{
 "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_v6.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 ['Metallicity', 'Mhalo', 'Mstar', 'SED', 'SED_wavelength', 'SFH', 'dec', 'luminosity', 'ra', 'redshift', 'sSFR']>\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": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_928615/892805610.py:6: RuntimeWarning: invalid value encountered in log10\n",
      "  metal = np.log10(np.array(hf['Metallicity']))\n"
     ]
    }
   ],
   "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",
    "metal = np.log10(np.array(hf['Metallicity']))\n",
    "sSFR = np.array(hf['sSFR'])\n",
    "\n",
    "wavelength = np.array(hf['SED_wavelength'])\n",
    "SEDs = np.array(hf['SED'])\n",
    "luminosity = np.array(hf['luminosity'])\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": [
       "((395873,), (395873,), (395873,), (395873, 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 0x14913896f070>"
      ]
     },
     "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.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "aeaec114-3a22-4d27-b7be-30289ff559ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x1491386b46a0>"
      ]
     },
     "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.plot(  halo_mass , stellar_mass, 'ro' , alpha=0.03, markersize=1)\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": "0895aa28-1ce9-405c-98b5-3d3dd7049fb4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'log(sSFR)')"
      ]
     },
     "execution_count": 9,
     "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.figure()\n",
    "plt.hist2d( stellar_mass, np.log10(sSFR), bins=(20, 20), cmin = 1)\n",
    "# plt.plot( stellar_mass, sSFR, 'ro' , alpha=0.3, markersize=1)\n",
    "\n",
    "plt.title('sSFR-halo mass')\n",
    "plt.xlabel('log(Stellar mass)')\n",
    "plt.ylabel('log(sSFR)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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": 10,
     "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(10)\n",
    "galID_arr = np.random.randint(low=0, high=SEDs.shape[0], size=20)\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "\n",
    "for idx, galID in enumerate(galID_arr):\n",
    "    plt.plot(wavelength , SEDs[galID], label='z=%.3f'%redshift[galID]);\n",
    "\n",
    "\n",
    "# plt.xscale('log')\n",
    "plt.yscale('log')\n",
    "# plt.xlim(1, )\n",
    "plt.ylim(1e-11, )\n",
    "\n",
    "plt.ylabel('Flux per unit wavelength (Jy)')\n",
    "plt.xlabel(' Restframe Wavelength (Angstrom) ')\n",
    "plt.legend(ncol=3, title='Redshift')\n",
    "plt.title('Narrow band SEDs of a few galaxies')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c7e0f7fb-8bd9-4fdb-908f-c679d62a8224",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Gww8/fA/fXpK0VIt1Pf14nkcBJwGv2Iv3vQg4IslhSfYDTgDOXerG3uFOUi/viDdYnS2KqnrL7PMkdwP+BPgDmsHntyy0Xa8kZwGPB1Yn2Qb8eVWdluRk4OM002NPr6rLl1poWxSSejlVdrAWHaNIck/gpcAzgfcAj6iqHyz1DarqxAWWbwW2LnU/c7bdAmyZmZl5wZ5sL0lausXGKN4EPAXYDDy4qn40lFJJksbGYmMULwPuS3MC3HeS/LB93JTkh4Mv3vySbEiyeefOnaMqgiRNjcXGKMbyooF2PUlaiqM2ncf2G3cBXg9qb4zVeRSS1E/bb9zF1ZuOAxzk3htj2WKQJI2PiQwKxygkaXgmMig84U6ShscxCkkrytwbGmnvGRSSVhRnNvXfRHY9OUYhScMzkUHhGIUkDY9dT5KmwtyxC7uols6gkDQVvMLsnpvIrifHKCRpeCYyKByjkKThsetJ0tRxvGJ5DApJU8fxiuWZyK4nSdLwGBSSpE4GhSSp00SOUSTZAGw4/PDDR10USRPOge3FTWRQeCtUSf3iwPbi7HqSJHUyKCRJnQwKSVIng0KS1GkiB7MlaRCcATU/g0KSWs6Amp9dT5KkThPZovCEO0nDdNSm89h+4y5gOrukJrJF4f0oJA3T9ht3cfWm47h603G/CIxpMpFBIUkanonsepKkQZs7A2qaGRSSNI9pG4foYteTJKmTQSFJ6mRQSJI6GRSSpE4GhSSpk0EhSepkUEiSOo1NUCS5f5LTknxw1GWRJO020BPukpwOPAm4rqoe1LP8aOBtwL7Au6tqU1VdBZxkUEiaRCv5woGDblGcARzduyDJvsCpwDHAeuDEJOsHXA5JGqiVfOHAgQZFVV0A3DBn8ZHAlVV1VVXdDJwNHL/UfSbZmOTiJBfv2LGjj6WVJM1nFGMUa4Fren7eBqxNclCSdwEPT/LKhTauqs1VNVNVM2vWrBl0WSVp6o3NRQGr6nrghUtZ1xsXSRqVpdxXe6Xde3sUQbEdOKTn54PbZUtWVVuALTMzMy/oZ8EkaTFLua/2Srv39ii6ni4CjkhyWJL9gBOAc0dQDknSEgw0KJKcBVwIPDDJtiQnVdWtwMnAx4ErgHOq6vJl7ndDks07d+7sf6ElSbcz0K6nqjpxgeVbga17sV+7niRpSMbmzGxJ0niayKCw60mShmcig6KqtlTVxlWrVo26KJK04k1kUEiShmdsTrhbDk+4kzQO5p5Yt1JNZFA460nSOJj0M66Xyq4nSVIng0KS1Gkiu54co5C0koz7TY8mskXh9FhJK8m43/RoIoNCkjQ8BoUkqZNBIUnq5GC2JA3Q3t7tbhwGuicyKDzhTtKk2Nu73c0OdO/p9v1g15MkqZNBIUnqZFBIkjoZFJKkTgaFJKnTRM56cnqspEm0t1NlR2Uig8LpsZIm0d5OlR0Vu54kSZ0MCklSJ4NCktTJoJAkdTIoJEmdDApJUieDQpLUaSLPo/CEO0nTaFQn7E1kUHjCnaRpNKoT9ux6kiR1MigkSZ0MCklSJ4NCktTJoJAkdTIoJEmdDApJUieDQpLUyaCQJHUyKCRJncbmEh5J7gr8DXAzcH5VvX/ERZIkMeAWRZLTk1yX5Ktzlh+d5OtJrkxySrv4KcAHq+oFwO8OslySpKUbdNfTGcDRvQuS7AucChwDrAdOTLIeOBi4pl3ttgGXS5K0RAPteqqqC5Ksm7P4SODKqroKIMnZwPHANpqwuJSOAEuyEdgIcOihh/a/0JI0BHMvGT7ORjFGsZbdLQdoAuJRwNuBdyQ5Dtiy0MZVtRnYDDAzM1MDLKckDcyw7iXRD2MzmF1VPwaev5R1vXGRJA3PKKbHbgcO6fn54HbZklXVlqrauGrVqr4WTJL0y0YRFBcBRyQ5LMl+wAnAuSMohyRpCQY9PfYs4ELggUm2JTmpqm4FTgY+DlwBnFNVly9zvxuSbN65c2f/Cy1Jup1Bz3o6cYHlW4Gte7Ff75ktSUPiJTwkSZ0mMijsepKk4ZnIoHDWkyQNT6om95y1JDuAb+/BpquB7/e5OJNkmutv3afTNNcdfrn+96uqNUvdeKKDYk8lubiqZkZdjlGZ5vpbd+s+jfa2/hPZ9SRJGh6DQpLUaVqDYvOoCzBi01x/6z6dprnusJf1n8oxCknS0k1ri0KStEQGhSSp09QFxQL3616xklyd5CtJLk1ycbvsnkn+Kck323/vMepy9st892lfqL5pvL39XbgsySNGV/K9t0DdX5Nke/v9X5rk2J7XXtnW/etJnjiaUvdHkkOSfCrJ15JcnuRP2uUr/rvvqHv/vvuqmpoHsC/wLeD+wH7Al4H1oy7XgOt8NbB6zrI3Aqe0z08B3jDqcvaxvo8DHgF8dbH6AscCHwMCPBr4wqjLP4C6vwZ4+Tzrrm9///cHDmv/X+w76jrsRd3vAzyifX434BttHVf8d99R975999PWovjF/bqr6mZg9n7d0+Z44D3t8/cATx5dUfqrqi4AbpizeKH6Hg+cWY3PAwcmuc9QCjoAC9R9IccDZ1fVz6rqX4Eraf5/TKSq+m5VfbF9fhPNLQzWMgXffUfdF7Ls737agmK++3V3faArQQGfSHJJko3tsntV1Xfb598D7jWaog3NQvWdlt+Hk9vuldN7uhlXbN2TrAMeDnyBKfvu59Qd+vTdT1tQTKPHVNUjgGOAFyd5XO+L1bRFp2aO9LTVF3gn8ADgYcB3gbeMtDQDluQA4B+AP62qH/a+ttK/+3nq3rfvftqCYq/v1z1pqmp7++91wIdompjXzjaz23+vG10Jh2Kh+q7434equraqbquqnwP/h91dDCuu7knuSHOgfH9V/WO7eCq++/nq3s/vftqCYqru153krknuNvsc+B3gqzR1fm672nOBj4ymhEOzUH3PBZ7TzoB5NLCzp5tiRZjT7/57NN8/NHU/Icn+SQ4DjgD+37DL1y9JApwGXFFVb+15acV/9wvVva/f/ahH7EcwQ+BYmlkB3wJeNeryDLiu96eZ3fBl4PLZ+gIHAf8MfBP4JHDPUZe1j3U+i6aZfQtN3+tJC9WXZsbLqe3vwleAmVGXfwB1f29bt8vaA8R9etZ/VVv3rwPHjLr8e1n3x9B0K10GXNo+jp2G776j7n377r2EhySp07R1PUmSlsmgkCR1MigkSZ0MCklSJ4NCktTJoNBUSfKjAezzdUme0Mf93TfJB9vnD+u96qc0Ck6P1VRJ8qOqOmDU5ViqJM+jmeN/8qjLoulli0JTL8n5SWba56uTXN0+f16SD7f3Mbg6yclJXprkS0k+n+Se7XpnJHlq+/zqJK9N8sU09wH5D+3ye7b7uqzd9iHt8t/ouV/Al5LcLcm6JF9trx7wOuDp7etPb++rsKbddp/2ngJrhv6haaoYFFK3BwFPAR4J/CXwk6p6OHAh8JwFtvl+NRdifCfw8nbZa4EvVdVDgP8OnNkufznw4qp6GPBYYNfsTqq5FP6fAR+oqodV1QeA9wHPbFd5AvDlqtrRj4pKCzEopG6fqqqb2oPxTmBLu/wrwLoFtpm9IN0lPes8huaSClTVecBBSe4OfBZ4a5I/Bg6sqlsXKc/p7A6oPwD+dlm1kfaAQSHBrez+v3CnOa/9rOf5z3t+/jlwhwX2N7vObR3rAFBVm4A/BO4MfHa2q6pj/Wtoroj6WzRXA/1Y1/pSPxgUUnO72F9rnz91QO/xGdouoySPp+me+mGSB1TVV6rqDTRXN54bFDfR3N6y17tpuqD+vqpuG1B5pV8wKDRt7pJkW8/jpcCbgRcl+RKwekDv+xrg15JcBmxi96Wv/7QduL6M5qqvc1sInwLWzw5mt8vOBQ7AbicNidNjpQnTztD6q6p67KjLounQ2X8qabwkOQV4EbtnPkkDZ4tCktTJMQpJUieDQpLUyaCQJHUyKCRJnQwKSVKn/w+8zXOMof1t/wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist( luminosity, bins = 100, histtype='step');\n",
    "plt.title('Galaxy luminosity function')\n",
    "plt.xlabel('Luminosity')\n",
    "plt.ylabel('N')\n",
    "plt.yscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d6b5104c-2449-464f-8e56-6c551e84c01d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'n')"
      ]
     },
     "execution_count": 12,
     "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( metal, bins = 100, histtype='step');\n",
    "plt.title('Galaxy Metallicity distribution')\n",
    "plt.xlabel('log(Z)')\n",
    "plt.ylabel('n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "16a87444-85c3-4ee7-a462-cd746800bda7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.patches.Ellipse at 0x1491328b5430>"
      ]
     },
     "execution_count": 13,
     "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",
    "\n",
    "plt.scatter(x_projected, y_projected, c=redshift[::plot_every_dot], s = luminosity[::plot_every_dot]/10, 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": "code",
   "execution_count": null,
   "id": "26e10034-b36c-4d59-9d06-a41a5ce7a264",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "900d1066-05f6-47f8-bd22-4ab486058cc9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f6a440d5-725b-40f4-b419-c7b9f2f5782e",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Comparison with Richard's spectra"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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": 16,
   "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_m11.0']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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": 17,
     "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(1)\n",
    "galID_arr = np.random.randint(low=0, high=SEDs.shape[0], size=3)\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "\n",
    "for idx, galID in enumerate(galID_arr):\n",
    "    plt.plot(wavelength , SEDs[galID], label='z=%.3f'%redshift[galID]);\n",
    "\n",
    "plt.plot(wave_csv*10_000 , 1e-9*fnu, label='z=%.3f'%redshift[galID]);\n",
    "\n",
    "\n",
    "# plt.xscale('log')\n",
    "plt.yscale('log')\n",
    "# plt.xlim(1, )\n",
    "# plt.ylim(1e-11, )\n",
    "\n",
    "plt.ylabel('Flux per unit wavelength (Jy)')\n",
    "plt.xlabel(' Restframe Wavelength (Angstrom) ')\n",
    "plt.legend(ncol=3, title='Redshift')\n",
    "plt.title('Narrow band SEDs of a few galaxies')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "054b12e6-ebd1-493e-b0ca-e2645c41926e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
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