{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "1G8GtlfYmB3V"
   },
   "source": [
    "# Galactic Genesis Tutorial Notebook\n",
    "\n",
    "## Learning Goals\n",
    "By the end of this tutorial, you will:\n",
    "\n",
    "- Understand how to read in SDSS ASPCAP stellar parameters \n",
    "- Learn how to apply targeting and quality flags\n",
    "- Gain some intuition for the selection function and data quality\n",
    "\n",
    "## Introduction \n",
    "\n",
    "Best practices for working with SDSS-V DR 19 Galactic Genesis data. This notebook shows you how to select Galactic Genesis data and provides a set of recommended quality flags. Below we make some plots to show how these selection impact your dataset.\n",
    "\n",
    "Written by the Galactic Genesis Co-Chairs: Madeline Lucey, Alex Ji, Jon Bird, James Johnson, Sarah Loebman, Melissa Ness\n",
    "\n",
    "## Imports\n",
    "This tutorial requires three commonly used python packages\n",
    "\n",
    "- numpy for efficienct math with arrays\n",
    "- matplotlib for plotting\n",
    "- astropy for reading fits table\n",
    "\n",
    "We also use some SDSS specific packages:\n",
    "- semaphore for targeting flags\n",
    "- sdss_access for file paths\n",
    "Missing packages can be installed via `pip install numpy matplotlib astropy sdss-semaphore sdss-access`\n",
    "\n",
    "You may not need to use SDSS_Access and can instead change the path to wherever your ASPCAP file is saved.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "Zwz9FzsIB-PV"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from astropy.table import Table\n",
    "import matplotlib.pyplot as plt\n",
    "from astropy.coordinates import SkyCoord\n",
    "import astropy.coordinates as acoo\n",
    "import astropy.units as u\n",
    "from matplotlib.colors import LogNorm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "0H4arRGCmRTX"
   },
   "source": [
    "SDSS specific packages import:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "vo_wWZuqnD_y"
   },
   "outputs": [],
   "source": [
    "from sdss_semaphore.targeting import TargetingFlags\n",
    "import sdss_access"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "iYyPxxw9nYpZ"
   },
   "source": [
    "Reading in the ASPCAP APOGEE abundances. Selecting hdu=2 gives results for APOGEE data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "3X-kkDKcpUNx"
   },
   "outputs": [],
   "source": [
    "sdss_path = sdss_access.path.Path(release='dr19', verbose=True)\n",
    "allstar_file = sdss_path.full('astraAllStarASPCAP', v_astra='0.6.0')\n",
    "access = sdss_access.Access(release='dr19', verbose=True)\n",
    "\n",
    "if not sdss_path.exists('',full=allstar_file):\n",
    "    # if the file does not exist locally, this code will download the data.\n",
    "    access.remote()\n",
    "    access.add('astraAllStarASPCAP', v_astra='0.6.0')\n",
    "    access.set_stream()\n",
    "    access.commit()\n",
    "print(allstar_file )\n",
    "\n",
    "t = Table.read(allstar_file,hdu=2 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "tsAXi6Ks-Mh_"
   },
   "outputs": [],
   "source": [
    "t['J-K'] = t['j_mag']-t['k_mag']\n",
    "t['abs_H'] = t['k_mag']-5*np.log10(t['r_med_photogeo']/10.)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "F2N6yE9-nuO8"
   },
   "source": [
    "Use the Semaphoe TargetingFlags function with the sdss5_target_flags column to easily work with the target flags"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "Ucuvv78usHk5"
   },
   "outputs": [],
   "source": [
