QSOs.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# QSOs FITS"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import necessary libraries "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "from astropy.io import fits\n",
    "import pandas as pd \n",
    "import os\n",
    "from urllib import request\n",
    "import ssl\n",
    "from astropy.io import fits\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Function to download data from a txt file with links "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "file = \"Todos_Fits.txt\"\n",
    "\n",
    "def Download_data(file,n):\n",
    "    files = \"FITS_data\"\n",
    "    f = open(file,\"r\")\n",
    "    ssl._create_default_https_context = ssl._create_unverified_context\n",
    "    \n",
    "    try:\n",
    "        os.mkdir(files)\n",
    "    except OSError:\n",
    "        print(\"Creation of the directory %s already was done\" % files)\n",
    "    else:\n",
    "        print (\"Successfully created the directory %s\" % files)\n",
    "    k = 0\n",
    "    for i in f.readlines()[1822:n]:\n",
    "        k += 1\n",
    "        print(i[-26:-1],k)\n",
    "        request.urlretrieve(i, files+\"/\"+i[-26:-1])\n",
    "\n",
    "\n",
    "Download_data(file,2102)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Save data the plot data and make a few plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "datadir = \"FITS_data/\"\n",
    "I = []\n",
    "for i in range(len(os.listdir(datadir))):\n",
    "    I.append(fits.open(datadir+os.listdir(datadir)[i]))\n",
    "\n",
    "\n",
    "X = [];Y = [];titles =[]\n",
    "\n",
    "for img in range(len(os.listdir(datadir))):\n",
    "    X.append(np.array([I[img][1].data[i][1] for i in range(len(I[img][1].data))]))\n",
    "    Y.append(np.array([I[img][1].data[i][0] for i in range(len(I[img][1].data))]))\n",
    "    titles.append(os.listdir(datadir)[img])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x2592 with 100 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hα = 6563 #Amstrong \n",
    "O3 = 5007 #Amstrong \n",
    "hβ = 4861 #Amstrong\n",
    "\n",
    "fig, ax = plt.subplots(25, 4, figsize = (12, 36))\n",
    "fig.suptitle('Some spectrums')\n",
    "fig.tight_layout(pad = 0.3, rect = [0, 0, 0.9, 0.9])\n",
    "fig.tight_layout()\n",
    "for x, y in [(i,j) for i in range(25) for j in range (4)]:\n",
    "    ax[x,y].plot(X[x+y],Y[x+y],\"b-\")\n",
    "    ax[x,y].grid(True)\n",
    "    ax[x,y].set_title(titles[x+y])\n",
    "    #ax[x,y].set_axvline(x=hα, color='r', linestyle='-')\n",
    "    #ax[x,y].set_axvline(x=O3, color='g', linestyle='-')\n",
    "    #ax[x,y].set_axvline(x=hβ, color='y', linestyle='-')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<astropy.io.fits.hdu.image.PrimaryHDU object at 0x118e39320>, <astropy.io.fits.hdu.table.BinTableHDU object at 0x11924eba8>, <astropy.io.fits.hdu.table.BinTableHDU object at 0x118dffcf8>, <astropy.io.fits.hdu.table.BinTableHDU object at 0x11a3f2320>]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "I[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>plate</th>\n",
       "      <th>mjd</th>\n",
       "      <th>fiberid</th>\n",
       "      <th>run2d</th>\n",
       "      <th>specobj_id</th>\n",
       "      <th>ra</th>\n",
       "      <th>dec</th>\n",
       "      <th>sn_median_r</th>\n",
       "      <th>z</th>\n",
       "      <th>zerr</th>\n",
       "      <th>zwarning</th>\n",
       "      <th>class</th>\n",
       "      <th>subclass</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>392</td>\n",
       "      <td>51793</td>\n",
       "      <td>240</td>\n",
       "      <td>'26'</td>\n",
       "      <td>'Decimal(''441418764261550080'')'</td>\n",
       "      <td>8.632258</td>\n",
       "      <td>-0.220188</td>\n",
       "      <td>21.22</td>\n",
       "      <td>0.380878</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>399</td>\n",
       "      <td>51817</td>\n",
       "      <td>26</td>\n",
       "      <td>'26'</td>\n",
       "      <td>'Decimal(''449241240140015616'')'</td>\n",
       "      <td>22.174470</td>\n",
       "      <td>-0.554768</td>\n",
       "      <td>17.08</td>\n",
       "      <td>1.658690</td>\n",
       "      <td>0.000365</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>400</td>\n",
       "      <td>51820</td>\n",
       "      <td>252</td>\n",
       "      <td>'26'</td>\n",
       "      <td>'Decimal(''450429262504159232'')'</td>\n",
       "      <td>23.188750</td>\n",
       "      <td>-0.769441</td>\n",
       "      <td>12.29</td>\n",
       "      <td>1.471480</td>\n",
       "      <td>0.000342</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>418</td>\n",
       "      <td>51817</td>\n",
       "      <td>52</td>\n",
       "      <td>'26'</td>\n",
       "      <td>'Decimal(''470640485195606016'')'</td>\n",
       "      <td>10.099026</td>\n",
       "      <td>14.135399</td>\n",
       "      <td>38.27</td>\n",
       "      <td>1.894450</td>\n",
       "      <td>0.000235</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>418</td>\n",
       "      <td>51884</td>\n",
       "      <td>58</td>\n",
       "      <td>'26'</td>\n",
       "      <td>'Decimal(''470642135587121152'')'</td>\n",
       "      <td>10.099026</td>\n",
       "      <td>14.135399</td>\n",
       "      <td>48.39</td>\n",
       "      <td>1.894520</td>\n",
       "      <td>0.000224</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>419</td>\n",
       "      <td>51812</td>\n",
       "      <td>250</td>\n",
       "      <td>'26'</td>\n",
       "      <td>'Decimal(''471820810844137472'')'</td>\n",
       "      <td>10.675032</td>\n",
       "      <td>13.913934</td>\n",
       "      <td>36.08</td>\n",
       "      <td>1.619610</td>\n",
       "      <td>0.000432</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>419</td>\n",
       "      <td>51868</td>\n",
       "      <td>250</td>\n",
       "      <td>'26'</td>\n",
       "      <td>'Decimal(''471820811783661568'')'</td>\n",
       "      <td>10.675032</td>\n",
       "      <td>13.913934</td>\n",
       "      <td>38.40</td>\n",
       "      <td>1.622810</td>\n",
       "      <td>0.000310</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>419</td>\n",
       "      <td>51879</td>\n",
       "      <td>257</td>\n",
       "      <td>'26'</td>\n",
       "      <td>'Decimal(''471822736113559552'')'</td>\n",
       "      <td>10.675032</td>\n",
       "      <td>13.913934</td>\n",
       "      <td>37.22</td>\n",
       "      <td>1.624520</td>\n",
       "      <td>0.000212</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>420</td>\n",
       "      <td>51871</td>\n",
       "      <td>160</td>\n",
       "      <td>'26'</td>\n",
       "      <td>'Decimal(''472921972729210880'')'</td>\n",
       "      <td>13.645559</td>\n",
       "      <td>14.924640</td>\n",
       "      <td>34.24</td>\n",
       "      <td>0.875128</td>\n",
       "      <td>0.000122</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>421</td>\n",
       "      <td>51821</td>\n",
       "      <td>381</td>\n",
       "      <td>'26'</td>\n",
       "      <td>'Decimal(''474108619814627328'')'</td>\n",
       "      <td>14.488525</td>\n",
       "      <td>15.353075</td>\n",
       "      <td>24.83</td>\n",
       "      <td>1.273210</td>\n",
       "      <td>0.000216</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>421</td>\n",
       "      <td>51821</td>\n",
       "      <td>558</td>\n",
       "      <td>'26'</td>\n",
       "      <td>'Decimal(''474157273204156416'')'</td>\n",
       "      <td>15.955469</td>\n",
       "      <td>15.028543</td>\n",
       "      <td>29.78</td>\n",
       "      <td>1.745770</td>\n",
       "      <td>0.000275</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>423</td>\n",
       "      <td>51821</td>\n",
       "      <td>310</td>\n",
       "      <td>'26'</td>\n",
       "      <td>'Decimal(''476340903296919552'')'</td>\n",
       "      <td>17.822328</td>\n",
       "      <td>14.448231</td>\n",
       "      <td>21.76</td>\n",
       "      <td>1.154100</td>\n",
       "      <td>0.000459</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>426</td>\n",
       "      <td>51882</td>\n",
       "      <td>154</td>\n",
       "      <td>'26'</td>\n",
       "      <td>'Decimal(''479675723087374336'')'</td>\n",
       "      <td>25.004328</td>\n",
       "      <td>13.464298</td>\n",
       "      <td>25.24</td>\n",
       "      <td>1.294520</td>\n",
       "      <td>0.000247</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>651</td>\n",
       "      <td>52141</td>\n",
       "      <td>72</td>\n",
       "      <td>'26'</td>\n",
       "      <td>'Decimal(''732980666483894272'')'</td>\n",
       "      <td>3.100114</td>\n",
       "      <td>-10.373970</td>\n",
       "      <td>34.04</td>\n",
       "      <td>0.224388</td>\n",
       "      <td>0.000058</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'AGN BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>689</td>\n",
       "      <td>52262</td>\n",
       "      <td>30</td>\n",
       "      <td>'26'</td>\n",
       "      <td>'Decimal(''775753320101865472'')'</td>\n",
       "      <td>8.632258</td>\n",
       "      <td>-0.220188</td>\n",
       "      <td>20.75</td>\n",
       "      <td>0.380876</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>690</td>\n",
       "      <td>52261</td>\n",
       "      <td>266</td>\n",
       "      <td>'26'</td>\n",
       "      <td>'Decimal(''776944091177969664'')'</td>\n",
       "      <td>8.632258</td>\n",
       "      <td>-0.220188</td>\n",
       "      <td>23.78</td>\n",
       "      <td>0.380869</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2038</td>\n",
       "      <td>53327</td>\n",
       "      <td>109</td>\n",
       "      <td>'26'</td>\n",
       "      <td>'Decimal(''2294614027654948864'')'</td>\n",
       "      <td>11.351985</td>\n",
       "      <td>24.523853</td>\n",
       "      <td>25.01</td>\n",
       "      <td>1.829590</td>\n",
       "      <td>0.000315</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>3587</td>\n",
       "      <td>55182</td>\n",
       "      <td>390</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>'Decimal(''4038710255168757760'')'</td>\n",
       "      <td>8.632253</td>\n",
       "      <td>-0.220217</td>\n",
       "      <td>30.30</td>\n",
       "      <td>0.380988</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>4221</td>\n",
       "      <td>55443</td>\n",
       "      <td>232</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>'Decimal(''4752487369776537600'')'</td>\n",
       "      <td>8.632264</td>\n",
       "      <td>-0.220199</td>\n",
       "      <td>30.72</td>\n",
       "      <td>0.381006</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>4222</td>\n",
       "      <td>55444</td>\n",
       "      <td>711</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>'Decimal(''4753744936217583616'')'</td>\n",
       "      <td>10.016076</td>\n",
       "      <td>0.981739</td>\n",
       "      <td>4.49</td>\n",
       "      <td>6.374480</td>\n",
       "      <td>0.000879</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>4229</td>\n",
       "      <td>55501</td>\n",
       "      <td>56</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>'Decimal(''4761446191492734976'')'</td>\n",
       "      <td>23.188751</td>\n",
       "      <td>-0.769446</td>\n",
       "      <td>23.74</td>\n",
       "      <td>1.471170</td>\n",
       "      <td>0.000201</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4229</td>\n",
       "      <td>55501</td>\n",
       "      <td>224</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>'Decimal(''4761492370981101568'')'</td>\n",
       "      <td>22.174470</td>\n",
       "      <td>-0.554768</td>\n",
       "      <td>30.05</td>\n",
       "      <td>1.658650</td>\n",
       "      <td>0.000235</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4230</td>\n",
       "      <td>55483</td>\n",
       "      <td>82</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>'Decimal(''4762579237923168256'')'</td>\n",
       "      <td>24.539736</td>\n",
       "      <td>-1.155616</td>\n",
       "      <td>57.99</td>\n",
       "      <td>0.272994</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>4313</td>\n",
       "      <td>55857</td>\n",
       "      <td>582</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>'Decimal(''4856166375419256832'')'</td>\n",
       "      <td>19.892822</td>\n",
       "      <td>5.441590</td>\n",
       "      <td>14.06</td>\n",
       "      <td>2.316170</td>\n",
       "      <td>0.000288</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>4315</td>\n",
       "      <td>55503</td>\n",
       "      <td>926</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>'Decimal(''4858512727293796352'')'</td>\n",
       "      <td>19.335057</td>\n",
       "      <td>2.815353</td>\n",
       "      <td>5.02</td>\n",
       "      <td>0.930073</td>\n",
       "      <td>0.000096</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>4370</td>\n",
       "      <td>55534</td>\n",
       "      <td>218</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>'Decimal(''4920242609132118016'')'</td>\n",
       "      <td>11.804461</td>\n",
       "      <td>-3.184661</td>\n",
       "      <td>17.30</td>\n",
       "      <td>1.110960</td>\n",
       "      <td>0.000418</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>4536</td>\n",
       "      <td>55857</td>\n",
       "      <td>646</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>'Decimal(''5107259646831206400'')'</td>\n",
       "      <td>3.086626</td>\n",
       "      <td>9.450446</td>\n",
       "      <td>25.51</td>\n",
       "      <td>0.795593</td>\n",
       "      <td>0.000057</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>4539</td>\n",
       "      <td>55865</td>\n",
       "      <td>516</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>'Decimal(''5110601612558049280'')'</td>\n",
       "      <td>5.802886</td>\n",
       "      <td>7.415406</td>\n",
       "      <td>23.22</td>\n",
       "      <td>0.660584</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>4543</td>\n",
       "      <td>55888</td>\n",
       "      <td>836</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>'Decimal(''5115193173501517824'')'</td>\n",
       "      <td>11.904685</td>\n",
       "      <td>8.515860</td>\n",
       "      <td>17.80</td>\n",
       "      <td>0.566445</td>\n",
       "      <td>0.000073</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>4545</td>\n",
       "      <td>55567</td>\n",
       "      <td>314</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>'Decimal(''5117301481662291968'')'</td>\n",
       "      <td>25.867638</td>\n",
       "      <td>9.681707</td>\n",
       "      <td>17.84</td>\n",
       "      <td>0.837516</td>\n",
       "      <td>0.000107</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1939</th>\n",
       "      <td>4998</td>\n",
       "      <td>55722</td>\n",
       "      <td>44</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('5627259925027594240')</td>\n",
       "      <td>261.018300</td>\n",
       "      <td>31.243472</td>\n",
       "      <td>33.68</td>\n",
       "      <td>1.390330</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1940</th>\n",
       "      <td>5003</td>\n",
       "      <td>55715</td>\n",
       "      <td>644</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('5633054351188533248')</td>\n",
       "      <td>259.453190</td>\n",
       "      <td>27.925695</td>\n",
       "      <td>43.28</td>\n",
       "      <td>1.926030</td>\n",
       "      <td>0.000384</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1941</th>\n",
       "      <td>5015</td>\n",
       "      <td>55707</td>\n",
       "      <td>974</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('5646655859645718528')</td>\n",
       "      <td>259.874030</td>\n",
       "      <td>24.690704</td>\n",
       "      <td>8.69</td>\n",
       "      <td>0.347320</td>\n",
       "      <td>0.000045</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'AGN'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1942</th>\n",
       "      <td>5023</td>\n",
       "      <td>55858</td>\n",
       "      <td>584</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('5655555859050110976')</td>\n",
       "      <td>333.477310</td>\n",
       "      <td>20.958642</td>\n",
       "      <td>23.99</td>\n",
       "      <td>1.363650</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1943</th>\n",
       "      <td>5027</td>\n",
       "      <td>56218</td>\n",
       "      <td>185</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('5659949788432408576')</td>\n",
       "      <td>343.759010</td>\n",
       "      <td>18.357148</td>\n",
       "      <td>23.43</td>\n",
       "      <td>2.189440</td>\n",
       "      <td>0.000372</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1944</th>\n",
       "      <td>5042</td>\n",
       "      <td>55856</td>\n",
       "      <td>176</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('5676835807060533248')</td>\n",
       "      <td>335.990400</td>\n",
       "      <td>12.974093</td>\n",
       "      <td>50.67</td>\n",
       "      <td>1.490020</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1945</th>\n",
       "      <td>5049</td>\n",
       "      <td>56103</td>\n",
       "      <td>873</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('5684908700453543936')</td>\n",
       "      <td>339.883180</td>\n",
       "      <td>12.373448</td>\n",
       "      <td>47.48</td>\n",
       "      <td>1.483140</td>\n",
       "      <td>0.000109</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1946</th>\n",
       "      <td>5063</td>\n",
       "      <td>55831</td>\n",
       "      <td>440</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('5700552272452231168')</td>\n",
       "      <td>329.400140</td>\n",
       "      <td>11.383969</td>\n",
       "      <td>34.44</td>\n",
       "      <td>1.778990</td>\n",
       "      <td>0.000153</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1947</th>\n",
       "      <td>5144</td>\n",
       "      <td>55829</td>\n",
       "      <td>104</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('5791657805896196096')</td>\n",
       "      <td>324.575190</td>\n",
       "      <td>0.846932</td>\n",
       "      <td>30.57</td>\n",
       "      <td>0.791583</td>\n",
       "      <td>0.000084</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1948</th>\n",
       "      <td>5144</td>\n",
       "      <td>55829</td>\n",
       "      <td>122</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('5791662753698521088')</td>\n",
       "      <td>324.451850</td>\n",
       "      <td>0.205560</td>\n",
       "      <td>29.99</td>\n",
       "      <td>1.669930</td>\n",
       "      <td>0.000240</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1949</th>\n",
       "      <td>5947</td>\n",
       "      <td>56093</td>\n",
       "      <td>155</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('6695769454293262336')</td>\n",
       "      <td>333.170220</td>\n",
       "      <td>21.655148</td>\n",
       "      <td>20.12</td>\n",
       "      <td>0.899748</td>\n",
       "      <td>0.000124</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1950</th>\n",
       "      <td>5950</td>\n",
       "      <td>56211</td>\n",
       "      <td>193</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('6699157601353965568')</td>\n",
       "      <td>334.553320</td>\n",
       "      <td>23.125696</td>\n",
       "      <td>18.02</td>\n",
       "      <td>0.446414</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1951</th>\n",
       "      <td>5958</td>\n",
       "      <td>56213</td>\n",
       "      <td>168</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('6708157928694587392')</td>\n",
       "      <td>333.005060</td>\n",
       "      <td>24.698919</td>\n",
       "      <td>8.02</td>\n",
       "      <td>0.725634</td>\n",
       "      <td>0.000098</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1952</th>\n",
       "      <td>5966</td>\n",
       "      <td>56101</td>\n",
       "      <td>878</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('6717360289384210432')</td>\n",
       "      <td>330.518670</td>\n",
       "      <td>30.404525</td>\n",
       "      <td>29.21</td>\n",
       "      <td>2.379090</td>\n",
       "      <td>0.000143</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1953</th>\n",
       "      <td>6117</td>\n",
       "      <td>56272</td>\n",
       "      <td>427</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('6887247208250318848')</td>\n",
       "      <td>356.233900</td>\n",
       "      <td>20.741022</td>\n",
       "      <td>21.27</td>\n",
       "      <td>0.802991</td>\n",
       "      <td>0.000095</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1954</th>\n",
       "      <td>6118</td>\n",
       "      <td>56189</td>\n",
       "      <td>832</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('6888484432316964864')</td>\n",
       "      <td>337.527280</td>\n",
       "      <td>21.985693</td>\n",
       "      <td>22.02</td>\n",
       "      <td>2.874810</td>\n",
       "      <td>0.000183</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1955</th>\n",
       "      <td>6124</td>\n",
       "      <td>56211</td>\n",
       "      <td>108</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('6895040820522491904')</td>\n",
       "      <td>352.471040</td>\n",
       "      <td>19.558741</td>\n",
       "      <td>4.06</td>\n",
       "      <td>0.882907</td>\n",
       "      <td>0.000085</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1956</th>\n",
       "      <td>6126</td>\n",
       "      <td>56269</td>\n",
       "      <td>20</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('6897268432053444608')</td>\n",
       "      <td>358.076990</td>\n",
       "      <td>19.754942</td>\n",
       "      <td>13.99</td>\n",
       "      <td>0.663093</td>\n",
       "      <td>0.000086</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1957</th>\n",
       "      <td>6128</td>\n",
       "      <td>56236</td>\n",
       "      <td>812</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('6899737934615781376')</td>\n",
       "      <td>345.981390</td>\n",
       "      <td>18.837108</td>\n",
       "      <td>21.31</td>\n",
       "      <td>1.047190</td>\n",
       "      <td>0.000169</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958</th>\n",
       "      <td>6133</td>\n",
       "      <td>56246</td>\n",
       "      <td>526</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('6905288819236380672')</td>\n",
       "      <td>356.430060</td>\n",
       "      <td>18.098053</td>\n",
       "      <td>19.61</td>\n",
       "      <td>0.832855</td>\n",
       "      <td>0.000098</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959</th>\n",
       "      <td>6140</td>\n",
       "      <td>56189</td>\n",
