iraf.ipynb

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  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# from os import walk, system\n",
      "# #import _mysql\n",
      "# import psycopg2 as mdb\n",
      "import pyfits as pf\n",
      "# import time\n",
      "# import numpy as np\n",
      "# import ephem\n",
      "from pyraf import iraf\n",
      "import glob\n",
      "# import fileinput\n",
      "# from matplotlib import *\n",
      "# from pylab import *\n",
      "# from mpl_toolkits.mplot3d import Axes3D\n",
      "# import itertools\n",
      "# import sys\n",
      "# import galahParameters as gp\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 21
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def shift_master(ref, master):\n",
      "    \"\"\"\n",
      "    Find the shift between two images.\n",
      "    returns the shift in y direction (along columns)\n",
      "    \"\"\"\n",
      "    #make a narow copy of the reference flat and masterflat \n",
      "    iraf.imcopy(input=\"../\"+ref+\"[1990:2010,*]\", output=\"tmp/masterflat_ref.fitscut\",Stdout=\"/dev/null\")\n",
      "    iraf.imcopy(input=\"tmp/masterflat.fits[1990:2010,*]\", output=\"tmp/masterflat.fitscut\",Stdout=\"/dev/null\")\n",
      "\n",
      "    #find the shift with correlation\n",
      "    iraf.images(_doprint=0,Stdout=\"/dev/null\")\n",
      "    iraf.immatch(_doprint=0,Stdout=\"/dev/null\")\n",
      "\n",
      "    shift=iraf.xregister(input=\"tmp/masterflat_ref.fitscut, tmp/masterflat.fitscut\", reference=\"tmp/masterflat_ref.fitscut\", regions='[*,*]', shifts=\"tmp/mastershift\", output=\"\", databasefmt=\"no\", correlation=\"fourier\", xwindow=3, ywindow=51, xcbox=21, ycbox=21, Stdout=1)\n",
      "\n",
      "    shift=float(shift[-2].split()[-2])\n",
      "\n",
      "    #Shift the list of apertures\n",
      "    f=open(master, \"r\")\n",
      "    o=open(\"database/aptmp_masterflat_s\", \"w\")\n",
      "\n",
      "    for line in f:\n",
      "        l=line.split()\n",
      "        if len(l)>0 and l[0]=='begin':\n",
      "            l[-1]=str(float(l[-1])-shift)\n",
      "            o.write(l[0]+\"\\t\"+l[1]+\"\\t\"+\"tmp/masterflat_s\"+\"\\t\"+l[3]+\"\\t\"+l[4]+\"\\t\"+l[5]+\"\\n\")\n",
      "        elif len(l)>0 and l[0]=='center':\n",
      "            l[-1]=str(float(l[-1])-shift)\n",
      "            o.write(\"\\t\"+l[0]+\"\\t\"+l[1]+\"\\t\"+l[2]+\"\\n\")\n",
      "        elif len(l)>0 and l[0]=='image':\n",
      "            o.write(\"\\t\"+\"image\"+\"\\t\"+\"tmp/masterflat_s\"+\"\\n\")\n",
      "        else:\n",
      "            o.write(line)\n",
      "\n",
      "    f.close()\n",
      "    o.close()\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 64
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def extract(arcs, objs,ccd,mode=1):\n",
      "    \"\"\"\n",
      "    mode=1: 1D extraction\n",
      "    mode=2: 2D extraction\n",
      "    \"\"\"\n",
      "    #apall na vseh luckah\n",
      "    print \" + identifing arcs\"\n",
      "\n",
      "    for i in arcs:\n",
      "        iraf.hedit(images='tmp/arcs/'+i[1], fields='DISPAXIS', value=1, add='yes', verify='no', update='yes',Stdout=\"/dev/null\")\n",
      "        iraf.apall(input='tmp/arcs/%s' % (i[1]), referen='tmp/masterflat.fits', format='multispec', interac='no', find='no', recenter='no', resize='no', edit='no', trace='no', fittrac='no', extract='yes', extras='no', review='yes', lower=-3.0, upper=3.0, nsubaps=7, pfit=\"fit1d\", Stdout=\"/dev/null\")\n",
      "\n",
      "    if mode==1:\n",
      "        pass\n",
      "    else:\n",
      "        iraf.cd(\"tmp/arcs\")\n",
      "        geometry_prep(arcs,ccd)\n",
      "        os.system(\"cp transformations* ../objs/\")\n",
      "        #sys.exit(0)\n",
      "        iraf.cd(\"../..\")\n",
      "        for i in arcs:\n",
      "            os.system(\"rm tmp/arcs/%s.ms.fits\" % (i[1][:-5]))\n",
      "            os.system(\"rm tmp/arcs/%s_cut*.fits\" % (i[1][:-5]))\n",
      "            os.system(\"rm tmp/arcs/%s_t*.fits\" % (i[1][:-5]))\n",
      "            pass\n",
      "\n",
      "        os.system(\"rm tmp/arcs/calibrations/idarcs_cut*\")\n",
      "        os.system(\"rm tmp/arcs/arcs_cut*\")\n",
      "\n",
      "        #extract 2d arcs and objects\n",
      "        for i in arcs:\n",
      "            iraf.hedit(images='tmp/arcs/'+i[1], fields='DISPAXIS', value=1, add='yes', verify='no', update='yes',Stdout=\"/dev/null\")\n",
      "            iraf.apall(input='tmp/arcs/%s' % (i[1]), referen='tmp/masterflat.fits', format='multispec', interac='no', find='no', recenter='no', resize='no', edit='no', trace='no', fittrac='no', extract='yes', extras='no', review='yes', lower=-3.0, upper=3.0, nsubaps=7, pfit=\"fit1d\", Stdout=\"/dev/null\")\n",
      "            #forget apertures\n",
      "            for j in range(8,1000):\n",
      "                iraf.hedit(images='tmp/arcs/%s.ms.fits' % (i[1][:-5]), fields=\"APNUM%s\" % (str(j)), value='', delete=\"yes\", verify=\"no\", Stdout=\"/dev/null\")\n",
      "\n",
      "        for i in objs:\n",
      "            iraf.hedit(images='tmp/objs/'+i[1], fields='DISPAXIS', value=1, add='yes', verify='no', update='yes',Stdout=\"/dev/null\")\n",
      "            iraf.apall(input='tmp/objs/%s' % (i[1]), referen='tmp/masterflat.fits', format='multispec', interac='no', find='no', recenter='no', resize='no', edit='no', trace='no', fittrac='no', extract='yes', extras='no', review='yes', lower=-3.0, upper=3.0, nsubaps=7, pfit=\"fit1d\", Stdout=\"/dev/null\")\n",
      "            #forget apertures\n",
      "            for j in range(8,1000):\n",
      "                iraf.hedit(images='tmp/objs/%s.ms.fits' % (i[1][:-5]), fields=\"APNUM%s\" % (str(j)), value='', delete=\"yes\", verify=\"no\", Stdout=\"/dev/null\")\n",
      "\n",
      "        iraf.cd(\"tmp/arcs\")\n",
      "        for ii in arcs:\n",
      "            geometry_transform(ii)\n",
      "        iraf.cd(\"../..\")\n",
      "\n",
      "        iraf.cd(\"tmp/objs\")\n",
      "        for ii in objs:\n",
      "            geometry_transform(ii)\n",
      "        iraf.cd(\"../..\")\n",
      "\n",
      "    #make normal 1d extraction and copy results into it\n",
      "    for i in arcs:\n",
      "        os.system(\"rm -f tmp/arcs/%s\" % (i[1][:-5]+\".ms.fits\"))\n",
      "        iraf.apall(input='tmp/arcs/%s' % (i[1]), referen='tmp/masterflat.fits', format='multispec', interac='no', find='no', recenter='no', resize='no', edit='no', trace='no', fittrac='no', extract='yes', extras='no', review='yes', lower=-3.0, upper=3.0, nsubaps=1, pfit=\"fit1d\", Stdout=\"/dev/null\")\n",
      "        os.system(\"cp tmp/arcs/%s\" % (i[1][:-5])+\".ms.fits tmp/arcs/%s\" % (i[1][:-5])+\".ms2.fits\")\n",
      "\n",
      "        if mode==1:\n",
      "            pass\n",
      "        else:\n",
      "            for j in range(1,393):\n",
      "                os.system(\"rm -f tmp/copy_tmp.fits\")\n",
      "                try:\n",
      "                    iraf.blkavg(input=\"tmp/arcs/\"+i[1][:-5]+\"_t%s.fits\" % (str(j)), output=\"tmp/copy_tmp\", option='sum', b1=1, b2=7, Stdout=\"/dev/null\")\n",
      "                    iraf.imcopy(input=\"tmp/copy_tmp\", output=\"tmp/arcs/\"+i[1][:-5]+\".ms.fits[*,%s]\" % (j), Stdout=\"/dev/null\")\n",
      "                except:\n",
      "                    pass\n",
      "\n",
      "    for i in objs:\n",
      "        os.system(\"rm -f tmp/objs/%s\" % (i[1][:-5]+\".ms.fits\"))\n",
      "        iraf.apall(input='tmp/objs/%s' % (i[1]), referen='tmp/masterflat.fits', format='multispec', interac='no', find='no', recenter='no', resize='no', edit='no', trace='no', fittrac='no', extract='yes', extras='no', review='yes', lower=-3.0, upper=3.0, nsubaps=1, pfit=\"fit1d\", Stdout=\"/dev/null\")\n",
      "        os.system(\"cp tmp/objs/%s\" % (i[1][:-5])+\".ms.fits tmp/objs/%s\" % (i[1][:-5])+\".ms2.fits\")\n",
      "\n",
      "        if mode==1:\n",
      "            pass\n",
      "        else:\n",
      "            for j in range(1,393):\n",
      "                os.system(\"rm -f tmp/copy_tmp.fits\")\n",
      "                try:\n",
      "                    iraf.blkavg(input=\"tmp/objs/\"+i[1][:-5]+\"_t%s.fits\" % (str(j)), output=\"tmp/copy_tmp\", option='sum', b1=1, b2=7, Stdout=\"/dev/null\")\n",
      "                    iraf.imcopy(input=\"tmp/copy_tmp\", output=\"tmp/objs/\"+i[1][:-5]+\".ms.fits[*,%s]\" % (j), Stdout=\"/dev/null\")\n",
      "                except:\n",
      "                    pass\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 77
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": [
      "BIAS"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "cd ~/Documents/HERMES/reductions/iraf/bias/140821/1"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "/Users/Carlos/Documents/HERMES/reductions/iraf/bias/140821\n"
       ]
      }
     ],
     "prompt_number": 19
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "biases = glob.glob('*.fits')`"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 23
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "biases = \",\".join(biases)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 34
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "iraf.zerocombine(input=biases, output='masterbias', combine='median', reject='none', ccdtype='',Stdout=\"/dev/null\")\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 35
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "cd ~/Documents/HERMES/reductions/iraf/HD1581/0_20aug/1/"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "/Users/Carlos/Documents/HERMES/reductions/iraf/HD1581/0_20aug/1\n"
       ]
      }
     ],
     "prompt_number": 57
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "a = pf.open('20aug10052.fits')\n",
      "a[0].header['RUNCMD']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 72,
       "text": [
        "'ARC'"
       ]
      }
     ],
     "prompt_number": 72
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": [
      "FLAT"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "flat = '20aug10034.fits'\n",
      "masterflat = 'masterflat_blue0.fits'"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 59
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "iraf.noao(_doprint=0,Stdout=\"/dev/null\")\n",
      "iraf.imred(_doprint=0,Stdout=\"/dev/null\")\n",
      "iraf.ccdred(_doprint=0,Stdout=\"/dev/null\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 60
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#bias subtract\n",
      "iraf.ccdproc(images=flat, ccdtype='', fixpix='no', oversca='no', trim='no', zerocor='yes', darkcor='no', flatcor='no', zero='masterbias',Stdout=\"/dev/null\")\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 61
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#apall on a flat field\n",
      "print \" + Extract masterflat\"\n",
      "iraf.noao(_doprint=0,Stdout=\"/dev/null\")\n",
      "iraf.twodspec(_doprint=0,Stdout=\"/dev/null\")\n",
      "iraf.apextract(_doprint=0,Stdout=\"/dev/null\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " + Extract masterflat\n"
       ]
      }
     ],
     "prompt_number": 62
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#adds DISPAXIS=1 to the header\n",
      "iraf.hedit(images=flat, fields='DISPAXIS', value=1, add='yes', verify='no', update='yes',Stdout=\"/dev/null\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 63
