{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "710800c7-c31f-4119-95e1-71bafce0a284",
   "metadata": {},
   "outputs": [],
   "source": [
    "import h5py\n",
    "import numpy as np\n",
    "import matplotlib.pylab as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7530d1c-95f9-4835-a369-1705ca3ae44b",
   "metadata": {},
   "source": [
    "#### Reading the file\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ca08a86d-2db6-4fa6-8cb2-c67b4588e865",
   "metadata": {},
   "outputs": [],
   "source": [
    "hf = h5py.File('SED_catalog_central_v8.hdf5', 'r')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d7d6b39-6e31-4ae2-b880-de5268fb3755",
   "metadata": {},
   "source": [
    "#### All the available attribues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "804a0478-e34e-4d79-a6ad-73ebd6708c29",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<KeysViewHDF5 ['Mhalo', 'Mstar', 'SED', 'SED_wavelength', 'SFH', 'dec', 'luminosity', 'ra', 'redshift']>\n"
     ]
    }
   ],
   "source": [
    "print(hf.keys())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "241f3958-7324-4b63-ad26-b300759d444c",
   "metadata": {},
   "source": [
    "#### Read the catalog entries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f82c06fd-bf15-474f-bdaa-26b150edb9d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "ra = np.array(hf['ra'])\n",
    "dec = np.array(hf['dec'])\n",
    "redshift = np.array(hf['redshift'])\n",
    "halo_mass = np.log10(np.array(hf['Mhalo']))\n",
    "stellar_mass = np.log10(np.array(hf['Mstar']))\n",
    "\n",
    "wavelength = np.array(hf['SED_wavelength']) #this is rest frame wavelength\n",
    "SEDs = np.array(hf['SED'])\n",
    "luminosity = np.array(hf['luminosity']) #incorrect calculation\n",
    "\n",
    "## Close the HDF5 \n",
    "hf.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0215b07f-8a48-4eaa-8a38-764f5b8e8ea5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((422111,), (422111,), (422111,), (422111, 921))"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ra.shape, stellar_mass.shape, luminosity.shape, SEDs.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35557c32-70c2-4887-b3e3-4dc3681fade8",
   "metadata": {},
   "source": [
    "#### Sample plots from the catalog entries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a023376d-4f6f-41e7-b213-2205681d3ed4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'n(z)')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist( redshift, bins = 100);\n",
    "plt.title('Galaxy redshift distribution')\n",
    "plt.xlabel('Redshift')\n",
    "plt.ylabel('n(z)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "027acf6d-24ef-4f2c-adb9-9ffd9a3b3821",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1487e6b27e20>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def GSMF(logsm):\n",
    "    V     = 256                             #Survey volume in Mpc3\n",
    "    Phi, bin_edges = np.histogram(logsm ,bins= 30) #Unnormalized histogram and bin edges\n",
    "    dM    = bin_edges[1] - bin_edges[0]                 #Bin size\n",
    "    Max   = bin_edges[0:-1] + dM/2.               #Mass axis\n",
    "    Phi   = Phi / V / dM                    #Normalize to volume and bin size\n",
    "    return Max, Phi\n",
    "\n",
    "\n",
    "Max, Phi = GSMF(stellar_mass[stellar_mass > 9])\n",
    "Max0_2, Phi0_2 = GSMF(stellar_mass[ (stellar_mass > 9)&(redshift < 0.21) &(redshift > 0.19)])\n",
    "Max0_15, Phi0_15 = GSMF(stellar_mass[ (stellar_mass > 9)&(redshift < 0.16) &(redshift > 0.14)])\n",
    "Max0_1, Phi0_1 = GSMF(stellar_mass[ (stellar_mass > 9)&(redshift < 0.11) &(redshift > 0.09)])\n",
    "Max0_05, Phi0_05 = GSMF(stellar_mass[ (stellar_mass > 9)&(redshift < 0.06) &(redshift > 0.04)])\n",
    "\n",
    "\n",
    "plt.figure()\n",
    "plt.title('Galaxy Stellar mass function')\n",
    "plt.yscale('log')\n",
    "plt.xlabel(r'$\\log(M_\\star\\,/\\,M_\\odot)$')\n",
    "plt.ylabel(r'$\\Phi\\,/\\,\\mathrm{dex}^{-1}\\,\\mathrm{Mpc}^{-3}$')\n",
    "\n",
    "plt.plot( Max, Phi , ls='-', label='Entire sample')\n",
    "plt.plot( Max0_2, Phi0_2 , ls='-', label='z~0.2')\n",
    "plt.plot( Max0_15, Phi0_15 , ls='-', label='z~0.15')\n",
    "plt.plot( Max0_1, Phi0_1 , ls='-', label='z~0.1')\n",
    "plt.plot( Max0_05, Phi0_05 , ls='-', label='z~0.05')\n",
    "\n",
    "plt.xlim(10, 12)\n",
    "\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "aeaec114-3a22-4d27-b7be-30289ff559ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x1487e6862e80>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.hist2d( halo_mass, stellar_mass, bins=(200, 200), cmin = 1)\n",
    "\n",
    "plt.title('SMHM relation')\n",
    "plt.xlabel('log(Halo mass)')\n",