       "      <td>518</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('6913167918604722176')</td>\n",
       "      <td>343.923550</td>\n",
       "      <td>14.954438</td>\n",
       "      <td>48.82</td>\n",
       "      <td>0.807608</td>\n",
       "      <td>0.000055</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1960</th>\n",
       "      <td>6143</td>\n",
       "      <td>56267</td>\n",
       "      <td>958</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('6916666565912928256')</td>\n",
       "      <td>353.226960</td>\n",
       "      <td>15.218174</td>\n",
       "      <td>26.99</td>\n",
       "      <td>0.214581</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1961</th>\n",
       "      <td>6147</td>\n",
       "      <td>56239</td>\n",
       "      <td>186</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('6920957959326375936')</td>\n",
       "      <td>349.211500</td>\n",
       "      <td>12.535975</td>\n",
       "      <td>29.05</td>\n",
       "      <td>0.761552</td>\n",
       "      <td>0.000093</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1962</th>\n",
       "      <td>6153</td>\n",
       "      <td>56164</td>\n",
       "      <td>682</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('6927849696950984704')</td>\n",
       "      <td>357.409030</td>\n",
       "      <td>7.914302</td>\n",
       "      <td>19.96</td>\n",
       "      <td>1.595550</td>\n",
       "      <td>0.000316</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1963</th>\n",
       "      <td>6293</td>\n",
       "      <td>56561</td>\n",
       "      <td>539</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('7085436383028813824')</td>\n",
       "      <td>343.049420</td>\n",
       "      <td>28.323524</td>\n",
       "      <td>17.71</td>\n",
       "      <td>0.961208</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1964</th>\n",
       "      <td>6514</td>\n",
       "      <td>56487</td>\n",
       "      <td>618</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('7334281976554168320')</td>\n",
       "      <td>353.472000</td>\n",
       "      <td>28.741905</td>\n",
       "      <td>24.91</td>\n",
       "      <td>0.412503</td>\n",
       "      <td>0.000036</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1965</th>\n",
       "      <td>6518</td>\n",
       "      <td>56567</td>\n",
       "      <td>616</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('7338785027767902208')</td>\n",
       "      <td>356.371460</td>\n",
       "      <td>24.756347</td>\n",
       "      <td>24.46</td>\n",
       "      <td>0.752175</td>\n",
       "      <td>0.000088</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1966</th>\n",
       "      <td>6587</td>\n",
       "      <td>56537</td>\n",
       "      <td>504</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('7416441334511149056')</td>\n",
       "      <td>349.159470</td>\n",
       "      <td>27.686490</td>\n",
       "      <td>11.44</td>\n",
       "      <td>1.464190</td>\n",
       "      <td>0.000174</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1967</th>\n",
       "      <td>6877</td>\n",
       "      <td>56544</td>\n",
       "      <td>442</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('7742935265182720000')</td>\n",
       "      <td>359.940790</td>\n",
       "      <td>25.319299</td>\n",
       "      <td>39.50</td>\n",
       "      <td>0.386265</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'STARBURST BROADLINE'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1968</th>\n",
       "      <td>7586</td>\n",
       "      <td>57186</td>\n",
       "      <td>248</td>\n",
       "      <td>'v5_10_0'</td>\n",
       "      <td>Decimal('8541144983591165952')</td>\n",
       "      <td>337.527270</td>\n",
       "      <td>21.985693</td>\n",
       "      <td>26.31</td>\n",
       "      <td>2.875250</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1969 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      plate    mjd  fiberid      run2d                          specobj_id  \\\n",
       "0       392  51793      240       '26'   'Decimal(''441418764261550080'')'   \n",
       "1       399  51817       26       '26'   'Decimal(''449241240140015616'')'   \n",
       "2       400  51820      252       '26'   'Decimal(''450429262504159232'')'   \n",
       "3       418  51817       52       '26'   'Decimal(''470640485195606016'')'   \n",
       "4       418  51884       58       '26'   'Decimal(''470642135587121152'')'   \n",
       "5       419  51812      250       '26'   'Decimal(''471820810844137472'')'   \n",
       "6       419  51868      250       '26'   'Decimal(''471820811783661568'')'   \n",
       "7       419  51879      257       '26'   'Decimal(''471822736113559552'')'   \n",
       "8       420  51871      160       '26'   'Decimal(''472921972729210880'')'   \n",
       "9       421  51821      381       '26'   'Decimal(''474108619814627328'')'   \n",
       "10      421  51821      558       '26'   'Decimal(''474157273204156416'')'   \n",
       "11      423  51821      310       '26'   'Decimal(''476340903296919552'')'   \n",
       "12      426  51882      154       '26'   'Decimal(''479675723087374336'')'   \n",
       "13      651  52141       72       '26'   'Decimal(''732980666483894272'')'   \n",
       "14      689  52262       30       '26'   'Decimal(''775753320101865472'')'   \n",
       "15      690  52261      266       '26'   'Decimal(''776944091177969664'')'   \n",
       "16     2038  53327      109       '26'  'Decimal(''2294614027654948864'')'   \n",
       "17     3587  55182      390  'v5_10_0'  'Decimal(''4038710255168757760'')'   \n",
       "18     4221  55443      232  'v5_10_0'  'Decimal(''4752487369776537600'')'   \n",
       "19     4222  55444      711  'v5_10_0'  'Decimal(''4753744936217583616'')'   \n",
       "20     4229  55501       56  'v5_10_0'  'Decimal(''4761446191492734976'')'   \n",
       "21     4229  55501      224  'v5_10_0'  'Decimal(''4761492370981101568'')'   \n",
       "22     4230  55483       82  'v5_10_0'  'Decimal(''4762579237923168256'')'   \n",
       "23     4313  55857      582  'v5_10_0'  'Decimal(''4856166375419256832'')'   \n",
       "24     4315  55503      926  'v5_10_0'  'Decimal(''4858512727293796352'')'   \n",
       "25     4370  55534      218  'v5_10_0'  'Decimal(''4920242609132118016'')'   \n",
       "26     4536  55857      646  'v5_10_0'  'Decimal(''5107259646831206400'')'   \n",
       "27     4539  55865      516  'v5_10_0'  'Decimal(''5110601612558049280'')'   \n",
       "28     4543  55888      836  'v5_10_0'  'Decimal(''5115193173501517824'')'   \n",
       "29     4545  55567      314  'v5_10_0'  'Decimal(''5117301481662291968'')'   \n",
       "...     ...    ...      ...        ...                                 ...   \n",
       "1939   4998  55722       44  'v5_10_0'      Decimal('5627259925027594240')   \n",
       "1940   5003  55715      644  'v5_10_0'      Decimal('5633054351188533248')   \n",
       "1941   5015  55707      974  'v5_10_0'      Decimal('5646655859645718528')   \n",
       "1942   5023  55858      584  'v5_10_0'      Decimal('5655555859050110976')   \n",
       "1943   5027  56218      185  'v5_10_0'      Decimal('5659949788432408576')   \n",
       "1944   5042  55856      176  'v5_10_0'      Decimal('5676835807060533248')   \n",
       "1945   5049  56103      873  'v5_10_0'      Decimal('5684908700453543936')   \n",
       "1946   5063  55831      440  'v5_10_0'      Decimal('5700552272452231168')   \n",
       "1947   5144  55829      104  'v5_10_0'      Decimal('5791657805896196096')   \n",
       "1948   5144  55829      122  'v5_10_0'      Decimal('5791662753698521088')   \n",
       "1949   5947  56093      155  'v5_10_0'      Decimal('6695769454293262336')   \n",