    "flags = TargetingFlags(t['sdss5_target_flags'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "eDp1CF4ioS5l"
   },
   "source": [
    "It is easy to select Galactic Genesis data with the mwm_gg program name. These stars will all have been targeted using the method described in the Galactic Genesis paper (Bird et al in prep). However, the SDSS-V catalogs include data from SDSS-IV. In order to select data which used the Galactic Gensis targeing method, you need to select only data from SDSSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "x6VObLc48g-R"
   },
   "outputs": [],
   "source": [
    "inds = (flags.in_program(\"mwm_gg\") ) & (t['release'] =='sdss5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "GR9836FC9Hd1",
    "outputId": "b041e38d-c4af-4cc4-8b7b-6d2b4a018d23"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Stars in GG Catalog:438510\n",
      "Number of Stars in SDSS-V ASPCAP Catalog:1505140\n"
     ]
    }
   ],
   "source": [
    "gg_catalog = t[inds]\n",
    "print('Number of Stars in GG Catalog:'+str( len(gg_catalog)))\n",
    "print('Number of Stars in SDSS-V ASPCAP Catalog:'+str( len(t)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 472
    },
    "id": "utiisUfD9Q-_",
    "outputId": "95afb671-59c9-42c2-c293-d8c83ccab497",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xcol, ycol = \"l\", \"b\"\n",
    "xbins = np.arange(0, 360, 2)\n",
    "ybins = np.arange(-90, 90, 1)\n",
    "bins = [xbins, ybins]\n",
    "iiplot = np.isfinite(t[xcol]) & np.isfinite(t[ycol])\n",
    "\n",
    "plt.figure()\n",
    "plt.hist2d(t[xcol][iiplot], t[ycol][iiplot],\n",
    "           bins=bins,\n",
    "           norm=LogNorm(), cmap=\"viridis\")\n",
    "plt.xlabel(xcol); plt.ylabel(ycol)\n",
    "plt.title('Galactic Distribution of all SDSS-V DR19 ASPCAP data')\n",
    "#plt.title(f\"{iiplot.sum()} stars\")\n",
    "plt.grid()#"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can see the impact of the selection function of different cartons in SDSS-V. One notable feature is the Magellanic Genesis carton at b\\~-30 deg and l\\~275 deg. When we instead look at the sky distribution of just Galactic Gensis data (below), we see this carton disappear."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 472
    },
    "id": "dRf6tcMa-cFa",
    "outputId": "863de545-9b2e-4472-e351-d05e3d132d22"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xcol, ycol = \"l\", \"b\"\n",
    "xbins = np.arange(0, 360, 2)\n",
    "ybins = np.arange(-90, 90, 1)\n",
    "bins = [xbins, ybins]\n",
    "iiplot = np.isfinite(gg_catalog[xcol]) & np.isfinite(gg_catalog[ycol])\n",
    "\n",
    "plt.figure()\n",
    "plt.hist2d(gg_catalog[xcol][iiplot], gg_catalog[ycol][iiplot],\n",
    "           bins=bins,\n",
    "           norm=LogNorm(), cmap=\"viridis\")\n",
    "plt.xlabel(xcol); plt.ylabel(ycol)\n",
    "plt.title('Galactic Distribution of Galactic Genesis data')\n",
    "#plt.title(f\"{iiplot.sum()} stars\")\n",
    "plt.grid()#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 472
    },
    "id": "YjrFgnAf4QQS",
    "outputId": "58247d41-c483-4766-c504-02f686c1a134"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xcol, ycol = \"ra\", \"dec\"\n",
    "xbins = np.arange(0, 360, 2)\n",
    "ybins = np.arange(-90, 90, 1)\n",
    "bins = [xbins, ybins]\n",
    "iiplot = np.isfinite(gg_catalog[xcol]) & np.isfinite(gg_catalog[ycol])\n",
    "\n",
    "plt.figure()\n",
    "plt.hist2d(gg_catalog[xcol][iiplot], gg_catalog[ycol][iiplot],\n",
    "           bins=bins,\n",
    "           norm=LogNorm(), cmap=\"viridis\")\n",
    "plt.xlabel(xcol); plt.ylabel(ycol)\n",
