_ref, R = R, # Same priors as the reference model\n", " spectrum_type = 'transmission', sampling_algorithm = 'MultiNest', \n", " N_live = 400, verbose = False)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "(By the way, when MultiNest prints out convergence warnings like those above it is a clue telling you the fit is so bad that another free parameter is being forced to the edge of the prior — in this case, it is because $\\rm{H}_2 \\rm{O}$ is the only infrared opacity source so it really needs to be included in the model!)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "POSEIDON includes a convenient function we can use to carry out Bayesian model comparisons." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Bayesian evidences:\n", "\n", "Model Improved_retrieval: ln Z = 433.21 +/- 0.19\n", "Model No_H2O: ln Z = 163.17 +/- 0.19\n", "\n", "Bayes factor:\n", "\n", "B = 1.89e+117\n", "ln B = 270.04\n", "\n", "'Equivalent' detection significance:\n", "\n", "23.4 σ\n", "\n" ] } ], "source": [ "from POSEIDON.retrieval import Bayesian_model_comparison\n", "\n", "# Rename the models just for convenience\n", "model_ref = model_2\n", "model_no_H2O = model_3\n", "model_no_TiO = model_4\n", "\n", "# H2O model comparison\n", "Bayesian_model_comparison(planet_name, model_ref, model_no_H2O)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Bayesian evidences:\n", "\n", "Model Improved_retrieval: ln Z = 433.21 +/- 0.19\n", "Model No_TiO: ln Z = 434.16 +/- 0.19\n", "\n", "Bayes factor:\n", "\n", "B = 3.89e-01\n", "ln B = -0.94\n", "\n", "No detection of the reference model, model No_TiO is preferred.\n", "\n" ] } ], "source": [ "# TiO model comparison\n", "Bayesian_model_comparison(planet_name, model_ref, model_no_TiO)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "So the Bayesian model comparisons tell us we have a strong detection of $\\rm{H}_2 \\rm{O}$ but no evidence for $\\rm{TiO}$. Indeed, the Bayesian evidence actually *improves* when we remove $\\rm{TiO}$.\n", "\n", "The tendency of the Bayesian evidence to lower when including redundant parameters, sometimes called the 'Occam penalty', is one of the powerful features of the Bayesian evidence in finding the optimal model to explain a given dataset.\n", "\n", "To gain intuition for why the model comparison so strongly favours $\\rm{H}_2 \\rm{O}$, let's plot the retrieved spectra." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Read retrieved spectrum confidence regions\n", "wl, spec_low2, spec_low1, spec_median, \\\n", "spec_high1, spec_high2 = read_retrieved_spectrum(planet_name, model_ref['model_name'])\n", "\n", "# Create composite spectra objects for plotting\n", "spectra_median = plot_collection(spec_median, wl, collection = [])\n", "spectra_low1 = plot_collection(spec_low1, wl, collection = []) \n", "spectra_low2 = plot_collection(spec_low2, wl, collection = []) \n", "spectra_high1 = plot_collection(spec_high1, wl, collection = []) \n", "spectra_high2 = plot_collection(spec_high2, wl, collection = [])\n", "\n", "# Read retrieved spectrum confidence regions\n", "wl, spec_low2, spec_low1, spec_median, \\\n", "spec_high1, spec_high2 = read_retrieved_spectrum(planet_name, model_no_H2O['model_name'])\n", "\n", "# Create composite spectra objects for plotting\n", "spectra_median = plot_collection(spec_median, wl, collection = spectra_median)\n", "spectra_low1 = plot_collection(spec_low1, wl, collection = spectra_low1) \n", "spectra_low2 = plot_collection(spec_low2, wl, collection = spectra_low2) \n", "spectra_high1 = plot_collection(spec_high1, wl, collection = spectra_high1) \n", "spectra_high2 = plot_collection(spec_high2, wl, collection = spectra_high2)\n", "\n", "# Produce figure\n", "fig_spec = plot_spectra_retrieved(spectra_median, spectra_low2, spectra_low1, \n", " spectra_high1, spectra_high2, planet_name,\n", " data, R_to_bin = 100, \n", " spectra_labels = ['Reference model', 'No H$_2$O'],\n", " data_labels = ['STIS G430', 'STIS G750', 'WFC3 G141'],\n", " data_colour_list = ['lime', 'cyan', 'black'],\n", " plt_label = 'Effect of Removing H$_2$O')\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, even when the retrieval tries its best to minimise the residuals, without $\\rm{H}_2 \\rm{O}$ there is simply no way to explain the data. This is the kind of scenario that results in a 23 σ detection.\n", "\n", "What about $\\rm{TiO}$?" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Read retrieved spectrum confidence regions\n", "wl, spec_low2, spec_low1, spec_median, \\\n", "spec_high1, spec_high2 = read_retrieved_spectrum(planet_name, model_ref['model_name'])\n", "\n", "# Create composite spectra objects for plotting\n", "spectra_median = plot_collection(spec_median, wl, collection = [])\n", "spectra_low1 = plot_collection(spec_low1, wl, collection = []) \n", "spectra_low2 = plot_collection(spec_low2, wl, collection = []) \n", "spectra_high1 = plot_collection(spec_high1, wl, collection = []) \n", "spectra_high2 = plot_collection(spec_high2, wl, collection = [])\n", "\n", "# Read retrieved spectrum confidence regions\n", "wl, spec_low2, spec_low1, spec_median, \\\n", "spec_high1, spec_high2 = read_retrieved_spectrum(planet_name, model_no_TiO['model_name'])\n", "\n", "# Create composite spectra objects for plotting\n", "spectra_median = plot_collection(spec_median, wl, collection = spectra_median)\n", "spectra_low1 = plot_collection(spec_low1, wl, collection = spectra_low1) \n", "spectra_low2 = plot_collection(spec_low2, wl, collection = spectra_low2) \n", "spectra_high1 = plot_collection(spec_high1, wl, collection = spectra_high1) \n", "spectra_high2 = plot_collection(spec_high2, wl, collection = spectra_high2)\n", "\n", "# Produce figure\n", "fig_spec = plot_spectra_retrieved(spectra_median, spectra_low2, spectra_low1, \n", " spectra_high1, spectra_high2, planet_name,\n", " data, R_to_bin = 100, \n", " spectra_labels = ['Reference model', 'No TiO'],\n", " data_labels = ['STIS G430', 'STIS G750', 'WFC3 G141'],\n", " data_colour_list = ['lime', 'cyan', 'black'],\n", " plt_label = 'Effect of Removing TiO')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The retrieved spectrum looks almost the same, but with the possibility of $\\rm{TiO}$ bands no longer showing in the visible wavelengths. Since the overall quality of the fits are essentially the same, the Bayesian evidence favours the simpler model without $\\rm{TiO}$." ] } ], "metadata": { "kernelspec": { "display_name": "POSEIDON-V12", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.9" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }