prepare_public_data_for_rgb_HiPS.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prepare different HI surveys for HiPS building\n",
    "In this notebook, I take the various HI surveys that I could lay hands on and make RGB HiPS for each of them individually and one for all of them together. The general idea for the RGB HiPS, regardless of the data included, is the following:\n",
    " 1. Look at the recession velocity of each observation, either centroid of spectrum from cube or median in mom1 map\n",
    " 2. sort, within the sample of maps or cubes to be hipsified, the data in three percentiles, according to their recession velocity, i.e. one group with the highest third of recession velocities (red), one group with the intermediate third of recession velocities (green) and one group with the lowest third of recession velocities (blue). \n",
    " 3. For moment 1 maps prepare the data such that 0km/s is at the recession velocity (distance will be encoded in the RGB channels), make sure there are only 2 dimensions.\n",
    " 4. For moment 0 maps prepare the data such that the unit is Msun/pc2, make sure there are only 2 dimensions. With moment0 maps we can either have one grey scale HiPS, then distance information is lost. Or we can create an RGB image, again in three percentiles of recession velocities. \n",
    " 5. For cubes prepare the data such that the velocity plane of the recession velocity is at 0km/s (again distance will be encoded in the RGB channels), make sure there are only 3 dimensions. BUT, different cubes from different surveys will have different velocity channel numbers and widths --> adjust, i.e. in the case of one HiPS for all surveys degrade to the largest channel width, also check for data within one survey!\n",
    " 6. Do the data sorting in folders. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "import shutil\n",
    "import os \n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "\n",
    "from astropy.io import fits\n",
    "from astropy.coordinates import SkyCoord\n",
    "from astropy.table import Table\n",
    "import astropy.units as u\n",
    "from specutils import Spectrum1D\n",
    "import specutils.analysis as spec_ana"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_wave_array(cube):\n",
    "    wave = np.array([(cube[0].header['CRVAL3'] + j * cube[0].header['CDELT3'])\n",
    "                for j in range(cube[0].header['NAXIS3'])])\n",
    "    return wave"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_rec_velo_cube(cube):\n",
    "    wave = create_wave_array(cube)\n",
    "    rec_velo = np.median(wave)\n",
    "    return rec_velo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_sorting(cube_list):\n",
    "    ''' This function takes a glob list of cubes, calculates \n",
    "        for every cube the recession velocity and then creates\n",
    "        a table with the ID of the cube, the survey name = name\n",
    "        of the folder within which the data of the survey is \n",
    "        located, and the recession velocity. This table is saved \n",
    "        and for within one survey the percentile of recession\n",
    "        velocity is also noted: 1 --> lowest velos = blue, \n",
    "        2 --> intermediate velocities = green, 3 --> highes velos =\n",
    "        red\n",
    "    '''\n",
    "    rec_velo_list = []\n",
    "    id_list = []\n",
    "    for m in cube_list:\n",
    "        cube = fits.open(m)\n",
    "        rec_velo_list.append(get_rec_velo_cube(cube))\n",
    "        cube.close()\n",
    "        name = m.split('_cube.fits')[0].split('/')[-1]\n",
    "        id_list.append(name)\n",
    "    tab_out = Table([id_list, rec_velo_list], names=('ID', 'Vrec'))\n",
    "    tab_out['Velo Third'] = -99\n",
    "    tab_out['Colour'] = 'colour'\n",
    "    ind_lower = tab_out['Vrec'] < np.percentile(tab_out['Vrec'], 33.3)\n",
    "    print(len(tab_out[ind_lower]))\n",
    "    tab_out['Velo Third'][ind_lower] = 1 \n",
    "    tab_out['Colour'][ind_lower] = 'Blue'\n",
    "    ind_med = (tab_out['Vrec'] >= np.percentile(tab_out['Vrec'], 33.3)) & \\\n",
    "        (tab_out['Vrec'] < np.percentile(tab_out['Vrec'], 66.6))\n",
    "    print(len(tab_out[ind_med]))\n",
    "    tab_out['Velo Third'][ind_med] = 2\n",
    "    tab_out['Colour'][ind_med] = 'Green'\n",
    "    ind_high = tab_out['Vrec'] >= np.percentile(tab_out['Vrec'], 66.6)\n",
    "    print(len(tab_out[ind_high]))\n",
    "    tab_out['Velo Third'][ind_high] = 3 \n",
    "    tab_out['Colour'][ind_high] = 'Red'\n",
    "    return tab_out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_sorting_mom1(mom1_list):\n",
    "    ''' This function takes a glob list of cubes, calculates \n",
    "        for every cube the recession velocity and then creates\n",
    "        a table with the ID of the cube, the survey name = name\n",
    "        of the folder within which the data of the survey is \n",
    "        located, and the recession velocity. This table is saved \n",
    "        and for within one survey the percentile of recession\n",
    "        velocity is also noted: 1 --> lowest velos = blue, \n",
    "        2 --> intermediate velocities = green, 3 --> highes velos =\n",
    "        red\n",
    "    '''\n",
    "    rec_velo_list = []\n",
    "    id_list = []\n",
    "    for m in mom1_list:\n",
    "        mom1 = fits.open(m)\n",
    "        rec_velo_list.append(get_rec_velo_cube(cube))\n",
    "        mom1.close()\n",
    "        name = m.split('_mom1.fits')[0].split('/')[-1]\n",
    "        id_list.append(name)\n",
    "    tab_out = Table([id_list, rec_velo_list], names=('ID', 'Vrec'))\n",
    "    tab_out['Velo Third'] = -99\n",
    "    tab_out['Colour'] = 'colour'\n",
    "    ind_lower = tab_out['Vrec'] < np.percentile(tab_out['Vrec'], 33.3)\n",
    "    print(len(tab_out[ind_lower]))\n",
    "    tab_out['Velo Third'][ind_lower] = 1 \n",
    "    tab_out['Colour'][ind_lower] = 'Blue'\n",
    "    ind_med = (tab_out['Vrec'] >= np.percentile(tab_out['Vrec'], 33.3)) & \\\n",
    "        (tab_out['Vrec'] < np.percentile(tab_out['Vrec'], 66.6))\n",
    "    print(len(tab_out[ind_med]))\n",
    "    tab_out['Velo Third'][ind_med] = 2\n",
    "    tab_out['Colour'][ind_med] = 'Green'\n",
    "    ind_high = tab_out['Vrec'] >= np.percentile(tab_out['Vrec'], 66.6)\n",
    "    print(len(tab_out[ind_high]))\n",
    "    tab_out['Velo Third'][ind_high] = 3 \n",
    "    tab_out['Colour'][ind_high] = 'Red'\n",
    "    return tab_out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_beam_params_whisp(hdr):\n",
    "    hdr['BMAJ'] = hdr['BMMAJ'] / 3600.\n",
    "    hdr['BMIN'] = hdr['BMMIN'] / 3600.\n",
    "    hdr['BPA'] = hdr['BMPA']\n",
    "    return hdr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_beam_params_vla(hdr):\n",
    "    bmaj, bmin, bpa = -99.9, -99.9, -99.9\n",
    "    for line in hdr['HISTORY']:\n",
    "        if line[: 17] == 'AIPS   CLEAN BMAJ':\n",
    "            x = np.array(line.split(' '))\n",
    "            x = x[x != '']\n",
    "            bmaj = x[3]\n",
    "            bmin = x[5]\n",
    "            bpa = x[7]\n",
    "    hdr['BMAJ'] = float(bmaj)\n",
    "    hdr['BMIN'] = float(bmin)\n",
    "    hdr['BPA'] = float(bpa)\n",
    "    return hdr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def update_coord_sys(hdr):\n",
    "    c = SkyCoord(ra=hdr['CRVAL1'], dec=hdr['CRVAL2'], \n",
    "                 unit=u.deg, frame='fk4')\n",
    "    cfk5 = c.transform_to('fk5')\n",
    "    hdr['EPOCH'] = 2000.0\n",
    "    hdr['CRVAL1'] = cfk5.ra.value\n",
    "    hdr['CRVAL2'] = cfk5.dec.value\n",
    "    return hdr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def update_header(ima):\n",
    "    '''This function extracts the beam parameters from comment\n",
    "        or history cards if they are not available in the \n",
    "        standard 'BMAJ', 'BMIN', 'BPA' header keywords. Then the\n",
    "        beam parameters are written to the standard header keywords. \n",
    "    '''\n",
    "    if 'BMMAJ' in ima[0].header:\n",
    "        ima[0].header = get_beam_params_whisp(ima[0].header)\n",
    "    if ('BMMAJ' not in ima[0].header) & ('BMAJ' not in ima[0].header):\n",
    "        ima[0].header = get_beam_params_vla(ima[0].header)\n",
    "    if ('EPOCH' in ima[0].header):\n",
    "        if (ima[0].header['EPOCH'] == 1950.):\n",
    "            ima[0].header = update_coord_sys(ima[0].header)\n",
    "    if ima[0].header['BMAJ'] == -99.9:\n",
    "        print(ima.info())\n",
    "        return 0\n",
    "    else:\n",
    "        return ima"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calc_column_dens(mom0):\n",
    "    mom0[0].data = 1.823e18 * ((606. * mom0[0].data * 1000.) / \n",
    "                               (mom0[0].header['BMAJ'] * 3600. * \n",
    "                                mom0[0].header['BMIN'] * 3600.)) #cm^-2\n",
    "    mom0[0].data = mom0[0].data * 8.044e-21 #M_sun / pc^2\n",
    "    return mom0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def red_dimension_3_2(mom):\n",
    "    mom[0].header['NAXIS'] = 2\n",
    "    del_hdr_keywords = ['CDELT3', 'CRPIX3', 'CRVAL3', 'CTYPE3', \n",
    "                        'CUNIT3', 'NAXIS3', 'DRVAL3', 'DTYPE3', \n",
    "                        'DUNIT3', 'CDELT4', 'CRVAL4', 'CTYPE4',\n",
    "                        'CUNIT4', 'DRVAL4', 'DTYPE4', 'DUNIT4']\n",
    "    for keyword in del_hdr_keywords:\n",
    "        if keyword in mom[0].header:\n",
    "            del mom[0].header[keyword]\n",
    "    try:\n",
    "        mom[0].data = mom[0].data.reshape((mom[0].data.shape[1], \n",
    "                                           mom[0].data.shape[2]))\n",
    "    except IndexError:\n",
    "        print('Data has already been reshaped')\n",
    "    return mom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def red_dimension_4_3(cube):\n",
    "    cube[0].header['NAXIS'] = 3\n",
    "    del_hdr_keywords = ['CUNIT4', 'NAXIS4',\n",
    "                        'CDELT4', 'CRPIX4', 'CRVAL4', 'CTYPE4']\n",
    "    for keyword in del_hdr_keywords:\n",
    "        if keyword in cube[0].header:\n",
    "            del cube[0].header[keyword]\n",
    "    try:\n",
    "        cube[0].data = cube[0].data.reshape((cube[0].data.shape[1], \n",
    "                                             cube[0].data.shape[2], \n",
    "                                             cube[0].data.shape[3]))\n",
    "    except IndexError:\n",
    "        print('Data has already been reshaped')\n",
    "    return cube"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def prepare_mom0(mom0_name, color, parent_folder):\n",
    "    '''This function makes sure that there are only two dimensions in \n",
    "        the moment 0 map, adds the beam parameters with the right \n",
    "        header keywords if neccessary, converts the data in the moment \n",
    "        0 maps to units of Msun/pc2 and saves the prepared \n",
    "        moment 0 maps to the right folder (depending on \n",
    "        the recession velocity.)\n",
    "        parent_folder = e.g. '/data/Survey/VIVA/Mom0/'\n",
    "    '''\n",
    "    print('Moment 0 ...')\n",
    "    mom0 = fits.open(parent_folder + mom0_name)\n",
    "    if mom0[0].header['NAXIS'] == 3:\n",
    "        mom0 = red_dimension_3_2(mom0)\n",
    "    mom0 = update_header(mom0)\n",
    "    if mom0 == 0:\n",
    "        return 0\n",
    "#     mom0 = calc_column_dens(mom0)\n",
    "    mom0.writeto('{}{}/{}'.format(parent_folder, color, mom0_name))\n",
    "    return 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def prepare_mom1(mom1_name, color, parent_folder):\n",
    "    '''This function makes sure that there are only two dimensions in \n",
    "        the moment 1 map, subtracts the recession velocity from \n",
    "        the map data and saves the prepared moment 1 maps to the \n",
    "        right folder (depending on the recession velocity.)\n",
    "    '''\n",
    "    print('Moment 1 ...')\n",
    "    mom1 = fits.open(parent_folder + mom1_name)\n",
    "    if mom1[0].header['NAXIS'] == 3:\n",
    "        mom1 = red_dimension_3_2(mom1)\n",
    "    mom1 = update_header(mom1)\n",
    "    if mom1 == 0:\n",
    "        return 0\n",
    "#     ind = (mom1[0].data > 0.0) & (mom1[0].data < 1.0e8)\n",
    "#     mom1[0].data = mom1[0].data - np.median(mom1[0].data[ind])\n",
    "    mom1.writeto('{}{}/{}'.format(parent_folder, color, mom1_name))\n",
    "    return 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def prepare_cubes(cube_name, color, parent_folder):\n",
    "    '''This function makes sure that there are only three dimensions\n",
    "        in the cube, adjusts the wcs velocity axis such that the \n",
    "        recession velocity is at 0 and that we are within the optical \n",
    "        convention. Then it saves the cube to the right folder (depending\n",
    "        on the recession velocity).\n",
    "    '''\n",
    "    print('Cube ...')\n",
    "    cube = fits.open(parent_folder + cube_name)\n",
    "    if cube[0].header['NAXIS'] == 4:\n",
    "        cube = red_dimension_4_3(cube)\n",
    "    cube = update_header(cube) \n",
    "    if cube == 0:\n",
    "        return 0\n",
    "    cube.writeto('{}{}/{}'.format(parent_folder, color, cube_name))\n",
    "    return 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sort_the_data(base_folder, tab):\n",
    "    dirs = ['Mom0/Red', 'Mom0/Green', 'Mom0/Blue', \n",
    "            'Mom1/Red', 'Mom1/Green', 'Mom1/Blue', \n",
    "            'Cubes/Red', 'Cubes/Green', 'Cubes/Blue'\n",
    "           ]\n",
    "    for d in dirs:\n",
    "        if os.path.isdir('{}{}'.format(base_folder, d)): \n",
    "            shutil.rmtree('{}{}'.format(base_folder, d))\n",
    "        os.mkdir('{}{}'.format(base_folder, d))\n",
    "    for gal in tab['ID']:\n",
    "        print(gal)\n",
    "        ind = tab['ID'] == gal\n",
    "        if os.path.isfile('{}Mom0/{}_mom0.fits'.format(base_folder, gal)):\n",
    "           prepare_mom0('{}_mom0.fits'.format(gal), \n",
    "                        tab['Colour'][ind][0], '{}Mom0/'.format(base_folder))\n",
    "        if os.path.isfile('{}Mom1/{}_mom1.fits'.format(base_folder, gal)):\n",
    "            prepare_mom1('{}_mom1.fits'.format(gal), \n",
    "                         tab['Colour'][ind][0], '{}Mom1/'.format(base_folder))\n",
    "        out = prepare_cubes('{}_cube.fits'.format(gal), \n",
    "                            tab['Colour'][ind][0], '{}Cubes/'.format(base_folder))\n",
    "        print(gal, out)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Atlas3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: VerifyWarning: Invalid 'BLANK' keyword in header.  The 'BLANK' keyword is only applicable to integer data, and will be ignored in this HDU. [astropy.io.fits.hdu.image]\n",
      "WARNING:astropy:VerifyWarning: Invalid 'BLANK' keyword in header.  The 'BLANK' keyword is only applicable to integer data, and will be ignored in this HDU.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "43\n",
      "43\n",
      "43\n",
      "NGC3489\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3489 1\n",
      "NGC2549\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2549 1\n",
      "NGC3796\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3796 1\n",
      "NGC3377\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3377 1\n",
      "NGC2950\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2950 1\n",
      "NGC5500\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5500 1\n",
      "NGC6278\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC6278 1\n",
      "NGC4026\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4026 1\n",
      "NGC2778\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2778 1\n",
      "NGC2592\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2592 1\n",
      "NGC5475\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5475 1\n",
      "NGC3530\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3530 1\n",
      "NGC2764\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2764 1\n",
      "PGC051753\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "PGC051753 1\n",
      "IC3631\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "IC3631 1\n",
      "NGC3073\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3073 1\n",
      "NGC4552\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4552 1\n",
      "NGC4168\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4168 1\n",
      "NGC4143\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4143 1\n",
      "NGC4660\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4660 1\n",
      "NGC0680\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC0680 1\n",
      "NGC6703\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC6703 1\n",
      "NGC3414\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3414 1\n",
      "NGC6149\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC6149 1\n",
      "NGC0821\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC0821 1\n",
      "NGC3674\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3674 1\n",
      "NGC6547\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC6547 1\n",
      "NGC4382\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4382 1\n",
      "NGC4203\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4203 1\n",
      "NGC3998\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3998 1\n",
      "NGC3457\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3457 1\n",
      "NGC4078\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4078 1\n",
      "NGC4150\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4150 1\n",
      "IC0598\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "IC0598 1\n",
      "NGC3626\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3626 1\n",
      "NGC7465\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC7465 1\n",
      "NGC2577\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2577 1\n",
      "NGC5379\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5379 1\n",
      "NGC3400\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3400 1\n",
      "NGC3301\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3301 1\n",
      "NGC2685\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2685 1\n",
      "UGC09519\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC09519 1\n",
      "NGC3379\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3379 1\n",
      "PGC061468\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "PGC061468 1\n",
      "NGC7332\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC7332 1\n",
      "UGC06176\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC06176 1\n",
      "NGC5582\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5582 1\n",
      "UGC08876\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC08876 1\n",
      "NGC5342\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5342 1\n",
      "NGC4521\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4521 1\n",
      "UGC05408\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC05408 1\n",
      "NGC3226\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3226 1\n",
      "NGC2852\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2852 1\n",
      "NGC3945\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3945 1\n",
      "NGC5687\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5687 1\n",
      "NGC4346\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4346 1\n",
      "NGC4621\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4621 1\n",
      "NGC5611\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5611 1\n",
      "NGC3757\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3757 1\n",
      "NGC3941\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3941 1\n",
      "NGC3665\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3665 1\n",
      "NGC3499\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3499 1\n",
      "NGC5355\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5355 1\n",
      "NGC5631\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5631 1\n",
      "NGC1023\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC1023 1\n",
      "NGC3412\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3412 1\n",
      "NGC2859\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2859 1\n",
      "NGC7280\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC7280 1\n",
      "NGC4459\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4459 1\n",
      "NGC4262\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4262 1\n",
      "NGC5322\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5322 1\n",
      "PGC028887\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "PGC028887 1\n",
      "NGC5273\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5273 1\n",
      "NGC7454\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC7454 1\n",
      "NGC4550\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4550 1\n",
      "NGC5198\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5198 1\n",
      "NGC4278\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4278 1\n",
      "NGC3098\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3098 1\n",
      "NGC3694\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3694 1\n",
      "NGC6798\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC6798 1\n",
      "PGC071531\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "PGC071531 1\n",
      "NGC6548\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC6548 1\n",
      "NGC4251\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4251 1\n",
      "NGC3838\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3838 1\n",
      "NGC3610\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3610 1\n",
      "NGC3245\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3245 1\n",
      "NGC4473\n",
      "Cube ...\n",
      "NGC4473 1\n",
      "NGC4111\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4111 1\n",
      "UGC03960\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC03960 1\n",
      "NGC2679\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2679 1\n",
      "NGC4694\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4694 1\n",
      "NGC3522\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3522 1\n",
      "NGC4494\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4494 1\n",
      "NGC3599\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3599 1\n",
      "NGC5481\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5481 1\n",
      "NGC3248\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3248 1\n",
      "NGC5866\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5866 1\n",
      "NGC4477\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4477 1\n",
      "NGC3608\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3608 1\n",
      "NGC3193\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3193 1\n",
      "NGC3458\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3458 1\n",
      "NGC5173\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5173 1\n",
      "NGC5557\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5557 1\n",
      "NGC4710\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4710 1\n",
      "NGC2880\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2880 1\n",
      "NGC5422\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5422 1\n",
      "NGC3595\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3595 1\n",
      "NGC2824\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2824 1\n",
      "NGC3613\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3613 1\n",
      "NGC4489\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4489 1\n",
      "NGC3182\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3182 1\n",
      "NGC5473\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5473 1\n",
      "NGC0770\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC0770 1\n",
      "NGC3648\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3648 1\n",
      "NGC0661\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC0661 1\n",
      "NGC3230\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3230 1\n",
      "NGC4350\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4350 1\n",
      "PGC035754\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "PGC035754 1\n",
      "NGC5103\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5103 1\n",
      "NGC4564\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4564 1\n",
      "NGC2768\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2768 1\n",
      "PGC044433\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "PGC044433 1\n",
      "NGC3032\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3032 1\n",
      "UGC04551\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC04551 1\n",
      "NGC7457\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC7457 1\n",
      "NGC2481\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2481 1\n",
      "NGC4036\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4036 1\n",
      "NGC5485\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5485 1\n",
      "PGC029321\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "PGC029321 1\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<i>Table length=129</i>\n",
       "<table id=\"table140062980881992\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>ID</th><th>Vrec</th><th>Velo Third</th><th>Colour</th></tr></thead>\n",
       "<thead><tr><th>str9</th><th>float64</th><th>int64</th><th>str6</th></tr></thead>\n",
       "<tr><td>NGC3489</td><td>-806518.9326674751</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC2549</td><td>1498628.2329571699</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC3796</td><td>1174102.61543104</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC3377</td><td>1325042.722005365</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC2950</td><td>1646504.9259039098</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC5500</td><td>1964534.55436536</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC6278</td><td>2498251.5379113005</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC4026</td><td>1444470.207341165</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC2778</td><td>1995946.5010796848</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC2592</td><td>1993091.81387414</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>NGC4564</td><td>1431346.7899471598</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC2768</td><td>1626695.0343121598</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>PGC044433</td><td>2335280.79738178</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC3032</td><td>583014.226048</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>UGC04551</td><td>1848191.2547936998</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC7457</td><td>1371858.59857147</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC2481</td><td>2134829.672262</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC4036</td><td>1699810.020073535</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC5485</td><td>2046008.97331262</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>PGC029321</td><td>2497759.87528458</td><td>3</td><td>Red</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=129>\n",
       "    ID           Vrec        Velo Third Colour\n",
       "   str9        float64         int64     str6 \n",
       "--------- ------------------ ---------- ------\n",
       "  NGC3489 -806518.9326674751          1   Blue\n",
       "  NGC2549 1498628.2329571699          1   Blue\n",
       "  NGC3796   1174102.61543104          1   Blue\n",
       "  NGC3377  1325042.722005365          1   Blue\n",
       "  NGC2950 1646504.9259039098          2  Green\n",
       "  NGC5500   1964534.55436536          2  Green\n",
       "  NGC6278 2498251.5379113005          3    Red\n",
       "  NGC4026  1444470.207341165          1   Blue\n",
       "  NGC2778 1995946.5010796848          2  Green\n",
       "  NGC2592   1993091.81387414          2  Green\n",
       "      ...                ...        ...    ...\n",
       "  NGC4564 1431346.7899471598          1   Blue\n",
       "  NGC2768 1626695.0343121598          2  Green\n",
       "PGC044433   2335280.79738178          3    Red\n",
       "  NGC3032      583014.226048          1   Blue\n",
       " UGC04551 1848191.2547936998          2  Green\n",
       "  NGC7457   1371858.59857147          1   Blue\n",
       "  NGC2481     2134829.672262          3    Red\n",
       "  NGC4036  1699810.020073535          2  Green\n",
       "  NGC5485   2046008.97331262          3    Red\n",
       "PGC029321   2497759.87528458          3    Red"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mom1_list = glob.glob('/data/Surveys/Atlas3D/Cubes/*.fits')\n",
    "atlas_tab = get_sorting(mom1_list)\n",
    "atlas_tab.write('ATLAS3D.csv', overwrite=True)\n",
    "sort_the_data('/data/Surveys/Atlas3D/', atlas_tab)\n",
    "atlas_tab"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## BLUEDISK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16\n",
      "16\n",
      "17\n",
      "j164714-401442\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j164714-401442 1\n",
      "j072745-421050\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j072745-421050 1\n",
      "j082846-403957\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j082846-403957 1\n",
      "j091458-512139\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j091458-512139 1\n",
      "j091645-454844\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j091645-454844 1\n",
      "j130713-580806\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j130713-580806 1\n",
      "j091424-404640\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j091424-404640 1\n",
      "j083833-304755\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j083833-304755 1\n",
      "j160734-362902\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j160734-362902 1\n",
      "j111415-340915\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j111415-340915 1\n",
      "j114657-504207\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j114657-504207 1\n",
      "j134100-422553\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j134100-422553 1\n",
      "j101610-582537\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j101610-582537 1\n",
      "j172837-570842\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j172837-570842 1\n",
      "j172613-620858\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j172613-620858 1\n",
      "j110759-352747\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j110759-352747 1\n",
