{ "cells": [ { "cell_type": "markdown", "id": "0820720d", "metadata": {}, "source": [ "# TOI-141 Radial Velocities: Nested Sampling and Comparison with Juliet\n", "\n", "In this notebook, we will analyze the RV observations of TOI-141 presented in [Espinoza et al. (2019)](https://arxiv.org/abs/1903.07694).\n", "In doing so, we aim to reproduce the [\"Fitting radial-velocities\" tutorial from the juliet package](https://juliet.readthedocs.io/en/latest/tutorials/rvfits.html) analyzing the same data.\n", "This should provide users a good entry point to convert code from one library to anoter in addition to demonstrating the nested sampling interface in RadVel." ] }, { "cell_type": "code", "execution_count": 1, "id": "60d729d7", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/vandal/miniforge3/envs/radvel/lib/python3.10/site-packages/docutils/utils/code_analyzer.py:12: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.\n", " from pkg_resources import DistributionNotFound as ResourceError\n" ] } ], "source": [ "from pandas import read_csv\n", "import os\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import optimize\n", "\n", "import radvel\n", "\n", "plt.style.use(\"tableau-colorblind10\")" ] }, { "cell_type": "markdown", "id": "790c2482", "metadata": {}, "source": [ "## The Data\n", "\n", "Let us first load the data. We added the data from Juliet to RadVel's example data directory (`radvel.DATADIR`) so they are easily accessible." ] }, { "cell_type": "code", "execution_count": 2, "id": "c0227c40", "metadata": {}, "outputs": [], "source": [ "data_df = read_csv(os.path.join(radvel.DATADIR, \"rvs_toi141.dat\"), sep=\" \", names=[\"t\", \"rv\", \"erv\", \"inst\"])\n", "t, vel, errvel, inst = data_df.t.values, data_df.rv.values, data_df.erv.values, data_df.inst.values\n", "min_time = np.min(t[inst == \"FEROS\"]) - 30.0\n", "max_time = np.max(t[inst == \"FEROS\"]) + 30.0\n", "t_mod = np.linspace(min_time, max_time, 1000)\n", "\n", "inst_groups = data_df.groupby(\"inst\").groups\n", "inst_names = list(inst_groups.keys())\n", "\n", "T_OFF = 2457000.0" ] }, { "cell_type": "code", "execution_count": 3, "id": "76124965", "metadata": {}, "outputs": [ { "data": { "image/png": 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U//79T6mwLhHYAQAAAABR6OvhfNiwYTIYTr34yhx2AAAAAACiEIEdAAAAAIAoRGAHAAAAACAKEdgBAAAAAIhCBHYAAAAAAKIQgR0AAAAAgChEYAcAAAAAIAoR2AEAAAAAiEIE9k6usTmgmDteUswdL6mxORDpcgAAAAAAHYTADgAAAABAFCKwAwAAAAAQhQjsAAAAAABEIQI7AAAAAABRiMAOAAAAAEAUIrADAAAAABCFCOwAAAAAAEQhQ6QLAAAAAADgmwwGgyZNmhTpMiKKHnYAAAAAAKIQPewAAAAAgE4hEAjorbfekiRdeeWVMhi6dqSlhx0AAAAAgChEYAcAAAAAIAoR2AEAAAAAiEIEdgAAAAAAohCBHQAAAACAKBT1gb25uVnTp09XVlaWkpKSdNppp+nZZ58Nn6+rq9PkyZOVnJysHj166OGHH45gtQAAAAAAdIyoXwM/EAioZ8+e+vDDD9WvXz+tWrVKEyZMUJ8+ffSDH/xAM2bMUE1NjSorK7Vv3z6NHz9eDodDN9xwQ6RLBwAAAAAcp1NtC7cjifoe9sTERP3+979X//79FRMTo1GjRmns2LH69NNP5fF49Morr+iRRx6R3W7XoEGDNGPGDM2fPz/SZQMAAAAA0C5RH9i/yev1avXq1TrjjDO0ZcsW+Xw+5eTkhM/n5ORow4YNR31/c3Oz6urq2jwAAAAAAIg2nSqwh0Ih3XLLLRo4cKCuvvpqNTQ0KDExsc3QCLvdrvr6+qN+xqxZs2Sz2cKPvn37nozSAQAAAAA4Jp0msIdCId12223asmWL3nrrLcXGxspqtcrj8SgQCISvc7vdSkpKOurnzJw5U263O/zYsWPHySgfAAAAAIBj0ilm7YdCId1+++1atWqVPvroI9lsNknS4MGDZTQatX79euXm5kqSSktLlZ2dfdTPio+PV3x8/EmpGwAAAACA49UpetjvuOMOffbZZ/rggw+UkpISPm6xWHTNNdfowQcflNvtVllZmWbPnq1bbrklgtUCAAAAANB+UR/YKyoq9PTTT2vLli1yOByyWq2yWq36+c9/LkmaM2eObDab+vTpo9GjR+vmm28+pbZ0+6r6P/P1H3png8r2sYgeAAAAAHQFUT8k3uFwKBQKHfV8cnKyXn755ZNYUfR4bsU2TX95lZITjMrpk6LnVm7Tk4WbNW/yOZo2qn+kywMAAAAAtEPUB3YcWdm+Ok1/eZVuGtVff52UK7PJoCZfQHe+vla3LFylMf27a0D60RffAwAAAABEt6gfEo8je3bFNtkSjPrbj0fKbDr0u4vZZNDfJo1UcoJR85d/FeEKAQAAAKBjvPXWW212BztVENg7KVdNo4b3SVGCMa7NcbPJoJw+KXLVNEaoMgAAAABovyMF9IaGhvDzL774QvX19Ydd05UQ2DspZ2qi1lcdVJOv7b/ETb6ASqsOypmaGKHKAAAAAKDjVVRU6KOPPpLBYFBaWpoqKir0/vvvy+VyRbq0E4bA3knddG5/ub1+zXhtbTi0t85hr/P6dfN5AyJcIQAAAAB0nNLSUjmdTl122WXKz8/XxIkT5XQ6VVxc3KbnvSth0blOamD3ZM2bfI5uWbhKr5VUKqdPijbuqlWd1695k89hwTkAAAAAXYrRaFROTo7i4g5NC46Li1NOTo6qqqpUXl6u7OzsCFfY8Qjsndi0Uf11Zt9UDZ/1rpZ+tU/3XjhEPz9/IGEdAAAAQKfn9XrbvLbZbOGw3iouLk52u10ej+dklnbSMCS+k+uf9p9w/ruJZxDWAQAAAHRJbrdbwWCwzbFgMKja2lpZLJYIVXViEdgBAAAAAFHP7/erpKQkHNqDwaBKS0sVCASUlZUV4epODIbEAwAAAACizjeHuQ8ZMkRffvmlqqqqZLfb5Xa7FQgElJubK6vVGqEqTywCOwAAAAAgqrhcLhUXF8tgMMhut6u2tlZffvmlhgwZok2bNmn//v0aOHCg+vfv32XDukRgBwAAAABEkfr6ehUXF8vpdIZXhQ8GgyopKdGXX34Zvm7YsGEyGLp2pGUOOwAAAAAgarhcriNu4TZixIguH9C/icAOAAAAAIgaHo/nW7dwO5UQ2AEAAAAAUcNisXzrFm6nEgI7AAAAACBqOJ3OI27hVlJSokAgEOHqTq5TawIAAAAAACCqJSUlKTc3V8XFxeEt3GpraxUMBpWTk6OSkpJIl3jS0MMOAAAAAIgqTqdT5557rgKBgPbv369AIKD8/Hw5HI5Il3ZSEdgBAAAAAFHHYrG0eV1ZWamGhoYIVRMZDIkHAAAAAESdXbt2SZIMBoPsdrt27Nih7du3R7iqk4vADgAAAACIKvX19dq0aZOysrLC+7G3LjzncrkiXd5Jw5B4AAAAAEBUWb9+vQwGQzisS4f2YR8xYoQMhlOn35nADgAAAACIGvX19dqzZ4/sdns4rLeKi4uT3W6PTGERQGAHAAAAAEQNl8ul2NhY1dXVhfdhbxUMBlVbWxuZwiKAwA4AAAAAiBoej0c2m01+v18lJSXh0N46hz0QCES4wpPn1Bn8DwAAAACIehaLRbt27VIoFJLL5dLOnTtls9lUW1t7SoV1icAOAAAAAIgiVqtVwWBQWVlZGjBggCorK9XY2KjExES53e5Il3dSEdgBAAAAAFGjvLy8zQrx2dnZkg4NiV+0aNEp1cvOHHYAAAAAQNTwer3fuUL8lVdeeUps70ZgBwAAAABEjYSEBNXW1p7yK8RLBHYAAAAAQBQZOnSoAoHAt64QHwgE9Prrr+v111/v0kPku/4Ygi4uMd6g0JwpkS4DAAAAADpERkaGnE6nXC6XqqqqZLfbT8kV4iV62AEAAAAAUWbkyJHKzs5WIBDQ/v37FQgENGLEiEiXddIR2AEAAAAAUSclJaXN627dukWoksghsAMAAAAAot7WrVsjXcJJxxx2AAAAAEDU2bdvnyTJYDDIbrdr9+7dEa7o5COwAwAAAACiSn19vbZs2aKsrCzl5OQoLi4uvFK8y+VSY2Nj+Nq33nqry+7LzpB4AAAAAEBUcblcMhgM4bAuSR6PRyaTSTExMSopKYlwhSdH1/sJAgAAAADQqXk8Htnt9nBYd7lcKi4ultFoVLdu3eR2uyNc4clBYAcAAAAARBW/36+DBw8qGAzK4/GouLhYTqfziMPjuzICOwAAAAAgatTX12vPnj2SpJKSEplMJhmNxjbD4+Pi4jRixAhVVVUpEAhEstwTijnsAAAAAICo4XK5ZDKZdOaZZ6qiokJfffWVkpOTw2G9VVxcnOx2e2SKPEnoYQcAAAAARA2PxyObzaZ+/fqpe/fuWr16tdxut4LBYJvQHgwGVVtbG7lCTwJ62AEAAAAAUcNisYQDutVq1VlnnaVAIKCSkhIFg0FJCs9h78rD4SV62AEAAAAAUcTpdGrr1q0qKSnRiBEjlJSUpBEjRmjdunWqqqqS3W5XbW1tlw/rEoEdAAAAABBFkpKSlJubq7Vr16qiokJGo1F+v1+SFAgEtH///ghXePIwJB4AAAAAEHViYmIUFxcXXnAuJiYm0iWddPSwAwAAAACiRn19/Sm77/o30cMOAAAAAIgaLpfrqPuuGwxH7nNuaGg4mSWeNPSwAwAAAACiRuu2bnFxcaqvr5fL5ZLH45HFYlFSUpIOHjwoSTIYDOEF6D766CPl5ubK6XRGtvgORmAHAAAAAEQNi8WivXv3avv27SopKZHRaJTNZtPevXvl8/kkSVlZWYcNly8uLlZaWpqsVmuEW9BxGBIPAAAAAIgaTqdTPp9P69atk9Pp1MSJE5WXl6eJEyfKZrPJYDAcdbh8eXl5hKvvWAR2AAAAAEDUSEpKUkZGxhGDeVJSkux2e/hYq7i4ONntdnk8nkiUfMIwJB4AAAAAEFWMRqNSUlIOC+aJiYnau3evgsGgPB5PeH672WzWwYMH1b9//whVfGIQ2AEAAAAAUcVgMOjgwYMKBoNtQntmZqa2bNmipUuXqqamJjy/fc+ePQoEAjIajRGsuuMR2AEAAAAAUcHr9eqmm25STk6O+vXrp5KSEo0YMSK8uFxZWZkk6cCBA0dceO6LL75Qnz59uszCcwR2AAAAAEBUMRqNSrImqqKiQrt27ZLNZlNtbW24Fz0UCh1x4bmdO3eqvLxc2dnZEW5Bx2DROQAAAABAVPF4PPJ6mzR+/HhlZWUpISFB/fr10/jx4xUIBE6ZhefoYQcAAAAARBWXy6XTBg1UWVlZmyHxJSUlCoVCqq2tPWx+ezAYVG1trfr16xfByjsWgR0AAAAAEFUaGxs1eNfr2hzzE1VVVclut8vtdsvv90uSAoHAYfPbS0tLFQgElJWVFeHqOw6BHQAAAAAQdXq6i7W5908UCAS0f/9+9e3bVzt27JAkxcbGyuVytQnzgUBAubm5XWbBOYk57AAAAACAKNHc3Pyf5y1t42pGRoYkKSsrS+PGjVNWVpbMZnO4533MmDFyOp0ns9wTjsAOAAAAAIg6Hw94qM3rPXv2yGAwKCUlRR9++KF27typhIQExcTESFJ4y7euJOoD+5w5czRy5EjFx8fryiuvbHOurq5OkydPVnJysnr06KGHH344MkUCAAAAANrt6z3sgUDgsHNJSUkqKSmR0+nUxIkTlZeXp4kTJ8rpdGrPnj1qaGg42SWfUFEf2Hv16qUHHnhA06dPP+zcjBkzVFNTo8rKSi1btkxz587V888/H4EqAQAAAAAnUkJCgtxut4xG4xH3YDcajSovL49wlR0r6hedu/rqqyVJpaWlqqqqCh/3eDx65ZVX9Nlnn8lut8tut2vGjBmaP3++brjhhqN+XnNzc5tfberq6k5c8QAAAACADtGzZ09VVlYqOTn5lNiDXeoEPexHs2XLFvl8PuXk5ISP5eTkaMOGDd/6vlmzZslms4Ufffv2PcGVAgAAAADay2KxqEePHuE92L+udQ92i8USoepOjE4b2BsaGpSYmCiD4T+DBOx2u+rr67/1fTNnzpTb7Q4/WrcFAAAAAABEr23btslqtYb3YG8N7cFgUCUlJfL7/V2uQzbqh8QfjdVqlcfjUSAQCId2t9utpKSkb31ffHy84uPjT0aJAAAAAIDj1JrzDAaD7Ha7du3apUAgoLS0NFVUVGjXrl2y2Wyqra2V3++XpC61B7vUiQP74MGDZTQatX79euXm5ko6NM89Ozs7wpUBAAAAANojMTFRCQkJysrKCi8wt2HDBpWXl+v8889XU1OTysvL5fF4lJWVpW3bth02TL4riPrAHggEwo+WlhZ5vV7FxsbKYrHommuu0YMPPqiXX35Z+/bt0+zZs9naDQAAAAA6OafTKYPB0GY1+P3798tmsykuLk5Wq7VNZ21NTY32798fqXJPmKifw/7II4/IbDbr0Ucf1aJFi2Q2m/WDH/xA0qE92m02m/r06aPRo0fr5ptv/tYV4gEAAAAA0c9ischut4fDen19vWpqauR2u4+64FxXFPU97L/97W/129/+9ojnkpOT9fLLL5/cggAAAAAAJ0R1dbWkQ7uC1dfXa+DAgerdu7dcLpeMRqMCgYBKS0s1YMAAVVZWqrGxUfX19QoEAhGu/MSICYVCoUgXEUl1dXWy2Wxyu91KTk6OdDkAAAAAcEoqLCzUvHnzFB8fL4fDocrKSnm9Xt18882yWCzyer1yOBxau3atJMloNIYXnft6YL/yyivb7CYWjb5vDo3uVgAAAAAAurzdu3dr3rx5ysvL09SpU2UymeTz+VRQUKB58+bpsssuU0JCgnJychQTEyOn0xme3966rZvL5Yp0Mzpc1M9hBwAAAAB0bUVFRbJYLOGwLkkmk0nTpk2T2WxWWVmZAoGAVq9eLaPR2GYxuri4OI0YMSLqe9WPR9drEQAAAACgU6murlZmZqYOHDigoqIiVVdXKz09XXl5eXI6nbLZbDrzzDO1bt06paWlhcN6q7i4ONnt9i63UjyBHQAAAAAQUenp6Vq3bp3uu+8+WSwWZWZmauPGjVq8eLEMBoMuueQS9evXTzU1NaqqqlIwGGwT2rvqSvEMiQcAAAAARNTQoUPV3Nyss846S3l5ebLZbMrLy9PIkSPl8/k0bNgwSdLgwYMVCARUUlIS3t6tdQ57V1wpnh52AAAAAEBEbdq0SSaTSWvWrGnTw+7xeGQymfTFF18oOztbFotFsbGxcrlcqqqqkt1uP2yV+K6EwA4AAAAAiKjKykr5/X7l5+e3WSV+wYIFKiwsVGVlZbgnvaWlRZIUCAS63Jz1b2JIPAAAAAAgohoaGpSQkHDYKvFTp05VQkKCdu3apcWLF6uiokJWqzXC1Z48BHYAAAAAQERZrVY5HI5wWG9lMpnkcDhksVjUr18/jR8/Xk1NTRGq8uQjsAMAAAAAIiozM1M7dlTK5/O1Oe7z+VRZWakzzjhDQ4cO1bp168KLzRmNRqWkpCgmJiYSJZ8UBHYAAAAAQETl5eWpqcmrgoKCcGj3+XwqKChQU1OTLBaL3n77bR04cECSlJWVpezsbNXW1spoNCotLU0Gw6El2ioqKiLWjo7GonMAAAAAgIjq2bOnpk+frrlz52r16tVyOByqrKxUU1OTJkyYIKPRKJ/Pp9jYWBkMBg0YMEAffvihnE6nBgwYoMrKSiUkJKi+vl4lJSXq0aNHl5jrTmAHAAAAAERcXl6ezGaznn32WdXX16tv374aPny4QqGQGhsblZSUJJ/Pp+TkZFVWVoaHxH/44YcyGo2y2Wzh+e2lpaUaM2ZMhFvUfgR2AAAAAEBU6Natm+rq6hQMBpWdnS2/3x8+l5KSoqqqKtXW1io+Pl6JiYkqKSmR0+lUTk6O4uLiwlu/uVwuNTQ0dPpeduawAwAAAACiSmNjozweT5tjPXv2VEtLi/x+v+rr6+V2u2U0GsNhXZLi4uI0YsQIGY1GlZeXR6L0DvW9e9jffvvt73VdXFycJk6ceNwFAQAAAABOTV9fJb51NfhvSktL0/79+yVJycnJ4bDeKi4uTna7/bDA3xl978B+1VVXKTMz8zuv27dvnxobG9tVFAAAAIAO5GuUZvU69HzmLsmUGNl6gOOwe/dumUwmnX/++fr8889VVlam2tpaBYNBeTweuVwueTwemc1mHTx4UP379490ye32vQO7xWL5XkMKUlJS2lUQAAAAAADf5PV6ZbPZVFZWprKyMvXp00c7d+7U0qVLVVNTE154bs+ePQoEAjIajZEuud2+d2B/8cUXv9d1zz///HEXAwAAAAA4dbXusy5JLpdLFotFVqtVDQ0Nqqys1L59+5SQkKABAwborLPOkt1u1+eff66srKzDFp774osv1KdPn0698Nz3DuxXXHHF97russsuO+5iAAAAAACnpsLCQs2dO1cGg0Fms1l79uxRVVVVeE/2hIQEOZ1OlZeXa+vWrdqyZYu6d++ulJSUIy48t3PnTpWXlys7OzvCLTt+x7VK/LPPPqvPP/9ckrR+/XqdccYZys3N1caNGzu0OAAAAABA17d7927NnTtXkpSQkKC+ffsqISFBklRRUaH8/Hz9/e9/1/nnny+fzyeLxSKj0aj169dryZIl+vTTT9t8XldZeO649mF/5JFHtGrVKknS/fffr0suuURWq1V33nmnPvnkkw4tEAAAAADQtb3zzjsKhUIaO3aspk6dKpPJJJ/Pp9/85jeqrq7W1KlTdeDAAc2bN095eXltrikoKNDcuXM1ePBgZWRkSDq0wnxtba369esX4Za1z3H1sO/fv1/p6enyer1asWKFHn74Yf3617/W+vXrO7o+AAAAAEAXt3nzZlkslnAQlySTyaSePXvK4XDIZDKpqKjoiNdMmzZNCQkJ+vjjjyUpPIfd7/crKysrYm3qCMfVw56SkqKysjJ9/vnnys3NVXx8vLxer1paWjq6PgAAAABAFxcTE6PMzMxwEG/Vo0cPbdy4UT6fT9XV1Ue8xmQyyeFwaMOGDerdu7dqa2vl9/uVmpraqReck46zh/2uu+5STk6Orr/+et12222SpE8//VRDhgzp0OIAAAAAAF3f4MGDVVFRIZ/P1+b4eeedJ4/Ho4KCAqWmpqqysvKwa3w+nyorK9W7d28lJCQoKytLBoNB6enpJ7MJJ8RxBfZf/OIXKi0t1caNGzVp0iRJUmZmZniRAHSsxuaAYu54STF3vKTG5kCkywEAAACADjVx4kR5vV4VFBSEA7nP59O///1vSVJRUZE+/vhjNTY2HnZNQUGBmpqa9OMf/1gjR46Uz+dTMBjs9MPhpWMcEp+Tk6MrrrhCl19+uXJzc9ucGzRoUIcWBgAAAAA4NfTs2VP/9V//pWeeeUarVq2Sw+FQRUWFvF6vpk+friFDhujjjz/W8uXLVVRUpDVr1oSv8Xg8Ouuss7R582atXLlSwWBQubm5nX44vHSMgf3pp5/WokWLNHXqVNXW1urSSy/V5ZdfrvHjxx82jwAAAAAAgO8rLy9PBgX02puL1NDQIKfTqZtvvlm9evWSJE2ePFmDBg3S559/roMHDyoUCumMM85Qv3791NLSov379+vgwYO69NJL1bNnzwi3pmMc05D48847T7NmzdLnn3+uZcuWaciQIfrLX/6ijIwMXXXVVXruuedUXV19omoFAAAAAHRhqakpcjgcOvfcc3X++eeHw3oro9Eoq9Wqvn37KjMzU5mZmUpMTFQwGJQk7du3TxaLJRKlnxDHtUq8JGVlZemuu+7SXXfdpdraWr333ntatGiR7r//fj300EO6/fbbO7JOAAAAAEAX5/P55PF41NLSIrfbLbfbrcrKSnk8HhkMBpWXl8tgMCgYDMrpdConJ0dxcXHhrdxCoZDq6upks9ki3ZQOcdyB/evsdruuueYaXXPNNQoGg6qpqemIjwUAAAAAnGJcLpcGDRokv9+vDz74QCaTSTabTfv371dMTIyMRqNiY2PDYV2S4uLiNGLECFVVVWn37t3q27dvhFvRMY4rsDc1Nen//u//tG7dOjU0NLQ5989//rNLLJ8PACdLY3NA1ntflSQ1/PkaJcZ3yG+pAAAAnVJjY6M+//xzZWdnKysrSzk5OfJ4PHrvvfdkNpvV3Nysbt26hcN6fX29XC6XPB6PjEbjYRm1MzuuvxVOmTJFZWVl+uEPf9il5gcAAAAAACLPZDLJaDSGe9FdLpdiY2MVCATU0tKi2tpaBYNBlZWV6fPPP5fRaJTdbpff71dTU5NcLpecTmekm9FuxxXYP/74Y+3YsUNJSUkdXQ8AAAAA4BRVc7BWkrR7924ZjUadffbZ6tmzpzwej2w2m2pra5WSkqKDBw/qk08+UW1tbbgX/utz2YuLi5WWltbpt3Y7plXiW5122mmqr6/v6FoAAAAAAKeowsJCzS94QWazWT169FBZWZnuu+8+FRUVyWKxqLGxUSNGjFBtba1iY2NVW1vbphde+s9c9tYF6jq74+phX7BggX7+85/rsssuU48ePdqcu/zyyzukMAAAAADAqWH37t2aN2+e8vLyNXXqVJlMJvl8PhUUFGju3Ln63e9+J7/fr5qaGo0fP17Lly8P97q3hvVWcXFxstls8ng8EWpNxzmuwP7vf/9bS5Ys0apVq9rMYY+JiSGwAwAAAACOSWsvemtYlw7NY582bZpWr16tN954QwMHDpTL5VJlZaVaWlpkMpm0Y8cOLVy4UAcOHFB6erry8vLUvXt31dbWKiEhIcKtar/jCuy///3v9e9//1vjxo3r6HoAAAAAAKeY6upqZWZmhsN6K5PJJIfDIY/HowEDBsjlcqm5uVkxMTHaunWrSkpKZLFY5HA4tHHjRi1evFgXXXSREhMTu8Q07uMK7GazWXl5eR1dCwAAAADgFJSenq6NGzfK5/O1Ce0+n0+VlZUaN26c4uLi1NzcLOnQ6O6SkhLl5x8+hP7999/XFVdcIb/fH6nmdJjjWnTu17/+tR588EH5fL6OrgcAAABAR6vZ/p/nhX+QDmyLXC3AEeTl5cnj8aigoCCcM1sDeFNTk3Jzc7Vp0yZJks1m0xdffHHUIfRms1mbN2+W0WiMWHs6ynH1sP/qV79SfX29/vSnPx22tVtNTU2HFIbvp7E5IOu9r0qSGv58jRLjj+uWAgAAoKsqeVFadKcUnyxlZEulL0kr/y5dPlvKmRLp6gBJUs+ePTV9+nQ988wzWrVqlRwOhyoqKuT1enXBBRdow4YNkhTe6u2DDz741iH09fX1io09rv7pqHJc6e6tt97q4DIAAAAAdLgD2w6F9RHXS5f8UTKaJX+TtOS/pbdnSJmjpNT+ka4SkCSFQiEpFJLf79fOnTvl9/sVCoXU0NCgbt26hVd/r6mpkcViUUVFxVGH0A8dOlQHDx5UQ0NDp96L/bgCO/PXAQAAgE6g5AUpIVma8Lhk+P8rZhvNh15/+ba07gVp/G8jWiIg/Wdbt/yxYw+bk15UVKRu3bopKSlJNTU12r9/v/r166eysjIVFBRo2rRp4esXLFigpqYmXXPNNVqzZo3Ky8uVnZ0d6eYdt+89RuC55577XtctWLDguIsBAAAA0IHclVKP0/8T1lsZzYeGx7srI1MX8A3ftq2b2WxWZWWlQqGQWlpaFBcXp27duumss85SUVGRbr/9dj3yyCO6/fbbVVRUpOnTp6tXr16y2+2dfi/27x3Y77rrru913T333HPcxQAAAADoQLZMae/nh4bBf52/Sdqz8dB5IApUV1crs2/fI85JdzqdstvtSkhIkMFgUHJysrxer7Kzs3XRRRepb9++Sk5O1rhx4/SnP/1JeXl5CgaDqq2tlcViiVCLOsb3HhLf0NCg1NTU77yudZl9AAAAABE24qfS8r8dmrM+4fG2c9ib66Uzf3r09/oapVm9Dj2fuUsyJZ6cmnFKSrcatHF9uSorK7V8+XJVV1crPT1d5513nioqKjRu3DilpaXJ6/XqtNNO06effiq3262UlBQlJSXJ4XBoxIgRiouLUzAYVElJifx+v7KysiLdtHb53oH9k08++V7XdYWV+AAAAIAuoVv/Q6vBvz1D2vTmoWHwezcdCuuXz2bBOUSNvOQdetvj1cyZM5WYmKjMzExt3LhRixYtUigUUn5+vqqrq7V3716lp6erd+/e2rlzpywWi/x+v1wul3bu3Cmbzaba2loFAgGlpqZ26gXnpGMI7Cw0FzlfVdeHnz/0zgb9bMwADeyeHMGKAAAA0GnkTJEyhkv/N1qqWC6de4c08ibCOqJK9Z6dkqT8/PzDFp0rLCw8NGQ+M1NbtmxRSUmJHA6Hdu7cqYaGBmVlZalXr1768ssv1djYqLi4OAUCAdlstgi3qv3oDo9yz63YptzHlyg5wagLBnTXcyu3acgji1WwclukSwMAAEBnkfq1YcH5vyKsI+q8vjVOZrP5qIvO/eMf/1BZWZkkyeVyafny5YqJiZHBYJDZbNZ7772nzz77TCtXrlRpaakaGhpUX1//bV/ZKRzXtm44Ocr21Wn6y6t006j++uukXJlNBjX5Arrz9bW6ZeEqjenfXT2TzZEuEwAAAADaZX+zUQ5H7yMuOudwOORyueRyuSQdWl9tx44damxslMlk0scff6wDBw7IbDbL6XSqsrJSW7Zs0YgRIzRy5MhOPSyewB7Fnl2xTbYEo/7245FKMMZJkswmg/42aaTeKN2h+cu/0gOXdN49BQEAAABAkhQbp4qKCvl8vjah3efzqaKiQgaDQU6nU0VFRVq3bp3MZrNsNpsqKw9tTTj2KPu3FxcXd+rp3cc0JL6goEBNTU3ffSE6hKumUcP7pITDeiuzyaCcPily1TRGqDIAAAAA6Dg9e/aU1+vVggUL5PP5JB0K6wsWLJDX61Xfvn21bds2rVu3Tvn5+frNb36jvXv3KjMzU1ar9ahD6YuLiyPZrHY7ph72hx56SHfffbeuueYa3XLLLTrrrLNOVF2Q5ExN1Ptf7laTLyCz6T+3qskXUGnVQf1s9IAIVgcAAAAAHWPgwIHatm2bioqKtGbNGmVmZqqiokJNTU0yGo0KhUL68ssvw/Pc//nPf8pisahnz56yWq1HHUrf2Ni5OzmPqYfd5XLp1VdfVV1dnS644AJlZ2frr3/9qw4cOHCi6jul3XRuf7m9fs14ba2afAFJCs9hr/P6dfN5BHYAAAAAnV9eXp4CgYBGjhypvLw82Ww25efna+TIkfL7/crMzJTH45HD4ZDJZAqvGt+jRw9VVlaGe+VbtQ6ldzgcEWpRxzimwB4TE6OLL75YL7/8snbv3q2f/exneuGFF9S7d2/95Cc/0fvvv3+i6jwlDeyerHmTz1HBqu3K+NU/lffkB+r9wJt6buV2zZt8jgakJ0W6RAAAAABot549e2r69Olas2aNPvnkE9XW1uqTTz7RmjVrdNZZZykrK0smkyk8zz09PV2VlZU677zz5PF4DhtKX1BQIK/Xqx/84AcRbln7HPeic3a7XXfccYfuuOMOrVixQlOmTNEbb7yhYDDYkfWd8qaN6q8z+6Zq+Kx3tfSrfbr3wiH6+fkDCesAAAAAupS8vDxV79mlz7/cooaGBvXt21ejR4/W2LFjtWzZMpWXlysUCqmgoECXXHKJFi9erH//+9+68cYb9dxzz2nNmjXq27evXC6XvF6v/uu//ksZGRmRbla7tGuV+BUrVui5557TP/7xD6Wmpuq3v/1tB5WFr+uf9p9w/ruJZygxnsX9AQAAAHQ9FotFZ5xxhuLj4xUMBjV27Fjt27dP8+bN09lnn63Vq1erqKhIn376qVpaWlRYWKjVq1eHt3P78ssvlZmZqbvvvrvTh3XpGIfES9LevXv1v//7vxo6dKguvPBCNTQ06I033tD27dv14IMPnogaAQAAAACnAENcnFpaWuT1emWz2RQXF6eioiJZLBalpaUpMTFRN998swKBgMaOHas//vGPGj9+vNLT09WrVy9JCq8c3xUcU1ftZZddpvfee0/Dhg3TbbfdpilTpiglJeVE1QYAAAAAOIVYzSa5Gw9tJV5bW6tgMBheYK6mpkaZmZkqLCwMrxZvMpl07bXXSjo0d/3WW2/Vpk2bVF5eruzs7Eg2pUMcUw97ZmamVq5cqZKSEt1xxx2HhfWdO3d2aHEAcCr4qro+/PyhdzaobF9dBKsBAACIHKMhLpwr/X6/SkpK5PF4VF5ertTUVFVWVurgwYNyOp1H3crN5/PJ4/FEovwOd0yB/amnntKZZ56pAwcOqKWlJXx8z549mjFjhgYOHNjhBQJAV/bcim3KfXyJkhOMumBAdz23cpuGPLJYBSu3Rbo0AACAk87YVK0+vXtLktLS0vT5559r/fr18nq9qq6ulsfjkdfrlcvlOupWbnFxcTIYusa6X8cU2NetWyeHw6Hu3burZ8+e+uyzz/T3v/9dAwcOVEVFhT7++OMTVSeOgp45oPMq21en6S+v0k2j+mvPH65W0d0XqeqRq3TjqH66ZeGqNn++AQAAurySFxW3/QMpJkYGg0Hnn3++YmNjlZiYqB/96Edas2aNDAaDGhsb1dTUpIKCgsO2cmtqalJycrJcLpdcLldk29MBjimw33vvvbr22mu1ceNGTZkyRT/+8Y/17LPPaunSpXr77bc1atSoE1Xnt/L7/eEh+qmpqZoxY4YCgUBEajmZ6JkDOrdnV2yTLcGov/14pMymQ78Cm00G/W3SSCUnGDV/+VcRrhAAcEqr2f6f54V/kA7wd0ycQAe2SYvulKd7rmJiYmS32xUXFye32y2bzaZ//vOfMpvNSkpKUkxMjDIyMrR06VLdcccdeuSRR3T77bdr6dKl6tmzp3r37i2Hw6Hi4mI1NDREumXtckyBfePGjXr00Uc1dOhQPfroo9q7d6/efvttjRgx4kTV97088sgj+vTTT7Vp0yZ98cUXWrZsmf7whz9EtKYTjZ45oPNz1TRqeJ8UJRjj2hw3mwzK6ZMiV01jhCoDAJzySl6UnsmT4pMlx2ip9CXpqbMO/S9wIpS8ICUkq97aTxs3btSSJUu0cOFChUIh7dq1S3l5eXr66ac1e/Zs5eXlye12a9asWbrwwgtls9k0btw4zZo1S7W1tbJYLBoxYoQMBoPKy8sj3bJ2OabA7vP5wnMBzGazbDabevbseUIKOxbPPvusHnjgAfXs2VM9e/bUr3/9a82fP/+I1zY3N6uurq7NozOiZw7o/JypiVpfdVBNvrYjgpp8AZVWHZQzNTFClQEATmn/v6dTI66X7t0qTXtXuudLKWeK9PYMqYaedpwA7koVBkao4PkXVVVVJavVqk8++UQrV65ssyK8JMXGxqqpqUlLlizR1VdfrRkzZujqq6/WkiVL1NR0aIX5uLg42Wy2Tr/43DHNxPf5fPrb3/4Wft3c3NzmtSTdeeedHVPZ93Tw4EFVVVUpJycnfCwnJ0eVlZXh4RNfN2vWLP3ud787qTWeCPTMAZ3fTef21/9+9KVmvLZWs///j29NvoDufH2t6rx+3XzegEiXCAA4Ff3/nk5NeFwyJBw6ZjQfev3l29K6F6Txv41oieh6ditD877wKi8/LxzOfT6ffvGLX6h79+5tVoRvamqS3W5XYWGhVq1aJafTKZfLFT7e1NSkYDAot9utbt26RbBV7XdMgX3UqFF68803w6/PPvvsNq9jYmJOemBvnZNgt9vDx1qf19fXHxbYZ86cqV/84hfh13V1derbt+8Jr7OjOVMT9f6Xu9XkC4R72KX/9Mz9bDR/0Qei3cDuyZo3+RzdsnCVXiupVE6fFG3cVas6r1/zJp+jAelJkS4RAHAqcldKPU7/T1hvZTRLGdmHzgMdrKiuryzmPW160k0mk1JSUlRRUSGfzxc+bjabVVtbq3POOUdpaWmqqanRhRdeqOrqaq1evVoJCQkqKSmR3+9XVlZWJJvVbscU2AsLC09QGcfParVKktxut9LS0sLPJSkp6fC/7MbHxys+Pv7kFXiC0DMHdA3TRvXXmX1TNXzWu1r61T7de+EQ/fz8gYR1AEDk2DKlbR9L/qZDIb2Vv0nas1HKvTFytaHLqm4IKNORpQMHDqioqEjV1dVKT0+XyWSS1+vVggULwmG+paVFZrNZt956a5ued5/Pp40bN6qiokIpKSk6/fTTw3mxs+r0m9OlpKSoT58+Ki0tVf/+/SVJpaWl6tu372G9610JPXNA19E/7T9/Xn838Qwlxnf6/zQDADqzET+Vlv9NWvLfh4bBG82HwvqS/5aa66UzfxrpCtEFpaena926dbrvvvtksViUmZmpjRs3qqGhQUajUUVFRVqzZo0yMzO1ZcsWDRw4sE1Ylw71yDudTtXX1+v000/XaaedFqHWdJwu8bfCG2+8UY8++qhGjx4tSfrDH/6gW265JcJVnXj0