       "1950   5950  56211      193  'v5_10_0'      Decimal('6699157601353965568')   \n",
       "1951   5958  56213      168  'v5_10_0'      Decimal('6708157928694587392')   \n",
       "1952   5966  56101      878  'v5_10_0'      Decimal('6717360289384210432')   \n",
       "1953   6117  56272      427  'v5_10_0'      Decimal('6887247208250318848')   \n",
       "1954   6118  56189      832  'v5_10_0'      Decimal('6888484432316964864')   \n",
       "1955   6124  56211      108  'v5_10_0'      Decimal('6895040820522491904')   \n",
       "1956   6126  56269       20  'v5_10_0'      Decimal('6897268432053444608')   \n",
       "1957   6128  56236      812  'v5_10_0'      Decimal('6899737934615781376')   \n",
       "1958   6133  56246      526  'v5_10_0'      Decimal('6905288819236380672')   \n",
       "1959   6140  56189      518  'v5_10_0'      Decimal('6913167918604722176')   \n",
       "1960   6143  56267      958  'v5_10_0'      Decimal('6916666565912928256')   \n",
       "1961   6147  56239      186  'v5_10_0'      Decimal('6920957959326375936')   \n",
       "1962   6153  56164      682  'v5_10_0'      Decimal('6927849696950984704')   \n",
       "1963   6293  56561      539  'v5_10_0'      Decimal('7085436383028813824')   \n",
       "1964   6514  56487      618  'v5_10_0'      Decimal('7334281976554168320')   \n",
       "1965   6518  56567      616  'v5_10_0'      Decimal('7338785027767902208')   \n",
       "1966   6587  56537      504  'v5_10_0'      Decimal('7416441334511149056')   \n",
       "1967   6877  56544      442  'v5_10_0'      Decimal('7742935265182720000')   \n",
       "1968   7586  57186      248  'v5_10_0'      Decimal('8541144983591165952')   \n",
       "\n",
       "              ra        dec  sn_median_r         z      zerr  zwarning  class  \\\n",
       "0       8.632258  -0.220188        21.22  0.380878  0.000031         0  'QSO'   \n",
       "1      22.174470  -0.554768        17.08  1.658690  0.000365         0  'QSO'   \n",
       "2      23.188750  -0.769441        12.29  1.471480  0.000342         0  'QSO'   \n",
       "3      10.099026  14.135399        38.27  1.894450  0.000235         0  'QSO'   \n",
       "4      10.099026  14.135399        48.39  1.894520  0.000224         0  'QSO'   \n",
       "5      10.675032  13.913934        36.08  1.619610  0.000432         0  'QSO'   \n",
       "6      10.675032  13.913934        38.40  1.622810  0.000310         0  'QSO'   \n",
       "7      10.675032  13.913934        37.22  1.624520  0.000212         0  'QSO'   \n",
       "8      13.645559  14.924640        34.24  0.875128  0.000122         0  'QSO'   \n",
       "9      14.488525  15.353075        24.83  1.273210  0.000216         0  'QSO'   \n",
       "10     15.955469  15.028543        29.78  1.745770  0.000275         0  'QSO'   \n",
       "11     17.822328  14.448231        21.76  1.154100  0.000459         0  'QSO'   \n",
       "12     25.004328  13.464298        25.24  1.294520  0.000247         0  'QSO'   \n",
       "13      3.100114 -10.373970        34.04  0.224388  0.000058         0  'QSO'   \n",
       "14      8.632258  -0.220188        20.75  0.380876  0.000030         0  'QSO'   \n",
       "15      8.632258  -0.220188        23.78  0.380869  0.000030         0  'QSO'   \n",
       "16     11.351985  24.523853        25.01  1.829590  0.000315         0  'QSO'   \n",
       "17      8.632253  -0.220217        30.30  0.380988  0.000019         0  'QSO'   \n",
       "18      8.632264  -0.220199        30.72  0.381006  0.000021         0  'QSO'   \n",
       "19     10.016076   0.981739         4.49  6.374480  0.000879         0  'QSO'   \n",
       "20     23.188751  -0.769446        23.74  1.471170  0.000201         0  'QSO'   \n",
       "21     22.174470  -0.554768        30.05  1.658650  0.000235         0  'QSO'   \n",
       "22     24.539736  -1.155616        57.99  0.272994  0.000012         0  'QSO'   \n",
       "23     19.892822   5.441590        14.06  2.316170  0.000288         0  'QSO'   \n",
       "24     19.335057   2.815353         5.02  0.930073  0.000096         0  'QSO'   \n",
       "25     11.804461  -3.184661        17.30  1.110960  0.000418         0  'QSO'   \n",
       "26      3.086626   9.450446        25.51  0.795593  0.000057         0  'QSO'   \n",
       "27      5.802886   7.415406        23.22  0.660584  0.000070         0  'QSO'   \n",
       "28     11.904685   8.515860        17.80  0.566445  0.000073         0  'QSO'   \n",
       "29     25.867638   9.681707        17.84  0.837516  0.000107         0  'QSO'   \n",
       "...          ...        ...          ...       ...       ...       ...    ...   \n",
       "1939  261.018300  31.243472        33.68  1.390330  0.000110         0  'QSO'   \n",
       "1940  259.453190  27.925695        43.28  1.926030  0.000384         0  'QSO'   \n",
       "1941  259.874030  24.690704         8.69  0.347320  0.000045         0  'QSO'   \n",
       "1942  333.477310  20.958642        23.99  1.363650  0.000188         0  'QSO'   \n",
       "1943  343.759010  18.357148        23.43  2.189440  0.000372         0  'QSO'   \n",
       "1944  335.990400  12.974093        50.67  1.490020  0.000110         0  'QSO'   \n",
       "1945  339.883180  12.373448        47.48  1.483140  0.000109         0  'QSO'   \n",
       "1946  329.400140  11.383969        34.44  1.778990  0.000153         0  'QSO'   \n",
       "1947  324.575190   0.846932        30.57  0.791583  0.000084         0  'QSO'   \n",
       "1948  324.451850   0.205560        29.99  1.669930  0.000240         0  'QSO'   \n",
       "1949  333.170220  21.655148        20.12  0.899748  0.000124         0  'QSO'   \n",
       "1950  334.553320  23.125696        18.02  0.446414  0.000031         0  'QSO'   \n",
       "1951  333.005060  24.698919         8.02  0.725634  0.000098         0  'QSO'   \n",
       "1952  330.518670  30.404525        29.21  2.379090  0.000143         0  'QSO'   \n",
       "1953  356.233900  20.741022        21.27  0.802991  0.000095         0  'QSO'   \n",
       "1954  337.527280  21.985693        22.02  2.874810  0.000183         0  'QSO'   \n",
       "1955  352.471040  19.558741         4.06  0.882907  0.000085         0  'QSO'   \n",
       "1956  358.076990  19.754942        13.99  0.663093  0.000086         0  'QSO'   \n",
       "1957  345.981390  18.837108        21.31  1.047190  0.000169         0  'QSO'   \n",
       "1958  356.430060  18.098053        19.61  0.832855  0.000098         0  'QSO'   \n",
       "1959  343.923550  14.954438        48.82  0.807608  0.000055         0  'QSO'   \n",
       "1960  353.226960  15.218174        26.99  0.214581  0.000024         0  'QSO'   \n",
       "1961  349.211500  12.535975        29.05  0.761552  0.000093         0  'QSO'   \n",
       "1962  357.409030   7.914302        19.96  1.595550  0.000316         0  'QSO'   \n",
       "1963  343.049420  28.323524        17.71  0.961208  0.000162         0  'QSO'   \n",
       "1964  353.472000  28.741905        24.91  0.412503  0.000036         0  'QSO'   \n",
       "1965  356.371460  24.756347        24.46  0.752175  0.000088         0  'QSO'   \n",
       "1966  349.159470  27.686490        11.44  1.464190  0.000174         0  'QSO'   \n",
       "1967  359.940790  25.319299        39.50  0.386265  0.000030         0  'QSO'   \n",
       "1968  337.527270  21.985693        26.31  2.875250  0.000171         0  'QSO'   \n",
       "\n",
       "                   subclass  \n",
       "0               'BROADLINE'  \n",
       "1               'BROADLINE'  \n",
       "2               'BROADLINE'  \n",
       "3               'BROADLINE'  \n",
       "4               'BROADLINE'  \n",
       "5               'BROADLINE'  \n",
