MOFtest_compare.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import pickle as p\n",
    "import astropy.io.fits as fits \n",
    "import healpy as hp\n",
    "import pandas\n",
    "from astropy.table import Table,join\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filename: /global/homes/a/aamon/DES/deepfields/test.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU       6   ()      \n",
      "  1  model_fits    1 BinTableHDU     74   13R x 31C   [K, D, D, K, J, 11A, E, 2D, D, 9J, 9D, 9D, 9D, 9D, J, J, D, 15D, 15D, 225D, 2D, 4D, D, D, D, 9D, 9D, 81D, 9D, D, D]   \n",
      "  2  epochs_data    1 BinTableHDU     17   228R x 4C   [K, I, J, 18D]   \n",
      "XTENSION= 'BINTABLE'           / binary table extension                         BITPIX  =                    8 / 8-bit bytes                                    NAXIS   =                    2 / 2-dimensional binary table                     NAXIS1  =                 3407 / width of table in bytes                        NAXIS2  =                   13 / number of rows in table                        PCOUNT  =                    0 / size of special data area                      GCOUNT  =                    1 / one data group (required keyword)              TFIELDS =                   31 / number of fields in each row                   TTYPE1  = 'id      '           / label for field   1                            TFORM1  = 'K       '           / data format of field: 8-byte INTEGER           TTYPE2  = 'ra      '           / label for field   2                            TFORM2  = 'D       '           / data format of field: 8-byte DOUBLE            TTYPE3  = 'dec     '           / label for field   3                            TFORM3  = 'D       '           / data format of field: 8-byte DOUBLE            TTYPE4  = 'fof_id  '           / label for field   4                            TFORM4  = 'K       '           / data format of field: 8-byte INTEGER           TTYPE5  = 'flags   '           / label for field   5                            TFORM5  = 'J       '           / data format of field: 4-byte INTEGER           TTYPE6  = 'flagstr '           / label for field   6                            TFORM6  = '11A     '           / data format of field: ASCII Character          TTYPE7  = 'masked_frac'        / label for field   7                            TFORM7  = 'E       '           / data format of field: 4-byte REAL              TTYPE8  = 'psf_g   '           / label for field   8                            TFORM8  = '2D      '           / data format of field: 8-byte DOUBLE            TTYPE9  = 'psf_T   '           / label for field   9                            TFORM9  = 'D       '           / data format of field: 8-byte DOUBLE            TTYPE10 = 'psf_flux_flags'     / label for field  10                            TFORM10 = '9J      '           / data format of field: 4-byte INTEGER           TTYPE11 = 'psf_flux'           / label for field  11                            TFORM11 = '9D      '           / data format of field: 8-byte DOUBLE            TTYPE12 = 'psf_mag '           / label for field  12                            TFORM12 = '9D      '           / data format of field: 8-byte DOUBLE            TTYPE13 = 'psf_flux_err'       / label for field  13                            TFORM13 = '9D      '           / data format of field: 8-byte DOUBLE            TTYPE14 = 'psf_flux_s2n'       / label for field  14                            TFORM14 = '9D      '           / data format of field: 8-byte DOUBLE            TTYPE15 = 'bdf_flags'          / label for field  15                            TFORM15 = 'J       '           / data format of field: 4-byte INTEGER           TTYPE16 = 'bdf_nfev'           / label for field  16                            TFORM16 = 'J       '           / data format of field: 4-byte INTEGER           TTYPE17 = 'bdf_s2n '           / label for field  17                            TFORM17 = 'D       '           / data format of field: 8-byte DOUBLE            TTYPE18 = 'bdf_pars'           / label for field  18                            TFORM18 = '15D     '           / data format of field: 8-byte DOUBLE            TTYPE19 = 'bdf_pars_err'       / label for field  19                            TFORM19 = '15D     '           / data format of field: 8-byte DOUBLE            TTYPE20 = 'bdf_pars_cov'       / label for field  20                            TFORM20 = '225D    '           / data format of field: 8-byte DOUBLE            TTYPE21 = 'bdf_g   '           / label for field  21                            TFORM21 = '2D      '           / data format of field: 8-byte DOUBLE            TTYPE22 = 'bdf_g_cov'          / label for field  22                            TFORM22 = '4D      '           / data format of field: 8-byte DOUBLE            TTYPE23 = 'bdf_T   '           / label for field  23                            TFORM23 = 'D       '           / data format of field: 8-byte DOUBLE            TTYPE24 = 'bdf_T_err'          / label for field  24                            TFORM24 = 'D       '           / data format of field: 8-byte DOUBLE            TTYPE25 = 'bdf_T_ratio'        / label for field  25                            TFORM25 = 'D       '           / data format of field: 8-byte DOUBLE            TTYPE26 = 'bdf_flux'           / label for field  26                            TFORM26 = '9D      '           / data format of field: 8-byte DOUBLE            TTYPE27 = 'bdf_mag '           / label for field  27                            TFORM27 = '9D      '           / data format of field: 8-byte DOUBLE            TTYPE28 = 'bdf_flux_cov'       / label for field  28                            TFORM28 = '81D     '           / data format of field: 8-byte DOUBLE            TTYPE29 = 'bdf_flux_err'       / label for field  29                            TFORM29 = '9D      '           / data format of field: 8-byte DOUBLE            TTYPE30 = 'bdf_fracdev'        / label for field  30                            TFORM30 = 'D       '           / data format of field: 8-byte DOUBLE            TTYPE31 = 'bdf_fracdev_err'    / label for field  31                            TFORM31 = 'D       '           / data format of field: 8-byte DOUBLE            EXTNAME = 'model_fits'         / name of this binary table extension            TDIM20  = '(15,15) '                                                            TDIM22  = '(2,2)   '                                                            TDIM28  = '(9,9)   '                                                            END                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             \n",
