{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tellurics guide\n",
    "\n",
    "The classes and methods in `telluricutils` allow to:\n",
    "\n",
    "- Read and plot telluric models generated with the ESO ESO Sky Model Calculator (https://www.eso.org/observing/etc/skycalc Noll et al. 2012)\n",
    "\n",
    "- Create telluric masks (0110) from models\n",
    "\n",
    "- Broaden telluric lines by a specific velocity\n",
    "\n",
    "- Plot telluric masks\n",
    "\n",
    "The script `tellmask` read a SkyCalc model and creates a mask out of it, masking telluric lines below a certain depth."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from popurri import peakutils\n",
    "from popurri import plotutils\n",
    "from popurri.plotutils import wavelength_label\n",
    "from popurri import telluricutils\n",
    "\n",
    "plotutils.mpl_custom_basic()\n",
    "plotutils.mpl_size_same(font_size=18)\n",
    "\n",
    "# Testing\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## `telluricutils` functions\n",
    "\n",
    "### Reading and plotting a mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "w [5885.4555 5885.4565 5885.4761 5885.5938 5885.6133 5887.5166 5887.5366\n",
      " 5887.6738 5887.6934 5888.7734] [24409.082 24411.279 24411.359 24412.172 24412.256 24413.148 24413.232\n",
      " 24413.557 24413.637 24413.638]\n",
      "f [0. 0. 1. 1. 0. 0. 1. 1. 0. 0.] [1. 1. 0. 0. 1. 1. 0. 0. 1. 0.]\n",
      "w1 [5885.4761 5887.5366 5888.793  5889.2437 5891.207  5891.6592 5893.1714\n",
      " 5893.9771 5898.085  5898.438 ] [24106.672 24112.137 24131.916 24282.646 24285.479 24308.238 24318.531\n",
      " 24399.807 24409.082 24412.256]\n",
      "w2 [5885.5938 5887.6738 5888.9302 5889.3418 5891.3252 5891.7769 5893.3682\n",
      " 5894.0752 5898.124  5898.4971] [24109.484 24129.502 24280.623 24282.969 24304.51  24317.639 24397.693\n",
      " 24408.514 24411.279 24413.148]\n",
      "Join overlap between lines\n",
      "w [5885.4555 5885.4565 5885.4761 5885.5938 5885.6133 5887.5166 5887.5366\n",
      " 5887.6738 5887.6934 5888.7734] [24409.082 24411.279 24411.359 24412.172 24412.256 24413.148 24413.232\n",
      " 24413.557 24413.637 24413.638]\n",
      "f [0. 0. 1. 1. 0. 0. 1. 1. 0. 0.] [1. 1. 0. 0. 1. 1. 0. 0. 1. 0.]\n",
      "w1 [5885.4761 5887.5366 5888.793  5889.2437 5891.207  5891.6592 5893.1714\n",
      " 5893.9771 5898.085  5898.438 ] [24106.672 24112.137 24131.916 24282.646 24285.479 24308.238 24318.531\n",
      " 24399.807 24409.082 24412.256]\n",
      "w2 [5885.5938 5887.6738 5888.9302 5889.3418 5891.3252 5891.7769 5893.3682\n",
      " 5894.0752 5898.124  5898.4971] [24109.484 24129.502 24280.623 24282.969 24304.51  24317.639 24397.693\n",
      " 24408.514 24411.279 24413.148]\n",
      "update after overlap\n",
      "w [5885.4751 5885.4761 5885.5938 5885.5948 5887.5356 5887.5366 5887.6738\n",
      " 5887.6748 5888.792  5888.793 ] [24408.514 24408.515 24409.081 24409.082 24411.279 24411.28  24412.255\n",
      " 24412.256 24413.148 24413.149]\n",
      "f [0. 1. 1. 0. 0. 1. 1. 0. 0. 1.] [1. 0. 0. 1. 1. 0. 0. 1. 1. 0.]\n",
      "w1 [5885.4761 5887.5366 5888.793  5889.2437 5891.207  5891.6592 5893.1714\n",
      " 5893.9771 5898.085  5898.438 ] [24106.672 24112.137 24131.916 24282.646 24285.479 24308.238 24318.531\n",
      " 24399.807 24409.082 24412.256]\n",
      "w2 [5885.5938 5887.6738 5888.9302 5889.3418 5891.3252 5891.7769 5893.3682\n",
      " 5894.0752 5898.124  5898.4971] [24109.484 24129.502 24280.623 24282.969 24304.51  24317.639 24397.693\n",
      " 24408.514 24411.279 24413.148]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "dict_keys(['filin', 'dirout', 'diroutplot', 'tag', 'utag', 'join_overlap', 'broaden_dv', 'w', 'f', 'w1', 'w2', 'Mask'])"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dirout = './'\n",
    "filtell = '/Users/marina/work/code/raccoon/raccoon/data/tellurics/CARM_VIS/telluric_mask_carm_short.dat'\n",
    "tellmask0 = telluricutils.Mask(filin=filtell, dirout=dirout, diroutplot=dirout)\n",
    "\n",
    "# Mask object attributes\n",
    "# vars(tellmask0)  # print attribute name and value\n",
    "tellmask0.__dict__.keys()  # print attribute name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "w [5885.4555 5885.4565 5885.4761 5885.5938 5885.6133 5887.5166 5887.5366\n",
      " 5887.6738 5887.6934 5888.7734] [24409.082 24411.279 24411.359 24412.172 24412.256 24413.148 24413.232\n",
      " 24413.557 24413.637 24413.638]\n",
      "f [0. 0. 1. 1. 0. 0. 1. 1. 0. 0.] [1. 1. 0. 0. 1. 1. 0. 0. 1. 0.]\n",
      "w1 [5885.4761 5887.5366 5888.793  5889.2437 5891.207  5891.6592 5893.1714\n",
      " 5893.9771 5898.085  5898.438 ] [24106.672 24112.137 24131.916 24282.646 24285.479 24308.238 24318.531\n",
      " 24399.807 24409.082 24412.256]\n",
      "w2 [5885.5938 5887.6738 5888.9302 5889.3418 5891.3252 5891.7769 5893.3682\n",
      " 5894.0752 5898.124  5898.4971] [24109.484 24129.502 24280.623 24282.969 24304.51  24317.639 24397.693\n",
      " 24408.514 24411.279 24413.148]\n",
      "Broadening mask by 30000.000 m/s\n",
      "w [5885.4555 5885.4565 5885.4761 5885.5938 5885.6133 5887.5166 5887.5366\n",
      " 5887.6738 5887.6934 5888.7734] [24409.082 24411.279 24411.359 24412.172 24412.256 24413.148 24413.232\n",
      " 24413.557 24413.637 24413.638]\n",
      "f [0. 0. 1. 1. 0. 0. 1. 1. 0. 0.] [1. 1. 0. 0. 1. 1. 0. 0. 1. 0.]\n",
      "w1 [5884.88714495 5886.94743875 5888.20371303 5888.65436793 5890.61747146\n",
      " 5891.06962621 5892.58167488 5893.38729426 5897.49478318 5897.84774786] [24104.25966393 24109.72411705 24129.50113778 24280.21605435\n",
      " 24283.04877085 24305.80549338 24316.09746336 24397.36533014\n",
      " 24406.63940199 24409.81308437]\n",
      "w2 [5886.18276683 5888.26297498 5889.5195007  5889.93114189 5891.91474037\n",
      " 5892.36648557 5893.95794481 5894.66501556 5898.71422072 5899.08735805] [24111.89661746 24131.91662065 24283.05274321 24285.39897797\n",
      " 24306.94213357 24320.07244738 24400.13445832 24410.95654117\n",
      " 24413.72181786 24415.59100489]\n",
      "Join overlap between lines\n",
      "w [5885.4555 5885.4565 5885.4761 5885.5938 5885.6133 5887.5166 5887.5366\n",
      " 5887.6738 5887.6934 5888.7734] [24409.082 24411.279 24411.359 24412.172 24412.256 24413.148 24413.232\n",
      " 24413.557 24413.637 24413.638]\n",
      "f [0. 0. 1. 1. 0. 0. 1. 1. 0. 0.] [1. 1. 0. 0. 1. 1. 0. 0. 1. 0.]\n",
      "w1 [5884.887144946968, 5886.947438754323, 5890.617471460227, 5892.5816748842335, 5897.494783184072, 5899.126419891105, 5902.411291143676, 5909.990532618923, 5911.763855146146, 5914.01063029059] [22740.753122632865, 22800.10918232332, 22847.049484573385, 23113.926775696007, 23147.31043468467, 23154.64370077695, 23273.807774926565, 23597.36839322469, 23623.576770310137, 23658.566268587627]\n",