       "6               'BROADLINE'  \n",
       "7               'BROADLINE'  \n",
       "8               'BROADLINE'  \n",
       "9               'BROADLINE'  \n",
       "10              'BROADLINE'  \n",
       "11              'BROADLINE'  \n",
       "12              'BROADLINE'  \n",
       "13          'AGN BROADLINE'  \n",
       "14              'BROADLINE'  \n",
       "15              'BROADLINE'  \n",
       "16              'BROADLINE'  \n",
       "17              'BROADLINE'  \n",
       "18              'BROADLINE'  \n",
       "19                      NaN  \n",
       "20              'BROADLINE'  \n",
       "21              'BROADLINE'  \n",
       "22              'BROADLINE'  \n",
       "23              'BROADLINE'  \n",
       "24              'BROADLINE'  \n",
       "25              'BROADLINE'  \n",
       "26              'BROADLINE'  \n",
       "27              'BROADLINE'  \n",
       "28              'BROADLINE'  \n",
       "29              'BROADLINE'  \n",
       "...                     ...  \n",
       "1939            'BROADLINE'  \n",
       "1940            'BROADLINE'  \n",
       "1941                  'AGN'  \n",
       "1942            'BROADLINE'  \n",
       "1943            'BROADLINE'  \n",
       "1944            'BROADLINE'  \n",
       "1945            'BROADLINE'  \n",
       "1946            'BROADLINE'  \n",
       "1947            'BROADLINE'  \n",
       "1948            'BROADLINE'  \n",
       "1949            'BROADLINE'  \n",
       "1950            'BROADLINE'  \n",
       "1951            'BROADLINE'  \n",
       "1952            'BROADLINE'  \n",
       "1953            'BROADLINE'  \n",
       "1954            'BROADLINE'  \n",
       "1955            'BROADLINE'  \n",
       "1956            'BROADLINE'  \n",
       "1957            'BROADLINE'  \n",
       "1958            'BROADLINE'  \n",
       "1959            'BROADLINE'  \n",
       "1960            'BROADLINE'  \n",
       "1961            'BROADLINE'  \n",
       "1962            'BROADLINE'  \n",
       "1963            'BROADLINE'  \n",
       "1964            'BROADLINE'  \n",
       "1965            'BROADLINE'  \n",
       "1966            'BROADLINE'  \n",
       "1967  'STARBURST BROADLINE'  \n",
       "1968            'BROADLINE'  \n",
       "\n",
       "[1969 rows x 13 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tabla = pd.read_csv(\"datosSDSS.csv\",delimiter=\",\")\n",
    "tabla"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Relacionar espectros con objetos dentro de la tabla \"datosSDSS.csv\"\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "datadir = \"FITS_data/\"\n",
    "titles = []\n",
    "for img in range(len(os.listdir(datadir))):\n",
    "    titles.append([int(os.listdir(datadir)[img][-20:-16]),int(os.listdir(datadir)[img][-15:-10]),int(os.listdir(datadir)[img][-9:-5])])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[288, 52000, 266],\n",
       " [293, 51689, 99],\n",
       " [293, 51994, 85],\n",
       " [297, 51663, 166],\n",
       " [297, 51663, 269],\n",
       " [297, 51959, 164],\n",
       " [297, 51959, 267],\n",
       " [299, 51671, 39],\n",
       " [300, 51666, 75],\n",
       " [300, 51666, 614],\n",
       " [300, 51943, 71],\n",
       " [300, 51943, 616],\n",
       " [301, 51641, 562],\n",
       " [301, 51942, 565],\n",
       " [303, 51615, 536],\n",
       " [306, 51637, 122],\n",
       " [306, 51690, 128],\n",
       " [310, 51616, 326],\n",
       " [310, 51990, 350],\n",
       " [311, 51665, 337],\n",
       " [313, 51673, 496],\n",
       " [337, 51997, 505],\n",
       " [338, 51694, 604],\n",
       " [374, 51791, 136],\n",
       " [374, 51791, 219],\n",
       " [379, 51789, 522],\n",
       " [379, 51789, 545],\n",
       " [381, 51811, 625],\n",
       " [384, 51821, 349],\n",
       " [385, 51783, 590],\n",
       " [385, 51877, 587],\n",
       " [386, 51788, 310],\n",
       " [386, 51788, 524],\n",
       " [392, 51793, 240],\n",
       " [399, 51817, 26],\n",
       " [400, 51820, 252],\n",
       " [402, 51793, 109],\n",
       " [402, 51793, 260],\n",
       " [403, 51871, 529],\n",
       " [405, 51816, 314],\n",
       " [406, 51817, 215],\n",
       " [406, 51869, 210],\n",
       " [406, 51876, 214],\n",
       " [406, 51900, 207],\n",
       " [406, 52238, 201],\n",
       " [418, 51817, 52],\n",
       " [418, 51884, 58],\n",
       " [419, 51812, 250],\n",
       " [419, 51868, 250],\n",
       " [419, 51879, 257],\n",
       " [420, 51871, 160],\n",
       " [421, 51821, 381],\n",
       " [421, 51821, 558],\n",
       " [423, 51821, 310],\n",
       " [426, 51882, 154],\n",
       " [430, 51877, 377],\n",
       " [431, 51877, 564],\n",
       " [432, 51884, 256],\n",
       " [434, 51885, 46],\n",
       " [434, 51885, 197],\n",
       " [434, 51885, 510],\n",
       " [434, 51885, 567],\n",
       " [438, 51884, 18],\n",
       " [438, 51884, 243],\n",
       " [439, 51877, 19],\n",
       " [441, 51868, 278],\n",
       " [441, 51868, 599],\n",
       " [442, 51882, 497],\n",
       " [442, 51882, 572],\n",
       " [444, 51883, 496],\n",
       " [447, 51877, 18],\n",
       " [449, 51900, 62],\n",
       " [452, 51911, 343],\n",
       " [453, 51915, 416],\n",
       " [453, 51915, 581],\n",
       " [453, 51915, 613],\n",
       " [454, 51908, 461],\n",
       " [455, 51909, 164],\n",
       " [455, 51909, 188],\n",
       " [457, 51901, 164],\n",
       " [457, 51901, 495],\n",
       " [470, 51929, 37],\n",
       " [470, 51929, 324],\n",
       " [471, 51924, 159],\n",
       " [484, 51907, 501],\n",
       " [487, 51943, 250],\n",
       " [487, 51943, 372],\n",
       " [487, 51943, 496],\n",
       " [487, 51943, 510],\n",
       " [489, 51930, 349],\n",
       " [491, 51942, 402],\n",
       " [492, 51955, 248],\n",
       " [496, 51973, 24],\n",
       " [496, 51988, 19],\n",
       " [497, 51989, 30],\n",
       " [497, 51989, 98],\n",
       " [497, 51989, 390],\n",
       " [498, 51973, 152],\n",
       " [498, 51973, 399],\n",
       " [498, 51984, 159],\n",
       " [498, 51984, 392],\n",
       " [500, 51994, 171],\n",
       " [501, 52235, 147],\n",
       " [502, 51957, 315],\n",
       " [514, 51994, 450],\n",
       " [524, 52027, 65],\n",
       " [527, 52342, 185],\n",
       " [528, 52022, 121],\n",
       " [530, 52026, 363],\n",
       " [531, 52028, 91],\n",
       " [532, 51993, 606],\n",
       " [533, 51994, 88],\n",
       " [541, 51959, 534],\n",
       " [546, 52205, 265],\n",
       " [549, 51981, 636],\n",
       " [550, 51959, 85],\n",
       " [550, 51959, 383],\n",
       " [551, 51993, 68],\n",
       " [554, 52000, 285],\n",
       " [556, 51991, 160],\n",
       " [557, 52253, 631],\n",
       " [558, 52317, 110],\n",
       " [558, 52317, 168],\n",
       " [560, 52296, 442],\n",
       " [560, 52296, 525],\n",
       " [561, 52295, 618],\n",
       " [564, 52224, 395],\n",
       " [569, 52264, 267],\n",
       " [578, 52339, 527],\n",
       " [578, 52339, 620],\n",
       " [581, 52353, 434],\n",
       " [581, 52356, 434],\n",
       " [584, 52049, 321],\n",
       " [596, 52370, 219],\n",
       " [596, 52370, 392],\n",
       " [596, 52370, 426],\n",
       " [596, 52370, 477],\n",
       " [597, 52059, 604],\n",
       " [599, 52317, 297],\n",
       " [599, 52317, 483],\n",
       " [600, 52317, 153],\n",
       " [600, 52317, 579],\n",
       " [602, 52072, 291],\n",
       " [605, 52353, 272],\n",
       " [606, 52365, 168],\n",
       " [606, 52365, 175],\n",
       " [607, 52368, 259],\n",
       " [607, 52368, 581],\n",
       " [608, 52081, 527],\n",
       " [609, 52339, 375],\n",
       " [609, 52339, 428],\n",
       " [609, 52339, 594],\n",
       " [611, 52055, 161],\n",
       " [611, 52055, 217],\n",