zAEAAKDDdesvXT770AJzm948NAx+76ZDYf3y2VJq/0hXiC5o6NChevvttzV27Ng2c9iffvpprV69WmeffbbS09NVU1Mjp9OpysrKNsPkpUM97BUVFerTp48SEhK+5ds6jy4R2B988EEdOHBAQ4YMkSRdf/31+tWvfhXhqk4OeuYAAADwnUyJ0kPu7399zhQpY7j0f6OliuXSuXdII28irOOE2bRpkxITEw+bw37bbbeptLRUa9askdlslsPh0M6dO+X1elVQUKBp06aFw/2CBQvk9Xo1evRoFRcXKy0tjSHx0cBoNOqpp57SU089FelSAAAAgK4h9WuLdeX/6lDoB06Q6upqORyOIw5z79+/vw4ePKjMzEzV1tbqtNNOU48ePfT+++9r9erVcjqdqqioUFNTk6ZPn64xY8Zo8eLFKi8vV3Z2doRa1DG6RGAHAAAAAHRe6enp2rhx41GHuWdmZmrGjBnatGmTysvL1bNnT4VCIe3bt09ms1nnnHOOJGnDhg3avXu3LBZLp9+DXSKwAwAAAAAiLC8vT4sXL9bTTz8dnquempqq6upqNTU1afjw4YqLi5PT6dSWLVtUUVGh3r17KzU1VUlJSZo/f36bxeoaGxv1wx/+MBzkOysCOwAAAAAgonr27Knzzz9fRUVFMpvNcjqdKi0tVVNTkwYMGKD6+notXLhQBw4cUF1dnTIzM3XRRRfpzTff1D/+8Q/l5eW1WayuoKBAS5Ys0bhx45SRkRHp5h03AjsAAAAAIKJ2796tZcuWHbZKfEFBgQoLC7Vt2zZZLBY5HA5VVFRo06ZNyszMVHNzsxISEg5brG7atGlas2aNCgsLde2110a4dcePwA4AAAAAiKiioiJZLJbDgvcll1yiwsJC5efnHxbk586dq4EDBx51sTqHw6Hq6upINKfDENgBAAAAABFVXV2tzMzMw4L38uXLjxjkp02bptWrV6u6ulrNzc2qrKzU8uXLVV1drfT0dJ133nmqqKjQuHHjItGcDkNg7wQS4w0KzZkS6TIAADiixuaArPe+Kklq+PM1SoznrxcAgGNztFXi9+7de8Qg39qDfvDgQR08eFAzZ85UYmJieNG5RYsWSZLy8/NPZjM6XGykCwAAAAAAnNry8vLk8XhUUFAgn88n6dCWbrt371ZFRUX4WKvW7d5SUlIkHQrmc+bM0QMPPKA5c+YoLy/vpLfhRCCwAwAAAAAiqmfPnpo+fbqWLi3Sbbfdpocffli33XabduzYIa/Xe1iQLygokNfrlc/nU2Ji4hGHzJvNZhUWFkawVe3HmDUAAAAAQMTl5eWpoWa31qzfrIaGBvXt21cDBgzQgQMHVFRUpDVr1igzM1MVFRXyer26/vrr9fHHH6tv375HHDLvdDpZdA4AAAAAgI5gMSdqxIgR8vv96t27txITE1VXV6fk5GQdOHBAe/fu1aBBg9SjRw81NzcrKSkpPGT+66G9dch8Z190jiHxOCU1NgcUc8dLirnjJTU2ByJdDgAAAABJJmOs/H6/YmNjtWvXLrlcLgWDQdlsNjkcDo0aNUr9+vWT1WqV3++X0+lUU1PTYUPmFyxYoKampk6/6Bw97AAAAACAqNA9OUG7ajxKTU3VyJEjVV5eLo/HowEDBigmJkZvvvmm6uvrZbFYlJ2drbi4OPXr1++IQ+anT5+ujIyMSDepXQjsAAAAAICoYPXtU4y3XrW1RpnNZmVnZ0uSCgsLNW/ePCUkJMjhcGjbtm3aunWrEhMT5XA4ZDab1djYqD179sjpdOq6665T//79I9ya9iOwAwAAAAAir+RFZXx0p5L7P6S6QEClpaXKycnRvn37NG/ePOXl5Wnq1Kk6cOCA7rvvPo0dOza8OnzryvFFRUU699xzVVpaqri4ODmdzki3ql0I7AAAAAAOZ0qUHnJHugqcKg5skxbdqYbht6jO31uxsbFyuVzauXOnNm/eLLPZHA7nRUVFslgsR9zKbc2aNYqNjZXT6VRxcbHS0tJktVoj3Ljjx6JzAAAAAIDIKnlBSkiWy3mdYmJi1NLSou7duysxMVEHDx5UZmZmOJxXV1e3ed3KZDLJ4XDowIEDysnJkcFgUHl5eSRa02EI7ABwArATAQAAwDFwV0rdh8njPbQ9W0JCgvbu3av6+nqlpKSosrIyvAp8enp6m9etWrdyS09PV1xcnOx2uzweTyRa02EI7J1cYrxBoTlTFJozRYnxzHAAAAAA0AmZkqU9G2RJODQf3ev1KisrS5dddpl++tOfttm6LS8vTx6P51u3cgsGg6qtrZXFYolww9qHhAcAAAAAiLCQ1Fwv88bntfErm5qamuTz+dSrVy/17NlTP/3pT/X8889r9erVcjgcMhgMKiwsDL8uLy+X1+tV//799fHHHys9PV2BQEBZWVmRbli7ENgBAAAAAJFVv0uF7t6at2SvzOZ6ZTocKiws1Lvvvqvp06crLS1Nl1xyiaqqqnTw4EH169dPP/jBD/Tee+9p//79am5ulsVikclk0ieffCKPx6PLLrusUy84JxHYAQAAAAARtnt/nebtHa68/LZbtS1YsEBz587VFVdcoV69eslsNstkMslmsykxMVEDBgzQkiVLdPbZZystLU01NTXq16+fqqurtXjxYuXn5ysjIyPSzTtuzGEHAAAAAERUUXWKLF/buk06tOr71KlTZTabVVZWJrfbrdjYWAUCAbndbjU2Nmrnzp0yGo1as2aNioqK5Ha7VVRUpLVr14aHzXdm9LADAAAAACKqusWmTEfvI27VlpmZqdraWrW0tCgxMVGNjY3y+Xyqr6/X3r175fP5lJ+ff1jPfGFhoSorKyPUoo5BDzsARBi7PQAAgFNd+oAcVVa4jrpVW+tq742NjYqNPRRj3W63vF6vEhISjtgzn5CQoIaGhpPbkA5GYAcAAO3yVXV9+PlD72xQ2b66CFYDAOiM8i65Uh5v8xG3avN6vRo9enT42tTUVF1yySXKysqS2WyWw+E4Ys+8w+FQUlLSSW1HR6MrBwAAHLfnVmzT9JdXKTnBqJw+KXpu5TY9WbhZ8yafo2mj+ke6PABAJ9GzZ09Nn/5fmvvMM1q9erWcTqcqKirU1NSk6dOna8yYMVq8eLH8fr9qa2tlNpuVm5ursrIyffTRR/L5fG1Cu8/nU2VlpcaPHx/BVrUfgR0AAByXsn11mv7yKt00qr/+OilXZpNBTb6A7nx9rW5ZuEpj+nfXgPTO3bMBADh58vLyVF9TrS+2bpPFYtH5558vh8OhhIQEbdq0SXFxcfL7/QoEAvr4449VXV2tqqoqeTweFRQUaNq0aeE57AUFBfJ6vcrPz490s9qFwA4AAI7Lsyu2yZZg1N9+PFIJxjhJktlk0N8mjdQbpTs0f/lXmnXFiAhXCQDoTDLSu8mvOA0fPlwlJSVyu92SpD179sjv9ysuLk7btm1TSUmJ4uPjlZiYKEkqLCzU6tWr5XA4VFFRIa/Xq+nTp3fqLd0k5rADAIDj5Kpp1PA+KeGw3spsMiinT4pcNY0RqgwA0Fn1SrcrEAho3bp1cjqdmjhxovLy8pSVlSVJio2NVWlpqQYPHiyfz6fm5mYNGTJEJpNJHo9HFRUVSk5O1nnnnafc3NwIt6b9COwAAOC4OFMTtb7qoJp8gTbHm3wBlVYdlDM1MUKVAQA6q8QEk/bs2SODwaCcnBzFxR36Ubiu7tCCpuvXr5fJZNLWrVuVl5enOXPmaMyYMQoEArJYLMrMzFR9fb0+++wz/etf/4pkUzoEgR0AAByXm87tL7fXrxmvrQ2H9tY57HVev24+b0CEKwQAdEaBQEA2my0c1iWFV45vaGhQYmKiLBaLpk6dqgMHDmjevHnKy8vT008/rd/85jd66qmnlJeXp3fffVd79uyJVDM6BIEdAAAcl4HdkzVv8jkqWLVdGb/6p/Ke/EC9H3hTz63crnmTz2HBOQDAcTEYDHK73QoGg+FjJpNJKSkpslgsqq2tVWZmpkwmk4qKisLh/ev7sE+bNk1ms1mFhYURakXHYNE5AABw3KaN6q8z+6Zq+Kx3tfSrfbr3wiH6+fkDCesAgOPibwkpIyNDgUBAq1evVmJiopqamtTc3KyGhgbl5ORo69atcrlc8vl8qq6uDof3rzOZTHI6naquro5QSzoGPewAAKBd+qf9J5z/buIZhHUAwHHbsbdGBoNB3bp1086dO7V9+3Y1NTWprq5Ofr9fCQkJGjZsWHgrt9TUVFVWVoaHzLfy+XyqqKhQenp6hFrSMehhBwAAAABEhSavTxaLRQcOHFBWVlZ44blgMKilS5fqwIEDGjp0qCSpqKhI8fHxam5uPuI+7E1NTezDDgAAAABARzAnmLRr/77DVomPi4vTBRdcoLfeekstLS0aOnSoevfuLZfLJbfbraKiIq1Zs0aZmZmqqKhQU1OTpk6d2un3YSewAwAAAACiQt8eqfpqx17Z7fY2q8RLh0K73W7XwYMHFQwGlZGRIZvNpmAwGN6DvaGhQX369FH//v3Vs2fPCLWi4xDYAQAAAABRwWqOl9/vV21trYLBYJvQHgwGVV9fH37d0NAQfm632+VwOOR2u8Pz2d1u98kr/AQhsAMAAAAAoobf71cgEFBpaWmbOeylpaUKBAKHXf/Nue4lJSVyuVxqamqKQPUdi8AOAAAAAIgarT3rLpdLO3fulM1mU21trQKBgGJjY9XS0iLp0H7tMTExh811HzFihKqqqo4Y7jsbtnUDAAAAAESN/fv3KxgMqlevXnI6nUpISFBWVpZ69eqllpYWhUIhGQwGmc1m2Wy2o851j43t/HGXHnYAAAAAQHQwmlVWVqasrCzt3LlTJpNJNptNe/bskd/vVygUUigUkt1ul9fr1dKlS7VhwwYZjUbV19fL4/EoNTVVdrtdgwYNinRr2o3ADgAAAACIGo2NjSouLtbIkSPl9/vldrtVW1ur8vJyVVVVqXfv3tq2bZu++OILJSQkyO12a/fu3TKbzXI6ndq4caM8Ho+ampo0atSoSDenXQjsAAAAAICoUllZqZycHBkMBm3dulUlJSVKSEiQ0+lUeXm5vF6vxo4dq4svvli/+tWvNHbsWE2dOlUmk0k+n08FBQUqKirSRRddpH79+kW6Ocet8w/qB47DV9X/2Q7ioXc2qGxfXQSrAQAAAHAkDQ0NKikpUX5+vv7+97/rwQcf1Lhx42SxWDR16lQtX748/NxkMkmSTCaTpk2bJrPZrHfeeSfCLWgfAjtOOc+t2Kbcx5coOcGoCwZ013Mrt2nII4tVsHJbpEsDAAAATm0mS5uXLpdLZrO5TSCvqamR0+mUyWRSdXW1MjMzw+fCH2MyyeFw6MCBAyet9BOBIfE4pZTtq9P0l1fpplH99ddJuTKbDGryBXTn62t1y8JVGtO/uwakJ0W6TAAAAODUZGwb2D0ejxwOR5tAnp6ero0bN8rn87V5/vVrfD6fKioqNHz48JNW+olADztOKc+u2CZbglF/+/FImU2Hfq8ymwz626SRSk4wav7yryJcIboKpl0AAAC0n8ViUUVFhXw+X/hYXl6ePB6PCgoKdN5554Wft17TOoe9qalJEydOjFTpHYIedpxSXDWNGt4nRQnGtns1mk0G5fRJkaumMUKVoSt5bsU2TX95lZITjMrpk6LnVm7Tk4WbNW/yOZo2qn+kywMAAIhaCQkJWrhwobxerxYvXiyn06mysjIVFBRo2rRpMplM6tatmwYOHKjCwkKtWbNGPXr0UGFhoVatWiWn06mKigo1NTXp6quv7tQLzkkEdpxinKmJev/L3WryBcI97JLU5AuotOqgfjZ6QASrQ1fAtAsAAICOY7VadeaZZ6qoqEirV6+Ww+FQZWWlPB6PMjIy5PF41NjYqD59+shoNKqxsVF9+/aVw+FQbm5upMtvN4bE45Ry07n95fb6NeO1tWryBSQpHKbqvH7dfB6BHe3DtAsAAICO5XA4dNddd6lPnz7y+Xzq06ePJKm+vl69e/dWIBDQrl27NH78eD322GN64IEHdPrpp6u4uFgNDQ0Rrr596GHHKWVg92TNm3yOblm4Sq+VVCqnT4o27qpVndeveZPPoecT7ca0C5yKEuMNCs2ZEukyAABdWP/+/TV+/Hht375d7733nvLz8w/bd33+/PkaMmSIMjIyNGLECO3cuVPl5eXKzs6OdPnHjR52nHKmjeqvdfdPUJ3Xr6Vf7dNNo/pr84OXMbcYHcKZmqj1VQfDIzhatU67cKYmRqgyAACAzisuLk7Dhw/X9u3bD9vm7ev7rhcWFoavt9ls8ng8Eay6/QjsOCX1T/tPT/rvJp5Bzzo6DNMuAAAAToykpCR5vd7DtnmT/rPvenV1tSQpGAzK7XbLYrEc6aM6DYbEA0AHYtoFAADAiZOcnKzt27cfdd/1cePGKRgMqqSkRH6/X1lZWRGstv3oYQeADsa0CwAAgBNj5MiRampqOuK+6x6PRxaLRYsXL5bL5dLpp58uq9Ua4Yrbhx52ADgBvjntIjGe/9wCAAB8XwbDkf/udPbZZ2vjxo0qKirSmjVrlJmZGd53/ZxzzpHf71coFJKk8GrynRl/gwQAAAAARJVvbsfm8Xhkt9tltVrlcDjUrVs3uVwuNTQ06Pzzz5fT6VRCQoIsFosyMzNVWFjY6VeIlwjsAAAAAIAo4nK5VFxcLIPBILvdrtraWq1YsUK5ubmy2+2SpOzsbPXv318tLS3Ky8s77DPsdnunXyFeIrADAAAAAKJEfX29iouL5XQ6lZOTo7i4uPAicsXFxXI4HDIYDMrJydGmTZtUXl6uYDCouLi48GcEg0HV1taqX79+EWxJx2DROQAAAABAVHC5XDIajeGwLh3aU33EiBEyGAzav3+/7Ha74uLi5HQ65ff7VVpaqmAwKEnhcB8IBDr9CvFSlAf23bt36/LLL1evXr0UExOj0tLSw6556623NHDgQFksFo0ZM0abN28++YUCAAAAANrN4/HIZrO16TGXDoX21uHwtbW1CgaDSkpKUm5urlwul9555x0VFhbq7bfflsvlUm5ubqdfIV6K8sAeGxurSy65RG+99dYRz2/ZskVTpkzRE088oZqaGl144YW64oorFAgETm6hAAAAAIB2s1gscrvd4R7zVq3D3JOTkxUIBFRSUqJgMCin06nx48fLbDZr//79crlcGjJkiJxOZ2Qa0MGiOrD36NFDt912m84+++wjnn/xxRc1duxYXXrppUpISNCDDz6offv2admyZSe5UgAAAABAe7UOc28N5NKhsF5aWqpAICCTyaTY2FhVVFTonXfeUVFRkQoLC1VXV6eYmBh5PB4lJSV9x7d0Hp160bkNGzYoJycn/NpoNGro0KHasGGDxo4de8T3NDc3q7m5Ofy6rq7uRJcJAAAAAPgeWoe5FxcXq6qqSna7XW63W4FAQLm5udq9e7dSU1M1cuRIlZeXy+PxqF+/furevbvWrFmjPn36aMeOHUpJSekSwT1iPeyXXnqpYmJijvpwuVzf+RkNDQ3heQyt7Ha76uvrj/qeWbNmyWazhR99+/ZtZ0sAAAAAAB3F6XRq3LhxCgQC2r9/v5xOpy6++GI5nU4ZjUbV1tbKbDYrOztb55xzjpKSkvTpp58qEAjI4XBo//79ev/9979Xpox2EethX7hwoXw+31HPp6amfudnWK1Wud3uNsfcbve3/pIyc+ZM/eIXvwi/rqurI7QDAAAAQBT5+oJxw4YNk8FwKLqGQqHwHPYRI0bI4/EccRu40tJSFRcXKy0trVMvPhexwJ6cnNzuzzjjjDParBzv9/u1adMmZWdnH/U98fHxio+Pb/d3AwAAAABOrkAgIKvVqoqKCu3atUtxcXGKi4s7bBu4nJwcVVVVqby8/FvzYbSL6kXnJMnr9crr9UqSfD6fvF6vWlpaJEnXX3+9Pv74Y7377rtqbm7Wo48+qrS0NF1wwQWRLBkAAAAAcAJYLBZ5vV6NHz9eWVlZiomJUUpKylG3gfN4PBGqtGNEfWA3m80ym82SpHPOOUdms1lLly6VJA0ePFgvvvii7rrrLtntdn3wwQd6++23w8MlAAAAAABdh8PhUCAQUFlZmYYOHaq+fft+6zZwFoslQpV2jKhPtqFQ6FvPX3XVVbrqqqtOUjUAAAAAgEix2+0aPny41q9fr6qqKiUlJcnn84XntH99DnsgEFBWVlakS26XqA/skRYMBuX3+yNdBo5TXFycDAaDYmJiIl0KAAAAgA7Qt29frV+/XoFAQAcPHpQkuVwu7dixQ3a7XXV1deFt4DrzgnMSgf1bNTQ0qKqq6jt7+RHdLBaLevbsKZPJFOlSAAAAALTTkaZANzc3y+VyyWKxaNSoUcrOzu70YV0isB9VMBhUVVWVLBaL0tPT6aHthEKhkHw+n6qrq1VeXq6BAwcqNjbql20AAAAAcIzi4uLUs2dPSYdWku8qna4E9qPw+/0KhUJKT08PL3qHzsdsNstoNKqiokI+n08JCQmRLgkAAABAOzU0NMjlcsnj8chiscjpdKpbt26y2Ww6cOCA3nvvPY0cOVJOpzPSpbYL3Y3fgZ71zo9edQAAAKDr+OCDD/TBBx+EF52rqqrShx9+qOTkZOXn5+uyyy6T0+lUcXGxGhoaIl1uu9DDfoI0NgdkvfdVSVLDn69RYjz/qAEAAACgPdauXasXX3xR+fn5mjp1qkwmk3w+nwoKCjR//nwNGTJEGRkZGjFihHbu3Kny8nJlZ2dHuuzjRtcjAAAAACDq1dfX65133pHFYgmHdUkymUyaNm2azGazCgsLJR2a026z2eTxeCJYcfsR2E+Qr6rrw88femeDyvbVndDv+/TTTzVhwgSlpKSE9yZ8/PHH5fP5JElz5szRsGHDZLFY1KNHD918883au3dv+P0ul0sxMTGyWq2yWq3q3bu3fvaznx3xX/ALL7xQZrM5vIVCq4KCAuXk5Byxvm+ey8/PV3x8fPj7rFar0tLSwufr6uo0efJkJScnq0ePHnr44YfD5yorK9u8z2q1ymAw6PLLLz+ef3QAAAAAOgGXy6WmpiY5HI7DdoAymUxyOByqrq6WdGgRcbfbLYvFEolSOwyB/QR4bsU25T6+RMkJRl0woLueW7lNQx5ZrIKV207I9y1evFgTJkzQxRdfrLKyMtXW1urVV1/Vpk2btHv3bv3yl7/U448/rtmzZ8vtdmvNmjWqr6/XmDFj5Ha723xWVVWVGhoatHLlSn322Wd67LHH2pzfvn27CgsLZbFY9NJLL7Wr7j/+8Y9qaGgIP/bv3x8+N2PGDNXU1KiyslLLli3T3Llz9fzzz0uSMjMz27yvpqZGdrtd1157bbvqAQAAABC9PB6PUlNTVVlZGe6YbOXz+VRRUaH09HQFg0GVlJQoEAgoKysrQtV2DAJ7ByvbV6fpL6/STaP6a88frlbR3Rep6pGrdOOofrpl4ao2Pe8dIRQK6c4779T999+vu+++O9xLfdppp6mgoECBQEBPPPGEFi5cqAsvvFBGo1GZmZlauHChYmNj9cQTTxzxc/v27asJEyaouLi4zfFnn31WOTk5mjFjhubPn9+hbWnl8Xj0yiuv6JFHHpHdbtegQYO+9fveeusttbS06Oqrrz4h9QAAAACIPIvFot69e8vj8WjBggXh0N46h93j8chsNmvRokVyuVzKzc3t9HuxE9g72LMrtsmWYNTffjxSZtOhhebMJoP+NmmkkhOMmr/8qw79vrKyMpWXl+u666474vkPP/xQvXv31pgxY9ocNxgM+slPfqL333//iO9zuVx65513NGjQoPCxYDCogoICTZs2TTfccIPWr1+vdevWdVxj/r8tW7bI5/O1GUKfk5OjDRs2HPH6+fPna8qUKWzZBgAAAHRhTqdTCQkJuuiii1RUVKQ77rhDDz/8sG677TYVFRVp2LBhOnDggLp166ZLLrmk02/pJhHYO5yrplHD+6QowRjX5rjZZFBOnxS5aho79Pta52j07t37iOf379+vXr16HfFcr169wu9v5XA4lJiYqKysLDmdTv3ud78Ln3vvvfe0b98+TZ48Wf369dPo0aPb1cs+c+ZM2e328OOiiy6SdGhPxcTERBkM/1lZ3263q77+8NEJFRUV+vDDD3XLLbccdx0AAAAAol9SUlK41/wHP/iBevXqpYaGBg0aNEjnn3++fD6fli9fri1bthwxO3RGBPYO5kxN1Pqqg2ryBdocb/IFVFp1UM7UxA79vtYh8Dt37jzq+V27dh3x3K5du5Sent7mWEVFhRoaGrRo0SKtX79eNTU14XPz58/XD3/4w/B3Tp06VQsXLpTX6z2u2mfNmqXa2trw44MPPpAkWa1WeTweBQL/+WfodruVlJR02Gc899xzGjFihIYPH35cNQAAAACIPgaDQZMmTdKkSZPadOQ5nU6de+65slgsuuyyy/SHP/xBZ599tj799FPt3LlTDodDq1at0n333aeioqIItqBjENg72E3n9pfb69eM19aGQ3uTL6A7X1+rOq9fN583oEO/b9CgQXI6nXrllVeOeH7cuHHauXOnPvvsszbHg8GgXnvttXCv9tfFxMTo0ksv1aRJk3TPPfdIOtSTv2jRIn300UfKyMhQRkaG/ud//ke1tbV64403OrRNgwcPltFo1Pr168PHSktLD9s/saWlRc899xy96wAAAMAppLq6WgaDQTk5Odq3b5/mzZunvLw8PfXUU3rwwQf11FNPKS8vT3PnztWePXsiXW67ENg72MDuyZo3+RwVrNqujF/9U3lPfqDeD7yp51Zu17zJ52hA+uG9xO0RExOj2bNn67HHHtPs2bN14MABSdLWrVt18803y2g06s4779SUKVNUWFgov9+vHTt26Prrr5fP59Pdd9991M++//77tWTJEq1du1bPP/+8UlNTtXnzZpWWlqq0tFSff/65pk2b1mZYfCgUktfrbfNoaWk5pjZZLBZdc801evDBB+V2u1VWVqbZs2cfFsw/+OAD7d+//6jz9wEAAAB0PXV1dbLb7YqLi1NRUdER92WfOnVqm33ZOysC+wkwbVR/rbt/guq8fi39ap9uGtVfmx+8TNNG9T8h33fppZdqyZIleuedd9S/f3/Z7XZNmjRJp512mnr27Km//OUvuueee3TrrbcqOTlZubm5SkhI0PLly5WSknLUz+3Vq5emTp2q3/zmN5o/f75uvfVW9e7dO9zDnpGRoXvvvVeFhYXatu3QlnUbNmyQ2Wxu81i6dOkRP//+++8/bD/11h8c5syZI5vNpj59+mj06NG6+eabdcMNN7R5//z58zVp0iTZbLYO+icJAAAAINr5fD7V1tYqGAyqurpamZmZ37kve2cVEwqFQpEuIpLq6upks9nkdruVnJwcPu71elVeXq6srKzjWn28sTkg672vSpIa/nyNEuMN3/EOnCjtvZcAAAAAoscnn3yiAwcOyOl0auvWrSosLNScOXPahHafz6fbb79d48aN07XXXhvBao/saDn0m+hhBwAAAAB0Gk1NTYqNjVVFRYVaWlrU2NiogoKCNvuyL1iwQE1NTcrPz49sse1Et+8JkhhvUGjOlEiXAQAAAABdRn19vTwej6xWqxoaGmSxWHTWWWepqKhIq1evlsPhUEVFhbxer6ZPn66MjIxIl9wuBHYAAAAAQKfgcrkUExOjhoYGZWVlKSUlRaFQSOnp6dq5c6cOHDigPn366LLLLlNubm6ky203AjsAAAAAoFPweDyKj49XIBDQgAED9OGHH8rpdGrAgAGqrKxUY2Oj6uvrVV5ersGDB8tqtUa65HZhDjsAAAAAoFOwWCzy+XxKSUlRZWWljEajUlJS9OGHH6q8vFzNzc1qamqSJJWWlka22A5ADzsAAAAAoFNwOp3asmWLamtrFR8fr8TERJWUlMjpdConJ0dxcXEKBoMqKSmRy+VSQ0NDp+5lp4cdAAAAANApJCUlaciQIfL7/aqvr5fb7ZbRaAyHdUmKi4vTiBEjZDQaVV5eHuGK24ce9hPF1yjN6nXo+cxdkikxsvUAAAAAQBcwePBgffnll3K73ZKk5ORk7du3T0VFRaqurlZ6erry8vJkt9vl8XgiXG37ENgBAAAAAJ1WSUmJ5s2bJ4vFoszMTG3cuFGLFy/WyJEjNW7cuEiX1y4EdgAAAABAp9TQ0KC1a9cqPz9fU6dOlclkks/nU0FBgYqKinT55ZdHusR2YQ77iVKz/T/PC/8gHdh2Qr/u008/1YQJE5SSkiK73a7hw4fr8ccfl8/nkyTNmTNHw4YNk8ViUY8ePXTzzTdr79694fe37mdotVpltVrVu3dv/exnPzviEJILL7xQZrNZBw8ebHO8oKBAOTk5R6zvm+fy8/MVHx8f/j6r1aq0tLTw+QcffFDZ2dkyGAy6++67j9ruzz//XCaTSVdeeeV3/0MCAAAA0KW4XC6ZzeZwWJckk8mkadOmyWKxaPXq1RGusH0I7CdCyYvSM3lSfLLkGC2VviQ9ddah/z0BFi9erAkTJujiiy9WWVmZamtr9eqrr2rTpk3avXu3fvnLX+rxxx/X7Nmz5Xa7tWbNGtXX12vMmDHheR+tqqqq1NDQoJUrV+qzzz7TY4891ub89u3bVVhYKIvFopdeal97/vjHP6qhoSH82L9/f/jcgAED9Pjjj3/rL2ItLS2aPn26Ro8e3a46AAAAAHROHo9HDocjHNZbmUwmORwOVVdXR6iyjkFg72gHtkmL7pRGXC/du1Wa9q50z5dSzhTp7RlSTcf2tIdCId155526//77dffdd4d7qU877TQVFBQoEAjoiSee0MKFC3XhhRfKaDQqMzNTCxcuVGxsrJ544okjfm7fvn01YcIEFRcXtzn+7LPPKicnRzNmzND8+fM7tC1fN3XqVE2YMEHJyclHveZvf/ubhgwZory8vBNWBwAAAIDoZbFYVFFRER5Z3Mrn86miokLp6ekRqqxjENg7WskLUkKyNOFxyWg+dMxoPvQ6Pkla90KHfl1ZWZnKy8t13XXXHfH8hx9+qN69e2vMmDFtjhsMBv3kJz/R+++/f8T3uVwuvfPOOxo0aFD4WDAYVEFBgaZNm6YbbrhB69ev17p16zquMcegoqJCf/3rX/W///u/Efl+AAAAAJFhMBh06aWXSjq0L3tTU5MKCgrCod3n82nBggVqampSfn5+BCttPxad62juSqnH6ZIhoe1xo1nKyD50vgO1DvHo3bv3Ec/v379fvXr1OuK5Xr16HTZExOFwKBAIyOPxaMKECfrd734XPvfee+9p3759mjx5stLS0jR69GjNnz9fZ5555nHVPnPmTP32t78Nvz7rrLP0wQcffK/3/uxnP9Pvf/97devW7bi+GwAAAEDnZ7VadeaZZ6qoqEirVq2Sw+HQjh071NTUpOnTpysjIyPSJbYLPewdzZYp7f1c8je1Pe5vkvZsPHS+A7UOgd+5c+dRz+/ateuI53bt2nXYEJGKigo1NDRo0aJFWr9+vWpqasLn5s+frx/+8Ifh75w6daoWLlwor9d7XLXPmjVLtbW14cf3DesvvviiAoGAfvrTnx7X9wIAAADoOhwOhy644AI1NTVp8+bNGjVqlP70pz91iamzBPaONuKnkrdOWvLf/wnt/qZDr5vrpTM7NmQOGjRITqdTr7zyyhHPjxs3Tjt37tRnn33W5ngwGNRrr72miy666LD3xMTE6NJLL9WkSZN0zz33SDrUk79o0SJ99NFHysjIUEZGhv7nf/5HtbW1euONNzq0Td/lww8/1KpVq5SWlqa0tDQ9/vjjWrJkSaf/9QwAAADA8UlMTAw/v+yyy7pMNiCwd7Ru/aXLZx9aEf7PA6WCCdJfTjv0+vLZUmr/Dv26mJgYzZ49W4899phmz56tAwcOSJK2bt2qm2++WUajUXfeeaemTJmiwsJC+f1+7dixQ9dff718Pt+3bpl2//33a8mSJVq7dq2ef/55paamavPmzSotLVVpaak+//xzTZs2rc3ic6FQSF6vt82jpaXlmNvl9/vl9XoVDAYVDAbl9Xrl9/slSU888YS+/PLLcB0///nPNXbs2MMWyAMAAACAzozAfiLkTJH+a+mhHvWK5YdWjL9jzaHjJ8Cll16qJUuW6J133lH//v1lt9s1adIknXbaaerZs6f+8pe/6J577tGtt96q5ORk5ebmKiEhQcuXL1dKSspRP7dXr16aOnWqfvOb32j+/Pm69dZb1bt373APe0ZGhu69914VFhZq27ZDq99v2LBBZrO5zWPp0qVH/Pz777+/zT7sVqs1/IPD9OnTZTab9eKLL2rOnDkym82aPn26JCklJUV9+vQJP5KTk5WQkHDUefwAAAAA0BnFhEKhUKSLiKS6ujrZbDa53e42W4h5vV6Vl5crKytLCQkJ3/IJR+FrlGb9/8XeZu6STInffj1OmHbfSwAAAABRxev1avHixeHXzc3NcrlcslgsOu+88zR06FAlJSVFsMJvd7Qc+k2sEn+imBKlh9yRrgIAAAAAurz4+HgNHTpUdrtde/bsUVVVlXJzc+V0OiNdWrsQ2AEAAAAAnVpWVpZycnIUFxenYDCo0tJSFRcXKy0tTVarNdLlHTfmsAMAAAAAOi2DwRAO65IUFxennJwcGQwGlZeXR7i69iGwAwAAAAA6LbvdHg7rreLi4mS32+XxeCJUVccgsAMAAAAAOq3a2loFg8E2x4LBoGpra2WxWCJUVccgsAMAAAAAOhWD4T/LsQUCAZWUlIRDe+sc9kAgoKysrEiV2CFYdA4AAAAA0GkNHz5c69ev144dO2S321VXV6dAIKDc3NxOveCcRGA/YQKBgN566y1J0pVXXtnmFyAAAAAAwPFraGgIP/d4PMrOztbrr78e3od92LBhnT6sSwR2AAAAAEAn4nK5VFxcLIPBILvdroqKCvn9ftXX1+uLL77QlClTukRYl5jDfsJ8/RefL774QvX19Sfke/Lz8xUfHy+r1Rp+PP3005o2bZpMJlOb41arVfv27TvsfampqcrLy9PatWsP+/w5c+Zo2LBhslgs6tGjh26++Wbt3bu3zTUvvPCCsrOzlZycrG7dumnMmDFas2bNCWkvAAAAgFNXfX29iouL5XQ6ddlllyk/P18TJ06Uw+FQbm6uEhMTlZiYGOkyOwyB/QRwuVz66KOPZDAYlJaWpoqKCr3//vtyuVwn5Pv++Mc/qqGhIfy47bbbJEm33XZbm+MNDQ3q3r37Ye/bs2ePzjnnHF199dVtPveXv/ylHn/8cc2ePVtut1tr1qxRfX29xowZI7fbLUlatmyZ7rzzTv3973+X2+1WZWWlfvWrXyk+Pv6EtBUAAADAqcvlcsloNB627/qIESNkMBjkdDojW2AHI7B3sKP94uN0OlVcXNym5z1amEwmTZ06VTt27FB1dbUkadu2bXriiSe0cOFCXXjhhTIajcrMzNTChQsVGxurJ554QpK0atUqnXnmmRozZoxiYmKUmJioH/7whzrjjDMi2SQAAAAAXZDH45HNZjvqvuudfRu3byKwd7Cj/eKTk5Mjg8Gg8vLyCFd4uKamJs2fP19paWlKSUmRJH344Yfq3bu3xowZ0+Zag8Ggn/zkJ3r//fclSeedd56WLVummTNn6pNPPjlhQ/8BAAAAwGKxyO12H3XfdY/HE6HKTgwCewf7rl98TsS/QDNnzpTdbg8/GhsbJUl///vf2xwfPHjwEd+XmJiohQsX6p///Gd4Nfv9+/erV69eR/y+Xr16hXvizzvvPP373/9WWVmZrrnmGnXr1k2TJk0KnwcAAACAjuJ0OuX3+w/bd72kpESBQOCETUOOFAJ7B/uuX3xOxBCNWbNmqba2NvxoXWTh1ltvbXN8y5YtR3zfjh071Lt3b23YsCF8Li0tTbt27Tri9+3atUvp6enh1xdeeKFef/117du3T2vWrNG2bdt01113dXg7AQAAAJzakpKSlJubq4qKCi1atEiFhYVavHixKioqVFxcHO687CoI7B3saL/4lJaWKhAIKCsrK8IVHq53796aO3eu7r///nBIHzdunHbu3KnPPvuszbXBYFCvvfaaLrrooiN+1vDhw3XTTTdp48aNJ7xuAAAAAKcep9OpcePGKRAIaP/+/XI6nTr//PNVWVkZ6dI6HIG9gx3tFx+Xy6Xc3Nyo3Q/wzDPPVH5+vv7whz9IkgYMGKA777xTU6ZMUWFhofx+v3bs2KHrr79ePp9Pd999tyTprbfe0gsvvBAeAl9eXq6XXnpJ5513XqSaAgAAAKCL+3quGjZsWJfayu3rCOwnwJF+8bn44otP+hYDTz/99GH7sJeUlBz1+l//+teaN2+eduzYIUn6y1/+onvuuUe33nqrkpOTlZubq4SEBC1fvjy8OF1qaqpeeOEFDR06VFarVfn5+TrrrLP05z//+aS0EQAAAAC6KkOkC+iqvvmLT+tibh2tsLDwiMcLCgpUUFBwTO8799xz5fV6w69jYmJ01113fet89AsuuCC8YjwAAAAAoOMQ2E8Qg8GgSZMmRboMAAAAAEAnxZB4AAAAAACiEIEdAAAAAIAoRGAHAAAAACAKMYcdAAAAANCpxcfH6+qrrw4/7yroYQcAAAAAIArRww4AAAAA6NS66i5dUd3D/s477+iCCy5QSkqKunfvrkmTJqmqqqrNNW+99ZYGDhwoi8WiMWPGaPPmzRGqti2v16vJkydr8uTJbfY2BwAAAADg+4jqwO52u3X//fdrx44dKi8vV3Jysn7yk5+Ez2/ZskVTpkzRE088oZqaGl144YW64oorFAgEIlg1AAAAAADtF9WBffLkyZo4caKsVqsSExN19913a9WqVeFA/uKLL2rs2LG69NJLlZCQoAcffFD79u3TsmXLjvqZzc3Nqqura/M4Efbu3Rt+/vrrr2v37t0n5Hvy8/P15JNPHnY8JiZGpaWl4ddLly5VTEyM7r///sOudTqdMpvNslqtSktL08SJE/XVV1+Fz7tcLsXExMhqtcpqtapXr1669dZb1dTUJEnavXu3Jk+erIyMDCUlJalfv3665557OrytAAAAAHAqierA/k1FRUUaMmSIDIZDU+83bNignJyc8Hmj0aihQ4dqw4YNR/2MWbNmyWazhR99+/bt8DoLCwv161//WmazWaeddpqWLl2q++67T0VFRR3+Xd/X/PnzlZqaqueff/6IIxBefvllNTQ0yOVyyW6366abbjrsmqqqKjU0NGj58uUqLCzUI488Ikn66U9/qoSEBG3evFlut1sffPBBm/sCAAAAADh2EQvsl156qWJiYo76cLlcba4vKSnRgw8+qCeeeCJ8rKGhQXa7vc11drtd9fX1R/3emTNnyu12hx87duzoyGZp9+7dmjdvnvLy8vT3v/9dv/nNbzRnzhzl5eVp7ty52rNnT4d+3/dRV1en119/XXPmzFF9fb3eeeedo15rtVo1efJkFRcXH/Uap9OpiRMnhn8YWblypW688UbZ7XbFxsaqf//+mjp1aoe3AwAAAABOJREL7AsXLlR1dfVRH5mZmeFrN27cqAkTJmjOnDm66KKLwsetVqvcbnebz3W73UpKSjrq98bHxys5ObnNoyMVFRXJYrFo6tSpMplMkiSTyaSpU6fKbDarsLCwQ7/v+3j55ZdltVr14x//WD/60Y80f/78o17rdrv1wgsvaNCgQUe9Zvv27Vq8eLHOPPNMSdLo0aN199136/nnn9fWrVs7vH4AAAAAOBVFLLAnJycrLS3tqI/Y2EOlbdy4UePHj9esWbN0/fXXt/mMM844o808bb/fr02bNik7O/tkNqWN1h8bWsN6K5PJJIfDoerq6g7/zpkzZ8put7d5fN38+fM1efJkGQwG3XDDDXr33XcPm1M/ZcoU2Ww22e12lZSU6MUXXzzsexwOh1JSUjR+/HhNmDBBv/rVryRJr732mi677DI9+eSTGjZsmBwOhxYuXNjh7QQAAACAU0lUz2H/4osvNH78eD3yyCO68cYbDzt//fXX6+OPP9a7776r5uZmPfroo0pLS9MFF1wQgWoPSU9PV2VlpXw+X5vjPp9PFRUVSk9P7/DvnDVrlmpra9s8Wm3cuFFr1qwJD1EfO3asevXqpQULFrT5jJdeeklut1ubN29WIBDQtm3bDvueiooKHTx4UNu3b9cTTzyh+Ph4SYd+fPntb3+rdevW6eDBg7rzzjt1ww036Msvv+zwtgIAAABA677rkyZNCq9x1hVFdWD/05/+pOrqat1zzz3hFcqtVqsqKyslSYMHD9aLL76ou+66S3a7XR988IHefvvtiN6wvLw8eTweFRQUhEO7z+fTggUL1NTUpPz8/JNaT+vw90suuUQZGRnq1auX9u3bp2efffaI1w8ePFh/+tOf2qwCfyysVqvuvfde2Ww2bdq0qV21AwAAAMCpLKoD+3PPPaeWlhY1NDS0eXx9fvtVV12lsrIyNTU16bPPPtNpp50WwYqlnj17avr06Vq6dKluvfVW/f73v9ftt9+uoqIiTZ8+XRkZGSetFp/PpxdffFGPPfaYSktLw49Vq1Zp+/btWrp06RHfd+WVV6pbt2566qmnvtf33HfffSotLZXP55PP59O8efPU2Nio3NzcjmwOAAAAAJxSuu7YgQjKy8uT0+nUzJkztXnzZv3whz/U+PHjT2pYlw5tL+f3+3Xbbbe1WYgvIyNDV155pebNm3fE6QMxMTGaOXOm7rrrLt16663f+T3Nzc269tprtXPnThmNRg0ZMkT/+te/5HQ6O7I5AAAAAHBKiQmFQqFIFxFJdXV1stlscrvdbVaM93q9Ki8vV1ZWlhISEo75c71eb3gv82efffa4PgMdo733EgAAAAA60tFy6DfRw36CJCQksFI6AAAAAOC4RfUcdgAAAAAATlUEdgAAAAAAohCBHQAAAACAKERg/w6n+Jp8XUJLS0ukSwAAAACAY8aic0dhNBoVExOj6upqpaenKyYmJtIl4RiFQiH5fD5VV1crNjZWJpMp0iUBAAAAwPdGYD+KuLg49enTR1VVVXK5XJEuB+1gsViUmZmp2FgGlAAAAADoPAjs38JqtWrgwIHy+/2RLgXHKS4uTgaDgRESAAAAADodAvt3iIuLU1xcXKTLAAAAAACcYhgjDAAAAABAFCKwAwAAAAAQhQjsAAAAAABEoVN+DnvrPut1dXURrgQAAAAAcCpozZ+tefRoTvnAXl9fL0nq27dvhCsBAAAAAJxK6uvrZbPZjno+JvRdkb6La2lp0a5du5SUlMTWX51EXV2d+vbtqx07dig5OTnS5eA4cA+7Bu5j58c97Py4h10D97Hz4x52DSfzPoZCIdXX16tXr16KjT36TPVTvoc9NjZWffr0iXQZOA7Jycn8B7GT4x52DdzHzo972PlxD7sG7mPnxz3sGk7Wffy2nvVWLDoHAAAAAEAUIrADAAAAABCFCOzodOLj4/XQQw8pPj4+0qXgOHEPuwbuY+fHPez8uIddA/ex8+Medg3ReB9P+UXnAAAAAACIRvSwAwAAAAAQhQjsAAAAAABEIQI7AAAAAABRiMAOAAAAAEAUIrAjarzzzju64IILlJKSou7du2vSpEmqqqpqc81bb72lgQMHymKxaMyYMdq8eXOHnkf77N69W5dffrl69eqlmJgYlZaWtjlfWFiomJgYWa3W8OOOO+5ocw33MPK+6z5K/FnsbFwu12F/9i677LI213z22WcaPny4LBaLcnJytGLFimM6j5PP7/frjjvuUEpKilJTUzVjxgwFAoFIl4WvmTZtmkwmU5s/e1//s/Nd95B7HBlz5szRyJEjFR8fryuvvLLNubq6Ok2ePFnJycnq0aOHHn744Q49j47xbfcwPz9f8fHxbf5c7tq1K3w+6u5hCIgSL730Umjx4sWh+vr6UENDQ+jGG28MnXvuueHzmzdvDlksltCiRYtCTU1NoQcffDA0aNCgkN/v75DzaL89e/aEnnrqqdCqVatCkkIlJSVtzn/yySchm8121PdzD6PDd91H/ix2PuXl5SFJoYMHDx7x/IEDB0J2uz30zDPPhLxeb+iZZ54Jpaamhq//rvOIjN/85jeh4cOHh3bt2hXatWtXaPjw4aHf/e53kS4LXzN16tTQXXfdddTz33UPuceR8cYbb4TefPPN0O233x664oor2py74YYbQhdffHHo4MGDoS1btoT69u0bWrBgQYedR8f4tnuYl5cXeuKJJ4763mi7hwR2RK3169eHYmNjw3+Jf+CBB0ITJ04Mn/f5fCG73R76+OOPO+Q8OtbxBHbuYfQ50n3kz2Ln812Bfd68eaFhw4a1OTZ06NDQs88++73OIzL69OkTeu2118Kv//GPf4QyMzMjWBG+6bsC+3fdQ+5xZD300ENtwl5jY2PIZDKF1qxZEz72+OOPhy644IIOOY+O9817GAp9e2CPxnvIkHhEraKiIg0ZMkQGg0GStGHDBuXk5ITPG41GDR06VBs2bOiQ8zg5Ghoa1KtXL/Xp00dTpkzRzp07w+e4h50DfxY7r9NPP10ZGRm6/PLL20xD+OY9kaScnJyj3rNvnsfJd/DgQVVVVbW5Lzk5OaqsrJTb7Y5cYTjM888/r9TUVA0bNkx//vOf1dLSIum77yH3OPps2bJFPp/vsHvS+t/C9p7HyfPII48oNTVVI0aM0PPPPx8+Ho33kMCOk+LSSy9VTEzMUR8ul6vN9SUlJXrwwQf1xBNPhI81NDTIbre3uc5ut6u+vr5DzuPbHes9PJLTTjtNpaWl2rFjh9auXatQKKTLLrss/JcX7uGJ1xH3kT+L0eX73NO0tDStWrVK5eXl2rx5swYOHKiLLrpIdXV1krhnnVFDQ4Mktbkvrc+5L9Hjzjvv1JYtW1RdXa358+frr3/9q/76179K+u57yD2OPg0NDUpMTAx3JkmH/7eyPedxcsyaNUvbtm3T3r179dhjj2nGjBl68803JUXnPTR89yVA+y1cuFA+n++o51NTU8PPN27cqAkTJmjOnDm66KKLwsetVuthvyi73W4lJSV1yHl8u2O5h0eTkZGhjIyM8PNnnnlGNptNW7du1WmnncY9PAk64j7yZzG6fJ97Ghsbq7PPPlvSob9Y/OlPf9JLL72k5cuX65JLLpHValVNTU2b97ndbqWnp0vSd57HyWe1WiUdug9paWnh55L4sxRFzjzzzPDzUaNG6X/+53/0/PPP65577vnOe9j6Yzb3OHpYrVZ5PB4FAoFwYPvm/7+15zxOjnPPPTf8/OKLL9bPfvYzvfrqq7rqqqui8h7Sw46TIjk5WWlpaUd9xMYe+ldx48aNGj9+vGbNmqXrr7++zWecccYZbVar9vv92rRpk7KzszvkPL7d972HxyImJqbNa+7hidcR95E/i9HleO5pa+97q2/eE0kqLS096j375nmcfCkpKerTp0+b+1JaWqq+ffvKZrNFrjB8q6//efyue8g9jj6DBw+W0WjU+vXrw8e+/t/C9p5HZHz9z2VU3sMTNjseOEaff/55qHv37qFnnnnmiOdbV5Z+5513Ql6vN/TQQw+FBg4ceNjK08d7Hh2jqakp1NTUFJIUWrVqVaipqSkUDAZDoVAo9PHHH4e2b98eamlpCe3fvz/005/+NJSdnR36f+3dfUyV5R/H8c/hAJ6d55gm5QlmY9AwjDN7WBjh+qOGrUbkEzmt9WCr4R+WybKMTKcCsz/KGhVM5lopK8w1s6FlBrW2ciPdzJKtcD5gMDwnjoBw4vr90brr/MgHEOFk79d2b9zX93r4cq4x/Z77PveJRqPGGPYwnpxvH/lb/Pf55ptvzKFDh0w0GjXd3d1mxYoV5pprrjGhUMgY89dT4GtqaszZs2dNTU2NSUlJMV1dXRcVx/hYtWqVCQaD5uTJk+bkyZMmGAzyBPE4s23bNhMOh83g4KD59ttvTXp6uqmsrLTiF9pD9nh8DAwMmN7eXvPCCy+Y++67z/T29pqzZ88aY4xZtGiRKSwsNKFQyPz0008mLS0t5gnhlxrH6DjXHp4+fdrs3LnTnDlzxkSjUbNnzx7j8/lMfX29NTbe9pCCHXHjkUceMTabzbhcrpijra3N6tPQ0GAyMjKMw+EweXl55ocffoiZ41LjuHSShhx79+41xhizceNGEwgEjNPpNKmpqaakpCRmf41hD+PF+fbRGP4W/23ee+89c/311xun02kmTpxo7r33XnPw4MGYPk1NTSYnJ8c4HA4zffp089VXXw0rjrHX399vnn76aeP3+43f7zelpaW88RVn8vPzjc/nMy6Xy2RmZpqKigrrzU9jLryH7PH4KC8vH/JvYEFBgTHGmHA4bBYsWGDcbreZNGnSkDdQLjWO0XGuPfz111/Nrbfeajwej/F4PCYnJ8fU1tbGjI23PbQZY8zlu34PAAAAAABGgs+wAwAAAAAQhyjYAQAAAACIQxTsAAAAAADEIQp2AAAAAADiEAU7AAAAAABxiIIdAAAAAIA4RMEOAAAAAEAcomAHAAAAACAOUbADADCK1q1bp5KSkjFZ65dffpHNZpPb7VZ5efmYrIm/pKamKjk5WUVFReOdCgDgCkXBDgDAMLjdbuuw2+2aMGGCdV5YWKiVK1fq/fffH9Ocjh07ptWrV1vnNptNTqdTbrdbfr9fs2bNUktLixWvq6tTbm6udT5r1ixNmDBBHo9HPp9PN954o5599ll1dHRcUl7PPfecsrKy5PF4NHXqVK1fv/4f+/X29iojI0N+vz+m/c+8/v6anzhxQpJ09OjRmHa3263ExETdf//91vjffvtNDz30kLxeryZPnqw1a9bEzH+p8fb2dq1cuXKkLw8AABdEwQ4AwDBEIhHryM/PV0VFhXW+a9eu8U7P8vXXXysSiaijo0MzZ87U3Llzz9u/oqJC3d3dCoVCqq+v1/HjxzVjxgydOnVqxDk4HA41NDQoFApp165deuutt/T2228P6ffSSy8pPT39nHn9/TW/9tprJUlpaWkx7V1dXfL7/VqwYIE1dunSperq6tLRo0fV1NSkd955R1u2bBm1OAAAlxsFOwAAo+jll1+OuUXaZrNp06ZNys7Olsvl0qJFi3T69GnNnz9fXq9XwWBQhw8ftvpHIhGVlpYqLS1NV199tRYvXqxwODzifJKSkrRw4UK1traqv7//gv1tNpuys7P17rvvyuv1auPGjSNee82aNZo2bZrsdrtuuOEGFRcXq7m5OabP/v379emnn6qsrGzE60jSRx99pMHBQRUXF0uSenp6tHXrVq1du1Z+v1+ZmZlaunSpamtrRyUOAMBYoGAHAOAy27Fjh5qbm3XkyBE1NjaqoKDAunqbm5urFStWWH0fffRRdXV16cCBA/r55581MDCg0tLSEa/d19enLVu26Oabb1ZycvJFj0tMTFRRUZH27ds34rX/zhijL7/8UtOnT7faotGonnjiCb3xxhvnzG3t2rVKSUlRMBg879Xt2tpaLVy4UA6HQ5L0448/qr+/P+bW/9zcXB04cGBU4gAAjIXE8U4AAIAr3fLly5WSkiJJKigokN1u1x133CFJmjt3rpYsWSJJ6ujo0IcffqjOzk7r89yvvPKKpk2bprq6Otnt9oteMz8/X3a7XWfOnJHL5dIHH3ww7LynTJmirq6uYY/7Jy+++KJ6enr01FNPWW1VVVUKBoO688479cUXXwwZs379emVnZ8vpdOrzzz/XvHnz5PF49MADD8T0a2tr0549e1RZWWm1RSIRuVwuJSb+9V8dv9+v7u7uUYkDADAWuMIOAMBlNnnyZOtnp9M55DwSiUj646nvg4ODmjp1qvx+v/x+v2655RYlJCSovb19WGs2NTUpFAqpr69PDQ0NmjNnjg4ePDisOY4fP2690fD/CgsLrYe9rVu37rzzbNiwQVu3blVjY6NcLpckqbW1VdXV1aqqqjrnuNtvv10+n09JSUm655579OSTT2rbtm1D+m3evFnBYFA33XST1eZ2u9XT06NoNGq1hcNheTyeUYkDADAWuMIOAECcuO6665SQkKATJ07I6XSOypx2u1133XWXMjIy1NjYqJycnIsaF41GtWPHDs2ePfsf4xf7gL0NGzaourpa+/btUyAQsNqbm5t16tQpZWZmSpIGBgbU3d2tiRMnaufOnbrtttuGzJWQMPQ6w+DgoDZv3qznn38+pj0rK0tJSUn6/vvvNWPGDElSS0uL9ftfahwAgLHAFXYAAOJEamqqioqKVFpaqs7OTkl/fHXY9u3bRzznn58dP3To0EUXm4cPH9bDDz+scDisZ555ZsRrV1ZW6s0339TevXuHPAV+3rx5am1tVUtLi1paWlRTUyOPx6OWlhYFg0GFQiF98skn6unp0e+//67PPvtM1dXVevDBB2Pm2b17tzo7O1VSUhLT7nQ6NX/+fK1atUrhcFhHjhzR66+/rscff3xU4gAAjAUKdgAA4khdXZ11K7zX61V+fr72798/7Hny8vLkdrvl9Xq1ZMkSVVVV6e6777biNpstpn9ZWZn1PezFxcVKTU3Vd999F3P7/nCVlZWpvb1dOTk5Md9VL/1REAcCAeuYNGmSbDabAoGAkpOTNTAwoNWrVys1NVVXXXWVli1bpldffXXI19PV1tZqzpw58vl8Q9bftGmTfD6fAoGAZs6cqccee0yLFy8etTgAAJebzRhjxjsJAAAwfG1tbcrKypLD4dCyZctUXl5+UeNee+01ffzxx9q9e/dlzvDKFggEFAqFNHv2bNXX1493OgCAKxCfYQcA4F8qPT1dfX19wxrT09Oj7du3Ky8v7zJl9d9x7Nix8U4BAHCF45Z4AAD+I5qamjRlyhT5/X4tX758vNMBAAAXwC3xAAAAAADEIa6wAwAAAAAQhyjYAQAAAACIQxTsAAAAAADEIQp2AAAAAADiEAU7AAAAAABxiIIdAAAAAIA4RMEOAAAAAEAcomAHAAAAACAO/Q/g4WRWXNy+aQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_data(t, vel, errvel, post=None, instruments=None):\n", " fig = plt.figure(figsize=(12, 5))\n", " instruments = instruments or [\"FEROS\", \"HARPS\"]\n", " for inst in instruments:\n", " inds = inst_groups[inst]\n", " if post is not None:\n", " vel = vel - post.params[f\"gamma_{inst}\"].value\n", " errvel_inflated = np.sqrt(errvel**2 + post.params[f\"jit_{inst}\"].value**2)\n", " plt.errorbar(t[inds] - T_OFF, vel[inds], yerr=errvel[inds], fmt=\"o\", label=inst, mfc=\"w\")\n", " if post is not None:\n", " plt.errorbar(t[inds] - T_OFF, vel[inds], yerr=errvel_inflated[inds], fmt=\"None\", ecolor=\"r\", capsize=0, zorder=-10)\n", " plt.ylabel(\"RV [m/s]\")\n", " plt.xlabel(f\"Time [BJD - {T_OFF:.0f}]\")\n", " plt.legend()\n", " return fig\n", "\n", "plot_data(t, vel, errvel, instruments=inst_names)\n", "plt.title(\"Raw RV Data\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "0feaf64c", "metadata": {}, "source": [ "The CORALIE data is very sparse, so we will focus on the FEROS and HARPS data in these plots." ] }, { "cell_type": "code", "execution_count": 4, "id": "b3b295c5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_data(t, vel, errvel)\n", "plt.title(\"Raw RV Data\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ff180a7f", "metadata": {}, "source": [ "## Single-Planet Model\n", "\n", "We will start by fitting the transiting planet in the system.