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "iraf.unlearn('apall') #restores initial paramenters to apall"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 43
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "shift_master(ap_ref[ccd], \"database/ap%s\" % ap_ref[ccd][:-5])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 44
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "check=iraf.apall(input=flat, format='multispec', referen=flat, interac='no', find='no',\n",
      "                 recenter='yes', resize='no', edit='yes', trace='yes', fittrac='yes',\n",
      "                 extract='yes', extras='no', review='yes', line=2000, lower=-2, upper=2, \n",
      "                 nfind=392, maxsep=45, minsep=3, width=5, radius=2, ylevel=0.3, shift='yes', \n",
      "                 t_order=7, t_niter=10, t_low_r=3, t_high_r=3, t_sampl='1:4095', t_nlost=1, \n",
      "                 npeaks=392, bkg='no', b_order=7, nsum=-10,Stdout=1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "Not enough points traced for aperture 1 of 20aug10034\n"
       ]
      }
     ],
     "prompt_number": 55
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "flat"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 68,
       "text": [
        "'20aug10034.fits'"
       ]
      }
     ],
     "prompt_number": 68
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#create flats with different aperture widths\n",
      "iraf.apall(input=flat, output='flat_1', referen=flat, format='multispec', interac='no', find='no', recenter='no', resize='yes', edit='no', trace='no', fittrac='no', extract='yes', extras='no', review='no', line=2000, lower=-1, upper=1, bkg='no', nsum=-10, ylevel=\"INDEF\", llimit=-1, ulimit=1,Stdout=\"/dev/null\")\n",
      "# iraf.apall(input='tmp/masterflat.fits', output='tmp/flat_2', referen='tmp/masterflat.fits', format='multispec', interac='no', find='no', recenter='no', resize='yes', edit='no', trace='no', fittrac='no', extract='yes', extras='no', review='no', line=2000, lower=-2, upper=2, bkg='no', nsum=-10, ylevel=\"INDEF\", llimit=-2, ulimit=2,Stdout=\"/dev/null\")\n",
      "# iraf.apall(input='tmp/masterflat.fits', output='tmp/flat_3', referen='tmp/masterflat.fits', format='multispec', interac='no', find='no', recenter='no', resize='yes', edit='no', trace='no', fittrac='no', extract='yes', extras='no', review='no', line=2000, lower=-3, upper=3, bkg='no', nsum=-10, ylevel=\"INDEF\", llimit=-3, ulimit=3,Stdout=\"/dev/null\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 69
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#normalize different flats\n",
      "iraf.noao(_doprint=0,Stdout=\"/dev/null\")\n",
      "iraf.onedspec(_doprint=0,Stdout=\"/dev/null\")\n",
      "iraf.continuum(input=flat, output='flat_1_norm', lines='*', bands='*', type='ratio', wavescale='no', interac='no', sample='1:4095', functio='spline3', order=13, low_rej=2, high_rej=2, niter=10,Stdout=\"/dev/null\")\n",
      "# iraf.continuum(input='tmp/flat_2', output='tmp/flat_2_norm', lines='*', bands='*', type='ratio', wavescale='no', interac='no', sample='1:4095', functio='spline3', order=13, low_rej=2, high_rej=2, niter=10,Stdout=\"/dev/null\")\n",
      "# iraf.continuum(input='tmp/flat_3', output='tmp/flat_3_norm', lines='*', bands='*', type='ratio', wavescale='no', interac='no', sample='1:4095', functio='spline3', order=13, low_rej=2, high_rej=2, niter=10,Stdout=\"/dev/null\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 70
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#combine normalized flats\n",
      "# iraf.images(_doprint=0,Stdout=\"/dev/null\")\n",
      "# iraf.imutil(_doprint=0,Stdout=\"/dev/null\")\n",
      "# iraf.imarith(operand1='tmp/flat_1_norm', op='*', operand2=0.43, result='tmp/flat_1_norm2',Stdout=\"/dev/null\")\n",
      "# iraf.imarith(operand1='tmp/flat_2_norm', op='*', operand2=0.41, result='tmp/flat_2_norm2',Stdout=\"/dev/null\")\n",
      "# iraf.imarith(operand1='tmp/flat_3_norm', op='*', operand2=0.16, result='tmp/flat_3_norm2',Stdout=\"/dev/null\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "iraf.imsum(input='*norm.fits', output='masterflat_norm.fits', option='sum',Stdout=\"/dev/null\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 71
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": [
      "arcs"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "arc = '20aug10052.fits'\n",
      "obj = '20aug10053.fits'"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 78
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#find arcs\n",
      "#     print \" + Reducing arcs\"\n",
      "#     cur.execute(\"SELECT spec_path,name from fields where ymd=%s and ccd='%s' and obstype='ARC' and plate='%s'\" % (ymd, ccd, plate))\n",
      "#     arcs=cur.fetchall()\n",
      "\n",
      "#     #find object frames\n",
      "#     cur.execute(\"SELECT spec_path,name from fields where ymd=%s and ccd='%s' and obstype='OBJECT' and plate='%s'\" % (ymd, ccd, plate))\n",
      "#     objs=cur.fetchall()\n",
      "\n",
      "#     #make a new list of objects if a list of exposures is given:\n",
      "#     objs_new=[]\n",
      "#     for i in objs:\n",
      "#         #print i[0][-9:-5]\n",
      "#         if (str(i[0][-9:-5]) in list_of_exp) or (list_of_exp==['*']): objs_new.append(i)\n",
      "#     else: pass\n",
      "\n",
      "#     #print objs_new, list_of_exp\n",
      "#     objs=objs_new\n",
      "\n",
      "#     #copy arcs to tmp folder\n",
      "#     for i in arcs:\n",
      "#         system(\"cp %s tmp/arcs/\" % (i[0]))\n",
      "\n",
      "#     #copy objs to tmp folder\n",
      "#     for i in objs:\n",
      "#         system(\"cp %s tmp/objs/\" % (i[0]))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#reduce arcs\n",
      "iraf.noao(_doprint=0,Stdout=\"/dev/null\")\n",
      "iraf.imred(_doprint=0,Stdout=\"/dev/null\")\n",
      "iraf.ccdred(_doprint=0,Stdout=\"/dev/null\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 73
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "iraf.ccdproc(images=arc, ccdtype='', fixpix='no', oversca='no', trim='no', zerocor='yes', darkcor='no', flatcor='no', zero='masterbias',Stdout=\"/dev/null\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 76
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#reduce object frames\n",
      "print \" + Reducing objects\"\n",
      "iraf.hedit(images=obj, fields='DISPAXIS', value=1, add='yes', verify='no', update='yes',Stdout=\"/dev/null\")\n",
      "iraf.ccdproc(images=obj, ccdtype='', fixpix='no', oversca='no', trim='no', zerocor='yes', darkcor='no', flatcor='no', zero='masterbias',Stdout=\"/dev/null\")\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " + Reducing objects\n"
       ]
      }
     ],
     "prompt_number": 79
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#fit and subtract scattered light\n",
      "print \" + Fitting and removing scattered light\"\n",
      "iraf.apscat1.functio='cheb'\n",
      "iraf.apscat1.sample='10:4090'\n",
      "iraf.apscat1.order=9\n",
      "iraf.apscat1.low_rej=4\n",
      "iraf.apscat1.high_rej=1.1\n",
      "iraf.apscat1.niter=10\n",
      "iraf.apscat1.grow=0\n",
      "iraf.apscat1.naverage=-1\n",
      "\n",
      "iraf.apscat2.functio='cheb'\n",
      "iraf.apscat2.order=5\n",
      "iraf.apscat2.sample='1:4095'\n",
      "iraf.apscat2.low_rej=3\n",
      "iraf.apscat2.high_rej=3\n",
      "iraf.apscat2.niter=5\n",
      "iraf.apscat2.grow=1\n",
      "iraf.apscat2.naverage=-70\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " + Fitting and removing scattered light\n"
       ]
      }
     ],
     "prompt_number": 80
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "iraf.imcopy(input=obj, output='sct',Stdout=\"/dev/null\")\n",
      "iraf.apscatter(input=obj, output='', referen='masterflat_norm', interac='no', find='no', recente='no', resize='no', edit='no', trace='no', fittrace='no', subtrac='yes', smooth='yes', fitscat='yes', fitsmoo='yes', buffer=0.7)\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING: Reference image (masterflat_norm) apertures not found\n"
       ]
      }
     ],
     "prompt_number": 85
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "extract(arc, obj, ccd)\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ccd"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "NameError",
       "evalue": "name 'ccd' is not defined",
       "output_type": "pyerr",
       "traceback": [
        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
        "\u001b[0;32m<ipython-input-86-d74735605d5e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mccd\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
        "\u001b[0;31mNameError\u001b[0m: name 'ccd' is not defined"
       ]
      }
     ],
     "prompt_number": 86
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": [
      "IRAF CC tests"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pyfits as pf\n",
      "import pylab as plt\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "cd ~/Documents/HERMES/reductions/iraf/HD1581/cam1/"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "/Users/Carlos/Documents/HERMES/reductions/iraf/HD1581/cam1\n"
       ]
      }
     ],
     "prompt_number": 51
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "cd ~/Documents/workspace/GAP/IrafReduction/results/140820/norm/"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "/Users/Carlos/Documents/workspace/GAP/IrafReduction/results/140820/norm\n"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "a = pf.open('20aug10053.fits')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 52
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "cd ~/Documents/workspace/GAP/IrafReduction/results/140821/norm/"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "/Users/Carlos/Documents/workspace/GAP/IrafReduction/results/140821/norm\n"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "b = pf.open('22aug10038.fits')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 58
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import numpy as np\n",
      "def get_wl(header, app):\n",
      "    WS = 'WS_'+str(app)\n",
      "    WD = 'WD_'+str(app)\n",
      "\n",
      "    first_px = float(header[WS])\n",
      "    disp = float(header[WD])\n",
      "    length = header['NAXIS1']\n",
      "    wl = np.arange(length)*disp\n",
      "    wl += first_px\n",
      "    \n",
      "    return wl\n",
      "    \n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 53
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def plot_app(fits1, fits2 ,app):\n",
      "    plt.plot(get_wl(fits1[0].header, app),fits1[0].data[app])\n",
      "    plt.plot(get_wl(fits2[0].header, app),fits2[0].data[app])\n",
      "    plt.show()\n",
      "    \n",
      "#     plt.plot(get_wl(fits1[0].header,app), '.' )\n",
      "#     plt.plot(get_wl(fits2[0].header,app), '.')\n",
      "#     plt.show()\n",
      "    \n",
      "#     wl1=get_wl(fits1[0].header,app)\n",
      "#     wl2=get_wl(fits2[0].header,app)    \n",
      "#     print wl1-wl2"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 59
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_app(a,b,173)\n",
      "# plot_app(b,223)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 70
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import RVTools as RVT\n",
      "from scipy import signal"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 72