    "plt.title(f\"Galactic Genesis {iiplot.sum()} stars\")\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we look at CMD. When we isolate to Galactic Genesis data we can see the photometric targeting selection, which aimed to select only giant stars.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 472
    },
    "id": "PoMItg7M-Rnj",
    "outputId": "e0ed7dd2-0821-4e08-daa9-42bc472d5851"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "xcol, ycol = \"J-K\", \"abs_H\"\n",
    "xbins = np.arange(-0.5, 3, 0.01)\n",
    "ybins = np.arange(-10, 15, 0.1)\n",
    "bins = [xbins, ybins]\n",
    "iiplot = np.isfinite(t[xcol]) & np.isfinite(t[ycol])\n",
    "\n",
    "plt.figure()\n",
    "plt.hist2d(t[xcol][iiplot], t[ycol][iiplot],\n",
    "           bins=bins,\n",
    "           norm=LogNorm(), cmap=\"viridis\")\n",
    "plt.xlabel(xcol); plt.ylabel(ycol)\n",
    "plt.title(\"All SDSS-V DR19 ASPCAP data\")\n",
    "#plt.xlim(2,-1)\n",
    "plt.ylim(15,-10)\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 472
    },
    "id": "m17aLjXY-T_F",
    "outputId": "a53c4e31-9d6b-489d-aac2-6c071e45060f"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xcol, ycol = \"J-K\", \"abs_H\"\n",
    "xbins = np.arange(-0.5, 3, 0.01)\n",
    "ybins = np.arange(-10, 15, 0.1)\n",
    "bins = [xbins, ybins]\n",
    "iiplot = np.isfinite(gg_catalog[xcol]) & np.isfinite(gg_catalog[ycol])\n",
    "\n",
    "plt.figure()\n",
    "plt.hist2d(gg_catalog[xcol][iiplot], gg_catalog[ycol][iiplot],\n",
    "           bins=bins,\n",
    "           norm=LogNorm(), cmap=\"viridis\")\n",
    "plt.xlabel(xcol); plt.ylabel(ycol)\n",
    "plt.title(\"Galactic Genesis DR19 ASPCAP data\")\n",
    "#plt.xlim(2,-1)\n",
    "plt.ylim(15,-10)\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yQpNz6PLAuPh"
   },
   "source": [
    "The weird stuff at high abs_H is likely from bad distances"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "B9nHYv3T-h5x"
   },
   "source": [
    "One thing to note: SDSS-IV spectra of stars also observed in SDSS-V are NOT coadded to SDSS-V spectra so they have seperate entries if observed in both\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_pD1UNsS_mq_"
   },
   "source": [
    "# Quality Flags\n",
    "\n",
    "When working with SDSS-V data we recommened applying some quality flags. We have found this combination of flags to generally work well for selecting a trustworthy sample.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "WIebYnIUA02r"
   },
   "outputs": [],
   "source": [
    "good_gg_inds = (gg_catalog[\"flag_bad\"] == 0) & (gg_catalog[\"spectrum_flags\"]==0) & (gg_catalog[\"snr\"] > 40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "zMJXN4VHBo4m",
    "outputId": "f01d27fb-1c02-48fc-8c3a-0092b486c238"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of GG stars that pass quality cuts:145288\n",
      "Total Number of GG stars:438510\n"
     ]
    }
   ],
   "source": [
    "good_gg = gg_catalog[good_gg_inds]\n",
    "\n",
    "print('Number of GG stars that pass quality cuts:'+str( len(good_gg)))\n",
    "print('Total Number of GG stars:'+str( len(gg_catalog)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_vrsYznL5UNh"
   },
   "source": [
    "# 3D Positions\n",
    "\n",
    "Note that we are using Bailer-Jones photo-geometric distances.\n",
    "These are not optimal at the distances that GG reaches, but good enough for this tutorial.\n",
    "In DR19, there are provided distance catalogs from StarHorse and astroNN."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "la5meo1LBq6t"
   },
   "outputs": [],
   "source": [