      "xxxxxxxxxxxxxxxxxxxxxxxx\n",
      "TTYPE1  = 'id      '           / label for field   1                            TTYPE2  = 'ra      '           / label for field   2                            TTYPE3  = 'dec     '           / label for field   3                            TTYPE4  = 'fof_id  '           / label for field   4                            TTYPE5  = 'flags   '           / label for field   5                            TTYPE6  = 'flagstr '           / label for field   6                            TTYPE7  = 'masked_frac'        / label for field   7                            TTYPE8  = 'psf_g   '           / label for field   8                            TTYPE9  = 'psf_T   '           / label for field   9                            TTYPE10 = 'psf_flux_flags'     / label for field  10                            TTYPE11 = 'psf_flux'           / label for field  11                            TTYPE12 = 'psf_mag '           / label for field  12                            TTYPE13 = 'psf_flux_err'       / label for field  13                            TTYPE14 = 'psf_flux_s2n'       / label for field  14                            TTYPE15 = 'bdf_flags'          / label for field  15                            TTYPE16 = 'bdf_nfev'           / label for field  16                            TTYPE17 = 'bdf_s2n '           / label for field  17                            TTYPE18 = 'bdf_pars'           / label for field  18                            TTYPE19 = 'bdf_pars_err'       / label for field  19                            TTYPE20 = 'bdf_pars_cov'       / label for field  20                            TTYPE21 = 'bdf_g   '           / label for field  21                            TTYPE22 = 'bdf_g_cov'          / label for field  22                            TTYPE23 = 'bdf_T   '           / label for field  23                            TTYPE24 = 'bdf_T_err'          / label for field  24                            TTYPE25 = 'bdf_T_ratio'        / label for field  25                            TTYPE26 = 'bdf_flux'           / label for field  26                            TTYPE27 = 'bdf_mag '           / label for field  27                            TTYPE28 = 'bdf_flux_cov'       / label for field  28                            TTYPE29 = 'bdf_flux_err'       / label for field  29                            TTYPE30 = 'bdf_fracdev'        / label for field  30                            TTYPE31 = 'bdf_fracdev_err'    / label for field  31                            END                                                                                                                                                                                                                                                                                                                                                                                                             \n",
      "xxxxxxxxxxxxxxxxxxxxxxxx\n",
      "    id          ra           dec       ...   bdf_fracdev   bdf_fracdev_err \n",
      "--------- ------------- -------------- ... --------------- ----------------\n",
      "692217191 52.6297775939 -28.0761440438 ...  0.536794601968  0.0335694077983\n",
      "692217190 52.5957448208 -28.0760984395 ...  0.488293792224  0.0371614685834\n",
      "692217188 52.5850728166 -28.0761189104 ...  0.105702287648 0.00850918241414\n",
      "692217149 52.5848213282 -28.0756680024 ...   0.49768796569  0.0387561865335\n",
      "692217187 52.7531160166 -28.0761072007 ...  0.039925678408 0.00297616840375\n",
      "692217003  52.754150333 -28.0754908457 ...  0.234843057174   0.003372532963\n",
      "692217184 52.6273680992 -28.0765328237 ...  0.498055719035  0.0391065189566\n",
      "692217183 52.5478583141 -28.0760290175 ... -0.360165778579  0.0289707099702\n",
      "692217182 52.7960152287 -28.0762453936 ...  0.634475280841   0.013180713338\n",
      "692217144 52.7960655186 -28.0756388228 ...  0.667954525501  0.0132221058357\n",
      "692217179  52.794880456 -28.0759132989 ...  0.054998939192 0.00718011625581\n",
      "692217178 52.7431068764 -28.0759446254 ...  0.499992388071  0.0355752171548\n",
      "692217176 52.6152100114 -28.0759482544 ...  0.499868655099  0.0359279279654\n"
     ]
    }
   ],
   "source": [
    "#my example output\n",
    "myfile=\"/global/homes/a/aamon/DES/deepfields/test.fits\"\n",
    "dat = fits.open(myfile)\n",
    "dat.info() \n",
    "dat[1].header\n",
    "print(dat[1].header)\n",
    "mydata= dat[1].data\n",
    "\n",
    "iwant = dat[1].header['TTYPE*']\n",
    "\n",
    "print(\"xxxxxxxxxxxxxxxxxxxxxxxx\")\n",
    "print(iwant)\n",
    "print(\"xxxxxxxxxxxxxxxxxxxxxxxx\")\n",
    "dat[1].data['id']\n",
    "\n",
    "my_tab = Table(dat[1].data)\n",
    "print(my_tab)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filename: /global/homes/a/aamon/DES/deepfields/run-vd01.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU       6   ()      \n",
      "  1  model_fits    1 BinTableHDU     74   13181R x 31C   [K, D, D, K, J, 11A, E, 2D, D, 9J, 9D, 9D, 9D, 9D, J, J, D, 15D, 15D, 225D, 2D, 4D, D, D, D, 9D, 9D, 81D, 9D, D, D]   \n",
      "  2  epochs_data    1 BinTableHDU     17   207978R x 4C   [K, I, J, 18D]   \n",
      "XTENSION= 'BINTABLE'           / binary table extension                         BITPIX  =                    8 / 8-bit bytes                                    NAXIS   =                    2 / 2-dimensional binary table                     NAXIS1  =                 3407 / width of table in bytes                        NAXIS2  =                13181 / number of rows in table                        PCOUNT  =                    0 / size of special data area                      GCOUNT  =                    1 / one data group (required keyword)              TFIELDS =                   31 / number of fields in each row                   TTYPE1  = 'id      '           / label for field   1                            TFORM1  = 'K       '           / data format of field: 8-byte INTEGER           TTYPE2  = 'ra      '           / label for field   2                            TFORM2  = 'D       '           / data format of field: 8-byte DOUBLE            TTYPE3  = 'dec     '           / label for field   3                            TFORM3  = 'D       '           / data format of field: 8-byte DOUBLE            TTYPE4  = 'fof_id  '           / label for field   4                            TFORM4  = 'K       '           / data format of field: 8-byte INTEGER           TTYPE5  = 'flags   '           / label for field   5                            TFORM5  = 'J       '           / data format of field: 4-byte