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "flux1 = a[0].data[173]\n",
      "wl1 = get_wl(a[0].header, 173)\n",
      "flux2b = b[0].data[173]\n",
      "wl2 = get_wl(b[0].header, 173)\n",
      "\n",
      "# flux2 = np.interp(wl2, wl2, flux2b)\n",
      "flux2 = np.interp(wl1, wl2, flux2b)\n",
      "flux1 = np.interp(wl1, wl1, flux1)\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 85
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.plot(wl2,flux2b,marker='+')\n",
      "plt.scatter(wl1,flux2, marker = '+', s=200, c='r')\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 31
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "flux2"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 26,
       "text": [
        "array([ 1.00160375,  1.01409539,  0.9891579 , ...,  1.07438214,\n",
        "        0.95522711,  0.456856  ])"
       ]
      }
     ],
     "prompt_number": 26
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.plot(signal.fftconvolve(flux1, flux2[::-1], mode='same'))\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 35
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "corrHWidth =3"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 79
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "\n",
      "CCCurve = []\n",
      "CCCurve = signal.fftconvolve(flux1[-np.isnan(flux1)], flux2[-np.isnan(flux2)][::-1], mode='same')\n",
      "corrMax = np.where(CCCurve==max(CCCurve))[0][0]\n",
      "p_guess = [corrMax,corrHWidth]\n",
      "x_mask = np.arange(corrMax-corrHWidth, corrMax+corrHWidth+1)\n",
      "if max(x_mask)<len(CCCurve):\n",
      "#                 try:\n",
      "#                 print '4 params',p_guess, x_mask, np.sum(x_mask), CCCurve.shape\n",
      "    p = RVT.fit_gaussian(p_guess, CCCurve[x_mask], np.arange(len(CCCurve))[x_mask])[0]\n",
      "    if np.modf(CCCurve.shape[0]/2.0)[0]>1e-5:\n",
      "        pixelShift = (p[0]-(CCCurve.shape[0]-1)/2.) #odd number of elements\n",
      "    else:\n",
      "        pixelShift = (p[0]-(CCCurve.shape[0])/2.) #even number of elements\n",
      "#                 except:\n",
      "#                     pixelShift = 0\n",
      "\n",
      "#     thisQ, thisdRV = QdRV(thisCam.wavelengths[epoch], thisCam.red_fluxes[epoch])\n",
      "\n",
      "    mid_px = flux1.shape[0]/2\n",
      "    dWl = (wl1[mid_px+1]-wl1[mid_px]) / wl1[mid_px]\n",
      "    RV = dWl * pixelShift * RVT.constants.c \n",
      "    print 'RV',RV\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "RV -105.193623917\n"
       ]
      }
     ],
     "prompt_number": 86
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "cd /Users/Carlos/Documents/HERMES/reductions/6.5/HD285507_1arc/npy/"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "/Users/Carlos/Documents/HERMES/reductions/6.5/HD285507_1arc/npy\n"
       ]
      }
     ],
     "prompt_number": 50
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data = np.load('data.npy')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 52
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 53,
       "text": [
        "array([['Field22', '8.87', '0.0', '62.0508', '16.0182'],\n",
        "       ['Giant35', '8.1', '3.0', '62.7275', '15.2627'],\n",
        "       ['Field32', '6.24', '6.0', '62.6704', '15.2370'],\n",
        "       ['Giant16', '8.99', '13.0', '62.4287', '15.1821'],\n",
        "       ['Giant12', '7.36', '14.0', '62.3204', '15.2008'],\n",
        "       ['Giant28', '8.4', '16.0', '62.6095', '15.1044'],\n",
        "       ['Giant08', '8.97', '30.0', '62.1862', '15.1133'],\n",
        "       ['Field05', '5.03', '47.0', '61.925', '15.1627'],\n",
        "       ['Giant02', '6.44', '52.0', '61.8854', '15.1958'],\n",
        "       ['Field16', '4.81', '55.0', '62.1195', '14.8940'],\n",
        "       ['Field24', '4.14', '61.0', '62.1975', '14.7010'],\n",
        "       ['Field34', '8.41', '66.0', '62.2195', '14.5467'],\n",
        "       ['Field08', '7.56', '74.0', '61.8925', '14.9866'],\n",
        "       ['Giant36', '6.64', '75.0', '62.1075', '14.4573'],\n",
        "       ['Field28', '8.03', '77.0', '62.0675', '14.5516'],\n",
        "       ['Giant10', '7.03', '78.0', '61.9258', '14.8428'],\n",
        "       ['Giant13', '6.42', '90.0', '61.8366', '14.7395'],\n",
        "       ['Field11', '8.56', '104.0', '61.6966', '14.8656'],\n",
        "       ['Field39', '7.99', '105.0', '61.6483', '14.3666'],\n",
        "       ['Field38', '7.73', '106.0', '61.6375', '14.3695'],\n",
        "       ['Field36', '5.99', '109.0', '61.5954', '14.4021'],\n",
        "       ['Giant33', '8.32', '112.0', '61.5558', '14.4238'],\n",
        "       ['Giant03', '8.96', '113.0', '61.7254', '15.1414'],\n",
        "       ['Giant24', '6.54', '117.0', '61.5145', '14.5554'],\n",
        "       ['Giant29', '8.3', '122.0', '61.4320', '14.5306'],\n",
        "       ['Giant18', '8.85', '123.0', '61.4875', '14.6949'],\n",
        "       ['Field02', '7.37', '128.0', '61.6887', '15.2102'],\n",
        "       ['Field06', '6.02', '137.0', '61.6058', '15.1266'],\n",
        "       ['Field15', '7.99', '148.0', '61.3512', '14.9353'],\n",
        "       ['Giant31', '8.96', '160.0', '60.995', '14.8089'],\n",
        "       ['Field03', '8.23', '163.0', '61.5841', '15.2324'],\n",
        "       ['Giant38', '8.58', '164.0', '60.8841', '14.8275'],\n",
        "       ['Giant26', '8.83', '169.0', '60.975', '14.9493'],\n",
        "       ['Field23', '5.2', '172.0', '61.0541', '15.0268'],\n",
        "       ['Giant27', '7.88', '178.0', '60.92', '15.0532'],\n",
        "       ['Field40', '8.35', '184.0', '60.7675', '15.1020'],\n",
        "       ['Field21', '8.28', '185.0', '61.0075', '15.1772'],\n",
        "       ['Field25', '7.91', '191.0', '60.9133', '15.2368'],\n",
        "       ['Giant25', '7.77', '207.0', '60.9020', '15.4362'],\n",
        "       ['Giant14', '8.67', '216.0', '61.145', '15.4934'],\n",
        "       ['Giant37', '8.26', '219.0', '60.8041', '15.6249'],\n",
        "       ['Giant30', '8.91', '220.0', '60.8920', '15.6041'],\n",
        "       ['Giant01', '7.67', '223.0', '61.755', '15.3350'],\n",
        "       ['Field14', '8.9', '226.0', '61.2616', '15.5628'],\n",
        "       ['Giant05', '6.5', '229.0', '61.3945', '15.5036'],\n",
        "       ['Giant04', '8.05', '230.0', '61.535', '15.4393'],\n",
        "       ['Field07', '6.81', '234.0', '61.4808', '15.4989'],\n",
        "       ['Giant34', '8.11', '237.0', '60.9516', '15.8575'],\n",
        "       ['Giant17', '8.8', '242.0', '61.2008', '15.7613'],\n",
        "       ['Field13', '4.82', '245.0', '61.3508', '15.6852'],\n",
        "       ['Giant06', '8.77', '253.0', '61.4858', '15.6325'],\n",
        "       ['Giant09', '5.38', '256.0', '61.4266', '15.7380'],\n",
        "       ['Field18', '4.38', '257.0', '61.36', '15.8304'],\n",
        "       ['Giant32', '8.75', '268.0', '61.3116', '16.1536'],\n",
        "       ['Field09', '6.45', '270.0', '61.5670', '15.6981'],\n",
        "       ['Field17', '8.91', '272.0', '61.4945', '15.9019'],\n",
        "       ['Field27', '8.88', '282.0', '61.5258', '16.1433'],\n",
        "       ['Field12', '7.51', '283.0', '61.6195', '15.8215'],\n",
        "       ['Field30', '8.98', '286.0', '61.5745', '16.1838'],\n",
        "       ['Field04', '6.55', '292.0', '61.7312', '15.5528'],\n",
        "       ['Giant15', '8.93', '298.0', '61.7641', '15.9862'],\n",
        "       ['Giant22', '8.46', '299.0', '61.7708', '16.1327'],\n",
        "       ['Field19', '6.56', '316.0', '61.9583', '16.0199'],\n",
        "       ['Giant19', '6.12', '319.0', '62.0325', '16.0247'],\n",
        "       ['Giant11', '7.47', '320.0', '61.9291', '15.8441'],\n",
        "       ['Giant21', '7.09', '322.0', '62.0483', '16.0580'],\n",
        "       ['Field37', '5.79', '323.0', '62.1370', '16.2338'],\n",
        "       ['Field33', '5.38', '330.0', '62.1875', '16.1231'],\n",
        "       ['Field41', '8.94', '337.0', '62.3358', '16.1591'],\n",
        "       ['Giant23', '7.04', '341.0', '62.2641', '15.9649'],\n",
        "       ['Field42', '7.28', '354.0', '62.5466', '15.9771'],\n",
        "       ['Field35', '8.77', '356.0', '62.5095', '15.9136'],\n",
        "       ['Field31', '8.11', '357.0', '62.4845', '15.8681'],\n",
        "       ['Giant20', '8.09', '366.0', '62.4545', '15.7201']], \n",
        "      dtype='|S7')"
       ]
      }
     ],
     "prompt_number": 53
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "a1 = a[0]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 61
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "a1.header.items()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 62,
       "text": [
        "[('SIMPLE', True),\n",
        " ('BITPIX', -32),\n",
        " ('NAXIS', 2),\n",
        " ('NAXIS1', 4096),\n",
        " ('NAXIS2', 392),\n",
        " ('EXTEND', True),\n",
        " ('ORIGIN', 'NOAO-IRAF FITS Image Kernel July 2003'),\n",
        " ('DATE', '2015-07-15T09:52:42'),\n",
        " ('IRAF-TLM', '2015-07-15T09:52:39'),\n",
        " ('OBJECT', 'HD1581 #176 (Pivot 175)'),\n",
        " ('COMMENT',\n",
        "  \"  FITS (Flexible Image Transport System) format is defined in 'Astronomy\"),\n",
        " ('COMMENT',\n",
        "  \"  FITS (Flexible Image Transport System) format is defined in 'Astronomy\"),\n",
        " ('LONGSTRN', 'OGIP 1.0'),\n",
        " ('COMMENT',\n",
        "  \"  FITS (Flexible Image Transport System) format is defined in 'Astronomy\"),\n",
        " ('COMMENT',\n",
        "  \"  FITS (Flexible Image Transport System) format is defined in 'Astronomy\"),\n",
        " ('COMMENT',\n",
        "  \"  FITS (Flexible Image Transport System) format is defined in 'Astronomy\"),\n",
        " ('COMMENT',\n",
        "  \"  FITS (Flexible Image Transport System) format is defined in 'Astronomy\"),\n",
        " ('DCT_DATE', 'Oct  9 2013'),\n",
        " ('DCT_VER', 'r3_138'),\n",
        " ('DETECXE', 4096),\n",
        " ('DETECXS', 1),\n",
        " ('DETECYE', 4112),\n",
        " ('DETECYS', 1),\n",
        " ('FIRMVSYS', 'System: AAO2 CCD Controller System Controller V1.28 130312'),\n",
        " ('FIRMVSEQ', 'Sequencer: AAO2 CCD Controller Sequencer V1.3 110321'),\n",
        " ('DETECTOR', 'E2V5-B'),\n",
        " ('XPIXSIZE', 15.0),\n",
        " ('YPIXSIZE', 15.0),\n",
        " ('CONFIGID', 13),\n",
        " ('DETECTID', 13),\n",
        " ('ABCKPLID', 6),\n",
        " ('VIDPBID', 7),\n",
        " ('CLKPBID', 21),\n",
        " ('BRDID_1', 65537),\n",
        " ('BRDSN_1', 18),\n",
        " ('BRDID_2', 327681),\n",
        " ('BRDSN_2', 19),\n",
        " ('BRDID_3', 131074),\n",
        " ('BRDSN_3', 89),\n",
        " ('BRDID_4', 131074),\n",
        " ('BRDSN_4', 119),\n",
        " ('BRDID_5', 131074),\n",
        " ('BRDSN_5', 109),\n",
        " ('BRDID_6', 131074),\n",
        " ('BRDSN_6', 110),\n",
        " ('BRDID_7', 196610),\n",
        " ('BRDSN_7', 98),\n",
        " ('BRDID_8', 262146),\n",
        " ('BRDSN_8', 78),\n",
        " ('BRDID_9', 458754),\n",
        " ('BRDSN_9', 102),\n",
        " ('BRDID_10', 393217),\n",
        " ('BRDSN_10', 129),\n",
        " ('METHOD', 'Normal ccd control method'),\n",
        " ('SPEED', 'FAST'),\n",
        " ('READAMP', 'LEFT_TWO'),\n",
        " ('EXPOSED', 120.0),\n",
        " ('ELAPSED', 120.5),\n",
        " ('TOTALEXP', 240.5),\n",
        " ('RO_GAIN', 2.7),\n",
        " ('RO_NOISE', 4.0),\n",
        " ('DETTEMP', 167.7141),\n",
        " ('HTRVOLTS', 9.563658),\n",
        " ('SPECTID', 'BL'),\n",