      "w2 [5886.182766831181, 5889.93114189065, 5892.366485569228, 5894.665015558337, 5899.087358054458, 5902.352784790496, 5903.788928489907, 5911.272177257911, 5913.025752719296, 5915.273477624887] [22797.83213320316, 22846.21397425223, 23105.532921502712, 23125.026872052113, 23152.560627058043, 23273.500728229716, 23593.676764792825, 23622.55665449194, 23658.176218557583, 24415.591004887072]\n",
      "update after overlap\n",
      "w [5884.88614495 5884.88714495 5886.18276683 5886.18376683 5886.94643875\n",
      " 5886.94743875 5889.93114189 5889.93214189 5890.61647146 5890.61747146] [23622.55665449 23622.55765449 23623.57577031 23623.57677031\n",
      " 23658.17621856 23658.17721856 23658.56526859 23658.56626859\n",
      " 24415.59100489 24415.59200489]\n",
      "f [0. 1. 1. 0. 0. 1. 1. 0. 0. 1.] [1. 0. 0. 1. 1. 0. 0. 1. 1. 0.]\n",
      "w1 [5884.887144946968, 5886.947438754323, 5890.617471460227, 5892.5816748842335, 5897.494783184072, 5899.126419891105, 5902.411291143676, 5909.990532618923, 5911.763855146146, 5914.01063029059] [22740.753122632865, 22800.10918232332, 22847.049484573385, 23113.926775696007, 23147.31043468467, 23154.64370077695, 23273.807774926565, 23597.36839322469, 23623.576770310137, 23658.566268587627]\n",
      "w2 [5886.182766831181, 5889.93114189065, 5892.366485569228, 5894.665015558337, 5899.087358054458, 5902.352784790496, 5903.788928489907, 5911.272177257911, 5913.025752719296, 5915.273477624887] [22797.83213320316, 22846.21397425223, 23105.532921502712, 23125.026872052113, 23152.560627058043, 23273.500728229716, 23593.676764792825, 23622.55665449194, 23658.176218557583, 24415.591004887072]\n"
     ]
    }
   ],
   "source": [
    "# Broadened mask lines by 30 km/s\n",
    "tellmask = telluricutils.Mask(filin=filtell, broaden_dv=30*1.e3, dirout=dirout, diroutplot=dirout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(None, None)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Plot telluric mask\n",
    "fig, ax = plt.subplots(1, 1, figsize=(16, 4), constrained_layout=True)\n",
    "tellmask.plot_mask(ax=ax, zorder=-1, leglabel='Broadened telluric mask')\n",
    "tellmask0.plot_mask(ax=ax, fscale=0.5, zorder=-1, color='dodgerblue', leglabel='Original (non-broadened) telluric mask')\n",
    "ax.legend(fontsize='small')\n",
    "plt.show(), plt.close()\n",
    "\n",
    "# Zoom in to see line differences\n",
    "fig, ax = plt.subplots(1, 1, figsize=(16, 4), constrained_layout=True)\n",
    "tellmask.plot_mask(ax=ax, zorder=-1, leglabel='Broadened telluric mask')\n",
    "tellmask0.plot_mask(ax=ax, fscale=0.5, zorder=-1, color='dodgerblue', leglabel='Original (non-broadened) telluric mask')\n",
    "ax.legend(fontsize='small')\n",
    "ax.set(xlim=(6275, 6330))\n",
    "# ax.set(xlim=(6275, 6285))\n",
    "plt.show(), plt.close()\n",
    "\n",
    "# Zoom in to see line differences\n",
    "fig, ax = plt.subplots(1, 1, figsize=(16, 4), constrained_layout=True)\n",
    "tellmask.plot_mask(ax=ax, zorder=-1, leglabel='Broadened telluric mask')\n",
    "tellmask0.plot_mask(ax=ax, fscale=0.5, zorder=-1, color='dodgerblue', leglabel='Original (non-broadened) telluric mask')\n",
    "ax.legend(fontsize='small')\n",
    "# ax.set(xlim=(6275, 6330))\n",
    "# ax.set(xlim=(6275, 6285))\n",
    "ax.set(xlim=(23500, 24015))\n",