INTEGER           TTYPE6  = 'flagstr '           / label for field   6                            TFORM6  = '11A     '           / data format of field: ASCII Character          TTYPE7  = 'masked_frac'        / label for field   7                            TFORM7  = 'E       '           / data format of field: 4-byte REAL              TTYPE8  = 'psf_g   '           / label for field   8                            TFORM8  = '2D      '           / data format of field: 8-byte DOUBLE            TTYPE9  = 'psf_T   '           / label for field   9                            TFORM9  = 'D       '           / data format of field: 8-byte DOUBLE            TTYPE10 = 'psf_flux_flags'     / label for field  10                            TFORM10 = '9J      '           / data format of field: 4-byte INTEGER           TTYPE11 = 'psf_flux'           / label for field  11                            TFORM11 = '9D      '           / data format of field: 8-byte DOUBLE            TTYPE12 = 'psf_mag '           / label for field  12                            TFORM12 = '9D      '           / data format of field: 8-byte DOUBLE            TTYPE13 = 'psf_flux_err'       / label for field  13                            TFORM13 = '9D      '           / data format of field: 8-byte DOUBLE            TTYPE14 = 'psf_flux_s2n'       / label for field  14                            TFORM14 = '9D      '           / data format of field: 8-byte DOUBLE            TTYPE15 = 'bdf_flags'          / label for field  15                            TFORM15 = 'J       '           / data format of field: 4-byte INTEGER           TTYPE16 = 'bdf_nfev'           / label for field  16                            TFORM16 = 'J       '           / data format of field: 4-byte INTEGER           TTYPE17 = 'bdf_s2n '           / label for field  17                            TFORM17 = 'D       '           / data format of field: 8-byte DOUBLE            TTYPE18 = 'bdf_pars'           / label for field  18                            TFORM18 = '15D     '           / data format of field: 8-byte DOUBLE            TTYPE19 = 'bdf_pars_err'       / label for field  19                            TFORM19 = '15D     '           / data format of field: 8-byte DOUBLE            TTYPE20 = 'bdf_pars_cov'       / label for field  20                            TFORM20 = '225D    '           / data format of field: 8-byte DOUBLE            TTYPE21 = 'bdf_g   '           / label for field  21                            TFORM21 = '2D      '           / data format of field: 8-byte DOUBLE            TTYPE22 = 'bdf_g_cov'          / label for field  22                            TFORM22 = '4D      '           / data format of field: 8-byte DOUBLE            TTYPE23 = 'bdf_T   '           / label for field  23                            TFORM23 = 'D       '           / data format of field: 8-byte DOUBLE            TTYPE24 = 'bdf_T_err'          / label for field  24                            TFORM24 = 'D       '           / data format of field: 8-byte DOUBLE            TTYPE25 = 'bdf_T_ratio'        / label for field  25                            TFORM25 = 'D       '           / data format of field: 8-byte DOUBLE            TTYPE26 = 'bdf_flux'           / label for field  26                            TFORM26 = '9D      '           / data format of field: 8-byte DOUBLE            TTYPE27 = 'bdf_mag '           / label for field  27                            TFORM27 = '9D      '           / data format of field: 8-byte DOUBLE            TTYPE28 = 'bdf_flux_cov'       / label for field  28                            TFORM28 = '81D     '           / data format of field: 8-byte DOUBLE            TTYPE29 = 'bdf_flux_err'       / label for field  29                            TFORM29 = '9D      '           / data format of field: 8-byte DOUBLE            TTYPE30 = 'bdf_fracdev'        / label for field  30                            TFORM30 = 'D       '           / data format of field: 8-byte DOUBLE            TTYPE31 = 'bdf_fracdev_err'    / label for field  31                            TFORM31 = 'D       '           / data format of field: 8-byte DOUBLE            EXTNAME = 'model_fits'         / name of this binary table extension            TDIM20  = '(15,15) '                                                            TDIM22  = '(2,2)   '                                                            TDIM28  = '(9,9)   '                                                            END                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             \n",
      "xxxxxxxxxxxxxxxxxxxxxxxx\n",
      "TTYPE1  = 'id      '           / label for field   1                            TTYPE2  = 'ra      '           / label for field   2                            TTYPE3  = 'dec     '           / label for field   3                            TTYPE4  = 'fof_id  '           / label for field   4                            TTYPE5  = 'flags   '           / label for field   5                            TTYPE6  = 'flagstr '           / label for field   6                            TTYPE7  = 'masked_frac'        / label for field   7                            TTYPE8  = 'psf_g   '           / label for field   8                            TTYPE9  = 'psf_T   '           / label for field   9                            TTYPE10 = 'psf_flux_flags'     / label for field  10                            TTYPE11 = 'psf_flux'           / label for field  11                            TTYPE12 = 'psf_mag '           / label for field  12                            TTYPE13 = 'psf_flux_err'       / label for field  13                            TTYPE14 = 'psf_flux_s2n'       / label for field  14                            TTYPE15 = 'bdf_flags'          / label for field  15                            TTYPE16 = 'bdf_nfev'           / label for field  16                            TTYPE17 = 'bdf_s2n '           / label for field  17                            TTYPE18 = 'bdf_pars'           / label for field  18                            TTYPE19 = 'bdf_pars_err'       / label for field  19                            TTYPE20 = 'bdf_pars_cov'       / label for field  20                            TTYPE21 = 'bdf_g   '           / label for field  21                            TTYPE22 = 'bdf_g_cov'          / label for field  22                            TTYPE23 = 'bdf_T   '           / label for field  23                            TTYPE24 = 'bdf_T_err'          / label for field  24                            TTYPE25 = 'bdf_T_ratio'        / label for field  25                            TTYPE26 = 'bdf_flux'           / label for field  26                            TTYPE27 = 'bdf_mag '           / label for field  27                            TTYPE28 = 'bdf_flux_cov'       / label for field  28                            TTYPE29 = 'bdf_flux_err'       / label for field  29                            TTYPE30 = 'bdf_fracdev'        / label for field  30                            TTYPE31 = 'bdf_fracdev_err'    / label for field  31                            END                                                                                                                                                                                                                                                                                                                                                                                                             \n",
