{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1546ea83-a266-4f13-8eb8-d5cc6f72ee56",
   "metadata": {},
   "source": [
    "# Batch Catalog Extractions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6ebc1f0-ff62-4a44-be62-7860e5a55155",
   "metadata": {},
   "source": [
    "This notebook demonstrates how to query the survey for datacubes based on a list of coordinates. As an example we use a list of SDSS AGN coordinates that overlap HETDEX coverage."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "49765cb5-4f3e-41a2-b7b1-157a8b1bfae0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os.path as op\n",
    "import numpy as np\n",
    "from astropy.table import Column, Table, hstack, unique\n",
    "\n",
    "from astropy.coordinates import SkyCoord\n",
    "import astropy.units as u\n",
    "from astropy.io import fits\n",
    "from photutils.aperture import CircularAperture\n",
    "from astropy.wcs import WCS\n",
    "from astropy.wcs.utils import proj_plane_pixel_scales\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import LogNorm\n",
    "\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "12f8ce30-0650-44ff-800c-2ebd942effde",
   "metadata": {},
   "outputs": [],
   "source": [
    "pdr_dir = '/home/jovyan/Hobby-Eberly-Public/HETDEX/pdr/pdr1/'\n",
    "ifu_data = Table.read(op.join( pdr_dir, 'ifu-index.fits'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "054cc55e-af0d-4c77-ae65-a4af4d1c6685",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create SkyCoord Object array for IFU centers\n",
    "ifu_coords = SkyCoord( ra=ifu_data['ra_cen']*u.deg, dec=ifu_data['dec_cen']*u.deg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "85ab3f3b-100e-49f8-b953-934acf211292",
   "metadata": {},
   "outputs": [],
   "source": [
    "catalog = unique( Table.read('dr16q_hdr5.fits'), keys='sdss_name')\n",
    "\n",
    "catalog.remove_column('shotid') # this example might be done witih different catalog later\n",
    "catalog_coords = SkyCoord(ra = catalog['ra'], dec= catalog['dec'], unit='deg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "402f323a-390f-406b-8e27-a990c7b71cc1",
   "metadata": {},
   "outputs": [],
   "source": [
    "idx_ifu, idx_catalog, d2d, d3d = catalog_coords.search_around_sky(ifu_coords, 36*u.arcsec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "02f3d99f-024d-4ac8-90e2-c1dd58b82299",
   "metadata": {},
   "outputs": [],
   "source": [
    "# create master table that matches IFU observation coverage with catalog objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e8d0492e-4578-4837-ae0d-6035076099dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "table = hstack( [catalog_coords[idx_catalog], catalog[idx_catalog], ifu_data[idx_ifu]] )\n",
    "table.rename_column('col0', 'coords')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8410e7ed-fb1d-478e-890c-20ca15bc2457",
   "metadata": {},
   "source": [
    "### Use function defined in dexcube/get_spec.py to automate extractions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f4f7f9fd-37aa-43e1-bf96-f15a4539b7ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "from dexcube.get_spec import get_spectra"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ff911be-e886-480c-abce-ec415109d318",
   "metadata": {},
   "source": [
    "### Extract Spectra in a Loop. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9064bc76-1ccd-4661-a7f6-eef2a7b1ac16",
   "metadata": {},
   "source": [
    "We'll extract spectra for some example AGN coordinates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1f04d3d0-3a3a-4f71-93bc-a75ff6dabcf2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.1255147457122803\n"
     ]
    }
   ],
   "source": [
    "t0 = time.time()\n",
    "plt.figure(figsize=(5,4))\n",
    "for row in table[0:9]:\n",
    "    res = get_spectra( row['coords'], row['shotid'], row['ifuslot'], data_dir=pdr_dir)\n",
    "    if res is not None:\n",
    "        plt.plot( res[0], label=row['sdss_name'] )\n",
    "plt.xlabel(\"Wavelength (Å)\")\n",
    "plt.ylabel(\"Flux [10$^{-17}$ erg s$^{-1}$ cm$^{-2}$]\")\n",
    "plt.show()\n",
    "t1=time.time()\n",
    "print(t1-t0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e79a383-302e-473d-882c-d92f07177417",
   "metadata": {},
   "source": [
    "## Run on full catalog using multiprocessing Pool function "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16352a92-9a9e-4f32-aa03-77ab5758cf97",
   "metadata": {},
   "source": [
    "It is recommended to run in parallel if your catalog is very large."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "be496116-08b7-4e07-a368-51b697173241",
   "metadata": {},
   "outputs": [],
   "source": [
    "from multiprocessing import Pool\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f8c3b0a4-d42e-40ce-b6d7-cf3f77a0ae94",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define a wrapper function for get_spectra to process in Pool\n",