\n", "The period and time of conjunction from transits are $P = 1.07917 \\pm 0.000073$ days and $t_0 = 2458325.5386 \\pm 0.0011$, respectively.\n", "We can use these results as priors for the RV fit. We also assume circular orbits, so we fix `e` and `w` for all planets.\n", "\n", "### RadVel model\n", "\n", "Since this is a multi-instrument fit, we will need to define multiple likelihoods, all sharing the same physical `RVModel`.\n", "We will have to re-build the model multiple times (for 1, 2 and 3 planets) so we create a \"builder function\".\n", "The parameters are first initialized as point estimates.\n", "Then one likelihood per instrument is set, and we make sure that each likelihood has access only to the data from one instrument.\n", "Finally, we combine the likelihoods in a `CompositeLikelihood` object pass them to a `Posterior`.\n", "We then add priors to the posterior objects for all free parameters." ] }, { "cell_type": "code", "execution_count": 5, "id": "15bb3bd6", "metadata": {}, "outputs": [], "source": [ "def build_model(n_planets):\n", " params = radvel.Parameters(n_planets, basis=\"per tc e w k\")\n", "\n", " P = 1.007917\n", " P_err = 0.000073\n", " t0 = 2458325.5386\n", " t0_err = 0.0011\n", " params[\"per1\"] = radvel.Parameter(value=P)\n", " params[\"tc1\"] = radvel.Parameter(value=t0)\n", " params[\"e1\"] = radvel.Parameter(value=0.0, vary=False)\n", " params[\"w1\"] = radvel.Parameter(value=90.0 * np.pi / 180.0, vary=False)\n", " params[\"k1\"] = radvel.Parameter(value=10.0)\n", " params['dvdt'] = radvel.Parameter(value=0.,vary=False)\n", " params['curv'] = radvel.Parameter(value=0.,vary=False)\n", " if n_planets > 1:\n", " params[\"per2\"] = radvel.Parameter(value=3.0)\n", " params[\"tc2\"] = radvel.Parameter(value=2458325+2)\n", " params[\"e2\"] = radvel.Parameter(value=0.0, vary=False)\n", " params[\"w2\"] = radvel.Parameter(value=90.0 * np.pi / 180.0, vary=False)\n", " params[\"k2\"] = radvel.Parameter(value=10.0)\n", " if n_planets > 2:\n", " params[\"per3\"] = radvel.Parameter(value=10.0)\n", " params[\"tc3\"] = radvel.Parameter(value=2458325+8)\n", " params[\"e3\"] = radvel.Parameter(value=0.0, vary=False)\n", " params[\"w3\"] = radvel.Parameter(value=90.0 * np.pi / 180.0, vary=False)\n", " params[\"k3\"] = radvel.Parameter(value=10.0)\n", "\n", " model = radvel.RVModel(params)\n", "\n", " likes = []\n", " for inst in inst_names:\n", " indices = inst_groups[inst]\n", " like_inst = radvel.RVLikelihood(model, t[indices], vel[indices], errvel[indices], suffix=f\"_{inst}\")\n", " like_inst.params['gamma_'+inst] = radvel.Parameter(value=np.mean(vel[indices]), vary=True)\n", " like_inst.params['jit_'+inst] = radvel.Parameter(value=np.mean(errvel[indices]), vary=True)\n", " likes.append(like_inst)\n", "\n", " like = radvel.CompositeLikelihood(likes)\n", "\n", " post = radvel.posterior.Posterior(like)\n", "\n", " post.priors += [radvel.prior.Gaussian(\"per1\", P, P_err)]\n", " post.priors += [radvel.prior.Gaussian(\"tc1\", t0, t0_err)]\n", " post.priors += [radvel.prior.HardBounds(\"gamma_CORALIE14\", -100.0, 100.0)]\n", " post.priors += [radvel.prior.HardBounds(\"gamma_CORALIE07\", -100.0, 100.0)]\n", " post.priors += [radvel.prior.HardBounds(\"gamma_HARPS\", -100.0, 100.0)]\n", " post.priors += [radvel.prior.HardBounds(\"gamma_FEROS\", -100.0, 100.0)]\n", " post.priors += [radvel.prior.HardBounds(\"k1\", 0.0, 100.0)]\n", " post.priors += [radvel.prior.Jeffreys(\"jit_CORALIE14\", 1e-3, 100.0)]\n", " post.priors += [radvel.prior.Jeffreys(\"jit_CORALIE07\", 1e-3, 100.0)]\n", " post.priors += [radvel.prior.Jeffreys(\"jit_HARPS\", 1e-3, 100.0)]\n", " post.priors += [radvel.prior.Jeffreys(\"jit_FEROS\", 1e-3, 100.0)]\n", " if n_planets > 1:\n", " post.priors += [radvel.prior.HardBounds(\"per2\", 1.0, 10.0)]\n", " post.priors += [radvel.prior.HardBounds(\"tc2\", 2458325.0, 2458330.0)]\n", " post.priors += [radvel.prior.HardBounds(\"k2\", 0.0, 100.0)]\n", " if n_planets > 2:\n", " post.priors += [radvel.prior.HardBounds(\"per3\", 1.0, 40.0)]\n", " post.priors += [radvel.prior.HardBounds(\"tc3\", 2458325.0, 2458355.0)]\n", " post.priors += [radvel.prior.HardBounds(\"k3\", 0.0, 100.0)]\n", " return post" ] }, { "cell_type": "code", "execution_count": 6, "id": "9f3e75f9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "parameter value vary\n", "per1 1.00792 True\n", "tc1 2.45833e+06 True\n", "e1 0 False\n", "w1 1.5708 False\n", "k1 10 True\n", "dvdt 0 False\n", "curv 0 False\n", "gamma_CORALIE07 0.00285714 True\n", "jit_CORALIE07 4.11286 True\n", "gamma_CORALIE14 0.30625 True\n", "jit_CORALIE14 3.47625 True\n", "gamma_FEROS -0.08125 True\n", "jit_FEROS 3 True\n", "gamma_HARPS -0.857872 True\n", "jit_HARPS 2.59574 True\n", "tp1 2.45833e+06 \n", "\n", "Priors\n", "------\n", "Gaussian prior on per1, mu=1.007917, sigma=7.3e-05\n", "Gaussian prior on tc1, mu=2458325.5386, sigma=0.0011\n", "Bounded prior on gamma_CORALIE14, min=-100.0, max=100.0\n", "Bounded prior on gamma_CORALIE07, min=-100.0, max=100.0\n", "Bounded prior on gamma_HARPS, min=-100.0, max=100.0\n", "Bounded prior on gamma_FEROS, min=-100.0, max=100.0\n", "Bounded prior on k1, min=0.0, max=100.0\n", "Jeffrey's prior on jit_CORALIE14, min=0.001, max=100.0\n", "Jeffrey's prior on jit_CORALIE07, min=0.001, max=100.0\n", "Jeffrey's prior on jit_HARPS, min=0.001, max=100.0\n", "Jeffrey's prior on jit_FEROS, min=0.001, max=100.0\n", "\n" ] } ], "source": [ "post_single = build_model(1)\n", "print(post_single)" ] }, { "cell_type": "markdown", "id": "4d97a4b7", "metadata": {}, "source": [ "Note that because we are using nested sampling, we absolutely need _proper_ priors for all parameters.\n", "This will be checked internally in the `radvel.nested_sampling` module, but we can check manually.\n", "The function below will return an error if one of the parameters has no priors." ] }, { "cell_type": "code", "execution_count": 7, "id": "3f8c2828", "metadata": {}, "outputs": [], "source": [ "post_single.check_proper_priors()" ] }, { "cell_type": "markdown", "id": "5b8f145d", "metadata": {}, "source": [ "### MAP Estimate\n", "\n", "Before diving into a nested sampling analysis, let us take a quick look at what the maximum a posteriori (MAP) result looks like.\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "e5b29ff7", "metadata": {}, "outputs": [], "source": [ "res = optimize.minimize(\n", " post_single.neglogprob_array, post_single.get_vary_params(), method='Nelder-Mead',\n", " options=dict(maxiter=200, maxfev=100000, xatol=1e-8)\n", ")\n", "post_single.set_vary_params(res.x)" ] }, { "cell_type": "code", "execution_count": 9, "id": "07717dff", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_data(t, vel, errvel, post=post_single)\n", "plt.plot(t_mod - T_OFF, post_single.model(t_mod), \"k\", label=\"Keplerian fit\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "8ddfcc40", "metadata": {}, "source": [ "### Nested Sampling\n", "\n", "This looks pretty good, but we do not have the posterior distribution for our paramters, nor the Bayesian evidence.\n", "We can obtain both of these with nested sampling.\n", "RadVel supports several nested sampling libraries in its `radvel.nested_sampling.run()` function.\n", "This `run()` function is fairly simple. It calls `Posterior.likelihood_ns_array()` and `Posterior.prior_transform()` and passes them to the selected sampling package.\n", "See the [All samplers tutorial](./docs/tutorials/k2_24_demo_all_samplers.ipynb) for a full list of supported samplers.\n", "\n", "For this example, we will use [PyMultiNest](https://github.com/JohannesBuchner/PyMultiNest/), since it is used in the Juliet tutorial.\n", "By default, we only need to pass the `Posterior` object `post_single` to the sampling function.\n", "Extra arguments in `run_kwargs` are passed directly to `pymultinest.run()`. Here we use 300 live points and `proceed=False` to make sure that the sampling runs from scratch and that no results saved on disk are re-used.\n", "The multinest interface returns a `results` dictionary with three elements:\n", "\n", "- `lnZ`: The Bayesian Evidence\n", "- `lnZerr`: The statistical uncertainty on the Bayesian Evidence\n", "- `samples`: The equally-weighted posterior samples. Here, \"equally-weighted\" means that the raw nested sampling samples were re-weighted to be equivalent to MCMC samples. The samples also include log-posterior values under `lnprobability`, for consistency with the MCMC interface.