      "xxxxxxxxxxxxxxxxxxxxxxxx\n",
      "    id          ra           dec       ...  bdf_fracdev   bdf_fracdev_err\n",
      "--------- ------------- -------------- ... -------------- ---------------\n",
      "692205172 52.4879400086 -27.9569992268 ... 0.500205124803 0.0365467716958\n",
      "692205173 52.4899615505 -27.9578643008 ... 0.495665328118 0.0301957567988\n",
      "692205174  52.738814913 -27.9569595816 ... 0.499791631788 0.0371618658761\n",
      "692205175  52.654252194 -27.9545615829 ... 0.398539597734 0.0416941589015\n",
      "692205176 52.6131723105 -27.9564158924 ... 0.499998243057 0.0466403794284\n",
      "692205177 52.7163542615 -27.9574235151 ... 0.498494646616 0.0390008609374\n",
      "692205178 52.7491269518 -27.9560731427 ... 0.492554330154 0.0348439360531\n",
      "692205179 52.7037630809 -27.9529004575 ... 0.383162651406 0.0299588822948\n",
      "692205180 52.6583791057 -27.9624363853 ... 0.492457599268 0.0380523183818\n",
      "692205181 52.5978127872 -27.9563822298 ...  0.50029915873  0.035582516893\n",
      "      ...           ...            ... ...            ...             ...\n",
      "692218537 52.5401772288 -28.0930758699 ... 0.472393281834 0.0304895062468\n",
      "692218538 52.7392616281 -28.0931429164 ...  -9999000000.0    9999000000.0\n",
      "692218539 52.5249511351 -28.0930668729 ...  -9999000000.0    9999000000.0\n",
      "692218540 52.6893228861 -28.0932289886 ...  -9999000000.0    9999000000.0\n",
      "692218541 52.8142575198 -28.0931180586 ...  -9999000000.0    9999000000.0\n",
      "692218542  52.621864045 -28.0933312873 ...  -9999000000.0    9999000000.0\n",
      "692218543 52.4798035337 -28.0932362688 ...  -9999000000.0    9999000000.0\n",
      "692218544 52.6347967685 -28.0933728637 ...  -9999000000.0    9999000000.0\n",
      "692218545 52.7405540291 -28.0933423539 ...  -9999000000.0    9999000000.0\n",
      "692218546 52.5267834814  -28.093378657 ...  -9999000000.0    9999000000.0\n",
      "692218547 52.5307960676 -28.0933968365 ...  -9999000000.0    9999000000.0\n",
      "Length = 13181 rows\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[  2.14639811e+01,   5.08585225e+01,   5.71712339e+01, ...,\n",
       "          1.03098105e+01,   1.33553681e+02,   2.31097792e+02],\n",
       "       [  1.76064370e+01,   2.67806547e+01,   3.08385487e+01, ...,\n",
       "          9.25679998e+01,   1.14553399e+02,   4.61097285e+01],\n",
       "       [  2.52493544e+01,   1.25566270e+01,   3.27209540e+01, ...,\n",
       "          2.49394929e+02,   4.95973071e+02,   6.39482821e+02],\n",
       "       ..., \n",
       "       [ -9.99900000e+09,  -9.99900000e+09,  -9.99900000e+09, ...,\n",
       "         -9.99900000e+09,  -9.99900000e+09,  -9.99900000e+09],\n",
       "       [ -9.99900000e+09,  -9.99900000e+09,  -9.99900000e+09, ...,\n",
       "         -9.99900000e+09,  -9.99900000e+09,  -9.99900000e+09],\n",
       "       [ -9.99900000e+09,  -9.99900000e+09,  -9.99900000e+09, ...,\n",
       "         -9.99900000e+09,  -9.99900000e+09,  -9.99900000e+09]])"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#my example output\n",
    "erinfile=\"/global/homes/a/aamon/DES/deepfields/run-vd01.fits\"\n",
    "dat2 = fits.open(erinfile)\n",
    "dat2.info() \n",
    "dat2[1].header\n",
    "print(dat2[1].header)\n",
    "erindata= dat2[1].data\n",
    "print(\"xxxxxxxxxxxxxxxxxxxxxxxx\")\n",
    "\n",
    "\n",
    "iwant = dat[1].header['TTYPE*']\n",
    "print(iwant)\n",
    "print(\"xxxxxxxxxxxxxxxxxxxxxxxx\")\n",
    "dat2[1].data['id']\n",
    "\n",
    "erin_tab = Table(dat2[1].data)\n",
    "print(erin_tab)\n",
    "dat2[1].data['bdf_flux']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "&lt;Table length=13&gt;\n",
       "<table id=\"table46913646331536\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>id</th><th>ra_1</th><th>dec_1</th><th>fof_id_1</th><th>flags_1</th><th>flagstr_1</th><th>masked_frac_1</th><th>psf_g_1 [2]</th><th>psf_T_1</th><th>psf_flux_flags_1 [9]</th><th>psf_flux_1 [9]</th><th>psf_mag_1 [9]</th><th>psf_flux_err_1 [9]</th><th>psf_flux_s2n_1 [9]</th><th>bdf_flags_1</th><th>bdf_nfev_1</th><th>bdf_s2n_1</th><th>bdf_pars_1 [15]</th><th>bdf_pars_err_1 [15]</th><th>bdf_pars_cov_1 [15,15]</th><th>bdf_g_1 [2]</th><th>bdf_g_cov_1 [2,2]</th><th>bdf_T_1</th><th>bdf_T_err_1</th><th>bdf_T_ratio_1</th><th>bdf_flux_1 [9]</th><th>bdf_mag_1 [9]</th><th>bdf_flux_cov_1 [9,9]</th><th>bdf_flux_err_1 [9]</th><th>bdf_fracdev_1</th><th>bdf_fracdev_err_1</th><th>ra_2</th><th>dec_2</th><th>fof_id_2</th><th>flags_2</th><th>flagstr_2</th><th>masked_frac_2</th><th>psf_g_2 [2]</th><th>psf_T_2</th><th>psf_flux_flags_2 [9]</th><th>psf_flux_2 [9]</th><th>psf_mag_2 [9]</th><th>psf_flux_err_2 [9]</th><th>psf_flux_s2n_2 [9]</th><th>bdf_flags_2</th><th>bdf_nfev_2</th><th>bdf_s2n_2</th><th>bdf_pars_2 [15]</th><th>bdf_pars_err_2 [15]</th><th>bdf_pars_cov_2 [15,15]</th><th>bdf_g_2 [2]</th><th>bdf_g_cov_2 [2,2]</th><th>bdf_T_2</th><th>bdf_T_err_2</th><th>bdf_T_ratio_2</th><th>bdf_flux_2 [9]</th><th>bdf_mag_2 [9]</th><th>bdf_flux_cov_2 [9,9]</th><th>bdf_flux_err_2 [9]</th><th>bdf_fracdev_2</th><th>bdf_fracdev_err_2</th></tr></thead>\n",
       "<thead><tr><th>int64</th><th>float64</th><th>float64</th><th>int64</th><th>int32</th><th>str11</th><th>float32</th><th>float64</th><th>float64</th><th>int32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>int32</th><th>int32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>int32</th><th>str11</th><th>float32</th><th>float64</th><th>float64</th><th>int32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>int32</th><th>int32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