      "j125203-514048\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j125203-514048 1\n",
      "j101542-554002\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j101542-554002 1\n",
      "j114859-350057\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j114859-350057 1\n",
      "j143759-400622\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j143759-400622 1\n",
      "j084925-414616\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j084925-414616 1\n",
      "j080240-343117\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j080240-343117 1\n",
      "j164310-421134\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j164310-421134 1\n",
      "j101054-455701\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j101054-455701 1\n",
      "j095009-333409\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j095009-333409 1\n",
      "j095749-514916\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j095749-514916 1\n",
      "j091835-321612\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j091835-321612 1\n",
      "j141031-385336\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j141031-385336 1\n",
      "j162502-405647\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j162502-405647 1\n",
      "j160606-355853\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j160606-355853 1\n",
      "j093225-572858\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j093225-572858 1\n",
      "j082914-553122\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j082914-553122 1\n",
      "j092609-491836\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j092609-491836 1\n",
      "j095740-451531\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j095740-451531 1\n",
      "j131603-350236\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j131603-350236 1\n",
      "j171637-582442\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j171637-582442 1\n",
      "j090842-444838\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j090842-444838 1\n",
      "j105007-362030\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j105007-362030 1\n",
      "j101511-564019\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j101511-564019 1\n",
      "j171436-304400\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j171436-304400 1\n",
      "j145157-511553\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j145157-511553 1\n",
      "j081422-391504\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j081422-391504 1\n",
      "j161731-311140\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j161731-311140 1\n",
      "j084916-360711\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j084916-360711 1\n",
      "j131256-472723\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j131256-472723 1\n",
      "j081314-522731\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j081314-522731 1\n",
      "j084922-364237\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j084922-364237 1\n",
      "j133329-403146\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j133329-403146 1\n",
      "j083706-412722\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "j083706-412722 1\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<i>Table length=49</i>\n",
       "<table id=\"table140062962601768\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>ID</th><th>Vrec</th><th>Velo Third</th><th>Colour</th></tr></thead>\n",
       "<thead><tr><th>str14</th><th>float64</th><th>int64</th><th>str6</th></tr></thead>\n",
       "<tr><td>j164714-401442</td><td>1375357087.2741013</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>j072745-421050</td><td>1384116111.7598395</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>j082846-403957</td><td>1382231345.583973</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>j091458-512139</td><td>1378093980.4725113</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>j091645-454844</td><td>1379822713.8604417</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>j130713-580806</td><td>1377952741.9519749</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>j091424-404640</td><td>1377500099.0403013</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>j083833-304755</td><td>1380618201.7621331</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>j160734-362902</td><td>1375028870.8022413</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>j111415-340915</td><td>1378594284.4802306</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>j171436-304400</td><td>1375292487.5480175</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>j145157-511553</td><td>1380341478.3011727</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>j081422-391504</td><td>1377762000.381836</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>j161731-311140</td><td>1382865444.1179733</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>j084916-360711</td><td>1381235150.198628</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>j131256-472723</td><td>1377313259.921319</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>j081314-522731</td><td>1390619496.1551352</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>j084922-364237</td><td>1381392553.4967513</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>j133329-403146</td><td>1378918446.2843723</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>j083706-412722</td><td>1375891534.2033734</td><td>1</td><td>Blue</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=49>\n",
       "      ID              Vrec        Velo Third Colour\n",
       "    str14           float64         int64     str6 \n",
       "-------------- ------------------ ---------- ------\n",
       "j164714-401442 1375357087.2741013          1   Blue\n",
       "j072745-421050 1384116111.7598395          3    Red\n",
       "j082846-403957  1382231345.583973          3    Red\n",
       "j091458-512139 1378093980.4725113          2  Green\n",
       "j091645-454844 1379822713.8604417          2  Green\n",
       "j130713-580806 1377952741.9519749          2  Green\n",
       "j091424-404640 1377500099.0403013          1   Blue\n",
       "j083833-304755 1380618201.7621331          3    Red\n",
       "j160734-362902 1375028870.8022413          1   Blue\n",
       "j111415-340915 1378594284.4802306          2  Green\n",
       "           ...                ...        ...    ...\n",
       "j171436-304400 1375292487.5480175          1   Blue\n",
       "j145157-511553 1380341478.3011727          2  Green\n",
       "j081422-391504  1377762000.381836          2  Green\n",
       "j161731-311140 1382865444.1179733          3    Red\n",
       "j084916-360711  1381235150.198628          3    Red\n",
       "j131256-472723  1377313259.921319          1   Blue\n",
       "j081314-522731 1390619496.1551352          3    Red\n",
       "j084922-364237 1381392553.4967513          3    Red\n",
       "j133329-403146 1378918446.2843723          2  Green\n",
       "j083706-412722 1375891534.2033734          1   Blue"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mom1_list = glob.glob('/data/Surveys/BLUEDISK/Cubes/*.fits')\n",
    "bluedisk_tab = get_sorting(mom1_list)\n",
    "bluedisk_tab.write('BLUEDISK.csv', overwrite=True)\n",
    "sort_the_data('/data/Surveys/BLUEDISK/', bluedisk_tab)\n",
    "bluedisk_tab"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## HALOGAS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8\n",
      "8\n",
      "8\n",
      "NGC0672\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC0672 1\n",
      "NGC4244\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4244 1\n",
      "NGC4448\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4448 1\n",
      "NGC0891\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC0891 1\n",
      "NGC2541\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2541 1\n",
      "NGC5585\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5585 1\n",
      "NGC0949\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC0949 1\n",
      "NGC5229\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5229 1\n",
      "NGC0925\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC0925 1\n",
      "NGC4414\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4414 1\n",
      "NGC5023\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5023 1\n",
      "NGC4565\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4565 1\n",
      "UGC7774\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7774 1\n",
      "NGC5055\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5055 1\n",
      "UGC2082\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC2082 1\n",
      "NGC3198\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3198 1\n",
      "UGC4278\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC4278 1\n",
      "NGC4274\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4274 1\n",
      "NGC4062\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4062 1\n",
      "NGC1003\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC1003 1\n",
      "NGC4559\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4559 1\n",
      "NGC4258\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4258 1\n",
      "NGC4631\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4631 1\n",
      "NGC2403\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2403 1\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<i>Table length=24</i>\n",
       "<table id=\"table140062964005632\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>ID</th><th>Vrec</th><th>Velo Third</th><th>Colour</th></tr></thead>\n",
       "<thead><tr><th>str7</th><th>float64</th><th>int64</th><th>str6</th></tr></thead>\n",
       "<tr><td>NGC0672</td><td>401879.99439243996</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC4244</td><td>240079.99610904</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC4448</td><td>376000.0</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC0891</td><td>535196.68017412</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC2541</td><td>551879.99611629</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC5585</td><td>233899.9962807</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC0949</td><td>629220.0</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC5229</td><td>369479.99668124</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC0925</td><td>551879.99439244</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC4414</td><td>704879.99153144</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>UGC2082</td><td>691879.99439244</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC3198</td><td>661879.99439244</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>UGC4278</td><td>551879.99439244</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC4274</td><td>788479.9885814</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC4062</td><td>751880.0</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC1003</td><td>618919.99614521</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC4559</td><td>821879.99518967</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC4258</td><td>475479.99095923995</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC4631</td><td>642519.99306996</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC2403</td><td>137601.611308</td><td>1</td><td>Blue</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=24>\n",
       "   ID          Vrec        Velo Third Colour\n",
       "  str7       float64         int64     str6 \n",
       "------- ------------------ ---------- ------\n",
       "NGC0672 401879.99439243996          1   Blue\n",
       "NGC4244    240079.99610904          1   Blue\n",
       "NGC4448           376000.0          1   Blue\n",
       "NGC0891    535196.68017412          2  Green\n",
       "NGC2541    551879.99611629          2  Green\n",
       "NGC5585     233899.9962807          1   Blue\n",
       "NGC0949           629220.0          2  Green\n",
       "NGC5229    369479.99668124          1   Blue\n",
       "NGC0925    551879.99439244          2  Green\n",
       "NGC4414    704879.99153144          3    Red\n",
       "    ...                ...        ...    ...\n",
       "UGC2082    691879.99439244          3    Red\n",
       "NGC3198    661879.99439244          3    Red\n",
       "UGC4278    551879.99439244          2  Green\n",
       "NGC4274     788479.9885814          3    Red\n",
       "NGC4062           751880.0          3    Red\n",
       "NGC1003    618919.99614521          2  Green\n",
       "NGC4559    821879.99518967          3    Red\n",
       "NGC4258 475479.99095923995          1   Blue\n",
       "NGC4631    642519.99306996          3    Red\n",
       "NGC2403      137601.611308          1   Blue"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mom1_list = glob.glob('/data/Surveys/HALOGAS/Cubes/*.fits')\n",
    "halogas_tab = get_sorting(mom1_list)\n",
    "halogas_tab.write('HALOGAS.csv', overwrite=True)\n",
    "sort_the_data('/data/Surveys/HALOGAS/', halogas_tab)\n",
    "halogas_tab"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## HIX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8\n",
      "7\n",
      "8\n",
      "NGC3001\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3001 1\n",
      "ESO240-11\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO240-11 1\n",
      "IC4857\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "IC4857 1\n",
      "ESO121-26\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO121-26 1\n",
      "ESO417-18\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO417-18 1\n",
      "ESO381-5\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO381-5 1\n",
      "ESO245-10\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO245-10 1\n",
      "NGC5161\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5161 1\n",
      "ESO243-2\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO243-2 1\n",
      "NGC685\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC685 1\n",
      "ESO287-13\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO287-13 1\n",
      "ESO208-26\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO208-26 1\n",
      "ESO55-13\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO55-13 1\n",
      "ESO383-5\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO383-5 1\n",
      "ESO378-3\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO378-3 1\n",
      "NGC289\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC289 1\n",
      "ESO461-10\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO461-10 1\n",
      "ESO75-6\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO75-6 1\n",
      "NGC3261\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3261 1\n",
      "ESO123-23\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO123-23 1\n",
      "ESO111-14\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO111-14 1\n",
      "ESO263-15\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO263-15 1\n",
      "ESO290-35\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO290-35 1\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<i>Table length=23</i>\n",
       "<table id=\"table140062975644336\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>ID</th><th>Vrec</th><th>Velo Third</th><th>Colour</th></tr></thead>\n",
       "<thead><tr><th>str9</th><th>float64</th><th>int64</th><th>str6</th></tr></thead>\n",