    "plt.show(), plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Broadening the lines of a mask by a certain velocity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## `tellmask` script\n",
    "\n",
    "### Quick start\n",
    "\n",
    "You can see the arguments that the script takes by running `tellmask -h`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "usage: tellmask [-h] [--tpltype {esoskycalc}]\n",
      "                [--fk {ftransmission,trans_o3,trans_ma,trans_rs,trans_ms}]\n",
      "                [--wmin WMIN] [--wmax WMAX] [--lisfcut LISFCUT [LISFCUT ...]]\n",
      "                [--dw DW] [--npixmin NPIXMIN] [--depthmin DEPTHMIN]\n",
      "                [--dirout DIROUT] [--diroutplot DIROUTPLOT]\n",
      "                [--filoutmask FILOUTMASK] [--cmap CMAP] [--pltsv] [--pltsh]\n",
      "                [--pltext PLTEXT [PLTEXT ...]] [--verbose] [--pause]\n",
      "                filtpl\n",
      "\n",
      "`tellmask_from_esoskycalc.py` Build a telluric mask from a spectrum obtained\n",
      "with the ESO Sky Model Calculator (https://www.eso.org/observing/etc/skycalc\n",
      "Noll et al. 2012).\n",
      "\n",
      "positional arguments:\n",
      "  filtpl                Input spectrum file.\n",
      "\n",
      "options:\n",
      "  -h, --help            show this help message and exit\n",
      "  --tpltype {esoskycalc}\n",
      "                        Input model type.\n",
      "  --fk {ftransmission,trans_o3,trans_ma,trans_rs,trans_ms}\n",
      "                        Flux key to be used.\n",
      "  --wmin WMIN           Minimum wavelength of the mask [A]. If None, use\n",
      "                        minimum wavelength of the template provided.\n",
      "  --wmax WMAX           Maximum wavelength of the mask [A]. If None, use\n",
      "                        maximum wavelength of the template provided.\n",
      "  --lisfcut LISFCUT [LISFCUT ...]\n",
      "                        Flux threshold(s) to select telluric lines (0 to 1).\n",
      "                        I.e. fgood >= fcut, or fbad < fcut.\n",
      "  --dw DW               Line \"limit\" to make a 0110 mask [A].\n",
      "  --npixmin NPIXMIN\n",
      "  --depthmin DEPTHMIN\n",
      "  --dirout DIROUT       General output directory. Absolute path.\n",
      "  --diroutplot DIROUTPLOT\n",
      "                        Directory inside DIROUT where to store general plots\n",
      "                        (DIROUT/DIROUTPLOTS/)\n",
      "  --filoutmask FILOUTMASK\n",
      "                        Name of the mask file. If None (default), name of the\n",
      "                        input spectrum template changing extension to `.mas`.\n",
      "  --cmap CMAP           Colormap to be used for the masks plot.\n",
      "  --pltsv               Make and save plots.\n",
      "  --pltsh               Show plots.\n",
      "  --pltext PLTEXT [PLTEXT ...]\n",
      "                        Extensions of the plots to be saved (e.g. `--pltext\n",
      "                        pdf png`)\n",
      "  --verbose\n",
      "  --pause               Pause inside python after running.\n"
     ]
    }
   ],
   "source": [
    "!tellmask -h"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are going to run the script with some example model provided here.\n",
    "\n",
