{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Quick Start"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This brief tutorial goes through the most minimal code you could write to do an orbit fit with `orbitize!`. It uses an input .csv that was placed on your computer when you installed `orbitize!`. The file lives here:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/sblunt/Projects/orbitize/orbitize/example_data/GJ504.csv\n"
     ]
    }
   ],
   "source": [
    "import orbitize\n",
    "\n",
    "path_to_file = \"{}GJ504.csv\".format(orbitize.DATADIR)\n",
    "\n",
    "print(path_to_file)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The input .csv file looks like this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table length=7</i>\n",
       "<table id=\"table140593810597776\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>epoch</th><th>object</th><th>quant1</th><th>quant1_err</th><th>quant2</th><th>quant2_err</th><th>quant12_corr</th><th>quant_type</th><th>instrument</th></tr></thead>\n",
       "<thead><tr><th>float64</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bytes5</th><th>bytes5</th></tr></thead>\n",
       "<tr><td>55645.95</td><td>1</td><td>2479.0</td><td>16.0</td><td>327.94</td><td>0.39</td><td>nan</td><td>seppa</td><td>defsp</td></tr>\n",
       "<tr><td>55702.89</td><td>1</td><td>2483.0</td><td>8.0</td><td>327.45</td><td>0.19</td><td>nan</td><td>seppa</td><td>defsp</td></tr>\n",
       "<tr><td>55785.015</td><td>1</td><td>2481.0</td><td>33.0</td><td>326.84</td><td>0.94</td><td>nan</td><td>seppa</td><td>defsp</td></tr>\n",
       "<tr><td>55787.935</td><td>1</td><td>2448.0</td><td>24.0</td><td>325.82</td><td>0.66</td><td>nan</td><td>seppa</td><td>defsp</td></tr>\n",
       "<tr><td>55985.19400184</td><td>1</td><td>2483.0</td><td>15.0</td><td>326.46</td><td>0.36</td><td>nan</td><td>seppa</td><td>defsp</td></tr>\n",
       "<tr><td>56029.11400323</td><td>1</td><td>2487.0</td><td>8.0</td><td>326.54</td><td>0.18</td><td>nan</td><td>seppa</td><td>defsp</td></tr>\n",
       "<tr><td>56072.30200459</td><td>1</td><td>2499.0</td><td>26.0</td><td>326.14</td><td>0.61</td><td>nan</td><td>seppa</td><td>defsp</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=7>\n",
       "    epoch      object  quant1 quant1_err ... quant12_corr quant_type instrument\n",
       "   float64     int64  float64  float64   ...   float64      bytes5     bytes5  \n",
       "-------------- ------ ------- ---------- ... ------------ ---------- ----------\n",
       "      55645.95      1  2479.0       16.0 ...          nan      seppa      defsp\n",
       "      55702.89      1  2483.0        8.0 ...          nan      seppa      defsp\n",
       "     55785.015      1  2481.0       33.0 ...          nan      seppa      defsp\n",
       "     55787.935      1  2448.0       24.0 ...          nan      seppa      defsp\n",
       "55985.19400184      1  2483.0       15.0 ...          nan      seppa      defsp\n",
       "56029.11400323      1  2487.0        8.0 ...          nan      seppa      defsp\n",
       "56072.30200459      1  2499.0       26.0 ...          nan      seppa      defsp"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from orbitize import read_input\n",
    "\n",
    "read_input.read_file(path_to_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: ErfaWarning: ERFA function \"d2dtf\" yielded 1 of \"dubious year (Note 5)\" [astropy._erfa.core]\n",
      "WARNING: ErfaWarning: ERFA function \"dtf2d\" yielded 1 of \"dubious year (Note 6)\" [astropy._erfa.core]\n",
      "WARNING: ErfaWarning: ERFA function \"utctai\" yielded 1 of \"dubious year (Note 3)\" [astropy._erfa.core]\n",
      "WARNING: ErfaWarning: ERFA function \"taiutc\" yielded 1 of \"dubious year (Note 4)\" [astropy._erfa.core]\n",
      "WARNING: ErfaWarning: ERFA function \"dtf2d\" yielded 8 of \"dubious year (Note 6)\" [astropy._erfa.core]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1008x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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     },
     "metadata": {
      "needs_background": "light"
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     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from orbitize import driver\n",
    "\n",
    "myDriver = driver.Driver(\n",
    "    '{}/GJ504.csv'.format(orbitize.DATADIR), # data file\n",
    "    'OFTI',        # choose from: ['OFTI', 'MCMC']\n",
    "    1,             # number of planets in system\n",
    "    1.22,          # total mass [M_sun]\n",
    "    56.95,         # system parallax [mas]\n",
    "    mass_err=0.08, # mass error [M_sun]\n",
    "    plx_err=0.26   # parallax error [mas]\n",
    ")\n",
    "orbits = myDriver.sampler.run_sampler(1000)\n",
    "\n",
    "# plot the results\n",
    "myResults = myDriver.sampler.results\n",
    "orbit_figure = myResults.plot_orbits(\n",
    "    start_mjd=myDriver.system.data_table['epoch'][0] # minimum MJD for colorbar (choose first data epoch)\n",
    ")\n"
   ]
  }
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