       "<tr><td>NGC3001</td><td>2696000.0283019897</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>ESO240-11</td><td>2888999.9238432497</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>IC4857</td><td>4720999.89894521</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>ESO121-26</td><td>2283249.954024845</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>ESO417-18</td><td>4802999.9970589</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>ESO381-5</td><td>5801000.101643715</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>ESO245-10</td><td>5832000.05797139</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC5161</td><td>2295999.9925816553</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>ESO243-2</td><td>8939000.055782385</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC685</td><td>1408999.9945816402</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>ESO383-5</td><td>3658999.9124955796</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>ESO378-3</td><td>3068000.01757362</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC289</td><td>1677000.04688607</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>ESO461-10</td><td>6843999.76749474</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>ESO75-6</td><td>10660000.369130105</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC3261</td><td>2614000.037888595</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>ESO123-23</td><td>2963999.9273454295</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>ESO111-14</td><td>7830999.7766090445</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>ESO263-15</td><td>2579000.047827335</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>ESO290-35</td><td>5909999.81505749</td><td>3</td><td>Red</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=23>\n",
       "    ID           Vrec        Velo Third Colour\n",
       "   str9        float64         int64     str6 \n",
       "--------- ------------------ ---------- ------\n",
       "  NGC3001 2696000.0283019897          1   Blue\n",
       "ESO240-11 2888999.9238432497          2  Green\n",
       "   IC4857   4720999.89894521          2  Green\n",
       "ESO121-26  2283249.954024845          1   Blue\n",
       "ESO417-18    4802999.9970589          2  Green\n",
       " ESO381-5  5801000.101643715          3    Red\n",
       "ESO245-10   5832000.05797139          3    Red\n",
       "  NGC5161 2295999.9925816553          1   Blue\n",
       " ESO243-2  8939000.055782385          3    Red\n",
       "   NGC685 1408999.9945816402          1   Blue\n",
       "      ...                ...        ...    ...\n",
       " ESO383-5 3658999.9124955796          2  Green\n",
       " ESO378-3   3068000.01757362          2  Green\n",
       "   NGC289   1677000.04688607          1   Blue\n",
       "ESO461-10   6843999.76749474          3    Red\n",
       "  ESO75-6 10660000.369130105          3    Red\n",
       "  NGC3261  2614000.037888595          1   Blue\n",
       "ESO123-23 2963999.9273454295          2  Green\n",
       "ESO111-14 7830999.7766090445          3    Red\n",
       "ESO263-15  2579000.047827335          1   Blue\n",
       "ESO290-35   5909999.81505749          3    Red"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mom1_list = glob.glob('/data/Surveys/HIX/Cubes/*.fits')\n",
    "hix_tab = get_sorting(mom1_list)\n",
    "hix_tab.write('HIX.csv', overwrite=True)\n",
    "sort_the_data('/data/Surveys/HIX/', hix_tab)\n",
    "hix_tab"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## LVHIS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "26\n",
      "24\n",
      "29\n",
      "CEN06\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "CEN06 1\n",
      "ESO410-5\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO410-5 1\n",
      "ESO245-7\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO245-7 1\n",
      "AM0605-341\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "AM0605-341 1\n",
      "ESO174-1\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO174-1 1\n",
      "NGC2915\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2915 1\n",
      "ESO383-87\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO383-87 1\n",
      "ESO137-18\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO137-18 1\n",
      "AM1321-304\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "AM1321-304 1\n",
      "ESO115-21\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO115-21 1\n",
      "NGC55\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC55 1\n",
      "ESO149-3\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO149-3 1\n",
      "LVHIS054\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "LVHIS054 1\n",
      "LVHIS032\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "LVHIS032 1\n",
      "ESO349-31\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO349-31 1\n",
      "LVHIS061\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "LVHIS061 1\n",
      "UGCA442\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGCA442 1\n",
      "ESO223-9\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO223-9 1\n",
      "ESO324-24\n",
      "Cube ...\n",
      "ESO324-24 1\n",
      "ESO274-1\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO274-1 1\n",
      "NGC2188\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2188 1\n",
      "ESO272-25\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO272-25 1\n",
      "ESO318-13\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO318-13 1\n",
      "ESO308-22\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO308-22 1\n",
      "NGC247\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC247 1\n",
      "ESO270-17\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO270-17 1\n",
      "IC1959\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "IC1959 1\n",
      "ESO215-9\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO215-9 1\n",
      "NGC5102\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5102 1\n",
      "NGC5253\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5253 1\n",
      "ESO444-84\n",
      "Cube ...\n",
      "ESO444-84 1\n",
      "UGCA438\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGCA438 1\n",
      "UGCA365\n",
      "Cube ...\n",
      "UGCA365 1\n",
      "AM0319-662\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "AM0319-662 1\n",
      "NGC3621\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3621 1\n",
      "NGC625\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC625 1\n",
      "NGC300\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC300 1\n",
      "LVHIS064\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "LVHIS064 1\n",
      "LVHIS041\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "LVHIS041 1\n",
      "LVHIS045\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "LVHIS045 1\n",
      "NGC1313\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC1313 1\n",
      "ESO376-16\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO376-16 1\n",
      "ESO381-18\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO381-18 1\n",
      "IC4662\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "IC4662 1\n",
      "ESO222-10\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO222-10 1\n",
      "ESO364-29\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO364-29 1\n",
      "IC5152\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "IC5152 1\n",
      "IC3104\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "IC3104 1\n",
      "NGC7793\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC7793 1\n",
      "ESO059-1\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO059-1 1\n",
      "NGC5264\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5264 1\n",
      "IC4247\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "IC4247 1\n",
      "NGC5408\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5408 1\n",
      "NGC4945\n",
      "Cube ...\n",
      "NGC4945 1\n",
      "AM0704-582\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "AM0704-582 1\n",
      "ESO381-20\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO381-20 1\n",
      "ESO154-23\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO154-23 1\n",
      "Circinus\n",
      "Cube ...\n",
      "Circinus 1\n",
      "ESO461-36\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO461-36 1\n",
      "LVHIS033\n",
      "Cube ...\n",
      "LVHIS033 1\n",
      "ESO245-5\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO245-5 1\n",
      "LVHIS073\n",
      "Cube ...\n",
      "LVHIS073 1\n",
      "ESO252-1\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO252-1 1\n",
      "ESO379-7\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO379-7 1\n",
      "NGC5237\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5237 1\n",
      "NGC1311\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC1311 1\n",
      "ESO199-7\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO199-7 1\n",
      "ESO320-14\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO320-14 1\n",
      "NGC1705\n",
      "Cube ...\n",
      "NGC1705 1\n",
      "ESO325-11\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO325-11 1\n",
      "NGC253\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC253 1\n",
      "NGC5236\n",
      "Cube ...\n",
      "NGC5236 1\n",
      "ESO321-14\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO321-14 1\n",
      "IC4316\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "IC4316 1\n",
      "UKS1424-460\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UKS1424-460 1\n",
      "ESO379-24\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO379-24 1\n",
      "ESO269-58\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO269-58 1\n",
      "ESO121-20\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO121-20 1\n",
      "LVHIS069\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "LVHIS069 1\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<i>Table length=79</i>\n",
       "<table id=\"table140062980742728\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>ID</th><th>Vrec</th><th>Velo Third</th><th>Colour</th></tr></thead>\n",
       "<thead><tr><th>str11</th><th>float64</th><th>int64</th><th>str6</th></tr></thead>\n",
       "<tr><td>CEN06</td><td>608000.0</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>ESO410-5</td><td>36000.0</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>ESO245-7</td><td>-32000.0</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>AM0605-341</td><td>768000.0</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>ESO174-1</td><td>678000.0</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC2915</td><td>478000.0</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>ESO383-87</td><td>328000.0</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>ESO137-18</td><td>598000.0</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>AM1321-304</td><td>478000.0</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>ESO115-21</td><td>508000.0</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>ESO325-11</td><td>548000.0</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC253</td><td>248000.0</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC5236</td><td>498000.0</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>ESO321-14</td><td>628000.0</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>IC4316</td><td>583000.0</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>UKS1424-460</td><td>418000.0</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>ESO379-24</td><td>628000.0</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>ESO269-58</td><td>398000.0</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>ESO121-20</td><td>578000.0</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>LVHIS069</td><td>658000.0</td><td>3</td><td>Red</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=79>\n",
       "     ID       Vrec   Velo Third Colour\n",
       "   str11    float64    int64     str6 \n",
       "----------- -------- ---------- ------\n",
       "      CEN06 608000.0          3    Red\n",
       "   ESO410-5  36000.0          1   Blue\n",
       "   ESO245-7 -32000.0          1   Blue\n",
       " AM0605-341 768000.0          3    Red\n",
       "   ESO174-1 678000.0          3    Red\n",
       "    NGC2915 478000.0          2  Green\n",
       "  ESO383-87 328000.0          1   Blue\n",
       "  ESO137-18 598000.0          3    Red\n",
       " AM1321-304 478000.0          2  Green\n",
       "  ESO115-21 508000.0          2  Green\n",
       "        ...      ...        ...    ...\n",
       "  ESO325-11 548000.0          2  Green\n",
       "     NGC253 248000.0          1   Blue\n",
       "    NGC5236 498000.0          2  Green\n",
       "  ESO321-14 628000.0          3    Red\n",
       "     IC4316 583000.0          2  Green\n",
       "UKS1424-460 418000.0          1   Blue\n",
       "  ESO379-24 628000.0          3    Red\n",
       "  ESO269-58 398000.0          1   Blue\n",
       "  ESO121-20 578000.0          2  Green\n",
       "   LVHIS069 658000.0          3    Red"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mom1_list = glob.glob('/data/Surveys/LVHIS/Cubes/*.fits')\n",
    "lvhis_tab = get_sorting(mom1_list)\n",
    "lvhis_tab.write('LVHIS.csv', overwrite=True)\n",
    "sort_the_data('/data/Surveys/LVHIS/', lvhis_tab)\n",
    "lvhis_tab"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SAURON"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n",
      "3\n",
      "4\n",
      "NGC5308\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5308 1\n",
      "NGC2549\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2549 1\n",
      "NGC3414\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3414 1\n",
      "NGC4150\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4150 1\n",
      "NGC1023\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC1023 1\n",
      "NGC5198\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5198 1\n",
      "NGC4278\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4278 1\n",
      "NGC5982\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5982 1\n",
      "NGC2768\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2768 1\n",
      "NGC7457\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC7457 1\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<i>Table length=10</i>\n",
       "<table id=\"table140062964006640\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>ID</th><th>Vrec</th><th>Velo Third</th><th>Colour</th></tr></thead>\n",
       "<thead><tr><th>str7</th><th>float64</th><th>int64</th><th>str6</th></tr></thead>\n",
       "<tr><td>NGC5308</td><td>800703.3356390449</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC2549</td><td>798492.862132255</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC3414</td><td>797281.34473319</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC4150</td><td>439996.75176467</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC1023</td><td>656289.2736543</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC5198</td><td>1131210.6293742</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC4278</td><td>701471.6621628099</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC5982</td><td>1610773.6859084899</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC2768</td><td>795178.038936165</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC7457</td><td>399675.25112936</td><td>1</td><td>Blue</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=10>\n",