\n", "\n", "In the cell below, we discard the last dimension of the samples as it contains log-likelihood values, which we are not interested in." ] }, { "cell_type": "code", "execution_count": 10, "id": "b14e3fff", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " *****************************************************\n", " MultiNest v3.10\n", " Copyright Farhan Feroz & Mike Hobson\n", " Release Jul 2015\n", "\n", " no. of live points = 300\n", " dimensionality = 11\n", " *****************************************************\n", " analysing data from tmpdir/out.txt ln(ev)= -802.03188163585685 +/- 0.29243469363345131 \n", " Total Likelihood Evaluations: 70820\n", " Sampling finished. Exiting MultiNest\n", "\n" ] } ], "source": [ "from radvel import nested_sampling\n", "\n", "results_single = nested_sampling.run(post_single, sampler=\"multinest\", proceed=False, run_kwargs={\"n_live_points\": 300})\n", "samples_single = results_single[\"samples\"].values[:, :-1]" ] }, { "cell_type": "markdown", "id": "99e57167", "metadata": {}, "source": [ "And finally, we can display the fit from our posterior median along with the data." ] }, { "cell_type": "code", "execution_count": 11, "id": "c57fbbeb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "parameter value vary\n", "per1 1.00797 True\n", "tc1 2.45833e+06 True\n", "e1 0 False\n", "w1 1.5708 False\n", "k1 3.88026 True\n", "dvdt 0 False\n", "curv 0 False\n", "gamma_CORALIE07 -0.355166 True\n", "jit_CORALIE07 8.52781 True\n", "gamma_CORALIE14 -1.72004 True\n", "jit_CORALIE14 0.354379 True\n", "gamma_FEROS 0.483488 True\n", "jit_FEROS 6.20558 True\n", "gamma_HARPS -0.105578 True\n", "jit_HARPS 3.59838 True\n", "tp1 2.45833e+06 \n", "\n", "Priors\n", "------\n", "Gaussian prior on per1, mu=1.007917, sigma=7.3e-05\n", "Gaussian prior on tc1, mu=2458325.5386, sigma=0.0011\n", "Bounded prior on gamma_CORALIE14, min=-100.0, max=100.0\n", "Bounded prior on gamma_CORALIE07, min=-100.0, max=100.0\n", "Bounded prior on gamma_HARPS, min=-100.0, max=100.0\n", "Bounded prior on gamma_FEROS, min=-100.0, max=100.0\n", "Bounded prior on k1, min=0.0, max=100.0\n", "Jeffrey's prior on jit_CORALIE14, min=0.001, max=100.0\n", "Jeffrey's prior on jit_CORALIE07, min=0.001, max=100.0\n", "Jeffrey's prior on jit_HARPS, min=0.001, max=100.0\n", "Jeffrey's prior on jit_FEROS, min=0.001, max=100.0\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "med_params = np.median(samples_single, axis=0)\n", "post_single.set_vary_params(med_params)\n", "print(post_single)\n", "\n", "plot_data(t, vel, errvel, post=post_single)\n", "plt.plot(t_mod - T_OFF, post_single.model(t_mod))\n", "plt.ylim([-20,20])\n", "plt.xlim([1365,1435])\n", "plt.title(f\"1 Planet Fit | Log-evidence: {results_single['lnZ']:.2f} $\\pm$ {results_single['lnZerr']:.2f}\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "c058b0ed", "metadata": {}, "source": [ "We note two things here:\n", "\n", "- The evidence is consistent with the results from [juliet](https://juliet.readthedocs.io/en/latest/tutorials/rvfits.html#rv-fits), which is nice!\n", "- The \"extra jitter\" terms inflate the error bars for both instruments quite a bit, suggesting that there is unaccounted for signal (or noise) in the data.\n", "\n", "We will further investigate that second bullet point by adding a second planet to the model.\n", "\n", "## Two-Planet Model\n", "\n", "The steps for a two-planet model are the exact same as with the one-planet model, except that we now pass `2` to ou model-building function.\n", "\n", "We again start by taking a look at the MAP fit." ] }, { "cell_type": "code", "execution_count": 12, "id": "967d35a5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "parameter value vary\n", "per1 1.00792 True\n", "tc1 2.45833e+06 True\n", "e1 0 False\n", "w1 1.5708 False\n", "k1 10 True\n", "per2 3 True\n", "tc2 2.45833e+06 True\n", "e2 0 False\n", "w2 1.5708 False\n", "k2 10 True\n", "dvdt 0 False\n", "curv 0 False\n", "gamma_CORALIE07 0.00285714 True\n", "jit_CORALIE07 4.11286 True\n", "gamma_CORALIE14 0.30625 True\n", "jit_CORALIE14 3.47625 True\n", "gamma_FEROS -0.08125 True\n", "jit_FEROS 3 True\n", "gamma_HARPS -0.857872 True\n", "jit_HARPS 2.59574 True\n", "tp1 2.45833e+06 \n", "tp2 2.45833e+06 \n", "\n", "Priors\n", "------\n", "Gaussian prior on per1, mu=1.007917, sigma=7.3e-05\n", "Gaussian prior on tc1, mu=2458325.5386, sigma=0.0011\n", "Bounded prior on gamma_CORALIE14, min=-100.0, max=100.0\n", "Bounded prior on gamma_CORALIE07, min=-100.0, max=100.0\n", "Bounded prior on gamma_HARPS, min=-100.0, max=100.0\n", "Bounded prior on gamma_FEROS, min=-100.0, max=100.0\n", "Bounded prior on k1, min=0.0, max=100.0\n", "Jeffrey's prior on jit_CORALIE14, min=0.001, max=100.0\n", "Jeffrey's prior on jit_CORALIE07, min=0.001, max=100.0\n", "Jeffrey's prior on jit_HARPS, min=0.001, max=100.0\n", "Jeffrey's prior on jit_FEROS, min=0.001, max=100.0\n", "Bounded prior on per2, min=1.0, max=10.0\n", "Bounded prior on tc2, min=2458325.0, max=2458330.0\n", "Bounded prior on k2, min=0.0, max=100.0\n", "\n" ] } ], "source": [ "post_two = build_model(2)\n", "print(post_two)" ] }, { "cell_type": "code", "execution_count": 13, "id": "5a57ebd2", "metadata": {}, "outputs": [], "source": [ "res = optimize.minimize(\n", " post_two.neglogprob_array, post_two.get_vary_params(), method='Nelder-Mead',\n", " options=dict(maxiter=200, maxfev=100000, xatol=1e-8)\n", ")\n", "post_two.set_vary_params(res.x)" ] }, { "cell_type": "code", "execution_count": 14, "id": "85a66e8a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_data(t, vel, errvel)\n", "plt.plot(t_mod - T_OFF, post_two.model(t_mod))\n", "plt.ylim([-20,20])\n", "plt.xlim([1365,1435])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "daa7701a", "metadata": {}, "source": [ "This already looks like it has a better chance of capturing all the variability in the data.\n", "Let us see what nested sampling tells us." ] }, { "cell_type": "code", "execution_count": 15, "id": "48f4b2ab", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " *****************************************************\n", " MultiNest v3.10\n", " Copyright Farhan Feroz & Mike Hobson\n", " Release Jul 2015\n", "\n", " no. of live points = 300\n", " dimensionality = 14\n", " *****************************************************\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " analysing data from tmpdir/out.txt ln(ev)= -688.18227660867854 +/- 0.38357873738457438 \n", " Total Likelihood Evaluations: 110915\n", " Sampling finished. Exiting MultiNest\n", "\n" ] } ], "source": [ "results_two = nested_sampling.run(post_two, sampler=\"multinest\", proceed=False, run_kwargs={\"n_live_points\": 300})\n", "samples_two = results_two[\"samples\"].values[:, :-1]" ] }, { "cell_type": "code", "execution_count": 16, "id": "ab953b5f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "parameter value vary\n", "per1 1.00803 True\n", "tc1 2.45833e+06 True\n", "e1 0 False\n", "w1 1.5708 False\n", "k1 5.19185 True\n", "per2 4.78477 True\n", "tc2 2.45833e+06 True\n", "e2 0 False\n", "w2 1.5708 False\n", "k2 7.06972 True\n", "dvdt 0 False\n", "curv 0 False\n", "gamma_CORALIE07 -0.128744 True\n", "jit_CORALIE07 2.95059 True\n", "gamma_CORALIE14 -2.46019 True\n", "jit_CORALIE14 0.0358609 True\n", "gamma_FEROS 0.411154 True\n", "jit_FEROS 2.46304 True\n", "gamma_HARPS 0.67107 True\n", "jit_HARPS 1.85479 True\n", "tp1 2.45833e+06 \n", "tp2 2.45833e+06 \n", "\n", "Priors\n", "------\n", "Gaussian prior on per1, mu=1.007917, sigma=7.3e-05\n", "Gaussian prior on tc1, mu=2458325.5386, sigma=0.0011\n", "Bounded prior on gamma_CORALIE14, min=-100.0, max=100.0\n", "Bounded prior on gamma_CORALIE07, min=-100.0, max=100.0\n", "Bounded prior on gamma_HARPS, min=-100.0, max=100.0\n", "Bounded prior on gamma_FEROS, min=-100.0, max=100.0\n", "Bounded prior on k1, min=0.0, max=100.0\n", "Jeffrey's prior on jit_CORALIE14, min=0.001, max=100.0\n", "Jeffrey's prior on jit_CORALIE07, min=0.001, max=100.0\n", "Jeffrey's prior on jit_HARPS, min=0.001, max=100.0\n", "Jeffrey's prior on jit_FEROS, min=0.001, max=100.0\n", "Bounded prior on per2, min=1.0, max=10.0\n", "Bounded prior on tc2, min=2458325.0, max=2458330.0\n", "Bounded prior on k2, min=0.0, max=100.0\n", "\n" ] } ], "source": [ "med_params = np.median(samples_two, axis=0)\n", "post_two.set_vary_params(med_params)\n", "print(post_two)" ] }, { "cell_type": "code", "execution_count": 17, "id": "79d181b2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_data(t, vel, errvel, post=post_two)\n", "plt.plot(t_mod - T_OFF, post_two.model(t_mod), \"k\")\n", "plt.ylim([-20,20])\n", "plt.xlim([1365,1435])\n", "plt.title(f\"2 Planet Fit | Log-evidence: {results_two['lnZ']:.2f} $\\pm$ {results_two['lnZerr']:.2f}\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "f418b6b0", "metadata": {}, "source": [ "This all looks much better!\n", "Notice that the \"extra jitter\" terms are now smaller, and the fit looks like a closer match to the data.\n", "We can also calculate the $\\Delta \\ln Z$ to get a quantitative estimate of the odds ratio between the two models.