        " ('SFILT1', ' '),\n",
        " ('SFILT2', ' '),\n",
        " ('TELESCOP', 'Anglo-Australian Telescope'),\n",
        " ('ALT_OBS', 1164),\n",
        " ('LAT_OBS', -31.27704),\n",
        " ('LONG_OBS', 149.0661),\n",
        " ('RCT_VER', 'r3_71HB'),\n",
        " ('RCT_DATE', '19-Oct-2013'),\n",
        " ('RUNCMD', 'RUN'),\n",
        " ('RADECSYS', 'FK5'),\n",
        " ('EQUINOX', 2000.0),\n",
        " ('INSTRUME', 'HERMES-2dF'),\n",
        " ('TDFCTVER', 'r11_27'),\n",
        " ('TDFCTDAT', '10-Jun-2014'),\n",
        " ('AAOMOSFT', 1),\n",
        " ('NDFCLASS', 'MFOBJECT'),\n",
        " ('CFG_FILE', 'rhoTucNew_p0.sds'),\n",
        " ('PARKMASK', False),\n",
        " ('TDFCTEVT', '40'),\n",
        " ('DUMMY', 0),\n",
        " ('FLAPS', 'OPEN'),\n",
        " ('RUN', 53),\n",
        " ('OBSNUM', 53),\n",
        " ('GRPNUM', 53),\n",
        " ('GRPMEM', 1),\n",
        " ('GRPMAX', 0),\n",
        " ('OBSTYPE', 'OBJECT'),\n",
        " ('UTDATE', '2014:08:20'),\n",
        " ('EPOCH', 2014.63466127089),\n",
        " ('UTSTART', '19:26:27'),\n",
        " ('UTEND', '19:28:27'),\n",
        " ('STSTART', '03:18:55'),\n",
        " ('STEND', '03:20:56'),\n",
        " ('UTMJD', 56889.8100291911),\n",
        " ('TOPEND', '2DF'),\n",
        " ('AXIS', 'A'),\n",
        " ('AXIS_X', -2.47739791046973e-05),\n",
        " ('AXIS_Y', -0.000109034596881535),\n",
        " ('TRACKING', 'TRACKING'),\n",
        " ('TELFOC', 40.12),\n",
        " ('MEANRA', 5.02704168586666),\n",
        " ('MEANDEC', -64.868515716065),\n",
        " ('TEL_PA', 89.9936044048113),\n",
        " ('HASTART', 44.523032463809),\n",
        " ('ZDSTART', 43.1712046360441),\n",
        " ('APPRA', 0.0908546166102642),\n",
        " ('APPDEC', -1.13067486366481),\n",
        " ('WINDOW', 'HERMES_2ROs_LR'),\n",
        " ('HARTMANA', 'Open'),\n",
        " ('HARTMANB', 'Open'),\n",
        " ('DCHROIC1', 'GA Blue'),\n",
        " ('DCHROIC2', 'GA Green'),\n",
        " ('DCHROIC3', 'GA Red'),\n",
        " ('ELECTEMP', 18.7),\n",
        " ('SPEC1TMP', 19.5),\n",
        " ('SPEC2TMP', 19.3),\n",
        " ('FRM1TEMP', 17.5),\n",
        " ('FRM2TEMP', 17.9),\n",
        " ('SLITTEMP', 18.5),\n",
        " ('SLITMASK', 'OUT'),\n",
        " ('HPOSCONF', 'YES'),\n",
        " ('SLITDITH', 'OFF'),\n",
        " ('SOURCE', 'Plate 0'),\n",
        " ('PISTON', 3193.97619047619),\n",
        " ('TILTSPEC', 8003.06457326562),\n",
        " ('TILTSPAT', 0),\n",
        " ('GRATID', '0'),\n",
        " ('GRATTILT', 0),\n",
        " ('GRATLPMM', 3827.0),\n",
        " ('ORDER', 1),\n",
        " ('DISPENC', 0),\n",
        " ('CAMENC', 0),\n",
        " ('GRATANGL', 0),\n",
        " ('GRATANGR', 0),\n",
        " ('CAMANGL', 0),\n",
        " ('CAMANGR', 0),\n",
        " ('LAMBDAC', 4833.0),\n",
        " ('LAMBDAB', 4833.0),\n",
        " ('LAMBDCR', 4833.0),\n",
        " ('LAMBDBR', 4833.0),\n",
        " ('DISPERS', 0.045),\n",
        " ('SPLYTEMP', 16.4),\n",
        " ('RTRNTEMP', 3.8),\n",
        " ('CAMRTEMP', 14.6),\n",
        " ('HAEND', 45.0280898119029),\n",
        " ('ZDEND', 43.3602034015737),\n",
        " ('WINDOXS1', 1),\n",
        " ('WINDOXE1', 4096),\n",
        " ('WINDOYS1', 1),\n",
        " ('WINDOYE1', 2056),\n",
        " ('WINDOXS2', 4100),\n",
        " ('WINDOXE2', 4149),\n",
        " ('WINDOYS2', 1),\n",
        " ('WINDOYE2', 2056),\n",
        " ('XEFFSIZE', 15.0),\n",
        " ('YEFFSIZE', 15.0),\n",
        " ('RO_GAIN1', 2.6),\n",
        " ('RO_NOIS1', 4.1),\n",
        " ('FILEORIG', '/data/aatobs/OptDet_data/140820/ccd_1/20aug10053.fits'),\n",
        " ('WCSDIM', 2),\n",
        " ('LTM1_1', 1.0),\n",
        " ('WAT0_001', 'system=multispec'),\n",
        " ('WAT1_001',\n",
        "  'wtype=multispec label=Wavelength units=angstroms units_display=angst'),\n",
        " ('ZEROCOR', 'Jul 15 14:31 Zero level correction image is tmp/masterbias'),\n",
        " ('CCDSEC', '[1:4146,1:4112]'),\n",
        " ('CCDMEANT', 1121437880),\n",
        " ('CCDPROC', 'Jul 15 14:31 CCD processing done'),\n",
        " ('APSCATTE', 'Scattered light subtracted'),\n",
        " ('CTYPE1', 'MULTISPE'),\n",
        " ('CDELT1', 1.0),\n",
        " ('CD1_1', 1.0),\n",
        " ('BANDID1', 'spectrum - background none, weights none, clean no'),\n",
        " ('CTYPE2', 'MULTISPE'),\n",
        " ('CDELT2', 1.0),\n",
        " ('CD2_2', 1.0),\n",
        " ('LTM2_2', 1.0),\n",
        " ('WAT2_001',\n",
        "  'wtype=multispec spec1 = \"1 1 0 4714.1924533111 0.045989608062305 414'),\n",
        " ('WAT2_002',\n",
        "  '6 0. 27.55 33.55\" spec2 = \"2 2 0 4714.4096574671 0.045990828245989 4'),\n",
        " ('WAT2_003',\n",
        "  '146 0. 35.68 41.68\" spec3 = \"3 3 0 4714.1568829879 0.045988287036667'),\n",
        " ('WAT2_004',\n",
        "  ' 4146 0. 43.58 49.58\" spec4 = \"4 4 0 4714.1330076946 0.0459906655945'),\n",
        " ('WAT2_005',\n",
        "  '44 4146 0. 52.08 58.08\" spec5 = \"5 5 0 4714.357988942 0.045991027315'),\n",
        " ('WAT2_006',\n",
        "  '268 4146 0. 59.85 65.85\" spec6 = \"6 6 0 4714.0965378584 0.0459941950'),\n",
        " ('WAT2_007',\n",
        "  '29094 4146 0. 68.17 74.17\" spec7 = \"7 7 0 4714.0997201451 0.04598852'),\n",
        " ('WAT2_008',\n",
        "  '1027304 4146 0. 76.31 82.31\" spec8 = \"8 8 0 4714.0572147629 0.045991'),\n",
        " ('WAT2_009',\n",
        "  '122331566 4146 0. 84.42 90.42\" spec9 = \"9 9 0 4714.0219781128 0.0459'),\n",
        " ('WAT2_010',\n",
        "  '9382941142 4146 0. 92.46 98.46\" spec10 = \"10 10 0 4713.9940246961 0.'),\n",
        " ('WAT2_011',\n",
        "  '04599665800909 4146 0. 100.64 106.64\" spec11 = \"11 11 0 4714.1238331'),\n",
        " ('WAT2_012',\n",
        "  '225 0.045993104737131 4146 0. 122.71 128.71\" spec12 = \"12 12 0 4714.'),\n",
        " ('WAT2_013',\n",
        "  '3747374406 0.045995914852427 4146 0. 130.90 136.90\" spec13 = \"13 13'),\n",
        " ('WAT2_014',\n",
        "  '0 4714.1084259727 0.045990907585259 4146 0. 139.15 145.15\" spec14 ='),\n",
        " ('WAT2_015',\n",
        "  '\"14 14 0 4714.3427489084 0.045995270503768 4146 0. 147.27 153.27\" sp'),\n",
        " ('WAT2_016',\n",
        "  'ec15 = \"15 15 0 4714.3409545667 0.04598859294315 4146 0. 155.49 161.'),\n",
        " ('WAT2_017',\n",
        "  '49\" spec16 = \"16 16 0 4714.299806214 0.045994889920202 4146 0. 163.9'),\n",
        " ('WAT2_018',\n",
        "  '1 169.91\" spec17 = \"17 17 0 4714.2843592706 0.045994598009516 4146 0'),\n",
        " ('WAT2_019',\n",
        "  '. 171.94 177.94\" spec18 = \"18 18 0 4714.0408553942 0.045983292084249'),\n",
        " ('WAT2_020',\n",
        "  ' 4146 0. 180.26 186.26\" spec19 = \"19 19 0 4714.2529575257 0.04599858'),\n",
        " ('WAT2_021',\n",
        "  '9169179 4146 0. 188.64 194.64\" spec20 = \"20 20 0 4713.9805315013 0.0'),\n",
        " ('WAT2_022',\n",
        "  '45990703321191 4146 0. 196.88 202.88\" spec21 = \"21 21 0 4713.9990746'),\n",
        " ('WAT2_023',\n",
        "  '138 0.045993502710873 4146 0. 216.80 222.80\" spec22 = \"22 22 0 4714.'),\n",
        " ('WAT2_024',\n",
        "  '2223141844 0.04600881950633 4146 0. 225.12 231.12\" spec23 = \"23 23 0'),\n",
        " ('WAT2_025',\n",
        "  ' 4713.9621090988 0.045997788320999 4146 0. 233.57 239.57\" spec24 = \"'),\n",
        " ('WAT2_026',\n",
        "  '24 24 0 4713.9577566525 0.045998633953379 4146 0. 242.17 248.17\" spe'),\n",
        " ('WAT2_027',\n",
        "  'c25 = \"25 25 0 4714.1863407871 0.046008287081464 4146 0. 250.61 256.'),\n",
        " ('WAT2_028',\n",
        "  '61\" spec26 = \"26 26 0 4713.9240225686 0.045996761814237 4146 0. 258.'),\n",
        " ('WAT2_029',\n",
        "  '99 264.99\" spec27 = \"27 27 0 4713.8972132696 0.045997607474958 4146'),\n",
        " ('WAT2_030',\n",
        "  '0. 267.29 273.29\" spec28 = \"28 28 0 4713.9098699829 0.04599546102452'),\n",
        " ('WAT2_031',\n",
        "  '4 4146 0. 275.75 281.75\" spec29 = \"29 29 0 4713.8747165092 0.0459986'),\n",
        " ('WAT2_032',\n",
        "  '9845849 4146 0. 284.21 290.21\" spec30 = \"30 30 0 4713.8196098594 0.0'),\n",
        " ('WAT2_033',\n",
        "  '4600289555616 4146 0. 292.65 298.65\" spec31 = \"31 31 0 4713.98078474'),\n",
        " ('WAT2_034',\n",
        "  '83 0.045999179030258 4146 0. 314.53 320.53\" spec32 = \"32 32 0 4713.9'),\n",
        " ('WAT2_035',\n",
        "  '60806299 0.04600919759753 4146 0. 323.03 329.03\" spec33 = \"33 33 0 4'),\n",
        " ('WAT2_036',\n",
        "  '713.951063975 0.046001530627871 4146 0. 331.64 337.64\" spec34 = \"34'),\n",
        " ('WAT2_037',\n",
        "  '34 0 4714.1878498775 0.046003962186675 4146 0. 340.12 346.12\" spec35'),\n",
        " ('WAT2_038',\n",
        "  ' = \"35 35 0 4714.1773987462 0.046001109860434 4146 0. 348.58 354.58\"'),\n",
        " ('WAT2_039',\n",
        "  ' spec36 = \"36 36 0 4713.946977778 0.045999446125611 4146 0. 357.29 3'),\n",
        " ('WAT2_040',\n",
        "  '63.29\" spec37 = \"37 37 0 4713.9279825534 0.045994949820495 4146 0. 3'),\n",
        " ('WAT2_041',\n",
        "  '65.78 371.78\" spec38 = \"38 38 0 4713.9073731704 0.04600484436768 414'),\n",
        " ('WAT2_042',\n",
        "  '6 0. 374.46 380.46\" spec39 = \"39 39 0 4713.8974169085 0.045999750624'),\n",
        " ('WAT2_043',\n",
        "  '927 4146 0. 382.98 388.98\" spec40 = \"40 40 0 4713.8781286466 0.04600'),\n",
        " ('WAT2_044',\n",
        "  '3360015115 4146 0. 391.55 397.55\" spec41 = \"41 41 0 4714.1600685014'),\n",
        " ('WAT2_045',\n",
        "  '0.046003721978359 4146 0. 421.10 427.10\" spec42 = \"42 42 0 4713.8732'),\n",
        " ('WAT2_046',\n",
        "  '137126 0.046012654336475 4146 0. 429.29 435.29\" spec43 = \"43 43 0 47'),\n",
        " ('WAT2_047',\n",
        "  '13.878358414 0.045998958195312 4146 0. 437.85 443.85\" spec44 = \"44 4'),\n",
        " ('WAT2_048',\n",
        "  '4 0 4714.1316404756 0.04600363820971 4146 0. 446.53 452.53\" spec45 ='),\n",
        " ('WAT2_049',\n",
        "  ' \"45 45 0 4714.1126400273 0.046009000899594 4146 0. 455.02 461.02\" s'),\n",
        " ('WAT2_050',\n",
        "  'pec46 = \"46 46 0 4713.8433968493 0.046003703216071 4146 0. 463.69 46'),\n",
        " ('WAT2_051',\n",
        "  '9.69\" spec47 = \"47 47 0 4713.8173488178 0.046013085205042 4146 0. 47'),\n",
        " ('WAT2_052',\n",
        "  '1.91 477.91\" spec48 = \"48 48 0 4713.8326676022 0.045999398781013 414'),\n",
        " ('WAT2_053',\n",
        "  '6 0. 480.57 486.57\" spec49 = \"49 49 0 4713.803950043 0.0460162191256'),\n",
        " ('WAT2_054',\n",
        "  '61 4146 0. 488.96 494.96\" spec50 = \"50 50 0 4713.8445714914 0.046004'),\n",
        " ('WAT2_055',\n",
        "  '051494067 4146 0. 510.41 516.41\" spec51 = \"51 51 0 4713.8341299229 0'),\n",
        " ('WAT2_056',\n",
        "  '.046010514310044 4146 0. 519.11 525.11\" spec52 = \"52 52 0 4714.08731'),\n",
        " ('WAT2_057',\n",
        "  '93931 0.046007023300564 4146 0. 527.77 533.77\" spec53 = \"53 53 0 471'),\n",
        " ('WAT2_058',\n",
        "  '3.8227516288 0.046007784887855 4146 0. 536.39 542.39\" spec54 = \"54 5'),\n",
        " ('WAT2_059',\n",
        "  '4 0 4713.8130668498 0.046010434450937 4146 0. 544.85 550.85\" spec55'),\n",
        " ('WAT2_060',\n",
        "  '= \"55 55 0 4714.056474872 0.046009577964259 4146 0. 553.68 559.68\" s'),\n",
        " ('WAT2_061',\n",
        "  'pec56 = \"56 56 0 4714.0635988964 0.046003287044792 4146 0. 562.14 56'),\n",