    "c = SkyCoord(t['ra']*u.deg,t['dec']*u.deg,distance=t['r_med_photogeo']*u.pc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "ySH5eL7zCwUR"
   },
   "outputs": [],
   "source": [
    "galcencoo = c.transform_to(acoo.Galactocentric)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "kOk1mseTDF6i"
   },
   "outputs": [],
   "source": [
    "## Add some geometric columns to the table\n",
    "t[\"x\"] = galcencoo.x.to(\"kpc\").value\n",
    "t[\"y\"] = galcencoo.y.to(\"kpc\").value\n",
    "t[\"z\"] = galcencoo.z.to(\"kpc\").value\n",
    "t[\"absz\"] = np.abs(t[\"z\"])\n",
    "t[\"R\"] = np.sqrt(t[\"x\"]**2 + t[\"y\"]**2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "1l4018cC7YYP"
   },
   "outputs": [],
   "source": [
    "good_gg = t[inds][good_gg_inds]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 472
    },
    "id": "EckHoY2RDNdq",
    "outputId": "c478bdec-f6b8-44ba-8c30-e402a17a7087"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xcol, ycol = \"R\", \"absz\"\n",
    "xbins = np.arange(0,20.1,.25)\n",
    "ybins = np.arange(0,5.1,.1)\n",
    "bins = [xbins, ybins]\n",
    "iiplot = np.isfinite(good_gg[xcol]) & np.isfinite(good_gg[ycol])\n",
    "\n",
    "plt.figure()\n",
    "plt.hist2d(good_gg[xcol][iiplot], good_gg[ycol][iiplot],\n",
    "           bins=bins,\n",
    "           norm=LogNorm(), cmap=\"viridis\")\n",
    "plt.xlabel(xcol); plt.ylabel(ycol)\n",
    "plt.title(\"Galactic Genesis stars\")\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 472
    },
    "id": "d2bLdpgT69dG",
    "outputId": "4e927cf9-5063-41ea-8242-b20e59589fef"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xcol, ycol = \"R\", \"absz\"\n",
    "xbins = np.arange(0,20.1,.25)\n",
    "ybins = np.arange(0,5.1,.1)\n",
    "bins = [xbins, ybins]\n",
    "iiplot = np.isfinite(t[xcol]) & np.isfinite(t[ycol])\n",
    "\n",
    "plt.figure()\n",
    "plt.hist2d(t[xcol][iiplot], t[ycol][iiplot],\n",
    "           bins=bins,\n",
    "           norm=LogNorm(), cmap=\"viridis\")\n",
    "plt.xlabel(xcol); plt.ylabel(ycol)\n",
    "plt.title(\"All SDSS-V\")\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Apf4UcBtE09v"
   },
   "source": [
    "Showing everything in ASPCAP vs GG in ra, dec, and H to show selection function.\n",
    "Observed to parent sample.\n",
    "\n",
    "End point Plots: l vs b 2d histrogram\n",
    "Kiel and/or CMD diagram\n",
    "alpha vs fe\n",
    "all as a function of quality and targeting flags\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 564
    },
    "id": "PNRE9JexDUj4",
    "outputId": "d1eb432d-1dad-46c8-9589-33e54780aa98"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Let's do the galaxy plane\n",
    "xcol, ycol = \"x\", \"y\"\n",
    "xbins = np.arange(-20,10.1,.1)\n",
    "ybins = np.arange(-15,15.1,.1)\n",
    "bins = [xbins, ybins]\n",
    "iiplot = np.isfinite(good_gg[xcol]) & np.isfinite(good_gg[ycol]) & (good_gg[\"absz\"] < 0.5)\n",
    "\n",
    "plt.figure(figsize=(6,6))\n",
    "plt.hist2d(good_gg[xcol][iiplot], good_gg[ycol][iiplot],\n",
    "           bins=bins,\n",
    "           norm=LogNorm(), cmap=\"viridis\")\n",
    "plt.xlabel(xcol); plt.ylabel(ycol)\n",
    "plt.title(\"Galactic Genesis stars\")\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 564
    },
    "id": "Z7Fpdcbp6vuZ",
    "outputId": "087d83a7-cbc5-48c3-c6df-46d84fa0b362"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Let's do the galaxy plane\n",
    "xcol, ycol = \"x\", \"y\"\n",
    "xbins = np.arange(-20,10.1,.1)\n",
    "ybins = np.arange(-15,15.1,.1)\n",
    "bins = [xbins, ybins]\n",
    "iiplot = np.isfinite(t[xcol]) & np.isfinite(t[ycol]) & (t[\"absz\"] < 0.5)\n",
