{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Spectral library"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initiating species v0.1.0... [DONE]\n",
      "Creating species_config.ini... [DONE]\n",
      "Database: /Users/tomasstolker/applications/species/docs/tutorials/species_database.hdf5\n",
      "Data folder: /Users/tomasstolker/applications/species/docs/tutorials/data\n",
      "Working folder: /Users/tomasstolker/applications/species/docs/tutorials\n",
      "Creating species_database.hdf5... [DONE]\n",
      "Creating data folder... [DONE]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<species.core.setup.SpeciesInit at 0x103bf8f28>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import species\n",
    "species.SpeciesInit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "database = species.Database()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading IRTF Spectral Library - L dwarfs (850 kB)... [DONE]\n",
      "Downloading IRTF Spectral Library - T dwarfs (100 kB)... [DONE]\n",
      "Unpacking IRTF Spectral Library... [DONE]\n",
      "Adding IRTF Spectral Library... 2MASS J05591915-1404489                         "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/tomasstolker/.pyenv/versions/3.6.0/envs/general3.6/lib/python3.6/site-packages/astroquery/simbad/core.py:138: UserWarning: Warning: The script line number 3 raised an error (recorded in the `errors` attribute of the result table): Identifier not found in the database : 2MASS J05591915-1404489\n",
      "  (error.line, error.msg))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "Adding IRTF Spectral Library... SDSS J125453.90-012247.4                        \r",
      "Adding IRTF Spectral Library... [DONE]                                          \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/tomasstolker/applications/species/species/data/queries.py:209: UserWarning: No parallax was found for 2MASS J05591915-1404489 so storing a NaN value.\n",
      "  warnings.warn(f'No parallax was found for {target} so storing a NaN value.')\n"
     ]
    }
   ],
   "source": [
    "database.add_spectrum(spec_library='irtf',\n",
    "                      sptypes=['L', 'T'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "read_spectrum = species.ReadSpectrum(spec_library='irtf',\n",
    "                                     filter_name=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "specbox = read_spectrum.get_spectrum(sptypes=['L0', 'L1'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Adding filter: MKO/NSFCam.H... [DONE]\n"
     ]
    }
   ],
   "source": [
    "read_spectrum = species.ReadSpectrum(spec_library='irtf',\n",
    "                                     filter_name='MKO/NSFCam.H')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "photbox = read_spectrum.get_flux(sptypes=['L0', 'L1'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening SpectrumBox...\n",
      "\n",
      "spectrum = None\n",
      "wavelength = [array([0.8125008, 0.8125008, 0.8127338, ..., 4.126095 , 4.1269007,\n",
      "       4.127706 ], dtype=float32)\n",
      " array([0.93558633, 0.93558633, 0.93585825, ..., 2.416591  , 2.4171278 ,\n",
      "       2.417665  ], dtype=float32)\n",
      " array([0.8106775 , 0.8106775 , 0.81091094, ..., 4.113586  , 4.1143913 ,\n",
      "       4.1151967 ], dtype=float32)]\n",
      "flux = [array([1.8895840e-14, 1.8895840e-14, 2.1758479e-14, ..., 3.7088523e-15,\n",
      "       4.1113438e-15, 4.4284915e-15], dtype=float32)\n",
      " array([-1.0867816e-15, -1.0867816e-15,  2.5373139e-15, ...,\n",
      "        2.0060095e-15,  2.1450817e-15,  2.2615936e-15], dtype=float32)\n",
      " array([3.8497135e-15, 3.8497135e-15, 2.5441878e-15, ..., 1.3200795e-15,\n",
      "       1.2305833e-15, 1.0569799e-15], dtype=float32)]\n",
      "error = None\n",
      "name = [b'2MASS J07464256+2000321' b'2MASS J02081833+2542533'\n",
      " b'2MASS J14392836+1929149']\n",
      "simbad = [b'LSPM J0746+2000' b'2MASSW J0208183+254253' b'2MASS J14392836+1929149']\n",
      "sptype = [b'L0' b'L1' b'L1']\n",
      "distance = [11.60092807 23.65777607 14.36781609]\n",
      "spec_library = irtf\n"
     ]
    }
   ],
   "source": [
    "specbox.open_box()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Adding filter: MKO/NSFCam.J... [DONE]\n",
      "Adding filter: MKO/NSFCam.Ks... [DONE]\n",
      "Plotting spectrum: spectrum.png... [DONE]\n"
     ]
    }
   ],
   "source": [
    "species.plot_spectrum(boxes=[specbox, photbox],\n",
    "                      filters=['MKO/NSFCam.J', 'MKO/NSFCam.H', 'MKO/NSFCam.Ks'],\n",
    "                      xlim=(0.9, 2.5),\n",
    "                      ylim=(0., 8.5e-14),\n",
    "                      offset=(-0.08, -0.05),\n",
    "                      legend=(0.6, 0.75),\n",
    "                      output='spectrum.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image('spectrum.png')"
   ]
  }
 ],
 "metadata": {
  "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": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