        " ('WAT2_062',\n",
        "  '8.14\" spec57 = \"57 57 0 4713.7768708324 0.046002147635194 4146 0. 57'),\n",
        " ('WAT2_063',\n",
        "  '0.90 576.90\" spec58 = \"58 58 0 4714.0047009854 0.046012231890099 414'),\n",
        " ('WAT2_064',\n",
        "  '6 0. 579.65 585.65\" spec59 = \"59 59 0 4713.9908894637 0.046021609769'),\n",
        " ('WAT2_065',\n",
        "  '563 4146 0. 588.26 594.26\" spec60 = \"60 60 0 4713.7992043941 0.04601'),\n",
        " ('WAT2_066',\n",
        "  '8406956712 4146 0. 610.36 616.36\" spec61 = \"61 61 0 4714.072386375 0'),\n",
        " ('WAT2_067',\n",
        "  '.046014383114356 4146 0. 619.19 625.19\" spec62 = \"62 62 0 4713.79630'),\n",
        " ('WAT2_068',\n",
        "  '20695 0.046015092855667 4146 0. 628.16 634.16\" spec63 = \"63 63 0 471'),\n",
        " ('WAT2_069',\n",
        "  '3.8093315575 0.046009366251469 4146 0. 636.56 642.56\" spec64 = \"64 6'),\n",
        " ('WAT2_070',\n",
        "  '4 0 4713.7894132272 0.046009238689675 4146 0. 645.29 651.29\" spec65'),\n",
        " ('WAT2_071',\n",
        "  '= \"65 65 0 4713.612905666 0.046004031763374 4146 0. 653.94 659.94\" s'),\n",
        " ('WAT2_072',\n",
        "  'pec66 = \"66 66 0 4713.7809960785 0.046015356144827 4146 0. 662.60 66'),\n",
        " ('WAT2_073',\n",
        "  '8.60\" spec67 = \"67 67 0 4713.7275965262 0.046018897342047 4146 0. 67'),\n",
        " ('WAT2_074',\n",
        "  '1.42 677.42\" spec68 = \"68 68 0 4714.009495318 0.046012659421554 4146'),\n",
        " ('WAT2_075',\n",
        "  ' 0. 680.09 686.09\" spec69 = \"69 69 0 4713.9952501954 0.0460119855668'),\n",
        " ('WAT2_076',\n",
        "  '94 4146 0. 688.79 694.79\" spec70 = \"70 70 0 4713.7930860258 0.046005'),\n",
        " ('WAT2_077',\n",
        "  '014155319 4146 0. 710.37 716.37\" spec71 = \"71 71 0 4713.7450509237 0'),\n",
        " ('WAT2_078',\n",
        "  '.046021703621424 4146 0. 719.12 725.12\" spec72 = \"72 72 0 4713.75145'),\n",
        " ('WAT2_079',\n",
        "  '0177 0.046014150712923 4146 0. 728.07 734.07\" spec73 = \"73 73 0 4713'),\n",
        " ('WAT2_080',\n",
        "  '.7585518827 0.046010033208371 4146 0. 736.80 742.80\" spec74 = \"74 74'),\n",
        " ('WAT2_081',\n",
        "  ' 0 4713.7260163765 0.04601523201151 4146 0. 745.70 751.70\" spec75 ='),\n",
        " ('WAT2_082',\n",
        "  '\"75 75 0 4713.7236915015 0.046020880670199 4146 0. 754.36 760.36\" sp'),\n",
        " ('WAT2_083',\n",
        "  'ec76 = \"76 76 0 4713.9946340929 0.046014388892724 4146 0. 763.19 769'),\n",
        " ('WAT2_084',\n",
        "  '.19\" spec77 = \"77 77 0 4713.7006783912 0.046017401333388 4146 0. 771'),\n",
        " ('WAT2_085',\n",
        "  '.99 777.99\" spec78 = \"78 78 0 4713.6812186862 0.046030657155968 4146'),\n",
        " ('WAT2_086',\n",
        "  ' 0. 780.70 786.70\" spec79 = \"79 79 0 4713.9431411719 0.0460177553572'),\n",
        " ('WAT2_087',\n",
        "  '03 4146 0. 789.73 795.73\" spec80 = \"80 80 0 4713.7512317122 0.046019'),\n",
        " ('WAT2_088',\n",
        "  '409765333 4146 0. 811.64 817.64\" spec81 = \"81 81 0 4714.0133034316 0'),\n",
        " ('WAT2_089',\n",
        "  '.046017376321476 4146 0. 820.43 826.43\" spec82 = \"82 82 0 4713.75128'),\n",
        " ('WAT2_090',\n",
        "  '83656 0.046018378016791 4146 0. 829.34 835.34\" spec83 = \"83 83 0 471'),\n",
        " ('WAT2_091',\n",
        "  '3.7349156521 0.046016891916389 4146 0. 838.13 844.13\" spec84 = \"84 8'),\n",
        " ('WAT2_092',\n",
        "  '4 0 4713.966973187 0.046034545367094 4146 0. 847.05 853.05\" spec85 ='),\n",
        " ('WAT2_093',\n",
        "  ' \"85 85 0 4713.7370262697 0.046011501013762 4146 0. 855.88 861.88\" s'),\n",
        " ('WAT2_094',\n",
        "  'pec86 = \"86 86 0 4713.7231688957 0.046010286515243 4146 0. 864.87 87'),\n",
        " ('WAT2_095',\n",
        "  '0.87\" spec87 = \"87 87 0 4713.6653160012 0.046020581767006 4146 0. 87'),\n",
        " ('WAT2_096',\n",
        "  '3.63 879.63\" spec88 = \"88 88 0 4713.6924624691 0.046011321067275 414'),\n",
        " ('WAT2_097',\n",
        "  '6 0. 882.48 888.48\" spec89 = \"89 89 0 4713.692430945 0.0460153484449'),\n",
        " ('WAT2_098',\n",
        "  '46 4146 0. 891.29 897.29\" spec90 = \"90 90 0 4713.7479863084 0.046025'),\n",
        " ('WAT2_099',\n",
        "  '789078746 4146 0. 922.23 928.23\" spec91 = \"91 91 0 4713.9925100686 0'),\n",
        " ('WAT2_100',\n",
        "  '.046024884314418 4146 0. 931.44 937.44\" spec92 = \"92 92 0 4713.76710'),\n",
        " ('WAT2_101',\n",
        "  '22715 0.046012984171264 4146 0. 940.20 946.20\" spec93 = \"93 93 0 471'),\n",
        " ('WAT2_102',\n",
        "  '3.7021152569 0.046026063165444 4146 0. 949.22 955.22\" spec94 = \"94 9'),\n",
        " ('WAT2_103',\n",
        "  '4 0 4713.7222372263 0.04601777715824 4146 0. 958.19 964.19\" spec95 ='),\n",
        " ('WAT2_104',\n",
        "  ' \"95 95 0 4713.696927452 0.046017562333829 4146 0. 967.32 973.32\" sp'),\n",
        " ('WAT2_105',\n",
        "  'ec96 = \"96 96 0 4713.6888947988 0.04602217409113 4146 0. 976.27 982.'),\n",
        " ('WAT2_106',\n",
        "  '27\" spec97 = \"97 97 0 4713.9500381242 0.046012057365705 4146 0. 985.'),\n",
        " ('WAT2_107',\n",
        "  '15 991.15\" spec98 = \"98 98 0 4713.6796128464 0.046017426952231 4146'),\n",
        " ('WAT2_108',\n",
        "  '0. 994.14 1000.14\" spec99 = \"99 99 0 4713.6821847688 0.0460218582500'),\n",
        " ('WAT2_109',\n",
        "  '54 4146 0. 1016.99 1022.99\" spec100 = \"100 100 0 4713.6679407325 0.0'),\n",
        " ('WAT2_110',\n",
        "  '46025323972637 4146 0. 1025.79 1031.79\" spec101 = \"101 101 0 4713.67'),\n",
        " ('WAT2_111',\n",
        "  '40191273 0.046016486055173 4146 0. 1034.96 1040.96\" spec102 = \"102 1'),\n",
        " ('WAT2_112',\n",
        "  '02 0 4713.6625447782 0.046019042430206 4146 0. 1043.97 1049.97\" spec'),\n",
        " ('WAT2_113',\n",
        "  '103 = \"103 103 0 4713.6866925751 0.04601691040671 4146 0. 1053.07 10'),\n",
        " ('WAT2_114',\n",
        "  '59.07\" spec104 = \"104 104 0 4713.6866427054 0.046020827595009 4146 0'),\n",
        " ('WAT2_115',\n",
        "  '. 1062.07 1068.07\" spec105 = \"105 105 0 4713.6705212676 0.0460243804'),\n",
        " ('WAT2_116',\n",
        "  '34739 4146 0. 1071.15 1077.15\" spec106 = \"106 106 0 4713.6657273489'),\n",
        " ('WAT2_117',\n",
        "  '0.046019099654022 4146 0. 1079.86 1085.86\" spec107 = \"107 107 0 4713'),\n",
        " ('WAT2_118',\n",
        "  '.6485894437 0.046024132191063 4146 0. 1089.03 1095.03\" spec108 = \"10'),\n",
        " ('WAT2_119',\n",
        "  '8 108 0 4713.8893666164 0.046026321815744 4146 0. 1098.21 1104.21\" s'),\n",
        " ('WAT2_120',\n",
        "  'pec109 = \"109 109 0 4714.0032832045 0.046027711695838 4146 0. 1119.3'),\n",
        " ('WAT2_121',\n",
        "  '3 1125.33\" spec110 = \"110 110 0 4713.7288563 0.046022985744534 4146'),\n",
        " ('WAT2_122',\n",
        "  '0. 1128.65 1134.65\" spec111 = \"111 111 0 4713.728329591 0.0460352866'),\n",
        " ('WAT2_123',\n",
        "  '72816 4146 0. 1137.78 1143.78\" spec112 = \"112 112 0 4713.7319947836'),\n",
        " ('WAT2_124',\n",
        "  '0.046013966221096 4146 0. 1146.89 1152.89\" spec113 = \"113 113 0 4713'),\n",
        " ('WAT2_125',\n",
        "  '.951912807 0.046034268036635 4146 0. 1155.80 1161.80\" spec114 = \"114'),\n",
        " ('WAT2_126',\n",
        "  ' 114 0 4713.6984572629 0.046032947367292 4146 0. 1165.09 1171.09\" sp'),\n",
        " ('WAT2_127',\n",
        "  'ec115 = \"115 115 0 4713.7032493442 0.046015934792656 4146 0. 1174.04'),\n",
        " ('WAT2_128',\n",
        "  ' 1180.04\" spec116 = \"116 116 0 4713.7150305704 0.046020649021477 414'),\n",
        " ('WAT2_129',\n",
        "  '6 0. 1183.14 1189.14\" spec117 = \"117 117 0 4713.9805621183 0.0460334'),\n",
        " ('WAT2_130',\n",
        "  '9561842 4146 0. 1192.30 1198.30\" spec118 = \"118 118 0 4713.938244149'),\n",
        " ('WAT2_131',\n",
        "  '2 0.046034442191927 4146 0. 1201.51 1207.51\" spec119 = \"119 119 0 47'),\n",
        " ('WAT2_132',\n",
        "  '13.686439973 0.046020750105544 4146 0. 1222.81 1228.81\" spec120 = \"1'),\n",
        " ('WAT2_133',\n",
        "  '20 120 0 4713.7009091354 0.046019804248654 4146 0. 1231.80 1237.80\"'),\n",
        " ('WAT2_134',\n",
        "  'spec121 = \"121 121 0 4713.9645601091 0.046025848842155 4146 0. 1240.'),\n",
        " ('WAT2_135',\n",
        "  '72 1246.72\" spec122 = \"122 122 0 4713.7047002993 0.046019148546158 4'),\n",
        " ('WAT2_136',\n",
        "  '146 0. 1250.19 1256.19\" spec123 = \"123 123 0 4713.668845414 0.046029'),\n",
        " ('WAT2_137',\n",
        "  '933568064 4146 0. 1259.00 1265.00\" spec124 = \"124 124 0 4713.6803770'),\n",
        " ('WAT2_138',\n",
        "  '272 0.046029419576166 4146 0. 1268.18 1274.18\" spec125 = \"125 125 0'),\n",
        " ('WAT2_139',\n",
        "  '4713.9387785486 0.046023173696663 4146 0. 1277.50 1283.50\" spec126 ='),\n",
        " ('WAT2_140',\n",
        "  ' \"126 126 0 4713.92125843 0.046035139347456 4146 0. 1286.26 1292.26\"'),\n",
        " ('WAT2_141',\n",
        "  ' spec127 = \"127 127 0 4713.668898827 0.046028735801117 4146 0. 1295.'),\n",
        " ('WAT2_142',\n",
        "  '70 1301.70\" spec128 = \"128 128 0 4713.6649124001 0.046027300556668 4'),\n",
        " ('WAT2_143',\n",
        "  '146 0. 1304.59 1310.59\" spec129 = \"129 129 0 4713.6939119105 0.04602'),\n",
        " ('WAT2_144',\n",
        "  '4901655016 4146 0. 1327.51 1333.51\" spec130 = \"130 130 0 4713.692691'),\n",
        " ('WAT2_145',\n",
        "  '1086 0.046028589402733 4146 0. 1336.92 1342.92\" spec131 = \"131 131 0'),\n",
        " ('WAT2_146',\n",
        "  ' 4713.6895828886 0.046032410376063 4146 0. 1346.07 1352.07\" spec132'),\n",
        " ('WAT2_147',\n",
        "  '= \"132 132 0 4713.9544919611 0.046031385047086 4146 0. 1355.18 1361.'),\n",
        " ('WAT2_148',\n",
        "  '18\" spec133 = \"133 133 0 4713.9378543523 0.046034963511603 4146 0. 1'),\n",
        " ('WAT2_149',\n",
        "  '364.47 1370.47\" spec134 = \"134 134 0 4713.694428 0.0460239051033 414'),\n",
        " ('WAT2_150',\n",
        "  '6 0. 1373.70 1379.70\" spec135 = \"135 135 0 4713.6466464829 0.0460390'),\n",
        " ('WAT2_151',\n",
        "  '37082861 4146 0. 1382.53 1388.53\" spec136 = \"136 136 0 4713.92520063'),\n",
        " ('WAT2_152',\n",
        "  '14 0.046033007041516 4146 0. 1391.69 1397.69\" spec137 = \"137 137 0 4'),\n",
        " ('WAT2_153',\n",
        "  '713.6545349828 0.046031544932455 4146 0. 1400.99 1406.99\" spec138 ='),\n",
        " ('WAT2_154',\n",
        "  '\"138 138 0 4713.6653186068 0.046021139728369 4146 0. 1410.11 1416.11'),\n",
        " ('WAT2_155',\n",
        "  '\" spec139 = \"139 139 0 4713.7131258256 0.046018079666308 4146 0. 144'),\n",
        " ('WAT2_156',\n",
        "  '0.99 1446.99\" spec140 = \"140 140 0 4713.6669957508 0.046031233819043'),\n",
        " ('WAT2_157',\n",
        "  ' 4146 0. 1450.44 1456.44\" spec141 = \"141 141 0 4713.6975280826 0.046'),\n",
        " ('WAT2_158',\n",
        "  '025655106717 4146 0. 1459.55 1465.55\" spec142 = \"142 142 0 4713.9307'),\n",
        " ('WAT2_159',\n",
        "  '777655 0.046033405479597 4146 0. 1468.79 1474.79\" spec143 = \"143 143'),\n",
        " ('WAT2_160',\n",
        "  ' 0 4713.6798078751 0.046026384323326 4146 0. 1477.82 1483.82\" spec14'),\n",
        " ('WAT2_161',\n",