\n" ] }, { "cell_type": "code", "execution_count": 18, "id": "237da7b2", "metadata": { "lines_to_next_cell": 0 }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Evidence one planet: -804.52 +/- 0.46\n", "Evidence two planet: -690.63 +/- 0.02\n", "Difference (2 - 1): 113.88\n" ] } ], "source": [ "delta_lnZ_21 = results_two[\"lnZ\"] - results_single[\"lnZ\"]\n", "print(f\"Evidence one planet: {results_single['lnZ']:.2f} +/- {results_single['lnZerr']:.2f}\")\n", "print(f\"Evidence two planet: {results_two['lnZ']:.2f} +/- {results_two['lnZerr']:.2f}\")\n", "print(f\"Difference (2 - 1): {delta_lnZ_21:.2f}\")" ] }, { "cell_type": "markdown", "id": "a79f88f1", "metadata": {}, "source": [ "As we can see above, the evidence is extremely strong in favor of the two-planet model.\n", "\n", "Since nested sampling also gives us the posterior distribution, we can take a look at the posterior samples for parameters of interest." ] }, { "cell_type": "code", "execution_count": 19, "id": "de80fd4b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_params = len(post_two.name_vary_params())\n", "show_names = [\"k1\", \"per2\", \"k2\"]\n", "show_idx = [i for i, name in enumerate(post_two.name_vary_params()) if name in show_names]\n", "show_labels = [\"$K_1$ [m/s]\", \"$P_2$ [d]\", \"$K_2$ [m/s]\"]\n", "\n", "import corner\n", "corner.corner(samples_two[:, show_idx], labels=show_labels, show_titles=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "04eb6e72", "metadata": {}, "source": [ "The bimodality for $P_2$ is caused by an alias of the period.\n", "This is discussed in the [Joint transit and radial-velocity fits](https://juliet.readthedocs.io/en/latest/tutorials/jointfits.html#jointfits) tutorial of Juliet and in the [Espinoza et al. (2019)](https://arxiv.org/abs/1903.07694) paper.\n", "Please take a look at these references if you want to learn more!\n", "\n", "## Three-Planet Model\n", "\n", "There is still some unexplained variation in the data (the jitter terms are non-zero).\n", "Let us explore if this can be explained by adding a third planet." ] }, { "cell_type": "code", "execution_count": 20, "id": "7c1c97af", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "parameter value vary\n", "per1 1.00786 True\n", "tc1 2.45833e+06 True\n", "e1 0 False\n", "w1 1.5708 False\n", "k1 9.99997 True\n", "per2 3.00049 True\n", "tc2 2.45833e+06 True\n", "e2 0 False\n", "w2 1.5708 False\n", "k2 10 True\n", "per3 10.1235 True\n", "tc3 2.45833e+06 True\n", "e3 0 False\n", "w3 1.5708 False\n", "k3 10.0001 True\n", "dvdt 0 False\n", "curv 0 False\n", "gamma_CORALIE07 0.00285717 True\n", "jit_CORALIE07 4.11288 True\n", "gamma_CORALIE14 0.306249 True\n", "jit_CORALIE14 3.47624 True\n", "gamma_FEROS -0.081251 True\n", "jit_FEROS 3.11253 True\n", "gamma_HARPS -0.857871 True\n", "jit_HARPS 2.5958 True\n", "tp1 2.45833e+06 \n", "tp2 2.45833e+06 \n", "tp3 2.45833e+06 \n", "\n", "Priors\n", "------\n", "Gaussian prior on per1, mu=1.007917, sigma=7.3e-05\n", "Gaussian prior on tc1, mu=2458325.5386, sigma=0.0011\n", "Bounded prior on gamma_CORALIE14, min=-100.0, max=100.0\n", "Bounded prior on gamma_CORALIE07, min=-100.0, max=100.0\n", "Bounded prior on gamma_HARPS, min=-100.0, max=100.0\n", "Bounded prior on gamma_FEROS, min=-100.0, max=100.0\n", "Bounded prior on k1, min=0.0, max=100.0\n", "Jeffrey's prior on jit_CORALIE14, min=0.001, max=100.0\n", "Jeffrey's prior on jit_CORALIE07, min=0.001, max=100.0\n", "Jeffrey's prior on jit_HARPS, min=0.001, max=100.0\n", "Jeffrey's prior on jit_FEROS, min=0.001, max=100.0\n", "Bounded prior on per2, min=1.0, max=10.0\n", "Bounded prior on tc2, min=2458325.0, max=2458330.0\n", "Bounded prior on k2, min=0.0, max=100.0\n", "Bounded prior on per3, min=1.0, max=40.0\n", "Bounded prior on tc3, min=2458325.0, max=2458355.0\n", "Bounded prior on k3, min=0.0, max=100.0\n", "\n" ] } ], "source": [ "post_three = build_model(3)\n", "\n", "res = optimize.minimize(\n", " post_three.neglogprob_array, post_three.get_vary_params(), method='Nelder-Mead',\n", " options=dict(maxiter=200, maxfev=100000, xatol=1e-8)\n", ")\n", "post_three.set_vary_params(res.x)\n", "print(post_three)" ] }, { "cell_type": "code", "execution_count": 21, "id": "554f788d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_data(t, vel, errvel)\n", "plt.plot(t_mod - T_OFF, post_three.model(t_mod))\n", "plt.ylim([-20,20])\n", "plt.xlim([1365,1435])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "id": "9b6de5fe", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " *****************************************************\n", " MultiNest v3.10\n", " Copyright Farhan Feroz & Mike Hobson\n", " Release Jul 2015\n", "\n", " no. of live points = 300\n", " dimensionality = 17\n", " *****************************************************\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 6 of mode 1 is converging towards the edge of the prior.\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", "\n", " MultiNest Warning!\n", " Parameter 9 of mode 1 is converging towards the edge of the prior.\n", " analysing data from tmpdir/out.txt\n", " ln(ev)= -691.45816510394479 +/- 0.42619716906324673 \n", " Total Likelihood Evaluations: 472867\n", " Sampling finished. Exiting MultiNest\n" ] } ], "source": [ "results_three = nested_sampling.run(post_three, sampler=\"multinest\", proceed=False, run_kwargs={\"n_live_points\": 300})\n", "samples_three = results_three[\"samples\"].values[:, :-1]" ] }, { "cell_type": "code", "execution_count": 23, "id": "612d3d38", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "parameter value vary\n", "per1 1.00803 True\n", "tc1 2.45833e+06 True\n", "e1 0 False\n", "w1 1.5708 False\n", "k1 5.10222 True\n", "per2 4.7598 True\n", "tc2 2.45833e+06 True\n", "e2 0 False\n", "w2 1.5708 False\n", "k2 7.02068 True\n", "per3 6.91879 True\n", "tc3 2.45834e+06 True\n", "e3 0 False\n", "w3 1.5708 False\n", "k3 0.995308 True\n", "dvdt 0 False\n", "curv 0 False\n", "gamma_CORALIE07 -0.32492 True\n", "jit_CORALIE07 2.39841 True\n", "gamma_CORALIE14 -2.28596 True\n", "jit_CORALIE14 0.043266 True\n", "gamma_FEROS 0.62793 True\n", "jit_FEROS 2.32147 True\n", "gamma_HARPS 0.488842 True\n", "jit_HARPS 1.70719 True\n", "tp1 2.45833e+06 \n", "tp2 2.45833e+06 \n", "tp3 2.45834e+06 \n", "\n", "Priors\n", "------\n", "Gaussian prior on per1, mu=1.007917, sigma=7.3e-05\n", "Gaussian prior on tc1, mu=2458325.5386, sigma=0.0011\n", "Bounded prior on gamma_CORALIE14, min=-100.0, max=100.0\n", "Bounded prior on gamma_CORALIE07, min=-100.0, max=100.0\n", "Bounded prior on gamma_HARPS, min=-100.0, max=100.0\n", "Bounded prior on gamma_FEROS, min=-100.0, max=100.0\n", "Bounded prior on k1, min=0.0, max=100.0\n", "Jeffrey's prior on jit_CORALIE14, min=0.001, max=100.0\n", "Jeffrey's prior on jit_CORALIE07, min=0.001, max=100.0\n", "Jeffrey's prior on jit_HARPS, min=0.001, max=100.0\n", "Jeffrey's prior on jit_FEROS, min=0.001, max=100.0\n", "Bounded prior on per2, min=1.0, max=10.0\n", "Bounded prior on tc2, min=2458325.0, max=2458330.0\n", "Bounded prior on k2, min=0.0, max=100.0\n", "Bounded prior on per3, min=1.0, max=40.0\n", "Bounded prior on tc3, min=2458325.0, max=2458355.0\n", "Bounded prior on k3, min=0.0, max=100.0\n", "\n" ] } ], "source": [ "med_params = np.median(samples_three, axis=0)\n", "post_three.set_vary_params(med_params)\n", "print(post_three)" ] }, { "cell_type": "code", "execution_count": 24, "id": "d29ed592", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_data(t, vel, errvel, post=post_three)\n", "plt.plot(t_mod - T_OFF, post_three.model(t_mod), \"k\")\n", "plt.ylim([-20,20])\n", "plt.xlim([1365,1435])\n", "plt.title(f\"3 Planet Fit | Log-evidence: {results_three['lnZ']:.2f} $\\pm$ {results_three['lnZerr']:.2f}\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "id": "be23e380", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Evidence one planet: -804.52 +/- 0.46\n", "Evidence two planet: -690.63 +/- 0.02\n", "Evidence three planet: -695.42 +/- 0.09\n" ] } ], "source": [ "print(f\"Evidence one planet: {results_single['lnZ']:.2f} +/- {results_single['lnZerr']:.2f}\")\n", "print(f\"Evidence two planet: {results_two['lnZ']:.2f} +/- {results_two['lnZerr']:.2f}\")\n", "print(f\"Evidence three planet: {results_three['lnZ']:.2f} +/- {results_three['lnZerr']:.2f}\")" ] }, { "cell_type": "markdown", "id": "229e88ef", "metadata": {}, "source": [ "As we can see, the evidence is stronger for the two-planet model and does not justify the inclusion of a third companion in the system." ] } ], "metadata": { "jupytext": { "cell_metadata_filter": "-all", "main_language": "python", "notebook_metadata_filter": "-all" }, "kernelspec": { "display_name": "radvel", "language": "python", "name": "radvel" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.18" } }, "nbformat": 4, "nbformat_minor": 5 }