    "These are the example models provided:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/marina/work/code/popurri/docs/guides/../../popurri/data/esoskycalc/\n",
      "lasilla_w300-1000_R100000_FWHM3.20bin_vac.fits\n",
      "lasilla_w300-1000_R100000_FWHM3.20bin_vac_inputconfig.txt\n",
      "paranal_w300-1000_R138000_FWHM4.50bin_vac.fits\n",
      "paranal_w300-1000_R138000_FWHM4.50bin_vac_inputconfig.txt\n",
      "paranal_w900-5400_R100000_FWHM5.0bin_vac.fits\n",
      "paranal_w900-5400_R100000_FWHM5.0bin_vac_inputconfig.txt\n"
     ]
    }
   ],
   "source": [
    "dirhere = os.path.abspath('')\n",
    "dirdata = os.path.join(dirhere, '../../popurri/data/esoskycalc/')  # Directory with the example data\n",
    "!echo {dirdata}\n",
    "!ls {dirdata}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are going to generate several masks (including tellurics of different depths) using the model `lasilla_w300-1000_R100000_FWHM3.20bin_vac.fits`.\n",
    "\n",
    "The next cell runs the script. You can change the `dirout` argument to a known location to see the outputs easily."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "##################################################\n",
      "\n",
      "Create telluric mask from a telluric model\n",
      "\n",
      "##################################################\n",
      "\n",
      "\n",
      "Input spectrum model: /Users/marina/work/code/popurri/docs/guides/../../popurri/data/esoskycalc//lasilla_w300-1000_R100000_FWHM3.20bin_vac.fits (esoskycalc, using trans_ma flux key)\n",
      "Include tellurics below: [0.9, 0.95, 0.99, 0.995, 0.999, 0.9995, 0.9999]\n",
      "Mask w limits: 3600.0 to 7100.0 A\n",
      "Masks saved in: /Users/marina/work/code/popurri/docs/guides/telluric/\n",
      "Plots saved in: /Users/marina/work/code/popurri/docs/guides/telluric/\n",
      "Reading input spectrum /Users/marina/work/code/popurri/docs/guides/../../popurri/data/esoskycalc//lasilla_w300-1000_R100000_FWHM3.20bin_vac.fits\n",
      "Cutting w from 3600.0 to 7100.0 A\n",
      "Plotting spectrum\n",
      "Finding lines\n",
      "Plot: Removing lines with less than 3 pixels\n",
      "Plot: Removing lines with more than 0.99995 depth\n",
      "Plotting initial lines\n",
      "Making mask including lines with more than {args.lisfcut} depth\n",
      "Telluric mask saved: /Users/marina/work/code/popurri/docs/guides/telluric/mask_lasilla_w300-1000_R100000_FWHM3.20bin_vac_fcut0.999900_npixmin3.mas\n",
      "Telluric mask saved: /Users/marina/work/code/popurri/docs/guides/telluric/mask_lasilla_w300-1000_R100000_FWHM3.20bin_vac_fcut0.999500_npixmin3.mas\n",
      "Telluric mask saved: /Users/marina/work/code/popurri/docs/guides/telluric/mask_lasilla_w300-1000_R100000_FWHM3.20bin_vac_fcut0.999000_npixmin3.mas\n",
      "Telluric mask saved: /Users/marina/work/code/popurri/docs/guides/telluric/mask_lasilla_w300-1000_R100000_FWHM3.20bin_vac_fcut0.995000_npixmin3.mas\n",
      "Telluric mask saved: /Users/marina/work/code/popurri/docs/guides/telluric/mask_lasilla_w300-1000_R100000_FWHM3.20bin_vac_fcut0.990000_npixmin3.mas\n",
      "Telluric mask saved: /Users/marina/work/code/popurri/docs/guides/telluric/mask_lasilla_w300-1000_R100000_FWHM3.20bin_vac_fcut0.950000_npixmin3.mas\n",
      "Telluric mask saved: /Users/marina/work/code/popurri/docs/guides/telluric/mask_lasilla_w300-1000_R100000_FWHM3.20bin_vac_fcut0.900000_npixmin3.mas\n",