       "   ID          Vrec        Velo Third Colour\n",
       "  str7       float64         int64     str6 \n",
       "------- ------------------ ---------- ------\n",
       "NGC5308  800703.3356390449          3    Red\n",
       "NGC2549   798492.862132255          3    Red\n",
       "NGC3414    797281.34473319          2  Green\n",
       "NGC4150    439996.75176467          1   Blue\n",
       "NGC1023     656289.2736543          1   Blue\n",
       "NGC5198    1131210.6293742          3    Red\n",
       "NGC4278  701471.6621628099          2  Green\n",
       "NGC5982 1610773.6859084899          3    Red\n",
       "NGC2768   795178.038936165          2  Green\n",
       "NGC7457    399675.25112936          1   Blue"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mom1_list = glob.glob('/data/Surveys/SAURON/Cubes/*.fits')\n",
    "sauron_tab = get_sorting(mom1_list)\n",
    "sauron_tab.write('SAURON.csv', overwrite=True)\n",
    "sort_the_data('/data/Surveys/SAURON/', sauron_tab)\n",
    "sauron_tab"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SHREG"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16\n",
      "14\n",
      "23\n",
      "ESO201-22\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO201-22 1\n",
      "ESO39-2\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO39-2 1\n",
      "NGC6920\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC6920 1\n",
      "NGC7098\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC7098 1\n",
      "NGC4930\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4930 1\n",
      "ESO240-11\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO240-11 1\n",
      "ESO121-6\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO121-6 1\n",
      "ESO249-36\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO249-36 1\n",
      "ESO249-31\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO249-31 1\n",
      "ESO235-58\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO235-58 1\n",
      "ESO145-25\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO145-25 1\n",
      "ESO79-14\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO79-14 1\n",
      "NGC6221\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC6221 1\n",
      "ESO115-21\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO115-21 1\n",
      "NGC986\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC986 1\n",
      "ESO138-14\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO138-14 1\n",
      "ESO358-63\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO358-63 1\n",
      "NGC6850\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC6850 1\n",
      "IC2531\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "IC2531 1\n",
      "ESO287-13\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO287-13 1\n",
      "NGC5170\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5170 1\n",
      "ESO104-22\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO104-22 1\n",
      "NGC7582\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC7582 1\n",
      "ESO124-15\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO124-15 1\n",
      "ESO269-19\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO269-19 1\n",
      "ESO35-9\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO35-9 1\n",
      "NGC3108\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3108 1\n",
      "NGC2328\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2328 1\n",
      "IC4745\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "IC4745 1\n",
      "ESO364-29\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO364-29 1\n",
      "ESO142-24\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO142-24 1\n",
      "FGC853\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "FGC853 1\n",
      "NGC1448\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC1448 1\n",
      "NGC3882\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3882 1\n",
      "NGC6799\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC6799 1\n",
      "FGCE1709\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "FGCE1709 1\n",
      "FGCE1450\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "FGCE1450 1\n",
      "FGCE1839\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "FGCE1839 1\n",
      "ESO28-14\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO28-14 1\n",
      "ESO123-23\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO123-23 1\n",
      "NGC1559\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC1559 1\n",
      "ESO116-12\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO116-12 1\n",
      "NGC7205\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC7205 1\n",
      "NGC7552\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC7552 1\n",
      "NGC5643\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5643 1\n",
      "NGC3125\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3125 1\n",
      "ESO104-44\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO104-44 1\n",
      "ESO187-51\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO187-51 1\n",
      "ESO383-05\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO383-05 1\n",
      "NGC5084\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5084 1\n",
      "ESO564-27\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO564-27 1\n",
      "NGC6215\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC6215 1\n",
      "ESO205-01\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ESO205-01 1\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<i>Table length=53</i>\n",
       "<table id=\"table140064167248840\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>ID</th><th>Vrec</th><th>Velo Third</th><th>Colour</th></tr></thead>\n",
       "<thead><tr><th>str9</th><th>float64</th><th>int64</th><th>str6</th></tr></thead>\n",
       "<tr><td>ESO201-22</td><td>4102245.1074186997</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>ESO39-2</td><td>2206815.6250011</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC6920</td><td>3050811.96614472</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC7098</td><td>2206815.6250011</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC4930</td><td>2206815.6250011</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>ESO240-11</td><td>2840016.697590925</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>ESO121-6</td><td>1151743.15836557</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>ESO249-36</td><td>730402.811380635</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>ESO249-31</td><td>941221.5020748349</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>ESO235-58</td><td>4317096.60644725</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>NGC7552</td><td>1573877.0536298999</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC5643</td><td>1151743.15836557</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC3125</td><td>1147758.0322265</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>ESO104-44</td><td>730402.811380635</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>ESO187-51</td><td>1151743.15836557</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>ESO383-05</td><td>3684332.454423685</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC5084</td><td>1785484.8762976099</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>ESO564-27</td><td>2206815.6250011</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC6215</td><td>1573877.0536298999</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>ESO205-01</td><td>1362959.36686187</td><td>1</td><td>Blue</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=53>\n",
       "    ID           Vrec        Velo Third Colour\n",
       "   str9        float64         int64     str6 \n",
       "--------- ------------------ ---------- ------\n",
       "ESO201-22 4102245.1074186997          3    Red\n",
       "  ESO39-2    2206815.6250011          3    Red\n",
       "  NGC6920   3050811.96614472          3    Red\n",
       "  NGC7098    2206815.6250011          3    Red\n",
       "  NGC4930    2206815.6250011          3    Red\n",
       "ESO240-11  2840016.697590925          3    Red\n",
       " ESO121-6   1151743.15836557          1   Blue\n",
       "ESO249-36   730402.811380635          1   Blue\n",
       "ESO249-31  941221.5020748349          1   Blue\n",
       "ESO235-58   4317096.60644725          3    Red\n",
       "      ...                ...        ...    ...\n",
       "  NGC7552 1573877.0536298999          2  Green\n",
       "  NGC5643   1151743.15836557          1   Blue\n",
       "  NGC3125    1147758.0322265          1   Blue\n",
       "ESO104-44   730402.811380635          1   Blue\n",
       "ESO187-51   1151743.15836557          1   Blue\n",
       "ESO383-05  3684332.454423685          3    Red\n",
       "  NGC5084 1785484.8762976099          2  Green\n",
       "ESO564-27    2206815.6250011          3    Red\n",
       "  NGC6215 1573877.0536298999          2  Green\n",
       "ESO205-01   1362959.36686187          1   Blue"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mom1_list = glob.glob('/data/Surveys/SHREG/Cubes/*.fits')\n",
    "shreg_tab = get_sorting(mom1_list)\n",
    "shreg_tab.write('SHREG.csv', overwrite=True)\n",
    "sort_the_data('/data/Surveys/SHREG/', shreg_tab)\n",
    "shreg_tab"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## THINGS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11\n",
      "11\n",
      "11\n",
      "NGC5457\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5457 1\n",
      "NGC3627\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3627 1\n",
      "NGC3184\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3184 1\n",
      "NGC1569\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC1569 1\n",
      "NGC3351\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3351 1\n",
      "NGC4214\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4214 1\n",
      "NGC5194\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5194 1\n",
      "NGC628\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC628 1\n",
      "NGC3031\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3031 1\n",
      "NGC6946\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC6946 1\n",
      "NGC4826\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4826 1\n",
      "NGC2841\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2841 1\n",
      "NGC3621\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3621 1\n",
      "NGC2366\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2366 1\n",
      "M81-DWA\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "M81-DWA 1\n",
      "HOII\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "HOII 1\n",
      "M81-DWB\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "M81-DWB 1\n",
      "NGC7793\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC7793 1\n",
      "NGC4736\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4736 1\n",
      "DDO154\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "DDO154 1\n",
      "NGC5055\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5055 1\n",
      "NGC925\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC925 1\n",
      "NGC3198\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3198 1\n",
      "NGC3077\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3077 1\n",
      "NGC2903\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2903 1\n",
      "NGC4449\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4449 1\n",
      "DDO53\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "DDO53 1\n",
      "NGC7331\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC7331 1\n",
      "NGC2976\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2976 1\n",
      "NGC5236\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC5236 1\n",
      "NGC2403\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC2403 1\n",
      "NGC3521\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3521 1\n",
      "HOI\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "HOI 1\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<i>Table length=33</i>\n",
       "<table id=\"table140062962600312\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>ID</th><th>Vrec</th><th>Velo Third</th><th>Colour</th></tr></thead>\n",
       "<thead><tr><th>str7</th><th>float64</th><th>int64</th><th>str6</th></tr></thead>\n",
       "<tr><td>NGC5457</td><td>178292.259772</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC3627</td><td>613470.0681195001</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC3184</td><td>500179.8220115</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC1569</td><td>-185267.186266</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC3351</td><td>715131.1240105</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC4214</td><td>225822.3278635</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC5194</td><td>390517.869124</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC628</td><td>581601.4083390001</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC3031</td><td>-188078.7170825</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC6946</td><td>1419951198.17125</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>NGC3077</td><td>-144935.06458049998</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC2903</td><td>457586.43457299995</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC4449</td><td>92488.894534</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>DDO53</td><td>-31537.880859999997</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC7331</td><td>662751.7175274999</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC2976</td><td>-102629.673336</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC5236</td><td>360284.87234400003</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC2403</td><td>97689.79882999999</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC3521</td><td>898007.0634580001</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>HOI</td><td>144853.221435</td><td>2</td><td>Green</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=33>\n",
       "   ID           Vrec        Velo Third Colour\n",
       "  str7        float64         int64     str6 \n",
       "------- ------------------- ---------- ------\n",
       "NGC5457       178292.259772          2  Green\n",
       "NGC3627   613470.0681195001          3    Red\n",
       "NGC3184      500179.8220115          3    Red\n",
       "NGC1569      -185267.186266          1   Blue\n",
       "NGC3351      715131.1240105          3    Red\n",
       "NGC4214      225822.3278635          2  Green\n",
       "NGC5194       390517.869124          2  Green\n",
       " NGC628   581601.4083390001          3    Red\n",
       "NGC3031     -188078.7170825          1   Blue\n",
       "NGC6946    1419951198.17125          3    Red\n",
       "    ...                 ...        ...    ...\n",
       "NGC3077 -144935.06458049998          1   Blue\n",
       "NGC2903  457586.43457299995          3    Red\n",
       "NGC4449        92488.894534          1   Blue\n",
       "  DDO53 -31537.880859999997          1   Blue\n",
       "NGC7331   662751.7175274999          3    Red\n",
       "NGC2976      -102629.673336          1   Blue\n",
       "NGC5236  360284.87234400003          2  Green\n",
       "NGC2403   97689.79882999999          1   Blue\n",
       "NGC3521   898007.0634580001          3    Red\n",