       "<tr><td>692217003</td><td>52.754150333</td><td>-28.0754908457</td><td>1003</td><td>0</td><td>ok</td><td>0.995944</td><td>-0.00613095571493 .. 0.00492393867051</td><td>0.728219557334</td><td>0 .. 0</td><td>44.320277711 .. 60.0758359606</td><td>25.8834938175 .. 25.5532504431</td><td>0.754509956322 .. 1.27894065462</td><td>58.7404809435 .. 46.9731224383</td><td>0</td><td>1098</td><td>44.3257131498</td><td>-1.58949097236 .. -999.777178174</td><td>0.00651677295148 .. 28.5813171475</td><td>4.24683297012e-05 .. 816.891689885</td><td>-0.688102100675 .. 0.0216426554639</td><td>1.1008414313e-05 .. 1.22808831279e-05</td><td>79.5553056953</td><td>3.48886597489</td><td>109.246318496</td><td>433.565722876 .. -999.777178174</td><td>23.4073626496 .. 37.5</td><td>122.082320235 .. 816.891689885</td><td>11.0490868507 .. 28.5813171475</td><td>0.236154468283</td><td>0.003432443097</td><td>52.754150333</td><td>-28.0754908457</td><td>1003</td><td>0</td><td>ok</td><td>0.995944</td><td>-0.0061072906072 .. 0.00446364521313</td><td>0.737901503752</td><td>0 .. 0</td><td>44.5566911245 .. 60.0609540843</td><td>25.8777176707 .. 25.553519433</td><td>0.760161882646 .. 1.27889223595</td><td>58.6147400201 .. 46.9632642972</td><td>0</td><td>1034</td><td>44.5428549775</td><td>-1.59649334566 .. -999.98962106</td><td>0.00650698509837 .. 28.7675281191</td><td>4.23408550704e-05 .. 827.570674081</td><td>-0.682659129336 .. 0.0203255405986</td><td>1.10969982561e-05 .. 1.24963023176e-05</td><td>79.7227005154</td><td>3.46133956356</td><td>108.039758843</td><td>446.750566801 .. -999.98962106</td><td>23.3748372196 .. 37.5</td><td>127.514574999 .. 827.570674081</td><td>11.292235164 .. 28.7675281191</td><td>0.234843057174</td><td>0.003372532963</td></tr>\n",
       "<tr><td>692217144</td><td>52.7960655186</td><td>-28.0756388228</td><td>1006</td><td>0</td><td>ok</td><td>0.946859</td><td>-0.00568979019665 .. 0.00492147891985</td><td>0.721734450314</td><td>0 .. 0</td><td>63.789670731 .. 198.419144881</td><td>25.488124099 .. 24.2560410659</td><td>1.98751935857 .. 6.29726831934</td><td>32.0951192027 .. 31.5087645656</td><td>0</td><td>563</td><td>45.0439526608</td><td>0.0510196729874 .. 126.261787815</td><td>0.0020219433727 .. 3.99345981148</td><td>4.08825500241e-06 .. 15.9477212659</td><td>-0.70460710024 .. 0.276325273769</td><td>0.000267314971119 .. 0.000159668188199</td><td>0.295753758849</td><td>0.00969080213903</td><td>0.409781961662</td><td>78.2114673573 .. 126.261787815</td><td>25.2668239151 .. 24.7468201638</td><td>2.36044556363 .. 15.9477212659</td><td>1.53637416134 .. 3.99345981148</td><td>0.679638420432</td><td>0.0131783483928</td><td>52.7960655186</td><td>-28.0756388228</td><td>1006</td><td>0</td><td>ok</td><td>0.946859</td><td>-0.00557535868157 .. 0.00448209154681</td><td>0.732516282848</td><td>0 .. 0</td><td>64.3815485964 .. 198.384940981</td><td>25.4780964531 .. 24.2562282435</td><td>2.00165737174 .. 6.2977545962</td><td>32.1641203462 .. 31.5009005115</td><td>0</td><td>473</td><td>44.8388137896</td><td>0.0507498498359 .. 123.433658099</td><td>0.00201039375905 .. 3.951744414</td><td>4.04168306642e-06 .. 15.6162839136</td><td>-0.694666051617 .. 0.271020796514</td><td>0.000277927101325 .. 0.000169163545119</td><td>0.276837677715</td><td>0.00885820000023</td><td>0.377926995204</td><td>78.1205869519 .. 123.433658099</td><td>25.2680862559 .. 24.771416</td><td>2.34601763189 .. 15.6162839136</td><td>1.53167151566 .. 3.951744414</td><td>0.667954525501</td><td>0.0132221058357</td></tr>\n",
       "<tr><td>692217149</td><td>52.5848213282</td><td>-28.0756680024</td><td>1002</td><td>0</td><td>ok</td><td>0.813151</td><td>-0.0118253615133 .. 0.00618040363972</td><td>0.727626689124</td><td>0 .. 0</td><td>67.1063116219 .. 429.547490628</td><td>25.4330915769 .. 23.4174720343</td><td>4.1702771994 .. 9.81950080896</td><td>16.0915709947 .. 43.7443306931</td><td>0</td><td>475</td><td>41.4351201229</td><td>0.102032041791 .. 458.818797698</td><td>0.00427204339397 .. 9.73837105247</td><td>1.825035476e-05 .. 94.8358707555</td><td>0.0720751780554 .. 0.00829104611453</td><td>0.00753772390503 .. 0.0130600554312</td><td>0.0185971608757</td><td>0.00506643000451</td><td>0.0255586568686</td><td>56.8066482227 .. 458.818797698</td><td>25.6140020869 .. 23.3458969937</td><td>13.9961271802 .. 94.8358707555</td><td>3.74113982367 .. 9.73837105247</td><td>0.497931259541</td><td>0.0387590481412</td><td>52.5848213282</td><td>-28.0756680024</td><td>1002</td><td>0</td><td>ok</td><td>0.813151</td><td>-0.011832399155 .. 0.00617989334582</td><td>0.727627220242</td><td>0 .. 0</td><td>67.1062223534 .. 429.520144505</td><td>25.4330930212 .. 23.4175411573</td><td>4.17026570427 .. 9.82066011472</td><td>16.0915939444 .. 43.7363822276</td><td>0</td><td>507</td><td>41.4824750246</td><td>0.101378323127 .. 459.693074249</td><td>0.00425153852657 .. 9.74248046923</td><td>1.80755798429e-05 .. 94.9159256932</td><td>0.0626946409831 .. 0.0268870444212</td><td>0.00401823238357 .. 0.0152652070142</td><td>0.0187069819205</td><td>0.00510477544411</td><td>0.0257095685814</td><td>56.9797932058 .. 459.693074249</td><td>25.6106978281 .. 23.3438300982</td><td>13.9885710526 .. 94.9159256932</td><td>3.74012981761 .. 9.74248046923</td><td>0.49768796569</td><td>0.0387561865335</td></tr>\n",
       "<tr><td>692217176</td><td>52.6152100114</td><td>-28.0759482544</td><td>1009</td><td>0</td><td>ok</td><td>0.823438</td><td>-0.0103333197369 .. 0.00593676928432</td><td>0.731144046769</td><td>0 .. 0</td><td>36.3938313802 .. 183.864471516</td><td>26.0974305536 .. 24.3387554555</td><td>3.73257117858 .. 8.6576170553</td><td>9.75033820895 .. 21.2373070259</td><td>0</td><td>134</td><td>16.7528268617</td><td>-0.03694221518 .. 167.653229393</td><td>0.0110641263391 .. 9.70740749264</td><td>0.000122414891647 .. 94.2337602281</td><td>-0.0073326063586 .. 0.00255536481498</td><td>0.452108863398 .. 19.1324268324</td><td>0.00104465434243</td><td>0.0101513093177</td><td>0.00142879415765</td><td>37.2972922791 .. 167.653229393</td><td>26.0708067402 .. 24.4389701916</td><td>14.9795730344 .. 94.2337602281</td><td>3.87034533787 .. 9.70740749264</td><td>0.499972530375</td><td>0.03592692693</td><td>52.6152100114</td><td>-28.0759482544</td><td>1009</td><td>0</td><td>ok</td><td>0.823438</td><td>-0.0102502176791 .. 0.00635455767366</td><td>0.721513329891</td><td>0 .. 0</td><td>36.2555306563 .. 183.786163244</td><td>26.1015643348 .. 24.3392179714</td><td>3.70329748718 .. 8.65601624552</td><td>9.79006703668 .. 21.2321878831</td><td>0</td><td>101</td><td>16.7281301059</td><td>-0.0368355516176 .. 166.284709014</td><td>0.0110070919833 .. 9.64040750511</td><td>0.00012115607393 .. 92.9374568647</td><td>0.0193411239344 .. -0.00469982051304</td><td>0.268726865669 .. 10.9169595606</td><td>-0.00126404818173</td><td>0.00972899141603</td><td>-0.00175194016432</td><td>36.8268895549 .. 166.284709014</td><td>26.0845874016 .. 24.447869213</td><td>14.6618760672 .. 92.9374568647</td><td>3.8290829277 .. 9.64040750511</td><td>0.499868655099</td><td>0.0359279279654</td></tr>\n",