      "Plotting masks\n"
     ]
    }
   ],
   "source": [
    "filmod = 'lasilla_w300-1000_R100000_FWHM3.20bin_vac.fits'\n",
    "dirout = os.path.join(dirhere, 'telluric/')\n",
    "!tellmask {dirdata}/{filmod} --wmin 3600 --wmax 7100 --fk trans_ma --dirout {dirout} --diroutplot {dirout} --pltext png --pltsv --verbose"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These are the outputs from the script:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lasilla_w300-1000_R100000_FWHM3.20bin_vac_mask_fcut0.900000.png\n",
      "lasilla_w300-1000_R100000_FWHM3.20bin_vac_mask_fcut0.950000.png\n",
      "lasilla_w300-1000_R100000_FWHM3.20bin_vac_mask_fcut0.990000.png\n",
      "lasilla_w300-1000_R100000_FWHM3.20bin_vac_mask_fcut0.995000.png\n",
      "lasilla_w300-1000_R100000_FWHM3.20bin_vac_mask_fcut0.999000.png\n",
      "lasilla_w300-1000_R100000_FWHM3.20bin_vac_mask_fcut0.999500.png\n",
      "lasilla_w300-1000_R100000_FWHM3.20bin_vac_mask_fcut0.999900.png\n",
      "lasilla_w300-1000_R100000_FWHM3.20bin_vac_masks.png\n",
      "lasilla_w300-1000_R100000_FWHM3.20bin_vac_masks_panels.png\n",
      "lasilla_w300-1000_R100000_FWHM3.20bin_vac_masks_zoomy1.png\n",
      "mask_lasilla_w300-1000_R100000_FWHM3.20bin_vac_fcut0.900000_npixmin3.mas\n",
      "mask_lasilla_w300-1000_R100000_FWHM3.20bin_vac_fcut0.950000_npixmin3.mas\n",
      "mask_lasilla_w300-1000_R100000_FWHM3.20bin_vac_fcut0.990000_npixmin3.mas\n",
      "mask_lasilla_w300-1000_R100000_FWHM3.20bin_vac_fcut0.995000_npixmin3.mas\n",
      "mask_lasilla_w300-1000_R100000_FWHM3.20bin_vac_fcut0.999000_npixmin3.mas\n",
      "mask_lasilla_w300-1000_R100000_FWHM3.20bin_vac_fcut0.999500_npixmin3.mas\n",
      "mask_lasilla_w300-1000_R100000_FWHM3.20bin_vac_fcut0.999900_npixmin3.mas\n",
      "spec_lasilla_w300-1000_R100000_FWHM3.20bin_vac.png\n",
      "spec_lines_lasilla_w300-1000_R100000_FWHM3.20bin_vac_npixmin3_depthmin0.999950.png\n",
      "spec_trans_comp_lasilla_w300-1000_R100000_FWHM3.20bin_vac.png\n"
     ]
    }
   ],
   "source": [
    "!ls {dirout}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The masks generated can be easily used with the methods in `telluricutils`.\n",
    "\n",
    "Let's visualise the plot with the model specturm and all the masks generated:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "\n",
    "filmodname = os.path.splitext(os.path.basename(filmod))[0]\n",
    "\n",
    "fig = Image(filename=(os.path.join(dirout, f'{filmodname}_masks_panels.png')))\n",
    "fig\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here are the same masks all in the same panel:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "\n",
    "filmodname = os.path.splitext(os.path.basename(filmod))[0]\n",
    "\n",
    "fig = Image(filename=(os.path.join(dirout, f'{filmodname}_masks.png')))\n",
    "fig\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And this is a zoomed-in version to the top 1% of the model, again with all the masks together:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figz = Image(filename=(os.path.join(dirout, f'{filmodname}_masks_zoomy1.png')))\n",
    "figz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### In detail\n",
    "\n",
    "Here we follow what the script does step by step."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "popurri",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}