       "    HOI       144853.221435          2  Green"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mom1_list = glob.glob('/data/Surveys/THINGS/Cubes/*.fits')\n",
    "things_tab = get_sorting(mom1_list)\n",
    "things_tab.write('THINGS.csv', overwrite=True)\n",
    "sort_the_data('/data/Surveys/THINGS/', things_tab)\n",
    "things_tab"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## VIVA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "14\n",
      "14\n",
      "15\n",
      "NGC4651\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4651 1\n",
      "NGC4424\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4424 1\n",
      "NGC4351\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4351 1\n",
      "NGC4419\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4419 1\n",
      "NGC4536\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4536 1\n",
      "NGC4457\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4457 1\n",
      "NGC4293\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4293 1\n",
      "NGC4216\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4216 1\n",
      "NGC4569\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4569 1\n",
      "NGC4548\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4548 1\n",
      "NGC4808\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4808 1\n",
      "NGC4254\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4254 1\n",
      "VCC2062\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "VCC2062 1\n",
      "NGC4532\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4532 1\n",
      "NGC4561\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4561 1\n",
      "NGC4405\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4405 1\n",
      "NGC4321\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4321 1\n",
      "NGC4535\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4535 1\n",
      "NGC4522\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4522 1\n",
      "NGC4294\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4294 1\n",
      "NGC4501\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4501 1\n",
      "NGC4189\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4189 1\n",
      "NGC4388\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4388 1\n",
      "NGC4394\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4394 1\n",
      "NGC4298\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4298 1\n",
      "NGC4579\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4579 1\n",
      "NGC4330\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4330 1\n",
      "NGC4192\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4192 1\n",
      "NGC4689\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4689 1\n",
      "NGC4567\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4567 1\n",
      "NGC4396\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4396 1\n",
      "NGC4694\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4694 1\n",
      "NGC4402\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4402 1\n",
      "NGC4654\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4654 1\n",
      "NGC4383\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4383 1\n",
      "NGC4580\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4580 1\n",
      "NGC4450\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4450 1\n",
      "NGC4606\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4606 1\n",
      "NGC4713\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4713 1\n",
      "NGC4064\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4064 1\n",
      "NGC4380\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4380 1\n",
      "NGC4772\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4772 1\n",
      "NGC4698\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4698 1\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<i>Table length=43</i>\n",
       "<table id=\"table140062980878744\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>ID</th><th>Vrec</th><th>Velo Third</th><th>Colour</th></tr></thead>\n",
       "<thead><tr><th>str7</th><th>float64</th><th>int64</th><th>str6</th></tr></thead>\n",
       "<tr><td>NGC4651</td><td>1418155118.315</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC4424</td><td>1419773013.37164</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC4351</td><td>1411095985.945</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC4419</td><td>1421729978.235</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC4536</td><td>1413491324.485</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC4457</td><td>1417630856.155</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC4293</td><td>1417587243.735</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC4216</td><td>1421461927.215</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC4569</td><td>1422983817.205</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC4548</td><td>1419792864.255</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>NGC4654</td><td>1416798260.875</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC4383</td><td>1412338071.765</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC4580</td><td>1416945925.595</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC4450</td><td>1411092648.265</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC4606</td><td>1414096432.08</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC4713</td><td>334114.64078</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC4064</td><td>1417555053.805</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC4380</td><td>1417251854.305</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC4772</td><td>1416883477.055</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>NGC4698</td><td>1417189523.545</td><td>3</td><td>Red</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=43>\n",
       "   ID         Vrec       Velo Third Colour\n",
       "  str7      float64        int64     str6 \n",
       "------- ---------------- ---------- ------\n",
       "NGC4651   1418155118.315          3    Red\n",
       "NGC4424 1419773013.37164          3    Red\n",
       "NGC4351   1411095985.945          1   Blue\n",
       "NGC4419   1421729978.235          3    Red\n",
       "NGC4536   1413491324.485          2  Green\n",
       "NGC4457   1417630856.155          3    Red\n",
       "NGC4293   1417587243.735          3    Red\n",
       "NGC4216   1421461927.215          3    Red\n",
       "NGC4569   1422983817.205          3    Red\n",
       "NGC4548   1419792864.255          3    Red\n",
       "    ...              ...        ...    ...\n",
       "NGC4654   1416798260.875          2  Green\n",
       "NGC4383   1412338071.765          1   Blue\n",
       "NGC4580   1416945925.595          2  Green\n",
       "NGC4450   1411092648.265          1   Blue\n",
       "NGC4606    1414096432.08          2  Green\n",
       "NGC4713     334114.64078          1   Blue\n",
       "NGC4064   1417555053.805          3    Red\n",
       "NGC4380   1417251854.305          3    Red\n",
       "NGC4772   1416883477.055          2  Green\n",
       "NGC4698   1417189523.545          3    Red"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mom1_list = glob.glob('/data/Surveys/VIVA/Cubes/*.fits')\n",
    "viva_tab = get_sorting(mom1_list)\n",
    "viva_tab.write('VIVA.csv', overwrite=True)\n",
    "sort_the_data('/data/Surveys/VIVA/', viva_tab)\n",
    "viva_tab"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## VLA-ANGST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9\n",
      "9\n",
      "10\n",
      "NGC3741\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3741 1\n",
      "MCG9-20-131\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "MCG9-20-131 1\n",
      "DDO187\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "DDO187 1\n",
      "KKH86\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "KKH86 1\n",
      "DDO190\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "DDO190 1\n",
      "DDO6\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "DDO6 1\n",
      "UGC8833\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC8833 1\n",
      "KK230\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "KK230 1\n",
      "GR8\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "GR8 1\n",
      "KDG73\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "KDG73 1\n",
      "UGC8508\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC8508 1\n",
      "ANTLIA\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "ANTLIA 1\n",
      "NGC247\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC247 1\n",
      "DDO181\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "DDO181 1\n",
      "UGC4483\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC4483 1\n",
      "NGC3109\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC3109 1\n",
      "DDO183\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "DDO183 1\n",
      "SextansA\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "SextansA 1\n",
      "DDO82\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "DDO82 1\n",
      "BK3N\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "BK3N 1\n",
      "KKH98\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "KKH98 1\n",
      "DDO125\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "DDO125 1\n",
      "SextansB\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "SextansB 1\n",
      "NGC4163\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4163 1\n",
      "NGC404\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC404 1\n",
      "DDO99\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "DDO99 1\n",
      "NGC4190\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "NGC4190 1\n",
      "UGCA292\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGCA292 1\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<i>Table length=28</i>\n",
       "<table id=\"table140062962600424\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>ID</th><th>Vrec</th><th>Velo Third</th><th>Colour</th></tr></thead>\n",
       "<thead><tr><th>str11</th><th>float64</th><th>int64</th><th>str6</th></tr></thead>\n",
       "<tr><td>NGC3741</td><td>302541.334621</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>MCG9-20-131</td><td>209290.28101500002</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>DDO187</td><td>208736.35105599998</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>KKH86</td><td>303457.62591485004</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>DDO190</td><td>225768.5155105</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>DDO6</td><td>314846.54037635</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>UGC8833</td><td>290800.25355</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>KK230</td><td>84554.2956555</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>GR8</td><td>247220.98593199998</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>KDG73</td><td>133081.19738695</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>DDO82</td><td>100458.3374045</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>BK3N</td><td>-4906.716860550001</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>KKH98</td><td>-107721.53591695</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>DDO125</td><td>234987.6689426</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>SextansB</td><td>366834.898921</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC4163</td><td>200784.4142766</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>NGC404</td><td>9676.675653999995</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>DDO99</td><td>311446.064466</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>NGC4190</td><td>301534.042611</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>UGCA292</td><td>347690.8590407</td><td>3</td><td>Red</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=28>\n",
       "     ID            Vrec        Velo Third Colour\n",
       "   str11         float64         int64     str6 \n",
       "----------- ------------------ ---------- ------\n",
       "    NGC3741      302541.334621          3    Red\n",
       "MCG9-20-131 209290.28101500002          2  Green\n",
       "     DDO187 208736.35105599998          1   Blue\n",
       "      KKH86 303457.62591485004          3    Red\n",
       "     DDO190     225768.5155105          2  Green\n",
       "       DDO6    314846.54037635          3    Red\n",
       "    UGC8833       290800.25355          2  Green\n",
       "      KK230      84554.2956555          1   Blue\n",
       "        GR8 247220.98593199998          2  Green\n",
       "      KDG73    133081.19738695          1   Blue\n",
       "        ...                ...        ...    ...\n",
       "      DDO82     100458.3374045          1   Blue\n",
       "       BK3N -4906.716860550001          1   Blue\n",
       "      KKH98   -107721.53591695          1   Blue\n",
       "     DDO125     234987.6689426          2  Green\n",
       "   SextansB      366834.898921          3    Red\n",
       "    NGC4163     200784.4142766          1   Blue\n",
       "     NGC404  9676.675653999995          1   Blue\n",
       "      DDO99      311446.064466          3    Red\n",
       "    NGC4190      301534.042611          2  Green\n",
       "    UGCA292     347690.8590407          3    Red"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mom1_list = glob.glob('/data/Surveys/VLA-ANGST/Cubes/*.fits')\n",
    "vla_angst_tab = get_sorting(mom1_list)\n",
    "vla_angst_tab.write('VLA_ANGST.csv', overwrite=True)\n",
    "sort_the_data('/data/Surveys/VLA-ANGST/', vla_angst_tab)\n",
    "vla_angst_tab"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## WHISP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "55\n",
      "55\n",
      "56\n",
      "UGC5717\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5717 1\n",
      "UGC5997\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5997 1\n",
      "UGC1541\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC1541 1\n",
      "UGC89\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC89 1\n",
      "UGC2023\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC2023_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      85   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC2023_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      85   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC2023_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      87   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC2023 0\n",
      "UGC3407\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC3407 1\n",
      "UGC5452\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5452 1\n",
      "UGC3354\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC3354 1\n",
      "UGC6944\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6944 1\n",
      "UGC5559\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5559 1\n",
      "UGC6742\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6742 1\n",
      "UGC5532\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5532 1\n",
      "UGC1913\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC1913 1\n",
      "UGC4543\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC4543 1\n",