       "<tr><td>692217178</td><td>52.7431068764</td><td>-28.0759446254</td><td>1008</td><td>0</td><td>ok</td><td>0.823975</td><td>-0.00507633859976 .. 0.00499560862347</td><td>0.724080879734</td><td>0 .. 0</td><td>-7.35880605678 .. 106.044461516</td><td>37.5 .. 24.9362800222</td><td>4.00754939845 .. 7.6185541921</td><td>-1.83623589509 .. 13.9192370156</td><td>0</td><td>117</td><td>15.058836172</td><td>-0.082337291618 .. 107.171797505</td><td>0.0122283619077 .. 7.69386039648</td><td>0.000149532834945 .. 59.1954878005</td><td>0.0131341443041 .. -0.00577140659429</td><td>13.7415772226 .. 39.9192065005</td><td>-0.000798321717805</td><td>0.0110917255235</td><td>-0.00110253114003</td><td>-6.57022373556 .. 107.171797505</td><td>37.5 .. 24.9247987129</td><td>16.525871345 .. 59.1954878005</td><td>4.06520249741 .. 7.69386039648</td><td>0.499894957211</td><td>0.035574412622</td><td>52.7431068764</td><td>-28.0759446254</td><td>1008</td><td>0</td><td>ok</td><td>0.823975</td><td>-0.00509180095312 .. 0.00456651488866</td><td>0.733200298849</td><td>0 .. 0</td><td>-7.46836673153 .. 105.835516598</td><td>37.5 .. 24.938421415</td><td>4.03696370628 .. 7.65635152546</td><td>-1.84999600564 .. 13.8232311102</td><td>0</td><td>150</td><td>15.0815189584</td><td>-0.0842437378028 .. 107.389920148</td><td>0.0122056968779 .. 7.72723339252</td><td>0.000148979036274 .. 59.7101359024</td><td>-0.00543356358421 .. -0.00822015199192</td><td>65.4539988477 .. 15.6862654017</td><td>-0.000727247049595</td><td>0.0111204490666</td><td>-0.000991880459865</td><td>-6.60171505247 .. 107.389920148</td><td>37.5 .. 24.9225912014</td><td>16.7788066394 .. 59.7101359024</td><td>4.09619416525 .. 7.72723339252</td><td>0.499992388071</td><td>0.0355752171548</td></tr>\n",
       "<tr><td>692217179</td><td>52.794880456</td><td>-28.0759132989</td><td>1007</td><td>0</td><td>ok</td><td>0.924103</td><td>-0.00602323138227 .. 0.00494083787472</td><td>0.722935733117</td><td>0 .. 0</td><td>6.07499869333 .. 183.521009965</td><td>28.0411345279 .. 24.3407855235</td><td>2.36255304029 .. 6.18041775894</td><td>2.57137028872 .. 29.6939490375</td><td>0</td><td>164</td><td>46.0526730219</td><td>-0.428694411249 .. 4321.22587398</td><td>0.0220351622066 .. 884.486662172</td><td>0.00048554837347 .. 782316.655561</td><td>0.00585742492198 .. -0.00531413338076</td><td>0.000517617805844 .. 0.000570301394455</td><td>88.0202768954</td><td>25.2813763569</td><td>121.75394418</td><td>-228.997870877 .. 4321.22587398</td><td>37.5 .. 20.9109825804</td><td>4416.45100616 .. 782316.655561</td><td>66.4563842393 .. 884.486662172</td><td>0.0538101891742</td><td>0.00730741883174</td><td>52.794880456</td><td>-28.0759132989</td><td>1007</td><td>0</td><td>ok</td><td>0.924103</td><td>-0.0060368540474 .. 0.00487982723651</td><td>0.721847228024</td><td>0 .. 0</td><td>6.07673273561 .. 183.543047184</td><td>28.0408246605 .. 24.340655156</td><td>2.3627294385 .. 6.1808547772</td><td>2.57191222854 .. 29.6954149224</td><td>0</td><td>162</td><td>46.0169645427</td><td>-0.423690284068 .. 4476.56574507</td><td>0.0219157899763 .. 956.98113351</td><td>0.000480301850284 .. 915812.889894</td><td>0.00521937997743 .. -0.00587771676512</td><td>0.000548837830355 .. 0.000550375644545</td><td>92.8034417018</td><td>27.724185099</td><td>128.563826387</td><td>-237.637293885 .. 4476.56574507</td><td>37.5 .. 20.8726375821</td><td>4922.97634688 .. 915812.889894</td><td>70.1639248252 .. 956.98113351</td><td>0.054998939192</td><td>0.00718011625581</td></tr>\n",
       "<tr><td>692217182</td><td>52.7960152287</td><td>-28.0762453936</td><td>1006</td><td>0</td><td>ok</td><td>0.986426</td><td>-0.00803689352249 .. 0.00522873043155</td><td>0.698072842034</td><td>0 .. 0</td><td>7.89436280998 .. 432.16697142</td><td>27.7567072953 .. 23.4108710684</td><td>1.0315576778 .. 2.78308478198</td><td>7.65285643244 .. 155.283437364</td><td>0</td><td>563</td><td>60.2487430489</td><td>-0.0677227933918 .. 1986.65006101</td><td>0.00305373775407 .. 46.0150060864</td><td>9.32531427064e-06 .. 2117.38078513</td><td>-0.210827173114 .. -0.198893243112</td><td>2.80879697654e-05 .. 1.96625382768e-05</td><td>33.0299226423</td><td>2.4891044338</td><td>47.3158682782</td><td>26.9907744038 .. 1986.65006101</td><td>26.4219616368 .. 21.7546965627</td><td>29.7582681553 .. 2117.38078513</td><td>5.45511394522 .. 46.0150060864</td><td>0.649502618095</td><td>0.0132477396728</td><td>52.7960152287</td><td>-28.0762453936</td><td>1006</td><td>0</td><td>ok</td><td>0.986426</td><td>-0.00564658624504 .. 0.00483346579807</td><td>0.723024091521</td><td>0 .. 0</td><td>7.89945303547 .. 432.174374592</td><td>27.7560074464 .. 23.4108524695</td><td>1.03160673434 .. 2.78313142555</td><td>7.65742678149 .. 155.283494924</td><td>0</td><td>473</td><td>60.4746707798</td><td>-0.0656653377344 .. 2018.55550238</td><td>0.00306985827253 .. 48.6530382473</td><td>9.42402981343e-06 .. 2367.11813069</td><td>-0.212558602992 .. -0.196403836268</td><td>2.77894027695e-05 .. 1.94535852078e-05</td><td>33.3549437302</td><td>2.58037737674</td><td>46.1325481701</td><td>28.0873874223 .. 2018.55550238</td><td>26.3787216382 .. 21.7373982617</td><td>30.9542121173 .. 2367.11813069</td><td>5.56365097012 .. 48.6530382473</td><td>0.634475280841</td><td>0.013180713338</td></tr>\n",
       "<tr><td>692217183</td><td>52.5478583141</td><td>-28.0760290175</td><td>1005</td><td>0</td><td>ok</td><td>0.834496</td><td>-0.0142148740045 .. 0.00690167896744</td><td>0.721280817644</td><td>0 .. 0</td><td>18.6831188225 .. 369.511158766</td><td>26.8213765603 .. 23.5809311048</td><td>3.89456572426 .. 9.21556339423</td><td>4.79722776433 .. 40.0964263343</td><td>0</td><td>162</td><td>56.8155518695</td><td>0.0153033248089 .. 736.871730729</td><td>0.00743093982702 .. 15.8323942061</td><td>5.52188667128e-05 .. 250.664706296</td><td>-0.331246758485 .. -0.334278581686</td><td>0.000113509657528 .. 0.000113483313468</td><td>0.748944744604</td><td>0.0243647500493</td><td>1.03835389252</td><td>26.2734053007 .. 736.871730729</td><td>26.4512090865 .. 22.831520261</td><td>34.8815286281 .. 250.664706296</td><td>5.90605863738 .. 15.8323942061</td><td>-0.35952929872</td><td>0.0289688882099</td><td>52.5478583141</td><td>-28.0760290175</td><td>1005</td><td>0</td><td>ok</td><td>0.834496</td><td>-0.014187234062 .. 0.0069196545966</td><td>0.721199853056</td><td>0 .. 0</td><td>18.6831842201 .. 369.44988009</td><td>26.8213727599 .. 23.5811111752</td><td>3.89460153503 .. 9.21528569454</td><td>4.79720044581 .. 40.0909849501</td><td>0</td><td>162</td><td>56.8185178801</td><td>0.0152561168122 .. 736.725063576</td><td>0.00742900155468 .. 15.8271111644</td><td>5.51900640995e-05 .. 250.497447811</td><td>-0.331243478474 .. -0.334217708625</td><td>0.000113479094056 .. 0.000113486390018</td><td>0.748256747171</td><td>0.0243309971376</td><td>1.03751649976</td><td>26.2693284433 .. 736.725063576</td><td>26.4513775738 .. 22.8317363877</td><td>34.865130327 .. 250.497447811</td><td>5.90467021323 .. 15.8271111644</td><td>-0.360165778579</td><td>0.0289707099702</td></tr>\n",
