{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2b8ce4c6",
   "metadata": {},
   "source": [
    "======================== Import Packages =========================="
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cc8883a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os,sys,pdb\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from astropy.table import Table, join, MaskedColumn\n",
    "from astropy import constants as const\n",
    "import csv\n",
    "import matplotlib as mpl\n",
    "from astropy import constants as const\n",
    "from astroquery.vizier import Vizier\n",
    "import warnings\n",
    "from astropy.logger import AstropyWarning\n",
    "warnings.filterwarnings('ignore', category=AstropyWarning)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d971714",
   "metadata": {},
   "source": [
    "===================== Define Functions ==================="
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9812ecd7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_data(catalog, join_key='Name', join_type='inner'):\n",
    "\n",
    "    \"\"\"\n",
    "    PURPOSE:    Get data from literature with Vizier\n",
    "\n",
    "    INPUT:      catalog = ctalog name on Vizier (str)\n",
    "                join_key = column header to join tables, if multiple (str; optional)\n",
    "                join_type = way to join tables, if multiple (str; optional)\n",
    "\n",
    "    OUTPUT:     t = data table (AstroPy Table)\n",
    "\n",
    "    \"\"\"\n",
    "\n",
    "    ### GET FULL CATALOG (ALL COLUMNS, ALL ROWS)\n",
    "    viz = Vizier(catalog=catalog, columns=['**'])\n",
    "    viz.ROW_LIMIT = -1\n",
    "    tv = viz.get_catalogs(catalog)\n",
    "\n",
    "    ### IF MULTIPLE TABLES, JOIN THEN\n",
    "    for i, val in enumerate(tv.keys()):\n",
    "        if i == 0:\n",
    "            t = tv[val]\n",
    "        else:\n",
    "            tt = tv[val]\n",
    "            if join_key in tt.columns:\n",
    "                t = join(t, tt, join_type=join_type, keys=join_key)\n",
    "\n",
    "    return t"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55eba4e4",
   "metadata": {},
   "source": [
    "============================= Code =================================="
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "0a6c67e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "#### LOAD IN LUPUS DATA\n",
    "T = get_data(\"J/ApJ/828/46\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "977bc38b",
   "metadata": {},
   "outputs": [],
   "source": [
    "### ONLY KEEP DUST DETECTIONS, CHANGE UNITS TO SOLAR MASSES, AND SORT TABLE BY INCREASING DUST MASS\n",
    "T = T[T['F890']/T['e_F890'] > 3.0]\n",
    "T['MDust'] = T['MDust']*(const.M_earth.cgs/const.M_sun.cgs).value\n",
    "T['e_MDust']  = np.sqrt( (T['e_MDust'])**2 + (0.1*T['e_MDust'])**2 )*(const.M_earth.cgs/const.M_sun.cgs).value\n",
    "T.sort('MDust')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8e6988d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "### CHANGE GAS MASS UNITS TO SOLAR MASSES\n",
    "T['Mgas'] = T['Mgas'] * (const.M_jup.cgs/const.M_sun.cgs).value\n",
    "T['b_Mgas'] = T['b_Mgas'] * (const.M_jup.cgs/const.M_sun.cgs).value\n",
    "T['B_Mgas'] = T['B_Mgas'] * (const.M_jup.cgs/const.M_sun.cgs).value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5ca16024",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x1200 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### SETUP PLOT\n",
    "mpl.rc('xtick', labelsize=15) \n",
    "mpl.rc('ytick', labelsize=15)\n",
    "mpl.rc('xtick.major',size=7, pad=7, width=1)\n",
    "mpl.rc('ytick.major',size=7, pad=7, width=1)\n",
    "mpl.rc('axes', linewidth=1)\n",
    "mpl.rc('lines', markersize=5)\n",