    "\n",
    "plt.figure(figsize=(6,6))\n",
    "plt.hist2d(t[xcol][iiplot], t[ycol][iiplot],\n",
    "           bins=bins,\n",
    "           norm=LogNorm(), cmap=\"viridis\")\n",
    "plt.xlabel(xcol); plt.ylabel(ycol)\n",
    "plt.title(\"All SDSS-V stars\")\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "tryecj6T8ny1"
   },
   "source": [
    "# ASPCAP results\n",
    "We can seee that applying the quality flags removes many spurius stellar parameters that place stars in poorly modeled areas of the Kiel diagram."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 490
    },
    "id": "BdNNFBye7-Rd",
    "outputId": "a8250452-6c72-427f-fede-8a1332e18380"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5.5, -1.0)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xcol, ycol = \"teff\", \"logg\"\n",
    "xbins = np.arange(2000, 8000, 50)\n",
    "ybins = np.arange(-1, 6, 0.1)\n",
    "bins = [xbins, ybins]\n",
    "iiplot = np.isfinite(good_gg[xcol]) & np.isfinite(good_gg[ycol])\n",
    "\n",
    "plt.figure()\n",
    "plt.hist2d(good_gg[xcol][iiplot], good_gg[ycol][iiplot],\n",
    "           bins=bins,\n",
    "           norm=LogNorm(), cmap=\"viridis\")\n",
    "plt.xlabel(xcol); plt.ylabel(ycol)\n",
    "plt.grid()\n",
    "plt.xlim(8000, 2500)\n",
    "plt.title(\"Quality Galactic Genesis stars\")\n",
    "plt.ylim(5.5, -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 490
    },
    "id": "ZEA1Qn9K8vQs",
    "outputId": "cd414c67-159e-4b31-dd08-3884108883b8"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5.5, -1.0)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xcol, ycol = \"teff\", \"logg\"\n",
    "xbins = np.arange(2000, 8000, 50)\n",
    "ybins = np.arange(-1, 6, 0.1)\n",
    "bins = [xbins, ybins]\n",
    "iiplot = np.isfinite(gg_catalog[xcol]) & np.isfinite(gg_catalog[ycol])\n",
    "\n",
    "plt.figure()\n",
    "plt.hist2d(gg_catalog[xcol][iiplot], gg_catalog[ycol][iiplot],\n",
    "           bins=bins,\n",
    "           norm=LogNorm(), cmap=\"viridis\")\n",
    "plt.xlabel(xcol); plt.ylabel(ycol)\n",
    "plt.grid()\n",
    "plt.xlim(8000, 2500)\n",
    "plt.title(\"All Galactic Genesis stars\")\n",
    "plt.ylim(5.5, -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 490
    },
    "id": "AJRC7nVa8vGz",
    "outputId": "e3023a96-a9f4-41e7-a2bc-092926cec953"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5.5, -1.0)"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xcol, ycol = \"teff\", \"logg\"\n",
    "xbins = np.arange(2000, 8000, 50)\n",
    "ybins = np.arange(-1, 6, 0.1)\n",
    "bins = [xbins, ybins]\n",
    "iiplot = np.isfinite(t[xcol]) & np.isfinite(t[ycol])\n",
    "\n",
    "plt.figure()\n",
    "plt.hist2d(t[xcol][iiplot], t[ycol][iiplot],\n",
    "           bins=bins,\n",
    "           norm=LogNorm(), cmap=\"viridis\")\n",
    "plt.xlabel(xcol); plt.ylabel(ycol)\n",
    "plt.grid()\n",
    "plt.xlim(8000, 2500)\n",
    "plt.title(\"All SDSS-V ASPCAP stars\")\n",
    "plt.ylim(5.5, -1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "MrIRaOWFBl-L"
   },
   "source": [
    "# Elemental Abundances\n",
    "\n",
    "Note that we include individual element flags here!! \n",
    "\n",
    "ASPCAP flags will catch grid edge issues in the analysis as shown in the below figures. It is important to apply flags to remove spurious abundance results\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 472
    },
    "id": "GYg8NZhG9Lb2",
    "outputId": "8d6e7993-ede5-4459-e833-25017eb81c74"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t['mg_fe'] = t['mg_h']-t['fe_h']\n",