        "  '4 = \"144 144 0 4713.6674740051 0.046032754649012 4146 0. 1487.08 149'),\n",
        " ('WAT2_162',\n",
        "  '3.08\" spec145 = \"145 145 0 4713.6932476987 0.046022937492048 4146 0.'),\n",
        " ('WAT2_163',\n",
        "  ' 1496.31 1502.31\" spec146 = \"146 146 0 4713.6632653662 0.04602436010'),\n",
        " ('WAT2_164',\n",
        "  '0876 4146 0. 1505.50 1511.50\" spec147 = \"147 147 0 4713.6570984894 0'),\n",
        " ('WAT2_165',\n",
        "  '.04602884393355 4146 0. 1514.78 1520.78\" spec148 = \"148 148 0 4713.9'),\n",
        " ('WAT2_166',\n",
        "  '228499578 0.046027091319859 4146 0. 1536.85 1542.85\" spec149 = \"149'),\n",
        " ('WAT2_167',\n",
        "  '149 0 4713.628663837 0.046035408578066 4146 0. 1546.19 1552.19\" spec'),\n",
        " ('WAT2_168',\n",
        "  '150 = \"150 150 0 4713.641528414 0.046029527115971 4146 0. 1555.62 15'),\n",
        " ('WAT2_169',\n",
        "  '61.62\" spec151 = \"151 151 0 4713.6544186518 0.046030822419705 4146 0'),\n",
        " ('WAT2_170',\n",
        "  '. 1564.95 1570.95\" spec152 = \"152 152 0 4713.6392969971 0.0460262502'),\n",
        " ('WAT2_171',\n",
        "  '00847 4146 0. 1574.04 1580.04\" spec153 = \"153 153 0 4713.6357269387'),\n",
        " ('WAT2_172',\n",
        "  '0.046032502404702 4146 0. 1583.47 1589.47\" spec154 = \"154 154 0 4713'),\n",
        " ('WAT2_173',\n",
        "  '.6314076584 0.046028067414977 4146 0. 1592.38 1598.38\" spec155 = \"15'),\n",
        " ('WAT2_174',\n",
        "  '5 155 0 4713.6338429537 0.046028352476346 4146 0. 1601.88 1607.88\" s'),\n",
        " ('WAT2_175',\n",
        "  'pec156 = \"156 156 0 4713.6304847829 0.046024468526334 4146 0. 1611.0'),\n",
        " ('WAT2_176',\n",
        "  '1 1617.01\" spec157 = \"157 157 0 4713.6267439484 0.04603089973088 414'),\n",
        " ('WAT2_177',\n",
        "  '6 0. 1620.33 1626.33\" spec158 = \"158 158 0 4713.8732331302 0.0460353'),\n",
        " ('WAT2_178',\n",
        "  '91105119 4146 0. 1641.89 1647.89\" spec159 = \"159 159 0 4713.62134802'),\n",
        " ('WAT2_179',\n",
        "  '3 0.046025262850753 4146 0. 1651.12 1657.12\" spec160 = \"160 160 0 47'),\n",
        " ('WAT2_180',\n",
        "  '13.6129778488 0.046024770217309 4146 0. 1660.36 1666.36\" spec161 = \"'),\n",
        " ('WAT2_181',\n",
        "  '161 161 0 4713.8860199967 0.046024675249974 4146 0. 1669.33 1675.33\"'),\n",
        " ('WAT2_182',\n",
        "  ' spec162 = \"162 162 0 4713.595261566 0.046027566968966 4146 0. 1678.'),\n",
        " ('WAT2_183',\n",
        "  '92 1684.92\" spec163 = \"163 163 0 4713.583028417 0.046027855254563 41'),\n",
        " ('WAT2_184',\n",
        "  '46 0. 1687.92 1693.92\" spec164 = \"164 164 0 4713.5794191807 0.046030'),\n",
        " ('WAT2_185',\n",
        "  '586136628 4146 0. 1696.95 1702.95\" spec165 = \"165 165 0 4713.5705795'),\n",
        " ('WAT2_186',\n",
        "  '629 0.046030463080614 4146 0. 1706.38 1712.38\" spec166 = \"166 166 0'),\n",
        " ('WAT2_187',\n",
        "  '4713.5465675239 0.046034292516117 4146 0. 1715.55 1721.55\" spec167 ='),\n",
        " ('WAT2_188',\n",
        "  ' \"167 167 0 4713.5480410332 0.046029288568245 4146 0. 1724.89 1730.8'),\n",
        " ('WAT2_189',\n",
        "  '9\" spec168 = \"168 168 0 4713.599729558 0.046028881517528 4146 0. 174'),\n",
        " ('WAT2_190',\n",
        "  '7.16 1753.16\" spec169 = \"169 169 0 4713.6176529558 0.04602356356626'),\n",
        " ('WAT2_191',\n",
        "  '4146 0. 1756.70 1762.70\" spec170 = \"170 170 0 4713.5858166298 0.0460'),\n",
        " ('WAT2_192',\n",
        "  '32331877835 4146 0. 1765.85 1771.85\" spec171 = \"171 171 0 4713.63561'),\n",
        " ('WAT2_193',\n",
        "  '78604 0.04601501759757 4146 0. 1775.29 1781.29\" spec172 = \"172 172 0'),\n",
        " ('WAT2_194',\n",
        "  ' 4713.8552995129 0.046027635475945 4146 0. 1784.65 1790.65\" spec173'),\n",
        " ('WAT2_195',\n",
        "  '= \"173 173 0 4713.588609374 0.046030127520696 4146 0. 1793.84 1799.8'),\n",
        " ('WAT2_196',\n",
        "  '4\" spec174 = \"174 174 0 4713.8465903621 0.046032336732931 4146 0. 18'),\n",
        " ('WAT2_197',\n",
        "  '02.94 1808.94\" spec175 = \"175 175 0 4713.8382968773 0.04603228377034'),\n",
        " ('WAT2_198',\n",
        "  '2 4146 0. 1812.29 1818.29\" spec176 = \"176 176 0 4713.5822679537 0.04'),\n",
        " ('WAT2_199',\n",
        "  '6031383319473 4146 0. 1821.61 1827.61\" spec177 = \"177 177 0 4713.574'),\n",
        " ('WAT2_200',\n",
        "  '8877243 0.046025251291163 4146 0. 1830.95 1836.95\" spec178 = \"178 17'),\n",
        " ('WAT2_201',\n",
        "  '8 0 4713.584400488 0.046025240498214 4146 0. 1853.23 1859.23\" spec17'),\n",
        " ('WAT2_202',\n",
        "  '9 = \"179 179 0 4713.5947466953 0.046022450708793 4146 0. 1862.53 186'),\n",
        " ('WAT2_203',\n",
        "  '8.53\" spec180 = \"180 180 0 4713.5898603961 0.046029163921636 4146 0.'),\n",
        " ('WAT2_204',\n",
        "  ' 1871.76 1877.76\" spec181 = \"181 181 0 4713.5772871484 0.04602710614'),\n",
        " ('WAT2_205',\n",
        "  '8012 4146 0. 1881.03 1887.03\" spec182 = \"182 182 0 4713.5759722775 0'),\n",
        " ('WAT2_206',\n",
        "  '.046026066348071 4146 0. 1890.26 1896.26\" spec183 = \"183 183 0 4713.'),\n",
        " ('WAT2_207',\n",
        "  '5836579442 0.046029115081328 4146 0. 1899.76 1905.76\" spec184 = \"184'),\n",
        " ('WAT2_208',\n",
        "  ' 184 0 4713.5827947641 0.046021820063987 4146 0. 1909.03 1915.03\" sp'),\n",
        " ('WAT2_209',\n",
        "  'ec185 = \"185 185 0 4713.5513420069 0.046026993020809 4146 0. 1918.40'),\n",
        " ('WAT2_210',\n",
        "  ' 1924.40\" spec186 = \"186 186 0 4713.570229049 0.046026822331207 4146'),\n",
        " ('WAT2_211',\n",
        "  ' 0. 1927.55 1933.55\" spec187 = \"187 187 0 4713.8040741868 0.04602914'),\n",
        " ('WAT2_212',\n",
        "  '1476218 4146 0. 1937.09 1943.09\" spec188 = \"188 188 0 4713.536204516'),\n",
        " ('WAT2_213',\n",
        "  '5 0.046027892496582 4146 0. 1967.47 1973.47\" spec189 = \"189 189 0 47'),\n",
        " ('WAT2_214',\n",
        "  '13.5314469303 0.046024981868358 4146 0. 1976.85 1982.85\" spec190 = \"'),\n",
        " ('WAT2_215',\n",
        "  '190 190 0 4713.5366838369 0.046028501439585 4146 0. 1986.12 1992.12\"'),\n",
        " ('WAT2_216',\n",
        "  ' spec191 = \"191 191 0 4713.5255530942 0.046028961902719 4146 0. 1995'),\n",
        " ('WAT2_217',\n",
        "  '.62 2001.62\" spec192 = \"192 192 0 4713.5442949931 0.04602559603973 4'),\n",
        " ('WAT2_218',\n",
        "  '146 0. 2004.92 2010.92\" spec193 = \"193 193 0 4713.8084866949 0.04602'),\n",
        " ('WAT2_219',\n",
        "  '8803936255 4146 0. 2014.17 2020.17\" spec194 = \"194 194 0 4713.812417'),\n",
        " ('WAT2_220',\n",
        "  '5502 0.046029139569554 4146 0. 2023.59 2029.59\" spec195 = \"195 195 0'),\n",
        " ('WAT2_221',\n",
        "  ' 4713.5318459202 0.046029465319065 4146 0. 2032.68 2038.68\" spec196'),\n",
        " ('WAT2_222',\n",
        "  '= \"196 196 0 4713.7881511588 0.046028282995222 4146 0. 2042.18 2048.'),\n",
        " ('WAT2_223',\n",
        "  '18\" spec197 = \"197 197 0 4713.5408077901 0.046025077611701 4146 0. 2'),\n",
        " ('WAT2_224',\n",
        "  '064.18 2070.18\" spec198 = \"198 198 0 4713.7906246138 0.0460289844586'),\n",
        " ('WAT2_225',\n",
        "  '83 4146 0. 2073.60 2079.60\" spec199 = \"199 199 0 4713.5542064339 0.0'),\n",
        " ('WAT2_226',\n",
        "  '46026087612373 4146 0. 2082.83 2088.83\" spec200 = \"200 200 0 4713.54'),\n",
        " ('WAT2_227',\n",
        "  '9904791 0.046027933672237 4146 0. 2092.19 2098.19\" spec201 = \"201 20'),\n",
        " ('WAT2_228',\n",
        "  '1 0 4713.8134276577 0.04603128526812 4146 0. 2101.33 2107.33\" spec20'),\n",
        " ('WAT2_229',\n",
        "  '2 = \"202 202 0 4713.5380496433 0.046032968663544 4146 0. 2110.79 211'),\n",
        " ('WAT2_230',\n",
        "  '6.79\" spec203 = \"203 203 0 4713.5301822905 0.046033143015374 4146 0.'),\n",
        " ('WAT2_231',\n",
        "  ' 2120.01 2126.01\" spec204 = \"204 204 0 4713.5482499535 0.04602451368'),\n",
        " ('WAT2_232',\n",
        "  '1713 4146 0. 2129.37 2135.37\" spec205 = \"205 205 0 4713.5277823267 0'),\n",
        " ('WAT2_233',\n",
        "  '.0460253170542 4146 0. 2138.72 2144.72\" spec206 = \"206 206 0 4713.52'),\n",
        " ('WAT2_234',\n",
        "  '93672019 0.046029085165694 4146 0. 2148.25 2154.25\" spec207 = \"207 2'),\n",
        " ('WAT2_235',\n",
        "  '07 0 4713.4882650769 0.04602543422831 4146 0. 2170.28 2176.28\" spec2'),\n",
        " ('WAT2_236',\n",
        "  '08 = \"208 208 0 4713.4860359198 0.046031499367136 4146 0. 2179.53 21'),\n",
        " ('WAT2_237',\n",
        "  '85.53\" spec209 = \"209 209 0 4713.4806988576 0.046030751251046 4146 0'),\n",
        " ('WAT2_238',\n",
        "  '. 2188.93 2194.93\" spec210 = \"210 210 0 4713.5139093024 0.0460228086'),\n",
        " ('WAT2_239',\n",
        "  '73415 4146 0. 2198.10 2204.10\" spec211 = \"211 211 0 4713.5139099475'),\n",
        " ('WAT2_240',\n",
        "  '0.046021796416535 4146 0. 2207.27 2213.27\" spec212 = \"212 212 0 4713'),\n",
        " ('WAT2_241',\n",
        "  '.5083629643 0.046024693637492 4146 0. 2216.39 2222.39\" spec213 = \"21'),\n",
        " ('WAT2_242',\n",
        "  '3 213 0 4713.5198743752 0.04602531403799 4146 0. 2225.67 2231.67\" sp'),\n",
        " ('WAT2_243',\n",
        "  'ec214 = \"214 214 0 4713.5244512323 0.046025443489703 4146 0. 2234.93'),\n",
        " ('WAT2_244',\n",
        "  ' 2240.93\" spec215 = \"215 215 0 4713.4961040449 0.046024220814911 414'),\n",
        " ('WAT2_245',\n",
        "  '6 0. 2244.13 2250.13\" spec216 = \"216 216 0 4713.7822033561 0.0460247'),\n",
        " ('WAT2_246',\n",
        "  '16332514 4146 0. 2253.57 2259.57\" spec217 = \"217 217 0 4713.45798812'),\n",
        " ('WAT2_247',\n",
        "  '36 0.046021287209457 4146 0. 2275.67 2281.67\" spec218 = \"218 218 0 4'),\n",
        " ('WAT2_248',\n",
        "  '713.7070938752 0.046026334188553 4146 0. 2285.05 2291.05\" spec219 ='),\n",
        " ('WAT2_249',\n",
        "  '\"219 219 0 4713.4358334291 0.046028799688279 4146 0. 2294.19 2300.19'),\n",
        " ('WAT2_250',\n",
        "  '\" spec220 = \"220 220 0 4713.4640281495 0.046025681150635 4146 0. 230'),\n",
        " ('WAT2_251',\n",
        "  '3.39 2309.39\" spec221 = \"221 221 0 4713.4428695999 0.046030769384511'),\n",
        " ('WAT2_252',\n",
        "  ' 4146 0. 2312.70 2318.70\" spec222 = \"222 222 0 4713.4752588882 0.046'),\n",
        " ('WAT2_253',\n",
        "  '02132479165 4146 0. 2322.03 2328.03\" spec223 = \"223 223 0 4713.45253'),\n",
        " ('WAT2_254',\n",
        "  '23181 0.046029420205526 4146 0. 2331.15 2337.15\" spec224 = \"224 224'),\n",
        " ('WAT2_255',\n",
        "  '0 4713.4619032138 0.046028057715149 4146 0. 2340.46 2346.46\" spec225'),\n",
        " ('WAT2_256',\n",
        "  ' = \"225 225 0 4713.7236969808 0.046029987871722 4146 0. 2349.61 2355'),\n",
        " ('WAT2_257',\n",
        "  '.61\" spec226 = \"226 226 0 4713.4652794455 0.046025832786815 4146 0.'),\n",
        " ('WAT2_258',\n",
        "  '2359.04 2365.04\" spec227 = \"227 227 0 4713.647843251 0.0460267533115'),\n",
        " ('WAT2_259',\n",
        "  '17 4146 0. 2382.61 2388.61\" spec228 = \"228 228 0 4713.3758501702 0.0'),\n",
        " ('WAT2_260',\n",