       " [613, 52345, 238],\n",
       " [614, 53437, 556],\n",
       " [615, 52345, 201],\n",
       " [615, 52347, 231],\n",
       " [616, 52374, 97],\n",
       " [616, 52442, 120],\n",
       " [617, 52072, 352],\n",
       " [617, 52072, 529],\n",
       " [618, 52049, 271],\n",
       " [621, 52055, 486],\n",
       " [623, 52051, 24],\n",
       " [623, 52051, 540],\n",
       " [624, 52377, 59],\n",
       " [624, 52377, 251],\n",
       " [625, 52145, 270],\n",
       " [625, 52145, 363],\n",
       " [626, 52057, 313],\n",
       " [626, 52057, 356],\n",
       " [626, 52057, 423],\n",
       " [627, 52144, 137],\n",
       " [627, 52144, 367],\n",
       " [628, 52083, 299],\n",
       " [629, 52051, 213],\n",
       " [629, 52051, 520],\n",
       " [630, 52050, 309],\n",
       " [630, 52050, 560],\n",
       " [632, 52071, 175],\n",
       " [651, 52141, 72],\n",
       " [665, 52168, 597],\n",
       " [679, 52177, 496],\n",
       " [680, 52200, 628],\n",
       " [681, 52199, 424],\n",
       " [683, 52524, 194],\n",
       " [683, 52524, 423],\n",
       " [689, 52262, 30],\n",
       " [690, 52261, 266],\n",
       " [704, 52205, 217],\n",
       " [734, 52224, 291],\n",
       " [737, 52518, 171],\n",
       " [739, 52264, 207],\n",
       " [739, 52520, 209],\n",
       " [741, 52261, 522],\n",
       " [747, 52234, 354],\n",
       " [755, 52235, 442],\n",
       " [757, 52238, 474],\n",
       " [762, 52232, 550],\n",
       " [764, 52238, 4],\n",
       " [764, 52238, 299],\n",
       " [766, 52247, 289],\n",
       " [768, 52281, 117],\n",
       " [768, 52281, 245],\n",
       " [770, 52282, 407],\n",
       " [771, 52370, 476],\n",
       " [772, 52375, 302],\n",
       " [775, 52295, 80],\n",
       " [777, 52320, 58],\n",
       " [777, 52320, 116],\n",
       " [778, 52337, 231],\n",
       " [778, 52337, 504],\n",
       " [778, 54525, 229],\n",
       " [778, 54525, 507],\n",
       " [782, 52320, 351],\n",
       " [786, 52319, 226],\n",
       " [787, 52320, 118],\n",
       " [788, 52338, 343],\n",
       " [792, 52353, 111],\n",
       " [793, 52370, 266],\n",
       " [793, 52370, 349],\n",
       " [793, 52370, 434],\n",
       " [794, 52376, 517],\n",
       " [795, 52378, 95],\n",
       " [795, 52378, 212],\n",
       " [795, 52378, 245],\n",
       " [795, 52378, 529],\n",
       " [812, 52352, 409],\n",
       " [820, 52405, 189],\n",
       " [820, 52433, 125],\n",
       " [820, 52438, 122],\n",
       " [826, 52295, 573],\n",
       " [827, 52312, 388],\n",
       " [831, 52294, 525],\n",
       " [833, 52314, 114],\n",
       " [833, 52314, 183],\n",
       " [834, 52316, 15],\n",
       " [834, 52316, 373],\n",
       " [837, 52642, 55],\n",
       " [838, 52378, 241],\n",
       " [840, 52374, 47],\n",
       " [841, 52375, 411],\n",
       " [845, 52381, 540],\n",
       " [848, 52669, 398],\n",
       " [851, 52376, 32],\n",
       " [853, 52374, 295],\n",
       " [862, 52325, 379],\n",
       " [864, 52320, 286],\n",
       " [864, 52320, 301],\n",
       " [872, 52339, 231],\n",
       " [872, 52339, 434],\n",
       " [873, 52347, 333],\n",
       " [873, 52674, 357],\n",
       " [875, 52354, 301],\n",
       " [875, 52354, 440],\n",
       " [876, 52346, 107],\n",
       " [876, 52669, 110],\n",
       " [877, 52353, 402],\n",
       " [877, 52353, 414],\n",
       " [880, 52367, 491],\n",
       " [881, 52368, 206],\n",
       " [884, 52374, 268],\n",
       " [896, 52592, 471],\n",
       " [900, 52637, 626],\n",
       " [901, 52641, 515],\n",
       " [902, 52409, 10],\n",
       " [902, 52409, 24],\n",
       " [903, 52385, 77],\n",
       " [903, 52400, 78],\n",
       " [905, 52643, 404],\n",
       " [919, 52409, 325],\n",
       " [921, 52380, 126],\n",
       " [921, 52380, 200],\n",
       " [930, 52618, 135],\n",
       " [936, 52705, 498],\n",
       " [940, 52670, 85],\n",
       " [942, 52703, 187],\n",
       " [942, 52703, 322],\n",
       " [943, 52376, 485],\n",
       " [943, 52376, 605],\n",
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       " [2972, 54586, 188],\n",
       " [2974, 54592, 614],\n",
       " [3114, 54773, 369],\n",
       " [3143, 54772, 539],\n",
       " [3174, 54821, 428],\n",
       " [3176, 54832, 1],\n",
       " [3237, 54883, 67],\n",
       " [3250, 54883, 155],\n",
       " [3295, 54924, 357],\n",
       " [3327, 54951, 153],\n",
       " [3367, 54998, 418],\n",
       " [3587, 55182, 390],\n",
       " [3650, 55244, 722],\n",
       " [3655, 55240, 630],\n",
       " [3657, 55244, 532],\n",
       " [3664, 55245, 324],\n",
       " [3664, 55245, 351],\n",
       " [3668, 55478, 702],\n",
       " [3669, 55481, 6],\n",
       " [3669, 55481, 92],\n",
       " [3670, 55480, 594],\n",
       " [3673, 55178, 876],\n",
       " [3674, 55182, 132],\n",
       " [3679, 55209, 319],\n",
       " [3682, 55244, 194],\n",
       " [3682, 55244, 814],\n",
       " [3684, 55246, 666],\n",
       " [3691, 55274, 214],\n",
       " [3692, 55186, 101],\n",
       " [3692, 55186, 912],\n",
       " [3693, 55208, 424],\n",
       " [3697, 55290, 352],\n",
       " [3758, 55506, 436],\n",
       " [3760, 55268, 890],\n",
       " [3762, 55507, 572],\n",
       " [3763, 55508, 201],\n",
       " [3764, 55514, 824],\n",
       " [3766, 55213, 275],\n",
       " [3770, 55234, 534],\n",
       " [3770, 55234, 723],\n",
       " [3772, 55277, 167],\n",
       " [3779, 55222, 152],\n",
       " [3783, 55246, 376],\n",
       " [3791, 55501, 370],\n",
       " [3792, 55212, 849],\n",
       " [3794, 55241, 962],\n",
       " [3801, 55509, 688],\n",
       " [3803, 55513, 871],\n",
       " [3809, 55533, 224],\n",
       " [3814, 55535, 510],\n",
       " [3816, 55272, 154],\n",
       " [3818, 55532, 100],\n",
       " [3819, 55540, 186],\n",
       " [3830, 55574, 154],\n",
       " [3845, 55323, 876],\n",
       " [3846, 55327, 422],\n",
       " [3851, 55302, 262],\n",
       " [3852, 55243, 512],\n",
       " [3854, 55247, 24],\n",
       " [3855, 55268, 956],\n",
       " [3860, 55269, 264],\n",
       " [3861, 55274, 98],\n",
       " [3861, 55274, 422],\n",
       " [3862, 55276, 840],\n",
       " [3864, 55649, 576],\n",
       " [3866, 55623, 74],\n",
       " [3866, 55623, 436],\n",
       " [3867, 55652, 810],\n",
       " [3869, 55273, 762],\n",
       " [3870, 55273, 2],\n",
       " [3870, 55273, 642],\n",
       " [3870, 55273, 674],\n",
       " [3870, 55273, 738],\n",
       " [3871, 55307, 22],\n",
       " [3872, 55382, 726],\n",
       " [3874, 55280, 532],\n",
       " [3925, 55338, 38],\n",
       " [3926, 55327, 46],\n",
       " [3931, 55350, 690],\n",
       " [3932, 55337, 246],\n",
       " [3932, 55337, 332],\n",
       " [3936, 55302, 720],\n",
       " [3937, 55352, 116],\n",
       " [3939, 55633, 978],\n",
       " [3941, 55321, 284],\n",
       " [3943, 55336, 129],\n",
       " [3943, 55336, 682],\n",
       " [3944, 55660, 188],\n",
       " [3946, 55659, 182],\n",
       " [3948, 55331, 510],\n",
       " [3959, 55679, 2],\n",
       " [3961, 55654, 253],\n",
       " [3961, 55654, 552],\n",
       " [3961, 55654, 638],\n",
       " [3964, 55648, 936],\n",
       " [3966, 55571, 446],\n",
       " [3967, 55704, 872],\n",
       " [3971, 55322, 210],\n",
       " [3972, 55589, 254],\n",
       " [3972, 55589, 697],\n",
       " [3976, 55302, 634],\n",
       " [3978, 55330, 788],\n",
       " [3978, 55330, 870],\n",
       " [3979, 55597, 538],\n",
       " [3979, 55597, 682],\n",
       " [3980, 55331, 769],\n",
       " [3985, 55320, 690],\n",
       " [3987, 55590, 958],\n",
       " [4007, 55327, 564],\n",
       " [4012, 55327, 848],\n",
       " [4013, 55629, 20],\n",
       " [4013, 55629, 414],\n",
       " [4018, 55622, 188],\n",