    "def process_row(row):\n",
    "    return get_spectra(row['coords'], row['shotid'], row['ifuslot'], data_dir=pdr_dir)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "93f05025-b5b9-4079-9d0d-2c8c869f8101",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bulk spectral extractions done in 5.05 min.\n"
     ]
    }
   ],
   "source": [
    "t0 = time.time()\n",
    "with Pool(processes=20) as pool:\n",
    "    results = pool.map( process_row, table)\n",
    "t1 = time.time()\n",
    "print( 'Bulk spectral extractions done in {:3.2f} min.'.format( (t1-t0)/60))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9c4d32ad-edca-4a5e-b769-2d4cf9442014",
   "metadata": {},
   "outputs": [],
   "source": [
    "num_rows = len(table)\n",
    "nan_array = np.full(1036, np.nan, dtype=np.float32)\n",
    "\n",
    "# Create columns with shape (num_rows, 1036)\n",
    "spectrum_col = Column(data=np.tile(nan_array, (num_rows, 1)), name='spectrum')\n",
    "error_col = Column(data=np.tile(nan_array, (num_rows, 1)), name='error')\n",
    "apcor_col = Column(data=np.tile(nan_array, (num_rows, 1)), name='apcor')\n",
    "\n",
    "# Add columns to the table\n",
    "table.add_column(spectrum_col)\n",
    "table.add_column(error_col)\n",
    "table.add_column(apcor_col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "71407bc9-6081-4be0-a3de-c9d89bdc43b7",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i, row in enumerate(table):\n",
    "    if results[i] is not None:\n",
    "        spectrum, error, apcor = results[i]\n",
    "        table['spectrum'][i] = spectrum\n",
    "        table['error'][i] = error\n",
    "        table['apcor'][i] = apcor\n",
    "    # If result is None, the initialized NaN values remain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c4d63ef1-d6f0-41fb-a995-3319559bf605",
   "metadata": {},
   "outputs": [],
   "source": [
    "# remove coords column as it doesn't jive with astropy table\n",
    "table.remove_column('coords')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "27dd3849-bf2f-4c97-8a1a-c3cd94ed57f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fd2ffbf65d0>]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sanity check\n",
    "i=105\n",
    "row = table[i]\n",
    "res = get_spectra( SkyCoord(ra=row['ra']*u.deg, dec=row['dec']*u.deg), row['shotid'], row['ifuslot'], data_dir=pdr_dir)\n",
    "plt.plot( res[0], label=row['sdss_name'] )\n",
    "plt.plot( table['spectrum'][i], linestyle='dashed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0c342596-57c0-4c2d-beae-6f80af87b5cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "table.write('sdss_agn_spectra_3.5arcsec.fits', overwrite=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84031fc8-2d63-4f48-b20d-38b21aa5f95c",
   "metadata": {},
   "source": [
    "# Some get_spectra masking examples"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65d8baea-0ed8-42f9-8ee4-8d90ba08e9aa",
   "metadata": {},
   "source": [
    "As described in the masking notebook (#04), a number of masking types are applied to the survey. \n",
    "\n",
    "Default (recommended): keep only perfectly clean voxels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "89ecb2d5-c27f-4e8a-b02c-c230bf8773f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "i=1000\n",
    "\n",
    "coord = SkyCoord(ra=table['ra'][i], dec=table['dec'][i], unit='deg')\n",
    "shotid = table['shotid'][i]\n",
    "ifuslot = table['ifuslot'][i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "47455a91-e851-4682-aa1d-36103ddda66f",
   "metadata": {},
   "outputs": [],
   "source": [
    "spec, err, ap = get_spectra(coord, shotid, ifuslot, data_dir=pdr_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ec2a578-07be-45d4-a7c0-f3abdfb35cab",
   "metadata": {},
   "source": [
    "Keep voxels that are flagged with satellites, SAT, but mask all others:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c65d99d6-4341-447e-b39d-a9356010b7b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "spec, err, ap = get_spectra(\n",
    "    coord, shotid, ifuslot, pdr_dir,\n",
    "    include_only_bits=\"SAT\"\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32ce1cd6-6805-4e52-9f36-e66589bd6924",
   "metadata": {},
   "source": [
    "Exclude all nonzero bits except allow BADCAL:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8b60da23-158a-4f46-bf8d-0995342a31ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "spec, err, ap = get_spectra(\n",
    "    coord, shotid, ifuslot, data_dir=pdr_dir,\n",
    "    exclude_bits=\"ALL_NONZERO\",\n",
    "    keep_bits=\"BADCAL\"\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2a6ef5d4-e90b-4b97-ac13-62db964c9ee5",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.12.7"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