      "UGC4499\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC4499_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      96   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC4499_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      96   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC4499_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      98   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC4499 0\n",
      "UGC5846\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC5846_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      96   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC5846_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      96   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC5846_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      98   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC5846 0\n",
      "UGC7323\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7323 1\n",
      "UGC2941\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC2941 1\n",
      "UGC1633\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC1633 1\n",
      "UGC3334\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC3334 1\n",
      "UGC5786\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5786 1\n",
      "UGC2916\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC2916 1\n",
      "UGC4273\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC4273 1\n",
      "UGC7095\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7095 1\n",
      "UGC5906\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5906 1\n",
      "UGC2053\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC2053_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      85   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC2053_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      85   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC2053_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      87   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC2053 0\n",
      "UGC3711\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC3711_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      85   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC3711_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      85   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC3711_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      87   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC3711 0\n",
      "UGC6787\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6787 1\n",
      "UGC3371\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC3371_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      86   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC3371_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      86   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC3371_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      88   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC3371 0\n",
      "UGC3205\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC3205 1\n",
      "UGC7030\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7030 1\n",
      "UGC2080\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC2080_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      97   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC2080_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      97   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC2080_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      99   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC2080 0\n",
      "UGC690\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC690 1\n",
      "UGC5079\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5079 1\n",
      "UGC5060\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5060 1\n",
      "UGC3273\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC3273 1\n",
      "UGC7047\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC7047_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      96   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC7047_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      96   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC7047_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      98   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC7047 0\n",
      "UGC6817\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6817 1\n",
      "UGC624\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC624 1\n",
      "UGC7222\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7222 1\n",
      "UGC718\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC718 1\n",
      "UGC485\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC485 1\n",
      "UGC4806\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC4806 1\n",
      "UGC3698\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC3698 1\n",
      "UGC6537\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC6537_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     113   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC6537_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     113   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC6537_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     115   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC6537 0\n",
      "UGC1256\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC1256_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      87   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC1256_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      87   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC1256_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      89   (512, 512, 63)   int16 (rescales to float32)   \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None\n",
      "UGC1256 0\n",
      "UGC3734\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC3734 1\n",
      "UGC5589\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5589 1\n",
      "UGC4305\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC4305_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      97   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC4305_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      97   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC4305_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      99   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC4305 0\n",
      "UGC7090\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7090 1\n",
      "UGC3546\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC3546 1\n",
      "UGC2503\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC2503 1\n",
      "UGC731\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC731_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      85   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC731_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      85   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC731_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      87   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC731 0\n",
      "UGC5918\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5918 1\n",
      "UGC1178\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC1178 1\n",
      "UGC7261\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7261 1\n",
      "UGC1856\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC1856 1\n",
      "UGC1013\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC1013 1\n",
      "UGC6024\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6024 1\n",
      "UGC1886\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC1886 1\n",
      "UGC7321\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7321 1\n",
      "UGC2067\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC2067 1\n",
      "UGC7408\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7408 1\n",
      "UGC7125\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7125 1\n",
      "UGC3965\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC3965 1\n",
      "UGC6628\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6628 1\n",
      "UGC5459\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5459 1\n",
      "UGC655\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC655 1\n",
      "UGC7204\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7204 1\n",
      "UGC7089\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7089 1\n",
      "UGC2800\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC2800 1\n",
      "UGC3759\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC3759 1\n",
      "UGC7490\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC7490_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      97   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC7490_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      97   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC7490_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      99   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC7490 0\n",
      "UGC2045\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC2045 1\n",
      "UGC6786\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6786 1\n",
      "UGC3817\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC3817_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      86   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC3817_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      86   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC3817_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      88   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC3817 0\n",
      "UGC6840\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6840 1\n",
      "UGC4173\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC4173_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     122   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC4173_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     122   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC4173_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     124   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC4173 0\n",
      "UGC6813\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6813 1\n",
      "UGC6884\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6884 1\n",
      "UGC3384\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC3384 1\n",
      "UGC5909\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5909 1\n",
      "UGC7232\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7232 1\n",
      "UGC4165\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC4165 1\n",
      "UGC2459\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC2459 1\n",
      "UGC6126\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6126 1\n",
      "UGC4483\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC4483 1\n",
      "UGC6283\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6283 1\n",
      "UGC5840\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5840 1\n",
      "UGC4256\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC4256 1\n",
      "UGC7183\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7183 1\n",
      "UGC1437\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC1437 1\n",
      "UGC7483\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7483 1\n",
      "UGC3993\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC3993 1\n",
      "UGC2154\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC2154 1\n",
      "UGC6456\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC6456_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      96   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC6456_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      96   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC6456_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      98   (512, 512, 63)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC6456 0\n",
      "UGC6833\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6833 1\n",
      "UGC7256\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7256 1\n",
      "UGC5557\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5557 1\n",
      "UGC6778\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC6778_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     112   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC6778_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     112   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC6778_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     114   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC6778 0\n",
      "UGC1993\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC1993 1\n",
      "UGC6930\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6930 1\n",
      "UGC6263\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6263 1\n",
      "UGC7399\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7399 1\n",
      "UGC7199\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7199 1\n",
      "UGC5351\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5351 1\n",
      "UGC6251\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6251 1\n",
      "UGC3740\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC3740_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      86   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC3740_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      86   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC3740_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      88   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC3740 0\n",
      "UGC3382\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC3382 1\n",
      "UGC5253\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC5253_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      94   (512, 512)   float32   \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC5253_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      94   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC5253_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      96   (512, 512, 63)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC5253 0\n",
      "UGC4605\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC4605 1\n",
      "UGC508\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC508 1\n",
      "UGC5960\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5960 1\n",
      "UGC6921\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6921 1\n",
      "UGC3642\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC3642 1\n",
      "UGC5721\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5721 1\n",
      "UGC1281\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC1281_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      97   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC1281_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      97   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC1281_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      99   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC1281 0\n",
      "UGC4666\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC4666 1\n",
      "UGC5789\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5789 1\n",
      "UGC5685\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5685 1\n",
      "UGC798\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC798 1\n",