    "fig = plt.figure(figsize = (16, 12))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "2134743f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.patches.FancyArrow at 0x13d0638b0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### SET UP DUST MASS SUBPLOT\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_ylim(1e-7, 1e-3)\n",
    "ax1.set_yscale('log')\n",
    "ax1.set_ylabel('Dust Mass ('+r'$\\mathregular{M_{\\odot}}$'+')', fontsize=17)\n",
    "ax1.set_xlim(-1, len(T))\n",
    "ax1.xaxis.set_ticks(np.arange(-4, len(T),1))\n",
    "fig.canvas.draw()\n",
    "ax1.tick_params(axis='x', which='both', bottom=False, top=False, labelbottom=False)\n",
    "ax1.tick_params(axis='y', which='both', labelsize=12)\n",
    "ax1.grid(color='gray',linewidth=1, linestyle=':', alpha=0.3)\n",
    "plt.axhline(y=3e-06,color='gray',linewidth=1.0)\n",
    "ax1.text(-3.5,4e-06,r'$\\mathregular{1M_{\\oplus}}$',fontsize=12,style='italic',color='gray')\n",
    "plt.axhline(y=3e-05,color='gray',linewidth=1.0)\n",
    "ax1.text(-3.5,4e-05,r'$\\mathregular{10M_{\\oplus}}$',fontsize=12,style='italic',color='gray')\n",
    "ax1.errorbar(-1, 5.68e-05, fmt='*', color='white', ms=12, mec='black', mew=1, zorder=999)\n",
    "ax1.errorbar(-2, 1.20e-05, fmt='*', color='white', ms=12, mec='black', mew=1, zorder=999)\n",
    "ax1.errorbar(-3, 2.26e-07, fmt='*', color='white', ms=12, mec='black', mew=1, zorder=999)\n",
    "ax1.arrow(-3, 2.26e-07, 0.0, -0.4*2.26e-07, head_width=0.3, head_length=2.26e-07*0.1, fc='black', ec='black', linewidth=1, zorder=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "74a83dd4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.patches.FancyArrow at 0x13d1a0310>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### SET UP GAS MASS SUBPLOT\n",
    "ax2 = fig.add_subplot(312)\n",
    "ax2.set_ylim(1e-5, 1e-1)\n",
    "ax2.set_yscale('log')\n",
    "ax2.set_ylabel('Gas Mass ('+r'$\\mathregular{M_{\\odot}}$'+')', fontsize=17)\n",
    "ax2.set_xlim(-1,len(T))\n",
    "ax2.xaxis.set_ticks(np.arange(-4, len(T), 1))\n",
    "ax2.tick_params(axis='y', which='both', labelsize=12)\n",
    "fig.canvas.draw()\n",
    "ax2.tick_params(axis='x', which='both', bottom=False, top=False, labelbottom=False)\n",
    "ax2.grid(color='gray', linewidth=1, linestyle=':', alpha=0.3)\n",
    "plt.axhline(y=1e-3, color='gray', linewidth=1.0)\n",
    "plt.axhline(y=1e-2, color='gray', linewidth=1.0)\n",
    "ax2.text(-3.5, 1.4e-3, r'$\\mathregular{1M_{Jup}}$', fontsize=12, style='italic', color='gray')\n",
    "ax2.text(-3.5, 1.2e-2,r'$\\mathregular{MMSN}$', fontsize=12, style='italic', color='gray')\n",
    "ax2.errorbar(-1, 3.8e-4, fmt='*', color='white', ms=12, mec='black', mew=1, zorder=999)\n",
    "ax2.errorbar(-2, 1.9e-4, fmt='*', color='white', ms=12, mec='black', mew=1, zorder=999)\n",
    "ax2.arrow(-2, 1.9e-4, 0.0, -0.5 * 1.9e-4, head_width=0.3, head_length=1.9e-4 * 0.1, fc='black', ec='black', linewidth=1, zorder=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c5a392b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.patches.FancyArrow at 0x13d4b8520>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### SET UP GAS-TO-DUST MASS SUBPLOT\n",
    "ax3 = fig.add_subplot(313)\n",
    "ax3.set_ylim(0.1, 1e4)\n",
    "ax3.set_yscale('log')\n",
    "ax3.set_ylabel('Gas-to-Dust Ratio', fontsize=17) \n",
    "ax3.set_xlim(-1,len(T))\n",
    "ax3.xaxis.set_ticks(np.arange(-4, len(T), 1))\n",
    "ax3.tick_params(axis='y', which='both', labelsize=12)\n",
    "fig.canvas.draw()\n",
    "labels = list(np.append([' ', 'Continuum non-det', r'$\\mathregular{^{13}\\!\\hspace{0.1}CO}$' + ' & ' + r'$\\mathregular{C^{18}\\!\\hspace{0.1}O}$' + \n",
    "                         ' non-det', r'$\\mathregular{C^{18}\\!\\hspace{0.1}O}$' + ' non-det'], np.array(T['Name'])))\n",
    "ax3.set_xticklabels(labels, rotation='vertical', size=9)\n",
    "ax3.grid(color='gray',linewidth=1, linestyle=':', alpha=0.3)\n",