    "gg_catalog['mg_fe'] = gg_catalog['mg_h'] - gg_catalog['fe_h']\n",
    "good_gg['mg_fe'] = good_gg['mg_h'] - good_gg['fe_h']\n",
    "\n",
    "elem = \"mg\"\n",
    "xcol, ycol = \"fe_h\", f\"{elem}_fe\"\n",
    "xbins = np.arange(-3, 1.5, .025)\n",
    "ybins = np.arange(-1.5, 1.5, 0.025)\n",
    "bins = [xbins, ybins]\n",
    "iiplot = np.isfinite(t[xcol]) & np.isfinite(t[ycol])\n",
    "\n",
    "#no element flags in this plot\n",
    "iiplot = iiplot\n",
    "\n",
    "plt.figure()\n",
    "plt.hist2d(t[xcol][iiplot], t[ycol][iiplot],\n",
    "           bins=bins,\n",
    "           norm=LogNorm(), cmap=\"viridis\")\n",
    "plt.xlabel(xcol); plt.ylabel(ycol)\n",
    "plt.title(\"All SDSS-V DR19 Stars\")\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "VuCDkLH_CWij"
   },
   "source": [
    "Weird Edge effects come from poor quality data/analysis\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 472
    },
    "id": "FnWEpVvqB-L3",
    "outputId": "b56bcdee-c5e0-4756-cd42-c3ba8f4f724d"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "xcol, ycol = \"fe_h\", f\"{elem}_fe\"\n",
    "xbins = np.arange(-3, 1.5, .025)\n",
    "ybins = np.arange(-1.5, 1.5, 0.025)\n",
    "bins = [xbins, ybins]\n",
    "iiplot = np.isfinite(gg_catalog[xcol]) & np.isfinite(gg_catalog[ycol])\n",
    "\n",
    "#no element flags in this plot\n",
    "iiplot = iiplot\n",
    "\n",
    "plt.figure()\n",
    "plt.hist2d(gg_catalog[xcol][iiplot], gg_catalog[ycol][iiplot],\n",
    "           bins=bins,\n",
    "           norm=LogNorm(), cmap=\"viridis\")\n",
    "plt.xlabel(xcol); plt.ylabel(ycol)\n",
    "plt.title(\"All Galactic Genesis Stars\")\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 472
    },
    "id": "AY6O8N-MCuto",
    "outputId": "413dbf9a-0d88-41a8-df08-d2e69fd1065e"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "xcol, ycol = \"fe_h\", f\"{elem}_fe\"\n",
    "xbins = np.arange(-3, 1.5, .025)\n",
    "ybins = np.arange(-1.5, 1.5, 0.025)\n",
    "bins = [xbins, ybins]\n",
    "iiplot = np.isfinite(good_gg[xcol]) & np.isfinite(good_gg[ycol])\n",
    "\n",
    "# Add element flags. Sometimes these abundances are OK, but we'll do a harsh cut for now.\n",
    "iiplot = iiplot & (good_gg[f\"{elem}_h_flags\"] == 0) & (good_gg[\"fe_h_flags\"] == 0)\n",
    "\n",
    "plt.figure()\n",
    "plt.hist2d(good_gg[xcol][iiplot], good_gg[ycol][iiplot],\n",
    "           bins=bins,\n",
    "           norm=LogNorm(), cmap=\"viridis\")\n",
    "plt.xlabel(xcol); plt.ylabel(ycol)\n",
    "plt.title(\"Quality Galactic Genesis Stars\")\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "PuXeH0o5Dbi7"
   },
   "source": [
    "### About this notebook\n",
    "This notebook was created to demonstrate usage of the astarAllStarASPCAP file, explore the Galactic Genesis cartoon and proivde recommened quality flags.\n",
    "\n",
    "__Authors__: Madeline Lucey, Alex Ji, Jon Bird, James Johnson, Sarah Loebman, Melissa Ness, with thanks to Ilija Medan and John Donor\n",
    "\n",
    "__Last Update__: 2025 Aug 13\n",
    "\n",
    "If you use `astropy` for published research, please cite the authors. Follow this link for more information about citing astropy:\n",
    "\n",
    "- [Citing `astropy`\n",
    "](https://www.astropy.org/acknowledging.html)\n",
    "\n",
    "And of course please [cite](https://sdss.org/collaboration/citing-sdss/)SDSS when you use our data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "provenance": []
  },
  "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": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