      "UGC2082\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC2082 1\n",
      "UGC1810\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC1810 1\n",
      "UGC2183\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC2183 1\n",
      "UGC4838\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC4838 1\n",
      "UGC6446\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6446 1\n",
      "UGC5272\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC5272_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      96   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC5272_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      96   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC5272_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      98   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC5272 0\n",
      "UGC2455\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC2455_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     116   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC2455_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     116   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC2455_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     109   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC2455 0\n",
      "UGC4278\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC4278 1\n",
      "UGC6118\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6118 1\n",
      "UGC232\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC232 1\n",
      "UGC5414\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC5414_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     104   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC5414_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     104   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC5414_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     106   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC5414 0\n",
      "UGC4284\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC4284 1\n",
      "UGC2855\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC2855_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      97   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC2855_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      97   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC2855_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      99   (512, 512, 63)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC2855 0\n",
      "UGC6964\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6964 1\n",
      "UGC3137\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC3137_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     105   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC3137_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     105   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC3137_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     107   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC3137 0\n",
      "UGC3826\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC3826 1\n",
      "UGC6001\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6001 1\n",
      "UGC2141\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC2141 1\n",
      "UGC5935\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5935 1\n",
      "UGC7075\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7075 1\n",
      "UGC4862\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC4862 1\n",
      "UGC3013\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC3013 1\n",
      "UGC3966\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC3966_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      97   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC3966_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      97   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC3966_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      99   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC3966 0\n",
      "UGC4325\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC4325_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      96   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC4325_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      96   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC4325_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      98   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC4325 0\n",
      "UGC7166\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7166 1\n",
      "UGC7151\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7151 1\n",
      "UGC6621\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6621 1\n",
      "UGC3426\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC3426 1\n",
      "UGC7489\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC7489 1\n",
      "UGC4458\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC4458 1\n",
      "UGC2487\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC2487 1\n",
      "UGC1501\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC1501 1\n",
      "UGC4036\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC4036 1\n",
      "UGC2034\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC2034_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      85   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC2034_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      85   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC2034_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      96   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC2034 0\n",
      "UGC5251\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC5251 1\n",
      "UGC5829\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC5829_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     104   (512, 512)   float32   \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC5829_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     104   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC5829_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     106   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC5829 0\n",
      "UGC6713\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6713 1\n",
      "UGC528\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC528_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      97   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC528_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      97   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC528_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      99   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC528 0\n",
      "UGC625\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC625 1\n",
      "UGC6161\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6161 1\n",
      "UGC6225\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC6225 1\n",
      "UGC3574\n",
      "Moment 0 ...\n",
      "Filename: /data/Surveys/WHISP/Mom0/UGC3574_mom0.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      97   (512, 512)   float32   \n",
      "None\n",
      "Moment 1 ...\n",
      "Filename: /data/Surveys/WHISP/Mom1/UGC3574_mom1.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      97   (512, 512)   float32   \n",
      "None\n",
      "Cube ...\n",
      "Filename: /data/Surveys/WHISP/Cubes/UGC3574_cube.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU      99   (512, 512, 127)   int16 (rescales to float32)   \n",
      "None\n",
      "UGC3574 0\n",
      "UGC3580\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC3580 1\n",
      "UGC2193\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC2193 1\n",
      "UGC192\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "UGC192 1\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<i>Table length=166</i>\n",
       "<table id=\"table140062963955080\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>ID</th><th>Vrec</th><th>Velo Third</th><th>Colour</th></tr></thead>\n",
       "<thead><tr><th>str7</th><th>float64</th><th>int64</th><th>str6</th></tr></thead>\n",
       "<tr><td>UGC5717</td><td>1411213981.529</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>UGC5997</td><td>1413147094.162</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>UGC1541</td><td>1391768021.96</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>UGC89</td><td>1396703104.724</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>UGC2023</td><td>1417056888.078</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>UGC3407</td><td>1401297663.3702536</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>UGC5452</td><td>1412723433.568</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>UGC3354</td><td>1403515573.089</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>UGC6944</td><td>1403813829.088</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>UGC5559</td><td>1411545073.713</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>UGC5829</td><td>1416740548.189</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>UGC6713</td><td>1414879705.368</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>UGC528</td><td>1416043595.034</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>UGC625</td><td>1405601128.576</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>UGC6161</td><td>1415526788.427</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>UGC6225</td><td>1414630458.863</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>UGC3574</td><td>1412376336.665</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>UGC3580</td><td>1413473220.105</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>UGC2193</td><td>1417425875.483</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>UGC192</td><td>1421465027.328</td><td>3</td><td>Red</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=166>\n",
       "   ID          Vrec        Velo Third Colour\n",
       "  str7       float64         int64     str6 \n",
       "------- ------------------ ---------- ------\n",
       "UGC5717     1411213981.529          2  Green\n",
       "UGC5997     1413147094.162          2  Green\n",
       "UGC1541      1391768021.96          1   Blue\n",
       "  UGC89     1396703104.724          1   Blue\n",
       "UGC2023     1417056888.078          3    Red\n",
       "UGC3407 1401297663.3702536          1   Blue\n",
       "UGC5452     1412723433.568          2  Green\n",
       "UGC3354     1403515573.089          1   Blue\n",
       "UGC6944     1403813829.088          1   Blue\n",
       "UGC5559     1411545073.713          2  Green\n",
       "    ...                ...        ...    ...\n",
       "UGC5829     1416740548.189          3    Red\n",
       "UGC6713     1414879705.368          2  Green\n",
       " UGC528     1416043595.034          3    Red\n",
       " UGC625     1405601128.576          1   Blue\n",
       "UGC6161     1415526788.427          3    Red\n",
       "UGC6225     1414630458.863          2  Green\n",
       "UGC3574     1412376336.665          2  Green\n",
       "UGC3580     1413473220.105          2  Green\n",
       "UGC2193     1417425875.483          3    Red\n",
       " UGC192     1421465027.328          3    Red"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mom1_list = glob.glob('/data/Surveys/WHISP/Cubes/*.fits')\n",
    "whisp_tab = get_sorting(mom1_list)\n",
    "whisp_tab.write('WHISP.csv', overwrite=True)\n",
    "sort_the_data('/data/Surveys/WHISP/', whisp_tab)\n",
    "whisp_tab"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SHIELD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4\n",
      "4\n",
      "4\n",
      "AGC112521\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "AGC112521 1\n",
      "AGC748778\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "AGC748778 1\n",
      "AGC111946\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "AGC111946 1\n",
      "AGC174585\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "AGC174585 1\n",
      "AGC111164\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "AGC111164 1\n",
      "AGC174605\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "AGC174605 1\n",
      "AGC182595\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "AGC182595 1\n",
      "AGC110482\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "AGC110482 1\n",
      "AGC749241\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "AGC749241 1\n",
      "AGC731457\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "AGC731457 1\n",
      "AGC749237\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "AGC749237 1\n",
      "AGC111977\n",
      "Moment 0 ...\n",
      "Moment 1 ...\n",
      "Cube ...\n",
      "AGC111977 1\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<i>Table length=12</i>\n",
       "<table id=\"table140062964120432\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>ID</th><th>Vrec</th><th>Velo Third</th><th>Colour</th></tr></thead>\n",
       "<thead><tr><th>str9</th><th>float64</th><th>int64</th><th>str6</th></tr></thead>\n",
       "<tr><td>AGC112521</td><td>273673.79871585226</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>AGC748778</td><td>257671.83838119314</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>AGC111946</td><td>366673.978206761</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>AGC174585</td><td>355676.47501342755</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>AGC111164</td><td>162674.15517008537</td><td>1</td><td>Blue</td></tr>\n",
       "<tr><td>AGC174605</td><td>350671.83747019316</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>AGC182595</td><td>397668.9842104452</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>AGC110482</td><td>356673.79905985226</td><td>2</td><td>Green</td></tr>\n",
       "<tr><td>AGC749241</td><td>450668.09237542376</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>AGC731457</td><td>453670.7673909213</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>AGC749237</td><td>371668.98494425905</td><td>3</td><td>Red</td></tr>\n",
       "<tr><td>AGC111977</td><td>206674.15557309004</td><td>1</td><td>Blue</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=12>\n",
       "    ID           Vrec        Velo Third Colour\n",
       "   str9        float64         int64     str6 \n",
       "--------- ------------------ ---------- ------\n",
       "AGC112521 273673.79871585226          1   Blue\n",
       "AGC748778 257671.83838119314          1   Blue\n",
       "AGC111946   366673.978206761          2  Green\n",
       "AGC174585 355676.47501342755          2  Green\n",
       "AGC111164 162674.15517008537          1   Blue\n",
       "AGC174605 350671.83747019316          2  Green\n",
       "AGC182595  397668.9842104452          3    Red\n",
       "AGC110482 356673.79905985226          2  Green\n",
       "AGC749241 450668.09237542376          3    Red\n",
       "AGC731457  453670.7673909213          3    Red\n",
       "AGC749237 371668.98494425905          3    Red\n",
       "AGC111977 206674.15557309004          1   Blue"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mom1_list = glob.glob('/data/Surveys/SHIELD/Cubes/*.fits')\n",
    "shield_tab = get_sorting(mom1_list)\n",
    "shield_tab.write('SHIELD.csv', overwrite=True)\n",
    "sort_the_data('/data/Surveys/SHIELD/', shield_tab)\n",
    "shield_tab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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