        "  '46027421753274 4146 0. 2391.95 2397.95\" spec229 = \"229 229 0 4713.37'),\n",
        " ('WAT2_261',\n",
        "  '530339 0.04602365472071 4146 0. 2401.10 2407.10\" spec230 = \"230 230'),\n",
        " ('WAT2_262',\n",
        "  '0 4713.6450767204 0.046025839631588 4146 0. 2410.27 2416.27\" spec231'),\n",
        " ('WAT2_263',\n",
        "  ' = \"231 231 0 4713.4037177087 0.046021718828456 4146 0. 2419.48 2425'),\n",
        " ('WAT2_264',\n",
        "  '.48\" spec232 = \"232 232 0 4713.6826547101 0.046021159548675 4146 0.'),\n",
        " ('WAT2_265',\n",
        "  '2428.77 2434.77\" spec233 = \"233 233 0 4713.3918203426 0.046027227433'),\n",
        " ('WAT2_266',\n",
        "  '717 4146 0. 2437.96 2443.96\" spec234 = \"234 234 0 4713.4043101356 0.'),\n",
        " ('WAT2_267',\n",
        "  '046024218406313 4146 0. 2447.38 2453.38\" spec235 = \"235 235 0 4713.3'),\n",
        " ('WAT2_268',\n",
        "  '96487495 0.046023359600297 4146 0. 2456.53 2462.53\" spec236 = \"236 2'),\n",
        " ('WAT2_269',\n",
        "  '36 0 4713.3845377904 0.046021308033772 4146 0. 2465.77 2471.77\" spec'),\n",
        " ('WAT2_270',\n",
        "  '237 = \"237 237 0 4713.6566239036 0.046023206069849 4146 0. 2497.08 2'),\n",
        " ('WAT2_271',\n",
        "  '503.08\" spec238 = \"238 238 0 4713.3991973336 0.046025983147657 4146'),\n",
        " ('WAT2_272',\n",
        "  '0. 2505.65 2511.65\" spec239 = \"239 239 0 4713.4239957418 0.046021805'),\n",
        " ('WAT2_273',\n",
        "  '102693 4146 0. 2514.81 2520.81\" spec240 = \"240 240 0 4713.6884030253'),\n",
        " ('WAT2_274',\n",
        "  ' 0.046025293495746 4146 0. 2524.02 2530.02\" spec241 = \"241 241 0 471'),\n",
        " ('WAT2_275',\n",
        "  '3.4384497752 0.046014443388605 4146 0. 2533.30 2539.30\" spec242 = \"2'),\n",
        " ('WAT2_276',\n",
        "  '42 242 0 4713.4262114647 0.046023043479367 4146 0. 2542.47 2548.47\"'),\n",
        " ('WAT2_277',\n",
        "  'spec243 = \"243 243 0 4713.4313836002 0.046022202102121 4146 0. 2551.'),\n",
        " ('WAT2_278',\n",
        "  '67 2557.67\" spec244 = \"244 244 0 4713.686058899 0.046019241523347 41'),\n",
        " ('WAT2_279',\n",
        "  '46 0. 2560.81 2566.81\" spec245 = \"245 245 0 4713.4231997612 0.046019'),\n",
        " ('WAT2_280',\n",
        "  '170642927 4146 0. 2570.25 2576.25\" spec246 = \"246 246 0 4713.3038128'),\n",
        " ('WAT2_281',\n",
        "  '895 0.046017593709019 4146 0. 2594.40 2600.40\" spec247 = \"247 247 0'),\n",
        " ('WAT2_282',\n",
        "  '4713.3067765032 0.046016472358889 4146 0. 2603.53 2609.53\" spec248 ='),\n",
        " ('WAT2_283',\n",
        "  ' \"248 248 0 4713.290261623 0.046026040429336 4146 0. 2612.68 2618.68'),\n",
        " ('WAT2_284',\n",
        "  '\" spec249 = \"249 249 0 4713.3314630499 0.046018792622342 4146 0. 262'),\n",
        " ('WAT2_285',\n",
        "  '1.99 2627.99\" spec250 = \"250 250 0 4713.582897698 0.046025686522306'),\n",
        " ('WAT2_286',\n",
        "  '4146 0. 2631.11 2637.11\" spec251 = \"251 251 0 4713.5970590081 0.0460'),\n",
        " ('WAT2_287',\n",
        "  '2074372865 4146 0. 2640.20 2646.20\" spec252 = \"252 252 0 4713.353478'),\n",
        " ('WAT2_288',\n",
        "  '2398 0.046018762160202 4146 0. 2649.29 2655.29\" spec253 = \"253 253 0'),\n",
        " ('WAT2_289',\n",
        "  ' 4713.5956104471 0.046025383681763 4146 0. 2658.40 2664.40\" spec254'),\n",
        " ('WAT2_290',\n",
        "  '= \"254 254 0 4713.363337104 0.046017114254595 4146 0. 2667.55 2673.5'),\n",
        " ('WAT2_291',\n",
        "  '5\" spec255 = \"255 255 0 4713.3400468014 0.046022414781782 4146 0. 26'),\n",
        " ('WAT2_292',\n",
        "  '76.89 2682.89\" spec256 = \"256 256 0 4713.3010799439 0.04601159191785'),\n",
        " ('WAT2_293',\n",
        "  '5 4146 0. 2697.97 2703.97\" spec257 = \"257 257 0 4713.2802715473 0.04'),\n",
        " ('WAT2_294',\n",
        "  '6022596925392 4146 0. 2707.13 2713.13\" spec258 = \"258 258 0 4713.284'),\n",
        " ('WAT2_295',\n",
        "  '5989744 0.046017990361397 4146 0. 2716.41 2722.41\" spec259 = \"259 25'),\n",
        " ('WAT2_296',\n",
        "  '9 0 4713.3101719976 0.046013934055764 4146 0. 2725.74 2731.74\" spec2'),\n",
        " ('WAT2_297',\n",
        "  '60 = \"260 260 0 4713.5508644883 0.04602373877768 4146 0. 2734.84 274'),\n",
        " ('WAT2_298',\n",
        "  '0.84\" spec261 = \"261 261 0 4713.5695283744 0.046017821842402 4146 0.'),\n",
        " ('WAT2_299',\n",
        "  ' 2744.14 2750.14\" spec262 = \"262 262 0 4713.3082733563 0.04601826546'),\n",
        " ('WAT2_300',\n",
        "  '8972 4146 0. 2753.39 2759.39\" spec263 = \"263 263 0 4713.3206240577 0'),\n",
        " ('WAT2_301',\n",
        "  '.046018022795709 4146 0. 2762.32 2768.32\" spec264 = \"264 264 0 4713.'),\n",
        " ('WAT2_302',\n",
        "  '3113011663 0.046019712196911 4146 0. 2771.76 2777.76\" spec265 = \"265'),\n",
        " ('WAT2_303',\n",
        "  ' 265 0 4713.2945718687 0.046023801105122 4146 0. 2781.05 2787.05\" sp'),\n",
        " ('WAT2_304',\n",
        "  'ec266 = \"266 266 0 4713.1653734682 0.046015854813006 4146 0. 2803.24'),\n",
        " ('WAT2_305',\n",
        "  ' 2809.24\" spec267 = \"267 267 0 4713.1979136832 0.046014621427247 414'),\n",
        " ('WAT2_306',\n",
        "  '6 0. 2812.44 2818.44\" spec268 = \"268 268 0 4713.1817413471 0.0460181'),\n",
        " ('WAT2_307',\n",
        "  '04806665 4146 0. 2821.65 2827.65\" spec269 = \"269 269 0 4713.17206354'),\n",
        " ('WAT2_308',\n",
        "  '38 0.046021839230766 4146 0. 2830.84 2836.84\" spec270 = \"270 270 0 4'),\n",
        " ('WAT2_309',\n",
        "  '713.2227599837 0.046012650943518 4146 0. 2839.99 2845.99\" spec271 ='),\n",
        " ('WAT2_310',\n",
        "  '\"271 271 0 4713.2151394045 0.046018677957238 4146 0. 2849.03 2855.03'),\n",
        " ('WAT2_311',\n",
        "  '\" spec272 = \"272 272 0 4713.2246348679 0.046013310687693 4146 0. 285'),\n",
        " ('WAT2_312',\n",
        "  '8.22 2864.22\" spec273 = \"273 273 0 4713.2270943252 0.046009167888769'),\n",
        " ('WAT2_313',\n",
        "  ' 4146 0. 2867.49 2873.49\" spec274 = \"274 274 0 4713.2211064602 0.046'),\n",
        " ('WAT2_314',\n",
        "  '014700878408 4146 0. 2876.57 2882.57\" spec275 = \"275 275 0 4713.2279'),\n",
        " ('WAT2_315',\n",
        "  '558003 0.046015049292463 4146 0. 2885.73 2891.73\" spec276 = \"276 276'),\n",
        " ('WAT2_316',\n",
        "  ' 0 4713.1703553909 0.046016786113236 4146 0. 2907.45 2913.45\" spec27'),\n",
        " ('WAT2_317',\n",
        "  '7 = \"277 277 0 4713.1921167541 0.04601209971442 4146 0. 2916.43 2922'),\n",
        " ('WAT2_318',\n",
        "  '.43\" spec278 = \"278 278 0 4713.1968230319 0.046014288373435 4146 0.'),\n",
        " ('WAT2_319',\n",
        "  '2925.48 2931.48\" spec279 = \"279 279 0 4713.2113379417 0.046013031115'),\n",
        " ('WAT2_320',\n",
        "  '196 4146 0. 2934.52 2940.52\" spec280 = \"280 280 0 4713.2363095327 0.'),\n",
        " ('WAT2_321',\n",
        "  '046005207752719 4146 0. 2943.85 2949.85\" spec281 = \"281 281 0 4713.2'),\n",
        " ('WAT2_322',\n",
        "  '063508896 0.046012602092674 4146 0. 2952.60 2958.60\" spec282 = \"282'),\n",
        " ('WAT2_323',\n",
        "  '282 0 4713.4559588454 0.04601803990722 4146 0. 2961.78 2967.78\" spec'),\n",
        " ('WAT2_324',\n",
        "  '283 = \"283 283 0 4713.2192974405 0.046017623903408 4146 0. 2970.74 2'),\n",
        " ('WAT2_325',\n",
        "  '976.74\" spec284 = \"284 284 0 4713.2255027464 0.046015760511662 4146'),\n",
        " ('WAT2_326',\n",
        "  '0. 2979.88 2985.87\" spec285 = \"285 285 0 4713.220278873 0.0460136643'),\n",
        " ('WAT2_327',\n",
        "  '86476 4146 0. 2989.01 2995.01\" spec286 = \"286 286 0 4713.3658003159'),\n",
        " ('WAT2_328',\n",
        "  '0.046010754392466 4146 0. 3011.30 3017.30\" spec287 = \"287 287 0 4713'),\n",
        " ('WAT2_329',\n",
        "  '.1199642279 0.046010358409685 4146 0. 3020.26 3026.26\" spec288 = \"28'),\n",
        " ('WAT2_330',\n",
        "  '8 288 0 4713.3627268736 0.046013547266196 4146 0. 3029.41 3035.41\" s'),\n",
        " ('WAT2_331',\n",
        "  'pec289 = \"289 289 0 4713.3801635909 0.046014700131522 4146 0. 3047.1'),\n",
        " ('WAT2_332',\n",
        "  '7 3053.17\" spec290 = \"290 290 0 4713.1444787288 0.046016308284589 41'),\n",
        " ('WAT2_333',\n",
        "  '46 0. 3056.29 3062.29\" spec291 = \"291 291 0 4713.1629901572 0.046009'),\n",
        " ('WAT2_334',\n",
        "  '053081386 4146 0. 3065.13 3071.13\" spec292 = \"292 292 0 4713.1569814'),\n",
        " ('WAT2_335',\n",
        "  '438 0.046010867569633 4146 0. 3074.14 3080.14\" spec293 = \"293 293 0'),\n",
        " ('WAT2_336',\n",
        "  '4713.4094331912 0.04601668905153 4146 0. 3083.24 3089.24\" spec294 ='),\n",
        " ('WAT2_337',\n",
        "  '\"294 294 0 4713.1607920974 0.046011572193849 4146 0. 3092.08 3098.08'),\n",
        " ('WAT2_338',\n",
        "  '\" spec295 = \"295 295 0 4713.06843077 0.046009361743068 4146 0. 3115.'),\n",
        " ('WAT2_339',\n",
        "  '70 3121.70\" spec296 = \"296 296 0 4713.3104281811 0.046013736117725 4'),\n",
        " ('WAT2_340',\n",
        "  '146 0. 3124.52 3130.52\" spec297 = \"297 297 0 4713.3316796609 0.04601'),\n",
        " ('WAT2_341',\n",
        "  '3691606907 4146 0. 3133.42 3139.42\" spec298 = \"298 298 0 4713.093419'),\n",
        " ('WAT2_342',\n",
        "  '0006 0.046007040233021 4146 0. 3142.43 3148.43\" spec299 = \"299 299 0'),\n",
        " ('WAT2_343',\n",
        "  ' 4713.0873730361 0.046008979784383 4146 0. 3151.32 3157.32\" spec300'),\n",
        " ('WAT2_344',\n",
        "  '= \"300 300 0 4713.1092983083 0.046005793601833 4146 0. 3160.08 3166.'),\n",
        " ('WAT2_345',\n",
        "  '08\" spec301 = \"301 301 0 4713.0544726781 0.046018193277736 4146 0. 3'),\n",
        " ('WAT2_346',\n",
        "  '169.00 3175.00\" spec302 = \"302 302 0 4713.1107788997 0.0460098744017'),\n",
        " ('WAT2_347',\n",
        "  '57 4146 0. 3177.93 3183.93\" spec303 = \"303 303 0 4713.1233904388 0.0'),\n",
        " ('WAT2_348',\n",
        "  '46003809052819 4146 0. 3186.92 3192.92\" spec304 = \"304 304 0 4713.10'),\n",
        " ('WAT2_349',\n",
        "  '8898509 0.046010472782013 4146 0. 3195.80 3201.80\" spec305 = \"305 30'),\n",
        " ('WAT2_350',\n",
        "  '5 0 4713.0013648156 0.046013365091403 4146 0. 3218.62 3224.62\" spec3'),\n",
        " ('WAT2_351',\n",
        "  '06 = \"306 306 0 4713.0355868349 0.046006292555734 4146 0. 3227.65 32'),\n",
        " ('WAT2_352',\n",
        "  '33.65\" spec307 = \"307 307 0 4713.027244016 0.046006769342552 4146 0.'),\n",
        " ('WAT2_353',\n",
        "  ' 3236.43 3242.43\" spec308 = \"308 308 0 4713.0365018884 0.04600540226'),\n",
        " ('WAT2_354',\n",
        "  '4648 4146 0. 3245.29 3251.29\" spec309 = \"309 309 0 4713.0371960927 0'),\n",
        " ('WAT2_355',\n",
        "  '.046006290708725 4146 0. 3254.16 3260.16\" spec310 = \"310 310 0 4713.'),\n",
        " ('WAT2_356',\n",
        "  '3150632599 0.046005968306649 4146 0. 3262.99 3268.99\" spec311 = \"311'),\n",
        " ('WAT2_357',\n",
        "  ' 311 0 4713.0621101143 0.046000573191181 4146 0. 3272.01 3278.01\" sp'),\n",
        " ('WAT2_358',\n",
        "  'ec312 = \"312 312 0 4713.33449751 0.046000823745386 4146 0. 3280.73 3'),\n",
        " ('WAT2_359',\n",
        "  '286.73\" spec313 = \"313 313 0 4713.0798558116 0.046005346119106 4146'),\n",