       "<tr><td>692217184</td><td>52.6273680992</td><td>-28.0765328237</td><td>1004</td><td>0</td><td>ok</td><td>0.787956</td><td>-0.00976450227769 .. 0.00582017469404</td><td>0.73158664452</td><td>0 .. 0</td><td>60.9983558554 .. 334.907996678</td><td>25.5367046769 .. 23.6876862065</td><td>4.06364226947 .. 10.4751623885</td><td>15.0107592673 .. 31.9716281482</td><td>0</td><td>82</td><td>61.1707021879</td><td>-0.206003934697 .. 405.483266381</td><td>0.00365949540594 .. 11.2144464686</td><td>1.33919066261e-05 .. 125.763809598</td><td>-0.0598070672653 .. -0.198353351023</td><td>0.00222154571943 .. 0.00180558745411</td><td>0.0539457847942</td><td>0.00536941375693</td><td>0.0737380667052</td><td>74.9471641693 .. 405.483266381</td><td>25.3131119881 .. 23.4800676592</td><td>19.8364253659 .. 125.763809598</td><td>4.45381020767 .. 11.2144464686</td><td>0.497935931116</td><td>0.0390911761489</td><td>52.6273680992</td><td>-28.0765328237</td><td>1004</td><td>0</td><td>ok</td><td>0.787956</td><td>-0.00965649703969 .. 0.00579636924277</td><td>0.732734374984</td><td>0 .. 0</td><td>60.9969850825 .. 334.907717744</td><td>25.5367290762 .. 23.6876871107</td><td>4.06360474162 .. 10.4751649086</td><td>15.0105605641 .. 31.9715938285</td><td>0</td><td>114</td><td>61.1598246187</td><td>-0.206309542811 .. 405.748748543</td><td>0.00365857863067 .. 11.2031249854</td><td>1.33851975968e-05 .. 125.510009438</td><td>-0.0584187841006 .. -0.19658786058</td><td>0.00227118840346 .. 0.00185096515916</td><td>0.0544592222189</td><td>0.00532192734634</td><td>0.0743232801383</td><td>74.972419044 .. 405.748748543</td><td>25.3127461902 .. 23.4793570275</td><td>19.8123518193 .. 125.510009438</td><td>4.45110680834 .. 11.2031249854</td><td>0.498055719035</td><td>0.0391065189566</td></tr>\n",
       "<tr><td>692217187</td><td>52.7531160166</td><td>-28.0761072007</td><td>1003</td><td>0</td><td>ok</td><td>0.962016</td><td>-0.00600088520915 .. 0.00476776146182</td><td>0.726059881001</td><td>0 .. 0</td><td>10.7256025342 .. 111.660414396</td><td>27.4239457525 .. 24.8802519118</td><td>2.16246977841 .. 4.25480559347</td><td>4.95988551667 .. 26.2433645775</td><td>0</td><td>1098</td><td>54.9532638987</td><td>-1.43865350591 .. 6404.53277373</td><td>0.0113749237833 .. 45.0361772049</td><td>0.000129388891077 .. 2028.25725723</td><td>0.100114035568 .. -0.200437566117</td><td>4.96470736648e-06 .. 8.94753600114e-06</td><td>36.5050286975</td><td>0.425050643412</td><td>50.2782616871</td><td>620.260702329 .. 6404.53277373</td><td>23.0185643336 .. 20.483781369</td><td>111.146530348 .. 2028.25725723</td><td>10.5426054819 .. 45.0361772049</td><td>0.0420445406184</td><td>0.0029540886723</td><td>52.7531160166</td><td>-28.0761072007</td><td>1003</td><td>0</td><td>ok</td><td>0.962016</td><td>-0.00605414896394 .. 0.00479176228661</td><td>0.726100965615</td><td>0 .. 0</td><td>10.7236695049 .. 111.645315521</td><td>27.4241414478 .. 24.8803987365</td><td>2.16238889854 .. 4.25512766451</td><td>4.95917709903 .. 26.2378298193</td><td>0</td><td>1034</td><td>54.9385931378</td><td>-1.44044232909 .. 6363.01023386</td><td>0.0113898315147 .. 44.7893433913</td><td>0.000129728261934 .. 2006.08528142</td><td>0.0995531198289 .. -0.197582621531</td><td>4.9820509506e-06 .. 8.94660232697e-06</td><td>35.9565363157</td><td>0.416777113564</td><td>49.5200227221</td><td>611.045860065 .. 6363.01023386</td><td>23.0348154849 .. 20.4908434457</td><td>110.503952208 .. 2006.08528142</td><td>10.5120860065 .. 44.7893433913</td><td>0.039925678408</td><td>0.00297616840375</td></tr>\n",
       "<tr><td>692217188</td><td>52.5850728166</td><td>-28.0761189104</td><td>1002</td><td>0</td><td>ok</td><td>0.830599</td><td>-0.0118950021875 .. 0.00608998697622</td><td>0.727460587515</td><td>0 .. 0</td><td>55.4085149384 .. 108.090208329</td><td>25.6410587242 .. 24.9155341153</td><td>4.00818309921 .. 10.4437099297</td><td>13.8238482542 .. 10.3497903577</td><td>0</td><td>475</td><td>35.4113906175</td><td>0.217392115273 .. 1171.03633932</td><td>0.032603169496 .. 300.410360168</td><td>0.00106296666118 .. 90246.384496</td><td>-0.351435628972 .. -0.119313608534</td><td>0.000798911860427 .. 0.00130133630482</td><td>130.851431625</td><td>46.2612146495</td><td>179.874255556</td><td>835.414097489 .. 1171.03633932</td><td>22.6952455009 .. 22.3285740695</td><td>35632.2345606 .. 90246.384496</td><td>188.765024728 .. 300.410360168</td><td>0.102792400766</td><td>0.00943348145061</td><td>52.5850728166</td><td>-28.0761189104</td><td>1002</td><td>0</td><td>ok</td><td>0.830599</td><td>-0.011888964489 .. 0.00608192700306</td><td>0.727511949781</td><td>0 .. 0</td><td>55.407995098 .. 108.086380407</td><td>25.6410689105 .. 24.9155725664</td><td>4.00823385818 .. 10.4440725914</td><td>13.8235435003 .. 10.3490644537</td><td>0</td><td>507</td><td>35.3761859968</td><td>0.212078542463 .. 1470.63133297</td><td>0.0327511400579 .. 463.264132191</td><td>0.00107263717509 .. 214613.656174</td><td>-0.363329168708 .. -0.133488769541</td><td>0.000850405071199 .. 0.0013729191908</td><td>198.381593973</td><td>87.9114083893</td><td>272.684997178</td><td>1084.66185965 .. 1470.63133297</td><td>22.4117640771 .. 22.0812404632</td><td>97927.7107416 .. 214613.656174</td><td>312.934035767 .. 463.264132191</td><td>0.105702287648</td><td>0.00850918241414</td></tr>\n",
       "<tr><td>692217190</td><td>52.5957448208</td><td>-28.0760984395</td><td>1001</td><td>0</td><td>ok</td><td>0.825846</td><td>-0.0114700006363 .. 0.00604607538398</td><td>0.728873398579</td><td>0 .. 0</td><td>0.13487858766 .. 36.713823629</td><td>32.1751424757 .. 26.0879259568</td><td>3.86711185486 .. 9.89233582098</td><td>0.0348783776426 .. 3.7113402025</td><td>0</td><td>149</td><td>10.3818560045</td><td>-0.0676796534568 .. 9.74451531982</td><td>0.0227966048354 .. 11.5405172514</td><td>0.000519685192024 .. 133.18353843</td><td>-0.120414501737 .. 0.164434875342</td><td>0.0140556441473 .. 0.00935668927932</td><td>0.185962212359</td><td>0.0597761888882</td><td>0.255136506177</td><td>-0.419995393103 .. 9.74451531982</td><td>37.5 .. 27.5280993932</td><td>21.0360900249 .. 133.18353843</td><td>4.58651174913 .. 11.5405172514</td><td>0.488236966123</td><td>0.0371563528826</td><td>52.5957448208</td><td>-28.0760984395</td><td>1001</td><td>0</td><td>ok</td><td>0.825846</td><td>-0.0114183047316 .. 0.00605383543939</td><td>0.728895947668</td><td>0 .. 0</td><td>0.13548843315 .. 36.7423599235</td><td>32.1702444489 .. 26.0870823821</td><td>3.86760174706 .. 9.89211486045</td><td>0.0350316402802 .. 3.71430785447</td><td>0</td><td>147</td><td>10.3561505022</td><td>-0.0711001515295 .. 9.17654870847</td><td>0.0227588211923 .. 11.4666566008</td><td>0.000517963942061 .. 131.4842136</td><td>-0.121355679091 .. 0.1533855533</td><td>0.0131763793854 .. 0.0112332358531</td><td>0.175324318882</td><td>0.0577530724517</td><td>0.240534083696</td><td>-0.654603930695 .. 9.17654870847</td><td>37.5 .. 27.5933015646</td><td>20.8170046787 .. 131.4842136</td><td>4.56256558075 .. 11.4666566008</td><td>0.488293792224</td><td>0.0371614685834</td></tr>\n",