    "plt.axhline(y=100, color='gray', linewidth=1.0)\n",
    "ax3.text(-3.5, 1.3e2, 'ISM', fontsize=11, style='italic', color='gray')\n",
    "ax3.errorbar(-1, 7, fmt='*', color='white', ms=12, mec='black', mew=1, zorder=999)\n",
    "ax3.errorbar(-2, 13,fmt='*', color='white', ms=12, mec='black', mew=1, zorder=999)\n",
    "ax3.arrow(-2, 13, 0.0, -0.5 * 13, head_width=0.3, head_length=13 * 0.1, fc='black', ec='black', linewidth=1, zorder=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "5e0773c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ErrorbarContainer object of 3 artists>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### PLOT DUST MASSES\n",
    "ax1.errorbar(np.arange(len(T)), T['MDust'], yerr=T['e_MDust'], \n",
    "             fmt='o', mfc='lightblue', ms=6, mec='black', mew=0.8, ecolor='black', elinewidth=1, zorder=999,capsize=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ac62da9a",
   "metadata": {},
   "outputs": [],
   "source": [
    "### PLOT GAS MASSES AND GAS-TO-DUST RATIOS\n",
    "for i, val in enumerate(T['Name']):\n",
    "\n",
    "    ### PLOT NON-DETECTIONS\n",
    "    if T['l_Mgas'][i] == '<':\n",
    "\n",
    "        ax2.errorbar(i, T['Mgas'][i], fmt='v', color='lightgray', ms=7, mec='black', mew=0.9, zorder=999)\n",
    "        ax3.errorbar(i, int(round(T['Mgas'][i]/T['MDust'][i])), fmt='v', color='lightgray', ms=7, mec='black', mew=0.9, zorder=999)\n",
    "\n",
    "    ### PLOT DETECTIONS WITH ONLY UPPER LIMITS\n",
    "    elif T['b_Mgas'][i] is np.ma.masked:\n",
    "\n",
    "        ax2.arrow(i, T['Mgas'][i], 0.0, -0.5 * T['Mgas'][i], head_width=0.3, head_length=T['Mgas'][i] * 0.1,\n",
    "                 fc='black', ec='black', linewidth=0.9, zorder=1)\n",
    "        ax2.errorbar(i, T['Mgas'][i], yerr=[[0],[T['B_Mgas'][i] - T['Mgas'][i]]],\n",
    "                    fmt='o', mfc='lightblue', ms=7, mec='black', mew=1, ecolor='black', elinewidth=0.9, zorder=999, capsize=3)\n",
    "\n",
    "        g2d = int(round(T['Mgas'][i]/T['MDust'][i]))\n",
    "        g2d_max = int(round(T['B_Mgas'][i]/T['MDust'][i]))\n",
    "        ax3.arrow(i, g2d, 0.0, -0.5 * g2d, head_width=0.3, head_length=g2d * 0.1, fc='black', ec='black', linewidth=1, zorder=1)\n",
    "        ax3.errorbar(i, g2d,yerr=[[0],[g2d_max - g2d]], fmt='o', mfc='lightblue', ms=7, mec='black', mew=1, \n",
    "                     ecolor='black', elinewidth=1, zorder=999, capsize=3)\n",
    "\n",
    "    ### PLOT DETECTIONS WITH BOTH UPPER AND LOWER LIMITS\n",
    "    else:\n",
    "        \n",
    "        ax2.errorbar(i, T['Mgas'][i], yerr=[[T['Mgas'][i] - T['b_Mgas'][i]], [T['B_Mgas'][i] - T['Mgas'][i]]],\n",
    "                    fmt='o', mfc='lightblue', ms=6, mec='black', mew=1, ecolor='black', elinewidth=0.9, zorder=999, capsize=3)\n",
    "        \n",
    "        g2d = int(round(T['Mgas'][i]/T['MDust'][i]))\n",
    "        g2d_max = int(round(T['B_Mgas'][i]/T['MDust'][i]))\n",
    "        g2d_min = int(round(T['b_Mgas'][i]/T['MDust'][i]))\n",
    "        ax3.errorbar(i, g2d, yerr=[[g2d - g2d_min],[g2d_max - g2d]], fmt='o', mfc='lightblue', \n",
    "                     ms=6, mec='black', mew=0.9, ecolor='black', elinewidth=1, zorder=999, capsize=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "38f1fb24",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x1200 with 3 Axes>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### SAVE PLOT\n",
    "fig.savefig('../output/figure_03.png', bbox_inches='tight', dpi=100)\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "21851f57",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.close('all')"
   ]
  }
 ],
 "metadata": {
  "jupytext": {
   "cell_metadata_filter": "-all",
   "main_language": "python",
   "notebook_metadata_filter": "-all"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}