        " ('WAT2_360',\n",
        "  '0. 3289.64 3295.64\" spec314 = \"314 314 0 4713.3379792289 0.046001531'),\n",
        " ('WAT2_361',\n",
        "  '074518 4146 0. 3298.50 3304.50\" spec315 = \"315 315 0 4712.9857345983'),\n",
        " ('WAT2_362',\n",
        "  ' 0.046011665632228 4146 0. 3320.44 3326.44\" spec316 = \"316 316 0 471'),\n",
        " ('WAT2_363',\n",
        "  '3.2648188022 0.046004849916486 4146 0. 3329.43 3335.43\" spec317 = \"3'),\n",
        " ('WAT2_364',\n",
        "  '17 317 0 4713.0146076633 0.046003574073183 4146 0. 3338.31 3344.31\"'),\n",
        " ('WAT2_365',\n",
        "  'spec318 = \"318 318 0 4713.0476130474 0.046001802184188 4146 0. 3347.'),\n",
        " ('WAT2_366',\n",
        "  '06 3353.06\" spec319 = \"319 319 0 4713.0750090796 0.045995091445501 4'),\n",
        " ('WAT2_367',\n",
        "  '146 0. 3355.87 3361.87\" spec320 = \"320 320 0 4713.0665313412 0.04599'),\n",
        " ('WAT2_368',\n",
        "  '7540412241 4146 0. 3364.75 3370.75\" spec321 = \"321 321 0 4713.076386'),\n",
        " ('WAT2_369',\n",
        "  '7183 0.04599633033171 4146 0. 3373.47 3379.47\" spec322 = \"322 322 0'),\n",
        " ('WAT2_370',\n",
        "  '4713.0616531594 0.045999651256857 4146 0. 3382.37 3388.37\" spec323 ='),\n",
        " ('WAT2_371',\n",
        "  ' \"323 323 0 4713.0817126424 0.046002643201896 4146 0. 3391.16 3397.1'),\n",
        " ('WAT2_372',\n",
        "  '6\" spec324 = \"324 324 0 4713.3517125167 0.046000277061166 4146 0. 34'),\n",
        " ('WAT2_373',\n",
        "  '00.01 3406.01\" spec325 = \"325 325 0 4712.9958588388 0.04598802871841'),\n",
        " ('WAT2_374',\n",
        "  '3 4146 0. 3420.46 3426.46\" spec326 = \"326 326 0 4712.9963537243 0.04'),\n",
        " ('WAT2_375',\n",
        "  '5994061599034 4146 0. 3429.13 3435.13\" spec327 = \"327 327 0 4712.951'),\n",
        " ('WAT2_376',\n",
        "  '5055413 0.046006736827637 4146 0. 3438.05 3444.05\" spec328 = \"328 32'),\n",
        " ('WAT2_377',\n",
        "  '8 0 4713.3012506684 0.04599287907955 4146 0. 3446.92 3452.92\" spec32'),\n",
        " ('WAT2_378',\n",
        "  '9 = \"329 329 0 4713.0111437125 0.045996293474597 4146 0. 3455.50 346'),\n",
        " ('WAT2_379',\n",
        "  '1.50\" spec330 = \"330 330 0 4713.0330385824 0.045997407058562 4146 0.'),\n",
        " ('WAT2_380',\n",
        "  ' 3464.35 3470.35\" spec331 = \"331 331 0 4713.0580007827 0.04599036874'),\n",
        " ('WAT2_381',\n",
        "  '9227 4146 0. 3473.20 3479.20\" spec332 = \"332 332 0 4713.0568267322 0'),\n",
        " ('WAT2_382',\n",
        "  '.045996265170247 4146 0. 3481.87 3487.87\" spec333 = \"333 333 0 4713.'),\n",
        " ('WAT2_383',\n",
        "  '0808447 0.045990093419102 4146 0. 3490.72 3496.72\" spec334 = \"334 33'),\n",
        " ('WAT2_384',\n",
        "  '4 0 4713.2951315733 0.046002954367387 4146 0. 3499.54 3505.54\" spec3'),\n",
        " ('WAT2_385',\n",
        "  '35 = \"335 335 0 4713.1429540695 0.045998781042979 4146 0. 3530.19 35'),\n",
        " ('WAT2_386',\n",
        "  '36.19\" spec336 = \"336 336 0 4713.1274063509 0.046000843052865 4146 0'),\n",
        " ('WAT2_387',\n",
        "  '. 3539.02 3545.02\" spec337 = \"337 337 0 4712.9091484219 0.0459927900'),\n",
        " ('WAT2_388',\n",
        "  '50964 4146 0. 3547.85 3553.85\" spec338 = \"338 338 0 4713.1863223186'),\n",
        " ('WAT2_389',\n",
        "  '0.045993841001025 4146 0. 3556.41 3562.41\" spec339 = \"339 339 0 4712'),\n",
        " ('WAT2_390',\n",
        "  '.9665222935 0.045986378549227 4146 0. 3565.16 3571.16\" spec340 = \"34'),\n",
        " ('WAT2_391',\n",
        "  '0 340 0 4712.9516428818 0.04598902086743 4146 0. 3573.88 3579.88\" sp'),\n",
        " ('WAT2_392',\n",
        "  'ec341 = \"341 341 0 4712.9617818278 0.045991095094484 4146 0. 3582.70'),\n",
        " ('WAT2_393',\n",
        "  ' 3588.70\" spec342 = \"342 342 0 4713.1408156593 0.046014508364037 414'),\n",
        " ('WAT2_394',\n",
        "  '6 0. 3591.29 3597.29\" spec343 = \"343 343 0 4713.0167651171 0.0459819'),\n",
        " ('WAT2_395',\n",
        "  '82746284 4146 0. 3600.15 3606.15\" spec344 = \"344 344 0 4712.81866926'),\n",
        " ('WAT2_396',\n",
        "  '95 0.045994678472256 4146 0. 3622.61 3628.61\" spec345 = \"345 345 0 4'),\n",
        " ('WAT2_397',\n",
        "  '712.8661157602 0.045992739704545 4146 0. 3631.13 3637.13\" spec346 ='),\n",
        " ('WAT2_398',\n",
        "  '\"346 346 0 4712.889859852 0.045988384689692 4146 0. 3639.63 3645.63\"'),\n",
        " ('WAT2_399',\n",
        "  ' spec347 = \"347 347 0 4712.8883960947 0.045993886430637 4146 0. 3648'),\n",
        " ('WAT2_400',\n",
        "  '.14 3654.14\" spec348 = \"348 348 0 4712.9260419713 0.045983739211776'),\n",
        " ('WAT2_401',\n",
        "  '4146 0. 3656.64 3662.64\" spec349 = \"349 349 0 4712.9234921074 0.0459'),\n",
        " ('WAT2_402',\n",
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        " ('APID267', 'PARKED 0.0'),\n",
        " ('APID268', 'Grid_Sky_154 23.0'),\n",
        " ('APID269', 'Grid_Sky_153 23.0'),\n",
        " ('APID270', 'PARKED 0.0'),\n",
        " ('APID271', 'PARKED 0.0'),\n",
        " ('APID272', 'PARKED 0.0'),\n",
        " ('APID273', 'PARKED 0.0'),\n",
        " ('APID274', 'PARKED 0.0'),\n",
        " ('APID275', 'PARKED 0.0'),\n",
        " ('APID276', 'PARKED 0.0'),\n",
        " ('APID277', 'PARKED 0.0'),\n",
        " ('APID278', 'PARKED 0.0'),\n",
        " ('APID279', 'PARKED 0.0'),\n",
        " ('APID280', 'PARKED 0.0'),\n",
        " ('APID281', 'PARKED 0.0'),\n",
        " ('APID282', 'PARKED 0.0'),\n",
        " ('APID283', 'PARKED 0.0'),\n",
        " ('APID284', 'PARKED 0.0'),\n",
        " ('APID285', 'PARKED 0.0'),\n",
        " ('APID286', 'PARKED 0.0'),\n",
        " ('APID287', 'PARKED 0.0'),\n",
        " ('APID288', 'PARKED 0.0'),\n",
        " ('APID289', 'PARKED 0.0'),\n",
        " ('APID290', 'PARKED 0.0'),\n",
        " ('APID291', 'PARKED 0.0'),\n",
        " ('APID292', 'Field31 8.18'),\n",
        " ('APID293', 'PARKED 0.0'),\n",
        " ('APID294', 'PARKED 0.0'),\n",
        " ('APID295', 'Field30 8.7'),\n",
        " ('APID296', 'PARKED 0.0'),\n",
        " ('APID297', 'PARKED 0.0'),\n",
        " ('APID298', 'Field15 5.48'),\n",
        " ('APID299', 'Field01 8.13'),\n",
        " ('APID300', 'Field04 8.34'),\n",
        " ('APID301', 'FIBRE NOT IN USE 0.0'),\n",
        " ('APID302', 'PARKED 0.0'),\n",
        " ('APID303', 'Field11 7.45'),\n",
        " ('APID304', 'Grid_Sky_3 23.0'),\n",
        " ('APID305', 'PARKED 0.0'),\n",
        " ('APID306', 'PARKED 0.0'),\n",
        " ('APID307', 'PARKED 0.0'),\n",
        " ('APID308', 'Grid_Sky_9 23.0'),\n",
        " ('APID309', 'Field10 7.68'),\n",
        " ('APID310', 'PARKED 0.0'),\n",
        " ('APID311', 'Field07 8.27'),\n",
        " ('APID312', 'PARKED 0.0'),\n",
        " ('APID313', 'PARKED 0.0'),\n",
        " ('APID314', 'PARKED 0.0'),\n",
        " ('APID315', 'PARKED 0.0'),\n",
        " ('APID316', 'PARKED 0.0'),\n",
        " ('APID317', 'PARKED 0.0'),\n",
        " ('APID318', 'Grid_Sky_13 23.0'),\n",
        " ('APID319', 'PARKED 0.0'),\n",
        " ('APID320', 'Field18 8.99'),\n",
        " ('APID321', 'PARKED 0.0'),\n",
        " ('APID322', 'PARKED 0.0'),\n",
        " ('APID323', 'PARKED 0.0'),\n",
        " ('APID324', 'PARKED 0.0'),\n",
        " ('APID325', 'Grid_Sky_17 23.0'),\n",
        " ('APID326', 'PARKED 0.0'),\n",
        " ('APID327', 'Giant02 8.85'),\n",
        " ('APID328', 'PARKED 0.0'),\n",
        " ('APID329', 'Grid_Sky_16 23.0'),\n",
        " ('APID330', 'PARKED 0.0'),\n",
        " ('APID331', 'PARKED 0.0'),\n",
        " ('APID332', 'Grid_Sky_15 23.0'),\n",
        " ('APID333', 'PARKED 0.0'),\n",
        " ('APID334', 'PARKED 0.0'),\n",
        " ('APID335', 'PARKED 0.0'),\n",
        " ('APID336', 'PARKED 0.0'),\n",
        " ('APID337', 'PARKED 0.0'),\n",
        " ('APID338', 'PARKED 0.0'),\n",
        " ('APID339', 'PARKED 0.0'),\n",
        " ('APID340', 'PARKED 0.0'),\n",
        " ('APID341', 'PARKED 0.0'),\n",
        " ('APID342', 'PARKED 0.0'),\n",
        " ('APID343', 'PARKED 0.0'),\n",
        " ('APID344', 'Giant09 8.22'),\n",
        " ('APID345', 'PARKED 0.0'),\n",
        " ('APID346', 'PARKED 0.0'),\n",
        " ('APID347', 'Grid_Sky_25 23.0'),\n",
        " ('APID348', 'PARKED 0.0'),\n",
        " ('APID349', 'Grid_Sky_24 23.0'),\n",
        " ('APID350', 'FIBRE NOT IN USE 0.0'),\n",
        " ('APID351', 'PARKED 0.0'),\n",
        " ('APID352', 'PARKED 0.0'),\n",
        " ('APID353', 'PARKED 0.0'),\n",
        " ('APID354', 'Giant06 8.85'),\n",
        " ('APID355', 'PARKED 0.0'),\n",
        " ('APID356', 'PARKED 0.0'),\n",
        " ('APID357', 'PARKED 0.0'),\n",
        " ('APID358', 'Grid_Sky_28 23.0'),\n",
        " ('APID359', 'Grid_Sky_27 23.0'),\n",
        " ('APID360', 'Field27 7.58'),\n",
        " ('APID361', 'PARKED 0.0'),\n",
        " ('APID362', 'PARKED 0.0'),\n",
        " ('APID363', 'PARKED 0.0'),\n",
        " ('APID364', 'PARKED 0.0'),\n",
        " ('APID365', 'PARKED 0.0'),\n",
        " ('APID366', 'PARKED 0.0'),\n",
        " ('APID367', 'PARKED 0.0'),\n",
        " ('APID368', 'PARKED 0.0'),\n",
        " ...]"
       ]
      }
     ],
     "prompt_number": 62
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "'Giany01' in a1.header['APID*']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 64,
       "text": [
        "False"
       ]
      }
     ],
     "prompt_number": 64
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "starNames = []\n",
      "for fib in a1.header['APID*']:\n",
      "#     print int(fib.key[4:])-1 ,fib.value,\n",
      "    if not (('PARKED' in fib.value) or ('Grid_Sky' in fib.value) or ('FIBRE ' in fib.value)): \n",
      "        if fib.value.split(' ')[0]=='Giant01':\n",
      "            print fib.key[4:]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "173\n"
       ]
      }
     ],
     "prompt_number": 69
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "starNames"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 66,
       "text": [
        "['Field22',\n",
        " 'Giant04',\n",
        " 'Field23',\n",
        " 'Field05',\n",
        " 'Field02',\n",
        " 'Giant10',\n",
        " 'Field34',\n",
        " 'Field17',\n",
        " 'Giant07',\n",
        " 'Field08',\n",
        " 'Field19',\n",
        " 'Field32',\n",
        " 'Field09',\n",
        " 'Field21',\n",
        " 'Giant01',\n",
        " 'Giant03',\n",
        " 'Giant11',\n",
        " 'Field13',\n",
        " 'Giant05',\n",
        " 'Field26',\n",
        " 'Field25',\n",
        " 'Field28',\n",
        " 'Field29',\n",
        " 'Field24',\n",
        " 'Field31',\n",
        " 'Field30',\n",
        " 'Field15',\n",
        " 'Field01',\n",
        " 'Field04',\n",
        " 'Field11',\n",
        " 'Field10',\n",
        " 'Field07',\n",
        " 'Field18',\n",
        " 'Giant02',\n",
        " 'Giant09',\n",
        " 'Giant06',\n",
        " 'Field27',\n",
        " 'Field20',\n",
        " 'Giant08',\n",
        " 'Field33',\n",
        " 'Field03',\n",
        " 'Giant12',\n",
        " 'Field14']"
       ]
      }
     ],
     "prompt_number": 66
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "aaa.value"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 23,
       "text": [
        "'PARKED 0.0'"
       ]
      }
     ],
     "prompt_number": 23
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}