       "<tr><td>692217191</td><td>52.6297775939</td><td>-28.0761440438</td><td>1000</td><td>0</td><td>ok</td><td>0.832031</td><td>-0.00942721217454 .. 0.00571333731435</td><td>0.73178109349</td><td>0 .. 0</td><td>35.4440120919 .. 42.8039069096</td><td>26.1261428099 .. 25.9212914728</td><td>3.347475239 .. 8.18834263014</td><td>10.5882820817 .. 5.22742010723</td><td>0</td><td>166</td><td>14.4653219129</td><td>0.110735188457 .. 44.7700566221</td><td>0.0096371593965 .. 7.79424374587</td><td>9.28748412335e-05 .. 60.75023557</td><td>-0.0782223377332 .. 0.0537396989808</td><td>0.00182699197419 .. 0.00181519208118</td><td>-0.0458812226288</td><td>0.00350621237045</td><td>-0.0626980158915</td><td>35.1703491996 .. 44.7700566221</td><td>26.1345582991 .. 25.8725308909</td><td>11.4583494246 .. 60.75023557</td><td>3.38501837877 .. 7.79424374587</td><td>0.501966671309</td><td>0.0334024597651</td><td>52.6297775939</td><td>-28.0761440438</td><td>1000</td><td>0</td><td>ok</td><td>0.832031</td><td>-0.00944223562035 .. 0.00569810711154</td><td>0.731759527858</td><td>0 .. 0</td><td>35.4439546728 .. 42.8055387153</td><td>26.1261445688 .. 25.9212500823</td><td>3.34748348728 .. 8.18882372181</td><td>10.588238839 .. 5.22731226968</td><td>0</td><td>217</td><td>13.7753183279</td><td>0.0631494011292 .. 46.3437502892</td><td>0.0123187409099 .. 8.4822593554</td><td>0.000151751377605 .. 71.9487237723</td><td>0.0234983953553 .. 0.0194236720179</td><td>0.0471437990063 .. 0.067317165892</td><td>-0.0154295144896</td><td>0.00929242965416</td><td>-0.0210854985856</td><td>37.2372639099 .. 46.3437502892</td><td>26.0725555932 .. 25.8350220615</td><td>12.6305676161 .. 71.9487237723</td><td>3.55395098674 .. 8.4822593554</td><td>0.536794601968</td><td>0.0335694077983</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=13>\n",
       "    id         ra_1         dec_1      ...  bdf_fracdev_2  bdf_fracdev_err_2\n",
       "  int64      float64       float64     ...     float64          float64     \n",
       "--------- ------------- -------------- ... --------------- -----------------\n",
       "692217003  52.754150333 -28.0754908457 ...  0.234843057174    0.003372532963\n",
       "692217144 52.7960655186 -28.0756388228 ...  0.667954525501   0.0132221058357\n",
       "692217149 52.5848213282 -28.0756680024 ...   0.49768796569   0.0387561865335\n",
       "692217176 52.6152100114 -28.0759482544 ...  0.499868655099   0.0359279279654\n",
       "692217178 52.7431068764 -28.0759446254 ...  0.499992388071   0.0355752171548\n",
       "692217179  52.794880456 -28.0759132989 ...  0.054998939192  0.00718011625581\n",
       "692217182 52.7960152287 -28.0762453936 ...  0.634475280841    0.013180713338\n",
       "692217183 52.5478583141 -28.0760290175 ... -0.360165778579   0.0289707099702\n",
       "692217184 52.6273680992 -28.0765328237 ...  0.498055719035   0.0391065189566\n",
       "692217187 52.7531160166 -28.0761072007 ...  0.039925678408  0.00297616840375\n",
       "692217188 52.5850728166 -28.0761189104 ...  0.105702287648  0.00850918241414\n",
       "692217190 52.5957448208 -28.0760984395 ...  0.488293792224   0.0371614685834\n",
       "692217191 52.6297775939 -28.0761440438 ...  0.536794601968   0.0335694077983"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "join(erin_tab, my_tab, keys=['id'])\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    id          ra           dec       ...   bdf_fracdev   bdf_fracdev_err \n",
      "--------- ------------- -------------- ... --------------- ----------------\n",
      "692217191 52.6297775939 -28.0761440438 ...  0.536794601968  0.0335694077983\n",
      "692217190 52.5957448208 -28.0760984395 ...  0.488293792224  0.0371614685834\n",
      "692217188 52.5850728166 -28.0761189104 ...  0.105702287648 0.00850918241414\n",
      "692217149 52.5848213282 -28.0756680024 ...   0.49768796569  0.0387561865335\n",
      "692217187 52.7531160166 -28.0761072007 ...  0.039925678408 0.00297616840375\n",
      "692217003  52.754150333 -28.0754908457 ...  0.234843057174   0.003372532963\n",
      "692217184 52.6273680992 -28.0765328237 ...  0.498055719035  0.0391065189566\n",
      "692217183 52.5478583141 -28.0760290175 ... -0.360165778579  0.0289707099702\n",
      "692217182 52.7960152287 -28.0762453936 ...  0.634475280841   0.013180713338\n",
      "692217144 52.7960655186 -28.0756388228 ...  0.667954525501  0.0132221058357\n",
      "692217179  52.794880456 -28.0759132989 ...  0.054998939192 0.00718011625581\n",
      "692217178 52.7431068764 -28.0759446254 ...  0.499992388071  0.0355752171548\n",
      "692217176 52.6152100114 -28.0759482544 ...  0.499868655099  0.0359279279654\n"
     ]
    }
   ],
   "source": [
    "print(my_tab)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(array([   433.56572288,    234.21197989,    288.6339187 ,    272.04581556,\n",
       "          1736.72050552,  16707.85018825,    236.16033498,   1150.20222467,\n",
       "          -999.77717817]),\n",
       " array([  78.21146736,  124.46974218,  152.38417702,  173.60032931,\n",
       "         165.32550216,  242.57116934,  165.58151068,  237.85448132,\n",
       "         126.26178781]))"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "matches=join(erin_tab, my_tab, keys=['id'])\n",
    "print(len(matches['bdf_flux_1'][0]))\n",
    "matches['bdf_flux_1'][0], matches['bdf_flux_1'][1]\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2aaaf00fb190>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(0,9):\n",
    "    plt.scatter(matches['bdf_flux_1'][1],matches['bdf_flux_2'][1])\n",
    "    plt.xlabel(\"ERIN BDF_FLUX\")\n",
    "    plt.ylabel(\"ALEX BDF_FLUX\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "desenv",
   "language": "python",
   "name": "desenv"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}