    "plt.ylabel('log(Stellar mass)')\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ae34b318-a6ac-4a11-bfaa-e86b459dde75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Narrow band SEDs of a few galaxies')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(8)\n",
    "galID_arr = np.random.randint(low=0, high=SEDs.shape[0], size=5)\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "\n",
    "for idx, galID in enumerate(galID_arr):    \n",
    "    \n",
    "    obs_frame_wave = wavelength*(1 + redshift[galID])\n",
    "    plt.plot(obs_frame_wave/1e4 , SEDs[galID]*1e3, label='z=%.3f'%redshift[galID]);\n",
    "\n",
    "plt.ylabel(r'$F_\\nu$ (mJy)', fontsize=18)\n",
    "plt.xlabel(' Restframe Wavelength (um) ', fontsize=18)\n",
    "plt.legend(ncol=1, title='Redshift', fontsize=18, bbox_to_anchor=(1.01, 1.0), loc='upper left')\n",
    "plt.title('Narrow band SEDs of a few galaxies', fontsize=18)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "16a87444-85c3-4ee7-a462-cd746800bda7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.patches.Ellipse at 0x1487e4c44670>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.basemap import Basemap\n",
    "\n",
    "\n",
    "plot_every_dot = 100\n",
    "plt.figure(figsize=(9,9))\n",
    "\n",
    "m = Basemap(projection = 'ortho', lon_0 = 60, lat_0 = 15,\n",
    "            llcrnrx=-5000000, llcrnry=10000, urcrnrx=3000000, urcrnry=4000000, \n",
    "            resolution = 'l')\n",
    "\n",
    "x_projected, y_projected = m(ra[::plot_every_dot], dec[::plot_every_dot])\n",
    "\n",
    "sizes = 20*(stellar_mass[::plot_every_dot] - stellar_mass.min())/(stellar_mass.max() - stellar_mass.min())\n",
    "plt.scatter(x_projected, y_projected, c=redshift[::plot_every_dot], s = sizes, alpha=1, marker='o', lw = 0.3, cmap=plt.get_cmap('coolwarm'));\n",
    "\n",
    "plt.xlabel('RA')\n",
    "plt.ylabel('Dec')\n",
    "\n",
    "plt.grid(color='w', linestyle='--', linewidth=1)\n",
    "\n",
    "m.drawparallels(np.arange(0.,90.,15.), color='yellow', textcolor='yellow', linewidth=1.5)\n",
    "m.drawmeridians(np.arange(0.,90.,15.), color='yellow', textcolor='yellow', linewidth=1.5)\n",
    "m.drawmapboundary(fill_color='black')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f00c9274-41bd-41dd-985e-b8bc1eccdf01",
   "metadata": {},
   "source": [
    "## Comparison with Richard's spectra"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0509904e-a404-4f9e-94bb-1626e8a14d01",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "fileCSV = '../Richard_GAMA_SED_103122_median_stack_z_Mstar_bins.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "fb51d087-cda5-4dd5-b147-49074518d58f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['lambda_micron', 'f_nu_mJy_z0.05_m10.0', 'f_nu_mJy_z0.05_m10.5',\n",
      "       'f_nu_mJy_z0.05_m11.0', 'f_nu_mJy_z0.1_m10.0', 'f_nu_mJy_z0.1_m10.5',\n",
      "       'f_nu_mJy_z0.1_m11.0', 'f_nu_mJy_z0.15_m10.0', 'f_nu_mJy_z0.15_m10.5',\n",
      "       'f_nu_mJy_z0.15_m11.0', 'f_nu_mJy_z0.2_m10.0', 'f_nu_mJy_z0.2_m10.5',\n",
      "       'f_nu_mJy_z0.2_m11.0'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv(fileCSV)\n",
    "print(df.keys())\n",
    "\n",
    "wave_csv = df['lambda_micron']\n",
    "fnu = df['f_nu_mJy_z0.2_m10.0']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3cd04244-899e-4d46-acbc-a402874254ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Narrow band SEDs of a few galaxies')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(163)\n",
    "galID_arr = np.random.randint(low=0, high=SEDs.shape[0], size=3)\n",
    "\n",
    "plt.figure(figsize=(10,4))\n",
    "\n",
    "for idx, galID in enumerate(galID_arr):\n",
    "    obs_frame_wave = wavelength*(1 + redshift[galID])\n",
    "    \n",
    "    plt.plot(obs_frame_wave/1e4 , SEDs[galID]*1e3, label=r'z=%.2f, log(M$_*$)=%.2f'%(redshift[galID], stellar_mass[galID]));\n",
    "\n",
    "plt.plot(wave_csv , fnu, label=r'z=0.2, log(M$_*$)=10.0 (from Richard)');\n",
    "\n",
    "\n",
    "# plt.xscale('log')\n",
    "plt.yscale('log')\n",
    "# plt.xlim(1, )\n",
    "# plt.ylim(1e-11, )\n",
    "\n",
    "plt.ylabel(r'$F_\\nu$ (mJy)', fontsize=18)\n",
    "plt.xlabel(' Wavelength (um) ', fontsize=18)\n",
    "plt.legend(ncol=1, fontsize=18, bbox_to_anchor=(1.01, 1.0), loc='upper left')\n",
    "plt.title('Narrow band SEDs of a few galaxies', fontsize=18)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53194e36-914c-4253-8ea8-7a6dfd15447e",
   "metadata": {},
   "source": [
    "### Try next: Analysis with Satellites "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e4f3433c-acc6-4613-873c-37386020eee0",
   "metadata": {},
   "outputs": [],
   "source": [
    "fileIn = 'SED_catalog_satellites_v8.hdf5'"
   ]
  }
 ],
 "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": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