       " [4019, 55363, 974],\n",
       " [4020, 55332, 498],\n",
       " [4023, 55328, 44],\n",
       " [4023, 55328, 846],\n",
       " [4029, 55618, 828],\n",
       " [4030, 55634, 214],\n",
       " [4030, 55634, 242],\n",
       " [4030, 55634, 550],\n",
       " [4037, 55631, 744],\n",
       " [4039, 55648, 788],\n",
       " [4040, 55605, 496],\n",
       " [4040, 55605, 810],\n",
       " [4040, 55605, 840],\n",
       " [4043, 55630, 384],\n",
       " [4045, 55622, 2],\n",
       " [4045, 55622, 358],\n",
       " [4050, 55599, 392],\n",
       " [4050, 55599, 814],\n",
       " [4050, 55599, 879],\n",
       " [4051, 55337, 348],\n",
       " [4055, 55359, 806],\n",
       " [4056, 55357, 222],\n",
       " [4059, 55360, 853],\n",
       " [4066, 55444, 862],\n",
       " [4067, 55361, 484],\n",
       " [4069, 55365, 508],\n",
       " [4070, 55681, 88],\n",
       " [4094, 55481, 562],\n",
       " [4174, 55659, 225],\n",
       " [4175, 55680, 536],\n",
       " [4176, 55682, 370],\n",
       " [4177, 55688, 950],\n",
       " [4181, 55685, 692],\n",
       " [4182, 55446, 836],\n",
       " [4183, 55447, 576],\n",
       " [4184, 55450, 820],\n",
       " [4185, 55469, 976],\n",
       " [4190, 55686, 30],\n",
       " [4193, 55476, 376],\n",
       " [4195, 55452, 204],\n",
       " [4200, 55499, 176],\n",
       " [4201, 55443, 396],\n",
       " [4201, 55443, 464],\n",
       " [4206, 55471, 838],\n",
       " [4206, 55471, 864],\n",
       " [4209, 55478, 532],\n",
       " [4209, 55478, 844],\n",
       " [4211, 55446, 742],\n",
       " [4211, 55446, 809],\n",
       " [4214, 55451, 394],\n",
       " [4214, 55451, 607],\n",
       " [4221, 55443, 232],\n",
       " [4222, 55444, 711],\n",
       " [4229, 55501, 56],\n",
       " [4229, 55501, 224],\n",
       " [4230, 55483, 82],\n",
       " [4232, 55447, 202],\n",
       " [4233, 55449, 460],\n",
       " [4234, 55478, 590],\n",
       " [4236, 55479, 488],\n",
       " [4237, 55478, 218],\n",
       " [4259, 55501, 722],\n",
       " [4261, 55503, 108],\n",
       " [4263, 55484, 669],\n",
       " ...]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "EO = []\n",
    "for count in range(len(titles)): \n",
    "    EO.append(tabla.loc[(tabla.plate == titles[count][0])&(tabla.mjd == titles[count][1]) & (tabla.fiberid == titles[count][2])])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "k = 1\n",
    "for i in range(len(titles)):\n",
    "    if (len(EO[i]) > 2):\n",
    "        print(titles[i])\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>plate</th>\n",
       "      <th>mjd</th>\n",
       "      <th>fiberid</th>\n",
       "      <th>run2d</th>\n",
       "      <th>specobj_id</th>\n",
       "      <th>ra</th>\n",
       "      <th>dec</th>\n",
       "      <th>sn_median_r</th>\n",
       "      <th>z</th>\n",
       "      <th>zerr</th>\n",
       "      <th>zwarning</th>\n",
       "      <th>class</th>\n",
       "      <th>subclass</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1283</th>\n",
       "      <td>300</td>\n",
       "      <td>51943</td>\n",
       "      <td>71</td>\n",
       "      <td>'26'</td>\n",
       "      <td>Decimal('337789520982337536')</td>\n",
       "      <td>207.96033</td>\n",
       "      <td>-0.127446</td>\n",
       "      <td>44.93</td>\n",
       "      <td>1.44031</td>\n",
       "      <td>0.00013</td>\n",
       "      <td>0</td>\n",
       "      <td>'QSO'</td>\n",
       "      <td>'BROADLINE'</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      plate    mjd  fiberid run2d                     specobj_id         ra  \\\n",
       "1283    300  51943       71  '26'  Decimal('337789520982337536')  207.96033   \n",
       "\n",
       "           dec  sn_median_r        z     zerr  zwarning  class     subclass  \n",
       "1283 -0.127446        44.93  1.44031  0.00013         0  'QSO'  'BROADLINE'  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "EO[10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "I = []\n",
    "for i in range(len(os.listdir(datadir))):\n",
    "    I.append(fits.open(datadir+os.listdir(datadir)[i]))\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Flux[$ (Erg/cm^{2} s)A$]')"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = []; y = []\n",
    "x.append(np.array([I[1000][1].data[i][1] for i in range(len(I[0][1].data))]))\n",
    "y.append(np.array([I[1000][1].data[i][0] for i in range(len(I[0][1].data))]))\n",
    "\n",
    "\n",
    "plt.plot(10**x[0],y[0],\"b-\")\n",
    "plt.grid(True)\n",
    "plt.xlabel(\"$\\lambda[A]$\")\n",
    "plt.ylabel(\"Flux[$ (Erg/cm^{2} s)A$]\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(288, 52000, 266, 'Ly_alpha', 1215.67, 2.7589793, 0.23588374, 4376.446, 399.88876, 105267.555, 6723741.5, 2696.4907, 172195.44, 39.038723, 0.5383455, 190, 179, 366.0, 16158.938)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "\n",
    "I[0][3].data[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3.5804 3.5805 3.5806 ... 3.9621 3.9622 3.9623]\n",
      "[5.02071   5.02081   5.0209103 ... 5.40241   5.4025097 5.40261  ]\n"
     ]
    }
   ],
   "source": [
    "#Z =EO[10][\"z\"]*np.ones(len(x[0]))\n",
    "#len(x[0])\n",
    "print(x[0])\n",
    "print(x[0]+EO[10][\"z\"].values[0])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1953.5626 2799.1587 3527.1787 4568.0137]\n"
     ]
    },
    {
     "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": [
    "from scipy.signal import find_peaks\n",
    "\n",
    "def plot(img,d):\n",
    "    \n",
    "    x = []; y = []\n",
    "    x.append(np.array([I[img][1].data[i][1] for i in range(len(I[0][1].data))]))\n",
    "    y.append(np.array([I[img][1].data[i][0] for i in range(len(I[0][1].data))]))\n",
    "    peaks, _ = find_peaks(y[0], distance = d, height = 10)\n",
    "    \n",
    "    def Lambdao(Lambda,z):\n",
    "        return Lambda/(z+1)\n",
    "     \n",
    "    plt.plot(Lambdao(10**x[0],EO[img][\"z\"].values[0]),y[0],\"b-\")\n",
    "    #plt.plot(Lambdao(10**(x[0][peaks]),EO[img][\"z\"].values[0]),y[0][peaks],\"ro\")\n",
    "    plt.grid(True)\n",
    "    plt.xlabel(\"$\\lambda[A]$\")\n",
    "    plt.ylabel(\"Flux[$ (Erg/cm^{2} s)A$]\")\n",
    "    \n",
    "    for peak in peaks:\n",
    "        plt.axvline(Lambdao(10**(x[0][peak]),EO[img][\"z\"].values[0]), color='r', linestyle='-')\n",
    "\n",
    "    hα = 6563 #Amstrong \n",
    "    O3 = 5007 #Amstrong \n",
    "    hβ = 4862 #Amstrong\n",
    "    C4 = 1549 #Amstrong\n",
    "    Mg2 = 2799 #Amstrong\n",
    "    \n",
    "    #plt.axvline(x=C4, color='k', linestyle='--')\n",
    "    #plt.axvline(x=C4, color='g', linestyle='-')\n",
    "    #plt.axvline(x=hβ, color='y', linestyle='-')\n",
    "    \n",
    "    print (Lambdao(10**(x[0][peaks]),EO[img][\"z\"].values[0]))\n",
    "\n",
    "\n",
    "\n",
    "plot(250,1000)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Corrimiento al rojo utiizando\n",
    "\n",
    "$$\\lambda_{o} = \\frac{\\lambda}{z+1}$$\n",
    "\n",
    "$$\\lambda_{o}\\qquad\\text{Espectro de laboratorio, el que queremos ver}$$\n",
    "\n",
    "$$\\lambda\\qquad\\text{Dato observado en los espectros }$$\n",
    "\n",
    "$$z \\qquad \\text{Redshift}$$\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Clasificar por grupos de redshift en intervalos (0.01,0.1], (0.1,1],(1,2],(2,3],(3,4],(4,5],(5,6],(6,7],(7,8] "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4 Incluyen las lineas de emisión\n",
    "\n",
    "* $Mg_{2} \\rightarrow 2799 A$\n",
    "* $C4 \\rightarrow 1549 A$\n",
    "* $H_{\\beta} \\rightarrow 4862 A$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1787.7094972067039"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "3200./(0.79+1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}